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diff --git a/Advanced_Regression/Advanced-Regression-Starter-Data/.ipynb_checkpoints/Untitled-checkpoint.ipynb b/Advanced_Regression/Advanced-Regression-Starter-Data/.ipynb_checkpoints/Untitled-checkpoint.ipynb
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+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Advanced_Regression/Advanced-Regression-Starter-Data/.ipynb_checkpoints/starter-notebook_Thembi-Copy1-checkpoint.ipynb b/Advanced_Regression/Advanced-Regression-Starter-Data/.ipynb_checkpoints/starter-notebook_Thembi-Copy1-checkpoint.ipynb
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+++ b/Advanced_Regression/Advanced-Regression-Starter-Data/.ipynb_checkpoints/starter-notebook_Thembi-Copy1-checkpoint.ipynb
@@ -0,0 +1,711 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "6c7e849a",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-11T09:24:53.643384Z",
+ "start_time": "2021-06-11T09:24:53.622385Z"
+ }
+ },
+ "source": [
+ "# Regression Predict Student Solution\n",
+ "\n",
+ "© Explore Data Science Academy\n",
+ "\n",
+ "---\n",
+ "### Honour Code\n",
+ "\n",
+ "I {**YOUR NAME, YOUR SURNAME**}, confirm - by submitting this document - that the solutions in this notebook are a result of my own work and that I abide by the [EDSA honour code](https://drive.google.com/file/d/1QDCjGZJ8-FmJE3bZdIQNwnJyQKPhHZBn/view?usp=sharing).\n",
+ "\n",
+ "Non-compliance with the honour code constitutes a material breach of contract.\n",
+ "\n",
+ "### Predict Overview: Spain Electricity Shortfall Challenge\n",
+ "\n",
+ "The government of Spain is considering an expansion of it's renewable energy resource infrastructure investments. As such, they require information on the trends and patterns of the countries renewable sources and fossil fuel energy generation. Your company has been awarded the contract to:\n",
+ "\n",
+ "- 1. analyse the supplied data;\n",
+ "- 2. identify potential errors in the data and clean the existing data set;\n",
+ "- 3. determine if additional features can be added to enrich the data set;\n",
+ "- 4. build a model that is capable of forecasting the three hourly demand shortfalls;\n",
+ "- 5. evaluate the accuracy of the best machine learning model;\n",
+ "- 6. determine what features were most important in the model’s prediction decision, and\n",
+ "- 7. explain the inner working of the model to a non-technical audience.\n",
+ "\n",
+ "Formally the problem statement was given to you, the senior data scientist, by your manager via email reads as follow:\n",
+ "\n",
+ "> In this project you are tasked to model the shortfall between the energy generated by means of fossil fuels and various renewable sources - for the country of Spain. The daily shortfall, which will be referred to as the target variable, will be modelled as a function of various city-specific weather features such as `pressure`, `wind speed`, `humidity`, etc. As with all data science projects, the provided features are rarely adequate predictors of the target variable. As such, you are required to perform feature engineering to ensure that you will be able to accurately model Spain's three hourly shortfalls.\n",
+ " \n",
+ "On top of this, she has provided you with a starter notebook containing vague explanations of what the main outcomes are. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "05600c92",
+ "metadata": {},
+ "source": [
+ " \n",
+ "\n",
+ "## Table of Contents\n",
+ "\n",
+ "1. Importing Packages \n",
+ "\n",
+ "2. Loading Data \n",
+ "\n",
+ "3. Exploratory Data Analysis (EDA) \n",
+ "\n",
+ "4. Data Engineering \n",
+ "\n",
+ "5. Modeling \n",
+ "\n",
+ "6. Model Performance \n",
+ "\n",
+ "7. Model Explanations "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "997462e2",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 1. Importing Packages\n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Importing Packages ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to import, and briefly discuss, the libraries that will be used throughout your analysis and modelling. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "475dbe93",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-23T10:30:53.800892Z",
+ "start_time": "2021-06-23T10:30:50.215449Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "# Libraries for data loading, data manipulation and data visulisation\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import csv\n",
+ "\n",
+ "# Libraries for data preparation and model building\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "import statsmodels.formula.api as sm\n",
+ "from statsmodels.graphics.correlation import plot_corr\n",
+ "import pickle\n",
+ "\n",
+ "# Setting global constants to ensure notebook results are reproducible\n",
+ "PARAMETER_CONSTANT = '###'"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f22a6718",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 2. Loading the Data\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Loading the data ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to load the data from the `df_train` file into a DataFrame. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "fbbb6c18",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-28T08:49:35.311495Z",
+ "start_time": "2021-06-28T08:49:35.295494Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "df_train = pd.read_csv('df_train.csv')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "81132ab3",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 3. Exploratory Data Analysis (EDA)\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Exploratory data analysis ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section, you are required to perform an in-depth analysis of all the variables in the DataFrame. |\n",
+ "\n",
+ "---\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "e805134e",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-28T08:52:37.824204Z",
+ "start_time": "2021-06-28T08:52:37.811206Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "# look at data statistics\n",
+ "df_train.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "2c257878",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_train.head(3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "e29cf095",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_train.describe()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "c9edd79c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_train.isnull().sum().sort_values(ascending=False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "3be73a39",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_train.Valencia_pressure.describe()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0b9d31d0",
+ "metadata": {},
+ "source": [
+ "#### Convert datatypes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "e71193d3",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Convert time from object to datetime\n",
+ "df_train['time'] = pd.to_datetime(df_train['time'])\n",
+ "\n",
+ "#Convert valencia wind degree and Seville pressure to int from object\n",
+ "df_train['Valencia_wind_deg'] = df_train['Valencia_wind_deg'].str.extract('(\\d+)')\n",
+ "df_train['Valencia_wind_deg'] =pd.to_numeric(df_train['Valencia_wind_deg'])\n",
+ "\n",
+ "df_train['Seville_pressure'] = df_train['Seville_pressure'].str.extract('(\\d+)')\n",
+ "df_train['Seville_pressure'] =pd.to_numeric(df_train['Seville_pressure'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "2fb74182",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# plot relevant feature interactions\n",
+ "\n",
+ "#Kamo"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "6dd6ee8c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# evaluate correlation\n",
+ "##kamo (seabron)\n",
+ "corr = df_train.drop(['Seville_pressure','Valencia_wind_deg','time'], axis='columns').corr()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "78d01949",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fig=plot_corr(corr,xnames=corr.columns)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "de51df85",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# have a look at feature distributions\n",
+ "\n",
+ "features = ['Madrid_wind_speed', 'Valencia_wind_deg',\n",
+ " 'Bilbao_rain_1h', 'Valencia_wind_speed', 'Seville_humidity',\n",
+ " 'Madrid_humidity', 'Bilbao_clouds_all', 'Bilbao_wind_speed',\n",
+ " 'Seville_clouds_all', 'Bilbao_wind_deg', 'Barcelona_wind_speed',\n",
+ " 'Barcelona_wind_deg', 'Madrid_clouds_all', 'Seville_wind_speed',\n",
+ " 'Barcelona_rain_1h', 'Seville_pressure', 'Seville_rain_1h',\n",
+ " 'Bilbao_snow_3h', 'Barcelona_pressure']\n",
+ "\n",
+ "df_train[features].hist(figsize=(10,10))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "e8c205f1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# plot the load shortfall against time\n",
+ "plt.plot(df_train['time'],df_train['load_shortfall_3h'])\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "dd20b9fa",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "print(df_train['time'].min())\n",
+ "print(df_train['time'].max())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "342a2e1a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#yearly time series data\n",
+ "monthly_shortfall = pd.DataFrame(df_train[df_train['time'] <'2015-01-31'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "947ade65",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "plt.plot(monthly_shortfall['time'],monthly_shortfall['load_shortfall_3h'])\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "64c52f41",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Target scatter\n",
+ "##Kamo plot scatter splot between features and the Target Variable. \n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "6b795cc7",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3fa93ec6",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 4. Data Engineering\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Data engineering ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to: clean the dataset, and possibly create new features - as identified in the EDA phase. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "059c2f3e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# remove missing values/ features\n",
+ " #Katlego"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "84eea17b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# create new features\n",
+ " #Thembi\n",
+ "\n",
+ "#Created new feautures related to time\n",
+ "df_train['Day'] = df_train['time'].dt.day\n",
+ "df_train['Month'] = df_train['time'].dt.month\n",
+ "df_train['Year'] = df_train['time'].dt.year\n",
+ "df_train['Hour'] = df_train['time'].dt.hour\n",
+ "df_train['Start_minute'] = df_train['time'].dt.minute\n",
+ "df_train['Start_seconds'] = df_train['time'].dt.second\n",
+ "df_train['Start_weekend'] = df_train['time'].dt.weekday\n",
+ "df_train['Start_week_of_year'] = df_train['time'].dt.week"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "59692724",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# engineer existing features\n",
+ " #DLX - write a function that takes any Dataframe and return a scaled/regularised Dataframe\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "43b2d523",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 5. Modelling\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Modelling ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section, you are required to create one or more regression models that are able to accurately predict the thee hour load shortfall. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "2344b3e0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# split data\n",
+ "df_test = pd.read_csv('df_test.csv')\n",
+ "df_train.columns\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "9c58df02",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# create targets and features dataset\n",
+ "\n",
+ "selected_cols = ['Bilbao_wind_speed','Barcelona_wind_deg','Barcelona_pressure','Valencia_wind_speed','Madrid_pressure','Valencia_humidity','Barcelona_temp_min','Madrid_temp','Madrid_temp_min','load_shortfall_3h']\n",
+ "model_cols = df_train[selected_cols]\n",
+ " \n",
+ "\n",
+ "targets = model_cols[['load_shortfall_3h']]\n",
+ "features = model_cols.drop(['load_shortfall_3h'],axis =1)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "01b8a675",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Usnig Stats Models\n",
+ "#regression string\n",
+ "formula_str = targets.columns[0]+' ~ '+'+'.join(features.columns)\n",
+ "formula_str"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "20d073e0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# create one or more ML models\n",
+ "lm = LinearRegression()\n",
+ "\n",
+ "#linear regression model from Stats models\n",
+ "model=sm.ols(formula=formula_str, data=model_cols)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "a70c15d7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# evaluate one or more ML models\n",
+ "lm.fit(features,targets)\n",
+ "\n",
+ "#linear regression from stats models\n",
+ "fitted = model.fit()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6b530251",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 6. Model Performance\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Model performance ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to compare the relative performance of the various trained ML models on a holdout dataset and comment on what model is the best and why. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "6a69b5a1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Compare model performance\n",
+ "beta_0 = float(lm.intercept_)\n",
+ "beta_js = pd.DataFrame(lm.coef_[0], features.columns, columns=['Coefficient'])\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "id": "9c11944f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#model performance summary from Stats Models\n",
+ "print(fitted.summary())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "740f83ad",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# my_comment_adding predictions\n",
+ "test_cols = df_test[selected_cols[:-1]]\n",
+ "load_predictions = fitted.predict(test_cols)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "800c8f52",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#save predictions\n",
+ "predictions = list(load_predictions)\n",
+ "csv_dict = {\n",
+ " 'time': list(df_test['time']),\n",
+ " 'load_shortfall_3h': predictions\n",
+ "}\n",
+ "\n",
+ "(pd.DataFrame.from_dict(data=csv_dict, orient='index').to_csv('predictions_v4.csv', header=False))\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "3874a7c6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Choose best model and motivate why it is the best choice\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a8ad0c0d",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 7. Model Explanations\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Model explanation ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section, you are required to discuss how the best performing model works in a simple way so that both technical and non-technical stakeholders can grasp the intuition behind the model's inner workings. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "id": "5ff741c2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# discuss chosen methods logic"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.3"
+ },
+ "latex_envs": {
+ "LaTeX_envs_menu_present": true,
+ "autoclose": false,
+ "autocomplete": true,
+ "bibliofile": "biblio.bib",
+ "cite_by": "apalike",
+ "current_citInitial": 1,
+ "eqLabelWithNumbers": true,
+ "eqNumInitial": 1,
+ "hotkeys": {
+ "equation": "Ctrl-E",
+ "itemize": "Ctrl-I"
+ },
+ "labels_anchors": false,
+ "latex_user_defs": false,
+ "report_style_numbering": false,
+ "user_envs_cfg": false
+ },
+ "toc": {
+ "base_numbering": 1,
+ "nav_menu": {},
+ "number_sections": true,
+ "sideBar": true,
+ "skip_h1_title": false,
+ "title_cell": "Table of Contents",
+ "title_sidebar": "Contents",
+ "toc_cell": false,
+ "toc_position": {},
+ "toc_section_display": true,
+ "toc_window_display": false
+ },
+ "varInspector": {
+ "cols": {
+ "lenName": 16,
+ "lenType": 16,
+ "lenVar": 40
+ },
+ "kernels_config": {
+ "python": {
+ "delete_cmd_postfix": "",
+ "delete_cmd_prefix": "del ",
+ "library": "var_list.py",
+ "varRefreshCmd": "print(var_dic_list())"
+ },
+ "r": {
+ "delete_cmd_postfix": ") ",
+ "delete_cmd_prefix": "rm(",
+ "library": "var_list.r",
+ "varRefreshCmd": "cat(var_dic_list()) "
+ }
+ },
+ "types_to_exclude": [
+ "module",
+ "function",
+ "builtin_function_or_method",
+ "instance",
+ "_Feature"
+ ],
+ "window_display": false
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Advanced_Regression/Advanced-Regression-Starter-Data/.ipynb_checkpoints/starter-notebook_Thembi-checkpoint.ipynb b/Advanced_Regression/Advanced-Regression-Starter-Data/.ipynb_checkpoints/starter-notebook_Thembi-checkpoint.ipynb
new file mode 100644
index 00000000..ce66b7d3
--- /dev/null
+++ b/Advanced_Regression/Advanced-Regression-Starter-Data/.ipynb_checkpoints/starter-notebook_Thembi-checkpoint.ipynb
@@ -0,0 +1,21935 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "6c7e849a",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-11T09:24:53.643384Z",
+ "start_time": "2021-06-11T09:24:53.622385Z"
+ }
+ },
+ "source": [
+ "# Regression Predict Student Solution\n",
+ "\n",
+ "© Explore Data Science Academy\n",
+ "\n",
+ "---\n",
+ "### Honour Code\n",
+ "\n",
+ "I {**YOUR NAME, YOUR SURNAME**}, confirm - by submitting this document - that the solutions in this notebook are a result of my own work and that I abide by the [EDSA honour code](https://drive.google.com/file/d/1QDCjGZJ8-FmJE3bZdIQNwnJyQKPhHZBn/view?usp=sharing).\n",
+ "\n",
+ "Non-compliance with the honour code constitutes a material breach of contract.\n",
+ "\n",
+ "### Predict Overview: Spain Electricity Shortfall Challenge\n",
+ "\n",
+ "The government of Spain is considering an expansion of it's renewable energy resource infrastructure investments. As such, they require information on the trends and patterns of the countries renewable sources and fossil fuel energy generation. Your company has been awarded the contract to:\n",
+ "\n",
+ "- 1. analyse the supplied data;\n",
+ "- 2. identify potential errors in the data and clean the existing data set;\n",
+ "- 3. determine if additional features can be added to enrich the data set;\n",
+ "- 4. build a model that is capable of forecasting the three hourly demand shortfalls;\n",
+ "- 5. evaluate the accuracy of the best machine learning model;\n",
+ "- 6. determine what features were most important in the model’s prediction decision, and\n",
+ "- 7. explain the inner working of the model to a non-technical audience.\n",
+ "\n",
+ "Formally the problem statement was given to you, the senior data scientist, by your manager via email reads as follow:\n",
+ "\n",
+ "> In this project you are tasked to model the shortfall between the energy generated by means of fossil fuels and various renewable sources - for the country of Spain. The daily shortfall, which will be referred to as the target variable, will be modelled as a function of various city-specific weather features such as `pressure`, `wind speed`, `humidity`, etc. As with all data science projects, the provided features are rarely adequate predictors of the target variable. As such, you are required to perform feature engineering to ensure that you will be able to accurately model Spain's three hourly shortfalls.\n",
+ " \n",
+ "On top of this, she has provided you with a starter notebook containing vague explanations of what the main outcomes are. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "05600c92",
+ "metadata": {},
+ "source": [
+ " \n",
+ "\n",
+ "## Table of Contents\n",
+ "\n",
+ "1. Importing Packages \n",
+ "\n",
+ "2. Loading Data \n",
+ "\n",
+ "3. Exploratory Data Analysis (EDA) \n",
+ "\n",
+ "4. Data Engineering \n",
+ "\n",
+ "5. Modeling \n",
+ "\n",
+ "6. Model Performance \n",
+ "\n",
+ "7. Model Explanations "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "997462e2",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 1. Importing Packages\n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Importing Packages ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to import, and briefly discuss, the libraries that will be used throughout your analysis and modelling. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "475dbe93",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-23T10:30:53.800892Z",
+ "start_time": "2021-06-23T10:30:50.215449Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "# Libraries for data loading, data manipulation and data visulisation\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import plotly.express as px \n",
+ "import seaborn as sns\n",
+ "import csv\n",
+ "\n",
+ "# Libraries for data preparation and model building\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "import statsmodels.formula.api as sm\n",
+ "from statsmodels.graphics.correlation import plot_corr\n",
+ "import pickle\n",
+ "from sklearn.preprocessing import LabelEncoder \n",
+ "\n",
+ "# Setting global constants to ensure notebook results are reproducible\n",
+ "PARAMETER_CONSTANT = '###'\n",
+ "\n",
+ "#For time convertion\n",
+ "#!pip install fast_ml\n",
+ "from fast_ml.feature_engineering import FeatureEngineering_DateTime \n",
+ "import re #thembi"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f22a6718",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 2. Loading the Data\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Loading the data ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to load the data from the `df_train` file into a DataFrame. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "fbbb6c18",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-28T08:49:35.311495Z",
+ "start_time": "2021-06-28T08:49:35.295494Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "df_train = pd.read_csv('df_train.csv')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "81132ab3",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 3. Exploratory Data Analysis (EDA)\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Exploratory data analysis ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section, you are required to perform an in-depth analysis of all the variables in the DataFrame. |\n",
+ "\n",
+ "---\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "e805134e",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-28T08:52:37.824204Z",
+ "start_time": "2021-06-28T08:52:37.811206Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(8763, 49)"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# look at data statistics\n",
+ "df_train.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "2c257878",
+ "metadata": {},
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+ " \n",
+ " 25% \n",
+ " 2190.500000 \n",
+ " 1.000000 \n",
+ " 0.000000 \n",
+ " 1.000000 \n",
+ " 44.333333 \n",
+ " 36.333333 \n",
+ " 10.000000 \n",
+ " 0.666667 \n",
+ " 0.000000 \n",
+ " 73.333333 \n",
+ " ... \n",
+ " 282.150000 \n",
+ " 284.973443 \n",
+ " 280.085167 \n",
+ " 281.374167 \n",
+ " 284.150000 \n",
+ " 282.836776 \n",
+ " 285.816667 \n",
+ " 281.404281 \n",
+ " 280.299167 \n",
+ " 7390.333333 \n",
+ " \n",
+ " \n",
+ " 50% \n",
+ " 4381.000000 \n",
+ " 2.000000 \n",
+ " 0.000000 \n",
+ " 1.666667 \n",
+ " 65.666667 \n",
+ " 58.000000 \n",
+ " 45.000000 \n",
+ " 1.000000 \n",
+ " 0.000000 \n",
+ " 147.000000 \n",
+ " ... \n",
+ " 288.116177 \n",
+ " 289.416667 \n",
+ " 284.816667 \n",
+ " 286.158333 \n",
+ " 288.150000 \n",
+ " 287.630000 \n",
+ " 290.816667 \n",
+ " 287.053333 \n",
+ " 286.083333 \n",
+ " 11114.666667 \n",
+ " \n",
+ " \n",
+ " 75% \n",
+ " 6571.500000 \n",
+ " 3.333333 \n",
+ " 0.100000 \n",
+ " 3.666667 \n",
+ " 82.000000 \n",
+ " 78.666667 \n",
+ " 75.000000 \n",
+ " 2.666667 \n",
+ " 20.000000 \n",
+ " 234.000000 \n",
+ " ... \n",
+ " 296.816667 \n",
+ " 294.909000 \n",
+ " 289.816667 \n",
+ " 291.034167 \n",
+ " 292.966667 \n",
+ " 292.483333 \n",
+ " 297.150000 \n",
+ " 295.154667 \n",
+ " 293.884500 \n",
+ " 14498.166667 \n",
+ " \n",
+ " \n",
+ " max \n",
+ " 8762.000000 \n",
+ " 13.000000 \n",
+ " 3.000000 \n",
+ " 52.000000 \n",
+ " 100.000000 \n",
+ " 100.000000 \n",
+ " 100.000000 \n",
+ " 12.666667 \n",
+ " 97.333333 \n",
+ " 359.333333 \n",
+ " ... \n",
+ " 314.483333 \n",
+ " 307.316667 \n",
+ " 309.816667 \n",
+ " 310.710000 \n",
+ " 304.816667 \n",
+ " 317.966667 \n",
+ " 314.816667 \n",
+ " 313.133333 \n",
+ " 310.383333 \n",
+ " 31904.000000 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
8 rows × 46 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Unnamed: 0 Madrid_wind_speed Bilbao_rain_1h Valencia_wind_speed \\\n",
+ "count 8763.000000 8763.000000 8763.000000 8763.000000 \n",
+ "mean 4381.000000 2.425729 0.135753 2.586272 \n",
+ "std 2529.804538 1.850371 0.374901 2.411190 \n",
+ "min 0.000000 0.000000 0.000000 0.000000 \n",
+ "25% 2190.500000 1.000000 0.000000 1.000000 \n",
+ "50% 4381.000000 2.000000 0.000000 1.666667 \n",
+ "75% 6571.500000 3.333333 0.100000 3.666667 \n",
+ "max 8762.000000 13.000000 3.000000 52.000000 \n",
+ "\n",
+ " Seville_humidity Madrid_humidity Bilbao_clouds_all \\\n",
+ "count 8763.000000 8763.000000 8763.000000 \n",
+ "mean 62.658793 57.414717 43.469132 \n",
+ "std 22.621226 24.335396 32.551044 \n",
+ "min 8.333333 6.333333 0.000000 \n",
+ "25% 44.333333 36.333333 10.000000 \n",
+ "50% 65.666667 58.000000 45.000000 \n",
+ "75% 82.000000 78.666667 75.000000 \n",
+ "max 100.000000 100.000000 100.000000 \n",
+ "\n",
+ " Bilbao_wind_speed Seville_clouds_all Bilbao_wind_deg ... \\\n",
+ "count 8763.000000 8763.000000 8763.000000 ... \n",
+ "mean 1.850356 13.714748 158.957511 ... \n",
+ "std 1.695888 24.272482 102.056299 ... \n",
+ "min 0.000000 0.000000 0.000000 ... \n",
+ "25% 0.666667 0.000000 73.333333 ... \n",
+ "50% 1.000000 0.000000 147.000000 ... \n",
+ "75% 2.666667 20.000000 234.000000 ... \n",
+ "max 12.666667 97.333333 359.333333 ... \n",
+ "\n",
+ " Madrid_temp_max Barcelona_temp Bilbao_temp_min Bilbao_temp \\\n",
+ "count 8763.000000 8763.000000 8763.000000 8763.000000 \n",
+ "mean 289.540309 289.855459 285.017973 286.422929 \n",
+ "std 9.752047 6.528111 6.705672 6.818682 \n",
+ "min 264.983333 270.816667 264.483333 267.483333 \n",
+ "25% 282.150000 284.973443 280.085167 281.374167 \n",
+ "50% 288.116177 289.416667 284.816667 286.158333 \n",
+ "75% 296.816667 294.909000 289.816667 291.034167 \n",
+ "max 314.483333 307.316667 309.816667 310.710000 \n",
+ "\n",
+ " Barcelona_temp_min Bilbao_temp_max Seville_temp_min Madrid_temp \\\n",
+ "count 8763.000000 8763.000000 8763.000000 8763.000000 \n",
+ "mean 288.447422 287.966027 291.633356 288.419439 \n",
+ "std 6.102593 7.105590 8.178220 9.346796 \n",
+ "min 269.483333 269.063000 270.150000 264.983333 \n",
+ "25% 284.150000 282.836776 285.816667 281.404281 \n",
+ "50% 288.150000 287.630000 290.816667 287.053333 \n",
+ "75% 292.966667 292.483333 297.150000 295.154667 \n",
+ "max 304.816667 317.966667 314.816667 313.133333 \n",
+ "\n",
+ " Madrid_temp_min load_shortfall_3h \n",
+ "count 8763.000000 8763.000000 \n",
+ "mean 287.202203 10673.857612 \n",
+ "std 9.206237 5218.046404 \n",
+ "min 264.983333 -6618.000000 \n",
+ "25% 280.299167 7390.333333 \n",
+ "50% 286.083333 11114.666667 \n",
+ "75% 293.884500 14498.166667 \n",
+ "max 310.383333 31904.000000 \n",
+ "\n",
+ "[8 rows x 46 columns]"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train.describe()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "c9edd79c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Valencia_pressure 2068\n",
+ "Unnamed: 0 0\n",
+ "Madrid_weather_id 0\n",
+ "Bilbao_pressure 0\n",
+ "Seville_weather_id 0\n",
+ "Seville_temp_max 0\n",
+ "Madrid_pressure 0\n",
+ "Valencia_temp_max 0\n",
+ "Valencia_temp 0\n",
+ "Bilbao_weather_id 0\n",
+ "Seville_temp 0\n",
+ "Valencia_humidity 0\n",
+ "Valencia_temp_min 0\n",
+ "Barcelona_temp_max 0\n",
+ "Madrid_temp_max 0\n",
+ "Barcelona_temp 0\n",
+ "Bilbao_temp_min 0\n",
+ "Bilbao_temp 0\n",
+ "Barcelona_temp_min 0\n",
+ "Bilbao_temp_max 0\n",
+ "Seville_temp_min 0\n",
+ "Madrid_temp 0\n",
+ "Madrid_temp_min 0\n",
+ "Barcelona_weather_id 0\n",
+ "Valencia_snow_3h 0\n",
+ "time 0\n",
+ "Barcelona_rain_3h 0\n",
+ "Madrid_wind_speed 0\n",
+ "Valencia_wind_deg 0\n",
+ "Bilbao_rain_1h 0\n",
+ "Valencia_wind_speed 0\n",
+ "Seville_humidity 0\n",
+ "Madrid_humidity 0\n",
+ "Bilbao_clouds_all 0\n",
+ "Bilbao_wind_speed 0\n",
+ "Seville_clouds_all 0\n",
+ "Bilbao_wind_deg 0\n",
+ "Barcelona_wind_speed 0\n",
+ "Barcelona_wind_deg 0\n",
+ "Madrid_clouds_all 0\n",
+ "Seville_wind_speed 0\n",
+ "Barcelona_rain_1h 0\n",
+ "Seville_pressure 0\n",
+ "Seville_rain_1h 0\n",
+ "Bilbao_snow_3h 0\n",
+ "Barcelona_pressure 0\n",
+ "Seville_rain_3h 0\n",
+ "Madrid_rain_1h 0\n",
+ "load_shortfall_3h 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train.isnull().sum().sort_values(ascending=False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "3be73a39",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "count 6695.000000\n",
+ "mean 1012.051407\n",
+ "std 9.506214\n",
+ "min 972.666667\n",
+ "25% 1010.333333\n",
+ "50% 1015.000000\n",
+ "75% 1018.000000\n",
+ "max 1021.666667\n",
+ "Name: Valencia_pressure, dtype: float64"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train.Valencia_pressure.describe()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0b9d31d0",
+ "metadata": {},
+ "source": [
+ "#### Convert datatypes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "e71193d3",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "#Convert time from object to datetime\n",
+ "df_train['time'] = pd.to_datetime(df_train['time'])\n",
+ "\n",
+ "#Convert valencia wind degree and Seville pressure to int from object\n",
+ "# Label Encoding\n",
+ "labelencoder = LabelEncoder()\n",
+ "df_train['Valencia_wind_deg'] = labelencoder.fit_transform(df_train['Valencia_wind_deg'])\n",
+ "df_train['Seville_pressure'] = labelencoder.fit_transform(df_train['Seville_pressure'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "2fb74182",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# plot relevant feature interactions\n",
+ "\n",
+ "#Kamo"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "6dd6ee8c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# evaluate correlation\n",
+ "##kamo (seabron)\n",
+ "corr = df_train.drop(['time'], axis='columns').corr()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "78d01949",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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eR4inG1cy82RtqOjjzs2cHAotFrs8o15POU9P8k3nESjSOdLhgZuhGhdTc8g125fxcNETFeDJmdtZ5JiK8jwNemICvfnhRhqZBfZlfFz1NAnzV63vcnou+Ta2u7noqOTnwbXMPPIdxsFNr6OCjztJObkU2uQZ9TpCPD24k3cHk2CyK2PQGSjjXsapjG05x7bEdm7npmISzA71uRDoEeA0F1A0H45jLo632jzdybuF2cZ2F52BMu5B5Jou2s0RWOfJwxBFTuElLOTb5elxw9NYWbG+QsspIAd7eGLU10RI2giFNmrsxkB0IXHkmn7Hgv1uqh53PAwPYfllGeTccKguDH3d0ViEXxza8kSvq4tQcAiETPsyOh90rk0RMnaDOa0o3cUfnW9b1XHILoyXHQcvYyRC5h7n+nzaqNYnCD8D2Q5j5IVOV49C8xkEmz7p8MToEqM6FybLSadxMOhrIwjHFNppgJD/vfwYuTVzmg9pLpzG29qWXldXeS4cxxvIyMylYq0xJZYAKQkKCgpIw+z0uXqvyMXC2KzLXL16FV9fXyn9z9jdEeG4eyR6ztimyz1zv08CtAXPH8SsWbO4dOkSubm57Nq1ixo1arBhwwYiIiKk46O3336bGTNmIAgCCxYskDR9tm3bxtSpU4mPjyckJIR58+YRFxcHwNChQ/H39+fnn3/m2LFjdOvWjYULFzJw4EB++uknunTpwkcffYSLiwsA77zzDosWLSI1NZXOnTuzbNkyvLy8AJg7dy6LFy/G09OzRPpJW7ZsoUmTJnTs2BGAl19+mZo1a7Jq1ap7+uMQX14P9HjiIqV7uhjx9fXFB6PdFzZYv7R9fT3IN1rsvjANOhd8PXzx8jFhyrf/YvZyM+Dr60uGXv6L1NfbjWyD84LH19MNH52rvA0+7uQYDLILHl9PT/JN3gg2fbIueHzxNhtwMTksUAx6fH098S7Qo3dY8Pj6euOVacHssIjzcnXB11e9Ph/BiNHGdve7Y+ejc8VVZsHj6+NOtsHotODx9fSg0LVQdsHj6+7rVMa2nGNbYjsFRrN8fR6+TnMBRfPhOObieKvNk8k1364t0W6jwxyB+MXsi6HQBwtGuzw97ngafRXrK7R4A44fyF4Y9b4I2Z5QaPMFbPRE52u1weLwMWv9kvXF4u0OOoe/Iy939L6+WATHtrzQ63wRCrzAYSGJzgudqy8CXmC2OeZw8ZJsUBoHF4Vx8DL6Iuhk6vNRr08QvHGGNzqdL4VmbwSbL2jrgqeYuXAacy8MevV2hHyFMXJzng9pLpzG29qWXqcyF47jbdvcAzjC99Lp8dS5FP+gA6xCJVZNO9sFz5+FkJAQp52a5ORkDAaDpIGn9Izjrs+fDY2l9Sdg8+bNjB07ltTUVKpWrcrs2bOlvIKCAs6fP09CQgIfffQRzz77LDk51l8Lvr6+bNq0ifT0dJYsWcKTTz5p9xJs3LiRFStWkJCQwPfff0+XLl1YsmQJCQkJ/Pjjj3z55ZfScytXrmTPnj1cvXqVwsJCZsyYAcCOHTtYvnw5hw4d4pdffpGUtEWMHj2a0aNHy/brzJkzkoghwEMPPYTBYODSpUuyz+fn55ORkWF3adCgQYOGPx96femv+4nY2FgnQdyvv/6ahx9+GKPRqPpM06ZN76tt2oLnT0C7du1o3rw5BoOBvn37cuLECSlPEARmzJiBq6sr7dq1w93dXVowtGzZkmrVqklK1rVq1eLo0aNS2T59+hAdHU1gYCAtW7akcePGxMTE4O/vT+vWrTl58iRgVT+eOnUqEREReHh4MGXKFDZt2gRYF0MjRoygSpUq+Pv7M2nSJDvbly1bxrJly2T7lZWV5fQLwNfX1+nsV8T8+fPx8/OTLs1/R4MGDRruDx7UgicrK4tffvmFX375BbDSzn/55ReuXLkCwOTJkxk8eLD0/MiRI0lISGD8+PGcPXuW999/n9WrVzNx4kTpmeeff56vv/6a1157jXPnzvHaa6+xZ88exo0b90eHRRX/igXP0KFDefXVVxXzR44cycKFC2Xz9u3bR3R0tGJZFxcXCgsL7dJET3MRZcuWBaBjx4789NNPdgsCNzc3u0WDp6enlH/w4EGaNWtGmTJl0Ol0HD16lNu3bzvVC+Dh4UFwcLDdfXa2dQv9ypUrDBs2DH9/f/z9/XnkkUe4desWAImJiXYLj5IsQry9vaVdmjVr1tChQwcyMjLw9pbbTra++Onp6dJ19erVe25LgwYNGjTcOx7Ugufo0aPUq1ePevXqATB+/Hjq1asnnSIkJiZKix+ASpUqsWPHDvbt20fdunWZM2cOS5Ys4fHHH5eeadq0KevXr+eDDz6gdu3arFmzhg0bNtC4ceM/PjAq+Et8eCIjI7lz5w43b97Ew8MDgIyMDMqVK0dERATnzp37U9uTi/J4rwgPDychIcFuoXD58mVatmzp9OzOnTvZt2/fPccRGDRoENOmTWPw4MG4urpSp04dShMWqXz58rz66qt069bNKS80NNRu4VGSRUhMTIxdVM2cnBxMJhOVK1eWfV6J1hhQOxpPl6IFom+0tbyr3vmcW0wzOJxNi/feRuczazHNKFOfUapPZ7e8N9w9Y1e3Qef06SCW0+Fuly7eu7nocPwdYU0Ddxf7dPHeS6ZPYppafY62i/elGQcXGV8AMc2xjG05x7bE+9LW5zjm9zJPLjr7jzHxXofzuyim6XB1+rWnw1W1PvBwqk9KMzgwF+/e63CTaeeuXR7BOEFKc2zr7r3Oy7mMmKZ38Me4e682Dvq7fbYrJqbpHRxv796r1ac6Rrg7eMm43y2rPBeK44CnTDt303QyP8jupjnOx73ZrWCD43gDuDiP5z8dLVu2VP1eWrNmjVNaixYtOH78uGq9vXv3pnfv3n/UvBLhL3NaDgkJYdu2bfTp0wew+sHcjyMQk8mEwVD6bj7xxBPMnj2bjz/+mMDAQLZt28bPP//Mhg0b/rBtmZmZlClTRrJPPKIqKYYNG8bcuXOpWbMmlStXJjExkRMnTtChQwd69+7NqFGj6NevH0FBQbz++uv3XG/Pnj2ZNGkSX331Ffn5+fz222/ExcWV2Ju/7YF1ss5x5b3dZZ62IsBdnuXQKNRPsUw5T+UPm2AP+bxQL+W+BHnIfQha4WqoJJse6atcpkqA3Ic01C2rzOhQq6+Cj/z4haj0KdhDvoy/m3+Jy6i1FeCu7AypNBegPOZq8+TnJh8mwd0QqVjGw6j8WaNUn1EfpVhGF9xBwYaKimX01Qco5+mqy7djrK9sg7e8/4P6OJRXrs+r5PXpdDGKeUaXKgo2KM+FQV9NoZ0ayja4Ko+R0nwojbdantx463hwfot6nfUqcbk/35R/DP6yBU+/fv1Yu3attOBZu3Yt/fv3Z/369QDMmTOH9957j9TUVGrUqMGKFSuoXbs2AL///juDBg3i119/pW3btnYLmlmzZnHx4kWys7PZs2cPX375JWvWrCE6OppJkyZhMpkYP348a9euJSgoiKFDh6raOXPmTKpUqUKtWrUoKCggKCiItLQ0acW7a9cu6f8tW7bk0UcfBazHbOJxmI+Pj7SFJ2L16tVYLBZ69+4tLSBiY2MV7TCZTGzatInFixcjCAKenp4MHjyY+Ph4hg4dSrdu3ahatSoWi4XQ0FAmTJhAhw4diI2Nxd/fn6ioKPR6PX379pXqzM3NpWHDhly+fJmAgADGjBnDSy+9BFjDiY8bN46CggK6deuGxWIhICCAxYsXFz+5DojPyMXHhoVhpYq7833/CWScs3eA9o2uTLN1byIIp3Gkgup0NRBufw2mNPsGDP7oAttR+O3bkOZA8/UPw9hqDNcy85xYWhV83InPyJVl/0T6eiCkfiPfVkBrLOfXQW5KUbpHMPpq/RGyDoHF4UNP74vOuylCyi4wpdrUFYAuuAOWpP9B4R37MsYy6EM6k5SdL08J93JDSNsL5vSiDBc/dP6PYTm+GrId4ll4haCvP4xC8yUEG1quDneMLpVJz0+1o2KDdWfDzy0AQYGOrdPXpNByEewoyh4Y9VFkFyZiwf4oWI8RL2MoWYU3sQgOeToj3sZyCHnHQLDxEdN5o3NvQEbBbVn7fF0DyS28joUitoweVzyM5Tmfmk2uDMOtWoAXidnyTLFQLzeO38wgu7CI5eNldKF+OV+uZubJvivhPu78lppDnk34AHcXPVUCPCkwXbYbb7COuauhkvq7V/gL9rRrL3TGujLpRXnHkzLIsrHb2+hC/RBfLMJZcKCRgwd6XXUOXkklw4H16Otm4JGKAQiFJ2RsqOP0Dol9MrpURhDOyLal08VgspzH8V0x6KvJpBflKb2van3KM8UjONDcdbjhboiUeZet77HaO+7cJ2t/LqXl2s05QFam49zcP+j1pVzw/Ie1Ff6yBU/btm1ZvXo1d+7coaCggIsXLzJ58mRpURATE8PRo0cJCAhg9uzZDB48WHKa6t+/P+3atWPfvn3s2LGDuLg46tcvWtVv3ryZ7du3s2XLFgoKCuy23FauXMn+/fs5c+YMZrOZDh3kf5mJ8PT0ZNCgQbi5uTF79myeeeYZLBYLBw8epFevXpjNZjv/oJiYGM6dO8fQoUPZtWsXJ06coEqVKnTu3JmlS5cSHx/P6dOnmTBhArt376ZmzZoMHz6cTz75hA0bNkgBDh23CR9++GGSk5P56aefpEiVzZs3Jz4+noKCAgICAsjKymLfvn3ExcVJ1PdBgwZJvkWXL1+mVatWkl7JxIkTqVevHj/88AMZGRm0bduWmJgYunbtyssvv8zt27dJTEzkxo0btG3blho1aqgGHczPzyc/v+iDRvT/KTALTh/sABnnLpH68xmF2nIAGedoUxoU3pIvknYDbsfLZhVYBPJkbMg3C05fitJvIFMamG47FrEiNwWybzinWzLAnOqcDtbFTmGKc3rhHShIli1SaBGcYupIMKfL25edBBnyR5cCeXaxUKSqBJMTjbwIOUCmQl4uzl/AYKEQs2D/pSOeZ1iEQsyCQpRYIQuEdKdkq32FMgXAQoFTrBuAXJOF7ELHubWiwCL/TgJkF5qdYj2B9V1x/IIT35U8s8UuxpII63g7fjEX1af47pENgs3CWfpic0i3ycsqNJMuY7fSHAFk5Ju4kyc/rtYyzvOu9A4VtSVPalC2Q9k+5bbUyuQrjrnyu1zcO+7cJ7k5l3sH7he0BU/J8ZftbhkMBnr06MHGjRtZv349cXFxdqG4H3/8cYKDgzEYDEyZMoWTJ0+SlZVFQkICp06dYvr06bi6utKjRw8nR6dWrVrRpk0bdDqd0/HLxo0bmThxIuXKlSMsLIyxY8cWa+sjjzzCgQMHAPj++++ZMGECBw4cICsrizNnztCwYUPZcn369KFmzZq4u7vz+OOPS+ytTZs20bt3bxo2bIiHhwczZ84s1gaj0UhKSgqXLl3CYDDQvHlzKU8QBGbOnIm7uzsdOnSgcePG7Nixg6SkJA4cOMC8efNwc3MjOjqa/v37s3nzZgRB4IMPPuDNN9/E29ubsLAwRo0aZcfumj59Or6+vkRHRzNkyJBibdRYWho0aNDwYPB3paX/nfGXdn3AgAGsW7eOdevWMWCA/Xn2qlWrqFGjBn5+foSEhCAIgrTjULZsWVxdi/wAHL9Y1UJ6l4a19Mgjj/DTTz9x/fp1jEYj3bt35+DBgxw+fJi6devi7i7v42DLsrJlZ5XGhkGDBtG2bVt69uxJhQoVmDdvnpSn1+sJDQ21q0/0nM/OziYwMFBicK1YsYKbN2+SkpJCbm4uVatWlfKmTJlCcnJyqW3UWFoaNGjQ8GCgK+ViR6cteP4axMbGcv36dbKysqhbt66UHh8fz/jx4/n4449JS0sjMTERvV6PIAiEhoaSnJzMo48+Kh1/OX6xqkW5vFfWki2VPSAggMjISBYvXswjjzxChQoVSE1NZefOnTzyyCMl7retDd7e3tJRnRpcXV2ZPXs2Fy5cYM+ePbzxxhtUrGh1wLNYLCQmJtr1KSQkhPLly+Pv709aWhppaWn88ssvFBYWsnz5coKCgnB3dychIUHKt1WvLQ27S6Tg214aNGjQoEHD3wF/ubREUFCQ06IhKyuLgoIC5s6dy6effsrMmTMlx+CIiAhiYmK4cuUKJpOJbdu2ceTIEbp06XJP7fXu3ZuFCxfSrl07zGYzS5culX3OkcrevHlzli9fzqpVqwDrYu29995j7dq1Je0yjz/+OI888gijRo0iJSWFUaNGFVtm7969lC1blurVq+Pr64uLi4u0sNPpdMyZM4dFixaxf/9+fvjhB9atW0fZsmVp2LAhM2bMkBy2LRYLZ86cISYmhiFDhjBx4kQWLFiAr68v58+fJzMzk0aNGtG7d2/mzp3LZ599xo0bN/joo4+IiVFmYKihjHsBPu5FPhsixbzDsVeQcxQEODRgvZ1Ds9WZuSH5gY3kHRIBQ9tOYHbwb3CxLroqeZx1coaF+lR1/xUsDmf3eh+gMabA2sg5RhoBXc3HcHR+BMC7AlBGtk+UqyVbRhdaB6VxqOB+HjknVagDvpFAsEM65DZ5St5hGMg3BzvpRLm6WJ1BdQ5ihLq78gFZ5kqyTsY+esgzh9rl6XVGjHqR/qt3qM/quK7TyeTprHlZhhin+nwAN70ZI/Y+RmIdFryxCDZH13frquRrknV0Bgh0T5ftE7hTwcfdyQEZoKxnjkJ9Hvi7GfA02jvFA9zIjnTy+3F30VPJD/xcXfA02I+DSOu/ZWqIyYYKbNDpCDY6p9vmRZXxdHLMB4hPry5rQ2V/qOjvQZDJ/thftOlmQQNn3TUjJOdUlnX4ruADv6VFyzqKRwVAUna0DHEAbuVWV3DMh9t5DzmVCfWCmzk1FJzOIS0/UjbPwwAJWbWc9OcifeG39BqKdv+eVl3GIR383FzwMNrPn2vhg/tK1TtHzbi3cg/Ozehvh798wTNq1CgnSfiYmBiMRiO7du0iMjJS8tcRsW7dOho0aMAzzzxDx44d6dmz5z23N2LECM6ePUt0dDTBwcE8+eSTsnEEHCEueETfmebNm7N27VqaNWt2z22LqFmzJgsWLKB79+4UFhYyZ84cPvzwQ9UyiYmJDB8+nMTERPz8/OjatSuHDh0CrLs/1atXp0KFCnh5efHxxx9Lx2lr165l/PjxVK5cmby8PEwmE7m51i/xhQsXMmXKFGrVqkVmZiZRUVG88sorgJWd9vTTT1OhQgUeeughBg0axLFjx0rcV4AgD398PZx3e9Sopc3WvSmbrkqJ9WmunKdAVdV5KAe6UqUhG2rLp+trKpdRyFOqC0BnrKOSV1c23csYKpsO4OMqE/sF5TAAAD5G+TJqed5GZU2c0tTnaQwrcRklejmo21fJT54a7+saqFhGKUSAUl1QXPgAeeq+GqVfibpf2V/ZhprB8kFEQdk+pb4CRAXIxAkqppzaOCj1SS1MgVqeUpgHNbuVwknIhdXIQMkB/M9Haf1x/sMnWn/Ngic+Pl76f69evRg1ahRnz56lZcuWnDt3jm+//RZvb29GjRrF+++/z0svvUS9evUk1k9UVBT169dn5MiR9O3bF7PZzOzZs4mIiCA/P58BAwZI8XdmzZqFxWLh2LFj+Pj4SOKe4s7OL7/8ws6dO/H398fX15c333yTuLg4hg4dKlHZL168yPLly/Hz8+Phhx9m6NChzJs3j+HDh9v1a9++fYCV0v3ZZ59J0Y6ffPJJjhw5wunTpwGoV68ey5Yt49q1a+h0Orp168bw4cOJjIxk3LhxrFixgqSkJAYNGsSSJUsAazygH374gbVr1+Lt7U1UVJS04AEYO3asrAP28uXL2blzJ56enkyePJmXXnqJBg0aAHDr1i0uXrxITk4OoaGhzJkzh/bt2wNw/fp14uPjsVgsVKpUid9++0022OK94FZuGvlGW+VzFwLcfWSo5yDSzx0p6yJdXZVymnlAdodH59McoeC4M93ZtT5C7o+yOzw6j8YylGsQadeC6SRO9FZDbXV6qxIl1qkum/qcqMEg0oOVqMtqlPDMghSnHR4f12BS8zJl1c0D3H3ILEyR3+ExBjvlielq1PPS1JdTeMOOem7tkyuexjDFMmpUezX7LqfnOv2ir+TnoUqNVwp74FiXbX1qIQdScgucd3g8XJ3SbfMcqfYizV6OPm3d4fHgVEqWE7PI06CnZrC3k32ibY59te3vRYVQAFEBXopjpDYOSn1SCyuglucYCkAMA6Bmt1LIgetZzuOQmaHEDvvzoS14So6/fIfHx8eHbt26sW7dOubMmQNYd3D69u1LzZo1Fanptli4cCGHDh3i2LFjGAwGevbsybvvvsuYMWMAK019586dfPrppzz11FPMnj2b1atXk56eTrt27Zg/fz6DBw8mLS2Nmzdvytr5yiuv0LRpUy5fvkzr1q1p1KgRPXr0kH3Wy8uLWrVq8cMPP9CqVSsOHTpEfn4+t2/fxmg0cvHiRWnR4Yht27Zx8OBBcnNzqV+/PnFxcTRv3rzEdHqwFw4NCgqyi2ppsVjo2rUrw4cP54svvuCnn36ia9eunDp1ipCQEPr370/Xrl05cOAAu3bt4vHHH5dCiytBiZZuEixOX6ZWKFDPUaasq1JOzRlgviOfJ2Q503nButixpMmXUaG+lo7eWpoy8tRgKU+GuqxGCTcLJswy9G6TYFaYI3UauVJeacqo1kcBlhLS3NWo9mo25JktMnRxdWq8UtgDpbpAPeSASRDsv0z1Cuk2eUpUeyXKPFhp1JmF8vOuZJ9SX8EaCkCpLaVyauOg1Ce1sAJqec6hAPTF2q00fnLtFCi0ez+g0+lKpcr+IJTc/674Wyz2Bg4cyLp16wDrl+bnn3/OgAEDFKnpjli9ejVz584lKCgIf39/JkyYINGrQVnc88svvyQ6Opphw4Zx9OhRKlWqRJMmTfD29mbt2rXMnDmTdu3aERUVxaOPPorBYCAqKooBAwZw8OBB1T6JVPakpCQ8PT1p3749Bw8e5NChQzRo0MDuiM4WR44cISIigujoaO7cuUObNm3w9vbms88+KzGdXk049MiRIxQWFvLss89iMBiIjY2lZcuW7Ny5k/j4eM6fP8+UKVMwGo107dr1njRONFq6Bg0aNGj4u+Iv3+EBaN++PRkZGfzwww8kJiYSHBxMw4YNWbVqFYsWLZKOfkRquqN45ZUrV2jbtq20chUEgfLli0KmK9HDr127JulCxcbG2i2mbI+0rl+/znPPPcfhw4fJzc2loKDALmKxHJo3b87SpUuJiYmhefPmNGzYkAMHDuDm5qbK7NqzZw9NmjRxsiE6OlqWJh4ZGUlennPQNbD6/dgeQ9mWv3LlChcvXsTf319KM5lMNGjQgKSkJCfqvxrVX8TkyZMZP368dJ+RkaEtejRo0KDhPkA70io5/hYLHqPRyBNPPMG6detITExkwIABEjX9u+++o169euTl5eHt7S0rYla+fHk+//xzSXriXhEeHs6OHTuoUaMGa9asoWHDhtIiA6yLj/j4ePLz8wkODubChQv4+voyefJkOxq4HB555BEGDRpEtWrVaNmyJQ0bNuSdd97Bzc3NbqflXuFIE//222/tfKHupYzt/8uXL0+tWrVkBd7i4+O5evUqc+fOZerUqYB1cVinjrIDLSiLhxp0ejsx0KL/KwsAigKjIsR7VeFCFzkxv7tpjoKC4r2jQKJdmpqgoKPtngrpann3UkbOmdKr6F+dc7oeo0P63TSUhTEdxVpt0/Q6o1OemOaYp5Re2jwpHVeZPrmqlnHsq22amg1KIq9q9SkJuTrWZZtWGpFXNeHV0tjgyBKzTVMShlUTcvWQqU9MK43YrVIZNRvU8hzFeEUhXjW7ld4HuXYKXB7ccZG24Ck5/hYLHrAGIezRowdZWVnMmzePrKwsdDodgYGBFBYW2lHTHTFs2DCmTp3KqlWrKFeuHAkJCSQkJNCiRQvpmcjISJKTkxEEgYKCAvr168frr7/OuHHjeO2116hXrx4pKSmkpjrLAmRmZhIeHo63tzenTp3ik08+oXXr1qr9CQoKokKFCnz88cdMnz6dkJAQkpOTuXnzJk2byovyqcGRTv/VV18RGRlZbBkl4dDGjRtz/fp1QkNDSUpK4uOPPyYiIoKIiAgiIyPx9fVl3759vPjii3z99df8+OOPdO7cucR2g8bSKi5PY2kVn6extNTTQWNp3UuextLSFjx/CzRt2hQfHx8qVapEVJT1i2b48OHUrl0bLy8vJ2q6LSZOnEhhYSFNmzbl1q1bRERESCKYtvj222/Jy8tj+PDhpKam8u6777Jr1y7Gjh3LuHHj8Pf3l464bDFjxgwGDhyIr68vjRo14vHHHyctLa3YPjVv3px9+/ZJ+lhNmjTh9OnT+PkpK36LKCy0/8MpDZ2+c+fOPP3008TGxuLh4cGECRPYv38/YJX2mDx5ssQmGzVqFM2aNZPiDz366KMcPXqUMmXK0K5dO7p06VJilXQR3129g5dPkfOot9GFRqF+qkKgjmwskYmlKjh662t7cU6wCnQGtaPQ/BvY6S25Y3Sposqqslxcby8QClaR0Ki+MuKFVuFCNSFEIWWnjHhoRxnbiuxLy0/D7OBM7KJzwd/NH6HwOAg2TtU6L3TG+s7pNnmOYpaikKWqeKiKIKSSsKKaaKYa40rIPmTPmtP7oPNqqsrscmSliYw0NYaUmhDonbxsTIItq1BPGXcvVTbRyZRMO8dWT4Oe2sE+Tum2ed/F3ybdQbjTz81Ai8hARTbRFQXB0Yq+Hry24Reu3Sqa9wpBXrzUp26pRVSVWFWOrCVxXKsEeKoywpT6pDZPZ+/Y2+5h0FO9jJcsQ0oUJf4lOdNO/BWsArB1y/o4zbs452pCrkrj8LcQD9UWPCXC32bBA1YVdFu88cYbvPHGG9K9bYA+kQIO1i/v6dOnM336dKc6Z82aBSDthrRs2ZILFy6wbNkydu/eTf369bl27RpfffUVTZo0kdTT16xZIymvT5kyhfj4eGJjY/nkk08oV64cFouFXr16cfDgQUwmE61bt2bFihWUKVNGsu+nn34iOTmZli1bsmLFCskx2xbirtW+fftwd3dn+/btdOnShTFjxjB16lSGDRvGq6++iqenJ0OHDuXOnTvS8+KCJz4+nujoaN5++21mzJiBIAgsWLCAQYMGMWPGDGbMmCG1Z+vsPG7cOMaNG0fLli0lir8IPz8/4uLiOHHiBF9//TUuLi507dpVdt5EKLG0MgrMmPJl2DIqQqBKbCxVwVElcU4ABxHCoo1nFYaUkkCoNZOSCiFiSoUCOfucBRJF+8yCWVnUU5ARklRLR1nMUl08tDhBSOc8NdFMNcYVlkxZ8VVVZpcjK+1uXWoMKTUhUJNgodBidkxWZRPlmCxkygh3KqUDpOebuJMrvyOgxCbKNwvkKth97VY2v99wnvfSiqiqMc9KymiSbJfpk9o8WW13Hr/SiL+KNtjPu824Kgi5lmQcHqR4qIaS4z+52EtPT2fbtm33xDzatGkTY8eOJTk5mfDwcJ599lkpr1evXly+fJnLly+TmZnJ7NmzAWt8mx49ejBr1ixSUlLo3Lkz3bt3x2yW/yMU8dtvv+Hp6UliYqK0Q/XKK69w69YtvvvuOz755BO2bt0qW7agoIDz58+TkJDARx99xLPPPktOjpKicfFISUlh7dq1LFy4kCVLlpCVlcWFCxdUy2gsLQ0aNGh4MNDEQ0uO/1TX27Zti7+/P2XKlOHq1asMGzas2DItWrSgXbt2uLu7M3v2bL744gtMJhN6vZ4bN25Qrlw5ypcvz3fffcfbb7+Nt7c3I0aMoEGDBnTv3h2j0ciECRPIzMyUdRC2haenJ5MmTcJoNOLu7n5PdPjDhw9To0YNBEFg+fLllClThl69epGXl8elS5cUWioeOTk55OTk0KxZM9566y1GjRrFxYsXVcto4qEaNGjQ8GCgiYeWHH+Lrrds2VISAr0fGDlyJBkZGezevZu0tDRycnLo2rUrHTt2LLasLR27fPnyWCwWbt26hclk4saNGwQGBqLX6zEYDAiCwKVLl2jYsKEk7AlWNfPw8HBu3JA/Htm3bx+DBw8mNDQUF5citsz169fp2bMnISEh+Pn5sWjRIm7fvm1XNjY2ltOnT+Pm5kZWVpZ0hYWFycYsuldEREQwdepUsrKyOHnyJD///DMnT55ULaOJh2rQoEHDg4GopVXi678bd/DP9eFp27Yt7du3Z+LEiXbp48eP5/bt28XqRd0vLF++nF27dkn3bm5uDBo0iNdee02Sf1DCtWvXpP9fv34dnU5HUFAQa9eu5cCBAxw+fJiwsDC++uorRowYQdmyZQkLC2P37t1SOUEQuHr1KmFhykwTcI6AOW3atBLT4f+OqF/OFx+bxY9IOTWdvglpDotAfzPGcuCem2wvE+HiCz7V6PD1KFnHZIBD448oODT3Ia2gikyofsg0PaQgFwC6SnXB7ODELtLcz521d2j2CIbq9XHJLwAn/xSjlc3uVhZcbBzvDf7WKhPOQp7De+geBJVrIgieTuxEQXRSybWA7TGpiwVcQUi5AwX2C2NcTejKg0XwRqDIBt3d/xv1oHdwUxAZtvnmQATs2TxWJ3LAbAS7UAFGMFgdlB0hprlgRKezb0ykzeMdDgTZ5FhZNRaLNxYH523dXdq8u96EYOO0LIqeOgp6QhGVONC9UNYZHDywWFyx2PjqWBCpywJGJ1kH67/VAnSYhaK/X5e7f8vVy1hk2rHmxZT1kXXWBajsewNHJ3uoQqTfdeQcyCGKEU/UcXKcBnjIL09B9NSHHy+mcCvL3jcqyNuViPrhhPtcw9EhHaIo7y3XJ+u/5b0LFNryIsQz30nWBDyp4K0kyurFQ34mhzLW8Q/2yFAQf/WgRhA4utyI9oV4ZTjJkIAHYV7ZCjZ4EuSRI2O3Bx4GPY5BiwUZevv9Qqmdlh9cMOi/Hf7UBc/AgQNZtGiR3YLHYrGwYcMGPvjggz+zqT+EwsJCSU08MFCZagqwf/9+9uzZQ/PmzZk1axbdu3fHYDCQmZmJm5sb/v7+3Lp1y865umPHjowZM4bt27fTsWNHFi9ejLe3d7HSDI4oDR2+JCgsLMRsNmOxWCgsLCQvLw9XV1f0f/Ihb3lvN3y9nRlexlZjFMsoUcx1Qe0UyyhR2QGCPeQpsWpUYzWau776APkyHo2U6yvTRr6uynGKZYI8lCnFOr8Wsun68t0Vy3gY5f2qlOjqUEwoAAVKvauhkooN5RXzdLoY2fQAd+XdQqOLM7MS1OnJavUp0aTV5kKpPjVqvBLdGcDoUkU+XSVUghLFXG1un6iv7Gen1Jba2Kn1VylPzT6lMmphBfzd/BXzlMqp2aD0GSEXciDDoO6nqeGvxZ+64LEVAq1evTpgPa4xm80cPnyYZ555htTUVGrUqMGKFStkAwWKQqBr1qyRhEBfe+01SQj00qVL5ObmsmvXLkkINCIiArAKgT7//POcOHHCSQg0PT2dVq1aodPpJCaRv7+/FFhPCd27d6d9+/Z4enrSqFEjgoKCqFGjBocPH+Z///sfPj4+hIeHM2bMGPbs2UNSUhIhISG4u7szcuRIkpKS0Ol09O3bF4PBOtwmk4nx48ezdu1agoKCJGaYI2zp8DVr1sRsNrN27Vq+/PJLWrVqBVjZZO+99x6FhYX4+PhQvXp1PvnkE6mOX3/9lWeffZZff/2VypUrs2LFCh5++GEA+vfvL0lwHDhwgMGDB7N3715atmxJZmYm7777LnPnzqVt27YUFMgzZO4F17PyydAX7XoY9TrKebpS+O3bMjs8YRhbjXEWAhVFQFWo52qU9ZTcPJkdHndVQUg1MVLL2bVOOzz66gMQco/Yi5SCVajUoxHCnT32NHyDP7oybbBc2ii7w6OvHMet3FxZscggDw+E9O/AnG5jmx86vxZYrn8hs8MTiL58d3ILryLYUMJ1uOJhDHcSFRXHwcc1WF2wVUFEVY2Wnlt4XZaW7mEsr0hzT83LkN2RCXD3pdB8yYlqb3SprEq5VqtPSTRTbS4c6xPrUqP7q9G7lcIoqAnaOgqBiiKganP72fGrsjs8T9QPl2nL2o7a2Kn11zFPTFezT6mMmvirWigHx3KSoK2KDY6fEeLngxydPivjAdLSdaU7ntKOtP4k/J2FQF966SVJ+TwxMdFOCHTJkiWSnINtbBuR0t64cWPmz59Pq1atqFatGvn5+RQWFrJhwwbCwsK4cOECrq6udjtbHh4eVK5cmZMnT0pCoAcOHFAUAvX09OTcuXN2Y1G7dm3Jb6Zv3750796dSZMmkZOTw+nTp2nUqBFr1qzhhx9+4L333mPAgAHMnTtXilSdmZlJ9erVefvtt+nWrRvbt2+nZ8+eXLx4EVdXVy5cuMDSpUsZMWKEJB4qRpm+du0agwcPZvr06ezYsYO4uDhpTpWgREsvsMgIHoJ1sXM7Xr4yJSFQFeq5GmXdJAj2MVTubmKpCUKqipHmpkD2ded0IctZjFTcMFOi4efdglz5o0qr3Q5UV3EHzpwOptvOhQpuQ568CK5AARabL1LRNCVRUWsZFcFWBVp/sbR0p7hDIuRp7mr0fEGG1g/q1GW1+pTo52pzoVSfGt1fjcKtHEZBOeyBkhCo2tzeyiogMUNtLpzbUhs7tf4q5anZp1RGLUyBmn1qQrPqNjjnydHpnUMG3D9oR1olx59+4Ph3EAI1Go0EBwdTs6ZzZNsHKQQ6btw4AgMDqVChAi1btpRs3bhxY4mFQI1GI5cvXyYpKQkvLy8aNSo6OqlUqRJPPvkkrq6uTJkyhTNnzpCQkMD//vc/ateuTc+ePXFxcaFHjx6UK1eOw4cPq4qHJiQkcOrUKSnYY48ePTTxUA0aNGj4G0GjpZccf3rgwb+DEKgaHqQQqKOtN27cwNvbm5ycHH744QdGjhwJWI/WHMfBEa+//jpTp06lbt26hISE8Morr0iBAG0XFm5ubpQtW5bExESuXLnCrl27nJyhO3bsyIIFCxTFQxMTE53EQ+9l8aKJh2rQoEHDg4G2w1Ny/OkLnr9aCLQ4FMd8mjdvHsnJySxatIh9+/YxcuRIDh48yKBBg/jmm29YuXIlzZs3L5UQ6Pz580lMTKRfv34MGzaMgQMHAvDee+/ZOT3LITQ0lPfffx9BENi2bRt9+vSR5C1smWQFBQXEx8djMBgoX748PXr0YPPmzVK+KI5av359ypcvT7169diyZYtdWwkJCSQnJ1NQUCAteq5evVpq8VBXvc5OaE8SC/SXYa2JaY5CoOK9QcaJ8W6ao+CobZqSGKOaIKSqGKmHg5OjeK/zdt43FYVK77Kyioy4e+8ehBPuplnttq9QtB0XB4kS8V7OyfJumg5XO/NElpbaOKgKtioIoqqxtPQ474gWpTk6gnrctcVZ3FRMc2xLvFcTkVSrT0k0U20uHOsT79XGVU3UE9wdtFLFPioL2joKgYr3ajYEeTvPRVFayedCrS0l4drSlFETf1WzrzRCs0o2yM2fWSZNw98H90Va4n4LgdoiNzeXJk2acObMGbKysoiOjmb79u34+/tz8+ZNp2Ot4phPU6ZMcWpDFAI9d+4cjRs3loRI/ywh0KVLlxZbZtOmTTRt2pSwsDD8/f3R6XTSzs2lS5f48MMP6d+/P/Pnz6d+/fo8/PDDREVFMXnyZLZt20bnzp0pKCjg+vXrREZG0rhxY3x8fOjYsaO0SKpZsya//fYbERERxMTEMG/ePKZOncrOnTs5cuQIXbp0KXFfQWNpSXkaS+uuDRpLCzSWlgiNpVU66PU69KXwQNYL/12v5fuy4HkQQqAAWVlZXLt2jSVLltC1a1cOHTrEM888Q4MGDQgICGDhwoVOC54/IgR67tw56ZiqJEKgjiiNEOiRI0cYM2YMmZmZVKxYkXXr1mE0Wn+dPPbYY+zdu5fnnnuO6Oho1q5dC1j1sL788kteeOEFhg4dKkVwbtasGQaDgS+//JLnn3+eqVOnYjabMZlMWO46Za5bt47Bgwfz5ptv0rZtW3r27FnifopIyskn21DkzGxlSLk6ifJBkTCfUHDcnu2k80bnWl9VaNORiVXUlrsTg0tkbyVOm0hBwmV7GyIqEfrKG07sHyhiAN3MKXBi8pTzdMVy+mPISbY3z7Ms+hqDFMuoCReqsb6cxE3vCps6snWgiLGjJIx5Oy/HLl3MC3T3REjba88GAysjzP8xJ8aVyLZSY2I5MsWs42plizn1925f1QRHlcRDj9/MkBWRrF/O12kcbMfCkd0lMrt2X0whLc/eGdbf3UDbqGDFuX1r6ymu37Z3qC4f6MkLPWqqssheef8IV28WjUN4OW+mPdWIOauOcCXJ3km8YogP059ppGj3jNe+I+Ga/fxFVPBj9kstMB9ZAZkODvM+obg0GsErq49wJanIhooh3kwb1ohX1//MtRR7Z+YKwV5M6luPWUsOcsVBz6timC+zxj7C/HXHuWpTLjzYi8n96zuJnkKR8KmSIOqCz07Ilvm/J+rw5ucnZcd8wuO1mTprD/EJaVJ6ZIQ/c2e1YdaigyRct7c7orwvs8Y9wuxlh7mSWDTmFUN9mDE6losyoqxZmQq6fPcBOhcdOpeSL150aAuePx33UwhURLly5QgNDaV7d+sv2kceeYSzZ88CRfT28ePHk5+fT2BgICaTiaioKOLj4zl9+rREZ9+zZw81a9bk1KlTzJo1i6SkJEk1XMTKlStZtWqVdL906VKee+45ypYti7e3t9OuVXx8vF35NWvW8OGHH7Jt2zbmz59PZmYmL730krSYO3fuHK+++qp0RLZmzRrWr1/Prl272LdvH9u2bePpp5/m7bffxmw2ExUVxSuvvML8+fPR6XT8+OOP0qJJp9ORmJhISEgIXl5e5ObmUlhYSMuWLTEYDLi7W3c79u7dS15eHikpKVStWpXU1FRpgXjmzBlOnz4tOUkDrFq1im7durFt2zanuVGDE0tLX5QuJ8oHWL/0ZAUwlYU2nZhYNm0pMbgKEi6Tf/6svAkK7B+wMnlkmWc5yZB1zTldpYyacKEq60tB3FSJrQPKwpjWdEcG0t1/ldhgKDOu1JhYjkwx26ac+qu3qU9BcFRJPFRNRNJpHGzaUmJ3peWZuJUjzwxSmtvrt3O4fFP+S1CNRXb1ZhYXr6Y7pV9JyuTilbQS1ZdwLZ3zv8vPH5mJkJYgm3UlKYuLV53bupaSzW8yIqUAV25kcOGys/grwFWFckqip2p5125l83uifJnrt3O4lCQ/5vEJaZy74MyUTLiewYXL8ozMK4mZXEhw7lOuyZllpySCej+g0+vQlWKHR/cf3uH5Rx84Vq1alZycHIYPH86uXbskGjTY09vPnTvH8ePHeffdd/Hw8KBLly5s3LhRevazzz6jT58+JWp70KBBhIeHc/XqVXbs2MHkyZMlFpYa9u3bx6lTp9i3bx+zZs1yWhgp4bfffiM4OJhbt27Rrl07OnXqhIeHB0uWLCE4OJhp06bJluvfvz+tW7fm9u3bDB482MlfR8TXX39tJ09RsWJFGjRowPbt26VnPv30U/r166doY35+PhkZGXaXBg0aNGi4D9DppEVPSS6n8ND/IfyjFzx+fn7s37+f3Nxchg4dSnBwMAMHDiQzM1OV3t6nTx8+++wzwMpM2rJlCxkZGXh7ezNv3jxWr16Nt7c3HTt2lJWeSEpK4sCBA8ybNw83Nzeio6Pp37+/nXOwEiZNmoSXlxc1a9akVq1anDp1SspLSEjA29sbb29vRo4cyZ49e/D29ub//u//8Pf3Z8yYMRgMBnr16sXt27d54YUXcHFxoVy5crI6V6Wll4sYOHAgn376KQCJiYkcO3ZM2k2Tg0ZL16BBgwYNf1f8oxc8ADVr1uTjjz8mKSmJQ4cOcejQIebOnSvR2/39/fH392fAgAGkpFj9HTp06MCFCxeIj4/nm2++oUKFCqSkpDBt2jSmTJnCsGHDyMrKYufOnQQFWdkyIoUcrNT57OxsAgMDJUr5woUL7QIdOkI8blKi1YNVsFPcYVm+fDlt2rQhKyuLBQsWEBQUJDkpe3h4SKKlQ4cOZfny5WRnW8+zRf8dQJZe/v3335N595z5zTffVLW5d+/e7Nu3j7S0NNavX0+XLl3w9FR2tNTU0jVo0KDhwUD04SnN9V/FffPhud+IjIzkzp073Lx5E4+77ImoqCiuXLnC0qVLVentbm5udO/enY0bN3Lu3Dn69OnjFOXYEcuXL2fFihWAlTrv7+8vKZeL9HVHv5+SwMvLi5ycIn+RpKSkUtUzYMAAie4eGhrqRC+3xYQJEySV+kWLFmEy2Ttk+vn50bZtWzZv3synn37KzJkzVdu+V1q6SOVVow1LVG4R0r0jXdeaJtXrsIQX23KkrIv3rhHObCIxTY1arURdxrOsYxEpTamMm4sOR8PdXGzGQYnmrkCNd6Qn26YZdHoHer58um2eE/3dJs2RYi7eq1HPHanxYpr1Pw79vdtXPa44TnxRW0a7PFGI1MvoTE8W09T66/heivf+7s4fl2Ka0tyWD3T+gSCmqb3/4eXs33/xvmKIj1MZMU3J7ogKzvMnpfmEOuWJaRVD7G0Q7ysEezkVEdMqhjkzuMS0cIdy4n2FIJn6guTzlNJt09TGPDLC3y5dvI8o72y3mFYx1H7MxXsPmb8zywMUDy21D89/WVtC+IciIiJCiIiIEAYNGiRcv35dEARBmD9/vmA0GoXAwEBh/vz5QpcuXYTExETBYrEIly9fFvbt2yeV/9///ifUrVtXKFOmjPD7778LQ4YMEebPny/MnDlTGDFihCAIgrB3716hWrVqQmFhoSAIggAIiYmJgiAIQvv27YXp06cL2dnZwp49e4SIiAjh9OnTivZ+8MEHduUFQRBatGghfPrpp4IgCMLKlSuFOnXqCOnp6cLvv/8uREVFCe3bt7ezQ8Thw4eFiIgI6f7nn38WypUrJ93btvPwww8LM2fOFAoKCoQvvvhCAIQpU6ZINoltTJ48WdDpdMKNGzfs7N6yZYtQvXp1ISgoSCgoKCh2XmyRnp4uAEJ6enqJymnQoEHDPxEP4jNPbOPEIzWESy1rl/g68UiNEtv4zjvvCJGRkYKbm5tQv359Yf/+/YrPDhkyRACcrpiYGOkZ8fvQ8crNzf1DY1Mc/rE7PAA9e/Zkw4YNNGjQgIyMDMxmMw0aNODOnTtMnDiR3bt3U6FCBcxmMx4eHkybNk2K51O5cmVOnTqFxWJh4sSJkrAnwNGjRxkwYAAJCQlcuHCBgwcP2tHGTSYT4eHhvPbaa8ybN0/aPcnNVdIbKsJLL73Eli1bCA8Pl3amwErb79KlCxUqVKB69eoUFBRIARFfffVVkpOTadGiBceOHaNp06aYzWbatGnDTz/9RLNmzaR6HOntPXv2ZNasWcyePdspcOCrr76Km5sb+/btkxh0YWFhGAwGxo8fT3JyMitWrOCpp56iT58+tGzZkgkTJtCrV697mJ0iXMnMw0dX9ItfpMuq07F/BIsN00Lvg86jMYLlFDgxpzzR6WuqCoE60s9F6rma4Gie6YqCaGZFRUFBy/l19lRxsNLFq/V3Ep8UhSdVKeHZh+zHQRwLr6aYvn8HMmwoxb6hGJo9y9XMPNlxDfdxd2pLbEdVpDTrEFgcHND1vui8myqKkarR0tXo/koCq6WhpX91IZnUXHsNpAAPI+2rllWlpStR9/dfuUNGvv375etm4NGKZZwoyh4GPVEBXizc8qssRXp8z1qq8+RI7xap3Wq0b8e/J/FvacYbCrT0iS1U31clOvbL7xyySxfzZj7blCnTv7ajfYN1F2XenHaK9c398ChXk+1DL4SX9WbqkIed8pTSbfPUaPPT5nxDvA3LLbKiP69Mb61q97R5e0mwYcxFhPvxypTHuJQmIx6a+QDFQ0sbh6eEZTZs2MC4ceNYtmwZzZo1Y8WKFXTs2JEzZ85QsWJFp+cXL17Mq6++Kt2bTCbq1KlDXJx9vDFfX1/Onz9vlyYyiO8X/tELnscff5yNGzdy8uRJCgoKaNKkCXPnzmX06NEYDAZGjx7N+vXrJcHSzz77TAosOGTIECZNmmQnjlm/fn2J+v7aa6+xfft2WrduTUFBAWvWrGH+/PmEhISwbNkyfvrpJ65cuSKJfxYUFNCgQQNVew0GA127duX9999n5syZHD582E7WYtWqVYSEhADQsmVLyW8oJCQEDw8PVqxYQXBwMPXr16dcuXIsWbKEsLAwHn74Yem4DazyHiEhIZw+fZrXX3+d77//npo1azJ8+HB++eUXSYg1JCSEkSNH0rJlS6ZMmWJHx4+Pj6devXosX76csmXL0qpVK9avX0+nTp0U+6coHmqWp8uq0rEtmc50bEBJrBLUhUCV6OdqgqMC+Yr0acW2FKjiICM+eTdqryol3JIJZnmaLxmJkOpMKc43C04fxGKFTm1JtHQVkVJLhqINSmKk6rR0Zbq/ksBqaWjpqbmFpGTL08jVaOlK1P2MfBN3cuXfLzmKMqhTpNXmSYnerUb7dv57staVcC2dC7+rieDKv69KdOwriZlciJe3IT4hjXPnZQRyVeq7mpzFbw4LsuLy1Mqo0ebjr6Rx/qIzRV/N7oSr6Zz/zbmMnPirshjsPxcLFy5k2LBhPP3004DV/eGrr77i3XffZf78+U7Pi6QVEVu3biU1NZUnn3zS7jmdTid93z0o/KOdlg0GAz169GDjxo2sX7+euLg49Dah35UES++FvdSqVSvatGmDTqdz8kspjfgnQK1atejduzcuLi7079//nmjsIvr06UN0dDSBgYG0bNmSxo0bExMTg7+/P61bt5ZlaW3atInevXvTsGFDPDw8ivXBsUVkZCQ1a9Zk9uzZWCwWfv/9d3r06KG6AtdYWho0aNDwYFAaSrqt349jCBHbH6siCgoKOHbsGO3a2Ue4b9euHYcOHbonO1evXk2bNm2kuHcisrKyiIiIoEKFCnTp0oWff/65lCNx7/hHL3jA6qS7bt061q1bx4AB9uH+V61aRY0aNfDz8yMkJEQSLL0XccwKFSootpmYmGj3vO3/69SpI1HLba/k5GRVhlZxsC3r4eFBcHCw3b3I0rpXO+8FOTk5vPHGGyxevJhPP/2U/v37qz6vsbQ0aNCg4cHgj7K0wsPD7X6gyu3W3Lp1C7PZTLly9pIc5cqVuydiTWJiIjt37pR2h0RER0ezZs0atm3bxqeffiopAFy8ePEPjEjx+EcfaQHExsZy/fp1XF1dqVu3rhS1WU2wVI695CiO6agwbovQ0FC7L3Pb/yvt2hQnHeHp6fmnsLRsoWanI+T6u3v3bh566CECAwNJTk6mVatWqu0psbQ0aNCgQcOfC51Oj64Ucuk6ndW94OrVq/j6FrHT1D67Hb8fBEFQ/Y4UsWbNGvz9/enRo4ddepMmTWjSpIl036xZM+rXr8/bb7/NkiVL7qUbpcI/fsEDsHnzZvR6PTVq1JD8U55//nkKCwsJDAxkxowZbN++XZJ++KPimKUR/wSrHtb69evt/HZE1K1bl7Vr1zJlyhTWrl3rJM2hhvfff9/phQLrkd4jjzzCqFGjiImJ4ZVXXlGso2zZsvzwww92ab169aJKlSoMHTqUihUr8uyzz5aKeu/jKuDjauusa/23KoeBNIen/YHWmDwiAFuKtwdGQPj9kqyTpS6qEf4FF8DscHbv4gtu5Qhbs8DOUVaklz92ZLGsYzLA8cHLFR2a3fUFDs661v4V1Owu7+gMlMv+Dkw2PgyGAPDsSFn3K4Cjw7sHEMNtw6OYXGSciQGX9n2xd+C2Um8jfK8p1BdFgDFFZhy88TZmYnHwSbIqSXuS7xmj2CdXFxNgW05UmHZB7/DxosNKCS+0BGDBnvKsx4irCwjBNRxs90AHFJrLYBbsfW5cdC5gBAMu6G0UrfV322ldNVjWERsg32Qk32xvn+XuL19PQ47dWFjHwYdHKrpiFuRV0UO93Zwc0gEm9qsrq5cFYNCD0SHMv8hqXjKngYwNsHhOQ4V5gj2HE7iRWjR2YQEeVOtUndfmtneSXBFp89cqD5d1nK4IvDWjnqwNb05vLD8XwDsrO2JyyDPczXtzWkMnR3+AV55rrDhP00Y2cdIHA1jwfA1ZggLAuIH1nXyjRGXzt5Z0lp0nNbuXvNXaLk9M9zbqncIRuMiEQrhfKLWWluVuqA5fX7sFjxyCgoJwcXFx+gGenJzstOvjCEEQeP/99xk0aJCidqYIvV5Pw4YNtR0eR4hK5Xl5ebRv355OnTqxYsUKfH19OX36tLTDExAQQKNGjahduzYWi4W6devaDfofEccsjfhncVi0aBGDBg3ijTfeYOjQoaVSYXdEzZo1WbBgAd27d6ewsJA5c+bw4Ycfyj7bu3dvPvroIwICAmjRogVbt24FrPpkixYtYtiwYaW2o5ynJ74yAQt1Aa1lnrZCSalZH+W8WJTqU1E3V1LUdjc4swxEqKmvK6mOqyqLB3eUT1dQCIdi1NL1NWXT1RS1lVTM1dSn1cbIoK9W4jJeRpnYL3eh11WXTVdT6FZSXw/2UP6QDfdR9kVTGgs1FW6lttQU2yN9ledWUdXbqKzq/Wwn+bFTUn8HqKhig1JbauMQ4O4cJ0iEkvK52jteQWGe1NTN1VTogz3k61OzWylPbuwyXEwyT94fPIg4PK6urjRo0IDdu3fbfUfu3r1bNeo+wHfffcdvv/12T98dgiDwyy+/UKtWrXu2rTTQCYLgTJ/5GyMyMpL169fTpEkTMjMzJXbVvHnz7J4bOnQo0dHRTJo0SVEQ9EFDZF7J7fD8EdiOyZ+Jli1b0qpVKz788EMGDRpU4jHMyMjAz8+PC4mJ+Nj8kpDozqnf2FOQwUpDDmhNoeUijr/0jfooZ4VwkFTChcwDsjs8Op/mTlRokQatRj1Xo6wr0bHzTPEK9UUipOx02uHRBXdEEM4gtyOj08Wo08WdKPpWer7z2BWNX4HpstM4uBoqkVV4U3bnwNtYTnWMTJbzOM6TQV9NtYwjjRyKqOQW4axTfXpddVLzMmR3FQLcfRUV21NyC2THLtjDVZUS7jgW4jik5afJ2uDv5u/UltiOmiK6WlgGJRsyC1Nk58nHGMw7O8467fA826k6Sdn5sjs8IV5uXFGwoaKvh1NbYjtq45Calym7UxLg7kN6fqrTDo+fW4DqO34tM89ph6eCjzuZBSmyOzw+rsH8lpoju8NTJcCTlNw8mXlyV7XbMU9Mlxu7rIwM6keGkp6eXuzuSWkhfq6e61gfn1LsKGUWmoneefyebdywYQODBg1i+fLlxMbGSkLaogD35MmTuX79Oh999JFduUGDBnHx4kWnkwOAl19+mSZNmhAVFUVGRgZLlizh448/5vvvv6dRo0Yl7tO94h/ttOzj40O3bt0khfTIyEjZwQXIzMykS5cu+Pr60rZtW0lSwWKx0KtXL8qWLUuZMmWIi4vjzp0iCue+ffuoV68e/v7+tGzZ0ilugBy+/fZbHn74YXx9fYmKiuLAgQNOz+Tm5jJq1ChCQkKoWLEic+fOlY7cZs2aZSdlsW/fPqKjo6X7HTt2UKVKFcqUKeOkIP/+++8TERGBt7c3Dz30EHv37lW1dc6cOURERODr60tsbKwd28tisbBr1y6eeuqpYvsMyuKhhRaL3SV94JjSrCrcdleaOEJAts1194NcpNHaXuICyJwB5jsOl9UGkQpddOXdTbdSz20v8YtapKzbXuICSKRjF5UpkOoTyHW47n7xm1KhIKXokhY/uUCWw2Xtr0gXlx0/iaIvXjk29WUjN37WcbC1zToOFqEQs1Bgd4lfdmpjpDRPamVEGrntVbQAkq/PLJgxCSa7S/zStTjMhbj4MQlWBXPbSxw7kRJue4lfXo5jIY6Dmg2ObYntiArmtpf4BS7SyG2v4mxQm6cbqbnEJ2dJl7j4KbQI5DtchbY2mC121x8bB7PsZS3nWMZU7DteYBHIMxdd4tiZBRNmodDhstYn0sVtL3EBZG2r6BLbUbNbKV1u7HIdQzvcR/xRlta9ok+fPixatIjZs2dTt25d9u/fz44dOyTWVWJiIleuXLErk56ezueff664u5OWlsbw4cOpXr067dq14/r16+zfv/++LnbgH77gSU9PZ9u2bfckiLlp0ybGjh1LcnIy4eHhPPvss1Jer169uHz5MpcvXyYzM5PZs2cDVg/1Hj16MGvWLFJSUujcuTPdu3fHbDbLtnH48GG8vLxo3bo1p0+fxmKxcOPGDSZPnuz07OzZs7lw4QJnz57lwIEDfPjhh3Y6WEpISUmhb9++LFmyhKSkJHJycrh27RoA2dnZjBs3jj179pCVlcW3335LZGSkan0xMTEcPXqUO3fu0LZtWwYPHgzA7du3+f7770lOTpb8ooqDRkvXoEGDhgcDnUtpmVolb2v06NHEx8eTn5/PsWPHePTRR6W8NWvWSK4kIvz8/MjJyeGZZ56Rre+tt94iISGB/Px8kpOT+eqrr4iNjS25YSXEP3LBI4qClilThqtXr97TGWGLFi1o164d7u7uzJ49my+++AKTyYRer2fgwIF4eXnh5+fHCy+8wMGDBwHrTkqDBg3o3r07RqORCRMmkJmZyfHjx2XbiI2NZcqUKQwaNIjc3FyysrLIzs6W6rPFhg0bmDVrFgEBAURERDBhwgRJmVwNO3bsoFGjRnTq1AlXV1dmzZplF3tIp9Px66+/kp+fT0REBJUqyftsiFCKVRQYGEjz5s155ZVX7nlrVqOla9CgQcODgRhpuTTXfxV/e6flGjVqsGbNGho2bMjQoUNJT09n9+7d7Nq1i+vXrxMYGEjHjh05evSoaj22cXXKly+PxWLh1q1bBAUFMXHiRLZs2UJqaiqCIEgK6Tdu3LALna3X6wkPD+fGDfnIpCNHjuTkyZNOQZrk4Fj3jBkz7KJTKsExto6npyeBgYGAVYD0008/5Y033uDJJ5+kbdu2UjRmJaxatYpFixZx7do1dDqdFKvI29ueRRMfH8/WrVtVfXiUaOlGvR6jzaJMZEZg8HeuREpzdAi8e+8omGmb5iKzMLub5igEKt7rcJMRsrT2wVFw1DbNUQBTJwljOvdfSjM4OG1K93JOm9Y0qyCqvYXS+OHonCneK9enNA4iA8cWYpraGCnNk1oZR7FPKU2lPheZn6VimpKAqZqYrJpgq+NYiPdqNji2dS8CuaWxQW2ewgLsx068d2QS2ab9+ePgnCemuegMDmUMd/OV33ElQVTHumzTREaWLcQ0pXlSs9sxT7yXGztzKWjipYUmHlpy/C0WPCLzSq/X4+bmRrt27eyYV0pwcXFh0KBBvPbaa9y6JR8WXIR47ANw/fp1dDodQUFBrF27lgMHDnD48GHCwsL46quvGDFiBGDVldq9e7dUThAErl69qriAWL58OfPmzbsnP5+wsDCuXLkinYOaTCYpmKCacnpoaCh79uyR7nNzcyXVdoBOnTrRqVMnsrKyGDlyJNOnT2f16tWyNqjFKvozobG0rNBYWlZoLC0rNJaWFRpLS8ODwt9iwQNWR19b5tWrr77qxLxyhNlsZt26dZQtW1ba5VDC/v372bNnD82bN2fWrFl0794dg8FAZmYmbm5u+Pv7c+vWLUlEE6Bjx46MGTOG7du307FjRxYvXoy3tzf16tVTbKdfv37UrVuXHTt20KFDB65fv05BQQEPPfSQ3XNxcXHMnj2bjRs3Sg6+bdq0AawxeRYtWkRSUhJ6vd4uEFOnTp0YM2YMX331FY899hgvv/wylruOcjdv3uSnn36idevWuLm54SmzyLBFVlYWOp2OwMBACgsLmTlz5p++2AHIN50n31S0YyQyg9SECwXTSZwYSIbaMiweEJk8lrNr5eurPoCbOQV2TBWjXkc5T1dVwVFHJpbVdisby5HBJbK3hMJfsDrb2sILnbEulhMfQPZNm+Ry6Os86czeAonBpWafE8vtLsNNyNgPZgedIRc/dL6PKjJl1Jg3aqwvJSaPGhPL0QZbO0rD0nJk7IhsHTWGlBrbyZHBJbK3HN8hKHqPlNhvgnAaWbFbXQ3VcXVm7llZe2qMPsc5FOfPmUlnLWPQV+P7q6lkFDgIoroaaBYeoGiD2tyqicY6CsCK4q9qgsBCwXEQbCLS67zRudZXbUfIOSwvuOsZqzhPan/rJWEBZuY4yzPcL/zRODz/RfxtFjwiROaVuLMiR7lu1aoVJpP1j9TLy4uCggIpCCBY2UV79+5l06ZNvP7664SEhNC1a1cWLVpEz549iYqKoqCgAH9/f2rWrInBYKBs2bKEh4fz9NNPS8GPgoOD2bJlC48//jh5eXk0bNiQKVOmYDQaOXLkCA0bNmTx4sWcOXOGFStWSFT4zz//nEGDBnHr1i3c3d0xm83Url3brp+NGzdm+fLllClTBh8fH7y8vGjfvj0Abdq0oVu3bkRHR1O+fHmeeuopVq1axdixY1m3bh0mk4lu3brh6enJuHHjMJvNfPbZZ3z66afcuXMHvV6Pu7s7TZs2ZenSpTz33HNScMYxY8bw0ksvAVC9enVq1KhBpUqV0Ol0PPbYY1KsIpPJxG+//cbTTz/NzJkzVaU2ioOVDSTjKaciXKgsEiqyeOSyUiD7umxWoUVw+vIDdcFRR2FMKNrAVhYdzQbBgRovfr5k34TMa04lJPaWDNTsk1huToXSwSQvFikyZZzTzbLpViiPucjkcUp3FPQEaRyUbFBrS80+kbHjCJEhVRK7QU7U0zrrSu8QFLHfnJGDlXUnB5V3WWLu3Wu62hgpt5NRYCI1T20unNtSm1s10VgnAVjpe1dZEBghy/nvqZh2lIWHledJ7W9dqS2RmWcLpffjfkCnK+WR1j1ESP634m/ntFwc8+qll14iJyeHKVOmoNPp2LBhA7dv3yY8PJzGjRtLC6O5c+dy8+ZNLl++TMWKFSlfvjxffvklly9f5tKlS8ydO5eUlBS6d+9OcnIy6enpnD17lgkTJhAfHy+116pVK+bNm0dcXBz79+/n2rVrVKpUSaKaHzx4kEceecTOxjZt2jBixAjc3NzYsWMHGRkZVK1alRo1atC3b19SUlIYOnQon376KXl5eYwYMYKsrCzJ+Vin0/Huu++SlpbG6dOnmTBhAosWLeLQoUNcunSJzMxMDh8+zNWrVyVB0IsXL3Lx4kUOHTqEq6sr+/fv53//+x9vvPEG6enpXLhwgSNHjvDRRx+xfft2wKqCK+p83b59G7PZzIIFC4iMjGTlypUEBQXx+++/s3fvXlJSUopVtlWipWvQoEGDhj8ZpdXRKsWu0L8Ff5sFz9+VeQXWaMPiAufAgQP83//9n+qCR0S7du1o3rw5BoOBvn37SjpbxTGt5GA0GsnIyODcuXPo9Xrq169v51g8efJkvL29adCgAXFxcWzevBlBEPjggw9488038fb2JiwsjFGjRrFp0ybAqmI7d+5cgoKC8Pf3Z8KECVJeaRThNVq6Bg0aNDwY6PT6Ul//Vfxter57927S0tLIycmha9eudOwo7+BpCyXmlclkYty4cVJAvd69e0uOvSVlXoFVoiE9PZ2EhATOnDlD+/bt+eKLL/Dy8uLmzZvUqlULb29vtmzZYldOSR1djWmlhNatWzNq1CiGDx9O2bJlmTBhAoWFRdv4tmMRHh5OYmIiKSkp5ObmEhoaat3+1OkYM2YMa9euxdvbm/j4eGmh6e/vz4ABA0hJSZG18V4WLxotXYMGDRo0/F3xt/PhcXNze2DMq3nz5nHz5k2uXr1KYmIi0dHRnDt3DrAeKyUmJhISEoJOp6Np06a888471KpVi8qVK/Poo4/SqFEjEhIS2LBhA2CVsygOs2bN4rvvvsPFpcinxZFppYQXXniBF154gatXr9KpUyfq1q3LoEGDACsl/tFHH2XSpElcvXqVChUqEBQUhLu7O0lJSbKU96ioKD7//HMn/yIoUloXZTkefvhhcnJy7MbIEUq0dB0e6GzoxhI1Wo1iXgrKtVp9jtRc4z3QWx2p52IaOFPWi+69nCjX4HX3HwfmjXjvSFe3SVOzz4nWL967yIQ3uJumRA1WoxqrjbkifVqFeq7ap1LQ0pX6pEYJV6N3O9KNRZq2Gr1bie7v/B7bpqm8y0phGVTKOI7Rvcyfr6vzXBSlydugNreOIQJs0/S42pUrelZljHT24THEe7V20Muwqu6mKYenUP5bL0nYA7l37n5Bo6WXHH+7BU9hYaEi8+rmzZt8++23zJ8/n4KCAvLz8/n444954oknSsW8evHFFyXmVVSUMpUXoHnz5sydO5epU6dK94sXL2bu3Lkl7mPFihXZsmWLLNNKCUePHkUQBOrVq4ePjw9Go9Fu0XTq1CkaN27Mzz//zKZNm9i/fz96vZ4hQ4YwceJEFixYgK+vL+fPnyczM5NGjRoxbNgwpk6dyqpVqyhXrhwJCQkkJCTQokULSRG+devWZGdn37MivBzcDNVwMzjTivXV+iuW0RmcF2GgTFsG0FcfoJhXzlOeNuzrqryzpkQ9B2XKus5YV7GMvs6T8mUU6Oqgbp8SrV/n+6hsOihTg9Woxmo0dyXqshr1XMkGKB0tXYmirEYJV6N3K1HWld4hUKb763Q1FMuojatSqAK1EAZKc6gUOgCgWbjyXCi1pTa3SiECADyN8uE8lMIrAOhc65e4HZ2ncsRepXlS+1svSdgDL5PyO/dnQ++iQ18Kf5zSlPm34G+z4GnVqhV6vR4XFxdq1KjB1q1b7bzJ09PT+fbbb+nTpw9r1qxh2rRpHDx4kDVr1jB69GgaNWrEJ598AsDgwYP53//+p8q8euGFFxg4cCB16tRhy5YtJCcnq9rXvHlzMjMzad68uXT/yiuvKPrvqMHDw4O1a9cyevRoUlNTef7554tlQaWnpzNu3DguX76Ml5cXTzzxBH369JHyQ0NDWbhwIcuXL2f+/PnSrs3ChQuZMmUKtWrVIjMzk6ioKF555RUAJk6cSGFhIU2bNuXWrVtERERIDC5REX7p0qW4ubkxadIkli1bVuK+AlxMzcHbXPSqiQKJQtYhsDg4Nut90Xk3VRTGVKPYCrlH7CmsYKWxejTCcvpjyLGZY8+y6GsMUqXGqwqBOtHPrdRzNcFRRepy4XEQHFg0Oi90xvrqdPEv30K4U8RK05Upj7HLC85UXnEcXOsrilKqCW1aTn1oP3bi+NUcolifIwUZimjIqqEFkv4HhTYMM2MZ9CGdVWnDSrT0bacSuZ1jXybQ05VuNUNVKeu7L6aQZsNc8nc30DbKWZwTigQ6T6Rkkl1YNE9eRhfqBPtw9k42uSb7HzMeBj3Vy3jxS7J9GbFc3bI+nLltX87DoCcm0Msp3TbPsU9if06mZJLjUMbToKd2sI8qzd3RdtFutfqOJ2WQ5dAnb6ML9UN8FfukJqJ6KS3XjjHn7qKnsr9zum3exVT5MYoK8OJUSpad7Z4GPTWDvTl+M0N2LuqX81WcW7kwBZlZD5CWru3wlBh/iwWPLStKKe+nn34iODhYUmS1jdFjNpuZPXs2TZo0IT8/nwEDBrB9+3YKCwspV64cvXv3ZsKECQDs2bOHcePGcerUKem4JiYmRnXBc+fOHZYuXUpwcDADBw5k5syZDBkyxClmzZo1a6T/DxkyhOeee47AwEBcXV2ZPHky586dk8Q+u3btSteuXXn77bd56623yM7OZtmyZcTExODr68u+ffsYOXKkdHzUunVrTp06JR2z/f777zRv3pxff/0VgHLlytGzZ08mTZrEDz/8QL169fjtt9/w8vLixRdflPWnMRgMTJ8+nTp16jB16lTi4+N5+eWXcXNzIy4ujqVLlxIUFERSUhKTJk2iSZMmdqKmjsjPzyc/v+gPXmRp5ZotuJicab5YMsDsEH9GQilo6UKWMx1V3HLOSYYsGUq4CjVeFAKVhwP9/O5niDJdXYW6LMhQ2e9CjY4t3LmOkHxJJkOeygvKdGw5iq3d2MnR6VXqc6Igg81xhsocFt6BAue/RTXasBIt/XZOATcz5b+A1CjraXkmbuU490kU55RDdqGZzAJnjb1ck8Xpi9S2TIZMGbGc48JBLR2U+5RjssjadrdGlGjuSrar1ZdVaCa9hH0SRVTtYZ1dUQjUEUrpYjtKeTkmC5kyNqjNhdLcyoUpeKC09NLG4fkP7/D8bZyWi0PVqlXJyclh+PDh7Nq1y47yvHDhQg4dOsSxY8c4d+4cx48f591338XDw4MuXbqwceNG6dnPPvvMbmfkXjBo0CDCw8O5evUqO3bsYPLkyRLjSg4mk4nOnTvTsGFDrl+/zvnz52nWrJnTc1999RWvvvoq//vf/4iPjyc7O5vx48ffk039+/endevWku/Pjh07pLxx48bxf//3f2RmZnL27Fkee+wx1bp8fX3ZtGkT6enpLFmyhCeffNIuuvO9QmNpadCgQYOGvyv+MQsePz8/9u/fT25uLkOHDpV2WzIzM1Xp1X369OGzzz4DrAuRLVu2yC54bt26xYULF/D29pbo3g899BBVqlThwIEDzJs3Dzc3N6Kjo+nfvz+bN29WtPXHH38kJyeHmTNn4u7ujq+vLw0aNHB6bsOGDYwcOZLq1avj5eXFvHnz+OCDD/D29qZjx4529ly6VPRLPiEhgVOnTjF9+nQpUGD9+kVn3UajkfPnz3Pnzh0CAgJUI0MDtGzZkmrVqqHX6+nYsSO1atUqVptMDhpLS4MGDRoeDMQjrdJc/1X8LY607hU1a9bk448/BuDYsWPExcUxd+5crly5Qtu2bSWfn8zMTEmjatOmTfz666/Ex8czbdo0BEGgatWqTnUHBQVRtWpVO5bW77//zpUrV4iNjbVzoDabzQwYoOwge+3aNSIjI4uNaHnjxg3JJ2f8+PFERERgsVi4fv06P//8s92Rli0SExMpW7YsVatWZf369QiCQL9+/aT89957j+nTp1OlShWio6N58803iY21OvK1bNmSkSNH0rdvkSbVwYMHeemllzh79iwWi4Xs7Ox7Yo05Qoml5eGix8PgzHpBL+OIKqWVgqWl83ZewossD8+y9univQqzS1UI1ImNZWViqQuOKjB5dF7ONtxNU2Mn6crYO1NK947MFps0JVaVmtCm09jZpCmztFxxZvKITp4qc2gsY598916NRaPE0gqUcTIW09QYXP7u9vWJ947inLZpXkb7eRLvbd97EWKaYxm1cuK9Wn1KQpueMmWK0pTnQskGtfq8ZfrkXUyf1ARMHYVAxXs1gVC1MXK03fMe5kJpbuVYew+SpYW+lEEEtQXPPw+PP/44169f54033kAQBFq0aMGGDRvw9bX/EnVxcaF69eps3LiR06dPO2laFYfy5cvj7+9fogVAeHg48fHxCIKguugJCwujUqVK0jHWlStX8PT0xM/Pr1gB0eTkZEnVHeDq1avUqVMHgGrVqvHZZ59hMplYvnw5AwcO5Pfff1e0Y9CgQUybNo3BgwdjNBqJjY39UzW1ogI88fWVEQ/1bqpYRom5ocY40Xk0UszT1xgkn67CFFMVAlVgY6kJjioyeYzyTBQohj3V5QX5+hSYLaAsSqkmtKmvOaTE9SkxcqAYpl1IZ9l0NRaNEkurW01lNpEag6ttlHx9SuKcAHWC5QUmq5eRWczeRd2yyoKVMYHy5ZTSQblPtRVsA3XWl5LtavXVD1Fm0ynZriaiWtlfPk8pHSAqQHmMagbL/BgA6pdTtltpbuVYexmWB8fS0pyWS45/zILn3Llz7Ny5kz59+hAWFkZhYSFhYWEMGzYMQRB45513mDZtGosXL7ajVwPUrl2bdevWcf78eXr06FGidsuXL0/Dhg2ZMWMGkyZNwtXVlZMnT+Lu7k5MjPyHRaNGjfD09OSVV17hxRdfJD8/n4sXLzoda8XFxfHMM88QFxdHeHg4U6dOlXZeqlatyu3bt/nuu+9o0qQJc+bMkcpFREQQExPDxYsXMZlMbNu2jSNHjtClSxcA1q5dS4cOHQgMDMTHx8eOvi6HzMxMypQpg8Fg4PPPP+fYsWMlGqPicOZ2Ft4FRb+s3F30VAnwREjZpSCa2UGRpaUmtCnc2WMvpglWQc0ybRTFQ2/l5sqyk4I8PFTbUhICdWRiQREbS1FwVEXsUE08VEloUyg8gbyAaR1FIURHppPYjo9rsCpDylHUUxT0VCujJj5ZaL7kxGQzulQukRipKESqJjh6Jy8bk2Dv2GrQ6Snj7sX1rDwntlN5b3fVMVISHE3JzVNgv7mrsokKzb+B3XvkjtGlikx6Ud7hG2l2zrU+ri7Ehvk7MemgiE2nxk5SskHtHVebd6X61JhiSmXUmH7qNsi/X2qMTMc8Md1xzgEyM5RIDvcBLnrrVZpy/1H8YxY8Pj4+HDp0iNdff52MjAzy8/OJi4tj0qRJ6PV6jh49yurVq1mzZg15eXlMmTJFWvBERUWxfft2AgIC0Ol0dOnShf379xMUFCTRzMWjpLJly0rCpKmpqYSEhLB27Vr69++Pn58fZrMZX19fVq9erbjgMRgMVKlShQ0bNrBw4UL0ej137tzhyJEjAPz666+MGDGCFStWEBYWRtOmTdHr9YSFhRETE0NcXBy7du2SGGZGo5H58+ezbNkymjRpQkZGBgMGDODkyZO0b9+e9u3b07NnT6n9HTt28Pzzz5Ofn0+FChUkm/v162cX70dktwFSOwMHDqRFixaYzWZGjx7NBx98gJubG5UqVeKdd94pVoFdDjkmC3o51oQpFQrlRTMVWVoqQpuY0qBQPlilkvCjSRAodIyBJIZeV2tLQQhUWURShcGlInaoKh6qyHbKRkmMUUkIUYnpBMUxpORZZOpijMrik9bxc1TOLp0YqRrDzSRYKLQ4MG/uGqjEdlIbIyXBUev7Jc9+U2MT4TAOOoV027zMAjNp+c79VRNKVWMnKdmg9o6rzbtyn5SZYupl5Jl+ajYovV9qjEylPOc5h/xi4qlp+Gvxj1nqlS9fno0bN5KYmEh2djYVKlTg+eefx9XVlezsbAoLC5k+fToZGRmEhYXRoUMHqayLiwu3b9/mmWeeYdOmTYwdO5bk5GRatmxJdrb1j6Zly5a8++67XL58mcuXL9O+fXtWrFgBgCAI/Pjjj2zatIn8/HymTp3K1KlTJXV2OXTs2JH69euTmprK+PHjJcHRWbNmERYWJsXviYmJ4cUXX+TWrVv06tWLL7/8krFjx5KamsojjzxCt27duHHjBp06dcLHx4dly5aRlJSEh4cHZrOZb775hs2bN7NhwwYmTZoEWHd4bt26xe3bt8nKymLSpEncvn2bmjVrcujQIclGkd127tw5bt++TWxsLHXq1GH37t1kZ2fzww8/kJCQwNmzZ1m/fj2enp6KUZZBEw/VoEGDhgcGva70138U/5gFjxw0wVH16Tt8+DBubm4888wzGI1GnnvuOUJDi/wa1NhtmzdvZsKECZQtW5bQ0FCee+65YsdWo6Vr0KBBw4OBzoVSqaXL8CD+M/hHLXhatmzJ+vXrpfu/WnD0iSeekGjj3t7eGI1G3NzcuHTpkpPg6JNPPsmxY8e4ePEier2eSpXsHVgjIyO5du3anyo4alvmueeew8fHhxs3bjB06FC8vb05f/48LVq0kBUPTUpKsmvv9u3bXL58WbU9jZauQYMGDQ8I2g5PiVEiH57IyEiSk5PR6/W4ubnRrl07VqxY4cSMetB4kIKjYD3iunr1Klu3bqVhw4aKbdkKjrq7u1O5cmVWrVpVKjmK0NBQ9uzZI93fi+BoaGio1N+lS5eydOlSwsPDWbBgAX379lUVDw0JCbEbK3EhpAYlWrqnQW9HB5UopSqimYq0dLUyjmKaNmlK4qFWOrb9ul+iY6u1pSAE6kg9t01TFBxVETssjdCmJFZqb6C1WgUhxNKKqCoJVqqLMSqLTypR90siRnovgqgGnV6Ghq9O71YbIyXBUTW6vxp9GtwduuuukF6U5+Nq31/xXk0oVY2OrWSD2juuNu/KfVITUS15GTUblMVDlUNQOOaJ93J0+sJidt3/VLiUkpb+H460XGKn5W+//ZYmTZqQmZlJXFwcr776qp3MQ3EoLCzEaHT+A/wjUBMcdcT+/fvZs2cPzZs3L5XgaMeOHSXB0eIC+v2ZgqOdOnVizJgxJRIcjY2NJTc3l9WrVzN48GBWrlxJYmKilK8mHtqrVy/efPNN2rRpg8Vi4YsvviixzSJiAr3x9XWmg+qCO8g8fTdPgZauJrSpK9NGMU9J+DHIQ5neqtaWkhCoEvUcVARHVcQO1cRDlejdOmMdxTJKQohK1G5rGeWjSSVRT7UyauKTRhfnOEbFlVESI1UTHC3jrkxdLu8tLx6qNkZKgqPBHvLpoE6fNrpUKVE6QGyYv2y6UugAUKdjK7Wl9o6rzbtSfWrUeKUyaqEN1G2Qf7/UQlAo5cnNeYZeiWCg4e+AUrO0fHx86Natm7TzMWfOHN577z1SU1OpUaMGK1askHYOIiMjGT16NKtXr8ZisXDx4kU2bNjAnDlzSEhIIDIykk2bNlGtWjWuXLnCqFGj+OGHHyhbtixvvfWWnQOyCEEQaN68ueQ4XKFCBbZs2YJOpyMtLY2XX34Zb29vtm7dSmhoqBSY7/HHH+fpp5/mypUr6PV6mjVrxpUrV1QFR59//nmefvpppk2bRr9+/cjOzmb9+vUYDAYWL17MmTNnWLFiBUOHDiU6OppJkyYxa9YsfvjhBzIzM3n55ZfZsmULzz77LJmZmTzyyCPs2LGDsWPHcvXqVYkppobAwEBatGhBp06dsFgshISEEBZmjXWi0+lYvHgxr7/+OoIgMGPGDEaMGIGrqytr166lV69ePPPMM3h4eNgdU73wwgt89dVXVKhQAYvFQpkyZXjzzTdp0aIFzzzzDO+99x4hISEYDAZatGjBlStXSvWu/HAjDa/MosWZKJDoJBQJklikYDqJEy3dUFuVlmu5tBHyHHb43IPQV45zEigUxQlv5+XI0pMD3T1V6bJOlHWRGq8iBOpEP79LPVcTHC20XJS1waiPchYJvSsQKmTsB3O6fREXP3S+jypSbNXo784hAkAME+AoEioKhKpRoR2pwVY7rPRgJVHWzMIU2fp8jM60eZGC7EgvhyKKeWpeJiYHyrpB50KAu4+TkKoooionFimGN3Ckn4vUcyHvmLyQq3sD9TF3fI/Ed0gl5IBjiAUpvIKKmOyRxHRZsc9GoX4y7//dd9/pbxPEv09VcV+Fv2m1Pjnn3U1XeSdV8xTeL1VBW4XwD3ICtJmZzgzI+wWdrpRxeIoJiPtvRqkXPOnp6Wzbto2WLVsCVrbR0aNHCQgIYPbs2QwePJhffvlFen7r1q0cOHAAX19fvv/+e5577jm2bt1KbGwsFy5cwNfXF4vFQteuXRk+fDhffPEFP/30E127duXUqVOEhITYtd+/f3+OHDnCpk2byMjIoG3btly6dImmTZsybtw43njjDXbu3Mmnn37KU089xezZs1m9ejUA69ato3Pnzri5uTF69GjGjh3L1q1b2blzp10bouBo8+bNOXz4MCdOnGDu3LmsXr2a69etKtUHDx6kW7dusmN08OBB9u/fT2xsLE899RT79u1DEARSUlJo0aIF69evp02bNkybNo19+/bx9NNP06RJE6l8y5YtJVbU119/TWJiIqmpqXh5eXHixAmqVq0qyWDs3r2bc+fOcf78eVq1akXTpk2pVasWn332GZ06deLdd9+VxsnLy/rLcsmSJRgMBpKSkjAYDPTs2VNiVn3wwQfo9XoSExMxm800bNgQg0H9dVESD80ssGCWo74qCEVaoSQeqkzLJe8W5CY6lQA5gUKRNmyRoaWL/1GhyypR1lWEQJXo52qCo8WKpcq1ZU4H0x3ndJQptur0d6W5kBEJvTsZalRoJWqwFfKirOr12dOQxelTEwg1CWanBU9RnkMIg7sVKoU2EMsUypSxzlG6bBnVMVd8j5RDDjiFWBCPV1TEZLMKzaTLUNmtUHr/ld8H1fdVsZxyn5Tz1GxQy5N/v9Ttls+Te78KFN63+wItDk+JUeKeKzGjHn/8cYKDgzEYDEyZMoWTJ09KDrdg3U0oW7Ys7u7urFmzhlGjRtGsWTP0ej3R0dGEhoZy5MgRCgsLefbZZzEYDMTGxtKyZUunhQhYdahmzZpFQEAAERERTJgwgU8//VTKV2I7AVJMHXd3d1566SWJjaWEvwPjymg0kpGRwblz59Dr9dSvX19a7IDVYdjb25sGDRoQFxfH5s2bEQSBDz74gDfffBNvb2/CwsIYNWqUxMRSY2l9+umntG/fnsDAQHJycjCbzXbtyUFjaWnQoEHDg4GmpVVylHiHZ/fu3TRp0oT8/HxmzpxJx44dOXr0KKtWrWLRokVcu3YNnU6HIAjcvn1b+pK0ZUddu3ZNVj38ypUrXLx4EX9/fynNZDLJCm86MqciIiK4ceOGdK/EdgKYO3cuH3zwAcnJyeh0umLjxTgyrrZu3cr8+fM5ePAgN2/epFatWoB1h0Ov1/PBBx/Qr1+/P5Vx1bp1a0aNGsXw4cO5fv06gwcP5tVXX5X8oWy1xAoKChAEgY4dO5Kbm2unHWaxWKSxd9QgEwSB8uWtPh5JSUls3bqVZcuW4evry6OPPqqqEA/WRZet2ntGRoa26NGgQYOG+wHNabnEKPXelsiMOnbsGEePHmX8+PF8/PHHpKWlkZiYiF6vt9Njsj03DA8Pl6U4ly9fnlq1apGWliZdWVlZTJ482enZsLAwO5+SK1euSD4ttmjZsiXffvutdP/dd9+xYsUKdu7cSXp6uhT9WA06nU6WcbVt2zbi4uLIysoiKyuLAQMG8PLLL3P+/HnV+kJDQyXK9siRI3nttdfuSavrhRde4JdffuH48eN8/fXXhIaG8sMPPwDWhahox+DBg5k6dSoPP/ww7u7uJCQkSONZv359hgyxaiOVL1+eAwcOSHnp6emcOWM9WqlQoQLTp08nMzOT69ev065du2LPft3c3PD19bW7NGjQoEHDfYC44CnN9R9FqX14bJlRbm5u6HQ6AgMDKSwsZObMmdJiJzIykitXrvDYY4/h6elJu3bteOqppxgwYAAdOnSgSZMmkg9P48aNKSwsZOXKlQwdOhSAH3/8kYiICLvdHLDqUM2ePZuNGzeSkZHBwoULJTaUGjIzMzEYDAQGBpKdnc0rr7xyT/29X4yrJUuWMGPGjGIZV0ePHkUQBOrVq4ePjw9Go9FuAfLaa6+xdu1aLl68yKZNm9i/fz96vZ4hQ4YwceJEFixYgK+vL9nZ2fz222+AOkurd+/eLFy4kHbt2mE2m1m6dGmJ+yki0s8dbxuBQJGym1zmCVkn0BAAwQOwHRNr+WxTBVl9JH8XuFNpqLwuFlDV/ZSTgy80oqzlpLOOFT5AU27nxSjobEFmYHsn/SZfIF2o5WwfLvgDma4NZMu0Ofo6cg6TAEcGfqjo0Jwm1LXXscKFAOCmazsKDfLjmmcKddK+8jCAq96CAft3UH/3Pim3jqzzb6gXmC1+Tn0C0Onc0Dv8ntLdpUJnF4bLOgy7usCN/AbOOlZGKwVdcCAo6+9+fJkEf1kbIn0uIz+uMQTpfsfJP0XnDTQgxHgOR8dWqEM5j6vIOcxDFYLcruOo+QRVuEUsJhzeIXQEA/6utxXsK8eF7Pp2PmceBj3VXOF0Wm0nOQpPg56awVDG9aaTThRU4vech50kENxd9FRxg6ZhGbIaUlCGn5Oj7HS2rBpbcDmrjmx9lf3h/J0qsvbVCIKz6bWc+hQTCOcy68hqilUvA79l1XEqExUAP6dEK2iAQXxmLVn7KvnBmfQ6dvaJtp26FSVrd+1g5zwx3QUwOKwd/sNriX8ESrzgadWqFXq9HhcXF2rUqMHWrVupVasWw4cPp3bt2nh5eTF9+nRcXYtowOXKlWPLli3UqFGDuLg49u7dy6JFi3jqqae4du0alSpVYuPGjYSGhvLll1/y/PPPM3XqVARB4OGHH+btt992smPmzJm88MILVKtWDVdXV5555hkGDBhQrP0dOnQgNjaWiIgIgoKCePHFF/nkk0+KLde8eXMyMzMlRlXz5s155ZVXShVTJzg4mLVr1zJ69GhSU1N5/vnn7Y785JCens64ceO4fPkyXl5ePPHEE2zbtk3Kb9OmDdHR0ZjNZubPny8x5BYuXMiUKVOoVasWmZmZWCwWSU5j4sSJFBYW0rRpU27dukVERAQvvfQSACNGjODs2bNER0cTHBzMk08+yZo1a0rcV1BWSw9RUaxWolarqYerUswVlNR1XsqK7Wr1KdHF1exTKmPURymWUVNfV6Jdq42rUhk12reasrgSJdzHqEzhDnBXVtsuDSVcaVzV6M46d+djcilP4d1To4Qr5amp0KvZV02Bsq6k9g3KdPEqAcr6d2p0bCXKuppSeY0gZfuU1NLVFOWVqPtqdPpKfiW3T00BXimvghwtXffgaOmaWnrJUaIFT3x8vGLeG2+8YRe7ZtSoUdL/t2zZIrGPRCr7vHnz+P3333nvvfeIj49n6NChEpV969atdlT2Tp06cfHiRUaNGsWcOXN45plnJCr7ihUrJCp7cHCwLJU9JiaGc+fOkZuby/jx4/nmm28ICAjg6aefZuTIkYwaNYpZs2Zx6dIlcnNz2bVrFzVq1GDDhg1EREQA8MknnxAaGkqnTp1o1KgR7733nt2RHWC3ILhw4QKPPfYYYD1Ge+yxx6TjM5HK/vvvvzN06FDc3NyIj49n1qxZLFu2TNaG1q1b89prrzF27Fju3LlDYGCg3Q5PXFwcY8aMcZqX06dP8+2335Kenk6/fv04e/YsdepYP9B1Oh0mkwmz2Sztvolq7YIgSLtOOp3uD1EZL6bm4G0uetVESnhSdr78Do+XmyIdNS0/TX6Hx81fXfk894gzhdujEUL2IXmlcq+mqvU5UopFOrGafUpl1KjnapR1JaVytXFVKqOmRi5Hv7Xu8LgpKpWr0cjVKOGlUSpXGlfVsAIqdHGld08tJIKSqrcjxd3aVyvNXc2+8w5K6h4GPdUCvDiVkqWww+PtpGIuKpj/lpojv8MT4KmqEu6opC6qqF9Ky1XY4fHg9C15+2oEeXPmtnOfYgK9OHtHXjW+ehkvJ0V5UU1eTeX9crq8fZX8nO0TbTuZkqmww+PjlCemX8t0DnvwYNXSNR+ekuKB8tNEKnvjxo2BIir7nTt3aNu2LYMHD7Z7XqSy//rrrxKVfcWKFaSnp7Nx40Y7KnunTp24efMm77//PgMHDiQpKcmp/dmzZ3PhwgXOnj3LgQMH+PDDD1m7dq2Uv3nzZkm4s2rVqpKSOFiZWmfPniUpKYkKFSowduxY1b42b97cjsklioeK90o7Q0o2pKSk0LdvX5YsWUJSUhI5OTl2kZDlUFBQQK9evRgzZoyqeOixY8c4d+4cx48f59133wXg3Xff5YcffuDcuXPs3bvXTtJDCUrioblmC7mmokukchZaBPIdrqIvapGOKl7WLyBRAdv2Er/ARVqu7SV92QhZVkq4eIlfdpZMMKfaX3cXQGr1iZRi8RK/cNXsUypTRHu1vawfnCJl3fYSF0CObYntqI2rUhlRjdz2EhdAIv3W9iqw2I6DbX3WPok0cttLXACJlHDHS64t23bMQqHDZbKxQWlcsxyu3KL3QUh3uMQFkPy7J4ZEsL2KFjl5sukixd32KloAKduXa7KQXVh0iV/6OSYLmYVmu0v8MhZVzIsuqw15Zqsqu+0lLgjEMAX2l3UBJCqpi5e4wFCrL8dkIavQbHeJ9uU65OXapGcXmu0u2zzbdsR0R9sc7bP9vMlVsS/HdlwLzHaXUp6YXmARyDPbX0phEO4LdHpr6IGSXjqNln5f8U+gsmdmZpKXl0fHjh3x9/dn48aNrFmzhmrVqgEPjsru4uLiZIO3tzdr1qzRxEM1aNCgQQNQWuFQ6/VfxQNZ8CiJfK5atYoaNWrg5+dHSEiIRGUX4Uhlr1zZOSy4LZVdvHbt2iW7w6NGZffx8eHpp5+WmE47d+4kKipKYlzNnTuXKlWq4OvrS6NGjYplVZVUPFREv379nGzIysrCbDYrUtkFQXAKzAjO9HedTmc3piIt/V7EQ4vzMQJNPFSDBg0a/o1YtmwZlSpVwt3dnQYNGkg/3uWwb98+yQ3C9hKD6Ir4/PPPiYmJwc3NjZiYGLZs2XK/u1F6llZpYCvyKVLZv/vuO+rVq0deXh7e3t6lprIfP3682PZFKrvol6NEZXeESGX/5ptvqFKlChcuXCA6Olq1jBKV/a8SDxVhe1++fPl7Fg8t7vgMlMVDPVz0dkKJIkvLUdDTPs3RWdF6ry4IqSIEqvO2X97r7jovqgh3qtVXGsFKpTJqQoiOgqO2aUrCnWrjqlRGTZzTUUzTNk2pT2qClQaZMRLTSiPcWZpxlebfFlKa/LunJtypJHKpJh6qZp+jsKh47ykjOCqmKQljustE1hXT1EQzHYVFxXu1+tTsU+qTmoiqUhk10dOS2Od5D+OqVEbu76LwQe6elFb5vIRlNmzYwLhx41i2bBnNmjVjxYoVdOzYkTNnzjixp21x/vx5u9AkwcFFxIPDhw/Tp08f5syZQ8+ePdmyZQtPPPEEBw8elFxe7gce6ILnXqnschg6dCg9evT4w1T2Pn368MwzzzBs2DBZKvvIkSOpWrUq9evXl9JEKvvZs2fp3LnzPU+II5X9l19+4aeffuLVV1+9p/K2UBMP1el0JCYmOu3y/FHx0CeffBJ/f3/q16/Piy++iIuL84fMvUBjaamX0VhaRdBYWlZoLC0rNJaWCh6Q0/LChQsZNmwYTz/9NACLFi3iq6++4t1332X+/PmK5cqWLWsXRNgWixYtom3btlKMvcmTJ/Pdd9+xaNEiO8WEPxsPZMFTGiq7iMjISO7cucPNmzftqOzZ2dlERkZy6dIlWSr78uXLneqaOXMmW7duZeHChbz//vuyVHax3L59+6Q0kcret29fTCYTL7zwQqmo7G5ubqSnpz8wKrurqyuff/45w4YN44UXXqBfv340bVr0Ba9GSx81ahRTp06lb9++hIaGUrFiRdljwnvB5fRcfISiX/yueh0VfNwR0vbKi1z6P6Yo8qcqzpn+nXx9fi2wXFwPuTbaVx7B6KP6Yvr+Hchw0N/yDcXQ7Fl1EcLUb8CUVpRs8EcX0JrCL99CuHPd3rwy5TF2eUFRhFBN3NGRVQVFzCpHBpfI3nJipIn1eTRyYmOJTCw1EVXLjW1Q4KDN5VoGfVg38kxXZMRIK6qyvtQEJi2nPoQcG301z7Loaw4pRjz0upOAqYexPO/sPEtiqn07oQEePNuxuizDRnwvv/k9hbS8ItaXv7uB1g8Fs/XkDW7n2Ot5BXq60qN2GL8kZzoxmuqW9XFiJkERO0ktz5GNJTKx1FhaSsyuo0kZsgKhD4f4qjLPlBhNavV9fzWVjAJ7Np2vq4Fm4QGKY+TIxBJtjwrwUuyT2tg5llEbC9HuwzfSyHTQ+/NxdSE2zF+xjBwDLzPHnvF2P/FHaemOCgNyO/QFBQUcO3aMSZMm2aW3a9fOjgAjB/HkJiYmhmnTpkmsZbDu8Lzwwgt2z7dv355FixaVtDslwn1f8JSWym5bLiQkhG3bttG/f3/69+/PmjVrmDdvnuS0GxERwdatW2XbsF24eHp6EhsbKyma22LWrFmYTEV/qLbCnQaDgbVr17Jv3z6Jxm5rqxKaNm1qt2vl4eHB4cOHqVevnpRmS2WfNWuWXXlbGwC6du1K165dpfuZM2cWa0Pjxo05deqUbJ7BYGD69OlMnz7dKc9oNBIYGMj69etp0qQJsbGx+Pn5FdueHPLNAkY59oI5HUxKx3IKIn9q4pxq9eWmQPYN5/SMREhNULBBRYTQlCbblnDnOkLyJefnrUYgK1CoIu4osqrkoCg6KjLSbHF3V15kY0m4O66qIqoFdyD/pqwNAvmywp1O7di0pSrUmJMMmc7Hp2rioRYH8VARiam5JKTItyMybOSQlmfiVo7zL/XbOQXczJT/QhNZQ44QmUlyUMsT2Vj3mi7Wl13oHMBUXSBUWYw3R8E+tfoyCkyk5snnqY2R4yLONk+uT8WNq1wZNdszC8ykKfRJqYyTyCwoisveF/xB8VBHUsnMmTOdvoNu3bqF2WymXLlydunlypVT/AEcGhrKypUradCgAfn5+Xz88ce0bt2affv28eijjwJWH9GS1Pln4R/BT+vXr58dfXzt2rX0799fup8zZw4RERH4+voSGxvLyZMnpbzff/+dpk2b4uPjQ69evcjJKfrjnjVrFgMGDKBHjx54e3tz8OBBhg4dKh05mUwmxo4dS2BgINWqVePw4cP3ZO+GDRuoWbMmPj4+1KpVS1Zq4s6dO/Tt25egoCCqVKnCe++9J+XZ2gDWRZFtXKHVq1dToUIFQkJCWLFihV298+bNIzQ0FB8fH2rUqCFJRShh9OjRhIWF4e/vT7t27SS5jszMTHJzczGZTPz222+cOXOGmBjlLXhQpqVr0KBBg4a/F65evWpHMpGTcBLhGIdNEATF2GzVqlXjmWeeoX79+sTGxrJs2TI6d+5st7lR0jr/LPwjFjxt27bl+PHj3Llzh6SkJC5evCitFEE9nk///v1p3bo1t2/fZvDgwU6e4Js3b+a5554jMzOT2NhYu7yVK1eyf/9+zpw5w969e53OFm/cuIG3t7fd5enpyYABA5ziBTlCpNFfuXKFzZs3M2XKlGKp7mANJDhhwgS2bNnC5cuXpTIPPfQQXl5eTJs2jYyMDARBYNGiRZQpU0a1PqX4QhaLhbS0NNq3b0+LFi2oWLGirIirLTRaugYNGjQ8ILhQSi0ta3FH3UM5wklQUBAuLi5OOy/JyclOOzRqaNKkCRcvXpTuQ0JC/nCdpcE/YsFjMBjo0aMHGzduZP369cTFxdnFoBHj+bz++uvcuXOHkydPsnPnTh566CFOnTrF9OnTcXNzo0mTJk4Ox61ataJNmzbodDqnCd+4cSMTJ06kXLlyhIWFOQUbDAsLkyjkWVlZrFixgrJlyzJlyhSneEG2MJvNfP7558yfPx9PT09q165NuXLl+L//+79ix2LTpk307t2bhg0b4uHhIR1r/f7775w4cYLAwEC2b99OWloabdu2laWr20IpvpCfnx+hoaF88803XL9+nQYNGjBt2jTVLUeNlq5BgwYNDwY6nU7y4ynRVYJdFFdXVxo0aMDu3bvt0nfv3m3nD1ocfv75Z7vvwdjYWKc6v/766xLVWRo8UJaWI/bv38+LL77I2bNnMRgM1K5dm/fff182Rs2AAQOYNGkSubm5rFy5krS0NClv1apVLFq0iGvXrqHT6RAEgfT0dEwmE2XLlrVzhnbcdVBz/HWMY1PcjsWAAQP45JNPZOMF2SIlJQWz2WzXtre39z0dAanZVKVKFYl5du7cOXr16sVbb72lqlo+d+5cPvjgA5KTk9HpdH/oGEqJlu7mosPdhhkg0TldZHyCpDQvB5r0XbaGToa1Iaap1efhwPIR731l2ElSmhy75W6awd8++e69rkx5Z/OkNEf2SPEUaTWauyNlXbp3pODb1OdIPxep5wadXoY+fTfBVWaX8G6aDjd7tv9dSrMazV2VLu5Z1j757r0azV2PPdlBvA8NcG5HTFOj2vu7238siveBns6kCjFNicJdEsq1bVpp6NNKFG5vGQp3UZoy1V7JBrX6fF2dv1LEtD9jjEpDZbdNc7RdvPdxde6TmKZURi7kgNx7dd/wgFha48ePZ9CgQTz88MPExsaycuVKrly5wsiRIwHrD93r16/z0UcfAVYGVmRkJDVq1KCgoIBPPvmEzz//nM8//1yq8/nnn+fRRx/ltddeo3v37nzxxRfs2bPnnk45/gj+sgVPeno6PXr04IMPPqBr167k5OSwe/duRepzbGws169fx9XVlbp160rOyPHx8bLxfMC6M5SUlERBQZGz49WrVyUtKXA+R7RFaGio3S7FvexYKMULskVwcDB6vZ5r165JC5bs7GxpYeLl5WXna2S7q1KcTYMGDWLQoEHcunWLvn37snjxYlmnZChdfKHSoJKfB76+zl8+Ov/HZJ6+m2esq5BeXzYdQOfXQjFPH9VXNt3Q7Fnl+vQ1lfMCWsumG7u8IJsOoNdVl6/LVblPSjRyUKasK1HwQZl+HuiuTF3Wh3VTzHM3yMfhUKO5G/TVlNuqOUQ2XY3m7mF0XmQCPNtRfrxBnlIsovVD8m31qK0cs6tuWXnqshIVu7g8Jfq5Gi1dicr+cIjyO6RGtVeicKvV1yxcPkwBKI+REvUclPukNnZKZUDZ9tgw/xKXkQs54GVSDuHwp+MBxeHp06cPt2/fZvbs2SQmJlKzZk127NghxbNLTEyUfD/ByuyaOHEi169fx8PDgxo1avC///2PTp06Sc80bdqU9evXM23aNKZPn85DDz3Ehg0b7msMHvgLFzwXLlzA09OT7t27A9Ydjp49ewLWI5/Zs2ezZs0arl27xuLFi3n44YdZt24djz32GAkJRaya3bt3k5OTQ2BgIDNmzGD79u0SM8poNBITE8O8efMA+Oqrrzhy5AitWrWif//+fPHFF7i4uBAbG8uQIc4ftL1792bhwoUkJSVx6NAhLl26hCAIeHh4MHv2bP7v//6PEydO8MQTT3D+/HnWrFnDiRMn2Lp1K2XLlmXJkiW0a9eOjz/+mICAAPLyrEwSFxcX2rVrR/369cnNzZXiCok21K1bl3feeYeJEydy69Yt3n//fSpXrsz777/P8uXLSUpKYteuXbz33nuSxtVrr73Gjh07uHHjBv3792fBggW4ubnh4uLCO++8w6JFi0hNTaVz584sW7YMLy8vMjMzyc/Pp2vXrty8eRMvL/sPiqysLLp166YaGfpecC0zDx9d0YeDKGRpOb4ash2OyLxC0NcfpkifVqOlW65/AQUOzCnXQPTluyvSfK9m5jnp37i56Aj3cVcV9RQy9ttT4F380Pk+qkoxVxKldKrLpj5VgVUFQVQ1wVHnPln740gvhyKKubPdRbY7ik+KwpNqYp9ZhTdlKebexnIIOYftxVz1Pug8Y50EQsX6fF0DyS28imBDS9fhiocxXFXI8k5etiwNv4y7F1cycu3eCTcXHRV9PVRFKZXeLzWB0HiHdsS2In09EITT2IdE8ESnqyGTXpSnJLyq9jdzIiVTVoSzTrCPog1qVHY1+xTDMqiMkXMIA2v4ArUyqn+3jqKxomCsSggKJbvlRHAzc/+dRI3Ro0czevRo2TxbpjHAiy++yIsvvlhsnb1796Z3795/hnn3jL/Mh6dq1ark5OQwfPhwdu3aZXeUYitqWb58ec6fP8+7775Lo0aN6N69Oxs3bpSe/emnn2jSpAm1a9dm0aJF+Pj42B1hrVu3jq+++gqwsqd69uzJZ599Rnh4OC+88AKdOnVi8uTJnDhxwsnGESNG0LRpU+bMmcP27dvp27cveXl5hIaGKupiBQQEsGjRIl5//XUuXLjA559/zvfff8/kyZPtIiMnJiYSHByMm5sbp06dorCwUFpUDBo0iKioKCpUqEC/fv3o168fZrOZcePGsX//flauXInZbGbgwIHSmefmzZt56623JMZXWFiY5Di8cuVK9uzZw9WrVyksLGTGjBkAlClThqysLK5evYq/vz/Vqxf9Ij59+jR37tzh1Vdf5fLlyyQn28RGUYASS0tRIDQ7CTKu2l93F0COYpbS4kekpdtddz/MC25D3k376+4CyFF0UfxyyjcL5JktdlfRl5CyqKeVAn+n6BIXLCLF3O4qRpTSsS6b+lQFVhUEUdUER537ZO2PSC+3vYoWMo52F9nuLD5pLaMm9qkmLIol075Pdxc/jgKhtiKhwl1aepHdBdKcKwlZWmn4ZrtLXADlmwWr4O3dS3wfihOllHu/1ARC882CU31F716OQ5kchfSiPCXhVbW/mexCs5NoZtECSMkGNRFVZfuU3j1Vkdc/pYxNOSfRWPFvUwxBYXup2y0vgitPh78f0LS0So6/bIfHz8+P/fv389prrzF06FBSU1OJi4vj3XffZfXq1Xz00UcEBQVx5coVvvzySxYsWMCYMWPo06cPc+fOZeLEiZw6dYrQ0FC+//57qlatyqxZs0hKSuLAgQPSkVdUVBSHDx9Gp9Px/vvvA9bF1rx586Tjs4kTJ7J582bq1Kljt1o1GAwsXbqUpUuXEhwcTL9+/aT0JUuWIAgCBw4coH379nZ969+/P2FhYTz++ONcv34dnU5HpUqVGDFiBDVr1iQhIYHz58+TmpoqLc5sF03u7u52izqwHnmFhYXx66+/MnjwYJ555hkpb926dbRr145OnTrRqVMnPvnkE1avXs26devo0KEDU6dOlbYfp0yZQufOnXnzzTf56KOPmDlzprQaz8rKIuD/2Tvv8KiK/Q+/u9kkm56QAkmABKQTiiDSIYogqEiXjiiioFgo0ruCFQSvhSICKigi5aKAXFCaggW4gEhVSEJJqCG97GbP74/lnGw5MyHRi/x0P89zHtiZnZnvzDm7Ozln3vmEhWG1Wvniiy94/PHHefzxxwH73bHq1cU7AoOd0poxY0bJJ98jjzzyyKM/JtX9vCzl/qH6S3uekJDAxx9/rD0y2rNnD7NmzZKaWnbs2JGTJ0+SlJTEN998Q8WKFalRo8ZNt5mSkkJOTg7h4eFa/QsXLuTiRf2N1VS1bNmS3bt3s3v3bu69916qV6/Or7/+KnU+j4yM1NYI+fvb10hkZ2eTmppa4mJqVwUEBPDpp5/yzjvvEBUVRc+ePTXjU3BefF2pUiXNQiIlJYUhQ4ZofW3VqhVXrlzR8mbMmKHlVaxYUVv3VNoF2+ChtDzyyCOPbpnUCU9Zjn+o/lJKy1GNGzeme/fuHDlyRGpq6evrqz3WOn78OL179y5VO7GxsYSGhpZovOmqVq1asWvXLo4cOUJubi67d++mUaNGWK1Wbefk+Pj4m3IVj46O5tKlSxQWFmqTHtfF1HpS7+BkZ2czbNgwpkyZwpIlSwBnc8+zZ89qOHpsbCwpKSlOu0gbDAYCAwPp3bs3r7zyihtur8ZY2gXbIkrLI4888sijP1meOzyl1l824Tl+/DibN2+md+/exMTEcPLkSb788kv69+9Pq1athKaWYF81PmnSJFJSUvj5559L1W5sbCxNmjRh6tSpjB8/Hh8fHw4fPozZbKZOnTokJiYybNgw+vRxpnpat27NzJkzadmyJa1atWLz5s1069aN9u3ba7jdsmXLtEXEMsXFxWmLqSdNmsTmzZv56aefeOihh4RlLl68yM8//0y7du3w9fUlMzOTPXv2aBOeDz/8kH79+hEQEMDcuXN57LHHALtBaGZmJp9++ilVq1YlNTWVQ4cO0bFjR/bu3cugQYNITEykfv36XLt2jd27d9OlSxcOHDjAf/7zH4YPH06dOnV4+eWXSzXOjgrwth+qTDceIRe16IvisvjRgNl+21HxAwf/LfVStRgr6pbxAQoqtndavGrP88EPqBbmhVUpfnatItdhZsXND8dksL9WbEEoeDvlGTCDETL9WzktovUymAgBcow19RfkAvnEuXs+AQVB9fQXDAOB3oX46XhpgZlc79ruC7uB+/a9jt6iTYCfBizX9d8qUoKxKc4knXID+7YYolFwpm/UMbe7nDt+jdgfE/t75eueJ7VvBnX3My3PXofVryrOC2LNeCN3SzcavLTy9rrsdVcLBVf3CHX5whe7zuv6bD19fy3C/ZyvCfV6qBiYq7twGgKoHVHgdN5VZN5qCwE3R3Iz3l4QHZAnqM8fqy0MZ3zfXqagKBIFZ2rIvlAcQnxsTmtI1Gvc6hUNLudPHdcGkXm6nmcQSp411u169fcGg8EbA66Ekr2/RUqw9v9i+WEyQJEtFMXB0d2AGaMX5FujUAh16ZMPft5gKQpHIcgp3WSEfGsFp9jU+Py8wVoUhuLieG/AB28jWH1iAUezWfs4WAkDXMk9P7yBIlswOPXXHrfR4IMR5zU7RsOt89LyqPT6yyY8QUFB7Nmzh9dff53MzEzCw8Pp2bMnS5Ys4dKlSxQVFREbG4vRaKRGjRpO2163b9+egQMHUrVq1RL3vNHTihUrGDVqFFWrVqWwsJCEhATeeustaZlGjRpRVFSkGYE2a9aMvLy8MhmBgn3dzaBBg5gzZw7t27fXCDWRbDYbr732Gv369cPLy4sWLVo4eWT17duXhx9+mLNnz9K7d29tj4Q+ffqQnp7OAw88wPnz54mOjmbYsGF07NiRr7/+mry8PBo0aICfnx9RUVE88sgjdOnShbCwMDp16kSXLl2wWCy89NJLLF++vEx9reDvR7C/O5bu7SU+dyJ3bJEjNICft/ixWzmzPqoqw7FlbYlcwgO9xTuFivBpmWO1DEsXod9lcV+XxS0bBxHWLCsjcz4X1SdyRAfx+MnG7un7xdsviK4VWdwibF6Gfcv6JConu1ZEcctikG0f4O+tj+HLthWQ5Yk+77LPrShP9FkqqT7RWMg+M6Iyet8dfgIPr/+JbhGW/neSQVFc/rz9ixUfH68ZVmZlZdGrVy8aNWqkoeU3I4vFgre3+0ZlNyPRHZ5brdL0oawxf/LJJ5QvX54pU6bwwgsvOJUfPHiwrslqaZSZmUlISAgnUtMIctj80GQwEOlnxlJ0WvcugLdXVTesWUWaC61n9O/wmKq44cn2PDui7IohqwiyzCVc1lZGQbr7HR7fMClyLXL1dkW77e3Y8W6ZW7oI3ZdhuSKHdVncsnFwR5TteLKsjAxZF9Unw9JFaLxs7N7bclx4h0d0rcjidnVzV53cZQi3rE+icZBdK6K4ZTHIXO1zLRd07vDESN3uZXmun3f1sy773Iq2HHD9LKnx+XnHSusTjavsMyMqo/fdkZWZSfUKsWRkZEg3fP0jUr9X078YQnCA+15AJZbPKSSs55L/aYy3q27rh3lBQUE8/PDDHDt2DJCbhMbHx/P6669Ts2ZNzeRSZOKZkpLCgw8+SHh4OLVr1+brr7/WbT8vL4/hw4dToUIFKleuzKxZs7Q9fqZPn86gQYPo1asXQUFBNGvWzGl/IJEpp0g7duygVq1aTJo0iYiICGbPnq15hoWGhhITE8PEiRPd3g+Qn5/PwIEDWbx4MdHR0VSoUIGPP/64xPEdMGAA7du3x2zW34Tt0qVLtGvXjqCgIO6//37S09Ol9YmwdMsNlFo91McFig7eqn4humPNVocyeS5H/o28Qh202v7F54ohq19Uqku446HmydqyY9LFx80g1za3+ApvtOOKdjvi3UVO7djbKrpRnwDdl2C5rsi6OvmRxS0bB1dEGe1cyMdOhKyL6pNj6SI0Xjx2qpO646FOgETXSmlQ++LJjxjhlvVJPK7ia0UUtywG12vI8TqyUYhNKSg+tEmEBPuW5Ll/3kv+3Iq2HHD/LDl+nsT1icZV3if9MnrfHRbbrbzD41m0XFrd1j3PyMhgw4YN2u6LMpNQgPXr17N7925++eUXvv/+e0aMGOFm4mmz2ejcuTMPPPAAFy9e5MMPP2TAgAGkpaXRoEEDdu/ezeDBgwkMDCQkJITFixezefNmdu/ezfLly51c29euXctzzz1Heno6NWrUYObMmVqeyJRTpt9++41vvvmG/Px83njjDRo2bMi+ffuwWq08//zzfPLJJ6xfv163rNVq5cSJEyQnJ/PRRx/xzDPPOO3WXBatWrWK+fPnc/nyZaxWK++88470/R7zUI888sijWyTPhKfUui17riLp5cqV4+zZswwZMgQoNgk1mUxMnDiRw4cPk51dvGvmyJEjiYqKwmw2s2zZMoYPH+5m4vnTTz9hsVg0t/LmzZuTmJjI5s2bOXToEK1bt2bZsmVMnDgRPz8/tm/fTkZGBvfffz+jR4/m008/xWAwkJ2dTYcOHWjdujUmk4k+ffo4bV4oMuWUyd/fn++//14zI83JySE3N5fs7GzGjRtH//79detRF0pPnToVHx8fOnTogNls5vTp027vLY169+5NQkICZrOZHj166G7O6CgPlu6RRx555NHtqtsGS3fU1q1badasGQUFBUybNo1OnTqxb98+XZPQq1evEhgYSEFBAdOnT+eJJ57AZLJ3S2/9SUpKCqdOnSI0NFRLs1qtNG7c2Ol9EydOZObMmVSuXFnzxoqLi3Pa+yYqqtjo0N/f32nyVRZTzujoaCcvsfPnzzNixAj27t1LXl4ehYWFwnU6vr6+Ts9jXeMpi2T9E8Wgh6V7Gw14Gx0JKfv/DW5URHGaK5WjvpaVMeDj7pl5g65wNcdUCRaZaWZZ4iuLyaXBjeIpTpOZh4qMQGXmnCLDUVncsnFwN580u+S7l5ERV6L6ZGVcx+9mxk5mLCq6VuSkmPP4Fb8Wm3OWZRxk14ooblkMMpNXIz4u15d6/UrMXyV5rtfEzXxuXfPUdNfPkmOarD7RuMr7pF9G77vD+1bePTEayoil/3MXLd+WEx5Vvr6+DBw4kNdee419+/bpmoSqzuiXLl1i5MiRjBkzhtzcXLp378758+fd6oyNjaVevXocOHCgxPZjYmKc1t6kpKQQExPDwYMHpeXKasrpamQ6ceJEIiMjOXnyJMHBwUyYMEHbUPB/Lduf+CzaQ2nZ5aG07PJQWnZ5KC27PJRWGeXZh6fUuq0nPBaLhZUrVxIVFYWvry8Gg4Hw8HAsFgvTpk3TFhCfPHkSg8FAmzZtMBqNBAYGMn36dLp27UrPnj35z3/+wwcffIDFYmHAgAEUFhbyzjvvMGHCBA4cOEBaWhpxcXGcPHmSn3/+mWHDhjF9+nSCg4OZOXMmzz//PBaLhblz5zJp0iQ2bdqkxXjt2jVGjBjBpk2byM3NZfny5YSHh2MymQgPDycnJ8dtDxuDwcD8+fN5/fXXURSFqVOnUrOm/YsiMTGRNm3a8NVXX3Ho0CGee+459u/fzzPPPMPx48eJiori999/B0BRFPr27cvGjRspKCigZcuWfP/99+Tl5XH58mXat2+Pl5cXdevW5fvvvycpKYlatWppJqYWi4Vq1apRrlw5LBYLbdq0oW3btmzcuJFDhw4xa9Ysdu7cyahRozh27Bhms5nff/+dO+64o1Tn8Vr+NSw+xSSIl8GLUN9QN9LJnmennVyN+UwGL8LMQdIyMorGlahQSawreXk6+/AYiPDzk5JL1wuuOxFAap8u5xXq1hfp5yMkz2S0joyiEfVJZgTq2ie1PzLDUdkYifrkSi2pbQV5R0rpKRFpJBsj17xi0klMAcpJHn2aSFafiGiSnT8ppSUweZXRRCJarczjIIhBRmK5G23a84yG2kITTinZVYYYZP0ti4FpaQx386x/7K56qeSZ8JRat+WE595778VoNGo/1uvXr6devXo8+eST1K9fn4CAAKZMmaLtUlyjRg0UReGVV15h+PDhtGjRghYtWjBv3jx69OjB1atXqVmzJsuWLWPs2LH06tWLbdu2YbFYaNiwIa1bt2bBggV8/vnnTo9xGjdujMlkYtCgQWRlZTFlyhT69+/vtFh64MCBJCQk8PnnnzNs2DAmTJjAl19+SfPmzYmLiyMiIoKxY8fyySefOPVx69atHD9+nBMnTnDvvfc67QP02Wef8fXXX3P16lUGDRrEvHnzaNSoEc8++yw//PADvXv35o033iAjI4OcnBx++uknGjZsyKuvvgrA8uXLURSFr776ipYtW7J3717dcR46dCgpKSmkpKRofTp9+jS7du1i2rRpXL9+nV69erF27VpOnjzJG2+8Qe/evfn555/d7kaBndIqKCj+AlAf46mEjKuKBOn2MkVuTsQllVEpGv36XAgKo5quuJMVN74QVPJGv60i3TisiuLkWO3Ylig+ldbRk0rROMkg75NqBKoTgrBPKr2lJ9kYifpUlrGzt2UnjVwDl42RKE+lgvSkkjyOMmp5+uVk9alEkyaDmi4+f7I+FVNDN5teTHCVJm7ZOJQlhrLl/bllZP2V1yearOiX0fucub7+n8qzD0+pddtN9ZKSkrSFuhkZGezZs4fmzZsD8Oabb5KRkcGFCxcYPnw4+fn5xMfHExISwqFDhwgODmbw4MFERkYyYMAAOnfuTFhYGHv27OHXX3+lSZMmjB49mm+//Zb169ezatUq6taty9dff03FihVZt24dW7Zs0dbJeHt7s3DhQtauXcsdd9zB1KlTMd74oh8zZgzTp09n9+7dzJ49mw4dOnD69Gn69evHhg0bWLFiBVlZWZw5c4bhw4fjut3RhAkTCAwMpHHjxvTq1YuzZ89y/PhxwD4RqVq1Kk2aNOHRRx9l+PDh7N+/n/nz5/Pjjz+SnJxMfHw8s2bN4vLlyxQVFZGfn69tiujt7U2DBg2IiIjAZDJp6a5atmwZcXFx7N27F0VRaNu2Lc8//zxVq1bl448/JjQ0lJ49e9KqVSsef/xxjh07RnJyMklJSbr1eSgtjzzyyKNbJA+lVWr9bXr+/8mIFMRmn655KSkpLF26VKs/NDSUnJwcLly4wMCBA7VdmitWrKhtzihKvxndbNt68lBaHnnkkUce3a66LR9p/VHdrkakFy5c0CZUtWrV0u4WmUwmXnjhBe19jo+LYmNjGT58OHPnztWtc+bMmcycOZPjx4+TmJhI69atNd+vmTNnUqtWLSZPnszLL7+MwWCgoKCAwMBADh8+TFxcnDb5K0vbrvKYh3rkkUce3SJ51vCUWn+Lnh8/fpy33npLu/OgGpHefffdDBkyhEmTJpGWloaiKCQlJbFz506tbO/evVm5ciXr16/nkUceuek2p0yZQmxsLHfccQcRERHk5uZitVoxGAxO9TsqJiZGQ7vbt29PWloau3fvBqB79+66Zfr168eqVav4/vvvsdlsZGVl8cUXXwCwfft2/P39SUtLIzg4GJPJhJeXF9u3b+fXX3/FZrPx7bffEhMTw7Zt28jJySE2Npb33nuPypUr88orrzituXGVj48P7733nm7bpZHJYHI6VDTYyyXdnme6UcbL7SipjJfBhJfB2+VQ6zPibSw+irF0g1O6Pc8+6TMavPEy+DgdKm7sZfDS7ZPJYMDH6Hyo9bnHZ3Lok7fToeHOeONl8HU6VGxY1CcDvhgxOx0quuzaJ7U/wbWqEnZnHadDRdZlYyTqU2nGznn8jHgbvbTDEQkXjZFrnuMWBgb8XQ5HFNp1jHwE5cwl1mfEB6PBt/jQ8Gnx+ZP1yY5EBzgcfoL04jy7Kaufw+H7h8ahLDGULu9/U0bWX3l9gS6HPAa9z5lRZzuG/5UMBmOZj3+q/hZ3eERGpOPHj8doNHLq1Cni4+MpKCjAy8uL6tWrs2nTJqpUqVJmI9KXXnoJgEmTJjFo0CDNiBTQKCiZ7rvvPmrVqkVRURGvvPKK7h0ogCpVqrBy5UpGjx7N8ePHCQgI4J577qFnz56kpqYSGxtLtWrVCAkJYdiwYbRo0YKVK1fy5JNPkpqa6pQOsGjRIoYPH87IkSN58cUXKVeuHEOGDOG3334jPNwZk42MjKR+/fq6bZdG5czlCNZBhEVoN0CYOUg3XVZGhg2L8PMIP739N+ySodqhvqG66ZF+Ym8bUXwyPFmGDYv6ZDZVFpYR9UmEq4N8jER9EmHaIMfFRWi1bIxEebJtD+Tosn45WX0ihFt2/qRYugCTluHTImS9zOMgaEuGnhsNtUudJ0XZyxCDrL+iGAyGOqWOQe9zZjGVvN/anyZDGe/w/IMnPLedeeifrYyMDKpUqcLSpUvp3Lkzubm5bN26lcaNG1O5sviH4Wa1Y8cOhg0bpi04NhgMpKamUqFCBWGZm3kP/DET1JvVt99+S3p6Ot9++y1FRUUsWLBAy1u2bJlGjJVFJZmHKrYj4EZT+GMwJgjNGGX4qMxYUbm+HYoyijO8QjCE3oOSvQdsLl9SxmAMgS2keLcIVbUdWQ65l1y6FIUx4VGhEaJsHFJzCtyoLx+jgegAX2wXNkDhNYeMchhjHkaxHMKdKgnA4N3AzdRTNfSUoecyZF10nmRIv2z7ANuZNVBwpTjDNwJjlR5SvFsUw5aTl0jPcy4T5ufN/TWi+C09l/wiZ/LM7GWkWpg/p9JzyLMW5/mZjFQPC2DGu3tISc1yKlM5Oohpz7TgYm4hFofz5G00UN7fh7ScAqd0Na9CgK90zM9l5Tuddx+jgYpBZs5n5+teD7GBZi7n5TvVp37OXOtyrE/2eXJtS21HFsPZrHwKipzzfL0MVAoyu13L6nXsGrdj7K7bPKhbPMi2f3A9F1B8PkTjKhsjUdyuW1MAZGVmUaV8lVtiHnp9xziCA0u/hCAzu4DQxNc85qF/R508eRJ/f3+6dOmi7dHTrVs3KleuTFFREdOmTSMuLo4KFSowevRorFYreXl5BAcHO5mBbtu2jYSEBMBuHDps2LAS27527Rr9+vUjKiqKqlWrsnz58hLLGAwG3nnnHeLj4+nYsSM2m43u3bsTFRVFuXLl6NWrF9euXXN6f1paGmA3UJ03bx61a9cmLCzspvy77r33Xs2yQ082m43hw4cTHBxM3bp1pZsultY81P4jn+Vy2H/4xWaMKj7qeKjmhGJjRYoywHq1+FAnP7ZMKEp3Pm5MgFTs1NmEsMAhDh2jwdxLkHXO+bgxARIZIcrGodCmUFDkfGhfvoXXoOBi8aFNfnJ06su5EYOrqadqhKjomKja23E1HJWZjmpGqRIzUql5aMEVyEstPm5MfqQml4IY0vMsXM4pdDrUCVB+kY1cq/OhToDyXNLVyU9KahYnk9KdDnUCZLHZz4t6qD+4FptCgcuh5snGvNCmkF9UfKjnXHY92Otz/5y51uVYn+zz5NrWzcRQUKSQX2RzOtQJkKg+17gdY1e3eVAPUbpjnuu5cDwfsnEVjZEobj1zWtF2Cx7dHvrbT3hq1KhBbm4uTz75JF9//bWTxcPcuXPZs2cP+/fv5/jx4xw4cID3338fPz8/HnroIVavXq299/PPPy/VouYGDRoQFRXFF198QW5uLhcvXuSxxx5j48aNJZb95ptv+OWXX7T3du/enTNnznDmzBmysrKcTEpdtWHDBr777jt++eUXPvvsM22NUFm1fft22rVrR3p6Ot26dWP06NHC93qwdI888sijWyR1H56yHP9Q/e0nPCEhIezatYu8vDynPXqysrJYsmQJs2bNIiIigtDQUEaPHq0tyu3duzeff/45YPfaWrduXakmPFu2bMHf35+8vDzNCHTUqFH89NNPKIoifZw1ceJEgoKCMJvNGI1GBgwYQEBAACEhIYwcOVJqRPrCCy8QHh5OxYoVSUxMLNHwsyTVq1ePnj174uXlRb9+/aT1ebB0jzzyyKNbJNVLq9THP3fC87dYtFyS1D16APbv30+vXr2c9uhRUWxFUYiNtXu0dOzYkUcffZSkpCROnDjxh/boUVVUVET//v1LLOu4F47VamXMmDGsW7eO9PR0FEUhIiJCWLa0hp8lqTT1ldY8FPQW3drTxGaMMnNCsbEiXiHOGepro84z7BtpdgpDUJ9bHDde+0fhphtpIiNE2Tj46Hw5aWk+5Vwy1Nd6C38DbrSpb+BoMrgbEarnydVw1DFNdJ5kZqRS00xfl2v7xmupyaUghjA/9xjUNLOX+996apqfyTlPfV052n0hvZrm7XKe1Neu6Y5psjF3Pe/qa9n1YK+v5Lqc08Sfp7LE4OtlwPXvaHuauD7XuB1jF/VJVkY25mXpk6iMnjmtSefa/p/Jg6WXWv+ICQ9A3bp1WbZsGU2aNMHPz4/169cTGxvLfffdh6IoTot14dbv0eMox71wVqxYwe7du9m7dy8xMTFs2bKFp556qtR1llZJSUkMHTqUdu3a/eG6ROahBmOCsIyI8pHRFDJjRUPoPfrpgS0k9YkXtYvIDWPCo8IyIiJGNg7RAeJFicaYh/Xr824gLCMy9ZSRWDKCS3SeZISbjKYzVumhmy6jnUQx3F9DZ/J5Q9XCxKax1cP0SbFpz4ivlfL++nReBcn5k415xSB9vDk2UIw9R/rp54nqAvnnSdSWLIZKkrZE17Iobnue/rjKaEjRuQDxWMjGSBS3HqnpXfi/hUyc5JnwlFp/qwlPfHw8ly5dwmg04uvrS4cOHRg9ejS7d+9m69atxMTEcPLkSc6dO8fdd99Nu3btWLp0KU2bNkVRFJKTk0lOTqZt27aA/bHWpEmTSElJ4eeffy5VLLGxsTRp0oSpU6cyfvx4fHx8OHz4MGazmTp1xF8yrsrKysLX15fQ0FCuXLnCm2++Wao4ZPrhhx80Py2r1UpMTAxXrlwhNDT0T2sD4FxWPkGG4i8hlVKRGSGWhdJSrIfRpZ1M9cmznHczd/TzjpWaJ8oMCstCJ7maZqqGma7Gk2p8/t4xUrNUV4pMJchktJql6Ddw8vsx4+1VTUpOyYxAXQkuEb3lWEaWJyLZZONqO/oJ5DmQcX5RGOsMKJX5q72/+qa26njLSDHRuZURTUmZebpEU3ywnxvdpX5mZNSXiKqSlXE16YVio14ReSajoEpDT91MfaJxkLUjIxtFJJusPlEZXUor35ni8+j20t9qwgN2zLpZs2ZkZWXRq1cvli9fTlpamtMePRUrVqRt27aMGTOGLVu2sH79ekJCQoiLi2PcuHFaXWXdo0fVihUrGDVqlLZHT0JCgpNJ6M1o0KBBbNy4kaioKCpVqsQTTzzBqVOnSh2LnqpVq8bjjz/OqFGjAPjtt9+IjIxk2rRpDB48+E9pA6DApuDjaqgJyAwAxeaTMpM/lXbSqU/HJBHKap4ojq8sppluxpPgYjCpT364mhcaHdL1TCTtcjZWVO8lyoxXZX0SmY7KysjyXM9HSaangH2yk32+VO3IDExFYy43AtWvTyV89FRQpDjh73bZe6zSXa4SpcvakpURmfSq5dyMcCXp9vrE5rllqU8Uu6wd2ZirRJhrGVl9ojJ65/yWUlqeOzyl1t+250FBQTz88MOcO3eO1atX4+vryzfffENKSgpNmjTBZDJhMplo27YtnTt3pk2bNiQnJ7N8+XLNC8vLy4u2bduSnJzshIRPnz6dBQsWsGPHDkaOHElaWhqJiYmcOHHCaUFyeHi4NuG6du0aa9asYfLkyYSGhhIWFqaZlO7YsYNatWoxY8YMwsLCaN68OVu3bgUgODiYhQsX0qpVK9LS0vjwww/517/+BdiR+5iYGK29KlWqaBsiKorCl19+yaOPih+xREREMHLkSBRFITs7m4EDB9KrVy+mT5+u9b9Hjx5ER0dToUIFdu/eLd1UUYSle+SRRx559CfLYx5aav1te56RkcGGDRto2rRpie/94osveO6557h06RKVKlXimWee0fJESPiVK1fo2rUr06dP5/Llyzz44IN06dKFoiL9v5YA5syZQ5UqVbhy5QppaWlO++T89ttvBAUFcenSJSZMmOC0z0+fPn1o2LAhaWlpvPPOO/Tv358zZ85Qo0YNioqKOH36NBaLhd9//51ffvkFm83G0aNHCQ0NJTpavPYB7IurQ0NDCQwMZN26dYwYMULLKyws5MSJEyQnJ/PRRx/xzDPPkJvr+sioWB4s3SOPPPLoFsmDpZdaf7sJj+qMXq5cOc6ePcuQIUPc3vP111874dVt27alQ4cOmM1mZs6cyb///W+sVqsUCd+0aRONGzemS5cueHt7M3r0aLKysjhw4IAwNm9vb86fP0+9evUIDw+nQ4cOBAYG0qlTJ4qKiujSpQsmk4kBAwZw+vRpsrOzSUlJ4dChQ8yYMQNfX1/uueceHnzwQQ2fb9myJbt372b//v00btyY2rVr88svv7B7925atWoFwIgRIwgMDHQ7li9fTuXKlbl+/ToXL15k7NixThMkRVGYOnUqPj4+2vicPn1at2/gwdI98sgjj26ZDGW8u/MPtpb4S9bw6C0uXrhw4Z+yzfXWrVtp1qwZBQUFTJs2jU6dOrFv3z5pGUcMPDY2FpvNxpUrV4iIiBAi4RcuXHCypjAajVSqVEkzMNXTiy++yJQpU/jvf/9LdHQ048ePZ8iQIZo9xR133AHY8W+A7OxsLly4QFRUlBPuHRcXp7XTunVrdu/ezaVLl2jdujU5OTka1ZWYmAjAO++8wzvvvCMdg6ioKDp16sSgQYPYu3cvYCfVHM9JWbF0X6MBX4e/KoqxUTESWxYsXYq540xuGDWjSB8d9NzRPLF08clxbGeMVX1txEcHufa58R4xwu2KzRebRUrwfMwuTZlLbEfWJ1dkXYSrO6bJ8kTovqwMfi401o3XpTkXjmmuY+Fo5CpC40XntqwId1kwdxE+LUfj9dBqrzLHUBpc/GbqE5WRtVMWdL8saPxfjqV7VGr9ZWfHdXHxq6++yuzZs2+6fEk+U76+vgwcOJDXXnuNK1euCN8HcO7cOe3/58+fx2AwEBERIUXCY2JitHU2YL8bcvbsWWJi9E0Ewb4eZ/78+cyfP58ffviBe++9l/vuu08aW0xMDJcuXaKgoECbTKSkpHDnnXcC0KpVKxYsWMDly5eZPHkyOTk5LFiwgL179zJ58mRp3a6y2Wz8/vvvWCz6i1fLqopBZoJ1sE+ZEWJZsHSDSd+AFcDPO1aQLn7sJjMoLAuOLTLNFBlPgtwsVYTNy/B8b69quukyVFxmBCpC1mVlZHmi8yEbV2OdAaUuIzJ/BfGYy9B40bmVIdzxwWIsXYSzyzB3UVuyMiKTXhDj3TLsuyy4uKw+UeyydmRbOYgQeFl9ojIeLP3/n/7y6ai6uFidPLz00kt88MEHpKenU7duXRYuXKg5icfHx/P000+zZMkSbDYbp06dYtWqVbz00kskJydTUFBAcnIyzZo14/fff6dLly4YDAZatWpFXp4+tWKxWPj2228JCwsjMDCQ8uXLa4+WVq1axdmzZ3nmmWfYunUrXl5eBAXZvyA6derE0KFDKVeuHEVFRZQvXx6z2axNRPT0yiuvsHjxYnr16sV7771Hfn4+hw4d0u6iGAwG/vWvfzmh519++SVFRUWEhYXRvXt3Bg4cyFdffcXjjz9Oq1atOHToEDk5OZw7d441a9Zw9OhR1qxZQ1FREa1atWLw4MHMmTPHzQg0KSmJ6tWrc+TIEWrUqIHRaKRWrVrk5OTQsWNHlixZQlFREdWrVyc9PZ0HH3yQsvrMXs1Lp9DbHdmVYb6uSLGKE7uaX0KxAaYsT4yln9dFwv28Y6Xmoa6xq3HLEPOyINcyhFsUgwwxF5mHytopTXwiXB3KhqzfDMr+ZxuYuuap6ZmFV3XLBPuEC8uUBvuGYhzbFXkWIfNqWyG+YW5tqe24IvNqfWHmYOm4ivB8GdIvG6Oy9KksMZQm72bids0T9QduMZbumfCUWn95z10XF9epU4d9+/Zx7do12rdvz6BBg5zev379enbv3s0vv/zC999/z4gRI1i4cCEZGRlERkYyePBgAgMDqVGjBjabjZ07d7J06VKuXLmiuwngzp07iYiI4O677yY9PZ2jR49yzz32TeoaNGjAtWvX2LJlC5UqVaJ69epkZGQAEBkZyZgxY7Q7OpmZmcTFxWEyieeQ586d48yZM8ybN4+IiAgGDBjA8OHDne6oqD5aYJ/sLFq0iG3bttGyZUs+//xz+vXrx0cffcQHH3zAgw8+SGZmJvfccw9169bFZDIxe/ZsYmJi6Ny5MykpKSVumNipUycCAwMByM3N5ejRo2zcuJGNGzdSVFTEtm3bOHv2LBaLhevXr0vrElFaVheTPfVLoiyGkO7ml8UGmLI8m4txpzopcU8vzpOZh7rGrsV9AzF3OrT69M1DZUab0jxBDDJzTpF5aJljEJyn0hiO3kx9f3YZ2Ri55xWnWxWL01FSGRX7dj1AbnLpakypfmaKFHezSllbenU5fQZLGCO9dmT1yceo9H0qWww3n3dzcVtvqj+33DzUYLCvxyn1UfpFy++99x5VqlTBbDbTuHFjqUfj2rVrad++PZGRkQQHB9O8eXO2bNni9J5ly5ZhMBjcDhkF/GfoL5vwiBYXq87dJpOJiRMncvjwYad1IyNHjiQqKgqz2cyyZcsYPnw4LVu2xGg0cv78efLy8ti2bRs1a9bk9OnTtG7dmubNm9OtWzcuXbJvTlarVi26dOkC2NfirF69mi1btpCdnc1bb73F5s2bAftjsYcffpjc3FyOHTvGzJkzqVmz+DHHrFmzOHLkCBkZGezcuZPDhw9L+9yrVy8CAgLIysrizJkzfPTRR/j5+eHj48Px48eBYh8tRVFYs2YNkyZNolWrVmzdupUDBw4QGBhI165d8fb25syZM6SlpfHNN9/w448/AvaF0ffffz8LFiwgICCAu+++WxiPl5cXp0+fJifHvtfMF198QVxcHGazmS+//JLPPvuMuLg4/Pz8mDhxIqGhoTRr1kxYn4fS8sgjjzy6RSrTZKf0i5ZXrVrFCy+8wKRJk/jvf/9L69at6dSpEykpKbrv37VrF+3bt2fTpk3s37+fe+65h86dO/Pf//7X6X3BwcGkpqY6HWaz+BHwn6G/bMKzdetWrl+/Tm5uLp07d6ZTp04ALF68mLp16xISEkKFChVQFMXpzozjAuNz587pbgiYkpLCqVOnCA0N1Y6vv/6atLQ0t/e6Lj52XBAMci+pWbNmUa1aNYKDg7n77rtvykYiKioKH5/i58WVKlUiNTVVt38pKSkMGTJE60OrVq209Uivv/46VquVhg0b0qBBA7788ktp+s3oZtsWyUNpeeSRRx79vTR37lyGDBnCE088Qe3atZk3bx6VKlXi/fff133/vHnzGDt2LE2aNKF69erMnj2b6tWru/0WGQwGKlSo4HT8r/WXr+FxXFy8b98+Ro0axc6dO7nzzjvJz88nMDDQae2Io89UpUqVOHPmjFudsbGx1KtXT4qIq4qJiSElJYW4uDjA/kMvW3isaufOnSxcuJBvvvmGatWqcfLkSWrVqsWFCxd0TUZjY2NZuHAhly5dclpwffbsWacT7di/2NhYXn31VR5+2N0zKTo6mg8//BBFUdiwYQO9e/fm+vXrbuk9evTAx8cHq9WKxWLRHl/de++9bnXebNsiiSgtjzzyyCOP/mT9wTU8rhvD6n1/FxYWsn//fsaPH++U3qFDB/bs2XNTzdlsNrKysihXrpxTenZ2NnFxcRQVFdGwYUNeeukl6RrYP0N/+YTHYrGwcuVKDb02GAyEh4djsViYNm2adKHs4MGD6dq1Kx07dqRZs2acPHmS4OBgmjZtisViYdGiRZpFwo8//khcXJzT3RywP2aaOXMmq1evJjMzk7lz5zJp0iRpzLNnz+aHH37AZDJx7NgxHnzwQW0NUmxsLKmpqbqz1R07dpCfn89rr73GuHHj+OSTT8jNzaV58+a67QwZMoRZs2aRkJBA1apVSU1N5dChQ3Ts2JEvvviCFi1aUKNGDT755BPtGaiaHhMTQ2hoKN7e3qSnp3PmzBnuvPNO9u/fT0xMjNvaKL22R44cyZtvvsmuXbuc2i6tFIJQCHZ4bZ9Y2bFq5w+s4QbmazA45xlu4MRFSgg2F1xcRbhtSjA2FzdwNc+IyQE3B8ONS9/HqKDgfI0Zbry2KYHY3BBvexw2WxA2pTgOww0c1d+Uh7v/lu1Gv/1RKKY41P/7eRXqLLZGa8d1YaThBg7r5+Xalr0dk9GIUXEeV+ON29iFtgi3BZi+gM0WiE3QjgFfDDgjuOr4ifD8Vj8u0l0MC3Bk8BzhgmZ/U45Ln+xjHEwa7pYigUCMMIbr+eG6XlXBPuBrtGHDub9GVBwbp96qI+ljtGHC5lLGdiNPweaQZ7xxDdnHzvX6sp/dcr5XdRe4QwyK4u/03ad+ZhQCUFxiUG5E6GXwRnGI3OvGOTcafDC6fNWr14OPoQjF4HLeb4yLa1tqO0Z8tLEqjvvGa8Uf3Kwq1O0XvPFy+EyrZUxGIwaX67U4dpcy2tYB4m0FZPGJtg+QxY3ih0HxcUv/y7F0g6FM63HUMq5LDqZNm6btsq/qypUrGpTjqPLly+s+MdHTnDlzyMnJ4ZFHHtHSatWqxbJly6hXrx6ZmZnMnz+fli1bcujQIapXF9O7f1jKX6C4uDjFz89PCQgIUIKDg5XmzZsre/bsURRFUUaPHq0EBwcr0dHRynvvvaf4+voqZ86c0crt3bvXqa4VK1YotWrVUgIDA5V69eopx48fVxRFUZKSkpQuXbooERERSkhIiBISEqIEBgYq5cqVU0JCQpT58+criqIoOTk5ypNPPqlERUUpFStWVGbMmKEUFRUpiqIo06ZNU5566imtre3btys1a9ZUFEVRLBaL0q9fP8XPz0/x9vZW3nvvPQVQACU1NVW332r5cePGKSEhIUrt2rWV7777TsvXK/vee+8pNWvWVAIDA5Xq1asrc+bMURRFUV588UWlQoUKSkBAgFK7dm1l/fr10nRFUZSZM2cq5cqVU6pUqaK8//77iq+vr/L+++8rVapUUQAlJiZGmT17tvb+gQMHKgEBAW5t36wyMjIUQMnIyChVOY888sij/4+6Fd95ahvXT8xTbBcWlvq4fmKeAihnz55VMjIytCM/P9+trfPnzyuA9vus6uWXX9Z+C2VauXKl4u/vr2zdulX6vqKiIqVBgwbKs88+W7rBKKUMilJG1vj/iTIyMqhSpQpLly6lc+fO5ObmsnXrVho3bux2t6csUjcNVBcdGwwG6R0ex/eWpJL2GvozlJSUpK3TSU1NpX379rzxxht06tTJDWUvrTIzMwkJCeFE6iWCHDYwVF2Iy4I7y7FvMWIuQsItRad1UXZvr6pSbF6Ey9qUY+g5rBsNtYUYuSwGGdbs7uZud3IvDY5djE9L0OVSOKnfDEYuQ9YttlNuffI2VkcpPACKyx0eQyAGn0bCGFIEbuSVg/2k14roPMmuB9frUr0mr+Tl6bpwR/j5Sa9l13Jqmav5uVgVm0t9RsLN/lzLz3HKMxmMlDMHuKU75rl+LqD4s+HaltqO7JqU5+k7ypcFZZeh57IYRPWVJW5dLD0ziyrlq5CRkfGnbKSrJ/V79frJtwkOEu/lJCyflUdojeduKsbCwkL8/f1ZvXo13bp109Kff/55Dh48yM6dO4VlV61axWOPPcbq1at58MEHS4xr6NChnDt3ToOG/hf6y7H0/7VOnjyJv78/Xbp0wWg0EhgYSLdu3ahcuTJFRUVMmzaNuLg4KlSowOjRo7FareTl5REcHExycrJWz7Zt20hISABg+vTpTl5XIl27do1+/foRFRVF1apVb2riYDAYeOedd4iPj6djx47YbDa6d+9OVFSUk4Gp4/vVW4vx8fHMmzeP2rVrExYW5uTVJVJ8fDyhoaFO9Tmui7LZbAwfPpzg4GDq1q3LwYMHhXWJsHRX9Fb9Ii8TaizBvuWIuT4SrtxwD3c+VJRdjM2LcNlih3XHI0+3PrUuWQwyrNm9rbwSx1WMXMtRYxHCXRYkXIasi/qEkg1KpsuRLY2hoEghr8jmdKgTINm1It5yQLKNgut1eaMuu9O2zenQrn/JtexaTi1jVWw69dkc8oq0Q5TumOf6uXD8bLi2VVyf+JqU5ZUNCReVEV+vZYmhbHH/xVj6LZCPjw+NGzd22mQX7NBRixYthOU+/fRTBg8ezMqVK29qsqMoCgcPHizR+/GP6m8/4alRowa5ubk8+eSTfP31104LtebOncuePXvYv38/x48f58CBA7z//vv4+fnx0EMPsXr1au29n3/+eYl72qi64447CAwMJCoqii+++ILc3FwURWHx4sUUFBSUWF7di2fjxo2A2MBUTxs2bOC7777jl19+4bPPPpPul6Bq5cqVBAUFERMTQ35+Pj179tTytm/fTrt27UhPT6dbt26MHj1aWI8HS/fII488ukW6RW7po0aN4oMPPuDDDz/k2LFjjBw5kpSUFO2P/gkTJjitCf30008ZNGgQc+bMoVmzZqSlpZGWlqbtYQcwY8YMtmzZwunTpzl48CBDhgzh4MGDN3Uj4Y/obz/hCQkJYdeuXeTl5TF48GAiIyMZMGAAWVlZLFmyhFmzZhEREUFoaCijR4/WTDl79+7N559/DoDVamXdunU3PeH5/fff+e233/D39ycvL4/s7GzOnDnDY489VuJiYSjei8dsNksNTPX0wgsvEB4eTsWKFUlMTHQySRWpX79+ZGVl8csvvzBgwADNywugXr169OzZEy8vL/r16yetz4Ole+SRRx7dIt2ifXh69+7NvHnzmDlzJg0bNmTXrl1s2rRJI5tTU1Od9uRZuHAhVquVZ555hujoaO14/vnntfdcv36dJ598ktq1a9OhQwfOnz/Prl27pPvG/Rn6yymtW6GEhAQ+/vhjAPbv30+vXr2YNWsWKSkptG/fXsOxFUUhNtbuudSxY0ceffRRkpKSOHHiBBUrVtTFzUVKSUkhJyeH8PBwLa2oqIj+/fuXWNZxPxyr1So0MNWTbN+gkpSQkMDXX3/NrFmzeOWVV0pdnwhL9zEanAz9VPO90hhMaukSo01Xg1DHNJEppQH3ja7UNLlZpL7BpNRw1KU+tS5ZDDJzR/e29I1NHdNEcZfGTNMxrSwmqq6Go85p+n3CEOhWRk0TxSAz55RdK6LzJLseXK9LtS678aRzDNr1L7mWXcsVG1kadUwujbp5onTHPJl5rrg+8TUpyxMRUrLrS1xGfL2WJYayxf1XU1qln7xo5Uqpp59+mqefflo3b9myZU6vd+zYUWJ9b731Fm+99Vap4/ij+kdMeBzVuHFjunfvzpEjR4iNjWXNmjWaV5ejfH196dKlC6tXr+b48eMYjUZeffVVt/0IVA0bNsxpQhQbG0toaChXr14t9WJlx/1wRAamK1as0O5G/ZlSDUQTExOpXbv2n1JnBX9fgv3dJ0Iyc0eRwaTMaFNkEGrP03+85u3l/uOrSmYWKTKYNBrEYyaqTxaDzNxRZG4qHVeBSajI/FJWBsTnqSyGoyA2lDX4NCp1DJUl5pyya0V0nmTXg+i6jPATxyC7lkXlws3+uukA5cwBpUoHuXmuqC3ZNSnP07/Ggn3CddNBbPIqM3+VxSAqV5a4/3Lz0D+Ipf8T9bed8MTHx3Pt2jV27drF9u3b6d27N4GBgURGRqIoCpMnT6ZVq1ZMmjSJxYsXU758eZKTk0lOTqZt27aA/VbepEmTSElJITExUdreggULALQ1LrGxsTRp0oSpU6fSokULFEXhwIEDmM1m6tQRO367KisrC19fX0JDQ7ly5YpmLNq/f3/69+/vNDkqrZ566inWrVvH5cuX2bNnD35+frz77ruMHz+eVatWlbleV13MzSXXwWNMJU6U/P365I25sZC8UXL2gM3FoM8YhCGgBYpyFD1CymCog5L3k3NbhkAMfnejXNsG1uvORUyhGMrdJyWu3PNupKdtBMs15yLe5TBWeNCNxlJJLMVyEPsCXUcFYPBuyPnsfApdDCZ9jAZiA83YjiyH3EvFGf5RGBMeRcndqz9G/s2xFP0GTkSYGW+valKSx3ZmDRS47LLtG4GxSg8h/SajtNxJLFBpLFeCS6W3ZEST6FqZ9tZuks87b64WFxvMjJGtOZORR36Rc3/NXkaqhPhx5HI2udbiPH+TkYTIQL46msa1XOc+lfP35qE6FUhyIcJ8vQzEB/tJDUIv5xXqElyRfu55xen5gjJmfkvPdeqT2ctItTB/aQyycyEixWQxnMvSv14rBpmFFJmMEBSVkVFaMjJONK6pOQW6cUcH+JKWU+A0ft5GAxUCfHVNTzNvpXkohrLd4XG9rfgP0t92wgNQoUIF9u7dy549e3j99de5du0aNpuNoKAgxo8fj9FoxGKx0KJFC65cuUJcXBzjxo3Tyrdv356BAwdStWpVzSW9NFqxYgWjRo3inXfeISMjgxdeeOGmb+NZrVZMJhODBg1i48aNREVFUalSJZ544glOnTpV6lj0dOedd3L58mX+/e9/065dO2JiYnjyyScZNmzYnzrhUSkPTeqteiUblAzdMip5456RBUXpgpbycN+cjuK2bNcdYrjxr/U6WESWGSoxVIo8yzUovOSeTjGN5a4cO3XkqBvfSYU2xQ2t1pR7CbLOuafbspz76iTnGNSvPpXkcZI6RgVXIC8VPamUj2sR4fkDZOOqElyuUokmJxnkbSWfz+Tk6Wtu6QD5RTbyrDbdvFyrjSyL6yZ0cC3XwqVsfeigoEhxqc8+EqpBqJ6sik6eUZDnkO46eVHz8otsThM1VbIYZOdCJcWK2zGWGEOhTSFfcL26XWM3yqi0059XxiVul9j1xlX2ObPYFAp0xq9Ih8pynQB5dHvpbz3h6du3L5s3b2bDhg2AfQLTsmVLPvvsM3x8fHjppZf44IMPSE9Pp27duixcuFB7vPX7778zcOBACgsLqVSpErm5zj9UWVlZdO3alW3btvHVV18xePBgatWqhaIoWK1WnnvuOVasWEFERAQvvvgiy5cvZ9euXcJYly1bxooVK3j88cepWbMm8+fPp2bNmjz33HOcOHGC8PBwnn76aZ599llGjx6t7ZGjKAo7duwgMTGRxx57jAceeICQkBAWLVrk9mzVVcOGDWPYsGHEx8fz2WefuRmDRkdH8/PPPxMcHMyDDz7I8uXLpW62BQUFThSa69blHnnkkUce/Un6g9YS/0T9rXvevn17Dhw4wLVr10hLS+PUqVO0adNGy69Tpw779u3j2rVrtG/f3omg6tevH+3atePq1asMGjSIdevWOdW9du1aRowYQVZWlps1xKJFi9i1axdHjx5l+/btfPrppzcV7/bt20lMTCQ9PZ0+ffrg7e3NwoULuX79OmvWrGHy5MlujrOqfvvtN4KCgrh06RITJkz4U/C+1atXs3btWlJSUjh8+HCJd308WLpHHnnk0a2RwWAs8/FP1d+65yaTia5du7J69Wo+++wzevXqhdFhdtujRw8iIyMxmUxMnDiRw4cPk52dTXJyMkeOHGHKlCn4+PjQtWtXzStL1b333st9992HwWBwI5NWr17NmDFjKF++PDExMW4bADZo0IDAwECnY9iwYVSpUoWBAwdiNBoxm83cddddNGrUCKPRyF133cUDDzzA999/r9tXFVk3mUwMGDCA06dPa0TViBEj3NoLDAxk+fLl0vEbOnQolStXJjQ0lAcffLBExN2DpXvkkUce3SLdIiz976S/9SMtsC/uHT9+PHl5eSxatIjr169reYsXL2bevHmcO3cOg8GAoijcd999PPjgg0RFReHjU4yuut6tcETHXZWamur0fteyehOHZcuWud0J+vXXX3nhhRc4ePAghYWF5OfnU6tWLcC+g/TevXu190ZGRmoLmNV9dLKzswkMDOSdd97hnXfeEcarp+PHj7N3715tsubv71+iWZwIS/c2GvHWQWzLghpj1FlLpaWJkXAMgc7Te7VtU6h7ES1NUp8In/Yuh5tupLni58WvA3TWEdrJGkecX5WW5h/lnKG+lo6R2aUpFX8Xo8v46myDcCNNhPvLsHTZuLoi6+pr6XYEgmslLtadrlHTzF7uX/pqmr/JOU99Xc7fvU9qmisCr+Lv3jrnT02zo+fOecX4uXOeKN0xz7VP6mtZDLJzIUbjxTHIrlcR5i5HzMtSRrwVgGhcZXG7jp/6WobT3xLdQiz976LbbsITHx/PpUuXMBqN+Pr60qFDBxYuXFhmX5LmzZtz/vx5fHx8aNiwobZHQFJSEqNGjWLnzp3ceeed5OfnExho/xEMDQ3l0qVLFBYWapOes2fP0qBBA61eGR0VHR3tdHfjZu90uNY5YsQIEhMT2bBhA35+fvTt21dzUK5Ro4bQZf1m9eSTT/Lll19y8eJF+vfvz/z583nooYf+UJ16Ku/vT7C/O+JqMDcWlhGhxoYA8XbmBoOYfjP46W9oZSh3n7CMDDEX5RkriLdRF+HnBu+GwjKxge579GhtJTyqX5+/+Lrw9qqmmy5Dl41VegjzRFizDEsXoecgRtZlCLeorRkjWwvLVAkR4+IJkToTceChOu7+eKriBQh8eX/3/X5URfqVPi/ST3w9VAvTx8hlMcjOhQiNl8VQMUicJ7rGZFsiiMrIsHTZVgCicY0OcP9DTVUFQZ7e1hSmQnE9Hv31uu0mPADffvstzZo1Iysri169evHqq68ye/bsmy5vsTijo2vXrnV6lAX2ux8Gg4Hw8HAsFgvTpk3TJhORkZHUqVOH2bNnM2nSJDZv3sxPP/1005OBnj17MnfuXDp06EBRUVGp766ofcjKyiIkJASz2czu3bvZuHEjNWvq771SFo0YMYI33niD+vXrM3bsWPr378+ZM2coV07nLsUfUEpWPkGG4i8aFfeUmQaKzBhluLMMbxXVJ8OdZfWJDAVlZowiU0pZn8pi3CkbV9c8Ubpjnsw009WoVGT+6hifzAhUdJ5khqNlMTCVG82ed4vBzztWOkYiPF+GSOdbU1Bwpr4M+GI2VRYad8rMQ0XjILuOZUazZTEjLY2xqJquh3erZryiMjIsXTpGZTDPFRmO/uVYumcfnlLrtr63FRQUxMMPP8yxY8cAeOmll4iLiyM4OJjmzZtz+PBh7b3x8fG8/vrr1KxZU9vnRjX8bNmyJX379uXEiROAHfkeN24cFouFqlWrEh0dTZUqVZweYa1cuZLNmzcTEBDAI488gslk4ttvv9UmRfv27WPQoEH06tWLoKAgNm7cSHq6HZd+6qmnsFgsVKhQgYoVK5KTk4PVKscVjx8/zu7du5k0aRIRERHMnj2bZ599lgkTJmA0GunQoYOTu7v6foC0tDROnjzJ4sWLiY6O1nVq19Nzzz1HaGio5ouSmZnJ/v37tfzMzEzatWtHUFAQH3/8cYk+YELz0CI78qkeKhYqMw0UmTHKjTHFhoLC+iQGjnJDTX1DQZkZo9CUslRmnyUbd8rNGK03le58LiSmmWUwD5UagQrOk8xwtCwxyM1DXfPU60E8RiJzWpl5qEKBzrVScKOczCBUP098PUg+F5IxKosZaWmNRYvHVd+M92YNPZ2NQMVjVDbzXJnpqchE+BboFnlp/Z10W/c8IyODDRs2aAuGZVQVwPr169m9eze//PILK1asYP78+SxcuJCMjAxWr15NcHAwbdq0ISAggAceeICsrCy+++47DAYD3bp1Iz8/H7PZfku2evXq3HvvvbRu3ZrU1FSOHTtGUlISK1asYPr06Tz00EOsXbuW5557jvT0dDp16sSVK/b9XEwmExMmTCA9PZ2cnBxat26tOa2L1LFjRwoKCvD39yc1NZVx48bRokULtmzZgsVi4fDhw2RmZtKwYUPt/eraIBUnP3HiBMnJyXz00UcEBQWV+Bhwx44dDB8+XOtzly5daN++vVb/wYMHmT9/PpcvXyY+Pp6qVcU7AoOH0vLII488umXyLFoutW7Lnrdv357Q0FDKlSvH2bNnGTJkCCCmqlSNHDmSqKgozGYzy5YtY/jw4bRs2RKj0UitWrWIjo7mp59+wmKx8Mwzz2AymWjevDmJiYls3rzZLY5Vq1Yxffp0wsLCiIuLY/To0U4Lizt06EDr1q0xmUz06dPHaTFyv379tMdR48aNkxp+qvL392f8+PF4e3tjNpupXr06bdq0wWQyUb16dfr37y+sR1EUpk6dio+PDx06dMBsNnP69Gnd9zrqvffeIzs7m61bt2o7TKvq3bs3CQkJmM1mevTo4aG0PPLII49uF3kmPKXWbbmGZ+vWrTRr1oyCggKmTZtGp06d2Ldvny5VdfXqVW2xsSM5de7cOVq2bOlWd0pKCqdOnSI0NFRLs1qtNG7svoD2woULTo+R4uLiuHDhgvZaZqw5a9Ysli5dyqVLlzAYDGRmZrJ3717tDoqjWrRowcSJE4mOjsbLq5g+OH/+PCNGjGDv3r3k5eVRWFhInz59dMfM19fX6Y6OGk9oaKju47SMjAytLS8vL+677z7mzZtHnTp1uP/++0vsnygGXfNQL4NGrUAx/SA1pRSYMcqNMcXkhrA+Cf0jN9TUNxSUmTEKTSlLYfbpmCaik+RmjCLzUNm5kJhmlsE8VErnCc6TzHC0LDHIzUN9dNNlYySi1WTEkAFfnWvF98Z79OkkGU0nvh4knwvJGJUlhtIYixabc4rHVVzm5skux/jKZp5betNTj25P3dZnx9fXl4EDB/Laa6+xb98+XapKcVgQ+MwzzzB27Fj69OlDpUqVOHPmjFudsbGx1KtXjwMHDpTYfkxMDCkpKcTFxQEwe/bsEtexAOzcuZOFCxfyzTffUK1aNU6ePEmtWrVo3ry5cNKwY8cON0pr8uTJREZGcvLkSYKDg5kwYQKpqfpb/IvkiOGXJNU4FODgwYMcO3ZMaJZaGlUOMhOsQ2/ITANFVI6M/pHRHqL6ZPSPrD5RnsyMUWQ+KetTWYw7ZeMqypOVkZlmioxKZX2SGYGKzofMcLQsBqZyo1n9PNkYic67jBgymyoL80TGnTLzUFF/ZdexzGi2LGakZTEWFRnxysrIKC3pGJXBPFfU1l9OaXmw9FLrtpzwPPfcczzyyCM8//zzrFy5kqioKHx9fSksLGTWrFl8+umnTlSVngYPHkzXrl3p2LEjzZo10yYNTZs2xWKxsGjRIgYPHgzAjz/+SFxcnNPdHIBevXoxc+ZMVq9eTWZmJpcuXWLSpEklxp+VlYXJZCI8PJycnBxefvnlMo1DVlYWlSpVIjAwkCNHjvDJJ5/Qrl27MtXlquzsbAYNGsSPP/5IZmYmgYGBXL16lddee+1Pqd9R1/KvYPUpniiqBIaMlBERJzJiyNWcE4oNOkWElKw+aXwC2kNGVblSHcXjICa75GSQPk0kqy/fmuREBtmpoHhpOzLayXb0E8hz8A7zi8JYZ4CcPCtF3s2UERmOyggkWX0ikk1Wn+jcymgiGe0kqk9GNJWGJlLLyM57WfpUlvhk9ZWlT7L6ROdWVl9pzsUtpbSM7ncPb7rcP1S35YTn0KFD7N+/n5deeom6deuyfv166tati7e3N19//TXx8fHaLsgitWjRgnnz5vH4449z7tw5qlSpwurVq4mOjuarr77i+eefZ9KkSSiKwl133aW5nTtq2rRpjBw5kpo1a+Lj48PQoUPp379/ifF37NiR5s2bExcXR0REBGPHjuWTTz4p9ThMnTqVAQMGEBwczN13302PHj1KdcdGJoPBQGpqKjk5ORiNRsLDwykoKHDD9/8M6ZnsQTENoyeRIaRKDDnpxudXbM6pU84gSHfKE8en0h43m67m6Y2DqwEnFN+RV8kgPYnik9WnUIDi5o5dQjsyI9C8S5B9vlRlypInKyM0HC1jDKKxKLmM+7ktlTEmaCdKXJ9+uqwteRnxeS9Ln8oWn6y+svSppPj0P7el7dNfbh7qucNTat12PU9KSuLKlSv4+vryww8/sGfPHpo3b86OHTsIDAxk7NixeHt7M27cOO68804NfU5KSnJaw1JUVMSJEyfIzc0lICCA9u3bc8cddwCwdOlSgoODSUxMpKCggOvXr2uPk3bs2EGtWrVo27YtMTExbN68mXfeeYezZ89y+vRpXn/9dcC+g/PRo0cJDQ0lJiaG//znPxw/fhywU1orVqwgKyuLM2fOMHz4cBRF4auvvqJmzZoEBQVRqVIlbQH04MGD2bBhA7GxsQQFBXH//feTnp5O/fr1OXz4MEuXLuXChQt89NFHXL16ldTUVBITE+nevTuTJk0iPj6ekydPYjAYWL16NQDz589n2rRpwnEOCAhg7969XL9+nYyMDNatW4ePjw/JyckAdO3alZo1a2rY/YIFC1i4cKH03ImwdI888sgjj/5kqfvwlOX4h+q2m/BA8f47K1eu1NJWrlxJnz59SEhIkKLpqubOncuePXvYv38/x48f58CBA7z//vtaviNSXqNGDWbOnAnYF/N26NCBQYMGcfnyZfbv30/t2vq76r788stcuXKFnTt38sknn7B+/Xppv5544gk+/PBDsrKy+Pnnn512bl61apWGgFutVm2zwmPHjmnlUlNTNb8tgNatW2t78ezevZsqVapor7/77jtatWoljQfg1VdfJSAggBo1ahAXF8e9995b4hiJ5MHSPfLII488ul11W054AAYMGKBNeAoKClizZg39+/cvEU1XtWTJEmbNmkVERAShoaGMHj2aL774QssXIeVfffUVtWrVYsiQIXh7exMZGam7h05pkHFVRqORdu3aERgYSLVq1bj77rsJDAxk3bp1QgR89erV9OzZkxYtWuDr68vs2bPZuXMnly9fpkWLFuzfv5+CggJ2797Niy++6DQBatWqla5RaWBgoIasjx8/nuzsbH744QcefvhhTKbip5wy7F5PHizdI4888ugWyYOll1q35RoegPvvv5/MzEx++OEHUlNTiYyMpEmTJiWi6WB/RHT69Gnat2+vPapSFIXYWDt98dVXXzmt/3FErnft2lXiDzuUDhlXtW7dOmbOnMl3331H06ZNefvtt6lVqxaDBw8WIuAqGq+uualQoQLh4eFcuHCBBg0aUL16dX7++We+//57Zs2axVtvvUVaWhq//PILTZs2vam+GAwGmjZtSqdOncjOzuaVV14BnLH0zz//XCO4RBJh6V4GEyYHXNMJPXdRSYaQMkTa1ZzTMU2IhMuQa0l8ZcG7RWVkKHuJ6L5ObLL6VOy5ON235HZkiLmfi4HpjddSJLwUeTdTRmg4WsYYROepLGX+fHxadn2VHp8u2xYGMoS7LPH9uUh4aeL7Y+PgMQ/9/6bbYsITHx/PtWvXuHjxIn43MM68vDxtB+P77ruP/v37Cw0/9Wit4OBgvv32W+rXr++W99BDDwmdvyMjI928uPRUFmS8adOmbNy4kYKCAqZOncozzzzDN9984/a+9evX8+uvvwJ2NF5dVwOQk5PD1atXiYmx47utWrXi3//+NwDh4eG0aNGCuXPnkpCQoLmm36z69OlDUVFRyW8spcqZIwjWwT5laLAIsZUh0iJzTlk5WX3S+AR4qwwjF+G3MpRdjkLrxyerz2yKL3U7MrzbWGdAqcuUJU9WRoSsy5BrWX2isZDVJzq3MnxahneL6pMh3KXBp1XJzntZ+lSW+GT1laVPsvpE/ZXVV5pzcSuxdMVgRCnD5KUsZf4uui0mPAAVKlRgw4YN9O7dG7CvH4mOjiY1NZWNGzcye/ZsqeGnq+666y4mTZrE4sWLKV++PMnJySQnJ+tuRuioZs2aUVhYyNKlSxk4cCDp6elcvHjR7bFWaZHxwsJCvvjiCx566CHtsZLjJoMi9ejRQ4u5oKCAV199lTZt2hAZaf/Cbt26tRM91rp1a0aOHMnQoUN167Nardpjqw8++ICePXsSHBzM7t27WbFihdNO0n+W8qyn8LYW34FTUegT6TnkWZ2xXD+TkZphYiz3TEYe+UXOZcxeRqqE+JGaU6D5dKlSjUoPXMwkx1I8mQvw9qJR+WC2nLxEep7zBDfMz5v7a0RxOa9Q1/gx0s/HrS21nQ1HUrma60zyhPv78HBCtNBw9Hx2vm7csYFmFOUouFFVfhgMdXh38zFS04vzosP8eKZTbX69kk2uy7j6m4zUjQgUxiBD+mVjJDIPlSHcKZl5FBQ599fXy0DlYD+mvbWb5PPFi93jYoOZMbK1FCMXxSAzHFUsB0DJcR5WQwAG70Yo6d+A9XpxuikUQ1g7bL9+DLmXnMv4R2GsOxAl/2dnQ1RDIAZzExTlV3AjB/0xGOpKz617uZsoI4rBelg/BlN90nIKsLhce95GAxUCfLHaTri05YfJWBPFdkS/PmMCSv5+fWNYc2NsyjG3+oyG2tJrz1L0GzjlmfH2qiYvYzulO0bexuo6sd+IW3Y9WA4BjnkBGLwb6G7/kGu5dVi6ohhRlDJMeMpQ5u+i22bC07dvX1asWKFNeFasWMGQIUOYPXs29erV47PPPuODDz4gPz+fO+64g3LlyjFjxgyNLOrXrx8//vgjubm5xMfH07p1a2w2G7Vr1yY7Oxs/Pz8KCwv5+uuvWb9+vfboxWq18vbbb3Pq1Clq1qzJ4MGDqVixIkuWLOGFF14gNDRUu2OiqkWLFjz66KO8++67+Pv7U1BQwNChQyksLNTsLSZMmMC1a9cYMWIE27ZtIyAggMDAQJ555hlsNhsVK1aksLCQoKAgDAYDnTt3BuyU2FdffYXNZiMwMJB77rmHBQsW0LdvX+rUqYOiKPj6+vLaa68xbtw4WrduTVZWFhcvXiQuLo6cnByysrJo3rw5ANOnT+fUqVPk5OSwbds2vvrqKxITEwHYtGkT48aNo7CwkMqVK2MymTSn9JycHDZt2kRwcDCNGzcu0ZcL7BMyx40ZVUpLIQ8F98ldntVGjsXmlg5iFDS/yOY2SVJVaFPcfkhV5ViKyCx0v3uVnmfhco4+amxVFLeJiPoIQtTW1dxCLmbpb04pwmVlcdu/uPU3q0xNzyP5co5beq7VRrZF/06dKAYZ0i8bo7Jg5AVFCnlFrufQPrDJ5zM5efpaqeoT5YlwdcD+46YIKELrdbBedU/PvQTZ5wT1ZYMto/i19puSi+j8yc6tuJykjDQG/R9ii02hwPUad2rL/fqS1Wc3hs3QzxPUJ7v2cMlTnz7Ly4jiBmHssuuBHN0yets/2Ch5Y1qP/jrdNhOe9u3bs2TJEq5du0ZhYSGnTp1iwoQJfPbZZ/z444+sWbOGffv2ERYWxsyZM9mwYQPDhw9n+PDhNG3alA4dOrBjxw42bdpEr169aNSoEZMmTaKoqIjXXnuNtWvX0q5dOwoLC2nYsCG1atUCYNGiRZw+fZoLFy5QVFREx44dMZvNuguQly1bBkB6ejrnz5/n8OHDDB06lG+++YaOHTvSvXt3mjRpwty5cwEYOHAgCQkJnD17ljNnznDvvfeyY8cOGjRowI4dO4iOjqZ69eps2bKFXr16kZaWRmJiIpMnTyYtLc1pb6C+ffvSpUsXFi9ezJkzZ2jSpAm9e/fWXOL/85//sH//fkwmE926dXN6vLZ27Vq+/PJL1q1bR2FhoVO6o+Lj47X/Jycn065dO95//30OHDhAx44d6devn/QcvvLKK8yYMePmTrhHHnnkkUdlloKX7h+SN1Pun6rb5t6WyWSia9eurF69ms8++4xevXo5bYInorOSk5M5cuSIthFh165dNXd1Vffeey/33XcfBoPBbVHt6tWrGTNmDOXLlycmJobnnnuuxFhbtWql0VDff/89o0ePZvfu3WRnZ3P06FGaNGlCWloau3fvZvbs2fj6+lKrVi369eunTTISExOpWbMmRqORTp06Ua9ePfbt2ydtd/z48QQEBJCQkEC9evU4cuQIUDKRJuu/noqKili3bh0vvfQSZrOZFi1a8PDDD5dYzkNpeeSRRx7dGqmPtMpy/FN129zhAftmfuPHjycvL49FixY57SosorNSU1OJiopyoq5c939xNBV1VWpqqtP7b2bvmFatWtG3b1/Onz+Pt7c3Xbp0oVu3buzdu5fIyEgiIiKw2Wzk5eVp62V8fX3x9vbW1tp89913jBs3jmPHjmGz2bTFyDKJSK6UlBQhkfbpp59y+vRpJ4oNcHq05arLly9js9m0OtRxSU9Pl8YnorQ88sgjjzz6c6VgQCnDPQvFFUv9B+m2mvA0b96c8+fP4+PjQ8OGDdmxYweAkM7q3bs3/fv359KlSxQWFmqTnrNnzzpt6udqyumo6OhopzsRN3NXIiwsjPj4eObPn0+rVq2oWLEi6enpbN68md69e/Paa69x/vx56tevL5zEDBw4kMmTJzNo0CC8vb1p3ry5tgBbFO/+/ft58MEH3dJjY2NZs2aNLpHWt29ft8djIl28eJHt27czduxYjEYj58+f1yaLO3bs4Nw5wfqFEmTADwN+Dq/tkyI/k/uHVU0ToaBmL/cyapqPjkeMmhbg7XwbV30d5ueOGqtpdqdr5zzV6dq1LfV1uL87yq6miRBbWdygZz5pT4sOc85TX/vrjKu/Nq4il3cx0i8bo7Jg5L5eBlwH1p5mX6TsKPV1WVB2mcM6Bh1CSk0zhTqnq6/9XRB8xzRDoHOXNEd4PVJSTROfW/dyN1GmDDF461x73sJrTxSbQ5oh0D1LS9OvT3btgdnl59l8E2XKMK6y6wHXvIAb7blv/2CkZML3z5JNMWIrw92aspT5u+gPTXji4+O5dOkSRqMRX19fOnTowMKFC29qgatIa9eudfNzktFZkZGR1KlTh9mzZzNp0iQ2b97MTz/9xEMPPXRT7fXs2ZO5c+fSoUMHioqKtB2OS1Lr1q1ZsGABixcvBuyTtQ8++IAVK1YA9klIkyZNmDp1KuPHj8fHx4fDhw9jNpupU6cOWVlZlCtXDpPJxJo1a9i/f79W9++//87mzZtvapICMGTIEF0irW3btjdVXlX58uW555578PLyomvXrkybNo13332XgwcPcujQIcLDxQirTH6m6viZ3K+JmmGlx3KrhIjdp6MDxHeXGpXXvybvr6HzI3ZDkX5irzZRWw8niDF3kSNzbKD7l7cqg6GOMO+ZTvo7gNeN0PnRKSEGGdIvGyMRqi1DuCsHi8/hjJGtddNlGLmoLZnDusFb7NhuCNOnLY11B4rLmJvopxvqistIzq2onLSMKAaT+x9CqipIPjMmY039+ozuG7EWx9BYmGc06F+vsmvP26ta6csYqwvzRLFLrwfvBrrpets/WL09djq3s/7wHZ5vv/2WZs2akZWVRa9evXj11VeZPXv2TZd33fNG7y5FQkICTz75JPXr1ycgIMDNOHTlypUMGjSIOXPm0L59e7p163bT7T/11FMcO3aMWrVqERkZyWOPPaYtTpZJnfC0bt1ae71ixQon7H3FihWMGjWKqlWrUlhYSEJCAm+99RYA//rXvxgxYgSPPfYYjzzyiNPk5K677mLDhg2EhYXRtm3bEi0rxowZg8VioUWLFly5coW4uDjGjRun+15HLF2md955h0GDBhEZGcldd91Fs2bNOHXqVInl9JRrOY3JEqS9Vp27ZRi5CDU+m5WvizRXCjK7IddQjF27OlOrrtQyx2pZWyJXb1mfRDGk52dhdYnbZPAizBwkxXzPZeW7ofEVg8zSPr235bgbyv70/bWkDuu/pefqbgVQLcxf6GYtc42XudC7bjugbjkgda4XnAsZaixH1g/ijiE31MGT1bwGQnxahtPLxjzXcsGpv0Z88PeOkZYR4dOudTnWJ8PS861JKA7UkbqdhKw+2XlyjV2Nu9B6Rhcx9zFVcctT011jc4xPVp94XGVxn3cr4+cdq3POwVIkou7+fHkWLZdef9q9LdX/6tixYwC89NJLxMXFERwcTPPmzTl8+LD2XpUsqlmzJnXq1CEpKYnk5GQSEhIICgqiXr16nDhxgsTERP7zn//w4IMPsnTpUmJiYvjwww8ZPnw4+fn5mM32v4yrV6/Ot99+y4ABA9izZw979+6lqKgIRVGYPn06FSpUYNCgQZoR5vHjx+nbty9gXyxts9kwm81cvHiRb7/9lv/85z/Svvbr14+cnBwUReHUqVMYDAbuvPNObDYbH3/8MU899RRgX2cTFBSE0WjE39+fBx98kMaNG2tjEBMTg81mY8uWLTz88MPaDtFjx44lOzsbi8XCmTNnAIiLi+PUqVPUrl2bsLAw6tevr+3srOLkXl5e+Pj40KhRI23SFx8fz++//86QIUMICQmRurbHx8eTlJQEQGBgIOHh4Xh5eZGRkUGzZs2oW1f81yqIzUNtFGAjXzvULz0Vx3Y81B9wFTVWD/VHo6BIIb/I5nSokxIVuXY81B9j1ZlaPdQJgWu6Y56sLVF8sj6JYyjSPYBizNfpyNbayi8qPkTtOLalouzqoU5+VMRW7zzlF9nItTof6qTEdczV8VZd450P643rwb0tm0NbedbiQ21HVkZ0LjTU2OmwTwhUZN3xKJ4AuZTTJhEqnux4qHl2TFo91B9C19gc45ONuY1CbEpB8XEjXVbGPb4c/boc6lOxdMdDnQApFNzYUkI9CkqsT3aeXGNXtPR8l3bytAmLe16+ILbi+GT1icZVen255anj7XzOi8/9rZFn0XLp9af1PCMjgw0bNmiEVJ06daQmn+vXr2f37t388ssvfP/994wYMYKFCxeSkZHB6tWrCQ4Oxmaz0blzZx544AEuXrzIhx9+yIABA3R3SZ45cyYnT57k2LFj7N69m+XLl2uPl0BuhNmqVSuOHTtGWloaFStWLJHUcjTt/O6774SmnWPGjCEjI4OTJ0/y008/8dFHH/Hll18C4O3tzcKFC7l+/Tpr1qxh8uTJ/Pe//6Vq1aosWLCA++67j+zsbCdriA0bNvDdd9/xyy+/8Nlnn2ltrl69mkWLFrFt2zbOnj2LxWJh6tSpWrnt27eTmJhIenp6ifYXqmbMmMHVq1dJSUlh5cqVfPzxxyWW8ZiHeuSRRx7dGikYy3z8U/WHe96+fXtCQ0MpV64cZ8+eZciQIYAYI1elbtBnNptZtmwZw4cPp2XLlhiNRmrVqkV0dDQ//fQTFouFZ555BpPJRPPmzUlMTGTz5s1ucaxatYrp06cTFhZGXFwco0ePdto1WGaE2a9fP0JCQjCbzYwbN47vvvuOvXv36ppudujQwQlLdzXtVCc8iqKwdOlS5syZQ2BgIDExMQwfPlzDxe+66y4aNWqE0Wjkrrvu4oEHHuD777+XjvULL7xAeHg4FStWJDExUevDkiVLmDRpEnFxcfj5+TFx4kQnLL1mzZoMHDgQo9FI06ZNpWaiqlavXs2UKVMIDg6mVq1aPProoyVeCx4s3SOPPPLo1siGsczHP1V/eA3P1q1badasGQUFBUybNo1OnTqxb9++Ek0+HVHxc+fO6Vo+pKSkcOrUKUJDQ7U0q9WqPRZylGqyqSouLo4LFy5or3fs2MHPP/9MkyZNePvtt0lJSQHsOxFv2rSJa9eucenSJQwGA5mZmTRv3lzXhR3s2HdGRgbJyckcPXqU9evX88orr3Dq1CmMRiNVqlTh0qVL5OXlUaNGDa2czWbT+vnrr7/ywgsvcPDgQQoLC8nPz9c2QxRJhqUPGTKEJ598Ust3XBvlONY3YyYK+rh+SfsEibB0I74YHagK1chSRieJyBsZ4VMao0bVpFFm4ChrSxSfrE/iGNzj1tIk1IuIFJP1SUR2yQxHZWRcWcwdZaasrm2pr8tiNCsjb6QEFwEuhrIiWscxTZ8mktFlsjE34uNidluyMayIJnKty7E+GaUlMpqV1Sc7T66xFxvaiokr17zidPfvGTVNbiKsP67S60tg0ut+zsGA/i7w/wt5rCVKrz8NS/f19WXgwIG89tpr7Nu3r0STT0f0ulKlStpaFUfFxsZSr149Dhw4UGL7MTExNG3alMzMTIxGI4qiEBISoq0jeeSRR2jSxJ1iSEpK4tixYxw4cIBq1apx8uTJEiceBoOBFi1a8O6771KvXj3MZjNVq1Zl8eLF2uOsiIgIzGYzycnJhISEuNUxYsQIEhMT2bBhA35+fvTt27dELF2k2NhYXn31VeHmgKWtD4px/bi4OODmcH2R/L2r4u/tTgfJqCoReVMpSEw0iQgkEBs1ygwcZW2JqCFZn0RthZmDdNNBTr1UFMQn69PT9+tf2zLD0WphYhNakVGjzERVZsoqovDKYjQrI2/kBFdDQbo+rQNimkhGl8nG3N87ptRlRPGJ6gI5pSUympXVJztPoth9TFWEZUR5othKqk88rrK49fP0zrm319+T0nrvvfd44403SE1NpW7dusybN08DdvS0c+dORo0axa+//kpMTAxjx45l2LBhTu9Zs2YNU6ZM4ffff+eOO+5g1qxZpQKOyqI/bcJjsVhYuXIlUVFR+Pr63rTJJ8DgwYPp2rUrHTt2pFmzZpoDedOmTbFYLCxatIjBgwcD8OOPPxIXF+d0NwegV69evP3222zYsIGaNWty3333YTabefXVV52ILlcVFhZqsebk5PDyyy/fVH9bt27NrFmzmDRpkvZ6/vz5zJo1CwCj0cijjz7KmDFjeOONNwgODubEiRNkZWVx9913k5WVpT1G2717Nxs3bqRmTTsGGhUVxdmzZykqKropg9EhQ4Ywa9YsEhISqFq1KqmpqRw6dIiOHTveVF9cZbFY6NmzJ7NmzeLzzz/nwoULfPTRR9SpI0ZiZbqWfwWrTzFRoRqBuhp6QrGpp4jWkRFIMuJEZPYpq09mgOlKcKn01tZTl7me70wnhZpNtK8e6WYSqhqEykxKZWTQN787txVqNtHujkipOaeIFJOZMZ4SmLxWl5i8yiitHEsqNpf9Sox4E+AdzZHLzsan/iYjCZGBUooms/CqWwzBPuHuJqCgGYG6k1ig0liuBJdGb2XvAZvLD5oxGENgCyz/mQ/p54vTw2Lx7vC89PqyHVgCOS7rEQMqYGw0hKNXncfcz2SkTniA1HDX9Ryq58+V5oNios/1/KnjF+Ib5kbnqWTeoctZup/bBpFBJAmuvfhgP6GB794L18ly8bkL8vGieUwoP6VmOPnCBXp7cXd0iPS74+Al/fgaRgVx+rr790rVUD8piSgah3xrihsplmf9+1Faq1at4oUXXuC9996jZcuWLFy4kE6dOnH06FG332GAM2fO8MADDzB06FA++eQTvv/+e55++mkiIyPp0aMHAHv37qV379689NJLdOvWjXXr1vHII4/w3XffuTkl/Jn6wxOee++9F6PRiJeXF3Xr1mX9+vXUq1dPipG7qkWLFsybN4/HH3+cc+fOUaVKFVavXk10dDRfffUVzz//PJMmTUJRFO666y7d/WmmTZvGe++9R+/evQkICGDo0KGUK1eOb775hgYNGrBixQoGDx5Ms2bNnMpVq1aNcuXKERUVhc1m0yYdYH8E1bNnT7777jusVivt2rVj4cKFlCtXTjPtXLJkCa+88gqVK1cmKytLu8MDMHfuXCZOnEi9evXIysqiQoUK5OTk0L9/f44fP87YsWOZNGkSHTt25OGHH2bGjBlERETwxhtvkJ2dTUREBIGBgZjNZs6ePcvMmTNZvXo1AQEBZGZmsmDBAmbPnq1t1PjAAw9w9uxZbDYbiqIQGBjIXXfdBdh9wD777DO+/vprwH5nq1atWuTn278gDQYD1apV49lnn2Xx4sX8+9//pm3btoSGhmIwGKhTpw5FRfqGlCVJZAQqMvQEsUmoSiA56cYdWpkRosigU1ZfSQaYzl+Q9kLX861cydUvI45BbFIqMi4sbst9ozOZOadbf2+0IzNjzLtBZulJdG5VSktPNiwUKS4mizduQuZabWTpGJ+qpIw4Bp22RCaggEZi6cQgNB21ZUKRYLfx9PMol4vvUqv3VGXXFzlpkKl/5zRPYAArM9wVnUOV5tOT6PxBMZ3nqhxLkdsERVVBkaLzuTVq5fQ+71mFRVwv0I8h21JEhk6e7LujpO8VvT6J0mV5yg361FGia/R/IUUxlPGRVunu+M+dO5chQ4bwxBNPADBv3jy2bNnC+++/zyuvvOL2/gULFlC5cmXmzZsHQO3atdm3bx9vvvmmNuGZN28e7du3Z8KECYB9/efOnTuZN2+e09rbP1t/6GFeUlISubm5ZGdnk5GRwZ49ezSX7jfffJOMjAwuXLigYeSqOWVSUpLbxKNfv34cO3aMrKwsDh8+rE084uLiWL9+PZcvX+bKlSt8/fXXWj07duzQqCN/f3/Cw8PZtGkTZ8+e5fnnn+err76iadOmTJ8+3WnTvAoVKjBq1Cj7ABiNpKamsmnTJnJzc2nevLl2UgC6d+/OmTNnOHPmDFlZWRrdVaNGDUJCQnjjjTe4fPkyAwcOpGbNmk77CPn7+zNv3jzOnj3L9evXWbBgAampqfj7+3Pt2jXee+89QkND+fTTTzVc/JtvvuHIkSOcP3+eRYsWUa5cObZt20Z2djahoaEafeXj48NTTz2lrSWaPXs2x48fp3PnzkydOpW8vDySk5OZOXOmNskpSQkJCZw+fZqNGzeyefNmrFYrp0+fJisri4SEBN09khwlwtI98sgjjzz6c/VHKS3X7+qCAnen98LCQvbv30+HDh2c0jt06MCePXt049q7d6/b+++//3727dunrS0VvUdU55+lv93qJRE1JlPbtm3p0KEDZrOZmTNn8u9//xur1YrRaGTAgAEEBAQQEhLCyJEjNRf1TZs20bhxY7p06YK3tzejR48mKyurxPVGZrNZ23n5iSeewM/Pj71792r5EydOJCgoCLPZLKWvvL29OXPmDGlpaQQEBHD33XdL029GN9u2SB4s3SOPPPLo1ki1lijLAfa1s47f13p3a65cuUJRURHlyzuvqSxfvrzu9jAAaWlpuu+3Wq1cuXJF+h5RnX+W/nYTnq1bt3L9+nVyc3Pp3LkznTp1KrGMI8UUGxuLzWbjyJEjBAYG4uPjg9FoxGAw0LFjR41ycqXCjEYjlSpVciLD9KRndJqamqobi0pfhYaGEhoaSqtWrbQL5vXXX8dqtdKwYUMaNGig7e8jSlfVuXNnAgMDqVu3LgUFBRqWXpq2RfJg6R555JFH/z909uxZp+9r9fGSnlzBF0VRpDCM3vtd00tb55+h28o89M+UIzWm7nx84MABp3U8BoOB0aNHO5linj9/HoPBQEJCAu+++y5vv/02X375JTExMWzZskWrKyYmhq1bt2rlFEXheAkUuAABAABJREFU7NmzxMSICQaAS5cuYbFY8Pa2o6lnz56lQoUKWr7jCXelrwYPHqwRZNHR0Xz44YcoisKGDRvo3bs3169fF6YHBASQm5vLrl27APjhhx9ITEzU0HaDwYDBYGD27NlcunRJl/xKSkrCbDZr6370xlwPS/cymDA5YMoqnuxq6OmYJsKTZci1DLEtC8JdGgNMFVcPNbt/pNQ0cQxik1IZCu3alvpahtOL0HgZylsWk1c5lu6tgzXbx9XV+FR9LcOGRTG4mYA6pbmi5zfScEfWtddGHQpQTQuLda4uzE72yK4vAirgphtprmOuvpadCxHCLdsqQXaeRJ9B2edWdu2JDHyDfNzrU9MCXcqor2UxlOV7Rbb1gqiMAV8d81D9tUj/G5Vt0TI3ygQHB5foexkREYGXl5fbnZdLly653aFRVaFCBd33m0wmbWmJ6D2iOv80KbeZdu7cqTRt2lQJDg5WypUrpyQmJiqnT5++qbJxcXHK3r17FUVRlMLCQmXixIlKVFSUYrPZlLi4OOXdd99VatasqTz66KPKK6+8ogDK6NGjFV9fX2Xr1q1Kfn6+MmTIEKV79+6KoijKv/71L6V58+ZKTk6OcvnyZeW+++5T4uLiFEVRlEuXLinBwcHKhg0bFIvForz55ptKjRo1FIvFIoxv+/btipeXl/LSSy8phYWFyocffqhER0cr+fn5iqIoCqCkpqYqiqIoZ86cUUwmk3L33Xcrv//+u6IoitKrVy9l8ODBiqIoyurVq5Xz588riqIoO3bsUPz9/ZXCwkJh+okTJxR/f3/l+PHjSmZmptK1a1fF19dXi82xbUVRlE8//dSp7QsXLijLli1zKlOSMjIyFEDJyMi46TIeeeSRR/9fdSu+89Q2Tl88plzOO1fq4/TFY6WK8e6771aGDx/ulFa7dm1l/Pjxuu8fO3asUrt2bae0YcOGKc2aNdNeP/LII0qnTp2c3tOxY0elT58+NxVTWXVb3eHJyMiga9euLF26lM6dO5Obm8vWrVtvCs1WpUeNlXSbrEePHsybN49u3bpx9913awuIBw0axMaNG4mKiqJSpUo88cQTmoFmZGQk69atY+TIkQwYMIAGDRqwbt26Eo05q1WrRnZ2NpGRkcTExLB69WrduyIAXl5eDB48mAceeIDz589jNBo1Cuynn37i2WefJSsri8qVK7Ny5Uq8vb2F6TVq1GD8+PG0aNGCkJAQxo4dq7tjtao+ffqQnp6utR0dHc0jjzwi7ZtIFtsRLDbHDfT88DZWl5pzilBjGXp+JS9PF++O8PNzw8VVVHxXyjUyXSiQYF8TbSqXczPGtMdhN8e8mFvoFIe30UB5fx/e3XSMCw7mnAAxYX4880BtN1RbxbRd63KsT8+gUDWmXH/4AlcdiLBwfx+61o9xQ/qhGOsXxSDD0me8u4eUVGdSrHJ0ENOeaeGGmKt4uev5U9sK9gmXYulfHU3jmgN5Vs7fm4fqVJDWJzKatf36MeRech46/yiMdQdKcX83/PwGei4zHLUpxwDH8+6H0VAbxXoY3Mgpfwym+tJzq+T9CDaHMTcGYfBr6p7ukGexnXKLwdtYHSXvJ30DWr+7pVsYuJW7UUbJ3asfg39zKbovrE+yRYCbAewN81eZqa60PtfY1bhz9uj3KaCF8FzofWYKb6l5aNlsIkpbZtSoUQwcOJC77rqL5s2bs2jRIlJSUrR9dSZMmMD58+f56KOPABg2bBjvvPMOo0aNYujQoezdu5clS5Y40VfPP/88bdq04bXXXqNLly78+9//Ztu2bdoa2f+VbqsJz8mTJ/H396dLly6A3cBS3YioqKiImTNnsmzZMgoKCujfvz+vvfYaFouF8uXL88svv2jGl9u2beOFF15gz549TJ8+neXLl5OUlMSOHTsANDf0CRMmMGbMGCpUqMC1a9cYMWIE27Zto2XLlkybNo1HH33UbVIwevRoABYtWsTOnTs5dOgQhYWFhISEsHHjRurUqcOhQ4d45JFHOHHiBADvvvsu8+bN49Il+5fvlClTePXVV7l69Sr9+/dn3759GAwGhg4dSlhYGGBfBV9QUMCLL76ojc3EiRMpV64c7dq146effqJFixZ89tlnWpmdO3fyzTffkJeXx1133cWSJUu44447NAT9zTffxNfXl7Zt2zJs2DCnjaCUGxOF6dOnk5aWxoIFCxg+fDjXrl1j/vz5FBYWEhkp3kQN7JSW40r/YkorF53nBzpoN6i3w0WosQw9tyoKFptLfUY5Lp5ZYOVanj4+rRpj6sli00HJgQvpeSRd0v/SE6HaorrsckeN1ZG8mlvIxSx3skKE9MtikGHpKalZnEzSx7HdEHNDcTu6qLheGYdy13ItXMp275O0PtH2AbmXIPucezogw/1F+LkQVwfsEw3XH1mwX/uCdiTnFlsW2K7rxCZIl8WgZLuXufGbJ9vCwK2c+jspi0GG7ovqk2wRoBnA6tWlZOi3I6tPNq6iuAVl9D4zf4V5aFnKlUa9e/fm6tWrzJw5k9TUVBISEti0aZO2KW1qaqrmXABQpUoVNm3axMiRI3n33XeJiYnh7bffdqKf1d+uyZMnM2XKFO644w5WrVr1P92DB26zRcs1atQgNzeXJ598kq+//toJa547dy579uxh//79HD9+nAMHDvD+++/j5+fHQw89xOrVq7X3fv755/Tu3btUbQ8cOJBKlSpx9uxZNm3axIQJE6Q2DI4Goj///DPR0dG6BqKOxp6ff/45iqJoaLnNZmPEiBGcP3+ew4cPs2/fPt5//30A/vOf/+Dr60t2djbZ2dna2qBVq1Yxf/58Ll++jNVq5Z133gHsi4x79erF/PnzuXr1Kj169KB3797aRKawsJCjR49y+vRprY2StGnTJhYsWMCePXs4ePCg2wJoV3koLY888sijv5+efvppkpKSKCgoYP/+/bRp00bLW7ZsmXYzQVXbtm05cOAABQUFnDlzxm2XZYCePXty/PhxCgsLOXbsGN27d/9fd+P2mvCEhISwa9cu8vLyGDx4MJGRkQwYMEDb4G/WrFlEREQQGhrK6NGjNUy6d+/efP7554Dda2vdunWlmvCkpaWxe/duZs+eja+vL7Vq1aJfv36sXbtWWKZ27draXje7d+/m6aef5uDBg5w/f54XXniBFStWEBgYSN++fTlx4gQdOnTA19eX8PBwLe7IyEgeeughfH19iY6O5qmnnirxll7v3r1JSEjAbDbTo0cPbVK2cuVKevbsSatWrfDy8uLZZ58lOTlZu+ulKAozZszAbDZjNostExy1evVqnnrqKapVq0ZoaCjjx4+Xvt9DaXnkkUce3RrZ8Crz8U/VbTXhAfvmdx9//DFpaWns2bOHPXv2MGvWLFJSUrQ9dkJDQ+nfvz+XL18GoGPHjpw8eZKkpCQaNWpEQECAk2lnSUpJSSEnJ4fw8HCt/oULF3Lx4kW39w4bNoy5c+cC0LJlS3bv3s3u3bu59957qV69Ounp6dojtuzsbGrUqIG3tzcXL16ka9eupKena3h3VlYWgwYNomLFigQHBzNq1CiuXhXtDGuXzEB06dKlWvyhoaHk5ORomLyPj0+Jj6RcpWcgKpOvr6+28v9mCACPPPLII4/KJnWn5dIf/1v0+3bWbbWGx1Ht27fn/vvvp3v37hw5coTY2FjWrFnDsmXLuHr1KsuXL9fe6+vrS5cuXVi9ejWXL18mMTGxVG3FxsYSGhpa4mQDcLK1aNWqFbt27eLIkSM0aNCA1q1b89FHH2GxWKhevbpWt8jYc+7cuVy7do2DBw8SERHBwoULtYVdZTEQHT58uDYZc1RSUtIfMhBVVdY7NqZLyZjyHAwoTWEQWR8UxX446sbrnMIQN9+pMF9Iz7e4bfPubzJSKciMr9GKyeC+yBigzR3hbouMAWpGBOh6EwHYlCBsLvHZbiwGiDJfcPMtgio80qG6ro8PQFZhmJv/Vqgv+HopeBldF1ur/3N3ZFaduBtXDXfzJgIoKlKwuixELTLYX3sZTRgc+mS8gSBbbaHYcDYJNeKDjxfMnniP7qJqAGtRqNPCbsXgBd529Nrg8pek1w0c2wsTBoPzmBtvfBW1qRHhNkYAZmMhiouXlgH7+xQlAEUpXviv3KjLUK+N7sJWAKsxCnCdkJvxBqw/nNDxxerI/ftn47woGMBudrq3/wod/61GkFMARS5lvHwgBK5MW0ZhsrNpsk9cFaJffhN8owDHhf72c6P4xwLl3GIwAKbs61DksK7Fy2Lvonc4uG07YEfwywfk6S4GB38sPlXcrnEfgIBYIMylvhvXjl807uNqbyvfu6aTH5oRH/yAHKrpLmIPBKymCoCj+bIf3sBV7saKy2cGAxEAih8ortYS9vOU71vb6Toy3IihKCAecEWi/TABBb41nDyzDPhiBkxGdwTf23jr7iHcqkXLfyfdVhOe48ePs3nzZnr37s2AAQN49dVXsdls9O/fn1atWjFx4kT27dunLUJOTk6mbdu2gP1Rz6RJk7hy5YqbbUVJio2NpUmTJkydOlXbBfnw4cOYzWapYWbr1q2ZOXMmLVu2xMvLi9atW9OtWzfat2+vvUdm7JmVlYWfnx8hISEkJyfz3nvvaQuQIyIisFgspKamEh0dXWIf+vXrR6tWrejRowfNmzcnJyeHLVu20LNnz1KNhSqr1UrPnj0ZPnw4ffv2JSIigtdff71MdRkq9MKgc7dH5sItcgKvHyl2Fpe5pZf31/dyqx4mdhaP9BP7v4kcmRtI4hO5r0f6iR8xily4ARpG6beVEBmomw5i926ZA7Zo7EA85jK3dFlb8cEit3Tx3cUQX9cfX7sM5ibCMrJx9e7wvG660VBbWEbkvm4IaSssE/3ym8I8g0nfxkUWgyG4jX66xOU92CdcmCe6xg2GuuIYJG2JXMcDvcV7r3gbq+umR/jpXycABp9Gkhj0ryOTsaZuOoDZ5G6QCfrnwmi4dXY6t2rR8t9Jt9WEJygoiD179vD666+TmZlJXl4egwYNYvz48RiNRk6cOMGVK1d4+OGHURQFLy8vGjZsyMKFC2nfvj0DBw7Ez89P27yoqKiI7du3c+DAAdavX++00Gr69OkADB06lB07dlCjRg1+/fVXqlatSmFhoebXdfr0aYKDg5kzZw69evXSNv8bP348QUFB5OTksH37dmJiYujXrx95eXlOBqKueLfRaKR+/fq89NJLHD58GF9fX8LCwqhVqxZVqlRh586dDBkyhC+++IJOnTqRkJBAVlYWQUFBFBYWOjmg79q1i507dxIYGEj58uV58cUXGT16NIcPH6aw0P5XTFxcnOYAn5iYyLBhwzT/MUcia9myZaxYsYIrV67w66+/0qxZMx5++GFCQ0OpXr06RqNRK1daKWmrUXKc7/AYIjtKHYpdHZ5Vd+fDl7N07/DUjwwiPT9TFyMPMwcLMXKZE7jMxbzQesb9r19TFamTtMhh/XJevqAdsxRddnWFVh2hXR3H1TFKiAwky3LZDeEO8o4k13JB143c3ztGis27jrk63jK3dFlbrm7bqtN2nuWszh0eH/y8Kwkd25X8nwXochPpuIqcz93Rc1Dxc6HDesZO57suAF4hGELakjp5jPAOjzvObkfZZTEombtc7vCEYAhuI0XwZbi/6BpXlF/RRe0NdaVtuTreq273rtsKQPHWAiLUXrYFhVJ4QP+8+zRyu47Ua8hqO4HeuJqMNd1c0Q34YjZV1j0XNtd2PbqtdFtNeGJjY51oqz59+lCpUiXNisHLy4sRI0bQunVr2rRpQ1hYGDNnzmTQoEEcPHiQq1evOj3Omjt3Lj4+Ppw5cwaTyUS3bt145plntPyAgADGjh3LunXrePzxx/H29iYtLY2MjAyqV6/OK6+8wqBBg7h+/brueh5vb2+2b99OixYtOHPmDO3atWP16tV07drV6X3Dhw9n+PDhgH235C+//JKtW7dSo0YNevToQb169XjzzTdZtmwZX331FYmJiSxevJjCwkJ69OhBQkICM2fO5MyZM9x7770cOnSIatWq8cUXX3D48GGqV69OcnIyNpuNoUOHEh0dzaFDh5zS8/PzS3zUt337dpYuXUr//v21tjt16sTPP/+stf3jjz8KywuxdMtVsLjjsjKHYpHDc67VJnRqLgtGLnMCl7mY25FU1y/Ikp2k9RzW7Ti9yC1djC6LXKFFjuMgRrhtFGIToOIybF405nK3dHFb7m7b9oFQdNzS1SESOn4r2WBzmWzcxLiKnM/F6LkEWS/KEDq2FyafoeDEMd08Mc4ujsHe1jWdDDGCL8P9Rde4PTbRD7u4LZHjvXBbAUDUX9kWFHZkXf9Oi+t1VHyvQzyurq7o8jK3Dksv6wJkz6Ll21QDBgxg5cqVgP3HdM2aNfTv358ePXoQGRmJyWRi4sSJHD58WFu86ygZ2QX2vW5at26NyWSiT58+GvH01VdfUatWLYYMGYK3tzeRkZEkJCS41V+9enXatGmDyWSievXq9O/f/6Y2TurRoweNGjUiMDCQKVOmsGbNGi2vZs2aDBw4EKPRyPXr16X0mMFg4JdffqGgoIC4uDiqVKkiTS9JpWlbTx4s3SOPPPLo1qhsC5bL9hjs76Lb6g6Pq+6//34yMzP54YcfSE1NJTIykiZNmrB48WLmzZvHuXPnMBgMKIrC1atXNRNMVSrZpS7Yzc/PJyDAvmYjKSmJb7/9Vnvvgw8+yB133AHAuXPnqFrV7p/ToEEDfv/9d+19BQUFGI1GHnnkEXx9fRkxYgR79+4lLy+PwsLCm3rs42jSWZJ5qEqPqSoqKqJ///4EBATw6aef8uabb/LYY4/Rvn173n77bWJiYoTpql5//XVmzpxJYWEhiqLwySefYLVab7ptkSZMmMCoUaO015mZmZ5Jj0ceeeTR/0CeRcul12094dm7dy9Go5G2bduiKAqxsbHs3r2bUaNGsXPnTu68807y8/MJDAzUNthzlEp21a+vvwBQpEqVKrFp0yYAt80H1TU8VatW5bHHHiMyMpKTJ09Sv3592rRpoxuHqxzNSksyD5XRYw888AAPPPAA2dnZDBs2jClTprBkyRJhumogOnbsWMaOHattBqWu4fnss89uum09icxD8Q4HbxdKC7lhn8ho09Vc0jFNJbIcpaa5Gouqr2VmjDJTT5FRY2mMFYsNPWXmoWJKS2TGKBsjV0NU9bURHx1DT/ujZJkpq+uYq6/l5qHitkRjZMDH7WvaUJJ5qCHQ/R62Qf2jSDyuIiNQlfRxlj1NaDjqFeJaQEvziXO/81qc5rqgX30tjsGtLe212IBWdp5E17h7bI5p4rZcDWDV1zKTXvf+2l/bPzPOJ1f7zBh0Fu3fSHO9jgxaTOJxdTUJNeDrlO+skr///yzZFMWNIr3Zcv9U3bYTHtVXa9y4ccyZM4fs7GzGjBlDfn4+BoOB8PBwLBYL06ZNE04yhgwZwqRJk1i8eDHly5cnOTnZiewS6cEHH+SFF15g6dKlDBw4kPT0dC5evOj2WCsrK4tKlSoRGBhIYWEhW7ZsoVOnTiX2be3atTz99NNUq1aNWbNmOW257SgZPRYeHs7PP/9Mu3bt8PX1xd/f/oVz8eJF3XSAhg0bsnr1avr378+xY8dYs2ZNmdqWkWt68lBadnkorZLb8lBaN8p5KC3AQ2l59Ofqtp3wqL5a48aNY9GiRVSpUkVbcPzEE09Qs2ZNrFYr/v7+GI1GrFYreXl5fPfdd9qP+JgxYzh+/DiVK1fGbDbj5+dH3bp1nR5l6amoqIhGjRrx5JNPMmTIEMqVK8fChQvdJjxTp05lwIAB+Pr6YrVa8fLyYsWKFXTq1InevXvzxRdfMG3aNFJTU2nVqhUffPABAG3atKF58+YoikJRURG//fYbQ4YMYcOGDXzzzTfUrl2bL774grp16/LKK69w1113MW/ePLKzs/Hx8WH27Nn07duX1157jX79+uHl5UWLFi1YsmQJNpuNGTNm0LlzZ/z8/CgqKiI8PJwdO3YQGRnJt99+i5+fH40bN6ZPnz5YLBZeeukl5s2bR0ZGBs2bN2fhwoXUr1+ft99+mwYNGvDuu++iKArVqlXj5MmT7N27l9q1xV+8rsqz/o63tfhHWKUcXCkQe56dBHE1wFTNL2WUliutA8XEzlvrj3D+avGCwthwf0Z2TWDuul+c0tW8Ud3qkZpT4LZY18doIDrAV4dUsVMqx67pU1+1ywW40VgqiSUzQpSRYkevOrflZzJSJzwARTmKHnFiMNTRoZPsZJLM0FNm2Ho+252miw00k56fhdWFmDMZvAgzB0kJGxFNJyvjavKqGrzKaCJXWg2KibVr+TlYleJxNRmMlDMHSI1A3WisGySWzHBUubwZrC7+TaYwDJGduPTSeCwpxQunvStXIWrKq1x5bRLWc0nORSrGEzFuljCGX58eTe5vzjH4V6tK3ffmSKnCzHemU3Qhubi6mDiCR0zn2hv6MZR7cZZb3I6xi+rLXfIytospTmWM5SvjP2QyGW9PcysT8twMCr54A+WKs0+aIaIivj1fJP3NybrxhY152W381LGTjWv2wpnYUovjM0ZXJvCpqSi2I7heD4rt1lFaNsV+lKXcP1W37YTH0Vfr3XffpUWLFlpedHQ0rVu35tNPP9Xoq82bN/Pss8/yyCOPaKSQyWTCx8eHKVOmMGXKFA3DBvujqR9++MGpTXXB8cCBA2nQoAH//ve/NTqpWjX7X4Sq8ShA/fr1OXz4MADx8fF89tln2h5AP/30E6NGjWLTpk3UrFmTSZMmMXz4cIKCgrQ9dubOncvTTz/NyJEjeeCBB3j22Wf5/PPPmTBhApMnT2bdunWEhYWhKAp9+/Zl/vz57Nixg169ejFw4EDNu8tVq1evpmrVqjz77LO8/PLLzJ8/nwEDBtC7d2+ysrJYtGgRS5Ys4V//+hcAa9as4fjx427UW40aNVixYgXjxo3jv//9L507d2bixInCyY6I0rKRj83hUlNvD4spELEBppzSEtA6wPmruZy56E6PnL+ay+k0faqk0Ka4OUk7RIIeqZJntbn9gKhyo7G0gRAbIcpIsTyrjWzdtvJ0Y7PLmU7SPBUlhp4yw1bRGFmVIrcJT3GemLAREWGyMmI6T0wTycggq2LDYnOIXXueITECFdBYUsNRazoUXtbNsqScofDUcfci55Kw/O6eLosh97fTZP+iH4OMKiy6kIw16aQghhOliltWn+1iCrazp0pVRrlyDiX1d50SN+I7rR+faPxk42pLTaEoxT0G/etBQND9D6SU8ZHWzSy7+Lvqtl299P/JV0tPH374ISNGjCAhIQFvb2+mTp3Khg0bsN340g4NDeXZZ5/FZDLRvXt3rl69ysiRI7XX6kQK7BfotGnTMJvNdOzYkaZNm2prjERSFIVJkybh7e1Njx49OH/+vPZoqkePHvz6669aLDLqrXv37jRp0oSmTZuSl5enucXryUNpeeSRRx7dGql3eMpy/FN120544I/7an3zzTdUrFjxf+arJdLrr7/OBx98wLhx4zAYDBgMBoKC7Ost8vLsdzQiIiK0Bcp+fn6Eh4djvPEXq5+fHzk5xX8pGI1Gp92WXckuPam+Vmp9gOal5efnh8Vi0TYnXLx4MXXr1iUkJIQKFSpo1JuqIUOGcPToUUaMGIGXl3gPB495qEceeeTRrZG6aLksxz9Vt+0jLVc1btzYzVdLj75y9NU6fvx4qe7uALzxxhv4+vpy/fp13fxhw4ZRo0YNJ/wa7HTVgQMHGDx4MMePH+fUqVPUq1eP5557zq2OHTt2sGvXrpuOyWazkZqaqqHlZ8+eLXHh9c0qKSlJSr0VFBTw/PPP8+ijjzJ16lS6du3qhv+rElJaHnnkkUceefQX67ad8Dj6asXExHDy5Em+/PJLzVdLpa+aNm3K1atXWbt2LR06dACgc+fOPPLIIxgMBk6d0n82LFJAQAAVK1YU0kmO5qGOioqK0tYHATz++OMMGjSIxMRE6tevz7Vr19i9ezddunQp9VgYDAZtYfGuXbv44YcftA0Z/6iys7Ol1NvUqVO54447WLZsGQMGDGDs2LG89957pWrDiBmjA+KqYp2u2Ktjmiuyrr6WY+lixDY23JkIU1+7pjumuaLxzmn62HBpMPebwWhlyLprW8WvJeiyG45tH28j3jqouB0NlmHpou0DTDpbBKhpMqRYtH2ArIwIjZfh0zIU2mQwupwn9YUExxYg4a64ulOaSYcuu5HmXdmZkFJfmyrGuxdR0wQx+Fdzj0FNk22j4BUT51zdjdeyGFzjdkwT1Wcs705BqWmiMoaIim5l1DRZfK55onTHNGO0c3zFr/Wuh1vnRO7B0ssg5TbVuXPnlJ49eyoVKlRQ/P39lUqVKikjR45UCgoKFIvFosycOVOpUqWKYjAYFB8fH+WZZ57Ryi5evFgxGo2K2Wx2qnPatGnKU089pSiKomzfvl2pWbOmlgcoqampyqOPPqpMnjxZGTRokFK+fHklLCxMad26tbJv3z7FYrEI412zZo0SERGhGI1GZdWqVVpa/fr1laCgICUuLk558cUXddveu3evEhcXp73+73//q5QvX14pLCxUzpw5o/j6+irz589XIiIilLi4OGXt2rXSsVPLqEpNTVUcT3V6eroCKHl5eYqiKMro0aOV4OBgJTo6WnnvvfcUX19f5eTJk8revXuVyMhIJTU1VVEURbl69aoSHR2tbNu2Tdq+qoyMDAVQMjIybur9HnnkkUf/n3UrvvPUNr4/c0E5dCW71Mf3Zy78Y7+Xb9s7PK6+Wq5Syav4+HgeffRR/vvf/2p5q1atYsqUKdpGei+99BIffPAB6enp1K1bl8OHD5OYmMjx48f5/fffGThwIIGBgTz99NOYTCYCAgJYvnw506dP59SpU+Tk5NC2bVu++uorli1bppmHWq1WRo0axYoVK4iIiGDUqFEsX76cRx55BLAv+O3evbtT3KpJZ9OmTQkKCqJ27dp88sknJCUlkZSURK1atXjzzTcxGo08+eSTTJ48GavVypw5c/Dy8qJHjx507twZgB9++IHhw4fz22+/ab5go0aNIi0tjdq1axMUFKSlK4riZBaqKAo7duxg2LBhHD9+nBEjRlCrVi2KioooV64cs2fP5oMPPmD48OE0bdqUgoIC+vfvT0pKCiZT6S4b28H3sAU63M3xi8RYu7+bUSQUm0W6otAqBr0z6SoZBc5EToivibbx4VIzUlfEXMXLXQ091RgqBZml8YlMDV0NPaHY1NPVqFQ1KZUZOMoQcxGWLovbtS21HVkMMiRcZPYpMxyVmYe6Yvgqgu9q4AjF2xsIMXLJ2MnMSG0HlkBO8d1aAipgbDREajjqagSqmYBK0HMpsl4W89Cr/wHrdYd2QjGEd5BueyA7F5ai027mod5eVXWufXsM3sbq0jF33fpA3fZAtiWCe332uqTmobl7weZCTxmDMPg3FxqByrbIcB0jdXz0+qrcQvNQzx2e0uu2nfCURu3bt2fJkiVcu3aNwsJCTp06xYQJE7QJT506ddi3b58bdg3Qr18/OnTowI4dO9i0aRO9evWiUaPijavWrl3Ll19+ybp16ygsLHTC0hctWsSuXbs4evQoRUVFTk7mMm3fvp3FixezePFiZs2aRf/+/fn5558BKCws5OjRo5w+bf8inDFjBoqisH//fg3Bf//993n22Wd54YUXePHFF+nXrx/p6ekkJSUBCNNLkmvbc+fOZc+ePbpt60loHpp7AQzua3vcjSJBfZYgQqEzCqxcy9M3OyzJjFQPn3Y39CyOQRafyGxQZOgJYqNSmYGjDDEXYemyuEVtyWKQIeEis0+Z4ajMPNQNw9fMWguE5qFijFw8djIzUnLSIFNvwb3YcFRoBCpBz6XIelnMQ63XwXLFPV2y7YHsXCg6/S0xBsmYu219YBCkO+SJ6pOah9qywHZdNwaREahsiwy3MZLGduuwdM8+PKXXbU1p3axMJhNdu3Zl9erVfPbZZ/Tq1UsjnkCMXScnJ3PkyBGmTJmCj48PXbt2pWnTpk5133vvvdx3330YDAbuvvtuVqxYwbRp0wgMDOTZZ5/l+PHj5OTkEBMTo7tAWU9VqlThsccew8fHh4kTJ3L06FGSk+2baymKwowZMzCbzZjNZj7//HNMJpMugr9v3z4GDx5MYGAglSpVonXr1gQGBmIymThx4gTXrl0jLCyMO++886bicm27JPNVV3mwdI888sijWyMPpVV6/S0mPAD9+/dn5cqVrFy50s3gUoRdp6amEhUVhY9P8db5rj/Sjoaahw4don///syYMYPs7GyqV6/Oli1bNKPRm/2Bd3yfr68vUVFRGmbu4+Oj4eMAqampmM1mXQT/119/pWvXrvj4+FC/fn22bt1KdnY2S5Ys4dixY1SrVo0WLVqwd+/em4rLtW0Z/q8nD5bukUceeeTR7ar/F4+0EhMTGTZsmNSJvHnz5pw/fx4fHx8aNmzIjh07ADl2HR0dzaVLlxg6dCi1a9dm1KhRnD17lgYNiv1gHM08XRUdHe30o36zP/CO5qGFhYVcunRJMxB1bU+G4NesWZPPP/8cq9XKggULGDBgAL///rswXTUPVeVIlZW2bT0JsXT/GAhwXsMD7kaRxWliWifE1/2SVdPKYkYqi0GWJzI1lFEvIqpKRpfJiCtRfbK4RUabshhkhJTI7FNGdsnMQ0Ukm6uBo5pmf4+IqpIZQorNSAmo4JyhvRYbjroagWqvJSSWlOAqi3moKdSlnRuvJRSg7FyIzUNlFKA4z5UEVClAGSFYJvNQo47H3I00kRGojBh1HSOj1HD01snzSKv0uqUTnvbt23P//fczZswYp/RRo0Zx9epVli9f/ofqX7t2rdOjLJBj13FxcdSpU4fY2FieffZZNmzYwE8//cRDDz10U+317NmTuXPncujQIdLS0vjll19uqtzp06dZvnw5/fr145VXXqFWrVrEx8frrrWRGaCuWLGCjh07Eh4eTlBQkLYpoCi9YcOGzJs3j7S0NIxGI2+//bY0zrKar7rK2PBpjDrmoSKjSIAKAfr7+bSNF5sdysxIowX1iQw9QR6fyNRQZOgJYqNSmYGjwSA2aq0Trl+fLG5RW7IYZEaNorZkhqMy81CRYavIwBGgnFl/HGRjJzMjNTYaopsuMxwVGYEaIsVmwiLDUSijeWh4B/10c2NhGdm58PZyn5CB+NoH+ZgHeEeXKl1Wn9Q81L+5ME90HYmMUkE8RnqxGW6heajisZYotW7phGfAgAHMmzfPacJjs9lYtWoVS5cu/cP1692JSEhI4Mknn6R+/foEBARo63VUrVy5kkGDBjFnzhzat29Pt27dbrq9p556imPHjvHOO+/g6+vL+PHjnRY1i3TPPfewfft2jYxasWKF8L1jxozBYrHQokULrly5QlxcHOPGjQNg06ZNPP/88xQUFFCjRg1tDEXp9913Hw8//DC1atUiNjaWxx9/nMWLF5ep7dLIphzEpjj+lXmDKrEcxH2RXwAG74ZCWkdKTkkompc//ImzF4sXGFYqH8jkx+9m+tvfkXLB+Uuqckww059rRbbloq7BZKB3eSE94kpOQTE9JTLuVCwHQHEZB0MABu9GnEjXr69mWABHLmc7LYL2NxlJiAyUmmaKYpCRN+ey8nVNVCsGmYU0nauhJxSbesoIG9F5v5qf60Ri2fOMhJv93UxjVcNY2TjI6CShKWvej/r0j19TIVUlM9OUmZG6ElwqvbWnvz7Z1WKFmOw6+sxo8lzMQ/2qVaXOu3NYc+g8V3KcxyEiwIceDWI5MGQ02SeLywXWqEqjJXM4PGw0uadczEirV6X+AnnekWHOJqb+1aqSsGAOyWNGU3DGuYxvlarEvTmH06NGk3+6OM9ctSpV587hzJjRFJx2KVO1KlXenEPKWP36Kr8+hxPPjSbv9+I8vzuqUvNt99gc4/t9pHsMd7w1B6XwgBv9phTcykXLHkqrtLqlE57u3bszfPhwjh07phlQ7tixg6KiIvbu3cvQoUM1dFx17HZVUVERM2fOZNmyZRoqfddddwEwffp0Tp8+TV5eHl9//TV169YlOTmZN998kzfffJODBw/y/PPPYzabadOmDXPmzKFXr17UrFmTLl26MH78eE6dOsWQIUN49dVX8ff3Z/DgwU7tO05oTCYTPXv2ZNGiReTk5PDyyy9zzz33APb1L8OHD+eHH34gKiqKt956S6O4vvvuO15++WX27NnDiRMn+Prrr8nMzGTw4MH4+/vz1ltvMXLkSMA+SVEXI1+/fp3WrVtrj/ZEE6Xz58/z7LPPsn79ek6cOMH69espX748ffv25dSpUzzxxBO8+ab9L9IWLVrQpEkTTpw4Qfny5fnXv/6lUVhPPvkk3t7eGrX14IMPlnojR7ty0d+QKwcUl7+ISqB15OSUmKI5ezGbU2fdSZWUC5mcPJPulg5yg0kRPSI29HSPTxsRRWccHOrLseiTZ7lWG1m6bYlNM4UxSMibQptCvsBEVUTTiQ095YSN6LzbSSzXMmpbItNYiXmohE4SnkMJ/SOiqmRmmjIzUhHBVRayK++302Qf0S9zJaeQtEzXPxLsyj55moxD7uVyT50m67B+fdK8306TpWNiWnDmNHnH9Mvknz5N3lGdMoJ0tb58QX15v58mR2csRLGpMeT+qpOnZLt/bhU9qu1/I88jrdLrli5aDgoK4uGHH3baJXjlypX06dOHhIQE9u3bx7Vr12jfvj2DBg3SrcMRlT5+/DgHDhzg/fff1/LXrl3Lc889R3p6OjVq1GDmzJkAZGRk0KFDBwYNGsTly5fZv3+/0PX75Zdf5sqVK+zcuZNPPvmE9evXC/uUmJjIxIkTGTJkCNnZ2Xz55ZfYbDY6d+7MAw88wMWLF/nwww8ZMGCA05qZTZs28fPPP7Nt2zbGjRvHG2+8wffff8/27duZOHGi0+LglStXapOXPXv2CHd7dtSaNWvYuHEjR44c4f3332f48OGsW7eOI0eO8MEHH3Do0CEAvL29WbhwIdevX2fNmjVMnjxZ29PorbfeYvPmzWzZsoWlS5dy7tw5Jk+eLGyzoKCAzMxMp8MjjzzyyCOPbgfdckprwIAB2oSnoKCANWvW0L9/f6ljt6NKQqU7dOhA69atMZlM9OnTR/th/+qrr6hVqxZDhgzB29ubyMhIEhIS3OqvXr06bdq0wWQyUb16dfr37893331Xqj4uWbKEX375hXHjxhEaGkr79u25fv069913n/ae559/npCQEO6++24qVKjAI488QlhYGA0aNKBy5cocP178V+GQIUOoWrUqkZGRjBkzhjVr1pQYwxNPPEFMTAzx8fE0btyYDh06ULFiRSpWrEjTpk01N/a77rqLRo0aYTQaueuuu3jggQf4/vvvAbtj/QcffMATTzzBuHHjWL58Od7e7lvyq/Jg6R555JFHt0YeLL30uuUTnvvvv5/MzEx++OEHNm3aRGRkJE2aNCnRsVtVSah0VFSU9n9/f39t0nTu3DkNH5fp/PnzdOvWjQoVKmAymZgzZ87/sXfeYVEcDRz+3dE7Kk2UIrGAYo1RQY3EQuwdG6AYe69f7EqwG2s0KhqUqBiNXaMxUWOLJfbYgSjFggUVOOCA426+P85dbu92Brio0WR/z3NPsrM3u7N7Kze3O++8ou1gxcHBASYmJjA1NeVflpaWCA0NRUREBFxdXeHi4oKhQ4di6dKlsLKyEuDg+rZ0XTS+JKZ0QHgeWNu/desWWrVqBWdnZzg4OGD37t2C423evDlMTU1Rq1Yt1KlTh7lPCUuXIkWKlHcT7pGWMa//at45lm5mZoYePXpg69atSEtLQ2hoaLHGbt2UFpUGtHSYi4uLAAcHiugwXRx7+vTpcHZ2RkJCAjp27AgHB4diR7WL4dw1a9bElStXmPW4R1Pr1q1jvk+33Q8ePOARdl1VhLEZOXIkgoKCsH//flhZWaF3796C412wYAG8vb3x119/4eDBg2jXrh11W3RbujUAXZKGIyxsRIb2aN9Hw5PZqDgdG/ZwFaK53LKnuyE9xpWxBJM0XJYlD6WJOyEToYxel7G2py9SLVpmSC5pbWDgxCyJKm36AH2hp24ZCymmfe766DlfBjpqz5SHMnBsqpSVgTvTMHKWTJPVPn1knVs2BmW3EpGHcmVONoZUHFdmW1VYj1u2riIiI61SgnV67eCWLSoZ1uHKLPV+pHLLFiI/Xrky1vasPhKu45ZZglVaG8Rxf8Pr/m1FGrRc+vwj8/CEhoaic+fOyM7Oxrx584o1duvGGFQ6LCwMS5YswZMnT7Bx40aEh4fjxYsX2LJlC7Zs2SIYU6RQKODh4QFbW1vk5OTgxo0bvLuKFhcXF5w/f55fbtiwIVQqFdatW8cPev7jjz/g5eUFT086XkvLhg0b0KdPH9jY2GDp0qXo379/qbdBi0KhgIODAywtLXH69GkcPHgQ1apVA6CdaHH58uW4fPkyEhMTERERgZs3b8LR0bFU+5DL6kAuM+xYyMzqUOvQ8GQmKs7Ahqd/0UC0PHJ0E2odWzNX6joaLktDxQF6+2Rm9UTLAaAaBWUHAH9nkT+4AGSyGqVuAws1rshA92nTBzhaOFLrsJBi2udezpI+5YCDhchcN2CfBxaOTfsMZVYNRcsBOkbuMmNBqesAdGQ9MK70KHv1b+l1utWuQF1XL0a8Xq219O2x1vlT1nktptfxWSq+rhKjjuci+rpq34ivo7UNAD5aJr5OZm7471Zm8e7GLUodntLnH+nwBAYGws7ODpUqVUKVKto/tCx0XDfGoNIcHbZ582YsW7YMY8eOhaWlJQoKCnDu3Dns3LkTKpUK+/btw4QJExAVFQV7e3uYmZmhUaNGAMTpsIULF8LU1BT379/HpUuXYG5uDo1Gg/r162Pt2rX4+uuvMW3aNBQWFkImk6GwsBCOjo7Iy9NSEREREfD19QWgvYvz6aef4vr168jJycHGjRt5qqt3797o2LEjHjx4gJ49e2Lo0KE4ceIE5s2bB0IItmzZgs8++wwHDhxAamoqbty4gYEDB+Krr77CsmXL+PPg7e2NUaNG4ejRozh8+DDy8vLQv39/jBs3DuPGjUPNmjXRsWNHAMCnn36KhIQEWFpaom7duujVqxfatGmD0aNHY9OmTaX6vEnBWZACnS+R18i1MVh6KgVL9xQVegIcWj17/QWkPikiWDzd7DBjEBtLV6iei2LpdmbObxhL/5NyHmoboOdAEX5uDJaeV5gsIk/0Zp67R9niWHoFWzqWro+KA0W4OAsxf67ME/ncLY3E0o2Th+pPBcBNA8DC0g2lntqpF9IXTkPhw2Rhuyt6w2nSXKYIVB8/59BzpnBUcxMGWLrc3wDFBopw7B+vPEB6th6WbmuOHvU8cC5sAhTxRfXsqvkgYMsS3BoujnDXWG0cls5CzGlYeuIY8WOqsoKNpd8ZaYil+61itztx7ATk6dSx/MgHVZYvEb0eSM67w9KllD7/2EzL9+7dEyxz6DiXYcOG8f/PzZoMaFFwzpSun8jISMEyZ0QHgI4dO+LatWv8AOSBAwfC1tYW/v7+SEpK4sWic+bM4Qf0BgUFoV+/fujVqxe+/vprqkjTxsYGSqUSx44dQ0BAAL744gts2LABe/fuRWZmJqpUqYL58+ejb9++yMjIwNOnT+Hv788/irp79y4SExPh6emJwMBAJCUloUWLFjwdVqNGDcyePdvg2KZOnSp4pMXRYVFRURgyZAguXryIDh064ObNm3Bzc0NkZCQOHTqER48eIT4+Hk2bNkXHjh3x9OlTpKamolGjRjh27BicnZ1x4sQJ2NjY4MiRI7Czs0OrVq0wcOBAjBw5kvqZUuWhRAEQMXzaSCydIvtkodWpTxRITM0wLH8fsHTkgIYn09Fz47B0gnyKJJGNpYuJVwEWlk5DxdmIuRZZf1NYunHyUOpUAEwsXfz8FT5MhuoeDUunn/M3iqVTUGwASM8uQBoFS1fEi+8r96/7yKYg3EZh6QzEnIalK+/dR44YKg4jsXRGu/PuUbB0setBI2Hp73P+NS6t4vJfoMMuXLgAlUqFESNGwNTUFAEBAQgKCsLPP//Mv+dt0mESpSVFihQp7yYaAqgJKfVL6vD8B/J36bB79+6hYcOGkMlkkMlk6NChA06fPs3feXmTdJiDgwOWL1/OpMNGjhyJefPmISYmBra2trC1tUVQUBDi4+N5gs3R0RGHDx8WzP9TUnoLKD0dJlFaUqRIkfJu8j5SWq9evUJ4eDj/ozc8PBwZGRnU96tUKkyaNAk1a9aEjY0N3N3d0bdvXzx+/FjwvqCgIP67l3ux3Jq0fBDy0DeRv0uHeXt7U+kw/UdpuvHw8MChQ4eKbZ8uHWZvb48pU6YgLS1N8DhPN6tWrYKzszPS0tL4R1pnzpzBqFGjiqXDShoaHUYLndKSIkWKFClvMu/joOU+ffrg4cOHOHz4MADt2Nzw8HAcOHBA9P25ubm4cuUKZsyYgdq1a+PVq1cYO3YsOnbsiEuXLgneO2jQIH4iYUD7A720+eA6PDVq1EBsbCw++eQTftDv5MmTS4Rov2s6DNDqGMaOHcvTYa9eveLH8OhGlw67efMmtmzZghYtWvDrvb29sW3bNn4QNfDm6bD79+/j999/5wdL69Jh06ZNg7U1nZRhRmYnRK/5/3/TWDodrfZ0EyLF3PJ7gaVDjArSlumj57plxmDpnB2aS9Hym8bSWfZ1OmL+ZrF042zpxmHpFKt3RW+DKkVl9Pa9USz9I8M6XJmTrQiW/rrMrpqwHrfMQriNwtIZiDkNCWcdk1FYOqPdlnp1+GXR64E+Meu/PXfu3MHhw4dx/vx5NGyoJRrXr1+PgIAAxMfH8/SvbhwcHHDkyBFB2cqVK9GgQQOkpqYKvresra2L/dFdXN7LDo+3tzeePXsGuVwOCwsLBAcHIzo6Gvb29rh165bR233XdBig/UAPHz6M0aNHY+zYsXB0dMTSpUsNOjwzZ85EWFgY7O3t4eHhYWB9F0v37t2xadMmlClTBs2aNcPevXvx008/YcyYMZg2bRoIITwxVpL4+PigSZMiTFuXDqtTpw5zlmVWZOaBkJm/GSzd0wiDOQDMGFR6LN3OzJm67s1i6bWpdWjoOWsdC8e2NPUWbxvj3FWwLT2WTkPFATZi7mwlvi/jsHTjbOm0qQBYWDrNYu40aW6p6wB0/JxpWJcbjg0E6Cg2APSoRz8PAVvE69VY/WaxdBZiTsPSq6wwDkv3W1V61L7KcgqWLnI9yNQfDpaur/75u3foz507BwcHB76zAwCNGjWCg4MDzp49K9rhEUtmZiZkMpnB9CdxcXHYsmULXF1d0aZNG8yaNQt2diKdTkZk5D10xevezVAoFAgJCUG9evUwb948wftKe4fnQ0lsbCy2bdvG3xYExO/wGJPCwkKYmhbfzw0KCsLQoUP556RibSouWVlZcHBwQMaDnbC31/kSkdtDZhuIK0+yDIgmWzMT1HOzR1pOvoDSMpfLUN7GAgu3X8PDdCHZUtHJBpN61mEi3LTtsezr3x66g8evhESTexkrjGjrZ2AD50zg+vvR3de5xxlQFBTVsTM3QYA72x5eUJgEokcTyWAJc9NKVHyahZG/zMsR4N2mMjnKWtoY4Ora/WiRdX1UnGufs5Wlwb64/bzKU6BQj8wzlZmgjKWdQRt02/HXq1zk6VB4liZyVC5jzZwigPZZkLyLBjZryGwhs/yEORWASn1fcM5lsISZiQ8T3SdZpwC1jpzWxAEy+09BMk8Ky7l1Ds1AXvwKFGYI15k6QlYumGo+N0TPX6+T+1MN6yT7LKDR+yJ+/W+QZWynTb0gZgmHzBYy83ogeZcp5/xjkWkotFNQENUVrUBXUOf11BX6befazZh6gbz6Tfycl2lu2Hau3axjMrhWtNeJWJ2srBw4urRFZmYm7O0Nf+S9iXB/V7dcuQfrUn7hA0CuQoGweh8ZlM+aNYs5PKO4zJs3D7GxsUhISBCUV61aFf3798eUKVOK3UZeXh6aNGkCX19fbNmyhS9fv349KlWqBDc3N9y8eRNTpkxB5cqVDe4OFZf3ftAyJxy9c+cOAO0Xv+5jHN0oFAq0b98e9vb2aNWqFZ4+fQpAi2t37doVLi4uKFu2LEJCQvDy5Uu+3okTJ1C3bl04OjryA39Z6dOnD9avXw8AOHnyJGQyGS5evAgAWLFiBYYMGQIAUCqVGDlyJNzd3VGxYkUsXLiQ38a5c+fwySefwN7eHl5eXli5ciUA7WOloUOH4ujRo7C1tUXt2kW//s+fPw8/Pz+UKVMGo0ePFrTp22+/RZUqVeDk5IR+/frxg49jY2PRqlUrDBgwQPuPROci0k9QUBC2bdsGQDvv0MqVK+Ho6Ih69eoZXMRiocpD1RmA+lXR6/UfsGyVGpkFwhfXAeJQaO7Ffak+TM/BvcdZghfXAeIwbd0X1wGibY+zr+u+uA7Q41dKJD/LFry4DhBnA+de3Beu/n5096UoUCMjv5B/cZ0fzh6u++I6GAR5IFDqvbRfxhw+zb2UlGPVbYMW71bzL67jweHqwle+TvuEL659tPNaSNSiL7E26LYjT61BbmHRi+v8cFME6L64DhDtswDJBjSZwhf/BcVNBaD7ytE557k6L67zw2Hkuq/XHQJ1JlD4sujFfeGqM4HCF8IXt64wA1ClC198B4hDzLlXLqW8aB2HrHMvvvOjyRL++9P5N8jaXhHWz72UReeVZOm9snXWZeq9dM65bh2uE0FyRLaXI952Qbuz9V65xZ9zg7ZnU8qzQL9Wchh1xKeXeBvRwEiXFrT/Rh88eCCATGgdksjISIMBw/ovbryNvnUAAAghouX6UalU6NWrFzQaDVavXi1YN2jQILRs2RL+/v7o1asXdu7ciaNHj5Z6vOp73+HJzMzE/v37BbfJaNm5cydGjx6NZ8+ewcPDAyNGjODXde3aFUlJSUhKSoJCoeAHP6Wnp6Nz586IjIzE8+fP0a5dO3Tq1AlqNW0uFaBp06Y4ffo0AOD3339HpUqVBMvcY6GJEyciMzMTCQkJuHDhAjZt2sQP3qJZyn18fLB27Vq0bNkS2dnZCA0Nha2tLVJTUzFx4kQ8ePAABQUFiImJ4fe5Y8cOrFu3DkePHsWDBw+gUqkwc+ZMvr3Hjx9HUFAQXr16VeKR7SkpKVAoFEhNTcXWrVuxefPmYutIWLoUKVKkvJtoNMa/AMDe3l7woj3OGjlyJO7cucN8+fv7w83Njb/JoJvnz5/D1ZU+az2g7ez06NEDSUlJOHLkSLF3x+rVqwczMzMkJiaW7GS9znvb4eEEoWXLlsWDBw8wYMCAYus0a9YMwcHBsLS0RFRUFPbt24fCwkLI5XKEhYXBxsYGDg4OGDduHD/HzaFDh/Dxxx+jU6dOMDMzw4QJE6BQKJg9xyZNmvCdjdOnT+N///ufQYeHEIKNGzdiyZIlsLW1hbu7O4YNG8bP3cOylOvmyy+/RHZ2Njw9PbF7925kZ2cjJycH7dq14+f6iYmJwbRp0+Dl5QUrKytMnTpVMEdQtWrVEB4eDrlcDktL+ngM3ZiYmGD16tWwt7eHr68v+vXrV2wdCUuXIkWKlH9XnJyc4Ovry3xZWloiICAAmZmZuHDhAl/3jz/+QGZmJgIDA6nb5zo7iYmJOHr0KMqVK1dsm27dugWVSoXy5cuX6ljey0HLAHDkyBE0atQI+fn5mDVrFtq0aWOAqelHd96YChUqQKPRID09HU5OTpg4cSL27NmDV69egRACJycnAMDjx48FI8Hlcjk8PDwM5gHQjb+/PzIzM5GSkoLbt29j7969mD9/PhITEyGXy1GpUiU8e/YMSqUSVatWRX5+PjQaDSwsLODn5wdfX1/s2rULY8eOxdGjR2FnZ4f8/HxeM0ELba6f1NRUDBgwAIMHD+bXq1RF4x10z0tJk5aWJrhD4+HhUez5pw56M3EETIRjeADteB39cGX6ZBC3XNHJcEApV8YimmjbY1Ff7mUMB0hzZfpyTG6ZRTTZmQvrcMssmaYMhh1UroxGE7HaoE87caSTPr2lW6ZPTum2j3ZeTUUkiqa8PJROXFmaCFdwyyxijvZZQGZr+JOOFz7SyTj9cy4rgWAVJg7CYm5Zv1y3zNTRcB1fJk5cGSMc5f69CcKXsUSz4uSZuDTTtvh1BlTm68+AIc81aHtJ2s065/rtK2m7BbHRW69b5x3KQzUEGiMm1TGmTkni5+eH1q1bY9CgQYiOjgaghYLat28vGLDs6+uL+fPno0uXLigsLET37t1x5coV/PTTT1Cr1fy8cWXLloW5uTnu3buHuLg4tG3bFk5OTrh9+zYmTJiAunXronHjxqVq43vb4eFiYWGB8PBwLFy4EOnp6cz36s4b8+jRI8hkMjg5OSEuLg6nT5/GuXPn4O7ujl9++YUfZ+Pu7i4Y+EQIwb179zBt2jT07dsXpqamqFWrFjZs2IBKlbSWY5lMhsDAQHz77beoWbMmLC0t4ePjg/Xr1/OPs5ycnGBpaYmUlBQ4OBT9Azxx4gSGDh3KW8qPHj2KhIQEjBs3jkfiS/K8k4u3tzdcXFwQFxfHe7D0U5rtcSlfvjwePHgALy8vAPhbd2tk9q0gE7lFWc+NftuyPIX+mdSzDrUOi2iibY8lIx3Rlk7R0OSYtP0AQIC7eB2WTNPc1NC2zYVGE7GoqrKW4nVo9BZAJ6dY+ypjSR9MSWsDAFQuI05jsYg52mchs/yEWodFxpmZiE8UyiLZZPafipc70KetkJULpq+jiEBpJBZAJ7hktvRf1yyBKY1yE5Nm8ussP6avo1CZLHkure0sElFWpjl9HaXtzGOiXCuSPNQwcXFxGD16NIKDtdd2x44dsWrVKsF74uPjkZmpHVP18OFD7N+/HwBQp04dwfu4oRjm5uY4duwYVqxYgezsbHh4eKBdu3aYNWsWTExK18F87zs8KpUKW7duhYuLS7G3uk6dOoWjR4+iadOmiIyMRKdOnWBqagqFQgELCws4OjoiPT1d4Oxq06YNRo0ahQMHDqBNmzZYsGABXr58iejoaHTu3Bm5ubk4cuSIwYlt2rQp5s6di2nTpvHLK1aswNy5WgxVLpejX79+mDhxIr7++mvY29sjPj6eH3zNWcoB7WBkXUu5i4sLHj58CLVaXaIPtEOHDpg7dy78/f3h4+ODtLQ0/Pnnn/x8Osake/fumDt3Ln788Uc8fvwYmzZtQvXqdMyXFWVhIswKizojHP3Dkifez1Aa0Do+jlYGZBJQRCcpCp6LCivtzJ0xc+FJpDwsIje8KjogalIzzFwsLOfXTWxmIMYEiuSYhZp46BMspvJquP5cIUqK1XK2Q7bqqYA0ksvMYGvmyiRE9Kkl7lxULmONS3qUm62ZCeq72TOpF5rAVJ9MAoropIcKceqroh1dHvoqL0tATgHaOy9lLO2ZlNbT3AKD7blamzO3R5WHMgikXNVjaPTkoXKYw9rM3eB4uWMlygvin5NVAyrJwxJtsoim2yMmQKlTz6qyD6p/u4QpAqURTSzh6JkHr5BVIPw3Y29uisYeZejiTj2ZJlAk1GRJOGnbezR5AgqShXXMvX1QYcESpEwUikAtKvnAa/ESPI2aDFVqkqCOmWcluM5cgAeTJ6BATx5qXskHHguW4FL/CchOKFpnW9UH9TcaKQ8VoQCJ8t3JQzUaAvV7dIcH0N6VYYExAARz3Xl7e1PnvuPi4eGBkydPvpH2vbcdnubNm0Mul8PExAQ1atTA3r17i71T0a1bNyxfvhxdunRBgwYN+BPft29fHDx4EC4uLvDw8MDAgQP5wU7Ozs7Ys2cPxo0bh7CwMPj4+MDJyQldu3YFANja2qJLly4AhMZ0hUIBhUKBgIAAKJVKLFmyBEqlkr/Dc/ToUZw6dQrBwcHw8vJCXl4eatWqhZCQEADAwoUL+UdQ69evR8eOHaFUKtGnTx8cOXIEOTk5sLe3R7Vq1ajjiXbt2oXU1FTMnz8farUaTZs2RVZWFuzs7KDRaFBQUAAvLy+UKaOdp4S7uxQSEoKVK1fC1dUVe/bswe7du7F06VLk5eWhXbt2ALTIf61ateDi4gKVSgVbW1s8e/bMqM9SS/yIddzo8kSO1jGoQRM7QiuRVOuhy1xSHmYi/p6hqiPlYSYS7r0UqUEXY7LanluoEaDnuqHKSDnaQyS08wC8ptzyRaSZHPUivkVRgSnRK9dNgYYgr9TyUHUx8lC9cyQv2p5+56q47dHloeIyTQDQoAAaIsTwuZNBPV6SbSiL5B+ZiQtgWaJNnmgSifKv+8gWkVyyRKA80aQXlnA0q6AQr/LEzytN3EmVaaIYCSdlewXJ95F3ly4CVYqIQFWpSShIuCNap4AhD81OuI/MP9+QPJSjAHXzLuWh79kjrQ8h72WHJzk5uUTrYmNj+f9nzR9gb28vEGgCwIQJE/j/b968OT8AODMzE5UqVcLgwYPRtWtXBAYG8iPGly5damBM//PPP/Hpp5+ic+fOqFevHurWrQsA+PHHH9G7d2/MmDEDjo6O/BxBJ06cwIYNG9CiRQvcu3cPMpkMMTExcHNzQ7t27eDv74+HDx8iKSkJzZs3x8aNG0XPCXfs+vPzXLhwAd27d8ehQ4dQrVo1TJs2TWCm/+uvv+Ds7Iz09HSMGzcObdu2xahRo/Ds2TNMmTIFZ8+eBQDY2NiAEIK+fftixYoVOHHiBEJCQvD8+XOBf0s3VFu6FClSpEiR8g/nvaW0/qk4ODjg1KlTUCqViIiIgLOzM8LCwqBQKJjG9J49e+LHH38EoJ3cb8+ePejZs2eJ9/vkyROcPn0a8+bNg4WFBXx9fdGnTx/s3r27VO3fsGEDRo4cCX9/f5iZmWHmzJnYv38/Cgu1v+IcHR0xatQomJqaomvXrnjx4gXGjRvHL1+/fp3fFiEEs2bNgqWlJVq3bo2GDRsyvWASli5FihQp7yZGzcFj5Liff0v+NR0e3Unz/m78/f2xcOFCZGdnw8TEBFu3boWjoyPi4+MREBDAm8hDQ0Px/PlzAEDr1q2RkJCA5ORkHDt2DBUrVkTVqlX5bR4/fhwLFiyg7jM1NRU5OTkoV64cv/3o6GjReQ1YOXToEH9XydHRERUrVoSpqSmePHmCa9eu4eXLl7Czs4OtrS2aN2/OPzo7ceKEgS1dLpcLsL/ijOkSli5FihQp7ybcIy1jXv/VvHePtFq1aoXPP/8cEydOFJSPHz8eL168wPfff/9O2uHu7s5j3xMnTsTdu3cRHx9PNaZbWFigU6dO2LFjB+7evVuquzuAFqN3dHTEixeG40xY0R/X9Pnnn6NmzZoGMzFzMTMz44/r/Pnz6NWrF5KTkxEUFGQwyFmj0SAtLQ3u7u4AtKQWS5ZKw9JlsIJMB3EtibCShiez5JwsYaVXRSGqyi3rl+uW6YsxhWXiyC4LjddHq/llBhKrfx50y/Sxfn6ZhflSBKYs/N04eajhmC2TEmDpxmyPLg+lo8tymBuIa+Wv5aE01L50mPvrqRIYok3W526lV49bZkkzaQg3Szhqb274b4Yro4k79WWaumVMCSdle+behnW4Mn0RKLds5mlIL3Jl5iLyUK7MtqpwHbdslDxU7HqQv7uvVGkMjxEh71liY2NJnTp1BGVqtZq4u7uTX375hVqvWbNm5Icffvjb+79z5w5ZunQpefToESGEkPj4eFK1alXy1Vdfkfnz55P27duTtLQ0otFoSFJSEjlx4gRf9+DBg6ROnTqkbNmy5N69e3z5rFmzSNWqVcn8+fPJ8ePHSbVq1fh1AEhaWhohhJDPP/+czJgxg+Tk5BCVSkUuX75Mbt26xWxvgwYNBMd99uxZUrlyZfLnn38SQgh58eIF2bt3LyGEkGXLlhFzc3P+vefOnSNeXl6EEO35mz9/PnF1dSWEEJKUlERkMhkZOnQoycvLI7/++iuxsbEhT58+LfG5zMzMJABIZmZmietIkSJFyoead/E3j9vH8t9ukugLKaV+Lf/t5n/27/J7d4ena9euGDZsGO7cuQM/P+08KCdOnIBarca5c+cwaNAgvHr1CjVq1EB0dLTo3RZdmio/Px+hoaFYuHAhTE1NERkZifv370OpVOLw4cOoUaMGtm/fzs83k5qainnz5vGDmsuWLYu+ffsiMTERvr6+aNCgAT755BOkpaWBEAI7OzsMHz4c8+bNQ6tWrRAeHg4fHx/4+Bj+Ynj27BnGjx+PhIQEfP755/wjuLNnz2Lq1Kk4c+YMxo8fDx8fHzx9+hQNGzbEt99+C29vb4waNQrR0dF48uQJoqKiEBgYiIiICKSmpmLo0KEYOnQo1q1bh0OHDqFhw4YIDw9HUpIW21SpVPD09MSnnwrnCgkICEDFihUxe/ZsnD59GmfPnkVhYSEWLVqE/fv3w8TEBH5+fqhYsSKsra2Zug1WclTJMFEVzcsihzmszCrg99RXyNKjjOwtTNHEs4yBCJQmAQWK5Jw/XnmA9GwhBeVka44e9TygvhANKHQex9mVh0mDIdDEbwWUz4UNtnKGvFofpFLEop72VgY4L4fyGgoXAU66eOVpFnJ0MHIbMxPUc7XHhbRMUYlqg/IOTKknDTH/87lCsB9uX7Wd7ZCjSoMGOmg8zGBjVh5K1QMQPUxbBnNYmXkwj0lfEsoJQlmyT9a+DAWdWjmnPtLPbc/WzBVZBS8MsHR783LMaQVY62iYO+t6oLWB9Vmw0Phdfz5Cek7ROicbc3SrXYF5jdOEoyz0nIWs6++L28+1Z+LHVMfFzkCQCxRJcvWvc+4aP/volWidwAplqMJd1n70p2vg9lXfzR4nk18IyEYHC1M08y5nVLvF/m0qC/WmGXiLeR/n4Xnf8951eDhZ6NatWzF79mwAwNatW9GrVy/4+/vj0qVLKFOmDKKiotC3b19cu3bNYBtiNNWaNWswatQoAMDu3bvx888/44cffsAXX3yBqKgoxMTEIDMzE2FhYViwYAH69u2LjIwMPH36FP7+/oiIiICJiQmmTZuGXr16IS0tDYGBgUhKSkKLFi3QoEEDdO7cWfSRVGRkJJKTk7F9+3b88ssvqFy5Mtq1a4dVq1aBEIITJ04AAMqVK8c/spPJZNi7dy/c3NwAaMfmXLx4EfHx8WjatCk6duyIM2fOIDU1FY0aNUJqaiqcnZ1x6NAh+Pv7Y8uWLVi9ejXWrVuHX375BWq1Gq1bt+YnT+Ry8eJFuLm54dixYwI7ulwux7lz5zB69GiMHj0amzZtQlxcnGC2Z/3QKC0N8qGB4Uy5WfmFeJknjpFzIlD9cLJKsaRnFyAtK090HRRpQEaKYbnyOZAjPqt2vppAqdZHwrX3sOk4LydcNEyOSo0sEWSdipejSOopHnHEPEelpqPxUEGti2PLuP0UQKM3D0/R3Xr6MelKQQX7oSH4JdqXIe7P2p4WSze8jljTCrDW0TB31vVAawP7s6Cj8ek5BXgici0zr3EKhs9Cz1nIOm1ftOsYKBLkioV2nSsK1NT20bZnzH4AIDO/EC+Vhp+TMdsT+7dJ/7cq5X3IezloOSwsDFu3bgWg/RLdtWsXQkND0a1bNzg7O8PU1BRTp07F9evX+fEoumHRVAAQHByMpk2bwtTUFL169eKR9J9++gm+vr4YMGAAzMzM4OzsDH9/w5lNq1Spgk8//RSmpqaoUqUKQkNDeTcXKz179oS/vz8sLS3RrVs3fr8lyZgxY+Dg4IAGDRrAzc0NPXr0QJkyZVC7dm14enri7t27BnV27NiBiRMnwtXVFe7u7tRxPWJp3bo1NBoNPyj7hx9+QJ8+fZh1JEpLihQpUt5N1EQ78WCpX//hOzzvZYfn888/R1ZWFs6fP49Dhw7B2dkZn3zyCdavX48aNWrAwcEBbm5uIISI3lFJTU3l5aP6NBVAd1I9fPhQ9FGUfh49eoQuXbrAzc0NDg4OWL58eYkGG9P2W1weP36MXr16wdbWFra2tnjw4AH69u2L+69nLdWnq7iI+bBKGltbW8jlcuzcuRPPnz/HmTNn+AkYaZEoLSlSpEh5N5EordLnvXukBWhJoh49emDr1q1IS0tDaGgokpOTMX78eFStWhVr165F586dYWtrKzotdYUKFag0FSseHh5YsWIFli5divHjx1PfN336dDg7OyMhIQH29vaYMmUKE9cuLjY2NsjNLXo0wcnTuLi7uwsmF/T19cXatWuL7ZxxPiwurA4I9wjt/PnzWL58Oby9vbFv3z4sWrQIhBB8/vnn/ASMtNAoLTksINehgDgaxt5ChBB5XaZPO9EkoLplTrbmBuv4Mjs9qy63bCUyieLrMpZYVJ9uKVqmk2c2elQVt8ySqLKknjTiSn8/umVymAnoJPnrR40ymBsCSODOJ/2Y9CWh3DJL9lm6fVkVuz0apcWi7FjraNtjXQ+0OuzPgk6KOdkIr2VumXmNU4SjLBKLRXDp74tbZh2TviBXt4xGFbLq0IS7pdmPbpmD3t8cbtmYdov/2zRunKMxIUZ2XojU4Xn3KQ4/HzJkCDp37ozs7GzMmzcP2dnZkMlkMDMzg1qtxqxZs6gOjgEDBmDatGlYv349XF1dkZKSgpSUFCZSDQDt2rXD2LFjUaZMGRQWFuLVq1f8GB7dKBQKeHh4wNbWFjdv3sSWLVvQokULANrxOtysyiVN1apV8eLFC5w8eRKNGjXixy793XTv3h1Lly5FcHAw1Gq1gcRNNy4uLqhTpw4mT57Ml7Vu3RoDBgzAypUrMW/ePKPbYWPmDRszw85SE88y1Do0EShLztmjHv0OlkmDIaLl8mr0x3SeDLFoYw/xttOEiwBQz1W8w9igvIjd+XVYUk8zk8qi5bWd6eJOG7PyouVWZvRzxzommiSUJftk7Ysm6LQ1c6XWsTcXd+y5Ma4V1joHC/HPlnU90NrA+iyszdyp67rVriBazrrGaSJQ2rUK0IWjrH3VcaEfE02QC9Cv88AK9PbRtsfaT32GlLiZt/jnZEy7xf5tqkz/2/LQ9z3/WIcnLCwMy5cvF3R4NBoNtm/fjo0bNyIwMBB2dnaoVKkSqlTR/hEcPHgwli9fjlGjRmHevHkwNzf8tQNo581RqVQIDAxEeno6vLy8MGnSpGLb5ODggMOHD2P06NEYO3YsHB0dsXTpUoMOz8yZMxEWFgZ7e3s0aNAA3bp1Q0ZGhtHnwsHBAd988w169OgBExMTzJ8/H6tXrzZ6e1yGDBmCO3fuwNfXF87Ozujfv79Ax6GbUaNGISIiAgsXLsS0adMwceJEmJqaIiQkBFu2bEHbtm2NbgdRHAXRnRtGbgeZTaCIcBHgpIs0KSVLZGlI+AAc5TMn5gJSnxQ9QvR0s8X0AQ0QtfocUtOEAz09y9th5vAAJmlkSC5pqaU7L8Xlpn5lbahUVWnILqCI7rqVbkiy1XCyBSG3ICrNlNUwIIM4Koh17h5li5/zCraWVNmnPukEFNFOL/JyReWh5Sytka5UolDnD7KpTAYnKyumcJRGVRkKXrXHZCqvxqTf9IWtnKyVJQ8tKEwSyFdlsIS5aSVkrYqE+rFwsLyJuxfsR0Yyha1XBhhKLuvFLMG5sAlQxAupKrtqPgjYsoR6TepLO4EicSeL+tInuDh669448e19tGwJ7owUl5v6rTJcx5WnfikUhALa+XY8Fxmu48oTx4jvp8qKJXg8bSIKkoViUXPvSnCfu5gqAtWXtQJFwlb94+WOlSh+F8paAZCsd+fSklL6/GMdnpLi5y4uLrh+/Tpq1aqFxYsX49KlSzxNNHjwYAF+fvHiRXTv3h2mpqZQq9Vo0qQJj5+vWrWKt6gDwLVr1zBmzBj8+eefsLe3x44dOxASEoJvvvkG7du3x++//47ExEQMGDAAAwYMgLW1NT8BX61atQQKBi4nTpzAvHnzQAjBli1b8Nlnn+HAgQNITU3F8+fPceDAAXz//fdYtmwZIiIiEBERIUDOlUoloqKi4OfnBz8/P1SvXh0zZszgPVpBQUFo2rQpzM3N0bVrV/Tq1QvffPONgFTT7dCYmpri5s2bGDNmDPbu3Ys5c+Zg2LBh+Ouvv9C7d284ODhg8eLFWLx4MZo0aYKwsDA8efIEEydORGxsLLZu3YrMzEzk5uaiXr16iIuLQ506dUr/YaszALUYYSMuXAToFA1LZMmSkaY+yUbigwzD8jQFElIMhYsAmwyikUtauSnttrY4VWUM2QVoSTZ9/Pb1Gur2DMggvhH0c8ci4+iyT5rQk5OH6tFOcm4dEa6Ty3XqiAtH6fuiHxOLfqMKWxnyUK181XB76scpKExOoLSBLmylSS4V8XSqinYd0aSdAJv6ohFceffp8lCW3JS2Lp8h+6StU967jxxKGwqSk5AfXzoRKE3WCjCOV0zWqpbkoe9z/rFBy7r4ORd9/Pzly5do1aoV+vbtK7oNXfz87t27uHLlCtasWcOv3717N0aPHo1Xr16hatWqiIqKAqAVhAYHB6Nv3754/vw5Ll++zHe69DNnzhykp6fj5MmT2LJlC/bu3Us9pqCgIEydOhUDBgxAdnY2Dhw4AI1Ggw4dOqBt27Z4+vQpNmzYwHcsuHDI+dGjRzFp0iR8/fXXOHPmDI4fP46pU6cKBlxv3boVe/fuRXx8PM6ePVuiR2e7du3CwYMHcfPmTaxZswbDhg3Dnj17cPPmTXz33XdUWuy3335DSkoKjh49ii5dugiEq2LJz89HVlaW4CVFihQpUt58NBpjBy7/0y3/5/KPUlr/Nvx80aJFmDdvHmJiYniiytbWFo8fP8aIESNgamqKgIAABAUFCeztpUHOBwwYAB8fHzg7O2PixInYtWtXsed54MCBcHd3h7e3Nz7++GMEBwejYsWKqFixIho2bCh6t+rKlSt8Z+3TTz9Fnz59isXoJSxdihQpUt5N1IQY/fqv5h+ltHTx87S0NAF+vnz5cjx8+BAymYzHz21thQNZOfxcJpMhOzsb5ubm8Pb25te/Cfx85MiROHfuHJRKJQoKCviJ+cTy5ZdfIjc3VzBo+ccff0RoaCgcHR359xUWFuLjjz8WbaeVlRWcnZ0Fy7rIecWKFfn/L07macz2udSrVw/BwcFYv349gJJh9FOmTBHQbVlZWVKnR4oUKVLeQrR3eIyr91/NG+vweHt749mzZ5DL5bCwsEBwcDCio6OZKDMLPz958iTq1q2LvLy8EuHnQUFBgpmCWfHw8MChQ4eKfV9J8PPk5GT4+voiL0/7HFxf5lmhQgXUrFkTV65cKXZ/JcnDhw/5/3/w4AE/E/P7EBqWDhNHwEQ4aFkbEcnl6zKaRJKFpbPwaU83YWeZW/Ysb0iccGUsFJqGT7PkpjSMvDQou24ZDd0vjTRTXgL03Dh5KF3kypKHmspk/LgdfrmYOnR5KP2YWLg/TVzLkofqy1e5ZRN3L4P9cGUsYStNcmlXzfCHWlGZ+DWpL+3ULWNh7vrIOrfM2h5Lbqq/jlvWF4TqltHkoaz9mHsbikW5MpoIVF/WqltGk54ayFoBwIRO/0n55/NG7/D89ttvaNSoERQKBUJCQrBgwYJicebQ0FAeP//qq694/LxcuXJQqVQlxs8JIXj+/DlOnjxZYvx848aNCA8PNwo/p8XFxQXnz5/nlxs2bAiVSoV169YhIiICAPDHH3/Ay8sLnp6ezG2JZcOGDejTpw9sbGywdOlS9O/fv9TbeNeR2bWEzM7wj4PMrDa1Dg0brmhn+CXBhYY0A8D0AQ1Ey2cOD6DWYaHVNFTbr6xYJ04bGkZuDMoOADWcxNF9mawGtQ4NhWaduwq29HPuai1OStLQbgAoZynWIdPGyUoc/S5rST+vtH2ZyqtR67Bw/8plxNsnsxK/hgDA3NTwSxYA7EdGUuuYmdDvMteLEcfFA7bQMXLadeSztPToOUBH1j9aRt+e36rSr/NcRK9DW1dlBb2O+9zF1HVVlovXq/4tfXu045XZNTEsk71DLF0atFzqvJVHWtyA5CNHjgAAZs+eje+++05U+tmnTx+o1WoQQtCpUyckJibi008/hY+PDwghcHNzg5mZ9ld1amoqbty4gYEDB+Krr77C4sWLefw8NTUVSUlJmDdvHpRKJX766Sfcvn0bhw4dwpAhQxAYGAgAvDy0Vq1aGDhwIAYNGgQ3NzesWLEC/v7+OH/+PHbv3o0FCxbAz88Pt27dwvr166n4eXBwMPLz8/nHbefOncP3338PKysryGQy2Nvbo0OHDjh48CCmTZuGnJwcODo6wt/fH2fPnoVarcbLly/Ro0cPHD58GBqNhp+EMDY2Fvfu3cPixYsREhICmUyGsLAwdOzYEQ8ePEDPnj0xdOhQQXs4usrLy4uXk758+RIjRozAli1bIJPJ8PnnnwPQTgNw4cIFHDt2DFOnToWbmxsaNmwIALh79y5OnDiBly9fomzZsjh48CAKCgqgVCphRflSokVZmAizwqIv5yL5JR3L1cfPOfRcHxkGirDhV3lZUOt5nUxkJihjaY8F267i4XOdR4PONpjcqy6++vasKJY+a0QgMvIzRLfnaOFIlXBef64wIHysTeWo5WxHRZcNpY8AJ368n6EUPV4fRysDSSInSDTE3wEOgTdEtbWYNgvhNgZLZ507feEoUCQdfa7MM8DSna0smVi6/r64/RDNTYieV7k/U9ypL/zkZJ8k9xyg0aMK5XaQWQeITAWgnQbg5dfTUPgwWdjuit4o+7+5zKkArg+dgNzEIhTauooPaq1dglvDJyBXD5+2ruyDGquXgBRcEWLzMlvIzOsZoNhAEY7NEoHScGyWcJTVvvPhQqTerpoPGm1ewsTmaRh5/GhxLL3aN0uQMlEcc/daTEfMWVh60sQJyNepY+Hjg0qLl4hOU0ByxanAtxGpw1P6vJUOT2ZmJvbv34+goCAAQPXq1ZnSz2rVqmHv3r2wt7fHmTNn8Mcff+DUqVMICAhAQkICHBwc4Orqirp16yIqKgpDhgzBxYsX0aFDB9y8eRMzZswQPNKaMmUKHBwc8OjRI2RlZaFVq1bw8vLC3bt3ERkZyctDDx8+jC+++AJmZmbo1q0bAO0cO+3atYOFhQWGDx+Oly9f4s6dO9Rj/fXXX+Hr6ysY39KtWzfY2dnhhx9+4OWlXbt2xb59+xAZGYklS5bgq6++Qu3atdGsWTOMHTsWMTEx2LRpE1q2bInExER+W0qlEqGhoTh06BCqVq2KX375Bffu3WOe/+PHj+PHH3/E6tWrERISgkWLFmHRokVYsWIFQkNDkZqayr930aJF6NKlCwoLC9GzZ084OGgn2VqwYAFyc3MxcuRIrFixArNnz8aZM2eYnR2aPJRACQLDRzMsLJeGn1ORYQBqoqai0A+f5+Cvx4a/vlLTFEhIFsfSWdujSThzCzVUWSQNXaZJHwH28dIliYbnVYjAi/1RftNYOv3c0YSj2nVEaDHncXUWlk7bF/28ssSdVOGnRmGIpQv2ZTjGrfBhMlT34il16Oc8N/E+FNcNUejcv+4j+wYFSyfZADG8xmkoNsCe9oCGY7OEo6z2KeLvI+OaOOZOw+apGDkDf89Pug8lBXOnHRMLS8+ntU9smgLNu8PSCYybeJDgv9vheaOUFuevKlu2LB48eIABAwYAQLHU1bhx4+Di4gJLS0vExsZi2LBhaNy4MeRyOXx9fVG+fHlcuHABKpWKSTtx2b59OyIjI1GmTBl4eXlhwoQJ+OGHH/j1NHoL0N5xcnBwgKWlJSZNmlQiKah+iqPHWrVqhYCAAFhbW6Nt27aoUqUKmjZtCktLS7Rr105ATVWqVAn9+/eHubk5PD098fDhQ6SkiFi/dVKzZk106dIFZmZm6NSpE2xsbNCjRw+Ympqic+fO/PblcjnCwsJgY2MDBwcHjBs3TnC8CxYswMWLFxEUFITw8HAEBNAf/wASpSVFihQp7yqSS6v0eaMdniNHjiAjIwO5ubno0KED2rRpAwDFSj91ySMaQZWamorExEReCOro6IjDhw8beKcArWxTd3yMl5cXHj9+zC+zJJ5z585F5cqV+VmUxaSgixYt4pHzGjVq8I+0OCVEaeSlxVFTup0GuVwOe3t7g4HTI0eO5NszdOhQXL9+Hba2tvyjNdr2CwsLMXbsWHh5ecHe3h7du3cXHK+1tTV69eqFO3fulMi0LslDpUiRIkXK+5q3Mg+PhYUFwsPDcfnyZVy6dAnjx4/H5s2bkZGRgbS0NMjlcsFAZF2yycPDA0lJSQbb5GinjIwM/pWdnY0pU6YYvNfd3Z1/bBMREYF169bxsyTrZ+nSpXj58iUA4OTJk4iOjsbPP/+MzMxMrFy5UrTOl19+iezsbGRnZ+P27duwsLBAdnY2ZsyYwbf19OnTfDszMzNxm3LLtrjoUlm//vorcnNzDcisVatW8e1Zu3YtWrZsiezsbPTr14+57bi4OJw+fRrnzp1DVlYWdu7cKfhcEhMTsWbNGoSEhBQ76SCg/dzt7e0FLylSpEiR8uaj1hCjX//VvJUxPCqVClu3boWLiwssLCxKTF0BwP79+/Hs2TN89tlnaNasGRISEiCTydCiRQsQQkpEO4WEhCAqKgo7duxAdnY2fv/9dyxZIj7Sfvz48fzAX4VCAVNTU5QrVw45OTnYsmVLscd6+/Zt5OfnIy0tDeXLa8WMxspLxXL//n18//336NOnD+bPnw9fX1/BXEN/JwqFAhYWFnB0dER6ejoWLy6iGzQaDfr164dp06Zh6NChqF27Nn788Uf06NGj1PuRwQoyHWSWw39ZWK4+Cs0t6yPDumUmMsNxQlxZRWch5cMts7B01vZo1nF9VFy3jIYuszBy1vHSLM6G+Lu2TBtxdPnNY+n0c6dvWNct02LpuuUlwdKF2ytaLjmez5eBbrUvmk5BtxJXJm4qN63obVClqIx+zq2rCO9yc8vWIvg0XybTo/ZeL+uj2LplrGkPaDg2y7DOap8+Us8tszB3KkbOwNJZmDvtmFhYuoVeHX5ZbJoCueFUFm8r0qDl0ueNdniaN28OuVwOExMT1KhRA3v37kXNmjUxePBg1KpVCzY2NpgxYwZV+gkAlpaWcHFxQWhoKLKyslCpUiX07t0bnp6eUKvVOHToEKZNmwZCCOrXry+qVpg1axbGjRuHatWqITs7G4GBgQgNDTV4X2GhcKBj69atERAQAC8vLzg5OaFz5848aUaLlZUVypYti5o1a6KwsBC3b982Wl4qls8++wzHjx/HyJEj4evri7i4OKO2I5a+ffvi4MGDcHFxgYeHBwYOHMgPmF68eDFMTEwwZswYyOVybNy4EV27dkVQUJDgkVxJYmVaBVamhnd7WFguDT+nIcMAUMaSfkdpcq+6ouWzRgRS6zhaOFLX0azjtRh2bBq6TLNcA4CPI32QOM0KTcPfATqqzUK4jcHSWeeOZlgHAGcr8X2xsHTavmRyw9nTubBM5TTDucyaPoaNNhVA2f/NpdZhTQVQa634D7QaqxlYunk90XIaig2wzec0HJtlWGe1r9Fm8XUsbJ7W9mrf0Ot4LS49Ys7C0itRtic2TYGsULKlv895Yx0eTnApFk5QyWXYsGHMekOGDMHVq1exf/9+ANpBvn369MG2bduwd+9eHnM/e/YsevfujejoaJw4cQIAcO/ePYSHh+PGjRto1aoVTE1NUa9ePcjlckRGRiIxMRE5OTmwtbXFTz/9hNjYWP6OEQCUK1cO5ubmMDc3h4uLC6pVo38RqNVqtGnTBvn5+bC2toapqSnc3d2hVCrx9OlT5OXlwd7eHmFhYQgLC+OP19HREc2aNcPly5fRsWNHLF26FC1btsTFixfRvn17vlOzd+9e3Lp1i79L5ujoiDJl6PObcNt3dnZG586dcfToUQQEBPB3Zg4fPozAwEC+E6dSqUAIgaWlJdLT0xEfH4/4eC1R4ubmhoyMDBQWFsLc3BxnzpyBn5+fYDxQSUPIVRCi++tTa3FmWcITXwmt41amclQpY8PEtFmG7shvfkeqDqXl6W6PyNFNMHXGr0hOyRDU8fZyxLzZwUx8Wql6ZGAdtzKrgCt6qDigvfNSz80eStUDEJ06MpjDysyDiYTrG9GBIiv6mQevkFVQdLz25qZo7FGGaUunYekacke0DXKZHx4o8gwoLQsTGTzsLPFcWSCCkZsjq+CF6Gdhb16OeV5p0xGw6tBs6STvsrjd3PJjg88PKPoMk7OUguO1MJHB294KJPusgR0bcnvIbANBVH9CSFzZQGZWG89mT4YqVfiI3syzElxmLGBe/zQsXb9cd53B8b4+Vladc48zDIg0O3MTBLg7Uu3mLPSchazro980GzlQhIvTsHSWYV0fIweKUPI/B09Ajs65sKnig9rrluBsqHi7A+OW4MpAwzr1vlsiOk0ByZaw9Pc5/6hagpZWrVohJiYGL1++REFBARITEzFlyhR+XhkW5t6nTx8EBwfjxIkTOHToEEJCQlCvXtEvn927d+PAgQPYs2cPCgoKBHbxdevW4dSpU7h9+zbUajVat27NbKeJiQl+/vlnDB06VOC7mjhxIrKyspCQkMBj8dWrV0eHDh0AADt27MCxY8fg7OyMevXqoX379ti0aRPc3d1Rv359/PTTT+jUqRMA4MmTJxg9ejR27tyJ4cOHY8SIEQLiSyx79+7Fr7/+iq1bt6JZs2Zo0qSJAHvfsGEDxowZA41Gg5EjR6JVq1Z4+fIl2rVrhzVr1mDs2LHo27cvdu3ahcjISISHh2PRokW4cOGCwUzSuqFh6TT0lmUJVxaK49hsLJ1u6E59nIWEJEP8PDklA3fj00XrsPBpDQqgMZjr5jUqTsXShXWK7oYz8GSqER3IKijEqzwajk3TgJQeS89XE4NOJtf6QqKHpQsM5iqIhXVeadMRsOpQP3eSDZBM0Tq0zw/QHq9ScI29PigxOzafHIgh8KrUJBQk3jV8OwDW9U/F0inlAKjHy6qjKFAjQ3RqAzr6zULPWcg6Df1m2ddpWDrTsM7A3HMo54LV7pzE+8gSMdeLTlPwDrF0KaXPPyoPpYXDp3fs2IFt27YhJCQEcp3p5mmYe0pKCj8vj7m5OTp37sxPpMelefPmaNmyJWQymYEGYceOHZg4cSJcXV3h7u7Ok0mPHz8WyEC5l9jdH0IINm7ciCVLlsDW1hbu7u4YNmyYoJPSs2dP+Pr6oly5cggKCkLDhg1RvXp1ODo6okWLFgIsvWzZsggODoalpSWioqKwb98+nD59WrQ9wcHBAEqOvTs7O6N9+/awsLBA+fLlMWTIEAGWHh0djZiYGHTp0gVfffVVsf4xCUuXIkWKlHcTCUsvfd7LOzyAVjkxefJkKJVKrFu3TjDDMU0umpaWBhcXF8EYIf0vXV0EXj9paWmC93P/7+7uThVnco/SuDx//hxKpRJVq1blyzQaDRo3bswvlxRLr1OnDsqWLcuvq1ChAjQaDapUqUJtT2RkZIm3r1AoMGLECPz222/IysqCWq1GgwZFz6Xd3NwQHByMffv24YsvvhDdn24keagUKVKkvJtIj7RKn/e2wxMQEIBHjx7B3NwcderU4TsWLLlo+fLl8ezZMxQUFPCdngcPHqB27SJnE+uRTPny5QVzx5RkHhmZTIbU1FRs27YNvXr1gpOTEywtLZGSksLPWvx3ooulP3r0CDKZDE5OTn97u0ARkn/t2jU4OTkhOjpaMEHjqVOncPToUTRu3BgzZ87E119/zdweVR4KGwDCMTzC/8Jgnb6Ek1tmU1p0YaWnu3CAL7fs7eVoUIcrY9FERdJNCJb1ySndMhnMBbdUZSUQd7KoL3tz4fEWLdPpJGMoLQsTGfRvBmvL6FQVWx5KP680Oo9VhyoP1aeWdMr0Pz/dMv3j5Y5VVBbJl+kPqn4twfU0HKheVGYEpVXF8C4rX0ahtFh17MwNzytXRpN9skgsFsGlT0LR5Jy6ZTRKiykcFdkeV2ajdy64ZVa7aXXEqb13SGmpCTSUGdCLq/dfzXvb4QG04210H2UBEJWLajQa+Pr6wtTUFPn5+ahXrx5OnjyJM2fO4MKFC2jfvn2J9te9e3csXboUwcHBUKvVWLVqVbF1XFxcoFKpUFCgHQApl8vRr18/TJw4EV9//TXs7e0RHx8PhUIhuHtS0nCdjqZNmyIyMhKdOnWCqan2Y9M3tZc2CoUCVlZWcHBwQEpKClavXs0Pis7JyUH//v2xevVqBAYGolatWujatWuxsy2LRSarC5lMRB7KkGZWKSNO5bCoJZawMnK0oegPAObNDqbWYdFEVmYVRMvrUcgpbR3xu10sQoomCAWAxh7ix8uSh9L2JZf5Uet4MIStzlbilJa9eTlqHdZ5pdF5rDq0z11m+TG1Du3zAwBve/FrTGZLJ/poIlyXGQvodRjXP43SopUD9ONl1Qlwd6Suo8k+WSQWi+CikVAsGSmN0mIJR2lUFQDUXie+LjCOXqfedxRKS4Tak+kPan+b0WhANOLjGYur91/Ne93h4QSjuvH39zfA3AHghx9+QJcuXXD16lV89tlncHd3R7t27dClS5cS7UulUmHIkCG4c+cOfH194ezsjP79+wsGNYvFz88P5cqVw4gRIzB+/Hikp6dj6dKlmDp1KmrWrAmFQoEqVapgzpw5pT5+QDteafny5ejSpQsaNGhQormBSpoxY8agZ8+eKFOmDHx9fdGlSxf+Ttr//vc/NGrUiD9/y5cvR//+/XH16tVSy0NV6ttQqXW/uGkiS4Cjhmi0jj5BAxRRNCxKa/7WK3igIw/1cLbBlD71ELX6nKg8dObwAOb29OWTnHjy9oscvQGv2rtT1cvZiEg9teeBJQ9lbU9f/MhJH1nElb6wlZO1suqk5eSLykPL21gYKQ+lS171JaGcIJRFadHkoaxj0ifmtOdCS81deZplcF7rudqLyiIhs4XMqgGV2staFQn1Y6EKxsTdC/YjIw0EtNp6WgntzaFCEsq6sg/81y4xKNddR1TXYEiK1WHKOS+kZYpShQ3KO1ApLX0JKFAkAmVJOPUJLo7eYslNabLPCxETkJ0grGNb1QcNYtkEF436YpFntDr/NKUlpfR57zo8NLw9KCiIJ6H0MfeFCxfyk/7VrVsX8+bNw5EjR7B7927Mnj0ba9aswbx583hTOxdvb28MHz4cMTExiImJQWJiIpo2bYoTJ04gJSUFcXFx2LdvHwCtLmLYsGE4f/48XFxcsGzZMp7i8vX15cWlSqUSEyZMwJ49e2Bubo7//e9/mDp1KmQyGSIjI6HRaHD58mXY2dmhRo0a2L59O7y8vAAAw4cPx969e5Gbm4srV66gRo0asLOzo869o29qT0hIwIwZMxAVFQUvLy/k5+cjNDQU3333HQDt+J579+7xjwEDAgKwd+9ejBw5EocPH8b58+dx4MABAECDBg0QFxeHfv36Yffu3fDz88P+/ftL3dkBAIJcEJ1HBMWLLOm0jiFBA3CPH1iU1gOWPDSFJg+lb89APvn6oJQMqkpf6ll0HuiSS9b26OJH+nmlC1vfnTyULRbVk4Ty8lAWpUXbHus8GFJa3BVKPa9iskgO4KJQX+rHKShMThBtg4GAFiiS0P51HwoREopW/rrlQnno622x5Jx0AS2d0qJJQAG2hJNGQrHkpjSCKzvhPjIpbWARXLR9scgzavv+YUpLQ4wcw/MW5+F59eoVRo8ezU8p07FjR6xcuRKOjo7UOhEREfj+++8FZQ0bNsT58+f55fz8fEycOBE//PADlEolWrRogdWrVzPH5IrlvaS0/k44UztHZ3EI+8uXL9GqVSv07dtX8P69e/fi9OnTuHHjBs6cOYORI0ciOjoamZmZ2LFjB+zt7aHRaNChQwe0bdsWT58+xYYNGxAWFibq8YqKikJCQgLu3LmD06dP4/vvvxd0WHbv3o3Ro0fj1atXqFq1KqKiovh1TZo0wZ07d/DkyRNUrFhRVIyqm19//ZXXWmRnZ8Pd3R1Lly7F2bNncfnyZdy9exdXrlzBmjVrBMc7adIkPHv2DBkZGWjSpAlGjRqFZ8+eITs7Gxs2bODfe/z4cQQFBeHFixdo06aN6OSNusnPz0dWVpbgJUWKFClS3nzeR0qrT58+uHbtGg4fPozDhw/j2rVrCA8PL7Ze69atkZaWxr8OHTokWD927Fjs2bMH27Ztw++//47s7Gy0b98eajXtx6V4/jUdnrdpao+JicGNGzcwadIkODo6olWrVsjIyEDLli0N2vEmTe2cD0xsH/riUltbWwwcOPCtmdqnTp2K27dvM03tEpYuRYoUKe8m71uH586dOzh8+DC+++47BAQEICAgAOvXr8dPP/3ET2hLi4WFBdzc3PiXLp2cmZmJmJgYLFmyBC1btkTdunWxZcsW3LhxA0ePHi1VG/81HZ4jR46gQoUKOHXqFDp06AA/Pz8sWLAA69ev551expraHRwcYGJiAlNTU/5laWkpesfjTZralUqlqDqjZ8+eyM7O5mdh5u7wfPfdd3/L1J6XlycYI6TbYbGwsICLi4uBqV03ki1dihQpUt5NNOoiUqt0L219/bvxupPGGpNz587BwcFBMPddo0aN4ODggLNnzzLrnjhxAi4uLqhatSoGDRqEZ8+e8esuX74MlUrFzzMHaKeK8ff3L3a7+nnvxvAUF29vbzx79gxyuRwWFhYIDg7mZaS3bt0CADg6OmLhwoV4+PAh5s6diz59+gDQDrzlEHYupTG1X7lypdj2ubi4oEqVKjy1lZqaSjW164YztR87dgyVK1dGQkICfH19mXXEEPsKFSpg165dogO+i0uZMmUEg7x1kfiCggI8e/bMwNSuGxqWLoM1ZAJUmiayLCqj4cksRJqFQnvoyUM9SiQPpW9PXz7JIc36OL2wTF/qWbw8lLU9quSScV7pAtN3Jw9li0Xlepi7/PV/WVg6TR7KOg/mBr/2ZMXJQ8VkkRTMnVs2cfcyaAFXpi+g5ctgiH5zy0x5KGz0tqe9xlnYN2saBRqWri8B1S1jSTj10W9umSU3pck+basa1uHKmPJQCubOOq+0Ov80lv53o38HftasWYiMjDR6e0+ePBH1LLq4uIgO/+DSpk0bhISEwMvLC0lJSZgxYwaaN2+Oy5cvw8LCAk+ePIG5ubmBVsnV1ZW5XbF8cB0eAPjtt9/QqFEjKBQKhISEIDOzaDp1ztRuaWkJU1NTyGQyfrK94kztERER6Ny5M1q3bo1GjRohISEB9vb2aNiwIVQqVYlM7W3btuUnSszKysLSpUsxbdq0Yo9J39ReEqrLyckJKpXqvTe1m5lUh5mJIa7NwrFpeDINGQbYWPqUPuJixZnD6Zg9a3s0+WT1cnTJJU3qyZKHsrZHEz+yEHOasJVVp7yN2NxK2hgnD6Wj+zRJKAtLp+2LdUy0KQIAoJ6rePvEZJFF2xPH3O1HRlLr0AS0AOBPQclp5QAgM6sjWs6SczYoT58rjIal0ySgAFvCSUPWWXJTGrLeIJZeh4Ws0/bFQu1pdf5pLP3vTjz44MED2NsXXevic6hpYZevvvqKuc2LFy8CEP8RTghhzn/Xs2dP/v/9/f1Rv359eHl54eDBg+jatSu1XnHbFcsH2eHhYmdnh44dO+LUqVNo3rw58vLyYG1tjVq1auGzzz6Dm5sbBg8ejFWrVkEul+Ojjz4CIQRhYWHYtWsXAO0syF27dsXvv/+OwsJCVKlSBf369UNaWhoqVaqEiRMnYtmyZUhJScHUqVMxefJkyOVyqqn96NGjIISgTJkykMlkmDBhAnr16oVZs2Zh+fLlUKlUsLGxwcKFCwEA6enpCA8PR2ZmJlJTU+Hi4gJ3d3f+UVPr1q2xY8cO2NnZITY2FnFxcXB3d+fJqUGDBjFN7fb29ihTpgwaNWqE77//Hg4ODpgxYwbmzZuHmJgY2NnZ4fHjx3B3d8fLly95nQeglaNGR0ejf//+kMvlGDNmjFGfU67qPkxVRV9YJZFmPsnJN8Cd3WwskJQpLg+t5GAFRcFzUYzcztwZC7dfw8P0ImKnopMNJvWsg7nfX8KDZ0LU2MPFFtP61Ue6UikQYwLaifWcrKxANDchRMmtIZP7M7F5Q1nka4mqgXgS4OSTd16KY+l+ZW2oglWWlNIYgelzZZ7oeXC2sqRi6Sykny0WzTJAzMtY2jO3R8PS9RF87fFqMfyCwiTRdeamlQyEmpxM0xD7Bjj0O1v1FBodd5hcZgZbM1fkxsyB5qlwLJ7c1RPWA6YzsfSUiUK02qKSD7wWs8WYRHUFIDrtk9lAZlYPjyZPQEGysI65tw8qLFiCs49eicpDAyuUMcC7ObSbhbkbIwJlCUfPhQkReLtqPgjYwkbPr+nJPgHtZIF1vjM8f9y5SxwjRPAB7R2tKivodYjyD0MsPefdYelEQ0CM6PBwdezt7QUdHlpGjhyJXr16Md/j7e2N69ev4+nTpwbrnj9/DldX1xK3r3z58vDy8kJiYiIA7Yz/BQUFePXqleAuz7NnzxAYSJ8bSywfdIeHI7JmzpyJyZMnw9vbG9u2bUOjRo34OzGLFy+Gra0t5s+fjyVLluDTTz/lJZzJycl8h2fz5s0oLCxEz549ERAQgOXLlyM9PR2VK1fG999/j7Zt22L58uWIiYnBrVu3YGJSdCtYVy9x9OhRg8kAv/76a5w9exb37t2DqakpunTpgjVr1mDUqFEYOXIklixZgl9//RXbtm1Ds2bNkJmZieXLl+OTTz4RyD4BLTm1fv16rF+/HnPnzsWhQ4eQni6UX86YMYOfnyg2NhaDBg1CVFQUVq9ejZCQEDRu3BiLFi3CihUrEBoaiq+//hrLli3DF198gUWLFgm25e3tjSNHjiApKQmffPIJRo0aRb3LQ5OHapAPDYpu9ZZEmqnSEOSL/GPOU2tEsHRt1KQQaoqw8mF6Du6JYOkPnmXjr4figslCQqDSn6SLnwhTHCVnYfN0WaS4eBLQYuk5FCydJlhlSSmNEZhqz4PeZ/G6Ih1LpyP9LLEoDTFnb0+8Dh3B59bpd/C0oQs19bBvgH+EpCEqqEmBQQ3N01RoHiSK7oeFpecn3YdSBK1miTFBRNoHoCD5PvLu0uWh4gJaOt7NwtyNEYGyxJ2KePF1LPQ8J/E+siiyVNr5U967jxxKu6nn/J/G0jUaaIyYRLC0dZycnEo0u39AQAAyMzNx4cIFfpLdP/74A5mZmaXqmLx48QIPHjzgn1p8/PHHMDMzw5EjR9CjRw8AWg3UzZs3Db6vissHOWiZRmSx0qxZMwMJZ2FhIeRyOcLCwmBjYwMHBweMGzeOF2geOnQIH3/8MTp16gQzMzNMmDABCoWiRGN5dPNPklMAULNmTXTp0gVmZmbo1KkTbGxs0KNHD17Sqrt9/UyePBk2Njbw9/dHzZo1cfPmTep7JUpLihQpUt5N3jdKy8/PD61bt8agQYNw/vx5nD9/HoMGDUL79u0Fom1fX1/s2bMHgNacMHHiRJw7dw7Jyck4ceIEOnToACcnJ348qYODAwYMGIAJEybg2LFjuHr1KsLCwlCzZk1RUpqVD7LDc+TIEWRkZCA3NxcdOnRAmzZtiq2jS2NxEs709HQUFhZi7Nix8PLygr29Pbp3785TXPrElVwuh4eHh4C6Kkn+DjlVUFCATZs2wdbWFkOHDkVSUhJvai8JOVXc9nVlosXV1afK9CNRWlKkSJHybqLRGENovd15eOLi4lCzZk0EBwcjODgYtWrVwubNmwXviY+P58fdmpiY4MaNG+jUqROqVq2Kfv36oWrVqjh37hzs7IqGQSxbtgydO3dGjx490LhxY1hbW+PAgQOCJy0lyQfZ4eFiYWGB8PBwXL582eCxjn5oEs64uDicPn0a586dQ1ZWFnbu3MkPbHZ3dxfMhUMIwYMHD+Du7o4aNWrwA7UiIiKwYIHWmbN8+XIUFgpvEVeoUAGnT59GRkYGMjIykJmZidu029J6cXBwQLdu3ZCdnY21a9fCx8cH2dnZiI+PLxE5ZWy4R4KliYWFBf9cuKTPh6VIkSJFyr8jZcuWxZYtW3jUfcuWLQazLBNC+O8XKysr/PLLL7z0OyUlBbGxsQZPBywtLbFy5Uq8ePECubm5OHDggFFPED7oMTwckeXi4oJy5eiyQoAu4VQoFLCwsICjoyPS09MFyopp06bh4cOHsLS0hLW1Nby8vGBtbY26devyCLx+rK2todFo3gk5NWnSJCiVSqPIqXcZOSwg18GhS2IJp+HOxtrSKzoJ6R9u2cPFUM7JlWlN4ML9mfJUgD5Krl1mYfN0U7kYmaQtY2HpNKN8aXDsknwW+kZ0vgwsLJ3+WbDXiSPmxtTRR/B1y1jr9A3iRcv62PfrMmgHKeuGW5a7eupX4MtYWLo+Wl0SEzhketfR62Vzb8M6XBnLlk5rA9NuboT5nGUq10fguWUWeq5vN9ct0z9/3LI+gq9bRqvzT2PpxMjHU8YMdP635IPs8DRv3hxyuRwmJiaoUaMG9u7dWyyeRpNw9u3bFwcPHoSLiws8PDwwcOBAfnS4iYkJVq5cifXr1yM5ORkpKSno3r07bysXi7m5OWrXrs0kp7y8vDBp0iSjjv2zzz7D8ePHMXLkSPj4+DDb8r7E2swH1malw9LdKCh0JQc6lm5n7kxdN6lnHdHyaf3qU+s4MbxhMrm/aDkLm6fZsWmmbQDwK0vH0mlGeZaF2xhju7MV3ZZOw9JZSD/bpC5+V5C1PRqWTkPwAcDctBJ1Hc0gTsO+AcDWTJxCsR4wnVqHhaV7UYzfLBO4zEx86oUKC+h1AivQzysN72Zh7saYz1mG9YAtpbel16HYzQH6+auyovR1ZFYNDcvUHw6W/l/M+/9tqReaXFR/na7lnDWZkr29vYGzasKECfz/169fHyNHjgQArF69GkeOHAEAARGmn+rVq/OzPvfr1w9btmzBjBkzMG3aNHTv3h2///47Ro8ejX379iE6OpqfRvvEiRPYvn07kpKSEBQUhOjoaIwdO1awbRMTE8TGxiI2NhZVq1aFSqUSyENdXV0RFRWF2NhYXh76008/8efh3r17cHR05OWhcXFx8PT0hL29PQIDA/mxRbGxsWjZsiUmTZrEI/BbtmxB1apVqeeSlkLNdRRqdO+kaHFnFjasb+jm7NwsTJuFLhuDpesb27l2VLSzBCm4IjRny2whM6+H+xni2LyPoxXdls7A0vXRc+54q5SxQbwIll6tjA0TMadh6SpNomgdM3kVPFcWULB0c+r0AaXByLXrtCj5m7SlG55vgDvnLCxd3yDO2cMNsG+AR78Nz5/23GV+M0vUlu4w+ivm9AH66DeHfbOQcJJ9FtCdB0ZuD5ltoAHiDhRh7voIPlCE4dOwdJbd3BjzuT56DhTh5zTD+qOpE8VR+3mLmduj4f4sLJ1W55+2pf9dLP2/mA+uw/NPhUPgg4KCin3vzp07ceDAAezcuZNH4DkqSx+Bj4qK4hH4zp07CxD4Tp06GSDwuvn111/h6+srGEjMIfCXL182QOABrTz0119/xdatW9GsWTM0adIEMTEx2LRpU7EIfGhoKD9uSSw0LF2LcItMSMXAhmmGbhamzUKXjcHSacZ2beOzRRHgPDUNFQfotnQ2lk7bnvZc0LD0klnCS4qlG6DnOli62PQBxmDk2n29SVu64fXFnXMWlk41iFOwb23Ezx/Lls6aPoCGfrOQcGiyAPUrg2Ia4g6wEHwGls6ymxthPqeh5wAdWS9Ivo98GmrP2B7tXDCxdNr5+8exdOkOT2nzQQ9afhcRQ+AfP36M1NRUNG/eHLa2toiLi8OsWbN49O5dI/Dnzp3jBaKTJk3CmTNn4O3tjR49ekjyUClSpEiRIgX/4g5PUFAQP2Pw34kYAu/u7g5PT0/89ttvyM7ORmhoKL766iveCPu2EPiIiAgcPnzYoI0BAQG8QNTS0hJmZmYwNTXFhQsXJHmoFClSpPwLY5w4VPv6r+atPdISk3xGR0d/sKgyh8AvXLiQicBnZGQgNjYWGzZsAEBH4N3d3fHLL79gyJAhALQIPDc+CBAi8LR8KPJQLcGkO8BWXGSpW0aTh7KopTdNabGkmZw0sqjh2mUWRUaXh/7XKK13JQ/VP9/aMoB97ekLNfllfQpKUCZO4LHkoaxzTpNmsigoyPX+tr5eZhFNRlFaLNmnESJQloyUJhxlkmeM7dGOiUlpUer805TWu5pp+d+UtzqGR1/yuWDBAsybN6/E9VUqFczM3g/7bGkQeEJIqRH4Nm3aYNSoUThw4ADatGmDFStWwNbWFnXr1qXu50ORh5rKa8FU/48x2BQNTVjJopZYJI8xlBZNYAoAMnNxIsbHkU5pUeWhDEqLRmIBQDXKOhZxRaO0zORVqHWcrcRJLIBO0xlDVQFvVh5KO98Am9KiCTVpFBRAP38Oo+nSRRZNRyOhWISUzFZ8+n4a8QXQiTSATkKxZJ/GiEBpJBZAJ7gqzFssWl7c9mjngkVp0ep86PLQ/2LeyaBlTvLJ3cGYPXs2vvvuO7x69Qo1atRAdHQ0f0fC29sbw4cPR0xMDDQaDRITE7F9+3bMnj0bKSkp8Pb2xs6dO1GtWjWkpqZi2LBhOH/+PFxcXLBs2TK0bt3aYP9KpRLjx4/Hnj17YG5ujiFDhmDq1KmQyWSIjIzE/fv3oVQqcfjwYdSoUQPbt2+Hl5f2V1jTpk2hVqtBCIGDgwM2btzIROC5WSVbt24NtVqNxo0bY9u2bZg1axY2bNiAZ8+ewdHRER999BEGDhyIixcvIjw8HAqFAgUFBejTpw9kMhksLCyQm5uL9u3bf/DyUEIugxDdOyLWkMlqQEPuQIxSkcv8qJTWo2xxcqqCraWBwBEokjh+/eOfBpTW/3rUZlJaLBmpUvUIGh3aSQ5zWJlVYFJahserPVZDEenrcyT3x5WnWQaDtG3MTFDP1R63XxhSWtXLFScPFW83Wx5Kp7T013HlLBKrNOtKUkefCONoMBYFmFeYDIJ8vXUWsDT1Njjn3PkmeZeFZB6gpfMsPzYQzXKS2fydX4OkPxRWcaoIi+7/Y8ppjZFcEnILBkJbWQ08jZoMVWqSoI6ZZyW4zlzApLT098XtJ360eBuqfcOWel6ImIDshKJ1tlV90CCWXUefxuJILJZw9PmcyVA9SBYer4c3nKcvMEqISqW09Kk4ACTr3VFaGmJkh4dIHZ63Gn3CqXr16rh06RLKlCmDqKgo9O3bF9euXePfv3fvXpw+fRr29vY4c+YMRo4cib179yIgIAAJCQmwt7eHRqNBhw4dMHjwYOzbtw8XL15Ehw4dcPPmTYPHLlFRUUhISMCdO3eQlZWFVq1awcvLC2FhYQCA3bt34+eff8YPP/yAL774AlFRUYiJiUFycjK2bt2Kdu3awcLCAsOHD8f333+PLl26UBH4y5cvU+WhV69e5cmprl27YtSoUVAoFLw8lCOnMjMzERMT86+Rh9LoHxYZRKO0aOUAXeAIvKa00kpHabFkpBo92okLm9KiHa+4iBQAclRqZBWI00nKQo0AnxbuR5z+obXbWErLYN3rchaJZcw6dh1xIowtD82nUlrUc06yAVJC0ezrCStJ+kOQtHslq6NTzxjJpfY6MvzcValJKEi4I1qDRWnR9qW8dx85N+lEE03qmZ1wH5nXSicCpdFYLOGo6kEyChLvlqp9LPqNTmmJUHHqd0dpSSl93uqgZZrks1u3bnB2doapqSmmTp2K69evC9DqcePGwcXFBZaWloiNjcWwYcPQuHFjyOVy+Pr6onz58rhw4QJUKhVGjBgBU1NTBAQEICgoyGBOHQDYvn07IiMjUaZMGXh5eWHChAn44Ycf+PXBwcFo2rQpTE1N0atXL/z555/8uj59+sDBwQGWlpaYNGkST1WVJpI8VIoUKVKkvMm8b/LQDyFvtcNDk3yuX78eNWrUgIODA9zc3EAI4WklQEg5PXz4ED4iA/VSU1ORmJjICzkdHR1x+PBhPHnyxOC9+gSUl5eXgH5iCTLnzp2LypUrw97eHg0aNBC0s6SR5KFSpEiRIuVNhqiJ0a//at4Jlq4r+bx06RLGjx+PzZs3IyMjA2lpaZDL5bywExDSRx4eHkhKSjLYZoUKFWBqasp3qjp37ozp06djypQpiIyMREJC0WRf+hLQ1NRUJv3E5eTJk4iOjsbPP/+MzMxMXLhwodg6NHJKkodKkSJFipQ3FaIx7i4P+e9CWu9mDI8u4WRhYQGZTIZy5cpBpVJh1qxZgs6Ofvbv34+nT59i0aJFsLKyQkBAAJYtW4aGDRuicuXKuHr1KmrXrg21Wo2kpCRBx4ZLSEgIoqKisGPHDmRlZWHp0qWYNm1ase1WKBQwNTVFuXLlkJOTgzlz5hi8Jzk5WTBm50Mhp95tbAAIBy1rQ8dyaVg6CxXXFzjqlhmDpbPQajmE5BK3zMbSafJQfRFpUZmNmSE2zJUZg6XT2m0slq6/jitnoeelWVeyOqZ65dpltjzUkC7jyvTPOb+sPxWBTpm+aJY7DzKnioZVXpex5LTGSC5pQlszT0MijStjYen6++KWS4Nw65bZVhWu45ZZdfTxc26ZJRw18/A2WMeVGSNEpWPpIj/oTOhE45uORGmVPm+1wyMm+axZsyYGDx6MWrVqwcbGBjNmzIC5Of0isbS0RGRkJLZt24aHDx/i1KlTWLJkCaKjo/HTTz9hzJgxmDZtGhQKBTw9PTFlyhSDbcyaNQvjxo1DtWrVYG5ujkGDBiE0NLTY9rdu3RoBAQHw8vKCk5MTvvzyS8HEfGKxsbHBpEmT3ok81NfXF3FxcUZt511GJvsYMpnhHwe5zI9ah4alV7Clo+I0gSMA/K+HOPrNwtJZMlIrswqi5SwsnXa8NBEpANRzpd8lq17OGHmoeLvZ8lD6v0/aOhZ6bsw6Vh0aAs+a9sDS1Ju6jnbOZZYfU+vQRLMW3f9X6jqAcZJLmayGaLnrzAXUOiwsnbavat/Q28CSejaILb0IlIafs4SjztPpx2uMEJWKpYtMAyDDu8PSpZQ+b63Dw5J8Ll68WDAHzbBhw5j1Pv/8c8yaNQuAUODZrFkzXuAZEREhuNvx2WefYcuWLRg8eDAaNmyILVu2IDo6GhqNBt27d4ebmxsKCwvRokULREdHC/ZnZWUFR0dH1KlTB9HR0YJOhW5bAe2A5/z8fIHAc/bs2TAzM0NsbCzq1auH0NBQLFy4EDNmzOAFnjt37sTQoUN5gWePHj1w+PBhBAYGYseOHQC0hNXBgwfh7u4OOzs7ODs7o0KFCrw8VCyxsbHYunUrvLy8sG3bNlSrVg379u3DiBEjsGXLFvj6+mLPnj0AtBNQbdq0Cffv30fZsmXRokULfmzTiRMn4O7uzndGd+zYgbS0NHTq1In6udJC8s+A5Ot8Ob8WbbLQYBqWfu2ZQhTTruNiKJEEitDlJbuu49GLIoKiQjlrTOhWCwu2XcXD58IxTBWdbTC5V1389SpXFDGvXMbaUBwot4PMOoAp+6SJO1lYelKmOOZeycGKKg9liUCp8lAGwv00t0AgCAW0Ewy6WptTPyfWZ8ESgdLw7hd5uQKpqHadHOUsrenyUMZ5YMlD9a8x7voiqmsQl7zWocpkXy2ejsKHycJ2V/RGmYlzROWT3HVEw6dZCDd59Rug1qHITBwgK9McDyZPQIFeHfNKPvBYsASXnmQZkH62Ziao72aPx9MmoiC5aDiBuXcluM9dzJSR6uP0QBFSTzumawMnICdRWMemig/qfGcoFuUkoCz0nIWsG3NMadMnoiBFp45XJZSfs/g9kIdqQIyYRNCYOv+WfFDy0P+6wDMkJAQnTpwo9tiPHz+OH3/8sVgMnXUugoKC0K1bN4wcORIrVqzAqFGjsGfPHlgxfpVSsXSiAETEjyw0mIafszBtFrr86EUu7j8xRL8fPs/BXyJSUaAYxFxMHAi27JMu7qRj6XlqjUEHSndfb0oeykK4VRoRLP11aJ8TWxBKF4HS8G6tVFQf4S5uX6zzQJeH0q8xEXkobyMVl8kWPkyG6n686H5o1xBAx6dZCDfUmUChIVRRwELFaaJUAAXJSciPF28DTUZKw+lZbc9JvI+s66UTgbLQcxaybswxFaQkIT9eBOv/h+Whxg5AlgYtv+eh4e2svE2B5+PHj3lZZ40aNfg7PJw89G1h6O3bt0d2drYBhq4rDx06dCg0Gg3Cw8PRrl07JobOOhcAsGDBAly8eBFBQUEIDw9HQIDhzKK6kbB0KVKkSHk3IRpi9Ou/mg+iw0PD21l5WwJPQEt9cbLOW7duwcLCgiengL+Hoetj4rqdhkGDBsHT09MAQ9eVh65duxatWrVCdnY2fv31V+b2WecC0GLovXr1wp07dzB69Ohiz7mEpUuRIkXKuwnRGIml/4c7PB/UI62SCjwBofhSTODZu3dv5OXloU2bNujXrx98fX0xdepUHDlyBDKZDGlpaXB1dX3nAk/WcbxpDF1MZtqhQwdcvHgRn3zyCRITE7FmzRqEhIRgwoQJ+PHHH5nbo8pDZXZC8eJrsoVFytAoLRa1xCJ5KpQTEizcckVnw4G/XBmTuNIXB75eZsk+6eJOOqXFasOblIeyiCZ9QahuGe1zYgtC6SJQGu2kLxXly0T2VbTMOg/046VSWrCBoY309fVDkcmaVvQ22A9fJiqf1JbRyCAW0QQTPQfY62VzkTpcmb4oVbfM3FtId3HLrDbo02W6ZbRjsqliWIcr0xeBcsssEotFcBlzTOZeenW45X9YHiql9PlgOjynTp3CxIkT8eeff0Imk6F79+4oLBR/9sy9nyXwnDlzJnJzc9G7d2++DifwBLR3P5YuXWqUwDM9PR3Dhw/Hzp0732sMXUxm6u7ujk8++QQajQb9+vXDtGnTMHToUNSuXRs//vgjevToUer9yCwaQ2ZhSL6wSBkapVXHpfQSSQCY0E288zm5F/2zrVxGrCOijZg4EGDLPmniThalVcmBPmaKJg9liUCp8lAG0eRqTae0aJ8T67NgiUBp5FI5S/pnQZWHMs4DSx5Ku8ZkZnWodWgy2TITDaey4OtQriGAThOxiCZZmeai5R4L6HXqu9EpQPe54oQUS0ZKo8sAetvrfMeQm1JEoCwSi0VwGXNM5eeI1/mn5aHGPp6S7vC852nevDmUSiWsra3x8ccfY/bs2cjKymI+ZunWrRuWL1+OLl26oEGDBjxO3rdvXxw8eBAuLi7w8PDAwIEDcePGDQCAs7Mz9uzZgxYtWqB69eqoU6cO9uzZA1NT+mkSw9Dt7e1RvXr19x5DFzsXiYmJALQknYmJCcaMGQO5XI6NGzeia9euCAoKEjySK0mUhfdgVlj0C1hLYnky6aTkLKVgMKyFiQze9lZ4oMgzGCRrYSKDhx1bHjot8iiSUzL4cm8vR8yNbInps48hOTVDUMfb0xFzZrTAc2UeRZppaUD5cITPzefZBoOWrU3l8He2NSChOAqKRf/cShffXg0nWwPChqNrWJJLlfovQEAnWcLMpDJT5PpQIS5srWhnaXCOuPNjrDyUJiNliVyzCl4YyEPtzcsxr69c1WOBRBXQzklkbeZuIIDl5K8sqopGv6UvnCZKaTlNmou8wlQKpehpIOjk5Jx3RoqLO/1WLaGSYpf6C6WdgHYOnPobl+Bk8guDQcsOFqZo5l0OiWMnIE9nX5Yf+aDK8iW4N05ctPnRsiX4c7A4cVV73RLq9lhkF03cyaLV9EksoIjG0ie4OHrrCoUUq/fdEtwaPgG5fxWts67sgxqrl4Ao/zCktBiz1r/xqDXalzH1/qN57zs8ycnJuHjxIrp06SJ4vAMAXbp0gVqtxqxZs3D8+HEcPnwYz58/x8KFC6FSqeDq6oqbN2/y5vOjR49i7NixuHnzJiIjI/HkyRNMmDABH3/8MYYOHQpA27kCtHi5m5sbXr58iT59+uDo0aOwtbXFrFmz0K9fP0E75s2bh3nz5gEABg4ciAcPHmDLli2Qy+WIiYlBz549sXPnTtSoUQNpaWlo0qQJnj17BhcXFzRq1AixsbGYMWMGVq5cCVdXV+zZswdz5szB/PnzIZPJ8McffyA2Npaf5HDRokWYPXs2bG1tsWLFCnTs2JFvS0REhGCWZA7ZX7NmDWbNmgULCwts3rwZMTExmD59OszMzHDw4EH+7tPKlStx/vx5fPnllzh06BDmzJmD/fv3IyEhAe3atYOjo2OpP0MN8qDRudRKQiflq4kenSTny/UxbW4dSx6anJKBuwmGj0GTUzMQnyiuC9ESQ+LSTBrlk1uogUJU6Mkioej0Ty5VEMogbBiSS+i1oegJDVvkmkchOwzO0d+Uh9JlpHSRq1YeKraOfn1pUAANEXY2uJNBpfMYVBWNfit8mAzVPXGaiCDfQOTK1aMJOlniThoplp1wH5l/itfJzC/ES6X4ec27dx+5IvLQvPvi5YCWuFJQiCva9ooju8ToKbZwVJzEAugEV07ifWRRzlHuX/eRfUNMHvoPU1rSHZ5S54MYtFy1alXk5uZi8ODBOHz4sI6FG1i6dCmPgN+9exdXrlzBmjVrYGVlhfbt2/Nz2gDAjz/+iJ49e5Zq3+Hh4fDw8MCDBw9w6NAhTJkyRSAX1c93330HT09P/Pbbb8jOzkbPnj1x4cIFjB8/Htu3b8fTp0/h6+srmM/nr7/+grOzM9LT0xEcHIy2bdvCysoK33zzDZydnTF9+nT+vQUFBbh16xYePHiANWvWGAyIFktBQQGSk5Px6NEjjBkzBmFhYbx09Msvv8TYsWOpdXfs2IHdu3cjNTUV169fx/bt26nvzc/PR1ZWluAlRYoUKVLefCSXVunzQXR4HBwccOrUKSiVSkRERMDZ2RlhYWFQKBRMBLxnz578QNvCwkLs2bOnVB2eJ0+e4PTp0xg5ciTKlSuH+vXrIz09HZ988okAQy8uGzZswMiRI+Hv7w8zMzPMnDkT+/fv58cgOTo6YtSoUTA1NUXXrl3x4sULjBs3DiYmJnB1dRVg6oQQtGvXDk5OTujevTuUSiU8PDxga2uL4OBg0f0TQjBt2jSYmZmhW7duePToESZPngxzc3N069YNt27dgoYyGRVHhjk6OqJdu3bMzp6EpUuRIkWKlPc17/0jLS7+/v7YvHkzAODy5csICQnB3LlzeQSco6UIIahQQTt9fuvWrdGvXz8kJycjPj4eFStWRNWqVUu8z9TUVOTk5KBmzZr8OB6ZTIbQ0FCsXbu22Prc7M+pqanYvHkz/9gLAExNTREREQF7e3s4OTnx7beyskK5cuVw6tQpLFiwANu2bUPr1q35enK5HB06dOAnOuzfvz+qVauGyZMnU9vBST257QPgUXUrKyuoVCoUFBTA0tKQXNG3pYvZ6LlMmTIF48eP55ezsrKkTo8UKVKkvIVIj7RKnw+mw6Objz/+GF27dsXNmzeZCLiFhQU6deqEHTt24O7du8Xe3fH29sbLly/55QoVKsDBwQFKpRJeXl64e1f8Wbx+9FH1ChUqYP78+aKDrE+cOIHffvutRNsFtDqItLQ0uLu748SJE/jxxx/x7bfflrj+2wwNS5fDEnIdDLgIR6fj2BYmMujegNQuG5brrmPJQ729HAXl3LK3p7Bct4wlzdTHmrllaxEs3ZrH0sXrsHBn1vb0kWLbEkguAUu9XXFtKLnIVbfsTctD6duji1xp8lDW9SWHucE5pwlgqVMR6JTRcH8Wli6DhcEtdu7fhjHiThoary/t1C1zsDA8r1yZpd6+uGWWaJOFmNO2ZwzKzhaOGhJ4XJk+ss4ts9ptXVm4jl/+p7F0jUb7MqbefzQfRIfn7t27+Pnnn9GzZ0+4u7sjISEBBw4cQGhoKJo0acI0kffs2RPTpk1DamoqLl68WOy+3NzcoFBoBzpWqFABFSpUwOPHj6HRaFBYWIjr16/D0tIS1avTBY0uLi4CJ9gXX3yBvn37IigoCLVq1cLLly9x4sQJdO3atdTnQiaTYfbs2Vi+fDkuXboEpVKJtm3blno77zJWph/BytQQf2Xh2N724niyh51x8tC5kS1Fy+fMaEGt42xF3xcNa/Z3FulsvA4N/WbhzjWc6NujIcUsyaWZSWXRcpbItSLjnNPOkbHyUJqMlCVytTcvJ1rOur6szehza9EEsCyMnIb7O02aS61jaepJXUcTdPqtYmDpFDS+/kZ6nWbe4ucOAKosF6/30TL69mqvo6+jbY+FstNwcRaeT0PPATqyXo+BxtdYTZGHWjU0LFO/YyzdGLWEdIfn/Y6dnR3Onj2LRYsWISsrC+XKlUP37t0xefJkyOVypom8VatWCA8Ph4+PD3xEfknop3fv3oiKiuKXy5YtCxMTE9y8eRMuLi6wt7dHfn4+cnJyUKNGDURHR/N3l+7du4fw8HBcv34d/fv3h1qt5ttZr149NGvWDNnZ2VCr1ejRowf279/PyzkLCwsxfvx4fP/998jNzcW5c+dE22dubg4/Pz9UrFiRn3zRx8cHpqamyMjIgFKpxP/+9z/s3r0bcrlcYIWPiIiAmZn2F4itrS06duzIS1ldXFzQoUMH/r2RkZG4c+cOFi1axAtYa9cWN44XFw25Bg3R/eLW4s4sbFhfwskJOPVxdaAIWWehy5HLf0fKo6I/Rl4V7BE5tgmmzvhVgKsD2rs/82YHMyWXNAz5ytMsUblpPVd7A1kqJ0plIeHXnytEsfRaznY49zgDCh3nk525CQLcHZnn1VCoqZVpEnJbtA0yWfVisHRxjFwfFQeKcHHWeaXJSF/lZYmi7GUs7ZGZ/8oAS3ewKAOiugIQPfJMZgOZWT0oVY9EsXQrswoG0lheGJtzVhxLtwlEoSYe+ufVVF6NiaWzBKY3hxqi0P5rl+D60AnI1cOnrav4oNZaOpbOqqN/DQFF19HtEROg1GmDVWUfVP92iUG57rqzoeLizsA4Ot6dOEYcta+ywnAdV35/vDga77PUEGUHinB2ffycQ89ZwtHz4YYC00abl4heD0TxLuWh0iOt0uaD6PBUqFBBQFvpZ8aMGZgxY4boOjMzM4EugUtkZCT//0FBQbh79y68vb3RqlUrxMTEwNzcHE+ePEFKSgo2bNiA4cOH4+7du9i1axc+/fRTlClTBlFRUejbty+uXbsGAOjTpw+Cg4Nx4sQJHDp0CCEhIXxnyM/PD/v378fPP/+MFi1aoKCgAEOGDIGPjw/WrVuH1atX49SpU0hISIBarebH7dSpU8dg3Mzo0aMxevRonDhxAkOHDhU8aps4cSKysrKQkJCArKwstGrVSnDuDh06hDt37sDZ2Zk3ud+6dQvu7u6oX78+VqxYgUaNGuHw4cPIyMjA5s2b8emnn2L48OFITk4WOMH0Q5WHIhciz2zAwoZpEk5DXB3gnoGw0OWUR1lISHppUJ6ckoG78eKzdrMklzQMmSU3pctS6Uh4bqHG4AuJi6JAjQxR8SP9vNL3pQSQLVJePJZOw8jFUXH2eTVGRqrdlxieL4L7v45G7/PTDRNLV78SrUM7r2wsnS4wzf3rPhQiKHQuA/umYemsOvRrCFD+dR/ZYmg8pRxgiztpeLfy3n3kUDB32ro8I1B2gI6fs9qtiL+PjGsULF3/elC/Y3moXJKHliYfRIfnXYYTbO7YsQNKpRIhISGQ60x1361bN/7/p06dijlz5iA7OxsvXrzAzZs3cfr0aZibm6Nz585o2FB4y7N58+Zo2VL7aEV/rMuOHTswceJEuLpqH8uMHj0aixfTb82KhRCCjRs3Ijk5mZeJDhs2DDt37uTv3vTs2RO+vr4AtB09W1tb/vFcixYtcP36dXTq1AlAkYAVAKKiolCpUiUUFhZSJ2KcP38+vvrqq1K1WYoUKVKkSHkX+SCw9Hed0NBQbN26FVu3bhU8EgKA9evXo0aNGjAxMYGVlRUIIXB1dYWfnx+USqVgckR9QklXaKqftLQ0wftLSzc5OjrC1tYWSqUSrq6ukMlkkMlkmDJlCp49e8a/rzTiUpqAlRZJHipFihQp7yaSLb30+c91eCIiIrBgAd3DsnDhQpw7dw6PHj1CdnY26tSpw6/btm0bhgwZgs2bN6OwsBC5ubmQy+W4desW7ty5AysrK0EnQf8LX0w0yqV8+fKC94t1Fry9vZGXp6Mm0NleRkYGFAoFLC0tkZGRAUIICCFQKBT4+eefqfvVzaNHjxAbG8sv0wSstHD4u+5LihQpUqS8hahJkV6iVK//bofnvX+kxaHiT58+5eeQycrKgqura6lQ8ZJm0qRJaNSoEVq2bCl4lAUASqUSMpkM5cqVg0qlwqxZs0BeD9j08vJC9erVMXjwYJw7dw5ff/01Lly4gPbt25dov927d8fSpUsRHBwMtVqNVatWFVvHxcUFz549g1KphJWVFeRyOfr164eJEyfi66+/hr29PeLj46FQKNCgQYNit1ehQgWBloImYC19rMFbpQEUIdB0bJhmAmdh6Sx02auCsPPFLevj6rplLKs3DUNm2dz17fBFy3QknIWl25kL91W0TD+vhvuyopQXlRmHpdM/C9Z5Nca+TsXSZSJy1ddlchjSYH8HS6edVzaWTje201BoaxF8mi+jYOmsOvrXkG6ZlV4buGX9ct0ylqmcdkws1J6G57PQeBayro+fc8usdtOM7aLXgwldtPum8z4OWn716hVGjx6N/fv3AwA6duyIlStXMpVEtBsBixYtwv/+9z8A2uEXJ0+eFKzv2bMntm3bVqr2vfcdHkCLiu/fv5+fR2f37t1vfUI7sXl9KlWqBAcHB9SqVQs2NjaYMWMGT1kBwNatW9G5c2ckJiYiNjYWXbp0KfH+hgwZgjt37sDX1xfOzs7o37+/4G6LWPz8/NC+fXtUrFgRMpkM6enpWLp0KaZOnYqaNWtCoVCgSpUqmDOHbmxmhSZgLW3ksjqQy0qHpdOs4zRcHWCjy5Fjm4iWz5stPjs1wLZ60zDkeq70u1o0OzwLCa/lTG9DgLujaDnrvNIM4jIZfZoFNpYu/geehooD7PNKs6+XsaSfVweLMqLlMjNxTBsArMwqUNdVLiNuZpfZBFLrmMrFZ11nYeksY7v/WnEUuhalHKBj6aw6tGsIAKp/K16PVg4AgXGlx7urrGCg7JR1PktLj7IDdPycZVhvtJmCpYtcDzLKIPm3kfdx0HKfPn3w8OFDHD58GAAwePBghIeH48CBA9Q6aWlpguWff/4ZAwYMEIyXBbSz/usS1NwNkNJERgh5r+9veXt7o1+/frh69Srfa2zVqhUaN26Mbdu24e7du5g9eza+++47vHr1ioqK37hxA61atYKpqSnq1auHyZMnIzIyEomJicjJycHRo0fx008/ITY2Fr6+vpg8eTKPisfFxcHJyQkRERH4/vvvqXeV1Go1bG1tkZ+fD2trayoqPmrUKB6dj4iIgKOjI65evYrLly+jY8eOWLp0KcLCwnDx4kW0b98emzZtgomJCd/ezMxMnDp1Cg0bNsSWLVv4gc5iiYyMxL1796BQKHD06FEEBAQgLi4OI0eOxOHDhxEYGIgdO3bAzs5OQH2NHTsWK1euxNq1azFz5kwQQvD1118jPDy8xJ9dVlYWHBwc8CrjJOztRbB0BgpNQ4NZiDQLhY5afQ6paUXkkmd5O8wcHoDp844j5YFQtOnl4YA5Uz8rBksXYs0c0vznc4Uoll7b2e6NY+k0WzprezRbuiGurq1jJq9igIoDRbg4zZbOxtLpiPmTnHyBjNRMLoObjQXTsE7H0v+EuIW+tnFYuogdG3I7yKwaGpjPOet5dnQUNGmpwirlPWE7ZCbT2K5vJOds5PrGcaDIOm54vNpjZdW5kJZpIKe1NTNBg/IO1Daw7OYs6/ibtKWz0PO06RNRkKJnS/eqhPJzFlPReH30HCjCz2mGdbHrISsrB47unZGZmfnWHulzf1frf74Gpmal/9IvVClx6Zdhb7yNd+7cQfXq1XH+/Hke2Dl//jwCAgJw9+7dEquYOnfuDIVCgWPHjvFlQUFBqFOnDpYvX/632vhB3OHhUPGXL1+ioKAAiYmJmDJlCn87q3r16rh06VKJUfF69Yp+Ce3evRsHDhzAnj17UFBQILirsm7dOpw6dQq3b98WoOK0mJiY4Oeffy4RKl69enWenNqxYweOHTvGo+JcJ4dDxX/66SeenNq5cycOHDiAnTt3Yvjw4RgxYgQTFQeAvXv34tdff8XWrVvRrFkzNGnSBDExMdi0aRNatmyJDRs2YMyYMQb1NBoN4uPjkZKSghMnTqB79+7o1q0brK3FfwGXHkuno9A0NJiFSLNQ6NQ0BRJSDJHilAeZiP+LZkun49M0rDlHpaZi5G8aS6fa0hnbM9aWLoaKAyxbOv2zYCHmKg1Bvsgtd6OwdOSAaUs3Bkun2tLzRacp0KSlQp2aQG8DzdhOMZLTjOPaiB8vqw79GqK3gWU3Z1nH37QtnYaeF6QkIT/+jug6GhpPRc/BQNY/cFu6vtyZNlN+SXPu3Dk4ODgI6ORGjRrBwcEBZ8+eLVGH5+nTpzh48CC+//57g3VxcXH8D/w2bdpg1qxZsLOj3y0WywfR4fkvo+L+/v7o0aMHzMzMUFBQAI1Gg65duyIwMBAbNmwoFhUHtB3GgADtLLFt27bFpUuX0LRpUwBAu3btBHJS/cycORPm5uYIDg6GpaUl7t+/D39/8UcmEpYuRYoUKe8oRs60jNcdHv1hIbNmzRLMT1faPHnyREABc3FxcWE6GHXz/fffw87OzsBCEBoaikqVKsHNzQ03b97ElClT8Oeff+LIkSOlauMH0eEBtAc8efJkKJVKrFu3DhkZGfy69evXY/ny5Xj48CFkMhkIIXjx4gXS0tLg4uIiGGfzLlFxAHj+/DmUSqVAWqrRaNC4cWN+mYWKe3t7Y9y4cViwYAEiIyORmpqKDRs2ANB2pjhU3M3NjdqG0qDoXMaOHYu1a9cKbnlaW1vz0lKxSPJQKVKkSHlH+ZsurQcPHgj+vtPu7kRGRhb7Q5bTNokNQCaEMAll3WzYsAGhoaEGIutBgwbx/+/v748qVaqgfv36uHLliuCJTXH5YDo8AQEBePToEVJTUwVodnJyMsaPH4+TJ0+ibt26yMvLg62tLQghKF++PJ49e4aCggK+0/PgwQOBIiEtLQ2+vr6i43KKQ8VjY2Oxbds2foAWYPiBOzk5wdLSEikpKXBwcCj1cf/++++4efMmfvvtN7Rt25aKiicnJ8PX15c/N97e3qUewa6biRMnQq0Wf5RCC/2WKI3SopNBNFKGRQyxyCDP8sJbn9yyl4fhZ8KVsWgifcpH/g9QWlR5KGN7704eypJ90okrM719mf0dSgtiA9/fDqWlLwLlPlt5eUNfFlfGFJjqUUjcsr6AU1imf7w2xdbRv4Z0y2htYMk+3wt5qJeIPPR1GY0U0yexdMtowtF/Wh5K1AREZvyg5ZJOHTJy5Ej06tWL+R5vb29cv34dT58+NVj3/Plz5jhTLqdPn0Z8fDy2b99e7Hvr1asHMzMzJCYm/js7PIB2vI3+OJrs7OxiUfF58+Zh2rRp+Pnnn99rVFwmkwkGBaempuLGjRsYNmwYli9fjsjIyDeIimtH0G/btg1KpRI1a9ZEnz59jNpOcaFSWgwyiEbKsIghFhk0c7i4+HHO1M+oddiUljjlU5tBVb1pSosmD2VtjyYPpdFbAJ2cAujyUDalRf8j60bZF0s4Sqe06O43oygtEVkkF5oI1HbITGodlsCUJuikCTgB+vGy6jQoT/8RRmsDS/bJknC+SXkoi8QqP4c+7IBGitFILIBOcP3T8tB3FScnJ+b8a1wCAgKQmZmJCxcu8N9tf/zxBzIzMxEYSCccucTExODjjz8ukbPx1q1bUKlUKF++fPEHoJMPqsNTq1YtweMpQHt7a/DgwUxUvG/fvliyZAlatWr1XqLitDspqampsLGxEdzee1OoOACMHz8eVatWxaVLlzBhwgR89tlncHen/xE2NiTrCIjur0+5PWS2gbifoRTQMID217SPoxUeZecZSCQr2Foy6yRliq+r5GBFlZGytpdKEZV62ltRpZlPcwuEg3ihvUvham2OB4o8wfYsTGTwsLNkUlDGiDtZdNmLvFwUEo1OuRzlLK0NKCOgiDRiEVL662jlJV1HI670y1nruHJ9wav2mLSSV0NaDeCINRpxpVLfF5V9mpn4iJBxxQtyWZQiTQTKIsWodfIuCsu5dZafGJCDRcfrDaL4HdDofIHL7SGzawKivCC+PasGILnnxNtnHWC4jitnHROtTvZZYdu49tkGstugvy9uPwwxLK2OmHA0Vy0+UP9t5H2bh8fPzw+tW7fGoEGDEB0dDUD7o7p9+/aCAcu+vr6YP3++4Ls4KysLO3bswJIlhp3Le/fuIS4uDm3btoWTkxNu376NCRMmoG7duoKhISXJe9/hSU5OFi2vVasW6tSpAycnJzg6OmLJkiUYOHAgAK1wMyQkBPHx8ShTpgwmTpyIUaNGASiykpcrV45HzRMSiigK3Q6NqakpVq1ahdGjR+OLL77AvHnzYG5ujgkTJvAfjEajwbBhwxAXFwcPDw/ExcVh06ZNAIAbN26gcePGuHXrFipXrowdO3agUaNGALS3AIcPH45z587hzJkz/KRKu3btgkwmQ4sWLRAcHIz8/HysWrWKnzn51KlTUCqVsLS0xEcffYSyZcsyz5/+ILTJkyfz/+/r68sPlr506RIKCwuxd+9eAFqb+qhRo9CiRQtcuHABgYGBuHr1KsqUEf81zYw6A1AXGBRTaRjQySBWnTy1RkQsqg1NRsraXr6aQKnWX6d9cEGTZqo0xKCDors9YedKW4lFQRkj7mTRZYVEA5Xuc//XdfQpI51VxRBS4uuMqaNdJ05c0Uks+jp9wSug+/RNSKsBRU+XaMQVEalTFBrlVpzIlTImjiICZZFi1DokG9AIp17Q/dxpAlNossRlqSTbsA08lsZoH22dUXUobfs7bSjl9sTorVyUbhjA38nffaT1NhIXF4fRo0fzDsaOHTsaPBmJj49HZqbwety2bRsIIejdu7fBNs3NzXHs2DGsWLEC2dnZ8PDwQLt27TBr1iyYmBg+kmXlg1VLjBgxAqampkhNTcXu3bsxdepU/P777wC0hvTo6GhkZGRg165dmD59Oq5evQpAiJofP34cP/zwQ7H7mjlzJtq1a4fMzEykpKTwEyACwPHjx9GiRQu8evUKXbp0wYQJEwAABQUF6NChA/r06YPnz59j4sSJaN++veCD3rt3L06fPo0bN27g119/BaDtzWZnZ6Np06b4+eefUbVqVWRnZ2PhwoUghMDf3x+PHj3C9evXcenSJaxZs+Zvncfhw4fDysoKn3zyCVq3bs3TYQCwfft2rFixAs+fP0dhYWGxj/Ty8/ORlZUleEmRIkWKlLcQbtCyMa+3lLJly2LLli383/8tW7YYzLJMCBHM6A9o7wTl5uaKjnP18PDAyZMn8eLFC+Tn5+Ovv/7CihUriv2xL5YPssOjVquxa9cuzJ8/H9bW1qhVqxYGDBjAd17q16+PevXqQS6Xo379+mjbti3OnDkDQIiau7u7Y/To0cXuz8zMDElJSXjy5AlsbGz4CQaHDh0KjUaDiIgIODg44Pjx4/jzzz8BaCdcMjExwYgRI2BmZoZevXqhSpUqfMcGAMaNGwcXFxeDEem02NjYwMvLCxYWFihfvjyGDBmC33//Hdu3b0eNGjWQn5/Po++pqamYN29esdtcvXo1srOzceTIETRr1kywrmfPnvD394elpSW6devGHxst8+fPh4ODA/+SCC0pUqRIeTshamL067+aD7LDY2JiArVaLUDKvby88PjxYwDaAU2tWrWCs7MzHBwcsHv3brx4oZ1czhjUfNGiRSgsLESdOnVQu3ZtpKenIzs7G2vXrkWrVq2QnZ2N7OxsxMXF8dj248eP4ekpHMio20aAjcSLZcKECcjNzUXFihVhb2+P8ePH48WLF+jZsydu3boFCwsLvi2enp6YOnVqibZrYmKCli1b4tixY/jll1/4cl2cvTgkHZBs6VKkSJEi5f3Nez+GRyxqtRpyuRwPHz7kOyypqan8gNuRI0ciKCgI+/fvh5WVFXr37s2TWyWxkuunfPny2LBhAwghvNNLdx4gsbi7uxtsOzU1VTBJYknnJuCydOlSvHz5EteuXYOTkxOio6NL9EiupNFoNLh3757R9fWxdO6cZyn0xgiYmEOGLGQrcgzGz2hM5cgyU0ORpUSBzi+RAhMZsqBi1snOyjEYc6M2kSPLVI1shUIwvkdjKkeWBSlme7lQ6t3+VcvlyDIphCI332BQtU2hBRTZ4gOQszQWUGQpka+zPZVcjiy5CgpFnuBY+eMlBdo6eutUJjJkyVT0NiizBAOTAe3gZAuVHApltmAMj5lcDiuVBsrCbJHxLoVQmWZBkacwGCNjKjOFWYGZwTpaeUnXZeUpDAYgmxZYGJSz1nHluSoFNHoDcuVQodAsCyp1tsgYHg3MTLIMzgV3HgoodcxNsqAh2RAOTiaQy7JANNkwHNsjg0yeBULE1gEyWRZIfg5AdLYnM4HMIgskJ8dwNl+5GWRqRh2lWB1TyFTaY9UfwyODGirTLJCsXECtU8/EQtu2XEobCrNAsinrNCLruHLWMdHqZOUI2wbwf1eYbdDfF7cfBWV7hF4nV60yGLOjhPbf1rswNhUWKo3aj1otPsP4fyEfZIfHxMQEXbt2xbRp0xAdHY179+4hJiaGVywoFAo4ODjA0tISp0+fxsGDB/lR4sag5jt37kRgYCDc3d3h6OgImUxWbGelUaNGUKlUWLNmDQYNGoQ9e/YgPj6eH8wlFhcXFyQnJ1MnEVQoFLCysoKDgwNSUlKwevVq4wYRQ4vz79u3D506dYKlpSX27duH48ePY+HChUZtj9ZeAPCsOeqNbVOKFClS3vdw30FvI+bm5nBzc8Ota9ON3oabm5sB8fxfyAfZ4QGAb7/9FsOHD0fFihXh4OCAqKgoXpewcOFCDB48GDNmzEBwcDA6duzI1zMGNb9w4QJGjRoFhUIBT09PbN26FWZm7AmmzM3NsW/fPgwfPhyTJ09G5cqVsX//fuY/gpkzZ6JTp07Iz88XTGbIZcyYMejZsyfKlCkDX19fdOnSBSdOnGC2gxaZTIaYmBiMGDEChBBUrlwZW7duRc2aNY3anli4u1x2dnZQKBTw8PAwmN0TKJqRWX8drfxN1/k3tuHfeExSG/69x/Q+tOFNbI/7W/c2pvfgYmlpiaSkJBQUGJKvJY25uXmJx47+q0KkSHkHyczMJABIZmZmide9qzr/xjb8G49JasO/95jehza8je1Jeb/yQQ5aliJFihQpUqRIKU2kDs/rnDt3jke6dV+sMTcfQmrXri16XPfv3y++shQpUqRIkfIvyQc7hudNJyAgoFjs+kNMcXPnvKtYWFhg1qxZonJR2rp3Veff2IZ/4zFJbfj3HtP70Ia3sT0p71dkhLwDfk6KFClSpEiRIuUfjPRIS4oUKVKkSJHyr4/U4ZEiRYoUKVKk/OsjdXikSJEiRYoUKf/6SB0eKR9E0tPT3+n+NG/QKPw2hslJQ++kSJEipXSROjxSjArtC5crT0lJeWP7unjxIiZNmoTffvvNqDaV5v1nzpwBIQRyuVy006NSqUq9P7Va69sxthOlu5+dO3fi8OHDpfaw/Zvzpjp/xny2fzdvez9vsuMuRcqHHqnDI6XUIYTwX7ixsbHYs2cPDhw4AECrrEhMTERYWBg2btxIrQ8AhYWFouv1Y2VlBaVSiV27duHkyZPU7XHuLrF1+ikoKMCcOXNw9epVviwrKwtfffUV2rRpI9rpUavV6NOnD6ZPn84fq/729Zf/+OMPNG3aFK9evaJ2osSSn5+PQ4cOQaVSCfZz7949tG3bFkePHmUe3789+fn52LJlCwDDzyEvL0/wuZYkGo0GzZs3x7Rp0wTbLO78cp3Z0uwHADIzM/n9lDRcW0rzmcvlcjx69Mhg/6XZH63sn+pM6e5X6tBJKU2kDo+UUof7I92uXTssWbIEcXFxGDp0KPr374+srCzY2NigU6dO2L59OzZv3iyoq9FoIJPJ8Pz5c3z77bd4/Pgxc1+EEPj7+2PhwoXIy8vD3r17ce7cOYP2ZGZm4osvvsCZM2cM1j158gTXrl3j9w8Ad+7cwY0bN7Bu3TrcvHkTAGBnZ4fFixfD0tISXbp0EXR6CCEwMTFBt27d8NNPP2HBggX89nW/GLkvMi5OTk6oUKECQkJCDDo9+n+sdb9MYmJi8M0332DHjh2CTs+kSZOwYsUKtGvXDseOHRPtdOmH+1LWvYOhu0+xL23WNnXX6f8/a1u0eqzQ3rd7925s3rwZK1asACDs9MTExGDQoEH4/fffS7QPQNsxmDx5MtauXct/ttznk56ejrt37yIzM5M/h9y+TExMEB8fj02bNgm2J/ZFzF1PT58+xciRIw0e09LqANoO+pgxY3Dt2jXBsXLnu6CgAEql0qA+APTs2RNDhgzhj1PsM9Ldt+4+dZe5HzrPnz/nt6VfR3/5bXTI5XI57t27h2fPngnaQOv8iJWXtqMq5V+SN+WokPLfyvnz58nHH3/MLz98+JD4+fmR3r17k/T0dJKTk0OWL19OWrVqRXbu3EkIIaSwsJAQQkhycjIZNmwYqVChAlmwYAF5/PgxIYQQjUZD1Go1v02NRkNUKhUhhJCnT5+SAQMGEE9PT9K5c2dy5swZQXsePXpEevToQXbs2EEIIfx2NBoN6du3L+nfvz8hhJC8vDxy8eJFQgghZ8+eJYMGDSKDBg0iN27c4Ld16dIlEhwcTMLCwohGoyH5+fnkq6++ItevXyeEELJ3717i7+9P5s+fzx+XRqMhmZmZJCAggKxevZrflkqlIo8fPyZhYWHks88+43073HGlpKSQhQsX8u/Pz88nhBCSm5tLZs6cSXr16kU2b95MCgoKSH5+PtFoNIQQQgYMGEAcHBzIiRMn+OPk6uqGOw83btwgHTp0IH369CFDhgwhz58/J0+fPhW898KFC/wxFhYWkoKCAoPtce1OT08nT58+JQ8fPiR5eXnk6dOnfNv0t6VbTz9i7da9Brjotkej0ZCXL1+SVatWkZ49e5LFixcLtnfjxg0yY8YMEhwcTE6ePMncrn77fvvtN2JnZ0eWLl1KCCHkzz//JB999BFp3LgxadasGYmKiiJJSUmCuhs2bCDNmzfn98Fd548ePSInT54kN27cIK9eveLXp6SkEA8PD/Lnn38Kjo8QQtLS0silS5dIUlISX6ZWq0l8fDyJiIggHTt2JDdv3uSPlRBCrl69Sj7//HMSEBBApk2bxl/fXE6ePEl69epFEhIS+HNw69YtMmXKFLJgwQLy119/GZyfJ0+ekMaNG5MXL14ItqVQKEjz5s3JtWvX+P1z7Xz27BlJS0sjDx8+FJRnZWWR58+fC7bDrdMNt3+xdbrRaDQkNDSUfPPNN/wyVyc1NZUcO3aMpKamEpVKxW8zJSWFHD9+nP/3QkjRZ879+9U9p6z/l/LhRurwSDEqx44dI56eniQnJ4cve/nyJalVqxYJDQ0liYmJZMCAAaRmzZqkVq1aZOvWrYQQQm7evEkqVKhA5s6dSzp37kwaNGhA5syZQx49eiTYvkKh4P8gJSQkEEdHR7JixQqybNky0rRpUzJw4EBy6tQpQZ3Vq1cTd3d3g23duXOHVK1alfz6669kzpw5pHHjxuT48eOEEELOnDlDBg0aRAYOHEiuX79Orl+/Tpo3b07at29PbG1tSffu3cmFCxdIjx49yODBg8mdO3cIIYTs2bOH+Pv7k7lz5xJCCLl+/ToZPnw4qV27NqlQoQJZs2YN3/74+HiydOlS4ubmRtq3b0/S09MJIdo/wqtXryZmZmZk+fLlRKPRkPbt25MxY8YQQghRKpVk+vTpgk7PlStXSMWKFcn06dOJn58fMTc3J3PmzCG5ubn8H+WVK1eS7du3k99//50QQsj9+/eJq6srmTFjBrl27RoJDAwkXl5epEmTJnynp02bNuSjjz4i9evXJyEhIfy5U6vV5OLFi+TKlSv89q9du0Zq165NPvvsM/L555+TFi1akBYtWohu65NPPiHJycn8tqZMmULGjBlDfvjhBxIXF2fQ7ri4OBIeHs53XLkOa+fOncngwYPJ1atXSX5+Pt+xmD17NmnXrh1Zt24d/36NRkOSkpLIzJkzScuWLcnly5f5L8SEhASycOFCEhMTQ44cOWLQyd64cSMJDQ0lMpmMzJkzh3z88cdk5cqVRKPRkK1btxJ3d3eya9cuwfV14cIF0rhxY365sLCQ/Pnnn8TLy4s0a9aMdOnShbRr147cuHGD/+zDwsLIH3/8wb+fEG3nytPTkz+3/fr1I7m5ufxx3bp1i4wZM4a0a9eO7/RkZGSQgIAAMnv2bLJjxw7Svn178sUXX5ADBw7wx/XXX3+Rli1bkk2bNvHXnbOzMwkJCSHdu3cnFStWJDdu3BD8wPjrr7/Ixx9/TNRqteD8pKWlET8/P/7a4tZdv36dlC9fnjRv3py4ubmRdevWkby8PHL16lVSv3594uvrSyIjI0lycjJf5/bt22T27NkkKiqKXL16VbC9+Ph4snDhQvLdd98RpVIp6ASp1WoyaNAgMm7cOP7cEKLt1Lu6uhI/Pz8SHBxMlixZQpRKJblz5w5xcnIiTZs2JbVq1SKBgYEkKyuLEKLtLA4ePJiEh4cLOoS64a4pKR9+pA6PFKOi0WhI27ZtyaJFiwR/JJ4/f06cnJyIvb09Wb16Ndm6dSsZM2YMad68Odm8eTMZPXo0GTRoEP8HJDo6mlSuXJn06NGDPHv2jBBCSGhoKGncuDEZOnQo2b9/P9m0aRPp2LEjv4+rV6+SkJAQ0rFjRzJhwgSSkZHBr4uIiCCrVq0iGRkZfLtUKhWZNGkSWbRoESGEkGHDhpGOHTuS3377jRBS1OkJDw8nPj4+ZO3ateTFixfkwIEDpE2bNqRz587k+PHjZPDgwWTgwIHk9u3bhJCiTs/kyZNJ+fLlyZo1a8jhw4fJ/PnziZ+fH1m1ahWJj48njo6OZP78+WTEiBEkODiYBAUFkbNnzxJnZ2cyadIk8umnnxJfX18ya9YscuLECVK1alUyY8YMQoiw07Nx40bSq1cvMmfOHP78derUichkMjJ16lRCCCF9+vQhVatWJZ999hlp3749+fbbb8lPP/1Ehg4dytdp2LAh6dChAxk8eDAJCQkhq1evJn369CEZGRmkTZs2xNramrRq1YoQQkiLFi1IrVq1iJ2dHfnf//5HkpKSSK1atciaNWtITk4O+e233wgA0qFDB4NtrV+/nlhZWZGqVauS9PR00r9/f9KgQQPSv39/UrNmTeLt7U1WrlwpaHdAQADx8vIin3zyCfnll1/I7NmzSdOmTcnGjRvJiBEjSO3atcn58+cJIYT069ePdOnShVSsWJE0atSIvytDCCGDBg0ivXr1Ira2tqRFixbk9OnT5Pbt28TJyYmEhYWR8ePHEy8vL7Jq1Sq+Tq9evUhAQADZs2cPmTBhArG1tSV+fn789V6/fn3St29fQoj2rkn//v1JZGQk+fXXX4mnpyf/pa1QKEjLli35O303b94klpaWpG7duqRatWrkyy+/JDKZjAwZMoQ8efKEPH/+nGRkZJBevXqR6OhoolKpyG+//UZ69OhB2rZtSxQKBd/GNWvWkODgYNKpUydy7Ngx8tlnn5GRI0fy6x8+fEj69OlDatasSebOnUsOHz5MUlJSyPbt28lHH31Ezpw5Q0aNGsW3LT8/n0yZMoU4OjqSGzdukMzMTP7fTUBAADl8+DAhRHu3irs7OXXqVLJhwwZ+n48fPyb9+vUjy5cvJxkZGWTbtm3E09OTzJ8/nwQFBZFly5aRQ4cOkcDAQDJ+/Hhy+/ZtvtPVu3dv0rNnT2JnZ0c2btxINBoNuX//PrG0tCQRERGkXLlyZPjw4eTq1askISGB7Nq1iyQlJZEffviBv2tLiNZY/sUXX5DvvvuOEELIihUrSGhoKJk8eTIJCwsj0dHRhBBtB7F58+akdu3aJD09nbi4uJDx48eTkJAQ4u3tTSIiIvhjJoSQgQMHkk6dOpHp06eTy5cvEykfdqQOjxSjUlhYSFatWkV69+5NfvjhB0Gnp0uXLsTLy4tffvDgAVm4cCEJDAwkHTp0IBMnTuTXvXr1itSpU4eYmpqSfv36kbFjx5KWLVuSffv2kYkTJ5LWrVuTL774ggQEBBClUsnX27lzJzE3NyeWlpakY8eO5MsvvySFhYVk2bJlpEuXLmTs2LGkU6dOfCfq2LFjxN3dnX8cMXToUNKhQwdBp6d3796kbNmy5NChQ/wxXrx4kdSrV4988cUX5NixYwadnr179xIvLy/i4eHBty0rK4vExsYSHx8fEhISQsLDwwkh2l+md+7cISEhIaR8+fLkyy+/JIRoHwXs27eP1KpVi8ydO5ecPXuWfPTRR2T69OmEkKJOT48ePUiNGjVIZGQkv72cnBxSr149Ym5uzn/Jq9Vq8uTJEzJr1izSqFEj0r9/f9KwYUOSmZlJ6tatS3r06EEIIWTz5s3k888/J3Xr1iULFiwghGgfZdStW5fY2dmRwMBA0qtXL1JYWEiuXLlC/Pz8yMCBA0nDhg35Yw0ICCDh4eHkwoULJCIiQrAtQgj5/vvvia2tLalWrRr5P3t/GVdlvvb942sB0t0hSHeDgDTS3SkIKmJji9056lgo1ujoOI4txqhjzejYid3dil0o8f4/4LW+l+y5rvv1v3+P7r0vjyd7y7BOznXW93MexydKSkrEz9esWYO7uzv29vZidNfU1MTTp0+ZOHEilpaWBAYGkpaWxt27d3n69CnPnj1j1KhRuLi4UF5ejpubG3V1dVy4cIHJkyeTlZXFnDlzGDhwIIGBgbx//55169bRv39/oqOjyc3NZdKkSdTV1dG/f38MDQ0pLy8HmoFCYGAgjx8/5ty5c5SVlTFjxgykUimDBw8mODhYHLf6+np69uwproXY2FgkEgnh4eHExsYybdo0XFxcqKmpAcDLy4uioiIuX75MVVUVv/32G8HBwSgpKREYGIiNjQ0mJiZYWFiIUW1jYyNXr14lNTVVdEfT09OJi4ujsLCQdu3aERUVhZWVFbq6uqIjdvfuXYYMGYKCggLh4eGoq6szc+ZMDh06xIgRIygpKUFTU5Nu3boB/9UdqaioQFdXF2tra9LS0ujQoQNOTk4sXryY27dvk52djaOjI3FxcSgpKZGQkMDVq1c5c+YMxcXFmJqaihGv7NqSk5MjKytL/Oz8+fNERUXRvXt3cnJymDp1quhy/fLLL5iamrJ8+XLWrFnD7NmzxfdJSUmhtLSUQYMG4eXlhaurKwoKCigoKDB//nxmzpxJTEwMHh4e/P3330Dz6HrevHk4OTmhpqbG4MGDefDggdgXFxcXgoKCxN8B6NevH+rq6iQnJ3P48GGGDBlCaGgo8+bNo7S0lISEBNHZ+l7/nvUd8Hyv/8/15s0bhgwZQkFBAZWVleLhmZ6ejomJCY8ePRI/O3PmDCYmJhgbG6OqqsrRo0dbcBDMzMywt7cnICCAy5cvU1dXx/Xr15k1axZhYWEYGRnh6OhIu3btuHr1KlKplPDwcEaMGMHq1auxt7enffv2jBw5EolEQnl5ORkZGURGRjJgwAAuXbrEiBEj6Nevn+CClJaWtgA9u3btwsLCgpCQEDEGqaurIzU1FS0tLYYOHcq+ffsoLS1tAXrmzJmDkpISPXr0ABBvqXZ2dujp6eHs7CxGGY2NjWzatAkFBQUMDQ3FW/OHDx+YOHEiGhoa/PDDDxw+fBhra2sBeurq6hg5ciR+fn4EBAS04GmsWLECHR0ddHV1adu2LR8+fODRo0doaGiQm5tLREQEvr6+mJmZkZ+fLz5XWFhIfHw8ycnJuLq6ipFUbW2tAKFWVlbi/GVnZ2NjY4O1tTV79+7Fzs6OqKgoHj9+TGNjIyUlJbRv377FtqCZ46KkpISSkhJHjhwR533NmjW4ublhbm6Op6cnDx484MuXLzx//pwJEyZgZWWFkpISXl5eLFmyBGgGh2PHjkVHR4e0tDTy8vL466+/ePfuHcOHD8fd3R1/f39mzJghQPiePXsoKyvD3Nycfv36cevWLSwtLSkoKBDf7fz58/j7+zN58mRyc3OZNWsW9fX1ODs7I5FIRKcHmjuQ7du3F9t/9+4dPXr0oFOnTqJbaWRkxLZt2/Dx8WnRnezXrx9Hjhzh+PHj5Obmcvv2bf7++2/S09OxsrJiypQpPHz4kC1btvDx40eys7OZOHEiO3bsEPtQX1/PsWPH6NmzJ1FRUejr66OlpcWkSZNQUFBgy5YtREREcOLECaZPn055ebkAsVFRUYwfPx53d3c2b97cYlTTpUsX/Pz82Lp1K8OGDcPf3x9jY2Pat29PWFgYAQEBLF++nM6dO6OoqEhhYSF6enpYWlqiqKhIWVmZ2FZTUxMaGhooKSm1uBZOnTolRrEJCQlYWVlx+/Ztvn79ypQpU9DQ0EAqlTJu3LgW/Jvk5GS6d+/OgQMHaGxspLKyEktLS/r06UNAQABt2rRBXV2dGTNm8OrVK6C5e9W9e3e0tLQwMjJi3759Yj9yc3ORSCQkJSXxbfXq1QstLS1SU1PJy8sTHKZLly4xfPhwYmJi/sEf/F7/PvUd8Hyv/08le1DW1tYybdo0kpKScHBwoFu3bqioqODk5ETv3r0F0OjYsSORkZFUVlYyY8YMLCws2Lx5M/fu3aNLly5069aNdu3aIS8vT7du3UhNTSUsLIy0tDRSU1NxcXHBxMQELS0tlJWV8fb2Jjk5mcbGRvbv30+HDh3w9/dHSUkJVVVVUlNTefPmDTt27GDChAno6uri6+uLh4cHly9fpqGhgcbGRgoLCwkJCeGXX34BoHfv3hgYGLBixQoxKktISBAdpIaGBg4fPkxRURGFhYWcOnWKL1++4OfnR3p6Oo8fPxYk3NLSUgYMGCDGe7IO1Zs3b/D19cXFxYVbt24JALZv3z5SU1Px9/dnwYIFHDx4EHNzc6Kjo6mqquLEiRP07NkTCwsLCgsL+f3334HmMd6KFSsEP2nWrFlMnTqVAQMG8Pz5c+bNm4ednR1t2rQhNDSUv/76i4KCAtzd3amvr+fUqVPExsYSFRXFtm3bgObRZEBAAJaWlrx//57k5GQWLFjA9evXUVVVRUFBAW1tbQICAoiNjRXA6dixY6Snp5OZmcn9+/fFtbJu3TqcnZ3Jy8tj7Nix/PLLLzQ1NbFq1So8PT0xNjbG19eXdu3aUV1dzfPnzxk3bhzm5ubExcWJ/Xr16hVPnz4lNja2RUcEmknobdq0wcHBQYyebty4gYGBAT169EBVVRVzc3Pc3NwoLCwEmnlf4eHhLF68mGHDhmFra4ubm5sgGU+ePJng4GD09fXp0qULlpaW6Ovr89tvvwH/xTkZMGAAnp6ezJs3j8bGRqZPn45EIkFbWxsnJyeKi4sJDw8nODiYL1++cPToUYyMjASXDGDmzJmEhYXRuXNnRowYATSPLEeMGMGxY8cIDAxkz549JCUlkZCQgJ2dHVZWVoSEhKCpqYlEIsHLy4uePXtiaWkpeC8PHz4kNzcXCwsLzM3NmTJlCpMnTyYyMpKNGzfy7t076uvr+fDhQwsC8Jw5czA3N6empoa1a9cye/Zs6urquHr1KjY2Nly9epVz585x6NAh5s6dS1BQEKNGjRJk4qCgIIyMjIiKimrBwdm1axft2rXDysqKFStWAM2dxZqaGhITE0lKSsLe3p4PHz5w584dVq9ezYoVK/D19W3RRfLz8yM4OJjbt29TV1fHrFmzCA8PZ+7cuezatYvPnz9TV1fH2LFjyc7OpmfPnuzdu5f79++TnJxMWFgYcnJyrF27lo8fP4r7s7i4GCsrK3R0dATQhmbO0ahRowgODv4Hf/B7/XvUd8Dzvf6P9d8R9mT/lhEcZaRNS0tLIiMjWbp0Kc+fP8fQ0BBlZWUiIiJwcnJCR0eHvn378ujRI7p27YqpqSkRERF4e3sDzUosfX19VFRUKCoq4uDBg/j6+uLj48OwYcNYv369ADza2tqUlpZSV1fH+/fvWbp0KVKplLCwMPbu3YujoyNbtmwRC9Lp06fx8PBAUVERLS0txo8fLxQ4xsbGGBsbEx0dTWNjI7179xZcGwMDA5SVlTE3Nyc+Pp49e/ZQU1ODi4sLxsbGWFlZMW3aNGprawkICCAlJQUHBwesrKwwNTXl3LlzWFpa0rp1a2JjY+nZsycxMTEkJyeL8cS2bdv4+PEjrq6uuLq6Co7N8ePH0dHRQV1dHX9/fxQVFdm6dSupqalYWVmhra1NSEgITk5O1NXV8fnzZ4YPH46fnx9aWlp4e3tz7949nj17xtixY5GTk6NNmza4ublRUlIigNbAgQOxtrbGysoKAwMDMR55/vw5jo6OqKurU1BQILgknTp1QlFRkW7dulFWVoaWlhZmZmZ8/fqV4cOHo6ioSPv27cnOzubevXviuklNTUVZWZn4+HikUqngkXTr1g0tLS0SExOJjIzEx8eHDx8+8OzZMw4cOMDgwYPJz8+nQ4cOxMTEUFtby5cvXwgJCcHPz4/Pnz8zYcIEevToQWxsLBs2bEBbW5tJkyaxbNkyZs6cye+//05WVhbu7u54eXlx584dHj9+jK2tLTo6Ouzdu5d79+7h5OREq1atiI6OZtWqVairq3P27FkqKytRU1MjJCSEsWPHIi8vz4IFC2hsbOTdu3cYGBigpqbGiRMngGbSrbq6Oq1btyY5OZk2bdqgqanJr7/+CjR3lRQVFbGysiIuLk4cp+nTp+Pl5YWjoyMlJSU4Ojry4sULbty4gZOTE23atKF3796MHDkSc3NzXFxc6NSpE0OGDEFfX59WrVoxYMAAoYqSKZA2btxIhw4dCAsLo6ioiDdv3jBlyhQCAgKwt7cnOjqagoICzp49S1NTE+fOncPW1hY1NTXS09MF/w2aAYuioiJeXl4MHDiQixcv0tTUxLx58zAwMEAikRAYGEjbtm35+PEjDg4OBAYGMn36dPbv309tbS11dXVMmTIFf39/fvjhB6ysrLC1tSUoKIjGxkaCgoKwt7fH2NiYwMBA4uLiCAoKEmOppqYmMjMzadOmDQkJCeL4DRo0CEVFRYyMjIiPjxcK0R07dhAVFYWSkhLq6uqEh4dTV1fH0qVLUVBQIDAwEA8PDwFAr1y5QnFxMd26dWuh7Lpw4QJDhw4Vo7jv9e9V3wHP9/pHXb9+vYVKRlYHDhxowaOB5rdHOzs7ysrK2LFjB7NmzcLIyIgnT54wfPhwfHx86NatG506dcLQ0JARI0YwYcIEpFIpnTp1ajHamj59Oq1bt8be3p7U1FR+/vlnHB0d6dmzJ1euXGnxNuzq6kq7du2or6+nvr6e48ePM27cOHr27Enfvn2ZMGECOTk5ApQVFhbi7+/PL7/8QmhoKBKJBEtLSxYuXAhAYmIiEomE5cuXi+8aHx+Pubm52IZMdWRhYcHChQvZtGkT4eHhSKVSbt26xeHDh9HQ0CAgIICoqCi6du2Kl5cX4eHhKCkp4eDggJmZGXp6eowZM4b3799TUlJCaGgoWlpaqKmpMWfOHHJyclBQUKCwsJCpU6fy999/Y2hoiKKiIhkZGVhaWhIQEEBOTg6rVq0SoO7u3btcu3aNESNGEBgYiLW1NYsXL+batWuMGTOGxYsXs3LlSgoKChg5ciTv3r1jxIgRWFpa8vbtW7Zu3YqBgQE+Pj7U1dUB8PLlS9TV1ZFIJFy8eJEHDx7Qt29fjh07xtq1a4WiqVOnTvTu3RsLCwtKSkqwtrYmJCSEtLQ06urqmD17NnZ2dixbtozw8HC8vb2JjIxk1apVBAUFcefOHcaMGYOfnx8qKirMmTOHc+fO8fr1ax4/fsywYcNISEjA0dGRnJwcXr9+TV1dHZGRkTg6OuLs7Iy8vDylpaU0NDSIRVnW9dDS0mLr1q1cvHiR7OxsYmNjiYuLo127dvTs2RNHR0c2btxIbW0tGRkZYjy4ceNG3r9/T15eXgv7AAsLC6RSKZMnTwZg3LhxyMvLM3PmTBobG1m+fDnDhw/n0KFD7N69mzZt2uDk5ERGRgYbNmygX79+xMbG8vz5c+Lj40lNTeXy5cs0NTWxaNEiXF1d6d69O46OjqxcuZK3b98yZ84c5OTk6NSpE8ePH2fKlCnIy8vj5OREQ0MDjx8/xsTEBF1dXVatWsWdO3c4ceIEu3fv5u3bt+zevZvc3Fw0NTU5dOgQp0+fRk1NjcDAQHbt2kVFRQWurq78/vvvohNkZGTEiBEjsLOzY9KkSTQ0NJCcnIyNjQ3l5eX06tWL7OxsQdieN28eNjY2KCgoCJB08eJF5OXlBdAoKyvj9u3bAqgqKiri6emJmpqaUCg+evQIFRUVzM3NefPmDdevX0dPTw9fX1+uXLnCp0+fGDZsGD169CA6OpqYmBju37/PuHHjyM7OxsnJidzcXPLy8oQ67c8//yQ6OhpnZ2c8PDy4e/cuAwcORE9PD1VVVUJCQnBzcxPA/sKFCxQXF4tRmqw+fPjwf/U8/V7/79R3wPO9/lHr169HKpWyatUq8bMDBw6QlZUl5uOyOnz4MHFxcXTv3l0ocmSz/H79+jFhwgQAQZY9efIkERERDB48mOTkZHr16sWuXbuYNGkSGhoajBo1ioCAAKytrcXoChCcjp49ezJ79mxevHiBl5cXQUFB9OrVi4iICKZMmcLvv/9OUVERAQEBhISEUF9fz/jx48nJyeHDhw/U1dVhbm6OhoYGcnJygrTq5eUluBY3b97kzZs3lJeXU1JSwtWrV5k2bRpmZmbExMSgoaHB9u3bAfDw8BBqkcrKShITE6mpqaGhoQEPDw/8/PxQVVUV/J4nT57g4OBAeXk59fX1NDQ0sHTpUtq2bSva/mlpaUgkEhQUFIRay9bWloiICH7++WfGjBnDsWPHyMzMpLi4mBMnTtDY2EiHDh3w8fHhypUrDBo0CE9PT8G7OHTokOALrVixgoKCAgYMGEDPnj25dOkSAL/++itSqZT09HRGjRpFeHg40Ax6VFRUUFNT49WrV8I36ebNm7i6urJmzRpevXrF2LFjcXFxYcWKFfz444+0bt2a2bNn09DQwIIFCzhz5oy4LiQSCWVlZfTs2ZNOnTpx4cIFdu7ciZycHJ6enixatIiOHTvSt29fPn78yIULFxg8eDAHDx6kXbt25ObmipHjzp072bFjB6NHjyYoKEiMPS5evIi9vT2mpqbs3LkTQPglPXv2jLt379LU1MTy5ctxcHDAzs5OjDemT59OeHg4a9euFaO3J0+e0NDQgLu7O3369GH16tVIpVL69+9PY2MjK1euRFFRkZ9++olbt25x+/ZtmpqaCAoKonPnztTV1WFpaYmzszOZmZlcv34daCalp6enC9ADMHXqVCIiIujYsSOenp6YmJiQkJCApqYmSkpK2NraYmlpyaBBg5CTkxNcq0ePHmFqaoq6ujra2tqoqqpiZGQkFuwffvgBBQUFunTpQu/evenWrZvo4np5eeHm5oapqSm5ubkATJw4EVdXVyIjIwkICGDw4MGMGjWKRYsW8fXrV06ePElxcTEuLi5MmzaNO3fusHDhQtzd3VFSUmL69OkcPnyYGTNmkJ+fz65du+jRowcFBQWcOHGCZ8+eMXr0aFJTU8XouV+/fjx58oRBgwbh4OBAcXExHh4e5Ofnk5iYiJaWFunp6UycOJH6+nqampoIDg7G3d2dsrIyDh48yNq1a3n69Cnjxo0jOTmZ4cOHc/fuXaqrq8nNzcXd3R1LS0vc3d15+vQpc+fOFR2l5cuXC/uJW7du0aVLF0pKSlq8cH2vf8/6Dni+139ba9asQUVFRYCeurq6FsRbWR08eJDExEQADA0NUVJS4saNG7x9+5YePXpgb29PmzZt6NmzJ01NTdTV1eHn58eYMWO4fv26UGHNnDmTa9eu8eHDB8LCwlBUVERTU5O+ffvy/Plz0tPT8fPzw83NDalUyuLFi3nz5g0uLi6oq6ujo6Mj2szV1dU4ODgQGxtLcnIygYGBoi0tW2yPHDmCp6cnEokEExOTFmTeQYMGcerUKaqrq/H39ycjIwMjIyNevHjB6dOnUVRUJCUlBXd3d/Ly8sTxycrKwsjIiE6dOuHg4CC6QdnZ2RQXF/Px40e8vLzIz88XvionT57kxYsXrFu3jqdPn+Ln54dUKmXHjh04ODggLy+PjY0NxcXFQPOCnZ6ezoIFC3jy5AkZGRkUFxdz/PhxGhoaSE9Pp3379ly5coVr165RWVlJREQE8+fPF2+uDQ0NrFixgvz8fOFlsn37djQ0NNi8eTO1tbUsWbIEiURCREQE0DzekilkZPyWly9fCpM5+K+Fu3v37kAzJ8XW1pZNmzbx5csXvn79ysOHD8nLy2PdunVA8+ggIyODnj17sm3bNg4fPsy1a9eA5jGEo6MjR48eBRAA5+3btwQGBpKbm8vTp09bdCEXLlyIkpISsbGxwmvFxcWFsLAwYdwoA5ayzl1jYyNLlizBw8MDKysrFi9ezIcPH5gyZQqurq7s3btXHHtZBw6aOUOmpqZoaGhw/fp1nj59yvjx41FVVRXclBMnThAdHc2XL1+4ePEiCgoK2NjYIJVKWbZsmegWfPnyhaysLIKDg7l37x4NDQ1MnToVDw8PrK2tadOmDd26dcPDwwM3Nzfs7OyYNm0aDQ0NrFmzRnRPoLnrqq2tTbt27UhJSaG4uJi8vDx27NhBTU0NK1asIDk5mcmTJ3P+/Hnq6+vx9/enoKCAly9fYm1tjZaWFnfu3CEyMpKSkhLOnz+PgoIC8vLytGrVSlgA3Lx5E11dXSwtLdHT0yM0NJQ///yTRYsWYWFhgby8PC4uLgwYMECcoz///JOcnBxUVFRo27YtGRkZ9OjRg5iYGEaNGoW+vj4DBw4U569Dhw4UFhby7t07LCws0NDQEJ3AcePGcfnyZfT09NDR0UFOTo6ysjIx+jp8+DBqamqoqanh7+/PrFmz2LhxI4mJiWKEfPPmTXbu3ImSkhJTp05lzZo1REdHi5e1mpoaCgsLhffR9/r3re+A53u1qG8dcadNm4aCgkILp+T6+no+f/7M+/fvaWho4PPnz9jZ2SGVSoXc1NzcnMTERPLy8hg2bBimpqbs27eP2tpaioqK8PDwEMTebdu2YWRkRJs2bejatSs3b96kqqqKgIAA2rdvT0JCAh4eHri6uvL8+XN+/PFHPDw8kEqlYhy1b98+srKyKCgoEKDnwIEDTJkyhaKiIjGGe/z4MQkJCYJUmZWVhUQiISQkRHzn/Px8wsLCxHG4fPkyjo6OBAcHc+fOHbZt24axsTEKCgqUlpaK38vLyyMsLAxra2vU1NRwcXHh5MmTPH36FE9PT+zs7Gjbtq0g0wJ07NiRyspKQaA+fPgwenp6DBgwgJqaGvr06YOuri6Ojo5i3CHr4siO3/Hjx4mPj6djx47cvXuXzZs3Y29vT3BwsDD8mzp1qgCc37rZLl++nG7dupGSkoJEIhFEXBmAyM3NRUVFhV69eol9joqKwsDAoIU3zLduyePHj6dv377CsG7mzJnY2Nhw8OBBfvvtN/z8/Hj48CGNjY3iM2vWrMHa2prnz5/T0NDQwnk5ODhYkLNlpHFoBj0eHh5kZWXx+fPnFqCnf//+yMvLk5SUJIwN3dzcCAoKEryl+/fvM2PGDG7cuCE+t3DhQlxdXcnNzWX//v1EREQQFBQkrrOmpiaGDx8uXJULCwsZO3YsvXr1wsnJCWNjY2xsbPDy8kIikbBt2zZOnjwpfIucnJxwdnamsbGRcePG4eHhIfhb0Ayahw0bJr7/ixcvBMdHRmieNGkS/v7+ODo6Ym5uztq1a4UJo0zFWF1dTd++fQVQ/PDhA2VlZeTm5rJ27Vpqa2vZu3ev+Nz27dsJCAjgwIED3L59m7KyMmbNmsX58+cJCQnh2rVrFBcXExQUxKJFixgzZgyZmZksXbpUjNYOHz5MRUUF/fr1IyQkhPXr12NoaEhAQADa2tqEh4e3IHrHxMTg6+tL586dxeg7IyMDR0dHRowYgUQiYe7cuXz48IHU1FSWLFnCrVu3cHFxYfXq1TQ2NnLo0CEUFRUJCAigqqqKpqYmoqOjycnJYeLEidy/f5/p06czY8YMli5dyty5c8nKymLSpEls2bKFy5cvk5mZSWlpKatXr+bYsWPiOtqwYQNmZmbCWuDb6/17/fvWd8Dzvf5RDQ0N+Pj4UF5eLiSnsjfWc+fOERMTg729PSEhIRw5coRHjx5hbm6OtrY27du3R1FREQUFBfGmPn/+fOzt7SkoKCAtLU0sOleuXMHExIQ+ffrg5+eHhYUFrq6utGrVinnz5mFqaiq4K5MmTeLp06e8evWKWbNmYWVlJd6SobnbkJWVRYcOHVoYhMkeYKdPnxYEVW1tbZKSklBUVKS0tJTg4GA6duxIamoq3t7efP36VdjSv3v3jvDwcCQSCW5ubkgkElavXi26O76+vlhZWWFubs7z58/5+eefkZeXx8vLi6SkJLKysnBzcyMyMhJ9fX2eP3/O+/fvKS4uxtPTUwCmixcvoqenh6amJpGRkRgaGmJiYsLOnTvp2bMnPj4+JCcnEx4eLhbEr1+/0qdPHxQVFcnKyiIoKAipVMovv/yCr68voaGhYmzyrXX+t+Cge/fuAtQ+evSIQYMGCf5ORUUF+fn5GBsbC24FQHl5+X9r/79nzx50dXXZvXt3iy7gsmXL0NTURF5enqVLl7YwhITmUVpiYqIYuQGsXbuWTZs2YWVlxcWLF1ts7++//+bLly+8ffuWI0eOAM3g4NvvNXDgQFRUVMRbemZmJioqKvTs2VNsQ2bOd/v2bXFs5s2bh46ODvr6+vTs2ZM5c+agqqrK+PHjgeaujpqaGra2tjg6Ooqula+vL23atOHKlSt06tSJiIgItm/fTlNTE/369UNHRwcVFRWhBmxsbGTChAm4u7uzbds2Pnz40CIO5cuXLzx58kSMik+ePMmUKVPw8vLCwMAACwsLVFRUsLW1FWZ7ly5dQk5ODjU1NaRSKVOmTBEdsI8fP5KXlydk/nl5eRw5coTGxkZ+++035OXlMTMzo3Xr1tja2tLU1ERtbS1hYWF4enqiqqqKs7Mz9fX13L9/n/LycszNzfH396dLly7iuF+9epWysjLMzMyE18/Vq1eFUmrBggVcu3aNIUOGsH//fhoaGrhz5w7l5eUoKCjg4+NDUlISwcHBYgTasWNHFBUV0dHRQV5eXqjJPn78KIw3g4ODxXFdvnw5CQkJpKen06lTJzF+fv36NYsXLyYzM1OMPd+/f9/i2vpXsC0bY313Wv7PqO+A53v9o4YNG0ZGRgbQzDlZtmwZysrKzJ07F2tra2bNmkW/fv0oKyvD3d2dy5cvEx4eTlhYGKNGjaJ///5069YNQ0NDseA+ffqUxsbGFgovmQPwmzdvePfuHYqKikilUiorKzExMWHevHnU1tYydepUEhMTmTRpEocOHRLAytTUVPw+NIOe3NxcEhISWmRjvXr1isDAQKqqqrh16xYBAQEoKCiINvu+ffvYvHkzGzZsaDHuuHz5Mpqamvzwww/Exsaira1NWloab9++5cyZM2hoaBAdHU1iYiJdu3YlMjKS48eP4+TkhKWlJXJyclhbW3P37l0aGhrIyMggJSWFuLg4kpKSBPCrq6ujd+/eQi7s6uqKnJwcCQkJAIKQ+vDhQ/EZWXxGfX093bt3R1tbG4lEwpYtW4BmkKmiokJFRYU4Dv/60L5y5QoSiYQ1a9YAzTlSUVFR9OnTh507d6Knp8eePXv47bffkEqldO3atcXnZcfq9u3bTJgwAUNDQ/EWD/81+jx8+DBSqVQsPLL9eP36NX/88QdaWlps2rRJfK5Dhw5YW1ujoaHBmjVrWixIRUVFdOjQQUQuAIJULOssyWrv3r2oqqrSt29fMRK8fv06u3fvBppHKyEhIYwfP54bN25QX1/Ps2fPCA4OJjw8XGzr4MGDKCkpMWnSJK5du0Z+fj5xcXHs37+fO3fusHHjRnJzc9HS0sLGxobr16/To0cPsrOz2bNnDwB//fUXTk5O9O/fX3i7NDY2MmnSJIyNjcnPzxemebLvduzYMc6dO0e3bt1wdnbm2LFjREdHM2XKFC5cuECnTp2YP38+Dg4OVFVVMXLkSObNm0d+fj4zZ84kNjaWRYsWiXsvLy+P9PR0Dh48yPDhw2nXrh1///0306ZNIzY2lvDwcOzt7cnIyGDSpEk0NTWxbNkyoqOj0dbWpmvXrrx7946HDx/i6OhI27ZtMTQ0xNzcnGXLlon7e+LEiWhra2NkZMTXr19paGjg+vXr9O7dG3l5eVq3bo2KiorgpzU0NLB582aioqKwsbFhzZo1DBw4kNDQUE6ePElZWRk5OTl07twZNzc3wsLCxLUn4wQaGhoKj6ebN2+ioaGBtrY2mpqaZGZmim7n27dvWb58OWFhYeIl7ttrVVY7d+7E2tqaq1ev8r3+c+o74Ple/6jevXtTWlra4mdTpkxBUVGxRWCos7Mz3bt3p66ujoCAAPH2Cs0LcVxc3H/70JAteLNmzcLLywtLS0vs7e2RSCRUV1fz559/4u7uzoYNG8Qb1pIlS4Qya+DAgXz8+JGmpiY2bdrUYrz18OFDRo4c2eIB9urVK2JiYsRoy9vbW5Ayb9++LYiispI9TOfOnSsWSmjmY/j6+tKtWzemTp3a4r/Z29sLjsWUKVNoamri/PnzhIeHU1RUJADKy5cvWxgyyroc+fn5LFu2jE+fPuHi4iII1KdOnRIdCNl3Onv2LJaWlkJRduPGDbS0tNDU1OTq1auiq/Dbb7/9H4MYa2pqOHbsGHfv3uXAgQM0NTXx888/C+dmGX+rpqZGEEa/Ba3f1po1a8SC/W0X6eXLlwQGBgqljOy/ffr0iXnz5mFmZsbatWvFf1u1apVwLK6urm4R7FhVVSXypWRdqOfPn1NbW8vq1atJS0tj+PDhAhS+fPkSGxsbJBIJ/v7+1NTUoKOjw9SpUwUfbdeuXYSGhtK/f39mzpyJuro6qqqqGBoaUldXJ7b166+/oqioyKBBg6ipqaFv376kpKSgpqZGaGgoUqmUtm3bMnr0aL58+cLHjx+FQ7hsJHz69GlsbGwYN25ciziUjh07iiyuCxcuEB0dTVZWFpaWlly4cIGPHz8yePBgPDw8iIyMZPLkyeJaePXqFd26dUNZWRl9fX0R1QEIB+Jp06bx999/M2TIEJ4/f05jYyO3bt2iV69e2NjYkJ+fz/bt2/nw4QMvXrzgp59+Ij4+nmHDhgm+1ubNm8nOzqZv377k5eUxatQo7t69y7x586isrCQsLIyffvoJaO6SzJkzh5iYGKZMmSK6VSUlJcTGxjJ48GAWLVpEWFgY/fv3Jy8vj4KCArKzs/npp59oaGjg6tWr4ntFRETw6dMnGhoaeP/+Pc7Ozri5uVFTU8Pnz5+5desW+fn5lJeXs2PHDnr16sXChQvZsWMH69ato6CggO7du4v76PXr12zfvv2/zc26ceMGCxYsQEtLS1yX3+s/p74Dnv/l9d8tiGvXriU3N7dFl0QWzaCoqMibN2/w8fEhOzubpqYmXrx4QWJiIgMGDBAKHmgGSYaGhiQlJYm/8+3fe/PmDenp6Whra+Pt7S0eMImJiSgrK1NaWtpiH9q3b9+CnAnNgEHmMBseHs7mzZvFvP1bp9Z27dqJ4MxvwzGdnZ0pLCwUb4Df1tixY8Xfku33tm3baNWqFWFhYYKcKxsRfPjwgcDAQJYsWSIW5Js3b2JpaUlubi6jRo0ShNRv9092rEaMGIGXlxcdOnQQPy8uLubnn38W/7527Rq6urotcqOgmWvUt29ftLS0hMpNBqb+Nan8Wy5PTU0NZmZmTJw4kffv3/PmzRuGDx9OeHg4ubm5IidJ5vj8r2GS327r25HMt/8r62jIJNeyY/Phw4cWyd9Xr16lQ4cOKCkpiVGlbPtnzpwhNDQUExMTcY0dPHhQjOPq6upYv349CQkJjBw5khcvXmBvb0/37t2JjY1FTU2N1q1bM2fOHKGOk/F7ampqKC4uxsTEBHl5eSZPnoyHhwehoaFA8xhXW1ubzp07ExgYSFNTE/v27cPPzw9XV1cqKytp27Yt+vr6oqNy9uxZWrdujaOjI9bW1kyePJlXr15x/PhxbGxsmDhxIq9eveKnn37Czc2NLVu2cOfOHYyNjZkwYQLnz58XjuWXLl1iz549DBkyRACsJ0+eiHPw888/4+rqipGREd27d+fKlSviXIwcOVL4L6moqDB69GhxXerq6gpicWRkpIhdOXjwIGZmZmhoaODr68vQoUMBWL16NeHh4SKgU3bOHz9+zOjRo7G0tCQzM1N00JYvX052djbjxo2jf//+6OrqCs7RixcvmDt3Lmpqavj5+ZGbm4uTk5M47w0NDVy7dg1XV1ekUqng15w/fx5jY2M0NTVRU1MjPz+fS5cucf78efLz8wkICEBXV1fEtpSWluLi4kJOTg49evRowdn69pqV1ZUrV4iPjxcdx++jrP+s+g54/hfXtwvvihUr2L59OydOnODDhw8kJiYyaNAgdu3axcePH6mqqqKiogI3Nzfk5eXp06eP2E5ubi5hYWFER0czZ84cEXvQpUsX1q5dK0i5586dIy0tjY4dOzJixAjevn3L4sWLCQkJoV+/flhYWAiS8uTJk7G0tOTkyZPcvXuX/fv306NHDwoLC8nMzGzhi7F37150dXVRU1Pj1q1bNDQ08OLFCy5duiQ6QWPGjEEikYhsnzdv3mBiYoKGhoZQg/zrsXnw4AEeHh5Mnz4daO4mjBw5kvbt25Oeno66ujo2NjYtjoW+vj6enp7Afz0sR44ciYKCAq1bt+bq1avU19cLcvaWLVuEhNnZ2Rlvb2+ePn3Kp0+fyMzMxNvbWxw/aJYJy2TwDQ0NjBkzhqFDhwqCakFBAe3bt2flypXcv3+/BcDs06cPf/zxB9A8Rrt//z5mZmYi+0oGLhoaGjh79ixt2rRBW1sbOzs7bt261aK7c/nyZdG5k40tZEq+58+fC5D1LSfiwYMHJCcns3LlyhZqqW+P1a1bt+jUqRNZWVktcou+fPnCnj178Pb2plu3bhw4cAA5OTmKi4sFoHr9+jWbNm0iODgYRUVFocJpbGwkOTkZJSUlnj59ytu3b4mPjyczM5PU1FSOHTuGubk5KioqVFdXi215enoSGBiIg4MDM2fOBJrB48OHD0lISMDS0pL09HTCw8NJT0/nxx9/JCYmhjlz5uDl5cWMGTOAZtWglpYWGzZsoKmpSSiHFi5cyPLly2nTpo0YfxUWForjEhoaSkFBAZ07dxbfWVlZGWtra4YNGyaOT5cuXZgyZQpHjx4lPDyc4cOHc/XqVZ48eUK/fv3o2bOnuNfCwsIE0XrhwoXcvHmTPn360KVLF7p3786ZM2fw9fVl1qxZbN++nb179yKVStmzZ494Tvj4+ODo6Ejfvn0FUNXR0SEgIAA3NzcR8dLY2EhVVZXwwwkODiYlJYXPnz/z9OlTcnNzSUtLw83NjcrKShYuXNiiUwTN5PL+/fujra3N8ePHSUhIYPbs2bx9+5akpCQMDAyYP38+0GzmGBwcTGhoKDExMcJtOTIyknbt2hEXF9fCQPF/KtkL0/eU9P+8+g54/pdXY2Mjnp6ehIeHU1hYiLOzMytXruTOnTskJyeLFr+ysjJr167lxIkTtG3blpKSEqqrq8nLy8Pd3Z2vX7/y66+/UlBQgLW1NcHBwZiamrJ06VJB7HR3d2fgwIEsXrwYKysrOnfuzI0bN9i9ezcpKSlYWVmhoqLCuXPnABgxYgSqqqr4+fmhoaGBg4MDjx8/Fp4csrfB0NBQ7OzsBChYvnw5xsbGODg44OnpKVRKERERmJiY0L17d+Tl5VFVVeXp06dA81vy9OnTRTBnU1MT9fX1LF++nJCQELKzs1FSUsLAwID4+Hjq6+tZtmwZUqmUw4cPc/r0aWG45+XlJdLLodkC/1ur/wMHDqCrq0t8fDzBwcHC+O3atWukpqYSEhKCRCJBQ0MDZ2dnzp07Jx7CmzdvJiQkhBEjRuDt7U1qaioJCQk4ODiQmZmJv78/I0eOJDg4mCFDhrTokI0fPx4XFxfR2t+9ezd6enpcvnyZz58/k5WVRXJyMjk5OZSUlNC2bVt69+5NUFAQw4YNE+ZycXFxuLu7Y25uTkVFhejytW3bltjYWMLCwnB1dRWk09raWtG9+/HHHyktLRUg8/Xr14wYMYJRo0axZMkS7t+/z927d+ncuTOenp4MHz6cTZs2CVXRnj17iImJEcaM0AxC9u3bJ1x8VVVV0dHRwdTUlODgYA4cOMCnT5/Q1NREUVGRdu3aUVBQwI4dO0hJSWHp0qWoqqoiJyfHsWPHxHl69+4dHh4eaGpqcuXKFR49ekRYWBjJycno6+vTtm1bevToIZyGAWbPno2Xl5cIWG1oaCAgIIAOHToIEA3N/BzZMVixYoX4ncDAQO7du4e3tzd5eXniGvTy8kJTU5PffvuN69evk5aWRtu2bfH29sbLy0sAy8OHDxMREUFFRQXFxcXo6uqKrLhnz56xbNkyLC0tUVdXF/yuL1++sH37djp37kyHDh3w9fUV14y3t7cY3co6a7///jvV1dWkp6fTt29fKioqGDFiBLW1tbx9+xZ7e3v69esntv3jjz8ycuRI9u3bR25uLp07d2bjxo14eHjg5OTErl27BE+tqqqKsLCwFqM5aCah6+rqEhkZyc2bN2lsbMTHx0cARJlvzrVr16ipqcHExAQvLy927txJXV0dYWFhhIaGimv/fyrZCPN7/WfWd8Dzv7zmzJkjvGSgGTz4+/vz7t07goOD6d69O8bGxpibmwvFw+PHjykpKaGiooJBgwbx9etXITN+8uQJp06dws/PD0dHR/FQi4+PbyFvluVJdezYkS9fvvDixQu6du1Kp06d0NPTE6OOLVu2MGzYMCIjI2nfvj1//fUXVlZWeHp60rp1a4KCgmjTpg0eHh7cvn2bvn37oqGhIbxXRo8eTXFxMaGhoeTk5FBQUICenh5JSUnY2dkxduxYSktLMTIyYvz48RgaGopxUV1dHW/fvmXVqlVIJBKMjY0xMjISXjMPHz5k2bJlJCQkUFBQQMeOHVmzZg1SqRQbGxucnZ0JDQ1FR0eHcePGAc0eP6ampjg6OjJu3DiuXbvGTz/9hKOjIydOnODhw4fo6+sL7lPXrl2xsrLCw8ODGzducO/ePaZNm0Zubq7oILx8+RKpVEpsbKzwddm9ezc5OTlUVFQwZ84c0VHp27cvQ4cO5ezZs5ibm2Nvb09kZCTe3t5kZ2dz8OBB1NTU0NLSEjEJu3fvJjs7m4qKCiorK8nOzubVq1ccOHAATU1NunTpgo2NDUOHDqVdu3bCrM3JyYnNmzejrKxM27Zt2bdvH/X19QQEBDBw4EBevnyJgoICbm5uDB48mP79+2NnZ8fVq1cxMDDA2NgYHR0doqOjCQoKolu3brx//x4DAwNMTU3x9/dn3759eHl5kZiYiLy8PEpKSjg6OvLp0yfOnTuHnJwc/v7+wk5BNvL48uULjY2NxMbGkpWVxf79+xkwYABaWlpcuHCBBw8ecPz4cV6+fImRkRERERGEhIRQVFTEnTt36Ny5M127diU0NJTMzEyuXr3KrVu3WL9+PatWrcLe3p6VK1cSFBQkfJcaGxvp1asXubm5GBoa4u/vT0VFBba2tvzwww9ERETg6uqKjY0Nqamp/P3333z69ImcnByUlZUJCQmhb9++PHz4kLq6Ou7cucOhQ4f+4St09OhRXFxc6Nu3LyEhIaKrAggRgJ6eHm5uboK4e/nyZVasWEF8fDwuLi5cvnwZX19f8WxoampixIgRYvRbV1fHpk2byMzMxNXVVRhMynymoFl5ePXqVcHDkgHWgoICSkpK2LhxI+3btxedooaGBp48ecL06dMpKysToOfChQv8/PPPDBo0CIlEwtSpUwkJCWnx3OrVq5fgkAFMmjQJRUVF/Pz8qK6u5vPnzyKb738CPbLj9+LFCyZOnPjfcny+1793fQc8/8tr7Nixwm24qKgIT09Pbty4gb+/P/n5+dTX17N//378/Pxwd3enc+fOwH+Nwz5+/MiXL19a8ER2794tZuj19fUkJCSgpqaGiYlJi9/bsmULioqKxMTEoKmpKbKvunTpgo6ODrNmzeLevXs0Njby9OlTRowYQfv27dm7d694Sz927BiNjY0EBgYSGhqKoqIibm5ubN++nYyMDC5dusTmzZuJj49n8ODBqKurU1ZWRq9evTAyMiIjI4MhQ4aIN+9Ro0aJjCdo9rlRV1cnKSkJc3NzNm3axO7du+ncubMYBb1586ZF+/uXX35BXl6e8vJyfv/9d7Zs2SK2oaWlha6uLqGhoWRlZZGTk8PDhw+pqKigR48eqKurExAQIN7Kz507JwipW7dupampiV9//VWQyl+8eIGqqiry8vLo6Oi0CDXcvXs3fn5+SCQSYmNjuXPnDiNHjkRHRwcdHR127tzJwIEDiYmJEeOWCxcuIJFIUFJSIi4ujr///pumpiZ2796Nj48PqqqqDBkyhNzcXN6+fcuJEycERyQlJYX9+/eLbkO/fv1o1aoVcXFx2NnZ0a5dO4YPH86FCxdwcXFBT08PV1dXcZ2MHDkSY2NjLCwsGD9+PD4+PvTo0YMzZ84waNAg1NTUmDlzJidOnKCsrAxDQ0Oio6OFZH7OnDlYWFiwePFibt26hYqKChoaGty7d68FSbimpoZbt25RUFCAm5ubAImNjY0MGjQILS0tjI2NmT17NtA84jh8+DCnTp0S20hNTWXSpEkMHToUfX19QkND0dbWFuTslStXoq+vL+TSgOAJBQcHM2nSJJE7lZOTw6dPn1i/fj12dnYYGBigoqIiPJ1UVFTYunUrR44cITc3l4EDB3Ly5MkW4xbZ/Sj72YULF8S9K+uqyLqEz58/Z9GiRQQFBSGRSBg3bhxSqZTffvuNI0eOkJOTg1QqbUHKz8vLIzo6WqSL3759m7S0NEEyz87Oxs/P7x8+U7Jxk+z+aGxsZN++fcTFxTFu3Di2bt1KRkaG6AhBMyg7cOAA1tbW4p6QvYSUlZUhlUoFyRuan1uBgYH/4CPOmjULBQUFYYwq6/SkpaX9g7Mney69fPmS1q1bs3XrVr7Xf159Bzz/i+q/Iyj/9ttv9OvXj7y8PDw8PGhoaODly5cYGxujrKwsoiT27duHu7s7CgoKQjlVX19Pr169mDNnjthedXU1EomE+Ph47t69KxbghIQENDQ0hProzZs3hIeHY2pqio6ODk5OTuKN7fLlyygrKyORSPDx8WH27Nm8e/eOx48fM2rUKGJiYhg6dCgmJiZkZWXx/v176uvrxdurVCqloqICCwsLMR4LDQ1FRUUFD0nNRCUAAL3vSURBVA8PdHV1mTNnDgMHDsTLy4tDhw4JIqq2trYgXTY0NBATE4NUKsXX15dRo0bh5OTEli1bWLBgAba2ti34PzIn38bGRqZMmUKrVq0E+fHvv//myJEjnDx5kpSUFIKDg3FwcBAmiJWVlcjLy1NWVoaCggKTJ0/my5cvZGZmMn78eEaOHImFhQVjxoxh27ZtPH/+nN27d6OiooKNjQ1XrlzBw8ODvn37CgUSNKuL9PT0MDIyoqysDDU1NeTk5IiNjW1xXdTV1bFt2zbU1dUxMzPD2dmZ7OzsFtuSedQ4Ozvz888/8/btW6ytrcVoT05OTmRLvXjxAjMzM7KysmjdujVpaWkcOnSIgoIC8vPzhWGcbOGaMGECRkZGwntoyJAhREdH8/btWyF519LSYsyYMcI1++LFiy28ewoKCnBxcaGsrIzMzEzU1dW5fPkyX758EanukyZNora2llGjRhEWFiZGGLJ74+7du6ipqSGRSLh9+/Y/7plz586Rn5+Pq6srX79+5c2bN+Tl5SGRSGjbtq34vUePHvHjjz/i6elJaWkpaWlpeHp6kpiYyIMHD2hsbBR5XPPmzePdu3fCNTk5OVmYSXp5eeHt7c3OnTtFRzEkJETcc//dPf3tz+rr69m7dy8FBQV06dKlxfG6cOECDg4OyMnJCdWi7LNJSUmkpaVRXl5OZmYmHh4efPjwgeTkZKytrdHT02Pu3LkitFaWjF5bW8vHjx/Fvv8rYV72N06dOsXXr1+pq6tj48aNpKWlUVJSIn6nqamJyspKpFKpACyye2vdunXo6OhQWFhIXFwc/v7+/ziPsqqsrERFRYX58+cLp/ewsDAyMzNFp0f2mdraWqysrNi1a9c/9vl7/WfUd8Dzv6S+VdIsXLiQv/76i1evXvH06VMCAwMxMjJix44dbNiwgXnz5qGnp4ejoyMRERFcuHCBrKwsIiIikJeXb9FKlsmtATHamjx5MnJycmhqajJp0iTevXtHfX09ERERaGpqEhQUxNKlS3FxcaFVq1ZUV1dz4cIFwVtYvXo18+bNY8qUKcyZM4eCggKxnWfPnmFhYYG9vT2lpaXo6ekRHh5Ox44defXqFU+ePCEhIQGJREJFRYV4ezc1NaVNmzYcOHCATp06ER0dzfTp04mKisLd3Z2OHTtiZGQk0qzv3bvH3bt3efv2rZC+r1ixghEjRuDu7s727dvx9/fn5s2b/zjW6enpDB48mDZt2qCgoMDUqVPx9/dn586dvH79mokTJyIvL09MTAybNm0STsDt2rUDYMGCBSgoKFBdXc2IESMoLCxk9+7dGBoa4uvri66uLkOHDsXQ0BCJRCL4MefOncPJyYl+/frRq1cvNm7cCDR3eioqKsjMzMTLywsHBwckEgkJCQn06dOHP//8kw0bNiCRSLCwsODr169cunRJbGvUqFFivHDkyBECAwPJy8tj3759dO3alYcPH3L79m169+6NgoICmzZtwtzcnICAANLT0+nTpw+9e/cmPz+fjx8/igRsGaAtLCzE0tKSnJwc/vjjD9avXy94U4MGDcLY2BhbW1tmz57NqlWr6NSpEzdv3hSJ4CtWrCAlJQVXV1dOnjxJbGwsqqqqSKVShgwZgq2tLUpKSuTm5hIREcG5c+d49erVPwwQoZlf1bVrV+HyW1RURElJCSUlJTQ1NTF+/HjhoSTjeS1YsICIiAg6derEkiVLWtwPZ86c4aeffmLdunV8+PCB2NhYDhw4wMSJEzEyMuLnn38W8SPbt2/nt99+o7i4mN9//12QxCsqKnB3d8fQ0FDks3Xs2FH49fyrak5Wu3bt4tSpUy26KpMmTWrxe+np6RgaGqKuri4UTJcvX2bChAlkZGQwatQoli5dKo7RpUuXkEqlGBoatlBevn79mujoaOLi4ggLCyMxMfG/BSH/SgI+e/YsUVFR2NvbExgY2CKFfOvWrZSWlhIQENDCauLo0aMsWbKE2bNn88cff4iRmUz9969/a+3atQL0QHOnp23btsKJG/4L7Mgy177Xf2Z9Bzz/i6qpqQkPDw/atm2Lvb09ffr04erVqzx69IiQkBCUlJSwsLDAwcGB06dPU1tbi5OTE61atSIlJYX8/HxB1vzWebehoYHZs2fTtm1bkYAskUhQVFQUclLZw2r8+PGCMCwvL8/y5ctpbGwURoStW7fGzMyshVKjqqqKvLw8pkyZwr59+/D09BQPs6NHj4q8qWvXrvHixQtGjhxJ586dRWemd+/eqKqqCvUYNHNpVFVViYiIwMbGpoWHydmzZzEyMuKHH34QDrgrV65EIpGgq6uLqakpSkpKWFtb/+ONsqqqSqi0amtryc7ORiKRCCn8X3/9RXR0NJWVlcTHx6OmpkZqaipGRka0a9eOJ0+e8OnTJ+bMmSOcggsLCwWIgmYAk5CQwLlz55g/fz6tWrUS5oGXLl3Czc2NgIAADA0NmTx5Mr/88gvTpk0T46vOnTujoqJCSEgIXbt2FSqc0tJSWrVqxbp166ivr+fSpUs4OzsTEBBAaGioIIlfuHCByMhIMjMzSUtLIzAwUGRqzZ07FxUVFX799VeuXbtGYmIiNjY2/P777wQGBpKUlER5eTlXrlzhwIEDrFixAqlUytKlS1m0aBFTpkxBU1NTWCOoqKiwYcMGOnbsyIwZM2jVqhWGhoZERUWhrq5ObGwsZmZmWFlZMXz4cE6cOMHs2bMpKCjAy8uLkJAQYWD45csXQkNDhaIN/klSPXLkCObm5nTv3h0XFxdCQ0OZO3cuVlZW/PXXX0LKDv8FlGT+MJMnTyYrK4ulS5eK3zl//rwY8TU0NFBeXk67du0wNTXlxo0bNDY2Mnz4cJFTlZiYiEQiITU1VXTX3rx5g5OTEwYGBhw6dIj9+/eTk5NDXFxci0X+25eauXPnoqqqKroYX758EeDnX+vWrVt0794dQ0NDDh48iIGBAQUFBaSnp6OpqcmKFSsEx+bt27esX7+e4uJibG1tqa2tZeHChWRlZWFiYkJISAiGhoZUVVVRV1fXAkzKAJxsH9atW4ePjw8TJkxg9erVJCcn07lzZxElIqsdO3bg4eHB6NGjqaioQCqV4ubmhru7O4GBgbx//57Pnz+Le3Hq1KlUVFSwdOlSHj58yLp16+jfvz8qKipUVVUBzblvsuugqamJnJwcduzY8Y9j873+s+o74PkPr28fOM+ePaN3795A84ilZ8+edOnShb///hsbGxsmTZrE2bNnefbsGc+ePQOa3Xdlycvbt2+nrq6O3bt3Y29vL4i4TU1NXLx4kbS0NFxcXNDQ0CAxMZEhQ4ago6ND+/btSUlJITU1lQEDBtC9e3cSEhKwtbXFxcWFO3fucP36dQwNDYmIiEBFRYUOHTq0eEAvXbqUmJgYBg0ahJmZGR8/fuTdu3dERUXxww8/oKGhQU5ODhs2bBBjrJ9//hmpVMoPP/wgvE7q6+upr68nMzMTBwcHjI2NmTFjBr1798bGxkZkAM2bN6+F58ykSZOQSCRIJBI8PT2JioqidevWbN68ucUiMnbsWDEemDdvHhKJhNDQUNTU1Ni4cSPTp09nypQpHD9+nNraWuLj4+nbty+7d++mpKQEDw8PAgMDRTdG5oT87SgiNTWVuLg4sVjPnTsXOTk51q9fz7t37zh+/Di2trZs2LCBLl26kJ6eLsjJgwYNYvTo0cJa/8qVK0RGRgqVy7fbgmZwY21tzejRo4mIiBBA9OLFiwQEBJCYmEhxcTGBgYE8efKEqVOnkpSUhEQiYejQoUilUsrKyigpKUFfX18QSfX09LCzs+POnTv8/PPPGBoaoqamhqKiIlFRUZw5c4a6ujphQ6Cvr4+6ujoGBgZYWloyZcoU3N3dsbGx4cGDBwwfPhwVFRXatGmDj48PPXv2ZMyYMWzatImjR49y5swZkSI+bNgwTp48KRbI+/fvU11dzdGjR6mrq+PAgQOMGzcOHR0dPDw8iIiIwNzcXEjWv5Xnf8vdWrlyJT4+PiQmJjJ79mxKS0uxtLQkLi6O6dOn8/TpU2pra4mKiqKkpISVK1fy888/o6GhQWRkJMbGxrRv3x5jY2McHR2ZNWsWN27cICMjA09PTwYNGiQsCi5dukRqaioLFy7kyZMn3Lt3T+zb/Pnz0dHREZ3cf/VF+vY7fHvtlpSUoKSkxIABA8jIyKCgoIBffvkFU1NTduzYITopss5WVlaW6A4lJyeTlpbG/fv3Wbt2LRYWFgwZMoQJEyYwbtw4zp492+Lvjxs3DkVFRTp27Cgy0h4+fEhpaamI/5Dt59evX9m5cydGRkbIy8vj5uaGvb09jx49wsnJCQ8PD/H7aWlp+Pr60qlTJzp16oSnpydaWlpcuXKFdevWiRGirGT79K/doe/1n1nfAc9/cH37xjd48GB69uwppLzQTMgtKysjPz8ff39/bty4wfv374W0OD09nZMnTxIcHIyjoyORkZFAM3AKCAhAWVlZKIUAhg8fjqKiIu7u7kJma2RkhJycHBs2bEBBQUG8Ff7++++kpKRgb2+Pi4sLvXv3Fl4ne/bsobi4mH79+omuzLp169i6datQ1owdO5ampiby8vIYO3YsiYmJKCoq4unpiZOTE0uXLmXAgAFUVFSgqKhIly5dsLCwEJyO8PBw4e566dIlAGH0JiNAfv36VcizlZSUaNeunRhvrVq1ikmTJqGpqcn27dsFYPjzzz8JDQ0VMtqePXtiYGAgCKpBQUFkZmYSHR3N+vXrqaysJDg4mAEDBvDbb7+hoqKChYUFNTU15OTkoK+vz08//UR9fT2nT5+mdevWKCkpERoaSocOHUTwZGVlJXJycnh5edG6dWumTp3K77//jr29PR4eHujp6SGRSMjNzRW+Ofn5+WhpaaGhoUFBQYEY/1VWVqKgoEBGRgaHDh3i2bNnvHv3jvnz59O+fXv69OnDtm3b2LlzJ8eOHePZs2d07NgRXV1dvL29GTVqFObm5lhaWjJ9+nTk5eWpqKggJiZG5EJNnjwZXV1dPD092bFjh4js+Pvvv+nWrRvp6el07NiRqVOnsnLlSk6dOsUff/zBmTNnWLBgAQUFBbRu3Zrs7GzevXtHQEAAXbp0ISUlhezsbAwNDQWB+Ny5c6Iz99tvv5GcnEynTp3YtWsX58+fx9TUlNjYWNLS0ggPD+fAgQN4eXmhoqLC06dPiYqKQltbm/j4+BYL47cLuKyzJcuXSkxMpHXr1iLYMiwsjN69e3Pt2jVqa2uZNm0axcXF9OnTBx8fHzQ0NOjbty+HDh2ivr6erVu34ujoyOzZsxk+fDhWVlZMmTKFV69eidFxTEwMGhoaAiQtWrSImTNnoqWlhba2NiEhIS26INAsFJAR9L/d/9WrV9O1a1eUlZXR0dEhKipKfNcpU6YIcve3AGnevHkoKCigqKiIhoYGBgYGLZypJRIJUVFR5ObmtugUzZ8/Hy0tLYyMjGjVqpW4hhcsWEB2djYqKioiI01Wsu6ezPRT5rjcv39/fHx8GDZsGFVVVS2c4MPCwgTBWQYIf/vtt3+Mrb577fzvqe+A5z+0vnW9DQsLIyYmhtDQUGHzL7vJT5w4QXp6Os7Ozvj5+REUFER2djZ79+7FwcGBRYsW0a1bNxISEnB3dxcPlNLSUpKTk0lISGDQoEGsWrUKZ2dnNm/eTEpKCn5+fqxZs4bq6moBKDw9PVFWVmbx4sV8+fKF6upqsrOzRXaUrDMCzSTpjh07MmDAAFavXo2FhQWDBg0Cmh9aGRkZDBw4kKqqKhwcHNDX16eoqAhoNvorLS0V444RI0YglUrJzs7GwMCAOXPmkJiYiJKSUgv7eBnB18DAgKSkJAIDA/H29kZFRQVTU1PU1NTYv38/v/76K0pKSixZsgRnZ2dUVVVxdHQUHYLAwECUlJRE+zw6Ohp/f3+R3XXlyhUMDQ2FBFnmQVRUVERmZiadOnXCw8MDf39/oYpramoiISEBCwsL7t27R01NDR4eHqSkpPDp0yd69+6NlZUVEomEyZMnk5+fj6GhoQi9vHjxIhKJRHA44uLi0NfXF7wXT09PkpOT+fTpE6mpqbRu3Vp0p0aPHs2zZ8/49OkT7u7uInqhqKhIjLn+/vtvjI2N8fDwEC7Aubm5uLu7s3nzZqRSKS4uLty9e1dcexMnTsTAwECQz2XX7B9//CHk5cXFxSK2A5pHMzIvKGVlZaFyy8jI4MWLF1RXV6OpqYmDgwPQ7EsjU8R9S0wuKyujrKyM1NRU5s6dS2NjI7dv30ZTUxMTExMUFBSYNm0aWVlZBAYGcuHCBVJSUli1atU/TBPnz5+Pnp4ep06d4tWrVwQEBJCbm0v//v158uSJAKuFhYV0795deCPJwMurV6+IjY0lJSWF+/fv09TUxLNnz6iqqkJHR4c1a9aItPQVK1Zw7949njx5grm5OTExMbx584b169djZGSErq4uSUlJImrl3bt3REZG4uHhwbx58zAyMuLmzZstvoOMjH7w4EEmTpyIhYWFGJHW19dTU1NDYmKiGM01NTUxc+ZMNDU12b17N+np6aioqIhr7dGjR5SVleHp6SlI+StWrMDU1JSysjL09fU5deoU+/fvR1VVFSMjI+bOnYuWlhanTp0iIiKCEydOiOth3rx5tGrVih9++EG8MOzZs0co/CZNmkRJSQm3bt0ShOOEhASkUikzZswgICCA6OjoFny77yDnf2d9Bzz/wdXU1MRPP/0k5KVv3rwRJNhvc69Onz7Nn3/+ycGDB1myZAl2dnZYW1tjaWlJRUUFDQ0Noiuhr69PQEAAmpqa+Pn5sXz5cnr37k1CQoIAUnfu3CE6OpqoqCgePnxIQUEBiYmJuLm5MWfOHGxsbFi5ciVPnz7lyZMnInw0JSVFSNOhuVuSlJTEjBkz2Lt3L76+vowZMwaA7du3Ex0djYODgwg0lVVxcTGlpaU0NDSQl5eHubk55eXljBs3js6dO5OamkpiYiKRkZF06tRJzPK7du1KVVUVf/75JwsWLGDZsmWUl5fz999/ExUVRUZGBoWFhZw8eZJly5ahq6tL165d6datG0OGDCEuLo41a9agq6tLbm4udnZ2REVFoaam1gJYycZ+snFjSEgIFhYWlJaW4uzszMmTJ9HV1aV9+/ZAs5najBkzSEtLEw/tsWPHYmpqSmRkJAkJCeTl5bFlyxbu3r0rlDl6enqChO3n5ycA4eXLl0lNTaWyspKGhgbGjRsntiVze4ZmYJCXl0fr1q0ZNmwY3bt3x8fHh3nz5nHs2DGSk5Px9vZm/vz5nDx5Em1tbVJSUpgyZYpYePT09KisrGTjxo1IpVIGDhwo1GyrVq1izJgxGBgY4OjoyI0bN2hqamLcuHH06tWLwsJCOnXqhJmZGRKJhOvXr9O+fXs8PT3JzMxk9OjRmJqa0rdvX5ycnPjtt98ICgoiJCRESMi7du2KpaUlenp6fP78uYVBn4qKCmFhYRw7dgxojgjx8/NDWVkZQ0NDJk2axOHDh4VnT2ZmJhMnTmxxf82ZMwddXV2xDWiWscvO+6JFi1iyZAmLFi2iurqakpISOnfuzJ49e1oA0traWvz9/SkoKOCPP/7AwsICJycn/P39BQ9n+vTpeHl5YWdnh42NDcrKyqJzAc2gQkFBAR0dHbZs2dIC1FhYWKCsrMzp06eFmzbAmDFjUFVVZeHChbx48YLPnz8zefJk/P39mTlzJg8ePKCwsJCgoCCxvXfv3tGxY0f+/PNPMRarrKwkKCiIWbNmCaBmYGDAzJkzxf2cmZkp+GwrVqygvr6eo0ePoqioiEQioU+fPvTs2RNLS0txnh49esSsWbM4cuQI9fX17Nq1i7y8PLp3746fn5/oIru5ufH161e+fv3K5s2bUVJSYvPmzQBkZGTQoUMH4Sv1vf731nfA8x9cmzZtwtvbm9atW4uFsra2lqFDh1JcXMySJUtazPHfv39PYmIiP/74I9HR0WhpaVFYWMiRI0f4+vWrUA3p6upiZGQkMokGDRqEtrY2SUlJIijx1q1bnDp1iurqauEtIosimD9/Pvb29nh6elJRUcGbN294+fIlffr0oaioSHAlxo4dS2VlJY2NjdTV1bF37168vb2FGzI0ZwLJ3qKvXLmCnZ2deGDKuAYJCQnIycnRrl07goKCSEpK4u3bt1y8eJG+ffuioqJC+/btsbe3Fy3506dPY2trS0xMDG3atMHZ2Zlbt27Ru3dv2rZty5AhQ/D09MTY2Jjjx49z6dIlMbb5VjZdXV3NqVOnaGpq4syZM4SHh2NhYSFM0kaMGIGcnBxhYWEEBAQQHByMmZkZmZmZ4jva29sTGxsr3v4XL15M69atuX79Or/++iutWrVCQ0ODiRMncvLkSVJTU7l+/ToODg64u7vj5eVFQUEBAN26daOoqIiDBw/+Y1s//PADCgoKeHh40NjYyLhx4zA3N2f27NnY29sTHx/P1q1bqa+vZ9q0aRgaGjJ06FCCgoKoqqqiQ4cODB8+nO7duwtvFH19fSHNnzlzJhKJRKh4ZG7E169fJz4+ntDQUM6ePcuYMWMYNmwYV65cwdHRkfz8fMaMGYOKigpOTk7C4LJz586kp6eTlZVFUVERSkpKhISECBJ8x44dCQkJ4eHDh2L/oZnY7eXlhZeXF/Hx8SxduhQfHx+cnZ1p1aoVZ86coV27dri7u7N8+XLu3bvHxYsXsbS0xNfXly1btvDhwwf+/vtvbG1tmTp1qkiST0tLY926dbx9+xYXFxeUlJTo2LEjERERYoRVUFDApUuX2LZtmxgLNzY28vLlSywtLTEyMmLMmDG8fPmS+Ph4UlNTOX/+PACLFi3CwcGBtLQ0tLW1GT9+vFCMQTN4tra2JjMzUygoR4wYgYKCAl5eXiJaBGDYsGGC2B8eHk7Xrl25efMmnz9/pm/fvrRq1UqYRMrAeVNTE+fOncPW1pZ27drRv39/zp07J0ZVFhYW+Pv74+/vj5KSkgigffnyJdbW1rRu3Zrhw4dja2vLjBkzGDp0KIqKisI0UuZ/09DQIHhXtra2pKSkiGeLLAleU1MTBQUFWrVq1WLUePz4ccLDwzl79iyHDx/G29v7Hxla3+t/Z30HPP9B9a+KoaamJlauXImCggLu7u7CGv7ly5dER0fj7u4uyLCPHj0iKSlJhC/GxcUJ9UZhYaEwwlu9ejUrV67E3d2dPn36MG3aNMzNzfnrr79ISkrCzc2N5cuXt8hQWrNmDd27dyclJYVr164BzQ9uNTU13N3dGTduHG/fvqW2tpby8nJKSkoYM2YMFhYW6Orqsm/fPuEVs2XLFkxNTRk2bFiL7/r+/XvWrVuHg4MDDg4O4o3wxYsX9O7dW7jzGhgYEBYWRvv27cV3P3r0KBcvXhQP9YcPHxIXF0dFRQXJyckYGRnh5+fHo0eP+Pz5M6tXryY0NJQ2bdoQHBwsjOAuXLhA7969iYuLE2+T354TGRFUlnG1ePFitLW1KSkpoba2FhsbG3x9fQkNDWXw4MFUV1cTGBiImpqaeKB//fqV4uJiKisrefXqFUuXLmXq1KnMmDEDPT092rdvL+S3kZGRKCsri/ywX3/9FQMDA6KiosRbvmxbGRkZJCcnM3r0aI4cOcLhw4extbXlxo0b5OXliUXn4sWLbNmyBUtLSwYPHszIkSOFgeO8efPIysqiR48eYgSopaXFkSNHBKgeNWoUEokELS0t3r9/32LM1KpVK3x9fZk2bRqdO3fG3d1dBKnOnTsXZWVllJWVOXv2LJ06dcLJyYm7d++ycOFCoqOjhcRa9r9GRkYiUf7Ro0fY2tri4eFBamoqQUFBWFlZsWbNGhQUFIRCMTAwkJSUFAICApg2bRpeXl5YWVmhpKSEkZERhYWFFBYWMmbMGG7dusXdu3fZtm0b7du3x8HBgYCAABoaGpg1axbGxsaYmJjQoUMHLly4gIGBAaNGjWpBQN+5c6cYvUyaNIlWrVqhpqYm8tm+fv1KWloaqampHDlyhPfv3zNlyhQhg/f392fSpEkcPXqUz58/ExwcTNeuXcnLy6Nnz55MnToViUSCvr4+zs7O6OnpsXHjRq5cuYKNjY1QW/7xxx/07NmTgoICysrKUFJSws7ODkVFRUpKSnj48KEgECcnJzN//nw2bdpE7969hX3AyJEj6dOnD+7u7nTt2pVJkybh7+/P5MmTOXHiBE5OTgQFBfHx40e2b9+OgYEB8vLydOvWjczMTDEqlV0ro0ePZsGCBXz48IFhw4aRn59PQUEBNjY2bNy4kZCQEIyNjQkLC6Njx47iHrl06RKZmZlERkaKOI7v9b3gO+D5jynZYt3Y2MjOnTtbjFBmzZqFiooK3t7egl9RU1PzD/lnSkoKenp6rF+/XixEN27coFevXqSlpZGbm0tSUhJ1dXXs2rULT09PTE1NRUdjyJAh9OrVi7179zJmzJgWnhonTpygR48eJCQkiDfP6upqfv/9d0JDQxk1ahQfP36ktraWjh07MnbsWFasWIGTkxPGxsbs2bOHpqYmbt++TWBgIK6uri1yomR/o6ioiH79+uHs7Myff/4p/Gri4uKEf4mNjQ1hYWGEhYWxYcMGKisrxfF79uwZffv2JS0tjU+fPlFTU8O9e/fo3r07bdu2FW+Kx44do7i4mJycHKKjoxkyZAjnz5+nqqoKY2NjIiMjefXqlXjz3rRpkwAespLFYMhiCGQjq927dzNhwgQxWpQ9sGXxAKNHj0ZHRwdbW1vk5OSorKzk2bNn6OrqioypUaNGoaWlRXBwMCUlJVhZWWFsbEybNm0EabmxsZHRo0djZWWFt7c3ampq7NmzB2jm5OTk5PDLL78QGhpKfHx8C/WbnZ0dHh4eREZGClNDaE6TLygoQFdXFzMzM8LCwtiyZQuAGHd6eHggkUgoKCjgxYsX3Lp1ixUrVjBt2jTat29PSEgIMTExODk5cf78ed6/f09hYSEeHh6MGjUKDQ0NcV5HjRpFY2MjS5cu5fTp0+zbt482bdqQkJDAiBEjsLOzE4GRd+7cQVlZGalUKkajAPHx8ZiampKYmIiWlhaqqqpCVTRnzhw0NDSIi4vj1atX1NXV0aZNG/z8/Bg6dChv376lrq4OBQUFpFIp5eXlgpSblZVFdXU1QUFBogMaGRlJYWEht2/fFoqnPXv2IJVKkUgk+Pr6Cpm+jET+5csXoqKiUFZWxtvbm4EDB9K/f3+8vb3JzMxEXl4eZWVlrKyssLGxoa6ujh07dtC+fXsUFBRwcXEhISGBT58+ifFgYGAg6enp9O/fv0XGW0BAABKJhE6dOvHw4UNKSkrQ0NAgKyuLhw8fcuvWLUaNGiWuxZMnT4rPuLq6Eh4eTkhICEFBQSxevJiePXuKXDhVVVXRFf769StZWVmoq6szZswY6urq2LlzJxoaGujq6rJ69WoGDhwoXrRevXolrpsJEyYQGRlJ586d6dixI2VlZQQHB7fgAF64cIEzZ85w+vRpce19r+/1HfD8B5TsZv42CNTIyIi8vDyRKi5TOQQEBAjPFGgm0Pbv31/8OzMzk/bt23P58mXxpnXnzh3i4uLo3LkzDx48EEaEwcHBKCgoCAM9R0dHjh07xsGDB0lISGDIkCEiQHLFihWUl5cjJyeHgYFBC8PCHTt2YGlpyfDhw6murmbTpk0iS+vXX3/FxMQEIyMj/vzzT44ePSoevrKaNm0aY8aMYezYsVy+fJn3798zePBgbGxsmDJlCkFBQWhqaoqH59ixY3F0dKRt27ZEREQIhRXA1atXKSgoQF9fX6g5ZJLZ8vJyTExMqKmpob6+ntu3b5OTk4OjoyNGRkZ07tyZqqoqevfuza1bt8Q216xZg4qKCj169ACaF5YnT56wYsUKQbhWUFBoYVoHzVJ8qVRKv379hCQYECqogIAAkQL+559/0q1bN6RSKUlJSQwdOpSdO3cK3kOnTp3Eggz/5T8zf/589PX10dLSEkaFgOhIyMvLIycnx7p164Sapn///ujq6tKxY0eUlZUZPnw4qampDBo0iDdv3ohE8ZqaGvr3709BQQG///47X7584eTJkzx79oy9e/eSm5tLcXExBQUFSKVSunTpAjQvorW1tSJA1MnJCT8/P548ecLbt28pLy9HR0eH8ePH4+7ujrW1NR8+fODTp088fPhQ+BV9+vSJ6upqzMzMhJpw8+bNyMvLY2lpyYMHD9i/fz99+vRhx44dnDhxgvLyciIjI0lNTRUAr0uXLoSEhPDbb7/h6elJhw4dWLRoEVZWVpSUlPD+/Xv27t2LgYEBOjo6KCkpcfLkSbp160ZISAht27bFyMiI48ePs2PHDpHlJqupU6ciJyeHRCJh3bp1jBs3Dg8PDzZt2sTHjx9paGggMTGRmJgY1q1bJ7oqAwcOZMCAAeTk5ODp6SlyrFauXEldXR1//vkn7u7uFBcXc/fuXdzd3cnLyxOGlQ4ODoSHhwsLggULFqCqqoquri6jR48GmiX7nTt3plWrVqirq2NnZ9dCnVlZWYmqqio+Pj60b9+eFStW0KlTJ/z8/HByciIgIIDIyEhMTEwwMzMjJSVF2D1MnToVX19fEhMTaWhooL6+nuHDhyORSNDU1ERVVZV+/frx4MED5s+fj7a2NsbGxigoKGBvbw8gXJpLS0uJjo4WOV7/Wt8Bz/eC74DnP6qysrKEwR00ExVjY2NZsmQJXbp0wdPTE4lE0sIp+f79+0ilUnr27CkeCmlpadjZ2YkAvSdPnpCUlISysjJ//vknVlZWLFiwgPPnzxMeHo6WlhZqamqCCN3Q0MBff/1FTk6OkIbr6Ohw5swZETEhW9xknZVOnTrRqlUr7O3tcXZ2Ji4ujpKSEpydnUlOThZGhZqamqxevVrsf3p6OkFBQQwaNIjExETU1dUJDQ2loKCA1NRUbGxscHR0JCwsjNLSUjZu3Ci6J9ra2mzevJmmpibu379PVVUVHz584N69e/To0YOioiL+/PNP1qxZw7Vr10hJScHOzg4LCwsGDBjA5s2b0dHRISAgAAsLC3R0dFBUVGwRtdHU1MStW7coLi7GwMCAPn36oKmpSUZGBrt372bx4sX06tULFxcXZsyYIYCc7FysXr0aOTk50bEbO3YsISEhHDhwgM+fP/Px40dGjx6NkpIS+/bto2/fvujq6nL58mWxHRlwlW3r2xa/TA1kaWnJvHnzWvjK7Nixg+joaLS1tamtraWpqYkDBw7g7++Pnp4ew4YNE2nUW7dupU2bNpiZmeHq6srevXv5+vUrt27dEm7H9vb2qKiosHjxYgAOHTpEhw4dhIu3VCoVoBSa4w3c3d0JDQ0lOjoaPT092rVrR0xMDCkpKRgYGIhRzaBBg3BwcCAxMRFbW1txHTY0NPDLL79gZmZGv379aGpqorq6Gjk5OaRSqfi7y5Yta9FRiY+Px9bWViShT506FVNTUxGX8PjxY3x9fdHQ0BCL/6JFi8T4qLy8nC9fvuDj44OKigovXrzg7du3lJSUYG9vj5eXFxUVFTx48ABVVVU0NDTo1auXuB9koOfnn3/m4sWLjBo1irq6OhobGzly5IgYZ8n4WAsXLhQ5Ubm5ueJerK6upqioiKCgIGJiYigvL6e0tJTg4GC8vLwYN24c2dnZwoPnwIEDGBoasmjRIqD5Jer8+fNYWlqSm5vLs2fPGDt2LJmZmcTHx6OsrExMTAx5eXnMnTuXhoYGDhw4QH5+PhoaGoSEhPD69Wvx4mFvb4+vry/19fXs3r2b9u3bc/ToUREg3KVLF7y9vRk8eDCLFy8mPz+f3NxcJBIJZ86cYeDAgejp6bWQn2/dupUHDx5QU1NDcHBwC/7b9/pe39Z3wPMfUs+fP2fWrFkiJLFr165CtqyiokLv3r15/vw5+/fvF5wLGdfjxo0baGpqCunvggULkJOTw9bWVoTs3bx5k9jYWDw9PXF3d2fVqlWsXr2ajx8/snbtWlq3bo2HhwfZ2dliVHbkyBF8fHxQVFSkvLycnJwc0tPTuX79uvh7srl7QkICbdq0obGxkWfPnrF792709fWFUunx48e4ublhamrK33//TUNDAzU1NYSEhIhjMH/+fBQVFTE0NGTMmDFkZ2fz448/8vz5c06ePElBQQGtWrViwIABHD16lIEDBwrzwHXr1hEeHs6cOXN4+/Ytly5dok+fPvj7+yORSOjatSvBwcHU1dWxYcMGhg4dirOzM7GxsTx//pwtW7bQqVMn2rVrR48ePQTggOaF9/Hjx8JIMDc3lw4dOpCZmUnPnj15/fo1u3btIjQ0lLFjxwpwIfvs8uXLhRng/PnzUVdXZ9SoUZw5cwYfHx8iIiKws7NDIpGwd+9eysvL0dfXF50r2fgKaLEtaAZEr1+/pqqqiujo6BbBqQAPHjygqKiIgIAAkYu2fv16Yfj4+PFjmpqayMzMxNbWloiICHr16oWvr6+IJIiLixOEX1ko7apVq9i+fTvjxo0T12q7du2wsrLi6dOnjB8/XmRTPX/+HGNjYzQ1NUlLS2Pp0qWoq6szevRobt68ydy5c9HV1SU7O5tVq1bh7e1NcnIy0NypMjY2xtXVFSUlJSorK3n58iVFRUXIycnRt29fAS62bNkiuljz5s3D0tKSyspKcU+lpaWRl5fH8+fP6dq1qwB4cnJypKSkMGbMGJYtW4aioiLa2toEBgairq4ueDmtW7fG29ubL1++sH//fpycnAgLC8PX1xclJSX69evH27dvRfetb9++SKVSWrdujbKysvCpunr1KlpaWuJvd+rUiTNnzrBo0SIcHR1p06YNtra2QlG2fv16rK2tMTMzE47Nc+fOpb6+nuvXr1NRUYGXl5fojM2bN4/MzEw2btzImzdvGDBgACoqKgwZMkS8HBQXFyORSPDw8CAsLEx0imRKrs2bN2Nra4uCggLHjh3jwYMHDB06FCsrKxFbAzBgwACCgoKorKwkMzMTNTU1PDw8xPW/ZMkSYmJi6NevH3FxcWJsFRISgpeXlwCpAB8+fODMmTPf1Vjf63+s74Dn37T+u9BAmRJrxowZuLi4AM15OnJycnTt2lWYjz169AhVVVXk5OQEZ+PGjRuC8yHrxgwdOrTF37l58yaJiYno6OjQu3dvpFIpGzZs4NGjR7Rq1Qp5eXkcHBzQ1NSkuLiYmTNnoqGhgaKiougCbdq0ib59+5KYmIiJiQlRUVH4+PhgZmZGRkaG+G4fPnzA1dUVd3d3nj17xq5du0hKSsLe3h5ra2v279/PmTNnMDMz48yZM1RWVqKjo0NGRgbOzs6sWrWKqVOnkpmZyZIlS2hoaGDVqlUYGRkJl2GAoUOHoqSkxPbt21m0aBGpqak4OzuzYMECRo4cKZQ/WVlZwtsEmqXiISEhwu9FVuvXr0dJSYni4mLhPwTN3kDKysqCuHn//n2Rui7jmKxcuZIePXr8I7oAoLCwEIlEwurVq1m6dCmmpqZ4enoKd2yZDH7atGkAYrx17do10bWRnUtZnIPMawWawz4XLVpEXFycSAmXgaQHDx5gZWUlxjIAixcvJiMjg+nTp/PHH3+Ql5fHq1eveP78ObNnz0ZBQQF/f3/Ky8uFcurr168MHjwYZWVl5OXlCQkJwcTEhMTERPbu3Qs0E7vt7e357bff2LVrF0+fPiU4OJhWrVqxZMkSPDw8KCsrE+q/gwcP4u/vT2BgoFBnXbt2TeQ6lZSUMHfuXF6/fs3GjRuxsLDAzMwMS0tLRo0ahVQqZfHixS06KjU1NUBz+np2djZz5szh06dPbNu2jYCAAJycnFBWVsbX15dXr15RUVGBsrIyQUFBrF+/ntzcXJSVlQUJffHixSxZskSMy/744w8ePXrEwYMH6dWrF5MnT+b48ePY2NgwduxY3rx5w/PnzykuLqZLly48fvyY8ePHk5mZyezZs+nXrx9VVVUcPnxYdEAmTpzI77//jr6+PsnJyYSGhuLp6cnSpUuB5o6RpaUlFhYWqKmpMX78eL58+cLZs2dxd3fHzMwMe3t7Dh48yPv37xk7dixt27YlPj5edKnKysp49+4dz58/p3PnzoSFhREREcGCBQsYO3asAJyAUCWWlZXh4uLCunXriI+P59ixY3Tr1g07OzvRtZw1axaZmZm4urpiZGREfn6+iKSRXa++vr54eXm1uNeCgoJEt+j333+nR48eLQDQ9/pe/1rfAc+/YX3roPzLL7/w888/t/hvI0eOFPbpCxcuFFJQaAY73yY8W1tbi27E8OHDkUqlxMTEAP8Fqp4+fSq8QK5fv46NjQ26urqMGzcOOTk58Ta+efNmnjx5QnJyMlpaWmhpaZGRkcGCBQu4e/cuc+bMQVVVlfnz55OWlkZRURFjx45l0aJFghz7+vVr8V0GDx6Murq6WAzXrl1LcHAwqqqqFBcXC5+d3NxctLS0OHz4MMOGDcPGxobVq1fT1NTUIt/o7NmzLYi50Eyy1dDQQENDg6NHjzJv3jzc3d1RV1dHVVWVVatW8eOPP9KhQwfBpZEBEVkGkgwgQLNFfVRUFFOnThUP7K1bt6KhoYFUKsXLy4sOHTrg4+PD58+fqaysxN7e/h8P6m/jAJKSkkSA4u+//y5k1urq6uLcNzU1UV5eTnBwsPjstGnT6NOnjwAc34Ken3766R+k9draWubNm0dEREQLf5fMzEw8PT0pKCjAx8dH5EmtXbuWjIwMhg8fLvg/P/zwA61bt+b169f06NEDXV1dhgwZwpcvX5g0aRKmpqZ06dIFKysrQkJCWL16NR07diQlJUWEgQYGBpKdnc3nz59Zt26dcPFdvnw5ISEhxMfHc/DgQaKiolixYgU9evRARUVFRJE0NDRw8uRJTE1NUVFREc7C0ByVIlNk9e/fX6j5APr06YOcnByDBw8WLwczZswgMzNTjHju3bvH6NGj6dGjBzdu3KChoYGZM2eirKyMmpoaQUFBrFu3jqKiIlRVVTE1NRWA88aNG4wfPx5/f38MDAyIj4/H2tqayZMn8+rVKw4fPoyNjQ0jR44UfjQyP6Hbt28zceJErK2t0dXVFan00Ny1k2WaDR06FGgeVa5cuRJLS0syMzOZM2cOK1asYPPmzfz000/k5OTQv39/TExM+PHHH9m+fTtTpkzBwsKCQ4cOCRPHYcOGsXTpUjZs2EBWVhbDhg1j7ty5ODk54e3tLfx0rl+/To8ePTAyMqJt27ZkZWXx7t07Pn78SM+ePdHR0RGKsI8fPzJs2DCys7NZuHAhu3btoqamhvv373Pz5k3y8/Pp3bu38MeaNWsWmpqapKamtrj/AIKDgwkICEBbW1s4a3+v7/U/1XfA829W3/ph2NnZERoaKhxXZQoiWQs6JycHRUVFxo4dS35+PgsXLsTPzw9PT0+Ki4uZNWsWQ4cOpaqqigcPHmBtbc3GjRuJjY0VC2NNTY1QC3Xu3JmzZ89y6dIlzMzMCA4OxtfXF4lEgpqamvjM8+fPSU5ORl9fHxsbG+7fvy/2f/bs2aiqqrJkyRKSk5Pp0qWLICi3bdsWBwcHFi9ezLt379i2bRs6OjpkZmaKh19kZCT+/v5UVFTw6dMn1q5di4mJCZGRkVRXV7N161bk5eWFL8rr16+ZMGECISEhbN26lYqKCgoLCwXoqaurE3k8smM7ePBg5OXl0dDQYPny5TQ1NXH8+HGkUikBAQEUFRWxc+dOtm/fjp+fH2ZmZgwZMoTDhw9TUFBAhw4dWljw//XXX9y4cYMNGzYglUqZO3eu6CI0NDTg5+fXwgX2288OHjxYpKhDcyempqaGDh060KpVK4yMjFqQnS0tLVm3bp349+nTp0WO2b+Cnm/5Ot9u/9vz9fjxY+HA/ODBA8aMGcPIkSOpqKjgzp07VFVVkZqayu3bt/n8+TNpaWnCp2bx4sWkpaVx7tw57t69K1RFUqlURA5cvHiRxsZG8bY+efJkZsyYwcuXL2lqamLXrl1ERETQpUsXEhIScHNz4+7du3z69ImAgAAWLVpEU1OTCPs8e/Ys0AzSZZ2XMWPG8OzZMy5fvsydO3coKipi0KBB2NjYMG7cON68eSNAZEFBQYsRIDQb/mVmZjJjxgw+fPhAU1MT169f5/bt22RkZGBmZsbbt2/p3r07UqmU2NhYTpw4QUlJCRKJpAWn5OzZs7Ru3RpTU1MOHz5MdXU1WlpaYsR45MgRVFVVKS0txdvbm27duvHu3TsAQZw3NDQUhomy89mhQweUlZVb5EqdPn0adXV1dHR0CA8Pp3379iJ1fP78+Xh6euLp6SmuB09PT9q2bYupqSmWlpYEBASQmZlJRUUF0CwgkHktLVq0iNjYWKZMmcKXL1+4e/cuBgYGuLm5CTK0iYkJd+7cobS0FB0dHfT19cUz6vPnz5SVlaGiooKzszPt27cnPz+fS5cucebMGQoLC+nXr58QXXTo0AEnJyfRNf32/Bw4cED8/Ds5+Xv9n+o74Pk3rKamJrZv387IkSOB5kUzPj6e2NhY9uzZg7GxsSCPTpkyhcbGRiZMmEBiYiLa2tpIpVK0tbWZNGmS8IZ59eqVkJrKFsa3b9+SlJTEokWLuHTpEsXFxXTs2FH4gVRXVzN58mSys7PFeEv28Hz27BmxsbEoKyszdepUsZ/QnCgulUrZvHmzyDX666+/0NHRQVdXF01NTfT09EQmVL9+/VBRUSEgIAB7e3vWrFlDQUEBw4YNo76+XiSSa2lp4eLiwo8//oifnx+LFy/G1taW+Ph42rVrx4MHD7h79y6lpaVCrhscHIyfnx9ubm5iP6FZCSXjFa1YsULwSKRSKQ4ODkilUuGgfOjQIfz9/UlNTaV9+/aCg/EtOJXV8uXLkUqljBw5kp07d+Ls7Iyuri59+vQR7sTf1pgxY5g6dSr19fVMmDCB4OBgLCwsmD17tnBBlhn7DRgwAENDQ9LS0lps6+rVq6SkpJCTkyPMGL98+SL4U3V1daLD9K8g6NmzZ6Ir061bN4yMjBg/fjy6urrY2tpiZ2fHsGHDhNeOr68vvr6+QuYu6yw+f/6c6OholixZgq+vL8rKyi3ykr4lQnfv3h1jY2NevXrFkSNHiIqKIiQkBHl5eZycnERwq66uLhkZGaKTMGTIEDw8PIS66tWrV1RVVeHt7S2ysGQO4mPHjhVjpIkTJ3Lq1ClSU1PF9V9fX98CHE6cOJGCggL27dsnOkZ79uwRFgevX7/mjz/+EL49mzdv5uHDh3Tq1IkuXboIxd/Xr1+JjIzk559/5uvXrwQEBAhl0blz57h+/brgqG3YsIHs7GzKy8vZuHEjNTU1XL16lVmzZpGbm0t5ebl4EXj16hVlZWVERkZSVVVFY2MjFRUVDB48mPnz55OZmYmdnR39+vUDmonZM2bMoFu3bjQ0NBAYGEiHDh149OgRKioqyMvLc/DgQfbu3YtUKmX58uWMGzeOoqIifHx8WLx4McuXLycnJ0c4axcWFrJ7927y8vJEPllDQwPz5s3DxsaGiIgIcTzfv39PXFwcISEhjBkzhlOnTmFgYCA602fOnCEiIkKALWgWKERHR3P9+vV/3Fey+g54vtf/qb4Dnn/Dmj59OlKpVOQsQfONHhUVhZGRET/88AMPHjygsrKS6OhoJk+ezPLly3n06BHTp0+nbdu29OrVi+3btwuViixLae3atRw9elQYEWZnZ4sx0/3794WL7v79+1t0CmRk2G/9f968eUNVVRXt27dvkVCcl5dH165dhXw5JiYGR0dHwWVZtWoVUVFR+Pn58fbtW5qamoiMjCQzM5Nbt27R1NTEr7/+Sk5ODsOHD+fixYskJyczY8YMQkJCKCwspKCgAGtra6ZNm8a2bdvo0aMH/v7+PHjwgK9fvxIWFiZInD179qS6uprc3FzOnDlDly5dxEhM5kQcGhrKlClTOHfuHFOmTBFSalkHqLS0lPj4eOLi4tiwYcM/wM63vJxffvkFqVSKvr4+1tbW7Nixg2HDhhEUFNQi8gOaO2IREREkJibi7OyMvr4+I0eOxM3NjWvXrlFcXCxyuUxMTDA1NWXIkCEEBgaKbQ0ePJiysjIUFBTIycmhvr6e2tpajI2NKSgoEPstO3evXr1qoTQ7dOgQ3bp1Y9q0aVy6dInOnTvTunVrxo4dy99//42/vz+9evUCICYmBjU1NVxdXSktLcXNzU2M/GRqLD09PXx9fQkODubu3bucOnUKfX19oR784YcfUFdXF2ThEydOsGnTJjZs2EBRURGtWrUiPDyc8+fPk5OTg7GxMS9evOD58+cMGTIEY2Nj0Um4ffs2lpaW6OrqEhQURHx8PPLy8iJy48iRI6ipqQl/HxlYkoHW+/fvc/XqVZKTk2nXrp0g5vv6+gLNyfX6+voEBgairKzMH3/8IQI89+zZw4IFCygrKyMnJ4cRI0bw8eNH4bsUFBQkSLhnzpxBV1cXDw8PMjMzBX9u2rRpqKioYG1tTVhYGPn5+Zw/f57z58+TmppKTEwMEyZM4Pr16zQ1NTFjxgwyMjJYuHAhFRUVjBo1ivfv3wvJ+tOnT/nzzz/ZtWuXsDrYs2ePIP/fvn0bExMTfvrpJxoaGvD29iY9PR09PT06duxIeXk5Hh4eDBkyhMbGRqZPn05WVhZ5eXkEBATw4MEDXF1dsbKyory8nG3btrFgwQIWL15MZmYmP/zwg3BBT0tL4/LlyzQ0NODj4yOCja9cuUJOTg4BAQHo6OjQpUsX0blLS0sjISFBuLZ/r+/1f1PfAc+/Qf13BGVZ+KVMxlxbW0uvXr1QV1cnPj6er1+/8vz5c3766ScRgDlw4EB27NjB3r17mT59Og8ePODWrVsCKNnb25OZmYmuri5TpkwhJiYGPT09Dh48KFrIt2/fplevXiQkJBAQEMDHjx/F4r58+XIUFRVbcIpevHghnHCrqqqIiopCT0+P06dPU1dXx/v37+nVqxeKiooEBgZSU1NDQ0MDN2/epEOHDkRERFBSUkJQUJCQGTc2NvL06VNiY2Px8/MjLS1NgDOAXr16Ca8RWdr6w4cP6dixI/b29pw/f55jx44RHx/P48eP6dq1K2FhYbRp0wZ7e3tMTEyorq4WC0Lfvn2Rk5P7B0F57dq1tGrVCi8vL9q1a0d1dbVQ6XzrafPhwweGDh0qFtEXL16gpaWFRCIRAaMjRozAzMyMZ8+etXCpfvfuHYcPH2bnzp1YWVmxYcMGcnNziYiI4PXr1zx69Ijc3FxatWrFqFGjqK+vZ/To0WJbnTt3JigoiPPnz/Pjjz8SGxtLfHw8NjY2hISEEBAQQHV1NUuWLBHnztLSkn379glJu2y/X758iampqXB/3rVrl4iYkAVaxsfHc/LkSV6/fs3YsWNp3bp1Cw7NnTt3uHXrFjdv3iQqKgolJSWSkpLQ1tbm3bt3TJw4ERMTE+HIXV1d3SI64ddff8XW1pakpCT8/PwIDQ2lY8eO4hp8+/Yt8+bNE/fM169fSUhIoKqqCl9fXwwNDUVHReandOrUKRoaGujVqxedO3cWfDVoHqWkpKQQFBQENANXWazBxYsX+fjxI4mJieLekb0crF69moULFwpzPxnJ+dixY6xcuRJ9fX2Cg4PFcdXT08Pe3p7Gxkb279+PVCpl69atxMfHU1RURGxsLCNGjEBfX5/58+dz8eJFdHV1MTY2xtzcHH19fZYtW8bt27dxc3MjKyuL0NBQTE1NadOmDR07duTq1auYm5sLF+oJEyZw9+5dLl++jIODA8OGDSMjIwNdXV0uXryIj48POTk5VFRUMGLECIYPH865c+dQVVUlKiqKI0eOYGNjw8CBA+nTpw95eXnY2NiQlpZGly5dsLCwoHXr1iQlJTFnzhwxBsvNzeXLly9ERkby008/ERIS0sIqw9vbG2dnZ96/f09NTQ1FRUUUFhaKayIsLIyoqCihqPte3+v/3/oOeP4fr2+7KMePHxcE4ytXrpCQkCAWlPr6ekaNGoWdnR2jR48Wi+bz589Zvnw5zs7OpKWlUVBQQEhICGVlZaLN/ssvvxAQEAA027JnZ2eL8MBvjQhlC9+ZM2fQ0NDA29v7H7yQ+fPniwe5rF68eMHixYtxdHTE1dVVSN1fv37N169fOX36NMnJyRgYGJCamiqs92/duiXGELJwRtmo4cOHD0yePJmQkBBhH5+SkkJVVRVXr14lNjYWFRUVtm/fLvajoqICGxsbVFVVuXTpEiNHjhQZU9XV1Tg6OqKlpSVGPXfv3hWqJJlp4rep3rJtamtri+8/a9Ys4ea7Zs0ampqaePPmDVKplA4dOvDixQusrKz49ddfsbOzQ0lJifz8fExMTESrftOmTTx+/Fgc79raWgF2li5dikQiaXGMT5w4gYmJCcbGxnTt2hUTExOuXr3Ku3fvcHd3Z82aNYLsuX//fuHYGxUVBTSDAtl+SyQSQXyVHW/ZPpiamlJYWIiioiLdunVj6dKlmJiYcPnyZb58+cKSJUvw9/fnxYsXzJgxowVwWbFihfj/surRowfJycm0bduW5ORkOnfujKmpKXfu3KGpqYn169eTmJjIo0ePqK2t5c2bN/zxxx/4+PiQlJSEgoIC+vr6NDY2cuvWLWbPni3ylm7fvs3atWtFR2XBggXY2NhgZGTETz/9xNmzZ9HV1SU6Oppu3brx8eNH0d1r27Ytw4cPJyMjA1dXV+bNmycIt5MmTRLO3f379xd8p1WrVlFUVESPHj0E5+bNmzdCWp6UlCTGy48ePeKHH37A09OT0tJSoqKiUFdXF+fb29ubkpISmpqaiIuLY8eOHSxbtkx0QT5//kxcXBxTp07l2rVr3LhxA29vb5SUlNDU1GT69OlUVFQwaNAg2rRpg5KSElOnTiU1NZWAgABcXV3ZuXMnrVq1QiKR8PvvvwuX57i4ODGi7tixo7jGvby8iImJwcvLS/AGVVVVhVNzU1MTVVVVuLm5oaKiQmlpKT4+PqipqREfH4+ZmRndu3cXkRW//vorW7ZsQSqVCjAJUFRUhImJiYgEgeaxanp6Or179xY/k73IfK/v9X9T3wHP/8P1rRrL3d0dZ2dnQkNDRc4ONLd4NTU1OXbsGA0NDYwfP57c3FxWrFghFu6nT5+yfft2Xr9+zcWLF0lJSUEqlaKiosKdO3dYvnw57du3p7Gxkbt37yKVSoXS6sqVK6SlpQlHYtmCvWDBAqKiokhPTxeg538a40DzQ2vSpEmYmJjw8uVLXr16RYcOHZg7dy4vXrzgzJkzdOjQgdTUVNG+bmpq4tKlS9ja2oqOiWzh/vjxIzU1Nbx69YqCggLh7+Ls7My1a9e4d+8ePXv2FOM32fZ27txJcHAwbdq0obq6msTERBFWKlsUZMdcJs3dt28fAD179sTa2poJEya0OE/btm0DmqM1NDU1+eGHH4SMXAYeZCMkdXV1tm/fTlNTk+BUycnJcefOHaDZCdjDw0OQmN+8eYO5uTmbNm1i/PjxJCUlsXz5ckxNTcVbcVNTExERESgpKaGgoMC5c+eor68XxoiDBg3i06dPvHnzhtatW5Oamipk4w0NDUyfPh1DQ0MsLCxITk5GKpWyYsUK8f1k+56ens6VK1eYOXMmKioqKCkpUV9fz08//URJSQlmZmZERUWho6ODhYUFT58+pampia1bt+Ls7CzI6bIqLi6mU6dOxMXFCYfi3r17c/PmTbZv3468vDw9evTg2LFj2Nracvr0aW7dukVBQYGIyYiNjSUtLU0keqelpTFu3Dj09PSEakfWUZHxunx9fdHU1MTKyooVK/5/7Z1nQBTn+vYXAQWU3os0BZGuiIJIl66ASBFEVBBUbNjFgj0q9t5T7DExRo29l0iiscXea4wldkCk7O/9wDvPYdXUk+TknP9eX5JsltnZmdl57rnvq3xCamoqERERlJSU8OrVKxYuXMiAAQNIT0+noqKCxYsXExwczOTJk7GysuL8+fOcOHECY2NjOnfuLLhvy5cvZ8yYMQo8qAULFhAXF0dmZiZLly6lpKSEW7duUV5ezueff87UqVNZtGgRMTExjBw5Ei8vLyIjI/n444+pqKigfv36Cp0S6Z7g4OAgijCA7777DplMhpaWFkVFRXTr1o1Lly7x5MkTnJycsLa2RkdHh9atW4vC6tSpU6iqqqKurk5BQQFlZWXCvygkJARzc3Nyc3NxdXVFV1cXb29vOnXqRFVVFS1atKB27dp07dpVgf/Vq1cvnJycyMjIoH///pw6dYqkpCS8vLxQUVEhOjqaTZs2CbfldevWoa+vT3p6OpGRkYLTFBYWpvBgsWPHDjw8PHj69ClKKPFHoSx4/kH4OcLd6NGj6d+/PyUlJWzfvp2QkBA6d+5MRUUFd+7cQU9PDwMDA27evElFRQVjxowhJSWFFStWiJuxBOlmN2XKFLKzs6msrOTKlSs4OjoKZZNkRGhlZcWFCxe4evUqXl5emJubY2hoyI4dO6ioqODatWvExsYSHx8vujw1O1JvQ1LxTJ8+nTdv3jBp0iSSkpLIyclh8eLFHD9+nJycHHJychTMwyZOnIiPj4+Cr822bdtITk7mp59+AqpHCIGBgUIVU1payqVLl+jTpw8ZGRki70vC/Pnzadu2LTY2NrRs2ZKSkhJ27dpFTEyM8El5/PgxI0aMwN3dnTVr1lBZWcmWLVvw9PSkb9++gmMC1QGk6urqJCQkEBwcjLe3t5COb9q0ibKyMkxNTYVBHlS7Jnt6etKiRQtu3LjBhx9+KBQ7ly5dIj8/nz59+jBt2jQ+/vhj9PX1xZPv48ePMTc3JzExEblczsOHD2nevLlwgc7IyEBPT0/kDBUVFXHs2DG2bdvG/PnzmTBhAseOHePp06eEh4fTvHlzNm7cyNSpU+nfv78oAsvKyjA3N2fcuHE0bdqUI0eOUFlZyaJFi9DX12f8+PGCnC5xhsLCwnBycuKLL75g/vz56OvrC+VYeXm54NccPnxYOG83bNgQXV1dGjRogJWVFcHBwQwbNoz69etTr149Jk6cKI51QkIC+vr6wjW4Tp066Ovr8/DhQ/r374+KiopCxMDdu3eZMWOGiF0xMTFBT0+P8vJyqqqquHr1KikpKYSGhoqR1LFjx4iLixMjVh0dHWQyGb179+b48ePs37+fOnXq0LhxY3r37i2UafAv0r+EFy9eCHJ/69atUVFRYevWraioqAjX65CQEBH3UK9ePWbMmEGHDh2EWaWuri4FBQVcvXqVTp06YWZmRrdu3cRv7cWLF/Tu3Zv69etjaWlJTEwMgwYN4sqVK7x8+ZIxY8ZgYGDAmDFjFO4DDRo0oEGDBpiZmXHx4kXatm2Lvb09hoaGpKens3TpUhYuXIifnx+mpqY8ePCAkpISkpKSaNiwITY2NsydO1d0tRYtWqSgKgTYu3cv6urq2NjY4OHhwfDhwxUcwE+fPs3atWtZsWIFlZWV3L59m8DAQIYMGSK28cUXXxAeHk5paSlKKPFHoSx4/oGQxjcA06dPx8nJSbTqX79+zbfffouvry+enp6UlpZy/vx5/P396d27N3fu3KG8vJxx48YRFhbGtm3bxLZqFiTbt2/n6NGjgjQoZS1JqoiPP/4YFRUVoqKiMDQ0pGfPnujr6xMSEiKM+65cucKcOXMwNjYmIyND3MBmzpwpXJzhX52qyspKcnJyaNiwIRkZGVy9epUuXbqgqqpK3759qays5LvvviMpKUnBHPDmzZv0798fFxcXpk6dyvTp09HR0WH9+vUi+mLmzJn89NNP9O7dm/j4eGbOnCmKnn79+tGmTRuxeEk4f/48hYWFhIaGioWvbdu2+Pv707x5c0pKSli9ejV16tTB29ubr7/+GgBXV1eMjY1JTEwU46KuXbtSv359evXqxZo1a5DJZPTt25dZs2bh5OTExo0buXnzpuiWeHl5oa6uzv79+wkICMDX15fWrVuzefNmzp49i6GhIUlJSeTm5mJgYMDatWuZOXMmTk5OotslKcdSUlKYN28eLi4uREZG0rBhQ6ytrRk2bBhVVVXk5eURFBSEnZ0d1tbWqKqqCoVfeXk5pqamGBsb07RpU7S0tMS4oLKyklGjRglp8Lx587C1teXChQtCoTdo0CCmTp1K06ZN6datG6dPnxYdBQ0NDVq2bCnM6Hbv3k1oaChmZmZMnjyZ4uJisdju3buX27dvU79+fZo2bUrfvn0pLi6mRYsWGBgYsHr1aoqLi5k/fz46OjqCF+Pp6YmTkxO+vr7ExcUxd+5c4uLi6Nq1K0uXLhWFR3l5OUOGDMHQ0BB3d3dhoiiNSK9evUp6ejqurq4UFxfz7NkzsrKyRDf1/v372NraYmtrS+3atTEwMEBdXR0TExMSExNFgrrk31OzOwvVXdY2bdpgYmKCu7s7tWrVwtHRUaEwcnNzQyaTYWtrS2JiIh4eHpSXl7N+/Xrq1auHiYmJMDO8ffs25ubm9OnTRzwIhIaG0qZNGxITE7GysiIxMZG8vDzy8/N5/PgxU6dOJT4+nnnz5onPbNWqFZMnTyY3NxcTExOhyjIxMeHJkyfifa9fvyYmJoa4uDgiIiKIjo7m9evXbNiwARsbGxYsWEBpaSndu3cXaruakEZ6Ukp6Tfm8r68v7u7ueHt7M378eCorK9m2bRutWrXC09OTAQMGoK+vL6T7SijxR6EseP5hkHgLUl7UZ599RosWLUhMTOTRo0dANa/ik08+oW7dukRHR4uYhdDQUPr27SuUSMuWLRM33Jo31vj4eBwdHWnZsiXNmjVjx44dvHr1iqCgIOrUqUOzZs2oX78+M2fOpE6dOjg7OyOXy3ny5AnGxsZ88MEHXLx4ET09PcaNG0fHjh3x8/MjLi6OefPmoaGhIbgvUudHLpczb948bGxsxOLbuHFjMYpKTEwUjsgXL1585yn50aNHzJs3j9jYWHr06CHGSNLIpF27doJsOnfuXNq1ayeKnrNnzzJ16lRR7NQ0LoN/8aRKS0s5ePAgbdq0EQtj/fr1mTZtGiNHjiQiIoKsrCzU1NTw8/Nj0qRJuLm5sWzZMnr27ClyriTHaah+es3Pz6dRo0Zs3LgRqB6dSX4t7dq1E/40BgYGjB49msDAQKZOnUpFRQUDBgzAwMAAFRUVFi5cyJgxY6hbt664Ph48eICOjo5QLg0YMIBnz56Rn59PYmIin3/+OXK5nPT0dGxtbQkLC6Nz585ivzt06CDyjUxNTXF2dmbUqFG8fPmSS5cuUbt2bfz9/Rk7dizfffcdo0aNEh0XFRUV0tLS2LhxI8+ePcPT0xNzc3NmzZpFcXExmzZtomnTpkycOBG5XM6cOXNYtWoVnp6ewvNGshTo27cvzZo1o2PHjixduhQ7Ozt69erFlStXmDZtGkZGRiQlJaGnp8eJEyfIz88XeWxlZWWcOnWKyMhIkpOTefnyJR988AHt27cXuV2zZ8+mXr16nDhxgosXL9KpUyeysrKEH5JcLufSpUt4enoydOhQbt++zddff029evXw8PAgIyOD169fs3XrVkEKd3FxQUVFhTFjxigkqEudnprXmRQJMmzYMGxsbNDV1cXMzEwhZHbz5s0EBgZib29PmzZtFOwNTp8+zcyZM3Fzc2PIkCGUlZVx48YN/Pz88PX1xdfXFwsLC7755huRRK6np4eVlRVaWlpcunSJkpISCgsL8fLyomXLluTk5ODt7S32s1evXujr6zNz5kysra2pV68eT58+VRhR//TTT9y7d0/s2/fff094eDj6+vo0btyYBg0asHPnThwdHUlPTxedWIn7VlJSwvDhw9HR0aFJkyaCAH/t2jW+/PJLzMzMGDFiBFAtXS8oKGDp0qUKY2kllPijUBY8/zA8fvyYYcOGkZ6eLp7kt23bRmpqKoMHDxYKGKmLo6Ojw5UrV7hw4QIpKSlYW1sTFBQkFn9pVi6hV69egiR49OhR9PT0UFNTY8GCBWhra2Nvb8+IESP4/vvvAUhLS8PR0ZE1a9bQrFkzUlJSkMvl9OzZk9TUVORyuVhwnJ2dUVdX58SJE8C/2uYABQUFaGpqcvjwYZ48eUKjRo0YNmyYeIqcPHkywcHBbN68GfhX/tNPP/3Ew4cPFZQ+0k1PypwqKysjPT1dyFqhuhuRmJjI+PHjKS0tFREH0s29Zvp4VVUVV65cISIigg8//JBHjx4xePBgWrZsKUjiUhfN0tKSffv2Ub9+fdq3b8+HH35Io0aNCA0NJSAggBYtWginarlcTnJyMqtXr6awsJBGjRqRnZ2NgYEBe/fuxcjICD09PbHP+/fvF8XtgwcPqKiooGHDhuTk5LB06VJkMpngjUgcpAULFqCrq4uOjg4WFhbimJeWljJixAjh49KqVSs6dOjAnj17eP78OcuXLxf5Vo8fP6aiooLBgwejra1NbGwsI0eO5Pnz54wYMYLo6Gg+//xzXF1dqVevHkFBQZw4cYK0tDQGDx5MUlISSUlJDBs2DHNzcwWX5gMHDmBsbMywYcM4c+YMVVVVjBo1ij59+hAeHk7t2rXx8PAQ0m6o7qb4+/tTWFhIeXk548ePJyMjQ3CiSktLadWqFV5eXmKUIsn9pTDL+/fvM2HCBJKSkggLC6NWrVqYmZkxadIknjx5woULF8jOzhZdqZrny8HBgejoaOrVq0dGRgampqb4+fkRHBwsxACfffYZx48fJzc3Fy8vL9LS0li6dCm2trb06tVLdHqka9HAwICTJ08KJ2i5XC66KjWLnidPnrB9+3Y8PDwoKCjgwYMHgtME1aO2gIAAhgwZQnFxsShMv/32W/E7P3fuHMeOHWPevHnk5uaSnJxMXl4ely9f5vXr16JT+MEHHyg8BFRWVjJw4EA8PDwICQkRMR9SYvuMGTOEoACqfYMMDAzIysoSAZ+SncG5c+eIiIggLS2Ntm3biuuyqqqK0tJSpk+fjpWVFUZGRgphtt9++y2GhoYK46yaUBY8Svw7UBY8/0G8/eOVbj5Pnjxh2LBhpKamiqLnyy+/pEOHDpiammJubs7SpUt59OgRU6dOJTY2Fn19fQYMGECbNm1wcnKioKDgnfa6XC5nxIgR7N27l9mzZ2NnZ4empiYqKiro6uqSnJyMpqYmtra2ghzYvXt3MXuXnqih2pW15oIzY8YM6tatS506dQgPD1fo0MyfP18ol7p06cKmTZu4fPky3t7ewvH4zZs3rFq1SvxdVVUVZ86cwcnJicjISAwNDZk9e7YofJ4+fYqRkRGdOnXiyJEjvHr1Cjc3N9q2bUtubi4TJkygW7dugi9w8uRJ4uLiFByHpeLn0aNHXLp0CU1NTWxsbEhNTeX+/fu4uLgIo7bjx4+jra2Nrq4u/fv356effsLc3JyEhAQ+/vhjLCwsaNSoEfr6+uJYSxECEs9o9OjRaGhoiHTtefPmoaamxqlTp8S537lzpyCLjxkzhuTkZKCaMC2NQQoKCvD09BTF6pIlS/D29qZWrVocOXJEHPfXr18zZMgQHB0d0dHREQRzqCaRf/zxxxgbG7NkyRJmz56NtbU1V65cwdfXl3r16pGWlsaTJ0+E0ZyFhQWWlpbIZDKioqLYsmWLIJcOHToUX19fZDIZXbt2Vbju4uLiaNGiBXZ2duzevZucnBzq1atH3bp12bBhA1OmTEEmk5GQkMCjR4/o0aMH2dnZgvz7+vVrPvroI8aPH4+VlZVw8Q0ODhZJ21DtmZOUlMTgwYNFCK20EFtZWbF48WJ69OiBh4cHlZWV7N+/n5ycHBITE9myZQvnz5/nyJEjtGvXjry8PKysrGjbti1+fn6YmZmRkZHB8uXLef78uTjG48aNIzIykrKyMu7fv09AQACFhYXifK5Zs4Y6deqIh4C3DQ1zc3MxNDTkwoULwgT0zZs3bNu2DQcHB3R0dDA3N6d27drMmDGD58+fU1RURFBQEPn5+Vy/fp3S0lL27t3LyZMnefXqFZMmTcLCwkKYEh45ckRESVy5coWSkhJWrlypUPDXxL1796isrKS8vJz27dtjYmJCQkICJiYmjB07VrwvOTlZZLedPXtWqPxGjRqlcD+TIIkopN/H9u3bcXNzIyIiQqEbdvz4cerUqUP//v1RQok/E8qC5x8AiSAK7y96JB7O+vXrsbOzQ1dXl5kzZxIaGsqQIUNo0KCB6G6UlZWJ9vqgQYPeaa/L5XKGDx9O7dq1sbS0ZOvWrWhoaKChoYGhoaFIB7ewsACqC5Hg4GD09fX54YcfRPaRg4ODWHDu3LlD8+bN+eqrr2jZsiVt27blyJEjQLVcVyaTsWXLFuLj41m8eDGhoaGkpqaSnZ3N0KFD6dOnDx07dqRv377s2LGDqqoqnj59ipOT03vHI2VlZcjlcrp27UpYWBgpKSn07t2b5ORkZDIZfn5+9OnTByMjI8F9ksvlXLx4UcFxGGD8+PE0atSI0tJSli5dyrx58+jcuTO9evWie/fuNGjQgO3bt1NVVcW4ceMwNzenefPmLFq0SKHoWb58OevXryc8PJwWLVoQExODm5sbKSkpDB8+nAcPHgDwwQcfiDDFS5cu4eLiwsyZM+natasIgIyKiuLChQvk5eXRqVMnHj9+TO3atYWr8YEDB8jMzMTe3h4LCwvWrl3LRx99hLe3N+PGjVNYaEpLSxk4cCCDBg0iPj6eRYsWMXv2bKZOncr9+/dZvnw5O3fuJDY2VpCO+/XrJwi+M2fOFLL3Tz/9lLy8PPz8/PDw8BAhkr179+bx48cUFRXh5eWFn5+fGN8BREZGMm/ePGbMmEHDhg0ZOHCg6FbNmDGD0tJSVq1ahY+Pj5BNSx0B6Vw/f/6ccePGERgYyIQJE8S4r2XLlixevJgTJ04QHR2Nv7+/uOYrKysZMWIEsbGxoshwd3cnJycHqF7oDx48KEjQzZo148aNGwwZMgRfX18GDx5MYWGhCDudPn26uLaePXtGZWUls2bNIjExka5du+Lq6kp4eLh40CgtLeWjjz4SXcJDhw4RGRkpOorSd5S6Kq1btxbF2+PHj3F0dMTFxYWOHTvy4YcfYmhoyKpVq3j48CGff/45zs7OzJkzBzc3N5o3b05gYKAwgBwwYADu7u4cPnxYfHZaWhpdu3bl3r177y123g6ZvXTpEsuXL6dDhw4MHTqU6OhoVFRUREG7a9cubt++TXl5OW5ubnTq1ImWLVsik8kUXOBr3n+gWoQgjai2b99OmzZt6NOnj8K+fPvttwqZd0oo8WdAWfD8h3Hjxg3BA5Ag3SR++ukn8vLySEhIYPHixYLk6+bmxrRp0zh27BiNGzcWnjjl5eU0bdqUgIAABR7EkiVL2Lx5M3v27GHevHloa2sLbs7WrVuJjIxES0uLKVOmcP36dQICAtDQ0BCuvHfu3CEkJAQrKytMTExwc3OjvLycAQMG4Ofnx+LFi/n666+xsbER2VcGBgbk5+cTGxvLqFGjxOKQkpIixiceHh7IZDJcXV3Zs2ePgtvwvXv3CAkJUbhhHjx4EAMDA+rVq8eFCxc4evQo0dHR3L9/n+bNm6OiooK2trZQ9FhYWCCTyYQR4qBBg8jOzkZNTY2UlBSmTZuGpqYmDRs25Ouvv+bkyZP06NGDixcvcurUKYYOHYpMJsPMzIxRo0axadMmpk+fjrGxMb6+vixZskSQkGtKxPv3709ycjJVVVV8+umnpKSkMGzYMJ49e8a2bdvo0aMHVlZWPHjwgP79+6OlpUWrVq3o1q0bDg4O6Ovrc+nSJXbt2oWRkRFaWlrUr1+f1atXk5qaytChQzlx4gTdunUTfKv79+8zf/58kpOTKSwspKCggMzMTAoKCti1axdQHYSZmJhIXFwciYmJzJ8/X3SfpHDUBQsWYGlpyebNmzl69CgODg4EBQXh4+MjjuOdO3cYNGgQVlZWWFpaoqurS2BgIIcOHeLFixdCzh8dHU18fDzu7u6cOHFCuEDn5+cTERGBTCbDy8uLRYsWUVVVxe3bt4UJoBTvANU8kXbt2nH58mUxplu/fj2VlZUiabtFixZYW1sTEBDA5s2bRdGzYsUKevToQVlZGU2aNBHn6fbt22zcuJFXr17h4OBATEwM7dq1w9vbm7Nnz9KkSRMaNGiAu7s70dHRooBr2rQpLi4uzJ8/n9LSUtGlMzc3R09Pj7S0NEaPHi0UfDVVi2fPnqV169a4u7sTGhrK06dPxf+vWYRUVFTw8uVL4uPjxTZ8fHyIiorCyclJuFX369cPe3t7IU/ftm0bkZGRYhydn5+PlZUVc+bMIT8/n8zMTDp27PiOkvJ9NhJHjhwRYgXJ/LNLly4EBwfj4+MjlIaSu7PkJB0dHU3t2rUxMzMTn1OzAI+JicHX15eTJ08C1WP1rVu3EhcXR15e3jtdb+UIS4k/E8qC5x+AY8eOoaWl9d6i58cff0RHRwcPDw86derEqlWruH//PkFBQUydOpWzZ88yfPhwYTHv5uZG69atmTFjBgEBAXh6euLg4EBcXBxaWlrUqlWLEydO0LdvX7S0tLCxsUFFRQVHR0esrKzYuHEjT5484dGjR5iamtKhQwex4GzatIm+ffuSmJjIhg0bqKioEAtOo0aN0NXVFU+t+/fvp1mzZkRHR5ORkUFISAj9+vWjbdu2LFy4UGzfxMSEW7duIZfLFRyCHz58iKWlJUuXLqWiokLweWrXro2NjQ2dOnXi2bNnwrtEUk35+PgQEBCAm5sb3bt3Z+nSpaioqBAQECAch2fPni34Rlu2bGHevHnCkC4xMZGgoCBu375N3bp1MTU1ZejQofTs2ZPmzZvz4YcfMmXKFIyNjWnWrBkLFiwQpnxSTMBXX31Fenq64D6sWrWKjh070qhRIxwcHGjZsiVeXl5s3bqVXr160aZNG+rXr4+vry+GhoZYWFiIbsuyZcsIDAzk5cuXyOVyPvnkEzp27Iivry9RUVGoq6sTHR3NyZMnqaysZPHixdjY2GBra8uMGTPo3r272O958+YxePBgoqKiSEhIICkpiXnz5lFZWcmaNWtISUnB29ubdevWieuwpKSEoUOHUr9+fXR0dBTCM6WuiEwmw83NDRsbG9HZO3XqFOPGjWPZsmUimHP69OlAdffy9OnTeHh4kJubS0REBMnJycyZM0fYEdQMok1PT2fy5MmUl5fz+vVr0XmLiooScvBHjx5RWVnJ8OHDiYiIYNOmTbx584aDBw/i7OyMnZ2dkHEDpKamMmjQID744AMF7lf//v3x8/PD29sbU1NTDA0NMTY2ZvTo0aLonzx5MgkJCcydO5f4+Hj69evHiRMnKCkpwcbGhmbNmr2XvFxeXs6YMWNQU1MjKChIdFQk/gxUE3XlcjkPHjzAzs6OLVu24OfnR0JCAk5OTkybNo0+ffqwaNEitLS0aNCggQIfTcqmmjJlClOmTEFVVZVatWoRHBxMnz59MDQ0ZMOGDTx69IiHDx9y584dioqKxN9LRaSenh5DhgyhoqJCiBXy8vKIiopi9erVdOnSRXj2zJo1i/r16yOTyXBwcBBdPindXNru5MmTRSQHVNsy1K9fnx9//JG9e/cSFhYmOlRKKPFXQFnw/ENw7Ngx6tSpo1D0SC3ejIwM1q9fz/r163FwcCAlJYWAgAAcHBxYtGgR9+/f582bN4wePZrOnTszevRo7O3t8fT0FE9iZWVljB07VnRyPvvsMyZOnEhmZiY+Pj6oqKigpqaGjY2NeJqVihIbGxsRrPn69WtGjBghFEAS5s6dS0hICFA9BquqqmLnzp3o6Ohw7NgxOnXqhEwmo2HDhoSGhlK/fn1WrVolIiMKCwsxNTXl5MmTPH78mC+++IIJEyaQkJDAxo0bhduwl5cXw4YNIzc3FxsbGwoLC5HJZIIX8+jRI3x8fISLcFFRET4+PiLbCKr5Rurq6jRr1ozOnTtTWloqrPF79eqFpqYmOjo6ODo6iif1M2fOkJSUhK+vL99//z1jxozByMhIfO5PP/2EiooKo0eP5sGDB7i5ufHBBx+I4yPFdAwZMoRXr14JY0czMzNiYmL48ccfOXnyJKdPnxbO2HPnzlXYlrR4REREoKenR25uLj169CAsLIxu3bpx6tQpzp07h62tLW3btuX69es8f/6ctWvXYmhoiIeHB0eOHMHX15cmTZpQWFgouofSoix935qjjaqqKo4fPy7sEqQMpZycHO7fv8/q1auxt7fH29sbW1tb0VGScPXqVWJjY8Xf1jTmu3DhAlpaWjRt2hQvLy8cHBzo3r07UL345+bm4uDgIMZC586dQ0tLS0jEW7RoIQjWUF1cDB06lIiICEGAlxLaN27cyJEjR+jcuTPu7u5UVFSQl5cnuCI//vgjCxYswMDAAAMDA2QyGerq6vj6+hIfH4+Xl5fonhQWFtK+fXtycnKEKrJZs2Z06NCBpUuXYmlpSdOmTSkoKGDnzp1UVFQwb948dHR0GDJkiLBykLpZEqcoIiKC48ePC1Wjjo4O3t7eouOZnp4ubBRmzpyJqqqqyKDbtGkTqqqq9OnTB0dHR2QyGd7e3vj6+pKRkYFcLhccLHNzcyIiIjAwMEBTU5PIyEigmldmaGgoeE27d+8Wqq5bt24xcOBAnJycGDt2LG3btiUpKYmCggJUVFTQ0dERkRCnTp0iKipKYXy8YMECRo4cyZ07d0SmmTQShuoHBYnrpIQSfwWUBc8/CMeOHaN27dqMHj1aGKAtWbKE+vXrCyWHFGQo3dCioqKYO3cuAwcOpHXr1nh6eoqn07CwMJo2barQwj58+DBWVlYixuDOnTuMHz+egoIC4uLixIjkyy+/5NWrV2RnZyOTyRSevIqLixk5ciSpqaksWbKE8vJyrly5gqur6zteGeHh4WIUsnjxYjQ1NZHJZOTm5gIQHR2NpaUlpqamNGnShFatWtGiRQsaNmwoCoumTZuioaEh/DoknsOIESNE56Fx48aUlJQIt1jpqb1Tp07Mnz+f9PR0Jk2aRFlZGUuXLuXo0aP07dsXVVVVAgICcHFxoX///sybNw9VVVV8fHzw9fXlm2++EQGLoaGh2NnZiSDUSZMm4eTkxJdffsm4ceM4duwYP/74I1DtOePj4yM8bUaNGkV+fr7ofFhaWpKXl4eBgQGenp4sXrxYHLORI0cycuRI2rVrh1wuZ9euXQrb6tWrF9nZ2axZswYXFxdyc3Np1aoV7du3Z+/evfj6+rJp0yax0MyZMwddXV2WL18urjOJwC3la82ZM0d00mpCIpC/Pfaoqqri7NmzVFVV4evrS8eOHSktLcXNzQ01NTUOHTok3nfs2DG0tbVF16q8vJzy8nJu3LhBYmKiIJYfOnSIOnXq4Ovry6FDh9i5cydpaWk0bNhQGG96eHigqqrK119/TW5urnAAfrujMmjQIFq3bk2PHj3Q1dVl2LBhdOnSRQTXSp3Ir776CgsLC9LS0kQQ6YoVK1i1ahVt2rTB1taWx48f8+LFC3Ecbty4wfLlyxk5ciT5+fnI5XImTJggioZ9+/ahpqaGm5sbvXv3xsjIiLy8PNTV1dHW1mbs2LHCGVoi0Y8YMQJVVVXGjBkjujz37t2jTZs21K5dm4yMDDQ0NLCxsRGGiVVVVYSHh2NqasrIkSMxMjJi3759zJkzByMjIxo0aEBaWhoPHjygvLwcd3d3unTpgpmZGTKZjEmTJrFp0yY8PDzQ1dWlWbNmQvafk5ND3bp1RXGkpqbGxYsXad++PU5OTnz22WdcvHiRxo0bU7t2bXJyckS+G1Q/GK1cuRJNTU0hYli/fj0tW7bE09MTVVVV1q1bx4ULF/Dw8OCHH35Qjq+U+MuhLHj+ATh8+LAgMx4/fhwHBwdCQkKIjo7G3t5ePPWcPHkSCwsLFi5cyGeffUbv3r2ZPHky7du3p3///nTs2JGsrCy+/PJLXr58ybRp03B2dlZIvn758iUBAQHiiXnHjh1ERUUxYsQIDh8+TIcOHfD19cXa2poNGzYwd+5cGjRoINRKUvH0+vVrYmNjycrKEtsaP348iYmJYmHbvXs3BgYG6OjosGnTJgCGDx9OvXr1SExMBKrVQi1btkRdXZ0RI0YwatQoNDU1MTY2FuORzz//nKysLJYtWyaCJK9fv46trS2xsbE0b94cbW1tUTTs2rULBwcHLC0tMTMz482bNyxevBh/f3+KiorEwvjRRx8xYcIETpw4weHDhwkICMDR0ZGFCxdSXFxMeHg4Xbt2pWfPnsjlcjZs2CDOzZMnT6iqqmL69Ono6enRtGlT4uLiaNeuHTt37uTx48fk5uYKlV1FRQWvX79m8eLFGBsbs2jRInbu3ImNjQ3a2tq0adNGBImGhITQpk0b2rVrx/79+3n06BG5ubmimExJSRHH7/DhwwQGBtK2bVs0NTXJyckhJCREGObJ5XJmz56Nq6sr06ZNE923ixcv0qZNG5KTk5k+fTonTpxQCC0tKysTURCSsujhw4fcv39fOCVL51hK2u7fv7/o4H322WdUVFRQXl5OZWUlPXr0oHbt2oSHh4tuUocOHUR0h1wup1mzZsTGxpKZmUnnzp3p0aMH58+fZ+nSpSQkJBAfH0/dunXZv38/5eXleHl5Cd8eySZg69atYt9at26NmpoaM2fOFK/VLP6l7srGjRuFA7iUli59HzU1NSEnl669Dz74gJYtW7Jo0SKxwM+cOZPs7GyuXbuGlZUVTk5OQm4tccmCgoLIyclBLpeL7K6oqCgR7tupUyfKy8vFeZg6dSo6OjrMnDmTefPmkZGRITqe0jGMiooiLy8PTU1Nxo8fz7Fjx1BRUeG7777D39+f5cuXI5fLheLv3r17eHl50aRJE+rUqcPnn3/OwYMHRXEjqe7evHlD06ZNkclk1KlTh4CAAKysrLCxscHf35+CggLOnj1L/fr1cXFxIT09nZCQEIqKigRp+86dOyQnJwvVHFQbqcpkMmFmuX37dlxdXbl//z5KKPFXQ1nw/AMgkRkTEhKoqqrizp07bN26la+++kqEEz548ABHR0dx866qqhLdjKFDh9K+fXtyc3Np3749ffv25fLly7x8+ZLCwkLi4+OZPHkyr1694uDBg+jp6bFnzx569uwJVHuKpKamMmzYML7//nu6du2Kv78/2traHDhwgKVLl9K+fXsmTZokFox27drh6OiIr68vfn5+Qho+depU6tevT6tWrbCysmLlypUKbsPwr2wmifMyfvx4GjZsSHJyMh06dFAYj0gBpzXx4MED+vXrx9SpU4FqRcuKFStwdHQUGVDbt28XLfXPP/+ciooK+vfvT3BwMJmZmYwfP5569eqxe/du8WS5b98+WrZsyYgRI3j58iU3b97EyMgIS0tLpkyZwsaNG0VSdH5+vkgrX7NmDSUlJcybN4/Ro0djYmLCpEmTsLe3x9raWnzvc+fOUa9ePWxtbfH29sbT05OwsDBu3LjBtGnTiI2NFTyXy5cvM2rUKLEtLy8vnJyceP78OTdu3MDOzk642R48eBA3NzecnZ2Fas7MzIyePXuyevVqEWApLcDl5eUMHjyYsLAwQeCu6U/UvXt3/P39MTExITMzE6juCunp6eHv74+TkxNTpkyhoqKCixcv4urqirOzM0ZGRjg7O5OZmYmWlhbNmjWje/fuXLt2jTNnztCxY0dq166Ns7OzCP9MTU0V/kXdunXj4cOHZGVloaWlhZeXF6dPn+bmzZs0b94cdXV14cg9evRonJ2dgeqiq3bt2tjb22NiYkJOTo6Qg3fq1InIyEg+/fRT1qxZw6effqrAWZEgff+XL1/y+vVrysvLSU9Pp3HjxnTu3JkbN25w7949rly5QseOHYmKiiIpKYn58+dTUlLCli1bhMrM3NycQYMGcf78edzd3enevTtLlixBJpPRpEkTXr58KUjZ8fHxyGQyLC0tiYqKEoXB0KFDUVVVxcXFhfj4eA4dOkRxcTFjxowR3Lh27dqJ0dyBAwdwcXERqqqmTZtib28vOlmS4u/Zs2doamqSmprKBx98gKurKxs3bsTX15ecnBzMzc2FFcLYsWNRVVUVjtmNGzdm2rRpwhpjwIABQoFXXFxMYGAgrVq1EjExmZmZpKWlKai/jh8/zqVLl7h58yaffPIJ9erVU+CMKaHEXwllwfMPwPtyqUBR3XD16lURbCk9ccvlclavXk1VVRUTJkxg+PDhHDhwgJSUFDIyMujYsSM9e/akc+fOWFlZ4erqSkREBJ999hnnz58nJCSEs2fPAtVp1rGxsfTp04dOnTphbW2Nl5cXJ06cEGTY5ORkpk6dKswLKysrKSsrIzIyEjMzM7Gg3r17l06dOomOxbNnz4Tx3oYNG4Rjq6RuksYjkhpFGo+4u7ujrq7OoUOHFG6as2fPxtbWlpiYGAUTwuXLl+Ps7Iy7uzsDBgzgyZMnjBw5ksjISHJzc1m8eDELFiwQLr1S10mCXC5n3759BAQEMGzYMMrKyrh06RLW1tbY29vTunVrPv/8c9asWUOnTp1o1KgRfn5+tG3blsjISIKDg/nwww85ePAgTk5O1KlTB5lMhra2NkOHDiU5OZn09HScnZ1p164dtWvXFrL3tLQ0rK2tcXR0ZODAgcLf6ODBg3h5eaGrq4tMJiM/P5/Kykr27duHtbU1wcHB5ObmUqdOHVxdXcV+f/HFF7Rt25bw8HCCgoIIDQ0VgZLZ2dm4uLiIYNGIiAgxWklOThbE5fj4eGrVqkV6ejpaWlrk5eWJ3Km6desycuRIHj9+TL169dDR0SEoKIg7d+5gY2ODjo4O8+fPJyoqCg0NDVavXs2zZ8+YOnUqWlpa1K5dWxCLJduDy5cvo6enR/PmzbG0tKRVq1ZkZWWRl5eHjo4OUVFRBAUFsXr1atLT07GwsODrr79GT08PHx8f0flTUVEhKChIdB579OhBw4YNFRytJ02axA8//CDOO1TztJydnWndujX29vbUrVuXI0eOkJWVJUwXmzRpQuPGjSkvL2fatGmCAyWXy7l9+7b4vVRVVVFQUEBsbCxr167l8OHDuLi4oKury9dff82bN28oKCgQhO/ExETS0tL45ptvmD17NjKZjAEDBpCYmEifPn1+lhAu3QsqKipYt24d6urqGBsbi1HpsmXL+Omnn/jyyy+xt7enQYMG1K1bl/j4eFauXMm0adNo1KgRTZs2Zd68eeJ3GR4eTq1atfjuu+9YsmQJjRs3ZseOHUC18q1ly5acP3+ekSNHkpSUxJQpU7C1tSU4OJj27dsLHp1UcL1dYBYVFZGWliZ+g8pxlhJ/B5QFz38Y0pPl27lUb0s6JR6ElCReXl7O8ePHuXPnDmfPnmXIkCHs378fqL4h1a5dm6ZNm9KuXTvS0tLEjUjiXTx//px27doxaNAgoNp638HBAXV1dVq1asWkSZPw9/cnKyuLY8eOUVlZyZIlS0RC+p49e4Bq4zQ1NTXs7e2pVasW2dnZ3L9/X0RLQPX46/r166LoGTRoEN999x3nzp3D3NycNm3aANUhg/7+/iI409vbm/79+79z03z69CmzZs0iJCRE2NA/evSIV69e0blzZ6ytrXnz5g1yuZxTp06hqalJgwYNcHFxoXPnzhQWFoqxgVwuZ926dSxYsECMcHJycrCzs2Pw4ME8e/aMkydPYmdnJ0ZKcrmciIgIbGxsuHbtGps2bcLe3h5fX1/at29Pv379MDAwIC8vjy+++ILTp0+LiILZs2ezbt06hgwZwoYNG4TKrFWrVpw9e5aioiIaNmwoxmhSEvz+/fuZO3cuMplMZCEtXbqUmJgYBg8ezPbt2zlx4oQgs1tZWYkR3ZYtWzh9+jQ9evTAwMAAExMTDA0NWbt2LRUVFZw8eZKgoCAiIiLw9vamV69enDt3jilTpqCmpiak+Q8fPuT58+eoqKgQExODlpYWZmZmrF69Gj8/Px49ekRAQACamppcuXKFsrIy5s+fT+PGjalbty6rVq3ip59+wtraGgMDA5KTk6msrOTOnTuEh4djb2+PqakpoaGhlJeXs3fvXiIiIoTLeGJiIt27d6e4uJhVq1ZRp04dDAwMMDc3FwouHx8fYdDZo0cPANF9kXDgwAFatGjB9OnTRSH9448/EhgYSO/evfH29kZVVZUmTZpQUlLC5cuXMTExISgoiIkTJ4prp7y8nOnTpxMWFoa3tzcFBQVs3bpVqK569uyJh4cHMTExBAYGMn/+fPr37y9+X9HR0Tg5OZGWlsaPP/5IcnIy2dnZBAcHExMTI8jVTZo0+VlCuHSPePz4MXl5eXTv3p2AgADu3bvHihUrsLGxwd7enlatWhEWFkZqairfffedQqfIxcVFjLcAoTqMi4vj8ePHQHX3s1GjRqxZs0ao5qTf9ogRI0hISGDcuHE0b96cgQMH8ujRI8H/ejvKRULNrK63TQqVUOKvgLLg+Q/g7aeZmrlU6enptGzZkri4OJ4/fy64HwA9e/YkMzOTGzdukJ6ejqGhIQ0bNqRNmzb07t0bV1dX9u3bR3x8PF27diUlJYV+/fphYWEhcop++OEHXr9+LfJ57OzsBPlTSu8eO3Yscrmcc+fO0b59e1JTU7l48SIVFRVs2rSJyspKXr9+zapVq1BXV6egoIBTp05hYmKCmpqaIHLK5XLmzp1LamoqUVFRzJs3T7Tw9fX18ff3x8HBAS0tLU6dOsXFixdxdHQUcnkzMzMho7127RorV65kw4YNXLlyhcrKSsLCwqhfvz7BwcG4u7szc+ZMWrRogYODA8+ePaOiooKsrCyGDh1KQUEBkZGRaGtrM2nSJDE6SEhIoHnz5iQlJREaGkrr1q2pVasWNjY21K9fn06dOnH16lXxpP369WsqKyvp0KEDO3fuZOjQoTRt2hQzMzOuXLkiQlsdHBwIDQ0VCdcSTyI5OZl169Zx7Ngx3rx5w4cffoilpaV4eg4MDERTU5O7d+8KOwDJoXbRokVoa2ujrq6Oi4uL2O/WrVszaNAgysrKGDJkCKampuTl5bFy5UoCAwMJCwujuLiYiooKdu3aRUREBP369aO0tBS5XM6bN2/o27cvampqNG7cmPj4eAIDAzEwMMDKygpnZ2dkMhmtWrUC/jWSVFNTo1+/fsjlcmJiYjAyMkJDQwNjY2MWLFhAhw4dcHd358svv6Rp06YidHP79u1iGzVTzaXiT3LZtrCwYODAgdSuXZv4+HgGDx5M+/btWbBgAVVVVcybNw9fX18RuyCZSgIMGTIEFRUVPvjgAz755BNCQkIUErolR+vLly/z+PFj+vbtS3p6Oo8ePcLS0pJly5aJBPUTJ06I7qpEXJaK8Nu3b6Onp4ebmxuZmZk0adKEZcuW8f333+Pn54eNjQ2mpqZoa2vz6aefAtUqQTs7O1FISgqzO3fuMHr0aFq1aoWvr6/wrOnYsSPFxcUKHc+a95Kf63oeP34cPT09TE1NGTx4MJMnTxadops3b5Kbm0t+fj7Lli1j8uTJogMrnWNpBCc9SG3btg0DAwMsLCxE9wyq1XSSiCE7O5sGDRowYcIEcbzeLmZqKgBr8saUUOKvhrLg+Zuxb98+MbOW/DPy8/OF++vr1685deoUfn5+6OrqkpCQQPfu3Xn27BlnzpwhKysLbW1tcbOsU6cOnTt3BqB37964ubkxe/Zsnj59Kvg6jo6OzJ8/Hy0tLeGnIRl/RUdHo6mpyXfffceiRYvw8/MTIxG5XM6BAwfQ0NAQLW+ps1NVVUV+fj7m5uZUVlaya9cuBgwYwLp16zA2Nmbv3r1AdbcpKSmJwMBA3N3dhdGfubk5ixYtYteuXWI88vz5c+EuK9n1SzJaHR0dMW6RRkcnTpwQPkJSWGLTpk1p3ry5SF3u2bMne/fupbS0FDMzM6GkuX79OsuWLcPHx0fcfCX1yKFDh9i+fTvt27dHTU0Nf39/dHR0sLW15dKlS1RVVZGZmcnevXvp1q0bGhoadOnShatXr7JgwQJ69uyJs7Mz/fr1IzAwkJEjR3Lr1i18fHyE5H3KlCm8ePGCzMxMHB0d2bNnD2PGjEFFRUVEcCxfvpylS5cC1aRYMzMzXr9+TWZmJjKZTMjeExMT8fT0ZPny5TRt2pTOnTuLkcPVq1fp0KEDTk5OoqOxePFiWrVqJQjcz58/Jzs7mx49enDixAm2bt2KmZkZFhYWLFq0iClTpuDo6Iiqqirdu3enrKwMU1NTVFVVcXNz482bNzx8+FCoBNu1aye6Op999pkI5vT19aV+/fps3LiRyspK4VQtcbmePHlC/fr16du3L46OjsyaNQuoNqubMGECDx48YPr06bRv355p06bxzTffEBgYKIrw4OBgbt26BcDgwYPF50gKQmkxlxAZGcmFCxfYv38/bdu2xdjYGGNjY7Zv3y68htLT07G3t0dbW1sQmqVi5/Tp03Tu3JkxY8Ygl8t5/Pgxn3zyCQ0aNMDPz4/Jkydz/fp1Pv30U4YNG0ZSUpIoem7cuEGXLl3w9PTkzJkz3Llzh/v373P58mXevHnD06dP2b9/v0L+W48ePVi+fLkYmdWE1PVs3bq1GLFNnTqVrl27Mn/+fFJTU4WC09bWlsmTJwuxgkS8njJlilAdQrUpYEpKCr169eLQoUNUVlaSm5uLtrY2AwYMUPj8169fY29vL0bKNjY2DBw4UPz/mvsrfZ+ffvoJf39/MVpUQom/GsqC529EVVUV48eP59KlSwqvFxYWEhcXJ4L57t69S+PGjVFTU8PV1ZUOHToQERFBSUkJISEhqKiokJKSwsSJE9mwYQNhYWHcvHmT5cuXk5+fj4uLC0VFRYwbN44WLVpw7NgxkfOTlZVFnz590NfXJzs7GxUVFRo3bswPP/wgFpyYmBhat27Nhx9+CFSrTAwNDYmNjUVPT0+MkVasWIGamhotWrQQixtU+wbFxMTQpk0bevXqxcyZM2nSpAlqampERkbSrFkz8vPzadCgAQ8ePODkyZNoaWmxb98+CgoK+Oabb6ioqMDd3Z2uXbsKc7sPP/yQu3fvsnbtWpo2bUqvXr3Q1tamQYMGNGnShEOHDlG/fn28vb2F47DU4vfx8REEXKg2nhswYAAdO3YEICAgAJlMRtu2bVm6dKlQxiUkJKCtrU1cXBwymUxEWzg7OwuTQMlNOS4uTmQYSWTx7Oxs/Pz86NixI3Xq1MHMzIzmzZsL2buvry9TpkzBxMQECwsLxowZQ9euXfH29kZLS4vvvvuOqqoqITmH6sLWxcWFbdu2MW7cOCwsLLh+/Tq7du0iJCREyLqh+ml627Zt2NnZYWxsLByKJQK3nZ0d1tbWqKioCGM+ScJsb29PbGwsOjo6FBUVERsbi4aGBo0aNSItLY0mTZpgaGiIra0tmZmZjBkzhqSkJCIjI7G3tyc8PJydO3cybtw4MRopLCzE0dGRL7/8kgsXLtC5c2dkMplwFd6/fz+2trZYWVmxbds2kpKSSEhIID09XfBOJL6aXC5n5MiRgswdHR2Ns7Mz8fHxmJmZcfToUS5cuEBFRYWCgrCyspLdu3djZWUlfosXL16kWbNmhIWFcfr0aV6+fEl5eTlnz55lzJgx5Obmiu6q1KHw8vKiXr161K9fn/379yOXy7l//z6tW7emdu3aCvEKr1+/pnfv3oSFhdGlSxfatGnDvHnzSE1NFR3CmoRwaZ88PDyYMmWK6PxKHZPKykpu3rzJypUr+eKLL0QhLrlpS+7VZ8+epbi4mJYtW9KxY0euXLmCoaEh6urqjB8/nrS0NOECDgjV4YEDB4DqDlbXrl3p27cvZ86cQS6Xs2TJEtq3b6+QGbZkyRK8vLzEePCrr76iWbNmDB48WPzmKisrFYodGxub94oSlFDir4Ky4PmbIbWbf/jhB8GhkBaqoqIifvjhB/Ly8mjXrh3JyckMGjRIEEWdnJwUnuyrqqp48OABhoaG+Pn5oa+vz8SJExk5ciTW1tb069ePxMREEUfh7+9PWVkZlZWVrFu3jubNmwuH1MTERN68ecOnn34qCJ6tWrXCyckJKysr8VQrjWZGjx4NQJcuXXB0dBSBgXK5nKioKGGIJ3niSJLX0NBQDA0NGTt2rJA3S1yVGTNm0KJFC4YMGUK/fv3Ek7/E75BS3l+8eEF4eDiqqqq0a9cOTU1NVFVVSUpKYu/evZibm+Pl5UVqaiqjR48mODhYpJJXVVURHx9Ps2bN+Pbbb3F0dKRt27bIZDJxE2/evDnm5uY8ePCAlJQUtm7dypUrV+jTpw/FxcWsW7eOkSNH4uvrS2BgIIsWLaJbt27C9fjbb7/l7NmzFBQUCMKznp4elpaW7N27l+LiYi5evMjhw4dZs2YNBw4cwMfHh8DAQPr27YuFhQXa2tr4+/sLt1rJRXrjxo1oaGhgbW1NZmam4HW8evVKyLfT0tLo1q0bZ86cIT4+nv79+3Py5Em6desmXLKhOk7Czs6OqKgoOnfujJubGxMmTODYsWNs2LABd3d3wQW7evUq9+/fJzY2ltq1a5Oens61a9cwMTGhXr16eHt7i2DON2/esGvXLnr06IG/vz/+/v4KnYSpU6diZ2eHtrY2WVlZjB49GjU1NebPnw9U2xCoqqoSFRVF27ZtKSkp4cKFC4waNYq6deuSmZkp1GzPnj0jKSmJtWvX8uOPP1JQUICjoyOOjo60bNkSPz8/vv76a169esW0adMEt0kqMDIzM5k8eTJPnjzh/PnzZGdnk5CQQMOGDUV3taSkhDNnztC1a1eaN2/O8OHDSUhIoHHjxgwcOBBTU1OCgoJEF2TatGmYmJjQqFEjMQI7ffo0lpaWmJubCwVbcnIyc+fOpX79+jRs2JAdO3YodDylYxUfH09kZKTw35HGzSYmJkRHR+Pt7U1ISAgffvghDx8+pKCggJiYGHGMDhw4gL+/P3K5nPPnz2NpaSky1yQXcEl1CNWBp9IYVVLNWVtbExcXx+nTp6msrGTRokVCxCCJGsLCwsTvuaysjHXr1mFqasrw4cMV7n1PnjzBzs5OWewo8bdDWfD8jZCebl68eMG4ceOIiYlh/fr1AILMOGDAAEH8DA8PF1yYy5cvExUVhaWlJa6urhw4cICysjJcXFwICwtjy5Ytwltj/vz59OzZk8GDB6OmpoaFhQWmpqakpKQQHBzM69evOXfuHPr6+iQmJuLr64uqqiphYWFkZmayZ88eMZ4wNjbG09MTqFaHeHt74+7uLpQ3xcXFFBQUiOykdu3aYWNjw1dffYWbmxvZ2dnC7G3GjBnEx8cTFBREbGws8+fP59y5c3Tt2hUbGxu6dOnC/v37CQ0NpUWLFoI34eTkhJ+fn4JDb9euXTE3N8fT05OCggJsbGyEtHn//v2Ym5vTpEkTEhISOHToEOHh4TRv3hxTU1OMjY3ZsWMH5eXljB8/ntq1axMUFATA5s2bUVVVJTo6muLiYhwcHIQT8Y4dO2jQoAG2tra4uLjQrl07nJyc6N69O2PGjGH27NlERESgo6NDy5YtadSoETExMbRv355ly5ahqalJVFQUly9fFtvS09PD3NycsLAwOnToQGFhIf7+/sTExHDs2DGioqJISUkRsQZNmjRhzZo1TJw4kXr16uHr60vLli3x8PBAXV2dlStXcvr0abp3705wcDARERGiWJUIpklJSfTu3ZuAgACKiorYtWsXBw8eZMGCBRgZGaGvr09RUREVFRVMmTKFlJQUkpKSmDlzJo8fP6ZDhw40atSI3r1706lTJ3766SesrKzQ0dERo9k7d+4QFxcnXL2TkpLw9/cXi6qHhwcaGhoiRNLGxkYhabtXr16ioyL9djp27EifPn0YO3Ysvr6+Qk0WGRkpulO9e/cWhXFxcTGxsbFYWFiIUeyPP/7I1q1bMTIyYuLEiSxdupTu3bvj7u5OZWUlGzZswMLCQvgWpaamEhERwcuXL3n16pUwGExLS+P8+fNiJC0plE6dOoVcLmf+/PmigL5x4waNGjWif//+9OjRg927dyOTyWjevDldunShWbNmBAcHC5L1999/LzqeUG1nID0cSJy+5ORkBg4cSGxsLOPHj2ft2rW4urpibGxMy5YtMTQ0JDQ0lMrKSoVOUXJyMgYGBmLcJMWKdOrUidzcXOGhA9Uu2Hp6esyePZsZM2YIEcPx48cVRAyrV68WNhAXLlwQv9GrV6/i5eWFq6ur4Pw8ffoUAwMDwVlTQom/E8qC529AzYW6ZhDiqFGjxBP3mzdvRC6Vh4cH5ubmZGZmcvr0afH3ly5dYsyYMezevZtGjRpRv359NDU1WbhwIa9eveLSpUsYGRkRHh7O4sWLmTlzJunp6Zw4cULEREgOx8nJyaJ1XlVVJUiUbm5u9O/fn6tXr1JSUsL06dNxdnZm+PDhmJubM2PGDA4cOICdnR0WFhYKUtmQkBDGjRtHz549+e6779ixYwc+Pj6CAJqXl8f06dP5+uuvKSwsxM3NjTp16uDo6IixsbEgfB46dAh3d3cMDAxwcXERnJ++ffuKG2d0dDRGRkYsW7aMp0+fMn36dGxtbfHw8KB9+/YcOHAAMzMzBbKpxGNo1qwZubm5XL9+nTt37tC+fXv09PRISEgQniNQzfMZPHiwiGWQ+EPTpk1j6NChBAUFidyuoqIinj59iqOjI56engwcOJDCwkIMDAxYsmQJAAUFBaiqqmJlZYW3tzcZGRmoqKigq6uLubk5Pj4+FBcXc+DAAYYPH87jx4+5dOkSdnZ26Onp8dNPP4kF6fbt24SHh6OhoUFcXBwGBgZoaWkRFhaGXC4Xij8dHR1++OEHwaF4/fo1gwYNwtHREW1tbYyMjETSdnZ2Nh9//DH16tXD0tKSo0ePAtVBkiYmJmhqagrfmcLCQhFPUFZWhpubG7Vr1+bUqVPcvn2bOXPmEBISIpRvUlCsu7s7z549Y9euXcyePZs3b97g4OCAgYEB/v7+qKioMGzYMMFXa968Ofn5+SQkJIgUdWk0IqmSrKysUFFRYfPmzYwaNUqM/saNG4eRkREJCQnY2NiwZcsWAJYvX05GRgZQveB7eHiQk5MjlE5hYWHCZ+j69eskJyfTunVrjh49iomJieCSBQUFsWzZMh4+fEjz5s3R1NTExcWFb775ht27dwu37MGDBzN48GAOHjxIbGws5ubmxMTEYGxsjI+PD0ZGRowdO1aB59KxY0eWLFnC48ePadGiBUOHDhXFn/T7LSwsZMKECaLT4uTkREhICD/88AMbNmwQnaJbt24xbtw4YZ9w/Phx7Ozs2LZtm9je8uXLhVhBwieffCJ+P1BdeCUmJgoRw6FDh5g8ebJQpSUkJJCQkCAiSL7++mvatm3LvXv3xDZ27NghCjkllPi7oSx4/kJIvAUJNYMQoTqYccSIEYSHhxMQECDa65cvXxbt9aysLAX3VwmbN2+mVq1a9O3bF6hu7Tdq1AgdHR169epF+/btadeuHXl5eZSXl6Ojo4NMJhNPzRMnTuTWrVuUlJSgra1Np06d2Lt3L7Vq1cLZ2Zm8vDwuX75MWVkZU6ZMEaqg4uJiDh48KEzRpJFKVVUVISEhwm143759FBUV0b59ezZs2MCRI0dE0XP16lXu3r1LQEAAxsbGfPDBB/z444+sWLGCRo0asXLlSvbv30/z5s1JSEigpKSEW7du0bJlS3x9ffHx8cHR0ZHIyEgSExPFTbqwsFAQuXNzc7ly5YpCqGdsbCw2Njb07t2bW7duiY7b559/jru7O40bN6Z9+/bAv8ZsY8aMoaioiPXr15Oamoq9vT0ZGRm0adOGxo0bM2HCBPr06YObmxu7d+8mPj5e3OhrpqhLTrIrVqxg3bp1FBUVAdV+JJaWlnh7e+Pi4kJGRga9e/fG0NBQFKTBwcGYmJgwZcoUoegByMrKYvbs2dy+fZuOHTuipaVFx44d2b9/PxUVFQwfPhw3NzcxvpBQWlpK37590dfXx97enkWLFomk7W+++Ybly5eTnp6Oi4uLKHrGjBmDsbEx9vb2rF69mvLycnr27EmdOnUwNzenW7du4nimpqbSp08fEhIShO3Bli1bcHFxEZEHks/Q2LFjMTY2ZtKkScyYMQMLCwsMDAwoLi7m1atXLFy4kAEDBjBx4kSxfemfb9684e7du6xZs4bExEQhAnj9+jVffvkldnZ2omgyMTERY8qVK1cqJKhL18e6detELMvatWu5du0alZWVXLt2jdTUVHR0dBg3bhyA4JJJ/jyTJ08mLCwMKysr9PX1cXFxITAwEH9/f1xdXQXJt1WrVtSvX5+8vDy6desm4mHi4+OZP3++KHpatWol7hNS11NS/BUVFeHm5kZSUhIlJSVMnjyZLl26YGdnR0REhDg+p0+fRktLS4TVDhkyRHDTCgoKKCwsfIf8LF37gBAx1HxdEjGYmZkJL6cePXrw7bffUl5eTkZGBsHBwXh7e2NiYiK8uSS87/OUUOLvgrLg+Ytw7NgxsrKyhKTz1atX9OnTh4YNG3Lx4kXxvkuXLlG3bl3c3d3JyMggJycHDw8PKisr2bt3Lz169CAxMVHBzh+q28V+fn40btyYgwcPYmVlhbq6uhi/SMGb0ggqNDSUkJAQfHx8sLa2ZuzYsQBCyg1w8+ZNYmJiaNq0KcnJyaI4kW6q0k1OT0+PVq1a8fr1a9zd3YWyqbS0lI8//picnByMjY2JjIxEXV0de3t7nj9/zpEjR0hOTqZfv36MHDkSGxsbPD09xQ36+vXrQhE0b948jh07RkBAAEOGDOHFixcUFxdz7Ngxtm/fTlVVFTdu3MDa2pqAgACePn0KQGZmJtra2syZMwf4l7x26NChNGjQAA8PD3EMy8vLuX37Nt988w3t2rXD3NycM2fOcO7cOTp37oyHh4fYt2HDhmFjYyNiKcaOHSsyo0pLSxkzZgxOTk5YWFiwZcsW3NzciIiIAKoX5gEDBig8odcsQKZNm4aamppQwa1cuRJDQ0O8vb159OgRoaGhNGvWjJiYGDZt2sSzZ8+orKwkLS2NTz/9lEmTJmFubs6uXbvo1q0b/v7+LFy4kKqqKsG1KCwspKCggMzMTEaNGkWjRo1o3bq1ILkuWbJEJG1PmjSJx48fM2rUKMzMzIiKigLg008/Fcnja9asAaBNmzbIZDI+++wzPv30U1JTU3FxcVGwPdi+fTtnz54lOjqa7OxsmjRpQmxsLI8fPyYwMBBjY2OguqsxfPhwUlJSaN26tTinNVFSUiIUhBJWrFjB5s2b2bNnjzhfkydPpmvXrkB1AWZrayty36QEdQcHB7Kzs4U0OjU1lS5dupCUlISxsTFdu3bl5s2borvq5uamEFPx8uVLYmNjadCgAVDddbO1tcXBwYHU1FQWL15MVFQUwcHBHDt2jPLycoKDg/niiy9ISUnBy8uLBQsWCEd0KaRTSriv6V9z6NAhofjbsmULkZGR1K1bl4yMDE6cOMHUqVPR0NCgSZMm4tqSxoBLly5l+/bt9O3bV3Qce/fujZeXl1BI1YzckCCJGCRHbwk2NjZYWVkhl8t59uwZLVu2JCIigsOHD4tjtXv3bk6fPi22qTQWVOKfAGXB8xfhzJkzIn1bIjP269cPc3NzkXME1a1kiZswatQo0V6XcPDgQaZMmfKOl4VkRLh8+XK0tLSoVasW69at486dO5w7d4579+7x6tUrsZB//vnngkCqp6dH27ZtAZg1a5Z4imvYsCG5ubnI5XKOHDlCXFwc2dnZ7Nmzhzdv3jBx4kRCQkJo0qQJUH0jc3BwwNHRkYiICIyMjGjWrBmBgYG0a9dOkERlMpmIfDhy5AhpaWmiexIaGsrixYs5ffq04EGYmprStGlTnj9/zqFDhwgKChLjgcDAQJycnJg7d65I7ZZCFaVIgqysLCGvlbyFSktLxdP2N998I5Kx9fX10dLSIj4+HldXV3JycoiPj6djx46C+3L37l1UVFRYs2YN33zzDYWFhejq6lKvXj3atWuHvr4+mzdvZsKECRgYGFC3bl1CQ0PFucrIyBAJ1zUhbcvAwIARI0bg4uLCzp07geooAA8PD16/fs20adPIzs4mIyODyMhINm3axBdffIGTkxN169bF0NCQO3fuMHToUHx8fJDJZISEhHDy5ElBKLWxscHW1pYZM2bQs2dPQUbftWsX06dPx9vbm1q1atGnTx9CQkIwNjbmxYsXREVFYW9vT0lJCQCrVq2icePG2NnZiaf3sWPH0qVLFywtLTEyMmLgwIF8/fXX7NixQ6GTMHHiRAICAjhy5Aht27YlODiYkJAQYVzp7OzMmzdvuHbtGunp6bi6uooCU8LHH3+soCBMS0vDwcGBuLg4BQXhhg0baNy4Menp6cJZuGaC+qxZs1BTU2PZsmVERETQsGFDYa544cIFYmJisLCwoHv37uJho3fv3mRnZ4tOElST9g0MDHjz5g3e3t60bt2a/fv3U6dOHZGwPn78eMaPH8+2bdsICQnB0dERf39/6tatS79+/bh69SqvXr1i5syZODk58cEHH4jPqFn0jB07liZNmjBs2DD27NkjxmOenp60aNECGxsb2rZty/z58zl//jw9e/bEwsKChIQEUdRt2LCBnj17kpKSgoqKChMnThT3lgsXLtC9e3e6d+8ufq/79+/H0dGR9PR0tm3bRnx8PG5ubpw/fx6oJlUbGhoKry0lEVmJfzKUBc9fAOlmePv2bTIzM4Wks3///iJ/asKECUIl0aNHD16+fEmTJk3o0KGDsKmXMpikG5JkRCgtxBKxs02bNkLWm5CQQExMDKamptjY2JCUlCQW8saNG2NsbMzBgwdp27atSJm2tramQYMGqKurY25uTlFREZcuXcLExARjY2P09fUZOHAgr169YteuXYIA6ezsjI6ODufPn8fa2hpdXV1yc3PZunUrkZGRnDp1ihcvXpCRkYGLiwsbNmxg5cqVjB07ll69eglFS2xsLPXr12fGjBnI5XI+/PBDDA0N2bx5M3K5nK+//hodHR3s7e05fvw4e/bsQSaTidDKDz/8EDc3N0JCQoQCafr06WhoaBATEyNSxj/66CM0NDSwt7cX8Qeampr069ePbt260b17dx4/fizSquFf45P9+/fj7u7O7Nmz6dixIw0aNCAsLAxdXV3c3NwwMTEBqsnUWVlZeHp6CrWdl5eXOGdS0SPFQ2RkZAguxb59+3B0dBTbkPb7xo0bJCUl0aVLF1xcXHByckJLS4tPP/2UuXPnYmtrS8uWLTE1NcXQ0JDw8HDCwsLo1q0bp06d4ty5c9ja2tK2bVuuX7/O8+fPWbt2Le7u7jRo0ICBAweipaXFwoULxUjI1dWVRYsW8eDBA5ycnOjRo4fgXqxduxZHR0esra3ZtGmTQg7X9u3b6dOnD6qqqqioqODh4YGFhQU//PADz549Iz8/n6NHj3Lx4kUiIyOJjIwkOTmZhIQEMW4pLy8XfLWaBnV37twReW2JiYnk5+eTlJQkfneSo7VUYEmO1tIiPGDAAFq3bi24PBMmTEBDQ0MoGKXu6ps3b9i/fz9xcXEYGRmRm5vLkydPuHv3rnhgkeTsUkGVn5/Pvn37cHd3Z8eOHbRp04a0tDRq1apFhw4dCA4ORlNTEyMjI/r27Ut+fr6IgcnLy+PKlSuUlJSwcuVKhWDTx48fc+3aNR49esTgwYP55JNPRPTJ7t27SUhIoHPnznz++ee8evWKwsJCXFxcUFNTo2nTptSvX198vnQN/vjjj0J1KJ27c+fOYWBgQFZWFpMmTRKquaqqKq5cuUJERARpaWm0bduWy5cvU1FRwapVq6hfvz7Pnz/n/Pnz6Ovrk5WVpQwCVeIfC2XB8xdAuom8T9I5bNgwXFxchDHZvn37cHZ2xtHRkezsbLHQpqamMmjQIIWcH1dX13eksllZWTg6Ogo/EF1dXUxNTYW3iqurK97e3jx+/JgffviBYcOGcfz4cTIyMtDU1MTGxoaQkBBSU1MZN26cIAgHBQWxcOFCNm7ciI+PD+rq6sTGxnL8+HEmTZpEXFwcZmZmbN26FW9vb+zt7bGysuLu3bsUFxe/Mx7p0aMHampqYr4vyWilHDBLS0umT59OVVUVPj4+uLq6kpqayv3797l27RqhoaGiy7Bo0SK0tLRQUVGhX79+AAry2qdPn4r0bXV1debNmyckvR9++CHe3t40b96crKwsUWzMnDmT6OhohS7M22146WnX3t6eTp06MXXqVAYNGsStW7dwcXHh+vXrQHXS+KFDh5g3bx4rV658h3tSExKXRWr7Hzx4EA0NDdTU1Jg9e7bCIrV+/XoyMzNp0aIFnp6ebNmyBblczpYtW/D39yclJYWlS5fi4uJCz549adWqlfDv8fX1ZdOmTeI7PXz4kPDwcIYOHYqmpqbgpgCMGjWK+vXrM2vWLM6cOYORkRHa2toYGBiI7uPKlSvp0qWLiCzo3bs3S5cuFZEeEydOFIR0mUwm1G7NmjXD3d2dzMxMBgwYgJeXF7m5uWRnZ5OdnS0MMWuivLycoUOHkpmZybVr18SINTw8nKZNmyqcq8OHD2NlZcWVK1e4e/cuRUVF7Nu3j4MHD7Jhwwb69+9PaGgoX331lSAvS742Hh4eQu0F1d3VnJwcMVYtKytj7969mJqaYmpqSsOGDfH19WX37t2iC/LBBx+go6ODg4MDqqqqODk5ERgYSPfu3WnSpAkhISG4u7sLbtSBAwdIS0uja9eugtwrOUJ///332NjY0Lp1a5ycnJg1axYvXrxg3bp1NG3alOHDh/Ppp5+SmJhIRkYGFy5coKSkhPj4ePT09Pjggw8oLS3Fzc1NBAVLx+nVq1eMHz9eXJc1RQyAEDGMGTMGqCYg7969m0ePHom/mTx5spDP79mzh9TUVAUHZiWU+KdBWfD8RZCCECVJpxSEeOLECQYPHoyLiwseHh6sXr2aOXPmoKamxp49ezhy5IjI0Km52AUFBTFp0iRWrlwppLIlJSW8evWK+fPnExsbS+PGjZk6dSpnzpzh4MGD6OvrExgYiImJCVFRUSxevJjAwEBatmyJjY0N3333Hc7OzjRs2JCWLVtSUlLCpEmT8PT0RFNTk61btwLVi0hsbKxQ0Lx48ULBbTgrKws1NTU++ugjoJqLoaKiIsYjRkZGtGvXDh8fHzIyMrh165YwD9y2bRvXr19HT0+PDh060LJlS9q3b4+uri4qKiq4uLhw48YNsRBOnz5djB7c3NyEL9HPyWu7du2Kr68vZ86cEcWMdNOv+c/09HQFY8L3oaqqiqKiIpE2P3r0aKKjo9m6dSsNGjQQT/0//vjjO3/7c1lB73t93759RERE0LJlS86cOcPUqVMpLCwUGVqVlZUMGTKE1q1biw5LSkoKiYmJ4nwFBgbStm1bNDU1ycnJISQkRIxSpe/ds2dPpk2bJpK2JXWTnp4eqqqqhIaGYm1tzfjx4+nZsyfz589HRUWF7t27A3Dt2jU0NDRo0aIFhYWFpKamKnQSvvzySxo1aiSM8EaPHk2tWrWE03T37t1FEOf+/fvfy1eTztnevXvp2LHjexWEEl/r9evXTJ8+ncDAQDZu3IilpaW4/t3c3AgMDGTz5s0i5bt3795069ZNkJelWIpTp04xb948sbhLXLKsrCwMDAzo3LkzAwYMQFVVVZyTCxcuiC5IixYtUFFREUaBEiG8SZMmLF++XIwvpaJHMtysWWw/ffoUT09PZsyYQWlpKfn5+ejq6vLZZ58xefJkYfg4Z84c8RvOysriypUronh/8+aNAin7xo0bwkU6JiYGFRUVcc3v2rWL27dvU15ejpubG71792bv3r2oqqqKEZy1tTXt27cXRc706dNxdXVl8ODB1K5dW0H1pYQS/0QoC56/CDUlnVVVVZw7d46kpCQh6RwwYAAeHh4iLXjhwoV06dJFeNZIi8aDBw/Iy8sjPT1dbOv69euC2Cn5msC/FjJpET18+DB6enq0adOGpUuXMmfOHIyMjJDJZMyePVsEZ0ZGRqKhoUFSUhKtWrVi+PDhaGlpiWTn8ePHY2trS/v27Vm8eLH4vGnTpmFqaoqFhQVr164VKeAymYyIiAhu3rwpxiPe3t7Mnj1bdDmOHj2Kvb29yFIqLCxER0dHZB7NnTuXBg0aYGhoSLt27cSYLzY2VowoRo8eja6urkJ3Ijk5mbCwMLEIQnW3zM/Pj++//17hHJWWlnLu3Dk6deokJM81j2NNSIvRzZs3qVOnDpaWlsybN4/g4GAxXpKQm5srxjO/hLeJy4WFhcydO5c1a9Ywe/ZsUlNT0dfXp0GDBuTl5WFkZCSKDaj2bvL29mbjxo1cvXoVOzs7QTA9ePAgbm5uODs7c+zYMe7cuYOZmRk9e/Zk9erVbNy4EX19fUGq379/P40bN8bPzw9nZ2csLS1p3Lgx9erVY+LEiXh7e6OhoUFYWBgmJib06NGDmTNnipDTN2/e4ObmRq9evcTnf/HFF2zduhUPDw92797NkiVLiI6OZseOHZSVlSnw1aqqqgRfTTrWZWVlYgwH1cRdaQQkKQglR+vJkyezfPlyvLy80NbWxs7OThCMpQT1Jk2aCA5UdnY2SUlJorsqdXa+//576tati42NDY6OjkRHR/PixQuKioowNjYmJCRE7I+dnR0qKirChFP6Ht7e3jRr1kyhiJS6QlLHs6CgADc3N+Fo/PZ19uzZM+Lj43nx4gVubm7UrVsXExMTevXqxf379xk0aBANGzbE2tqa3r17s3nzZjp06EDXrl1ZvHixECtIsTNQzXeSxApbtmwRIgZpLFhVVYWbmxt+fn5UVVVx8+ZNXF1d0dHRQS6X8+jRI9asWUP79u2ZO3cuUM0rGj58uOBGKaHEPxnKgucvgFwuf0fSeffuXebPn4+6ujrx8fGcP3+eIUOGEBoaqnCzqKmWqKysFDk/pqamIoFcLpf/IrGz5kJua2uLu7s7u3fvRi6X8+233zJlyhSsra1ZsmQJZWVlODg4YGlpSVxcHNHR0ZiYmDB16lTs7e3p27cvKSkpHD16VEhlJRfVAwcOKLgNZ2VlIZPJCA4OVpDR+vv7ExISQnZ2NlBtmW9sbExiYiJRUVFUVFRw7949xo8fL7gvfn5+aGlpsXnzZjp27EhcXBxt27ZFX18fGxsbpk+fjpaWFj169BAW97GxsUJS/3Zx0KlTJ5FbJOG7774jLS2N6OhoUez8XLIzVJvpLVmyhAkTJnDgwAH09fWpVasWoaGhLFy4kOvXr4vu3K+lP9d8mq+534aGhri6upKWlsbKlSsxNTUV+z18+HBUVFRIT08nIyNDBHwOGjRIcIKsra0JDg4mNzeXOnXq4ObmxrBhwygrK+OHH36gU6dOIjrk888/F8WdtN/6+voMGDCAFStWEB4ezuTJk5k2bRr6+vrIZDJSUlLo0aMHKioqxMbGMnjwYMrLywX/DKo7CQkJCaKjsm3bNho1asTgwYMV5ODS+2vy1d4+PqtXr1Z4/W17A8kTyNraGicnJzQ1NWnRogWzZ88GeCdB3dPTU5CXJb8iqbsqhWOam5tTUVGBp6cnMpmM1q1bA9VjT2k05+7urtAFkQwTAcHlmTZtmrA7kMlk9OrVS4EQ3rNnTwU/IEAEuj548AAbGxvhztyhQwe2bdtGeHg4GRkZ3Lhxg+DgYHR1dTl8+LD43Ly8PF6+fKmgOjxz5sw7qkNJNbd69Wq6du1KbGwsUJ3XpaWlxc6dO0lPTycpKUl0gSR+16JFixT8eSQo1VhK/NOhLHj+BLxP0vnDDz+gp6dHfn4+Z86cEe312rVr07x5c/HeoUOHEhkZyaeffkppaanYlmTtDtUFQqdOnejWrZuC1PNtYqeEtxfyffv20ahRIwUFRUpKCjY2NjRs2JBOnTqJhSQzMxMHBwfOnTtHYWEhnp6eaGho4O/vj7e3txjf1HQblhyCx44dy8yZM3FxcWHmzJkEBgbi4eGBq6srt2/fFuaBQ4YMYfDgwWRlZdGlSxcAJk6cKLobEvdl8ODB5OTkcPjwYeE4vGDBAhwcHFBTUyM7O1vIa8ePH09AQID4fiNHjkRFRUVkZUF190caI0jn7cqVK2Jx/aViBxALfadOnSgtLaWoqIhPPvmE0aNH4+/vT1hYGG3atBHFU83z8nMLwZw5c97Zb5lMhoaGBmlpaRw+fJjk5GThRl1UVIS6ujrGxsYKBG5ptLJ06VJiYmIYPHgwO3fu5MSJEwQEBIjogJodBGm/BgwYQIsWLQTnpWHDhiLwVZLBa2pqEhMTw4MHDxg4cCAbN25k/fr1opMgnUf4Vydh+PDhoqOyZ88ekUAv8dUkSHy1XzpOQ4YMEd0Qyd5AKnrevHnDuHHj6NChA1OnTiUiIoJt27Yhl8vfm6Du7+8vyMtyuVx0V9u3b4+NjY3gezk6OmJmZoaPj49QNZ4+fZrp06eLbUpWDqGhoQr7vn//flxcXEhPT0ddXZ1du3YB1dwZiRAO1YWddE7OnDlDREQEx48fp6qqChsbGzFalGBiYoKdnR2TJ0+me/futGjRAjc3NzZs2MCCBQswNzfHxcWF5ORkBdVhSkoK27dvF3wlQKjmJN+olJQUrl27hoODA7Vr18ba2pqZM2fi6uqq8N1u3ryJo6Mj165de++5UkKJfyqUBc+/iZ+TdK5atYqmTZtia2srLPeTk5OJjIwUPAjpRtejRw/69+8v/lvqztTM+blw4YIgdr7PiLDm4vq+hfzAgQM0btxYgbgq8VGWLVsGVC8kAQEB6OrqsnfvXl6/fs3MmTNF/o/kNix1Tg4fPkxISIgYH0nblRRNrq6u1K1bl0GDBlFWVsaePXvw8fHBysoKPT09fH19hReOioqKUHlkZmby4sULDhw4QLdu3ejatavIeoqKikIul5OTkyPiBWQyGT169BDqGylqoqioCF1dXYW2/s/hfYZo73utZ8+eouNS0++krKxMkKWl1yTUXCw++ugjpk6dyvLly3n58iXffvutwn5bW1tTVFQkQjofPHhATk4Ourq6nD9/nmvXrmFpaUm9evU4c+YMixYtQltbG3V1dWEOmZSUROvWrcVxP3ToEMHBwSKXbd26dRw7dow3b95QXl6Ora0tfn5+rF69mvHjxwvy+ZAhQ3BycmL06NFYWlqKYE57e3vu3LlDcXEx8fHx7/gXubu7i+8/dOhQ0VHZuXMnXl5e7+WrVVRUvHOcpk2bxrJly3jz5o0wd5QMG48cOUJSUhI9e/bk4sWLvHr1iuvXr3P69GlRqAHCA6eoqIiUlBSRoD5kyBBCQkL46quvKC0tpaKigh9++AE7Ozu2bNlCy5YtiYyMJDo6mk8++QQXFxfR6Zk1a5Zw405PTxcp9G+f60OHDqGpqcmECRMUrgl/f3+WL1+ucJ1duXIFY2NjJk6cKMj5n376KaampmKkKVkOSJ0iyaHbwcEBW1tbzMzMhLFlTdXhixcv8PDwQEVFhb59+wqy8suXL8nPz+f48eNCNZecnMxPP/3E8uXL8fT05NChQ7Rq1QofHx9ev34NVBOYPTw8lCnnSvzXQVnw/E68b1TxPknn5MmTsbW1JTw8HCcnJ9Fxqdle79GjxztE2ps3b2JqasrEiRNZtmyZCGSUxls/Z0T4c6gpg965c6cI2Dx58iQlJSXk5OSgpqbGxx9/zI4dO9DS0sLX15f+/fsrSGWPHj3K+vXr+frrrxW237FjRyGxr6ysFDLaL774QniuBAQE0L17dzQ1Nfn4449ZtmwZkZGRottSUVHB0aNHhby3ffv2ZGRk0LlzZ1RUVAgJCWHKlClERUWhr69PWloa9vb2JCcnExoaKqTEJSUlfP/997i5uYlIg6SkJLS1td9bJP6W8yx1PSQuBvyLEySlR7+Nmq/V/PcBAwYIp+bY2Fj69u1LVVUVhw4dYtOmTQr77e/vj0wm46OPPkJbWxuZTEaXLl04ePAgMTEx3Lt3j5kzZ2JmZsbr16/JzMxUCJZNTEzE09OTFy9eANWcGj8/P7Kzs7G3t2fFihWCfN6+fXsxAtPU1BQ8oLlz5xIYGEhUVBQ5OTkUFBTQt29f5s6dKzoJKSkpCp2EtLS0dzpcgwYNem9HpSZfTRrhvn2c2rRpI3KfpKLn6NGjVFVVERkZiZmZmSDwSxg2bBimpqY8f/4cf39/1NTUMDQ0RFVVVXSW3rx5w9ChQ/Hz88PDw4PDhw9TXFxM79690dbWFl2ViRMnYmpqipeXF23atBFdkKZNm+Lq6oqzs/Mvcr8OHTqEi4uLyPLKzMwUZps13z9t2jSRLF7zHrNz507s7OyIjIxEW1ub3bt3A9WdIhcXF3r06EF8fDzTp09XuMZnzZqloDo8cuQI+vr69O/fn7Zt2xIdHS1EDAUFBUD1Q1uLFi0EJ2nv3r00a9aMo0ePEhgYiIuLC1FRUYKzp4QS/21QFjx/ADUlnVC9qNaUdNra2qKiokJiYiIRERFilBQXF0dycjIVFRUMGTIEmUxGx44dxc1aLpf/bM6PhLeJnb8F0g1UIkBK2UkSwTQlJQVVVVXU1dVZt26dMAesKZWFdzseu3fvFr4+UE34tLW1FTLamTNn8uLFCz7//HMcHR0JCgri+vXrPHjwgOTkZHJycpg/fz5Xr16lc+fOYky2f/9+ocqpU6cOeXl5FBcX4+bmhqenJzY2NkKF9eWXX4ok6YqKCs6ePYuTk5M4Vunp6Qrf4bdAWohOnz6NlZWVUPrUHMOkpaUREBDwm8jJ8K5Ts7Tft27dEgRXExMTHjx4IPa7Y8eOhIeHM2nSJIyNjUUnZ8WKFaJQkRbS3r174+Liwo4dOxg3bhwWFhaCXCuRtYcPH46trS2PHj16hzBtamqKiYkJ/fv3x9fXV+SbSS66FhYWpKWlkZKSgpmZGR999BHr1q0jKyvrHf+iu3fvcvjwYYXMJImv9tVXX71Drq/57+87TlIKN1STZF1dXSkqKuLChQv06dNHJKjPmDEDgCVLlmBiYsL06dNp0KAB4eHhDB8+nEuXLqGioiJ+T1euXEFDQwM/Pz9evXoluiC+vr6YmZmRl5dHmzZtMDMzo6ioiIsXLxIRESG6IN9//71Cl+/nIHU8/fz8hPqyqqqKyspKLl26xKtXr4TiT0JNhabUKZo4caLCsZI6RdLxrPn7fJ/q8PDhw0ISL4kYTE1NsbS05NatW8jlcm7cuKGwnb179+Lt7c3hw4fZsmULBw4cENe8kq+jxH8blAXPH8D7JJ3Xr1/n/v37CmTGWrVqYWNjo9Bev3PnDgCDBw8mNjaWgIAANm/erOBk+3uJnb8FL1++xNHRkX79+iGXy4VU9uzZs0C1Y6yNjQ1Hjx5FLpezd+/ed6SyEmo6BEtPek+fPqVJkyZi0Vm1ahWGhoZs2rRJcF90dXWZP38+UN05GT16tPBxiYiIoHnz5sTGxuLo6MjOnTuZP38+3bt35+HDhzRp0oS4uDhUVFSYNWuWkNc+ePAAQ0NDcnJy8PPz4+jRo0RFRdG4cWP09PRYuXKl2O+fu0G/7zveuXOHRo0aiXGdpPSpWXxGRkaKhOtfwv3794VTs4Sa+928eXM++OADNDQ00NbWpnbt2ixfvpzDhw/ToUMHFixYgKenp1gU4+LiqKioIDExER8fHzZu3CjcpjMzM7G1tRXxJcuWLSMzM5MnT54I8rmE95HPFyxYwJgxY9DQ0KB169bCKXv48OHEx8czY8aMdzoJERERgkNUk69mYmKicLze5qu9fV5+6ThlZWURFBTErVu3mDBhAjY2NqLbeOnSJYUE9SVLlqCpqYmtra0CednX15fk5GTRXZW6KlJ3SeqC9O3bFz8/P1xcXOjatSsBAQEUFBRQUVHxThcEft5yoCb27dtHQECAKHYqKiq4efMmmpqarFu3jp07d9KxY0cRvClBUvxJnSKp01izUyTht6gO9+7dK1RzAN9++y07dux4p2Cr+ZvYt2+fiAhRQon/ZigLnj+AtyWdVVVVdOrUCTc3t3dyqWxtbXFycuL58+fExMQo8CCqqqoYPnw4ERERbNq0SSHn55eInb8XklRW4iBIkMwBp0yZoiCVlaTKNf9ewvscguVyOS9fvhRuzxUVFfj4+Agp/f379+nZsyeNGjUScQfStiQH3UaNGtG7d2/u3bvHnj17cHR0ZOTIke+QYvfv34+enh6ZmZmiKGzXrh1fffUVaWlp6Ovrc/36dXbu3Cm8e37pSbSmOmbfvn2cOnWKV69ecfHiRYYOHQpUFwa+vr5iFFlT/fVbi07pKf/w4cM/u99HjhwRqfS2trb06tULExMT+vTpQ35+Pjk5ORw7dkwQuENCQrCysqJJkyasXbuWiRMnUq9ePVHkbd++HQMDAzZv3kxxcbFQGFVWVrJjx473ks+nTJnC2LFj2bt3L3fv3mX16tUKwZxvIz09ncDAQEJDQ7l48SKNGjV6Rw5e83hJfLU/cpxSUlIwNTUFqsdbhw4dUugWVVRU0KdPH7p3746BgQEymUwUJnFxcUJ+LakJQ0JCRFdFLpdTXl7O4cOHcXZ2/l1dkN+Kmvyumoo/QKHruXDhQm7cuPGO4u99nSLpu8NvVx2+T8Twa9i3b987EnollPhvg7Lg+RW87+ntfZLOCxcuEB8fj6qqKpmZmXh5eTF9+nSePXtGUlISa9eu5ccff6SgoIDhw4cLAmBVVZUCsRP4WSPCX1MR/RIkqaz0ZLdlyxZUVVXfyU6qKZX9JUgqn5KSEqqqqnjw4AF2dnZ8+eWX+Pn5ERsbS1FRETt27BDBmRL35eTJkwqL56RJk0hPT1d47fPPP8fCwoKWLVu+Q4pt0KABjRo1EgozCTdv3qRJkybCAFDCzxU87xv1BQUFkZOTw5s3b7h9+zbwr1Ek/EvpI3Fl4PcVPb+231KXo27dunh4eCCTydDW1uazzz4jPz+fx48fc/nyZezs7NDX1+fVq1divHf79m1mzJhBgwYNSExMxM3NjfXr14tjsGrVKoyMjAT5XHLf/Tny+dv/Ll1/b3cSfvjhB2xtbUlISHino1KTr/Zr5+PXjtOtW7dwdXUVozppWxUVFTx48EC8dvfuXSZPnoyRkZHoigYFBXH37l1u3ryJmpoaAwcOZNu2be/tqkhdxt/TBfmtkL7724o/ab9/TfFXs1MEigXN71EdHjhwAGdnZwURw+/ZfyWU+G+EsuD5DSguLmb37t0Kxc/PSTqdnZ0xMTFBU1OTZs2aCWO/mpb177sh1SR2ws8bEf6W9vnPQZLKjhw5EiMjI8GxqJmdVHP/fg7vk9FCNclVR0eH5s2bC+6LhoYGFhYW4m/ex33Jy8sTT/1SqKfU5QgODn5vqGdRURGGhoYKIxpJMl9zQfw11Bz1AWzbto3o6GiFXKfg4GDu3r0LVI8iJaXPH8Gv7bfk5mxpacnChQvx9/cnPDycPn36YGhoKLhioaGhNG/enFOnTolgSAk3btzg9u3bIp29pj9KUVER69evF2onCRL5HN69xt4ugGp2EqRR7OrVq9/LV4P3F4m/tnD+1vMrdVfj4+NZtWqVwjZGjhyJk5MTP/30EzExMTg4OODp6Ym+vr4o0pOSkt7bVdm9e/fv7oL8En6r4k/qev6c4g/42dd/7fPexs6dO4XxpxJK/F+AsuD5FVRVVQkyY15e3m+SdJ46dYqysjLy8vLIzs7G0tISFRUVBYPBmjk/EmoSOyW8j9j57+BtAqSE90llfwlXrlzByMhIQUZ77949Bg0aRJ06dQgKCqJdu3a4uroK7ou0zbe5L9u3b3+HFFtTXpuTk/PeUE/JHfjEiRPs2LEDHR0dBcfjX8MvjfqkhOsrV66QmJiIo6OjwihS2oc/gt+y3wcOHMDLy4vDhw+zZ88eVqxYgaGhId7e3jx69EgYO0ooLy+nsrLyHTfp3wKJfH7o0KHf9P6ysjKKiooUjsOZM2fekYP/u0Xibz2/Fy5cYObMmWhrayuQl6Xu6rp16/jxxx/x8vISQoHS0lKqqqp+sauyd+/eP9QFeRt/luLvt7z+e6Hs2CjxfwnKguc34PdKOmvyCu7evcuaNWto166dsGP/d4idfwZ+CwHyfai5D4WFhQwePJjS0lJ2794tuC9nzpyhY8eOzJs3jw8//FBBhv9z3Jeqqio2btz4s6TYXwr1PHDgAIaGhtSpU4d169a98/9/Db806mvdujX6+voUFRUxffp08vPz30k9/6P4Lfu9d+9eXFxc2LlzJ1DdCZMk+NOmTSM7O1thHPPFF18QFBTETz/99Jv24X3k819DzY7K6tWrFY6D1FH5Ob4a/P4i8fec37fJy2vWrHmnuyp1VU6cOPGbuir/bhfkr1D8/dlQFj1K/F+BsuD5jfi9ks63byKrVq0iNDSUs2fP/tvEzj8Dv0aAfBvS97p06RLPnz9n9OjRhIWFKcjcc3JyuH379jvcF8no7de4Lz9Hiv21UM+ioiIRdPpH7O1/btRXWlpKkyZNFHK54I93dv7Ifu///wntXbt2JSsrS4wPb9++TVJSEl26dKFTp07MnTsXXV3d39zh+jny+W/Bz3VUnj9/rtBRkfhq/26R+HvOr0Re7tu3L927d8fMzAyZTKZgI/F7uyq/53r6qxV/SiihxB+HsuD5Hfgjkk4JDx8+/FOJnX8GfokAWRM1gzMlGe3GjRvR1tYWScwS9yUpKYkTJ078W9yX3xPqWRP/TpbPz436WrVqpTDq+yvwa/t98OBBNDQ0UFNTY968eQoeLevXryczM5P8/PzfXbhA9Wj2t+zD+/B2R+V9fDUJf0aR+Fv2seZ7du7ciYGBAUZGRv92V+W3HJu/S/GnhBJK/DEoC57fid8i6Xz75igtUOvWrftTiZ1/Bn4LARIUgzOrqqrw9PTE1NRUgfBpYmKCqakpY8eO/be4L7831PPPwh8d9f3ZeF9RuG/fPqKiomjZsiVnzpz52e7Y3x3gKHVU8vLy6N69O1ZWVu/w1f5qvO9Y/N1dlb9b8aeEEkr8figLnj+A3yLprKio4OHDhwqv/RXEzj8Dv2WBfFtGu2/fPho3bkynTp3w9/fH09MTFRUVevXq9W9zX35vqOefid876vuz8bYDcmFhoeB+wb/GMX+EnPxXoOa1I/HVJN+evwO/pavydif1r+qq/N2KPyWUUOL3QVnw/EH8EpnxbWJnTfwVxM6/Ar9FRitxX/Lz8zE0NBSdkZcvX/5p3Jf/xBPvbx31/dmo+V1jY2NxdnYmLy8PIyMjhU5Ep06dxHn4J+CXiv6/Ev+krsp/SvGnhBJK/HYoC55/A7/UGfm7iZ1/Jn6PjPZt7ot0TP4O7stfid866vszPuNtzJkzh4CAAPHfI0eOREVFhY4dO4rXkpOTFTxq/kn4O0dq/6Suyn9K8aeEEkr8NigLnn8Tv3Zz/7uJnf8u/oiM9p/Cffmz8Vcu3DW3/dFHHzF16lSWL1/Oq1ev+Pbbb4UBZUFBATY2NhQVFaGrq0vnzp3/sn36b8M/savyn1L8KaGEEr8OZcHzN+CfQOz8OfxZMtr/NPflvwk1i50BAwZgb29PRkYGsbGx9O3bl6qqKkpKSvj+++9xc3Pj3LlzACQlJaGtrf2PGWX9E/BP7Kr8JxV/SiihxM9DWfD8DfhPEzt/Dn+2jPY/xX35b8WwYcOwsbGhuLgYgC+//JLIyEhx/M6ePYuTkxNQLU1PT0/n3r17/7H9/afin9hV+V/teiqhxH8zlAXP34T/FLHz5/BXET7/Du7L/wKkkNA1a9aI1x48eIChoSE5OTn4+flx9OhRoqKiaNy4MXp6eiIFHZTuuG/jn9hVUXY9lVDin4VaMiX+FqioqCj8NyCTyWQyNTW1/8TuyFRVVWWvXr2SeXt7y0JCQmTffvutbMiQIbJ79+7Jzp07J7O2tpZVVFTIXr58KZs+fbrY5y+++EI2ZMgQsZ1atRQvIRUVFRnwH/te/y0wNzeX7du3TzZ58mTZkSNHZG/evJFFRUXJAgICZLGxsTIbGxtZTEyMbN68ebJZs2bJ9u3bJ0tPTxfXzdvX0/91+Pv7y3bu3Clbs2aNbN++fTKZTCbLysqSFRcXyzIyMv4j+xQUFCSbNWuWTFVVVfbdd9/J1NXVZZWVlTJVVdX/yP4oocT/dagg3UGV+D8FuVwu8/Hxkenq6sp2794tXg8ICJCFh4fLZDKZLCUlRTZ8+HDZ999/L3N2dpZ9//33sqtXr8pq1aolq6ysVBY1fwIOHDgg69Gjh6yqqkrm6+srW7FihUwmk8lu3bolS0hIkK1du1bWqFEj8X5AWez8Ag4cOCDr16+fTFtbW/bq1StRaFRVVf3HCg3pnCl/M0oo8Z+FssPzfxS1atWSTZkyRfbo0SPZnj17ZDKZTPbVV1/Jjh49Knv06JHs4MGDshYtWsgGDhwo6969u6xx48ayS5cuyWrVqiWTy+XKG/efhKCgINnHH38se/bsmaxnz57i9QsXLshevnwpU1dXV3i/stj5ZfwTuyrKrqcSSvwzoOzw/B/HgQMHZL1795a1a9dOtmjRItn69etlwcHBstevX8v8/PxkXbt2lfXp00e8X/mU+tfgwIEDstzcXNmqVatkjx8/liUnJ8uWLl0qS05O/k/v2n8llF0VJZRQ4m0o7wT/xxEUFCRbuHChLCIiQjZy5EhZcHCwTCaTyTQ1NWV169aV1a1bV+H9ysXjr4F0HsLDw2XFxcWyTz75RJacnKwcYf1BKLsqSiihxNtQdniUkMlkMtnhw4dlPXv2lM2ZM0cWEhIiy8rKkp08eVJ2/Phx5aLxN+Kbb76RPX36VBYdHa0kKCuhhBJK/IlQFjxKCPwTCZ//V6EsdpRQQgkl/lwoSctKCPwTCZ//V6GioqIsdpRQQgkl/kQoOzxKvAMl4VMJJZRQQon/NSgLHiXeCyVZVgkllFBCif8lKEdaSrwXymJHCSWUUEKJ/yUoCx4llFBCCSWUUOJ/HsqCRwkllFBCCSWU+J+HsuBRQgkllFBCCSX+56EseJRQQgkllFBCif95KAseJZRQQgkllFDifx7KgkcJJZRQQgkllPifh7LgUUIJJZRQQgkl/uehLHiUUEIJJZRQQon/eSgLHiWUUEIJJZRQ4n8e/w+EdjpissGiAQAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig=plot_corr(corr,xnames=corr.columns)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "de51df85",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([[,\n",
+ " ,\n",
+ " ,\n",
+ " ],\n",
+ " [,\n",
+ " ,\n",
+ " ,\n",
+ " ],\n",
+ " [,\n",
+ " ,\n",
+ " ,\n",
+ " ],\n",
+ " [,\n",
+ " ,\n",
+ " ,\n",
+ " ],\n",
+ " [,\n",
+ " ,\n",
+ " , ]],\n",
+ " dtype=object)"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# have a look at feature distributions\n",
+ "\n",
+ "features = ['Madrid_wind_speed', 'Valencia_wind_deg',\n",
+ " 'Bilbao_rain_1h', 'Valencia_wind_speed', 'Seville_humidity',\n",
+ " 'Madrid_humidity', 'Bilbao_clouds_all', 'Bilbao_wind_speed',\n",
+ " 'Seville_clouds_all', 'Bilbao_wind_deg', 'Barcelona_wind_speed',\n",
+ " 'Barcelona_wind_deg', 'Madrid_clouds_all', 'Seville_wind_speed',\n",
+ " 'Barcelona_rain_1h', 'Seville_pressure', 'Seville_rain_1h',\n",
+ " 'Bilbao_snow_3h', 'Barcelona_pressure']\n",
+ "\n",
+ "df_train[features].hist(figsize=(10,10))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "e8c205f1",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# plot the load shortfall against time\n",
+ "plt.plot(df_train['time'],df_train['load_shortfall_3h'])\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "21501eac",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ " \n",
+ " "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
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+ "config": {
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+ "legendgroup": "",
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+ "source": [
+ "import plotly.express as px\n",
+ "\n",
+ "fig = px.line(df_train, x='time', y='load_shortfall_3h')\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "dd20b9fa",
+ "metadata": {},
+ "outputs": [
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+ "text": [
+ "2015-01-01 03:00:00\n",
+ "2017-12-31 21:00:00\n"
+ ]
+ }
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+ "source": [
+ "print(df_train['time'].min())\n",
+ "print(df_train['time'].max())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "342a2e1a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#yearly time series data\n",
+ "monthly_shortfall = pd.DataFrame(df_train[df_train['time'] <'2015-01-31'])"
+ ]
+ },
+ {
+ "cell_type": "code",
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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.plot(monthly_shortfall['time'],monthly_shortfall['load_shortfall_3h'])\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "64c52f41",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Target scatter\n",
+ "##Kamo plot scatter splot between features and the Target Variable. \n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "6b795cc7",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3fa93ec6",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 4. Data Engineering\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Data engineering ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to: clean the dataset, and possibly create new features - as identified in the EDA phase. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "059c2f3e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# remove missing values/ features\n",
+ " #Katlego"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0ac5482e",
+ "metadata": {},
+ "source": [
+ "#### Thembi"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "99a8f96f",
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\MaxwellM\\anaconda3\\Lib\\site-packages\\fast_ml\\feature_engineering.py:382: FutureWarning: Series.dt.weekofyear and Series.dt.week have been deprecated. Please use Series.dt.isocalendar().week instead.\n",
+ " df[pfx+f] = getattr(df[var].dt, f)\n"
+ ]
+ }
+ ],
+ "source": [
+ "###Create new features from time\n",
+ "dt_fe = FeatureEngineering_DateTime()\n",
+ "dt_fe.fit(df_train, datetime_variables=['time'])\n",
+ "df_train = dt_fe.transform(df_train)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "8ff1aef6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Filling series with mean or mode\n",
+ "df_train['Valencia_pressure'].fillna(df_train['Valencia_pressure'].mean(), inplace = True)\n",
+ "df_train['time:day_part'].fillna(df_train['time:day_part'].value_counts().index[0], inplace = True)\n",
+ "\n",
+ "#convert time:is_weekend to boolean not int\n",
+ "df_train['time:is_weekend']=df_train['time:is_weekend'].replace({0:False,1:True})\n",
+ "\n",
+ "#Drop 'Unnamed: 0', 'time', 'time:minute', 'time:second' columns\n",
+ "nunique_train=df_train.nunique().reset_index()\n",
+ "remove_col=nunique_train[(nunique_train[0]==len(df_train)) | (nunique_train[0]==0) | (nunique_train[0]==1) ]['index'].tolist()\n",
+ "df_train=df_train.drop(remove_col,axis=1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "d75e28bd",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#since the model does not know how to read the words, we convert day part to numbers\n",
+ "df_train['time:day_part']=df_train['time:day_part'].replace({'midnight':0, 'early morning':1, 'late morning':2, 'noon':3,\n",
+ " 'afternoon':4,'evening':5, 'night':6 })\n",
+ "\n",
+ "#rename the columns by removing the colon :. \n",
+ "df_train = df_train.rename(columns = lambda x:re.sub('[^A-Za-z0-9_]+', '', x))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c8ad60e3",
+ "metadata": {},
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "id": "058199eb",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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+ " \n",
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+ "Barcelona_temp 8763.0 289.855459 6.528111 270.816667 \n",
+ "Barcelona_temp_min 8763.0 288.447422 6.102593 269.483333 \n",
+ "\n",
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+ "Barcelona_wind_speed 1.666667 2.666667 4.000000 1.266667e+01 \n",
+ "Barcelona_wind_deg 118.166667 200.000000 260.000000 3.600000e+02 \n",
+ "Barcelona_rain_1h 0.000000 0.000000 0.000000 1.200000e+01 \n",
+ "Barcelona_pressure 1014.000000 1018.000000 1022.000000 1.001411e+06 \n",
+ "Barcelona_rain_3h 0.000000 0.000000 0.000000 9.300000e-02 \n",
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+ ]
+ },
+ "execution_count": 33,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#summary for barcelona's statistics \n",
+ "df_train[barcelona].describe().T"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "id": "6eac0fc7",
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+ "Madrid_clouds_all 0.000000 33.333333 100.000000 \n",
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+ ]
+ },
+ "execution_count": 34,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#summary for madrid's statistics \n",
+ "df_train[madrid].describe().T"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "c2a1d76f",
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+ "text/plain": [
+ " count mean std min 25% \\\n",
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+ "Seville_temp_min 290.816667 297.150000 314.816667 "
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#summary for seville's statistics \n",
+ "df_train[seville].describe().T"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "b34ae4fb",
+ "metadata": {},
+ "outputs": [
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+ " \n",
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\n",
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+ ],
+ "text/plain": [
+ " count mean std min 25% \\\n",
+ "Valencia_wind_deg 8763.0 4.292366 2.845303 0.000000 2.000000 \n",
+ "Valencia_wind_speed 8763.0 2.586272 2.411190 0.000000 1.000000 \n",
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+ "Valencia_humidity 8763.0 65.247727 19.262322 10.333333 51.333333 \n",
+ "Valencia_temp_min 8763.0 289.867648 6.907402 269.888000 284.783333 \n",
+ "\n",
+ " 50% 75% max \n",
+ "Valencia_wind_deg 4.000000 7.000000 9.000000 \n",
+ "Valencia_wind_speed 1.666667 3.666667 52.000000 \n",
+ "Valencia_snow_3h 0.000000 0.000000 0.791667 \n",
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+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#summary for valencia's statistics \n",
+ "df_train[valencia].describe().T"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "f017719a",
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+ "Bilbao_pressure 1019.000000 1024.000000 1042.000000 \n",
+ "Bilbao_weather_id 800.000000 801.666667 804.000000 \n",
+ "Bilbao_temp_min 284.816667 289.816667 309.816667 \n",
+ "Bilbao_temp 286.158333 291.034167 310.710000 \n",
+ "Bilbao_temp_max 287.630000 292.483333 317.966667 "
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#summary for bilbao's statistics \n",
+ "df_train[bilbao].describe().T"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "8648bd11",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Create the average for all cities\n",
+ "\n",
+ "df_train['Average_Speed'] = (df_train.Madrid_wind_speed+df_train.Valencia_wind_speed +df_train.Barcelona_wind_speed+df_train.Bilbao_wind_speed+df_train.Seville_wind_speed)/5\n",
+ "df_train['Average_wind_deg'] = (df_train.Valencia_wind_deg +df_train.Bilbao_wind_deg+df_train.Barcelona_wind_deg)/3\n",
+ "df_train['Average_rain_1h'] = (df_train.Bilbao_rain_1h + df_train. Barcelona_rain_1h +df_train. Seville_rain_1h + df_train.Madrid_rain_1h)/4\n",
+ "df_train['Average_rain_3h'] = (df_train.Seville_rain_3h +df_train.Barcelona_rain_3h)/2\n",
+ "df_train['Average_snow_3h'] = (df_train.Bilbao_snow_3h +df_train. Valencia_snow_3h)/2\n",
+ "df_train['Average_humidity'] = (df_train.Seville_humidity +df_train.Madrid_humidity+df_train.Valencia_humidity)/3\n",
+ "df_train['Average_clouds_all'] = (df_train.Bilbao_clouds_all+df_train.Seville_clouds_all +df_train.Madrid_clouds_all)/3\n",
+ "df_train['Average_pressure'] = (df_train.Seville_pressure+df_train.Barcelona_pressure+df_train.Bilbao_pressure+ df_train.Valencia_pressure + df_train. Madrid_pressure)/5\n",
+ "df_train['Average_temp_max'] = (df_train.Seville_temp_max + df_train.Valencia_temp_max +df_train.Barcelona_temp_max +df_train.Madrid_temp_max +df_train.Bilbao_temp_max )/5\n",
+ "df_train['Average_temp_min'] = (df_train.Valencia_temp_min +df_train.Bilbao_temp_min +df_train.Barcelona_temp_min+df_train.Seville_temp_min+df_train. Madrid_temp_min)/5\n",
+ "df_train['Average_temp'] = (df_train.Seville_temp +df_train.Valencia_temp +df_train.Barcelona_temp +df_train.Bilbao_temp+df_train. Madrid_temp)/5"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "a6e3c0ec",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Extracting time and the Average for all cities\n",
+ "df_average_time = df_train[['timehour','Average_Speed','Average_wind_deg','Average_rain_1h',\n",
+ " 'Average_rain_3h','Average_snow_3h','Average_humidity','Average_clouds_all',\n",
+ " 'Average_pressure','Average_temp_max','Average_temp_min','Average_temp']]"
+ ]
+ },
+ {
+ "cell_type": "code",
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+ "id": "f9bccb76",
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+ "execution_count": 27,
+ "metadata": {},
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+ "df_average_time"
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+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "bd3e4433",
+ "metadata": {
+ "scrolled": false
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+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\MaxwellM\\AppData\\Local\\Temp\\ipykernel_15992\\1185972924.py:12: FutureWarning: this method is deprecated in favour of `Styler.format(precision=..)`\n",
+ " corr.style.background_gradient(cmap='coolwarm').set_precision(2)\n"
+ ]
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\n"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "corr = df_train[['load_shortfall_3h','Average_Speed'\n",
+ ",'Average_wind_deg'\n",
+ ",'Average_rain_1h'\n",
+ ",'Average_rain_3h'\n",
+ ",'Average_snow_3h'\n",
+ ",'Average_humidity'\n",
+ ",'Average_clouds_all'\n",
+ ",'Average_pressure'\n",
+ ",'Average_temp_max'\n",
+ ",'Average_temp_min'\n",
+ ",'Average_temp']].corr()\n",
+ "corr.style.background_gradient(cmap='coolwarm').set_precision(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "11d703c3",
+ "metadata": {},
+ "source": [
+ "Upon examining the data for all five cities, it is evident that the columns demonstrate relatively weak correlation with the target variable. Consequently, it will is necessary to create new columns that could positively influence the target variable. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "3028fc4d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Create a boxplot for 'hour' against the response variable 'load_shortfall_3h'\n",
+ "plt.figure(figsize=(12, 6))\n",
+ "sns.boxplot(x='timehour', y='load_shortfall_3h', data=df_train)\n",
+ "plt.title('Hour of the Day vs. load_shortfall_3h')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "cc2220ad",
+ "metadata": {},
+ "source": [
+ "#### DLX"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "59692724",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# engineer existing features\n",
+ " #DLX - write a function that takes any Dataframe and return a scaled/regularised Dataframe\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "43b2d523",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 5. Modelling\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Modelling ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section, you are required to create one or more regression models that are able to accurately predict the thee hour load shortfall. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "2344b3e0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# split data\n",
+ "df_test = pd.read_csv('df_test.csv')\n",
+ "df_train.columns\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "9c58df02",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# create targets and features dataset\n",
+ "\n",
+ "selected_cols = ['Bilbao_wind_speed','Barcelona_wind_deg','Barcelona_pressure','Valencia_wind_speed','Madrid_pressure','Valencia_humidity','Barcelona_temp_min','Madrid_temp','Madrid_temp_min','load_shortfall_3h']\n",
+ "model_cols = df_train[selected_cols]\n",
+ " \n",
+ "\n",
+ "targets = model_cols[['load_shortfall_3h']]\n",
+ "features = model_cols.drop(['load_shortfall_3h'],axis =1)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "01b8a675",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Usnig Stats Models\n",
+ "#regression string\n",
+ "formula_str = targets.columns[0]+' ~ '+'+'.join(features.columns)\n",
+ "formula_str"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "20d073e0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# create one or more ML models\n",
+ "lm = LinearRegression()\n",
+ "\n",
+ "#linear regression model from Stats models\n",
+ "model=sm.ols(formula=formula_str, data=model_cols)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a70c15d7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# evaluate one or more ML models\n",
+ "lm.fit(features,targets)\n",
+ "\n",
+ "#linear regression from stats models\n",
+ "fitted = model.fit()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6b530251",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 6. Model Performance\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Model performance ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to compare the relative performance of the various trained ML models on a holdout dataset and comment on what model is the best and why. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "6a69b5a1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Compare model performance\n",
+ "beta_0 = float(lm.intercept_)\n",
+ "beta_js = pd.DataFrame(lm.coef_[0], features.columns, columns=['Coefficient'])\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "9c11944f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#model performance summary from Stats Models\n",
+ "print(fitted.summary())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "740f83ad",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# my_comment_adding predictions\n",
+ "test_cols = df_test[selected_cols[:-1]]\n",
+ "load_predictions = fitted.predict(test_cols)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "800c8f52",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#save predictions\n",
+ "predictions = list(load_predictions)\n",
+ "csv_dict = {\n",
+ " 'time': list(df_test['time']),\n",
+ " 'load_shortfall_3h': predictions\n",
+ "}\n",
+ "\n",
+ "(pd.DataFrame.from_dict(data=csv_dict, orient='index').to_csv('predictions_v4.csv', header=False))\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "3874a7c6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Choose best model and motivate why it is the best choice\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a8ad0c0d",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 7. Model Explanations\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Model explanation ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section, you are required to discuss how the best performing model works in a simple way so that both technical and non-technical stakeholders can grasp the intuition behind the model's inner workings. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "5ff741c2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# discuss chosen methods logic"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.3"
+ },
+ "latex_envs": {
+ "LaTeX_envs_menu_present": true,
+ "autoclose": false,
+ "autocomplete": true,
+ "bibliofile": "biblio.bib",
+ "cite_by": "apalike",
+ "current_citInitial": 1,
+ "eqLabelWithNumbers": true,
+ "eqNumInitial": 1,
+ "hotkeys": {
+ "equation": "Ctrl-E",
+ "itemize": "Ctrl-I"
+ },
+ "labels_anchors": false,
+ "latex_user_defs": false,
+ "report_style_numbering": false,
+ "user_envs_cfg": false
+ },
+ "toc": {
+ "base_numbering": 1,
+ "nav_menu": {},
+ "number_sections": true,
+ "sideBar": true,
+ "skip_h1_title": false,
+ "title_cell": "Table of Contents",
+ "title_sidebar": "Contents",
+ "toc_cell": false,
+ "toc_position": {},
+ "toc_section_display": true,
+ "toc_window_display": false
+ },
+ "varInspector": {
+ "cols": {
+ "lenName": 16,
+ "lenType": 16,
+ "lenVar": 40
+ },
+ "kernels_config": {
+ "python": {
+ "delete_cmd_postfix": "",
+ "delete_cmd_prefix": "del ",
+ "library": "var_list.py",
+ "varRefreshCmd": "print(var_dic_list())"
+ },
+ "r": {
+ "delete_cmd_postfix": ") ",
+ "delete_cmd_prefix": "rm(",
+ "library": "var_list.r",
+ "varRefreshCmd": "cat(var_dic_list()) "
+ }
+ },
+ "types_to_exclude": [
+ "module",
+ "function",
+ "builtin_function_or_method",
+ "instance",
+ "_Feature"
+ ],
+ "window_display": false
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Advanced_Regression/Advanced-Regression-Starter-Data/.ipynb_checkpoints/starter-notebook_clean-checkpoint.ipynb b/Advanced_Regression/Advanced-Regression-Starter-Data/.ipynb_checkpoints/starter-notebook_clean-checkpoint.ipynb
new file mode 100644
index 00000000..35c829a7
--- /dev/null
+++ b/Advanced_Regression/Advanced-Regression-Starter-Data/.ipynb_checkpoints/starter-notebook_clean-checkpoint.ipynb
@@ -0,0 +1,20254 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "6c7e849a",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-11T09:24:53.643384Z",
+ "start_time": "2021-06-11T09:24:53.622385Z"
+ }
+ },
+ "source": [
+ "# Regression Predict Student Solution\n",
+ "\n",
+ "© Explore Data Science Academy\n",
+ "\n",
+ "---\n",
+ "### Honour Code\n",
+ "\n",
+ "I {**YOUR NAME, YOUR SURNAME**}, confirm - by submitting this document - that the solutions in this notebook are a result of my own work and that I abide by the [EDSA honour code](https://drive.google.com/file/d/1QDCjGZJ8-FmJE3bZdIQNwnJyQKPhHZBn/view?usp=sharing).\n",
+ "\n",
+ "Non-compliance with the honour code constitutes a material breach of contract.\n",
+ "\n",
+ "### Predict Overview: Spain Electricity Shortfall Challenge\n",
+ "\n",
+ "The government of Spain is considering an expansion of it's renewable energy resource infrastructure investments. As such, they require information on the trends and patterns of the countries renewable sources and fossil fuel energy generation. Your company has been awarded the contract to:\n",
+ "\n",
+ "- 1. analyse the supplied data;\n",
+ "- 2. identify potential errors in the data and clean the existing data set;\n",
+ "- 3. determine if additional features can be added to enrich the data set;\n",
+ "- 4. build a model that is capable of forecasting the three hourly demand shortfalls;\n",
+ "- 5. evaluate the accuracy of the best machine learning model;\n",
+ "- 6. determine what features were most important in the model’s prediction decision, and\n",
+ "- 7. explain the inner working of the model to a non-technical audience.\n",
+ "\n",
+ "Formally the problem statement was given to you, the senior data scientist, by your manager via email reads as follow:\n",
+ "\n",
+ "> In this project you are tasked to model the shortfall between the energy generated by means of fossil fuels and various renewable sources - for the country of Spain. The daily shortfall, which will be referred to as the target variable, will be modelled as a function of various city-specific weather features such as `pressure`, `wind speed`, `humidity`, etc. As with all data science projects, the provided features are rarely adequate predictors of the target variable. As such, you are required to perform feature engineering to ensure that you will be able to accurately model Spain's three hourly shortfalls.\n",
+ " \n",
+ "On top of this, she has provided you with a starter notebook containing vague explanations of what the main outcomes are. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "05600c92",
+ "metadata": {},
+ "source": [
+ " \n",
+ "\n",
+ "## Table of Contents\n",
+ "\n",
+ "1. Importing Packages \n",
+ "\n",
+ "2. Loading Data \n",
+ "\n",
+ "3. Exploratory Data Analysis (EDA) \n",
+ "\n",
+ "4. Data Engineering \n",
+ "\n",
+ "5. Modeling \n",
+ "\n",
+ "6. Model Performance \n",
+ "\n",
+ "7. Model Explanations "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "997462e2",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 1. Importing Packages\n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Importing Packages ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to import, and briefly discuss, the libraries that will be used throughout your analysis and modelling. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 406,
+ "id": "475dbe93",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-23T10:30:53.800892Z",
+ "start_time": "2021-06-23T10:30:50.215449Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "# Libraries for data loading, data manipulation and data visulisation\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import csv\n",
+ "import seaborn as sns\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "import plotly.express as px\n",
+ "\n",
+ "# Libraries for data preparation and model building\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "import statsmodels.formula.api as sm\n",
+ "from statsmodels.graphics.correlation import plot_corr\n",
+ "import pickle\n",
+ "from sklearn.preprocessing import StandardScaler\n",
+ "from sklearn import metrics\n",
+ "import math\n",
+ "from sklearn.linear_model import Ridge, Lasso\n",
+ "from sklearn.tree import DecisionTreeRegressor\n",
+ "from sklearn.svm import SVR\n",
+ "from sklearn.ensemble import RandomForestRegressor\n",
+ "from sklearn.ensemble import VotingRegressor\n",
+ "from sklearn.metrics import mean_squared_error # for checking performance\n",
+ "from flaml import AutoML\n",
+ "\n",
+ "# Setting global constants to ensure notebook results are reproducible\n",
+ "PARAMETER_CONSTANT = '###'"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f22a6718",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 2. Loading the Data\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Loading the data ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to load the data from the `df_train` file into a DataFrame. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 407,
+ "id": "aa5b6387",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "train_df = pd.read_csv('df_train.csv')\n",
+ "test_df = pd.read_csv('df_test.csv')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "81132ab3",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 3. Exploratory Data Analysis (EDA)\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Exploratory data analysis ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section, you are required to perform an in-depth analysis of all the variables in the DataFrame. |\n",
+ "\n",
+ "---\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 408,
+ "id": "e805134e",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-28T08:52:37.824204Z",
+ "start_time": "2021-06-28T08:52:37.811206Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(8763, 49)"
+ ]
+ },
+ "execution_count": 408,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# look at data statistics\n",
+ "train_df.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 409,
+ "id": "56522617",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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+ " Seville_humidity \n",
+ " Madrid_humidity \n",
+ " Bilbao_clouds_all \n",
+ " Bilbao_wind_speed \n",
+ " ... \n",
+ " Madrid_temp_max \n",
+ " Barcelona_temp \n",
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+ "2 0.0 1.0 ... 272.708667 281.583667 \n",
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+ "0 269.338615 269.338615 281.013000 269.338615 \n",
+ "1 270.376000 270.376000 280.561667 270.376000 \n",
+ "2 275.027229 275.027229 281.583667 275.027229 \n",
+ "\n",
+ " Seville_temp_min Madrid_temp Madrid_temp_min load_shortfall_3h \n",
+ "0 274.254667 265.938000 265.938000 6715.666667 \n",
+ "1 274.945000 266.386667 266.386667 4171.666667 \n",
+ "2 278.792000 272.708667 272.708667 4274.666667 \n",
+ "\n",
+ "[3 rows x 49 columns]"
+ ]
+ },
+ "execution_count": 409,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "train_df.head(3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 410,
+ "id": "eba89efa",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 8763 entries, 0 to 8762\n",
+ "Data columns (total 49 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Unnamed: 0 8763 non-null int64 \n",
+ " 1 time 8763 non-null object \n",
+ " 2 Madrid_wind_speed 8763 non-null float64\n",
+ " 3 Valencia_wind_deg 8763 non-null object \n",
+ " 4 Bilbao_rain_1h 8763 non-null float64\n",
+ " 5 Valencia_wind_speed 8763 non-null float64\n",
+ " 6 Seville_humidity 8763 non-null float64\n",
+ " 7 Madrid_humidity 8763 non-null float64\n",
+ " 8 Bilbao_clouds_all 8763 non-null float64\n",
+ " 9 Bilbao_wind_speed 8763 non-null float64\n",
+ " 10 Seville_clouds_all 8763 non-null float64\n",
+ " 11 Bilbao_wind_deg 8763 non-null float64\n",
+ " 12 Barcelona_wind_speed 8763 non-null float64\n",
+ " 13 Barcelona_wind_deg 8763 non-null float64\n",
+ " 14 Madrid_clouds_all 8763 non-null float64\n",
+ " 15 Seville_wind_speed 8763 non-null float64\n",
+ " 16 Barcelona_rain_1h 8763 non-null float64\n",
+ " 17 Seville_pressure 8763 non-null object \n",
+ " 18 Seville_rain_1h 8763 non-null float64\n",
+ " 19 Bilbao_snow_3h 8763 non-null float64\n",
+ " 20 Barcelona_pressure 8763 non-null float64\n",
+ " 21 Seville_rain_3h 8763 non-null float64\n",
+ " 22 Madrid_rain_1h 8763 non-null float64\n",
+ " 23 Barcelona_rain_3h 8763 non-null float64\n",
+ " 24 Valencia_snow_3h 8763 non-null float64\n",
+ " 25 Madrid_weather_id 8763 non-null float64\n",
+ " 26 Barcelona_weather_id 8763 non-null float64\n",
+ " 27 Bilbao_pressure 8763 non-null float64\n",
+ " 28 Seville_weather_id 8763 non-null float64\n",
+ " 29 Valencia_pressure 6695 non-null float64\n",
+ " 30 Seville_temp_max 8763 non-null float64\n",
+ " 31 Madrid_pressure 8763 non-null float64\n",
+ " 32 Valencia_temp_max 8763 non-null float64\n",
+ " 33 Valencia_temp 8763 non-null float64\n",
+ " 34 Bilbao_weather_id 8763 non-null float64\n",
+ " 35 Seville_temp 8763 non-null float64\n",
+ " 36 Valencia_humidity 8763 non-null float64\n",
+ " 37 Valencia_temp_min 8763 non-null float64\n",
+ " 38 Barcelona_temp_max 8763 non-null float64\n",
+ " 39 Madrid_temp_max 8763 non-null float64\n",
+ " 40 Barcelona_temp 8763 non-null float64\n",
+ " 41 Bilbao_temp_min 8763 non-null float64\n",
+ " 42 Bilbao_temp 8763 non-null float64\n",
+ " 43 Barcelona_temp_min 8763 non-null float64\n",
+ " 44 Bilbao_temp_max 8763 non-null float64\n",
+ " 45 Seville_temp_min 8763 non-null float64\n",
+ " 46 Madrid_temp 8763 non-null float64\n",
+ " 47 Madrid_temp_min 8763 non-null float64\n",
+ " 48 load_shortfall_3h 8763 non-null float64\n",
+ "dtypes: float64(45), int64(1), object(3)\n",
+ "memory usage: 3.3+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "#check data frame for data types\n",
+ "train_df.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 411,
+ "id": "b02f9c93",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Unnamed: 0 0\n",
+ "time 0\n",
+ "Madrid_wind_speed 0\n",
+ "Valencia_wind_deg 0\n",
+ "Bilbao_rain_1h 0\n",
+ "Valencia_wind_speed 0\n",
+ "Seville_humidity 0\n",
+ "Madrid_humidity 0\n",
+ "Bilbao_clouds_all 0\n",
+ "Bilbao_wind_speed 0\n",
+ "Seville_clouds_all 0\n",
+ "Bilbao_wind_deg 0\n",
+ "Barcelona_wind_speed 0\n",
+ "Barcelona_wind_deg 0\n",
+ "Madrid_clouds_all 0\n",
+ "Seville_wind_speed 0\n",
+ "Barcelona_rain_1h 0\n",
+ "Seville_pressure 0\n",
+ "Seville_rain_1h 0\n",
+ "Bilbao_snow_3h 0\n",
+ "Barcelona_pressure 0\n",
+ "Seville_rain_3h 0\n",
+ "Madrid_rain_1h 0\n",
+ "Barcelona_rain_3h 0\n",
+ "Valencia_snow_3h 0\n",
+ "Madrid_weather_id 0\n",
+ "Barcelona_weather_id 0\n",
+ "Bilbao_pressure 0\n",
+ "Seville_weather_id 0\n",
+ "Valencia_pressure 2068\n",
+ "Seville_temp_max 0\n",
+ "Madrid_pressure 0\n",
+ "Valencia_temp_max 0\n",
+ "Valencia_temp 0\n",
+ "Bilbao_weather_id 0\n",
+ "Seville_temp 0\n",
+ "Valencia_humidity 0\n",
+ "Valencia_temp_min 0\n",
+ "Barcelona_temp_max 0\n",
+ "Madrid_temp_max 0\n",
+ "Barcelona_temp 0\n",
+ "Bilbao_temp_min 0\n",
+ "Bilbao_temp 0\n",
+ "Barcelona_temp_min 0\n",
+ "Bilbao_temp_max 0\n",
+ "Seville_temp_min 0\n",
+ "Madrid_temp 0\n",
+ "Madrid_temp_min 0\n",
+ "load_shortfall_3h 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 411,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#checking for null values in each columns\n",
+ "train_df.isnull().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 412,
+ "id": "b7509de7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#getting numerical features\n",
+ "numerical_features = [col for col in train_df if train_df[col].dtype =='float']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 413,
+ "id": "ebc09fec",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
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+ " \n",
+ " \n",
+ " \n",
+ " Madrid_wind_speed \n",
+ " Bilbao_rain_1h \n",
+ " Valencia_wind_speed \n",
+ " Seville_humidity \n",
+ " Madrid_humidity \n",
+ " Bilbao_clouds_all \n",
+ " Bilbao_wind_speed \n",
+ " Seville_clouds_all \n",
+ " Bilbao_wind_deg \n",
+ " Barcelona_wind_speed \n",
+ " ... \n",
+ " Madrid_temp_max \n",
+ " Barcelona_temp \n",
+ " Bilbao_temp_min \n",
+ " Bilbao_temp \n",
+ " Barcelona_temp_min \n",
+ " Bilbao_temp_max \n",
+ " Seville_temp_min \n",
+ " Madrid_temp \n",
+ " Madrid_temp_min \n",
+ " load_shortfall_3h \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " count \n",
+ " 8763.000000 \n",
+ " 8763.000000 \n",
+ " 8763.000000 \n",
+ " 8763.000000 \n",
+ " 8763.000000 \n",
+ " 8763.000000 \n",
+ " 8763.000000 \n",
+ " 8763.000000 \n",
+ " 8763.000000 \n",
+ " 8763.000000 \n",
+ " ... \n",
+ " 8763.000000 \n",
+ " 8763.000000 \n",
+ " 8763.000000 \n",
+ " 8763.000000 \n",
+ " 8763.000000 \n",
+ " 8763.000000 \n",
+ " 8763.000000 \n",
+ " 8763.000000 \n",
+ " 8763.000000 \n",
+ " 8763.000000 \n",
+ " \n",
+ " \n",
+ " mean \n",
+ " 2.425729 \n",
+ " 0.135753 \n",
+ " 2.586272 \n",
+ " 62.658793 \n",
+ " 57.414717 \n",
+ " 43.469132 \n",
+ " 1.850356 \n",
+ " 13.714748 \n",
+ " 158.957511 \n",
+ " 2.870497 \n",
+ " ... \n",
+ " 289.540309 \n",
+ " 289.855459 \n",
+ " 285.017973 \n",
+ " 286.422929 \n",
+ " 288.447422 \n",
+ " 287.966027 \n",
+ " 291.633356 \n",
+ " 288.419439 \n",
+ " 287.202203 \n",
+ " 10673.857612 \n",
+ " \n",
+ " \n",
+ " std \n",
+ " 1.850371 \n",
+ " 0.374901 \n",
+ " 2.411190 \n",
+ " 22.621226 \n",
+ " 24.335396 \n",
+ " 32.551044 \n",
+ " 1.695888 \n",
+ " 24.272482 \n",
+ " 102.056299 \n",
+ " 1.792197 \n",
+ " ... \n",
+ " 9.752047 \n",
+ " 6.528111 \n",
+ " 6.705672 \n",
+ " 6.818682 \n",
+ " 6.102593 \n",
+ " 7.105590 \n",
+ " 8.178220 \n",
+ " 9.346796 \n",
+ " 9.206237 \n",
+ " 5218.046404 \n",
+ " \n",
+ " \n",
+ " min \n",
+ " 0.000000 \n",
+ " 0.000000 \n",
+ " 0.000000 \n",
+ " 8.333333 \n",
+ " 6.333333 \n",
+ " 0.000000 \n",
+ " 0.000000 \n",
+ " 0.000000 \n",
+ " 0.000000 \n",
+ " 0.000000 \n",
+ " ... \n",
+ " 264.983333 \n",
+ " 270.816667 \n",
+ " 264.483333 \n",
+ " 267.483333 \n",
+ " 269.483333 \n",
+ " 269.063000 \n",
+ " 270.150000 \n",
+ " 264.983333 \n",
+ " 264.983333 \n",
+ " -6618.000000 \n",
+ " \n",
+ " \n",
+ " 25% \n",
+ " 1.000000 \n",
+ " 0.000000 \n",
+ " 1.000000 \n",
+ " 44.333333 \n",
+ " 36.333333 \n",
+ " 10.000000 \n",
+ " 0.666667 \n",
+ " 0.000000 \n",
+ " 73.333333 \n",
+ " 1.666667 \n",
+ " ... \n",
+ " 282.150000 \n",
+ " 284.973443 \n",
+ " 280.085167 \n",
+ " 281.374167 \n",
+ " 284.150000 \n",
+ " 282.836776 \n",
+ " 285.816667 \n",
+ " 281.404281 \n",
+ " 280.299167 \n",
+ " 7390.333333 \n",
+ " \n",
+ " \n",
+ " 50% \n",
+ " 2.000000 \n",
+ " 0.000000 \n",
+ " 1.666667 \n",
+ " 65.666667 \n",
+ " 58.000000 \n",
+ " 45.000000 \n",
+ " 1.000000 \n",
+ " 0.000000 \n",
+ " 147.000000 \n",
+ " 2.666667 \n",
+ " ... \n",
+ " 288.116177 \n",
+ " 289.416667 \n",
+ " 284.816667 \n",
+ " 286.158333 \n",
+ " 288.150000 \n",
+ " 287.630000 \n",
+ " 290.816667 \n",
+ " 287.053333 \n",
+ " 286.083333 \n",
+ " 11114.666667 \n",
+ " \n",
+ " \n",
+ " 75% \n",
+ " 3.333333 \n",
+ " 0.100000 \n",
+ " 3.666667 \n",
+ " 82.000000 \n",
+ " 78.666667 \n",
+ " 75.000000 \n",
+ " 2.666667 \n",
+ " 20.000000 \n",
+ " 234.000000 \n",
+ " 4.000000 \n",
+ " ... \n",
+ " 296.816667 \n",
+ " 294.909000 \n",
+ " 289.816667 \n",
+ " 291.034167 \n",
+ " 292.966667 \n",
+ " 292.483333 \n",
+ " 297.150000 \n",
+ " 295.154667 \n",
+ " 293.884500 \n",
+ " 14498.166667 \n",
+ " \n",
+ " \n",
+ " max \n",
+ " 13.000000 \n",
+ " 3.000000 \n",
+ " 52.000000 \n",
+ " 100.000000 \n",
+ " 100.000000 \n",
+ " 100.000000 \n",
+ " 12.666667 \n",
+ " 97.333333 \n",
+ " 359.333333 \n",
+ " 12.666667 \n",
+ " ... \n",
+ " 314.483333 \n",
+ " 307.316667 \n",
+ " 309.816667 \n",
+ " 310.710000 \n",
+ " 304.816667 \n",
+ " 317.966667 \n",
+ " 314.816667 \n",
+ " 313.133333 \n",
+ " 310.383333 \n",
+ " 31904.000000 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
8 rows × 45 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Madrid_wind_speed Bilbao_rain_1h Valencia_wind_speed \\\n",
+ "count 8763.000000 8763.000000 8763.000000 \n",
+ "mean 2.425729 0.135753 2.586272 \n",
+ "std 1.850371 0.374901 2.411190 \n",
+ "min 0.000000 0.000000 0.000000 \n",
+ "25% 1.000000 0.000000 1.000000 \n",
+ "50% 2.000000 0.000000 1.666667 \n",
+ "75% 3.333333 0.100000 3.666667 \n",
+ "max 13.000000 3.000000 52.000000 \n",
+ "\n",
+ " Seville_humidity Madrid_humidity Bilbao_clouds_all \\\n",
+ "count 8763.000000 8763.000000 8763.000000 \n",
+ "mean 62.658793 57.414717 43.469132 \n",
+ "std 22.621226 24.335396 32.551044 \n",
+ "min 8.333333 6.333333 0.000000 \n",
+ "25% 44.333333 36.333333 10.000000 \n",
+ "50% 65.666667 58.000000 45.000000 \n",
+ "75% 82.000000 78.666667 75.000000 \n",
+ "max 100.000000 100.000000 100.000000 \n",
+ "\n",
+ " Bilbao_wind_speed Seville_clouds_all Bilbao_wind_deg \\\n",
+ "count 8763.000000 8763.000000 8763.000000 \n",
+ "mean 1.850356 13.714748 158.957511 \n",
+ "std 1.695888 24.272482 102.056299 \n",
+ "min 0.000000 0.000000 0.000000 \n",
+ "25% 0.666667 0.000000 73.333333 \n",
+ "50% 1.000000 0.000000 147.000000 \n",
+ "75% 2.666667 20.000000 234.000000 \n",
+ "max 12.666667 97.333333 359.333333 \n",
+ "\n",
+ " Barcelona_wind_speed ... Madrid_temp_max Barcelona_temp \\\n",
+ "count 8763.000000 ... 8763.000000 8763.000000 \n",
+ "mean 2.870497 ... 289.540309 289.855459 \n",
+ "std 1.792197 ... 9.752047 6.528111 \n",
+ "min 0.000000 ... 264.983333 270.816667 \n",
+ "25% 1.666667 ... 282.150000 284.973443 \n",
+ "50% 2.666667 ... 288.116177 289.416667 \n",
+ "75% 4.000000 ... 296.816667 294.909000 \n",
+ "max 12.666667 ... 314.483333 307.316667 \n",
+ "\n",
+ " Bilbao_temp_min Bilbao_temp Barcelona_temp_min Bilbao_temp_max \\\n",
+ "count 8763.000000 8763.000000 8763.000000 8763.000000 \n",
+ "mean 285.017973 286.422929 288.447422 287.966027 \n",
+ "std 6.705672 6.818682 6.102593 7.105590 \n",
+ "min 264.483333 267.483333 269.483333 269.063000 \n",
+ "25% 280.085167 281.374167 284.150000 282.836776 \n",
+ "50% 284.816667 286.158333 288.150000 287.630000 \n",
+ "75% 289.816667 291.034167 292.966667 292.483333 \n",
+ "max 309.816667 310.710000 304.816667 317.966667 \n",
+ "\n",
+ " Seville_temp_min Madrid_temp Madrid_temp_min load_shortfall_3h \n",
+ "count 8763.000000 8763.000000 8763.000000 8763.000000 \n",
+ "mean 291.633356 288.419439 287.202203 10673.857612 \n",
+ "std 8.178220 9.346796 9.206237 5218.046404 \n",
+ "min 270.150000 264.983333 264.983333 -6618.000000 \n",
+ "25% 285.816667 281.404281 280.299167 7390.333333 \n",
+ "50% 290.816667 287.053333 286.083333 11114.666667 \n",
+ "75% 297.150000 295.154667 293.884500 14498.166667 \n",
+ "max 314.816667 313.133333 310.383333 31904.000000 \n",
+ "\n",
+ "[8 rows x 45 columns]"
+ ]
+ },
+ "execution_count": 413,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#get summary statistics for our Data\n",
+ "train_df[numerical_features].describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 414,
+ "id": "5903fe40",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#check data skewness for numerical features\n",
+ "skewness = train_df[numerical_features].skew()\n",
+ "\n",
+ "## check for presence of outliers for numerical features\n",
+ "outliers = train_df[numerical_features].kurtosis()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 415,
+ "id": "a075d5ce",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#features with high outlisers\n",
+ "highly_skewed_features = [features for features in skewness.index\n",
+ " if skewness[features] <-1.0 or skewness[features]> 1.0]\n",
+ "highly_Outlier_features = [features for features in outliers.index\n",
+ " if outliers[features] >3]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 416,
+ "id": "a1c019c2",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Highly Skewed features\n",
+ " Madrid_wind_speed 1.441144\n",
+ "Bilbao_rain_1h 5.222802\n",
+ "Valencia_wind_speed 3.499637\n",
+ "Bilbao_wind_speed 1.716914\n",
+ "Seville_clouds_all 1.814452\n",
+ "Barcelona_wind_speed 1.057331\n",
+ "Madrid_clouds_all 1.246745\n",
+ "Seville_wind_speed 1.151006\n",
+ "Barcelona_rain_1h 8.726988\n",
+ "Seville_rain_1h 8.067341\n",
+ "Bilbao_snow_3h 26.177568\n",
+ "Barcelona_pressure 57.979664\n",
+ "Seville_rain_3h 19.342574\n",
+ "Madrid_rain_1h 7.074308\n",
+ "Barcelona_rain_3h 12.696605\n",
+ "Valencia_snow_3h 63.298084\n",
+ "Madrid_weather_id -3.107722\n",
+ "Barcelona_weather_id -2.584011\n",
+ "Seville_weather_id -3.275574\n",
+ "Valencia_pressure -1.705162\n",
+ "Madrid_pressure -1.850768\n",
+ "Bilbao_weather_id -1.234844\n",
+ "dtype: float64\n",
+ "\n",
+ "features with extreme outliers\n",
+ " Bilbao_rain_1h 32.904656\n",
+ "Valencia_wind_speed 35.645426\n",
+ "Bilbao_wind_speed 3.631565\n",
+ "Barcelona_rain_1h 101.578931\n",
+ "Seville_rain_1h 93.840746\n",
+ "Bilbao_snow_3h 806.128471\n",
+ "Barcelona_pressure 3687.564230\n",
+ "Seville_rain_3h 413.136592\n",
+ "Madrid_rain_1h 76.584491\n",
+ "Barcelona_rain_3h 187.800460\n",
+ "Valencia_snow_3h 4089.323165\n",
+ "Madrid_weather_id 9.259047\n",
+ "Barcelona_weather_id 5.701882\n",
+ "Seville_weather_id 10.710308\n",
+ "dtype: float64\n"
+ ]
+ }
+ ],
+ "source": [
+ "#highly skewed features\n",
+ "print('Highly Skewed features\\n',skewness[highly_skewed_features])\n",
+ "print('\\nfeatures with extreme outliers\\n',outliers[highly_Outlier_features])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f7c0946a",
+ "metadata": {},
+ "source": [
+ "## Comment\n",
+ "We can see that there are 22 fetaures which are highly skewed and 14 with high outliers.\n",
+ "\n",
+ "Below we replace values with high outliers with the Median"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 417,
+ "id": "8d4fdf93",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "## replace extreme outliers with the median\n",
+ "for col in highly_Outlier_features:\n",
+ " new_list = []\n",
+ " median = train_df[col].median()\n",
+ " std = train_df[col].std()\n",
+ " for row in train_df[col]:\n",
+ " if abs(row-median) > std:\n",
+ " new_list.append(median)\n",
+ " else:\n",
+ " new_list.append(row)\n",
+ " train_df[col] = new_list"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 418,
+ "id": "5859e4b0",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "features with extreme outliers\n",
+ " Barcelona_rain_1h 17.510665\n",
+ "Seville_rain_1h 35.243550\n",
+ "Bilbao_snow_3h 784.979181\n",
+ "Barcelona_pressure 460.920549\n",
+ "Seville_rain_3h 453.539522\n",
+ "Madrid_rain_1h 31.118072\n",
+ "Barcelona_rain_3h 265.042494\n",
+ "Madrid_weather_id 62.516957\n",
+ "Barcelona_weather_id 106.696024\n",
+ "Seville_weather_id 20.462529\n",
+ "dtype: float64\n"
+ ]
+ }
+ ],
+ "source": [
+ "#check again for outliers\n",
+ "outliers = train_df[numerical_features].kurtosis()\n",
+ "highly_Outlier_features = [features for features in outliers.index\n",
+ " if outliers[features] >3]\n",
+ "print('\\nfeatures with extreme outliers\\n',outliers[highly_Outlier_features])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0fca396e",
+ "metadata": {},
+ "source": [
+ "## Comment\n",
+ "We have attempted to remove outliers, but the above features still have high outliers, we may contemplate removing them in the later steps"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 419,
+ "id": "2fb74182",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 419,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#plot interactions between all temperature features\n",
+ "temp_features = [feature for feature in train_df if 'temp' in feature]\n",
+ "corr = train_df[temp_features].corr()\n",
+ "\n",
+ "sns.heatmap(corr, cmap='RdYlGn_r', linewidths=0.5, annot=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 420,
+ "id": "fa9f891c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 420,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#plot interactions between all pressure features\n",
+ "pressure_features = [feature for feature in numerical_features if 'pressure' in feature]\n",
+ "corr = train_df[pressure_features].corr()\n",
+ "\n",
+ "sns.heatmap(corr, cmap='RdYlGn_r', linewidths=0.5, annot=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 421,
+ "id": "bac4b70e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 421,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#plot interactions between all wind features\n",
+ "wind_features = [feature for feature in numerical_features if 'wind' in feature]\n",
+ "corr = train_df[wind_features].corr()\n",
+ "\n",
+ "sns.heatmap(corr, cmap='RdYlGn_r', linewidths=0.5, annot=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 422,
+ "id": "15db1954",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 422,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#plot interactions between all rain features\n",
+ "rain_features = [feature for feature in numerical_features if 'rain' in feature]\n",
+ "corr = train_df[rain_features].corr()\n",
+ "\n",
+ "sns.heatmap(corr, cmap='RdYlGn_r', linewidths=0.5, annot=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 423,
+ "id": "531ba976",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# plotting temp feature distributions\n",
+ "train_df[temp_features].hist(figsize=(8,8))\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 424,
+ "id": "083c3437",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# plotting pressure feature distributions\n",
+ "train_df[pressure_features].hist(figsize=(8,8))\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 425,
+ "id": "160a3a61",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# plotting wind feature distributions\n",
+ "train_df[wind_features].hist(figsize=(8,8))\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 426,
+ "id": "48b21680",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# plotting rain feature distributions\n",
+ "train_df[rain_features].hist(figsize=(8,8))\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 427,
+ "id": "63deb894",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#plot distribution for the target VAR\n",
+ "train_df['load_shortfall_3h'].hist(figsize=(4,2))\n",
+ "plt.tight_layout()\n",
+ "plt.title('load_shortfall_3h')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 428,
+ "id": "032a5920",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "hovertemplate": "time=%{x} load_shortfall_3h=%{y} ",
+ "legendgroup": "",
+ "line": {
+ "color": "#636efa",
+ "dash": "solid"
+ },
+ "marker": {
+ "symbol": "circle"
+ },
+ "mode": "lines",
+ "name": "",
+ "showlegend": false,
+ "type": "scattergl",
+ "x": [
+ "2015-01-01 03:00:00",
+ "2015-01-01 06:00:00",
+ "2015-01-01 09:00:00",
+ "2015-01-01 12:00:00",
+ "2015-01-01 15:00:00",
+ "2015-01-01 18:00:00",
+ "2015-01-01 21:00:00",
+ "2015-01-02 00:00:00",
+ "2015-01-02 03:00:00",
+ "2015-01-02 06:00:00",
+ "2015-01-02 09:00:00",
+ "2015-01-02 12:00:00",
+ "2015-01-02 15:00:00",
+ "2015-01-02 18:00:00",
+ "2015-01-02 21:00:00",
+ "2015-01-03 00:00:00",
+ "2015-01-03 03:00:00",
+ "2015-01-03 06:00:00",
+ "2015-01-03 09:00:00",
+ "2015-01-03 12:00:00",
+ "2015-01-03 15:00:00",
+ "2015-01-03 18:00:00",
+ "2015-01-03 21:00:00",
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+ "linecolor": "white",
+ "ticks": ""
+ }
+ },
+ "scene": {
+ "xaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "zaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ }
+ },
+ "shapedefaults": {
+ "line": {
+ "color": "#2a3f5f"
+ }
+ },
+ "ternary": {
+ "aaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "baxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "bgcolor": "#E5ECF6",
+ "caxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ }
+ },
+ "title": {
+ "x": 0.05
+ },
+ "xaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white",
+ "zerolinewidth": 2
+ },
+ "yaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white",
+ "zerolinewidth": 2
+ }
+ }
+ },
+ "xaxis": {
+ "anchor": "y",
+ "domain": [
+ 0,
+ 1
+ ],
+ "title": {
+ "text": "time"
+ }
+ },
+ "yaxis": {
+ "anchor": "x",
+ "domain": [
+ 0,
+ 1
+ ],
+ "title": {
+ "text": "load_shortfall_3h"
+ }
+ }
+ }
+ },
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#yearly time series data\n",
+ "fig = px.line(train_df, x='time', y='load_shortfall_3h')\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 429,
+ "id": "252d4727",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Valencia_snow_3h 0.000000e+00\n",
+ "Seville_rain_3h 1.982938e-08\n",
+ "Barcelona_rain_3h 3.166502e-08\n",
+ "Bilbao_snow_3h 2.226687e-04\n",
+ "Seville_rain_1h 2.426121e-04\n",
+ "Madrid_rain_1h 2.756652e-04\n",
+ "Barcelona_rain_1h 7.472117e-03\n",
+ "Bilbao_rain_1h 8.766845e-03\n",
+ "Bilbao_wind_speed 3.739447e-01\n",
+ "Valencia_wind_speed 8.857624e-01\n",
+ "Seville_wind_speed 2.798577e+00\n",
+ "Barcelona_wind_speed 3.211971e+00\n",
+ "Madrid_wind_speed 3.423872e+00\n",
+ "Barcelona_weather_id 3.246801e+01\n",
+ "Barcelona_temp_min 3.724164e+01\n",
+ "Barcelona_temp 4.261624e+01\n",
+ "Bilbao_temp_min 4.496603e+01\n",
+ "Bilbao_temp 4.649443e+01\n",
+ "Valencia_temp_min 4.771220e+01\n",
+ "Bilbao_temp_max 5.048941e+01\n",
+ "Valencia_temp 5.129816e+01\n",
+ "Barcelona_temp_max 5.290435e+01\n",
+ "Madrid_weather_id 5.317765e+01\n",
+ "Valencia_temp_max 5.723970e+01\n",
+ "Seville_temp 6.274203e+01\n",
+ "Seville_temp_min 6.688329e+01\n",
+ "Seville_temp_max 7.878004e+01\n",
+ "Madrid_temp_min 8.475480e+01\n",
+ "Barcelona_pressure 8.518912e+01\n",
+ "Madrid_temp 8.736260e+01\n",
+ "Valencia_pressure 9.036811e+01\n",
+ "Madrid_temp_max 9.510242e+01\n",
+ "Bilbao_pressure 1.009246e+02\n",
+ "Seville_weather_id 1.015473e+02\n",
+ "Valencia_humidity 3.710370e+02\n",
+ "Madrid_pressure 4.927759e+02\n",
+ "Seville_humidity 5.117198e+02\n",
+ "Seville_clouds_all 5.891534e+02\n",
+ "Madrid_humidity 5.922115e+02\n",
+ "Madrid_clouds_all 7.870078e+02\n",
+ "Bilbao_clouds_all 1.059570e+03\n",
+ "Barcelona_wind_deg 7.934772e+03\n",
+ "Bilbao_wind_deg 1.041549e+04\n",
+ "Bilbao_weather_id 1.342042e+04\n",
+ "load_shortfall_3h 2.722801e+07\n",
+ "dtype: float64"
+ ]
+ },
+ "execution_count": 429,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# check for variance for all numerical fetures\n",
+ "train_df[numerical_features].var().sort_values(ascending=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3fa93ec6",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 4. Data Engineering\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Data engineering ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to: clean the dataset, and possibly create new features - as identified in the EDA phase. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 430,
+ "id": "059c2f3e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# remove missing values/ features\n",
+ "#columns such as those that contain 'id' contain no usefull information\\\n",
+ "\n",
+ "def drop_cols(data):\n",
+ " #drop all id cols\n",
+ " data = data.drop([col for col in data if 'id' in col], axis ='columns')\n",
+ "\n",
+ " #drop the unnamed col in both \n",
+ " data = data.drop(['Unnamed: 0'],axis=1)\n",
+ "\n",
+ " #drop cols with large missing values\n",
+ " data = data.drop(['Seville_pressure','Valencia_wind_deg'],axis='columns')\n",
+ " \n",
+ " return data\n",
+ " \n",
+ "\n",
+ "train_df = drop_cols(train_df)\n",
+ "test_df = drop_cols(test_df)\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 431,
+ "id": "40c6837a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# create new features\n",
+ "\n",
+ "#Will average all pressure fetures into a single feature and drop the rest.\n",
+ "def new_features(data):\n",
+ " \n",
+ " #code the time col\n",
+ " time = pd.to_datetime(data['time'])\n",
+ " data['time'] = time\n",
+ "\n",
+ " data['Day'] = data['time'].dt.day\n",
+ " data['month'] = data['time'].dt.month\n",
+ " data['hour'] = data['time'].dt.hour\n",
+ "\n",
+ " \n",
+ " similar_list = ['temp','pressure','rain','wind','snow','cloud']\n",
+ " \n",
+ " for se in similar_list:\n",
+ " temp_features = [col for col in data.columns.tolist() if se in col]\n",
+ " data['av_spain_'+se] = data[temp_features].mean(axis=1)\n",
+ " data = data.drop(temp_features, axis='columns')\n",
+ " \n",
+ " #drop time col\n",
+ " data = data.drop(['time'],axis='columns')\n",
+ "\n",
+ " return data\n",
+ " \n",
+ "train_df = new_features(train_df)\n",
+ "test_df = new_features(test_df)\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 432,
+ "id": "13435235",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#drop the time col\n",
+ "labels = train_df['load_shortfall_3h']\n",
+ "features = train_df.drop(['load_shortfall_3h'],axis='columns')\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 433,
+ "id": "0e80801c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# create scaler object\n",
+ "\n",
+ "def scale_data(data):\n",
+ " \n",
+ " scaler = StandardScaler()\n",
+ " cols = data.columns.tolist()\n",
+ " \n",
+ " #scale data\n",
+ " X_scaled = scaler.fit_transform(data)\n",
+ "\n",
+ " X_standardise = pd.DataFrame(X_scaled,columns=cols)\n",
+ "\n",
+ " #after normalizing, we can fill nan with zero\n",
+ " X_standardise.fillna(0)\n",
+ " \n",
+ " return X_standardise\n",
+ "\n",
+ "features = scale_data(features)\n",
+ "test_df = scale_data(test_df)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "43b2d523",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 5. Modelling\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Modelling ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section, you are required to create one or more regression models that are able to accurately predict the thee hour load shortfall. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 434,
+ "id": "2344b3e0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#train test split\n",
+ "X_train, X_test, y_train, y_test = train_test_split(features, labels, test_size=0.2, random_state=50)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 435,
+ "id": "9c58df02",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# create targets and features dataset\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 436,
+ "id": "20d073e0",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "VotingRegressor(estimators=[('ls', Lasso(alpha=0.01)),\n",
+ " ('SVR', SVR(gamma='auto')),\n",
+ " ('rf',\n",
+ " RandomForestRegressor(max_depth=7,\n",
+ " n_estimators=70))],\n",
+ " weights=array([0.1, 0.1, 0.8])) In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org. VotingRegressor VotingRegressor(estimators=[('ls', Lasso(alpha=0.01)),\n",
+ " ('SVR', SVR(gamma='auto')),\n",
+ " ('rf',\n",
+ " RandomForestRegressor(max_depth=7,\n",
+ " n_estimators=70))],\n",
+ " weights=array([0.1, 0.1, 0.8])) "
+ ],
+ "text/plain": [
+ "VotingRegressor(estimators=[('ls', Lasso(alpha=0.01)),\n",
+ " ('SVR', SVR(gamma='auto')),\n",
+ " ('rf',\n",
+ " RandomForestRegressor(max_depth=7,\n",
+ " n_estimators=70))],\n",
+ " weights=array([0.1, 0.1, 0.8]))"
+ ]
+ },
+ "execution_count": 436,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# create one or more ML models\n",
+ "\n",
+ "#simple linear model\n",
+ "lm = LinearRegression()\n",
+ "#lm.fit(X_train['Day'],y_train) #will fit a simple linear model on Day of the month \n",
+ "\n",
+ "#multiple linear model\n",
+ "lm2 = LinearRegression()\n",
+ "lm2.fit(X_train,y_train) #fit a multiple linear model on all the features and targets\n",
+ "\n",
+ "#Ridge regression\n",
+ "rg = Ridge()\n",
+ "rg.fit(X_train, y_train)\n",
+ "\n",
+ "#LASSO model\n",
+ "ls = Lasso(alpha=0.01)\n",
+ "ls.fit(X_train, y_train)\n",
+ "\n",
+ "#Decision Tree\n",
+ "dt = DecisionTreeRegressor(max_depth=5,random_state=42)\n",
+ "dt.fit(X_train, y_train.values.ravel())\n",
+ "\n",
+ "#support vector machine\n",
+ "sv = sv_reg = SVR(kernel='rbf', gamma='auto')\n",
+ "sv.fit(X_train, y_train.values.ravel())\n",
+ "\n",
+ "#random forest\n",
+ "rf = RandomForestRegressor(n_estimators=70, max_depth=7)\n",
+ "rf.fit(X_train, y_train.values.ravel())\n",
+ "\n",
+ "#ensemble method\n",
+ "models = [(\"ls\",ls),(\"SVR\",sv),(\"rf\",rf)]\n",
+ "\n",
+ "#fit AutoML\n",
+ "#automl = AutoML()\n",
+ "#automl.fit(X_train, y_train)\n",
+ "\n",
+ "# weights for weighted model averaging\n",
+ "model_weightings = np.array([0.1,0.1,0.8])\n",
+ "voting_reg = VotingRegressor(estimators=models,weights=model_weightings)\n",
+ "voting_reg.fit(X_train,y_train.values.ravel())\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 437,
+ "id": "a70c15d7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# evaluate one or more ML models\n",
+ "# Evaluate multiple linear morel performance\n",
+ "lm2_pred = lm2.predict(X_test)\n",
+ "\n",
+ "# Evaluate Ridge Model performance\n",
+ "rg_pred = dt.predict(X_test)\n",
+ "\n",
+ "# Evaluate LASSO Model performance\n",
+ "ls_pred = ls.predict(X_test)\n",
+ "\n",
+ "# Evaluate Decision Tree model performance\n",
+ "dt_pred = dt.predict(X_test)\n",
+ "\n",
+ "# Evaluate support vector performance\n",
+ "sv_pred = sv.predict(X_test)\n",
+ "\n",
+ "# Evaluate Support Vector performance\n",
+ "rf_pred = rf.predict(X_test)\n",
+ "\n",
+ "# Evaluate Ensemble performance\n",
+ "emb_pred = voting_reg.predict(X_test)\n",
+ "\n",
+ "# Evaluate AutoML performance\n",
+ "#at_pred = automl.predict(X_test)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6b530251",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 6. Model Performance\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Model performance ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to compare the relative performance of the various trained ML models on a holdout dataset and comment on what model is the best and why. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 438,
+ "id": "6a69b5a1",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'lm': 4968.812692136311,\n",
+ " 'RG': 4299.4557210163675,\n",
+ " 'ls': 4968.814346616717,\n",
+ " 'DT': 4299.4557210163675,\n",
+ " 'SV': 5328.268509218885,\n",
+ " 'RF': 3964.465496013897,\n",
+ " 'EMB': 4053.554073621893}"
+ ]
+ },
+ "execution_count": 438,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Compare model performance\n",
+ "model_performance = {\n",
+ " 'lm': np.sqrt(mean_squared_error(y_test,lm2_pred)),\n",
+ " 'RG': np.sqrt(mean_squared_error(y_test,rg_pred)),\n",
+ " 'ls': np.sqrt(mean_squared_error(y_test,ls_pred)),\n",
+ " 'DT': np.sqrt(mean_squared_error(y_test,dt_pred)),\n",
+ " 'SV': np.sqrt(mean_squared_error(y_test,sv_pred)),\n",
+ " 'RF': np.sqrt(mean_squared_error(y_test,rf_pred)),\n",
+ " 'EMB':np.sqrt(mean_squared_error(y_test,emb_pred))\n",
+ "}\n",
+ "model_performance"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 439,
+ "id": "5fb8d1e7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#storing our model\n",
+ "model_save_path = \"mlr_model.pkl\"\n",
+ "with open(model_save_path,'wb') as file:\n",
+ " pickle.dump(rf_pred,file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 440,
+ "id": "3874a7c6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Choose best model and motivate why it is the best choice\n",
+ "\n",
+ "#the best model so far is the Random forect model. Used below to predict the test set.\n",
+ "rf_pred = rf.predict(test_df)\n",
+ "test_df = pd.read_csv('df_test.csv')\n",
+ "#df = test_df[['time']]\n",
+ "#df['load_shortfall_3h'] = rf_pred\n",
+ "#df.to_csv('submission.csv',index=False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a8ad0c0d",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 7. Model Explanations\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Model explanation ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section, you are required to discuss how the best performing model works in a simple way so that both technical and non-technical stakeholders can grasp the intuition behind the model's inner workings. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "5ff741c2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# discuss chosen methods logic"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.3"
+ },
+ "latex_envs": {
+ "LaTeX_envs_menu_present": true,
+ "autoclose": false,
+ "autocomplete": true,
+ "bibliofile": "biblio.bib",
+ "cite_by": "apalike",
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+ "equation": "Ctrl-E",
+ "itemize": "Ctrl-I"
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+ "title_cell": "Table of Contents",
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+ "toc_position": {},
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+ "library": "var_list.py",
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+ "r": {
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+ "delete_cmd_prefix": "rm(",
+ "library": "var_list.r",
+ "varRefreshCmd": "cat(var_dic_list()) "
+ }
+ },
+ "types_to_exclude": [
+ "module",
+ "function",
+ "builtin_function_or_method",
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+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Advanced_Regression/Advanced-Regression-Starter-Data/Kaggle Submission.ipynb b/Advanced_Regression/Advanced-Regression-Starter-Data/Kaggle Submission.ipynb
new file mode 100644
index 00000000..3a72de16
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+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Unnamed: 0 \n",
+ " time \n",
+ " Madrid_wind_speed \n",
+ " Valencia_wind_deg \n",
+ " Bilbao_rain_1h \n",
+ " Valencia_wind_speed \n",
+ " Seville_humidity \n",
+ " Madrid_humidity \n",
+ " Bilbao_clouds_all \n",
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+ ]
+ },
+ "execution_count": 1,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "train=pd.read_csv('df_train.csv')\n",
+ "train.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "39e168aa",
+ "metadata": {
+ "execution": {
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+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "test=pd.read_csv('df_test.csv')\n",
+ "test.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "a3bc7f2b",
+ "metadata": {
+ "execution": {
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+ "outputs": [
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+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
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+ " 45 Seville_temp_min 8763 non-null float64 \n",
+ " 46 Madrid_temp 8763 non-null float64 \n",
+ " 47 Madrid_temp_min 8763 non-null float64 \n",
+ " 48 load_shortfall_3h 8763 non-null float64 \n",
+ "dtypes: datetime64[ns](1), float64(45), int64(1), object(2)\n",
+ "memory usage: 3.3+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "train.time=pd.to_datetime(train.time, infer_datetime_format=True)\n",
+ "train.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "c1bf3eaa",
+ "metadata": {
+ "execution": {
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+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
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+ " 45 Seville_temp_min 2920 non-null float64 \n",
+ " 46 Madrid_temp 2920 non-null float64 \n",
+ " 47 Madrid_temp_min 2920 non-null float64 \n",
+ "dtypes: datetime64[ns](1), float64(42), int64(3), object(2)\n",
+ "memory usage: 1.1+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "test.time=pd.to_datetime(test.time, infer_datetime_format=True)\n",
+ "test.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "ef13dc3f",
+ "metadata": {
+ "_kg_hide-output": false,
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:10.239746Z",
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+ "shell.execute_reply": "2022-03-07T11:26:42.927693Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:08.592126Z"
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+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Requirement already satisfied: fast_ml in c:\\users\\maxwellm\\anaconda3\\lib\\site-packages (3.68)\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "[notice] A new release of pip is available: 23.2.1 -> 23.3.1\n",
+ "[notice] To update, run: python.exe -m pip install --upgrade pip\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Requirement already satisfied: flaml in c:\\users\\maxwellm\\anaconda3\\lib\\site-packages (2.1.1)\n",
+ "Requirement already satisfied: NumPy>=1.17.0rc1 in c:\\users\\maxwellm\\anaconda3\\lib\\site-packages (from flaml) (1.24.3)\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "[notice] A new release of pip is available: 23.2.1 -> 23.3.1\n",
+ "[notice] To update, run: python.exe -m pip install --upgrade pip\n"
+ ]
+ }
+ ],
+ "source": [
+ "!pip install fast_ml\n",
+ "!pip install flaml\n",
+ "from sklearn.metrics import mean_absolute_percentage_error"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "5496c78d",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:43.176722Z",
+ "iopub.status.busy": "2022-03-07T11:26:43.176046Z",
+ "iopub.status.idle": "2022-03-07T11:26:43.252500Z",
+ "shell.execute_reply": "2022-03-07T11:26:43.253139Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:51.071979Z"
+ },
+ "papermill": {
+ "duration": 0.201824,
+ "end_time": "2022-03-07T11:26:43.253328",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:43.051504",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\MaxwellM\\anaconda3\\Lib\\site-packages\\fast_ml\\feature_engineering.py:382: FutureWarning: Series.dt.weekofyear and Series.dt.week have been deprecated. Please use Series.dt.isocalendar().week instead.\n",
+ " df[pfx+f] = getattr(df[var].dt, f)\n"
+ ]
+ },
+ {
+ "data": {
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+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from fast_ml.feature_engineering import FeatureEngineering_DateTime\n",
+ "dt_fe = FeatureEngineering_DateTime()\n",
+ "dt_fe.fit(train, datetime_variables=['time'])\n",
+ "train = dt_fe.transform(train)\n",
+ "train.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "ba334809",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:43.509792Z",
+ "iopub.status.busy": "2022-03-07T11:26:43.507958Z",
+ "iopub.status.idle": "2022-03-07T11:26:43.556012Z",
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+ },
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+ "start_time": "2022-03-07T11:26:43.381760",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\MaxwellM\\anaconda3\\Lib\\site-packages\\fast_ml\\feature_engineering.py:382: FutureWarning: Series.dt.weekofyear and Series.dt.week have been deprecated. Please use Series.dt.isocalendar().week instead.\n",
+ " df[pfx+f] = getattr(df[var].dt, f)\n"
+ ]
+ },
+ {
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+ "\n",
+ " time:hour time:minute time:second time:is_weekend time:day_part \n",
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+ "\n",
+ "[5 rows x 67 columns]"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dt_fe.fit(test, datetime_variables=['time'])\n",
+ "test = dt_fe.transform(test)\n",
+ "test.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "dab55e21",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:43.806391Z",
+ "iopub.status.busy": "2022-03-07T11:26:43.805721Z",
+ "iopub.status.idle": "2022-03-07T11:26:43.835991Z",
+ "shell.execute_reply": "2022-03-07T11:26:43.836457Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:51.209389Z"
+ },
+ "papermill": {
+ "duration": 0.156486,
+ "end_time": "2022-03-07T11:26:43.836629",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:43.680143",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['Unnamed: 0', 'time', 'time:minute', 'time:second']"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "nunique_train=train.nunique().reset_index()\n",
+ "remove_col=nunique_train[(nunique_train[0]==len(train)) | (nunique_train[0]==0) | (nunique_train[0]==1) ]['index'].tolist()\n",
+ "remove_col"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "cdad340d",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:44.089786Z",
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+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
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+ "RangeIndex: 8763 entries, 0 to 8762\n",
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+ " 40 Bilbao_temp 8763 non-null float64\n",
+ " 41 Barcelona_temp_min 8763 non-null float64\n",
+ " 42 Bilbao_temp_max 8763 non-null float64\n",
+ " 43 Seville_temp_min 8763 non-null float64\n",
+ " 44 Madrid_temp 8763 non-null float64\n",
+ " 45 Madrid_temp_min 8763 non-null float64\n",
+ " 46 load_shortfall_3h 8763 non-null float64\n",
+ " 47 time:year 8763 non-null int64 \n",
+ " 48 time:quarter 8763 non-null int64 \n",
+ " 49 time:month 8763 non-null int64 \n",
+ " 50 time:day 8763 non-null int64 \n",
+ " 51 time:day_of_week 8763 non-null int64 \n",
+ " 52 time:day_of_year 8763 non-null int64 \n",
+ " 53 time:weekofyear 8763 non-null int64 \n",
+ " 54 time:is_month_end 8763 non-null bool \n",
+ " 55 time:is_month_start 8763 non-null bool \n",
+ " 56 time:is_quarter_end 8763 non-null bool \n",
+ " 57 time:is_quarter_start 8763 non-null bool \n",
+ " 58 time:is_year_end 8763 non-null bool \n",
+ " 59 time:is_year_start 8763 non-null bool \n",
+ " 60 time:time 8763 non-null object \n",
+ " 61 time:hour 8763 non-null int64 \n",
+ " 62 time:is_weekend 8763 non-null int32 \n",
+ " 63 time:day_part 7668 non-null object \n",
+ "dtypes: bool(6), float64(45), int32(1), int64(8), object(4)\n",
+ "memory usage: 3.9+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "train=train.drop(remove_col,axis=1)\n",
+ "train.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "19796017",
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+ "execution": {
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+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 2920 entries, 0 to 2919\n",
+ "Data columns (total 63 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Madrid_wind_speed 2920 non-null float64\n",
+ " 1 Valencia_wind_deg 2920 non-null object \n",
+ " 2 Bilbao_rain_1h 2920 non-null float64\n",
+ " 3 Valencia_wind_speed 2920 non-null float64\n",
+ " 4 Seville_humidity 2920 non-null float64\n",
+ " 5 Madrid_humidity 2920 non-null float64\n",
+ " 6 Bilbao_clouds_all 2920 non-null float64\n",
+ " 7 Bilbao_wind_speed 2920 non-null float64\n",
+ " 8 Seville_clouds_all 2920 non-null float64\n",
+ " 9 Bilbao_wind_deg 2920 non-null float64\n",
+ " 10 Barcelona_wind_speed 2920 non-null float64\n",
+ " 11 Barcelona_wind_deg 2920 non-null float64\n",
+ " 12 Madrid_clouds_all 2920 non-null float64\n",
+ " 13 Seville_wind_speed 2920 non-null float64\n",
+ " 14 Barcelona_rain_1h 2920 non-null float64\n",
+ " 15 Seville_pressure 2920 non-null object \n",
+ " 16 Seville_rain_1h 2920 non-null float64\n",
+ " 17 Bilbao_snow_3h 2920 non-null int64 \n",
+ " 18 Barcelona_pressure 2920 non-null float64\n",
+ " 19 Seville_rain_3h 2920 non-null float64\n",
+ " 20 Madrid_rain_1h 2920 non-null float64\n",
+ " 21 Barcelona_rain_3h 2920 non-null float64\n",
+ " 22 Valencia_snow_3h 2920 non-null int64 \n",
+ " 23 Madrid_weather_id 2920 non-null float64\n",
+ " 24 Barcelona_weather_id 2920 non-null float64\n",
+ " 25 Bilbao_pressure 2920 non-null float64\n",
+ " 26 Seville_weather_id 2920 non-null float64\n",
+ " 27 Valencia_pressure 2466 non-null float64\n",
+ " 28 Seville_temp_max 2920 non-null float64\n",
+ " 29 Madrid_pressure 2920 non-null float64\n",
+ " 30 Valencia_temp_max 2920 non-null float64\n",
+ " 31 Valencia_temp 2920 non-null float64\n",
+ " 32 Bilbao_weather_id 2920 non-null float64\n",
+ " 33 Seville_temp 2920 non-null float64\n",
+ " 34 Valencia_humidity 2920 non-null float64\n",
+ " 35 Valencia_temp_min 2920 non-null float64\n",
+ " 36 Barcelona_temp_max 2920 non-null float64\n",
+ " 37 Madrid_temp_max 2920 non-null float64\n",
+ " 38 Barcelona_temp 2920 non-null float64\n",
+ " 39 Bilbao_temp_min 2920 non-null float64\n",
+ " 40 Bilbao_temp 2920 non-null float64\n",
+ " 41 Barcelona_temp_min 2920 non-null float64\n",
+ " 42 Bilbao_temp_max 2920 non-null float64\n",
+ " 43 Seville_temp_min 2920 non-null float64\n",
+ " 44 Madrid_temp 2920 non-null float64\n",
+ " 45 Madrid_temp_min 2920 non-null float64\n",
+ " 46 time:year 2920 non-null int64 \n",
+ " 47 time:quarter 2920 non-null int64 \n",
+ " 48 time:month 2920 non-null int64 \n",
+ " 49 time:day 2920 non-null int64 \n",
+ " 50 time:day_of_week 2920 non-null int64 \n",
+ " 51 time:day_of_year 2920 non-null int64 \n",
+ " 52 time:weekofyear 2920 non-null int64 \n",
+ " 53 time:is_month_end 2920 non-null bool \n",
+ " 54 time:is_month_start 2920 non-null bool \n",
+ " 55 time:is_quarter_end 2920 non-null bool \n",
+ " 56 time:is_quarter_start 2920 non-null bool \n",
+ " 57 time:is_year_end 2920 non-null bool \n",
+ " 58 time:is_year_start 2920 non-null bool \n",
+ " 59 time:time 2920 non-null object \n",
+ " 60 time:hour 2920 non-null int64 \n",
+ " 61 time:is_weekend 2920 non-null int32 \n",
+ " 62 time:day_part 2555 non-null object \n",
+ "dtypes: bool(6), float64(42), int32(1), int64(10), object(4)\n",
+ "memory usage: 1.3+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "test=test.drop(remove_col,axis=1)\n",
+ "test.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "17ee63af",
+ "metadata": {
+ "execution": {
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+ "[]"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "nunique_train=train.nunique().reset_index()\n",
+ "remove_col=nunique_train[(nunique_train[0]==len(train)) | (nunique_train[0]==0) | (nunique_train[0]==1) ]['index'].tolist()\n",
+ "remove_col"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "c3daffa2",
+ "metadata": {
+ "execution": {
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+ "1 1037.333333 0.0 0.0 0.0 \n",
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+ "3 1037.000000 0.0 0.0 0.0 \n",
+ "4 1035.000000 0.0 0.0 0.0 \n",
+ "\n",
+ " Valencia_snow_3h Madrid_weather_id Barcelona_weather_id Bilbao_pressure \\\n",
+ "0 0.0 800.0 800.0 1035.000000 \n",
+ "1 0.0 800.0 800.0 1035.666667 \n",
+ "2 0.0 800.0 800.0 1036.000000 \n",
+ "3 0.0 800.0 800.0 1036.000000 \n",
+ "4 0.0 800.0 800.0 1035.333333 \n",
+ "\n",
+ " Seville_weather_id Valencia_pressure Seville_temp_max Madrid_pressure \\\n",
+ "0 800.0 1002.666667 274.254667 971.333333 \n",
+ "1 800.0 1004.333333 274.945000 972.666667 \n",
+ "2 800.0 1005.333333 278.792000 974.000000 \n",
+ "3 800.0 1009.000000 285.394000 994.666667 \n",
+ "4 800.0 NaN 285.513719 1035.333333 \n",
+ "\n",
+ " Valencia_temp_max Valencia_temp Bilbao_weather_id Seville_temp \\\n",
+ "0 269.888000 269.888000 800.0 274.254667 \n",
+ "1 271.728333 271.728333 800.0 274.945000 \n",
+ "2 278.008667 278.008667 800.0 278.792000 \n",
+ "3 284.899552 284.899552 800.0 285.394000 \n",
+ "4 283.015115 283.015115 800.0 285.513719 \n",
+ "\n",
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+ "0 75.666667 269.888000 281.013000 265.938000 \n",
+ "1 71.000000 271.728333 280.561667 266.386667 \n",
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+ "3 54.000000 284.899552 283.434104 281.895219 \n",
+ "4 58.333333 283.015115 284.213167 280.678437 \n",
+ "\n",
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+ "1 280.561667 270.376000 270.376000 280.561667 \n",
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+ "3 283.434104 281.135063 281.135063 283.434104 \n",
+ "4 284.213167 282.252063 282.252063 284.213167 \n",
+ "\n",
+ " Bilbao_temp_max Seville_temp_min Madrid_temp Madrid_temp_min \\\n",
+ "0 269.338615 274.254667 265.938000 265.938000 \n",
+ "1 270.376000 274.945000 266.386667 266.386667 \n",
+ "2 275.027229 278.792000 272.708667 272.708667 \n",
+ "3 281.135063 285.394000 281.895219 281.895219 \n",
+ "4 282.252063 285.513719 280.678437 280.678437 \n",
+ "\n",
+ " load_shortfall_3h time:year time:quarter time:month time:day \\\n",
+ "0 6715.666667 2015 1 1 1 \n",
+ "1 4171.666667 2015 1 1 1 \n",
+ "2 4274.666667 2015 1 1 1 \n",
+ "3 5075.666667 2015 1 1 1 \n",
+ "4 6620.666667 2015 1 1 1 \n",
+ "\n",
+ " time:day_of_week time:day_of_year time:weekofyear time:is_month_end \\\n",
+ "0 3 1 1 False \n",
+ "1 3 1 1 False \n",
+ "2 3 1 1 False \n",
+ "3 3 1 1 False \n",
+ "4 3 1 1 False \n",
+ "\n",
+ " time:is_month_start time:is_quarter_end time:is_quarter_start \\\n",
+ "0 True False True \n",
+ "1 True False True \n",
+ "2 True False True \n",
+ "3 True False True \n",
+ "4 True False True \n",
+ "\n",
+ " time:is_year_end time:is_year_start time:time time:hour time:is_weekend \\\n",
+ "0 False True 03:00:00 3 0 \n",
+ "1 False True 06:00:00 6 0 \n",
+ "2 False True 09:00:00 9 0 \n",
+ "3 False True 12:00:00 12 0 \n",
+ "4 False True 15:00:00 15 0 \n",
+ "\n",
+ " time:day_part \n",
+ "0 midnight \n",
+ "1 early morning \n",
+ "2 late morning \n",
+ "3 noon \n",
+ "4 afternoon "
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pd.options.display.max_columns = None\n",
+ "train.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "a68587ac",
+ "metadata": {
+ "execution": {
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+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 8763 entries, 0 to 8762\n",
+ "Data columns (total 64 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Madrid_wind_speed 8763 non-null float64\n",
+ " 1 Valencia_wind_deg 8763 non-null object \n",
+ " 2 Bilbao_rain_1h 8763 non-null float64\n",
+ " 3 Valencia_wind_speed 8763 non-null float64\n",
+ " 4 Seville_humidity 8763 non-null float64\n",
+ " 5 Madrid_humidity 8763 non-null float64\n",
+ " 6 Bilbao_clouds_all 8763 non-null float64\n",
+ " 7 Bilbao_wind_speed 8763 non-null float64\n",
+ " 8 Seville_clouds_all 8763 non-null float64\n",
+ " 9 Bilbao_wind_deg 8763 non-null float64\n",
+ " 10 Barcelona_wind_speed 8763 non-null float64\n",
+ " 11 Barcelona_wind_deg 8763 non-null float64\n",
+ " 12 Madrid_clouds_all 8763 non-null float64\n",
+ " 13 Seville_wind_speed 8763 non-null float64\n",
+ " 14 Barcelona_rain_1h 8763 non-null float64\n",
+ " 15 Seville_pressure 8763 non-null object \n",
+ " 16 Seville_rain_1h 8763 non-null float64\n",
+ " 17 Bilbao_snow_3h 8763 non-null float64\n",
+ " 18 Barcelona_pressure 8763 non-null float64\n",
+ " 19 Seville_rain_3h 8763 non-null float64\n",
+ " 20 Madrid_rain_1h 8763 non-null float64\n",
+ " 21 Barcelona_rain_3h 8763 non-null float64\n",
+ " 22 Valencia_snow_3h 8763 non-null float64\n",
+ " 23 Madrid_weather_id 8763 non-null float64\n",
+ " 24 Barcelona_weather_id 8763 non-null float64\n",
+ " 25 Bilbao_pressure 8763 non-null float64\n",
+ " 26 Seville_weather_id 8763 non-null float64\n",
+ " 27 Valencia_pressure 6695 non-null float64\n",
+ " 28 Seville_temp_max 8763 non-null float64\n",
+ " 29 Madrid_pressure 8763 non-null float64\n",
+ " 30 Valencia_temp_max 8763 non-null float64\n",
+ " 31 Valencia_temp 8763 non-null float64\n",
+ " 32 Bilbao_weather_id 8763 non-null float64\n",
+ " 33 Seville_temp 8763 non-null float64\n",
+ " 34 Valencia_humidity 8763 non-null float64\n",
+ " 35 Valencia_temp_min 8763 non-null float64\n",
+ " 36 Barcelona_temp_max 8763 non-null float64\n",
+ " 37 Madrid_temp_max 8763 non-null float64\n",
+ " 38 Barcelona_temp 8763 non-null float64\n",
+ " 39 Bilbao_temp_min 8763 non-null float64\n",
+ " 40 Bilbao_temp 8763 non-null float64\n",
+ " 41 Barcelona_temp_min 8763 non-null float64\n",
+ " 42 Bilbao_temp_max 8763 non-null float64\n",
+ " 43 Seville_temp_min 8763 non-null float64\n",
+ " 44 Madrid_temp 8763 non-null float64\n",
+ " 45 Madrid_temp_min 8763 non-null float64\n",
+ " 46 load_shortfall_3h 8763 non-null float64\n",
+ " 47 time:year 8763 non-null int64 \n",
+ " 48 time:quarter 8763 non-null int64 \n",
+ " 49 time:month 8763 non-null int64 \n",
+ " 50 time:day 8763 non-null int64 \n",
+ " 51 time:day_of_week 8763 non-null int64 \n",
+ " 52 time:day_of_year 8763 non-null int64 \n",
+ " 53 time:weekofyear 8763 non-null int64 \n",
+ " 54 time:is_month_end 8763 non-null bool \n",
+ " 55 time:is_month_start 8763 non-null bool \n",
+ " 56 time:is_quarter_end 8763 non-null bool \n",
+ " 57 time:is_quarter_start 8763 non-null bool \n",
+ " 58 time:is_year_end 8763 non-null bool \n",
+ " 59 time:is_year_start 8763 non-null bool \n",
+ " 60 time:time 8763 non-null object \n",
+ " 61 time:hour 8763 non-null int64 \n",
+ " 62 time:is_weekend 8763 non-null bool \n",
+ " 63 time:day_part 7668 non-null object \n",
+ "dtypes: bool(7), float64(45), int64(8), object(4)\n",
+ "memory usage: 3.9+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "train['time:is_weekend']=train['time:is_weekend'].replace({0:False,1:True})\n",
+ "train.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "11bc947e",
+ "metadata": {
+ "execution": {
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+ "start_time": "2022-03-07T11:26:45.390800",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 2920 entries, 0 to 2919\n",
+ "Data columns (total 63 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Madrid_wind_speed 2920 non-null float64\n",
+ " 1 Valencia_wind_deg 2920 non-null object \n",
+ " 2 Bilbao_rain_1h 2920 non-null float64\n",
+ " 3 Valencia_wind_speed 2920 non-null float64\n",
+ " 4 Seville_humidity 2920 non-null float64\n",
+ " 5 Madrid_humidity 2920 non-null float64\n",
+ " 6 Bilbao_clouds_all 2920 non-null float64\n",
+ " 7 Bilbao_wind_speed 2920 non-null float64\n",
+ " 8 Seville_clouds_all 2920 non-null float64\n",
+ " 9 Bilbao_wind_deg 2920 non-null float64\n",
+ " 10 Barcelona_wind_speed 2920 non-null float64\n",
+ " 11 Barcelona_wind_deg 2920 non-null float64\n",
+ " 12 Madrid_clouds_all 2920 non-null float64\n",
+ " 13 Seville_wind_speed 2920 non-null float64\n",
+ " 14 Barcelona_rain_1h 2920 non-null float64\n",
+ " 15 Seville_pressure 2920 non-null object \n",
+ " 16 Seville_rain_1h 2920 non-null float64\n",
+ " 17 Bilbao_snow_3h 2920 non-null int64 \n",
+ " 18 Barcelona_pressure 2920 non-null float64\n",
+ " 19 Seville_rain_3h 2920 non-null float64\n",
+ " 20 Madrid_rain_1h 2920 non-null float64\n",
+ " 21 Barcelona_rain_3h 2920 non-null float64\n",
+ " 22 Valencia_snow_3h 2920 non-null int64 \n",
+ " 23 Madrid_weather_id 2920 non-null float64\n",
+ " 24 Barcelona_weather_id 2920 non-null float64\n",
+ " 25 Bilbao_pressure 2920 non-null float64\n",
+ " 26 Seville_weather_id 2920 non-null float64\n",
+ " 27 Valencia_pressure 2466 non-null float64\n",
+ " 28 Seville_temp_max 2920 non-null float64\n",
+ " 29 Madrid_pressure 2920 non-null float64\n",
+ " 30 Valencia_temp_max 2920 non-null float64\n",
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+ " 32 Bilbao_weather_id 2920 non-null float64\n",
+ " 33 Seville_temp 2920 non-null float64\n",
+ " 34 Valencia_humidity 2920 non-null float64\n",
+ " 35 Valencia_temp_min 2920 non-null float64\n",
+ " 36 Barcelona_temp_max 2920 non-null float64\n",
+ " 37 Madrid_temp_max 2920 non-null float64\n",
+ " 38 Barcelona_temp 2920 non-null float64\n",
+ " 39 Bilbao_temp_min 2920 non-null float64\n",
+ " 40 Bilbao_temp 2920 non-null float64\n",
+ " 41 Barcelona_temp_min 2920 non-null float64\n",
+ " 42 Bilbao_temp_max 2920 non-null float64\n",
+ " 43 Seville_temp_min 2920 non-null float64\n",
+ " 44 Madrid_temp 2920 non-null float64\n",
+ " 45 Madrid_temp_min 2920 non-null float64\n",
+ " 46 time:year 2920 non-null int64 \n",
+ " 47 time:quarter 2920 non-null int64 \n",
+ " 48 time:month 2920 non-null int64 \n",
+ " 49 time:day 2920 non-null int64 \n",
+ " 50 time:day_of_week 2920 non-null int64 \n",
+ " 51 time:day_of_year 2920 non-null int64 \n",
+ " 52 time:weekofyear 2920 non-null int64 \n",
+ " 53 time:is_month_end 2920 non-null bool \n",
+ " 54 time:is_month_start 2920 non-null bool \n",
+ " 55 time:is_quarter_end 2920 non-null bool \n",
+ " 56 time:is_quarter_start 2920 non-null bool \n",
+ " 57 time:is_year_end 2920 non-null bool \n",
+ " 58 time:is_year_start 2920 non-null bool \n",
+ " 59 time:time 2920 non-null object \n",
+ " 60 time:hour 2920 non-null int64 \n",
+ " 61 time:is_weekend 2920 non-null bool \n",
+ " 62 time:day_part 2555 non-null object \n",
+ "dtypes: bool(7), float64(42), int64(10), object(4)\n",
+ "memory usage: 1.3+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "test['time:is_weekend']=test['time:is_weekend'].replace({0:False,1:True})\n",
+ "test.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "a4c9fc6c",
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+ "0 6715.666667 2015 1 1 1 \n",
+ "1 4171.666667 2015 1 1 1 \n",
+ "2 4274.666667 2015 1 1 1 \n",
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+ "\n",
+ " time:day_of_week time:day_of_year time:weekofyear time:is_month_end \\\n",
+ "0 3 1 1 False \n",
+ "1 3 1 1 False \n",
+ "2 3 1 1 False \n",
+ "3 3 1 1 False \n",
+ "4 3 1 1 False \n",
+ "\n",
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+ "0 False False 3 False \n",
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+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "train=train.drop(['time:time','time:is_year_start','time:is_quarter_start','time:is_month_start'],axis=1)\n",
+ "train.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "fa7823dd",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:46.139082Z",
+ "iopub.status.busy": "2022-03-07T11:26:46.138424Z",
+ "iopub.status.idle": "2022-03-07T11:26:46.190284Z",
+ "shell.execute_reply": "2022-03-07T11:26:46.190786Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:51.517610Z"
+ },
+ "papermill": {
+ "duration": 0.184378,
+ "end_time": "2022-03-07T11:26:46.190973",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:46.006595",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
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+ "4 283.333333 0.0 1.000000 \n",
+ "\n",
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+ "1 0.0 sp25 0.0 0 \n",
+ "2 0.0 sp25 0.0 0 \n",
+ "3 0.0 sp25 0.0 0 \n",
+ "4 0.0 sp25 0.0 0 \n",
+ "\n",
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+ "0 1017.333333 0.0 0.0 0.0 \n",
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+ "\n",
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+ "1 284.150000 284.150000 721.000000 281.673333 \n",
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+ "3 283.483333 283.483333 801.333333 279.936667 \n",
+ "4 287.150000 287.150000 801.333333 285.570000 \n",
+ "\n",
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+ "1 53.666667 284.150000 284.816667 280.483333 \n",
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+ "4 41.000000 287.150000 287.483333 281.150000 \n",
+ "\n",
+ " Barcelona_temp Bilbao_temp_min Bilbao_temp Barcelona_temp_min \\\n",
+ "0 287.356667 276.150000 280.380000 286.816667 \n",
+ "1 284.190000 277.816667 281.010000 283.483333 \n",
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+ "3 283.190000 279.150000 281.740000 282.150000 \n",
+ "4 286.816667 281.816667 284.116667 286.150000 \n",
+ "\n",
+ " Bilbao_temp_max Seville_temp_min Madrid_temp Madrid_temp_min time:year \\\n",
+ "0 285.150000 283.150000 279.866667 279.150000 2018 \n",
+ "1 284.150000 281.150000 279.193333 278.150000 2018 \n",
+ "2 282.150000 280.483333 276.340000 276.150000 2018 \n",
+ "3 284.483333 279.150000 275.953333 274.483333 2018 \n",
+ "4 286.816667 284.483333 280.686667 280.150000 2018 \n",
+ "\n",
+ " time:quarter time:month time:day time:day_of_week time:day_of_year \\\n",
+ "0 1 1 1 0 1 \n",
+ "1 1 1 1 0 1 \n",
+ "2 1 1 1 0 1 \n",
+ "3 1 1 1 0 1 \n",
+ "4 1 1 1 0 1 \n",
+ "\n",
+ " time:weekofyear time:is_month_end time:is_quarter_end time:is_year_end \\\n",
+ "0 1 False False False \n",
+ "1 1 False False False \n",
+ "2 1 False False False \n",
+ "3 1 False False False \n",
+ "4 1 False False False \n",
+ "\n",
+ " time:hour time:is_weekend time:day_part \n",
+ "0 0 False None \n",
+ "1 3 False midnight \n",
+ "2 6 False early morning \n",
+ "3 9 False late morning \n",
+ "4 12 False noon "
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "test=test.drop(['time:time','time:is_year_start','time:is_quarter_start','time:is_month_start'],axis=1)\n",
+ "test.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "1ccb86f8",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:46.456333Z",
+ "iopub.status.busy": "2022-03-07T11:26:46.455674Z",
+ "iopub.status.idle": "2022-03-07T11:26:46.530681Z",
+ "shell.execute_reply": "2022-03-07T11:26:46.531215Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:51.575687Z"
+ },
+ "papermill": {
+ "duration": 0.211902,
+ "end_time": "2022-03-07T11:26:46.531388",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:46.319486",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
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+ " \n",
+ "
\n",
+ "
2882 rows × 60 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Madrid_wind_speed Valencia_wind_deg Bilbao_rain_1h \\\n",
+ "4 1.000000 level_7 0.0 \n",
+ "5 1.000000 level_7 0.0 \n",
+ "7 1.000000 level_9 0.0 \n",
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+ "\n",
+ " Valencia_wind_speed Seville_humidity Madrid_humidity \\\n",
+ "4 1.000000 59.000000 57.000000 \n",
+ "5 1.000000 69.666667 67.333333 \n",
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+ "8762 7.000000 78.666667 68.666667 \n",
+ "\n",
+ " Bilbao_clouds_all Bilbao_wind_speed Seville_clouds_all \\\n",
+ "4 2.000000 0.333333 0.000000 \n",
+ "5 12.333333 0.666667 0.000000 \n",
+ "7 8.666667 1.333333 0.000000 \n",
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+ "\n",
+ " Bilbao_wind_deg Barcelona_wind_speed Barcelona_wind_deg \\\n",
+ "4 185.000000 4.333333 260.000000 \n",
+ "5 191.333333 4.666667 254.666667 \n",
+ "7 238.666667 2.000000 310.000000 \n",
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+ "\n",
+ " Madrid_clouds_all Seville_wind_speed Barcelona_rain_1h \\\n",
+ "4 0.000000 3.000000 0.0 \n",
+ "5 0.000000 2.666667 0.0 \n",
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+ "\n",
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+ "\n",
+ " Seville_rain_3h Madrid_rain_1h Barcelona_rain_3h Valencia_snow_3h \\\n",
+ "4 0.0 0.0 0.0 0.0 \n",
+ "5 0.0 0.0 0.0 0.0 \n",
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+ "8762 800.000000 800.000000 1023.666667 \n",
+ "\n",
+ " Seville_weather_id Valencia_pressure Seville_temp_max \\\n",
+ "4 800.000000 NaN 285.513719 \n",
+ "5 800.000000 NaN 282.077844 \n",
+ "7 800.000000 1005.666667 276.457333 \n",
+ "12 800.000000 NaN 285.707052 \n",
+ "15 800.000000 1006.666667 277.625333 \n",
+ "... ... ... ... \n",
+ "8755 800.666667 NaN 283.816667 \n",
+ "8756 802.000000 NaN 283.483333 \n",
+ "8757 707.666667 NaN 284.483333 \n",
+ "8758 769.333333 NaN 285.483333 \n",
+ "8762 801.666667 NaN 289.150000 \n",
+ "\n",
+ " Madrid_pressure Valencia_temp_max Valencia_temp Bilbao_weather_id \\\n",
+ "4 1035.333333 283.015115 283.015115 800.000000 \n",
+ "5 1013.333333 277.622563 277.622563 800.666667 \n",
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+ "8758 1024.000000 282.483333 282.483333 802.333333 \n",
+ "8762 1027.333333 289.483333 289.483333 801.000000 \n",
+ "\n",
+ " Seville_temp Valencia_humidity Valencia_temp_min Barcelona_temp_max \\\n",
+ "4 285.513719 58.333333 283.015115 284.213167 \n",
+ "5 282.077844 72.666667 277.622563 284.165625 \n",
+ "7 276.457333 82.000000 271.040667 282.474000 \n",
+ "12 285.707052 46.333333 284.821781 285.902333 \n",
+ "15 277.625333 78.666667 272.211000 283.386667 \n",
+ "... ... ... ... ... \n",
+ "8755 282.806667 74.333333 283.816667 283.483333 \n",
+ "8756 282.876667 75.666667 281.816667 283.150000 \n",
+ "8757 284.103333 77.000000 280.483333 281.150000 \n",
+ "8758 285.076667 71.333333 282.483333 282.150000 \n",
+ "8762 288.140000 50.000000 289.483333 287.816667 \n",
+ "\n",
+ " Madrid_temp_max Barcelona_temp Bilbao_temp_min Bilbao_temp \\\n",
+ "4 280.678437 284.213167 282.252063 282.252063 \n",
+ "5 274.639229 284.165625 277.919000 277.919000 \n",
+ "7 266.882333 282.474000 272.903167 272.903167 \n",
+ "12 282.448177 285.902333 282.730115 282.730115 \n",
+ "15 269.146167 283.386667 273.145219 273.145219 \n",
+ "... ... ... ... ... \n",
+ "8755 278.150000 281.983333 283.816667 286.443333 \n",
+ "8756 278.150000 282.066667 284.150000 286.830000 \n",
+ "8757 279.816667 279.856667 284.150000 286.680000 \n",
+ "8758 280.816667 281.276667 285.150000 287.573333 \n",
+ "8762 282.150000 287.483333 276.816667 281.020000 \n",
+ "\n",
+ " Barcelona_temp_min Bilbao_temp_max Seville_temp_min Madrid_temp \\\n",
+ "4 284.213167 282.252063 285.513719 280.678437 \n",
+ "5 284.165625 277.919000 282.077844 274.639229 \n",
+ "7 282.474000 272.903167 276.457333 266.882333 \n",
+ "12 285.902333 282.730115 285.707052 282.448177 \n",
+ "15 283.386667 273.145219 277.625333 269.146167 \n",
+ "... ... ... ... ... \n",
+ "8755 280.483333 289.483333 282.150000 278.006667 \n",
+ "8756 280.816667 290.150000 282.483333 278.006667 \n",
+ "8757 278.483333 289.816667 283.816667 279.716667 \n",
+ "8758 280.483333 290.150000 284.816667 279.686667 \n",
+ "8762 287.150000 285.150000 287.483333 281.396667 \n",
+ "\n",
+ " Madrid_temp_min load_shortfall_3h time:year time:quarter time:month \\\n",
+ "4 280.678437 6620.666667 2015 1 1 \n",
+ "5 274.639229 6842.000000 2015 1 1 \n",
+ "7 266.882333 10866.000000 2015 1 1 \n",
+ "12 282.448177 65.000000 2015 1 1 \n",
+ "15 269.146167 7125.333333 2015 1 1 \n",
+ "... ... ... ... ... ... \n",
+ "8755 277.816667 7801.000000 2017 4 12 \n",
+ "8756 277.816667 3702.666667 2017 4 12 \n",
+ "8757 279.483333 -380.666667 2017 4 12 \n",
+ "8758 278.483333 -28.333333 2017 4 12 \n",
+ "8762 280.483333 2780.666667 2017 4 12 \n",
+ "\n",
+ " time:day time:day_of_week time:day_of_year time:weekofyear \\\n",
+ "4 1 3 1 1 \n",
+ "5 1 3 1 1 \n",
+ "7 2 4 2 1 \n",
+ "12 2 4 2 1 \n",
+ "15 3 5 3 1 \n",
+ "... ... ... ... ... \n",
+ "8755 31 6 365 52 \n",
+ "8756 31 6 365 52 \n",
+ "8757 31 6 365 52 \n",
+ "8758 31 6 365 52 \n",
+ "8762 31 6 365 52 \n",
+ "\n",
+ " time:is_month_end time:is_quarter_end time:is_year_end time:hour \\\n",
+ "4 False False False 15 \n",
+ "5 False False False 18 \n",
+ "7 False False False 0 \n",
+ "12 False False False 15 \n",
+ "15 False False False 0 \n",
+ "... ... ... ... ... \n",
+ "8755 True True True 0 \n",
+ "8756 True True True 3 \n",
+ "8757 True True True 6 \n",
+ "8758 True True True 9 \n",
+ "8762 True True True 21 \n",
+ "\n",
+ " time:is_weekend time:day_part \n",
+ "4 False afternoon \n",
+ "5 False evening \n",
+ "7 False None \n",
+ "12 False afternoon \n",
+ "15 True None \n",
+ "... ... ... \n",
+ "8755 True None \n",
+ "8756 True midnight \n",
+ "8757 True early morning \n",
+ "8758 True late morning \n",
+ "8762 True night \n",
+ "\n",
+ "[2882 rows x 60 columns]"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "train[train.isna().any(axis=1)]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "c79d8ddc",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:46.831989Z",
+ "iopub.status.busy": "2022-03-07T11:26:46.831342Z",
+ "iopub.status.idle": "2022-03-07T11:26:46.835785Z",
+ "shell.execute_reply": "2022-03-07T11:26:46.835295Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:51.656833Z"
+ },
+ "papermill": {
+ "duration": 0.161263,
+ "end_time": "2022-03-07T11:26:46.835923",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:46.674660",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array(['midnight', 'early morning', 'late morning', 'noon', 'afternoon',\n",
+ " 'evening', 'night', nan], dtype=object)"
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import numpy as np\n",
+ "train['time:day_part'] = train['time:day_part'].fillna(value=np.nan)\n",
+ "train['time:day_part'].unique()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "c4fe3939",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:47.142686Z",
+ "iopub.status.busy": "2022-03-07T11:26:47.142000Z",
+ "iopub.status.idle": "2022-03-07T11:26:47.144848Z",
+ "shell.execute_reply": "2022-03-07T11:26:47.145375Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:51.668230Z"
+ },
+ "papermill": {
+ "duration": 0.178557,
+ "end_time": "2022-03-07T11:26:47.145542",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:46.966985",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([nan, 'midnight', 'early morning', 'late morning', 'noon',\n",
+ " 'afternoon', 'evening', 'night'], dtype=object)"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "test['time:day_part'] = test['time:day_part'].fillna(value=np.nan)\n",
+ "test['time:day_part'].unique()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "b85e520b",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:47.416984Z",
+ "iopub.status.busy": "2022-03-07T11:26:47.413158Z",
+ "iopub.status.idle": "2022-03-07T11:26:47.427189Z",
+ "shell.execute_reply": "2022-03-07T11:26:47.426553Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:51.684065Z"
+ },
+ "papermill": {
+ "duration": 0.150608,
+ "end_time": "2022-03-07T11:26:47.427336",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:47.276728",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Valencia_pressure 23.6\n",
+ "time:day_part 12.5\n",
+ "Valencia_temp 0.0\n",
+ "Seville_temp 0.0\n",
+ "Valencia_humidity 0.0\n",
+ "dtype: float64"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "round(train.isnull().sum()*100/len(train),2).sort_values(ascending=False)[:5]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "22a37701",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:47.709656Z",
+ "iopub.status.busy": "2022-03-07T11:26:47.708606Z",
+ "iopub.status.idle": "2022-03-07T11:26:47.716139Z",
+ "shell.execute_reply": "2022-03-07T11:26:47.716634Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:51.704518Z"
+ },
+ "papermill": {
+ "duration": 0.15198,
+ "end_time": "2022-03-07T11:26:47.716801",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:47.564821",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Valencia_pressure 23.6\n",
+ "Madrid_wind_speed 0.0\n",
+ "Valencia_temp 0.0\n",
+ "Seville_temp 0.0\n",
+ "Valencia_humidity 0.0\n",
+ "dtype: float64"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "train['time:day_part'] = train['time:day_part'].fillna(value='midnight')\n",
+ "round(train.isnull().sum()*100/len(train),2).sort_values(ascending=False)[:5]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "85f29254",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:47.983256Z",
+ "iopub.status.busy": "2022-03-07T11:26:47.982182Z",
+ "iopub.status.idle": "2022-03-07T11:26:47.994061Z",
+ "shell.execute_reply": "2022-03-07T11:26:47.994599Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:51.724740Z"
+ },
+ "papermill": {
+ "duration": 0.147204,
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+ "exception": false,
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+ "data": {
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+ "test['time:day_part'] = test['time:day_part'].fillna(value='midnight')\n",
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+ "train['time:day_part']=train['time:day_part'].replace({'midnight':0, 'early morning':1, 'late morning':2, 'noon':3,\n",
+ " 'afternoon':4,'evening':5, 'night':6 })\n",
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+ ],
+ "text/plain": [
+ " Madrid_wind_speed Valencia_wind_deg Bilbao_rain_1h Valencia_wind_speed \\\n",
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+ "1 0.333333 level_10 0.0 1.666667 \n",
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+ "\n",
+ " Seville_humidity Madrid_humidity Bilbao_clouds_all Bilbao_wind_speed \\\n",
+ "0 74.333333 64.000000 0.0 1.000000 \n",
+ "1 78.333333 64.666667 0.0 1.000000 \n",
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+ "\n",
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+ "4 282.252063 285.513719 280.678437 280.678437 \n",
+ "\n",
+ " load_shortfall_3h timeyear timequarter timemonth timeday \\\n",
+ "0 6715.666667 2015 1 1 1 \n",
+ "1 4171.666667 2015 1 1 1 \n",
+ "2 4274.666667 2015 1 1 1 \n",
+ "3 5075.666667 2015 1 1 1 \n",
+ "4 6620.666667 2015 1 1 1 \n",
+ "\n",
+ " timeday_of_week timeday_of_year timeweekofyear timeis_month_end \\\n",
+ "0 3 1 1 False \n",
+ "1 3 1 1 False \n",
+ "2 3 1 1 False \n",
+ "3 3 1 1 False \n",
+ "4 3 1 1 False \n",
+ "\n",
+ " timeis_quarter_end timeis_year_end timehour timeis_weekend timeday_part \n",
+ "0 False False 3 False 0 \n",
+ "1 False False 6 False 1 \n",
+ "2 False False 9 False 2 \n",
+ "3 False False 12 False 3 \n",
+ "4 False False 15 False 4 "
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import re\n",
+ "train = train.rename(columns = lambda x:re.sub('[^A-Za-z0-9_]+', '', x))\n",
+ "train.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "7a41c8a6",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:49.923317Z",
+ "iopub.status.busy": "2022-03-07T11:26:49.922606Z",
+ "iopub.status.idle": "2022-03-07T11:26:49.973343Z",
+ "shell.execute_reply": "2022-03-07T11:26:49.973831Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:51.932787Z"
+ },
+ "papermill": {
+ "duration": 0.191304,
+ "end_time": "2022-03-07T11:26:49.974013",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:49.782709",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ " 800.000000 \n",
+ " NaN \n",
+ " 287.150000 \n",
+ " 1032.333333 \n",
+ " 287.150000 \n",
+ " 287.150000 \n",
+ " 801.333333 \n",
+ " 285.570000 \n",
+ " 41.000000 \n",
+ " 287.150000 \n",
+ " 287.483333 \n",
+ " 281.150000 \n",
+ " 286.816667 \n",
+ " 281.816667 \n",
+ " 284.116667 \n",
+ " 286.150000 \n",
+ " 286.816667 \n",
+ " 284.483333 \n",
+ " 280.686667 \n",
+ " 280.150000 \n",
+ " 2018 \n",
+ " 1 \n",
+ " 1 \n",
+ " 1 \n",
+ " 0 \n",
+ " 1 \n",
+ " 1 \n",
+ " False \n",
+ " False \n",
+ " False \n",
+ " 12 \n",
+ " False \n",
+ " 3 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Madrid_wind_speed Valencia_wind_deg Bilbao_rain_1h Valencia_wind_speed \\\n",
+ "0 5.000000 level_8 0.0 5.000000 \n",
+ "1 4.666667 level_8 0.0 5.333333 \n",
+ "2 2.333333 level_7 0.0 5.000000 \n",
+ "3 2.666667 level_7 0.0 5.333333 \n",
+ "4 4.000000 level_7 0.0 8.666667 \n",
+ "\n",
+ " Seville_humidity Madrid_humidity Bilbao_clouds_all Bilbao_wind_speed \\\n",
+ "0 87.000000 71.333333 20.000000 3.000000 \n",
+ "1 89.000000 78.000000 0.000000 3.666667 \n",
+ "2 89.000000 89.666667 0.000000 2.333333 \n",
+ "3 93.333333 82.666667 26.666667 5.666667 \n",
+ "4 65.333333 64.000000 26.666667 10.666667 \n",
+ "\n",
+ " Seville_clouds_all Bilbao_wind_deg Barcelona_wind_speed \\\n",
+ "0 0.000000 193.333333 4.000000 \n",
+ "1 0.000000 143.333333 4.666667 \n",
+ "2 6.666667 130.000000 4.000000 \n",
+ "3 6.666667 196.666667 2.333333 \n",
+ "4 0.000000 233.333333 4.666667 \n",
+ "\n",
+ " Barcelona_wind_deg Madrid_clouds_all Seville_wind_speed \\\n",
+ "0 176.666667 0.0 1.000000 \n",
+ "1 266.666667 0.0 0.666667 \n",
+ "2 263.333333 0.0 0.666667 \n",
+ "3 86.666667 0.0 1.333333 \n",
+ "4 283.333333 0.0 1.000000 \n",
+ "\n",
+ " Barcelona_rain_1h Seville_pressure Seville_rain_1h Bilbao_snow_3h \\\n",
+ "0 0.0 sp25 0.0 0 \n",
+ "1 0.0 sp25 0.0 0 \n",
+ "2 0.0 sp25 0.0 0 \n",
+ "3 0.0 sp25 0.0 0 \n",
+ "4 0.0 sp25 0.0 0 \n",
+ "\n",
+ " Barcelona_pressure Seville_rain_3h Madrid_rain_1h Barcelona_rain_3h \\\n",
+ "0 1017.333333 0.0 0.0 0.0 \n",
+ "1 1020.333333 0.0 0.0 0.0 \n",
+ "2 1023.000000 0.0 0.0 0.0 \n",
+ "3 1025.666667 0.0 0.0 0.0 \n",
+ "4 1026.000000 0.0 0.0 0.0 \n",
+ "\n",
+ " Valencia_snow_3h Madrid_weather_id Barcelona_weather_id Bilbao_pressure \\\n",
+ "0 0 800.0 800.000000 1025.666667 \n",
+ "1 0 800.0 800.333333 1026.666667 \n",
+ "2 0 800.0 800.000000 1025.333333 \n",
+ "3 0 800.0 800.000000 1025.000000 \n",
+ "4 0 800.0 800.333333 1022.333333 \n",
+ "\n",
+ " Seville_weather_id Valencia_pressure Seville_temp_max Madrid_pressure \\\n",
+ "0 800.000000 NaN 284.483333 1030.000000 \n",
+ "1 800.000000 NaN 282.483333 1030.333333 \n",
+ "2 800.333333 NaN 280.816667 1030.666667 \n",
+ "3 800.333333 NaN 281.150000 1032.333333 \n",
+ "4 800.000000 NaN 287.150000 1032.333333 \n",
+ "\n",
+ " Valencia_temp_max Valencia_temp Bilbao_weather_id Seville_temp \\\n",
+ "0 287.483333 287.483333 801.000000 283.673333 \n",
+ "1 284.150000 284.150000 721.000000 281.673333 \n",
+ "2 282.816667 282.816667 800.000000 280.613333 \n",
+ "3 283.483333 283.483333 801.333333 279.936667 \n",
+ "4 287.150000 287.150000 801.333333 285.570000 \n",
+ "\n",
+ " Valencia_humidity Valencia_temp_min Barcelona_temp_max Madrid_temp_max \\\n",
+ "0 46.333333 287.483333 287.816667 280.816667 \n",
+ "1 53.666667 284.150000 284.816667 280.483333 \n",
+ "2 42.000000 282.816667 284.483333 276.483333 \n",
+ "3 45.000000 283.483333 284.150000 277.150000 \n",
+ "4 41.000000 287.150000 287.483333 281.150000 \n",
+ "\n",
+ " Barcelona_temp Bilbao_temp_min Bilbao_temp Barcelona_temp_min \\\n",
+ "0 287.356667 276.150000 280.380000 286.816667 \n",
+ "1 284.190000 277.816667 281.010000 283.483333 \n",
+ "2 283.150000 276.816667 279.196667 281.816667 \n",
+ "3 283.190000 279.150000 281.740000 282.150000 \n",
+ "4 286.816667 281.816667 284.116667 286.150000 \n",
+ "\n",
+ " Bilbao_temp_max Seville_temp_min Madrid_temp Madrid_temp_min timeyear \\\n",
+ "0 285.150000 283.150000 279.866667 279.150000 2018 \n",
+ "1 284.150000 281.150000 279.193333 278.150000 2018 \n",
+ "2 282.150000 280.483333 276.340000 276.150000 2018 \n",
+ "3 284.483333 279.150000 275.953333 274.483333 2018 \n",
+ "4 286.816667 284.483333 280.686667 280.150000 2018 \n",
+ "\n",
+ " timequarter timemonth timeday timeday_of_week timeday_of_year \\\n",
+ "0 1 1 1 0 1 \n",
+ "1 1 1 1 0 1 \n",
+ "2 1 1 1 0 1 \n",
+ "3 1 1 1 0 1 \n",
+ "4 1 1 1 0 1 \n",
+ "\n",
+ " timeweekofyear timeis_month_end timeis_quarter_end timeis_year_end \\\n",
+ "0 1 False False False \n",
+ "1 1 False False False \n",
+ "2 1 False False False \n",
+ "3 1 False False False \n",
+ "4 1 False False False \n",
+ "\n",
+ " timehour timeis_weekend timeday_part \n",
+ "0 0 False 0 \n",
+ "1 3 False 0 \n",
+ "2 6 False 1 \n",
+ "3 9 False 2 \n",
+ "4 12 False 3 "
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "test = test.rename(columns = lambda x:re.sub('[^A-Za-z0-9_]+', '', x))\n",
+ "test.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "46f04854",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:50.254214Z",
+ "iopub.status.busy": "2022-03-07T11:26:50.253568Z",
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+ "shell.execute_reply": "2022-03-07T11:26:50.269605Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:51.990014Z"
+ },
+ "papermill": {
+ "duration": 0.159208,
+ "end_time": "2022-03-07T11:26:50.269764",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:50.110556",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "1 1072\n",
+ "5 915\n",
+ "4 914\n",
+ "3 890\n",
+ "7 882\n",
+ "6 881\n",
+ "2 874\n",
+ "10 839\n",
+ "8 798\n",
+ "9 698\n",
+ "Name: Valencia_wind_deg, dtype: int64"
+ ]
+ },
+ "execution_count": 29,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "train.Valencia_wind_deg=train.Valencia_wind_deg.replace({'level_5':5, 'level_10':10, 'level_9':9, 'level_8':8,\n",
+ " 'level_7':7, 'level_6':6,'level_4':4, 'level_3':3, 'level_1':1, \n",
+ " 'level_2':2})\n",
+ "train.Valencia_wind_deg.value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "36502e4c",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:50.558194Z",
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+ "shell.execute_reply": "2022-03-07T11:26:50.570978Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:52.014631Z"
+ },
+ "papermill": {
+ "duration": 0.164888,
+ "end_time": "2022-03-07T11:26:50.571140",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:50.406252",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "8 414\n",
+ "9 364\n",
+ "10 328\n",
+ "7 319\n",
+ "6 303\n",
+ "3 277\n",
+ "4 263\n",
+ "5 260\n",
+ "2 252\n",
+ "1 140\n",
+ "Name: Valencia_wind_deg, dtype: int64"
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "test.Valencia_wind_deg=test.Valencia_wind_deg.replace({'level_5':5, 'level_10':10, 'level_9':9, 'level_8':8,\n",
+ " 'level_7':7, 'level_6':6,'level_4':4, 'level_3':3, 'level_1':1, \n",
+ " 'level_2':2})\n",
+ "test.Valencia_wind_deg.value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "id": "b4a7b6ca",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:50.851256Z",
+ "iopub.status.busy": "2022-03-07T11:26:50.850562Z",
+ "iopub.status.idle": "2022-03-07T11:26:50.866224Z",
+ "shell.execute_reply": "2022-03-07T11:26:50.866705Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:52.033509Z"
+ },
+ "papermill": {
+ "duration": 0.158178,
+ "end_time": "2022-03-07T11:26:50.866866",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:50.708688",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 8763 entries, 0 to 8762\n",
+ "Data columns (total 60 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Madrid_wind_speed 8763 non-null float64\n",
+ " 1 Valencia_wind_deg 8763 non-null int64 \n",
+ " 2 Bilbao_rain_1h 8763 non-null float64\n",
+ " 3 Valencia_wind_speed 8763 non-null float64\n",
+ " 4 Seville_humidity 8763 non-null float64\n",
+ " 5 Madrid_humidity 8763 non-null float64\n",
+ " 6 Bilbao_clouds_all 8763 non-null float64\n",
+ " 7 Bilbao_wind_speed 8763 non-null float64\n",
+ " 8 Seville_clouds_all 8763 non-null float64\n",
+ " 9 Bilbao_wind_deg 8763 non-null float64\n",
+ " 10 Barcelona_wind_speed 8763 non-null float64\n",
+ " 11 Barcelona_wind_deg 8763 non-null float64\n",
+ " 12 Madrid_clouds_all 8763 non-null float64\n",
+ " 13 Seville_wind_speed 8763 non-null float64\n",
+ " 14 Barcelona_rain_1h 8763 non-null float64\n",
+ " 15 Seville_pressure 8763 non-null object \n",
+ " 16 Seville_rain_1h 8763 non-null float64\n",
+ " 17 Bilbao_snow_3h 8763 non-null float64\n",
+ " 18 Barcelona_pressure 8763 non-null float64\n",
+ " 19 Seville_rain_3h 8763 non-null float64\n",
+ " 20 Madrid_rain_1h 8763 non-null float64\n",
+ " 21 Barcelona_rain_3h 8763 non-null float64\n",
+ " 22 Valencia_snow_3h 8763 non-null float64\n",
+ " 23 Madrid_weather_id 8763 non-null float64\n",
+ " 24 Barcelona_weather_id 8763 non-null float64\n",
+ " 25 Bilbao_pressure 8763 non-null float64\n",
+ " 26 Seville_weather_id 8763 non-null float64\n",
+ " 27 Valencia_pressure 6695 non-null float64\n",
+ " 28 Seville_temp_max 8763 non-null float64\n",
+ " 29 Madrid_pressure 8763 non-null float64\n",
+ " 30 Valencia_temp_max 8763 non-null float64\n",
+ " 31 Valencia_temp 8763 non-null float64\n",
+ " 32 Bilbao_weather_id 8763 non-null float64\n",
+ " 33 Seville_temp 8763 non-null float64\n",
+ " 34 Valencia_humidity 8763 non-null float64\n",
+ " 35 Valencia_temp_min 8763 non-null float64\n",
+ " 36 Barcelona_temp_max 8763 non-null float64\n",
+ " 37 Madrid_temp_max 8763 non-null float64\n",
+ " 38 Barcelona_temp 8763 non-null float64\n",
+ " 39 Bilbao_temp_min 8763 non-null float64\n",
+ " 40 Bilbao_temp 8763 non-null float64\n",
+ " 41 Barcelona_temp_min 8763 non-null float64\n",
+ " 42 Bilbao_temp_max 8763 non-null float64\n",
+ " 43 Seville_temp_min 8763 non-null float64\n",
+ " 44 Madrid_temp 8763 non-null float64\n",
+ " 45 Madrid_temp_min 8763 non-null float64\n",
+ " 46 load_shortfall_3h 8763 non-null float64\n",
+ " 47 timeyear 8763 non-null int64 \n",
+ " 48 timequarter 8763 non-null int64 \n",
+ " 49 timemonth 8763 non-null int64 \n",
+ " 50 timeday 8763 non-null int64 \n",
+ " 51 timeday_of_week 8763 non-null int64 \n",
+ " 52 timeday_of_year 8763 non-null int64 \n",
+ " 53 timeweekofyear 8763 non-null int64 \n",
+ " 54 timeis_month_end 8763 non-null bool \n",
+ " 55 timeis_quarter_end 8763 non-null bool \n",
+ " 56 timeis_year_end 8763 non-null bool \n",
+ " 57 timehour 8763 non-null int64 \n",
+ " 58 timeis_weekend 8763 non-null bool \n",
+ " 59 timeday_part 8763 non-null int64 \n",
+ "dtypes: bool(4), float64(45), int64(10), object(1)\n",
+ "memory usage: 3.8+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "train.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "624241a1",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:51.169342Z",
+ "iopub.status.busy": "2022-03-07T11:26:51.168636Z",
+ "iopub.status.idle": "2022-03-07T11:26:51.174199Z",
+ "shell.execute_reply": "2022-03-07T11:26:51.174843Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:52.055910Z"
+ },
+ "papermill": {
+ "duration": 0.171277,
+ "end_time": "2022-03-07T11:26:51.175042",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:51.003765",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array(['sp25', 'sp23', 'sp24', 'sp21', 'sp16', 'sp9', 'sp15', 'sp19',\n",
+ " 'sp22', 'sp11', 'sp8', 'sp4', 'sp6', 'sp13', 'sp17', 'sp20',\n",
+ " 'sp18', 'sp14', 'sp12', 'sp5', 'sp10', 'sp7', 'sp3', 'sp2', 'sp1'],\n",
+ " dtype=object)"
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "train.Seville_pressure.unique()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "id": "138e7048",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:51.508221Z",
+ "iopub.status.busy": "2022-03-07T11:26:51.507241Z",
+ "iopub.status.idle": "2022-03-07T11:26:51.536343Z",
+ "shell.execute_reply": "2022-03-07T11:26:51.536834Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:52.066170Z"
+ },
+ "papermill": {
+ "duration": 0.197157,
+ "end_time": "2022-03-07T11:26:51.537020",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:51.339863",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "13 500\n",
+ "10 460\n",
+ "8 418\n",
+ "6 411\n",
+ "25 410\n",
+ "21 408\n",
+ "24 405\n",
+ "4 404\n",
+ "17 401\n",
+ "18 395\n",
+ "22 392\n",
+ "16 392\n",
+ "12 378\n",
+ "5 372\n",
+ "19 357\n",
+ "20 340\n",
+ "23 339\n",
+ "15 326\n",
+ "2 325\n",
+ "3 309\n",
+ "1 270\n",
+ "14 255\n",
+ "9 183\n",
+ "7 174\n",
+ "11 139\n",
+ "Name: Seville_pressure, dtype: int64"
+ ]
+ },
+ "execution_count": 33,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "train.Seville_pressure=train.Seville_pressure.replace({'sp25':25, 'sp23':23, 'sp24':24, 'sp21':21, 'sp16':16, \n",
+ " 'sp9':9, 'sp15':15, 'sp19':19,\n",
+ " 'sp22':22, 'sp11':11, 'sp8':8, 'sp4':4, 'sp6':6, 'sp13':13, \n",
+ " 'sp17':17, 'sp20':20,\n",
+ " 'sp18':18, 'sp14':14, 'sp12':12, 'sp5':5, 'sp10':10, 'sp7':7,\n",
+ " 'sp3':3, 'sp2':2, 'sp1':1})\n",
+ "train.Seville_pressure.value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "id": "4de16862",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:52.000038Z",
+ "iopub.status.busy": "2022-03-07T11:26:51.999007Z",
+ "iopub.status.idle": "2022-03-07T11:26:52.019847Z",
+ "shell.execute_reply": "2022-03-07T11:26:52.019351Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:52.104008Z"
+ },
+ "papermill": {
+ "duration": 0.343835,
+ "end_time": "2022-03-07T11:26:52.020020",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:51.676185",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "1 233\n",
+ "10 213\n",
+ "8 211\n",
+ "6 208\n",
+ "3 168\n",
+ "13 168\n",
+ "5 165\n",
+ "4 151\n",
+ "12 145\n",
+ "2 142\n",
+ "22 101\n",
+ "15 100\n",
+ "21 87\n",
+ "23 85\n",
+ "20 85\n",
+ "19 85\n",
+ "16 84\n",
+ "18 77\n",
+ "9 76\n",
+ "17 72\n",
+ "14 63\n",
+ "7 61\n",
+ "24 59\n",
+ "11 50\n",
+ "25 31\n",
+ "Name: Seville_pressure, dtype: int64"
+ ]
+ },
+ "execution_count": 34,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "test.Seville_pressure=test.Seville_pressure.replace({'sp25':25, 'sp23':23, 'sp24':24, 'sp21':21, 'sp16':16, \n",
+ " 'sp9':9, 'sp15':15, 'sp19':19,\n",
+ " 'sp22':22, 'sp11':11, 'sp8':8, 'sp4':4, 'sp6':6, 'sp13':13, \n",
+ " 'sp17':17, 'sp20':20,\n",
+ " 'sp18':18, 'sp14':14, 'sp12':12, 'sp5':5, 'sp10':10, 'sp7':7,\n",
+ " 'sp3':3, 'sp2':2, 'sp1':1})\n",
+ "test.Seville_pressure.value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "id": "1aa31d19",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:52.303450Z",
+ "iopub.status.busy": "2022-03-07T11:26:52.302385Z",
+ "iopub.status.idle": "2022-03-07T11:26:54.314050Z",
+ "shell.execute_reply": "2022-03-07T11:26:54.313423Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:52.128127Z"
+ },
+ "papermill": {
+ "duration": 2.154718,
+ "end_time": "2022-03-07T11:26:54.314193",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:52.159475",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "fatal: destination path 'kuma_utils' already exists and is not an empty directory.\n"
+ ]
+ }
+ ],
+ "source": [
+ "# !rm -r kuma_utils\n",
+ "!git clone https://github.com/analokmaus/kuma_utils.git"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "id": "f2ffdd6d",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:54.608220Z",
+ "iopub.status.busy": "2022-03-07T11:26:54.607520Z",
+ "iopub.status.idle": "2022-03-07T11:26:55.582196Z",
+ "shell.execute_reply": "2022-03-07T11:26:55.581555Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:55.195198Z"
+ },
+ "papermill": {
+ "duration": 1.123606,
+ "end_time": "2022-03-07T11:26:55.582356",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:54.458750",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "import sys\n",
+ "sys.path.append(\"kuma_utils/\")\n",
+ "from kuma_utils.preprocessing.imputer import LGBMImputer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "id": "77146d26",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:55.875985Z",
+ "iopub.status.busy": "2022-03-07T11:26:55.875342Z",
+ "iopub.status.idle": "2022-03-07T11:26:55.878025Z",
+ "shell.execute_reply": "2022-03-07T11:26:55.878618Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:56.825603Z"
+ },
+ "papermill": {
+ "duration": 0.151807,
+ "end_time": "2022-03-07T11:26:55.878775",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:55.726968",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['Madrid_wind_speed',\n",
+ " 'Valencia_wind_deg',\n",
+ " 'Bilbao_rain_1h',\n",
+ " 'Valencia_wind_speed',\n",
+ " 'Seville_humidity']"
+ ]
+ },
+ "execution_count": 37,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "col=train.columns.tolist()\n",
+ "col.remove('load_shortfall_3h')\n",
+ "col[:5]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "id": "bddc75d3",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:56.175271Z",
+ "iopub.status.busy": "2022-03-07T11:26:56.173936Z",
+ "iopub.status.idle": "2022-03-07T11:26:57.884344Z",
+ "shell.execute_reply": "2022-03-07T11:26:57.885055Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:57.024483Z"
+ },
+ "papermill": {
+ "duration": 1.861557,
+ "end_time": "2022-03-07T11:26:57.885272",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:56.023715",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "b27923c6cb29433fae732b02d433ce54",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ " 0%| | 0/1 [00:00, ?it/s]"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "bfebf3a34f9c4667a14681b188ad78e2",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ " 0%| | 0/1 [00:00, ?it/s]"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: total: 9.72 s\n",
+ "Wall time: 1.57 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%%time\n",
+ "lgbm_imtr = LGBMImputer(n_iter=500)\n",
+ "\n",
+ "train_iterimp = lgbm_imtr.fit_transform(train[col])\n",
+ "test_iterimp = lgbm_imtr.transform(test[col])\n",
+ "\n",
+ "# Create train test imputed dataframe\n",
+ "train_ = pd.DataFrame(train_iterimp, columns=col)\n",
+ "test = pd.DataFrame(test_iterimp, columns=col)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "id": "011777a1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#!pip install --user lightgbm==3.2.1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "id": "27ab63ea",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:58.194369Z",
+ "iopub.status.busy": "2022-03-07T11:26:58.193656Z",
+ "iopub.status.idle": "2022-03-07T11:26:58.246006Z",
+ "shell.execute_reply": "2022-03-07T11:26:58.246542Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:58.798514Z"
+ },
+ "papermill": {
+ "duration": 0.207094,
+ "end_time": "2022-03-07T11:26:58.246709",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:58.039615",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
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+ " \n",
+ " \n",
+ " \n",
+ " Madrid_wind_speed \n",
+ " Valencia_wind_deg \n",
+ " Bilbao_rain_1h \n",
+ " Valencia_wind_speed \n",
+ " Seville_humidity \n",
+ " Madrid_humidity \n",
+ " Bilbao_clouds_all \n",
+ " Bilbao_wind_speed \n",
+ " Seville_clouds_all \n",
+ " Bilbao_wind_deg \n",
+ " Barcelona_wind_speed \n",
+ " Barcelona_wind_deg \n",
+ " Madrid_clouds_all \n",
+ " Seville_wind_speed \n",
+ " Barcelona_rain_1h \n",
+ " Seville_pressure \n",
+ " Seville_rain_1h \n",
+ " Bilbao_snow_3h \n",
+ " Barcelona_pressure \n",
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+ ],
+ "text/plain": [
+ " Madrid_wind_speed Valencia_wind_deg Bilbao_rain_1h Valencia_wind_speed \\\n",
+ "0 0.666667 5 0.0 0.666667 \n",
+ "1 0.333333 10 0.0 1.666667 \n",
+ "2 1.000000 9 0.0 1.000000 \n",
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+ "4 1.000000 7 0.0 1.000000 \n",
+ "\n",
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+ "0 74.333333 64.000000 0.0 1.000000 \n",
+ "1 78.333333 64.666667 0.0 1.000000 \n",
+ "2 71.333333 64.333333 0.0 1.000000 \n",
+ "3 65.333333 56.333333 0.0 1.000000 \n",
+ "4 59.000000 57.000000 2.0 0.333333 \n",
+ "\n",
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+ "\n",
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+ "0 0.0 25 0.0 0.0 \n",
+ "1 0.0 25 0.0 0.0 \n",
+ "2 0.0 25 0.0 0.0 \n",
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+ "\n",
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+ "0 269.338615 274.254667 265.938000 265.938000 2015 \n",
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+ "\n",
+ " timeweekofyear timeis_month_end timeis_quarter_end timeis_year_end \\\n",
+ "0 1 False False False \n",
+ "1 1 False False False \n",
+ "2 1 False False False \n",
+ "3 1 False False False \n",
+ "4 1 False False False \n",
+ "\n",
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+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "train_['load_shortfall_3h'] = train['load_shortfall_3h']\n",
+ "train=train_.copy()\n",
+ "del train_\n",
+ "train.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "id": "2fe04a84",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:58.544754Z",
+ "iopub.status.busy": "2022-03-07T11:26:58.544110Z",
+ "iopub.status.idle": "2022-03-07T11:26:58.547098Z",
+ "shell.execute_reply": "2022-03-07T11:26:58.546518Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:58.859941Z"
+ },
+ "papermill": {
+ "duration": 0.153996,
+ "end_time": "2022-03-07T11:26:58.547244",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:58.393248",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "y = train.pop('load_shortfall_3h')\n",
+ "X = train"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "id": "b10d3fbb",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:58.847845Z",
+ "iopub.status.busy": "2022-03-07T11:26:58.847214Z",
+ "iopub.status.idle": "2022-03-07T11:26:58.854223Z",
+ "shell.execute_reply": "2022-03-07T11:26:58.853674Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:58.867062Z"
+ },
+ "papermill": {
+ "duration": 0.161397,
+ "end_time": "2022-03-07T11:26:58.854381",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:58.692984",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "from sklearn.model_selection import train_test_split\n",
+ "X_train, X_test, y_train, y_test = train_test_split( X, y, test_size=0.2, random_state=42)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "id": "aa8498e5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#pip install --upgrade scikit-learn"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "id": "bba74b3b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#pip install --upgrade imbalanced-learn"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "id": "3aebef4b",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:26:59.150912Z",
+ "iopub.status.busy": "2022-03-07T11:26:59.150271Z",
+ "iopub.status.idle": "2022-03-07T11:27:00.500970Z",
+ "shell.execute_reply": "2022-03-07T11:27:00.500287Z",
+ "shell.execute_reply.started": "2022-03-07T11:20:58.887823Z"
+ },
+ "papermill": {
+ "duration": 1.500885,
+ "end_time": "2022-03-07T11:27:00.501106",
+ "exception": false,
+ "start_time": "2022-03-07T11:26:59.000221",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "from flaml import AutoML\n",
+ "automl = AutoML()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "id": "eae2bb33",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:27:00.799306Z",
+ "iopub.status.busy": "2022-03-07T11:27:00.798313Z",
+ "iopub.status.idle": "2022-03-07T11:42:21.858691Z",
+ "shell.execute_reply": "2022-03-07T11:42:21.859220Z",
+ "shell.execute_reply.started": "2022-03-07T11:21:00.322216Z"
+ },
+ "papermill": {
+ "duration": 921.212104,
+ "end_time": "2022-03-07T11:42:21.859406",
+ "exception": false,
+ "start_time": "2022-03-07T11:27:00.647302",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[flaml.automl.logger: 11-09 13:40:19] {1679} INFO - task = regression\n",
+ "[flaml.automl.logger: 11-09 13:40:19] {1690} INFO - Evaluation method: cv\n",
+ "[flaml.automl.logger: 11-09 13:40:19] {1788} INFO - Minimizing error metric: rmse\n",
+ "[flaml.automl.logger: 11-09 13:40:19] {1900} INFO - List of ML learners in AutoML Run: ['lgbm', 'rf', 'xgboost', 'extra_tree', 'xgb_limitdepth']\n",
+ "[flaml.automl.logger: 11-09 13:40:19] {2218} INFO - iteration 0, current learner lgbm\n",
+ "[flaml.automl.logger: 11-09 13:40:19] {2344} INFO - Estimated sufficient time budget=2246s. Estimated necessary time budget=16s.\n",
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+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
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+ "[flaml.automl.logger: 11-09 13:55:27] {2630} INFO - retrained model: LGBMRegressor(colsample_bytree=0.6610564267199154,\n",
+ " learning_rate=0.011470248142582467, max_bin=255,\n",
+ " min_child_samples=11, n_estimators=1082, num_leaves=143,\n",
+ " reg_alpha=0.005999977355144061, reg_lambda=0.005109096893689415,\n",
+ " verbose=-1)\n",
+ "[flaml.automl.logger: 11-09 13:55:27] {1930} INFO - fit succeeded\n",
+ "[flaml.automl.logger: 11-09 13:55:27] {1931} INFO - Time taken to find the best model: 553.8219120502472\n"
+ ]
+ }
+ ],
+ "source": [
+ "automl.fit(X_train, y_train, task=\"regression\",metric='rmse',time_budget=900)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "id": "17994168",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:42:22.349296Z",
+ "iopub.status.busy": "2022-03-07T11:42:22.348251Z",
+ "iopub.status.idle": "2022-03-07T11:42:22.355513Z",
+ "shell.execute_reply": "2022-03-07T11:42:22.355989Z",
+ "shell.execute_reply.started": "2022-03-07T11:22:00.944642Z"
+ },
+ "papermill": {
+ "duration": 0.253669,
+ "end_time": "2022-03-07T11:42:22.356184",
+ "exception": false,
+ "start_time": "2022-03-07T11:42:22.102515",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best ML leaner: lgbm\n",
+ "Best hyperparmeter config: {'n_estimators': 1082, 'num_leaves': 143, 'min_child_samples': 11, 'learning_rate': 0.011470248142582467, 'log_max_bin': 8, 'colsample_bytree': 0.6610564267199154, 'reg_alpha': 0.005999977355144061, 'reg_lambda': 0.005109096893689415}\n",
+ "Best rmse on validation data: 2394\n",
+ "Training duration of best run: 16.14 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('Best ML leaner:', automl.best_estimator)\n",
+ "print('Best hyperparmeter config:', automl.best_config)\n",
+ "print('Best rmse on validation data: {0:.4g}'.format(automl.best_loss))\n",
+ "print('Training duration of best run: {0:.4g} s'.format(automl.best_config_train_time))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "id": "86a7d8ce",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:42:22.846525Z",
+ "iopub.status.busy": "2022-03-07T11:42:22.845444Z",
+ "iopub.status.idle": "2022-03-07T11:42:23.587098Z",
+ "shell.execute_reply": "2022-03-07T11:42:23.588079Z",
+ "shell.execute_reply.started": "2022-03-07T11:22:22.782576Z"
+ },
+ "papermill": {
+ "duration": 0.989684,
+ "end_time": "2022-03-07T11:42:23.588294",
+ "exception": false,
+ "start_time": "2022-03-07T11:42:22.598610",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "train rmse = 405.93740004431413\n",
+ " test rmse = 2277.5637120654856\n"
+ ]
+ }
+ ],
+ "source": [
+ "from flaml.ml import sklearn_metric_loss_score\n",
+ "print('train rmse', '=', sklearn_metric_loss_score('rmse', automl.predict(X_train), y_train))\n",
+ "print(' test rmse', '=', sklearn_metric_loss_score('rmse', automl.predict(X_test), y_test))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "id": "9249255e",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-03-07T11:42:24.080695Z",
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+ "iopub.status.idle": "2022-03-07T11:42:24.339666Z",
+ "shell.execute_reply": "2022-03-07T11:42:24.340552Z",
+ "shell.execute_reply.started": "2022-03-07T11:22:49.731827Z"
+ },
+ "papermill": {
+ "duration": 0.508846,
+ "end_time": "2022-03-07T11:42:24.340753",
+ "exception": false,
+ "start_time": "2022-03-07T11:42:23.831907",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([10249.5578972 , 6503.31136348, 5060.40252218, ...,\n",
+ " 11523.4984548 , 10619.52213727, 13861.55374453])"
+ ]
+ },
+ "execution_count": 50,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "y_pred = automl.predict(test)\n",
+ "y_pred"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "id": "94d77ad9",
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+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " time \n",
+ " load_shortfall_3h \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 2018-01-01 00:00:00 \n",
+ " 10249.557897 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 2018-01-01 03:00:00 \n",
+ " 6503.311363 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 2018-01-01 06:00:00 \n",
+ " 5060.402522 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 2018-01-01 09:00:00 \n",
+ " 10126.907437 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 2018-01-01 12:00:00 \n",
+ " 11961.124416 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " time load_shortfall_3h\n",
+ "0 2018-01-01 00:00:00 10249.557897\n",
+ "1 2018-01-01 03:00:00 6503.311363\n",
+ "2 2018-01-01 06:00:00 5060.402522\n",
+ "3 2018-01-01 09:00:00 10126.907437\n",
+ "4 2018-01-01 12:00:00 11961.124416"
+ ]
+ },
+ "execution_count": 54,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "sol['load_shortfall_3h']=df['load_shortfall_3h']\n",
+ "sol=sol[['time','load_shortfall_3h']]\n",
+ "sol.head()"
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diff --git a/Advanced_Regression/Advanced-Regression-Starter-Data/df_test.csv b/Advanced_Regression/Advanced-Regression-Starter-Data/df_test.csv
new file mode 100644
index 00000000..465f29d8
--- /dev/null
+++ b/Advanced_Regression/Advanced-Regression-Starter-Data/df_test.csv
@@ -0,0 +1,2921 @@
+,time,Madrid_wind_speed,Valencia_wind_deg,Bilbao_rain_1h,Valencia_wind_speed,Seville_humidity,Madrid_humidity,Bilbao_clouds_all,Bilbao_wind_speed,Seville_clouds_all,Bilbao_wind_deg,Barcelona_wind_speed,Barcelona_wind_deg,Madrid_clouds_all,Seville_wind_speed,Barcelona_rain_1h,Seville_pressure,Seville_rain_1h,Bilbao_snow_3h,Barcelona_pressure,Seville_rain_3h,Madrid_rain_1h,Barcelona_rain_3h,Valencia_snow_3h,Madrid_weather_id,Barcelona_weather_id,Bilbao_pressure,Seville_weather_id,Valencia_pressure,Seville_temp_max,Madrid_pressure,Valencia_temp_max,Valencia_temp,Bilbao_weather_id,Seville_temp,Valencia_humidity,Valencia_temp_min,Barcelona_temp_max,Madrid_temp_max,Barcelona_temp,Bilbao_temp_min,Bilbao_temp,Barcelona_temp_min,Bilbao_temp_max,Seville_temp_min,Madrid_temp,Madrid_temp_min
+8763,2018-01-01 00:00:00,5,level_8,0,5,87,71.3333333333,20,3,0,193.3333333333,4,176.6666666667,0,1,0,sp25,0,0,1017.3333333333,0,0,0,0,800,800,1025.6666666667,800,,284.4833333333,1030,287.4833333333,287.4833333333,801,283.6733333333,46.3333333333,287.4833333333,287.8166666667,280.8166666667,287.3566666667,276.15,280.38,286.8166666667,285.15,283.15,279.8666666667,279.15
+8764,2018-01-01 03:00:00,4.6666666667,level_8,0,5.3333333333,89,78,0,3.6666666667,0,143.3333333333,4.6666666667,266.6666666667,0,0.6666666667,0,sp25,0,0,1020.3333333333,0,0,0,0,800,800.3333333333,1026.6666666667,800,,282.4833333333,1030.3333333333,284.15,284.15,721,281.6733333333,53.6666666667,284.15,284.8166666667,280.4833333333,284.19,277.8166666667,281.01,283.4833333333,284.15,281.15,279.1933333333,278.15
+8765,2018-01-01 06:00:00,2.3333333333,level_7,0,5,89,89.6666666667,0,2.3333333333,6.6666666667,130,4,263.3333333333,0,0.6666666667,0,sp25,0,0,1023,0,0,0,0,800,800,1025.3333333333,800.3333333333,,280.8166666667,1030.6666666667,282.8166666667,282.8166666667,800,280.6133333333,42,282.8166666667,284.4833333333,276.4833333333,283.15,276.8166666667,279.1966666667,281.8166666667,282.15,280.4833333333,276.34,276.15
+8766,2018-01-01 09:00:00,2.6666666667,level_7,0,5.3333333333,93.3333333333,82.6666666667,26.6666666667,5.6666666667,6.6666666667,196.6666666667,2.3333333333,86.6666666667,0,1.3333333333,0,sp25,0,0,1025.6666666667,0,0,0,0,800,800,1025,800.3333333333,,281.15,1032.3333333333,283.4833333333,283.4833333333,801.3333333333,279.9366666667,45,283.4833333333,284.15,277.15,283.19,279.15,281.74,282.15,284.4833333333,279.15,275.9533333333,274.4833333333
+8767,2018-01-01 12:00:00,4,level_7,0,8.6666666667,65.3333333333,64,26.6666666667,10.6666666667,0,233.3333333333,4.6666666667,283.3333333333,0,1,0,sp25,0,0,1026,0,0,0,0,800,800.3333333333,1022.3333333333,800,,287.15,1032.3333333333,287.15,287.15,801.3333333333,285.57,41,287.15,287.4833333333,281.15,286.8166666667,281.8166666667,284.1166666667,286.15,286.8166666667,284.4833333333,280.6866666667,280.15
+8768,2018-01-01 15:00:00,5.6666666667,level_8,0.4,8.3333333333,41,61.3333333333,56.6666666667,5.3333333333,0,153.3333333333,7.3333333333,250,38.3333333333,1.6666666667,0,sp25,0,0,1022,0,0,0,0,801.6666666667,800,1020.6666666667,800,,291.4833333333,1030.3333333333,289.8166666667,289.8166666667,600.6666666667,289.0533333333,32,289.8166666667,287.4833333333,284.4833333333,287.15,283.4833333333,284.5266666667,286.8166666667,285.8166666667,287.4833333333,283.6433333333,282.8166666667
+8769,2018-01-01 18:00:00,3.6666666667,level_8,0.7,7.3333333333,54.3333333333,76,75,9.6666666667,0,310,6.6666666667,260,56.6666666667,0.6666666667,0,sp25,0,0,1020.6666666667,0,0,0,0,802.3333333333,800,1024.6666666667,800,,288.8166666667,1030.3333333333,288.15,288.15,500.6666666667,287.1966666667,42.3333333333,288.15,287.15,283.4833333333,286.67,282.15,283.84,286.15,286.15,286.15,282.5966666667,281.8166666667
+8770,2018-01-01 21:00:00,7,level_8,0.3,6.6666666667,63.6666666667,79.3333333333,75,4.6666666667,0,316.6666666667,5.6666666667,260,31.6666666667,1,0,sp25,0,0,1021.6666666667,0,0,0,0,801.3333333333,800,1026.6666666667,800,,285.15,1030.3333333333,287.15,287.15,500,282.7233333333,48.6666666667,287.15,287.15,282.4833333333,286.4833333333,281.4833333333,283.1966666667,285.8166666667,285.15,281.15,281.84,281.15
+8771,2018-01-02 00:00:00,7,level_7,0.5,7.6666666667,79.3333333333,69.3333333333,79.3333333333,1.6666666667,0,70,4,286.6666666667,6.6666666667,0.3333333333,0,sp25,0,0,1022,0,0,0,0,800.3333333333,800.3333333333,1027.3333333333,800,,282.15,1031,286.4833333333,286.4833333333,500.3333333333,279.9233333333,56.6666666667,286.4833333333,285.4833333333,283.15,285.17,281.8166666667,283.0466666667,284.8166666667,284.4833333333,278.4833333333,281.63,280.4833333333
+8772,2018-01-02 03:00:00,5,level_8,0.2,6,87,69,44,1,0,202.6666666667,3.3333333333,180,0,2,0,sp25,0,0,1023,0,0,0,0,800,800,1026.6666666667,800,,280.4833333333,1030.6666666667,286.15,286.15,600.5,278.2566666667,62,286.15,283.15,282.4833333333,282.9833333333,282.15,283.0433333333,282.8166666667,284.15,276.8166666667,280.5833333333,279.15
+8773,2018-01-02 06:00:00,4.3333333333,level_8,0.2,4.6666666667,91,62.6666666667,75,1,0,70,2.6666666667,176.6666666667,13.3333333333,1.3333333333,0,sp25,0,0,1022.6666666667,0,0,0,0,800.6666666667,800,1025,800,,278.8166666667,1030.3333333333,285.15,285.15,601,277.6033333333,66,285.15,284.15,283.15,283.3166666667,281.15,283.0833333333,282.4833333333,285.4833333333,276.8166666667,280.84,279.15
+8774,2018-01-02 09:00:00,3,level_8,0.3,6.3333333333,89,75,75,4,0,223.3333333333,1,3.3333333333,20,2,0,sp25,0,0,1024.6666666667,0,0,0,0,801,800,1026.6666666667,800,,279.8166666667,1032,286.15,286.15,500,277.7933333333,58,286.15,284.15,282.15,283.15,281.4833333333,283.4233333333,282.15,285.4833333333,276.4833333333,280.25,277.4833333333
+8775,2018-01-02 12:00:00,5.6666666667,level_9,0.5,8.6666666667,68.3333333333,76.3333333333,75,2.6666666667,0,146.6666666667,4,280,38.3333333333,1,0,sp25,0,0,1024.6666666667,0,0,0,0,801.6666666667,800,1027.3333333333,800,,286.4833333333,1032.6666666667,290.15,290.15,500.3333333333,285.4733333333,43,290.15,287.15,285.4833333333,286.9833333333,282.8166666667,284.2133333333,286.8166666667,285.8166666667,284.8166666667,283.6733333333,282.4833333333
+8776,2018-01-02 15:00:00,3.6666666667,level_8,0,6.6666666667,55.6666666667,71,68.3333333333,2.6666666667,0,143.3333333333,4.6666666667,270,26.6666666667,1,0,sp25,0,0,1023,0,0,0,0,801.3333333333,800.6666666667,1025,800,,291.15,1032,291.8166666667,291.8166666667,803,289.13,40,291.8166666667,290.15,286.8166666667,289.65,284.8166666667,286.34,289.15,288.15,287.8166666667,285.4133333333,284.4833333333
+8777,2018-01-02 18:00:00,3.6666666667,level_9,0,6,63.3333333333,83.3333333333,63.3333333333,2.3333333333,0,113.3333333333,2,173.3333333333,45,0.6666666667,0,sp25,0,0,1023,0,0,0,0,802,800.3333333333,1026,800,,289.4833333333,1032.3333333333,290.8166666667,290.8166666667,802.6666666667,287.9233333333,45,290.8166666667,289.4833333333,284.4833333333,288.4833333333,284.4833333333,286.6566666667,287.4833333333,289.15,286.8166666667,283.4166666667,282.4833333333
+8778,2018-01-02 21:00:00,3,level_9,0,5.6666666667,85,87,33.3333333333,2.3333333333,0,156.6666666667,2.6666666667,182,25,1,0,sp25,0,0,1023,0,0,0,0,801,800,1026.6666666667,800,,284.8166666667,1032,288.4833333333,288.4833333333,801.6666666667,283.4033333333,54.3333333333,288.4833333333,287.8166666667,282.4833333333,287.2966666667,284.8166666667,285.9533333333,286.8166666667,287.15,282.4833333333,281.6166666667,280.8166666667
+8779,2018-01-03 00:00:00,2.6666666667,level_8,0,5.3333333333,85,97.6666666667,45,2.3333333333,13.3333333333,73.3333333333,3.3333333333,263.3333333333,0,0.3333333333,0,sp25,0,0,1023,0,0,0,0,800,800,1026,800.6666666667,,284.15,1032,287.15,287.15,741.3333333333,282.1833333333,59.3333333333,287.15,287.15,280.4833333333,286.65,285.4833333333,287.0433333333,286.15,288.8166666667,280.8166666667,280.1233333333,279.8166666667
+8780,2018-01-03 03:00:00,1.6666666667,level_8,0,5.6666666667,81,100,83.3333333333,1.6666666667,50,76.6666666667,4.6666666667,270,48,2,0,sp25,0,0,1023,0,0,0,0,735,801,1026.3333333333,802,,285.15,1031,286.15,286.15,721,283.53,67.6666666667,286.15,286.8166666667,281.15,286.51,287.8166666667,289.4966666667,286.15,291.15,282.4833333333,280.85,280.4833333333
+8781,2018-01-03 06:00:00,2.3333333333,level_8,0,4.6666666667,83.6666666667,97.6666666667,75,3,90,240,3,269.3333333333,51.6666666667,1.3333333333,0,sp25,0,0,1022.6666666667,0,0,0,0,714.3333333333,801,1025,804,,285.8166666667,1031.3333333333,286.15,286.15,803,284.2366666667,71,286.15,285.15,282.15,284.65,287.4833333333,288.9433333333,284.15,290.8166666667,283.15,281.0666666667,279.4833333333
+8782,2018-01-03 09:00:00,3,level_8,0,4.3333333333,82,100,45,1.3333333333,90,181.6666666667,4.3333333333,233.3333333333,90,0.6666666667,0,sp25,0,0,1023,0,0,0,0,721,801,1027,804,,286.8166666667,1032.6666666667,287.8166666667,287.8166666667,802,285.2,65.3333333333,287.8166666667,288.4833333333,282.4833333333,287.67,286.4833333333,287.6366666667,286.8166666667,289.15,284.15,281.9066666667,281.15
+8783,2018-01-03 12:00:00,5.3333333333,level_8,0,5.3333333333,72,95.6666666667,56.6666666667,3.3333333333,80,222,3.6666666667,240,73.3333333333,2.3333333333,0,sp25,0,0,1022.3333333333,0,0,0,0,727.6666666667,801,1028,803.3333333333,,289.4833333333,1033.3333333333,292.15,292.15,802.6666666667,288.53,52.6666666667,292.15,293.4833333333,285.15,292.3366666667,288.8166666667,289.4866666667,291.15,290.15,287.8166666667,284.0166666667,283.15
+8784,2018-01-03 15:00:00,4.6666666667,level_8,0.2,7,63.6666666667,81.6666666667,75,0.6666666667,0,208,7.6666666667,273.3333333333,26.6666666667,1.6666666667,0,sp25,0,0,1020,0,0,0,0,801.3333333333,800.6666666667,1027,800,,292.15,1031.3333333333,294.15,294.15,601,290.33,46,294.15,294.8166666667,287.4833333333,294.29,288.4833333333,288.7566666667,293.8166666667,289.15,289.15,286.1866666667,284.4833333333
+8785,2018-01-03 18:00:00,3.3333333333,level_7,0.1,3.6666666667,72.3333333333,95.3333333333,45,0.3333333333,6.6666666667,92.3333333333,4,240,33.3333333333,1,0,sp25,0,0,1020.3333333333,0,0,0,0,801.6666666667,800.3333333333,1026.3333333333,800.3333333333,,290.15,1031,291.8166666667,291.8166666667,701.3333333333,288.7366666667,54.3333333333,291.8166666667,294.15,285.15,293.3366666667,285.8166666667,286.99,292.4833333333,288.15,287.8166666667,284.23,283.4833333333
+8786,2018-01-03 21:00:00,1.6666666667,level_8,0,6,85.3333333333,100,51.6666666667,1.6666666667,0,120,4,256.6666666667,26.6666666667,2.3333333333,0,sp25,0,0,1021,0,0,0,0,801.3333333333,800,1026,800,,286.4833333333,1030.6666666667,290.15,290.15,802.3333333333,285.27,59,290.15,292.8166666667,282.8166666667,291.5866666667,286.8166666667,287.1533333333,290.15,287.4833333333,284.4833333333,282.6466666667,282.4833333333
+8787,2018-01-04 00:00:00,1,level_8,0,7,82,100,38.3333333333,2,13.3333333333,153.3333333333,6,276.6666666667,20,2.3333333333,0,sp25,0,0,1020,0,0,0,0,747.6666666667,800.3333333333,1025.6666666667,800.6666666667,,287.4833333333,1030.3333333333,289.4833333333,289.4833333333,735,285.6633333333,64.3333333333,289.4833333333,292.8166666667,281.4833333333,291.8166666667,285.15,285.8033333333,290.8166666667,286.4833333333,284.4833333333,280.6733333333,279.8166666667
+8788,2018-01-04 03:00:00,1,level_8,0,5,87,100,45,2.3333333333,60,143.3333333333,3.3333333333,175.3333333333,90,1.6666666667,0,sp24,0,0,1019,0,0,0,0,741,800,1024,802.6666666667,,286.15,1029.3333333333,288.4833333333,288.4833333333,701,286.15,67,288.4833333333,292.4833333333,280.8166666667,290.7166666667,285.4833333333,286.56,288.4833333333,287.8166666667,286.15,280.51,280.15
+8789,2018-01-04 06:00:00,1.6666666667,level_7,0,6,85.3333333333,100,26.6666666667,3.6666666667,90,153.3333333333,1,163.3333333333,85,1.3333333333,0,sp24,0,0,1018.6666666667,0,0,0,0,727.6666666667,800,1023.6666666667,804,,287.4833333333,1028,288.8166666667,288.8166666667,801.3333333333,286.47,66,288.8166666667,291.8166666667,281.8166666667,290.15,285.15,286.1166666667,288.4833333333,287.15,285.8166666667,281.7166666667,281.4833333333
+8790,2018-01-04 09:00:00,3.3333333333,level_8,0,3.3333333333,85.3333333333,100,40,4.6666666667,90,153.3333333333,5.6666666667,270,85,0.6666666667,0,sp24,0,0,1019,0,0,0,0,721,800.3333333333,1022.6666666667,804,,287.4833333333,1028.3333333333,289.4833333333,289.4833333333,802,286.2733333333,63,289.4833333333,290.8166666667,282.8166666667,290.3566666667,285.4833333333,285.65,289.8166666667,285.8166666667,285.4833333333,281.81,279.4833333333
+8791,2018-01-04 12:00:00,3.6666666667,level_8,0,7.6666666667,75.3333333333,89.6666666667,26.6666666667,5,90,153.3333333333,6,266.6666666667,75,1.3333333333,0,sp24,0,0,1018.3333333333,0,0,0,0,741,800.3333333333,1021.3333333333,804,,289.4833333333,1028,294.15,294.15,801.3333333333,288.4733333333,46,294.15,294.8166666667,285.4833333333,293.8566666667,289.15,290.7566666667,292.8166666667,292.4833333333,287.8166666667,284.0666666667,280.8166666667
+8792,2018-01-04 15:00:00,5.3333333333,level_8,0,10.6666666667,72,74.3333333333,20,2.3333333333,90,160.3333333333,3.3333333333,270,45,0.3333333333,0,sp23,0,0,1016.3333333333,0,0,0,0,802,801,1018.3333333333,804,1019.6666666667,290.15,1025,293.8166666667,293.8166666667,801,288.9766666667,47,293.8166666667,294.8166666667,287.8166666667,294.8166666667,289.4833333333,290.8033333333,294.8166666667,292.8166666667,288.15,286.9466666667,285.4833333333
+8793,2018-01-04 18:00:00,4.6666666667,level_7,0,6.3333333333,77,81.3333333333,33.3333333333,5,90,220.6666666667,4.3333333333,256.6666666667,6.6666666667,0.6666666667,0,sp23,0,0,1016.6666666667,0,0,0,0,800.3333333333,800.3333333333,1018.3333333333,804,1019.6666666667,289.4833333333,1024,290.4833333333,290.4833333333,801.6666666667,288.4733333333,55.3333333333,290.4833333333,292.15,286.15,291.8166666667,285.4833333333,286.4533333333,291.4833333333,287.4833333333,287.8166666667,284.7433333333,282.8166666667
+8794,2018-01-04 21:00:00,5,level_8,0,5,82,87,13.3333333333,7,90,233.3333333333,2.6666666667,253.3333333333,6.6666666667,1.3333333333,0,sp22,0,0,1016.6666666667,0,0,0,0,800.3333333333,800,1015,804,1019.6666666667,289.15,1023,288.8166666667,288.8166666667,800.6666666667,287.7366666667,54.6666666667,288.8166666667,289.4833333333,284.15,289.17,285.15,287.83,288.8166666667,291.15,286.8166666667,283.3233333333,282.8166666667
+8795,2018-01-05 00:00:00,3.6666666667,level_9,0,7.6666666667,87,89,4,6,90,210,1.6666666667,153.3333333333,25,0.6666666667,0,sp21,0,0,1015.6666666667,0,0,0,0,801,800,1013,804,1018.6666666667,288.15,1021,289.15,289.15,800.3333333333,286.7366666667,55,289.15,288.15,283.15,287.67,286.8166666667,288.2266666667,287.15,290.15,285.8166666667,282.24,281.4833333333
+8796,2018-01-05 03:00:00,3.3333333333,level_8,0,4,89,89,26.6666666667,9.3333333333,90.6666666667,216.6666666667,1.6666666667,156.6666666667,75,1,0,sp19,0.1,0,1013.3333333333,0,0,0,0,803,800,1011,702.6666666667,1017,287.8166666667,1018.3333333333,287.8166666667,287.8166666667,801.3333333333,286.2,58,287.8166666667,286.15,282.8166666667,285.9833333333,284.4833333333,286.9066666667,285.8166666667,289.4833333333,285.15,282.4566666667,282.15
+8797,2018-01-05 06:00:00,5.3333333333,level_7,0,3.6666666667,91,85,25,8.6666666667,80,223.3333333333,2,206.6666666667,80,2,0,sp17,0,0,1011.6666666667,0,0,0,0,803.3333333333,800,1009,803.3333333333,1014.3333333333,287.4833333333,1016,286.8166666667,286.8166666667,801,286.1133333333,59.3333333333,286.8166666667,285.15,282.8166666667,284.9833333333,285.8166666667,287.3733333333,284.8166666667,289.15,285.15,282.6266666667,282.4833333333
+8798,2018-01-05 09:00:00,4.3333333333,level_8,0.4,8,83.6666666667,85,75,5.6666666667,85,323.3333333333,4.3333333333,265.3333333333,85,0.6666666667,0,sp16,0,0,1011.3333333333,0,0,0,0,803.6666666667,800,1009.6666666667,803.6666666667,1014,287.4833333333,1015,289.15,289.15,601.3333333333,286.27,48,289.15,287.15,282.8166666667,286.5233333333,283.15,283.6933333333,285.8166666667,284.4833333333,285.4833333333,281.8633333333,280.15
+8799,2018-01-05 12:00:00,5,level_9,0.3,9.3333333333,82,76.3333333333,75,0.6666666667,75,128.6666666667,6.6666666667,270,80,1.6666666667,0,sp12,0,0,1009.3333333333,0,0,0,0,803.3333333333,800,1008.6666666667,803,1012.3333333333,288.4833333333,1012.6666666667,291.8166666667,291.8166666667,500,287.71,38.6666666667,291.8166666667,291.15,284.4833333333,290.3566666667,283.4833333333,283.8,289.4833333333,284.15,287.15,282.9266666667,279.4833333333
+8800,2018-01-05 15:00:00,4.6666666667,level_9,0.3,8,69,83.6666666667,75,0.6666666667,40,0,6.3333333333,243.3333333333,90,6.6666666667,0,sp4,0,0,1006.3333333333,0,0.3,0,0,703,800.3333333333,1007.3333333333,802,1009.3333333333,290.4833333333,1009.3333333333,291.8166666667,291.8166666667,500,289.6733333333,37.3333333333,291.8166666667,291.4833333333,284.8166666667,291.3366666667,283.15,283.6533333333,291.15,284.15,289.15,283.28,280.15
+8801,2018-01-05 18:00:00,3,level_8,0.3,4.6666666667,72,97.6666666667,75,1,63.3333333333,245.3333333333,3.6666666667,250,75,5.3333333333,0,sp2,0,0,1006,0,0.7,0,0,594.1111111111,800,1006.6666666667,802.6666666667,1008.3333333333,289.8166666667,1007.3333333333,288.8166666667,288.8166666667,500,288.8066666667,45.3333333333,288.8166666667,289.4833333333,282.4833333333,288.65,280.8166666667,282.0466666667,287.8166666667,283.4833333333,288.15,281.48,279.15
+8802,2018-01-05 21:00:00,3,level_8,0.3,3.6666666667,87,100,75,1.6666666667,63.3333333333,111.6666666667,1.6666666667,78.6666666667,80,5.6666666667,0,sp1,0.2,0,1006,0,0.7,0,0,467.3333333333,800,1006,601,1007.6666666667,288.15,1005,287.15,287.15,500,287.54,53,287.15,286.4833333333,282.15,285.46,279.15,280.66,284.15,282.15,287.15,281.7266666667,281.4833333333
+8803,2018-01-06 00:00:00,4.3333333333,level_6,0.5,1.6666666667,89,95.3333333333,86.3333333333,1.3333333333,63.3333333333,220.3333333333,1.3333333333,200,75,4.3333333333,0,sp1,0.2,0,1005.3333333333,0,0.3,0,0,500,800,1006.6666666667,556.1666666667,1006,286.4833333333,1002.6666666667,283.4833333333,283.4833333333,500.3333333333,286.28,68,283.4833333333,284.15,281.15,283.09,278.15,279.4433333333,282.15,281.15,286.15,280.8533333333,280.4833333333
+8804,2018-01-06 03:00:00,3,level_9,0.3,1,91,95.3333333333,92,1,68.6666666667,233.3333333333,0.6666666667,286.6666666667,63.3333333333,2.3333333333,0,sp1,2.3,0,1003.6666666667,0,0.5,0,0,433.6666666667,800,1005.6666666667,508.3333333333,1003.3333333333,283.8166666667,1001.6666666667,280.4833333333,280.4833333333,500,283.05,79.3333333333,280.4833333333,282.4833333333,278.4833333333,280.3366666667,277.15,278.64,277.8166666667,280.4833333333,282.4833333333,278.4833333333,278.4833333333
+8805,2018-01-06 06:00:00,2.6666666667,level_4,0.3,1.3333333333,89,95.3333333333,75,1.3333333333,38.3333333333,33.3333333333,2,206.6666666667,75,3.6666666667,0,sp1,0.7,0,1002.3333333333,0,0.1,0,0,333.3333333333,800.3333333333,1003.3333333333,500.6666666667,1001,282.15,999.3333333333,279.4833333333,279.4833333333,500,281.14,85,279.4833333333,281.15,277.8166666667,280.13,275.8166666667,277.9066666667,278.8166666667,280.15,280.4833333333,277.42,277.15
+8806,2018-01-06 09:00:00,3.3333333333,level_7,0.3,1.6666666667,93,93,75,0.3333333333,20,111,3,174,90,0.6666666667,0,sp1,0.2,0,1003,0,0.9,0,0,467.5,803,1003,600.3333333333,1000,282.4833333333,998,281.8166666667,281.8166666667,500,280.9166666667,76,281.8166666667,281.4833333333,276.4833333333,281.15,276.15,278.1666666667,280.8166666667,280.15,279.8166666667,276.3133333333,275.8166666667
+8807,2018-01-06 12:00:00,2.6666666667,level_6,0.3,4,62.3333333333,93,75,0.3333333333,13.3333333333,115.6666666667,3,92.6666666667,85,5,0,sp1,0,0,1002.6666666667,0,0.9,0,0,551,802,1005,800.6666666667,998.3333333333,286.15,997,286.15,286.15,500,283.7233333333,76.3333333333,286.15,286.15,277.15,286.15,276.15,277.9166666667,286.15,280.15,282.15,276.41,275.15
+8808,2018-01-06 15:00:00,1.6666666667,level_2,0.5,4,45,90.6666666667,80,2.3333333333,20,164.3333333333,3,76.6666666667,90,6.6666666667,0,sp1,0,0,1000.6666666667,0,0.9,0,0,473.1111111111,802.3333333333,1003.6666666667,801,995.6666666667,287.8166666667,995,287.15,287.15,500.3333333333,286.2,85.3333333333,287.15,288.15,277.4833333333,288.15,275.8166666667,277.5666666667,288.15,279.4833333333,285.15,276.7433333333,275.15
+8809,2018-01-06 18:00:00,1.3333333333,level_4,0.3,5.3333333333,66.6666666667,95.3333333333,85,2.3333333333,20,48.6666666667,4,60,90,4,0.2,sp1,0,0,999,0,0.9,0,0,550.8888888889,601,1004,801,995,285.15,996,285.4833333333,285.4833333333,555.5,283.9366666667,89,285.4833333333,287.15,276.4833333333,287.15,273.8166666667,275.6933333333,287.15,278.15,283.15,275.6833333333,274.4833333333
+8810,2018-01-06 21:00:00,2.3333333333,level_6,0.3,2.6666666667,60,88.3333333333,75,1,0,40.6666666667,3.6666666667,66.6666666667,75,3.6666666667,0.2,sp1,0,0,999,0,0.4,0,0,366.8333333333,403.6666666667,1004.3333333333,800,996,282.8166666667,996,281.8166666667,281.8166666667,536.1666666667,280.9966666667,89,281.8166666667,287.4833333333,276.8166666667,287.2966666667,275.4833333333,276.73,287.15,278.15,279.8166666667,276.28,275.8166666667
+8811,2018-01-07 00:00:00,3,level_8,0.5,2.6666666667,75.3333333333,95.3333333333,80.6666666667,1.3333333333,0,246.6666666667,4,73.3333333333,75,2.6666666667,0.2,sp1,0,0,998.6666666667,0,0.3,0,0,367.6666666667,600.3333333333,1002.3333333333,800,996.3333333333,279.8166666667,996,280.15,280.15,535.5,278.4,83,280.15,287.8166666667,275.8166666667,287.67,274.15,276.2566666667,287.4833333333,278.8166666667,277.4833333333,275.4366666667,275.15
+8812,2018-01-07 03:00:00,1.6666666667,level_6,0.7,1.3333333333,80.6666666667,97.6666666667,80.6666666667,4,0,106.6666666667,1.6666666667,60,75,1.3333333333,0.3,sp1,0,0,999.3333333333,0,0.2,0,0,419.3333333333,500,1000,800,997.3333333333,279.15,996,278.4833333333,278.4833333333,517.3333333333,277.33,86.3333333333,278.4833333333,288.15,275.4833333333,287.3166666667,273.4833333333,275.7,286.4833333333,278.15,276.15,275.4833333333,275.4833333333
+8813,2018-01-07 06:00:00,2,level_6,0.3,1.3333333333,90.6666666667,97.6666666667,75,1.6666666667,0,193.3333333333,4.3333333333,76.6666666667,75,1.3333333333,0.1,sp1,0,0,1000,0,0.3,0,0,486.2222222222,702,1000,800,998.3333333333,276.8166666667,996,278.15,278.15,533.5,275.6033333333,82.3333333333,278.15,287.4833333333,275.15,286.65,275.15,277.8266666667,285.8166666667,281.15,274.8166666667,275.0433333333,274.8166666667
+8814,2018-01-07 09:00:00,1.6666666667,level_6,0.3,1.6666666667,89,100,75,0.6666666667,20,43.3333333333,3.6666666667,115.3333333333,80,2.6666666667,0.3,sp1,0.2,0,1002,0,0.5,0,0,567.3888888889,262.6666666667,1000.6666666667,433.3333333333,1001,279.4833333333,997,279.4833333333,279.4833333333,600.5,277.8666666667,81,279.4833333333,286.15,275.4833333333,285.3166666667,274.15,276.9933333333,284.4833333333,280.4833333333,276.8166666667,275.0133333333,274.15
+8815,2018-01-07 12:00:00,3,level_8,0,2.3333333333,87,88.3333333333,75,1,6.6666666667,86.6666666667,1.6666666667,23.3333333333,75,4,0.9,sp1,0,0,1004.6666666667,0,0.2,0,0,575.7222222222,501,1002.3333333333,800.3333333333,1003,281.15,998.6666666667,284.4833333333,284.4833333333,534.5,279.94,56.3333333333,284.4833333333,284.8166666667,277.15,284.0233333333,275.4833333333,278.35,283.15,282.15,279.15,275.7466666667,274.15
+8816,2018-01-07 15:00:00,4.6666666667,level_3,0,0.3333333333,72.6666666667,93,51.6666666667,0.6666666667,68.3333333333,76.6666666667,3.3333333333,236.6666666667,75,2.6666666667,0.3,sp1,0.2,0,1003.6666666667,0,0.1,0,0,531.1666666667,701.6666666667,1003.6666666667,567.5,1002.6666666667,283.4833333333,1000,286.15,286.15,802.3333333333,282.07,45.6666666667,286.15,283.8166666667,277.4833333333,283.15,277.4833333333,279.92,282.4833333333,283.15,281.15,276.01,273.8166666667
+8817,2018-01-07 18:00:00,3.6666666667,level_1,0,1,79.3333333333,93,20,1,63.3333333333,73.3333333333,1.3333333333,286.6666666667,75,0.6666666667,0.1,sp1,0,0,1004.3333333333,0,0.2,0,0,605,700.6666666667,1005.6666666667,802.6666666667,1005,283.4833333333,1003,284.15,284.15,801,282.0666666667,57.3333333333,284.15,282.8166666667,276.8166666667,282.3566666667,277.4833333333,279.13,281.8166666667,281.15,281.15,275.8766666667,274.15
+8818,2018-01-07 21:00:00,1,level_7,0,2.3333333333,87,95.3333333333,6.6666666667,1.3333333333,13.3333333333,103.3333333333,0.3333333333,0,38.3333333333,1,0,sp1,0,0,1006,0,0,0,0,801.6666666667,800,1007.6666666667,800.6666666667,1006,282.15,1005.3333333333,281.4833333333,281.4833333333,800.3333333333,280.94,74,281.4833333333,281.15,276.4833333333,280.65,276.15,277.49,280.15,279.15,280.15,275.98,275.4833333333
+8819,2018-01-08 00:00:00,1,level_10,0,2,85,92,13.3333333333,1.3333333333,26.6666666667,146.6666666667,1.3333333333,290,6.6666666667,1,0,sp1,0,0,1008,0,0,0,0,800.3333333333,802,1008.6666666667,801.3333333333,1007,282.15,1006,279.15,279.15,800.6666666667,280.94,82.6666666667,279.15,279.4833333333,273.4833333333,278.4833333333,275.15,275.9966666667,277.4833333333,277.15,280.15,273.34,273.15
+8820,2018-01-08 03:00:00,0.6666666667,level_9,0,1,83,95,26.6666666667,1.6666666667,63.3333333333,193.3333333333,1.3333333333,310,33.3333333333,2,0,sp1,0.1,0,1009,0,0,0,0,801.6666666667,801.3333333333,1008.3333333333,701.6666666667,1008,281.8166666667,1007.6666666667,277.4833333333,277.4833333333,801.3333333333,281.21,88.3333333333,277.4833333333,279.15,273.15,278.15,274.8166666667,276.44,277.15,278.15,280.8166666667,272.8633333333,272.4833333333
+8821,2018-01-08 06:00:00,0.6666666667,level_4,0,1,95.3333333333,91.3333333333,0,1,75,46.6666666667,1.3333333333,119,20,4,0,sp1,0.9,0,1008.6666666667,0,0,0,0,801,802,1009.6666666667,452.6666666667,1009,281.15,1008.6666666667,277.15,277.15,800,280.58,90.6666666667,277.15,278.4833333333,273.15,276.9833333333,274.8166666667,276.3066666667,275.4833333333,278.15,280.15,272.9333333333,272.8166666667
+8822,2018-01-08 09:00:00,0.6666666667,level_7,0,1.3333333333,93,78.3333333333,50,2.3333333333,75,199,1.3333333333,277.6666666667,6.6666666667,4.3333333333,0,sp2,0.7,0,1010,0,0,0,0,800.3333333333,760.6666666667,1011.3333333333,500.6666666667,1010.3333333333,281.15,1010,278.15,278.15,802,279.9333333333,87.6666666667,278.15,279.15,275.15,277.8166666667,274.15,275.25,276.4833333333,276.4833333333,279.15,273.6633333333,272.4833333333
+8823,2018-01-08 12:00:00,0.6666666667,level_6,0,1.3333333333,81.3333333333,70.6666666667,0,2,85,123.3333333333,3,318,13.3333333333,5,0,sp3,0.1,0,1009.6666666667,0,0,0,0,800.6666666667,801,1011.3333333333,702.6666666667,1010.6666666667,283.15,1011,286.15,286.15,800,281.5333333333,56.6666666667,286.15,283.4833333333,278.8166666667,283.15,277.15,279.9733333333,282.8166666667,283.4833333333,280.4833333333,277.4633333333,276.4833333333
+8824,2018-01-08 15:00:00,0.6666666667,level_2,0,0.6666666667,71,53.3333333333,0,1,56.6666666667,113.3333333333,2.3333333333,176.6666666667,40,4.6666666667,0,sp3,0,0,1008,0,0,0,0,802,801,1011,802.3333333333,1010.3333333333,284.8166666667,1011,287.15,287.15,800,282.9966666667,50,287.15,286.4833333333,281.15,285.9433333333,280.15,282.85,285.4833333333,286.15,281.8166666667,280.6633333333,279.8166666667
+8825,2018-01-08 18:00:00,0.6666666667,level_4,0,1,74.6666666667,80.3333333333,0,0.6666666667,13.3333333333,33.3333333333,3,240,6.6666666667,1.6666666667,0,sp5,0,0,1009.6666666667,0,0,0,0,800.3333333333,800.3333333333,1011.3333333333,800.6666666667,1011.6666666667,283.8166666667,1012.3333333333,284.4833333333,284.4833333333,800,282.4033333333,68.3333333333,284.4833333333,283.15,280.15,282.65,277.15,279.38,282.15,282.15,281.4833333333,278.89,277.8166666667
+8826,2018-01-08 21:00:00,1.3333333333,level_6,0,1.3333333333,93,83.3333333333,6.6666666667,1.3333333333,0,56.6666666667,0.6666666667,83.3333333333,0,0.6666666667,0,sp10,0,0,1011.3333333333,0,0,0,0,800,801.3333333333,1012.3333333333,800,1013.3333333333,280.4833333333,1013.6666666667,279.4833333333,279.4833333333,800.3333333333,278.6633333333,91,279.4833333333,282.15,275.4833333333,281.7366666667,273.15,275.6633333333,281.15,278.4833333333,277.4833333333,275.21,274.8166666667
+8827,2018-01-09 00:00:00,0.3333333333,level_3,0,0.6666666667,93,82,0,1,0,138.6666666667,1.3333333333,170,0,1,0,sp13,0,0,1012.6666666667,0,0,0,0,800,800,1012.3333333333,800,1014,278.8166666667,1015,278.15,278.15,800,277.8033333333,90.6666666667,278.15,280.8166666667,273.4833333333,280.3166666667,271.8166666667,274.4766666667,279.8166666667,278.15,277.15,273.34,273.15
+8828,2018-01-09 03:00:00,0.3333333333,level_6,0,1.3333333333,95.3333333333,100,20,2,20,203.3333333333,5,280,0,1,0,sp13,0,0,1013.6666666667,0,0,0,0,800,801.3333333333,1012.6666666667,801,1014.6666666667,277.4833333333,1015,277.15,277.15,801,276.4733333333,84,277.15,279.4833333333,271.8166666667,278.9833333333,273.4833333333,276.3433333333,278.4833333333,279.15,275.8166666667,271.6733333333,271.4833333333
+8829,2018-01-09 06:00:00,0.3333333333,level_6,0,2.3333333333,97.6666666667,97.3333333333,20,1.6666666667,44,70,2,170,13.3333333333,0.6666666667,0,sp15,0,0,1014.3333333333,0,0,0,0,747.3333333333,801,1012.3333333333,768.3333333333,1016,277.4833333333,1016,276.4833333333,276.4833333333,801,276.4733333333,84,276.4833333333,278.8166666667,271.4833333333,278.15,274.15,276.3066666667,277.4833333333,278.8166666667,275.8166666667,270.9266666667,270.4833333333
+8830,2018-01-09 09:00:00,0.3333333333,level_6,0,3,93,88,0,3.6666666667,38.3333333333,193.3333333333,2.3333333333,216.6666666667,36,1,0,sp16,0,0,1016,0,0,0,0,721,800,1012,801.6666666667,1017.6666666667,278.8166666667,1017,278.4833333333,278.4833333333,800,277.64,75.6666666667,278.4833333333,279.15,273.4833333333,278.65,277.8166666667,279.9033333333,278.15,282.15,276.8166666667,272.0666666667,271.4833333333
+8831,2018-01-09 12:00:00,1,level_8,0,6.6666666667,89,90.3333333333,0,3,45,123.3333333333,3.6666666667,263.3333333333,50.6666666667,2,0,sp18,0.1,0,1017,0,0,0,0,727.6666666667,800,1011.3333333333,701,1018.3333333333,281.15,1018.3333333333,285.4833333333,285.4833333333,800,280.9466666667,52.3333333333,285.4833333333,283.8166666667,275.4833333333,283.8166666667,279.15,281.23,283.8166666667,283.8166666667,280.8166666667,274,272.15
+8832,2018-01-09 15:00:00,0.6666666667,level_8,0.2,7.3333333333,91,82,55,5.3333333333,90,200,3.6666666667,256.6666666667,90,2.3333333333,0,sp15,0.7,0,1016,0,0.3,0,0,708.6666666667,800,1011.3333333333,500.6666666667,1018,284.15,1017,286.15,286.15,600,283.8733333333,46.6666666667,286.15,286.15,277.4833333333,285.8166666667,278.8166666667,281.0533333333,285.4833333333,283.4833333333,283.4833333333,276.5733333333,274.8166666667
+8833,2018-01-09 18:00:00,1,level_8,0.1,5.3333333333,97.6666666667,88.3333333333,80,3.3333333333,90,120,2.6666666667,250,90,3,0,sp13,0.5,0,1016.3333333333,0,0.5,0,0,471.7777777778,800,1011.3333333333,533.8333333333,1018.6666666667,285.8166666667,1017.6666666667,283.4833333333,283.4833333333,702,285.02,54.6666666667,283.4833333333,284.15,277.4833333333,283.65,275.15,278.4233333333,283.15,282.4833333333,284.4833333333,276.8566666667,275.4833333333
+8834,2018-01-09 21:00:00,2,level_8,0,3,95.3333333333,100,45,3,90,70,3.3333333333,253.3333333333,80,5.3333333333,0,sp13,0.5,0,1017,0,0.3,0,0,467.3333333333,800.3333333333,1013.6666666667,567.1666666667,1019.6666666667,286.8166666667,1018,283.4833333333,283.4833333333,802,285.6033333333,59.6666666667,283.4833333333,282.15,276.4833333333,281.8366666667,276.15,279.4066666667,281.4833333333,283.15,284.8166666667,275.87,275.15
+8835,2018-01-10 00:00:00,2,level_7,0,4,93,100,0,3.3333333333,90,103.3333333333,1.3333333333,160,90,6,0,sp12,0.7,0,1016.6666666667,0,0,0,0,500.6666666667,802.3333333333,1013.6666666667,567.4444444444,1019,288.15,1018,283.15,283.15,800,286.5033333333,66.3333333333,283.15,280.8166666667,276.15,280.8166666667,276.4833333333,279.42,280.8166666667,283.15,285.15,275.8633333333,275.4833333333
+8836,2018-01-10 03:00:00,1.3333333333,level_7,0,4.3333333333,93,100,50,1,78.3333333333,120,4.6666666667,272.6666666667,85,2.6666666667,0,sp13,0.1,0,1015.6666666667,0,0,0,0,634.1666666667,800,1014,702,1017.3333333333,286.8166666667,1017,282.4833333333,282.4833333333,802,285.9,76,282.4833333333,281.4833333333,276.15,281.15,276.4833333333,278.8666666667,280.8166666667,282.4833333333,285.15,275.6433333333,275.15
+8837,2018-01-10 06:00:00,1,level_6,0,1.3333333333,95.3333333333,100,63.3333333333,2,6.6666666667,160,4.6666666667,244.6666666667,85,1,0,sp17,0,0,1014.3333333333,0,0,0,0,567.3333333333,801.3333333333,1014.6666666667,767.3333333333,1016.6666666667,284.4833333333,1017.6666666667,282.15,282.15,802.6666666667,284.17,81,282.15,280.8166666667,276.4833333333,280.3166666667,277.15,278.93,279.8166666667,280.8166666667,283.8166666667,275.9,275.4833333333
+8838,2018-01-10 09:00:00,2,level_8,0,4,95.3333333333,100,56.6666666667,1.3333333333,29.3333333333,93,2,173.3333333333,90,1,0,sp20,0,0,1015.6666666667,0,0,0,0,674.2222222222,800,1014.6666666667,767.3333333333,1017,283.8166666667,1018.3333333333,284.15,284.15,802.3333333333,283.0066666667,74.3333333333,284.15,280.4833333333,277.4833333333,280.15,278.4833333333,279.8266666667,279.8166666667,281.15,282.4833333333,276.26,273.4833333333
+8839,2018-01-10 12:00:00,3.6666666667,level_8,0,6,83.6666666667,91,33.3333333333,3.3333333333,40,210,1,176.6666666667,90,2,0,sp21,0,0,1015,0,0,0,0,742,800,1013.3333333333,802,1016.3333333333,288.15,1019.3333333333,288.4833333333,288.4833333333,801.6666666667,286.5333333333,55,288.4833333333,284.8166666667,278.8166666667,284.4833333333,280.15,282.0533333333,284.15,284.15,285.4833333333,278.34,277.4833333333
+8840,2018-01-10 15:00:00,6,level_9,0,9.6666666667,77,93.3333333333,33.3333333333,6,26.6666666667,230,4,266.6666666667,90,3,0,sp19,0,0,1013.3333333333,0,0,0,0,615,800,1011.3333333333,801.3333333333,1015.3333333333,290.15,1017.6666666667,289.8166666667,289.8166666667,801.6666666667,288.8133333333,42.6666666667,289.8166666667,286.15,280.15,285.9633333333,281.15,283.69,285.8166666667,286.4833333333,287.8166666667,279.21,277.15
+8841,2018-01-10 18:00:00,5,level_6,0,4,77,93,75,4.3333333333,20,266.6666666667,3.3333333333,270,73.3333333333,6,0,sp19,0,0,1013.3333333333,0,0,0,0,535.1666666667,800.3333333333,1013.3333333333,801,1016.6666666667,290.4833333333,1018,286.15,286.15,803,289.07,54.3333333333,286.15,285.15,280.4833333333,284.3566666667,280.15,281.7166666667,283.4833333333,283.4833333333,288.15,279.6666666667,278.15
+8842,2018-01-10 21:00:00,5.6666666667,level_9,0,5.6666666667,77,88.3333333333,45,3.3333333333,6.6666666667,250,2.3333333333,163.3333333333,13.3333333333,4,0,sp21,0,0,1013.3333333333,0,0,0,0,800.6666666667,800.3333333333,1016,800.3333333333,1016,287.8166666667,1019,285.4833333333,285.4833333333,802,287.0033333333,60.6666666667,285.4833333333,284.4833333333,280.15,283.65,277.8166666667,279.9766666667,282.8166666667,282.4833333333,286.4833333333,279.5133333333,278.8166666667
+8843,2018-01-11 00:00:00,4,level_8,0,6.6666666667,85.6666666667,83,20,4,0,233.3333333333,3,253.3333333333,6.6666666667,2.3333333333,0,sp22,0,0,1012.6666666667,0,0,0,0,800.3333333333,800,1016.3333333333,800,1017,284.8166666667,1021,285.15,285.15,801,283.8066666667,56.3333333333,285.15,284.8166666667,278.8166666667,283.8966666667,276.4833333333,279.2433333333,282.8166666667,282.15,283.15,278.4366666667,278.15
+8844,2018-01-11 03:00:00,2.6666666667,level_9,0.1,7.3333333333,89,83,50.3333333333,2.6666666667,0,183,1.3333333333,190,20,1.3333333333,0,sp22,0,0,1012.6666666667,0,0,0,0,801,801,1016.6666666667,800,1018,283.4833333333,1020.3333333333,284.15,284.15,701.3333333333,282.27,46.3333333333,284.15,283.4833333333,277.4833333333,282.65,276.8166666667,278.55,281.8166666667,280.4833333333,281.4833333333,277.34,277.15
+8845,2018-01-11 06:00:00,3.3333333333,level_8,0,7.3333333333,89,83,75,3,0,246.6666666667,2.6666666667,236.6666666667,33.3333333333,1.6666666667,0.1,sp22,0,0,1013.3333333333,0,0,0,0,801.6666666667,700,1017,701,1018,282.15,1020,282.8166666667,282.8166666667,803,280.5333333333,57.6666666667,282.8166666667,281.8166666667,277.15,281.15,276.8166666667,278.3633333333,280.4833333333,280.15,279.4833333333,276.2266666667,275.4833333333
+8846,2018-01-11 09:00:00,4.3333333333,level_8,0.1,8.3333333333,89,89.3333333333,63.3333333333,3,13.3333333333,243.3333333333,2.3333333333,263.3333333333,51.6666666667,2,0,sp23,0,0,1014,0,0,0,0,802.3333333333,801,1018.6666666667,734,1019,282.15,1021.6666666667,282.8166666667,282.8166666667,701.6666666667,280.1266666667,57,282.8166666667,281.8166666667,277.4833333333,281.15,276.4833333333,278.34,280.4833333333,280.4833333333,278.8166666667,276.5466666667,275.15
+8847,2018-01-11 12:00:00,7.6666666667,level_9,0.5,7.6666666667,71.3333333333,62.3333333333,75,3,6.6666666667,250,6,286.6666666667,33.3333333333,3,0,sp23,0,0,1013.6666666667,0,0,0,0,734.3333333333,800.3333333333,1020.6666666667,800.3333333333,1009,286.8166666667,1021.6666666667,286.25,286.25,500.3333333333,285.0533333333,40.3333333333,286.25,285.15,281.4833333333,284.8366666667,277.15,278.2466666667,284.4833333333,279.4833333333,283.8166666667,280.0466666667,277.15
+8848,2018-01-11 15:00:00,6.6666666667,level_10,0.9,7,59,45.3333333333,80,1.3333333333,51.6666666667,93.3333333333,3.3333333333,266.6666666667,33.3333333333,4.6666666667,0,sp22,0,0,1014,0,0,0,0,801.6666666667,800.6666666667,1020.6666666667,802.3333333333,1008,289.4833333333,1021.3333333333,287.3346666667,287.3346666667,501,288.3633333333,32.3333333333,287.3346666667,286.4833333333,282.8166666667,286.3166666667,276.4833333333,277.5133333333,286.15,278.8166666667,287.4833333333,281.9166666667,281.15
+8849,2018-01-11 18:00:00,6.6666666667,level_10,0.5,2.3333333333,62.6666666667,51,75,5.6666666667,26.6666666667,196.6666666667,0.3333333333,83.3333333333,20,1,0,sp22,0,0,1015.6666666667,0,0,0,0,801,800.3333333333,1020.6666666667,801.3333333333,1019,288.15,1022.6666666667,285.4833333333,285.4833333333,500.3333333333,287.1366666667,33.6666666667,285.4833333333,285.15,281.4833333333,284.15,276.15,278.5633333333,283.15,281.4833333333,286.4833333333,280.49,278.4833333333
+8850,2018-01-11 21:00:00,3.6666666667,level_8,0.6,3,79.6666666667,63,80,2,0,110,1,286.6666666667,33.3333333333,1.3333333333,0,sp23,0,0,1016.6666666667,0,0,0,0,801.6666666667,800,1023.3333333333,800,1021.3333333333,284.4833333333,1024,281.8166666667,281.8166666667,601.6666666667,283.0666666667,50,281.8166666667,282.4833333333,279.15,281.5233333333,276.4833333333,278.3,280.4833333333,280.15,282.15,278.3966666667,277.8166666667
+8851,2018-01-12 00:00:00,4.6666666667,level_8,0,2.6666666667,89,88,80.6666666667,1.3333333333,0,103.3333333333,1.3333333333,18.3333333333,38.3333333333,0.3333333333,0,sp23,0,0,1018.6666666667,0,0,0,0,801.6666666667,800,1025,800,1021.6666666667,281.8166666667,1024,281.4833333333,281.4833333333,769,279.7933333333,51.3333333333,281.4833333333,281.4833333333,278.8166666667,279.8166666667,277.8166666667,278.41,278.15,279.15,278.4833333333,278.4366666667,278.15
+8852,2018-01-12 03:00:00,2,level_6,0.3,1.6666666667,93,88,91.3333333333,1,0,143.3333333333,1,186.6666666667,0,0.6666666667,0,sp23,0,0,1019.3333333333,0,0,0,0,800,800,1025.3333333333,800,,279.15,1024.6666666667,279.4833333333,279.4833333333,533.5,277.7366666667,52,279.4833333333,279.8166666667,275.4833333333,278.4633333333,277.4833333333,278.0966666667,276.4833333333,278.8166666667,276.8166666667,274.9133333333,274.4833333333
+8853,2018-01-12 06:00:00,0.6666666667,level_8,0.2,3.6666666667,93,90.3333333333,63.3333333333,1.3333333333,0,116.6666666667,1,93.3333333333,0,0.3333333333,0,sp22,0,0,1020.3333333333,0,0,0,0,800,800,1024.6666666667,800,,278.4833333333,1025,278.15,278.15,634.1666666667,277.0633333333,57,278.15,278.15,272.8166666667,276.4833333333,277.8166666667,278.6,274.8166666667,279.4833333333,276.15,272.55,272.15
+8854,2018-01-12 09:00:00,1,level_8,0.3,3.3333333333,93,86,75,1.3333333333,0,30,2.6666666667,210,0,1,0,sp23,0,0,1021.3333333333,0,0,0,0,800,800.6666666667,1025.3333333333,767,,279.15,1025.3333333333,280.15,280.15,500,276.8,56.3333333333,280.15,278.8166666667,276.15,277.7966666667,278.4833333333,279.4133333333,276.8166666667,280.4833333333,275.15,273.7966666667,272.4833333333
+8855,2018-01-12 12:00:00,1,level_7,0.1,3.3333333333,78,91,75,0.6666666667,0,93.3333333333,0.6666666667,100,0,2.3333333333,0,sp22,0,0,1021.6666666667,0,0,0,0,800,800,1025.3333333333,800,,283.8166666667,1025,286.8166666667,286.8166666667,702,282.4033333333,44.3333333333,286.8166666667,283.4833333333,280.15,283.3166666667,280.15,281.5466666667,283.15,283.15,281.4833333333,279.0033333333,277.8166666667
+8856,2018-01-12 15:00:00,1.3333333333,level_8,0,2.3333333333,61,68.6666666667,26.6666666667,2.3333333333,0,146.6666666667,1.3333333333,198,0,1.3333333333,0,sp21,0,0,1021,0,0,0,0,800,800.6666666667,1022.6666666667,800,1021,287.15,1023.3333333333,289.8166666667,289.8166666667,801.3333333333,286.1366666667,33,289.8166666667,285.15,282.15,285.15,282.15,283.3966666667,285.15,284.8166666667,285.4833333333,281.1533333333,279.4833333333
+8857,2018-01-12 18:00:00,1,level_6,0,2.3333333333,67,82.3333333333,0,2.3333333333,0,123.3333333333,0.6666666667,260,0,1,0,sp20,0,0,1021.6666666667,0,0,0,0,800,800.6666666667,1021.6666666667,800,1021.3333333333,285.4833333333,1023,286.15,286.15,800,284.2733333333,53,286.15,282.8166666667,281.4833333333,281.9833333333,279.4833333333,280.8233333333,281.15,282.4833333333,283.4833333333,279.86,277.4833333333
+8858,2018-01-12 21:00:00,0.6666666667,level_6,0,2,89,81.3333333333,20,1.6666666667,0,216.6666666667,1.3333333333,135.6666666667,0,1.3333333333,0,sp20,0,0,1023.3333333333,0,0,0,0,800,801,1021,800,,281.4833333333,1023,280.4833333333,280.4833333333,801,280.3466666667,70,280.4833333333,279.8166666667,279.15,278.8666666667,276.8166666667,278.9966666667,277.8166666667,281.15,279.4833333333,277.9333333333,277.15
+8859,2018-01-13 00:00:00,0.6666666667,level_4,0,1.3333333333,91,95.3333333333,25.3333333333,2.3333333333,29.3333333333,83.3333333333,1,280,6.6666666667,0.6666666667,0,sp19,0,0,1023.3333333333,0,0,0,0,800.3333333333,802,1018.6666666667,801.3333333333,,281.15,1022.3333333333,278.8166666667,278.8166666667,801,279.1266666667,76.6666666667,278.8166666667,278.8166666667,275.4833333333,276.65,276.15,278.38,274.4833333333,281.15,277.8166666667,275.15,274.8166666667
+8860,2018-01-13 03:00:00,1,level_3,0,1,91,93.6666666667,6.6666666667,4,0,180,1,134.3333333333,56,0.6666666667,0,sp17,0,0,1022.3333333333,0,0,0,0,803,802,1016.6666666667,800,1021.6666666667,280.4833333333,1020.6666666667,277.8166666667,277.8166666667,800.3333333333,278.46,80.3333333333,277.8166666667,277.4833333333,274.4833333333,275.65,276.8166666667,279.6166666667,273.8166666667,283.4833333333,277.15,274.3133333333,274.15
+8861,2018-01-13 06:00:00,0.6666666667,level_7,0,1,95.3333333333,89,6.6666666667,6,0,206.6666666667,0,200,45.3333333333,0.3333333333,0,sp17,0,0,1021,0,0,0,0,802,803,1015,800,1020.6666666667,279.8166666667,1019,277.15,277.15,800.3333333333,278.3966666667,82,277.15,276.15,274.15,274.65,276.15,279.9,273.15,284.15,277.4833333333,273.4933333333,273.15
+8862,2018-01-13 09:00:00,1,level_6,0,1,93,88.6666666667,13.3333333333,5,61,196.6666666667,2,209,0,0.3333333333,0,sp17,0,0,1021,0,0,0,0,800,800,1015,802.6666666667,1020.6666666667,280.4833333333,1018.6666666667,278.8166666667,278.8166666667,800.6666666667,279.27,76.6666666667,278.8166666667,276.8166666667,275.4833333333,275.8166666667,276.4833333333,279.76,274.8166666667,283.4833333333,278.4833333333,274.1133333333,273.15
+8863,2018-01-13 12:00:00,1,level_1,0,0.6666666667,93,82,13.3333333333,5.6666666667,90,203.3333333333,3,209,30,2.6666666667,0,sp18,0.4,0,1020.6666666667,0,0.1,0,0,716.6666666667,801.3333333333,1015.3333333333,567.5,1019.3333333333,282.8166666667,1017.6666666667,285.4833333333,285.4833333333,800.6666666667,282.3066666667,47.6666666667,285.4833333333,282.4833333333,277.8166666667,282.15,277.8166666667,280.78,281.8166666667,284.15,281.8166666667,277.1466666667,275.8166666667
+8864,2018-01-13 15:00:00,1.3333333333,level_4,0.2,0.6666666667,91.3333333333,88.3333333333,51.6666666667,1.3333333333,62.6666666667,141,2.6666666667,153.3333333333,80,2.6666666667,0,sp16,0.7,0,1018,0,0.9,0,0,569.0555555556,802.6666666667,1014.3333333333,567.5,1007.6666666667,284.15,1016.3333333333,285.9153333333,285.9153333333,600.6666666667,283.63,46.6666666667,285.9153333333,285.4833333333,277.15,284.8366666667,277.8166666667,279.3733333333,284.15,281.15,283.15,276.4033333333,274.8166666667
+8865,2018-01-13 18:00:00,0.6666666667,level_1,0.5,0.6666666667,89,97.6666666667,75,1,0,0,2.6666666667,128,85,1.6666666667,0,sp17,0,0,1017,0,0.5,0,0,557.1666666667,803.6666666667,1015.3333333333,767,1016.6666666667,283.8166666667,1016.3333333333,284.8166666667,284.8166666667,500.3333333333,283.4133333333,52.6666666667,284.8166666667,286.15,276.15,284.5466666667,276.8166666667,278.4,282.8166666667,280.4833333333,283.15,275.2033333333,273.4833333333
+8866,2018-01-13 21:00:00,3,level_8,0.3,4,95.3333333333,97.6666666667,80,1.3333333333,0,76.6666666667,2.6666666667,261.3333333333,80,2,0.3,sp18,0,0,1016.6666666667,0,0,0,0,701,500,1016,707.6666666667,1017,282.4833333333,1017,284.4833333333,284.4833333333,500,280.6633333333,56.6666666667,284.4833333333,284.8166666667,276.15,283.2166666667,275.4833333333,277.3766666667,281.4833333333,279.4833333333,279.4833333333,275.7133333333,275.4833333333
+8867,2018-01-14 00:00:00,2.3333333333,level_8,0.5,4,97.6666666667,97.6666666667,86.3333333333,1,60,13.3333333333,4.3333333333,150,75,0.3333333333,1.6,sp19,0,0,1015.3333333333,0,0,0,0,803,574.5,1016,727.6666666667,1016.6666666667,280.15,1018,283.4833333333,283.4833333333,500.3333333333,279.6433333333,67.6666666667,283.4833333333,283.8166666667,276.4833333333,282.61,276.4833333333,277.5566666667,281.4833333333,279.15,279.15,276.3133333333,276.15
+8868,2018-01-14 03:00:00,1.3333333333,level_8,0.3,4.3333333333,97.6666666667,95.3333333333,80.6666666667,2,90,73.3333333333,0.3333333333,93.3333333333,75,2.3333333333,0.3,sp18,0,0,1014,0,0,0,0,803,534,1016,721,1016.3333333333,280.4833333333,1017.6666666667,282.8166666667,282.8166666667,500,278.3333333333,60,282.8166666667,282.8166666667,276.4833333333,281.8166666667,275.15,277.19,280.8166666667,279.8166666667,276.8166666667,276.3133333333,276.15
+8869,2018-01-14 06:00:00,1.6666666667,level_8,0.3,3,97.6666666667,100,75,1,90,96,2.6666666667,253,56.6666666667,1,0.6,sp16,0,0,1013.3333333333,0,0,0,0,802.3333333333,601.3333333333,1016,727.6666666667,1017,280.4833333333,1017,281.15,281.15,500,279.27,65.3333333333,281.15,280.15,276.15,279.9833333333,275.4833333333,277.5666666667,279.8166666667,280.15,278.4833333333,276.15,276.15
+8870,2018-01-14 09:00:00,2,level_8,0.5,4.3333333333,100,95.3333333333,63.3333333333,2,90,160,1.3333333333,176.6666666667,85,0.3333333333,0,sp17,0.2,0,1014.3333333333,0,0,0,0,782.6666666667,801.3333333333,1017.3333333333,622.8888888889,1017.3333333333,280.8166666667,1017.3333333333,282.15,282.15,500.3333333333,279.44,61,282.15,280.8166666667,276.15,280.13,276.15,278.01,279.4833333333,280.15,278.4833333333,276.15,276.15
+8871,2018-01-14 12:00:00,0,level_9,0.2,3,95.3333333333,75.3333333333,75,1,73.3333333333,197.3333333333,3,306.6666666667,51.6666666667,0.6666666667,0,sp17,0.1,0,1015,0,0,0,0,741,802,1018.3333333333,667.5,1008,282.4833333333,1018,285.021,285.021,601,281.49,49.6666666667,285.021,283.8166666667,279.8166666667,283.2766666667,279.15,279.8933333333,282.8166666667,280.8166666667,280.8166666667,278.16,276.8166666667
+8872,2018-01-14 15:00:00,0.6666666667,level_9,0.3,3.6666666667,79.6666666667,75,75,1.3333333333,45,270,4,290,63.3333333333,0.6666666667,0,sp15,0.3,0,1015,0,0,0,0,782,801.6666666667,1018.3333333333,634.3333333333,1016.3333333333,285.15,1017,286.4833333333,286.4833333333,702.3333333333,283.6533333333,55,286.4833333333,284.4833333333,279.8166666667,284.3166666667,279.15,280.47,284.15,282.4833333333,282.4833333333,278.61,275.4833333333
+8873,2018-01-14 18:00:00,1,level_7,0.1,1.3333333333,78,77,75,1.3333333333,20,285,2.6666666667,270,13.3333333333,1,0.2,sp15,0,0,1016.6666666667,0,0,0,0,800.6666666667,600.6666666667,1019.3333333333,801,1017.3333333333,284.8166666667,1018.3333333333,283.8166666667,283.8166666667,702,283.6033333333,53.3333333333,283.8166666667,282.4833333333,278.8166666667,281.69,279.4833333333,280.4333333333,280.8166666667,281.4833333333,282.8166666667,277.87,275.4833333333
+8874,2018-01-14 21:00:00,2.3333333333,level_6,0.3,1.3333333333,95.3333333333,90.6666666667,75,1,0,150,1.3333333333,186,13.3333333333,1,0.2,sp17,0,0,1019.3333333333,0,0,0,0,800.6666666667,600,1021.6666666667,800,1019.3333333333,281.4833333333,1020.6666666667,279.4833333333,279.4833333333,500,279.99,73.3333333333,279.4833333333,280.8166666667,277.15,279.8166666667,277.4833333333,279.1033333333,278.8166666667,280.8166666667,278.8166666667,276.7233333333,276.15
+8875,2018-01-15 00:00:00,2,level_5,0.3,0.3333333333,95.3333333333,91.6666666667,80.6666666667,1,0,95.3333333333,1,186.6666666667,0,1.3333333333,0,sp19,0,0,1020.6666666667,0,0,0,0,800,801,1023.3333333333,800,1011.3333333333,279.8166666667,1022.3333333333,277.101,277.101,500,277.8933333333,77,277.101,279.8166666667,274.4833333333,278.2333333333,278.4833333333,279.75,276.4833333333,281.15,276.4833333333,274.4833333333,274.4833333333
+8876,2018-01-15 03:00:00,0.6666666667,level_10,0.3,3.3333333333,97.6666666667,92.6666666667,32,1,0,96.6666666667,1.3333333333,199,4,0.3333333333,0,sp18,0,0,1021,0,0,0,0,800.3333333333,800,1024,701,1021.3333333333,278.15,1022.3333333333,279.8166666667,279.8166666667,500,276.1366666667,77,279.8166666667,278.4833333333,273.15,276.8166666667,278.15,279.4866666667,275.15,281.15,274.8166666667,272.8633333333,272.4833333333
+8877,2018-01-15 06:00:00,1,level_9,0.1,2,95.3333333333,100,56.6666666667,1,0,106.6666666667,0,103.3333333333,5.3333333333,1,0,sp20,0,0,1022.3333333333,0,0,0,0,800,800,1023.3333333333,727.6666666667,,277.8166666667,1024,277.4833333333,277.4833333333,701.3333333333,276.27,77.6666666667,277.4833333333,278.15,272.15,276.4833333333,275.4833333333,276.97,274.8166666667,278.8166666667,275.15,271.9633333333,271.4833333333
+8878,2018-01-15 09:00:00,1,level_10,0.1,2.3333333333,87,79.6666666667,16,2.3333333333,0,136.6666666667,1,209.6666666667,0,2,0,sp21,0,0,1024,0,0,0,0,800,800,1024.3333333333,734,,280.15,1026,280.15,280.15,700.3333333333,277.9,66.6666666667,280.15,279.4833333333,276.15,277.95,277.3145,277.9878333333,276.4833333333,278.6478333333,276.15,274.1233333333,272.8166666667
+8879,2018-01-15 12:00:00,1,level_7,0,1,69.3333333333,84.3333333333,13.3333333333,4.3333333333,0,230,2,186.6666666667,0,4,0,sp22,0,0,1024.6666666667,0,0,0,0,800,800,1024,800,,284.4833333333,1027,286.8166666667,286.8166666667,800.6666666667,281.9133333333,52.6666666667,286.8166666667,283.4833333333,279.8166666667,283.13,278.4833333333,281.0766666667,282.8166666667,283.8166666667,280.15,278.59,277.15
+8880,2018-01-15 15:00:00,2.6666666667,level_2,0,1,55.3333333333,62.3333333333,13.3333333333,4.3333333333,0,146.6666666667,5,263.3333333333,0,4.3333333333,0,sp22,0,0,1022.3333333333,0,0,0,0,800,800,1021.6666666667,800,,287.8166666667,1025.6666666667,288.8166666667,288.8166666667,800.6666666667,286.11,42,288.8166666667,285.15,282.15,284.4833333333,279.8166666667,281.9966666667,283.8166666667,284.8166666667,284.8166666667,281.34,280.4833333333
+8881,2018-01-15 18:00:00,3.3333333333,level_6,0,2.6666666667,64,66.6666666667,63.3333333333,3.6666666667,0,220,3.6666666667,250,0,3,0,sp23,0,0,1022.3333333333,0,0,0,0,800,800.3333333333,1022.6666666667,800,,286.15,1026.3333333333,285.8166666667,285.8166666667,802.6666666667,285.0166666667,49.6666666667,285.8166666667,282.8166666667,281.15,281.69,278.8166666667,281.24,280.4833333333,283.8166666667,284.15,280.3966666667,279.15
+8882,2018-01-15 21:00:00,2.6666666667,level_6,0,2.3333333333,83,73.3333333333,75,4.6666666667,0,226.6666666667,5,253.3333333333,6.6666666667,2,0,sp24,0,0,1022.6666666667,0,0,0,0,800.3333333333,800.3333333333,1023.3333333333,800,,282.15,1027,283.15,283.15,803,280.9366666667,57,283.15,283.4833333333,279.15,282.3566666667,279.8166666667,281.5333333333,281.15,283.4833333333,280.15,278.4033333333,277.8166666667
+8883,2018-01-16 00:00:00,1,level_8,0,2.6666666667,91,89.6666666667,57,5.6666666667,0,233.3333333333,4,233.3333333333,20,1,0,sp24,0,0,1022.3333333333,0,0,0,0,801,800,1022.6666666667,800,,280.4833333333,1027.6666666667,281.15,281.15,802.3333333333,278.86,62.3333333333,281.15,283.15,275.4833333333,282.69,280.15,282.3266666667,282.15,284.8166666667,277.8166666667,275.0866666667,274.8166666667
+8884,2018-01-16 03:00:00,0.6666666667,level_9,0,2.3333333333,91,88,0,5.3333333333,0,230,3.6666666667,246.6666666667,20,0.6666666667,0,sp24,0,0,1021.3333333333,0,0,0,0,801,800,1022,800,,278.8166666667,1027,279.4833333333,279.4833333333,773.6666666667,276.7933333333,67,279.4833333333,282.15,274.15,281.65,280.15,282.3266666667,281.15,285.15,275.4833333333,274.0066666667,273.8166666667
+8885,2018-01-16 06:00:00,1.3333333333,level_8,0,3.6666666667,93,86.6666666667,75,5,0,233.3333333333,3.6666666667,233.3333333333,13.3333333333,1,0,sp24,0,0,1020,0,0,0,0,800.6666666667,800,1022.3333333333,800,,278.4833333333,1027,281.15,281.15,803,276.26,64,281.15,282.4833333333,273.4833333333,281.4833333333,278.4833333333,281.3133333333,280.4833333333,285.15,274.8166666667,273.3166666667,273.15
+8886,2018-01-16 09:00:00,1,level_8,0,3.3333333333,85,84.3333333333,63.3333333333,3.3333333333,0,223.3333333333,4,266.6666666667,20,2,0,sp25,0,0,1020,0,0,0,0,801,800,1025,800,,280.4833333333,1028.6666666667,283.8166666667,283.8166666667,802.6666666667,277.92,50.6666666667,283.8166666667,284.15,277.4833333333,282.65,279.8166666667,282.5033333333,281.15,285.15,275.8166666667,275.06,273.4833333333
+8887,2018-01-16 12:00:00,1.6666666667,level_8,0,5.3333333333,68,68.6666666667,63.3333333333,2,0,66.6666666667,6.6666666667,276.6666666667,20,2.3333333333,0,sp25,0,0,1020.3333333333,0,0,0,0,801,800,1024.3333333333,800,,285.8166666667,1028.6666666667,290.4833333333,290.4833333333,802.6666666667,284.2166666667,38,290.4833333333,286.15,281.15,285.9833333333,283.8166666667,285.2666666667,285.8166666667,287.15,283.15,280.2066666667,279.4833333333
+8888,2018-01-16 15:00:00,2.3333333333,level_8,0,6,55,62,63.3333333333,4.3333333333,0,266.6666666667,3.6666666667,276.6666666667,20,3,0,sp23,0,0,1018,0,0,0,0,801,800,1022.3333333333,800,1021,289.4833333333,1026,294.15,294.15,802.6666666667,288.36,33,294.15,290.4833333333,286.4833333333,289.8333333333,285.4833333333,287.23,289.15,289.4833333333,287.4833333333,285.1266666667,283.4833333333
+8889,2018-01-16 18:00:00,2,level_8,0,6.6666666667,63,73,63.3333333333,3.3333333333,0,246.6666666667,2.3333333333,266,13.3333333333,0.6666666667,0,sp22,0,0,1018,0,0,0,0,800.6666666667,800,1022.3333333333,800,1021.3333333333,288.4833333333,1026,290.4833333333,290.4833333333,802.6666666667,287.47,46,290.4833333333,287.8166666667,285.15,287.1933333333,283.4833333333,285.81,286.4833333333,288.4833333333,286.8166666667,283.69,281.8166666667
+8890,2018-01-16 21:00:00,3.3333333333,level_8,0.1,5.6666666667,83.3333333333,83,75,3.3333333333,0,280,2.3333333333,183.3333333333,0,1.6666666667,0,sp22,0,0,1017,0,0,0,0,800,800,1022.3333333333,800,,284.15,1025.6666666667,288.15,288.15,702,282.6566666667,54.3333333333,288.15,287.4833333333,281.4833333333,285.4833333333,284.15,285.47,283.4833333333,287.4833333333,281.4833333333,280.7166666667,280.15
+8891,2018-01-17 00:00:00,1,level_9,0.2,7.3333333333,91,100,54.3333333333,7,0,310,5.3333333333,256.6666666667,0,0.6666666667,0,sp22,0,0,1016.3333333333,0,0,0,0,734,800,1023.6666666667,800,1021.3333333333,282.4833333333,1026,288.15,288.15,600.6666666667,281.3433333333,53.3333333333,288.15,287.4833333333,276.15,286.9833333333,283.8166666667,284.91,286.4833333333,286.4833333333,280.4833333333,275.98,275.8166666667
+8892,2018-01-17 03:00:00,1,level_6,0.3,3.6666666667,93,100,80,8,16,303.3333333333,8,266.6666666667,6.6666666667,2.6666666667,0,sp22,0,0,1014.3333333333,0,0,0,0,701,800,1024.6666666667,800.6666666667,1020,281.8166666667,1025,287.15,287.15,500,281.01,58,287.15,287.8166666667,275.15,287.0233333333,282.4833333333,284.1033333333,286.15,286.15,280.4833333333,274.8433333333,274.4833333333
+8893,2018-01-17 06:00:00,1.3333333333,level_2,0.2,1,95.3333333333,90.3333333333,75,9,75,303.3333333333,7,266.6666666667,60,2,0,sp21,0,0,1014.3333333333,0,0,0,0,721,800,1026.3333333333,803,1019.6666666667,282.4833333333,1024,283.15,283.15,601,281.07,71,283.15,287.8166666667,280.15,286.8166666667,281.4833333333,282.76,285.8166666667,284.4833333333,280.15,275.96,273.4833333333
+8894,2018-01-17 09:00:00,2,level_7,0.2,2.6666666667,89,93,75,3,45,298.3333333333,2.3333333333,200,13.3333333333,1.6666666667,0,sp21,0,0,1016.6666666667,0,0,0,0,701,800,1027.6666666667,782,1021,283.4833333333,1025.3333333333,285.4833333333,285.4833333333,601,281.3233333333,61.6666666667,285.4833333333,288.4833333333,280.15,287.4833333333,281.1016666667,282.0616666667,286.4833333333,283.1016666667,279.8166666667,276.8466666667,274.15
+8895,2018-01-17 12:00:00,1,level_9,0.3,3.6666666667,71.6666666667,76.3333333333,75,3.6666666667,0,290,3,116.6666666667,6.6666666667,4.6666666667,0,sp21,0,0,1019,0,0,0,0,800.3333333333,800.6666666667,1028.6666666667,800,1021.6666666667,288.15,1026.3333333333,292.8166666667,292.8166666667,702.3333333333,286.33,34,292.8166666667,289.4833333333,283.4833333333,289.3166666667,281.8166666667,283.0466666667,289.15,284.4833333333,285.15,282.5466666667,280.8166666667
+8896,2018-01-17 15:00:00,0.3333333333,level_7,0,5.6666666667,60.3333333333,49.3333333333,75,4.6666666667,0,310,1.6666666667,120,0,4,0,sp18,0,0,1019.3333333333,0,0,0,0,800,801,1027.6666666667,800,1020.6666666667,291.4833333333,1025.3333333333,295.15,295.15,803,289.5166666667,21.3333333333,295.15,289.8166666667,287.4833333333,289.0866666667,281.4833333333,282.6533333333,288.4833333333,284.15,288.15,286.73,285.4833333333
+8897,2018-01-17 18:00:00,1.3333333333,level_7,0,4.6666666667,71,49,75,1.3333333333,0,167,2,113.3333333333,0,1.6666666667,0,sp17,0,0,1022.3333333333,0,0,0,0,800,633.6666666667,1029,800,,289.4833333333,1025.6666666667,291.8166666667,291.8166666667,803,288.14,25.3333333333,291.8166666667,287.15,285.4833333333,286.3166666667,280.15,281.4966666667,285.4833333333,283.15,287.15,284.2766666667,282.8166666667
+8898,2018-01-17 21:00:00,1,level_5,0,0.6666666667,85,64.3333333333,63.3333333333,1,0,133.3333333333,0.3333333333,96.6666666667,0,2.3333333333,0,sp17,0,0,1024.3333333333,0,0,0,0,800,800,1028,800,,285.4833333333,1026,287.8166666667,287.8166666667,802.6666666667,284.8766666667,42,287.8166666667,286.8166666667,282.4833333333,285.15,279.15,280.12,283.4833333333,281.15,284.4833333333,280.7733333333,279.15
+8899,2018-01-18 00:00:00,1,level_4,0,1,72.6666666667,88.6666666667,51.6666666667,1.3333333333,0,73.3333333333,2,154,0,2.6666666667,0.1,sp17,0,0,1025.6666666667,0,0,0,0,800,540,1028,800,,285.15,1026.6666666667,282.15,282.15,768.6666666667,283.9366666667,64.3333333333,282.15,284.4833333333,276.15,283.8166666667,275.4833333333,277.0233333333,283.15,279.15,283.15,276.15,276.15
+8900,2018-01-18 03:00:00,2,level_1,0,0.6666666667,66.6666666667,85,6.6666666667,1,0,110,0,0,0,6,0,sp16,0,0,1025,0,0,0,0,800,800,1026,800,,285.4833333333,1026,280.4833333333,280.4833333333,741,283.7866666667,70,280.4833333333,282.8166666667,274.8166666667,282.4833333333,274.4833333333,275.9666666667,282.15,277.8166666667,282.4833333333,274.51,274.15
+8901,2018-01-18 06:00:00,1.6666666667,level_10,0,3,63.3333333333,87,90,1,0,133.3333333333,0.6666666667,266.6666666667,0,5.6666666667,0,sp16,0,0,1024,0,0,0,0,800,800,1025,800,,284.8166666667,1025,280.4833333333,280.4833333333,741,283.4,64,280.4833333333,280.8166666667,274.4833333333,280.15,273.15,274.8266666667,279.4833333333,276.4833333333,282.4833333333,273.57,273.15
+8902,2018-01-18 09:00:00,1,level_10,0,2,65,74.6666666667,66.6666666667,1,0,36.6666666667,3,236.6666666667,0,6.3333333333,0,sp17,0,0,1024.6666666667,0,0,0,0,800,800.3333333333,1025,800,,284.4833333333,1025,281.4833333333,281.4833333333,741,283,62.3333333333,281.4833333333,280.4833333333,278.4833333333,279.9833333333,272.8166666667,274.8766666667,279.4833333333,277.15,281.8166666667,275.8133333333,273.4833333333
+8903,2018-01-18 12:00:00,1.6666666667,level_7,0,1.3333333333,61.3333333333,76.3333333333,0,0.6666666667,0,103.3333333333,3.6666666667,283.3333333333,0,6,0,sp18,0,0,1024,0,0,0,0,800,800,1024.6666666667,800,,289.15,1025.6666666667,287.8166666667,287.8166666667,760.6666666667,287.79,53,287.8166666667,284.8166666667,283.15,284.4833333333,275.4833333333,278.7933333333,284.15,283.4833333333,286.8166666667,281.55,280.15
+8904,2018-01-18 15:00:00,0.3333333333,level_2,0,1,53.6666666667,84,6.6666666667,1.6666666667,0,216.6666666667,4.3333333333,270,0,3.6666666667,0,sp15,0,0,1021,0,0,0,0,800,800,1023,800,1021.6666666667,291.15,1022.3333333333,290.15,290.15,800.3333333333,290.8066666667,46,290.15,287.15,287.4833333333,286.9833333333,283.4833333333,284.7933333333,286.8166666667,286.4833333333,290.4833333333,286.4666666667,285.4833333333
+8905,2018-01-18 18:00:00,1,level_6,0,2.3333333333,67.3333333333,51.6666666667,51.6666666667,3,0,296.6666666667,0.6666666667,86.6666666667,0,2.6666666667,0,sp15,0,0,1020,0,0,0,0,800,800,1023,800,1021,289.15,1021,286.4833333333,286.4833333333,802.3333333333,288.7433333333,71.3333333333,286.4833333333,284.8166666667,286.4833333333,284.65,281.8166666667,283.1566666667,284.4833333333,284.8166666667,288.4833333333,284.3566666667,283.15
+8906,2018-01-18 21:00:00,1.3333333333,level_7,0,1.6666666667,73,76.3333333333,63.3333333333,1,0,143.3333333333,1.3333333333,196.6666666667,0,3.3333333333,0,sp15,0,0,1020,0,0,0,0,800,800,1023,800,1020.6666666667,286.4833333333,1021,282.4833333333,282.4833333333,802.6666666667,285.5466666667,85,282.4833333333,283.15,279.4833333333,282.3166666667,278.8166666667,281.7933333333,281.4833333333,285.15,284.8166666667,278.8033333333,277.8166666667
+8907,2018-01-19 00:00:00,1.3333333333,level_4,0.1,1.3333333333,77.6666666667,88.3333333333,60.6666666667,1,4,80,1,294,0,1.3333333333,0,sp15,0,0,1020,0,0,0,0,800,801,1022.6666666667,800.3333333333,1020,285.15,1021,280.8166666667,280.8166666667,702,283.7366666667,89,280.8166666667,281.15,276.15,280.4833333333,278.4833333333,280.79,279.8166666667,283.4833333333,282.8166666667,275.81,275.4833333333
+8908,2018-01-19 03:00:00,2,level_9,0,1.3333333333,91,89,75,0.6666666667,0,100,0,4,0,0.6666666667,0,sp15,0,0,1018,0,0,0,0,800,802,1022,800,1018.6666666667,282.15,1020,280.15,280.15,803,280.8633333333,89,280.15,279.8166666667,275.15,278.3166666667,278.8166666667,280.25,276.8166666667,281.8166666667,279.8166666667,274.98,274.8166666667
+8909,2018-01-19 06:00:00,0.6666666667,level_4,0.3,0.3333333333,93,87,75,1,0,174.3333333333,0.3333333333,96.6666666667,0,1,0,sp14,0,0,1018,0,0,0,0,800,802,1022,800,1018.3333333333,281.15,1020,280.15,280.15,533.5,279.9366666667,83,280.15,279.15,274.4833333333,277.3166666667,278.15,280.7366666667,275.4833333333,283.8166666667,279.15,274.2366666667,273.8166666667
+8910,2018-01-19 09:00:00,0.3333333333,level_9,0.3,1,93,73,75,0.6666666667,5.3333333333,194.6666666667,1.3333333333,17.3333333333,0,0.6666666667,0,sp16,0,0,1018.6666666667,0,0,0,0,800,800,1022.6666666667,800,1019.6666666667,280.8166666667,1020.6666666667,281.15,281.15,533.7222222222,279.4,73.6666666667,281.15,279.4833333333,280.8166666667,278.3166666667,278.4833333333,280.92,277.15,284.15,278.4833333333,276.4333333333,273.4833333333
+8911,2018-01-19 12:00:00,0.6666666667,level_9,0.2,1.6666666667,71.6666666667,50,75,2,0,290,2,39.3333333333,0,0.6666666667,0,sp17,0,0,1018,0,0,0,0,800,800,1023.6666666667,800,1019.6666666667,286.8166666667,1021.6666666667,288.8166666667,288.8166666667,634.7222222222,285.8066666667,42.3333333333,288.8166666667,283.15,285.15,282.65,282.4833333333,283.5266666667,282.15,284.8166666667,285.15,283.26,281.8166666667
+8912,2018-01-19 15:00:00,1.3333333333,level_6,0.2,2.3333333333,51.6666666667,42,75,2.3333333333,0,283.3333333333,0.6666666667,46.6666666667,0,0.6666666667,0,sp17,0,0,1017.3333333333,0,0,0,0,800,800.3333333333,1024,800,1018,291.4833333333,1020.6666666667,291.4833333333,291.4833333333,567,290.12,36.3333333333,291.4833333333,286.15,288.15,285.65,282.8166666667,283.72,285.15,284.8166666667,289.15,287.6733333333,286.8166666667
+8913,2018-01-19 18:00:00,1,level_3,0.3,1.6666666667,59.3333333333,55.6666666667,75,4,0,303.3333333333,0.6666666667,190,0,1,0.2,sp18,0,0,1018.6666666667,0,0,0,0,800,600,1024.6666666667,800,1019,290.15,1022,288.8166666667,288.8166666667,702.3333333333,288.9366666667,53.3333333333,288.8166666667,284.4833333333,286.4833333333,283.7133333333,281.15,282.79,282.8166666667,284.8166666667,288.15,285.36,284.15
+8914,2018-01-19 21:00:00,1.3333333333,level_9,0.2,2,85,67,75,3.6666666667,0,296.6666666667,1,280,0,1,0.3,sp21,0,0,1020,0,0,0,0,800,500,1025.3333333333,800,1021.3333333333,284.15,1024,282.4833333333,282.4833333333,601,282.7366666667,72,282.4833333333,281.8166666667,281.8166666667,280.5666666667,280.4833333333,282.2733333333,279.15,284.15,281.8166666667,281.3933333333,281.15
+8915,2018-01-20 00:00:00,1.3333333333,level_10,0.2,3.3333333333,91,82.3333333333,63.6666666667,1,0,96.6666666667,2,39,0,1,0,sp22,0,0,1021,0,0,0,0,800,802.6666666667,1026.3333333333,800,,281.8166666667,1025,283.4833333333,283.4833333333,567,280.6033333333,63.3333333333,283.4833333333,281.8166666667,278.15,280.5466666667,279.4833333333,280.9733333333,279.15,282.8166666667,279.8166666667,277.6466666667,277.15
+8916,2018-01-20 03:00:00,0.3333333333,level_7,0,2.6666666667,100,95.3333333333,26.6666666667,1.3333333333,0,170,4,62,0,0.6666666667,0.3,sp22,0,0,1021,0,0,0,0,800,500,1024.6666666667,701,,279.8166666667,1025,284.8166666667,284.8166666667,734.3333333333,279.0066666667,59.3333333333,284.8166666667,281.15,275.4833333333,279.5466666667,276.4833333333,278.74,277.8166666667,281.15,278.4833333333,275.1233333333,274.8166666667
+8917,2018-01-20 06:00:00,0.3333333333,level_9,0,3.6666666667,93,77.6666666667,75,1.3333333333,0,105.3333333333,0.3333333333,40,0,0.6666666667,0.1,sp22,0,0,1021,0,0,0,0,800,700,1023,701,,279.15,1025.3333333333,282.8166666667,282.8166666667,803,277.99,59.6666666667,282.8166666667,279.4833333333,275.8166666667,278.1166666667,278.4833333333,280.3633333333,276.4833333333,282.4833333333,277.15,274.1933333333,273.15
+8918,2018-01-20 09:00:00,1.6666666667,level_8,0,3,97.6666666667,71.6666666667,56.6666666667,4,0,176.6666666667,1.6666666667,163,0,0.6666666667,0,sp24,0,0,1021.6666666667,0,0,0,0,800,801,1023,734,,279.4833333333,1026.6666666667,283.15,283.15,802.3333333333,277.8666666667,59.6666666667,283.15,280.15,280.4833333333,279.3166666667,280.15,281.2866666667,278.4833333333,282.4833333333,276.8166666667,276.6566666667,273.8166666667
+8919,2018-01-20 12:00:00,2,level_6,0,3.3333333333,73.6666666667,67.3333333333,63.3333333333,4.3333333333,0,163.3333333333,3.6666666667,243.3333333333,0,1.3333333333,0,sp24,0,0,1020,0,0,0,0,800,801,1023.3333333333,800,,287.4833333333,1027,291.4833333333,291.4833333333,802.6666666667,286.8766666667,31,291.4833333333,285.8166666667,284.15,285.8166666667,282.4833333333,283.6033333333,285.8166666667,284.8166666667,286.4833333333,282.68,281.4833333333
+8920,2018-01-20 15:00:00,2.3333333333,level_8,0.1,3.6666666667,59,55,75,2.3333333333,0,186.6666666667,5,240,0,0.6666666667,0,sp23,0,0,1016.6666666667,0,0,0,0,800,801,1022,800,1011,290.4833333333,1025.6666666667,292.9986666667,292.9986666667,702,289.2966666667,33,292.9986666667,288.4833333333,286.4833333333,288.1333333333,285.15,285.9133333333,287.8166666667,286.8166666667,288.4833333333,285.36,284.4833333333
+8921,2018-01-20 18:00:00,2.3333333333,level_8,0,4.3333333333,71.6666666667,59.6666666667,75,2,0,240,2.6666666667,263.3333333333,0,2,0,sp23,0,0,1016,0,0,0,0,800,800,1023.6666666667,800,1020.3333333333,288.15,1026,291.8166666667,291.8166666667,635.3333333333,286.9866666667,32.3333333333,291.8166666667,287.4833333333,285.15,287.15,284.4833333333,285.4333333333,286.8166666667,286.4833333333,286.15,283.8933333333,282.8166666667
+8922,2018-01-20 21:00:00,2,level_8,0.2,4.3333333333,79.6666666667,68,51.6666666667,2,0,193.3333333333,3.3333333333,276.6666666667,0,2.3333333333,0,sp24,0,0,1016,0,0,0,0,800,800,1024.6666666667,800,,285.4833333333,1026.3333333333,289.4833333333,289.4833333333,600.6666666667,283.33,37,289.4833333333,288.4833333333,281.8166666667,287.8366666667,284.15,285.1566666667,287.15,286.15,281.8166666667,280.26,278.8166666667
+8923,2018-01-21 00:00:00,1,level_8,0.3,4.3333333333,89,78.3333333333,74.6666666667,3,0,296.6666666667,4.3333333333,243.3333333333,0,0.3333333333,0,sp24,0,0,1016,0,0,0,0,800,800.6666666667,1025.6666666667,800,,281.8166666667,1027.6666666667,288.4833333333,288.4833333333,500,280.6033333333,37.3333333333,288.4833333333,288.4833333333,278.4833333333,287.71,283.8166666667,284.9366666667,286.8166666667,286.15,279.8166666667,278.1233333333,277.8166666667
+8924,2018-01-21 03:00:00,0.6666666667,level_8,0.3,4.3333333333,95.3333333333,93,92,4.6666666667,36.6666666667,313.3333333333,6.3333333333,276.6666666667,0,0.6666666667,0,sp24,0,0,1016,0,0,0,0,800,800.3333333333,1026,714.3333333333,,279.15,1027.6666666667,287.4833333333,287.4833333333,500,278.2133333333,45,287.4833333333,288.8166666667,276.4833333333,287.6233333333,284.15,285.0433333333,286.4833333333,286.15,277.4833333333,276.4833333333,276.4833333333
+8925,2018-01-21 06:00:00,1,level_8,0.3,4.3333333333,97.6666666667,93.6666666667,75,2.6666666667,90,270,3.6666666667,260,6.6666666667,0.6666666667,0,sp24,0,0,1017,0,0,0,0,800.3333333333,800,1027,734.3333333333,,279.15,1028.3333333333,287.15,287.15,500,277.6533333333,50,287.15,288.8166666667,277.8166666667,287.9833333333,282.15,284.0166666667,287.15,286.15,276.4833333333,276.3433333333,275.15
+8926,2018-01-21 09:00:00,2,level_8,0.3,5.6666666667,93.3333333333,77.6666666667,75,2.3333333333,75,260,3,261.6666666667,3.3333333333,1,0,sp24,0,0,1019,0,0,0,0,800,800,1028,761.3333333333,,278.8371666667,1029.3333333333,289.15,289.15,533.5,278.2905,47.6666666667,289.15,289.0666666667,281.1238333333,288.0666666667,282.15,284.4766666667,287.0666666667,287.15,277.8371666667,279.0405,276.4571666667
+8927,2018-01-21 12:00:00,1,level_9,0,6,86.6666666667,55.6666666667,75,3,30,316.6666666667,4,253.3333333333,0,1.6666666667,0,sp25,0,0,1020,0,0,0,0,800,800,1029,780.3333333333,,286.15,1029.6666666667,296.15,296.15,803,284.97,33,296.15,292.15,287.8166666667,290.3566666667,285.4833333333,287.04,288.4833333333,288.8166666667,283.8166666667,286.1233333333,284.15
+8928,2018-01-21 15:00:00,2.3333333333,level_10,0,5.6666666667,56.3333333333,47,63.3333333333,3,0,316.6666666667,4.6666666667,266.6666666667,0,1,0,sp24,0,0,1019.3333333333,0,0,0,0,800,800,1028,800,,291.15,1028,298.15,298.15,802.6666666667,289.2266666667,29,298.15,295.15,290.8166666667,293.65,286.8166666667,287.5966666667,292.15,288.4833333333,287.8166666667,290.01,289.15
+8929,2018-01-21 18:00:00,2.3333333333,level_10,0,5.6666666667,72,61.3333333333,45,2,0,233.3333333333,2,253.3333333333,0,2,0,sp24,0,0,1019.3333333333,0,0,0,0,800,800,1029,800,,289.15,1028,295.15,295.15,802,288.19,35.6666666667,295.15,292.15,289.4833333333,291.8166666667,285.4833333333,286.4566666667,291.4833333333,287.4833333333,287.4833333333,287.1666666667,285.4833333333
+8930,2018-01-21 21:00:00,0.6666666667,level_9,0,3.3333333333,83.3333333333,85.3333333333,38.3333333333,0.6666666667,0,123,3.3333333333,250,0,1.3333333333,0,sp24,0,0,1020.6666666667,0,0,0,0,800,800,1029,800,,285.15,1029,290.15,290.15,761,283.33,48.6666666667,290.15,289.8166666667,282.15,289.67,280.4833333333,282.9033333333,289.4833333333,285.4833333333,282.15,281.8433333333,281.4833333333
+8931,2018-01-22 00:00:00,1.6666666667,level_8,0,2.3333333333,93,93,31.6666666667,0.3333333333,0,120.6666666667,3,253.3333333333,0,1,0,sp24,0,0,1021,0,0,0,0,800,800,1029,800,,282.4833333333,1029.6666666667,286.4833333333,286.4833333333,734.3333333333,280.7933333333,60.6666666667,286.4833333333,288.8166666667,279.4833333333,288.5,277.8166666667,280.6333333333,288.15,284.15,279.4833333333,278.9733333333,278.4833333333
+8932,2018-01-22 03:00:00,1,level_8,0,3,95.3333333333,97.6666666667,90,1.3333333333,0,110,3.6666666667,173.3333333333,0,1,0,sp24,0,0,1021.3333333333,0,0,0,0,800,800,1028,707.6666666667,,281.15,1029,284.8166666667,284.8166666667,741,279.1633333333,69.3333333333,284.8166666667,287.8166666667,277.15,287.17,277.8166666667,279.7733333333,286.4833333333,282.15,277.8166666667,276.64,276.15
+8933,2018-01-22 06:00:00,1,level_8,0,4.3333333333,93,97.6666666667,75,1,0,131,4,295.6666666667,0,0.6666666667,0,sp24,0,0,1022.6666666667,0,0,0,0,800,800,1028,707.6666666667,,280.8166666667,1028.3333333333,283.4833333333,283.4833333333,748.3333333333,278.7933333333,72.6666666667,283.4833333333,286.1066666667,276.15,285.6066666667,274.4833333333,278.0533333333,285.1066666667,282.4833333333,277.4833333333,275.1366666667,274.4833333333
+8934,2018-01-22 09:00:00,1,level_8,0,4,89.3333333333,84.6666666667,75,1,0,33.3333333333,3.3333333333,280,0,1.3333333333,0,sp24,0,0,1021.6666666667,0,0,0,0,780.3333333333,800.6666666667,1029,767,,282.5066666667,1029,286.8166666667,286.8166666667,803,281.1633333333,58.3333333333,286.8166666667,286.64,278.345,286.27,278.4833333333,281.04,285.9733333333,284.15,280.1733333333,277.0016666667,275.6783333333
+8935,2018-01-22 12:00:00,1.3333333333,level_7,0,3,75.3333333333,66.3333333333,63.3333333333,3.3333333333,0,223.3333333333,6.3333333333,276.6666666667,0,1.6666666667,0,sp24,0,0,1021.6666666667,0,0,0,0,800,800.3333333333,1029,800,,288.15,1029,293.4833333333,293.4833333333,802.6666666667,286.79,33.6666666667,293.4833333333,290.15,284.15,289.65,284.4833333333,286.1033333333,289.15,287.8166666667,285.8166666667,282.7433333333,281.8166666667
+8936,2018-01-22 15:00:00,0.3333333333,level_7,0,3.3333333333,61,50.6666666667,85,2.3333333333,0,140,5,283.3333333333,0,0,0,sp22,0,0,1020.3333333333,0,0,0,0,800,800,1028.3333333333,800,1021.3333333333,292.15,1027,297.8166666667,297.8166666667,803.6666666667,291.0233333333,27.6666666667,297.8166666667,291.8166666667,288.15,291.3166666667,285.8166666667,286.8166666667,290.8166666667,288.15,290.15,287.2066666667,286.15
+8937,2018-01-22 18:00:00,1,level_3,0,1,65.6666666667,68,85,1.3333333333,0,323.3333333333,2,60,0,1,0,sp22,0,0,1023,0,0,0,0,800,800,1029,800,1021.3333333333,291.4833333333,1027.3333333333,293.8166666667,293.8166666667,306.6666666667,290.1666666667,43.6666666667,293.8166666667,289.476,287.4833333333,288.3093333333,283.8166666667,285.07,287.1426666667,286.4833333333,289.15,285.29,284.15
+8938,2018-01-22 21:00:00,1.6666666667,level_4,0,1,91,87,75,1,0,169.3333333333,2.3333333333,147.3333333333,0,0.3333333333,0,sp22,0,0,1022.3333333333,0,0,0,0,800,800,1030,800,,284.8166666667,1028.3333333333,285.4833333333,285.4833333333,310.6666666667,283.45,72.6666666667,285.4833333333,286.15,280.8166666667,284.9833333333,283.15,284.5533333333,283.8166666667,286.15,282.4833333333,280.1533333333,279.4833333333
+8939,2018-01-23 00:00:00,1.3333333333,level_8,0,3,91.6666666667,97.6666666667,79.3333333333,1.3333333333,0,187.3333333333,0.6666666667,183.3333333333,0,1,0,sp22,0,0,1023.3333333333,0,0,0,0,800,800,1029.3333333333,701,,284.4833333333,1029,284.15,284.15,437,281.7233333333,64.6666666667,284.15,284.4833333333,277.4833333333,282.9533333333,282.15,283.7,281.15,285.4833333333,279.4833333333,277.3133333333,277.15
+8940,2018-01-23 03:00:00,1.3333333333,level_8,0,3,100,95.3333333333,60.6666666667,0.6666666667,0,116.6666666667,1.3333333333,229.6666666667,0,2,0,sp22,0,0,1023.6666666667,0,0,0,0,800,800,1029,767,,281.4833333333,1029,281.8166666667,281.8166666667,634.1666666667,280.4966666667,67,281.8166666667,284.8166666667,276.15,283.3166666667,281.4833333333,283.2733333333,281.8166666667,285.15,279.8166666667,275.8066666667,275.4833333333
+8941,2018-01-23 06:00:00,1,level_6,0,1.6666666667,91,96.3333333333,63.3333333333,1,0,92.6666666667,1.6666666667,104.6666666667,0,1,0,sp22,0,0,1024.6666666667,0,0,0,0,800,800,1029,767,,281.4833333333,1028.3333333333,280.4833333333,280.4833333333,782,280.14,71.6666666667,280.4833333333,283.15,275.15,281.9833333333,280.4833333333,282.61,280.8166666667,284.8166666667,279.15,274.5566666667,273.4833333333
+8942,2018-01-23 09:00:00,1,level_6,0,1.3333333333,86.3333333333,75.6666666667,75,1,0,167.3333333333,0.3333333333,100,1.3333333333,1.3333333333,0,sp23,0,0,1025.6666666667,0,0,0,0,800,800,1030,734,,282.5531666667,1029,283.15,283.15,803,280.5298333333,65,283.15,283.7823333333,279.8448333333,283.1156666667,281.15,283.1066666667,282.449,285.15,279.2198333333,276.4948333333,274.1781666667
+8943,2018-01-23 12:00:00,1,level_7,0,1,67.3333333333,56.6666666667,75,0.3333333333,0,48.3333333333,1,90,0,1.6666666667,0,sp23,0,0,1026.3333333333,0,0,0,0,800,800,1029.6666666667,800,,288.15,1029,291.8166666667,291.8166666667,803,285.72,37,291.8166666667,288.15,286.4833333333,288.15,284.15,285.9166666667,288.15,287.8166666667,284.15,284.3333333333,282.15
+8944,2018-01-23 15:00:00,1,level_5,0,3.3333333333,56.6666666667,43.3333333333,75,1,0,53.6666666667,4.3333333333,263.3333333333,0,0.3333333333,0,sp21,0,0,1025,0,0,0,0,800,800,1029,800,,292.4833333333,1027,293.15,293.15,803,290.6666666667,32.6666666667,293.15,291.15,289.8166666667,289.8166666667,286.8166666667,288.0666666667,288.4833333333,289.8166666667,289.15,288.87,287.8166666667
+8945,2018-01-23 18:00:00,1,level_5,0,1.6666666667,63.6666666667,55,75,1,0,36,1.3333333333,133.3333333333,0,0.6666666667,0,sp21,0,0,1027,0,0,0,0,800,800,1029,800,,290.8166666667,1027.6666666667,288.15,288.15,803,289.27,64.3333333333,288.15,285.8166666667,287.8166666667,285.4633333333,284.4833333333,285.8866666667,285.15,287.4833333333,288.15,285.97,284.4833333333
+8946,2018-01-23 21:00:00,1.6666666667,level_1,0,1,89,77,13.3333333333,1.3333333333,0,82,1.6666666667,267.3333333333,0,0.6666666667,0,sp22,0,0,1028,0,0,0,0,800,800,1028.6666666667,701,,284.4833333333,1028,284.15,284.15,800.6666666667,282.94,76,284.15,284.4833333333,281.4833333333,283.4833333333,280.4833333333,282.2633333333,282.4833333333,284.15,281.8166666667,280.8833333333,280.15
+8947,2018-01-24 00:00:00,1.3333333333,level_10,0,1.3333333333,93,88.6666666667,13.3333333333,1,0,53.3333333333,1,290,0,1,0,sp22,0,0,1029,0,0,0,0,800,800,1027.6666666667,701,,282.8166666667,1028,281.8166666667,281.8166666667,741.3333333333,280.7933333333,79.3333333333,281.8166666667,284.15,278.15,281.92,279.4833333333,280.7533333333,279.4833333333,282.15,279.4833333333,277.41,276.8166666667
+8948,2018-01-24 03:00:00,1,level_6,0,1.3333333333,95.3333333333,97.6666666667,43.3333333333,1.6666666667,0,123.3333333333,0.6666666667,310,0,1,0,sp22,0,0,1028,0,0,0,0,800,800,1026,714.3333333333,,281.15,1027.6666666667,279.8166666667,279.8166666667,721,279.57,83,279.8166666667,282.15,275.8166666667,280.3166666667,277.8166666667,279.4233333333,278.4833333333,281.15,278.15,275.4766666667,275.15
+8949,2018-01-24 06:00:00,1,level_1,0,0.6666666667,93,84.3333333333,38.3333333333,4.3333333333,8,220,0.6666666667,265,0,0.6666666667,0,sp22,0,0,1028,0,0,0,0,800,800,1025.3333333333,707.6666666667,,281.15,1027,278.8166666667,278.8166666667,801.6666666667,278.6433333333,84.3333333333,278.8166666667,281.15,275.15,279.5333333333,277.4833333333,279.0866666667,277.8166666667,280.8166666667,276.8166666667,274.1,273.15
+8950,2018-01-24 09:00:00,1,level_1,0,0.6666666667,91,79.3333333333,0,0.6666666667,24,168,1.6666666667,222,0,0.6666666667,0,sp23,0,0,1028,0,0,0,0,800,800,1024.6666666667,721,,281.8166666667,1027.6666666667,280.15,280.15,800,279.44,77.6666666667,280.15,281.15,280.8166666667,280.3166666667,278.4833333333,280.4166666667,279.4833333333,282.8166666667,277.4833333333,276.6766666667,273.8166666667
+8951,2018-01-24 12:00:00,1,level_4,0,1,74,65.3333333333,6.6666666667,3.6666666667,0,283.3333333333,2,147.3333333333,0,1,0,sp23,0,0,1027.6666666667,0,0,0,0,800,800,1024.6666666667,701,,288.15,1027.6666666667,289.8166666667,289.8166666667,800.3333333333,285.6066666667,47,289.8166666667,288.15,285.15,287.8166666667,280.4833333333,284.0366666667,287.4833333333,288.15,283.8166666667,283.07,281.4833333333
+8952,2018-01-24 15:00:00,1,level_5,0,2.6666666667,56.3333333333,54.3333333333,0,1.6666666667,0,120,2,200,0,0.6666666667,0,sp21,0,0,1025.3333333333,0,0,0,0,800,800,1021.6666666667,800,,291.8166666667,1025.3333333333,291.15,291.15,800,290.2366666667,49.3333333333,291.15,291.15,287.4833333333,289.5866666667,282.4833333333,285.9066666667,288.15,290.15,289.15,287.2066666667,286.8166666667
+8953,2018-01-24 18:00:00,1.3333333333,level_1,0,1.3333333333,68.6666666667,62.3333333333,0,2,0,100.6666666667,2.6666666667,213.3333333333,0,1.6666666667,0,sp21,0,0,1025.3333333333,0,0,0,0,800,800.6666666667,1022,767,,290.8166666667,1025,286.8166666667,286.8166666667,800,289.4,83.6666666667,286.8166666667,288.15,287.4833333333,287.5366666667,281.15,283.3833333333,286.8166666667,286.15,288.4833333333,285.8733333333,284.4833333333
+8954,2018-01-24 21:00:00,1,level_4,0,0.6666666667,89,77.6666666667,0,1.6666666667,8,53.3333333333,2.3333333333,236.6666666667,0,1.3333333333,0,sp21,0,0,1026,0,0,0,0,800,801,1022,701,,286.8166666667,1024.6666666667,284.4833333333,284.4833333333,800,285.14,91,284.4833333333,284.4833333333,283.15,284.4833333333,279.8166666667,282.1966666667,284.4833333333,285.4833333333,283.4833333333,281.4666666667,280.15
+8955,2018-01-25 00:00:00,1,level_9,0,1.3333333333,91.3333333333,93,29.3333333333,1.6666666667,37.3333333333,86.6666666667,2.3333333333,303.3333333333,24,1.3333333333,0,sp21,0,0,1025,0,0,0,0,801,802.6666666667,1020.6666666667,701,,284.8166666667,1024.3333333333,283.8166666667,283.8166666667,801.3333333333,283.4966666667,93,283.8166666667,283.15,278.8166666667,283.15,279.4833333333,282.16,283.15,285.4833333333,282.4833333333,278.31,277.8166666667
+8956,2018-01-25 03:00:00,0.6666666667,level_3,0,0.6666666667,89,100,44,2.6666666667,46.3333333333,136.6666666667,2,213.3333333333,44,1.6666666667,0,sp21,0,0,1023.6666666667,0,0,0,0,768.3333333333,803,1019.6666666667,701,,285.8166666667,1023,280.8166666667,280.8166666667,802.3333333333,284.68,100,280.8166666667,283.15,275.8166666667,283.15,280.15,282.6266666667,283.15,285.4833333333,283.8166666667,275.6466666667,275.4833333333
+8957,2018-01-25 06:00:00,0.6666666667,level_1,0,0.6666666667,87,97.6666666667,13.3333333333,2,90,150,1,216.6666666667,80,1,0,sp20,0,0,1022.3333333333,0,0,0,0,735,803.3333333333,1018.3333333333,701,,286.15,1021.3333333333,280.4833333333,280.4833333333,800.6666666667,284.9366666667,100,280.4833333333,283.15,276.15,283.15,279.15,281.93,283.15,284.8166666667,284.15,275.1533333333,274.4833333333
+8958,2018-01-25 09:00:00,0.6666666667,level_1,0.2,0.6666666667,87,97.6666666667,75,1.6666666667,80,140,2.6666666667,156,55.3333333333,1,0,sp20,0,0,1021.6666666667,0,0,0,0,714.3333333333,803.3333333333,1017,701,,286.15,1020.6666666667,280.8166666667,280.8166666667,634.5,285.0133333333,100,280.8166666667,284.15,277.8166666667,283.4833333333,280.4833333333,282.57,282.8166666667,285.4833333333,284.15,275.97,274.4833333333
+8959,2018-01-25 12:00:00,3.6666666667,level_6,0.3,0.6666666667,75.3333333333,89,75,2.6666666667,38.3333333333,268.6666666667,2,139.6666666667,80,3.3333333333,0,sp20,0,0,1020,0,0.3,0,0,647.6666666667,803,1018,701,1020,288.15,1020,285.15,285.15,533.5,287.34,80.3333333333,285.15,286.4833333333,281.4833333333,286.15,280.8166666667,282.03,285.8166666667,283.4833333333,286.8166666667,280.21,278.15
+8960,2018-01-25 15:00:00,3.3333333333,level_5,0.3,2,70,91,85,2.3333333333,75,195.6666666667,0.3333333333,0,90,6.3333333333,0,sp18,0,0,1017.3333333333,0,0.5,0,0,500.5555555556,803,1017.3333333333,803,1016,288.15,1017.3333333333,287.8166666667,287.8166666667,500,287.99,70,287.8166666667,287.15,281.15,286.65,279.8166666667,281.0166666667,286.15,282.4833333333,287.8166666667,280.4733333333,278.8166666667
+8961,2018-01-25 18:00:00,4.6666666667,level_8,0.3,3.3333333333,95.3333333333,97.6666666667,75,2,63.3333333333,280,1.3333333333,110,80,2.6666666667,0,sp18,0.3,0,1016,0,0.5,0,0,549.5555555556,803,1019.3333333333,500,1015,286.15,1016.6666666667,287.8166666667,287.8166666667,500,285.2333333333,67.6666666667,287.8166666667,286.8166666667,281.15,286.4833333333,277.4833333333,279.0333333333,286.15,281.15,284.4833333333,279.74,277.8166666667
+8962,2018-01-25 21:00:00,1.6666666667,level_9,0,5.6666666667,89,91,73.3333333333,1,13.3333333333,6.6666666667,1.3333333333,128.3333333333,51.6666666667,2.6666666667,0,sp19,0.1,0,1015.3333333333,0,0.1,0,0,534,804,1019.3333333333,700.3333333333,1014.3333333333,285.15,1015.6666666667,288.15,288.15,803.3333333333,284.17,53,288.15,286.4833333333,279.8166666667,285.8733333333,277.15,278.7666666667,285.15,280.4833333333,283.4833333333,279.4166666667,279.15
+8963,2018-01-26 00:00:00,4.3333333333,level_8,0.3,3.6666666667,87,89,91.3333333333,1.3333333333,0,166.6666666667,0.6666666667,103.3333333333,75,2.6666666667,0,sp20,0,0,1014.3333333333,0,0.1,0,0,702,769,1019.6666666667,800,1014.3333333333,282.4833333333,1016.3333333333,285.8166666667,285.8166666667,500,281.56,76.6666666667,285.8166666667,286.15,278.4833333333,285.6033333333,278.15,279.07,285.15,280.15,280.8166666667,278.1233333333,277.8166666667
+8964,2018-01-26 03:00:00,5.3333333333,level_8,0.2,4.6666666667,83.3333333333,75,91.3333333333,3.6666666667,0,293.3333333333,1.6666666667,50,56.6666666667,2.6666666667,0.2,sp20,0,0,1012,0,0.1,0,0,701.3333333333,567,1019.6666666667,800,1013.6666666667,280.4833333333,1017.6666666667,284.8166666667,284.8166666667,567,279.3266666667,74.3333333333,284.8166666667,285.4833333333,278.15,284.8366666667,277.15,279.0133333333,284.15,281.15,278.4833333333,277.79,277.4833333333
+8965,2018-01-26 06:00:00,3.3333333333,level_6,0.3,2.6666666667,81,82,63.3333333333,2.6666666667,0,300,6.3333333333,162.3333333333,13.3333333333,2.3333333333,0.4,sp20,0,0,1011,0,0,0,0,800.6666666667,410.6666666667,1021,800,1012.6666666667,280.8166666667,1019,282.15,282.15,708.6666666667,278.5866666667,70.3333333333,282.15,284.15,277.8166666667,283.6466666667,277.15,278.8833333333,283.15,280.8166666667,276.8166666667,277.7366666667,277.4833333333
+8966,2018-01-26 09:00:00,6.6666666667,level_5,0.7,2,81.3333333333,78.6666666667,75,1.3333333333,0,90,2.6666666667,213.3333333333,0,3,0.9,sp22,0,0,1013.3333333333,0,0,0,0,800,467.5,1022.6666666667,800,1005.3333333333,280.4833333333,1021.3333333333,281.8596666667,281.8596666667,462.5,278.2566666667,70.6666666667,281.8596666667,281.8166666667,277.4833333333,281.5033333333,277.4833333333,278.4666666667,281.15,279.8166666667,276.8166666667,277.0166666667,276.4833333333
+8967,2018-01-26 12:00:00,6.6666666667,level_10,0.3,5,56.6666666667,65,75,4.6666666667,6.6666666667,313.3333333333,2.3333333333,220,6.6666666667,1,0.7,sp23,0,0,1015.3333333333,0,0,0,0,800.3333333333,500.6666666667,1024.3333333333,800.3333333333,1017,285.15,1023,284.15,284.15,506.6666666667,283.3866666667,62,284.15,280.4833333333,281.15,280.4833333333,277.15,279.3433333333,280.4833333333,282.4833333333,282.15,279.9233333333,277.8166666667
+8968,2018-01-26 15:00:00,6.6666666667,level_7,0.3,6,52.6666666667,51,75,5,20,326.6666666667,2.3333333333,303.3333333333,20,1.6666666667,0.9,sp22,0,0,1015,0,0,0,0,801,501,1024.6666666667,801,1017,286.4833333333,1023,285.8166666667,285.8166666667,500,286.0966666667,48.6666666667,285.8166666667,280.8166666667,282.4833333333,280.4633333333,277.4833333333,280.2766666667,280.15,283.8166666667,285.8166666667,281.27,279.8166666667
+8969,2018-01-26 18:00:00,5,level_10,0.3,9,60,63,40,3.6666666667,6.6666666667,333.3333333333,2.3333333333,270,33.3333333333,2.3333333333,0.2,sp23,0,0,1016.6666666667,0,0,0,0,801.6666666667,433.3333333333,1026.6666666667,800.3333333333,1018.3333333333,286.4833333333,1024.3333333333,286.4833333333,286.4833333333,506.6666666667,285.4966666667,35.6666666667,286.4833333333,280.15,280.8166666667,279.9833333333,277.8166666667,280.01,279.8166666667,282.8166666667,284.4833333333,279.5266666667,276.8166666667
+8970,2018-01-26 21:00:00,2.6666666667,level_10,0.1,7,57,70,51.6666666667,4.3333333333,0,333.3333333333,1,96.6666666667,20,1,0,sp23,0,0,1018.6666666667,0,0,0,0,801,633.3333333333,1028.3333333333,800,1020.6666666667,283.4833333333,1025.3333333333,285.4833333333,285.4833333333,708.3333333333,281.2866666667,44,285.4833333333,280.8166666667,278.15,279.9833333333,277.8166666667,280.03,279.15,282.8166666667,279.4833333333,278.04,277.8166666667
+8971,2018-01-27 00:00:00,4,level_10,0.2,4.6666666667,75.6666666667,61.6666666667,74.6666666667,3,0,320,2,304,6.6666666667,1,0,sp23,0,0,1020.6666666667,0,0,0,0,800.3333333333,800,1030,800,,279.8166666667,1027,284.15,284.15,600.5,277.9266666667,54,284.15,280.15,278.15,279.65,277.4833333333,279.7133333333,279.15,282.4833333333,276.4833333333,277.81,277.4833333333
+8972,2018-01-27 03:00:00,5,level_10,0.2,4.6666666667,80.3333333333,61.3333333333,86.3333333333,3,0,233.3333333333,2,341,0,1,0,sp23,0,0,1021,0,0,0,0,800,801.3333333333,1030.6666666667,800,,278.15,1027,283.4833333333,283.4833333333,600.5,276.5,51.3333333333,283.4833333333,280.15,277.8166666667,279.3166666667,277.4833333333,279.8366666667,278.4833333333,282.8166666667,275.15,277.4766666667,277.15
+8973,2018-01-27 06:00:00,2.6666666667,level_10,0.4,2.6666666667,78.6666666667,69,75,4,0,243.3333333333,2,333,6.6666666667,1.3333333333,0,sp23,0,0,1022.3333333333,0,0,0,0,800.3333333333,800.3333333333,1031,800,,278.4833333333,1027,281.4833333333,281.4833333333,601.3333333333,275.5733333333,56.3333333333,281.4833333333,279.8166666667,277.4833333333,279.5033333333,277.15,278.8766666667,279.15,280.8166666667,273.4833333333,276.58,275.8166666667
+8974,2018-01-27 09:00:00,4.3333333333,level_10,0.3,2.3333333333,74,59,75,1.6666666667,0,140,1.3333333333,67.3333333333,6.6666666667,2,0,sp24,0,0,1024.6666666667,0,0,0,0,800.3333333333,802,1033,800,,278.8166666667,1028,281.8166666667,281.8166666667,500,277.19,56,281.8166666667,280.4833333333,279.4833333333,280.3166666667,277.8166666667,279.7066666667,280.15,281.8166666667,276.15,277.9233333333,276.15
+8975,2018-01-27 12:00:00,6.3333333333,level_6,0,3,48,46.6666666667,51.6666666667,5.3333333333,0,20,0.3333333333,100,33.3333333333,1.6666666667,0,sp24,0,0,1027,0,0,0,0,801.6666666667,800,1033.6666666667,800,,285.4833333333,1028,287.4833333333,287.4833333333,802.3333333333,284.7266666667,31,287.4833333333,284.8166666667,282.15,284.3,279.4833333333,281.9766666667,283.8166666667,284.8166666667,284.15,280.9733333333,278.8166666667
+8976,2018-01-27 15:00:00,4.6666666667,level_3,0,5.3333333333,44,39.3333333333,63.3333333333,5,0,240,1,33.3333333333,40,6.6666666667,0,sp22,0,0,1027.3333333333,0,0,0,0,802,801.6666666667,1033.6666666667,800,,288.15,1027.3333333333,286.8166666667,286.8166666667,802.6666666667,287.1766666667,48,286.8166666667,285.8166666667,284.15,285.4566666667,280.8166666667,282.2666666667,285.15,284.15,286.4833333333,282.6666666667,280.15
+8977,2018-01-27 18:00:00,4,level_1,0,4.3333333333,49.3333333333,40,33.3333333333,1.3333333333,0,276.6666666667,0.6666666667,96.6666666667,63.3333333333,3.6666666667,0,sp22,0,0,1029.3333333333,0,0,0,0,802.6666666667,803.3333333333,1035.6666666667,800,,286.15,1028.6666666667,285.8166666667,285.8166666667,801.6666666667,285.5433333333,43.3333333333,285.8166666667,285.4833333333,282.15,284.8166666667,278.8166666667,280.4533333333,284.15,282.4833333333,285.15,280.9966666667,278.4833333333
+8978,2018-01-27 21:00:00,4.3333333333,level_7,0,1.6666666667,67,56,38.3333333333,1.3333333333,0,180,2,10,0,2.6666666667,0,sp23,0,0,1031.3333333333,0,0,0,0,800,801.6666666667,1036.3333333333,800,,280.8166666667,1031,285.15,285.15,801.6666666667,279.88,64,285.15,284.8166666667,279.4833333333,283.9833333333,276.8166666667,277.32,283.15,277.8166666667,279.15,278.7966666667,277.8166666667
+8979,2018-01-28 00:00:00,2,level_1,0,6.6666666667,72.3333333333,67.3333333333,13.3333333333,1,0,123.3333333333,0,0,0,2.3333333333,0,sp23,0,0,1032.6666666667,0,0,0,0,800,804,1036.6666666667,800,,279.15,1032,284.4833333333,284.4833333333,734,277.4966666667,61.6666666667,284.4833333333,284.4833333333,276.4833333333,284,273.8166666667,274.64,283.4833333333,275.4833333333,276.15,275.5833333333,274.4833333333
+8980,2018-01-28 03:00:00,1.3333333333,level_1,0,7.3333333333,78.3333333333,69,43.3333333333,0.6666666667,0,112,4.3333333333,209.3333333333,0,1.6666666667,0,sp23,0,0,1033,0,0,0,0,800,802,1036.6666666667,800,,277.4833333333,1031.6666666667,283.8166666667,283.8166666667,714.3333333333,276.27,79.6666666667,283.8166666667,284.15,275.4833333333,282.9833333333,272.15,273.5866666667,281.8166666667,275.15,275.4833333333,274.7633333333,274.15
+8981,2018-01-28 06:00:00,4,level_1,0,7.6666666667,76.6666666667,60,90,1,0,0,1,200,13.3333333333,1.6666666667,0,sp22,0,0,1033.6666666667,0,0,0,0,800.6666666667,801,1039,800,,277.8166666667,1031.6666666667,284.8166666667,284.8166666667,727.6666666667,276.8066666667,77.6666666667,284.8166666667,282.15,278.15,280.65,271.4833333333,273.1,279.15,275.15,276.15,277.1166666667,275.8166666667
+8982,2018-01-28 09:00:00,4.3333333333,level_2,0,8,65.6666666667,63,90,0.6666666667,0,33.3333333333,2.6666666667,18,0,3.3333333333,0,sp22,0,0,1035.6666666667,0,0,0,0,800,800,1039.6666666667,800,,280.15,1033,285.15,285.15,741,278.53,83,285.15,282.4833333333,280.4833333333,281.4833333333,272.4833333333,273.64,280.4833333333,275.15,277.4833333333,279.3333333333,278.15
+8983,2018-01-28 12:00:00,5.3333333333,level_2,0,7.6666666667,54,56,55,0.6666666667,0,70,0.6666666667,36.6666666667,33.3333333333,8.3333333333,0,sp22,0,0,1036.6666666667,0,0,0,0,801.6666666667,800.3333333333,1040,800,,285.8166666667,1034,285.8166666667,285.8166666667,741,284.2,89,285.8166666667,288.4833333333,284.4833333333,287.9433333333,274.15,277.2466666667,287.4833333333,280.4833333333,283.15,283.54,282.4833333333
+8984,2018-01-28 15:00:00,4,level_2,0,8,43,48,20,1,0,56,3,110,33.3333333333,9.3333333333,0,sp22,0,0,1035.3333333333,0,0,0,0,801.6666666667,801,1038,800,,288.4833333333,1033,286.15,286.15,801,287.6733333333,85.3333333333,286.15,289.15,287.15,288.4833333333,281.8166666667,284,287.8166666667,286.15,287.15,285.9366666667,283.4833333333
+8985,2018-01-28 18:00:00,2.6666666667,level_2,0,5.6666666667,46.3333333333,58.3333333333,0,1,0,85,2.3333333333,74.3333333333,63.3333333333,5.6666666667,0,sp22,0,0,1036.3333333333,0,0,0,0,802.6666666667,800,1038.3333333333,800,,287.15,1034,286.15,286.15,800,286.5433333333,82,286.15,285.15,284.8166666667,284.8166666667,279.15,280.64,284.4833333333,282.4833333333,286.15,284.3333333333,283.15
+8986,2018-01-28 21:00:00,2.6666666667,level_2,0,4,63.3333333333,64.3333333333,0,1.3333333333,0,103.3333333333,1,186.6666666667,75,3.3333333333,0,sp24,0,0,1037,0,0,0,0,803,800,1038.6666666667,800,,283.8166666667,1035.6666666667,286.15,286.15,800,283.5533333333,76,286.15,283.15,283.15,282.4833333333,274.8166666667,276.6633333333,281.8166666667,279.15,283.15,282.73,282.4833333333
+8987,2018-01-29 00:00:00,1,level_5,0,1.6666666667,59.6666666667,71.6666666667,0,1.6666666667,0,66.6666666667,0.6666666667,96.6666666667,75,3.6666666667,0,sp23,0,0,1036.6666666667,0,0,0,0,803,800,1038,800,,282.4833333333,1036,285.4833333333,285.4833333333,734,281.47,79.3333333333,285.4833333333,281.4833333333,281.4833333333,281.15,274.15,275.6666666667,280.8166666667,277.8166666667,280.8166666667,280.7233333333,280.15
+8988,2018-01-29 03:00:00,2,level_10,0,1.6666666667,57,80.6666666667,13.3333333333,0.3333333333,0,56.6666666667,1.3333333333,196.6666666667,45,5.3333333333,0,sp23,0,0,1035.6666666667,0,0,0,0,802,800,1037,800,,283.8166666667,1036,282.15,282.15,707.6666666667,282.2,91,282.15,281.4833333333,279.15,280.5233333333,271.4833333333,273.9866666667,279.4833333333,277.15,281.15,278.05,277.15
+8989,2018-01-29 06:00:00,0.6666666667,level_4,0,0.6666666667,59.3333333333,90.6666666667,30,1.3333333333,0,96.6666666667,0.6666666667,193.3333333333,6.6666666667,7.3333333333,0,sp23,0,0,1035,0,0,0,0,800.3333333333,800,1036.3333333333,800,,285.4833333333,1035,279.4833333333,279.4833333333,741,283.6633333333,100,279.4833333333,280.15,276.4833333333,279.3166666667,271.15,273.7966666667,278.4833333333,276.8166666667,282.4833333333,275.5466666667,274.8166666667
+8990,2018-01-29 09:00:00,0.6666666667,level_10,0,2.3333333333,62,77.6666666667,60,2,0,203,2.3333333333,270.6666666667,0,6.3333333333,0,sp23,0,0,1035.6666666667,0,0,0,0,800,800,1036.6666666667,800,,284.8166666667,1035.3333333333,280.8166666667,280.8166666667,741,284.21,93.3333333333,280.8166666667,280.8166666667,280.4833333333,279.9233333333,271.15,273.98,279.15,277.15,283.8166666667,277.1066666667,274.4833333333
+8991,2018-01-29 12:00:00,1,level_1,0,0.6666666667,48,52.3333333333,30,1,0,157.3333333333,1.3333333333,150,0,8,0,sp23,0,0,1034.3333333333,0,0,0,0,800,800,1036,800,,289.15,1035,288.15,288.15,741,287.5333333333,62.6666666667,288.15,287.8166666667,284.8166666667,287.3166666667,274.15,278.9533333333,286.8166666667,284.4833333333,286.4833333333,283.13,281.8166666667
+8992,2018-01-29 15:00:00,1.3333333333,level_2,0,1.3333333333,39.3333333333,44,6.6666666667,1.6666666667,0,216.3333333333,2.6666666667,226.6666666667,0,7,0,sp22,0,0,1031.3333333333,0,0,0,0,800,800,1033.6666666667,800,,291.8166666667,1032.3333333333,289.15,289.15,800.3333333333,291.0066666667,52.3333333333,289.15,289.4833333333,287.4833333333,288.4233333333,281.8166666667,283.9233333333,287.4833333333,286.15,290.4833333333,286.67,285.8166666667
+8993,2018-01-29 18:00:00,1,level_3,0,1.3333333333,42,49.3333333333,56.6666666667,1.3333333333,0,333.3333333333,1,136.6666666667,0,6,0,sp21,0,0,1031.3333333333,0,0,0,0,800,800,1034,800,,290.4833333333,1031,286.4833333333,286.4833333333,802.3333333333,289.4733333333,73,286.4833333333,286.8166666667,286.4833333333,286.15,281.15,282.86,285.4833333333,284.8166666667,288.8166666667,284.8766666667,283.4833333333
+8994,2018-01-29 21:00:00,0.6666666667,level_1,0,0.3333333333,59.6666666667,74,75,0.6666666667,0,77.6666666667,1,90,0,4,0,sp22,0,0,1032,0,0,0,0,800,800,1034,800,,287.15,1031.3333333333,281.4833333333,281.4833333333,803,284.72,93,281.4833333333,283.15,280.15,281.9833333333,277.15,279.38,280.8166666667,282.15,283.15,279.5766666667,279.15
+8995,2018-01-30 00:00:00,2.3333333333,level_4,0,1,72.6666666667,90.6666666667,25,0.3333333333,0,196,1,176.6666666667,0,4,0,sp22,0,0,1032,0,0,0,0,800,800,1034,800,,284.4833333333,1031.6666666667,279.4833333333,279.4833333333,748.3333333333,283.0666666667,95.3333333333,279.4833333333,281.4833333333,276.8166666667,279.9833333333,273.4833333333,276.6033333333,278.4833333333,280.4833333333,282.15,276.6266666667,276.4833333333
+8996,2018-01-30 03:00:00,1,level_3,0,1,71,100,0,0.6666666667,0,115,1.3333333333,294,0,4,0,sp22,0,0,1030.6666666667,0,0,0,0,800,800,1033.6666666667,800,,283.8166666667,1030.6666666667,277.8166666667,277.8166666667,721,283.15,97.6666666667,277.8166666667,280.4833333333,274.4833333333,278.8166666667,272.8166666667,276.3866666667,277.15,280.8166666667,282.4833333333,274.4833333333,274.4833333333
+8997,2018-01-30 06:00:00,1,level_6,0,0.6666666667,64.6666666667,82,75,1,6.6666666667,122,2,290,0,5,0,sp21,0,0,1030,0,0,0,0,800,800,1032.3333333333,800.3333333333,,284.8166666667,1030,276.8166666667,276.8166666667,741,284.5566666667,97.6666666667,276.8166666667,279.15,274.4833333333,277.65,273.4833333333,276.9033333333,276.15,281.15,284.15,273.51,272.8166666667
+8998,2018-01-30 09:00:00,1,level_7,0,1,58,77,63.3333333333,1.3333333333,0,66.6666666667,2,278,0,6,0,sp21,0,0,1030.3333333333,0,0,0,0,800,800,1032,800,,285.15,1030,279.15,279.15,741,284.7433333333,91.3333333333,279.15,280.4833333333,277.8166666667,279.4833333333,274.15,276.9766666667,278.4833333333,280.4833333333,284.4833333333,274.9166666667,272.8166666667
+8999,2018-01-30 12:00:00,1.3333333333,level_6,0,0.6666666667,52,58.6666666667,56.6666666667,1.6666666667,0,86.6666666667,2.3333333333,155.6666666667,0,6.6666666667,0,sp21,0,0,1029,0,0,0,0,800,800,1031.6666666667,800,,288.4833333333,1029.6666666667,287.8166666667,287.8166666667,741,287.27,56,287.8166666667,286.8166666667,283.8166666667,286.4833333333,274.8166666667,278.5366666667,286.15,283.15,286.4833333333,281.9333333333,280.4833333333
+9000,2018-01-30 15:00:00,1.6666666667,level_3,0,1,48,43.3333333333,13.3333333333,1,0,178.3333333333,3,190,0,5.6666666667,0,sp18,0.1,0,1027.3333333333,0,0,0,0,800,800,1029,700,,290.15,1027,289.15,289.15,734,288.7366666667,48,289.15,289.4833333333,286.4833333333,288.3166666667,277.4833333333,280.9066666667,287.15,285.15,287.8166666667,285.9433333333,285.15
+9001,2018-01-30 18:00:00,1,level_3,0,1.3333333333,53,69,0,1.3333333333,0,215,0.3333333333,116.6666666667,0,4.3333333333,0,sp18,0,0,1027,0,0,0,0,800,800,1028,800,,288.4833333333,1026,286.15,286.15,800,288.0766666667,63.6666666667,286.15,285.4833333333,285.4833333333,284.8166666667,278.4833333333,279.9733333333,284.15,281.8166666667,287.8166666667,284.0833333333,282.8166666667
+9002,2018-01-30 21:00:00,1,level_7,0,1,62,70.3333333333,0,1,0,116.6666666667,1,286.6666666667,0,3.3333333333,0,sp19,0,0,1028,0,0,0,0,800,800,1028.3333333333,800,,287.15,1026.3333333333,281.4833333333,281.4833333333,800,286.6833333333,89,281.4833333333,283.15,279.4833333333,281.65,274.15,276.23,280.15,278.8166666667,286.15,278.7333333333,277.8166666667
+9003,2018-01-31 00:00:00,1,level_6,0,2,76,89,66.6666666667,1.6666666667,0,116.6666666667,2,84.6666666667,0,2,0,sp19,0,0,1027.6666666667,0,0,0,0,800,800,1027.6666666667,800,,285.8166666667,1026.6666666667,279.4833333333,279.4833333333,734.3333333333,285.16,93,279.4833333333,280.4833333333,275.8166666667,278.9833333333,272.15,274.9766666667,277.4833333333,278.4833333333,284.15,275.2466666667,274.8166666667
+9004,2018-01-31 03:00:00,1.3333333333,level_9,0,1.3333333333,77.6666666667,86,90,0.6666666667,0,36.6666666667,0.6666666667,186.6666666667,0,3.6666666667,0,sp18,0,0,1026.3333333333,0,0,0,0,800,800,1026,800,,285.15,1025.6666666667,277.8166666667,277.8166666667,721,284.6266666667,90.6666666667,277.8166666667,279.8166666667,273.15,277.9833333333,270.4833333333,273.9033333333,276.15,278.15,283.8166666667,273.0066666667,272.8166666667
+9005,2018-01-31 06:00:00,1,level_9,0,2,69.3333333333,86,80,1,0,126.6666666667,2,270,0,4,0,sp18,0.1,0,1025.3333333333,0,0,0,0,800,747.3333333333,1025.6666666667,700,,284.8166666667,1025,276.8166666667,276.8166666667,721,284.4833333333,93,276.8166666667,278.15,273.4833333333,276.65,270.4833333333,273.9033333333,275.15,278.15,284.15,272.4233333333,271.8166666667
+9006,2018-01-31 09:00:00,1.3333333333,level_1,0,0.3333333333,69.3333333333,74,62.3333333333,1,0,64.3333333333,3.3333333333,261.6666666667,0,5.3333333333,0,sp18,0,0,1025,0,0,0,0,800,800,1025,800,,284.4833333333,1025,278.8166666667,278.8166666667,748,283.8733333333,85,278.8166666667,279.15,278.4833333333,278.65,272.012,274.242,278.15,277.012,283.4833333333,274.7366666667,272.15
+9007,2018-01-31 12:00:00,1.3333333333,level_3,0,0.3333333333,59.3333333333,85,13.3333333333,0.6666666667,0,0,1.6666666667,143.3333333333,0,6,0,sp18,0,0,1024,0,0,0,0,800,800,1024.3333333333,800,,288.15,1024.6666666667,287.4833333333,287.4833333333,800.6666666667,287.7566666667,57,287.4833333333,287.15,283.4833333333,286.65,279.8166666667,281.1566666667,286.15,282.8166666667,287.15,281.67,279.8166666667
+9008,2018-01-31 15:00:00,0.6666666667,level_1,0,0.3333333333,41,61.6666666667,0,2,0,203.3333333333,3.6666666667,200,0,5.6666666667,0,sp14,0,0,1020.6666666667,0,0,0,0,800,800,1021.3333333333,800,1021.3333333333,291.4833333333,1021,288.8166666667,288.8166666667,800,290.8866666667,56,288.8166666667,289.4833333333,287.4833333333,288.3166666667,284.8166666667,285.3,287.15,285.8166666667,290.15,286.0666666667,285.15
+9009,2018-01-31 18:00:00,0.6666666667,level_3,0,2.3333333333,45.6666666667,72.6666666667,63.3333333333,2.6666666667,0,320,5.3333333333,238.6666666667,0,2.6666666667,0,sp13,0,0,1018.6666666667,0,0,0,0,800,800,1020.6666666667,800,1020,289.15,1019,285.15,285.15,802.6666666667,289.15,79.6666666667,285.15,285.4833333333,285.8166666667,285.3166666667,282.15,283.08,285.15,284.15,289.15,283.9666666667,282.15
+9010,2018-01-31 21:00:00,1.3333333333,level_8,0,1.6666666667,63.6666666667,56.3333333333,63.3333333333,1,0,190.6666666667,2,176.6666666667,0,1,0,sp14,0,0,1018.6666666667,0,0,0,0,800,800,1019.6666666667,800,1020,286.15,1019,283.15,283.15,802.6666666667,286.15,87,283.15,284.15,280.15,283.3166666667,276.8166666667,279.1966666667,282.4833333333,282.15,286.15,278.86,277.4833333333
+9011,2018-02-01 00:00:00,1.6666666667,level_10,0.2,2.6666666667,71,83,70.3333333333,0.6666666667,0,90,1,93.3333333333,0,1,0,sp13,0,0,1016.6666666667,0,0,0,0,800,800,1018,800,1018,284.15,1017.6666666667,281.15,281.15,433.3333333333,283.4133333333,93,281.15,282.8166666667,276.15,281.9833333333,275.8166666667,278.6433333333,281.15,282.15,282.8166666667,275.41,274.8166666667
+9012,2018-02-01 03:00:00,0.6666666667,level_4,0.5,1,81.6666666667,82,88,2,30.6666666667,150,5.6666666667,256.6666666667,0,1,0,sp12,0.1,0,1014,0,0,0,0,800,800,1016.3333333333,700,1015,281.4833333333,1015.6666666667,279.4833333333,279.4833333333,600.6666666667,280.27,93,279.4833333333,280.15,273.15,279.15,276.4833333333,279.0133333333,278.15,282.15,279.4833333333,273.15,273.15
+9013,2018-02-01 06:00:00,0.6666666667,level_8,0.5,2,89,80,75,2.3333333333,20,303.3333333333,3.3333333333,175.3333333333,0,1.6666666667,0,sp10,0,0,1011.3333333333,0,0,0,0,800,801.3333333333,1016,801,1012.3333333333,280.4833333333,1013.6666666667,279.15,279.15,533.8333333333,279.27,93,279.15,279.15,274.15,278.4833333333,278.4833333333,279.9666666667,277.8166666667,281.8166666667,278.4833333333,273.6633333333,273.15
+9014,2018-02-01 09:00:00,1.3333333333,level_3,0.2,0.6666666667,91.3333333333,83.3333333333,75,2,38.3333333333,307.3333333333,1.6666666667,109.6666666667,0,2.3333333333,0,sp10,0,0,1010.3333333333,0,0,0,0,800,800,1015,767.6666666667,1011,282.8166666667,1012.3333333333,281.15,281.15,601,281.6033333333,82,281.15,279.8166666667,277.8166666667,279.4833333333,278.15,279.4833333333,279.15,281.15,280.8166666667,275.0166666667,273.4833333333
+9015,2018-02-01 12:00:00,1.3333333333,level_7,0.3,3.6666666667,71,65.3333333333,75,4,13.3333333333,270,2,176.3333333333,6.6666666667,3.6666666667,0,sp9,0,0,1009,0,0,0,0,800.3333333333,801.3333333333,1014,800.6666666667,1009.6666666667,286.8166666667,1011,286.8166666667,286.8166666667,500,286.3866666667,55.3333333333,286.8166666667,283.15,280.15,282.65,277.8166666667,279.0033333333,282.15,280.4833333333,285.8166666667,278.6,277.4833333333
+9016,2018-02-01 15:00:00,4.6666666667,level_8,0.2,4.3333333333,54.6666666667,46.3333333333,75,3.3333333333,0,246.6666666667,1.3333333333,210.6666666667,40,5.3333333333,0.3,sp3,0,0,1006.6666666667,0,0,0,0,802,500,1012,800,1006.3333333333,288.8166666667,1008.3333333333,288.4833333333,288.4833333333,601,288.44,50,288.4833333333,283.8166666667,284.15,283.15,275.8166666667,277.9,282.4833333333,280.4833333333,288.15,282.8633333333,281.15
+9017,2018-02-01 18:00:00,6.3333333333,level_2,0.2,2.3333333333,54.6666666667,57.3333333333,75,1.3333333333,0,106.6666666667,0.3333333333,16.6666666667,51.6666666667,4.6666666667,0.4,sp2,0,0,1006.6666666667,0,0.4,0,0,601,433.6666666667,1012,800,1006.3333333333,287.8166666667,1007.3333333333,285.4833333333,285.4833333333,550.3333333333,287.0066666667,67.6666666667,285.4833333333,281.8166666667,281.8166666667,280.8166666667,273.8166666667,275.7666666667,279.8166666667,278.15,286.4833333333,280.1266666667,276.8166666667
+9018,2018-02-01 21:00:00,2.6666666667,level_7,0.2,2.3333333333,62,70.6666666667,75,1,0,100,0.6666666667,16.6666666667,13.3333333333,4.3333333333,0.6,sp2,0,0,1007,0,0,0,0,800.6666666667,434,1012,800,1007,285.4833333333,1009,282.15,282.15,553.3333333333,283.8666666667,89,282.15,280.8166666667,277.15,279.9833333333,274.15,276.0866666667,279.15,278.4833333333,282.8166666667,276.7566666667,276.4833333333
+9019,2018-02-02 00:00:00,4,level_4,0.4,0.6666666667,67.3333333333,62.6666666667,86.3333333333,1.6666666667,0,28.3333333333,1.3333333333,230,0,2.3333333333,0.4,sp3,0,0,1007.3333333333,0,0,0,0,800,447,1012.3333333333,800,1007,282.4833333333,1008.6666666667,281.15,281.15,538.6666666667,282.0766666667,93,281.15,279.8166666667,276.15,279.15,274.4833333333,275.97,278.4833333333,277.8166666667,281.8166666667,275.58,275.15
+9020,2018-02-02 03:00:00,3.6666666667,level_7,0,2.3333333333,67.3333333333,62.3333333333,88.6666666667,1,0,50,1,183.3333333333,0,1.3333333333,0,sp3,0,0,1006.3333333333,0,0,0,0,800,800.6666666667,1013.6666666667,800,1005.6666666667,280.4833333333,1008.6666666667,280.8166666667,280.8166666667,600.6666666667,279.2633333333,91,280.8166666667,279.4833333333,276.15,278.9833333333,273.15,274.7833333333,278.4833333333,276.8166666667,278.4833333333,274.0533333333,272.4833333333
+9021,2018-02-02 06:00:00,3,level_10,0.5,2.3333333333,74.3333333333,69,75,1.3333333333,0,110,1.6666666667,304,0,3,0,sp3,0,0,1005.3333333333,0,0,0,0,800,800,1014.6666666667,800,1005.6666666667,279.15,1009,280.15,280.15,527,277.5233333333,75.3333333333,280.15,279.15,275.4833333333,278.3166666667,273.4833333333,274.9666666667,277.4833333333,276.8166666667,276.4833333333,274.1666666667,272.8166666667
+9022,2018-02-02 09:00:00,2,level_9,0.2,2.3333333333,69.3333333333,57.6666666667,63.3333333333,1,0,133.3333333333,2.3333333333,200.3333333333,20,2.3333333333,0,sp6,0,0,1006,0,0,0,0,801,800.3333333333,1016.3333333333,800,1006.6666666667,280.15,1010.3333333333,280.15,280.15,614,277.5166666667,73.3333333333,280.15,279.15,276.8166666667,278.65,273.4833333333,274.8166666667,278.15,276.4833333333,275.8166666667,275.3233333333,273.8166666667
+9023,2018-02-02 12:00:00,5.3333333333,level_10,0.2,5.6666666667,64.6666666667,37,51.6666666667,2.6666666667,0,283.3333333333,2.6666666667,101.6666666667,26.6666666667,2.3333333333,0,sp10,0,0,1005.6666666667,0,0,0,0,801.3333333333,801,1017,800,1008,284.4833333333,1012,282.4833333333,282.4833333333,617.3333333333,283.3166666667,55.3333333333,282.4833333333,280.4833333333,280.4833333333,280.4833333333,274.8166666667,277.05,280.4833333333,279.8166666667,282.4833333333,279.1966666667,277.15
+9024,2018-02-02 15:00:00,5,level_10,0.1,7,34,38,75,3,0,310,3.3333333333,260,40,3,0,sp8,0,0,1004.3333333333,0,0,0,0,802,800,1016.3333333333,800,1007.6666666667,286.8166666667,1012.3333333333,284.8166666667,284.8166666667,702,285.8066666667,33,284.8166666667,283.15,281.15,283.15,275.8166666667,278.0233333333,283.15,280.8166666667,285.15,279.7333333333,277.15
+9025,2018-02-02 18:00:00,2.6666666667,level_10,0.2,7.6666666667,33.3333333333,44.3333333333,75,2.3333333333,0,296.6666666667,2,286.6666666667,26.6666666667,3.3333333333,0,sp10,0,0,1006,0,0,0,0,801.3333333333,801.3333333333,1017.3333333333,800,1010,285.8166666667,1014,284.15,284.15,601,285.41,23.6666666667,284.15,282.8166666667,279.4833333333,281.9833333333,274.8166666667,277.17,281.15,280.15,285.15,278.0766666667,276.15
+9026,2018-02-02 21:00:00,3.6666666667,level_10,0.1,7,47,53.6666666667,75,3.3333333333,0,196.6666666667,2.3333333333,298.6666666667,20,2.6666666667,0,sp14,0,0,1007.6666666667,0,0,0,0,801,800,1018.6666666667,800,1012.3333333333,281.8166666667,1016,281.4833333333,281.4833333333,651,280.4033333333,37.3333333333,281.4833333333,279.15,276.8166666667,277.4833333333,273.8166666667,276.0466666667,275.8166666667,278.8166666667,279.4833333333,276.5433333333,276.15
+9027,2018-02-03 00:00:00,0.6666666667,level_10,0.3,7.6666666667,66.3333333333,60.6666666667,86.3333333333,1,0,63.3333333333,1.6666666667,101.6666666667,26.6666666667,0.3333333333,0,sp16,0,0,1009,0,0,0,0,801.3333333333,800,1019,800,1013,277.4833333333,1017.3333333333,281.15,281.15,516.6666666667,275.6633333333,41,281.15,278.15,275.4833333333,276.65,274.4833333333,275.6766666667,275.15,277.15,274.4833333333,275.15,274.8166666667
+9028,2018-02-03 03:00:00,0.6666666667,level_6,0.2,4,73,78,91.3333333333,1.6666666667,0,230,0.3333333333,40,13.3333333333,1,0,sp17,0,0,1009.3333333333,0,0,0,0,800.6666666667,800,1018.3333333333,800,1014,276.4833333333,1017.6666666667,281.15,281.15,533.3333333333,274.46,40.6666666667,281.15,278.15,274.15,276.65,274.8166666667,276.6033333333,275.15,278.8166666667,273.15,273.1466666667,271.8166666667
+9029,2018-02-03 06:00:00,2.3333333333,level_9,0,3,78,78.3333333333,75,1,0,83.3333333333,0.6666666667,176.6666666667,6.6666666667,1,0,sp17,0,0,1010.3333333333,0,0,0,0,800.3333333333,800,1017,800,1014.6666666667,274.8166666667,1018,278.4833333333,278.4833333333,735.3333333333,272.9966666667,54.6666666667,278.4833333333,277.8166666667,273.8166666667,275.9833333333,274.15,275.94,274.15,278.15,271.8166666667,272.3233333333,270.8166666667
+9030,2018-02-03 09:00:00,4.3333333333,level_8,0.3,5,75.6666666667,59.3333333333,75,1,0,30,1.3333333333,256.6666666667,0,0.6666666667,0,sp19,0,0,1011.6666666667,0,0,0,0,800,800,1017,800,1016,277.15,1019,280.4833333333,280.4833333333,500,274.7266666667,50.6666666667,280.4833333333,278.15,276.15,277.4833333333,275.15,277.0833333333,276.8166666667,279.4833333333,273.15,274.4166666667,272.4833333333
+9031,2018-02-03 12:00:00,4.6666666667,level_8,0.1,4.6666666667,45,45.3333333333,75,2.6666666667,0,210,4.6666666667,240,0,1,0,sp19,0,0,1011.3333333333,0,0,0,0,800,800,1015.6666666667,800,1015.6666666667,283.4833333333,1018.6666666667,285.8166666667,285.8166666667,702,282.47,35.6666666667,285.8166666667,284.15,280.8166666667,283.8166666667,276.4833333333,278.4166666667,283.4833333333,280.8166666667,281.8166666667,279.66,278.4833333333
+9032,2018-02-03 15:00:00,6.3333333333,level_7,0.5,2.3333333333,47.3333333333,39.3333333333,75,4.6666666667,0,193.3333333333,5.6666666667,260,6.6666666667,2,0,sp16,0,0,1009.3333333333,0,0,0,0,800.3333333333,800.3333333333,1013,800,1013.3333333333,286.8166666667,1015.6666666667,288.8166666667,288.8166666667,500.3333333333,286.2066666667,23.3333333333,288.8166666667,284.4833333333,283.8166666667,283.9833333333,278.15,280.0833333333,283.4833333333,282.4833333333,285.8166666667,283.0066666667,281.4833333333
+9033,2018-02-03 18:00:00,5,level_6,0.5,2.3333333333,51.6666666667,42,75,4.3333333333,0,303.3333333333,3.6666666667,233.3333333333,45,3,0,sp15,0,0,1009,0,0,0,0,802,800.6666666667,1013.6666666667,800,1012,285.8166666667,1015,286.8166666667,286.8166666667,500.3333333333,285.41,36.6666666667,286.8166666667,283.8166666667,282.15,283.65,277.8166666667,279.4533333333,283.4833333333,281.4833333333,285.15,280.9266666667,278.4833333333
+9034,2018-02-03 21:00:00,6,level_8,0.5,5.3333333333,65.6666666667,61.6666666667,75,2.6666666667,0,183.3333333333,3,170,51.6666666667,1.6666666667,0,sp15,0,0,1009.6666666667,0,0,0,0,802.3333333333,800,1013.6666666667,800,1012.6666666667,282.15,1013.6666666667,284.15,284.15,500.3333333333,280.9366666667,43,284.15,282.8166666667,281.15,281.8166666667,276.4833333333,278.2666666667,280.8166666667,280.4833333333,280.15,280.6,280.15
+9035,2018-02-04 00:00:00,5,level_7,0.7,4,75,71.6666666667,86.3333333333,1.6666666667,0,256.6666666667,0.6666666667,76.6666666667,56.6666666667,1.6666666667,0,sp14,0,0,1010,0,0,0,0,802.3333333333,800.6666666667,1013.6666666667,800,1012.6666666667,280.15,1012,283.4833333333,283.4833333333,500.6666666667,279.1366666667,45,283.4833333333,280.4833333333,280.15,279.65,275.4833333333,276.97,278.8166666667,278.8166666667,278.4833333333,279.96,279.8166666667
+9036,2018-02-04 03:00:00,2,level_7,0.3,5,72,80.6666666667,92,1.6666666667,58.3333333333,236.6666666667,0.3333333333,180,63.3333333333,3.6666666667,0,sp10,0.3,0,1010,0,0,0,0,802.6666666667,800,1013,500,1010.6666666667,281.15,1009.3333333333,283.15,283.15,500,279.33,60,283.15,280.15,279.15,279.3166666667,275.15,276.49,278.4833333333,278.15,278.15,278.77,278.4833333333
+9037,2018-02-04 06:00:00,2,level_8,0.2,5.3333333333,89,84,75,1.6666666667,56.6666666667,206.6666666667,2.6666666667,25.3333333333,75,1.6666666667,0,sp5,0,0,1010.6666666667,0,0.3,0,0,433.3333333333,800.6666666667,1013,802.3333333333,1010.6666666667,281.15,1008.3333333333,281.4833333333,281.4833333333,601,280.34,69.3333333333,281.4833333333,279.8166666667,277.8166666667,278.9833333333,275.15,276.4166666667,278.15,278.15,279.8166666667,277.3933333333,277.15
+9038,2018-02-04 09:00:00,3,level_7,0.2,3,85,91,75,1,26.6666666667,40,6.6666666667,74.3333333333,75,2,0,sp4,0,0,1011.6666666667,0,0.5,0,0,518.6666666667,803,1014,801.3333333333,1011,281.4833333333,1008.3333333333,279.8166666667,279.8166666667,601,280.6733333333,85,279.8166666667,280.8166666667,276.4833333333,280.15,275.15,276.19,279.4833333333,277.4833333333,280.15,276.24,275.8166666667
+9039,2018-02-04 12:00:00,2.6666666667,level_10,0.2,3.6666666667,71.3333333333,93,51.6666666667,1,26.6666666667,0,1.3333333333,6.6666666667,75,3.3333333333,0.3,sp3,0.1,0,1011.6666666667,0,0.7,0,0,601.8888888889,466.8333333333,1014.3333333333,533.6666666667,1010.3333333333,283.15,1008.6666666667,280.15,280.15,600.6666666667,281.7333333333,91,280.15,282.8166666667,275.8166666667,281.9833333333,277.4833333333,278.9733333333,281.15,280.8166666667,280.8166666667,275.15,274.4833333333
+9040,2018-02-04 15:00:00,3,level_10,0,2.6666666667,59,100,40,4,20,306.6666666667,5.3333333333,50,90,1.3333333333,0.3,sp2,0,0,1010.6666666667,0,0.3,0,0,600.6666666667,466.6666666667,1012.6666666667,801,1008.3333333333,284.4833333333,1007,281.4833333333,281.4833333333,802,282.93,85,281.4833333333,282.4833333333,276.15,281.6466666667,277.8166666667,280.05,280.8166666667,282.8166666667,281.8166666667,274.7466666667,273.8166666667
+9041,2018-02-04 18:00:00,3,level_7,0,1,68,100,75,2.6666666667,20,243.3333333333,3.6666666667,26.6666666667,85,2.6666666667,0.7,sp1,0.1,0,1010.6666666667,0,0.3,0,0,587.1111111111,450.6666666667,1012.3333333333,707.3333333333,1008.3333333333,283.15,1006.3333333333,281.4833333333,281.4833333333,803,282.14,83.3333333333,281.4833333333,280.8166666667,275.15,280.48,276.4833333333,278.4166666667,280.15,280.8166666667,281.4833333333,274.48,273.15
+9042,2018-02-04 21:00:00,3.6666666667,level_3,0.1,1,75.6666666667,97.6666666667,75,1,20,3.3333333333,3,143.3333333333,75,2.6666666667,0.7,sp1,0,0,1010,0,0.2,0,0,602.7777777778,514,1012,801,1009,281.4833333333,1007,280.15,280.15,702,279.46,91,280.15,280.8166666667,275.4833333333,280.4833333333,274.8166666667,276.4566666667,280.15,278.4833333333,278.15,275.4,275.15
+9043,2018-02-05 00:00:00,2,level_4,0.3,0.6666666667,79,90.6666666667,80.6666666667,1.3333333333,0,41.3333333333,3.6666666667,323.3333333333,75,2.3333333333,0.5,sp1,0,0,1010,0,0,0,0,803,507,1012,800,1007.6666666667,278.8166666667,1006.6666666667,279.15,279.15,500,276.9966666667,93,279.15,279.4833333333,276.15,279.4833333333,275.15,276.49,279.4833333333,278.15,275.8166666667,276.15,276.15
+9044,2018-02-05 03:00:00,2.3333333333,level_4,0.2,1.3333333333,86,88.3333333333,91.3333333333,1,0,170,4,160,51.6666666667,1,0.7,sp1,0,0,1008.6666666667,0,0,0,0,802.3333333333,514,1012,800,1006.3333333333,276.4833333333,1005.3333333333,279.4833333333,279.4833333333,601.3333333333,274.46,97.6666666667,279.4833333333,280.8166666667,275.8166666667,280.8166666667,275.4833333333,276.6733333333,280.8166666667,278.15,273.15,275.4366666667,275.15
+9045,2018-02-05 06:00:00,1.6666666667,level_4,0.5,1,90.3333333333,91.3333333333,75,1.3333333333,0,33.3333333333,5,90,63.3333333333,1,0.5,sp1,0,0,1007.6666666667,0,0,0,0,802.6666666667,507,1012,800,1005.3333333333,275.4833333333,1004.3333333333,279.4833333333,279.4833333333,500.3333333333,274.07,97.6666666667,279.4833333333,282.15,275.8166666667,282.15,275.15,276.7766666667,282.15,278.8166666667,273.15,275.3933333333,274.8166666667
+9046,2018-02-05 09:00:00,2,level_1,0.2,0.6666666667,84,93.6666666667,75,1.3333333333,0,20,2.3333333333,103.3333333333,75,0.6666666667,0.4,sp1,0,0,1008.3333333333,0,0.3,0,0,627,365.8333333333,1012.6666666667,800,1006,276.8166666667,1004.3333333333,279.8166666667,279.8166666667,601,275.2,95.3333333333,279.8166666667,282.15,275.8166666667,281.4833333333,275.8166666667,277.3033333333,280.8166666667,279.15,274.15,274.94,273.15
+9047,2018-02-05 12:00:00,2,level_1,0.1,0.6666666667,63,98.6666666667,75,3.6666666667,0,60,1.3333333333,10,85,1,0.4,sp2,0,0,1008.3333333333,0,0.1,0,0,593.8333333333,553,1013,800,1006,282.4833333333,1004.6666666667,283.8166666667,283.8166666667,702,281.27,74.6666666667,283.8166666667,282.15,274.8166666667,281.8166666667,276.15,277.9366666667,281.4833333333,280.15,280.4833333333,273.88,273.15
+9048,2018-02-05 15:00:00,2.3333333333,level_6,0.2,1.6666666667,49.6666666667,94.6666666667,75,3.6666666667,0,143.3333333333,1.3333333333,100,90,1.3333333333,0.2,sp1,0,0,1007,0,0.3,0,0,552.6666666667,552.8333333333,1013,800,1005,284.4833333333,1003.6666666667,285.15,285.15,601,284.1,63.3333333333,285.15,282.15,275.8166666667,281.65,276.15,277.64,281.15,279.4833333333,283.8166666667,275.02,274.15
+9049,2018-02-05 18:00:00,2.6666666667,level_1,0.3,0.6666666667,52,93,75,3.3333333333,0,343.3333333333,1.3333333333,23.3333333333,85,2.6666666667,0.4,sp1,0,0,1007.6666666667,0,0.3,0,0,550,601.6666666667,1013.3333333333,800,1005.3333333333,284.15,1004.6666666667,283.8166666667,283.8166666667,533.5,283.54,71,283.8166666667,282.4833333333,276.15,281.8166666667,275.4833333333,277.1233333333,281.15,279.15,283.15,275.22,273.4833333333
+9050,2018-02-05 21:00:00,2.3333333333,level_8,0.4,2.6666666667,65.6666666667,97.6666666667,75,5,0,360,1.6666666667,23.3333333333,75,1.3333333333,0.7,sp1,0,0,1008,0,0.2,0,0,567.6666666667,467.3333333333,1014.6666666667,800,1006.6666666667,281.8166666667,1007.3333333333,282.15,282.15,601.3333333333,280.4033333333,79.3333333333,282.15,282.8166666667,275.15,282.3166666667,275.15,276.9366666667,281.8166666667,279.15,279.4833333333,275.0666666667,274.8166666667
+9051,2018-02-06 00:00:00,3,level_2,0.3,1.3333333333,84.3333333333,94.3333333333,86.3333333333,3.6666666667,0,13.3333333333,1.3333333333,26.6666666667,75,1.3333333333,0.5,sp1,0,0,1008,0,0,0,0,803,500.3333333333,1016,800,1007,278.15,1008,280.15,280.15,500,277.14,93,280.15,281.4833333333,275.15,281.3166666667,275.15,276.9366666667,281.15,279.15,276.4833333333,275.15,275.15
+9052,2018-02-06 03:00:00,2.3333333333,level_4,0.2,1,88.3333333333,93,75,3,0,126.6666666667,2.6666666667,20,63.3333333333,2,0.4,sp1,0,0,1007.6666666667,0,0,0,0,802.6666666667,608,1016,800,1006.3333333333,276.4833333333,1007.6666666667,280.15,280.15,601,275.2733333333,93,280.15,281.4833333333,274.8166666667,280.9833333333,274.15,276.38,280.4833333333,279.15,274.4833333333,274.0566666667,273.4833333333
+9053,2018-02-06 06:00:00,2.3333333333,level_7,0,1.6666666667,79,82,40,1.6666666667,0,43.3333333333,2.3333333333,24.6666666667,20,1.6666666667,0.1,sp2,0,0,1007,0,0,0,0,801,702,1016,800,1006,278.15,1008,279.8166666667,279.8166666667,802,275.72,91,279.8166666667,280.4833333333,275.15,280.15,273.4833333333,274.97,279.8166666667,276.8166666667,274.15,274.56,274.15
+9054,2018-02-06 09:00:00,1,level_7,0,2.6666666667,79.6666666667,72.6666666667,40,2,0,243.3333333333,0.3333333333,0,0,1.6666666667,0.5,sp2,0,0,1007,0,0,0,0,800,500.3333333333,1016.6666666667,800,1006.6666666667,278.15,1008.6666666667,279.4833333333,279.4833333333,734.6666666667,276.1266666667,87,279.4833333333,280.4833333333,275.4833333333,280.4833333333,274.15,276.0833333333,280.4833333333,278.4833333333,274.8166666667,274.25,272.15
+9055,2018-02-06 12:00:00,2,level_10,0.1,5,64.6666666667,49.3333333333,51.6666666667,2.3333333333,33.3333333333,13.3333333333,4,54,20,4,0,sp4,0,0,1006.6666666667,0,0,0,0,801,802.6666666667,1016.3333333333,801.6666666667,1007.3333333333,283.4833333333,1009.3333333333,280.4833333333,280.4833333333,634.3333333333,282.07,83,280.4833333333,284.4833333333,278.15,283.65,274.4833333333,276.7166666667,282.8166666667,279.4833333333,281.15,277.1233333333,276.15
+9056,2018-02-06 15:00:00,2.6666666667,level_10,0.1,4,60.3333333333,50.3333333333,51.6666666667,5,26.6666666667,333.3333333333,1.6666666667,90,45,2.3333333333,0,sp3,0,0,1005,0,0,0,0,802,802.3333333333,1015,801.3333333333,1006.3333333333,286.15,1008.3333333333,281.15,281.15,701.3333333333,284.94,75,281.15,284.15,279.15,284.15,276.15,277.7833333333,284.15,279.8166666667,284.15,278.5466666667,276.8166666667
+9057,2018-02-06 18:00:00,2.3333333333,level_10,0.1,2.3333333333,46,49,63.3333333333,1.3333333333,0,203.3333333333,1.6666666667,203.3333333333,75,2,0,sp3,0,0,1005.3333333333,0,0,0,0,803,803,1014.6666666667,800,1007.3333333333,285.8166666667,1009.3333333333,280.15,280.15,718.3333333333,284.8266666667,79,280.15,283.4833333333,277.8166666667,282.9833333333,274.4833333333,275.6833333333,282.4833333333,277.15,284.15,276.94,275.15
+9058,2018-02-06 21:00:00,4.3333333333,level_10,0,4.3333333333,49.6666666667,64,80,1,0,130,1.3333333333,166.6666666667,0,2,0.3,sp4,0,0,1006.6666666667,0,0,0,0,800,500,1014.6666666667,800,1009.6666666667,284.15,1011.6666666667,278.15,278.15,667.6666666667,282.5333333333,88.3333333333,278.15,281.15,275.4833333333,280.69,272.8166666667,274.2733333333,280.15,275.8166666667,281.4833333333,275.1033333333,274.8166666667
+9059,2018-02-07 00:00:00,3.3333333333,level_10,0,2.6666666667,49.6666666667,65.6666666667,62.3333333333,1.3333333333,25.3333333333,100,2,189.3333333333,0,1.6666666667,0.2,sp5,0,0,1007,0,0,0,0,800,600.3333333333,1016.6666666667,801,1010,280.15,1012,278.15,278.15,667,279.7433333333,88.3333333333,278.15,280.15,274.15,279.65,273.15,274.34,279.15,275.8166666667,279.4833333333,273.01,272.15
+9060,2018-02-07 03:00:00,1.6666666667,level_7,0.1,3,64.3333333333,74.6666666667,74,0.6666666667,30.6666666667,39.3333333333,0.6666666667,86.6666666667,0,0.6666666667,0.9,sp5,0,0,1007.6666666667,0,0,0,0,800,501,1014.6666666667,801.3333333333,1010,277.15,1012,278.8166666667,278.8166666667,634,275.94,85,278.8166666667,279.8166666667,272.4833333333,279.3366666667,272.15,273.1,278.8166666667,274.15,275.15,271.7233333333,271.15
+9061,2018-02-07 06:00:00,1,level_6,0.3,1,76,85.6666666667,75,1,0,70,0.6666666667,206,6.6666666667,1.3333333333,0.9,sp5,0,0,1008.3333333333,0,0,0,0,800.3333333333,501,1017.3333333333,800,1010.6666666667,274.8166666667,1013,278.4833333333,278.4833333333,533.3333333333,273.6033333333,84.3333333333,278.4833333333,277.4833333333,270.4833333333,276.3166666667,273.15,274.0433333333,275.15,275.15,272.8166666667,269.76,269.15
+9062,2018-02-07 09:00:00,1.3333333333,level_8,0.1,2,68,65.6666666667,75,1.3333333333,0,36.6666666667,1.6666666667,286.6666666667,20,3.3333333333,0,sp7,0,0,1010,0,0,0,0,801,800,1019.3333333333,800,1013,278.15,1014,279.15,279.15,566.6666666667,275.32,77.3333333333,279.15,277.15,274.15,276.8166666667,272.8166666667,273.8666666667,276.4833333333,275.15,273.4833333333,272.26,270.4833333333
+9063,2018-02-07 12:00:00,1.3333333333,level_9,0.3,3,58.6666666667,50.6666666667,45,1.6666666667,0,25.6666666667,1,190.6666666667,45,7.6666666667,0,sp8,0,0,1011,0,0,0,0,802,800.3333333333,1020.3333333333,800,1014.3333333333,283.8166666667,1015,281.8166666667,281.8166666667,701.3333333333,282.8066666667,47.3333333333,281.8166666667,281.8166666667,278.15,281.65,274.4833333333,276.24,281.4833333333,278.4833333333,282.15,276.7166666667,274.8166666667
+9064,2018-02-07 15:00:00,3,level_10,0.3,3.6666666667,32.6666666667,46,75,2.6666666667,0,239.6666666667,2,223.3333333333,75,7,0,sp6,0,0,1011,0,0,0,0,803,801.6666666667,1020,800,1013.3333333333,285.15,1015,284.8166666667,284.8166666667,516.6666666667,284.7633333333,32,284.8166666667,283.4833333333,278.8166666667,283.13,275.15,276.36,282.8166666667,278.15,284.4833333333,278.0766666667,276.4833333333
+9065,2018-02-07 18:00:00,3.3333333333,level_10,0.1,5,37.3333333333,44.3333333333,51.6666666667,1.3333333333,0,96.6666666667,3,273.3333333333,51.6666666667,4,0,sp8,0,0,1012.3333333333,0,0,0,0,802.3333333333,802,1021.3333333333,800,1015,284.8166666667,1015.3333333333,282.4833333333,282.4833333333,634,283.8066666667,36.6666666667,282.4833333333,282.4833333333,278.15,281.65,275.15,276.1633333333,280.8166666667,277.4833333333,283.15,276.6566666667,273.8166666667
+9066,2018-02-07 21:00:00,2,level_10,0,6,55.3333333333,55,51.6666666667,1.3333333333,0,96.6666666667,1,186.6666666667,20,2.6666666667,0,sp11,0,0,1014.6666666667,0,0,0,0,801,804,1021.3333333333,800,1017.3333333333,281.8166666667,1017.3333333333,280.15,280.15,802.3333333333,280.94,44,280.15,278.8166666667,276.4833333333,277.7333333333,272.8166666667,273.8566666667,276.4833333333,275.15,279.8166666667,274.4966666667,272.8166666667
+9067,2018-02-08 00:00:00,2,level_10,0,3.3333333333,66,78.3333333333,63.3333333333,1,0,260,2.6666666667,306.6666666667,0,2.3333333333,0.2,sp13,0,0,1016.3333333333,0,0,0,0,800,600.3333333333,1020.6666666667,800,1018,278.15,998.6666666667,276.8166666667,276.8166666667,667.3333333333,277.5866666667,64.6666666667,276.8166666667,276.8166666667,271.552,275.9833333333,272.8166666667,273.19,275.15,273.8166666667,276.8166666667,271.022,270.552
+9068,2018-02-08 03:00:00,1.6666666667,level_10,0,2.6666666667,69,80.3333333333,91.3333333333,0.6666666667,0,13.3333333333,0.6666666667,193.3333333333,0,2.6666666667,0.3,sp12,0,0,1016.6666666667,0,0,0,0,800,500,1023,800,1018,277.4833333333,1019,275.8166666667,275.8166666667,600.3333333333,276.94,67.6666666667,275.8166666667,276.15,272.15,274.4833333333,272.8166666667,273.6633333333,272.8166666667,274.8166666667,276.15,270.9,269.8166666667
+9069,2018-02-08 06:00:00,0.3333333333,level_6,0.2,2.3333333333,69,79.6666666667,75,1,0,63.3333333333,5,38,0,2,0.3,sp13,0,0,1016,0,0,0,0,800,500,1023,800,1018.3333333333,275.8166666667,1019,274.8166666667,274.8166666667,566.6666666667,275.4633333333,70.6666666667,274.8166666667,276.15,270.4833333333,274.65,273.15,273.5466666667,273.15,274.15,275.15,269.78,268.8166666667
+9070,2018-02-08 09:00:00,1,level_9,0.3,1.3333333333,59,65.6666666667,75,0.6666666667,0,3.3333333333,2.3333333333,13,0,3,0,sp14,0,0,1017,0,0,0,0,800,803,1023.3333333333,800,1019.6666666667,277.4833333333,1019.6666666667,276.4833333333,276.4833333333,533.3333333333,275.9033333333,59.6666666667,276.4833333333,275.8166666667,273.8166666667,275.4833333333,273.15,274.19,275.15,275.4833333333,274.8166666667,271.2533333333,269.4833333333
+9071,2018-02-08 12:00:00,1,level_10,0.2,4.3333333333,37.6666666667,42.3333333333,63.3333333333,0.6666666667,0,140,0.3333333333,10,6.6666666667,5.6666666667,0.3,sp16,0,0,1017,0,0,0,0,800.3333333333,708.3333333333,1024,800,1018.6666666667,283.4833333333,1019.6666666667,282.8166666667,282.8166666667,600.6666666667,282.49,40,282.8166666667,279.4833333333,278.4833333333,278.9833333333,274.8166666667,276.21,278.4833333333,278.15,281.8166666667,276.8666666667,275.4833333333
+9072,2018-02-08 15:00:00,1.3333333333,level_10,0,5.6666666667,32.3333333333,40,75,1.3333333333,0,183.3333333333,2.3333333333,50,33.3333333333,3.6666666667,0.3,sp14,0,0,1017,0,0,0,0,801.6666666667,708.3333333333,1022.6666666667,800,1017,286.15,1018.3333333333,284.8166666667,284.8166666667,803,285.9666666667,33,284.8166666667,279.15,279.8166666667,278.65,275.8166666667,277.1533333333,278.15,278.8166666667,285.8166666667,279.0133333333,277.8166666667
+9073,2018-02-08 18:00:00,2,level_10,0,6,31,42.6666666667,75,1,0,309.3333333333,1,63.3333333333,40,3,0.1,sp14,0,0,1017.6666666667,0,0,0,0,802,700.6666666667,1022,800,1017.3333333333,286.4833333333,1018.3333333333,283.4833333333,283.4833333333,803,286.1166666667,38.3333333333,283.4833333333,278.8166666667,279.15,278.4833333333,275.15,276.4866666667,278.15,278.15,285.8166666667,277.86,275.4833333333
+9074,2018-02-08 21:00:00,2,level_10,0,2.3333333333,43.6666666667,63,80,1,0,106.6666666667,1.3333333333,283.3333333333,25,3,0.1,sp16,0,0,1019,0,0,0,0,801,701.3333333333,1022,800,1019,281.15,1019.3333333333,281.4833333333,281.4833333333,803.3333333333,279.5,55.6666666667,281.4833333333,277.4833333333,275.4833333333,275.8166666667,274.15,275.34,274.15,276.8166666667,278.15,274.59,274.15
+9075,2018-02-09 00:00:00,0.6666666667,level_10,0,4,61.3333333333,72.3333333333,64,1,0,113.3333333333,2.3333333333,204,0,1,0,sp18,0,0,1019,0,0,0,0,800,802,1020.6666666667,800,1019,277.15,1019.3333333333,281.15,281.15,734.6666666667,276.2333333333,47.6666666667,281.15,275.8166666667,272.8166666667,274.15,272.15,273.19,272.4833333333,274.4833333333,275.4833333333,272.6533333333,272.4833333333
+9076,2018-02-09 03:00:00,1,level_7,0,3,64,83.6666666667,20,1.3333333333,0,133.3333333333,1,105.3333333333,0,0.6666666667,0,sp18,0,0,1018.3333333333,0,0,0,0,800,802,1019.6666666667,800,1019,276.15,1019,279.8166666667,279.8166666667,714.3333333333,273.95,50.6666666667,279.8166666667,274.4833333333,270.8166666667,272.9833333333,270.8166666667,271.8566666667,271.4833333333,273.15,272.15,270.6533333333,270.4833333333
+9077,2018-02-09 06:00:00,0.6666666667,level_9,0,2,76.6666666667,86,0,1.3333333333,0,90,0.3333333333,322,0,0.6666666667,0,sp18,0,0,1018,0,0,0,0,800,800,1018.3333333333,800,1019,273.8166666667,1018.6666666667,274.4833333333,274.4833333333,760.6666666667,272.35,80,274.4833333333,273.8166666667,269.8166666667,272.65,271.15,272.4866666667,271.4833333333,274.15,271.15,269.2033333333,268.4833333333
+9078,2018-02-09 09:00:00,1,level_9,0,2.3333333333,71.6666666667,70.6666666667,55,1.3333333333,0,73.3333333333,1,325,0,1.3333333333,0,sp19,0,0,1018,0,0,0,0,800,800,1019.6666666667,800,1019.6666666667,275.15,1018.6666666667,276.4833333333,276.4833333333,734.3333333333,273.8666666667,70.6666666667,276.4833333333,274.4833333333,272.8166666667,273.8166666667,271.4833333333,273.49,273.15,276.15,272.8166666667,271.0133333333,269.8166666667
+9079,2018-02-09 12:00:00,1.3333333333,level_3,0.1,1.6666666667,45.6666666667,54,85,1,6.6666666667,70,2.6666666667,216.3333333333,6.6666666667,0.6666666667,0,sp19,0,0,1017.6666666667,0,0,0,0,800.3333333333,800,1019.6666666667,800.3333333333,1019.3333333333,281.8166666667,1019.6666666667,282.8166666667,282.8166666667,438.3333333333,281.4833333333,39.3333333333,282.8166666667,280.4833333333,276.8166666667,280.3166666667,274.15,276.23,280.15,278.8166666667,281.15,275.4833333333,274.4833333333
+9080,2018-02-09 15:00:00,1.6666666667,level_2,0.4,1.3333333333,35,47.6666666667,75,3.3333333333,13.3333333333,70,3.6666666667,270,0,2,0,sp18,0,0,1015.3333333333,0,0,0,0,800,800,1020,800.6666666667,1017,285.4833333333,1018,286.15,286.15,400.5,285.3333333333,29.3333333333,286.15,283.15,281.4833333333,282.65,276.4833333333,278.12,282.15,280.15,285.15,280.1366666667,278.8166666667
+9081,2018-02-09 18:00:00,2,level_5,0.1,2.3333333333,47.3333333333,52.6666666667,75,3,20,343.3333333333,3,260,51.6666666667,3.3333333333,0,sp17,0,0,1015.3333333333,0,0,0,0,802.3333333333,800,1023,801,1016.6666666667,284.8166666667,1019,284.8166666667,284.8166666667,702,284.6333333333,51.3333333333,284.8166666667,281.8166666667,280.8166666667,281.3166666667,277.15,279.38,280.8166666667,282.15,284.4833333333,279.94,278.15
+9082,2018-02-09 21:00:00,1.3333333333,level_4,0.1,1.6666666667,77.6666666667,79,63.3333333333,2.6666666667,50,310,2.6666666667,286.6666666667,20,2.3333333333,0,sp19,0,0,1016,0,0,0,0,801,800,1025,802,1018,283.15,1021,282.8166666667,282.8166666667,701.6666666667,282.6,58.6666666667,282.8166666667,280.4833333333,279.15,279.65,275.4833333333,277.7166666667,278.8166666667,280.4833333333,282.15,278.2333333333,277.15
+9083,2018-02-10 00:00:00,3.6666666667,level_9,0,5.6666666667,83,69.3333333333,20,2,56.6666666667,230,1,110,51.6666666667,1.3333333333,0,sp19,0,0,1016,0,0,0,0,802.3333333333,800,1025.6666666667,802.3333333333,1018,282.4833333333,1021.3333333333,283.15,283.15,801,281.5666666667,56.6666666667,283.15,278.8166666667,278.15,277.8166666667,274.8166666667,277.05,276.8166666667,279.8166666667,280.8166666667,277.3866666667,276.8166666667
+9084,2018-02-10 03:00:00,2,level_10,0,6,91,55.3333333333,45,1.6666666667,0,110,3,312.3333333333,0,1,0,sp19,0,0,1016,0,0,0,0,800,800,1024.6666666667,800,1017.6666666667,278.8166666667,1021.3333333333,281.8166666667,281.8166666667,802,277.9,42.3333333333,281.8166666667,277.8166666667,277.4833333333,276.65,274.8166666667,276.0033333333,275.4833333333,277.4833333333,277.15,276.2933333333,275.15
+9085,2018-02-10 06:00:00,3.3333333333,level_10,0,7.6666666667,88.3333333333,63.3333333333,75,1.3333333333,0,109.6666666667,1,93.3333333333,0,0.6666666667,0,sp19,0,0,1016.3333333333,0,0,0,0,800,800,1024,780.3333333333,1018.6666666667,277.8166666667,1021,282.15,282.15,803,276.5333333333,39,282.15,276.4833333333,276.8166666667,274.9833333333,274.8166666667,276.29,273.4833333333,278.15,275.4833333333,275.13,273.8166666667
+9086,2018-02-10 09:00:00,0.6666666667,level_10,0.2,5,89,61.6666666667,75,1,0,0,3,290,0,0.6666666667,0,sp20,0,0,1017,0,0,0,0,800,800.3333333333,1025.3333333333,714.3333333333,1010.3333333333,278.8166666667,1022,280.8846666667,280.8846666667,601,277.44,43,280.8846666667,277.8166666667,278.4833333333,276.9633333333,275.4833333333,277.12,276.15,279.15,276.4833333333,276.27,273.8166666667
+9087,2018-02-10 12:00:00,1.6666666667,level_10,0.4,9,67,44,75,1.6666666667,13.3333333333,239.6666666667,4.3333333333,293.3333333333,20,2,0,sp20,0,0,1015.6666666667,0,0,0,0,801,800,1025.3333333333,800.6666666667,1019,284.4833333333,1022.6666666667,284.8166666667,284.8166666667,601.3333333333,283.9466666667,32.6666666667,284.8166666667,282.4833333333,280.8166666667,282.3166666667,277.15,278.6666666667,282.15,280.8166666667,283.4833333333,279.8033333333,277.8166666667
+9088,2018-02-10 15:00:00,1,level_2,0.3,2.6666666667,48,37.3333333333,75,2,20,196.6666666667,3,226.6666666667,40,1.3333333333,0,sp18,0,0,1014,0,0,0,0,802,800,1023.3333333333,801,1018,287.8166666667,1021,284.15,284.15,500,287.2466666667,37,284.15,285.4833333333,283.15,284.9833333333,277.15,279.1366666667,284.4833333333,281.8166666667,286.8166666667,281.6033333333,279.4833333333
+9089,2018-02-10 18:00:00,2.3333333333,level_10,0.2,6.3333333333,46,43.3333333333,75,1,13.3333333333,96.6666666667,2.3333333333,173.3333333333,20,2,0,sp17,0,0,1015,0,0,0,0,801,800,1023,800.6666666667,1018.3333333333,287.8166666667,1020.3333333333,284.4833333333,284.4833333333,601,287.45,38,284.4833333333,283.8166666667,281.8166666667,282.4833333333,277.15,278.79,281.15,281.15,287.15,280.48,278.4833333333
+9090,2018-02-10 21:00:00,1.6666666667,level_10,0.3,4.6666666667,54.6666666667,57.3333333333,75,0.6666666667,0,84.6666666667,1.6666666667,280,6.6666666667,1.3333333333,0,sp19,0,0,1017.3333333333,0,0,0,0,800.3333333333,800,1022.3333333333,800,1019.6666666667,283.4833333333,1021,281.8166666667,281.8166666667,500,282.5666666667,49.3333333333,281.8166666667,278.8166666667,279.15,277.15,277.15,278.7433333333,275.4833333333,281.15,281.8166666667,277.3733333333,275.8166666667
+9091,2018-02-11 00:00:00,1,level_9,0.2,3.3333333333,76.6666666667,72.6666666667,86.3333333333,1,0,116.6666666667,1.3333333333,200,13.3333333333,1,0,sp20,0,0,1017.6666666667,0,0,0,0,800.6666666667,800,1021,800,1020,278.8166666667,1021,279.15,279.15,601,277.6433333333,63.6666666667,279.15,277.15,275.4833333333,274.9533333333,277.15,278.7633333333,272.8166666667,280.8166666667,276.8166666667,274.8033333333,274.15
+9092,2018-02-11 03:00:00,1,level_6,0.5,1.6666666667,80.3333333333,84,91.3333333333,1.6666666667,0,73.3333333333,4,247,20,0.6666666667,0,sp20,0,0,1017,0,0,0,0,801,800,1019.3333333333,800,1019.6666666667,277.4833333333,1021,277.4833333333,277.4833333333,467.1666666667,276.3266666667,70.3333333333,277.4833333333,276.15,274.8166666667,274.4833333333,277.4833333333,278.9866666667,272.8166666667,281.15,275.4833333333,274.6533333333,274.4833333333
+9093,2018-02-11 06:00:00,1,level_8,0.3,2.6666666667,84,86,80,2,0,163.3333333333,2.6666666667,270,26.6666666667,1,0,sp20,0,0,1016,0,0,0,0,801.3333333333,800.3333333333,1018.3333333333,800,1019,276.4833333333,1021,278.15,278.15,466.8333333333,274.96,70.6666666667,278.15,275.4833333333,274.15,274.15,278.15,279.6433333333,272.8166666667,281.4833333333,273.8166666667,273.45,272.8166666667
+9094,2018-02-11 09:00:00,0.6666666667,level_8,0.2,3,68.3333333333,72,75,1,0,73.3333333333,1,97.3333333333,0,1,0,sp21,0,0,1017,0,0,0,0,800,800,1018.6666666667,800,1009.3333333333,279.4833333333,1021.6666666667,281.5846666667,281.5846666667,601,277.0566666667,62,281.5846666667,277.8166666667,278.4833333333,276.9833333333,280.4833333333,281.5633333333,276.15,282.8166666667,275.4833333333,275.51,273.4833333333
+9095,2018-02-11 12:00:00,3.3333333333,level_7,0.5,5,52.6666666667,57.6666666667,75,1.6666666667,0,205.6666666667,4.6666666667,246.6666666667,0,1,0,sp21,0,0,1016,0,0,0,0,800,800,1018.3333333333,800,1018.3333333333,285.4833333333,1021.6666666667,289.4833333333,289.4833333333,500.3333333333,285.0766666667,42.3333333333,289.4833333333,284.15,285.15,283.65,282.8166666667,283.6966666667,283.15,284.8166666667,284.8166666667,282.9266666667,281.15
+9096,2018-02-11 15:00:00,7,level_8,0.5,5.3333333333,45.6666666667,53,75,2.6666666667,0,220,3,263.3333333333,33.3333333333,3,0,sp19,0,0,1014.3333333333,0,0,0,0,801.6666666667,800,1018.3333333333,800,1006.3333333333,289.4833333333,1020.3333333333,292.2436666667,292.2436666667,500.3333333333,289.0766666667,37,292.2436666667,287.15,288.15,286.9833333333,282.4833333333,283.1933333333,286.8166666667,284.15,288.8166666667,286.9433333333,284.8166666667
+9097,2018-02-11 18:00:00,6.6666666667,level_9,0.2,5,51.3333333333,56.6666666667,75,4.6666666667,0,296.6666666667,1.6666666667,296.6666666667,51.6666666667,4.6666666667,0,sp19,0,0,1013,0,0,0,0,802.3333333333,800,1019.6666666667,800,1015.3333333333,288.4833333333,1019,291.8166666667,291.8166666667,601,288.0966666667,38.6666666667,291.8166666667,286.8166666667,287.4833333333,286.3166666667,281.15,281.8433333333,285.8166666667,282.8166666667,287.8166666667,286.0066666667,283.15
+9098,2018-02-11 21:00:00,4.3333333333,level_7,0.1,3,78,59.3333333333,75,3.3333333333,26.6666666667,290,1.3333333333,99,31.6666666667,3.3333333333,0,sp20,0,0,1013.3333333333,0,0,0,0,801.3333333333,800,1021,801.3333333333,1017,286.15,1019,287.15,287.15,702,284.9766666667,58,287.15,286.15,285.8166666667,285.15,279.15,280.33,284.15,281.8166666667,284.15,285.2266666667,284.8166666667
+9099,2018-02-12 00:00:00,4.6666666667,level_8,0.2,2.6666666667,87,62,75,3,45,280,2.6666666667,126.6666666667,33.3333333333,2.6666666667,0,sp19,0,0,1013.6666666667,0,0,0,0,801.6666666667,801,1022,802,1016,285.15,1018,286.4833333333,286.4833333333,601,284.9666666667,60.6666666667,286.4833333333,285.15,285.15,283.9833333333,278.15,279.18,282.8166666667,280.4833333333,284.8166666667,284.45,283.8166666667
+9100,2018-02-12 03:00:00,4.6666666667,level_8,0.1,3.3333333333,93,66,80.6666666667,2.3333333333,50,303.3333333333,2.3333333333,178.6666666667,51.6666666667,1,0,sp18,0,0,1014,0,0,0,0,634.6666666667,803.6666666667,1020.6666666667,802,1015.6666666667,283.4833333333,1017,286.8166666667,286.8166666667,702,282.8733333333,59.3333333333,286.8166666667,284.15,283.8166666667,283.2833333333,278.15,279.1566666667,282.15,280.15,282.4833333333,283.0966666667,282.4833333333
+9101,2018-02-12 06:00:00,2.6666666667,level_6,0.2,3,91,67,63.3333333333,1.6666666667,63.3333333333,103.3333333333,2.6666666667,246.6666666667,56.6666666667,2.6666666667,0.1,sp18,0,0,1014,0,0.1,0,0,701.3333333333,534.6666666667,1022.6666666667,802.6666666667,1015.3333333333,284.4833333333,1017.3333333333,286.15,286.15,600.6666666667,284.13,69.3333333333,286.15,284.8166666667,281.4833333333,283.7133333333,275.8166666667,276.6,282.4833333333,277.8166666667,283.8166666667,281.0633333333,280.8166666667
+9102,2018-02-12 09:00:00,1,level_4,0.1,2,85.3333333333,76,63.3333333333,1,33.3333333333,159,2.6666666667,123.3333333333,38.3333333333,3,0,sp18,0,0,1015,0,0,0,0,801.6666666667,803,1023,801.6666666667,1016.6666666667,285.4833333333,1018.6666666667,285.8166666667,285.8166666667,702,285.0966666667,69.3333333333,285.8166666667,283.4833333333,280.15,282.8066666667,275.15,276.22,282.15,277.8166666667,284.8166666667,278.9133333333,276.15
+9103,2018-02-12 12:00:00,1,level_5,0.1,2,76,81,75,3.3333333333,75,262.6666666667,3.3333333333,166.6666666667,33.3333333333,5.3333333333,0.1,sp18,0.1,0,1016.3333333333,0,0,0,0,801.6666666667,534.3333333333,1023.3333333333,702,1017,287.15,1019.3333333333,286.8166666667,286.8166666667,720.6666666667,286.7433333333,56.6666666667,286.8166666667,282.15,281.4833333333,281.9833333333,275.4833333333,277.18,281.8166666667,279.15,286.4833333333,280.8633333333,279.8166666667
+9104,2018-02-12 15:00:00,5,level_5,0.2,2.3333333333,56.3333333333,38.6666666667,80,2,26.6666666667,90,1,93.3333333333,40,5,1.2,sp16,0,0,1016,0,0,0,0,802,534.1666666667,1023,801.3333333333,1017,290.8166666667,1018.3333333333,284.15,284.15,555,289.64,76,284.15,280.4833333333,283.8166666667,279.8166666667,274.15,275.3966666667,279.15,276.8166666667,288.8166666667,281.9333333333,279.15
+9105,2018-02-12 18:00:00,5,level_4,0,2,44.3333333333,41,63.3333333333,1.6666666667,0,96.6666666667,1,0,13.3333333333,4.3333333333,0.3,sp17,0,0,1016.3333333333,0,0,0,0,800.6666666667,506.6666666667,1022.6666666667,800,1017.3333333333,289.15,1019.6666666667,283.15,283.15,740,288.7433333333,79.6666666667,283.15,280.15,281.15,279.5033333333,274.4833333333,275.4133333333,278.8166666667,276.4833333333,288.4833333333,280.2066666667,278.4833333333
+9106,2018-02-12 21:00:00,1.3333333333,level_10,0,3,49.6666666667,57.6666666667,45,2.6666666667,0,120,0.6666666667,113.3333333333,0,2,0.7,sp19,0,0,1018,0,0,0,0,800,517.1666666667,1023,800,1019.6666666667,284.15,1020.3333333333,280.8166666667,280.8166666667,781.3333333333,283.01,85,280.8166666667,276.8166666667,276.8166666667,275.8166666667,273.4833333333,274.06,274.8166666667,274.8166666667,282.15,276.21,275.4833333333
+9107,2018-02-13 00:00:00,1,level_9,0,3,69.3333333333,72.3333333333,13.3333333333,1,0,156.6666666667,1,117,13.3333333333,1,0.3,sp20,0,0,1019,0,0,0,0,800.6666666667,500,1021.6666666667,800,1020.6666666667,280.4833333333,1021,279.15,279.15,734,278.4966666667,71,279.15,276.8166666667,274.15,275.9833333333,271.15,272.3166666667,275.15,273.8166666667,277.15,273.58,273.15
+9108,2018-02-13 03:00:00,1,level_9,0,3.3333333333,82,84,29.3333333333,2.3333333333,0,136.6666666667,1.3333333333,179,6.6666666667,1.3333333333,0,sp20,0,0,1019,0,0,0,0,800.3333333333,801,1018.3333333333,800,1021,276.8166666667,1020,278.15,278.15,754.6666666667,276.0066666667,60,278.15,275.4833333333,271.4833333333,274.8166666667,269.8166666667,271.6033333333,274.15,273.8166666667,275.4833333333,270.9133333333,270.4833333333
+9109,2018-02-13 06:00:00,0.6666666667,level_9,0,2,83,89.3333333333,13.3333333333,2.3333333333,0,153.3333333333,1.3333333333,169.6666666667,0,0.3333333333,0,sp19,0,0,1019,0,0,0,0,800,800,1015.6666666667,800,1021,276.8166666667,1019,275.8166666667,275.8166666667,800.6666666667,274.7933333333,70.6666666667,275.8166666667,274.8166666667,271.4833333333,273.69,272.4833333333,274.5933333333,272.4833333333,276.8166666667,273.4833333333,270.2033333333,269.4833333333
+9110,2018-02-13 09:00:00,2,level_6,0.1,4.3333333333,72,69,75,5.6666666667,0,220,2.3333333333,178,0,0.3333333333,0,sp21,0,0,1018.6666666667,0,0,0,0,800,800,1014,800,1021,278.4833333333,1019.6666666667,279.4833333333,279.4833333333,718.6666666667,276.46,59.6666666667,279.4833333333,275.4833333333,275.8166666667,275.15,274.4833333333,276.3333333333,274.8166666667,278.15,275.15,273.27,270.4833333333
+9111,2018-02-13 12:00:00,5.3333333333,level_7,0.1,7,52.3333333333,51,75,5.3333333333,0,236.6666666667,5.3333333333,266.6666666667,0,1,0,sp21,0,0,1016.6666666667,0,0,0,0,800,800.3333333333,1014.3333333333,800,1019,284.8166666667,1019.3333333333,285.8166666667,285.8166666667,702,284.2066666667,36.6666666667,285.8166666667,280.4833333333,280.15,280.15,276.8166666667,278.59,279.8166666667,280.4833333333,283.8166666667,278.9166666667,277.15
+9112,2018-02-13 15:00:00,5.6666666667,level_8,0,7.6666666667,33.3333333333,46.3333333333,75,5.6666666667,0,246.6666666667,6.3333333333,250,38.3333333333,2.6666666667,0,sp19,0,0,1013.3333333333,0,0.2,0,0,600,800.6666666667,1013.6666666667,800,1016,288.15,1017.6666666667,288.4833333333,288.4833333333,803,287.54,32.3333333333,288.4833333333,283.4833333333,282.15,282.7533333333,278.8166666667,280.1033333333,281.8166666667,281.4833333333,287.15,281.38,279.8166666667
+9113,2018-02-13 18:00:00,7,level_7,0.3,5,42,70.3333333333,63.3333333333,1.6666666667,0,163.3333333333,5.3333333333,260,63.3333333333,2.3333333333,0,sp18,0,0,1012.6666666667,0,0.2,0,0,600.6666666667,801,1014.6666666667,800,1016.3333333333,287.8166666667,1017,287.8166666667,287.8166666667,500,287.0066666667,46,287.8166666667,281.8166666667,281.8166666667,281.0233333333,278.8166666667,279.9533333333,280.15,281.15,286.4833333333,281.01,279.8166666667
+9114,2018-02-13 21:00:00,6.3333333333,level_7,0.3,6.6666666667,64.6666666667,71.6666666667,75,1.3333333333,0,50,2.6666666667,263.3333333333,20,2.6666666667,0,sp20,0,0,1013.6666666667,0,0,0,0,801,803,1016,800,1017,282.8166666667,1017.3333333333,285.8166666667,285.8166666667,500,281.6033333333,40,285.8166666667,279.8166666667,281.15,279.0666666667,277.15,278.6033333333,278.15,280.15,280.8166666667,280.6,280.15
+9115,2018-02-14 00:00:00,5.3333333333,level_8,0.1,7.3333333333,84.6666666667,81,63.3333333333,1,0,43.3333333333,2,236.6666666667,6.6666666667,1.3333333333,0,sp20,0,0,1014,0,0,0,0,800.3333333333,800,1016,800,1017.6666666667,279.4833333333,1018,284.15,284.15,701.6666666667,278.8766666667,58.3333333333,284.15,279.8166666667,280.4833333333,278.9833333333,276.15,277.3433333333,278.15,278.8166666667,278.4833333333,279.9133333333,279.4833333333
+9116,2018-02-14 03:00:00,5.3333333333,level_8,0.2,7,93,87,76.6666666667,1.3333333333,4,76.6666666667,0.6666666667,200.6666666667,0,0,0,sp19,0,0,1014.3333333333,0,0,0,0,800,800,1014.6666666667,800.3333333333,1017.3333333333,277.8166666667,1018,284.15,284.15,601,277.2066666667,60.3333333333,284.15,277.4833333333,280.15,276.8566666667,276.15,277.42,276.15,278.8166666667,276.8166666667,279.77,279.4833333333
+9117,2018-02-14 06:00:00,4.6666666667,level_8,0.1,8,93,89,63.3333333333,1.3333333333,13.3333333333,115.3333333333,1.6666666667,146,38.3333333333,0.6666666667,0,sp20,0,0,1015.3333333333,0,0,0,0,801.6666666667,801,1013.3333333333,800.6666666667,1017,276.4833333333,1018.3333333333,284.8166666667,284.8166666667,701.6666666667,275.4733333333,59.3333333333,284.8166666667,277.4833333333,280.15,275.8166666667,276.8166666667,278.5333333333,274.15,280.4833333333,274.8166666667,279.5166666667,279.15
+9118,2018-02-14 09:00:00,4.3333333333,level_9,0.2,7.6666666667,89,91,75,5.3333333333,4,180,1.6666666667,225.3333333333,75,1,0,sp21,0,0,1017,0,0,0,0,803,801.3333333333,1013.6666666667,800.3333333333,1018.3333333333,278.15,1020,286.15,286.15,601,276.9366666667,58,286.15,277.8166666667,280.4833333333,276.9633333333,281.15,281.6533333333,276.15,282.15,276.15,280.0766666667,279.8166666667
+9119,2018-02-14 12:00:00,5.6666666667,level_9,0.1,5.6666666667,62.3333333333,79.3333333333,75,5.3333333333,6.6666666667,216.6666666667,1.6666666667,184,75,0.6666666667,0,sp21,0,0,1017.6666666667,0,0,0,0,803,801.3333333333,1013,800.3333333333,1009,285.15,1020.6666666667,287.9866666667,287.9866666667,370,284.54,52,287.9866666667,282.4833333333,283.15,281.5866666667,282.4833333333,284.5633333333,280.8166666667,287.15,284.15,282.2,280.8166666667
+9120,2018-02-14 15:00:00,6.3333333333,level_8,0,5.3333333333,48.6666666667,81,63.3333333333,4.6666666667,63.3333333333,236.6666666667,2,270,85,1.6666666667,0,sp20,0,0,1016.6666666667,0,0,0,0,803.6666666667,802.3333333333,1014,802.6666666667,1018,288.4833333333,1020,289.8166666667,289.8166666667,635,287.8733333333,46,289.8166666667,283.8166666667,284.4833333333,283.4833333333,283.8166666667,286.39,283.15,289.15,287.4833333333,282.94,280.8166666667
+9121,2018-02-14 18:00:00,7.3333333333,level_9,0,4.6666666667,54.3333333333,81,31.6666666667,2,20,153.3333333333,2,251.6666666667,85,2.3333333333,0,sp20,0,0,1017,0,0,0,0,803.6666666667,801.3333333333,1014,801,1018.3333333333,287.8166666667,1020.6666666667,289.4833333333,289.4833333333,801.3333333333,287.8166666667,49,289.4833333333,283.4833333333,283.4833333333,282.9833333333,283.8166666667,286.3466666667,282.4833333333,289.4833333333,287.8166666667,282.4066666667,280.8166666667
+9122,2018-02-14 21:00:00,2.6666666667,level_8,0,4.3333333333,71,85,0,1.3333333333,0,70,0.6666666667,190,31.6666666667,1.3333333333,0,sp21,0,0,1017.6666666667,0,0,0,0,801.3333333333,800,1015.6666666667,800,1019.6666666667,284.15,1021.6666666667,287.15,287.15,800,282.9366666667,58,287.15,281.8166666667,282.15,280.4833333333,283.8166666667,284.5133333333,279.15,285.4833333333,282.15,281.8933333333,281.8166666667
+9123,2018-02-15 00:00:00,2,level_8,0,4.3333333333,81.3333333333,91.3333333333,14.6666666667,2,0,123.3333333333,0.6666666667,196.6666666667,0,1,0,sp21,0,0,1018,0,0,0,0,800,800,1017,800,1020,282.4833333333,1022.3333333333,286.15,286.15,800.6666666667,280.46,64.6666666667,286.15,280.15,280.4833333333,279.15,283.8166666667,284.2633333333,278.15,284.8166666667,279.15,279.7233333333,279.15
+9124,2018-02-15 03:00:00,0.3333333333,level_8,0,3.3333333333,91,100,0,1.6666666667,0,66.6666666667,0.6666666667,190,31.6666666667,0.6666666667,0,sp21,0,0,1019,0,0,0,0,780.6666666667,800,1017,800,1020,279.4833333333,1023,283.8166666667,283.8166666667,800,278.6766666667,76,283.8166666667,280.4833333333,278.8166666667,279.3166666667,282.8166666667,284.23,278.15,286.15,278.15,277.2966666667,276.15
+9125,2018-02-15 06:00:00,1.3333333333,level_8,0,3.6666666667,91,100,0,1.3333333333,0,40,1,185.6666666667,90,0.6666666667,0,sp21,0,0,1019.3333333333,0,0,0,0,735.3333333333,800,1017.6666666667,780.3333333333,1021,278.4833333333,1023.6666666667,283.4833333333,283.4833333333,800,277.07,77.6666666667,283.4833333333,280.15,278.4833333333,278.8166666667,283.15,284.0433333333,277.4833333333,285.15,276.15,277.6,276.8166666667
+9126,2018-02-15 09:00:00,1.3333333333,level_7,0,4,81.6666666667,100,0,2,0,100,1,3.3333333333,90,2,0,sp22,0,0,1021.3333333333,0,0,0,0,721,800,1019.3333333333,800,,281.15,1025.3333333333,286.8166666667,286.8166666667,800,279.33,65.6666666667,286.8166666667,282.4833333333,280.8166666667,281.9633333333,284.15,285.9333333333,281.4833333333,288.15,278.15,279.6033333333,277.4833333333
+9127,2018-02-15 12:00:00,0.6666666667,level_6,0,1.3333333333,53.6666666667,91,0,2.6666666667,0,230,1,60,90,4,0,sp22,0,0,1022,0,0,0,0,721,800,1020.3333333333,800,,289.15,1026.3333333333,293.8166666667,293.8166666667,800,288.54,41.6666666667,293.8166666667,289.4833333333,282.4833333333,288.8166666667,286.15,288.8266666667,288.15,292.15,288.15,281.6,280.15
+9128,2018-02-15 15:00:00,0,level_6,0,3.3333333333,46,79.3333333333,0,3,0,160,2.3333333333,173.3333333333,90,2.6666666667,0,sp20,0,0,1022,0,0,0,0,735.3333333333,800,1020,800,,292.15,1025.6666666667,295.15,295.15,800,292.15,38.6666666667,295.15,290.4833333333,284.15,288.9833333333,286.8166666667,289.94,287.4833333333,293.8166666667,292.15,283.3266666667,281.8166666667
+9129,2018-02-15 18:00:00,1,level_4,0,2.3333333333,51,83,0,2,0,130,2.3333333333,105.3333333333,90,1,0,sp20,0,0,1023,0,0,0,0,735.3333333333,801.3333333333,1020.6666666667,800,,292.15,1025.6666666667,290.4833333333,290.4833333333,800,291.8166666667,58,290.4833333333,286.8166666667,283.8166666667,286.4833333333,286.15,288.53,286.15,291.4833333333,291.4833333333,283.0666666667,281.4833333333
+9130,2018-02-15 21:00:00,0.3333333333,level_7,0,1.3333333333,73,89,0,0.6666666667,0,0,0.3333333333,186.6666666667,90,1,0,sp20,0,0,1024,0,0,0,0,804,803,1021.3333333333,800,,286.4833333333,1026,286.15,286.15,800,285.5466666667,74.3333333333,286.15,284.4833333333,282.8166666667,283.65,286.15,288.2333333333,282.8166666667,290.8166666667,284.8166666667,282.4,282.15
+9131,2018-02-16 00:00:00,1,level_9,0,1.3333333333,85,89,0,1.6666666667,16,280,4,239,75,0.6666666667,0,sp20,0,0,1024,0,0,0,0,803,800,1023,800.6666666667,,282.8166666667,1026,282.8166666667,282.8166666667,800,281.8066666667,87,282.8166666667,283.4833333333,281.8166666667,282.4833333333,285.4833333333,286.08,281.4833333333,286.8166666667,281.15,281.6266666667,281.4833333333
+9132,2018-02-16 03:00:00,2,level_9,0,1.6666666667,87,95.3333333333,80,1,14.6666666667,110,3,259.3333333333,85,0.3333333333,0,sp20,0,0,1023.3333333333,0,0,0,0,701,800,1022.6666666667,800.6666666667,,281.4833333333,1025.6666666667,282.15,282.15,803,279.8666666667,91,282.15,283.15,280.8166666667,282.15,283.8166666667,284.1166666667,281.15,284.4833333333,278.8166666667,280.8166666667,280.8166666667
+9133,2018-02-16 06:00:00,0.6666666667,level_6,0,1,89,95.3333333333,0,0.6666666667,0,36.6666666667,2.6666666667,189.3333333333,90,1,0,sp19,0,0,1023,0,0,0,0,701,801,1022,780.3333333333,,281.15,1024.6666666667,281.8166666667,281.8166666667,800,279.33,89,281.8166666667,283.4833333333,280.4833333333,282.4833333333,282.8166666667,283.4466666667,281.4833333333,284.15,278.15,280.15,279.8166666667
+9134,2018-02-16 09:00:00,1,level_6,0,1,81.6666666667,97.6666666667,0,1,0,85.3333333333,1,85,90,1.6666666667,0,sp20,0,0,1023.3333333333,0,0,0,0,714.3333333333,800,1022,800,,283.4833333333,1025,284.8166666667,284.8166666667,800,281.46,82.3333333333,284.8166666667,285.15,280.4833333333,284.65,283.8166666667,284.56,284.15,285.4833333333,280.15,279.4733333333,278.15
+9135,2018-02-16 12:00:00,1,level_1,0,1,59.3333333333,80,6.6666666667,0.6666666667,0,83.3333333333,0,0,61.6666666667,2,0.1,sp20,0,0,1023.3333333333,0,0,0,0,741,700.3333333333,1021.6666666667,800,,290.15,1024.6666666667,291.15,291.15,800.3333333333,288.94,54,291.15,288.4833333333,284.4833333333,287.8166666667,287.15,288.64,287.15,290.4833333333,288.15,283.1566666667,281.4833333333
+9136,2018-02-16 15:00:00,1.3333333333,level_4,0,2.6666666667,43.6666666667,62,20,2,0,190,1,123.3333333333,0,0.6666666667,0,sp17,0,0,1021.3333333333,0,0,0,0,800,800,1019.3333333333,800,1021.3333333333,293.8166666667,1022.3333333333,291.8166666667,291.8166666667,801,293.41,52,291.8166666667,290.8166666667,287.8166666667,289.3166666667,289.15,289.4466666667,287.8166666667,289.8166666667,293.15,287.21,286.4833333333
+9137,2018-02-16 18:00:00,2.3333333333,level_5,0,2,46.6666666667,70,20,2,0,286.6666666667,3,187.3333333333,8,2.3333333333,0,sp17,0,0,1021,0,0,0,0,800.3333333333,801,1019.3333333333,800,1021,293.15,1021.3333333333,288.4833333333,288.4833333333,767.6666666667,293.02,75.6666666667,288.4833333333,288.15,286.8166666667,287.3166666667,286.8166666667,287.1833333333,286.4833333333,287.4833333333,292.8166666667,286.3466666667,285.8166666667
+9138,2018-02-16 21:00:00,2,level_7,0,1,67,87,61.6666666667,2,0,293.3333333333,3,245,0,2.6666666667,0,sp18,0,0,1021,0,0,0,0,734,734,1020.3333333333,800,1021.3333333333,288.15,1022,285.4833333333,285.4833333333,701,286.7333333333,91,285.4833333333,285.4833333333,283.15,285.15,284.15,284.5966666667,284.8166666667,285.15,285.8166666667,282.4433333333,281.8166666667
+9139,2018-02-17 00:00:00,1.3333333333,level_4,0.1,0.6666666667,79.6666666667,100,86.3333333333,1,0,200,3,253.3333333333,44,2.6666666667,0,sp19,0,0,1021,0,0,0,0,701,701,1021.6666666667,800,1021.6666666667,285.15,1022,282.4833333333,282.4833333333,668,283.5333333333,93,282.4833333333,284.15,279.8166666667,283.65,284.15,284.6,283.15,285.15,282.4833333333,278.6766666667,277.8166666667
+9140,2018-02-17 03:00:00,1,level_3,0.3,0.6666666667,97.6666666667,100,88,6,90,323.3333333333,3,246,73.3333333333,2,0,sp19,0,0,1019.6666666667,0,0,0,0,714.3333333333,701,1023.6666666667,721,1020,283.4833333333,1022,281.15,281.15,500,282.07,93,281.15,284.15,279.15,283.3166666667,283.15,283.7466666667,282.4833333333,284.4833333333,281.15,278.58,278.15
+9141,2018-02-17 06:00:00,1,level_9,0.5,2,95.3333333333,100,63.3333333333,3,90,299.3333333333,3,227,90,1.3333333333,0,sp19,0,0,1019,0,0,0,0,707.6666666667,714.3333333333,1025,734.3333333333,1019,282.4833333333,1022.3333333333,280.4833333333,280.4833333333,500.3333333333,280.46,95.3333333333,280.4833333333,282.4833333333,280.15,281.4833333333,280.15,281.49,280.4833333333,283.15,279.15,279.8366666667,279.15
+9142,2018-02-17 09:00:00,1.3333333333,level_7,0.3,1.6666666667,97.6666666667,93.3333333333,75,1.3333333333,90,186.6666666667,1,167.3333333333,90,0.6666666667,0,sp20,0,0,1019.6666666667,0,0,0,0,721,714.3333333333,1026.6666666667,727.6666666667,1020,282.4833333333,1023.3333333333,284.8166666667,284.8166666667,500,282.08,76.6666666667,284.8166666667,283.4833333333,281.15,282.3166666667,279.4833333333,281.2633333333,281.15,283.4833333333,281.8166666667,280.0266666667,278.4833333333
+9143,2018-02-17 12:00:00,1,level_3,0,1.3333333333,85.3333333333,68,63.3333333333,4.6666666667,73.3333333333,323.3333333333,1.3333333333,26,45,2,0,sp20,0,0,1020.3333333333,0,0,0,0,734.3333333333,734.3333333333,1027.6666666667,769,1019.6666666667,286.8166666667,1023.3333333333,291.8166666667,291.8166666667,635,286.2933333333,50.6666666667,291.8166666667,287.15,285.15,286.65,281.15,283.0833333333,286.15,285.4833333333,285.4833333333,283.9833333333,282.15
+9144,2018-02-17 15:00:00,1.6666666667,level_4,0,3,66,53,63.3333333333,5,0,330,1.6666666667,83.3333333333,45,2.3333333333,0,sp18,0,0,1020,0,0,0,0,802,634.1666666667,1027.6666666667,800,1019,289.4833333333,1022,291.8166666667,291.8166666667,802.6666666667,289.2233333333,56.6666666667,291.8166666667,286.4833333333,287.4833333333,286.3166666667,282.15,283.64,286.15,285.4833333333,288.8166666667,286.2633333333,283.8166666667
+9145,2018-02-17 18:00:00,2.6666666667,level_6,0,1.6666666667,63,59,40,2.6666666667,0,336.6666666667,0.6666666667,43.3333333333,80,3,0.2,sp17,0,0,1020.6666666667,0,0,0,0,803.3333333333,601.3333333333,1028,800,1020.3333333333,289.15,1022.6666666667,288.15,288.15,802,288.7433333333,77,288.15,286.15,285.4833333333,285.9833333333,279.15,281.38,285.8166666667,284.15,288.4833333333,283.87,282.15
+9146,2018-02-17 21:00:00,3,level_1,0.4,0.6666666667,76,64.3333333333,51.6666666667,1,0,40,2.6666666667,41.3333333333,85,3,0.2,sp18,0,0,1022,0,0,0,0,803.6666666667,433.3333333333,1028.6666666667,800,,286.15,1023.6666666667,286.4833333333,286.4833333333,601,284.7366666667,91,286.4833333333,285.4833333333,282.15,284.9833333333,277.4833333333,279.2666666667,284.4833333333,281.4833333333,283.8166666667,282.15,282.15
+9147,2018-02-18 00:00:00,2.3333333333,level_10,0.2,2,89,90,86.3333333333,1.3333333333,4,133.3333333333,0.6666666667,8.6666666667,6.6666666667,1,0.3,sp18,0,0,1022,0,0,0,0,800.3333333333,500,1029,800.3333333333,,282.8166666667,1024.3333333333,286.15,286.15,601,281.6033333333,93,286.15,285.15,279.15,284.4833333333,276.4833333333,278.12,283.8166666667,280.15,280.8166666667,279.15,279.15
+9148,2018-02-18 03:00:00,1.6666666667,level_10,0.3,2.3333333333,93,79,92,1.3333333333,13.3333333333,103.3333333333,1.3333333333,186,0,0.6666666667,0.2,sp17,0,0,1021.6666666667,0,0,0,0,800,601.3333333333,1028.6666666667,714.3333333333,,281.15,1024,284.8166666667,284.8166666667,500,279.9366666667,87,284.8166666667,283.15,276.4833333333,282.15,276.4833333333,277.9733333333,281.15,279.8166666667,279.15,276.4833333333,276.4833333333
+9149,2018-02-18 06:00:00,1,level_10,0,2,97.6666666667,72.3333333333,63.3333333333,1.6666666667,90,90,2,276.6666666667,0,1,0.3,sp17,0,0,1022,0,0,0,0,800,500,1027.6666666667,734.3333333333,,281.15,1024,283.8166666667,283.8166666667,782,278.9233333333,83,283.8166666667,280.8166666667,275.4833333333,279.3166666667,277.15,278.0433333333,277.8166666667,279.15,277.4833333333,274.8433333333,274.15
+9150,2018-02-18 09:00:00,1,level_10,0,2.6666666667,97.6666666667,59,63.3333333333,1.3333333333,12,70,0.3333333333,0,0,1.6666666667,0,sp17,0,0,1022,0,0,0,0,800,803,1027,714.3333333333,,280.8166666667,1024,283.8166666667,283.8166666667,775.6666666667,280.1,69.6666666667,283.8166666667,281.4833333333,278.15,280.9833333333,278.8166666667,279.2666666667,280.4833333333,279.8166666667,279.4833333333,275.97,274.15
+9151,2018-02-18 12:00:00,1.3333333333,level_6,0,1.6666666667,67.3333333333,38.6666666667,90,0.6666666667,13.3333333333,0,1.3333333333,133.6666666667,0,2.3333333333,0,sp17,0,0,1021,0,0,0,0,800,801.6666666667,1026.6666666667,800.6666666667,,288.4833333333,1023.6666666667,286.8166666667,286.8166666667,804,287.4733333333,57.3333333333,286.8166666667,286.15,282.8166666667,285.9833333333,280.4833333333,281.5233333333,285.8166666667,282.8166666667,286.8166666667,282.1266666667,281.15
+9152,2018-02-18 15:00:00,2.3333333333,level_5,0,4.3333333333,53.3333333333,27.3333333333,75,1.3333333333,26.6666666667,163.3333333333,3,236.6666666667,0,1,0,sp14,0,0,1019,0,0,0,0,800,801,1025.3333333333,801.3333333333,1020.3333333333,292.15,1021.3333333333,287.8166666667,287.8166666667,803,291.14,62.3333333333,287.8166666667,287.8166666667,286.8166666667,286.9833333333,281.15,282.6366666667,286.15,284.4833333333,290.4833333333,285.8666666667,284.4833333333
+9153,2018-02-18 18:00:00,1.6666666667,level_4,0.2,3,50,38,75,3.6666666667,13.3333333333,306.6666666667,2,283.3333333333,6.6666666667,1.6666666667,0,sp13,0,0,1018.6666666667,0,0,0,0,800.3333333333,800,1025,800.6666666667,1020,291.8166666667,1020.3333333333,285.4833333333,285.4833333333,601,291.2066666667,81.3333333333,285.4833333333,285.8166666667,286.8166666667,285.3166666667,281.15,282.64,284.8166666667,284.4833333333,290.8166666667,285.81,283.8166666667
+9154,2018-02-18 21:00:00,3,level_6,0.5,1.3333333333,76.3333333333,58.6666666667,75,2.6666666667,0,200,1.3333333333,81.3333333333,56.6666666667,2.6666666667,0,sp14,0,0,1019,0,0,0,0,802.3333333333,800,1024,800,1020,287.15,1021,283.15,283.15,500.3333333333,285.9366666667,89,283.15,284.8166666667,284.15,284.15,280.8166666667,282.3066666667,283.4833333333,284.15,285.15,283.52,282.8166666667
+9155,2018-02-19 00:00:00,1.3333333333,level_9,0.3,1.3333333333,89,67.3333333333,86.3333333333,1,12,283.3333333333,1.3333333333,149.3333333333,20,2,0,sp14,0,0,1018,0,0,0,0,801,801,1022.6666666667,800.6666666667,1019.3333333333,282.8166666667,1020.3333333333,281.4833333333,281.4833333333,500,282.21,95.3333333333,281.4833333333,283.15,281.8166666667,281.65,280.15,281.94,280.15,284.15,281.8166666667,281.0566666667,280.4833333333
+9156,2018-02-19 03:00:00,0.6666666667,level_7,0.5,1.3333333333,81.6666666667,70,92,2.6666666667,12,293.3333333333,1,150,38.3333333333,0.6666666667,0,sp13,0,0,1017.3333333333,0,0,0,0,801.6666666667,800.6666666667,1021.3333333333,734.6666666667,1017.6666666667,281.8166666667,1019.3333333333,280.15,280.15,500.3333333333,280.6033333333,97.6666666667,280.15,281.15,281.15,279.65,280.15,281.5666666667,278.15,283.4833333333,279.8166666667,280.2,279.4833333333
+9157,2018-02-19 06:00:00,0.6666666667,level_9,0.7,1.3333333333,75.3333333333,78.3333333333,75,2.6666666667,0,293.3333333333,0.6666666667,193.3333333333,13.3333333333,0.6666666667,0,sp13,0,0,1017,0,0,0,0,800.6666666667,800,1021,707.6666666667,1017,281.15,1018.6666666667,278.8166666667,278.8166666667,500.6666666667,278.9233333333,95.3333333333,278.8166666667,280.15,279.8166666667,278.4833333333,279.8166666667,281.6033333333,276.8166666667,283.8166666667,277.4833333333,279.06,278.4833333333
+9158,2018-02-19 09:00:00,0.6666666667,level_6,0.4,1,72,64.6666666667,75,3.6666666667,6.6666666667,313.3333333333,1.3333333333,129.6666666667,20,1.6666666667,0,sp14,0,0,1018,0,0,0,0,801,802.3333333333,1021,701,1018,282.15,1019.3333333333,282.8166666667,282.8166666667,601.3333333333,280.8933333333,79.6666666667,282.8166666667,281.4833333333,281.8166666667,280.4833333333,281.15,282.7666666667,279.4833333333,284.8166666667,279.8166666667,280.39,279.4833333333
+9159,2018-02-19 12:00:00,2.6666666667,level_1,0.5,1.6666666667,41,46.6666666667,75,4.6666666667,0,310,1.3333333333,80,13.3333333333,2.6666666667,0,sp14,0,0,1017.3333333333,0,0,0,0,800.6666666667,803,1021,800,1017.3333333333,287.8166666667,1019,289.8166666667,289.8166666667,500.3333333333,286.27,42.6666666667,289.8166666667,285.4833333333,286.15,284.8166666667,282.4833333333,283.6733333333,284.15,285.15,285.15,285.3966666667,284.15
+9160,2018-02-19 15:00:00,1.6666666667,level_5,0.3,3.6666666667,42.6666666667,41,63.3333333333,5,0,306.6666666667,3.3333333333,123.3333333333,51.6666666667,2.3333333333,0,sp11,0,0,1015.3333333333,0,0,0,0,802.3333333333,802,1020.6666666667,800,1015.3333333333,291.8166666667,1017.3333333333,290.15,290.15,500,290.6066666667,44,290.15,285.4833333333,288.15,285.3166666667,283.15,284.0366666667,285.15,285.15,289.8166666667,287.54,286.4833333333
+9161,2018-02-19 18:00:00,3.6666666667,level_4,0.5,2.3333333333,36,50.3333333333,75,4.3333333333,0,320,1,50,26.6666666667,1,0,sp10,0,0,1015,0,0,0,0,801.3333333333,802.3333333333,1020.6666666667,800,1015.6666666667,291.15,1017.6666666667,287.8166666667,287.8166666667,500.3333333333,290.34,61.6666666667,287.8166666667,284.8166666667,287.15,284.4833333333,282.15,283.4866666667,284.15,285.15,289.8166666667,285.5333333333,282.4833333333
+9162,2018-02-19 21:00:00,5,level_6,0.3,1.6666666667,66.3333333333,61.6666666667,75,4.3333333333,0,326.6666666667,0.3333333333,48.3333333333,13.3333333333,1.3333333333,0,sp12,0,0,1015,0,0,0,0,800.6666666667,803,1021,800,1016,284.15,1018,284.4833333333,284.4833333333,500,283.14,83.3333333333,284.4833333333,284.15,284.4833333333,283.8166666667,281.8166666667,283.3066666667,283.4833333333,285.15,282.4833333333,283.8166666667,283.15
+9163,2018-02-20 00:00:00,4.3333333333,level_9,0.5,2.6666666667,74,64.6666666667,86.3333333333,5.3333333333,0,336.6666666667,1.6666666667,228.6666666667,40,0.3333333333,0,sp12,0,0,1014.3333333333,0,0,0,0,802,804,1021,800,1015,281.4833333333,1018,283.15,283.15,500.3333333333,280.0666666667,81.3333333333,283.15,284.15,283.4833333333,283.65,281.4833333333,282.8233333333,283.15,284.4833333333,279.15,283.25,283.15
+9164,2018-02-20 03:00:00,4.3333333333,level_6,0.3,1.6666666667,77,68.6666666667,92,4.6666666667,0,330,1,267,0,0.6666666667,0,sp12,0,0,1012.6666666667,0,0,0,0,800,802,1021,800,1014,280.15,1018,281.8166666667,281.8166666667,500,278.5333333333,83,281.8166666667,284.15,281.8166666667,283.3166666667,281.15,282.49,282.4833333333,284.15,277.4833333333,281.4833333333,281.15
+9165,2018-02-20 06:00:00,3.6666666667,level_8,0.3,3.3333333333,80.6666666667,73.6666666667,75,4,0,320,0.6666666667,114.3333333333,0,1.3333333333,0,sp12,0,0,1011.6666666667,0,0,0,0,800,801,1021,800,1013,279.15,1017.3333333333,282.15,282.15,735.6666666667,276.9233333333,81.3333333333,282.15,284.15,281.8166666667,283.3166666667,281.15,282.49,282.4833333333,284.15,275.4833333333,280.17,278.15
+9166,2018-02-20 09:00:00,2,level_9,0.3,2.3333333333,73.3333333333,66.6666666667,75,5.3333333333,0,330,1.3333333333,8.3333333333,0,1,0,sp13,0,0,1011.6666666667,0,0,0,0,800,802.3333333333,1022,800,1013.3333333333,282.15,1018,286.15,286.15,500,280.33,65,286.15,284.8166666667,283.4833333333,284.3166666667,280.8166666667,282.3033333333,283.8166666667,284.15,279.15,281.9933333333,280.15
+9167,2018-02-20 12:00:00,1.3333333333,level_10,0.1,5.3333333333,43.3333333333,43,75,7,0,326.6666666667,2,233.3333333333,6.6666666667,3.6666666667,0,sp13,0,0,1010.3333333333,0,0,0,0,800.3333333333,801,1022.3333333333,800,1012.6666666667,290.4833333333,1017.6666666667,292.4833333333,292.4833333333,702,289.07,36,292.4833333333,287.4833333333,287.8166666667,286.8166666667,281.4833333333,283.1166666667,286.15,285.15,288.15,286.0733333333,284.15
+9168,2018-02-20 15:00:00,3.6666666667,level_10,0.3,8.3333333333,34,40,75,7.3333333333,0,340,3,226.6666666667,20,3.3333333333,0,sp9,0,0,1008.3333333333,0,0,0,0,801,801,1022,800,1011,293.15,1016.3333333333,293.8166666667,293.8166666667,500,292.7433333333,29.3333333333,293.8166666667,289.4833333333,288.8166666667,288.3166666667,281.15,282.8733333333,287.15,285.15,292.4833333333,286.7933333333,284.4833333333
+9169,2018-02-20 18:00:00,4,level_10,0.2,7.3333333333,47.3333333333,66,80.6666666667,4,0,329.3333333333,1.6666666667,121.6666666667,0,1.3333333333,0,sp12,0,0,1010.6666666667,0,0,0,0,800,800,1012.3333333333,800,1002,292.2183333333,996.3333333333,289.385,289.385,601,291.2083333333,38.6666666667,289.385,285.6516666667,284.285,285.3183333333,280.335,281.795,284.985,283.6683333333,290.2183333333,283.475,281.9516666667
+9170,2018-02-20 21:00:00,4,level_10,0,4.6666666667,65,54.3333333333,75,3.6666666667,0,333.3333333333,1,151.6666666667,0,1.6666666667,0,sp6,0,0,1009,0,0,0,0,800,767,1021.3333333333,800,1011,286.15,1015.6666666667,287.4833333333,287.4833333333,803,285.1033333333,40.6666666667,287.4833333333,283.4833333333,283.4833333333,282.4833333333,280.15,281.93,281.4833333333,284.15,284.15,282.7366666667,281.8166666667
+9171,2018-02-21 00:00:00,5.3333333333,level_9,0.7,1.6666666667,74.3333333333,58.3333333333,80.6666666667,5,0,346.6666666667,1,0,0,2,0,sp6,0,0,1009.6666666667,0,0,0,0,800,768.3333333333,1019.6666666667,800,1010.6666666667,283.15,1015,284.15,284.15,500.6666666667,282.0133333333,56.3333333333,284.15,282.15,281.8166666667,281.4833333333,279.8166666667,281.21,280.8166666667,283.15,281.15,281.4133333333,281.15
+9172,2018-02-21 03:00:00,4.6666666667,level_9,0.3,3.3333333333,72,64,92,5.6666666667,0,126,1.6666666667,92.3333333333,0,2.3333333333,0.1,sp8,0,0,1009.3333333333,0,0,0,0,800,667,1009.6666666667,800,999.6666666667,281.7276666667,993.3333333333,280.0026666667,280.0026666667,500,280.7176666667,64.3333333333,280.0026666667,282.6443333333,278.486,282.311,278.7193333333,279.7626666667,281.9776666667,281.0526666667,280.061,277.9326666667,277.486
+9173,2018-02-21 06:00:00,2.3333333333,level_9,0.2,4,72,76,80.6666666667,3.6666666667,0,356,6,40,10.6666666667,2,0.2,sp6,0,0,1008.3333333333,0,0,0,0,800.6666666667,600,1009,800,998.3333333333,281.1836666667,992.3333333333,281.542,281.542,601,279.6236666667,60.6666666667,281.542,281.742,278.217,280.742,277.8503333333,279.0203333333,279.742,280.517,278.517,277.707,277.217
+9174,2018-02-21 09:00:00,6.3333333333,level_10,0.2,7.6666666667,65.3333333333,46.3333333333,75,4.6666666667,0,240,0.6666666667,120,6.6666666667,4,0,sp3,0,0,1006.3333333333,0,0,0,0,800.3333333333,802,1018.6666666667,800,1007,284.4833333333,1011,286.15,286.15,601,282.3833333333,42,286.15,282.4833333333,281.15,281.9833333333,276.8166666667,278.7533333333,281.4833333333,281.15,280.8166666667,279.84,277.4833333333
+9175,2018-02-21 12:00:00,5,level_8,0.2,4.6666666667,40,37.6666666667,75,5.3333333333,0,50,2.3333333333,200,33.3333333333,4.6666666667,0.1,sp2,0,0,1006.6666666667,0,0,0,0,801.6666666667,701,1018.3333333333,800,1006.6666666667,288.8166666667,1010.6666666667,288.4833333333,288.4833333333,601,288.21,30.3333333333,288.4833333333,285.4833333333,283.15,284.8166666667,276.8166666667,279.0466666667,284.15,281.8166666667,287.8166666667,282.0533333333,279.8166666667
+9176,2018-02-21 15:00:00,5.6666666667,level_3,0,6.3333333333,29,34,33.3333333333,5,0,40,4.6666666667,326.6666666667,40,3.3333333333,0,sp1,0,0,1006,0,0,0,0,802,800.6666666667,1017,800,1006.3333333333,291.8166666667,1009,286.15,286.15,801.6666666667,290.8266666667,57.3333333333,286.15,287.4833333333,284.15,286.9833333333,278.4833333333,280.2433333333,286.4833333333,282.4833333333,290.15,283.26,280.8166666667
+9177,2018-02-21 18:00:00,4,level_4,0,1.6666666667,22,39.3333333333,40,2.3333333333,0,140,2,43.3333333333,20,4.3333333333,0,sp1,0,0,1006.6666666667,0,0,0,0,801,800.3333333333,1017,800,1007.3333333333,291.8166666667,1008.3333333333,284.15,284.15,802,290.6066666667,72.6666666667,284.15,284.15,283.4833333333,283.9833333333,277.15,278.79,283.8166666667,280.8166666667,289.8166666667,281.8066666667,278.8166666667
+9178,2018-02-21 21:00:00,2,level_7,0,1.6666666667,43.3333333333,45.3333333333,63.3333333333,1,0,303.3333333333,1,6.6666666667,0,2.6666666667,0,sp1,0,0,1007.6666666667,0,0,0,0,800,800,1018,800,1009,286.15,1010.3333333333,282.15,282.15,802.6666666667,284.5333333333,81.3333333333,282.15,281.15,279.15,280.65,275.4833333333,276.8233333333,280.15,278.4833333333,283.4833333333,278.0366666667,277.15
+9179,2018-02-22 00:00:00,1.3333333333,level_10,0.1,3.3333333333,69,56.3333333333,80.6666666667,1,0,320,0.6666666667,93.3333333333,0,1.3333333333,0,sp2,0,0,1007.3333333333,0,0,0,0,800,800,1016.6666666667,800,1009,281.8166666667,1011,280.15,280.15,702,280.8966666667,83,280.15,278.4833333333,275.15,277.65,276.15,277.7666666667,276.8166666667,279.8166666667,280.15,274.5433333333,274.15
+9180,2018-02-22 03:00:00,1.3333333333,level_8,0,2.3333333333,52.6666666667,62.3333333333,75,1.3333333333,0,56.6666666667,1.3333333333,283.3333333333,0,2,0,sp2,0,0,1006.6666666667,0,0,0,0,800,800,1015.6666666667,800,1008.3333333333,280.8166666667,1010.3333333333,276.8166666667,276.8166666667,803,279.4033333333,71.3333333333,276.8166666667,277.15,272.4833333333,275.15,275.4833333333,277.2666666667,273.15,279.4833333333,278.4833333333,272.2933333333,272.15
+9181,2018-02-22 06:00:00,0.3333333333,level_8,0,3,66,69.6666666667,75,1.6666666667,0,236.6666666667,1.3333333333,207.6666666667,0,0.3333333333,0,sp2,0,0,1006,0,0,0,0,800,802,1015,800,1007.6666666667,277.4833333333,1009,274.8166666667,274.8166666667,803,276.67,76,274.8166666667,275.8166666667,271.4833333333,274.15,275.15,276.6366666667,272.4833333333,278.4833333333,276.15,270.3966666667,269.15
+9182,2018-02-22 09:00:00,1,level_6,0,1.6666666667,47.3333333333,51.3333333333,51.6666666667,2.3333333333,0,240,2.6666666667,58,0,2.6666666667,0,sp2,0,0,1006,0,0,0,0,800,800.6666666667,1015,800,1007,280.8166666667,1008.6666666667,278.4833333333,278.4833333333,802.3333333333,278.39,62.3333333333,278.4833333333,277.4833333333,275.4833333333,276.9833333333,275.4833333333,277.2666666667,276.4833333333,279.4833333333,276.8166666667,272.9966666667,271.15
+9183,2018-02-22 12:00:00,1,level_3,0,2,30,31.6666666667,40,4,0,26.6666666667,2.3333333333,74.3333333333,0,1.6666666667,0,sp2,0,0,1005.6666666667,0,0,0,0,800,801,1015.3333333333,800,1006,285.15,1008,283.8166666667,283.8166666667,802,284.14,30.6666666667,283.8166666667,281.8166666667,281.4833333333,281.65,277.4833333333,279.4133333333,281.4833333333,281.8166666667,283.4833333333,280.06,278.4833333333
+9184,2018-02-22 15:00:00,1.3333333333,level_4,0,3.3333333333,25.3333333333,25.6666666667,40,3.3333333333,0,356.6666666667,4,133.3333333333,0,1,0,sp1,0,0,1004.6666666667,0,0,0,0,800,802,1014,800,1004.6666666667,288.8166666667,1006.3333333333,284.8166666667,284.8166666667,802,288.21,33.3333333333,284.8166666667,282.8166666667,284.15,282.65,279.15,280.49,282.4833333333,282.15,287.8166666667,283.1266666667,281.4833333333
+9185,2018-02-22 18:00:00,2.6666666667,level_3,0,2.3333333333,27,30.3333333333,26.6666666667,2,0,343.3333333333,1.6666666667,100,0,1.6666666667,0.3,sp1,0,0,1005.3333333333,0,0,0,0,800,709,1013.6666666667,800,1005.3333333333,289.15,1006.3333333333,283.15,283.15,801.3333333333,288.34,37.6666666667,283.15,282.4833333333,282.8166666667,281.9833333333,276.4833333333,278.12,281.4833333333,280.15,287.8166666667,281.5933333333,278.8166666667
+9186,2018-02-22 21:00:00,2,level_9,0,2.3333333333,51.6666666667,42.3333333333,20,1,0,190.6666666667,2,77.6666666667,0,2.3333333333,0,sp1,0,0,1006.3333333333,0,0,0,0,800,802.3333333333,1014,800,1006.6666666667,285.15,1007.3333333333,278.8166666667,278.8166666667,801,282.1166666667,71.6666666667,278.8166666667,281.8166666667,279.15,280.8166666667,273.4833333333,274.6733333333,279.8166666667,276.15,280.15,278.5466666667,277.8166666667
+9187,2018-02-23 00:00:00,2,level_10,0,2.3333333333,71.6666666667,52,57.3333333333,1,0,189,2,28.6666666667,0,1,0,sp2,0,0,1008.6666666667,0,0,0,0,800,800,1003.3333333333,800,997.6666666667,278.4476666667,988.6666666667,276.1893333333,276.1893333333,802.6666666667,277.6776666667,40,276.1893333333,280.5393333333,274.7143333333,279.5393333333,273.156,273.4493333333,278.5393333333,273.8226666667,277.1143333333,273.651,272.7143333333
+9188,2018-02-23 03:00:00,1.3333333333,level_9,0,2,79.3333333333,55.3333333333,53.3333333333,2,0,76.6666666667,1.6666666667,100.6666666667,0,1.3333333333,0,sp1,0,0,1006,0,0,0,0,800,633.3333333333,1011.6666666667,800,1006.3333333333,276.8166666667,1007.3333333333,274.4833333333,274.4833333333,802.3333333333,275.66,64,274.4833333333,278.4833333333,272.4833333333,277.3166666667,273.15,273.45,276.15,273.8166666667,274.8166666667,271.4033333333,270.4833333333
+9189,2018-02-23 06:00:00,0.6666666667,level_9,0,2,67.6666666667,56.6666666667,75,2,0,103.3333333333,1,205.3333333333,0,2.6666666667,0,sp1,0,0,1006,0,0,0,0,800,802,1011.3333333333,800,1006.6666666667,276.8166666667,1007,273.8166666667,273.8166666667,803,274.59,64.6666666667,273.8166666667,278.15,271.15,276.8166666667,270.8166666667,272.3066666667,275.4833333333,274.15,273.15,269.7133333333,268.4833333333
+9190,2018-02-23 09:00:00,0.6666666667,level_8,0,1.6666666667,47.6666666667,48,33.3333333333,1.3333333333,0,42,1.3333333333,100,0,4.3333333333,0,sp1,0,0,1007,0,0,0,0,800,801.3333333333,1012,800,1008,280.15,1007,277.4833333333,277.4833333333,768.3333333333,277.32,43.3333333333,277.4833333333,278.15,275.4833333333,277.9833333333,272.4833333333,273.82,277.8166666667,275.4833333333,275.4833333333,271.9066666667,269.8166666667
+9191,2018-02-23 12:00:00,1.6666666667,level_1,0,0.6666666667,26.6666666667,26,63.3333333333,2.3333333333,0,113.3333333333,1,240,0,5,0,sp1,0,0,1006.3333333333,0,0,0,0,800,800.6666666667,1010.6666666667,800,1007,286.8166666667,1006.6666666667,284.15,284.15,802.6666666667,285.6033333333,26.3333333333,284.15,283.15,279.4833333333,282.4833333333,276.8166666667,278.3033333333,281.8166666667,280.15,284.8166666667,278.81,278.15
+9192,2018-02-23 15:00:00,1,level_6,0,4.3333333333,21.3333333333,19.3333333333,75,2.3333333333,0,26.6666666667,4,186.6666666667,0,2.3333333333,0,sp1,0,0,1005,0,0,0,0,800,801,1009.3333333333,800,1005.6666666667,289.8166666667,1004.6666666667,284.8166666667,284.8166666667,803,289.41,33.3333333333,284.8166666667,283.8166666667,283.4833333333,283.4833333333,276.8166666667,278.3066666667,283.15,280.15,289.15,282.3266666667,281.15
+9193,2018-02-23 18:00:00,1,level_5,0,3.6666666667,22.6666666667,21,75,2,0,66.6666666667,2.6666666667,83.3333333333,0,2,0,sp1,0,0,1006,0,0,0,0,800,801,1009,800,1005.6666666667,289.15,1004,283.15,283.15,803,288.7433333333,48.6666666667,283.15,282.8166666667,283.4833333333,282.15,276.15,277.59,281.4833333333,279.4833333333,288.4833333333,282.31,281.15
+9194,2018-02-23 21:00:00,1,level_8,0,1.6666666667,47.6666666667,46,75,0.6666666667,0,0,1.3333333333,283.3333333333,0,2,0,sp1,0,0,1007,0,0,0,0,800,800,1009,800,1007,282.15,1004.3333333333,280.15,280.15,803,282.02,66.6666666667,280.15,279.15,277.15,277.8166666667,275.15,276.64,276.4833333333,278.4833333333,281.8166666667,276.3266666667,275.8166666667
+9195,2018-02-24 00:00:00,0.6666666667,level_9,0,2,51,60.6666666667,25,1,0,83.3333333333,0.6666666667,280.6666666667,0,2.3333333333,0,sp1,0,0,1007,0,0,0,0,800,800,1008.6666666667,800,1007,279.8166666667,1005,276.8166666667,276.8166666667,801,279.35,80.6666666667,276.8166666667,278.15,273.15,276.8166666667,274.15,275.9366666667,275.4833333333,278.15,278.8166666667,272.39,271.8166666667
+9196,2018-02-24 03:00:00,1,level_6,0,1,64.3333333333,64.6666666667,0,0.6666666667,0,113.3333333333,1.6666666667,205.3333333333,0,1,0,sp1,0,0,1007,0,0,0,0,800,800,1008,800,1007,276.8166666667,1005,276.15,276.15,800,276.21,77,276.15,276.8166666667,270.8166666667,275.65,273.8166666667,275.7533333333,274.4833333333,278.15,275.8166666667,270.2466666667,269.8166666667
+9197,2018-02-24 06:00:00,1,level_6,0,1.3333333333,62.3333333333,68,90,0.6666666667,0,133.3333333333,1.3333333333,297.6666666667,0,1.3333333333,0,sp1,0,0,1007,0,0,0,0,800,800,1008.3333333333,800,1007,276.15,1005,275.4833333333,275.4833333333,804,275.34,78,275.4833333333,275.4833333333,270.15,274.15,273.15,275.2333333333,272.8166666667,277.8166666667,274.8166666667,268.7133333333,267.8166666667
+9198,2018-02-24 09:00:00,1,level_6,0,1.6666666667,52,49.6666666667,80,1,0,66.6666666667,1.3333333333,209.3333333333,0,3,0,sp1,0,0,1008,0,0,0,0,800,800,1009.3333333333,800,1008,278.4833333333,1005.6666666667,278.4833333333,278.4833333333,803.3333333333,276.6633333333,67,278.4833333333,277.8166666667,276.4833333333,277.15,273.4833333333,275.5633333333,276.4833333333,278.15,275.4833333333,272.5466666667,269.8166666667
+9199,2018-02-24 12:00:00,1.3333333333,level_1,0,0.6666666667,54.3333333333,27.3333333333,45,0.6666666667,6.6666666667,170,2,183.3333333333,0,1.6666666667,0,sp1,0,0,1007.3333333333,0,0,0,0,800,800,1009.6666666667,800.3333333333,1008,286.8166666667,1006,285.4833333333,285.4833333333,802,286.41,49,285.4833333333,284.4833333333,281.15,284.15,276.4833333333,278.1166666667,283.8166666667,280.15,286.15,279.9966666667,278.8166666667
+9200,2018-02-24 15:00:00,2,level_4,0,3.6666666667,41,22.6666666667,6.6666666667,1.3333333333,20,236.6666666667,2.6666666667,150,0,1.6666666667,0,sp1,0,0,1006.6666666667,0,0,0,0,800,801,1009,801,1006.3333333333,290.15,1005.3333333333,286.8166666667,286.8166666667,800.3333333333,289.7433333333,47,286.8166666667,285.4833333333,284.8166666667,285.15,280.4833333333,281.3766666667,284.8166666667,282.4833333333,289.4833333333,283.7933333333,282.15
+9201,2018-02-24 18:00:00,1.6666666667,level_5,0,3.3333333333,49,22.3333333333,20,1.6666666667,20,43.3333333333,3,193.6666666667,0,2.3333333333,0,sp1,0,0,1007.3333333333,0,0,0,0,800,800.3333333333,1010.6666666667,801,1007.3333333333,289.15,1005.3333333333,284.15,284.15,801,288.54,66.6666666667,284.15,283.4833333333,284.4833333333,283.3166666667,279.8166666667,280.1133333333,283.15,280.4833333333,288.15,283.07,280.8166666667
+9202,2018-02-24 21:00:00,1,level_5,0,2,62,35.3333333333,13.3333333333,1.6666666667,20,107.6666666667,1.6666666667,276.6666666667,0,2,0,sp2,0,0,1009,0,0,0,0,800,800,1011.6666666667,801,1009,287.15,1007.3333333333,283.15,283.15,800.6666666667,285.7366666667,74.3333333333,283.15,281.15,278.4833333333,280.15,274.15,275.34,279.15,276.8166666667,284.8166666667,277.2533333333,276.4833333333
+9203,2018-02-25 00:00:00,1.6666666667,level_10,0,2,74.3333333333,66.3333333333,0,1.6666666667,40,110,0.6666666667,296.6666666667,0,0.6666666667,0,sp2,0,0,1010,0,0,0,0,800,802,1012.3333333333,801.6666666667,1010,284.15,1008.6666666667,280.15,280.15,800,283.34,83,280.15,278.8166666667,273.8166666667,277.65,271.15,272.7866666667,276.4833333333,274.8166666667,282.8166666667,272.8666666667,272.15
+9204,2018-02-25 03:00:00,1.3333333333,level_8,0,2,81,66.3333333333,0,1.6666666667,56,70,2,297,0,1.6666666667,0,sp2,0.1,0,1009.6666666667,0,0,0,0,800,800.6666666667,1013,701.3333333333,1010,283.15,1009,278.4833333333,278.4833333333,767,282.14,88.6666666667,278.4833333333,278.15,271.15,277.8166666667,270.15,271.7833333333,277.4833333333,273.8166666667,281.4833333333,270.58,270.15
+9205,2018-02-25 06:00:00,1,level_6,0,1,81,73,0,1,26.6666666667,40,1.6666666667,328,0,0.6666666667,0,sp2,0.1,0,1009,0,0,0,0,800,803,1013,701,1010,283.15,1010,275.8166666667,275.8166666667,780.3333333333,282.7433333333,90.6666666667,275.8166666667,278.15,271.15,277.4833333333,269.4833333333,270.9766666667,276.8166666667,272.8166666667,282.4833333333,269.8266666667,268.8166666667
+9206,2018-02-25 09:00:00,1,level_6,0,1.3333333333,79.3333333333,49.3333333333,0,1,75,113.3333333333,0.6666666667,143.3333333333,0,1,0,sp3,0.3,0,1009,0,0,0,0,800,800,1014,735.6666666667,1011,284.15,1011.3333333333,279.8166666667,279.8166666667,741,283.1566666667,73.6666666667,279.8166666667,281.4833333333,276.4833333333,280.65,270.4833333333,272.5666666667,279.8166666667,275.15,282.4833333333,273.7133333333,271.15
+9207,2018-02-25 12:00:00,1,level_6,0,1.3333333333,65.3333333333,28,26.6666666667,0.6666666667,26.6666666667,106,2,153.3333333333,0,0.6666666667,0,sp4,0.1,0,1008.6666666667,0,0,0,0,800,800,1014,700.6666666667,1010.6666666667,287.4833333333,1011.6666666667,288.15,288.15,761.3333333333,286.1866666667,29.6666666667,288.15,287.4833333333,284.15,286.8166666667,275.8166666667,279.24,286.15,283.4833333333,285.15,282.12,280.4833333333
+9208,2018-02-25 15:00:00,2,level_5,0,4,50.3333333333,18.6666666667,6.6666666667,3,20,203.3333333333,4.3333333333,126.6666666667,0,1.6666666667,0,sp3,0,0,1007.3333333333,0,0,0,0,800,800,1013.6666666667,801,1008.3333333333,290.4833333333,1010.3333333333,289.4833333333,289.4833333333,800.3333333333,289.07,35.3333333333,289.4833333333,287.8166666667,287.15,287.4833333333,283.8166666667,284.4466666667,287.15,285.15,288.15,286.26,284.8166666667
+9209,2018-02-25 18:00:00,2.3333333333,level_3,0,3.3333333333,51.6666666667,23,40,2,0,233.3333333333,2,130,0,1.6666666667,0,sp3,0,0,1007,0,0,0,0,800,800,1014.6666666667,800,1008.6666666667,289.4833333333,1010.3333333333,286.15,286.15,802,288.8766666667,58.3333333333,286.15,286.8166666667,286.8166666667,286.3166666667,280.4833333333,281.3333333333,285.8166666667,282.15,288.4833333333,285.8066666667,284.15
+9210,2018-02-25 21:00:00,1,level_10,0,2.6666666667,74.3333333333,34.6666666667,63.3333333333,1,0,158.3333333333,1,141.6666666667,0,1.6666666667,0,sp3,0,0,1008,0,0,0,0,800,800,1015.6666666667,800,1009,283.8166666667,1011,281.8166666667,281.8166666667,802.6666666667,282.8066666667,79.6666666667,281.8166666667,283.15,280.15,282.3166666667,275.4833333333,276.8233333333,281.4833333333,278.4833333333,282.15,279.2366666667,278.15
+9211,2018-02-26 00:00:00,1.6666666667,level_6,0,2,85,58,50,0,0,20,1,3.3333333333,0,1.6666666667,0,sp3,0,0,1009,0,0,0,0,800,800,1015.3333333333,800,1009,281.4833333333,1011,279.4833333333,279.4833333333,802,280.07,77,279.4833333333,282.8166666667,275.4833333333,281.8166666667,275.8166666667,276.8566666667,280.8166666667,278.15,279.15,275.1033333333,274.8166666667
+9212,2018-02-26 03:00:00,1,level_8,0,3.6666666667,85,68,48,1,4,30,2.6666666667,123.3333333333,0,2.6666666667,0,sp2,0,0,1009,0,0,0,0,800,803,1015,800.3333333333,1008,280.15,1010.3333333333,278.8166666667,278.8166666667,802,278.7366666667,68.3333333333,278.8166666667,279.8166666667,273.15,278.4833333333,274.8166666667,276.0066666667,277.15,277.4833333333,277.8166666667,272.39,271.8166666667
+9213,2018-02-26 06:00:00,0.6666666667,level_3,0,1.6666666667,81,72.3333333333,68.3333333333,1,0,73.3333333333,1,96.6666666667,0,4,0,sp2,0,0,1009,0,0,0,0,800,803,1014,734,1007.6666666667,280.8166666667,1009.3333333333,277.4833333333,277.4833333333,803,277.8566666667,66.3333333333,277.4833333333,278.15,272.8166666667,276.65,273.15,274.34,275.15,275.8166666667,275.8166666667,271.6166666667,270.8166666667
+9214,2018-02-26 09:00:00,1,level_4,0,1.6666666667,69,47.6666666667,75,1,0,74.3333333333,6,54,0,3.6666666667,0,sp1,0,0,1009,0,0,0,0,800,803,1014,734,1009,282.4833333333,1009,281.8166666667,281.8166666667,803,280.2566666667,52,281.8166666667,279.8166666667,281.4833333333,279.4833333333,273.8166666667,275.4533333333,279.15,277.4833333333,278.8166666667,276.4933333333,273.15
+9215,2018-02-26 12:00:00,1,level_4,0,3.3333333333,42.6666666667,28,63.3333333333,3.3333333333,0,43.3333333333,1.3333333333,110,0,5,0,sp1,0,0,1007.3333333333,0,0,0,0,800,803,1014,800,1007.6666666667,289.8166666667,1007.3333333333,287.4833333333,287.4833333333,802.6666666667,289.21,29.3333333333,287.4833333333,283.15,285.8166666667,282.8166666667,279.15,280.0366666667,282.4833333333,281.15,288.8166666667,284.1333333333,282.4833333333
+9216,2018-02-26 15:00:00,2.3333333333,level_3,0,3.3333333333,42.3333333333,23,20,3.6666666667,31.6666666667,50,3.6666666667,146.6666666667,0,3.6666666667,0,sp1,0.1,0,1006,0,0,0,0,800,803,1012.6666666667,700.3333333333,1005,291.8166666667,1004,288.15,288.15,801,291.6133333333,32.6666666667,288.15,282.8166666667,289.8166666667,282.15,280.15,280.7466666667,281.4833333333,281.4833333333,291.4833333333,288.7933333333,287.4833333333
+9217,2018-02-26 18:00:00,2.6666666667,level_4,0,3.3333333333,71.6666666667,26,20,3.6666666667,38.3333333333,56.6666666667,3,73.3333333333,0,2.3333333333,0.2,sp1,0.3,0,1006.3333333333,0,0,0,0,800,433.6666666667,1012.3333333333,500,1004,288.4833333333,1002,286.4833333333,286.4833333333,801,288.2033333333,56.3333333333,286.4833333333,281.15,289.15,280.15,276.4833333333,277.64,279.15,279.15,287.8166666667,287.3366666667,284.8166666667
+9218,2018-02-26 21:00:00,3.3333333333,level_4,0,1,87.3333333333,32.3333333333,13.3333333333,0.6666666667,90,93.3333333333,2.6666666667,53.3333333333,0,1,0.2,sp1,0.2,0,1007.6666666667,0,0,0,0,800,400,1013.3333333333,601.3333333333,1004.6666666667,286.15,1002.6666666667,283.8166666667,283.8166666667,800.6666666667,286.15,79.3333333333,283.8166666667,277.4833333333,284.4833333333,276.4833333333,272.4833333333,273.3766666667,275.4833333333,274.4833333333,286.15,282.9933333333,281.8166666667
+9219,2018-02-27 00:00:00,2.6666666667,level_7,0,2.3333333333,89,35.3333333333,30.6666666667,1.6666666667,84.3333333333,92.3333333333,2.6666666667,66.6666666667,0,2.3333333333,0.1,sp1,0.3,0,1009,0,0,0,0,800,702.6666666667,1014,702.6666666667,1006,287.15,1004,283.4833333333,283.4833333333,801.6666666667,286.34,77.6666666667,283.4833333333,276.8166666667,279.15,275.65,270.4833333333,272.12,274.4833333333,274.15,285.8166666667,278.7133333333,278.4833333333
+9220,2018-02-27 03:00:00,3,level_2,0,6,91,33.3333333333,28,1.3333333333,65,54,2.3333333333,40,0,3.3333333333,0,sp1,0.1,0,1008.6666666667,0,0,0,0,800,803,1013.6666666667,701.6666666667,1006,287.15,1004.3333333333,283.15,283.15,801.3333333333,286.54,67.6666666667,283.15,275.8166666667,275.8166666667,274.65,268.15,269.94,273.4833333333,272.15,286.15,275.6266666667,275.4833333333
+9221,2018-02-27 06:00:00,2,level_1,0,4.6666666667,91,27,20,1,20,58.6666666667,1,13.3333333333,0,3.3333333333,0,sp1,0,0,1009,0,0,0,0,800,802,1013,801,1006.6666666667,285.8166666667,1003.6666666667,281.4833333333,281.4833333333,801,285.8166666667,68.6666666667,281.4833333333,275.15,275.8166666667,274.15,266.4833333333,268.12,273.15,270.15,285.8166666667,275.2233333333,274.4833333333
+9222,2018-02-27 09:00:00,1.6666666667,level_1,0,5,87.3333333333,25,75,0.6666666667,43.3333333333,72.6666666667,0.3333333333,0,31.6666666667,3.6666666667,0,sp1,0,0,1008.6666666667,0,0,0,0,801.3333333333,803.3333333333,1013,767.6666666667,1007,286.15,1003,280.8166666667,280.8166666667,803,285.7566666667,77.3333333333,280.8166666667,275.8166666667,276.4833333333,274.9833333333,268.4833333333,270.12,274.15,272.15,285.4833333333,275.8066666667,275.4833333333
+9223,2018-02-27 12:00:00,1.6666666667,level_7,0,4,63,86.6666666667,75,2.6666666667,33.3333333333,80,0,46.6666666667,75,6,0,sp1,0,0,1008.6666666667,0,0.2,0,0,569.6666666667,668,1012.6666666667,801.6666666667,1007,290.15,1003.6666666667,279.8166666667,279.8166666667,803,289.6133333333,91,279.8166666667,277.15,277.4833333333,276.65,272.15,273.19,276.15,274.4833333333,289.15,275.8466666667,273.4833333333
+9224,2018-02-27 15:00:00,1.3333333333,level_10,0,3.3333333333,71,90.6666666667,51.6666666667,3.6666666667,40,46.6666666667,2,173.3333333333,85,8,0,sp1,0.3,0,1008,0,0.3,0,0,441.8333333333,668,1011.3333333333,708.3333333333,1006.6666666667,290.15,1002.6666666667,279.4833333333,279.4833333333,802.3333333333,289.46,93,279.4833333333,276.15,277.4833333333,275.8166666667,273.8166666667,274.5633333333,275.4833333333,275.4833333333,288.8166666667,276.4066666667,275.15
+9225,2018-02-27 18:00:00,1.3333333333,level_10,0,3,73.6666666667,95.3333333333,20,2.6666666667,40,60,0.6666666667,76.6666666667,75,7.6666666667,0,sp1,0,0,1008.6666666667,0,0.7,0,0,575.75,400,1010.6666666667,802,1007.3333333333,289.4833333333,1003,279.15,279.15,801,289.0766666667,93,279.15,275.8166666667,277.4833333333,275.4833333333,271.4833333333,272.5266666667,275.15,273.8166666667,288.8166666667,276.9433333333,275.8166666667
+9226,2018-02-27 21:00:00,0.6666666667,level_10,0,2.6666666667,83.6666666667,97.6666666667,0,1,40,53.3333333333,0.3333333333,23.3333333333,75,6.6666666667,0.1,sp1,0.3,0,1010,0,0.5,0,0,567.3888888889,366.6666666667,1010.3333333333,701.6666666667,1008,288.15,1002.6666666667,278.4833333333,278.4833333333,800,287.22,97.6666666667,278.4833333333,277.15,277.8166666667,275.9833333333,269.15,270.49,274.8166666667,272.15,286.4833333333,277.02,276.15
+9227,2018-02-28 00:00:00,1.3333333333,level_10,0,0.6666666667,84,100,58.6666666667,1.3333333333,64,106,4.3333333333,41.3333333333,86.3333333333,6,0.3,sp2,0,0,1012.6666666667,0,0.3,0,0,533.5,500,987.6666666667,802.6666666667,987.3333333333,287.2553333333,962,275.3886666667,275.3886666667,802.6666666667,286.8886666667,96,275.3886666667,277.472,275.6386666667,276.972,269.1386666667,269.5686666667,276.472,270.1386666667,286.5886666667,275.4753333333,275.3053333333
+9228,2018-02-28 03:00:00,2.3333333333,level_6,0,1.3333333333,89,100,56.6666666667,1.6666666667,74,113.3333333333,1.6666666667,30,75,5,0.1,sp1,0.3,0,1008,0,0.3,0,0,534.1666666667,702,1003,500,1005,287.15,998,279.15,279.15,668,286.9466666667,93,279.15,276.8166666667,277.15,275.9833333333,268.4833333333,270.18,275.15,272.15,286.8166666667,276.72,276.15
+9229,2018-02-28 06:00:00,2.3333333333,level_7,0,1.3333333333,91,100,90,1,80,101.6666666667,1.6666666667,26.6666666667,80,6.3333333333,0,sp1,0.5,0,1007,0,0.7,0,0,567.5555555556,603.5,1000.6666666667,500.3333333333,1002.6666666667,287.15,995,279.15,279.15,671,286.7566666667,95.3333333333,279.15,275.15,277.8166666667,274.15,268.4833333333,269.3766666667,273.15,270.4833333333,286.4833333333,277.4133333333,276.8166666667
+9230,2018-02-28 09:00:00,4.3333333333,level_6,0,1,93,95.3333333333,85,0.6666666667,80,90.6666666667,2,26.6666666667,90,8.6666666667,0.3,sp1,0.9,0,1005.3333333333,0,0.7,0,0,540.8055555556,550.5,997,501,1002,286.15,993.3333333333,279.8166666667,279.8166666667,681,285.9466666667,95.3333333333,279.8166666667,276.15,281.15,274.9833333333,271.4833333333,271.85,273.8166666667,272.15,285.8166666667,279.4133333333,277.4833333333
+9231,2018-02-28 12:00:00,3.6666666667,level_3,0,1,89,97.6666666667,63.3333333333,3.3333333333,75,120,2,13.3333333333,90,8,0,sp1,0.9,0,1003,0,0.9,0,0,505.2222222222,350.1666666667,993,501,1000.6666666667,286.8166666667,993,282.15,282.15,802.6666666667,286.41,85,282.15,276.8166666667,284.15,275.9833333333,274.4833333333,275.41,275.15,276.4833333333,286.15,283.2666666667,281.4833333333
+9232,2018-02-28 15:00:00,6,level_3,0,2,85.3333333333,87.3333333333,26.6666666667,5.3333333333,75,140,2,64,90,8,0.3,sp1,0.2,0,1000,0,0.4,0,0,635,533.6666666667,989.6666666667,601,998.6666666667,288.4833333333,991,283.15,283.15,801.3333333333,287.8933333333,81,283.15,277.4833333333,285.15,277.15,275.15,277.6866666667,276.8166666667,281.15,287.4833333333,284.8,283.8166666667
+9233,2018-02-28 18:00:00,7.6666666667,level_5,0.5,1,87,81.6666666667,33.3333333333,5.6666666667,75,156.6666666667,0,87.3333333333,85,10,0.3,sp1,0.5,0,998.6666666667,0,1.1,0,0,634.8333333333,567,988.3333333333,507,998,289.15,990.3333333333,283.15,283.15,500.3333333333,288.5733333333,83,283.15,279.15,285.15,278.65,275.15,277.68,278.15,280.8166666667,288.15,284.27,282.8166666667
+9234,2018-02-28 21:00:00,5,level_6,0.4,1.6666666667,90.3333333333,96.3333333333,24,3.6666666667,79.3333333333,168,2,191.3333333333,74,8.6666666667,0.7,sp1,0.4,0,1000,0,1.4,0,0,501,500.6666666667,979.3333333333,601.3333333333,988.3333333333,288.313,972.6666666667,282.8043333333,282.8043333333,600.6666666667,287.9463333333,90.3333333333,282.8043333333,280.7796666667,283.3296666667,280.4463333333,276.4213333333,278.0813333333,280.113,280.4213333333,287.6463333333,282.833,282.3296666667
+9235,2018-03-01 00:00:00,3.6666666667,level_3,0,2,82,91,20,5.3333333333,75,196.6666666667,4.3333333333,216.6666666667,75,7,0.1,sp1,0.1,0,997.6666666667,0,0.1,0,0,702,600.6666666667,988.6666666667,702,987.6666666667,289.15,992.3333333333,282.2873333333,282.2873333333,801,288.54,94,282.2873333333,279.8166666667,283.15,279.4833333333,275.8166666667,279.2233333333,279.15,283.15,288.15,283.15,283.15
+9236,2018-03-01 03:00:00,4.3333333333,level_6,0,2,85.3333333333,93.3333333333,0,4.6666666667,69,146.6666666667,2.6666666667,130,75,7.3333333333,0.1,sp1,0.7,0,995.6666666667,0,0.3,0,0,535,667.5,986.6666666667,514,995.3333333333,288.4833333333,991,281.4833333333,281.4833333333,800,288.0833333333,95.3333333333,281.4833333333,280.15,283.15,279.8166666667,275.4833333333,279.3533333333,279.4833333333,284.15,287.8166666667,283.0066666667,282.8166666667
+9237,2018-03-01 06:00:00,5,level_6,0,1.3333333333,83.6666666667,93,51.6666666667,7.6666666667,51.6666666667,166.6666666667,1,125.3333333333,80,9,0.2,sp1,0.4,0,994.6666666667,0,0.3,0,0,466.8333333333,650.6666666667,984.3333333333,607.6666666667,994.6666666667,288.15,988.6666666667,280.4833333333,280.4833333333,802.3333333333,287.58,97.6666666667,280.4833333333,280.15,282.8166666667,279.9833333333,276.4833333333,279.9033333333,279.8166666667,284.15,287.15,282.5833333333,282.4833333333
+9238,2018-03-01 09:00:00,5.3333333333,level_7,0,1.3333333333,83.6666666667,95.3333333333,20,6.6666666667,75,150,0.6666666667,226.6666666667,85,7,0,sp1,0.5,0,994,0,0.7,0,0,514.2222222222,714.3333333333,983,500.3333333333,993.6666666667,288.15,986.3333333333,281.15,281.15,801,287.3833333333,100,281.15,282.15,283.15,281.65,279.4833333333,282.4566666667,281.15,286.15,286.8166666667,282.13,280.15
+9239,2018-03-01 12:00:00,6.3333333333,level_4,0,0.6666666667,77,93,26.6666666667,7.6666666667,63.3333333333,140,1.6666666667,94.6666666667,90,12.6666666667,0,sp1,1.1,0,993.6666666667,0,1.6,0,0,578.9444444444,769.6666666667,981,601.6666666667,991.6666666667,290.15,984.6666666667,283.4833333333,283.4833333333,801.3333333333,289.38,97.6666666667,283.4833333333,286.15,284.15,285.8166666667,285.15,287.0833333333,285.4833333333,289.4833333333,288.8166666667,282.7266666667,280.4833333333
+9240,2018-03-01 15:00:00,6.6666666667,level_3,0,1.6666666667,64.6666666667,87,20,8,63.3333333333,146.6666666667,2.3333333333,93.3333333333,80,12.3333333333,0,sp1,0,0,991.3333333333,0,0.5,0,0,500.3333333333,803.6666666667,978,802.6666666667,989,290.8166666667,982.3333333333,285.8166666667,285.8166666667,801,290.2066666667,89,285.8166666667,286.8166666667,285.4833333333,286.65,285.8166666667,287.8966666667,286.4833333333,290.4833333333,289.8166666667,283.9233333333,280.8166666667
+9241,2018-03-01 18:00:00,12,level_6,0,1.6666666667,64.3333333333,83.3333333333,26.6666666667,8.3333333333,20,140,1,40,80,8.3333333333,0.1,sp1,0,0,990,0,0.4,0,0,608,709.3333333333,976.3333333333,801,989,289.4833333333,984.6666666667,285.4833333333,285.4833333333,801.3333333333,288.6733333333,93.3333333333,285.4833333333,286.15,284.15,286.15,284.8166666667,286.7533333333,286.15,289.15,288.15,282.6733333333,280.4833333333
+9242,2018-03-01 21:00:00,8.6666666667,level_8,0.4,9,71.3333333333,81,75,7,6.6666666667,270,6.3333333333,130,45,5.6666666667,0.4,sp1,0,0,988.3333333333,0,0.3,0,0,701.3333333333,604.1666666667,982,800.3333333333,991,286.4833333333,992,287.4833333333,287.4833333333,601.3333333333,286.1266666667,66,287.4833333333,286.4833333333,281.4833333333,286.15,282.15,283.0433333333,285.8166666667,284.15,285.8166666667,281.05,280.4833333333
+9243,2018-03-02 00:00:00,7.3333333333,level_8,0,14.3333333333,77.6666666667,81,50,2.6666666667,16,263.3333333333,2.3333333333,226.6666666667,26.6666666667,3,0.2,sp1,0,0,988.3333333333,0,0,0,0,801.3333333333,600,988.6666666667,633.3333333333,994.6666666667,285.4833333333,997,286.8166666667,286.8166666667,802.3333333333,284.6733333333,55.3333333333,286.8166666667,285.8166666667,279.8166666667,285.65,279.15,280.49,285.4833333333,282.15,284.15,279.6266666667,279.4833333333
+9244,2018-03-02 03:00:00,5.6666666667,level_8,0,9.6666666667,89,84.3333333333,42.6666666667,5.3333333333,80.6666666667,276.6666666667,9.3333333333,253.3333333333,20,2,0,sp1,0.5,0,991.6666666667,0,0,0,0,801,801.3333333333,993.6666666667,467,999,284.8166666667,999,284.8166666667,284.8166666667,802,284.41,62,284.8166666667,285.15,278.4833333333,284.65,277.15,279.2333333333,284.15,281.8166666667,284.15,278.1033333333,277.8166666667
+9245,2018-03-02 06:00:00,3,level_9,0,6,97.6666666667,90.6666666667,20,1.3333333333,80,36.6666666667,12.6666666667,256.6666666667,25,2,0,sp1,0.4,0,995.3333333333,0,0.1,0,0,700,800,997,433.6666666667,1000.6666666667,286.4833333333,999,283.8166666667,283.8166666667,801,285.3566666667,63.3333333333,283.8166666667,283.8166666667,277.8166666667,283.15,275.4833333333,276.2266666667,282.4833333333,277.15,283.8166666667,277.6266666667,277.4833333333
+9246,2018-03-02 09:00:00,2.6666666667,level_6,0,2.3333333333,93,90.6666666667,6.6666666667,1.6666666667,80,133.3333333333,8,263.3333333333,85,8,0,sp1,0.7,0,999,0,0.6,0,0,540.8333333333,800,998,500.6666666667,1002.3333333333,288.15,999,284.4833333333,284.4833333333,800.3333333333,287.7566666667,66.3333333333,284.4833333333,285.15,278.15,284.4833333333,277.15,278.4866666667,283.8166666667,280.15,287.4833333333,277.8066666667,276.8166666667
+9247,2018-03-02 12:00:00,1.6666666667,level_6,0,1.6666666667,93,97.6666666667,6.6666666667,5,90,190,5.6666666667,246.6666666667,90,11.6666666667,0,sp1,1.4,0,1001.3333333333,0,0.5,0,0,518.7777777778,800,995.6666666667,567.6666666667,1002.3333333333,289.15,998.6666666667,287.8166666667,287.8166666667,800.3333333333,288.77,55.3333333333,287.8166666667,287.15,279.4833333333,286.65,281.8166666667,283.4533333333,286.15,285.4833333333,288.4833333333,278.7366666667,277.15
+9248,2018-03-02 15:00:00,2.3333333333,level_3,0,2,87.6666666667,97.6666666667,38.3333333333,5,90,133.3333333333,4.3333333333,206.6666666667,90,11.3333333333,0,sp1,0.9,0,1001,0,0.7,0,0,500.6666666667,800.3333333333,991,537.6666666667,1000,290.15,994.6666666667,288.15,288.15,801.6666666667,289.6033333333,58,288.15,287.15,280.15,286.9833333333,284.15,285.49,286.8166666667,287.15,289.15,279.6033333333,278.4833333333
+9249,2018-03-02 18:00:00,1.3333333333,level_2,0,1,82,93,63.3333333333,7,85,140,1.6666666667,220,63.3333333333,9,0.1,sp1,0.4,0,1000,0,0.3,0,0,540.1666666667,701,988,601.6666666667,998.3333333333,290.15,994,286.8166666667,286.8166666667,802.6666666667,289.77,76.3333333333,286.8166666667,284.8166666667,280.8166666667,284.8166666667,282.15,284.0833333333,284.8166666667,286.4833333333,289.4833333333,279.9433333333,278.8166666667
+9250,2018-03-02 21:00:00,4,level_10,0.4,1,83.6666666667,95.3333333333,56.6666666667,6.3333333333,68.3333333333,140,2,156,51.6666666667,8.6666666667,0.4,sp1,1,0,999,0,0.4,0,0,601,600.6666666667,988,703,998,289.15,995,284.8166666667,284.8166666667,601.3333333333,288.9633333333,89,284.8166666667,284.15,281.4833333333,283.4833333333,280.4833333333,282.7166666667,282.8166666667,285.4833333333,288.8166666667,281.0166666667,280.4833333333
+9251,2018-03-03 00:00:00,6.3333333333,level_8,0.1,1.3333333333,83.6666666667,91,20,5,69,226.6666666667,4,240,45,6,0.3,sp1,0.3,0,996.6666666667,0,0,0,0,802,470,988.6666666667,702,997.6666666667,287.8166666667,995.6666666667,283.15,283.15,700.6666666667,287.6133333333,91,283.15,283.15,282.15,282.65,280.8166666667,283.4966666667,282.15,286.8166666667,287.4833333333,281.96,281.8166666667
+9252,2018-03-03 03:00:00,5.6666666667,level_6,0.3,4.3333333333,82,85,0,6.6666666667,50.6666666667,240,2.3333333333,270,45,5.3333333333,0,sp1,0.1,0,994.6666666667,0,0.1,0,0,701,800,990.6666666667,701,998,287.8166666667,997.3333333333,285.4833333333,285.4833333333,500,287.41,75,285.4833333333,282.8166666667,281.4833333333,282.3166666667,279.8166666667,282.3466666667,281.8166666667,285.4833333333,287.15,281.2933333333,281.15
+9253,2018-03-03 06:00:00,6.6666666667,level_9,0,8.3333333333,83.6666666667,89,0,6,26.6666666667,236.6666666667,3.3333333333,233.3333333333,45,3,0,sp1,0,0,994.6666666667,0,0.2,0,0,600.3333333333,800,992.6666666667,801.3333333333,999.6666666667,287.15,998.6666666667,286.4833333333,286.4833333333,800,286.7433333333,64.6666666667,286.4833333333,283.8166666667,280.8166666667,283.3166666667,279.4833333333,281.5666666667,282.8166666667,284.15,286.4833333333,280.14,279.8166666667
+9254,2018-03-03 09:00:00,6.6666666667,level_9,0,9.3333333333,85.3333333333,83,20,6.6666666667,33.3333333333,233.3333333333,6.6666666667,243.3333333333,75,4.6666666667,0,sp1,0,0,996.6666666667,0,0,0,0,782.3333333333,800.6666666667,995,801.6666666667,1001.6666666667,288.15,1001,288.4833333333,288.4833333333,801,287.1833333333,55.6666666667,288.4833333333,286.8166666667,281.8166666667,286.15,281.4833333333,283.7133333333,285.4833333333,286.4833333333,286.4833333333,281.1033333333,279.8166666667
+9255,2018-03-03 12:00:00,8,level_9,0,9,82,66.6666666667,33.3333333333,7,40,233.3333333333,9,263.3333333333,75,5.3333333333,0,sp1,0.3,0,998.3333333333,0,0,0,0,803,801,996,701.6666666667,1002,289.15,1001.6666666667,291.8166666667,291.8166666667,801.6666666667,288.9466666667,46,291.8166666667,290.15,284.4833333333,289.65,283.8166666667,286.4566666667,289.15,289.8166666667,288.8166666667,283.53,281.4833333333
+9256,2018-03-03 15:00:00,6,level_8,0,6.3333333333,80.3333333333,68,51.6666666667,3.3333333333,51.6666666667,230,7.3333333333,260,63.3333333333,7.3333333333,0,sp1,0.7,0,999,0,0.1,0,0,701.6666666667,801,994.6666666667,507.3333333333,1001.3333333333,289.15,1000.6666666667,292.15,292.15,802.3333333333,288.9666666667,42,292.15,291.15,285.15,290.65,286.15,288.3833333333,290.15,291.15,288.8166666667,283.9366666667,281.15
+9257,2018-03-03 18:00:00,1.3333333333,level_9,0,4,87.3333333333,89,75,2.6666666667,50,123.3333333333,3.3333333333,226.6666666667,90,6.6666666667,0,sp1,0.9,0,1000.3333333333,0,0.7,0,0,467.1666666667,800.3333333333,994,501,1001,286.15,999.6666666667,290.15,290.15,803,285.7866666667,56.6666666667,290.15,288.4833333333,283.15,287.9833333333,285.15,287.2333333333,287.4833333333,289.8166666667,285.4833333333,281.7966666667,279.15
+9258,2018-03-03 21:00:00,3.6666666667,level_7,0,1.6666666667,93,93.3333333333,51.6666666667,1.6666666667,51.6666666667,43.3333333333,1.6666666667,168,75,4,0,sp1,0.5,0,1001,0,0.4,0,0,601.3333333333,802,993.6666666667,500.3333333333,1001,285.15,998.3333333333,288.15,288.15,802.3333333333,284.54,62.6666666667,288.15,286.4833333333,282.15,285.15,282.15,284.68,283.8166666667,287.8166666667,284.15,281.9033333333,281.8166666667
+9259,2018-03-04 00:00:00,5.3333333333,level_9,0,1.6666666667,91,93,75,2.3333333333,85.6666666667,113.3333333333,1.6666666667,263.6666666667,75,4.3333333333,0,sp1,0.1,0,999.6666666667,0,0.2,0,0,601,800,992.6666666667,702.3333333333,999.6666666667,285.15,997.6666666667,286.4833333333,286.4833333333,803,284.54,74.3333333333,286.4833333333,283.8166666667,282.15,282.8166666667,282.8166666667,285.3466666667,281.8166666667,288.4833333333,284.15,282.15,282.15
+9260,2018-03-04 03:00:00,4.3333333333,level_8,0.5,2.6666666667,91,91,75,2,85.6666666667,196.6666666667,3.3333333333,146.6666666667,75,4.3333333333,0,sp1,1.6,0,998,0,0.1,0,0,702,800,992.3333333333,514.6666666667,998.3333333333,286.15,996.6666666667,285.4833333333,285.4833333333,500.3333333333,285.9466666667,76,285.4833333333,283.15,282.15,281.8166666667,280.8166666667,283.3433333333,280.4833333333,286.4833333333,285.8166666667,282.15,282.15
+9261,2018-03-04 06:00:00,3,level_6,0.1,3,95.3333333333,95.6666666667,63.3333333333,0.6666666667,63.3333333333,249.6666666667,2.6666666667,274.3333333333,80,4,0,sp1,1.1,0,997,0,0.7,0,0,500.6666666667,801.3333333333,993.6666666667,614.6666666667,998,285.8166666667,996,285.8166666667,285.8166666667,702,285.46,67.6666666667,285.8166666667,282.15,280.8166666667,281.3166666667,280.4833333333,281.6733333333,280.4833333333,283.15,285.15,280.6466666667,280.4833333333
+9262,2018-03-04 09:00:00,2.6666666667,level_7,0,2.3333333333,87.3333333333,85,63.3333333333,0.6666666667,50,160,0.3333333333,103.3333333333,45,2,0,sp1,0.1,0,996,0,0.2,0,0,600.3333333333,801.3333333333,995.6666666667,701,998,285.4833333333,997,287.4833333333,287.4833333333,802.6666666667,285.0433333333,63.6666666667,287.4833333333,284.8166666667,280.4833333333,284.65,281.15,282.19,284.4833333333,283.4833333333,284.4833333333,279.5466666667,278.15
+9263,2018-03-04 12:00:00,4.6666666667,level_7,0,5.3333333333,70.3333333333,71,20,2.3333333333,13.3333333333,116.6666666667,1,0,26.6666666667,3.6666666667,0,sp1,0,0,995.6666666667,0,0,0,0,801.3333333333,802,996.3333333333,800.6666666667,998,289.15,998.6666666667,289.15,289.15,801,288.1366666667,61.6666666667,289.15,290.15,283.15,288.9833333333,283.4833333333,285.4166666667,287.8166666667,287.8166666667,287.4833333333,282.5366666667,282.15
+9264,2018-03-04 15:00:00,4,level_10,0,4,64.3333333333,53,20,2.6666666667,40,160,3,210,20,7.3333333333,0.3,sp1,0.1,0,995.6666666667,0,0,0,0,801,708.6666666667,995.3333333333,708,997,290.15,999,289.4833333333,289.4833333333,801,289.7466666667,61.6666666667,289.4833333333,288.8166666667,286.4833333333,287.8166666667,285.15,287.68,286.8166666667,290.8166666667,289.4833333333,285.4666666667,284.15
+9265,2018-03-04 18:00:00,4,level_6,0,2.6666666667,74,63.3333333333,20,2.6666666667,45,236.6666666667,2.6666666667,97.6666666667,20,8.3333333333,0.1,sp1,0.2,0,996.6666666667,0,0,0,0,801,702,995.6666666667,607,998,288.4833333333,999,288.4833333333,288.4833333333,801,288.28,59.6666666667,288.4833333333,286.4833333333,285.15,286.15,284.15,286.2333333333,285.8166666667,288.8166666667,288.15,283.7966666667,281.4833333333
+9266,2018-03-04 21:00:00,3,level_6,0,2.3333333333,83.6666666667,81.6666666667,6.6666666667,2.6666666667,45,106.6666666667,0.6666666667,162.6666666667,38.3333333333,7.6666666667,0,sp1,0.5,0,998,0,0,0,0,801.6666666667,801.6666666667,994.6666666667,520.3333333333,999.3333333333,286.4833333333,998,285.15,285.15,800.3333333333,286.3,66.6666666667,285.15,286.15,283.15,285.3166666667,280.4833333333,282.8633333333,284.4833333333,285.8166666667,286.15,282.6733333333,282.15
+9267,2018-03-05 00:00:00,2.6666666667,level_6,0,2,83.6666666667,95.3333333333,0,3.3333333333,13.3333333333,153.3333333333,0.6666666667,231.3333333333,75,5.3333333333,0.3,sp1,0.5,0,998.3333333333,0,0.3,0,0,534.6666666667,500,992.3333333333,507,998.6666666667,286.15,996,283.8166666667,283.8166666667,800,285.5566666667,69.3333333333,283.8166666667,283.4833333333,281.15,282.3166666667,277.4833333333,281.2033333333,281.15,285.8166666667,285.15,281.0066666667,280.8166666667
+9268,2018-03-05 03:00:00,4.6666666667,level_7,0,2,83,93.3333333333,13.3333333333,4.3333333333,13.3333333333,193.3333333333,0.6666666667,100,75,3.6666666667,0.2,sp1,0,0,997,0,0.2,0,0,601,567,990,800.6666666667,997.6666666667,285.15,994.3333333333,284.8166666667,284.8166666667,800.6666666667,284.7433333333,76.6666666667,284.8166666667,281.4833333333,280.4833333333,280.4833333333,278.8166666667,282.2366666667,279.4833333333,286.4833333333,284.4833333333,280.1033333333,279.8166666667
+9269,2018-03-05 06:00:00,5.6666666667,level_7,0,3.3333333333,85,89,0,3.6666666667,26.6666666667,206.6666666667,1.3333333333,169.6666666667,63.3333333333,2.6666666667,0,sp1,0.4,0,995.3333333333,0,0,0,0,802.6666666667,701,990,607.3333333333,996,284.8166666667,995,284.15,284.15,800,284.41,80,284.15,281.4833333333,280.15,281.3166666667,280.15,282.26,281.15,285.15,284.15,279.9266666667,279.4833333333
+9270,2018-03-05 09:00:00,3.3333333333,level_8,0,6.6666666667,83.6666666667,88.6666666667,0,3.3333333333,20,136.6666666667,3.3333333333,219,80,5.3333333333,0.7,sp1,0.1,0,993.3333333333,0,0.1,0,0,574.5,604.1666666667,989.6666666667,700.6666666667,995.3333333333,286.4833333333,994.3333333333,286.4833333333,286.4833333333,800,285.27,60,286.4833333333,284.15,280.15,283.15,280.4833333333,283.0133333333,282.15,286.15,284.4833333333,278.73,276.15
+9271,2018-03-05 12:00:00,3.3333333333,level_8,0,6.3333333333,66,85,20,6.3333333333,40,223.3333333333,2.3333333333,250,85,9,0.3,sp1,0.3,0,991.3333333333,0,0.7,0,0,433.8333333333,739,989,708.3333333333,994,288.8166666667,992.6666666667,289.15,289.15,801,288.3766666667,44.3333333333,289.15,286.4833333333,280.4833333333,285.3166666667,282.8166666667,285.4933333333,284.15,288.8166666667,287.8166666667,279.7866666667,278.4833333333
+9272,2018-03-05 15:00:00,6.6666666667,level_8,0,6,66.3333333333,81,63.3333333333,6,26.6666666667,303.3333333333,5.6666666667,266.6666666667,75,10.6666666667,0,sp1,0.3,0,989.6666666667,0,0.1,0,0,702,802,989.6666666667,511,992,288.8166666667,991,287.4833333333,287.4833333333,802.6666666667,287.0066666667,59,287.4833333333,288.15,282.15,287.4833333333,284.8166666667,285.7133333333,286.8166666667,286.8166666667,285.4833333333,280.5966666667,277.15
+9273,2018-03-05 18:00:00,5.3333333333,level_8,0.4,7.6666666667,65.3333333333,81.3333333333,75,3.6666666667,20,306.6666666667,3.3333333333,220,75,6,0,sp1,0,0,990,0,0.5,0,0,483.5,802,992.6666666667,801,992,287.8166666667,993,286.8166666667,286.8166666667,601.3333333333,287.4933333333,59.3333333333,286.8166666667,286.8166666667,281.4833333333,286.65,281.8166666667,282.94,286.4833333333,284.4833333333,287.15,280.74,279.15
+9274,2018-03-05 21:00:00,4,level_6,0.2,2.6666666667,72.6666666667,68.3333333333,63.3333333333,2,13.3333333333,270,1,80,45,4.3333333333,0,sp1,0,0,990.6666666667,0,0,0,0,802,803,995.3333333333,800.6666666667,994,286.15,997,285.4833333333,285.4833333333,601,285.3833333333,60.6666666667,285.4833333333,284.4833333333,281.4833333333,283.3166666667,278.15,280.38,282.15,283.15,284.8166666667,280.95,280.4833333333
+9275,2018-03-06 00:00:00,3,level_8,0.1,3,76,74,21.3333333333,0.6666666667,0,117,2,93.3333333333,38.3333333333,4.3333333333,0,sp1,0,0,992,0,0,0,0,801.6666666667,800,996.3333333333,800,996.3333333333,284.4833333333,999.3333333333,285.15,285.15,700.3333333333,283.4733333333,60.6666666667,285.15,283.15,280.8166666667,282.65,278.15,279.49,282.15,281.15,282.8166666667,280.2933333333,279.8166666667
+9276,2018-03-06 03:00:00,4.6666666667,level_6,0,3,85.3333333333,77.6666666667,38.3333333333,2.6666666667,0,146.3333333333,2,280,6.6666666667,2,0,sp1,0,0,993.3333333333,0,0,0,0,800.3333333333,800,995.6666666667,800,998,283.15,1000.6666666667,285.15,285.15,801.6666666667,282.54,58,285.15,283.15,279.4833333333,282.4833333333,278.15,278.9933333333,281.8166666667,280.15,282.15,278.96,278.4833333333
+9277,2018-03-06 06:00:00,5,level_8,0,6.3333333333,89,88.3333333333,6.6666666667,3.6666666667,20,160,1.3333333333,163.3333333333,38.3333333333,1.6666666667,0,sp1,0.3,0,994.6666666667,0,0,0,0,801.6666666667,801,994,701,999,283.15,1000.3333333333,284.4833333333,284.4833333333,800.3333333333,283.15,59,284.4833333333,282.4833333333,278.15,281.4833333333,277.8166666667,279.9,280.4833333333,282.4833333333,283.15,277.5666666667,276.8166666667
+9278,2018-03-06 09:00:00,4.6666666667,level_8,0,4.3333333333,87.3333333333,93,45,5.3333333333,6.6666666667,226.6666666667,5.6666666667,273.3333333333,80,1.3333333333,0,sp1,0,0,996.6666666667,0,0.2,0,0,366.6666666667,801,995,800.3333333333,1001,285.15,1000.6666666667,286.15,286.15,802,284.5433333333,49.6666666667,286.15,284.8166666667,279.15,284.15,279.4833333333,281.81,283.4833333333,284.4833333333,284.15,278.02,276.4833333333
+9279,2018-03-06 12:00:00,7,level_8,0,8.3333333333,76.6666666667,87,51.6666666667,6.6666666667,50,263.3333333333,6.3333333333,250,80,3.6666666667,0,sp1,0.3,0,996.3333333333,0,0.5,0,0,533.8333333333,801,995.3333333333,709,1000.6666666667,287.4833333333,1000.6666666667,289.4833333333,289.4833333333,802.3333333333,286.59,43.6666666667,289.4833333333,288.8166666667,281.4833333333,288.4833333333,283.15,284.3366666667,288.15,285.8166666667,285.8166666667,280.2733333333,278.4833333333
+9280,2018-03-06 15:00:00,6,level_8,0.1,9.3333333333,66.6666666667,72,75,4.6666666667,50,213.3333333333,7,246.6666666667,51.6666666667,5.6666666667,0,sp1,1.1,0,996,0,0.4,0,0,607.6666666667,801,997.3333333333,601,999.3333333333,287.4833333333,999.3333333333,290.4833333333,290.4833333333,702,286.4733333333,41,290.4833333333,289.4833333333,283.4833333333,288.9833333333,282.8166666667,283.86,288.4833333333,285.15,285.8166666667,282.11,280.4833333333
+9281,2018-03-06 18:00:00,5.6666666667,level_8,0.1,7.6666666667,85.3333333333,72.3333333333,75,6,80,313.3333333333,5.3333333333,230,26.6666666667,3.6666666667,0,sp1,1.2,0,997,0,0.3,0,0,708,800.6666666667,999,507.3333333333,1000,285.4833333333,1000,288.8166666667,288.8166666667,702,285.2966666667,46.6666666667,288.8166666667,287.15,283.8166666667,286.8166666667,279.8166666667,281.7033333333,286.4833333333,284.15,285.15,282.3433333333,280.4833333333
+9282,2018-03-06 21:00:00,3.6666666667,level_8,0.1,4.6666666667,91,62.3333333333,20,3.3333333333,61.6666666667,290,3,181.6666666667,20,2,0,sp1,0.3,0,999.3333333333,0,0,0,0,801,800,1001.3333333333,701.6666666667,1001.6666666667,285.15,1002,285.8166666667,285.8166666667,700.6666666667,284.61,59.3333333333,285.8166666667,285.15,281.15,283.65,276.4833333333,279.1633333333,282.15,282.4833333333,284.15,280.6,280.15
+9283,2018-03-07 00:00:00,5.3333333333,level_8,0,4,91,82.3333333333,42.3333333333,4.6666666667,6.6666666667,320,1,186.6666666667,13.3333333333,0.6666666667,0,sp2,0,0,1000.3333333333,0,0,0,0,800.6666666667,800,1002.6666666667,800.3333333333,1003,284.4833333333,1004,283.4833333333,283.4833333333,802,284.3,69.3333333333,283.4833333333,282.4833333333,279.8166666667,280.4833333333,275.4833333333,278.0133333333,278.4833333333,281.15,284.15,279.0766666667,278.4833333333
+9284,2018-03-07 03:00:00,5.3333333333,level_8,0,5,95.3333333333,73.3333333333,40,1.6666666667,30,206.6666666667,3.6666666667,190.3333333333,6.6666666667,1,0,sp2,0,0,1001,0,0,0,0,800.3333333333,802,1003.6666666667,760.6666666667,1004,282.15,1006,282.8166666667,282.8166666667,802,281.6066666667,70.6666666667,282.8166666667,279.8166666667,278.8166666667,278.4833333333,275.15,277.83,277.15,281.15,281.15,277.4866666667,276.4833333333
+9285,2018-03-07 06:00:00,4,level_8,0,3.6666666667,95.3333333333,64.3333333333,75,2.3333333333,6.6666666667,273.3333333333,1.3333333333,186.6666666667,0,1,0,sp3,0,0,1002.3333333333,0,0,0,0,800,800.3333333333,1005.6666666667,734.3333333333,1006,279.8166666667,1008,280.8166666667,280.8166666667,803,279.43,72,280.8166666667,279.4833333333,277.8166666667,278.8166666667,275.15,278.1233333333,278.15,281.8166666667,278.8166666667,276.1833333333,274.8166666667
+9286,2018-03-07 09:00:00,3.3333333333,level_9,0,6,89,61.6666666667,45,3,13.3333333333,240,4,186.6666666667,0,1.3333333333,0,sp6,0.3,0,1005,0,0,0,0,800,801,1008,744.3333333333,1009,281.4833333333,1010.6666666667,284.8166666667,284.8166666667,802,280.6733333333,46.6666666667,284.8166666667,282.4833333333,279.15,282.4833333333,276.4833333333,279.16,282.4833333333,282.4833333333,280.15,277.6466666667,275.8166666667
+9287,2018-03-07 12:00:00,2.6666666667,level_9,0,6.3333333333,63.6666666667,51.3333333333,20,3.6666666667,20,273.3333333333,4,270,20,1.6666666667,0,sp6,0,0,1007,0,0,0,0,801,800.6666666667,1009,801,1010.3333333333,286.15,1011.6666666667,289.4833333333,289.4833333333,801,285.9466666667,23.6666666667,289.4833333333,287.4833333333,282.4833333333,286.9833333333,281.4833333333,283.7166666667,286.4833333333,286.4833333333,285.8166666667,281.2633333333,279.8166666667
+9288,2018-03-07 15:00:00,3.3333333333,level_7,0,7,53,40.3333333333,20,1.6666666667,6.6666666667,116.6666666667,5,243.3333333333,20,1.3333333333,0,sp3,0,0,1007,0,0,0,0,801,801,1008.6666666667,800.3333333333,1009.3333333333,287.8166666667,1010.3333333333,291.15,291.15,801,287.4266666667,27,291.15,289.15,284.15,288.9833333333,284.15,285.23,288.8166666667,286.8166666667,287.15,283.2533333333,281.8166666667
+9289,2018-03-07 18:00:00,2,level_7,0,5,68.6666666667,55.3333333333,13.3333333333,1.6666666667,55.6666666667,297.3333333333,5,256.6666666667,13.3333333333,1.6666666667,0,sp2,0.2,0,1008,0,0,0,0,800.6666666667,800.6666666667,1008.3333333333,600,1009.6666666667,287.15,1010,289.4833333333,289.4833333333,800.6666666667,286.99,30.3333333333,289.4833333333,288.15,283.4833333333,287.8166666667,283.4833333333,284.2266666667,287.4833333333,285.15,286.8166666667,282.9133333333,281.8166666667
+9290,2018-03-07 21:00:00,2,level_7,0,2.6666666667,91,62.6666666667,0,1.3333333333,68.3333333333,60,1.3333333333,230,13.3333333333,2.6666666667,0,sp1,1.2,0,1011,0,0,0,0,800.6666666667,800,1007.6666666667,534.1666666667,1011,284.8166666667,1009.3333333333,285.8166666667,285.8166666667,800,284.6566666667,42.3333333333,285.8166666667,286.8166666667,281.8166666667,284.8166666667,279.4833333333,280.66,282.8166666667,282.15,284.4833333333,281.65,281.4833333333
+9291,2018-03-08 00:00:00,1.3333333333,level_8,0,1.3333333333,95.3333333333,68.3333333333,14.6666666667,1.6666666667,69,139.3333333333,3,252,13.3333333333,3.6666666667,0,sp1,0.7,0,1011,0,0,0,0,800.6666666667,800.3333333333,1006.3333333333,534,1010.6666666667,288.8166666667,1008.3333333333,283.8166666667,283.8166666667,800.6666666667,286.7133333333,58.6666666667,283.8166666667,283.15,281.15,282.15,278.8166666667,279.71,281.15,280.8166666667,284.15,280.77,280.4833333333
+9292,2018-03-08 03:00:00,1.6666666667,level_4,0,1,97.6666666667,91.3333333333,0,3,90.6666666667,100,0.6666666667,100,75,3,0,sp1,0.2,0,1010.3333333333,0,0.7,0,0,467.5,802,1004,668.3333333333,1009.3333333333,288.8166666667,1008,283.15,283.15,800,287.3766666667,69.3333333333,283.15,280.4833333333,279.8166666667,278.8166666667,279.15,280.9366666667,277.15,283.15,285.15,279.53,279.15
+9293,2018-03-08 06:00:00,1.3333333333,level_9,0,1.3333333333,95.3333333333,97.6666666667,0,4,85,180,4.3333333333,228,80,1,0,sp1,0.1,0,1010,0,0.3,0,0,466.9444444444,802,1004,668.3333333333,1009,288.15,1007.3333333333,282.4833333333,282.4833333333,800,287.0633333333,85,282.4833333333,280.8166666667,278.15,279.4833333333,279.15,281.7866666667,278.15,285.15,285.4833333333,278.15,278.15
+9294,2018-03-08 09:00:00,1,level_6,0,1.3333333333,93.6666666667,95.3333333333,0,3.6666666667,85,180,5.6666666667,222.3333333333,90,4,0.1,sp2,1,0,1010,0,0.1,0,0,702.7777777778,701.3333333333,1005,709.6666666667,1010,289.15,1008.6666666667,284.15,284.15,800,288.7666666667,79.6666666667,284.15,282.8166666667,278.8166666667,282.15,279.8166666667,282.79,281.4833333333,286.4833333333,288.4833333333,278.4766666667,278.15
+9295,2018-03-08 12:00:00,1,level_7,0,2,86,79.3333333333,0,4.3333333333,75,216.6666666667,1.6666666667,133.3333333333,45,6.3333333333,0,sp3,0.1,0,1009.6666666667,0,0,0,0,802,802.3333333333,1005,708.6666666667,1009.6666666667,290.4833333333,1010.3333333333,286.8166666667,286.8166666667,800,290.28,66.3333333333,286.8166666667,286.4833333333,281.4833333333,286.15,283.4833333333,286.31,285.8166666667,289.8166666667,290.15,280.8633333333,279.4833333333
+9296,2018-03-08 15:00:00,1.6666666667,level_7,0,2.6666666667,80.6666666667,74.3333333333,0,4.3333333333,75,193.3333333333,4.6666666667,200,75,7.3333333333,0,sp3,0.2,0,1008.3333333333,0,0,0,0,803,802,1004.3333333333,614.3333333333,1008.3333333333,290.8166666667,1010,290.8166666667,290.8166666667,800,290.0566666667,58,290.8166666667,288.15,283.4833333333,287.5033333333,285.4833333333,288.2766666667,286.8166666667,291.8166666667,289.4833333333,282.6666666667,280.8166666667
+9297,2018-03-08 18:00:00,2,level_7,0,3.3333333333,82.3333333333,79.3333333333,6.6666666667,3.6666666667,75,150,2.3333333333,113.3333333333,68.3333333333,5.6666666667,0,sp4,0.1,0,1008.6666666667,0,0.1,0,0,702.3333333333,801,1004.3333333333,708.6666666667,1009,290.4833333333,1010.3333333333,290.4833333333,290.4833333333,800.3333333333,289.9166666667,59.6666666667,290.4833333333,286.15,284.15,285.8166666667,286.15,288.4966666667,285.4833333333,291.4833333333,289.4833333333,283.07,281.15
+9298,2018-03-08 21:00:00,0.6666666667,level_2,0,1.3333333333,87,89,0,2.6666666667,40,100,2.6666666667,137.3333333333,80,4.6666666667,0,sp8,0,0,1010.6666666667,0,0.1,0,0,366.6666666667,800,1005.3333333333,802,1011.6666666667,289.15,1012,285.4833333333,285.4833333333,800,288.54,85.3333333333,285.4833333333,284.8166666667,283.4833333333,283.8166666667,284.15,286.83,282.8166666667,290.15,288.15,283.25,283.15
+9299,2018-03-09 00:00:00,1,level_6,0,2.3333333333,91,100,0,3.6666666667,57.3333333333,143.3333333333,5,220,90,3.6666666667,0,sp10,0.1,0,1011.6666666667,0,0,0,0,769.6666666667,800,1006,701.3333333333,1013,288.4833333333,1013,284.15,284.15,800,288.0766666667,93,284.15,282.8166666667,283.15,281.8166666667,283.8166666667,286.6433333333,280.8166666667,290.15,287.8166666667,282.77,282.4833333333
+9300,2018-03-09 03:00:00,0.6666666667,level_4,0,1.3333333333,93,100,8,3.6666666667,57.3333333333,210,4.3333333333,248.6666666667,90,2.3333333333,0,sp9,0.2,0,1012,0,0,0,0,634.1666666667,734,1006,600.6666666667,1012.6666666667,288.15,1013,284.4833333333,284.4833333333,800,287.34,91,284.4833333333,281.15,283.15,280.65,284.8166666667,287.4933333333,280.15,290.8166666667,286.8166666667,282.58,282.15
+9301,2018-03-09 06:00:00,1.6666666667,level_8,0,3,91,95.6666666667,6.6666666667,4,40,186.6666666667,4,226,68.3333333333,3,0,sp7,0,0,1012,0,0.1,0,0,601.0555555556,800,1005,802,1013,288.15,1013,286.8166666667,286.8166666667,800.3333333333,286.7366666667,84,286.8166666667,280.4833333333,283.4833333333,279.8166666667,283.8166666667,287.0866666667,279.15,291.15,285.8166666667,283.23,283.15
+9302,2018-03-09 09:00:00,2,level_8,0,5,83.6666666667,91,33.3333333333,5,51.6666666667,173.3333333333,0.6666666667,76.6666666667,63.3333333333,3,0,sp8,0,0,1012.3333333333,0,0,0,0,667.5,800,1005.3333333333,802.3333333333,1013,289.15,1013.3333333333,290.8166666667,290.8166666667,801.6666666667,287.33,65,290.8166666667,285.8166666667,284.15,285.15,285.15,287.6766666667,284.4833333333,290.8166666667,286.15,283.08,280.8166666667
+9303,2018-03-09 12:00:00,3,level_8,0,5.3333333333,83.6666666667,87,51.6666666667,4,85,113.3333333333,2.3333333333,136.6666666667,80,6.3333333333,0,sp6,0.3,0,1011.6666666667,0,0.4,0,0,500.7777777778,800,1004.6666666667,703,1012.3333333333,290.15,1012.6666666667,294.15,294.15,802.3333333333,289.5933333333,40.6666666667,294.15,291.4833333333,285.15,289.65,286.8166666667,289.1966666667,287.8166666667,292.15,289.15,283.9966666667,281.15
+9304,2018-03-09 15:00:00,3.3333333333,level_7,0,5,89,95.3333333333,75,6.3333333333,80,166.6666666667,4,150,90,7,0,sp3,0.7,0,1010.6666666667,0,0.9,0,0,566.1666666667,800,1002.6666666667,514,1010,289.15,1010.3333333333,295.8166666667,295.8166666667,803,288.97,39.6666666667,295.8166666667,292.4833333333,285.15,290.3166666667,289.15,290.6333333333,288.15,292.4833333333,288.8166666667,284.0733333333,281.8166666667
+9305,2018-03-09 18:00:00,4.6666666667,level_5,0.3,2,87,93,33.3333333333,4.6666666667,68.3333333333,120,2,106.6666666667,90,5.3333333333,0,sp3,0.6,0,1010,0,0.9,0,0,541,801,1001.3333333333,601.6666666667,1009.3333333333,289.15,1008.3333333333,292.4833333333,292.4833333333,500,289.15,60.6666666667,292.4833333333,290.15,284.4833333333,288.3166666667,286.4833333333,289.4566666667,286.4833333333,293.15,289.15,284.0766666667,283.4833333333
+9306,2018-03-09 21:00:00,7,level_8,0.2,3.6666666667,87,95.3333333333,40,4,85,150,2.3333333333,241.3333333333,75,5,0,sp3,0.5,0,1010.3333333333,0,0.6,0,0,434,803,1000.6666666667,500.3333333333,1010,289.15,1007.6666666667,291.4833333333,291.4833333333,600.6666666667,288.7666666667,55,291.4833333333,286.15,285.15,285.4833333333,285.8166666667,288.4933333333,284.8166666667,291.8166666667,288.4833333333,284.7766666667,284.4833333333
+9307,2018-03-10 00:00:00,4.3333333333,level_8,0,4.3333333333,87.3333333333,95.3333333333,26.6666666667,4,80.6666666667,196.6666666667,2.3333333333,244,75,5.3333333333,0,sp3,0.1,0,1009.6666666667,0,0.2,0,0,433.3333333333,735,999.3333333333,702,1009.6666666667,289.4833333333,1007.3333333333,290.4833333333,290.4833333333,801.3333333333,289.2933333333,57.6666666667,290.4833333333,286.8166666667,285.15,286.15,286.15,288.8266666667,285.4833333333,292.15,289.15,285.15,285.15
+9308,2018-03-10 03:00:00,5.6666666667,level_8,0,3.3333333333,89.6666666667,93,13.3333333333,3.6666666667,90.6666666667,140,0.3333333333,186.6666666667,75,6.6666666667,0,sp2,0.1,0,1008,0,0,0,0,803,701,998.6666666667,702.6666666667,1008.6666666667,289.8166666667,1006.3333333333,286.8166666667,286.8166666667,800.6666666667,289.44,72.6666666667,286.8166666667,285.8166666667,285.15,284.9833333333,286.15,288.9766666667,284.15,292.4833333333,289.15,285.15,285.15
+9309,2018-03-10 06:00:00,5,level_7,0,4.3333333333,88,89,33.3333333333,3.6666666667,90,190,1.3333333333,73,85,6.6666666667,0,sp1,0,0,1007.3333333333,0,0,0,0,803.6666666667,701,998,636,1008,290.15,1004.6666666667,290.8166666667,290.8166666667,801.6666666667,289.54,56.3333333333,290.8166666667,285.4833333333,285.4833333333,284.8166666667,286.15,288.9766666667,284.15,292.4833333333,289.15,285.4833333333,285.4833333333
+9310,2018-03-10 09:00:00,5,level_8,0.1,2,88,93,63.3333333333,4.3333333333,80,236.6666666667,0.6666666667,70,75,6.6666666667,0,sp1,0.3,0,1007.6666666667,0,3,0,0,535.1666666667,800.6666666667,999.3333333333,702.6666666667,1008.6666666667,290.15,1005.3333333333,291.8166666667,291.8166666667,701.6666666667,289.7666666667,57,291.8166666667,288.15,285.15,287.4833333333,287.15,289.5266666667,286.8166666667,292.4833333333,289.4833333333,284.4066666667,283.15
+9311,2018-03-10 12:00:00,4,level_5,0,2.3333333333,91.3333333333,97.6666666667,26.6666666667,3.6666666667,75,123.3333333333,4.3333333333,203.3333333333,85,6,0,sp1,0.2,0,1007,0,0.7,0,0,500.8333333333,800.6666666667,999,551.1666666667,1006.3333333333,289.15,1005,296.4833333333,296.4833333333,801.3333333333,288.4166666667,40.6666666667,296.4833333333,293.8166666667,284.4833333333,291.3166666667,287.4833333333,290.1633333333,288.8166666667,293.4833333333,287.8166666667,284.15,283.8166666667
+9312,2018-03-10 15:00:00,4.6666666667,level_6,0.1,5.3333333333,61.6666666667,89,26.6666666667,3,26.6666666667,123.3333333333,6.3333333333,193.3333333333,73.3333333333,8.6666666667,0,sp1,0.1,0,1004.6666666667,0,0.4,0,0,667.8333333333,801,997.6666666667,700.6666666667,1003.3333333333,291.8166666667,1004,295.15,295.15,701,290.8066666667,49,295.15,295.8166666667,284.4833333333,292.65,287.4833333333,290.16,289.4833333333,293.4833333333,290.15,283.5633333333,281.8166666667
+9313,2018-03-10 18:00:00,4.6666666667,level_8,0,5.6666666667,68.6666666667,81.6666666667,33.3333333333,2.6666666667,33.3333333333,126.6666666667,3,180,56.6666666667,8.6666666667,0,sp1,0,0,1003.6666666667,0,0.3,0,0,708.3333333333,800,996.6666666667,801.6666666667,1005,289.8166666667,1003.6666666667,290.15,290.15,801.6666666667,289.41,70.3333333333,290.15,291.4833333333,284.15,289.9833333333,287.4833333333,289.8633333333,288.4833333333,292.8166666667,289.15,283.3366666667,281.4833333333
+9314,2018-03-10 21:00:00,3.6666666667,level_8,0,3.3333333333,80,93,63.3333333333,3.6666666667,33.3333333333,230,2.3333333333,256.6666666667,40,6.6666666667,0.3,sp2,0.2,0,1003.6666666667,0,0,0,0,802,702.3333333333,997,607.3333333333,1005,287.4833333333,1003.6666666667,290.15,290.15,802.6666666667,286.8766666667,61.6666666667,290.15,288.15,282.15,287.9833333333,284.8166666667,287.4966666667,287.8166666667,290.8166666667,286.4833333333,281.96,281.8166666667
+9315,2018-03-11 00:00:00,4.6666666667,level_8,0,3.6666666667,83,89,26.6666666667,3.6666666667,0,113.3333333333,3,224.6666666667,63.3333333333,4.6666666667,0.1,sp2,1,0,1002.6666666667,0,0.4,0,0,601,634,995.3333333333,707.3333333333,1004.6666666667,285.15,1003,288.4833333333,288.4833333333,801.3333333333,284.7433333333,62.6666666667,288.4833333333,286.15,281.8166666667,286.15,282.8166666667,285.6433333333,286.15,289.15,284.4833333333,281.6266666667,281.4833333333
+9316,2018-03-11 03:00:00,5,level_8,0,3.3333333333,81.6666666667,91,33.3333333333,4,13.3333333333,130,1.6666666667,178,75,4.3333333333,0,sp2,0.3,0,1000.6666666667,0,0,0,0,803,735,993.3333333333,707.6666666667,1003.6666666667,285.8166666667,1002,287.15,287.15,801.6666666667,284.8066666667,58,287.15,285.8166666667,280.8166666667,285.65,283.15,285.83,285.4833333333,289.15,284.15,280.6266666667,280.4833333333
+9317,2018-03-11 06:00:00,6.3333333333,level_8,0,6,81.3333333333,89,40,5.6666666667,6.6666666667,210,2.3333333333,260,80,5,0,sp2,0,0,1000,0,0.3,0,0,466.6666666667,767,993,800.3333333333,1004.3333333333,284.8166666667,1002,286.4833333333,286.4833333333,802,284.21,59.3333333333,286.4833333333,284.4833333333,280.15,284.4833333333,283.4833333333,285.8633333333,284.4833333333,288.8166666667,283.8166666667,280.07,279.8166666667
+9318,2018-03-11 09:00:00,7.6666666667,level_8,0,8,77.6666666667,83.3333333333,40,5,26.6666666667,210,3.6666666667,233.3333333333,75,6.3333333333,0,sp3,1.3,0,1000,0,0.4,0,0,608,780.6666666667,993.6666666667,414.6666666667,1005.3333333333,286.15,1002.3333333333,287.8166666667,287.8166666667,802,285.6133333333,54.3333333333,287.8166666667,286.4833333333,281.15,286.3166666667,283.15,285.38,286.15,288.15,285.15,280.54,279.15
+9319,2018-03-11 12:00:00,10.6666666667,level_8,0,11,65.6666666667,62.6666666667,40,9.6666666667,33.3333333333,230,7.3333333333,250,63.3333333333,8.6666666667,0,sp3,0,0,1000,0,0.2,0,0,607.6666666667,801.3333333333,994,801.6666666667,1005.3333333333,288.4833333333,1003,290.8166666667,290.8166666667,634.6666666667,287.1266666667,40.6666666667,290.8166666667,290.4833333333,283.8166666667,290.15,284.8166666667,286.5966666667,289.8166666667,288.8166666667,286.15,282.2466666667,279.15
+9320,2018-03-11 15:00:00,9.6666666667,level_8,0,10.6666666667,74,77.3333333333,20,10,45,233.3333333333,7.3333333333,253.3333333333,40,7.6666666667,0,sp2,0,0,998.3333333333,0,0.6,0,0,614.6666666667,802,993.3333333333,802,1004.3333333333,288.15,1002.6666666667,289.4833333333,289.4833333333,801,287.63,47.3333333333,289.4833333333,291.15,283.4833333333,290.15,285.15,287.68,289.15,290.8166666667,287.15,282.01,280.15
+9321,2018-03-11 18:00:00,9,level_8,0,8,59.3333333333,73.3333333333,20,6,20,240,4,226.6666666667,40,7,0.6,sp4,0,0,998.6666666667,0,0,0,0,802,614.3333333333,994.6666666667,801,1004.3333333333,287.8166666667,1004,288.15,288.15,801,287.41,46,288.15,289.4833333333,282.8166666667,288.65,284.8166666667,286.8966666667,287.8166666667,289.4833333333,287.15,281.53,279.8166666667
+9322,2018-03-11 21:00:00,8,level_8,0,8.6666666667,60.6666666667,83,38.3333333333,2,6.6666666667,156.6666666667,3.3333333333,240,45,4.6666666667,0,sp8,0,0,1000.3333333333,0,0.1,0,0,701.6666666667,801,999,800.3333333333,1006,286.8166666667,1006,286.15,286.15,801.6666666667,285.6066666667,55.3333333333,286.15,286.4833333333,281.15,285.8166666667,282.15,283.0433333333,285.15,284.15,284.8166666667,281.0666666667,280.8166666667
+9323,2018-03-12 00:00:00,9,level_8,0,9.6666666667,71,83,20,1.6666666667,13.3333333333,196.6666666667,5.3333333333,250,63.3333333333,4,0,sp13,0,0,1002,0,0,0,0,802.6666666667,800,1002,800.6666666667,1007.6666666667,285.15,1007.3333333333,286.15,286.15,801,284.34,55.3333333333,286.15,285.8166666667,281.15,285.3166666667,281.8166666667,283.0066666667,284.8166666667,284.4833333333,283.8166666667,281.15,281.15
+9324,2018-03-12 03:00:00,8.3333333333,level_8,0,10.6666666667,74.3333333333,83,32,1.6666666667,40,156.6666666667,3.6666666667,253.3333333333,63.3333333333,3,0,sp15,0,0,1003.3333333333,0,0,0,0,802.6666666667,800,1003.6666666667,802,1009,285.15,1009.3333333333,286.15,286.15,802,283.5333333333,59.3333333333,286.15,285.15,281.15,284.8166666667,279.8166666667,281.3033333333,284.4833333333,283.15,282.4833333333,281.15,281.15
+9325,2018-03-12 06:00:00,7,level_8,0,10,83.3333333333,85,13.3333333333,1,20,143.3333333333,3.3333333333,167.6666666667,75,2.6666666667,0,sp16,0,0,1005,0,0,0,0,803,800.6666666667,1006,801,1010.6666666667,283.8166666667,1011.3333333333,285.4833333333,285.4833333333,800.6666666667,282.8066666667,60.6666666667,285.4833333333,285.8166666667,281.15,284.65,280.4833333333,281.8233333333,283.4833333333,283.4833333333,282.15,280.3933333333,279.8166666667
+9326,2018-03-12 09:00:00,8.6666666667,level_8,0,10.6666666667,79.6666666667,85,40,4,0,286.6666666667,3.6666666667,286.6666666667,63.3333333333,1.6666666667,0,sp18,0,0,1007.3333333333,0,0,0,0,802.6666666667,800,1010,800,1012.6666666667,284.8166666667,1015,287.8166666667,287.8166666667,802,283.8066666667,53.6666666667,287.8166666667,287.4833333333,281.8166666667,286.8166666667,282.15,283.34,286.15,284.8166666667,283.15,280.46,278.4833333333
+9327,2018-03-12 12:00:00,7.6666666667,level_9,0,12.3333333333,61.6666666667,67.6666666667,33.3333333333,6.6666666667,33.3333333333,303.3333333333,8.6666666667,263.3333333333,40,3.6666666667,0,sp18,0,0,1008.3333333333,0,0.1,0,0,701.3333333333,801,1012.6666666667,801.6666666667,1013.6666666667,289.15,1016.3333333333,291.15,291.15,801.6666666667,288.34,36.6666666667,291.15,290.8166666667,284.15,290.15,284.15,285.19,289.4833333333,286.4833333333,287.8166666667,283.1966666667,280.8166666667
+9328,2018-03-12 15:00:00,7.6666666667,level_9,0,8.6666666667,60.3333333333,59.3333333333,20,8.6666666667,33.3333333333,320,8.6666666667,263.3333333333,33.3333333333,5.3333333333,0,sp16,0,0,1008.3333333333,0,0,0,0,801.6666666667,801,1013.3333333333,801.6666666667,1013.6666666667,290.4833333333,1016,292.4833333333,292.4833333333,801,289.8166666667,32.3333333333,292.4833333333,291.8166666667,286.15,291.4833333333,284.15,285.49,291.15,287.15,289.15,284.8666666667,282.8166666667
+9329,2018-03-12 18:00:00,6.6666666667,level_9,0,7,67.3333333333,57.3333333333,51.6666666667,6.6666666667,75,316.6666666667,5,246.6666666667,26.6666666667,5,0,sp16,0,0,1010.6666666667,0,0,0,0,801.3333333333,800.6666666667,1014.6666666667,803,1014.3333333333,288.8166666667,1016.3333333333,291.8166666667,291.8166666667,802.3333333333,288.4533333333,33.3333333333,291.8166666667,290.4833333333,285.15,289.8166666667,281.8166666667,283.45,289.15,285.4833333333,288.15,284.0633333333,281.8166666667
+9330,2018-03-12 21:00:00,5.6666666667,level_8,0.1,4.6666666667,83.3333333333,61.6666666667,75,1.6666666667,75,300.3333333333,1.6666666667,265.3333333333,33.3333333333,2.3333333333,0,sp16,0.2,0,1013.3333333333,0,0,0,0,801.6666666667,800,1015.6666666667,601,1017,286.4833333333,1017,287.4833333333,287.4833333333,702,286.0866666667,45,287.4833333333,288.15,283.8166666667,286.4833333333,280.15,282.2333333333,284.8166666667,284.8166666667,285.8166666667,282.61,281.8166666667
+9331,2018-03-13 00:00:00,3.3333333333,level_8,0,3.3333333333,93,75.3333333333,75,0.6666666667,80,70,0.3333333333,86.6666666667,0,1,0,sp15,0.2,0,1015,0,0,0,0,800,800,1015.6666666667,600.5,1017.6666666667,286.8166666667,1016.6666666667,285.8166666667,285.8166666667,803,286.3533333333,55.3333333333,285.8166666667,284.4833333333,281.4833333333,282.4833333333,278.8166666667,280.8966666667,280.4833333333,283.4833333333,285.8166666667,281.1033333333,280.8166666667
+9332,2018-03-13 03:00:00,1.3333333333,level_8,0.1,3.3333333333,93,93.6666666667,45,0.6666666667,90.6666666667,76.6666666667,1,183.3333333333,75,2.3333333333,0,sp13,0.2,0,1014.6666666667,0,0.1,0,0,534.3333333333,801.3333333333,1014.6666666667,433.8333333333,1016.3333333333,288.15,1015.3333333333,284.8166666667,284.8166666667,701.6666666667,287.36,63.3333333333,284.8166666667,281.4833333333,280.4833333333,279.9833333333,278.15,279.9366666667,278.4833333333,282.15,286.15,280.2933333333,280.15
+9333,2018-03-13 06:00:00,1.6666666667,level_7,0,2.3333333333,93,95.6666666667,38.3333333333,1.6666666667,80,126.6666666667,1.3333333333,262.6666666667,75,2,0,sp13,0.1,0,1014.6666666667,0,0.1,0,0,702,800,1013.3333333333,500.3333333333,1015.6666666667,288.15,1014.3333333333,285.15,285.15,634,287.36,62,285.15,282.15,280.15,280.9833333333,278.15,279.94,279.8166666667,282.15,286.15,279.82,279.15
+9334,2018-03-13 09:00:00,2.3333333333,level_8,0,3.6666666667,95.3333333333,91,45,2.6666666667,75,126.6666666667,1,187.3333333333,75,1.6666666667,0,sp15,0,0,1016,0,0,0,0,594,801.6666666667,1014.3333333333,803,1016.3333333333,288.15,1015.6666666667,285.8166666667,285.8166666667,802,287.89,76.6666666667,285.8166666667,283.4833333333,281.15,283.15,279.15,280.93,282.8166666667,283.15,287.4833333333,280.05,277.4833333333
+9335,2018-03-13 12:00:00,4.6666666667,level_8,0,5.6666666667,75.6666666667,77.6666666667,20,1.3333333333,75,33.3333333333,2.3333333333,221.3333333333,75,2.6666666667,0,sp15,0,0,1015,0,0,0,0,782.3333333333,803.3333333333,1014,635.3333333333,1015.6666666667,291.15,1017,291.4833333333,291.4833333333,801,290.36,52,291.4833333333,287.8166666667,285.15,287.4833333333,283.15,285.38,287.15,288.15,289.8166666667,283.38,279.8166666667
+9336,2018-03-13 15:00:00,5.3333333333,level_9,0,6.3333333333,68,68,20,1.6666666667,45,210,3.3333333333,236.6666666667,26.6666666667,3.6666666667,0,sp13,0,0,1013.6666666667,0,0,0,0,801.3333333333,802.6666666667,1012.3333333333,802,1013.3333333333,292.4833333333,1016,295.15,295.15,801,291.6733333333,33.6666666667,295.15,288.4833333333,287.4833333333,287.9833333333,286.15,288.0833333333,287.4833333333,290.4833333333,291.15,286.4733333333,285.15
+9337,2018-03-13 18:00:00,3,level_9,0,6.3333333333,69,72.6666666667,13.3333333333,2,0,279,2.3333333333,86.6666666667,6.6666666667,6,0,sp13,0,0,1013.3333333333,0,0,0,0,800.3333333333,800.6666666667,1012.6666666667,800,1013.3333333333,290.8166666667,1016,293.8166666667,293.8166666667,800.6666666667,290.41,34.6666666667,293.8166666667,287.8166666667,286.8166666667,287.15,285.15,286.34,286.4833333333,287.8166666667,290.15,285.6633333333,283.4833333333
+9338,2018-03-13 21:00:00,2,level_5,0,1.6666666667,85.3333333333,83.3333333333,0,2.3333333333,20,110,0.6666666667,80,0,3.6666666667,0,sp14,0,0,1014.6666666667,0,0,0,0,800,800,1012,801,1015,288.4833333333,1016,289.8166666667,289.8166666667,800,287.4733333333,55.6666666667,289.8166666667,285.15,283.8166666667,284.15,282.4833333333,283.5233333333,283.15,284.8166666667,286.8166666667,283.4433333333,283.15
+9339,2018-03-14 00:00:00,1.6666666667,level_6,0,1.3333333333,93,91,0,2,67.6666666667,96.6666666667,1,186.6666666667,6.6666666667,2.3333333333,0,sp14,0.1,0,1015,0,0,0,0,800.3333333333,802,1011,701.6666666667,1015,288.15,1015.6666666667,287.4833333333,287.4833333333,800,286.98,72,287.4833333333,282.8166666667,282.15,281.4833333333,283.15,285.0866666667,280.15,287.4833333333,286.15,281.58,281.15
+9340,2018-03-14 03:00:00,1.6666666667,level_6,0,1,91,97.6666666667,32,5.3333333333,80.6666666667,143.3333333333,1,179.3333333333,13.3333333333,2.6666666667,0,sp12,0.1,0,1014.3333333333,0,0,0,0,800.6666666667,802,1008.3333333333,702,1014.3333333333,288.15,1014.3333333333,284.8166666667,284.8166666667,802,287,79.3333333333,284.8166666667,282.15,280.4833333333,280.65,280.8166666667,284.8366666667,279.15,289.8166666667,286.15,279.5333333333,278.8166666667
+9341,2018-03-14 06:00:00,1,level_3,0,1.6666666667,93,97.6666666667,0,5,85,190,0.3333333333,298.6666666667,50,3.3333333333,0,sp8,0.3,0,1013.3333333333,0,0.3,0,0,734.6666666667,800,1006.3333333333,367,1013,288.15,1012.6666666667,285.15,285.15,800,287.17,74.3333333333,285.15,281.15,279.4833333333,279.4833333333,280.15,283.87,277.8166666667,288.4833333333,286.4833333333,278.6033333333,277.8166666667
+9342,2018-03-14 09:00:00,2.3333333333,level_8,0,4,89,95.3333333333,21.3333333333,4.3333333333,80,152.6666666667,0.6666666667,216,85,4.6666666667,0,sp6,0.2,0,1013,0,0.4,0,0,527.5833333333,800.3333333333,1003.6666666667,608,1013,288.8166666667,1010.6666666667,289.8166666667,289.8166666667,801,288.0566666667,61.6666666667,289.8166666667,284.4833333333,281.4833333333,284.15,282.715,284.6483333333,283.8166666667,287.0483333333,287.4833333333,280.3733333333,278.8166666667
+9343,2018-03-14 12:00:00,5.3333333333,level_7,0,3.6666666667,83.6666666667,93,20,7.6666666667,75,140,2.3333333333,203.3333333333,75,8.3333333333,0,sp5,0.2,0,1011,0,0.4,0,0,516.4444444444,800.3333333333,1000.3333333333,577.6666666667,1011,289.8166666667,1007.6666666667,292.15,292.15,801,289.0466666667,48.3333333333,292.15,290.15,284.8166666667,288.65,284.8166666667,286.6,287.15,288.8166666667,288.4833333333,283.12,279.15
+9344,2018-03-14 15:00:00,7.6666666667,level_6,0.1,3.6666666667,82,83.6666666667,51.6666666667,9,75,143.3333333333,2.6666666667,176.6666666667,75,12,0,sp2,0,0,1007.3333333333,0,0.7,0,0,471.8333333333,801,995,803,1007,290.15,1002.3333333333,292.4833333333,292.4833333333,701.3333333333,289.7433333333,48.3333333333,292.4833333333,290.8166666667,286.4833333333,289.15,286.15,288.0833333333,287.4833333333,290.4833333333,289.4833333333,285.12,281.8166666667
+9345,2018-03-14 18:00:00,5.6666666667,level_1,0.7,2,82,93,63.3333333333,6.3333333333,75,140,2.6666666667,119,85,12.3333333333,0,sp1,0.1,0,1005.6666666667,0,2.3,0,0,501.6666666667,800.3333333333,993.6666666667,702,1004.3333333333,290.15,999.6666666667,290.8166666667,290.8166666667,500.6666666667,289.5633333333,59,290.8166666667,287.15,286.15,286.65,282.8166666667,285.3433333333,286.15,288.4833333333,289.15,284.7366666667,281.4833333333
+9346,2018-03-14 21:00:00,5.3333333333,level_9,0,3.6666666667,87,93,20,3.6666666667,75,156.6666666667,0.6666666667,96.6666666667,75,10.6666666667,0.1,sp1,0.2,0,1004.3333333333,0,0.9,0,0,501,667.6666666667,994.3333333333,601,1003,289.15,1000.6666666667,288.4833333333,288.4833333333,801,288.9466666667,75.3333333333,288.4833333333,286.15,282.8166666667,286.15,281.8166666667,284.3466666667,286.15,287.4833333333,288.8166666667,282.11,281.15
+9347,2018-03-15 00:00:00,5.6666666667,level_7,0,3,95.3333333333,89,6.6666666667,4,85.6666666667,196.6666666667,3.6666666667,132.6666666667,56.6666666667,6.6666666667,0,sp1,1.6,0,1001,0,0.3,0,0,701.6666666667,735,993.6666666667,541.3333333333,1000.3333333333,287.4833333333,1000,289.8166666667,289.8166666667,800.3333333333,287.0333333333,60.3333333333,289.8166666667,286.8166666667,281.15,286.4833333333,281.4833333333,284.0133333333,286.15,287.15,286.4833333333,280.77,280.4833333333
+9348,2018-03-15 03:00:00,5.6666666667,level_9,0,8,91,93.3333333333,33.3333333333,3.3333333333,69,213.3333333333,3,153,51.6666666667,5,0,sp1,0.5,0,999,0,0,0,0,634.6666666667,567.3333333333,993,533.8333333333,1001.3333333333,284.4833333333,999.6666666667,288.15,288.15,801.6666666667,284.0766666667,61,288.15,286.8166666667,280.8166666667,286.3166666667,281.15,283.68,285.8166666667,286.8166666667,283.8166666667,280.4366666667,280.15
+9349,2018-03-15 06:00:00,6,level_8,0,6.3333333333,91,91,20,3.3333333333,63.3333333333,230,0.3333333333,230,51.6666666667,3.6666666667,0.1,sp1,0.7,0,997.6666666667,0,0.3,0,0,466.6666666667,503.3333333333,993.6666666667,500.6666666667,1001.3333333333,285.15,999.6666666667,286.4833333333,286.4833333333,801,284.14,62,286.4833333333,285.4833333333,280.8166666667,284.8166666667,280.15,282.53,284.15,285.4833333333,283.4833333333,280.4233333333,280.15
+9350,2018-03-15 09:00:00,7.3333333333,level_7,0.1,7.3333333333,89,83,16.6666666667,6.3333333333,63.3333333333,225.6666666667,4.3333333333,243.3333333333,63.3333333333,3.3333333333,0,sp1,0,0,998.3333333333,0,0,0,0,708.5,801,994.6666666667,802.6666666667,1002,285.8166666667,1001,287.4833333333,287.4833333333,700.6666666667,285.0066666667,58,287.4833333333,286.4833333333,281.15,285.9833333333,282.1053333333,283.892,285.4833333333,286.1053333333,284.4833333333,279.7233333333,277.15
+9351,2018-03-15 12:00:00,8.3333333333,level_8,0,7.6666666667,63.3333333333,66.3333333333,20,8,40,226.6666666667,6.3333333333,256.6666666667,51.6666666667,5.3333333333,0,sp1,0.1,0,998.6666666667,0,0,0,0,802.3333333333,801,995.6666666667,701.3333333333,1002.6666666667,289.4833333333,1002,290.15,290.15,801,288.07,41,290.15,290.15,283.4833333333,289.9833333333,284.15,286.38,289.8166666667,289.15,287.15,282.3166666667,280.15
+9352,2018-03-15 15:00:00,10,level_9,0,9,72.6666666667,61.6666666667,20,7.3333333333,45,276.6666666667,6.6666666667,253.3333333333,40,8,0,sp1,1.3,0,998,0,0.9,0,0,521,801,996.3333333333,614.6666666667,1002,288.15,1001.3333333333,291.15,291.15,801,287.6333333333,39,291.15,291.15,285.4833333333,290.3166666667,285.4833333333,287.4166666667,289.4833333333,289.8166666667,286.8166666667,283.44,279.4833333333
+9353,2018-03-15 18:00:00,9,level_9,0.4,5.3333333333,73,68.6666666667,63.3333333333,3,26.6666666667,303.3333333333,5.6666666667,246.6666666667,26.6666666667,3,0,sp1,0,0,999,0,0.7,0,0,520.6666666667,800.6666666667,1000,801.3333333333,1002.3333333333,287.8166666667,1002.3333333333,290.8166666667,290.8166666667,608,287.6866666667,39,290.8166666667,289.8166666667,284.15,288.9833333333,281.8166666667,282.7133333333,288.15,283.8166666667,287.4833333333,282.6266666667,280.8166666667
+9354,2018-03-15 21:00:00,6.3333333333,level_8,0.5,6.6666666667,71.3333333333,77.3333333333,75,0.6666666667,0,76.3333333333,3,250,26.6666666667,3.3333333333,0,sp2,0,0,1001.3333333333,0,0,0,0,801.3333333333,800,1002.3333333333,800,1004.3333333333,286.15,1004,288.15,288.15,507,285.34,51,288.15,286.15,281.4833333333,285.65,279.4833333333,280.8233333333,285.15,282.4833333333,284.8166666667,280.48,279.8166666667
+9355,2018-03-16 00:00:00,4.3333333333,level_8,0.1,4,81,93,20,1,6.6666666667,103.3333333333,4,274.6666666667,40,0.6666666667,0,sp2,0,0,1002.3333333333,0,0,0,0,802,800,1003,800.3333333333,1005,283.4833333333,1005,286.15,286.15,700.3333333333,283.15,55.3333333333,286.15,285.4833333333,280.15,284.4833333333,277.8166666667,279.1566666667,283.4833333333,280.8166666667,282.8166666667,279.77,279.4833333333
+9356,2018-03-16 03:00:00,3.6666666667,level_6,0,2,91,89,25,1.3333333333,16,106.6666666667,2.3333333333,282.6666666667,26.6666666667,0.6666666667,0,sp2,0,0,1003,0,0,0,0,801.3333333333,800,1003,800.6666666667,1005.3333333333,281.15,1005,284.4833333333,284.4833333333,801,280.7433333333,60.6666666667,284.4833333333,283.8166666667,280.15,282.4833333333,275.8166666667,277.1566666667,281.15,278.8166666667,280.4833333333,279.58,279.15
+9357,2018-03-16 06:00:00,3.6666666667,level_8,0,5,93,91,20,1,0,86.6666666667,2.3333333333,194.3333333333,75,0.6666666667,0,sp2,0,0,1002.6666666667,0,0,0,0,803,800,1003,800,1005,280.15,1005.3333333333,283.8166666667,283.8166666667,801,279.9466666667,65,283.8166666667,282.4833333333,279.15,281.4833333333,277.4833333333,277.8166666667,280.4833333333,278.15,279.8166666667,278.5033333333,277.8166666667
+9358,2018-03-16 09:00:00,5.6666666667,level_8,0.1,4,91,86.6666666667,20,3,0,153.3333333333,2,266.6666666667,45,1.3333333333,0,sp3,0,0,1003.3333333333,0,0,0,0,761.3333333333,800,1004,800,1006,282.4833333333,1006.3333333333,286.8166666667,286.8166666667,700.6666666667,282.0766666667,49.6666666667,286.8166666667,286.15,279.4833333333,285.8166666667,279.15,280.9366666667,285.4833333333,283.15,281.8166666667,278.2633333333,275.8166666667
+9359,2018-03-16 12:00:00,5.3333333333,level_9,0,5,65,64,20,5.3333333333,26.6666666667,243.3333333333,3.6666666667,230,63.3333333333,2.6666666667,0,sp3,0,0,1003,0,0.3,0,0,708.6666666667,801.3333333333,1003.3333333333,801.3333333333,1004.6666666667,287.15,1006.3333333333,290.4833333333,290.4833333333,801,286.5433333333,38.3333333333,290.4833333333,290.4833333333,283.15,289.67,281.4833333333,284.16,288.8166666667,287.4833333333,286.15,281.66,279.4833333333
+9360,2018-03-16 15:00:00,5.6666666667,level_9,0,8,51,55.6666666667,45,3.6666666667,26.6666666667,276.6666666667,5,243.3333333333,63.3333333333,6.6666666667,0,sp2,0.3,0,1000.3333333333,0,0.7,0,0,520.6666666667,801.3333333333,1002,707.6666666667,1002.3333333333,289.15,1004.6666666667,292.15,292.15,802,287.24,24,292.15,291.15,283.15,290.3166666667,282.15,284.6766666667,289.4833333333,287.8166666667,285.8166666667,281.7233333333,279.4833333333
+9361,2018-03-16 18:00:00,6.6666666667,level_9,0.3,7.3333333333,63.3333333333,68.6666666667,33.3333333333,2.3333333333,26.6666666667,126.6666666667,4.6666666667,250,26.6666666667,7.3333333333,0,sp2,0.3,0,1001,0,0.4,0,0,614,800.6666666667,1002.6666666667,707.6666666667,1003,286.8166666667,1004.6666666667,290.15,290.15,708,285.76,33.3333333333,290.15,288.15,282.8166666667,287.8166666667,281.8166666667,283.3033333333,287.4833333333,285.15,284.8166666667,281.3433333333,279.8166666667
+9362,2018-03-16 21:00:00,5,level_7,0,2.6666666667,74.6666666667,73.3333333333,20,2,6.6666666667,80,2,256.6666666667,26.6666666667,2.6666666667,0,sp3,0,0,1002,0,0,0,0,801.3333333333,800.3333333333,1002.6666666667,800.3333333333,1005.6666666667,284.8166666667,1006,286.15,286.15,801,283.8066666667,49,286.15,285.4833333333,280.8166666667,284.65,279.15,280.19,283.8166666667,281.4833333333,283.15,280.0933333333,279.4833333333
+9363,2018-03-17 00:00:00,4.3333333333,level_8,0,5,83,81,20,3.3333333333,0,133.3333333333,2,173.3333333333,56.6666666667,3,0,sp4,0,0,1002.3333333333,0,0,0,0,802.3333333333,800,1001.3333333333,800,1005.3333333333,282.8166666667,1006,283.4833333333,283.4833333333,801,282.21,59.6666666667,283.4833333333,285.15,279.4833333333,283.65,279.4833333333,280.8233333333,282.15,282.4833333333,281.8166666667,278.7966666667,278.15
+9364,2018-03-17 03:00:00,4.3333333333,level_7,0.1,4.6666666667,87,88.6666666667,44,2,16,235.6666666667,1,86.6666666667,26.6666666667,2,0,sp3,0,0,1001.6666666667,0,0,0,0,801.3333333333,800,1001.6666666667,800.6666666667,1004.6666666667,281.8166666667,1004.6666666667,283.4833333333,283.4833333333,700.6666666667,280.8066666667,57,283.4833333333,282.8166666667,278.4833333333,281.4833333333,279.15,279.7466666667,280.15,280.4833333333,280.15,278.1033333333,277.8166666667
+9365,2018-03-17 06:00:00,5.3333333333,level_7,0,3,89,87,51.6666666667,1,13.3333333333,66.6666666667,0.6666666667,153.3333333333,63.3333333333,1.6666666667,0,sp2,0,0,1000.6666666667,0,0.2,0,0,600.6666666667,800,1000.6666666667,800.6666666667,1004,282.15,1002.6666666667,282.15,282.15,802.3333333333,281.14,64.3333333333,282.15,281.4833333333,278.8166666667,280.3166666667,278.4833333333,278.7833333333,279.15,279.15,280.4833333333,278.2266666667,277.8166666667
+9366,2018-03-17 09:00:00,4.3333333333,level_7,0,5.3333333333,87.3333333333,93,51.6666666667,1,38.3333333333,33.3333333333,3.3333333333,246.6666666667,90,5.6666666667,0,sp2,0.4,0,1000,0,0.9,0,0,550.8888888889,800.3333333333,1000,600.6666666667,1003.3333333333,284.8166666667,1001,285.8166666667,285.8166666667,802.3333333333,284.0366666667,49.3333333333,285.8166666667,285.15,278.15,284.65,278.8166666667,280.0066666667,284.15,281.4833333333,283.4833333333,276.9633333333,274.8166666667
+9367,2018-03-17 12:00:00,3.3333333333,level_8,0.1,8.3333333333,83.6666666667,89,40,5.3333333333,75,326.6666666667,3,263.3333333333,75,8.6666666667,0,sp1,1.6,0,998.6666666667,0,0.4,0,0,619.6666666667,801,999.6666666667,521.3333333333,1001.3333333333,287.15,1000,287.8166666667,287.8166666667,708,286.3833333333,45.3333333333,287.8166666667,287.8166666667,279.15,287.4833333333,280.8166666667,282.3033333333,287.15,284.15,285.8166666667,277.4,275.4833333333
+9368,2018-03-17 15:00:00,4.3333333333,level_8,0.1,4.3333333333,89,61.3333333333,63.3333333333,7,75,320,5.3333333333,243.3333333333,40,8.6666666667,0.1,sp1,1.6,0,997,0,0,0,0,802,502.3333333333,999,521.3333333333,997.3333333333,286.8166666667,999,286.4833333333,286.4833333333,708.6666666667,286.4066666667,65,286.4833333333,285.8166666667,282.15,285.4833333333,278.4833333333,281.0133333333,285.15,284.15,286.15,280.7866666667,278.8166666667
+9369,2018-03-17 18:00:00,5.3333333333,level_9,0,6,89,84,51.6666666667,5.3333333333,80,296.6666666667,3.3333333333,233.3333333333,33.3333333333,6,0.2,sp1,0.9,0,996,0,0,0,0,801.6666666667,600.6666666667,999.3333333333,507.6666666667,997.3333333333,286.8166666667,999.3333333333,286.8166666667,286.8166666667,802.3333333333,286.4366666667,49,286.8166666667,281.8166666667,282.15,281.4833333333,278.8166666667,280.1533333333,281.15,281.8166666667,286.15,281.2033333333,279.4833333333
+9370,2018-03-17 21:00:00,2.6666666667,level_8,0.3,6,93,98,56.6666666667,3,75,256.6666666667,2.6666666667,276.6666666667,6.6666666667,8.3333333333,0,sp1,0.9,0,996,0,0,0,0,800.3333333333,800,1000,501,999.3333333333,287.4833333333,1000,284.8166666667,284.8166666667,708.3333333333,286.86,49.3333333333,284.8166666667,280.8166666667,281.15,280.3166666667,277.4833333333,278.8233333333,279.8166666667,280.4833333333,286.15,280.41,279.8166666667
+9371,2018-03-18 00:00:00,3.3333333333,level_7,0.3,3.6666666667,89,84,74.6666666667,2.6666666667,40,250,1,153.3333333333,0,1,0,sp1,0.1,0,996.6666666667,0,0,0,0,800,802,1000,701.3333333333,999.3333333333,283.8166666667,1000,284.15,284.15,500,283.4266666667,53,284.15,280.4833333333,280.4833333333,279.65,276.15,277.79,278.8166666667,279.8166666667,283.15,279.1533333333,278.15
+9372,2018-03-18 03:00:00,4,level_8,0.3,4.3333333333,93,76.6666666667,92,1.6666666667,50.6666666667,253.3333333333,0.6666666667,163,20,1,0,sp1,0.1,0,996.6666666667,0,0,0,0,801,800.3333333333,1000.6666666667,701,999.3333333333,283.15,1000,282.8166666667,282.8166666667,500,282.9466666667,64,282.8166666667,279.15,280.15,278.3166666667,276.15,277.79,277.4833333333,279.8166666667,282.8166666667,279.01,278.15
+9373,2018-03-18 06:00:00,3.6666666667,level_9,0.9,4,93,83.6666666667,75,1,75,83.3333333333,2.3333333333,280,0,1,0,sp1,0.7,0,997,0,0,0,0,800,800,1001.3333333333,500.6666666667,1000,283.15,1001.3333333333,282.15,282.15,507.6666666667,282.9466666667,64.3333333333,282.15,278.4833333333,279.4833333333,277.9833333333,276.15,277.7866666667,277.4833333333,279.8166666667,282.8166666667,278.06,277.15
+9374,2018-03-18 09:00:00,3.6666666667,level_8,0.3,6.3333333333,89,67,75,1.6666666667,75,190,3,313.3333333333,13.3333333333,0.3333333333,0,sp1,0,0,998.6666666667,0,0,0,0,800.6666666667,800,1003,803,1002.3333333333,283.8166666667,1003.6666666667,284.8166666667,284.8166666667,500,283.6133333333,51.6666666667,284.8166666667,281.15,280.4833333333,280.9833333333,278.15,279.34,280.8166666667,280.8166666667,283.4833333333,279.0266666667,277.4833333333
+9375,2018-03-18 12:00:00,6,level_9,0.2,6,76,61,75,4.3333333333,63.3333333333,303.3333333333,1.6666666667,256.6666666667,40,2,0,sp2,0,0,999.6666666667,0,0,0,0,802,800,1005.3333333333,802.6666666667,1002.6666666667,286.4833333333,1005,290.15,290.15,601,285.6733333333,32.3333333333,290.15,286.4833333333,283.4833333333,285.8166666667,280.4833333333,281.2266666667,285.15,282.15,285.15,282.6033333333,281.4833333333
+9376,2018-03-18 15:00:00,5.6666666667,level_9,0.1,7.3333333333,60.3333333333,39,63.3333333333,5,26.6666666667,316.6666666667,4.3333333333,173.3333333333,40,4.6666666667,0,sp2,0,0,999.3333333333,0,0,0,0,802,800.6666666667,1006,801.3333333333,1002,289.15,1005,291.4833333333,291.4833333333,702,287.9366666667,22.3333333333,291.4833333333,286.8166666667,285.15,286.4833333333,280.15,281.7866666667,286.15,283.8166666667,287.15,284.3366666667,282.8166666667
+9377,2018-03-18 18:00:00,5.6666666667,level_9,0,5.6666666667,56,37.6666666667,51.6666666667,3.6666666667,0,296.6666666667,1.6666666667,26.6666666667,33.3333333333,4.6666666667,0.1,sp3,0,0,1002,0,0,0,0,801.6666666667,701,1007.3333333333,800,1003.3333333333,288.4833333333,1006.3333333333,290.4833333333,290.4833333333,802.3333333333,287.8766666667,20.6666666667,290.4833333333,287.4833333333,284.8166666667,286.15,279.8166666667,281.0066666667,284.8166666667,282.4833333333,287.4833333333,283.9766666667,282.15
+9378,2018-03-18 21:00:00,5.3333333333,level_9,0.1,3.3333333333,72.6666666667,42,40,0.6666666667,0,170,1.6666666667,174,0,4.3333333333,0,sp6,0,0,1004,0,0,0,0,800,800,1009.3333333333,800,1007,285.4833333333,1008.6666666667,285.8166666667,285.8166666667,701.3333333333,285.0766666667,37.6666666667,285.8166666667,283.15,282.4833333333,281.3166666667,277.8166666667,279.4566666667,279.4833333333,281.4833333333,284.8166666667,281.66,280.8166666667
+9379,2018-03-19 00:00:00,5.3333333333,level_8,0,2.3333333333,79.3333333333,66.3333333333,6.6666666667,0.3333333333,0,36.6666666667,1,190,6.6666666667,1.6666666667,0,sp10,0,0,1005,0,0,0,0,800.3333333333,800,1009.3333333333,800,1008.6666666667,283.4833333333,1010,282.8166666667,282.8166666667,800.3333333333,283.28,51.3333333333,282.8166666667,281.15,281.15,278.65,277.15,278.64,276.15,280.4833333333,283.15,280.58,280.15
+9380,2018-03-19 03:00:00,4.6666666667,level_8,0,3.6666666667,85,83.6666666667,25,1.3333333333,0,129.6666666667,0,232,0,1.6666666667,0,sp10,0,0,1005.6666666667,0,0,0,0,800,800,1007,800,1009,282.4833333333,1010,281.8166666667,281.8166666667,801,281.8733333333,65,281.8166666667,280.8166666667,279.8166666667,277.8166666667,277.15,278.04,274.8166666667,279.15,281.4833333333,279.0566666667,278.4833333333
+9381,2018-03-19 06:00:00,3.3333333333,level_8,0,2.6666666667,87,79.6666666667,38.3333333333,1.3333333333,0,120,1.3333333333,274,0,1.3333333333,0,sp10,0,0,1005.6666666667,0,0,0,0,800,800,1004.6666666667,800,1009,282.15,1009.3333333333,281.4833333333,281.4833333333,801.6666666667,281.54,71,281.4833333333,279.4833333333,279.15,276.9833333333,276.4833333333,277.8233333333,274.4833333333,279.4833333333,281.15,277.36,276.4833333333
+9382,2018-03-19 09:00:00,4.3333333333,level_7,0.2,5.3333333333,85,80.3333333333,63.3333333333,3.6666666667,20,296.6666666667,2.3333333333,175.3333333333,31.6666666667,2.3333333333,0,sp12,0,0,1006,0,0.1,0,0,689.3333333333,800,1005,801,1009.3333333333,283.8166666667,1009.3333333333,283.15,283.15,600.6666666667,283.0066666667,57,283.15,282.4833333333,278.8166666667,281.9833333333,278.15,279.19,281.4833333333,280.4833333333,282.4833333333,277.4666666667,275.8166666667
+9383,2018-03-19 12:00:00,7,level_8,0.7,10,70,95.3333333333,75,4.3333333333,68.3333333333,300,5.3333333333,243.3333333333,90,5.6666666667,0,sp10,0,0,1004,0,1.6,0,0,522.1111111111,800.6666666667,1006.6666666667,803,1007.3333333333,287.8166666667,1007,289.15,289.15,462.3333333333,287.41,38.3333333333,289.15,286.8166666667,279.8166666667,286.65,276.15,277.04,286.4833333333,278.15,287.15,278.3266666667,274.8166666667
+9384,2018-03-19 15:00:00,6.6666666667,level_8,0,9.3333333333,79,89.6666666667,63.3333333333,6.6666666667,80,320,4.6666666667,246.6666666667,68.3333333333,8.3333333333,0.3,sp4,0.5,0,1001.6666666667,0,1.4,0,0,467.3333333333,707.6666666667,1006.3333333333,533.6666666667,1005.3333333333,288.4833333333,1004,288.15,288.15,802.6666666667,287.9066666667,49,288.15,287.4833333333,281.4833333333,287.15,276.15,278.2033333333,286.8166666667,280.8166666667,287.4833333333,280.2733333333,278.15
+9385,2018-03-19 18:00:00,10.3333333333,level_8,0.5,3.3333333333,91,53.6666666667,75,2.6666666667,61.6666666667,190,5,246.6666666667,33.3333333333,5,0.1,sp2,0.7,0,1000.6666666667,0,0.1,0,0,701,700.6666666667,1008,544,1001.6666666667,287.4833333333,1006,284.8166666667,284.8166666667,551.3333333333,287.3033333333,78.6666666667,284.8166666667,285.4833333333,280.8166666667,284.15,275.15,275.7466666667,282.8166666667,276.4833333333,287.15,279.6,277.4833333333
+9386,2018-03-19 21:00:00,7.3333333333,level_10,0.1,6,83.6666666667,48.3333333333,75,1.6666666667,13.3333333333,197.3333333333,3.3333333333,279.3333333333,13.3333333333,4.3333333333,0.1,sp4,0,0,1000,0,0,0,0,800.6666666667,701.3333333333,1010,800.6666666667,1004,286.8166666667,1008.3333333333,282.15,282.15,586.8333333333,286.4733333333,69.6666666667,282.15,282.8166666667,278.4833333333,282.0366666667,272.8166666667,274.23,281.15,276.15,286.15,278.2266666667,277.8166666667
+9387,2018-03-20 00:00:00,6,level_9,0,6,74,56.6666666667,81.6666666667,2.3333333333,6.6666666667,66.6666666667,1.6666666667,206.6666666667,26.6666666667,4.3333333333,1.4,sp8,0,0,1000,0,0,0,0,801.3333333333,501,1011,800.3333333333,1006,283.4833333333,1009,280.4833333333,280.4833333333,736,283.15,45.3333333333,280.4833333333,279.8166666667,277.15,279.15,272.8166666667,274.0066666667,278.4833333333,275.4833333333,282.8166666667,276.58,276.15
+9388,2018-03-20 03:00:00,1.3333333333,level_9,0,7.6666666667,79,62.6666666667,91.3333333333,2.6666666667,0,126.6666666667,2.6666666667,250,75,3.6666666667,1.6,sp11,0,0,1000.6666666667,0,0,0,0,735.3333333333,501.3333333333,1012,800,1006.6666666667,280.15,1009.3333333333,279.8166666667,279.8166666667,600.3333333333,280.15,49.3333333333,279.8166666667,276.4833333333,277.4833333333,275.9833333333,272.8166666667,274.4566666667,275.4833333333,276.4833333333,280.15,276.5333333333,275.8166666667
+9389,2018-03-20 06:00:00,4.6666666667,level_9,0.3,6,84.3333333333,69,75,3.3333333333,0,340,5.3333333333,263.3333333333,75,2,0.6,sp12,0,0,1002,0,0.3,0,0,641.3333333333,600.6666666667,1014,800,1007.3333333333,278.4833333333,1010,279.4833333333,279.4833333333,550.3333333333,278.0766666667,51,279.4833333333,276.4833333333,277.15,276.3166666667,273.15,275.53,276.15,278.4833333333,277.8166666667,276.4,275.8166666667
+9390,2018-03-20 09:00:00,3.6666666667,level_9,0.3,7.3333333333,67.6666666667,74,75,6.6666666667,0,243.3333333333,2.6666666667,256.6666666667,40,3.6666666667,0,sp13,0,0,1003.3333333333,0,0.3,0,0,641,800.6666666667,1018,800,1009,282.15,1013,282.8166666667,282.8166666667,535.1666666667,280.33,41,282.8166666667,279.15,277.8166666667,278.4833333333,274.4833333333,276.7133333333,277.8166666667,279.4833333333,279.15,276.45,274.15
+9391,2018-03-20 12:00:00,3.3333333333,level_10,0.3,9.6666666667,51.6666666667,47.3333333333,75,4.6666666667,31.6666666667,233.3333333333,4,263.3333333333,63.3333333333,4.3333333333,0,sp13,0,0,1005.6666666667,0,0.3,0,0,709,800,1021.3333333333,801.3333333333,1009.6666666667,286.4833333333,1014.3333333333,285.15,285.15,500,285.7166666667,31.3333333333,285.15,282.8166666667,280.15,282.4833333333,275.15,277.38,282.15,280.15,285.15,278.9166666667,276.4833333333
+9392,2018-03-20 15:00:00,5.6666666667,level_10,0.1,6.6666666667,48.6666666667,42,75,5,0,356.6666666667,3,163.3333333333,45,7.3333333333,0,sp13,0,0,1006,0,0.3,0,0,708.3333333333,801,1023.3333333333,800,1011,287.15,1015.3333333333,285.8166666667,285.8166666667,702,286.8166666667,34.6666666667,285.8166666667,285.4833333333,282.15,285.15,275.4833333333,277.6866666667,284.8166666667,280.4833333333,286.4833333333,280.8766666667,279.4833333333
+9393,2018-03-20 18:00:00,4.3333333333,level_10,0,8.3333333333,41,40.6666666667,75,6,0,240,2.6666666667,76.6666666667,26.6666666667,4,0,sp14,0,0,1008.3333333333,0,0,0,0,801.3333333333,800.6666666667,1025,800,1012,287.4833333333,1017.3333333333,285.8166666667,285.8166666667,803,286.47,31.3333333333,285.8166666667,285.15,280.8166666667,284.8166666667,275.4833333333,277.5633333333,284.4833333333,280.15,285.8166666667,279.5866666667,276.8166666667
+9394,2018-03-20 21:00:00,5.3333333333,level_10,0,4.3333333333,60,49,63.3333333333,3.3333333333,0,350,1,273.3333333333,6.6666666667,3,0,sp17,0,0,1012,0,0,0,0,800.3333333333,800,1028,800,1015,284.15,1020,281.4833333333,281.4833333333,802.6666666667,282.6566666667,42,281.4833333333,282.4833333333,277.4833333333,280.65,275.15,277.38,278.8166666667,280.15,281.4833333333,277.06,276.4833333333
+9395,2018-03-21 00:00:00,8,level_10,0.1,4.3333333333,68.6666666667,56.3333333333,75,3.6666666667,0,26.6666666667,2.3333333333,176.6666666667,6.6666666667,1.3333333333,0,sp18,0,0,1014,0,0,0,0,800.3333333333,800,1028.6666666667,800,1017.6666666667,280.8166666667,1021.3333333333,279.8166666667,279.8166666667,651.5,279.8066666667,44.3333333333,279.8166666667,280.4833333333,276.15,279.3166666667,273.8166666667,277.0866666667,278.15,281.15,279.15,275.4633333333,274.8166666667
+9396,2018-03-21 03:00:00,4,level_8,0.4,3.6666666667,77,57.6666666667,74,3.3333333333,0,156.6666666667,2.3333333333,260,0,2.3333333333,0,sp18,0,0,1015,0,0,0,0,800,800,1029,800,1017.3333333333,279.15,1021.3333333333,276.8166666667,276.8166666667,601,277.5333333333,61.3333333333,276.8166666667,279.15,275.4833333333,278.15,275.4833333333,277.12,277.15,279.15,276.4833333333,274.5333333333,273.8166666667
+9397,2018-03-21 06:00:00,3.3333333333,level_9,0,4.3333333333,72.6666666667,64,40,1.3333333333,0,43.3333333333,4.3333333333,14,0,3.3333333333,0,sp19,0,0,1015.3333333333,0,0,0,0,800,800,1030.3333333333,800,1018,279.15,1021.3333333333,277.4833333333,277.4833333333,802,277.5333333333,48,277.4833333333,277.4833333333,275.4833333333,276.8166666667,274.8166666667,276.4533333333,276.15,278.4833333333,276.4833333333,274.74,273.8166666667
+9398,2018-03-21 09:00:00,1.3333333333,level_9,0,2.3333333333,60.3333333333,48.3333333333,75,2.3333333333,0,7.6666666667,3,187,0,3.6666666667,0,sp21,0,0,1016.6666666667,0,0,0,0,800,800.3333333333,1031.6666666667,800,1019.6666666667,281.8166666667,1022.3333333333,282.8166666667,282.8166666667,803,279.7966666667,31.6666666667,282.8166666667,283.15,279.8166666667,282.65,276.4833333333,277.97,282.15,279.8166666667,278.4833333333,278.2433333333,276.8166666667
+9399,2018-03-21 12:00:00,4.3333333333,level_5,0,1.6666666667,51,30,51.6666666667,4.3333333333,0,23.3333333333,2.6666666667,213.3333333333,0,5,0,sp20,0,0,1016.3333333333,0,0,0,0,800,800.6666666667,1031.3333333333,800,1019.3333333333,285.8166666667,1023,287.4833333333,287.4833333333,802.3333333333,284.8866666667,18.6666666667,287.4833333333,286.15,283.15,285.8166666667,279.15,280.9333333333,285.4833333333,283.15,284.15,282.1266666667,280.4833333333
+9400,2018-03-21 15:00:00,6.3333333333,level_2,0,4.6666666667,52,29,75,5.6666666667,0,126.6666666667,5,133.3333333333,13.3333333333,5.6666666667,0,sp19,0,0,1016.6666666667,0,0,0,0,800.6666666667,801,1031,800,1018,288.8166666667,1022.6666666667,288.15,288.15,803,287.6066666667,20,288.15,285.8166666667,284.8166666667,285.65,279.4833333333,280.97,285.4833333333,282.8166666667,286.8166666667,283.9333333333,281.8166666667
+9401,2018-03-21 18:00:00,4.3333333333,level_6,0,2.3333333333,59.6666666667,34.3333333333,40,4.3333333333,0,240,3,270,6.6666666667,3.3333333333,0,sp19,0,0,1018,0,0,0,0,800.3333333333,801.3333333333,1031,800,1019.3333333333,288.8166666667,1023.6666666667,286.15,286.15,802,287.2866666667,28,286.15,284.8166666667,282.4833333333,284.65,277.4833333333,279.1166666667,284.4833333333,281.15,285.8166666667,281.6033333333,279.4833333333
+9402,2018-03-21 21:00:00,5.6666666667,level_10,0,6.6666666667,62.6666666667,47,63.3333333333,2.6666666667,0,350,1.3333333333,103.3333333333,0,1.6666666667,0,sp20,0,0,1019.6666666667,0,0,0,0,800,800,1032,800,1021.6666666667,284.15,1025,283.4833333333,283.4833333333,802.6666666667,283.22,27.6666666667,283.4833333333,282.4833333333,279.4833333333,281.3166666667,276.15,278.0833333333,280.15,280.4833333333,282.4833333333,278.7666666667,278.15
+9403,2018-03-22 00:00:00,4,level_10,0.1,5.3333333333,62.6666666667,53.6666666667,80.6666666667,2.3333333333,0,343.3333333333,1,96.6666666667,0,2.6666666667,0,sp21,0,0,1020,0,0,0,0,800,800,1030.6666666667,800,,282.8166666667,1025,281.4833333333,281.4833333333,702,280.5933333333,31.6666666667,281.4833333333,279.8166666667,276.8166666667,279.3166666667,276.15,278.38,278.8166666667,281.15,279.15,276.29,275.8166666667
+9404,2018-03-22 03:00:00,4.6666666667,level_9,0,2.6666666667,73.6666666667,55,75,1.6666666667,0,233.3333333333,2.3333333333,96.6666666667,0,2,0,sp21,0,0,1019.6666666667,0,0,0,0,800,800,1029.3333333333,800,,280.15,1024.3333333333,278.4833333333,278.4833333333,803,277.9266666667,43,278.4833333333,278.4833333333,275.8166666667,276.9833333333,275.15,277.68,275.4833333333,280.8166666667,276.4833333333,275.2466666667,274.8166666667
+9405,2018-03-22 06:00:00,2,level_9,0,2.3333333333,75,67.3333333333,75,1,0,212,2,102,0,2,0,sp21,0,0,1019,0,0,0,0,800,800,1028,800,,278.4833333333,1023.6666666667,277.15,277.15,803,276.6633333333,51,277.15,276.8166666667,274.15,275.15,275.15,277.08,273.4833333333,279.4833333333,275.4833333333,273.48,272.8166666667
+9406,2018-03-22 09:00:00,1.6666666667,level_9,0,3.3333333333,58,51.3333333333,75,1,0,16.6666666667,1,6,0,2,0,sp22,0,0,1019,0,0,0,0,800,800,1028.6666666667,800,,282.15,1024,281.8166666667,281.8166666667,803,280.3333333333,35.3333333333,281.8166666667,281.15,278.15,280.8166666667,276.15,278.68,280.4833333333,281.8166666667,279.15,276.0366666667,274.4833333333
+9407,2018-03-22 12:00:00,1.3333333333,level_7,0,2.3333333333,34,39,75,2.6666666667,0,126.6666666667,4,246.6666666667,0,2,0,sp21,0,0,1017,0,0,0,0,800,800,1027,800,1021,286.4833333333,1023.6666666667,286.8166666667,286.8166666667,803,285.4733333333,20.6666666667,286.8166666667,286.8166666667,281.4833333333,285.9833333333,278.8166666667,280.6533333333,285.15,283.15,284.8166666667,280.7333333333,279.4833333333
+9408,2018-03-22 15:00:00,1.3333333333,level_6,0,3.6666666667,36.6666666667,30.3333333333,75,2.6666666667,0,340,5.3333333333,273.3333333333,0,3.3333333333,0,sp20,0,0,1014.3333333333,0,0,0,0,800,800,1025,800,1018,289.15,1021,288.8166666667,288.8166666667,803,288.34,23,288.8166666667,288.8166666667,285.15,288.4833333333,280.8166666667,282.3066666667,288.15,284.15,287.8166666667,284.67,283.8166666667
+9409,2018-03-22 18:00:00,5,level_5,0,3.6666666667,54,31.6666666667,13.3333333333,2.6666666667,0,76.6666666667,3.6666666667,250,0,5,0,sp19,0,0,1013,0,0,0,0,800,800,1022.6666666667,800,1016,288.15,1019.3333333333,289.15,289.15,800.6666666667,287.7433333333,29.3333333333,289.15,288.4833333333,286.4833333333,287.9833333333,280.4833333333,281.82,287.4833333333,283.4833333333,287.4833333333,285.4166666667,284.15
+9410,2018-03-22 21:00:00,3.6666666667,level_6,0,2,69.6666666667,53,0,1.6666666667,0,103.3333333333,2,186.6666666667,0,3.3333333333,0,sp20,0,0,1013,0,0,0,0,800,800,1021.6666666667,800,1016,286.15,1020,284.15,284.15,800,284.5333333333,53.3333333333,284.15,285.15,281.8166666667,284.15,275.15,276.7866666667,283.15,278.8166666667,283.4833333333,280.5866666667,279.4833333333
+9411,2018-03-23 00:00:00,0.6666666667,level_9,0,2.3333333333,79.3333333333,65.6666666667,16,2,10.6666666667,103.3333333333,2,79.3333333333,0,2.3333333333,0,sp20,0,0,1012.3333333333,0,0,0,0,800,800,1020,800.6666666667,1014.6666666667,283.8166666667,1019,281.4833333333,281.4833333333,800.6666666667,283.21,52.3333333333,281.4833333333,282.8166666667,277.8166666667,281.3166666667,271.15,273.53,279.8166666667,276.4833333333,282.8166666667,277.1166666667,276.4833333333
+9412,2018-03-23 03:00:00,0.6666666667,level_8,0,2,87,80,78.3333333333,1.3333333333,8,53.3333333333,2,118.6666666667,0,2,0,sp19,0,0,1010.6666666667,0,0,0,0,800,800,1017.6666666667,800.3333333333,1014,281.8166666667,1017.3333333333,280.8166666667,280.8166666667,803,281.01,49.6666666667,280.8166666667,281.4833333333,275.15,280.15,270.8166666667,273.4933333333,278.8166666667,276.8166666667,280.4833333333,275.15,275.15
+9413,2018-03-23 06:00:00,1,level_6,0.2,1.3333333333,97.6666666667,71.3333333333,75,2,0,110,1.3333333333,111,6.6666666667,1.6666666667,0,sp18,0,0,1010,0,0,0,0,800.3333333333,800,1016.3333333333,800,1013,279.8166666667,1016.6666666667,278.8166666667,278.8166666667,601,279.6133333333,56,278.8166666667,280.15,277.4833333333,278.8166666667,272.8166666667,275.05,277.4833333333,277.8166666667,279.4833333333,276.26,275.15
+9414,2018-03-23 09:00:00,3,level_9,0.1,3.6666666667,83,73.3333333333,87.6666666667,1.3333333333,31.6666666667,122.6666666667,3,180,20,2.3333333333,0,sp19,0,0,1009.3333333333,0,0,0,0,801,800,1014.6666666667,801.3333333333,1012.6666666667,282.15,1016,287.15,287.15,538,281.14,31.6666666667,287.15,283.4833333333,281.15,283.3166666667,276.3793333333,277.4226666667,283.15,278.7126666667,280.4833333333,279.1233333333,278.15
+9415,2018-03-23 12:00:00,4,level_10,0,5.6666666667,77.6666666667,69.3333333333,80,1.6666666667,75,113.3333333333,3.6666666667,273.3333333333,38.3333333333,3.6666666667,0,sp18,0,0,1007.3333333333,0,0,0,0,801.6666666667,800,1012,635.6666666667,1010,285.4833333333,1014.6666666667,292.4833333333,292.4833333333,635.3333333333,284.73,25.3333333333,292.4833333333,288.4833333333,284.4833333333,287.8166666667,280.8166666667,281.71,287.15,282.8166666667,284.15,283.1866666667,281.8166666667
+9416,2018-03-23 15:00:00,6.3333333333,level_8,0,7.3333333333,87.3333333333,75.3333333333,20,2.6666666667,80,110,5,120,75,5,0,sp15,0.2,0,1005.3333333333,0,1.3,0,0,568.3333333333,800,1006,400.3333333333,1007,286.15,1011,294.8166666667,294.8166666667,801,285.3566666667,24.3333333333,294.8166666667,288.8166666667,286.4833333333,288.3166666667,285.8166666667,287.1566666667,287.8166666667,288.8166666667,284.8166666667,284.6766666667,283.15
+9417,2018-03-23 18:00:00,5.6666666667,level_8,0,9.6666666667,93,93,20,3,85,143.3333333333,3,146.6666666667,85,6.6666666667,0,sp8,0.4,0,1004.6666666667,0,0.9,0,0,581,800,1000,400.5,1006,286.8166666667,1008.3333333333,292.15,292.15,801,286.0066666667,35,292.15,285.8166666667,283.4833333333,285.4833333333,285.15,287.23,285.15,289.8166666667,285.4833333333,282.5433333333,280.8166666667
+9418,2018-03-23 21:00:00,6,level_8,0.6,7.3333333333,91,93.3333333333,45,7,51.6666666667,263.3333333333,1.3333333333,155,75,5,0,sp5,0,0,1003,0,0,0,0,635.3333333333,802,998.6666666667,802.3333333333,1004.6666666667,287.4833333333,1004.3333333333,288.4833333333,288.4833333333,601,286.93,59.6666666667,288.4833333333,284.4833333333,283.4833333333,283.15,283.15,284.4933333333,281.8166666667,286.15,286.4833333333,283.0066666667,282.4833333333
+9419,2018-03-24 00:00:00,8.6666666667,level_8,0.9,6.3333333333,87,85,63.3333333333,5.6666666667,75,286.6666666667,1.6666666667,208.6666666667,75,6.6666666667,0,sp2,0,0,1000,0,0.1,0,0,534.3333333333,801,999.3333333333,467.6666666667,1001.3333333333,287.15,1000.3333333333,287.8166666667,287.8166666667,501,286.54,63.6666666667,287.8166666667,283.15,282.8166666667,281.8166666667,277.4833333333,279.8666666667,280.4833333333,282.8166666667,286.15,282.3866666667,281.8166666667
+9420,2018-03-24 03:00:00,6.3333333333,level_8,0,6.3333333333,79.6666666667,74,33.3333333333,4,56.6666666667,300,2,102.6666666667,38.3333333333,7.3333333333,0.2,sp1,0.5,0,996.3333333333,0,0,0,0,801.6666666667,570,998.6666666667,433.5,997,285.8166666667,1000.3333333333,288.8166666667,288.8166666667,801.6666666667,285.4833333333,60,288.8166666667,282.4833333333,278.4833333333,281.8166666667,274.4833333333,277.9033333333,281.15,282.15,285.15,278.4833333333,278.4833333333
+9421,2018-03-24 06:00:00,6.3333333333,level_9,0.1,9.6666666667,73,69.3333333333,56,3.3333333333,0,273,4,116.3333333333,21.6666666667,5,0.5,sp3,0.1,0,993.6666666667,0,0.1,0,0,701,500.3333333333,998,700,995.3333333333,282.3866666667,1002.6666666667,285.063,285.063,701.3333333333,282.3866666667,51.3333333333,285.063,282.1768854167,277.6338854167,281.8435520833,275.8866666667,277.9666666667,281.51021875,280.5533333333,282.3866666667,276.7138854167,275.6338854167
+9422,2018-03-24 09:00:00,7.6666666667,level_10,0.7,8.6666666667,71.6666666667,70.6666666667,76.6666666667,3,6.6666666667,249.3333333333,6,70.3333333333,20.6666666667,5.6666666667,0.9,sp5,0.3,0,993.3333333333,0,0.3,0,0,500,501,997,500,996.3333333333,283.85478125,1004,284.6508854167,284.6508854167,500.6666666667,283.85478125,45.6666666667,284.6508854167,282.8286666667,278.6631145833,282.8286666667,279.0853333333,279.0853333333,282.8286666667,279.0853333333,283.85478125,278.6631145833,278.6631145833
+9423,2018-03-24 12:00:00,13.3333333333,level_10,0.5,10.3333333333,53.3333333333,53.6666666667,77.3333333333,4,5.3333333333,250,4.6666666667,176.3333333333,38.3333333333,7.6666666667,0.9,sp6,0.2,0,993.6666666667,0,0.5,0,0,500.3333333333,469.3333333333,997.3333333333,600,997.3333333333,286.7208854167,1003.3333333333,287.59353125,287.59353125,500.3333333333,286.3175520833,33.6666666667,287.59353125,282.0206041667,281.96075,282.0206041667,281.307,281.6036666667,282.0206041667,281.9736666667,286.05421875,281.2040833333,279.6274166667
+9424,2018-03-24 15:00:00,12.3333333333,level_9,0.2,13.3333333333,40,77,75,6.3333333333,0,286.6666666667,4.3333333333,280,63.3333333333,10,0.9,sp5,0,0,995.3333333333,0,0,0,0,802.6666666667,469.3333333333,998.6666666667,800,998.3333333333,290.15,1003.3333333333,290.4833333333,290.4833333333,601,288.7366666667,25.6666666667,290.4833333333,280.8166666667,284.15,280.65,281.8166666667,282.86,280.4833333333,284.15,287.8166666667,282.8533333333,279.4833333333
+9425,2018-03-24 18:00:00,9.6666666667,level_9,0.7,10,44.3333333333,72,75,5.6666666667,0,286.6666666667,5,306.6666666667,33.3333333333,7.3333333333,0.9,sp5,0,0,996.3333333333,0,0.3,0,0,701.6666666667,435.8333333333,1001,800,999.6666666667,288.8166666667,1004.3333333333,287.4833333333,287.4833333333,500.6666666667,288.21,44,287.4833333333,280.8166666667,284.15,280.2966666667,279.15,280.9333333333,279.8166666667,283.15,287.8166666667,282.7933333333,279.8166666667
+9426,2018-03-24 21:00:00,8.3333333333,level_9,0.2,7.6666666667,58,63.6666666667,75,6,0,286.6666666667,3.3333333333,310,75,6,0.5,sp6,0,0,999,0,0,0,0,803,500.3333333333,1002.6666666667,800,1001.3333333333,286.15,1005.6666666667,286.15,286.15,601,285.5433333333,47,286.15,281.4833333333,282.4833333333,281.3166666667,278.8166666667,280.6033333333,281.15,282.8166666667,285.15,282.0366666667,281.8166666667
+9427,2018-03-25 00:00:00,7,level_9,0.3,7,64,50.5,75,4.5,0,280,3,335,75,6,0.15,sp8,0,0,1001.5,0,0,0,0,803,651.5,1004,800,1003,285.15,1006.5,286.65,286.65,500,284.54,45.5,286.65,282.65,281.65,281.9,277.65,279.995,281.15,282.15,284.15,281.365,281.15
+9428,2018-03-25 03:00:00,4.6666666667,level_9,0.5,5.6666666667,79.6666666667,66.6666666667,92,3.6666666667,50,286.6666666667,5.3333333333,223.6666666667,51.6666666667,4.6666666667,0.2,sp8,0.3,0,1003.6666666667,0,0,0,0,802.3333333333,601,995.6666666667,701.3333333333,993.6666666667,283.4833333333,1007,284.5783333333,284.5783333333,567.3333333333,283.0766666667,44.6666666667,284.5783333333,282.0866666667,280.4833333333,281.94,278.32,279.3633333333,281.7533333333,280.6533333333,282.8166666667,280.1033333333,279.8166666667
+9429,2018-03-25 06:00:00,4.3333333333,level_9,0.1,2.3333333333,91,78.6666666667,75,3.3333333333,75,270,5,326.6666666667,26.6666666667,2.6666666667,0,sp4,0.3,0,1003.3333333333,0,0,0,0,801.3333333333,801,1006,468.3333333333,1005,283.15,1007,284.15,284.15,702,282.54,49.6666666667,284.15,281.8166666667,279.8166666667,281.8166666667,277.8166666667,279.1566666667,281.8166666667,280.8166666667,282.15,279.19,278.4833333333
+9430,2018-03-25 09:00:00,4.3333333333,level_9,0.2,3,97.6666666667,83,75,3,85,280,0.6666666667,210,0,2,0.3,sp2,0.4,0,1005.6666666667,0,0,0,0,800,500,1007.6666666667,536.8333333333,1006.6666666667,283.4833333333,1008,284.8166666667,284.8166666667,601,283.0733333333,48,284.8166666667,282.15,280.15,281.65,278.15,279.34,281.15,280.8166666667,282.8166666667,278.32,276.4833333333
+9431,2018-03-25 12:00:00,3.3333333333,level_10,0.1,3.3333333333,91,83,75,2.3333333333,80,266.6666666667,1,33.3333333333,13.3333333333,2.6666666667,0.1,sp3,0,0,1007.3333333333,0,0,0,0,800.6666666667,701.3333333333,1010,635.6666666667,1007.6666666667,286.8166666667,1009.3333333333,289.4833333333,289.4833333333,702,286.5566666667,30.3333333333,289.4833333333,284.8166666667,283.15,284.65,279.8166666667,281.0033333333,284.4833333333,282.4833333333,286.15,282.06,280.4833333333
+9432,2018-03-25 15:00:00,3.3333333333,level_7,0.2,5.3333333333,72,46.3333333333,75,2.6666666667,51.6666666667,196.6666666667,2.3333333333,123.6666666667,40,3.3333333333,0,sp3,0.1,0,1008,0,0,0,0,802,635,1011.3333333333,701.3333333333,1007.3333333333,289.4833333333,1010,290.15,290.15,601,288.4733333333,35.3333333333,290.15,285.4833333333,285.8166666667,284.9833333333,280.4833333333,281.82,284.4833333333,283.4833333333,287.8166666667,284.46,282.4833333333
+9433,2018-03-25 18:00:00,6,level_4,0,3.3333333333,45,54.6666666667,75,4.3333333333,13.3333333333,303.3333333333,2,90.3333333333,26.6666666667,5.3333333333,0,sp5,0,0,1009,0,0.3,0,0,707.6666666667,802.3333333333,1013,800.6666666667,1009.3333333333,290.4833333333,1011,287.15,287.15,803,289.2733333333,58.3333333333,287.15,285.8166666667,284.8166666667,285.65,280.4833333333,282.1166666667,285.4833333333,284.15,288.4833333333,283.68,282.15
+9434,2018-03-25 21:00:00,5,level_4,0.2,0.6666666667,47.3333333333,65,75,4.3333333333,0,300,1,293.3333333333,20,4,0,sp10,0,0,1010.6666666667,0,0,0,0,801,802,1015.3333333333,800,1012,287.8166666667,1014,284.4833333333,284.4833333333,601,287.0066666667,78,284.4833333333,284.4833333333,281.8166666667,283.65,279.15,280.9366666667,282.8166666667,283.15,286.4833333333,281.65,281.4833333333
+9435,2018-03-26 00:00:00,2.3333333333,level_9,0.3,2,68,63.6666666667,86.3333333333,4,0,306.6666666667,0.6666666667,96.6666666667,13.3333333333,1,0,sp14,0,0,1012,0,0,0,0,800.6666666667,800.3333333333,1017.6666666667,800,1014.3333333333,284.15,1016.3333333333,282.15,282.15,567,282.9366666667,85,282.15,283.15,280.8166666667,281.65,279.15,280.94,280.15,283.15,282.15,280.2933333333,279.8166666667
+9436,2018-03-26 03:00:00,2,level_9,0.5,3,77.3333333333,68.3333333333,92,5,0,330,1,246.6666666667,13.3333333333,1.6666666667,0,sp16,0,0,1012,0,0,0,0,800.6666666667,801,1019.3333333333,800,1015,281.15,1018,279.8166666667,279.8166666667,533.8333333333,279.94,83,279.8166666667,280.8166666667,279.8166666667,279.8166666667,278.8166666667,280.9,278.8166666667,283.4833333333,279.15,279.4833333333,279.15
+9437,2018-03-26 06:00:00,1.3333333333,level_9,0.3,3,87,76.6666666667,75,7,0,323.3333333333,1.3333333333,180,20,1,0,sp16,0,0,1013,0,0,0,0,801,800.3333333333,1021,800,1015.6666666667,279.15,1019.3333333333,278.8166666667,278.8166666667,500,278.14,82.6666666667,278.8166666667,279.4833333333,278.8166666667,278.3166666667,279.15,280.9366666667,277.15,283.15,277.4833333333,278.01,277.15
+9438,2018-03-26 09:00:00,3,level_9,0.2,3.3333333333,75.6666666667,75,69,4.3333333333,0,317.3333333333,1.3333333333,88,13.3333333333,0.6666666667,0,sp21,0,0,1016.3333333333,0,0,0,0,800.6666666667,800,1013.3333333333,800,1007.6666666667,283.085,1001.3333333333,282.4516666667,282.4516666667,600.6666666667,281.1616666667,65.3333333333,282.4516666667,281.9266666667,279.1933333333,281.0933333333,278.7766666667,280.2366666667,280.26,282.11,279.7516666667,278.66,278.1933333333
+9439,2018-03-26 12:00:00,3,level_10,0.1,5.3333333333,53.6666666667,68,51.6666666667,4.3333333333,0,310,2.6666666667,160,0,1.6666666667,0,sp20,0,0,1016,0,0,0,0,800,800.3333333333,1025.6666666667,800,1018.3333333333,287.8166666667,1023,290.4833333333,290.4833333333,701.6666666667,287.01,33.3333333333,290.4833333333,286.8166666667,284.4833333333,286.5233333333,280.4833333333,281.97,286.15,283.8166666667,286.4833333333,284.2566666667,284.15
+9440,2018-03-26 15:00:00,5,level_10,0,6.3333333333,45,33.3333333333,75,6.3333333333,0,313.3333333333,5.3333333333,273.3333333333,20,1.6666666667,0,sp20,0,0,1015.3333333333,0,0,0,0,801,801.6666666667,1025.3333333333,800,1018,291.15,1022,293.4833333333,293.4833333333,803,290.34,29.6666666667,293.4833333333,290.8166666667,287.15,289.3166666667,282.15,283.19,287.8166666667,284.4833333333,289.8166666667,286.7466666667,286.15
+9441,2018-03-26 18:00:00,5,level_7,0,5.6666666667,41,44.6666666667,75,3.6666666667,0,326.6666666667,3.6666666667,286.6666666667,13.3333333333,3,0.3,sp19,0,0,1015.6666666667,0,0,0,0,800.6666666667,511.3333333333,1025,800,1018,292.15,1022,293.4833333333,293.4833333333,803,291.54,29.3333333333,293.4833333333,289.8166666667,287.8166666667,288.9833333333,281.4833333333,282.97,288.15,284.8166666667,291.15,287.01,285.8166666667
+9442,2018-03-26 21:00:00,3.3333333333,level_2,0.1,1,60.3333333333,49,63.3333333333,1,0,266.3333333333,0.6666666667,140,0,3,0,sp20,0,0,1018,0,0,0,0,800,801.6666666667,1025.6666666667,800,1020,288.8166666667,1023.6666666667,289.15,289.15,701.6666666667,288.01,41.3333333333,289.15,286.15,285.4833333333,284.8166666667,280.15,281.0433333333,283.4833333333,282.15,287.4833333333,284.6633333333,283.8166666667
+9443,2018-03-27 00:00:00,1.3333333333,level_10,0.2,3,83,72.6666666667,80.6666666667,0.6666666667,0,40,1,89.6666666667,20,1,0,sp22,0,0,1019.6666666667,0,0,0,0,801,800.6666666667,1025,800,,284.15,1024,287.4833333333,287.4833333333,601,283.9466666667,36.6666666667,287.4833333333,283.8166666667,282.15,282.15,280.15,280.7433333333,280.4833333333,281.4833333333,283.8166666667,281.0566666667,280.15
+9444,2018-03-27 03:00:00,1,level_4,0.3,1,89,66.6666666667,92,0.6666666667,0,73.3333333333,0.6666666667,270,26.6666666667,1,0,sp22,0,0,1020,0,0,0,0,801.3333333333,800.3333333333,1024,800,1021.6666666667,282.8166666667,1024,285.4833333333,285.4833333333,533.5,282.2066666667,44.3333333333,285.4833333333,281.8166666667,280.15,280.4833333333,279.4833333333,281.12,279.15,283.15,281.8166666667,279.2,278.4833333333
+9445,2018-03-27 06:00:00,2.3333333333,level_8,0.1,2.6666666667,93,75.3333333333,75,4.6666666667,0,306.6666666667,0.3333333333,176.6666666667,13.3333333333,0.3333333333,0,sp22,0,0,1020,0,0,0,0,800.6666666667,800,1024,800,1021.3333333333,281.4833333333,1024.3333333333,281.4833333333,281.4833333333,601.2777777778,280.2733333333,63.6666666667,281.4833333333,281.15,280.4833333333,279.3166666667,280.15,282.38,277.4833333333,285.15,279.4833333333,278.9833333333,278.15
+9446,2018-03-27 09:00:00,3.3333333333,level_8,0,1.3333333333,83.6666666667,63.6666666667,75,5,0,300,0.3333333333,93.3333333333,0,1.3333333333,0,sp22,0,0,1020.6666666667,0,0,0,0,800,800.6666666667,1025.3333333333,800,,283.4833333333,1025.6666666667,286.15,286.15,769,282.07,51.3333333333,286.15,282.4833333333,284.8166666667,281.9833333333,281.15,282.9366666667,281.4833333333,285.15,281.15,281.6333333333,279.15
+9447,2018-03-27 12:00:00,2.3333333333,level_1,0,1,55.6666666667,52.6666666667,51.6666666667,5.6666666667,0,323.3333333333,3.6666666667,246.6666666667,0,1.3333333333,0,sp23,0,0,1020.6666666667,0,0,0,0,800,801,1025.3333333333,800,1021.6666666667,290.15,1026,293.8166666667,293.8166666667,802.3333333333,289.14,33,293.8166666667,287.15,288.15,286.4833333333,284.8166666667,286.1533333333,285.8166666667,287.8166666667,288.4833333333,287.0466666667,285.4833333333
+9448,2018-03-27 15:00:00,2.6666666667,level_3,0,4,44,35.6666666667,33.3333333333,6.3333333333,0,323.3333333333,2.3333333333,183.3333333333,0,1.3333333333,0,sp21,0,0,1019,0,0,0,0,800,801,1024.3333333333,800,1020,294.4833333333,1024.6666666667,297.15,297.15,801.6666666667,293.6733333333,29.6666666667,297.15,290.15,293.15,288.4833333333,288.15,289,286.8166666667,289.8166666667,293.15,291.79,290.15
+9449,2018-03-27 18:00:00,6.3333333333,level_5,0,3.6666666667,38.6666666667,29,51.6666666667,4.3333333333,0,320,1.3333333333,56.6666666667,0,0.3333333333,0,sp19,0,0,1018,0,0,0,0,800,801,1024,800,1019,296.8166666667,1024,294.4833333333,294.4833333333,802.3333333333,295.6066666667,38,294.4833333333,289.15,294.15,288.3166666667,287.8166666667,288.5533333333,287.4833333333,289.15,294.8166666667,293.01,291.4833333333
+9450,2018-03-27 21:00:00,3,level_7,0,1,60.6666666667,41.3333333333,51.6666666667,2.3333333333,0,308,0.6666666667,117,0,1.6666666667,0,sp19,0,0,1018,0,0,0,0,800,800.3333333333,1024,800,1019.6666666667,292.4833333333,1024,290.8166666667,290.8166666667,802.3333333333,291.6766666667,51.3333333333,290.8166666667,287.15,290.4833333333,286.65,283.4833333333,284.5266666667,286.15,285.8166666667,291.15,289.4033333333,287.8166666667
+9451,2018-03-28 00:00:00,0.6666666667,level_9,0,2,82,59.3333333333,33,1,0,43.3333333333,0.3333333333,76.6666666667,0,0.6666666667,0,sp20,0,0,1018,0,0,0,0,800,800,1023.3333333333,800,1020,287.15,1023.3333333333,287.4833333333,287.4833333333,768.3333333333,286.3433333333,63.6666666667,287.4833333333,285.4833333333,285.15,284.8166666667,281.15,282.9366666667,284.15,285.15,285.8166666667,284.58,284.15
+9452,2018-03-28 03:00:00,1,level_9,0,2,89,76,12,0.6666666667,0,127,1.3333333333,112,0,0.3333333333,0,sp19,0,0,1017.3333333333,0,0,0,0,800,800.6666666667,1021.6666666667,800,1019,284.4833333333,1022.3333333333,286.4833333333,286.4833333333,734.3333333333,284.0766666667,64.3333333333,286.4833333333,285.4833333333,281.8166666667,284.15,281.15,282.94,282.8166666667,285.15,283.8166666667,281.2466666667,280.8166666667
+9453,2018-03-28 06:00:00,1.6666666667,level_8,0,2,93,75.6666666667,56.6666666667,1.3333333333,0,50,1.3333333333,103.3333333333,0,0.6666666667,0,sp17,0,0,1016.6666666667,0,0,0,0,800,800.3333333333,1019.3333333333,800,1018,282.8166666667,1021,284.15,284.15,768.3333333333,282.21,67.6666666667,284.15,284.4833333333,280.4833333333,282.9833333333,280.8166666667,282.4533333333,281.4833333333,284.4833333333,281.8166666667,279.6466666667,278.8166666667
+9454,2018-03-28 09:00:00,1.6666666667,level_8,0,1.3333333333,89.3333333333,57.6666666667,20,1.3333333333,0,120,0.6666666667,60,0,2,0,sp17,0,0,1016,0,0,0,0,800,800,1018.3333333333,800,1018,284.8166666667,1020.3333333333,288.15,288.15,734.3333333333,283.6066666667,55.6666666667,288.15,286.4833333333,286.15,285.65,281.4833333333,283.27,284.8166666667,285.4833333333,282.8166666667,282.6533333333,279.4833333333
+9455,2018-03-28 12:00:00,3.3333333333,level_7,0,1.6666666667,56.6666666667,49.6666666667,75,2.3333333333,0,250,1,160.3333333333,0,1.6666666667,0,sp17,0,0,1015.6666666667,0,0,0,0,800,800,1016.6666666667,800,1016,292.15,1019.6666666667,297.8166666667,297.8166666667,803,290.94,25.3333333333,297.8166666667,292.4833333333,291.4833333333,291.15,285.8166666667,287.6,289.8166666667,289.8166666667,290.15,289.5166666667,287.4833333333
+9456,2018-03-28 15:00:00,5.3333333333,level_6,0,3.3333333333,32.6666666667,36,40,5.3333333333,0,323.3333333333,3.6666666667,180,0,0.3333333333,0,sp13,0,0,1012.3333333333,0,0,0,0,800,800,1015.3333333333,800,1012.3333333333,297.15,1016.6666666667,301.8166666667,301.8166666667,802,295.9366666667,17.3333333333,301.8166666667,295.8166666667,294.15,293.3166666667,289.4833333333,290.3333333333,290.8166666667,291.15,295.15,293.0066666667,291.4833333333
+9457,2018-03-28 18:00:00,7.3333333333,level_8,0.2,7.6666666667,38.3333333333,40,75,3.3333333333,0,330,4,143.3333333333,0,4,0,sp9,0,0,1010,0,0,0,0,800,800,1014,800,1009.3333333333,297.4833333333,1013.6666666667,301.8166666667,301.8166666667,601,296.95,16,301.8166666667,293.4833333333,294.4833333333,292.15,285.8166666667,286.4133333333,290.8166666667,287.15,296.4833333333,293.2033333333,290.8166666667
+9458,2018-03-28 21:00:00,5.6666666667,level_7,0.9,4,44.6666666667,40.6666666667,75,5,0,316.6666666667,2,145,0,4.3333333333,0,sp9,0,0,1010.6666666667,0,0,0,0,800,800.6666666667,1015.6666666667,800,1009.6666666667,293.15,1014,297.4833333333,297.4833333333,501,291.8066666667,24.3333333333,297.4833333333,290.15,290.4833333333,289.15,282.15,283.19,288.15,284.4833333333,290.8166666667,289.1366666667,287.4833333333
+9459,2018-03-29 00:00:00,5,level_7,0.3,3.6666666667,53.6666666667,53,86.3333333333,2.6666666667,12,293.3333333333,3.3333333333,33.3333333333,0,0.6666666667,0,sp10,0,0,1011.3333333333,0,0,0,0,800,801,1016,800.6666666667,1010,287.8166666667,1013.6666666667,293.4833333333,293.4833333333,533.5,287.01,35.3333333333,293.4833333333,286.15,287.4833333333,285.8166666667,281.15,281.9933333333,285.4833333333,283.15,286.4833333333,286.7233333333,286.15
+9460,2018-03-29 03:00:00,3.3333333333,level_7,0.3,6,72.6666666667,59.3333333333,92,0.3333333333,12,233.3333333333,2.3333333333,112,38.3333333333,1.6666666667,0,sp10,0,0,1009.6666666667,0,0,0,0,801.6666666667,767.6666666667,1014.6666666667,800.6666666667,1009.6666666667,285.4833333333,1012.6666666667,291.4833333333,291.4833333333,533.5,284.4733333333,37.6666666667,291.4833333333,285.15,286.15,283.9833333333,279.8166666667,280.7833333333,282.8166666667,282.15,283.8166666667,284.63,283.4833333333
+9461,2018-03-29 06:00:00,3.6666666667,level_7,0.2,4.3333333333,85,67,63.3333333333,1,0,123.3333333333,0.6666666667,186.6666666667,56.6666666667,1.3333333333,0,sp8,0,0,1009.3333333333,0,0,0,0,802.3333333333,802.3333333333,1012.6666666667,800,1009,283.8166666667,1012,289.4833333333,289.4833333333,600.6666666667,282.8066666667,43.6666666667,289.4833333333,285.15,284.15,284.15,278.8166666667,280.3033333333,283.15,282.15,282.15,283.05,282.15
+9462,2018-03-29 09:00:00,4,level_8,0,3.3333333333,81.6666666667,81.3333333333,51.6666666667,1,20,133.3333333333,2,20,75,1,0,sp10,0,0,1010,0,0,0,0,803,800,1011.6666666667,801,1010.6666666667,285.15,1012,289.15,289.15,802.3333333333,283.7333333333,53.3333333333,289.15,287.4833333333,283.8166666667,286.8166666667,279.15,280.49,286.15,282.15,282.8166666667,282.2466666667,280.8166666667
+9463,2018-03-29 12:00:00,4,level_4,0,2.3333333333,59,62,33.3333333333,1.3333333333,75,63.3333333333,2,200,51.6666666667,1.6666666667,0,sp10,0,0,1009.6666666667,0,0,0,0,802.3333333333,800.6666666667,1010,803,1010.6666666667,289.4833333333,1011.6666666667,292.15,292.15,801.6666666667,288.0666666667,44,292.15,291.15,286.4833333333,289.65,282.8166666667,284.4666666667,288.15,286.4833333333,287.15,285.2066666667,284.15
+9464,2018-03-29 15:00:00,6,level_7,0,6.6666666667,49.3333333333,50.3333333333,20,2,31.6666666667,56.6666666667,5.6666666667,176.6666666667,26.6666666667,4.3333333333,0,sp6,0,0,1008,0,0,0,0,801.3333333333,801,1007,801.3333333333,1008,291.15,1009,296.15,296.15,801,290.14,30,296.15,291.15,288.15,289.65,285.8166666667,287.9,288.15,290.4833333333,289.4833333333,287.2866666667,286.15
+9465,2018-03-29 18:00:00,8.6666666667,level_8,0,5.6666666667,44,35.3333333333,20,4.6666666667,0,243.3333333333,4.3333333333,143.3333333333,20,4.6666666667,0,sp4,0,0,1007,0,0,0,0,801,801.3333333333,1004.3333333333,800,1006,291.4833333333,1007.3333333333,296.4833333333,296.4833333333,801,290.47,24,296.4833333333,288.4833333333,288.15,287.8166666667,286.4833333333,287.6733333333,287.15,289.15,289.8166666667,286.9366666667,284.4833333333
+9466,2018-03-29 21:00:00,8.3333333333,level_3,0,1.6666666667,62,51,20,1.3333333333,0,190,0.6666666667,33.3333333333,13.3333333333,6,0,sp5,0,0,1008,0,0,0,0,800.6666666667,800.3333333333,1003.6666666667,800,1006.3333333333,287.4833333333,1007,290.15,290.15,801,286.4733333333,60.3333333333,290.15,286.15,284.8166666667,285.8166666667,284.15,284.45,285.4833333333,284.8166666667,285.8166666667,283.9,282.8166666667
+9467,2018-03-30 00:00:00,9,level_8,0,5,64.6666666667,54.3333333333,13.3333333333,1.6666666667,13.3333333333,73.3333333333,1.3333333333,164.6666666667,13.3333333333,3.6666666667,0,sp6,0,0,1007.3333333333,0,0,0,0,800.6666666667,800,1000.6666666667,800.6666666667,1007,285.15,1007.3333333333,289.8166666667,289.8166666667,707.6666666667,283.9366666667,32.6666666667,289.8166666667,285.4833333333,282.8166666667,284.15,282.4833333333,282.93,282.8166666667,283.4833333333,283.15,282.6266666667,282.4833333333
+9468,2018-03-30 03:00:00,7.3333333333,level_8,0.2,5.3333333333,74.3333333333,64.3333333333,50.6666666667,5.6666666667,6.6666666667,240,1.3333333333,83,63.3333333333,2,0,sp6,0,0,1005.3333333333,0,0,0,0,802.6666666667,800.6666666667,999.6666666667,800.3333333333,1006.3333333333,283.4833333333,1006.6666666667,287.8166666667,287.8166666667,610.5,282.4733333333,41,287.8166666667,284.15,281.8166666667,284.15,280.8166666667,282.4533333333,284.15,284.4833333333,281.8166666667,281.6266666667,281.4833333333
+9469,2018-03-30 06:00:00,6.6666666667,level_8,0.1,5.6666666667,77.6666666667,80.6666666667,40,3.6666666667,33.3333333333,183.3333333333,2.3333333333,263.6666666667,75,2.3333333333,0,sp4,0.1,0,1003.3333333333,0,0.1,0,0,668.6666666667,800.3333333333,1001.6666666667,667.6666666667,1006,283.8166666667,1005.6666666667,286.4833333333,286.4833333333,701.3333333333,282.8066666667,47.3333333333,286.4833333333,284.15,280.8166666667,283.65,278.4833333333,279.9733333333,283.15,281.8166666667,282.15,280.4033333333,280.15
+9470,2018-03-30 09:00:00,4.3333333333,level_8,0,5.3333333333,81.3333333333,73.3333333333,40,1.6666666667,26.6666666667,230,4,250.6666666667,73.3333333333,2.6666666667,0,sp4,0.4,0,1003,0,0,0,0,803.3333333333,800,1004,607,1007,284.8166666667,1006.6666666667,286.8166666667,286.8166666667,802,283.82,48.3333333333,286.8166666667,286.15,279.4833333333,285.65,278.15,279.9366666667,285.15,282.15,283.15,279.0233333333,278.4833333333
+9471,2018-03-30 12:00:00,5.6666666667,level_8,0,8,55.6666666667,67,20,3.3333333333,20,130,7,250,51.6666666667,7.3333333333,0,sp5,0,0,1003,0,0,0,0,802.3333333333,800,1002.6666666667,801,1006.6666666667,287.8166666667,1006.6666666667,290.15,290.15,801,286.8066666667,38.6666666667,290.15,289.4833333333,282.4833333333,289.3166666667,281.4833333333,283.4166666667,289.15,285.8166666667,286.15,281.35,280.15
+9472,2018-03-30 15:00:00,7.3333333333,level_8,0,9.3333333333,50,52.6666666667,20,7,13.3333333333,223.3333333333,6.3333333333,243.3333333333,51.6666666667,7.3333333333,0,sp3,0,0,1002,0,0,0,0,802.3333333333,800.3333333333,1001,800.6666666667,1004.6666666667,289.15,1005.3333333333,291.8166666667,291.8166666667,801,288.14,32,291.8166666667,291.15,284.15,290.8166666667,282.8166666667,284.9,290.4833333333,287.4833333333,287.4833333333,283.1266666667,281.15
+9473,2018-03-30 18:00:00,10,level_8,0,10.3333333333,50,41.3333333333,20,5.6666666667,13.3333333333,123.3333333333,7,233.3333333333,40,7.3333333333,0.1,sp3,0,0,1001.6666666667,0,0.3,0,0,708.3333333333,700,998,800.6666666667,1003,289.15,1004,291.4833333333,291.4833333333,801,288.34,23.3333333333,291.4833333333,288.8166666667,284.8166666667,288.2966666667,283.15,285.23,287.8166666667,287.8166666667,287.8166666667,283.26,280.15
+9474,2018-03-30 21:00:00,9,level_8,0,6.3333333333,58.3333333333,77.3333333333,20,3.3333333333,0,216.6666666667,1.6666666667,166.6666666667,63.3333333333,6.6666666667,0.2,sp4,0,0,1001.6666666667,0,0.2,0,0,567.6666666667,600.6666666667,997.6666666667,800,1004.6666666667,287.4833333333,1004,288.15,288.15,801,286.07,25.6666666667,288.15,285.4833333333,281.15,284.4833333333,279.8166666667,282.6433333333,283.4833333333,286.15,285.15,280.0566666667,278.8166666667
+9475,2018-03-31 00:00:00,7.3333333333,level_8,0.1,7.6666666667,71.3333333333,83,59.6666666667,4,26.6666666667,250,2.6666666667,270,40,6.6666666667,0.1,sp6,0,0,1001,0,0.1,0,0,701.3333333333,700,998,801.3333333333,1004.6666666667,286.15,1004.3333333333,286.4833333333,286.4833333333,701.6666666667,285.1366666667,40.3333333333,286.4833333333,284.15,279.15,282.15,278.4833333333,280.5633333333,280.15,283.15,284.4833333333,278.77,278.4833333333
+9476,2018-03-31 03:00:00,5.6666666667,level_8,0.2,10.6666666667,79.3333333333,71.6666666667,55.6666666667,5.6666666667,8,243.3333333333,1.6666666667,176.6666666667,6.6666666667,4.3333333333,0,sp8,0.1,0,999.6666666667,0,0,0,0,800.3333333333,802,999.3333333333,700,1005,284.4833333333,1005.6666666667,283.8166666667,283.8166666667,600,283.6733333333,60.3333333333,283.8166666667,284.15,278.8166666667,282.8166666667,277.15,279.2366666667,281.4833333333,281.8166666667,283.15,278.4533333333,278.15
+9477,2018-03-31 06:00:00,3.6666666667,level_8,0.3,9.3333333333,81.3333333333,82.6666666667,75,10.6666666667,0,293.3333333333,4.3333333333,253.3333333333,38.3333333333,3.6666666667,0.2,sp10,0,0,999.3333333333,0,0,0,0,801.6666666667,600.6666666667,1002.3333333333,800,1006,283.15,1008,284.15,284.15,500,281.94,53.3333333333,284.15,283.8166666667,278.4833333333,282.8166666667,277.4833333333,279.5666666667,281.8166666667,282.15,281.15,277.9766666667,277.4833333333
+9478,2018-03-31 09:00:00,7,level_8,0.1,8.6666666667,79.6666666667,78.3333333333,75,8,0,300,6.3333333333,256.6666666667,63.3333333333,1.3333333333,0,sp13,0,0,1000,0,0.6,0,0,614.6666666667,801,1008,800,1008.6666666667,283.4833333333,1011.6666666667,285.15,285.15,702,282.4733333333,46,285.15,284.15,279.15,283.4833333333,277.8166666667,279.8966666667,282.8166666667,282.4833333333,281.8166666667,278.0566666667,276.4833333333
+9479,2018-03-31 12:00:00,6.6666666667,level_9,0,13.3333333333,57,65.3333333333,51.6666666667,5.6666666667,13.3333333333,296.6666666667,11,270,51.6666666667,3,0,sp16,0,0,1002.6666666667,0,0.3,0,0,708.3333333333,801,1011.6666666667,800.6666666667,1010.6666666667,287.4833333333,1014.6666666667,289.15,289.15,802.3333333333,287.0766666667,29.6666666667,289.15,286.8166666667,282.8166666667,286.65,280.4833333333,282.1166666667,286.4833333333,284.15,286.8166666667,281.6633333333,279.8166666667
+9480,2018-03-31 15:00:00,5.3333333333,level_9,0.3,10,42,37,51.6666666667,9.3333333333,13.3333333333,316.6666666667,9.6666666667,266.6666666667,33.3333333333,2,0,sp14,0,0,1004.3333333333,0,0,0,0,801.6666666667,801,1013.3333333333,800.6666666667,1011,290.4833333333,1015,291.8166666667,291.8166666667,708.6666666667,289.4733333333,20,291.8166666667,289.8166666667,286.15,289.8166666667,282.4833333333,283.8233333333,289.8166666667,285.4833333333,288.8166666667,284.6566666667,282.15
+9481,2018-03-31 18:00:00,5.3333333333,level_9,0,7.6666666667,40.3333333333,32.3333333333,40,8,0,316.6666666667,8,273.3333333333,13.3333333333,3,0,sp12,0,0,1007,0,0,0,0,800.6666666667,801,1014.6666666667,800,1012,291.15,1015,292.8166666667,292.8166666667,802,290.5433333333,15.3333333333,292.8166666667,290.15,287.15,289.65,282.4833333333,283.82,289.15,285.4833333333,290.15,286.2033333333,284.15
+9482,2018-03-31 21:00:00,3.3333333333,level_8,0,5,59.6666666667,49,33.3333333333,3.3333333333,0,303.3333333333,6.3333333333,286.6666666667,0,4,0,sp14,0,0,1011.6666666667,0,0,0,0,800,800,1016.6666666667,800,1015,287.8166666667,1016.6666666667,289.15,289.15,801.6666666667,287.21,22,289.15,287.15,284.4833333333,286.9833333333,280.15,281.7866666667,286.8166666667,283.8166666667,286.8166666667,283.19,281.4833333333
+9483,2018-04-01 00:00:00,3,level_9,0,3.3333333333,74.3333333333,58.3333333333,26.6666666667,1.6666666667,0,130.6666666667,2.3333333333,83.3333333333,0,2,0,sp14,0,0,1014,0,0,0,0,800,800,1017.3333333333,800,1017.6666666667,284.8166666667,1018,284.4833333333,284.4833333333,801.3333333333,283.6,34.3333333333,284.4833333333,285.4833333333,282.8166666667,284.3166666667,277.15,278.4433333333,283.15,280.15,282.8166666667,282.0566666667,281.4833333333
+9484,2018-04-01 03:00:00,0.6666666667,level_7,0,2,87,78.6666666667,6.6666666667,0.6666666667,0,114.6666666667,1.3333333333,93.3333333333,0,1.6666666667,0,sp13,0,0,1015.6666666667,0,0,0,0,800,800,1017,800,1018,282.15,1017.6666666667,283.4833333333,283.4833333333,800.3333333333,281.7433333333,40.6666666667,283.4833333333,282.4833333333,278.4833333333,281.15,273.15,275.6766666667,279.8166666667,278.8166666667,281.4833333333,277.7233333333,277.15
+9485,2018-04-01 06:00:00,1.3333333333,level_8,0,3.3333333333,85,84.6666666667,0,2.6666666667,0,136.6666666667,1,256.6666666667,0,3.3333333333,0,sp10,0,0,1016,0,0,0,0,800,800,1015.6666666667,800,1018,282.15,1017,281.4833333333,281.4833333333,800,281.34,76.3333333333,281.4833333333,280.4833333333,276.8166666667,278.9833333333,273.4833333333,275.8633333333,277.4833333333,278.8166666667,280.8166666667,275.84,275.15
+9486,2018-04-01 09:00:00,1,level_9,0,1,72.6666666667,73.6666666667,0,2,0,130,1.6666666667,203.6666666667,0,5,0,sp8,0,0,1017.6666666667,0,0,0,0,800,800,1015,800,1019,284.15,1017.3333333333,284.4833333333,284.4833333333,800,283.54,49.3333333333,284.4833333333,282.8166666667,279.8166666667,282.15,277.4833333333,279.7666666667,281.4833333333,282.8166666667,283.15,277.95,276.4833333333
+9487,2018-04-01 12:00:00,1.3333333333,level_3,0,2,50.6666666667,55,0,3.3333333333,0,123.3333333333,0.6666666667,106.6666666667,0,4.6666666667,0,sp6,0,0,1017.6666666667,0,0,0,0,800,800,1014,800,1018,290.8166666667,1017.3333333333,290.8166666667,290.8166666667,800,290.6133333333,33.6666666667,290.8166666667,287.8166666667,284.8166666667,287.4833333333,284.4833333333,287.16,287.15,290.4833333333,290.4833333333,283.7266666667,282.15
+9488,2018-04-01 15:00:00,1.6666666667,level_5,0,5.3333333333,34.6666666667,43.3333333333,0,2.6666666667,0,173.3333333333,6,116.6666666667,0,3.6666666667,0,sp3,0,0,1015.6666666667,0,0,0,0,800,800,1011.6666666667,800,1016,295.15,1015,291.15,291.15,800,294.9466666667,40,291.15,288.4833333333,288.8166666667,288.3166666667,287.15,289.83,288.15,293.15,294.8166666667,288.5466666667,288.15
+9489,2018-04-01 18:00:00,2.3333333333,level_5,0,4.6666666667,36.6666666667,41,0,2.6666666667,0,170,3.6666666667,100,0,2,0,sp2,0,0,1015,0,0,0,0,800,800,1009.3333333333,800,1014,295.15,1011.6666666667,290.15,290.15,800,294.7433333333,49.3333333333,290.15,288.4833333333,291.4833333333,287.8166666667,287.8166666667,289.8966666667,287.15,292.4833333333,294.4833333333,289.7433333333,286.8166666667
+9490,2018-04-01 21:00:00,1.3333333333,level_2,0,2.3333333333,43,49,0,4.6666666667,0,153.3333333333,1.6666666667,122,0,2.3333333333,0,sp2,0,0,1015.6666666667,0,0,0,0,800,801.6666666667,1007.6666666667,800,1014.3333333333,291.4833333333,1011,288.15,288.15,800,290.4733333333,59,288.15,285.8166666667,289.15,285.3166666667,285.4833333333,287.8633333333,284.8166666667,290.8166666667,289.8166666667,287.7166666667,286.15
+9491,2018-04-02 00:00:00,1.3333333333,level_1,0,2.6666666667,57,64.6666666667,0,6,0,166.6666666667,1.3333333333,170.3333333333,0,1,0,sp2,0,0,1015.3333333333,0,0,0,0,800,802,1007.3333333333,800,1014.3333333333,287.4833333333,1010.3333333333,286.8166666667,286.8166666667,800,286.6933333333,63.3333333333,286.8166666667,284.4833333333,285.15,283.3166666667,283.8166666667,287.09,282.15,291.15,286.15,284.8633333333,284.4833333333
+9492,2018-04-02 03:00:00,1.3333333333,level_10,0,2,76,55,0,5,0,173.3333333333,2.3333333333,237.6666666667,0,1,0,sp2,0,0,1013.3333333333,0,0,0,0,800,802,1005.6666666667,800,1013,284.4833333333,1009.3333333333,283.4833333333,283.4833333333,800,284.15,69.3333333333,283.4833333333,283.15,284.4833333333,282.4833333333,282.8166666667,286.0866666667,281.8166666667,290.15,283.8166666667,284.1033333333,283.8166666667
+9493,2018-04-02 06:00:00,1,level_7,0,1.6666666667,85,74.6666666667,0,3.3333333333,0,176.6666666667,1,258.3333333333,0,0.6666666667,0,sp1,0,0,1012.3333333333,0,0,0,0,800,802,1004.6666666667,800,1011.3333333333,282.8166666667,1008.3333333333,282.15,282.15,800,282.2066666667,70,282.15,281.8166666667,281.4833333333,280.3166666667,282.15,285.1233333333,278.8166666667,288.8166666667,281.8166666667,280.7033333333,280.15
+9494,2018-04-02 09:00:00,1.3333333333,level_3,0,0.6666666667,73.6666666667,52,0,3.3333333333,0,183.3333333333,0.6666666667,181.3333333333,0,1.6666666667,0,sp2,0,0,1012,0,0,0,0,800,801,1004,800,1011.3333333333,284.8166666667,1008.6666666667,284.4833333333,284.4833333333,800,283.4033333333,62,284.4833333333,283.8166666667,283.4833333333,282.9833333333,282.4833333333,285.01,282.15,288.15,282.4833333333,281.72,280.8166666667
+9495,2018-04-02 12:00:00,2.3333333333,level_2,0,1,60.3333333333,44,0,5.6666666667,33.3333333333,160,1,115.6666666667,0,5,0,sp2,0,0,1012,0,0,0,0,800,800.3333333333,1003,801.6666666667,1010.6666666667,290.8166666667,1008.6666666667,289.4833333333,289.4833333333,800,290.0066666667,40.6666666667,289.4833333333,289.15,287.8166666667,289.15,288.4833333333,290.5633333333,289.15,293.15,289.4833333333,286.9933333333,285.8166666667
+9496,2018-04-02 15:00:00,3.6666666667,level_3,0,3.6666666667,56.6666666667,45,20,4.6666666667,33.3333333333,196.6666666667,2.3333333333,120,6.6666666667,6,0,sp2,0,0,1010.3333333333,0,0,0,0,800.3333333333,800.6666666667,1000.3333333333,801.6666666667,1009.3333333333,292.4833333333,1006.6666666667,290.8166666667,290.8166666667,801,292.3533333333,43,290.8166666667,290.8166666667,291.15,289.8166666667,291.15,293.6766666667,288.8166666667,296.8166666667,292.15,290,287.4833333333
+9497,2018-04-02 18:00:00,4,level_2,0,3,57.6666666667,35.6666666667,20,4.3333333333,20,233.3333333333,3.6666666667,116.6666666667,13.3333333333,6.6666666667,0,sp2,0,0,1009,0,0,0,0,800.6666666667,801,1000,801,1008,291.8166666667,1005.6666666667,289.15,289.15,801,291.41,58,289.15,288.15,293.15,287.9833333333,290.15,292.6766666667,287.8166666667,295.8166666667,291.15,291.73,288.8166666667
+9498,2018-04-02 21:00:00,5,level_1,0,1,77,56.3333333333,20,3.3333333333,63.3333333333,156.6666666667,1.3333333333,60,25,5.6666666667,0,sp2,0,0,1009.3333333333,0,0,0,0,801,804,1001,802.6666666667,1008.6666666667,289.4833333333,1006.6666666667,287.15,287.15,801,288.6733333333,73,287.15,287.15,290.15,286.8166666667,287.4833333333,289.8633333333,286.4833333333,292.8166666667,288.15,288.6866666667,286.8166666667
+9499,2018-04-03 00:00:00,3,level_6,0.4,1.3333333333,89.3333333333,81.6666666667,20,2,80.6666666667,123.3333333333,1,13.3333333333,75,3.6666666667,0,sp3,0.3,0,1010,0,0,0,0,803,803.3333333333,1002,534.6666666667,1010,288.4833333333,1008,284.8166666667,284.8166666667,600.6666666667,287.47,77.6666666667,284.8166666667,287.15,286.15,286.4833333333,284.15,287.57,285.8166666667,291.8166666667,286.8166666667,285.77,285.4833333333
+9500,2018-04-03 03:00:00,3.3333333333,level_6,0.1,1.3333333333,91,91,13.3333333333,2.6666666667,85.6666666667,110,2,10,75,3,0,sp3,0.3,0,1009,0,0.2,0,0,400,803,1001.3333333333,702.6666666667,1009,287.8166666667,1007.6666666667,282.4833333333,282.4833333333,700.6666666667,287.41,87,282.4833333333,286.15,285.15,285.8166666667,283.4833333333,286.4566666667,285.4833333333,290.15,287.15,284.77,284.4833333333
+9501,2018-04-03 06:00:00,4.6666666667,level_4,0,1,91,87,40,2,51.6666666667,0,0.3333333333,283.3333333333,63.3333333333,2,0,sp3,0,0,1007.6666666667,0,0,0,0,802.6666666667,801,1000.6666666667,734.6666666667,1008,286.8166666667,1007,281.4833333333,281.4833333333,802,286.6133333333,91,281.4833333333,284.8166666667,284.4833333333,283.8166666667,283.8166666667,286.9366666667,282.8166666667,290.8166666667,286.4833333333,284.05,283.4833333333
+9502,2018-04-03 09:00:00,3.3333333333,level_6,0.1,2,91,87,26.6666666667,4,75,213.3333333333,1.6666666667,30.3333333333,75,0.6666666667,0,sp3,0,0,1008.3333333333,0,0,0,0,803,801.6666666667,1001.3333333333,803,1009,287.4833333333,1008.3333333333,286.15,286.15,701,287.09,71,286.15,286.15,284.4833333333,285.65,284.8166666667,287.4933333333,285.15,290.8166666667,286.8166666667,282.91,280.8166666667
+9503,2018-04-03 12:00:00,6.6666666667,level_6,0.1,4,70,66.6666666667,38.3333333333,4.3333333333,63.3333333333,250,0.6666666667,49,63.3333333333,3,0,sp4,0,0,1008.6666666667,0,0,0,0,802.6666666667,801,1001.6666666667,802.6666666667,1008.6666666667,291.15,1009,294.8166666667,294.8166666667,700.6666666667,290.5433333333,39.3333333333,294.8166666667,290.15,287.15,289.15,287.8166666667,289.1566666667,288.15,290.8166666667,290.15,285.5166666667,282.4833333333
+9504,2018-04-03 15:00:00,8.3333333333,level_7,0.3,7,51,49.6666666667,33.3333333333,5,40,186.6666666667,1.6666666667,183.3333333333,40,6,0,sp3,0,0,1007,0,0,0,0,802,801,1000.6666666667,802,1007.3333333333,293.15,1007.6666666667,298.15,298.15,708,292.54,25,298.15,294.15,289.8166666667,291.3166666667,288.15,290.3833333333,288.4833333333,293.15,292.15,288.12,284.4833333333
+9505,2018-04-03 18:00:00,8,level_8,0.4,7.3333333333,56.6666666667,53,51.6666666667,5.3333333333,26.6666666667,236.6666666667,3.6666666667,193.3333333333,51.6666666667,7.6666666667,0,sp3,0,0,1006,0,0,0,0,802.3333333333,801,999.6666666667,801.3333333333,1006,291.8166666667,1006.6666666667,297.8166666667,297.8166666667,614.3333333333,291.6133333333,23.6666666667,297.8166666667,293.15,290.15,290.8166666667,288.4833333333,289.82,288.4833333333,291.4833333333,291.4833333333,288.29,285.8166666667
+9506,2018-04-03 21:00:00,4,level_8,0.3,4.3333333333,73.6666666667,66.3333333333,40,5,0,156.6666666667,2.3333333333,195.3333333333,51.6666666667,7,0,sp4,0,0,1007.6666666667,0,0.4,0,0,607.6666666667,800,1001,800,1007.3333333333,289.15,1007.3333333333,294.15,294.15,708.3333333333,288.34,30,294.15,288.15,286.4833333333,287.3166666667,283.4833333333,286.16,286.4833333333,289.4833333333,287.8166666667,285.43,284.15
+9507,2018-04-04 00:00:00,7.3333333333,level_6,0,3,80.3333333333,62.3333333333,30.6666666667,3.6666666667,0,270,2.3333333333,236.3333333333,51.6666666667,5.6666666667,0,sp6,0,0,1009,0,0,0,0,802.3333333333,800.6666666667,1002.3333333333,800,1008.6666666667,287.8166666667,1009,291.8166666667,291.8166666667,801.6666666667,286.8066666667,39.3333333333,291.8166666667,287.15,285.15,285.65,283.15,285.53,284.15,288.4833333333,286.15,284.8166666667,284.4833333333
+9508,2018-04-04 03:00:00,7.6666666667,level_8,0,7.6666666667,85.3333333333,76,20,6.3333333333,0,236.6666666667,0.6666666667,96.6666666667,45,3,0,sp8,0,0,1008.3333333333,0,0,0,0,802,800.3333333333,1003,800,1010,286.4833333333,1010,290.8166666667,290.8166666667,801,285.4733333333,46,290.8166666667,287.15,282.4833333333,286.3166666667,282.8166666667,285.0766666667,285.4833333333,288.15,284.8166666667,282.4833333333,282.4833333333
+9509,2018-04-04 06:00:00,5.6666666667,level_7,0,6.3333333333,93,83,20,4.6666666667,41.3333333333,240,1.3333333333,73.3333333333,38.3333333333,2,0,sp10,0.2,0,1008,0,0.1,0,0,700.6666666667,734.3333333333,1003.3333333333,600.3333333333,1011.3333333333,284.8166666667,1010.6666666667,288.4833333333,288.4833333333,801,284.4833333333,53,288.4833333333,286.4833333333,281.8166666667,285.9833333333,282.15,284.53,285.4833333333,287.4833333333,284.15,281.2066666667,280.8166666667
+9510,2018-04-04 09:00:00,6.3333333333,level_8,0,8,83.6666666667,83.3333333333,20,7.6666666667,20,230,2.6666666667,163.3333333333,63.3333333333,2.3333333333,0,sp13,0,0,1009,0,0,0,0,802.6666666667,800,1004.6666666667,801,1012.3333333333,286.4833333333,1012.6666666667,289.4833333333,289.4833333333,801,285.27,52.6666666667,289.4833333333,288.4833333333,282.15,287.65,283.15,285.53,286.8166666667,288.4833333333,284.4833333333,281.33,279.4833333333
+9511,2018-04-04 12:00:00,8.3333333333,level_9,0,9,59,71.3333333333,20,9,40,243.3333333333,6.6666666667,253.3333333333,75,5,0,sp15,0,0,1010,0,0,0,0,803,800,1007,802,1014,290.15,1014.6666666667,292.8166666667,292.8166666667,801,289.54,32.6666666667,292.8166666667,292.15,285.15,291.3166666667,285.8166666667,288.66,290.4833333333,292.15,289.15,283.7333333333,281.4833333333
+9512,2018-04-04 15:00:00,9.3333333333,level_9,0,9.3333333333,42.3333333333,59.3333333333,45,4.6666666667,33.3333333333,290,7.6666666667,270,40,4.6666666667,0,sp14,0,0,1009,0,0.1,0,0,701.3333333333,800,1009.3333333333,801.6666666667,1013.3333333333,293.4833333333,1015,294.15,294.15,802,292.4733333333,30.6666666667,294.15,294.8166666667,288.15,294.3166666667,288.4833333333,288.9633333333,293.8166666667,289.4833333333,291.8166666667,286.5166666667,282.4833333333
+9513,2018-04-04 18:00:00,9.6666666667,level_9,0,7,49.3333333333,58,56.6666666667,6,20,333.3333333333,7.6666666667,246.6666666667,20,5,0,sp13,0,0,1009.3333333333,0,0.1,0,0,707.3333333333,800.3333333333,1012,801,1014.3333333333,292.8166666667,1015.3333333333,294.4833333333,294.4833333333,802.3333333333,292.8166666667,31,294.4833333333,294.15,288.4833333333,292.9833333333,287.4833333333,287.9633333333,291.8166666667,288.4833333333,292.8166666667,287.0066666667,283.4833333333
+9514,2018-04-04 21:00:00,5.6666666667,level_8,1.3,4.6666666667,64.6666666667,72.6666666667,75,4.6666666667,6.6666666667,300,3.6666666667,243.3333333333,13.3333333333,4,0,sp15,0,0,1012,0,0,0,0,800.6666666667,800.3333333333,1016.3333333333,800.3333333333,1016,289.8166666667,1017.6666666667,291.8166666667,291.8166666667,556.8333333333,289.21,38.6666666667,291.8166666667,290.4833333333,286.15,289.9833333333,280.4833333333,282.8666666667,289.4833333333,285.8166666667,288.8166666667,285.1666666667,283.8166666667
+9515,2018-04-05 00:00:00,4,level_8,0.2,3.3333333333,85.6666666667,74.3333333333,70.3333333333,4.3333333333,0,293.3333333333,2,83.3333333333,6.6666666667,1,0,sp16,0,0,1014.6666666667,0,0,0,0,800.3333333333,800,1019,800,1018,285.4833333333,1019,289.15,289.15,601,284.8766666667,48,289.15,289.15,284.4833333333,288.4833333333,281.4833333333,282.9733333333,287.8166666667,284.8166666667,284.4833333333,283.7233333333,283.15
+9516,2018-04-05 03:00:00,1.3333333333,level_6,0.1,2,93,89,68,1,0,126.6666666667,1.6666666667,276.6666666667,0,1,0,sp15,0,0,1016,0,0,0,0,800,800,1020,800,1018,283.4833333333,1019,286.4833333333,286.4833333333,702,282.8733333333,58.3333333333,286.4833333333,287.15,280.8166666667,285.15,281.15,282.34,283.15,283.8166666667,282.4833333333,279.8666666667,279.15
+9517,2018-04-05 06:00:00,1,level_9,0,2,93,97.6666666667,56.6666666667,1.3333333333,0,120,1,200,0,2.6666666667,0,sp13,0,0,1017.3333333333,0,0,0,0,800,800,1019.3333333333,800,1019,282.4833333333,1019.3333333333,283.8166666667,283.8166666667,802.3333333333,282.28,69.3333333333,283.8166666667,285.15,277.15,283.3166666667,280.15,281.31,281.4833333333,282.8166666667,282.15,276.77,276.4833333333
+9518,2018-04-05 09:00:00,1,level_9,0,2,80.3333333333,76,20,2.6666666667,0,123.3333333333,1.3333333333,113.3333333333,0,4.3333333333,0,sp13,0,0,1019.6666666667,0,0,0,0,800,800,1020,800,1020,285.4833333333,1020.6666666667,287.8166666667,287.8166666667,801,284.7466666667,55,287.8166666667,287.15,281.4833333333,286.15,281.8166666667,283.0166666667,285.15,284.4833333333,284.15,279.5166666667,278.15
+9519,2018-04-05 12:00:00,1.3333333333,level_1,0,2,52.3333333333,59.3333333333,20,3,0,76.6666666667,2.3333333333,163.3333333333,6.6666666667,4.6666666667,0,sp12,0,0,1019.6666666667,0,0,0,0,800.3333333333,800,1018,800,1019.6666666667,292.4833333333,1020.6666666667,293.8166666667,293.8166666667,801,292.28,30.6666666667,293.8166666667,291.8166666667,286.15,290.9833333333,285.8166666667,287.7466666667,290.15,290.15,292.15,285.12,283.8166666667
+9520,2018-04-05 15:00:00,1.3333333333,level_4,0,6.3333333333,34,45.6666666667,13.3333333333,3,0,170,4.6666666667,140,0,3.6666666667,0,sp6,0,0,1018.3333333333,0,0,0,0,800,800,1015,800,1018.6666666667,297.15,1018,293.4833333333,293.4833333333,800.6666666667,296.6133333333,33.6666666667,293.4833333333,292.4833333333,289.4833333333,291.15,289.15,290.9366666667,289.8166666667,293.15,296.15,289.3233333333,289.15
+9521,2018-04-05 18:00:00,1.3333333333,level_5,0,4,29.6666666667,41,0,2.3333333333,0,133.3333333333,3.6666666667,140,0,2.6666666667,0,sp3,0,0,1018.6666666667,0,0,0,0,800,800.6666666667,1012.6666666667,800,1018,297.8166666667,1016.3333333333,291.8166666667,291.8166666667,800,297.2066666667,45.3333333333,291.8166666667,289.4833333333,292.15,288.9833333333,290.8166666667,292.6,288.4833333333,294.8166666667,296.8166666667,290.8666666667,288.15
+9522,2018-04-05 21:00:00,0.6666666667,level_2,0,2.3333333333,45.3333333333,43,0,2.6666666667,0,156.6666666667,0.3333333333,0,0,2.3333333333,0,sp3,0,0,1018.6666666667,0,0,0,0,800,801,1011,800,1017.6666666667,293.15,1015,288.8166666667,288.8166666667,800,292.9466666667,67,288.8166666667,287.4833333333,289.4833333333,286.9833333333,286.4833333333,289.0133333333,286.4833333333,292.15,292.8166666667,288.22,286.8166666667
+9523,2018-04-06 00:00:00,1,level_1,0,0.3333333333,61.6666666667,72.6666666667,0,3,10.6666666667,93.3333333333,1,286.6666666667,0,1,0,sp4,0,0,1018.3333333333,0,0,0,0,800,800.3333333333,1010.6666666667,800.6666666667,1017.6666666667,289.4833333333,1014.3333333333,286.4833333333,286.4833333333,800,288.4733333333,72.6666666667,286.4833333333,285.8166666667,285.15,284.4833333333,285.8166666667,288.3466666667,283.15,291.4833333333,287.8166666667,283.98,283.15
+9524,2018-04-06 03:00:00,1.6666666667,level_10,0,1.6666666667,68.3333333333,81.3333333333,0,4.3333333333,10.6666666667,163.3333333333,0.6666666667,96.6666666667,0,2,0,sp3,0,0,1017.3333333333,0,0,0,0,800,800,1009.3333333333,800.6666666667,1016.6666666667,287.15,1013.3333333333,284.4833333333,284.4833333333,800,285.5333333333,77.6666666667,284.4833333333,283.4833333333,281.8166666667,282.15,283.8166666667,286.6433333333,280.8166666667,290.15,284.4833333333,281.6733333333,281.4833333333
+9525,2018-04-06 06:00:00,1.6666666667,level_10,0,1.6666666667,77.6666666667,81.3333333333,0,5,0,176.6666666667,0.3333333333,216,0,1,0,sp2,0,0,1016.3333333333,0,0,0,0,800,801.3333333333,1008,800,1015.3333333333,285.15,1012,284.15,284.15,800,283.7366666667,79.3333333333,284.15,282.8166666667,281.4833333333,281.3166666667,281.8166666667,285.2333333333,279.8166666667,289.4833333333,282.8166666667,280.7833333333,279.8166666667
+9526,2018-04-06 09:00:00,1.3333333333,level_7,0,1.6666666667,71.3333333333,64.6666666667,0,7,0,183.3333333333,0.3333333333,169.6666666667,0,0.3333333333,0,sp3,0,0,1016,0,0,0,0,800,800,1008,800,1015,286.4833333333,1012,285.8166666667,285.8166666667,800,285.4733333333,69.6666666667,285.8166666667,285.4833333333,283.4833333333,284.8166666667,285.15,287.8266666667,284.15,291.15,284.8166666667,281.6033333333,280.15
+9527,2018-04-06 12:00:00,2.3333333333,level_2,0,2.3333333333,46.3333333333,57,0,5,0,166.6666666667,1.6666666667,90,33.3333333333,1.3333333333,0,sp2,0,0,1016.3333333333,0,0.1,0,0,653.1666666667,800.3333333333,1007,800,1014.6666666667,292.15,1011.6666666667,290.8166666667,290.8166666667,800,290.7366666667,59.3333333333,290.8166666667,290.15,287.8166666667,289.15,290.8166666667,293.0466666667,288.15,295.8166666667,289.8166666667,287.0766666667,285.8166666667
+9528,2018-04-06 15:00:00,2,level_3,0,5,52.6666666667,52.6666666667,20,6.3333333333,38.3333333333,133.3333333333,3.6666666667,120,45,5,0,sp2,0,0,1015,0,0.7,0,0,417.5,800.6666666667,1004,801.6666666667,1013,294.4833333333,1009,290.4833333333,290.4833333333,801,293.7466666667,66.3333333333,290.4833333333,290.8166666667,289.8166666667,289.9833333333,293.4833333333,295.7133333333,289.15,298.4833333333,293.15,288.3866666667,286.15
+9529,2018-04-06 18:00:00,2,level_3,0,5,62,72.3333333333,20,7.6666666667,45,146.6666666667,4,123.3333333333,51.6666666667,8,0,sp1,0,0,1014,0,0.9,0,0,469.3333333333,800.6666666667,1002,802,1012,292.4833333333,1006.3333333333,289.15,289.15,801,292.3533333333,75.3333333333,289.15,289.15,289.4833333333,288.9833333333,292.15,294.5266666667,288.8166666667,297.4833333333,292.15,287.7233333333,285.15
+9530,2018-04-06 21:00:00,0.6666666667,level_2,0,3.6666666667,72.3333333333,93.3333333333,20,7.6666666667,43.3333333333,200,1,43.3333333333,75,4.3333333333,0.1,sp2,0,0,1014.3333333333,0,0.6,0,0,615,700,1002.6666666667,802,1011.6666666667,289.4833333333,1006.6666666667,288.4833333333,288.4833333333,801,288.47,70.6666666667,288.4833333333,288.15,286.8166666667,287.9833333333,287.4833333333,289.5666666667,287.8166666667,292.15,287.8166666667,285.67,284.8166666667
+9531,2018-04-07 00:00:00,2,level_1,0.2,1.3333333333,88.3333333333,92.3333333333,65.3333333333,3,93.3333333333,138.6666666667,3.6666666667,46.6666666667,80.6666666667,3.6666666667,0,sp4,0.2,0,1015.3333333333,0,0.3,0,0,702.3333333333,801.3333333333,994.6666666667,433.3333333333,1001,287.6786666667,987,286.7453333333,286.7453333333,600.3333333333,287.3253333333,68.3333333333,286.7453333333,286.912,286.262,286.5786666667,286.762,287.3453333333,286.2453333333,288.0953333333,287.012,286.262,286.262
+9532,2018-04-07 03:00:00,2.6666666667,level_5,0.1,1,87,89.3333333333,75.3333333333,2,30.6666666667,232,4,35,62,3,0,sp3,0.4,0,1014,0,0.1,0,0,702,801.3333333333,995,600.3333333333,999.3333333333,285.7223333333,986.6666666667,285.5223333333,285.5223333333,702,285.319,77.3333333333,285.5223333333,286.9556666667,284.6056666667,286.6223333333,285.489,285.7723333333,286.289,286.1556666667,285.0556666667,284.6056666667,284.6056666667
+9533,2018-04-07 06:00:00,2.3333333333,level_10,0.2,1.3333333333,94.6666666667,91.3333333333,75.3333333333,2,74,168.6666666667,4.3333333333,45,67,1,0,sp3,0.5,0,1013,0,0.1,0,0,702.3333333333,801.3333333333,995.3333333333,500.3333333333,997.6666666667,284.389,986,284.189,284.189,601,284.0256666667,84,284.189,286.289,283.2723333333,286.1223333333,284.8223333333,285.7156666667,285.9556666667,286.8223333333,283.7223333333,282.939,282.6056666667
+9534,2018-04-07 09:00:00,2,level_10,0.1,2,91,93,75,1.6666666667,38.3333333333,200,4.3333333333,43.3333333333,90,2.3333333333,0.1,sp2,0.1,0,1011,0,0.2,0,0,646.0555555556,700.6666666667,1006,701.6666666667,1008,284.15,1007,285.8166666667,285.8166666667,702,283.7433333333,77.6666666667,285.8166666667,287.4833333333,282.8166666667,287.15,283.4833333333,285.2666666667,286.8166666667,287.4833333333,283.4833333333,281.4433333333,279.8166666667
+9535,2018-04-07 12:00:00,3.3333333333,level_7,0.1,1,73,93.3333333333,75,2.6666666667,40,183.3333333333,4,46.6666666667,85,4.3333333333,0,sp3,0,0,1011,0,0.5,0,0,433.6666666667,802,1006,802,1007.6666666667,286.8166666667,1007,288.4833333333,288.4833333333,702,286.21,68.3333333333,288.4833333333,289.15,282.4833333333,288.65,283.15,285.2333333333,288.15,287.8166666667,285.8166666667,281.13,279.15
+9536,2018-04-07 15:00:00,4.6666666667,level_2,0.3,3.6666666667,61.6666666667,87,75,2,40,233.3333333333,5.3333333333,93.3333333333,90,7,0,sp2,0.1,0,1008.6666666667,0,0.5,0,0,438.1666666667,801.6666666667,1006,701.3333333333,1006,288.8166666667,1006.3333333333,289.8166666667,289.8166666667,500,288.4833333333,74,289.8166666667,290.8166666667,282.15,290.3166666667,282.4833333333,284.7133333333,289.8166666667,287.4833333333,288.15,281.07,279.15
+9537,2018-04-07 18:00:00,4,level_3,0.3,2.6666666667,68.3333333333,74.3333333333,75,2,51.6666666667,200,4.6666666667,80,68.3333333333,5.6666666667,0,sp2,0,0,1007.6666666667,0,0.2,0,0,600.6666666667,801,1006,802.3333333333,1005,288.4833333333,1006,289.8166666667,289.8166666667,500,287.99,75.3333333333,289.8166666667,289.4833333333,284.15,289.15,281.4833333333,283.2633333333,288.8166666667,285.4833333333,287.4833333333,282.7933333333,280.4833333333
+9538,2018-04-07 21:00:00,2,level_7,0.1,3,75,83.3333333333,20,2,51.6666666667,123.3333333333,3.6666666667,70,51.6666666667,4.6666666667,0,sp2,0,0,1007.6666666667,0,0,0,0,802.3333333333,803,1006.3333333333,634.6666666667,1005.6666666667,286.4833333333,1007,286.8166666667,286.8166666667,700.3333333333,286.02,91,286.8166666667,288.15,283.4833333333,288.15,280.4833333333,282.1233333333,288.15,284.15,285.4833333333,282.5433333333,281.4833333333
+9539,2018-04-08 00:00:00,1.3333333333,level_8,0,3.6666666667,93,100,0,0.6666666667,13.3333333333,124.3333333333,2.6666666667,46.6666666667,45,1,0,sp3,0.1,0,1007,0,0,0,0,802,801,1007,700.3333333333,1005.6666666667,284.15,1007.3333333333,285.15,285.15,800,283.9466666667,81.3333333333,285.15,288.15,280.8166666667,288.15,280.15,281.64,288.15,283.4833333333,283.8166666667,280.8166666667,280.8166666667
+9540,2018-04-08 03:00:00,0.6666666667,level_8,0,3.6666666667,93,97.6666666667,30.6666666667,0.6666666667,13.3333333333,226,2.3333333333,56.6666666667,75,1.3333333333,0,sp2,0,0,1005.6666666667,0,0,0,0,803,634.6666666667,1006.3333333333,800.6666666667,1005,283.8166666667,1007,283.4833333333,283.4833333333,801.3333333333,283.41,83,283.4833333333,287.15,280.4833333333,286.8166666667,279.15,280.9366666667,286.4833333333,283.15,283.15,280.2933333333,280.15
+9541,2018-04-08 06:00:00,1.3333333333,level_8,0,3.3333333333,93,100,51.6666666667,1,6.6666666667,305.6666666667,1.3333333333,40,50,1.6666666667,0,sp3,0,0,1004,0,0,0,0,781.3333333333,300,1006.6666666667,800.3333333333,1005,282.8166666667,1007.3333333333,283.15,283.15,802.3333333333,282.2066666667,81,283.15,286.4833333333,278.8166666667,286.4833333333,279.15,280.6366666667,286.4833333333,282.4833333333,281.8166666667,278.38,277.8166666667
+9542,2018-04-08 09:00:00,3,level_9,0.4,3.3333333333,87.3333333333,93.3333333333,75,0.6666666667,0,187,1,26.6666666667,31.6666666667,2.3333333333,0.2,sp6,0,0,1004,0,0,0,0,734.3333333333,567.6666666667,1007,767,1006,284.15,1008,286.15,286.15,614.6666666667,282.7333333333,70.3333333333,286.15,286.8166666667,280.4833333333,286.4833333333,280.4833333333,281.9633333333,286.15,283.8166666667,281.8166666667,279.7933333333,278.8166666667
+9543,2018-04-08 12:00:00,5.6666666667,level_9,0.1,7.3333333333,59.6666666667,63.6666666667,75,2,26.6666666667,316.6666666667,2.3333333333,243.3333333333,45,4,0.7,sp8,0,0,1004,0,0,0,0,802,467.1666666667,1007.6666666667,801.3333333333,1006,288.4833333333,1008.6666666667,291.8166666667,291.8166666667,702,287.6966666667,40.3333333333,291.8166666667,286.8166666667,285.15,285.9833333333,282.8166666667,284.3033333333,285.15,286.15,287.15,283.9866666667,281.8166666667
+9544,2018-04-08 15:00:00,4.6666666667,level_8,0,7.3333333333,48.3333333333,71.3333333333,40,1.6666666667,20,133.3333333333,3.6666666667,270,51.6666666667,5.3333333333,0,sp5,0,0,1003,0,0.6,0,0,608,802.6666666667,1006,801,1005,290.8166666667,1008,293.4833333333,293.4833333333,802,290.2066666667,34.3333333333,293.4833333333,287.4833333333,286.4833333333,286.8166666667,285.8166666667,287.4533333333,286.15,289.4833333333,289.8166666667,285.3533333333,283.8166666667
+9545,2018-04-08 18:00:00,6.3333333333,level_8,0,9.6666666667,60.3333333333,69,26.6666666667,3.3333333333,13.3333333333,63.3333333333,3.3333333333,270,26.6666666667,8.3333333333,0.1,sp4,0,0,1003,0,0.9,0,0,521,702,1005,800.6666666667,1004.6666666667,289.4833333333,1006.6666666667,293.15,293.15,801.3333333333,289.29,35,293.15,287.8166666667,287.15,286.8166666667,286.8166666667,288.1533333333,285.8166666667,289.8166666667,289.15,285.55,282.8166666667
+9546,2018-04-08 21:00:00,4.6666666667,level_8,0,6.6666666667,70.3333333333,66.3333333333,26.6666666667,2.3333333333,13.3333333333,103.3333333333,2.3333333333,266.6666666667,20,8.6666666667,0.2,sp3,0.3,0,1003.6666666667,0,0.1,0,0,707.3333333333,600,1005.3333333333,707,1006.3333333333,287.4833333333,1006.3333333333,289.4833333333,289.4833333333,801.3333333333,286.9066666667,49,289.4833333333,285.8166666667,285.4833333333,285.3166666667,283.15,284.64,284.8166666667,286.4833333333,286.4833333333,284.6633333333,283.4833333333
+9547,2018-04-09 00:00:00,4.6666666667,level_8,0,4,81,74.3333333333,45,1,31.6666666667,123.3333333333,1,110,56.6666666667,4.6666666667,0.2,sp4,0.3,0,1005.3333333333,0,0,0,0,802.3333333333,601,1006,500,1008,284.15,1006.3333333333,286.8166666667,286.8166666667,802,283.7433333333,61,286.8166666667,285.15,283.15,284.8166666667,279.15,281.23,284.4833333333,283.8166666667,283.4833333333,283.15,283.15
+9548,2018-04-09 03:00:00,4.6666666667,level_6,0,3.6666666667,81.3333333333,87,20,0.3333333333,0,90,0.6666666667,93.3333333333,75,4.3333333333,0.1,sp4,0.1,0,1006,0,0.5,0,0,500.3333333333,702,1005.6666666667,700,1007.3333333333,282.8166666667,1006,286.15,286.15,801,282.2066666667,66,286.15,284.8166666667,281.15,284.4833333333,278.8166666667,280.7533333333,284.15,283.15,281.8166666667,280.8166666667,280.4833333333
+9549,2018-04-09 06:00:00,4.6666666667,level_8,0,4.3333333333,76,86.6666666667,45,0.3333333333,0,102,1,285.6666666667,51.6666666667,3,0.3,sp4,0,0,1006,0,0,0,0,802.3333333333,500,1005.6666666667,800,1007.3333333333,282.15,1006.3333333333,286.15,286.15,741.6666666667,280.7366666667,63.3333333333,286.15,283.15,278.8166666667,282.3166666667,276.4833333333,279.0133333333,281.4833333333,282.15,279.8166666667,278.5933333333,278.15
+9550,2018-04-09 09:00:00,3.6666666667,level_8,0,6.3333333333,74.3333333333,90.6666666667,75,1,0,245.3333333333,0.6666666667,47.3333333333,80,2.3333333333,0,sp5,0,0,1007.3333333333,0,0.6,0,0,534,801.3333333333,1006.6666666667,800,1009,282.4833333333,1007.3333333333,286.8166666667,286.8166666667,803,280.8666666667,46.3333333333,286.8166666667,285.15,278.15,284.65,279.15,281.2333333333,284.15,283.8166666667,279.8166666667,277.1933333333,275.15
+9551,2018-04-09 12:00:00,5.6666666667,level_8,0.5,7,56.6666666667,86.6666666667,33.3333333333,2.6666666667,33.3333333333,213.3333333333,1.6666666667,160,90,3.6666666667,0,sp6,0,0,1007.3333333333,0,0.7,0,0,477.5,801.6666666667,1007,801.6666666667,1009,286.15,1008.3333333333,289.8166666667,289.8166666667,500.3333333333,285.34,39.6666666667,289.8166666667,289.8166666667,279.4833333333,288.8166666667,279.15,282.42,287.8166666667,286.4833333333,284.8166666667,278.1166666667,275.8166666667
+9552,2018-04-09 15:00:00,8.3333333333,level_8,0.9,8.6666666667,46.3333333333,79.3333333333,75,4.6666666667,45,306.6666666667,6,163.3333333333,85,5.6666666667,0,sp6,0,0,1006.6666666667,0,0.1,0,0,709,801.3333333333,1006,802,1007.6666666667,288.4833333333,1008.3333333333,291.4833333333,291.4833333333,501,287.4733333333,33.3333333333,291.4833333333,291.4833333333,280.4833333333,290.15,276.4833333333,281.2433333333,288.8166666667,287.15,286.8166666667,279.3233333333,277.4833333333
+9553,2018-04-09 18:00:00,7,level_8,0.7,8.3333333333,52,75.3333333333,75,3.3333333333,33.3333333333,206,4.6666666667,176.6666666667,75,6.3333333333,0,sp5,0.1,0,1006,0,0,0,0,803,801.3333333333,1007,708,1007.3333333333,288.15,1008,289.8166666667,289.8166666667,500.6666666667,287.9766666667,29,289.8166666667,289.4833333333,281.15,288.9833333333,277.15,279.4566666667,288.4833333333,282.4833333333,287.8166666667,280.0033333333,278.15
+9554,2018-04-09 21:00:00,7,level_8,0.4,8,64.6666666667,87,63.3333333333,1.6666666667,6.6666666667,126.6666666667,3.3333333333,223.3333333333,80,3.6666666667,0,sp6,0,0,1006.3333333333,0,0,0,0,635.3333333333,634,1006,800.3333333333,1009.3333333333,286.8166666667,1008.6666666667,285.15,285.15,601.3333333333,285.5233333333,50,285.15,286.4833333333,280.15,285.9833333333,277.15,279.38,285.4833333333,282.15,284.4833333333,279.53,278.4833333333
+9555,2018-04-10 00:00:00,6.6666666667,level_8,0.1,5.3333333333,76,87,31.6666666667,1.3333333333,0,66.6666666667,1.6666666667,263.3333333333,75,2.6666666667,0,sp6,0,0,1006.3333333333,0,0,0,0,803,801.3333333333,1005,800,1009.6666666667,284.8166666667,1008.3333333333,284.15,284.15,700.3333333333,282.7933333333,56,284.15,283.4833333333,280.15,282.3166666667,277.15,279.38,281.15,282.15,281.4833333333,279.96,279.8166666667
+9556,2018-04-10 03:00:00,5.6666666667,level_7,0,5.3333333333,87,89,0,1.6666666667,0,36.6666666667,2.6666666667,274,75,2.6666666667,0,sp5,0,0,1006,0,0,0,0,635.3333333333,800.6666666667,1002,800,1008.6666666667,282.8166666667,1006,284.15,284.15,800,282.08,57.3333333333,284.15,282.15,281.15,281.15,276.4833333333,278.7166666667,280.15,281.4833333333,281.4833333333,280.58,280.15
+9557,2018-04-10 06:00:00,6.3333333333,level_8,0.2,4.3333333333,87,91.3333333333,13.3333333333,3,0,133.3333333333,1,160,80,3,0,sp3,0,0,1005,0,0.3,0,0,702.3333333333,800,998.3333333333,800,1007.6666666667,282.15,1003.6666666667,285.15,285.15,600,281.7433333333,60.6666666667,285.15,280.8166666667,280.8166666667,279.9833333333,277.15,279.08,279.15,281.4833333333,281.4833333333,280.36,279.8166666667
+9558,2018-04-10 09:00:00,6,level_8,0.3,3,85,93,75,4,25,173.3333333333,2,196.6666666667,90,3,0,sp2,0.1,0,1005.3333333333,0,1.6,0,0,467.8333333333,801,997,700,1006,283.8166666667,1001.3333333333,286.8166666667,286.8166666667,500,283.0066666667,54.3333333333,286.8166666667,284.15,280.15,283.65,278.4833333333,280.5633333333,283.15,283.15,282.4833333333,279.1966666667,277.15
+9559,2018-04-10 12:00:00,6.3333333333,level_7,0.3,6,91,89,75,2.3333333333,85,230,3.6666666667,203.3333333333,90,9.6666666667,0,sp1,0.7,0,1004.6666666667,0,0.9,0,0,501,801,997,500.6666666667,1004,285.4833333333,999,290.15,290.15,500,285.3,40,290.15,287.8166666667,279.4833333333,287.3166666667,279.8166666667,281.3033333333,286.8166666667,283.15,285.15,279.0766666667,278.15
+9560,2018-04-10 15:00:00,5.3333333333,level_8,0.1,7.3333333333,93,91,75,3,75,310,5.6666666667,173.3333333333,85,8,0,sp1,1.6,0,1002.6666666667,0,0.7,0,0,534,802.3333333333,996.6666666667,501.3333333333,1001.6666666667,286.8166666667,996,288.15,288.15,702,286.6366666667,55.3333333333,288.15,288.4833333333,279.8166666667,288.3166666667,281.15,282.0433333333,288.15,283.15,286.4833333333,278.5133333333,275.4833333333
+9561,2018-04-10 18:00:00,4,level_5,0.2,2.3333333333,93,91.3333333333,80.6666666667,2.3333333333,80.6666666667,330.3333333333,6,183,85.6666666667,8,0,sp1,0.3,0,1003,0,0.4,0,0,567.3333333333,802.6666666667,987,500,989.6666666667,286.5166666667,975.3333333333,285.0166666667,285.0166666667,601,286.3333333333,80,285.0166666667,287.6666666667,279.5166666667,287.5,279.9333333333,280.9333333333,287.3333333333,282.2666666667,286.1833333333,279.2466666667,278.5166666667
+9562,2018-04-10 21:00:00,2.3333333333,level_6,0.5,1.3333333333,87,98.6666666667,86.3333333333,1,54.6666666667,229,6,166.3333333333,58.3333333333,6,0.2,sp1,0.2,0,1004,0,0.5,0,0,500.3333333333,601,979.3333333333,600.6666666667,978.3333333333,284.5436666667,956.6666666667,283.1603333333,283.1603333333,500.3333333333,284.1403333333,92,283.1603333333,286.4103333333,277.6603333333,286.2436666667,278.027,278.877,286.077,280.027,283.877,277.5436666667,277.327
+9563,2018-04-11 00:00:00,1.6666666667,level_8,1.6,5,72.6666666667,84.6666666667,86.3333333333,1.3333333333,20,110,2,100,75,6,0.3,sp1,0,0,998.6666666667,0,0.3,0,0,466.6666666667,540.1666666667,999,801,995.3333333333,283.8166666667,996,283.8166666667,283.8166666667,501.3333333333,283.0066666667,79.6666666667,283.8166666667,285.4833333333,278.4833333333,284.9833333333,275.15,277.83,284.4833333333,281.15,282.4833333333,277.9133333333,277.4833333333
+9564,2018-04-11 03:00:00,2.3333333333,level_8,0.7,5,77.6666666667,84.3333333333,92,1.6666666667,20,230,4.6666666667,100,51.6666666667,4.6666666667,0.7,sp1,0,0,995,0,0.2,0,0,600.6666666667,534,998.6666666667,801,993.3333333333,282.8166666667,995.3333333333,282.4833333333,282.4833333333,500.6666666667,282.2066666667,71,282.4833333333,285.15,277.8166666667,284.65,275.8166666667,278.3466666667,284.15,281.4833333333,281.8166666667,277.8166666667,277.8166666667
+9565,2018-04-11 06:00:00,2.3333333333,level_9,0.7,6.3333333333,81,84,75,4.6666666667,20,323.3333333333,5.3333333333,123.3333333333,40,4,0.7,sp1,0,0,993,0,0,0,0,802,500.6666666667,998,801,993,282.15,996,282.8166666667,282.8166666667,500.6666666667,281.34,62.6666666667,282.8166666667,284.4833333333,278.15,283.8166666667,277.4833333333,279.43,283.15,282.15,280.8166666667,277.4366666667,276.8166666667
+9566,2018-04-11 09:00:00,6.6666666667,level_8,0.9,7.6666666667,74.3333333333,82.6666666667,75,8.6666666667,63.3333333333,313.3333333333,3.3333333333,40,20,4.3333333333,0.5,sp1,0,0,992.6666666667,0,0,0,0,801,450.5,999,802.6666666667,994,283.15,997.6666666667,284.4833333333,284.4833333333,501,281.94,56,284.4833333333,284.4833333333,279.15,283.3166666667,278.4833333333,280.2666666667,282.15,282.4833333333,281.15,278.41,277.8166666667
+9567,2018-04-11 12:00:00,8.3333333333,level_8,0.5,10,58,86,75,10.3333333333,33.3333333333,320,5,93.3333333333,20,5,0.1,sp1,0,0,993,0,0,0,0,801,708.6666666667,999,801.6666666667,994,286.8166666667,999.3333333333,285.8166666667,285.8166666667,500.3333333333,285.6066666667,55.3333333333,285.8166666667,286.8166666667,280.4833333333,285.9833333333,279.8166666667,281.45,285.15,283.4833333333,284.8166666667,279.9366666667,279.4833333333
+9568,2018-04-11 15:00:00,10,level_8,0.3,11.6666666667,44,55.6666666667,75,8.6666666667,0,313.3333333333,6,130,51.6666666667,7,0,sp1,0,0,993,0,0,0,0,802.3333333333,803,998.6666666667,800,994,290.15,999.3333333333,286.15,286.15,500,289.1633333333,50,286.15,287.15,282.8166666667,286.8166666667,281.15,282.49,286.4833333333,284.15,288.4833333333,281.79,280.15
+9569,2018-04-11 18:00:00,8.6666666667,level_9,0.3,9.6666666667,39,55.6666666667,75,7.3333333333,0,313.3333333333,4.3333333333,110,51.6666666667,8,0,sp1,0,0,993.6666666667,0,0,0,0,802.3333333333,802.3333333333,999.6666666667,800,995,290.4833333333,999.6666666667,286.15,286.15,500,289.51,48,286.15,286.4833333333,284.15,286.15,281.4833333333,283.0333333333,285.8166666667,285.15,288.8166666667,282.7966666667,280.15
+9570,2018-04-11 21:00:00,6.6666666667,level_9,0.2,7,52.3333333333,58.3333333333,75,6.6666666667,0,316.6666666667,2.6666666667,66.6666666667,38.3333333333,5.3333333333,0.6,sp2,0,0,995,0,0,0,0,801.6666666667,440.6666666667,1000.6666666667,800,997,287.8166666667,1001.6666666667,286.4833333333,286.4833333333,601,286.8066666667,50.3333333333,286.4833333333,284.4833333333,283.8166666667,284.3166666667,281.15,282.8633333333,284.15,284.8166666667,286.15,282.7633333333,281.4833333333
+9571,2018-04-12 00:00:00,6,level_9,0.5,7.3333333333,68,61.3333333333,86.3333333333,7.3333333333,0,313.3333333333,2.3333333333,246.6666666667,75,5,0.2,sp3,0,0,996.6666666667,0,0,0,0,803,600.3333333333,1002,800,998,285.15,1002.6666666667,287.15,287.15,500.3333333333,283.94,47,287.15,283.4833333333,283.4833333333,282.8566666667,281.15,282.49,282.15,284.15,283.15,282.9133333333,282.4833333333
+9572,2018-04-12 03:00:00,6.3333333333,level_8,1.4,5.3333333333,77.6666666667,71.6666666667,92,6.6666666667,0,316.6666666667,1.6666666667,193.3333333333,63.3333333333,3.6666666667,0,sp2,0,0,997,0,0,0,0,802.6666666667,801,1001.6666666667,800,999.3333333333,284.15,1003,285.8166666667,285.8166666667,501,282.94,54.3333333333,285.8166666667,282.15,281.8166666667,281.3166666667,280.8166666667,282.3066666667,280.4833333333,284.15,282.15,281.4366666667,281.15
+9573,2018-04-12 06:00:00,2.6666666667,level_8,0.5,6.3333333333,81,77,75,3.6666666667,0,296.6666666667,2,243.3333333333,26.6666666667,1.6666666667,0,sp2,0,0,998,0,0,0,0,801.3333333333,800,1002,800,1000.6666666667,284.15,1003.3333333333,284.8166666667,284.8166666667,500.3333333333,282.9366666667,60.6666666667,284.8166666667,281.15,280.8166666667,280.15,280.4833333333,281.8233333333,279.15,283.4833333333,282.15,279.5666666667,278.8166666667
+9574,2018-04-12 09:00:00,4.3333333333,level_8,0.2,8,81.3333333333,91,75,0.6666666667,25,186.6666666667,4.3333333333,253.3333333333,75,1.3333333333,0,sp2,0.1,0,999.3333333333,0,0,0,0,748.3333333333,800,1003,700,1002.6666666667,285.15,1004,286.8166666667,286.8166666667,601,284.1366666667,55.6666666667,286.8166666667,284.15,280.4833333333,283.15,280.8166666667,282.3866666667,282.15,284.4833333333,283.4833333333,278.79,277.8166666667
+9575,2018-04-12 12:00:00,4.3333333333,level_9,0,9.3333333333,85.3333333333,72.3333333333,75,0.6666666667,51.6666666667,133.3333333333,3,253.3333333333,75,3.6666666667,0,sp1,0.1,0,1000.6666666667,0,0,0,0,803,800.6666666667,1002.6666666667,701.6666666667,1003,286.8166666667,1004.3333333333,290.15,290.15,803,286.2066666667,43.3333333333,290.15,287.8166666667,283.15,287.15,283.8166666667,284.86,286.4833333333,286.15,285.8166666667,281.79,279.4833333333
+9576,2018-04-12 15:00:00,4.6666666667,level_9,0,6.6666666667,91,64.6666666667,51.6666666667,1,63.3333333333,63.3333333333,4,156.6666666667,75,5.6666666667,0,sp1,1.6,0,1001,0,0.3,0,0,709,802,1000.6666666667,501.3333333333,1002,286.15,1002.6666666667,293.4833333333,293.4833333333,802.3333333333,285.6833333333,30,293.4833333333,289.15,285.15,288.65,285.8166666667,287.5966666667,288.15,289.8166666667,285.15,283.6633333333,282.15
+9577,2018-04-12 18:00:00,3.6666666667,level_8,0,6,89.3333333333,87,33.3333333333,1.6666666667,45,114.6666666667,2.6666666667,110,75,3.6666666667,0,sp1,0.4,0,1001.6666666667,0,0.5,0,0,500.3333333333,802,999,600.6666666667,1001.3333333333,285.4833333333,1001.3333333333,292.8166666667,292.8166666667,801.6666666667,284.7366666667,30,292.8166666667,288.15,283.8166666667,287.9833333333,286.8166666667,288.4466666667,287.8166666667,290.4833333333,284.15,281.87,279.4833333333
+9578,2018-04-12 21:00:00,2.3333333333,level_8,0,3,85,95.3333333333,0,2,26.6666666667,93.3333333333,1.3333333333,87.3333333333,85,3.6666666667,0.1,sp1,0.5,0,1003,0,0.9,0,0,501,700.6666666667,999.6666666667,458.8333333333,1002.3333333333,285.4833333333,1000.3333333333,289.8166666667,289.8166666667,800,284.8733333333,46,289.8166666667,286.4833333333,281.15,285.9833333333,284.4833333333,285.3766666667,285.4833333333,286.4833333333,284.4833333333,280.2966666667,279.4833333333
+9579,2018-04-13 00:00:00,2.3333333333,level_9,0,3,91,100,24,1,0,33.3333333333,1.6666666667,210,75,1.3333333333,0,sp1,0,0,1004.3333333333,0,0.3,0,0,500,803,1000.3333333333,800,1003,284.15,1001,286.8166666667,286.8166666667,801.3333333333,283.8166666667,68.6666666667,286.8166666667,285.8166666667,280.8166666667,284.9833333333,280.8166666667,282.0033333333,284.15,283.4833333333,283.4833333333,280.6733333333,280.4833333333
+9580,2018-04-13 03:00:00,4,level_8,0,2.3333333333,87,95.6666666667,33.3333333333,1,26.6666666667,0,2.3333333333,248,75,2.3333333333,0,sp1,0.1,0,1005,0,0.2,0,0,601,800.6666666667,1000.6666666667,700,1003,282.4833333333,1001.3333333333,285.8166666667,285.8166666667,802,282.0766666667,80,285.8166666667,284.15,280.15,282.65,279.4833333333,280.82,281.15,282.4833333333,281.8166666667,280.15,280.15
+9581,2018-04-13 06:00:00,3,level_8,0.1,3.3333333333,93,93,0,0.6666666667,13.3333333333,100,2.3333333333,146,63.3333333333,1,0.2,sp1,0.1,0,1005.3333333333,0,0,0,0,802.6666666667,600,1001.3333333333,700.6666666667,1003.3333333333,281.8166666667,1002.3333333333,284.8166666667,284.8166666667,700,281.6866666667,69.3333333333,284.8166666667,284.15,279.15,282.9833333333,280.15,281.49,281.8166666667,283.15,281.4833333333,278.8966666667,278.8166666667
+9582,2018-04-13 09:00:00,3,level_9,0,3.6666666667,91,85,33.3333333333,2.3333333333,85,113.3333333333,1.6666666667,23.3333333333,45,1.6666666667,0.3,sp1,0.9,0,1007,0,0,0,0,714.3333333333,702.3333333333,1003.3333333333,514.3333333333,1005.3333333333,283.15,1004.6666666667,286.15,286.15,801.6666666667,282.7433333333,62.6666666667,286.15,287.15,280.15,285.8166666667,281.15,283.38,284.4833333333,286.15,282.4833333333,278.79,276.8166666667
+9583,2018-04-13 12:00:00,3.3333333333,level_8,0.1,4.3333333333,85.3333333333,65.6666666667,45,2,80,100,3.3333333333,96.6666666667,75,6.6666666667,0.1,sp1,0.7,0,1008.6666666667,0,0,0,0,803,708.6666666667,1005.6666666667,473.8333333333,1006.6666666667,284.4833333333,1006.6666666667,291.4833333333,291.4833333333,701.3333333333,283.27,38.6666666667,291.4833333333,287.4833333333,283.15,287.15,283.4833333333,285.7666666667,286.8166666667,288.8166666667,282.4833333333,282.06,280.15
+9584,2018-04-13 15:00:00,2.6666666667,level_7,0.1,4.6666666667,68.3333333333,56.3333333333,63.3333333333,2.6666666667,75,86.6666666667,3,116.6666666667,40,6,0.1,sp1,0.3,0,1009.6666666667,0,0.3,0,0,701.6666666667,702,1006.6666666667,500,1006.6666666667,287.4833333333,1007,292.8166666667,292.8166666667,702,285.8666666667,29.3333333333,292.8166666667,287.8166666667,285.8166666667,286.9833333333,284.4833333333,287.01,286.15,290.15,284.8166666667,284.24,280.8166666667
+9585,2018-04-13 18:00:00,2,level_5,0.7,6.3333333333,63,52.6666666667,63.3333333333,2.6666666667,20,256.6666666667,2.3333333333,106.6666666667,45,4.6666666667,0,sp1,0,0,1010.3333333333,0,0,0,0,802,803,1009,801,1007.3333333333,288.8166666667,1008,290.4833333333,290.4833333333,500.6666666667,287.8033333333,50.6666666667,290.4833333333,287.8166666667,286.15,287.15,282.4833333333,284.7233333333,286.4833333333,287.4833333333,287.15,285.47,283.8166666667
+9586,2018-04-13 21:00:00,3.3333333333,level_3,0.2,2.3333333333,80.6666666667,71.3333333333,75,1.3333333333,0,206.6666666667,1,56.6666666667,63.3333333333,2,0.3,sp3,0,0,1012,0,0.1,0,0,668.5,500,1011.3333333333,800,1009.3333333333,286.4833333333,1010,288.15,288.15,601,285.15,65.6666666667,288.15,286.8166666667,284.4833333333,286.4833333333,281.8166666667,283.0066666667,286.15,284.4833333333,283.8166666667,283.8866666667,283.15
+9587,2018-04-14 00:00:00,1.6666666667,level_5,0,2.6666666667,91,87,62.3333333333,0.3333333333,0,103.6666666667,1.3333333333,16.6666666667,33.3333333333,1.3333333333,0.3,sp5,0,0,1014,0,0,0,0,801.6666666667,500,1013.6666666667,800,1012.6666666667,282.4833333333,1012.3333333333,286.4833333333,286.4833333333,735,282.0766666667,80,286.4833333333,286.4833333333,281.4833333333,286.15,281.15,282.19,285.8166666667,283.4833333333,281.8166666667,281.34,281.15
+9588,2018-04-14 03:00:00,1,level_7,0,1.6666666667,93,100,75,1,0,36.6666666667,1,130,26.6666666667,1,0.3,sp6,0,0,1014,0,0,0,0,801.3333333333,500,1014.6666666667,800,1012.6666666667,281.15,1013.3333333333,283.8166666667,283.8166666667,701,280.14,85,283.8166666667,286.15,278.4833333333,285.65,281.15,282.01,285.15,283.15,279.4833333333,278.2933333333,278.15
+9589,2018-04-14 06:00:00,1,level_7,0,1.6666666667,95.3333333333,100,75,0.6666666667,0,116.6666666667,2,240,0,0.6666666667,0.1,sp8,0,0,1014,0,0,0,0,800,568.1666666667,1015.3333333333,780.3333333333,1013.6666666667,280.15,1014.3333333333,282.4833333333,282.4833333333,701,279.14,85,282.4833333333,286.15,277.4833333333,285.63,281.8166666667,282.3,285.15,283.15,278.4833333333,277.0133333333,276.4833333333
+9590,2018-04-14 09:00:00,1,level_10,0,3.3333333333,89.6666666667,77.6666666667,75,0.6666666667,6.6666666667,50,3.3333333333,24,0,0.6666666667,0.3,sp12,0,0,1015.6666666667,0,0,0,0,800,668.1666666667,1017.3333333333,780.3333333333,1015,283.15,1016,284.15,284.15,735,281.7366666667,71.3333333333,284.15,286.4833333333,281.8166666667,286.3166666667,281.8166666667,282.8566666667,286.15,284.15,280.8166666667,279.8266666667,278.4833333333
+9591,2018-04-14 12:00:00,1.6666666667,level_6,0,2.3333333333,64.6666666667,54,51.6666666667,0.6666666667,6.6666666667,0,2,40,33.3333333333,1.3333333333,0.7,sp13,0,0,1016.3333333333,0,0,0,0,801.6666666667,467.3333333333,1017.3333333333,800.3333333333,1015.6666666667,289.8166666667,1017,289.8166666667,289.8166666667,802.3333333333,289.2066666667,50,289.8166666667,286.4833333333,286.4833333333,286.4833333333,284.8166666667,286.3033333333,286.4833333333,288.15,288.8166666667,285.5533333333,284.4833333333
+9592,2018-04-14 15:00:00,0.6666666667,level_3,0,6.3333333333,52.3333333333,46,40,1.3333333333,20,30,4.3333333333,219.3333333333,75,2.3333333333,0.7,sp13,0,0,1016.3333333333,0,0,0,0,803,500.6666666667,1016,801,1015.3333333333,292.8166666667,1016.6666666667,291.15,291.15,802,291.8066666667,57.6666666667,291.15,286.15,289.4833333333,285.9833333333,288.15,289.9333333333,285.8166666667,292.15,291.15,288.4,287.15
+9593,2018-04-14 18:00:00,2.3333333333,level_3,0,5.3333333333,56.6666666667,45,26.6666666667,3,20,90,3.3333333333,323.3333333333,33.3333333333,5.3333333333,0,sp12,0,0,1016,0,0,0,0,801.6666666667,801,1014,801,1016,292.4833333333,1016,289.8166666667,289.8166666667,801.3333333333,292.0766666667,65.6666666667,289.8166666667,287.15,290.8166666667,287.15,289.15,290.7966666667,287.15,292.8166666667,291.8166666667,289.5233333333,288.15
+9594,2018-04-14 21:00:00,2.6666666667,level_2,0,2.3333333333,66.3333333333,58.3333333333,6.6666666667,1.3333333333,0,110.3333333333,2,303.3333333333,6.6666666667,4,0.1,sp15,0,0,1016.6666666667,0,0,0,0,800.3333333333,700.3333333333,1014.3333333333,800,1017.3333333333,289.8166666667,1017,287.8166666667,287.8166666667,800.3333333333,288.6033333333,73.3333333333,287.8166666667,286.8166666667,288.8166666667,286.4833333333,285.15,286.49,286.15,288.15,287.8166666667,287.6133333333,286.4833333333
+9595,2018-04-15 00:00:00,1.6666666667,level_9,0,2.6666666667,87.3333333333,71.6666666667,0,2.3333333333,12,130,1.6666666667,280,6.6666666667,2.6666666667,0,sp17,0,0,1016,0,0,0,0,800.3333333333,800,1014.3333333333,800.6666666667,1018,286.15,1018,285.15,285.15,800,285.34,81.3333333333,285.15,286.15,284.8166666667,285.65,281.15,283.23,285.15,285.8166666667,284.8166666667,282.7266666667,281.15
+9596,2018-04-15 03:00:00,0.3333333333,level_9,0,1.6666666667,93,91,6.6666666667,1.6666666667,12,116.6666666667,1.6666666667,111,20,2.3333333333,0,sp17,0,0,1014.6666666667,0,0,0,0,801,800,1013,800.6666666667,1016.6666666667,284.4833333333,1017,283.15,283.15,800.3333333333,284.0766666667,85,283.15,286.15,281.4833333333,285.3166666667,280.8166666667,284.09,284.4833333333,288.15,283.8166666667,280.7233333333,280.15
+9597,2018-04-15 06:00:00,1.3333333333,level_9,0,2.6666666667,95.3333333333,91.3333333333,0,1.6666666667,45.3333333333,90,1.6666666667,210.3333333333,25,1,0,sp16,0,0,1014,0,0,0,0,801,800,1013,781.3333333333,1015.6666666667,283.4833333333,1017,282.15,282.15,800,283.28,87,282.15,286.15,281.4833333333,285.15,282.8166666667,285.94,284.15,289.8166666667,283.15,280.68,279.8166666667
+9598,2018-04-15 09:00:00,4.6666666667,level_6,0,1.6666666667,89.6666666667,83.3333333333,0,1.3333333333,22.6666666667,196.6666666667,0.6666666667,133.3333333333,45,1.6666666667,0,sp17,0,0,1014,0,0.1,0,0,701.6666666667,800,1013.6666666667,801,1016,284.8166666667,1017,288.4833333333,288.4833333333,800,284.6133333333,59.6666666667,288.4833333333,288.15,284.15,287.15,284.4833333333,286.5633333333,286.15,289.15,284.4833333333,282.9066666667,281.4833333333
+9599,2018-04-15 12:00:00,4,level_8,0,3.3333333333,67.3333333333,64,56.6666666667,2.6666666667,40,353.3333333333,2.6666666667,296.6666666667,26.6666666667,2.6666666667,0,sp17,0,0,1013,0,0,0,0,801.3333333333,800,1015,802,1014.6666666667,289.8166666667,1017.3333333333,296.4833333333,296.4833333333,802.3333333333,289.01,31.6666666667,296.4833333333,293.15,288.8166666667,291.9833333333,287.8166666667,288.5466666667,290.8166666667,289.4833333333,288.4833333333,287.3233333333,285.8166666667
+9600,2018-04-15 15:00:00,7,level_7,0,8.3333333333,69,69,75,2,75,166.6666666667,3.3333333333,250,33.3333333333,4.6666666667,0,sp16,0,0,1011.3333333333,0,0,0,0,634.3333333333,800.6666666667,1015.6666666667,803,1012.3333333333,290.4833333333,1016.3333333333,298.8166666667,298.8166666667,803,290.28,28.3333333333,298.8166666667,295.8166666667,291.15,293.3166666667,287.8166666667,288.2633333333,290.8166666667,288.8166666667,290.15,289.2733333333,287.15
+9601,2018-04-15 18:00:00,8.3333333333,level_8,0.2,8,78.6666666667,74.6666666667,75,1.6666666667,85,30,4.3333333333,220,51.6666666667,5.6666666667,0,sp15,0,0,1010.6666666667,0,0,0,0,635.3333333333,801,1015.6666666667,803.6666666667,1011,289.4833333333,1015,299.4833333333,299.4833333333,601,289.28,26.6666666667,299.4833333333,295.15,289.8166666667,292.8166666667,285.15,286.4833333333,290.4833333333,288.15,289.15,288.2033333333,285.8166666667
+9602,2018-04-15 21:00:00,4.3333333333,level_8,0,5.6666666667,93,83.6666666667,75,1,85,33.3333333333,1.3333333333,238,75,4.6666666667,0,sp15,0.1,0,1012.6666666667,0,0.1,0,0,702,800.3333333333,1016,534.3333333333,1012.6666666667,288.4833333333,1014.6666666667,295.4833333333,295.4833333333,803,288.1733333333,41.3333333333,295.4833333333,291.15,287.4833333333,289.9833333333,282.8166666667,284.6,288.8166666667,286.8166666667,287.8166666667,286.5433333333,284.8166666667
+9603,2018-04-16 00:00:00,5.3333333333,level_9,0.1,4,93,97.6666666667,75,0.3333333333,75,223,0.6666666667,232,75,3.6666666667,0,sp15,0.1,0,1013,0,0.9,0,0,467.5,800.6666666667,1015.6666666667,366.6666666667,1013,287.4833333333,1013.3333333333,293.15,293.15,702,287.15,52,293.15,287.8166666667,285.8166666667,287.4833333333,281.8166666667,283.4566666667,287.15,285.4833333333,286.8166666667,285.34,284.8166666667
+9604,2018-04-16 03:00:00,2.3333333333,level_8,0.5,4.3333333333,93,85.3333333333,92,2.3333333333,6.6666666667,306.6666666667,1.6666666667,290,51.6666666667,2.3333333333,0,sp15,0,0,1012.6666666667,0,0.1,0,0,668,802,1016.6666666667,633.6666666667,1012,284.4833333333,1013.6666666667,291.4833333333,291.4833333333,500.3333333333,284.3533333333,56.6666666667,291.4833333333,287.15,282.4833333333,285.8166666667,280.4833333333,282.27,284.4833333333,284.4833333333,284.15,282.2933333333,282.15
+9605,2018-04-16 06:00:00,2.6666666667,level_8,0.2,6.6666666667,95.3333333333,91.3333333333,75,0.6666666667,6.6666666667,103.3333333333,0.6666666667,105,33.3333333333,1.3333333333,0,sp16,0,0,1012,0,0,0,0,801.6666666667,800,1017,780.3333333333,1012,282.8166666667,1015.3333333333,290.15,290.15,601,282.41,54,290.15,286.8166666667,281.8166666667,285.8166666667,280.15,281.7866666667,284.8166666667,283.8166666667,282.15,281.34,280.8166666667
+9606,2018-04-16 09:00:00,3.3333333333,level_8,0,5.6666666667,89.6666666667,69,63.3333333333,0.6666666667,0,109.6666666667,2.6666666667,45,20,0.6666666667,0,sp17,0,0,1012.3333333333,0,0,0,0,801,800.3333333333,1019,727.6666666667,1012.6666666667,283.8166666667,1017.3333333333,289.15,289.15,802.6666666667,283.21,62.3333333333,289.15,287.8166666667,283.15,287.2766666667,280.8166666667,282.4666666667,286.8166666667,284.4833333333,282.8166666667,281.9933333333,280.4833333333
+9607,2018-04-16 12:00:00,4.6666666667,level_10,0,6.6666666667,63,56.6666666667,40,0.6666666667,6.6666666667,103.3333333333,3,56.6666666667,40,1,0.3,sp18,0,0,1013.3333333333,0,0,0,0,802,500,1019.3333333333,800.3333333333,1013.6666666667,288.4833333333,1018.6666666667,292.4833333333,292.4833333333,802,287.47,43.3333333333,292.4833333333,290.15,286.4833333333,289.5033333333,283.8166666667,285.6133333333,288.8166666667,287.8166666667,286.8166666667,285.3933333333,284.15
+9608,2018-04-16 15:00:00,4.6666666667,level_10,0,6.6666666667,53.3333333333,50.6666666667,75,3,20,230,4.6666666667,123.3333333333,20,1.3333333333,0,sp17,0,0,1014.6666666667,0,0,0,0,801,801.3333333333,1019,801,1014,291.8166666667,1018,295.15,295.15,803,290.8066666667,32,295.15,289.8166666667,289.4833333333,289.15,285.8166666667,287.4033333333,288.4833333333,289.4833333333,290.15,288.06,286.15
+9609,2018-04-16 18:00:00,3.3333333333,level_4,0,4.3333333333,52.3333333333,47,20,3.6666666667,20,100,1.3333333333,162,6.6666666667,2.6666666667,0.1,sp16,0,0,1016,0,0,0,0,800.3333333333,700,1018.3333333333,801,1016,292.8166666667,1018.3333333333,291.15,291.15,801,292.21,53,291.15,290.15,290.8166666667,289.65,287.15,288.6,289.15,290.4833333333,291.8166666667,289.8766666667,288.8166666667
+9610,2018-04-16 21:00:00,4.3333333333,level_6,0,2,70.3333333333,69.6666666667,0,2.6666666667,0,106.6666666667,0.6666666667,200,0,4.3333333333,0,sp17,0,0,1018,0,0,0,0,800,800,1018.6666666667,800,1018.3333333333,289.8166666667,1020,290.15,290.15,800,289.35,59,290.15,288.15,288.4833333333,287.65,283.8166666667,285.6033333333,287.15,287.8166666667,288.8166666667,287.4966666667,286.15
+9611,2018-04-17 00:00:00,1.6666666667,level_4,0,1.3333333333,85.3333333333,81,13.3333333333,2.3333333333,0,143.3333333333,0.3333333333,96.6666666667,0,1.6666666667,0,sp18,0,0,1019.3333333333,0,0,0,0,800,800,1019,800,1020.6666666667,285.4833333333,1021.6666666667,287.8166666667,287.8166666667,800.6666666667,285.0766666667,68.3333333333,287.8166666667,285.15,284.15,284.8166666667,278.4833333333,281.6066666667,284.4833333333,285.4833333333,284.8166666667,283.8633333333,283.4833333333
+9612,2018-04-17 03:00:00,1,level_7,0,1.3333333333,93,91.3333333333,6.6666666667,3,0,126.6666666667,1.6666666667,191.3333333333,0,1,0,sp18,0,0,1020,0,0,0,0,800,800,1019,800,1021,284.15,1022.6666666667,284.4833333333,284.4833333333,800.3333333333,283.14,81,284.4833333333,285.15,281.4833333333,284.3166666667,277.15,280.27,283.4833333333,284.15,282.4833333333,281.1033333333,280.8166666667
+9613,2018-04-17 06:00:00,0.6666666667,level_9,0,1.6666666667,93,95.3333333333,0,1.6666666667,0,116.6666666667,1.3333333333,293.3333333333,0,1.3333333333,0,sp18,0,0,1020.6666666667,0,0,0,0,800,800,1020,800,1021.6666666667,283.15,1023,283.4833333333,283.4833333333,800,281.9366666667,83,283.4833333333,286.4833333333,279.8166666667,284.8166666667,275.8166666667,279.5366666667,283.15,284.15,281.15,279.2866666667,278.8166666667
+9614,2018-04-17 09:00:00,1,level_4,0,1.6666666667,86.3333333333,72.6666666667,0,2,0,126.6666666667,1,173.3333333333,0,3.3333333333,0,sp19,0,0,1022.3333333333,0,0,0,0,800,800,1021.3333333333,800,,285.4833333333,1024.6666666667,288.4833333333,288.4833333333,800,284.2733333333,62,288.4833333333,290.15,284.15,289.3166666667,282.4833333333,285.01,288.4833333333,288.15,283.4833333333,282.0566666667,280.4833333333
+9615,2018-04-17 12:00:00,1,level_6,0,2,58.3333333333,55.3333333333,0,1.6666666667,0,50,1.6666666667,176.6666666667,0,4.6666666667,0,sp19,0,0,1022.6666666667,0,0,0,0,800,800,1021.3333333333,800,,292.8166666667,1025.6666666667,295.4833333333,295.4833333333,800,292.0066666667,36,295.4833333333,295.15,289.4833333333,293.9833333333,290.4833333333,292.88,292.8166666667,295.8166666667,291.4833333333,288.1166666667,286.8166666667
+9616,2018-04-17 15:00:00,0.6666666667,level_4,0,3.6666666667,38,39.6666666667,0,5,0,286.6666666667,4,133.3333333333,0,2.3333333333,0,sp18,0,0,1021.6666666667,0,0,0,0,800,800.3333333333,1021,800,,296.8166666667,1024.3333333333,297.15,297.15,800,296.21,32.3333333333,297.15,296.8166666667,293.15,294.4833333333,293.4833333333,294.49,292.15,295.4833333333,295.8166666667,292.1233333333,290.4833333333
+9617,2018-04-17 18:00:00,1.3333333333,level_4,0,5,37.6666666667,35.3333333333,0,2.6666666667,0,293.3333333333,3,150,0,1.3333333333,0,sp17,0,0,1021.3333333333,0,0,0,0,800,800,1021,800,,298.15,1023.6666666667,294.4833333333,294.4833333333,800,297.6133333333,41,294.4833333333,296.4833333333,295.15,294.15,294.15,295.6166666667,291.8166666667,296.8166666667,297.15,294.1433333333,292.8166666667
+9618,2018-04-17 21:00:00,1.6666666667,level_2,0,2.3333333333,61.6666666667,44,0,1.3333333333,0,186.6666666667,1,136.6666666667,0,1.3333333333,0,sp16,0,0,1023.6666666667,0,0,0,0,800,800,1022,800,,293.8166666667,1024,291.4833333333,291.4833333333,800,293.21,56.6666666667,291.4833333333,291.15,293.15,290.4833333333,289.15,290.2233333333,289.8166666667,291.15,292.8166666667,290.98,289.15
+9619,2018-04-18 00:00:00,1.3333333333,level_7,0,1.6666666667,80.3333333333,71.6666666667,0,0.6666666667,0,103,1.6666666667,186.6666666667,0,2.3333333333,0,sp17,0,0,1025,0,0,0,0,800,800,1023.6666666667,800,,288.8166666667,1024,288.15,288.15,800,288.23,70,288.15,288.4833333333,286.4833333333,287.5233333333,283.15,285.0433333333,286.4833333333,286.8166666667,287.8166666667,285.9133333333,285.4833333333
+9620,2018-04-18 03:00:00,1.3333333333,level_10,0,2.3333333333,87.3333333333,89,0,1.3333333333,2.6666666667,96.6666666667,1.3333333333,286.6666666667,0,1,0,sp17,0,0,1024.6666666667,0,0,0,0,800,800,1022,800,,285.8166666667,1024,286.4833333333,286.4833333333,800,285.41,71,286.4833333333,288.4833333333,284.15,286.8166666667,280.4833333333,282.27,285.15,284.4833333333,285.15,283.2,282.4833333333
+9621,2018-04-18 06:00:00,1.3333333333,level_3,0,0.6666666667,85,87.6666666667,0,2.3333333333,0,76.6666666667,1.3333333333,283.3333333333,0,0.6666666667,0,sp17,0,0,1025,0,0,0,0,800,800,1022,800,,284.4833333333,1024.3333333333,284.4833333333,284.4833333333,800,283.2733333333,77.6666666667,284.4833333333,287.15,283.15,285.4833333333,278.4833333333,281.1833333333,283.8166666667,284.8166666667,282.4833333333,282.03,281.4833333333
+9622,2018-04-18 09:00:00,1.3333333333,level_5,0,1,74,61.3333333333,0,3.6666666667,0,130,0.6666666667,146.6666666667,0,2.3333333333,0,sp17,0,0,1025.6666666667,0,0,0,0,800,800,1022,800,,287.8166666667,1025,290.15,290.15,800,285.9966666667,56.3333333333,290.15,290.4833333333,288.15,289.9833333333,284.8166666667,288.0866666667,289.4833333333,292.15,284.8166666667,285.7233333333,283.4833333333
+9623,2018-04-18 12:00:00,1.6666666667,level_4,0,2.6666666667,41.6666666667,51,0,3,0,166.6666666667,2.3333333333,74.6666666667,0,5,0,sp17,0,0,1025.6666666667,0,0,0,0,800,800.3333333333,1020.6666666667,800,,296.4833333333,1025,296.15,296.15,800,295.8766666667,34.6666666667,296.15,297.15,292.8166666667,295.9833333333,293.8166666667,296.6666666667,294.8166666667,300.4833333333,295.4833333333,291.73,290.15
+9624,2018-04-18 15:00:00,2.6666666667,level_4,0,4,35.3333333333,42,0,3.6666666667,0,146.6666666667,4.6666666667,126.6666666667,13.3333333333,2.3333333333,0,sp16,0,0,1025,0,0,0,0,800.6666666667,801,1019,800,,299.4833333333,1023.6666666667,297.4833333333,297.4833333333,800,299.0766666667,28.3333333333,297.4833333333,297.15,296.8166666667,295.65,297.8166666667,300.3633333333,294.15,303.4833333333,298.8166666667,295.71,293.15
+9625,2018-04-18 18:00:00,2.3333333333,level_3,0,3,32.6666666667,38.6666666667,0,3.6666666667,0,190,2.6666666667,156.6666666667,6.6666666667,1.3333333333,0,sp14,0,0,1025,0,0,0,0,800.3333333333,801,1019,800,,300.15,1023,296.15,296.15,800,299.54,33,296.15,294.4833333333,298.15,293.65,295.15,297.3266666667,292.8166666667,299.4833333333,299.15,296.9466666667,295.15
+9626,2018-04-18 21:00:00,2,level_2,0,1.6666666667,53,37.6666666667,0,1.3333333333,0,196.6666666667,3.3333333333,207.3333333333,0,3,0,sp14,0,0,1025.3333333333,0,0,0,0,800,800,1020,800,,294.8166666667,1023,292.4833333333,292.4833333333,800,294.6133333333,47.6666666667,292.4833333333,291.8166666667,294.4833333333,290.65,291.15,291.7033333333,289.4833333333,292.15,294.4833333333,293.3433333333,292.15
+9627,2018-04-19 00:00:00,2.3333333333,level_1,0,1.3333333333,71.3333333333,46,0,2.6666666667,0,40,1.3333333333,286.6666666667,0,1.3333333333,0,sp16,0,0,1026,0,0,0,0,800,800,1020.6666666667,800,,290.4833333333,1024,289.4833333333,289.4833333333,800,289.9466666667,63,289.4833333333,289.8166666667,290.8166666667,288.15,289.15,291.2333333333,286.4833333333,293.8166666667,289.4833333333,289.7266666667,288.4833333333
+9628,2018-04-19 03:00:00,1.6666666667,level_7,0,1.6666666667,69.6666666667,73.3333333333,0,1.6666666667,0,123.3333333333,2,300,0,2.3333333333,0,sp16,0,0,1025,0,0,0,0,800,800,1020.3333333333,800,,287.15,1024.3333333333,286.15,286.15,800,286.14,72.6666666667,286.15,288.8166666667,285.8166666667,287.3166666667,285.8166666667,287.9,285.8166666667,290.4833333333,285.4833333333,285.53,285.15
+9629,2018-04-19 06:00:00,1.6666666667,level_10,0,1.6666666667,74.3333333333,78.6666666667,0,0.6666666667,0,196.6666666667,1,290,0,1.3333333333,0,sp14,0,0,1025,0,0,0,0,800,800,1021,800,,285.4833333333,1024,284.8166666667,284.8166666667,800,284.27,74.3333333333,284.8166666667,287.15,284.15,285.65,283.4833333333,284.8233333333,284.15,286.4833333333,283.4833333333,283.3133333333,282.4833333333
+9630,2018-04-19 09:00:00,1,level_7,0,2.6666666667,57,52.3333333333,0,0.6666666667,0,156.3333333333,4,41,0,5,0,sp13,0,0,1025.3333333333,0,0,0,0,800,800,1021.6666666667,800,,290.8166666667,1024,288.8166666667,288.8166666667,800,288.9933333333,64.3333333333,288.8166666667,290.4833333333,288.8166666667,289.8166666667,288.4833333333,289.3866666667,289.15,290.4833333333,287.8166666667,286.4566666667,284.4833333333
+9631,2018-04-19 12:00:00,2.3333333333,level_3,0,5.6666666667,38,46,0,4,0,143,3.3333333333,106.6666666667,6.6666666667,7,0,sp13,0,0,1025.3333333333,0,0,0,0,800.3333333333,801,1020.6666666667,800,,296.8166666667,1023.6666666667,291.8166666667,291.8166666667,800,296.41,66.3333333333,291.8166666667,295.8166666667,292.8166666667,294.9833333333,294.8166666667,296.8,294.15,299.4833333333,296.15,292.2066666667,291.15
+9632,2018-04-19 15:00:00,3,level_3,0,6.3333333333,31,38.6666666667,13.3333333333,3.6666666667,0,243.3333333333,6.6666666667,130,6.6666666667,7.6666666667,0,sp10,0,0,1024.6666666667,0,0,0,0,800.3333333333,801,1019.6666666667,800,,298.8166666667,1021.3333333333,292.15,292.15,800.6666666667,298.8166666667,66.3333333333,292.15,294.4833333333,296.15,293.65,296.15,296.7433333333,292.8166666667,297.4833333333,298.8166666667,294.8066666667,292.8166666667
+9633,2018-04-19 18:00:00,4.6666666667,level_3,0,5.6666666667,33.6666666667,36.3333333333,13.3333333333,2.6666666667,0,210,3.3333333333,140,0,6.6666666667,0,sp7,0,0,1024,0,0,0,0,800,800.6666666667,1019,800,,298.8166666667,1020,291.8166666667,291.8166666667,800.6666666667,298.6133333333,63,291.8166666667,293.4833333333,297.15,292.65,295.15,296.8033333333,291.8166666667,298.8166666667,298.4833333333,295.55,293.8166666667
+9634,2018-04-19 21:00:00,3.6666666667,level_4,0,2.3333333333,52.3333333333,43.3333333333,0,4,0,166.6666666667,1.6666666667,136.6666666667,0,3,0,sp8,0,0,1024.3333333333,0,0,0,0,800,800,1020,800,,293.4833333333,1020.3333333333,289.4833333333,289.4833333333,800,293.28,80.3333333333,289.4833333333,290.15,293.4833333333,289.65,292.15,294.2333333333,289.15,296.8166666667,293.15,292.5866666667,291.4833333333
+9635,2018-04-20 00:00:00,3,level_1,0,1.6666666667,64.3333333333,55,0,3,0,180,1.6666666667,193.3333333333,33.3333333333,2.3333333333,0,sp9,0,0,1024.6666666667,0,0,0,0,801.6666666667,800,1020.6666666667,800,,290.8166666667,1022,288.8166666667,288.8166666667,800,290.22,83.6666666667,288.8166666667,288.4833333333,290.15,287.15,288.15,289.64,285.8166666667,291.4833333333,289.4833333333,289.7466666667,289.15
+9636,2018-04-20 03:00:00,1.6666666667,level_6,0,1.6666666667,68.6666666667,62,0,1.6666666667,0,200,1,283.3333333333,13.3333333333,4,0,sp8,0,0,1024,0,0,0,0,800.6666666667,800,1021,800,,289.8166666667,1022,288.8166666667,288.8166666667,800,289.3533333333,83.6666666667,288.8166666667,286.8166666667,288.15,285.65,285.8166666667,286.2633333333,284.4833333333,286.8166666667,288.8166666667,287.72,287.15
+9637,2018-04-20 06:00:00,1.3333333333,level_2,0,1.6666666667,72,72.6666666667,0,1.3333333333,0,200,1.6666666667,276.6666666667,13.3333333333,7,0,sp5,0,0,1023,0,0,0,0,800.6666666667,800,1020,800,,288.8166666667,1021.3333333333,288.15,288.15,800,288.2066666667,87,288.15,286.15,285.8166666667,284.65,283.4833333333,284.3766666667,283.15,285.4833333333,287.8166666667,284.83,284.15
+9638,2018-04-20 09:00:00,2.3333333333,level_2,0,2.6666666667,63,69.6666666667,0,1.3333333333,0,250,0.3333333333,0,26.6666666667,8.3333333333,0,sp5,0,0,1023.6666666667,0,0,0,0,801.3333333333,800,1020.6666666667,800,,290.4833333333,1021.6666666667,288.8166666667,288.8166666667,800,290.0766666667,80.3333333333,288.8166666667,289.15,287.15,288.65,286.65,287.5733333333,288.15,288.3166666667,289.8166666667,285.7233333333,284.15
+9639,2018-04-20 12:00:00,4.3333333333,level_3,0,6,52.3333333333,56,0,3.6666666667,0,300,1.6666666667,116.6666666667,63.3333333333,9,0,sp5,0,0,1023.6666666667,0,0,0,0,802.6666666667,800.6666666667,1020.3333333333,800,,294.4833333333,1021,291.8166666667,291.8166666667,800,294.3533333333,68,291.8166666667,295.4833333333,290.4833333333,293.9833333333,292.15,292.5166666667,292.4833333333,292.8166666667,294.15,289.3333333333,287.4833333333
+9640,2018-04-20 15:00:00,4.3333333333,level_3,0,5.3333333333,46.6666666667,46,13.3333333333,4.6666666667,0,226.6666666667,4,123.3333333333,63.3333333333,5,0,sp5,0,0,1022.6666666667,0,0,0,0,802.6666666667,801,1018.6666666667,800,,297.15,1019.3333333333,292.15,292.15,800.6666666667,296.8166666667,68,292.15,296.15,293.8166666667,294.15,294.8166666667,296.3033333333,292.15,298.15,296.4833333333,292.3366666667,289.8166666667
+9641,2018-04-20 18:00:00,6.3333333333,level_3,0,3.6666666667,50.6666666667,44,6.6666666667,3.6666666667,0,120,3,113.3333333333,13.3333333333,3.3333333333,0,sp5,0,0,1021.3333333333,0,0,0,0,800.6666666667,800.3333333333,1017.3333333333,800,1021.3333333333,296.15,1018,292.15,292.15,800.3333333333,295.9466666667,56.3333333333,292.15,294.4833333333,295.15,293.15,294.15,296.5466666667,291.8166666667,299.4833333333,295.8166666667,293.6766666667,291.8166666667
+9642,2018-04-20 21:00:00,5,level_3,0,2,62.3333333333,52.6666666667,0,2.3333333333,0,116.6666666667,1,153,0,3,0,sp7,0,0,1022,0,0,0,0,800,800.3333333333,1018.3333333333,800,1021.3333333333,292.4833333333,1019.3333333333,290.4833333333,290.4833333333,800,292.0766666667,69.6666666667,290.4833333333,290.15,291.4833333333,289.8166666667,290.4833333333,292.12,289.4833333333,294.15,291.8166666667,290.4833333333,289.4833333333
+9643,2018-04-21 00:00:00,2,level_4,0,0.6666666667,78.6666666667,58.3333333333,0,3.6666666667,0,133.3333333333,0.6666666667,289.6666666667,20,2.6666666667,0,sp6,0,0,1022,0,0,0,0,801,800,1018.3333333333,800,,289.4833333333,1021,287.8166666667,287.8166666667,800,289.4833333333,82,287.8166666667,287.8166666667,288.4833333333,287.3166666667,288.15,289.49,286.8166666667,291.15,289.4833333333,288.34,288.15
+9644,2018-04-21 03:00:00,1.3333333333,level_9,0,1.6666666667,72,71,0,3,0,106.6666666667,1,208,0,2.6666666667,0,sp6,0,0,1021,0,0,0,0,800,800,1017.6666666667,800,1021,290.15,1020.6666666667,285.4833333333,285.4833333333,800,289.34,87,285.4833333333,286.8166666667,285.4833333333,285.9833333333,282.8166666667,287.13,285.15,292.4833333333,288.8166666667,285.15,284.8166666667
+9645,2018-04-21 06:00:00,1.6666666667,level_9,0,1.6666666667,77,81.6666666667,0,3,0,100,0.6666666667,0,0,1.3333333333,0,sp6,0,0,1020.3333333333,0,0,0,0,800,800,1017,800,1020,289.8166666667,1019,284.4833333333,284.4833333333,800,288.2,85,284.4833333333,286.4833333333,283.8166666667,285.15,281.4833333333,285.5,283.8166666667,290.4833333333,287.15,283.3366666667,282.8166666667
+9646,2018-04-21 09:00:00,1.6666666667,level_7,0,1.3333333333,59,67.6666666667,0,3,6.6666666667,160,0.6666666667,69,38.3333333333,6.3333333333,0,sp4,0,0,1021,0,0,0,0,801.6666666667,800,1018,800.3333333333,1021,291.8166666667,1020.3333333333,288.4833333333,288.4833333333,800,290.1966666667,71,288.4833333333,289.4833333333,285.8166666667,289.3166666667,286.15,289.1233333333,289.15,292.8166666667,289.15,284.53,283.4833333333
+9647,2018-04-21 12:00:00,2.6666666667,level_3,0,2.3333333333,66.3333333333,65.3333333333,0,3,6.6666666667,163.3333333333,1.6666666667,106.6666666667,26.6666666667,3.3333333333,0,sp8,0,0,1020.6666666667,0,0,0,0,801.3333333333,800.6666666667,1016.3333333333,800.3333333333,1021,292.4833333333,1020.6666666667,292.8166666667,292.8166666667,800,292.28,51,292.8166666667,296.4833333333,288.15,294.65,293.15,295.4366666667,292.8166666667,298.4833333333,292.15,287.61,286.8166666667
+9648,2018-04-21 15:00:00,2.6666666667,level_3,0,3,61.3333333333,55.3333333333,0,3.6666666667,6.6666666667,200,3.3333333333,163.3333333333,0,5,0,sp6,0,0,1019.6666666667,0,0,0,0,800,801,1015.3333333333,800.3333333333,1020,294.15,1019,292.4833333333,292.4833333333,800,293.5433333333,53,292.4833333333,297.4833333333,291.15,295.3166666667,294.4833333333,297.31,293.15,300.8166666667,293.15,290.1966666667,288.4833333333
+9649,2018-04-21 18:00:00,2.6666666667,level_3,0,2.6666666667,50.3333333333,47.6666666667,0,2.3333333333,6.6666666667,176.6666666667,2.6666666667,160,0,3,0,sp4,0,0,1018.3333333333,0,0,0,0,800,800,1014,800.3333333333,1019.3333333333,295.8166666667,1018,292.4833333333,292.4833333333,800,295.0066666667,55.3333333333,292.4833333333,297.4833333333,293.8166666667,295.3166666667,293.4833333333,295.88,293.15,298.8166666667,294.4833333333,292.6,289.8166666667
+9650,2018-04-21 21:00:00,1.3333333333,level_2,0,1.3333333333,68.3333333333,55.6666666667,0,2,20,150,1,236.6666666667,0,2.6666666667,0,sp4,0.3,0,1019,0,0,0,0,800,800.3333333333,1015,507.3333333333,1019.6666666667,293.4833333333,1017.6666666667,290.15,290.15,800,292.5666666667,69,290.15,292.15,291.4833333333,291.4833333333,291.15,293.3833333333,290.8166666667,296.15,291.8166666667,290.4866666667,289.15
+9651,2018-04-22 00:00:00,1,level_7,0,1.3333333333,86,78.3333333333,2.6666666667,3.3333333333,17.3333333333,143.3333333333,2.3333333333,230.6666666667,0,2,0,sp6,0.3,0,1019.6666666667,0,0,0,0,800,800,1015,500,1020,291.15,1019,286.8166666667,286.8166666667,800,290.14,78,286.8166666667,290.15,286.4833333333,289.4833333333,286.15,289.72,288.8166666667,294.15,289.4833333333,286.4833333333,286.4833333333
+9652,2018-04-22 03:00:00,1.3333333333,level_6,0,1.3333333333,87.6666666667,83.3333333333,2.6666666667,2.3333333333,0,116.6666666667,0,0,0,1.3333333333,0,sp5,0.1,0,1018.6666666667,0,0,0,0,800,800,1015.3333333333,667,1018.6666666667,290.15,1019,286.15,286.15,800,289.14,80,286.15,288.4833333333,285.15,287.65,284.8166666667,288.5333333333,286.8166666667,293.15,288.4833333333,284.39,283.8166666667
+9653,2018-04-22 06:00:00,2,level_9,0,1,97.6666666667,81.6666666667,6.6666666667,1.3333333333,63.3333333333,96.6666666667,2,242,0,1,0,sp4,0,0,1017.3333333333,0,0,0,0,800,800,1015.6666666667,707.6666666667,1018,288.4833333333,1018,285.4833333333,285.4833333333,800.3333333333,287.6733333333,79.3333333333,285.4833333333,287.4833333333,284.8166666667,286.3166666667,284.15,286.6766666667,285.15,289.8166666667,287.15,283.9366666667,283.15
+9654,2018-04-22 09:00:00,2,level_6,0,1.3333333333,100,64,0,1,61.6666666667,110,1.6666666667,150,0,1.3333333333,0,sp5,0,0,1018,0,0,0,0,800,800,1017,714.3333333333,1018.3333333333,288.8166666667,1018,290.15,290.15,800,288.0066666667,62.3333333333,290.15,290.15,287.8166666667,289.4833333333,287.8166666667,289.4666666667,288.8166666667,291.4833333333,287.4833333333,286.2866666667,285.15
+9655,2018-04-22 12:00:00,2.6666666667,level_3,0,2,67,41.6666666667,0,2.6666666667,45,330,1.6666666667,210,0,1,0,sp4,0,0,1018.3333333333,0,0,0,0,800,800,1017,802,1018.3333333333,293.8166666667,1016.6666666667,295.4833333333,295.4833333333,800,292.4266666667,44,295.4833333333,296.4833333333,293.8166666667,294.15,293.15,294.0133333333,291.8166666667,295.15,291.4833333333,292.6566666667,291.8166666667
+9656,2018-04-22 15:00:00,1.6666666667,level_3,0,4.3333333333,60,38,13.3333333333,3,51.6666666667,310,4.6666666667,156.6666666667,13.3333333333,1.6666666667,0,sp3,0,0,1017,0,0,0,0,800.6666666667,800,1015.3333333333,802.3333333333,1017.6666666667,296.15,1016.6666666667,296.15,296.15,800.6666666667,294.94,39.3333333333,296.15,298.15,296.15,295.9833333333,294.8166666667,295.7066666667,293.8166666667,296.4833333333,294.15,294.6733333333,292.8166666667
+9657,2018-04-22 18:00:00,3.3333333333,level_3,0,3.6666666667,57.6666666667,41,20,3.3333333333,26.6666666667,296.6666666667,4.3333333333,183.3333333333,6.6666666667,3.6666666667,0,sp3,0,0,1016.6666666667,0,0,0,0,800.3333333333,800,1015.3333333333,801.3333333333,1017,296.4833333333,1015.3333333333,295.15,295.15,601,296.28,41.3333333333,295.15,297.15,297.15,295.15,291.8166666667,293.1066666667,293.15,294.15,296.15,295.1466666667,292.4833333333
+9658,2018-04-22 21:00:00,1.6666666667,level_2,0.2,1.6666666667,74,52,75,1.6666666667,26.6666666667,190,1.6666666667,246.6666666667,0,3,0,sp4,0.6,0,1018.3333333333,0,0,0,0,800,800,1019,511,1018,293.15,1016.3333333333,292.15,292.15,352.5,292.62,55,292.15,292.15,294.4833333333,291.3166666667,288.15,288.3,290.4833333333,288.4833333333,292.15,293,291.4833333333
+9659,2018-04-23 00:00:00,1.6666666667,level_5,0.3,1.3333333333,89.6666666667,75.6666666667,49,1.3333333333,50.6666666667,323.3333333333,1.6666666667,260.6666666667,0,2.3333333333,0,sp6,0.4,0,1019,0,0,0,0,800,800,1019.3333333333,510.8333333333,1019,290.8166666667,1017.6666666667,289.8166666667,289.8166666667,500,290.43,64.3333333333,289.8166666667,289.4833333333,288.4833333333,289.15,285.4833333333,286.6733333333,288.8166666667,288.15,290.15,288.2933333333,288.15
+9660,2018-04-23 03:00:00,2,level_9,0.2,2,93,85.3333333333,49.3333333333,1.6666666667,50.6666666667,206.6666666667,1,80.6666666667,6.6666666667,3.3333333333,0,sp6,0.3,0,1018.3333333333,0,0,0,0,800.3333333333,800,1019.6666666667,435.5,1018.6666666667,290.15,1018.3333333333,288.8166666667,288.8166666667,607.1666666667,289.5566666667,67.3333333333,288.8166666667,288.15,286.4833333333,287.4833333333,283.15,285.0866666667,286.8166666667,287.4833333333,289.15,286.2933333333,286.15
+9661,2018-04-23 06:00:00,1,level_6,0,1.3333333333,86,75,80,1,20,96.6666666667,0.6666666667,155.3333333333,0,3.3333333333,0,sp5,0,0,1018,0,0,0,0,800,800,1019.3333333333,701,1018.3333333333,290.15,1018.6666666667,288.15,288.15,681.8333333333,288.94,70.3333333333,288.15,288.15,286.8166666667,286.9833333333,284.4833333333,285.73,285.8166666667,287.15,288.15,286.1166666667,285.4833333333
+9662,2018-04-23 09:00:00,2.3333333333,level_10,0,2.3333333333,71,67,75,0.3333333333,0,126,0.3333333333,65.3333333333,6.6666666667,3.3333333333,0,sp5,0,0,1019.3333333333,0,0,0,0,800.3333333333,800,1021.6666666667,800,1018.6666666667,292.4833333333,1019.6666666667,291.4833333333,291.4833333333,601.5,291.07,57,291.4833333333,291.15,287.8166666667,290.8166666667,286.15,286.7466666667,290.4833333333,287.4833333333,290.15,286.9466666667,286.15
+9663,2018-04-23 12:00:00,3,level_4,0,2.3333333333,54.3333333333,50.6666666667,75,1.3333333333,0,106.6666666667,1.3333333333,105.3333333333,13.3333333333,6.3333333333,0,sp4,0,0,1020,0,0,0,0,800.6666666667,800,1022,800,1019,297.15,1019,295.15,295.15,769,295.94,41.3333333333,295.15,296.15,292.15,295.15,288.4833333333,288.8166666667,294.15,289.15,295.15,291.4,290.4833333333
+9664,2018-04-23 15:00:00,2.3333333333,level_4,0,3.3333333333,44.3333333333,40.3333333333,75,1.3333333333,0,126.6666666667,4,113.3333333333,0,4,0,sp3,0,0,1019,0,0,0,0,800,800,1021.3333333333,800,1018.6666666667,299.8166666667,1018.6666666667,296.8166666667,296.8166666667,803,298.8033333333,34.6666666667,296.8166666667,296.4833333333,296.15,294.92,290.15,291.2566666667,293.4833333333,292.15,298.15,295.2566666667,293.8166666667
+9665,2018-04-23 18:00:00,2.6666666667,level_4,0,3,39.6666666667,39.6666666667,75,1.6666666667,0,56.6666666667,3,113.3333333333,0,2,0,sp2,0,0,1019,0,0,0,0,800,800,1020.6666666667,800,1018,300.15,1017,296.4833333333,296.4833333333,803,299.7866666667,32.3333333333,296.4833333333,295.15,297.15,294.3166666667,289.15,290.4433333333,293.4833333333,291.4833333333,299.4833333333,296.86,296.15
+9666,2018-04-23 21:00:00,2.6666666667,level_6,0,1,66,52.3333333333,27.6666666667,0.3333333333,8,17.6666666667,0.6666666667,26.6666666667,17.3333333333,2,0,sp10,0.1,0,1022.3333333333,0,0,0,0,801,803.6666666667,1002,700.3333333333,1000,294.7933333333,977,290.5433333333,290.5433333333,801,294.61,54.3333333333,290.5433333333,289.8933333333,292.76,289.7266666667,287.8933333333,288.0366666667,289.56,288.2266666667,294.46,292.2566666667,291.76
+9667,2018-04-24 00:00:00,2.3333333333,level_6,0,1,74,56,48,0,0,68.6666666667,0,199,30.6666666667,1.6666666667,0,sp15,0,0,1024,0,0,0,0,801.6666666667,802.6666666667,1002,800,990.3333333333,290.7333333333,957.6666666667,286.3833333333,286.3833333333,802,290.7333333333,72.3333333333,286.3833333333,288.2666666667,287.3333333333,288.2666666667,286.191,286.191,288.2666666667,286.191,290.7333333333,287.3333333333,287.3333333333
+9668,2018-04-24 03:00:00,1.3333333333,level_7,0,1.3333333333,84,80,88.6666666667,0.6666666667,0,43.3333333333,1,288,0,1.6666666667,0,sp3,0.1,0,1019,0,0,0,0,800,801,1020.6666666667,700,1018.3333333333,290.8166666667,1019,287.8166666667,287.8166666667,804,290.21,66.6666666667,287.8166666667,288.8166666667,286.4833333333,287.87,286.4833333333,287.2666666667,286.8166666667,288.15,289.8166666667,286.4833333333,286.4833333333
+9669,2018-04-24 06:00:00,1,level_3,0,1.3333333333,87.3333333333,79.6666666667,75,0.6666666667,6.6666666667,53.3333333333,1.3333333333,290,0,1.6666666667,0,sp3,0,0,1019,0,0,0,0,800,803,1020,800.3333333333,1018.3333333333,290.4833333333,1018.3333333333,288.4833333333,288.4833333333,803,289.7933333333,64,288.4833333333,288.15,285.4833333333,286.9833333333,286.15,286.9533333333,285.8166666667,288.15,289.15,284.9766666667,284.4833333333
+9670,2018-04-24 09:00:00,0.3333333333,level_5,0,2,77.6666666667,60.3333333333,63.3333333333,3.3333333333,0,90,0,96.6666666667,0,1.6666666667,0,sp5,0,0,1020,0,0,0,0,800,800,1020,800,1018.6666666667,291.8166666667,1019,290.8166666667,290.8166666667,802.6666666667,290.4,59.3333333333,290.8166666667,291.15,289.8166666667,290.4833333333,287.575,288.3183333333,289.8166666667,289.2416666667,289.4833333333,287.8566666667,285.8166666667
+9671,2018-04-24 12:00:00,1.6666666667,level_3,0,4.3333333333,62.6666666667,43.3333333333,6.6666666667,2.6666666667,6.6666666667,53.3333333333,1,75.6666666667,0,2.6666666667,0,sp5,0,0,1020,0,0,0,0,800,800,1018.6666666667,800.3333333333,1019,295.15,1018.6666666667,294.8166666667,294.8166666667,800.3333333333,295.15,43,294.8166666667,296.8166666667,294.4833333333,296.3166666667,291.8166666667,292.8466666667,295.8166666667,294.15,295.15,294.2766666667,294.15
+9672,2018-04-24 15:00:00,3.3333333333,level_2,0,4.6666666667,60,39.3333333333,0,4.3333333333,20,296.6666666667,4,113.3333333333,0,2.6666666667,0,sp4,0,0,1018.6666666667,0,0,0,0,800,800,1017.6666666667,801,1018,297.4833333333,1017.6666666667,296.4833333333,296.4833333333,800,297.3533333333,39,296.4833333333,298.15,298.8166666667,296.9833333333,294.15,295.9866666667,295.8166666667,297.4833333333,297.15,297.8866666667,296.4833333333
+9673,2018-04-24 18:00:00,2.3333333333,level_3,0,4.3333333333,55.6666666667,33.6666666667,26.6666666667,5.3333333333,20,296.6666666667,3.3333333333,116.6666666667,0,4.6666666667,0,sp4,0,0,1017,0,0,0,0,800,800,1017.3333333333,801,1017,297.8166666667,1017,294.8166666667,294.8166666667,801.3333333333,297.8166666667,44,294.8166666667,296.4833333333,299.15,295.3166666667,291.4833333333,295.5933333333,294.15,298.8166666667,297.8166666667,297.55,296.15
+9674,2018-04-24 21:00:00,2.3333333333,level_2,0,2,50.6666666667,53.6666666667,35.6666666667,1,0,116.3333333333,0.6666666667,33.3333333333,44,3.6666666667,0,sp16,0,0,1021,0,0,0,0,802,800,1000,800,988.6666666667,294.0383333333,956.6666666667,288.905,288.905,801.6666666667,294.0383333333,50.6666666667,288.905,290.5906666667,291.4216666667,290.5906666667,289.7573333333,289.7573333333,290.5906666667,289.7573333333,294.0383333333,291.4216666667,291.4216666667
+9675,2018-04-25 00:00:00,1,level_9,0.2,1,68,58.6666666667,78.3333333333,0.6666666667,0,110,0.6666666667,270,0,3.3333333333,0,sp4,0,0,1018,0,0,0,0,800,800,1020,800,1018,292.4833333333,1018,287.8166666667,287.8166666667,601,291.7133333333,69.6666666667,287.8166666667,290.4833333333,292.4833333333,289.65,287.4833333333,287.7666666667,288.8166666667,288.15,291.15,291.09,290.15
+9676,2018-04-25 03:00:00,1,level_10,0.3,1.6666666667,80.3333333333,85.6666666667,85.3333333333,0.6666666667,16,103.3333333333,1.3333333333,293.3333333333,0,1.6666666667,0,sp6,0.1,0,1017.6666666667,0,0,0,0,800,800,1020,700,1016.3333333333,289.8166666667,1017.3333333333,286.8166666667,286.8166666667,500,289.2066666667,69.6666666667,286.8166666667,289.15,286.4833333333,287.9833333333,286.8166666667,287.2666666667,286.8166666667,287.8166666667,288.8166666667,286.1033333333,285.8166666667
+9677,2018-04-25 06:00:00,1,level_7,0,1.6666666667,91,79.3333333333,75,1,18.6666666667,225.6666666667,1.6666666667,143.3333333333,0,2,0,sp6,0,0,1017,0,0,0,0,800,800,1020.6666666667,801,1016.3333333333,287.4833333333,1018.3333333333,286.15,286.15,702.1666666667,287.0766666667,66.3333333333,286.15,288.8166666667,285.4833333333,287.4833333333,286.15,286.6,286.15,287.15,286.8166666667,284.8933333333,284.4833333333
+9678,2018-04-25 09:00:00,1,level_4,0,0.3333333333,89.3333333333,48.6666666667,75,1,18.6666666667,116.6666666667,1.6666666667,155,0,0.6666666667,0,sp8,0,0,1017.6666666667,0,0,0,0,800,800,1022.6666666667,801,1017,288.8166666667,1019,289.4833333333,289.4833333333,635.3333333333,288.6133333333,57,289.4833333333,291.8166666667,290.8166666667,291.2966666667,285.8166666667,286.54,290.8166666667,287.4833333333,288.4833333333,288.4666666667,286.8166666667
+9679,2018-04-25 12:00:00,0.6666666667,level_2,0.1,5,71,36,75,2.6666666667,6.6666666667,313.3333333333,2.3333333333,86.6666666667,0,1,0,sp9,0,0,1017.6666666667,0,0,0,0,800,800.3333333333,1023.6666666667,800.3333333333,1017,293.15,1018.3333333333,295.8166666667,295.8166666667,701.5,292.9466666667,41.3333333333,295.8166666667,298.8166666667,296.8166666667,297.3166666667,286.8166666667,287.2966666667,295.8166666667,287.8166666667,292.8166666667,294.78,293.15
+9680,2018-04-25 15:00:00,2,level_3,0,5.3333333333,61.3333333333,29.6666666667,85,5,0,226.6666666667,5.3333333333,133.3333333333,13.3333333333,2.3333333333,0,sp7,0,0,1017.6666666667,0,0,0,0,800.6666666667,800.3333333333,1022.6666666667,800,1016.6666666667,296.4833333333,1016,295.15,295.15,803.6666666667,295.6766666667,46,295.15,295.4833333333,300.8166666667,294.8166666667,286.15,287.0766666667,294.15,288.15,295.15,299.8566666667,298.4833333333
+9681,2018-04-25 18:00:00,3.3333333333,level_3,0,3.3333333333,64.6666666667,24,75,3.3333333333,0,320,2.3333333333,86.6666666667,20,3.6666666667,0,sp5,0,0,1017.6666666667,0,0,0,0,801,800,1024,800,1016,297.8166666667,1015,294.8166666667,294.8166666667,467.6666666667,297.3533333333,46,294.8166666667,294.15,301.8166666667,293.9833333333,285.15,286.1866666667,293.8166666667,287.4833333333,296.8166666667,300.2466666667,296.8166666667
+9682,2018-04-25 21:00:00,3.6666666667,level_1,0,1,80.3333333333,34,75,2,13.3333333333,226.6666666667,0.3333333333,173.3333333333,13.3333333333,4.3333333333,0,sp8,0,0,1017.6666666667,0,0,0,0,800.6666666667,800,1025,800.6666666667,1017,293.15,1016.3333333333,292.4833333333,292.4833333333,635.3333333333,292.89,58,292.4833333333,293.4833333333,297.15,293.15,283.8166666667,285.14,292.8166666667,286.8166666667,292.4833333333,295.8866666667,294.15
+9683,2018-04-26 00:00:00,1,level_1,0.2,2,91.3333333333,46,86.3333333333,1.3333333333,46.3333333333,93.3333333333,1,246,0,4,0,sp10,0.1,0,1018,0,0,0,0,800,800,1026,259.5,1018,290.15,1018.6666666667,291.15,291.15,433.3333333333,289.9466666667,63.3333333333,291.15,292.15,291.15,291.15,283.8166666667,284.8566666667,290.15,286.15,289.8166666667,290.77,290.4833333333
+9684,2018-04-26 03:00:00,1.3333333333,level_9,0.1,2,91.3333333333,69.6666666667,86.3333333333,0.6666666667,28,120,1.3333333333,123.6666666667,0,1,0,sp8,0,0,1016.6666666667,0,0,0,0,800,800,1025,768,1016.6666666667,289.8166666667,1018.6666666667,288.4833333333,288.4833333333,534.6666666667,289.2066666667,70.6666666667,288.4833333333,289.8166666667,286.15,288.8166666667,282.4833333333,283.8233333333,287.8166666667,285.4833333333,288.8166666667,285.39,284.8166666667
+9685,2018-04-26 06:00:00,1,level_4,0,1,95.3333333333,81.6666666667,51.6666666667,1,31.6666666667,33.3333333333,1.3333333333,45.6666666667,0,2,0,sp8,0,0,1016.3333333333,0,0,0,0,800,800.3333333333,1024,701,1016.3333333333,288.4833333333,1018,288.8166666667,288.8166666667,802.3333333333,287.8733333333,65.6666666667,288.8166666667,288.4833333333,285.15,287.65,281.8166666667,282.4133333333,286.8166666667,283.15,287.4833333333,284.2433333333,283.8166666667
+9686,2018-04-26 09:00:00,1.3333333333,level_6,0,2,87.6666666667,67.6666666667,75,1,75,83,1,152,0,0.6666666667,0,sp10,0,0,1018,0,0,0,0,800,800,1024,714.3333333333,1018,290.15,1018.3333333333,292.15,292.15,803,289.26,58,292.15,291.8166666667,289.4833333333,291.15,282.4833333333,283.2266666667,290.4833333333,284.15,288.4833333333,287.92,286.8166666667
+9687,2018-04-26 12:00:00,1,level_3,0,4.6666666667,75.6666666667,44.3333333333,75,1,68.3333333333,6.6666666667,2.3333333333,243.3333333333,0,0.6666666667,0,sp12,0,0,1016.6666666667,0,0,0,0,800,800.6666666667,1023.3333333333,803,1017.6666666667,293.15,1018,294.4833333333,294.4833333333,803,292.3533333333,61.3333333333,294.4833333333,295.4833333333,295.4833333333,294.15,284.4833333333,285.8166666667,292.8166666667,287.4833333333,291.8166666667,293.99,292.8166666667
+9688,2018-04-26 15:00:00,2.6666666667,level_6,0,4.6666666667,65.3333333333,40,75,2.3333333333,6.6666666667,40,5.6666666667,116.6666666667,0,1.3333333333,0,sp10,0,0,1015,0,0,0,0,800,801,1021,800.3333333333,1016.6666666667,296.4833333333,1016.6666666667,295.15,295.15,803,295.6733333333,57.3333333333,295.15,295.15,298.15,293.9833333333,286.15,287.34,292.8166666667,288.8166666667,295.15,297.4633333333,296.15
+9689,2018-04-26 18:00:00,4,level_5,0,5,67,36.6666666667,75,3.6666666667,0,93.3333333333,3.3333333333,126.6666666667,0,4.6666666667,0,sp8,0,0,1015,0,0,0,0,800,801,1018.6666666667,800,1015,296.4833333333,1015,295.15,295.15,803,296.0766666667,59,295.15,294.15,299.4833333333,293.3166666667,287.15,288.19,292.4833333333,289.4833333333,295.8166666667,298.27,295.8166666667
+9690,2018-04-26 21:00:00,3.3333333333,level_5,0,2.3333333333,77.3333333333,41,6.6666666667,2,0,73.3333333333,2.3333333333,250,0,4,0,sp11,0,0,1015.6666666667,0,0,0,0,800,800.3333333333,1017,800,1015.3333333333,293.15,1015,292.8166666667,292.8166666667,800.3333333333,292.9466666667,60.6666666667,292.8166666667,291.15,297.15,290.8166666667,284.15,285.04,290.4833333333,286.15,292.8166666667,295.5,293.8166666667
+9691,2018-04-27 00:00:00,3,level_2,0,1,89.3333333333,49,0,0.6666666667,6.6666666667,70,2,270,0,3,0,sp13,0,0,1015,0,0,0,0,800,800,1015,773.6666666667,1015.3333333333,290.4833333333,1014.3333333333,290.4833333333,290.4833333333,800,289.8833333333,77,290.4833333333,289.15,294.15,288.9833333333,280.15,281.49,288.8166666667,283.15,289.4833333333,291.35,287.8166666667
+9692,2018-04-27 03:00:00,1.6666666667,level_3,0,0.3333333333,91.3333333333,68.3333333333,5.3333333333,1,20,106,2.6666666667,174.6666666667,0,2.3333333333,0,sp12,0,0,1013.3333333333,0,0,0,0,800,800,1013.3333333333,701,1013,289.4833333333,1013.3333333333,288.15,288.15,800,288.6733333333,82,288.15,288.8166666667,290.15,287.9833333333,278.15,279.7833333333,287.15,281.8166666667,288.15,287.87,286.15
+9693,2018-04-27 06:00:00,1,level_5,0,0.6666666667,93.3333333333,85.3333333333,26.6666666667,1.3333333333,60,100,2.3333333333,273.3333333333,0,1.3333333333,0,sp10,0,0,1012,0,0,0,0,800,800,1013,701,1012,288.15,1013,287.15,287.15,801.3333333333,287.3733333333,85.3333333333,287.15,287.8166666667,287.15,286.65,279.4833333333,280.5233333333,285.4833333333,281.8166666667,286.8166666667,285.89,284.8166666667
+9694,2018-04-27 09:00:00,2.3333333333,level_2,0,1.3333333333,89.3333333333,77.3333333333,40,2.6666666667,38.3333333333,186.6666666667,2.6666666667,166.6666666667,0,2,0,sp10,0,0,1012,0,0,0,0,800,800,1014.6666666667,735,1012,289.4833333333,1013.6666666667,291.4833333333,291.4833333333,802,288.2733333333,71,291.4833333333,291.15,290.4833333333,290.4833333333,283.8166666667,284.86,289.8166666667,286.15,287.4833333333,288.9166666667,287.15
+9695,2018-04-27 12:00:00,5,level_3,0,3.3333333333,77.3333333333,41,75,6,56.6666666667,326.6666666667,2.6666666667,230,20,1.3333333333,0,sp10,0,0,1011.3333333333,0,0,0,0,801,800.3333333333,1016.3333333333,802.3333333333,1010.6666666667,293.15,1014,296.4833333333,296.4833333333,803,292.8166666667,57.6666666667,296.4833333333,296.4833333333,295.15,295.15,287.4833333333,288,293.8166666667,288.4833333333,292.4833333333,293.67,292.4833333333
+9696,2018-04-27 15:00:00,4,level_3,0,4.6666666667,58,35.6666666667,75,4.3333333333,20,326.6666666667,5.3333333333,130,20,2.6666666667,0,sp7,0,0,1010.3333333333,0,0,0,0,801,801,1017,801,1009.3333333333,296.8166666667,1012.6666666667,296.8166666667,296.8166666667,803,296.41,55.3333333333,296.8166666667,296.4833333333,296.8166666667,294.4833333333,285.8166666667,286.5966666667,292.4833333333,287.4833333333,296.15,295.6666666667,294.15
+9697,2018-04-27 18:00:00,5.6666666667,level_4,0,3.6666666667,53.3333333333,42,75,2.6666666667,6.6666666667,326.6666666667,4.3333333333,116.6666666667,26.6666666667,4.6666666667,0,sp5,0,0,1011.6666666667,0,0,0,0,801.3333333333,801,1017,800.3333333333,1009.3333333333,297.4833333333,1011.3333333333,295.8166666667,295.8166666667,803,297.15,63.3333333333,295.8166666667,292.15,296.8166666667,291.9833333333,282.4833333333,284.2766666667,291.8166666667,286.4833333333,296.8166666667,295.55,293.8166666667
+9698,2018-04-27 21:00:00,5.6666666667,level_2,0,3,54,42,75,1,0,113.3333333333,1.6666666667,135.3333333333,0,4,0,sp4,0,0,1013.6666666667,0,0,0,0,800,604.3333333333,1017,800,1011.3333333333,294.15,1011.3333333333,291.4833333333,291.4833333333,803,293.14,89.6666666667,291.4833333333,291.15,293.4833333333,290.65,281.8166666667,283.6033333333,290.15,285.8166666667,292.4833333333,292.46,291.15
+9699,2018-04-28 00:00:00,6.3333333333,level_6,0.1,2,74,51.3333333333,80.6666666667,1.3333333333,0,20,1.3333333333,183.3333333333,0,3,0,sp6,0,0,1013.6666666667,0,0,0,0,800,800.3333333333,1016.6666666667,800,1012,290.15,1011.3333333333,290.15,290.15,702,288.94,93,290.15,290.4833333333,290.4833333333,290.15,281.15,282.94,289.8166666667,285.15,288.15,289.7233333333,289.15
+9700,2018-04-28 03:00:00,3,level_6,0.7,1.6666666667,85.3333333333,68,86.3333333333,1.6666666667,0,153.3333333333,1.6666666667,117,0,2,0.3,sp5,0,0,1011.6666666667,0,0,0,0,800,500,1014.6666666667,800,1011.3333333333,287.4833333333,1010.3333333333,290.15,290.15,450.6666666667,286.8766666667,93,290.15,289.8166666667,287.4833333333,289.3166666667,280.15,281.79,288.8166666667,283.8166666667,286.4833333333,286.9133333333,286.4833333333
+9701,2018-04-28 06:00:00,2.6666666667,level_1,0.1,0.3333333333,89,79.6666666667,75,0.6666666667,0,24,1,103.6666666667,38.3333333333,2.3333333333,0.1,sp5,0,0,1012,0,0,0,0,801.6666666667,668,1013.3333333333,800,1011,286.4833333333,1010.3333333333,290.15,290.15,702,285.6733333333,89.6666666667,290.15,288.8166666667,285.4833333333,288.4833333333,280.15,281.49,288.15,283.15,285.15,284.6833333333,284.15
+9702,2018-04-28 09:00:00,3.3333333333,level_6,0,1.3333333333,70.6666666667,72.6666666667,75,1,20,66.6666666667,0.3333333333,80,26.6666666667,2.3333333333,0,sp6,0,0,1012,0,0,0,0,801.3333333333,801.3333333333,1012.6666666667,801,1011.3333333333,287.15,1011,291.15,291.15,803,285.9666666667,80.6666666667,291.15,290.8166666667,285.4833333333,290.8166666667,280.8166666667,282.1566666667,290.8166666667,283.8166666667,285.15,284.2466666667,282.8166666667
+9703,2018-04-28 12:00:00,4.6666666667,level_2,0,2.6666666667,48.3333333333,58,75,1.6666666667,13.3333333333,96.6666666667,2,120,33.3333333333,3.3333333333,0,sp6,0,0,1011.6666666667,0,0,0,0,801.6666666667,802,1011.6666666667,800.6666666667,1010.3333333333,290.4833333333,1010.6666666667,294.4833333333,294.4833333333,803,289.8733333333,62.6666666667,294.4833333333,293.4833333333,288.15,292.8166666667,282.8166666667,283.7066666667,292.15,284.8166666667,289.4833333333,286.86,284.8166666667
+9704,2018-04-28 15:00:00,6.6666666667,level_3,0,5.6666666667,45,39.3333333333,75,0,0,0,4.3333333333,120,26.6666666667,5.3333333333,0,sp4,0,0,1010.3333333333,0,0,0,0,801.3333333333,800.3333333333,1010.3333333333,800,1008.6666666667,291.8166666667,1009.3333333333,294.15,294.15,300,291.41,65.3333333333,294.15,294.8166666667,290.8166666667,293.65,282.8166666667,283.71,292.4833333333,284.8166666667,291.15,289.53,286.8166666667
+9705,2018-04-28 18:00:00,7,level_3,0.1,4,50.3333333333,46,75,0.6666666667,13.3333333333,53.3333333333,3.3333333333,150,20,6,0,sp3,0,0,1009,0,0,0,0,801,800,1008.6666666667,800.6666666667,1007.3333333333,290.8166666667,1008.6666666667,291.8166666667,291.8166666667,702,290.5566666667,79,291.8166666667,293.8166666667,290.4833333333,292.8166666667,282.4833333333,283.6733333333,291.8166666667,285.15,290.15,288.0766666667,285.15
+9706,2018-04-28 21:00:00,5,level_2,0,1.6666666667,65.3333333333,46.3333333333,63.3333333333,1,0,174.3333333333,2.3333333333,180,6.6666666667,6,0,sp3,0,0,1008.6666666667,0,0,0,0,800.3333333333,801.3333333333,1008,800,1007,287.8166666667,1007.6666666667,290.4833333333,290.4833333333,802.6666666667,287.2333333333,87.6666666667,290.4833333333,291.15,286.4833333333,290.9833333333,282.15,283.49,290.8166666667,285.15,286.8166666667,285.5533333333,283.8166666667
+9707,2018-04-29 00:00:00,3,level_3,0.6,1.3333333333,68,52.3333333333,74.6666666667,1,20,328.6666666667,1.3333333333,90,26.6666666667,5,0,sp4,0,0,1008.6666666667,0,0,0,0,801.3333333333,800.3333333333,1007.6666666667,801,1006.3333333333,286.15,1007.3333333333,289.8166666667,289.8166666667,601.3333333333,285.14,89.6666666667,289.8166666667,290.8166666667,284.8166666667,290.65,281.4833333333,282.6733333333,290.4833333333,284.15,284.4833333333,284.0566666667,283.4833333333
+9708,2018-04-29 03:00:00,4.3333333333,level_8,0.6,2.3333333333,77.6666666667,62.6666666667,86.3333333333,2.6666666667,36,306.6666666667,1.3333333333,103.3333333333,13.3333333333,4.3333333333,0,sp5,0.3,0,1006.6666666667,0,0,0,0,633.3333333333,800,1006.6666666667,701,1005.6666666667,283.8166666667,1006.3333333333,289.15,289.15,601.6666666667,283.41,93,289.15,290.15,283.15,289.65,280.4833333333,282.1233333333,289.15,284.15,283.15,283.0066666667,282.8166666667
+9709,2018-04-29 06:00:00,4.6666666667,level_8,0,5.3333333333,83,93,63.3333333333,1.6666666667,0,303.3333333333,1,56.6666666667,85,3.3333333333,0,sp6,0,0,1005.6666666667,0,0.7,0,0,500.6666666667,802,1006,800,1005.3333333333,282.8166666667,1006,288.15,288.15,802.6666666667,282.2066666667,66.3333333333,288.15,290.15,279.8166666667,289.65,279.8166666667,281.1566666667,289.15,282.8166666667,281.8166666667,279.3466666667,278.8166666667
+9710,2018-04-29 09:00:00,6.3333333333,level_8,0,8,74.3333333333,95.3333333333,75,2.3333333333,13.3333333333,203.3333333333,2.6666666667,123.3333333333,80,4,0.4,sp10,0,0,1005,0,0.2,0,0,468.5,568.1666666667,1006.3333333333,800.6666666667,1008,284.8166666667,1007.6666666667,288.4833333333,288.4833333333,803,283.8066666667,49.6666666667,288.4833333333,289.8166666667,278.8166666667,289.4833333333,280.8166666667,282.3033333333,289.15,284.15,283.15,278.3166666667,277.8166666667
+9711,2018-04-29 12:00:00,7.3333333333,level_8,0,8.3333333333,53.6666666667,81.3333333333,75,3.6666666667,51.6666666667,310,2.6666666667,140,80,6.6666666667,0.3,sp12,0,0,1004.6666666667,0,0,0,0,803.3333333333,709,1006.6666666667,802.3333333333,1009,288.4833333333,1009.6666666667,290.15,290.15,803,287.8766666667,37,290.15,289.8166666667,282.4833333333,288.9833333333,284.4833333333,285.5266666667,288.15,286.8166666667,287.4833333333,280.9933333333,279.4833333333
+9712,2018-04-29 15:00:00,8.6666666667,level_8,0.2,11.6666666667,46,62,63.3333333333,6,6.6666666667,326.6666666667,6.3333333333,223.3333333333,75,6,0.3,sp11,0,0,1005,0,0.4,0,0,608,508,1006.6666666667,800.3333333333,1009,291.4833333333,1010,293.15,293.15,507.6666666667,290.4733333333,34.6666666667,293.15,290.8166666667,285.8166666667,288.8166666667,282.4833333333,284.93,286.8166666667,287.8166666667,289.8166666667,283.89,279.8166666667
+9713,2018-04-29 18:00:00,7.3333333333,level_8,0.7,10.6666666667,63.3333333333,61.6666666667,75,3.6666666667,45,320,3.6666666667,223.3333333333,45,6,0,sp10,0,0,1007,0,0.7,0,0,520.6666666667,801.6666666667,1008.3333333333,634.3333333333,1009.3333333333,289.4833333333,1010.6666666667,293.8166666667,293.8166666667,520.6666666667,289.0166666667,26,293.8166666667,289.4833333333,285.4833333333,287.8166666667,281.15,283.23,286.15,285.8166666667,288.4833333333,283.2066666667,279.8166666667
+9714,2018-04-29 21:00:00,5.3333333333,level_8,0.3,6,62.6666666667,70.3333333333,75,1,0,70,2,243.3333333333,63.3333333333,3.6666666667,0,sp11,0,0,1009.3333333333,0,0.1,0,0,708.3333333333,800.3333333333,1010,800,1012,288.15,1012.6666666667,290.8166666667,290.8166666667,500,287.34,33.6666666667,290.8166666667,287.8166666667,282.8166666667,286.4833333333,279.8166666667,281.4533333333,285.15,283.4833333333,286.8166666667,281.79,280.15
+9715,2018-04-30 00:00:00,3.6666666667,level_8,0.3,4,67.6666666667,71.6666666667,75,1,0,81.6666666667,1,70,33.3333333333,2.6666666667,0,sp13,0,0,1011.6666666667,0,0,0,0,801.6666666667,800,1011.3333333333,800,1014.3333333333,284.4833333333,1014.3333333333,287.8166666667,287.8166666667,500,284.4833333333,45,287.8166666667,285.8166666667,281.4833333333,284.8166666667,278.4833333333,280.5666666667,283.8166666667,283.15,284.4833333333,280.9133333333,280.4833333333
+9716,2018-04-30 03:00:00,3.3333333333,level_8,0.2,4.6666666667,79.6666666667,79,86.3333333333,2,6.6666666667,243.3333333333,1.6666666667,50,75,1.6666666667,0,sp13,0,0,1012,0,0,0,0,803,800,1012,800.3333333333,1014.6666666667,282.4833333333,1014,286.15,286.15,601,282.28,55.3333333333,286.15,284.4833333333,280.15,282.9833333333,278.8166666667,280.4566666667,281.4833333333,282.4833333333,282.15,279.58,279.15
+9717,2018-04-30 06:00:00,2.3333333333,level_8,0.1,4,83,88.3333333333,75,1.3333333333,0,143.3333333333,7,280.3333333333,26.6666666667,1,0,sp12,0,0,1011.6666666667,0,0,0,0,801.3333333333,800,1012,800,1014.3333333333,281.15,1013.6666666667,284.15,284.15,702,280.7433333333,62,284.15,283.4833333333,277.4833333333,281.9833333333,277.4833333333,279.5666666667,280.4833333333,282.15,280.4833333333,277.2366666667,277.15
+9718,2018-04-30 09:00:00,3.6666666667,level_9,0.2,4.6666666667,76.3333333333,81.3333333333,75,1.6666666667,0,226.6666666667,3,220,6.6666666667,0.3333333333,0,sp12,0,0,1012.3333333333,0,0,0,0,800.3333333333,800.3333333333,1013.3333333333,800,1015,284.15,1014,287.15,287.15,601,282.9366666667,47.3333333333,287.15,288.15,279.8166666667,287.15,279.4833333333,280.82,286.15,282.4833333333,282.15,278.7266666667,277.8166666667
+9719,2018-04-30 12:00:00,3.6666666667,level_8,0.3,5.3333333333,54,56.3333333333,75,1.6666666667,33.3333333333,273.3333333333,3.3333333333,253.3333333333,33.3333333333,1.3333333333,0,sp12,0,0,1012.6666666667,0,0,0,0,801.6666666667,801,1014.3333333333,801.6666666667,1014,288.15,1014.3333333333,291.15,291.15,500,287.7466666667,34.6666666667,291.15,290.4833333333,283.8166666667,290.3166666667,282.8166666667,283.1166666667,290.15,283.4833333333,287.4833333333,282.45,280.15
+9720,2018-04-30 15:00:00,3.3333333333,level_9,0.3,6,51.3333333333,66,75,2.6666666667,45,210,4.6666666667,240,63.3333333333,2,0,sp12,0,0,1011.6666666667,0,0.6,0,0,608.3333333333,801.3333333333,1015.3333333333,802,1012.6666666667,289.4833333333,1013.6666666667,292.4833333333,292.4833333333,500,289.0766666667,24,292.4833333333,291.4833333333,284.15,291.15,282.4833333333,282.4833333333,290.8166666667,282.4833333333,288.8166666667,281.8866666667,280.15
+9721,2018-04-30 18:00:00,2,level_8,0.2,4.6666666667,61.6666666667,54.6666666667,75,1,33.3333333333,96.6666666667,4,223.3333333333,40,2.6666666667,0,sp8,0,0,1011,0,0.3,0,0,708.3333333333,801,1015.6666666667,801.6666666667,1011,289.4833333333,1013,292.4833333333,292.4833333333,601,288.95,23.6666666667,292.4833333333,290.15,284.8166666667,289.9833333333,280.8166666667,281.8566666667,289.8166666667,283.15,288.4833333333,283.26,281.15
+9722,2018-04-30 21:00:00,3,level_9,0.4,4.3333333333,72,74,75,1.3333333333,26.6666666667,270,3,223.3333333333,40,2.6666666667,0,sp10,0.3,0,1012,0,0,0,0,802,800,1017,456,1011.6666666667,287.15,1014.3333333333,291.15,291.15,601.3333333333,286.6133333333,28.3333333333,291.15,287.8166666667,282.4833333333,287.4833333333,279.4833333333,280.67,287.15,282.15,286.15,281.4,279.4833333333
+9723,2018-05-01 00:00:00,2.3333333333,level_9,0.3,3.3333333333,83,81,69,1,6.6666666667,156.6666666667,1.6666666667,260,40,2.3333333333,0,sp12,0,0,1012.3333333333,0,0.3,0,0,708.3333333333,800,1017.6666666667,800.3333333333,1013,284.8166666667,1015,288.15,288.15,702,284.0066666667,39.3333333333,288.15,286.8166666667,280.4833333333,285.4833333333,277.8166666667,279.3033333333,284.15,281.15,283.4833333333,280.34,280.15
+9724,2018-05-01 03:00:00,1.3333333333,level_9,0.2,2.3333333333,89,93,86.3333333333,1.3333333333,6.6666666667,167,0.6666666667,220,6.6666666667,1.6666666667,0,sp10,0,0,1013,0,0,0,0,800.3333333333,800,1017.3333333333,800.3333333333,1013,283.4833333333,1015,283.8166666667,283.8166666667,601,282.6733333333,56.3333333333,283.8166666667,285.8166666667,277.4833333333,284.65,278.15,279.49,283.4833333333,281.15,282.15,277.2933333333,277.15
+9725,2018-05-01 06:00:00,1,level_9,0.1,2,93.3333333333,88.6666666667,75,0.3333333333,0,0,4,170,0,1.3333333333,0.3,sp8,0,0,1013,0,0,0,0,800,505,1017.3333333333,800,1013,281.4833333333,1014.6666666667,282.4833333333,282.4833333333,702,280.8733333333,61.3333333333,282.4833333333,284.15,276.8166666667,283.6433333333,278.15,279.49,283.15,281.15,280.4833333333,276.2033333333,275.8166666667
+9726,2018-05-01 09:00:00,2,level_9,0.1,2.3333333333,87,62.3333333333,51.6666666667,1,6.6666666667,191.6666666667,1.3333333333,116.6666666667,6.6666666667,1,0.7,sp10,0,0,1014,0,0,0,0,800.3333333333,500.6666666667,1018,800.3333333333,1014,284.15,1015.3333333333,286.8166666667,286.8166666667,701.3333333333,282.7333333333,44.3333333333,286.8166666667,282.8166666667,281.15,282.65,279.4833333333,280.8233333333,282.4833333333,282.4833333333,281.8166666667,279.7833333333,278.4833333333
+9727,2018-05-01 12:00:00,1.6666666667,level_3,0,3.3333333333,66,57,40,1.6666666667,13.3333333333,326.6666666667,1.6666666667,230,33.3333333333,1.6666666667,0.1,sp10,0.3,0,1014,0,0,0,0,801.6666666667,702,1018,707.3333333333,1013.6666666667,288.4833333333,1015.6666666667,290.15,290.15,802,287.6733333333,37.3333333333,290.15,284.8166666667,284.8166666667,284.65,282.15,283.93,284.4833333333,286.15,287.15,284.0666666667,283.4833333333
+9728,2018-05-01 15:00:00,2,level_5,0,5.3333333333,61.6666666667,48,40,3,33.3333333333,213.3333333333,1,180,40,4.6666666667,0,sp10,0.6,0,1012.3333333333,0,0,0,0,802,605,1017,366,1012.6666666667,289.4833333333,1014.3333333333,291.15,291.15,802,288.8666666667,35.3333333333,291.15,289.15,288.15,288.65,284.15,285.9333333333,288.15,288.15,288.15,286.8533333333,285.15
+9729,2018-05-01 18:00:00,2.3333333333,level_5,0,4.6666666667,59.6666666667,50.3333333333,26.6666666667,3,13.3333333333,66.6666666667,3,313.3333333333,40,3.6666666667,0,sp10,0,0,1013.6666666667,0,0,0,0,802,400.6666666667,1015.3333333333,800.6666666667,1012.3333333333,289.15,1013,290.15,290.15,801.3333333333,288.0166666667,43,290.15,286.4833333333,289.4833333333,285.15,284.8166666667,286.1666666667,283.8166666667,287.8166666667,287.15,287.7333333333,285.15
+9730,2018-05-01 21:00:00,2.3333333333,level_6,0,2.3333333333,71.3333333333,54,6.6666666667,2.3333333333,0,103.3333333333,1.6666666667,176.6666666667,13.3333333333,2.3333333333,0.2,sp11,0,0,1013.3333333333,0,0,0,0,800.6666666667,600,1015,800,1014,286.4833333333,1013.6666666667,287.4833333333,287.4833333333,800.3333333333,285.8266666667,64,287.4833333333,284.15,286.4833333333,283.3166666667,280.8166666667,282.6033333333,282.4833333333,284.8166666667,285.15,285.3466666667,283.4833333333
+9731,2018-05-02 00:00:00,1.6666666667,level_7,0,1.3333333333,81.3333333333,81,0,1,0,116.6666666667,2.3333333333,282,6.6666666667,1,0.1,sp12,0,0,1013.3333333333,0,0,0,0,800.3333333333,700,1014.6666666667,800,1015,284.15,1014.6666666667,285.8166666667,285.8166666667,800,283.14,71.3333333333,285.8166666667,282.8166666667,281.8166666667,281.65,278.4833333333,280.1233333333,280.4833333333,282.15,282.4833333333,280.8666666667,280.15
+9732,2018-05-02 03:00:00,1,level_9,0,1.3333333333,93,77,0,1.6666666667,6.6666666667,143.3333333333,0.6666666667,190,0,1,0,sp13,0,0,1013,0,0,0,0,800,800,1013.3333333333,800.3333333333,1014,282.4833333333,1015,282.4833333333,282.4833333333,800,281.8733333333,79.3333333333,282.4833333333,281.8166666667,278.4833333333,280.3166666667,276.15,278.53,278.8166666667,281.4833333333,281.4833333333,278.1033333333,277.8166666667
+9733,2018-05-02 06:00:00,0.6666666667,level_9,0,2,93,82.3333333333,0,0.6666666667,0,43.3333333333,1.3333333333,160,0,0.6666666667,0,sp12,0,0,1011.3333333333,0,0,0,0,800,800,1012.3333333333,800,1013.6666666667,281.15,1014.3333333333,281.15,281.15,800,280.34,81,281.15,280.15,277.4833333333,278.8166666667,275.8166666667,278.3433333333,277.4833333333,281.4833333333,279.8166666667,277.2366666667,276.8166666667
+9734,2018-05-02 09:00:00,2,level_8,0,2,87.3333333333,61.6666666667,25,0.3333333333,0,0,1,140.6666666667,0,1,0,sp13,0,0,1012,0,0,0,0,800,800,1013.6666666667,800,1013.6666666667,284.15,1015,287.15,287.15,801,282.9366666667,53,287.15,284.4833333333,283.15,284.4833333333,280.8166666667,282.45,284.4833333333,284.4833333333,282.15,281.2266666667,279.15
+9735,2018-05-02 12:00:00,5,level_9,0,3.6666666667,58,46,75,1,6.6666666667,210,1,103.3333333333,0,0.6666666667,0,sp13,0,0,1011.3333333333,0,0,0,0,800,800.3333333333,1014,800.3333333333,1012.3333333333,290.15,1015.3333333333,294.8166666667,294.8166666667,803,289.5433333333,18.3333333333,294.8166666667,290.4833333333,288.4833333333,289.8166666667,287.15,288.0433333333,289.15,289.15,289.15,287.19,285.8166666667
+9736,2018-05-02 15:00:00,4.3333333333,level_10,0.2,4,46,41.6666666667,75,3,20,309.3333333333,3.6666666667,143.3333333333,13.3333333333,2.3333333333,0,sp12,0,0,1009.3333333333,0,0,0,0,800.6666666667,801,1015,801,1010.3333333333,292.4833333333,1014.6666666667,297.4833333333,297.4833333333,601,292.02,14.6666666667,297.4833333333,293.15,290.8166666667,291.8166666667,286.8166666667,286.9666666667,290.4833333333,287.15,291.4833333333,289.54,288.15
+9737,2018-05-02 18:00:00,5,level_7,0.3,3.6666666667,43.6666666667,44.3333333333,75,1,0,86.6666666667,5.3333333333,106.6666666667,0,3.6666666667,0,sp10,0,0,1008.3333333333,0,0,0,0,800,801,1015.3333333333,800,1010,293.4833333333,1014,297.15,297.15,500,293.08,19.6666666667,297.15,291.8166666667,291.4833333333,291.4833333333,285.4833333333,285.7666666667,291.15,286.15,292.8166666667,290.54,289.4833333333
+9738,2018-05-02 21:00:00,2,level_10,0.3,3,55,57.6666666667,92,1,10.6666666667,281,2.6666666667,188,58.6666666667,2.6666666667,0,sp21,0,0,1015.6666666667,0,0,0,0,803,800.6666666667,987.6666666667,800.6666666667,983.3333333333,285.9636666667,955.6666666667,290.9136666667,290.9136666667,500,285.9636666667,31,290.9136666667,287.2303333333,285.347,287.2303333333,283.3636666667,283.3636666667,287.2303333333,283.3636666667,285.9636666667,285.347,285.347
+9739,2018-05-03 00:00:00,1.3333333333,level_10,0.3,3,81.3333333333,76.6666666667,92,1.6666666667,8,303.3333333333,1.3333333333,93.3333333333,40,1.6666666667,0,sp22,0,0,1015.3333333333,0,0,0,0,802.3333333333,801.6666666667,988.6666666667,800.6666666667,984.6666666667,281.9546666667,956.6666666667,287.0046666667,287.0046666667,500,281.9546666667,43,287.0046666667,286.2713333333,281.638,286.2713333333,283.6713333333,283.6713333333,286.2713333333,283.6713333333,281.9546666667,281.638,281.638
+9740,2018-05-03 03:00:00,1,level_10,0.3,2.3333333333,88.6666666667,87.3333333333,92,2.6666666667,4,321,1.6666666667,33,69.3333333333,1,0,sp21,0,0,1014.3333333333,0,0,0,0,803.3333333333,800.6666666667,989.6666666667,800.3333333333,984.3333333333,280.1243333333,956.3333333333,284.3076666667,284.3076666667,500,280.1243333333,58.6666666667,284.3076666667,286.0743333333,279.9743333333,286.0743333333,282.991,282.991,286.0743333333,282.991,280.1243333333,279.9743333333,279.9743333333
+9741,2018-05-03 06:00:00,1,level_10,0.3,2,85,89.6666666667,92,3,0,323.3333333333,1.3333333333,247.3333333333,29.3333333333,1,0,sp20,0,0,1012.3333333333,0,0,0,0,801.3333333333,800,990.6666666667,800,983.3333333333,279.3783333333,956,283.995,283.995,500,279.3783333333,65.3333333333,283.995,285.1983333333,278.445,285.1983333333,281.8783333333,281.8783333333,285.1983333333,281.8783333333,279.3783333333,278.445,278.445
+9742,2018-05-03 09:00:00,1.6666666667,level_10,0.3,3.6666666667,72.3333333333,73.3333333333,90.6666666667,3,0,324.3333333333,1.3333333333,177.6666666667,13.3333333333,1.6666666667,0,sp20,0,0,1013,0,0,0,0,800.6666666667,800,991.6666666667,800,984,286.9373333333,955.6666666667,291.1206666667,291.1206666667,500,286.9373333333,40.3333333333,291.1206666667,287.3646666667,285.504,287.3646666667,281.0706666667,281.0706666667,287.3646666667,281.0706666667,286.9373333333,285.504,285.504
+9743,2018-05-03 12:00:00,3.3333333333,level_10,0.3,2.6666666667,63.3333333333,65.3333333333,92,3,0,331.3333333333,3.6666666667,237.6666666667,60,1.3333333333,0,sp19,0,0,1014.3333333333,0,0,0,0,802.3333333333,802,992,800,983.3333333333,293.74,956,294.54,294.54,500,293.74,30,294.54,289.9566666667,288.9233333333,289.9566666667,281.59,281.59,289.9566666667,281.59,293.74,288.9233333333,288.9233333333
+9744,2018-05-03 15:00:00,4,level_5,0.3,1.3333333333,54.6666666667,56.3333333333,92,3,0,333,3.6666666667,209,26.6666666667,1,0,sp17,0,0,1014,0,0,0,0,801,803.6666666667,992,800,981.6666666667,296.847,955.3333333333,295.5136666667,295.5136666667,500,296.847,26,295.5136666667,290.1636666667,289.747,290.1636666667,281.847,281.847,290.1636666667,281.847,296.847,289.747,289.747
+9745,2018-05-03 18:00:00,2.3333333333,level_5,0,4.3333333333,41.6666666667,29.3333333333,63.3333333333,5.6666666667,13.3333333333,343.3333333333,1.3333333333,33.3333333333,0,2.3333333333,0.1,sp3,0,0,1008,0,0,0,0,800,533.6666666667,1021.3333333333,800.6666666667,1009.3333333333,296.15,1013,293.4833333333,293.4833333333,802.6666666667,296.02,44.6666666667,293.4833333333,290.15,291.8166666667,289.8166666667,282.8166666667,284.5966666667,289.4833333333,286.8166666667,295.8166666667,290.3333333333,287.15
+9746,2018-05-03 21:00:00,2.3333333333,level_2,0,2.3333333333,59.6666666667,46,63.3333333333,4,0,243.3333333333,1.6666666667,178.3333333333,0,3.3333333333,0,sp3,0,0,1009.6666666667,0,0,0,0,800,800.3333333333,1022,800,1011,292.8166666667,1014,291.15,291.15,802.6666666667,292.01,60.6666666667,291.15,289.8166666667,288.4833333333,289.3166666667,281.4833333333,283.4466666667,288.8166666667,285.4833333333,291.4833333333,287.0133333333,285.15
+9747,2018-05-04 00:00:00,1.3333333333,level_7,0.1,2.3333333333,73.6666666667,50.6666666667,69,1.3333333333,0,236.6666666667,1,180,0,2.6666666667,0,sp4,0,0,1010,0,0,0,0,800,800,1022.6666666667,800,1012,289.4833333333,1015.6666666667,289.4833333333,289.4833333333,701.6666666667,288.8966666667,54.3333333333,289.4833333333,288.4833333333,283.8166666667,287.9833333333,280.15,282.0333333333,287.4833333333,284.15,288.4833333333,283.7033333333,283.4833333333
+9748,2018-05-04 03:00:00,1.6666666667,level_10,0,4.6666666667,87.3333333333,65.3333333333,49.3333333333,1.3333333333,0,136.6666666667,2,246.6666666667,6.6666666667,0.6666666667,0,sp3,0,0,1009.6666666667,0,0,0,0,800.3333333333,800,1022,800,1011.6666666667,287.15,1015,288.15,288.15,802.3333333333,286.9466666667,44,288.15,288.4833333333,281.4833333333,287.65,279.8166666667,280.56,286.8166666667,281.4833333333,286.8166666667,280.91,280.15
+9749,2018-05-04 06:00:00,1.3333333333,level_10,0,4,91,70,75,0.6666666667,0,73.3333333333,2.6666666667,286.6666666667,0,0.6666666667,0,sp3,0,0,1010,0,0,0,0,800,800,1021.3333333333,800,1011,285.8166666667,1015,285.4833333333,285.4833333333,803,284.8433333333,50.3333333333,285.4833333333,286.8166666667,279.8166666667,286.15,279.8166666667,280.6966666667,285.4833333333,281.8166666667,284.15,279.5066666667,279.15
+9750,2018-05-04 09:00:00,3.6666666667,level_10,0,3.6666666667,77,54.6666666667,75,3.6666666667,13.3333333333,323.3333333333,2,290,0,1,0,sp3,0,0,1011,0,0,0,0,800,800.3333333333,1021.6666666667,800.6666666667,1012,288.8166666667,1015,289.15,289.15,803,287.4,40.6666666667,289.15,286.4833333333,283.8166666667,286.3166666667,283.15,284.19,286.15,285.4833333333,286.4833333333,282.5233333333,281.4833333333
+9751,2018-05-04 12:00:00,4.6666666667,level_2,0,2,59.6666666667,42,75,4.6666666667,20,330,2.6666666667,216.6666666667,0,1,0,sp4,0,0,1012,0,0,0,0,800,800.6666666667,1022,801,1012.3333333333,293.4833333333,1014.6666666667,293.4833333333,293.4833333333,803,292.6733333333,29.3333333333,293.4833333333,289.4833333333,288.8166666667,289.13,284.15,285.3366666667,288.8166666667,286.8166666667,292.15,287.46,286.15
+9752,2018-05-04 15:00:00,2.6666666667,level_2,0,3,48,36.6666666667,75,5.6666666667,26.6666666667,343.3333333333,2,213.3333333333,0,1.3333333333,0,sp3,0,0,1012,0,0,0,0,800,800.3333333333,1020.6666666667,801.3333333333,1012.3333333333,296.8166666667,1013.6666666667,293.8166666667,293.8166666667,803,295.44,32.3333333333,293.8166666667,291.8166666667,291.8166666667,290.71,284.4833333333,285.9533333333,289.4833333333,287.8166666667,294.4833333333,291.2,290.4833333333
+9753,2018-05-04 18:00:00,1.3333333333,level_5,0,4,57,33,75,5,20,343.3333333333,1.6666666667,226.6666666667,13.3333333333,4.6666666667,0,sp3,0,0,1012,0,0,0,0,800.6666666667,633.3333333333,1021,801,1013,295.4833333333,1013,291.8166666667,291.8166666667,803,293.6266666667,44,291.8166666667,292.8166666667,294.15,291.15,283.15,285.09,289.4833333333,288.15,292.15,293.2033333333,291.4833333333
+9754,2018-05-04 21:00:00,1,level_7,0,1.3333333333,74,43.3333333333,45,2,0,226.6666666667,2,176.6666666667,0,3.3333333333,0,sp5,0,0,1013.3333333333,0,0,0,0,800,633.6666666667,1022,800,1014.3333333333,290.15,1014,290.15,290.15,802,289.14,57.6666666667,290.15,290.8166666667,291.8166666667,289.8366666667,282.4833333333,283.8566666667,288.8166666667,285.8166666667,288.4833333333,290.9166666667,289.8166666667
+9755,2018-05-05 00:00:00,3.6666666667,level_9,0,1,87.3333333333,57,6.6666666667,1,0,184.3333333333,1,270,0,1.3333333333,0,sp8,0,0,1014,0,0,0,0,800,633.3333333333,1022,800,1015,287.8166666667,1015.6666666667,288.4833333333,288.4833333333,800.3333333333,285.87,75.3333333333,288.4833333333,288.4833333333,286.8166666667,288.3166666667,279.4833333333,281.0966666667,288.15,283.15,284.4833333333,286.4766666667,286.15
+9756,2018-05-05 03:00:00,1,level_6,0,1,93,69.3333333333,0,1,0,103.3333333333,1,119.3333333333,0,1.3333333333,0,sp7,0,0,1013.6666666667,0,0,0,0,800,800,1021.3333333333,800,1014.6666666667,285.4833333333,1016,287.8166666667,287.8166666667,800,284.6766666667,73.3333333333,287.8166666667,288.15,283.8166666667,287.65,278.8166666667,280.3033333333,287.15,282.15,284.15,283.6733333333,283.4833333333
+9757,2018-05-05 06:00:00,1.6666666667,level_7,0,1,91,75.6666666667,63.3333333333,1,0,63.3333333333,1.6666666667,260,0,0.6666666667,0,sp7,0,0,1013.6666666667,0,0,0,0,800,633.3333333333,1021,800,1014.3333333333,285.4833333333,1016.3333333333,287.4833333333,287.4833333333,802.6666666667,283.2566666667,71.3333333333,287.4833333333,288.4833333333,282.4833333333,287.9833333333,278.4833333333,280.1166666667,287.4833333333,282.15,281.8166666667,281.9266666667,281.4833333333
+9758,2018-05-05 09:00:00,1.3333333333,level_5,0,0.3333333333,85.6666666667,58.3333333333,33.3333333333,1.3333333333,0,199.6666666667,1,194.3333333333,0,2,0.1,sp9,0,0,1015,0,0,0,0,800,700,1021,800,1015,288.15,1017,291.8166666667,291.8166666667,801.6666666667,286.5333333333,50.6666666667,291.8166666667,288.4833333333,286.4833333333,288.3166666667,282.15,283.1433333333,288.15,284.4833333333,285.4833333333,285.12,284.15
+9759,2018-05-05 12:00:00,1,level_3,0,2.6666666667,53,46.3333333333,20,3,0,306.6666666667,0.6666666667,130,0,1,0.3,sp9,0,0,1016,0,0,0,0,800,500,1021.6666666667,800,1015,294.8166666667,1016.3333333333,296.4833333333,296.4833333333,801,294.2066666667,33.6666666667,296.4833333333,288.8166666667,292.15,288.65,287.4833333333,287.7833333333,288.4833333333,288.15,293.8166666667,290.8166666667,289.15
+9760,2018-05-05 15:00:00,1.3333333333,level_3,0,5.6666666667,41.6666666667,36.6666666667,13.3333333333,3.6666666667,0,320,2.3333333333,196.6666666667,0,1,0,sp6,0,0,1016,0,0,0,0,800,800.3333333333,1020.3333333333,800,1015.3333333333,298.4833333333,1015.6666666667,295.15,295.15,800.6666666667,297.8733333333,41.3333333333,295.15,292.15,296.15,291.7966666667,288.4833333333,289.5233333333,291.4833333333,290.8166666667,297.4833333333,294.92,292.8166666667
+9761,2018-05-05 18:00:00,2,level_3,0,4.3333333333,34,33,0,3,0,313.3333333333,1.3333333333,83.3333333333,20,1.3333333333,0,sp4,0,0,1016,0,0,0,0,801,801.3333333333,1020,800,1016.6666666667,300.15,1014.3333333333,293.15,293.15,800,299.3566666667,46,293.15,292.8166666667,297.4833333333,292.65,288.15,288.8933333333,292.4833333333,289.8166666667,298.8166666667,296.3966666667,294.15
+9762,2018-05-05 21:00:00,2,level_3,0,1.6666666667,43.6666666667,52,0,1,0,100,1.6666666667,260,6.6666666667,1.6666666667,0,sp4,0,0,1016.6666666667,0,0,0,0,800.3333333333,800.3333333333,1020.3333333333,800,1017.3333333333,297.15,1015,291.15,291.15,800,296.34,61.6666666667,291.15,290.8166666667,296.4833333333,290.4633333333,285.4833333333,286.2266666667,290.15,287.15,295.8166666667,294.6266666667,292.4833333333
+9763,2018-05-06 00:00:00,3.6666666667,level_7,0,1.3333333333,68,78.6666666667,20,0.6666666667,0,136.6666666667,1.3333333333,183.3333333333,51.6666666667,2.3333333333,0,sp6,0,0,1017,0,0,0,0,802.3333333333,800.3333333333,1021,800,1018,291.4833333333,1017.3333333333,289.15,289.15,801,290.27,70.3333333333,289.15,288.15,289.4833333333,287.8633333333,281.4833333333,283.3333333333,287.4833333333,285.15,289.4833333333,289.1766666667,288.8166666667
+9764,2018-05-06 03:00:00,0.6666666667,level_6,0,1.3333333333,78.6666666667,76.3333333333,20,0.6666666667,0,43.3333333333,0.6666666667,193.3333333333,13.3333333333,1.3333333333,0,sp6,0,0,1017,0,0,0,0,800.6666666667,800.3333333333,1019.6666666667,800,1017.3333333333,288.8166666667,1018,287.4833333333,287.4833333333,801,287.6033333333,71.3333333333,287.4833333333,288.15,288.15,286.9566666667,278.4833333333,280.86,285.4833333333,283.8166666667,286.8166666667,287.8633333333,287.4833333333
+9765,2018-05-06 06:00:00,0.6666666667,level_9,0,1.3333333333,85.3333333333,81.6666666667,38.3333333333,0.6666666667,0,90,1,98.3333333333,6.6666666667,1.3333333333,0,sp6,0,0,1016.6666666667,0,0,0,0,800.3333333333,801.3333333333,1019,800,1017,286.8166666667,1018,286.8166666667,286.8166666667,801.6666666667,286.41,72.6666666667,286.8166666667,287.4833333333,286.15,285.9,277.15,279.9466666667,284.15,283.15,286.15,285.4133333333,284.8166666667
+9766,2018-05-06 09:00:00,2,level_10,0,2.3333333333,62,63,6.6666666667,1.3333333333,0,86.6666666667,3.3333333333,134.3333333333,0,4,0.2,sp8,0,0,1017.6666666667,0,0,0,0,800,600.3333333333,1019.3333333333,800,1017.6666666667,291.15,1019,292.15,292.15,800.3333333333,289.7366666667,54.6666666667,292.15,289.15,289.4833333333,287.51,282.15,284.1366666667,286.15,286.4833333333,288.8166666667,287.6966666667,286.4833333333
+9767,2018-05-06 12:00:00,1.6666666667,level_3,0,2.6666666667,44.6666666667,51,6.6666666667,0.3333333333,0,30,1.3333333333,115.6666666667,13.3333333333,5.6666666667,0.4,sp8,0,0,1018.6666666667,0,0,0,0,800.6666666667,601.3333333333,1018,800,1017,296.8166666667,1018.6666666667,296.8166666667,296.8166666667,800.3333333333,296.4633333333,39.6666666667,296.8166666667,289.8166666667,292.8166666667,289.2233333333,291.15,292.93,288.8166666667,295.15,296.15,291.98,291.15
+9768,2018-05-06 15:00:00,1.6666666667,level_4,0,4,40,43,26.6666666667,3,0,216.6666666667,3,236.6666666667,26.6666666667,3.6666666667,0,sp4,0,0,1016.3333333333,0,0,0,0,801.3333333333,801,1016.3333333333,800,1016.3333333333,299.8166666667,1017.3333333333,297.4833333333,297.4833333333,801.3333333333,299.8166666667,37.3333333333,297.4833333333,294.8166666667,295.8166666667,293.9433333333,295.8166666667,296.1333333333,293.15,296.4833333333,299.8166666667,294.7433333333,292.8166666667
+9769,2018-05-06 18:00:00,1.3333333333,level_3,0,4.3333333333,33.3333333333,36,13.3333333333,4,13.3333333333,303.3333333333,3.6666666667,116.6666666667,20,3.3333333333,0,sp3,0,0,1016,0,0,0,0,801,604.6666666667,1015.3333333333,604,1016.3333333333,300.15,1015.3333333333,294.4833333333,294.4833333333,800.6666666667,299.9466666667,51.6666666667,294.4833333333,294.15,297.15,292.65,295.15,295.8133333333,291.15,296.15,299.8166666667,296.01,294.4833333333
+9770,2018-05-06 21:00:00,3.6666666667,level_2,0,2,50.3333333333,58.3333333333,0,2,13.3333333333,186.6666666667,1.3333333333,216.6666666667,51.6666666667,3.6666666667,0,sp4,0,0,1017,0,0.3,0,0,511.3333333333,800.6666666667,1016.3333333333,604,1017,295.8166666667,1016,291.8166666667,291.8166666667,800,294.95,68,291.8166666667,291.15,293.4833333333,290.6033333333,289.8166666667,290.7033333333,290.15,291.4833333333,294.15,292.5633333333,291.4833333333
+9771,2018-05-07 00:00:00,2.3333333333,level_4,0,0.6666666667,64.6666666667,89.6666666667,0,0.6666666667,0,66.6666666667,1.3333333333,213.3333333333,40,1.6666666667,0,sp6,0,0,1016.6666666667,0,0.3,0,0,708.3333333333,801.6666666667,1017,800,1017,291.4833333333,1017.3333333333,289.8166666667,289.8166666667,800,291.28,80.3333333333,289.8166666667,289.4833333333,288.8166666667,289.1966666667,285.15,286.0433333333,288.8166666667,287.15,291.15,288.6266666667,288.4833333333
+9772,2018-05-07 03:00:00,0.3333333333,level_10,0,1,72,95.3333333333,5.3333333333,1,10.6666666667,123.3333333333,1,223.6666666667,0,2,0,sp5,0,0,1016,0,0,0,0,800,802,1017,800.6666666667,1016.6666666667,289.15,1017,287.15,287.15,800,288.3433333333,85.3333333333,287.15,289.4833333333,286.4833333333,289.15,282.8166666667,283.7066666667,288.8166666667,284.8166666667,287.8166666667,286.15,285.8166666667
+9773,2018-05-07 06:00:00,1.6666666667,level_4,0,0.6666666667,78.6666666667,97.6666666667,0,0.6666666667,0,129,0.3333333333,289,0,2.3333333333,0,sp5,0,0,1016,0,0,0,0,800,801,1017,800,1016,288.15,1017,286.15,286.15,800,287.5433333333,87,286.15,289.15,285.15,289.15,281.4833333333,282.82,289.15,284.4833333333,287.15,284.7066666667,284.4833333333
+9774,2018-05-07 09:00:00,1.3333333333,level_1,0,0.6666666667,68,75.3333333333,0,1,0,33.3333333333,0.6666666667,154.6666666667,0,2.6666666667,0,sp7,0,0,1016,0,0.1,0,0,700,802.3333333333,1017,800,1016,291.8166666667,1017.3333333333,291.8166666667,291.8166666667,800,290.8266666667,61,291.8166666667,290.4833333333,288.4833333333,290.3166666667,287.15,288.0433333333,290.15,289.15,290.15,286.9333333333,286.15
+9775,2018-05-07 12:00:00,0.6666666667,level_3,0,2.3333333333,47,70.6666666667,0,2,0,193.3333333333,1,100,13.3333333333,1.6666666667,0,sp8,0,0,1015.6666666667,0,0.1,0,0,707,801.3333333333,1016.6666666667,800,1015.6666666667,297.15,1017.6666666667,295.8166666667,295.8166666667,800,295.9366666667,47,295.8166666667,295.8166666667,290.8166666667,294.65,293.8166666667,294.48,293.4833333333,295.15,295.15,290.2033333333,289.8166666667
+9776,2018-05-07 15:00:00,1.6666666667,level_5,0,4,41.3333333333,47,20,4.3333333333,0,293.3333333333,3.6666666667,103.3333333333,13.3333333333,2,0,sp5,0,0,1013.6666666667,0,0,0,0,800.6666666667,801,1015.3333333333,800,1014.3333333333,299.15,1016,295.8166666667,295.8166666667,801,298.34,52.6666666667,295.8166666667,297.15,295.15,294.65,295.15,296.2566666667,292.15,297.15,297.8166666667,293.8533333333,292.4833333333
+9777,2018-05-07 18:00:00,1.6666666667,level_3,0,4,39,42.3333333333,20,4.6666666667,0,296.6666666667,2.3333333333,73.3333333333,33.3333333333,4,0,sp4,0,0,1013,0,0,0,0,801.6666666667,408,1014.6666666667,800,1013,300.15,1014,295.4833333333,295.4833333333,801,299.7433333333,49,295.4833333333,295.4833333333,296.4833333333,292.98,293.4833333333,295.1933333333,290.4833333333,296.4833333333,299.4833333333,295.8066666667,295.4833333333
+9778,2018-05-07 21:00:00,2,level_5,0,1.3333333333,55.3333333333,60.6666666667,10.6666666667,0.3333333333,53.3333333333,233,2.6666666667,218.6666666667,66.6666666667,4,0,sp18,0,0,1017.3333333333,0,0.2,0,0,600.6666666667,800,986.6666666667,802.6666666667,985.6666666667,293.5036666667,953.6666666667,289.2703333333,289.2703333333,800.6666666667,293.5036666667,69.6666666667,289.2703333333,290.0036666667,292.3536666667,290.0036666667,289.2703333333,289.2703333333,290.0036666667,289.2703333333,293.5036666667,292.3536666667,292.3536666667
+9779,2018-05-08 00:00:00,1.3333333333,level_1,0,0.3333333333,70.6666666667,90,30.3333333333,1,0,113.3333333333,1.3333333333,193.3333333333,13.3333333333,2.6666666667,0,sp7,0,0,1012.6666666667,0,0,0,0,800.6666666667,800.6666666667,1016,800,1014,291.15,1014.6666666667,290.4833333333,290.4833333333,701,289.94,75.3333333333,290.4833333333,289.4833333333,289.15,288.9833333333,287.15,287.5966666667,288.4833333333,288.15,289.15,288.6,288.15
+9780,2018-05-08 03:00:00,0.6666666667,level_10,0,1.3333333333,82,100,18.6666666667,1,0,91.6666666667,1.6666666667,173,0,2,0,sp6,0,0,1012,0,0,0,0,800,701,1015.6666666667,800,1012.6666666667,289.15,1014,288.15,288.15,701,287.9366666667,80.3333333333,288.15,288.15,286.15,287.8166666667,284.4833333333,285.97,287.4833333333,287.8166666667,287.15,286.15,286.15
+9781,2018-05-08 06:00:00,1,level_4,0,1,89,97.6666666667,75,1,0,330,1,260.3333333333,0,1,0,sp5,0,0,1012,0,0,0,0,800,701,1015.6666666667,800,1012,287.8166666667,1014,287.8166666667,287.8166666667,701,287.0066666667,82,287.8166666667,288.15,284.8166666667,287.8166666667,282.8166666667,285.1966666667,287.4833333333,288.15,286.4833333333,284.0933333333,283.4833333333
+9782,2018-05-08 09:00:00,1.6666666667,level_3,0,1,83.6666666667,82,75,1.6666666667,0,226.6666666667,0.6666666667,152,0,0.6666666667,0,sp6,0,0,1012,0,0,0,0,800,734.3333333333,1016,800,1011.3333333333,290.15,1014.6666666667,292.8166666667,292.8166666667,735,289.5433333333,61.6666666667,292.8166666667,291.8166666667,287.8166666667,291.15,286.4833333333,287.52,290.4833333333,288.8166666667,289.15,286.8033333333,285.8166666667
+9783,2018-05-08 12:00:00,1.3333333333,level_1,0,1.6666666667,66,51,75,3.3333333333,20,330,0.6666666667,93.3333333333,6.6666666667,1.6666666667,0,sp5,0,0,1011.6666666667,0,0,0,0,800.3333333333,801,1017,801,1011,295.15,1013.6666666667,298.15,298.15,701,294.6133333333,43,298.15,295.15,295.15,293.15,288.15,288.6,291.15,289.15,294.15,293.72,291.8166666667
+9784,2018-05-08 15:00:00,1.6666666667,level_2,0,5,49,36.6666666667,80,4.6666666667,20,330,3.3333333333,116.6666666667,26.6666666667,1.6666666667,0,sp3,0,0,1010,0,0.3,0,0,707.6666666667,604.3333333333,1017,801,1010.6666666667,298.8166666667,1012,295.15,295.15,735,298.41,59,295.15,297.15,298.8166666667,295.3166666667,288.4833333333,289.1466666667,293.4833333333,289.8166666667,298.15,296.5866666667,291.15
+9785,2018-05-08 18:00:00,1.6666666667,level_2,0,1.3333333333,54.6666666667,47,75,4.6666666667,20,323.3333333333,1.3333333333,126.6666666667,33.3333333333,3.6666666667,0.1,sp3,0,0,1010.3333333333,0,0.9,0,0,417.6666666667,307.3333333333,1017,801,1010.3333333333,298.15,1011,293.8166666667,293.8166666667,735,297.7433333333,64,293.8166666667,292.8166666667,296.8166666667,291.8166666667,286.4833333333,286.9266666667,290.8166666667,287.4833333333,297.4833333333,295.1166666667,292.15
+9786,2018-05-08 21:00:00,1.6666666667,level_3,0,1,78.6666666667,64.6666666667,75,3.6666666667,13.3333333333,333.3333333333,1.6666666667,171,20,2.3333333333,0,sp3,0.2,0,1010.3333333333,0,0.4,0,0,562.3333333333,767.6666666667,1017.3333333333,600,1010.3333333333,293.4833333333,1012,294.15,294.15,769,293.2233333333,62.6666666667,294.15,291.15,293.4833333333,290.3166666667,284.8166666667,286.0066666667,289.4833333333,287.4833333333,292.8166666667,292.59,291.15
+9787,2018-05-09 00:00:00,1,level_4,0,0.6666666667,88,85.6666666667,30.3333333333,1.6666666667,29.3333333333,136.6666666667,1,185,13.3333333333,2.3333333333,0,sp4,0,0,1010.3333333333,0,0,0,0,800.6666666667,734,1017.3333333333,801.3333333333,1011,290.8166666667,1013,291.15,291.15,701,290.6133333333,78.6666666667,291.15,289.15,289.15,288.9833333333,283.8166666667,285.3033333333,288.8166666667,287.15,290.4833333333,288.77,288.4833333333
+9788,2018-05-09 03:00:00,1.6666666667,level_3,0,1,88,89,56,1,64.6666666667,70,0.6666666667,173.3333333333,0,3.6666666667,0,sp4,0,0,1009.3333333333,0,0,0,0,800,734,1016,769,1010.3333333333,290.15,1012.3333333333,289.15,289.15,802,289.14,85.3333333333,289.15,288.15,286.15,287.65,282.8166666667,284.3033333333,287.15,286.15,288.4833333333,285.96,285.8166666667
+9789,2018-05-09 06:00:00,1.6666666667,level_9,0,2,86,91.6666666667,80,1,75,43.3333333333,1.6666666667,172.6666666667,0,2.3333333333,0.2,sp4,0,0,1009,0,0,0,0,800,573.6666666667,1015,701,1009.3333333333,290.15,1012,287.4833333333,287.4833333333,803.3333333333,288.5333333333,91,287.4833333333,288.15,285.15,287.3166666667,283.15,284.49,286.4833333333,286.15,287.4833333333,284.7266666667,284.4833333333
+9790,2018-05-09 09:00:00,0.3333333333,level_6,0,1,92,61.3333333333,75,1,79,73.3333333333,1.6666666667,281.3333333333,0,2,0.2,sp6,0,0,1009.3333333333,0,0,0,0,800,607,1015,668.1666666667,1010,289.2238333333,1012.6666666667,293.4833333333,293.4833333333,803,289.2238333333,62.6666666667,293.4833333333,290.7333333333,289.965,290.4,284.4833333333,285.6666666667,290.0666666667,287.15,289.2238333333,288.3416666667,287.2983333333
+9791,2018-05-09 12:00:00,1,level_3,0,3.6666666667,84,48,75,1,85,3.3333333333,1,203.3333333333,0,2.6666666667,0,sp6,0,0,1009,0,0,0,0,800,801,1015,702.5,1009.3333333333,291.4833333333,1012.3333333333,297.15,297.15,803,291.0933333333,50,297.15,294.8166666667,295.15,293.4833333333,287.8166666667,288.5566666667,292.15,289.4833333333,290.8166666667,293.0966666667,290.15
+9792,2018-05-09 15:00:00,3,level_4,0,4.3333333333,89.6666666667,45,75,2.6666666667,85,323.3333333333,4.3333333333,120,33.3333333333,3.6666666667,0.3,sp6,0,0,1009,0,0,0,0,801.6666666667,459.3333333333,1014,634.1666666667,1008,291.4833333333,1010.6666666667,297.15,297.15,803,291.3233333333,52,297.15,293.15,298.15,292.4833333333,288.4833333333,289.2266666667,291.8166666667,290.15,291.15,296.97,294.8166666667
+9793,2018-05-09 18:00:00,3.3333333333,level_3,0,5.3333333333,74.3333333333,39,75,3,63.3333333333,323.3333333333,1,95.3333333333,40,3.3333333333,0.1,sp5,0,0,1009,0,0.3,0,0,511.3333333333,707.3333333333,1014.6666666667,802.6666666667,1007.6666666667,293.8166666667,1009.3333333333,295.4833333333,295.4833333333,803,292.8033333333,64.6666666667,295.4833333333,291.8166666667,299.15,291.4833333333,288.15,288.5966666667,291.15,289.15,292.15,298.0633333333,295.8166666667
+9794,2018-05-09 21:00:00,3,level_3,0,3,75.3333333333,41.3333333333,75,2.3333333333,56.6666666667,333.3333333333,1.3333333333,202,20,6,0,sp6,0,0,1009.3333333333,0,0,0,0,801,801,1016.3333333333,802.3333333333,1009,291.4833333333,1010.3333333333,291.8166666667,291.8166666667,803,291.28,84.3333333333,291.8166666667,290.8166666667,296.8166666667,290.65,284.4833333333,285.8233333333,290.4833333333,287.4833333333,291.15,295.48,293.8166666667
+9795,2018-05-10 00:00:00,1,level_1,0.2,1,83.6666666667,55.6666666667,86.3333333333,3,32,313.3333333333,1.3333333333,195,0,3.6666666667,0,sp8,0,0,1011,0,0,0,0,800,767.6666666667,1017.6666666667,801.6666666667,1010,289.8166666667,1011.3333333333,291.15,291.15,601,289.6133333333,88,291.15,289.8166666667,292.15,289.4833333333,283.4833333333,284.5233333333,289.15,285.8166666667,289.4833333333,292.15,292.15
+9796,2018-05-10 03:00:00,2,level_4,0.3,1.3333333333,83.6666666667,63,76,1.3333333333,45.3333333333,193.3333333333,0.3333333333,204,0,2.3333333333,0,sp6,0,0,1010,0,0,0,0,800,767.6666666667,1018,802.3333333333,1010.3333333333,289.8166666667,1012.3333333333,291.15,291.15,500,289.21,88,291.15,289.4833333333,289.8166666667,288.8166666667,282.4833333333,284.12,288.15,286.15,288.8166666667,289.4366666667,289.15
+9797,2018-05-10 06:00:00,3,level_5,0.3,0.6666666667,83.6666666667,66.6666666667,75,1,75,86.6666666667,1,157.6666666667,13.3333333333,2,0,sp6,0,0,1011.3333333333,0,0,0,0,800.6666666667,735.3333333333,1018.6666666667,668.1666666667,1011.3333333333,289.15,1014,290.4833333333,290.4833333333,702.3333333333,288.5833333333,91.3333333333,290.4833333333,289.15,287.4833333333,288.65,282.15,283.64,288.15,285.4833333333,288.15,287.4033333333,287.15
+9798,2018-05-10 09:00:00,3,level_7,0.4,1.6666666667,80.3333333333,62.6666666667,75,1.3333333333,20,110,1.3333333333,60.3333333333,6.6666666667,0.6666666667,0,sp8,0,0,1013.3333333333,0,0,0,0,800.3333333333,768.3333333333,1020.3333333333,767.6666666667,1013.6666666667,290.4833333333,1015.6666666667,292.8166666667,292.8166666667,601.3333333333,289.5433333333,77.6666666667,292.8166666667,291.8166666667,288.4833333333,291.3166666667,283.15,284.17,290.8166666667,285.4833333333,288.8166666667,287.3266666667,285.4833333333
+9799,2018-05-10 12:00:00,2,level_6,0,4.6666666667,62.3333333333,50,75,4.3333333333,33.3333333333,336.6666666667,3.3333333333,126.6666666667,6.6666666667,3,0,sp9,0,0,1014.6666666667,0,0,0,0,800.3333333333,803,1022,801.6666666667,1015,292.8166666667,1016,295.15,295.15,803,292.6133333333,53,295.15,292.8166666667,292.8166666667,292.65,284.4833333333,286.4133333333,292.4833333333,288.8166666667,292.4833333333,291.58,289.15
+9800,2018-05-10 15:00:00,1.3333333333,level_4,0,5.6666666667,50.3333333333,39.6666666667,40,3.6666666667,20,336.6666666667,4,110,20,4.3333333333,0,sp9,0,0,1015,0,0,0,0,801,803,1022,801,1015,295.15,1015.6666666667,294.8166666667,294.8166666667,802,294.5433333333,48,294.8166666667,292.8166666667,296.15,292.65,286.8166666667,287.7066666667,292.4833333333,288.8166666667,294.15,294.79,291.8166666667
+9801,2018-05-10 18:00:00,1,level_5,0,4,54,35.6666666667,33.3333333333,3,0,140,3,110,20,4,0,sp8,0,0,1016,0,0,0,0,801,803.3333333333,1021.3333333333,800,1016,294.8166666667,1014.6666666667,293.8166666667,293.8166666667,801.6666666667,294.41,57.6666666667,293.8166666667,291.15,297.15,291.15,286.8166666667,288.0033333333,291.15,289.4833333333,294.15,296.47,294.8166666667
+9802,2018-05-10 21:00:00,0.6666666667,level_4,0,1.6666666667,64.6666666667,42.3333333333,13.3333333333,2.3333333333,0,100,2.6666666667,133.3333333333,13.3333333333,3.6666666667,0,sp10,0,0,1018,0,0,0,0,800.6666666667,803,1020.6666666667,800,1017.3333333333,291.4833333333,1015,291.8166666667,291.8166666667,800.6666666667,291.3533333333,66.3333333333,291.8166666667,290.15,294.8166666667,289.8166666667,281.8166666667,283.9,289.4833333333,286.4833333333,291.15,293.9466666667,293.15
+9803,2018-05-11 00:00:00,1.3333333333,level_4,0,0.6666666667,82,61,0,2,0,133.3333333333,0.6666666667,86.6666666667,33.3333333333,1.6666666667,0,sp13,0,0,1019,0,0,0,0,801.6666666667,803,1019.3333333333,800,1018,287.8166666667,1016.6666666667,290.15,290.15,800,287.41,72.3333333333,290.15,289.8166666667,289.8166666667,289.4833333333,277.15,279.68,289.15,282.8166666667,287.15,289.6266666667,289.4833333333
+9804,2018-05-11 03:00:00,1,level_7,0,0.6666666667,91,76.3333333333,0,3.3333333333,0,126.6666666667,0.6666666667,60,0,1.3333333333,0,sp12,0,0,1018,0,0,0,0,800,802.6666666667,1016.6666666667,800,1018,286.15,1017,287.4833333333,287.4833333333,800,285.54,83.6666666667,287.4833333333,288.8166666667,286.4833333333,288.8166666667,274.4833333333,277.6033333333,288.8166666667,281.4833333333,285.15,285.7233333333,285.15
+9805,2018-05-11 06:00:00,1,level_10,0,1.3333333333,91,79.6666666667,0,2,6.6666666667,86.6666666667,1.3333333333,166.6666666667,6.6666666667,1,0,sp13,0,0,1018,0,0,0,0,800.3333333333,768.3333333333,1014.3333333333,800.3333333333,1018.3333333333,285.4833333333,1017,286.15,286.15,800,284.07,87,286.15,287.8166666667,284.8166666667,287.65,272.8166666667,276.98,287.4833333333,282.15,283.15,283.6966666667,283.15
+9806,2018-05-11 09:00:00,1.3333333333,level_7,0,1.3333333333,79,71.6666666667,0,2,45,130,3.3333333333,233.3333333333,6.6666666667,0.6666666667,0,sp15,0,0,1018,0,0,0,0,800.3333333333,801,1014,802,1019,288.8166666667,1018.3333333333,290.8166666667,290.8166666667,800,286.9966666667,66.6666666667,290.8166666667,291.15,288.4833333333,290.65,282.15,286.0166666667,290.15,290.8166666667,285.8166666667,287.46,286.4833333333
+9807,2018-05-11 12:00:00,1.3333333333,level_1,0,1.3333333333,66.6666666667,55,0,3,80,196.6666666667,4.3333333333,230,33.3333333333,2.6666666667,0,sp15,0,0,1017.3333333333,0,0,0,0,801.6666666667,801.3333333333,1014.3333333333,803.3333333333,1018.3333333333,292.15,1018.6666666667,295.8166666667,295.8166666667,800,291.9466666667,55.3333333333,295.8166666667,294.8166666667,294.4833333333,293.8166666667,290.4833333333,292.7133333333,292.8166666667,295.4833333333,291.8166666667,292.6366666667,290.15
+9808,2018-05-11 15:00:00,3.6666666667,level_5,0,5,57.6666666667,44.3333333333,13.3333333333,4.6666666667,63.3333333333,313.3333333333,5,193.3333333333,40,3,0,sp14,0,0,1015.3333333333,0,0,0,0,802,800.6666666667,1016.6666666667,802.6666666667,1016,295.15,1017.3333333333,297.15,297.15,800.6666666667,294.9466666667,54.3333333333,297.15,297.15,297.15,294.9833333333,292.4833333333,293.9566666667,292.8166666667,295.15,294.8166666667,295.8533333333,293.15
+9809,2018-05-11 18:00:00,3.6666666667,level_5,0,4.6666666667,50.6666666667,38,13.3333333333,3,6.6666666667,320,3,186.6666666667,6.6666666667,4,0,sp12,0,0,1015,0,0,0,0,800.3333333333,800,1017,800.3333333333,1014,296.15,1016,297.4833333333,297.4833333333,800.6666666667,295.9466666667,55.6666666667,297.4833333333,296.15,298.15,294.15,290.15,290.7066666667,292.15,291.15,295.8166666667,296.7833333333,293.15
+9810,2018-05-11 21:00:00,4.6666666667,level_2,0,5,66.6666666667,49,13.3333333333,1.6666666667,0,346.6666666667,2,261.6666666667,0,4.3333333333,0,sp13,0,0,1016,0,0,0,0,800,800,1017.6666666667,800,1015,292.4833333333,1016,293.4833333333,293.4833333333,800.6666666667,292.28,75.6666666667,293.4833333333,292.15,295.8166666667,291.3166666667,286.4833333333,287.3766666667,290.4833333333,288.4833333333,292.15,294.6266666667,292.4833333333
+9811,2018-05-12 00:00:00,3.6666666667,level_2,0,3,77,55.6666666667,13.3333333333,1.3333333333,0,66.6666666667,1,270,0,2.3333333333,0,sp15,0,0,1017.6666666667,0,0,0,0,800,802,1017.3333333333,800,1016,289.15,1016,291.4833333333,291.4833333333,800.6666666667,287.94,86,291.4833333333,289.15,292.8166666667,288.65,283.15,284.9366666667,288.15,287.15,287.15,292.0566666667,291.4833333333
+9812,2018-05-12 03:00:00,3.3333333333,level_6,0,1,83.6666666667,67.6666666667,10.6666666667,0,22.6666666667,0,1,266.6666666667,0,2,0,sp14,0,0,1016.6666666667,0,0,0,0,800,803,1016.3333333333,801,1015.3333333333,288.15,1015.3333333333,290.15,290.15,800.6666666667,287.2133333333,83.6666666667,290.15,288.8166666667,290.15,288.3166666667,281.8166666667,283.6,287.8166666667,285.8166666667,286.4833333333,288.82,287.8166666667
+9813,2018-05-12 06:00:00,2.6666666667,level_3,0.4,0.3333333333,93,73.3333333333,75,2.3333333333,27.6666666667,243.3333333333,1,180,0,1,0,sp13,0,0,1015.6666666667,0,0,0,0,800,803,1016.3333333333,801,1014.3333333333,286.8166666667,1014.6666666667,288.15,288.15,601.3333333333,286.35,93,288.15,289.4833333333,288.15,288.3166666667,282.15,283.47,287.15,285.15,285.8166666667,287.4366666667,286.8166666667
+9814,2018-05-12 09:00:00,5,level_3,0.9,1,84,59.6666666667,75,4,38.3333333333,303.3333333333,2,239,0,1,0,sp15,0,0,1015,0,0,0,0,800,801.6666666667,1017.3333333333,801.6666666667,1014,288.8166666667,1015.6666666667,292.15,292.15,507.6666666667,288.0066666667,79.3333333333,292.15,291.4833333333,289.15,291.15,282.8166666667,283.1166666667,290.8166666667,283.4833333333,287.4833333333,287.7533333333,285.4833333333
+9815,2018-05-12 12:00:00,4,level_5,0.1,3,57.3333333333,50.3333333333,75,1,40,223.3333333333,2.3333333333,206.6666666667,63.3333333333,2,0,sp15,0,0,1014.3333333333,0,0,0,0,802.6666666667,802.6666666667,1018.3333333333,802,1013,293.4833333333,1015.6666666667,296.4833333333,296.4833333333,702,292.2733333333,61.3333333333,296.4833333333,293.4833333333,292.8166666667,292.9833333333,281.4833333333,282.6733333333,292.4833333333,284.15,291.4833333333,291.2,289.8166666667
+9816,2018-05-12 15:00:00,5,level_4,0.2,4,33.3333333333,38.3333333333,75,5.6666666667,26.6666666667,310,4,180,51.6666666667,4,0,sp13,0,0,1013.6666666667,0,0,0,0,802.3333333333,702.5,1019.6666666667,801.3333333333,1011,296.8166666667,1015,298.15,298.15,601,295.6033333333,54.6666666667,298.15,291.8166666667,293.4833333333,291.3166666667,282.15,283.19,290.8166666667,284.4833333333,294.8166666667,291.7966666667,288.8166666667
+9817,2018-05-12 18:00:00,4.6666666667,level_7,0.1,6.3333333333,27,35,75,3,6.6666666667,300,2.3333333333,140,20,6.3333333333,0,sp12,0,0,1011.6666666667,0,0,0,0,801,500.8333333333,1020.6666666667,800.3333333333,1009,296.8166666667,1015,301.4833333333,301.4833333333,702,296.21,27.6666666667,301.4833333333,290.4833333333,291.4833333333,290.3166666667,280.8166666667,282.3,290.15,284.15,295.8166666667,290.0166666667,287.8166666667
+9818,2018-05-12 21:00:00,5.6666666667,level_8,0.1,6.3333333333,38.6666666667,32.6666666667,75,1.6666666667,0,76.6666666667,1.6666666667,146.6666666667,13.3333333333,5.3333333333,0.1,sp13,0,0,1012,0,0,0,0,800.6666666667,634.2222222222,1021.3333333333,800,1009.3333333333,293.15,1016.3333333333,297.4833333333,297.4833333333,702,292.6866666667,26,297.4833333333,290.4833333333,288.4833333333,290.3166666667,278.4833333333,280.5633333333,290.15,283.15,292.15,287.6766666667,286.15
+9819,2018-05-13 00:00:00,3.3333333333,level_5,0,4,49,38.6666666667,33.3333333333,0.6666666667,0,0,1.6666666667,143.3333333333,0,3.6666666667,0.2,sp16,0,0,1013.3333333333,0,0,0,0,800,396.1111111111,1022,800,1013,288.4833333333,1018,292.8166666667,292.8166666667,801.6666666667,287.0666666667,55,292.8166666667,288.4833333333,284.4833333333,287.9833333333,276.4833333333,278.5666666667,287.4833333333,281.15,286.15,284.1966666667,283.8166666667
+9820,2018-05-13 03:00:00,2.3333333333,level_10,0.2,3.6666666667,58,54.3333333333,92,1,0,43.3333333333,3,276.6666666667,0,2.3333333333,0.5,sp17,0,0,1014,0,0,0,0,800,500.3333333333,1021.3333333333,800,1015,285.4833333333,1019.3333333333,289.8166666667,289.8166666667,601.3333333333,284.51,38.3333333333,289.8166666667,285.8166666667,281.15,285.4833333333,274.4833333333,277.16,285.15,280.4833333333,283.8166666667,280.8166666667,280.4833333333
+9821,2018-05-13 06:00:00,2.3333333333,level_10,0.1,4,61.6666666667,59.3333333333,51.6666666667,1.3333333333,0,60,2,256.6666666667,0,1.6666666667,0.3,sp17,0,0,1014,0,0,0,0,800,700.3333333333,1021,800,1017,283.8166666667,1020.3333333333,286.4833333333,286.4833333333,701.3333333333,281.7966666667,38.3333333333,286.4833333333,283.8166666667,279.8166666667,283.15,274.4833333333,277.16,282.4833333333,280.4833333333,280.4833333333,278.76,277.8166666667
+9822,2018-05-13 09:00:00,3.6666666667,level_10,0.2,3.3333333333,55,45.6666666667,75,1.3333333333,0,130,2.6666666667,223.3333333333,0,2.6666666667,0,sp18,0,0,1015.3333333333,0,0,0,0,800,803,1022,800,1018.6666666667,286.15,1021.6666666667,289.15,289.15,601,284.7333333333,34.6666666667,289.15,285.4833333333,283.15,284.4833333333,279.15,280.6366666667,283.4833333333,282.4833333333,283.8166666667,281.8833333333,279.4833333333
+9823,2018-05-13 12:00:00,4,level_6,0.2,2.3333333333,32.6666666667,43,63.3333333333,4,0,303.3333333333,2.3333333333,210,0,2.3333333333,0,sp18,0,0,1016,0,0,0,0,800,802.6666666667,1023,800,1018.6666666667,291.4833333333,1022,293.15,293.15,601,290.2733333333,18,293.15,288.15,287.8166666667,287.65,283.8166666667,283.8166666667,287.15,283.8166666667,289.4833333333,286.0366666667,283.4833333333
+9824,2018-05-13 15:00:00,4.6666666667,level_4,0,3,31.6666666667,30.3333333333,40,7.3333333333,0,300,4.3333333333,123.3333333333,20,3.3333333333,0,sp17,0,0,1015,0,0,0,0,801,802,1022,800,1016.6666666667,295.15,1021,296.8166666667,296.8166666667,802,293.94,13,296.8166666667,290.8166666667,290.15,289.8166666667,284.8166666667,285.8566666667,288.8166666667,287.15,293.15,288.79,286.4833333333
+9825,2018-05-13 18:00:00,4.6666666667,level_5,0.2,6.6666666667,30,28.3333333333,63.3333333333,5.3333333333,0,300,1.3333333333,56.6666666667,13.3333333333,4,0.1,sp15,0,0,1015,0,0,0,0,800.6666666667,708,1022,800,1016,296.4833333333,1020.3333333333,293.8166666667,293.8166666667,600.6666666667,295.47,31.6666666667,293.8166666667,290.15,290.8166666667,288.8166666667,284.15,285.0433333333,287.4833333333,286.15,294.8166666667,290.07,288.4833333333
+9826,2018-05-13 21:00:00,4,level_3,0.3,2.6666666667,38.6666666667,41,75,1.3333333333,0,180,2,20,6.6666666667,4.3333333333,0,sp15,0,0,1016.3333333333,0,0,0,0,800.3333333333,801,1022,800,1017.3333333333,293.15,1020.3333333333,291.4833333333,291.4833333333,500,292.5433333333,49.6666666667,291.4833333333,288.4833333333,288.8166666667,287.3166666667,281.15,282.34,286.15,283.8166666667,292.15,287.6566666667,285.8166666667
+9827,2018-05-14 00:00:00,4.6666666667,level_7,0.7,1.6666666667,49.3333333333,44,86.3333333333,1.3333333333,0,176.6666666667,1.6666666667,194,63.3333333333,1.6666666667,0,sp16,0,0,1017,0,0,0,0,802.6666666667,800,1022.3333333333,800,1018.3333333333,287.8166666667,1020,288.4833333333,288.4833333333,500.6666666667,286.6033333333,57,288.4833333333,286.15,287.8166666667,284.65,280.15,281.7866666667,283.15,283.8166666667,285.8166666667,286.6766666667,285.8166666667
+9828,2018-05-14 03:00:00,2,level_9,0.3,1.3333333333,66.3333333333,55,76,1.3333333333,0,194.3333333333,2.3333333333,294.3333333333,63.3333333333,2.3333333333,0,sp16,0,0,1016,0,0,0,0,802.6666666667,802,1021.6666666667,800,1018,284.8166666667,1020,286.4833333333,286.4833333333,500,283.4033333333,56.6666666667,286.4833333333,284.15,285.4833333333,282.15,280.15,281.64,280.15,283.4833333333,282.4833333333,284.77,284.15
+9829,2018-05-14 06:00:00,3,level_6,0.1,1.3333333333,74.3333333333,62,75,1.6666666667,0,110,1,196.6666666667,26.6666666667,2.3333333333,0,sp15,0,0,1015.3333333333,0,0,0,0,801.3333333333,800.6666666667,1021,800,1018,283.8166666667,1019.6666666667,286.4833333333,286.4833333333,702,281.7933333333,55.3333333333,286.4833333333,283.4833333333,284.4833333333,281.65,280.15,281.49,279.8166666667,283.15,280.4833333333,284.2133333333,283.8166666667
+9830,2018-05-14 09:00:00,3.6666666667,level_4,0.2,0.6666666667,52.6666666667,58,75,1.3333333333,0,142.6666666667,1.3333333333,93.3333333333,6.6666666667,2.6666666667,0,sp15,0,0,1015,0,0,0,0,800.3333333333,800.3333333333,1022,800,1017.6666666667,289.4833333333,1020,288.8166666667,288.8166666667,601,287.66,44,288.8166666667,286.8166666667,285.8166666667,286.4833333333,281.4833333333,282.5233333333,286.15,283.8166666667,286.4833333333,284.9266666667,283.15
+9831,2018-05-14 12:00:00,2,level_4,0.1,1.6666666667,34,47,51.6666666667,3.6666666667,0,320,3,153.3333333333,40,2.6666666667,0,sp14,0,0,1014.6666666667,0,0,0,0,802,801,1023,800,1016.3333333333,294.4833333333,1019.3333333333,294.8166666667,294.8166666667,701.3333333333,293.8733333333,25.6666666667,294.8166666667,291.15,290.15,290.15,284.15,285.6366666667,289.15,287.4833333333,293.4833333333,288.7133333333,287.15
+9832,2018-05-14 15:00:00,2.3333333333,level_6,0,4.6666666667,27.6666666667,42,40,4.6666666667,0,326.6666666667,5,126.6666666667,75,3,0,sp10,0,0,1014,0,0,0,0,803,801.3333333333,1023.6666666667,800,1015,298.15,1019,295.8166666667,295.8166666667,802,297.54,35.3333333333,295.8166666667,291.15,291.8166666667,290.8166666667,286.15,287.19,290.4833333333,288.4833333333,297.15,290.1233333333,287.4833333333
+9833,2018-05-14 18:00:00,3.3333333333,level_5,0,5,30,32.6666666667,40,5.3333333333,20,323.3333333333,3.3333333333,56.6666666667,26.6666666667,3.6666666667,0,sp7,0,0,1015,0,0,0,0,801.3333333333,801.3333333333,1024,801,1014.3333333333,299.4833333333,1018.6666666667,293.8166666667,293.8166666667,802,298.8733333333,43,293.8166666667,290.8166666667,292.15,289.8166666667,284.8166666667,286.0066666667,288.8166666667,287.4833333333,298.4833333333,291.8733333333,291.15
+9834,2018-05-14 21:00:00,2.3333333333,level_3,0,4,41,39.6666666667,40,3.3333333333,13.3333333333,323.3333333333,2.3333333333,23.3333333333,0,3,0,sp8,0,0,1017,0,0,0,0,800,800.3333333333,1024.6666666667,800.6666666667,1016,296.4833333333,1018.6666666667,291.15,291.15,802,295.4733333333,67,291.15,288.15,290.15,287.3166666667,282.15,283.93,286.4833333333,286.15,294.8166666667,289.75,289.15
+9835,2018-05-15 00:00:00,3.3333333333,level_7,0,2.3333333333,61.6666666667,47,25.3333333333,1.3333333333,0,200,1,190,0,2,0,sp10,0,0,1018,0,0,0,0,800,800,1025,800,1018.3333333333,291.15,1019.6666666667,289.4833333333,289.4833333333,801.3333333333,290.14,73.6666666667,289.4833333333,286.8166666667,286.4833333333,285.65,280.8166666667,282.45,284.4833333333,284.4833333333,289.4833333333,286.34,286.15
+9836,2018-05-15 03:00:00,1.3333333333,level_10,0,2.6666666667,60.3333333333,58.3333333333,12,0.3333333333,0,116.6666666667,0.6666666667,193.3333333333,0,2.3333333333,0,sp8,0,0,1016.6666666667,0,0,0,0,800,800,1024.6666666667,800,1018,289.4833333333,1020,287.8166666667,287.8166666667,800.6666666667,287.6633333333,57,287.8166666667,284.4833333333,282.15,283.4833333333,280.8166666667,281.8566666667,282.4833333333,283.15,286.4833333333,282.15,282.15
+9837,2018-05-15 06:00:00,0.6666666667,level_9,0,2.3333333333,62,58,13.3333333333,0.6666666667,0,186,2.3333333333,263.3333333333,0,2.3333333333,0,sp8,0,0,1016,0,0,0,0,800,800,1024,800,1018,288.15,1020,285.8166666667,285.8166666667,800.6666666667,286.7366666667,58,285.8166666667,284.4833333333,280.8166666667,283.8166666667,280.15,281.6366666667,283.15,283.4833333333,285.8166666667,280.1966666667,279.8166666667
+9838,2018-05-15 09:00:00,1.3333333333,level_7,0,2.6666666667,49.6666666667,44,33.3333333333,3.6666666667,0,300,3,170,0,3.6666666667,0,sp10,0,0,1016,0,0,0,0,800,800,1024.3333333333,800,1018,291.4833333333,1020,289.8166666667,289.8166666667,801.6666666667,290.2966666667,35,289.8166666667,288.15,286.15,287.9833333333,282.4833333333,284.2666666667,287.8166666667,286.4833333333,289.4833333333,283.98,282.4833333333
+9839,2018-05-15 12:00:00,1.6666666667,level_2,0,1,27.3333333333,36.6666666667,40,5.3333333333,0,316.6666666667,4.3333333333,260,0,6,0,sp10,0,0,1015.6666666667,0,0,0,0,800,801,1025,800,1017.3333333333,298.15,1019.3333333333,294.15,294.15,802,297.34,29.3333333333,294.15,293.15,291.15,292.3166666667,285.4833333333,286.5233333333,291.4833333333,287.8166666667,296.8166666667,289.4466666667,287.8166666667
+9840,2018-05-15 15:00:00,2.3333333333,level_5,0,5.6666666667,25.6666666667,30.3333333333,63.3333333333,5.3333333333,0,326.6666666667,4,163.3333333333,0,3.3333333333,0,sp6,0,0,1014.3333333333,0,0,0,0,800,801,1024,800,1015.6666666667,300.4833333333,1017.6666666667,295.15,295.15,802.6666666667,300.28,37.3333333333,295.15,295.8166666667,295.4833333333,294.8166666667,286.8166666667,287.8566666667,293.8166666667,289.15,300.15,293.9733333333,291.8166666667
+9841,2018-05-15 18:00:00,1.6666666667,level_5,0,5.3333333333,21.3333333333,30,33.3333333333,3.3333333333,0,216.6666666667,4,120,6.6666666667,2.3333333333,0,sp3,0,0,1015,0,0,0,0,800.3333333333,801,1023,800,1015,301.4833333333,1015.6666666667,294.15,294.15,801.6666666667,301.28,50.6666666667,294.15,291.4833333333,297.15,291.3166666667,286.4833333333,287.52,291.15,288.8166666667,301.15,295.72,292.4833333333
+9842,2018-05-15 21:00:00,2.6666666667,level_3,0,2.3333333333,28.3333333333,39,45,2,0,336.6666666667,2.3333333333,151.3333333333,0,1.3333333333,0,sp3,0,0,1015.6666666667,0,0,0,0,800,800.3333333333,1023,800,1016,298.8166666667,1015.6666666667,291.8166666667,291.8166666667,802,298.43,66,291.8166666667,289.4833333333,294.4833333333,289.3166666667,283.8166666667,285.0666666667,289.15,287.15,298.15,293.4133333333,292.15
+9843,2018-05-16 00:00:00,2.3333333333,level_7,0,1.6666666667,41.3333333333,55.6666666667,62.3333333333,0.6666666667,0,132.3333333333,1.3333333333,203.3333333333,0,1.6666666667,0,sp5,0,0,1017,0,0,0,0,800,800,1023.6666666667,800,1017,293.15,1017.6666666667,289.8166666667,289.8166666667,803,291,78.6666666667,289.8166666667,289.15,288.8166666667,287.8166666667,278.8166666667,282.0866666667,286.4833333333,286.15,289.4833333333,288.6733333333,288.4833333333
+9844,2018-05-16 03:00:00,3,level_10,0,1,64.6666666667,64.6666666667,56,1,0,76.6666666667,1.3333333333,292.6666666667,0,1,0,sp4,0,0,1016,0,0,0,0,800,800,1022.6666666667,800,1016.3333333333,289.15,1018,287.4833333333,287.4833333333,803,287.7366666667,82,287.4833333333,287.4833333333,285.4833333333,286.15,278.4833333333,281.4566666667,284.8166666667,285.15,286.8166666667,285.2933333333,285.15
+9845,2018-05-16 06:00:00,2,level_4,0,0.6666666667,76,68,75,1,0,186.6666666667,1.6666666667,110,0,0.6666666667,0,sp4,0,0,1016,0,0,0,0,800,800.3333333333,1022,800,1016,286.15,1017,285.8166666667,285.8166666667,702.1666666667,284.9366666667,76,285.8166666667,286.4833333333,284.4833333333,284.9233333333,277.4833333333,280.9033333333,283.4833333333,285.15,284.15,284.06,283.8166666667
+9846,2018-05-16 09:00:00,2.6666666667,level_6,0,2,52.6666666667,54.6666666667,75,0.6666666667,0,33.3333333333,2,310,0,1.3333333333,0,sp4,0,0,1017,0,0,0,0,800,800,1022,800,1017,291.4833333333,1017.6666666667,291.4833333333,291.4833333333,702.1666666667,289.6633333333,56.6666666667,291.4833333333,290.8166666667,288.15,290.09,282.15,283.7833333333,289.4833333333,285.8166666667,288.4833333333,286.99,286.15
+9847,2018-05-16 12:00:00,1.6666666667,level_4,0,3,30.6666666667,38,80,3.3333333333,0,236.6666666667,0.6666666667,163.3333333333,6.6666666667,4.3333333333,0,sp4,0,0,1017,0,0,0,0,800.3333333333,800,1021.6666666667,800,1017,298.8166666667,1017,295.15,295.15,803.3333333333,298.0066666667,35.6666666667,295.15,293.4833333333,294.15,292.9833333333,285.15,286.5266666667,292.4833333333,288.15,297.4833333333,292.7166666667,291.15
+9848,2018-05-16 15:00:00,1.3333333333,level_5,0,4,27.3333333333,33,75,3.6666666667,0,313.3333333333,4,123.3333333333,20,5.3333333333,0,sp2,0,0,1015.6666666667,0,0,0,0,801,800,1021.3333333333,800,1016.3333333333,301.15,1015.6666666667,295.8166666667,295.8166666667,803,301.15,33.6666666667,295.8166666667,295.15,296.8166666667,294.15,285.4833333333,287.4133333333,293.15,289.8166666667,301.15,295.9233333333,294.15
+9849,2018-05-16 18:00:00,1.6666666667,level_5,0,4,26,29,33.3333333333,2.6666666667,0,306.6666666667,4,140,13.3333333333,3,0,sp2,0,0,1015,0,0,0,0,800.6666666667,800,1020,800,1015,302.15,1014,294.4833333333,294.4833333333,801.6666666667,301.7433333333,37.6666666667,294.4833333333,292.8166666667,298.4833333333,292.65,285.8166666667,287.89,292.4833333333,290.4833333333,301.4833333333,297.19,294.8166666667
+9850,2018-05-16 21:00:00,1,level_5,0,2,38.6666666667,35.3333333333,26.6666666667,1.6666666667,0,353.3333333333,1.3333333333,102.6666666667,0,2.3333333333,0,sp2,0,0,1015.6666666667,0,0,0,0,800,802,1020,800,1015.6666666667,298.4833333333,1013.6666666667,292.15,292.15,801.3333333333,297.7133333333,54.3333333333,292.15,290.4833333333,296.8166666667,290.3166666667,284.4833333333,285.6733333333,290.15,287.15,297.15,295.3733333333,293.8166666667
+9851,2018-05-17 00:00:00,1,level_7,0,1.6666666667,52,44,20,0.6666666667,0,186.3333333333,1,283.3333333333,20,4,0,sp3,0,0,1016.6666666667,0,0,0,0,801,801.3333333333,1021,800,1016,292.8166666667,1014.6666666667,289.4833333333,289.4833333333,801,290.7933333333,65.6666666667,289.4833333333,289.15,293.15,288.15,280.8166666667,282.3,287.15,284.15,289.4833333333,292.3966666667,291.4833333333
+9852,2018-05-17 03:00:00,0.6666666667,level_4,0,1,69,42.6666666667,12,1.3333333333,0,113.3333333333,1,256.6666666667,40,2.3333333333,0,sp4,0,0,1016,0,0,0,0,802,801.3333333333,1019.6666666667,800,1016,289.4833333333,1016,286.8166666667,286.8166666667,800.3333333333,287.8666666667,68,286.8166666667,288.4833333333,290.15,287.4833333333,278.4833333333,280.2733333333,286.4833333333,282.4833333333,286.8166666667,289.8633333333,289.4833333333
+9853,2018-05-17 06:00:00,1.3333333333,level_4,0,1.3333333333,77,50.3333333333,63.3333333333,0.6666666667,0,36.6666666667,1,180,26.6666666667,1.3333333333,0,sp3,0,0,1016,0,0,0,0,801.3333333333,802,1019,800,1016,288.15,1016,285.4833333333,285.4833333333,802.6666666667,285.7233333333,66.3333333333,285.4833333333,288.4833333333,287.8166666667,287.9833333333,280.15,281.12,287.4833333333,282.4833333333,284.15,287,286.4833333333
+9854,2018-05-17 09:00:00,2,level_7,0,1.3333333333,56,44.6666666667,26.6666666667,1,0,41,0.6666666667,153.6666666667,13.3333333333,2,0,sp4,0,0,1016,0,0,0,0,800.6666666667,800,1019,800,1016,292.15,1017,292.8166666667,292.8166666667,801.3333333333,290.9333333333,39.6666666667,292.8166666667,292.15,290.15,291.8166666667,283.8166666667,284.4133333333,291.4833333333,285.15,290.15,288.5166666667,286.15
+9855,2018-05-17 12:00:00,1,level_5,0,3.6666666667,33.3333333333,41.6666666667,63.3333333333,2,0,10,1.6666666667,180,20,1.6666666667,0,sp4,0,0,1015.3333333333,0,0,0,0,801,800,1019,800,1015,297.4833333333,1016.6666666667,296.8166666667,296.8166666667,802.6666666667,297.0766666667,33,296.8166666667,297.15,293.4833333333,296.15,286.4833333333,287.82,295.15,289.4833333333,296.8166666667,292.2833333333,290.8166666667
+9856,2018-05-17 15:00:00,2,level_5,0,6,26,33,75,2.3333333333,0,216.6666666667,5,146.6666666667,26.6666666667,1.3333333333,0,sp3,0,0,1015,0,0,0,0,801.3333333333,800.3333333333,1018.3333333333,800,1014.6666666667,300.8166666667,1015,296.4833333333,296.4833333333,803,300.2066666667,36.3333333333,296.4833333333,296.15,297.15,295.5233333333,288.4833333333,289.6733333333,294.8166666667,291.15,299.8166666667,295.93,293.4833333333
+9857,2018-05-17 18:00:00,1.6666666667,level_5,0,5,28.3333333333,29.3333333333,75,3.3333333333,0,223.3333333333,3.6666666667,116.6666666667,40,2.6666666667,0,sp3,0,0,1015.6666666667,0,0,0,0,802,801,1018,800,1015,301.8166666667,1013.3333333333,295.4833333333,295.4833333333,803,300.9466666667,42,295.4833333333,293.4833333333,298.4833333333,293.3166666667,287.4833333333,289.1166666667,293.15,291.15,300.15,296.8733333333,294.4833333333
+9858,2018-05-17 21:00:00,2.3333333333,level_5,0,2,55.3333333333,38.3333333333,75,3,0,293.3333333333,1.3333333333,146.6666666667,20,5,0,sp4,0,0,1016.3333333333,0,0.9,0,0,521,803.6666666667,1018.3333333333,800,1015.6666666667,295.15,1014,292.8166666667,292.8166666667,803,294.8166666667,58.3333333333,292.8166666667,292.15,295.4833333333,291.8166666667,286.15,287.19,291.4833333333,288.4833333333,294.4833333333,293.1166666667,290.4833333333
+9859,2018-05-18 00:00:00,2.3333333333,level_6,0,1,72.3333333333,67,67.6666666667,1.3333333333,0,326.6666666667,1.6666666667,263.3333333333,20,3.3333333333,0,sp7,0,0,1017,0,0.5,0,0,507,803.3333333333,1019.6666666667,800,1017,291.8166666667,1016.6666666667,291.15,291.15,803,290.6966666667,75.3333333333,291.15,291.4833333333,290.4833333333,291.15,285.15,286.4166666667,290.8166666667,288.15,289.8166666667,289.36,288.15
+9860,2018-05-18 03:00:00,2,level_9,0,1.3333333333,82,75,37.3333333333,0.6666666667,0,114.3333333333,1.3333333333,186.6666666667,13.3333333333,2,0,sp6,0,0,1016.3333333333,0,0,0,0,800.6666666667,800,1018.6666666667,800,1016.3333333333,290.15,1016,289.4833333333,289.4833333333,801.6666666667,288.1266666667,77,289.4833333333,291.4833333333,287.8166666667,291.17,284.8166666667,285.8566666667,290.8166666667,287.15,286.8166666667,287.6266666667,287.4833333333
+9861,2018-05-18 06:00:00,2,level_4,0,1,87,80,75,0.6666666667,0,120,2.6666666667,221.6666666667,20,0.6666666667,0,sp6,0,0,1016,0,0,0,0,801,800.3333333333,1018.3333333333,800,1016,288.4833333333,1015.3333333333,287.4833333333,287.4833333333,769,287.07,76.3333333333,287.4833333333,290.15,287.15,288.3,284.8166666667,285.7833333333,286.4833333333,287.15,286.15,286.6433333333,286.15
+9862,2018-05-18 09:00:00,2,level_1,0,1,77,60.3333333333,75,1,0,88,1,146.6666666667,0,1.3333333333,0,sp8,0,0,1017,0,0,0,0,800,800.3333333333,1019.6666666667,800,1016.6666666667,291.15,1016.6666666667,292.4833333333,292.4833333333,735,290.34,50.6666666667,292.4833333333,292.4833333333,290.15,292.11,286.15,287.34,291.8166666667,288.8166666667,289.8166666667,288.6466666667,286.4833333333
+9863,2018-05-18 12:00:00,2.3333333333,level_4,0,3.3333333333,61,45.6666666667,75,2,6.6666666667,210,3.6666666667,123.3333333333,26.6666666667,2.6666666667,0,sp8,0,0,1017,0,0,0,0,801.3333333333,801.6666666667,1020,800.3333333333,1016.6666666667,295.8166666667,1017,296.8166666667,296.8166666667,769,295.2933333333,34.6666666667,296.8166666667,293.8166666667,293.8166666667,293.3366666667,288.4833333333,289.07,292.8166666667,289.8166666667,294.4833333333,292.5233333333,290.15
+9864,2018-05-18 15:00:00,5.3333333333,level_3,0,5.6666666667,39,56.6666666667,75,2.3333333333,0,310,3.3333333333,133.3333333333,51.6666666667,2.3333333333,0,sp5,0,0,1016.6666666667,0,0.6,0,0,511.3333333333,801.6666666667,1019.3333333333,800,1016,299.4833333333,1016,296.15,296.15,803,299.08,39,296.15,293.4833333333,296.15,293.3166666667,290.4833333333,290.9333333333,293.15,291.4833333333,298.8166666667,293.4433333333,291.4833333333
+9865,2018-05-18 18:00:00,2.3333333333,level_4,0,5,46.6666666667,75.6666666667,51.6666666667,3,20,306.6666666667,2,133.3333333333,45,3.6666666667,0,sp4,0,0,1016.3333333333,0,0.6,0,0,562.6666666667,801.3333333333,1018.6666666667,619.1666666667,1016,298.15,1016,295.15,295.15,802.3333333333,297.8166666667,50.6666666667,295.15,292.8166666667,291.8166666667,292.8166666667,291.4833333333,291.93,292.8166666667,292.4833333333,297.4833333333,290.41,288.8166666667
+9866,2018-05-18 21:00:00,1.3333333333,level_3,0,2,82.3333333333,59,68.3333333333,2.3333333333,13.3333333333,336.6666666667,1,166.6666666667,6.6666666667,2.6666666667,0,sp6,0.1,0,1016.6666666667,0,0.3,0,0,707.3333333333,800.3333333333,1019.6666666667,504,1016.3333333333,292.4833333333,1016.6666666667,293.15,293.15,803,291.82,59.6666666667,293.15,291.8166666667,291.15,291.15,287.8166666667,288.5633333333,290.4833333333,289.4833333333,290.8166666667,290.47,289.15
+9867,2018-05-19 00:00:00,0.6666666667,level_3,0,2,86,82,75.3333333333,0.6666666667,0,116.6666666667,1,293.3333333333,0,2.3333333333,0,sp8,0,0,1017,0,0,0,0,800,802.3333333333,1020.3333333333,800,1017.3333333333,290.15,1017.3333333333,291.4833333333,291.4833333333,803.3333333333,289.7466666667,78.6666666667,291.4833333333,289.8166666667,287.8166666667,288.65,284.4833333333,286.4166666667,287.4833333333,288.8166666667,289.4833333333,287.4366666667,287.15
+9868,2018-05-19 03:00:00,2,level_9,0,1.3333333333,93,87,22.6666666667,0.6666666667,0,126.6666666667,1.6666666667,286.6666666667,0,1.3333333333,0,sp8,0,0,1016.3333333333,0,0,0,0,800,800.6666666667,1019.6666666667,800,1016.6666666667,289.15,1017,288.8166666667,288.8166666667,801,287.9366666667,85.3333333333,288.8166666667,289.8166666667,285.4833333333,287.7166666667,282.8166666667,284.63,285.15,287.15,287.15,285.2933333333,285.15
+9869,2018-05-19 06:00:00,1.3333333333,level_9,0,1.3333333333,87.3333333333,89.3333333333,63.3333333333,1.3333333333,0,80,1.3333333333,190,13.3333333333,2.3333333333,0,sp6,0,0,1016.3333333333,0,0,0,0,800.6666666667,800,1019.3333333333,800,1016,289.15,1017.3333333333,286.8166666667,286.8166666667,734.6666666667,286.7233333333,85.3333333333,286.8166666667,288.4833333333,284.8166666667,286.65,280.8166666667,283.0066666667,284.8166666667,286.15,285.15,284.4833333333,284.15
+9870,2018-05-19 09:00:00,0.6666666667,level_8,0,1.3333333333,59,70.3333333333,45,1,0,112.3333333333,1,123,0,2.6666666667,0,sp8,0,0,1017,0,0,0,0,800,800,1020,800,1016.6666666667,293.15,1018,292.8166666667,292.8166666667,707.6666666667,291.9366666667,53.6666666667,292.8166666667,292.4833333333,289.4833333333,291.9433333333,283.8166666667,286.18,291.4833333333,289.15,291.15,288.2766666667,287.4833333333
+9871,2018-05-19 12:00:00,1,level_2,0,3.6666666667,42.3333333333,53.3333333333,20,2.3333333333,0,210,2.6666666667,116.6666666667,13.3333333333,3.3333333333,0,sp8,0,0,1016.6666666667,0,0,0,0,800.6666666667,801.3333333333,1020,800,1017,298.15,1018,297.15,297.15,801,297.54,39,297.15,296.4833333333,294.15,295.8166666667,291.15,291.8966666667,295.15,292.8166666667,297.15,293.0533333333,291.4833333333
+9872,2018-05-19 15:00:00,2.3333333333,level_5,0,4.3333333333,35.6666666667,42.6666666667,20,4.6666666667,13.3333333333,306.6666666667,3.6666666667,110,40,1.6666666667,0,sp5,0,0,1016,0,0.4,0,0,314.1666666667,801.3333333333,1019,800.6666666667,1015.6666666667,300.8166666667,1016.6666666667,297.15,297.15,801,299.9933333333,42,297.15,296.8166666667,297.15,295.8166666667,292.8166666667,293.2966666667,294.8166666667,293.8166666667,299.15,294.8566666667,289.4833333333
+9873,2018-05-19 18:00:00,3,level_4,0,4,66.6666666667,41.6666666667,20,3.6666666667,33.3333333333,300,2.3333333333,333.3333333333,33.3333333333,4.3333333333,0.4,sp7,0.7,0,1016,0,0,0,0,604.6666666667,607.3333333333,1018,362.5,1015,293.4833333333,1016,296.15,296.15,801,293.3533333333,45.3333333333,296.15,294.4833333333,296.15,293.3166666667,291.8166666667,292.2666666667,292.15,292.8166666667,293.15,294.1233333333,291.8166666667
+9874,2018-05-19 21:00:00,1.3333333333,level_4,0,2.6666666667,86,52,20,3,20,296.6666666667,1.6666666667,276.6666666667,20,2.6666666667,0.2,sp8,0.4,0,1015.6666666667,0,0,0,0,801,600,1018.6666666667,607,1015.3333333333,290.8166666667,1015.6666666667,293.15,293.15,801,290.21,58.3333333333,293.15,293.15,293.4833333333,292.15,288.15,288.7466666667,291.15,289.4833333333,289.8166666667,292.8033333333,291.15
+9875,2018-05-20 00:00:00,3.6666666667,level_8,0,1,93,65.6666666667,6.6666666667,1,12,49.3333333333,2.3333333333,246.3333333333,26.6666666667,1.6666666667,0.3,sp8,0,0,1016,0,0,0,0,801.3333333333,500,1020,800.6666666667,1016.3333333333,289.8166666667,1016.6666666667,291.15,291.15,800.3333333333,289.2466666667,69,291.15,292.15,291.15,290.9433333333,282.15,284.2633333333,289.8166666667,287.15,288.8166666667,290.8466666667,290.4833333333
+9876,2018-05-20 03:00:00,2.6666666667,level_4,0,0.6666666667,97.6666666667,69.6666666667,0,0.6666666667,12,60,1.6666666667,293.3333333333,40,0.3333333333,0.3,sp8,0,0,1015.6666666667,0,0,0,0,802,500,1018.6666666667,701,1015.6666666667,288.4833333333,1017,288.4833333333,288.4833333333,800,287.07,77,288.4833333333,290.8166666667,287.4833333333,289.11,278.8166666667,281.7733333333,287.4833333333,285.8166666667,286.15,287.4833333333,287.4833333333
+9877,2018-05-20 06:00:00,1,level_8,0,1,93,72.6666666667,63.3333333333,0.6666666667,20,0,1.6666666667,280,75,0.6666666667,0.3,sp6,0,0,1015,0,0,0,0,803,500,1018,714.3333333333,1015,288.15,1016.3333333333,286.8166666667,286.8166666667,741,286.52,80,286.8166666667,289.15,286.8166666667,287.15,278.4833333333,281.7566666667,285.15,285.8166666667,285.4833333333,286.73,286.4833333333
+9878,2018-05-20 09:00:00,1.6666666667,level_6,0,1.3333333333,84,63,26.6666666667,1,6.6666666667,70,1.3333333333,133,13.3333333333,1,0,sp6,0,0,1015.3333333333,0,0,0,0,800.6666666667,800,1018,780.3333333333,1015,290.15,1017,292.8166666667,292.8166666667,741,288.9133333333,54,292.8166666667,292.4833333333,289.15,292.15,282.15,284.8233333333,291.8166666667,288.15,288.15,287.78,286.4833333333
+9879,2018-05-20 12:00:00,1,level_3,0,3.3333333333,68.3333333333,47.6666666667,20,2.3333333333,13.3333333333,190,2.6666666667,113.3333333333,20,1.6666666667,0.3,sp6,0,0,1014.6666666667,0,0,0,0,801,656,1017.3333333333,800.6666666667,1014.6666666667,295.8166666667,1015.6666666667,296.8166666667,296.8166666667,801,294.99,37,296.8166666667,297.15,292.8166666667,296.2533333333,289.8166666667,290.8566666667,295.4833333333,292.15,294.15,291.32,290.15
+9880,2018-05-20 15:00:00,2,level_5,0,4.3333333333,59,43,26.6666666667,3.6666666667,0,226.6666666667,4,120,38.3333333333,4,0.3,sp4,0.1,0,1014,0,0,0,0,801.6666666667,459.6666666667,1015.3333333333,655.1666666667,1013.3333333333,297.15,1014,297.15,297.15,801.3333333333,296.37,41,297.15,294.8166666667,294.4833333333,294.65,293.4833333333,293.7833333333,294.4833333333,294.15,295.4833333333,293.13,291.15
+9881,2018-05-20 18:00:00,1.3333333333,level_3,0,4,57.3333333333,37.3333333333,6.6666666667,3.6666666667,6.6666666667,346.6666666667,4,296.6666666667,20,4.3333333333,0,sp4,0.1,0,1013.3333333333,0,0,0,0,801,802,1013.3333333333,311,1012.3333333333,295.15,1012.3333333333,295.8166666667,295.8166666667,800.3333333333,292.8066666667,49.3333333333,295.8166666667,294.4833333333,295.4833333333,293.65,292.8166666667,293.2666666667,292.8166666667,293.8166666667,290.8166666667,294.14,292.15
+9882,2018-05-20 21:00:00,3,level_3,0,2.6666666667,66.6666666667,59.3333333333,13.3333333333,2.6666666667,0,296.6666666667,1.3333333333,203.3333333333,26.6666666667,3.3333333333,0,sp4,0,0,1013.6666666667,0,0,0,0,801.3333333333,801.6666666667,1014,800,1013.3333333333,292.4833333333,1012,293.8166666667,293.8166666667,800.6666666667,290.8666666667,64.3333333333,293.8166666667,291.4833333333,292.8166666667,290.9833333333,289.15,289.3,290.4833333333,289.4833333333,289.8166666667,291.4233333333,289.4833333333
+9883,2018-05-21 00:00:00,1.3333333333,level_4,0,1,84,65.6666666667,13.3333333333,0.6666666667,6.6666666667,33.3333333333,2,280,0,2,0,sp4,0,0,1014,0,0,0,0,800,802,1014.3333333333,800.3333333333,1013.6666666667,290.15,1013,292.15,292.15,800.6666666667,288.9366666667,77,292.15,290.15,289.4833333333,288.4833333333,286.15,286.8933333333,286.8166666667,287.8166666667,288.15,289.2933333333,289.15
+9884,2018-05-21 03:00:00,1,level_6,0,1,86,87,6.6666666667,1,0,76.6666666667,1,238,40,1.3333333333,0,sp4,0,0,1012.6666666667,0,0,0,0,802,800.3333333333,1012.6666666667,800,1012.6666666667,290.15,1012.3333333333,288.8166666667,288.8166666667,800.3333333333,289.3433333333,82,288.8166666667,289.4833333333,288.15,287.4833333333,283.15,284.49,285.4833333333,286.15,288.8166666667,287.5766666667,286.8166666667
+9885,2018-05-21 06:00:00,1,level_7,0,0.6666666667,93,83.6666666667,13.3333333333,0.6666666667,0,130,0.6666666667,188,56.6666666667,1,0,sp4,0,0,1012.6666666667,0,0,0,0,802.3333333333,800,1011.3333333333,800,1012,289.15,1012.3333333333,287.8166666667,287.8166666667,800.6666666667,288.54,80.3333333333,287.8166666667,288.4833333333,286.8166666667,286.9833333333,282.15,283.49,285.4833333333,285.15,288.15,286.33,285.8166666667
+9886,2018-05-21 09:00:00,1,level_1,0,1,82.3333333333,77,0,1.3333333333,0,40,0.6666666667,67.3333333333,40,0.3333333333,0,sp4,0,0,1013,0,0.6,0,0,447.3333333333,801,1011,800,1012,290.8166666667,1013,293.15,293.15,800,289.4,59,293.15,291.4833333333,289.15,290.65,287.15,288.2666666667,289.8166666667,289.8166666667,288.4833333333,287.8566666667,285.8166666667
+9887,2018-05-21 12:00:00,1.6666666667,level_3,0,2.6666666667,60.3333333333,58.3333333333,13.3333333333,2.3333333333,26.6666666667,196.6666666667,2,86.6666666667,40,1.3333333333,0,sp4,0,0,1012.3333333333,0,0.9,0,0,521,801,1010,801.3333333333,1011.6666666667,294.8166666667,1013,297.15,297.15,800.6666666667,293.4,42.6666666667,297.15,294.4833333333,292.8166666667,293.8166666667,293.4833333333,294.41,293.15,295.4833333333,292.4833333333,292.0033333333,290.8166666667
+9888,2018-05-21 15:00:00,2.6666666667,level_4,0,5,50,38.6666666667,38.3333333333,4.6666666667,26.6666666667,280,4.6666666667,116.6666666667,40,3.6666666667,0,sp3,0.2,0,1011.3333333333,0,0.1,0,0,708,801,1010.3333333333,613.6666666667,1011,297.8166666667,1011.3333333333,296.4833333333,296.4833333333,207.6666666667,295.9966666667,50,296.4833333333,294.4833333333,296.4833333333,293.8166666667,291.8166666667,293.0566666667,293.15,294.4833333333,294.8166666667,294.57,291.8166666667
+9889,2018-05-21 18:00:00,3.3333333333,level_3,0,3,69,38.3333333333,33.3333333333,4,26.6666666667,310,3.3333333333,130,33.3333333333,3,0,sp3,0,0,1011,0,0.1,0,0,708,801,1011,801.3333333333,1011,296.15,1011,294.8166666667,294.8166666667,601.3333333333,295.0333333333,60,294.8166666667,294.15,296.15,293.65,287.8166666667,290.1933333333,293.15,293.15,293.4833333333,294.6866666667,292.15
+9890,2018-05-21 21:00:00,3,level_5,0,1.6666666667,74,79.3333333333,6.6666666667,1.6666666667,6.6666666667,274.6666666667,1.6666666667,239.3333333333,45,3,0,sp4,0,0,1012,0,0.3,0,0,417,802.3333333333,1012.3333333333,800.3333333333,1011.6666666667,293.4833333333,1012,293.4833333333,293.4833333333,800.3333333333,292.8033333333,66.6666666667,293.4833333333,291.8166666667,293.8166666667,291.65,287.4833333333,288.97,291.4833333333,290.8166666667,292.15,291.3733333333,289.15
+9891,2018-05-22 00:00:00,2,level_4,0.2,1.3333333333,83.6666666667,91,49.3333333333,1.3333333333,6.6666666667,30,1.3333333333,186,51.6666666667,4,0,sp6,0,0,1012.6666666667,0,0.4,0,0,607.6666666667,800,1014,800.3333333333,1013,289.4833333333,1014,291.4833333333,291.4833333333,600.3333333333,288.4733333333,75.3333333333,291.4833333333,291.8166666667,289.15,290.9833333333,283.4833333333,285.27,290.15,287.4833333333,287.8166666667,288.5566666667,287.8166666667
+9892,2018-05-22 03:00:00,1.3333333333,level_6,0.1,1,82,97.6666666667,41.3333333333,1,50,66.6666666667,0.6666666667,206.6666666667,26.6666666667,2,0,sp6,0,0,1011.3333333333,0,0,0,0,801.3333333333,800.3333333333,1014,802,1012,289.15,1014,289.4833333333,289.4833333333,654,288.14,78.6666666667,289.4833333333,290.4833333333,287.4833333333,289.7966666667,281.8166666667,283.6766666667,289.15,285.8166666667,287.4833333333,287.0333333333,286.4833333333
+9893,2018-05-22 06:00:00,0.6666666667,level_6,0,0.3333333333,82,100,13.3333333333,2,80,106.6666666667,0.6666666667,23.3333333333,0,1.6666666667,0,sp6,0,0,1012.3333333333,0,0,0,0,800,800,1014.3333333333,803.3333333333,1012.3333333333,289.15,1013.3333333333,288.8166666667,288.8166666667,741,288.34,78.6666666667,288.8166666667,290.15,285.4833333333,289.65,282.15,283.04,289.15,284.15,287.8166666667,284.96,284.4833333333
+9894,2018-05-22 09:00:00,1,level_2,0,0,75.3333333333,70.6666666667,13.3333333333,1.6666666667,85,76.6666666667,0.3333333333,54.6666666667,0,1.3333333333,0,sp8,0,0,1013.6666666667,0,0,0,0,800,800,1015,803.6666666667,1013,289.8166666667,1015,293.4833333333,293.4833333333,741,289.0033333333,55.6666666667,293.4833333333,291.4833333333,290.4833333333,290.8166666667,283.15,285.8233333333,290.15,289.15,288.4833333333,288.17,286.4833333333
+9895,2018-05-22 12:00:00,1.6666666667,level_2,0,2.6666666667,62.6666666667,56.6666666667,26.6666666667,1.6666666667,43.3333333333,96.6666666667,0.3333333333,133.3333333333,20,1,0,sp9,0,0,1014,0,0,0,0,801,801,1015.3333333333,802,1013,292.8166666667,1015,299.15,299.15,768,291.81,33.3333333333,299.15,294.8166666667,294.15,294.3166666667,288.8166666667,291.7333333333,293.8166666667,295.15,291.15,292.93,291.15
+9896,2018-05-22 15:00:00,2.6666666667,level_2,0,4.6666666667,48.3333333333,51.3333333333,20,3.6666666667,13.3333333333,313.3333333333,2.6666666667,130,63.3333333333,1,0,sp7,0,0,1014,0,0.3,0,0,708.6666666667,603.6666666667,1015,800.6666666667,1014,296.8166666667,1015,296.8166666667,296.8166666667,801,296.23,47.6666666667,296.8166666667,296.15,295.8166666667,294.9833333333,294.15,294.7466666667,293.8166666667,295.4833333333,295.8166666667,294.2033333333,291.4833333333
+9897,2018-05-22 18:00:00,1.3333333333,level_2,0,2.3333333333,35.6666666667,49,6.6666666667,3.3333333333,0,303.3333333333,1.3333333333,110,26.6666666667,0.6666666667,0,sp5,0,0,1014.6666666667,0,0,0,0,801.3333333333,407.6666666667,1015.3333333333,800,1014,299.8166666667,1015,295.15,295.15,800.3333333333,298.8033333333,61.3333333333,295.15,293.8166666667,294.15,293.65,293.4833333333,294.08,293.4833333333,294.8166666667,298.15,293.8133333333,293.15
+9898,2018-05-22 21:00:00,0.6666666667,level_4,0,1,56.6666666667,57.6666666667,0,2.3333333333,0,316.6666666667,1.3333333333,172.6666666667,13.3333333333,2,0,sp5,0,0,1015.3333333333,0,0,0,0,800.6666666667,800,1016.3333333333,800,1014.6666666667,295.8166666667,1015,295.15,295.15,800,295.4533333333,56,295.15,292.4833333333,293.4833333333,291.65,288.8166666667,290.0033333333,290.8166666667,291.4833333333,295.15,293.2033333333,292.4833333333
+9899,2018-05-23 00:00:00,0,level_4,0,1,69.3333333333,77,5.3333333333,0.6666666667,0,52,1.6666666667,280,0,1,0,sp6,0,0,1017,0,0,0,0,800,800,1017.6666666667,800,1016,292.8166666667,1016,293.4833333333,293.4833333333,800,291.6233333333,69.3333333333,293.4833333333,291.8166666667,291.15,289.65,282.4833333333,285.0133333333,287.4833333333,288.15,290.8166666667,290.77,290.4833333333
+9900,2018-05-23 03:00:00,1.3333333333,level_1,0,1,85.6666666667,85.3333333333,56,1.3333333333,0,136.6666666667,1,186.6666666667,0,1,0,sp6,0,0,1017,0,0,0,0,800,767,1017.3333333333,800,1016,289.4833333333,1016,292.4833333333,292.4833333333,802,288.9133333333,75.3333333333,292.4833333333,289.8166666667,289.15,287.9833333333,280.4833333333,283.7166666667,286.15,287.8166666667,288.4833333333,288.81,288.4833333333
+9901,2018-05-23 06:00:00,1,level_1,0,0.6666666667,85.3333333333,89.3333333333,50.6666666667,1.3333333333,0,113.3333333333,0.6666666667,91,6.6666666667,0.6666666667,0,sp6,0,0,1017,0,0,0,0,800.3333333333,734,1017,800,1016.3333333333,288.4833333333,1016.3333333333,291.8166666667,291.8166666667,802.3333333333,287.2733333333,82.3333333333,291.8166666667,289.15,287.15,287.4833333333,280.15,283.12,285.8166666667,286.8166666667,286.4833333333,286.5533333333,286.15
+9902,2018-05-23 09:00:00,1.3333333333,level_2,0,1.6666666667,78.6666666667,65.3333333333,0,0.6666666667,0,0,0.6666666667,68.6666666667,0,1,0,sp8,0,0,1017.6666666667,0,0,0,0,800,800,1018,800,1017,291.15,1017.3333333333,293.8166666667,293.8166666667,800,289.94,76.3333333333,293.8166666667,292.8166666667,292.15,292.3166666667,284.15,286.6766666667,291.8166666667,289.8166666667,289.15,290.59,289.4833333333
+9903,2018-05-23 12:00:00,1.3333333333,level_3,0.4,2.3333333333,56.6666666667,49.6666666667,6.6666666667,0.6666666667,0,63.3333333333,2,173.3333333333,6.6666666667,0.6666666667,0,sp8,0,0,1017.6666666667,0,0,0,0,800.3333333333,800.3333333333,1017.6666666667,800,1017,296.15,1017.6666666667,297.15,297.15,434,295.34,60,297.15,297.8166666667,296.8166666667,295.8166666667,286.15,290.01,293.8166666667,294.8166666667,294.8166666667,295.73,294.15
+9904,2018-05-23 15:00:00,2,level_4,0.2,4.3333333333,46,35,13.3333333333,2.6666666667,0,183.3333333333,4,163.3333333333,40,1.3333333333,0,sp6,0,0,1016.6666666667,0,0,0,0,802,800,1016.3333333333,800,1016,298.8166666667,1016.3333333333,298.8166666667,298.8166666667,600.3333333333,298.41,48,298.8166666667,298.8166666667,299.8166666667,296.65,287.8166666667,291.1966666667,294.4833333333,295.4833333333,298.15,298.3266666667,295.4833333333
+9905,2018-05-23 18:00:00,5.3333333333,level_3,0,4,37,42.6666666667,0,1.6666666667,0,160,3.3333333333,160,38.3333333333,3.3333333333,0,sp4,0,0,1016,0,0.3,0,0,656,800,1016,800,1015.3333333333,300.15,1015,296.8166666667,296.8166666667,800,300.02,50.3333333333,296.8166666667,297.4833333333,300.15,295.4833333333,289.4833333333,292.3066666667,293.4833333333,295.8166666667,299.8166666667,298.56,296.4833333333
+9906,2018-05-23 21:00:00,1.6666666667,level_2,0,4,56.3333333333,71,13.3333333333,1.3333333333,0,250,1.3333333333,119,33.3333333333,3.3333333333,0,sp5,0,0,1017.6666666667,0,0.3,0,0,656.3333333333,800.6666666667,1015.6666666667,800,1016.6666666667,296.8166666667,1015.3333333333,294.15,294.15,800.6666666667,295.77,65.3333333333,294.15,293.4833333333,294.15,292.9833333333,288.15,289.9366666667,292.4833333333,292.15,294.8166666667,292.4533333333,291.15
+9907,2018-05-24 00:00:00,1.3333333333,level_2,0,1.6666666667,66.6666666667,85.3333333333,45,2,0,296.6666666667,0.6666666667,175,26.6666666667,4,0,sp6,0,0,1018.6666666667,0,0,0,0,801.3333333333,802.6666666667,1018,800,1018,293.15,1016.3333333333,293.4833333333,293.4833333333,802,292.14,68,293.4833333333,291.4833333333,289.8166666667,290.4833333333,286.8166666667,288.9066666667,289.4833333333,291.15,291.4833333333,289.4833333333,289.15
+9908,2018-05-24 03:00:00,2,level_4,0.6,1,78.6666666667,91,0,1.3333333333,26.6666666667,143.3333333333,0.6666666667,81,6.6666666667,1.6666666667,0,sp5,0.3,0,1017.3333333333,0,0.1,0,0,700,801.6666666667,1016,505,1017.6666666667,291.15,1016.3333333333,292.15,292.15,574.3333333333,290.03,67.6666666667,292.15,291.15,288.8166666667,290.19,286.8166666667,288.4533333333,289.15,290.4833333333,289.15,288.2933333333,287.8166666667
+9909,2018-05-24 06:00:00,1.6666666667,level_7,0,1.3333333333,93,83.6666666667,61.3333333333,0.6666666667,26.6666666667,52.6666666667,0.6666666667,229,6.6666666667,2,0,sp4,0.1,0,1017.3333333333,0,0,0,0,800.3333333333,734.3333333333,1015.6666666667,455.8333333333,1017,290.15,1016.6666666667,290.4833333333,290.4833333333,754,289.54,69,290.4833333333,290.8166666667,288.4833333333,289.9833333333,285.8166666667,287.6,289.15,289.8166666667,289.15,287.5866666667,286.8166666667
+9910,2018-05-24 09:00:00,2,level_2,0,1.6666666667,77.6666666667,60.3333333333,20,0.6666666667,0,50.3333333333,0.6666666667,225.3333333333,0,2.3333333333,0,sp4,0,0,1018,0,0,0,0,800,800.3333333333,1016,800,1017,292.4833333333,1016.6666666667,294.15,294.15,781,291.2733333333,61,294.15,293.8166666667,292.4833333333,293.15,288.8166666667,290.31,292.4833333333,292.15,290.4833333333,290.72,289.4833333333
+9911,2018-05-24 12:00:00,2.3333333333,level_3,0,2.6666666667,62.6666666667,46,40,2.6666666667,33.3333333333,293.3333333333,2.6666666667,183.3333333333,0,5.3333333333,0,sp5,0,0,1017.3333333333,0,0.1,0,0,706.6666666667,800,1015.6666666667,801.6666666667,1016.6666666667,294.8166666667,1016.3333333333,295.4833333333,295.4833333333,802,294.0066666667,61.3333333333,295.4833333333,298.8166666667,295.4833333333,296.9833333333,292.8166666667,294.3,295.15,296.15,293.4833333333,294.27,292.4833333333
+9912,2018-05-24 15:00:00,3.6666666667,level_3,0,4.6666666667,57.6666666667,35.6666666667,20,5.3333333333,38.3333333333,293.3333333333,5.3333333333,136.6666666667,20,4.3333333333,0,sp5,0,0,1016,0,0.3,0,0,707.6666666667,800.6666666667,1015,801.6666666667,1015.3333333333,295.4833333333,1013.3333333333,297.8166666667,297.8166666667,801,294.7466666667,44,297.8166666667,299.15,299.15,297.7433333333,295.15,295.4233333333,296.15,295.8166666667,294.15,297.3733333333,293.8166666667
+9913,2018-05-24 18:00:00,5.3333333333,level_3,0.3,5,77.3333333333,35.3333333333,20,3.6666666667,26.6666666667,283.3333333333,4.3333333333,110,20,4,0,sp5,0.1,0,1016,0,0.6,0,0,614.3333333333,800,1014.6666666667,701,1014.6666666667,291.4833333333,1010.6666666667,296.15,296.15,656,291.3533333333,59,296.15,297.15,301.15,296.15,290.8166666667,291.7066666667,295.15,292.8166666667,291.15,299.2766666667,296.4833333333
+9914,2018-05-24 21:00:00,4.6666666667,level_2,0,3.3333333333,91,48.6666666667,63.3333333333,2.6666666667,26.6666666667,296.6666666667,2,82.6666666667,20,1.3333333333,0,sp6,0,0,1016.6666666667,0,0.6,0,0,314.3333333333,801.3333333333,1015.3333333333,801.3333333333,1014.6666666667,289.15,1011.3333333333,294.8166666667,294.8166666667,802.6666666667,288.9466666667,59,294.8166666667,294.15,297.8166666667,293.9833333333,289.8166666667,290.41,293.8166666667,291.15,288.8166666667,296.52,294.15
+9915,2018-05-25 00:00:00,5.3333333333,level_5,0.2,1.6666666667,89,61.6666666667,55.6666666667,1.3333333333,28,210,2,134,20,2,0,sp8,0,0,1016.6666666667,0,0,0,0,604.3333333333,801,1016,801.3333333333,1014.6666666667,288.8166666667,1013.6666666667,293.8166666667,293.8166666667,601,287.6066666667,57.3333333333,293.8166666667,292.4833333333,293.4833333333,290.8166666667,288.15,289.49,289.15,291.15,286.8166666667,293.34,293.15
+9916,2018-05-25 03:00:00,1.3333333333,level_6,0,1.3333333333,93,87.6666666667,45,2.3333333333,69.6666666667,106.6666666667,1.6666666667,286.6666666667,56.6666666667,1.3333333333,0,sp6,0,0,1015.6666666667,0,0.1,0,0,262.5,800,1015.6666666667,803,1013,287.8166666667,1014,291.15,291.15,407.6666666667,286.6033333333,61.6666666667,291.15,290.8166666667,289.15,288.8166666667,287.4833333333,288.5233333333,286.8166666667,289.8166666667,285.8166666667,288.6433333333,288.15
+9917,2018-05-25 06:00:00,1.3333333333,level_1,0.3,4,91,95.3333333333,56.6666666667,1.3333333333,80,30,2.6666666667,144.3333333333,68.3333333333,2,0,sp5,0,0,1015.6666666667,0,0.4,0,0,310.8333333333,800,1015.3333333333,803.3333333333,1011.3333333333,288.15,1013.6666666667,292.8166666667,292.8166666667,709,286.7366666667,58.6666666667,292.8166666667,290.4833333333,287.15,289.3166666667,286.4833333333,287.6733333333,288.15,289.15,285.8166666667,286.98,286.8166666667
+9918,2018-05-25 09:00:00,2.3333333333,level_2,0.1,6.6666666667,82,100,20,3.3333333333,63.3333333333,106.6666666667,0.6666666667,53.3333333333,63.3333333333,2,0.3,sp6,0,0,1016,0,0.9,0,0,469.3333333333,511.3333333333,1013.3333333333,802.6666666667,1012.6666666667,290.15,1014.6666666667,293.8166666667,293.8166666667,700.6666666667,289.3433333333,71,293.8166666667,293.4833333333,286.8166666667,292.8166666667,287.15,288.4733333333,292.15,290.15,288.8166666667,285.61,283.8166666667
+9919,2018-05-25 12:00:00,1,level_2,0.1,6.3333333333,64,89,40,1,26.6666666667,0,3,53.3333333333,63.3333333333,3,0,sp6,0,0,1016,0,0.7,0,0,520.6666666667,800.3333333333,1014.6666666667,801.3333333333,1012.3333333333,292.8166666667,1014,294.15,294.15,701.3333333333,292.0766666667,72.6666666667,294.15,296.8166666667,288.15,296.4833333333,288.15,289.6333333333,296.15,291.4833333333,291.4833333333,287.2733333333,285.8166666667
+9920,2018-05-25 15:00:00,1,level_2,0,5.3333333333,49,63.6666666667,33.3333333333,1.3333333333,26.6666666667,224.3333333333,7,83.3333333333,63.3333333333,4.3333333333,0,sp4,0,0,1014.3333333333,0,0,0,0,802.6666666667,800,1013.3333333333,801.3333333333,1011.6666666667,294.8166666667,1013.3333333333,296.8166666667,296.8166666667,801.6666666667,293.6033333333,61.3333333333,296.8166666667,298.4833333333,291.8166666667,297.8366666667,291.4833333333,292.2266666667,297.15,293.15,292.8166666667,290.3733333333,287.4833333333
+9921,2018-05-25 18:00:00,2.6666666667,level_2,0,6,48,63.3333333333,63.3333333333,1.3333333333,33.3333333333,296.6666666667,4.6666666667,86.6666666667,51.6666666667,6,0,sp4,0,0,1013.6666666667,0,0.3,0,0,708.3333333333,800,1013,801.6666666667,1011,295.4833333333,1012,296.4833333333,296.4833333333,802.6666666667,294.8766666667,65.6666666667,296.4833333333,298.4833333333,293.4833333333,297.3166666667,290.4833333333,291.2266666667,296.15,292.15,294.4833333333,291.49,288.4833333333
+9922,2018-05-25 21:00:00,1.6666666667,level_3,0.3,4.6666666667,64,85.6666666667,63.3333333333,2.3333333333,6.6666666667,283.3333333333,4.3333333333,83.3333333333,56.6666666667,5,0,sp4,0,0,1014,0,0.3,0,0,656.6666666667,800.3333333333,1013.3333333333,800.3333333333,1012,292.4833333333,1013,293.4833333333,293.4833333333,456.6666666667,291.8766666667,84.3333333333,293.4833333333,294.15,288.8166666667,293.8166666667,289.15,290.03,293.4833333333,291.15,291.4833333333,287.85,286.15
+9923,2018-05-26 00:00:00,0.3333333333,level_2,0.3,2,78.6666666667,100,74.6666666667,0.6666666667,0,192,2.3333333333,63.3333333333,13.3333333333,2.3333333333,0,sp6,0,0,1015,0,0,0,0,800.6666666667,801,1014,800,1013.3333333333,290.8166666667,1014,292.8166666667,292.8166666667,451.8333333333,289.2933333333,88,292.8166666667,293.15,285.8166666667,292.8166666667,287.15,288.44,292.4833333333,290.15,288.15,285.6733333333,285.4833333333
+9924,2018-05-26 03:00:00,0.6666666667,level_4,0.4,0.6666666667,82,100,81.3333333333,0.6666666667,63.3333333333,254.3333333333,2.6666666667,153.3333333333,53.3333333333,1.6666666667,0.3,sp5,0,0,1014.6666666667,0,0,0,0,802.3333333333,358.8333333333,1012.3333333333,802.6666666667,1012.6666666667,290.15,1013.3333333333,291.8166666667,291.8166666667,567.3333333333,288.1266666667,89.6666666667,291.8166666667,292.15,285.15,291.65,286.4833333333,288.12,291.15,290.15,286.8166666667,285.15,285.15
+9925,2018-05-26 06:00:00,1.3333333333,level_2,0,1.6666666667,87.3333333333,100,75,0.6666666667,68.3333333333,67,1.6666666667,116.6666666667,56.6666666667,1.6666666667,0.2,sp5,0,0,1014.6666666667,0,0.2,0,0,567,567,1012,803,1012.6666666667,289.15,1013.3333333333,292.15,292.15,714.3333333333,287.2266666667,88,292.15,291.8166666667,285.4833333333,291.3166666667,285.8166666667,287.7466666667,290.8166666667,290.15,285.8166666667,285.2366666667,285.15
+9926,2018-05-26 09:00:00,0.6666666667,level_2,0.1,3.6666666667,77.3333333333,82.3333333333,45,1.6666666667,40,80,3,33.3333333333,20,1.6666666667,0,sp5,0,0,1015.6666666667,0,0,0,0,801,802,1012,802,1013.6666666667,291.4833333333,1014.3333333333,294.15,294.15,474.3333333333,290.47,75.6666666667,294.15,293.8166666667,288.8166666667,293.4833333333,286.4833333333,288.2566666667,293.15,290.4833333333,289.8166666667,287.6166666667,285.8166666667
+9927,2018-05-26 12:00:00,1,level_3,0.1,4,65.3333333333,59.6666666667,51.6666666667,2.3333333333,51.6666666667,106.6666666667,5.3333333333,70,33.3333333333,1.3333333333,0,sp5,0,0,1015,0,0,0,0,801.6666666667,801.3333333333,1011.6666666667,802.3333333333,1013,294.15,1014.6666666667,296.4833333333,296.4833333333,708,293.5533333333,64.3333333333,296.4833333333,296.8166666667,292.15,296.3166666667,289.4833333333,290.5533333333,295.8166666667,292.15,292.8166666667,290.7166666667,288.15
+9928,2018-05-26 15:00:00,2,level_4,0.2,4.6666666667,57.3333333333,46,63.3333333333,3,20,143.3333333333,5.3333333333,93.3333333333,40,0.6666666667,0,sp5,0,0,1015,0,0,0,0,802,801,1011.3333333333,801,1013,295.4833333333,1014,296.4833333333,296.4833333333,310.3333333333,295.2033333333,61.6666666667,296.4833333333,296.4833333333,294.8166666667,295.9833333333,287.8166666667,290.0066666667,295.4833333333,292.8166666667,294.8166666667,293.52,291.15
+9929,2018-05-26 18:00:00,1,level_3,0,4,50,46,33.3333333333,2.3333333333,20,323.3333333333,4.6666666667,83.3333333333,45,2.3333333333,0,sp4,0,0,1014.3333333333,0,0,0,0,802,801,1013,801,1013,297.15,1013.3333333333,295.15,295.15,801.6666666667,296.8166666667,71.3333333333,295.15,295.15,295.4833333333,294.8366666667,290.8166666667,291.56,294.4833333333,292.4833333333,296.4833333333,294.4033333333,292.15
+9930,2018-05-26 21:00:00,1.3333333333,level_3,0,3,63.3333333333,56,20,0.6666666667,20,160,2,76.6666666667,6.6666666667,2.3333333333,0,sp4,0,0,1014.3333333333,0,0,0,0,800.3333333333,800.6666666667,1014,801,1013.3333333333,294.4833333333,1013.3333333333,294.15,294.15,801,294.04,77.3333333333,294.15,293.15,293.8166666667,293.15,288.4833333333,289.2266666667,293.15,290.15,293.4833333333,292.6333333333,290.8166666667
+9931,2018-05-27 00:00:00,1.3333333333,level_1,0,0.6666666667,77,74.3333333333,24,0.3333333333,4,12,1,13.3333333333,0,2.3333333333,0,sp5,0,0,1015,0,0,0,0,800,800,1015,800.3333333333,1014.3333333333,291.15,1014,293.15,293.15,801.3333333333,289.9766666667,82,293.15,293.15,288.8166666667,292.65,284.15,285.7866666667,292.15,287.8166666667,289.15,288.0566666667,287.4833333333
+9932,2018-05-27 03:00:00,2,level_7,0,1,89.3333333333,87,65.3333333333,1,26.6666666667,82.6666666667,3.3333333333,46.6666666667,0,2.3333333333,0,sp5,0,0,1012.6666666667,0,0,0,0,800,800.3333333333,1015,801.3333333333,1012.3333333333,289.4833333333,1014,292.8166666667,292.8166666667,734.3333333333,288.6733333333,82,292.8166666667,292.8166666667,286.15,291.9433333333,282.15,284.6833333333,291.15,288.15,288.15,285.58,285.15
+9933,2018-05-27 06:00:00,1.3333333333,level_1,0,0.3333333333,93,89.6666666667,75,1.3333333333,33.3333333333,76.6666666667,0.6666666667,96.6666666667,6.6666666667,1.6666666667,0,sp6,0,0,1012.6666666667,0,0,0,0,800.3333333333,802.6666666667,1015,801.6666666667,1012.3333333333,289.15,1014.3333333333,291.4833333333,291.4833333333,727.6666666667,288.7433333333,82,291.4833333333,292.8166666667,284.8166666667,291.8166666667,283.8166666667,285.6266666667,290.8166666667,288.15,288.4833333333,284.1166666667,283.4833333333
+9934,2018-05-27 09:00:00,0.6666666667,level_2,0,0.6666666667,87.6666666667,60.6666666667,75,1.6666666667,75,93.3333333333,1.6666666667,36.6666666667,6.6666666667,1.3333333333,0,sp9,0,0,1013,0,0,0,0,800.3333333333,801,1015.3333333333,803,1013,290.15,1015,293.8166666667,293.8166666667,714.3333333333,290.15,77.3333333333,293.8166666667,294.8166666667,291.15,294.3166666667,284.8166666667,287.3466666667,293.8166666667,290.4833333333,290.15,288.89,287.4833333333
+9935,2018-05-27 12:00:00,1,level_5,0,2.6666666667,64.3333333333,42.3333333333,75,2.6666666667,51.6666666667,183.3333333333,3.6666666667,56.6666666667,13.3333333333,2.3333333333,0,sp10,0,0,1012.3333333333,0,0,0,0,800.6666666667,801,1016,802.3333333333,1012.6666666667,293.8166666667,1015,296.15,296.15,803,293.4133333333,65.6666666667,296.15,297.15,296.15,296.3166666667,289.4833333333,290.8933333333,295.4833333333,292.4833333333,293.15,294.2466666667,292.4833333333
+9936,2018-05-27 15:00:00,3,level_5,0,6,48.3333333333,36.6666666667,80,2.3333333333,40,16.6666666667,5.6666666667,133.3333333333,20,4,0,sp8,0,0,1011,0,0,0,0,801,801,1016,802,1011,296.8166666667,1013,297.8166666667,297.8166666667,803.3333333333,295.8,55.6666666667,297.8166666667,298.15,298.15,296.9833333333,291.15,291.6666666667,295.8166666667,292.15,295.15,297.1166666667,294.8166666667
+9937,2018-05-27 18:00:00,4,level_6,0,3.3333333333,50.6666666667,41,90,1.3333333333,20,106.6666666667,5.3333333333,100,20,6.3333333333,0,sp6,0,0,1011,0,0.1,0,0,707.3333333333,801,1016,801,1012.3333333333,296.4833333333,1012.3333333333,294.8166666667,294.8166666667,668.5,296.28,73.6666666667,294.8166666667,297.15,298.8166666667,296.0433333333,289.4833333333,289.7866666667,294.8166666667,290.15,296.15,296.5966666667,291.8166666667
+9938,2018-05-27 21:00:00,5,level_7,0,2.6666666667,64,67.3333333333,90,1,0,213.3333333333,2,40,38.3333333333,5,0,sp8,0,0,1012,0,0.3,0,0,456.3333333333,801.6666666667,1016.3333333333,800,1012,293.15,1013.3333333333,291.8166666667,291.8166666667,804,292.5433333333,86,291.8166666667,294.8166666667,292.4833333333,294.3166666667,287.8166666667,288.41,293.8166666667,289.15,292.15,291.0566666667,289.4833333333
+9939,2018-05-28 00:00:00,2,level_6,0.4,2,78.6666666667,88,91.3333333333,1,0,106.6666666667,3,64,51.6666666667,2.3333333333,0,sp10,0,0,1012.6666666667,0,0.2,0,0,440,802,1017,800,1013,290.8166666667,1014.6666666667,290.15,290.15,601.6666666667,289.2,88,290.15,293.15,288.8166666667,292.9833333333,286.4833333333,287.6733333333,292.8166666667,289.15,288.15,288.4366666667,288.15
+9940,2018-05-28 03:00:00,0.6666666667,level_7,0.7,1,91.6666666667,94.6666666667,92,1,46.6666666667,208.6666666667,1,23.6666666667,54.3333333333,2,0.2,sp13,0.1,0,1013.6666666667,0,0.1,0,0,701.6666666667,600.6666666667,1007,700.6666666667,1003.3333333333,288.9456666667,993.6666666667,288.529,288.529,500.6666666667,288.3756666667,91,288.529,292.279,286.7456666667,292.1123333333,286.4123333333,287.289,291.9456666667,288.4123333333,287.9456666667,286.7456666667,286.7456666667
+9941,2018-05-28 06:00:00,1,level_10,0.7,2,95,93.6666666667,92,1.3333333333,56,330.6666666667,0.6666666667,18.6666666667,78.3333333333,2,0.3,sp16,0.6,0,1016,0,0.2,0,0,601,500,997,601.3333333333,994,288.9413333333,974.3333333333,288.7746666667,288.7746666667,500.6666666667,288.9413333333,87.6666666667,288.7746666667,291.4746666667,286.1413333333,291.308,286.6746666667,287.0746666667,291.1413333333,287.6746666667,288.9413333333,286.1413333333,286.1413333333
+9942,2018-05-28 09:00:00,1,level_8,0.3,1.6666666667,85.3333333333,84.3333333333,92,1,69.3333333333,333.6666666667,2,192.6666666667,61.3333333333,2,0.1,sp20,0.3,0,1017.6666666667,0,0,0,0,802.6666666667,700.6666666667,988.6666666667,500,985,291.2546666667,954.6666666667,290.288,290.288,500,291.2546666667,88,290.288,291.6046666667,289.338,291.6046666667,286.288,286.288,291.6046666667,286.288,291.2546666667,289.338,289.338
+9943,2018-05-28 12:00:00,0.3333333333,level_8,0.3,2,69.3333333333,93,97.3333333333,1,34.6666666667,328,4,174,58.6666666667,2.6666666667,0,sp19,0.1,0,1018.6666666667,0,0.2,0,0,600.6666666667,800.3333333333,988.3333333333,700.6666666667,984.3333333333,295.1263333333,954.3333333333,294.743,294.743,500,295.1263333333,79.6666666667,294.743,292.5596666667,290.893,292.5596666667,286.6263333333,286.6263333333,292.5596666667,286.6263333333,295.1263333333,290.893,290.893
+9944,2018-05-28 15:00:00,0,level_6,0.3,1.3333333333,55.3333333333,84,94.6666666667,1,6.6666666667,329,4.3333333333,159.6666666667,50.6666666667,4.3333333333,0.2,sp18,0,0,1019,0,0.3,0,0,500,600,988,800.3333333333,984,297.2863333333,953.3333333333,294.4196666667,294.4196666667,500,297.2863333333,92,294.4196666667,292.6363333333,292.4363333333,292.6363333333,286.8696666667,286.8696666667,292.6363333333,286.8696666667,297.2863333333,292.4363333333,292.4363333333
+9945,2018-05-28 18:00:00,1,level_3,0.2,1.3333333333,50.3333333333,81.6666666667,86.3333333333,1.3333333333,0,324,2.3333333333,160,47.6666666667,5.3333333333,0.1,sp15,0,0,1017.3333333333,0,0.5,0,0,455.3333333333,700.6666666667,997,800,993.6666666667,296.231,973.6666666667,292.8143333333,292.8143333333,601,296.071,89.3333333333,292.8143333333,293.031,291.9976666667,293.031,286.5643333333,287.1576666667,293.031,287.8976666667,295.8976666667,291.141,290.331
+9946,2018-05-28 21:00:00,1.3333333333,level_2,0,2.6666666667,63.6666666667,93,75,1,0,321.3333333333,1.6666666667,170,45,5.6666666667,0,sp6,0,0,1014.6666666667,0,0.6,0,0,614.3333333333,800.3333333333,1016.3333333333,800,1013.3333333333,292.4833333333,1014.3333333333,293.4833333333,293.4833333333,803,292.28,82.3333333333,293.4833333333,293.15,288.8166666667,293.15,286.15,287.5866666667,293.15,289.4833333333,292.15,288.0166666667,287.4833333333
+9947,2018-05-29 00:00:00,0.6666666667,level_5,0,2,77,100,67.6666666667,0.6666666667,0,150,0.3333333333,46.6666666667,20,2.3333333333,0,sp10,0,0,1016,0,0,0,0,801,802.3333333333,1017,800,1014,289.8166666667,1015,293.15,293.15,803,288.4033333333,82,293.15,293.15,286.8166666667,292.65,285.8166666667,287.3033333333,292.15,289.15,287.4833333333,286.8166666667,286.8166666667
+9948,2018-05-29 03:00:00,1,level_4,0,0.6666666667,82,100,56,0.6666666667,6.6666666667,199.6666666667,0.6666666667,115,26.6666666667,2,0,sp8,0,0,1015,0,0,0,0,801.3333333333,803,1015.3333333333,800.3333333333,1013.6666666667,288.15,1014.6666666667,291.4833333333,291.4833333333,802.6666666667,286.9366666667,86,291.4833333333,292.15,287.15,292.15,285.15,286.7366666667,292.15,288.8166666667,286.15,286.39,285.8166666667
+9949,2018-05-29 06:00:00,1,level_7,0,0.6666666667,91,97.6666666667,51.6666666667,1,20,214.3333333333,1.3333333333,63.3333333333,75,1,0,sp8,0,0,1015,0,0.1,0,0,500.3333333333,802,1015,801,1013.6666666667,286.4833333333,1014,291.4833333333,291.4833333333,802.3333333333,286.0766666667,86,291.4833333333,292.15,287.15,292.15,285.15,286.2933333333,292.15,287.8166666667,285.8166666667,286.6833333333,286.15
+9950,2018-05-29 09:00:00,1.3333333333,level_7,0,2.3333333333,82,87.3333333333,51.6666666667,0.6666666667,13.3333333333,133.3333333333,1.3333333333,203.3333333333,51.6666666667,1,0,sp10,0,0,1015,0,0,0,0,768.6666666667,803,1015,800.6666666667,1014,289.15,1015,292.15,292.15,802.3333333333,288.7433333333,86,292.15,294.15,288.4833333333,293.9833333333,288.15,288.62,293.8166666667,289.15,288.4833333333,287.67,286.4833333333
+9951,2018-05-29 12:00:00,1.6666666667,level_6,0,3,51.6666666667,64,75,2.3333333333,75,263.3333333333,5,243.3333333333,51.6666666667,3.3333333333,0,sp10,0,0,1014.6666666667,0,0,0,0,802.3333333333,801.6666666667,1014.3333333333,803,1013.6666666667,293.8166666667,1014.3333333333,295.15,295.15,803,292.62,68.3333333333,295.15,296.8166666667,292.8166666667,296.3333333333,290.8166666667,291.1533333333,295.8166666667,291.4833333333,291.8166666667,291.67,289.8166666667
+9952,2018-05-29 15:00:00,3.6666666667,level_3,0,5,44,61.3333333333,63.3333333333,3.3333333333,40,313.3333333333,4,206.6666666667,51.6666666667,4.6666666667,0,sp8,0,0,1014,0,0.3,0,0,362.1666666667,801.6666666667,1014,802,1012.6666666667,294.4833333333,1013.6666666667,296.4833333333,296.4833333333,605.3333333333,293.5666666667,62,296.4833333333,298.15,291.8166666667,296.65,292.15,292.4833333333,295.15,292.8166666667,292.8166666667,289.8633333333,287.4833333333
+9953,2018-05-29 18:00:00,1.3333333333,level_4,0.4,4,52,89,63.3333333333,2.6666666667,63.3333333333,230,4,206.6666666667,40,6,0,sp7,0,0,1013,0,0.5,0,0,513.6666666667,800,1014,802.6666666667,1012,294.15,1013.6666666667,294.4833333333,294.4833333333,556.3333333333,293.54,71.3333333333,294.4833333333,297.8166666667,288.8166666667,296.4833333333,287.8166666667,289.2733333333,295.15,291.15,293.15,287.6066666667,286.4833333333
+9954,2018-05-29 21:00:00,1.3333333333,level_5,0.1,2.3333333333,60.3333333333,77.6666666667,75,1.3333333333,0,139,3,193.3333333333,20,5,0.1,sp8,0,0,1013.3333333333,0,0,0,0,801,540,1014,800,1013,291.8166666667,1013.3333333333,293.4833333333,293.4833333333,702,290.88,74,293.4833333333,295.15,290.15,294.2766666667,286.8166666667,288.1566666667,293.4833333333,289.8166666667,290.15,288.65,287.15
+9955,2018-05-30 00:00:00,0.6666666667,level_10,0,1.6666666667,77,97.6666666667,62.3333333333,1,0,86.6666666667,1.6666666667,236.6666666667,13.3333333333,3,0,sp10,0,0,1014,0,0,0,0,633.6666666667,800,1014.6666666667,800,1013,289.8166666667,1014,292.15,292.15,803,288.44,77,292.15,292.8166666667,287.4833333333,292.65,286.15,287.37,292.4833333333,289.15,287.4833333333,287.0133333333,286.4833333333
+9956,2018-05-30 03:00:00,1,level_9,0.2,2,87,95.3333333333,77.3333333333,1,0,197,1.3333333333,180,20,1.6666666667,0,sp9,0,0,1013.3333333333,0,0,0,0,801,802,1013.6666666667,800,1012.3333333333,289.15,1014,290.8166666667,290.8166666667,601,288.3966666667,78.6666666667,290.8166666667,292.15,286.4833333333,292.15,286.15,287.4733333333,292.15,289.15,287.8166666667,286.34,286.15
+9957,2018-05-30 06:00:00,1.3333333333,level_6,0,1.3333333333,85.3333333333,95.3333333333,75,0.6666666667,0,183.6666666667,0,11,40,0.6666666667,0,sp8,0,0,1012,0,0,0,0,802,635.3333333333,1013.3333333333,800,1012,289.15,1013.3333333333,289.4833333333,289.4833333333,769,288.34,85.3333333333,289.4833333333,292.15,286.15,291.8166666667,285.8166666667,287.0166666667,291.4833333333,288.4833333333,287.8166666667,285.8166666667,285.4833333333
+9958,2018-05-30 09:00:00,1.6666666667,level_4,0,0.6666666667,72.6666666667,84,80,0.6666666667,6.6666666667,3.3333333333,0.3333333333,170,26.6666666667,1,0.4,sp10,0,0,1013,0,0,0,0,741,601,1014,800.3333333333,1003.3333333333,290.4833333333,1014.3333333333,292.6243333333,292.6243333333,735,289.8733333333,68.3333333333,292.6243333333,293.15,287.15,292.8166666667,286.4833333333,287.7866666667,292.4833333333,289.4833333333,289.4833333333,285.7966666667,283.8166666667
+9959,2018-05-30 12:00:00,2.6666666667,level_6,0,2.3333333333,53.6666666667,70.3333333333,75,1.3333333333,20,126,2.6666666667,170,63.3333333333,1.3333333333,0,sp11,0,0,1013,0,0.3,0,0,634.2222222222,803,1014,801,1012.3333333333,293.8166666667,1015,297.8166666667,297.8166666667,803,293.2066666667,44,297.8166666667,296.15,289.8166666667,295.4833333333,289.4833333333,290.2966666667,294.8166666667,291.15,292.8166666667,288.51,286.15
+9960,2018-05-30 15:00:00,4.3333333333,level_9,0.1,6.3333333333,44,60.3333333333,75,2,33.3333333333,110,4.3333333333,146.6666666667,75,2,0,sp10,0,0,1012,0,0.4,0,0,406.8333333333,802,1014,801.6666666667,1011.6666666667,295.8166666667,1015,298.15,298.15,708.6666666667,295.0066666667,34.6666666667,298.15,296.8166666667,291.8166666667,295.9833333333,290.15,290.5833333333,295.15,291.15,294.4833333333,289.9966666667,287.8166666667
+9961,2018-05-30 18:00:00,4.3333333333,level_6,0.3,4.3333333333,44,54.3333333333,75,0.6666666667,13.3333333333,110,2.6666666667,210,33.3333333333,2.6666666667,0,sp9,0,0,1012.3333333333,0,0.6,0,0,607.6666666667,802,1014.3333333333,800.6666666667,1012,296.15,1014,296.15,296.15,709,295.1366666667,53,296.15,295.15,292.8166666667,294.65,288.4833333333,289.6833333333,294.15,291.15,294.4833333333,290.8533333333,287.8166666667
+9962,2018-05-30 21:00:00,3.6666666667,level_2,0,2,52.6666666667,72.3333333333,80,1,0,227.6666666667,1.6666666667,193.3333333333,38.3333333333,4.3333333333,0,sp11,0,0,1013.3333333333,0,0.6,0,0,615,801.3333333333,1015.6666666667,800,1013.3333333333,294.15,1015.6666666667,293.4833333333,293.4833333333,803.3333333333,293.34,69.3333333333,293.4833333333,292.8166666667,291.4833333333,292.4833333333,286.8166666667,288.3033333333,292.15,290.15,292.8166666667,289.82,288.4833333333
+9963,2018-05-31 00:00:00,1.6666666667,level_6,0.2,1.3333333333,70.6666666667,78.6666666667,86.3333333333,1,0,194.3333333333,1,283.3333333333,51.6666666667,2.3333333333,0,sp13,0,0,1014,0,0,0,0,802.3333333333,801.3333333333,1016.3333333333,800,1014.3333333333,289.8166666667,1016,291.15,291.15,601,288.8066666667,86,291.15,291.4833333333,289.8166666667,290.3166666667,286.15,287.49,289.15,289.15,288.15,289.4366666667,289.15
+9964,2018-05-31 03:00:00,1,level_6,0.7,1.3333333333,87,83.6666666667,92,1,0,132,2.6666666667,163.3333333333,75,1.3333333333,0,sp13,0,0,1014,0,0,0,0,803,801,1016,800,1014.6666666667,287.15,1016.6666666667,290.15,290.15,500.6666666667,286.54,86,290.15,290.8166666667,288.8166666667,289.8166666667,285.8166666667,287.3066666667,288.8166666667,289.15,286.15,288.2466666667,287.8166666667
+9965,2018-05-31 06:00:00,0.6666666667,level_7,0.1,1.3333333333,85.3333333333,93,75,0.6666666667,0,147,2,276.3333333333,50,0.6666666667,0,sp13,0,0,1015.3333333333,0,0,0,0,802,800.3333333333,1016.6666666667,800,1015.3333333333,286.4833333333,1017.3333333333,289.4833333333,289.4833333333,601.1666666667,285.2733333333,80.3333333333,289.4833333333,289.4833333333,287.4833333333,288.3166666667,285.15,286.9333333333,287.15,289.15,284.4833333333,287.0166666667,286.4833333333
+9966,2018-05-31 09:00:00,1.3333333333,level_6,0.3,1.3333333333,67,77.3333333333,75,1,0,164.3333333333,0.6666666667,235.3333333333,0,1.3333333333,0,sp14,0,0,1016.6666666667,0,0,0,0,800,801,1018.3333333333,800,1016.3333333333,291.15,1018.6666666667,295.8166666667,295.8166666667,567,290.1366666667,53.3333333333,295.8166666667,294.15,289.4833333333,293.65,286.4833333333,287.36,293.15,288.4833333333,289.4833333333,287.7966666667,286.8166666667
+9967,2018-05-31 12:00:00,2.3333333333,level_3,0,3.6666666667,45.3333333333,52.6666666667,75,0.6666666667,33.3333333333,184.3333333333,3,123.3333333333,40,2,0,sp15,0,0,1017.3333333333,0,0,0,0,802,801.6666666667,1019,801.6666666667,1017,295.8166666667,1019,299.15,299.15,803,295.0033333333,39,299.15,297.15,293.8166666667,295.8166666667,290.15,290.4566666667,294.4833333333,290.8166666667,294.4833333333,291.83,289.4833333333
+9968,2018-05-31 15:00:00,3.3333333333,level_4,0,5.3333333333,37.3333333333,43,63.3333333333,2.6666666667,0,30,4.3333333333,116.6666666667,40,1.6666666667,0,sp13,0,0,1017,0,0,0,0,802,801.6666666667,1018,800,1016.3333333333,298.15,1018.6666666667,298.8166666667,298.8166666667,802.6666666667,297.5433333333,43,298.8166666667,297.4833333333,296.4833333333,296.3166666667,292.4833333333,292.6366666667,295.15,292.8166666667,297.15,294.7166666667,293.15
+9969,2018-05-31 18:00:00,3,level_3,0,4.6666666667,34,41.3333333333,75,2.3333333333,0,23.3333333333,4.3333333333,126.6666666667,33.3333333333,2.3333333333,0,sp12,0,0,1017,0,0,0,0,801.6666666667,801,1018,800,1016,299.8166666667,1017.6666666667,298.15,298.15,803,299.0066666667,52,298.15,296.8166666667,297.15,295.9833333333,291.15,291.8933333333,295.15,292.8166666667,298.4833333333,295.5866666667,293.15
+9970,2018-05-31 21:00:00,3.3333333333,level_2,0,4.3333333333,49.6666666667,50.3333333333,75,1.3333333333,0,229.3333333333,2.3333333333,113.3333333333,13.3333333333,2,0,sp12,0,0,1018.3333333333,0,0,0,0,800.6666666667,800.3333333333,1019.3333333333,800,1017.3333333333,296.4833333333,1018,295.15,295.15,803,295.8733333333,73,295.15,293.8166666667,295.15,293.65,288.15,288.7333333333,293.4833333333,289.4833333333,295.4833333333,293.5333333333,291.4833333333
+9971,2018-06-01 00:00:00,1.3333333333,level_8,0,2.3333333333,58.3333333333,59.6666666667,46.3333333333,0.6666666667,0,119.6666666667,1,110,0,1.6666666667,0,sp13,0,0,1020,0,0,0,0,800,800,1020,800,1018,292.8166666667,1019,293.8166666667,293.8166666667,802,291.2,74,293.8166666667,293.15,291.4833333333,292.15,287.15,287.6,291.15,288.15,290.15,289.5833333333,288.15
+9972,2018-06-01 03:00:00,1,level_7,0.1,1.3333333333,80.3333333333,89.3333333333,77,0,0,0,1,270,25,1.3333333333,0,sp13,0,0,1019.3333333333,0,0,0,0,801,800,1020,800,1018,288.8166666667,1019,290.8166666667,290.8166666667,702,288.2066666667,78.6666666667,290.8166666667,291.8166666667,286.4833333333,290.15,287.15,287.6033333333,288.4833333333,288.15,287.8166666667,286.1033333333,285.8166666667
+9973,2018-06-01 06:00:00,1,level_10,0,1.6666666667,82,93.3333333333,75,0.3333333333,0,103.6666666667,1,183.3333333333,26.6666666667,1.3333333333,0,sp13,0,0,1019.6666666667,0,0,0,0,801.3333333333,800,1019.6666666667,800,1018.6666666667,288.15,1019,289.8166666667,289.8166666667,803,286.33,82,289.8166666667,291.4833333333,285.4833333333,289.9833333333,286.8166666667,287.56,288.4833333333,288.4833333333,285.15,285.1266666667,284.8166666667
+9974,2018-06-01 09:00:00,1.3333333333,level_4,0,1,62.3333333333,64,75,1,0,0,0.6666666667,161.6666666667,35,0.6666666667,0,sp13,0,0,1019.6666666667,0,0,0,0,801.3333333333,801,1020,800,1019,291.4416666667,1018.6666666667,294.4833333333,294.4833333333,634.1666666667,290.6316666667,61.3333333333,294.4833333333,294.4321666667,290.1921666667,294.2655,288.15,288.2966666667,294.0988333333,288.4833333333,290.1083333333,288.7688333333,288.1921666667
+9975,2018-06-01 12:00:00,1.6666666667,level_3,0,3.6666666667,44.6666666667,51.6666666667,80,1.6666666667,0,193.3333333333,2,90,63.3333333333,1.3333333333,0,sp13,0,0,1019.6666666667,0,0,0,0,802.6666666667,801,1020,800,1019,297.15,1019,297.15,297.15,803.3333333333,296.34,62.6666666667,297.15,298.8166666667,295.15,296.9833333333,290.15,291.24,295.15,292.15,295.8166666667,293.58,291.8166666667
+9976,2018-06-01 15:00:00,2.6666666667,level_3,0,5.6666666667,36.3333333333,43.3333333333,75,1.6666666667,6.6666666667,300,5,123.3333333333,40,4.6666666667,0,sp12,0,0,1018.3333333333,0,0,0,0,802,801,1019.6666666667,800.3333333333,1017.6666666667,298.8166666667,1017.6666666667,298.8166666667,298.8166666667,602.3333333333,298.6133333333,57.3333333333,298.8166666667,298.8166666667,297.4833333333,297.15,290.4833333333,291.3033333333,295.4833333333,292.15,298.4833333333,295.85,293.15
+9977,2018-06-01 18:00:00,4,level_3,0,4.6666666667,31.6666666667,46.3333333333,75,2,0,296.6666666667,4.6666666667,116.6666666667,26.6666666667,5.3333333333,0,sp9,0,0,1018,0,0,0,0,801.3333333333,800.3333333333,1019,800,1017,299.15,1016,297.15,297.15,602,298.1366666667,59,297.15,296.15,298.4833333333,295.65,290.15,290.8966666667,295.15,291.8166666667,297.4833333333,296.5966666667,293.4833333333
+9978,2018-06-01 21:00:00,3.3333333333,level_2,0.3,4,42,53.3333333333,75,1.3333333333,0,216.6666666667,1.6666666667,73.3333333333,26.6666666667,4.3333333333,0,sp10,0,0,1019.6666666667,0,0.3,0,0,314.3333333333,800.3333333333,1020,800,1017.6666666667,295.4833333333,1016.3333333333,294.4833333333,294.4833333333,326.1666666667,293.8666666667,77.6666666667,294.4833333333,294.15,295.4833333333,293.8166666667,287.4833333333,289.1166666667,293.4833333333,291.15,292.8166666667,294.0633333333,291.8166666667
+9979,2018-06-02 00:00:00,3,level_2,0.2,3.3333333333,64.3333333333,91,86.3333333333,2,0,300,0,106.6666666667,75,2.6666666667,0,sp12,0,0,1020,0,0.1,0,0,262.5,800.6666666667,1020,800,1018.6666666667,290.4833333333,1018,293.8166666667,293.8166666667,601,289.4733333333,80.6666666667,293.8166666667,292.8166666667,289.4833333333,291.8166666667,286.8166666667,288.3033333333,290.8166666667,290.15,288.8166666667,289.04,288.4833333333
+9980,2018-06-02 03:00:00,2,level_4,0.3,1.3333333333,67.3333333333,91.3333333333,89.3333333333,1.3333333333,0,300,0,162.6666666667,63.3333333333,1.6666666667,0,sp12,0,0,1018.3333333333,0,0,0,0,802.6666666667,801,1019.6666666667,800,1017.6666666667,288.8166666667,1018,291.8166666667,291.8166666667,500,287.6066666667,84,291.8166666667,291.4833333333,288.15,290.65,287.15,288.49,289.8166666667,290.15,286.8166666667,288.0066666667,287.8166666667
+9981,2018-06-02 06:00:00,1.3333333333,level_9,0.2,1.6666666667,74.3333333333,91,85,2,0,300,0.6666666667,297.3333333333,51.6666666667,1.3333333333,0,sp10,0,0,1018,0,0.1,0,0,656.5,800,1019,800,1017,287.15,1018,290.15,290.15,468.0555555556,285.94,84,290.15,291.15,287.15,290.4833333333,287.15,288.2666666667,289.8166666667,289.8166666667,285.15,287.15,287.15
+9982,2018-06-02 09:00:00,2,level_5,0.1,2,63.3333333333,83.6666666667,63.3333333333,1,0,295,1,157.6666666667,75,1,0,sp12,0,0,1018.3333333333,0,0.3,0,0,511.6666666667,800,1019,800,1018,290.15,1018.6666666667,293.4833333333,293.4833333333,701.6666666667,288.7366666667,71,293.4833333333,293.15,288.15,292.8166666667,289.15,289.87,292.4833333333,290.8166666667,287.8166666667,287.2633333333,285.8166666667
+9983,2018-06-02 12:00:00,3,level_3,0,3.6666666667,49,59.6666666667,40,1,6.6666666667,30,2,113.3333333333,75,3,0,sp12,0,0,1019,0,0.3,0,0,709,801,1018.3333333333,800.3333333333,1018,293.8166666667,1018.6666666667,295.4833333333,295.4833333333,802,293.01,70,295.4833333333,295.15,293.15,294.9833333333,292.4833333333,293.6266666667,294.8166666667,295.15,292.4833333333,291.8566666667,290.15
+9984,2018-06-02 15:00:00,1,level_4,0,3.6666666667,35.6666666667,42.6666666667,20,1.6666666667,6.6666666667,23.3333333333,3,130,40,2.3333333333,0,sp10,0,0,1017.6666666667,0,0.1,0,0,701.3333333333,801,1015.6666666667,800.3333333333,1017.3333333333,296.8166666667,1016.6666666667,295.8166666667,295.8166666667,801,295.2,66,295.8166666667,297.8166666667,296.4833333333,296.8166666667,295.15,296.7366666667,295.8166666667,298.8166666667,294.15,295.25,293.15
+9985,2018-06-02 18:00:00,4.6666666667,level_3,0,2.6666666667,46,65,20,2.6666666667,13.3333333333,193.3333333333,3.6666666667,133.3333333333,68.3333333333,6,0,sp8,0,0,1016.6666666667,0,0.3,0,0,459.6666666667,800.6666666667,1015,604.3333333333,1016,296.15,1016,294.4833333333,294.4833333333,801,295.54,73,294.4833333333,297.15,294.8166666667,296.3166666667,293.8166666667,295.1733333333,295.4833333333,296.8166666667,295.15,292.49,290.4833333333
+9986,2018-06-02 21:00:00,3,level_2,0,1.3333333333,52.6666666667,93,38.3333333333,3,0,206.6666666667,1.3333333333,56.6666666667,63.3333333333,4,0,sp9,0,0,1017,0,0.9,0,0,409.1666666667,800.6666666667,1015.6666666667,800,1016,294.15,1017.6666666667,293.8166666667,293.8166666667,801.6666666667,292.7366666667,72.6666666667,293.8166666667,294.8166666667,288.4833333333,294.15,290.8166666667,291.8,293.4833333333,292.8166666667,291.8166666667,287.4766666667,286.4833333333
+9987,2018-06-03 00:00:00,1,level_2,0,1.6666666667,70.6666666667,100,67.6666666667,1.6666666667,0,310,1,96.6666666667,33.3333333333,3.6666666667,0,sp12,0,0,1017,0,0,0,0,801.6666666667,801,1016,800,1016,291.8166666667,1018,293.15,293.15,803,290.2,75.3333333333,293.15,293.15,287.15,292.15,287.4833333333,289.5666666667,291.15,292.15,289.15,286.72,286.15
+9988,2018-06-03 03:00:00,0.6666666667,level_10,0,3,82,100,80,1,0,180.3333333333,1,190,38.6666666667,2.6666666667,0,sp12,0,0,1016.3333333333,0,0,0,0,802,801.6666666667,1015.3333333333,800,1014,290.15,1017,290.8166666667,290.8166666667,741,289.34,89.3333333333,290.8166666667,292.15,286.15,291.15,286.8166666667,288.7533333333,290.15,291.15,288.8166666667,286.0066666667,285.8166666667
+9989,2018-06-03 06:00:00,0.6666666667,level_10,0,4.6666666667,85.3333333333,100,51.6666666667,1,0,194,1.3333333333,18,20,1.6666666667,0,sp11,0,0,1016,0,0,0,0,767.6666666667,800.3333333333,1014,800,1013,288.4833333333,1016.3333333333,289.4833333333,289.4833333333,741,288.0766666667,95.3333333333,289.4833333333,291.8166666667,284.8166666667,290.9833333333,287.15,288.64,290.15,290.4833333333,287.8166666667,284.3333333333,283.8166666667
+9990,2018-06-03 09:00:00,1,level_9,0,3.3333333333,72.3333333333,82.3333333333,6.6666666667,0.6666666667,0,40,1.6666666667,23.3333333333,26.6666666667,2,0,sp13,0,0,1015,0,0,0,0,734.6666666667,800.3333333333,1014,800,1013.3333333333,290.8166666667,1017,290.8166666667,290.8166666667,780.3333333333,289.4033333333,86,290.8166666667,292.4833333333,289.4833333333,292.15,289.15,291.4,291.8166666667,294.15,288.4833333333,287.85,286.8166666667
+9991,2018-06-03 12:00:00,2.3333333333,level_1,0,2,53.3333333333,58.6666666667,40,3.6666666667,0,300,3.3333333333,43.3333333333,20,1.6666666667,0.3,sp13,0,0,1014.6666666667,0,0,0,0,801,700.6666666667,1013.6666666667,800,1014,295.8166666667,1016.3333333333,294.4833333333,294.4833333333,802,294.4033333333,66.6666666667,294.4833333333,293.15,293.4833333333,292.9833333333,294.8166666667,295,292.8166666667,295.15,293.4833333333,292.32,290.8166666667
+9992,2018-06-03 15:00:00,4,level_4,0,3.3333333333,45,52.6666666667,75,3.3333333333,26.6666666667,326.6666666667,3.3333333333,143.3333333333,20,5,2.3,sp10,0,0,1014.3333333333,0,0.3,0,0,707.6666666667,418.1666666667,1013.3333333333,801.3333333333,1013.3333333333,298.8166666667,1015,296.15,296.15,408.3333333333,298.0066666667,60.3333333333,296.15,292.15,297.15,291.65,293.15,294.0733333333,291.15,294.8166666667,297.4833333333,295.6733333333,293.4833333333
+9993,2018-06-03 18:00:00,6.6666666667,level_4,0.5,3.6666666667,51,43.3333333333,63.3333333333,1.6666666667,20,193.3333333333,2,33.3333333333,33.3333333333,7.6666666667,0,sp8,0,0,1012.3333333333,0,0.3,0,0,508,803,1013.3333333333,801,1012,297.15,1014,296.15,296.15,452,296.9466666667,61.6666666667,296.15,292.8166666667,297.8166666667,292.4833333333,290.8166666667,291.3666666667,292.15,291.8166666667,296.8166666667,295.3666666667,288.4833333333
+9994,2018-06-03 21:00:00,4.6666666667,level_3,0.1,2.6666666667,61.3333333333,53.3333333333,63.3333333333,2,0,225,0.6666666667,89,20,5.3333333333,0.2,sp10,0,0,1013,0,0,0,0,801,601.3333333333,1014,800,1013.3333333333,294.15,1014,293.8166666667,293.8166666667,702,293.5433333333,72.6666666667,293.8166666667,291.15,295.15,290.9833333333,289.15,290.06,290.8166666667,291.15,293.15,293.69,291.4833333333
+9995,2018-06-04 00:00:00,4.6666666667,level_3,0.1,1.3333333333,77,56.6666666667,76.6666666667,1.3333333333,0,323.3333333333,0.3333333333,231.3333333333,0,2.6666666667,0.3,sp12,0,0,1014,0,0,0,0,800,567,1014,800,1014,290.8166666667,1014.3333333333,292.15,292.15,702,289.8066666667,84.3333333333,292.15,289.8166666667,292.15,289.65,287.4833333333,288.82,289.4833333333,290.4833333333,289.15,291.2,290.4833333333
+9996,2018-06-04 03:00:00,3,level_9,0.3,1.3333333333,83.6666666667,64.3333333333,88,1.6666666667,6.6666666667,279.6666666667,1.3333333333,241.3333333333,13.3333333333,1.3333333333,0.3,sp11,0,0,1013,0,0,0,0,800.6666666667,613.8333333333,1013.6666666667,800.3333333333,1012.6666666667,289.15,1014,291.15,291.15,500,288.14,89.3333333333,291.15,288.4833333333,289.8166666667,288.3166666667,287.15,288.04,288.15,289.15,287.4833333333,288.8666666667,288.15
+9997,2018-06-04 06:00:00,3.6666666667,level_6,0,1.3333333333,73.6666666667,76,75,0.6666666667,20,111.3333333333,2,258.6666666667,13.3333333333,1,0.3,sp12,0,0,1012,0,0,0,0,800.6666666667,600.5,1013,801,1012,288.4833333333,1014.3333333333,290.15,290.15,803,287.07,93,290.15,288.4833333333,286.8166666667,287.9833333333,287.15,287.8933333333,287.4833333333,288.8166666667,286.15,286.0966666667,285.4833333333
+9998,2018-06-04 09:00:00,4.6666666667,level_6,0,1.6666666667,61.6666666667,71.3333333333,75,1.3333333333,6.6666666667,173.6666666667,1,135.3333333333,26.6666666667,2,0,sp13,0,0,1013,0,0,0,0,801.3333333333,800.3333333333,1013.3333333333,800.3333333333,1012.3333333333,290.15,1015,295.8166666667,295.8166666667,803,288.9366666667,63.3333333333,295.8166666667,292.4833333333,288.15,292.15,287.8166666667,288.5366666667,291.8166666667,289.4833333333,288.15,286.9933333333,285.4833333333
+9999,2018-06-04 12:00:00,4.6666666667,level_7,0,3.6666666667,50,61.6666666667,75,3,33.3333333333,310,2.3333333333,86.6666666667,40,3,0,sp13,0,0,1012,0,0,0,0,802,800,1013.3333333333,801.6666666667,1012,293.8166666667,1015,299.8166666667,299.8166666667,803,293.2066666667,38.6666666667,299.8166666667,296.8166666667,290.4833333333,295.4833333333,289.4833333333,290.0766666667,294.15,290.8166666667,292.8166666667,289.3933333333,287.4833333333
+10000,2018-06-04 15:00:00,5.3333333333,level_8,0,6,41.6666666667,50.6666666667,63.3333333333,2.3333333333,51.6666666667,303.3333333333,4,140,75,3,0,sp11,0,0,1011.3333333333,0,0,0,0,803,800.3333333333,1012.6666666667,802.3333333333,1010.6666666667,296.8166666667,1014.3333333333,301.4833333333,301.4833333333,802.6666666667,296.0066666667,34.6666666667,301.4833333333,298.15,293.15,296.4833333333,291.8166666667,291.97,294.8166666667,292.15,295.4833333333,291.7966666667,290.15
+10001,2018-06-04 18:00:00,6.6666666667,level_8,0,5.6666666667,40,54,75,2.3333333333,20,313.3333333333,2.6666666667,163.3333333333,40,3.6666666667,0,sp8,0,0,1010.3333333333,0,0,0,0,802,800.3333333333,1013,801,1010,297.4833333333,1013.3333333333,301.15,301.15,803,296.2666666667,31.3333333333,301.15,298.15,293.15,296.4833333333,289.15,290.12,294.8166666667,291.15,295.4833333333,291.7933333333,289.4833333333
+10002,2018-06-04 21:00:00,5.6666666667,level_9,0.3,4.6666666667,59.6666666667,59,75,1.6666666667,6.6666666667,206.6666666667,2,133.3333333333,33.3333333333,5,0,sp10,0,0,1010.6666666667,0,0,0,0,801.6666666667,800.6666666667,1013.3333333333,800.3333333333,1010.3333333333,293.15,1013.6666666667,298.8166666667,298.8166666667,500,292.34,35.3333333333,298.8166666667,294.4833333333,291.15,293.9833333333,286.8166666667,287.4366666667,293.4833333333,288.4833333333,291.8166666667,290.21,288.4833333333
+10003,2018-06-05 00:00:00,4.6666666667,level_8,0.3,5,59.3333333333,61.6666666667,86.3333333333,0.6666666667,0,108.6666666667,1.3333333333,115.6666666667,51.6666666667,3.6666666667,0,sp12,0,0,1011,0,0,0,0,802.3333333333,800,1014,800,1011.6666666667,292.4833333333,1014,295.8166666667,295.8166666667,500,291.07,44.3333333333,295.8166666667,292.4833333333,289.4833333333,291.9833333333,285.15,286.5466666667,291.4833333333,288.15,290.15,289.1033333333,288.8166666667
+10004,2018-06-05 03:00:00,3,level_9,0.7,5,64.6666666667,65.3333333333,92,0.6666666667,0,205.3333333333,1,166.6666666667,75,3.6666666667,0,sp10,0,0,1011,0,0,0,0,803,801,1013,800,1011,291.15,1013.6666666667,293.4833333333,293.4833333333,500.6666666667,289.94,51,293.4833333333,291.8166666667,288.15,290.9833333333,284.15,285.93,290.15,288.15,289.15,287.77,287.4833333333
+10005,2018-06-05 06:00:00,2.6666666667,level_9,0.3,4,72,76.6666666667,75,2,6.6666666667,313.3333333333,0.6666666667,25.6666666667,51.6666666667,3,0,sp9,0,0,1010.6666666667,0,0,0,0,802.3333333333,803,1013.3333333333,800.3333333333,1011,289.15,1013.3333333333,292.8166666667,292.8166666667,500,288.14,54.3333333333,292.8166666667,291.15,286.4833333333,290.3166666667,284.15,285.6366666667,289.4833333333,287.4833333333,287.4833333333,285.4933333333,284.8166666667
+10006,2018-06-05 09:00:00,3,level_8,0.2,4.3333333333,66,70.3333333333,75,1,20,186.6666666667,0.3333333333,73.3333333333,20,2.6666666667,0,sp10,0,0,1011,0,0,0,0,801,802.3333333333,1014,801,1011,290.4833333333,1014,293.4833333333,293.4833333333,601,289.07,57.3333333333,293.4833333333,294.15,288.15,293.8166666667,285.4833333333,285.9,293.4833333333,286.4833333333,288.15,286.38,284.4833333333
+10007,2018-06-05 12:00:00,2.3333333333,level_7,0,6,44,46,63.3333333333,2,20,10,4,116.6666666667,40,3.6666666667,0,sp10,0,0,1010.3333333333,0,0.6,0,0,614.6666666667,802,1013.6666666667,801,1011,294.15,1013.6666666667,297.15,297.15,802.6666666667,293.1366666667,36.6666666667,297.15,296.4833333333,291.15,295.94,287.4833333333,288.4,295.4833333333,289.4833333333,292.4833333333,289.52,287.15
+10008,2018-06-05 15:00:00,3.3333333333,level_7,0.4,6.6666666667,39.3333333333,43,63.3333333333,3.3333333333,0,70,3.3333333333,160,33.3333333333,3.3333333333,0,sp8,0,0,1010,0,0,0,0,801.6666666667,225.8333333333,1013,800,1009.6666666667,295.4833333333,1013,299.15,299.15,614.6666666667,294.7133333333,28.3333333333,299.15,296.15,292.15,294.9833333333,286.15,288.9566666667,293.8166666667,292.15,294.15,291.0733333333,289.15
+10009,2018-06-05 18:00:00,4.6666666667,level_8,0,6.6666666667,47.6666666667,50.6666666667,63.3333333333,2.3333333333,25,333.3333333333,1.6666666667,126.6666666667,20,4.6666666667,0.6,sp7,0,0,1010,0,0,0,0,801,411,1013,801,1009,295.15,1012,299.8166666667,299.8166666667,802.6666666667,294.24,24.6666666667,299.8166666667,295.15,292.15,294.2133333333,287.4833333333,289.1333333333,293.15,291.15,293.4833333333,291.35,289.8166666667
+10010,2018-06-05 21:00:00,3.6666666667,level_7,0,4,54.3333333333,70,33.3333333333,1.6666666667,0,233.3333333333,2.3333333333,286.6666666667,20,5,0,sp7,0,0,1010,0,0.6,0,0,614.3333333333,801,1013.6666666667,800,1009,293.4833333333,1013,297.8166666667,297.8166666667,801.6666666667,292.53,29,297.8166666667,294.15,290.15,292.59,285.4833333333,287.34,291.15,289.4833333333,291.8166666667,288.7366666667,287.4833333333
+10011,2018-06-06 00:00:00,1,level_8,0,3.3333333333,66,68.3333333333,13.3333333333,0.6666666667,0,171,1,286.6666666667,33.3333333333,2,0,sp10,0,0,1011.3333333333,0,0.4,0,0,614.3333333333,800.3333333333,1014,800,1010.3333333333,290.4833333333,1014,295.15,295.15,800.6666666667,289.4933333333,40.3333333333,295.15,291.8166666667,288.15,290.65,283.4833333333,284.6,289.4833333333,286.15,288.8166666667,287.5366666667,287.15
+10012,2018-06-06 03:00:00,1,level_8,0,2,80.3333333333,91,0,1.3333333333,31.6666666667,106.6666666667,2,241.6666666667,40,2,0,sp8,0,0,1011.6666666667,0,0.3,0,0,520,800.6666666667,1014,801.3333333333,1010,289.15,1013,294.15,294.15,800,288.4166666667,45,294.15,291.15,286.15,289.8166666667,281.8166666667,283.3033333333,288.4833333333,285.15,287.8166666667,285.98,285.8166666667
+10013,2018-06-06 06:00:00,2,level_8,0,1.6666666667,67,95.6666666667,73.3333333333,1.3333333333,0,110,0.3333333333,111.3333333333,63.3333333333,2,0.1,sp8,0,0,1011.3333333333,0,0.3,0,0,541,700.3333333333,1014,800,1010.6666666667,290.15,1013,292.8166666667,292.8166666667,727.6666666667,288.83,53,292.8166666667,290.15,285.4833333333,289.65,281.4833333333,282.9133333333,289.15,284.8166666667,287.8166666667,285.0666666667,284.4833333333
+10014,2018-06-06 09:00:00,2.3333333333,level_7,0,2.3333333333,66,78.6666666667,75,1.6666666667,0,86.6666666667,0.3333333333,73.3333333333,26.6666666667,2.3333333333,0,sp10,0,0,1012,0,0.1,0,0,540.3333333333,801.3333333333,1015,800,1011.3333333333,290.8166666667,1013.6666666667,294.15,294.15,803,289.35,48,294.15,292.8166666667,286.8166666667,292.15,285.8166666667,286.7533333333,291.4833333333,287.8166666667,288.15,285.1433333333,282.4833333333
+10015,2018-06-06 12:00:00,2.3333333333,level_5,0,4,56.3333333333,69,51.6666666667,2.3333333333,38.3333333333,330,4,216.6666666667,75,2.6666666667,0.1,sp10,0,0,1013.3333333333,0,0.7,0,0,520.6666666667,454.8333333333,1015,801.6666666667,1012,294.15,1015,296.8166666667,296.8166666667,802.3333333333,293.3366666667,47,296.8166666667,291.8166666667,289.8166666667,290.9633333333,289.15,290.7266666667,290.15,292.4833333333,292.8166666667,288.1333333333,287.15
+10016,2018-06-06 15:00:00,3,level_2,0,5.6666666667,51.3333333333,73,40,4.3333333333,51.6666666667,320,1.3333333333,152.6666666667,63.3333333333,4,0.1,sp10,0,0,1013,0,0.9,0,0,521,708.6666666667,1015,802.3333333333,1012,295.4833333333,1015,293.4833333333,293.4833333333,802,294.9333333333,70,293.4833333333,291.8166666667,291.4833333333,291.3166666667,290.4833333333,291.6733333333,290.8166666667,293.15,294.4833333333,289.6233333333,287.15
+10017,2018-06-06 18:00:00,2.3333333333,level_2,0,3.3333333333,47.3333333333,50.3333333333,51.6666666667,5,26.6666666667,220,1.3333333333,53.3333333333,40,7,0,sp8,0,0,1013,0,0.3,0,0,708.3333333333,801.6666666667,1015.3333333333,801.3333333333,1013,296.8166666667,1014,291.8166666667,291.8166666667,802.3333333333,295.73,80.6666666667,291.8166666667,295.15,293.4833333333,294.8333333333,290.4833333333,291.77,294.4833333333,293.15,294.8166666667,292.3333333333,290.8166666667
+10018,2018-06-06 21:00:00,2.3333333333,level_6,0,1.3333333333,57.6666666667,49.6666666667,63.3333333333,2,6.6666666667,216.6666666667,2.3333333333,123.3333333333,40,6,0.1,sp10,0,0,1014,0,0,0,0,802,700.6666666667,1016.3333333333,800.3333333333,1014.3333333333,294.4833333333,1015.3333333333,292.15,292.15,802.6666666667,293.2,77,292.15,293.4833333333,292.15,293.3166666667,287.15,288.9366666667,293.15,291.15,292.15,290.8033333333,289.4833333333
+10019,2018-06-07 00:00:00,1,level_10,0,2.3333333333,77.3333333333,70.6666666667,54.3333333333,0,0,221.6666666667,1.3333333333,236.6666666667,6.6666666667,2.6666666667,0.3,sp13,0,0,1015.3333333333,0,0,0,0,800.3333333333,455.1666666667,1017,800,1016,290.8166666667,1017,290.4833333333,290.4833333333,802.3333333333,290.0633333333,84.3333333333,290.4833333333,292.15,288.8166666667,291.9833333333,284.8166666667,287.0566666667,291.8166666667,290.4833333333,289.4833333333,287.9266666667,286.8166666667
+10020,2018-06-07 03:00:00,0.6666666667,level_8,0,1.6666666667,87,89,57.3333333333,1,0,134.6666666667,2,238.6666666667,0,3,0,sp13,0,0,1014.6666666667,0,0,0,0,800,604,1016.3333333333,800,1015,288.8166666667,1017,288.4833333333,288.4833333333,768.6666666667,288.45,93,288.4833333333,290.8166666667,285.8166666667,290.3033333333,285.15,287.38,289.8166666667,290.15,288.15,285.1366666667,284.4833333333
+10021,2018-06-07 06:00:00,1,level_9,0,1.6666666667,91,95.3333333333,51.6666666667,1,0,66.6666666667,1.3333333333,186.6666666667,6.6666666667,2,0.3,sp13,0,0,1014.6666666667,0,0,0,0,800.3333333333,701,1016,800,1015.3333333333,287.4833333333,1017.3333333333,287.15,287.15,802.3333333333,287.0966666667,89,287.15,290.15,284.15,289.3166666667,285.15,287.0566666667,288.4833333333,289.4833333333,286.8166666667,283.64,282.8166666667
+10022,2018-06-07 09:00:00,0.6666666667,level_6,0,1.3333333333,78.6666666667,61,56.6666666667,1.3333333333,6.6666666667,178.3333333333,1,60,0,1.3333333333,0.3,sp15,0,0,1015.6666666667,0,0,0,0,800,701.6666666667,1016.6666666667,800.3333333333,1016,290.15,1018,291.8166666667,291.8166666667,802.3333333333,289.7633333333,70,291.8166666667,292.15,290.8166666667,291.4833333333,288.15,289.4366666667,290.8166666667,290.8166666667,289.4833333333,288.5133333333,287.15
+10023,2018-06-07 12:00:00,2.6666666667,level_3,0,1,54.3333333333,45,38.3333333333,1.6666666667,13.3333333333,120,1.6666666667,143.3333333333,13.3333333333,4.3333333333,0.4,sp15,0,0,1015.3333333333,0,0,0,0,800.6666666667,559.5,1015.6666666667,800.6666666667,1015.6666666667,295.8166666667,1018,298.15,298.15,801.6666666667,295.41,39.3333333333,298.15,293.8166666667,295.15,293.1833333333,292.4833333333,293.9,292.4833333333,295.4833333333,295.15,293.3733333333,291.15
+10024,2018-06-07 15:00:00,4.6666666667,level_5,0,5.3333333333,46,43.3333333333,40,4.3333333333,20,290,1.6666666667,213.3333333333,40,4.6666666667,0.6,sp13,0,0,1015.3333333333,0,0,0,0,802,562.6666666667,1014,801,1014.3333333333,298.15,1016.6666666667,298.8166666667,298.8166666667,802,297.34,47,298.8166666667,294.15,297.15,293.19,293.8166666667,294.12,292.15,294.4833333333,296.8166666667,295.6466666667,293.15
+10025,2018-06-07 18:00:00,5.6666666667,level_4,0,4.3333333333,51,49,40,2.6666666667,6.6666666667,296.6666666667,1.3333333333,216.6666666667,13.3333333333,6.3333333333,0,sp12,0,0,1015,0,0,0,0,800.6666666667,801,1014,800.3333333333,1014,297.15,1016.3333333333,297.4833333333,297.4833333333,802,296.8166666667,52,297.4833333333,295.15,296.15,294.8166666667,292.4833333333,293.35,294.4833333333,294.4833333333,296.4833333333,294.59,291.15
+10026,2018-06-07 21:00:00,3.6666666667,level_1,0,3.3333333333,62.6666666667,54.6666666667,26.6666666667,1,0,103.3333333333,1,141.3333333333,0,5,0,sp12,0,0,1015.3333333333,0,0,0,0,800,801,1014,800,1014.6666666667,293.15,1016.6666666667,295.15,295.15,801.3333333333,292.7433333333,64,295.15,293.15,294.15,292.65,290.15,291.1933333333,292.15,292.4833333333,292.4833333333,293.14,291.15
+10027,2018-06-08 00:00:00,2.6666666667,level_9,0,2,77,54.3333333333,20,1.6666666667,0,85.6666666667,1.3333333333,233,0,3.6666666667,0,sp12,0,0,1016,0,0,0,0,800,800.3333333333,1014.6666666667,800,1015.3333333333,290.4833333333,1016,292.8166666667,292.8166666667,801,289.8733333333,69.3333333333,292.8166666667,291.4833333333,292.8166666667,290.4833333333,286.4833333333,288.4966666667,289.4833333333,290.8166666667,289.4833333333,291.9066666667,291.15
+10028,2018-06-08 03:00:00,2,level_7,0,1.3333333333,82,67.6666666667,0,2.3333333333,20,130,1.3333333333,175,38.3333333333,2.6666666667,0,sp10,0,0,1015.3333333333,0,0,0,0,801.6666666667,800,1012.6666666667,801,1014.3333333333,290.15,1015.6666666667,291.8166666667,291.8166666667,800,288.5333333333,73.6666666667,291.8166666667,289.8166666667,290.8166666667,288.9833333333,286.15,287.8366666667,288.15,290.15,287.4833333333,290.6466666667,290.4833333333
+10029,2018-06-08 06:00:00,1.3333333333,level_10,0,2.3333333333,82,84,33.3333333333,0.6666666667,63.3333333333,80,1,283.3333333333,75,2.6666666667,0,sp8,0,0,1014.3333333333,0,0.4,0,0,601.3333333333,801.3333333333,1014,802.6666666667,1014,290.15,1015,290.8166666667,290.8166666667,801.6666666667,289.14,77,290.8166666667,289.15,289.15,288.65,286.15,287.3266666667,288.15,288.4833333333,288.4833333333,288.74,288.4833333333
+10030,2018-06-08 09:00:00,1.6666666667,level_1,0,0.3333333333,78.6666666667,95.3333333333,13.3333333333,0.6666666667,75,98,1.3333333333,70,75,3.6666666667,0,sp8,0,0,1014.6666666667,0,0.7,0,0,467.1666666667,800.3333333333,1013,467.6666666667,1014,290.8166666667,1015.3333333333,295.15,295.15,800.6666666667,290.41,60.3333333333,295.15,293.15,288.15,293.15,288.8166666667,289.9866666667,293.15,291.4833333333,290.15,287.6033333333,286.4833333333
+10031,2018-06-08 12:00:00,2.6666666667,level_3,0,2.3333333333,91.3333333333,83.6666666667,20,1,90,26.6666666667,3.3333333333,200,75,3.3333333333,0,sp8,0.1,0,1014.6666666667,0,0.1,0,0,668,801,1011,367.8888888889,1013.3333333333,292.15,1015,299.4833333333,299.4833333333,801,291.7066666667,47,299.4833333333,298.15,291.4833333333,296.6133333333,294.15,296.0166666667,294.8166666667,298.4833333333,291.15,289.5166666667,286.8166666667
+10032,2018-06-08 15:00:00,4.6666666667,level_2,0,4.6666666667,82.3333333333,78.6666666667,51.6666666667,3,80,93.3333333333,4,166.6666666667,51.6666666667,4.6666666667,0,sp8,0.1,0,1013.3333333333,0,0.6,0,0,601.6666666667,801,1009,601.2777777778,1012.6666666667,291.8166666667,1014.3333333333,298.8166666667,298.8166666667,802.3333333333,291.3033333333,51.6666666667,298.8166666667,298.4833333333,291.8166666667,297.15,295.8166666667,297.61,295.8166666667,299.8166666667,290.8166666667,290.2566666667,287.4833333333
+10033,2018-06-08 18:00:00,4.3333333333,level_2,0.1,4.6666666667,68.3333333333,70.6666666667,75,3.3333333333,31.6666666667,206.6666666667,3.3333333333,186.6666666667,63.3333333333,4.3333333333,0,sp6,0,0,1013,0,0.1,0,0,702,801,1008.6666666667,801.3333333333,1011.3333333333,292.8166666667,1013,297.15,297.15,702,291.83,67.3333333333,297.15,298.4833333333,292.8166666667,296.9833333333,293.8166666667,294.98,295.4833333333,295.8166666667,291.15,291.2733333333,289.4833333333
+10034,2018-06-08 21:00:00,2,level_2,0,4,71,83.6666666667,38.3333333333,2.3333333333,0,190,1,143.3333333333,40,3.6666666667,0,sp6,0,0,1013,0,0.1,0,0,708,801.3333333333,1010,800,1011.6666666667,291.4833333333,1014,295.4833333333,295.4833333333,801.6666666667,291.28,76.3333333333,295.4833333333,295.4833333333,290.15,294.8166666667,291.4833333333,292.2833333333,294.15,292.8166666667,291.15,289.48,288.15
+10035,2018-06-09 00:00:00,0.6666666667,level_1,0.1,1.6666666667,83.6666666667,95.3333333333,37.3333333333,0.6666666667,26.6666666667,80,1,250,63.3333333333,1.3333333333,0,sp8,0,0,1014,0,0,0,0,802.6666666667,800.6666666667,1010.3333333333,801.3333333333,1013,289.15,1014,294.4833333333,294.4833333333,700.3333333333,287.9366666667,81.3333333333,294.4833333333,293.8166666667,288.4833333333,293.3166666667,290.4833333333,290.9633333333,292.8166666667,291.4833333333,287.15,288.4833333333,288.4833333333
+10036,2018-06-09 03:00:00,1.3333333333,level_4,0.1,1,89,100,33.3333333333,1.3333333333,29.3333333333,133.3333333333,1.6666666667,170.3333333333,40,2,0,sp7,0,0,1013.3333333333,0,0,0,0,802,800.3333333333,1011.6666666667,801.3333333333,1012.6666666667,288.15,1013.3333333333,292.4833333333,292.4833333333,701,287.0133333333,88,292.4833333333,292.4833333333,287.8166666667,291.9833333333,287.8166666667,289.1566666667,291.4833333333,290.8166666667,286.15,287.3266666667,286.8166666667
+10037,2018-06-09 06:00:00,0.6666666667,level_8,0,1.3333333333,93,97.6666666667,0,0.6666666667,85,0,3.3333333333,250.6666666667,45,1.3333333333,0,sp6,0,0,1013,0,0,0,0,802,800.6666666667,1011.3333333333,803.6666666667,1012,288.15,1013.3333333333,291.4833333333,291.4833333333,800,286.7366666667,91.3333333333,291.4833333333,291.4833333333,286.15,291.15,287.15,288.35,290.8166666667,289.8166666667,285.8166666667,285.5133333333,284.8166666667
+10038,2018-06-09 09:00:00,2.3333333333,level_2,0,1,79,74,6.6666666667,0.3333333333,38.3333333333,169,2.3333333333,193.6666666667,40,2,0,sp8,0,0,1014,0,0,0,0,768.3333333333,800,1012,801.6666666667,1012.6666666667,290.15,1014,295.4833333333,295.4833333333,800.3333333333,289.5433333333,73.6666666667,295.4833333333,296.4833333333,289.4833333333,295.65,289.8166666667,291.4733333333,294.8166666667,293.8166666667,289.15,287.7266666667,286.15
+10039,2018-06-09 12:00:00,3,level_2,0,2.6666666667,51.3333333333,55.6666666667,33.3333333333,2,20,36.6666666667,2.6666666667,200,40,4,0,sp8,0,0,1014,0,0,0,0,802,800,1011.6666666667,801,1012.6666666667,294.8166666667,1014,297.4833333333,297.4833333333,801.6666666667,293.6733333333,62.3333333333,297.4833333333,299.8166666667,292.8166666667,298.3166666667,292.4833333333,294.0733333333,296.8166666667,296.15,292.8166666667,291.5166666667,289.4833333333
+10040,2018-06-09 15:00:00,5,level_4,0,3.3333333333,40.6666666667,57,63.3333333333,2,26.6666666667,96.6666666667,3,180,56.6666666667,3.6666666667,0,sp7,0,0,1013.6666666667,0,0,0,0,802.3333333333,800,1011.6666666667,801.3333333333,1012,296.15,1013.6666666667,297.4833333333,297.4833333333,802.6666666667,295.34,62,297.4833333333,300.8166666667,294.8166666667,298.9833333333,294.15,294.4833333333,297.15,294.8166666667,294.8166666667,292.6733333333,289.8166666667
+10041,2018-06-09 18:00:00,5.6666666667,level_2,0.1,3.6666666667,38,56.6666666667,33.3333333333,2.6666666667,0,250,3.6666666667,156.6666666667,33.3333333333,4,0,sp5,0,0,1012.3333333333,0,0,0,0,801.6666666667,800,1011,800,1010.6666666667,296.8166666667,1013.6666666667,298.8166666667,298.8166666667,707.6666666667,296.41,37.6666666667,298.8166666667,298.8166666667,292.8166666667,297.65,292.4833333333,293.36,296.4833333333,294.4833333333,296.15,291.2666666667,288.15
+10042,2018-06-09 21:00:00,3.3333333333,level_3,0.3,2.6666666667,51.3333333333,65.6666666667,75,2.3333333333,0,110,1.6666666667,153.3333333333,6.6666666667,5,0,sp6,0,0,1013,0,0,0,0,800.3333333333,800,1012,800,1011.6666666667,294.15,1014.3333333333,295.8166666667,295.8166666667,709,293.34,67,295.8166666667,295.4833333333,290.15,295.15,288.8166666667,290.3866666667,294.8166666667,292.4833333333,292.8166666667,289.12,287.4833333333
+10043,2018-06-10 00:00:00,2,level_7,0.1,1,77.3333333333,78.6666666667,42.6666666667,2.3333333333,0,146.6666666667,1.6666666667,284,0,3.6666666667,0,sp9,0,0,1013.6666666667,0,0,0,0,800,800,1012.3333333333,800,1013,290.15,1015,294.15,294.15,701.3333333333,288.94,86.3333333333,294.15,294.4833333333,287.15,293.4833333333,285.8166666667,287.8966666667,292.4833333333,290.4833333333,288.15,286.8366666667,286.4833333333
+10044,2018-06-10 03:00:00,1.3333333333,level_3,0,1,87,89,29.3333333333,2,29,130,1.3333333333,90,0,2.3333333333,0,sp8,0,0,1012.3333333333,0,0,0,0,800,800.3333333333,1012,801.3333333333,1011.3333333333,288.8166666667,1014.6666666667,293.8166666667,293.8166666667,801.3333333333,287.88,88,293.8166666667,293.4833333333,284.8166666667,292.2833333333,283.15,285.53,291.15,288.4833333333,287.15,284.3066666667,283.8166666667
+10045,2018-06-10 06:00:00,0.6666666667,level_9,0,2,89,93.3333333333,13.3333333333,0.6666666667,75,89.6666666667,0.6666666667,183.3333333333,31.6666666667,1.3333333333,0,sp7,0,0,1012,0,0,0,0,801.3333333333,800.3333333333,1012,782.3333333333,1011.3333333333,288.8166666667,1014,292.8166666667,292.8166666667,800.6666666667,288.41,86,292.8166666667,293.15,284.4833333333,292.65,281.4833333333,284.4866666667,292.15,288.15,288.15,283.72,283.15
+10046,2018-06-10 09:00:00,1.6666666667,level_9,0,3.6666666667,75.6666666667,82.3333333333,20,0.6666666667,45,59.3333333333,0.3333333333,93.3333333333,63.3333333333,0.3333333333,0,sp8,0,0,1011.3333333333,0,0,0,0,635,800.3333333333,1012,802,1011.3333333333,290.8166666667,1014,294.15,294.15,801,289.8066666667,70,294.15,295.15,288.15,294.3166666667,288.15,290.17,293.4833333333,292.8166666667,289.15,286.7433333333,285.8166666667
+10047,2018-06-10 12:00:00,2.6666666667,level_3,0,2,51.6666666667,64.6666666667,26.6666666667,0.6666666667,51.6666666667,53.3333333333,2.3333333333,126.6666666667,75,2,0,sp8,0,0,1012,0,0.1,0,0,702,800,1011,802.3333333333,1010.3333333333,295.15,1014,297.4833333333,297.4833333333,801.3333333333,293.94,54.3333333333,297.4833333333,298.8166666667,291.15,298.65,292.4833333333,294.2766666667,298.4833333333,296.4833333333,293.15,289.6166666667,286.8166666667
+10048,2018-06-10 15:00:00,5,level_2,0,2.3333333333,41.6666666667,55.3333333333,40,1.6666666667,26.6666666667,136.6666666667,4.3333333333,96.6666666667,75,4,0,sp5,0,0,1010.3333333333,0,0,0,0,803,800,1011,801.3333333333,1009.3333333333,297.4833333333,1013.3333333333,298.8166666667,298.8166666667,802,296.8766666667,52.3333333333,298.8166666667,301.4833333333,292.4833333333,300.8166666667,289.4833333333,291.4566666667,300.15,293.8166666667,296.4833333333,290.9833333333,288.15
+10049,2018-06-10 18:00:00,5,level_4,0.2,3.6666666667,47.6666666667,53.3333333333,40,1,0,60,4.3333333333,80,51.6666666667,6,0.3,sp4,0,0,1010,0,0.3,0,0,708.6666666667,656.6666666667,1011,800,1009,297.15,1012.3333333333,298.15,298.15,600.6666666667,296.5433333333,58.3333333333,298.15,297.15,294.15,296.9833333333,288.8166666667,290.0733333333,296.8166666667,291.8166666667,296.15,292.4633333333,290.4833333333
+10050,2018-06-10 21:00:00,4.6666666667,level_4,0,1.3333333333,54,64.6666666667,33.3333333333,0.3333333333,0,107.3333333333,1.6666666667,46.6666666667,26.6666666667,4.6666666667,0,sp5,0,0,1010,0,0.3,0,0,707.6666666667,801.3333333333,1011.6666666667,800,1009.3333333333,294.8166666667,1013,296.15,296.15,801.6666666667,293.6066666667,75,296.15,295.4833333333,292.15,295.3166666667,286.8166666667,288.49,295.15,290.8166666667,292.8166666667,291.0733333333,289.15
+10051,2018-06-11 00:00:00,3.6666666667,level_8,0,1.3333333333,64.6666666667,70.3333333333,45,0.6666666667,0,129,1.3333333333,28.6666666667,33.3333333333,2,0,sp8,0,0,1010.3333333333,0,0,0,0,801.6666666667,603.6666666667,1012.6666666667,800,1010.3333333333,291.4833333333,1013.6666666667,293.4833333333,293.4833333333,802,290.4733333333,86,293.4833333333,294.8166666667,290.15,294.3166666667,284.8166666667,286.9266666667,293.8166666667,289.8166666667,289.8166666667,289.0933333333,288.15
+10052,2018-06-11 03:00:00,4,level_10,0.5,3,75.3333333333,82,77.3333333333,1.3333333333,0,173,1.3333333333,186.6666666667,63.3333333333,2.3333333333,0,sp8,0,0,1009.3333333333,0,0,0,0,802.6666666667,800,1012,800,1010,289.4833333333,1013,292.15,292.15,533.8333333333,288.4733333333,79.3333333333,292.15,293.4833333333,288.4833333333,292.65,284.4833333333,286.32,291.8166666667,288.8166666667,287.8166666667,287.8033333333,287.15
+10053,2018-06-11 06:00:00,3,level_8,0.1,2.3333333333,72,87.3333333333,56.6666666667,0.6666666667,0,234.3333333333,1.3333333333,119.3333333333,56.6666666667,2,0,sp7,0,0,1009.3333333333,0,0,0,0,802.3333333333,803.6666666667,1012,800,1010.3333333333,290.15,1013,291.4833333333,291.4833333333,680.8333333333,287.9233333333,65,291.4833333333,293.15,287.15,292.9833333333,283.8166666667,286.01,292.8166666667,288.4833333333,286.4833333333,286.8133333333,286.4833333333
+10054,2018-06-11 09:00:00,4.3333333333,level_8,0.2,5,63.6666666667,80.3333333333,75,2,6.6666666667,290,2.6666666667,266.6666666667,75,2,0,sp10,0,0,1009.3333333333,0,0,0,0,701,801.6666666667,1013.3333333333,800.3333333333,1011,292.15,1014.3333333333,296.8166666667,296.8166666667,634.5,290.5333333333,44.3333333333,296.8166666667,296.15,288.15,295.65,286.4833333333,287.7766666667,295.15,289.4833333333,289.4833333333,286.7233333333,284.8166666667
+10055,2018-06-11 12:00:00,3.3333333333,level_8,0.2,5,46,54.3333333333,75,3,20,216.6666666667,5.6666666667,250,56.6666666667,3.3333333333,0,sp10,0,0,1009,0,0,0,0,802.3333333333,801,1014.6666666667,801,1011,295.4833333333,1015,300.8166666667,300.8166666667,601,294.6733333333,30,300.8166666667,299.4833333333,291.8166666667,298.3766666667,288.15,289.3633333333,297.15,290.8166666667,294.15,290.24,287.15
+10056,2018-06-11 15:00:00,3.6666666667,level_8,0,6.6666666667,39.6666666667,52,75,3.6666666667,0,226.6666666667,4,230,75,4.3333333333,0,sp9,0,0,1008.3333333333,0,0,0,0,635.6666666667,801,1014,800,1010.3333333333,297.15,1014.3333333333,302.15,302.15,803,296.34,25.6666666667,302.15,301.4833333333,293.15,300.15,289.15,290.8533333333,298.8166666667,292.8166666667,295.8166666667,292.3333333333,290.4833333333
+10057,2018-06-11 18:00:00,4.6666666667,level_8,0,6.3333333333,41,51,26.6666666667,2,0,313.3333333333,4.3333333333,216.6666666667,33.3333333333,2.3333333333,0,sp8,0,0,1008.3333333333,0,0.9,0,0,484.1666666667,801,1014,800,1009.6666666667,297.15,1014,302.15,302.15,801.3333333333,295.9333333333,25.3333333333,302.15,301.15,294.15,299.3166666667,289.4833333333,291.1266666667,297.4833333333,293.15,295.15,292.3933333333,289.8166666667
+10058,2018-06-11 21:00:00,2.3333333333,level_8,0,5,52.3333333333,67,56.6666666667,1.3333333333,0,143.3333333333,2,180,45,3.6666666667,0,sp8,0,0,1010,0,0.3,0,0,708,802.3333333333,1014.3333333333,800,1010.3333333333,295.4833333333,1014.6666666667,299.4833333333,299.4833333333,802.3333333333,294.2733333333,28.6666666667,299.4833333333,296.4833333333,291.4833333333,296.15,287.15,289.1266666667,295.8166666667,291.4833333333,293.4833333333,290.6066666667,289.15
+10059,2018-06-12 00:00:00,1,level_8,0,4.3333333333,63.6666666667,83.6666666667,67.6666666667,1,0,0,2,23.3333333333,20,2.3333333333,0,sp10,0,0,1012,0,0,0,0,801,801,1014.3333333333,800,1011.6666666667,291.8166666667,1015,296.4833333333,296.4833333333,803,290.6066666667,37.3333333333,296.4833333333,295.15,288.8166666667,294.8166666667,283.8166666667,286.94,294.4833333333,290.8166666667,289.8166666667,288.4366666667,288.15
+10060,2018-06-12 03:00:00,1.6666666667,level_9,0.3,2.6666666667,70.3333333333,93.3333333333,77,1.3333333333,0,113.3333333333,1.3333333333,133.3333333333,6.6666666667,2,0.1,sp10,0,0,1012,0,0,0,0,800.3333333333,701,1012.6666666667,800,1011,289.4833333333,1015,293.8166666667,293.8166666667,500,288.2733333333,48,293.8166666667,294.8166666667,287.4833333333,293.9833333333,283.4833333333,286.1833333333,293.15,290.15,287.4833333333,286.7233333333,286.15
+10061,2018-06-12 06:00:00,0.6666666667,level_8,0.3,2,80.3333333333,92,75,4.6666666667,0,293.3333333333,1.6666666667,223.6666666667,0,0.6666666667,0,sp10,0,0,1011,0,0,0,0,800,801.6666666667,1012.3333333333,800,1011.6666666667,287.8166666667,1015.3333333333,291.15,291.15,500,287.41,63,291.15,293.8166666667,285.8166666667,293.3166666667,285.8166666667,287.6866666667,292.8166666667,290.15,287.15,285.03,284.15
+10062,2018-06-12 09:00:00,2.3333333333,level_9,0.2,2,65,60.6666666667,75,6,0,303.3333333333,2,168,0,1,0.1,sp12,0,0,1013.3333333333,0,0,0.0096666667,0,800,701,1014.3333333333,800,1012.3333333333,291.5116666667,1016,296.4833333333,296.4833333333,601,290.9016666667,43.6666666667,296.4833333333,293.7636666667,291.1126666667,293.597,287.15,288.6566666667,293.4303333333,290.4833333333,290.5116666667,289.756,288.446
+10063,2018-06-12 12:00:00,3.6666666667,level_1,0,1.6666666667,46.6666666667,48,75,9,13.3333333333,306.6666666667,4.3333333333,203.3333333333,26.6666666667,2.3333333333,0,sp13,0,0,1011,0,0,0,0,801.3333333333,801,1016.3333333333,800.6666666667,1012,297.15,1017.3333333333,301.15,301.15,803,296.1366666667,30,301.15,296.8166666667,295.15,296.4833333333,290.15,291.2133333333,296.15,292.4833333333,295.4833333333,294.19,292.8166666667
+10064,2018-06-12 15:00:00,3.6666666667,level_6,0,2,35.6666666667,40,75,9,20,310,7.3333333333,253.3333333333,40,2.6666666667,0,sp11,0,0,1010,0,0.3,0,0,708.3333333333,801.6666666667,1017.6666666667,801,1011,300.4833333333,1017,302.8166666667,302.8166666667,803,299.27,27.6666666667,302.8166666667,299.4833333333,297.8166666667,298.4833333333,290.8166666667,291.4266666667,297.4833333333,292.15,298.4833333333,295.78,293.15
+10065,2018-06-12 18:00:00,2.3333333333,level_3,0,5,47.3333333333,37.6666666667,75,7,13.3333333333,306.6666666667,6.6666666667,256.6666666667,40,6.6666666667,0,sp9,0,0,1009,0,0.3,0,0,708.3333333333,801.3333333333,1018.3333333333,800.6666666667,1011,299.4833333333,1016,300.4833333333,300.4833333333,803,298.8766666667,44.3333333333,300.4833333333,299.15,298.8166666667,298.4833333333,289.8166666667,290.4266666667,297.8166666667,291.15,298.4833333333,296.32,293.4833333333
+10066,2018-06-12 21:00:00,1.3333333333,level_5,0,1.6666666667,63,49,75,5.6666666667,0,306.6666666667,2,163.3333333333,13.3333333333,5.3333333333,0.1,sp11,0,0,1010,0,0,0,0,800.6666666667,700.3333333333,1019.6666666667,800,1012.3333333333,295.4833333333,1017.3333333333,298.15,298.15,803,295.0766666667,51,298.15,296.8166666667,294.4833333333,296.3166666667,287.4833333333,289.0033333333,295.8166666667,290.8166666667,294.8166666667,293.71,292.8166666667
+10067,2018-06-13 00:00:00,2.6666666667,level_10,0,3.6666666667,73.6666666667,64.6666666667,54.3333333333,3.6666666667,0,313.3333333333,1.3333333333,193.3333333333,6.6666666667,2.6666666667,0,sp13,0,0,1011.6666666667,0,0,0,0,800.3333333333,800,1020.6666666667,800,1014,292.15,1019,297.15,297.15,802.3333333333,291.34,51.6666666667,297.15,295.4833333333,291.4833333333,294.8166666667,286.8166666667,287.71,294.15,288.8166666667,290.8166666667,290.7266666667,289.8166666667
+10068,2018-06-13 03:00:00,2,level_10,0.1,3.3333333333,82,71.6666666667,71.6666666667,7,0,310,1.6666666667,296.6666666667,6.6666666667,2,0,sp13,0,0,1012,0,0,0,0,800.3333333333,800,1021,800,1014,290.4833333333,1019,295.15,295.15,701.6666666667,289.6933333333,50.3333333333,295.15,293.4833333333,288.15,292.8166666667,286.4833333333,288.0566666667,292.15,290.15,289.15,287.28,286.4833333333
+10069,2018-06-13 06:00:00,1.6666666667,level_6,0,1.3333333333,87,69.6666666667,63.3333333333,5.6666666667,0,300,0.6666666667,143.3333333333,0,1.6666666667,0,sp12,0,0,1012,0,0,0,0,800,800,1021,800,1014,289.15,1019.6666666667,292.8166666667,292.8166666667,802.6666666667,288.34,54.3333333333,292.8166666667,291.15,287.15,289.9833333333,286.15,287.87,288.8166666667,290.15,287.8166666667,285.6433333333,284.8166666667
+10070,2018-06-13 09:00:00,1,level_10,0,4.3333333333,72.6666666667,49.3333333333,75,6,0,306.6666666667,3,256.6666666667,0,0.3333333333,0,sp13,0,0,1012,0,0,0,0,800,800,1022,800,1015,293.15,1020,296.8166666667,296.8166666667,803,291.9333333333,35.3333333333,296.8166666667,294.8166666667,291.8166666667,294.65,286.8166666667,288.4866666667,294.4833333333,290.4833333333,291.15,289.7733333333,288.8166666667
+10071,2018-06-13 12:00:00,0.6666666667,level_10,0,4.6666666667,46.3333333333,39.3333333333,51.6666666667,7.3333333333,0,316.6666666667,4,250,6.6666666667,1.3333333333,0,sp13,0,0,1011.3333333333,0,0,0,0,800.3333333333,800,1022.3333333333,800,1014.3333333333,299.4833333333,1019.6666666667,300.4833333333,300.4833333333,802.3333333333,298.27,29,300.4833333333,299.4833333333,295.8166666667,298.65,288.4833333333,290.3066666667,297.8166666667,292.4833333333,297.4833333333,294.3133333333,292.15
+10072,2018-06-13 15:00:00,1.6666666667,level_8,0,4.3333333333,37.3333333333,31,51.6666666667,5.3333333333,6.6666666667,336.6666666667,4.6666666667,206.6666666667,6.6666666667,3,0,sp10,0,0,1011,0,0,0,0,800.3333333333,800,1022,800.3333333333,1012.3333333333,303.15,1018.3333333333,302.15,302.15,802.3333333333,301.93,30.6666666667,302.15,301.4833333333,298.8166666667,300.9833333333,289.15,290.3666666667,300.4833333333,291.8166666667,301.15,297,293.8166666667
+10073,2018-06-13 18:00:00,1.6666666667,level_5,0,5.3333333333,35.6666666667,31,40,4,0,330,4.6666666667,106.6666666667,0,3.6666666667,0,sp6,0,0,1011,0,0,0,0,800,800.6666666667,1022,800,1012.3333333333,303.15,1017.3333333333,299.15,299.15,802,302.1366666667,42.6666666667,299.15,299.4833333333,298.8166666667,298.69,289.15,290.1766666667,297.8166666667,291.4833333333,301.4833333333,297.5866666667,295.4833333333
+10074,2018-06-13 21:00:00,2.6666666667,level_7,0,3,43,42,40,2.3333333333,0,340,1.6666666667,123.3333333333,0,4.6666666667,0,sp7,0,0,1012.3333333333,0,0,0,0,800,800,1022.3333333333,800,1013.6666666667,299.4833333333,1018,297.4833333333,297.4833333333,802,297.8666666667,45,297.4833333333,295.8166666667,295.8166666667,295.3166666667,285.4833333333,287.4566666667,294.8166666667,289.8166666667,296.8166666667,294.5066666667,292.8166666667
+10075,2018-06-14 00:00:00,2.6666666667,level_10,0,2.3333333333,65.3333333333,55.3333333333,64,1.3333333333,0,200,1.3333333333,193.3333333333,0,3.3333333333,0,sp9,0,0,1014,0,0,0,0,800,800,1022.6666666667,800,1015,293.4833333333,1019,294.4833333333,294.4833333333,802.6666666667,292.4733333333,57.3333333333,294.4833333333,294.4833333333,291.4833333333,292.4833333333,282.8166666667,285.0466666667,290.4833333333,287.8166666667,291.8166666667,290.4033333333,289.8166666667
+10076,2018-06-14 03:00:00,1.3333333333,level_9,0,3,80.3333333333,67,68,1.3333333333,0,110,1,93.3333333333,0,1,0,sp8,0,0,1013.3333333333,0,0,0,0,800,800,1021.6666666667,800,1014.3333333333,290.8166666667,1018.3333333333,291.8166666667,291.8166666667,803,290.0066666667,64.6666666667,291.8166666667,292.4833333333,288.15,290.65,283.8166666667,285.3033333333,288.8166666667,287.15,289.4833333333,287.2,286.4833333333
+10077,2018-06-14 06:00:00,1.3333333333,level_9,0,2.3333333333,82,71.3333333333,26.6666666667,1.3333333333,0,103.3333333333,0,129,0,1.6666666667,0,sp8,0,0,1013,0,0,0,0,800,800,1021,800,1014,290.15,1018.3333333333,291.15,291.15,634,288.94,56.6666666667,291.15,291.4833333333,286.15,290.15,284.15,285.1433333333,288.8166666667,286.4833333333,288.15,285.5533333333,285.15
+10078,2018-06-14 09:00:00,1.3333333333,level_6,0,1.3333333333,70,55,63.3333333333,1,0,206.6666666667,1,241,0,0.3333333333,0,sp8,0,0,1014,0,0,0,0,800,800,1021,800,1014,293.4833333333,1019,295.15,295.15,802.6666666667,292.27,43.6666666667,295.15,294.4833333333,289.8166666667,294.15,286.15,287.4533333333,293.8166666667,289.15,291.4833333333,288.41,287.15
+10079,2018-06-14 12:00:00,1.6666666667,level_3,0,2,43,42,75,2,0,330,1.6666666667,206.6666666667,0,1.3333333333,0,sp8,0,0,1014,0,0,0,0,800,800,1021,800,1014,300.15,1018.3333333333,299.15,299.15,803,299.3366666667,30.6666666667,299.15,299.15,294.4833333333,297.65,288.8166666667,290.4866666667,296.15,292.4833333333,298.8166666667,293.4533333333,291.4833333333
+10080,2018-06-14 15:00:00,1.6666666667,level_5,0,4.6666666667,30,32,26.6666666667,2.6666666667,0,320,4,160,0,2.3333333333,0,sp5,0,0,1013.3333333333,0,0,0,0,800,800.6666666667,1020.3333333333,800,1014,303.8166666667,1017.3333333333,299.8166666667,299.8166666667,801.3333333333,303.0033333333,36.6666666667,299.8166666667,298.8166666667,298.4833333333,297.8166666667,291.15,292.5166666667,296.8166666667,294.15,302.4833333333,297.5933333333,295.8166666667
+10081,2018-06-14 18:00:00,1.6666666667,level_5,0,4.6666666667,31.6666666667,27.6666666667,20,2.6666666667,0,330,4,126.6666666667,0,4,0,sp4,0,0,1013,0,0,0,0,800,800,1020,800,1013,304.15,1016,297.8166666667,297.8166666667,801,303.99,52.3333333333,297.8166666667,297.4833333333,301.4833333333,296.65,291.8166666667,292.8566666667,295.8166666667,294.15,303.8166666667,299.85,297.15
+10082,2018-06-14 21:00:00,3,level_3,0,1.3333333333,36.6666666667,33.6666666667,20,2.3333333333,0,333.3333333333,2.3333333333,120,0,3,0,sp4,0,0,1014.3333333333,0,0,0,0,800,800.3333333333,1020,800,1014.3333333333,300.4833333333,1016.6666666667,296.15,296.15,801,299.47,61.6666666667,296.15,294.8166666667,298.8166666667,294.65,288.15,289.6366666667,294.4833333333,291.4833333333,298.8166666667,297.5933333333,296.15
+10083,2018-06-15 00:00:00,2.6666666667,level_7,0,1.3333333333,47.3333333333,43.6666666667,6.6666666667,1,2.6666666667,94.6666666667,2,183.6666666667,0,2.6666666667,0,sp6,0,0,1015,0,0,0,0,800,800,1020.3333333333,800,1015,295.8166666667,1017,294.4833333333,294.4833333333,800.3333333333,294.4033333333,74.3333333333,294.4833333333,293.8166666667,293.8166666667,293.65,284.4833333333,285.9733333333,293.4833333333,287.8166666667,293.4833333333,293.0133333333,292.4833333333
+10084,2018-06-15 03:00:00,1.3333333333,level_7,0,1.3333333333,61,62,13.3333333333,1,2.6666666667,113.3333333333,2,284,0,1,0,sp5,0,0,1014,0,0,0,0,800,801.6666666667,1019.6666666667,800,1014.6666666667,292.15,1017,292.15,292.15,800.6666666667,291.34,73.6666666667,292.15,291.4833333333,289.4833333333,290.4833333333,280.8166666667,283.3433333333,289.4833333333,286.4833333333,290.8166666667,288.58,287.8166666667
+10085,2018-06-15 06:00:00,0.6666666667,level_6,0,0.6666666667,67,70,75,1.3333333333,0,70,1.6666666667,190,0,1,0,sp5,0,0,1014,0,0,0,0,800,800.3333333333,1019,800,1014.3333333333,290.15,1017,291.15,291.15,803,288.33,70.6666666667,291.15,291.4833333333,287.4833333333,290.3166666667,280.4833333333,283.3066666667,289.15,286.8166666667,287.15,286.2533333333,285.15
+10086,2018-06-15 09:00:00,1,level_5,0,1,50,47,80,1.3333333333,0,154.3333333333,1.6666666667,251,0,1.6666666667,0,sp7,0,0,1015,0,0,0,0,800,800,1020,800,1015,295.8166666667,1018,296.4833333333,296.4833333333,803.3333333333,294.6,46,296.4833333333,294.4833333333,293.8166666667,294.3166666667,286.8166666667,287.8566666667,294.15,289.15,293.8166666667,291.9233333333,290.15
+10087,2018-06-15 12:00:00,1.3333333333,level_2,0,2.6666666667,32.3333333333,32.3333333333,75,0.3333333333,0,0,1.3333333333,176.6666666667,0,1,0,sp6,0,0,1015,0,0,0,0,800,801,1020,800,1014.6666666667,302.4833333333,1017.6666666667,300.4833333333,300.4833333333,769,301.8733333333,34.6666666667,300.4833333333,297.8166666667,299.4833333333,296.9833333333,290.4833333333,290.78,296.15,291.15,301.4833333333,297.91,295.8166666667
+10088,2018-06-15 15:00:00,1.6666666667,level_5,0,5,24,28.6666666667,75,3.6666666667,0,330,4.6666666667,120,0,1.3333333333,0,sp4,0,0,1014,0,0,0,0,800,801,1020,800,1013.6666666667,306.15,1016.3333333333,300.4833333333,300.4833333333,803,305.34,40,300.4833333333,299.15,302.4833333333,297.9833333333,291.8166666667,292.71,296.8166666667,293.8166666667,304.8166666667,301.3166666667,298.8166666667
+10089,2018-06-15 18:00:00,1.6666666667,level_2,0,4.3333333333,25,28.6666666667,75,3.6666666667,0,340,4.3333333333,113.3333333333,20,3,0,sp3,0,0,1014,0,0,0,0,801,800.3333333333,1020,800,1013,307.15,1014.6666666667,299.8166666667,299.8166666667,803,306.14,44,299.8166666667,297.4833333333,304.15,296.8166666667,290.8166666667,291.56,296.15,292.4833333333,305.4833333333,302.8633333333,299.8166666667
+10090,2018-06-15 21:00:00,2.6666666667,level_2,0,3.3333333333,34.6666666667,38.6666666667,75,1.6666666667,0,223.3333333333,2,106.6666666667,13.3333333333,4,0,sp3,0,0,1015.3333333333,0,0,0,0,800.6666666667,800.6666666667,1020.3333333333,800,1013.6666666667,303.4833333333,1014.6666666667,297.4833333333,297.4833333333,538.1666666667,302.6733333333,62,297.4833333333,295.15,301.8166666667,294.9833333333,288.4833333333,289.5033333333,294.8166666667,290.8166666667,302.15,300.4533333333,298.4833333333
+10091,2018-06-16 00:00:00,3,level_5,0.1,2.3333333333,56.6666666667,59,83.6666666667,1,0,190,1,121,0,2.3333333333,0,sp4,0,0,1016,0,0,0,0,800,800,1021,800,1015,296.8166666667,1016,295.8166666667,295.8166666667,501,295.2,74.6666666667,295.8166666667,294.15,296.8166666667,293.65,287.8166666667,288.4133333333,293.15,289.15,294.15,295.9466666667,295.4833333333
+10092,2018-06-16 03:00:00,2,level_5,0.2,1.3333333333,66.6666666667,72.3333333333,90.6666666667,1,0,254.6666666667,1,273.3333333333,0,1.6666666667,0,sp3,0,0,1016,0,0,0,0,800,800,1019.6666666667,800,1015,293.8166666667,1016,294.15,294.15,567,293.01,76,294.15,293.15,292.15,291.9833333333,287.15,288.04,290.8166666667,289.15,292.4833333333,292.15,292.15
+10093,2018-06-16 06:00:00,1,level_3,0,0.3333333333,69.3333333333,75.3333333333,75,0.3333333333,0,269.6666666667,1.3333333333,291,6.6666666667,1.3333333333,0,sp3,0,0,1015.6666666667,0,0,0,0,800.3333333333,800.3333333333,1019,800,1015,292.4833333333,1016.3333333333,293.4833333333,293.4833333333,467.6666666667,291.07,77,293.4833333333,291.8166666667,290.4833333333,290.65,286.15,287.49,289.4833333333,289.15,290.15,290.14,289.8166666667
+10094,2018-06-16 09:00:00,1.3333333333,level_6,0,1.3333333333,56,56.6666666667,75,0.6666666667,0,204,0.3333333333,157.6666666667,0,0.6666666667,0,sp4,0,0,1016,0,0,0,0,800,801,1020.3333333333,800,1016,297.4833333333,1017.6666666667,296.15,296.15,635.3333333333,295.26,70,296.15,295.8166666667,295.15,295.15,287.8166666667,288.71,294.4833333333,289.8166666667,293.8166666667,293.6133333333,292.4833333333
+10095,2018-06-16 12:00:00,1.3333333333,level_3,0,3,39.3333333333,34.3333333333,75,2.3333333333,0,323.3333333333,3,120,0,1.6666666667,0,sp5,0,0,1016,0,0,0,0,800,801,1021,800,1016,302.15,1017.6666666667,298.8166666667,298.8166666667,803,301.9466666667,56,298.8166666667,299.4833333333,300.8166666667,297.65,290.15,291.04,295.8166666667,292.15,301.8166666667,299.3766666667,297.4833333333
+10096,2018-06-16 15:00:00,1,level_3,0,5,30,24.3333333333,51.6666666667,3,0,236.6666666667,5.3333333333,190,13.3333333333,3.3333333333,0,sp4,0,0,1015.3333333333,0,0,0,0,800.6666666667,801,1021,800,1015,306.15,1016.3333333333,298.8166666667,298.8166666667,802.3333333333,305.54,65,298.8166666667,298.4833333333,304.15,297.65,292.8166666667,293.56,296.8166666667,294.4833333333,305.15,302.71,299.8166666667
+10097,2018-06-16 18:00:00,2,level_3,0,4.6666666667,29,25.3333333333,40,3.6666666667,0,240,4.6666666667,140,6.6666666667,5,0,sp3,0,0,1015,0,0,0,0,800.3333333333,801,1021.3333333333,800,1015,306.8166666667,1016,298.15,298.15,802,305.8066666667,55,298.15,298.15,305.15,297.3166666667,292.15,292.7433333333,296.4833333333,293.4833333333,305.15,303.5866666667,299.8166666667
+10098,2018-06-16 21:00:00,3,level_2,0,2.3333333333,35.6666666667,27,75,2,0,353.3333333333,2.3333333333,96.6666666667,0,4.3333333333,0,sp4,0,0,1016.3333333333,0,0,0,0,800,801.3333333333,1022.6666666667,800,1016.3333333333,302.15,1016.6666666667,297.15,297.15,803,300.7366666667,58,297.15,295.4833333333,302.4833333333,295.3166666667,288.15,289.4866666667,295.15,291.15,299.8166666667,300.7333333333,298.8166666667
+10099,2018-06-17 00:00:00,2.6666666667,level_2,0,0.6666666667,45.6666666667,33.3333333333,37.3333333333,0.3333333333,0,252.6666666667,1.6666666667,150,0,2.3333333333,0,sp6,0,0,1018,0,0,0,0,800,800,1024,800,1017,297.8166666667,1018.3333333333,296.15,296.15,802,295.7933333333,64,296.15,294.4833333333,296.15,293.9833333333,285.15,287.08,293.4833333333,289.4833333333,294.4833333333,294.06,292.4833333333
+10100,2018-06-17 03:00:00,2.3333333333,level_7,0,0.6666666667,61.6666666667,49,56,1,0,113.3333333333,0.6666666667,190,0,1.6666666667,0,sp8,0,0,1018,0,0,0,0,800,801.6666666667,1023,800,1017,294.4833333333,1019.6666666667,293.8166666667,293.8166666667,802.6666666667,293.0666666667,72.6666666667,293.8166666667,293.15,293.15,292.3166666667,285.4833333333,286.6733333333,291.4833333333,288.15,292.15,291.63,290.4833333333
+10101,2018-06-17 06:00:00,3,level_6,0,1,72.3333333333,52.6666666667,75,1,0,130,1,268.6666666667,0,0.6666666667,0,sp9,0,0,1017.6666666667,0,0,0,0,800,800,1023.6666666667,800,1017.6666666667,292.15,1020.3333333333,292.15,292.15,803,291.14,77,292.15,292.8166666667,290.15,291.8166666667,285.8166666667,287.3066666667,290.8166666667,289.15,290.4833333333,289.15,288.15
+10102,2018-06-17 09:00:00,1.6666666667,level_5,0,1,48.6666666667,34.3333333333,75,0.6666666667,0,43.3333333333,0.6666666667,124.3333333333,0,0.6666666667,0,sp12,0,0,1019,0,0,0,0,800,800,1025,800,1019,297.4833333333,1021.6666666667,297.4833333333,297.4833333333,803,295.4633333333,53.6666666667,297.4833333333,296.15,295.15,295.9833333333,287.4833333333,288.8233333333,295.8166666667,290.4833333333,294.15,293.13,291.15
+10103,2018-06-17 12:00:00,1.3333333333,level_4,0,3,33,22,75,2.3333333333,0,340,3,106.6666666667,0,1,0,sp12,0,0,1019,0,0,0,0,800,800.6666666667,1025,800,1019,303.15,1022,300.4833333333,300.4833333333,803,301.94,43.6666666667,300.4833333333,299.15,301.15,297.9833333333,290.4833333333,291.9666666667,296.8166666667,293.8166666667,301.15,300.1066666667,298.8166666667
+10104,2018-06-17 15:00:00,1.6666666667,level_5,0,4.6666666667,26,23.6666666667,51.6666666667,3,0,320,4.6666666667,120,0,1.3333333333,0,sp10,0,0,1019,0,0,0,0,800,801,1025,800,1018.6666666667,307.4833333333,1021.3333333333,301.15,301.15,802.3333333333,306.8733333333,37.6666666667,301.15,298.15,303.8166666667,297.4833333333,293.8166666667,294.4133333333,296.8166666667,295.15,306.4833333333,303.06,301.4833333333
+10105,2018-06-17 18:00:00,1.3333333333,level_4,0,4.3333333333,22,24.3333333333,20,3.3333333333,0,336.6666666667,3.6666666667,116.6666666667,0,0.6666666667,0,sp8,0,0,1019,0,0,0,0,800,801,1025.6666666667,800,1018.6666666667,309.8166666667,1021,299.15,299.15,801,308.8033333333,53.6666666667,299.15,298.4833333333,305.15,297.8166666667,293.15,293.7466666667,297.15,294.4833333333,308.15,303.9266666667,301.15
+10106,2018-06-17 21:00:00,4,level_2,0,2.6666666667,34.3333333333,25.3333333333,20,1.6666666667,0,236.6666666667,2.6666666667,110,0,3,0,sp9,0,0,1019.3333333333,0,0,0,0,800,800.3333333333,1026.3333333333,800,1019.3333333333,305.4833333333,1021.6666666667,297.4833333333,297.4833333333,801,304.6766666667,59,297.4833333333,295.8166666667,302.15,295.4833333333,288.8166666667,290.3,295.15,292.15,304.15,300.51,298.4833333333
+10107,2018-06-18 00:00:00,2.6666666667,level_7,0,2,41.3333333333,38,12,0.6666666667,0,73.3333333333,1,136.6666666667,0,2.3333333333,0,sp10,0,0,1021,0,0,0,0,800,800,1027,800,1020.6666666667,299.8166666667,1023,295.4833333333,295.4833333333,800.3333333333,297.9966666667,70,295.4833333333,294.8166666667,296.15,293.9833333333,284.15,286.08,293.15,288.4833333333,296.8166666667,295.2,294.4833333333
+10108,2018-06-18 03:00:00,2.6666666667,level_10,0,1.6666666667,46.3333333333,44.3333333333,34.3333333333,1,0,70,0.6666666667,105.3333333333,0,3,0,sp12,0,0,1021,0,0,0,0,800,800,1027,800,1020,297.15,1023,293.8166666667,293.8166666667,801.3333333333,295.33,66.6666666667,293.8166666667,292.4833333333,293.15,292.3166666667,282.15,284.23,292.15,286.8166666667,294.15,292.39,291.8166666667
+10109,2018-06-18 06:00:00,1.6666666667,level_7,0,0.6666666667,57.6666666667,50.6666666667,75,1.3333333333,0,113.3333333333,0.6666666667,204,0,1.6666666667,0,sp12,0,0,1021,0,0,0,0,800,800,1027,800,1020,294.4833333333,1023,293.15,293.15,803,292.6633333333,66.6666666667,293.15,292.15,291.4833333333,291.8166666667,281.8166666667,284.4933333333,291.4833333333,287.8166666667,291.4833333333,290.1033333333,288.8166666667
+10110,2018-06-18 09:00:00,2.6666666667,level_2,0,3,48.6666666667,41.3333333333,75,0.6666666667,0,0,2.3333333333,290.6666666667,0,2.3333333333,0,sp12,0,0,1021,0,0,0,0,800,800.6666666667,1027,800,1021,298.15,1024,297.4833333333,297.4833333333,803,297.34,52,297.4833333333,296.4833333333,296.15,296.15,286.8166666667,288.6,295.8166666667,290.8166666667,296.8166666667,294.3233333333,292.8166666667
+10111,2018-06-18 12:00:00,2.3333333333,level_3,0,2.6666666667,26,30.3333333333,75,2,0,320,1.6666666667,240,0,3.6666666667,0,sp11,0,0,1020,0,0,0,0,800,800,1027,800,1021,306.4833333333,1023.6666666667,299.15,299.15,635.3333333333,305.47,35.3333333333,299.15,301.4833333333,301.15,299.65,291.4833333333,292.0766666667,297.8166666667,292.8166666667,304.8166666667,299.9866666667,297.8166666667
+10112,2018-06-18 15:00:00,1.6666666667,level_5,0,3.3333333333,19.6666666667,26.3333333333,75,3.6666666667,0,333.3333333333,5.6666666667,120,0,3,0,sp8,0,0,1019,0,0,0,0,800,800.6666666667,1027,800,1019.6666666667,310.15,1022,300.8166666667,300.8166666667,803,309.9466666667,34.3333333333,300.8166666667,302.15,304.4833333333,300.15,292.4833333333,293.0766666667,298.15,293.8166666667,309.8166666667,303.1766666667,300.8166666667
+10113,2018-06-18 18:00:00,2,level_5,0,3,27.3333333333,26.6666666667,75,2.6666666667,0,213.3333333333,3.6666666667,130,0,5.3333333333,0,sp6,0,0,1019,0,0,0,0,800,800.6666666667,1027,800,1019,309.15,1020.3333333333,300.4833333333,300.4833333333,803,308.89,36.3333333333,300.4833333333,300.4833333333,305.4833333333,298.8166666667,291.4833333333,291.78,297.15,292.15,308.4833333333,304.0533333333,301.15
+10114,2018-06-18 21:00:00,2.6666666667,level_2,0,2,46.3333333333,32,75,1,0,203.3333333333,2.6666666667,157.6666666667,0,5,0,sp9,0,0,1019.6666666667,0,0,0,0,800,800,1027,800,1019.3333333333,300.15,1020,298.15,298.15,803,299.7433333333,59.6666666667,298.15,297.4833333333,302.4833333333,296.4833333333,289.15,290.34,295.4833333333,291.8166666667,299.4833333333,301.41,300.15
+10115,2018-06-19 00:00:00,3.3333333333,level_7,0.3,0.6666666667,55.6666666667,47.3333333333,86.3333333333,0.3333333333,0,0,1.3333333333,276.6666666667,0,3.3333333333,0,sp12,0,0,1021,0,0,0,0,800,800,1027,800,1020,297.15,1021.6666666667,295.8166666667,295.8166666667,500,295.5333333333,66.6666666667,295.8166666667,294.8166666667,295.8166666667,293.65,287.4833333333,288.97,292.4833333333,290.8166666667,294.4833333333,295.6733333333,295.4833333333
+10116,2018-06-19 03:00:00,3,level_6,0.3,1,60,59,92,1.3333333333,0,127.6666666667,1.6666666667,193.3333333333,0,1.6666666667,0,sp12,0,0,1021,0,0,0,0,800,800,1026,800,1020,295.15,1022,294.15,294.15,500,293.5333333333,68,294.15,292.8166666667,291.15,291.4833333333,287.15,288.4166666667,290.15,290.15,292.4833333333,290.96,290.8166666667
+10117,2018-06-19 06:00:00,2,level_10,0,1,66.6666666667,67.6666666667,75,0.6666666667,0,101.3333333333,1.3333333333,196.6666666667,0,1,0,sp13,0,0,1021,0,0,0,0,800,800,1025.3333333333,800,1021.3333333333,293.8166666667,1022,292.15,292.15,803,291.59,73.6666666667,292.15,292.8166666667,289.4833333333,291.3166666667,286.15,287.6366666667,289.8166666667,289.4833333333,290.15,288.6966666667,287.8166666667
+10118,2018-06-19 09:00:00,1.6666666667,level_6,0,1.3333333333,53,47.6666666667,75,0.6666666667,0,68.6666666667,1.6666666667,303.3333333333,0,2,0,sp13,0,0,1022,0,0,0,0,800,800,1025,800,,297.4833333333,1022,296.8166666667,296.8166666667,601.3333333333,295.46,60.6666666667,296.8166666667,297.4833333333,295.15,297.15,288.15,289.0366666667,296.8166666667,290.15,294.15,293.8566666667,292.15
+10119,2018-06-19 12:00:00,2,level_6,0,2,27.3333333333,37,75,1.3333333333,0,45.3333333333,3,240,0,2,0,sp12,0,0,1020.6666666667,0,0,0,0,800,800.3333333333,1024.3333333333,800,1021,304.15,1021.6666666667,300.8166666667,300.8166666667,769,303.1366666667,42.6666666667,300.8166666667,302.15,300.15,299.8166666667,291.15,291.5933333333,297.4833333333,292.15,302.4833333333,299.06,297.4833333333
+10120,2018-06-19 15:00:00,1.6666666667,level_5,0,5.6666666667,23.6666666667,28.3333333333,75,3,0,80,4.6666666667,133.3333333333,0,2.3333333333,0,sp9,0,0,1019.6666666667,0,0,0,0,800,801,1022.6666666667,800,1020,307.4833333333,1020.3333333333,301.4833333333,301.4833333333,803,306.4666666667,42,301.4833333333,302.8166666667,304.4833333333,300.4833333333,293.4833333333,293.9266666667,298.15,294.4833333333,305.8166666667,303.5933333333,301.4833333333
+10121,2018-06-19 18:00:00,0.6666666667,level_5,0,5.6666666667,22.3333333333,26.3333333333,75,3,0,90,3.6666666667,116.6666666667,0,1.6666666667,0,sp6,0,0,1019.3333333333,0,0,0,0,800,800.6666666667,1021.3333333333,800,1019,308.4833333333,1018.6666666667,300.15,300.15,803,307.67,48.6666666667,300.15,300.8166666667,306.15,299.4833333333,294.15,294.5933333333,298.15,295.15,307.15,305.4,303.4833333333
+10122,2018-06-19 21:00:00,1,level_4,0,2.6666666667,35,30.3333333333,75,2.3333333333,0,103.3333333333,2,100,0,4.6666666667,0,sp6,0,0,1019.3333333333,0,0,0,0,800,800,1021,800,1019.3333333333,303.8166666667,1018,298.15,298.15,803,303.4133333333,60,298.15,296.8166666667,304.4833333333,296.65,290.8166666667,292.0066666667,296.4833333333,293.4833333333,303.15,303.4766666667,302.15
+10123,2018-06-20 00:00:00,1.6666666667,level_5,0,2,49.6666666667,41.3333333333,41,1,0,73.6666666667,2,269,0,1,0,sp8,0,0,1020,0,0,0,0,800,800,1020.3333333333,800,1020,298.4833333333,1019,296.4833333333,296.4833333333,801.6666666667,297.6733333333,74.6666666667,296.4833333333,294.4833333333,298.8166666667,293.8166666667,289.4833333333,290.5233333333,293.15,291.8166666667,297.15,298.1466666667,297.4833333333
+10124,2018-06-20 03:00:00,1,level_7,0,1.3333333333,55.3333333333,52.6666666667,8,1,0,113.3333333333,1,295.3333333333,0,2.3333333333,0,sp9,0,0,1019.6666666667,0,0,0,0,800,800,1018.6666666667,800,1019,295.4833333333,1020,294.15,294.15,800,293.66,77.3333333333,294.15,294.15,295.4833333333,292.4833333333,289.8166666667,290,290.8166666667,290.15,292.4833333333,295.15,294.8166666667
+10125,2018-06-20 06:00:00,1.3333333333,level_10,0,1.3333333333,60.3333333333,63.6666666667,6.6666666667,1.6666666667,0,63.3333333333,0.6666666667,288.6666666667,0,2,0,sp10,0,0,1019.3333333333,0,0,0,0,800,800,1018,800,1019,293.8166666667,1020.3333333333,292.4833333333,292.4833333333,747.3333333333,291.59,80.3333333333,292.4833333333,293.8166666667,292.4833333333,291.9833333333,288.8166666667,289.1133333333,290.15,289.4833333333,290.15,291.4266666667,290.4833333333
+10126,2018-06-20 09:00:00,2,level_6,0,1,51.6666666667,48,13.3333333333,0.6666666667,0,0,0.6666666667,54.6666666667,0,2.3333333333,0,sp11,0,0,1020,0,0,0,0,800,800,1018.6666666667,800,1019,296.8166666667,1021,297.4833333333,297.4833333333,767.3333333333,295.4,55.6666666667,297.4833333333,298.8166666667,297.4833333333,298.4833333333,292.15,292.6133333333,298.15,293.15,294.4833333333,295.9866666667,294.4833333333
+10127,2018-06-20 12:00:00,2,level_2,0,2,32,36.3333333333,0,2.3333333333,0,196.6666666667,2.6666666667,120,0,4,0,sp10,0,0,1020,0,0,0,0,800,800,1018,790.3333333333,1018.6666666667,303.15,1020.3333333333,301.8166666667,301.8166666667,800,302.2466666667,45,301.8166666667,302.4833333333,301.8166666667,300.9833333333,297.15,298.26,299.4833333333,299.15,301.4833333333,300.8566666667,298.8166666667
+10128,2018-06-20 15:00:00,1.3333333333,level_5,0,5,26.6666666667,26.3333333333,13.3333333333,4.3333333333,0,303.3333333333,2.6666666667,133.3333333333,20,2.3333333333,0,sp8,0,0,1018.6666666667,0,0,0,0,801,800,1018,800,1018,305.4833333333,1018.6666666667,302.15,302.15,800.6666666667,303.8633333333,37.6666666667,302.15,299.15,305.4833333333,299.15,297.15,300.2966666667,299.15,302.8166666667,302.8166666667,304.4533333333,301.8166666667
+10129,2018-06-20 18:00:00,1,level_5,0,5,29,25,75,3.6666666667,0,323.3333333333,3.3333333333,123.3333333333,33.3333333333,3.6666666667,0,sp5,0,0,1018,0,0,0,0,801.6666666667,800,1018,800,1018,306.4833333333,1017.3333333333,301.15,301.15,803,305.6733333333,42.6666666667,301.15,302.8166666667,307.15,300.8166666667,295.8166666667,298.59,298.8166666667,300.8166666667,305.15,305.73,303.15
+10130,2018-06-20 21:00:00,1,level_6,0,2,54,30.6666666667,75,2,0,346.6666666667,1.6666666667,127.3333333333,13.3333333333,5,0,sp5,0,0,1018.6666666667,0,0,0,0,800.6666666667,800,1019.3333333333,800,1018.3333333333,300.15,1017,298.15,298.15,803,299.6166666667,58.3333333333,298.15,298.15,304.4833333333,297.65,294.15,295.26,297.15,296.15,299.15,303.74,302.4833333333
+10131,2018-06-21 00:00:00,2.3333333333,level_6,0,1.3333333333,64.3333333333,42.3333333333,41,2.3333333333,0,336.6666666667,1.3333333333,186.6666666667,20,3.6666666667,0,sp10,0,0,1019,0,0,0,0,604.3333333333,800,1020.6666666667,800,1019,295.8166666667,1018.3333333333,295.8166666667,295.8166666667,801.6666666667,294.4033333333,71.3333333333,295.8166666667,295.15,301.4833333333,293.9833333333,292.4833333333,292.9333333333,292.8166666667,293.4833333333,293.4833333333,301.0433333333,300.4833333333
+10132,2018-06-21 03:00:00,1.6666666667,level_10,0,1.3333333333,73.3333333333,49.6666666667,16,1.6666666667,0,226.6666666667,2,290,6.6666666667,2.6666666667,0,sp10,0,0,1018.6666666667,0,0,0,0,800.3333333333,800,1020.3333333333,800,1018.6666666667,295.15,1019,293.15,293.15,801,293.7333333333,77,293.15,293.8166666667,297.4833333333,292.3166666667,291.15,292.04,290.8166666667,293.15,292.8166666667,296.7666666667,295.8166666667
+10133,2018-06-21 06:00:00,1.3333333333,level_9,0,1,83,61.3333333333,75,0.6666666667,21.3333333333,220,1,182,0,1.6666666667,0,sp10,0,0,1018,0,0,0,0,800,800,1020,633.3333333333,1018,294.15,1019.3333333333,291.8166666667,291.8166666667,601.3333333333,293.54,75.3333333333,291.8166666667,293.8166666667,293.4833333333,292.15,290.8166666667,291.8566666667,290.4833333333,293.15,293.15,293.2933333333,293.15
+10134,2018-06-21 09:00:00,2.3333333333,level_1,0,0.6666666667,74.6666666667,39.3333333333,75,0.6666666667,0,80,0,118.6666666667,0,2,0,sp10,0,0,1018,0,0,0,0,800,800,1020.3333333333,800,1018,295.4833333333,1020.6666666667,298.15,298.15,803,294.8733333333,49,298.15,298.8166666667,298.15,298.15,291.8166666667,292.8566666667,297.4833333333,294.15,294.4833333333,296.7266666667,295.15
+10135,2018-06-21 12:00:00,1.6666666667,level_3,0,1.6666666667,42,26.3333333333,75,2.6666666667,0,223.3333333333,2.6666666667,136.6666666667,0,1,0,sp10,0,0,1018,0,0,0,0,800,800,1021,800,1018,301.4833333333,1020.6666666667,303.15,303.15,803,300.07,32,303.15,303.8166666667,302.15,301.4833333333,295.4833333333,295.8533333333,299.15,296.15,299.15,301.0533333333,298.8166666667
+10136,2018-06-21 15:00:00,2.3333333333,level_3,0,3.6666666667,31,23.3333333333,75,4,0,346.6666666667,3.6666666667,116.6666666667,0,1.6666666667,0,sp8,0,0,1017.3333333333,0,0,0,0,800,800,1021,800,1017,304.4833333333,1019.3333333333,304.8166666667,304.8166666667,803,303.47,27,304.8166666667,305.15,305.15,302.4833333333,296.15,296.52,299.8166666667,296.8166666667,302.8166666667,304.3933333333,302.4833333333
+10137,2018-06-21 18:00:00,2.6666666667,level_5,0,4,30,17.3333333333,75,3,0,326.6666666667,3,123.3333333333,0,3,0,sp5,0,0,1016,0,0,0,0,800,800,1021,800,1016,306.4833333333,1018,303.15,303.15,803,304.8633333333,34.3333333333,303.15,304.8166666667,306.8166666667,302.15,295.15,295.3,299.4833333333,295.4833333333,303.8166666667,305.6066666667,302.8166666667
+10138,2018-06-21 21:00:00,2.3333333333,level_5,0,2.3333333333,46.3333333333,22.6666666667,75,3,0,323.3333333333,1.3333333333,36.6666666667,0,6.3333333333,0,sp8,0,0,1016.6666666667,0,0,0,0,800,800,1022,800,1016.3333333333,300.4833333333,1017.6666666667,299.4833333333,299.4833333333,803,300.28,56.6666666667,299.4833333333,300.4833333333,305.15,298.9833333333,292.15,292.8933333333,297.4833333333,293.8166666667,300.15,303.5566666667,302.15
+10139,2018-06-22 00:00:00,1,level_7,0,1.3333333333,60,41.6666666667,25,2,0,323.3333333333,1.6666666667,279.3333333333,0,3,0,sp12,0,0,1017,0,0,0,0,800,800,1023,800,1017,296.4833333333,1018.3333333333,297.15,297.15,801,296.28,64.6666666667,297.15,296.8166666667,297.15,296.65,291.15,292.04,296.4833333333,293.15,296.15,296.58,296.15
+10140,2018-06-22 03:00:00,1.6666666667,level_9,0,1.3333333333,58.6666666667,61,0,2.6666666667,6.6666666667,326.6666666667,2,176,0,2,0,sp11,0,0,1017,0,0,0,0,800,800.3333333333,1022,800.3333333333,1017,296.15,1019,294.15,294.15,800,294.7366666667,72.6666666667,294.15,296.4833333333,293.15,295.3166666667,291.15,292.04,294.15,293.15,293.8166666667,293.0066666667,292.8166666667
+10141,2018-06-22 06:00:00,1,level_6,0,1,68,58.6666666667,75,2.3333333333,0,326.6666666667,1.6666666667,266,0,0.3333333333,0,sp10,0,0,1017,0,0,0,0,800,800,1022,800,1016.6666666667,294.15,1019.3333333333,293.15,293.15,803,292.5333333333,72.3333333333,293.15,296.4833333333,292.8166666667,294.8166666667,290.8166666667,291.81,293.15,293.15,291.4833333333,291.7533333333,290.8166666667
+10142,2018-06-22 09:00:00,1.3333333333,level_4,0,0.6666666667,59.3333333333,42.3333333333,75,3,0,320,1.6666666667,126,0,1.6666666667,0,sp11,0,0,1017,0,0,0,0,800,800,1022.6666666667,800,1017,296.8166666667,1020,299.4833333333,299.4833333333,803,295.2,40.6666666667,299.4833333333,300.4833333333,298.8166666667,299.4833333333,291.8166666667,292.56,298.4833333333,293.4833333333,294.15,297.1233333333,295.8166666667
+10143,2018-06-22 12:00:00,1.3333333333,level_5,0,2.6666666667,37.3333333333,28.3333333333,75,2.6666666667,0,333.3333333333,4.3333333333,126.6666666667,0,0.6666666667,0,sp10,0,0,1016.6666666667,0,0,0,0,800,800,1023,800,1017,302.4833333333,1020,304.8166666667,304.8166666667,803,301.27,27,304.8166666667,303.8166666667,303.15,301.65,294.15,294.4466666667,299.4833333333,294.8166666667,300.4833333333,302.46,301.15
+10144,2018-06-22 15:00:00,2,level_5,0,5.6666666667,27,22.6666666667,75,3.3333333333,0,353.3333333333,6.6666666667,160,0,1.6666666667,0,sp6,0,0,1016,0,0,0,0,800,800.6666666667,1022,800,1015.6666666667,306.15,1018.6666666667,305.15,305.15,803,305.34,27.6666666667,305.15,304.8166666667,306.15,302.3166666667,295.8166666667,296.1133333333,299.8166666667,296.4833333333,304.8166666667,305.4666666667,303.4833333333
+10145,2018-06-22 18:00:00,1.6666666667,level_5,0,5.3333333333,30,18.6666666667,51.6666666667,3.3333333333,0,340,4.6666666667,163.3333333333,20,4.6666666667,0,sp4,0,0,1016,0,0,0,0,801,800,1022,800,1015,306.8166666667,1017,303.4833333333,303.4833333333,802.3333333333,305.4,34.3333333333,303.4833333333,302.15,307.8166666667,300.8166666667,295.4833333333,295.6333333333,299.4833333333,295.8166666667,304.4833333333,306.4566666667,303.4833333333
+10146,2018-06-22 21:00:00,1,level_2,0,3.6666666667,46.6666666667,25,26.6666666667,2,0,340,2.3333333333,163.3333333333,6.6666666667,5.3333333333,0,sp5,0,0,1017.3333333333,0,0,0,0,800.3333333333,800.3333333333,1022.3333333333,800,1015.3333333333,300.8166666667,1017,301.15,301.15,801.3333333333,300.41,48,301.15,298.8166666667,305.8166666667,298.65,291.4833333333,292.2266666667,298.4833333333,293.15,300.15,304.1,302.4833333333
+10147,2018-06-23 00:00:00,2.3333333333,level_5,0,2.6666666667,58,53,0,0.6666666667,0,70.6666666667,0.3333333333,254,0,1.6666666667,0,sp10,0,0,1018,0,0,0,0,800,800,1023,800,1017,297.15,1018,298.8166666667,298.8166666667,800,295.33,54.6666666667,298.8166666667,297.8166666667,299.4833333333,297.8166666667,287.4833333333,288.2266666667,297.8166666667,289.15,294.15,298.9133333333,298.4833333333
+10148,2018-06-23 03:00:00,1.6666666667,level_7,0,1,68.3333333333,64,0,1.3333333333,0,70,0.6666666667,279.6666666667,0,0.6666666667,0,sp9,0,0,1018,0,0,0,0,800,800,1022,800,1016,294.8166666667,1018,296.8166666667,296.8166666667,800,292.7933333333,59.3333333333,296.8166666667,296.8166666667,296.15,295.9833333333,283.4833333333,285.27,295.15,287.4833333333,291.4833333333,295.77,295.4833333333
+10149,2018-06-23 06:00:00,1.3333333333,level_1,0,2.3333333333,78.6666666667,74.3333333333,38.3333333333,2,0,93.3333333333,1.3333333333,220.3333333333,0,0.6666666667,0,sp8,0,0,1018.3333333333,0,0,0,0,800,800.3333333333,1022,800,1016.6666666667,292.4833333333,1018.3333333333,297.15,297.15,760.6666666667,290.8666666667,70,297.15,295.15,293.4833333333,294.4833333333,281.4833333333,283.7066666667,293.8166666667,286.4833333333,289.8166666667,292.8,292.15
+10150,2018-06-23 09:00:00,2,level_2,0,4,62.3333333333,47.3333333333,6.6666666667,1,0,76.6666666667,1.3333333333,120,0,0.6666666667,0,sp10,0,0,1019,0,0,0,0,800,801.3333333333,1022,800,1018,296.4833333333,1019.6666666667,299.15,299.15,800.3333333333,295.27,67.6666666667,299.15,297.8166666667,298.4833333333,297.65,287.8166666667,289.1533333333,297.4833333333,290.8166666667,294.4833333333,297.33,295.8166666667
+10151,2018-06-23 12:00:00,1,level_3,0,4.6666666667,38.3333333333,32.3333333333,13.3333333333,1.3333333333,0,313.3333333333,4,126.6666666667,0,1.3333333333,0,sp8,0,0,1019,0,0,0,0,800,801.3333333333,1021.6666666667,800,1018,303.15,1019.3333333333,300.4833333333,300.4833333333,800.6666666667,302.9466666667,62.3333333333,300.4833333333,300.8166666667,304.15,298.9833333333,295.15,295.7466666667,297.15,296.4833333333,302.8166666667,302.9233333333,301.4833333333
+10152,2018-06-23 15:00:00,1.3333333333,level_3,0,5.3333333333,24.3333333333,20.3333333333,6.6666666667,4,0,303.3333333333,5,120,0,1.3333333333,0,sp4,0,0,1018.3333333333,0,0,0,0,800,801,1020.3333333333,800,1016.6666666667,307.4833333333,1017.6666666667,301.4833333333,301.4833333333,800.3333333333,306.6733333333,55.6666666667,301.4833333333,299.8166666667,308.4833333333,298.4833333333,297.8166666667,298.1166666667,297.15,298.4833333333,306.15,307.0433333333,303.8166666667
+10153,2018-06-23 18:00:00,1,level_3,0,6,27.6666666667,16,0,2.6666666667,0,36.6666666667,4,113.3333333333,20,3.6666666667,0,sp3,0,0,1018,0,0,0,0,801,800.3333333333,1019,800,1016.3333333333,308.15,1016,300.4833333333,300.4833333333,800,307.1366666667,58.6666666667,300.4833333333,298.15,309.4833333333,297.65,297.4833333333,298.08,297.15,298.8166666667,306.4833333333,308.19,305.15
+10154,2018-06-23 21:00:00,1.6666666667,level_3,0,3.3333333333,39,27,0,1,0,63.3333333333,1.6666666667,80,6.6666666667,4,0,sp3,0,0,1018.3333333333,0,0,0,0,800.3333333333,800.6666666667,1019.6666666667,800,1017.3333333333,302.8166666667,1016,298.4833333333,298.4833333333,800,302.21,67.6666666667,298.4833333333,296.4833333333,306.4833333333,296.3166666667,293.15,294.04,296.15,295.15,301.8166666667,305.05,302.15
+10155,2018-06-24 00:00:00,1.6666666667,level_2,0,2,46,39.6666666667,0,1,0,30,1.3333333333,270,0,2,0,sp6,0,0,1019,0,0,0,0,800,800.6666666667,1020,800,1018,299.15,1017,297.4833333333,297.4833333333,800,296.72,76.3333333333,297.4833333333,295.15,300.15,294.3166666667,285.8166666667,287.3033333333,293.4833333333,289.15,295.15,299.2,298.4833333333
+10156,2018-06-24 03:00:00,0.6666666667,level_8,0,1.6666666667,51,52,0,1.6666666667,0,70,1.3333333333,254.6666666667,0,1.3333333333,0,sp6,0,0,1018,0,0,0,0,800,801.6666666667,1018.6666666667,800,1017.6666666667,296.8166666667,1017,296.4833333333,296.4833333333,800,294.39,76.3333333333,296.4833333333,294.8166666667,296.4833333333,294.4833333333,283.15,285.0133333333,294.15,287.4833333333,292.8166666667,295.9133333333,295.4833333333
+10157,2018-06-24 06:00:00,1,level_10,0,1.6666666667,64,57.6666666667,0,1.6666666667,0,110,1,333.3333333333,0,1,0,sp5,0,0,1017.3333333333,0,0,0,0,800,800.3333333333,1018,800,1017,294.15,1017.6666666667,295.15,295.15,800,292.33,78,295.15,294.4833333333,294.15,293.65,280.4833333333,283.3066666667,292.8166666667,286.8166666667,291.15,293.2133333333,292.4833333333
+10158,2018-06-24 09:00:00,2.3333333333,level_4,0,1,51,46.6666666667,0,1.3333333333,0,70,1.3333333333,123.3333333333,0,0.6666666667,0,sp8,0,0,1018,0,0,0,0,800,801.3333333333,1018.3333333333,800,1017,297.8166666667,1019,298.4833333333,298.4833333333,800,296.1966666667,65,298.4833333333,297.8166666667,297.8166666667,297.3166666667,288.8166666667,290.3033333333,296.8166666667,292.15,295.15,296.59,295.4833333333
+10159,2018-06-24 12:00:00,1.3333333333,level_5,0,3.3333333333,40.3333333333,36,0,1.6666666667,0,63.3333333333,4.3333333333,120,0,1.6666666667,0,sp7,0,0,1017.6666666667,0,0,0,0,800,801.3333333333,1017.6666666667,800,1016.6666666667,302.8166666667,1018,300.8166666667,300.8166666667,800,301.4033333333,59,300.8166666667,300.8166666667,303.4833333333,299.3166666667,297.15,298.7833333333,297.8166666667,300.8166666667,300.4833333333,302.66,301.8166666667
+10160,2018-06-24 15:00:00,1.6666666667,level_4,0,4.6666666667,34.3333333333,22.6666666667,0,2.6666666667,0,60,4.6666666667,116.6666666667,0,2.6666666667,0,sp5,0,0,1016.6666666667,0,0,0,0,800,800.6666666667,1016.6666666667,800,1016,305.4833333333,1017,301.8166666667,301.8166666667,800,304.4666666667,49,301.8166666667,300.4833333333,309.15,299.3166666667,301.8166666667,302.56,298.15,303.4833333333,303.8166666667,307.7166666667,305.15
+10161,2018-06-24 18:00:00,2,level_3,0,4,42.3333333333,16,0,2.6666666667,0,140,3.6666666667,120,0,5.6666666667,0,sp4,0,0,1016,0,0,0,0,800,800,1016,800,1015,304.15,1015.3333333333,300.15,300.15,800,303.7466666667,62.3333333333,300.15,299.4833333333,310.4833333333,298.4833333333,301.4833333333,301.4833333333,297.4833333333,301.4833333333,303.4833333333,309.9366666667,308.8166666667
+10162,2018-06-24 21:00:00,1,level_4,0,2,62.6666666667,22.6666666667,0,1.6666666667,0,156.6666666667,2,110,0,6.3333333333,0,sp5,0,0,1016.3333333333,0,0,0,0,800,800,1017,800,1015.6666666667,298.8166666667,1015.3333333333,298.4833333333,298.4833333333,800,298.41,69,298.4833333333,296.8166666667,307.8166666667,296.4833333333,295.15,296.19,296.15,297.4833333333,298.15,306.41,304.15
+10163,2018-06-25 00:00:00,2,level_4,0,1,76.3333333333,36,0,0.3333333333,0,36.6666666667,1,153.3333333333,0,4.3333333333,0,sp10,0,0,1017,0,0,0,0,800,802,1018,800,1016.3333333333,295.4833333333,1016,297.4833333333,297.4833333333,800,294.6733333333,71.6666666667,297.4833333333,295.4833333333,301.8166666667,294.8166666667,288.8166666667,290.0066666667,294.15,291.4833333333,294.15,300.9066666667,300.15
+10164,2018-06-25 03:00:00,2.3333333333,level_6,0,1,79,44.6666666667,0,1,34.6666666667,70,1.6666666667,194.6666666667,0,3.3333333333,0,sp10,0,0,1016.3333333333,0,0,0,0,800,802,1017.3333333333,801.6666666667,1015.6666666667,294.15,1016,295.4833333333,295.4833333333,800,293.14,79.6666666667,295.4833333333,295.15,297.15,294.8166666667,285.8166666667,287.6,294.4833333333,289.8166666667,292.4833333333,296.39,295.8166666667
+10165,2018-06-25 06:00:00,0.6666666667,level_7,0,1.3333333333,80.3333333333,48,0,1.6666666667,75,86.6666666667,1.3333333333,187.3333333333,0,1.6666666667,0,sp10,0,0,1016,0,0,0,0,800,802,1017.3333333333,803,1016,293.4833333333,1016.3333333333,294.15,294.15,800,292.47,83,294.15,295.15,294.8166666667,294.0466666667,283.8166666667,286.3466666667,292.8166666667,289.4833333333,291.8166666667,293.31,292.15
+10166,2018-06-25 09:00:00,1.3333333333,level_4,0,1.3333333333,74.3333333333,40.3333333333,0,0.6666666667,90,80,2,70,0,1.6666666667,0,sp12,0,0,1016.6666666667,0,0,0,0,800,800,1018,804,1016,294.15,1018,298.15,298.15,800,293.54,67,298.15,298.4833333333,299.4833333333,298.15,291.8166666667,293.0066666667,297.8166666667,294.4833333333,293.15,297.72,295.8166666667
+10167,2018-06-25 12:00:00,1.3333333333,level_6,0,3,62,37.6666666667,0,1.3333333333,85,26.6666666667,4.3333333333,130,0,1.3333333333,0,sp12,0,0,1017,0,0,0,0,800,800,1017.3333333333,803.6666666667,1015.3333333333,296.8166666667,1017,301.8166666667,301.8166666667,800,296.6133333333,53.3333333333,301.8166666667,300.15,304.4833333333,299.15,298.15,299.1866666667,298.15,300.4833333333,296.4833333333,303.19,302.15
+10168,2018-06-25 15:00:00,1.3333333333,level_5,0,5.6666666667,52,27,0,3,20,33.3333333333,4.6666666667,120,0,3.6666666667,0,sp11,0,0,1016,0,0,0,0,800,800,1016.6666666667,801,1015,300.15,1016.3333333333,302.15,302.15,800,299.7433333333,50,302.15,300.8166666667,309.15,299.4833333333,300.8166666667,301.41,298.15,302.15,299.4833333333,307.8533333333,305.8166666667
+10169,2018-06-25 18:00:00,2.3333333333,level_4,0,5.6666666667,49,23.3333333333,0,2.3333333333,0,60,4.3333333333,113.3333333333,6.6666666667,4,0,sp8,0,0,1016,0,0,0,0,800.3333333333,800,1016,800,1015,301.8166666667,1015,301.4833333333,301.4833333333,800,301.0033333333,48,301.4833333333,299.4833333333,310.4833333333,298.4833333333,300.8166666667,301.1133333333,297.4833333333,301.4833333333,300.4833333333,309.47,307.15
+10170,2018-06-25 21:00:00,3.3333333333,level_3,0,3.6666666667,65,34.3333333333,0,1.6666666667,0,60,2,113.3333333333,0,6.3333333333,0,sp9,0,0,1017.3333333333,0,0,0,0,800,800,1016.6666666667,800,1015.6666666667,298.15,1015.3333333333,299.15,299.15,800,297.9466666667,62.6666666667,299.15,296.8166666667,307.4833333333,296.4833333333,294.8166666667,296.1533333333,296.15,297.8166666667,297.8166666667,305.62,302.8166666667
+10171,2018-06-26 00:00:00,1.3333333333,level_2,0,2.3333333333,79,37,0,0.6666666667,0,57.6666666667,0.6666666667,40,0,4.6666666667,0,sp13,0,0,1018,0,0,0,0,800,803.6666666667,1018,800,1017,293.8166666667,1016.6666666667,298.15,298.15,800,293.41,73,298.15,296.15,301.8166666667,295.8166666667,288.15,289.7833333333,295.4833333333,291.8166666667,293.15,301.2466666667,300.8166666667
+10172,2018-06-26 03:00:00,1.6666666667,level_10,0,2,78.6666666667,41.3333333333,0,1.6666666667,0,63.3333333333,0.6666666667,188.6666666667,0,2.3333333333,0,sp13,0,0,1018,0,0,0,0,800,800,1017.3333333333,800,1017,292.8166666667,1016.6666666667,296.4833333333,296.4833333333,800,292.0266666667,76.3333333333,296.4833333333,296.15,298.15,295.4833333333,286.15,287.9333333333,294.8166666667,290.15,291.4833333333,296.8366666667,295.8166666667
+10173,2018-06-26 06:00:00,1.3333333333,level_10,0,2.3333333333,86,51,0,1.3333333333,6.6666666667,90,1.3333333333,222,0,1,0,sp12,0,0,1017.3333333333,0,0,0,0,800,800,1017,800.3333333333,1017,291.4833333333,1017,295.15,295.15,800,290.6733333333,69.6666666667,295.15,296.15,294.4833333333,295.8166666667,284.4833333333,286.8633333333,295.4833333333,289.8166666667,290.15,293.5633333333,292.8166666667
+10174,2018-06-26 09:00:00,1,level_7,0,2,72.6666666667,51,0,1,45,130,1,90,0,1.6666666667,0,sp13,0,0,1018,0,0,0,0,800,800,1017.6666666667,802,1017.6666666667,294.15,1018,297.8166666667,297.8166666667,800,292.9366666667,64.6666666667,297.8166666667,298.8166666667,298.15,298.4833333333,291.15,292.4866666667,298.15,294.15,292.15,297.1266666667,295.8166666667
+10175,2018-06-26 12:00:00,1.6666666667,level_2,0,2,57.3333333333,42,0,3,6.6666666667,313.3333333333,4,123.3333333333,0,1.6666666667,0,sp13,0,0,1018.3333333333,0,0,0,0,800,800,1017,800.3333333333,1016.6666666667,298.15,1018,301.4833333333,301.4833333333,800,297.7433333333,56.6666666667,301.4833333333,301.15,302.8166666667,299.9833333333,297.8166666667,298.37,298.8166666667,298.8166666667,297.4833333333,301.8533333333,300.15
+10176,2018-06-26 15:00:00,2,level_5,0,5,45.3333333333,30.6666666667,6.6666666667,4.6666666667,0,303.3333333333,4.3333333333,116.6666666667,6.6666666667,2.3333333333,0,sp10,0,0,1017.6666666667,0,0,0,0,800.3333333333,800,1017,800,1016,303.15,1017,302.15,302.15,800.3333333333,301.93,49.3333333333,302.15,302.4833333333,307.15,300.4833333333,297.15,300.2966666667,298.4833333333,302.8166666667,301.15,306.0466666667,303.15
+10177,2018-06-26 18:00:00,4,level_3,0,4.3333333333,46.3333333333,29,63.3333333333,4,0,313.3333333333,4.3333333333,116.6666666667,20,5.3333333333,0,sp8,0,0,1017,0,0,0,0,801,800,1017,800,1016,303.4833333333,1015.6666666667,300.8166666667,300.8166666667,802.6666666667,302.8766666667,53,300.8166666667,300.8166666667,309.15,299.65,296.4833333333,298.7033333333,298.4833333333,300.4833333333,302.4833333333,307.3333333333,304.8166666667
+10178,2018-06-26 21:00:00,4,level_2,0,3,56,36,75,3,0,333.3333333333,2.6666666667,106.6666666667,20,6.3333333333,0,sp10,0,0,1017.6666666667,0,0,0,0,801,800,1018,800,1017,299.15,1016,298.4833333333,298.4833333333,803,298.54,65,298.4833333333,297.4833333333,306.8166666667,297.15,293.8166666667,294.5533333333,296.8166666667,295.15,298.15,305.04,302.4833333333
+10179,2018-06-27 00:00:00,2.6666666667,level_2,0,2.3333333333,65.3333333333,42.3333333333,43.6666666667,1.6666666667,0,120,1,137.6666666667,13.3333333333,3.3333333333,0,sp13,0,0,1018.3333333333,0,0,0,0,800.6666666667,800,1019.6666666667,800,1017,295.15,1016.6666666667,298.15,298.15,802,294.14,69,298.15,296.15,301.8166666667,295.8166666667,291.15,291.8933333333,295.4833333333,292.8166666667,293.4833333333,301.8166666667,301.8166666667
+10180,2018-06-27 03:00:00,2.3333333333,level_7,0,1.6666666667,75.3333333333,54.3333333333,18.6666666667,1.6666666667,0,76.6666666667,1.3333333333,260,6.6666666667,2.3333333333,0,sp13,0,0,1017.6666666667,0,0,0,0,800.3333333333,800,1018.3333333333,800,1017,292.8166666667,1017,296.8166666667,296.8166666667,768,292.41,71.6666666667,296.8166666667,295.15,298.15,294.4833333333,289.15,290.6366666667,293.8166666667,292.4833333333,292.15,298.0066666667,297.8166666667
+10181,2018-06-27 06:00:00,1.6666666667,level_10,0,1.3333333333,84,51.6666666667,51.6666666667,1.6666666667,0,106.6666666667,1.3333333333,276.3333333333,6.6666666667,1,0,sp13,0,0,1017.3333333333,0,0,0,0,800.3333333333,801.3333333333,1018.3333333333,800,1017,291.4833333333,1017.3333333333,294.4833333333,294.4833333333,768,290.8733333333,79.3333333333,294.4833333333,294.4833333333,296.4833333333,293.4833333333,289.8166666667,290.71,292.4833333333,291.8166666667,290.4833333333,295.6833333333,295.15
+10182,2018-06-27 09:00:00,1,level_5,0,1,74.3333333333,57,75,3,6.6666666667,326.6666666667,1.3333333333,223.6666666667,20,1.6666666667,0,sp13,0,0,1017,0,0,0,0,600.6666666667,800.3333333333,1019,800.3333333333,1017,294.4833333333,1018.6666666667,298.4833333333,298.4833333333,803,293.27,62.6666666667,298.4833333333,299.8166666667,297.4833333333,299.15,292.8166666667,293.1133333333,298.4833333333,293.4833333333,292.4833333333,296.2933333333,294.8166666667
+10183,2018-06-27 12:00:00,3,level_3,0,3.3333333333,50,37,75,4,0,333.3333333333,1.6666666667,130,0,2,0,sp13,0,0,1015.6666666667,0,0,0,0,800,800.6666666667,1019,800,1015.3333333333,300.15,1018.3333333333,302.15,302.15,803,299.1333333333,49,302.15,304.8166666667,302.8166666667,302.15,294.4833333333,294.6666666667,299.4833333333,294.8166666667,298.4833333333,300.8366666667,298.8166666667
+10184,2018-06-27 15:00:00,4.3333333333,level_4,0,5,35.6666666667,33,75,3.3333333333,0,340,4.3333333333,183.3333333333,0,2.3333333333,0,sp9,0,0,1014.3333333333,0,0,0,0,800,800,1019,800,1013.6666666667,304.15,1016.6666666667,302.15,302.15,803,303.1333333333,53,302.15,305.8166666667,305.15,302.9833333333,293.15,293.9266666667,300.15,294.8166666667,302.4833333333,303.9,301.8166666667
+10185,2018-06-27 18:00:00,5,level_2,0.4,4.3333333333,34.3333333333,24.6666666667,63.3333333333,2.3333333333,0,210,5,176.6666666667,0,5,0,sp5,0,0,1013,0,0,0,0,800,801,1018.3333333333,800,1012,304.4833333333,1015,302.15,302.15,563,303.47,46,302.15,303.15,305.15,301.3166666667,290.15,291.3366666667,299.4833333333,292.8166666667,302.8166666667,303.92,300.8166666667
+10186,2018-06-27 21:00:00,4,level_2,0.2,5,48.6666666667,22.3333333333,75,1.6666666667,0,330,2,266.6666666667,0,4.6666666667,0,sp5,0,0,1014,0,0,0,0,800,801.3333333333,1018.6666666667,800,1013.3333333333,299.4833333333,1015,299.4833333333,299.4833333333,634.5,298.27,59.6666666667,299.4833333333,299.15,303.15,298.65,290.15,291.04,298.15,292.15,297.4833333333,301.4966666667,299.4833333333
+10187,2018-06-28 00:00:00,1.3333333333,level_2,0,2,68.3333333333,50,83.6666666667,1,0,215,2,260,0,3,0,sp6,0,0,1014.3333333333,0,0,0,0,800,801,1019,800,1014,295.15,1015.6666666667,298.4833333333,298.4833333333,803.6666666667,293.94,63.6666666667,298.4833333333,297.15,298.15,297.15,289.4833333333,290.6733333333,297.15,292.15,293.15,297.58,297.15
+10188,2018-06-28 03:00:00,1,level_3,0,0.6666666667,78.6666666667,72.6666666667,88,0.3333333333,0,186.6666666667,1.6666666667,267.6666666667,0,1.6666666667,0,sp6,0,0,1013.3333333333,0,0,0,0,800,801,1017.6666666667,800,1012.6666666667,292.4833333333,1014.6666666667,296.4833333333,296.4833333333,804,292.4833333333,73.3333333333,296.4833333333,296.8166666667,294.15,296.15,289.15,290.34,295.4833333333,291.8166666667,292.4833333333,293.58,293.15
+10189,2018-06-28 06:00:00,0.6666666667,level_3,0,1,88,78.6666666667,75,1.3333333333,0,300.3333333333,1.6666666667,264,0,1.6666666667,0,sp5,0,0,1013,0,0,0,0,800,800,1017,800,1012,291.15,1014.3333333333,295.15,295.15,702.1666666667,291.15,78,295.15,296.15,292.4833333333,295.8166666667,289.15,290.04,295.4833333333,291.15,291.15,291.57,290.8166666667
+10190,2018-06-28 09:00:00,0.3333333333,level_5,0.2,1,76,61,75,1.3333333333,0,303.3333333333,1.3333333333,140,0,2,0,sp6,0,0,1012,0,0,0,0,800,800.6666666667,1017,800,1012,294.4833333333,1015,299.4833333333,299.4833333333,668,293.0666666667,60.3333333333,299.4833333333,299.4833333333,296.8166666667,298.8166666667,289.8166666667,290.4133333333,298.15,291.15,292.15,295.32,294.15
+10191,2018-06-28 12:00:00,1.3333333333,level_3,0,3,56,31.6666666667,75,1,0,323.3333333333,2.6666666667,116.6666666667,0,3,0,sp5,0,0,1011.3333333333,0,0,0,0,800,800.6666666667,1016.3333333333,800,1011,298.8166666667,1014,302.15,302.15,803,297.8,56.6666666667,302.15,303.8166666667,302.4833333333,301.4833333333,292.8166666667,293,299.15,293.15,297.15,301.1866666667,300.15
+10192,2018-06-28 15:00:00,3.6666666667,level_4,0,4.6666666667,54,22.3333333333,75,2.6666666667,0,233.3333333333,5.3333333333,123.3333333333,0,4.3333333333,0,sp3,0,0,1010,0,0,0,0,800,801.6666666667,1014.6666666667,800,1009.3333333333,299.15,1012,302.15,302.15,803,298.54,53.3333333333,302.15,302.4833333333,304.15,300.9833333333,293.8166666667,294.1466666667,299.4833333333,294.4833333333,298.15,303.19,301.15
+10193,2018-06-28 18:00:00,2.6666666667,level_3,0,5.3333333333,43.6666666667,23,58,1.6666666667,6.6666666667,244.3333333333,3.6666666667,116,29.3333333333,4.6666666667,0,sp5,0,0,1012.6666666667,0,0,0,0,801.3333333333,407.6666666667,1004.3333333333,800.3333333333,1000.3333333333,301.0383333333,990.6666666667,300.4716666667,300.4716666667,802.3333333333,300.9083333333,56.3333333333,300.4716666667,299.205,304.305,298.705,293.255,293.545,298.205,293.9216666667,300.705,303.965,303.305
+10194,2018-06-28 21:00:00,3.3333333333,level_5,0,3.3333333333,55.3333333333,28,56.6666666667,3,0,350,1,90,13.3333333333,4.3333333333,0,sp2,0,0,1012,0,0,0,0,800.6666666667,800.6666666667,1013.6666666667,800,1009.3333333333,297.15,1010,299.15,299.15,802.3333333333,296.6866666667,64,299.15,295.4833333333,303.4833333333,294.5633333333,290.8166666667,292.1033333333,293.4833333333,293.4833333333,296.15,301.9633333333,299.15
+10195,2018-06-29 00:00:00,1.6666666667,level_4,0,1.6666666667,74,56.6666666667,61,0.6666666667,0,209.3333333333,0.6666666667,203.3333333333,26.6666666667,2.3333333333,0,sp3,0,0,1012.6666666667,0,0,0,0,466.6666666667,801.3333333333,1013.6666666667,800,1010.3333333333,293.15,1011,297.4833333333,297.4833333333,802.6666666667,292.54,79.6666666667,297.4833333333,295.15,298.8166666667,294.5033333333,289.8166666667,290.75,293.8166666667,292.15,292.15,297.1233333333,295.8166666667
+10196,2018-06-29 03:00:00,1.3333333333,level_2,0,1.6666666667,78.6666666667,62.6666666667,84,0.6666666667,0,70,1,126,6.6666666667,2,0,sp2,0,0,1012,0,0,0,0,800.3333333333,800.3333333333,1012.6666666667,800,1011,291.8166666667,1011,297.15,297.15,803.6666666667,291.0633333333,78,297.15,294.8166666667,295.15,293.9833333333,289.15,290.04,293.15,291.15,290.4833333333,294.8633333333,294.4833333333
+10197,2018-06-29 06:00:00,1.6666666667,level_7,0,1.3333333333,88,71,63.3333333333,1,25,126.3333333333,1.6666666667,37.6666666667,0,0.6666666667,0,sp2,0,0,1011.6666666667,0,0,0,0,800,800.3333333333,1011.3333333333,801,1010,290.4833333333,1011,296.4833333333,296.4833333333,802.6666666667,290.13,81.3333333333,296.4833333333,294.15,292.8166666667,293.3366666667,288.8166666667,290.08,292.4833333333,291.8166666667,289.8166666667,291.8866666667,291.15
+10198,2018-06-29 09:00:00,2.3333333333,level_2,0,2.6666666667,84,60,26.6666666667,0.6666666667,75,63.3333333333,1.6666666667,146,0,1,0,sp2,0,0,1012,0,0,0,0,800,800,1011.6666666667,803,1010.6666666667,292.15,1011.6666666667,298.8166666667,298.8166666667,801.3333333333,291.9666666667,66.3333333333,298.8166666667,296.4833333333,295.15,296.15,292.4833333333,293.2433333333,295.8166666667,294.15,291.8166666667,294.28,293.4833333333
+10199,2018-06-29 12:00:00,1.3333333333,level_3,0,5.3333333333,60.6666666667,51,0,1,20,0,2.6666666667,140,13.3333333333,3,0,sp2,0,0,1011.6666666667,0,0,0,0,800.6666666667,801,1010,801,1011,297.8166666667,1011,300.4833333333,300.4833333333,800,297.6333333333,55.6666666667,300.4833333333,300.8166666667,299.4833333333,299.8166666667,297.15,298.19,298.8166666667,299.4833333333,297.4833333333,298.8066666667,297.15
+10200,2018-06-29 15:00:00,2.6666666667,level_3,0,6,48,40.6666666667,20,4.6666666667,13.3333333333,296.6666666667,4.3333333333,123.3333333333,33.3333333333,3.6666666667,0,sp1,0,0,1011.3333333333,0,0,0,0,801.6666666667,800.6666666667,1008.6666666667,800.6666666667,1010,301.15,1009,301.15,301.15,801,301.15,54,301.15,301.4833333333,303.4833333333,300.23,300.4833333333,301,298.8166666667,301.4833333333,301.15,301.8666666667,299.4833333333
+10201,2018-06-29 18:00:00,4,level_3,0.1,4.6666666667,44,28.6666666667,33.3333333333,2.6666666667,0,180,4,123.3333333333,26.6666666667,4.3333333333,0,sp1,0,0,1011,0,0.1,0,0,707.6666666667,800.6666666667,1009.3333333333,800,1009,301.8166666667,1007,300.4833333333,300.4833333333,656.1666666667,301.8166666667,56,300.4833333333,300.8166666667,305.4833333333,299.7966666667,297.8166666667,298.4666666667,298.8166666667,299.15,301.8166666667,303.4666666667,298.8166666667
+10202,2018-06-29 21:00:00,3,level_3,0,3.3333333333,53.6666666667,40,20,1,0,150,2.3333333333,116.6666666667,20,5,0,sp1,0,0,1011,0,0,0,0,801,800,1008.3333333333,800,1009.3333333333,298.4833333333,1007.6666666667,299.15,299.15,801,297.75,67.6666666667,299.15,298.15,302.8166666667,297.9833333333,294.4833333333,294.9633333333,297.8166666667,295.4833333333,297.15,300.1133333333,297.8166666667
+10203,2018-06-30 00:00:00,2.6666666667,level_2,0,2.6666666667,75.6666666667,79.3333333333,20,1,0,196.6666666667,1.3333333333,180,33.3333333333,3.6666666667,0,sp2,0,0,1012,0,0.1,0,0,656.1666666667,800,1009,800,1011,293.4833333333,1009.3333333333,298.15,298.15,801,292.73,74.6666666667,298.15,297.15,295.4833333333,295.9833333333,291.8166666667,292.71,294.8166666667,293.8166666667,292.15,294.8266666667,294.15
+10204,2018-06-30 03:00:00,2,level_5,0,1,84,75.6666666667,0,1.6666666667,0,80,1,186.6666666667,6.6666666667,2.3333333333,0,sp2,0,0,1012,0,0,0,0,800.3333333333,800,1008,800,1010.3333333333,291.8166666667,1010,297.15,297.15,800,290.7166666667,73,297.15,295.4833333333,294.15,293.9833333333,289.8166666667,291.45,292.4833333333,293.4833333333,289.8166666667,293.13,292.15
+10205,2018-06-30 06:00:00,2,level_7,0,2.3333333333,86,72.3333333333,6.6666666667,1,0,80,1.3333333333,105.6666666667,6.6666666667,1.3333333333,0,sp2,0,0,1011,0,0,0,0,800.3333333333,800,1007,800,1010,290.8166666667,1010.3333333333,294.4833333333,294.4833333333,800.3333333333,289.66,77.6666666667,294.4833333333,294.15,293.15,292.9833333333,289.8166666667,291.2866666667,291.8166666667,293.15,288.8166666667,292.3433333333,291.4833333333
+10206,2018-06-30 09:00:00,3,level_6,0,3,77.3333333333,70.6666666667,0,2.6666666667,40,136.6666666667,0.6666666667,70,26.6666666667,2.3333333333,0,sp2,0,0,1011,0,0.2,0,0,577.3333333333,800,1007,802,1001,293.8166666667,1011,298.1243333333,298.1243333333,800,292.8433333333,63.3333333333,298.1243333333,297.4833333333,293.4833333333,296.9833333333,296.4833333333,297.83,296.4833333333,299.4833333333,292.15,293.2633333333,292.8166666667
+10207,2018-06-30 12:00:00,2.3333333333,level_3,0,4.6666666667,56.3333333333,50.3333333333,6.6666666667,3,26.6666666667,246.6666666667,3,116.6666666667,26.6666666667,4,0,sp2,0,0,1011,0,0.4,0,0,562.3333333333,800,1008,801.3333333333,1010,297.8166666667,1010.6666666667,300.4833333333,300.4833333333,800.3333333333,296.8433333333,60,300.4833333333,301.8166666667,298.15,300.61,298.15,299.39,299.4833333333,300.8166666667,296.15,295.8566666667,293.8166666667
+10208,2018-06-30 15:00:00,2.3333333333,level_3,0.2,5,57,54.3333333333,38.3333333333,1.3333333333,45,192.3333333333,5.3333333333,133.3333333333,40,6,0,sp2,0,0,1011,0,0.4,0,0,511.1666666667,800,1007,802,1009,299.8166666667,1009.6666666667,301.8166666667,301.8166666667,553.8333333333,298.91,52,301.8166666667,303.15,300.8166666667,301.65,296.4833333333,297.89,300.15,299.4833333333,298.15,297.74,295.15
+10209,2018-06-30 18:00:00,3.3333333333,level_3,0.1,4.3333333333,61,32.6666666667,45,1.3333333333,45,103.6666666667,4,133.3333333333,40,5.3333333333,0,sp2,0,0,1009.6666666667,0,0,0,0,802,800,1009.3333333333,802,1008,297.8166666667,1009,301.15,301.15,654.3333333333,297.2266666667,58,301.15,301.8166666667,302.4833333333,300.61,293.8166666667,294.6566666667,299.4833333333,295.4833333333,296.8166666667,300.4833333333,297.8166666667
+10210,2018-06-30 21:00:00,3.3333333333,level_3,0,3.3333333333,58.3333333333,36,20,1,20,158.3333333333,2,133.3333333333,33.3333333333,4.3333333333,0,sp2,0,0,1009.6666666667,0,0,0,0,801.6666666667,800,1008.3333333333,801,1008.3333333333,296.8166666667,1009.3333333333,298.8166666667,298.8166666667,801,296.41,72,298.8166666667,299.15,301.15,298.65,293.4833333333,294.88,298.15,296.4833333333,296.15,300.0833333333,298.8166666667
+10211,2018-07-01 00:00:00,3.3333333333,level_6,0,2,78.6666666667,42.3333333333,6.6666666667,1.6666666667,28,73.3333333333,1,104.3333333333,13.3333333333,3.3333333333,0,sp3,0,0,1010.6666666667,0,0,0,0,800.6666666667,800,1009.6666666667,801.3333333333,1009.6666666667,293.8166666667,1010.6666666667,298.15,298.15,800.3333333333,293.0066666667,78,298.15,297.15,298.15,296.2733333333,291.15,292.77,295.15,294.8166666667,292.4833333333,295.78,293.8166666667
+10212,2018-07-01 03:00:00,2,level_6,0,0.6666666667,91.3333333333,53.6666666667,0,0.6666666667,13.3333333333,58.6666666667,0.6666666667,233.3333333333,20,2.3333333333,0,sp4,0,0,1010.3333333333,0,0,0,0,801,800,1009,800.6666666667,1009.3333333333,291.4833333333,1011,296.4833333333,296.4833333333,800,291.3,81.3333333333,296.4833333333,295.15,295.4833333333,293.76,290.4833333333,292.0433333333,292.15,294.15,291.15,293.5333333333,291.8166666667
+10213,2018-07-01 06:00:00,2,level_9,0,1.3333333333,86,64,80,0.6666666667,56.6666666667,58.6666666667,2,208.3333333333,45,2.3333333333,0,sp4,0,0,1009.6666666667,0,0,0,0,802,800,1009.6666666667,802.3333333333,1009.3333333333,291.8166666667,1012,295.4833333333,295.4833333333,748.3333333333,291.21,83,295.4833333333,293.4833333333,294.4833333333,292.19,290.4833333333,292.1533333333,290.8166666667,294.15,290.8166666667,292.84,291.4833333333
+10214,2018-07-01 09:00:00,3.6666666667,level_7,0,1,77,63.6666666667,63.3333333333,1,33.3333333333,0,1,23,18.6666666667,1.3333333333,0,sp5,0,0,1010.3333333333,0.004,0,0,0,801,800.3333333333,1009.3333333333,801.6666666667,1010,292.5696666667,1012.6666666667,298.4833333333,298.4833333333,782,291.763,69,298.4833333333,298.7713333333,293.593,298.438,292.15,293.6466666667,298.1046666667,295.4833333333,291.2363333333,292.8463333333,291.9263333333
+10215,2018-07-01 12:00:00,3.3333333333,level_1,0,2.3333333333,53,36.6666666667,33.3333333333,1.6666666667,38.3333333333,158.6666666667,2,66.6666666667,33.3333333333,2.6666666667,0,sp6,0,0,1010,0,0,0,0,801.6666666667,800.6666666667,1009,801.6666666667,1009.6666666667,297.15,1013.6666666667,302.8166666667,302.8166666667,801.6666666667,296.54,51.3333333333,302.8166666667,302.4833333333,298.4833333333,300.9833333333,296.8166666667,297.9033333333,299.4833333333,299.15,296.15,296.9133333333,294.4833333333
+10216,2018-07-01 15:00:00,4.3333333333,level_5,0.2,5.3333333333,48,34,45,1.3333333333,20,106.6666666667,4.3333333333,120,40,5.6666666667,0,sp6,0,0,1010,0,0,0,0,802,800.3333333333,1009,801,1008.6666666667,299.15,1012.6666666667,302.4833333333,302.4833333333,559.5,299.15,58.3333333333,302.4833333333,301.8166666667,300.4833333333,300.65,295.8166666667,297.7433333333,299.4833333333,299.15,299.15,299.3666666667,297.8166666667
+10217,2018-07-01 18:00:00,4.6666666667,level_4,0,3.3333333333,46,32.3333333333,51.6666666667,4.6666666667,0,316.6666666667,4,123.3333333333,40,6.6666666667,0,sp5,0,0,1009.3333333333,0,0,0,0,802,800.6666666667,1009.6666666667,800,1008,299.15,1012,302.15,302.15,802.3333333333,298.9466666667,54.3333333333,302.15,300.8166666667,300.8166666667,299.8166666667,294.4833333333,295.69,298.8166666667,297.15,298.8166666667,299.5333333333,297.8166666667
+10218,2018-07-01 21:00:00,5.6666666667,level_2,0,3,56.6666666667,40,26.6666666667,2,0,303.3333333333,2.3333333333,120,13.3333333333,4.3333333333,0,sp6,0,0,1010,0,0,0,0,800.6666666667,801.3333333333,1010.6666666667,800,1009,296.15,1013,300.4833333333,300.4833333333,801.3333333333,295.7466666667,67,300.4833333333,297.4833333333,298.8166666667,297.4833333333,293.4833333333,294.6733333333,297.4833333333,296.15,295.4833333333,297.7933333333,295.8166666667
+10219,2018-07-02 00:00:00,3,level_3,0.2,1,75.6666666667,41,80.6666666667,3,0,316.6666666667,1,217,0,2.6666666667,0,sp8,0,0,1011,0,0,0,0,800,800.6666666667,1012.3333333333,800,1010,293.15,1014,298.8166666667,298.8166666667,508.3333333333,292.34,75.3333333333,298.8166666667,297.15,295.8166666667,296.3366666667,289.4833333333,291.5633333333,295.4833333333,294.15,291.8166666667,294.4866666667,293.4833333333
+10220,2018-07-02 03:00:00,1.6666666667,level_5,0.2,1,80.3333333333,49,86.3333333333,1.6666666667,25,136.6666666667,1,259.3333333333,0,2.3333333333,0,sp8,0,0,1010.3333333333,0,0,0,0,800,800,1012,801,1009,291.8166666667,1014,297.15,297.15,403.6666666667,290.4033333333,81.3333333333,297.15,295.8166666667,293.4833333333,295.15,287.8166666667,289.6033333333,294.4833333333,291.8166666667,289.4833333333,291.7733333333,290.4833333333
+10221,2018-07-02 06:00:00,1.6666666667,level_9,0,1.6666666667,84,67.6666666667,20,1,75,46.6666666667,0,113.6666666667,0,1.6666666667,0,sp9,0,0,1010.3333333333,0,0,0,0,800,800,1012.6666666667,803,1010.3333333333,291.4833333333,1015,295.15,295.15,767.6666666667,290.27,79.6666666667,295.15,295.15,289.4833333333,294.3166666667,288.15,289.2,293.4833333333,290.4833333333,289.4833333333,288.11,286.8166666667
+10222,2018-07-02 09:00:00,2,level_3,0,1,77.6666666667,57.3333333333,6.6666666667,0.3333333333,38.3333333333,133.3333333333,2,40,0,1,0,sp12,0,0,1012.6666666667,0,0,0,0,800,802,1013,801.6666666667,1012,292.8166666667,1017,301.4833333333,301.4833333333,800.3333333333,292.41,34.3333333333,301.4833333333,298.15,293.8166666667,297.8166666667,292.15,293.69,297.4833333333,295.8166666667,292.15,292.3066666667,290.8166666667
+10223,2018-07-02 12:00:00,4.6666666667,level_7,0,3.3333333333,53.3333333333,42.3333333333,26.6666666667,1.3333333333,33.3333333333,0,3.3333333333,96.6666666667,33.3333333333,1,0,sp13,0,0,1013,0,0,0,0,801.6666666667,801,1013,801.6666666667,1012,297.4833333333,1017,306.8166666667,306.8166666667,801.3333333333,296.47,20.6666666667,306.8166666667,301.15,297.8166666667,300.2,297.4833333333,298.55,299.15,299.8166666667,295.8166666667,296.79,295.15
+10224,2018-07-02 15:00:00,4.6666666667,level_7,0,5.6666666667,40,34,33.3333333333,4.6666666667,26.6666666667,276.6666666667,5.3333333333,113.3333333333,33.3333333333,2.6666666667,0,sp12,0,0,1013,0,0,0,0,801.6666666667,801,1013.6666666667,801.3333333333,1011,300.4833333333,1016.6666666667,308.15,308.15,801.6666666667,299.5233333333,19.3333333333,308.15,302.15,300.15,300.9833333333,298.8166666667,299.5266666667,299.8166666667,300.15,298.8166666667,299.3233333333,297.4833333333
+10225,2018-07-02 18:00:00,4.6666666667,level_5,0,7,38.6666666667,33.3333333333,20,3.3333333333,13.3333333333,296.6666666667,4.3333333333,110,40,3,0,sp10,0,0,1013,0,0,0,0,802,801,1014.3333333333,800.6666666667,1011,301.4833333333,1016.6666666667,304.8166666667,304.8166666667,801,300.8766666667,34.3333333333,304.8166666667,301.15,301.15,300.3166666667,297.15,297.7033333333,299.4833333333,298.15,300.4833333333,299.9366666667,297.4833333333
+10226,2018-07-02 21:00:00,4,level_4,0,2.3333333333,52.3333333333,42,45,1,0,216.6666666667,2.6666666667,123.3333333333,0,4.3333333333,0,sp10,0,0,1013.3333333333,0,0,0,0,800,800.3333333333,1015,800,1012.3333333333,298.4833333333,1017.3333333333,302.4833333333,302.4833333333,802,298.28,52,302.4833333333,298.8166666667,299.15,298.65,294.15,294.7333333333,298.4833333333,295.4833333333,298.15,298.0133333333,295.8166666667
+10227,2018-07-03 00:00:00,2.3333333333,level_4,0,1.3333333333,62.6666666667,51.3333333333,17.3333333333,0.3333333333,0,137.3333333333,1.3333333333,113.3333333333,0,1.6666666667,0,sp12,0,0,1015,0,0,0,0,800,800,1016,800,1013.6666666667,295.15,1018,299.15,299.15,801,293.7366666667,60,299.15,298.15,295.8166666667,297.4833333333,290.15,291.6366666667,296.8166666667,293.4833333333,292.8166666667,294.37,293.15
+10228,2018-07-03 03:00:00,1.6666666667,level_6,0,1,77,64.6666666667,4,0.6666666667,0,136.3333333333,1.6666666667,256.6666666667,0,1.3333333333,0,sp10,0,0,1015,0,0,0,0,800,767,1016,800,1014,292.15,1018,296.15,296.15,800.3333333333,291.54,68.6666666667,296.15,296.8166666667,291.15,296.3166666667,287.8166666667,290.1966666667,295.8166666667,293.15,291.15,290.2,289.4833333333
+10229,2018-07-03 06:00:00,1.6666666667,level_10,0,1,88,73.6666666667,75,1,0,91,0.3333333333,308,0,0.6666666667,0,sp10,0,0,1015,0,0,0,0,800,800,1016.3333333333,800,1014.3333333333,290.4833333333,1018.3333333333,295.15,295.15,727.6666666667,289.07,65.3333333333,295.15,296.15,289.15,295.3166666667,287.4833333333,290.03,294.4833333333,293.15,288.15,287.9533333333,286.8166666667
+10230,2018-07-03 09:00:00,0.3333333333,level_2,0,1,68.3333333333,53.3333333333,63.3333333333,0.6666666667,0,122.3333333333,0,190.6666666667,0,1,0,sp10,0,0,1016,0,0,0,0,800,800,1017.3333333333,800,1015,295.15,1019,299.8166666667,299.8166666667,734.6666666667,293.1266666667,57.3333333333,299.8166666667,300.4833333333,295.15,299.4833333333,290.8166666667,292.9166666667,298.4833333333,295.4833333333,291.8166666667,292.84,290.8166666667
+10231,2018-07-03 12:00:00,2.3333333333,level_3,0,4,43,38,40,2.6666666667,0,230,3,113.3333333333,13.3333333333,2,0,sp10,0,0,1016,0,0,0,0,800.6666666667,800.3333333333,1017,800,1015,300.8166666667,1018.6666666667,302.4833333333,302.4833333333,802,299.82,54.3333333333,302.4833333333,304.4833333333,299.15,302.4833333333,296.8166666667,297.2366666667,300.4833333333,297.8166666667,299.15,297.6466666667,295.15
+10232,2018-07-03 15:00:00,3.6666666667,level_3,0,5,30.3333333333,28.3333333333,51.6666666667,3.3333333333,0,350,5,146.6666666667,6.6666666667,2.3333333333,0,sp8,0,0,1015,0,0,0,0,800.3333333333,801,1016.3333333333,800,1014.3333333333,304.8166666667,1017.6666666667,302.8166666667,302.8166666667,802.3333333333,304.21,57.3333333333,302.8166666667,306.4833333333,302.8166666667,303.65,297.8166666667,298.73,300.8166666667,299.4833333333,303.8166666667,301.5866666667,299.4833333333
+10233,2018-07-03 18:00:00,2.6666666667,level_3,0,4.6666666667,32.6666666667,22.3333333333,75,2.3333333333,0,353.3333333333,4,163.3333333333,0,4.3333333333,0,sp6,0,0,1015,0,0,0,0,800,800.3333333333,1016.3333333333,800,1013.6666666667,305.15,1016.3333333333,302.15,302.15,803,304.54,63.3333333333,302.15,305.15,304.15,302.65,296.15,296.6633333333,300.15,297.15,304.15,303.3333333333,301.4833333333
+10234,2018-07-03 21:00:00,3,level_3,0,3,48.3333333333,26,75,1.3333333333,0,336.6666666667,1.6666666667,203.3333333333,0,5.6666666667,0,sp7,0,0,1014.6666666667,0,0,0,0,800,800,1017.3333333333,800,1014,299.15,1016,299.15,299.15,803,298.7433333333,78.3333333333,299.15,300.8166666667,303.15,299.7533333333,292.8166666667,293.96,298.8166666667,295.4833333333,298.4833333333,301.5133333333,299.15
+10235,2018-07-04 00:00:00,2,level_2,0.1,2,68.3333333333,37,80.6666666667,1,0,9.6666666667,1.6666666667,283.3333333333,0,3.3333333333,0,sp11,0,0,1016,0,0,0,0,800,800,1018,800,1015,294.15,1016,297.4833333333,297.4833333333,702,293.54,84.6666666667,297.4833333333,296.8166666667,296.15,296.15,291.8166666667,293.3033333333,295.4833333333,295.15,293.15,295.2,294.4833333333
+10236,2018-07-04 03:00:00,1,level_6,0.2,1.6666666667,80.3333333333,45,91.3333333333,1,0,3.3333333333,0.6666666667,93.3333333333,0,2.6666666667,0,sp11,0,0,1016,0,0,0,0,800,800,1017.3333333333,800,1014,292.4833333333,1015.6666666667,297.15,297.15,601.3333333333,291.7133333333,83,297.15,295.8166666667,292.8166666667,294.5233333333,291.15,292.4733333333,293.15,294.15,291.15,291.4166666667,290.15
+10237,2018-07-04 06:00:00,1.6666666667,level_7,0,1.6666666667,84,60.3333333333,80,1,0,3.3333333333,1.6666666667,200.3333333333,0,1,0,sp12,0,0,1016,0,0,0,0,800,800,1016.3333333333,800,1014,290.15,1015.6666666667,297.4833333333,297.4833333333,803.3333333333,289.54,76.3333333333,297.4833333333,294.4833333333,289.8166666667,292.9,291.15,292.51,291.15,294.15,289.15,288.9533333333,288.15
+10238,2018-07-04 09:00:00,2,level_4,0,1,65.6666666667,50.3333333333,75,0.6666666667,0,96.6666666667,1.3333333333,100.3333333333,0,1.6666666667,0,sp14,0,0,1016,0,0,0,0,800,800,1015.3333333333,800,1015,293.4833333333,1016.3333333333,298.8166666667,298.8166666667,803,291.9466666667,69.3333333333,298.8166666667,299.4833333333,295.4833333333,298.44,292.8166666667,293.5966666667,297.4833333333,294.4833333333,290.8166666667,293.5233333333,291.8166666667
+10239,2018-07-04 12:00:00,5.6666666667,level_5,1,1.6666666667,42.6666666667,38,63.3333333333,2.6666666667,20,313.3333333333,2.6666666667,120,13.3333333333,2.3333333333,0,sp15,0,0,1015.6666666667,0,0,0,0,800.6666666667,800,1015,801,1014.3333333333,298.8166666667,1017,302.8166666667,302.8166666667,459.8333333333,297.0333333333,51.3333333333,302.8166666667,302.8166666667,299.15,301.5233333333,294.8166666667,295.4933333333,300.15,296.15,295.8166666667,298.07,296.15
+10240,2018-07-04 15:00:00,6.3333333333,level_4,0.6,4.3333333333,31.3333333333,30.6666666667,80,4.3333333333,20,240,4,116.6666666667,20,3,0,sp13,0,0,1014.6666666667,0,0,0,0,801,800,1014.3333333333,801,1012.6666666667,301.8166666667,1017,303.15,303.15,511.6666666667,300.6233333333,51.3333333333,303.15,303.4833333333,300.8166666667,301.9833333333,293.15,294.32,300.4833333333,295.4833333333,299.8166666667,299.8133333333,298.15
+10241,2018-07-04 18:00:00,6.3333333333,level_6,0.1,3.3333333333,31,24.6666666667,75,4.6666666667,6.6666666667,226.6666666667,4,123.3333333333,6.6666666667,5,0,sp12,0,0,1013.3333333333,0,0,0,0,800.3333333333,800,1017.3333333333,800.3333333333,1003,303.15,1017,303.83,303.83,708.6666666667,301.9366666667,38,303.83,302.15,301.4833333333,300.9833333333,292.8166666667,293.32,299.8166666667,293.8166666667,301.15,300.2,297.8166666667
+10242,2018-07-04 21:00:00,6.3333333333,level_5,0.5,2,42,36.6666666667,63.3333333333,3.6666666667,0,330,2.3333333333,163.3333333333,0,5.6666666667,0,sp14,0,0,1013,0,0,0,0,800,800,1019.3333333333,800,1012,300.15,1017.6666666667,302.4833333333,302.4833333333,520.3333333333,298.33,43,302.4833333333,300.8166666667,299.15,299.9833333333,290.8166666667,291.47,299.15,292.15,297.15,298.0666666667,296.4833333333
+10243,2018-07-05 00:00:00,3.3333333333,level_5,0.2,1.3333333333,61.6666666667,38,80.6666666667,1.3333333333,0,293.3333333333,3.3333333333,259.3333333333,20,2.3333333333,0,sp16,0,0,1014.3333333333,0,0,0,0,801,800,1020.3333333333,800,1014,295.4833333333,1018.6666666667,298.8166666667,298.8166666667,607.6666666667,294.4733333333,66.3333333333,298.8166666667,298.15,295.8166666667,297.3166666667,290.15,290.7866666667,296.4833333333,291.4833333333,293.8166666667,294.1666666667,292.8166666667
+10244,2018-07-05 03:00:00,1,level_6,0.3,1.6666666667,75.3333333333,51.6666666667,92,0.3333333333,0,107.3333333333,2,23.3333333333,26.6666666667,1.6666666667,0,sp16,0,0,1015,0,0,0,0,801.3333333333,800,1020,800,1014.6666666667,292.8166666667,1019.3333333333,298.4833333333,298.4833333333,500,292.2066666667,29.6666666667,298.4833333333,297.4833333333,291.8166666667,296.8166666667,289.15,290.04,296.15,291.15,291.8166666667,290.6766666667,289.8166666667
+10245,2018-07-05 06:00:00,1.3333333333,level_7,0,2,78.6666666667,61.6666666667,26.6666666667,1.3333333333,0,80,1.3333333333,145.6666666667,26.6666666667,0.6666666667,0,sp16,0,0,1015.6666666667,0,0,0,0,801.3333333333,800,1020.3333333333,800,1015.3333333333,291.4833333333,1020.3333333333,295.8166666667,295.8166666667,781.3333333333,290.47,36,295.8166666667,297.15,289.8166666667,296.3366666667,288.15,288.9,295.4833333333,289.8166666667,289.8166666667,288.8,287.8166666667
+10246,2018-07-05 09:00:00,1,level_6,0,1,55.6666666667,49.6666666667,40,2,0,197,3,276.6666666667,0,2,0,sp17,0,0,1016.6666666667,0,0,0,0,800,801.3333333333,1021.6666666667,800,1017,295.8166666667,1021.6666666667,300.4833333333,300.4833333333,802,294.1966666667,28.3333333333,300.4833333333,299.15,294.4833333333,298.65,290.4833333333,291.6533333333,298.15,293.15,293.15,292.78,291.15
+10247,2018-07-05 12:00:00,2,level_5,0,3.3333333333,40,34.3333333333,75,5,0,326.6666666667,3.3333333333,246.6666666667,26.6666666667,1.3333333333,0,sp16,0,0,1016.6666666667,0,0,0,0,801.3333333333,801,1022.6666666667,800,1017,300.15,1022,302.15,302.15,635.3333333333,299.7433333333,43,302.15,302.4833333333,298.4833333333,301.3166666667,292.8166666667,293.8466666667,300.15,294.8166666667,299.4833333333,297.32,295.15
+10248,2018-07-05 15:00:00,1.3333333333,level_5,0,5.6666666667,29.6666666667,29,75,3.3333333333,0,313.3333333333,6,170,40,2.3333333333,0,sp15,0,0,1016,0,0,0,0,802,801.6666666667,1023,800,1017,303.8166666667,1021,303.15,303.15,803,303.0066666667,45,303.15,303.15,301.4833333333,301.65,293.4833333333,293.8166666667,300.15,294.15,302.4833333333,299.8033333333,298.15
+10249,2018-07-05 18:00:00,1.3333333333,level_5,0,4.6666666667,35,25.3333333333,75,4,0,313.3333333333,5,136.6666666667,26.6666666667,5.6666666667,0,sp13,0,0,1017,0,0,0,0,801.3333333333,801.3333333333,1023,800,1017,303.4833333333,1020,301.8166666667,301.8166666667,803,303.0766666667,51,301.8166666667,300.15,302.15,299.65,292.15,293.3666666667,299.15,294.8166666667,302.8166666667,301.2033333333,299.15
+10250,2018-07-05 21:00:00,2,level_4,0,2.3333333333,46.3333333333,32.3333333333,75,1.6666666667,0,327,3,133.3333333333,13.3333333333,4.6666666667,0,sp13,0,0,1018.3333333333,0,0,0,0,800.6666666667,801,1023.3333333333,800,1017.6666666667,299.4833333333,1020,299.8166666667,299.8166666667,803,299.08,63,299.8166666667,297.4833333333,300.8166666667,297.4833333333,289.8166666667,291.28,297.4833333333,293.15,298.8166666667,299.2266666667,296.8166666667
+10251,2018-07-06 00:00:00,1,level_5,0.1,1.6666666667,64,41.6666666667,30.3333333333,0.6666666667,0,80,1.6666666667,146.6666666667,0,2,0,sp15,0,0,1020,0,0,0,0,800,800,1024,800,1019,294.4833333333,1020.6666666667,298.8166666667,298.8166666667,701,294.0766666667,69,298.8166666667,297.15,296.15,297.15,288.8166666667,290.1533333333,297.15,291.8166666667,293.8166666667,295.17,294.15
+10252,2018-07-06 03:00:00,1.6666666667,level_10,0,2,77,53.6666666667,2.6666666667,1,0,136.6666666667,0.3333333333,143.6666666667,0,1.3333333333,0,sp13,0,0,1020,0,0,0,0,800,800.6666666667,1023,800,1019,292.4833333333,1021,296.15,296.15,800,292.15,71.6666666667,296.15,297.15,293.15,296.4833333333,288.15,289.4433333333,295.8166666667,291.15,291.8166666667,292.39,291.8166666667
+10253,2018-07-06 06:00:00,2.3333333333,level_9,0,1.6666666667,80.3333333333,66,75,1.3333333333,0,156.3333333333,1.3333333333,102,0,0.6666666667,0,sp13,0,0,1020,0,0,0,0,800,801.3333333333,1023.3333333333,800,1019.3333333333,291.15,1021.3333333333,295.15,295.15,803,289.7366666667,73,295.15,296.4833333333,290.8166666667,295.8166666667,288.8166666667,289.92,295.15,291.15,288.8166666667,290.0933333333,289.15
+10254,2018-07-06 09:00:00,1.6666666667,level_7,0,2.6666666667,62,49.3333333333,75,1,0,116.6666666667,2,250,0,1,0,sp14,0,0,1020.6666666667,0,0,0,0,800,801,1023,800,1020,296.15,1022,298.8166666667,298.8166666667,803,294.5333333333,55,298.8166666667,298.4833333333,295.15,298.3166666667,290.15,291.4066666667,298.15,293.15,293.4833333333,293.6966666667,291.8166666667
+10255,2018-07-06 12:00:00,1.6666666667,level_3,0,4.6666666667,40,34,63.3333333333,1.3333333333,0,20,4.3333333333,206.6666666667,6.6666666667,1.3333333333,0,sp13,0,0,1020.6666666667,0,0,0,0,800.3333333333,801,1022.6666666667,800,1020,301.8166666667,1021.6666666667,301.4833333333,301.4833333333,802.6666666667,301.41,54.3333333333,301.4833333333,301.15,300.4833333333,300.3166666667,294.15,295.82,299.4833333333,297.8166666667,301.15,299.5966666667,298.4833333333
+10256,2018-07-06 15:00:00,2.3333333333,level_4,0,5,25,23,51.6666666667,4,0,53.3333333333,6,140,20,2,0,sp11,0,0,1020,0,0,0,0,801,801.6666666667,1022,800,1019.3333333333,306.4833333333,1020.3333333333,302.4833333333,302.4833333333,802.3333333333,306.0766666667,49,302.4833333333,300.4833333333,304.15,300.3166666667,296.15,296.76,300.15,297.4833333333,305.8166666667,303.0533333333,300.15
+10257,2018-07-06 18:00:00,2.3333333333,level_5,0,5,23.6666666667,23,40,3.6666666667,0,73.3333333333,4.6666666667,106.6666666667,13.3333333333,3.3333333333,0,sp8,0,0,1019,0,0,0,0,800.6666666667,801.6666666667,1021.3333333333,800,1018,307.4833333333,1018.6666666667,301.8166666667,301.8166666667,802,307.08,49,301.8166666667,300.15,305.4833333333,299.8166666667,295.15,296.3566666667,299.4833333333,297.8166666667,306.8166666667,304.06,300.8166666667
+10258,2018-07-06 21:00:00,2.6666666667,level_2,0,3.6666666667,33.6666666667,28.3333333333,20,2.3333333333,0,86.6666666667,2.3333333333,183.3333333333,0,5,0,sp9,0,0,1019.3333333333,0,0,0,0,800,800.3333333333,1022.3333333333,800,1018,303.15,1018.3333333333,299.15,299.15,801,302.5433333333,72.3333333333,299.15,299.15,303.4833333333,299.15,291.8166666667,293.3133333333,299.15,295.15,302.15,301.6533333333,299.8166666667
+10259,2018-07-07 00:00:00,1,level_2,0,3.3333333333,47.6666666667,37.6666666667,24,0.6666666667,0,46,0.6666666667,87.3333333333,0,3.3333333333,0,sp12,0,0,1021,0,0,0,0,800,800,1023,800,1020,297.8166666667,1019,298.15,298.15,801.3333333333,296.6033333333,78,298.15,298.15,297.8166666667,297.4833333333,288.8166666667,290.1533333333,296.8166666667,291.8166666667,295.8166666667,297.0566666667,296.4833333333
+10260,2018-07-07 03:00:00,1.3333333333,level_5,0,2,61.3333333333,50.3333333333,49.3333333333,1.3333333333,4,36.6666666667,1,93.3333333333,0,1.3333333333,0,sp10,0,0,1020.3333333333,0,0,0,0,800,800.6666666667,1022,800.3333333333,1019.3333333333,293.8166666667,1019,297.15,297.15,802.3333333333,293.6133333333,81.3333333333,297.15,297.15,294.8166666667,295.65,287.8166666667,288.9333333333,294.15,290.4833333333,293.4833333333,294.6266666667,294.4833333333
+10261,2018-07-07 06:00:00,1.3333333333,level_10,0.1,1.6666666667,68,54.6666666667,33.3333333333,1.6666666667,0,156.6666666667,1,304,0,0.6666666667,0,sp10,0,0,1020,0,0,0,0,800,800.3333333333,1021,800,1019,292.15,1019.3333333333,295.15,295.15,300,291.34,84.6666666667,295.15,296.15,293.15,294.65,288.15,289.4433333333,293.15,291.15,290.8166666667,292.6333333333,292.15
+10262,2018-07-07 09:00:00,1.6666666667,level_7,0.2,1.6666666667,53.3333333333,44.6666666667,20,1,0,41.6666666667,0.6666666667,211,0,0.6666666667,0,sp12,0,0,1020,0,0,0,0,800,800,1021.3333333333,800,1020,296.8166666667,1020.6666666667,298.8166666667,298.8166666667,600.3333333333,295.8033333333,67.6666666667,298.8166666667,299.4833333333,296.8166666667,299.3166666667,291.15,292.04,299.15,293.15,295.15,295.36,293.15
+10263,2018-07-07 12:00:00,1.6666666667,level_4,0,4,32.3333333333,32.6666666667,26.6666666667,1,0,116.6666666667,2.6666666667,166.6666666667,0,0.6666666667,0,sp12,0,0,1019.6666666667,0,0,0,0,800,800.3333333333,1020.3333333333,800,1019.6666666667,304.15,1020.6666666667,301.8166666667,301.8166666667,801.3333333333,303.34,57,301.8166666667,303.4833333333,301.8166666667,301.65,296.4833333333,297.2066666667,299.8166666667,298.15,302.8166666667,300.4466666667,298.4833333333
+10264,2018-07-07 15:00:00,2,level_4,0,4,24.6666666667,23.6666666667,40,4,0,300,5,140,20,2,0,sp8,0,0,1018.3333333333,0,0,0,0,801,801,1019.3333333333,800,1018.3333333333,307.8166666667,1018.6666666667,302.8166666667,302.8166666667,802,307.21,44,302.8166666667,303.8166666667,305.4833333333,301.9833333333,297.8166666667,298.4233333333,300.15,299.15,306.8166666667,304.6066666667,303.15
+10265,2018-07-07 18:00:00,2.3333333333,level_5,0.3,3.6666666667,19.3333333333,20,63.3333333333,2.6666666667,0,223.3333333333,3.3333333333,156.6666666667,20,2.6666666667,0,sp5,0,0,1017.6666666667,0,0,0,0,801,800,1020,800,1017,309.4833333333,1017.3333333333,302.15,302.15,520,308.67,43.3333333333,302.15,303.4833333333,307.15,301.8166666667,295.4833333333,296.4833333333,300.15,297.8166666667,308.15,305.9866666667,302.8166666667
+10266,2018-07-07 21:00:00,2,level_5,0.2,2.3333333333,28,24.3333333333,51.6666666667,1.3333333333,0,310,1.6666666667,114.3333333333,13.3333333333,4.6666666667,0,sp5,0,0,1018,0,0,0,0,800.6666666667,800.6666666667,1020.3333333333,800,1017.3333333333,305.4833333333,1017,299.4833333333,299.4833333333,601,304.7,66.6666666667,299.4833333333,299.8166666667,306.15,299.3166666667,293.4833333333,294.3133333333,298.8166666667,295.4833333333,304.15,304.1266666667,302.15
+10267,2018-07-08 00:00:00,2,level_4,0.1,1.3333333333,48.3333333333,40,45,0.6666666667,0,81,2,91,0,3.3333333333,0,sp10,0,0,1018.3333333333,0,0,0,0,800,800.3333333333,1021,800,1019,298.4833333333,1017.6666666667,298.15,298.15,701.3333333333,298.0766666667,79.6666666667,298.15,297.4833333333,299.4833333333,297.3166666667,292.15,293.19,297.15,294.4833333333,297.8166666667,298.9133333333,298.4833333333
+10268,2018-07-08 03:00:00,1.6666666667,level_10,0.2,2.3333333333,62.6666666667,50.6666666667,42.6666666667,0.3333333333,0,0,2,267.6666666667,0,2,0,sp9,0,0,1019,0,0,0,0,800,800.6666666667,1020,800,1018.3333333333,295.8166666667,1019,296.4833333333,296.4833333333,600.6666666667,295.2066666667,78,296.4833333333,296.8166666667,296.15,295.4833333333,291.8166666667,292.71,294.15,293.8166666667,294.8166666667,295.77,295.4833333333
+10269,2018-07-08 06:00:00,1.6666666667,level_7,0.2,1.3333333333,75.6666666667,57.3333333333,75,1,0,119.3333333333,1.3333333333,303,0,1,0,sp10,0,0,1018.6666666667,0,0,0,0,800,800.3333333333,1020,800,1017.6666666667,293.4833333333,1019.3333333333,295.15,295.15,601,292.07,78,295.15,295.15,295.15,293.8166666667,292.15,292.8933333333,292.4833333333,293.8166666667,291.15,294.0466666667,293.15
+10270,2018-07-08 09:00:00,2.3333333333,level_4,0,1,62.3333333333,48.3333333333,51.6666666667,0.3333333333,0,109.3333333333,0.3333333333,53.3333333333,0,1,0,sp12,0,0,1019,0,0,0,0,800,800,1021,800,1018.3333333333,297.8166666667,1020.6666666667,299.4833333333,299.4833333333,802.3333333333,295.7933333333,53.3333333333,299.4833333333,300.15,298.15,299.9833333333,293.15,294.3033333333,299.8166666667,295.8166666667,294.4833333333,296.9066666667,294.4833333333
+10271,2018-07-08 12:00:00,2,level_2,0,3,42.6666666667,32,40,1,0,106.6666666667,3.3333333333,126.6666666667,0,1,0,sp12,0,0,1019.3333333333,0,0,0,0,800,800,1021,800,1019,303.15,1021,303.4833333333,303.4833333333,802,302.14,41.6666666667,303.4833333333,304.15,302.8166666667,303.15,297.4833333333,298.07,302.15,298.8166666667,301.4833333333,301.92,299.8166666667
+10272,2018-07-08 15:00:00,1.6666666667,level_5,0,4.3333333333,27.6666666667,23,40,3.3333333333,0,326.6666666667,4.3333333333,143.3333333333,26.6666666667,2.6666666667,0,sp11,0,0,1018.3333333333,0,0.3,0,0,707.6666666667,800,1021,800,1018,307.8166666667,1019.3333333333,305.15,305.15,802,306.6033333333,36.3333333333,305.15,305.8166666667,306.4833333333,303.65,300.15,300.53,301.4833333333,300.8166666667,305.8166666667,305.53,303.8166666667
+10273,2018-07-08 18:00:00,3.3333333333,level_5,0,4,29.3333333333,24.6666666667,33.3333333333,4,0,306.6666666667,3.6666666667,153.3333333333,33.3333333333,3.6666666667,0,sp8,0,0,1017,0,0,0,0,801.6666666667,800,1020.3333333333,800,1017,308.15,1018,303.4833333333,303.4833333333,801.6666666667,307.5433333333,38.3333333333,303.4833333333,304.8166666667,307.8166666667,303.15,298.15,298.7333333333,301.4833333333,299.15,307.15,305.3133333333,300.4833333333
+10274,2018-07-08 21:00:00,1,level_3,0,2,31.3333333333,31,20,2,0,130,2,86.6666666667,20,4.3333333333,0,sp9,0,0,1018,0,0,0,0,801,800,1021.6666666667,800,1017.6666666667,305.4833333333,1018.6666666667,301.15,301.15,604.3333333333,304.2666666667,53.3333333333,301.15,300.8166666667,303.8166666667,300.15,294.8166666667,295.5733333333,299.4833333333,296.4833333333,303.4833333333,302.8266666667,300.8166666667
+10275,2018-07-09 00:00:00,3.3333333333,level_7,0.1,1.3333333333,51.6666666667,47.3333333333,29.3333333333,0.6666666667,0,130,2,251,0,2,0,sp13,0,0,1018,0,0,0,0,800,800.6666666667,1022,800,1018.3333333333,299.8166666667,1020,298.4833333333,298.4833333333,700.3333333333,298.1966666667,66.3333333333,298.4833333333,297.8166666667,298.8166666667,297.4833333333,290.8166666667,292.5966666667,297.15,294.8166666667,297.15,298.6266666667,298.4833333333
+10276,2018-07-09 03:00:00,3,level_3,0.1,0.6666666667,65.3333333333,52,68,1.3333333333,0,23.3333333333,2.3333333333,274.6666666667,0,2.6666666667,0,sp12,0,0,1018,0,0,0,0,800,800.3333333333,1021,800,1018,295.8166666667,1020,296.4833333333,296.4833333333,702,295.0066666667,61.3333333333,296.4833333333,297.15,296.15,296.15,288.8166666667,291.1966666667,295.15,294.15,294.4833333333,296.15,296.15
+10277,2018-07-09 06:00:00,1,level_8,0,1.3333333333,71,58.6666666667,40,1,0,43.3333333333,1.3333333333,286.6666666667,0,1,0,sp13,0,0,1018,0,0,0,0,800,800,1021.3333333333,800,1018,293.8166666667,1020.3333333333,295.15,295.15,761.3333333333,293.8166666667,56.3333333333,295.15,296.8166666667,294.15,295.3166666667,288.15,290.5433333333,293.8166666667,293.4833333333,293.8166666667,293.3633333333,292.4833333333
+10278,2018-07-09 09:00:00,1,level_4,0,1,57.6666666667,44.3333333333,20,1,0,148.6666666667,1,66.6666666667,0,1.3333333333,0,sp13,0,0,1018,0,0,0,0,800,800.3333333333,1022.3333333333,800,1018,298.15,1021,300.8166666667,300.8166666667,801,296.9366666667,36.6666666667,300.8166666667,300.4833333333,298.8166666667,300.15,293.8166666667,295.2933333333,299.8166666667,297.15,296.15,296.9166666667,295.4833333333
+10279,2018-07-09 12:00:00,1.6666666667,level_3,0,3.3333333333,36,31.6666666667,20,2.3333333333,0,203.3333333333,2.3333333333,163.3333333333,0,1.6666666667,0,sp13,0,0,1017.6666666667,0,0,0,0,800,800.6666666667,1021,800,1017.3333333333,304.15,1020.6666666667,305.8166666667,305.8166666667,801,303.7433333333,29.6666666667,305.8166666667,306.15,303.8166666667,303.8166666667,299.15,300.0633333333,301.4833333333,301.15,303.4833333333,302.86,302.15
+10280,2018-07-09 15:00:00,4.6666666667,level_5,0,5,27.6666666667,22,26.6666666667,4.3333333333,0,206.6666666667,5.3333333333,166.6666666667,0,3,0,sp10,0,0,1015.3333333333,0,0,0,0,800,801,1021,800,1007,308.15,1019.3333333333,305.1686666667,305.1686666667,801.3333333333,307.54,32.3333333333,305.1686666667,306.8166666667,307.8166666667,304.3166666667,299.8166666667,300.46,301.8166666667,301.15,307.15,306.6033333333,304.8166666667
+10281,2018-07-09 18:00:00,3.3333333333,level_3,0,4.6666666667,27,19.6666666667,20,2.6666666667,0,333.3333333333,3.6666666667,140,0,4,0,sp8,0,0,1015,0,0,0,0,800,604.3333333333,1020,800,1014.3333333333,309.15,1017.6666666667,304.4833333333,304.4833333333,801,308.5433333333,37.6666666667,304.4833333333,305.4833333333,308.15,303.65,299.8166666667,300.12,301.8166666667,300.4833333333,308.15,306.9933333333,304.15
+10282,2018-07-09 21:00:00,3,level_2,0,6.3333333333,32.6666666667,28,0,1.6666666667,0,300,3.3333333333,83.3333333333,0,4.6666666667,0,sp9,0,0,1017.3333333333,0,0,0,0,800,207.3333333333,1021,800,1015,305.4833333333,1017.6666666667,301.15,301.15,800,304.07,55.6666666667,301.15,300.8166666667,305.4833333333,300.3166666667,295.4833333333,296.0666666667,299.8166666667,296.8166666667,303.15,304.4533333333,301.8166666667
+10283,2018-07-10 00:00:00,4.3333333333,level_2,0,3.3333333333,58.3333333333,41.6666666667,0,0.6666666667,0,187.6666666667,2,188.6666666667,0,3,0,sp12,0,0,1017.6666666667,0,0,0,0,800,800.3333333333,1021,800,1016.6666666667,298.8166666667,1019,299.8166666667,299.8166666667,800,297.6033333333,66.3333333333,299.8166666667,298.4833333333,300.15,297.4833333333,289.8166666667,291.8966666667,296.4833333333,294.4833333333,296.8166666667,299.96,299.8166666667
+10284,2018-07-10 03:00:00,3,level_10,0,1.3333333333,71.6666666667,51,25,1,0,136.6666666667,0.6666666667,96.3333333333,0,2.6666666667,0,sp10,0,0,1017,0,0,0,0,800,800.6666666667,1020.3333333333,800,1016,295.15,1019,297.8166666667,297.8166666667,801,294.9466666667,63.6666666667,297.8166666667,297.8166666667,296.8166666667,296.3166666667,287.4833333333,290.35,294.8166666667,294.15,294.8166666667,296.4366666667,296.15
+10285,2018-07-10 06:00:00,3,level_10,0,1,68,56.3333333333,75,0.6666666667,0,90,1,171,0,1.6666666667,0,sp12,0,0,1017,0,0,0,0,800,800.3333333333,1020,800,1016,293.4833333333,1019.3333333333,295.4833333333,295.4833333333,803,293.1933333333,76.3333333333,295.4833333333,296.15,294.8166666667,294.9833333333,286.4833333333,289.6233333333,293.8166666667,293.4833333333,292.8166666667,294.5633333333,294.15
+10286,2018-07-10 09:00:00,1.6666666667,level_9,0,1,73.3333333333,46.3333333333,20,0.3333333333,38.3333333333,13.3333333333,1.6666666667,136,0,4,0,sp13,0,0,1016.6666666667,0,0,0,0,800,800,1020,801.6666666667,1016,296.4833333333,1020,300.4833333333,300.4833333333,801,295.0666666667,47.3333333333,300.4833333333,299.4833333333,298.15,299.15,293.15,294.5933333333,298.8166666667,296.4833333333,294.15,296.7866666667,295.4833333333
+10287,2018-07-10 12:00:00,1.3333333333,level_4,0,3.3333333333,59,30.6666666667,20,3,6.6666666667,323.3333333333,2.3333333333,146.6666666667,0,4.6666666667,0,sp13,0,0,1015.6666666667,0,0,0,0,800,800.6666666667,1019.6666666667,800.3333333333,1015.6666666667,300.8166666667,1019.3333333333,303.4833333333,303.4833333333,801,299.8033333333,46.6666666667,303.4833333333,304.4833333333,304.15,302.8166666667,298.4833333333,298.94,301.15,299.4833333333,299.15,302.82,300.8166666667
+10288,2018-07-10 15:00:00,3,level_3,0,5,50,23.3333333333,20,3.6666666667,0,340,4.3333333333,140,0,5,0,sp11,0,0,1015,0,0,0,0,800,801.3333333333,1019,800,1013.6666666667,303.4833333333,1017.3333333333,304.15,304.15,801,303.28,43,304.15,303.4833333333,307.15,302.4833333333,299.8166666667,300.1233333333,301.4833333333,300.4833333333,303.15,306.1233333333,303.8166666667
+10289,2018-07-10 18:00:00,3,level_2,0,4.3333333333,52,22,20,3,0,316.6666666667,4.3333333333,176.6666666667,0,6.6666666667,0,sp9,0,0,1014,0,0,0,0,800,801,1018.6666666667,800,1013,303.4833333333,1016,302.8166666667,302.8166666667,801,303.2233333333,50,302.8166666667,304.15,308.4833333333,302.65,298.15,298.4366666667,301.15,298.8166666667,302.8166666667,306.9266666667,303.8166666667
+10290,2018-07-10 21:00:00,1.6666666667,level_2,0,3.3333333333,67.6666666667,27,20,1.6666666667,0,323.3333333333,2.3333333333,181.6666666667,0,5.6666666667,0,sp9,0,0,1014.3333333333,0,0,0,0,800,800,1019,800,1013.3333333333,299.8166666667,1016,300.4833333333,300.4833333333,801,299.16,64.3333333333,300.4833333333,300.4833333333,306.15,299.9833333333,294.8166666667,295.55,299.4833333333,296.4833333333,298.15,305.06,303.8166666667
+10291,2018-07-11 00:00:00,1.6666666667,level_3,0,2,81.3333333333,34.6666666667,6.6666666667,0.3333333333,0,247,0.6666666667,93.3333333333,0,4.3333333333,0,sp12,0,0,1015,0,0,0,0,800,800,1019,800,1014,294.4833333333,1016.3333333333,298.8166666667,298.8166666667,800.3333333333,293.8766666667,79.6666666667,298.8166666667,298.4833333333,300.4833333333,297.65,289.4833333333,291.5666666667,296.8166666667,294.15,293.4833333333,300.1933333333,299.8166666667
+10292,2018-07-11 03:00:00,1.3333333333,level_6,0,1,88,46,0,0,39.6666666667,85.3333333333,1,100,0,3.6666666667,0,sp10,0,0,1014.6666666667,0,0,0,0,800,800,1018,801.6666666667,1013.6666666667,293.15,1016,297.8166666667,297.8166666667,800,291.9733333333,84.6666666667,297.8166666667,297.15,297.15,296.3166666667,286.8166666667,289.4733333333,295.4833333333,293.15,291.15,296.6,296.15
+10293,2018-07-11 06:00:00,1.6666666667,level_10,0,1.3333333333,88,62.6666666667,63.3333333333,0,75,182,1,207,0,2,0,sp8,0,0,1014.3333333333,0,0,0,0,800,800,1017.6666666667,803,1013.3333333333,293.15,1016.3333333333,296.8166666667,296.8166666667,802.6666666667,290.9233333333,81.3333333333,296.8166666667,296.15,294.4833333333,295.15,284.8166666667,287.9766666667,294.15,292.15,289.4833333333,293.3466666667,292.15
+10294,2018-07-11 09:00:00,1.6666666667,level_5,0,2,80.3333333333,51,75,1,85,120.3333333333,1.3333333333,70.3333333333,0,2,0,sp10,0,0,1015,0,0,0,0,800,801.6666666667,1017,803.6666666667,1014,293.8166666667,1016,299.8166666667,299.8166666667,803,292.6533333333,64.6666666667,299.8166666667,298.8166666667,297.4833333333,298.8166666667,290.8166666667,292.85,298.8166666667,295.4833333333,291.8166666667,296.06,294.4833333333
+10295,2018-07-11 12:00:00,3,level_3,0,3.3333333333,66.3333333333,31.3333333333,40,3.3333333333,55,343.3333333333,4,126.6666666667,0,3,0,sp10,0,0,1014.6666666667,0,0,0,0,800,802.3333333333,1017.3333333333,802.3333333333,1013.6666666667,297.8166666667,1015.6666666667,302.8166666667,302.8166666667,802,297.5566666667,51,302.8166666667,301.8166666667,303.15,301.15,296.15,297.0266666667,300.4833333333,298.15,297.15,301.9266666667,300.15
+10296,2018-07-11 15:00:00,5,level_3,0,4.3333333333,49,21.3333333333,20,3.3333333333,0,20,4.3333333333,136.6666666667,6.6666666667,4,0,sp7,0,0,1013.6666666667,0,0,0,0,800.3333333333,802,1016.3333333333,800,1012.3333333333,302.15,1014.3333333333,302.8166666667,302.8166666667,801,301.9466666667,54.6666666667,302.8166666667,302.15,306.15,301.65,296.4833333333,297.85,301.15,299.4833333333,301.8166666667,304.8233333333,302.15
+10297,2018-07-11 18:00:00,4.6666666667,level_3,0.1,5,55,17.6666666667,26.6666666667,2,0,120,4,163.3333333333,13.3333333333,6.3333333333,0,sp5,0,0,1013.6666666667,0,0,0,0,800.6666666667,801.3333333333,1015,800,1011.6666666667,302.15,1013,301.4833333333,301.4833333333,701,301.4933333333,65.3333333333,301.4833333333,301.8166666667,306.15,301.15,296.15,297.29,300.4833333333,298.8166666667,300.4833333333,305.3066666667,303.15
+10298,2018-07-11 21:00:00,4,level_3,0,4.3333333333,67.6666666667,33.6666666667,33.3333333333,1.6666666667,0,6.6666666667,2.6666666667,120,0,5.6666666667,0,sp5,0,0,1014,0,0,0,0,800,800.6666666667,1015.6666666667,800,1012,297.8166666667,1013,299.8166666667,299.8166666667,801.6666666667,297.29,75.3333333333,299.8166666667,299.4833333333,302.8166666667,298.9833333333,294.15,294.55,298.4833333333,295.15,296.4833333333,302.1466666667,300.4833333333
+10299,2018-07-12 00:00:00,3,level_5,0,1,82.6666666667,44.3333333333,75,0.6666666667,0,203.3333333333,1.3333333333,126.6666666667,0,4,0,sp8,0,0,1015.6666666667,0,0,0,0,800,466.6666666667,1016,800,1014,293.8166666667,1014,299.15,299.15,803,292.8066666667,75.3333333333,299.15,298.8166666667,298.15,297.9833333333,290.4833333333,293.01,297.15,296.15,292.15,297.77,297.4833333333
+10300,2018-07-12 03:00:00,2,level_10,0,3,86,52.6666666667,56,2.3333333333,60,266.6666666667,1.3333333333,216.6666666667,0,2.3333333333,0,sp8,0,0,1014.3333333333,0,0,0,0,800,800.3333333333,1016.3333333333,802.6666666667,1013.3333333333,293.15,1014.6666666667,297.4833333333,297.4833333333,802.6666666667,291.94,81.3333333333,297.4833333333,297.15,294.8166666667,296.8366666667,288.8166666667,291.4633333333,296.4833333333,294.4833333333,291.15,294.4366666667,294.15
+10301,2018-07-12 06:00:00,2.3333333333,level_10,0.3,2.6666666667,82,58.3333333333,75,2.6666666667,90,216.6666666667,1.3333333333,130,0,2.6666666667,0,sp8,0,0,1014,0,0,0,0,800,801,1016.3333333333,804,1013,293.15,1015,296.4833333333,296.4833333333,657.3333333333,291.5333333333,83,296.4833333333,295.8166666667,293.15,295.15,290.15,291.35,294.4833333333,292.8166666667,290.4833333333,292.2666666667,291.4833333333
+10302,2018-07-12 09:00:00,1.3333333333,level_4,0,1,75.6666666667,51,75,0.6666666667,90,113.6666666667,1.6666666667,40,0,2.3333333333,0,sp10,0,0,1014.6666666667,0,0,0,0,800,800,1017.6666666667,804,1014,294.4833333333,1016.3333333333,300.15,300.15,605.6666666667,293.07,61.6666666667,300.15,300.15,296.8166666667,299.9633333333,291.4833333333,292.34,299.8166666667,293.4833333333,292.15,295.6566666667,294.15
+10303,2018-07-12 12:00:00,1.3333333333,level_6,0,2.3333333333,67,34.6666666667,51.6666666667,2.3333333333,90,346.6666666667,4.6666666667,110,13.3333333333,2.6666666667,0,sp10,0,0,1014.6666666667,0,0,0,0,800.6666666667,801,1018,804,1014,296.4833333333,1016.6666666667,303.8166666667,303.8166666667,802.3333333333,295.8766666667,47,303.8166666667,303.4833333333,301.8166666667,302.3366666667,294.8166666667,295.5766666667,301.15,296.4833333333,295.4833333333,300.6533333333,298.8166666667
+10304,2018-07-12 15:00:00,2.3333333333,level_4,0,4.3333333333,58.3333333333,26.6666666667,63.3333333333,3,56.6666666667,230,7.3333333333,133.3333333333,33.3333333333,3.3333333333,0,sp8,0,0,1015,0,0,0,0,801.6666666667,801,1018,802.3333333333,1013.3333333333,299.15,1015,303.8166666667,303.8166666667,802.6666666667,298.8166666667,53,303.8166666667,302.15,304.4833333333,301.4833333333,296.15,296.6066666667,300.8166666667,297.15,298.4833333333,303.5433333333,302.15
+10305,2018-07-12 18:00:00,2.3333333333,level_4,0,5,51.6666666667,18.6666666667,51.6666666667,3.6666666667,6.6666666667,46.6666666667,4.6666666667,113.3333333333,26.6666666667,5.6666666667,0,sp6,0,0,1015.3333333333,0,0,0,0,801.3333333333,800.6666666667,1017.6666666667,800.3333333333,1013,300.15,1014.3333333333,302.4833333333,302.4833333333,802.3333333333,299.8866666667,59.3333333333,302.4833333333,301.4833333333,306.15,300.8166666667,295.4833333333,296.1866666667,300.15,297.15,299.4833333333,305.0866666667,302.8166666667
+10306,2018-07-12 21:00:00,1.6666666667,level_3,0,3,61.6666666667,21.3333333333,26.6666666667,2.3333333333,0,6.6666666667,3,56.6666666667,6.6666666667,5.3333333333,0,sp7,0,0,1016.3333333333,0,0,0,0,800.3333333333,800,1018.6666666667,800,1014.3333333333,296.8166666667,1014,300.15,300.15,801.3333333333,296.5566666667,74,300.15,298.8166666667,304.15,298.4833333333,292.4833333333,293.09,298.15,293.8166666667,296.15,303.0466666667,301.15
+10307,2018-07-13 00:00:00,1.6666666667,level_3,0,3.6666666667,75.6666666667,42.6666666667,6.6666666667,1,0,83.3333333333,1.6666666667,200,0,2.6666666667,0,sp10,0,0,1017.6666666667,0,0,0,0,800,800,1019,800,1016,293.4833333333,1015.3333333333,300.15,300.15,800.3333333333,292.6733333333,74,300.15,297.8166666667,297.8166666667,296.4833333333,288.8166666667,289.8566666667,295.15,291.15,292.15,297.2466666667,296.8166666667
+10308,2018-07-13 03:00:00,1.6666666667,level_2,0,2.3333333333,80.3333333333,58.6666666667,0,1,38.3333333333,103.3333333333,1.3333333333,212.6666666667,0,1.3333333333,0,sp10,0,0,1017.3333333333,0,0,0,0,800,800,1019,801.6666666667,1016,292.4833333333,1016,299.15,299.15,800,291.07,73.6666666667,299.15,295.8166666667,295.8166666667,294.3166666667,286.15,287.6366666667,292.8166666667,289.4833333333,290.15,295.6266666667,295.4833333333
+10309,2018-07-13 06:00:00,1,level_1,0,2,88,62.6666666667,13.3333333333,1.3333333333,13.3333333333,116.6666666667,1.3333333333,186.6666666667,0,0.6666666667,0,sp10,0,0,1017.3333333333,0,0,0,0,800,801.3333333333,1019,800.6666666667,1015.6666666667,290.4833333333,1017,298.4833333333,298.4833333333,601,289.0666666667,71.6666666667,298.4833333333,294.4833333333,294.8166666667,293.15,287.15,288.0466666667,291.8166666667,289.15,288.15,293.99,293.15
+10310,2018-07-13 09:00:00,3,level_2,0,3.3333333333,69.6666666667,61.3333333333,13.3333333333,1.3333333333,68.3333333333,190,1.6666666667,48,20,0.3333333333,0,sp10,0,0,1017.6666666667,0,0,0,0,801,800,1018.3333333333,803,1007.3333333333,293.4833333333,1018,299.4703333333,299.4703333333,800.6666666667,292.47,66,299.4703333333,299.15,297.15,298.9833333333,289.8166666667,291.0133333333,298.8166666667,292.4833333333,291.8166666667,296.19,294.8166666667
+10311,2018-07-13 12:00:00,2.3333333333,level_3,0,4.6666666667,47,47.3333333333,20,0.6666666667,33.3333333333,116.6666666667,3.6666666667,136.6666666667,26.6666666667,2.6666666667,0.1,sp12,0,0,1017.6666666667,0,0,0,0,801.3333333333,700,1017.6666666667,801.6666666667,1016.6666666667,298.15,1017.6666666667,300.4833333333,300.4833333333,801,297.1366666667,72.3333333333,300.4833333333,302.8166666667,301.4833333333,302.4833333333,297.4833333333,298.3966666667,302.15,299.4833333333,296.4833333333,300.4566666667,298.15
+10312,2018-07-13 15:00:00,2,level_3,0,5,42.6666666667,30.3333333333,33.3333333333,4.3333333333,0,120,3.3333333333,116.6666666667,33.3333333333,3.3333333333,0.4,sp11,0,0,1017,0,0,0,0,801.6666666667,614,1017.3333333333,800,1016,300.4833333333,1016.3333333333,302.15,302.15,801.6666666667,300.28,60.6666666667,302.15,301.15,305.4833333333,300.71,299.4833333333,300.14,300.15,300.8166666667,300.15,303.97,301.4833333333
+10313,2018-07-13 18:00:00,4,level_3,0,4.3333333333,39.3333333333,22.6666666667,63.3333333333,3,0,63.3333333333,3,120,20,4,0,sp9,0,0,1017,0,0,0,0,801,800,1016.6666666667,800,1015.3333333333,301.8166666667,1015.3333333333,301.4833333333,301.4833333333,605.6666666667,301.2066666667,66.6666666667,301.4833333333,301.15,307.4833333333,300.4633333333,296.8166666667,297.9066666667,299.8166666667,299.15,300.8166666667,305.7933333333,302.8166666667
+10314,2018-07-13 21:00:00,3,level_3,0.1,3,51.3333333333,20.6666666667,40,2.3333333333,0,23.3333333333,1.6666666667,73.3333333333,13.3333333333,3.6666666667,0,sp9,0,0,1016.3333333333,0,0,0,0,800.6666666667,800.3333333333,1016.6666666667,800,1015.6666666667,298.4833333333,1015,299.4833333333,299.4833333333,701.3333333333,297.8733333333,76.6666666667,299.4833333333,299.15,306.15,298.8166666667,293.8166666667,294.9266666667,298.4833333333,296.4833333333,297.4833333333,304.9,302.8166666667
+10315,2018-07-14 00:00:00,2.3333333333,level_2,0.1,1.3333333333,74.3333333333,30.3333333333,25,1.3333333333,0,200,1.6666666667,283.3333333333,0,2.6666666667,0,sp12,0,0,1017.6666666667,0,0,0,0,800,800,1019,800,1017,294.15,1016,298.8166666667,298.8166666667,254,293.14,79.6666666667,298.8166666667,297.4833333333,301.8166666667,296.4833333333,292.15,293.34,295.4833333333,294.8166666667,292.4833333333,300.7233333333,299.8166666667
+10316,2018-07-14 03:00:00,3,level_9,0.1,1.3333333333,87.6666666667,37.6666666667,63.3333333333,0.6666666667,0,26.6666666667,2.6666666667,105.3333333333,0,1.6666666667,0,sp13,0,0,1016.6666666667,0,0,0,0,800,800,1017.6666666667,800,1016,291.15,1016.3333333333,297.15,297.15,701.3333333333,290.7866666667,83,297.15,296.4833333333,298.4833333333,295.3166666667,290.15,291.7833333333,294.15,293.8166666667,290.4833333333,298.15,297.8166666667
+10317,2018-07-14 06:00:00,2,level_8,0,1.3333333333,89.6666666667,55.6666666667,20,1,38.3333333333,66.6666666667,1.3333333333,183.3333333333,0,1,0,sp13,0,0,1016,0,0,0,0,800,800,1017,801.6666666667,1016,290.15,1017.3333333333,295.15,295.15,727.6666666667,289.34,84.6666666667,295.15,295.4833333333,295.15,294.2333333333,288.15,290.2433333333,292.8166666667,292.8166666667,288.8166666667,294.2566666667,293.15
+10318,2018-07-14 09:00:00,0.6666666667,level_5,0,1,77.3333333333,44,20,0.3333333333,63.3333333333,0,1.3333333333,60.3333333333,0,1.3333333333,0,sp14,0,0,1017,0,0,0,0,800,800,1017,802.6666666667,1017,292.8166666667,1019,299.8166666667,299.8166666667,801,292.2066666667,61.3333333333,299.8166666667,299.4833333333,297.8166666667,299.3166666667,292.15,293.7366666667,299.15,295.8166666667,291.8166666667,296.5666666667,295.4833333333
+10319,2018-07-14 12:00:00,2.3333333333,level_4,0,2.3333333333,58,29.3333333333,20,0.6666666667,51.6666666667,86.6666666667,3.6666666667,133.3333333333,0,2.3333333333,0,sp15,0,0,1017,0,0,0,0,800,800,1017.3333333333,802.3333333333,1007.6666666667,298.15,1019,302.1763333333,302.1763333333,801,298.02,56.6666666667,302.1763333333,303.8166666667,302.8166666667,302.3166666667,298.4833333333,299.1866666667,300.8166666667,300.15,297.8166666667,301.38,299.15
+10320,2018-07-14 15:00:00,4,level_5,0,3.6666666667,43.6666666667,19.3333333333,40,3.6666666667,20,306.6666666667,4.3333333333,120,0,4.3333333333,0,sp14,0,0,1016,0,0,0,0,800,800,1015.6666666667,801,1006.3333333333,300.8166666667,1018.3333333333,304.278,304.278,802,300.6133333333,52,304.278,305.8166666667,305.4833333333,303.9833333333,300.8166666667,301.7233333333,302.15,302.4833333333,300.4833333333,304.6666666667,302.8166666667
+10321,2018-07-14 18:00:00,4.6666666667,level_4,0,3.3333333333,43.6666666667,14.6666666667,26.6666666667,3.3333333333,0,303.3333333333,4,123.3333333333,0,5.6666666667,0,sp12,0,0,1015,0,0,0,0,800,800,1015.6666666667,800,1014.6666666667,300.15,1016.6666666667,302.8166666667,302.8166666667,407.6666666667,299.7433333333,57,302.8166666667,306.15,306.8166666667,303.9833333333,296.8166666667,297.8466666667,301.8166666667,298.8166666667,299.4833333333,305.6533333333,303.15
+10322,2018-07-14 21:00:00,3.6666666667,level_2,0,3,54.6666666667,18.6666666667,40,2.3333333333,0,326.6666666667,1.3333333333,146.6666666667,0,6.6666666667,0,sp13,0,0,1015.3333333333,0,0,0,0,800,800,1015.6666666667,800,1014.3333333333,295.4833333333,1016.3333333333,301.15,301.15,802,295.28,72.6666666667,301.15,301.4833333333,304.8166666667,300.4833333333,294.15,295.59,299.4833333333,297.4833333333,295.15,303.13,300.4833333333
+10323,2018-07-15 00:00:00,3,level_2,0,1.3333333333,78.6666666667,22.3333333333,38.3333333333,1.3333333333,0,113.3333333333,2.6666666667,269.3333333333,0,3.6666666667,0,sp16,0,0,1016,0,0,0,0,800,800,1016.3333333333,800,1015.3333333333,292.15,1017.6666666667,299.15,299.15,801.6666666667,291.5433333333,83,299.15,297.8166666667,300.8166666667,297.3166666667,292.15,294.0833333333,296.8166666667,296.4833333333,291.15,298.7266666667,297.15
+10324,2018-07-15 03:00:00,1.3333333333,level_8,0,0.6666666667,78.6666666667,35.6666666667,26.6666666667,1,50,208,2.3333333333,106,0,2.3333333333,0,sp15,0,0,1015.3333333333,0,0,0,0,800,800,1016.6666666667,802,1014.3333333333,291.8166666667,1017.3333333333,297.15,297.15,801.3333333333,290.4033333333,86.3333333333,297.15,296.4833333333,293.8166666667,295.9833333333,291.8166666667,292.8566666667,295.4833333333,294.15,289.4833333333,292.1066666667,290.8166666667
+10325,2018-07-15 06:00:00,1.6666666667,level_9,0,1.6666666667,80.3333333333,56.6666666667,63.3333333333,0.6666666667,75,176.6666666667,1.6666666667,166,0,1.3333333333,0,sp14,0,0,1015,0,0,0,0,800,800.6666666667,1016,803,1014,291.8166666667,1017.6666666667,295.4833333333,295.4833333333,802.6666666667,290.1966666667,84.6666666667,295.4833333333,295.15,289.8166666667,293.8166666667,290.15,291.9333333333,292.4833333333,294.15,289.15,288.7466666667,287.8166666667
+10326,2018-07-15 09:00:00,3,level_4,0,1.3333333333,72.3333333333,51.3333333333,38.3333333333,0.3333333333,63.3333333333,109,1.6666666667,153.3333333333,0,1.3333333333,0,sp16,0,0,1016,0,0,0,0,800,800,1016.6666666667,802.6666666667,1015,293.15,1019,301.15,301.15,768.3333333333,291.7366666667,51.3333333333,301.15,299.8166666667,294.8166666667,299.3166666667,292.8166666667,294.8766666667,298.8166666667,297.4833333333,290.8166666667,293.54,292.15
+10327,2018-07-15 12:00:00,3.6666666667,level_5,0,2,54.6666666667,38,40,3.3333333333,51.6666666667,340,1.6666666667,136.6666666667,0,2,0,sp16,0,0,1015.3333333333,0,0,0,0,800,800.3333333333,1015.6666666667,802.3333333333,1013.6666666667,297.15,1019,308.4833333333,308.4833333333,802,296.1366666667,21.6666666667,308.4833333333,303.8166666667,299.8166666667,302.0866666667,297.15,298.31,300.4833333333,299.8166666667,295.4833333333,298.4633333333,296.8166666667
+10328,2018-07-15 15:00:00,5,level_4,0,5.6666666667,43.6666666667,24,40,4.6666666667,13.3333333333,120,4.6666666667,113.3333333333,0,3,0,sp14,0,0,1013.6666666667,0,0,0,0,800,801,1015.3333333333,800.6666666667,1011.6666666667,299.8166666667,1017.3333333333,306.8166666667,306.8166666667,802,299.01,37.3333333333,306.8166666667,304.4833333333,302.15,302.9833333333,298.8166666667,299.2833333333,301.4833333333,299.8166666667,298.4833333333,301.1266666667,299.4833333333
+10329,2018-07-15 18:00:00,6.6666666667,level_4,0,4.6666666667,47,25.3333333333,75,3.3333333333,0,313.3333333333,4.3333333333,113.3333333333,0,8,0,sp13,0,0,1012.6666666667,0,0,0,0,800,800.3333333333,1015.6666666667,800,1011,299.15,1016.6666666667,305.8166666667,305.8166666667,602.3333333333,298.9466666667,27.6666666667,305.8166666667,303.15,302.4833333333,302.15,294.15,295.08,301.15,296.4833333333,298.8166666667,301.4733333333,299.4833333333
+10330,2018-07-15 21:00:00,6.6666666667,level_2,0.1,3.6666666667,60.3333333333,32.6666666667,51.6666666667,2.3333333333,0,323.3333333333,2,66.6666666667,0,5.6666666667,0,sp14,0,0,1012.3333333333,0,0,0,0,800,800.6666666667,1016.3333333333,800,1010.6666666667,296.15,1016.6666666667,302.4833333333,302.4833333333,701.3333333333,295.7433333333,51.3333333333,302.4833333333,300.15,300.15,299.9833333333,292.4833333333,293.6233333333,299.8166666667,295.15,295.4833333333,298.8333333333,296.8166666667
+10331,2018-07-16 00:00:00,5,level_3,0.4,1.3333333333,80.3333333333,33.3333333333,63.3333333333,2,0,200,1.3333333333,93.3333333333,0,3.3333333333,0,sp16,0,0,1013,0,0,0,0,800,802.3333333333,1017,800,1011.3333333333,293.4833333333,1017,299.15,299.15,556,292.8733333333,76.6666666667,299.15,299.15,297.15,298.4833333333,290.4833333333,292.2666666667,297.8166666667,294.4833333333,292.4833333333,296.96,296.8166666667
+10332,2018-07-16 03:00:00,3.6666666667,level_9,0.1,3.3333333333,86,42.6666666667,62.3333333333,4.3333333333,0,313.3333333333,1,200,20,1.3333333333,0,sp16,0,0,1011.6666666667,0,0,0,0,801,802.3333333333,1017,800,1011,291.8166666667,1017.6666666667,298.8166666667,298.8166666667,701.3333333333,291.6133333333,52,298.8166666667,298.8166666667,294.15,297.8366666667,290.4833333333,292.0566666667,296.8166666667,294.15,291.4833333333,293.77,293.4833333333
+10333,2018-07-16 06:00:00,2.3333333333,level_9,0.1,5,87.6666666667,58,63.3333333333,3.6666666667,0,303.3333333333,1.3333333333,160,6.6666666667,1,0,sp16,0,0,1010.6666666667,0,0,0,0,800.3333333333,802,1017.6666666667,800,1012,290.15,1018.3333333333,299.4833333333,299.4833333333,701.6666666667,289.7433333333,30,299.4833333333,297.15,291.15,296.8166666667,290.15,291.6466666667,296.4833333333,293.4833333333,289.4833333333,290.5366666667,289.8166666667
+10334,2018-07-16 09:00:00,3.6666666667,level_8,0,7.6666666667,68.3333333333,51.3333333333,40,4.3333333333,0,300,2.6666666667,143.3333333333,0,1,0.2,sp16,0,0,1010.3333333333,0,0,0,0,800,362.1666666667,1018.3333333333,800,1013.3333333333,294.15,1019.6666666667,301.8166666667,301.8166666667,802,292.9366666667,28,301.8166666667,296.8166666667,294.4833333333,296.4833333333,291.4833333333,292.93,296.15,294.8166666667,292.15,293.2566666667,291.8166666667
+10335,2018-07-16 12:00:00,2.6666666667,level_10,0,8,43.6666666667,39.3333333333,75,5.6666666667,13.3333333333,310,3,236.6666666667,13.3333333333,1,0.1,sp16,0,0,1012,0,0,0,0,800.6666666667,707.6666666667,1020,800.6666666667,1014,299.8166666667,1020,305.8166666667,305.8166666667,803,298.8033333333,18.3333333333,305.8166666667,298.4833333333,298.8166666667,297.3166666667,291.8166666667,293.11,296.15,294.8166666667,298.15,297.66,296.15
+10336,2018-07-16 15:00:00,2.3333333333,level_7,0.1,3.6666666667,33.6666666667,29.3333333333,75,4.3333333333,6.6666666667,310,3.6666666667,176.6666666667,20,1.6666666667,0,sp13,0,0,1012.3333333333,0,0,0,0,801,800.6666666667,1021,800.3333333333,1013,302.8166666667,1019.6666666667,308.8166666667,308.8166666667,702,302.21,14.3333333333,308.8166666667,302.8166666667,302.15,301.65,293.15,293.6066666667,300.4833333333,294.15,301.8166666667,300.65,297.8166666667
+10337,2018-07-16 18:00:00,2.3333333333,level_5,0,5,29,24,33.3333333333,5,0,333.3333333333,5,130,20,1,0.3,sp10,0,0,1013.3333333333,0,0,0,0,801,707.6666666667,1021,800,1013,305.15,1019,307.4833333333,307.4833333333,801.6666666667,304.54,21.6666666667,307.4833333333,301.15,303.15,300.65,293.8166666667,294.88,300.15,296.15,304.15,302.0566666667,299.8166666667
+10338,2018-07-16 21:00:00,1.3333333333,level_3,0,3,43.6666666667,30.6666666667,26.6666666667,1.6666666667,0,220,2.3333333333,86.6666666667,0,2,0,sp9,0,0,1015,0,0,0,0,800,800.3333333333,1021.6666666667,800,1014.3333333333,302.4833333333,1019,304.15,304.15,801.3333333333,301.8133333333,34.3333333333,304.15,299.4833333333,301.4833333333,298.8166666667,290.15,291.7633333333,298.15,293.8166666667,301.15,300.3166666667,298.8166666667
+10339,2018-07-17 00:00:00,1.3333333333,level_5,0,2.6666666667,53,42.6666666667,13.3333333333,1,0,136.6666666667,1.6666666667,20,0,2.3333333333,0,sp10,0,0,1016.6666666667,0,0,0,0,800,800,1022,800,1016.3333333333,297.15,1019.6666666667,301.15,301.15,800.6666666667,295.7366666667,45,301.15,298.15,296.8166666667,297.4833333333,286.4833333333,288.7133333333,296.8166666667,291.4833333333,294.8166666667,295.8666666667,295.15
+10340,2018-07-17 03:00:00,3.3333333333,level_10,0,1.3333333333,69.3333333333,56,0,1,0,73.3333333333,1,96.6666666667,0,0.6666666667,0,sp9,0,0,1017,0,0,0,0,800,800,1021.3333333333,800,1017,293.4833333333,1020,298.4833333333,298.4833333333,800,292.8733333333,43,298.4833333333,296.15,293.8166666667,295.4833333333,284.4833333333,286.6366666667,294.8166666667,289.4833333333,292.4833333333,293.4366666667,293.15
+10341,2018-07-17 06:00:00,2.6666666667,level_7,0,1.3333333333,78.6666666667,64.6666666667,0,0.6666666667,0,43.3333333333,1,120.6666666667,0,1.3333333333,0,sp8,0,0,1017.6666666667,0,0,0,0,800,800,1021,800,1017,291.4833333333,1020,295.8166666667,295.8166666667,780.3333333333,290.7466666667,54,295.8166666667,295.8166666667,291.8166666667,295.15,285.8166666667,287.1633333333,294.4833333333,288.8166666667,290.15,291.2833333333,290.4833333333
+10342,2018-07-17 09:00:00,2,level_4,0,2,55.6666666667,47.6666666667,13.3333333333,1.3333333333,0,50,0.6666666667,157,0,1.3333333333,0,sp8,0,0,1018,0,0,0,0,800,801.3333333333,1021.3333333333,800,1018,297.15,1020,301.15,301.15,734.6666666667,295.5333333333,45,301.15,298.8166666667,295.8166666667,298.4833333333,288.4833333333,290.5033333333,298.15,292.8166666667,294.4833333333,294.52,293.4833333333
+10343,2018-07-17 12:00:00,1.3333333333,level_5,0,4,32.3333333333,32,40,1.3333333333,0,56.6666666667,2.3333333333,140,0,2,0,sp7,0,0,1018,0,0,0,0,800,801.3333333333,1019.6666666667,800,1018,304.4833333333,1019.6666666667,302.15,302.15,802,304.0766666667,47,302.15,302.15,301.8166666667,301.4833333333,294.8166666667,296.64,300.8166666667,298.8166666667,303.8166666667,300.5266666667,298.8166666667
+10344,2018-07-17 15:00:00,2.3333333333,level_5,0,4.6666666667,21.3333333333,20,45,3.3333333333,0,160,5,166.6666666667,0,2,0,sp4,0,0,1017.3333333333,0,0,0,0,800,801,1018.6666666667,800,1016.3333333333,308.4833333333,1017,303.15,303.15,802,307.8733333333,45,303.15,303.8166666667,305.4833333333,302.5866666667,298.8166666667,299.1366666667,301.4833333333,299.4833333333,307.4833333333,304.5166666667,302.8166666667
+10345,2018-07-17 18:00:00,1.6666666667,level_4,0,4.6666666667,20.6666666667,17.6666666667,75,3.3333333333,0,70,4,170,0,3.6666666667,0,sp3,0,0,1016.3333333333,0,0,0,0,800,800.6666666667,1017.3333333333,800,1015.3333333333,308.4833333333,1015,302.15,302.15,803,308.28,51.3333333333,302.15,302.4833333333,307.8166666667,301.65,297.15,297.6833333333,300.8166666667,298.15,308.15,306.5933333333,304.4833333333
+10346,2018-07-17 21:00:00,1,level_2,0,4,34,19.6666666667,75,2,0,183.3333333333,2,146.6666666667,0,5.6666666667,0,sp2,0,0,1016.3333333333,0,0,0,0,800,800,1017.3333333333,800,1015.3333333333,303.8166666667,1014,299.4833333333,299.4833333333,803,302.8066666667,73.6666666667,299.4833333333,300.15,305.4833333333,299.8166666667,293.8166666667,294.9,299.4833333333,296.15,302.15,304.1066666667,302.15
+10347,2018-07-18 00:00:00,1.3333333333,level_6,0,2,56.6666666667,29.3333333333,41,0.6666666667,0,19.3333333333,1.3333333333,80.3333333333,0,2,0,sp5,0,0,1017,0,0,0,0,800,800,1017.6666666667,800,1016,297.15,1014,298.4833333333,298.4833333333,801.6666666667,296.58,78,298.4833333333,298.15,299.8166666667,297.38,293.15,294.17,296.4833333333,295.4833333333,296.15,299.1266666667,298.4833333333
+10348,2018-07-18 03:00:00,1.6666666667,level_10,0,2,66.6666666667,47.6666666667,80.6666666667,0.6666666667,0,37.6666666667,1.6666666667,281.3333333333,0,2,0,sp6,0,0,1016.6666666667,0,0,0,0,800,800,1016.3333333333,800,1015.6666666667,294.4833333333,1014,296.8166666667,296.8166666667,803.3333333333,293.0666666667,78,296.8166666667,296.15,297.8166666667,294.88,290.15,292.3666666667,293.4833333333,295.15,292.15,297.3866666667,296.8166666667
+10349,2018-07-18 06:00:00,1,level_10,0,3.6666666667,72.3333333333,55.6666666667,56.6666666667,0.6666666667,0,60.3333333333,1,285.6666666667,0,1,0,sp6,0,0,1016,0,0,0,0,800,800,1014.6666666667,800,1015,291.4833333333,1014.6666666667,296.15,296.15,802.3333333333,289.8666666667,71.6666666667,296.15,295.15,294.8166666667,293.9833333333,288.8166666667,291.2133333333,292.8166666667,294.15,288.8166666667,293.7633333333,292.4833333333
+10350,2018-07-18 09:00:00,1.6666666667,level_10,0,1.6666666667,57.6666666667,37.3333333333,26.6666666667,1.3333333333,0,200.3333333333,1.3333333333,131.3333333333,0,2.3333333333,0,sp8,0,0,1016.6666666667,0,0,0,0,800,800,1014.3333333333,800,1016,295.4833333333,1016.3333333333,299.15,299.15,801.3333333333,294.0666666667,53.6666666667,299.15,297.8166666667,297.4833333333,297.8166666667,293.8166666667,295.2566666667,297.8166666667,297.15,293.15,296.3133333333,294.8166666667
+10351,2018-07-18 12:00:00,3.6666666667,level_3,0,2.3333333333,39.6666666667,27,20,1,0,176.6666666667,3.3333333333,116.6666666667,0,2.6666666667,0,sp9,0,0,1016.3333333333,0,0,0,0,800,800.3333333333,1014.6666666667,800,1015.6666666667,301.8166666667,1016.6666666667,303.8166666667,303.8166666667,801,301.44,38.3333333333,303.8166666667,302.15,302.4833333333,301.4833333333,297.8166666667,299.2066666667,300.8166666667,300.4833333333,301.15,301.4666666667,299.8166666667
+10352,2018-07-18 15:00:00,5,level_5,0,5.3333333333,31.6666666667,20,20,2,0,186.6666666667,4.3333333333,120,0,3,0,sp7,0,0,1015,0,0,0,0,800,800,1014.6666666667,800,1014,304.8166666667,1016,304.4833333333,304.4833333333,801,304.41,38,304.4833333333,302.8166666667,306.15,301.65,299.15,300.1266666667,300.4833333333,301.15,304.15,304.73,301.8166666667
+10353,2018-07-18 18:00:00,5.3333333333,level_5,0,4.6666666667,25.3333333333,20,26.6666666667,4.3333333333,0,216.6666666667,4,130,0,3.3333333333,0,sp5,0,0,1013.6666666667,0,0,0,0,800,800,1015.3333333333,800,1013,306.8166666667,1015,302.8166666667,302.8166666667,801.3333333333,305.8033333333,46.6666666667,302.8166666667,303.15,306.8166666667,301.65,298.8166666667,299.3433333333,300.15,299.8166666667,305.15,305.6,302.8166666667
+10354,2018-07-18 21:00:00,4,level_4,0,2.6666666667,29.3333333333,25,51.6666666667,2.6666666667,0,243.3333333333,1.6666666667,110,0,4.6666666667,0.1,sp5,0,0,1014.3333333333,0,0,0,0,800,700,1016.3333333333,800,1013.3333333333,303.4833333333,1015.3333333333,300.8166666667,300.8166666667,802.3333333333,302.5666666667,65.3333333333,300.8166666667,300.4833333333,305.15,299.8166666667,294.4833333333,295.6733333333,299.15,297.15,301.8166666667,303.8566666667,301.4833333333
+10355,2018-07-19 00:00:00,2,level_2,0,2.3333333333,56,32.3333333333,54,1.3333333333,0,10,0.6666666667,96.6666666667,0,3,0,sp7,0,0,1015.6666666667,0,0,0,0,800,800,1017,800,1014.6666666667,296.4833333333,1016,299.15,299.15,802.3333333333,295.7133333333,78,299.15,298.15,300.4833333333,297.4833333333,292.4833333333,293.6766666667,296.8166666667,295.4833333333,295.15,298.11,296.4833333333
+10356,2018-07-19 03:00:00,1,level_4,0,1.3333333333,73.6666666667,43.3333333333,62.6666666667,0.6666666667,0,116.6666666667,2,286.6666666667,0,3.6666666667,0,sp8,0,0,1015.3333333333,0,0,0,0,800,800,1016.3333333333,800,1014.6666666667,293.15,1015.6666666667,298.4833333333,298.4833333333,803,292.7833333333,79.6666666667,298.4833333333,296.15,294.4833333333,295.3166666667,292.15,293.0166666667,294.4833333333,294.15,292.4833333333,292.9533333333,291.4833333333
+10357,2018-07-19 06:00:00,1.3333333333,level_6,0,1,84,50.6666666667,75,1,0,163.3333333333,1,203,0,1.3333333333,0,sp8,0,0,1014.6666666667,0,0,0,0,800,800,1016,800,1014.3333333333,291.15,1016.3333333333,295.4833333333,295.4833333333,769,290.45,81.3333333333,295.4833333333,295.15,291.15,294.2033333333,291.4833333333,292.6733333333,293.15,294.15,289.8166666667,289.97,288.8166666667
+10358,2018-07-19 09:00:00,0.6666666667,level_6,0,1.6666666667,68.3333333333,32.6666666667,80,1.3333333333,0,16.6666666667,1,93,0,1.3333333333,0,sp10,0,0,1015.6666666667,0,0,0,0,800,800,1016.3333333333,800,1015,294.4833333333,1017.3333333333,299.8166666667,299.8166666667,803.3333333333,293.4733333333,57.3333333333,299.8166666667,298.15,297.8166666667,297.65,294.8166666667,295.4566666667,297.15,296.15,292.8166666667,294.9066666667,292.4833333333
+10359,2018-07-19 12:00:00,3,level_4,0,2.6666666667,46.6666666667,24,56.6666666667,1.6666666667,0,260,1.3333333333,73.3333333333,0,2,0,sp10,0,0,1016,0,0,0,0,800,800,1016.3333333333,800,1015,300.15,1017.3333333333,302.4833333333,302.4833333333,802.3333333333,299.7966666667,52,302.4833333333,303.15,302.8166666667,301.65,297.15,297.45,300.15,297.8166666667,299.4833333333,301.26,299.15
+10360,2018-07-19 15:00:00,4.3333333333,level_4,0,4,22.3333333333,16.6666666667,33.3333333333,4.6666666667,0,360,4.6666666667,123.3333333333,0,3,0,sp8,0,0,1015,0,0,0,0,800,800,1016,800,1013.3333333333,304.8166666667,1016.6666666667,304.15,304.15,801.6666666667,304.41,55.3333333333,304.15,304.8166666667,305.15,302.8166666667,297.8166666667,298.81,300.8166666667,299.8166666667,304.15,304.8766666667,304.15
+10361,2018-07-19 18:00:00,5.3333333333,level_4,0.1,4.6666666667,26.3333333333,17,75,3.6666666667,0,350,3.3333333333,146.6666666667,0,4,0,sp6,0,0,1014.3333333333,0,0,0,0,800,800,1017.3333333333,800,1013,305.8166666667,1015.3333333333,302.15,302.15,702,305.4533333333,60.3333333333,302.15,304.15,307.15,302.5233333333,295.4833333333,295.82,301.15,296.15,305.15,305.47,302.4833333333
+10362,2018-07-19 21:00:00,3.6666666667,level_2,0,3.6666666667,40.6666666667,26,75,2.6666666667,0,216.6666666667,2,106.6666666667,0,5.3333333333,0,sp5,0,0,1014.3333333333,0,0,0,0,800,800,1018.6666666667,800,1013.3333333333,301.8166666667,1015.3333333333,299.8166666667,299.8166666667,803,301.2933333333,74,299.8166666667,300.8166666667,304.15,300.15,292.15,293.5633333333,299.4833333333,295.15,300.4833333333,302.7,299.8166666667
+10363,2018-07-20 00:00:00,4,level_2,0.1,2.3333333333,57,28,80.6666666667,1,0,203.3333333333,1.6666666667,260,0,3.6666666667,0,sp8,0,0,1015,0,0,0,0,800,800,1019,800,1014.3333333333,295.8166666667,1015.3333333333,299.15,299.15,702,295.21,74,299.15,297.8166666667,300.4833333333,297.15,291.15,292.4866666667,296.4833333333,294.15,294.8166666667,298.3266666667,296.8166666667
+10364,2018-07-20 03:00:00,1.3333333333,level_10,0.3,2,72.3333333333,40,86.3333333333,1.3333333333,0,186.6666666667,0.6666666667,188,0,1.6666666667,0,sp8,0,0,1014.3333333333,0,0,0,0,800,800,1018,800,1013.3333333333,293.15,1015,297.4833333333,297.4833333333,500,292.9466666667,78,297.4833333333,296.4833333333,292.8166666667,295.5466666667,290.4833333333,291.7133333333,294.4833333333,293.8166666667,292.8166666667,292.0566666667,291.4833333333
+10365,2018-07-20 06:00:00,1.3333333333,level_10,0.4,2,77,47,75,1,0,110.3333333333,1.6666666667,283.3333333333,0,1,0,sp8,0,0,1014,0,0,0,0,800,800,1017.3333333333,800,1012.6666666667,291.8166666667,1015.3333333333,296.15,296.15,601.3333333333,291.41,81.3333333333,296.15,294.4833333333,291.15,293.4833333333,290.15,291.3466666667,292.4833333333,292.8166666667,291.15,289.6866666667,288.4833333333
+10366,2018-07-20 09:00:00,1.3333333333,level_2,0,1.3333333333,65.6666666667,34.6666666667,80,1,0,201,1,208,0,0.6666666667,0,sp8,0,0,1014,0,0,0,0,800,800,1018.3333333333,800,1013.6666666667,294.8166666667,1016,298.8166666667,298.8166666667,803.3333333333,293.62,67.6666666667,298.8166666667,298.8166666667,297.15,298.2533333333,290.4833333333,291.8166666667,297.8166666667,293.4833333333,292.8166666667,295.0666666667,292.8166666667
+10367,2018-07-20 12:00:00,4,level_1,0,2.6666666667,36.6666666667,27.6666666667,75,4,0,336.6666666667,3.3333333333,110,0,1,0,sp8,0,0,1014,0,0,0,0,800,800,1018.3333333333,800,1013,302.15,1016,302.4833333333,302.4833333333,803,301.3366666667,55.6666666667,302.4833333333,303.8166666667,301.8166666667,301.9,293.15,293.62,300.15,294.15,300.8166666667,300.7833333333,299.15
+10368,2018-07-20 15:00:00,4.3333333333,level_4,0.1,4.6666666667,28.6666666667,19.3333333333,75,5,0,126.6666666667,3.6666666667,116.6666666667,20,3.6666666667,0,sp6,0,0,1012.6666666667,0,0,0,0,801,800,1018.6666666667,800,1011.3333333333,305.4833333333,1014.3333333333,303.15,303.15,702,304.6733333333,53.3333333333,303.15,304.15,305.15,302.65,292.8166666667,293.4866666667,301.4833333333,294.15,304.15,303.7233333333,300.8166666667
+10369,2018-07-20 18:00:00,6.6666666667,level_4,0,4,25,27,75,3,0,216.6666666667,3,120,40,5,0,sp3,0,0,1011,0,0,0,0,802,800.6666666667,1019,800,1010.3333333333,307.4833333333,1014,302.4833333333,302.4833333333,803,306.47,59.6666666667,302.4833333333,301.4833333333,304.4833333333,301.2966666667,290.4833333333,291.5466666667,301.15,292.8166666667,305.8166666667,302.9333333333,299.4833333333
+10370,2018-07-20 21:00:00,3,level_3,0,2.6666666667,46.6666666667,37.6666666667,75,2,0,300,1.6666666667,73.3333333333,20,5.6666666667,0,sp4,0,0,1011,0,0,0,0,801,800.6666666667,1019.3333333333,800,1010.6666666667,301.8166666667,1015,300.15,300.15,803,300.6033333333,72.3333333333,300.15,299.15,301.15,299.0033333333,289.15,290.2,298.8166666667,291.4833333333,299.8166666667,299.4166666667,297.8166666667
+10371,2018-07-21 00:00:00,2,level_2,0.2,1.6666666667,64.6666666667,53.6666666667,74.6666666667,1.3333333333,0,320.6666666667,2.6666666667,157.6666666667,0,3.6666666667,0,sp6,0,0,1012.6666666667,0,0,0,0,800,800.6666666667,1020,800,1012.6666666667,297.15,1016,299.15,299.15,600.6666666667,296.54,78,299.15,299.15,294.15,298.65,288.15,290.03,298.15,292.15,296.15,294.15,294.15
+10372,2018-07-21 03:00:00,1,level_7,0,1.3333333333,74.3333333333,60.6666666667,75,0.6666666667,0,83.3333333333,0.6666666667,93.3333333333,6.6666666667,1.6666666667,0,sp6,0,0,1013,0,0,0,0,800.3333333333,800.6666666667,1018.6666666667,800,1012.6666666667,294.4833333333,1016,298.4833333333,298.4833333333,803,294.0766666667,79.6666666667,298.4833333333,298.4833333333,292.4833333333,297.65,287.8166666667,289.2133333333,296.8166666667,290.8166666667,293.8166666667,292.1233333333,291.8166666667
+10373,2018-07-21 06:00:00,2.3333333333,level_9,0,1.3333333333,80.3333333333,70.6666666667,75,1,0,186.3333333333,2,263.3333333333,13.3333333333,2.3333333333,0,sp6,0,0,1012.6666666667,0,0,0,0,800.6666666667,800,1018.3333333333,800,1012.3333333333,292.4833333333,1016.3333333333,296.8166666667,296.8166666667,803,292.28,84.6666666667,296.8166666667,297.15,291.15,295.9833333333,287.4833333333,288.89,294.8166666667,290.4833333333,292.15,290.5233333333,290.15
+10374,2018-07-21 09:00:00,1.6666666667,level_7,0,2,67.3333333333,57.3333333333,63.3333333333,1,0,110,4,256.6666666667,0,0.6666666667,0,sp8,0,0,1013.6666666667,0,0,0,0,800,801,1018.3333333333,800,1014,295.15,1017.6666666667,299.4833333333,299.4833333333,802.6666666667,294.34,55,299.4833333333,297.4833333333,293.8166666667,297.3166666667,289.8166666667,290.92,297.15,292.15,293.8166666667,292.5566666667,291.15
+10375,2018-07-21 12:00:00,1,level_4,0,4,38.6666666667,35.6666666667,45,1.6666666667,0,210,3,236.6666666667,0,2,0.3,sp8,0,0,1015,0,0,0,0,800,701.6666666667,1018.3333333333,800,1014,301.8166666667,1017.3333333333,302.15,302.15,802,300.2,48,302.15,299.4833333333,299.8166666667,298.19,292.8166666667,293.96,296.8166666667,295.15,299.15,298.0466666667,295.8166666667
+10376,2018-07-21 15:00:00,2.6666666667,level_4,0,4.6666666667,19.3333333333,28,26.6666666667,2.6666666667,0,243.3333333333,4.3333333333,220,0,3.3333333333,0,sp5,0,0,1013.3333333333,0,0,0,0,800,801.3333333333,1017.3333333333,800,1012.3333333333,305.15,1015.6666666667,301.8166666667,301.8166666667,801.3333333333,304.9466666667,55.3333333333,301.8166666667,301.15,302.8166666667,300.4833333333,295.4833333333,295.9866666667,299.8166666667,296.4833333333,304.8166666667,301.5833333333,299.8166666667
+10377,2018-07-21 18:00:00,2,level_3,0,5.3333333333,22.6666666667,23.3333333333,33.3333333333,3,0,240,4.6666666667,173.3333333333,0,4.6666666667,0,sp3,0,0,1012.3333333333,0,0,0,0,800,801,1017,800,1012,306.15,1014,300.8166666667,300.8166666667,801.6666666667,305.5433333333,65,300.8166666667,300.4833333333,304.15,299.9833333333,293.4833333333,293.9566666667,299.4833333333,294.4833333333,305.15,302.7166666667,299.4833333333
+10378,2018-07-21 21:00:00,3,level_4,0.1,3.6666666667,39,36.3333333333,45,1.6666666667,0,53.3333333333,2.6666666667,166.6666666667,0,4.3333333333,0,sp3,0,0,1014,0,0,0,0,800,800.6666666667,1017.6666666667,800,994.3333333333,301.15,1014.3333333333,298.6856666667,298.6856666667,701.3333333333,300.7433333333,64,298.6856666667,298.15,301.15,298.0033333333,290.8166666667,291.75,297.8166666667,292.8166666667,300.4833333333,299.7366666667,298.15
+10379,2018-07-22 00:00:00,4.6666666667,level_2,0,4,71,50,51.6666666667,1.3333333333,0,50,2,147.3333333333,13.3333333333,3.6666666667,0,sp5,0,0,1015.3333333333,0,0,0,0,800.6666666667,802.6666666667,1018.3333333333,800,1014,294.8166666667,1015.6666666667,299.15,299.15,802.3333333333,294.21,78,299.15,298.15,295.4833333333,297.8166666667,289.15,289.95,297.4833333333,290.8166666667,293.8166666667,295.4833333333,295.4833333333
+10380,2018-07-22 03:00:00,2,level_2,0.1,3,78.6666666667,58.6666666667,80,1,0,120,1.3333333333,37.6666666667,6.6666666667,1.6666666667,0,sp4,0,0,1015,0,0.4,0,0,600.3333333333,803,1017,800,1013.6666666667,293.15,1015.3333333333,299.15,299.15,702,292.7433333333,68,299.15,297.8166666667,293.4833333333,297.0233333333,286.4833333333,288.5666666667,296.15,291.15,292.4833333333,293.3166666667,293.15
+10381,2018-07-22 06:00:00,2,level_2,0,2.3333333333,80.3333333333,78.6666666667,75,0.6666666667,0,103.3333333333,1,130.3333333333,13.3333333333,0.6666666667,0,sp4,0,0,1014.6666666667,0,0,0,0,800.6666666667,603.6666666667,1017.3333333333,800,1013.3333333333,291.4833333333,1015.3333333333,298.8166666667,298.8166666667,769,290.4733333333,62.3333333333,298.8166666667,296.15,291.8166666667,295.71,285.4833333333,287.9966666667,295.15,290.8166666667,289.8166666667,290.8466666667,290.15
+10382,2018-07-22 09:00:00,1.6666666667,level_2,0,4,71.3333333333,60.6666666667,75,0.3333333333,0,94,1,178,63.3333333333,0.6666666667,0.1,sp4,0,0,1015.3333333333,0,0,0,0,802.6666666667,708,1018,800,1014.6666666667,294.8166666667,1016,297.8166666667,297.8166666667,735,293.4,62.3333333333,297.8166666667,296.15,294.4833333333,295.8166666667,288.4833333333,290.4333333333,295.4833333333,292.8166666667,292.4833333333,293.48,292.8166666667
+10383,2018-07-22 12:00:00,1.6666666667,level_2,0,3.3333333333,49,44.3333333333,75,2,0,323.3333333333,2,143.3333333333,20,2.6666666667,0,sp5,0,0,1015.3333333333,0,0,0,0,801,801.6666666667,1018,800,1015.3333333333,301.15,1016,299.4833333333,299.4833333333,803,300.14,55.3333333333,299.4833333333,298.4833333333,300.4833333333,297.9833333333,292.4833333333,293.97,297.4833333333,295.8166666667,299.4833333333,299.42,297.8166666667
+10384,2018-07-22 15:00:00,1.6666666667,level_3,0,6,31,32.3333333333,75,3.6666666667,0,330,4,163.3333333333,40,4,0,sp4,0,0,1014.6666666667,0,0,0,0,802,604.3333333333,1018,800,1015,305.8166666667,1015.3333333333,300.4833333333,300.4833333333,803,305.0066666667,52,300.4833333333,299.8166666667,304.15,298.8766666667,295.4833333333,296.1666666667,297.8166666667,297.15,304.4833333333,302.8466666667,300.15
+10385,2018-07-22 18:00:00,2,level_4,0,4,23.3333333333,26,45,2.6666666667,0,320,3,186.6666666667,0,4,0,sp3,0,0,1013.6666666667,0,0,0,0,800,604.3333333333,1018,800,1014,306.8166666667,1014,300.8166666667,300.8166666667,802,305.8066666667,49,300.8166666667,300.15,305.8166666667,299.3166666667,294.4833333333,295.83,298.4833333333,297.4833333333,305.15,304.8566666667,303.4833333333
+10386,2018-07-22 21:00:00,1.3333333333,level_4,0,2.3333333333,31,29,20,1.3333333333,0,223.3333333333,1.6666666667,218.3333333333,0,4.6666666667,0.2,sp4,0,0,1016,0,0,0,0,800,403.6666666667,1018.3333333333,800,1015,302.4833333333,1014.6666666667,298.8166666667,298.8166666667,801,301.6733333333,63.6666666667,298.8166666667,297.4833333333,304.15,295.9833333333,291.8166666667,293.2566666667,294.4833333333,295.15,301.15,302.9166666667,301.15
+10387,2018-07-23 00:00:00,2,level_5,0,1.6666666667,57,42.3333333333,20,1.3333333333,0,76.6666666667,1.6666666667,162,0,2.3333333333,0.3,sp7,0,0,1017,0,0,0,0,800,500,1019,800,1016.6666666667,296.15,1016,297.8166666667,297.8166666667,801,295.14,66.3333333333,297.8166666667,294.8166666667,298.15,293.8166666667,287.4833333333,289.5633333333,292.8166666667,292.15,294.4833333333,297.58,297.15
+10388,2018-07-23 03:00:00,1.3333333333,level_7,0,1.6666666667,80.3333333333,53.6666666667,36,1.3333333333,0,113.3333333333,0.6666666667,283.3333333333,0,2,0.3,sp7,0,0,1017,0,0,0,0,800,500,1018.3333333333,800,1016.6666666667,292.8166666667,1017,296.15,296.15,781.3333333333,292.4133333333,71.6666666667,296.15,293.8166666667,295.15,292.8166666667,284.15,286.8266666667,291.8166666667,290.15,292.15,294.8166666667,294.4833333333
+10389,2018-07-23 06:00:00,1,level_3,0,1.3333333333,84,61,13.3333333333,1.3333333333,0,131,1,288.6666666667,0,0.6666666667,0.2,sp8,0,0,1017,0,0,0,0,800,600,1018,800,1016,291.4833333333,1017.6666666667,295.15,295.15,727.6666666667,291.0766666667,74.6666666667,295.15,293.15,293.15,292.15,285.4833333333,287.28,291.15,289.4833333333,290.8166666667,292.64,292.15
+10390,2018-07-23 09:00:00,1.6666666667,level_1,0,0.6666666667,63,55.3333333333,36.6666666667,1.6666666667,0,80,1.3333333333,186.6666666667,0,0.6666666667,0,sp10,0,0,1017,0,0,0,0,800,800,1018,800,1017,295.4833333333,1018.6666666667,299.15,299.15,735.3333333333,294.47,58.3333333333,299.15,296.15,297.15,295.7966666667,288.4833333333,290.9933333333,295.4833333333,293.8166666667,293.8166666667,296.1766666667,295.4833333333
+10391,2018-07-23 12:00:00,1.6666666667,level_5,0,3.3333333333,38.6666666667,42.6666666667,13.3333333333,2.6666666667,0,113.3333333333,1,170,0,1.3333333333,0,sp10,0,0,1016.3333333333,0,0,0,0,800,800.6666666667,1015.6666666667,800,1015.6666666667,301.4833333333,1018.3333333333,302.8166666667,302.8166666667,800.6666666667,301.28,55.6666666667,302.8166666667,301.4833333333,302.15,300.65,296.15,298.1233333333,299.8166666667,300.4833333333,301.15,301.46,299.8166666667
+10392,2018-07-23 15:00:00,2.6666666667,level_5,0,6,31.3333333333,21.6666666667,0,1,0,133.3333333333,4.3333333333,133.3333333333,6.6666666667,3,0,sp6,0,0,1014.6666666667,0,0,0,0,800.3333333333,801,1015,800,1014.3333333333,306.4833333333,1016,303.8166666667,303.8166666667,800,305.8733333333,48,303.8166666667,303.4833333333,307.15,302.06,303.15,303.4833333333,300.8166666667,303.8166666667,305.4833333333,305.9166666667,303.4833333333
+10393,2018-07-23 18:00:00,3.3333333333,level_4,0,4,38.3333333333,15.6666666667,0,1,0,113.3333333333,4.3333333333,163.3333333333,0,5.3333333333,0,sp5,0,0,1014,0,0,0,0,800,801,1012.6666666667,800,1013.3333333333,305.8166666667,1015,302.8166666667,302.8166666667,800,305.41,56,302.8166666667,302.8166666667,308.8166666667,301.65,302.4833333333,302.4833333333,300.4833333333,302.4833333333,305.15,307.63,305.4833333333
+10394,2018-07-23 21:00:00,3.3333333333,level_2,0,3,53.3333333333,16.6666666667,0,2.6666666667,0,300,3,136.6666666667,0,4.6666666667,0,sp5,0,0,1014.3333333333,0,0,0,0,800,800.3333333333,1013.6666666667,800,1005,301.8166666667,1014.6666666667,298.8253333333,298.8253333333,800,300.8066666667,75.6666666667,298.8253333333,299.8166666667,306.8166666667,299.3166666667,297.15,297.5,298.8166666667,297.8166666667,300.15,305.0866666667,302.15
+10395,2018-07-24 00:00:00,2.6666666667,level_1,0,4,76.6666666667,26,0,0.6666666667,0,15,2,259.3333333333,0,4,0,sp8,0,0,1015,0,0,0,0,800,800,1014,800,1014,295.4833333333,1014.3333333333,299.15,299.15,800,295.28,74,299.15,298.15,302.15,297.4833333333,292.15,293.49,296.8166666667,295.15,295.15,300.2966666667,298.8166666667
+10396,2018-07-24 03:00:00,0.6666666667,level_7,0,1.3333333333,90,37.6666666667,21.3333333333,0.6666666667,31.6666666667,122.6666666667,2,283.3333333333,0,2,0,sp8,0,0,1014.3333333333,0,0,0,0,800,800.3333333333,1014.3333333333,767.3333333333,1013,293.8166666667,1015,297.15,297.15,801,293.0066666667,81.3333333333,297.15,297.4833333333,294.4833333333,296.38,289.8166666667,291.9766666667,295.15,294.4833333333,292.4833333333,294.1033333333,293.8166666667
+10397,2018-07-24 06:00:00,1,level_4,0,1,90,44.3333333333,40,0.6666666667,55,0,3,272,0,1.3333333333,0,sp8,0,0,1014,0,0,0,0,800,801,1014.3333333333,734,1013,292.4833333333,1015.3333333333,295.8166666667,295.8166666667,802,291.4733333333,84.6666666667,295.8166666667,296.15,292.15,295.65,290.8166666667,292.6033333333,295.15,294.8166666667,290.8166666667,291.1566666667,290.15
+10398,2018-07-24 09:00:00,3,level_4,0,1.3333333333,79.6666666667,39,45,0.6666666667,61.6666666667,3.3333333333,2.6666666667,239.6666666667,0,0.6666666667,0,sp10,0,0,1014,0,0,0,0,800,800,1015.3333333333,734.3333333333,1013,293.8166666667,1016.6666666667,299.8166666667,299.8166666667,802,292.8066666667,70.6666666667,299.8166666667,299.4833333333,297.8166666667,299.15,293.15,294.6866666667,298.8166666667,296.4833333333,292.15,295.9866666667,293.4833333333
+10399,2018-07-24 12:00:00,4.3333333333,level_3,0,3,59.3333333333,27.3333333333,40,3.6666666667,0,220,3.3333333333,186.6666666667,0,2.6666666667,0,sp9,0,0,1013.6666666667,0,0,0,0,800,800.3333333333,1016.3333333333,800,1012.3333333333,298.4833333333,1017,304.15,304.15,802,298.0766666667,53,304.15,303.15,303.15,301.7966666667,297.8166666667,298.59,300.4833333333,299.4833333333,297.8166666667,301.85,299.8166666667
+10400,2018-07-24 15:00:00,5,level_3,0,4.6666666667,35.3333333333,19.3333333333,40,4.3333333333,0,340,4.3333333333,170,0,2.6666666667,0,sp7,0,0,1012.6666666667,0,0,0,0,800,800,1015.6666666667,800,1011,304.4833333333,1015.6666666667,304.8166666667,304.8166666667,802,303.4666666667,48,304.8166666667,304.15,306.15,302.65,299.4833333333,300.0533333333,301.15,300.8166666667,302.8166666667,304.85,302.4833333333
+10401,2018-07-24 18:00:00,4.3333333333,level_4,0,3.6666666667,30.3333333333,18,40,3.6666666667,0,343.3333333333,4.3333333333,106.6666666667,0,5.3333333333,0.3,sp4,0,0,1013.6666666667,0,0,0,0,800,459,1016,800,1001.3333333333,305.8166666667,1014.6666666667,306.0386666667,306.0386666667,802,305.2066666667,43.3333333333,306.0386666667,301.8166666667,307.15,301.2966666667,296.15,297.3666666667,300.8166666667,298.8166666667,304.8166666667,305.9233333333,303.4833333333
+10402,2018-07-24 21:00:00,4,level_2,0,5.6666666667,46.6666666667,23.6666666667,63.3333333333,2,0,236.6666666667,1.6666666667,250,0,4.6666666667,0,sp5,0,0,1013.6666666667,0,0,0,0,800,800,1016.6666666667,800,1011,300.15,1015,301.15,301.15,802.6666666667,299.7433333333,71,301.15,299.15,304.8166666667,298.4833333333,293.4833333333,294.9933333333,297.8166666667,296.8166666667,299.4833333333,303.5033333333,301.4833333333
+10403,2018-07-25 00:00:00,3,level_2,0,4,71,24.6666666667,67.6666666667,0.3333333333,0,0,1.6666666667,181.6666666667,0,3.3333333333,0,sp6,0,0,1014.6666666667,0,0,0,0,800,800,1017.6666666667,800,1013,294.4833333333,1015,299.4833333333,299.4833333333,803,293.6733333333,81.3333333333,299.4833333333,297.8166666667,300.8166666667,296.3166666667,290.4833333333,292.7133333333,294.8166666667,295.4833333333,293.15,298.5366666667,296.8166666667
+10404,2018-07-25 03:00:00,1.3333333333,level_5,0,2.3333333333,82.3333333333,41.3333333333,79.3333333333,0.3333333333,0,208.3333333333,1.6666666667,280,0,0.3333333333,0,sp6,0,0,1015,0,0,0,0,800,800,1017.3333333333,800,1013,292.15,1015,298.8166666667,298.8166666667,803.3333333333,292.15,81.3333333333,298.8166666667,296.15,293.4833333333,294.63,290.15,292.0266666667,292.8166666667,294.15,292.15,292.5333333333,291.8166666667
+10405,2018-07-25 06:00:00,1.3333333333,level_10,0,1.3333333333,86,47,75,0.6666666667,0,106.3333333333,1.6666666667,282.3333333333,0,1,0,sp6,0,0,1015,0,0,0,0,800,800,1017,800,1013.3333333333,291.15,1015.6666666667,297.15,297.15,803,290.54,83,297.15,294.4833333333,291.15,293.4833333333,291.8166666667,293.3133333333,292.4833333333,295.15,290.15,290.1566666667,289.15
+10406,2018-07-25 09:00:00,0.3333333333,level_3,0,1.3333333333,69.6666666667,30.6666666667,75,1.3333333333,0,130.3333333333,0.6666666667,255.6666666667,0,1,0,sp8,0,0,1015.6666666667,0,0,0,0,800,800,1017.3333333333,800,1014.6666666667,294.4833333333,1017,299.7686666667,299.7686666667,803,293.6766666667,69,299.7686666667,298.8166666667,298.15,298.4833333333,293.15,294.54,298.15,296.15,293.15,295.7266666667,293.4833333333
+10407,2018-07-25 12:00:00,1.3333333333,level_3,0,4,46.3333333333,24,75,1.6666666667,0,10,0.6666666667,106.6666666667,0,1.3333333333,0,sp8,0,0,1015.3333333333,0,0,0,0,800,800,1017,800,1014.6666666667,301.4833333333,1016.6666666667,302.4833333333,302.4833333333,803,300.07,60.3333333333,302.4833333333,304.15,303.4833333333,303.15,296.15,296.8866666667,302.15,297.8166666667,299.15,302.0333333333,300.4833333333
+10408,2018-07-25 15:00:00,3,level_3,0,4.6666666667,28.6666666667,19.3333333333,45,4,0,46.6666666667,3.6666666667,150,0,2.3333333333,0,sp5,0,0,1014.3333333333,0,0,0,0,800,800,1016,800,1013,305.15,1015.6666666667,303.4833333333,303.4833333333,802,304.1666666667,56,303.4833333333,306.4833333333,306.8166666667,304.3166666667,299.15,299.5,302.15,299.8166666667,303.4833333333,306.06,304.4833333333
+10409,2018-07-25 18:00:00,3,level_3,0,4.6666666667,33.6666666667,17.6666666667,75,2.6666666667,0,66.6666666667,4,163.3333333333,0,5.6666666667,0,sp4,0,0,1013.6666666667,0,0,0,0,800,800,1014.3333333333,800,1012.3333333333,305.4833333333,1014.3333333333,302.4833333333,302.4833333333,803,304.7466666667,59.6666666667,302.4833333333,304.8166666667,308.15,303.3166666667,297.8166666667,298.4033333333,301.8166666667,299.15,304.15,307.4066666667,305.8166666667
+10410,2018-07-25 21:00:00,3,level_3,0,3.3333333333,43.6666666667,23.6666666667,75,2.6666666667,0,140,2.3333333333,212.3333333333,0,4.3333333333,0,sp4,0,0,1013.6666666667,0,0,0,0,800,800,1015.3333333333,800,1013.3333333333,300.15,1014,299.8166666667,299.8166666667,803,299.54,75.3333333333,299.8166666667,301.4833333333,306.15,301.13,294.8166666667,295.7866666667,300.8166666667,296.8166666667,299.15,304.51,302.15
+10411,2018-07-26 00:00:00,2,level_2,0,2,70.3333333333,30.3333333333,25,0.3333333333,0,20,1,193.3333333333,0,3.6666666667,0,sp5,0,0,1014,0,0,0,0,800,800,1015,800,1014,294.4833333333,1014.3333333333,299.15,299.15,801,293.51,78,299.15,298.8166666667,300.15,297.8166666667,293.4833333333,294.2666666667,296.8166666667,295.4833333333,292.8166666667,298.6566666667,297.8166666667
+10412,2018-07-26 03:00:00,1.6666666667,level_5,0,1,84,39.6666666667,0,0,0,100,2,284.6666666667,0,2.3333333333,0,sp6,0,0,1013.6666666667,0,0,0,0,800,800,1014.3333333333,800,1013.3333333333,292.4833333333,1014,298.4833333333,298.4833333333,800,291.6733333333,81.3333333333,298.4833333333,296.8166666667,294.4833333333,295.8566666667,293.15,294.04,294.8166666667,295.15,291.15,293.4033333333,292.4833333333
+10413,2018-07-26 06:00:00,1.3333333333,level_10,0,1.3333333333,88,48,45,0.6666666667,68.3333333333,93.3333333333,1.6666666667,88,0,0.6666666667,0,sp6,0,0,1013,0,0,0,0,800,800,1014,803,1013,291.8166666667,1014.3333333333,296.4833333333,296.4833333333,802,290.3966666667,86.3333333333,296.4833333333,296.15,291.4833333333,294.9833333333,293.15,293.4466666667,293.8166666667,293.8166666667,289.4833333333,290.8133333333,290.15
+10414,2018-07-26 09:00:00,1.3333333333,level_4,0,1.3333333333,80.3333333333,32.3333333333,63.3333333333,0.3333333333,85,117.6666666667,1.3333333333,178,0,2,0,sp8,0,0,1013,0,0,0,0,800,800,1014.3333333333,803.6666666667,1013.3333333333,293.4833333333,1015.6666666667,299.4833333333,299.4833333333,802.6666666667,292.0666666667,73.6666666667,299.4833333333,299.4833333333,298.4833333333,299.3166666667,295.15,295.57,299.15,296.15,291.15,296.19,293.8166666667
+10415,2018-07-26 12:00:00,3,level_1,0,1,61.3333333333,23,51.6666666667,1.3333333333,25,226.6666666667,3,220,0,2.6666666667,0,sp8,0,0,1012.6666666667,0,0,0,0,800,800,1014,801,1012.3333333333,298.15,1015.6666666667,304.4833333333,304.4833333333,802.3333333333,297.7433333333,50,304.4833333333,304.8166666667,303.8166666667,303.3166666667,299.4833333333,299.6633333333,301.8166666667,299.8166666667,297.4833333333,302.4533333333,300.8166666667
+10416,2018-07-26 15:00:00,3.6666666667,level_5,0,5.3333333333,40.6666666667,21,63.3333333333,3.3333333333,0,226.6666666667,5,160,0,3,0,sp5,0,0,1011.6666666667,0,0,0,0,800,800,1014,800,1011,302.8166666667,1014.6666666667,303.8166666667,303.8166666667,802.6666666667,302.41,57,303.8166666667,307.8166666667,307.15,304.6933333333,299.4833333333,299.8433333333,301.8166666667,300.15,302.15,306.0633333333,303.8166666667
+10417,2018-07-26 18:00:00,4.6666666667,level_5,0,4.6666666667,35.3333333333,19.6666666667,75,2.6666666667,0,333.3333333333,4.3333333333,163.3333333333,0,3,0,sp3,0,0,1011.3333333333,0,0,0,0,800,800,1014.3333333333,800,1011,305.15,1013.3333333333,302.8166666667,302.8166666667,803,304.5433333333,58.3333333333,302.8166666667,306.4833333333,307.8166666667,304.9833333333,295.8166666667,296.7233333333,303.4833333333,297.8166666667,304.15,306.5333333333,304.15
+10418,2018-07-26 21:00:00,4,level_2,0,3,51,19,75,3,0,336.6666666667,3,183.6666666667,0,4,0,sp3,0,0,1013,0,0,0,0,800,800.6666666667,1015.6666666667,800,1011.6666666667,301.15,1014,300.15,300.15,803,300.7466666667,73.6666666667,300.15,301.4833333333,305.4833333333,300.4633333333,293.4833333333,294.3866666667,299.4833333333,295.4833333333,300.4833333333,304.1533333333,301.8166666667
+10419,2018-07-27 00:00:00,3.6666666667,level_2,0,2,71.3333333333,21.3333333333,80.6666666667,1.3333333333,0,330,2.3333333333,268.3333333333,0,3,0,sp5,0,0,1014,0,0,0,0,800,800.3333333333,1016,800,1013,295.4833333333,1014,299.15,299.15,606,294.4733333333,78,299.15,297.4833333333,301.8166666667,296.9833333333,292.4833333333,294.12,296.4833333333,296.15,293.8166666667,300.1066666667,298.8166666667
+10420,2018-07-27 03:00:00,0.6666666667,level_1,0,0.6666666667,78.6666666667,35.3333333333,85,1.3333333333,0,260,2,279.6666666667,0,2.3333333333,0,sp5,0,0,1013.3333333333,0,0,0,0,800,800,1014.6666666667,800,1012.3333333333,293.4833333333,1014,297.8166666667,297.8166666667,803.6666666667,292.6933333333,83,297.8166666667,296.8166666667,294.8166666667,296.15,292.15,293.7166666667,295.4833333333,295.8166666667,292.15,293.7166666667,292.8166666667
+10421,2018-07-27 06:00:00,1,level_10,0,1.6666666667,82,44,75,1,0,110,2.3333333333,256.3333333333,0,1,0,sp4,0,0,1012,0,0,0,0,800,800.3333333333,1014,800,1012,291.8166666667,1014,296.15,296.15,803,290.8033333333,84.6666666667,296.15,296.15,292.4833333333,294.9833333333,292.15,293.5566666667,293.8166666667,295.15,290.15,291.1866666667,290.15
+10422,2018-07-27 09:00:00,1.3333333333,level_7,0,1.3333333333,74.3333333333,30.6666666667,20,1,0,0,1.3333333333,230,0,1.6666666667,0,sp6,0,0,1012.6666666667,0,0,0,0,800,800.3333333333,1015,800,1013,294.4833333333,1015,299.4833333333,299.4833333333,801,293.47,66.3333333333,299.4833333333,300.15,298.4833333333,299.2433333333,293.8166666667,294.8266666667,298.4833333333,295.8166666667,292.8166666667,296.12,293.4833333333
+10423,2018-07-27 12:00:00,3.6666666667,level_1,0,1.3333333333,56.6666666667,24,40,1.3333333333,0,130,2,106.6666666667,0,2,0,sp6,0,0,1012.6666666667,0,0,0,0,800,800,1012.6666666667,800,1012.3333333333,300.15,1015,303.8166666667,303.8166666667,802,299.34,54.3333333333,303.8166666667,305.4833333333,304.15,302.9833333333,297.8166666667,298.73,300.4833333333,299.8166666667,298.8166666667,302.65,300.4833333333
+10424,2018-07-27 15:00:00,4,level_5,0,5,33.6666666667,19,20,4,0,130,5,163.3333333333,0,2.3333333333,0,sp3,0,0,1011.3333333333,0,0,0,0,800,800,1012.6666666667,800,1002,306.15,1014.3333333333,303.685,303.685,801,305.34,51.6666666667,303.685,308.15,307.15,304.7433333333,299.8166666667,300.15,302.15,300.4833333333,304.8166666667,305.86,303.15
+10425,2018-07-27 18:00:00,5.6666666667,level_3,0,4.3333333333,31,17.6666666667,75,2.6666666667,0,323.3333333333,3.6666666667,180,0,5.3333333333,0,sp3,0,0,1011,0,0,0,0,800,800,1013,800,1010.3333333333,307.15,1013,302.4833333333,302.4833333333,769,306.6166666667,58.3333333333,302.4833333333,306.15,307.4833333333,303.65,295.8166666667,296.2733333333,301.15,296.8166666667,306.15,306.3333333333,304.15
+10426,2018-07-27 21:00:00,4,level_2,0,3.6666666667,43,25.6666666667,75,2.6666666667,0,206.6666666667,2.3333333333,210,0,5.3333333333,0,sp3,0,0,1011.3333333333,0,0,0,0,800,800,1014.3333333333,800,1011,301.4833333333,1013.6666666667,300.4833333333,300.4833333333,366.8333333333,301.15,71,300.4833333333,302.4833333333,304.8166666667,300.9833333333,293.15,293.4566666667,299.4833333333,293.8166666667,300.8166666667,303.7666666667,301.8166666667
+10427,2018-07-28 00:00:00,2.6666666667,level_5,0.1,1.3333333333,63.3333333333,29.6666666667,83.3333333333,1.3333333333,0,203.3333333333,1.6666666667,273.3333333333,0,3.3333333333,0,sp4,0,0,1012,0,0,0,0,800,800,1015,800,1011,297.15,1014,298.8166666667,298.8166666667,366.6666666667,296.9466666667,76.6666666667,298.8166666667,298.4833333333,299.4833333333,298.3166666667,292.8166666667,293.2633333333,298.15,293.8166666667,296.8166666667,298.7233333333,298.15
+10428,2018-07-28 03:00:00,1.3333333333,level_7,0.1,1.3333333333,69.6666666667,37,83.3333333333,1,0,46.6666666667,1.3333333333,173,0,2,0,sp5,0,0,1011.6666666667,0,0,0,0,800,800,1015.3333333333,800,1010.3333333333,295.15,1014,296.8166666667,296.8166666667,668,294.8366666667,79.6666666667,296.8166666667,297.8166666667,295.4833333333,297.0466666667,291.15,291.9433333333,296.15,292.8166666667,294.4833333333,293.3933333333,291.8166666667
+10429,2018-07-28 06:00:00,0.6666666667,level_10,0,1.3333333333,77,52.6666666667,75,1,0,126.6666666667,1,260,0,1,0,sp5,0,0,1011.3333333333,0,0,0,0,800,800.6666666667,1015,800,1010.3333333333,292.4833333333,1014.3333333333,295.4833333333,295.4833333333,803,292.15,81.3333333333,295.4833333333,296.4833333333,291.15,295.8166666667,290.4833333333,291.3866666667,295.15,292.4833333333,291.8166666667,289.9133333333,288.8166666667
+10430,2018-07-28 09:00:00,1,level_4,0,0.6666666667,60.6666666667,41,63.3333333333,1.3333333333,0,83.3333333333,1.6666666667,163.3333333333,0,1,0,sp7,0,0,1012,0,0,0,0,800,801.6666666667,1016,800,1011.3333333333,295.8166666667,1015.6666666667,299.15,299.15,802.6666666667,294.8066666667,61.6666666667,299.15,298.8166666667,297.15,298.4833333333,291.4833333333,292.4933333333,298.15,293.8166666667,294.15,294.5866666667,292.4833333333
+10431,2018-07-28 12:00:00,3.6666666667,level_2,0,2.6666666667,34,20.6666666667,75,3.6666666667,0,336.6666666667,2.6666666667,133.3333333333,0,2,0,sp7,0,0,1012,0,0,0,0,800,800.6666666667,1017,800,1011.6666666667,303.15,1016,304.15,304.15,803,301.7366666667,50,304.15,303.8166666667,302.15,302.2766666667,295.15,295.6033333333,300.8166666667,296.15,300.8166666667,300.9866666667,299.4833333333
+10432,2018-07-28 15:00:00,5.6666666667,level_3,0,5,25,8,40,4.6666666667,0,140,5,130,0,4.6666666667,0,sp6,0,0,1012.3333333333,0,0,0,0,800,800,1017,800,1011,305.4833333333,1015.6666666667,304.4833333333,304.4833333333,802,305.15,51,304.4833333333,304.8166666667,305.8166666667,302.92,297.15,297.15,301.15,297.15,304.8166666667,304.89,302.8166666667
+10433,2018-07-28 18:00:00,6,level_3,0,4.6666666667,31,12.6666666667,75,3.3333333333,0,73.3333333333,4.3333333333,120,0,6.3333333333,0,sp5,0,0,1013,0,0,0,0,800,800,1016,800,1011,304.8166666667,1015,304.8166666667,304.8166666667,803,304.2833333333,40.6666666667,304.8166666667,302.15,307.15,301.4833333333,295.8166666667,296.1166666667,300.8166666667,296.4833333333,303.8166666667,305.8733333333,303.4833333333
+10434,2018-07-28 21:00:00,4.3333333333,level_1,0,3.3333333333,50.3333333333,16.3333333333,75,1.3333333333,0,56.6666666667,3,103.3333333333,0,5.6666666667,0,sp6,0,0,1014.3333333333,0,0,0,0,800,800,1015.6666666667,800,1011.6666666667,299.4833333333,1015,302.15,302.15,803,299.09,58.3333333333,302.15,299.8166666667,304.4833333333,299.65,292.4833333333,293.8233333333,299.4833333333,295.4833333333,298.4833333333,303.5933333333,302.15
+10435,2018-07-29 00:00:00,3.3333333333,level_3,0,2.6666666667,66.6666666667,25.6666666667,83.6666666667,1,0,0,0.6666666667,26.6666666667,0,3.3333333333,0,sp10,0,0,1015,0,0,0,0,800,800,1015.3333333333,800,1013.3333333333,295.15,1015,299.15,299.15,803.6666666667,294.7433333333,86.3333333333,299.15,299.15,301.8166666667,298.8166666667,288.8166666667,291.4966666667,298.4833333333,294.8166666667,294.4833333333,299.9166666667,298.4833333333
+10436,2018-07-29 03:00:00,2.3333333333,level_5,0,1.6666666667,75.6666666667,37.6666666667,50.6666666667,0.3333333333,0,91.3333333333,1.3333333333,286.6666666667,0,1.6666666667,0,sp10,0,0,1014.6666666667,0,0,0,0,800,800,1014,800,1013.6666666667,293.4833333333,1015,298.4833333333,298.4833333333,802.6666666667,293.4833333333,83,298.4833333333,298.15,296.8166666667,296.8166666667,287.4833333333,290.4566666667,295.4833333333,294.15,293.4833333333,294.5366666667,292.8166666667
+10437,2018-07-29 06:00:00,0.6666666667,level_10,0,2,84,47.3333333333,75,0.6666666667,0,108.6666666667,1.3333333333,190.6666666667,0,1.3333333333,0,sp10,0,0,1014,0,0,0,0,800,800,1013.6666666667,800,1013.3333333333,292.15,1015.3333333333,296.4833333333,296.4833333333,803,292.15,81.3333333333,296.4833333333,297.15,292.4833333333,295.88,289.4833333333,291.2666666667,294.4833333333,293.4833333333,292.15,291.0533333333,289.8166666667
+10438,2018-07-29 09:00:00,4,level_10,0,2,70,46.6666666667,63.3333333333,0.6666666667,0,202,0.6666666667,53.3333333333,0,1,0,sp12,0,0,1015,0,0,0,0,800,800,1015,800,1014,295.15,1017,299.15,299.15,802.6666666667,293.94,66.3333333333,299.15,299.4833333333,296.15,299.15,290.4833333333,292.7133333333,298.8166666667,295.4833333333,293.15,295.1,293.4833333333
+10439,2018-07-29 12:00:00,4.3333333333,level_3,0,2.3333333333,49.6666666667,25.6666666667,75,2.3333333333,0,220,3,166.6666666667,0,1.6666666667,0,sp12,0,0,1013.6666666667,0,0,0,0,800,801,1015,800,1013.3333333333,299.8166666667,1017.6666666667,304.15,304.15,803,299.2066666667,50.6666666667,304.15,303.4833333333,300.8166666667,301.9833333333,296.15,297.3766666667,300.4833333333,298.8166666667,298.8166666667,299.6533333333,297.8166666667
+10440,2018-07-29 15:00:00,5,level_4,0,4.6666666667,31,16.6666666667,75,3.6666666667,0,343.3333333333,4,146.6666666667,0,3.6666666667,0,sp11,0,0,1012.6666666667,0,0,0,0,800,800.3333333333,1016,800,1012,304.4833333333,1017,305.15,305.15,803,303.4733333333,49,305.15,304.8166666667,304.15,303.3166666667,299.15,299.3333333333,301.8166666667,299.4833333333,302.8166666667,303.9433333333,303.4833333333
+10441,2018-07-29 18:00:00,5,level_5,0,4.3333333333,38.3333333333,14.3333333333,63.3333333333,3.3333333333,0,236.6666666667,3.6666666667,136.6666666667,0,6.6666666667,0,sp8,0,0,1012,0,0,0,0,800,800,1016,800,1012,303.4833333333,1016,303.4833333333,303.4833333333,802.6666666667,303.15,58.3333333333,303.4833333333,304.8166666667,306.15,302.9833333333,296.8166666667,297.2633333333,301.15,297.8166666667,302.8166666667,305.2066666667,303.4833333333
+10442,2018-07-29 21:00:00,4,level_3,0,3,54.6666666667,21.6666666667,63.3333333333,1.3333333333,0,240,2.6666666667,90,0,5.6666666667,0,sp9,0,0,1013.3333333333,0,0,0,0,800,800,1017,800,1012.3333333333,298.15,1016,300.4833333333,300.4833333333,802.6666666667,297.6866666667,75,300.4833333333,301.15,304.15,300.65,293.4833333333,294.5233333333,300.15,295.8166666667,297.15,302.98,301.15
+10443,2018-07-30 00:00:00,1.6666666667,level_5,0,1,71.3333333333,32,0,1,0,40,2,157,0,3.3333333333,0,sp12,0,0,1015,0,0,0,0,800,800,1018,800,1014,294.4833333333,1017,299.15,299.15,800,294.4833333333,81.3333333333,299.15,299.15,298.15,298.9833333333,292.4833333333,292.7833333333,298.8166666667,293.15,294.4833333333,297.39,296.8166666667
+10444,2018-07-30 03:00:00,0.6666666667,level_6,0,0.6666666667,77,37.6666666667,16,1,0,33.3333333333,1.3333333333,280,0,3,0,sp12,0,0,1015,0,0,0,0,800,800,1017,800,1013.3333333333,292.8166666667,1017,296.8166666667,296.8166666667,800.6666666667,292.6866666667,84.6666666667,296.8166666667,297.8166666667,293.8166666667,297.15,291.4833333333,291.7833333333,296.4833333333,292.15,292.4833333333,292.8666666667,292.15
+10445,2018-07-30 06:00:00,1.3333333333,level_7,0,0.3333333333,86,42.3333333333,56.6666666667,1,0,136.6666666667,1,300.6666666667,0,1.3333333333,0,sp12,0,0,1015,0,0,0,0,800,800,1016.6666666667,800,1013.6666666667,291.4833333333,1017.3333333333,296.15,296.15,802.3333333333,291.02,83,296.15,297.15,292.15,296.8166666667,290.15,291.19,296.4833333333,292.4833333333,290.4833333333,290.4166666667,289.15
+10446,2018-07-30 09:00:00,1,level_5,0,1.3333333333,71.6666666667,30.6666666667,63.3333333333,0.3333333333,0,0,0.6666666667,25.6666666667,0,1.3333333333,0,sp13,0,0,1015.6666666667,0,0,0,0,800,800.3333333333,1017,800,1015.3333333333,294.15,1018.6666666667,299.4833333333,299.4833333333,802.6666666667,293.34,72.6666666667,299.4833333333,300.8166666667,297.8166666667,300.65,293.15,294.04,300.4833333333,295.15,292.8166666667,295.4533333333,293.4833333333
+10447,2018-07-30 12:00:00,1.6666666667,level_1,0,2,46.3333333333,19.3333333333,26.6666666667,1,0,121.3333333333,3,136.6666666667,0,1.6666666667,0,sp13,0,0,1015.6666666667,0,0,0,0,800,800.6666666667,1017,800,1015,299.8166666667,1018.6666666667,303.4833333333,303.4833333333,801.3333333333,299.6133333333,59.6666666667,303.4833333333,305.15,302.8166666667,303.65,298.4833333333,299.2666666667,302.15,300.15,299.4833333333,301.7266666667,300.15
+10448,2018-07-30 15:00:00,2.3333333333,level_4,0,4.6666666667,28.6666666667,16.6666666667,26.6666666667,2,0,120,5.3333333333,123.3333333333,0,1.6666666667,0,sp10,0,0,1015,0,0,0,0,800,801,1016.3333333333,800,1014,304.8166666667,1017.6666666667,304.4833333333,304.4833333333,801.3333333333,303.8066666667,54,304.4833333333,305.4833333333,306.4833333333,303.8166666667,302.8166666667,302.8166666667,302.15,302.8166666667,303.15,305.5966666667,304.15
+10449,2018-07-30 18:00:00,3.6666666667,level_4,0,4,33,13.3333333333,20,3.3333333333,0,350,4.3333333333,123.3333333333,0,3.6666666667,0,sp7,0,0,1014.6666666667,0,0,0,0,800,801,1015.6666666667,800,1014,306.4833333333,1016.3333333333,303.15,303.15,801,305.23,63.3333333333,303.15,303.8166666667,307.8166666667,302.8166666667,300.4833333333,301.0766666667,301.8166666667,301.8166666667,304.15,306.9366666667,304.8166666667
+10450,2018-07-30 21:00:00,3.3333333333,level_4,0,2.3333333333,52.6666666667,16,20,1.3333333333,0,326.6666666667,1.6666666667,120.6666666667,0,5.6666666667,0,sp8,0,0,1015.3333333333,0,0,0,0,800,800.3333333333,1016.6666666667,800,1014.3333333333,299.8166666667,1017,301.15,301.15,801,298.97,71,301.15,301.15,305.4833333333,300.8166666667,295.15,296.49,300.4833333333,298.15,298.15,304,302.15
+10451,2018-07-31 00:00:00,1.3333333333,level_5,0,0.6666666667,67,25.6666666667,6.6666666667,0.3333333333,0,119.6666666667,1.3333333333,264,0,2.3333333333,0,sp10,0,0,1015.6666666667,0,0,0,0,800,800,1017.3333333333,800,1015.6666666667,295.4833333333,1017,299.8166666667,299.8166666667,800.3333333333,295.15,79.6666666667,299.8166666667,298.8166666667,298.8166666667,298.3166666667,290.8166666667,292.3066666667,297.8166666667,294.15,294.8166666667,296.9166666667,295.4833333333
+10452,2018-07-31 03:00:00,0.6666666667,level_9,0,1,72.3333333333,36.3333333333,8,0.3333333333,0,230,2,267.3333333333,0,1,0,sp9,0,0,1015,0,0,0,0,800,800,1017.6666666667,800,1015,293.4833333333,1017,298.15,298.15,800.6666666667,292.8266666667,83,298.15,298.15,293.4833333333,297.4833333333,289.15,290.6366666667,296.8166666667,292.4833333333,292.15,292.7233333333,292.15
+10453,2018-07-31 06:00:00,1.3333333333,level_9,0,1,75.3333333333,44.3333333333,56.6666666667,1.3333333333,0,70,1.6666666667,276,0,1,0,sp9,0,0,1015,0,0,0,0,800,800,1018.3333333333,800,1014.3333333333,291.8166666667,1017.3333333333,296.15,296.15,634.6666666667,291.05,83,296.15,296.8166666667,292.8166666667,295.9833333333,289.15,290.49,295.15,292.15,290.4833333333,291.3733333333,290.4833333333
+10454,2018-07-31 09:00:00,1.6666666667,level_1,0,0.3333333333,60.6666666667,37.6666666667,75,0.6666666667,0,40,1.3333333333,186.6666666667,0,1.6666666667,0,sp9,0,0,1016,0,0,0,0,800,800,1019.3333333333,800,1015,296.15,1019,300.4833333333,300.4833333333,635.3333333333,295.7733333333,65.3333333333,300.4833333333,301.8166666667,298.8166666667,300.8166666667,291.4833333333,292.6733333333,299.8166666667,294.15,295.4833333333,296.6433333333,295.15
+10455,2018-07-31 12:00:00,1.6666666667,level_2,0,2.6666666667,37.3333333333,27.6666666667,75,3.6666666667,0,323.3333333333,3.3333333333,130,0,1.3333333333,0,sp8,0,0,1016,0,0,0,0,800,800.3333333333,1020.6666666667,800,1015,303.8166666667,1018.6666666667,303.8166666667,303.8166666667,803,303.0366666667,56,303.8166666667,305.8166666667,304.15,303.9833333333,294.8166666667,295.4466666667,302.15,296.15,302.4833333333,303.0533333333,301.4833333333
+10456,2018-07-31 15:00:00,2.3333333333,level_3,0,4.6666666667,22.6666666667,16.6666666667,75,3.6666666667,0,313.3333333333,4.6666666667,116.6666666667,0,2,0,sp5,0,0,1015.6666666667,0,0,0,0,800,800.3333333333,1020,800,1014.3333333333,308.8166666667,1017.3333333333,304.15,304.15,635.3333333333,308.41,56,304.15,305.8166666667,307.8166666667,304.4833333333,295.15,296.26,303.15,297.15,308.15,306.5866666667,304.15
+10457,2018-07-31 18:00:00,1.6666666667,level_4,0,4,17.3333333333,15.3333333333,75,2.6666666667,0,313.3333333333,4,120,0,2,0,sp3,0,0,1015,0,0,0,0,800,800,1020,800,1014,310.4833333333,1016,303.15,303.15,604.6666666667,310.3533333333,63.3333333333,303.15,304.15,309.15,303.15,293.4833333333,294.4366666667,302.15,295.15,310.15,308.0033333333,306.15
+10458,2018-07-31 21:00:00,1.6666666667,level_3,0,3.3333333333,28.6666666667,18.6666666667,75,2,0,296.6666666667,1.6666666667,76.6666666667,0,1.6666666667,0,sp3,0,0,1016,0,0,0,0,800,800,1021,800,1014.6666666667,306.8166666667,1016,300.4833333333,300.4833333333,803,306.13,76.6666666667,300.4833333333,301.8166666667,305.8166666667,301.15,292.4833333333,292.6333333333,300.4833333333,292.8166666667,305.4833333333,304.7466666667,302.4833333333
+10459,2018-08-01 00:00:00,1.6666666667,level_6,0.2,1.3333333333,49,27,86.3333333333,1.6666666667,0,196.6666666667,1.6666666667,280,0,2.3333333333,0,sp4,0,0,1016,0,0,0,0,800,800,1021.6666666667,800,1016,300.4833333333,1016,299.8166666667,299.8166666667,436.6666666667,299.95,79.6666666667,299.8166666667,299.4833333333,299.15,298.65,291.4833333333,291.93,297.8166666667,292.4833333333,299.4833333333,298.58,298.15
+10460,2018-08-01 03:00:00,1.3333333333,level_10,0.3,0.6666666667,59,37,92,1,0,203.3333333333,1.6666666667,280,0,0.6666666667,0,sp4,0,0,1016,0,0,0,0,800,800,1021,800,1015.3333333333,297.4833333333,1016,298.15,298.15,500,296.3433333333,86.3333333333,298.15,298.15,294.8166666667,297.15,291.4833333333,291.7833333333,296.15,292.15,295.4833333333,294.4366666667,294.15
+10461,2018-08-01 06:00:00,1,level_10,0.1,2,64,42.3333333333,80,1,0,293.3333333333,2,280,0,1.3333333333,0,sp4,0,0,1016.3333333333,0,0,0,0,800,800,1020.6666666667,800,1016,295.15,1017.3333333333,296.8166666667,296.8166666667,537.6666666667,294.34,86.3333333333,296.8166666667,297.15,293.4833333333,295.8166666667,291.15,291.5833333333,294.4833333333,292.15,293.8166666667,292.53,291.8166666667
+10462,2018-08-01 09:00:00,1.3333333333,level_7,0,1.3333333333,46.6666666667,35.3333333333,80,0.6666666667,0,93.3333333333,0.3333333333,103,0,2.6666666667,0,sp4,0,0,1017,0,0,0,0,800,800,1021,800,1017,299.4833333333,1018.6666666667,299.8166666667,299.8166666667,668.3333333333,297.8666666667,72.6666666667,299.8166666667,302.15,299.4833333333,301.65,291.8166666667,292.2566666667,301.15,292.8166666667,296.8166666667,297.7266666667,296.4833333333
+10463,2018-08-01 12:00:00,1,level_1,0,1.6666666667,17.3333333333,26.6666666667,75,1,0,40,1.3333333333,70,0,5.3333333333,0,sp4,0,0,1017.3333333333,0,0,0,0,800,800,1021,800,1017,309.4833333333,1019,303.4833333333,303.4833333333,803,309.0766666667,58.3333333333,303.4833333333,307.4833333333,305.15,305.9833333333,294.15,294.6,304.4833333333,295.15,308.8166666667,304.3266666667,303.4833333333
+10464,2018-08-01 15:00:00,1.6666666667,level_5,0,4,11.6666666667,17,75,2,0,66.6666666667,4,160,0,3.6666666667,0,sp3,0,0,1016.3333333333,0,0,0,0,800,800,1020,800,1016.3333333333,313.4833333333,1017.6666666667,305.15,305.15,803,313.0766666667,41.6666666667,305.15,308.4833333333,309.8166666667,306.3166666667,297.15,297.6,304.15,298.15,312.8166666667,308.6566666667,306.4833333333
+10465,2018-08-01 18:00:00,1.6666666667,level_4,0,3.6666666667,14.3333333333,13,56.6666666667,4.3333333333,0,46.6666666667,4.3333333333,153.3333333333,0,2.6666666667,0,sp2,0,0,1016,0,0,0,0,800,800,1020.3333333333,800,1016,313.15,1017,304.8166666667,304.8166666667,802.3333333333,312.9466666667,48,304.8166666667,306.8166666667,311.15,305.3166666667,294.8166666667,296.2133333333,303.8166666667,297.8166666667,312.8166666667,310.2,308.15
+10466,2018-08-01 21:00:00,1.3333333333,level_3,0,2.3333333333,18.6666666667,18,75,1,0,46.6666666667,1.6666666667,130.3333333333,0,2.3333333333,0,sp2,0,0,1016.6666666667,0,0,0,0,800,800,1020.6666666667,800,1016,308.15,1016.6666666667,301.4833333333,301.4833333333,803,307.8166666667,71.3333333333,301.4833333333,303.15,308.8166666667,302.8166666667,292.4833333333,294.12,302.4833333333,296.15,307.4833333333,307.06,304.8166666667
+10467,2018-08-02 00:00:00,1,level_7,0,1,23,28.6666666667,75,0.3333333333,26.6666666667,88.6666666667,2,280,0,3,0,sp3,0,0,1017.6666666667,0,0,0,0,800,800,1021.3333333333,801,1017,304.4833333333,1017.3333333333,299.15,299.15,769,303.6966666667,78,299.15,300.4833333333,300.8166666667,299.4833333333,291.8166666667,293.0066666667,298.4833333333,294.4833333333,302.4833333333,300.0566666667,299.4833333333
+10468,2018-08-02 03:00:00,2,level_6,0,1.3333333333,24.6666666667,34.6666666667,37.3333333333,1,26.6666666667,73.3333333333,1.3333333333,186.6666666667,0,1.6666666667,0,sp3,0,0,1018,0,0,0,0,800,800,1020.3333333333,801,1017,300.4833333333,1018.3333333333,296.8166666667,296.8166666667,701,299.0666666667,73.3333333333,296.8166666667,299.8166666667,296.8166666667,298.65,290.15,291.4866666667,297.4833333333,293.15,298.15,296.6266666667,296.4833333333
+10469,2018-08-02 06:00:00,1.3333333333,level_4,0,1,30.6666666667,39.6666666667,63.3333333333,1,0,43.3333333333,1.3333333333,276.6666666667,0,2.3333333333,0,sp3,0,0,1018,0,0,0,0,800,800,1020,800,1017.3333333333,299.4833333333,1019.3333333333,295.15,295.15,802.6666666667,297.46,74.6666666667,295.15,298.8166666667,296.15,297.4833333333,288.15,289.9366666667,296.15,292.15,296.15,295.45,294.4833333333
+10470,2018-08-02 09:00:00,2,level_7,0,1,29.3333333333,33.3333333333,51.6666666667,1,0,40,1,137.6666666667,0,4.3333333333,0,sp4,0,0,1018,0,0,0,0,800,800,1020,800,1018,303.8166666667,1020.6666666667,300.15,300.15,802.3333333333,302.2,41,300.15,302.15,301.15,302.15,291.8166666667,293.1566666667,302.15,294.8166666667,301.15,299.53,298.15
+10471,2018-08-02 12:00:00,2,level_3,0,1.6666666667,18.6666666667,22,20,1,0,46.6666666667,2.6666666667,143.3333333333,0,7.3333333333,0,sp4,0,0,1017.6666666667,0,0,0,0,800,800.3333333333,1019.3333333333,800,1017.3333333333,310.4833333333,1020.6666666667,306.15,306.15,801,310.28,32.6666666667,306.15,307.4833333333,307.15,305.9833333333,298.15,299.28,304.4833333333,300.8166666667,310.15,306.3266666667,304.8166666667
+10472,2018-08-02 15:00:00,1.6666666667,level_5,0,4,13,15.6666666667,6.6666666667,2.3333333333,0,223.3333333333,5.3333333333,143.3333333333,0,7,0,sp3,0,0,1017,0,0,0,0,800,801,1018.3333333333,800,1016.3333333333,314.15,1019.3333333333,306.8166666667,306.8166666667,800.3333333333,313.87,39.3333333333,306.8166666667,308.4833333333,311.15,306.65,303.15,303.5133333333,304.8166666667,303.8166666667,313.4833333333,310.5366666667,309.15
+10473,2018-08-02 18:00:00,1,level_5,0,4,11.6666666667,13.3333333333,6.6666666667,3.6666666667,0,213.3333333333,3.6666666667,140,0,5.6666666667,0,sp3,0,0,1016.6666666667,0,0,0,0,800,800.3333333333,1017.6666666667,800,1007.3333333333,314.4833333333,1018,305.1796666667,305.1796666667,800.3333333333,314.3533333333,41.3333333333,305.1796666667,306.4833333333,312.8166666667,305.4833333333,301.8166666667,302.8866666667,304.4833333333,303.8166666667,314.15,311.8966666667,309.8166666667
+10474,2018-08-02 21:00:00,1.3333333333,level_2,0,2,26.6666666667,17,0,2.3333333333,0,223.3333333333,1.3333333333,103.3333333333,0,3,0,sp4,0,0,1017.3333333333,0,0,0,0,800,801,1018.6666666667,800,1016.6666666667,310.15,1017.6666666667,302.4833333333,302.4833333333,800,309.6266666667,68.6666666667,302.4833333333,303.15,310.4833333333,302.7766666667,297.4833333333,298.19,302.4833333333,298.8166666667,308.8166666667,308.5833333333,306.15
+10475,2018-08-03 00:00:00,1.6666666667,level_8,0,0.6666666667,43.6666666667,27.3333333333,0,0.3333333333,0,33,1.3333333333,186.6666666667,0,1,0,sp6,0,0,1018,0,0,0,0,800,800.3333333333,1020.3333333333,800,1017.3333333333,303.4833333333,1018.6666666667,300.4833333333,300.4833333333,800,303.09,74,300.4833333333,301.15,304.4833333333,300.8366666667,293.15,294.12,300.4833333333,295.15,302.4833333333,303.9133333333,303.4833333333
+10476,2018-08-03 03:00:00,2,level_6,0,0.6666666667,44,39.3333333333,0,0,0,169,1.6666666667,282,0,1.3333333333,0,sp6,0,0,1017,0,0,0,0,800,801,1020.6666666667,800,1016.6666666667,298.8166666667,1019,298.4833333333,298.4833333333,780.3333333333,298.0066666667,72,298.4833333333,300.8166666667,301.8166666667,299.8166666667,290.15,292.1666666667,298.8166666667,294.15,297.4833333333,300.9666666667,300.15
+10477,2018-08-03 06:00:00,1,level_9,0,1.6666666667,42.3333333333,45,36.6666666667,0.6666666667,0,165,1,284.6666666667,0,1,0,sp6,0,0,1017,0,0,0,0,800,800,1019.6666666667,800,1016,298.15,1019.3333333333,297.15,297.15,721,295.7233333333,70.3333333333,297.15,299.8166666667,298.8166666667,298.7533333333,289.15,291.01,297.4833333333,293.15,294.15,297.57,296.4833333333
+10478,2018-08-03 09:00:00,1,level_4,0,0.6666666667,34.3333333333,38,6.6666666667,1.3333333333,0,90,1,70.6666666667,0,2.3333333333,0,sp8,0,0,1017,0,0,0,0,800,800.6666666667,1019,800,1016,302.8166666667,1020.6666666667,301.8166666667,301.8166666667,727.6666666667,301.4,44,301.8166666667,302.8166666667,302.4833333333,302.8166666667,291.8166666667,294.2833333333,302.8166666667,297.4833333333,300.4833333333,300.5266666667,298.4833333333
+10479,2018-08-03 12:00:00,2.3333333333,level_5,0,1.6666666667,20.6666666667,25.6666666667,0,1,0,40,3.3333333333,126.6666666667,0,2,0,sp8,0,0,1017,0,0,0,0,800,800.3333333333,1018.6666666667,800,1015.6666666667,310.15,1020.3333333333,306.4833333333,306.4833333333,800,309.7966666667,34.3333333333,306.4833333333,307.15,308.15,305.8166666667,298.4833333333,301.0466666667,304.4833333333,304.8166666667,309.4833333333,307.3433333333,306.4833333333
+10480,2018-08-03 15:00:00,1.3333333333,level_5,0,5.3333333333,13.6666666667,18,0,4.6666666667,0,293.3333333333,5,123.3333333333,0,0.6666666667,0,sp6,0,0,1016,0,0,0,0,800,801,1018,800,1015,315.15,1019,306.8166666667,306.8166666667,800,314.7633333333,42.6666666667,306.8166666667,308.15,313.15,307.15,304.4833333333,304.8166666667,306.15,305.15,314.4833333333,312.2233333333,309.8166666667
+10481,2018-08-03 18:00:00,3.3333333333,level_3,0,5,15.6666666667,15.3333333333,0,4,0,206.6666666667,4,120,0,4.6666666667,0,sp4,0,0,1016,0,0,0,0,800,800.3333333333,1019.3333333333,800,1015,315.15,1018,304.4833333333,304.4833333333,800,314.8166666667,56,304.4833333333,306.8166666667,313.4833333333,306.13,303.4833333333,303.85,305.4833333333,304.15,314.4833333333,312.1266666667,309.15
+10482,2018-08-03 21:00:00,2.6666666667,level_2,0,3,22.3333333333,20.3333333333,0,1.6666666667,0,196.6666666667,2,149.3333333333,0,3.6666666667,0,sp4,0,0,1016.3333333333,0,0,0,0,800,800.6666666667,1019.6666666667,800,1016,310.8166666667,1018.3333333333,302.4833333333,302.4833333333,800,309.86,64.6666666667,302.4833333333,304.15,310.4833333333,303.65,299.15,299.4466666667,303.15,299.8166666667,309.15,309.28,307.4833333333
+10483,2018-08-04 00:00:00,2.6666666667,level_6,0,2,29.6666666667,22,0,0.6666666667,0,50,1,266,0,4.3333333333,0,sp5,0,0,1018,0,0,0,0,800,800,1021,800,1017,305.4833333333,1019.6666666667,301.4833333333,301.4833333333,800,304.3266666667,69.6666666667,301.4833333333,302.15,304.8166666667,301.4833333333,292.15,293.37,300.8166666667,295.15,303.4833333333,303.6266666667,302.4833333333
+10484,2018-08-04 03:00:00,1,level_10,0,1.6666666667,46.3333333333,29.3333333333,8,1,0,50,2,282,0,3.3333333333,0,sp5,0,0,1016.6666666667,0,0,0,0,800,800,1021,800,1017,301.8166666667,1020,299.15,299.15,800.6666666667,301.0066666667,69,299.15,301.4833333333,300.15,300.15,288.8166666667,291.0233333333,298.8166666667,294.15,300.4833333333,299.47,298.8166666667
+10485,2018-08-04 06:00:00,0.6666666667,level_6,0,1.3333333333,57,45,0,0.6666666667,0,230.3333333333,1,187,0,1.3333333333,0,sp5,0,0,1016,0,0,0,0,800,800,1021.6666666667,800,1007.3333333333,298.4833333333,1020.3333333333,295.7103333333,295.7103333333,800,298.28,75,295.7103333333,300.15,296.15,298.5433333333,287.15,289.91,296.8166666667,292.8166666667,298.15,295.1333333333,294.15
+10486,2018-08-04 09:00:00,1,level_6,0,1,45.6666666667,33.6666666667,6.6666666667,0,0,0,1,143.6666666667,0,1,0,sp8,0,0,1016.6666666667,0,0,0,0,800,800.3333333333,1021,800,1016.6666666667,301.4833333333,1022,302.15,302.15,800.3333333333,300.6766666667,55,302.15,303.4833333333,300.8166666667,302.92,292.8166666667,294.1666666667,302.4833333333,295.8166666667,300.15,298.4433333333,295.8166666667
+10487,2018-08-04 12:00:00,1.3333333333,level_2,0,2.3333333333,30.3333333333,22.6666666667,0,1,0,123.3333333333,3,270,0,2.3333333333,0,sp8,0,0,1016,0,0,0,0,800,800.6666666667,1021.6666666667,800,1016.6666666667,307.4833333333,1021.6666666667,307.4833333333,307.4833333333,800,307.28,34,307.4833333333,309.4833333333,306.4833333333,308.15,300.8166666667,301.5766666667,306.8166666667,302.4833333333,307.15,305.2633333333,303.8166666667
+10488,2018-08-04 15:00:00,1,level_5,0,5.3333333333,21,13.3333333333,0,3.6666666667,0,310,5.3333333333,153.3333333333,0,3.3333333333,0,sp5,0,0,1015.3333333333,0,0,0,0,800,801,1021,800,1015.6666666667,313.15,1019.6666666667,307.8166666667,307.8166666667,800,312.14,33.3333333333,307.8166666667,307.4833333333,311.4833333333,306.92,301.4833333333,302.4066666667,306.4833333333,303.15,311.4833333333,309.9433333333,307.8166666667
+10489,2018-08-04 18:00:00,2.6666666667,level_5,0,4.6666666667,21.3333333333,14,6.6666666667,2.6666666667,0,313.3333333333,4,110,0,4.6666666667,0,sp4,0,0,1016,0,0,0,0,800,801,1021,800,1015,312.8166666667,1018,306.8166666667,306.8166666667,800.3333333333,312.8166666667,41.6666666667,306.8166666667,306.15,312.15,305.4833333333,300.8166666667,301.15,304.8166666667,301.4833333333,312.8166666667,311.56,310.15
+10490,2018-08-04 21:00:00,3,level_4,0,1.3333333333,28.3333333333,16.3333333333,13.3333333333,1.6666666667,0,223.3333333333,1.3333333333,86.6666666667,0,4.3333333333,0,sp4,0,0,1016.3333333333,0,0,0,0,800,800.6666666667,1021.3333333333,800,1015.3333333333,307.8166666667,1018,304.4833333333,304.4833333333,800.6666666667,307.8166666667,54,304.4833333333,304.4833333333,309.15,303.42,296.15,297.25,302.4833333333,298.4833333333,307.8166666667,308.05,306.15
+10491,2018-08-05 00:00:00,3.6666666667,level_4,0,1,45,24,13.3333333333,0.3333333333,0,202,1.6666666667,286.6666666667,0,3.6666666667,0,sp6,0,0,1016.3333333333,0,0,0,0,800,800.3333333333,1022.3333333333,800,1016,301.15,1019,302.8166666667,302.8166666667,800.6666666667,301.15,57,302.8166666667,301.15,303.4833333333,300.69,290.8166666667,293.55,300.15,296.4833333333,301.15,302.82,302.15
+10492,2018-08-05 03:00:00,2.6666666667,level_9,0,1.3333333333,58,39.6666666667,0,0.6666666667,0,258.3333333333,1.3333333333,183.3333333333,0,2,0,sp6,0,0,1015.3333333333,0,0,0,0,800,800,1022,800,1015.3333333333,297.8166666667,1019,299.4833333333,299.4833333333,800,297.8166666667,61,299.4833333333,301.4833333333,299.8166666667,300.11,287.8166666667,291.18,298.4833333333,294.4833333333,297.8166666667,299.6266666667,299.4833333333
+10493,2018-08-05 06:00:00,2,level_9,0,1,67.3333333333,47.6666666667,0,1,0,146.3333333333,1,194,0,1,0,sp6,0,0,1015.3333333333,0,0,0,0,800,800.6666666667,1020.6666666667,800,1015,296.15,1019,298.15,298.15,800,296.15,59.6666666667,298.15,300.4833333333,297.4833333333,299.2133333333,285.8166666667,287.8666666667,297.8166666667,290.15,296.15,296.7033333333,295.8166666667
+10494,2018-08-05 09:00:00,2,level_1,0,1,57.3333333333,36.6666666667,13.3333333333,1,0,211.3333333333,1,80,0,1.6666666667,0,sp8,0,0,1016,0,0,0,0,800,800,1021.3333333333,800,1007,298.4833333333,1020,304.629,304.629,800.6666666667,297.8766666667,37.6666666667,304.629,303.4833333333,300.4833333333,302.7766666667,292.15,293.0766666667,302.15,294.15,297.4833333333,299.3366666667,298.15
+10495,2018-08-05 12:00:00,1.3333333333,level_4,0,2.3333333333,29.3333333333,28,0,1,0,186.6666666667,2.3333333333,126.6666666667,0,0.3333333333,0,sp8,0,0,1016,0,0,0,0,800,800,1019.3333333333,800,1007,307.15,1019.6666666667,308.2956666667,308.2956666667,800,306.7433333333,27.6666666667,308.2956666667,308.4833333333,306.8166666667,307.15,300.8166666667,301.2633333333,305.8166666667,301.8166666667,306.4833333333,305.7266666667,304.4833333333
+10496,2018-08-05 15:00:00,2,level_5,0,6,20,20.6666666667,0,2.6666666667,0,320,7,116.6666666667,13.3333333333,1.3333333333,0,sp5,0,0,1015.3333333333,0,0,0,0,800.6666666667,800.6666666667,1017.6666666667,800,1014.6666666667,311.4833333333,1018.6666666667,310.15,310.15,800,311.4833333333,25,310.15,308.15,310.4833333333,307.3166666667,303.4833333333,303.93,306.4833333333,304.4833333333,311.4833333333,309.48,308.15
+10497,2018-08-05 18:00:00,2.3333333333,level_5,0,6.3333333333,19,14,0,3.6666666667,0,300,4.3333333333,126.6666666667,13.3333333333,4,0,sp3,0,0,1015,0,0,0,0,800.6666666667,604,1016.6666666667,800,1013.3333333333,312.4833333333,1016.6666666667,308.15,308.15,800,312.4833333333,34,308.15,305.4833333333,311.15,304.9833333333,302.4833333333,302.8766666667,304.4833333333,303.15,312.4833333333,310.6166666667,309.8166666667
+10498,2018-08-05 21:00:00,1.6666666667,level_2,0,5.3333333333,25.3333333333,15.6666666667,0,1.3333333333,0,226.3333333333,1,50,0,4.3333333333,0,sp3,0,0,1015.6666666667,0,0,0,0,800,800.6666666667,1016.6666666667,800,1013.6666666667,309.15,1016.3333333333,304.15,304.15,800,309.15,61,304.15,303.4833333333,308.8166666667,303.15,298.4833333333,299.2133333333,302.8166666667,299.8166666667,309.15,308.0333333333,306.8166666667
+10499,2018-08-06 00:00:00,2,level_5,0,1.6666666667,34.3333333333,17.3333333333,0,1.3333333333,0,36.6666666667,1.3333333333,180,0,2.6666666667,0,sp5,0,0,1016.3333333333,0,0,0,0,800,800,1017,800,1015,303.15,1017,301.4833333333,301.4833333333,800,303.15,68.3333333333,301.4833333333,301.4833333333,303.4833333333,300.4833333333,292.4833333333,293.5533333333,299.4833333333,295.15,303.15,301.9533333333,300.4833333333
+10500,2018-08-06 03:00:00,1.3333333333,level_9,0,2,43.6666666667,26,0,1,0,0,1,286.6666666667,0,2.3333333333,0,sp6,0,0,1016,0,0,0,0,800,800,1016.3333333333,800,1015,299.4833333333,1017.3333333333,299.8166666667,299.8166666667,800,299.4833333333,79.6666666667,299.8166666667,300.15,299.8166666667,299.15,288.15,290.56,298.15,293.8166666667,299.4833333333,298.1166666667,296.4833333333
+10501,2018-08-06 06:00:00,1,level_10,0,1.6666666667,54,36,0,1.6666666667,0,100,0.6666666667,183.3333333333,0,0.6666666667,0,sp5,0,0,1015.6666666667,0,0,0,0,800,800,1015,800,1014.3333333333,296.8166666667,1017.3333333333,299.15,299.15,800,296.8166666667,72.3333333333,299.15,298.8166666667,296.15,297.65,286.4833333333,289.3133333333,296.4833333333,293.15,296.8166666667,294.71,293.15
+10502,2018-08-06 09:00:00,1,level_1,0,0.6666666667,46.3333333333,34,0,1.3333333333,0,113.3333333333,1.3333333333,146.6666666667,0,0.3333333333,0,sp6,0,0,1016,0,0,0,0,800,800,1015.6666666667,800,1006,299.4833333333,1018.6666666667,300.562,300.562,800,298.6766666667,60.6666666667,300.562,301.4833333333,300.15,301.4833333333,291.8166666667,294.1333333333,301.4833333333,297.15,298.15,298.4,296.8166666667
+10503,2018-08-06 12:00:00,1,level_5,0,2.3333333333,28,26.3333333333,0,2.6666666667,0,123.3333333333,3.6666666667,123.3333333333,0,1.3333333333,0,sp6,0,0,1015.6666666667,0,0,0,0,800,800,1013,800,1014.3333333333,306.8166666667,1017.6666666667,306.4833333333,306.4833333333,800,306.6133333333,45.3333333333,306.4833333333,305.15,306.8166666667,304.15,301.8166666667,303.8966666667,303.15,306.4833333333,306.4833333333,305.3966666667,303.8166666667
+10504,2018-08-06 15:00:00,1.6666666667,level_4,0,5.3333333333,20.6666666667,16.6666666667,0,1.3333333333,0,23.3333333333,5.6666666667,116.6666666667,13.3333333333,2,0,sp4,0,0,1014.6666666667,0,0,0,0,800.6666666667,801,1011.3333333333,800,1013,311.4833333333,1017,307.15,307.15,800,311.0966666667,45.3333333333,307.15,306.15,311.15,304.8166666667,307.4833333333,308.9666666667,303.4833333333,310.8166666667,310.8166666667,310.1433333333,308.15
+10505,2018-08-06 18:00:00,2.3333333333,level_4,0,5.3333333333,18,20,0,3.3333333333,0,290,3.6666666667,140,13.3333333333,3,0,sp2,0,0,1014,0,0,0,0,407.3333333333,801.3333333333,1010,800,1012.3333333333,312.8166666667,1014.6666666667,305.4833333333,305.4833333333,800,312.8166666667,52,305.4833333333,305.15,311.4833333333,304.15,306.8166666667,307.3966666667,303.15,307.8166666667,312.8166666667,309.3766666667,305.8166666667
+10506,2018-08-06 21:00:00,3,level_2,0,3.6666666667,23,23.6666666667,6.6666666667,2.6666666667,0,306.6666666667,2,106.6666666667,20,4.6666666667,0,sp2,0,0,1014,0,0,0,0,801,801.3333333333,1011,800,1012,309.15,1014.6666666667,303.4833333333,303.4833333333,800.3333333333,309.15,63.3333333333,303.4833333333,302.8166666667,308.15,302.4833333333,298.4833333333,300.3333333333,302.15,301.4833333333,309.15,305.68,302.8166666667
+10507,2018-08-07 00:00:00,3,level_7,0.1,2.6666666667,34.6666666667,22.6666666667,59.3333333333,2,0,223.3333333333,1.6666666667,247.6666666667,20,3.3333333333,0,sp3,0,0,1015,0,0,0,0,801,801.6666666667,1012.3333333333,800,1013,303.8166666667,1014.3333333333,302.8166666667,302.8166666667,708,303.8166666667,59.3333333333,302.8166666667,301.4833333333,304.4833333333,300.9833333333,296.4833333333,298.0266666667,300.4833333333,299.4833333333,303.8166666667,303.7366666667,303.15
+10508,2018-08-07 03:00:00,2.6666666667,level_6,0,1,53,31.6666666667,37.3333333333,4.3333333333,0,340,1.3333333333,302,0,2.3333333333,0,sp3,0,0,1013.6666666667,0,0,0,0,800,801.3333333333,1011.3333333333,800,1012,300.15,1013.6666666667,300.4833333333,300.4833333333,802,300.15,63.6666666667,300.4833333333,300.4833333333,302.4833333333,299.3166666667,296.4833333333,297.7766666667,298.15,298.8166666667,300.15,302.15,301.8166666667
+10509,2018-08-07 06:00:00,1.6666666667,level_10,0,2,61,44,75,4.6666666667,0,323.3333333333,0.3333333333,234.3333333333,6.6666666667,0.6666666667,0,sp2,0,0,1013,0,0,0,0,800.3333333333,800.3333333333,1012,800,1012,298.15,1013.3333333333,298.8166666667,298.8166666667,803,298.15,65,298.8166666667,299.4833333333,297.4833333333,298.4833333333,293.4833333333,294.5533333333,297.4833333333,296.15,298.15,296.64,295.8166666667
+10510,2018-08-07 09:00:00,1.6666666667,level_7,0,1,52,40.6666666667,75,3.6666666667,0,213.3333333333,0,155.6666666667,0,0.3333333333,0.1,sp3,0,0,1013.6666666667,0,0,0,0,800,707.6666666667,1013.6666666667,800,1012.3333333333,300.15,1014,301.15,301.15,803,299.14,53.6666666667,301.15,300.8166666667,299.4833333333,300.4833333333,294.4833333333,295.2666666667,300.15,296.15,298.4833333333,298.1933333333,296.8166666667
+10511,2018-08-07 12:00:00,2,level_3,0.1,3.3333333333,33.6666666667,26.6666666667,68.6666666667,4,0,314.3333333333,3,153.3333333333,0,2,0,sp3,0,0,1013.6666666667,0,0,0,0,800,802,1014.3333333333,800,1011.6666666667,306.4334166667,1013.3333333333,305.1525833333,305.1525833333,702,306.02675,50,305.1525833333,303.95675,305.01175,303.6234166667,294.5375833333,295.1709166667,303.2900833333,295.8709166667,305.76675,304.33175,303.6784166667
+10512,2018-08-07 15:00:00,4.3333333333,level_5,0.2,3.3333333333,23.3333333333,16.6666666667,4,3,0,320.3333333333,4.6666666667,197,0,3.3333333333,0,sp6,0,0,1015.6666666667,0,0,0.0066666667,0,800,800,1004,800,1002,311.8123333333,989.6666666667,305.5123333333,305.5123333333,600,311.8123333333,40.6666666667,305.5123333333,301.779,309.1956770833,301.779,296.1623229167,296.1623229167,301.779,296.1623229167,311.8123333333,309.1956770833,309.1956770833
+10513,2018-08-07 18:00:00,6.6666666667,level_4,0,5,17,15,75,5.3333333333,0,326.6666666667,4.3333333333,173.3333333333,0,4.6666666667,0,sp3,0,0,1014,0,0,0,0,800,800.6666666667,1015.3333333333,800,1002,312.227,991,303.4936666667,303.4936666667,803,312.227,60.3333333333,303.4936666667,303.377,309.5603333333,303.0436666667,291.8166666667,293.4633333333,302.7103333333,295.4833333333,312.227,308.8236666667,307.5603333333
+10514,2018-08-07 21:00:00,4.6666666667,level_3,0,4.6666666667,19.3333333333,21,75,4,0,233.3333333333,1,123.3333333333,0,3,0,sp3,0,0,1013.6666666667,0,0,0,0,800,801,1017.3333333333,800,1014,307.143,1012,300.4833333333,300.4833333333,803,307.143,64.6666666667,300.4833333333,302.8166666667,306.4833333333,302.13,290.8166666667,292.6833333333,301.4833333333,294.8166666667,307.143,304.86,302.4833333333
+10515,2018-08-08 00:00:00,1,level_5,0,2.6666666667,48.6666666667,33,63.3333333333,1,0,136.6666666667,1,114,0,2,0,sp2,0,0,1014.6666666667,0,0,0,0,800,801,1017.3333333333,800,1012,300.8166666667,1013.6666666667,298.4833333333,298.4833333333,802.6666666667,300.8166666667,67.6666666667,298.4833333333,300.4833333333,299.4833333333,300.4833333333,290.15,291.6366666667,300.4833333333,293.4833333333,300.8166666667,298.6566666667,297.8166666667
+10516,2018-08-08 03:00:00,2,level_9,0,2,62.6666666667,49.6666666667,63.3333333333,0.3333333333,0,96.6666666667,1.3333333333,183.3333333333,0,2,0,sp2,0,0,1013.6666666667,0,0,0,0,800,800.3333333333,1016,800,1012,297.15,1013,296.4833333333,296.4833333333,802.6666666667,297.15,74.6666666667,296.4833333333,299.8166666667,296.15,298.88,289.4833333333,291.05,297.8166666667,292.8166666667,297.15,296.0066666667,295.8166666667
+10517,2018-08-08 06:00:00,1,level_10,0,1.6666666667,64,54.6666666667,75,0.6666666667,0,123.6666666667,0.6666666667,93.3333333333,0,1.6666666667,0,sp2,0,0,1014,0,0,0,0,800,801,1015,800,1012.3333333333,296.15,1013.3333333333,296.15,296.15,803,296.15,76.3333333333,296.15,299.15,293.15,298.4833333333,289.15,290.49,297.8166666667,292.15,296.15,292.3233333333,291.4833333333
+10518,2018-08-08 09:00:00,1,level_10,0,3,53.6666666667,43.3333333333,51.6666666667,0.6666666667,0,115.6666666667,1.3333333333,143.3333333333,0,1.3333333333,0,sp3,0,0,1014.6666666667,0,0,0,0,800,801.3333333333,1016,800,1013,297.15,1014.6666666667,299.15,299.15,802.3333333333,296.7433333333,67.6666666667,299.15,300.8166666667,297.4833333333,300.4833333333,291.4833333333,292.8633333333,300.15,294.4833333333,296.4833333333,295.17,293.8166666667
+10519,2018-08-08 12:00:00,1.6666666667,level_2,0,3.6666666667,44,28,75,2,0,100,3.3333333333,83.3333333333,0,3.6666666667,0,sp4,0,0,1015,0,0,0,0,800,801.3333333333,1015,800,1014,302.4833333333,1014.6666666667,303.4833333333,303.4833333333,803,302.15,63.3333333333,303.4833333333,303.8166666667,302.8166666667,302.8166666667,295.4833333333,296.3766666667,301.8166666667,297.4833333333,301.8166666667,302.0666666667,301.15
+10520,2018-08-08 15:00:00,3.3333333333,level_4,0,5.3333333333,34,16.6666666667,75,3.6666666667,0,40,5.3333333333,116.6666666667,0,6.3333333333,0,sp3,0,0,1014.3333333333,0,0,0,0,800,801,1013.3333333333,800,1012.6666666667,306.15,1013,304.15,304.15,803,305.9466666667,58,304.15,304.15,307.4833333333,303.4833333333,299.15,299.4833333333,302.8166666667,299.8166666667,305.8166666667,306.5233333333,304.4833333333
+10521,2018-08-08 18:00:00,7.3333333333,level_5,0,4,19.3333333333,12,75,2.6666666667,0,53.3333333333,4,113.3333333333,0,6.3333333333,0,sp2,0,0,1013.3333333333,0,0,0,0,800,801.3333333333,1011.6666666667,800,1012.3333333333,307.15,1011,301.15,301.15,803,307.15,68.6666666667,301.15,303.8166666667,309.15,303.3166666667,297.8166666667,298.2966666667,302.8166666667,298.8166666667,307.15,307.4,304.15
+10522,2018-08-08 21:00:00,6,level_6,0,1.6666666667,43,16.6666666667,40,1,0,220,2.6666666667,176.6666666667,0,5.3333333333,0,sp3,0,0,1014,0,0,0,0,800,604.3333333333,1012.3333333333,800,1012.6666666667,301.15,1011.3333333333,300.4833333333,300.4833333333,802,301.15,72.3333333333,300.4833333333,301.8166666667,305.4833333333,301.4833333333,294.15,294.8933333333,301.15,295.8166666667,301.15,304.12,301.8166666667
+10523,2018-08-09 00:00:00,3.6666666667,level_7,0.5,1.6666666667,54.3333333333,21,75,1.3333333333,0,222.3333333333,1.3333333333,116.6666666667,0,3.3333333333,0.1,sp5,0,0,1013.3333333333,0,0,0,0,800,700.6666666667,1013,800,1013.3333333333,297.15,1012,299.15,299.15,455.3333333333,297.15,80,299.15,301.15,302.15,301.15,292.15,292.8933333333,301.15,293.8166666667,297.15,301.01,300.15
+10524,2018-08-09 03:00:00,2,level_10,0.6,3.3333333333,68.3333333333,32.6666666667,86.3333333333,5.6666666667,0,293.3333333333,0.3333333333,83.3333333333,0,1.3333333333,0,sp5,0,0,1013,0,0,0,0,800,801,1015.3333333333,800,1012.3333333333,294.4833333333,1013,298.8166666667,298.8166666667,601.6666666667,294.4833333333,79.6666666667,298.8166666667,300.15,298.15,300.15,289.4833333333,290.3033333333,300.15,291.4833333333,294.4833333333,295.97,294.15
+10525,2018-08-09 06:00:00,2.6666666667,level_10,0.2,1.6666666667,77,50.3333333333,75,1.3333333333,0,190,1.3333333333,210,0,1.3333333333,0,sp7,0,0,1013,0,0,0,0,800,801.3333333333,1017,800,1012,292.15,1014,297.15,297.15,552.8333333333,292.15,88,297.15,299.15,294.4833333333,299.15,288.15,289.1966666667,299.15,290.4833333333,292.15,292.1833333333,290.15
+10526,2018-08-09 09:00:00,2.3333333333,level_9,0,1.3333333333,63.3333333333,47.6666666667,75,2.3333333333,0,183.3333333333,2,60.6666666667,0,1.3333333333,0.1,sp10,0,0,1014,0,0,0,0,800,651.1666666667,1019,800,1013,294.8166666667,1016.3333333333,300.4833333333,300.4833333333,803,293.8066666667,73,300.4833333333,300.4833333333,295.4833333333,299.8166666667,289.15,289.5966666667,299.15,290.15,293.15,294.45,292.8166666667
+10527,2018-08-09 12:00:00,1.3333333333,level_5,0,2.3333333333,42,30,40,4.3333333333,0,316.6666666667,2,134.6666666667,0,1,0,sp10,0,0,1014.6666666667,0,0,0,0,800,802,1021.3333333333,800,1013,300.4833333333,1017,305.4833333333,305.4833333333,802,299.27,47.3333333333,305.4833333333,302.8166666667,300.8166666667,302.15,290.8166666667,292.1666666667,301.4833333333,293.8166666667,298.4833333333,299.7266666667,298.15
+10528,2018-08-09 15:00:00,3,level_5,0,5.6666666667,28.3333333333,24.3333333333,63.3333333333,6,0,333.3333333333,5,203.3333333333,0,1,0,sp10,0,0,1015,0,0,0,0,800,207.6666666667,1022,800,1012.3333333333,304.4833333333,1017,306.15,306.15,802.6666666667,303.8766666667,50,306.15,302.8166666667,303.4833333333,302.15,293.15,293.8966666667,301.4833333333,294.8166666667,303.4833333333,302.3933333333,300.15
+10529,2018-08-09 18:00:00,4.3333333333,level_4,0,5.3333333333,27.6666666667,21,75,5.3333333333,0,326.6666666667,2,116.6666666667,0,2.6666666667,0.1,sp6,0,0,1017.3333333333,0,0,0,0,800,653.1666666667,1023,800,1012.3333333333,306.15,1017,305.8166666667,305.8166666667,803,306.15,47,305.8166666667,297.15,304.4833333333,296.65,291.8166666667,293.1533333333,296.15,294.8166666667,306.15,303.67,301.4833333333
+10530,2018-08-09 21:00:00,3,level_2,0,5.6666666667,40.3333333333,26.6666666667,75,2.6666666667,0,326.6666666667,2,26.6666666667,0,4,0.2,sp7,0,0,1018.6666666667,0,0,0,0,800,600.6666666667,1024.3333333333,800,1015,301.4833333333,1018,301.4833333333,301.4833333333,803,301.4833333333,61.3333333333,301.4833333333,297.15,301.8166666667,295.8166666667,288.15,290.2333333333,294.4833333333,292.8166666667,301.4833333333,300.6133333333,298.4833333333
+10531,2018-08-10 00:00:00,5,level_2,0,3.6666666667,54.6666666667,45.3333333333,53.3333333333,1.6666666667,0,196.6666666667,2,13.3333333333,0,2.3333333333,0,sp10,0,0,1020,0,0,0,0,800,437.6666666667,1025.3333333333,800,1017.3333333333,296.8166666667,1020,301.15,301.15,802.3333333333,296.8166666667,57.6666666667,301.15,296.8166666667,295.8166666667,295.8166666667,284.8166666667,287.0466666667,294.8166666667,289.8166666667,296.8166666667,295.4066666667,295.15
+10532,2018-08-10 03:00:00,3.6666666667,level_2,0,8,69.3333333333,54,32,1,0,43.3333333333,0.3333333333,140,0,0.6666666667,0,sp10,0,0,1021.3333333333,0,0,0,0,800,802,1025.3333333333,800,1018.3333333333,293.8166666667,1021.3333333333,299.8166666667,299.8166666667,801,293.8166666667,56.3333333333,299.8166666667,295.15,291.8166666667,294.65,282.8166666667,285.1966666667,294.15,288.15,293.8166666667,291.8166666667,291.8166666667
+10533,2018-08-10 06:00:00,3,level_1,0,4.6666666667,73.6666666667,55,75,1.3333333333,0,123.3333333333,3.3333333333,24,13.3333333333,0.6666666667,0,sp12,0,0,1022,0,0,0,0,800.6666666667,801.3333333333,1025,800,1019.6666666667,291.15,1022.3333333333,298.4833333333,298.4833333333,803,291.15,52.3333333333,298.4833333333,295.15,291.4833333333,294.4833333333,283.15,285.8266666667,293.8166666667,289.15,291.15,290.88,290.4833333333
+10534,2018-08-10 09:00:00,2.3333333333,level_2,0,6.6666666667,47.6666666667,51,45,1.3333333333,0,76.6666666667,3.3333333333,95,38.3333333333,1,0,sp12,0,0,1023,0,0,0,0,801.6666666667,801.3333333333,1026,800,1021.6666666667,296.8166666667,1023.6666666667,299.4833333333,299.4833333333,802,294.59,54.6666666667,299.4833333333,297.4833333333,293.4833333333,297.15,286.8166666667,288.75,296.8166666667,291.15,293.15,292.2533333333,290.8166666667
+10535,2018-08-10 12:00:00,2.3333333333,level_2,0,5.6666666667,22.3333333333,44.3333333333,33.3333333333,0.6666666667,0,93.3333333333,3.3333333333,136.6666666667,20,1.6666666667,0,sp12,0,0,1023,0,0,0,0,801,802,1024.6666666667,800,,304.8166666667,1023.6666666667,301.8166666667,301.8166666667,801.6666666667,303.4,58,301.8166666667,301.15,299.15,300.5233333333,293.15,294.6366666667,299.8166666667,296.4833333333,302.4833333333,298.09,296.15
+10536,2018-08-10 15:00:00,1.6666666667,level_2,0,8,15,33.3333333333,40,4.3333333333,0,63.3333333333,5,120,33.3333333333,2.3333333333,0,sp11,0,0,1023,0,0,0,0,801.6666666667,800,1024,800,1021.6666666667,308.8166666667,1022,302.4833333333,302.4833333333,802,308.6133333333,59.6666666667,302.4833333333,300.8166666667,303.8166666667,300.15,297.15,297.45,299.4833333333,297.8166666667,308.4833333333,302.8866666667,301.4833333333
+10537,2018-08-10 18:00:00,1,level_2,0,7,15.6666666667,26,26.6666666667,4,0,50,4.3333333333,126.6666666667,33.3333333333,2.6666666667,0,sp8,0,0,1022.3333333333,0,0,0,0,801.6666666667,800,1024,800,1021,309.8166666667,1020.6666666667,301.8166666667,301.8166666667,801.3333333333,309.8166666667,63,301.8166666667,299.8166666667,306.15,299.3166666667,296.15,297.0433333333,298.8166666667,298.15,309.8166666667,304.99,302.15
+10538,2018-08-10 21:00:00,1.3333333333,level_2,0,5,26.6666666667,30.3333333333,0,2.3333333333,0,103.3333333333,3,120,20,3.6666666667,0,sp10,0,0,1022.6666666667,0,0,0,0,801,800,1024.6666666667,800,1021.6666666667,305.8166666667,1020.6666666667,300.15,300.15,800,305.8166666667,74,300.15,298.15,304.4833333333,297.65,291.8166666667,293.14,297.15,294.8166666667,305.8166666667,303.25,301.8166666667
+10539,2018-08-11 00:00:00,3,level_2,0,3.3333333333,37,65.6666666667,0,0.6666666667,0,67,1,180,40,2.3333333333,0,sp13,0,0,1024,0,0.2,0,0,314,800,1026,800,,300.4833333333,1022.6666666667,299.4833333333,299.4833333333,800,300.4833333333,78,299.4833333333,297.4833333333,299.8166666667,295.8166666667,287.4833333333,288.97,294.15,290.8166666667,300.4833333333,297.5466666667,295.4833333333
+10540,2018-08-11 03:00:00,2,level_5,0,2,51,76.3333333333,0,1,0,33.3333333333,1.3333333333,186.6666666667,26.6666666667,1.3333333333,0,sp13,0,0,1023.3333333333,0,0,0,0,801.3333333333,800,1024.6666666667,800,,296.4833333333,1022.6666666667,299.15,299.15,800,296.4833333333,78,299.15,295.4833333333,296.8166666667,294.4833333333,285.8166666667,287.3066666667,293.4833333333,289.15,296.4833333333,296.2466666667,295.8166666667
+10541,2018-08-11 06:00:00,0.6666666667,level_7,0,1,51.6666666667,79.6666666667,63.3333333333,1,0,0,2,300.3333333333,51.6666666667,1.3333333333,0,sp13,0,0,1022.6666666667,0,0,0,0,802.3333333333,800,1024,800,1021,295.4833333333,1023,299.15,299.15,802.6666666667,295.4833333333,74,299.15,294.8166666667,295.4833333333,293.8166666667,284.15,286.53,292.8166666667,289.4833333333,295.4833333333,294.6033333333,293.8166666667
+10542,2018-08-11 09:00:00,2.3333333333,level_2,0,2.6666666667,44.3333333333,69,6.6666666667,0.3333333333,0,0,1.3333333333,111,75,0.6666666667,0,sp14,0,0,1023.3333333333,0,0,0,0,803,800,1023.6666666667,800,,298.4833333333,1024,300.15,300.15,800.3333333333,296.8666666667,72.3333333333,300.15,298.15,297.15,297.9833333333,289.7283333333,290.9183333333,297.8166666667,292.395,295.8166666667,296.2666666667,294.4833333333
+10543,2018-08-11 12:00:00,2,level_4,0,3,33.6666666667,52.3333333333,0,1.3333333333,0,53.3333333333,3.6666666667,113.3333333333,20,2,0,sp13,0,0,1022.6666666667,0,0,0,0,801,800,1022,800,1021.6666666667,305.4833333333,1023.6666666667,302.4833333333,302.4833333333,800,304.2733333333,60.6666666667,302.4833333333,301.8166666667,301.8166666667,300.9833333333,295.8166666667,297.1533333333,300.15,298.8166666667,303.4833333333,300.4566666667,298.8166666667
+10544,2018-08-11 15:00:00,1.6666666667,level_5,0,5,25.3333333333,31,0,3.3333333333,0,310,5,126.6666666667,26.6666666667,2,0,sp10,0,0,1021.3333333333,0,0,0,0,801.3333333333,800,1020,800,1020.3333333333,308.8166666667,1021.6666666667,304.15,304.15,800,308.01,56,304.15,302.15,306.15,301.15,300.8166666667,301.52,300.15,302.15,307.4833333333,305.1233333333,302.8166666667
+10545,2018-08-11 18:00:00,2.3333333333,level_5,0,5.3333333333,27.6666666667,24,0,3.3333333333,0,300,5,120,20,3,0,sp7,0,0,1020,0,0,0,0,801,800,1018.3333333333,800,1019,309.4833333333,1019.3333333333,303.15,303.15,800,309.4833333333,58.6666666667,303.15,300.8166666667,307.8166666667,300.4833333333,300.8166666667,301.9233333333,300.15,302.8166666667,309.4833333333,306.9366666667,305.4833333333
+10546,2018-08-11 21:00:00,1.6666666667,level_5,0,3.3333333333,47.3333333333,28.3333333333,0,3,0,300,2,140,0,4.6666666667,0,sp7,0,0,1020,0,0,0,0,800,800.3333333333,1018.6666666667,800,1019,305.4833333333,1019,301.15,301.15,800,305.4833333333,74,301.15,299.15,304.8166666667,298.9833333333,296.4833333333,296.85,298.8166666667,297.15,305.4833333333,303.6233333333,301.8166666667
+10547,2018-08-12 00:00:00,0.6666666667,level_2,0,1.6666666667,59.3333333333,41.6666666667,0,1.3333333333,0,103.3333333333,2.3333333333,157.3333333333,0,2.3333333333,0,sp10,0,0,1020,0,0,0,0,800,800,1018.6666666667,800,1019,301.8166666667,1019,300.4833333333,300.4833333333,800,301.8166666667,76.6666666667,300.4833333333,298.8166666667,299.4833333333,298.3166666667,292.15,292.8933333333,297.8166666667,293.8166666667,301.8166666667,298.1533333333,297.15
+10548,2018-08-12 03:00:00,1.3333333333,level_1,0,1,70.3333333333,58.6666666667,0,1,0,103.3333333333,0.6666666667,90,0,2.3333333333,0,sp9,0,0,1018.6666666667,0,0,0,0,800,800,1017,800,1018,298.8166666667,1018.3333333333,299.8166666667,299.8166666667,800,298.8166666667,79.6666666667,299.8166666667,297.4833333333,298.15,297.15,289.8166666667,291.0066666667,296.8166666667,292.4833333333,298.8166666667,297.77,297.4833333333
+10549,2018-08-12 06:00:00,1.3333333333,level_5,0,1.3333333333,78,67,6.6666666667,0.6666666667,0,126.6666666667,1,186.6666666667,0,2,0,sp8,0,0,1017.6666666667,0,0,0,0,800,801.3333333333,1015.3333333333,800,1017,297.15,1018.3333333333,298.4833333333,298.4833333333,800.3333333333,297.15,84.6666666667,298.4833333333,297.15,295.8166666667,297.15,287.8166666667,289.2566666667,297.15,291.15,297.15,295.1066666667,294.4833333333
+10550,2018-08-12 09:00:00,2.3333333333,level_4,0,1,65.6666666667,62.3333333333,20,0.6666666667,0,36.6666666667,1.6666666667,176.6666666667,0,1,0,sp10,0,0,1018,0,0,0,0,800,802.3333333333,1015,800,1017,299.8166666667,1019,300.15,300.15,801,298.4,77,300.15,300.15,298.15,299.65,293.4833333333,294.08,299.15,294.8166666667,297.4833333333,297.02,295.8166666667
+10551,2018-08-12 12:00:00,2,level_3,0,2,47.6666666667,41,6.6666666667,3.3333333333,0,310,2.3333333333,223.3333333333,0,1.3333333333,0,sp10,0,0,1017,0,0,0,0,800,635,1015,800,1016.6666666667,304.15,1018.6666666667,303.8166666667,303.8166666667,800.3333333333,303.7433333333,57.3333333333,303.8166666667,303.8166666667,303.8166666667,302.4833333333,299.4833333333,300.4033333333,301.15,301.15,303.4833333333,302.52,300.8166666667
+10552,2018-08-12 15:00:00,5.3333333333,level_5,0,5.6666666667,34,25.3333333333,13.3333333333,4.6666666667,6.6666666667,336.6666666667,5.3333333333,166.6666666667,26.6666666667,2.3333333333,0,sp6,0,0,1015,0,0,0,0,801.3333333333,801.6666666667,1014.3333333333,800.3333333333,1015,307.8166666667,1016,303.4833333333,303.4833333333,800.6666666667,307.6133333333,57,303.4833333333,305.4833333333,307.8166666667,303.8166666667,300.15,302.3633333333,302.15,304.15,307.4833333333,306.93,305.4833333333
+10553,2018-08-12 18:00:00,5.6666666667,level_2,0,4.6666666667,36.3333333333,23,6.6666666667,4.3333333333,13.3333333333,336.6666666667,5,176.6666666667,20,5.6666666667,0,sp4,0,0,1014,0,0.9,0,0,521,604.6666666667,1014.3333333333,800.6666666667,1014,307.8166666667,1014.3333333333,302.15,302.15,800.3333333333,307.8166666667,68.6666666667,302.15,302.8166666667,309.4833333333,302.3166666667,297.15,297.8933333333,301.8166666667,298.8166666667,307.8166666667,307.3833333333,303.4833333333
+10554,2018-08-12 21:00:00,4,level_2,0,4.6666666667,51.6666666667,26.3333333333,20,1.3333333333,0,110,2.6666666667,253.3333333333,13.3333333333,5,0,sp4,0,0,1015.3333333333,0,0.3,0,0,707.3333333333,801,1015.3333333333,800,1014.3333333333,303.15,1014,300.4833333333,300.4833333333,801,303.15,76.6666666667,300.4833333333,300.8166666667,305.8166666667,300.4833333333,292.8166666667,294.1566666667,300.15,295.8166666667,303.15,303.4366666667,301.15
+10555,2018-08-13 00:00:00,2.3333333333,level_5,0.1,4,69,38.6666666667,76.6666666667,1,0,233,1.3333333333,193.3333333333,0,3.3333333333,0,sp6,0,0,1014,0,0,0,0,800,800.3333333333,1015.6666666667,800,1015.6666666667,298.4833333333,1014.3333333333,300.4833333333,300.4833333333,702,298.4833333333,54.6666666667,300.4833333333,299.4833333333,299.4833333333,298.8166666667,291.8166666667,292.8566666667,298.15,294.15,298.4833333333,298.5333333333,297.8166666667
+10556,2018-08-13 03:00:00,1,level_7,0.3,3.3333333333,86.3333333333,43.3333333333,85.3333333333,1.6666666667,0,220,2,140,0,3,0.3,sp6,0,0,1014,0,0,0,0,800,700.6666666667,1015,800,1014,296.4833333333,1015,297.15,297.15,500,296.4833333333,74.6666666667,297.15,298.15,295.8166666667,297.65,291.15,292.49,297.15,294.15,296.4833333333,294.8666666667,294.15
+10557,2018-08-13 06:00:00,1,level_9,0,2,88,56,75,2,0,217,3,160,0,2,0,sp5,0,0,1012.6666666667,0,0,0,0,800,800,1015.3333333333,800,1012.6666666667,295.15,1015,296.15,296.15,366.8333333333,295.15,81.3333333333,296.15,296.8166666667,293.4833333333,296.15,291.4833333333,292.0766666667,295.4833333333,292.8166666667,295.15,292.57,291.4833333333
+10558,2018-08-13 09:00:00,1,level_8,0,1.3333333333,78.6666666667,51,75,2,0,206.6666666667,0.6666666667,83.3333333333,0,1,0,sp8,0,0,1013.6666666667,0,0,0,0,800,801,1016,800,1013,297.15,1016,298.8166666667,298.8166666667,635.3333333333,295.9366666667,66.6666666667,298.8166666667,299.4833333333,297.4833333333,299.3166666667,291.15,292.19,299.15,293.4833333333,295.15,295.51,294.15
+10559,2018-08-13 12:00:00,2.6666666667,level_6,0,2.6666666667,46.3333333333,34,75,3.6666666667,0,320,3.3333333333,106.6666666667,0,2,0,sp8,0,0,1014,0,0,0,0,800,801,1017,800,1012.3333333333,302.8166666667,1016,306.15,306.15,803,301.6033333333,41.6666666667,306.15,302.4833333333,301.8166666667,301.65,293.4833333333,294.5233333333,300.8166666667,295.8166666667,300.8166666667,300.9866666667,299.4833333333
+10560,2018-08-13 15:00:00,3.6666666667,level_4,0,6.3333333333,32,22.6666666667,75,5,0,333.3333333333,5.6666666667,126.6666666667,0,4.3333333333,0,sp5,0,0,1013,0,0,0,0,800,800.6666666667,1017,800,1011,306.15,1014.6666666667,305.8166666667,305.8166666667,803,305.7433333333,50,305.8166666667,302.15,305.8166666667,301.65,294.4833333333,295.6733333333,301.15,297.15,305.4833333333,305.2633333333,304.4833333333
+10561,2018-08-13 18:00:00,4,level_3,0,5,28.3333333333,22,75,6.3333333333,0,326.6666666667,4,113.3333333333,13.3333333333,7,0,sp4,0,0,1012,0,0,0,0,800.6666666667,604.3333333333,1017.6666666667,800,1010,307.15,1013.6666666667,304.15,304.15,803,307.15,54,304.15,301.4833333333,307.15,300.8166666667,293.8166666667,294.86,300.15,296.15,307.15,306.4833333333,305.15
+10562,2018-08-13 21:00:00,3.3333333333,level_2,0,3,47,22.3333333333,75,3.3333333333,0,323.3333333333,2,120,0,5.3333333333,0,sp4,0,0,1013,0,0,0,0,800,800,1018.3333333333,800,1011.3333333333,300.8166666667,1014.3333333333,302.15,302.15,803,300.8166666667,70,302.15,298.4833333333,303.8166666667,298.4833333333,291.4833333333,292.3733333333,298.4833333333,293.4833333333,300.8166666667,302.7866666667,301.15
+10563,2018-08-14 00:00:00,1.6666666667,level_2,0.1,2.3333333333,60.3333333333,29.3333333333,83.3333333333,0,0,0,2,33.6666666667,0,2.6666666667,0,sp6,0,0,1015,0,0,0,0,800,802,1020,800,1012.6666666667,296.4833333333,1015.6666666667,300.15,300.15,702,296.4833333333,83,300.15,298.4833333333,298.4833333333,297.9833333333,290.4833333333,291.5266666667,297.4833333333,292.8166666667,296.4833333333,297.5333333333,296.8166666667
+10564,2018-08-14 03:00:00,2.3333333333,level_4,0.2,1,71,56.3333333333,91.6666666667,0.3333333333,0,46.6666666667,1,136.6666666667,0,1.3333333333,0.2,sp8,0,0,1015.3333333333,0,0,0,0,800,634.1666666667,1020,800,1014,294.4833333333,1017,298.8166666667,298.8166666667,601,294.4833333333,86.3333333333,298.8166666667,296.8166666667,295.4833333333,295.9833333333,289.8166666667,291.0066666667,295.15,292.4833333333,294.4833333333,295.1033333333,294.8166666667
+10565,2018-08-14 06:00:00,2.3333333333,level_4,0,1.3333333333,79,62.6666666667,75,0.6666666667,0,76.6666666667,1,190,0,1.3333333333,0,sp8,0,0,1015.6666666667,0,0,0,0,800,803.6666666667,1020.3333333333,800,1014.6666666667,293.15,1017.6666666667,298.4833333333,298.4833333333,803,293.15,78.3333333333,298.4833333333,295.15,293.4833333333,294.8166666667,289.15,290.49,294.4833333333,292.15,293.15,292.9366666667,292.4833333333
+10566,2018-08-14 09:00:00,2.6666666667,level_2,0,2,86.3333333333,55.3333333333,75,1,50,0,1.3333333333,90,0,2.3333333333,0,sp11,0,0,1017,0,0,0,0,800,803,1021.3333333333,802,1016.3333333333,294.8166666667,1019.6666666667,299.4833333333,299.4833333333,803,294.15,58,299.4833333333,297.15,295.4833333333,296.9833333333,290.15,291.49,296.8166666667,293.15,293.4833333333,294.18,292.4833333333
+10567,2018-08-14 12:00:00,2,level_3,0,2,60.3333333333,37.6666666667,75,2.3333333333,13.3333333333,216.6666666667,2.6666666667,246.6666666667,0,2.3333333333,0,sp12,0,0,1017,0,0,0,0,800,802.3333333333,1022.6666666667,800.6666666667,1017,300.4833333333,1020,303.4833333333,303.4833333333,803,299.6733333333,40,303.4833333333,300.15,301.4833333333,299.65,291.8166666667,293.45,299.15,295.4833333333,299.15,300.3033333333,298.8166666667
+10568,2018-08-14 15:00:00,1.3333333333,level_4,0,5,32.3333333333,24.6666666667,75,3.6666666667,0,130,4,173.3333333333,0,3.3333333333,0,sp9,0,0,1016,0,0,0,0,800,801,1023,800,1016.3333333333,305.8166666667,1018.6666666667,303.4833333333,303.4833333333,803,305.21,41.6666666667,303.4833333333,301.8166666667,305.15,300.9633333333,293.8166666667,295.3033333333,300.15,297.15,304.8166666667,304.47,303.15
+10569,2018-08-14 18:00:00,1.3333333333,level_4,0,4,28,22.3333333333,75,3,0,23.3333333333,5.3333333333,166.6666666667,0,5,0,sp7,0,0,1016,0,0,0,0,800,801.6666666667,1022.6666666667,800,1015.6666666667,306.15,1017.3333333333,301.8166666667,301.8166666667,803,306.15,55.3333333333,301.8166666667,300.8166666667,307.15,300.4833333333,293.15,294.7833333333,300.15,296.8166666667,306.15,306,304.4833333333
+10570,2018-08-14 21:00:00,1.6666666667,level_2,0,2,38,26.6666666667,75,1.3333333333,0,223.3333333333,3,140,0,4.6666666667,0,sp7,0,0,1017.3333333333,0,0,0,0,800,800.6666666667,1022.6666666667,800,1016.3333333333,300.8166666667,1017,300.15,300.15,803,300.8166666667,69,300.15,298.4833333333,304.4833333333,298.3166666667,290.4833333333,292.27,298.15,294.4833333333,300.8166666667,303.5533333333,302.15
+10571,2018-08-15 00:00:00,2.6666666667,level_8,0,1.6666666667,68.3333333333,34,54.3333333333,0.3333333333,0,44.6666666667,0.6666666667,80,0,3.3333333333,0,sp10,0,0,1019,0,0,0,0,800,800,1023,800,1018,295.15,1018.3333333333,299.4833333333,299.4833333333,802.3333333333,295.15,74,299.4833333333,298.15,298.4833333333,297.9833333333,288.15,290.23,297.8166666667,292.8166666667,295.15,298.2933333333,298.15
+10572,2018-08-15 03:00:00,2.3333333333,level_3,0,1.3333333333,86,48,63.3333333333,0.6666666667,0,0,1.3333333333,237,0,2.6666666667,0,sp9,0,0,1018,0,0,0,0,800,800,1022.6666666667,800,1017.6666666667,292.4833333333,1019,297.8166666667,297.8166666667,802.6666666667,292.4833333333,79.6666666667,297.8166666667,296.8166666667,294.4833333333,296.15,288.4833333333,289.8233333333,295.4833333333,291.4833333333,292.4833333333,294.2933333333,294.15
+10573,2018-08-15 06:00:00,2,level_10,0,1.3333333333,88,52,63.3333333333,1,13.3333333333,73.3333333333,1,233.6666666667,0,1.3333333333,0,sp10,0,0,1018,0,0,0,0,800,802,1021.3333333333,800.6666666667,1017.3333333333,291.4833333333,1019,298.15,298.15,802.6666666667,291.4833333333,78,298.15,296.8166666667,292.8166666667,296.3166666667,289.15,290.04,295.8166666667,291.15,291.4833333333,292.0933333333,291.15
+10574,2018-08-15 09:00:00,1.3333333333,level_2,0,2.3333333333,79.3333333333,43.6666666667,38.3333333333,0.6666666667,63.3333333333,40,0.6666666667,143.3333333333,0,3,0,sp12,0,0,1019,0,0,0,0,800,801.6666666667,1021,802.6666666667,1018,294.15,1019.6666666667,299.4833333333,299.4833333333,801.6666666667,293.2133333333,65,299.4833333333,297.8166666667,297.15,297.8166666667,290.8166666667,292.47,297.8166666667,294.4833333333,292.4833333333,295.8033333333,295.15
+10575,2018-08-15 12:00:00,2,level_2,0,4,58,45.6666666667,33.3333333333,2.3333333333,0,50,2,153.3333333333,0,2.3333333333,0,sp12,0,0,1018.3333333333,0,0,0,0,800,801,1020,800,1018,298.8166666667,1019.3333333333,301.4833333333,301.4833333333,801.6666666667,298.41,59,301.4833333333,302.15,301.15,301.15,294.4833333333,296.1166666667,300.15,298.15,298.15,300.33,299.15
+10576,2018-08-15 15:00:00,2.6666666667,level_4,0,4.6666666667,46,25.3333333333,20,4.3333333333,0,66.6666666667,5.3333333333,140,20,3.6666666667,0,sp10,0,0,1017.3333333333,0,0,0,0,801,801.3333333333,1018.3333333333,800,1017,303.4833333333,1017.3333333333,302.4833333333,302.4833333333,801,303.15,59.3333333333,302.4833333333,302.4833333333,306.4833333333,301.4833333333,299.15,299.45,300.4833333333,299.8166666667,302.8166666667,305.6633333333,303.8166666667
+10577,2018-08-15 18:00:00,1.3333333333,level_5,0,6,46,19,20,4.3333333333,0,63.3333333333,4,156.6666666667,6.6666666667,5,0,sp6,0,0,1016,0,0,0,0,800.3333333333,801,1017.3333333333,800,1016,302.4833333333,1015.3333333333,302.15,302.15,801,302.4833333333,65.6666666667,302.15,302.15,307.8166666667,301.3166666667,298.8166666667,299.2633333333,300.4833333333,299.8166666667,302.4833333333,307.27,305.8166666667
+10578,2018-08-15 21:00:00,1,level_5,0,4.6666666667,63.3333333333,19,20,2.3333333333,0,110,2.3333333333,153.3333333333,0,4.6666666667,0,sp8,0,0,1017.3333333333,0,0,0,0,800,800.6666666667,1017,800,1016,297.4833333333,1015,300.15,300.15,801,297.4833333333,74,300.15,299.4833333333,306.8166666667,299.4833333333,294.15,295.0433333333,299.4833333333,296.15,297.4833333333,304.31,301.15
+10579,2018-08-16 00:00:00,2.3333333333,level_2,0,1.3333333333,75.6666666667,36,0,0.3333333333,0,66.6666666667,1.6666666667,173.3333333333,0,2.6666666667,0,sp10,0,0,1017.6666666667,0,0,0,0,800,800.6666666667,1017.3333333333,800,1016,294.4833333333,1015.3333333333,300.15,300.15,800,294.4833333333,74,300.15,298.4833333333,301.4833333333,297.9833333333,290.15,291.04,297.4833333333,292.15,294.4833333333,300.7233333333,300.15
+10580,2018-08-16 03:00:00,1.6666666667,level_10,0,2,84.3333333333,62.3333333333,0,0.6666666667,50,136.6666666667,1.3333333333,183.3333333333,0,2.6666666667,0,sp12,0,0,1016.6666666667,0,0,0,0,800,800,1017,802,1015.6666666667,293.4833333333,1016,299.15,299.15,800,293.4833333333,83,299.15,297.15,299.4833333333,296.3166666667,288.15,289.1933333333,295.4833333333,290.4833333333,293.4833333333,299.34,299.15
+10581,2018-08-16 06:00:00,1,level_10,0,2.6666666667,77,64,75,1,75,90,1,280,0,2,0,sp10,0,0,1016,0,0,0,0,800,800.3333333333,1016.3333333333,803,1015,294.15,1016,297.4833333333,297.4833333333,803,294.15,80,297.4833333333,296.8166666667,297.15,295.65,290.15,290.7466666667,294.4833333333,291.4833333333,294.15,296.76,296.4833333333
+10582,2018-08-16 09:00:00,1.3333333333,level_6,0,2,73,47.6666666667,75,1,75,80,0.3333333333,36.6666666667,0,0.6666666667,0,sp12,0,0,1016,0,0,0,0,800,800.6666666667,1017,803,1015.6666666667,295.15,1017.3333333333,297.4833333333,297.4833333333,803,294.14,83,297.4833333333,299.4833333333,298.15,299.15,291.15,292.04,298.8166666667,293.15,293.4833333333,296.7933333333,294.8166666667
+10583,2018-08-16 12:00:00,2.6666666667,level_5,0,2.6666666667,63,33,75,1,75,201.6666666667,3,166.6666666667,0,1,0,sp12,0,0,1015.6666666667,0,0,0,0,800,801.6666666667,1018,803,1015.3333333333,297.4833333333,1018,299.4833333333,299.4833333333,803,296.6733333333,67.6666666667,299.4833333333,302.4833333333,301.8166666667,301.8166666667,293.8166666667,295.1533333333,301.15,296.8166666667,296.15,300.5933333333,298.8166666667
+10584,2018-08-16 15:00:00,2.6666666667,level_5,0,3,50,27.6666666667,75,4,6.6666666667,340,5.6666666667,150,0,3,0,sp10,0,0,1014.6666666667,0,0,0,0,800,408,1017.6666666667,800.3333333333,1014.6666666667,301.15,1016.3333333333,300.8166666667,300.8166666667,803,300.7466666667,63.6666666667,300.8166666667,302.4833333333,305.15,301.9833333333,294.8166666667,296.1533333333,301.4833333333,297.8166666667,300.4833333333,303.66,301.8166666667
+10585,2018-08-16 18:00:00,3,level_5,0,3,46,34.3333333333,75,2.3333333333,0,226.6666666667,3,143.3333333333,13.3333333333,5.3333333333,0.3,sp6,0,0,1014,0,0.6,0,0,562.3333333333,656.3333333333,1018,800,1013,302.4833333333,1015,302.15,302.15,803,302.4833333333,54.3333333333,302.15,301.4833333333,304.4833333333,301.3166666667,295.15,295.78,301.15,296.4833333333,302.4833333333,303.1533333333,301.8166666667
+10586,2018-08-16 21:00:00,2.6666666667,level_6,0,2,55,40.6666666667,75,2.3333333333,0,320,2.3333333333,228.6666666667,6.6666666667,4.6666666667,0,sp7,0,0,1014.6666666667,0,0,0,0,800.3333333333,801,1019.3333333333,800,1013.3333333333,298.4833333333,1015.3333333333,300.4833333333,300.4833333333,803,298.4833333333,54,300.4833333333,299.4833333333,300.8166666667,299.3166666667,292.15,293.19,299.15,294.4833333333,298.4833333333,299.7233333333,298.15
+10587,2018-08-17 00:00:00,1,level_6,0.1,1,67,48.6666666667,80.6666666667,1,4,154.6666666667,2.3333333333,280,0,2.6666666667,0,sp10,0,0,1015.6666666667,0,0,0,0,800,801,1020,800.3333333333,1014.6666666667,295.15,1016.3333333333,298.8166666667,298.8166666667,702,295.15,69,298.8166666667,298.15,297.4833333333,297.4833333333,289.8166666667,291.1566666667,296.8166666667,292.8166666667,295.15,297.0066666667,296.4833333333
+10588,2018-08-17 03:00:00,2,level_5,0.3,2.6666666667,77.3333333333,55.3333333333,92,1,4,33.3333333333,1.6666666667,275.3333333333,0,2,0,sp10,0,0,1015.6666666667,0,0,0,0,800,800,1020,800.3333333333,1015,293.8166666667,1017,298.4833333333,298.4833333333,500,293.8166666667,75,298.4833333333,297.15,296.15,296.65,288.15,289.94,296.15,292.15,293.8166666667,295.6733333333,295.15
+10589,2018-08-17 06:00:00,2,level_10,0.3,3.3333333333,82,62.6666666667,75,2,0,233.3333333333,1.3333333333,196.6666666667,0,1.3333333333,0,sp9,0,0,1015.3333333333,0,0,0,0,800,801,1020.3333333333,800,1015.3333333333,293.15,1018,296.8166666667,296.8166666667,373.6666666667,293.15,70.3333333333,296.8166666667,296.4833333333,293.15,295.4833333333,285.4833333333,288.4533333333,294.4833333333,292.15,293.15,292.5133333333,291.8166666667
+10590,2018-08-17 09:00:00,2,level_10,0.4,3.6666666667,76.6666666667,54.3333333333,75,1.6666666667,0,311.6666666667,1,161.3333333333,0,0.6666666667,0,sp10,0,0,1016.3333333333,0,0,0,0,800,800,1022,800,1016,294.8166666667,1019,298.8166666667,298.8166666667,634.1666666667,293.8066666667,60,298.8166666667,298.8166666667,295.4833333333,298.8166666667,289.15,290.19,298.8166666667,291.4833333333,293.15,294.2566666667,292.4833333333
+10591,2018-08-17 12:00:00,1.6666666667,level_3,0.3,5,47,37.3333333333,75,3.3333333333,0,203.3333333333,5,200,0,1,0,sp10,0,0,1017.3333333333,0,0,0,0,800,408.3333333333,1024,800,1017,301.4833333333,1019,302.15,302.15,567,301.0766666667,52.3333333333,302.15,301.4833333333,300.4833333333,300.15,291.4833333333,291.7833333333,298.8166666667,292.15,300.8166666667,299.5933333333,298.4833333333
+10592,2018-08-17 15:00:00,1.6666666667,level_5,0,5.3333333333,34.6666666667,30.3333333333,75,1,0,123.3333333333,3,23.3333333333,20,1.6666666667,0.7,sp8,0,0,1018,0,0,0,0,801,362.5,1024,800,1016.6666666667,306.15,1018,301.15,301.15,803,305.7433333333,56.6666666667,301.15,295.15,304.15,294.15,291.15,292.3366666667,293.15,293.8166666667,305.4833333333,303.5366666667,302.4833333333
+10593,2018-08-17 18:00:00,2,level_5,0,2.6666666667,32,27.6666666667,63.3333333333,3,0,6.6666666667,1,176.6666666667,40,2.3333333333,0.3,sp4,0,0,1017.3333333333,0,0,0,0,802,511,1024,800,1016,307.8166666667,1016,300.4833333333,300.4833333333,802.6666666667,307.8166666667,54,300.4833333333,296.15,305.15,295.65,290.15,292.23,295.15,294.8166666667,307.8166666667,303.7966666667,301.4833333333
+10594,2018-08-17 21:00:00,3.3333333333,level_2,0,2.3333333333,43.3333333333,38.3333333333,40,1.3333333333,0,10,2.3333333333,198.3333333333,13.3333333333,4.3333333333,0.1,sp4,0,0,1017.6666666667,0,0,0,0,800.6666666667,700,1024.6666666667,800,1017,303.4833333333,1017.3333333333,299.4833333333,299.4833333333,802,303.4833333333,59.6666666667,299.4833333333,294.4833333333,301.4833333333,294.3166666667,288.15,289.64,294.15,291.4833333333,303.4833333333,300.6666666667,299.4833333333
+10595,2018-08-18 00:00:00,3.6666666667,level_2,0,3.6666666667,55.3333333333,53.3333333333,57.3333333333,1.3333333333,0,77.6666666667,0.6666666667,90,20,2.3333333333,0,sp6,0,0,1019,0,0,0,0,801,800,1025,800,1019,299.4833333333,1020,297.4833333333,297.4833333333,802.6666666667,299.4833333333,75.3333333333,297.4833333333,294.15,295.15,293.65,285.8166666667,287.3066666667,293.15,289.15,299.4833333333,295.15,295.15
+10596,2018-08-18 03:00:00,4,level_6,0,1.6666666667,71.6666666667,61.6666666667,44,1.6666666667,0,110,1.6666666667,193.3333333333,6.6666666667,2,0.5,sp6,0,0,1019,0,0,0,0,800.3333333333,500.3333333333,1025,800,1018,296.4833333333,1020.6666666667,296.15,296.15,802,296.4833333333,83,296.15,293.15,291.4833333333,292.15,283.15,284.9366666667,291.15,287.15,296.4833333333,291.4833333333,291.4833333333
+10597,2018-08-18 06:00:00,2,level_2,0,1,78,60.3333333333,43.3333333333,1.3333333333,0,70,3,312,26.6666666667,1,0,sp7,0,0,1019,0,0,0,0,801.3333333333,800.3333333333,1024,800,1018.6666666667,294.8166666667,1021,296.8166666667,296.8166666667,781,294.8166666667,75,296.8166666667,292.15,291.15,291.15,282.4833333333,284.12,290.15,286.15,294.8166666667,290.6266666667,290.15
+10598,2018-08-18 09:00:00,2.3333333333,level_1,0,2,60.6666666667,54.3333333333,40,1,0,66.6666666667,1.3333333333,196.6666666667,26.6666666667,2,0,sp8,0,0,1020,0,0,0,0,801.3333333333,800,1025,800,1019.3333333333,298.15,1021,298.15,298.15,802,296.9366666667,53.3333333333,298.15,294.4833333333,292.8166666667,294.3166666667,286.15,287.0433333333,294.15,288.15,296.15,291.91,290.8166666667
+10599,2018-08-18 12:00:00,1.6666666667,level_3,0,2.6666666667,35,45.6666666667,40,1,0,146.6666666667,1.6666666667,120,0,3,0,sp8,0,0,1019.6666666667,0,0,0,0,800,801,1024.6666666667,800,1020,305.15,1020.6666666667,299.15,299.15,802,305.15,49,299.15,299.8166666667,298.15,299.3166666667,291.15,292.9333333333,298.8166666667,295.15,305.15,297.46,296.4833333333
+10600,2018-08-18 15:00:00,1.6666666667,level_5,0,3,23.6666666667,39,51.6666666667,3.6666666667,0,30,2,176.6666666667,20,2.3333333333,0,sp5,0,0,1019,0,0,0,0,801,604.3333333333,1023.3333333333,800,1019.3333333333,309.4833333333,1019,300.15,300.15,802.3333333333,309.28,51.6666666667,300.15,301.15,302.4833333333,300.3166666667,293.4833333333,294.97,299.4833333333,296.8166666667,309.15,301.8633333333,300.4833333333
+10601,2018-08-18 18:00:00,0.6666666667,level_4,0,4.3333333333,20,30.6666666667,33.3333333333,3.6666666667,0,20,2.3333333333,156.6666666667,20,3,0,sp3,0,0,1018.6666666667,0,0,0,0,801,801.3333333333,1023,800,1019,310.8166666667,1018,299.15,299.15,801.6666666667,310.8166666667,62.3333333333,299.15,299.8166666667,304.4833333333,299.3166666667,293.8166666667,295.1566666667,298.8166666667,296.8166666667,310.8166666667,303.7366666667,301.8166666667
+10602,2018-08-18 21:00:00,1.6666666667,level_5,0,2,29.6666666667,29.3333333333,26.6666666667,1.3333333333,0,10,1,233.3333333333,13.3333333333,3.6666666667,0,sp4,0,0,1019.6666666667,0,0,0,0,800.6666666667,800,1023.3333333333,800,1019.3333333333,306.4833333333,1018.3333333333,297.8166666667,297.8166666667,801.3333333333,306.4833333333,76.6666666667,297.8166666667,297.4833333333,302.4833333333,296.8166666667,290.4833333333,291.8233333333,296.15,293.4833333333,306.4833333333,301.69,300.4833333333
+10603,2018-08-19 00:00:00,3,level_6,0,1.3333333333,49,31.3333333333,6.6666666667,0.6666666667,0,36.6666666667,1.3333333333,171.6666666667,13.3333333333,2,0,sp6,0,0,1020,0,0,0,0,800.6666666667,800,1024,800,1020,301.4833333333,1020.3333333333,297.4833333333,297.4833333333,800.3333333333,301.4833333333,81.3333333333,297.4833333333,296.15,297.8166666667,294.8166666667,285.4833333333,287.5666666667,293.4833333333,290.15,301.4833333333,297.8166666667,297.8166666667
+10604,2018-08-19 03:00:00,2,level_6,0,1,59.3333333333,39.6666666667,0,1.3333333333,0,76.6666666667,0.6666666667,286.6666666667,6.6666666667,1.6666666667,0,sp6,0,0,1020,0,0,0,0,800.3333333333,800,1024,800,1020,298.4833333333,1021,295.4833333333,295.4833333333,800,298.4833333333,90,295.4833333333,295.15,294.15,293.65,284.15,285.79,292.15,287.8166666667,298.4833333333,293.77,293.4833333333
+10605,2018-08-19 06:00:00,1.6666666667,level_9,0,1.3333333333,67,46.3333333333,20,1.3333333333,0,103.3333333333,1.3333333333,106.3333333333,20,1,0,sp7,0,0,1020,0,0,0,0,801,801.3333333333,1024,800,1020,296.15,1021.3333333333,294.15,294.15,801,296.15,90,294.15,294.4833333333,293.15,293.15,282.15,284.72,291.8166666667,288.15,296.15,292.3233333333,291.4833333333
+10606,2018-08-19 09:00:00,2,level_7,0,2,57.6666666667,49.3333333333,26.6666666667,0.6666666667,0,83.3333333333,1.3333333333,226,13.3333333333,2.6666666667,0,sp8,0,0,1020,0,0,0,0,800.6666666667,800,1024,800,1020.6666666667,299.4833333333,1022.6666666667,296.8166666667,296.8166666667,801.3333333333,298.0666666667,75.3333333333,296.8166666667,297.4833333333,294.8166666667,297.15,287.15,289.0866666667,296.8166666667,291.4833333333,297.15,294.18,293.15
+10607,2018-08-19 12:00:00,2.3333333333,level_1,0,2,36.6666666667,47.3333333333,20,1.3333333333,0,13.3333333333,2,263.3333333333,6.6666666667,4.3333333333,0,sp8,0,0,1019.6666666667,0,0,0,0,800.3333333333,800,1024.3333333333,800,1020.3333333333,306.15,1022.6666666667,302.15,302.15,801,305.54,44.6666666667,302.15,303.4833333333,299.4833333333,302.4833333333,295.4833333333,296.2266666667,301.4833333333,297.15,305.15,298.93,298.15
+10608,2018-08-19 15:00:00,1.3333333333,level_4,0,4,27,36,20,2.6666666667,0,20,4,183.3333333333,20,3,0,sp5,0,0,1019,0,0,0,0,801,801,1023,800,1019.6666666667,308.8166666667,1021.3333333333,303.15,303.15,801,308.6133333333,33.3333333333,303.15,304.8166666667,303.8166666667,303.4833333333,298.8166666667,299.2666666667,302.15,299.8166666667,308.4833333333,303.06,301.15
+10609,2018-08-19 18:00:00,0.6666666667,level_5,0,3.6666666667,28.3333333333,28.3333333333,20,3,0,246.6666666667,3.6666666667,130,20,4,0,sp5,0,0,1018.6666666667,0,0,0,0,801,800,1023,800,1019,309.15,1019.6666666667,302.4833333333,302.4833333333,801,309.15,39.6666666667,302.4833333333,303.4833333333,305.8166666667,302.65,297.8166666667,298.2666666667,301.8166666667,298.8166666667,309.15,304.6066666667,302.8166666667
+10610,2018-08-19 21:00:00,1.6666666667,level_3,0,1.3333333333,39.6666666667,28,20,1,0,253,1.6666666667,140,13.3333333333,3.6666666667,0,sp5,0,0,1019,0,0,0,0,800.6666666667,800,1023.6666666667,800,1019,305.15,1019.3333333333,300.15,300.15,801,305.15,57,300.15,299.8166666667,302.4833333333,299.15,292.4833333333,293.8233333333,298.4833333333,295.4833333333,305.15,301.62,300.4833333333
+10611,2018-08-20 00:00:00,2,level_7,0,1.3333333333,46.6666666667,33.6666666667,6.6666666667,0.6666666667,0,70,1.3333333333,280,0,3,0,sp9,0,0,1019.3333333333,0,0,0,0,800,800,1024,800,1019.6666666667,301.15,1020.6666666667,297.15,297.15,800.3333333333,301.15,67.6666666667,297.15,298.4833333333,298.8166666667,296.8166666667,288.4833333333,289.82,295.15,291.4833333333,301.15,297.8666666667,297.15
+10612,2018-08-20 03:00:00,0.6666666667,level_8,0,1.6666666667,53.6666666667,43,0,1.3333333333,0,70,3,285.6666666667,0,1,0,sp10,0,0,1018.6666666667,0,0,0,0,800,800,1023.6666666667,800,1019,299.15,1021,294.4833333333,294.4833333333,800,299.15,71.3333333333,294.4833333333,297.15,295.4833333333,295.4833333333,284.8166666667,287.0766666667,293.8166666667,290.15,299.15,295.15,294.8166666667
+10613,2018-08-20 06:00:00,1,level_8,0,2,58,51,33.3333333333,1,0,113.3333333333,1,280,0,1,0,sp8,0,0,1018,0,0,0,0,800,800,1023,800,1018.3333333333,297.15,1021.3333333333,293.15,293.15,781.6666666667,297.15,69.3333333333,293.15,295.8166666667,293.15,294.15,284.15,286.5266666667,292.4833333333,289.4833333333,297.15,292.4566666667,291.8166666667
+10614,2018-08-20 09:00:00,1,level_3,0,0.6666666667,57.6666666667,40,20,0.6666666667,0,43.3333333333,1,147.3333333333,0,2.6666666667,0,sp9,0,0,1019,0,0,0,0,800,800,1023,800,1019,299.4833333333,1022,297.8166666667,297.8166666667,801,298.4733333333,52,297.8166666667,298.4833333333,297.15,298.3166666667,288.15,290.0833333333,298.15,292.4833333333,297.8166666667,295.1966666667,293.8166666667
+10615,2018-08-20 12:00:00,1.6666666667,level_3,0,1.6666666667,35.3333333333,27.3333333333,20,1,0,103.3333333333,2.3333333333,226.6666666667,0,4,0,sp10,0,0,1018,0,0,0,0,800,800.3333333333,1023,800,1018.6666666667,305.4833333333,1021.6666666667,304.15,304.15,801,304.8733333333,29,304.15,305.15,301.8166666667,303.8166666667,295.8166666667,296.7066666667,302.4833333333,297.8166666667,304.4833333333,300.7933333333,299.15
+10616,2018-08-20 15:00:00,1.6666666667,level_5,0,4.6666666667,22.6666666667,23,26.6666666667,2.6666666667,0,120,4,173.3333333333,0,4.6666666667,0,sp6,0,0,1016.6666666667,0,0,0,0,800,801,1021.6666666667,800,1017.6666666667,308.4833333333,1020,305.4833333333,305.4833333333,801.3333333333,308.28,28.3333333333,305.4833333333,305.8166666667,305.15,303.9833333333,298.4833333333,298.9633333333,302.15,299.4833333333,308.15,304.54,303.15
+10617,2018-08-20 18:00:00,1.3333333333,level_6,0,5,23,20.6666666667,20,3,0,346.6666666667,4.3333333333,113.3333333333,0,3.3333333333,0,sp4,0,0,1016,0,0,0,0,800,801,1021,800,1016,309.15,1018.3333333333,304.15,304.15,801,309.15,33.6666666667,304.15,302.15,306.15,301.8166666667,297.4833333333,297.93,301.4833333333,298.4833333333,309.15,305.68,304.4833333333
+10618,2018-08-20 21:00:00,1,level_3,0,2.3333333333,36.6666666667,24.6666666667,20,1,0,240.6666666667,1.6666666667,76.6666666667,0,4,0,sp4,0,0,1017.3333333333,0,0,0,0,800,800.3333333333,1021,800,1016.3333333333,305.15,1018,301.4833333333,301.4833333333,801,305.15,48,301.4833333333,300.4833333333,304.4833333333,299.9833333333,293.4833333333,293.7833333333,299.4833333333,294.15,305.15,302.83,300.8166666667
+10619,2018-08-21 00:00:00,0.6666666667,level_10,0,2.3333333333,45.3333333333,33,6.6666666667,1,0,110,2.6666666667,270,0,2.3333333333,0,sp7,0,0,1017.6666666667,0,0,0,0,800,800,1021.3333333333,800,1017,300.8166666667,1018,298.8166666667,298.8166666667,800.3333333333,300.8166666667,57.3333333333,298.8166666667,298.15,298.8166666667,297.3166666667,288.8166666667,289.8566666667,296.4833333333,291.15,300.8166666667,297.9466666667,297.15
+10620,2018-08-21 03:00:00,0.6666666667,level_9,0,2,56,42.3333333333,0,1,0,43.3333333333,2,191.6666666667,0,1.3333333333,0,sp8,0,0,1017,0,0,0,0,800,800,1020.6666666667,800,1016.3333333333,298.4833333333,1018,296.4833333333,296.4833333333,800,298.4833333333,61.3333333333,296.4833333333,297.4833333333,295.15,295.8166666667,285.8166666667,287.6033333333,294.15,289.8166666667,298.4833333333,294.58,294.15
+10621,2018-08-21 06:00:00,0.6666666667,level_8,0,2,61.3333333333,52,26.6666666667,2,0,113.3333333333,1.6666666667,290,0,1.3333333333,0,sp7,0,0,1016.6666666667,0,0,0,0,800,800,1020,800,1016,296.15,1018.3333333333,294.15,294.15,801.3333333333,296.15,68,294.15,296.8166666667,293.15,294.8166666667,283.8166666667,286.1666666667,292.8166666667,289.15,296.15,292.1833333333,291.15
+10622,2018-08-21 09:00:00,1.3333333333,level_6,0,1.3333333333,59,50.6666666667,50,1.3333333333,0,149,1.3333333333,219.3333333333,0,2.6666666667,0,sp13,0,0,1019,0,0,0,0,800,800.3333333333,1010.3333333333,800,1008,297.8956666667,999.6666666667,296.0623333333,296.0623333333,802,297.349,54,296.0623333333,298.9456666667,294.479,298.779,288.879,289.3256666667,298.6123333333,289.879,296.8956666667,293.659,292.8123333333
+10623,2018-08-21 12:00:00,1.6666666667,level_1,0,1.3333333333,26.6666666667,30.3333333333,13.3333333333,0.6666666667,0,66.6666666667,1,173.3333333333,0,4,0,sp7,0,0,1017,0,0,0,0,800,800.6666666667,1018.6666666667,800,1016.3333333333,306.15,1019.3333333333,305.15,305.15,800.6666666667,305.57,29,305.15,304.15,302.8166666667,302.9833333333,296.8166666667,297.71,301.8166666667,298.8166666667,305.15,301.87,300.8166666667
+10624,2018-08-21 15:00:00,1.3333333333,level_5,0,5,22.6666666667,19.3333333333,40,2.3333333333,6.6666666667,0,4,96.6666666667,33.3333333333,3,0,sp4,0,0,1015.3333333333,0,0,0,0,801.6666666667,801,1017.3333333333,800.3333333333,1015.3333333333,308.8166666667,1017.3333333333,305.8166666667,305.8166666667,802,308.6133333333,28,305.8166666667,306.4833333333,306.8166666667,304.9833333333,300.4833333333,300.9666666667,303.4833333333,301.4833333333,308.4833333333,306.0033333333,304.8166666667
+10625,2018-08-21 18:00:00,2,level_5,0,5,20.6666666667,19.6666666667,20,3.3333333333,20,33.3333333333,5,156.6666666667,40,1.3333333333,0,sp3,0,0,1015,0,0,0,0,802,800.3333333333,1016,801,1014.6666666667,309.8166666667,1016,304.4833333333,304.4833333333,801,309.8166666667,34.6666666667,304.4833333333,304.15,307.8166666667,303.15,300.4833333333,300.78,302.15,301.15,309.8166666667,305.6633333333,301.8166666667
+10626,2018-08-21 21:00:00,1.3333333333,level_2,0,2.3333333333,37.6666666667,27.3333333333,6.6666666667,1.6666666667,0,118.6666666667,2.6666666667,226,20,6.6666666667,0,sp4,0,0,1016.3333333333,0,0,0,0,801,800,1017,800,1015.3333333333,304.4833333333,1016.3333333333,301.4833333333,301.4833333333,800.3333333333,304.4833333333,55.6666666667,301.4833333333,300.4833333333,303.8166666667,299.9833333333,294.8166666667,295.4133333333,299.4833333333,296.15,304.4833333333,301.9933333333,299.4833333333
+10627,2018-08-22 00:00:00,1,level_7,0,1.6666666667,48,34.3333333333,0,0.3333333333,0,80,1.6666666667,273.3333333333,0,3.6666666667,0,sp6,0,0,1016.3333333333,0,0,0,0,800,800,1018,800,1016,301.15,1017,299.15,299.15,800,301.15,65,299.15,298.4833333333,300.15,297.15,290.4833333333,291.5233333333,295.8166666667,292.8166666667,301.15,298.8766666667,297.4833333333
+10628,2018-08-22 03:00:00,1.6666666667,level_10,0,1,59.3333333333,39,0,0.6666666667,0,0,1.6666666667,279.3333333333,0,1.3333333333,0,sp6,0,0,1016,0,0,0,0,800,800,1017,800,1015.3333333333,298.15,1017,296.8166666667,296.8166666667,800,298.15,62,296.8166666667,297.4833333333,297.4833333333,295.92,290.15,290.7466666667,294.15,291.4833333333,298.15,296.96,296.4833333333
+10629,2018-08-22 06:00:00,1.3333333333,level_9,0,1.6666666667,69,48,0,1,0,73.3333333333,1.3333333333,280,0,0.3333333333,0,sp6,0,0,1016.3333333333,0,0,0,0,800,800.3333333333,1016,800,1015.3333333333,296.15,1017.3333333333,294.8166666667,294.8166666667,800,296.15,65.3333333333,294.8166666667,296.4833333333,294.4833333333,294.5666666667,291.15,291.3333333333,292.4833333333,291.4833333333,296.15,293.34,292.4833333333
+10630,2018-08-22 09:00:00,1.6666666667,level_10,0,2,56.3333333333,45,0,0.3333333333,0,33.3333333333,1.3333333333,105,6.6666666667,0.6666666667,0,sp8,0,0,1017,0,0,0,0,800.3333333333,800,1017,800,1016,298.9783333333,1018.6666666667,298.15,298.15,800,297.9683333333,50,298.15,297.8166666667,296.15,297.65,292.15,292.9966666667,297.4833333333,294.15,297.3116666667,294.6933333333,293.15
+10631,2018-08-22 12:00:00,2,level_4,0,2,31.6666666667,31.3333333333,0,1.6666666667,0,70,1.6666666667,141.3333333333,10.6666666667,2,0,sp13,0,0,1018,0,0,0,0,800.6666666667,800.6666666667,1007.3333333333,800,1007,304.582,998.3333333333,304.1653333333,304.1653333333,800,304.2053333333,34.3333333333,304.1653333333,303.6986666667,302.082,302.8653333333,298.432,299.0286666667,302.032,299.7653333333,303.9153333333,301.8086666667,301.4153333333
+10632,2018-08-22 15:00:00,2.3333333333,level_5,0,6,24.3333333333,23,13.3333333333,4.3333333333,6.6666666667,323.3333333333,5.3333333333,120,20,1,0,sp6,0,0,1015.6666666667,0,0,0,0,801,801,1016,800.3333333333,1015,308.15,1017.6666666667,305.4833333333,305.4833333333,800.6666666667,308.15,35.6666666667,305.4833333333,304.8166666667,306.4833333333,303.4833333333,301.4833333333,302.96,302.15,304.15,308.15,305.32,303.15
+10633,2018-08-22 18:00:00,3.6666666667,level_5,0,5,20.6666666667,21.6666666667,40,4,20,320,4,110,20,2.6666666667,0,sp4,0,0,1016,0,0.6,0,0,314.3333333333,800.6666666667,1017,801,1015,309.8166666667,1017,303.15,303.15,802,309.8166666667,46.3333333333,303.15,302.8166666667,306.8166666667,301.65,298.15,298.8866666667,300.4833333333,299.4833333333,309.8166666667,304.6366666667,299.4833333333
+10634,2018-08-22 21:00:00,3,level_1,0,1.6666666667,29,37,40,1,0,216.6666666667,0,92.6666666667,26.6666666667,3.3333333333,0,sp6,0,0,1016.6666666667,0,0.3,0,0,656.3333333333,800.3333333333,1018,800,1015.6666666667,304.8166666667,1019,301.4833333333,301.4833333333,802,304.8166666667,56.6666666667,301.4833333333,299.8166666667,300.15,299.4833333333,294.4833333333,295.2266666667,299.15,296.15,304.8166666667,299.3533333333,298.15
+10635,2018-08-23 00:00:00,1.3333333333,level_7,0,0.6666666667,38.6666666667,46.6666666667,50.6666666667,0.6666666667,0,96.6666666667,1.6666666667,280,6.6666666667,2.3333333333,0,sp9,0,0,1017,0,0,0,0,800.3333333333,800,1019,800,1016.3333333333,301.4833333333,1020,299.15,299.15,802.6666666667,301.4833333333,61,299.15,298.15,297.15,297.15,290.15,292.3833333333,296.15,295.15,301.4833333333,296.2033333333,295.4833333333
+10636,2018-08-23 03:00:00,1,level_6,0,1,55.6666666667,58.3333333333,80,0.3333333333,0,203.3333333333,1.3333333333,294,0,2,0,sp8,0,0,1016.3333333333,0,0,0,0,800,800,1019,800,1015.6666666667,298.15,1019,296.8166666667,296.8166666667,803.6666666667,298.15,67.3333333333,296.8166666667,297.15,293.15,295.65,290.15,292.0833333333,294.15,294.4833333333,298.15,292.58,292.15
+10637,2018-08-23 06:00:00,1,level_9,0,1,64,56,75,0.3333333333,0,80,1,196.6666666667,0,1,0,sp8,0,0,1016,0,0,0,0,800,800,1018,800,1015,295.4833333333,1018.3333333333,295.15,295.15,803,295.4833333333,69.6666666667,295.15,295.8166666667,293.4833333333,294.4833333333,291.8166666667,293.0066666667,293.15,294.4833333333,295.4833333333,292.8566666667,292.4833333333
+10638,2018-08-23 09:00:00,0.3333333333,level_4,0,1.6666666667,53.6666666667,48,75,0.6666666667,0,109,0.3333333333,235.3333333333,0,0.3333333333,0,sp10,0,0,1016,0,0,0,0,800,800,1019,800,1015.6666666667,298.15,1019.6666666667,299.4833333333,299.4833333333,803,296.9333333333,52,299.4833333333,298.4833333333,296.4833333333,298.3166666667,293.15,294.4933333333,298.15,296.15,296.15,294.9966666667,294.15
+10639,2018-08-23 12:00:00,1,level_3,0,2.3333333333,34.3333333333,32.6666666667,75,3,0,333.3333333333,2.3333333333,116.6666666667,0,0.6666666667,0,sp10,0,0,1016,0,0,0,0,800,800.3333333333,1020,800,1015.6666666667,304.4833333333,1020,304.4833333333,304.4833333333,803,303.8733333333,34.3333333333,304.4833333333,304.4833333333,302.4833333333,302.9833333333,294.4833333333,295.97,301.4833333333,297.8166666667,303.4833333333,301.12,299.8166666667
+10640,2018-08-23 15:00:00,2.3333333333,level_4,0,4,22.6666666667,23,75,3.6666666667,0,120,5.3333333333,116.6666666667,20,1.6666666667,0,sp8,0,0,1014.6666666667,0,0.3,0,0,656,801,1020,800,1014.6666666667,309.15,1018.3333333333,304.8166666667,304.8166666667,803,308.54,36,304.8166666667,305.15,306.4833333333,303.65,296.8166666667,297.8566666667,302.15,299.15,308.15,304.7866666667,301.15
+10641,2018-08-23 18:00:00,4.3333333333,level_7,0,2.6666666667,25.3333333333,22,75,3.3333333333,6.6666666667,126.6666666667,3.3333333333,183.3333333333,20,2.3333333333,0,sp6,0,0,1015,0,0,0,0,801,801,1020,800.3333333333,1015.3333333333,308.15,1017,301.8166666667,301.8166666667,803,308.15,47.3333333333,301.8166666667,304.15,307.4833333333,302.65,296.15,296.7433333333,301.15,297.4833333333,308.15,305.9366666667,303.4833333333
+10642,2018-08-23 21:00:00,2.6666666667,level_8,0,2.6666666667,33,31.3333333333,75,1.3333333333,0,230,2,270,13.3333333333,2.3333333333,0,sp7,0,0,1015.6666666667,0,0,0,0,407.3333333333,800.3333333333,1021.3333333333,800,1015.6666666667,305.15,1018,299.15,299.15,803,305.15,58.3333333333,299.15,300.15,304.8166666667,299.15,293.15,294.34,298.15,295.8166666667,305.15,303.0666666667,300.8166666667
+10643,2018-08-24 00:00:00,3,level_8,0.1,2.6666666667,43.6666666667,40,80.6666666667,0.3333333333,0,112,1,186.6666666667,0,2.3333333333,0,sp10,0,0,1016.3333333333,0,0,0,0,800,800,1022,800,1015.3333333333,300.4833333333,1020,298.8166666667,298.8166666667,702,300.4833333333,51,298.8166666667,298.15,299.15,296.9833333333,292.4833333333,293.5233333333,295.8166666667,294.8166666667,300.4833333333,298.8966666667,298.8166666667
+10644,2018-08-24 03:00:00,1.3333333333,level_8,0.1,2,52,53.6666666667,80.6666666667,1,0,170,0.6666666667,174.6666666667,0,1.3333333333,0.1,sp9,0,0,1015.3333333333,0,0,0,0,800,700.6666666667,1021.3333333333,800,1015.3333333333,297.4833333333,1019.6666666667,296.4833333333,296.4833333333,702,297.4833333333,57.6666666667,296.4833333333,296.4833333333,294.8166666667,295.15,290.4833333333,291.3766666667,293.8166666667,292.4833333333,297.4833333333,293.8666666667,293.15
+10645,2018-08-24 06:00:00,1.3333333333,level_9,0.1,1.6666666667,60,60.6666666667,63.3333333333,1.6666666667,0,110,0.6666666667,90,0,1,0,sp9,0,0,1015.3333333333,0,0,0,0,800,800,1020.6666666667,800,1015.3333333333,295.4833333333,1019,294.4833333333,294.4833333333,701.6666666667,295.4833333333,62.6666666667,294.4833333333,295.4833333333,292.15,294.15,289.15,290.7833333333,292.8166666667,292.8166666667,295.4833333333,291.3466666667,290.4833333333
+10646,2018-08-24 09:00:00,1,level_9,0.2,1.6666666667,51.6666666667,48,75,1.3333333333,0,93.3333333333,2.3333333333,263.3333333333,0,0.6666666667,0,sp10,0,0,1016,0,0,0,0,800,801,1021.6666666667,800,1016.6666666667,298.4833333333,1020.3333333333,298.15,298.15,601,296.8633333333,49.6666666667,298.15,297.4833333333,296.8166666667,297.3166666667,290.8166666667,291.7066666667,297.15,292.8166666667,295.8166666667,294.7966666667,292.4833333333
+10647,2018-08-24 12:00:00,0.6666666667,level_1,0.1,2.6666666667,34.3333333333,32,75,2,0,316.6666666667,2.6666666667,230,0,1,0,sp10,0,0,1015.6666666667,0,0,0,0,800,800.6666666667,1023,800,1016.6666666667,304.8166666667,1020.3333333333,304.15,304.15,702,304.6133333333,41.6666666667,304.15,302.4833333333,302.8166666667,301.8166666667,292.15,293.0433333333,301.15,294.15,304.4833333333,301.4533333333,300.4833333333
+10648,2018-08-24 15:00:00,2.3333333333,level_5,0,5.6666666667,22,19,75,3.3333333333,0,303.3333333333,5.3333333333,116.6666666667,0,3,0,sp8,0,0,1014.3333333333,0,0,0,0,800,801,1022.6666666667,800,1015,309.15,1018.3333333333,303.4833333333,303.4833333333,803,309.15,54,303.4833333333,303.15,306.8166666667,302.15,294.8166666667,294.95,301.15,295.15,309.15,305.9266666667,304.8166666667
+10649,2018-08-24 18:00:00,4.3333333333,level_3,0,4.3333333333,22,15.3333333333,75,2.6666666667,0,316.6666666667,4,113.3333333333,0,4.6666666667,0,sp5,0,0,1015,0,0,0,0,800,801,1022,800,1014,310.15,1017.3333333333,302.15,302.15,803,310.15,62,302.15,300.4833333333,307.15,300.3166666667,292.15,293.19,300.15,294.4833333333,310.15,305.7966666667,302.8166666667
+10650,2018-08-24 21:00:00,2.6666666667,level_2,0.1,2,33.6666666667,20.6666666667,75,0.6666666667,0,193.3333333333,1.6666666667,86.6666666667,0,3.6666666667,0,sp5,0,0,1015.3333333333,0,0,0,0,800,800.3333333333,1022,800,1014.3333333333,305.4833333333,1017.6666666667,300.4833333333,300.4833333333,702,305.4833333333,72.3333333333,300.4833333333,299.15,302.8166666667,298.65,289.4833333333,291.2733333333,298.15,293.4833333333,305.4833333333,301.5566666667,300.15
+10651,2018-08-25 00:00:00,2.6666666667,level_5,0.1,0.6666666667,49,35,79.3333333333,1,0,86.6666666667,1,0,0,2.6666666667,0,sp6,0,0,1016,0,0,0,0,800,800,1021.6666666667,800,1015,300.8166666667,1018,299.4833333333,299.4833333333,702,300.8166666667,76.6666666667,299.4833333333,298.15,297.4833333333,297.8166666667,288.15,289.79,297.4833333333,291.8166666667,300.8166666667,297.1033333333,296.8166666667
+10652,2018-08-25 03:00:00,1,level_7,0.3,1.3333333333,60.6666666667,54.6666666667,82.6666666667,1,0,70,2.6666666667,231,0,1.3333333333,0,sp5,0,0,1015,0,0,0,0,800,800,1020.3333333333,800,1015,297.8166666667,1018,297.15,297.15,500,297.8166666667,81.3333333333,297.15,296.4833333333,293.8166666667,295.65,286.8166666667,288.7533333333,294.8166666667,291.15,297.8166666667,293.2933333333,292.8166666667
+10653,2018-08-25 06:00:00,2.3333333333,level_9,0,1.6666666667,68.6666666667,63,51.6666666667,1.3333333333,0,120,1.3333333333,266.6666666667,0,1,0,sp5,0,0,1015,0,0,0,0,800,800,1020,800,1014.3333333333,295.8166666667,1018,295.4833333333,295.4833333333,802.3333333333,295.8166666667,84.6666666667,295.4833333333,295.8166666667,291.15,295.15,285.8166666667,287.6033333333,294.4833333333,289.8166666667,295.8166666667,290.3466666667,289.4833333333
+10654,2018-08-25 09:00:00,1.3333333333,level_10,0.2,2,59.6666666667,49.3333333333,75,1,0,76.6666666667,1.3333333333,170,0,1,0,sp5,0,0,1015.6666666667,0,0,0,0,800,802,1020.3333333333,800,1015,298.15,1018,298.4833333333,298.4833333333,601,296.7333333333,62.6666666667,298.4833333333,296.15,294.8166666667,295.8166666667,288.15,289.19,295.4833333333,290.4833333333,295.8166666667,292.4833333333,290.4833333333
+10655,2018-08-25 12:00:00,1,level_4,0,3.3333333333,37,30.6666666667,75,1,0,113.3333333333,2,206.6666666667,0,2,0,sp6,0,0,1015.3333333333,0,0,0,0,800,802,1020.6666666667,800,1014.6666666667,304.8166666667,1017.3333333333,302.15,302.15,635.3333333333,304.0066666667,58,302.15,298.8166666667,301.4833333333,298.65,291.4833333333,292.08,298.4833333333,292.8166666667,303.4833333333,299.8533333333,298.4833333333
+10656,2018-08-25 15:00:00,3.6666666667,level_4,0,5,32,18.6666666667,40,2.6666666667,0,330,5.6666666667,130,0,4,0,sp3,0,0,1014,0,0,0,0,800,802,1020,800,1013.3333333333,308.4833333333,1015.3333333333,302.15,302.15,802,308.0766666667,56.6666666667,302.15,298.4833333333,306.15,298.4833333333,291.8166666667,292.6833333333,298.4833333333,293.8166666667,307.8166666667,304.6566666667,302.8166666667
+10657,2018-08-25 18:00:00,3.6666666667,level_4,0,4.6666666667,25.3333333333,16.3333333333,33.3333333333,4,0,330,5,123.3333333333,0,5.6666666667,0,sp2,0,0,1014,0,0,0,0,800,802,1019,800,1012.3333333333,308.4833333333,1014,300.8166666667,300.8166666667,801.6666666667,308.4833333333,62.3333333333,300.8166666667,297.4833333333,306.8166666667,297.15,291.15,292.93,296.8166666667,295.15,308.4833333333,305.5266666667,302.4833333333
+10658,2018-08-25 21:00:00,2.3333333333,level_2,0,3.6666666667,46.3333333333,22.3333333333,51.6666666667,1.6666666667,0,210,3.6666666667,116.6666666667,0,3.6666666667,0,sp2,0,0,1015,0,0,0,0,800,800.6666666667,1019.3333333333,800,1013.6666666667,303.4833333333,1014.6666666667,299.15,299.15,802.3333333333,303.4833333333,66.3333333333,299.15,296.8166666667,302.4833333333,296.3166666667,287.4833333333,289.7133333333,295.8166666667,292.4833333333,303.4833333333,301.5966666667,300.4833333333
+10659,2018-08-26 00:00:00,2,level_1,0,2,66.3333333333,34.3333333333,50,0.3333333333,0,223.3333333333,1.3333333333,133.3333333333,0,2.6666666667,0,sp3,0,0,1016,0,0,0,0,800,800,1020,800,1015,298.4833333333,1016,299.15,299.15,802,298.4833333333,65,299.15,296.4833333333,296.8166666667,295.8166666667,285.8166666667,288.0766666667,295.15,291.15,298.4833333333,296.6266666667,296.4833333333
+10660,2018-08-26 03:00:00,1,level_2,0,2,74.3333333333,50,63.3333333333,0.3333333333,0,64.3333333333,0.6666666667,0,0,0.6666666667,0,sp3,0,0,1016,0,0,0,0,800,800,1018.6666666667,800,1015,295.4833333333,1016.3333333333,298.4833333333,298.4833333333,802.6666666667,295.4833333333,67.6666666667,298.4833333333,296.15,292.8166666667,295.3166666667,283.8166666667,286.67,294.4833333333,290.4833333333,295.4833333333,292.4366666667,292.15
+10661,2018-08-26 06:00:00,2,level_1,0,2,77,59,56.6666666667,1.3333333333,0,46.6666666667,1,105,0,1,0,sp3,0,0,1016,0,0,0,0,800,633.3333333333,1018,800,1015,292.8166666667,1017,298.15,298.15,802.3333333333,292.8166666667,54.6666666667,298.15,295.8166666667,290.8166666667,294.8166666667,281.8166666667,285.2366666667,293.8166666667,289.4833333333,292.8166666667,289.9366666667,289.15
+10662,2018-08-26 09:00:00,1.3333333333,level_2,0,3,62.6666666667,50,0,1.6666666667,0,93.3333333333,1,126.6666666667,0,0,0,sp4,0,0,1017,0,0,0,0,800,635.3333333333,1018,800,1016,297.15,1017.6666666667,298.8166666667,298.8166666667,747.3333333333,295.5333333333,48,298.8166666667,294.8166666667,293.8166666667,294.4833333333,285.4833333333,288.01,294.15,291.15,294.4833333333,292.03,290.15
+10663,2018-08-26 12:00:00,0.6666666667,level_2,0,2,36,48,20,1,0,0,4,200,0,0.6666666667,0,sp5,0,0,1016.6666666667,0,0,0,0,800,802.6666666667,1017,800,1016.3333333333,304.8166666667,1018,301.4833333333,301.4833333333,801,304.21,45,301.4833333333,297.4833333333,300.15,297.3166666667,293.4833333333,295.2666666667,297.15,297.4833333333,303.8166666667,298.6,297.8166666667
+10664,2018-08-26 15:00:00,1.6666666667,level_5,0,3.6666666667,23.6666666667,24.3333333333,20,2,0,133.3333333333,5.3333333333,176.6666666667,0,3.6666666667,0,sp3,0,0,1015,0,0,0,0,800,802,1015.6666666667,800,1014.3333333333,309.15,1016.3333333333,302.8166666667,302.8166666667,801,308.7433333333,47,302.8166666667,299.8166666667,304.15,299.15,298.4833333333,299.1133333333,298.4833333333,299.8166666667,308.4833333333,303.25,301.4833333333
+10665,2018-08-26 18:00:00,2.6666666667,level_5,0,4.3333333333,18,19,13.3333333333,3,0,206.6666666667,4.6666666667,166.6666666667,0,3.3333333333,0,sp3,0,0,1014,0,0,0,0,800,801,1015.3333333333,800,1013,310.4833333333,1015,301.8166666667,301.8166666667,800.6666666667,310.4833333333,57.6666666667,301.8166666667,298.8166666667,306.8166666667,298.4833333333,298.15,298.15,298.15,298.15,310.4833333333,305.8066666667,304.4833333333
+10666,2018-08-26 21:00:00,1.3333333333,level_4,0,3.6666666667,32,22.3333333333,20,1.6666666667,0,203.3333333333,2.6666666667,201,0,3,0,sp3,0,0,1015,0,0,0,0,800,801,1016.6666666667,800,1014,305.4833333333,1015,300.15,300.15,801,305.4833333333,76.6666666667,300.15,297.8166666667,303.4833333333,297.4833333333,292.4833333333,293.2266666667,297.15,294.15,305.4833333333,302.23,300.15
+10667,2018-08-27 00:00:00,2,level_5,0,2.6666666667,42,35,6.6666666667,1,0,66.6666666667,1.3333333333,280,0,1.3333333333,0,sp3,0,0,1016,0,0,0,0,800,800.3333333333,1017,800,1015,299.8166666667,1015.6666666667,299.8166666667,299.8166666667,800.3333333333,299.8166666667,78.3333333333,299.8166666667,296.8166666667,297.15,295.65,287.4833333333,289.1166666667,294.4833333333,291.15,299.8166666667,296.01,295.15
+10668,2018-08-27 03:00:00,1.3333333333,level_4,0,1.3333333333,54.3333333333,45.3333333333,0,1,0,33.3333333333,1,272.3333333333,0,1.3333333333,0.2,sp3,0,0,1015.6666666667,0,0,0,0,800,600.3333333333,1017,800,1014.3333333333,296.8166666667,1016,299.15,299.15,800,296.8166666667,83,299.15,295.15,293.4833333333,294.15,284.8166666667,287.0466666667,293.15,289.8166666667,296.8166666667,292.7233333333,292.15
+10669,2018-08-27 06:00:00,0.6666666667,level_5,0,1,57.6666666667,50.6666666667,0,1,0,73.3333333333,0.6666666667,95.3333333333,0,1,0.3,sp2,0,0,1016,0,0,0,0,800,500,1017,800,1014.3333333333,295.4833333333,1016.3333333333,299.15,299.15,773.6666666667,295.4833333333,83,299.15,295.15,291.4833333333,293.8166666667,283.8166666667,286.1933333333,292.4833333333,289.15,295.4833333333,290.34,289.4833333333
+10670,2018-08-27 09:00:00,1.6666666667,level_2,0,1.6666666667,46.3333333333,40,0,0.6666666667,0,40,0.6666666667,74,0,3.3333333333,0,sp3,0,0,1017,0,0,0,0,800,801.6666666667,1017,800,1015.6666666667,299.15,1017.3333333333,300.15,300.15,747.3333333333,296.7233333333,76.6666666667,300.15,297.4833333333,296.15,296.65,287.4833333333,289.7133333333,295.8166666667,292.4833333333,295.15,294.6033333333,292.15
+10671,2018-08-27 12:00:00,1.3333333333,level_2,0,1.3333333333,38.3333333333,27,0,0.6666666667,13.3333333333,73.3333333333,3,113.3333333333,0,5.3333333333,0,sp4,0,0,1017,0,0,0,0,800,801,1017,800.6666666667,1016,304.4833333333,1018,302.8166666667,302.8166666667,800,303.69,62,302.8166666667,300.8166666667,303.15,300.4833333333,297.4833333333,298.3766666667,300.15,299.4833333333,302.8166666667,302.4666666667,301.4833333333
+10672,2018-08-27 15:00:00,2,level_3,0,4.3333333333,28,15.6666666667,0,1.6666666667,20,226.6666666667,5,120,0,4,0,sp2,0,0,1016.6666666667,0,0,0,0,800,801,1015.6666666667,604.3333333333,1015.6666666667,308.8166666667,1017.3333333333,303.4833333333,303.4833333333,800,308.6133333333,60.6666666667,303.4833333333,301.4833333333,308.15,301.15,302.15,302.7033333333,300.8166666667,303.15,308.4833333333,307.1266666667,305.15
+10673,2018-08-27 18:00:00,3,level_5,0,4.6666666667,27,14.6666666667,13.3333333333,4.3333333333,6.6666666667,300,3.6666666667,113.3333333333,0,3.6666666667,0,sp2,0,0,1016,0,0,0,0,800,802.6666666667,1015.6666666667,800.3333333333,1015,309.4833333333,1016.3333333333,301.8166666667,301.8166666667,800.6666666667,309.4833333333,65.6666666667,301.8166666667,300.4833333333,309.15,300.15,300.15,301.0766666667,299.8166666667,301.8166666667,309.4833333333,307.7466666667,305.15
+10674,2018-08-27 21:00:00,1.3333333333,level_4,0,2.6666666667,42.3333333333,19.3333333333,20,1.3333333333,0,203.3333333333,2.3333333333,150.3333333333,0,3.6666666667,0,sp3,0,0,1017.3333333333,0,0,0,0,800,801,1016.3333333333,800,1016,304.8166666667,1016,300.15,300.15,801,304.8166666667,75.3333333333,300.15,299.15,306.15,298.9833333333,294.4833333333,295.3,298.8166666667,296.15,304.8166666667,304.7333333333,302.15
+10675,2018-08-28 00:00:00,1.3333333333,level_2,0,2,60,24.3333333333,36,1,0,43.3333333333,1.6666666667,273.3333333333,0,4,0,sp6,0,0,1018,0,0,0,0,800,800,1016,800,1017,299.8166666667,1016,299.8166666667,299.8166666667,801.6666666667,299.8166666667,78.3333333333,299.8166666667,297.8166666667,300.4833333333,296.8166666667,290.4833333333,291.8233333333,295.8166666667,293.4833333333,299.8166666667,299.55,298.8166666667
+10676,2018-08-28 03:00:00,1.6666666667,level_7,0,2.3333333333,81.3333333333,32.3333333333,57.3333333333,1,26.6666666667,33.3333333333,1.3333333333,273.3333333333,0,5,0,sp7,0,0,1017.6666666667,0,0,0,0,800,800,1014.6666666667,801.3333333333,1016.6666666667,297.15,1016,299.15,299.15,802.6666666667,296.7433333333,78,299.15,296.15,296.15,295.65,288.4833333333,290.12,295.15,292.15,296.4833333333,295.96,295.8166666667
+10677,2018-08-28 06:00:00,1.3333333333,level_10,0,2.6666666667,84.6666666667,43.3333333333,6.6666666667,0.3333333333,6.6666666667,62.6666666667,1.3333333333,266.6666666667,0,1.6666666667,0,sp6,0,0,1017,0,0,0,0,800,800,1012.3333333333,800.3333333333,1016.3333333333,295.8166666667,1016.3333333333,298.15,298.15,800.3333333333,295.6133333333,79.6666666667,298.15,295.4833333333,294.8166666667,295.15,286.15,288.6766666667,294.8166666667,291.8166666667,295.4833333333,294.3,293.4833333333
+10678,2018-08-28 09:00:00,1.3333333333,level_8,0,0.6666666667,79.6666666667,49,20,2.3333333333,13.3333333333,210,2.3333333333,169,0,1,0,sp8,0,0,1017,0,0,0,0,800,800.6666666667,1013.3333333333,800.6666666667,1017,296.8166666667,1017.6666666667,299.8166666667,299.8166666667,801,296.0066666667,72,299.8166666667,298.15,298.15,298.15,291.15,292.67,298.15,294.4833333333,295.4833333333,296.5866666667,294.8166666667
+10679,2018-08-28 12:00:00,4,level_6,0,1.3333333333,55,27.6666666667,0,2,0,206.6666666667,3,233.3333333333,0,0.6666666667,0,sp8,0,0,1017.3333333333,0,0,0,0,800,801,1012.6666666667,800,1017,302.4833333333,1018,303.15,303.15,800,301.2666666667,58.6666666667,303.15,302.8166666667,304.15,301.8166666667,299.4833333333,301.1433333333,300.8166666667,302.4833333333,300.4833333333,303.3333333333,301.4833333333
+10680,2018-08-28 15:00:00,5.3333333333,level_5,0,4,32.6666666667,22.3333333333,20,4.3333333333,0,343.3333333333,4,190,20,3,0,sp6,0,0,1016,0,0,0,0,407.6666666667,801,1012,800,1016.3333333333,307.15,1016.6666666667,301.8166666667,301.8166666667,801,306.8166666667,68.3333333333,301.8166666667,305.8166666667,307.4833333333,303.65,301.15,303.1833333333,301.4833333333,304.8166666667,306.4833333333,305.46,301.15
+10681,2018-08-28 18:00:00,6.3333333333,level_4,0,3,25.3333333333,19,33.3333333333,2.6666666667,0,323.3333333333,3.6666666667,210,20,4.6666666667,0,sp5,0,0,1015.3333333333,0,0,0,0,801,801,1013.3333333333,800,1014.3333333333,308.15,1015.3333333333,302.4833333333,302.4833333333,604.6666666667,306.7333333333,60.6666666667,302.4833333333,302.15,307.8166666667,300.9833333333,297.15,299.3966666667,299.8166666667,301.15,305.8166666667,306.2633333333,303.4833333333
+10682,2018-08-28 21:00:00,5,level_2,0,2.6666666667,44.3333333333,30.3333333333,20,1.6666666667,0,133.3333333333,2,170,6.6666666667,3.6666666667,0,sp6,0,0,1015,0,0,0,0,800.3333333333,800.3333333333,1014.6666666667,800,1015,302.15,1015.6666666667,300.4833333333,300.4833333333,801,300.5333333333,72.3333333333,300.4833333333,299.4833333333,304.4833333333,299.3166666667,292.8166666667,293.8566666667,299.15,295.15,299.4833333333,303.2366666667,300.8166666667
+10683,2018-08-29 00:00:00,2.3333333333,level_1,0,3,78.3333333333,27.6666666667,65.3333333333,1.3333333333,0,80,3,236.6666666667,0,4.3333333333,0,sp9,0,0,1015,0,0,0,0,800,801,1016.6666666667,800,1015.3333333333,297.8166666667,1015.6666666667,299.15,299.15,803,297.2933333333,75.3333333333,299.15,298.8166666667,300.15,298.4833333333,289.8166666667,291.75,298.15,294.15,296.4833333333,298.8366666667,297.8166666667
+10684,2018-08-29 03:00:00,1,level_1,0.2,2,86.6666666667,35.3333333333,90.6666666667,0.6666666667,6.6666666667,106.6666666667,3.6666666667,236.6666666667,0,3.3333333333,0,sp10,0,0,1015.3333333333,0,0,0,0,800,800,1017.6666666667,800.3333333333,1015.3333333333,294.8166666667,1017,298.8166666667,298.8166666667,567,294.6133333333,75.3333333333,298.8166666667,298.8166666667,296.4833333333,298.3166666667,288.8166666667,290.9,297.8166666667,293.4833333333,294.4833333333,295.7233333333,295.15
+10685,2018-08-29 06:00:00,1,level_10,0,2.6666666667,92,45.6666666667,51.6666666667,1,75,73.3333333333,2,190,0,2.6666666667,0,sp10,0,0,1015,0,0,0,0,800,802,1018,769,1015,294.15,1017.3333333333,297.15,297.15,768.6666666667,292.9933333333,83,297.15,297.4833333333,293.15,297.3166666667,286.15,288.79,297.15,292.15,292.15,292.6833333333,292.15
+10686,2018-08-29 09:00:00,1,level_7,0,2,81.3333333333,47.6666666667,75,1.3333333333,75,126.6666666667,2.3333333333,166.6666666667,0,1.3333333333,0,sp12,0,0,1016.6666666667,0,0,0,0,800,801,1019.6666666667,735,1015.6666666667,295.4833333333,1018.6666666667,299.15,299.15,803,293.8666666667,74,299.15,299.8166666667,296.15,299.65,289.4833333333,290.97,299.4833333333,292.8166666667,292.8166666667,294.72,293.15
+10687,2018-08-29 12:00:00,1.6666666667,level_5,0.1,2.3333333333,62.3333333333,28.3333333333,75,2.3333333333,20,206.6666666667,2.6666666667,130,0,2,0.1,sp12,0,0,1017,0,0,0,0,800,707.3333333333,1020.6666666667,801,1016,298.8166666667,1019,303.4833333333,303.4833333333,702,297.7933333333,56,303.4833333333,302.4833333333,302.4833333333,301.65,294.8166666667,295.7533333333,300.8166666667,296.8166666667,297.15,301.5333333333,300.8166666667
+10688,2018-08-29 15:00:00,2.3333333333,level_4,0.5,4.3333333333,34,21.6666666667,75,4.6666666667,0,310,5.3333333333,123.3333333333,13.3333333333,2,0.2,sp10,0,0,1017,0,0,0,0,800.6666666667,607,1021.6666666667,800,1015,304.4833333333,1018.3333333333,303.4833333333,303.4833333333,500.3333333333,303.6733333333,57.3333333333,303.4833333333,302.4833333333,305.15,300.9833333333,293.15,295,299.4833333333,296.4833333333,303.15,304.1433333333,302.4833333333
+10689,2018-08-29 18:00:00,1.6666666667,level_3,0,5.3333333333,28,17.3333333333,75,2.3333333333,0,323.3333333333,5,120,6.6666666667,4,0,sp7,0,0,1017.6666666667,0,0,0,0,800.3333333333,801,1022,800,1015.6666666667,305.8166666667,1018,301.4833333333,301.4833333333,803,305.0066666667,69.6666666667,301.4833333333,300.15,306.15,299.9833333333,292.8166666667,293.7066666667,299.8166666667,294.8166666667,304.4833333333,305.27,303.8166666667
+10690,2018-08-29 21:00:00,1.3333333333,level_4,0,2.3333333333,53,21,40,1,0,37.6666666667,1.6666666667,143.3333333333,0,4,0,sp8,0,0,1018.6666666667,0,0,0,0,800,604.3333333333,1023.3333333333,800,1017,300.4833333333,1018,300.15,300.15,802,299.4733333333,72.3333333333,300.15,299.4833333333,303.15,299.0033333333,290.15,291.49,298.4833333333,293.15,298.8166666667,301.2,299.15
+10691,2018-08-30 00:00:00,3.3333333333,level_2,0.1,2.3333333333,81.3333333333,41,57,0.3333333333,0,43.3333333333,2,313.3333333333,0,3,0,sp10,0,0,1019,0,0,0,0,800,801,1024,800,1018.3333333333,295.4833333333,1019,300.15,300.15,701.6666666667,294.8733333333,74,300.15,296.8166666667,298.4833333333,296.4833333333,288.15,289.4866666667,296.15,291.15,294.4833333333,298.1566666667,297.8166666667
+10692,2018-08-30 03:00:00,2.3333333333,level_5,0.1,2,86.3333333333,58.6666666667,64,1,0,36.6666666667,1.3333333333,196.6666666667,0,1.3333333333,0,sp10,0,0,1019,0,0,0,0,800,803.3333333333,1023.3333333333,800,1018.3333333333,293.8166666667,1020,298.8166666667,298.8166666667,702,293.2066666667,75,298.8166666667,296.15,295.4833333333,295.65,287.15,288.7833333333,295.15,290.8166666667,292.8166666667,295.2933333333,295.15
+10693,2018-08-30 06:00:00,1.6666666667,level_10,0,1.6666666667,89.6666666667,65.3333333333,56.6666666667,1,0,80,2,68.3333333333,0,0.6666666667,0,sp10,0,0,1019,0,0,0,0,800,802.3333333333,1022.3333333333,800,1018,292.4833333333,1020.3333333333,297.4833333333,297.4833333333,741,292.0766666667,76.3333333333,297.4833333333,295.8166666667,293.8166666667,295.4833333333,286.15,287.39,295.15,289.15,291.8166666667,293.4033333333,293.15
+10694,2018-08-30 09:00:00,1,level_7,0,2.6666666667,78,55.3333333333,45,1.3333333333,0,46.6666666667,1,143.3333333333,0,1,0,sp12,0,0,1019,0,0,0,0,800,801.6666666667,1022.6666666667,800,1019,294.8166666667,1021.3333333333,298.8166666667,298.8166666667,802,293.3966666667,69.3333333333,298.8166666667,298.15,296.15,298.15,289.8166666667,290.41,298.15,291.15,292.4833333333,294.58,293.4833333333
+10695,2018-08-30 12:00:00,1.3333333333,level_3,0,4,54.3333333333,43.3333333333,40,1,0,26.6666666667,3,203.3333333333,0,1,0,sp12,0,0,1019,0,0,0,0,800,801.3333333333,1022.3333333333,800,1019.3333333333,300.4833333333,1021.3333333333,302.8166666667,302.8166666667,802,299.67,57.3333333333,302.8166666667,301.8166666667,301.15,301.15,293.15,294.9266666667,300.4833333333,297.15,299.15,300.0033333333,299.15
+10696,2018-08-30 15:00:00,1.3333333333,level_4,0,4,34.3333333333,32.3333333333,33.3333333333,2.6666666667,0,16.6666666667,5.3333333333,173.3333333333,13.3333333333,1.6666666667,0.1,sp10,0,0,1018.3333333333,0,0,0,0,800.6666666667,701,1021.6666666667,800,1018,306.15,1019.6666666667,303.8166666667,303.8166666667,801.6666666667,305.3366666667,54,303.8166666667,302.4833333333,304.4833333333,301.9833333333,296.15,297.33,301.4833333333,298.8166666667,304.8166666667,304.1433333333,303.4833333333
+10697,2018-08-30 18:00:00,2,level_5,0,4,26,25.6666666667,20,3.3333333333,0,50,4.3333333333,160,13.3333333333,1.6666666667,0,sp6,0,0,1018,0,0,0,0,800.6666666667,802,1021.3333333333,800,1017.3333333333,308.15,1018.3333333333,302.15,302.15,801,306.93,58,302.15,301.15,306.4833333333,300.9833333333,295.15,296.04,300.8166666667,297.15,306.15,305.0566666667,301.4833333333
+10698,2018-08-30 21:00:00,1,level_5,0,2.3333333333,32.6666666667,30.3333333333,20,1,0,76.6666666667,3.6666666667,103.3333333333,0,2.3333333333,0,sp6,0,0,1018.6666666667,0,0,0,0,800,801.3333333333,1022.3333333333,800,1017.6666666667,304.8166666667,1018.3333333333,300.15,300.15,801,304.21,74,300.15,299.15,303.8166666667,298.65,290.15,291.6366666667,298.15,293.4833333333,303.8166666667,302.5766666667,300.4833333333
+10699,2018-08-31 00:00:00,2.6666666667,level_3,0,1,53.3333333333,39.6666666667,0,1,0,76.6666666667,1.6666666667,33.3333333333,13.3333333333,2.3333333333,0,sp8,0,0,1019.6666666667,0,0,0,0,800.6666666667,800.6666666667,1023,800,1018.3333333333,299.4833333333,1018.6666666667,299.4833333333,299.4833333333,800,299.28,80,299.4833333333,298.15,299.15,297.4833333333,286.15,287.78,296.8166666667,289.8166666667,299.15,298.7333333333,298.15
+10700,2018-08-31 03:00:00,1.3333333333,level_10,0,1.6666666667,67.6666666667,53,8,1,0,70,1.3333333333,90,0,1.6666666667,0.1,sp8,0,0,1018,0,0,0,0,800,507.3333333333,1022.3333333333,800,1018,297.4833333333,1019,297.8166666667,297.8166666667,800.6666666667,297.28,81.3333333333,297.8166666667,297.8166666667,296.15,296.9833333333,284.15,286.23,296.15,288.8166666667,297.15,296.15,296.15
+10701,2018-08-31 06:00:00,0.3333333333,level_10,0,1.6666666667,71.6666666667,61.3333333333,20,0.6666666667,0,33.3333333333,2.3333333333,116.6666666667,0,2,0.2,sp7,0,0,1018,0,0,0,0,800,344.9444444444,1022,800,1017,295.8166666667,1019,296.8166666667,296.8166666667,801,295.41,83,296.8166666667,294.8166666667,294.15,294.4733333333,283.15,285.3766666667,294.15,288.15,295.15,293.7366666667,293.4833333333
+10702,2018-08-31 09:00:00,1.6666666667,level_7,0,1.3333333333,62.6666666667,59,0,1,0,46.6666666667,1.6666666667,26.6666666667,0,2,0.6,sp8,0,0,1019.3333333333,0,0,0,0,800,561.8333333333,1022,800,1018,297.8166666667,1020,299.15,299.15,800,297.2066666667,70.6666666667,299.15,294.8166666667,296.15,294.4833333333,286.8166666667,288.5933333333,294.15,290.8166666667,296.8166666667,295.27,294.4833333333
+10703,2018-08-31 12:00:00,1,level_3,0,2,36.3333333333,43,63.3333333333,1.3333333333,0,20,1,207,0,4.3333333333,0,sp8,0,0,1020,0,0,0,0,800,803,1022,800,1018,306.15,1020.3333333333,302.15,302.15,802.6666666667,305.7433333333,58,302.15,296.15,302.15,295.65,294.4833333333,295.52,295.15,296.8166666667,305.4833333333,301.12,300.15
+10704,2018-08-31 15:00:00,1.6666666667,level_5,0,4.6666666667,24.3333333333,24.6666666667,51.6666666667,3,0,126.6666666667,2.6666666667,163.3333333333,6.6666666667,4,0,sp5,0,0,1019.3333333333,0,0,0,0,800.3333333333,803,1021.6666666667,800,1017,310.15,1018.3333333333,302.4833333333,302.4833333333,802.3333333333,309.8166666667,57,302.4833333333,297.8166666667,306.15,297.3166666667,296.8166666667,297.2566666667,296.8166666667,297.8166666667,309.4833333333,305.74,304.8166666667
+10705,2018-08-31 18:00:00,2,level_3,0,3.3333333333,19.6666666667,19.3333333333,40,3.3333333333,0,23.3333333333,3.3333333333,163.3333333333,0,4.3333333333,0,sp3,0,0,1018,0,0,0,0,800,802.6666666667,1021,800,1017,310.8166666667,1017,301.15,301.15,802,310.41,61.3333333333,301.15,298.15,307.8166666667,297.65,295.15,296.3333333333,297.15,297.8166666667,310.15,306.9333333333,305.4833333333
+10706,2018-08-31 21:00:00,2,level_3,0,2.3333333333,36,23.6666666667,26.6666666667,1,0,120,1.6666666667,53.3333333333,6.6666666667,3.3333333333,0.3,sp4,0,0,1019,0,0,0,0,800.3333333333,500,1022,800,1017.6666666667,305.4833333333,1017.6666666667,299.8166666667,299.8166666667,801.3333333333,305.15,70.6666666667,299.8166666667,298.15,304.4833333333,297.65,291.15,292.48,297.15,294.15,304.8166666667,303.2666666667,301.8166666667
+10707,2018-09-01 00:00:00,3,level_6,0,1,52,33,20,0.6666666667,0,46.6666666667,1,10,6.6666666667,1,0.3,sp6,0,0,1020,0,0,0,0,800.3333333333,500,1022.3333333333,800,1018.3333333333,300.8166666667,1018.6666666667,298.8166666667,298.8166666667,801,299.8033333333,75.3333333333,298.8166666667,298.15,299.8166666667,297.15,288.15,289.4833333333,296.15,291.15,299.15,299.0566666667,298.4833333333
+10708,2018-09-01 03:00:00,1.6666666667,level_10,0,2,65.6666666667,48.6666666667,0,1,0,100,0.6666666667,270,0,1,0.2,sp5,0,0,1019,0,0,0,0,800,601.3333333333,1022,800,1018,296.8166666667,1019.3333333333,297.4833333333,297.4833333333,800,296.01,78,297.4833333333,296.4833333333,296.15,295.65,285.15,287.3766666667,294.8166666667,290.15,295.4833333333,296.15,296.15
+10709,2018-09-01 06:00:00,1.6666666667,level_10,0,2,64.3333333333,57.3333333333,20,1,0,103.3333333333,1,61.3333333333,0,1,0.2,sp5,0,0,1019,0,0,0,0,800,601,1022,800,1018,296.15,1019.6666666667,296.15,296.15,801,294.9366666667,81.3333333333,296.15,296.15,293.8166666667,295.15,285.15,286.93,294.15,289.15,294.15,293.65,293.4833333333
+10710,2018-09-01 09:00:00,1.6666666667,level_7,0,1.6666666667,53.6666666667,51.6666666667,45,0.6666666667,0,80,1.3333333333,78.3333333333,0,1.6666666667,0,sp6,0,0,1019.3333333333,0,0,0,0,800,802.3333333333,1022,800,1018.6666666667,298.4833333333,1020.6666666667,298.15,298.15,802,296.66,72,298.15,296.8166666667,296.15,296.4833333333,288.15,289.19,296.15,290.4833333333,295.4833333333,295.08,294.15
+10711,2018-09-01 12:00:00,1,level_6,0,1.6666666667,28.6666666667,43.3333333333,45,1,0,70,3.3333333333,120,0,2,0.2,sp6,0,0,1019.6666666667,0,0,0,0,800,601,1022,800,1018.6666666667,307.15,1020.3333333333,302.15,302.15,802,306.3366666667,53.3333333333,302.15,297.8166666667,301.8166666667,297.6433333333,294.8166666667,295.26,297.4833333333,295.8166666667,305.8166666667,300.86,299.8166666667
+10712,2018-09-01 15:00:00,1.6666666667,level_5,0,4.3333333333,23.3333333333,27.6666666667,6.6666666667,2.3333333333,0,76.6666666667,3.3333333333,126.6666666667,0,3.3333333333,0,sp4,0,0,1019,0,0,0,0,800,803,1020.3333333333,800,1017.3333333333,310.15,1018.6666666667,303.15,303.15,800.3333333333,309.54,45,303.15,298.15,306.4833333333,297.8166666667,299.15,299.4433333333,297.4833333333,299.8166666667,309.15,305.4566666667,303.8166666667
+10713,2018-09-01 18:00:00,2,level_5,0,4.6666666667,31,19,0,3.3333333333,0,70,3.6666666667,146.6666666667,0,3.6666666667,0,sp3,0,0,1018,0,0,0,0,800,634.6666666667,1019,800,1016,309.4833333333,1017,301.8166666667,301.8166666667,800,309.3533333333,58.3333333333,301.8166666667,298.15,308.15,297.9833333333,298.8166666667,298.9633333333,297.8166666667,299.15,309.15,307.1933333333,304.4833333333
+10714,2018-09-01 21:00:00,0.6666666667,level_4,0,2.6666666667,39,26,0,2,0,126.6666666667,2,80,0,3,0,sp3,0,0,1019,0,0,0,0,800,801,1019.6666666667,800,1016.6666666667,305.8166666667,1016.6666666667,300.15,300.15,800,305.21,63.6666666667,300.15,297.8166666667,305.4833333333,297.3166666667,293.4833333333,294.2233333333,296.8166666667,295.15,304.8166666667,303.4666666667,301.15
+10715,2018-09-02 00:00:00,2.3333333333,level_1,0,2,51,33.3333333333,0,0.3333333333,0,73.3333333333,1.3333333333,114.3333333333,0,1.3333333333,0,sp5,0,0,1019,0,0,0,0,800,803,1020,800,1018,301.8166666667,1017,299.4833333333,299.4833333333,800,300.4,72.3333333333,299.4833333333,297.4833333333,300.15,296.8166666667,288.8166666667,290.0033333333,296.15,291.4833333333,299.4833333333,299.01,298.15
+10716,2018-09-02 03:00:00,2.3333333333,level_10,0,2.6666666667,63.6666666667,40,0,1.3333333333,0,73.3333333333,1,23.3333333333,0,0.3333333333,0,sp5,0,0,1018.6666666667,0,0,0,0,800,802.6666666667,1019,800,1017.3333333333,298.4833333333,1018,297.8166666667,297.8166666667,800,296.8666666667,74.6666666667,297.8166666667,296.8166666667,297.15,296.15,285.15,287.0766666667,295.4833333333,289.4833333333,295.8166666667,297.15,297.15
+10717,2018-09-02 06:00:00,1,level_10,0,3,60,46,0,1,0,0,0,71,6.6666666667,1.3333333333,0,sp5,0,0,1018,0,0,0,0,800.3333333333,802.3333333333,1018.3333333333,800,1016.3333333333,296.4833333333,1017.6666666667,297.15,297.15,800,295.0666666667,73,297.15,295.8166666667,295.8166666667,294.6933333333,282.4833333333,285.0066666667,293.4833333333,288.15,294.15,295.29,294.8166666667
+10718,2018-09-02 09:00:00,2,level_7,0,2,56.3333333333,49.6666666667,0,2,0,130,0.6666666667,11.3333333333,0,1.6666666667,0,sp6,0,0,1018,0,0,0,0,800,803,1018,800,1017,298.4833333333,1018.6666666667,297.5475,297.5475,800,297.2666666667,71,297.5475,297.15,297.4833333333,296.65,286.8166666667,288.7433333333,296.15,291.15,296.4833333333,296.29,294.8166666667
+10719,2018-09-02 12:00:00,1,level_4,0,2,31,40,0,2.6666666667,0,126.6666666667,1.6666666667,113.3333333333,20,1.6666666667,0,sp5,0,0,1017.3333333333,0,0,0,0,801,801.3333333333,1017,800,1016,306.15,1018.6666666667,302.4833333333,302.4833333333,800,305.3366666667,57,302.4833333333,299.8166666667,302.8166666667,299.15,296.4833333333,297.9666666667,298.4833333333,299.8166666667,304.8166666667,301.5266666667,300.8166666667
+10720,2018-09-02 15:00:00,2.3333333333,level_5,0,4.6666666667,25,24.3333333333,0,3.6666666667,0,63.3333333333,4.3333333333,120,20,2.6666666667,0,sp3,0,0,1015.3333333333,0,0,0,0,801,801,1015.3333333333,800,1014,310.15,1016.3333333333,303.15,303.15,800,309.6133333333,56,303.15,300.8166666667,307.8166666667,300.15,302.15,302.7066666667,299.4833333333,303.15,309.15,306.25,304.15
+10721,2018-09-02 18:00:00,3,level_4,0,4.3333333333,31.3333333333,17,0,3.6666666667,0,70,4,116.6666666667,20,5.3333333333,0,sp2,0,0,1015,0,0,0,0,801,801.3333333333,1015,800,1013,309.8166666667,1014.3333333333,302.4833333333,302.4833333333,800,309.4266666667,62,302.4833333333,299.4833333333,309.4833333333,299.15,300.8166666667,301.56,298.8166666667,302.15,308.8166666667,308.5433333333,306.8166666667
+10722,2018-09-02 21:00:00,2.6666666667,level_2,0,3.3333333333,51.6666666667,25.3333333333,20,1.6666666667,0,74.6666666667,1.6666666667,53.3333333333,20,5.3333333333,0,sp3,0,0,1015.3333333333,0,0,0,0,801,802.3333333333,1015.6666666667,800,1013.3333333333,302.4833333333,1014,300.4833333333,300.4833333333,801,302.0766666667,75,300.4833333333,298.4833333333,306.15,298.15,294.15,294.5966666667,297.8166666667,295.15,301.8166666667,304.1866666667,301.8166666667
+10723,2018-09-03 00:00:00,2.6666666667,level_1,0,2.6666666667,73.3333333333,48.3333333333,20,0.6666666667,0,70,1.3333333333,16.6666666667,26.6666666667,4,0.2,sp4,0,0,1015.6666666667,0,0,0,0,407.6666666667,600.6666666667,1016,800,1014,298.4833333333,1014.3333333333,299.4833333333,299.4833333333,801,297.47,81.3333333333,299.4833333333,298.15,299.8166666667,297.65,288.4833333333,289.5233333333,297.15,290.8166666667,296.8166666667,299.3533333333,298.8166666667
+10724,2018-09-03 03:00:00,2,level_2,0,2.3333333333,78,56.6666666667,6.6666666667,1,26.6666666667,73.3333333333,0.6666666667,147.3333333333,20,5.6666666667,0.3,sp5,0,0,1015,0,0,0,0,407.6666666667,500,1015,801.3333333333,1012.6666666667,297.15,1014,299.15,299.15,800.3333333333,296.7433333333,79.6666666667,299.15,296.8166666667,296.8166666667,296.4833333333,285.4833333333,287.1166666667,296.15,289.15,296.4833333333,296.6733333333,296.4833333333
+10725,2018-09-03 06:00:00,0.6666666667,level_7,0,2.6666666667,74.6666666667,57.6666666667,0,1.6666666667,56.6666666667,110,1,221.6666666667,20,3.6666666667,0.7,sp4,0,0,1014,0,0,0,0,801,500.6666666667,1015,802.3333333333,1012.6666666667,296.15,1013.6666666667,298.4833333333,298.4833333333,800,295.9466666667,79.6666666667,298.4833333333,296.15,295.8166666667,295.8166666667,283.4833333333,285.71,295.4833333333,288.4833333333,295.8166666667,295.0733333333,294.15
+10726,2018-09-03 09:00:00,1.3333333333,level_10,0,3,75,48,0,1.3333333333,6.6666666667,110,0.3333333333,325.3333333333,6.6666666667,1.6666666667,0,sp5,0,0,1014.3333333333,0,0,0,0,800.3333333333,802.6666666667,1015.3333333333,800.3333333333,1013.3333333333,295.8166666667,1014,298.15,298.15,800,295.21,84.6666666667,298.15,298.4833333333,297.15,297.9833333333,287.8166666667,289.15,297.4833333333,290.8166666667,294.8166666667,296.1266666667,294.4833333333
+10727,2018-09-03 12:00:00,2.3333333333,level_2,0,2.3333333333,54.3333333333,36.6666666667,6.6666666667,1,33.3333333333,106.6666666667,3.6666666667,153.3333333333,0,3.6666666667,0,sp5,0,0,1014.3333333333,0,0,0,0,800,802.3333333333,1015.3333333333,801.6666666667,1013.6666666667,299.4833333333,1014.3333333333,301.4833333333,301.4833333333,800.3333333333,298.67,69.3333333333,301.4833333333,300.15,302.15,299.9833333333,297.15,297.74,299.8166666667,298.4833333333,298.15,300.73,298.4833333333
+10728,2018-09-03 15:00:00,2.3333333333,level_3,0,3.6666666667,48,23.6666666667,20,4,20,130,5.3333333333,113.3333333333,0,5.6666666667,0,sp4,0,0,1013,0,0,0,0,800,802.6666666667,1014,801,1012,301.4833333333,1012.6666666667,302.15,302.15,801,301.3533333333,71.3333333333,302.15,300.8166666667,305.15,300.3166666667,299.15,299.2966666667,299.8166666667,299.4833333333,301.15,304.4033333333,303.15
+10729,2018-09-03 18:00:00,2.6666666667,level_3,0,2.6666666667,50.6666666667,21,20,3,13.3333333333,133.3333333333,3.3333333333,86.6666666667,0,6.6666666667,0,sp3,0,0,1012.3333333333,0,0,0,0,800,605,1014,800.6666666667,1012,299.8166666667,1011,300.8166666667,300.8166666667,801,299.6866666667,77,300.8166666667,299.8166666667,306.15,298.9833333333,296.15,296.89,298.15,297.8166666667,299.4833333333,305.0733333333,302.4833333333
+10730,2018-09-03 21:00:00,3.3333333333,level_6,0,5.3333333333,64,39,20,1,0,218.6666666667,1.3333333333,23.3333333333,0,4.6666666667,0.3,sp4,0,0,1014.6666666667,0,0,0,0,800,500,1015.3333333333,800,1012.6666666667,296.15,1012,298.15,298.15,604.3333333333,295.7433333333,81.3333333333,298.15,298.4833333333,302.4833333333,297.9833333333,291.15,292.4866666667,297.4833333333,294.15,295.4833333333,301.3566666667,299.15
+10731,2018-09-04 00:00:00,1.6666666667,level_7,0,1.6666666667,72.6666666667,46,25.3333333333,0.6666666667,6.6666666667,80,1,63.3333333333,0,3,0.3,sp5,0,0,1013.3333333333,0,0,0,0,800,500,1016,800.3333333333,1012.6666666667,294.4833333333,1012.6666666667,296.15,296.15,604.6666666667,294.0766666667,73.3333333333,296.15,297.4833333333,298.4833333333,296.9833333333,288.8166666667,290.0033333333,296.4833333333,291.4833333333,293.8166666667,298.1033333333,297.8166666667
+10732,2018-09-04 03:00:00,2.3333333333,level_10,0.1,2,75.6666666667,64,25.3333333333,1.6666666667,31.6666666667,113.3333333333,1,200,0,2,0.3,sp5,0,0,1012.3333333333,0,0,0,0,800,500,1015.3333333333,801.3333333333,1012,293.8166666667,1013,294.15,294.15,700.6666666667,293.41,79,294.15,297.15,294.8166666667,296.8166666667,287.4833333333,288.5233333333,296.4833333333,289.8166666667,293.15,294.6733333333,294.4833333333
+10733,2018-09-04 06:00:00,1.3333333333,level_6,0,1.3333333333,80.3333333333,72.3333333333,20,2,26.6666666667,100,0.6666666667,113.3333333333,0,0.6666666667,0.3,sp5,0,0,1012.6666666667,0,0,0,0,800,500,1015,801.3333333333,1012,294.15,1013.3333333333,292.8166666667,292.8166666667,801,293.4966666667,84,292.8166666667,296.4833333333,291.8166666667,296.3166666667,285.15,286.9266666667,296.15,289.15,292.4833333333,291.27,290.8166666667
+10734,2018-09-04 09:00:00,0.6666666667,level_7,0,1.3333333333,71.3333333333,63.3333333333,40,1.6666666667,51.6666666667,73.3333333333,1.6666666667,43,0,1,0,sp6,0,0,1013.6666666667,0,0,0,0,800,801.3333333333,1015.6666666667,802.3333333333,1012.3333333333,294.8166666667,1014.6666666667,296.8166666667,296.8166666667,802,294.4833333333,65.6666666667,296.8166666667,298.15,294.15,297.8166666667,288.15,289.1866666667,297.4833333333,290.4833333333,294.15,292.7866666667,291.8166666667
+10735,2018-09-04 12:00:00,1.3333333333,level_2,0,1.6666666667,51,43,51.6666666667,1.6666666667,63.3333333333,133.3333333333,3,106.6666666667,13.3333333333,2.6666666667,0,sp6,0,0,1013.3333333333,0,0,0,0,800.6666666667,801,1015.3333333333,802.6666666667,1012,298.15,1014.3333333333,302.4833333333,302.4833333333,802.3333333333,298.02,49,302.4833333333,301.4833333333,299.8166666667,300.65,293.4833333333,294.52,299.8166666667,295.8166666667,297.8166666667,298.8566666667,297.4833333333
+10736,2018-09-04 15:00:00,2,level_3,0,4,43,32.3333333333,63.3333333333,3.6666666667,33.3333333333,340,5.6666666667,126.6666666667,33.3333333333,3.6666666667,0,sp4,0,0,1013,0,0,0,0,801.6666666667,801,1015,801.6666666667,1011,301.15,1013.3333333333,304.15,304.15,802.6666666667,300.74,44.3333333333,304.15,300.8166666667,302.8166666667,300.3166666667,296.15,296.74,299.8166666667,297.4833333333,300.4833333333,301.7433333333,300.15
+10737,2018-09-04 18:00:00,3.3333333333,level_4,0,4.6666666667,42,28.6666666667,26.6666666667,3.3333333333,0,343.3333333333,3.6666666667,130,13.3333333333,5.6666666667,0,sp4,0,0,1013,0,0,0,0,800.6666666667,801,1014.6666666667,800,1011,301.15,1012,302.15,302.15,801.3333333333,300.9466666667,61.6666666667,302.15,298.8166666667,303.8166666667,298.65,295.15,296.04,298.4833333333,297.15,300.8166666667,302.4033333333,299.4833333333
+10738,2018-09-04 21:00:00,2.6666666667,level_4,0,3.3333333333,59,37.3333333333,20,1.3333333333,0,233.3333333333,1,110,6.6666666667,5.3333333333,0.3,sp5,0,0,1013.6666666667,0,0,0,0,800.3333333333,500,1016,800,1012,297.15,1012.6666666667,300.15,300.15,604.3333333333,296.7433333333,76.6666666667,300.15,297.15,301.8166666667,296.8166666667,291.4833333333,292.68,296.4833333333,294.15,296.4833333333,299.7166666667,297.15
+10739,2018-09-05 00:00:00,1,level_3,0.1,1.6666666667,69.6666666667,42.3333333333,38.3333333333,0.3333333333,0,240,0.6666666667,180,6.6666666667,2.6666666667,0.3,sp7,0,0,1014.3333333333,0,0,0,0,800.3333333333,500,1016,800,1013,294.8166666667,1013.3333333333,299.8166666667,299.8166666667,708,294.0066666667,78.3333333333,299.8166666667,296.8166666667,296.4833333333,295.4833333333,289.8166666667,291.3,294.15,293.15,293.4833333333,295.7233333333,295.15
+10740,2018-09-05 03:00:00,1.6666666667,level_1,0,1.3333333333,80.3333333333,50.3333333333,56.6666666667,0.3333333333,13.3333333333,232.6666666667,0.6666666667,186.6666666667,0,1.3333333333,0.3,sp7,0,0,1014.6666666667,0,0,0,0,800,455.1666666667,1015.3333333333,800.6666666667,1013,292.4833333333,1014,298.8166666667,298.8166666667,802.3333333333,292.28,79.6666666667,298.8166666667,295.15,294.15,293.9833333333,288.4833333333,290.4133333333,292.8166666667,292.8166666667,292.15,293.39,292.8166666667
+10741,2018-09-05 06:00:00,1.6666666667,level_7,0,1.3333333333,77,64.6666666667,63.3333333333,1,75,63.3333333333,2,206,0,2,0.3,sp8,0,0,1014.3333333333,0,0,0,0,800,500,1015.3333333333,803,1013,293.8166666667,1014.3333333333,297.4833333333,297.4833333333,802.6666666667,293.08,84.6666666667,297.4833333333,294.15,291.4833333333,293.15,285.8166666667,288.0433333333,292.15,290.8166666667,292.4833333333,290.5733333333,289.8166666667
+10742,2018-09-05 09:00:00,1.6666666667,level_6,0,2.6666666667,74.3333333333,60.3333333333,75,1.3333333333,75,40,1.3333333333,15.3333333333,6.6666666667,2,0,sp10,0,0,1015,0,0,0,0,800.3333333333,801,1016,803,1014.3333333333,295.15,1016.3333333333,298.4833333333,298.4833333333,803,294.7433333333,83,298.4833333333,296.4833333333,293.8166666667,296.15,287.8166666667,289.5933333333,295.8166666667,291.8166666667,294.4833333333,292.2466666667,291.15
+10743,2018-09-05 12:00:00,3.3333333333,level_5,0.2,1.6666666667,61.6666666667,45,75,0.6666666667,51.6666666667,138,3.6666666667,123.3333333333,13.3333333333,1,0,sp11,0,0,1015,0,0,0,0,800.6666666667,801,1016.6666666667,802.3333333333,1014.6666666667,297.4833333333,1016.6666666667,299.15,299.15,562.8333333333,297.28,78.3333333333,299.15,300.4833333333,298.4833333333,299.8166666667,290.4833333333,292.26,299.15,294.4833333333,297.15,297.41,295.4833333333
+10744,2018-09-05 15:00:00,4.3333333333,level_3,0,2.3333333333,44,34.6666666667,75,3.3333333333,33.3333333333,326.6666666667,5,130,20,4,0,sp8,0,0,1014,0,0,0,0,801,801.6666666667,1016,801.6666666667,1012,301.4833333333,1015.3333333333,302.8166666667,302.8166666667,408.3333333333,300.8733333333,59.3333333333,302.8166666667,300.4833333333,301.15,299.8166666667,292.4833333333,293.6633333333,299.15,295.15,300.4833333333,299.8666666667,297.4833333333
+10745,2018-09-05 18:00:00,5.3333333333,level_4,0,3.6666666667,47,32.6666666667,75,2,6.6666666667,320,3,116.6666666667,6.6666666667,5.3333333333,0,sp6,0,0,1013,0,0,0,0,800.3333333333,801.6666666667,1016,800.3333333333,1011,300.8166666667,1014,302.15,302.15,803,300.4833333333,63,302.15,298.4833333333,301.8166666667,298.4833333333,291.8166666667,292.85,298.4833333333,294.15,300.15,300.47,297.8166666667
+10746,2018-09-05 21:00:00,4,level_2,0,3.6666666667,59,40.6666666667,63.3333333333,1.3333333333,0,320,1.6666666667,56.6666666667,0,4.6666666667,0,sp6,0,0,1013.3333333333,0,0,0,0,800,801,1016.3333333333,800,1011.6666666667,297.15,1014.3333333333,299.4833333333,299.4833333333,802.6666666667,296.7433333333,76.6666666667,299.4833333333,298.15,299.15,297.8166666667,290.8166666667,292,297.4833333333,293.4833333333,296.4833333333,297.83,295.4833333333
+10747,2018-09-06 00:00:00,1.6666666667,level_6,0,1.3333333333,72.6666666667,47.3333333333,75,1.6666666667,0,210,1.6666666667,230,0,2,0,sp8,0,0,1013.6666666667,0,0,0,0,800,604.3333333333,1017,800,1012.6666666667,294.8166666667,1014.6666666667,297.8166666667,297.8166666667,803,294.0033333333,78,297.8166666667,297.8166666667,295.8166666667,296.9833333333,289.15,290.7833333333,296.15,292.8166666667,293.4833333333,294.8633333333,294.15
+10748,2018-09-06 03:00:00,1.3333333333,level_8,0,1.3333333333,82,63,63.3333333333,2,0,220,1.3333333333,203.3333333333,0,1.6666666667,0.2,sp7,0,0,1013,0,0,0,0,800,305.5,1016.3333333333,800,1011.6666666667,293.15,1015,296.4833333333,296.4833333333,802.6666666667,292.54,86.3333333333,296.4833333333,295.4833333333,291.15,294.8266666667,289.4833333333,290.9666666667,294.15,292.8166666667,292.15,290.77,290.4833333333
+10749,2018-09-06 06:00:00,0.6666666667,level_1,0,1.3333333333,88,63,51.6666666667,0.6666666667,0,134.6666666667,2.3333333333,103,20,1,0.3,sp6,0,0,1013,0,0,0,0,801,500,1016,800,1011.3333333333,291.8166666667,1014.3333333333,296.4833333333,296.4833333333,802.3333333333,291.6866666667,83,296.4833333333,294.15,290.8166666667,293.4833333333,288.8166666667,290.0033333333,292.8166666667,291.4833333333,291.4833333333,290.5,290.15
+10750,2018-09-06 09:00:00,0.6666666667,level_5,0,1.6666666667,81,58,33.3333333333,1.3333333333,0,110,1.6666666667,110.3333333333,0,0.3333333333,0,sp8,0,0,1013.6666666667,0,0,0,0,800,800.6666666667,1017,800,1013,293.8166666667,1016,298.4833333333,298.4833333333,801.6666666667,292.5966666667,66.3333333333,298.4833333333,295.8166666667,292.8166666667,295.4833333333,290.15,291.33,295.15,292.8166666667,291.8166666667,291.93,290.15
+10751,2018-09-06 12:00:00,2,level_2,0.1,3.3333333333,59,41.6666666667,63.3333333333,4,13.3333333333,333.3333333333,2,140,20,1.3333333333,0,sp8,0,0,1013.3333333333,0,0,0,0,801,802.3333333333,1018,800.6666666667,1013,298.8166666667,1016,300.15,300.15,701.6666666667,298.2066666667,58.3333333333,300.15,299.4833333333,297.8166666667,298.8166666667,292.15,293.34,298.15,294.8166666667,297.8166666667,296.59,295.4833333333
+10752,2018-09-06 15:00:00,2,level_4,0,5,40.6666666667,36.6666666667,75,3.6666666667,6.6666666667,323.3333333333,5.3333333333,120,40,2.6666666667,0.1,sp6,0,0,1012.3333333333,0,0.1,0,0,701.3333333333,456.1666666667,1017.6666666667,800.3333333333,1012.6666666667,302.15,1015,301.15,301.15,803,301.5366666667,55.3333333333,301.15,299.4833333333,300.15,298.9833333333,293.8166666667,294.7,298.4833333333,295.8166666667,301.15,298.1033333333,293.8166666667
+10753,2018-09-06 18:00:00,2.6666666667,level_4,0.3,3.6666666667,43,34.6666666667,75,3.3333333333,0,330,3.6666666667,100,33.3333333333,5.6666666667,0.1,sp4,0,0,1013.3333333333,0,0,0,0,801.6666666667,453.1666666667,1017.6666666667,800,1012,301.4833333333,1014.6666666667,299.8166666667,299.8166666667,709,301.28,63.6666666667,299.8166666667,298.15,299.8166666667,297.4833333333,291.8166666667,292.98,296.8166666667,294.4833333333,301.15,298.4466666667,295.15
+10754,2018-09-06 21:00:00,2.3333333333,level_4,0,2.3333333333,65.6666666667,44.3333333333,63.3333333333,1,0,10,1.6666666667,203.3333333333,20,4,1.2,sp6,0,0,1014.6666666667,0,0,0,0,801,462.1666666667,1018.6666666667,800,1013.6666666667,296.8166666667,1015.6666666667,298.8166666667,298.8166666667,802.6666666667,296.4966666667,66.3333333333,298.8166666667,293.4833333333,296.8166666667,293.3166666667,290.15,291.34,293.15,292.8166666667,296.15,296.08,295.15
+10755,2018-09-07 00:00:00,2.6666666667,level_8,0,1,83,54.6666666667,69,1,6.6666666667,36.6666666667,0.6666666667,98.3333333333,20,3.3333333333,0.3,sp6,0,0,1015.3333333333,0,0,0,0,801,500,1019,800.3333333333,1015,294.15,1016.3333333333,297.4833333333,297.4833333333,735,293.54,76.3333333333,297.4833333333,292.4833333333,293.8166666667,291.8166666667,287.8166666667,289.3333333333,291.15,291.15,293.15,292.92,292.15
+10756,2018-09-07 03:00:00,3.3333333333,level_7,0,1.6666666667,84,64.6666666667,49.3333333333,0.6666666667,13.3333333333,30,1.3333333333,191.3333333333,0,1.3333333333,0.3,sp6,0,0,1015.3333333333,0,0,0,0,800,500,1018.6666666667,800.6666666667,1014.6666666667,292.8166666667,1017,296.4833333333,296.4833333333,734.6666666667,292.6133333333,81.3333333333,296.4833333333,292.15,291.8166666667,291.8166666667,286.15,287.9666666667,291.4833333333,290.15,292.4833333333,291.4566666667,291.15
+10757,2018-09-07 06:00:00,3.3333333333,level_7,0,1,82.3333333333,67,33.3333333333,1,50,10.3333333333,2.3333333333,299,0,1.3333333333,0.3,sp5,0,0,1015,0,0,0,0,800,500,1018.6666666667,802,1014.6666666667,292.4833333333,1017,295.8166666667,295.8166666667,801.6666666667,291.7566666667,84.6666666667,295.8166666667,292.15,290.4833333333,291.6333333333,286.15,287.4533333333,291.15,289.15,291.15,290.15,289.8166666667
+10758,2018-09-07 09:00:00,2.6666666667,level_1,0,2.3333333333,77,59.3333333333,51.6666666667,0.3333333333,25,0,2.3333333333,284,0,1.6666666667,0,sp6,0,0,1016,0,0,0,0,800,802,1019.3333333333,801,1015.6666666667,293.4833333333,1018,297.4833333333,297.4833333333,467.6666666667,292.1966666667,67.6666666667,297.4833333333,294.4833333333,292.15,293.9633333333,288.15,289.51,293.4833333333,291.15,291.15,291.3333333333,290.4833333333
+10759,2018-09-07 12:00:00,2,level_3,0,4,56.6666666667,48,63.3333333333,2,26.6666666667,90,2,193.3333333333,6.6666666667,1.3333333333,0,sp6,0,0,1016.6666666667,0,0,0,0,800.3333333333,802,1019.6666666667,801.3333333333,1016,297.8166666667,1017.3333333333,299.4833333333,299.4833333333,802.6666666667,296.64,61,299.4833333333,299.15,297.4833333333,298.65,291.15,293.2633333333,298.15,295.8166666667,295.8166666667,296.6666666667,295.15
+10760,2018-09-07 15:00:00,1.6666666667,level_4,0,4.6666666667,42,32.6666666667,75,2,0,26.6666666667,4.3333333333,176.6666666667,33.3333333333,3.6666666667,0,sp4,0,0,1016,0,0,0,0,801.6666666667,801,1018.3333333333,800,1015.3333333333,302.15,1015,300.15,300.15,803,301.8166666667,58.3333333333,300.15,300.4833333333,301.8166666667,299.65,294.8166666667,295.7233333333,298.8166666667,296.8166666667,301.4833333333,301.42,300.4833333333
+10761,2018-09-07 18:00:00,1.3333333333,level_3,0,3.6666666667,39.3333333333,32,26.6666666667,2.3333333333,0,60,4.3333333333,170,20,3.3333333333,0,sp3,0,0,1016,0,0,0,0,604.3333333333,408.3333333333,1018,800,1015,302.4833333333,1014,299.4833333333,299.4833333333,801.3333333333,302.3066666667,66.3333333333,299.4833333333,299.4833333333,302.4833333333,299.15,293.8166666667,294.8733333333,298.8166666667,296.15,302.15,301.1433333333,298.8166666667
+10762,2018-09-07 21:00:00,2.3333333333,level_3,0,1.6666666667,52.3333333333,48.3333333333,26.6666666667,0.3333333333,0,90,0.3333333333,66.6666666667,26.6666666667,4,0.5,sp4,0,0,1017.6666666667,0,0.6,0,0,366,462.1666666667,1018.6666666667,800,1016.6666666667,298.15,1015.3333333333,298.15,298.15,801.3333333333,297.39,70.3333333333,298.15,298.15,297.15,296.9833333333,288.8166666667,290.0266666667,295.8166666667,291.4833333333,296.8166666667,295.7666666667,293.4833333333
+10763,2018-09-08 00:00:00,1.6666666667,level_8,0,1.6666666667,66.6666666667,66.6666666667,34.6666666667,1,0,116.6666666667,1,2.6666666667,75,3,0,sp6,0,0,1018.3333333333,0,0.3,0,0,511.6666666667,618.5,1019,800,1017,294.4833333333,1017.3333333333,297.15,297.15,802,293.8733333333,78,297.15,296.15,293.8166666667,295.4833333333,284.8166666667,287.24,294.8166666667,290.15,293.4833333333,292.4066666667,291.15
+10764,2018-09-08 03:00:00,2,level_7,0,2.3333333333,75.6666666667,72,29.3333333333,1,0,73.3333333333,1,89.3333333333,75,2,0,sp6,0,0,1018,0,0,0,0,803,800,1018.3333333333,800,1017,293.15,1018,295.15,295.15,801.6666666667,292.3366666667,83,295.15,294.4833333333,292.4833333333,293.9833333333,284.15,286.12,293.4833333333,288.4833333333,291.8166666667,292.1,291.8166666667
+10765,2018-09-08 06:00:00,1.3333333333,level_10,0,2.3333333333,77,68,0,1.3333333333,0,70,1.6666666667,132.6666666667,26.6666666667,2,0,sp6,0,0,1018,0,0,0,0,801.3333333333,800,1018,800,1016.6666666667,293.15,1018,294.15,294.15,747.3333333333,291.7266666667,83,294.15,294.15,291.8166666667,292.9833333333,284.15,285.6666666667,291.8166666667,287.4833333333,290.8166666667,291.1633333333,290.4833333333
+10766,2018-09-08 09:00:00,2.3333333333,level_7,0,2.3333333333,70.6666666667,70.6666666667,0,2,0,146.6666666667,0.3333333333,68,31.3333333333,0.6666666667,0,sp8,0,0,1018.6666666667,0,0.4,0,0,511.5,800.6666666667,1017,800,1018.3333333333,293.91,1018.3333333333,297.4833333333,297.4833333333,767,293.3,72,297.4833333333,295.3166666667,292.164,295.15,287.4833333333,289.3,294.9833333333,291.4833333333,292.91,291.4106666667,289.8306666667
+10767,2018-09-08 12:00:00,1.6666666667,level_1,0,2,54.6666666667,72.6666666667,0,2.6666666667,63.3333333333,123.3333333333,2.3333333333,126.6666666667,33.3333333333,1.6666666667,0,sp10,0,0,1019.3333333333,0,0.7,0,0,410.8333333333,801.3333333333,1016,802.6666666667,1019,296.8166666667,1019.3333333333,297.4833333333,297.4833333333,800,296.26,81.6666666667,297.4833333333,300.15,295.4833333333,299.65,296.8166666667,298.6333333333,299.15,300.8166666667,295.8166666667,293.9966666667,292.15
+10768,2018-09-08 15:00:00,2.6666666667,level_8,0,2.6666666667,46,75.6666666667,20,4,51.6666666667,243.3333333333,4,143.3333333333,40,2,0,sp9,0.4,0,1019,0,0.6,0,0,366,802.6666666667,1015,607.6666666667,1017.3333333333,299.15,1018.6666666667,298.4833333333,298.4833333333,801,297.5566666667,78.3333333333,298.4833333333,299.4833333333,296.4833333333,299.4833333333,300.4833333333,301.2366666667,299.4833333333,302.15,296.15,294.7166666667,291.4833333333
+10769,2018-09-08 18:00:00,2.3333333333,level_3,0.1,2.6666666667,53.3333333333,78.6666666667,20,1.6666666667,63.3333333333,216.6666666667,1.6666666667,153.3333333333,26.6666666667,2,0,sp9,0.1,0,1018.3333333333,0,0.3,0,0,707.6666666667,801,1015.6666666667,504.6666666667,1017,299.4833333333,1018.6666666667,299.4833333333,299.4833333333,504,297.1633333333,63.6666666667,299.4833333333,299.15,296.15,299,294.15,295.66,298.8166666667,297.4833333333,295.4833333333,294.1433333333,290.4833333333
+10770,2018-09-08 21:00:00,0.3333333333,level_6,0,1,58.3333333333,75.6666666667,13.3333333333,1.6666666667,26.6666666667,306.6666666667,1.6666666667,240,6.6666666667,1.6666666667,0,sp12,0,0,1019,0,0,0,0,800.3333333333,801.3333333333,1017,801.3333333333,1018.3333333333,298.15,1019,297.8166666667,297.8166666667,800.6666666667,296.6033333333,76.3333333333,297.8166666667,297.8166666667,293.8166666667,297.15,290.15,292.5733333333,296.4833333333,295.4833333333,295.4833333333,292.96,291.8166666667
+10771,2018-09-09 00:00:00,1.3333333333,level_10,0.2,1.3333333333,71.6666666667,74,38.6666666667,1,6.6666666667,99.6666666667,1.3333333333,217.3333333333,6.6666666667,0.6666666667,0,sp13,0,0,1019.3333333333,0,0,0,0,800.3333333333,801.3333333333,1018,800.3333333333,1018.3333333333,295.8166666667,1020,295.8166666667,295.8166666667,600.3333333333,294.36,88.3333333333,295.8166666667,295.8166666667,291.4833333333,295.4833333333,288.15,290.8766666667,295.15,294.15,293.15,291.2933333333,291.15
+10772,2018-09-09 03:00:00,0.6666666667,level_9,0.1,0.6666666667,78,85.3333333333,16,1.3333333333,20,56.6666666667,0.6666666667,158,26.6666666667,1.3333333333,0,sp13,0,0,1019.3333333333,0,0,0,0,801.3333333333,801.3333333333,1018,801,1018,295.15,1020.6666666667,294.15,294.15,667,292.7133333333,92,294.15,295.15,289.8166666667,294.9833333333,289.15,290.6633333333,294.8166666667,292.4833333333,291.15,289.6733333333,289.4833333333
+10773,2018-09-09 06:00:00,0.6666666667,level_7,0.1,1.3333333333,81,83.6666666667,0,0.6666666667,38.3333333333,33.3333333333,1,144.6666666667,13.3333333333,2.3333333333,0,sp12,0,0,1019,0,0,0,0,800.6666666667,800,1018.3333333333,801.6666666667,1018,294.15,1020.3333333333,294.15,294.15,700,291.3033333333,84.6666666667,294.15,294.8166666667,288.8166666667,294.15,288.4833333333,290.24,293.4833333333,292.4833333333,289.4833333333,288.4033333333,287.8166666667
+10774,2018-09-09 09:00:00,1.3333333333,level_7,0,2.3333333333,75,70.6666666667,13.3333333333,1,0,182,1.6666666667,114.6666666667,0,2.6666666667,0,sp13,0,0,1020,0,0,0,0,800,800,1020.3333333333,800,1019,295.4833333333,1022,296.8166666667,296.8166666667,800.6666666667,293.3233333333,72.3333333333,296.8166666667,295.8166666667,292.15,295.65,291.15,292.8133333333,295.4833333333,294.8166666667,291.8166666667,290.45,289.15
+10775,2018-09-09 12:00:00,0.6666666667,level_3,0,3.3333333333,52.3333333333,56,33.3333333333,3.6666666667,0,356.6666666667,2.3333333333,105.6666666667,6.6666666667,3.6666666667,0,sp13,0,0,1020.3333333333,0,0,0,0,800.3333333333,801.3333333333,1021,800,1019.3333333333,299.8166666667,1022.3333333333,297.15,297.15,801.6666666667,299.41,79.3333333333,297.15,299.8166666667,297.8166666667,299.4833333333,296.4833333333,297.24,299.15,298.15,299.15,296.6566666667,295.4833333333
+10776,2018-09-09 15:00:00,1.3333333333,level_4,0.1,2.3333333333,32.3333333333,36,75,3.3333333333,6.6666666667,336.6666666667,4.3333333333,120,20,3.3333333333,0,sp10,0,0,1019.6666666667,0,0,0,0,604.3333333333,801.3333333333,1021.3333333333,800.3333333333,1018.3333333333,304.8166666667,1020.3333333333,298.8166666667,298.8166666667,657.1666666667,303.82,72.3333333333,298.8166666667,299.8166666667,301.15,299.8166666667,295.15,296.0566666667,299.8166666667,297.15,303.15,300.0766666667,298.4833333333
+10777,2018-09-09 18:00:00,2.6666666667,level_2,0.1,2.3333333333,41,30.6666666667,63.3333333333,2.6666666667,20,333.3333333333,3.3333333333,103.3333333333,13.3333333333,4.6666666667,0,sp9,0,0,1020,0,0,0,0,800.6666666667,802,1022,801,1017.6666666667,303.15,1019,299.15,299.15,708.3333333333,301.8833333333,70.6666666667,299.15,298.8166666667,301.15,298.8166666667,290.8166666667,293.2333333333,298.8166666667,296.15,300.8166666667,300.35,298.4833333333
+10778,2018-09-09 21:00:00,1.3333333333,level_7,0.1,1.6666666667,61,38.3333333333,51.6666666667,0.6666666667,13.3333333333,116.6666666667,1,60,13.3333333333,3.3333333333,0,sp13,0,0,1020.6666666667,0,0,0,0,800.6666666667,801.6666666667,1023.6666666667,800.6666666667,1018.6666666667,298.8166666667,1020.6666666667,297.8166666667,297.8166666667,701.3333333333,297.8,79.6666666667,297.8166666667,298.15,298.4833333333,297.4833333333,290.15,291.97,296.8166666667,294.15,297.15,297.8866666667,296.4833333333
+10779,2018-09-10 00:00:00,1.6666666667,level_9,0,1.3333333333,68.6666666667,45.3333333333,61,0.3333333333,0,145.6666666667,1.3333333333,106.6666666667,33.3333333333,2.3333333333,0,sp15,0,0,1021.3333333333,0,0.6,0,0,614.6666666667,803.6666666667,1024.3333333333,800,1020,296.15,1022.6666666667,295.4833333333,295.4833333333,802.6666666667,294.93,92,295.4833333333,296.4833333333,296.15,295.8166666667,288.4833333333,290.6033333333,295.15,293.15,294.15,295.7666666667,295.4833333333
+10780,2018-09-10 03:00:00,1.6666666667,level_10,0.1,2.6666666667,74.3333333333,53.6666666667,69,1,6.6666666667,190.3333333333,1,96.6666666667,0,1.3333333333,0,sp15,0,0,1021,0,0,0,0,800,801,1024,800.3333333333,1019.3333333333,294.4833333333,1023,295.15,295.15,701.6666666667,292.6533333333,84.6666666667,295.15,295.15,293.4833333333,294.15,288.8166666667,290.3333333333,293.15,292.15,291.4833333333,292.53,291.8166666667
+10781,2018-09-10 06:00:00,1,level_10,0,2.3333333333,80.3333333333,70.6666666667,75,1,0,0,2.6666666667,199,0,1.3333333333,0,sp15,0,0,1021.3333333333,0,0,0,0,800,801,1024.6666666667,800,1020,292.15,1023.3333333333,294.15,294.15,803,290.9833333333,81,294.15,294.15,290.4833333333,293.3166666667,289.15,290.51,292.4833333333,292.15,290.15,289.6466666667,289.15
+10782,2018-09-10 09:00:00,1.3333333333,level_1,0,1,59,65.3333333333,75,0.6666666667,0,0,1.6666666667,5.6666666667,0,2.6666666667,0,sp15,0,0,1022.3333333333,0,0,0,0,800,800,1025.6666666667,800,,295.4833333333,1024.3333333333,294.4833333333,294.4833333333,803,293.5266666667,82.6666666667,294.4833333333,295.15,293.15,294.9833333333,290.4833333333,292.15,294.8166666667,294.15,292.15,291.9866666667,291.15
+10783,2018-09-10 12:00:00,2,level_6,0,4.3333333333,38.3333333333,45.3333333333,75,1.3333333333,0,70,1.3333333333,146.6666666667,6.6666666667,5,0.1,sp16,0,0,1023,0,0,0,0,800.3333333333,700,1026,800,,301.8166666667,1025,298.8166666667,298.8166666667,803,301.6133333333,66.6666666667,298.8166666667,298.4833333333,299.15,298.15,294.15,295.66,297.8166666667,297.4833333333,301.4833333333,297.92,296.4833333333
+10784,2018-09-10 15:00:00,1.6666666667,level_3,0,6,23.6666666667,32.6666666667,63.3333333333,3,0,40,3,116.6666666667,40,5,0,sp13,0,0,1022.6666666667,0,0,0,0,802,800.3333333333,1025,800,,305.8166666667,1023,299.8166666667,299.8166666667,802.6666666667,305.4633333333,61.6666666667,299.8166666667,299.15,301.8166666667,298.4833333333,296.4833333333,297.6933333333,297.8166666667,299.15,305.15,300.7233333333,298.4833333333
+10785,2018-09-10 18:00:00,2,level_3,0,4.3333333333,21.6666666667,33.6666666667,26.6666666667,3.3333333333,0,86.6666666667,1.6666666667,146.6666666667,40,4,0.1,sp10,0,0,1022.3333333333,0,0.3,0,0,708.3333333333,700,1024,800,,306.4833333333,1023,299.15,299.15,801.3333333333,306.13,65,299.15,297.8166666667,301.8166666667,297.4833333333,295.15,296.36,297.15,297.8166666667,305.8166666667,300.08,297.4833333333
+10786,2018-09-10 21:00:00,2,level_5,0,2,31.6666666667,47.3333333333,6.6666666667,2,0,96.6666666667,1,141.3333333333,26.6666666667,2.6666666667,0,sp12,0,0,1023.6666666667,0,0.3,0,0,707.6666666667,800.3333333333,1025.3333333333,800,,302.4833333333,1024,297.4833333333,297.4833333333,800.3333333333,302.13,76.3333333333,297.4833333333,296.4833333333,298.15,295.9833333333,291.15,292.36,295.4833333333,293.8166666667,301.8166666667,297.14,295.8166666667
+10787,2018-09-11 00:00:00,1.6666666667,level_7,0,2.3333333333,58.3333333333,62.6666666667,0,1,0,116.6666666667,0.6666666667,233,13.3333333333,1.6666666667,0,sp15,0,0,1023.6666666667,0,0,0,0,800.6666666667,800.6666666667,1025.3333333333,800,,297.8166666667,1025,295.15,295.15,800,297.8166666667,84.6666666667,295.15,294.8166666667,293.4833333333,293.8166666667,287.4833333333,288.6933333333,292.8166666667,290.15,297.8166666667,292.9533333333,292.4833333333
+10788,2018-09-11 03:00:00,1,level_10,0,1.3333333333,62.6666666667,73.6666666667,0,1.6666666667,0,76.6666666667,1.3333333333,290,0,1.3333333333,0,sp14,0,0,1023.3333333333,0,0,0,0,800,800.3333333333,1024.6666666667,800,,295.8166666667,1025,293.4833333333,293.4833333333,747.3333333333,295.4366666667,86.3333333333,293.4833333333,294.15,290.8166666667,292.8166666667,286.4833333333,287.8466666667,291.4833333333,289.4833333333,295.15,290.2666666667,289.8166666667
+10789,2018-09-11 06:00:00,1,level_10,0,2.3333333333,71,80.3333333333,0,1,0,43.3333333333,1,186.6666666667,0,2,0,sp13,0,0,1024,0,0,0,0,800,800.6666666667,1024,800,,295.15,1025.3333333333,292.8166666667,292.8166666667,714.3333333333,294.8366666667,86,292.8166666667,293.15,289.4833333333,291.9833333333,287.4833333333,288.09,290.8166666667,288.8166666667,294.4833333333,288.97,288.4833333333
+10790,2018-09-11 09:00:00,1.3333333333,level_7,0,2,63.6666666667,68.3333333333,0,1.3333333333,0,43.3333333333,2,86.6666666667,0,4,0,sp15,0,0,1025,0,0,0,0,800,800,1024.6666666667,800,,298.4833333333,1026,296.8166666667,296.8166666667,734,298.0766666667,64.6666666667,296.8166666667,296.15,292.8166666667,295.65,287.8166666667,290.09,295.15,292.8166666667,297.8166666667,291.4633333333,290.15
+10791,2018-09-11 12:00:00,3,level_3,0,5.3333333333,42.6666666667,40.3333333333,0,1.6666666667,0,83.3333333333,2,100,0,5.6666666667,0,sp15,0,0,1024.6666666667,0,0,0,0,800,800,1023.3333333333,800,,303.8166666667,1025.6666666667,300.4833333333,300.4833333333,800,303.8166666667,62.3333333333,300.4833333333,301.8166666667,298.8166666667,300.9833333333,295.15,297.4166666667,300.15,300.15,303.8166666667,298.1433333333,296.8166666667
+10792,2018-09-11 15:00:00,2,level_3,0,6,34.3333333333,31.3333333333,6.6666666667,4.3333333333,0,293.3333333333,4.6666666667,123.3333333333,20,4.3333333333,0,sp12,0,0,1023.6666666667,0,0,0,0,801,800,1021.6666666667,800,,306.15,1023.3333333333,299.8166666667,299.8166666667,800.3333333333,305.4433333333,68,299.8166666667,302.15,302.15,300.9833333333,300.4833333333,301.15,299.8166666667,301.8166666667,304.8166666667,301.4033333333,299.8166666667
+10793,2018-09-11 18:00:00,2,level_5,0,2.3333333333,32.6666666667,29,20,3,0,306.6666666667,3,126.6666666667,20,3,0,sp10,0,0,1023.3333333333,0,0,0,0,801,800,1021,800,,306.4833333333,1021.6666666667,296.8166666667,296.8166666667,604.3333333333,305.7233333333,86.3333333333,296.8166666667,299.15,302.4833333333,299.15,298.15,298.6733333333,299.15,299.15,305.15,301.8033333333,300.15
+10794,2018-09-11 21:00:00,2,level_10,0,1.6666666667,48.3333333333,45.3333333333,6.6666666667,1,0,148.3333333333,1.6666666667,140,20,2.6666666667,0,sp12,0,0,1024,0,0,0,0,801,800,1021,800,,302.8166666667,1022.6666666667,295.4833333333,295.4833333333,800.3333333333,302.6133333333,92,295.4833333333,297.8166666667,298.4833333333,297.3166666667,293.15,294.19,296.8166666667,295.4833333333,302.4833333333,297.0833333333,295.4833333333
+10795,2018-09-12 00:00:00,1.6666666667,level_10,0,2.6666666667,61,58.6666666667,10.6666666667,1.6666666667,0,142.3333333333,1,153.3333333333,26.6666666667,1.3333333333,0,sp14,0,0,1023.6666666667,0,0,0,0,604.3333333333,800,1021,800,,299.15,1024,295.15,295.15,800.6666666667,298.54,88,295.15,297.15,294.4833333333,296.3166666667,289.15,290.5366666667,295.4833333333,292.4833333333,298.15,294.2933333333,294.15
+10796,2018-09-12 03:00:00,1.6666666667,level_10,0,1.3333333333,69,79.3333333333,10.6666666667,0.6666666667,0,114.6666666667,0.6666666667,196.6666666667,63.3333333333,1,0,sp15,0,0,1023.3333333333,0,0.4,0,0,511.5,801,1020.3333333333,800,,296.8166666667,1024,294.8166666667,294.8166666667,800.6666666667,294.9966666667,90,294.8166666667,295.4833333333,291.8166666667,294.4833333333,288.15,289.7866666667,293.4833333333,291.8166666667,293.8166666667,291.0966666667,290.4833333333
+10797,2018-09-12 06:00:00,0.6666666667,level_10,0,2,78,93.6666666667,6.6666666667,1.3333333333,0,202.6666666667,1,111.3333333333,26.6666666667,1.6666666667,0,sp15,0,0,1022.3333333333,0,0,0,0,801.3333333333,800,1020.3333333333,800,1021.3333333333,295.4833333333,1024,294.15,294.15,800.3333333333,293.8633333333,92,294.15,295.15,290.15,294.3166666667,286.15,288.2466666667,293.4833333333,290.8166666667,292.8166666667,289.5466666667,289.15
+10798,2018-09-12 09:00:00,1,level_10,0,1.3333333333,73.6666666667,69.3333333333,63.3333333333,0.6666666667,0,79,1,157,38.3333333333,1.6666666667,0,sp16,0,0,1022.6666666667,0,0,0,0,801.6666666667,800.3333333333,1021.3333333333,800,,297.4833333333,1025,296.15,296.15,802.6666666667,295.66,83,296.15,297.15,293.15,296.65,289.8166666667,291.47,296.15,293.4833333333,294.4833333333,291.2533333333,289.4833333333
+10799,2018-09-12 12:00:00,1.3333333333,level_1,0,1,47.3333333333,49,20,2.6666666667,6.6666666667,346.6666666667,1.3333333333,93.3333333333,0,1.6666666667,0,sp17,0,0,1022.3333333333,0,0,0,0,800,801.6666666667,1022.3333333333,800.3333333333,,303.4833333333,1025,301.4833333333,301.4833333333,801,302.6733333333,56.3333333333,301.4833333333,300.15,298.4833333333,299.65,297.8166666667,298.1466666667,299.15,298.4833333333,302.15,296.5133333333,294.8166666667
+10800,2018-09-12 15:00:00,1,level_6,0,3.6666666667,34.6666666667,38.6666666667,75,5.6666666667,0,330,3.3333333333,143.3333333333,20,1.6666666667,0,sp15,0,0,1020.3333333333,0,0,0,0,801,801.6666666667,1022,800,1020,306.8166666667,1023,302.15,302.15,803,306.6133333333,55.6666666667,302.15,301.15,301.8166666667,300.4833333333,297.8166666667,299.6566666667,299.8166666667,301.15,306.4833333333,300.9333333333,300.15
+10801,2018-09-12 18:00:00,1,level_5,0,3.3333333333,39.3333333333,32.3333333333,75,4,0,333.3333333333,3,143.3333333333,20,4.3333333333,0.3,sp13,0,0,1019.3333333333,0,0,0,0,801,459.3333333333,1022.3333333333,800,1019,306.8166666667,1021.3333333333,300.8166666667,300.8166666667,803,305.9433333333,66.6666666667,300.8166666667,298.4833333333,303.8166666667,297.9833333333,294.8166666667,295.4466666667,297.4833333333,296.15,305.15,302.3933333333,299.8166666667
+10802,2018-09-12 21:00:00,1,level_2,0,1.6666666667,54.6666666667,44.3333333333,75,1,0,116.6666666667,1.3333333333,270,6.6666666667,4.3333333333,0.2,sp14,0,0,1019.3333333333,0,0,0,0,800.3333333333,600,1023.3333333333,800,1019.6666666667,301.8166666667,1021.6666666667,299.15,299.15,803,301.5566666667,78,299.15,294.4833333333,299.8166666667,294.15,292.15,293.49,293.8166666667,295.15,301.15,298.6033333333,297.4833333333
+10803,2018-09-13 00:00:00,1.3333333333,level_9,0.1,2,78,70,80.6666666667,1,2.6666666667,319.6666666667,1.3333333333,216.6666666667,0,3.3333333333,0.1,sp16,0,0,1019.6666666667,0,0,0,0,800,700.6666666667,1024,800,1019,297.15,1022,297.4833333333,297.4833333333,702,297.15,86.3333333333,297.4833333333,294.4833333333,295.15,293.9833333333,291.4833333333,292.6733333333,293.4833333333,294.15,297.15,294.39,293.8166666667
+10804,2018-09-13 03:00:00,1,level_2,0.1,0.6666666667,90,80.3333333333,80.6666666667,0.3333333333,64,0,1,302.3333333333,0,1,0,sp14,0,0,1019,0,0,0,0,800,800.6666666667,1023,802.6666666667,1018,295.15,1021.3333333333,295.8166666667,295.8166666667,702,295.02,90,295.8166666667,293.8166666667,292.15,292.9833333333,290.4833333333,291.6733333333,292.15,293.15,294.8166666667,291.58,291.15
+10805,2018-09-13 06:00:00,1.3333333333,level_10,0,1,92,80.6666666667,75,1,66.6666666667,150,0.6666666667,45,0,2,0,sp14,0,0,1018.3333333333,0,0,0,0,800,800.3333333333,1022,803,1018,295.15,1021,294.4833333333,294.4833333333,635.3333333333,294.7433333333,90,294.4833333333,293.15,290.4833333333,292.4833333333,290.15,291.4866666667,291.8166666667,293.15,294.4833333333,289.9566666667,289.4833333333
+10806,2018-09-13 09:00:00,1,level_10,0,2.3333333333,79.6666666667,60.3333333333,75,0.6666666667,80,30,0.6666666667,46.6666666667,0,1.3333333333,0,sp15,0,0,1019,0,0,0,0,800,800.6666666667,1023,803.3333333333,1019,296.15,1022,296.15,296.15,635.3333333333,294.76,79,296.15,294.8166666667,294.4833333333,294.4833333333,290.8166666667,291.8533333333,294.15,293.15,293.8166666667,292.5366666667,290.4833333333
+10807,2018-09-13 12:00:00,1.3333333333,level_1,0,1.6666666667,61.3333333333,37.3333333333,75,1,6.6666666667,180,3,246.6666666667,0,1,0,sp16,0,0,1018.6666666667,0,0,0,0,800,801,1023,800.3333333333,1019,300.15,1022,302.15,302.15,803,298.1233333333,47,302.15,300.15,301.4833333333,299.4833333333,293.4833333333,294.5266666667,298.8166666667,295.8166666667,296.8166666667,300.0533333333,298.4833333333
+10808,2018-09-13 15:00:00,1.3333333333,level_3,0,4.6666666667,42,27,51.6666666667,2.6666666667,0,233.3333333333,3.3333333333,220,20,3.6666666667,0,sp12,0,0,1017.3333333333,0,0,0,0,801,801,1022.3333333333,800,1018.3333333333,304.15,1020,302.15,302.15,802.3333333333,303.3366666667,51,302.15,303.4833333333,304.8166666667,301.65,295.15,296.4833333333,299.8166666667,298.15,302.8166666667,304.5466666667,303.8166666667
+10809,2018-09-13 18:00:00,1.6666666667,level_5,0,4,49,24.6666666667,51.6666666667,2.6666666667,0,130,3.3333333333,166.6666666667,0,4.6666666667,0,sp10,0,0,1016.6666666667,0,0,0,0,800,801.6666666667,1021.3333333333,800,1017.3333333333,304.15,1018.3333333333,300.4833333333,300.4833333333,802.3333333333,303.1366666667,62.6666666667,300.4833333333,301.8166666667,305.8166666667,300.4833333333,294.4833333333,295.67,299.15,297.15,302.4833333333,305.01,303.4833333333
+10810,2018-09-13 21:00:00,1.6666666667,level_5,0,1.6666666667,75.3333333333,35.6666666667,26.6666666667,1,0,153.3333333333,1.3333333333,150,6.6666666667,6,0,sp12,0,0,1017.6666666667,0,0,0,0,800.3333333333,800.6666666667,1021.6666666667,800,1018.3333333333,298.8166666667,1018.6666666667,298.4833333333,298.4833333333,801.3333333333,298.2933333333,76.6666666667,298.4833333333,298.15,302.4833333333,297.65,289.4833333333,291.1166666667,297.15,293.15,297.4833333333,301.1966666667,300.15
+10811,2018-09-14 00:00:00,1,level_10,0,1.6666666667,86.3333333333,40,56.6666666667,0.6666666667,33.3333333333,76.6666666667,0.6666666667,83.3333333333,0,4.3333333333,0,sp13,0,0,1018,0,0,0,0,800,800.3333333333,1022,801.3333333333,1018.6666666667,295.8166666667,1019,296.8166666667,296.8166666667,802.3333333333,295.6866666667,84.6666666667,296.8166666667,296.8166666667,297.8166666667,296.3166666667,285.8166666667,288.1933333333,295.8166666667,291.15,295.4833333333,296.8666666667,296.15
+10812,2018-09-14 03:00:00,1,level_6,0,1,86.3333333333,60.3333333333,71.3333333333,1,33.3333333333,80,0.6666666667,100,0,1.6666666667,0,sp13,0,0,1018,0,0,0,0,800,800,1021.6666666667,801.3333333333,1018,294.4833333333,1019,295.4833333333,295.4833333333,803,294.28,90,295.4833333333,295.4833333333,294.15,295.3166666667,286.15,288.5266666667,295.15,291.4833333333,294.15,293.58,293.15
+10813,2018-09-14 06:00:00,1,level_8,0,1,84.6666666667,69.3333333333,63.3333333333,0.3333333333,63.3333333333,0,1.6666666667,209,0,1.3333333333,0,sp12,0,0,1018,0,0,0,0,800,800,1021,802.6666666667,1017.6666666667,294.8166666667,1019.3333333333,294.15,294.15,802.6666666667,294.0066666667,86.3333333333,294.15,294.4833333333,291.8166666667,293.8166666667,287.8166666667,289.3,293.15,291.15,293.4833333333,290.5466666667,289.4833333333
+10814,2018-09-14 09:00:00,1.3333333333,level_6,0,0.6666666667,79.6666666667,60,51.6666666667,1,45,73.3333333333,1.3333333333,152.3333333333,0,1.3333333333,0,sp12,0,0,1019,0,0,0,0,800,801.3333333333,1021.3333333333,802,1018.3333333333,295.8166666667,1020.3333333333,296.4833333333,296.4833333333,802.3333333333,293.9966666667,74,296.4833333333,295.8166666667,294.8166666667,295.4833333333,289.4833333333,290.97,295.15,292.8166666667,292.8166666667,293.0633333333,291.15
+10815,2018-09-14 12:00:00,2,level_3,0,2.3333333333,63.6666666667,47.3333333333,75,2.3333333333,0,86.6666666667,2.3333333333,83.3333333333,0,1,0,sp13,0,0,1019.3333333333,0,0,0,0,800,801.3333333333,1022,800,1019,299.15,1021,301.4833333333,301.4833333333,803,297.7333333333,52,301.4833333333,299.8166666667,300.15,299.3166666667,293.4833333333,294.6566666667,298.8166666667,296.15,296.8166666667,298.9933333333,298.15
+10816,2018-09-14 15:00:00,1.6666666667,level_5,0,5,51,29.3333333333,75,2.6666666667,0,23.3333333333,4,116.6666666667,26.6666666667,3.3333333333,0,sp11,0,0,1018.3333333333,0,0,0,0,801.3333333333,801,1021,800,1017.6666666667,302.15,1019,301.15,301.15,803,301.34,62.3333333333,301.15,300.4833333333,305.4833333333,300.3166666667,296.8166666667,297.1,300.15,297.4833333333,300.8166666667,304.1266666667,302.15
+10817,2018-09-14 18:00:00,1.6666666667,level_5,0,5,55.3333333333,26.3333333333,26.6666666667,4.3333333333,0,66.6666666667,3,170,40,4.6666666667,0,sp8,0,0,1018,0,0,0,0,601.3333333333,800,1021,600.6666666667,1017,302.15,1018,300.8166666667,300.8166666667,801.3333333333,300.6766666667,63.6666666667,300.8166666667,300.15,305.8166666667,299.4833333333,294.4833333333,295.6733333333,298.8166666667,297.15,299.4833333333,304.52,300.8166666667
+10818,2018-09-14 21:00:00,1.6666666667,level_3,0,2.3333333333,91.3333333333,33.6666666667,40,2,26.6666666667,53.3333333333,0.6666666667,100,33.3333333333,5.6666666667,0,sp15,0.3,0,1019,0,0.3,0,0,708,800.6666666667,1022.6666666667,301.3333333333,1018.3333333333,293.8166666667,1018,299.15,299.15,802,292.8266666667,74,299.15,297.4833333333,301.8166666667,297.15,290.4833333333,291.82,296.8166666667,293.4833333333,291.4833333333,300.8,299.15
+10819,2018-09-15 00:00:00,1.6666666667,level_5,0,1,94,45,33.3333333333,0.3333333333,26.6666666667,0,1.3333333333,220,6.6666666667,1.3333333333,0,sp13,0.2,0,1020,0,0,0,0,800.3333333333,801.6666666667,1023,600.3333333333,1019,293.15,1019,298.4833333333,298.4833333333,801.6666666667,292.5533333333,76.6666666667,298.4833333333,296.4833333333,298.15,295.9833333333,288.8166666667,289.8566666667,295.4833333333,291.15,292.15,297.39,296.8166666667
+10820,2018-09-15 03:00:00,1,level_10,0,2.3333333333,90,56.3333333333,80.6666666667,0.6666666667,0,30,1,93.3333333333,0,1.3333333333,0,sp12,0,0,1020.6666666667,0,0,0,0,800,802.6666666667,1022.6666666667,800,1019,293.8166666667,1019.6666666667,296.8166666667,296.8166666667,803.3333333333,292.8066666667,81.3333333333,296.8166666667,295.8166666667,295.15,295.15,288.4833333333,289.67,294.4833333333,291.15,292.15,294.77,294.4833333333
+10821,2018-09-15 06:00:00,1.6666666667,level_7,0,2,90,66.6666666667,56.6666666667,1.3333333333,0,113.3333333333,0.3333333333,28.3333333333,0,1.6666666667,0,sp11,0,0,1020.3333333333,0,0,0,0,800,802.3333333333,1022,800,1018.3333333333,294.15,1020.3333333333,296.15,296.15,802.3333333333,292.9366666667,83,296.15,295.4833333333,293.15,295.15,284.4833333333,287.4566666667,294.8166666667,291.15,292.15,292.7033333333,292.15
+10822,2018-09-15 09:00:00,1.3333333333,level_6,0,2.3333333333,88.3333333333,62.6666666667,13.3333333333,1.6666666667,0,116.6666666667,1.6666666667,59.6666666667,13.3333333333,0.6666666667,0,sp13,0,0,1021.3333333333,0,0,0,0,800.6666666667,801.6666666667,1022.6666666667,800,1019.3333333333,294.4833333333,1022,296.15,296.15,800.6666666667,293.0666666667,83,296.15,296.15,294.8166666667,295.9833333333,287.4833333333,289.7133333333,295.8166666667,292.4833333333,292.15,293.7966666667,292.8166666667
+10823,2018-09-15 12:00:00,1.6666666667,level_10,0,3,72,49.6666666667,0,3,6.6666666667,113.3333333333,1.3333333333,30,20,2,0,sp13,0,0,1021.3333333333,0,0,0,0,801,801.6666666667,1021.6666666667,800.3333333333,1021,297.8166666667,1022,293.4833333333,293.4833333333,800,297.0033333333,92,293.4833333333,299.15,299.15,298.8166666667,293.8166666667,295.5966666667,298.4833333333,297.8166666667,296.4833333333,298.4666666667,297.4833333333
+10824,2018-09-15 15:00:00,1.6666666667,level_10,0,3,46,33.3333333333,0,4.6666666667,20,70,4,136.6666666667,20,1.3333333333,0,sp11,0,0,1021,0,0,0,0,801,802,1019.3333333333,801,1020.3333333333,302.15,1020.6666666667,296.4833333333,296.4833333333,800,301.7433333333,87,296.4833333333,298.4833333333,303.15,298.15,298.8166666667,299.5966666667,297.8166666667,300.4833333333,301.4833333333,302.4733333333,301.15
+10825,2018-09-15 18:00:00,1.3333333333,level_1,0,2,43,27.6666666667,0,3.3333333333,20,86.6666666667,2,133.3333333333,20,2.6666666667,0,sp10,0.1,0,1021.3333333333,0,0.3,0,0,656,801.3333333333,1019,459.1666666667,1020,303.4833333333,1019.6666666667,297.4833333333,297.4833333333,800,300.78,73.3333333333,297.4833333333,297.4833333333,304.4833333333,297.3166666667,299.15,299.8866666667,297.15,300.4833333333,298.8166666667,303.0666666667,300.15
+10826,2018-09-15 21:00:00,3,level_5,0,1.3333333333,84.6666666667,46,0,1.6666666667,33.3333333333,103.3333333333,1,178.6666666667,6.6666666667,3,0,sp13,0.2,0,1021.3333333333,0,0.3,0,0,655.3333333333,801.6666666667,1019.6666666667,400,1020.6666666667,295.8166666667,1020.6666666667,296.4833333333,296.4833333333,800,295.8166666667,76.6666666667,296.4833333333,297.15,299.4833333333,296.65,293.15,293.8966666667,296.15,294.8166666667,295.8166666667,297.89,295.8166666667
+10827,2018-09-16 00:00:00,1.6666666667,level_9,0,1.6666666667,90,66.6666666667,0,0.6666666667,0,76.6666666667,1.6666666667,210,20,2,0.3,sp15,0,0,1021.6666666667,0,0,0,0,801,667.5,1019.3333333333,800,1021,295.4833333333,1022.6666666667,294.8166666667,294.8166666667,800,295.28,88,294.8166666667,295.15,294.8166666667,294.8166666667,288.15,289.7833333333,294.4833333333,291.8166666667,295.15,294.4833333333,294.15
+10828,2018-09-16 03:00:00,0.3333333333,level_7,0,1.3333333333,84.6666666667,72,0,0.3333333333,0,62.6666666667,1,161.6666666667,0,1,0,sp15,0.1,0,1020.3333333333,0,0,0,0,800,800.3333333333,1019,700,1020.3333333333,296.15,1022.6666666667,293.8166666667,293.8166666667,800,295.34,90,293.8166666667,294.15,292.4833333333,293.65,285.15,287.23,293.15,289.8166666667,294.8166666667,291.9133333333,291.4833333333
+10829,2018-09-16 06:00:00,1.3333333333,level_10,0,1.6666666667,92,80.3333333333,0,1,0,80,1,183.3333333333,0,1.6666666667,0,sp13,0,0,1020.3333333333,0,0,0,0,800,800,1018.6666666667,714.3333333333,1020,294.8166666667,1022.3333333333,292.4833333333,292.4833333333,800,294.0066666667,93.3333333333,292.4833333333,294.15,290.4833333333,293.4833333333,283.8166666667,286.0466666667,292.8166666667,288.8166666667,293.4833333333,289.8466666667,289.15
+10830,2018-09-16 09:00:00,0.6666666667,level_6,0,1.3333333333,88.3333333333,74.3333333333,13.3333333333,1.3333333333,0,76.6666666667,1,283.6666666667,0,2,0,sp15,0,0,1021,0,0,0,0,800,801.6666666667,1020,767,1021,295.4833333333,1023.6666666667,294.15,294.15,800.6666666667,294.49,81.3333333333,294.15,295.15,292.8166666667,294.8166666667,289.15,290.34,294.4833333333,291.8166666667,293.8166666667,291.6133333333,290.4833333333
+10831,2018-09-16 12:00:00,1.3333333333,level_4,0,1,65.6666666667,52.3333333333,13.3333333333,4.6666666667,13.3333333333,323.3333333333,2.3333333333,200,0,4,0.1,sp15,0,0,1021,0,0,0,0,800,701,1021,800.6666666667,1020.3333333333,300.4833333333,1023.3333333333,299.8166666667,299.8166666667,800.6666666667,300.2233333333,55,299.8166666667,298.8166666667,298.15,298.3166666667,296.8166666667,297.1866666667,297.8166666667,297.4833333333,299.8166666667,297.53,296.8166666667
+10832,2018-09-16 15:00:00,1.6666666667,level_3,0,3.6666666667,47.3333333333,34.6666666667,75,4.6666666667,20,333.3333333333,3,126.6666666667,20,3.3333333333,0,sp12,0,0,1019.6666666667,0,0,0,0,801,801,1020.6666666667,801,1019.6666666667,303.8166666667,1021.3333333333,300.8166666667,300.8166666667,803,303.4833333333,54,300.8166666667,300.8166666667,302.8166666667,299.9833333333,296.8166666667,299.22,299.15,301.15,303.15,302.4733333333,301.8166666667
+10833,2018-09-16 18:00:00,1,level_5,0,2.6666666667,43.3333333333,26.6666666667,75,3,13.3333333333,323.3333333333,3.6666666667,123.3333333333,20,3,0,sp10,0,0,1020,0,0.3,0,0,656,801.3333333333,1021,800.6666666667,1019,305.15,1020,299.8166666667,299.8166666667,803,304.89,62.3333333333,299.8166666667,299.4833333333,304.8166666667,299.15,294.4833333333,295.1866666667,298.8166666667,295.8166666667,304.4833333333,303.4766666667,301.4833333333
+10834,2018-09-16 21:00:00,0.3333333333,level_2,0,1,60.3333333333,40.3333333333,75,1,0,113.3333333333,0.6666666667,83.6666666667,0,1.6666666667,0,sp10,0,0,1021.3333333333,0,0,0,0,800,800,1021,800,1019.6666666667,301.4833333333,1020,297.8166666667,297.8166666667,803,301.22,76.3333333333,297.8166666667,298.15,300.4833333333,297.65,291.4833333333,292.6733333333,297.15,294.15,300.8166666667,299.0266666667,297.4833333333
+10835,2018-09-17 00:00:00,1.3333333333,level_10,0,1.6666666667,69,50.6666666667,30.3333333333,0.6666666667,0,120,1,213.6666666667,0,2.3333333333,0,sp12,0,0,1021,0,0,0,0,800,800,1020.6666666667,800,1021,298.15,1020,295.4833333333,295.4833333333,801,297.34,86.3333333333,295.4833333333,296.8166666667,296.15,295.9833333333,291.15,292.04,295.15,293.15,296.8166666667,295.58,295.15
+10836,2018-09-17 03:00:00,1.6666666667,level_10,0,1.3333333333,81.3333333333,62.6666666667,8,1.6666666667,0,110,1,192.3333333333,0,1.3333333333,0,sp10,0,0,1020.6666666667,0,0,0,0,800,800,1018.6666666667,800,1019.6666666667,296.4833333333,1020,293.8166666667,293.8166666667,800,295.4733333333,90,293.8166666667,295.15,294.4833333333,294.4833333333,291.15,291.8933333333,293.8166666667,292.8166666667,294.8166666667,294.0533333333,293.4833333333
+10837,2018-09-17 06:00:00,2,level_9,0,1.3333333333,86.3333333333,69.3333333333,6.6666666667,1.3333333333,6.6666666667,99.3333333333,1,0.6666666667,0,1.3333333333,0,sp10,0,0,1020,0,0,0,0,800,800.6666666667,1016.6666666667,800.3333333333,1019,295.4833333333,1020.3333333333,293.15,293.15,800.3333333333,294.07,90,293.15,294.15,293.15,293.3166666667,287.8166666667,289.3033333333,292.4833333333,291.15,293.15,292.26,291.4833333333
+10838,2018-09-17 09:00:00,1.6666666667,level_10,0,2,78.3333333333,60.3333333333,0,4.6666666667,0,133.3333333333,0.6666666667,140,6.6666666667,2.6666666667,0,sp10,0,0,1021,0,0,0,0,800.3333333333,801.6666666667,1016,800,1019.6666666667,296.8166666667,1021,295.15,295.15,800,294.9966666667,79.6666666667,295.15,295.4833333333,295.4833333333,295.3166666667,290.8166666667,292.8966666667,295.15,295.4833333333,293.8166666667,293.7966666667,292.8166666667
+10839,2018-09-17 12:00:00,2,level_6,0,2.6666666667,55.3333333333,44.6666666667,0,3.3333333333,0,166.6666666667,2.3333333333,133.3333333333,0,1.6666666667,0,sp10,0,0,1020.3333333333,0,0,0,0,800,801.6666666667,1014.6666666667,800,1019,302.15,1020.3333333333,299.4833333333,299.4833333333,800,301.5433333333,70.6666666667,299.4833333333,299.8166666667,300.15,299.4833333333,298.4833333333,301.0066666667,299.15,304.15,301.15,299.1933333333,297.8166666667
+10840,2018-09-17 15:00:00,2,level_4,0,4.3333333333,44.6666666667,34.3333333333,6.6666666667,3.3333333333,20,176.6666666667,3.6666666667,123.3333333333,26.6666666667,1.3333333333,0,sp6,0,0,1019.3333333333,0,0,0,0,801.3333333333,800.3333333333,1012.6666666667,801,1017.6666666667,304.8166666667,1018,300.4833333333,300.4833333333,800.3333333333,304.5566666667,67.6666666667,300.4833333333,300.15,303.8166666667,299.65,302.8166666667,305.4866666667,299.15,308.8166666667,304.15,302.6,300.4833333333
+10841,2018-09-17 18:00:00,2,level_3,0,2.3333333333,41.6666666667,37.6666666667,33.3333333333,3.3333333333,6.6666666667,210,3.6666666667,123.3333333333,40,2,0,sp4,0,0,1018,0,2,0,0,563.5,800,1011.6666666667,800.3333333333,1016,305.4833333333,1015.3333333333,298.4833333333,298.4833333333,605,305.2233333333,84.6666666667,298.4833333333,298.4833333333,303.8166666667,298.3166666667,300.4833333333,302.7433333333,298.15,305.4833333333,304.8166666667,301.3466666667,297.8166666667
+10842,2018-09-17 21:00:00,2.3333333333,level_3,0.4,2.3333333333,53.3333333333,59.6666666667,51.6666666667,0.6666666667,6.6666666667,102.6666666667,1.3333333333,53.3333333333,63.3333333333,3.6666666667,0,sp4,0,0,1017.6666666667,0,0.1,0,0,656.8333333333,801,1014.6666666667,800.3333333333,1016.6666666667,301.4833333333,1017,298.15,298.15,601,300.8766666667,83,298.15,297.15,298.4833333333,297.15,294.4833333333,295.1133333333,297.15,295.8166666667,300.4833333333,297.06,295.4833333333
+10843,2018-09-18 00:00:00,1.6666666667,level_10,0.3,4.3333333333,63.6666666667,65.6666666667,52,0.6666666667,0,103.3333333333,1.3333333333,236.6666666667,40,1.6666666667,0,sp6,0,0,1017.6666666667,0,0.4,0,0,607.6666666667,801,1015,800,1016.6666666667,297.8166666667,1018.6666666667,295.8166666667,295.8166666667,500,297.41,92,295.8166666667,295.15,293.8166666667,295.15,290.8166666667,291.7066666667,295.15,292.8166666667,297.15,293.0466666667,292.4833333333
+10844,2018-09-18 03:00:00,1.3333333333,level_7,0.1,1.6666666667,75,84,33.3333333333,2,8,76.6666666667,3,326.6666666667,40,0.6666666667,0,sp6,0,0,1016.6666666667,0,0,0,0,802,802,1015.6666666667,800.3333333333,1016,296.4833333333,1017.3333333333,294.15,294.15,700.6666666667,295.9466666667,94,294.15,294.8166666667,291.4833333333,294.8166666667,287.8166666667,289.3566666667,294.8166666667,291.4833333333,295.4833333333,291.2933333333,291.15
+10845,2018-09-18 06:00:00,1,level_10,0.1,1,83,84,13.3333333333,0.3333333333,0,120.6666666667,3,323.3333333333,20,1.6666666667,0.1,sp6,0,0,1016.3333333333,0,0,0,0,801,656.5,1015.6666666667,800,1015.3333333333,295.15,1018,293.15,293.15,700,294.7433333333,98,293.15,294.15,291.15,294.15,286.4833333333,288.4133333333,294.15,290.8166666667,294.4833333333,290.8733333333,290.4833333333
+10846,2018-09-18 09:00:00,1,level_7,0,0.6666666667,83,71,20,0.6666666667,0,33.3333333333,1.6666666667,306.6666666667,0,1,0.2,sp9,0,0,1018,0,0,0,0,800,350.5,1016.6666666667,770.3333333333,1017,296.15,1018.6666666667,294.15,294.15,801,295.5433333333,92,294.15,293.4833333333,293.4833333333,292.9833333333,289.4833333333,290.68,292.4833333333,292.15,295.15,291.6433333333,289.8166666667
+10847,2018-09-18 12:00:00,1,level_4,0,0.6666666667,62,58.3333333333,33.3333333333,1,0,160,1,46.6666666667,20,1,0,sp10,0,0,1017.3333333333,0,0,0,0,801,802.3333333333,1017,800,1017,301.15,1019.6666666667,298.4833333333,298.4833333333,801.6666666667,300.7433333333,69.6666666667,298.4833333333,296.4833333333,297.8166666667,296.3166666667,295.4833333333,296.2266666667,296.15,297.15,300.4833333333,296.5866666667,295.15
+10848,2018-09-18 15:00:00,1.3333333333,level_5,0,2.6666666667,41.3333333333,38.3333333333,63.3333333333,2.6666666667,13.3333333333,330,4.3333333333,120,20,1.3333333333,0.3,sp8,0,0,1017,0,0,0,0,604.3333333333,314.3333333333,1016,800.6666666667,1015.3333333333,305.15,1018,300.15,300.15,802.6666666667,304.7433333333,65,300.15,298.15,302.15,297.65,298.15,299.8533333333,297.15,301.15,304.4833333333,300.11,296.4833333333
+10849,2018-09-18 18:00:00,3,level_3,0,3.6666666667,41.3333333333,47.3333333333,80,2.3333333333,20,130,3,120,26.6666666667,4,0,sp6,0,0,1017,0,0,0,0,407.6666666667,802,1017.3333333333,801,1016,305.4833333333,1018,298.4833333333,298.4833333333,803.3333333333,305.15,73.3333333333,298.4833333333,298.15,301.15,297.65,295.8166666667,297.11,297.15,298.15,304.8166666667,298.9933333333,294.8166666667
+10850,2018-09-18 21:00:00,1.3333333333,level_7,0,2.3333333333,61.3333333333,58.6666666667,75,0,0,60,0.6666666667,93.3333333333,13.3333333333,2.6666666667,0,sp8,0,0,1018,0,0,0,0,800.6666666667,801.3333333333,1019.3333333333,800,1018,300.8166666667,1019,296.15,296.15,803,300.6133333333,92,296.15,295.4833333333,297.15,295.3166666667,292.4833333333,293.6733333333,295.15,295.15,300.4833333333,296.1033333333,294.8166666667
+10851,2018-09-19 00:00:00,1,level_9,0,1.6666666667,76.3333333333,65.3333333333,75.3333333333,0.6666666667,0,86.6666666667,1,104,13.3333333333,3,0,sp11,0,0,1019,0,0,0,0,800.6666666667,801.3333333333,1020,800,1018.3333333333,297.8166666667,1020.3333333333,295.15,295.15,803,297.0066666667,94,295.15,294.8166666667,294.15,294.3166666667,292.15,293.04,293.8166666667,294.15,296.4833333333,293.58,293.15
+10852,2018-09-19 03:00:00,1,level_10,0,1.6666666667,92,78.6666666667,84,0.3333333333,13.3333333333,76.6666666667,1,186.6666666667,13.3333333333,1.3333333333,0,sp12,0,0,1019,0,0,0,0,800.6666666667,802,1019.6666666667,800.6666666667,1018.3333333333,296.15,1021,294.4833333333,294.4833333333,803.6666666667,295.54,94,294.4833333333,294.15,291.8166666667,292.9833333333,291.8166666667,292.8566666667,291.8166666667,294.15,295.15,291.0566666667,290.4833333333
+10853,2018-09-19 06:00:00,1.3333333333,level_10,0,1.3333333333,96,84,75,1,13.3333333333,55.6666666667,3,38.6666666667,13.3333333333,0.3333333333,0,sp12,0,0,1019.3333333333,0,0,0,0,800.6666666667,801.3333333333,1019,767.6666666667,1018.3333333333,295.15,1021,293.15,293.15,803,293.9366666667,88,293.15,293.15,290.4833333333,292.3166666667,291.15,292.34,291.4833333333,293.8166666667,293.15,289.88,289.4833333333
+10854,2018-09-19 09:00:00,1,level_10,0,2.3333333333,86.6666666667,67,51.6666666667,0.6666666667,12,100,2.3333333333,114,0,1,0,sp13,0,0,1020.6666666667,0,0,0,0,800,800,1020.6666666667,767.3333333333,1019.6666666667,296.4833333333,1022.3333333333,294.4833333333,294.4833333333,802.3333333333,295.07,79.3333333333,294.4833333333,295.15,293.4833333333,294.8166666667,291.15,292.3366666667,294.4833333333,293.8166666667,294.15,291.7233333333,290.4833333333
+10855,2018-09-19 12:00:00,0.6666666667,level_1,0,1.6666666667,56,46.3333333333,51.6666666667,0.6666666667,0,0,1,93.3333333333,0,0,0,sp15,0,0,1021,0,0,0,0,800,800.3333333333,1021.3333333333,800,1021,302.15,1023.3333333333,299.8166666667,299.8166666667,802.3333333333,301.54,65,299.8166666667,299.8166666667,299.15,299.15,296.8166666667,297.56,298.4833333333,298.4833333333,301.15,297.8466666667,296.15
+10856,2018-09-19 15:00:00,1.3333333333,level_3,0,2.3333333333,35.3333333333,32.3333333333,51.6666666667,5,0,300,3.6666666667,126.6666666667,20,1,0,sp13,0,0,1020,0,0,0,0,604.3333333333,800.6666666667,1021,800,1020,306.15,1022,301.15,301.15,802.3333333333,306.15,60,301.15,300.8166666667,304.15,299.9833333333,297.4833333333,299.8733333333,299.15,301.8166666667,306.15,302.5166666667,299.8166666667
+10857,2018-09-19 18:00:00,0.6666666667,level_2,0,2.6666666667,21.3333333333,28.6666666667,75,3.3333333333,0,300,3.3333333333,126.6666666667,13.3333333333,1,0,sp10,0,0,1020,0,0,0,0,800.6666666667,802,1021,800,1020,307.4833333333,1021,300.15,300.15,803,307.0766666667,66.6666666667,300.15,298.4833333333,305.15,298.15,295.8166666667,296.5566666667,297.8166666667,297.15,306.8166666667,303.2466666667,298.4833333333
+10858,2018-09-19 21:00:00,1,level_1,0,1.3333333333,46.6666666667,43.3333333333,40,1,0,190,0.3333333333,46.6666666667,0,2.6666666667,0,sp13,0,0,1020.3333333333,0,0,0,0,800,801,1022,800,1020.3333333333,303.15,1021.6666666667,298.4833333333,298.4833333333,802,302.4133333333,76.6666666667,298.4833333333,297.15,300.8166666667,297.03,292.4833333333,293.08,296.8166666667,293.8166666667,301.8166666667,299.2566666667,296.4833333333
+10859,2018-09-20 00:00:00,1.6666666667,level_9,0,1.6666666667,73.3333333333,53,56,0,0,21.3333333333,1.3333333333,310,0,3,0,sp14,0,0,1021,0,0,0,0,800,800,1023,800,1021,297.8166666667,1022,296.15,296.15,802.6666666667,297.43,88,296.15,295.8166666667,296.4833333333,295.8166666667,292.15,292.15,295.8166666667,292.15,297.15,295.2533333333,294.15
+10860,2018-09-20 03:00:00,1.3333333333,level_9,0.2,1,83,69.3333333333,80,0.6666666667,0,20,2.6666666667,330,0,2,0,sp13,0,0,1019.6666666667,0,0,0,0,800,800,1021.6666666667,800,1020.6666666667,296.4833333333,1022,294.4833333333,294.4833333333,601.3333333333,295.6733333333,94,294.4833333333,294.4833333333,292.4833333333,294.4833333333,291.8166666667,292.4133333333,294.4833333333,293.15,295.15,292.1033333333,291.8166666667
+10861,2018-09-20 06:00:00,1.3333333333,level_3,0,1,94,72.3333333333,80,0.6666666667,0,70,5,320,0,1,0,sp13,0,0,1019,0,0,0,0,800,800,1020.3333333333,800,1020,295.15,1022,293.4833333333,293.4833333333,803.3333333333,293.9366666667,94,293.4833333333,294.15,291.4833333333,294.15,291.4833333333,292.5233333333,294.15,293.8166666667,293.15,290.87,290.4833333333
+10862,2018-09-20 09:00:00,1,level_1,0,0.3333333333,81.3333333333,61.3333333333,43.3333333333,2.6666666667,5.3333333333,120,2.6666666667,206.6666666667,0,1,0,sp15,0,0,1019.6666666667,0,0,0,0,800,800,1019.6666666667,800,1020,296.4833333333,1023,295.8166666667,295.8166666667,802,295.0666666667,80,295.8166666667,295.8166666667,294.4833333333,295.3166666667,292.15,293.6366666667,294.8166666667,295.4833333333,294.15,292.66,291.4833333333
+10863,2018-09-20 12:00:00,1.3333333333,level_4,0,1.3333333333,53.3333333333,43.3333333333,0,2.6666666667,0,130,1,139,6.6666666667,1,0,sp14,0,0,1019.6666666667,0,0,0,0,800.3333333333,800.3333333333,1018,800,1019.6666666667,301.8166666667,1022.6666666667,301.4833333333,301.4833333333,800,300.8033333333,55.6666666667,301.4833333333,302.8166666667,300.4833333333,301.4833333333,297.8166666667,298.71,300.15,299.8166666667,300.15,299.3266666667,298.15
+10864,2018-09-20 15:00:00,2,level_5,0,4,36.6666666667,29,6.6666666667,5,0,303.3333333333,4.3333333333,116.6666666667,33.3333333333,1.6666666667,0,sp12,0,0,1018,0,0,0,0,801.6666666667,800.6666666667,1017,800,1018.6666666667,305.8166666667,1020.6666666667,301.4833333333,301.4833333333,800.3333333333,305.2066666667,60,301.4833333333,304.15,304.8166666667,302.4833333333,300.4833333333,302.32,300.8166666667,303.8166666667,304.8166666667,303.9966666667,302.4833333333
+10865,2018-09-20 18:00:00,2,level_5,0,3.3333333333,34,24.6666666667,26.6666666667,4.3333333333,0,300,2.6666666667,173.3333333333,40,3,0,sp10,0,0,1017,0,0,0,0,802,800,1017,800,1017,305.8166666667,1019,300.15,300.15,801.3333333333,305.8166666667,64,300.15,303.15,305.8166666667,301.15,296.8166666667,300.1433333333,299.15,302.8166666667,305.8166666667,304.1966666667,300.8166666667
+10866,2018-09-20 21:00:00,1.3333333333,level_5,0,1.3333333333,58,40.3333333333,75,1,0,113.3333333333,3.6666666667,240,26.6666666667,3.6666666667,0,sp11,0,0,1017,0,0,0,0,801.3333333333,800,1018,800,1017.6666666667,301.4833333333,1019,298.4833333333,298.4833333333,803,301.0766666667,75.3333333333,298.4833333333,298.8166666667,301.15,298.3366666667,293.8166666667,294.5966666667,297.4833333333,295.4833333333,300.8166666667,299.3466666667,297.4833333333
+10867,2018-09-21 00:00:00,2,level_9,0,1.6666666667,71.6666666667,57.3333333333,18.6666666667,1.3333333333,0,70,1.6666666667,310,0,2.3333333333,0,sp12,0,0,1017,0,0,0,0,800,800.3333333333,1018,800,1018,297.8166666667,1019,295.4833333333,295.4833333333,800.6666666667,296.8066666667,90,295.4833333333,296.4833333333,295.4833333333,296.4833333333,289.8166666667,291.0066666667,296.4833333333,292.4833333333,296.15,294.8866666667,294.4833333333
+10868,2018-09-21 03:00:00,2,level_9,0,1.3333333333,76.3333333333,66.6666666667,35.3333333333,0.3333333333,0,113.3333333333,3.6666666667,313.3333333333,0,1.6666666667,0,sp12,0,0,1016.3333333333,0,0,0,0,800,800,1018,800,1016.6666666667,296.4833333333,1019,293.4833333333,293.4833333333,801.3333333333,295.4733333333,94,293.4833333333,294.4833333333,292.4833333333,294.4833333333,287.4833333333,288.6733333333,294.4833333333,290.15,294.8166666667,292.2933333333,292.15
+10869,2018-09-21 06:00:00,1.3333333333,level_6,0,1,88,69,51.6666666667,1,0,106.6666666667,4.3333333333,310,0,0.6666666667,0,sp12,0,0,1015.3333333333,0,0,0,0,800,800,1018,800,1016,294.4833333333,1019.3333333333,292.8166666667,292.8166666667,761.6666666667,293.47,88,292.8166666667,294.15,291.4833333333,294.15,288.15,289.04,294.15,290.15,292.8166666667,290.68,290.15
+10870,2018-09-21 09:00:00,0.6666666667,level_6,0,0.6666666667,80,54.3333333333,45,2,0,126.6666666667,4,256.3333333333,0,1,0,sp13,0,0,1016.6666666667,0,0,0,0,800,800,1020.3333333333,800,1017,296.4833333333,1021,296.4833333333,296.4833333333,747.6666666667,294.8633333333,72.6666666667,296.4833333333,296.15,295.15,295.65,289.15,290.2,295.15,291.4833333333,293.8166666667,293.0633333333,291.15
+10871,2018-09-21 12:00:00,1.3333333333,level_2,0,0.6666666667,55.3333333333,35.3333333333,6.6666666667,2.6666666667,0,176.6666666667,2.3333333333,113.3333333333,0,0.6666666667,0,sp14,0,0,1017.3333333333,0,0,0,0,800,800,1021.6666666667,800,1017.6666666667,301.8166666667,1022,302.8166666667,302.8166666667,800.3333333333,301.4833333333,47.3333333333,302.8166666667,303.15,301.15,301.9833333333,295.15,295.7466666667,300.8166666667,296.4833333333,301.15,299.7833333333,298.8166666667
+10872,2018-09-21 15:00:00,2.6666666667,level_5,0,3,37.6666666667,28.6666666667,45,4.6666666667,0,336.6666666667,5.3333333333,116.6666666667,33.3333333333,1,0,sp12,0,0,1016.6666666667,0,0,0,0,801.6666666667,800.6666666667,1022,800,1016.3333333333,306.4833333333,1020.3333333333,303.8166666667,303.8166666667,802,306.2233333333,54,303.8166666667,301.15,304.8166666667,300.65,296.4833333333,296.6666666667,300.15,296.8166666667,305.8166666667,303.6633333333,302.15
+10873,2018-09-21 18:00:00,2.3333333333,level_4,0,3,25,26.3333333333,51.6666666667,3,0,326.6666666667,3.3333333333,120,20,2,0,sp10,0,0,1017.3333333333,0,0,0,0,801,801.3333333333,1023,800,1016,307.4833333333,1020,302.8166666667,302.8166666667,634.6666666667,307.28,52.3333333333,302.8166666667,299.8166666667,305.4833333333,299.4833333333,293.4833333333,293.93,299.15,294.4833333333,307.15,303.9266666667,301.15
+10874,2018-09-21 21:00:00,1.6666666667,level_1,0,1.3333333333,43.3333333333,35,75,0.6666666667,0,123,1.3333333333,90.6666666667,0,1,0,sp12,0,0,1019.6666666667,0,0,0,0,800,800,1023.6666666667,800,1018.3333333333,303.15,1020.6666666667,300.15,300.15,803,302.5533333333,62.3333333333,300.15,297.8166666667,302.15,297.3166666667,290.8166666667,291.8566666667,296.8166666667,293.15,301.8166666667,300.65,298.4833333333
+10875,2018-09-22 00:00:00,1,level_7,0.1,1.3333333333,52.6666666667,38.3333333333,75.3333333333,0.3333333333,0,40,1.3333333333,220,0,1.3333333333,0,sp13,0,0,1021,0,0,0,0,800,800,1024,800,1019.3333333333,299.15,1022,297.8166666667,297.8166666667,702,298.34,74.6666666667,297.8166666667,296.8166666667,298.15,295.8166666667,290.15,291.49,294.8166666667,293.15,297.8166666667,296.82,295.8166666667
+10876,2018-09-22 03:00:00,3,level_9,0.1,1,73.6666666667,52.3333333333,68,1,0,120,1,273.6666666667,0,1,0,sp13,0,0,1021,0,0,0,0,800,800.6666666667,1023.6666666667,800,1020,296.4833333333,1022,296.15,296.15,702,296.0766666667,83,296.15,295.4833333333,294.15,294.4833333333,287.8166666667,289.8966666667,293.4833333333,292.4833333333,295.8166666667,293.39,292.8166666667
+10877,2018-09-22 06:00:00,1,level_6,0,1.3333333333,78,59.3333333333,13.3333333333,1,0,93.3333333333,1.3333333333,280.3333333333,0,1.3333333333,0,sp14,0,0,1021,0,0,0,0,800,800.3333333333,1022.6666666667,800,1020.3333333333,294.4833333333,1023.3333333333,294.15,294.15,800.6666666667,293.47,88,294.15,295.15,291.8166666667,294.15,286.8166666667,288.3033333333,293.15,290.15,292.8166666667,291.3066666667,290.4833333333
+10878,2018-09-22 09:00:00,1,level_7,0,1.3333333333,66.6666666667,49.6666666667,0,1.3333333333,0,50,1.6666666667,140,0,1.3333333333,0,sp16,0,0,1022.3333333333,0,0,0,0,800,801.6666666667,1023,800,1021.6666666667,296.15,1024.6666666667,295.8166666667,295.8166666667,800,295.1366666667,78.6666666667,295.8166666667,297.15,295.15,296.3166666667,288.4833333333,290.4133333333,295.4833333333,292.8166666667,294.4833333333,293.2,291.4833333333
+10879,2018-09-22 12:00:00,0.6666666667,level_7,0,1.6666666667,34,35,0,0.6666666667,0,0,2,196.6666666667,0,2.3333333333,0,sp16,0,0,1022,0,0,0,0,800,801,1023,800,,304.8166666667,1025.3333333333,302.4833333333,302.4833333333,800,304.6133333333,49,302.4833333333,301.15,302.15,300.65,296.15,297.93,300.15,300.15,304.4833333333,300.65,299.15
+10880,2018-09-22 15:00:00,3,level_5,0,3,21,23.6666666667,0,4.3333333333,0,333.3333333333,2.3333333333,210,0,3.3333333333,0,sp14,0,0,1020.3333333333,0,0,0,0,800,800.6666666667,1023,800,1020.3333333333,309.4833333333,1024.3333333333,303.8166666667,303.8166666667,800,309.28,51.6666666667,303.8166666667,303.8166666667,306.15,302.15,302.15,302.4466666667,300.4833333333,302.8166666667,309.15,305.1933333333,304.15
+10881,2018-09-22 18:00:00,2,level_4,0,3,17.6666666667,23,0,3.3333333333,0,316.6666666667,2.6666666667,140,0,4.6666666667,0,sp13,0,0,1020.3333333333,0,0,0,0,800,800,1023,800,1020,309.8166666667,1023,301.8166666667,301.8166666667,800,309.41,66,301.8166666667,301.8166666667,306.8166666667,300.8166666667,298.8166666667,299.3,299.8166666667,299.8166666667,309.15,305.6066666667,303.4833333333
+10882,2018-09-22 21:00:00,1,level_1,0,2,30,35.3333333333,0,1,0,176.6666666667,1.3333333333,166.6666666667,0,2.3333333333,0,sp15,0,0,1021.6666666667,0,0,0,0,800,800,1024.3333333333,800,1021,305.15,1024,299.4833333333,299.4833333333,800,304.48,76.6666666667,299.4833333333,298.15,302.8166666667,297.9833333333,293.15,293.45,297.8166666667,293.8166666667,303.8166666667,300.4766666667,298.15
+10883,2018-09-23 00:00:00,1.6666666667,level_9,0,1.3333333333,52.3333333333,39,2.6666666667,1,0,120,1.6666666667,263.3333333333,0,1,0,sp16,0,0,1023,0,0,0,0,800,800,1025,800,,299.15,1024.3333333333,297.4833333333,297.4833333333,800,298.89,86.3333333333,297.4833333333,297.15,296.4833333333,296.4833333333,288.4833333333,289.8233333333,295.8166666667,291.4833333333,298.4833333333,296.1033333333,295.8166666667
+10884,2018-09-23 03:00:00,1.3333333333,level_6,0,1.3333333333,61.3333333333,46.6666666667,2.6666666667,0.6666666667,0,66.6666666667,0,290,0,0.6666666667,0,sp16,0,0,1022.3333333333,0,0,0,0,800,800,1024.6666666667,800,1021.6666666667,296.8166666667,1024.6666666667,296.4833333333,296.4833333333,800,296.28,83,296.4833333333,295.8166666667,293.4833333333,295.15,286.15,288.08,294.4833333333,290.4833333333,295.8166666667,293.0066666667,292.4833333333
+10885,2018-09-23 06:00:00,0.6666666667,level_8,0,1,57.6666666667,51,0,1.3333333333,0,106.6666666667,0,197.6666666667,0,2.3333333333,0,sp15,0,0,1022,0,0,0,0,800,800,1023.3333333333,800,1021,295.15,1024.3333333333,295.15,295.15,800,294.54,86.3333333333,295.15,294.8166666667,291.8166666667,294.15,284.15,286.5266666667,293.4833333333,289.4833333333,294.15,290.6066666667,289.4833333333
+10886,2018-09-23 09:00:00,1,level_10,0,1.6666666667,38.3333333333,41.6666666667,0,0.3333333333,0,156,0.3333333333,171.6666666667,0,3.3333333333,0,sp16,0,0,1022.3333333333,0,0,0,0,800,780.3333333333,1024,800,,298.4833333333,1025.6666666667,297.4833333333,297.4833333333,800,297.6733333333,75.6666666667,297.4833333333,296.4833333333,296.4833333333,295.9833333333,287.8166666667,289.4533333333,295.4833333333,291.4833333333,297.15,293.6766666667,291.15
+10887,2018-09-23 12:00:00,0.6666666667,level_1,0,1.3333333333,27,29.3333333333,13.3333333333,2.3333333333,0,296.6666666667,1,190,0,3.6666666667,0,sp17,0,0,1022.3333333333,0,0,0,0,800,800,1024,800,,305.15,1025.6666666667,303.15,303.15,800.6666666667,304.9466666667,57.3333333333,303.15,301.4833333333,302.8166666667,300.3166666667,296.15,297.1866666667,299.15,298.15,304.8166666667,301.1266666667,299.4833333333
+10888,2018-09-23 15:00:00,1.3333333333,level_6,0,3,20.6666666667,20,56.6666666667,4.3333333333,0,320,1,176.6666666667,0,4,0,sp14,0,0,1020,0,0,0,0,800,800,1024.6666666667,800,1020.3333333333,309.4833333333,1024,305.15,305.15,802.3333333333,309.3533333333,40.3333333333,305.15,304.15,306.4833333333,302.3166666667,296.4833333333,299.81,300.4833333333,302.4833333333,309.15,305.9333333333,304.8166666667
+10889,2018-09-23 18:00:00,1.6666666667,level_5,0,3.3333333333,18.3333333333,20,63.3333333333,3.6666666667,0,326.6666666667,4.3333333333,210,0,2.6666666667,0,sp12,0,0,1019,0,0,0,0,800,800.3333333333,1025.3333333333,800,1019,309.8166666667,1022.6666666667,302.15,302.15,802.6666666667,309.8166666667,60.6666666667,302.15,303.15,307.8166666667,301.42,294.4833333333,295.1133333333,299.4833333333,295.8166666667,309.8166666667,306.6133333333,304.8166666667
+10890,2018-09-23 21:00:00,1.6666666667,level_8,0,2,28.3333333333,23.3333333333,75,1,0,133.3333333333,1.3333333333,263.3333333333,0,1.6666666667,0,sp13,0,0,1020.6666666667,0,0,0,0,800,800,1026.6666666667,800,1019.6666666667,304.4833333333,1023,299.8166666667,299.8166666667,803,304.09,70.6666666667,299.8166666667,298.8166666667,303.4833333333,298.3166666667,291.15,292.49,297.8166666667,294.15,303.4833333333,301.6833333333,300.15
+10891,2018-09-24 00:00:00,1.6666666667,level_9,0.7,1,36,30.6666666667,80.6666666667,2,0,242.3333333333,1.3333333333,275.6666666667,0,1.3333333333,0,sp15,0,0,1021,0,0,0,0,800,800,1027,800,1020.6666666667,300.15,1024,297.4833333333,297.4833333333,567.3333333333,299.5433333333,83,297.4833333333,296.8166666667,298.8166666667,296.4833333333,291.15,292.04,296.15,293.15,299.15,296.9166666667,295.4833333333
+10892,2018-09-24 03:00:00,2.3333333333,level_6,0.3,0.6666666667,52,55,92,3,0,230,0.6666666667,192.3333333333,0,1,0,sp14,0,0,1020,0,0,0,0,800,800,1028,800,1019.6666666667,296.15,1024,296.4833333333,296.4833333333,466.6666666667,295.1366666667,84.6666666667,296.4833333333,295.15,296.15,294.8166666667,290.8166666667,291.2666666667,294.4833333333,291.8166666667,294.4833333333,295.39,294.8166666667
+10893,2018-09-24 06:00:00,2.6666666667,level_10,0,1,65.3333333333,56,75,1.6666666667,0,143.3333333333,1,152,0,1,0,sp14,0,0,1020,0,0,0,0,800,800,1028.6666666667,800,1019.3333333333,293.4833333333,1024.3333333333,295.8166666667,295.8166666667,300,293.28,81.3333333333,295.8166666667,295.15,293.4833333333,294.4833333333,289.15,289.7466666667,293.8166666667,290.4833333333,293.15,293.1566666667,292.8166666667
+10894,2018-09-24 09:00:00,2.3333333333,level_1,0.1,1,48,55,75,1,0,300,1.6666666667,80,0,2,0,sp15,0,0,1021.6666666667,0,0,0,0,800,801.6666666667,1030.6666666667,800,1021,296.8166666667,1025.6666666667,298.8166666667,298.8166666667,366.6666666667,295.2,59,298.8166666667,296.4833333333,295.15,296.15,288.15,288.5966666667,295.8166666667,289.15,294.15,294.0066666667,292.8166666667
+10895,2018-09-24 12:00:00,2.6666666667,level_4,0,3,25.3333333333,39.3333333333,75,3,0,140,1.6666666667,146.6666666667,0,2.6666666667,0,sp16,0,0,1022,0,0,0,0,800,467.6666666667,1031.6666666667,800,1021.6666666667,305.8166666667,1025.6666666667,302.4833333333,302.4833333333,803,305.41,53.3333333333,302.4833333333,298.8166666667,300.15,298.3166666667,289.15,289.89,297.8166666667,290.8166666667,305.15,299.7033333333,299.15
+10896,2018-09-24 15:00:00,1.6666666667,level_5,0,4.3333333333,18,24.6666666667,75,3,0,130,4,136.6666666667,0,3.3333333333,0,sp12,0,0,1020.3333333333,0,0,0,0,800,801.3333333333,1030.6666666667,800,1020.3333333333,310.15,1023.3333333333,302.15,302.15,803,309.9466666667,59.3333333333,302.15,299.4833333333,305.4833333333,298.65,291.15,291.4466666667,297.8166666667,291.8166666667,309.8166666667,304.1166666667,302.15
+10897,2018-09-24 18:00:00,1.6666666667,level_5,0,4.3333333333,18.6666666667,22,56.6666666667,2.6666666667,0,133.3333333333,4,153.3333333333,0,2.6666666667,0,sp10,0,0,1020.6666666667,0,0,0,0,800,803.3333333333,1030.3333333333,800,1020,310.4833333333,1021.3333333333,300.4833333333,300.4833333333,802.3333333333,310.0766666667,66.3333333333,300.4833333333,298.15,306.8166666667,297.8166666667,287.8166666667,288.8533333333,297.4833333333,290.15,309.8166666667,305.4666666667,303.15
+10898,2018-09-24 21:00:00,2,level_4,0,2,28.6666666667,34.3333333333,20,0.6666666667,0,146.6666666667,2.3333333333,153.3333333333,0,3,0.2,sp11,0,0,1022.3333333333,0,0,0,0,800,601,1031,800,1020.6666666667,304.8166666667,1022,299.15,299.15,801,304.28,74,299.15,296.8166666667,301.8166666667,296.65,283.8166666667,285.0066666667,296.4833333333,286.4833333333,303.8166666667,300.7933333333,299.15
+10899,2018-09-25 00:00:00,1.3333333333,level_7,0,1.6666666667,42.6666666667,43,6.6666666667,1.3333333333,0,113.3333333333,1.6666666667,43.3333333333,0,1.3333333333,0.1,sp13,0,0,1023,0,0,0,0,800,701.3333333333,1030.6666666667,800,,299.4833333333,1023,297.4833333333,297.4833333333,800.3333333333,298.07,81.6666666667,297.4833333333,295.4833333333,297.15,294.9833333333,282.4833333333,283.2266666667,294.4833333333,284.15,297.15,296.58,296.15
+10900,2018-09-25 03:00:00,1.3333333333,level_10,0,2,56,40.6666666667,13.3333333333,1.6666666667,0,100,0.3333333333,10,0,1.3333333333,0,sp13,0,0,1023.6666666667,0,0,0,0,800,801.3333333333,1029.6666666667,800,,296.15,1023,296.15,296.15,800.6666666667,295.14,83,296.15,294.4833333333,293.15,293.65,280.4833333333,281.97,292.8166666667,283.8166666667,294.4833333333,292.2,291.4833333333
+10901,2018-09-25 06:00:00,1.6666666667,level_2,0,4,58.6666666667,44,20,1,0,103.3333333333,5,24.6666666667,0,1.3333333333,0,sp13,0,0,1024.3333333333,0,0,0,0,800,800.3333333333,1029,800,,294.8166666667,1023.3333333333,297.15,297.15,801,293.4,65.6666666667,297.15,292.15,291.15,291.4833333333,278.4833333333,280.4133333333,290.8166666667,282.8166666667,292.4833333333,290.0233333333,289.15
+10902,2018-09-25 09:00:00,1.3333333333,level_1,0,5.6666666667,52.3333333333,35.3333333333,20,2,0,106.6666666667,3.6666666667,142.6666666667,0,1.6666666667,0,sp14,0,0,1025.3333333333,0,0,0,0,800,801.3333333333,1029,800,,296.15,1024.6666666667,296.15,296.15,801,294.33,72,296.15,292.4833333333,292.8166666667,292.2966666667,281.8166666667,283.0066666667,292.15,284.4833333333,293.15,290.9933333333,289.15
+10903,2018-09-25 12:00:00,1.6666666667,level_2,0,6,25.6666666667,37.3333333333,45,1.6666666667,0,113.3333333333,0.6666666667,93.3333333333,0,1,0,sp15,0,0,1026,0,0,0,0,800,800.3333333333,1028.6666666667,800,,304.4833333333,1024.6666666667,296.15,296.15,802,303.9466666667,64,296.15,297.8166666667,298.4833333333,297.3166666667,289.15,289.7466666667,296.8166666667,290.4833333333,303.4833333333,297.1266666667,296.15
+10904,2018-09-25 15:00:00,1,level_2,0,5,19.6666666667,37.3333333333,75,2.3333333333,0,350,5,133.3333333333,0,1.3333333333,0,sp13,0,0,1025.3333333333,0,0,0,0,800,800.6666666667,1027.3333333333,800,,308.8166666667,1023,295.8166666667,295.8166666667,803,308.4833333333,65.3333333333,295.8166666667,298.4833333333,302.8166666667,298.15,291.4833333333,291.95,297.8166666667,292.4833333333,308.15,301.8633333333,299.8166666667
+10905,2018-09-25 18:00:00,1,level_2,0,4.3333333333,20.3333333333,27,20,1.6666666667,0,10,5,96.6666666667,20,1.3333333333,0,sp11,0,0,1025.3333333333,0,0,0,0,801,800.3333333333,1027,800,,308.8166666667,1021,295.4833333333,295.4833333333,801,308.6133333333,66.6666666667,295.4833333333,296.8166666667,304.8166666667,296.4833333333,290.8166666667,290.9666666667,296.15,291.15,308.4833333333,303.7966666667,301.15
+10906,2018-09-25 21:00:00,1,level_8,0,2.3333333333,40,44.6666666667,0,0.6666666667,0,10.3333333333,3,60,6.6666666667,3,0,sp13,0,0,1027.3333333333,0,0,0,0,800.3333333333,800,1027.6666666667,800,,303.8166666667,1022.3333333333,295.15,295.15,800,303.0066666667,66.6666666667,295.15,295.15,301.4833333333,294.8166666667,284.8166666667,285.71,294.4833333333,286.8166666667,302.4833333333,299.9933333333,298.4833333333
+10907,2018-09-26 00:00:00,5,level_10,0,1.6666666667,56.3333333333,65.6666666667,0,1.3333333333,0,106.6666666667,2.3333333333,40,0,2,0,sp15,0,0,1028.3333333333,0,0,0,0,800,802.6666666667,1028,800,,299.15,1024.3333333333,295.15,295.15,800,298.14,71.3333333333,295.15,295.15,296.4833333333,294.3166666667,281.15,282.4866666667,293.4833333333,284.15,297.4833333333,296.1966666667,295.8166666667
+10908,2018-09-26 03:00:00,1.6666666667,level_9,0,1.3333333333,69,67.3333333333,0,1,0,33.3333333333,2,56.6666666667,73.3333333333,1.3333333333,0,sp16,0,0,1029,0,0,0,0,803.3333333333,802,1026.6666666667,800,,297.15,1026,295.15,295.15,800,296.5433333333,73,295.15,294.8166666667,294.15,294.4833333333,279.15,281.38,294.15,284.15,296.15,293.39,292.8166666667
+10909,2018-09-26 06:00:00,3,level_10,0,2,69.6666666667,66.6666666667,0,1.3333333333,0,110,2,50,90,1.6666666667,0,sp16,0,0,1029.3333333333,0,0,0,0,804,802.3333333333,1025.3333333333,800,,297.4833333333,1026.3333333333,294.4833333333,294.4833333333,800,296.5666666667,79.6666666667,294.4833333333,294.15,294.15,293.65,279.8166666667,281.3066666667,293.15,283.15,295.15,293.7933333333,293.4833333333
+10910,2018-09-26 09:00:00,3.3333333333,level_5,0,3.6666666667,61.6666666667,72,0,1,0,63.3333333333,3.3333333333,63.3333333333,90,3.6666666667,0,sp17,0,0,1031,0,0,0,0,468,802,1025,800,,299.4833333333,1028.6666666667,295.8166666667,295.8166666667,800,298.8866666667,75,295.8166666667,294.8166666667,294.15,294.3166666667,286.4833333333,287.7033333333,293.8166666667,288.8166666667,298.15,292.8566666667,289.8166666667
+10911,2018-09-26 12:00:00,2.3333333333,level_1,0,4,37.6666666667,61.6666666667,0,4.6666666667,20,96.6666666667,3.6666666667,56.6666666667,90,3.3333333333,0,sp18,0,0,1032,0,0.3,0,0,709.6666666667,801,1025,801,,304.15,1029.6666666667,294.8166666667,294.8166666667,800,303.7466666667,83.3333333333,294.8166666667,297.15,296.8166666667,296.9833333333,295.15,297.2266666667,296.8166666667,299.8166666667,303.4833333333,295.2466666667,291.4833333333
+10912,2018-09-26 15:00:00,2.3333333333,level_2,0,7.6666666667,32.6666666667,49.3333333333,0,5.3333333333,13.3333333333,146.6666666667,4.3333333333,83.3333333333,85,3,0,sp17,0,0,1031,0,0,0,0,803.6666666667,801.6666666667,1023.6666666667,800.6666666667,,306.4833333333,1028.6666666667,298.15,298.15,800,306.0766666667,63.6666666667,298.15,297.15,299.4833333333,296.8166666667,298.4833333333,300.7833333333,296.4833333333,303.8166666667,305.8166666667,298.52,296.15
+10913,2018-09-26 18:00:00,1.6666666667,level_2,0,5.6666666667,33,45.3333333333,0,5,0,140,4.3333333333,103.3333333333,26.6666666667,2.6666666667,0,sp16,0,0,1031,0,0,0,0,801.3333333333,802.3333333333,1023,800,,306.4833333333,1028,297.4833333333,297.4833333333,800,305.6733333333,67.6666666667,297.4833333333,296.15,301.4833333333,295.4833333333,297.8166666667,300.1933333333,294.8166666667,303.15,305.15,299.7333333333,296.4833333333
+10914,2018-09-26 21:00:00,4.6666666667,level_1,0,3.6666666667,44.3333333333,56.3333333333,20,4,13.3333333333,116.6666666667,1.3333333333,53.3333333333,38.3333333333,4.6666666667,0.2,sp18,0,0,1031.6666666667,0,0,0,0,801.6666666667,601.3333333333,1024.3333333333,800.6666666667,,302.4833333333,1029.6666666667,296.4833333333,296.4833333333,801,301.6733333333,69,296.4833333333,294.4833333333,296.4833333333,293.65,292.8166666667,295.79,292.8166666667,299.4833333333,301.15,295.9166666667,294.4833333333
+10915,2018-09-27 00:00:00,3,level_10,0,2.3333333333,55.3333333333,64,6.6666666667,3.6666666667,6.6666666667,106.6666666667,1.3333333333,10,40,3,0.1,sp20,0,0,1032,0,0,0,0,802,700.6666666667,1025.6666666667,800.3333333333,,299.4833333333,1030.6666666667,294.4833333333,294.4833333333,800.3333333333,299.17,76,294.4833333333,292.8166666667,294.15,291.9833333333,291.15,294.0833333333,291.15,297.8166666667,298.8166666667,293.9233333333,293.4833333333
+10916,2018-09-27 03:00:00,0.3333333333,level_10,0,2.6666666667,66.3333333333,72.6666666667,0,4,0,110,1.3333333333,100,51.6666666667,3.3333333333,0,sp20,0,0,1031.3333333333,0,0,0,0,802.3333333333,800.3333333333,1025.6666666667,800,,297.4833333333,1031,293.15,293.15,800,297.4833333333,80.3333333333,293.15,290.15,291.8166666667,288.9833333333,287.15,291.3133333333,287.8166666667,296.4833333333,297.4833333333,291.2466666667,290.8166666667
+10917,2018-09-27 06:00:00,0.6666666667,level_10,0,2,74.6666666667,77,0,3.3333333333,6.6666666667,70,0.6666666667,206.6666666667,13.3333333333,4,0,sp19,0,0,1030,0,0,0,0,800.6666666667,800,1025,800.3333333333,,296.15,1030.6666666667,293.15,293.15,800,296.02,84,293.15,289.15,289.4833333333,287.4833333333,285.15,290.0533333333,285.8166666667,296.15,295.8166666667,289.2066666667,288.8166666667
+10918,2018-09-27 09:00:00,1,level_7,0,3,70.6666666667,67,0,2.6666666667,6.6666666667,80,1,130.6666666667,0,4.6666666667,0,sp20,0,0,1030,0,0,0,0,800,800.6666666667,1026,800.3333333333,,297.4833333333,1031,294.4833333333,294.4833333333,800,296.8733333333,82,294.4833333333,290.15,291.8166666667,289.15,288.15,292.16,288.15,297.15,296.4833333333,290.5233333333,289.15
+10919,2018-09-27 12:00:00,1,level_2,0,4.6666666667,49,48.6666666667,0,2.6666666667,13.3333333333,126.6666666667,0.6666666667,90,6.6666666667,4,0,sp20,0,0,1029.3333333333,0,0,0,0,800.3333333333,800,1025.6666666667,800.6666666667,,301.8166666667,1030.6666666667,297.4833333333,297.4833333333,800,301.8166666667,64.6666666667,297.4833333333,296.15,296.4833333333,295.8166666667,294.8166666667,298.1066666667,295.4833333333,302.15,301.8166666667,295.5233333333,294.15
+10920,2018-09-27 15:00:00,1.3333333333,level_3,0,3,38.3333333333,39.6666666667,0,3,13.3333333333,140,3.6666666667,116.6666666667,6.6666666667,4,0,sp18,0,0,1027.3333333333,0,0,0,0,800.3333333333,800,1024.3333333333,800.6666666667,,304.4833333333,1028,298.15,298.15,800,304.15,61,298.15,297.15,300.15,296.4833333333,299.4833333333,301.4833333333,295.8166666667,304.15,303.8166666667,298.9266666667,297.4833333333
+10921,2018-09-27 18:00:00,1.6666666667,level_5,0,2.6666666667,36,36,0,1.6666666667,0,200,2.6666666667,113.3333333333,6.6666666667,2.3333333333,0,sp16,0,0,1025.6666666667,0,0,0,0,800.3333333333,800,1024.3333333333,800,,304.15,1026,297.15,297.15,800,303.7466666667,64,297.15,296.15,301.4833333333,295.9833333333,298.8166666667,299.7066666667,295.8166666667,300.4833333333,303.4833333333,300.5033333333,298.8166666667
+10922,2018-09-27 21:00:00,0.3333333333,level_6,0,1,47.3333333333,46.3333333333,0,1.3333333333,0,66.6666666667,1.3333333333,236.6666666667,0,3,0,sp16,0,0,1025,0,0,0,0,800,802,1024,800,,300.15,1025,295.4833333333,295.4833333333,800,299.54,73,295.4833333333,293.4833333333,297.4833333333,292.8166666667,293.15,293.78,292.15,294.4833333333,299.15,296.2566666667,295.15
+10923,2018-09-28 00:00:00,1.6666666667,level_8,0,1.6666666667,55.3333333333,54.6666666667,0,1,2.6666666667,60,1.6666666667,274.6666666667,0,1.3333333333,0,sp17,0,0,1024,0,0,0,0,800,800.6666666667,1024,800,,297.8166666667,1025,292.4833333333,292.4833333333,800,297.6133333333,88,292.4833333333,291.8166666667,293.8166666667,290.9833333333,287.8166666667,289.3033333333,290.15,291.15,297.4833333333,293.4833333333,293.15
+10924,2018-09-28 03:00:00,0.3333333333,level_8,0,1.3333333333,71.6666666667,64.3333333333,0,0.3333333333,2.6666666667,41.3333333333,1,186.6666666667,0,0.6666666667,0,sp16,0,0,1022.6666666667,0,0,0,0,800,800,1023.6666666667,800,,295.4833333333,1024.3333333333,290.8166666667,290.8166666667,800,295.0766666667,91.3333333333,290.8166666667,290.8166666667,290.4833333333,289.15,284.4833333333,286.7133333333,287.4833333333,289.4833333333,294.8166666667,289.9133333333,289.4833333333
+10925,2018-09-28 06:00:00,1,level_6,0,0.6666666667,69.6666666667,75.3333333333,33.3333333333,1.6666666667,0,113.3333333333,1,280,0,1.3333333333,0,sp15,0,0,1021,0,0,0,0,800,800,1023,800,1021,294.15,1023,289.8166666667,289.8166666667,768,293.54,91.3333333333,289.8166666667,289.8166666667,288.4833333333,288.15,282.8166666667,285.4933333333,286.4833333333,288.8166666667,293.15,287.7833333333,287.15
+10926,2018-09-28 09:00:00,1,level_6,0,0.6666666667,69.6666666667,64.3333333333,38.3333333333,1.6666666667,0,176,2,299,0,2.3333333333,0,sp16,0,0,1021,0,0,0,0,800,800,1023,800,1021.6666666667,295.15,1023.3333333333,291.4833333333,291.4833333333,760.6666666667,293.9366666667,87.6666666667,291.4833333333,292.143,290.8196666667,292.143,285.8166666667,287.8966666667,292.143,290.4833333333,293.15,289.333,288.153
+10927,2018-09-28 12:00:00,1.6666666667,level_4,0,0.3333333333,47,46,0,2,6.6666666667,286.6666666667,2,123.3333333333,0,2.6666666667,0,sp15,0,0,1020.6666666667,0,0,0,0,800,800,1022.6666666667,800.3333333333,1020.6666666667,301.15,1023,298.8166666667,298.8166666667,800,300.34,56,298.8166666667,299.4833333333,297.8166666667,298.3166666667,295.8166666667,296.35,297.15,296.8166666667,299.8166666667,296.2233333333,295.15
+10928,2018-09-28 15:00:00,1.6666666667,level_3,0,2.3333333333,40,30.3333333333,13.3333333333,3.6666666667,20,293.3333333333,3,233.3333333333,0,3.3333333333,0,sp11,0,0,1017.6666666667,0,0,0,0,800,800,1021.6666666667,801,1019,303.4833333333,1021,300.15,300.15,800.6666666667,303.0766666667,34.3333333333,300.15,303.15,301.4833333333,300.9833333333,298.15,298.89,298.8166666667,299.4833333333,302.8166666667,300.87,300.15
+10929,2018-09-28 18:00:00,2,level_4,0,2.6666666667,35,28,38.3333333333,3.3333333333,0,316.6666666667,4,240,0,2,0,sp8,0,0,1016,0,0,0,0,800,800,1021,800,1017.6666666667,303.8166666667,1019,298.8166666667,298.8166666667,801.6666666667,303.2066666667,41,298.8166666667,301.4833333333,302.8166666667,299.8166666667,295.4833333333,296.02,298.15,296.4833333333,302.8166666667,301.5033333333,299.8166666667
+10930,2018-09-28 21:00:00,1.3333333333,level_8,0,1.6666666667,50.6666666667,36.6666666667,56.6666666667,1,0,203.3333333333,3.6666666667,276.6666666667,0,1.3333333333,0,sp8,0,0,1016.6666666667,0,0,0,0,800,800,1021.6666666667,800,1018,299.4833333333,1019,294.15,294.15,802.3333333333,299.4833333333,68.3333333333,294.15,297.8166666667,299.4833333333,297.41,291.15,291.7466666667,296.8166666667,292.4833333333,299.4833333333,297.4166666667,295.8166666667
+10931,2018-09-29 00:00:00,2,level_9,0,1.6666666667,59.3333333333,45.3333333333,30.3333333333,0.3333333333,0,110.6666666667,1.3333333333,290,0,2.6666666667,0,sp10,0,0,1017,0,0,0,0,800,800,1022,800,1018,297.8166666667,1019,290.4833333333,290.4833333333,801,296.6066666667,78.6666666667,290.4833333333,294.8166666667,292.4833333333,294.4833333333,287.4833333333,289.73,294.15,292.4833333333,295.8166666667,291.7233333333,291.15
+10932,2018-09-29 03:00:00,1,level_8,0,0.6666666667,74.6666666667,59,2.6666666667,0.3333333333,0,96.6666666667,1,91,0,1.6666666667,0,sp10,0,0,1016,0,0,0,0,800,800,1021,800,1016.6666666667,295.15,1019,289.15,289.15,800,293.9366666667,77,289.15,292.4833333333,290.15,291.8166666667,286.15,288.2266666667,291.15,291.15,293.15,289.72,289.15
+10933,2018-09-29 06:00:00,1.3333333333,level_9,0,2.3333333333,77,66.6666666667,16,1,0,100,0.6666666667,193.6666666667,0,1.3333333333,0,sp9,0,0,1015,0,0,0,0,800,800,1020,800,1016,293.15,1019,287.4833333333,287.4833333333,747.3333333333,291.9366666667,78.3333333333,287.4833333333,291.8166666667,287.8166666667,290.4833333333,284.4833333333,286.7266666667,289.15,289.4833333333,291.15,287.33,286.4833333333
+10934,2018-09-29 09:00:00,1,level_9,0,2,74,53,51.6666666667,1,0,33.3333333333,1,162,0,0.6666666667,0,sp11,0,0,1016,0,0,0,0,800,800,1021,800,1017,293.15,1019.6666666667,291.15,291.15,714.3333333333,292.54,60.6666666667,291.15,293.15,291.4833333333,292.65,285.4833333333,287.3333333333,292.15,289.8166666667,292.15,289.5566666667,287.8166666667
+10935,2018-09-29 12:00:00,1,level_7,0,2.3333333333,54.3333333333,29.6666666667,26.6666666667,1.3333333333,0,43.3333333333,0.6666666667,103.3333333333,0,0.6666666667,0,sp11,0,0,1016.3333333333,0,0,0,0,800,800.3333333333,1019.6666666667,800,1016.6666666667,299.4833333333,1019.3333333333,300.8166666667,300.8166666667,768,298.8766666667,30,300.8166666667,299.8166666667,298.15,299.15,292.4833333333,293.9566666667,298.4833333333,295.8166666667,298.4833333333,296.7166666667,295.4833333333
+10936,2018-09-29 15:00:00,1.6666666667,level_5,0,5.3333333333,38,23.3333333333,40,2.3333333333,0,236.6666666667,6,123.3333333333,0,1.3333333333,0,sp6,0,0,1016,0,0,0,0,800,801,1018.3333333333,800,1015.3333333333,303.15,1017.3333333333,301.8166666667,301.8166666667,802,302.7433333333,31.6666666667,301.8166666667,299.15,301.4833333333,298.9833333333,296.8166666667,296.8166666667,298.8166666667,296.8166666667,302.4833333333,301.0233333333,300.4833333333
+10937,2018-09-29 18:00:00,1.3333333333,level_5,0,4.3333333333,35,21.6666666667,20,3.3333333333,6.6666666667,316.6666666667,4,110,0,2.3333333333,0,sp5,0,0,1016.3333333333,0,0,0,0,800,801,1018,800.3333333333,1015,303.8166666667,1016,299.15,299.15,801,303.6133333333,55.3333333333,299.15,297.15,302.15,296.9833333333,293.8166666667,294.25,296.8166666667,294.8166666667,303.4833333333,301.81,300.8166666667
+10938,2018-09-29 21:00:00,1,level_1,0,0.6666666667,44.3333333333,30.3333333333,20,1.3333333333,0,190,1.6666666667,40,0,2.3333333333,0.2,sp5,0,0,1017.6666666667,0,0,0,0,800,600,1018.6666666667,800,1015.6666666667,300.15,1016.3333333333,296.4833333333,296.4833333333,801,299.7466666667,63,296.4833333333,295.8166666667,299.4833333333,295.3166666667,287.8166666667,288.7066666667,294.8166666667,289.8166666667,299.4833333333,296.84,294.8166666667
+10939,2018-09-30 00:00:00,1.6666666667,level_7,0,2,58,46.6666666667,6.6666666667,0.6666666667,0,0,1.6666666667,226.6666666667,0,2.3333333333,0.2,sp8,0,0,1018.6666666667,0,0,0,0,800,600.6666666667,1019,800,1017,297.4833333333,1017,293.4833333333,293.4833333333,800.3333333333,296.07,76,293.4833333333,295.15,292.8166666667,293.9833333333,283.4833333333,285.8633333333,292.8166666667,288.8166666667,295.15,292.0566666667,291.4833333333
+10940,2018-09-30 03:00:00,1,level_10,0,3,79.6666666667,56.6666666667,13.3333333333,0.6666666667,0,210,2.3333333333,104.6666666667,0,2.6666666667,0.3,sp8,0,0,1018,0,0,0,0,800,500,1019,800,1017,294.8166666667,1017,291.8166666667,291.8166666667,714.3333333333,294.41,78.6666666667,291.8166666667,292.8166666667,290.15,291.3166666667,282.4833333333,285.01,289.8166666667,288.15,294.15,289.58,289.15
+10941,2018-09-30 06:00:00,1.3333333333,level_10,0,2.6666666667,83,63.6666666667,90,0.6666666667,0,142.3333333333,1.6666666667,12,0,2.3333333333,0.1,sp9,0,0,1017,0,0,0,0,800,701.3333333333,1019.3333333333,800,1017,294.15,1017.6666666667,291.15,291.15,661,293.1366666667,75.3333333333,291.15,292.15,288.15,290.65,284.15,286.02,289.15,288.4833333333,292.4833333333,287.4266666667,286.8166666667
+10942,2018-09-30 09:00:00,1,level_10,0,3.3333333333,79.6666666667,52.3333333333,40,1,0,0,1,307,0,1,0,sp13,0,0,1017.6666666667,0,0,0,0,800,801.6666666667,1020.3333333333,800,1017.6666666667,294.8166666667,1019.3333333333,292.15,292.15,734.6666666667,293.6033333333,69.6666666667,292.15,294.15,291.4833333333,293.4833333333,283.8166666667,285.9,292.8166666667,288.4833333333,292.8166666667,289.2233333333,287.15
+10943,2018-09-30 12:00:00,1.3333333333,level_4,0,1,51,30,26.6666666667,2.3333333333,0,226.6666666667,3.6666666667,236.6666666667,0,1,0,sp13,0,0,1017.3333333333,0,0,0,0,800,801.6666666667,1021.3333333333,800,1017.6666666667,299.4833333333,1019.6666666667,298.15,298.15,801.3333333333,299.28,53.3333333333,298.15,298.8166666667,298.15,298.4833333333,289.15,290.9366666667,298.15,293.15,299.15,296.6533333333,295.4833333333
+10944,2018-09-30 15:00:00,1.3333333333,level_5,0,3.3333333333,35.3333333333,23.3333333333,20,3.3333333333,0,340,3.3333333333,190,0,2,0,sp10,0,0,1015.3333333333,0,0,0,0,800,801.6666666667,1021,800,1016,304.4833333333,1018.3333333333,299.15,299.15,801,303.6733333333,52.6666666667,299.15,300.8166666667,302.4833333333,299.4833333333,294.15,294.6033333333,298.15,295.15,303.15,301.9366666667,301.4833333333
+10945,2018-09-30 18:00:00,1.6666666667,level_5,0,2.6666666667,38.6666666667,25,20,3.6666666667,0,340,3.3333333333,180,0,3.3333333333,0,sp9,0,0,1015,0,0,0,0,800,801,1021.6666666667,800,1015,303.8166666667,1017,298.15,298.15,801,303.8166666667,59.6666666667,298.15,298.8166666667,302.8166666667,297.9833333333,290.8166666667,291.87,297.15,293.15,303.8166666667,301.74,299.4833333333
+10946,2018-09-30 21:00:00,2.3333333333,level_6,0,1.3333333333,51,33.3333333333,26.6666666667,2,13.3333333333,330,1.3333333333,36.6666666667,0,2,0,sp10,0,0,1016.6666666667,0,0,0,0,800,801,1023,800.6666666667,1016.3333333333,299.4833333333,1018,295.8166666667,295.8166666667,801.3333333333,298.8266666667,68.6666666667,295.8166666667,295.8166666667,299.4833333333,295.4833333333,285.4833333333,287.86,295.15,290.8166666667,297.8166666667,298.3266666667,296.8166666667
+10947,2018-10-01 00:00:00,1.6666666667,level_10,0,1.3333333333,67,30,53.3333333333,1.3333333333,0,213.3333333333,1,13.3333333333,0,2,0,sp12,0,0,1017.6666666667,0,0,0,0,800,800.6666666667,1024,800,1017,296.4833333333,1018.6666666667,292.4833333333,292.4833333333,802.3333333333,296.08,80.3333333333,292.4833333333,295.15,294.4833333333,294.9833333333,285.15,287.5266666667,294.8166666667,290.4833333333,295.8166666667,294.4833333333,294.4833333333
+10948,2018-10-01 03:00:00,2,level_9,0,1.3333333333,79.6666666667,25.3333333333,80.6666666667,1.3333333333,0,321,2.3333333333,39,0,2.3333333333,0,sp12,0,0,1016.3333333333,0,0,0,0,800,800,1024.3333333333,800,1016.6666666667,294.4833333333,1019.6666666667,291.15,291.15,803.3333333333,294.4833333333,84,291.15,293.4833333333,291.4833333333,293.15,285.8166666667,287.8966666667,292.8166666667,290.4833333333,294.4833333333,290.7233333333,290.15
+10949,2018-10-01 06:00:00,3,level_9,0,1,79,30.3333333333,75,1,0,116.6666666667,2.6666666667,108.6666666667,0,2.6666666667,0,sp11,0,0,1016,0,0,0,0,800,800,1025,800,1016,293.8166666667,1019.6666666667,290.4833333333,290.4833333333,803,293.8166666667,86,290.4833333333,292.4833333333,289.4833333333,292.0033333333,286.15,287.9433333333,291.4833333333,290.15,293.8166666667,288.77,288.15
+10950,2018-10-01 09:00:00,2.6666666667,level_6,0,2,68.3333333333,33,75,1.6666666667,6.6666666667,223.3333333333,1,156.6666666667,0,0,0,sp13,0,0,1017.6666666667,0,0,0,0,800,801.3333333333,1026.3333333333,800.3333333333,1017.6666666667,294.15,1022,293.15,293.15,803,293.5433333333,62.6666666667,293.15,292.15,289.4833333333,291.65,286.8166666667,288.45,291.15,290.4833333333,293.15,288.26,286.4833333333
+10951,2018-10-01 12:00:00,2.6666666667,level_2,0,1.6666666667,51,30,75,4,0,150,3.3333333333,243.3333333333,0,1.3333333333,0,sp13,0,0,1017,0,0,0,0,800,801.3333333333,1027.6666666667,800,1017.6666666667,300.15,1022.6666666667,299.15,299.15,803,299.1366666667,32,299.15,295.8166666667,294.15,295.65,288.4833333333,289.8333333333,295.4833333333,291.4833333333,298.4833333333,292.9266666667,292.15
+10952,2018-10-01 15:00:00,2.3333333333,level_5,0,4.3333333333,36,22.3333333333,75,4.3333333333,6.6666666667,33.3333333333,3.6666666667,230,0,2,0,sp9,0,0,1015.3333333333,0,0,0,0,800,801,1027.6666666667,800.3333333333,1016.6666666667,305.15,1021.3333333333,298.8166666667,298.8166666667,803,304.1333333333,42,298.8166666667,298.15,298.4833333333,296.9833333333,288.8166666667,289.8533333333,295.8166666667,291.15,303.4833333333,297.74,297.15
+10953,2018-10-01 18:00:00,2,level_6,0,3,43.6666666667,20.3333333333,75,3.3333333333,20,50,4,153.3333333333,0,4.3333333333,0,sp6,0,0,1015.3333333333,0,0,0,0,800,801.3333333333,1028,801,1016,304.4833333333,1020,297.15,297.15,803,304.3533333333,48,297.15,296.15,298.8166666667,295.65,286.8166666667,288.5333333333,295.15,290.8166666667,304.15,298.6166666667,298.15
+10954,2018-10-01 21:00:00,1.6666666667,level_6,0,1,65.6666666667,25.3333333333,75,1,13.3333333333,46.6666666667,1.6666666667,40,0,3.6666666667,0,sp9,0,0,1017.6666666667,0,0,0,0,800,800,1028.6666666667,800.6666666667,1017.3333333333,298.4833333333,1021,294.15,294.15,803,298.4833333333,62.6666666667,294.15,294.15,294.15,293.3166666667,284.15,286.3766666667,292.4833333333,289.15,298.4833333333,293.4333333333,291.8166666667
+10955,2018-10-02 00:00:00,2.6666666667,level_6,0,2.3333333333,83,39.6666666667,45,1,0,36.6666666667,2,253.3333333333,0,2,0,sp12,0,0,1018,0,0,0,0,800,800,1029,800,1019,295.8166666667,1022.6666666667,292.4833333333,292.4833333333,802,295.6133333333,57.3333333333,292.4833333333,292.15,290.15,290.4833333333,283.8166666667,285.6,288.8166666667,287.8166666667,295.4833333333,289.5066666667,289.15
+10956,2018-10-02 03:00:00,2,level_10,0,3,86.3333333333,50,20,0.6666666667,38.3333333333,80,1,186.6666666667,0,1.3333333333,0,sp12,0,0,1018,0,0,0,0,800,800,1029,801.6666666667,1019,294.15,1023,289.4833333333,289.4833333333,801,293.14,55,289.4833333333,290.15,286.15,288.65,281.15,282.19,287.15,283.4833333333,292.4833333333,285.8633333333,285.4833333333
+10957,2018-10-02 06:00:00,3.3333333333,level_8,0,2.3333333333,88,57,38.3333333333,1.3333333333,38.3333333333,110,1.3333333333,171.3333333333,0,1.6666666667,0,sp12,0,0,1018.6666666667,0,0,0,0,800,800,1028,801.6666666667,1019.3333333333,293.15,1022.3333333333,287.15,287.15,801.6666666667,291.53,61,287.15,288.4833333333,283.15,286.65,278.8166666667,280.09,284.8166666667,281.8166666667,290.4833333333,282.7133333333,282.15
+10958,2018-10-02 09:00:00,2.6666666667,level_9,0,2,59.3333333333,45.6666666667,40,1.6666666667,0,120,2.6666666667,180,0,2.6666666667,0,sp14,0,0,1020.3333333333,0,0,0,0,800,800,1029.3333333333,800,1021,293.8166666667,1023.6666666667,289.4833333333,289.4833333333,802,291.9933333333,44.6666666667,289.4833333333,289.4833333333,286.8166666667,288.65,279.4833333333,281.7466666667,287.8166666667,284.8166666667,290.8166666667,284.75,283.15
+10959,2018-10-02 12:00:00,2,level_2,0,1.3333333333,18.3333333333,19.6666666667,33.3333333333,2,0,53.3333333333,6,256.6666666667,0,4.6666666667,0,sp15,0,0,1020.3333333333,0,0,0,0,800,800,1029.6666666667,800,1021.6666666667,300.8166666667,1024.6666666667,296.15,296.15,801.6666666667,299.6033333333,30,296.15,294.8166666667,292.8166666667,294.3166666667,287.8166666667,289.4633333333,293.8166666667,291.4833333333,298.8166666667,291.4566666667,289.8166666667
+10960,2018-10-02 15:00:00,2.3333333333,level_3,0,2,20.6666666667,11,20,3.6666666667,0,46.6666666667,4,256.6666666667,0,2,0,sp13,0,0,1019,0,0,0,0,800,800,1028.3333333333,800,1020,304.8166666667,1023,298.4833333333,298.4833333333,801,304.41,26,298.4833333333,298.8166666667,299.15,297.15,290.15,291.52,295.4833333333,293.15,304.15,297.31,294.8166666667
+10961,2018-10-02 18:00:00,2,level_5,0,3.3333333333,13.3333333333,12.6666666667,0,3.3333333333,0,63.3333333333,3.3333333333,213.3333333333,0,1.6666666667,0,sp10,0,0,1019,0,0,0,0,800,800,1028,800,1019.3333333333,306.15,1022,296.8166666667,296.8166666667,800,305.7433333333,39.6666666667,296.8166666667,297.4833333333,299.4833333333,296.65,288.15,289.3266666667,295.8166666667,290.8166666667,305.4833333333,299.0133333333,298.15
+10962,2018-10-02 21:00:00,1.3333333333,level_6,0,1,37.3333333333,22.6666666667,0,1,0,96.6666666667,1.6666666667,190.6666666667,0,3,0,sp13,0,0,1020.6666666667,0,0,0,0,800,800,1029.3333333333,800,1020.6666666667,300.4833333333,1022.6666666667,292.8166666667,292.8166666667,800,299.7466666667,60,292.8166666667,293.8166666667,294.8166666667,292.8166666667,282.8166666667,284.45,291.8166666667,286.4833333333,299.15,293.5466666667,292.15
+10963,2018-10-03 00:00:00,2.6666666667,level_9,0,1.3333333333,61.6666666667,32,0,1.6666666667,0,113.3333333333,1.3333333333,280,0,2,0,sp15,0,0,1021,0,0,0,0,800,800,1030,800,,295.15,1023.6666666667,289.4833333333,289.4833333333,800,294.9466666667,75.3333333333,289.4833333333,290.15,292.15,288.65,280.8166666667,282.0066666667,287.15,283.4833333333,294.8166666667,291.58,291.15
+10964,2018-10-03 03:00:00,2.3333333333,level_10,0,1.6666666667,75.3333333333,39.6666666667,0,1.6666666667,0,100,1.3333333333,175.6666666667,0,1,0,sp16,0,0,1021.3333333333,0,0,0,0,800,800,1029,800,1021.6666666667,292.15,1024,287.8166666667,287.8166666667,800,291.5533333333,78.6666666667,287.8166666667,289.4833333333,289.15,287.8166666667,279.4833333333,280.82,286.15,282.4833333333,290.8166666667,288.1466666667,286.8166666667
+10965,2018-10-03 06:00:00,1.3333333333,level_10,0,1,52,45.6666666667,13.3333333333,1.3333333333,20,100,1.3333333333,102,0,2,0,sp16,0,0,1021,0,0,0,0,800,800,1028.6666666667,801,1021.3333333333,290.4833333333,1023.3333333333,287.15,287.15,800.6666666667,289.6733333333,72.6666666667,287.15,289.15,286.8166666667,287.15,277.15,279.3966666667,285.15,282.15,289.15,286.14,285.15
+10966,2018-10-03 09:00:00,1.3333333333,level_9,0,2.6666666667,61.6666666667,41.6666666667,0,1.3333333333,0,40,0.6666666667,46.6666666667,0,1.3333333333,0,sp16,0,0,1021.6666666667,0,0,0,0,800,800,1029,800,,290.8166666667,1024.6666666667,290.8166666667,290.8166666667,800,290.0066666667,44.3333333333,290.8166666667,290.8166666667,290.8166666667,289.9833333333,280.8166666667,282.2233333333,289.15,284.15,289.4833333333,288.4166666667,286.8166666667
+10967,2018-10-03 12:00:00,1.6666666667,level_4,0,0.6666666667,46.3333333333,26,0,1.3333333333,0,0,1.6666666667,170,0,3.3333333333,0,sp17,0,0,1022,0,0,0,0,800,800,1028,800,,299.15,1025,298.15,298.15,800,298.54,25,298.15,297.4833333333,295.8166666667,297.15,291.4833333333,292.09,296.8166666667,292.8166666667,298.15,294.9166666667,293.8166666667
+10968,2018-10-03 15:00:00,1.3333333333,level_3,0,2.6666666667,26.3333333333,15.3333333333,0,3.3333333333,0,46.6666666667,4.6666666667,166.6666666667,0,2.3333333333,0,sp15,0,0,1020.3333333333,0,0,0,0,800,800,1026.3333333333,800,1021,303.8166666667,1023,300.4833333333,300.4833333333,800,303.41,22.3333333333,300.4833333333,299.15,300.15,298.15,294.8166666667,295.4233333333,297.15,296.15,303.15,299.1366666667,298.15
+10969,2018-10-03 18:00:00,1,level_5,0,3,21.6666666667,24,0,2.6666666667,0,30,3.6666666667,180,0,2.3333333333,0,sp13,0,0,1020.3333333333,0,0,0,0,800,800,1025.3333333333,800,1020,304.8166666667,1022,298.4833333333,298.4833333333,800,304.6133333333,31,298.4833333333,296.8166666667,302.15,296.3166666667,293.4833333333,293.6666666667,295.8166666667,293.8166666667,304.4833333333,300.28,298.15
+10970,2018-10-03 21:00:00,0.6666666667,level_6,0,1.3333333333,42.3333333333,28.3333333333,0,1.6666666667,0,50,1.6666666667,193.3333333333,0,1.6666666667,0,sp14,0,0,1021,0,0,0,0,800,800,1025.6666666667,800,1020.6666666667,299.4833333333,1021.6666666667,294.4833333333,294.4833333333,800,299.4833333333,55,294.4833333333,293.8166666667,295.15,292.9833333333,286.8166666667,287.43,292.15,288.15,299.4833333333,293.66,292.4833333333
+10971,2018-10-04 00:00:00,1.3333333333,level_10,0,1.3333333333,52,36.6666666667,5.3333333333,1,0,90,4,279.6666666667,0,1.6666666667,0,sp15,0,0,1021,0,0,0,0,800,800,1025.6666666667,800,1021,296.8166666667,1022,291.15,291.15,800,296.8166666667,64.6666666667,291.15,291.4833333333,292.15,290.4833333333,284.8166666667,285.1166666667,289.4833333333,285.4833333333,296.8166666667,291.2466666667,290.4833333333
+10972,2018-10-04 03:00:00,1.6666666667,level_9,0,1.6666666667,70.6666666667,47.3333333333,2.6666666667,0.6666666667,0,0,1,183.3333333333,0,1,0,sp14,0,0,1020.6666666667,0,0,0,0,800,800,1024,800,1020.3333333333,292.4833333333,1021.3333333333,289.15,289.15,800,292.4833333333,70.3333333333,289.15,290.8166666667,288.4833333333,288.8166666667,281.8166666667,283.8633333333,286.8166666667,286.15,292.4833333333,287.9133333333,287.4833333333
+10973,2018-10-04 06:00:00,0.6666666667,level_10,0,2,72,56.6666666667,0,1.3333333333,0,100,1.3333333333,273.3333333333,0,1,0,sp13,0,0,1020,0,0,0,0,800,800,1023,800,1019.6666666667,290.4833333333,1020,289.15,289.15,800,290.4833333333,63,289.15,289.15,285.8166666667,287.3166666667,278.8166666667,280.98,285.4833333333,283.8166666667,290.4833333333,284.95,284.15
+10974,2018-10-04 09:00:00,1,level_9,0,1.6666666667,59.6666666667,47,6.6666666667,1.3333333333,0,120,1.6666666667,108,0,2.3333333333,0,sp15,0,0,1021.3333333333,0,0,0,0,800,800,1022,800,1020.6666666667,291.4833333333,1021.3333333333,290.4833333333,290.4833333333,727.6666666667,291.4833333333,63.3333333333,290.4833333333,290.8166666667,289.8166666667,289.9833333333,280.4833333333,282.73,289.15,285.4833333333,291.4833333333,286.9333333333,284.15
+10975,2018-10-04 12:00:00,1.3333333333,level_2,0,1.3333333333,34.3333333333,31.3333333333,0,1.6666666667,0,83.3333333333,1.6666666667,101.3333333333,0,2,0,sp14,0,0,1021.6666666667,0,0,0,0,800,800,1021,800,1020.6666666667,299.8166666667,1021.6666666667,297.4833333333,297.4833333333,734,299.8166666667,53.3333333333,297.4833333333,297.15,295.8166666667,296.65,288.15,290.7266666667,296.15,294.15,299.8166666667,294.7266666667,293.4833333333
+10976,2018-10-04 15:00:00,2,level_4,0,3.6666666667,19.3333333333,23,0,2,0,100,2.3333333333,173.3333333333,0,1,0,sp12,0,0,1020,0,0,0,0,800,800,1018.3333333333,800,1019.3333333333,304.4833333333,1019.3333333333,298.4833333333,298.4833333333,800,304.28,50,298.4833333333,299.4833333333,300.4833333333,298.15,296.8166666667,297.4166666667,296.8166666667,298.15,304.15,299.39,297.8166666667
+10977,2018-10-04 18:00:00,2,level_4,0,4,17.6666666667,19.3333333333,0,2.6666666667,0,296.6666666667,4,120,0,2,0,sp8,0,0,1020,0,0,0,0,800,800,1017,800,1019,305.4833333333,1018,297.4833333333,297.4833333333,800,305.28,59,297.4833333333,296.15,301.8166666667,295.8166666667,294.8166666667,296.48,295.4833333333,297.8166666667,305.15,300.57,298.4833333333
+10978,2018-10-04 21:00:00,1,level_2,0,1,26.3333333333,29,0,1,0,164,0.6666666667,153.3333333333,0,2.6666666667,0,sp9,0,0,1020.6666666667,0,0,0,0,800,800,1017.6666666667,800,1019.6666666667,299.8166666667,1018,295.4833333333,295.4833333333,800,299.0066666667,71.6666666667,295.4833333333,294.4833333333,295.8166666667,292.9833333333,288.15,289.0766666667,291.4833333333,290.15,298.4833333333,294.6366666667,292.8166666667
+10979,2018-10-05 00:00:00,2,level_10,0,1.6666666667,45,43.6666666667,0,1.6666666667,0,103.3333333333,1.6666666667,103.3333333333,0,1.3333333333,0,sp12,0,0,1021,0,0,0,0,800,800.6666666667,1017.3333333333,800,1020.3333333333,294.15,1019,292.4833333333,292.4833333333,800,293.14,80.3333333333,292.4833333333,292.15,289.8166666667,290.9833333333,282.15,284.3766666667,289.8166666667,287.15,292.4833333333,288.8666666667,288.15
+10980,2018-10-05 03:00:00,1.6666666667,level_10,0,1.3333333333,56.3333333333,51.3333333333,0,1.6666666667,0,70,2,290,0,0.6666666667,0,sp10,0,0,1020.6666666667,0,0,0,0,800,800.3333333333,1016,800,1019.6666666667,291.4833333333,1019,291.15,291.15,800,290.6733333333,82,291.15,291.15,286.8166666667,288.9833333333,279.8166666667,282.4966666667,286.8166666667,285.8166666667,290.15,286.6266666667,286.4833333333
+10981,2018-10-05 06:00:00,1,level_9,0,1.6666666667,59,56.6666666667,0,1,0,126,1,276.6666666667,0,0.6666666667,0,sp9,0,0,1019.3333333333,0,0,0,0,800,800,1015,800,1019,289.4833333333,1019,290.8166666667,290.8166666667,800,288.0633333333,84,290.8166666667,289.4833333333,286.15,287.65,278.4833333333,281.63,285.8166666667,285.4833333333,287.15,285.18,284.4833333333
+10982,2018-10-05 09:00:00,1.3333333333,level_10,0,2.3333333333,45.3333333333,57.3333333333,6.6666666667,1,0,136,3,33.3333333333,0,2,0,sp10,0,0,1019.6666666667,0,0,0,0,800,800,1016.6666666667,800,1019,292.8166666667,1019.6666666667,292.4833333333,292.4833333333,800.3333333333,289.78,72.3333333333,292.4833333333,291.15,289.4833333333,290.4833333333,283.8166666667,287.31,289.8166666667,291.4833333333,287.8166666667,287.1933333333,285.15
+10983,2018-10-05 12:00:00,1.3333333333,level_2,0,1.3333333333,29.3333333333,49,0,2.6666666667,0,203.3333333333,0.6666666667,86.6666666667,0,3,0,sp10,0,0,1019.3333333333,0,0,0,0,800,800.3333333333,1015.3333333333,800,1018.6666666667,300.15,1019.3333333333,297.4833333333,297.4833333333,800,299.54,58,297.4833333333,297.15,294.4833333333,296.8166666667,294.4833333333,297.0066666667,296.4833333333,300.15,299.15,293.7366666667,292.8166666667
+10984,2018-10-05 15:00:00,2,level_4,0,2.3333333333,19,28.6666666667,0,4.3333333333,0,296.6666666667,4,120,0,1.3333333333,0,sp6,0,0,1017.3333333333,0,0,0,0,800,801,1014,800,1017,305.15,1017.3333333333,298.15,298.15,800,304.9466666667,55.6666666667,298.15,297.8166666667,299.8166666667,297.15,297.15,298.16,296.4833333333,299.15,304.8166666667,298.73,296.8166666667
+10985,2018-10-05 18:00:00,2.3333333333,level_4,0,3.6666666667,18.6666666667,23.6666666667,0,3,20,293.3333333333,4,116.6666666667,0,2.6666666667,0,sp4,0,0,1017,0,0,0,0,800,800.6666666667,1014,801,1016,304.8166666667,1016,297.15,297.15,800,304.8166666667,62,297.15,296.4833333333,301.15,295.9833333333,295.8166666667,296.74,295.4833333333,297.4833333333,304.8166666667,300.1333333333,297.8166666667
+10986,2018-10-05 21:00:00,0.3333333333,level_1,0,1,34.3333333333,34.3333333333,0,1.3333333333,6.6666666667,130,1.3333333333,190,0,2.3333333333,0,sp6,0,0,1018,0,0,0,0,800,800,1015,800.3333333333,1017.3333333333,298.8166666667,1016,295.15,295.15,800,298.6133333333,73,295.15,295.15,296.4833333333,293.8166666667,289.15,289.82,292.4833333333,290.4833333333,298.4833333333,294.4966666667,292.8166666667
+10987,2018-10-06 00:00:00,0.6666666667,level_7,0,1.6666666667,51.6666666667,49,0,0.6666666667,0,33.3333333333,1,186.6666666667,0,1.3333333333,0,sp8,0,0,1018,0,0,0,0,800,800,1015,800,1018,294.15,1017,293.15,293.15,800,293.14,80.3333333333,293.15,292.4833333333,289.4833333333,291.3166666667,283.8166666667,285.0033333333,290.15,286.4833333333,292.4833333333,288.9133333333,288.4833333333
+10988,2018-10-06 03:00:00,1.3333333333,level_9,0,1,59,58,5.3333333333,1,0,73.3333333333,0.3333333333,0,0,1.3333333333,0,sp8,0,0,1017.3333333333,0,0,0,0,800,800,1014.3333333333,800,1017,291.8166666667,1017,291.15,291.15,800,290.6033333333,89.6666666667,291.15,291.15,286.4833333333,289.8166666667,280.4833333333,282.2633333333,288.4833333333,284.4833333333,289.8166666667,285.7233333333,285.15
+10989,2018-10-06 06:00:00,0.6666666667,level_9,0,1.6666666667,59,63.3333333333,13.3333333333,0.6666666667,0,131.3333333333,1.3333333333,301.3333333333,0,2.3333333333,0,sp7,0,0,1016,0,0,0,0,800,800,1013.6666666667,800,1016,290.4833333333,1017.3333333333,289.4833333333,289.4833333333,800.6666666667,288.0533333333,93,289.4833333333,290.4833333333,285.15,288.8166666667,279.8166666667,281.5966666667,287.15,283.8166666667,286.4833333333,284.29,283.4833333333
+10990,2018-10-06 09:00:00,1,level_4,0,0.6666666667,58.3333333333,52.6666666667,20,0.6666666667,0,182,0.6666666667,226.6666666667,0,2.3333333333,0,sp10,0,0,1017,0,0,0,0,800,802.3333333333,1014.6666666667,800,1016.6666666667,291.8166666667,1018.6666666667,291.4833333333,291.4833333333,801,288.9833333333,83,291.4833333333,292.15,289.15,290.8166666667,284.15,285.11,289.4833333333,286.15,287.15,286.7033333333,284.4833333333
+10991,2018-10-06 12:00:00,1.3333333333,level_6,0,1,38,35.6666666667,6.6666666667,4,0,220,1,194.6666666667,0,2,0,sp11,0,0,1016.6666666667,0,0,0,0,800,802.3333333333,1015,800,1016,299.4833333333,1018.6666666667,297.4833333333,297.4833333333,800.3333333333,298.6733333333,61.6666666667,297.4833333333,296.8166666667,296.15,295.9833333333,293.15,293.67,295.15,294.15,298.15,294.46,293.15
+10992,2018-10-06 15:00:00,4.3333333333,level_3,0,3.6666666667,24.3333333333,23.6666666667,38.3333333333,7.3333333333,0,330,3,183.3333333333,0,0.6666666667,0,sp7,0,0,1014.3333333333,0,0,0,0,800,802,1015,800,1013.3333333333,303.8166666667,1016,299.8166666667,299.8166666667,801.6666666667,303.8166666667,57.3333333333,299.8166666667,298.15,301.15,297.65,293.15,293.4866666667,297.15,293.8166666667,303.8166666667,299.8466666667,297.15
+10993,2018-10-06 18:00:00,6.3333333333,level_3,0.1,3.3333333333,24.3333333333,22.6666666667,75,5.3333333333,0,300,4,186.6666666667,0,4,0,sp6,0,0,1013,0,0,0,0,800,801,1017,800,1012,304.4833333333,1015,298.8166666667,298.8166666667,702,304.2233333333,62.3333333333,298.8166666667,296.4833333333,300.8166666667,296.3166666667,286.8166666667,287.86,296.15,289.15,303.8166666667,299.7333333333,296.8166666667
+10994,2018-10-06 21:00:00,5,level_9,0.1,1.3333333333,45.3333333333,27.3333333333,75,4.3333333333,0,293.3333333333,3,234.3333333333,0,2.3333333333,0,sp8,0,0,1013.6666666667,0,0,0,0,800,800.6666666667,1018.6666666667,800,1012.6666666667,299.15,1015.3333333333,294.8166666667,294.8166666667,702,299.15,74.3333333333,294.8166666667,295.15,298.15,294.15,284.15,286.23,293.15,288.8166666667,299.15,296.66,294.4833333333
+10995,2018-10-07 00:00:00,1.6666666667,level_9,0.2,2,64,39,91.6666666667,4,0,300,1.6666666667,193.3333333333,0,3,0.2,sp10,0,0,1012.6666666667,0,0,0,0,800,600.6666666667,1020,800,1012.6666666667,295.4833333333,1016,292.4833333333,292.4833333333,601,294.6733333333,82,292.4833333333,295.8166666667,292.8166666667,293.9833333333,283.4833333333,285.4133333333,292.15,287.8166666667,294.15,292.1033333333,291.4833333333
+10996,2018-10-07 03:00:00,1.3333333333,level_9,0.3,3.6666666667,82.6666666667,50,94.6666666667,2.6666666667,6.6666666667,290,1.6666666667,293.3333333333,0,2.3333333333,0.2,sp8,0,0,1011.6666666667,0,0,0,0,800,600.3333333333,1020,800.3333333333,1011.6666666667,294.15,1017,291.8166666667,291.8166666667,500,293.34,76,291.8166666667,294.8166666667,288.8166666667,293.3166666667,283.4833333333,284.3766666667,291.8166666667,285.4833333333,292.8166666667,288.6266666667,288.4833333333
+10997,2018-10-07 06:00:00,1.3333333333,level_4,0.3,1.6666666667,94,50.6666666667,75,1.3333333333,90,286.6666666667,2.6666666667,203.3333333333,0,2.3333333333,0,sp8,0,0,1011.6666666667,0,0,0,0,800,800.6666666667,1020,721,1012,293.15,1017.6666666667,291.8166666667,291.8166666667,500,292.1366666667,60,291.8166666667,292.8166666667,286.4833333333,292.3166666667,282.4833333333,283.6733333333,291.8166666667,285.15,291.4833333333,286.2366666667,286.15
+10998,2018-10-07 09:00:00,3,level_9,0.1,2.3333333333,94.3333333333,44.6666666667,40,1,68.3333333333,180,1.6666666667,123.3333333333,0,0.6666666667,0.1,sp10,0,0,1014.3333333333,0,0,0,0,800,701.3333333333,1020.6666666667,714.3333333333,1014.3333333333,292.8166666667,1018.6666666667,291.8166666667,291.8166666667,701.3333333333,291.6033333333,64,291.8166666667,290.8166666667,286.4833333333,290.3166666667,282.4833333333,283.97,289.8166666667,285.8166666667,290.8166666667,284.9433333333,282.8166666667
+10999,2018-10-07 12:00:00,3.3333333333,level_10,0.1,2.6666666667,61.6666666667,36.6666666667,56.6666666667,2.6666666667,6.6666666667,296.6666666667,3,203.3333333333,0,1,0.1,sp10,0,0,1015,0,0,0,0,800,701,1022,800.3333333333,1015.3333333333,298.15,1020,297.15,297.15,702,297.7433333333,36.6666666667,297.15,292.4833333333,289.4833333333,291.65,284.4833333333,286.2666666667,290.8166666667,288.4833333333,297.4833333333,288.7266666667,287.15
+11000,2018-10-07 15:00:00,1.6666666667,level_5,0,4,29.3333333333,28.3333333333,75,4.6666666667,0,296.6666666667,3.3333333333,196.6666666667,0,3,0,sp6,0,0,1014.3333333333,0,0,0,0,800,801.3333333333,1021,800,1014.3333333333,303.15,1018.6666666667,296.8166666667,296.8166666667,803,302.7433333333,38.6666666667,296.8166666667,294.8166666667,292.8166666667,293.8166666667,284.4833333333,286.12,292.8166666667,288.15,302.4833333333,292.0666666667,290.8166666667
+11001,2018-10-07 18:00:00,2.3333333333,level_4,0.3,4.6666666667,21.6666666667,30,75,4.3333333333,0,306.6666666667,3.6666666667,140,0,5.3333333333,0,sp4,0,0,1015,0,0,0,0,800,605.3333333333,1022,800,1015,303.4833333333,1018,295.8166666667,295.8166666667,533.5,303.28,40,295.8166666667,292.8166666667,292.8166666667,292.8166666667,283.8166666667,284.8566666667,292.8166666667,286.15,303.15,291.8766666667,290.4833333333
+11002,2018-10-07 21:00:00,2.6666666667,level_3,0.5,2.3333333333,41,40.3333333333,75,4.6666666667,0,310,2.6666666667,20,0,4,0.1,sp6,0,0,1017.3333333333,0,0,0,0,800,504.6666666667,1022,800,1016.6666666667,297.8166666667,1019.3333333333,294.15,294.15,400.1666666667,297.41,40,294.15,290.4833333333,288.8166666667,289.65,282.8166666667,284.5766666667,288.8166666667,286.8166666667,297.15,287.7033333333,285.8166666667
+11003,2018-10-08 00:00:00,2.3333333333,level_10,0,4,70,50.3333333333,86.3333333333,4.6666666667,0,326.6666666667,1.3333333333,173,0,1.3333333333,0.3,sp8,0,0,1017,0,0,0,0,800,451.8333333333,1021.3333333333,800,1017,293.4833333333,1020,292.15,292.15,500.5,293.02,41.3333333333,292.15,288.8166666667,285.4833333333,288.3166666667,283.4833333333,285.5633333333,287.8166666667,288.15,292.4833333333,284.9133333333,284.4833333333
+11004,2018-10-08 03:00:00,0.6666666667,level_10,0.3,1.6666666667,89.6666666667,59.6666666667,92,2.3333333333,0,296.6666666667,1,16.3333333333,0,1,0.1,sp6,0,0,1016.3333333333,0,0,0,0,800,700,1020.3333333333,800,1016.6666666667,290.8166666667,1019.3333333333,289.4833333333,289.4833333333,400,290.21,50.3333333333,289.4833333333,288.15,283.4833333333,287.9833333333,283.8166666667,285.3033333333,287.8166666667,287.15,289.8166666667,282.9133333333,282.4833333333
+11005,2018-10-08 06:00:00,1.3333333333,level_9,0.2,2,86,70.3333333333,75,2.6666666667,31.6666666667,313.3333333333,2,110.6666666667,0,0.6666666667,0,sp5,0,0,1016,0,0,0,0,800,800,1020,801.3333333333,1016,290.4833333333,1018,287.8166666667,287.8166666667,601,288.2566666667,60.6666666667,287.8166666667,288.4833333333,281.15,287.65,283.4833333333,285.1133333333,286.8166666667,287.15,286.8166666667,280.3466666667,279.4833333333
+11006,2018-10-08 09:00:00,0.6666666667,level_9,0.2,2,65.3333333333,61,75,1.6666666667,80,200,1.3333333333,30.6666666667,0,2,0,sp7,0,0,1017,0,0,0,0,800,801,1020.6666666667,803.3333333333,1016.3333333333,291.8166666667,1018.6666666667,289.4833333333,289.4833333333,601,289.1866666667,54,289.4833333333,288.4833333333,284.4833333333,288.3166666667,284.8166666667,286.0033333333,288.15,287.4833333333,287.4833333333,282.73,280.8166666667
+11007,2018-10-08 12:00:00,2,level_1,0,1.6666666667,59.3333333333,42.6666666667,75,2,45,293.3333333333,1,33.3333333333,13.3333333333,1.3333333333,0.1,sp8,0,0,1018,0,0,0,0,800.6666666667,708,1020.6666666667,802,1016.6666666667,296.4833333333,1018.6666666667,294.8166666667,294.8166666667,803,296.0766666667,35.6666666667,294.8166666667,290.15,290.8166666667,289.8166666667,286.8166666667,288.1066666667,289.4833333333,289.8166666667,295.8166666667,289.45,288.15
+11008,2018-10-08 15:00:00,2,level_3,0,4.3333333333,42.6666666667,39,63.3333333333,4,13.3333333333,230,1.3333333333,90,63.3333333333,3,0,sp4,0,0,1016.6666666667,0,0,0,0,802.6666666667,801.3333333333,1020,800.6666666667,1015.6666666667,300.4833333333,1017,294.15,294.15,802.6666666667,300.3533333333,48,294.15,292.8166666667,292.4833333333,292.4833333333,288.15,289.36,292.15,290.8166666667,300.15,291.88,291.15
+11009,2018-10-08 18:00:00,2,level_2,0,3.3333333333,36.6666666667,37.6666666667,75,1.6666666667,0,73.3333333333,2.3333333333,110,6.6666666667,5,0.1,sp3,0,0,1016,0,0,0,0,800.3333333333,700.6666666667,1019.3333333333,800,1016,300.15,1015.6666666667,292.15,292.15,635.3333333333,300.02,64,292.15,292.4833333333,292.8166666667,292.3166666667,285.8166666667,287.1666666667,292.15,288.8166666667,299.8166666667,292.1833333333,291.15
+11010,2018-10-08 21:00:00,1.6666666667,level_10,0,2.6666666667,59,43.6666666667,75,0.6666666667,0,53.3333333333,2.3333333333,112.3333333333,0,3.6666666667,0.2,sp3,0,0,1016,0,0,0,0,800,606.6666666667,1019,800,1017,295.15,1016,289.4833333333,289.4833333333,638.6666666667,294.7433333333,85.3333333333,289.4833333333,290.8166666667,290.4833333333,289.8166666667,284.8166666667,286.0066666667,288.8166666667,287.4833333333,294.4833333333,289.5766666667,288.15
+11011,2018-10-09 00:00:00,1,level_10,0,2.3333333333,77,54.3333333333,70.3333333333,0.6666666667,0,102.3333333333,4.3333333333,122.6666666667,20,1.3333333333,0.1,sp3,0,0,1016,0,0,0,0,801,700.6666666667,1018.6666666667,800,1016.3333333333,291.4833333333,1016,288.15,288.15,735,290.8733333333,87,288.15,289.15,286.4833333333,288.15,284.15,285.49,287.15,287.15,290.4833333333,285.9133333333,285.4833333333
+11012,2018-10-09 03:00:00,1,level_10,0,2.3333333333,87,67.6666666667,41.3333333333,0.6666666667,0,61.3333333333,1,243.3333333333,33.3333333333,2,0.3,sp3,0,0,1014.3333333333,0,0,0,0,801.6666666667,500,1017,800,1014.6666666667,289.15,1015.6666666667,287.15,287.15,701,287.94,87,287.15,288.4833333333,283.8166666667,288.3166666667,282.4833333333,284.2633333333,288.15,286.4833333333,287.15,283.4366666667,283.15
+11013,2018-10-09 06:00:00,1.3333333333,level_10,0,2.6666666667,87,72.6666666667,68.6666666667,1.3333333333,38.3333333333,136.6666666667,2.6666666667,24,33.3333333333,1,0.2,sp2,0,0,1014,0,0,0,0,801.6666666667,355.5,1015.3333333333,801.6666666667,1014,288.8166666667,1014,286.4833333333,286.4833333333,734.3333333333,287.4,85.3333333333,286.4833333333,289.15,283.15,288.8166666667,281.4833333333,282.98,288.4833333333,284.8166666667,286.4833333333,282.19,281.4833333333
+11014,2018-10-09 09:00:00,1.3333333333,level_10,0,2.6666666667,77.3333333333,68.3333333333,26.6666666667,1.6666666667,6.6666666667,93.3333333333,1.6666666667,133.3333333333,33.3333333333,2.3333333333,0.2,sp2,0,0,1014.6666666667,0,0,0,0,801.6666666667,310.6666666667,1015,800.3333333333,1014,289.8166666667,1014.3333333333,287.4833333333,287.4833333333,721,288.4,78.6666666667,287.4833333333,290.4833333333,284.8166666667,289.9833333333,282.4833333333,283.4933333333,289.4833333333,284.8166666667,287.4833333333,283.45,281.4833333333
+11015,2018-10-09 12:00:00,2.3333333333,level_7,0,2,52,47,6.6666666667,1.3333333333,6.6666666667,36.6666666667,2.6666666667,63.3333333333,20,1.6666666667,0,sp2,0,0,1016,0,0,0,0,801,802.3333333333,1014.3333333333,800.3333333333,1014.6666666667,296.15,1014.3333333333,292.15,292.15,767.3333333333,295.7433333333,59.3333333333,292.15,294.15,290.4833333333,293.8166666667,285.8166666667,288.2466666667,293.4833333333,291.4833333333,295.4833333333,289.19,287.4833333333
+11016,2018-10-09 15:00:00,3,level_2,0,3,41.6666666667,38.3333333333,20,2.3333333333,20,50,2.6666666667,110,40,2.3333333333,0,sp1,0,0,1015.3333333333,0,0,0,0,802,802,1012,801,1013.3333333333,300.15,1012,293.15,293.15,801,299.9466666667,64,293.15,294.8166666667,293.8166666667,294.4833333333,291.15,293.4133333333,294.15,296.15,299.8166666667,292.2066666667,289.8166666667
+11017,2018-10-09 18:00:00,4.6666666667,level_8,0,3.3333333333,40.6666666667,48,20,3.3333333333,20,153.3333333333,2.3333333333,80,40,3.6666666667,0.3,sp1,0,0,1014.3333333333,0,0.6,0,0,561.1666666667,702.3333333333,1011,407.6666666667,1012.6666666667,300.15,1011,291.15,291.15,801,300.15,86,291.15,294.8166666667,292.15,294.4833333333,290.4833333333,292.7133333333,294.15,295.4833333333,300.15,290.68,288.8166666667
+11018,2018-10-09 21:00:00,3.6666666667,level_10,0,1.6666666667,62.3333333333,79.3333333333,6.6666666667,2.3333333333,6.6666666667,70,4,46.6666666667,45,4.3333333333,0.7,sp1,0,0,1014.3333333333,0,0.7,0,0,417.5,455.6666666667,1011.3333333333,603.6666666667,1012,296.4833333333,1011.6666666667,289.4833333333,289.4833333333,800.3333333333,295.9566666667,91.3333333333,289.4833333333,291.8166666667,287.8166666667,291.4833333333,287.15,288.7833333333,291.15,290.8166666667,295.4833333333,286.38,285.15
+11019,2018-10-10 00:00:00,2.6666666667,level_7,0,2,80.3333333333,93,16,3,20,120,3,23.3333333333,75,2,0.2,sp1,0,0,1013.3333333333,0,0.1,0,0,708.6666666667,600.3333333333,1010.6666666667,801,1011.3333333333,293.15,1011.3333333333,289.15,289.15,800.6666666667,292.7433333333,87,289.15,291.8166666667,285.15,291.15,283.8166666667,286.1966666667,290.4833333333,289.15,292.4833333333,285.15,285.15
+11020,2018-10-10 03:00:00,2,level_10,0,1,78.6666666667,93,0,2.3333333333,67.6666666667,113.3333333333,1.6666666667,36.6666666667,80,1,1.1,sp1,0.1,0,1011.6666666667,0,0,0,0,803.3333333333,600.6666666667,1009,701.6666666667,1010.3333333333,293.15,1010.3333333333,288.8166666667,288.8166666667,800,291.5333333333,89,288.8166666667,291.4833333333,286.15,290.8166666667,284.4833333333,286.5633333333,290.15,289.15,290.4833333333,285.8633333333,285.4833333333
+11021,2018-10-10 06:00:00,1.3333333333,level_4,0,1,84,91,0,3.6666666667,56.6666666667,106.6666666667,2.6666666667,30,80,1.6666666667,1.1,sp1,0,0,1010,0,0.1,0,0,702,556.8333333333,1007,802.6666666667,1009,292.15,1009,287.8166666667,287.8166666667,800,291.1366666667,91,287.8166666667,291.15,286.4833333333,290.6466666667,283.8166666667,286.3833333333,290.15,289.8166666667,290.4833333333,286.2366666667,286.15
+11022,2018-10-10 09:00:00,1.3333333333,level_10,0,1.6666666667,79,89,33.3333333333,3.6666666667,63.3333333333,103.3333333333,2.3333333333,20,80,1.6666666667,0,sp1,0,0,1011,0,0.3,0,0,669.1666666667,405,1006,802.6666666667,1009.6666666667,293.15,1009.3333333333,290.15,290.15,801.6666666667,291.5333333333,80.3333333333,290.15,291.15,286.8166666667,290.8166666667,286.4833333333,288.71,290.4833333333,291.4833333333,290.4833333333,285.7433333333,283.8166666667
+11023,2018-10-10 12:00:00,1.3333333333,level_6,0,1,61.3333333333,87.3333333333,6.6666666667,5.6666666667,40,173.3333333333,2.3333333333,36.6666666667,80,3.3333333333,0,sp1,0,0,1011,0,0.2,0,0,603.3333333333,802,1004.6666666667,802,1010,296.8166666667,1010,295.15,295.15,800.3333333333,296.0033333333,64,295.15,294.4833333333,288.15,294.15,290.4833333333,292.9133333333,293.8166666667,296.15,295.4833333333,286.9233333333,284.4833333333
+11024,2018-10-10 15:00:00,1.6666666667,level_2,0,1.6666666667,54.3333333333,65.3333333333,40,4.3333333333,51.6666666667,193.3333333333,2,86.6666666667,75,4,0,sp1,0.1,0,1009.3333333333,0,0,0,0,803,803,1004,701.6666666667,1008.6666666667,298.15,1009,296.4833333333,296.4833333333,605,297.5866666667,64,296.4833333333,296.4833333333,292.15,296.3166666667,292.8166666667,294.83,296.15,297.4833333333,297.15,290.47,287.4833333333
+11025,2018-10-10 18:00:00,1.3333333333,level_4,0,3.3333333333,57,62,20,5,26.6666666667,160,2.3333333333,126.6666666667,56.6666666667,5,0,sp1,0,0,1009.3333333333,0,0,0,0,802.3333333333,802,1004,801.3333333333,1008.3333333333,298.15,1008.6666666667,296.15,296.15,604,298.15,68.6666666667,296.15,295.15,293.8166666667,294.9833333333,289.8166666667,292.1933333333,294.8166666667,295.15,298.15,292.2166666667,289.4833333333
+11026,2018-10-10 21:00:00,1.3333333333,level_6,0,0.3333333333,70,77,0,1.6666666667,6.6666666667,100,1.3333333333,193.3333333333,33.3333333333,2.6666666667,0.1,sp2,0,0,1011,0,0,0,0,801.6666666667,701.3333333333,1005,800.3333333333,1010.3333333333,296.15,1009.3333333333,293.4833333333,293.4833333333,800,295.2766666667,80.6666666667,293.4833333333,294.15,290.8166666667,293.3166666667,288.15,290.0833333333,292.4833333333,292.4833333333,294.4833333333,289.9166666667,288.4833333333
+11027,2018-10-11 00:00:00,1.3333333333,level_10,0,1.6666666667,76,95.3333333333,2.6666666667,4.3333333333,13.3333333333,160,1,283.3333333333,26.6666666667,2,0,sp2,0,0,1011.3333333333,0,0,0,0,801.3333333333,800.6666666667,1005,800.6666666667,1011,294.4833333333,1010.6666666667,290.8166666667,290.8166666667,800,293.3266666667,93,290.8166666667,292.15,288.4833333333,291.15,286.4833333333,289.6033333333,290.15,293.4833333333,292.4833333333,287.83,287.4833333333
+11028,2018-10-11 03:00:00,0.6666666667,level_9,0,1,77,93,48,4.6666666667,13.3333333333,153.3333333333,0.6666666667,284.3333333333,40,1,0,sp2,0,0,1011.6666666667,0,0,0,0,802,800,1004.3333333333,800.6666666667,1011.6666666667,292.8166666667,1011,289.4833333333,289.4833333333,802,292.2466666667,95.3333333333,289.4833333333,291.15,286.4833333333,289.8166666667,284.8166666667,288.59,288.4833333333,293.8166666667,291.8166666667,286.1033333333,285.8166666667
+11029,2018-10-11 06:00:00,1.6666666667,level_7,0,1,71.3333333333,93.3333333333,6.6666666667,4.3333333333,26.6666666667,143.3333333333,1.3333333333,280,63.3333333333,2,0,sp2,0,0,1012,0,0,0,0,802.6666666667,800,1005,801.3333333333,1011.3333333333,294.15,1011,289.15,289.15,800.3333333333,293.59,95.3333333333,289.15,290.15,286.8166666667,289.15,284.8166666667,288.71,288.15,293.4833333333,293.15,286.0966666667,285.4833333333
+11030,2018-10-11 09:00:00,1.6666666667,level_4,0,1,78,91,20,4.3333333333,51.6666666667,146.6666666667,1,281.6666666667,75,4.6666666667,0,sp3,0.2,0,1013,0,0.9,0,0,467.5,800.6666666667,1006,601,1013.3333333333,294.4833333333,1012.3333333333,290.8166666667,290.8166666667,801,293.8733333333,89.3333333333,290.8166666667,290.8166666667,288.8166666667,290.4833333333,285.8166666667,289.53,290.15,294.15,293.4833333333,287.94,286.15
+11031,2018-10-11 12:00:00,2.6666666667,level_1,0.2,0.3333333333,70.3333333333,89.3333333333,20,4.3333333333,40,146.6666666667,2,210,75,4.3333333333,0,sp6,0.2,0,1014,0,0.4,0,0,634.1111111111,800,1007.3333333333,607.3333333333,1014,296.15,1014,296.4833333333,296.4833333333,600.3333333333,294.1266666667,67.3333333333,296.4833333333,296.8166666667,291.15,296.3166666667,289.8166666667,292.6366666667,295.8166666667,296.15,292.8166666667,289.78,286.4833333333
+11032,2018-10-11 15:00:00,4,level_3,0.2,2.3333333333,48,75.3333333333,75,4.6666666667,40,226.6666666667,2.6666666667,193.3333333333,75,6.6666666667,0,sp6,0,0,1013.3333333333,0,0.6,0,0,567.6666666667,801,1008.6666666667,802,1013.6666666667,299.4833333333,1014,298.8166666667,298.8166666667,601,298.2,57.6666666667,298.8166666667,299.4833333333,294.4833333333,298.3166666667,291.15,293.5233333333,297.15,296.4833333333,297.15,292.72,289.15
+11033,2018-10-11 18:00:00,5.3333333333,level_5,0,1.6666666667,60.3333333333,68,63.3333333333,1.3333333333,51.6666666667,266.6666666667,2.6666666667,223.3333333333,63.3333333333,7.3333333333,0,sp10,0,0,1014.3333333333,0,0.1,0,0,708.3333333333,800,1011.6666666667,802.3333333333,1014.3333333333,297.4833333333,1015.3333333333,296.8166666667,296.8166666667,802.6666666667,297.4833333333,74.6666666667,296.8166666667,296.8166666667,295.15,296.15,291.8166666667,292,295.4833333333,292.15,297.4833333333,293.5233333333,290.15
+11034,2018-10-11 21:00:00,2,level_6,0,0.6666666667,74.6666666667,84.3333333333,33.3333333333,1.6666666667,63.3333333333,116.6666666667,2.3333333333,227,45,3.6666666667,0,sp13,0,0,1016.6666666667,0,0,0,0,802,800,1013,802.6666666667,1016,295.8166666667,1017.6666666667,294.8166666667,294.8166666667,801.6666666667,295.6133333333,83,294.8166666667,294.8166666667,293.4833333333,294.4833333333,290.15,290.15,294.15,290.15,295.4833333333,292.1366666667,290.4833333333
+11035,2018-10-12 00:00:00,2,level_10,0,2.3333333333,78,91.3333333333,4,1.6666666667,51.6666666667,40,0.6666666667,168.3333333333,75,3,0,sp14,0,0,1018.3333333333,0,0,0,0,769,800,1013,802.3333333333,1018,295.15,1019,292.8166666667,292.8166666667,800.3333333333,294.5433333333,89.6666666667,292.8166666667,293.4833333333,291.8166666667,292.8166666667,288.4833333333,288.8166666667,292.15,289.15,294.15,291.6733333333,291.4833333333
+11036,2018-10-12 03:00:00,2.3333333333,level_4,0,1,88,87.6666666667,6.6666666667,2.6666666667,51.6666666667,103.3333333333,0.6666666667,176,75,2.6666666667,0,sp15,0,0,1019,0,0,0,0,803,800,1013,802.3333333333,1018.3333333333,294.15,1020,291.15,291.15,800.3333333333,293.34,93,291.15,292.4833333333,291.15,291.4833333333,288.8166666667,289.71,290.4833333333,290.8166666667,292.8166666667,291.15,291.15
+11037,2018-10-12 06:00:00,1.6666666667,level_9,0,1.3333333333,81,95.3333333333,0,4.3333333333,40,143.3333333333,0.6666666667,167.3333333333,90,1.6666666667,0,sp15,0,0,1019.3333333333,0,0.3,0,0,572,800,1014,802,1018.6666666667,294.15,1020.3333333333,291.15,291.15,800,292.7333333333,87.6666666667,291.15,291.15,290.15,290.3166666667,290.15,292.5266666667,289.4833333333,295.4833333333,291.8166666667,289.6233333333,289.15
+11038,2018-10-12 09:00:00,1.6666666667,level_10,0,1.6666666667,77.6666666667,95.3333333333,16.6666666667,4.3333333333,38.3333333333,180,0,278.6666666667,40,1.6666666667,0,sp17,0,0,1022,0,0,0,0,701,802.6666666667,1016,801.6666666667,1021,294.8166666667,1022.6666666667,293.15,293.15,800.6666666667,292.5933333333,75.6666666667,293.15,291.8166666667,290.8166666667,291.15,291.7066666667,293.49,290.4833333333,295.7066666667,291.15,289.54,287.8166666667
+11039,2018-10-12 12:00:00,1.6666666667,level_1,0,1,67.6666666667,91.3333333333,13.3333333333,5.3333333333,75,196.6666666667,1,189,85,1.3333333333,0,sp18,0,0,1023,0,0,0,0,434,802.3333333333,1017,803,,298.4833333333,1024.6666666667,299.8166666667,299.8166666667,800.6666666667,298.02,51,299.8166666667,295.8166666667,293.15,295.4833333333,294.4833333333,296.8,295.15,299.8166666667,297.4833333333,291.4833333333,289.4833333333
+11040,2018-10-12 15:00:00,1.3333333333,level_3,0,4.3333333333,56.3333333333,70,0,4,33.3333333333,213.3333333333,2,116.6666666667,51.6666666667,1.6666666667,0,sp17,0,0,1021.6666666667,0,0,0,0,701.5,801.6666666667,1017,801.6666666667,1020.6666666667,301.8166666667,1024.3333333333,300.4833333333,300.4833333333,800,301.1666666667,54,300.4833333333,297.8166666667,294.15,297.4833333333,297.15,299.2366666667,297.15,302.15,300.15,292.9866666667,290.8166666667
+11041,2018-10-12 18:00:00,2,level_4,0,3.3333333333,56.3333333333,65.3333333333,0,3.3333333333,20,196.6666666667,2.3333333333,180,33.3333333333,2,0,sp16,0,0,1021.3333333333,0,0,0,0,801.6666666667,800.6666666667,1017,801,1020.6666666667,301.4833333333,1023.3333333333,298.15,298.15,800,300.9633333333,67.6666666667,298.15,297.15,295.8166666667,296.8166666667,296.15,298.3766666667,296.4833333333,301.15,300.15,294.3333333333,291.8166666667
+11042,2018-10-12 21:00:00,1,level_1,0,1.6666666667,72,84,0,2.3333333333,6.6666666667,180,1.6666666667,100,6.6666666667,1.6666666667,0,sp16,0,0,1022.3333333333,0,0,0,0,800.3333333333,800.6666666667,1017.6666666667,800.3333333333,1021.3333333333,297.4833333333,1023.3333333333,296.15,296.15,800,297.3533333333,79.6666666667,296.15,294.8166666667,292.8166666667,294.4833333333,290.4833333333,293.4566666667,294.15,297.15,297.15,291.23,289.8166666667
+11043,2018-10-13 00:00:00,1.3333333333,level_10,0,1.3333333333,84.6666666667,89.3333333333,5.3333333333,2.6666666667,6.6666666667,120,0.6666666667,300,33.3333333333,0.3333333333,0,sp16,0,0,1022.6666666667,0,0,0,0,801.6666666667,801,1016.6666666667,800.3333333333,1021.6666666667,293.8166666667,1023,293.15,293.15,800,293.6133333333,89.6666666667,293.15,293.4833333333,290.15,292.9833333333,286.8166666667,290.98,292.4833333333,296.15,293.4833333333,289.58,289.15
+11044,2018-10-13 03:00:00,1,level_10,0,1.6666666667,88,100,24,3.6666666667,6.6666666667,113.3333333333,1,177,26.6666666667,1,0,sp13,0,0,1021.6666666667,0,0,0,0,801.3333333333,768.3333333333,1015.3333333333,800.3333333333,1020.6666666667,292.4833333333,1021.6666666667,291.8166666667,291.8166666667,801.3333333333,291.27,91.3333333333,291.8166666667,293.15,288.15,292.65,284.15,289.5333333333,292.15,296.8166666667,290.4833333333,287.77,287.4833333333
+11045,2018-10-13 06:00:00,1,level_10,0,2,86,97.6666666667,0,4,0,166.6666666667,1,104,56.6666666667,1,0,sp12,0,0,1021,0,0,0,0,802.3333333333,801.6666666667,1014,800,1019.6666666667,291.15,1021,291.15,291.15,800,289.33,91.3333333333,291.15,293.4833333333,287.8166666667,293.15,286.4833333333,290.93,292.8166666667,296.8166666667,288.15,287.27,286.8166666667
+11046,2018-10-13 09:00:00,0.6666666667,level_10,0,2,79.3333333333,89.3333333333,0,4,0,163.3333333333,0.6666666667,107.3333333333,45,1.3333333333,0,sp12,0,0,1021,0,0,0,0,802,434.3333333333,1014.3333333333,800,1020,291.8166666667,1021,292.15,292.15,800,289.5933333333,82.3333333333,292.15,294.4833333333,289.15,293.8166666667,287.8166666667,291.86,293.15,296.8166666667,288.15,288.3266666667,287.4833333333
+11047,2018-10-13 12:00:00,1.3333333333,level_4,0,0.6666666667,45.6666666667,64,0,4.3333333333,0,186.6666666667,1.6666666667,150,6.6666666667,1.3333333333,0.1,sp10,0,0,1020.6666666667,0,0,0,0,800.3333333333,534.6666666667,1014,800,1019.6666666667,299.15,1020.6666666667,297.4833333333,297.4833333333,800,298.54,69,297.4833333333,295.4833333333,294.4833333333,295.1533333333,294.8166666667,297.19,294.8166666667,300.15,298.15,293.46,292.15
+11048,2018-10-13 15:00:00,2.3333333333,level_3,0,3.3333333333,30.3333333333,45,0,4,0,180,2.3333333333,123.3333333333,20,1.3333333333,0,sp5,0,0,1018.6666666667,0,0,0,0,801,803,1011.3333333333,800,1017,303.8166666667,1017,298.8166666667,298.8166666667,800,303.4833333333,65,298.8166666667,296.8166666667,298.4833333333,295.9833333333,297.8166666667,299.9133333333,295.15,302.4833333333,303.15,297.8733333333,296.8166666667
+11049,2018-10-13 18:00:00,1.3333333333,level_5,0,3.6666666667,36.3333333333,44.3333333333,0,2.6666666667,0,163.3333333333,2.3333333333,116.6666666667,20,4.6666666667,0,sp3,0,0,1017,0,0,0,0,801,803,1009.3333333333,800,1016,304.15,1014.6666666667,297.15,297.15,800,303.76,73.3333333333,297.15,296.4833333333,299.8166666667,295.8166666667,297.15,299.2266666667,295.15,301.8166666667,303.15,298.41,295.4833333333
+11050,2018-10-13 21:00:00,1,level_4,0,1.6666666667,52.3333333333,68,0,4,0,150,2.6666666667,195.3333333333,0,3.3333333333,0,sp3,0,0,1017,0,0,0,0,800,803,1008,800,1015.6666666667,298.8166666667,1013,296.15,296.15,800,298.41,79.6666666667,296.15,295.15,294.8166666667,293.9833333333,295.15,296.6366666667,292.8166666667,298.4833333333,298.15,293.32,292.15
+11051,2018-10-14 00:00:00,1,level_2,0,1.6666666667,68.3333333333,78.6666666667,58.6666666667,8,0,153.3333333333,1,183.3333333333,0,3,0,sp2,0,0,1016.3333333333,0,0,0,0,800,701,1005,800,1014.6666666667,296.15,1011.3333333333,295.15,295.15,802.6666666667,295.5533333333,83,295.15,293.15,292.8166666667,292.3166666667,293.8166666667,296.0466666667,291.4833333333,298.8166666667,294.8166666667,291.7666666667,290.4833333333
+11052,2018-10-14 03:00:00,5,level_2,0,2,81,72,60,6.6666666667,50,190,3.3333333333,91.3333333333,0,6,0,sp2,0.3,0,1014.3333333333,0,0,0,0,800,701,1003.3333333333,708,1012.6666666667,295.15,1008.6666666667,294.8166666667,294.8166666667,802.6666666667,294.4933333333,84.6666666667,294.8166666667,292.15,292.4833333333,291.8166666667,292.15,293.7866666667,291.4833333333,295.8166666667,293.4833333333,292.34,292.15
+11053,2018-10-14 06:00:00,4,level_2,0,0.6666666667,89.6666666667,79,0,2.6666666667,61.6666666667,186.6666666667,0.3333333333,0,45,4,0,sp2,1.6,0,1012.6666666667,0,0.1,0,0,708,701,1002,469.6666666667,1011.3333333333,291.8166666667,1007,292.4833333333,292.4833333333,800,291.48,93.3333333333,292.4833333333,292.15,291.4833333333,291.8166666667,290.8166666667,291.1866666667,291.4833333333,291.4833333333,291.15,290.9933333333,290.4833333333
+11054,2018-10-14 09:00:00,5.6666666667,level_1,0,0.6666666667,79,87.3333333333,45,5.6666666667,26.6666666667,310,2,158,68.3333333333,5,0,sp4,0,0,1012.3333333333,0,0.3,0,0,500,769,1004.3333333333,801.3333333333,1010,290.4833333333,1007,292.8166666667,292.8166666667,601.3333333333,289.7,95.6666666667,292.8166666667,292.15,288.4833333333,291.65,289.15,290.6333333333,291.15,291.8166666667,289.15,287.6166666667,286.4833333333
+11055,2018-10-14 12:00:00,6.6666666667,level_7,1.6,2,55.6666666667,77,75,3.6666666667,20,300,3.3333333333,96.6666666667,80,6.6666666667,0,sp6,0,0,1011.6666666667,0,0,0,0,769,802.6666666667,1008,801,1009.3333333333,292.15,1009,296.15,296.15,456.3333333333,291.34,76.6666666667,296.15,297.15,288.15,296.3166666667,285.8166666667,286.41,295.4833333333,287.15,290.8166666667,287.28,286.8166666667
+11056,2018-10-14 15:00:00,6.3333333333,level_7,0.2,2.3333333333,40,58.6666666667,75,3.3333333333,20,316.6666666667,6,123.3333333333,75,6,0,sp5,0,0,1009.3333333333,0,0.3,0,0,709,802.3333333333,1009,801,1006,294.8166666667,1008.6666666667,293.15,293.15,601,293.8033333333,84,293.15,297.15,289.15,296.65,285.8166666667,286.7066666667,296.15,287.8166666667,293.15,287.9266666667,286.15
+11057,2018-10-14 18:00:00,7.3333333333,level_7,0,3.3333333333,38,56,75,2,6.6666666667,293.3333333333,6.3333333333,106.6666666667,45,6,0.3,sp5,0,0,1007.6666666667,0,0.3,0,0,708,702.3333333333,1009.6666666667,800.3333333333,1005,294.8166666667,1008.6666666667,292.15,292.15,803,294.2066666667,81.3333333333,292.15,296.15,288.8166666667,295.65,285.4833333333,286.6733333333,295.15,288.15,293.8166666667,287.8066666667,286.4833333333
+11058,2018-10-14 21:00:00,3.6666666667,level_8,0,5.3333333333,56.6666666667,65,26.6666666667,1,0,76.6666666667,7.6666666667,116.6666666667,33.3333333333,3.3333333333,0.7,sp6,0,0,1006,0,0,0,0,801.6666666667,450.8333333333,1010,800,1005.3333333333,290.8166666667,1010.3333333333,291.4833333333,291.4833333333,801.3333333333,289.6033333333,59,291.4833333333,295.15,287.15,294.48,284.15,285.19,293.8166666667,286.4833333333,288.8166666667,285.6666666667,284.15
+11059,2018-10-15 00:00:00,3.3333333333,level_8,0,4.6666666667,64.3333333333,66,74.6666666667,1,0,60,9,103.3333333333,40,2.3333333333,1.1,sp8,0,0,1004.6666666667,0,0,0,0,802,391.1666666667,1010.6666666667,800,1005.6666666667,288.8166666667,1010.3333333333,289.8166666667,289.8166666667,803.3333333333,287.4033333333,60.3333333333,289.8166666667,293.8166666667,286.15,293.65,283.15,284.49,293.4833333333,286.15,286.4833333333,285.01,284.15
+11060,2018-10-15 03:00:00,1,level_8,0,4.6666666667,76.3333333333,81.3333333333,69,1,0,124.6666666667,3.6666666667,56.6666666667,20,2,0.4,sp8,0,0,1003.6666666667,0,0,0,0,801,404,1009.3333333333,800,1006,286.4833333333,1010.3333333333,289.15,289.15,803,284.8666666667,61.6666666667,289.15,293.8166666667,283.15,292.65,282.8166666667,284.1566666667,291.4833333333,285.8166666667,283.8166666667,282.77,282.4833333333
+11061,2018-10-15 06:00:00,1.3333333333,level_8,0,4.3333333333,79.3333333333,79.6666666667,26.6666666667,1.3333333333,0,76.6666666667,1.3333333333,143,6.6666666667,1,0.4,sp8,0,0,1003,0,0,0,0,800.3333333333,600.6666666667,1008,800,1006.3333333333,285.4833333333,1010.3333333333,288.8166666667,288.8166666667,801.3333333333,284.27,60.3333333333,288.8166666667,292.15,282.8166666667,291.6466666667,280.4833333333,281.98,291.15,283.8166666667,283.4833333333,281.9133333333,281.15
+11062,2018-10-15 09:00:00,2.6666666667,level_8,0,3.3333333333,80.3333333333,85,0,2.6666666667,0,126.6666666667,2,190,26.6666666667,1.3333333333,0,sp8,0,0,1004.6666666667,0,0,0,0,801.3333333333,802.6666666667,1007.3333333333,800,1007.6666666667,286.4833333333,1011,289.4833333333,289.4833333333,800,284.66,63,289.4833333333,290.4833333333,283.15,290.4833333333,281.15,282.9033333333,290.4833333333,285.4833333333,283.4833333333,281.9766666667,280.8166666667
+11063,2018-10-15 12:00:00,2.3333333333,level_9,0,6,63,59.6666666667,0,2.6666666667,40,86.6666666667,3,280,63.3333333333,3,0,sp6,0,0,1006,0,0,0,0,802.6666666667,802.3333333333,1007,802,1008,290.4833333333,1011,295.15,295.15,800,290.0766666667,40.3333333333,295.15,293.4833333333,287.15,293.15,287.15,289.2466666667,292.8166666667,291.8166666667,289.8166666667,285.9,284.4833333333
+11064,2018-10-15 15:00:00,4,level_8,0,8.6666666667,64,76.3333333333,0,1.6666666667,51.6666666667,76.6666666667,3,260,63.3333333333,7.6666666667,0,sp3,0.1,0,1006.3333333333,0,0.2,0,0,600.6666666667,801.3333333333,1007,701.3333333333,1007,293.4833333333,1010.6666666667,296.15,296.15,800,293.22,36,296.15,295.15,288.15,294.9633333333,290.8166666667,292.9066666667,294.8166666667,295.4833333333,292.8166666667,286.88,285.8166666667
+11065,2018-10-15 18:00:00,1.6666666667,level_8,0,4.3333333333,93,83,0,3,80,93.3333333333,2.6666666667,253.3333333333,75,5,0,sp2,1.4,0,1008,0,0.1,0,0,534.3333333333,801.3333333333,1007.3333333333,507.6666666667,1007.6666666667,291.15,1011.6666666667,295.15,295.15,800,290.51,38.3333333333,295.15,294.15,286.8166666667,293.4833333333,289.4833333333,291.1166666667,292.8166666667,293.15,289.8166666667,285.47,283.15
+11066,2018-10-15 21:00:00,0.6666666667,level_8,0,3.3333333333,93,83.3333333333,0,2,26.6666666667,96.6666666667,1.6666666667,280,33.3333333333,2,0,sp2,1,0,1010.3333333333,0,0,0,0,801.6666666667,802.6666666667,1010.6666666667,701.6666666667,1009.3333333333,290.15,1012,291.4833333333,291.4833333333,800,289.5633333333,45.6666666667,291.4833333333,291.4833333333,286.15,290.4833333333,284.8166666667,286.6,289.4833333333,288.8166666667,289.15,285.59,284.15
+11067,2018-10-16 00:00:00,1,level_8,0,1.6666666667,95.3333333333,89,13.3333333333,1,40,70,1.3333333333,296.6666666667,33.3333333333,0.6666666667,0.1,sp3,0,0,1012,0,0,0,0,801.6666666667,701.6666666667,1012.3333333333,802,1010.6666666667,290.15,1013,289.8166666667,289.8166666667,800.6666666667,289.54,59,289.8166666667,289.8166666667,285.8166666667,288.3166666667,282.8166666667,284.45,286.8166666667,286.4833333333,289.15,285.6733333333,285.4833333333
+11068,2018-10-16 03:00:00,1,level_8,0,2,95.3333333333,97.6666666667,6.6666666667,1,24,93,1.3333333333,286.6666666667,26.6666666667,1,0.3,sp3,0,0,1012.3333333333,0,0,0,0,801.3333333333,500,1013.3333333333,801.3333333333,1011,289.8166666667,1013,286.8166666667,286.8166666667,800.3333333333,289.2066666667,78,286.8166666667,288.8166666667,284.15,287.15,280.4833333333,282.5633333333,285.4833333333,285.15,288.8166666667,283.6733333333,283.15
+11069,2018-10-16 06:00:00,0.6666666667,level_6,0,1.6666666667,91.3333333333,93,75,0.6666666667,63.3333333333,73.3333333333,2,195,20,0.6666666667,0.2,sp3,0,0,1013,0,0,0,0,801,600,1015,748,1011.3333333333,290.15,1013.6666666667,287.15,287.15,803,289.0233333333,74.3333333333,287.15,288.15,284.4833333333,286.65,278.8166666667,281.6633333333,285.15,285.4833333333,288.15,283.88,283.4833333333
+11070,2018-10-16 09:00:00,1,level_10,0,2,88,85.3333333333,75,1.6666666667,75,70,0.3333333333,216.6666666667,29.3333333333,1,0,sp5,0,0,1015.3333333333,0,0,0,0,801.3333333333,800,1016.3333333333,803,1013,290.15,1015,289.15,289.15,803,289.1366666667,68.6666666667,289.15,289.4833333333,285.4833333333,288.65,280.4833333333,283.3333333333,287.8166666667,286.8166666667,288.4833333333,284.1966666667,282.8166666667
+11071,2018-10-16 12:00:00,1.6666666667,level_6,0,3.3333333333,74.3333333333,58,51.6666666667,0.3333333333,51.6666666667,0,1.6666666667,32.6666666667,0,1.6666666667,0,sp6,0,0,1015.6666666667,0,0,0,0,800,603.6666666667,1017.6666666667,802.3333333333,1014,292.4833333333,1016,295.8166666667,295.8166666667,802.3333333333,291.67,52,295.8166666667,294.15,290.4833333333,293.9833333333,286.8166666667,289.0466666667,293.8166666667,291.8166666667,291.15,289.33,288.4833333333
+11072,2018-10-16 15:00:00,1,level_3,0,6,61.3333333333,43.6666666667,75,2,40,236.6666666667,1.3333333333,56.6666666667,20,2,0.1,sp6,0,0,1015,0,0,0,0,801,701.3333333333,1018,802,1014,294.8166666667,1016,296.15,296.15,803,294.41,60,296.15,294.8166666667,294.15,294.4833333333,291.15,291.5966666667,294.15,292.15,294.15,293.34,292.15
+11073,2018-10-16 18:00:00,1,level_2,0,4.6666666667,56.3333333333,38,51.6666666667,1.6666666667,26.6666666667,43.3333333333,2,83.3333333333,6.6666666667,1.3333333333,0,sp6,0,0,1016,0,0,0,0,800.3333333333,800.3333333333,1018.3333333333,801.3333333333,1015.3333333333,295.4833333333,1016.3333333333,294.8166666667,294.8166666667,802.3333333333,295.0766666667,64,294.8166666667,293.8166666667,295.15,293.65,290.15,291.0433333333,293.4833333333,292.15,294.8166666667,293.92,292.15
+11074,2018-10-16 21:00:00,1.3333333333,level_8,0,2.6666666667,66.6666666667,62.6666666667,26.6666666667,0.3333333333,20,20,2,38.3333333333,0,0.3333333333,0.1,sp9,0,0,1017.3333333333,0,0,0,0,800,700,1019.6666666667,801,1016.6666666667,294.15,1017.6666666667,293.4833333333,293.4833333333,801.3333333333,292.33,72.3333333333,293.4833333333,292.4833333333,290.4833333333,291.8166666667,285.15,286.49,291.15,288.15,291.15,289.44,288.15
+11075,2018-10-17 00:00:00,1,level_10,0,2.6666666667,80.3333333333,79.6666666667,44,0.3333333333,18.6666666667,79.6666666667,1,296.6666666667,20,1,0,sp10,0,0,1017.6666666667,0,0,0,0,801,800.3333333333,1020,801,1017,291.15,1018,292.15,292.15,781.6666666667,289.94,74,292.15,290.8166666667,286.4833333333,289.65,281.8166666667,283.5,288.4833333333,285.8166666667,289.15,286.2933333333,286.15
+11076,2018-10-17 03:00:00,0.6666666667,level_10,0,1.6666666667,87.3333333333,89,50.6666666667,1.3333333333,18.6666666667,100,1.3333333333,270,20,0.6666666667,0.5,sp10,0,0,1016.6666666667,0,0,0,0,801,500.3333333333,1019,801,1016.3333333333,289.4833333333,1018,289.4833333333,289.4833333333,741,288.07,82,289.4833333333,289.15,284.4833333333,287.9833333333,280.15,282.38,286.8166666667,285.15,287.15,283.9133333333,283.4833333333
+11077,2018-10-17 06:00:00,0.6666666667,level_10,0,3.3333333333,91,89,20,0.6666666667,0,53.3333333333,3,194,6.6666666667,0.6666666667,0.2,sp11,0,0,1016,0,0,0,0,800.3333333333,600.3333333333,1018,800,1016,288.15,1018.6666666667,288.15,288.15,714.3333333333,286.9366666667,87,288.15,289.15,283.15,288.4833333333,282.4833333333,283.6733333333,287.8166666667,285.15,286.15,282.7933333333,282.4833333333
+11078,2018-10-17 09:00:00,0.6666666667,level_4,0,1.3333333333,85.3333333333,73,13.3333333333,1.6666666667,0,116.6666666667,5.3333333333,125,0,1,0,sp12,0,0,1016.3333333333,0,0,0,0,800,801,1018,800,1016.6666666667,289.15,1019,290.15,290.15,734.3333333333,287.33,72.3333333333,290.15,289.8166666667,286.4833333333,288.9433333333,283.4833333333,284.6733333333,288.15,286.15,286.15,284.5366666667,282.15
+11079,2018-10-17 12:00:00,1.3333333333,level_4,0,1,62.6666666667,56.6666666667,6.6666666667,1.3333333333,0,83.3333333333,4.6666666667,66.3333333333,0,1.3333333333,0,sp12,0,0,1015.6666666667,0,0,0,0,800,800.3333333333,1016.6666666667,800,1015.6666666667,294.15,1018.3333333333,295.8166666667,295.8166666667,800.3333333333,293.34,48.6666666667,295.8166666667,295.15,291.8166666667,294.65,285.4833333333,288.7766666667,294.15,292.8166666667,292.8166666667,290.46,289.15
+11080,2018-10-17 15:00:00,2,level_2,0,2.3333333333,47,42,20,3,13.3333333333,50,4,113.3333333333,13.3333333333,1,0,sp7,0,0,1013.3333333333,0,0,0,0,800.6666666667,801.3333333333,1013.6666666667,800.6666666667,1014,297.8166666667,1016,297.15,297.15,801,297.41,44,297.15,296.15,294.8166666667,295.67,291.15,292.9766666667,295.15,295.4833333333,297.15,294.1966666667,292.4833333333
+11081,2018-10-17 18:00:00,3,level_4,0,2.6666666667,43.3333333333,40.6666666667,20,3.3333333333,6.6666666667,93.3333333333,3.6666666667,43.3333333333,13.3333333333,2.3333333333,0,sp4,0,0,1013.3333333333,0,0,0,0,800.6666666667,801.6666666667,1013,800.3333333333,1013,298.4833333333,1014,295.15,295.15,801,298.0766666667,61.6666666667,295.15,293.8166666667,295.15,293.4833333333,292.15,292.4833333333,293.15,292.8166666667,297.8166666667,294.0033333333,291.4833333333
+11082,2018-10-17 21:00:00,1.6666666667,level_5,0,1.3333333333,71.3333333333,56.6666666667,38.3333333333,1,6.6666666667,26.6666666667,3.3333333333,9,0,3.6666666667,0,sp5,0,0,1014.3333333333,0,0,0,0,800,801.6666666667,1014.6666666667,800.3333333333,1014,293.8166666667,1014,292.4833333333,292.4833333333,801.6666666667,293.0066666667,77.3333333333,292.4833333333,293.15,292.4833333333,292.4833333333,288.8166666667,289.1166666667,291.8166666667,289.4833333333,292.4833333333,290.0166666667,288.15
+11083,2018-10-18 00:00:00,1,level_6,0.2,1.3333333333,86,70,86.3333333333,1,0,250,1.6666666667,186.6666666667,20,2.6666666667,0,sp4,0,0,1013.6666666667,0,0,0,0,801,802.3333333333,1015,800,1013.6666666667,291.4833333333,1013,290.15,290.15,601,291.28,83.6666666667,290.15,291.8166666667,287.8166666667,290.65,285.8166666667,287.3133333333,289.4833333333,289.15,291.15,287.0566666667,286.4833333333
+11084,2018-10-18 03:00:00,1,level_10,0.3,1.6666666667,88,79.6666666667,92,0.6666666667,13.3333333333,142,1.6666666667,280,0,2,0.2,sp2,0,0,1012.3333333333,0,0,0,0,800,600,1015,800.6666666667,1012,291.15,1012.3333333333,288.8166666667,288.8166666667,500,290.54,89,288.8166666667,290.4833333333,285.8166666667,289.3166666667,285.8166666667,287.0066666667,288.15,288.4833333333,290.15,285.0566666667,284.4833333333
+11085,2018-10-18 06:00:00,1.3333333333,level_9,0,1,91.3333333333,76.3333333333,75,0.6666666667,75,296.6666666667,4.3333333333,201.3333333333,63.3333333333,1.3333333333,0,sp1,0.4,0,1011,0,0,0,0,802.6666666667,802.6666666667,1015,559.6666666667,1011,290.8166666667,1011,288.8166666667,288.8166666667,803,290.41,89,288.8166666667,289.8166666667,286.8166666667,288.65,284.8166666667,286.0133333333,287.4833333333,287.4833333333,290.15,286.4033333333,286.15
+11086,2018-10-18 09:00:00,1.3333333333,level_6,0,1,91,65.6666666667,75,1,75,311.3333333333,1.3333333333,186.6666666667,20,3.6666666667,0,sp1,1.4,0,1011.6666666667,0,0,0,0,801,801,1015.6666666667,407.5,1010.6666666667,287.4833333333,1011.6666666667,289.15,289.15,803,286.72,87.3333333333,289.15,291.15,288.4833333333,290.15,286.15,287.49,289.15,289.15,286.15,287.5966666667,286.15
+11087,2018-10-18 12:00:00,3,level_10,0,3.3333333333,82,55.3333333333,75,2,75,303.3333333333,1.6666666667,53.3333333333,6.6666666667,2.6666666667,1.1,sp1,0.6,0,1012,0,0.1,0,0,700,601.3333333333,1016,551.6666666667,1010.6666666667,288.8166666667,1012,289.15,289.15,534.5,287.44,95.3333333333,289.15,293.15,291.8166666667,292.9833333333,288.15,289.04,292.8166666667,290.15,286.4833333333,290.7933333333,288.8166666667
+11088,2018-10-18 15:00:00,3.3333333333,level_9,0.2,3.6666666667,83.6666666667,50,75,1.3333333333,51.6666666667,210,2.6666666667,40,26.6666666667,3.3333333333,0.3,sp1,0.1,0,1011.3333333333,0,0,0,0,801.3333333333,702.3333333333,1016,701.3333333333,1008.6666666667,288.4833333333,1011,290.15,290.15,568.8333333333,287.8733333333,93,290.15,293.8166666667,294.4833333333,293.3166666667,287.8166666667,288.8666666667,292.8166666667,290.15,287.4833333333,293.14,291.15
+11089,2018-10-18 18:00:00,3,level_7,0,2.3333333333,80.3333333333,52,75,2.3333333333,33.3333333333,303.3333333333,3.6666666667,43.3333333333,40,3.3333333333,0,sp1,0,0,1011,0,0,0,0,802,801.6666666667,1016,801.6666666667,1008,289.15,1010.3333333333,289.8166666667,289.8166666667,701,288.9466666667,95.3333333333,289.8166666667,293.4833333333,293.15,293.3166666667,288.4833333333,289.3766666667,293.15,290.4833333333,288.8166666667,292.0666666667,289.4833333333
+11090,2018-10-18 21:00:00,2.3333333333,level_10,0,2.3333333333,87,79.6666666667,75,2.6666666667,20,323.3333333333,2.6666666667,33.3333333333,75,4,0,sp2,0,0,1012.3333333333,0,0.4,0,0,433.6666666667,801.3333333333,1017,801,1009.3333333333,288.15,1012.3333333333,289.8166666667,289.8166666667,803,287.54,93,289.8166666667,293.8166666667,290.4833333333,293.4833333333,288.15,289.04,293.15,290.15,287.15,289.4366666667,288.15
+11091,2018-10-19 00:00:00,4,level_7,0,1.6666666667,82,97.6666666667,78.3333333333,3.3333333333,6.6666666667,326.6666666667,3,46.6666666667,63.3333333333,3.3333333333,0,sp2,0,0,1012.6666666667,0,0.6,0,0,568,800.6666666667,1017,800.3333333333,1010,288.15,1012,289.15,289.15,635.3333333333,286.94,95.3333333333,289.15,294.15,287.8166666667,293.8166666667,288.15,289.04,293.4833333333,290.15,286.15,287.4833333333,287.15
+11092,2018-10-19 03:00:00,5,level_8,0,2,89,87,85.3333333333,2.3333333333,0,323.3333333333,3.3333333333,50,40,1.6666666667,0.1,sp2,0,0,1012.3333333333,0,0,0,0,802,656.8333333333,1017,800,1009.6666666667,287.15,1011.3333333333,289.15,289.15,803.6666666667,285.94,93,289.15,294.15,288.15,293.8166666667,287.8166666667,288.8566666667,293.4833333333,290.15,285.15,287.96,287.8166666667
+11093,2018-10-19 06:00:00,2,level_10,0,1.6666666667,89,91,75,2.6666666667,6.6666666667,340,3,50,63.3333333333,2.3333333333,0.5,sp2,0,0,1013,0,0.7,0,0,467.3333333333,452.1666666667,1017.6666666667,800.3333333333,1010.3333333333,287.15,1012.6666666667,289.15,289.15,803,285.7333333333,95.3333333333,289.15,293.15,287.15,292.8166666667,287.4833333333,288.6733333333,292.4833333333,290.15,284.8166666667,286.9033333333,286.8166666667
+11094,2018-10-19 09:00:00,2,level_10,0,3,85.6666666667,89.3333333333,75,2.3333333333,0,340,4,45,40,2.6666666667,0,sp3,0,0,1015,0,0.6,0,0,601.3333333333,801.6666666667,1018,800,1010.6666666667,287.4833333333,1013.6666666667,289.4833333333,289.4833333333,803,285.6633333333,95.3333333333,289.4833333333,294.2333333333,287.19,294.0666666667,287.8166666667,289.1566666667,293.9,290.8166666667,284.4833333333,286.58,285.5233333333
+11095,2018-10-19 12:00:00,2.6666666667,level_7,0,2.6666666667,69.3333333333,78.6666666667,51.6666666667,3,13.3333333333,340,4.3333333333,46.6666666667,40,4,0,sp3,0,0,1016,0,0.5,0,0,536.0555555556,801.6666666667,1019.3333333333,800.6666666667,1012,291.4833333333,1015,291.8166666667,291.8166666667,802.3333333333,290.8766666667,91.3333333333,291.8166666667,296.15,290.8166666667,295.9833333333,289.15,290.6333333333,295.8166666667,292.4833333333,290.4833333333,289.0066666667,286.15
+11096,2018-10-19 15:00:00,3,level_1,0,1.3333333333,52.6666666667,85.6666666667,63.3333333333,3.6666666667,20,320,5,50,51.6666666667,3.3333333333,0,sp3,0,0,1016,0,0.5,0,0,539.3333333333,802,1019,801,1012,294.15,1014.3333333333,294.4833333333,294.4833333333,802.6666666667,293.34,79.6666666667,294.4833333333,296.15,290.4833333333,295.9833333333,290.8166666667,291.7133333333,295.8166666667,292.8166666667,292.8166666667,289.0633333333,286.4833333333
+11097,2018-10-19 18:00:00,2.3333333333,level_2,0,2,51.6666666667,91,40,3,20,316.6666666667,3.3333333333,53.3333333333,63.3333333333,3.6666666667,0.5,sp3,0,0,1016.3333333333,0,0.3,0,0,473.6111111111,452,1019.6666666667,801,1013,294.15,1014.6666666667,294.15,294.15,802,293.9466666667,77.3333333333,294.15,293.8166666667,289.4833333333,293.8166666667,289.15,290.04,293.8166666667,291.15,293.8166666667,288.4666666667,286.4833333333
+11098,2018-10-19 21:00:00,2.6666666667,level_2,0,2.3333333333,72.3333333333,83.6666666667,75,1.3333333333,0,113.3333333333,0.6666666667,113.3333333333,45,1.6666666667,0.5,sp4,0,0,1017.3333333333,0,0.2,0,0,433.6666666667,403.8333333333,1021.6666666667,800,1015.3333333333,290.15,1016.6666666667,292.4833333333,292.4833333333,803,290.15,89.6666666667,292.4833333333,293.15,288.15,292.8166666667,287.15,288.4866666667,292.4833333333,290.15,290.15,288.15,288.15
+11099,2018-10-20 00:00:00,2.6666666667,level_1,0,2.6666666667,80.3333333333,93.3333333333,57,1.6666666667,13.3333333333,216.6666666667,3.3333333333,104.3333333333,75,2,0.1,sp5,0,0,1019.3333333333,0,0.1,0,0,501,255.5,1022.3333333333,800.6666666667,1017.3333333333,289.15,1018,292.15,292.15,802.3333333333,288.89,88,292.15,291.8166666667,287.4833333333,291.4833333333,286.4833333333,287.8233333333,291.15,289.4833333333,288.4833333333,287.2933333333,287.15
+11100,2018-10-20 03:00:00,1.3333333333,level_7,0,1.3333333333,83.6666666667,91,37.3333333333,0.3333333333,13.3333333333,0,3.3333333333,220.3333333333,80,2,0.5,sp5,0,0,1019.3333333333,0,0,0,0,803.3333333333,477.8888888889,1022,800.6666666667,1018,288.8166666667,1018,291.15,291.15,802,288.22,91.3333333333,291.15,291.15,287.4833333333,290.8166666667,284.8166666667,286.7466666667,290.4833333333,289.15,287.4833333333,287.4833333333,287.4833333333
+11101,2018-10-20 06:00:00,1.6666666667,level_4,0,1,83.6666666667,91,63.3333333333,1,13.3333333333,80,5,127.3333333333,75,3.6666666667,0.6,sp5,0,0,1019.6666666667,0,0,0,0,803,517.6666666667,1022.6666666667,800.6666666667,1018.6666666667,288.15,1018.6666666667,290.4833333333,290.4833333333,802.6666666667,287.76,91.3333333333,290.4833333333,290.4833333333,287.15,289.4833333333,285.4833333333,286.9666666667,288.4833333333,288.8166666667,287.15,287.15,287.15
+11102,2018-10-20 09:00:00,1.6666666667,level_7,0,1.6666666667,78.6666666667,82,85,1,20,0,1.3333333333,190,75,4,0,sp6,0.2,0,1021.6666666667,0,0,0,0,803,803,1024.3333333333,600.3333333333,1019.3333333333,289.15,1020,290.4833333333,290.4833333333,735.3333333333,287.9366666667,93,290.4833333333,292.15,288.4833333333,290.8166666667,286.4833333333,287.68,289.4833333333,289.15,287.15,287.5966666667,285.8166666667
+11103,2018-10-20 12:00:00,3.3333333333,level_2,0,3.3333333333,80.3333333333,66.6666666667,85,0.3333333333,33.3333333333,0,3.3333333333,51.6666666667,68.3333333333,4,0,sp9,0.5,0,1022.6666666667,0,0,0,0,803,802,1025,507,1021.3333333333,289.8166666667,1021,293.8166666667,293.8166666667,803.6666666667,289.2066666667,80.6666666667,293.8166666667,295.15,292.15,294.9833333333,288.4833333333,289.5,294.8166666667,290.8166666667,288.8166666667,290.8533333333,288.4833333333
+11104,2018-10-20 15:00:00,4.6666666667,level_2,0,4.6666666667,84,56,75,0.3333333333,38.3333333333,110,2.6666666667,96.6666666667,63.3333333333,2,0,sp7,0.7,0,1021.3333333333,0,0.3,0,0,708.6666666667,801,1024,520.6666666667,1020.3333333333,290.4833333333,1020,294.8166666667,294.8166666667,803,289.9566666667,76,294.8166666667,297.4833333333,294.15,296.4833333333,290.4833333333,291.2366666667,295.4833333333,292.15,289.4833333333,292.67,289.8166666667
+11105,2018-10-20 18:00:00,3.6666666667,level_2,0,5.3333333333,89,73.3333333333,75,1,40,18,3.3333333333,127.3333333333,75,5.3333333333,0,sp8,0.5,0,1022,0,1.3,0,0,563.5,800.6666666667,1024,462.1666666667,1020.6666666667,288.8166666667,1020,294.4833333333,294.4833333333,803,288.63,77.6666666667,294.4833333333,294.15,293.15,293.65,289.8166666667,290.6466666667,293.15,291.8166666667,288.4833333333,291.3566666667,289.15
+11106,2018-10-20 21:00:00,1.6666666667,level_2,0,4,91,89.3333333333,63.3333333333,0.3333333333,40,20,1.3333333333,210,75,3.3333333333,0,sp9,0.1,0,1023,0,0.1,0,0,501.3333333333,800,1024.3333333333,656.5,1021.6666666667,289.15,1021.6666666667,294.15,294.15,802.6666666667,288.9666666667,81,294.15,292.15,290.4833333333,291.2966666667,286.15,287.97,290.4833333333,290.4833333333,288.8166666667,289.7566666667,288.4833333333
+11107,2018-10-21 00:00:00,1.6666666667,level_5,0,1.3333333333,93,87,25,0.3333333333,6.6666666667,43.3333333333,1.3333333333,286.6666666667,25,1.3333333333,0,sp10,0,0,1023.3333333333,0,0,0,0,801,800,1024.6666666667,701,,289.15,1022.3333333333,292.8166666667,292.8166666667,801,288.54,84,292.8166666667,290.4833333333,289.15,289.65,286.8166666667,288.16,288.8166666667,289.8166666667,288.15,289.0066666667,288.8166666667
+11108,2018-10-21 03:00:00,2.3333333333,level_10,0,1.6666666667,93,93,0,1.3333333333,0,60,1.6666666667,302.3333333333,63.3333333333,1.6666666667,0,sp10,0,0,1023,0,0.1,0,0,701.6666666667,800,1024,734,,289.15,1022,291.8166666667,291.8166666667,767,288.54,89.6666666667,291.8166666667,289.8166666667,288.15,288.4833333333,286.8166666667,286.9966666667,287.15,287.15,288.15,287.96,287.8166666667
+11109,2018-10-21 06:00:00,1,level_7,0,1.3333333333,100,87.3333333333,60,2,26.6666666667,123.3333333333,2.3333333333,334.3333333333,26.6666666667,1.6666666667,0,sp10,0.1,0,1023,0,0,0,0,801.3333333333,800,1023.3333333333,634,1021,289.15,1022,290.8166666667,290.8166666667,721,288.1366666667,91.3333333333,290.8166666667,289.15,288.15,287.8166666667,286.15,286.3033333333,286.4833333333,286.4833333333,287.4833333333,287.6833333333,287.15
+11110,2018-10-21 09:00:00,2.3333333333,level_4,0,2.3333333333,93,80.3333333333,43.3333333333,2.3333333333,40,140,2,324,26.6666666667,2.6666666667,0,sp12,1.1,0,1022.6666666667,0,0.1,0,0,667.3333333333,800,1023.6666666667,614.6666666667,,290.15,1023,291.4833333333,291.4833333333,734.3333333333,288.9366666667,86,291.4833333333,289.8166666667,288.4833333333,288.7566666667,286.15,286.5966666667,287.8166666667,287.15,288.15,288.26,287.8166666667
+11111,2018-10-21 12:00:00,2.3333333333,level_2,0,4,89.6666666667,68,0,0.3333333333,40,46.6666666667,1.6666666667,247.3333333333,6.6666666667,3.3333333333,0,sp15,0.4,0,1021.6666666667,0,0,0,0,767.3333333333,800,1023.3333333333,404,1021.6666666667,291.15,1023,295.8166666667,295.8166666667,767,290.14,64,295.8166666667,295.4833333333,292.15,294.9833333333,288.4833333333,290.86,294.4833333333,293.8166666667,289.4833333333,290.9933333333,289.4833333333
+11112,2018-10-21 15:00:00,2.3333333333,level_3,0,2.6666666667,69.6666666667,60,20,2.3333333333,40,296.6666666667,3.3333333333,240,40,3,0,sp13,0,0,1019,0,0.1,0,0,701.3333333333,800,1021.6666666667,802,1020.3333333333,294.4833333333,1021.6666666667,296.15,296.15,801,293.47,68.6666666667,296.15,298.15,294.15,296.65,294.15,294.8433333333,295.15,295.8166666667,292.8166666667,293.1233333333,291.4833333333
+11113,2018-10-21 18:00:00,2,level_4,0,1.6666666667,71.6666666667,64,61.6666666667,3.6666666667,20,300,2.3333333333,226.6666666667,20,1.6666666667,0,sp12,0,0,1018,0,0,0,0,801,800,1022.3333333333,801,1019.3333333333,295.4833333333,1021,295.15,295.15,734.3333333333,294.8166666667,78,295.15,296.15,294.4833333333,295.15,290.15,291.6233333333,294.15,292.8166666667,294.15,293.2733333333,291.4833333333
+11114,2018-10-21 21:00:00,1,level_7,0,1,87.6666666667,82.3333333333,90,1.6666666667,0,220,2,266.6666666667,0,1.6666666667,0,sp13,0,0,1018,0,0,0,0,800,800,1023.3333333333,800,1019.6666666667,292.15,1021.3333333333,292.15,292.15,701,291.7433333333,91.3333333333,292.15,292.15,290.15,291.8166666667,287.4833333333,288.2266666667,291.4833333333,289.15,291.4833333333,289.2033333333,288.15
+11115,2018-10-22 00:00:00,1,level_4,0,1,91.3333333333,95.3333333333,83.6666666667,1.3333333333,2.6666666667,223.3333333333,1.3333333333,283,0,1,0,sp15,0,0,1018,0,0,0,0,800,800,1024.3333333333,800,1019.3333333333,290.8166666667,1022,290.4833333333,290.4833333333,714.3333333333,290.2066666667,93,290.4833333333,290.8166666667,287.4833333333,290.15,284.15,286.3966666667,289.4833333333,289.15,289.8166666667,286.9133333333,286.4833333333
+11116,2018-10-22 03:00:00,1.6666666667,level_9,0,1,95.3333333333,95.3333333333,88,1,2.6666666667,136,2,286.6666666667,0,1.6666666667,0,sp15,0,0,1018,0,0,0,0,800,800,1025,767,1018.6666666667,289.4833333333,1022,288.8166666667,288.8166666667,707.6666666667,288.6733333333,97.6666666667,288.8166666667,291.15,286.15,289.4833333333,282.8166666667,285.6433333333,287.8166666667,289.15,288.15,285.39,284.8166666667
+11117,2018-10-22 06:00:00,0.6666666667,level_9,0,1.6666666667,93,97.6666666667,75,1.3333333333,0,210,4.6666666667,31.3333333333,0,2.3333333333,0,sp15,0,0,1018.6666666667,0,0,0,0,800,800,1025,800,1018,289.4833333333,1021.3333333333,287.4833333333,287.4833333333,735,288.47,97.6666666667,287.4833333333,290.15,284.4833333333,288.4833333333,282.8166666667,285.6366666667,286.8166666667,289.15,287.8166666667,284.0366666667,283.4833333333
+11118,2018-10-22 09:00:00,1.3333333333,level_6,0,1.6666666667,89.3333333333,91,51.6666666667,3,0,330,0.6666666667,200,0,2.3333333333,0,sp16,0,0,1020.3333333333,0,0,0,0,800,800,1026.6666666667,767,1019.3333333333,289.8166666667,1022.6666666667,289.8166666667,289.8166666667,802.3333333333,289.0033333333,87.6666666667,289.8166666667,290.4833333333,287.8166666667,289.4433333333,284.15,286.5266666667,288.4833333333,289.4833333333,288.4833333333,285.6166666667,283.8166666667
+11119,2018-10-22 12:00:00,1,level_6,0,3.6666666667,67,56.6666666667,40,5,0,230,4,67,0,3,0,sp16,0,0,1021.6666666667,0,0,0,0,800,800.6666666667,1028,800,1021,295.4833333333,1023,295.4833333333,295.4833333333,802,294.6733333333,65.6666666667,295.4833333333,294.8166666667,293.15,294.4633333333,288.8166666667,290.17,294.15,291.8166666667,294.15,291.7266666667,290.8166666667
+11120,2018-10-22 15:00:00,1,level_2,0,5.3333333333,54.3333333333,43.3333333333,40,4,20,336.6666666667,3.3333333333,83.3333333333,0,1.6666666667,0,sp15,0,0,1021,0,0,0,0,800,802.6666666667,1028,801,1021,297.8166666667,1022,295.8166666667,295.8166666667,802,297.41,70,295.8166666667,294.4833333333,296.4833333333,294.15,290.15,291.0166666667,293.8166666667,292.15,297.15,295.39,294.15
+11121,2018-10-22 18:00:00,2.6666666667,level_2,0,3,58,41,63.3333333333,2.3333333333,6.6666666667,230,2,140,0,1.6666666667,0,sp13,0,0,1021.6666666667,0,0,0,0,800,801.6666666667,1029,800.3333333333,,297.8166666667,1022,294.4833333333,294.4833333333,802.6666666667,297.6133333333,75.6666666667,294.4833333333,292.4833333333,296.15,292.15,286.8166666667,288.1566666667,291.8166666667,289.8166666667,297.4833333333,294.8833333333,293.15
+11122,2018-10-22 21:00:00,2.3333333333,level_1,0,1.6666666667,83,45,51.6666666667,1,0,236.6666666667,1.6666666667,216.6666666667,0,1.3333333333,0,sp15,0,0,1023.6666666667,0,0,0,0,800,802.6666666667,1030,800,,294.15,1023.3333333333,293.15,293.15,802.3333333333,294.15,80.3333333333,293.15,291.4833333333,291.8166666667,290.15,282.15,284.0833333333,288.8166666667,286.4833333333,294.15,290.9766666667,289.8166666667
+11123,2018-10-23 00:00:00,1.6666666667,level_7,0,1.3333333333,93,45,25,1.3333333333,30.6666666667,120,1.3333333333,190,0,0.6666666667,0,sp17,0,0,1024.3333333333,0,0,0,0,800,801.6666666667,1030,801.3333333333,,291.8166666667,1024.6666666667,292.4833333333,292.4833333333,801,291.6133333333,84.3333333333,292.4833333333,288.8166666667,288.15,288.4833333333,279.8166666667,282.1966666667,288.15,285.15,291.4833333333,288.15,288.15
+11124,2018-10-23 03:00:00,1.6666666667,level_10,0,1,93,46,0,0.6666666667,30.6666666667,30,2,294.6666666667,6.6666666667,1,0,sp17,0,0,1024,0,0,0,0,800.3333333333,734.3333333333,1030,767,,291.15,1026,290.8166666667,290.8166666667,800,290.7433333333,93.6666666667,290.8166666667,288.4833333333,286.15,287.9833333333,279.15,281.38,287.4833333333,284.15,290.4833333333,285.39,284.8166666667
+11125,2018-10-23 06:00:00,1,level_10,0,1.6666666667,93,46.6666666667,13.3333333333,0.6666666667,50.6666666667,70,1.6666666667,188.6666666667,45,1,0,sp17,0,0,1024.3333333333,0,0,0,0,802,701,1029.6666666667,775.6666666667,,290.8166666667,1025.6666666667,289.4833333333,289.4833333333,800.6666666667,290.2066666667,95.3333333333,289.4833333333,287.4833333333,285.4833333333,286.4833333333,279.15,281.04,285.4833333333,283.15,289.8166666667,284.6,283.8166666667
+11126,2018-10-23 09:00:00,1,level_9,0,1.3333333333,89.6666666667,46,75,0.6666666667,30.6666666667,33.6666666667,1.3333333333,283.3333333333,20,2,0,sp18,0,0,1025.6666666667,0,0,0,0,801,800,1030.6666666667,714.3333333333,,291.15,1026.6666666667,289.4833333333,289.4833333333,761.6666666667,289.77,96,289.4833333333,287.15,286.8166666667,286.8166666667,280.8166666667,282.7666666667,286.4833333333,285.15,288.8166666667,285.6033333333,283.8166666667
+11127,2018-10-23 12:00:00,1.3333333333,level_6,0,1.3333333333,74.6666666667,50,40,1,0,116.6666666667,1.3333333333,233.3333333333,13.3333333333,1,0,sp20,0,0,1026.3333333333,0,0,0,0,800.6666666667,800,1031,800,,295.15,1028,294.4833333333,294.4833333333,802,293.3266666667,71,294.4833333333,292.4833333333,292.15,292.3166666667,286.8166666667,288.4633333333,292.15,290.4833333333,292.15,290.4633333333,289.15
+11128,2018-10-23 15:00:00,1,level_4,0,3.3333333333,57.6666666667,50,33.3333333333,3.3333333333,20,130,2.3333333333,136.6666666667,0,1.6666666667,0,sp19,0,0,1024.6666666667,0,0,0,0,800,800,1030.3333333333,801,,297.4833333333,1026.3333333333,295.15,295.15,801.6666666667,296.4666666667,65.3333333333,295.15,295.4833333333,294.8166666667,294.4833333333,289.15,290.1966666667,293.4833333333,291.4833333333,295.8166666667,294.1333333333,292.8166666667
+11129,2018-10-23 18:00:00,0,level_5,0,2.6666666667,59.3333333333,50.3333333333,20,2,20,340,2,236.6666666667,0,1.3333333333,0,sp19,0.1,0,1024,0,0,0,0,800,800,1030,700.6666666667,,297.4833333333,1026,294.15,294.15,801,296.6733333333,74.3333333333,294.15,293.8166666667,296.15,292.9833333333,286.8166666667,288.0066666667,292.15,289.4833333333,296.15,294.6166666667,292.4833333333
+11130,2018-10-23 21:00:00,2,level_6,0,0.6666666667,76.3333333333,77,45,0.3333333333,20,0,1.6666666667,273.3333333333,0,1,0,sp19,0,0,1025,0,0,0,0,800,800,1031,801,,295.15,1026.6666666667,292.8166666667,292.8166666667,802,293.94,84,292.8166666667,289.8166666667,289.8166666667,289.15,282.4833333333,283.97,288.4833333333,285.8166666667,293.15,288.81,288.15
+11131,2018-10-24 00:00:00,1.3333333333,level_7,0,1.3333333333,84.3333333333,91,25,1,6.6666666667,0,2,293.3333333333,0,1,0,sp20,0,0,1024.3333333333,0,0,0,0,800,800,1031.6666666667,800.3333333333,,292.8166666667,1027,291.8166666667,291.8166666667,801,291.4,89.6666666667,291.8166666667,289.15,286.15,287.3166666667,280.15,282.23,285.4833333333,284.8166666667,290.4833333333,285.77,285.4833333333
+11132,2018-10-24 03:00:00,1,level_9,0,1,91.3333333333,95.3333333333,0,1,6.6666666667,73.3333333333,1.6666666667,283.3333333333,0,1.6666666667,0,sp20,0,0,1023.3333333333,0,0,0,0,800,800,1031,800.3333333333,,290.8166666667,1027,289.15,289.15,800,289.4033333333,95.3333333333,289.15,288.15,284.15,286.3166666667,280.15,281.4866666667,284.4833333333,283.15,288.4833333333,283.77,283.4833333333
+11133,2018-10-24 06:00:00,1,level_9,0,1.6666666667,89.6666666667,95.3333333333,33.3333333333,1.3333333333,13.3333333333,66.6666666667,2.3333333333,288,0,2.3333333333,0,sp20,0,0,1022,0,0,0,0,800,800,1030,781,,290.4833333333,1026.3333333333,287.8166666667,287.8166666667,801.6666666667,288.46,95.3333333333,287.8166666667,287.15,283.15,285.9833333333,281.15,282.19,284.8166666667,283.4833333333,287.15,282.19,281.4833333333
+11134,2018-10-24 09:00:00,0.6666666667,level_9,0,2,86,75.3333333333,75,1.3333333333,6.6666666667,96.6666666667,1,279.6666666667,0,1.6666666667,0,sp20,0,0,1022,0,0,0,0,800,800,1030,780.3333333333,,290.8166666667,1027,288.15,288.15,803,288.59,89.6666666667,288.15,288.4833333333,286.8166666667,287.65,281.8166666667,283.3,286.8166666667,285.15,287.15,284.0033333333,281.15
+11135,2018-10-24 12:00:00,1,level_6,0,1.3333333333,67,46.6666666667,51.6666666667,2.3333333333,0,93.3333333333,3,286.3333333333,0,3,0,sp20,0,0,1021,0,0,0,0,800,800,1029.3333333333,800,,295.8166666667,1026.6666666667,295.8166666667,295.8166666667,802.3333333333,294.8066666667,53.3333333333,295.8166666667,293.8166666667,293.15,293.4833333333,287.15,288.08,293.15,289.15,294.15,290.7666666667,289.15
+11136,2018-10-24 15:00:00,1,level_5,0,1,50,32,33.3333333333,2,0,206.6666666667,4.6666666667,260,0,2,0,sp18,0,0,1018.3333333333,0,0,0,0,800,800,1028.3333333333,800,1020,298.8166666667,1024.3333333333,300.4833333333,300.4833333333,801.6666666667,298.41,35.3333333333,300.4833333333,297.15,297.15,296.65,290.15,290.5966666667,296.15,291.15,298.15,295.8566666667,294.15
+11137,2018-10-24 18:00:00,0.6666666667,level_3,0,2.3333333333,48,30.3333333333,20,1.6666666667,0,310,3,270,0,0.6666666667,0,sp16,0,0,1018,0,0,0,0,800,800,1027,800,1019,298.8166666667,1023,296.8166666667,296.8166666667,801,298.41,65.6666666667,296.8166666667,295.8166666667,297.8166666667,295.3166666667,288.15,288.7533333333,294.8166666667,289.4833333333,298.15,296.2133333333,293.4833333333
+11138,2018-10-24 21:00:00,1,level_4,0,1.6666666667,76.3333333333,58.6666666667,13.3333333333,0.6666666667,0,70,2,270,0,1,0,sp16,0,0,1018,0,0,0,0,800,800,1026,800,1019,293.8166666667,1022.6666666667,292.8166666667,292.8166666667,800.6666666667,292.8066666667,82.3333333333,292.8166666667,292.4833333333,290.4833333333,290.65,282.8166666667,284.3033333333,288.8166666667,286.15,292.15,289.1433333333,287.8166666667
+11139,2018-10-25 00:00:00,1.3333333333,level_6,0,1,86,81.3333333333,0,1,0,106.6666666667,1.3333333333,190,0,0.6666666667,0,sp16,0,0,1018,0,0,0,0,800,800,1025.6666666667,800,1018.6666666667,291.4833333333,1022,289.4833333333,289.4833333333,800,289.8666666667,87.3333333333,289.4833333333,290.8166666667,285.4833333333,288.4833333333,280.15,281.7833333333,286.15,283.8166666667,288.8166666667,284.9133333333,284.4833333333
+11140,2018-10-25 03:00:00,1.3333333333,level_9,0,1.3333333333,88,93,0,1.6666666667,0,106.6666666667,1.3333333333,93.3333333333,0,1,0,sp15,0,0,1017.6666666667,0,0,0,0,800,800,1024,800,1017.6666666667,290.15,1021.6666666667,286.8166666667,286.8166666667,800,288.7366666667,89,286.8166666667,289.4833333333,282.8166666667,287.3166666667,277.15,279.5266666667,285.15,282.4833333333,287.8166666667,282.4366666667,282.15
+11141,2018-10-25 06:00:00,0.6666666667,level_9,0,1.6666666667,93,89,45,1,0,100,1.3333333333,306.3333333333,0,1.3333333333,0,sp15,0,0,1017,0,0,0,0,800,800,1022.3333333333,800,1017.3333333333,288.4833333333,1021,285.4833333333,285.4833333333,761,287.0666666667,83.3333333333,285.4833333333,288.15,282.15,286.3166666667,275.8166666667,278.34,284.4833333333,281.4833333333,286.15,281.45,280.8166666667
+11142,2018-10-25 09:00:00,0,level_6,0,2,89.3333333333,74,45,1.6666666667,2.6666666667,116.6666666667,1,65.3333333333,0,2,0,sp15,0,0,1018.3333333333,0,0,0,0,800,800,1022.3333333333,800,1018.3333333333,289.15,1021.6666666667,287.8166666667,287.8166666667,761,287.96,74,287.8166666667,288.8166666667,287.15,287.65,278.15,280.0066666667,286.4833333333,282.4833333333,287.15,284.0866666667,282.15
+11143,2018-10-25 12:00:00,0.6666666667,level_3,0,0.6666666667,69.6666666667,45.3333333333,6.6666666667,1.3333333333,0,46.3333333333,0.3333333333,91.3333333333,0,3,0,sp14,0,0,1018.3333333333,0,0,0,0,800,800,1021,800,1018.3333333333,294.4833333333,1021.6666666667,296.4833333333,296.4833333333,800.3333333333,293.47,40.6666666667,296.4833333333,294.15,292.8166666667,293.9833333333,286.4833333333,287.7633333333,293.8166666667,289.4833333333,292.8166666667,290.53,289.15
+11144,2018-10-25 15:00:00,2.3333333333,level_4,0,1.6666666667,47.6666666667,31.6666666667,0,2,0,196.6666666667,2,123.3333333333,0,0.6666666667,0,sp12,0,0,1016.3333333333,0,0,0,0,800,800,1018.3333333333,800,1016.3333333333,299.15,1019.3333333333,299.4833333333,299.4833333333,800,298.54,34.6666666667,299.4833333333,296.4833333333,296.4833333333,295.15,292.4833333333,292.9,293.8166666667,293.4833333333,298.15,295.9366666667,295.4833333333
+11145,2018-10-25 18:00:00,2.3333333333,level_2,0,2.3333333333,44.3333333333,41,20,2.6666666667,0,300,1.6666666667,166.6666666667,0,0.6666666667,0,sp10,0,0,1016,0,0,0,0,800,800,1018,800,1016,298.4833333333,1018.6666666667,295.15,295.15,801,297.8733333333,69.6666666667,295.15,293.4833333333,296.4833333333,292.8166666667,289.15,289.79,292.15,290.4833333333,297.4833333333,295.1533333333,292.4833333333
+11146,2018-10-25 21:00:00,1,level_10,0,1.3333333333,73,57,20,0.6666666667,0,216.6666666667,2.3333333333,269.6666666667,0,0.6666666667,0,sp10,0,0,1016,0,0,0,0,800,800,1018.6666666667,800,1016,293.8166666667,1018.6666666667,291.15,291.15,801,293.0066666667,87.6666666667,291.15,290.4833333333,291.15,289.8566666667,283.4833333333,285.86,289.15,288.8166666667,292.4833333333,289.6566666667,288.4833333333
+11147,2018-10-26 00:00:00,1.6666666667,level_9,0,1,80.6666666667,74.3333333333,52,1,0,137.6666666667,2.6666666667,270.6666666667,0,0.6666666667,0,sp10,0,0,1016,0,0,0,0,800,800,1017.6666666667,800,1016,291.4833333333,1018,288.15,288.15,761,290.27,91,288.15,288.15,285.4833333333,287.3166666667,280.4833333333,284.05,286.4833333333,288.4833333333,289.4833333333,284.9133333333,284.4833333333
+11148,2018-10-26 03:00:00,1,level_6,0,1,84.3333333333,81,62.3333333333,1,14.6666666667,255.3333333333,1,280,0,0.6666666667,0,sp8,0,0,1015.3333333333,0,0,0,0,800,800,1016.6666666667,800.6666666667,1015,290.4833333333,1017.3333333333,286.4833333333,286.4833333333,741,289.47,93,286.4833333333,287.8166666667,283.4833333333,285.8166666667,281.15,283.73,283.8166666667,287.15,288.8166666667,283.1033333333,282.8166666667
+11149,2018-10-26 06:00:00,1,level_9,0,1.6666666667,88,81.6666666667,75,0.6666666667,0,152.3333333333,0.6666666667,286.6666666667,0,2.3333333333,0,sp7,0.1,0,1014.3333333333,0,0,0,0,800,800.6666666667,1015,700,1014,290.15,1016,285.4833333333,285.4833333333,741,289.54,93.3333333333,285.4833333333,286.4833333333,282.8166666667,284.8166666667,281.15,283.8466666667,283.15,287.15,289.15,281.8466666667,281.15
+11150,2018-10-26 09:00:00,0.6666666667,level_6,0,0.6666666667,89.6666666667,69.6666666667,75,0.6666666667,44,137,1.3333333333,179,0,1,0,sp8,0.3,0,1014.6666666667,0,0,0,0,800,800,1016,500,1014,289.8166666667,1016,286.8166666667,286.8166666667,741,289.41,87.6666666667,286.8166666667,287.15,286.15,286.15,281.15,283.9733333333,285.15,287.4833333333,289.15,283.7333333333,281.8166666667
+11151,2018-10-26 12:00:00,1,level_6,0,1,91.3333333333,53.6666666667,75,0.6666666667,56.6666666667,0,1.6666666667,161.3333333333,0,1.3333333333,0,sp10,0.5,0,1014,0,0,0,0,800,800,1016,533.6666666667,1013.6666666667,290.8166666667,1016,294.4833333333,294.4833333333,748.3333333333,290.2066666667,48,294.4833333333,293.15,289.8166666667,292.8166666667,283.4833333333,286.0033333333,292.4833333333,289.15,289.8166666667,288.6066666667,287.4833333333
+11152,2018-10-26 15:00:00,3.3333333333,level_4,0,2,91.3333333333,69,75,3.3333333333,80,310,1.3333333333,206.6666666667,63.3333333333,3.3333333333,0,sp6,0.4,0,1011.3333333333,0,0.2,0,0,534.3333333333,800,1015,634.6666666667,1011.3333333333,290.8166666667,1015.3333333333,295.8166666667,295.8166666667,803,290.5566666667,48.3333333333,295.8166666667,296.15,290.15,294.8166666667,287.8166666667,288.8066666667,293.4833333333,290.15,290.15,289.2733333333,287.4833333333
+11153,2018-10-26 18:00:00,1,level_5,0.3,1.3333333333,95.3333333333,68.6666666667,75,2.3333333333,80,293.3333333333,1,40,75,2.3333333333,0,sp5,0.4,0,1010,0,0.1,0,0,668.6666666667,800,1015,607.3333333333,1010,290.4833333333,1013.6666666667,294.15,294.15,702.3333333333,289.8966666667,61.3333333333,294.15,293.8166666667,289.8166666667,293.15,286.4833333333,287.9666666667,292.4833333333,289.8166666667,289.15,288.81,287.15
+11154,2018-10-26 21:00:00,1.3333333333,level_9,0,2,93,91.3333333333,80,3,20,93.3333333333,3,246.6666666667,63.3333333333,1.6666666667,0,sp5,0,0,1009.6666666667,0,0.2,0,0,400.3333333333,801.3333333333,1015,734.3333333333,1010,289.4833333333,1013.6666666667,292.15,292.15,803.3333333333,288.8733333333,75.6666666667,292.15,291.15,288.15,290.69,285.4833333333,286.5233333333,290.15,287.8166666667,288.4833333333,287.4166666667,286.4833333333
+11155,2018-10-27 00:00:00,0.3333333333,level_4,0.1,1.6666666667,95.3333333333,97.6666666667,80.6666666667,1,44,183.3333333333,1.6666666667,190,75,1.3333333333,0.1,sp4,0,0,1009.6666666667,0,0.3,0,0,466.7777777778,669.3333333333,1015.3333333333,701,1009.6666666667,289.15,1012.3333333333,291.15,291.15,702,288.54,82.3333333333,291.15,290.8166666667,286.4833333333,290.65,283.8166666667,285.1566666667,290.4833333333,286.8166666667,288.15,286.4833333333,286.4833333333
+11156,2018-10-27 03:00:00,0.6666666667,level_9,0.1,2,97.6666666667,100,92,4,92,226.6666666667,1.6666666667,280,63.3333333333,0.3333333333,0.2,sp3,0,0,1007.6666666667,0,0.3,0,0,600.5,600,1014.6666666667,634.1666666667,1007.6666666667,289.15,1010.6666666667,289.8166666667,289.8166666667,366.6666666667,287.94,85.6666666667,289.8166666667,290.4833333333,286.15,290.15,282.8166666667,283.8566666667,289.8166666667,285.15,287.15,286.0066666667,285.8166666667
+11157,2018-10-27 06:00:00,1.3333333333,level_9,0.3,2.6666666667,95.3333333333,100,75,1.3333333333,57.3333333333,203.3333333333,0.3333333333,90,51.6666666667,1.3333333333,0.3,sp2,0.1,0,1006.3333333333,0,0.1,0,0,667.5,533.6666666667,1014.6666666667,567.1666666667,1006.3333333333,289.4833333333,1009,289.15,289.15,500,288.47,85.6666666667,289.15,289.15,286.15,288.65,280.8166666667,282.0066666667,288.15,283.4833333333,287.8166666667,285.75,285.15
+11158,2018-10-27 09:00:00,2,level_9,0.2,1.6666666667,100,91.3333333333,75,1.3333333333,65.3333333333,157.6666666667,1,246.6666666667,40,0.6666666667,0.4,sp2,0.1,0,1005,0,0,0,0,734.6666666667,567.3333333333,1014,681.3333333333,1006,289.4833333333,1008,289.15,289.15,601,288.7066666667,91,289.15,289.15,285.4833333333,288.65,280.15,281.5866666667,288.15,283.4833333333,288.15,284.5266666667,282.8166666667
+11159,2018-10-27 12:00:00,2,level_3,0.4,2.6666666667,81,69.6666666667,75,3,26.6666666667,296.6666666667,2,44,40,2.6666666667,0.7,sp2,0,0,1004.3333333333,0,0.1,0,0,701.3333333333,534,1012.3333333333,801.3333333333,1004.6666666667,292.4833333333,1007.3333333333,288.8166666667,288.8166666667,601.3333333333,291.2966666667,89,288.8166666667,287.8166666667,286.8166666667,287.15,280.8166666667,282.3233333333,286.4833333333,284.4833333333,290.4833333333,285.2033333333,283.15
+11160,2018-10-27 15:00:00,2,level_5,0,1.6666666667,64.3333333333,85,75,1.6666666667,40,100,0.6666666667,6.6666666667,63.3333333333,6.6666666667,0.3,sp1,0,0,1002,0,0.7,0,0,467.3333333333,500,1009.6666666667,802,1002,294.15,1005.3333333333,290.4833333333,290.4833333333,803,293.54,75.3333333333,290.4833333333,286.4833333333,283.15,285.8166666667,280.15,281.1266666667,285.15,282.4833333333,293.15,281.8166666667,280.4833333333
+11161,2018-10-27 18:00:00,1.6666666667,level_6,0.3,3,52.3333333333,77.3333333333,75,1.3333333333,20,186.6666666667,1.6666666667,53.3333333333,51.6666666667,6,0.3,sp1,0,0,1000.3333333333,0,0.1,0,0,701.3333333333,500,1007.3333333333,801,999.6666666667,293.15,1004,288.15,288.15,500,292.34,84,288.15,285.4833333333,282.4833333333,284.8166666667,278.4833333333,280.1166666667,284.15,282.15,291.8166666667,281.1333333333,279.4833333333
+11162,2018-10-27 21:00:00,3.3333333333,level_6,0.7,3,48,73.6666666667,75,2,13.3333333333,223.3333333333,6.3333333333,35.3333333333,40,4.6666666667,0.2,sp1,0,0,999.6666666667,0,0,0,0,634.6666666667,601.3333333333,1007,800.6666666667,1000.6666666667,290.15,1003.6666666667,284.8166666667,284.8166666667,500.6666666667,289.5433333333,89,284.8166666667,286.15,280.8166666667,285.15,276.4833333333,278.2666666667,284.15,280.4833333333,289.15,280.0866666667,278.4833333333
+11163,2018-10-28 00:00:00,2.5,level_9,0.35,1.6666666667,54.3333333333,86.6666666667,44.1666666667,1.1666666667,0,143.3333333333,3.1666666667,170,6.6666666667,4,0.15,sp1,0,0,999.5,0,0,0,0,800.3333333333,661.5,1006.3333333333,800,999.5,287.15,1002.1666666667,284.3166666667,284.3166666667,650.6666666667,286.845,88,284.3166666667,283.8166666667,279.15,283.65,275.8166666667,277.3033333333,283.4833333333,279.15,286.65,278.8166666667,278.4833333333
+11164,2018-10-28 03:00:00,1.6666666667,level_8,0.3,2,68,93,91.3333333333,1,0,226.6666666667,1.3333333333,193.3333333333,26.6666666667,3.6666666667,0,sp1,0,0,997.6666666667,0,0,0,0,801.3333333333,635.3333333333,1005.3333333333,800,998.3333333333,284.15,1001,283.8166666667,283.8166666667,500,283.9466666667,89,283.8166666667,283.15,277.4833333333,282.9833333333,276.15,277.49,282.8166666667,279.15,283.8166666667,277.15,276.8166666667
+11165,2018-10-28 06:00:00,2,level_8,0,2,77.6666666667,88,75,0.3333333333,0,0,2.6666666667,266.6666666667,13.3333333333,3.3333333333,0.5,sp1,0,0,997.3333333333,0,0,0,0,800.6666666667,500.3333333333,1006,800,999,282.8166666667,1001.3333333333,282.15,282.15,803,282.0066666667,87,282.15,282.4833333333,277.15,282.3166666667,275.8166666667,277.16,282.15,278.8166666667,281.4833333333,276.81,276.15
+11166,2018-10-28 09:00:00,1.6666666667,level_8,0,2.6666666667,64.3333333333,84,51.6666666667,1,0,70,2.3333333333,266.6666666667,0,2,0.7,sp1,0,0,999,0,0,0,0,800,500.6666666667,1007,800,999.6666666667,283.8166666667,1002,283.15,283.15,802.3333333333,282.6066666667,68.6666666667,283.15,282.15,279.8166666667,282.15,277.15,278.04,282.15,279.15,281.8166666667,278.5966666667,277.4833333333
+11167,2018-10-28 12:00:00,2,level_1,0.1,1,46,44.3333333333,63.3333333333,1.6666666667,20,186.6666666667,3.3333333333,78,45,3,0.1,sp1,0,0,999,0,0,0,0,802,702,1006.3333333333,801,999.6666666667,287.15,1001.6666666667,287.15,287.15,701.6666666667,285.7333333333,44,287.15,282.8166666667,282.8166666667,282.65,278.4833333333,280.2766666667,282.4833333333,282.4833333333,284.8166666667,281.6066666667,279.8166666667
+11168,2018-10-28 15:00:00,3.6666666667,level_7,0.4,3,74.6666666667,36.3333333333,75,3.3333333333,6.6666666667,300,2.6666666667,250,38.3333333333,4.6666666667,0,sp1,0.1,0,999,0,0,0,0,801.6666666667,803,1006,700,999.3333333333,288.8166666667,1002,287.4833333333,287.4833333333,578.1666666667,287.3966666667,40,287.4833333333,284.8166666667,283.15,284.65,276.4833333333,278.2633333333,284.4833333333,280.4833333333,286.4833333333,281.6533333333,278.4833333333
+11169,2018-10-28 18:00:00,2.3333333333,level_10,1.3,5.3333333333,59,40.3333333333,51.6666666667,2.3333333333,0,170,1.6666666667,311.3333333333,13.3333333333,4,0,sp1,0,0,1000,0,0,0,0,800.6666666667,802,1005.3333333333,800,1001,287.8166666667,1003.6666666667,285.15,285.15,608.3333333333,285.3866666667,52,285.15,283.8166666667,282.15,282.8166666667,275.15,277.08,281.8166666667,279.4833333333,283.8166666667,280.6666666667,277.4833333333
+11170,2018-10-28 21:00:00,3,level_10,0.9,4.3333333333,52.6666666667,53.3333333333,75,1,0,86.6666666667,1.3333333333,135.3333333333,33.3333333333,3,0,sp1,0,0,1000.3333333333,0,0,0,0,801.6666666667,800,1005,800,1001.6666666667,284.8166666667,1004,283.4833333333,283.4833333333,521,282.7933333333,58.3333333333,283.4833333333,282.8166666667,280.4833333333,281.9833333333,274.8166666667,276.7466666667,281.15,279.15,281.4833333333,279.85,279.15
+11171,2018-10-29 00:00:00,1.3333333333,level_6,0.7,1.6666666667,57,91,80.6666666667,2,0,266.6666666667,4,27,20,3.6666666667,0,sp2,0,0,999,0,0,0,0,801,800,1003.6666666667,800,1001,283.4833333333,1004.6666666667,281.15,281.15,507.3333333333,281.46,66.6666666667,281.15,282.15,277.15,281.65,275.15,277.23,281.15,279.8166666667,280.15,277.0066666667,276.8166666667
+11172,2018-10-29 03:00:00,1.3333333333,level_9,0,1.3333333333,68.6666666667,90,92,2.3333333333,0,320,2.3333333333,293.3333333333,20,2.3333333333,0,sp2,0,0,997.3333333333,0,0,0,0,801,800,1003,603.6666666667,1000.3333333333,281.4833333333,1003.6666666667,279.4833333333,279.4833333333,611,279.8666666667,81,279.4833333333,281.8166666667,276.4833333333,281.4833333333,274.4833333333,277.4566666667,281.15,281.15,278.8166666667,276.2933333333,276.15
+11173,2018-10-29 06:00:00,5.6666666667,level_8,0.3,3.3333333333,79,57.3333333333,75,5,0,330,2.6666666667,260,31.6666666667,2.3333333333,0,sp2,0,0,994.6666666667,0,0,0,0,801.3333333333,800,1003,800,999,280.4833333333,1003,280.15,280.15,540.3333333333,278.9666666667,81.6666666667,280.15,281.15,278.8166666667,280.65,275.15,277.8366666667,280.15,281.15,277.8166666667,277.17,275.4833333333
+11174,2018-10-29 09:00:00,7.6666666667,level_8,0.7,6.6666666667,68.3333333333,52.3333333333,75,7.6666666667,0,323.3333333333,4.3333333333,263.3333333333,20,3.6666666667,0,sp3,0,0,992.6666666667,0,0,0,0,801,800,1004,800,999,282.8166666667,1004.6666666667,283.4833333333,283.4833333333,544,280.59,52.3333333333,283.4833333333,281.4833333333,280.15,280.9833333333,276.15,278.6733333333,280.4833333333,281.8166666667,279.15,278.9133333333,276.4833333333
+11175,2018-10-29 12:00:00,6.6666666667,level_9,0.6,10,44,42.3333333333,75,9.3333333333,6.6666666667,333.3333333333,6.3333333333,270,26.6666666667,3.3333333333,0,sp3,0,0,992,0,0,0,0,801.3333333333,800.3333333333,1002.6666666667,800.3333333333,998,287.15,1005,287.8166666667,287.8166666667,417.6666666667,285.7666666667,49.6666666667,287.8166666667,283.4833333333,282.8166666667,282.65,278.4833333333,280.4,281.8166666667,282.8166666667,284.8166666667,282.0033333333,280.15
+11176,2018-10-29 15:00:00,6.3333333333,level_10,0,9.6666666667,30,36.6666666667,45,6.3333333333,20,326.6666666667,5,260,51.6666666667,6.6666666667,0,sp2,0,0,990.6666666667,0,0,0,0,802.3333333333,800,1002,801,998.6666666667,290.8166666667,1004,288.4833333333,288.4833333333,604.6666666667,289.1933333333,30.3333333333,288.4833333333,286.15,284.15,285.65,279.4833333333,281.8133333333,285.15,284.8166666667,288.15,283.0666666667,280.15
+11177,2018-10-29 18:00:00,4.3333333333,level_9,0.2,6.6666666667,48,42,26.6666666667,3.3333333333,13.3333333333,283.3333333333,7,246.6666666667,75,5.6666666667,0,sp2,0,0,991,0,0,0,0,803,800,1002.3333333333,800.6666666667,1000.3333333333,289.15,1004,286.4833333333,286.4833333333,600.3333333333,288.34,32.3333333333,286.4833333333,285.15,283.4833333333,284.65,276.4833333333,278.86,284.15,281.8166666667,287.8166666667,282.3966666667,279.4833333333
+11178,2018-10-29 21:00:00,5.3333333333,level_8,0,5,49.3333333333,44.3333333333,40,1.3333333333,20,176.6666666667,3.6666666667,266.6666666667,20,4,0,sp3,0,0,995.3333333333,0,0,0,0,801,800,1002,737.6666666667,1002.3333333333,286.8166666667,1004.3333333333,284.8166666667,284.8166666667,802,284.59,39,284.8166666667,283.15,282.4833333333,282.3166666667,275.8166666667,278.1966666667,281.4833333333,281.15,283.15,282.04,281.4833333333
+11179,2018-10-30 00:00:00,4,level_8,0.1,5.6666666667,59.3333333333,73.6666666667,28,1.3333333333,0,76.6666666667,1.6666666667,253.3333333333,50,2.3333333333,0,sp2,0,0,999,0,0,0,0,802,800,1001.3333333333,800,1004,286.15,1004,284.8166666667,284.8166666667,700.6666666667,283.9233333333,49,284.8166666667,281.4833333333,280.8166666667,280.15,273.4833333333,275.73,278.8166666667,278.4833333333,282.4833333333,280.6266666667,280.4833333333
+11180,2018-10-30 03:00:00,5,level_8,0,6.6666666667,85.3333333333,71.6666666667,32,1.6666666667,85,106.6666666667,2.3333333333,273.3333333333,20,1.6666666667,0,sp1,0.5,0,1001.6666666667,0,0,0,0,801,800,999.3333333333,500.3333333333,1005.6666666667,284.4833333333,1003.3333333333,283.8166666667,283.8166666667,802,284.1266666667,53.3333333333,283.8166666667,279.4833333333,280.15,278.8166666667,272.8166666667,275.0466666667,278.15,277.8166666667,283.8166666667,279.96,279.8166666667
+11181,2018-10-30 06:00:00,3.6666666667,level_8,0,3.6666666667,95.3333333333,85,0,2.3333333333,85,126.6666666667,2,260,75,4,0,sp1,2.3,0,1004,0,0.1,0,0,367.2222222222,800,998,534.8333333333,1006.3333333333,285.8166666667,1002.3333333333,283.4833333333,283.4833333333,800,285.4633333333,59.6666666667,283.4833333333,279.15,280.15,278.65,275.8166666667,277.91,278.15,280.4833333333,285.15,279.5866666667,278.4833333333
+11182,2018-10-30 09:00:00,3.3333333333,level_7,0,2.6666666667,89,91,20,4.6666666667,75,180,2.6666666667,260,75,4.3333333333,0,sp1,1.6,0,1006.3333333333,0,0.3,0,0,549.5,800,998.6666666667,501.3333333333,1007.6666666667,286.8166666667,1002,284.8166666667,284.8166666667,801,286.0866666667,61.6666666667,284.8166666667,282.15,280.8166666667,281.8166666667,278.8166666667,281.49,281.4833333333,284.8166666667,285.4833333333,279.7366666667,277.15
+11183,2018-10-30 12:00:00,4.3333333333,level_2,0,1.3333333333,93,97.6666666667,13.3333333333,4.6666666667,75,190,2,160,90,3.6666666667,0,sp1,0.7,0,1006.6666666667,0,0.9,0,0,476.5555555556,800.3333333333,1000,470.6666666667,1007.3333333333,286.8166666667,1001,286.8166666667,286.8166666667,800.6666666667,286.45,58,286.8166666667,288.15,281.15,287.9833333333,281.8166666667,284.5233333333,287.8166666667,287.8166666667,286.15,280.54,278.8166666667
+11184,2018-10-30 15:00:00,3,level_2,0,1,78.6666666667,95.3333333333,26.6666666667,2,51.6666666667,106.6666666667,2.6666666667,190,90,5,0,sp1,0,0,1006,0,1.6,0,0,476.5,801.6666666667,1000,802.3333333333,1006,288.8166666667,999.6666666667,284.8166666667,284.8166666667,801.3333333333,287.6466666667,81.3333333333,284.8166666667,289.15,282.4833333333,288.9833333333,282.15,284.1966666667,288.8166666667,286.8166666667,286.8166666667,281.6233333333,279.8166666667
+11185,2018-10-30 18:00:00,3.3333333333,level_10,0.2,2,67,95.3333333333,56.6666666667,2.3333333333,20,170,2.3333333333,224.6666666667,90,7,0,sp1,0,0,1006.6666666667,0,0.5,0,0,585.1666666667,801.3333333333,1002,801,1005,287.15,999.3333333333,284.15,284.15,600.3333333333,286.8366666667,93,284.15,288.15,282.8166666667,287.3166666667,281.4833333333,282.8266666667,286.4833333333,284.4833333333,286.4833333333,281.6,279.15
+11186,2018-10-30 21:00:00,3,level_10,0.1,2,71,95.3333333333,75,0.6666666667,0,66.6666666667,2.3333333333,235.3333333333,80,4.3333333333,0.2,sp1,0,0,1008,0,0.2,0,0,366.8333333333,566.8333333333,1003,800,1004.3333333333,284.8166666667,1001,284.15,284.15,702,283.6033333333,93,284.15,285.8166666667,282.15,285.15,280.8166666667,281.9733333333,284.4833333333,283.4833333333,282.8166666667,282.0666666667,281.8166666667
+11187,2018-10-31 00:00:00,0.6666666667,level_6,0,0.6666666667,74.3333333333,100,32,0,0,0,2,59.6666666667,75,3.6666666667,0.5,sp1,0,0,1007.3333333333,0,0.7,0,0,500.6666666667,433.8333333333,1003,800,1002.6666666667,283.8166666667,1001,284.15,284.15,801.6666666667,282.4033333333,95.3333333333,284.15,285.15,281.15,284.8166666667,281.15,281.75,284.4833333333,282.4833333333,281.4833333333,281.15,281.15
+11188,2018-10-31 03:00:00,1.3333333333,level_3,0,0.6666666667,79.3333333333,95.3333333333,80,1.3333333333,0,106.6666666667,2,230,75,4.3333333333,0.5,sp1,0,0,1005.3333333333,0,0.2,0,0,400,459.2222222222,1002.3333333333,800,1001.3333333333,283.15,1001,284.15,284.15,803.3333333333,281.7366666667,100,284.15,285.8166666667,281.15,285.65,281.15,281.6,285.4833333333,282.15,280.8166666667,281.15,281.15
+11189,2018-10-31 06:00:00,3,level_7,0.1,3.6666666667,85,93.3333333333,68.3333333333,1,6.6666666667,76.6666666667,4.3333333333,110,85,3.3333333333,2.3,sp1,0,0,1004,0,0.2,0,0,400.2222222222,501.6666666667,1002.3333333333,800.3333333333,1001.3333333333,282.4833333333,1000.6666666667,284.15,284.15,701.6666666667,281.27,87,284.15,286.8166666667,280.4833333333,285.9333333333,279.4833333333,280.83,285.15,282.4833333333,280.4833333333,280.2933333333,280.15
+11190,2018-10-31 09:00:00,4,level_7,0.3,3.6666666667,79.3333333333,91,63.3333333333,1.3333333333,0,43.3333333333,2.3333333333,50,75,1.6666666667,2.1,sp2,0,0,1004.3333333333,0,0.1,0,0,557.1666666667,481.3333333333,1003,800,1002.6666666667,284.15,1001.3333333333,285.8166666667,285.8166666667,500,282.7333333333,68,285.8166666667,287.15,281.4833333333,286.3166666667,280.15,281.6366666667,285.4833333333,283.4833333333,281.8166666667,280.3266666667,278.4833333333
+11191,2018-10-31 12:00:00,6,level_7,0,6.6666666667,74.3333333333,83,75,1.6666666667,33.3333333333,252.3333333333,2.3333333333,86.6666666667,40,3.6666666667,0.3,sp2,0.1,0,1004.6666666667,0,0,0,0,802,708.6666666667,1003,533.6666666667,1004,286.4833333333,1002,287.8166666667,287.8166666667,803,286.0766666667,58,287.8166666667,289.8166666667,283.8166666667,288.67,282.4833333333,284.1833333333,287.4833333333,286.4833333333,285.8166666667,282.4033333333,281.15
+11192,2018-10-31 15:00:00,6,level_8,0.5,7.3333333333,80.3333333333,66,75,1.6666666667,63.3333333333,210,3.3333333333,120,26.6666666667,3.3333333333,1,sp1,0.7,0,1005.3333333333,0,0,0,0,801.3333333333,656.8333333333,1003.6666666667,467.3333333333,1004.3333333333,285.8166666667,1002,287.15,287.15,500.3333333333,285.41,60.6666666667,287.15,288.15,285.8166666667,287.3166666667,281.4833333333,283.1133333333,286.4833333333,285.15,285.15,284.8066666667,283.8166666667
+11193,2018-10-31 18:00:00,4.6666666667,level_7,0.5,4.6666666667,91,79.3333333333,75,0.6666666667,51.6666666667,40,1.3333333333,323.3333333333,56.6666666667,3.3333333333,0.3,sp1,1.4,0,1006.3333333333,0,0,0,0,802.3333333333,708.3333333333,1005,501,1005.6666666667,284.4833333333,1004,285.8166666667,285.8166666667,500.3333333333,284.28,66.3333333333,285.8166666667,288.8166666667,284.4833333333,286.9833333333,281.15,282.4833333333,285.15,284.15,284.15,283.2066666667,280.8166666667
+11194,2018-10-31 21:00:00,0.6666666667,level_7,0.5,2.3333333333,87,81.6666666667,75,1,13.3333333333,70,1.6666666667,103.3333333333,45,3.6666666667,0.1,sp1,1.1,0,1007.6666666667,0,0.1,0,0,701,651.8333333333,1006.6666666667,600.6666666667,1006.6666666667,285.15,1006,284.8166666667,284.8166666667,500.3333333333,284.57,71,284.8166666667,285.15,281.8166666667,284.4833333333,280.15,281.93,283.8166666667,284.15,284.15,281.44,281.15
+11195,2018-11-01 00:00:00,0.3333333333,level_7,0.3,4,89,100,80.6666666667,1.6666666667,0,186.6666666667,3,300,45,1,1.1,sp2,0,0,1008,0,0,0,0,802,389,1008.6666666667,800,1008,284.15,1008,283.8166666667,283.8166666667,567,283.7433333333,74.3333333333,283.8166666667,283.8166666667,279.4833333333,283.48,280.15,281.8666666667,283.15,284.15,283.4833333333,279.1966666667,278.8166666667
+11196,2018-11-01 03:00:00,0.6666666667,level_10,0.7,1.6666666667,93,100,92,1.3333333333,0,113.3333333333,2.3333333333,301,56.6666666667,1,0.3,sp3,0,0,1008,0,0,0,0,802.3333333333,503.5,1009.3333333333,747.3333333333,1008.3333333333,282.4833333333,1009.3333333333,281.15,281.15,500.6666666667,281.6733333333,85,281.15,283.15,280.15,283.15,280.15,281.93,283.15,284.15,281.15,279.8633333333,279.4833333333
+11197,2018-11-01 06:00:00,1,level_9,0,2.3333333333,93,97.6666666667,75,1,0,40,2,156,8,1.6666666667,0,sp5,0,0,1010,0,0,0,0,800.3333333333,767,1011.6666666667,727.6666666667,1010,281.15,1011,279.8166666667,279.8166666667,803,279.7333333333,93,279.8166666667,282.4833333333,278.15,281.9833333333,280.15,281.93,281.4833333333,284.15,278.8166666667,277.92,277.4833333333
+11198,2018-11-01 09:00:00,1.3333333333,level_10,0.1,1.6666666667,87.3333333333,78.3333333333,75,0.6666666667,0,93.3333333333,1,110,0,1.3333333333,0,sp12,0,0,1012.6666666667,0,0,0,0,747.3333333333,800.3333333333,1014.6666666667,800,1013,283.8166666667,1014.3333333333,283.8166666667,283.8166666667,702,281.9966666667,77,283.8166666667,283.4833333333,281.8166666667,283.15,281.15,282.6366666667,282.8166666667,284.4833333333,280.8166666667,279.8533333333,278.8166666667
+11199,2018-11-01 12:00:00,1,level_1,0,0.6666666667,63,55.3333333333,45,1,0,0,2,273.3333333333,6.6666666667,1,0,sp13,0,0,1014,0,0,0,0,800.3333333333,801.3333333333,1015.6666666667,800,1014.6666666667,289.15,1016.3333333333,290.8166666667,290.8166666667,802,287.73,48,290.8166666667,289.15,286.4833333333,288.65,284.4833333333,285.99,288.15,287.8166666667,286.8166666667,285.27,283.8166666667
+11200,2018-11-01 15:00:00,1.6666666667,level_5,0,2,48.3333333333,44,26.6666666667,0.6666666667,0,87.3333333333,1.3333333333,196.3333333333,40,0.6666666667,0,sp13,0,0,1014,0,0,0,0,802,801,1015.6666666667,800,1014.3333333333,291.8166666667,1016.3333333333,290.8166666667,290.8166666667,801.3333333333,290.3966666667,46.3333333333,290.8166666667,290.15,289.15,289.9833333333,284.8166666667,286.6233333333,289.8166666667,288.8166666667,289.4833333333,287.5266666667,285.15
+11201,2018-11-01 18:00:00,3.3333333333,level_2,0,1.3333333333,64,59.6666666667,6.6666666667,1,0,194.3333333333,2.6666666667,55,26.6666666667,2.3333333333,0,sp15,0,0,1016,0,0,0,0,801.3333333333,801,1016.3333333333,800,1017,290.15,1018,289.15,289.15,800.3333333333,289.34,57.3333333333,289.15,288.15,287.4833333333,287.65,283.15,284.49,287.15,286.15,288.8166666667,286.07,283.8166666667
+11202,2018-11-01 21:00:00,3.3333333333,level_9,0.3,1.6666666667,85.3333333333,60.6666666667,57.3333333333,1.3333333333,0,106.6666666667,1.6666666667,290,13.3333333333,0.6666666667,0,sp18,0,0,1017.6666666667,0,0,0,0,800.6666666667,802.3333333333,1017,800,1018.6666666667,286.15,1019,285.15,285.15,500,285.5433333333,79.3333333333,285.15,285.15,285.4833333333,284.4833333333,282.8166666667,283.8566666667,283.8166666667,285.15,285.15,284.1933333333,283.15
+11203,2018-11-02 00:00:00,2.6666666667,level_9,0.3,1.6666666667,85.3333333333,62,38.3333333333,1.3333333333,0,123.3333333333,2.3333333333,201.6666666667,0,1,0,sp19,0,0,1018,0,0,0,0,800,800,1016.3333333333,800,1019,284.4833333333,1020,283.15,283.15,500,283.8766666667,87,283.15,284.15,284.4833333333,282.8166666667,282.15,283.04,281.4833333333,284.15,283.4833333333,282.5833333333,281.15
+11204,2018-11-02 03:00:00,1.3333333333,level_8,0.3,1.6666666667,91,79.3333333333,73.3333333333,1,0,43.3333333333,1.3333333333,190,45,1,0,sp19,0,0,1017.3333333333,0,0,0,0,802,800,1016.3333333333,800,1018.3333333333,283.15,1019,282.4833333333,282.4833333333,500,282.54,87,282.4833333333,283.4833333333,282.8166666667,281.8166666667,281.8166666667,282.8566666667,280.15,284.15,282.15,282.0566666667,281.4833333333
+11205,2018-11-02 06:00:00,2.3333333333,level_10,0.2,2.3333333333,93,85,75,0.6666666667,0,106.6666666667,1.3333333333,216,63.3333333333,0.6666666667,0,sp19,0,0,1017.6666666667,0,0,0,0,802.6666666667,800,1018.6666666667,800,1018.3333333333,282.4833333333,1019.3333333333,283.8166666667,283.8166666667,601,281.67,81.3333333333,283.8166666667,282.8166666667,282.4833333333,281.4833333333,281.15,282.4966666667,280.15,284.15,281.15,282.1266666667,281.8166666667
+11206,2018-11-02 09:00:00,5.3333333333,level_6,0,1.3333333333,89,74.3333333333,75,0.6666666667,31.6666666667,216,3,2,26.6666666667,1,0,sp21,0,0,1018,0,0,0,0,801.3333333333,800,1022,801.3333333333,1019,284.8166666667,1020.3333333333,285.15,285.15,803,284.01,85.3333333333,285.15,284.15,285.4833333333,283.15,282.15,283.49,282.15,285.15,283.4833333333,284.4933333333,283.15
+11207,2018-11-02 12:00:00,4.3333333333,level_10,0,1.3333333333,72.3333333333,57.6666666667,75,1,38.3333333333,120,2,95.3333333333,33.3333333333,1.6666666667,0,sp20,0,0,1018.3333333333,0,0,0,0,801.6666666667,800,1024,801.6666666667,1018.3333333333,290.15,1021,289.15,289.15,803,289.79,65.6666666667,289.15,288.8166666667,291.15,288.4833333333,285.8166666667,286.5633333333,288.15,287.4833333333,289.4833333333,289.9933333333,287.8166666667
+11208,2018-11-02 15:00:00,2.3333333333,level_1,0,1.3333333333,66.3333333333,51.6666666667,63.3333333333,2.6666666667,75,126.6666666667,1.3333333333,63.3333333333,33.3333333333,1.6666666667,0,sp19,0,0,1018,0,0,0,0,801.6666666667,800.6666666667,1025.6666666667,803,1019,292.15,1021.3333333333,289.8166666667,289.8166666667,802.6666666667,291.1333333333,67.6666666667,289.8166666667,291.4833333333,292.8166666667,290.9833333333,284.8166666667,286.3133333333,290.4833333333,288.15,290.4833333333,291.34,289.15
+11209,2018-11-02 18:00:00,2.3333333333,level_1,0,0.6666666667,75.3333333333,53.6666666667,40,1.3333333333,25,123.3333333333,2,144,20,1.6666666667,0,sp19,0,0,1019.3333333333,0,0,0,0,801,800.3333333333,1027.3333333333,801,1020.3333333333,291.4833333333,1022.6666666667,288.4833333333,288.4833333333,802,290.4733333333,74,288.4833333333,288.8166666667,289.8166666667,287.9833333333,283.15,284.0266666667,287.15,285.15,289.8166666667,288.6566666667,285.8166666667
+11210,2018-11-02 21:00:00,1.3333333333,level_3,0,1,89,59.3333333333,40,1,13.3333333333,123.3333333333,1.6666666667,190,6.6666666667,1.6666666667,0,sp19,0,0,1020.3333333333,0,0,0,0,800.3333333333,800,1028.3333333333,800.6666666667,,288.8166666667,1024.3333333333,284.8166666667,284.8166666667,802,288.21,87.3333333333,284.8166666667,285.4833333333,285.4833333333,284.3166666667,280.8166666667,281.41,283.15,282.15,287.8166666667,284.2966666667,283.15
+11211,2018-11-03 00:00:00,0.6666666667,level_6,0,1.6666666667,93,67.6666666667,70,1.3333333333,16,113.3333333333,1.3333333333,273.3333333333,0,1,0,sp19,0,0,1020.3333333333,0,0,0,0,800,800,1029,781,1021.3333333333,286.8166666667,1024.3333333333,283.15,283.15,803,286.01,87,283.15,284.15,282.8166666667,282.65,278.4833333333,279.3733333333,281.15,280.4833333333,285.4833333333,281.2966666667,280.15
+11212,2018-11-03 03:00:00,0.3333333333,level_9,0,1,93,81,90,0.6666666667,0,150.6666666667,1,190,0,1.3333333333,0,sp19,0,0,1020,0,0,0,0,800,800,1027.6666666667,734.3333333333,1021,285.8166666667,1023.3333333333,281.8166666667,281.8166666667,741,284.4033333333,87,281.8166666667,282.8166666667,280.15,281.3166666667,275.8166666667,277.6,279.8166666667,279.8166666667,283.4833333333,279.39,278.8166666667
+11213,2018-11-03 06:00:00,0.3333333333,level_8,0,2,97.6666666667,86.6666666667,90,1,0,36.6666666667,2,324,0,1.6666666667,0,sp18,0,0,1020,0,0,0,0,800,802,1027,721,1021,284.4833333333,1023,280.15,280.15,741,283.0666666667,91,280.15,282.15,278.4833333333,280.65,274.4833333333,277.1766666667,279.15,280.4833333333,282.15,277.3666666667,276.4833333333
+11214,2018-11-03 09:00:00,0.3333333333,level_8,0,2,91,75,85,1.3333333333,13.3333333333,140,0.3333333333,160,0,1.6666666667,0,sp19,0,0,1021,0,0,0,0,800,800,1026.3333333333,748,1021.3333333333,286.8166666667,1023,285.15,285.15,727.6666666667,286.0066666667,67,285.15,284.4833333333,281.8166666667,283.9833333333,277.4833333333,278.95,283.4833333333,280.8166666667,285.4833333333,279.83,277.8166666667
+11215,2018-11-03 12:00:00,2,level_1,0,0.3333333333,83.6666666667,45,20,1,63.3333333333,0,1,163.3333333333,0,3.6666666667,0,sp18,0,0,1020,0,0,0,0,800,800,1024.3333333333,802.6666666667,1020.6666666667,289.15,1021.6666666667,291.15,291.15,801,288.8166666667,42,291.15,289.8166666667,287.15,289.3166666667,284.8166666667,285.5666666667,288.8166666667,286.4833333333,288.4833333333,285.7433333333,284.8166666667
+11216,2018-11-03 15:00:00,2.3333333333,level_5,0,3,68,55.3333333333,6.6666666667,1.3333333333,0,36.6666666667,2.3333333333,243.3333333333,0,1.6666666667,0,sp16,0,0,1018.6666666667,0,0,0,0,800,800.3333333333,1022,800,1019,292.15,1020,291.15,291.15,800.3333333333,291.3366666667,45,291.15,291.15,289.4833333333,290.8166666667,285.8166666667,287.1733333333,290.4833333333,288.8166666667,290.8166666667,289.01,288.15
+11217,2018-11-03 18:00:00,1,level_4,0,1,71.3333333333,46.3333333333,0,1.3333333333,0,110,1.6666666667,260,0,2,0,sp15,0,0,1018.3333333333,0,0,0,0,800,801.3333333333,1021,800,1019,291.4833333333,1019,287.8166666667,287.8166666667,800,290.67,65.6666666667,287.8166666667,287.4833333333,288.4833333333,287.15,281.8166666667,283.0066666667,286.8166666667,284.4833333333,290.15,286.62,284.8166666667
+11218,2018-11-03 21:00:00,1.3333333333,level_7,0,2,89.3333333333,72.3333333333,0,1.3333333333,13.3333333333,121,1.3333333333,273.3333333333,0,1,0,sp15,0,0,1018,0,0,0,0,800,803.3333333333,1020.3333333333,800.6666666667,1019,287.8166666667,1019,284.15,284.15,800,286.8066666667,81.3333333333,284.15,286.8166666667,282.4833333333,286.15,276.15,277.93,285.4833333333,280.15,286.15,281.5966666667,280.8166666667
+11219,2018-11-04 00:00:00,0.6666666667,level_9,0,1.6666666667,93,89,0,0.6666666667,0,89.6666666667,2.3333333333,280,0,0.6666666667,0,sp14,0,0,1016.6666666667,0,0,0,0,800,802.6666666667,1018,800,1017.6666666667,286.15,1018.3333333333,282.15,282.15,800,284.7366666667,89,282.15,285.4833333333,278.8166666667,284.65,273.4833333333,275.86,283.8166666667,278.8166666667,283.8166666667,278.4366666667,278.15
+11220,2018-11-04 03:00:00,1,level_8,0,2,95.3333333333,97.6666666667,32,1,0,66.6666666667,1.3333333333,194,0,0.6666666667,0,sp12,0,0,1014.6666666667,0,0,0,0,800,800,1016.3333333333,800,1016,284.4833333333,1016.6666666667,280.8166666667,280.8166666667,802,283.6733333333,91,280.8166666667,284.4833333333,276.15,283.3166666667,272.4833333333,274.86,282.15,277.8166666667,283.15,276.0066666667,275.8166666667
+11221,2018-11-04 06:00:00,1.3333333333,level_9,0,2,95.3333333333,97.6666666667,0,1.3333333333,30.3333333333,63.3333333333,1.3333333333,105,0,0.6666666667,0,sp11,0,0,1013.3333333333,0,0,0,0,800,800,1014,801,1015,283.8166666667,1015.6666666667,279.15,279.15,760.6666666667,282.4033333333,89,279.15,283.8166666667,275.15,282.65,271.8166666667,274.19,281.4833333333,277.15,281.4833333333,274.8133333333,274.4833333333
+11222,2018-11-04 09:00:00,1,level_6,0,1.6666666667,97.6666666667,65.6666666667,0,0.3333333333,80,106.6666666667,0.6666666667,0,0,0.6666666667,0,sp12,0,0,1013.3333333333,0,0,0,0,800,802.3333333333,1012,755,1015,284.8166666667,1015.6666666667,283.4833333333,283.4833333333,754,283.42,73.3333333333,283.4833333333,284.8166666667,282.8166666667,283.9833333333,274.4833333333,277.6233333333,283.15,281.4833333333,282.4833333333,278.86,276.4833333333
+11223,2018-11-04 12:00:00,1.3333333333,level_6,0,1,95.3333333333,49,0,4,90,150,0.3333333333,76.6666666667,0,1,0,sp10,0,0,1011.6666666667,0,0,0,0,800,802,1008,714.3333333333,1012.6666666667,286.4833333333,1014,291.15,291.15,800,286.3066666667,40.3333333333,291.15,291.15,286.4833333333,290.8166666667,283.8166666667,286.69,290.4833333333,290.4833333333,286.15,285.1266666667,284.15
+11224,2018-11-04 15:00:00,4.6666666667,level_5,0,2.6666666667,83.6666666667,61.6666666667,0,5.3333333333,85,166.6666666667,1,66.6666666667,31.6666666667,3,0,sp5,0,0,1009.3333333333,0,0,0,0,801.3333333333,801,1004.3333333333,748.3333333333,1010,288.8166666667,1010.3333333333,292.15,292.15,800,288.2533333333,35,292.15,294.4833333333,289.8166666667,293.3166666667,287.8166666667,290.2066666667,292.15,293.15,287.8166666667,288.27,285.8166666667
+11225,2018-11-04 18:00:00,4,level_5,0,1,85.3333333333,85,0,6.6666666667,85,170,0.3333333333,108,51.6666666667,2.3333333333,0,sp3,0,0,1009,0,0,0,0,802.3333333333,803.6666666667,1003,803.6666666667,1010,289.15,1009,288.4833333333,288.4833333333,800,288.54,54.3333333333,288.4833333333,291.8166666667,287.15,291.15,284.8166666667,287.6366666667,290.4833333333,291.15,288.15,285.3533333333,283.4833333333
+11226,2018-11-04 21:00:00,2.3333333333,level_10,0,1.6666666667,83.6666666667,83,0,3.3333333333,75,160,1,53,50,2.6666666667,0,sp3,0,0,1009,0,0,0,0,802.3333333333,803.3333333333,1003,803,1009,288.8166666667,1008.6666666667,284.8166666667,284.8166666667,800,288.21,72.6666666667,284.8166666667,289.4833333333,284.8166666667,289.15,281.15,285.0133333333,288.8166666667,289.8166666667,287.8166666667,284.42,283.8166666667
+11227,2018-11-05 00:00:00,2.3333333333,level_6,0,0.6666666667,82,87,53.3333333333,3.3333333333,79.3333333333,166.6666666667,0,305,75,3.3333333333,0,sp1,0,0,1008.3333333333,0,0,0,0,803,804,1001,803.3333333333,1008,289.15,1006.3333333333,282.4833333333,282.4833333333,747.3333333333,288.1366666667,85,282.4833333333,287.8166666667,284.15,287.65,281.4833333333,284.5866666667,287.4833333333,289.15,287.4833333333,284.15,284.15
+11228,2018-11-05 03:00:00,2,level_9,0,1.6666666667,93,97.6666666667,74.6666666667,1,69,100,0,284,80,5.3333333333,0,sp1,1.4,0,1007,0,0.9,0,0,501,803.3333333333,999.3333333333,574.5,1006,287.8166666667,1003.3333333333,281.8166666667,281.8166666667,775.6666666667,287.6133333333,87,281.8166666667,287.15,283.8166666667,286.9833333333,282.8166666667,284.4533333333,286.8166666667,286.4833333333,287.4833333333,283.6733333333,283.4833333333
+11229,2018-11-05 06:00:00,3.6666666667,level_4,0.3,1,89,93.3333333333,38.3333333333,2.6666666667,26.6666666667,120,0.6666666667,165.3333333333,68.3333333333,3,0,sp1,0.3,0,1006.3333333333,0,0.9,0,0,501,802.3333333333,999.6666666667,500,1004.6666666667,286.4833333333,1001.6666666667,282.15,282.15,500,286.0766666667,87,282.15,285.4833333333,283.15,285.4833333333,281.15,283.3933333333,285.4833333333,286.15,285.8166666667,282.9933333333,282.4833333333
+11230,2018-11-05 09:00:00,4.6666666667,level_10,0.1,2.3333333333,80.6666666667,93,38.3333333333,2.3333333333,20,80,2,136,80,3,0,sp2,0,0,1007,0,0.2,0,0,625.1666666667,801,999.6666666667,801,1004.6666666667,286.8166666667,1002,284.15,284.15,701.3333333333,285.8066666667,83,284.15,288.15,282.15,287.4833333333,281.8166666667,283.9266666667,286.8166666667,286.4833333333,285.15,281.3433333333,279.15
+11231,2018-11-05 12:00:00,5.3333333333,level_8,0.2,3.3333333333,57.6666666667,81,51.6666666667,3.3333333333,33.3333333333,170,2.3333333333,93.3333333333,75,6,0,sp2,0,0,1006.6666666667,0,0.1,0,0,681.3333333333,802.3333333333,1000.6666666667,801.6666666667,1004.6666666667,289.15,1003.3333333333,287.4833333333,287.4833333333,600.6666666667,288.54,71.3333333333,287.4833333333,291.4833333333,283.15,290.8166666667,282.8166666667,284.6233333333,290.15,286.8166666667,288.15,282.0733333333,279.8166666667
+11232,2018-11-05 15:00:00,5.6666666667,level_7,0,3.6666666667,45,79.6666666667,20,3.6666666667,40,150,4,113.3333333333,75,6.3333333333,0,sp2,0,0,1004.6666666667,0,0.1,0,0,714.8333333333,802.6666666667,1000,802,1004,291.15,1003,287.15,287.15,801,289.73,74.3333333333,287.15,291.15,284.15,290.8166666667,283.4833333333,286.04,290.4833333333,289.15,288.8166666667,282.3933333333,278.8166666667
+11233,2018-11-05 18:00:00,5.3333333333,level_7,0,3,56,89,6.6666666667,2,26.6666666667,86.6666666667,5,103.3333333333,75,4.6666666667,0.4,sp3,0,0,1003,0,0.2,0,0,572.2222222222,601.3333333333,1000.3333333333,801.3333333333,1004.6666666667,288.8166666667,1004.6666666667,286.15,286.15,800.3333333333,287.8,71.3333333333,286.15,290.8166666667,282.15,290.15,281.8166666667,283.7433333333,289.4833333333,286.15,287.15,280.4033333333,277.4833333333
+11234,2018-11-05 21:00:00,7.3333333333,level_7,0,5,69.3333333333,75.3333333333,6.6666666667,2,6.6666666667,70,2.3333333333,126.6666666667,45,2.6666666667,0.7,sp6,0,0,1004.3333333333,0,0,0,0,802,500.6666666667,1001.6666666667,800.3333333333,1006.6666666667,285.8166666667,1006.6666666667,285.8166666667,285.8166666667,800.3333333333,285.41,66.3333333333,285.8166666667,288.15,281.4833333333,287.65,279.8166666667,281.45,287.15,283.4833333333,285.15,280.9,280.4833333333
+11235,2018-11-06 00:00:00,5,level_8,0.1,5,79.6666666667,81.3333333333,45,3.6666666667,0,160,5,205.3333333333,75,1.6666666667,0.2,sp8,0,0,1005,0,0,0,0,803,600.3333333333,1002.6666666667,800,1007.6666666667,283.8166666667,1007.6666666667,285.15,285.15,701,283.0066666667,67.6666666667,285.15,288.4833333333,281.4833333333,287.3166666667,279.8166666667,281.0066666667,286.15,282.4833333333,282.4833333333,281.2933333333,281.15
+11236,2018-11-06 03:00:00,4.6666666667,level_8,0.3,6,89,77.3333333333,76,1.3333333333,0,60,2,256.6666666667,63.3333333333,1.3333333333,0,sp9,0,0,1005.6666666667,0,0,0,0,802.6666666667,800.6666666667,1003,800,1008.3333333333,282.15,1009,285.8166666667,285.8166666667,500,281.5433333333,66.3333333333,285.8166666667,285.4833333333,281.15,284.8166666667,278.4833333333,280.1166666667,284.15,282.15,281.15,280.96,280.8166666667
+11237,2018-11-06 06:00:00,5.3333333333,level_7,0.3,4.6666666667,93,79.6666666667,75,3,4,286.6666666667,1,93.3333333333,38.3333333333,1,0,sp11,0,0,1006.3333333333,0,0,0,0,634,802,1005,800.3333333333,1010,280.4833333333,1010.3333333333,285.15,285.15,500,280.28,66,285.15,284.15,280.4833333333,283.3166666667,279.4833333333,281.56,282.4833333333,284.15,280.15,280.01,279.4833333333
+11238,2018-11-06 09:00:00,4.3333333333,level_7,0.2,6.3333333333,83.3333333333,83,56.6666666667,2.6666666667,0,233.3333333333,2.3333333333,150,40,0.6666666667,0,sp13,0,0,1009,0,0,0,0,802,800.3333333333,1007.3333333333,800,1012,283.8166666667,1013,287.15,287.15,600.3333333333,282.8066666667,58,287.15,285.4833333333,281.15,284.8166666667,280.4833333333,282.5633333333,284.15,285.15,282.15,280.4033333333,279.8166666667
+11239,2018-11-06 12:00:00,5,level_8,0,7.6666666667,64.3333333333,67.6666666667,6.6666666667,4,6.6666666667,203.3333333333,4,243.3333333333,40,1.3333333333,0,sp13,0,0,1010,0,0,0,0,802,802,1007.3333333333,800.3333333333,1012.3333333333,288.8166666667,1013.6666666667,289.4833333333,289.4833333333,800.3333333333,288.41,48,289.4833333333,288.15,284.4833333333,287.65,283.8166666667,285.8966666667,287.15,288.4833333333,288.15,283.5366666667,282.15
+11240,2018-11-06 15:00:00,5,level_9,0.2,7,56.3333333333,72.6666666667,56.6666666667,4,26.6666666667,220,4.6666666667,240,63.3333333333,2.3333333333,0,sp11,0,0,1010,0,0,0,0,802.6666666667,801,1006,801.3333333333,1012.3333333333,290.8166666667,1013,290.4833333333,290.4833333333,600.3333333333,290.21,41,290.4833333333,288.8166666667,285.4833333333,288.3166666667,283.4833333333,285.8566666667,287.8166666667,288.8166666667,289.8166666667,283.7366666667,281.15
+11241,2018-11-06 18:00:00,4.6666666667,level_8,0.1,5.3333333333,60.3333333333,87,20,4.3333333333,0,196.6666666667,1.3333333333,233.3333333333,85,2,0,sp10,0,0,1011.6666666667,0,0.2,0,0,601.3333333333,800.3333333333,1005,800,1013.6666666667,289.4833333333,1014,287.4833333333,287.4833333333,700.6666666667,289.08,58.6666666667,287.4833333333,286.8166666667,283.4833333333,285.9833333333,283.15,285.67,285.15,288.8166666667,288.8166666667,282.3966666667,279.8166666667
+11242,2018-11-06 21:00:00,2.6666666667,level_7,0.2,4.3333333333,78.6666666667,85,20,4.6666666667,13.3333333333,173.3333333333,1.6666666667,153.3333333333,63.3333333333,2.3333333333,0,sp11,0,0,1012.6666666667,0,0,0,0,802.6666666667,800,1005,800.6666666667,1014,287.4833333333,1014,286.15,286.15,600.3333333333,285.6633333333,64.6666666667,286.15,285.4833333333,283.15,284.65,284.15,286.08,283.8166666667,288.4833333333,284.4833333333,282.98,282.4833333333
+11243,2018-11-07 00:00:00,3.6666666667,level_8,0.1,4,80.3333333333,76,33.3333333333,3.6666666667,25.3333333333,56.6666666667,2.6666666667,263.3333333333,75,3,0,sp10,0,0,1012.6666666667,0,0,0,0,803,800,1003.3333333333,801.3333333333,1014,287.4833333333,1013.3333333333,285.15,285.15,647.3333333333,286.0666666667,69.6666666667,285.15,285.15,283.15,284.15,284.8166666667,287.0466666667,283.15,289.8166666667,285.15,283.15,283.15
+11244,2018-11-07 03:00:00,3.6666666667,level_7,0,4.6666666667,85.6666666667,79.3333333333,42.6666666667,4,38.3333333333,130,2,296.6666666667,51.6666666667,2,0,sp9,0.1,0,1012,0,0,0,0,802.3333333333,800,1003,533.3333333333,1013.3333333333,287.15,1012,284.4833333333,284.4833333333,721,286.34,72.6666666667,284.4833333333,283.8166666667,283.15,283.3166666667,284.15,287.2733333333,282.8166666667,291.15,285.8166666667,283.15,283.15
+11245,2018-11-07 06:00:00,4,level_7,0,4.3333333333,89,87,33.3333333333,4.6666666667,51.6666666667,226.6666666667,2,177,80,2,0,sp8,0,0,1012,0,0,0,0,702.3333333333,800.3333333333,1004.3333333333,802.3333333333,1013.3333333333,286.8166666667,1012,285.15,285.15,801.6666666667,286.8166666667,66.3333333333,285.15,282.4833333333,283.15,281.9833333333,284.4833333333,287.1533333333,281.4833333333,290.4833333333,286.8166666667,282.9866666667,282.8166666667
+11246,2018-11-07 09:00:00,3,level_7,0,4.6666666667,93,95.3333333333,33.3333333333,2.6666666667,75,200,3,243,90,2,0,sp12,0,0,1013,0,0,0,0,527.6666666667,801.3333333333,1007.6666666667,635.3333333333,1015,288.15,1013.6666666667,287.15,287.15,801.6666666667,287.89,62.3333333333,287.15,286.15,282.8166666667,285.65,284.8166666667,286.5966666667,285.15,288.8166666667,287.4833333333,282.27,281.4833333333
+11247,2018-11-07 12:00:00,5.6666666667,level_8,0,5.6666666667,95.3333333333,76.6666666667,51.6666666667,3.3333333333,80,197.3333333333,2.6666666667,246.6666666667,80,3.3333333333,0,sp12,0.3,0,1012.6666666667,0,0,0,0,688.3333333333,801,1011,533.7222222222,1014.3333333333,289.15,1015,292.15,292.15,802.3333333333,288.9466666667,49.6666666667,292.15,291.8166666667,285.8166666667,291.3166666667,287.8166666667,288.5566666667,290.8166666667,289.4833333333,288.8166666667,284.9933333333,282.8166666667
+11248,2018-11-07 15:00:00,4.3333333333,level_9,0.1,5.3333333333,80.6666666667,74.3333333333,75,4,63.3333333333,226.6666666667,4,246.6666666667,75,1.3333333333,0,sp12,0.1,0,1013,0,0.5,0,0,470.3333333333,801,1014,701.6666666667,1014.3333333333,291.15,1015.3333333333,293.4833333333,293.4833333333,702,289.53,51,293.4833333333,291.4833333333,287.8166666667,291.3166666667,287.15,287.8933333333,291.15,288.4833333333,288.4833333333,285.8933333333,284.15
+11249,2018-11-07 18:00:00,2,level_8,0,2,85.6666666667,79.3333333333,75,1.6666666667,26.6666666667,136.6666666667,4,240,56.6666666667,2,0,sp13,0,0,1014.6666666667,0,0.2,0,0,613.6666666667,800,1017,801.3333333333,1016.3333333333,290.15,1017,290.8166666667,290.8166666667,803,289.3833333333,64.3333333333,290.8166666667,289.4833333333,285.8166666667,289.15,282.4833333333,283.8166666667,288.8166666667,285.4833333333,288.8166666667,284.33,282.4833333333
+11250,2018-11-07 21:00:00,1,level_8,0,3.6666666667,91,87,45,1.6666666667,38.3333333333,116.6666666667,1.3333333333,213.3333333333,20,2,0,sp15,0,0,1017,0,0,0,0,801,800,1018.3333333333,801.6666666667,1017.6666666667,288.4833333333,1018.3333333333,288.8166666667,288.8166666667,802,287.6733333333,73.6666666667,288.8166666667,287.4833333333,283.4833333333,286.9833333333,278.8166666667,280.4533333333,286.4833333333,282.4833333333,287.15,282.9633333333,282.15
+11251,2018-11-08 00:00:00,1,level_9,0,4,93,95.3333333333,12,1.6666666667,75,100,1.6666666667,196,33.3333333333,1,0,sp15,0,0,1018.6666666667,0,0,0,0,801.6666666667,802,1018,803,1019,288.15,1019,286.4833333333,286.4833333333,800.3333333333,286.33,82,286.4833333333,284.8166666667,281.8166666667,283.8166666667,275.15,277.5233333333,282.8166666667,280.4833333333,285.15,281.2466666667,280.8166666667
+11252,2018-11-08 03:00:00,0.3333333333,level_10,0,2.3333333333,93,100,24,2,85.6666666667,133.3333333333,1.3333333333,198.6666666667,20,1,0,sp13,0,0,1019.3333333333,0,0,0,0,781,804,1016.6666666667,769.3333333333,1019,288.15,1018.6666666667,284.8166666667,284.8166666667,781,286.94,83,284.8166666667,284.15,279.4833333333,282.8166666667,274.4833333333,277.4533333333,281.4833333333,281.15,286.15,279.4833333333,279.4833333333
+11253,2018-11-08 06:00:00,1.3333333333,level_10,0,1.6666666667,93,100,0,2.6666666667,80,100,2.3333333333,147.3333333333,38.3333333333,1,0,sp13,0.1,0,1020,0,0,0,0,801.6666666667,802,1015.6666666667,709,1019,288.15,1018,284.15,284.15,800,287.1366666667,87,284.15,284.15,279.4833333333,283.15,275.4833333333,279.0433333333,282.15,283.4833333333,286.4833333333,278.94,278.4833333333
+11254,2018-11-08 09:00:00,2.3333333333,level_10,0,1.3333333333,93,95.3333333333,0,5,90,170,3,67,75,1.3333333333,0,sp13,0.4,0,1020.6666666667,0,0,0,0,533.8888888889,802.6666666667,1014.3333333333,668.5,1020,288.15,1018,286.15,286.15,800,287.5533333333,76.6666666667,286.15,286.15,281.15,285.65,278.4833333333,282.0466666667,285.15,286.4833333333,287.15,280.55,279.4833333333
+11255,2018-11-08 12:00:00,3.3333333333,level_1,0,1,93,79.6666666667,13.3333333333,5,85,143.3333333333,1.3333333333,66.6666666667,75,1.3333333333,0,sp12,2.3,0,1019.3333333333,0,0,0,0,668.1666666667,803,1012.3333333333,601.3333333333,1019,289.15,1017,291.4833333333,291.4833333333,800.6666666667,288.98,60.3333333333,291.4833333333,289.4833333333,285.15,289.0033333333,286.15,288.2266666667,288.4833333333,290.8166666667,288.8166666667,283.66,280.15
+11256,2018-11-08 15:00:00,2.6666666667,level_3,0,3,93.6666666667,76.3333333333,40,4.3333333333,63.3333333333,110,1,123.3333333333,75,2.6666666667,0,sp8,1.3,0,1017.3333333333,0,1,0,0,701.8333333333,802.6666666667,1009.3333333333,602,1016.3333333333,290.15,1014.3333333333,291.8166666667,291.8166666667,802,289.2866666667,67.6666666667,291.8166666667,290.15,286.4833333333,290.15,287.15,289.2266666667,290.15,291.8166666667,288.4833333333,284.9333333333,281.8166666667
+11257,2018-11-08 18:00:00,1,level_2,0,3,78.6666666667,95.3333333333,63.3333333333,6.6666666667,20,146.6666666667,1.6666666667,258.3333333333,75,4.6666666667,0,sp11,0,0,1016,0,0.3,0,0,533.6111111111,802,1009,801,1015,290.4833333333,1013,290.15,290.15,802.6666666667,289.4733333333,82,290.15,289.15,284.15,288.4833333333,285.4833333333,287.5633333333,287.8166666667,290.15,288.8166666667,283.4066666667,281.8166666667
+11258,2018-11-08 21:00:00,4,level_7,0.3,2.3333333333,78.6666666667,93.6666666667,63.3333333333,4,26.6666666667,210,1.3333333333,190,56.6666666667,5,0,sp13,0,0,1016,0,0.3,0,0,701.6666666667,804,1011,801.3333333333,1014,288.8166666667,1013.6666666667,289.4833333333,289.4833333333,500,288.21,89.3333333333,289.4833333333,287.15,283.4833333333,286.3166666667,282.8166666667,284.6,285.4833333333,286.8166666667,287.8166666667,283.13,282.8166666667
+11259,2018-11-09 00:00:00,4.3333333333,level_8,0.2,2.3333333333,79.3333333333,85,75.6666666667,1.3333333333,6.6666666667,60,1,274,20,2,0.3,sp17,0,0,1014,0,0,0,0,801,500,1012.3333333333,800.3333333333,1013.3333333333,286.15,1015,287.8166666667,287.8166666667,601,285.6133333333,93,287.8166666667,287.15,281.8166666667,286.65,280.8166666667,282.7466666667,286.15,285.15,285.15,281.8166666667,281.8166666667
+11260,2018-11-09 03:00:00,5.6666666667,level_8,0.2,3.3333333333,89,73.3333333333,75.6666666667,0.6666666667,0,177.6666666667,2,286.6666666667,13.3333333333,2,0.3,sp18,0,0,1011.6666666667,0,0,0,0,800.6666666667,402.1666666667,1014,800,1012.6666666667,284.15,1015.6666666667,287.15,287.15,601,283.14,74.6666666667,287.15,287.8166666667,280.8166666667,287.15,280.15,281.93,286.4833333333,284.15,282.4833333333,280.2466666667,279.8166666667
+11261,2018-11-09 06:00:00,3,level_8,0,4.6666666667,93,77.6666666667,51.6666666667,1,6.6666666667,179.3333333333,1.6666666667,263.3333333333,51.6666666667,1,1.2,sp19,0,0,1011,0,0,0,0,802.3333333333,533.8333333333,1016,800.3333333333,1013.3333333333,281.8166666667,1017.3333333333,285.4833333333,285.4833333333,802.3333333333,281.0066666667,71,285.4833333333,286.15,281.15,286.15,279.4833333333,281.41,286.15,283.8166666667,280.4833333333,279.7966666667,278.4833333333
+11262,2018-11-09 09:00:00,3.6666666667,level_9,0,4.6666666667,85.3333333333,77,45,2,0,113.3333333333,1.3333333333,238.3333333333,33.6666666667,0.6666666667,0.3,sp20,0,0,1010.6666666667,0,0,0,0,801.6666666667,701.6666666667,1017,800,1015,283.8935,1020,286.15,286.15,802,283.4868333333,64.3333333333,286.15,287.0451666667,281.5793333333,287.0451666667,280.15,282.2266666667,287.0451666667,284.8166666667,283.2268333333,280.5526666667,279.246
+11263,2018-11-09 12:00:00,4.6666666667,level_9,0,8.3333333333,61.6666666667,54.6666666667,20,3,13.3333333333,193.3333333333,2.3333333333,190,26.6666666667,0.6666666667,0,sp20,0,0,1011.3333333333,0,0,0,0,801.3333333333,803,1015,800.6666666667,1014.6666666667,288.8166666667,1019.6666666667,290.15,290.15,801,288.0033333333,42.6666666667,290.15,288.8166666667,284.8166666667,288.8166666667,284.4833333333,286.5566666667,288.8166666667,289.15,287.4833333333,284.0633333333,282.4833333333
+11264,2018-11-09 15:00:00,5,level_9,0,6.6666666667,50.3333333333,54,0,3,20,210,4,276.6666666667,20,2.3333333333,0.2,sp18,0,0,1012.3333333333,0,0,0,0,801,601.3333333333,1012.3333333333,801,1014,290.8166666667,1018.3333333333,291.4833333333,291.4833333333,800,289.8,40,291.4833333333,287.4833333333,286.4833333333,287.3166666667,284.15,286.9533333333,287.15,290.4833333333,289.15,285.74,284.4833333333
+11265,2018-11-09 18:00:00,5.6666666667,level_9,0,4,58,69.3333333333,25,4.6666666667,6.6666666667,206.6666666667,1.3333333333,166.6666666667,75,3,0,sp18,0,0,1014,0,0,0,0,803,802,1011.3333333333,800.3333333333,1016,289.8166666667,1019,288.4833333333,288.4833333333,801,289.0033333333,50,288.4833333333,287.4833333333,285.15,287.15,283.8166666667,286.1866666667,286.8166666667,289.15,288.4833333333,283.87,281.4833333333
+11266,2018-11-09 21:00:00,5,level_8,0.2,3.6666666667,78.6666666667,76,30.6666666667,4.6666666667,0,196.6666666667,0.6666666667,80,63.3333333333,1.6666666667,0,sp19,0,0,1014.6666666667,0,0,0,0,802.6666666667,800.3333333333,1010.3333333333,800,1017.3333333333,286.4833333333,1018.3333333333,286.15,286.15,600,285.6733333333,58,286.15,286.8166666667,284.15,285.8166666667,283.15,285.97,284.8166666667,289.4833333333,285.15,283.5566666667,283.15
+11267,2018-11-10 00:00:00,4,level_8,0.2,5.6666666667,91,83,6.6666666667,3.6666666667,0,126.6666666667,1.3333333333,176.6666666667,85,1.3333333333,0,sp18,0,0,1014.3333333333,0,0,0,0,803.6666666667,800,1008.3333333333,800,1017,284.4833333333,1018,287.15,287.15,600,284.0766666667,58,287.15,284.4833333333,284.15,283.65,284.4833333333,287.0066666667,282.8166666667,290.15,283.8166666667,283.58,283.15
+11268,2018-11-10 03:00:00,4.3333333333,level_9,0,6.6666666667,93,89,0,5.6666666667,38.3333333333,203.3333333333,2,273.3333333333,80,1.6666666667,0,sp17,0,0,1013.6666666667,0,0.1,0,0,702,802,1006.6666666667,801.6666666667,1016.3333333333,284.4833333333,1016.6666666667,288.15,288.15,800,283.47,59.3333333333,288.15,283.15,284.15,282.8166666667,285.15,288.12,282.4833333333,291.8166666667,282.8166666667,283.58,283.15
+11269,2018-11-10 06:00:00,4.3333333333,level_8,0,4.3333333333,93,95.3333333333,45,3.3333333333,75,150,2.3333333333,253.3333333333,85,1,0,sp16,0,0,1013,0,0,0,0,702.5,800,1005.6666666667,803,1015,285.15,1016,286.8166666667,286.8166666667,802,284.14,68.3333333333,286.8166666667,283.4833333333,283.8166666667,283.3166666667,285.8166666667,288.6333333333,283.15,292.15,283.4833333333,283.46,283.15
+11270,2018-11-10 09:00:00,5.3333333333,level_7,0,4.3333333333,85.3333333333,93,63.3333333333,4,85,256.6666666667,2.6666666667,256.6666666667,85,0.3333333333,0,sp17,0,0,1013,0,0,0,0,634.8888888889,800,1006,803.6666666667,1015.6666666667,286.4833333333,1016,288.15,288.15,802.6666666667,286.28,70.3333333333,288.15,287.15,284.4833333333,286.8166666667,286.15,288.52,286.4833333333,291.4833333333,286.15,283.7266666667,281.8166666667
+11271,2018-11-10 12:00:00,7,level_7,0,5,78.6666666667,85.3333333333,13.3333333333,1,80,36.6666666667,4.6666666667,236.6666666667,85,2,0,sp16,0,0,1012,0,0,0,0,614.8333333333,800,1006,803.3333333333,1015,290.15,1015,289.15,289.15,800.6666666667,289.41,67.3333333333,289.15,291.15,286.4833333333,290.8166666667,288.4833333333,289.9666666667,290.4833333333,291.8166666667,288.8166666667,285.53,283.15
+11272,2018-11-10 15:00:00,7.3333333333,level_9,0,4.6666666667,77,89,33.3333333333,2.3333333333,75,276.6666666667,3.3333333333,230,80,2.6666666667,0,sp14,0.1,0,1011,0,0,0,0,520.5,800,1005,702,1014,291.15,1013.6666666667,290.8166666667,290.8166666667,801.6666666667,290.1766666667,63,290.8166666667,292.4833333333,287.4833333333,291.65,288.4833333333,290.4133333333,290.8166666667,292.8166666667,289.4833333333,285.7866666667,282.4833333333
+11273,2018-11-10 18:00:00,5.3333333333,level_9,0.1,5.3333333333,82,95.3333333333,56.6666666667,2,75,146.6666666667,0.6666666667,183.3333333333,80,2.6666666667,0,sp13,0,0,1011.3333333333,0,0.2,0,0,540.5,800,1007.3333333333,803,1014,291.15,1014.3333333333,290.4833333333,290.4833333333,701.3333333333,290.1366666667,61.6666666667,290.4833333333,289.8166666667,286.4833333333,289.4833333333,287.15,287.7033333333,289.15,288.15,289.4833333333,285.67,284.15
+11274,2018-11-10 21:00:00,4.6666666667,level_9,0,5,86,100,13.3333333333,3.3333333333,75,183,2.3333333333,249,85,2,0,sp14,0,0,1012.3333333333,0,0,0,0,668.6666666667,800.6666666667,1008,803,1014.3333333333,290.4833333333,1015,290.15,290.15,800.6666666667,289.6733333333,64.3333333333,290.15,287.4833333333,285.8166666667,287.4833333333,285.4833333333,287.0366666667,287.4833333333,288.4833333333,289.15,285.6566666667,285.4833333333
+11275,2018-11-11 00:00:00,3.6666666667,level_6,0,1.6666666667,88,100,0,6,75,213.3333333333,2.3333333333,250,80,2.3333333333,0,sp13,0,0,1013,0,0,0,0,769.3333333333,800,1008,803,1015.6666666667,290.15,1015,289.15,289.15,800,289.54,67.3333333333,289.15,287.15,285.8166666667,286.65,286.4833333333,288.7066666667,286.15,291.4833333333,289.15,285.4366666667,285.15
+11276,2018-11-11 03:00:00,4.3333333333,level_6,0,2.3333333333,93,100,6.6666666667,4.3333333333,80.6666666667,193.3333333333,2,220,80,1.6666666667,0,sp12,0.1,0,1013,0,0,0,0,601.6666666667,800,1008.3333333333,702,1015,289.15,1014.3333333333,288.4833333333,288.4833333333,800.3333333333,288.7433333333,75.3333333333,288.4833333333,286.8166666667,285.4833333333,286.4833333333,285.15,287.9766666667,286.15,291.4833333333,288.4833333333,285.2833333333,285.15
+11277,2018-11-11 06:00:00,3.6666666667,level_6,0,2.3333333333,93,97.6666666667,20,5,75,70,1.3333333333,163.3333333333,75,2,0,sp10,0,0,1013,0,0,0,0,635.6666666667,800,1007,803,1015,289.15,1015,288.8166666667,288.8166666667,801,288.54,73.6666666667,288.8166666667,287.15,286.15,286.8166666667,285.15,288.12,286.4833333333,291.8166666667,288.15,286.07,285.8166666667
+11278,2018-11-11 09:00:00,4.3333333333,level_6,0,2,91.3333333333,87.3333333333,40,4,75,183.3333333333,3,242.6666666667,51.6666666667,2,0,sp12,0.1,0,1014.6666666667,0,0,0,0,688.1666666667,800,1008.6666666667,702,1015.6666666667,290.15,1015.6666666667,290.15,290.15,802,289.34,72.3333333333,290.15,289.8166666667,286.4833333333,289.65,287.8166666667,289.8933333333,289.4833333333,292.4833333333,288.8166666667,285.6633333333,284.15
+11279,2018-11-11 12:00:00,4.3333333333,level_8,0,3.6666666667,73,72,40,2.6666666667,51.6666666667,50,3,223.3333333333,51.6666666667,2.6666666667,0,sp8,0,0,1014.6666666667,0,0,0,0,761.3333333333,800.3333333333,1008,802.3333333333,1015,293.8166666667,1015,295.15,295.15,802,293.2066666667,54,295.15,295.15,289.4833333333,294.15,289.15,291.3766666667,293.15,294.15,292.8166666667,287.91,284.15
+11280,2018-11-11 15:00:00,3.3333333333,level_7,0.1,2.6666666667,60,67,63.3333333333,3.3333333333,26.6666666667,290,3,156.6666666667,75,2.3333333333,0,sp4,0,0,1014,0,0,0,0,803,801,1009,801.3333333333,1013.3333333333,295.15,1012.6666666667,296.4833333333,296.4833333333,701.6666666667,294.9466666667,51.3333333333,296.4833333333,295.15,290.4833333333,293.4833333333,289.15,289.89,291.8166666667,290.8166666667,294.8166666667,288.99,285.4833333333
+11281,2018-11-11 18:00:00,2.6666666667,level_7,0.3,2,75.6666666667,76.6666666667,75,1.3333333333,33.3333333333,128.6666666667,2.3333333333,129.6666666667,45,4,0,sp3,0,0,1014.6666666667,0,0,0,0,802,800.3333333333,1009,801.6666666667,1013,292.4833333333,1011.6666666667,291.15,291.15,500,292.28,75.6666666667,291.15,290.8166666667,289.15,290.3166666667,286.8166666667,286.9666666667,289.8166666667,287.15,292.15,288.0966666667,286.15
+11282,2018-11-11 21:00:00,3,level_7,0.1,2.3333333333,85.3333333333,85.6666666667,75,1,6.6666666667,193.3333333333,3.3333333333,244,45,2,0,sp5,0,0,1016.3333333333,0,0,0,0,802,800,1009,800.3333333333,1013.3333333333,289.4833333333,1012,290.15,290.15,702,289.0766666667,87.6666666667,290.15,288.4833333333,287.4833333333,287.4833333333,286.15,286.4833333333,286.4833333333,286.8166666667,288.8166666667,287.1266666667,286.8166666667
+11283,2018-11-12 00:00:00,3,level_10,0.3,1.6666666667,89,83.6666666667,80.6666666667,1.6666666667,0,40,2.3333333333,118.6666666667,33.3333333333,2.3333333333,0,sp5,0,0,1016.6666666667,0,0,0,0,801.6666666667,801,1009,800,1014,289.15,1012.3333333333,286.8166666667,286.8166666667,702.3333333333,287.9333333333,93,286.8166666667,288.15,286.15,287.65,286.15,287.26,287.15,288.15,287.15,286.15,286.15
+11284,2018-11-12 03:00:00,1.6666666667,level_10,0.3,2.3333333333,93.3333333333,91,68,1.3333333333,69,196.6666666667,1.3333333333,253,45,2,0,sp4,0.7,0,1017,0,0,0,0,802,804,1010.3333333333,500.6666666667,1014.3333333333,288.4833333333,1013,285.15,285.15,500,286.4433333333,93,285.15,288.4833333333,284.4833333333,287.9833333333,285.15,285.7033333333,287.4833333333,286.15,285.15,284.1966666667,283.8166666667
+11285,2018-11-12 06:00:00,0.3333333333,level_10,0.7,1.6666666667,95.3333333333,91,75,2,75,300,1,141.6666666667,63.3333333333,2,0,sp4,2.3,0,1017.6666666667,0,0,0,0,802.6666666667,801,1013.3333333333,501.6666666667,1015.3333333333,287.4833333333,1013.6666666667,284.4833333333,284.4833333333,500.6666666667,286.7,95.3333333333,284.4833333333,286.8166666667,283.4833333333,285.9833333333,284.15,284.6033333333,285.15,285.15,286.15,282.9733333333,282.4833333333
+11286,2018-11-12 09:00:00,1.3333333333,level_10,0.5,2.3333333333,95.3333333333,87,75,1,63.3333333333,213.3333333333,1.3333333333,220,63.3333333333,2,0,sp8,0.4,0,1019,0,0.1,0,0,681,800.3333333333,1016,434,1016.6666666667,287.4833333333,1016,286.15,286.15,500.3333333333,286.9133333333,89,286.15,288.4833333333,284.8166666667,288.3166666667,284.15,284.7433333333,288.15,285.4833333333,286.4833333333,283.8733333333,282.4833333333
+11287,2018-11-12 12:00:00,1.6666666667,level_7,0,1.6666666667,87.3333333333,89.3333333333,75,0,33.3333333333,24.6666666667,2.3333333333,63.3333333333,75,2,0,sp10,0.3,0,1018.6666666667,0,0.5,0,0,467,802.3333333333,1017,500,1017.3333333333,289.15,1017,290.8166666667,290.8166666667,803,289.15,78.6666666667,290.8166666667,292.15,286.15,292.15,285.4833333333,285.9233333333,292.15,286.4833333333,289.15,285.0033333333,283.15
+11288,2018-11-12 15:00:00,1.6666666667,level_2,0.4,3.6666666667,85.6666666667,80,75,1.3333333333,63.3333333333,180,2.6666666667,76.6666666667,26.6666666667,2.3333333333,0,sp8,0.2,0,1018,0,0.1,0,0,700.6666666667,802,1017,601,1017,290.4833333333,1017,292.15,292.15,601.3333333333,290.2233333333,78.6666666667,292.15,292.4833333333,287.8166666667,292.3166666667,286.15,286.4433333333,292.15,286.8166666667,289.8166666667,286.5333333333,283.8166666667
+11289,2018-11-12 18:00:00,1.6666666667,level_1,0.7,1.3333333333,89,87.3333333333,75,0.6666666667,38.3333333333,136.6666666667,1.3333333333,46.6666666667,63.3333333333,2.3333333333,0,sp12,0,0,1019.3333333333,0,0,0,0,802.6666666667,800.6666666667,1019,801.6666666667,1017.6666666667,289.15,1018,290.4833333333,290.4833333333,500.6666666667,288.6133333333,86,290.4833333333,291.15,287.4833333333,290.8166666667,285.15,285.5933333333,290.4833333333,286.15,288.15,286.0133333333,283.8166666667
+11290,2018-11-12 21:00:00,1,level_9,0.3,1.3333333333,87.3333333333,91,75,0.3333333333,51.6666666667,300.3333333333,1.6666666667,10,75,1,0,sp13,0,0,1020.6666666667,0,0,0,0,803,802,1022,802.3333333333,1019.3333333333,288.4833333333,1019.3333333333,288.4833333333,288.4833333333,500,287.4733333333,91,288.4833333333,291.15,285.8166666667,290.15,283.8166666667,284.5633333333,289.15,285.4833333333,286.8166666667,285.4066666667,285.15
+11291,2018-11-13 00:00:00,1.6666666667,level_10,0.1,2.6666666667,95.3333333333,100,68.6666666667,0,0,223.6666666667,1.3333333333,10,45,1,0,sp15,0,0,1021.3333333333,0,0,0,0,802,800.6666666667,1023.6666666667,800,1020,287.15,1020.6666666667,287.8166666667,287.8166666667,702,286.9466666667,93,287.8166666667,290.8166666667,284.15,289.9833333333,283.4833333333,284.2266666667,289.15,285.15,286.8166666667,283.8166666667,283.4833333333
+11292,2018-11-13 03:00:00,0.6666666667,level_7,0,1.6666666667,93,100,75,0.3333333333,0,141.3333333333,1.6666666667,286.6666666667,20,0.6666666667,0,sp15,0,0,1022,0,0,0,0,801,802,1025,800,1021,287.15,1021.6666666667,288.15,288.15,803,286.54,93,288.15,289.4833333333,281.8166666667,287.4833333333,283.15,284.04,285.4833333333,285.15,286.15,281.6266666667,281.4833333333
+11293,2018-11-13 06:00:00,1,level_10,0,2.3333333333,97.6666666667,95.6666666667,75,0.3333333333,0,46.6666666667,1.3333333333,296.6666666667,38.3333333333,2,0,sp15,0,0,1022.6666666667,0,0,0,0,801.6666666667,802,1026,800,,286.4833333333,1022.3333333333,288.15,288.15,803,285.8733333333,87,288.15,287.8166666667,282.4833333333,286.3166666667,283.15,284.04,284.8166666667,285.15,285.4833333333,280.9766666667,280.15
+11294,2018-11-13 09:00:00,1.3333333333,level_6,0,1.6666666667,89.3333333333,84,75,0.3333333333,4,17.3333333333,6.3333333333,31,13.3333333333,3,0,sp17,0,0,1024.6666666667,0,0,0,0,780.6666666667,800.3333333333,1027.6666666667,800.3333333333,,286.8166666667,1024.3333333333,288.4833333333,288.4833333333,803,286.0066666667,83.6666666667,288.4833333333,289.4833333333,284.8166666667,288.8166666667,283.4833333333,284.5233333333,288.15,285.8166666667,285.4833333333,282.5333333333,281.15
+11295,2018-11-13 12:00:00,1.6666666667,level_3,0,4,74,67.3333333333,63.3333333333,2,0,123.3333333333,2.6666666667,50,0,3.6666666667,0,sp17,0,0,1025,0,0,0,0,800,801,1027.3333333333,800,,290.4833333333,1024.6666666667,292.15,292.15,802.6666666667,289.06,73.6666666667,292.15,293.8166666667,288.15,293.4833333333,285.8166666667,287.15,293.15,288.8166666667,288.15,286.6033333333,285.4833333333
+11296,2018-11-13 15:00:00,1,level_2,0,4.3333333333,65.3333333333,57.6666666667,75,2.6666666667,0,90,3,63.3333333333,0,2.3333333333,0,sp15,0,0,1025,0,0,0,0,800,801,1026,800,,293.8166666667,1023.6666666667,292.4833333333,292.4833333333,803,292.8,77,292.4833333333,293.8166666667,290.4833333333,293.4833333333,287.8166666667,288.4033333333,293.15,289.15,292.15,290.21,289.8166666667
+11297,2018-11-13 18:00:00,1.3333333333,level_1,0,2,72.3333333333,68.6666666667,20,1.6666666667,0,120,1.6666666667,46.6666666667,0,2,0,sp15,0,0,1025.6666666667,0,0,0,0,800,801,1026,800,,292.15,1024,291.15,291.15,801,291.3366666667,86,291.15,291.4833333333,289.8166666667,291.4833333333,284.4833333333,285.52,291.4833333333,286.8166666667,290.8166666667,288.02,286.8166666667
+11298,2018-11-13 21:00:00,2,level_9,0,1.3333333333,78.6666666667,89.3333333333,6.6666666667,1.6666666667,13.3333333333,100,0.3333333333,103.3333333333,13.3333333333,2.3333333333,0,sp16,0,0,1026,0,0,0,0,800.6666666667,802,1025.3333333333,800.6666666667,,290.15,1025,289.15,289.15,800.3333333333,288.9366666667,91,289.15,290.4833333333,285.8166666667,289.65,279.8166666667,281.8933333333,288.8166666667,284.4833333333,288.15,285.04,284.15
+11299,2018-11-14 00:00:00,0.3333333333,level_7,0,1,89,97.6666666667,0,3.3333333333,6.6666666667,96.6666666667,1.6666666667,296.6666666667,40,1.6666666667,0,sp16,0,0,1026,0,0,0,0,802,800,1024,800.3333333333,,289.15,1025.6666666667,288.8166666667,288.8166666667,734,288.6133333333,89,288.8166666667,289.15,283.8166666667,287.8166666667,278.4833333333,281.3066666667,286.4833333333,284.8166666667,288.15,283.4366666667,283.15
+11300,2018-11-14 03:00:00,0.6666666667,level_10,0,1,85.3333333333,100,0,1.6666666667,0,90,1,196.6666666667,6.6666666667,2.3333333333,0,sp15,0,0,1025.3333333333,0,0,0,0,780.6666666667,802,1022.6666666667,800,,289.15,1024.6666666667,288.4833333333,288.4833333333,800,289.02,91,288.4833333333,288.4833333333,281.4833333333,287.15,277.8166666667,281.53,285.8166666667,286.15,288.8166666667,281.4833333333,281.4833333333
+11301,2018-11-14 06:00:00,1,level_4,0,1,87,97.6666666667,0,2.6666666667,0,150,2.3333333333,205.6666666667,26.6666666667,2.6666666667,0,sp14,0.1,0,1025,0,0,0,0,741,801,1022,700,,288.15,1024,288.15,288.15,767,287.8166666667,93,288.15,288.15,282.15,286.4833333333,278.4833333333,282.95,284.8166666667,288.4833333333,287.4833333333,281.0366666667,280.15
+11302,2018-11-14 09:00:00,1.6666666667,level_7,0,1.6666666667,78.6666666667,81.6666666667,0,3.3333333333,0,113.3333333333,1,103.3333333333,20,3.6666666667,0,sp14,0,0,1025.3333333333,0,0,0,0,734.3333333333,801.6666666667,1022,800,,289.15,1024,289.15,289.15,714.3333333333,287.93,95.3333333333,289.15,289.8166666667,285.15,288.9833333333,281.4833333333,285.1866666667,288.15,289.8166666667,287.15,282.8833333333,280.8166666667
+11303,2018-11-14 12:00:00,2.3333333333,level_2,0,4.3333333333,68,67.3333333333,0,2,0,86.6666666667,3,80,38.3333333333,5,0,sp12,0,0,1024.3333333333,0,0,0,0,801.6666666667,801.3333333333,1020,800,,292.8166666667,1023,292.15,292.15,800,292.6133333333,80.3333333333,292.15,292.4833333333,288.8166666667,292.3166666667,289.4833333333,291.5533333333,292.15,294.15,292.4833333333,287.0666666667,285.15
+11304,2018-11-14 15:00:00,1.6666666667,level_2,0,3.6666666667,62.6666666667,65.6666666667,0,2.6666666667,6.6666666667,163.3333333333,2.6666666667,90,40,3.6666666667,0,sp8,0,0,1023,0,0,0,0,802,801.6666666667,1019,800.3333333333,1021.3333333333,295.4833333333,1020.6666666667,291.8166666667,291.8166666667,800,295.2233333333,84,291.8166666667,292.15,290.4833333333,292.15,290.4833333333,292.26,292.15,294.4833333333,294.8166666667,289.1333333333,286.4833333333
+11305,2018-11-14 18:00:00,1,level_2,0,3.3333333333,72.6666666667,77,0,2.6666666667,13.3333333333,73.3333333333,2.3333333333,47.3333333333,51.6666666667,2,0,sp8,0,0,1023,0,0,0,0,802.3333333333,802.3333333333,1018.6666666667,800.6666666667,1021,293.15,1020,291.15,291.15,800,292.54,88,291.15,291.15,289.15,290.8166666667,286.4833333333,288.7066666667,290.4833333333,291.4833333333,292.15,288.2166666667,286.4833333333
+11306,2018-11-14 21:00:00,1,level_2,0,3,77,94,0,3.6666666667,0,123.3333333333,1.6666666667,23.3333333333,75,2.6666666667,0,sp8,0,0,1023,0,0,0,0,635.3333333333,804,1018,800,1021,290.8166666667,1020,290.4833333333,290.4833333333,800,289.8066666667,89.6666666667,290.4833333333,291.15,287.4833333333,290.65,283.15,285.9733333333,290.15,289.4833333333,289.15,287.0766666667,286.4833333333
+11307,2018-11-15 00:00:00,1.6666666667,level_5,0,1.6666666667,78.6666666667,100,6.6666666667,1.3333333333,12,173.3333333333,2.3333333333,26.6666666667,75,1.6666666667,1.2,sp6,0,0,1022,0,0,0,0,803,533.8333333333,1018,800.6666666667,1020.3333333333,289.8166666667,1019.3333333333,289.8166666667,289.8166666667,800.3333333333,289.21,89.6666666667,289.8166666667,290.4833333333,285.4833333333,289.65,282.15,285.5566666667,288.8166666667,289.4833333333,288.8166666667,285.34,285.15
+11308,2018-11-15 03:00:00,1.3333333333,level_10,0,2.3333333333,83.6666666667,100,26.6666666667,1.6666666667,0,90,3,44.3333333333,80,2.3333333333,0.7,sp5,0,0,1020.3333333333,0,0,0,0,803.3333333333,500.6666666667,1019,800,1018.6666666667,288.8166666667,1018.3333333333,288.8166666667,288.8166666667,801.3333333333,288.41,91,288.8166666667,290.15,285.15,289.3066666667,284.4833333333,284.4833333333,288.4833333333,284.4833333333,288.15,284.58,284.15
+11309,2018-11-15 06:00:00,0.6666666667,level_10,0,2,91,92,0,2.6666666667,0,160,2.3333333333,210,75,2.6666666667,0.4,sp5,0,0,1020,0,0,0,0,803,404,1017,800,1017.3333333333,287.15,1018,288.15,288.15,800,285.7333333333,95.3333333333,288.15,289.15,285.8166666667,288.65,284.8166666667,286.7466666667,288.15,289.15,284.8166666667,284.8533333333,284.15
+11310,2018-11-15 09:00:00,1.3333333333,level_6,0,2.3333333333,89.3333333333,78,20,3,0,160,4,44,40,1,0.4,sp8,0,0,1020.3333333333,0,0,0,0,802,355.6666666667,1017.6666666667,800,1018.6666666667,287.15,1019,289.4833333333,289.4833333333,801,286.1366666667,93,289.4833333333,288.8166666667,286.15,288.65,286.15,288.08,288.4833333333,290.4833333333,285.4833333333,284.7233333333,283.4833333333
+11311,2018-11-15 12:00:00,2.3333333333,level_10,0,2.3333333333,74.3333333333,63,6.6666666667,3,0,123.3333333333,3,186.6666666667,26.6666666667,1.6666666667,0.1,sp9,0,0,1020.6666666667,0,0,0,0,801.3333333333,259.1666666667,1017.6666666667,800,1018.3333333333,291.15,1019,290.15,290.15,800.3333333333,290.54,93,290.15,292.8166666667,289.8166666667,290.69,289.4833333333,292.0033333333,288.4833333333,295.15,290.15,288.6533333333,287.15
+11312,2018-11-15 15:00:00,1.6666666667,level_1,0,3,57.3333333333,61.6666666667,20,2.6666666667,0,196.6666666667,2.3333333333,203.3333333333,26.6666666667,1,0.2,sp6,0,0,1020,0,0.3,0,0,707.6666666667,304,1017,800,1018,294.15,1018,290.15,290.15,801,293.7433333333,97.6666666667,290.15,288.8166666667,291.15,288.4833333333,290.4833333333,293.15,288.15,296.4833333333,293.4833333333,289.82,288.4833333333
+11313,2018-11-15 18:00:00,0.6666666667,level_2,0,4,68.3333333333,83.6666666667,6.6666666667,1.3333333333,0,193.3333333333,1,43.3333333333,20,0.6666666667,0.4,sp8,0,0,1020.3333333333,0,0,0,0,634.3333333333,314.1666666667,1017.3333333333,800,1018,292.4833333333,1018,290.15,290.15,800.3333333333,292.0766666667,95.3333333333,290.15,288.15,287.4833333333,287.9833333333,286.4833333333,288.26,287.8166666667,290.4833333333,291.8166666667,286.4166666667,285.4833333333
+11314,2018-11-15 21:00:00,1.3333333333,level_1,0,2.6666666667,89,93,0,1,0,73.3333333333,1.6666666667,16.6666666667,51.6666666667,1,0.5,sp9,0,0,1021,0,0,0,0,802.3333333333,418.8333333333,1019,800,1019,288.4833333333,1019,290.15,290.15,800,287.6733333333,93,290.15,288.8166666667,286.8166666667,288.3166666667,284.15,285.0433333333,287.8166666667,286.15,287.15,286.1433333333,285.4833333333
+11315,2018-11-16 00:00:00,1.3333333333,level_10,0,2,93,93,0,1.3333333333,0,108,1.6666666667,203.3333333333,68.3333333333,2,0.3,sp10,0,0,1021.3333333333,0,0,0,0,803,466.6666666667,1019.3333333333,800,1019.3333333333,287.4833333333,1020,289.15,289.15,800,286.07,93,289.15,288.15,286.15,287.8166666667,283.4833333333,284.08,287.4833333333,284.8166666667,285.15,286.15,286.15
+11316,2018-11-16 03:00:00,1.6666666667,level_10,0,2,91,97.6666666667,0,2.3333333333,0,136.6666666667,3.6666666667,141.3333333333,80,3,0.6,sp10,0,0,1021,0,0.4,0,0,601.3333333333,600.6666666667,1019,734,1019,286.8166666667,1019.3333333333,288.8166666667,288.8166666667,780.3333333333,284.9966666667,95.3333333333,288.8166666667,287.8166666667,285.8166666667,287.15,280.4833333333,283.3066666667,286.4833333333,286.8166666667,283.8166666667,285.6733333333,285.4833333333
+11317,2018-11-16 06:00:00,1,level_10,0,1.3333333333,87,94,0,3.3333333333,0,96.6666666667,1,193.3333333333,75,3.6666666667,0.9,sp8,0,0,1021,0,0,0,0,803,501,1018.3333333333,800,1019,287.15,1019,288.8166666667,288.8166666667,701,285.53,95.3333333333,288.8166666667,286.8166666667,285.8166666667,285.8166666667,278.8166666667,282.6733333333,284.8166666667,287.4833333333,284.4833333333,285.2633333333,284.8166666667
+11318,2018-11-16 09:00:00,1.3333333333,level_10,0,2.3333333333,80.3333333333,82,6.6666666667,3,0,150,4,44,75,3,0,sp10,0,0,1021.6666666667,0,0.3,0,0,709,801,1019,800,1020.6666666667,288.8166666667,1020,289.15,289.15,767.3333333333,287.4,93,289.15,287.15,286.15,286.8166666667,280.4833333333,284.72,286.4833333333,289.8166666667,286.4833333333,285.28,284.4833333333
+11319,2018-11-16 12:00:00,2,level_10,0,2.6666666667,61.3333333333,77,20,3,13.3333333333,176.6666666667,3.6666666667,67.3333333333,75,4,0.1,sp10,0,0,1021.3333333333,0,0,0,0,803,735.5,1018.6666666667,800.6666666667,1020.3333333333,293.4833333333,1019.6666666667,289.4833333333,289.4833333333,801,292.67,93,289.4833333333,289.4833333333,288.8166666667,289.2966666667,287.4833333333,290.3,289.15,293.8166666667,292.15,287.2033333333,284.8166666667
+11320,2018-11-16 15:00:00,2,level_5,0,3,58.6666666667,72,20,2.3333333333,20,180,2.3333333333,32,75,3,0,sp6,0,0,1020.6666666667,0,0.1,0,0,708.6666666667,804,1017.3333333333,801,1019,294.4833333333,1018.3333333333,288.8166666667,288.8166666667,801,293.8733333333,87.3333333333,288.8166666667,289.8166666667,289.8166666667,289.4833333333,289.4833333333,291.7033333333,289.15,294.4833333333,293.4833333333,288.8,286.4833333333
+11321,2018-11-16 18:00:00,1,level_4,0,2,73,80.3333333333,0,2.6666666667,0,146.6666666667,0.6666666667,120,56.6666666667,1.6666666667,0,sp6,0,0,1020.6666666667,0,0,0,0,802.3333333333,803.3333333333,1017,800,1019,292.4833333333,1018,289.15,289.15,800,292.2233333333,93,289.15,289.15,288.8166666667,288.9833333333,285.15,287.52,288.8166666667,290.4833333333,291.8166666667,287.6733333333,285.8166666667
+11322,2018-11-16 21:00:00,2,level_1,0,2.6666666667,87.3333333333,76.6666666667,0,3.3333333333,0,123.3333333333,1,0,75,1.3333333333,0,sp6,0,0,1020.3333333333,0,0,0,0,803,803.6666666667,1017,800,1019,287.8166666667,1018,289.4833333333,289.4833333333,800,287.4133333333,97.6666666667,289.4833333333,289.15,287.4833333333,288.65,281.4833333333,284.75,288.15,288.8166666667,287.15,287.0633333333,286.4833333333
+11323,2018-11-17 00:00:00,0.3333333333,level_10,0,2.3333333333,89.3333333333,78,0,2.6666666667,0,150,1.3333333333,16.6666666667,75,2,0,sp6,0,0,1020,0,0,0,0,803,804,1016.6666666667,800,1019,286.8166666667,1018,288.4833333333,288.4833333333,800,285.6033333333,95.3333333333,288.4833333333,288.8166666667,286.4833333333,288.4833333333,279.8166666667,284.1233333333,288.15,289.4833333333,284.8166666667,286.2933333333,286.15
+11324,2018-11-17 03:00:00,0.6666666667,level_5,0,1.6666666667,93,92,0,3,14.6666666667,130,0.6666666667,0,75,0.6666666667,0,sp5,0,0,1019.6666666667,0,0,0,0,803,803.3333333333,1016,801,1018,285.4833333333,1017.6666666667,288.8166666667,288.8166666667,800,284.2733333333,91,288.8166666667,288.4833333333,284.8166666667,287.8166666667,278.15,282.61,287.15,288.15,283.4833333333,284.6266666667,284.4833333333
+11325,2018-11-17 06:00:00,1,level_10,0,1.6666666667,97.6666666667,91.3333333333,0,3,13.3333333333,136.6666666667,2.6666666667,15.6666666667,75,1.3333333333,0,sp5,0,0,1018.3333333333,0,0,0,0,803,804,1016,800.6666666667,1017,284.8166666667,1017,287.8166666667,287.8166666667,747.3333333333,284.0066666667,95.3333333333,287.8166666667,287.4833333333,284.8166666667,287.3166666667,277.4833333333,281.94,287.15,287.4833333333,283.4833333333,283.3733333333,281.8166666667
+11326,2018-11-17 09:00:00,2.6666666667,level_10,0,2.3333333333,89.3333333333,76,0,2.6666666667,0,80,1.3333333333,116.6666666667,56.6666666667,1.6666666667,0,sp6,0,0,1018,0,0,0,0,802.3333333333,803,1016,800,1017.3333333333,286.4833333333,1017,288.15,288.15,773.6666666667,285.07,89.3333333333,288.15,287.8166666667,285.4833333333,287.4833333333,280.4833333333,284.3433333333,287.15,289.15,284.15,283.7033333333,281.4833333333
+11327,2018-11-17 12:00:00,2.6666666667,level_7,0,2.3333333333,71,67,0,3.6666666667,0,143.3333333333,2.3333333333,23.3333333333,40,0.6666666667,0,sp4,0,0,1017.3333333333,0,0,0,0,802,803,1014.3333333333,800,1016.3333333333,292.15,1016,290.15,290.15,800,291.3366666667,82,290.15,289.15,289.15,288.3166666667,287.8166666667,290.34,287.4833333333,293.4833333333,290.8166666667,287.3166666667,284.15
+11328,2018-11-17 15:00:00,2,level_2,0,3.3333333333,56.6666666667,60.3333333333,0,1.6666666667,20,190,2.3333333333,36.6666666667,40,1,0,sp2,0,0,1016,0,0,0,0,802,803,1012.3333333333,801,1014.6666666667,294.8166666667,1014,290.4833333333,290.4833333333,800,294.41,75.3333333333,290.4833333333,289.15,290.8166666667,288.65,287.8166666667,290.7833333333,288.15,294.4833333333,294.15,289.26,285.8166666667
+11329,2018-11-17 18:00:00,1.3333333333,level_1,0,1,69.3333333333,71.3333333333,0,2,13.3333333333,110,2.6666666667,23.3333333333,40,1.6666666667,0.2,sp2,0,0,1016,0,0,0,0,802,568.1666666667,1011.6666666667,800.6666666667,1014,291.8166666667,1013,289.15,289.15,800,291.6133333333,82,289.15,288.15,289.15,286.9833333333,283.4833333333,286.5933333333,285.8166666667,290.4833333333,291.4833333333,287.33,283.8166666667
+11330,2018-11-17 21:00:00,1,level_1,0,1.3333333333,77,87.3333333333,0,1.3333333333,0,90,1.6666666667,23.3333333333,51.6666666667,2.3333333333,0.3,sp1,0,0,1015,0,0,0,0,802.3333333333,466.6666666667,1011,800,1013.6666666667,289.8166666667,1012,288.8166666667,288.8166666667,800,289.41,87.3333333333,288.8166666667,286.15,285.4833333333,285.65,279.4833333333,282.75,285.15,286.8166666667,289.15,284.9266666667,284.4833333333
+11331,2018-11-18 00:00:00,1.3333333333,level_1,0,2.3333333333,82,95.3333333333,0,2.6666666667,0,136.6666666667,1.6666666667,36.6666666667,45,1.3333333333,0.1,sp1,0,0,1014.6666666667,0,0,0,0,802,701.6666666667,1009.6666666667,800,1012.3333333333,289.15,1011.3333333333,288.15,288.15,734,288.7566666667,87,288.15,286.15,282.8166666667,285.65,277.8166666667,281.6733333333,285.15,286.4833333333,288.15,282.2466666667,281.8166666667
+11332,2018-11-18 03:00:00,0.6666666667,level_1,0,1.6666666667,84,93,20,1.3333333333,0,130,1.6666666667,30,56.6666666667,1.6666666667,0.1,sp1,0,0,1013.3333333333,0,0,0,0,802.3333333333,702.6666666667,1008.3333333333,800,1010.6666666667,289.8166666667,1009.6666666667,287.15,287.15,734.3333333333,289.0333333333,93,287.15,286.15,282.8166666667,285.3166666667,276.8166666667,280.8266666667,284.4833333333,285.8166666667,287.8166666667,282.2466666667,281.8166666667
+11333,2018-11-18 06:00:00,2,level_1,0,1.6666666667,78.6666666667,91.3333333333,0,2.3333333333,20,120,1.6666666667,13.3333333333,80,3,0.2,sp1,0.2,0,1013,0,0,0,0,803.3333333333,601.3333333333,1007,567,1009.3333333333,289.8166666667,1007.6666666667,287.15,287.15,701,289.5566666667,93,287.15,285.15,283.4833333333,284.65,278.4833333333,281.3033333333,284.15,284.8166666667,289.15,282.9366666667,282.4833333333
+11334,2018-11-18 09:00:00,3.3333333333,level_3,0,3,93.3333333333,83.6666666667,45,2,72,150.3333333333,5.6666666667,53,91.3333333333,3.3333333333,0.5,sp1,1.6,0,1017,0,0.1,0,0,702.6666666667,500.3333333333,992.6666666667,501.3333333333,994.6666666667,288.0761145833,974.6666666667,285.7441666667,285.7441666667,802,288.0761145833,97,285.7441666667,286.29971875,283.6038854167,286.29971875,282.6580520833,282.6580520833,286.29971875,282.6580520833,288.0761145833,283.6038854167,283.6038854167
+11335,2018-11-18 12:00:00,2.6666666667,level_2,0.3,2.6666666667,89,74.3333333333,75,4.3333333333,80,130,5.3333333333,53.3333333333,75,3,0.5,sp1,0.4,0,1012.3333333333,0,0,0,0,803,500.3333333333,1007,608.3333333333,1008.3333333333,288.4833333333,1006,287.8166666667,287.8166666667,702.3333333333,287.9266666667,93,287.8166666667,286.15,286.4833333333,285.6433333333,283.4833333333,285.4133333333,285.15,287.8166666667,287.4833333333,285.26,282.15
+11336,2018-11-18 15:00:00,3.6666666667,level_1,0,3,85.3333333333,81.6666666667,51.6666666667,4,33.3333333333,163.3333333333,3.6666666667,40,85,1,0.5,sp1,0.1,0,1011.3333333333,0,0.6,0,0,601.6666666667,500.3333333333,1006,707.6666666667,1007,288.4833333333,1004,288.15,288.15,802.3333333333,287.9733333333,87,288.15,286.15,286.15,285.8166666667,283.15,285.5166666667,285.4833333333,288.4833333333,287.4833333333,284.88,282.15
+11337,2018-11-18 18:00:00,3.3333333333,level_3,0.2,4.3333333333,91,98.6666666667,75.6666666667,3.6666666667,74.6666666667,138.6666666667,7,53.3333333333,91.3333333333,0.3333333333,0.5,sp1,0.2,0,1014.3333333333,0,0.9,0,0,501,500.3333333333,988,600.6666666667,988.3333333333,287.2993333333,965.3333333333,285.6993333333,285.6993333333,601,287.2993333333,93.6666666667,285.6993333333,286.416,283.1993333333,286.2493333333,284.4326666667,285.146,286.0826666667,286.0993333333,287.2993333333,282.9193333333,282.1993333333
+11338,2018-11-18 21:00:00,5,level_4,0.3,5,100,98,92,3,92,139,9,76,92,3,0.3,sp1,0.9,0,1015,0,0.9,0,0,501,500,980,501,978,285.931,946,284.431,284.431,500,285.931,100,284.431,287.481,281.781,287.481,283.581,283.581,287.481,283.581,285.931,281.781,281.781
+11339,2018-11-19 00:00:00,3,level_2,0.3,5,100,98,56,3,92,140,8,73,92,2,0.3,sp1,0.9,0,1014,0,0.9,0,0,501,500,980,501,977,285.403,945,284.678,284.678,500,285.403,98,284.678,287.253,281.703,287.253,283.678,283.678,287.253,283.678,285.403,281.703,281.703
+11340,2018-11-19 03:00:00,3,level_2,0,5,99,99,12,2,92,132,9,63,92,2,0.3,sp2,0.9,0,1012,0,0.9,0,0,501,500,979,501,975,285.322,943,284.697,284.697,801,285.322,98,284.697,287.347,281.972,287.347,282.847,282.847,287.347,282.847,285.322,281.972,281.972
+11341,2018-11-19 06:00:00,3,level_2,0,6,99,99,8,1,44,105,9,57,92,2,0,sp2,0.3,0,1010,0,0.3,0,0,500,804,979,500,973,284.719,943,284.794,284.794,800,284.719,96,284.794,286.994,281.619,286.994,280.969,280.969,286.994,280.969,284.719,281.619,281.619
+11342,2018-11-19 09:00:00,3,level_2,0,6,97,91.3333333333,13.3333333333,0.6666666667,25,18.6666666667,7,51.3333333333,86.3333333333,2.6666666667,0,sp2,0,0,1007.3333333333,0,0.2,0,0,601,803.3333333333,987,801,982.3333333333,286.338,963.6666666667,285.7546666667,285.7546666667,800.6666666667,286.1346666667,92.3333333333,285.7546666667,287.0546666667,282.588,286.888,282.6046666667,282.9746666667,286.7213333333,283.2713333333,286.0046666667,282.3113333333,281.588
+11343,2018-11-19 12:00:00,2.3333333333,level_6,0,5.3333333333,94.3333333333,90.3333333333,5.3333333333,0.6666666667,25,14,7,50.6666666667,86.3333333333,2.3333333333,0,sp2,0,0,1005.6666666667,0,0.2,0,0,601,802.6666666667,986.3333333333,801,982.3333333333,289.1993333333,963,285.5993333333,285.5993333333,800,288.8326666667,92.3333333333,285.5993333333,287.1993333333,283.766,287.0326666667,285.5826666667,285.5826666667,286.866,285.5826666667,288.5326666667,283.3626666667,282.766
+11344,2018-11-19 15:00:00,2,level_1,0,5,88,100,12,1,8,31,7,47,92,3,0,sp3,0,0,1006,0,0.3,0,0,500,800,975,800,973,289.853,943,283.978,283.978,801,289.853,98,283.978,286.928,283.228,286.928,285.053,285.053,286.928,285.053,289.853,283.228,283.228
+11345,2018-11-19 18:00:00,3.6666666667,level_7,0,1.3333333333,73.6666666667,76,20,1.3333333333,20,43.3333333333,1.6666666667,33.3333333333,40,3.3333333333,0,sp1,0,0,1000,0,0.1,0,0,500.6666666667,804,1002,801,1000.6666666667,289.4833333333,1001.3333333333,287.8166666667,287.8166666667,801,288.67,73.3333333333,287.8166666667,286.4833333333,285.8166666667,285.9833333333,283.4833333333,283.9233333333,285.4833333333,284.4833333333,288.15,284.6666666667,282.4833333333
+11346,2018-11-19 21:00:00,2.6666666667,level_9,0,0.6666666667,84,85,51.6666666667,0.6666666667,13.3333333333,164,0.6666666667,103.3333333333,75,2,0.2,sp1,0,0,1000.6666666667,0,0.1,0,0,333.3333333333,600.3333333333,1002.6666666667,800.6666666667,1002,287.8166666667,1002,286.15,286.15,802.3333333333,287.21,91,286.15,285.15,285.15,284.4833333333,281.8166666667,282.1166666667,283.8166666667,282.4833333333,286.8166666667,284.4066666667,284.15
+11347,2018-11-20 00:00:00,1.6666666667,level_6,0.2,1,91,93.3333333333,86.3333333333,1,40,119.3333333333,1,238,63.3333333333,1.6666666667,0,sp1,0.1,0,1000.3333333333,0,0.1,0,0,701.6666666667,803,1002,700.6666666667,1001.6666666667,286.15,1001.3333333333,285.15,285.15,601,285.5633333333,95.3333333333,285.15,284.15,283.8166666667,283.65,280.15,280.8833333333,283.15,281.8166666667,285.15,283.6266666667,283.4833333333
+11348,2018-11-20 03:00:00,4.3333333333,level_3,0.3,1,95.3333333333,89,92,0.6666666667,69,0,0,222,75,1.6666666667,0.3,sp1,0.5,0,1000,0,0.7,0,0,514,500,1001,500.3333333333,1001,286.15,1000.6666666667,284.15,284.15,500,286.15,95.3333333333,284.15,283.15,283.8166666667,282.8166666667,280.15,281.04,282.4833333333,282.15,286.15,283.4366666667,283.15
+11349,2018-11-20 06:00:00,5,level_6,0,1.6666666667,95.3333333333,95.3333333333,75,1.3333333333,75,60,1,163,63.3333333333,2.6666666667,0.3,sp1,0.4,0,1000,0,0.3,0,0,500,500,1001,601.3333333333,1001,287.15,1000,284.4833333333,284.4833333333,803,286.7433333333,91.6666666667,284.4833333333,283.15,283.15,282.8166666667,279.15,280.34,282.4833333333,281.8166666667,286.4833333333,283.07,282.8166666667
+11350,2018-11-20 09:00:00,6,level_7,0,3.6666666667,95.3333333333,91,75,2,75,93.3333333333,2,226.3333333333,75,3,0,sp1,0,0,1001,0,0.1,0,0,647.3333333333,802.6666666667,1001.6666666667,702.1666666667,1001.6666666667,287.15,1000.3333333333,288.4833333333,288.4833333333,769,287.15,70.3333333333,288.4833333333,284.8166666667,283.8166666667,284.11,278.15,279.4866666667,283.4833333333,281.15,287.15,282.6,280.15
+11351,2018-11-20 12:00:00,3.3333333333,level_7,0.2,6,71,91,75,1.3333333333,20,36.6666666667,1,65,75,5.3333333333,0,sp1,0,0,1001.3333333333,0,0.7,0,0,500.6666666667,802.6666666667,1002,801,1001.3333333333,290.15,1001,291.4833333333,291.4833333333,601,288.5833333333,58,291.4833333333,287.4833333333,284.15,287.15,277.4833333333,279.11,286.8166666667,281.15,287.4833333333,282.4066666667,280.4833333333
+11352,2018-11-20 15:00:00,8,level_8,0.3,6,66.3333333333,72.6666666667,75,1.3333333333,26.6666666667,86.6666666667,1.3333333333,91.3333333333,63.3333333333,6.3333333333,0,sp1,0,0,1000,0,0.1,0,0,701.6666666667,803,1002,801.3333333333,1000.6666666667,290.15,1000.3333333333,290.8166666667,290.8166666667,500,289.9466666667,58.6666666667,290.8166666667,288.15,285.8166666667,287.65,276.4833333333,278.5666666667,287.15,281.15,289.8166666667,284.3966666667,282.15
+11353,2018-11-20 18:00:00,6.3333333333,level_7,0.3,4,83.6666666667,79.3333333333,63.3333333333,2.3333333333,20,113.3333333333,4.3333333333,254,63.3333333333,4.3333333333,0,sp2,0.1,0,1000.6666666667,0,0.1,0,0,701.6666666667,802.6666666667,1003.3333333333,707.3333333333,1002.3333333333,288.15,1002.6666666667,286.4833333333,286.4833333333,500,287.5633333333,81.6666666667,286.4833333333,286.4833333333,283.4833333333,285.9833333333,276.15,278.0766666667,285.4833333333,280.4833333333,287.15,282.2666666667,280.15
+11354,2018-11-20 21:00:00,6,level_7,0.1,3,83.6666666667,85,26.6666666667,2,0,113.3333333333,1.6666666667,193.3333333333,63.3333333333,2.6666666667,0.3,sp2,0,0,1002,0,0,0,0,802.6666666667,655.6666666667,1004.6666666667,800,1004.3333333333,287.8166666667,1004.3333333333,286.15,286.15,700.6666666667,287.21,72.6666666667,286.15,285.15,283.15,284.3166666667,276.4833333333,278.1166666667,283.4833333333,280.15,286.8166666667,282.6733333333,282.15
+11355,2018-11-21 00:00:00,5.3333333333,level_7,0.3,4.6666666667,93,93,66.6666666667,2,14.6666666667,133.3333333333,1.3333333333,230,63.3333333333,1.3333333333,0,sp3,0,0,1003.6666666667,0,0,0,0,802.6666666667,800,1005,800.6666666667,1006.6666666667,286.15,1005.6666666667,286.15,286.15,500,285.89,69.3333333333,286.15,283.4833333333,282.4833333333,282.8166666667,276.4833333333,277.67,282.15,279.15,285.4833333333,282.2933333333,282.15
+11356,2018-11-21 03:00:00,4,level_7,0.1,4.6666666667,95.3333333333,93,50,2.6666666667,44,126.6666666667,0.6666666667,86.6666666667,75,1.6666666667,0,sp3,0.1,0,1005.3333333333,0,0,0,0,803,800,1005,700.6666666667,1008.3333333333,286.15,1007,286.4833333333,286.4833333333,734.5,286.02,69.6666666667,286.4833333333,282.8166666667,282.15,281.8166666667,277.15,278.34,280.8166666667,279.8166666667,285.8166666667,282.15,282.15
+11357,2018-11-21 06:00:00,4.3333333333,level_7,0.2,3.3333333333,93,91.3333333333,31.6666666667,0.6666666667,44,50,3.3333333333,185.6666666667,75,1.3333333333,0,sp3,0.1,0,1007,0,0,0,0,635.3333333333,800,1005.3333333333,700.6666666667,1009.6666666667,286.15,1008.3333333333,286.15,286.15,600,285.76,71,286.15,282.4833333333,282.15,281.4833333333,277.4833333333,278.6733333333,280.4833333333,280.15,285.15,281.8533333333,281.4833333333
+11358,2018-11-21 09:00:00,5.3333333333,level_9,0,3.6666666667,95.3333333333,87,26.6666666667,1,38.3333333333,76.6666666667,2,230,63.3333333333,1,0,sp5,0,0,1009.6666666667,0,0,0,0,748.3333333333,800,1006.6666666667,774.3333333333,1011.6666666667,286.4833333333,1010,285.4833333333,285.4833333333,801.3333333333,285.9633333333,72.6666666667,285.4833333333,284.15,282.4833333333,283.9833333333,278.4833333333,279.9633333333,283.8166666667,281.8166666667,285.15,281.3533333333,279.4833333333
+11359,2018-11-21 12:00:00,5.6666666667,level_7,0,3,82.6666666667,71,20,4,40,173.3333333333,3,250,75,0.6666666667,0,sp6,0,0,1010.6666666667,0,0.1,0,0,702,800,1007,761.3333333333,1012.6666666667,289.4833333333,1011.6666666667,289.15,289.15,801,288.9466666667,60,289.15,289.15,284.4833333333,288.8166666667,281.8166666667,284.4966666667,288.4833333333,287.8166666667,288.4833333333,283.5266666667,281.4833333333
+11360,2018-11-21 15:00:00,4,level_7,0,4.3333333333,70.3333333333,81.3333333333,20,4,33.3333333333,143.3333333333,3,250,75,2,0,sp5,1,0,1010.6666666667,0,0,0,0,635.3333333333,800,1007.3333333333,701.6666666667,1012,290.4833333333,1011.6666666667,291.8166666667,291.8166666667,801,289.3266666667,50.6666666667,291.8166666667,290.4833333333,285.15,290.15,284.4833333333,286.7033333333,289.8166666667,289.4833333333,288.4833333333,283.5,281.4833333333
+11361,2018-11-21 18:00:00,2.6666666667,level_7,0,2,72.3333333333,91,20,2.3333333333,6.6666666667,163.3333333333,1.6666666667,260,45,3,0,sp6,0,0,1012.6666666667,0,0.1,0,0,707.6666666667,800,1008.6666666667,800.3333333333,1013.3333333333,289.4833333333,1013,288.15,288.15,801,288.4666666667,65.6666666667,288.15,286.8166666667,281.8166666667,285.9833333333,282.15,284.3733333333,285.15,287.15,287.8166666667,281.2766666667,280.15
+11362,2018-11-21 21:00:00,1.3333333333,level_9,0,2.3333333333,87.3333333333,93.3333333333,20,3.6666666667,6.6666666667,186.6666666667,1.6666666667,196.6666666667,51.6666666667,1.6666666667,0,sp10,0,0,1014.6666666667,0,0,0,0,802.3333333333,800,1010.3333333333,800.3333333333,1015,287.15,1014.6666666667,285.8166666667,285.8166666667,801,286.3433333333,76,285.8166666667,284.4833333333,281.15,283.9833333333,279.15,282.52,283.4833333333,287.15,285.8166666667,280.5466666667,280.15
+11363,2018-11-22 00:00:00,2.3333333333,level_10,0,1.3333333333,91,95.3333333333,13.3333333333,2.6666666667,13.3333333333,113.3333333333,1.6666666667,177.3333333333,63.3333333333,1.3333333333,0,sp10,0,0,1015.3333333333,0,0,0,0,802.6666666667,800,1011.3333333333,800.6666666667,1016,286.15,1015,284.4833333333,284.4833333333,800.6666666667,285.9466666667,77.6666666667,284.4833333333,283.4833333333,280.8166666667,281.8166666667,279.8166666667,282.6366666667,280.15,286.15,285.8166666667,280.2466666667,279.8166666667
+11364,2018-11-22 03:00:00,1.6666666667,level_10,0,1.3333333333,93,100,10.6666666667,2.6666666667,20,196.6666666667,0.6666666667,100,51.6666666667,1,0,sp10,0,0,1015.3333333333,0,0,0,0,802.3333333333,801,1012,801,1016,286.15,1015.3333333333,283.15,283.15,800.6666666667,285.54,87,283.15,282.4833333333,278.8166666667,280.8166666667,280.15,282.6733333333,279.15,285.8166666667,285.15,278.53,278.15
+11365,2018-11-22 06:00:00,1.6666666667,level_9,0,1.6666666667,93,97.6666666667,13.3333333333,3,26.6666666667,186.6666666667,0.6666666667,100,75,1,0,sp8,0.4,0,1016,0,0,0,0,803,800.3333333333,1012,667.5,1016,286.15,1015.6666666667,283.8166666667,283.8166666667,800.6666666667,285.5933333333,83,283.8166666667,282.15,278.8166666667,280.65,278.4833333333,281.15,279.15,284.4833333333,285.15,278.3466666667,278.15
+11366,2018-11-22 09:00:00,1.6666666667,level_8,0,1.3333333333,93,91,33.3333333333,3.3333333333,51.6666666667,170,2,294,51.6666666667,1.3333333333,0,sp10,0.9,0,1017,0,0,0,0,701,800,1013,534.3333333333,1017.3333333333,286.4833333333,1016,285.8166666667,285.8166666667,801.6666666667,285.6966666667,80,285.8166666667,283.4833333333,280.4833333333,282.8166666667,277.4833333333,281.64,282.15,286.8166666667,285.15,279.2666666667,278.15
+11367,2018-11-22 12:00:00,2.6666666667,level_9,0,1.6666666667,87.3333333333,76,40,2.6666666667,40,236.6666666667,2,218.3333333333,75,1.3333333333,0,sp10,0.2,0,1017,0,0.1,0,0,634,800,1012.6666666667,400,1016.6666666667,288.15,1016,288.8166666667,288.8166666667,802,287.3366666667,64.3333333333,288.8166666667,289.15,284.15,288.8166666667,282.15,285.5533333333,288.4833333333,289.8166666667,286.8166666667,282.8666666667,279.4833333333
+11368,2018-11-22 15:00:00,1.6666666667,level_7,0,2,89,68,20,2.6666666667,85,180,1.3333333333,253.3333333333,75,1,0,sp8,0.7,0,1015.6666666667,0,0,0,0,769,800,1012,500.6666666667,1015.3333333333,287.8166666667,1014.6666666667,289.8166666667,289.8166666667,801,287.6866666667,60.3333333333,289.8166666667,289.8166666667,285.15,289.3166666667,284.4833333333,286.85,288.8166666667,289.8166666667,287.4833333333,284.1233333333,280.8166666667
+11369,2018-11-22 18:00:00,1.6666666667,level_8,0,1,93,77.6666666667,20,3,85,166.6666666667,1.3333333333,251.3333333333,51.6666666667,1.3333333333,0,sp8,0.9,0,1016,0,0,0,0,802.3333333333,800,1012,501,1015.6666666667,287.15,1014.6666666667,288.15,288.15,801,286.54,72.3333333333,288.15,288.15,284.4833333333,286.8166666667,282.8166666667,284.74,285.4833333333,287.15,286.15,283.2033333333,280.4833333333
+11370,2018-11-22 21:00:00,1,level_10,0,1,95.3333333333,91,20,3,56.6666666667,150,1.3333333333,273.3333333333,63.3333333333,1.6666666667,0,sp8,0.9,0,1016,0,0,0,0,802.6666666667,800,1012,501,1016,286.15,1014,285.8166666667,285.8166666667,801,285.7433333333,85.3333333333,285.8166666667,286.15,283.15,284.9833333333,281.15,283.38,283.8166666667,286.15,285.4833333333,282.7166666667,282.4833333333
+11371,2018-11-23 00:00:00,0.6666666667,level_9,0,1.6666666667,95.3333333333,93,13.3333333333,3.3333333333,61.3333333333,173.3333333333,1,293.3333333333,80,1.3333333333,0,sp6,0.5,0,1016,0,0.1,0,0,702.3333333333,800,1012,500.3333333333,1015,286.15,1013.6666666667,284.8166666667,284.8166666667,800.6666666667,285.5866666667,89,284.8166666667,284.8166666667,282.15,283.4833333333,281.15,283.82,282.15,287.15,285.15,282.15,282.15
+11372,2018-11-23 03:00:00,1,level_6,0,0.6666666667,95.3333333333,97.6666666667,0,2.6666666667,80.6666666667,163.3333333333,0.6666666667,300,75,2,0,sp6,0.4,0,1014.6666666667,0,0.3,0,0,466.6666666667,800,1011,634.6666666667,1014,286.15,1012.3333333333,284.15,284.15,800,285.54,93,284.15,284.15,282.15,282.8166666667,281.15,283.5266666667,281.4833333333,286.4833333333,285.15,281.8633333333,281.4833333333
+11373,2018-11-23 06:00:00,2.6666666667,level_10,0.5,1.6666666667,93,91.3333333333,63.3333333333,3.3333333333,13.3333333333,153.3333333333,1.3333333333,46,75,1.3333333333,0.1,sp8,0,0,1013.6666666667,0,0.5,0,0,433.6666666667,700.3333333333,1011.3333333333,767.6666666667,1013,285.15,1012.6666666667,284.15,284.15,500.3333333333,284.96,93,284.15,283.15,281.8166666667,282.65,279.4833333333,281.57,282.15,284.15,284.8166666667,281.5466666667,280.8166666667
+11374,2018-11-23 09:00:00,2.6666666667,level_10,0.1,1.6666666667,91,89,40,3.3333333333,6.6666666667,106.6666666667,1,135.6666666667,33.3333333333,0.6666666667,0.1,sp12,0,0,1013.3333333333,0,0.1,0,0,741.1666666667,702,1011,800.3333333333,1014,285.4833333333,1014.3333333333,285.15,285.15,701.3333333333,284.8733333333,95.3333333333,285.15,284.15,281.15,283.65,279.4833333333,281.41,283.15,283.8166666667,284.4833333333,280.2133333333,278.4833333333
+11375,2018-11-23 12:00:00,4,level_6,0,1.3333333333,72,73,45,2.3333333333,20,223.3333333333,2,223,33.3333333333,1.6666666667,0.6,sp13,0,0,1013,0,0,0,0,801.6666666667,400.8333333333,1011,801,1013,288.8166666667,1014.6666666667,288.15,288.15,802,287.5966666667,85.6666666667,288.15,284.15,284.15,283.9833333333,283.15,285.0833333333,283.8166666667,287.4833333333,286.8166666667,283.1966666667,281.8166666667
+11376,2018-11-23 15:00:00,4.6666666667,level_8,0,3,54,60.3333333333,40,1.3333333333,20,73.3333333333,4.3333333333,294.6666666667,33.3333333333,1,0.7,sp10,0,0,1012,0,0,0,0,801.6666666667,567.3333333333,1011,801,1012,290.8166666667,1014,290.4833333333,290.4833333333,802,289.8033333333,60.6666666667,290.4833333333,284.15,285.15,284.15,284.15,286.01,284.15,288.4833333333,289.15,284.13,281.8166666667
+11377,2018-11-23 18:00:00,5,level_8,0,4,64.6666666667,71,6.6666666667,3,20,233.3333333333,1.6666666667,263.3333333333,13.3333333333,1.3333333333,0.1,sp11,0,0,1012.3333333333,0,0,0,0,800.6666666667,700,1011.3333333333,801,1014,289.15,1014.6666666667,287.4833333333,287.4833333333,800.3333333333,288.5433333333,61,287.4833333333,284.15,283.4833333333,283.9833333333,281.15,283.22,283.8166666667,285.8166666667,288.15,282.1366666667,279.4833333333
+11378,2018-11-23 21:00:00,2.3333333333,level_8,0,2,83.6666666667,79.3333333333,0,3,0,166.6666666667,3,246.6666666667,0,2,0,sp13,0,0,1013,0,0,0,0,800,800,1012,800,1016,286.15,1016,283.8166666667,283.8166666667,800,284.7333333333,76,283.8166666667,283.4833333333,280.8166666667,282.9833333333,280.4833333333,283.0066666667,282.4833333333,286.15,283.8166666667,280.36,279.8166666667
+11379,2018-11-24 00:00:00,0.6666666667,level_6,0,1.6666666667,87,97.6666666667,0,2.3333333333,21.3333333333,70,1.6666666667,130,0,1,0,sp13,0,0,1014.6666666667,0,0,0,0,800,800,1013,801,1016.6666666667,283.4833333333,1017,281.15,281.15,800,282.6733333333,85,281.15,281.4833333333,277.8166666667,281.15,279.8166666667,282.6366666667,280.8166666667,286.15,282.15,277.4833333333,277.15
+11380,2018-11-24 03:00:00,0.6666666667,level_8,0,2,91,100,0,3,0,216.6666666667,1.3333333333,213.3333333333,0,0.6666666667,0,sp13,0,0,1014.3333333333,0,0,0,0,800,800,1013,800,1016.6666666667,282.4833333333,1017,280.15,280.15,800,281.6733333333,85,280.15,281.15,275.15,280.4833333333,280.15,282.97,279.8166666667,286.4833333333,281.15,275.0066666667,274.8166666667
+11381,2018-11-24 06:00:00,1,level_9,0,1.6666666667,93,100,0,2.3333333333,30,70,1.6666666667,193.3333333333,36.6666666667,0.6666666667,0,sp13,0,0,1015,0,0,0,0,747.3333333333,800,1012,780.3333333333,1016,281.4833333333,1016,279.15,279.15,800,281.3533333333,84.6666666667,279.15,280.4833333333,274.4833333333,279.15,281.15,283.5233333333,277.8166666667,286.4833333333,281.15,274.4833333333,274.4833333333
+11382,2018-11-24 09:00:00,1,level_9,0,2.6666666667,97.6666666667,100,20,2,68.3333333333,0,0.6666666667,200,90,0.6666666667,0,sp15,0,0,1016,0,0,0,0,721,801,1013,741,1017,282.4833333333,1017.3333333333,282.15,282.15,801,281.9466666667,75,282.15,282.15,277.15,281.65,281.4833333333,284.0033333333,281.15,287.15,281.4833333333,276.23,274.4833333333
+11383,2018-11-24 12:00:00,1,level_10,0,2,78.6666666667,87,20,3.3333333333,13.3333333333,226.6666666667,1,183.3333333333,80,0.6666666667,0,sp15,0,0,1015.6666666667,0,0,0,0,707.6666666667,801,1012.6666666667,800.6666666667,1016.3333333333,287.4833333333,1017.6666666667,288.8166666667,288.8166666667,801,287.0766666667,42.6666666667,288.8166666667,286.4833333333,280.15,286.3166666667,283.15,285.6666666667,286.15,288.8166666667,286.8166666667,278.9933333333,276.8166666667
+11384,2018-11-24 15:00:00,1.6666666667,level_2,0,1,63,74.3333333333,20,4,26.6666666667,200,3.3333333333,260,75,2,0,sp12,0,0,1013.6666666667,0,0,0,0,769,800.6666666667,1010.6666666667,801.3333333333,1014.3333333333,290.15,1015.6666666667,290.8166666667,290.8166666667,801,289.7433333333,34.6666666667,290.8166666667,288.4833333333,283.15,287.9833333333,284.4833333333,286.8566666667,287.4833333333,289.8166666667,289.4833333333,281.3233333333,278.15
+11385,2018-11-24 18:00:00,1.6666666667,level_7,0,2.3333333333,82,85.3333333333,26.6666666667,5,33.3333333333,150,2,250,33.3333333333,2.6666666667,0,sp12,0.3,0,1013.3333333333,0,0,0,0,801.6666666667,800,1008.6666666667,701.3333333333,1014.3333333333,288.4833333333,1015,285.8166666667,285.8166666667,801.3333333333,288.28,65,285.8166666667,284.4833333333,282.4833333333,283.65,282.8166666667,285.0433333333,282.8166666667,287.8166666667,288.15,280.2166666667,278.15
+11386,2018-11-24 21:00:00,0.3333333333,level_8,0,3.6666666667,87.3333333333,100,20,4.3333333333,33.3333333333,166.6666666667,2,181.6666666667,38.3333333333,4,0,sp11,0,0,1013.6666666667,0,0,0,0,801.6666666667,800.6666666667,1006.3333333333,801.6666666667,1015,287.4833333333,1015,283.4833333333,283.4833333333,801,287.0766666667,71,283.4833333333,282.15,278.8166666667,281.65,281.4833333333,284.4533333333,281.15,288.15,286.8166666667,278.32,277.8166666667
+11387,2018-11-25 00:00:00,2,level_8,0,3.3333333333,83.6666666667,97.6666666667,61.6666666667,4.3333333333,69,156.6666666667,1.6666666667,183.3333333333,90,4.6666666667,0,sp9,0.1,0,1012.3333333333,0,0.1,0,0,702.6666666667,800,1005,701.6666666667,1014.3333333333,288.15,1013,282.4833333333,282.4833333333,802.6666666667,287.7433333333,74.3333333333,282.4833333333,281.8166666667,279.4833333333,281.15,282.15,285.1166666667,280.4833333333,288.8166666667,287.4833333333,279.2933333333,279.15
+11388,2018-11-25 03:00:00,0.6666666667,level_7,0.2,2.6666666667,93,97.6666666667,86.3333333333,5.3333333333,69,306.6666666667,2,246.6666666667,90,5.6666666667,0,sp6,0.4,0,1010.6666666667,0,0.4,0,0,568.3888888889,801,1006.6666666667,467.5,1012.6666666667,288.15,1011.3333333333,283.4833333333,283.4833333333,601,287.7733333333,71,283.4833333333,281.15,280.15,280.8166666667,281.15,282.7866666667,280.4833333333,284.8166666667,287.4833333333,280.15,280.15
+11389,2018-11-25 06:00:00,3.3333333333,level_6,0.1,3.6666666667,93,100,63.3333333333,3.6666666667,75,290,2,176.6666666667,85,3.3333333333,0,sp6,0.3,0,1008.6666666667,0,0.1,0,0,500.4444444444,800,1008.6666666667,702.3333333333,1011,288.4833333333,1010,285.15,285.15,701.6666666667,287.4866666667,69.6666666667,285.15,280.4833333333,281.15,280.15,280.15,281.7833333333,279.8166666667,283.8166666667,286.8166666667,280.59,280.15
+11390,2018-11-25 09:00:00,3.3333333333,level_9,0,3.6666666667,93,100,75,2,75,280,1.3333333333,216.6666666667,90,2.6666666667,0,sp8,0,0,1008,0,0,0,0,553.9444444444,802,1010.3333333333,803,1011,288.8166666667,1010.6666666667,287.8166666667,287.8166666667,803,287.8033333333,65.3333333333,287.8166666667,283.4833333333,283.15,282.9833333333,280.15,281.78,282.4833333333,283.8166666667,287.15,282.0433333333,279.8166666667
+11391,2018-11-25 12:00:00,5.6666666667,level_9,0,8.6666666667,85.6666666667,93.3333333333,63.3333333333,2,45,296.6666666667,2.3333333333,236.6666666667,85,5,0,sp8,0,0,1007.3333333333,0,0,0,0,561.2222222222,803.3333333333,1010.6666666667,802,1009.3333333333,291.15,1010.6666666667,291.8166666667,291.8166666667,802.6666666667,290.56,58,291.8166666667,287.8166666667,286.15,286.8166666667,283.15,284.3433333333,285.8166666667,285.8166666667,290.15,285.0733333333,283.8166666667
+11392,2018-11-25 15:00:00,7,level_8,0,7,70.6666666667,80,13.3333333333,2.6666666667,45,340,4.3333333333,250,63.3333333333,5.6666666667,0,sp5,0,0,1006,0,0,0,0,802.6666666667,801,1009.3333333333,802,1007.6666666667,292.4833333333,1009.3333333333,293.15,293.15,800.6666666667,291.67,56,293.15,288.15,288.15,287.4833333333,283.8166666667,285.15,286.8166666667,286.8166666667,291.15,286.9366666667,285.8166666667
+11393,2018-11-25 18:00:00,4.3333333333,level_8,0,5.3333333333,78.6666666667,89,0,1.3333333333,26.6666666667,113.3333333333,1.3333333333,156.6666666667,40,5.6666666667,0,sp5,0.1,0,1006.3333333333,0,0,0,0,802,800,1008,700.6666666667,1008,290.15,1008,291.15,291.15,800,289.7433333333,66.3333333333,291.15,285.4833333333,286.4833333333,284.3166666667,279.8166666667,281.4433333333,283.15,283.4833333333,289.4833333333,285.27,283.15
+11394,2018-11-25 21:00:00,4.6666666667,level_8,0,6.3333333333,93,91,0,1.3333333333,80,126.6666666667,1.3333333333,213.3333333333,51.6666666667,6.3333333333,0,sp4,0.5,0,1007,0,0.5,0,0,500.3333333333,800.6666666667,1007.3333333333,467,1007.6666666667,289.4833333333,1007.6666666667,290.4833333333,290.4833333333,800,288.6766666667,63,290.4833333333,283.15,284.8166666667,282.15,277.4833333333,279.4133333333,281.15,281.8166666667,288.15,284.7333333333,284.4833333333
+11395,2018-11-26 00:00:00,3.3333333333,level_8,0,2.6666666667,84,100,38.3333333333,1.6666666667,26.6666666667,200.6666666667,1,263.3333333333,75,7.3333333333,0,sp6,0.2,0,1007,0,0.4,0,0,567.3333333333,800,1005,600.3333333333,1006.6666666667,290.15,1006,289.15,289.15,801.6666666667,289.7466666667,72,289.15,282.15,283.8166666667,280.9833333333,277.4833333333,278.58,279.8166666667,279.8166666667,289.4833333333,283.45,283.15
+11396,2018-11-26 03:00:00,7.6666666667,level_7,0.5,3,73,78.3333333333,75,3.6666666667,20,302.6666666667,2,303.3333333333,56.6666666667,5.3333333333,0,sp12,0,0,1005,0,0,0,0,467,801,1005,801,1004.3333333333,286.4833333333,1006.6666666667,288.4833333333,288.4833333333,500.3333333333,285.8733333333,80.3333333333,288.4833333333,282.8166666667,283.4833333333,281.9833333333,278.15,278.15,281.15,278.15,285.4833333333,282.9466666667,282.4833333333
+11397,2018-11-26 06:00:00,4.6666666667,level_8,0.5,8.6666666667,79.3333333333,62.3333333333,75,1,26.6666666667,116.6666666667,4,269,45,2.6666666667,0.3,sp13,0,0,1003,0,0,0,0,802,466.6666666667,1009.3333333333,801.3333333333,1004,284.4833333333,1010.3333333333,288.8166666667,288.8166666667,500.3333333333,283.67,52.6666666667,288.8166666667,282.4833333333,281.15,281.8166666667,278.15,279.4766666667,281.15,281.15,283.15,281.15,281.15
+11398,2018-11-26 09:00:00,4.3333333333,level_9,0.7,10,77.6666666667,68.6666666667,75,1.3333333333,13.3333333333,151,2.3333333333,266.6666666667,56.6666666667,3.6666666667,1.1,sp16,0,0,1004,0,0.1,0,0,701.3333333333,434.3333333333,1012.6666666667,800.6666666667,1007,285.15,1013,287.4833333333,287.4833333333,500.6666666667,283.7333333333,43,287.4833333333,282.15,282.15,281.9833333333,278.8166666667,280.0033333333,281.8166666667,281.4833333333,282.8166666667,281.2033333333,279.4833333333
+11399,2018-11-26 12:00:00,7.3333333333,level_9,0.1,9.3333333333,62.6666666667,62,75,4.3333333333,20,290,2.3333333333,253.3333333333,51.6666666667,3,0,sp17,0,0,1005.3333333333,0,0,0,0,802.3333333333,634.3333333333,1015,801,1009,288.15,1014.6666666667,289.8166666667,289.8166666667,702,287.3366666667,42.6666666667,289.8166666667,283.15,291.15,283.15,281.8166666667,283.0166666667,283.15,284.4833333333,286.8166666667,284.88,281.15
+11400,2018-11-26 15:00:00,5,level_10,0.3,4,85,81,92,3,8,320,6,282,0,3,0,sp24,0,0,1012,0,0,0,0,800,800,988,800,985,288.56,958,287.185,287.185,500,288.56,55,287.185,286.06,283.335,286.06,281.81,281.81,286.06,281.81,288.56,283.335,283.335
+11401,2018-11-26 18:00:00,2.6666666667,level_9,0.3,3.6666666667,74.6666666667,67.6666666667,80.6666666667,2.3333333333,0,297,3.3333333333,246.3333333333,0,2.3333333333,0,sp21,0,0,1011,0,0,0,0,800,800,1010,800,1006,285.8713333333,999.6666666667,285.9296666667,285.9296666667,500,285.668,52.3333333333,285.9296666667,285.7296666667,282.3796666667,285.2296666667,280.538,281.7246666667,284.7296666667,283.2046666667,285.538,281.363,280.0463333333
+11402,2018-11-26 21:00:00,1.6666666667,level_6,0.3,2,83.3333333333,65.6666666667,75,2,6.6666666667,186.6666666667,2,213.3333333333,20,1.3333333333,0,sp19,0,0,1011.6666666667,0,0,0,0,801,800,1021.3333333333,800.3333333333,1017,285.15,1020.6666666667,285.15,285.15,500,283.6933333333,58,285.15,284.8166666667,282.15,283.4833333333,280.15,281.91,282.15,284.15,282.4833333333,280.7833333333,279.15
+11403,2018-11-27 00:00:00,1,level_8,0.3,4.6666666667,91,82.6666666667,78.3333333333,1.6666666667,6.6666666667,196.6666666667,2.3333333333,170,13.3333333333,0.3333333333,0,sp20,0,0,1014.3333333333,0,0,0,0,800.6666666667,800,1022.6666666667,800.3333333333,1018.6666666667,282.15,1022.6666666667,285.15,285.15,500,281.34,56.6666666667,285.15,282.15,278.8166666667,281.15,280.15,281.93,280.15,284.15,280.8166666667,278.4366666667,278.15
+11404,2018-11-27 03:00:00,0.3333333333,level_9,0.1,3.3333333333,93,93,30.3333333333,0.6666666667,0,30,1.3333333333,200,6.6666666667,0.6666666667,0,sp20,0,0,1015,0,0,0,0,800.3333333333,800,1022,800,1019.3333333333,281.8166666667,1023,284.15,284.15,700,280.6066666667,57.3333333333,284.15,281.15,277.15,279.9833333333,279.15,280.7833333333,278.8166666667,282.8166666667,279.8166666667,276.77,276.4833333333
+11405,2018-11-27 06:00:00,1,level_7,0,2.6666666667,91,95.3333333333,20,1,0,129.3333333333,2,246.6666666667,0,2,0,sp20,0,0,1016.3333333333,0,0,0,0,800,800,1022,800,1020,281.8166666667,1023,281.8166666667,281.8166666667,801,280.1966666667,70.3333333333,281.8166666667,280.15,277.15,279.3166666667,276.15,278.2266666667,278.4833333333,280.8166666667,279.15,276.32,275.4833333333
+11406,2018-11-27 09:00:00,1,level_7,0,3.6666666667,89,77.6666666667,0,0.3333333333,0,0,1.6666666667,260,0,1.6666666667,0,sp20,0,0,1017.3333333333,0,0,0,0,800,800,1021.6666666667,800,1021.3333333333,283.15,1023.6666666667,284.4833333333,284.4833333333,800,281.9366666667,62,284.4833333333,283.15,279.8166666667,282.65,277.15,279.08,282.15,281.4833333333,281.15,277.93,276.8166666667
+11407,2018-11-27 12:00:00,2.6666666667,level_8,0,3,73,62,0,0.6666666667,0,116.6666666667,5.3333333333,343.3333333333,0,3,0,sp21,0,0,1018,0,0,0,0,800,800,1021.6666666667,800,1021,287.15,1024,290.4833333333,290.4833333333,800,286.52,41,290.4833333333,287.4833333333,284.15,287.1166666667,281.8166666667,284.11,286.8166666667,286.8166666667,285.8166666667,282.7233333333,281.15
+11408,2018-11-27 15:00:00,2.6666666667,level_9,0,3.3333333333,59,55.3333333333,0,0.6666666667,0,86.6666666667,3.3333333333,336.6666666667,0,3,0,sp19,0,0,1017.6666666667,0,0,0,0,800,800,1020.3333333333,800,1019,289.8166666667,1023,293.4833333333,293.3133333333,800,289.4666666667,34,293.15,288.8166666667,286.15,288.4833333333,283.8166666667,285.9133333333,288.15,288.4833333333,289.15,285.39,283.8166666667
+11409,2018-11-27 18:00:00,1.6666666667,level_7,0,3.3333333333,72.3333333333,78,0,1,0,36.6666666667,3,273.3333333333,0,2,0,sp19,0,0,1019.3333333333,0,0,0,0,800,800,1020.3333333333,800,1019.6666666667,287.4833333333,1023.3333333333,288.8166666667,287.13,800,287.15,48.6666666667,285.4833333333,285.8166666667,284.15,285.4833333333,281.8166666667,283.1666666667,285.15,284.8166666667,286.8166666667,282.4366666667,280.8166666667
+11410,2018-11-27 21:00:00,0.6666666667,level_8,0,3,89,93.3333333333,0,2,0,83.3333333333,1,330,0,1,0,sp20,0,0,1020.3333333333,0,0,0,0,800,800,1020.3333333333,800,1021.3333333333,284.15,1023.6666666667,283.4833333333,282.47,800,283.14,69.3333333333,281.4833333333,283.15,279.15,281.9733333333,280.8166666667,282.1666666667,280.8166666667,283.8166666667,282.4833333333,278.4,277.8166666667
+11411,2018-11-28 00:00:00,1,level_9,0,2.3333333333,91,100,0,2.6666666667,6.6666666667,133.3333333333,3,326.6666666667,0,1.3333333333,0,sp20,0,0,1021,0,0,0,0,800,800,1019.3333333333,800.3333333333,,282.8166666667,1024,281.8166666667,281.3066666667,800,281.6033333333,75.6666666667,280.8166666667,281.4833333333,276.8166666667,279.9733333333,280.4833333333,282.4333333333,278.4833333333,284.8166666667,280.8166666667,276.4366666667,276.15
+11412,2018-11-28 03:00:00,1,level_9,0,3.3333333333,91,100,0,1.6666666667,0,123.3333333333,4.6666666667,330,0,2,0,sp19,0,0,1021,0,0,0,0,800,800,1018,767,1021.3333333333,281.8166666667,1024,281.8166666667,280.6366666667,800,280.4,72,279.4833333333,280.8166666667,274.8166666667,279.14,281.15,283.4,277.4833333333,286.15,279.4833333333,274.6266666667,274.4833333333
+11413,2018-11-28 06:00:00,1,level_8,0,2,93,92.6666666667,0,1.6666666667,0,76.6666666667,5.6666666667,330,6.6666666667,2,0,sp20,0,0,1021,0,0,0,0,754.3333333333,800,1018.3333333333,767,1021.3333333333,281.15,1024.3333333333,279.8166666667,279.6466666667,800,279.13,77,279.4833333333,280.15,274.4833333333,278.3066666667,281.15,283.3966666667,276.4833333333,286.15,277.4833333333,274.07,273.8166666667
+11414,2018-11-28 09:00:00,1,level_8,0,3.3333333333,89,89.3333333333,0,2.6666666667,0,186.6666666667,5.6666666667,326.6666666667,8,2.3333333333,0,sp21,0,0,1021.6666666667,0,0,0,0,780.3333333333,800,1019,734,,281.8166666667,1025.6666666667,284.15,283.8133333333,800,280.0633333333,60.6666666667,283.4833333333,281.8166666667,278.4833333333,281.1466666667,281.4833333333,284.48,280.4833333333,288.15,278.4833333333,276.34,274.4833333333
+11415,2018-11-28 12:00:00,1,level_3,0,1,65.6666666667,68.6666666667,0,3.6666666667,0,240,3.3333333333,310,20,2.6666666667,0,sp20,0,0,1022,0,0,0,0,801,800,1019,800,,287.4833333333,1025.3333333333,292.4833333333,291.9833333333,800,286.0833333333,36.6666666667,291.4833333333,287.8166666667,282.8166666667,287.8166666667,286.4833333333,288.5766666667,287.8166666667,291.15,285.15,281.8166666667,281.15
+11416,2018-11-28 15:00:00,1.6666666667,level_2,0,2,53,58,0,2.3333333333,0,223.3333333333,3,236.6666666667,21.3333333333,1,0,sp18,0,0,1021,0,0,0,0,801.3333333333,800,1017.3333333333,800,1020.3333333333,291.15,1024,292.15,291.6433333333,800,290.4733333333,35,291.15,288.8166666667,285.4833333333,288.65,287.4833333333,290.18,288.4833333333,293.4833333333,290.15,284.47,282.4833333333
+11417,2018-11-28 18:00:00,0,level_2,0,1.6666666667,74.3333333333,77.6666666667,0,2.3333333333,0,210,2.6666666667,283.3333333333,0,1.3333333333,0,sp18,0,0,1021,0,0,0,0,800,800,1017.3333333333,800,1021,288.15,1023.3333333333,289.15,287.1266666667,800,287.34,51.6666666667,285.15,285.8166666667,283.4833333333,285.1466666667,283.8166666667,286.2133333333,284.4833333333,289.15,286.8166666667,281.3533333333,279.8166666667
+11418,2018-11-28 21:00:00,1,level_7,0,1.6666666667,89,95.3333333333,0,2.6666666667,0,180,3.3333333333,316.6666666667,44,0.3333333333,0,sp18,0,0,1021.6666666667,0,0,0,0,802,800,1017,800,,283.8166666667,1023.3333333333,283.4833333333,282.47,800,282.4033333333,81.3333333333,281.4833333333,284.4833333333,280.4833333333,282.64,282.4833333333,285.0333333333,280.8166666667,288.15,281.4833333333,278.83,277.8166666667
+11419,2018-11-29 00:00:00,1.3333333333,level_9,0,1.6666666667,93,100,5.3333333333,4.3333333333,0,196.6666666667,4,326.6666666667,0,1.3333333333,0,sp18,0,0,1022,0,0,0,0,800,800,1015.3333333333,767,,281.8166666667,1023,281.15,280.14,800,280.4033333333,87,279.15,282.15,276.15,280.4733333333,280.8166666667,284.4133333333,278.8166666667,288.8166666667,279.4833333333,275.77,275.4833333333
+11420,2018-11-29 03:00:00,0.6666666667,level_9,0,1,95.3333333333,92.3333333333,12,4,0,126,4.3333333333,330,0,1.3333333333,0,sp18,0,0,1021.6666666667,0,0,0,0,800,800,1014.6666666667,701,1021,280.8166666667,1022,278.8166666667,278.3066666667,801,279.0833333333,93,277.8166666667,280.8166666667,273.8166666667,279.3066666667,279.15,282.9,277.8166666667,287.4833333333,277.8166666667,273.8166666667,273.8166666667
+11421,2018-11-29 06:00:00,1,level_9,0,2,93,82.6666666667,0,4.3333333333,0,166.6666666667,4.3333333333,326.6666666667,0,2,0,sp18,0,0,1021,0,0,0,0,754,800,1014,767,1021,280.15,1022,277.15,276.64,800,278.9733333333,93,276.15,280.15,273.8166666667,278.8066666667,277.15,282.5433333333,277.4833333333,289.15,277.8166666667,273.2266666667,272.8166666667
+11422,2018-11-29 09:00:00,1.3333333333,level_6,0,1,89,83.3333333333,0,5.6666666667,0,190,4.6666666667,323.3333333333,12,1,0,sp18,0,0,1021.3333333333,0,0,0,0,714.3333333333,800,1014.3333333333,800,,280.8166666667,1022,281.15,280.6533333333,800,279.7466666667,79.6666666667,280.15,281.4833333333,278.8166666667,280.3066666667,279.15,283.9433333333,279.15,289.8166666667,278.8166666667,275.74,273.4833333333
+11423,2018-11-29 12:00:00,1,level_4,0,0.3333333333,74.3333333333,56.3333333333,0,5,38.3333333333,70,2,316.6666666667,20,1,0,sp18,0,0,1020.3333333333,0,0,0,0,801,801,1014.6666666667,801.6666666667,1020,287.15,1021.3333333333,289.8166666667,288.99,800,285.9533333333,41.3333333333,288.15,286.15,284.4833333333,285.8133333333,284.4833333333,287.4733333333,285.4833333333,291.15,284.4833333333,282.3433333333,281.15
+11424,2018-11-29 15:00:00,1,level_5,0.1,2.3333333333,65.6666666667,53.3333333333,33.3333333333,6,51.6666666667,236.6666666667,2,223.3333333333,61.3333333333,1.3333333333,0,sp16,0,0,1018.3333333333,0,0,0,0,802.6666666667,801,1014.6666666667,802.3333333333,1018,290.15,1019.3333333333,290.8166666667,290.1533333333,701,289.33,44,289.4833333333,288.15,285.4833333333,287.9833333333,283.15,285.9933333333,287.8166666667,289.4833333333,288.8166666667,284.49,283.4833333333
+11425,2018-11-29 18:00:00,0.6666666667,level_1,0.1,1,82,68.6666666667,40,1.3333333333,51.6666666667,143.3333333333,1.6666666667,276.6666666667,0,1.6666666667,0,sp16,0,0,1017.6666666667,0,0,0,0,800,801,1016,802.3333333333,1018,288.15,1018.6666666667,286.4833333333,285.1333333333,701.3333333333,288.15,65,283.8166666667,286.15,283.4833333333,284.9766666667,281.4833333333,283.2766666667,283.8166666667,285.4833333333,288.15,282.08,280.4833333333
+11426,2018-11-29 21:00:00,2.3333333333,level_10,0,2,89,85.6666666667,40,3,75,240,2,326.6666666667,60,2.3333333333,0,sp17,0,0,1017.3333333333,0,0.6,0,0,600.6666666667,801,1017,701,1017.6666666667,287.15,1019.3333333333,281.4833333333,280.8066666667,802,286.8166666667,87,280.15,283.8166666667,282.8166666667,282.64,280.4833333333,283.1833333333,281.4833333333,286.4833333333,286.4833333333,281.9366666667,281.15
+11427,2018-11-30 00:00:00,1.3333333333,level_6,0.3,1.3333333333,83.6666666667,100,86.3333333333,1.3333333333,51.6666666667,83.3333333333,3,330,85,1.3333333333,0,sp16,0,0,1016.6666666667,0,0.3,0,0,501.1666666667,801,1017,802.3333333333,1016.6666666667,288.15,1019,281.15,280.8166666667,500,287.56,87.3333333333,280.4833333333,283.15,280.15,282.31,281.15,283.25,281.4833333333,285.8166666667,287.15,280.15,280.15
+11428,2018-11-30 03:00:00,1.3333333333,level_7,0.7,2.3333333333,91.3333333333,100,80,1,75,73.3333333333,5,326.6666666667,75,2.6666666667,0,sp15,0.1,0,1014.6666666667,0,0.1,0,0,366.6666666667,768.6666666667,1017.6666666667,668.6666666667,1015.3333333333,287.8166666667,1018,284.15,283.3066666667,500.6666666667,287.4066666667,61.6666666667,282.4833333333,283.15,280.15,282.48,278.15,280.7,281.8166666667,283.8166666667,287.15,280.15,280.15
+11429,2018-11-30 06:00:00,1.6666666667,level_7,0.2,4,100,97.6666666667,63.3333333333,1,80,63.3333333333,4.3333333333,320,75,1.6666666667,0.2,sp15,0.2,0,1014,0,0.1,0,0,708.1666666667,567,1018.3333333333,580.5,1015.3333333333,287.15,1018.3333333333,285.4833333333,284.47,600.6666666667,286.9366666667,58,283.4833333333,283.4833333333,280.15,282.6433333333,278.15,280.0966666667,281.8166666667,282.4833333333,286.8166666667,279.6666666667,278.8166666667
+11430,2018-11-30 09:00:00,1.3333333333,level_9,0,3,94,95.6666666667,13.3333333333,1.3333333333,36.6666666667,90,2.6666666667,316.6666666667,63.3333333333,2,0,sp18,0,0,1015,0,0,0,0,727.6666666667,801,1020,747.3333333333,1016.6666666667,286.8166666667,1020.6666666667,287.15,286.6433333333,800.6666666667,286.0566666667,61,286.15,284.15,280.4833333333,283.8133333333,278.4833333333,280.43,283.4833333333,282.8166666667,285.4833333333,278.9366666667,276.8166666667
+11431,2018-11-30 12:00:00,1.6666666667,level_10,0,4.3333333333,65.6666666667,80,50,2.6666666667,0,206.6666666667,5.3333333333,330,40,3.6666666667,0.1,sp19,0,0,1015,0,0,0,0,781.6666666667,700.6666666667,1021,800,1017.3333333333,288.4833333333,1021.6666666667,290.8166666667,290.6466666667,802,288.1366666667,42,290.4833333333,287.15,283.4833333333,286.65,283.15,284.9433333333,286.15,287.15,287.8166666667,282.45,280.4833333333
+11432,2018-11-30 15:00:00,2.6666666667,level_10,0,4.6666666667,50.6666666667,55.3333333333,63.3333333333,5.3333333333,0,320,1.6666666667,80,33.3333333333,2.3333333333,0,sp18,0,0,1016,0,0,0,0,801.6666666667,634.3333333333,1021.3333333333,800,1017.3333333333,290.4833333333,1021.3333333333,291.4833333333,290.9733333333,802.6666666667,290.0433333333,34.6666666667,290.4833333333,287.4833333333,286.15,287.15,282.8166666667,284.9166666667,286.8166666667,287.4833333333,289.8166666667,284.9366666667,282.8166666667
+11433,2018-11-30 18:00:00,1.6666666667,level_10,0.1,4.6666666667,50.3333333333,65.6666666667,40,2.3333333333,0,220,3,233.3333333333,13.3333333333,2.6666666667,0,sp18,0,0,1017.6666666667,0,0,0,0,800.6666666667,800,1022.3333333333,800,1019.3333333333,289.15,1022.3333333333,288.15,287.81,701.3333333333,287.9333333333,39,287.4833333333,285.4833333333,283.4833333333,284.6433333333,281.15,282.9433333333,283.8166666667,285.15,287.15,281.9066666667,280.4833333333
+11434,2018-11-30 21:00:00,1,level_10,0,5,71,82.3333333333,40,1.3333333333,0,73.3333333333,3.6666666667,316.6666666667,0,1,0,sp20,0,0,1018,0,0,0,0,800,800,1023,800,1021,285.15,1023.6666666667,285.4833333333,284.8066666667,802,283.7366666667,50.3333333333,284.15,283.4833333333,279.8166666667,281.9733333333,279.15,280.65,280.4833333333,282.4833333333,282.8166666667,278.36,277.4833333333
+11435,2018-12-01 00:00:00,1,level_8,0,3.3333333333,85,90.6666666667,6.6666666667,0.3333333333,0,0,3,210,0,1.6666666667,0,sp21,0,0,1019.3333333333,0,0,0,0,800,800,1022.3333333333,800,,282.15,1024.3333333333,282.4833333333,281.8066666667,800.3333333333,280.94,64.3333333333,281.15,283.15,276.15,281.2166666667,275.8166666667,278.5166666667,279.15,281.8166666667,280.15,275.96,275.8166666667
+11436,2018-12-01 03:00:00,1,level_7,0,2.6666666667,93,97.6666666667,0,0.6666666667,0,33.3333333333,6.3333333333,320,0,1.3333333333,0,sp20,0,0,1020,0,0,0,0,800,800.3333333333,1021.3333333333,800,1021,281.15,1023.6666666667,280.4833333333,280.4833333333,800,280.14,73.6666666667,280.4833333333,281.4833333333,274.4833333333,279.9733333333,277.4833333333,280.0333333333,278.4833333333,283.15,279.4833333333,274.2933333333,274.15
+11437,2018-12-01 06:00:00,1.3333333333,level_8,0.1,2.6666666667,89,91.3333333333,50,1,0,36.6666666667,5.3333333333,323.3333333333,0,2.3333333333,0,sp20,0,0,1019.6666666667,0,0,0,0,800,801,1020,800,1021,281.8166666667,1023.3333333333,279.15,278.81,701,280.4033333333,81,278.4833333333,281.15,274.4833333333,279.9766666667,279.8166666667,281.9133333333,278.8166666667,284.4833333333,279.4833333333,274.0066666667,273.4833333333
+11438,2018-12-01 09:00:00,1,level_6,0.3,1.6666666667,87,88.6666666667,75,0.6666666667,0,43.3333333333,4.6666666667,313.3333333333,0,1.6666666667,0,sp21,0,0,1020.6666666667,0,0,0,0,800,800.6666666667,1021,800,,282.15,1024.3333333333,282.8166666667,282.1466666667,500,280.9366666667,69.3333333333,281.4833333333,282.15,276.8166666667,281.1466666667,280.15,281.65,280.15,283.4833333333,280.15,275.7233333333,275.15
+11439,2018-12-01 12:00:00,1.6666666667,level_3,0.1,1.6666666667,62.6666666667,75.6666666667,75,2.6666666667,0,103.3333333333,3,323.3333333333,0,2.3333333333,0,sp21,0,0,1020.6666666667,0,0,0,0,800,800,1020.6666666667,800,,287.8166666667,1024.3333333333,289.4833333333,288.8133333333,702,286.4,40.3333333333,288.15,287.15,281.15,286.6533333333,282.15,283.7966666667,286.15,285.8166666667,285.4833333333,279.99,279.4833333333
+11440,2018-12-01 15:00:00,2.6666666667,level_5,0.1,1,51,66.3333333333,75,2.3333333333,0,56.6666666667,2,223.3333333333,6.6666666667,1.3333333333,0,sp20,0,0,1020,0,0,0,0,800.3333333333,800,1018.6666666667,800,1020,290.15,1022.6666666667,291.15,290.6433333333,702,289.7433333333,33.6666666667,290.15,286.8166666667,284.4833333333,286.4833333333,282.4833333333,284.58,286.15,287.15,289.4833333333,283.3966666667,281.4833333333
+11441,2018-12-01 18:00:00,2.3333333333,level_5,0,0.3333333333,69.6666666667,79.3333333333,63.3333333333,2.3333333333,0,96.6666666667,2.3333333333,326.6666666667,0,0.6666666667,0,sp20,0,0,1020.6666666667,0,0,0,0,800,800.3333333333,1018.6666666667,800,1020.6666666667,287.8166666667,1023,289.15,286.79,802.6666666667,287.41,49,284.4833333333,285.15,283.15,284.31,282.8166666667,284.91,283.4833333333,287.4833333333,287.15,281.7366666667,279.8166666667
+11442,2018-12-01 21:00:00,1,level_7,0,2,87,93,33.3333333333,2.3333333333,0,120,4.3333333333,333.3333333333,6.6666666667,0.6666666667,0,sp21,0,0,1021,0,0,0,0,800.3333333333,800.6666666667,1019,800,1021.6666666667,284.4833333333,1023.3333333333,283.4833333333,282.3,633.6666666667,283.4733333333,74.3333333333,281.15,282.4833333333,280.8166666667,281.81,283.15,284.95,281.15,287.15,282.8166666667,279.4666666667,278.4833333333
+11443,2018-12-02 00:00:00,0.3333333333,level_9,0,2,87,95.3333333333,0,2.6666666667,2.6666666667,56.6666666667,5,336.6666666667,0,0.6666666667,0,sp21,0,0,1020.6666666667,0,0,0,0,800,800,1018,800,1021,283.15,1024,282.15,281.1366666667,800,281.94,79.6666666667,280.15,281.4833333333,278.8166666667,280.4733333333,283.15,285.55,279.4833333333,288.4833333333,281.15,278.6266666667,278.4833333333
+11444,2018-12-02 03:00:00,0.6666666667,level_8,0,2.3333333333,89,100,13.3333333333,1.6666666667,0,0,4.6666666667,330,5.3333333333,1.3333333333,0,sp21,0,0,1020,0,0,0,0,734,800,1018.3333333333,800,1021,282.8166666667,1024,282.15,281.14,800.6666666667,281.2,76,280.15,281.4833333333,277.15,280.6433333333,282.4833333333,285.3333333333,279.8166666667,288.8166666667,280.15,277.0066666667,276.8166666667
+11445,2018-12-02 06:00:00,0.6666666667,level_7,0.2,1.6666666667,93,100,33.3333333333,1.3333333333,0,66.6666666667,3.3333333333,330,75.6666666667,2.3333333333,0,sp21,0,0,1020.3333333333,0,0,0,0,701,800,1017.6666666667,800,1021,281.4833333333,1024,280.4833333333,279.8066666667,600.6666666667,280.2733333333,83,279.15,282.15,276.4833333333,280.9733333333,282.8166666667,284.7666666667,279.8166666667,287.15,279.4833333333,276.23,276.15
+11446,2018-12-02 09:00:00,0.6666666667,level_8,0,2,89,100,26.6666666667,2,0,146.6666666667,4.3333333333,323.3333333333,90,2.3333333333,0,sp21,0,0,1020.6666666667,0,0,0,0,721,800,1018.6666666667,800,1021.6666666667,282.4833333333,1025,284.4833333333,284.32,801.3333333333,281.8733333333,72,284.15,283.8166666667,278.4833333333,283.3133333333,283.15,285.4,282.8166666667,288.15,281.4833333333,277.6766666667,276.8166666667
+11447,2018-12-02 12:00:00,0.6666666667,level_6,0,2,65.6666666667,95.6666666667,13.3333333333,2.6666666667,0,153.3333333333,2.6666666667,293.3333333333,90,3,0,sp21,0,0,1020.6666666667,0,0,0,0,721,800,1018.6666666667,800,1021,288.8166666667,1025,292.4833333333,292.15,800.6666666667,287.8066666667,44.3333333333,291.8166666667,288.4833333333,280.15,288.3166666667,285.15,287.4,288.15,290.15,287.15,279.54,279.15
+11448,2018-12-02 15:00:00,0.6666666667,level_3,0,2.3333333333,56.3333333333,79.3333333333,0,1.6666666667,0,146.6666666667,6,236.6666666667,63.3333333333,1.3333333333,0,sp19,0,0,1019,0,0,0,0,734.3333333333,800.3333333333,1017.6666666667,800,1019,291.15,1024,293.15,293.15,800,290.7433333333,48,293.15,289.8166666667,282.8166666667,289.65,285.15,287.4,289.4833333333,290.15,290.4833333333,280.9833333333,279.4833333333
+11449,2018-12-02 18:00:00,1,level_5,0,3,71,93.3333333333,38.3333333333,1.3333333333,0,0,3.6666666667,253.3333333333,13.3333333333,1,0,sp20,0,0,1019,0,0,0,0,741,801,1018.6666666667,800,1020.3333333333,288.8166666667,1024.3333333333,288.15,287.1366666667,801.6666666667,288.2066666667,74,286.15,288.15,281.15,287.65,283.8166666667,286.2166666667,287.15,289.15,287.8166666667,279.9966666667,277.4833333333
+11450,2018-12-02 21:00:00,0.6666666667,level_9,0,1,89,100,38.3333333333,2,0,183.3333333333,2.6666666667,300,75,1,0,sp21,0,0,1019.6666666667,0,0,0,0,769,801,1019,800,1021,284.4833333333,1025,283.8166666667,282.9733333333,801.6666666667,283.8766666667,87,282.15,286.4833333333,279.8166666667,286.3166666667,281.8166666667,285.12,286.15,289.15,283.4833333333,279.5866666667,279.15
+11451,2018-12-03 00:00:00,0.6666666667,level_9,0,2,89,100,9.3333333333,2.3333333333,0,146.6666666667,3.3333333333,330,75,2,0,sp21,0,0,1019,0,0,0,0,769,800.6666666667,1019,800,1020,284.15,1025,283.4833333333,282.1333333333,800.3333333333,282.3333333333,75.3333333333,280.8166666667,284.8166666667,280.15,283.3066666667,281.4833333333,284.7833333333,281.8166666667,288.8166666667,281.15,280.0133333333,279.8166666667
+11452,2018-12-03 03:00:00,0.3333333333,level_6,0,3.3333333333,95.3333333333,100,25,1.6666666667,0,90,4.3333333333,340,75,0.6666666667,0,sp20,0,0,1019.3333333333,0,0,0,0,701,800,1019,800,1020,282.8166666667,1025,285.8166666667,283.4566666667,801,282.0066666667,58,281.15,283.15,280.15,282.14,282.4833333333,285.79,281.15,289.8166666667,281.4833333333,279.8633333333,279.4833333333
+11453,2018-12-03 06:00:00,2,level_8,0,3,93,97.6666666667,20,1.6666666667,0,116.6666666667,7,313.3333333333,80,2.6666666667,0,sp19,0,0,1019,0,0,0,0,701,800.6666666667,1019,800,1020,282.8166666667,1025,284.4833333333,282.9666666667,801,281.44,65,281.4833333333,284.8166666667,280.15,283.6433333333,282.8166666667,285.6633333333,282.4833333333,289.15,280.15,279.54,279.15
+11454,2018-12-03 09:00:00,1,level_8,0,2.6666666667,85.3333333333,93,20,2.3333333333,0,156.6666666667,7.3333333333,330,90,2.6666666667,0,sp20,0,0,1020,0,0,0,0,714.3333333333,800,1019,800,1021,284.4833333333,1025.3333333333,286.4833333333,285.64,801,282.7033333333,61.3333333333,284.8166666667,285.15,280.15,284.1466666667,283.4833333333,285.8833333333,283.15,288.8166666667,280.8166666667,278.89,276.8166666667
+11455,2018-12-03 12:00:00,1,level_6,0.4,1,63,87,45,3,0,186.6666666667,6.6666666667,323.3333333333,90,2.3333333333,0,sp19,0,0,1019.6666666667,0,0,0,0,721,800,1021,800,1020.6666666667,289.4833333333,1025.6666666667,293.8166666667,293.3166666667,600.6666666667,288.31,40.6666666667,292.8166666667,288.4833333333,280.4833333333,288.15,285.15,286.6333333333,287.8166666667,288.4833333333,287.8166666667,279.4633333333,277.4833333333
+11456,2018-12-03 15:00:00,0.6666666667,level_6,0,3.3333333333,53.3333333333,81.3333333333,75,1.3333333333,0,40,4,316.6666666667,80,1.6666666667,0,sp18,0,0,1019,0,0,0,0,721,800,1020,800,1019.6666666667,292.4833333333,1025,294.15,293.98,803,291.9333333333,42.3333333333,293.8166666667,289.4833333333,282.4833333333,289.15,286.15,288.2466666667,288.8166666667,290.8166666667,291.4833333333,280.72,279.15
+11457,2018-12-03 18:00:00,1,level_3,0.1,1.6666666667,66.3333333333,89,75,2.3333333333,0,120,4,343.3333333333,33.3333333333,1.3333333333,0,sp18,0,0,1019.3333333333,0,0,0,0,711,800,1021.3333333333,800,1021,290.15,1025.3333333333,289.8166666667,288.3,702,289.7433333333,71.3333333333,286.8166666667,287.4833333333,280.4833333333,286.98,284.8166666667,286.7666666667,286.4833333333,289.15,289.4833333333,279.96,279.4833333333
+11458,2018-12-03 21:00:00,1.3333333333,level_6,0,1.6666666667,83.6666666667,100,75,1,0,113.3333333333,4.6666666667,323.3333333333,68.3333333333,1.6666666667,0,sp18,0,0,1020,0,0,0,0,707.6666666667,800,1022.6666666667,800,,286.8166666667,1026,284.8166666667,284.14,803,285.6033333333,87,283.4833333333,286.15,279.15,285.1433333333,283.15,285.4,284.15,288.15,284.8166666667,278.81,278.4833333333
+11459,2018-12-04 00:00:00,0.6666666667,level_8,0.2,2,89,100,70.3333333333,1.3333333333,10.6666666667,70,5.6666666667,320,90,2,0,sp18,0,0,1020,0,0,0,0,734.3333333333,800,1023,767.6666666667,,285.4833333333,1026,284.4833333333,283.6366666667,601,284.6733333333,83.3333333333,282.8166666667,285.4833333333,278.4833333333,283.3,281.15,283.25,281.15,285.8166666667,284.15,278.0933333333,277.8166666667
+11460,2018-12-04 03:00:00,1.6666666667,level_9,0,2.3333333333,91,100,38.3333333333,1,12,66.6666666667,7,330,60,1.3333333333,0,sp17,0,0,1020.6666666667,0,0,0,0,734.3333333333,800,1023,800.6666666667,,283.8166666667,1025.3333333333,283.4833333333,283.3133333333,801.6666666667,283.6133333333,85,283.15,284.15,277.15,282.3066666667,279.15,281.85,280.4833333333,285.15,283.4833333333,276.4133333333,275.8166666667
+11461,2018-12-04 06:00:00,1.3333333333,level_8,0,3.3333333333,91,100,56.6666666667,0.3333333333,0,71.3333333333,7.3333333333,326.6666666667,68.3333333333,0.6666666667,0,sp17,0,0,1021.3333333333,0,0,0,0,734.3333333333,800,1023,721,,283.15,1025,283.15,282.98,781.6666666667,281.49,87,282.8166666667,284.15,276.8166666667,281.97,278.15,280.6933333333,279.8166666667,283.8166666667,279.8166666667,275.8633333333,275.15
+11462,2018-12-04 09:00:00,0.6666666667,level_6,0,1.6666666667,81.3333333333,93.6666666667,13.3333333333,2,0,120,7,330,38.6666666667,1.3333333333,0,sp19,0,0,1023,0,0,0,0,727.6666666667,760.6666666667,1024,747.3333333333,,285.15,1025.6666666667,286.8166666667,286.49,747.3333333333,283.05,76.6666666667,286.15,285.15,283.4833333333,283.8066666667,279.15,282.2,282.4833333333,285.8166666667,280.8166666667,279.0633333333,276.8166666667
+11463,2018-12-04 12:00:00,1,level_1,0,0.3333333333,65,62.6666666667,0,1.3333333333,0,80,5,326.6666666667,0,0.6666666667,0,sp19,0,0,1023.6666666667,0,0,0,0,754,760.6666666667,1023,800,,291.15,1025.6666666667,294.8166666667,294.4833333333,800,290.0166666667,51.3333333333,294.15,289.4833333333,288.8166666667,289.3166666667,286.4833333333,288.88,289.15,291.8166666667,288.15,285.0033333333,281.8166666667
+11464,2018-12-04 15:00:00,0.3333333333,level_5,0,2,56.3333333333,55,0,2.3333333333,0,120,1.3333333333,213.3333333333,0,1,0,sp18,0,0,1023,0,0,0,0,800,800,1020.3333333333,800,,294.4833333333,1024.3333333333,295.15,294.98,800,293.6933333333,47,294.8166666667,291.4833333333,290.15,291.4833333333,288.15,290.4,291.4833333333,293.15,292.8166666667,289.2633333333,288.4833333333
+11465,2018-12-04 18:00:00,1,level_5,0,1.3333333333,70.6666666667,73.6666666667,0,2,0,123.3333333333,1,226.6666666667,0,1,0,sp18,0,0,1023,0,0,0,0,800,800.6666666667,1020,800,,292.15,1024,289.8166666667,288.6333333333,800,291.1533333333,68,287.4833333333,288.4833333333,286.8166666667,287.3066666667,286.15,287.7766666667,286.15,289.8166666667,290.15,285.84,284.4833333333
+11466,2018-12-04 21:00:00,1,level_10,0,1,91,95.3333333333,0,0.6666666667,8,67.3333333333,3.3333333333,323.3333333333,0,1,0,sp19,0,0,1024,0,0,0,0,800,801,1020.3333333333,780.3333333333,,286.8166666667,1025,284.8166666667,284.14,800,286.0066666667,91,283.4833333333,285.4833333333,282.4833333333,284.14,284.8166666667,286.3166666667,282.8166666667,288.15,285.4833333333,281.5866666667,280.8166666667
+11467,2018-12-05 00:00:00,1,level_9,0,1.6666666667,91,100,5.3333333333,1,5.3333333333,23.3333333333,4.6666666667,320,4,0,0,sp19,0,0,1024,0,0,0,0,800.3333333333,800,1021,760.6666666667,,285.4833333333,1025.3333333333,282.4833333333,281.9733333333,800,283.8666666667,93,281.4833333333,283.8166666667,279.8166666667,282.64,283.15,284.95,281.4833333333,287.15,282.8166666667,279.4833333333,279.15
+11468,2018-12-05 03:00:00,1,level_9,0,1.3333333333,91,100,12,1.6666666667,2.6666666667,136,5,326.6666666667,12,1,0,sp19,0,0,1023.3333333333,0,0,0,0,741,767,1021,721,,284.15,1025,281.8166666667,281.3066666667,801,282.47,95.3333333333,280.8166666667,283.15,277.8166666667,281.64,279.4833333333,282.4833333333,280.15,286.15,281.15,277.6733333333,277.4833333333
+11469,2018-12-05 06:00:00,0.6666666667,level_9,0,1.3333333333,93,100,0,1.6666666667,0,113.3333333333,4.3333333333,326.6666666667,20,1,0,sp19,0,0,1023.6666666667,0,0,0,0,741,767,1021.3333333333,721,,283.4833333333,1025.6666666667,281.15,280.98,800,281.65,95.3333333333,280.8166666667,282.15,277.8166666667,280.9733333333,277.8166666667,280.37,279.8166666667,283.4833333333,279.8166666667,276.8233333333,276.15
+11470,2018-12-05 09:00:00,0.3333333333,level_9,0,1,87.3333333333,93.6666666667,51.6666666667,1,0,123.3333333333,4,323.3333333333,20,2.3333333333,0,sp21,0,0,1024.3333333333,0,0,0,0,741,800,1023,800,,284.8166666667,1027,284.4833333333,283.82,802.3333333333,283.1233333333,91,283.15,283.4833333333,282.4833333333,282.6466666667,280.15,281.65,281.8166666667,283.4833333333,280.8166666667,279.4833333333,277.4833333333
+11471,2018-12-05 12:00:00,0.3333333333,level_2,0,1,67.6666666667,62.6666666667,38.3333333333,0.6666666667,0,0,2.3333333333,276.6666666667,0,3.3333333333,0,sp21,0,0,1024,0,0,0,0,800,800,1023,800,,290.4833333333,1027.3333333333,292.15,291.9866666667,801.6666666667,289.55,63,291.8166666667,289.8166666667,288.8166666667,289.32,286.8166666667,287.7166666667,288.8166666667,288.8166666667,288.8166666667,286.4733333333,284.8166666667
+11472,2018-12-05 15:00:00,1.3333333333,level_5,0,2,47,54,0,1.3333333333,0,263.3333333333,5,226.6666666667,0,2,0,sp20,0,0,1022,0,0,0,0,800,800,1022,800,,295.15,1026.3333333333,292.8166666667,292.49,800,294.0833333333,66.6666666667,292.15,292.4833333333,291.15,291.16,288.4833333333,289.38,289.8166666667,290.4833333333,293.15,290.3033333333,289.4833333333
+11473,2018-12-05 18:00:00,1.3333333333,level_1,0,0.6666666667,69.3333333333,71.6666666667,20,1.3333333333,0,83.3333333333,4,230,0,1,0,sp20,0,0,1022,0,0,0,0,800,801,1024,800,,291.8166666667,1026.6666666667,288.4833333333,287.47,801,291.4833333333,89,286.4833333333,288.4833333333,287.15,288.3166666667,286.15,286.9666666667,288.15,287.8166666667,291.15,286.1766666667,285.15
+11474,2018-12-05 21:00:00,0.6666666667,level_9,0,1.3333333333,87,97.6666666667,73.3333333333,1.6666666667,0,93.3333333333,2.6666666667,283.3333333333,0,0.6666666667,0,sp21,0,0,1023,0,0,0,0,767,767.6666666667,1025.3333333333,800,,286.4833333333,1027.3333333333,284.4833333333,283.4733333333,803.3333333333,285.6733333333,100,282.4833333333,286.4833333333,282.4833333333,286.15,281.15,283.85,285.8166666667,287.15,285.15,281.4133333333,280.4833333333
+11475,2018-12-06 00:00:00,0.6666666667,level_5,0,1.3333333333,89,100,50,1,0,70,3.6666666667,310,36,1,0,sp22,0,0,1023,0,0,0,0,701,801,1026.6666666667,800,,285.15,1028,282.8166666667,282.14,802,283.7366666667,100,281.4833333333,285.8166666667,278.8166666667,284.6433333333,281.15,283.7,283.4833333333,286.8166666667,282.8166666667,278.6266666667,278.4833333333
+11476,2018-12-06 03:00:00,0.6666666667,level_10,0,1.6666666667,91,100,0,0.6666666667,0,96.3333333333,3.3333333333,323.3333333333,80,1.3333333333,0,sp22,0,0,1024.3333333333,0,0,0,0,701,747.6666666667,1027.6666666667,800,,284.15,1028.3333333333,281.4833333333,280.9766666667,800,282.9366666667,95.3333333333,280.4833333333,284.15,277.4833333333,282.4733333333,281.15,283.7,280.8166666667,286.8166666667,282.15,277.1966666667,276.8166666667
+11477,2018-12-06 06:00:00,0.6666666667,level_9,0,2,89,100,75,1.3333333333,0,86.6666666667,5,323.3333333333,80,2,0,sp22,0,0,1024.6666666667,0,0,0,0,714.3333333333,775,1028.3333333333,767,,284.15,1028.3333333333,281.15,280.98,803,283.54,93,280.8166666667,283.15,277.15,282.48,277.15,281.3533333333,281.8166666667,286.4833333333,283.15,276.1166666667,275.4833333333
+11478,2018-12-06 09:00:00,0.3333333333,level_7,0,2.3333333333,87.3333333333,90.3333333333,63.3333333333,1.3333333333,0,123.3333333333,6.6666666667,330,0,2,0,sp23,0,0,1026,0,0,0,0,760.6666666667,781,1030,800,,284.8166666667,1029.6666666667,285.15,284.6533333333,802.6666666667,284.41,78.3333333333,284.15,283.15,283.4833333333,282.8166666667,277.4833333333,281.23,282.4833333333,285.8166666667,284.15,279.16,276.4833333333
+11479,2018-12-06 12:00:00,0.6666666667,level_2,0,1,63.6666666667,59,63.3333333333,0.6666666667,0,105.3333333333,6,340,0,3,0,sp23,0,0,1025.6666666667,0,0,0,0,800,800,1030,800,,291.15,1029.6666666667,293.15,292.8166666667,802.6666666667,290.1366666667,52.3333333333,292.4833333333,287.4833333333,288.4833333333,287.3166666667,284.15,286.2466666667,287.15,288.8166666667,289.4833333333,286.1266666667,284.4833333333
+11480,2018-12-06 15:00:00,1.3333333333,level_4,0,2.6666666667,47,53.6666666667,75,3,0,320,3.6666666667,333.3333333333,0,2.3333333333,0,sp21,0,0,1024.6666666667,0,0,0,0,800,800,1029,800,,295.4833333333,1028.3333333333,292.8166666667,292.4766666667,803,294.27,53.6666666667,292.15,288.8166666667,290.4833333333,288.4833333333,285.8166666667,287.1633333333,288.15,288.8166666667,293.4833333333,289.6833333333,288.8166666667
+11481,2018-12-06 18:00:00,1,level_6,0,1.3333333333,67.6666666667,78.6666666667,63.3333333333,0.6666666667,0,146.6666666667,4,320,0,0.6666666667,0,sp21,0,0,1025.3333333333,0,0,0,0,800,800,1030,800,,291.8166666667,1028,288.15,286.97,802.6666666667,291.6133333333,78.6666666667,285.8166666667,285.8166666667,288.15,284.9766666667,282.8166666667,284.4666666667,284.15,286.4833333333,291.4833333333,286.35,284.4833333333
+11482,2018-12-06 21:00:00,1,level_9,0,1.6666666667,89,100,20,1.3333333333,0,120,4.6666666667,333.3333333333,0,1.3333333333,0,sp22,0,0,1026,0,0,0,0,800,800,1029.6666666667,800,,286.15,1028,284.4833333333,283.8066666667,801,285.14,91,283.15,284.4833333333,281.4833333333,283.14,280.4833333333,281.0833333333,281.8166666667,281.8166666667,284.4833333333,280.7333333333,280.15
+11483,2018-12-07 00:00:00,1.3333333333,level_9,0,1.6666666667,87,100,28,1,0,73.3333333333,4.3333333333,340,0,1,0,sp22,0,0,1026.3333333333,0,0,0,0,800,800,1028.6666666667,800,,284.8166666667,1028.3333333333,282.4833333333,281.8066666667,801.6666666667,283.8066666667,93,281.15,283.15,277.8166666667,281.64,277.8166666667,279.0166666667,280.15,280.4833333333,283.15,277.2933333333,276.8166666667
+11484,2018-12-07 03:00:00,1,level_9,0,1.6666666667,93,100,0,1.3333333333,0,73.3333333333,5.6666666667,330,0,1.6666666667,0,sp22,0,0,1025.6666666667,0,0,0,0,800,802,1027,800,,283.15,1028,281.15,280.3033333333,800,283.15,95.3333333333,279.4833333333,282.15,275.4833333333,280.64,275.8166666667,277.6166666667,279.15,279.8166666667,283.15,275.4833333333,275.4833333333
+11485,2018-12-07 06:00:00,0.6666666667,level_9,0,2,93.3333333333,100,0,0.6666666667,0,36.6666666667,5,323.3333333333,6.6666666667,1,0,sp22,0,0,1025,0,0,0,0,760.6666666667,800,1025.6666666667,734,,282.4833333333,1028,280.4833333333,279.8066666667,800,282.1333333333,95.3333333333,279.15,281.15,274.8166666667,279.8066666667,272.15,275.45,278.4833333333,279.4833333333,281.8166666667,274.31,273.8166666667
+11486,2018-12-07 09:00:00,0.6666666667,level_9,0,2,95.6666666667,80.3333333333,0,1.3333333333,0,43.3333333333,5.3333333333,326.6666666667,0,0.6666666667,0,sp23,0,0,1025,0,0,0,0,741,741,1026,800,,282.8166666667,1028.6666666667,282.8166666667,282.3166666667,800,282.25,89.6666666667,281.8166666667,282.4833333333,280.8166666667,281.98,274.15,278.05,281.4833333333,282.8166666667,281.4833333333,276.7933333333,274.15
+11487,2018-12-07 12:00:00,1,level_4,0,0.6666666667,64.3333333333,67.6666666667,13.3333333333,1.6666666667,0,140,6,320,0,1.6666666667,0,sp23,0,0,1024.6666666667,0,0,0,0,741,800.6666666667,1025,800,,290.8166666667,1028.6666666667,290.8166666667,290.16,800.6666666667,289.0466666667,60.3333333333,289.4833333333,285.4833333333,284.4833333333,285.3166666667,283.8166666667,285.9133333333,285.15,288.4833333333,288.15,281.8166666667,278.4833333333
+11488,2018-12-07 15:00:00,2.3333333333,level_3,0.5,2,46,66.6666666667,75,3.6666666667,0,276.6666666667,5,333.3333333333,0,0.3333333333,0,sp22,0,0,1022.6666666667,0,0,0,0,773.6666666667,801,1025.3333333333,800,,294.15,1026.6666666667,292.15,292.0066666667,500.3333333333,292.67,57,291.8166666667,285.8166666667,286.4833333333,285.3166666667,285.8166666667,286.4333333333,284.8166666667,287.15,291.8166666667,283.74,281.15
+11489,2018-12-07 18:00:00,3.3333333333,level_7,0.3,1.6666666667,66.6666666667,87,75,5,0,293.3333333333,4.6666666667,333.3333333333,0,1,0,sp23,0,0,1023,0,0,0,0,767,800,1028,800,,290.4833333333,1027,287.4833333333,286.3033333333,500,289.9466666667,83.6666666667,285.15,283.4833333333,283.4833333333,282.9833333333,283.4833333333,284.3833333333,282.4833333333,285.4833333333,289.4833333333,282.5533333333,281.4833333333
+11490,2018-12-07 21:00:00,1,level_10,0.1,1.3333333333,89,100,75,4,0,291.3333333333,4.3333333333,330,8,1,0,sp23,0,0,1023,0,0,0,0,701,801,1029.6666666667,800,,284.8166666667,1028,283.8166666667,282.8066666667,702,284.0066666667,95.3333333333,281.8166666667,282.4833333333,280.8166666667,281.8133333333,282.8166666667,283.5666666667,281.15,284.4833333333,283.4833333333,279.5233333333,278.8166666667
+11491,2018-12-08 00:00:00,0.6666666667,level_10,0.1,1.6666666667,85,100,69,1,0,70,4.3333333333,323.3333333333,43.3333333333,0.6666666667,0,sp23,0,0,1023,0,0,0,0,714.3333333333,801,1029,800,,284.4833333333,1028,284.8166666667,283.4933333333,701.6666666667,282.26,93,282.15,282.4833333333,277.15,281.8133333333,280.8166666667,281.5666666667,281.15,282.4833333333,280.8166666667,276.8233333333,276.4833333333
+11492,2018-12-08 03:00:00,0.3333333333,level_4,0,1,93,100,49,1.6666666667,0,113.3333333333,4,320,90,2.3333333333,0,sp23,0,0,1023.6666666667,0,0,0,0,721,801,1029.3333333333,800,,284.15,1028,281.4833333333,281.15,802.3333333333,281.5266666667,89,280.8166666667,282.8166666667,276.4833333333,280.8033333333,277.4833333333,279.1333333333,278.8166666667,281.15,279.8166666667,276.1033333333,275.8166666667
+11493,2018-12-08 06:00:00,0.6666666667,level_10,0,2,93,93.6666666667,75,2,0,110,6,330,60,2.3333333333,0,sp23,0,0,1024,0,0,0,0,741,801.3333333333,1029.3333333333,767,,282.4833333333,1028,281.15,280.65,803,281.27,87,280.15,283.15,278.8166666667,282.14,274.4833333333,277.0333333333,281.15,280.15,280.4833333333,276.2666666667,274.8166666667
+11494,2018-12-08 09:00:00,1,level_6,0,2.3333333333,85.3333333333,91.3333333333,6.6666666667,1.6666666667,0,76.6666666667,5.3333333333,316.6666666667,33,2,0,sp23,0,0,1026,0,0,0,0,721,802.6666666667,1030.6666666667,800,,284.4833333333,1029.6666666667,284.8166666667,283.8233333333,800.3333333333,283.27,83.6666666667,282.8166666667,283.4833333333,279.8166666667,282.98,275.4833333333,277.7333333333,282.4833333333,280.4833333333,282.4833333333,277.29,275.4833333333
+11495,2018-12-08 12:00:00,1.3333333333,level_2,0,0.3333333333,70.3333333333,60.6666666667,0,1.6666666667,0,170,4.6666666667,326.6666666667,0,2,0,sp24,0,0,1026.6666666667,0,0,0,0,780.3333333333,801.3333333333,1030.3333333333,800,,289.15,1030.6666666667,291.4833333333,291.1566666667,800,287.94,55.3333333333,290.8166666667,286.4833333333,286.15,285.98,283.15,284.95,285.4833333333,287.15,287.15,283.93,282.8166666667
+11496,2018-12-08 15:00:00,1.3333333333,level_6,0,3,60.3333333333,53.3333333333,0,1,0,116.6666666667,3.3333333333,316.6666666667,0,3.3333333333,0,sp23,0,0,1026,0,0,0,0,800,800.6666666667,1028,800,,291.4833333333,1029,292.15,291.81,800,290.4733333333,43,291.4833333333,287.4833333333,288.4833333333,287.3166666667,285.8166666667,287.3166666667,287.15,289.15,289.8166666667,287.4833333333,286.4833333333
+11497,2018-12-08 18:00:00,1.3333333333,level_6,0,1.6666666667,72.3333333333,74.6666666667,0,0.6666666667,0,188,1.3333333333,303.3333333333,0,2.3333333333,0,sp23,0,0,1026.3333333333,0,0,0,0,800,800,1027.6666666667,800,,289.15,1029.6666666667,288.15,286.9666666667,800,288.54,75.3333333333,285.8166666667,284.4833333333,285.4833333333,283.6433333333,281.8166666667,282.8666666667,282.8166666667,284.15,288.15,284.3233333333,283.15
+11498,2018-12-08 21:00:00,0.3333333333,level_10,0,1.6666666667,76,91.3333333333,80,1.6666666667,0,96.6666666667,2,220,0,3.3333333333,0,sp23,0,0,1026,0,0,0,0,800,800,1028,800,,286.4833333333,1030.3333333333,283.4833333333,282.8066666667,803.3333333333,284.4633333333,89,282.15,282.15,280.8166666667,281.14,276.8166666667,280.12,280.15,284.15,283.15,280.0633333333,279.15
+11499,2018-12-09 00:00:00,1.3333333333,level_9,0,2.3333333333,81,100,75.6666666667,1.6666666667,0,144.6666666667,3.3333333333,313.3333333333,0,2.3333333333,0,sp24,0,0,1025.6666666667,0,0,0,0,767,800,1028.6666666667,800,,284.8166666667,1031,281.8166666667,280.8066666667,803,283.2033333333,89,279.8166666667,281.4833333333,277.4833333333,280.6433333333,276.8166666667,280.8666666667,279.8166666667,285.8166666667,282.15,277.2933333333,277.15
+11500,2018-12-09 03:00:00,1,level_9,0,1.6666666667,89,100,20,2.3333333333,0,165,4.3333333333,336.6666666667,0,2,0,sp24,0,0,1024,0,0,0,0,767,800,1028.6666666667,800,,283.4833333333,1031,280.15,279.81,801,282.27,89,279.4833333333,281.4833333333,275.8166666667,280.9833333333,275.4833333333,279.3866666667,280.4833333333,284.15,281.4833333333,275.6266666667,275.4833333333
+11501,2018-12-09 06:00:00,0.3333333333,level_9,0,2.6666666667,89,100,75,1.3333333333,0,173.3333333333,4,340,50.6666666667,2.3333333333,0,sp24,0,0,1023,0,0,0,0,714.3333333333,800.6666666667,1030,800,,282.8166666667,1030.3333333333,280.8166666667,280.6466666667,803,281.4,83,280.4833333333,281.15,275.8166666667,280.1433333333,274.15,279.2533333333,279.15,285.4833333333,280.4833333333,274.93,274.15
+11502,2018-12-09 09:00:00,1,level_9,0,2,79.6666666667,87.3333333333,75,4,0,110,5.3333333333,330,6.6666666667,4,0,sp24,0,0,1024.3333333333,0,0,0,0,754,800,1030.3333333333,734,,284.4833333333,1031.3333333333,286.4833333333,285.65,803,282.6666666667,64,284.8166666667,283.4833333333,281.4833333333,282.65,276.4833333333,281.4366666667,281.8166666667,287.4833333333,281.4833333333,277.68,275.15
+11503,2018-12-09 12:00:00,1,level_7,0,3,57.6666666667,63.6666666667,75,5.3333333333,0,316.6666666667,4.3333333333,303.3333333333,0,5,0,sp24,0,0,1023,0,0,0,0,800,800.3333333333,1032,800,,290.15,1031.3333333333,295.15,294.33,803,289.14,41.6666666667,293.4833333333,289.15,288.15,288.65,284.8166666667,286.3166666667,288.15,288.15,288.4833333333,284.5666666667,282.8166666667
+11504,2018-12-09 15:00:00,1,level_7,0,3,48,50.3333333333,75,5,0,303.3333333333,2,126.6666666667,0,3.3333333333,0,sp22,0,0,1021,0,0,0,0,800,800,1032,800,,293.15,1030,297.8166666667,296.83,803,293.15,39.6666666667,295.8166666667,290.4833333333,290.4833333333,289.82,285.15,286.2,289.15,287.4833333333,293.15,288.9966666667,288.15
+11505,2018-12-09 18:00:00,0,level_8,0,1.6666666667,62.6666666667,68.6666666667,75,3.3333333333,0,303.3333333333,3.3333333333,36.6666666667,0,2,0,sp22,0,0,1023,0,0,0,0,800,801,1033.3333333333,800,,291.4833333333,1030.3333333333,291.15,290.4866666667,803,290.8266666667,61,289.8166666667,287.4833333333,287.15,286.4766666667,283.15,284.95,285.4833333333,287.15,289.8166666667,285.65,283.4833333333
+11506,2018-12-09 21:00:00,0.3333333333,level_9,0,3.3333333333,79.3333333333,97.6666666667,75,1,0,216.6666666667,3,243.3333333333,0,2.3333333333,0,sp23,0,0,1025.6666666667,0,0,0,0,800,800.3333333333,1034.3333333333,800,,285.8166666667,1031,286.15,285.65,803,285.0066666667,71,285.15,286.4833333333,280.15,283.9666666667,283.15,284.35,281.4833333333,285.8166666667,284.4833333333,279.4,278.8166666667
+11507,2018-12-10 00:00:00,1,level_9,0,4,81.3333333333,100,75,1,0,140,4,336.6666666667,0,2.6666666667,0,sp23,0,0,1027,0,0,0,0,800,800.6666666667,1035,800,,285.4833333333,1032,290.4833333333,287.5166666667,803,283.0533333333,56,284.4833333333,284.4833333333,276.8166666667,281.9633333333,281.4833333333,282.98,279.4833333333,284.8166666667,281.4833333333,276.6266666667,276.4833333333
+11508,2018-12-10 03:00:00,0.6666666667,level_9,0.2,2,83,100,86.3333333333,1.3333333333,6.6666666667,113.3333333333,4.3333333333,323.3333333333,0,2.6666666667,0,sp22,0,0,1027.6666666667,0,0,0,0,800,800.3333333333,1034,800.3333333333,,284.8166666667,1031,286.15,284.17,601,282.5933333333,65.6666666667,282.15,284.15,274.8166666667,281.4633333333,280.8166666667,282.3166666667,278.8166666667,284.15,281.15,274.6733333333,274.4833333333
+11509,2018-12-10 06:00:00,1.3333333333,level_6,0,1,81.6666666667,78.6666666667,75,1,0,33.3333333333,3.6666666667,330,0,2,0,sp22,0,0,1027.6666666667,0,0,0,0,800,801,1033.6666666667,800,,284.8166666667,1031,280.8166666667,280.16,803,283.8166666667,75,279.4833333333,282.4833333333,275.15,279.9666666667,279.15,281.2466666667,277.4833333333,283.8166666667,283.15,274.0966666667,273.15
+11510,2018-12-10 09:00:00,1,level_9,0,1.6666666667,61,69.6666666667,63.3333333333,1.3333333333,0,73.3333333333,5,323.3333333333,0,5,0,sp22,0,0,1028.6666666667,0,0,0,0,800,800,1034,800,,287.4833333333,1031,284.15,282.83,802.6666666667,285.35,69.6666666667,281.4833333333,283.4833333333,283.15,281.9766666667,280.15,281.95,280.4833333333,284.15,283.8166666667,277.7533333333,274.4833333333
+11511,2018-12-10 12:00:00,0.6666666667,level_6,0,1.3333333333,43,58.3333333333,20,0.3333333333,0,53.3333333333,4.3333333333,330,0,5.6666666667,0,sp22,0,0,1028.3333333333,0,0,0,0,800,800,1033,800,,292.15,1030.6666666667,290.4833333333,289.99,801,291.08,59,289.4833333333,286.4833333333,288.4833333333,286.15,283.4833333333,285.7266666667,285.8166666667,288.4833333333,289.8166666667,284.9533333333,282.8166666667
+11512,2018-12-10 15:00:00,1,level_5,0,3,36.3333333333,44.3333333333,20,3,0,103.3333333333,2.3333333333,330,0,2.6666666667,0,sp20,0,0,1027,0,0,0,0,800,800,1030.3333333333,800,,296.15,1027.3333333333,289.8166666667,289.6466666667,801,295.5466666667,67,289.4833333333,287.15,289.4833333333,286.8166666667,284.8166666667,286.1633333333,286.4833333333,287.8166666667,294.4833333333,288.67,287.4833333333
+11513,2018-12-10 18:00:00,1,level_6,0,1.3333333333,50,56,20,1,0,113.3333333333,1.6666666667,323.3333333333,0,1,0,sp19,0,0,1027,0,0,0,0,800,800,1030,734,,292.15,1027,286.4833333333,285.47,801,291.2533333333,78.3333333333,284.4833333333,284.4833333333,285.4833333333,283.9833333333,279.4833333333,281.1333333333,283.4833333333,283.15,290.4833333333,283.7066666667,281.8166666667
+11514,2018-12-10 21:00:00,1,level_9,0,1,73,80.3333333333,20,1,0,130,3,323.3333333333,0,1,0,sp20,0,0,1027,0,0,0,0,800,800.3333333333,1029,800,,286.4833333333,1027,282.4833333333,282.1433333333,801,286.15,93,281.8166666667,282.15,280.15,280.8066666667,275.15,277.4,279.4833333333,280.15,285.8166666667,279.4166666667,278.8166666667
+11515,2018-12-11 00:00:00,1,level_4,0,1,81.3333333333,86,6.6666666667,1.6666666667,2.6666666667,86.6666666667,4.6666666667,320,0,1,0,sp20,0,0,1025.6666666667,0,0,0,0,800,801,1027,800,,283.8166666667,1025.6666666667,282.4833333333,281.9933333333,800.3333333333,283.41,93,281.4833333333,281.15,276.8166666667,279.1366666667,273.4833333333,276.1833333333,277.15,279.4833333333,283.15,276.6266666667,276.4833333333
+11516,2018-12-11 03:00:00,1,level_6,0,1.3333333333,83,97.6666666667,0,2,4,136.6666666667,5.3333333333,326.6666666667,0,1,0,sp20,0,0,1024.3333333333,0,0,0,0,800,801.6666666667,1025,800.3333333333,,282.8166666667,1024.6666666667,281.15,280.48,754,282.6866666667,97.6666666667,279.8166666667,279.4833333333,274.8166666667,277.9733333333,272.15,274.8733333333,276.4833333333,278.15,282.4833333333,274.6766666667,274.4833333333
+11517,2018-12-11 06:00:00,0.6666666667,level_9,0,1.3333333333,93,78,0,2.3333333333,0,100,5.6666666667,326.6666666667,0,1.3333333333,0,sp20,0,0,1023,0,0,0,0,800,800.3333333333,1022.3333333333,800,,281.15,1023.3333333333,280.4833333333,279.3,741,279.9533333333,87,278.15,278.8166666667,274.8166666667,277.3066666667,273.15,275.3966666667,275.8166666667,278.15,278.8166666667,273.9633333333,273.15
+11518,2018-12-11 09:00:00,1,level_6,0,1.6666666667,87,75.3333333333,0,2.6666666667,26.6666666667,136.6666666667,5,326.6666666667,0,0.6666666667,0,sp20,0,0,1023,0,0,0,0,800,801,1021,801.3333333333,,283.4833333333,1023.3333333333,280.8166666667,280.3166666667,741,282.2,89,279.8166666667,279.4833333333,281.15,278.6433333333,273.8166666667,276.3633333333,277.8166666667,279.4833333333,280.8166666667,276.7533333333,273.4833333333
+11519,2018-12-11 12:00:00,1,level_6,0,1,67,65.3333333333,0,2,45,126.6666666667,2.3333333333,216.6666666667,0,1.3333333333,0,sp21,0,0,1022.3333333333,0,0,0,0,800,801,1021,802,,288.8166666667,1023.3333333333,288.15,287.98,773.6666666667,288.25,57,287.8166666667,285.15,285.4833333333,284.9833333333,277.15,281.04,284.8166666667,285.8166666667,287.15,282.95,281.15
+11520,2018-12-11 15:00:00,1,level_2,0,1.3333333333,70.3333333333,44,0,1,75,168,2.6666666667,213.3333333333,0,1.3333333333,0,sp19,0,0,1020.3333333333,0,0,0,0,800,801,1019.6666666667,803,1019.6666666667,290.15,1022,289.4833333333,289.15,800,289.6066666667,55,288.8166666667,286.8166666667,287.15,286.8166666667,281.8166666667,284.6566666667,286.8166666667,288.15,288.8166666667,285.94,284.8166666667
+11521,2018-12-11 18:00:00,1.6666666667,level_4,0,1.3333333333,80.3333333333,69,0,0.3333333333,80,96.6666666667,3,270,0,0.6666666667,0,sp19,0,0,1020,0,0,0,0,800,801,1020.3333333333,803.3333333333,1020,288.4833333333,1022,285.4833333333,284.47,800,288.4833333333,81.6666666667,283.4833333333,284.4833333333,284.15,283.6466666667,279.15,281.0966666667,282.8166666667,283.4833333333,288.4833333333,282.95,281.8166666667
+11522,2018-12-11 21:00:00,1,level_6,0,1,83.6666666667,80,0,1.3333333333,68.3333333333,133.3333333333,3,326.6666666667,0,1,0,sp20,0,0,1019.3333333333,0,0,0,0,800,800.6666666667,1022,803,1020,287.8166666667,1023,282.15,281.64,800,287.41,93,281.15,282.4833333333,280.8166666667,281.6433333333,276.4833333333,278.1333333333,280.8166666667,280.15,287.15,279.8066666667,278.8166666667
+11523,2018-12-12 00:00:00,1.3333333333,level_10,0.2,2,87,97.6666666667,52,1.6666666667,72,66.6666666667,4.3333333333,330,0,0.6666666667,0,sp19,0,0,1019.3333333333,0,0,0,0,800,800.3333333333,1022.3333333333,803.3333333333,1019.3333333333,287.15,1022.3333333333,280.8166666667,280.3066666667,600.3333333333,286.7433333333,95.3333333333,279.8166666667,281.4833333333,276.8166666667,279.9733333333,275.8166666667,278.2166666667,278.4833333333,281.15,286.4833333333,276.4833333333,276.15
+11524,2018-12-12 03:00:00,1,level_9,0,2.6666666667,93,100,88,1.3333333333,0,193.3333333333,4,333.3333333333,14.6666666667,1,0,sp19,0,0,1019,0,0,0,0,801,801,1022.3333333333,800,1019,286.15,1022,279.8166666667,279.6466666667,804,286.15,89.3333333333,279.4833333333,280.15,274.8166666667,279.1433333333,274.8166666667,278.57,278.15,283.15,286.15,274.6733333333,274.4833333333
+11525,2018-12-12 06:00:00,0.6666666667,level_9,0.1,3,91,100,75,0,85,0,4.3333333333,330,80,1.6666666667,0,sp19,0,0,1019,0,0,0,0,755,801,1022,735.3333333333,1019.3333333333,286.4833333333,1022,281.8166666667,281.4833333333,373.3333333333,285.72,75.3333333333,281.15,280.4833333333,276.4833333333,279.8133333333,275.4833333333,278.9933333333,279.15,283.4833333333,285.15,275.3666666667,274.4833333333
+11526,2018-12-12 09:00:00,1.3333333333,level_8,0.1,3,91,100,75,0.6666666667,75,77,4.3333333333,323.3333333333,90,1.3333333333,0,sp20,0,0,1020,0,0,0,0,741,801.3333333333,1022,701,1020.6666666667,286.4833333333,1022.6666666667,284.8166666667,283.98,702,285.89,66,283.15,281.4833333333,278.4833333333,281.15,277.15,280.2966666667,280.8166666667,284.15,285.4833333333,277.22,275.4833333333
+11527,2018-12-12 12:00:00,1.6666666667,level_7,0,3.6666666667,74,100,75,1.6666666667,26.6666666667,120,2,303.3333333333,90,1,0,sp19,0,0,1019,0,0,0,0,721,801.6666666667,1020.6666666667,701,1019,289.8166666667,1022,291.15,290.66,803,288.8766666667,49,290.15,286.15,280.15,285.9833333333,281.8166666667,283.4633333333,285.8166666667,285.4833333333,288.15,278.8233333333,277.4833333333
+11528,2018-12-12 15:00:00,2.3333333333,level_7,0,3.3333333333,59,91,51.6666666667,1.6666666667,56.6666666667,110,1.6666666667,130,85,1.3333333333,0,sp17,0,0,1017,0,0,0,0,721,801,1018,802.3333333333,1016.3333333333,291.4833333333,1019.6666666667,292.15,292.15,802.3333333333,290.81,42.3333333333,292.15,287.4833333333,282.15,287.15,282.8166666667,284.3133333333,286.8166666667,286.15,290.15,280.1366666667,277.15
+11529,2018-12-12 18:00:00,2,level_7,0,3.3333333333,77,91,20,2.3333333333,75,80,0.3333333333,230,80,2.6666666667,0,sp17,0,0,1017,0,0,0,0,701,801,1015.6666666667,803,1016.3333333333,289.8166666667,1019,287.8166666667,286.9733333333,801,289.2066666667,62.6666666667,286.15,285.8166666667,283.15,285.4833333333,280.4833333333,282.43,285.15,284.8166666667,288.8166666667,280.47,277.8166666667
+11530,2018-12-12 21:00:00,1.6666666667,level_8,0,3.6666666667,83.6666666667,97.6666666667,13.3333333333,2.6666666667,20,173.3333333333,1.6666666667,310,75,2.3333333333,0,sp17,0,0,1016,0,0,0,0,803,802,1012.6666666667,734.3333333333,1016.6666666667,287.8166666667,1018.3333333333,286.8166666667,285.9733333333,800.6666666667,287.0066666667,62,285.15,284.8166666667,281.4833333333,284.4833333333,280.8166666667,282.9166666667,284.15,285.4833333333,286.4833333333,280.49,279.8166666667
+11531,2018-12-13 00:00:00,2,level_6,0,4,83.6666666667,95.3333333333,0,3,13.3333333333,200,1.6666666667,326.6666666667,80,2,0,sp16,0,0,1014,0,0,0,0,803.3333333333,802.6666666667,1009.3333333333,701,1014.3333333333,286.15,1016.6666666667,287.4833333333,287.1433333333,800,285.9466666667,59.3333333333,286.8166666667,284.4833333333,280.8166666667,284.3166666667,282.4833333333,284.8833333333,284.15,287.8166666667,285.8166666667,280.6733333333,280.4833333333
+11532,2018-12-13 03:00:00,3.3333333333,level_9,0.1,6,85.3333333333,100,0,5.6666666667,45,236.6666666667,2.6666666667,333.3333333333,80,2,0,sp14,0.1,0,1012,0,0.9,0,0,534.3333333333,802,1006.6666666667,634,1012.6666666667,286.4833333333,1014,287.8166666667,287.4766666667,700,286.0766666667,58,287.15,283.8166666667,281.15,283.3166666667,282.4833333333,285.1566666667,282.8166666667,288.4833333333,285.8166666667,281.15,281.15
+11533,2018-12-13 06:00:00,2.6666666667,level_8,0.4,4.3333333333,93,97.6666666667,33.3333333333,3,80,106.6666666667,2.3333333333,336.6666666667,75,4.3333333333,0,sp8,0.5,0,1009,0,0.3,0,0,568.3333333333,801,1004.6666666667,533.8333333333,1011,287.4833333333,1009.6666666667,286.4833333333,286.1466666667,600.6666666667,286.7133333333,73,285.8166666667,282.8166666667,281.15,282.1433333333,281.8166666667,283.6133333333,281.4833333333,285.8166666667,286.15,281.15,281.15
+11534,2018-12-13 09:00:00,5.3333333333,level_7,0.6,2,80,93.6666666667,75,5,45,303.3333333333,3,330,80,8,0,sp6,0.4,0,1007.6666666667,0,1.4,0,0,502,801,1006,607.3333333333,1009.3333333333,287.4833333333,1008,284.4833333333,283.8066666667,601.6666666667,286.9133333333,89,283.15,283.8166666667,281.15,283.4833333333,280.8166666667,283.0633333333,283.15,285.8166666667,286.4833333333,280.4033333333,279.15
+11535,2018-12-13 12:00:00,8.3333333333,level_7,0.4,3,56,72,80,4.6666666667,20,293.3333333333,3,333.3333333333,51.6666666667,7.6666666667,0.4,sp10,0,0,1006,0,0.3,0,0,702,600.6666666667,1007.3333333333,801,1006.6666666667,288.8166666667,1007.3333333333,286.8166666667,285.8066666667,601.3333333333,287.3966666667,78,284.8166666667,283.8166666667,282.15,283.65,280.15,281.9466666667,283.4833333333,284.15,286.4833333333,281.27,280.15
+11536,2018-12-13 15:00:00,8,level_7,0.2,5,50,73.3333333333,75,8.3333333333,26.6666666667,306.6666666667,1.6666666667,330,75,8.3333333333,0.2,sp11,0,0,1004,0,0.6,0,0,615,601,1008.3333333333,801.3333333333,1003,288.8166666667,1008,287.4833333333,286.8066666667,601,288.02,65.3333333333,286.15,283.4833333333,282.4833333333,283.4833333333,280.15,282.3666666667,283.4833333333,285.15,287.4833333333,281.4133333333,279.4833333333
+11537,2018-12-13 18:00:00,7,level_9,0.3,8,59.6666666667,59.6666666667,75,9.6666666667,13.3333333333,316.6666666667,2,220,56.6666666667,4,0.1,sp13,0,0,1003.6666666667,0,0,0,0,634.6666666667,667.6666666667,1011,800.6666666667,1003.3333333333,286.4833333333,1010,284.4833333333,283.6233333333,500,285.6733333333,73,282.8166666667,283.15,282.15,283.15,280.15,282.3966666667,283.15,285.15,285.15,281.1333333333,279.4833333333
+11538,2018-12-13 21:00:00,1.6666666667,level_9,0.4,3.3333333333,72.6666666667,64.6666666667,75,7,0,306.6666666667,2,226.6666666667,6.6666666667,3.6666666667,0,sp16,0,0,1004.3333333333,0,0,0,0,800.3333333333,734.3333333333,1013.6666666667,800,1005,283.8166666667,1012.6666666667,284.15,283.8166666667,608,283.08,74.6666666667,283.4833333333,283.15,281.15,282.65,280.4833333333,282.2633333333,282.15,284.4833333333,282.4833333333,280.5333333333,279.4833333333
+11539,2018-12-14 00:00:00,1.3333333333,level_10,0.5,7.3333333333,79.3333333333,84,80.6666666667,4,0,300,4,333.3333333333,0,3.3333333333,0.1,sp18,0,0,1005.6666666667,0,0,0,0,800,500.3333333333,1015.6666666667,800,1007.6666666667,282.4833333333,1014.6666666667,286.8166666667,286.4766666667,507,281.4733333333,49.3333333333,286.15,283.15,277.4833333333,282.8166666667,280.15,281.93,282.4833333333,284.15,280.8166666667,277.34,277.15
+11540,2018-12-14 03:00:00,0.6666666667,level_9,0.3,4.6666666667,83,89.3333333333,86.3333333333,5.3333333333,0,303.3333333333,3.3333333333,340,0,2.6666666667,0.2,sp18,0,0,1007.6666666667,0,0,0,0,800,433.3333333333,1016.3333333333,800,1010,281.4833333333,1016.3333333333,286.4833333333,285.98,500,280.2733333333,55.6666666667,285.4833333333,283.15,274.8166666667,282.8166666667,280.15,281.95,282.4833333333,284.15,279.4833333333,274.4833333333,274.15
+11541,2018-12-14 06:00:00,2.3333333333,level_7,0.3,3.3333333333,83,85,75,5.6666666667,0,300,3,330,0,1,0,sp19,0,0,1010,0,0,0,0,800,801,1018,800,1011.6666666667,280.15,1018,285.8166666667,285.3166666667,500,279.0066666667,56.6666666667,284.8166666667,282.8166666667,276.8166666667,282.3166666667,279.8166666667,281.4633333333,281.8166666667,283.4833333333,278.4833333333,274.8733333333,273.15
+11542,2018-12-14 09:00:00,5,level_9,0.2,2.6666666667,81,74.6666666667,75,4.6666666667,0,293.3333333333,2.3333333333,233.3333333333,0,2,0,sp21,0,0,1013.3333333333,0,0,0,0,800,801.3333333333,1020,800,1015.3333333333,282.15,1020.6666666667,286.4833333333,285.99,601,279.8066666667,56.6666666667,285.4833333333,282.8166666667,279.15,282.1466666667,279.4833333333,281.2833333333,281.4833333333,283.4833333333,278.4833333333,277.06,274.4833333333
+11543,2018-12-14 12:00:00,6,level_9,0.2,3.3333333333,62.6666666667,58.3333333333,75,5,6.6666666667,296.6666666667,1.6666666667,266.6666666667,0,3,0,sp21,0,0,1015,0,0,0,0,800,801.6666666667,1022.3333333333,800.3333333333,1017.3333333333,287.15,1022.6666666667,289.4833333333,288.9766666667,601,285.2566666667,40.3333333333,288.4833333333,285.4833333333,283.15,285.15,280.4833333333,282.2766666667,284.8166666667,284.4833333333,284.15,282.3333333333,281.15
+11544,2018-12-14 15:00:00,4,level_10,0,9,50.3333333333,61,40,4.6666666667,20,306.6666666667,1,156.6666666667,0,3,0,sp21,0,0,1016,0,0,0,0,800,802,1022.3333333333,801,1017.6666666667,289.8166666667,1023,290.15,289.64,802,288.65,38,289.15,286.8166666667,284.15,286.4833333333,281.8166666667,283.76,286.15,286.15,287.8166666667,283.5466666667,282.4833333333
+11545,2018-12-14 18:00:00,3.3333333333,level_10,0,4,57,77,6.6666666667,1.6666666667,20,133.3333333333,1.6666666667,233.3333333333,0,1.3333333333,0,sp22,0,0,1017,0,0,0,0,800,801,1023.6666666667,801,1020,287.8166666667,1024,287.15,286.82,800.3333333333,286.6,52,286.4833333333,284.8166666667,281.8166666667,284.3166666667,278.8166666667,280.61,283.8166666667,282.8166666667,285.8166666667,280.48,279.15
+11546,2018-12-14 21:00:00,0.6666666667,level_8,0,3,74.3333333333,84,0,1,6.6666666667,36.6666666667,2.6666666667,326.6666666667,0,0.6666666667,0,sp23,0,0,1018.6666666667,0,0,0,0,800,801,1023.3333333333,800.3333333333,1021.3333333333,284.15,1025,283.4833333333,282.8233333333,800,282.13,70,282.15,282.15,277.8166666667,281.31,274.8166666667,276.9166666667,280.4833333333,279.4833333333,280.8166666667,276.78,275.4833333333
+11547,2018-12-15 00:00:00,1,level_8,0,3,91,88.3333333333,12,2.3333333333,0,130,2.6666666667,330,0,0.6666666667,0,sp23,0,0,1019.6666666667,0,0,0,0,800,801,1021.6666666667,800,,281.15,1025,281.15,280.9866666667,800.6666666667,279.9366666667,73.3333333333,280.8166666667,282.4833333333,274.4833333333,281.6433333333,274.4833333333,277.3333333333,280.8166666667,280.8166666667,279.15,274.01,273.4833333333
+11548,2018-12-15 03:00:00,1,level_8,0,4,91,90,49.3333333333,2,0,133.3333333333,4.3333333333,330,0,0.6666666667,0,sp23,0,0,1020,0,0,0,0,800,801,1021,800,,280.4833333333,1025.6666666667,280.8166666667,280.4833333333,802.3333333333,279.07,73.3333333333,280.15,281.4833333333,273.15,280.3066666667,276.8166666667,279.37,279.15,282.4833333333,278.15,273.0066666667,272.8166666667
+11549,2018-12-15 06:00:00,1,level_6,0.1,3.6666666667,93,95.6666666667,75,1.3333333333,0,83.3333333333,4,330,0,2,0,sp23,0,0,1020.3333333333,0,0,0,0,800,801,1020,800,,279.8166666667,1025.6666666667,281.15,279.9733333333,702,278.2,70.6666666667,278.8166666667,280.8166666667,274.4833333333,279.81,280.15,282.5533333333,278.8166666667,285.4833333333,277.15,273.5233333333,272.8166666667
+11550,2018-12-15 09:00:00,1,level_8,0.1,3,91,88.3333333333,63.3333333333,2.6666666667,0,120,2.6666666667,313.3333333333,33.3333333333,1.3333333333,0,sp24,0,0,1021.6666666667,0,0.1,0,0,701,780.3333333333,1020,800,,280.4833333333,1026.6666666667,283.8166666667,283.6466666667,701.6666666667,279.07,63.3333333333,283.4833333333,281.4833333333,277.15,281.3166666667,281.8166666667,283.7666666667,281.15,286.15,278.15,275.5066666667,273.8166666667
+11551,2018-12-15 12:00:00,2,level_8,0,4.3333333333,73,81,26.6666666667,1.6666666667,0,60,3,320,51.6666666667,1.6666666667,0,sp24,0,0,1021.6666666667,0,0,0,0,802.3333333333,800,1018.6666666667,800,,285.8166666667,1027,290.4833333333,290.1566666667,801.3333333333,285.21,50,289.8166666667,285.4833333333,281.15,285.3166666667,283.4833333333,286.3333333333,285.15,289.8166666667,284.8166666667,280,279.4833333333
+11552,2018-12-15 15:00:00,1.6666666667,level_7,0,3.3333333333,56.3333333333,85,20,4.3333333333,0,73.3333333333,1.6666666667,180.3333333333,85,0.6666666667,0,sp23,0,0,1020,0,0,0,0,803.6666666667,800.3333333333,1016.6666666667,800,1020.6666666667,290.15,1025,292.15,291.6566666667,801,289.1366666667,53,291.15,286.8166666667,282.15,286.4833333333,285.15,287.6966666667,286.15,290.8166666667,288.4833333333,281.4066666667,280.4833333333
+11553,2018-12-15 18:00:00,2.6666666667,level_7,0,5.6666666667,67.3333333333,95.3333333333,20,6,0,203.3333333333,1,326.6666666667,90,1,0,sp22,0,0,1019.3333333333,0,0,0,0,601.6666666667,800.6666666667,1016,800,1021,287.4833333333,1025,290.15,289.3066666667,801,287.0766666667,57.6666666667,288.4833333333,284.8166666667,282.4833333333,284.8166666667,285.15,287.3966666667,284.8166666667,290.15,286.8166666667,281.3366666667,279.4833333333
+11554,2018-12-15 21:00:00,3,level_8,0,6.3333333333,89,89,38.3333333333,3.6666666667,0,246.6666666667,2.6666666667,223.3333333333,85,1,0,sp23,0,0,1019.6666666667,0,0,0,0,803.6666666667,801,1017,800,1021.3333333333,282.8166666667,1025,289.15,288.4766666667,801.6666666667,282.21,60,287.8166666667,283.8166666667,282.8166666667,283.3133333333,285.15,287.55,282.8166666667,290.4833333333,281.8166666667,282.2833333333,281.8166666667
+11555,2018-12-16 00:00:00,3,level_9,0,3.6666666667,97.6666666667,91,75,0,0,199.6666666667,2.3333333333,330,75,1,0,sp22,0,0,1018.3333333333,0,0,0,0,803,801,1017.6666666667,734,1021.6666666667,280.8166666667,1024,287.8166666667,287.6466666667,803,280,63.6666666667,287.4833333333,284.15,282.15,283.3133333333,284.4833333333,285.8333333333,282.4833333333,287.4833333333,279.4833333333,282.15,282.15
+11556,2018-12-16 03:00:00,3,level_8,0.7,5.3333333333,97.6666666667,100,92,2,0,193.3333333333,3,330,75,1,0,sp21,0,0,1016.6666666667,0,0,0,0,601.3333333333,801,1017,734,1020,279.8166666667,1022.3333333333,286.4833333333,285.9933333333,500.6666666667,279.0066666667,71,285.4833333333,284.8166666667,281.4833333333,284.4833333333,284.8166666667,285.1166666667,284.15,285.4833333333,278.4833333333,281.34,281.15
+11557,2018-12-16 06:00:00,3.3333333333,level_8,0.3,4.3333333333,95.3333333333,97.6666666667,75,0,63.3333333333,28.6666666667,4,323.3333333333,75,1.3333333333,0,sp21,0,0,1016.6666666667,0,0,0,0,635.3333333333,801,1015.6666666667,802.6666666667,1019,280.4833333333,1020.3333333333,285.8166666667,285.3166666667,500,279.0666666667,71,284.8166666667,284.4833333333,281.15,283.8133333333,283.15,283.6,283.15,284.15,278.15,281.15,281.15
+11558,2018-12-16 09:00:00,3.6666666667,level_7,0.1,4.6666666667,91,97.6666666667,75,0.3333333333,75,121.3333333333,3.3333333333,323.3333333333,90,1,0,sp22,0,0,1016.6666666667,0,0.1,0,0,500.4444444444,801,1014.3333333333,803,1019.3333333333,282.15,1020.3333333333,286.4833333333,286.4833333333,702,281.14,66.3333333333,286.4833333333,285.15,281.15,284.31,283.15,283.6,283.4833333333,284.15,280.4833333333,281.15,281.15
+11559,2018-12-16 12:00:00,5,level_7,0,4.6666666667,87,93.3333333333,56.6666666667,1.3333333333,75,183.3333333333,3,313.3333333333,90,2.6666666667,0,sp22,0,0,1016.6666666667,0,0,0,0,513.8333333333,801,1014.6666666667,769,1019,287.8166666667,1020,290.15,289.8233333333,802.3333333333,286.5466666667,61.6666666667,289.4833333333,286.15,283.15,285.9833333333,285.15,285.45,285.8166666667,285.8166666667,284.4833333333,282.54,281.15
+11560,2018-12-16 15:00:00,7.6666666667,level_8,0.1,8,95.3333333333,77.6666666667,56.6666666667,1,85,106.6666666667,2.3333333333,310,63.3333333333,2,0,sp21,0.5,0,1014.3333333333,0,0,0,0,782,801,1015.6666666667,567.3888888889,1016.6666666667,287.8166666667,1020,292.15,291.8166666667,701.3333333333,286.35,56.3333333333,291.4833333333,287.15,286.15,286.65,285.15,285.9,286.15,286.8166666667,284.4833333333,284.65,281.15
+11561,2018-12-16 18:00:00,6.6666666667,level_9,0,5,93,64.6666666667,51.6666666667,6.6666666667,36.6666666667,306.6666666667,3,220,33.3333333333,1.3333333333,0,sp22,0.2,0,1015,0,0.1,0,0,701,801,1019.6666666667,640.6666666667,1018.6666666667,285.4833333333,1022.3333333333,289.15,288.81,802.3333333333,284.9566666667,60,288.4833333333,286.8166666667,285.15,286.48,280.8166666667,282.4666666667,286.15,284.4833333333,284.4833333333,283.2,279.8166666667
+11562,2018-12-16 21:00:00,4.3333333333,level_6,0,4.6666666667,95.3333333333,59.6666666667,33.3333333333,2.3333333333,90,276.6666666667,4.3333333333,260,6.6666666667,1.3333333333,0,sp23,0,0,1017,0,0,0,0,800.3333333333,800,1023,741,1021,284.8166666667,1024.6666666667,288.15,287.3066666667,801.6666666667,284.5233333333,58,286.4833333333,286.8166666667,282.4833333333,286.1466666667,278.15,281,285.4833333333,284.4833333333,284.15,281.63,280.8166666667
+11563,2018-12-17 00:00:00,3.6666666667,level_8,0,3,100,69,13.3333333333,1.6666666667,90,216.3333333333,5.6666666667,286.6666666667,0,1.3333333333,0,sp24,0,0,1018.6666666667,0,0,0,0,800,800.6666666667,1024.6666666667,734.3333333333,,284.15,1026.3333333333,286.8166666667,285.3,800.6666666667,283.7366666667,51.3333333333,283.8166666667,286.15,280.4833333333,284.9733333333,276.8166666667,279.2166666667,283.8166666667,282.15,283.15,278.5666666667,277.15
+11564,2018-12-17 03:00:00,1,level_8,0,3.3333333333,97.6666666667,85.6666666667,48,2,90,100,8,313.3333333333,0,2,0,sp24,0,0,1020.6666666667,0,0,0,0,800,801,1026,701,,284.15,1027,284.15,281.6233333333,802,283.6866666667,56,279.15,284.15,275.8166666667,283.31,273.15,275.55,282.4833333333,278.4833333333,283.15,274.86,274.15
+11565,2018-12-17 06:00:00,0.6666666667,level_9,0,2.3333333333,95.3333333333,89.3333333333,0,1.3333333333,90,116.6666666667,5,340,0,2.3333333333,0,sp24,0,0,1022.6666666667,0,0,0,0,800,801,1027,721,,283.15,1027.6666666667,280.4833333333,279.3033333333,800,283.0433333333,70,278.15,282.15,276.15,281.6466666667,272.4833333333,275.18,281.15,278.4833333333,282.8166666667,274.1833333333,272.4833333333
+11566,2018-12-17 09:00:00,0.6666666667,level_6,0,2.6666666667,91,75.6666666667,0,1,75,60,5.6666666667,323.3333333333,0,3,0,sp24,0,0,1026,0,0,0,0,800,800.6666666667,1028.6666666667,803,,283.15,1029,282.15,281.8133333333,800,282.56,64.6666666667,281.4833333333,282.4833333333,277.8166666667,281.8133333333,273.15,275.85,281.15,279.15,282.15,275.3333333333,273.8166666667
+11567,2018-12-17 12:00:00,1.3333333333,level_8,0,3.3333333333,87,59.6666666667,0,1.3333333333,45,93.6666666667,3.6666666667,216.6666666667,0,4,0,sp24,0,0,1026.6666666667,0,0,0,0,800,800.6666666667,1028.6666666667,802,,283.8166666667,1029.6666666667,288.4833333333,287.98,800,283.1066666667,51,287.4833333333,286.4833333333,281.8166666667,286.3166666667,278.15,280.8466666667,286.15,284.15,282.4833333333,280.3233333333,278.8166666667
+11568,2018-12-17 15:00:00,2,level_8,0,2,68.3333333333,57,0,3.3333333333,0,140,3.6666666667,316.6666666667,0,4,0,sp22,0,0,1026.6666666667,0,0,0,0,800,801,1027,800,,287.8166666667,1028.3333333333,289.15,288.9866666667,800,287,46.6666666667,288.8166666667,287.4833333333,283.15,287.3166666667,281.8166666667,284.1366666667,287.15,287.15,286.4833333333,282.44,280.8166666667
+11569,2018-12-17 18:00:00,1,level_7,0,1,74.6666666667,70,0,2,0,96.6666666667,4.6666666667,336.6666666667,0,2,0,sp22,0,0,1027.6666666667,0,0,0,0,800,800.6666666667,1026,800,,286.15,1028.6666666667,284.8166666667,283.4666666667,800,285.6266666667,67.6666666667,282.15,284.4833333333,281.4833333333,283.8133333333,279.15,281.23,283.15,283.8166666667,285.15,279.6766666667,277.8166666667
+11570,2018-12-17 21:00:00,0.3333333333,level_9,0,2,87,88.6666666667,0,4,0,106.6666666667,4,323.3333333333,0,1.3333333333,0,sp22,0,0,1029,0,0,0,0,800,800.6666666667,1024,800,,282.4833333333,1028.3333333333,280.8166666667,279.9733333333,800,281.4733333333,81.3333333333,279.15,282.15,277.4833333333,280.9766666667,277.8166666667,281.11,279.8166666667,285.15,280.8166666667,276.5333333333,275.8166666667
+11571,2018-12-18 00:00:00,2.3333333333,level_10,0,2,95.3333333333,81,16,6,0,170,4,326.6666666667,0,1,0,sp22,0,0,1028.6666666667,0,0,0,0,800,800.3333333333,1022.3333333333,701,,280.4833333333,1028,279.4833333333,278.3,800.6666666667,279.1366666667,77,277.15,280.8166666667,274.15,279.14,276.8166666667,280.56,277.4833333333,285.15,278.15,273.7933333333,273.4833333333
+11572,2018-12-18 03:00:00,1.3333333333,level_6,0,1,95.3333333333,100,0,6.6666666667,0,180,4.6666666667,323.3333333333,0,1.3333333333,0,sp21,0,0,1027.6666666667,0,0,0,0,800,800,1020,767,,279.4833333333,1026.3333333333,278.15,277.1366666667,800,278.07,78.3333333333,276.15,279.8166666667,272.8166666667,277.8066666667,276.15,280.4933333333,275.8166666667,285.8166666667,277.15,272.5333333333,272.15
+11573,2018-12-18 06:00:00,0.6666666667,level_9,0,1.6666666667,95.3333333333,94,0,7.6666666667,0,176.6666666667,4,316.6666666667,0,1.6666666667,0,sp21,0,0,1025.6666666667,0,0,0,0,800,800.6666666667,1017,800,,279.15,1025,277.15,276.3066666667,800,278.0566666667,80.3333333333,275.4833333333,278.8166666667,273.8166666667,277.3066666667,276.4833333333,280.8066666667,275.8166666667,286.15,277.15,272.9433333333,272.15
+11574,2018-12-18 09:00:00,0.6666666667,level_9,0,1.3333333333,91,82.6666666667,0,7.6666666667,0,163.3333333333,3.3333333333,310,10.6666666667,2,0,sp21,0,0,1025,0,0,0,0,800.6666666667,801,1016.6666666667,800,,281.15,1024.6666666667,279.15,278.8166666667,800,279.5866666667,77.6666666667,278.4833333333,279.15,276.8166666667,278.48,276.4833333333,280.8166666667,277.8166666667,286.15,277.8166666667,274.5333333333,272.4833333333
+11575,2018-12-18 12:00:00,1.3333333333,level_6,0,1,78,70,0,9,0,160,3.6666666667,263.3333333333,0,1.6666666667,0,sp21,0,0,1024,0,0,0,0,800,801,1014,800,,285.8166666667,1024,286.15,285.6566666667,800,284.9233333333,55,285.15,285.8166666667,279.4833333333,284.9766666667,277.4833333333,281.4966666667,284.15,286.4833333333,283.8166666667,278.5366666667,277.8166666667
+11576,2018-12-18 15:00:00,1.3333333333,level_6,0,2,64.3333333333,71.6666666667,6.6666666667,4.3333333333,6.6666666667,183.3333333333,4,230,63.3333333333,0.6666666667,0,sp19,0,0,1022,0,0,0,0,802.6666666667,801,1014.3333333333,800.3333333333,1021.6666666667,290.15,1022,287.8166666667,287.4833333333,800.3333333333,289.4366666667,55.6666666667,287.15,287.15,281.4833333333,286.65,280.8166666667,284.53,286.15,289.15,288.15,280.2066666667,278.15
+11577,2018-12-18 18:00:00,0.3333333333,level_7,0,2.3333333333,78.6666666667,79,33.3333333333,2.3333333333,26.6666666667,60,3,260,56.6666666667,1.3333333333,0,sp19,0,0,1022,0,0,0,0,802.3333333333,801.3333333333,1015.3333333333,801.3333333333,1021.6666666667,287.8166666667,1022,284.15,283.14,801.6666666667,287.3566666667,68.3333333333,282.15,285.4833333333,280.4833333333,284.8133333333,280.4833333333,283.6,284.15,287.4833333333,286.8166666667,279.74,278.15
+11578,2018-12-18 21:00:00,1.3333333333,level_6,0,1,85.3333333333,87,51.6666666667,0.6666666667,63.3333333333,106.6666666667,1.6666666667,293.3333333333,85,1.3333333333,0,sp20,0,0,1021.3333333333,0,0,0,0,803.6666666667,802,1016.3333333333,735,,287.15,1022,282.15,281.3066666667,802.3333333333,285.3233333333,77.6666666667,280.4833333333,284.4833333333,280.15,283.8133333333,281.4833333333,282.9766666667,283.15,284.8166666667,284.15,279.87,279.4833333333
+11579,2018-12-19 00:00:00,1.3333333333,level_7,0,3.3333333333,87,97.6666666667,6.6666666667,2,26.6666666667,76.6666666667,2.3333333333,75.6666666667,85,2,0,sp19,0,0,1020.6666666667,0,0.1,0,0,702.3333333333,802,1017,801.3333333333,1021,287.15,1021.3333333333,285.15,284.3066666667,800.3333333333,285.9333333333,66.3333333333,283.4833333333,283.4833333333,279.4833333333,282.31,281.4833333333,281.4833333333,281.15,281.4833333333,285.15,279.3433333333,279.15
+11580,2018-12-19 03:00:00,2,level_1,0,0.3333333333,93,100,0,2.3333333333,57.3333333333,140,2.3333333333,330,80,2.6666666667,0.1,sp19,0.5,0,1019,0,0,0,0,567.3333333333,700.6666666667,1017,500.3333333333,1020,287.4833333333,1021,284.9,284.4,800,287.07,71,283.9,282.15,279.15,281.31,280.6,281.5,280.4833333333,282.6,286.8166666667,279.15,279.15
+11581,2018-12-19 06:00:00,1.3333333333,level_7,0,5.3333333333,93,100,0,2.6666666667,51.6666666667,136.6666666667,3,320,68.3333333333,1.6666666667,0,sp19,1.2,0,1018,0,0,0,0,748,801,1017,540.8333333333,1020,287.4833333333,1021.3333333333,287.4833333333,285.98,800,287.1633333333,71.6666666667,284.4833333333,282.15,279.8166666667,281.14,279.8166666667,282.2,280.15,285.15,286.8166666667,279.35,279.15
+11582,2018-12-19 09:00:00,2.3333333333,level_8,0,5.3333333333,91.3333333333,97.6666666667,20,7,20,156.6666666667,3.6666666667,313.3333333333,75,1.3333333333,0,sp21,0,0,1018.6666666667,0,0,0,0,721,801,1017.6666666667,707.6666666667,1021,285.8166666667,1023.6666666667,287.4833333333,286.8066666667,801,284.96,71.3333333333,286.15,284.15,279.4833333333,283.3166666667,280.4833333333,282.8766666667,282.4833333333,285.8166666667,283.8166666667,278.72,278.15
+11583,2018-12-19 12:00:00,3.6666666667,level_8,0,6.3333333333,68.3333333333,87.3333333333,38.3333333333,6,6.6666666667,250,5.3333333333,298,63.3333333333,2.3333333333,0,sp22,0,0,1018,0,0,0,0,741,801,1019,800.3333333333,1021.3333333333,287.15,1024.3333333333,291.4833333333,291.1566666667,801.6666666667,286.4366666667,48,290.8166666667,289.4833333333,282.15,288.8133333333,283.15,285.0833333333,288.15,287.4833333333,285.8166666667,280.8133333333,279.4833333333
+11584,2018-12-19 15:00:00,4.3333333333,level_8,0,7.3333333333,56.3333333333,76,75,3.3333333333,0,320,7.6666666667,280,33.3333333333,2.6666666667,0,sp21,0,0,1017,0,0,0,0,801.6666666667,800,1019.6666666667,800,1021,289.15,1023,291.4833333333,290.9933333333,803,288.35,38,290.4833333333,289.8166666667,283.4833333333,288.8066666667,284.4833333333,285.67,287.8166666667,287.15,287.8166666667,282.16,279.8166666667
+11585,2018-12-19 18:00:00,2,level_8,0,5.6666666667,73.3333333333,89,40,1,6.6666666667,200,3,220,51.6666666667,1,0,sp21,0,0,1018.6666666667,0,0,0,0,802.3333333333,800,1020.6666666667,800.3333333333,1021.6666666667,287.15,1024,287.15,286.3066666667,802,286.3366666667,54.3333333333,285.4833333333,286.8166666667,280.4833333333,286.1466666667,280.15,281.6366666667,285.4833333333,283.4833333333,285.8166666667,279.6166666667,278.8166666667
+11586,2018-12-19 21:00:00,2,level_7,0,1.3333333333,77.6666666667,95.3333333333,6.6666666667,0.6666666667,0,66.6666666667,2.6666666667,266.6666666667,26.6666666667,1.3333333333,0,sp22,0,0,1020.6666666667,0,0,0,0,801.3333333333,800,1021.3333333333,800,,285.4833333333,1024,285.4833333333,285.3133333333,800.3333333333,284.2666666667,54,285.15,285.15,279.15,284.4766666667,276.15,278.3933333333,283.8166666667,281.15,283.4833333333,278.8466666667,278.4833333333
+11587,2018-12-20 00:00:00,2,level_8,0,1,89,97.6666666667,0,1.3333333333,0,96.6666666667,2,140,63.3333333333,1.6666666667,0,sp22,0,0,1021.6666666667,0,0,0,0,802.6666666667,800,1021.3333333333,800,,283.8166666667,1025,284.4833333333,283.9766666667,800,282.6,60.6666666667,283.4833333333,283.15,279.15,281.14,275.4833333333,277.5766666667,279.15,280.15,281.8166666667,279.01,278.8166666667
+11588,2018-12-20 03:00:00,1,level_6,0,1.3333333333,93,100,50,2,0,93.3333333333,3.3333333333,336.6666666667,75,1.3333333333,0,sp22,0,0,1022.6666666667,0,0,0,0,803,800,1021.6666666667,800,,283.15,1025,282.15,281.98,802,281.33,72.3333333333,281.8166666667,281.15,279.15,279.4733333333,278.8166666667,280.1666666667,277.8166666667,281.8166666667,280.15,278.8633333333,278.4833333333
+11589,2018-12-20 06:00:00,1,level_9,0,2.3333333333,93,100,80,1,0,26.6666666667,3.6666666667,323.3333333333,80,0.6666666667,0,sp22,0,0,1023,0,0,0,0,769,800,1022,800,,283.15,1025.3333333333,282.15,281.1433333333,803.3333333333,281.89,72.6666666667,280.15,280.4833333333,279.4833333333,279.14,279.8166666667,281.1566666667,277.8166666667,282.8166666667,280.8166666667,278.9133333333,278.15
+11590,2018-12-20 09:00:00,1.3333333333,level_8,0,2.6666666667,89,100,40,2.6666666667,0,163.3333333333,4.6666666667,326.6666666667,90,0.3333333333,0,sp23,0,0,1024.3333333333,0,0,0,0,727.6666666667,800,1023.6666666667,800,,283.8166666667,1026.6666666667,282.8166666667,282.4766666667,802,282.8566666667,70.6666666667,282.15,281.15,280.15,280.15,280.8166666667,283.0733333333,279.15,285.8166666667,281.8166666667,278.8133333333,276.4833333333
+11591,2018-12-20 12:00:00,1.6666666667,level_8,0,2.6666666667,70.3333333333,83.3333333333,38.3333333333,4,0,243.3333333333,2.3333333333,300,80,1.3333333333,0,sp23,0,0,1024.6666666667,0,0,0,0,762,800,1024,800,,288.15,1027.6666666667,288.8166666667,287.9933333333,801.6666666667,286.98,60,287.15,286.15,282.4833333333,285.6533333333,284.8166666667,286.1566666667,285.15,287.8166666667,286.15,281.6633333333,280.4833333333
+11592,2018-12-20 15:00:00,1.6666666667,level_7,0,2.3333333333,57.6666666667,74.3333333333,56.6666666667,2.6666666667,0,243.3333333333,2.6666666667,226.6666666667,75,1.6666666667,0,sp23,0,0,1024,0,0,0,0,803,800,1023.3333333333,800,,290.15,1027,291.15,290.65,802.3333333333,289.2366666667,41,290.15,288.15,284.8166666667,288.15,284.4833333333,286.7133333333,288.15,289.4833333333,288.8166666667,283.62,282.15
+11593,2018-12-20 18:00:00,2,level_6,0,2,74,89,63.3333333333,2,0,186.6666666667,2.3333333333,303.3333333333,33.3333333333,1,0,sp23,0,0,1025.6666666667,0,0,0,0,801.6666666667,800,1024.3333333333,800,,287.8166666667,1028,286.8166666667,285.8066666667,802.6666666667,287.0033333333,64,284.8166666667,285.15,283.15,284.1433333333,281.4833333333,284.6033333333,283.15,288.4833333333,286.4833333333,282.25,281.15
+11594,2018-12-20 21:00:00,2.6666666667,level_9,0,1.6666666667,87,93,6.6666666667,3,6.6666666667,186.6666666667,4,320,75,1.3333333333,0,sp24,0,0,1027.3333333333,0,0,0,0,803,800,1024,800.3333333333,,284.15,1029,282.4833333333,281.3033333333,800.3333333333,283.1366666667,81.3333333333,280.15,282.4833333333,281.4833333333,280.4733333333,280.15,283.1433333333,278.4833333333,286.8166666667,282.4833333333,281.15,280.8166666667
+11595,2018-12-21 00:00:00,1.6666666667,level_8,0,2.3333333333,93,95.3333333333,6.6666666667,4,0,196.6666666667,4.6666666667,320,75,1.6666666667,0,sp24,0,0,1028.3333333333,0,0,0,0,803,800,1023.6666666667,800,,282.4833333333,1030,279.8166666667,279.4766666667,800.3333333333,281.2666666667,91,279.15,280.8166666667,281.15,278.9733333333,282.15,284.99,277.15,288.4833333333,280.4833333333,281.15,281.15
+11596,2018-12-21 03:00:00,2,level_6,0,1.6666666667,88.3333333333,96.3333333333,32,5,0,203.3333333333,4.3333333333,310,50.6666666667,2.3333333333,0,sp24,0,0,1028,0,0,0,0,775,800,1024,800,,281.8168333333,1030,278.8166666667,278.31,802,280.4001666667,93,277.8166666667,279.7476666667,279.6785,278.741,283.4833333333,285.8766666667,277.7476666667,288.8166666667,279.4835,279.2185,278.6785
+11597,2018-12-21 06:00:00,2,level_9,0,2.3333333333,91,100,0,6,0,213.3333333333,4,320,80,2.6666666667,0,sp24,0,0,1028.6666666667,0,0,0,0,721,800,1024,800,,281.8166666667,1030.6666666667,278.15,277.64,800,280.5266666667,93,277.15,278.8166666667,279.8166666667,277.3066666667,283.8166666667,286.2,275.8166666667,289.15,279.4833333333,279.38,278.8166666667
+11598,2018-12-21 09:00:00,1,level_8,0,3.3333333333,89,100,0,4.3333333333,0,216.6666666667,2.6666666667,313.3333333333,85,3.3333333333,0,sp25,0,0,1029.3333333333,0,0,0,0,714.3333333333,800,1024.3333333333,800,,281.8166666667,1032.6666666667,281.8166666667,281.3133333333,800,280.8433333333,78.3333333333,280.8166666667,281.15,280.15,280.6466666667,283.8166666667,286.6533333333,280.15,290.15,279.4833333333,279.2733333333,278.15
+11599,2018-12-21 12:00:00,2.3333333333,level_7,0,5.3333333333,68.3333333333,91,6.6666666667,3,0,146.6666666667,5.3333333333,240,90,4,0,sp25,0,0,1029,0,0,0,0,707.6666666667,800,1025,800,,287.4833333333,1033.3333333333,289.15,288.16,800.3333333333,285.5866666667,59.3333333333,287.15,288.15,281.4833333333,287.48,285.15,287.68,286.8166666667,290.8166666667,284.4833333333,280.3366666667,278.15
+11600,2018-12-21 15:00:00,1.6666666667,level_7,0,4.6666666667,63,87,13.3333333333,4,0,220,7.3333333333,233.3333333333,80,2.6666666667,0,sp24,0,0,1028,0,0,0,0,748.6666666667,800,1024.3333333333,800,,289.8166666667,1032,291.4833333333,290.4966666667,800.6666666667,289.7033333333,56.3333333333,289.4833333333,288.8166666667,282.8166666667,288.4833333333,285.15,287.82,288.15,291.15,289.4833333333,281.4966666667,279.4833333333
+11601,2018-12-21 18:00:00,1,level_7,0,4,73.6666666667,85,0,3,0,210,5,246.6666666667,85,2,0,sp24,0,0,1028,0,0,0,0,741,800,1026,800,,288.4833333333,1033,286.8166666667,285.6333333333,800,288.0233333333,66.6666666667,284.4833333333,287.15,282.4833333333,286.31,284.15,286.97,285.4833333333,290.4833333333,287.4833333333,281.1333333333,278.15
+11602,2018-12-21 21:00:00,1,level_8,0,3.3333333333,83,93,6.6666666667,1,0,116.6666666667,2.3333333333,303.3333333333,80,1.6666666667,0,sp25,0,0,1029,0,0,0,0,803.3333333333,800,1027,800,,284.15,1033,284.4833333333,282.8,800.3333333333,283.5433333333,74.3333333333,281.15,284.8166666667,281.8166666667,284.4833333333,283.4833333333,285.7266666667,284.15,288.4833333333,283.15,281.35,281.15
+11603,2018-12-22 00:00:00,0.6666666667,level_8,0,2.6666666667,87,93,38.3333333333,1,0,0,2.6666666667,313.3333333333,85,2.3333333333,0,sp24,0,0,1028.6666666667,0,0,0,0,803.6666666667,800,1027.6666666667,800,,282.8166666667,1033,283.8166666667,282.47,801.6666666667,280.9933333333,77.6666666667,281.15,282.8166666667,281.15,282.65,283.15,285.5433333333,282.4833333333,288.4833333333,279.8166666667,281.15,281.15
+11604,2018-12-22 03:00:00,1,level_8,0,2.3333333333,93,95.3333333333,8,0.6666666667,0,80,3.6666666667,320,80,2.6666666667,0,sp24,0,0,1028,0,0,0,0,803.3333333333,800,1028,800,,281.4833333333,1032.6666666667,281.4833333333,280.9733333333,800.6666666667,279.87,85,280.4833333333,282.15,281.15,281.31,278.8166666667,283.0166666667,280.4833333333,288.15,278.8166666667,281.0066666667,280.8166666667
+11605,2018-12-22 06:00:00,0.6666666667,level_6,0,2.3333333333,85,97.6666666667,0,1,0,46.6666666667,4.6666666667,326.6666666667,90,4,0,sp24,0,0,1028,0,0,0,0,804,800,1028,800,,282.4833333333,1032,281.15,280.6433333333,800,279.8466666667,83,280.15,282.15,281.4833333333,280.4733333333,276.8166666667,281.3033333333,278.8166666667,286.8166666667,278.15,280.9133333333,280.15
+11606,2018-12-22 09:00:00,0.3333333333,level_8,0,3,76,93,51.6666666667,0.6666666667,0,53.3333333333,5,313.3333333333,90,4.6666666667,0,sp24,0,0,1028.6666666667,0,0,0,0,769.6666666667,800,1029.3333333333,800,,284.15,1033.3333333333,283.8166666667,283.1533333333,802.3333333333,281.51,77.6666666667,282.4833333333,282.8166666667,281.15,281.6433333333,278.15,282.6233333333,280.4833333333,288.15,279.8166666667,281.07,280.8166666667
+11607,2018-12-22 12:00:00,0.6666666667,level_7,0,4,59.6666666667,89,20,1.6666666667,0,193.3333333333,2.3333333333,260,90,5.6666666667,0,sp24,0,0,1028.6666666667,0,0,0,0,714.3333333333,800,1030.3333333333,800,,288.4833333333,1033.6666666667,290.8166666667,290.3266666667,801,287.2666666667,56.3333333333,289.8166666667,288.15,281.8166666667,287.9633333333,285.8166666667,288.3533333333,287.8166666667,291.4833333333,286.4833333333,280.8666666667,279.15
+11608,2018-12-22 15:00:00,1,level_7,0,2.6666666667,49.3333333333,85,63.3333333333,2,0,260,1,153.3333333333,90,4,0,sp23,0,0,1028,0,0,0,0,721,800,1029.6666666667,800,,291.8166666667,1032,292.8166666667,291.9933333333,802.6666666667,291.41,51.6666666667,291.15,291.4833333333,282.15,291.15,287.8166666667,289.9033333333,290.8166666667,292.4833333333,291.15,281.06,278.8166666667
+11609,2018-12-22 18:00:00,1.6666666667,level_8,0,3,70.3333333333,91,38.3333333333,1.3333333333,0,156.6666666667,1.6666666667,116.6666666667,90,2,0,sp23,0,0,1028.6666666667,0,0,0,0,727.6666666667,800,1030,800,,288.15,1032,286.4833333333,286.15,801.6666666667,287.89,74.6666666667,285.8166666667,287.15,281.4833333333,286.4766666667,283.8166666667,286.5,285.8166666667,289.8166666667,287.4833333333,280.3433333333,278.15
+11610,2018-12-22 21:00:00,2,level_8,0,2.6666666667,81.3333333333,97.6666666667,20,0.3333333333,0,114,4.3333333333,320,90,1.3333333333,0,sp24,0,0,1029,0,0,0,0,735.3333333333,800,1030.3333333333,800,,284.15,1032.6666666667,282.8166666667,282.4766666667,801,283.14,87,282.15,285.8166666667,280.4833333333,284.14,278.8166666667,281.96,282.4833333333,285.8166666667,282.4833333333,280.0733333333,279.8166666667
+11611,2018-12-23 00:00:00,1.3333333333,level_8,0,2.3333333333,89,100,12,1.6666666667,0,123.3333333333,5.3333333333,333.3333333333,90,0.6666666667,0,sp24,0,0,1029.3333333333,0,0,0,0,727.6666666667,800,1030.3333333333,800,,281.8166666667,1032,281.15,280.81,800.3333333333,280.6033333333,91,280.4833333333,284.15,278.8166666667,282.3066666667,276.4833333333,280.2266666667,280.4833333333,284.8166666667,279.8166666667,278.8166666667,278.8166666667
+11612,2018-12-23 03:00:00,0.3333333333,level_9,0,1.6666666667,85,100,36,4.3333333333,0,123.3333333333,6.6666666667,323.3333333333,90,2,0,sp23,0,0,1029,0,0,0,0,734.3333333333,800,1028.6666666667,800,,282.4833333333,1031.6666666667,280.15,279.81,802,279.4533333333,93.3333333333,279.4833333333,282.4833333333,278.8166666667,280.9733333333,274.15,278.8033333333,279.4833333333,284.4833333333,277.4833333333,278.53,278.15
+11613,2018-12-23 06:00:00,1.3333333333,level_8,0,2,95.3333333333,100,0,2.3333333333,0,130,6.6666666667,306.6666666667,90,1.3333333333,0,sp23,0,0,1029,0,0,0,0,741,800.3333333333,1028,800,,280.4833333333,1031.3333333333,279.4833333333,279.1433333333,734.3333333333,277.8566666667,93,278.8166666667,282.15,279.15,280.4733333333,273.4833333333,277.85,278.8166666667,283.15,276.15,278.5533333333,278.15
+11614,2018-12-23 09:00:00,1,level_9,0,2,93.3333333333,100,0,1.3333333333,0,86.6666666667,5.3333333333,320,90,1.3333333333,0,sp24,0,0,1029.6666666667,0,0,0,0,734.3333333333,800,1029.3333333333,800,,281.15,1032.3333333333,282.8166666667,282.1533333333,747.3333333333,278.3166666667,85.6666666667,281.4833333333,283.15,278.8166666667,281.81,274.4833333333,278.5233333333,280.4833333333,283.4833333333,276.4833333333,278.1466666667,277.4833333333
+11615,2018-12-23 12:00:00,1,level_6,0,1.3333333333,62.3333333333,87.6666666667,0,0.3333333333,0,63.3333333333,2.3333333333,293.3333333333,66.6666666667,3,0,sp24,0,0,1029,0,0,0,0,721,800,1028.6666666667,800,,287.8166666667,1032,291.15,290.49,800,285.99,59.3333333333,289.8166666667,288.4833333333,283.8166666667,288.15,284.15,286.84,287.8166666667,290.15,284.8166666667,279.9333333333,278.4833333333
+11616,2018-12-23 15:00:00,1.3333333333,level_3,0,2.3333333333,48.3333333333,76,0,1,0,143.6666666667,3.6666666667,240,0,1.3333333333,0,sp23,0,0,1027.3333333333,0,0,0,0,721,800,1027.3333333333,800,,291.4833333333,1030.6666666667,292.8166666667,292.3266666667,800,291.3533333333,55.3333333333,291.8166666667,291.4833333333,285.15,290.3266666667,286.4833333333,288.87,289.15,291.8166666667,291.15,281.8866666667,279.8166666667
+11617,2018-12-23 18:00:00,1,level_6,0,1,66.6666666667,95.6666666667,0,0.6666666667,0,182,1.6666666667,233.3333333333,58,0.6666666667,0,sp23,0,0,1027.3333333333,0,0,0,0,734.3333333333,800,1027.6666666667,800,,289.15,1030.3333333333,286.8166666667,286.1433333333,800,288.5566666667,76.3333333333,285.4833333333,287.8166666667,282.15,287.3166666667,282.4833333333,284.2733333333,286.8166666667,286.4833333333,287.8166666667,280.11,278.8166666667
+11618,2018-12-23 21:00:00,1,level_6,0,1,85,100,0,1.3333333333,0,116.6666666667,2,286.6666666667,90,0.3333333333,0,sp23,0,0,1028,0,0,0,0,741,800,1028.6666666667,800,,283.4833333333,1031,282.15,281.6466666667,800,282.27,97.6666666667,281.15,285.4833333333,277.8166666667,284.31,279.15,280.95,283.15,283.15,281.4833333333,277.3933333333,277.15
+11619,2018-12-24 00:00:00,1,level_9,0,1.6666666667,87,100,21.3333333333,1.6666666667,4,70,5,326.6666666667,90,0.3333333333,0,sp23,0,0,1027.3333333333,0,0,0,0,741,800,1029,800.3333333333,,282.15,1031,280.4833333333,280.3133333333,801.3333333333,280.3333333333,95.3333333333,280.15,284.4833333333,277.15,282.64,275.8166666667,278.8133333333,280.8166666667,282.4833333333,279.15,276.7833333333,276.4833333333
+11620,2018-12-24 03:00:00,0.6666666667,level_9,0,1.6666666667,89,100,44,2.3333333333,6.6666666667,93.3333333333,5,336.6666666667,90,1,0,sp23,0,0,1026.3333333333,0,0,0,0,741,800,1029.6666666667,800.3333333333,,280.8166666667,1030.6666666667,279.8166666667,279.4766666667,802,278.3933333333,93,279.15,283.4833333333,276.8166666667,281.3,273.4833333333,277.0833333333,279.15,281.4833333333,276.8166666667,276.2433333333,275.8166666667
+11621,2018-12-24 06:00:00,0.3333333333,level_9,0,2,89,97.6666666667,0,2,0,96.6666666667,4.6666666667,313.3333333333,73.3333333333,2.6666666667,0,sp22,0,0,1026,0,0,0,0,741,800,1030,800,,279.8166666667,1030,278.4833333333,278.3133333333,780.3333333333,277.39,95.3333333333,278.15,283.15,274.8166666667,280.8,272.4833333333,275.9233333333,278.4833333333,280.15,275.8166666667,273.99,273.15
+11622,2018-12-24 09:00:00,0.3333333333,level_6,0,1,83,100,0,1.6666666667,0,106.6666666667,5,320,46,3,0,sp23,0,0,1026.6666666667,0,0,0,0,734.3333333333,800,1030.6666666667,800,,282.15,1030.3333333333,280.8166666667,280.6466666667,741,278.7033333333,83.6666666667,280.4833333333,284.15,279.15,282.3033333333,272.8166666667,276.1966666667,280.4833333333,280.15,276.4833333333,275.79,273.4833333333
+11623,2018-12-24 12:00:00,0.6666666667,level_1,0,0.6666666667,66,64.3333333333,0,1,0,40,5,316.6666666667,0,3.6666666667,0,sp22,0,0,1026,0,0,0,0,780.3333333333,800,1031,800,,287.15,1030,289.4833333333,288.99,767,285.73,58.6666666667,288.4833333333,288.4833333333,287.15,288.3166666667,280.4833333333,282.87,288.15,285.8166666667,284.8166666667,282.2833333333,278.8166666667
+11624,2018-12-24 15:00:00,0.3333333333,level_1,0,0,51.6666666667,45,0,1,0,115,3,240,0,3,0,sp21,0,0,1025,0,0,0,0,800,800,1029,800,,290.8166666667,1028,292.15,291.4933333333,800,290.0033333333,47,290.8166666667,291.4833333333,288.4833333333,290.3266666667,285.4833333333,287.27,289.15,289.4833333333,289.4833333333,286.9433333333,285.8166666667
+11625,2018-12-24 18:00:00,0,level_3,0,0.6666666667,69,65,0,1,0,66.3333333333,2.6666666667,280,0,2,0,sp21,0,0,1025.3333333333,0,0,0,0,800,800,1030,800,,287.4833333333,1028,286.8166666667,285.6366666667,800,287.08,66.6666666667,284.4833333333,287.15,285.15,285.9766666667,280.4833333333,281.9733333333,284.8166666667,283.8166666667,286.8166666667,283.3766666667,281.4833333333
+11626,2018-12-24 21:00:00,1.3333333333,level_8,0,1.3333333333,89,97.6666666667,0,0.6666666667,0,73.3333333333,4.6666666667,323.3333333333,0,0.6666666667,0,sp22,0,0,1026.3333333333,0,0,0,0,800,800,1030.3333333333,800,,282.4833333333,1028,280.4833333333,280.3133333333,800,281.6733333333,91,280.15,284.4833333333,278.8166666667,282.64,276.15,278.5466666667,280.8166666667,281.4833333333,281.15,278.5733333333,278.15
+11627,2018-12-25 00:00:00,1.3333333333,level_9,0,1.6666666667,89,100,13.3333333333,1.6666666667,10.6666666667,113.3333333333,5,326.6666666667,0,0.6666666667,0,sp22,0,0,1027,0,0,0,0,800,800.6666666667,1030,800.6666666667,,281.8166666667,1028.3333333333,279.15,278.6433333333,760.6666666667,280.8066666667,93,278.15,282.8166666667,276.8166666667,281.14,274.4833333333,277.03,279.4833333333,280.15,280.15,276.6766666667,276.4833333333
+11628,2018-12-25 03:00:00,1,level_9,0,1.6666666667,95.3333333333,100,90,1,22.6666666667,106.6666666667,3.6666666667,313.3333333333,0,0.3333333333,0,sp21,0,0,1027.6666666667,0,0,0,0,800,800.3333333333,1029.6666666667,801,,280.8166666667,1027.6666666667,277.8166666667,277.6466666667,721,279.6033333333,95.3333333333,277.4833333333,281.8166666667,276.4833333333,280.22,273.8166666667,276.6666666667,278.4833333333,280.15,278.8166666667,275.6333333333,274.4833333333
+11629,2018-12-25 06:00:00,0.6666666667,level_6,0,1.3333333333,95.3333333333,91.6666666667,51.6666666667,1,50.6666666667,141,6,330,18.6666666667,1,0,sp21,0,0,1027.3333333333,0,0,0,0,801,801,1029,768,,280.4833333333,1027,276.8166666667,276.6533333333,727.6666666667,279.0666666667,93,276.4833333333,281.15,276.15,279.8066666667,273.4833333333,276.3266666667,278.4833333333,279.8166666667,278.15,274.92,274.15
+11630,2018-12-25 09:00:00,1,level_10,0,1.6666666667,89,78,45,2,0,113.3333333333,4,333.3333333333,0,2.3333333333,0,sp22,0,0,1029,0,0,0,0,800,800,1029,767,,281.4833333333,1028.3333333333,280.15,279.9866666667,721,279.4566666667,80,279.8166666667,281.8166666667,281.15,280.6433333333,274.15,276.99,279.4833333333,280.4833333333,278.15,276.8533333333,274.8166666667
+11631,2018-12-25 12:00:00,0.6666666667,level_5,0,1,71.3333333333,50.3333333333,20,2,0,126.6666666667,2,246.6666666667,0,1.3333333333,0,sp22,0,0,1029.6666666667,0,0,0,0,800,801,1028,800,,285.8166666667,1028.3333333333,287.15,286.8233333333,767.6666666667,284.6,60.6666666667,286.4833333333,286.8166666667,286.4833333333,286.8166666667,278.4833333333,280.7766666667,286.8166666667,283.4833333333,283.8166666667,283.2766666667,281.15
+11632,2018-12-25 15:00:00,0.6666666667,level_3,0,1.3333333333,51.6666666667,38.3333333333,0,1.3333333333,0,128.6666666667,2,66.6666666667,0,1,0,sp21,0,0,1029,0,0,0,0,800,802,1026,800,,291.15,1027,288.15,288.15,800,289.7266666667,75.3333333333,288.15,287.8166666667,288.8166666667,287.3133333333,283.4833333333,285.27,286.8166666667,287.4833333333,288.8166666667,287.4666666667,286.8166666667
+11633,2018-12-25 18:00:00,1,level_1,0,1.3333333333,67.3333333333,67.6666666667,0,0,0,0,0.3333333333,200,0,1,0,sp22,0,0,1030,0,0,0,0,800,801,1026,800,,287.15,1028,287.4833333333,286.47,800,287.02,80.3333333333,285.4833333333,285.4833333333,285.15,284.8133333333,280.8166666667,282.31,284.15,284.15,286.8166666667,284.09,282.4833333333
+11634,2018-12-25 21:00:00,1.3333333333,level_9,0,1.6666666667,87,84.6666666667,0,0.6666666667,0,103,1.6666666667,330,0,0.6666666667,0,sp23,0,0,1030,0,0,0,0,800,801,1026,800,,282.8166666667,1029,283.8166666667,283.14,800,281.6033333333,93,282.4833333333,283.15,279.8166666667,282.8166666667,278.4833333333,280.5833333333,282.4833333333,283.15,280.8166666667,279.05,278.4833333333
+11635,2018-12-26 00:00:00,1.6666666667,level_9,0,1.3333333333,91,88.3333333333,37.3333333333,0.6666666667,10.6666666667,114.6666666667,2.3333333333,320,0,1,0,sp23,0,0,1030,0,0,0,0,800,801,1026,800.6666666667,,281.15,1029,281.4833333333,280.4733333333,802,279.9366666667,93,279.4833333333,281.4833333333,276.8166666667,280.6433333333,277.15,279.2466666667,279.8166666667,281.8166666667,279.15,276.6233333333,276.4833333333
+11636,2018-12-26 03:00:00,1,level_8,0,1,93,97.6666666667,0,0,12,0,3.3333333333,326.6666666667,0,0.6666666667,0,sp23,0,0,1030,0,0,0,0,800,801.6666666667,1026,800.6666666667,,279.8166666667,1029,279.4833333333,279.3133333333,800,278.6066666667,97.6666666667,279.15,281.15,275.4833333333,279.64,277.15,279.55,278.15,282.4833333333,277.8166666667,275.34,275.15
+11637,2018-12-26 06:00:00,1,level_9,0,1.3333333333,93,97.6666666667,0,1,0,180,4,330,0,1,0,sp23,0,0,1029.6666666667,0,0,0,0,800,741.6666666667,1026.3333333333,800,,279.15,1029,279.15,278.66,800,277.8966666667,97.6666666667,278.15,281.15,275.8166666667,278.97,277.15,278.9466666667,276.8166666667,281.15,276.8166666667,275.25,274.4833333333
+11638,2018-12-26 09:00:00,1,level_9,0,1,93.3333333333,77,0,0.6666666667,0,120,4.6666666667,323.3333333333,0,2,0,sp24,0,0,1030.6666666667,0,0,0,0,800,748.3333333333,1027.3333333333,773.6666666667,,280.4833333333,1029.6666666667,280.15,279.8233333333,800,278.7233333333,93.3333333333,279.4833333333,281.4833333333,279.8166666667,279.9766666667,277.15,278.9466666667,278.4833333333,281.15,276.8166666667,276.6133333333,273.8166666667
+11639,2018-12-26 12:00:00,1.3333333333,level_1,0,0.3333333333,74.3333333333,58.6666666667,0,1,0,61.3333333333,1.6666666667,213.3333333333,0,3,0,sp24,0,0,1030,0,0,0,0,800,802.3333333333,1027.3333333333,740.6666666667,,286.15,1029.6666666667,288.15,287.8166666667,800,284.3666666667,62.6666666667,287.4833333333,285.8166666667,284.15,284.98,278.4833333333,282.6566666667,284.15,287.8166666667,282.8166666667,282.3,281.15
+11640,2018-12-26 15:00:00,1,level_5,0,2.6666666667,63,51.3333333333,0,2,0,123.3333333333,2,133.3333333333,0,1.6666666667,0,sp23,0,0,1028,0,0,0,0,800,801,1026.6666666667,800,,289.15,1028,289.4833333333,289.32,800,288.4833333333,64.6666666667,289.15,287.8166666667,286.4833333333,287.1466666667,279.4833333333,283.5,286.4833333333,288.4833333333,287.8166666667,285.6133333333,284.4833333333
+11641,2018-12-26 18:00:00,1,level_6,0,1.3333333333,70,67,0,1.6666666667,0,123.3333333333,2,110,0,1.6666666667,0,sp22,0,0,1028,0,0,0,0,800,801,1027,800,,287.4833333333,1028,286.4833333333,285.6366666667,800,286.9466666667,87.3333333333,284.8166666667,285.15,284.4833333333,284.31,277.15,279.9766666667,283.4833333333,283.4833333333,286.4833333333,282.5633333333,281.4833333333
+11642,2018-12-26 21:00:00,2,level_10,0,2,87,93,0,1,6.6666666667,80,3.6666666667,320,0,0,0,sp23,0,0,1028,0,0,0,0,800,802.6666666667,1027,800.3333333333,,282.4833333333,1028,284.15,283.3066666667,767,280.6633333333,95.3333333333,282.4833333333,283.15,278.4833333333,281.9733333333,277.15,279.0966666667,280.8166666667,281.4833333333,279.4833333333,277.7733333333,277.15
+11643,2018-12-27 00:00:00,0.6666666667,level_9,0,2,90,100,0,1.3333333333,34,70,3.3333333333,330,0,1,0,sp23,0,0,1028,0,0,0,0,800,802.6666666667,1027,801.6666666667,,280.4416666667,1028,282.8133333333,282.14,701,279.025,96.3333333333,281.48,282.9816666667,274.65,282.645,276.4833333333,277.98,282.315,279.8166666667,278.1083333333,274.65,274.65
+11644,2018-12-27 03:00:00,1,level_9,0,1.3333333333,95.3333333333,87.3333333333,8,0.6666666667,88,73.3333333333,3.3333333333,333.3333333333,0,1,0,sp23,0,0,1027,0,0,0,0,800,801,1027,804,,279.4833333333,1028,281.8166666667,281.3066666667,714.3333333333,277.46,91,280.8166666667,282.15,273.4833333333,281.31,276.15,277.05,280.4833333333,278.15,276.15,273.0066666667,272.4833333333
+11645,2018-12-27 06:00:00,0,level_6,0,1.3333333333,97.6666666667,98,0,0.6666666667,32,30,4.3333333333,330,20,1.6666666667,0,sp23,0,0,1027,0,0,0,0,761,801,1027,801.3333333333,,279.4833333333,1027.3333333333,281.8166666667,281.4833333333,734.3333333333,277.5533333333,91,281.15,281.4833333333,273.4833333333,280.4766666667,275.15,276.2,279.4833333333,277.4833333333,276.15,272.5633333333,271.8166666667
+11646,2018-12-27 09:00:00,0,level_3,0,1.3333333333,93.3333333333,91.6666666667,0,0.6666666667,0,68,4.3333333333,326.6666666667,29.3333333333,2,0,sp23,0,0,1027.6666666667,0,0,0,0,760.6666666667,801,1027.6666666667,701,,280.4833333333,1028,282.15,281.81,741,278.6766666667,81.3333333333,281.4833333333,283.15,279.8166666667,282.4766666667,274.4833333333,276.1333333333,281.8166666667,278.15,276.4833333333,275.3666666667,272.15
+11647,2018-12-27 12:00:00,0,level_5,0,0.3333333333,72.6666666667,63,0,1.3333333333,0,126.6666666667,2.6666666667,316.6666666667,0,1.6666666667,0,sp23,0,0,1027,0,0,0,0,800,801.3333333333,1027.3333333333,800,,285.8166666667,1027.3333333333,288.15,287.6533333333,747.3333333333,284.4133333333,61,287.15,285.8166666667,284.15,285.4833333333,275.4833333333,279.6566666667,285.15,284.8166666667,283.4833333333,281.48,279.8166666667
+11648,2018-12-27 15:00:00,1.3333333333,level_2,0,1,60.3333333333,62,0,0,0,293,2,306.6666666667,0,1,0,sp22,0,0,1026,0,0,0,0,800,801.6666666667,1026,800,,289.15,1026,288.8166666667,288.8166666667,800,288.72,62.6666666667,288.8166666667,287.15,284.8166666667,286.48,276.4833333333,281.53,285.8166666667,287.8166666667,288.15,284.2766666667,283.8166666667
+11649,2018-12-27 18:00:00,1.3333333333,level_6,0,1.3333333333,67.3333333333,79.6666666667,0,0.6666666667,0,209,3.3333333333,320,0,0.6666666667,0,sp22,0,0,1026.6666666667,0,0,0,0,800,801.3333333333,1027,800,,287.8166666667,1026,285.4833333333,284.8066666667,767,287.0733333333,76,284.15,283.4833333333,283.15,282.4766666667,276.4833333333,279.48,281.4833333333,283.15,286.4833333333,281.7533333333,280.8166666667
+11650,2018-12-27 21:00:00,1.3333333333,level_7,0,1.3333333333,91,91,50,1,0,83.3333333333,5.3333333333,330,0,1,0,sp22,0,0,1027,0,0,0,0,767,801.3333333333,1028.6666666667,767,,281.4833333333,1026.6666666667,282.8166666667,281.9766666667,741,280.8733333333,91,281.15,281.8166666667,278.4833333333,280.4733333333,275.4833333333,277.2766666667,279.15,279.4833333333,280.4833333333,277.9033333333,277.15
+11651,2018-12-28 00:00:00,1,level_9,0,1.3333333333,91,100,25,1.3333333333,0,120,6,326.6666666667,0,1,0,sp22,0,0,1027,0,0,0,0,701,801.3333333333,1029.3333333333,734,,280.8166666667,1026.6666666667,282.4833333333,281.99,741,279.4033333333,93,281.4833333333,280.8166666667,275.4833333333,279.4733333333,274.4833333333,277.0266666667,278.15,280.15,278.4833333333,275.2033333333,274.8166666667
+11652,2018-12-28 03:00:00,1.3333333333,level_10,0,1.3333333333,95.3333333333,78,25,1,0,113.3333333333,6,330,0,0.6666666667,0,sp22,0,0,1027,0,0,0,0,734,801,1030,701,,279.8166666667,1026.6666666667,283.15,282.98,768,278.2,87,282.8166666667,279.15,273.8166666667,277.9733333333,274.4833333333,277.4833333333,276.8166666667,281.15,277.15,273.5366666667,273.15
+11653,2018-12-28 06:00:00,1,level_10,0,2,97.6666666667,100,75,1,0,66.6666666667,5.6666666667,326.6666666667,24,1,0,sp22,0,0,1026.6666666667,0,0,0,0,767.6666666667,801,1030,701,,278.4833333333,1026,283.8166666667,282.8066666667,803,277.0866666667,79.3333333333,281.8166666667,278.8166666667,273.15,277.4733333333,275.15,278.14,276.15,281.8166666667,275.8166666667,272.4966666667,272.15
+11654,2018-12-28 09:00:00,1,level_10,0,2.3333333333,93,79.3333333333,75,1,0,121.3333333333,5.3333333333,326.6666666667,24,0.6666666667,0,sp23,0,0,1028.3333333333,0,0,0,0,761.3333333333,800.6666666667,1031.6666666667,701,,279.4833333333,1027.6666666667,282.8166666667,281.9733333333,300,278.4233333333,78,281.15,279.15,280.8166666667,277.9766666667,276.4833333333,278.7766666667,276.8166666667,281.8166666667,277.15,275.57,272.15
+11655,2018-12-28 12:00:00,1.3333333333,level_4,0,1,73,49.6666666667,75,0.3333333333,0,40,5,320,0,2.6666666667,0,sp22,0,0,1027.6666666667,0,0,0,0,800,801,1031.6666666667,800,,286.8166666667,1027.6666666667,285.8166666667,285.49,735,284.9533333333,74.3333333333,285.15,284.15,284.4833333333,283.9833333333,278.15,280.33,283.8166666667,283.15,283.4833333333,282.1433333333,280.4833333333
+11656,2018-12-28 15:00:00,2,level_3,0,1.6666666667,63,45,75,0.6666666667,0,216,1.3333333333,280,0,2,0,sp21,0,0,1027,0,0,0,0,800,800,1031.6666666667,800,,289.15,1026.6666666667,287.8166666667,287.32,702.1666666667,288.3033333333,74.3333333333,286.8166666667,286.4833333333,287.4833333333,286.3166666667,281.4833333333,282.97,286.15,284.8166666667,287.8166666667,286.61,285.4833333333
+11657,2018-12-28 18:00:00,1.3333333333,level_2,0,2,74.6666666667,55.6666666667,75,0.6666666667,0,233.3333333333,3.3333333333,310,0,2,0,sp21,0,0,1027.6666666667,0,0,0,0,800,800,1032.3333333333,800,,287.15,1027.3333333333,286.15,285.3066666667,567.3333333333,286.54,82,284.4833333333,283.4833333333,284.4833333333,282.8133333333,281.15,282.49,282.15,284.15,286.15,283.1266666667,281.8166666667
+11658,2018-12-28 21:00:00,1.6666666667,level_5,0,1.3333333333,87,85,75,0.3333333333,0,30,5.6666666667,330,0,1,0,sp22,0,0,1028.6666666667,0,0,0,0,800,800,1033,800,,283.15,1028,285.15,283.63,701,282.3366666667,87.3333333333,282.15,280.8166666667,280.8166666667,279.64,280.8166666667,282.2833333333,278.4833333333,284.15,281.8166666667,280.36,279.8166666667
+11659,2018-12-29 00:00:00,0.6666666667,level_10,0.1,2,91,87,86.3333333333,1,0,313.3333333333,7.3333333333,330,0,0.6666666667,0,sp22,0,0,1028.3333333333,0,0,0,0,800,800.3333333333,1033,800,,281.4833333333,1029,282.15,281.1366666667,668,280.8733333333,95.3333333333,280.15,279.4833333333,280.15,278.14,281.15,282.3466666667,276.8166666667,283.8166666667,280.4833333333,279.5333333333,278.8166666667
+11660,2018-12-29 03:00:00,2,level_7,0.2,1.3333333333,91,100,86.3333333333,2.3333333333,0,253,6.6666666667,330,0,3,0,sp22,0,0,1028.3333333333,0,0,0,0,800,801,1034,767,,281.15,1028.3333333333,280.4833333333,279.3033333333,601,279.13,97.6666666667,278.15,279.15,275.4833333333,277.3066666667,281.15,282.8,275.4833333333,284.8166666667,277.8166666667,275.34,275.15
+11661,2018-12-29 06:00:00,1.6666666667,level_9,0,1,85,88.6666666667,75,0.6666666667,0,239.6666666667,7.6666666667,330,0,3.6666666667,0,sp21,0,0,1028,0,0,0,0,800,800.3333333333,1033.3333333333,701,,281.4833333333,1028.3333333333,278.15,277.14,803,279.66,100,276.15,278.4833333333,276.15,276.4733333333,280.8166666667,282.0133333333,274.4833333333,283.4833333333,278.4833333333,274.52,273.15
+11662,2018-12-29 09:00:00,1,level_9,0,1.6666666667,83.3333333333,77,75,0.3333333333,0,0,6.3333333333,333.3333333333,0,4,0,sp22,0,0,1029.6666666667,0,0,0,0,780.3333333333,801,1034.6666666667,734,,281.15,1029.6666666667,280.15,279.65,803,279.9366666667,87.3333333333,279.15,279.15,278.8166666667,277.9766666667,280.4833333333,281.53,276.8166666667,282.8166666667,279.15,276.2033333333,274.15
+11663,2018-12-29 12:00:00,1.6666666667,level_3,0,0.6666666667,62,55.6666666667,75,2,0,127,5.3333333333,320,0,6,0,sp22,0,0,1029,0,0,0,0,800,800,1035.3333333333,800,,286.4833333333,1029.3333333333,288.4833333333,287.8233333333,803,285.06,57.3333333333,287.15,283.8166666667,284.15,283.4833333333,282.4833333333,283.23,283.15,284.15,284.15,282.4633333333,281.4833333333
+11664,2018-12-29 15:00:00,2,level_4,0,1.6666666667,52.6666666667,47,63.3333333333,2.3333333333,0,236.6666666667,4.6666666667,313.3333333333,0,5.6666666667,0,sp20,0,0,1028,0,0,0,0,800,800,1034.6666666667,800,,289.15,1028.3333333333,288.8166666667,288.6533333333,802.6666666667,288.7433333333,55.6666666667,288.4833333333,285.4833333333,286.8166666667,285.15,282.15,283.0433333333,284.8166666667,284.15,288.4833333333,285.88,284.8166666667
+11665,2018-12-29 18:00:00,1,level_6,0,1,59.6666666667,58,56.6666666667,1,0,120,4.6666666667,323.3333333333,0,4,0,sp21,0,0,1028.6666666667,0,0,0,0,800,800,1035.6666666667,800,,287.8166666667,1029,284.8166666667,283.97,802.3333333333,287.41,71.3333333333,283.15,282.15,284.15,281.4766666667,279.4833333333,280.8233333333,280.8166666667,282.4833333333,287.15,282.7533333333,281.8166666667
+11666,2018-12-29 21:00:00,1.6666666667,level_9,0,1.3333333333,66.3333333333,82,26.6666666667,1,0,46.6666666667,5,326.6666666667,0,4,0,sp21,0,0,1030,0,0,0,0,800,800,1036,800,,285.8166666667,1029.3333333333,280.15,279.6433333333,801.3333333333,284.6066666667,91,279.15,280.15,278.8166666667,278.64,276.15,277.05,277.15,278.15,283.8166666667,278.3466666667,277.8166666667
+11667,2018-12-30 00:00:00,1.3333333333,level_9,0,1.3333333333,67.6666666667,82.6666666667,6.6666666667,1.3333333333,0,73.3333333333,6.3333333333,323.3333333333,0,4.3333333333,0,sp21,0,0,1029.6666666667,0,0,0,0,800,800,1035.6666666667,800,,285.15,1029.6666666667,278.15,277.4733333333,800.3333333333,283.9333333333,93,276.8166666667,278.8166666667,276.15,277.14,273.15,274.3466666667,275.4833333333,275.8166666667,283.15,275.7266666667,275.15
+11668,2018-12-30 03:00:00,1.3333333333,level_9,0,2,67.6666666667,81.3333333333,90,1,0,73.3333333333,6.6666666667,323.3333333333,0,4,0,sp21,0,0,1029,0,0,0,0,800,800,1035.6666666667,800,,284.8166666667,1030,277.15,276.4733333333,741,282.9966666667,93,275.8166666667,277.15,274.15,275.4733333333,270.8166666667,272.7666666667,273.8166666667,275.15,281.8166666667,273.6733333333,273.15
+11669,2018-12-30 06:00:00,1,level_9,0,1.6666666667,72.6666666667,80,85,0.6666666667,0,36.6666666667,7,326.6666666667,0,5.6666666667,0,sp21,0,0,1028.6666666667,0,0,0,0,800,800,1035,800,,283.4833333333,1029.6666666667,276.8166666667,275.9766666667,741,281.8633333333,93,275.15,277.15,274.15,275.3066666667,269.8166666667,272.6466666667,273.4833333333,276.15,280.8166666667,272.81,271.8166666667
+11670,2018-12-30 09:00:00,0.6666666667,level_10,0,2,74.3333333333,62,90,1.3333333333,0,70,8,323.3333333333,0,5.3333333333,0,sp22,0,0,1029.3333333333,0,0,0,0,800,800.3333333333,1035.6666666667,800,,283.4833333333,1030.6666666667,278.8166666667,278.4833333333,721,282.2666666667,85.3333333333,278.15,278.15,280.8166666667,276.47,272.15,274.47,274.8166666667,277.15,281.4833333333,275.6066666667,272.4833333333
+11671,2018-12-30 12:00:00,1.6666666667,level_4,0,1,60,41.6666666667,68.3333333333,0.3333333333,0,0,6,310,0,5.6666666667,0,sp22,0,0,1028,0,0,0,0,800,800.3333333333,1035,800,,289.8166666667,1030.3333333333,288.8166666667,287.9866666667,741.3333333333,289.4266666667,48,287.15,284.8166666667,288.15,284.4833333333,275.8166666667,277.0166666667,284.15,278.4833333333,288.8166666667,283.24,280.8166666667
+11672,2018-12-30 15:00:00,1,level_2,0,0.3333333333,50.3333333333,33,0,0.6666666667,13.3333333333,23.3333333333,5.3333333333,320,0,6.3333333333,0,sp21,0,0,1026,0,0,0,0,800,800,1033.3333333333,800.6666666667,,291.15,1029,291.4833333333,291.15,800,291.02,34,290.8166666667,287.8166666667,289.15,287.4833333333,281.4833333333,282.6766666667,287.15,284.15,290.8166666667,287.6866666667,286.4833333333
+11673,2018-12-30 18:00:00,1,level_6,0,1,53.6666666667,69.6666666667,0,0.6666666667,20,53.3333333333,5.3333333333,326.6666666667,0,3.3333333333,0,sp22,0,0,1027,0,0,0,0,800,801,1034,801,,289.15,1029,285.8166666667,284.47,800,288.7433333333,62,283.15,284.15,285.8166666667,282.8066666667,278.15,279.1933333333,281.4833333333,280.4833333333,288.4833333333,284.3066666667,282.8166666667
+11674,2018-12-30 21:00:00,1,level_9,0,2,72.6666666667,76,6.6666666667,1,0,46.6666666667,7.3333333333,316.6666666667,0,1.6666666667,0,sp22,0,0,1027.6666666667,0,0,0,0,800,800.3333333333,1035,800,,284.8166666667,1030,279.8166666667,278.9733333333,800.3333333333,284.8166666667,79,278.15,281.8166666667,278.4833333333,279.6366666667,273.4833333333,275.1333333333,277.4833333333,277.15,284.8166666667,277.46,276.4833333333
+11675,2018-12-31 00:00:00,1,level_8,0,2.3333333333,85,75.6666666667,6.6666666667,1.3333333333,0,103.3333333333,7,323.3333333333,0,3.3333333333,0,sp23,0,0,1028.3333333333,0,0,0,0,800,800,1035,800,,284.15,1030.6666666667,277.4833333333,276.8066666667,800.3333333333,283.4933333333,80,276.15,279.4833333333,273.8166666667,277.47,271.8166666667,273.6133333333,275.4833333333,275.8166666667,282.4833333333,273.8166666667,273.8166666667
+11676,2018-12-31 03:00:00,1,level_7,0,1.3333333333,83,86,60,1.6666666667,0,100,7.6666666667,323.3333333333,0,4,0,sp23,0,0,1028,0,0,0,0,800,800,1034.6666666667,800,,282.8166666667,1031,276.4833333333,276.1466666667,760.6666666667,281.8166666667,68.6666666667,275.8166666667,279.15,271.8166666667,276.63,269.8166666667,272.2166666667,274.15,275.15,280.8166666667,271.4833333333,271.15
+11677,2018-12-31 06:00:00,1,level_9,0,2,87,74.6666666667,75,1.3333333333,0,96.6666666667,7,326.6666666667,0,2.6666666667,0,sp23,0,0,1028.3333333333,0,0,0,0,800,800,1034,800,,281.4833333333,1030.3333333333,276.15,275.8133333333,741,280.8133333333,65,275.4833333333,278.8166666667,272.8166666667,276.3,269.15,272.14,273.8166666667,275.8166666667,280.15,271.48,270.4833333333
+11678,2018-12-31 09:00:00,0.3333333333,level_9,0,2,81.6666666667,49.6666666667,80,1.3333333333,0,70,6.3333333333,320,0,2,0,sp24,0,0,1029.6666666667,0,0,0,0,800,800,1034.6666666667,800,,280.8166666667,1031.6666666667,279.8166666667,279.3233333333,734.3333333333,280.21,69.6666666667,278.8166666667,279.8166666667,281.4833333333,278.14,270.8166666667,273.21,276.4833333333,276.15,279.8166666667,274.91,271.15
+11679,2018-12-31 12:00:00,0.3333333333,level_8,0,1.3333333333,61,28.3333333333,56.6666666667,1,0,36.6666666667,2.6666666667,293.3333333333,0,4,0,sp24,0,0,1028.6666666667,0,0,0,0,800,800,1034.3333333333,800,,287.4833333333,1031.3333333333,290.8166666667,290.3233333333,747.6666666667,287.28,32,289.8166666667,286.4833333333,287.8166666667,286.15,278.15,278.4433333333,285.8166666667,278.8166666667,287.15,283.1566666667,280.4833333333
+11680,2018-12-31 15:00:00,1,level_6,0,3,47,26.3333333333,0,0.6666666667,0,14.6666666667,2.6666666667,233.3333333333,0,4.6666666667,0,sp23,0,0,1027,0,0,0,0,800,800,1033,800,,290.8166666667,1030,293.4833333333,293.4833333333,800,290.8166666667,23.6666666667,293.4833333333,289.4833333333,288.8166666667,288.82,284.15,285.0733333333,288.15,285.8166666667,290.8166666667,287.7333333333,286.4833333333
+11681,2018-12-31 18:00:00,1,level_6,0,2,52.6666666667,56.6666666667,0,0.6666666667,0,19,2.3333333333,253.3333333333,0,3.3333333333,0,sp23,0,0,1027,0,0,0,0,800,800,1033.3333333333,800,,288.8166666667,1030.3333333333,286.4833333333,285.9766666667,800,288.3,59,285.4833333333,285.8166666667,285.15,284.4733333333,280.15,281.6266666667,283.15,282.8166666667,287.4833333333,283.8133333333,282.15
+11682,2018-12-31 21:00:00,1.3333333333,level_10,0,2.3333333333,61.6666666667,69.3333333333,0,1.3333333333,0,120,4.6666666667,310,0,3.6666666667,0,sp23,0,0,1028,0,0,0,0,800,800,1034,800,,284.8166666667,1030.6666666667,281.15,280.3133333333,800,284.4233333333,79,279.4833333333,283.8166666667,276.8166666667,281.1333333333,276.15,276.45,278.4833333333,276.8166666667,283.8166666667,276.6233333333,276.4833333333
diff --git a/Advanced_Regression/Advanced-Regression-Starter-Data/df_train.csv b/Advanced_Regression/Advanced-Regression-Starter-Data/df_train.csv
new file mode 100644
index 00000000..75552eb4
--- /dev/null
+++ b/Advanced_Regression/Advanced-Regression-Starter-Data/df_train.csv
@@ -0,0 +1,8764 @@
+, time , Madrid_wind_speed , Valencia_wind_deg , Bilbao_rain_1h , Valencia_wind_speed , Seville_humidity , Madrid_humidity , Bilbao_clouds_all , Bilbao_wind_speed , Seville_clouds_all , Bilbao_wind_deg , Barcelona_wind_speed , Barcelona_wind_deg , Madrid_clouds_all , Seville_wind_speed , Barcelona_rain_1h , Seville_pressure , Seville_rain_1h , Bilbao_snow_3h , Barcelona_pressure , Seville_rain_3h , Madrid_rain_1h , Barcelona_rain_3h , Valencia_snow_3h , Madrid_weather_id , Barcelona_weather_id , Bilbao_pressure , Seville_weather_id , Valencia_pressure , Seville_temp_max , Madrid_pressure , Valencia_temp_max , Valencia_temp , Bilbao_weather_id , Seville_temp , Valencia_humidity , Valencia_temp_min , Barcelona_temp_max , Madrid_temp_max , Barcelona_temp , Bilbao_temp_min , Bilbao_temp , Barcelona_temp_min , Bilbao_temp_max , Seville_temp_min , Madrid_temp , Madrid_temp_min , load_shortfall_3h
+ - , 42 005.13 , 0.67 , level_5 , - , 0.67 , 74.33 , 64.00 , - , 1.00 , - , 223.33 , 6.33 , 42.67 , - , 3.33 , - , sp25 , - , - , 1 036.33 , - , - , - , - , 800.00 , 800.00 , 1 035.00 , 800.00 , 1 002.67 , 274.25 , 971.33 , 269.89 , 269.89 , 800.00 , 274.25 , 75.67 , 269.89 , 281.01 , 265.94 , 281.01 , 269.34 , 269.34 , 281.01 , 269.34 , 274.25 , 265.94 , 265.94 , 6 715.67
+ 1.00 , 42 005.25 , 0.33 , level_10 , - , 1.67 , 78.33 , 64.67 , - , 1.00 , - , 221.00 , 4.00 , 139.00 , - , 3.33 , - , sp25 , - , - , 1 037.33 , - , - , - , - , 800.00 , 800.00 , 1 035.67 , 800.00 , 1 004.33 , 274.95 , 972.67 , 271.73 , 271.73 , 800.00 , 274.95 , 71.00 , 271.73 , 280.56 , 266.39 , 280.56 , 270.38 , 270.38 , 280.56 , 270.38 , 274.95 , 266.39 , 266.39 , 4 171.67
+ 2.00 , 42 005.38 , 1.00 , level_9 , - , 1.00 , 71.33 , 64.33 , - , 1.00 , - , 214.33 , 2.00 , 326.00 , - , 2.67 , - , sp25 , - , - , 1 038.00 , - , - , - , - , 800.00 , 800.00 , 1 036.00 , 800.00 , 1 005.33 , 278.79 , 974.00 , 278.01 , 278.01 , 800.00 , 278.79 , 65.67 , 278.01 , 281.58 , 272.71 , 281.58 , 275.03 , 275.03 , 281.58 , 275.03 , 278.79 , 272.71 , 272.71 , 4 274.67
+ 3.00 , 42 005.50 , 1.00 , level_8 , - , 1.00 , 65.33 , 56.33 , - , 1.00 , - , 199.67 , 2.33 , 273.00 , - , 4.00 , - , sp25 , - , - , 1 037.00 , - , - , - , - , 800.00 , 800.00 , 1 036.00 , 800.00 , 1 009.00 , 285.39 , 994.67 , 284.90 , 284.90 , 800.00 , 285.39 , 54.00 , 284.90 , 283.43 , 281.90 , 283.43 , 281.14 , 281.14 , 283.43 , 281.14 , 285.39 , 281.90 , 281.90 , 5 075.67
+ 4.00 , 42 005.63 , 1.00 , level_7 , - , 1.00 , 59.00 , 57.00 , 2.00 , 0.33 , - , 185.00 , 4.33 , 260.00 , - , 3.00 , - , sp25 , - , - , 1 035.00 , - , - , - , - , 800.00 , 800.00 , 1 035.33 , 800.00 ,, 285.51 , 1 035.33 , 283.02 , 283.02 , 800.00 , 285.51 , 58.33 , 283.02 , 284.21 , 280.68 , 284.21 , 282.25 , 282.25 , 284.21 , 282.25 , 285.51 , 280.68 , 280.68 , 6 620.67
+ 5.00 , 42 005.75 , 1.00 , level_7 , - , 1.00 , 69.67 , 67.33 , 12.33 , 0.67 , - , 191.33 , 4.67 , 254.67 , - , 2.67 , - , sp25 , - , - , 1 035.67 , - , - , - , - , 800.00 , 800.00 , 1 035.67 , 800.00 ,, 282.08 , 1 013.33 , 277.62 , 277.62 , 800.67 , 282.08 , 72.67 , 277.62 , 284.17 , 274.64 , 284.17 , 277.92 , 277.92 , 284.17 , 277.92 , 282.08 , 274.64 , 274.64 , 6 842.00
+ 6.00 , 42 005.88 , 1.00 , level_8 , - , 1.00 , 83.67 , 63.33 , 16.33 , 1.00 , - , 210.33 , 3.33 , 276.00 , - , 2.00 , - , sp25 , - , - , 1 038.00 , - , - , - , - , 800.00 , 800.00 , 1 036.00 , 800.00 , 1 006.00 , 277.64 , 974.33 , 272.27 , 272.27 , 800.67 , 277.64 , 83.33 , 272.27 , 283.42 , 268.29 , 283.42 , 274.30 , 274.30 , 283.42 , 274.30 , 277.64 , 268.29 , 268.29 , 10 760.33
+ 7.00 , 42 006.00 , 1.00 , level_9 , - , 1.00 , 83.67 , 64.00 , 8.67 , 1.33 , - , 238.67 , 2.00 , 310.00 , - , 2.33 , - , sp25 , - , - , 1 037.67 , - , - , - , - , 800.00 , 800.00 , 1 036.00 , 800.00 , 1 005.67 , 276.46 , 974.67 , 271.04 , 271.04 , 800.33 , 276.46 , 82.00 , 271.04 , 282.47 , 266.88 , 282.47 , 272.90 , 272.90 , 282.47 , 272.90 , 276.46 , 266.88 , 266.88 , 10 866.00
+ 8.00 , 42 006.13 , 1.00 , level_9 , - , 1.00 , 86.00 , 63.33 , 5.33 , 1.00 , - , 258.33 , 1.67 , 338.00 , - , 3.00 , - , sp25 , - , - , 1 037.33 , - , - , - , - , 800.00 , 800.00 , 1 036.67 , 800.00 , 1 005.33 , 276.15 , 974.33 , 270.54 , 270.54 , 800.00 , 276.15 , 80.67 , 270.54 , 281.73 , 266.23 , 281.73 , 271.78 , 271.78 , 281.73 , 271.78 , 276.15 , 266.23 , 266.23 ,-1 850.33
+ 9.00 , 42 006.25 , 1.00 , level_9 , - , 1.33 , 87.00 , 63.67 , 15.33 , 1.00 , - , 255.33 , 1.00 , 329.00 , - , 3.00 , - , sp25 , - , - , 1 038.33 , - , - , - , - , 800.00 , 800.00 , 1 037.00 , 800.00 , 1 006.33 , 276.45 , 975.33 , 271.66 , 271.66 , 801.00 , 276.45 , 75.33 , 271.66 , 281.80 , 266.88 , 281.80 , 271.67 , 271.67 , 281.80 , 271.67 , 276.45 , 266.88 , 266.88 ,-4 002.33
+ 10.00 , 42 006.38 , 1.00 , level_9 , - , 1.67 , 83.00 , 67.00 , 21.33 , 1.00 , - , 237.33 , 1.33 , 299.00 , - , 3.00 , - , sp25 , - , - , 1 039.00 , - , - , - , - , 800.00 , 800.00 , 1 038.00 , 800.00 , 1 007.00 , 280.42 , 976.00 , 278.15 , 278.15 , 801.00 , 280.42 , 64.00 , 278.15 , 283.33 , 268.83 , 283.33 , 275.82 , 275.82 , 283.33 , 275.82 , 280.42 , 268.83 , 268.83 ,-2 893.00
+ 11.00 , 42 006.50 , 1.00 , level_9 , - , 1.00 , 77.33 , 55.67 , 21.00 , 1.00 , - , 257.00 , 2.00 , 270.33 , - , 3.00 , - , sp25 , - , - , 1 037.00 , - , - , - , - , 800.00 , 800.00 , 1 038.00 , 800.00 , 1 021.67 , 286.01 , 1 007.00 , 286.39 , 286.39 , 801.00 , 286.01 , 44.33 , 286.39 , 285.47 , 280.62 , 285.47 , 281.63 , 281.63 , 285.47 , 281.63 , 286.01 , 280.62 , 280.62 , 539.33
+ 12.00 , 42 006.63 , 1.00 , level_7 , - , 1.00 , 74.33 , 55.67 , 20.00 , 0.67 , - , 260.67 , 2.00 , 261.33 , 8.67 , 3.67 , - , sp25 , - , - , 1 036.00 , - , - , - , - , 800.33 , 800.00 , 1 038.00 , 800.00 ,, 285.71 , 1 037.33 , 284.82 , 284.82 , 801.00 , 285.71 , 46.33 , 284.82 , 285.90 , 282.45 , 285.90 , 282.73 , 282.73 , 285.90 , 282.73 , 285.71 , 282.45 , 282.45 , 65.00
+ 13.00 , 42 006.75 , 1.00 , level_7 , - , 1.00 , 80.67 , 73.67 , 14.33 , 1.00 , - , 232.67 , 2.00 , 265.67 , 24.33 , 3.00 , - , sp25 , - , - , 1 037.00 , - , - , - , - , 801.33 , 801.00 , 1 038.00 , 800.00 , 1 021.33 , 282.69 , 1 006.33 , 278.14 , 278.14 , 800.67 , 282.69 , 71.67 , 278.14 , 285.00 , 276.46 , 285.00 , 278.43 , 278.43 , 285.00 , 278.43 , 282.69 , 276.46 , 276.46 ,-1 317.00
+ 14.00 , 42 006.88 , 1.00 , level_8 , - , 1.00 , 89.00 , 68.00 , 5.33 , 1.00 , - , 200.00 , 2.00 , 285.00 , 8.00 , 3.00 , - , sp25 , - , - , 1 038.00 , - , - , - , - , 800.00 , 803.00 , 1 037.67 , 800.00 , 1 007.00 , 279.09 , 976.00 , 273.17 , 273.17 , 800.00 , 279.09 , 78.67 , 273.17 , 284.36 , 271.09 , 284.36 , 274.54 , 274.54 , 284.36 , 274.54 , 279.09 , 271.09 , 271.09 , 5 849.33
+ 15.00 , 42 007.00 , 1.00 , level_9 , - , 1.00 , 88.00 , 69.67 , 2.00 , 1.00 , - , 199.00 , 2.67 , 318.67 , 1.33 , 3.00 , - , sp25 , - , - , 1 036.67 , - , - , - , - , 800.00 , 801.33 , 1 037.00 , 800.00 , 1 006.67 , 277.63 , 986.67 , 272.21 , 272.21 , 800.00 , 277.63 , 78.67 , 272.21 , 283.39 , 269.15 , 283.39 , 273.15 , 273.15 , 283.39 , 273.15 , 277.63 , 269.15 , 269.15 , 7 125.33
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+ 803.00 , 42 106.00 , 2.00 , level_2 , - , 1.00 , 93.33 , 81.33 , - , 0.67 , - , 85.67 , 2.33 , 70.33 , 68.33 , 1.33 , - , sp18 , 0.60 , - , 1 027.00 , - , 0.60 , - , - , 601.67 , 802.00 , 1 027.00 , 600.67 ,, 284.78 , 1 024.67 , 281.68 , 281.68 , 800.00 , 284.78 , 94.33 , 281.68 , 285.16 , 283.68 , 285.16 , 281.06 , 281.06 , 285.16 , 281.06 , 284.78 , 283.68 , 283.68 , 14 217.00
+ 804.00 , 42 106.13 , 1.67 , level_1 , - , 1.00 , 95.33 , 88.33 , - , - , - , 137.00 , 1.33 , 68.33 , 39.67 , 1.33 , - , sp18 , - , - , 1 027.00 , - , - , - , - , 802.00 , 802.00 , 1 027.00 , 800.00 ,, 282.93 , 1 025.00 , 280.56 , 280.56 , 800.00 , 282.93 , 96.67 , 280.56 , 284.99 , 281.72 , 284.99 , 279.43 , 279.43 , 284.99 , 279.43 , 282.93 , 281.72 , 281.72 , 13 629.00
+ 805.00 , 42 106.25 , 1.33 , level_1 , - , 1.67 , 90.00 , 88.33 , - , 0.33 , - , 165.33 , 2.00 , 70.33 , 18.00 , 2.00 , - , sp17 , - , - , 1 027.33 , - , - , - , - , 801.00 , 802.00 , 1 026.67 , 800.00 ,, 283.75 , 1 025.00 , 281.87 , 281.87 , 800.00 , 283.75 , 90.00 , 281.87 , 285.69 , 281.92 , 285.69 , 280.27 , 280.27 , 285.69 , 280.27 , 283.75 , 281.92 , 281.92 , 12 412.67
+ 806.00 , 42 106.38 , 1.67 , level_2 , - , 2.67 , 80.00 , 77.67 , - , 1.00 , 3.33 , 166.67 , 2.33 , 62.33 , - , 3.00 , - , sp17 , - , - , 1 028.00 , - , - , - , - , 800.00 , 802.00 , 1 026.00 , 800.00 ,, 286.95 , 1 024.67 , 283.70 , 283.70 , 800.00 , 286.95 , 76.00 , 283.70 , 286.74 , 284.48 , 286.74 , 284.02 , 284.02 , 286.74 , 284.02 , 286.95 , 284.48 , 284.48 , 17 662.33
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+ 809.00 , 42 106.75 , 5.00 , level_2 , - , 3.67 , 59.00 , 46.33 , - , 1.67 , 43.67 , 141.00 , 2.33 , 90.33 , 6.00 , 3.67 , - , sp13 , 0.30 , - , 1 028.00 , - , - , - , - , 800.00 , 800.33 , 1 024.33 , 500.00 ,, 292.60 , 1 022.00 , 287.75 , 287.75 , 800.00 , 292.60 , 57.67 , 287.75 , 287.32 , 291.12 , 287.32 , 292.26 , 292.26 , 287.32 , 292.26 , 292.60 , 291.12 , 291.12 , 18 241.33
+ 810.00 , 42 106.88 , 4.67 , level_2 , - , 2.67 , 62.00 , 49.67 , - , 2.00 , - , 142.00 , 2.00 , 73.00 , - , 2.33 , - , sp13 , 0.30 , - , 1 028.67 , - , - , - , - , 800.00 , 800.00 , 1 024.67 , 500.00 ,, 290.25 , 1 022.67 , 284.10 , 284.10 , 800.00 , 290.25 , 70.67 , 284.10 , 285.95 , 288.38 , 285.95 , 289.46 , 289.46 , 285.95 , 289.46 , 290.25 , 288.38 , 288.38 , 20 755.33
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+ 812.00 , 42 107.13 , 3.00 , level_1 , - , 1.00 , 81.00 , 64.33 , - , 1.00 , 6.33 , 145.67 , 0.67 , 75.67 , 33.00 , 1.33 , - , sp13 , - , - , 1 029.00 , - , 0.10 , - , - , 701.00 , 800.00 , 1 026.00 , 800.33 ,, 283.66 , 1 025.00 , 278.49 , 278.49 , 800.00 , 283.66 , 86.33 , 278.49 , 284.67 , 283.27 , 284.67 , 284.17 , 284.17 , 284.67 , 284.17 , 283.66 , 283.27 , 283.27 , 1 422.00
+ 813.00 , 42 107.25 , 2.33 , level_2 , - , 1.33 , 80.00 , 73.00 , - , 1.00 , 9.67 , 147.00 , - , 92.33 , 59.67 , 1.67 , - , sp14 , - , - , 1 029.00 , - , 0.30 , - , - , 500.00 , 800.00 , 1 026.33 , 800.33 ,, 284.51 , 1 025.00 , 279.94 , 279.94 , 800.00 , 284.51 , 77.33 , 279.94 , 285.60 , 283.30 , 285.60 , 283.85 , 283.85 , 285.60 , 283.85 , 284.51 , 283.30 , 283.30 , 1 315.33
+ 814.00 , 42 107.38 , 3.00 , level_2 , - , 2.67 , 68.67 , 74.33 , - , 1.00 , - , 149.33 , 1.00 , 67.33 , 41.33 , 1.00 , - , sp15 , - , - , 1 029.33 , - , 0.30 , - , - , 500.00 , 800.00 , 1 027.00 , 800.00 ,, 288.22 , 1 025.00 , 284.18 , 284.18 , 800.00 , 288.22 , 63.00 , 284.18 , 286.91 , 285.21 , 286.91 , 286.56 , 286.56 , 286.91 , 286.56 , 288.22 , 285.21 , 285.21 , 7 632.67
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+ 816.00 , 42 107.63 , 7.00 , level_3 , - , 3.67 , 36.67 , 37.67 , - , 1.67 , - , 122.33 , 1.67 , 158.00 , 27.67 , 2.67 , - , sp13 , - , - , 1 029.00 , - , 0.30 , - , - , 500.00 , 800.00 , 1 026.00 , 800.00 ,, 298.66 , 1 023.00 , 290.53 , 290.53 , 800.00 , 298.66 , 38.33 , 290.53 , 288.79 , 293.14 , 288.79 , 294.61 , 294.61 , 288.79 , 294.61 , 298.66 , 293.14 , 293.14 , 6 014.67
+ 817.00 , 42 107.75 , 6.67 , level_3 , - , 2.33 , 34.33 , 37.33 , - , 1.00 , - , 105.67 , 1.00 , 192.67 , 18.00 , 3.67 , - , sp13 , - , - , 1 028.33 , - , 0.30 , - , - , 500.00 , 800.00 , 1 025.33 , 800.00 ,, 298.15 , 1 022.33 , 289.00 , 289.00 , 800.00 , 298.15 , 44.00 , 289.00 , 288.11 , 292.32 , 288.11 , 293.48 , 293.48 , 288.11 , 293.48 , 298.15 , 292.32 , 292.32 , 2 418.67
+ 818.00 , 42 107.88 , 5.67 , level_2 , - , 1.00 , 40.00 , 40.33 , - , 1.00 , - , 107.00 , 1.00 , 230.67 , - , 2.67 , - , sp13 , - , - , 1 028.67 , - , 0.30 , - , - , 500.00 , 800.00 , 1 025.00 , 800.00 ,, 293.82 , 1 023.67 , 285.19 , 285.19 , 800.00 , 293.82 , 58.33 , 285.19 , 287.08 , 289.98 , 287.08 , 290.09 , 290.09 , 287.08 , 290.09 , 293.82 , 289.98 , 289.98 , 4 163.00
+ 819.00 , 42 108.00 , 4.33 , level_1 , - , 1.00 , 50.67 , 44.33 , - , 1.00 , 4.00 , 122.33 , 1.33 , 246.00 , - , 2.00 , - , sp13 , - , - , 1 028.67 , - , 0.20 , - , - , 600.00 , 800.00 , 1 025.67 , 800.33 ,, 288.39 , 1 024.67 , 280.32 , 280.32 , 800.00 , 288.39 , 80.00 , 280.32 , 286.02 , 286.64 , 286.02 , 286.34 , 286.34 , 286.02 , 286.34 , 288.39 , 286.64 , 286.64 , 6 739.33
+ 820.00 , 42 108.13 , 3.67 , level_1 , - , 1.00 , 57.00 , 47.00 , - , 1.00 , 11.33 , 141.00 , 1.33 , 244.33 , 8.00 , 2.33 , - , sp12 , - , - , 1 027.67 , - , - , - , - , 800.33 , 800.00 , 1 024.33 , 800.33 ,, 286.21 , 1 024.33 , 278.40 , 278.40 , 800.00 , 286.21 , 84.33 , 278.40 , 285.84 , 284.41 , 285.84 , 284.68 , 284.68 , 285.84 , 284.68 , 286.21 , 284.41 , 284.41 , 3 080.67
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+ 3 011.00 , 42 382.00 , 0.33 , level_8 , - , 2.33 , 88.33 , 87.67 , 45.67 , 1.33 , 2.67 , 235.33 , 4.67 , 321.33 , 6.00 , 2.33 , - , sp21 , - , - , 1 021.33 , - , - , - , - , 800.33 , 800.33 , 1 026.00 , 800.00 ,, 285.21 , 1 026.00 , 282.22 , 281.56 , 802.33 , 283.03 , 64.33 , 280.95 , 283.88 , 274.57 , 283.88 , 272.69 , 272.69 , 283.88 , 272.69 , 281.87 , 274.23 , 273.91 , 19 828.00
+ 3 012.00 , 42 382.13 , 1.00 , level_9 , - , 3.33 , 90.00 , 84.00 , 20.00 , 1.00 , - , 125.00 , 4.33 , 325.00 , - , 1.33 , - , sp21 , 0.10 , - , 1 023.33 , - , - , - , - , 800.00 , 801.00 , 1 026.00 , 700.00 ,, 288.26 , 1 026.00 , 281.69 , 280.88 , 801.00 , 284.47 , 67.00 , 280.29 , 281.65 , 273.57 , 281.65 , 271.10 , 271.99 , 281.65 , 273.10 , 281.59 , 273.40 , 273.23 , 8 512.00
+ 3 013.00 , 42 382.25 , 1.00 , level_9 , - , 3.00 , 87.00 , 94.67 , 33.33 , 1.00 , 6.00 , 70.00 , 5.67 , 330.00 , - , 2.33 , - , sp21 , 0.10 , - , 1 024.33 , - , - , - , - , 800.00 , 801.00 , 1 026.00 , 700.33 ,, 288.53 , 1 026.33 , 280.29 , 279.70 , 801.67 , 283.07 , 74.67 , 278.49 , 280.32 , 272.32 , 280.32 , 271.05 , 272.84 , 280.32 , 275.05 , 279.53 , 272.32 , 272.32 , 6 201.33
+ 3 014.00 , 42 382.38 , 0.33 , level_8 , - , 2.00 , 80.33 , 87.67 , 45.33 , 1.33 , 25.33 , 134.00 , 6.67 , 328.33 , - , 4.00 , - , sp21 , - , - , 1 026.67 , - , - , - , - , 800.00 , 802.33 , 1 024.67 , 801.33 ,, 287.24 , 1 027.00 , 283.54 , 282.80 , 781.67 , 284.30 , 63.67 , 282.21 , 281.48 , 274.41 , 281.48 , 273.88 , 274.92 , 281.48 , 276.22 , 282.57 , 274.24 , 274.07 , 12 331.00
+ 3 015.00 , 42 382.50 , 0.67 , level_7 , - , 2.00 , 73.00 , 65.00 , 60.00 , 2.00 , 4.00 , 200.33 , 4.00 , 261.33 , 12.00 , 3.33 , - , sp23 , - , - , 1 027.33 , - , - , - , - , 800.67 , 801.67 , 1 007.33 , 800.00 ,, 290.49 , 1 025.00 , 286.89 , 286.58 , 802.67 , 288.53 , 41.33 , 286.23 , 285.18 , 280.62 , 285.18 , 279.91 , 280.95 , 285.18 , 282.24 , 287.49 , 280.46 , 280.29 , 13 247.67
+ 3 016.00 , 42 382.63 , 2.33 , level_5 , - , 2.67 , 61.67 , 58.67 , 62.67 , 3.00 , 4.00 , 196.33 , 3.00 , 187.67 , 16.00 , 1.00 , - , sp20 , - , - , 1 024.67 , - , - , 0.01 , - , 801.00 , 801.67 , 1 014.00 , 800.00 ,, 290.29 , 1 023.33 , 287.64 , 287.20 , 802.67 , 289.97 , 43.33 , 286.51 , 286.08 , 282.68 , 286.08 , 282.30 , 283.04 , 286.08 , 283.97 , 289.63 , 282.64 , 282.58 , 10 980.33
+ 3 017.00 , 42 382.75 , 1.33 , level_7 , - , 2.00 , 72.00 , 68.00 , 20.00 , 7.00 , - , 205.00 , 2.00 , 220.00 , - , 1.00 , - , sp19 , - , - , 1 023.33 , - , - , - , - , 800.00 , 801.00 , 1 017.00 , 800.00 ,, 290.68 , 1 024.00 , 284.16 , 283.39 , 801.00 , 288.73 , 67.00 , 282.93 , 284.65 , 280.91 , 284.65 , 280.61 , 282.54 , 284.65 , 284.95 , 287.34 , 280.43 , 279.48 , 10 424.33
+ 3 018.00 , 42 382.88 , 1.00 , level_6 , 0.20 , 1.00 , 86.00 , 86.33 , 29.33 , 5.67 , - , 217.67 , 1.67 , 250.00 , 31.33 , 1.00 , - , sp19 , - , - , 1 021.67 , - , - , - , - , 801.67 , 801.00 , 1 015.33 , 800.00 ,, 284.52 , 1 023.00 , 280.44 , 280.02 , 600.00 , 282.99 , 80.33 , 279.61 , 283.48 , 277.26 , 283.48 , 282.95 , 283.98 , 283.48 , 285.28 , 281.86 , 276.73 , 276.29 , 11 977.33
+ 3 019.00 , 42 383.00 , 1.00 , level_9 , - , 1.00 , 93.33 , 93.00 , 10.00 , 6.00 , - , 230.00 , 2.00 , 300.00 , 56.00 , 1.00 , - , sp19 , - , - , 1 020.33 , - , - , - , - , 802.67 , 801.00 , 1 015.00 , 800.00 ,, 287.06 , 1 022.33 , 282.10 , 281.09 , 800.33 , 283.87 , 84.00 , 279.80 , 283.15 , 277.35 , 283.15 , 281.31 , 282.64 , 283.15 , 284.31 , 281.39 , 276.25 , 275.52 , 9 982.33
+ 3 020.00 , 42 383.13 , 1.00 , level_4 , 0.20 , 1.00 , 98.67 , 95.33 , 59.67 , 4.67 , - , 205.67 , 4.67 , 188.67 , 55.33 , - , - , sp18 , - , - , 1 018.00 , - , - , - , - , 802.67 , 800.67 , 1 013.67 , 800.00 , 1 019.67 , 284.38 , 1 020.67 , 282.16 , 281.52 , 600.67 , 282.31 , 80.00 , 280.73 , 284.31 , 275.15 , 284.31 , 283.23 , 283.23 , 284.31 , 283.23 , 281.05 , 274.64 , 274.38 , 1 009.67
+ 3 021.00 , 42 383.25 , 1.00 , level_6 , 0.20 , 0.67 , 93.00 , 96.33 , 57.33 , 5.33 , 16.00 , 225.00 , 5.00 , 245.00 , 90.00 , 1.33 , - , sp18 , - , - , 1 016.00 , - , 0.20 , - , - , 601.33 , 801.00 , 1 013.00 , 801.00 , 1 018.33 , 288.82 , 1 019.00 , 283.73 , 282.60 , 601.00 , 283.16 , 75.00 , 280.63 , 284.15 , 276.23 , 284.15 , 281.82 , 283.15 , 284.15 , 284.82 , 279.82 , 275.48 , 274.93 ,-113.00
+ 3 022.00 , 42 383.38 , - , level_5 , 0.10 , 2.33 , 90.67 , 94.00 , 69.00 , 3.67 , 35.00 , 278.33 , 6.33 , 243.33 , 89.00 , 1.00 , - , sp18 , - , - , 1 015.00 , - , 0.30 , - , - , 500.00 , 801.00 , 1 015.67 , 802.00 , 1 018.00 , 286.29 , 1 019.00 , 284.59 , 284.22 , 735.50 , 283.36 , 61.67 , 283.56 , 286.48 , 277.59 , 286.48 , 281.57 , 282.16 , 286.48 , 282.91 , 281.62 , 277.12 , 276.89 , 8 278.00
+ 3 023.00 , 42 383.50 , 1.00 , level_7 , 0.10 , 5.67 , 81.33 , 96.33 , 75.00 , 3.67 , 57.33 , 325.00 , 5.00 , 265.00 , 82.33 , 1.33 , - , sp18 , - , - , 1 013.33 , - , 0.20 , - , - , 601.00 , 801.00 , 1 019.33 , 802.67 , 1 016.33 , 292.76 , 1 019.33 , 290.55 , 290.04 , 702.00 , 288.99 , 40.00 , 289.51 , 286.65 , 280.32 , 286.65 , 281.95 , 282.54 , 286.65 , 283.28 , 286.10 , 279.66 , 278.99 , 11 956.00
+ 3 024.00 , 42 383.63 , 2.00 , level_9 , 0.60 , 5.33 , 72.33 , 92.33 , 80.33 , 1.33 , 59.67 , 162.33 , 5.33 , 300.00 , 90.67 , - , - , sp16 , - , - , 1 012.33 , - , 0.20 , - , - , 567.00 , 801.00 , 1 019.67 , 802.67 , 1 015.33 , 290.95 , 1 018.00 , 291.17 , 290.73 , 601.67 , 289.98 , 38.33 , 290.27 , 287.82 , 281.34 , 287.82 , 281.37 , 281.82 , 287.82 , 282.37 , 288.95 , 281.15 , 280.88 , 11 804.00
+ 3 025.00 , 42 383.75 , 0.33 , level_8 , 0.60 , 5.33 , 79.00 , 96.33 , 75.00 , 1.33 , 10.00 , 175.00 , 3.00 , 335.00 , 90.00 , 0.67 , - , sp17 , - , - , 1 014.33 , - , - , - , - , 735.33 , 801.00 , 1 021.33 , 800.33 , 1 016.00 , 291.07 , 1 018.33 , 289.97 , 289.22 , 601.67 , 288.91 , 50.00 , 287.97 , 286.15 , 280.90 , 286.15 , 279.59 , 280.48 , 286.15 , 281.59 , 287.40 , 280.49 , 280.26 , 11 660.33
+ 3 026.00 , 42 383.88 , 1.33 , level_7 , 0.70 , 3.33 , 87.00 , 100.00 , 80.33 , 1.00 , 3.33 , 213.33 , 3.00 , 234.67 , 77.33 , 1.00 , - , sp17 , - , - , 1 015.67 , - , - , - , - , 775.67 , 801.67 , 1 022.33 , 800.00 , 1 017.00 , 288.54 , 1 019.00 , 288.44 , 287.92 , 500.67 , 287.13 , 58.00 , 287.31 , 284.77 , 280.18 , 284.77 , 279.71 , 280.01 , 284.77 , 280.38 , 286.21 , 280.17 , 280.15 , 13 461.00
+ 3 027.00 , 42 384.00 , 1.00 , level_5 , 0.10 , 0.67 , 93.00 , 100.00 , 75.00 , 1.33 , 47.33 , 145.00 , 2.33 , 335.00 , 75.00 , 2.00 , - , sp16 , - , - , 1 017.00 , - , - , - , - , 668.17 , 803.00 , 1 022.00 , 802.00 , 1 018.00 , 288.39 , 1 019.00 , 287.24 , 286.42 , 702.00 , 286.88 , 64.33 , 285.71 , 284.15 , 280.13 , 284.15 , 277.94 , 278.52 , 284.15 , 278.94 , 285.73 , 280.10 , 280.03 , 12 647.00
+ 3 028.00 , 42 384.13 , 1.00 , level_7 , 0.10 , 1.00 , 96.33 , 98.67 , 75.00 , 2.00 , 88.00 , 213.33 , 3.00 , 263.33 , 75.00 , 2.00 , 0.20 , sp16 , 0.20 , - , 1 017.00 , - , - , - , - , 769.00 , 600.67 , 1 022.33 , 433.67 , 1 018.00 , 285.67 , 1 019.00 , 283.96 , 283.70 , 702.00 , 285.35 , 85.33 , 283.33 , 283.73 , 280.08 , 283.73 , 277.37 , 277.37 , 283.73 , 277.37 , 285.00 , 280.05 , 280.01 , 5 557.33
+ 3 029.00 , 42 384.25 , 2.00 , level_10 , 0.10 , 1.33 , 93.33 , 84.00 , 75.00 , 0.33 , 57.33 , - , 4.33 , 330.00 , 57.33 , 3.00 , - , sp15 , - , - , 1 017.33 , - , 0.10 , - , - , 701.67 , 802.67 , 1 024.33 , 772.00 , 1 018.33 , 289.85 , 1 020.00 , 284.89 , 284.17 , 708.67 , 287.25 , 93.00 , 283.26 , 282.15 , 279.42 , 282.15 , 277.60 , 278.49 , 282.15 , 279.60 , 285.52 , 278.96 , 278.49 , 1 813.00
+ 3 030.00 , 42 384.38 , 3.33 , level_8 , 0.10 , 2.67 , 85.33 , 73.00 , 69.00 , 1.67 , 26.67 , 283.33 , 4.00 , 326.67 , 24.67 , 2.67 , - , sp18 , - , - , 1 018.67 , - , 0.20 , - , - , 600.33 , 803.00 , 1 027.00 , 801.67 , 1 019.67 , 290.90 , 1 022.67 , 283.87 , 283.58 , 708.67 , 288.73 , 74.33 , 283.13 , 282.32 , 278.95 , 282.32 , 278.03 , 278.92 , 282.32 , 280.03 , 287.57 , 278.84 , 278.62 , 9 179.00
+ 3 031.00 , 42 384.50 , 6.33 , level_6 , 0.60 , 3.00 , 66.00 , 69.00 , 48.67 , 3.67 , 30.00 , 248.67 , 2.67 , 270.00 , 20.00 , 2.33 , - , sp19 , - , - , 1 019.33 , - , - , - , - , 801.00 , 803.00 , 1 028.67 , 801.67 , 1 019.33 , 293.23 , 1 024.00 , 287.92 , 287.06 , 601.33 , 290.39 , 63.00 , 286.42 , 283.65 , 281.95 , 283.65 , 279.19 , 280.07 , 283.65 , 281.19 , 288.23 , 281.56 , 281.25 , 10 707.00
+ 3 032.00 , 42 384.63 , 6.67 , level_8 , - , 5.33 , 52.67 , 57.00 , 63.33 , 7.00 , 20.00 , 220.00 , 3.00 , 240.67 , 13.33 , 5.00 , 0.60 , sp19 , - , - , 1 018.67 , - , 0.20 , - , - , 600.33 , 601.00 , 1 029.00 , 801.00 , 1 019.33 , 291.52 , 1 024.33 , 286.74 , 286.11 , 802.67 , 290.87 , 44.67 , 285.54 , 282.87 , 281.13 , 282.87 , 279.26 , 280.16 , 282.87 , 281.26 , 290.52 , 280.89 , 280.76 , 8 206.33
+ 3 033.00 , 42 384.75 , 6.33 , level_10 , 0.40 , 8.67 , 67.00 , 50.00 , 75.00 , 3.00 , 10.00 , 155.00 , 3.00 , 245.00 , 10.00 , 2.33 , - , sp21 , - , - , 1 019.33 , - , - , - , - , 800.33 , 801.00 , 1 030.33 , 800.33 ,, 290.12 , 1 026.33 , 285.25 , 284.46 , 614.67 , 288.05 , 34.33 , 283.35 , 282.65 , 279.44 , 282.65 , 276.67 , 277.71 , 282.65 , 279.00 , 286.78 , 279.03 , 278.78 , 6 409.33
+ 3 034.00 , 42 384.88 , 5.00 , level_4 , 0.70 , 4.00 , 76.00 , 55.00 , 80.33 , 2.33 , - , 114.00 , 3.33 , 286.67 , - , 1.33 , - , sp22 , - , - , 1 021.00 , - , - , - , - , 800.00 , 800.67 , 1 030.67 , 800.00 ,, 287.15 , 1 027.67 , 283.40 , 283.02 , 500.67 , 285.73 , 32.67 , 282.40 , 281.82 , 277.67 , 281.82 , 276.73 , 277.46 , 281.82 , 278.39 , 284.82 , 277.29 , 277.00 , 10 048.00
+ 3 035.00 , 42 385.00 , 5.00 , level_10 , 0.10 , 4.33 , 78.33 , 55.00 , 75.00 , 4.00 , - , 130.00 , 3.00 , 315.00 , - , 2.00 , - , sp23 , - , - , 1 023.00 , - , - , - , - , 800.00 , 800.00 , 1 031.00 , 800.00 ,, 286.43 , 1 029.00 , 282.48 , 281.84 , 634.33 , 284.00 , 38.00 , 281.05 , 280.15 , 277.05 , 280.15 , 274.11 , 275.02 , 280.15 , 276.11 , 282.10 , 276.85 , 276.72 , 10 018.67
+ 3 036.00 , 42 385.13 , 1.67 , level_10 , 0.20 , 3.00 , 75.67 , 58.33 , 80.33 , 2.33 , - , 326.00 , 2.67 , 120.00 , - , 3.00 , - , sp23 , - , - , 1 022.67 , - , - , - , - , 800.00 , 800.00 , 1 031.00 , 773.67 ,, 283.00 , 1 029.00 , 280.88 , 280.74 , 533.33 , 281.04 , 43.00 , 280.52 , 280.15 , 275.88 , 280.15 , 275.35 , 275.35 , 280.15 , 275.35 , 279.67 , 275.73 , 275.55 , 2 714.67
+ 3 037.00 , 42 385.25 , 3.67 , level_9 , 0.10 , 3.67 , 66.67 , 60.67 , 75.00 , 1.33 , - , 229.67 , 4.00 , 220.00 , - , 4.67 , - , sp24 , - , - , 1 023.00 , - , - , - , - , 800.00 , 800.00 , 1 032.33 , 721.00 ,, 288.48 , 1 029.33 , 280.45 , 279.64 , 702.00 , 282.87 , 52.00 , 278.95 , 279.15 , 275.48 , 279.15 , 275.15 , 277.37 , 279.15 , 280.15 , 279.15 , 274.82 , 274.35 ,-591.67
+ 3 038.00 , 42 385.38 , 3.33 , level_10 , - , 8.33 , 59.00 , 55.33 , 57.33 , 0.67 , - , 55.00 , 4.00 , 310.00 , - , 6.33 , - , sp24 , - , - , 1 024.33 , - , - , - , - , 800.00 , 800.00 , 1 033.33 , 800.00 ,, 291.77 , 1 030.33 , 283.14 , 282.42 , 802.67 , 286.01 , 38.33 , 281.81 , 280.65 , 278.29 , 280.65 , 275.82 , 277.15 , 280.65 , 278.82 , 282.77 , 277.58 , 276.96 , 2 098.33
+ 3 039.00 , 42 385.50 , 4.33 , level_10 , - , 8.67 , 41.67 , 46.67 , 69.00 , 3.00 , - , 315.00 , 4.00 , 299.00 , 16.67 , 8.00 , - , sp24 , - , - , 1 024.33 , - , - , - , - , 800.67 , 800.00 , 1 033.00 , 800.00 ,, 291.43 , 1 030.67 , 285.59 , 284.98 , 803.00 , 287.78 , 24.00 , 284.16 , 283.82 , 280.64 , 283.82 , 278.82 , 280.29 , 283.82 , 282.15 , 285.43 , 280.45 , 280.07 , 7 107.67
+ 3 040.00 , 42 385.63 , 3.33 , level_10 , - , 7.67 , 49.33 , 42.00 , 57.33 , 2.00 , - , 15.00 , 6.00 , 310.00 , 10.00 , 7.00 , - , sp23 , - , - , 1 023.33 , - , - , - , - , 800.33 , 800.33 , 1 032.00 , 800.00 ,, 291.43 , 1 029.00 , 285.79 , 285.06 , 802.67 , 288.98 , 23.00 , 284.12 , 285.65 , 281.44 , 285.65 , 280.24 , 281.43 , 285.65 , 282.91 , 287.76 , 281.03 , 280.54 , 4 598.67
+ 3 041.00 , 42 385.75 , 3.00 , level_10 , - , 5.67 , 46.00 , 51.33 , 63.33 , 1.00 , - , 33.33 , 4.67 , 303.33 , - , 4.67 , - , sp23 , - , - , 1 025.00 , - , - , - , - , 800.00 , 800.67 , 1 032.33 , 800.00 ,, 292.15 , 1 029.33 , 283.55 , 282.65 , 635.00 , 287.69 , 27.67 , 281.45 , 283.15 , 279.15 , 283.15 , 276.48 , 278.71 , 283.15 , 281.48 , 285.15 , 278.52 , 277.38 , 4 396.67
+ 3 042.00 , 42 385.88 , 1.33 , level_9 , 0.60 , 2.67 , 63.00 , 77.33 , 62.67 , 1.00 , - , 166.33 , 3.33 , 316.00 , - , 3.00 , - , sp23 , - , - , 1 026.00 , - , - , - , - , 800.00 , 800.00 , 1 032.33 , 800.00 ,, 286.46 , 1 030.67 , 280.07 , 279.66 , 601.67 , 284.51 , 45.00 , 279.37 , 280.77 , 274.12 , 280.77 , 275.98 , 276.57 , 280.77 , 277.32 , 283.46 , 273.65 , 273.08 , 11 065.67
+ 3 043.00 , 42 386.00 , 2.00 , level_9 , - , 2.00 , 67.00 , 80.00 , 30.00 , 1.00 , - , 125.33 , 3.33 , 305.00 , - , 4.33 , - , sp23 , - , - , 1 026.00 , - , - , - , - , 800.00 , 800.00 , 1 030.33 , 800.00 ,, 286.85 , 1 030.00 , 278.04 , 277.33 , 801.67 , 283.26 , 59.00 , 276.21 , 279.15 , 274.00 , 279.15 , 272.08 , 272.93 , 279.15 , 273.74 , 280.85 , 272.81 , 271.70 , 10 985.67
+ 3 044.00 , 42 386.13 , 1.00 , level_9 , - , 2.67 , 73.33 , 86.00 , 16.67 , 1.00 , - , 8.33 , 2.33 , 268.67 , - , 5.67 , - , sp22 , - , - , 1 026.33 , - , - , - , - , 800.00 , 800.00 , 1 029.00 , 800.00 ,, 284.40 , 1 028.67 , 274.38 , 274.10 , 800.67 , 282.43 , 70.67 , 273.45 , 278.49 , 271.75 , 278.49 , 270.78 , 270.78 , 278.49 , 270.78 , 281.06 , 270.96 , 270.39 , 4 314.33
+ 3 045.00 , 42 386.25 , 1.00 , level_7 , - , 2.67 , 75.33 , 89.00 , - , 1.00 , - , 21.67 , 4.00 , 290.67 , - , 6.00 , - , sp22 , - , - , 1 026.00 , - , - , - , - , 800.00 , 800.00 , 1 028.00 , 747.33 ,, 288.55 , 1 028.33 , 275.11 , 274.64 , 760.67 , 283.00 , 66.00 , 274.07 , 276.61 , 270.91 , 276.61 , 272.24 , 273.28 , 276.61 , 274.58 , 279.55 , 269.66 , 268.68 , 154.00
+ 3 046.00 , 42 386.38 , 1.33 , level_3 , - , 1.33 , 73.67 , 83.67 , - , 0.67 , - , 43.33 , 5.00 , 326.67 , - , 4.00 , - , sp23 , - , - , 1 026.67 , - , - , - , - , 800.00 , 800.00 , 1 026.67 , 800.00 ,, 294.82 , 1 028.00 , 280.02 , 278.69 , 741.00 , 284.74 , 54.00 , 276.82 , 277.15 , 274.92 , 277.15 , 271.48 , 274.15 , 277.15 , 277.48 , 278.48 , 271.96 , 270.15 , 1 648.00
+ 3 047.00 , 42 386.50 , 0.67 , level_7 , - , 1.67 , 55.33 , 58.00 , - , 2.33 , - , 135.00 , 3.00 , 250.00 , - , 4.33 , - , sp22 , - , - , 1 025.00 , - , - , - , - , 800.00 , 800.00 , 1 024.00 , 800.00 ,, 293.10 , 1 026.00 , 285.28 , 284.73 , 767.00 , 288.00 , 30.33 , 284.14 , 283.15 , 278.47 , 283.15 , 276.26 , 278.49 , 283.15 , 281.26 , 285.10 , 278.01 , 277.44 , 7 113.00
+ 3 048.00 , 42 386.63 , 1.67 , level_6 , - , 1.67 , 52.67 , 52.00 , - , 2.67 , 6.67 , 126.67 , 3.33 , 210.00 , - , 2.33 , - , sp20 , - , - , 1 023.33 , - , - , - , - , 800.00 , 800.00 , 1 021.33 , 800.33 ,, 294.48 , 1 023.67 , 286.48 , 285.54 , 800.00 , 289.54 , 23.33 , 284.78 , 284.15 , 280.68 , 284.15 , 279.82 , 281.74 , 284.15 , 284.15 , 286.48 , 280.10 , 279.82 , 9 445.67
+ 3 049.00 , 42 386.75 , 1.33 , level_1 , - , - , 67.00 , 58.33 , - , 1.33 , - , 70.00 , 3.00 , 285.00 , - , 0.33 , - , sp20 , - , - , 1 022.00 , - , - , - , - , 800.00 , 800.33 , 1 020.00 , 800.00 ,, 292.03 , 1 023.00 , 281.05 , 280.14 , 800.00 , 287.80 , 49.33 , 279.55 , 282.15 , 279.55 , 282.15 , 279.74 , 280.93 , 282.15 , 282.41 , 285.37 , 279.04 , 278.78 , 8 926.67
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+ 3 083.00 , 42 391.00 , 1.00 , level_9 , - , 1.00 , 96.33 , 93.00 , 13.33 , 1.33 , 75.00 , 139.00 , 4.00 , 340.00 , 75.00 , 1.00 , - , sp22 , - , - , 1 026.00 , - , - , - , - , 735.00 , 801.00 , 1 023.67 , 769.00 ,, 289.11 , 1 026.33 , 281.46 , 280.57 , 800.67 , 288.04 , 87.00 , 279.62 , 279.65 , 280.17 , 279.65 , 274.85 , 276.81 , 279.65 , 278.19 , 287.11 , 280.02 , 279.77 , 15 983.00
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+ 4 014.00 , 42 507.38 , 1.67 , level_5 , - , 1.67 , 72.00 , 66.67 , 6.67 , 0.67 , - , 40.00 , 2.00 , 183.33 , - , 2.33 , - , sp10 , - , - , 1 020.00 , - , - , - , - , 800.00 , 801.00 , 1 021.67 , 800.00 , 1 019.67 , 313.82 , 1 019.67 , 294.45 , 292.62 , 727.67 , 299.62 , 59.67 , 290.98 , 295.75 , 297.92 , 291.03 , 281.82 , 287.00 , 285.56 , 290.00 , 290.48 , 288.75 , 285.37 , 10 169.67
+ 4 015.00 , 42 507.50 , 0.67 , level_3 , - , 4.67 , 36.00 , 49.67 , 20.00 , 1.33 , - , - , 3.00 , 143.33 , - , 3.33 , - , sp9 , - , - , 1 020.00 , - , - , - , - , 800.00 , 801.00 , 1 020.67 , 800.00 , 1 019.67 , 315.48 , 1 018.67 , 296.11 , 294.63 , 801.00 , 304.95 , 62.67 , 293.08 , 296.49 , 297.02 , 292.69 , 288.15 , 292.23 , 289.71 , 297.04 , 298.82 , 293.35 , 291.86 , 10 527.33
+ 4 016.00 , 42 507.63 , 1.33 , level_3 , - , 5.33 , 24.67 , 34.67 , 40.00 , 2.33 , 6.67 , 130.00 , 6.33 , 170.00 , 20.00 , 2.33 , - , sp5 , - , - , 1 019.00 , - , - , - , - , 801.00 , 801.67 , 1 019.00 , 800.33 , 1 018.33 , 313.15 , 1 017.00 , 295.56 , 294.00 , 802.00 , 306.11 , 72.33 , 292.38 , 294.45 , 296.48 , 292.08 , 290.74 , 294.12 , 289.63 , 299.45 , 301.82 , 296.16 , 295.87 , 9 311.33
+ 4 017.00 , 42 507.75 , 1.33 , level_3 , - , 3.33 , 24.00 , 33.67 , 40.00 , 2.67 , 20.00 , 353.33 , 5.00 , 173.33 , 20.00 , 2.00 , - , sp4 , - , - , 1 017.67 , - , - , - , - , 801.00 , 801.00 , 1 018.00 , 801.00 , 1 017.00 , 309.15 , 1 015.33 , 293.93 , 292.50 , 802.00 , 304.95 , 75.33 , 291.02 , 294.26 , 297.45 , 291.72 , 289.08 , 291.59 , 289.45 , 293.15 , 302.15 , 296.73 , 295.98 , 8 967.33
+ 4 018.00 , 42 507.88 , 1.00 , level_3 , - , 2.33 , 35.67 , 41.00 , 33.33 , 1.33 , - , 210.00 , 2.00 , 173.33 , - , 6.00 , - , sp4 , - , - , 1 017.67 , - , - , - , - , 800.00 , 801.00 , 1 018.67 , 800.00 , 1 017.33 , 306.48 , 1 015.33 , 291.48 , 289.33 , 801.67 , 301.54 , 80.33 , 287.22 , 290.63 , 295.48 , 288.83 , 286.78 , 287.93 , 285.19 , 289.00 , 298.15 , 293.98 , 292.84 , 9 239.33
+ 4 019.00 , 42 508.00 , 0.67 , level_1 , - , 1.00 , 70.00 , 62.00 , 51.67 , - , - , - , 0.67 , 106.67 , - , 1.67 , - , sp8 , - , - , 1 018.00 , - , - , - , - , 800.00 , 801.00 , 1 018.67 , 800.00 , 1 018.00 , 305.15 , 1 016.00 , 291.15 , 288.95 , 802.33 , 297.83 , 84.00 , 287.41 , 289.26 , 290.18 , 287.48 , 281.82 , 285.75 , 285.00 , 287.63 , 292.48 , 288.31 , 287.04 , 10 183.33
+ 4 020.00 , 42 508.13 , 1.33 , level_4 , - , 0.67 , 35.67 , 83.33 , 68.00 , 0.33 , 2.67 , - , 2.33 , 323.33 , - , 1.33 , - , sp1 , - , - , 1 016.67 , - , - , - , - , 800.00 , 801.00 , 1 017.00 , 800.00 , 1 016.67 , 303.82 , 1 015.67 , 290.15 , 287.96 , 803.00 , 295.35 , 88.00 , 285.56 , 288.52 , 286.92 , 286.02 , 282.96 , 285.04 , 282.59 , 286.70 , 290.48 , 285.14 , 284.08 , 7 905.33
+ 4 021.00 , 42 508.25 , 1.33 , level_7 , - , 1.33 , 85.67 , 87.00 , 55.00 , 1.00 , - , 83.33 , 2.33 , 323.33 , 6.67 , 0.67 , - , sp7 , - , - , 1 016.00 , - , - , - , - , 800.33 , 801.00 , 1 016.00 , 800.00 , 1 016.00 , 308.48 , 1 015.33 , 289.27 , 287.34 , 802.33 , 295.90 , 93.00 , 285.37 , 289.82 , 287.45 , 286.30 , 282.41 , 284.66 , 282.41 , 286.19 , 288.15 , 283.92 , 282.41 , 7 538.00
+ 4 022.00 , 42 508.38 , 1.33 , level_1 , - , 0.67 , 70.00 , 70.33 , 51.67 , 0.33 , - , 251.33 , 3.00 , 243.33 , 13.33 , 1.00 , - , sp10 , - , - , 1 016.00 , - , - , - , - , 800.67 , 801.00 , 1 016.67 , 800.00 , 1 016.00 , 315.15 , 1 017.00 , 294.08 , 293.23 , 802.33 , 300.58 , 77.67 , 292.02 , 295.37 , 300.25 , 291.03 , 285.48 , 288.51 , 289.08 , 290.93 , 291.48 , 290.15 , 286.30 , 9 594.33
+ 4 023.00 , 42 508.50 , 1.67 , level_5 , - , 3.67 , 47.00 , 50.67 , 51.67 , 3.67 , - , 330.00 , 7.00 , 210.00 , - , 1.33 , - , sp12 , - , - , 1 016.00 , - , - , - , - , 800.00 , 801.00 , 1 017.00 , 800.00 , 1 015.33 , 315.15 , 1 016.67 , 298.34 , 297.42 , 802.33 , 304.68 , 55.00 , 295.78 , 297.41 , 299.22 , 293.73 , 290.15 , 293.05 , 291.30 , 298.89 , 298.15 , 294.99 , 292.97 , 9 561.33
+ 4 024.00 , 42 508.63 , 3.67 , level_3 , - , 5.67 , 34.00 , 35.33 , 75.00 , 6.00 , - , 330.00 , 8.67 , 220.00 , 26.67 , 3.67 , - , sp9 , - , - , 1 014.33 , - , - , - , - , 801.33 , 801.00 , 1 018.00 , 800.00 , 1 013.67 , 313.48 , 1 015.33 , 300.37 , 296.35 , 803.00 , 306.42 , 62.67 , 291.85 , 299.26 , 298.48 , 295.05 , 290.15 , 292.14 , 292.41 , 295.56 , 300.82 , 297.95 , 297.55 , 9 057.33
+ 4 025.00 , 42 508.75 , 5.00 , level_1 , - , 3.33 , 37.33 , 33.00 , 75.00 , 5.67 , 6.67 , 326.67 , 9.00 , 226.67 , 33.33 , 5.00 , 0.30 , sp8 , - , - , 1 012.67 , - , - , - , - , 801.67 , 701.00 , 1 018.00 , 800.33 , 1 014.33 , 308.48 , 1 014.00 , 295.93 , 293.50 , 803.00 , 303.52 , 75.33 , 291.88 , 297.04 , 299.15 , 293.11 , 287.82 , 289.16 , 289.26 , 290.48 , 300.48 , 298.46 , 297.12 , 6 513.67
+ 4 026.00 , 42 508.88 , 5.33 , level_5 , - , 2.33 , 46.67 , 32.00 , 75.00 , 4.00 , - , 310.00 , 4.00 , 206.67 , 6.67 , 3.67 , 2.00 , sp10 , - , - , 1 014.00 , - , - , - , - , 800.33 , 601.67 , 1 019.33 , 800.00 , 1 015.00 , 306.82 , 1 015.00 , 292.25 , 290.46 , 803.00 , 300.59 , 73.67 , 289.40 , 294.26 , 296.15 , 290.71 , 285.48 , 287.36 , 287.04 , 289.15 , 296.82 , 294.17 , 292.61 , 6 797.00
+ 4 027.00 , 42 509.00 , 3.67 , level_9 , 0.10 , 2.00 , 64.00 , 46.67 , 75.00 , 3.33 , - , 300.00 , 1.00 , 46.67 , - , 1.33 , 1.30 , sp13 , - , - , 1 016.00 , - , - , - , - , 800.00 , 601.33 , 1 020.00 , 800.00 , 1 015.00 , 305.82 , 1 017.33 , 291.72 , 289.71 , 702.00 , 297.03 , 84.33 , 288.15 , 290.93 , 292.82 , 289.59 , 283.82 , 286.73 , 286.85 , 288.82 , 291.48 , 289.73 , 287.97 , 8 051.67
+ 4 028.00 , 42 509.13 , 2.33 , level_9 , - , 1.67 , 83.67 , 55.33 , 80.67 , 2.67 , - , 203.33 , 0.67 , 130.00 , - , 1.00 , - , sp12 , - , - , 1 014.67 , - , - , - , - , 800.00 , 801.33 , 1 019.67 , 800.00 , 1 014.00 , 304.48 , 1 017.00 , 291.08 , 288.57 , 775.67 , 294.97 , 83.67 , 285.74 , 290.11 , 289.48 , 287.76 , 282.48 , 286.23 , 284.08 , 288.15 , 289.15 , 287.03 , 285.19 , 4 787.33
+ 4 029.00 , 42 509.25 , 1.33 , level_1 , 0.30 , 0.33 , 91.00 , 64.67 , 90.00 , 2.00 , - , 220.00 , 1.67 , 213.33 , - , 0.67 , - , sp12 , - , - , 1 014.67 , - , - , - , - , 800.00 , 801.00 , 1 020.33 , 800.00 , 1 015.00 , 308.48 , 1 017.67 , 290.82 , 287.84 , 466.67 , 295.42 , 82.00 , 284.63 , 290.74 , 289.58 , 288.02 , 283.15 , 285.83 , 285.00 , 287.15 , 287.48 , 285.66 , 283.34 , 4 281.00
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+ 4 032.00 , 42 509.63 , 2.33 , level_5 , - , 4.33 , 29.33 , 32.33 , 90.00 , 3.67 , - , 323.33 , 5.00 , 176.67 , - , 1.67 , - , sp13 , - , - , 1 016.00 , - , - , - , - , 800.00 , 801.00 , 1 023.33 , 800.00 , 1 016.67 , 312.48 , 1 020.00 , 302.78 , 298.59 , 804.00 , 305.74 , 53.00 , 295.52 , 296.67 , 296.92 , 294.51 , 288.82 , 290.13 , 292.04 , 292.60 , 301.82 , 296.51 , 296.27 , 6 034.33
+ 4 033.00 , 42 509.75 , 3.67 , level_5 , 0.10 , 4.00 , 33.33 , 35.00 , 90.00 , 2.00 , - , 216.67 , 6.67 , 106.67 , - , 2.67 , - , sp10 , - , - , 1 016.67 , - , - , - , - , 800.00 , 801.00 , 1 024.00 , 800.00 , 1 016.33 , 307.48 , 1 019.00 , 301.86 , 297.64 , 736.17 , 304.44 , 51.67 , 294.52 , 295.19 , 298.15 , 291.88 , 287.82 , 289.15 , 289.26 , 290.74 , 302.15 , 297.68 , 296.58 , 5 679.00
+ 4 034.00 , 42 509.88 , 4.67 , level_3 , - , 1.00 , 54.67 , 47.00 , 90.00 , 1.67 , - , 328.33 , 2.33 , 93.33 , - , 3.67 , - , sp12 , - , - , 1 019.00 , - , - , - , - , 800.00 , 802.00 , 1 024.67 , 800.00 , 1 018.00 , 305.82 , 1 020.33 , 294.82 , 293.00 , 804.00 , 300.73 , 53.33 , 290.95 , 294.08 , 294.98 , 289.69 , 286.15 , 287.74 , 285.37 , 288.48 , 297.48 , 294.32 , 293.41 , 6 135.33
+ 4 035.00 , 42 510.00 , 2.67 , level_4 , - , 0.67 , 77.33 , 61.67 , 90.00 , 0.67 , - , 161.67 , 0.33 , 160.00 , - , 1.33 , - , sp13 , - , - , 1 020.67 , - , - , - , - , 800.00 , 802.33 , 1 025.00 , 800.00 , 1 019.67 , 304.82 , 1 022.00 , 291.15 , 289.98 , 468.67 , 297.26 , 63.33 , 287.52 , 290.56 , 290.22 , 288.93 , 284.48 , 286.78 , 285.19 , 288.15 , 292.82 , 288.93 , 287.97 , 8 671.67
+ 4 036.00 , 42 510.13 , 0.67 , level_4 , 0.10 , 1.33 , 86.00 , 71.33 , 85.00 , 0.67 , - , 99.67 , 1.33 , 250.00 , - , 0.67 , - , sp13 , - , - , 1 021.00 , - , - , - , - , 800.00 , 803.00 , 1 023.67 , 800.00 , 1 020.00 , 303.48 , 1 022.00 , 288.92 , 288.28 , 702.33 , 295.90 , 78.67 , 287.54 , 290.19 , 287.92 , 287.98 , 284.15 , 286.46 , 283.89 , 287.82 , 290.15 , 286.04 , 284.45 , 6 111.33
+ 4 037.00 , 42 510.25 , 1.00 , level_1 , - , 0.67 , 89.67 , 81.00 , 13.33 , 0.33 , - , 40.00 , 2.00 , 307.33 , - , 0.67 , - , sp12 , - , - , 1 021.00 , - , - , - , - , 800.00 , 801.00 , 1 023.00 , 800.00 , 1 021.00 , 307.48 , 1 022.00 , 289.62 , 287.04 , 800.67 , 295.90 , 87.00 , 285.37 , 290.74 , 289.05 , 288.13 , 283.82 , 285.63 , 284.63 , 287.59 , 288.48 , 284.87 , 282.97 , 5 689.00
+ 4 038.00 , 42 510.38 , 1.00 , level_4 , - , 1.00 , 72.00 , 69.00 , - , 1.00 , - , - , 1.67 , 313.33 , - , 2.67 , - , sp13 , - , - , 1 021.00 , - , - , - , - , 800.00 , 801.33 , 1 023.00 , 800.00 ,, 314.15 , 1 023.00 , 295.00 , 293.75 , 800.00 , 301.14 , 69.33 , 292.15 , 294.63 , 301.18 , 291.80 , 287.15 , 290.58 , 288.89 , 293.33 , 293.15 , 291.18 , 287.23 , 9 164.00
+ 4 039.00 , 42 510.50 , 1.00 , level_2 , - , 2.00 , 38.00 , 48.67 , 13.33 , 0.67 , - , 36.67 , 4.67 , 160.00 , - , 0.67 , - , sp13 , - , - , 1 021.00 , - , - , - , - , 800.00 , 801.00 , 1 021.67 , 800.00 , 1 021.33 , 313.48 , 1 022.00 , 298.89 , 297.23 , 800.67 , 305.75 , 53.33 , 294.82 , 297.41 , 299.42 , 294.15 , 292.30 , 296.13 , 292.04 , 301.48 , 300.82 , 296.42 , 295.37 , 9 683.00
+ 4 040.00 , 42 510.63 , 1.33 , level_5 , - , 5.67 , 27.67 , 34.00 , - , 3.33 , - , 206.67 , 4.67 , 190.00 , - , 1.67 , - , sp12 , - , - , 1 021.00 , - , - , - , - , 800.00 , 802.00 , 1 019.33 , 800.00 , 1 020.33 , 311.15 , 1 020.33 , 300.74 , 298.14 , 800.00 , 306.84 , 49.00 , 295.22 , 296.67 , 299.88 , 293.93 , 293.52 , 299.42 , 292.11 , 305.74 , 304.15 , 299.24 , 298.64 , 9 237.00
+ 4 041.00 , 42 510.75 , 1.00 , level_5 , - , 5.00 , 29.33 , 34.67 , - , 2.67 , - , 300.00 , 5.67 , 213.33 , - , 1.33 , - , sp10 , - , - , 1 020.67 , - , - , - , - , 800.00 , 800.33 , 1 017.67 , 800.00 , 1 020.00 , 307.15 , 1 018.67 , 298.89 , 296.64 , 800.00 , 305.52 , 55.33 , 294.35 , 296.85 , 301.48 , 294.03 , 292.41 , 297.56 , 291.30 , 301.11 , 303.82 , 300.45 , 298.85 , 8 116.00
+ 4 042.00 , 42 510.88 , 2.33 , level_3 , - , 2.33 , 48.67 , 30.00 , 20.00 , 1.00 , - , 139.67 , 4.67 , 226.67 , - , 3.67 , - , sp10 , - , - , 1 021.00 , - , - , - , - , 800.00 , 800.00 , 1 017.00 , 800.00 , 1 020.33 , 304.82 , 1 018.33 , 293.15 , 291.24 , 801.00 , 301.77 , 75.67 , 290.00 , 293.71 , 298.82 , 290.77 , 289.41 , 292.62 , 287.41 , 295.56 , 299.48 , 297.26 , 295.48 , 8 723.00
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+ 4 044.00 , 42 511.13 , 2.00 , level_5 , - , 0.33 , 87.67 , 80.33 , - , 0.33 , - , 56.00 , 2.00 , 186.67 , - , 1.00 , - , sp11 , - , - , 1 020.00 , - , - , - , - , 800.00 , 800.00 , 1 014.00 , 800.00 , 1 019.67 , 302.15 , 1 018.00 , 289.85 , 287.37 , 800.00 , 295.85 , 83.67 , 285.56 , 290.56 , 289.05 , 287.78 , 281.48 , 287.04 , 283.34 , 290.45 , 291.15 , 286.86 , 285.56 , 4 654.00
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+ 4 046.00 , 42 511.38 , 0.67 , level_6 , - , 0.33 , 52.67 , 69.67 , 20.00 , 1.00 , - , 125.00 , 5.33 , 250.00 , 26.67 , 1.67 , - , sp9 , - , - , 1 019.67 , - , - , - , - , 801.33 , 800.33 , 1 013.00 , 800.00 , 1 019.67 , 307.82 , 1 018.33 , 295.37 , 294.28 , 801.00 , 298.46 , 65.33 , 293.15 , 294.08 , 301.62 , 292.58 , 289.33 , 293.97 , 289.63 , 298.15 , 292.15 , 292.47 , 288.89 , 3 636.00
+ 4 047.00 , 42 511.50 , 1.00 , level_5 , - , 3.67 , 32.33 , 55.33 , 13.33 , 3.33 , - , 270.00 , 8.00 , 216.67 , - , 1.00 , - , sp8 , - , - , 1 019.33 , - , - , - , - , 800.00 , 801.00 , 1 013.33 , 800.00 , 1 018.67 , 308.15 , 1 017.67 , 300.00 , 297.70 , 800.67 , 302.88 , 55.33 , 294.98 , 299.82 , 299.82 , 295.63 , 290.56 , 298.00 , 292.96 , 303.89 , 299.82 , 296.42 , 295.00 , 3 662.33
+ 4 048.00 , 42 511.63 , 3.33 , level_5 , - , 5.33 , 33.00 , 37.67 , 38.33 , 4.67 , - , 316.67 , 8.00 , 223.33 , 26.67 , 4.00 , - , sp7 , - , - , 1 018.67 , - , - , - , - , 801.33 , 801.00 , 1 012.00 , 800.00 , 1 017.33 , 305.82 , 1 015.00 , 300.37 , 298.00 , 801.67 , 304.09 , 56.00 , 294.88 , 299.63 , 300.82 , 296.00 , 288.89 , 296.70 , 292.96 , 304.63 , 302.15 , 300.22 , 299.66 , 1 853.67
+ 4 049.00 , 42 511.75 , 4.67 , level_4 , 0.20 , 4.67 , 33.67 , 33.67 , 75.00 , 2.33 , - , 170.00 , 7.00 , 226.67 , 40.00 , 5.33 , - , sp5 , - , - , 1 017.33 , - , - , - , - , 802.00 , 801.33 , 1 012.33 , 800.00 , 1 016.33 , 304.15 , 1 013.00 , 296.48 , 295.37 , 307.33 , 303.27 , 57.67 , 293.88 , 297.78 , 301.15 , 294.59 , 288.34 , 292.06 , 291.48 , 297.59 , 301.82 , 300.59 , 299.12 ,-1 538.67
+ 4 050.00 , 42 511.88 , 5.00 , level_3 , 0.10 , 2.00 , 52.33 , 48.00 , 75.00 , 1.33 , - , 43.33 , 4.00 , 226.67 , 20.00 , 4.33 , - , sp7 , - , - , 1 017.00 , - , - , - , - , 801.00 , 801.00 , 1 011.00 , 800.00 , 1 018.67 , 303.48 , 1 013.00 , 291.36 , 290.60 , 702.00 , 300.14 , 82.00 , 289.91 , 294.08 , 297.48 , 290.70 , 287.78 , 289.79 , 287.78 , 292.22 , 296.48 , 296.46 , 295.17 , 771.00
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+ 4 052.00 , 42 512.13 , 4.33 , level_7 , - , 1.33 , 91.33 , 57.67 , 77.33 , 1.33 , 75.00 , 86.67 , 1.00 , 282.00 , - , 2.33 , - , sp10 , - , - , 1 015.67 , - , - , - , - , 800.00 , 801.67 , 1 010.33 , 803.00 , 1 015.00 , 301.82 , 1 013.00 , 290.15 , 287.97 , 775.67 , 296.12 , 78.67 , 286.67 , 290.37 , 294.48 , 287.69 , 285.82 , 287.35 , 282.59 , 288.89 , 290.82 , 293.14 , 292.51 , 757.00
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+ 4 054.00 , 42 512.38 , 8.00 , level_6 , 0.50 , 0.67 , 77.00 , 60.33 , 75.00 , 5.67 , 6.67 , 313.33 , 1.33 , 96.33 , - , 2.00 , - , sp13 , - , - , 1 014.67 , - , - , - , - , 800.00 , 801.00 , 1 014.67 , 800.33 , 1 015.00 , 307.82 , 1 014.33 , 295.22 , 294.11 , 507.00 , 297.55 , 60.67 , 292.95 , 295.56 , 298.58 , 291.22 , 284.60 , 286.13 , 288.22 , 287.78 , 291.48 , 292.64 , 290.19 ,-680.33
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diff --git a/Advanced_Regression/Advanced-Regression-Starter-Data/kamo_Notebook.ipynb b/Advanced_Regression/Advanced-Regression-Starter-Data/kamo_Notebook.ipynb
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@@ -0,0 +1,1416 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "6c7e849a",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-11T09:24:53.643384Z",
+ "start_time": "2021-06-11T09:24:53.622385Z"
+ }
+ },
+ "source": [
+ "# Regression Predict Student Solution\n",
+ "\n",
+ "© Explore Data Science Academy\n",
+ "\n",
+ "---\n",
+ "### Honour Code\n",
+ "\n",
+ "I {**YOUR NAME, YOUR SURNAME**}, confirm - by submitting this document - that the solutions in this notebook are a result of my own work and that I abide by the [EDSA honour code](https://drive.google.com/file/d/1QDCjGZJ8-FmJE3bZdIQNwnJyQKPhHZBn/view?usp=sharing).\n",
+ "\n",
+ "Non-compliance with the honour code constitutes a material breach of contract.\n",
+ "\n",
+ "### Predict Overview: Spain Electricity Shortfall Challenge\n",
+ "\n",
+ "The government of Spain is considering an expansion of it's renewable energy resource infrastructure investments. As such, they require information on the trends and patterns of the countries renewable sources and fossil fuel energy generation. Your company has been awarded the contract to:\n",
+ "\n",
+ "- 1. analyse the supplied data;\n",
+ "- 2. identify potential errors in the data and clean the existing data set;\n",
+ "- 3. determine if additional features can be added to enrich the data set;\n",
+ "- 4. build a model that is capable of forecasting the three hourly demand shortfalls;\n",
+ "- 5. evaluate the accuracy of the best machine learning model;\n",
+ "- 6. determine what features were most important in the model’s prediction decision, and\n",
+ "- 7. explain the inner working of the model to a non-technical audience.\n",
+ "\n",
+ "Formally the problem statement was given to you, the senior data scientist, by your manager via email reads as follow:\n",
+ "\n",
+ "> In this project you are tasked to model the shortfall between the energy generated by means of fossil fuels and various renewable sources - for the country of Spain. The daily shortfall, which will be referred to as the target variable, will be modelled as a function of various city-specific weather features such as `pressure`, `wind speed`, `humidity`, etc. As with all data science projects, the provided features are rarely adequate predictors of the target variable. As such, you are required to perform feature engineering to ensure that you will be able to accurately model Spain's three hourly shortfalls.\n",
+ " \n",
+ "On top of this, she has provided you with a starter notebook containing vague explanations of what the main outcomes are. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "05600c92",
+ "metadata": {},
+ "source": [
+ " \n",
+ "\n",
+ "## Table of Contents\n",
+ "\n",
+ "1. Importing Packages \n",
+ "\n",
+ "2. Loading Data \n",
+ "\n",
+ "3. Exploratory Data Analysis (EDA) \n",
+ "\n",
+ "4. Data Engineering \n",
+ "\n",
+ "5. Modeling \n",
+ "\n",
+ "6. Model Performance \n",
+ "\n",
+ "7. Model Explanations "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "997462e2",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 1. Importing Packages\n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Importing Packages ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to import, and briefly discuss, the libraries that will be used throughout your analysis and modelling. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "475dbe93",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-23T10:30:53.800892Z",
+ "start_time": "2021-06-23T10:30:50.215449Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "# Libraries for data loading, data manipulation and data visulisation\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "# Libraries for data preparation and model building\n",
+ "\n",
+ "\n",
+ "# Setting global constants to ensure notebook results are reproducible\n",
+ "PARAMETER_CONSTANT = '###'"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f22a6718",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 2. Loading the Data\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Loading the data ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to load the data from the `df_train` file into a DataFrame. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "fbbb6c18",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-28T08:49:35.311495Z",
+ "start_time": "2021-06-28T08:49:35.295494Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "df_train = pd.read_csv('df_train.csv')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "81132ab3",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 3. Exploratory Data Analysis (EDA)\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Exploratory data analysis ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section, you are required to perform an in-depth analysis of all the variables in the DataFrame. |\n",
+ "\n",
+ "---\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "e805134e",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-28T08:52:37.824204Z",
+ "start_time": "2021-06-28T08:52:37.811206Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(8763, 49)"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# look at data statistics\n",
+ "df_train.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "2c257878",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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+ " 286.422929 \n",
+ " 288.447422 \n",
+ " 287.966027 \n",
+ " 291.633356 \n",
+ " 288.419439 \n",
+ " 287.202203 \n",
+ " 10673.857612 \n",
+ " \n",
+ " \n",
+ " std \n",
+ " 2529.804538 \n",
+ " 1.850371 \n",
+ " 0.374901 \n",
+ " 2.411190 \n",
+ " 22.621226 \n",
+ " 24.335396 \n",
+ " 32.551044 \n",
+ " 1.695888 \n",
+ " 24.272482 \n",
+ " 102.056299 \n",
+ " ... \n",
+ " 9.752047 \n",
+ " 6.528111 \n",
+ " 6.705672 \n",
+ " 6.818682 \n",
+ " 6.102593 \n",
+ " 7.105590 \n",
+ " 8.178220 \n",
+ " 9.346796 \n",
+ " 9.206237 \n",
+ " 5218.046404 \n",
+ " \n",
+ " \n",
+ " min \n",
+ " 0.000000 \n",
+ " 0.000000 \n",
+ " 0.000000 \n",
+ " 0.000000 \n",
+ " 8.333333 \n",
+ " 6.333333 \n",
+ " 0.000000 \n",
+ " 0.000000 \n",
+ " 0.000000 \n",
+ " 0.000000 \n",
+ " ... \n",
+ " 264.983333 \n",
+ " 270.816667 \n",
+ " 264.483333 \n",
+ " 267.483333 \n",
+ " 269.483333 \n",
+ " 269.063000 \n",
+ " 270.150000 \n",
+ " 264.983333 \n",
+ " 264.983333 \n",
+ " -6618.000000 \n",
+ " \n",
+ " \n",
+ " 25% \n",
+ " 2190.500000 \n",
+ " 1.000000 \n",
+ " 0.000000 \n",
+ " 1.000000 \n",
+ " 44.333333 \n",
+ " 36.333333 \n",
+ " 10.000000 \n",
+ " 0.666667 \n",
+ " 0.000000 \n",
+ " 73.333333 \n",
+ " ... \n",
+ " 282.150000 \n",
+ " 284.973443 \n",
+ " 280.085167 \n",
+ " 281.374167 \n",
+ " 284.150000 \n",
+ " 282.836776 \n",
+ " 285.816667 \n",
+ " 281.404281 \n",
+ " 280.299167 \n",
+ " 7390.333333 \n",
+ " \n",
+ " \n",
+ " 50% \n",
+ " 4381.000000 \n",
+ " 2.000000 \n",
+ " 0.000000 \n",
+ " 1.666667 \n",
+ " 65.666667 \n",
+ " 58.000000 \n",
+ " 45.000000 \n",
+ " 1.000000 \n",
+ " 0.000000 \n",
+ " 147.000000 \n",
+ " ... \n",
+ " 288.116177 \n",
+ " 289.416667 \n",
+ " 284.816667 \n",
+ " 286.158333 \n",
+ " 288.150000 \n",
+ " 287.630000 \n",
+ " 290.816667 \n",
+ " 287.053333 \n",
+ " 286.083333 \n",
+ " 11114.666667 \n",
+ " \n",
+ " \n",
+ " 75% \n",
+ " 6571.500000 \n",
+ " 3.333333 \n",
+ " 0.100000 \n",
+ " 3.666667 \n",
+ " 82.000000 \n",
+ " 78.666667 \n",
+ " 75.000000 \n",
+ " 2.666667 \n",
+ " 20.000000 \n",
+ " 234.000000 \n",
+ " ... \n",
+ " 296.816667 \n",
+ " 294.909000 \n",
+ " 289.816667 \n",
+ " 291.034167 \n",
+ " 292.966667 \n",
+ " 292.483333 \n",
+ " 297.150000 \n",
+ " 295.154667 \n",
+ " 293.884500 \n",
+ " 14498.166667 \n",
+ " \n",
+ " \n",
+ " max \n",
+ " 8762.000000 \n",
+ " 13.000000 \n",
+ " 3.000000 \n",
+ " 52.000000 \n",
+ " 100.000000 \n",
+ " 100.000000 \n",
+ " 100.000000 \n",
+ " 12.666667 \n",
+ " 97.333333 \n",
+ " 359.333333 \n",
+ " ... \n",
+ " 314.483333 \n",
+ " 307.316667 \n",
+ " 309.816667 \n",
+ " 310.710000 \n",
+ " 304.816667 \n",
+ " 317.966667 \n",
+ " 314.816667 \n",
+ " 313.133333 \n",
+ " 310.383333 \n",
+ " 31904.000000 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
8 rows × 46 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Unnamed: 0 Madrid_wind_speed Bilbao_rain_1h Valencia_wind_speed \\\n",
+ "count 8763.000000 8763.000000 8763.000000 8763.000000 \n",
+ "mean 4381.000000 2.425729 0.135753 2.586272 \n",
+ "std 2529.804538 1.850371 0.374901 2.411190 \n",
+ "min 0.000000 0.000000 0.000000 0.000000 \n",
+ "25% 2190.500000 1.000000 0.000000 1.000000 \n",
+ "50% 4381.000000 2.000000 0.000000 1.666667 \n",
+ "75% 6571.500000 3.333333 0.100000 3.666667 \n",
+ "max 8762.000000 13.000000 3.000000 52.000000 \n",
+ "\n",
+ " Seville_humidity Madrid_humidity Bilbao_clouds_all \\\n",
+ "count 8763.000000 8763.000000 8763.000000 \n",
+ "mean 62.658793 57.414717 43.469132 \n",
+ "std 22.621226 24.335396 32.551044 \n",
+ "min 8.333333 6.333333 0.000000 \n",
+ "25% 44.333333 36.333333 10.000000 \n",
+ "50% 65.666667 58.000000 45.000000 \n",
+ "75% 82.000000 78.666667 75.000000 \n",
+ "max 100.000000 100.000000 100.000000 \n",
+ "\n",
+ " Bilbao_wind_speed Seville_clouds_all Bilbao_wind_deg ... \\\n",
+ "count 8763.000000 8763.000000 8763.000000 ... \n",
+ "mean 1.850356 13.714748 158.957511 ... \n",
+ "std 1.695888 24.272482 102.056299 ... \n",
+ "min 0.000000 0.000000 0.000000 ... \n",
+ "25% 0.666667 0.000000 73.333333 ... \n",
+ "50% 1.000000 0.000000 147.000000 ... \n",
+ "75% 2.666667 20.000000 234.000000 ... \n",
+ "max 12.666667 97.333333 359.333333 ... \n",
+ "\n",
+ " Madrid_temp_max Barcelona_temp Bilbao_temp_min Bilbao_temp \\\n",
+ "count 8763.000000 8763.000000 8763.000000 8763.000000 \n",
+ "mean 289.540309 289.855459 285.017973 286.422929 \n",
+ "std 9.752047 6.528111 6.705672 6.818682 \n",
+ "min 264.983333 270.816667 264.483333 267.483333 \n",
+ "25% 282.150000 284.973443 280.085167 281.374167 \n",
+ "50% 288.116177 289.416667 284.816667 286.158333 \n",
+ "75% 296.816667 294.909000 289.816667 291.034167 \n",
+ "max 314.483333 307.316667 309.816667 310.710000 \n",
+ "\n",
+ " Barcelona_temp_min Bilbao_temp_max Seville_temp_min Madrid_temp \\\n",
+ "count 8763.000000 8763.000000 8763.000000 8763.000000 \n",
+ "mean 288.447422 287.966027 291.633356 288.419439 \n",
+ "std 6.102593 7.105590 8.178220 9.346796 \n",
+ "min 269.483333 269.063000 270.150000 264.983333 \n",
+ "25% 284.150000 282.836776 285.816667 281.404281 \n",
+ "50% 288.150000 287.630000 290.816667 287.053333 \n",
+ "75% 292.966667 292.483333 297.150000 295.154667 \n",
+ "max 304.816667 317.966667 314.816667 313.133333 \n",
+ "\n",
+ " Madrid_temp_min load_shortfall_3h \n",
+ "count 8763.000000 8763.000000 \n",
+ "mean 287.202203 10673.857612 \n",
+ "std 9.206237 5218.046404 \n",
+ "min 264.983333 -6618.000000 \n",
+ "25% 280.299167 7390.333333 \n",
+ "50% 286.083333 11114.666667 \n",
+ "75% 293.884500 14498.166667 \n",
+ "max 310.383333 31904.000000 \n",
+ "\n",
+ "[8 rows x 46 columns]"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train.describe()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "c9edd79c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Valencia_pressure 2068\n",
+ "Unnamed: 0 0\n",
+ "Madrid_weather_id 0\n",
+ "Bilbao_pressure 0\n",
+ "Seville_weather_id 0\n",
+ "Seville_temp_max 0\n",
+ "Madrid_pressure 0\n",
+ "Valencia_temp_max 0\n",
+ "Valencia_temp 0\n",
+ "Bilbao_weather_id 0\n",
+ "Seville_temp 0\n",
+ "Valencia_humidity 0\n",
+ "Valencia_temp_min 0\n",
+ "Barcelona_temp_max 0\n",
+ "Madrid_temp_max 0\n",
+ "Barcelona_temp 0\n",
+ "Bilbao_temp_min 0\n",
+ "Bilbao_temp 0\n",
+ "Barcelona_temp_min 0\n",
+ "Bilbao_temp_max 0\n",
+ "Seville_temp_min 0\n",
+ "Madrid_temp 0\n",
+ "Madrid_temp_min 0\n",
+ "Barcelona_weather_id 0\n",
+ "Valencia_snow_3h 0\n",
+ "time 0\n",
+ "Barcelona_rain_3h 0\n",
+ "Madrid_wind_speed 0\n",
+ "Valencia_wind_deg 0\n",
+ "Bilbao_rain_1h 0\n",
+ "Valencia_wind_speed 0\n",
+ "Seville_humidity 0\n",
+ "Madrid_humidity 0\n",
+ "Bilbao_clouds_all 0\n",
+ "Bilbao_wind_speed 0\n",
+ "Seville_clouds_all 0\n",
+ "Bilbao_wind_deg 0\n",
+ "Barcelona_wind_speed 0\n",
+ "Barcelona_wind_deg 0\n",
+ "Madrid_clouds_all 0\n",
+ "Seville_wind_speed 0\n",
+ "Barcelona_rain_1h 0\n",
+ "Seville_pressure 0\n",
+ "Seville_rain_1h 0\n",
+ "Bilbao_snow_3h 0\n",
+ "Barcelona_pressure 0\n",
+ "Seville_rain_3h 0\n",
+ "Madrid_rain_1h 0\n",
+ "load_shortfall_3h 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train.isnull().sum().sort_values(ascending=False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "3be73a39",
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'df' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[1;32mIn[8], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m df\u001b[38;5;241m.\u001b[39mValencia_pressure\u001b[38;5;241m.\u001b[39mdescribe()\n",
+ "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined"
+ ]
+ }
+ ],
+ "source": [
+ "df.Valencia_pressure.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "ca99bd94",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 8763 entries, 0 to 8762\n",
+ "Data columns (total 49 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Unnamed: 0 8763 non-null int64 \n",
+ " 1 time 8763 non-null object \n",
+ " 2 Madrid_wind_speed 8763 non-null float64\n",
+ " 3 Valencia_wind_deg 8763 non-null object \n",
+ " 4 Bilbao_rain_1h 8763 non-null float64\n",
+ " 5 Valencia_wind_speed 8763 non-null float64\n",
+ " 6 Seville_humidity 8763 non-null float64\n",
+ " 7 Madrid_humidity 8763 non-null float64\n",
+ " 8 Bilbao_clouds_all 8763 non-null float64\n",
+ " 9 Bilbao_wind_speed 8763 non-null float64\n",
+ " 10 Seville_clouds_all 8763 non-null float64\n",
+ " 11 Bilbao_wind_deg 8763 non-null float64\n",
+ " 12 Barcelona_wind_speed 8763 non-null float64\n",
+ " 13 Barcelona_wind_deg 8763 non-null float64\n",
+ " 14 Madrid_clouds_all 8763 non-null float64\n",
+ " 15 Seville_wind_speed 8763 non-null float64\n",
+ " 16 Barcelona_rain_1h 8763 non-null float64\n",
+ " 17 Seville_pressure 8763 non-null object \n",
+ " 18 Seville_rain_1h 8763 non-null float64\n",
+ " 19 Bilbao_snow_3h 8763 non-null float64\n",
+ " 20 Barcelona_pressure 8763 non-null float64\n",
+ " 21 Seville_rain_3h 8763 non-null float64\n",
+ " 22 Madrid_rain_1h 8763 non-null float64\n",
+ " 23 Barcelona_rain_3h 8763 non-null float64\n",
+ " 24 Valencia_snow_3h 8763 non-null float64\n",
+ " 25 Madrid_weather_id 8763 non-null float64\n",
+ " 26 Barcelona_weather_id 8763 non-null float64\n",
+ " 27 Bilbao_pressure 8763 non-null float64\n",
+ " 28 Seville_weather_id 8763 non-null float64\n",
+ " 29 Valencia_pressure 6695 non-null float64\n",
+ " 30 Seville_temp_max 8763 non-null float64\n",
+ " 31 Madrid_pressure 8763 non-null float64\n",
+ " 32 Valencia_temp_max 8763 non-null float64\n",
+ " 33 Valencia_temp 8763 non-null float64\n",
+ " 34 Bilbao_weather_id 8763 non-null float64\n",
+ " 35 Seville_temp 8763 non-null float64\n",
+ " 36 Valencia_humidity 8763 non-null float64\n",
+ " 37 Valencia_temp_min 8763 non-null float64\n",
+ " 38 Barcelona_temp_max 8763 non-null float64\n",
+ " 39 Madrid_temp_max 8763 non-null float64\n",
+ " 40 Barcelona_temp 8763 non-null float64\n",
+ " 41 Bilbao_temp_min 8763 non-null float64\n",
+ " 42 Bilbao_temp 8763 non-null float64\n",
+ " 43 Barcelona_temp_min 8763 non-null float64\n",
+ " 44 Bilbao_temp_max 8763 non-null float64\n",
+ " 45 Seville_temp_min 8763 non-null float64\n",
+ " 46 Madrid_temp 8763 non-null float64\n",
+ " 47 Madrid_temp_min 8763 non-null float64\n",
+ " 48 load_shortfall_3h 8763 non-null float64\n",
+ "dtypes: float64(45), int64(1), object(3)\n",
+ "memory usage: 3.3+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "df_train.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "ee3d7bb9",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train.Seville_pressure.head"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "2fb74182",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# plot relevant feature interactions\n",
+ "\n",
+ "##Thembi, DLXL"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "6dd6ee8c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# evaluate correlation\n",
+ "\n",
+ "##Kamo, Katlego "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "de51df85",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([[,\n",
+ " ,\n",
+ " ,\n",
+ " ],\n",
+ " [,\n",
+ " ,\n",
+ " ,\n",
+ " ],\n",
+ " [,\n",
+ " ,\n",
+ " ,\n",
+ " ],\n",
+ " [,\n",
+ " ,\n",
+ " ,\n",
+ " ],\n",
+ " [, ,\n",
+ " , ]], dtype=object)"
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# have a look at feature distributions\n",
+ "\n",
+ "features = ['Madrid_wind_speed', 'Valencia_wind_deg',\n",
+ " 'Bilbao_rain_1h', 'Valencia_wind_speed', 'Seville_humidity',\n",
+ " 'Madrid_humidity', 'Bilbao_clouds_all', 'Bilbao_wind_speed',\n",
+ " 'Seville_clouds_all', 'Bilbao_wind_deg', 'Barcelona_wind_speed',\n",
+ " 'Barcelona_wind_deg', 'Madrid_clouds_all', 'Seville_wind_speed',\n",
+ " 'Barcelona_rain_1h', 'Seville_pressure', 'Seville_rain_1h',\n",
+ " 'Bilbao_snow_3h', 'Barcelona_pressure']\n",
+ "\n",
+ "df_train[features].hist(figsize=(10,10))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "21c1aeb0",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([[,\n",
+ " ,\n",
+ " ,\n",
+ " ,\n",
+ " ],\n",
+ " [,\n",
+ " ,\n",
+ " ,\n",
+ " ,\n",
+ " ],\n",
+ " [,\n",
+ " ,\n",
+ " ,\n",
+ " ,\n",
+ " ],\n",
+ " [,\n",
+ " ,\n",
+ " ,\n",
+ " ,\n",
+ " ],\n",
+ " [,\n",
+ " ,\n",
+ " ,\n",
+ " ,\n",
+ " ],\n",
+ " [,\n",
+ " ,\n",
+ " , ,\n",
+ " ]], dtype=object)"
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "features = ['Seville_rain_3h',\n",
+ " 'Madrid_rain_1h', 'Barcelona_rain_3h', 'Valencia_snow_3h',\n",
+ " 'Madrid_weather_id', 'Barcelona_weather_id', 'Bilbao_pressure',\n",
+ " 'Seville_weather_id', 'Valencia_pressure', 'Seville_temp_max',\n",
+ " 'Madrid_pressure', 'Valencia_temp_max', 'Valencia_temp',\n",
+ " 'Bilbao_weather_id', 'Seville_temp', 'Valencia_humidity',\n",
+ " 'Valencia_temp_min', 'Barcelona_temp_max', 'Madrid_temp_max',\n",
+ " 'Barcelona_temp', 'Bilbao_temp_min', 'Bilbao_temp',\n",
+ " 'Barcelona_temp_min', 'Bilbao_temp_max', 'Seville_temp_min',\n",
+ " 'Madrid_temp', 'Madrid_temp_min', 'load_shortfall_3h']\n",
+ "df[features].hist(figsize=(10,10))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "id": "79850c05",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([[,\n",
+ " ,\n",
+ " ,\n",
+ " ],\n",
+ " [,\n",
+ " ,\n",
+ " ,\n",
+ " ],\n",
+ " [,\n",
+ " ,\n",
+ " ,\n",
+ " ],\n",
+ " [,\n",
+ " ,\n",
+ " ,\n",
+ " ],\n",
+ " [,\n",
+ " ,\n",
+ " , ]],\n",
+ " dtype=object)"
+ ]
+ },
+ "execution_count": 33,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "features = ['Valencia_pressure', 'Seville_temp_max',\n",
+ " 'Madrid_pressure', 'Valencia_temp_max', 'Valencia_temp', 'Seville_temp', 'Valencia_humidity',\n",
+ " 'Valencia_temp_min', 'Barcelona_temp_max', 'Madrid_temp_max',\n",
+ " 'Barcelona_temp', 'Bilbao_temp_min', 'Bilbao_temp',\n",
+ " 'Barcelona_temp_min', 'Bilbao_temp_max', 'Seville_temp_min',\n",
+ " 'Madrid_temp', 'Madrid_temp_min', 'load_shortfall_3h']\n",
+ "df[features].hist(figsize=(10,10))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3fa93ec6",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 4. Data Engineering\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Data engineering ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to: clean the dataset, and possibly create new features - as identified in the EDA phase. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "059c2f3e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# remove missing values/ features"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "id": "84eea17b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# create new features\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "59692724",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# engineer existing features\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "43b2d523",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 5. Modelling\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Modelling ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section, you are required to create one or more regression models that are able to accurately predict the thee hour load shortfall. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "2344b3e0",
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'pd' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[1;32mIn[1], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;66;03m# split data\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m test_df \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mread_csv(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdf_test.csv\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
+ "\u001b[1;31mNameError\u001b[0m: name 'pd' is not defined"
+ ]
+ }
+ ],
+ "source": [
+ "# split data\n",
+ "test_df = pd.read_csv('df_test.csv')\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "id": "9c58df02",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# create targets and features dataset\n",
+ "targets = ['load_shortfall_3h']\n",
+ "features = ['Valencia_pressure', 'Seville_temp_max',\n",
+ " 'Madrid_pressure', 'Valencia_temp_max', 'Valencia_temp', 'Seville_temp', 'Valencia_humidity',\n",
+ " 'Valencia_temp_min', 'Barcelona_temp_max', 'Madrid_temp_max',\n",
+ " 'Barcelona_temp', 'Bilbao_temp_min', 'Bilbao_temp',\n",
+ " 'Barcelona_temp_min', 'Bilbao_temp_max', 'Seville_temp_min',\n",
+ " 'Madrid_temp', 'Madrid_temp_min']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "id": "20d073e0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# create one or more ML models\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a70c15d7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# evaluate one or more ML models"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6b530251",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 6. Model Performance\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Model performance ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to compare the relative performance of the various trained ML models on a holdout dataset and comment on what model is the best and why. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "6a69b5a1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Compare model performance"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "3874a7c6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Choose best model and motivate why it is the best choice"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a8ad0c0d",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 7. Model Explanations\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Model explanation ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section, you are required to discuss how the best performing model works in a simple way so that both technical and non-technical stakeholders can grasp the intuition behind the model's inner workings. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "5ff741c2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# discuss chosen methods logic"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.5"
+ },
+ "latex_envs": {
+ "LaTeX_envs_menu_present": true,
+ "autoclose": false,
+ "autocomplete": true,
+ "bibliofile": "biblio.bib",
+ "cite_by": "apalike",
+ "current_citInitial": 1,
+ "eqLabelWithNumbers": true,
+ "eqNumInitial": 1,
+ "hotkeys": {
+ "equation": "Ctrl-E",
+ "itemize": "Ctrl-I"
+ },
+ "labels_anchors": false,
+ "latex_user_defs": false,
+ "report_style_numbering": false,
+ "user_envs_cfg": false
+ },
+ "toc": {
+ "base_numbering": 1,
+ "nav_menu": {},
+ "number_sections": true,
+ "sideBar": true,
+ "skip_h1_title": false,
+ "title_cell": "Table of Contents",
+ "title_sidebar": "Contents",
+ "toc_cell": false,
+ "toc_position": {},
+ "toc_section_display": true,
+ "toc_window_display": false
+ },
+ "varInspector": {
+ "cols": {
+ "lenName": 16,
+ "lenType": 16,
+ "lenVar": 40
+ },
+ "kernels_config": {
+ "python": {
+ "delete_cmd_postfix": "",
+ "delete_cmd_prefix": "del ",
+ "library": "var_list.py",
+ "varRefreshCmd": "print(var_dic_list())"
+ },
+ "r": {
+ "delete_cmd_postfix": ") ",
+ "delete_cmd_prefix": "rm(",
+ "library": "var_list.r",
+ "varRefreshCmd": "cat(var_dic_list()) "
+ }
+ },
+ "types_to_exclude": [
+ "module",
+ "function",
+ "builtin_function_or_method",
+ "instance",
+ "_Feature"
+ ],
+ "window_display": false
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Advanced_Regression/Advanced-Regression-Starter-Data/mlr_model.pkl b/Advanced_Regression/Advanced-Regression-Starter-Data/mlr_model.pkl
new file mode 100644
index 00000000..dbbd462d
Binary files /dev/null and b/Advanced_Regression/Advanced-Regression-Starter-Data/mlr_model.pkl differ
diff --git a/Advanced_Regression/Advanced-Regression-Starter-Data/model.py b/Advanced_Regression/Advanced-Regression-Starter-Data/model.py
new file mode 100644
index 00000000..ec3a86a5
--- /dev/null
+++ b/Advanced_Regression/Advanced-Regression-Starter-Data/model.py
@@ -0,0 +1,155 @@
+"""
+
+ Helper functions for the pretrained model to be used within our API.
+
+ Author: Explore Data Science Academy.
+
+ Note:
+ ---------------------------------------------------------------------
+ Please follow the instructions provided within the README.md file
+ located within this directory for guidance on how to use this script
+ correctly.
+
+ Importantly, you will need to modify this file by adding
+ your own data preprocessing steps within the `_preprocess_data()`
+ function.
+ ----------------------------------------------------------------------
+
+ Description: This file contains several functions used to abstract aspects
+ of model interaction within the API. This includes loading a model from
+ file, data preprocessing, and model prediction.
+
+"""
+
+# Helper Dependencies
+import numpy as np
+import pandas as pd
+import pickle
+import json
+from sklearn.preprocessing import StandardScaler
+
+def _preprocess_data(data):
+ """Private helper function to preprocess data for model prediction.
+
+ NB: If you have utilised feature engineering/selection in order to create
+ your final model you will need to define the code here.
+
+
+ Parameters
+ ----------
+ data : str
+ The data payload received within POST requests sent to our API.
+
+ Returns
+ -------
+ Pandas DataFrame :
+ The preprocessed data, ready to be used our model for prediction.
+ """
+ data = data.drop(['Unnamed: 0'],axis=1) #remove the unnamed col
+ data = data.drop([col for col in data if 'id' in col], axis ='columns')
+ data = data.drop(['Seville_pressure','Valencia_wind_deg'],axis='columns')
+
+ #create new features
+ temp_features = [col for col in data if 'temp' in col and 'av_spain_temp' not in col]
+ data['av_spain_temp'] = data[temp_features].mean(axis=1)
+ data = data.drop(temp_features, axis='columns')
+
+ pressure_features = [col for col in data if 'pressure' in col and 'av_spain_pressure' not in col]
+ data['av_spain_pressure'] = data[pressure_features].mean(axis=1)
+ data = data.drop(pressure_features, axis='columns')
+
+ rain_features = [col for col in data if 'rain' in col and 'av_spain_rain' not in col]
+ data['av_spain_rain'] = data[rain_features].mean(axis=1)
+ data = data.drop(rain_features, axis='columns')
+
+ wind_features = [col for col in data if 'wind' in col and 'av_spain_wind' not in col]
+ data['av_spain_wind'] = data[wind_features].mean(axis=1)
+ data = data.drop(wind_features, axis='columns')
+
+ snow_features = [col for col in data if 'snow' in col and 'av_spain_snow' not in col]
+ data['av_spain_snow'] = data[snow_features].mean(axis=1)
+ data = data.drop(snow_features, axis='columns')
+
+ clouds_features = [col for col in data if 'cloud' in col and 'av_spain_clouds' not in col]
+ data['av_spain_clouds'] = data[clouds_features].mean(axis=1)
+ data = data.drop(clouds_features, axis='columns')
+
+ time = pd.to_datetime(data['time'])
+ data['time'] = time
+ data['Day'] = data['time'].dt.day
+ data['month'] = data['time'].dt.month
+ data['hour'] = data['time'].dt.hour
+ data = data.drop('time', axis='columns')
+
+ # create scaler object
+ scaler = StandardScaler()
+ X_scaled = scaler.fit_transform(data)
+ data = pd.DataFrame(X_scaled,columns=data.columns)
+ #after normalizing, we can fill nan with zero
+ data.fillna(0)
+
+
+ # Convert the json string to a python dictionary object
+ feature_vector_dict = json.loads(data)
+ # Load the dictionary as a Pandas DataFrame.
+ feature_vector_df = pd.DataFrame.from_dict([feature_vector_dict])
+
+ # ---------------------------------------------------------------
+ # NOTE: You will need to swap the lines below for your own data
+ # preprocessing methods.
+ #
+ # The code below is for demonstration purposes only. You will not
+ # receive marks for submitting this code in an unchanged state.
+ # ---------------------------------------------------------------
+
+ # ----------- Replace this code with your own preprocessing steps --------
+ predict_vector = feature_vector_df[['Madrid_wind_speed','Bilbao_rain_1h','Valencia_wind_speed']]
+ # ------------------------------------------------------------------------
+
+ return predict_vector
+
+def load_model(path_to_model:str):
+ """Adapter function to load our pretrained model into memory.
+
+ Parameters
+ ----------
+ path_to_model : str
+ The relative path to the model weights/schema to load.
+ Note that unless another file format is used, this needs to be a
+ .pkl file.
+
+ Returns
+ -------
+
+ The pretrained model loaded into memory.
+
+ """
+ return pickle.load(open(path_to_model, 'rb'))
+
+
+""" You may use this section (above the make_prediction function) of the python script to implement
+ any auxiliary functions required to process your model's artifacts.
+"""
+
+def make_prediction(data, model):
+ """Prepare request data for model prediction.
+
+ Parameters
+ ----------
+ data : str
+ The data payload received within POST requests sent to our API.
+ model :
+ An sklearn model object.
+
+ Returns
+ -------
+ list
+ A 1-D python list containing the model prediction.
+
+ """
+ # Data preprocessing.
+ prep_data = _preprocess_data(data)
+ # Perform prediction with model and preprocessed data.
+ prediction = model.predict(prep_data)
+ # Format as list for output standardisation.
+ return prediction[0].tolist()
diff --git a/Advanced_Regression/Advanced-Regression-Starter-Data/predictions_v3.csv b/Advanced_Regression/Advanced-Regression-Starter-Data/predictions_v3.csv
new file mode 100644
index 00000000..2ff2e1ff
--- /dev/null
+++ b/Advanced_Regression/Advanced-Regression-Starter-Data/predictions_v3.csv
@@ -0,0 +1,2921 @@
+time,load_shortfall_3h
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diff --git a/Advanced_Regression/Advanced-Regression-Starter-Data/predictions_v4.csv b/Advanced_Regression/Advanced-Regression-Starter-Data/predictions_v4.csv
new file mode 100644
index 00000000..658b8679
--- /dev/null
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.114499153857,11120.631982017105,10699.160529226108,10175.654260220643,9787.48314660343,9522.650948057806,9509.821670945974,10081.055481168678,11126.973640914784,11248.897147621625,11521.55714091799,10799.6774615781,10334.786390972484,9789.67189599749,9751.043062330136,9756.90217126047,10454.365394186072,9938.758032557129,10356.739438675148,9783.797721465759,9533.286196874345,9360.622873729833,9338.575117010529,9788.756688695277,10334.567899015281,9540.80774219815,9308.600073231893,9449.08169022741,9749.204271146795,9402.403522254008,9495.029257183756,9770.209743081294,10276.453446198735,9949.473225519101,10100.74092078278,10125.333499398654,9376.107111482313,9381.36073275446,9037.076521296265,9182.744550159503,9615.196936428933,10677.789668405603,11445.597938187108,9700.763518154141,8540.430787676501,8967.511435575645,9152.086021669053,9575.498497824068,10410.27726817414,9794.504867927193,10138.861635961937,9664.26111210051,9149.29489660174,8916.847443898481,8638.69785559041,9039.94161977437,10465.10665980092,10785.44023675827,10288.107437119092,9742.215333018343,9053.458619212663,8779.126548260621,8937.815682074131,9101.973544469598,9436.245642594506,10557.248145088855,9913.433353441687,9071.844140891531,8767.063717084056,7656.819135782032,8258.882471669334,8996.273917083905,8711.131164904938,7704.421837884518,7536.941601984341,8739.423255974129,7433.811777634437,7867.949852249614,8200.110174603367,9078.774492943048,9017.546580255897,8634.833898180026,9535.7150797235,9055.959596694738,8862.712112631656,8430.819990543761,8550.131019995377,8956.589195754314,9189.25879760829,9949.927524464176,8375.484213491392,8755.444571925858,9208.755123954918,8888.53860781162,9205.374027147525,9079.197318756975,9381.871396680493,8889.791609217464,9277.51758476015,9480.710073197079,9491.834549697065,9021.136022601124,9235.071357913854,9261.385735316577,10280.488259726626,9850.926593729422,9803.021695013023,8941.076409912377,8175.317892387906,8032.102230857923,7815.2811977279125,8279.18128926622,9010.244082171492,9998.286038672602,9875.354206552722,10104.00238128189,10097.95449922018,9278.98596476486,8214.892961404716,8057.991152596311,8707.071407617026,8839.800342072129,9582.966982679543,10003.924468884587,10047.892349352456,8807.52861530268,8844.583791385747,8829.601680326268,9523.41867837392,10399.766995330014,9685.680427277133,9009.682793499665,8653.178350811257,8835.425688652314,8231.879634731114,8830.657207576238,9835.020732465353,10004.28854677001,10028.345569382433,9865.88544540172,9731.046578067559,9610.357351434963,9276.134809239178,9431.45973619623,10289.831987326583,11475.894395654832,11225.611312123467,9905.429888743376,9425.19096874843,9140.346320239118,9328.015197086039,9587.930110039077,10834.905530818309,10994.725328457513,11196.63078035033,10460.260375228594,9680.845642524237,9251.075571994788,9268.121940975609,9764.786065426328,10915.975328139757,11315.153114733559,10576.97259948384,9815.538459876712,9385.151268624348,9465.633265214929,9370.571771913339,9261.735930356943,10787.310909298212,11865.843279457727,11061.327628610768,10021.666790440719,9690.399389450686,9617.554578599535,9227.824559043293,9737.628481876232,10823.280687197956,10988.207601741036,11240.554989883694,9705.755542252566,9767.38286221345,9657.56654965345,9520.781938673827,9973.30988405671,10334.08314404283,10476.280997421545,9767.560714396335,9469.68332694664,9262.273938526312,8996.92102002306,8648.215111273246,8934.490537593145,10300.6178039125,10666.402415650453,9925.230477180623,9459.080733873467,9102.33111228767,8790.47958607717,9042.283352471375,9211.96816553179,9817.026854203988,9845.078765508362,9691.188095617468,9236.590296665203,8964.936180017554,8602.881895516017,8666.247706101316,8816.171330629651,10189.128062843247,10440.506606037463,9755.00533636596,9080.50752044779,8551.757749753568,8375.204865784905,8196.650617682495,8939.894314536275,10196.96778788669,10380.140248432996,10177.549550059914,9098.585338447992
diff --git a/Advanced_Regression/Advanced-Regression-Starter-Data/starter-notebook.ipynb b/Advanced_Regression/Advanced-Regression-Starter-Data/starter-notebook.ipynb
new file mode 100644
index 00000000..3cca85ab
--- /dev/null
+++ b/Advanced_Regression/Advanced-Regression-Starter-Data/starter-notebook.ipynb
@@ -0,0 +1,1678 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "6c7e849a",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-11T09:24:53.643384Z",
+ "start_time": "2021-06-11T09:24:53.622385Z"
+ }
+ },
+ "source": [
+ "# Regression Predict Student Solution\n",
+ "\n",
+ "© Explore Data Science Academy\n",
+ "\n",
+ "---\n",
+ "### Honour Code\n",
+ "\n",
+ "I {**YOUR NAME, YOUR SURNAME**}, confirm - by submitting this document - that the solutions in this notebook are a result of my own work and that I abide by the [EDSA honour code](https://drive.google.com/file/d/1QDCjGZJ8-FmJE3bZdIQNwnJyQKPhHZBn/view?usp=sharing).\n",
+ "\n",
+ "Non-compliance with the honour code constitutes a material breach of contract.\n",
+ "\n",
+ "### Predict Overview: Spain Electricity Shortfall Challenge\n",
+ "\n",
+ "The government of Spain is considering an expansion of it's renewable energy resource infrastructure investments. As such, they require information on the trends and patterns of the countries renewable sources and fossil fuel energy generation. Your company has been awarded the contract to:\n",
+ "\n",
+ "- 1. analyse the supplied data;\n",
+ "- 2. identify potential errors in the data and clean the existing data set;\n",
+ "- 3. determine if additional features can be added to enrich the data set;\n",
+ "- 4. build a model that is capable of forecasting the three hourly demand shortfalls;\n",
+ "- 5. evaluate the accuracy of the best machine learning model;\n",
+ "- 6. determine what features were most important in the model’s prediction decision, and\n",
+ "- 7. explain the inner working of the model to a non-technical audience.\n",
+ "\n",
+ "Formally the problem statement was given to you, the senior data scientist, by your manager via email reads as follow:\n",
+ "\n",
+ "> In this project you are tasked to model the shortfall between the energy generated by means of fossil fuels and various renewable sources - for the country of Spain. The daily shortfall, which will be referred to as the target variable, will be modelled as a function of various city-specific weather features such as `pressure`, `wind speed`, `humidity`, etc. As with all data science projects, the provided features are rarely adequate predictors of the target variable. As such, you are required to perform feature engineering to ensure that you will be able to accurately model Spain's three hourly shortfalls.\n",
+ " \n",
+ "On top of this, she has provided you with a starter notebook containing vague explanations of what the main outcomes are. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "05600c92",
+ "metadata": {},
+ "source": [
+ " \n",
+ "\n",
+ "## Table of Contents\n",
+ "\n",
+ "1. Importing Packages \n",
+ "\n",
+ "2. Loading Data \n",
+ "\n",
+ "3. Exploratory Data Analysis (EDA) \n",
+ "\n",
+ "4. Data Engineering \n",
+ "\n",
+ "5. Modeling \n",
+ "\n",
+ "6. Model Performance \n",
+ "\n",
+ "7. Model Explanations "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "997462e2",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 1. Importing Packages\n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Importing Packages ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to import, and briefly discuss, the libraries that will be used throughout your analysis and modelling. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "475dbe93",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-23T10:30:53.800892Z",
+ "start_time": "2021-06-23T10:30:50.215449Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "# Libraries for data loading, data manipulation and data visulisation\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import csv\n",
+ "import seaborn as sns\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "\n",
+ "# Libraries for data preparation and model building\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "import statsmodels.formula.api as sm\n",
+ "from statsmodels.graphics.correlation import plot_corr\n",
+ "import pickle\n",
+ "from sklearn.preprocessing import StandardScaler\n",
+ "from sklearn import metrics\n",
+ "import math\n",
+ "\n",
+ "# Setting global constants to ensure notebook results are reproducible\n",
+ "PARAMETER_CONSTANT = '###'"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f22a6718",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 2. Loading the Data\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Loading the data ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to load the data from the `df_train` file into a DataFrame. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "fbbb6c18",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-28T08:49:35.311495Z",
+ "start_time": "2021-06-28T08:49:35.295494Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "df_train = pd.read_csv('df_train.csv')\n",
+ "df_test = pd.read_csv('df_test.csv')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "81132ab3",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 3. Exploratory Data Analysis (EDA)\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Exploratory data analysis ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section, you are required to perform an in-depth analysis of all the variables in the DataFrame. |\n",
+ "\n",
+ "---\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "e805134e",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-28T08:52:37.824204Z",
+ "start_time": "2021-06-28T08:52:37.811206Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(8763, 49)"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# look at data statistics\n",
+ "df_train.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "2c257878",
+ "metadata": {},
+ "outputs": [
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+ ]
+ },
+ {
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+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "175eb742",
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+ "Valencia_wind_speed 0\n",
+ "Seville_humidity 0\n",
+ "Madrid_humidity 0\n",
+ "Bilbao_clouds_all 0\n",
+ "Bilbao_wind_speed 0\n",
+ "Seville_clouds_all 0\n",
+ "Bilbao_wind_deg 0\n",
+ "Barcelona_wind_speed 0\n",
+ "Barcelona_wind_deg 0\n",
+ "Madrid_clouds_all 0\n",
+ "Seville_wind_speed 0\n",
+ "Barcelona_rain_1h 0\n",
+ "Seville_pressure 0\n",
+ "Seville_rain_1h 0\n",
+ "Bilbao_snow_3h 0\n",
+ "Barcelona_pressure 0\n",
+ "Seville_rain_3h 0\n",
+ "Madrid_rain_1h 0\n",
+ "load_shortfall_3h 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train.isna().sum().sort_values(ascending=False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 108,
+ "id": "3be73a39",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "count 6695.000000\n",
+ "mean 1012.051407\n",
+ "std 9.506214\n",
+ "min 972.666667\n",
+ "25% 1010.333333\n",
+ "50% 1015.000000\n",
+ "75% 1018.000000\n",
+ "max 1021.666667\n",
+ "Name: Valencia_pressure, dtype: float64"
+ ]
+ },
+ "execution_count": 108,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train.Valencia_pressure.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 109,
+ "id": "2fb74182",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 8763 entries, 0 to 8762\n",
+ "Data columns (total 49 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Unnamed: 0 8763 non-null int64 \n",
+ " 1 time 8763 non-null object \n",
+ " 2 Madrid_wind_speed 8763 non-null float64\n",
+ " 3 Valencia_wind_deg 8763 non-null object \n",
+ " 4 Bilbao_rain_1h 8763 non-null float64\n",
+ " 5 Valencia_wind_speed 8763 non-null float64\n",
+ " 6 Seville_humidity 8763 non-null float64\n",
+ " 7 Madrid_humidity 8763 non-null float64\n",
+ " 8 Bilbao_clouds_all 8763 non-null float64\n",
+ " 9 Bilbao_wind_speed 8763 non-null float64\n",
+ " 10 Seville_clouds_all 8763 non-null float64\n",
+ " 11 Bilbao_wind_deg 8763 non-null float64\n",
+ " 12 Barcelona_wind_speed 8763 non-null float64\n",
+ " 13 Barcelona_wind_deg 8763 non-null float64\n",
+ " 14 Madrid_clouds_all 8763 non-null float64\n",
+ " 15 Seville_wind_speed 8763 non-null float64\n",
+ " 16 Barcelona_rain_1h 8763 non-null float64\n",
+ " 17 Seville_pressure 8763 non-null object \n",
+ " 18 Seville_rain_1h 8763 non-null float64\n",
+ " 19 Bilbao_snow_3h 8763 non-null float64\n",
+ " 20 Barcelona_pressure 8763 non-null float64\n",
+ " 21 Seville_rain_3h 8763 non-null float64\n",
+ " 22 Madrid_rain_1h 8763 non-null float64\n",
+ " 23 Barcelona_rain_3h 8763 non-null float64\n",
+ " 24 Valencia_snow_3h 8763 non-null float64\n",
+ " 25 Madrid_weather_id 8763 non-null float64\n",
+ " 26 Barcelona_weather_id 8763 non-null float64\n",
+ " 27 Bilbao_pressure 8763 non-null float64\n",
+ " 28 Seville_weather_id 8763 non-null float64\n",
+ " 29 Valencia_pressure 6695 non-null float64\n",
+ " 30 Seville_temp_max 8763 non-null float64\n",
+ " 31 Madrid_pressure 8763 non-null float64\n",
+ " 32 Valencia_temp_max 8763 non-null float64\n",
+ " 33 Valencia_temp 8763 non-null float64\n",
+ " 34 Bilbao_weather_id 8763 non-null float64\n",
+ " 35 Seville_temp 8763 non-null float64\n",
+ " 36 Valencia_humidity 8763 non-null float64\n",
+ " 37 Valencia_temp_min 8763 non-null float64\n",
+ " 38 Barcelona_temp_max 8763 non-null float64\n",
+ " 39 Madrid_temp_max 8763 non-null float64\n",
+ " 40 Barcelona_temp 8763 non-null float64\n",
+ " 41 Bilbao_temp_min 8763 non-null float64\n",
+ " 42 Bilbao_temp 8763 non-null float64\n",
+ " 43 Barcelona_temp_min 8763 non-null float64\n",
+ " 44 Bilbao_temp_max 8763 non-null float64\n",
+ " 45 Seville_temp_min 8763 non-null float64\n",
+ " 46 Madrid_temp 8763 non-null float64\n",
+ " 47 Madrid_temp_min 8763 non-null float64\n",
+ " 48 load_shortfall_3h 8763 non-null float64\n",
+ "dtypes: float64(45), int64(1), object(3)\n",
+ "memory usage: 3.3+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "# plot relevant feature interactions\n",
+ "\n",
+ "df_train.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 110,
+ "id": "4d1bac6d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['Unnamed: 0', 'time', 'Madrid_wind_speed', 'Valencia_wind_deg',\n",
+ " 'Bilbao_rain_1h', 'Valencia_wind_speed', 'Seville_humidity',\n",
+ " 'Madrid_humidity', 'Bilbao_clouds_all', 'Bilbao_wind_speed',\n",
+ " 'Seville_clouds_all', 'Bilbao_wind_deg', 'Barcelona_wind_speed',\n",
+ " 'Barcelona_wind_deg', 'Madrid_clouds_all', 'Seville_wind_speed',\n",
+ " 'Barcelona_rain_1h', 'Seville_pressure', 'Seville_rain_1h',\n",
+ " 'Bilbao_snow_3h', 'Barcelona_pressure', 'Seville_rain_3h',\n",
+ " 'Madrid_rain_1h', 'Barcelona_rain_3h', 'Valencia_snow_3h',\n",
+ " 'Madrid_weather_id', 'Barcelona_weather_id', 'Bilbao_pressure',\n",
+ " 'Seville_weather_id', 'Valencia_pressure', 'Seville_temp_max',\n",
+ " 'Madrid_pressure', 'Valencia_temp_max', 'Valencia_temp',\n",
+ " 'Bilbao_weather_id', 'Seville_temp', 'Valencia_humidity',\n",
+ " 'Valencia_temp_min', 'Barcelona_temp_max', 'Madrid_temp_max',\n",
+ " 'Barcelona_temp', 'Bilbao_temp_min', 'Bilbao_temp',\n",
+ " 'Barcelona_temp_min', 'Bilbao_temp_max', 'Seville_temp_min',\n",
+ " 'Madrid_temp', 'Madrid_temp_min', 'load_shortfall_3h'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 110,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "6dd6ee8c",
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'df_train' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[1;32mIn[1], line 3\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;66;03m# evaluate correlation\u001b[39;00m\n\u001b[0;32m 2\u001b[0m \u001b[38;5;66;03m##kamo (seabron)\u001b[39;00m\n\u001b[1;32m----> 3\u001b[0m train_df \u001b[38;5;241m=\u001b[39m df_train[[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mUnnamed: 0\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtime\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMadrid_wind_speed\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mValencia_wind_deg\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 4\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBilbao_rain_1h\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mValencia_wind_speed\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSeville_humidity\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 5\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMadrid_humidity\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBilbao_clouds_all\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBilbao_wind_speed\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 6\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSeville_clouds_all\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBilbao_wind_deg\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBarcelona_wind_speed\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 7\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBarcelona_wind_deg\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMadrid_clouds_all\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSeville_wind_speed\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 8\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBarcelona_rain_1h\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSeville_pressure\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSeville_rain_1h\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 9\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBilbao_snow_3h\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBarcelona_pressure\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSeville_rain_3h\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 10\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMadrid_rain_1h\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBarcelona_rain_3h\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mValencia_snow_3h\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 11\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMadrid_weather_id\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBarcelona_weather_id\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBilbao_pressure\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 12\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSeville_weather_id\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mValencia_pressure\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSeville_temp_max\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 13\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMadrid_pressure\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mValencia_temp_max\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mValencia_temp\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 14\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBilbao_weather_id\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSeville_temp\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mValencia_humidity\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 15\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mValencia_temp_min\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBarcelona_temp_max\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMadrid_temp_max\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 16\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBarcelona_temp\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBilbao_temp_min\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBilbao_temp\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 17\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBarcelona_temp_min\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBilbao_temp_max\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSeville_temp_min\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 18\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMadrid_temp\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMadrid_temp_min\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mload_shortfall_3h\u001b[39m\u001b[38;5;124m'\u001b[39m]]\n",
+ "\u001b[1;31mNameError\u001b[0m: name 'df_train' is not defined"
+ ]
+ }
+ ],
+ "source": [
+ "# evaluate correlation\n",
+ "##kamo (seabron)\n",
+ "train_df = df_train[['Unnamed: 0', 'time', 'Madrid_wind_speed', 'Valencia_wind_deg',\n",
+ " 'Bilbao_rain_1h', 'Valencia_wind_speed', 'Seville_humidity',\n",
+ " 'Madrid_humidity', 'Bilbao_clouds_all', 'Bilbao_wind_speed',\n",
+ " 'Seville_clouds_all', 'Bilbao_wind_deg', 'Barcelona_wind_speed',\n",
+ " 'Barcelona_wind_deg', 'Madrid_clouds_all', 'Seville_wind_speed',\n",
+ " 'Barcelona_rain_1h', 'Seville_pressure', 'Seville_rain_1h',\n",
+ " 'Bilbao_snow_3h', 'Barcelona_pressure', 'Seville_rain_3h',\n",
+ " 'Madrid_rain_1h', 'Barcelona_rain_3h', 'Valencia_snow_3h',\n",
+ " 'Madrid_weather_id', 'Barcelona_weather_id', 'Bilbao_pressure',\n",
+ " 'Seville_weather_id', 'Valencia_pressure', 'Seville_temp_max',\n",
+ " 'Madrid_pressure', 'Valencia_temp_max', 'Valencia_temp',\n",
+ " 'Bilbao_weather_id', 'Seville_temp', 'Valencia_humidity',\n",
+ " 'Valencia_temp_min', 'Barcelona_temp_max', 'Madrid_temp_max',\n",
+ " 'Barcelona_temp', 'Bilbao_temp_min', 'Bilbao_temp',\n",
+ " 'Barcelona_temp_min', 'Bilbao_temp_max', 'Seville_temp_min',\n",
+ " 'Madrid_temp', 'Madrid_temp_min', 'load_shortfall_3h']]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "78d01949",
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'sns' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[1;32mIn[2], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;66;03m#Temperature feature interactions\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m heatmap \u001b[38;5;241m=\u001b[39m sns\u001b[38;5;241m.\u001b[39mheatmap(train_df\u001b[38;5;241m.\u001b[39mcorr(), vmin\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m, vmax\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m, annot\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m 3\u001b[0m heatmap\u001b[38;5;241m.\u001b[39mset_title(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCorrelation Heatmap\u001b[39m\u001b[38;5;124m'\u001b[39m, fontdict\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfontsize\u001b[39m\u001b[38;5;124m'\u001b[39m:\u001b[38;5;241m12\u001b[39m}, pad\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m12\u001b[39m)\n",
+ "\u001b[1;31mNameError\u001b[0m: name 'sns' is not defined"
+ ]
+ }
+ ],
+ "source": [
+ "#Temperature feature interactions\n",
+ "heatmap = sns.heatmap(train_df.corr(), vmin=-1, vmax=1, annot=True)\n",
+ "heatmap.set_title('Correlation Heatmap', fontdict={'fontsize':12}, pad=12);"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 115,
+ "id": "de51df85",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([[,\n",
+ " ,\n",
+ " ,\n",
+ " ],\n",
+ " [,\n",
+ " ,\n",
+ " ,\n",
+ " ],\n",
+ " [,\n",
+ " ,\n",
+ " ,\n",
+ " ],\n",
+ " [,\n",
+ " ,\n",
+ " ,\n",
+ " ],\n",
+ " [,\n",
+ " , , ]],\n",
+ " dtype=object)"
+ ]
+ },
+ "execution_count": 115,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# have a look at feature distributions\n",
+ "\n",
+ "features = ['Madrid_wind_speed', 'Valencia_wind_deg',\n",
+ " 'Bilbao_rain_1h', 'Valencia_wind_speed', 'Seville_humidity',\n",
+ " 'Madrid_humidity', 'Bilbao_clouds_all', 'Bilbao_wind_speed',\n",
+ " 'Seville_clouds_all', 'Bilbao_wind_deg', 'Barcelona_wind_speed',\n",
+ " 'Barcelona_wind_deg', 'Madrid_clouds_all', 'Seville_wind_speed',\n",
+ " 'Barcelona_rain_1h', 'Seville_pressure', 'Seville_rain_1h',\n",
+ " 'Bilbao_snow_3h', 'Barcelona_pressure','Madrid_temp_min']\n",
+ "\n",
+ "df_train[features].hist(figsize=(10,10))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e8c205f1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# plot the load shortfall against time\n",
+ "plt.plot(df_train['time'],df_train['load_shortfall_3h'])\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 117,
+ "id": "dd20b9fa",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "2015-01-01 03:00:00\n",
+ "2017-12-31 21:00:00\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(df_train['time'].min())\n",
+ "print(df_train['time'].max())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 120,
+ "id": "342a2e1a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#yearly time series data\n",
+ "monthly_shortfall = pd.DataFrame(df_train[df_train['time'] <'2015-01-31'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 121,
+ "id": "947ade65",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.plot(monthly_shortfall['time'],monthly_shortfall['load_shortfall_3h'])\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 122,
+ "id": "64c52f41",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Target scatter\n",
+ "##Kamo plot scatter splot between features and the Target Variable. \n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3fa93ec6",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 4. Data Engineering\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Data engineering ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to: clean the dataset, and possibly create new features - as identified in the EDA phase. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 199,
+ "id": "059c2f3e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# remove missing values/ features\n",
+ "\n",
+ "#drop similar features\n",
+ "focus_features = ['Barcelona_wind_speed','Madrid_temp_min','day_of_week','Barcelona_rain_1h']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 156,
+ "id": "5f762052",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# create new features\n",
+ " \n",
+ "# get day of week\n",
+ "df_train['time'] = pd.to_datetime(df_train['time'])\n",
+ "df_test['time'] = pd.to_datetime(df_test['time'])\n",
+ "\n",
+ "df_train['day_of_week'] =df_train['time'].dt.day_name()\n",
+ "df_test['day_of_week'] = df_test['time'].dt.day_name()\n",
+ "df_train\n",
+ "day_Dic = {\n",
+ " 'Monday':1,\n",
+ " 'Tuesday':2,\n",
+ " 'Wednesday':3,\n",
+ " 'Thursday':4,\n",
+ " 'Friday':5,\n",
+ " 'Saturday':6,\n",
+ " 'Sunday':7\n",
+ "}\n",
+ "\n",
+ "def day_num (df,day_dic):\n",
+ " day_number = []\n",
+ " for day in df['day_of_week']:\n",
+ " day_number.append(int(day_dic[day]))\n",
+ " return day_number\n",
+ " \n",
+ "train_day_num = day_num(df_train,day_Dic)\n",
+ "test_day_num = day_num(df_test,day_Dic)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 159,
+ "id": "cade90e1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_train['Day_Num'] = train_day_num\n",
+ "df_test['Day_Num'] = test_day_num"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 200,
+ "id": "a36a99f5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fina_train = df_train[['Day_Num', 'Barcelona_wind_speed','Madrid_temp_min','Barcelona_rain_1h']]\n",
+ "final_test = df_test[['Day_Num', 'Barcelona_wind_speed','Madrid_temp_min','Barcelona_rain_1h']]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 201,
+ "id": "59692724",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# engineer existing features\n",
+ "#DLX - write a function that takes any Dataframe and return a scaled/regularised Dataframe\n",
+ "scaler = StandardScaler()\n",
+ "train_scaled = scaler.fit_transform(fina_train)\n",
+ "test_scaled = scaler.fit_transform(final_test)\n",
+ "targets = df_train[['load_shortfall_3h']]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 202,
+ "id": "11622623",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "train_features = pd.DataFrame(train_scaled,columns=focus_features)\n",
+ "test_features = pd.DataFrame(test_scaled,columns=focus_features)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "43b2d523",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 5. Modelling\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Modelling ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section, you are required to create one or more regression models that are able to accurately predict the thee hour load shortfall. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 203,
+ "id": "2344b3e0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# split data\n",
+ "\n",
+ "X_train, X_test, y_train, y_test = train_test_split(train_features, targets, test_size=0.2, random_state=50)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 204,
+ "id": "01b8a675",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'load_shortfall_3h ~ Barcelona_wind_speed+Madrid_temp_min+day_of_week+Barcelona_rain_1h'"
+ ]
+ },
+ "execution_count": 204,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Usnig Stats Models\n",
+ "#regression string\n",
+ "formula_str = targets.columns[0]+' ~ '+'+'.join(X_train.columns)\n",
+ "formula_str"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 205,
+ "id": "a1bfc02c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X_train['load_shortfall_3h'] = y_train['load_shortfall_3h']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 206,
+ "id": "20d073e0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# create one or more ML models\n",
+ "lm = LinearRegression()\n",
+ "\n",
+ "#linear regression model from Stats models\n",
+ "model=sm.ols(formula=formula_str, data= X_train)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 207,
+ "id": "a70c15d7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# evaluate one or more ML models\n",
+ "\n",
+ "lm.fit(X_train.drop(['load_shortfall_3h'],axis=1),y_train)\n",
+ "\n",
+ "#linear regression from stats models\n",
+ "fitted = model.fit()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6b530251",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 6. Model Performance\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Model performance ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to compare the relative performance of the various trained ML models on a holdout dataset and comment on what model is the best and why. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 208,
+ "id": "6a69b5a1",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Training MSE \n",
+ " Test MSE \n",
+ " Test RMSE \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " MLR \n",
+ " 2.507631e+07 \n",
+ " 2.592198e+07 \n",
+ " 5091.362811 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Training MSE Test MSE Test RMSE\n",
+ "MLR 2.507631e+07 2.592198e+07 5091.362811"
+ ]
+ },
+ "execution_count": 208,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Compare model performance\n",
+ "beta_0 = float(lm.intercept_)\n",
+ "beta_js = pd.DataFrame(lm.coef_[0], fina_train.columns, columns=['Coefficient'])\n",
+ "\n",
+ "# dictionary of results\n",
+ "results_dict = {'Training MSE':\n",
+ " {\n",
+ " \"MLR\": metrics.mean_squared_error(y_train, lm.predict(X_train.drop(['load_shortfall_3h'],axis=1)))\n",
+ " },\n",
+ " 'Test MSE':\n",
+ " {\n",
+ " \"MLR\": metrics.mean_squared_error(y_test, lm.predict(X_test))\n",
+ " },\n",
+ " 'Test RMSE':\n",
+ " {\n",
+ " \"MLR\": math.sqrt(metrics.mean_squared_error(y_test, lm.predict(X_test)))\n",
+ " }\n",
+ " }\n",
+ "results_df = pd.DataFrame(data=results_dict)\n",
+ "results_df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 209,
+ "id": "9c11944f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " OLS Regression Results \n",
+ "==============================================================================\n",
+ "Dep. Variable: load_shortfall_3h R-squared: 0.068\n",
+ "Model: OLS Adj. R-squared: 0.067\n",
+ "Method: Least Squares F-statistic: 127.6\n",
+ "Date: Fri, 10 Nov 2023 Prob (F-statistic): 2.58e-105\n",
+ "Time: 08:50:46 Log-Likelihood: -69663.\n",
+ "No. Observations: 7010 AIC: 1.393e+05\n",
+ "Df Residuals: 7005 BIC: 1.394e+05\n",
+ "Df Model: 4 \n",
+ "Covariance Type: nonrobust \n",
+ "========================================================================================\n",
+ " coef std err t P>|t| [0.025 0.975]\n",
+ "----------------------------------------------------------------------------------------\n",
+ "Intercept 1.07e+04 59.832 178.856 0.000 1.06e+04 1.08e+04\n",
+ "Barcelona_wind_speed -762.8504 60.081 -12.697 0.000 -880.627 -645.074\n",
+ "Madrid_temp_min -598.2173 59.979 -9.974 0.000 -715.794 -480.641\n",
+ "day_of_week 939.4729 59.955 15.670 0.000 821.942 1057.004\n",
+ "Barcelona_rain_1h -342.4762 58.968 -5.808 0.000 -458.071 -226.881\n",
+ "==============================================================================\n",
+ "Omnibus: 136.280 Durbin-Watson: 1.997\n",
+ "Prob(Omnibus): 0.000 Jarque-Bera (JB): 144.058\n",
+ "Skew: -0.351 Prob(JB): 5.23e-32\n",
+ "Kurtosis: 3.002 Cond. No. 1.12\n",
+ "==============================================================================\n",
+ "\n",
+ "Notes:\n",
+ "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
+ ]
+ }
+ ],
+ "source": [
+ "#model performance summary from Stats Models\n",
+ "print(fitted.summary())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 250,
+ "id": "740f83ad",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# my_comment_adding predictions\n",
+ "test_cols = df_test[selected_cols[:-1]]\n",
+ "load_predictions = fitted.predict(test_cols)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 251,
+ "id": "800c8f52",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#save predictions\n",
+ "predictions = list(load_predictions)\n",
+ "csv_dict = {\n",
+ " 'time': list(df_test['time']),\n",
+ " 'load_shortfall_3h': predictions\n",
+ "}\n",
+ "\n",
+ "(pd.DataFrame.from_dict(data=csv_dict, orient='index').to_csv('predictions_v4.csv', header=False))\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 111,
+ "id": "3874a7c6",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(2920, 48)"
+ ]
+ },
+ "execution_count": 111,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Choose best model and motivate why it is the best choice"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a8ad0c0d",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 7. Model Explanations\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Model explanation ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section, you are required to discuss how the best performing model works in a simple way so that both technical and non-technical stakeholders can grasp the intuition behind the model's inner workings. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "5ff741c2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# discuss chosen methods logic"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.5"
+ },
+ "latex_envs": {
+ "LaTeX_envs_menu_present": true,
+ "autoclose": false,
+ "autocomplete": true,
+ "bibliofile": "biblio.bib",
+ "cite_by": "apalike",
+ "current_citInitial": 1,
+ "eqLabelWithNumbers": true,
+ "eqNumInitial": 1,
+ "hotkeys": {
+ "equation": "Ctrl-E",
+ "itemize": "Ctrl-I"
+ },
+ "labels_anchors": false,
+ "latex_user_defs": false,
+ "report_style_numbering": false,
+ "user_envs_cfg": false
+ },
+ "toc": {
+ "base_numbering": 1,
+ "nav_menu": {},
+ "number_sections": true,
+ "sideBar": true,
+ "skip_h1_title": false,
+ "title_cell": "Table of Contents",
+ "title_sidebar": "Contents",
+ "toc_cell": false,
+ "toc_position": {},
+ "toc_section_display": true,
+ "toc_window_display": false
+ },
+ "varInspector": {
+ "cols": {
+ "lenName": 16,
+ "lenType": 16,
+ "lenVar": 40
+ },
+ "kernels_config": {
+ "python": {
+ "delete_cmd_postfix": "",
+ "delete_cmd_prefix": "del ",
+ "library": "var_list.py",
+ "varRefreshCmd": "print(var_dic_list())"
+ },
+ "r": {
+ "delete_cmd_postfix": ") ",
+ "delete_cmd_prefix": "rm(",
+ "library": "var_list.r",
+ "varRefreshCmd": "cat(var_dic_list()) "
+ }
+ },
+ "types_to_exclude": [
+ "module",
+ "function",
+ "builtin_function_or_method",
+ "instance",
+ "_Feature"
+ ],
+ "window_display": false
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Advanced_Regression/Advanced-Regression-Starter-Data/starter-notebook_Thembi.ipynb b/Advanced_Regression/Advanced-Regression-Starter-Data/starter-notebook_Thembi.ipynb
new file mode 100644
index 00000000..e81373a6
--- /dev/null
+++ b/Advanced_Regression/Advanced-Regression-Starter-Data/starter-notebook_Thembi.ipynb
@@ -0,0 +1,1742 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "6c7e849a",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-11T09:24:53.643384Z",
+ "start_time": "2021-06-11T09:24:53.622385Z"
+ }
+ },
+ "source": [
+ "# Regression Predict Student Solution\n",
+ "\n",
+ "© Explore Data Science Academy\n",
+ "\n",
+ "---\n",
+ "### Honour Code\n",
+ "\n",
+ "I {**YOUR NAME, YOUR SURNAME**}, confirm - by submitting this document - that the solutions in this notebook are a result of my own work and that I abide by the [EDSA honour code](https://drive.google.com/file/d/1QDCjGZJ8-FmJE3bZdIQNwnJyQKPhHZBn/view?usp=sharing).\n",
+ "\n",
+ "Non-compliance with the honour code constitutes a material breach of contract.\n",
+ "\n",
+ "### Predict Overview: Spain Electricity Shortfall Challenge\n",
+ "\n",
+ "The government of Spain is considering an expansion of it's renewable energy resource infrastructure investments. As such, they require information on the trends and patterns of the countries renewable sources and fossil fuel energy generation. Your company has been awarded the contract to:\n",
+ "\n",
+ "- 1. analyse the supplied data;\n",
+ "- 2. identify potential errors in the data and clean the existing data set;\n",
+ "- 3. determine if additional features can be added to enrich the data set;\n",
+ "- 4. build a model that is capable of forecasting the three hourly demand shortfalls;\n",
+ "- 5. evaluate the accuracy of the best machine learning model;\n",
+ "- 6. determine what features were most important in the model’s prediction decision, and\n",
+ "- 7. explain the inner working of the model to a non-technical audience.\n",
+ "\n",
+ "Formally the problem statement was given to you, the senior data scientist, by your manager via email reads as follow:\n",
+ "\n",
+ "> In this project you are tasked to model the shortfall between the energy generated by means of fossil fuels and various renewable sources - for the country of Spain. The daily shortfall, which will be referred to as the target variable, will be modelled as a function of various city-specific weather features such as `pressure`, `wind speed`, `humidity`, etc. As with all data science projects, the provided features are rarely adequate predictors of the target variable. As such, you are required to perform feature engineering to ensure that you will be able to accurately model Spain's three hourly shortfalls.\n",
+ " \n",
+ "On top of this, she has provided you with a starter notebook containing vague explanations of what the main outcomes are. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "05600c92",
+ "metadata": {},
+ "source": [
+ " \n",
+ "\n",
+ "## Table of Contents\n",
+ "\n",
+ "1. Importing Packages \n",
+ "\n",
+ "2. Loading Data \n",
+ "\n",
+ "3. Exploratory Data Analysis (EDA) \n",
+ "\n",
+ "4. Data Engineering \n",
+ "\n",
+ "5. Modeling \n",
+ "\n",
+ "6. Model Performance \n",
+ "\n",
+ "7. Model Explanations "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "997462e2",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 1. Importing Packages\n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Importing Packages ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to import, and briefly discuss, the libraries that will be used throughout your analysis and modelling. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "475dbe93",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-23T10:30:53.800892Z",
+ "start_time": "2021-06-23T10:30:50.215449Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "# Libraries for data loading, data manipulation and data visulisation\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import plotly.express as px \n",
+ "import seaborn as sns\n",
+ "import csv\n",
+ "\n",
+ "# Libraries for data preparation and model building\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "import statsmodels.formula.api as sm\n",
+ "from statsmodels.graphics.correlation import plot_corr\n",
+ "import pickle\n",
+ "from sklearn.preprocessing import LabelEncoder \n",
+ "\n",
+ "# Setting global constants to ensure notebook results are reproducible\n",
+ "PARAMETER_CONSTANT = '###'\n",
+ "\n",
+ "#For time convertion\n",
+ "#!pip install fast_ml\n",
+ "from fast_ml.feature_engineering import FeatureEngineering_DateTime \n",
+ "import re #thembi"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f22a6718",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 2. Loading the Data\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Loading the data ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to load the data from the `df_train` file into a DataFrame. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "fbbb6c18",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-28T08:49:35.311495Z",
+ "start_time": "2021-06-28T08:49:35.295494Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "df_train = pd.read_csv('df_train.csv')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "81132ab3",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 3. Exploratory Data Analysis (EDA)\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Exploratory data analysis ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section, you are required to perform an in-depth analysis of all the variables in the DataFrame. |\n",
+ "\n",
+ "---\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "e805134e",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-28T08:52:37.824204Z",
+ "start_time": "2021-06-28T08:52:37.811206Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(8763, 49)"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# look at data statistics\n",
+ "df_train.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "2c257878",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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+ " Valencia_wind_speed \n",
+ " Seville_humidity \n",
+ " Madrid_humidity \n",
+ " Bilbao_clouds_all \n",
+ " Bilbao_wind_speed \n",
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+ " Seville_temp_min \n",
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+ " 1.00 \n",
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+ " 266.23 \n",
+ " 281.73 \n",
+ " 271.78 \n",
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+ " 276.15 \n",
+ " 266.23 \n",
+ " 266.23 \n",
+ " -1 850.33 \n",
+ " \n",
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+ " ... \n",
+ " 266.88 \n",
+ " 281.80 \n",
+ " 271.67 \n",
+ " 271.67 \n",
+ " 281.80 \n",
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\n",
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10 rows × 49 columns
\n",
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+ "9 - 1.33 87.00 \n",
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+ "5 67.33 12.33 0.67 ... \n",
+ "6 63.33 16.33 1.00 ... \n",
+ "7 64.00 8.67 1.33 ... \n",
+ "8 63.33 5.33 1.00 ... \n",
+ "9 63.67 15.33 1.00 ... \n",
+ "\n",
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+ "0 265.94 281.01 269.34 269.34 \n",
+ "1 266.39 280.56 270.38 270.38 \n",
+ "2 272.71 281.58 275.03 275.03 \n",
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+ "4 280.68 284.21 282.25 282.25 \n",
+ "5 274.64 284.17 277.92 277.92 \n",
+ "6 268.29 283.42 274.30 274.30 \n",
+ "7 266.88 282.47 272.90 272.90 \n",
+ "8 266.23 281.73 271.78 271.78 \n",
+ "9 266.88 281.80 271.67 271.67 \n",
+ "\n",
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+ "0 281.01 269.34 274.25 265.94 \n",
+ "1 280.56 270.38 274.95 266.39 \n",
+ "2 281.58 275.03 278.79 272.71 \n",
+ "3 283.43 281.14 285.39 281.90 \n",
+ "4 284.21 282.25 285.51 280.68 \n",
+ "5 284.17 277.92 282.08 274.64 \n",
+ "6 283.42 274.30 277.64 268.29 \n",
+ "7 282.47 272.90 276.46 266.88 \n",
+ "8 281.73 271.78 276.15 266.23 \n",
+ "9 281.80 271.67 276.45 266.88 \n",
+ "\n",
+ " Madrid_temp_min load_shortfall_3h \n",
+ "0 265.94 6 715.67 \n",
+ "1 266.39 4 171.67 \n",
+ "2 272.71 4 274.67 \n",
+ "3 281.90 5 075.67 \n",
+ "4 280.68 6 620.67 \n",
+ "5 274.64 6 842.00 \n",
+ "6 268.29 10 760.33 \n",
+ "7 266.88 10 866.00 \n",
+ "8 266.23 -1 850.33 \n",
+ "9 266.88 -4 002.33 \n",
+ "\n",
+ "[10 rows x 49 columns]"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train.head(10)"
+ ]
+ },
+ {
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+ "id": "e29cf095",
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\n",
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8 rows × 22 columns
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+ " Seville_humidity Madrid_humidity Madrid_weather_id \\\n",
+ "count 8763.000000 8763.000000 8763.000000 \n",
+ "mean 62.658666 57.414608 773.527599 \n",
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+ "\n",
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+ "75% 801.000000 800.000000 304.150000 \n",
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+ "\n",
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+ "\n",
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+ "50% 293.320000 ... 290.150000 288.120000 \n",
+ "75% 299.620000 ... 296.855000 296.820000 \n",
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+ "\n",
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+ "count 8763.000000 8763.000000 8763.000000 \n",
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+ "75% 294.910000 289.820000 291.035000 \n",
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+ "\n",
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+ "75% 295.155000 293.885000 \n",
+ "max 313.130000 310.380000 \n",
+ "\n",
+ "[8 rows x 22 columns]"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train.describe()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "c9edd79c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ " Valencia_pressure 2068\n",
+ "Unnamed: 0 0\n",
+ " Madrid_weather_id 0\n",
+ " Bilbao_pressure 0\n",
+ " Seville_weather_id 0\n",
+ " Seville_temp_max 0\n",
+ " Madrid_pressure 0\n",
+ " Valencia_temp_max 0\n",
+ " Valencia_temp 0\n",
+ " Bilbao_weather_id 0\n",
+ " Seville_temp 0\n",
+ " Valencia_humidity 0\n",
+ " Valencia_temp_min 0\n",
+ " Barcelona_temp_max 0\n",
+ " Madrid_temp_max 0\n",
+ " Barcelona_temp 0\n",
+ " Bilbao_temp_min 0\n",
+ " Bilbao_temp 0\n",
+ " Barcelona_temp_min 0\n",
+ " Bilbao_temp_max 0\n",
+ " Seville_temp_min 0\n",
+ " Madrid_temp 0\n",
+ " Madrid_temp_min 0\n",
+ " Barcelona_weather_id 0\n",
+ " Valencia_snow_3h 0\n",
+ " time 0\n",
+ " Barcelona_rain_3h 0\n",
+ " Madrid_wind_speed 0\n",
+ " Valencia_wind_deg 0\n",
+ " Bilbao_rain_1h 0\n",
+ " Valencia_wind_speed 0\n",
+ " Seville_humidity 0\n",
+ " Madrid_humidity 0\n",
+ " Bilbao_clouds_all 0\n",
+ " Bilbao_wind_speed 0\n",
+ " Seville_clouds_all 0\n",
+ " Bilbao_wind_deg 0\n",
+ " Barcelona_wind_speed 0\n",
+ " Barcelona_wind_deg 0\n",
+ " Madrid_clouds_all 0\n",
+ " Seville_wind_speed 0\n",
+ " Barcelona_rain_1h 0\n",
+ " Seville_pressure 0\n",
+ " Seville_rain_1h 0\n",
+ " Bilbao_snow_3h 0\n",
+ " Barcelona_pressure 0\n",
+ " Seville_rain_3h 0\n",
+ " Madrid_rain_1h 0\n",
+ " load_shortfall_3h 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train.isnull().sum().sort_values(ascending=False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "3be73a39",
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "AttributeError",
+ "evalue": "'DataFrame' object has no attribute 'Valencia_pressure'",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[1;32mIn[8], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m df_train\u001b[38;5;241m.\u001b[39mValencia_pressure\u001b[38;5;241m.\u001b[39mdescribe()\n",
+ "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\core\\generic.py:5902\u001b[0m, in \u001b[0;36mNDFrame.__getattr__\u001b[1;34m(self, name)\u001b[0m\n\u001b[0;32m 5895\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[0;32m 5896\u001b[0m name \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_internal_names_set\n\u001b[0;32m 5897\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m name \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_metadata\n\u001b[0;32m 5898\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m name \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_accessors\n\u001b[0;32m 5899\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_info_axis\u001b[38;5;241m.\u001b[39m_can_hold_identifiers_and_holds_name(name)\n\u001b[0;32m 5900\u001b[0m ):\n\u001b[0;32m 5901\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m[name]\n\u001b[1;32m-> 5902\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mobject\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;21m__getattribute__\u001b[39m(\u001b[38;5;28mself\u001b[39m, name)\n",
+ "\u001b[1;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'Valencia_pressure'"
+ ]
+ }
+ ],
+ "source": [
+ "df_train.Valencia_pressure.describe()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0b9d31d0",
+ "metadata": {},
+ "source": [
+ "#### Convert datatypes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "e71193d3",
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "KeyError",
+ "evalue": "'Valencia_wind_deg'",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)",
+ "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:3802\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m 3801\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 3802\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine\u001b[38;5;241m.\u001b[39mget_loc(casted_key)\n\u001b[0;32m 3803\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n",
+ "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\_libs\\index.pyx:138\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
+ "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\_libs\\index.pyx:165\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
+ "File \u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi:5745\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
+ "File \u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi:5753\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
+ "\u001b[1;31mKeyError\u001b[0m: 'Valencia_wind_deg'",
+ "\nThe above exception was the direct cause of the following exception:\n",
+ "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[1;32mIn[9], line 7\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;66;03m#Convert time from object to datetime\u001b[39;00m\n\u001b[0;32m 2\u001b[0m \u001b[38;5;66;03m#df_train['time'] = pd.to_datetime(df_train['time'])\u001b[39;00m\n\u001b[0;32m 3\u001b[0m \n\u001b[0;32m 4\u001b[0m \u001b[38;5;66;03m#Convert valencia wind degree and Seville pressure to int from object\u001b[39;00m\n\u001b[0;32m 5\u001b[0m \u001b[38;5;66;03m# Label Encoding\u001b[39;00m\n\u001b[0;32m 6\u001b[0m labelencoder \u001b[38;5;241m=\u001b[39m LabelEncoder()\n\u001b[1;32m----> 7\u001b[0m df_train[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mValencia_wind_deg\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m labelencoder\u001b[38;5;241m.\u001b[39mfit_transform(df_train[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mValencia_wind_deg\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[0;32m 8\u001b[0m df_train[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSeville_pressure\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m labelencoder\u001b[38;5;241m.\u001b[39mfit_transform(df_train[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSeville_pressure\u001b[39m\u001b[38;5;124m'\u001b[39m])\n",
+ "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\core\\frame.py:3807\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 3805\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mnlevels \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m 3806\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_multilevel(key)\n\u001b[1;32m-> 3807\u001b[0m indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mget_loc(key)\n\u001b[0;32m 3808\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_integer(indexer):\n\u001b[0;32m 3809\u001b[0m indexer \u001b[38;5;241m=\u001b[39m [indexer]\n",
+ "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:3804\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m 3802\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine\u001b[38;5;241m.\u001b[39mget_loc(casted_key)\n\u001b[0;32m 3803\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[1;32m-> 3804\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[0;32m 3805\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[0;32m 3806\u001b[0m \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[0;32m 3807\u001b[0m \u001b[38;5;66;03m# InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[0;32m 3808\u001b[0m \u001b[38;5;66;03m# the TypeError.\u001b[39;00m\n\u001b[0;32m 3809\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_indexing_error(key)\n",
+ "\u001b[1;31mKeyError\u001b[0m: 'Valencia_wind_deg'"
+ ]
+ }
+ ],
+ "source": [
+ "\n",
+ "#Convert time from object to datetime\n",
+ "#df_train['time'] = pd.to_datetime(df_train['time'])\n",
+ "\n",
+ "#Convert valencia wind degree and Seville pressure to int from object\n",
+ "# Label Encoding\n",
+ "labelencoder = LabelEncoder()\n",
+ "df_train['Valencia_wind_deg'] = labelencoder.fit_transform(df_train['Valencia_wind_deg'])\n",
+ "df_train['Seville_pressure'] = labelencoder.fit_transform(df_train['Seville_pressure'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "2fb74182",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# plot relevant feature interactions\n",
+ "\n",
+ "#Kamo"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "6dd6ee8c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# evaluate correlation\n",
+ "##kamo (seabron)\n",
+ "corr = df_train.drop(['time'], axis='columns').corr()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "78d01949",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fig=plot_corr(corr,xnames=corr.columns)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "de51df85",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# have a look at feature distributions\n",
+ "\n",
+ "features = ['Madrid_wind_speed', 'Valencia_wind_deg',\n",
+ " 'Bilbao_rain_1h', 'Valencia_wind_speed', 'Seville_humidity',\n",
+ " 'Madrid_humidity', 'Bilbao_clouds_all', 'Bilbao_wind_speed',\n",
+ " 'Seville_clouds_all', 'Bilbao_wind_deg', 'Barcelona_wind_speed',\n",
+ " 'Barcelona_wind_deg', 'Madrid_clouds_all', 'Seville_wind_speed',\n",
+ " 'Barcelona_rain_1h', 'Seville_pressure', 'Seville_rain_1h',\n",
+ " 'Bilbao_snow_3h', 'Barcelona_pressure']\n",
+ "\n",
+ "df_train[features].hist(figsize=(10,10))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e8c205f1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# plot the load shortfall against time\n",
+ "plt.plot(df_train['time'],df_train['load_shortfall_3h'])\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "21501eac",
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "ValueError",
+ "evalue": "Value of 'x' is not the name of a column in 'data_frame'. Expected one of ['Unnamed: 0', ' time ', ' Madrid_wind_speed ', ' Valencia_wind_deg ', ' Bilbao_rain_1h ', ' Valencia_wind_speed ', ' Seville_humidity ', ' Madrid_humidity ', ' Bilbao_clouds_all ', ' Bilbao_wind_speed ', ' Seville_clouds_all ', ' Bilbao_wind_deg ', ' Barcelona_wind_speed ', ' Barcelona_wind_deg ', ' Madrid_clouds_all ', ' Seville_wind_speed ', ' Barcelona_rain_1h ', ' Seville_pressure ', ' Seville_rain_1h ', ' Bilbao_snow_3h ', ' Barcelona_pressure ', ' Seville_rain_3h ', ' Madrid_rain_1h ', ' Barcelona_rain_3h ', ' Valencia_snow_3h ', ' Madrid_weather_id ', ' Barcelona_weather_id ', ' Bilbao_pressure ', ' Seville_weather_id ', ' Valencia_pressure ', ' Seville_temp_max ', ' Madrid_pressure ', ' Valencia_temp_max ', ' Valencia_temp ', ' Bilbao_weather_id ', ' Seville_temp ', ' Valencia_humidity ', ' Valencia_temp_min ', ' Barcelona_temp_max ', ' Madrid_temp_max ', ' Barcelona_temp ', ' Bilbao_temp_min ', ' Bilbao_temp ', ' Barcelona_temp_min ', ' Bilbao_temp_max ', ' Seville_temp_min ', ' Madrid_temp ', ' Madrid_temp_min ', ' load_shortfall_3h '] but received: time",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[1;32mIn[10], line 3\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mplotly\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mexpress\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpx\u001b[39;00m\n\u001b[1;32m----> 3\u001b[0m fig \u001b[38;5;241m=\u001b[39m px\u001b[38;5;241m.\u001b[39mline(df_train, x\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtime\u001b[39m\u001b[38;5;124m'\u001b[39m, y\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mload_shortfall_3h\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 4\u001b[0m fig\u001b[38;5;241m.\u001b[39mshow()\n",
+ "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\plotly\\express\\_chart_types.py:264\u001b[0m, in \u001b[0;36mline\u001b[1;34m(data_frame, x, y, line_group, color, line_dash, symbol, hover_name, hover_data, custom_data, text, facet_row, facet_col, facet_col_wrap, facet_row_spacing, facet_col_spacing, error_x, error_x_minus, error_y, error_y_minus, animation_frame, animation_group, category_orders, labels, orientation, color_discrete_sequence, color_discrete_map, line_dash_sequence, line_dash_map, symbol_sequence, symbol_map, markers, log_x, log_y, range_x, range_y, line_shape, render_mode, title, template, width, height)\u001b[0m\n\u001b[0;32m 216\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mline\u001b[39m(\n\u001b[0;32m 217\u001b[0m data_frame\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m 218\u001b[0m x\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 258\u001b[0m height\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m 259\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m go\u001b[38;5;241m.\u001b[39mFigure:\n\u001b[0;32m 260\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 261\u001b[0m \u001b[38;5;124;03m In a 2D line plot, each row of `data_frame` is represented as vertex of\u001b[39;00m\n\u001b[0;32m 262\u001b[0m \u001b[38;5;124;03m a polyline mark in 2D space.\u001b[39;00m\n\u001b[0;32m 263\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m--> 264\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m make_figure(args\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mlocals\u001b[39m(), constructor\u001b[38;5;241m=\u001b[39mgo\u001b[38;5;241m.\u001b[39mScatter)\n",
+ "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\plotly\\express\\_core.py:1990\u001b[0m, in \u001b[0;36mmake_figure\u001b[1;34m(args, constructor, trace_patch, layout_patch)\u001b[0m\n\u001b[0;32m 1987\u001b[0m layout_patch \u001b[38;5;241m=\u001b[39m layout_patch \u001b[38;5;129;01mor\u001b[39;00m {}\n\u001b[0;32m 1988\u001b[0m apply_default_cascade(args)\n\u001b[1;32m-> 1990\u001b[0m args \u001b[38;5;241m=\u001b[39m build_dataframe(args, constructor)\n\u001b[0;32m 1991\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m constructor \u001b[38;5;129;01min\u001b[39;00m [go\u001b[38;5;241m.\u001b[39mTreemap, go\u001b[38;5;241m.\u001b[39mSunburst, go\u001b[38;5;241m.\u001b[39mIcicle] \u001b[38;5;129;01mand\u001b[39;00m args[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpath\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 1992\u001b[0m args \u001b[38;5;241m=\u001b[39m process_dataframe_hierarchy(args)\n",
+ "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\plotly\\express\\_core.py:1405\u001b[0m, in \u001b[0;36mbuild_dataframe\u001b[1;34m(args, constructor)\u001b[0m\n\u001b[0;32m 1402\u001b[0m args[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcolor\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m 1403\u001b[0m \u001b[38;5;66;03m# now that things have been prepped, we do the systematic rewriting of `args`\u001b[39;00m\n\u001b[1;32m-> 1405\u001b[0m df_output, wide_id_vars \u001b[38;5;241m=\u001b[39m process_args_into_dataframe(\n\u001b[0;32m 1406\u001b[0m args, wide_mode, var_name, value_name\n\u001b[0;32m 1407\u001b[0m )\n\u001b[0;32m 1409\u001b[0m \u001b[38;5;66;03m# now that `df_output` exists and `args` contains only references, we complete\u001b[39;00m\n\u001b[0;32m 1410\u001b[0m \u001b[38;5;66;03m# the special-case and wide-mode handling by further rewriting args and/or mutating\u001b[39;00m\n\u001b[0;32m 1411\u001b[0m \u001b[38;5;66;03m# df_output\u001b[39;00m\n\u001b[0;32m 1413\u001b[0m count_name \u001b[38;5;241m=\u001b[39m _escape_col_name(df_output, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcount\u001b[39m\u001b[38;5;124m\"\u001b[39m, [var_name, value_name])\n",
+ "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\plotly\\express\\_core.py:1207\u001b[0m, in \u001b[0;36mprocess_args_into_dataframe\u001b[1;34m(args, wide_mode, var_name, value_name)\u001b[0m\n\u001b[0;32m 1205\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m argument \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mindex\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[0;32m 1206\u001b[0m err_msg \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m To use the index, pass it in directly as `df.index`.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m-> 1207\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(err_msg)\n\u001b[0;32m 1208\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m length \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(df_input[argument]) \u001b[38;5;241m!=\u001b[39m length:\n\u001b[0;32m 1209\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m 1210\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAll arguments should have the same length. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 1211\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe length of column argument `df[\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m]` is \u001b[39m\u001b[38;5;132;01m%d\u001b[39;00m\u001b[38;5;124m, whereas the \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 1218\u001b[0m )\n\u001b[0;32m 1219\u001b[0m )\n",
+ "\u001b[1;31mValueError\u001b[0m: Value of 'x' is not the name of a column in 'data_frame'. Expected one of ['Unnamed: 0', ' time ', ' Madrid_wind_speed ', ' Valencia_wind_deg ', ' Bilbao_rain_1h ', ' Valencia_wind_speed ', ' Seville_humidity ', ' Madrid_humidity ', ' Bilbao_clouds_all ', ' Bilbao_wind_speed ', ' Seville_clouds_all ', ' Bilbao_wind_deg ', ' Barcelona_wind_speed ', ' Barcelona_wind_deg ', ' Madrid_clouds_all ', ' Seville_wind_speed ', ' Barcelona_rain_1h ', ' Seville_pressure ', ' Seville_rain_1h ', ' Bilbao_snow_3h ', ' Barcelona_pressure ', ' Seville_rain_3h ', ' Madrid_rain_1h ', ' Barcelona_rain_3h ', ' Valencia_snow_3h ', ' Madrid_weather_id ', ' Barcelona_weather_id ', ' Bilbao_pressure ', ' Seville_weather_id ', ' Valencia_pressure ', ' Seville_temp_max ', ' Madrid_pressure ', ' Valencia_temp_max ', ' Valencia_temp ', ' Bilbao_weather_id ', ' Seville_temp ', ' Valencia_humidity ', ' Valencia_temp_min ', ' Barcelona_temp_max ', ' Madrid_temp_max ', ' Barcelona_temp ', ' Bilbao_temp_min ', ' Bilbao_temp ', ' Barcelona_temp_min ', ' Bilbao_temp_max ', ' Seville_temp_min ', ' Madrid_temp ', ' Madrid_temp_min ', ' load_shortfall_3h '] but received: time"
+ ]
+ }
+ ],
+ "source": [
+ "import plotly.express as px\n",
+ "\n",
+ "fig = px.line(df_train, x='time', y='load_shortfall_3h')\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "dd20b9fa",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "print(df_train['time'].min())\n",
+ "print(df_train['time'].max())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "342a2e1a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#yearly time series data\n",
+ "monthly_shortfall = pd.DataFrame(df_train[df_train['time'] <'2015-01-31'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "947ade65",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "plt.plot(monthly_shortfall['time'],monthly_shortfall['load_shortfall_3h'])\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "64c52f41",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Target scatter\n",
+ "##Kamo plot scatter splot between features and the Target Variable. \n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "6b795cc7",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3fa93ec6",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 4. Data Engineering\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Data engineering ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to: clean the dataset, and possibly create new features - as identified in the EDA phase. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "059c2f3e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# remove missing values/ features\n",
+ " #Katlego"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0ac5482e",
+ "metadata": {},
+ "source": [
+ "#### Thembi"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "99a8f96f",
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [],
+ "source": [
+ "###Create new features from time\n",
+ "dt_fe = FeatureEngineering_DateTime()\n",
+ "dt_fe.fit(df_train, datetime_variables=['time'])\n",
+ "df_train = dt_fe.transform(df_train)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "8ff1aef6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Filling series with mean or mode\n",
+ "df_train['Valencia_pressure'].fillna(df_train['Valencia_pressure'].mean(), inplace = True)\n",
+ "df_train['time:day_part'].fillna(df_train['time:day_part'].value_counts().index[0], inplace = True)\n",
+ "\n",
+ "#convert time:is_weekend to boolean not int\n",
+ "df_train['time:is_weekend']=df_train['time:is_weekend'].replace({0:False,1:True})\n",
+ "\n",
+ "#Drop 'Unnamed: 0', 'time', 'time:minute', 'time:second' columns\n",
+ "nunique_train=df_train.nunique().reset_index()\n",
+ "remove_col=nunique_train[(nunique_train[0]==len(df_train)) | (nunique_train[0]==0) | (nunique_train[0]==1) ]['index'].tolist()\n",
+ "df_train=df_train.drop(remove_col,axis=1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "d75e28bd",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#since the model does not know how to read the words, we convert day part to numbers\n",
+ "df_train['time:day_part']=df_train['time:day_part'].replace({'midnight':0, 'early morning':1, 'late morning':2, 'noon':3,\n",
+ " 'afternoon':4,'evening':5, 'night':6 })\n",
+ "\n",
+ "#rename the columns by removing the colon :. \n",
+ "df_train = df_train.rename(columns = lambda x:re.sub('[^A-Za-z0-9_]+', '', x))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c8ad60e3",
+ "metadata": {},
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "058199eb",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#summary for barcelona's statistics \n",
+ "df_train[barcelona].describe().T"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "6eac0fc7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#summary for madrid's statistics \n",
+ "df_train[madrid].describe().T"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "c2a1d76f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#summary for seville's statistics \n",
+ "df_train[seville].describe().T"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "b34ae4fb",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#summary for valencia's statistics \n",
+ "df_train[valencia].describe().T"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "f017719a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#summary for bilbao's statistics \n",
+ "df_train[bilbao].describe().T"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "8648bd11",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Create the average for all cities\n",
+ "\n",
+ "df_train['Average_Speed'] = (df_train.Madrid_wind_speed+df_train.Valencia_wind_speed +df_train.Barcelona_wind_speed+df_train.Bilbao_wind_speed+df_train.Seville_wind_speed)/5\n",
+ "df_train['Average_wind_deg'] = (df_train.Valencia_wind_deg +df_train.Bilbao_wind_deg+df_train.Barcelona_wind_deg)/3\n",
+ "df_train['Average_rain_1h'] = (df_train.Bilbao_rain_1h + df_train. Barcelona_rain_1h +df_train. Seville_rain_1h + df_train.Madrid_rain_1h)/4\n",
+ "df_train['Average_rain_3h'] = (df_train.Seville_rain_3h +df_train.Barcelona_rain_3h)/2\n",
+ "df_train['Average_snow_3h'] = (df_train.Bilbao_snow_3h +df_train. Valencia_snow_3h)/2\n",
+ "df_train['Average_humidity'] = (df_train.Seville_humidity +df_train.Madrid_humidity+df_train.Valencia_humidity)/3\n",
+ "df_train['Average_clouds_all'] = (df_train.Bilbao_clouds_all+df_train.Seville_clouds_all +df_train.Madrid_clouds_all)/3\n",
+ "df_train['Average_pressure'] = (df_train.Seville_pressure+df_train.Barcelona_pressure+df_train.Bilbao_pressure+ df_train.Valencia_pressure + df_train. Madrid_pressure)/5\n",
+ "df_train['Average_temp_max'] = (df_train.Seville_temp_max + df_train.Valencia_temp_max +df_train.Barcelona_temp_max +df_train.Madrid_temp_max +df_train.Bilbao_temp_max )/5\n",
+ "df_train['Average_temp_min'] = (df_train.Valencia_temp_min +df_train.Bilbao_temp_min +df_train.Barcelona_temp_min+df_train.Seville_temp_min+df_train. Madrid_temp_min)/5\n",
+ "df_train['Average_temp'] = (df_train.Seville_temp +df_train.Valencia_temp +df_train.Barcelona_temp +df_train.Bilbao_temp+df_train. Madrid_temp)/5"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a6e3c0ec",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Extracting time and the Average for all cities\n",
+ "df_average_time = df_train[['timehour','Average_Speed','Average_wind_deg','Average_rain_1h',\n",
+ " 'Average_rain_3h','Average_snow_3h','Average_humidity','Average_clouds_all',\n",
+ " 'Average_pressure','Average_temp_max','Average_temp_min','Average_temp']]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "f9bccb76",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_average_time"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "bd3e4433",
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [],
+ "source": [
+ "corr = df_train[['load_shortfall_3h','Average_Speed'\n",
+ ",'Average_wind_deg'\n",
+ ",'Average_rain_1h'\n",
+ ",'Average_rain_3h'\n",
+ ",'Average_snow_3h'\n",
+ ",'Average_humidity'\n",
+ ",'Average_clouds_all'\n",
+ ",'Average_pressure'\n",
+ ",'Average_temp_max'\n",
+ ",'Average_temp_min'\n",
+ ",'Average_temp']].corr()\n",
+ "corr.style.background_gradient(cmap='coolwarm').set_precision(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "11d703c3",
+ "metadata": {},
+ "source": [
+ "Upon examining the data for all five cities, it is evident that the columns demonstrate relatively weak correlation with the target variable. Consequently, it will is necessary to create new columns that could positively influence the target variable. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "3028fc4d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Create a boxplot for 'hour' against the response variable 'load_shortfall_3h'\n",
+ "plt.figure(figsize=(12, 6))\n",
+ "sns.boxplot(x='timehour', y='load_shortfall_3h', data=df_train)\n",
+ "plt.title('Hour of the Day vs. load_shortfall_3h')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "cc2220ad",
+ "metadata": {},
+ "source": [
+ "#### DLX"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "59692724",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# engineer existing features\n",
+ " #DLX - write a function that takes any Dataframe and return a scaled/regularised Dataframe\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "43b2d523",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 5. Modelling\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Modelling ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section, you are required to create one or more regression models that are able to accurately predict the thee hour load shortfall. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "2344b3e0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# split data\n",
+ "df_test = pd.read_csv('df_test.csv')\n",
+ "df_train.columns\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "9c58df02",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# create targets and features dataset\n",
+ "\n",
+ "selected_cols = ['Bilbao_wind_speed','Barcelona_wind_deg','Barcelona_pressure','Valencia_wind_speed','Madrid_pressure','Valencia_humidity','Barcelona_temp_min','Madrid_temp','Madrid_temp_min','load_shortfall_3h']\n",
+ "model_cols = df_train[selected_cols]\n",
+ " \n",
+ "\n",
+ "targets = model_cols[['load_shortfall_3h']]\n",
+ "features = model_cols.drop(['load_shortfall_3h'],axis =1)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "01b8a675",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Usnig Stats Models\n",
+ "#regression string\n",
+ "formula_str = targets.columns[0]+' ~ '+'+'.join(features.columns)\n",
+ "formula_str"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "20d073e0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# create one or more ML models\n",
+ "lm = LinearRegression()\n",
+ "\n",
+ "#linear regression model from Stats models\n",
+ "model=sm.ols(formula=formula_str, data=model_cols)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a70c15d7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# evaluate one or more ML models\n",
+ "lm.fit(features,targets)\n",
+ "\n",
+ "#linear regression from stats models\n",
+ "fitted = model.fit()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6b530251",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 6. Model Performance\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Model performance ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to compare the relative performance of the various trained ML models on a holdout dataset and comment on what model is the best and why. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "6a69b5a1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Compare model performance\n",
+ "beta_0 = float(lm.intercept_)\n",
+ "beta_js = pd.DataFrame(lm.coef_[0], features.columns, columns=['Coefficient'])\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "9c11944f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#model performance summary from Stats Models\n",
+ "print(fitted.summary())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "740f83ad",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# my_comment_adding predictions\n",
+ "test_cols = df_test[selected_cols[:-1]]\n",
+ "load_predictions = fitted.predict(test_cols)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "800c8f52",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#save predictions\n",
+ "predictions = list(load_predictions)\n",
+ "csv_dict = {\n",
+ " 'time': list(df_test['time']),\n",
+ " 'load_shortfall_3h': predictions\n",
+ "}\n",
+ "\n",
+ "(pd.DataFrame.from_dict(data=csv_dict, orient='index').to_csv('predictions_v4.csv', header=False))\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "3874a7c6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Choose best model and motivate why it is the best choice\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a8ad0c0d",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 7. Model Explanations\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Model explanation ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section, you are required to discuss how the best performing model works in a simple way so that both technical and non-technical stakeholders can grasp the intuition behind the model's inner workings. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "5ff741c2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# discuss chosen methods logic"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.3"
+ },
+ "latex_envs": {
+ "LaTeX_envs_menu_present": true,
+ "autoclose": false,
+ "autocomplete": true,
+ "bibliofile": "biblio.bib",
+ "cite_by": "apalike",
+ "current_citInitial": 1,
+ "eqLabelWithNumbers": true,
+ "eqNumInitial": 1,
+ "hotkeys": {
+ "equation": "Ctrl-E",
+ "itemize": "Ctrl-I"
+ },
+ "labels_anchors": false,
+ "latex_user_defs": false,
+ "report_style_numbering": false,
+ "user_envs_cfg": false
+ },
+ "toc": {
+ "base_numbering": 1,
+ "nav_menu": {},
+ "number_sections": true,
+ "sideBar": true,
+ "skip_h1_title": false,
+ "title_cell": "Table of Contents",
+ "title_sidebar": "Contents",
+ "toc_cell": false,
+ "toc_position": {},
+ "toc_section_display": true,
+ "toc_window_display": false
+ },
+ "varInspector": {
+ "cols": {
+ "lenName": 16,
+ "lenType": 16,
+ "lenVar": 40
+ },
+ "kernels_config": {
+ "python": {
+ "delete_cmd_postfix": "",
+ "delete_cmd_prefix": "del ",
+ "library": "var_list.py",
+ "varRefreshCmd": "print(var_dic_list())"
+ },
+ "r": {
+ "delete_cmd_postfix": ") ",
+ "delete_cmd_prefix": "rm(",
+ "library": "var_list.r",
+ "varRefreshCmd": "cat(var_dic_list()) "
+ }
+ },
+ "types_to_exclude": [
+ "module",
+ "function",
+ "builtin_function_or_method",
+ "instance",
+ "_Feature"
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+ "window_display": false
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Advanced_Regression/Advanced-Regression-Starter-Data/starter-notebook_clean.ipynb b/Advanced_Regression/Advanced-Regression-Starter-Data/starter-notebook_clean.ipynb
new file mode 100644
index 00000000..2f809570
--- /dev/null
+++ b/Advanced_Regression/Advanced-Regression-Starter-Data/starter-notebook_clean.ipynb
@@ -0,0 +1,1805 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "6c7e849a",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-11T09:24:53.643384Z",
+ "start_time": "2021-06-11T09:24:53.622385Z"
+ }
+ },
+ "source": [
+ "# Regression Predict Student Solution\n",
+ "\n",
+ "© Explore Data Science Academy\n",
+ "\n",
+ "---\n",
+ "### Honour Code\n",
+ "\n",
+ "I {**YOUR NAME, YOUR SURNAME**}, confirm - by submitting this document - that the solutions in this notebook are a result of my own work and that I abide by the [EDSA honour code](https://drive.google.com/file/d/1QDCjGZJ8-FmJE3bZdIQNwnJyQKPhHZBn/view?usp=sharing).\n",
+ "\n",
+ "Non-compliance with the honour code constitutes a material breach of contract.\n",
+ "\n",
+ "### Predict Overview: Spain Electricity Shortfall Challenge\n",
+ "\n",
+ "The government of Spain is considering an expansion of it's renewable energy resource infrastructure investments. As such, they require information on the trends and patterns of the countries renewable sources and fossil fuel energy generation. Your company has been awarded the contract to:\n",
+ "\n",
+ "- 1. analyse the supplied data;\n",
+ "- 2. identify potential errors in the data and clean the existing data set;\n",
+ "- 3. determine if additional features can be added to enrich the data set;\n",
+ "- 4. build a model that is capable of forecasting the three hourly demand shortfalls;\n",
+ "- 5. evaluate the accuracy of the best machine learning model;\n",
+ "- 6. determine what features were most important in the model’s prediction decision, and\n",
+ "- 7. explain the inner working of the model to a non-technical audience.\n",
+ "\n",
+ "Formally the problem statement was given to you, the senior data scientist, by your manager via email reads as follow:\n",
+ "\n",
+ "> In this project you are tasked to model the shortfall between the energy generated by means of fossil fuels and various renewable sources - for the country of Spain. The daily shortfall, which will be referred to as the target variable, will be modelled as a function of various city-specific weather features such as `pressure`, `wind speed`, `humidity`, etc. As with all data science projects, the provided features are rarely adequate predictors of the target variable. As such, you are required to perform feature engineering to ensure that you will be able to accurately model Spain's three hourly shortfalls.\n",
+ " \n",
+ "On top of this, she has provided you with a starter notebook containing vague explanations of what the main outcomes are. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "05600c92",
+ "metadata": {},
+ "source": [
+ " \n",
+ "\n",
+ "## Table of Contents\n",
+ "\n",
+ "1. Importing Packages \n",
+ "\n",
+ "2. Loading Data \n",
+ "\n",
+ "3. Exploratory Data Analysis (EDA) \n",
+ "\n",
+ "4. Data Engineering \n",
+ "\n",
+ "5. Modeling \n",
+ "\n",
+ "6. Model Performance \n",
+ "\n",
+ "7. Model Explanations "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "997462e2",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 1. Importing Packages\n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Importing Packages ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to import, and briefly discuss, the libraries that will be used throughout your analysis and modelling. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "475dbe93",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-23T10:30:53.800892Z",
+ "start_time": "2021-06-23T10:30:50.215449Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "# Libraries for data loading, data manipulation and data visulisation\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import csv\n",
+ "import seaborn as sns\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "import plotly.express as px\n",
+ "\n",
+ "# Libraries for data preparation and model building\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "import statsmodels.formula.api as sm\n",
+ "from statsmodels.graphics.correlation import plot_corr\n",
+ "import pickle\n",
+ "from sklearn.preprocessing import StandardScaler\n",
+ "from sklearn import metrics\n",
+ "import math\n",
+ "from sklearn.linear_model import Ridge, Lasso\n",
+ "from sklearn.tree import DecisionTreeRegressor\n",
+ "from sklearn.svm import SVR\n",
+ "from sklearn.ensemble import RandomForestRegressor\n",
+ "from sklearn.ensemble import VotingRegressor\n",
+ "from sklearn.metrics import mean_squared_error # for checking performance\n",
+ "from flaml import AutoML\n",
+ "\n",
+ "# Setting global constants to ensure notebook results are reproducible\n",
+ "PARAMETER_CONSTANT = '###'"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f22a6718",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 2. Loading the Data\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Loading the data ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to load the data from the `df_train` file into a DataFrame. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "aa5b6387",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "train_df = pd.read_csv('df_train.csv')\n",
+ "test_df = pd.read_csv('df_test.csv')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "81132ab3",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 3. Exploratory Data Analysis (EDA)\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Exploratory data analysis ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section, you are required to perform an in-depth analysis of all the variables in the DataFrame. |\n",
+ "\n",
+ "---\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "e805134e",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-06-28T08:52:37.824204Z",
+ "start_time": "2021-06-28T08:52:37.811206Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(8763, 49)"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# look at data statistics\n",
+ "train_df.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "56522617",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
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+ " Madrid_wind_speed \n",
+ " Valencia_wind_deg \n",
+ " Bilbao_rain_1h \n",
+ " Valencia_wind_speed \n",
+ " Seville_humidity \n",
+ " Madrid_humidity \n",
+ " Bilbao_clouds_all \n",
+ " Bilbao_wind_speed \n",
+ " ... \n",
+ " Madrid_temp_max \n",
+ " Barcelona_temp \n",
+ " Bilbao_temp_min \n",
+ " Bilbao_temp \n",
+ " Barcelona_temp_min \n",
+ " Bilbao_temp_max \n",
+ " Seville_temp_min \n",
+ " Madrid_temp \n",
+ " Madrid_temp_min \n",
+ " load_shortfall_3h \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
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+ " - \n",
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+ " - \n",
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+ " 64.00 \n",
+ " - \n",
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+ " \n",
+ " \n",
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+ " 64.67 \n",
+ " - \n",
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+ " 280.56 \n",
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+ " 266.39 \n",
+ " 266.39 \n",
+ " 4 171.67 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 2.00 \n",
+ " 42 005.38 \n",
+ " 1.00 \n",
+ " level_9 \n",
+ " - \n",
+ " 1.00 \n",
+ " 71.33 \n",
+ " 64.33 \n",
+ " - \n",
+ " 1.00 \n",
+ " ... \n",
+ " 272.71 \n",
+ " 281.58 \n",
+ " 275.03 \n",
+ " 275.03 \n",
+ " 281.58 \n",
+ " 275.03 \n",
+ " 278.79 \n",
+ " 272.71 \n",
+ " 272.71 \n",
+ " 4 274.67 \n",
+ " \n",
+ " \n",
+ "
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+ "
3 rows × 49 columns
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+ "
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+ ],
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+ "1 1.00 42 005.25 0.33 level_10 \n",
+ "2 2.00 42 005.38 1.00 level_9 \n",
+ "\n",
+ " Bilbao_rain_1h Valencia_wind_speed Seville_humidity \\\n",
+ "0 - 0.67 74.33 \n",
+ "1 - 1.67 78.33 \n",
+ "2 - 1.00 71.33 \n",
+ "\n",
+ " Madrid_humidity Bilbao_clouds_all Bilbao_wind_speed ... \\\n",
+ "0 64.00 - 1.00 ... \n",
+ "1 64.67 - 1.00 ... \n",
+ "2 64.33 - 1.00 ... \n",
+ "\n",
+ " Madrid_temp_max Barcelona_temp Bilbao_temp_min Bilbao_temp \\\n",
+ "0 265.94 281.01 269.34 269.34 \n",
+ "1 266.39 280.56 270.38 270.38 \n",
+ "2 272.71 281.58 275.03 275.03 \n",
+ "\n",
+ " Barcelona_temp_min Bilbao_temp_max Seville_temp_min Madrid_temp \\\n",
+ "0 281.01 269.34 274.25 265.94 \n",
+ "1 280.56 270.38 274.95 266.39 \n",
+ "2 281.58 275.03 278.79 272.71 \n",
+ "\n",
+ " Madrid_temp_min load_shortfall_3h \n",
+ "0 265.94 6 715.67 \n",
+ "1 266.39 4 171.67 \n",
+ "2 272.71 4 274.67 \n",
+ "\n",
+ "[3 rows x 49 columns]"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "train_df.head(3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "eba89efa",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 8763 entries, 0 to 8762\n",
+ "Data columns (total 49 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Unnamed: 0 8763 non-null object \n",
+ " 1 time 8763 non-null object \n",
+ " 2 Madrid_wind_speed 8763 non-null object \n",
+ " 3 Valencia_wind_deg 8763 non-null object \n",
+ " 4 Bilbao_rain_1h 8763 non-null object \n",
+ " 5 Valencia_wind_speed 8763 non-null object \n",
+ " 6 Seville_humidity 8763 non-null float64\n",
+ " 7 Madrid_humidity 8763 non-null float64\n",
+ " 8 Bilbao_clouds_all 8763 non-null object \n",
+ " 9 Bilbao_wind_speed 8763 non-null object \n",
+ " 10 Seville_clouds_all 8763 non-null object \n",
+ " 11 Bilbao_wind_deg 8763 non-null object \n",
+ " 12 Barcelona_wind_speed 8763 non-null object \n",
+ " 13 Barcelona_wind_deg 8763 non-null object \n",
+ " 14 Madrid_clouds_all 8763 non-null object \n",
+ " 15 Seville_wind_speed 8763 non-null object \n",
+ " 16 Barcelona_rain_1h 8763 non-null object \n",
+ " 17 Seville_pressure 8763 non-null object \n",
+ " 18 Seville_rain_1h 8763 non-null object \n",
+ " 19 Bilbao_snow_3h 8763 non-null object \n",
+ " 20 Barcelona_pressure 8763 non-null object \n",
+ " 21 Seville_rain_3h 8763 non-null object \n",
+ " 22 Madrid_rain_1h 8763 non-null object \n",
+ " 23 Barcelona_rain_3h 8763 non-null object \n",
+ " 24 Valencia_snow_3h 8763 non-null object \n",
+ " 25 Madrid_weather_id 8763 non-null float64\n",
+ " 26 Barcelona_weather_id 8763 non-null float64\n",
+ " 27 Bilbao_pressure 8763 non-null object \n",
+ " 28 Seville_weather_id 8763 non-null float64\n",
+ " 29 Valencia_pressure 6695 non-null object \n",
+ " 30 Seville_temp_max 8763 non-null float64\n",
+ " 31 Madrid_pressure 8763 non-null object \n",
+ " 32 Valencia_temp_max 8763 non-null float64\n",
+ " 33 Valencia_temp 8763 non-null float64\n",
+ " 34 Bilbao_weather_id 8763 non-null float64\n",
+ " 35 Seville_temp 8763 non-null float64\n",
+ " 36 Valencia_humidity 8763 non-null float64\n",
+ " 37 Valencia_temp_min 8763 non-null float64\n",
+ " 38 Barcelona_temp_max 8763 non-null float64\n",
+ " 39 Madrid_temp_max 8763 non-null float64\n",
+ " 40 Barcelona_temp 8763 non-null float64\n",
+ " 41 Bilbao_temp_min 8763 non-null float64\n",
+ " 42 Bilbao_temp 8763 non-null float64\n",
+ " 43 Barcelona_temp_min 8763 non-null float64\n",
+ " 44 Bilbao_temp_max 8763 non-null float64\n",
+ " 45 Seville_temp_min 8763 non-null float64\n",
+ " 46 Madrid_temp 8763 non-null float64\n",
+ " 47 Madrid_temp_min 8763 non-null float64\n",
+ " 48 load_shortfall_3h 8763 non-null object \n",
+ "dtypes: float64(22), object(27)\n",
+ "memory usage: 3.3+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "#check data frame for data types\n",
+ "train_df.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "b02f9c93",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Unnamed: 0 0\n",
+ " time 0\n",
+ " Madrid_wind_speed 0\n",
+ " Valencia_wind_deg 0\n",
+ " Bilbao_rain_1h 0\n",
+ " Valencia_wind_speed 0\n",
+ " Seville_humidity 0\n",
+ " Madrid_humidity 0\n",
+ " Bilbao_clouds_all 0\n",
+ " Bilbao_wind_speed 0\n",
+ " Seville_clouds_all 0\n",
+ " Bilbao_wind_deg 0\n",
+ " Barcelona_wind_speed 0\n",
+ " Barcelona_wind_deg 0\n",
+ " Madrid_clouds_all 0\n",
+ " Seville_wind_speed 0\n",
+ " Barcelona_rain_1h 0\n",
+ " Seville_pressure 0\n",
+ " Seville_rain_1h 0\n",
+ " Bilbao_snow_3h 0\n",
+ " Barcelona_pressure 0\n",
+ " Seville_rain_3h 0\n",
+ " Madrid_rain_1h 0\n",
+ " Barcelona_rain_3h 0\n",
+ " Valencia_snow_3h 0\n",
+ " Madrid_weather_id 0\n",
+ " Barcelona_weather_id 0\n",
+ " Bilbao_pressure 0\n",
+ " Seville_weather_id 0\n",
+ " Valencia_pressure 2068\n",
+ " Seville_temp_max 0\n",
+ " Madrid_pressure 0\n",
+ " Valencia_temp_max 0\n",
+ " Valencia_temp 0\n",
+ " Bilbao_weather_id 0\n",
+ " Seville_temp 0\n",
+ " Valencia_humidity 0\n",
+ " Valencia_temp_min 0\n",
+ " Barcelona_temp_max 0\n",
+ " Madrid_temp_max 0\n",
+ " Barcelona_temp 0\n",
+ " Bilbao_temp_min 0\n",
+ " Bilbao_temp 0\n",
+ " Barcelona_temp_min 0\n",
+ " Bilbao_temp_max 0\n",
+ " Seville_temp_min 0\n",
+ " Madrid_temp 0\n",
+ " Madrid_temp_min 0\n",
+ " load_shortfall_3h 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#checking for null values in each columns\n",
+ "train_df.isnull().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "b7509de7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#getting numerical features\n",
+ "numerical_features = [col for col in train_df if train_df[col].dtype =='float']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "ebc09fec",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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+ " 287.966176 \n",
+ " 291.633502 \n",
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+ " 7.162229 \n",
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+ " 6.705611 \n",
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8 rows × 22 columns
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+ "50% 800.330000 800.000000 297.100000 \n",
+ "75% 801.000000 800.000000 304.150000 \n",
+ "max 804.000000 804.000000 320.480000 \n",
+ "\n",
+ " Valencia_temp_max Valencia_temp Bilbao_weather_id \\\n",
+ "count 8763.000000 8763.000000 8763.000000 \n",
+ "mean 291.337381 290.592346 724.722363 \n",
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+ "25% 288.285000 ... 285.480000 282.150000 \n",
+ "50% 293.320000 ... 290.150000 288.120000 \n",
+ "75% 299.620000 ... 296.855000 296.820000 \n",
+ "max 314.980000 ... 314.080000 314.480000 \n",
+ "\n",
+ " Barcelona_temp Bilbao_temp_min Bilbao_temp \\\n",
+ "count 8763.000000 8763.000000 8763.000000 \n",
+ "mean 289.855543 285.018045 286.423104 \n",
+ "std 6.528064 6.705611 6.818620 \n",
+ "min 270.820000 264.480000 267.480000 \n",
+ "25% 284.970000 280.085000 281.375000 \n",
+ "50% 289.420000 284.820000 286.160000 \n",
+ "75% 294.910000 289.820000 291.035000 \n",
+ "max 307.320000 309.820000 310.710000 \n",
+ "\n",
+ " Barcelona_temp_min Bilbao_temp_max Seville_temp_min \\\n",
+ "count 8763.000000 8763.000000 8763.000000 \n",
+ "mean 288.447461 287.966176 291.633502 \n",
+ "std 6.102555 7.105547 8.178188 \n",
+ "min 269.480000 269.060000 270.150000 \n",
+ "25% 284.150000 282.840000 285.820000 \n",
+ "50% 288.150000 287.630000 290.820000 \n",
+ "75% 292.970000 292.480000 297.150000 \n",
+ "max 304.820000 317.970000 314.820000 \n",
+ "\n",
+ " Madrid_temp Madrid_temp_min \n",
+ "count 8763.000000 8763.000000 \n",
+ "mean 288.419629 287.202321 \n",
+ "std 9.346688 9.206168 \n",
+ "min 264.980000 264.980000 \n",
+ "25% 281.405000 280.300000 \n",
+ "50% 287.050000 286.080000 \n",
+ "75% 295.155000 293.885000 \n",
+ "max 313.130000 310.380000 \n",
+ "\n",
+ "[8 rows x 22 columns]"
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#get summary statistics for our Data\n",
+ "train_df[numerical_features].describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "5903fe40",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#check data skewness for numerical features\n",
+ "skewness = train_df[numerical_features].skew()\n",
+ "\n",
+ "## check for presence of outliers for numerical features\n",
+ "outliers = train_df[numerical_features].kurtosis()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "id": "a075d5ce",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#features with high outlisers\n",
+ "highly_skewed_features = [features for features in skewness.index\n",
+ " if skewness[features] <-1.0 or skewness[features]> 1.0]\n",
+ "highly_Outlier_features = [features for features in outliers.index\n",
+ " if outliers[features] >3]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "a1c019c2",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Highly Skewed features\n",
+ " Madrid_weather_id -7.718827\n",
+ " Barcelona_weather_id -9.926938\n",
+ " Seville_weather_id -4.502376\n",
+ " Bilbao_weather_id -1.234845\n",
+ "dtype: float64\n",
+ "\n",
+ "features with extreme outliers\n",
+ " Madrid_weather_id 62.515673\n",
+ " Barcelona_weather_id 106.694079\n",
+ " Seville_weather_id 20.462992\n",
+ "dtype: float64\n"
+ ]
+ }
+ ],
+ "source": [
+ "#highly skewed features\n",
+ "print('Highly Skewed features\\n',skewness[highly_skewed_features])\n",
+ "print('\\nfeatures with extreme outliers\\n',outliers[highly_Outlier_features])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f7c0946a",
+ "metadata": {},
+ "source": [
+ "## Comment\n",
+ "We can see that there are 22 fetaures which are highly skewed and 14 with high outliers.\n",
+ "\n",
+ "Below we replace values with high outliers with the Median"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "8d4fdf93",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "## replace extreme outliers with the median\n",
+ "for col in highly_Outlier_features:\n",
+ " new_list = []\n",
+ " median = train_df[col].median()\n",
+ " std = train_df[col].std()\n",
+ " for row in train_df[col]:\n",
+ " if abs(row-median) > std:\n",
+ " new_list.append(median)\n",
+ " else:\n",
+ " new_list.append(row)\n",
+ " train_df[col] = new_list"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "5859e4b0",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "features with extreme outliers\n",
+ " Seville_weather_id 7.046588\n",
+ "dtype: float64\n"
+ ]
+ }
+ ],
+ "source": [
+ "#check again for outliers\n",
+ "outliers = train_df[numerical_features].kurtosis()\n",
+ "highly_Outlier_features = [features for features in outliers.index\n",
+ " if outliers[features] >3]\n",
+ "print('\\nfeatures with extreme outliers\\n',outliers[highly_Outlier_features])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0fca396e",
+ "metadata": {},
+ "source": [
+ "## Comment\n",
+ "We have attempted to remove outliers, but the above features still have high outliers, we may contemplate removing them in the later steps"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "ebdf65d8",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#plot interactions between all temperature features\n",
+ "temp_features = [feature for feature in train_df if 'temp' in feature]\n",
+ "corr = train_df[temp_features].corr()\n",
+ "\n",
+ "sns.heatmap(corr, cmap='RdYlGn_r', linewidths=0.5, annot=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "id": "fa9f891c",
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "ValueError",
+ "evalue": "zero-size array to reduction operation fmin which has no identity",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[1;32mIn[31], line 5\u001b[0m\n\u001b[0;32m 2\u001b[0m pressure_features \u001b[38;5;241m=\u001b[39m [feature \u001b[38;5;28;01mfor\u001b[39;00m feature \u001b[38;5;129;01min\u001b[39;00m numerical_features \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpressure\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;129;01min\u001b[39;00m feature]\n\u001b[0;32m 3\u001b[0m corr \u001b[38;5;241m=\u001b[39m train_df[pressure_features]\u001b[38;5;241m.\u001b[39mcorr()\n\u001b[1;32m----> 5\u001b[0m sns\u001b[38;5;241m.\u001b[39mheatmap(corr, cmap\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mRdYlGn_r\u001b[39m\u001b[38;5;124m'\u001b[39m,linewidths\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.5\u001b[39m, annot\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n",
+ "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\seaborn\\matrix.py:446\u001b[0m, in \u001b[0;36mheatmap\u001b[1;34m(data, vmin, vmax, cmap, center, robust, annot, fmt, annot_kws, linewidths, linecolor, cbar, cbar_kws, cbar_ax, square, xticklabels, yticklabels, mask, ax, **kwargs)\u001b[0m\n\u001b[0;32m 365\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Plot rectangular data as a color-encoded matrix.\u001b[39;00m\n\u001b[0;32m 366\u001b[0m \n\u001b[0;32m 367\u001b[0m \u001b[38;5;124;03mThis is an Axes-level function and will draw the heatmap into the\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 443\u001b[0m \n\u001b[0;32m 444\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 445\u001b[0m \u001b[38;5;66;03m# Initialize the plotter object\u001b[39;00m\n\u001b[1;32m--> 446\u001b[0m plotter \u001b[38;5;241m=\u001b[39m _HeatMapper(data, vmin, vmax, cmap, center, robust, annot, fmt,\n\u001b[0;32m 447\u001b[0m annot_kws, cbar, cbar_kws, xticklabels,\n\u001b[0;32m 448\u001b[0m yticklabels, mask)\n\u001b[0;32m 450\u001b[0m \u001b[38;5;66;03m# Add the pcolormesh kwargs here\u001b[39;00m\n\u001b[0;32m 451\u001b[0m kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlinewidths\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m linewidths\n",
+ "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\seaborn\\matrix.py:163\u001b[0m, in \u001b[0;36m_HeatMapper.__init__\u001b[1;34m(self, data, vmin, vmax, cmap, center, robust, annot, fmt, annot_kws, cbar, cbar_kws, xticklabels, yticklabels, mask)\u001b[0m\n\u001b[0;32m 160\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mylabel \u001b[38;5;241m=\u001b[39m ylabel \u001b[38;5;28;01mif\u001b[39;00m ylabel \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 162\u001b[0m \u001b[38;5;66;03m# Determine good default values for the colormapping\u001b[39;00m\n\u001b[1;32m--> 163\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_determine_cmap_params(plot_data, vmin, vmax,\n\u001b[0;32m 164\u001b[0m cmap, center, robust)\n\u001b[0;32m 166\u001b[0m \u001b[38;5;66;03m# Sort out the annotations\u001b[39;00m\n\u001b[0;32m 167\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m annot \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mor\u001b[39;00m annot \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mFalse\u001b[39;00m:\n",
+ "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\seaborn\\matrix.py:202\u001b[0m, in \u001b[0;36m_HeatMapper._determine_cmap_params\u001b[1;34m(self, plot_data, vmin, vmax, cmap, center, robust)\u001b[0m\n\u001b[0;32m 200\u001b[0m vmin \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mnanpercentile(calc_data, \u001b[38;5;241m2\u001b[39m)\n\u001b[0;32m 201\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 202\u001b[0m vmin \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mnanmin(calc_data)\n\u001b[0;32m 203\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m vmax \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 204\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m robust:\n",
+ "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\numpy\\lib\\nanfunctions.py:343\u001b[0m, in \u001b[0;36mnanmin\u001b[1;34m(a, axis, out, keepdims, initial, where)\u001b[0m\n\u001b[0;32m 338\u001b[0m kwargs[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mwhere\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m where\n\u001b[0;32m 340\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mtype\u001b[39m(a) \u001b[38;5;129;01mis\u001b[39;00m np\u001b[38;5;241m.\u001b[39mndarray \u001b[38;5;129;01mand\u001b[39;00m a\u001b[38;5;241m.\u001b[39mdtype \u001b[38;5;241m!=\u001b[39m np\u001b[38;5;241m.\u001b[39mobject_:\n\u001b[0;32m 341\u001b[0m \u001b[38;5;66;03m# Fast, but not safe for subclasses of ndarray, or object arrays,\u001b[39;00m\n\u001b[0;32m 342\u001b[0m \u001b[38;5;66;03m# which do not implement isnan (gh-9009), or fmin correctly (gh-8975)\u001b[39;00m\n\u001b[1;32m--> 343\u001b[0m res \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mfmin\u001b[38;5;241m.\u001b[39mreduce(a, axis\u001b[38;5;241m=\u001b[39maxis, out\u001b[38;5;241m=\u001b[39mout, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 344\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m np\u001b[38;5;241m.\u001b[39misnan(res)\u001b[38;5;241m.\u001b[39many():\n\u001b[0;32m 345\u001b[0m warnings\u001b[38;5;241m.\u001b[39mwarn(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAll-NaN slice encountered\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;167;01mRuntimeWarning\u001b[39;00m,\n\u001b[0;32m 346\u001b[0m stacklevel\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m)\n",
+ "\u001b[1;31mValueError\u001b[0m: zero-size array to reduction operation fmin which has no identity"
+ ]
+ }
+ ],
+ "source": [
+ "#plot interactions between all pressure features\n",
+ "pressure_features = [feature for feature in numerical_features if 'pressure' in feature]\n",
+ "corr = train_df[pressure_features].corr()\n",
+ "\n",
+ "sns.heatmap(corr, cmap='RdYlGn_r',linewidths=0.5, annot=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "bac4b70e",
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "ValueError",
+ "evalue": "zero-size array to reduction operation fmin which has no identity",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[1;32mIn[32], line 5\u001b[0m\n\u001b[0;32m 2\u001b[0m wind_features \u001b[38;5;241m=\u001b[39m [feature \u001b[38;5;28;01mfor\u001b[39;00m feature \u001b[38;5;129;01min\u001b[39;00m numerical_features \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mwind\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;129;01min\u001b[39;00m feature]\n\u001b[0;32m 3\u001b[0m corr \u001b[38;5;241m=\u001b[39m train_df[wind_features]\u001b[38;5;241m.\u001b[39mcorr()\n\u001b[1;32m----> 5\u001b[0m sns\u001b[38;5;241m.\u001b[39mheatmap(corr, cmap\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mRdYlGn_r\u001b[39m\u001b[38;5;124m'\u001b[39m, linewidths\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.5\u001b[39m, annot\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n",
+ "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\seaborn\\matrix.py:446\u001b[0m, in \u001b[0;36mheatmap\u001b[1;34m(data, vmin, vmax, cmap, center, robust, annot, fmt, annot_kws, linewidths, linecolor, cbar, cbar_kws, cbar_ax, square, xticklabels, yticklabels, mask, ax, **kwargs)\u001b[0m\n\u001b[0;32m 365\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Plot rectangular data as a color-encoded matrix.\u001b[39;00m\n\u001b[0;32m 366\u001b[0m \n\u001b[0;32m 367\u001b[0m \u001b[38;5;124;03mThis is an Axes-level function and will draw the heatmap into the\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 443\u001b[0m \n\u001b[0;32m 444\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 445\u001b[0m \u001b[38;5;66;03m# Initialize the plotter object\u001b[39;00m\n\u001b[1;32m--> 446\u001b[0m plotter \u001b[38;5;241m=\u001b[39m _HeatMapper(data, vmin, vmax, cmap, center, robust, annot, fmt,\n\u001b[0;32m 447\u001b[0m annot_kws, cbar, cbar_kws, xticklabels,\n\u001b[0;32m 448\u001b[0m yticklabels, mask)\n\u001b[0;32m 450\u001b[0m \u001b[38;5;66;03m# Add the pcolormesh kwargs here\u001b[39;00m\n\u001b[0;32m 451\u001b[0m kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlinewidths\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m linewidths\n",
+ "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\seaborn\\matrix.py:163\u001b[0m, in \u001b[0;36m_HeatMapper.__init__\u001b[1;34m(self, data, vmin, vmax, cmap, center, robust, annot, fmt, annot_kws, cbar, cbar_kws, xticklabels, yticklabels, mask)\u001b[0m\n\u001b[0;32m 160\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mylabel \u001b[38;5;241m=\u001b[39m ylabel \u001b[38;5;28;01mif\u001b[39;00m ylabel \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 162\u001b[0m \u001b[38;5;66;03m# Determine good default values for the colormapping\u001b[39;00m\n\u001b[1;32m--> 163\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_determine_cmap_params(plot_data, vmin, vmax,\n\u001b[0;32m 164\u001b[0m cmap, center, robust)\n\u001b[0;32m 166\u001b[0m \u001b[38;5;66;03m# Sort out the annotations\u001b[39;00m\n\u001b[0;32m 167\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m annot \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mor\u001b[39;00m annot \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mFalse\u001b[39;00m:\n",
+ "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\seaborn\\matrix.py:202\u001b[0m, in \u001b[0;36m_HeatMapper._determine_cmap_params\u001b[1;34m(self, plot_data, vmin, vmax, cmap, center, robust)\u001b[0m\n\u001b[0;32m 200\u001b[0m vmin \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mnanpercentile(calc_data, \u001b[38;5;241m2\u001b[39m)\n\u001b[0;32m 201\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 202\u001b[0m vmin \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mnanmin(calc_data)\n\u001b[0;32m 203\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m vmax \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 204\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m robust:\n",
+ "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\numpy\\lib\\nanfunctions.py:343\u001b[0m, in \u001b[0;36mnanmin\u001b[1;34m(a, axis, out, keepdims, initial, where)\u001b[0m\n\u001b[0;32m 338\u001b[0m kwargs[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mwhere\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m where\n\u001b[0;32m 340\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mtype\u001b[39m(a) \u001b[38;5;129;01mis\u001b[39;00m np\u001b[38;5;241m.\u001b[39mndarray \u001b[38;5;129;01mand\u001b[39;00m a\u001b[38;5;241m.\u001b[39mdtype \u001b[38;5;241m!=\u001b[39m np\u001b[38;5;241m.\u001b[39mobject_:\n\u001b[0;32m 341\u001b[0m \u001b[38;5;66;03m# Fast, but not safe for subclasses of ndarray, or object arrays,\u001b[39;00m\n\u001b[0;32m 342\u001b[0m \u001b[38;5;66;03m# which do not implement isnan (gh-9009), or fmin correctly (gh-8975)\u001b[39;00m\n\u001b[1;32m--> 343\u001b[0m res \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mfmin\u001b[38;5;241m.\u001b[39mreduce(a, axis\u001b[38;5;241m=\u001b[39maxis, out\u001b[38;5;241m=\u001b[39mout, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 344\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m np\u001b[38;5;241m.\u001b[39misnan(res)\u001b[38;5;241m.\u001b[39many():\n\u001b[0;32m 345\u001b[0m warnings\u001b[38;5;241m.\u001b[39mwarn(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAll-NaN slice encountered\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;167;01mRuntimeWarning\u001b[39;00m,\n\u001b[0;32m 346\u001b[0m stacklevel\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m)\n",
+ "\u001b[1;31mValueError\u001b[0m: zero-size array to reduction operation fmin which has no identity"
+ ]
+ }
+ ],
+ "source": [
+ "#plot interactions between all wind features\n",
+ "wind_features = [feature for feature in numerical_features if 'wind' in feature]\n",
+ "corr = train_df[wind_features].corr()\n",
+ "\n",
+ "sns.heatmap(corr, cmap='RdYlGn_r', linewidths=0.5, annot=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 422,
+ "id": "15db1954",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 422,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#plot interactions between all rain features\n",
+ "rain_features = [feature for feature in numerical_features if 'rain' in feature]\n",
+ "corr = train_df[rain_features].corr()\n",
+ "\n",
+ "sns.heatmap(corr, cmap='RdYlGn_r', linewidths=0.5, annot=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 423,
+ "id": "531ba976",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# plotting temp feature distributions\n",
+ "train_df[temp_features].hist(figsize=(8,8))\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 424,
+ "id": "083c3437",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# plotting pressure feature distributions\n",
+ "train_df[pressure_features].hist(figsize=(8,8))\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 425,
+ "id": "160a3a61",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# plotting wind feature distributions\n",
+ "train_df[wind_features].hist(figsize=(8,8))\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 426,
+ "id": "48b21680",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# plotting rain feature distributions\n",
+ "train_df[rain_features].hist(figsize=(8,8))\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 427,
+ "id": "63deb894",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#plot distribution for the target VAR\n",
+ "train_df['load_shortfall_3h'].hist(figsize=(4,2))\n",
+ "plt.tight_layout()\n",
+ "plt.title('load_shortfall_3h')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 77,
+ "id": "032a5920",
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "ValueError",
+ "evalue": "Value of 'x' is not the name of a column in 'data_frame'. Expected one of ['Unnamed: 0', ' time ', ' Madrid_wind_speed ', ' Valencia_wind_deg ', ' Bilbao_rain_1h ', ' Valencia_wind_speed ', ' Seville_humidity ', ' Madrid_humidity ', ' Bilbao_clouds_all ', ' Bilbao_wind_speed ', ' Seville_clouds_all ', ' Bilbao_wind_deg ', ' Barcelona_wind_speed ', ' Barcelona_wind_deg ', ' Madrid_clouds_all ', ' Seville_wind_speed ', ' Barcelona_rain_1h ', ' Seville_pressure ', ' Seville_rain_1h ', ' Bilbao_snow_3h ', ' Barcelona_pressure ', ' Seville_rain_3h ', ' Madrid_rain_1h ', ' Barcelona_rain_3h ', ' Valencia_snow_3h ', ' Madrid_weather_id ', ' Barcelona_weather_id ', ' Bilbao_pressure ', ' Seville_weather_id ', ' Valencia_pressure ', ' Seville_temp_max ', ' Madrid_pressure ', ' Valencia_temp_max ', ' Valencia_temp ', ' Bilbao_weather_id ', ' Seville_temp ', ' Valencia_humidity ', ' Valencia_temp_min ', ' Barcelona_temp_max ', ' Madrid_temp_max ', ' Barcelona_temp ', ' Bilbao_temp_min ', ' Bilbao_temp ', ' Barcelona_temp_min ', ' Bilbao_temp_max ', ' Seville_temp_min ', ' Madrid_temp ', ' Madrid_temp_min ', ' load_shortfall_3h '] but received: time",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[1;32mIn[77], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;66;03m#yearly time series data\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m fig \u001b[38;5;241m=\u001b[39m px\u001b[38;5;241m.\u001b[39mline(train_df, x\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtime\u001b[39m\u001b[38;5;124m'\u001b[39m, y\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mload_shortfall_3h\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 3\u001b[0m fig\u001b[38;5;241m.\u001b[39mshow()\n",
+ "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\plotly\\express\\_chart_types.py:264\u001b[0m, in \u001b[0;36mline\u001b[1;34m(data_frame, x, y, line_group, color, line_dash, symbol, hover_name, hover_data, custom_data, text, facet_row, facet_col, facet_col_wrap, facet_row_spacing, facet_col_spacing, error_x, error_x_minus, error_y, error_y_minus, animation_frame, animation_group, category_orders, labels, orientation, color_discrete_sequence, color_discrete_map, line_dash_sequence, line_dash_map, symbol_sequence, symbol_map, markers, log_x, log_y, range_x, range_y, line_shape, render_mode, title, template, width, height)\u001b[0m\n\u001b[0;32m 216\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mline\u001b[39m(\n\u001b[0;32m 217\u001b[0m data_frame\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m 218\u001b[0m x\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 258\u001b[0m height\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m 259\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m go\u001b[38;5;241m.\u001b[39mFigure:\n\u001b[0;32m 260\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 261\u001b[0m \u001b[38;5;124;03m In a 2D line plot, each row of `data_frame` is represented as vertex of\u001b[39;00m\n\u001b[0;32m 262\u001b[0m \u001b[38;5;124;03m a polyline mark in 2D space.\u001b[39;00m\n\u001b[0;32m 263\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m--> 264\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m make_figure(args\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mlocals\u001b[39m(), constructor\u001b[38;5;241m=\u001b[39mgo\u001b[38;5;241m.\u001b[39mScatter)\n",
+ "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\plotly\\express\\_core.py:1990\u001b[0m, in \u001b[0;36mmake_figure\u001b[1;34m(args, constructor, trace_patch, layout_patch)\u001b[0m\n\u001b[0;32m 1987\u001b[0m layout_patch \u001b[38;5;241m=\u001b[39m layout_patch \u001b[38;5;129;01mor\u001b[39;00m {}\n\u001b[0;32m 1988\u001b[0m apply_default_cascade(args)\n\u001b[1;32m-> 1990\u001b[0m args \u001b[38;5;241m=\u001b[39m build_dataframe(args, constructor)\n\u001b[0;32m 1991\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m constructor \u001b[38;5;129;01min\u001b[39;00m [go\u001b[38;5;241m.\u001b[39mTreemap, go\u001b[38;5;241m.\u001b[39mSunburst, go\u001b[38;5;241m.\u001b[39mIcicle] \u001b[38;5;129;01mand\u001b[39;00m args[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpath\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 1992\u001b[0m args \u001b[38;5;241m=\u001b[39m process_dataframe_hierarchy(args)\n",
+ "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\plotly\\express\\_core.py:1405\u001b[0m, in \u001b[0;36mbuild_dataframe\u001b[1;34m(args, constructor)\u001b[0m\n\u001b[0;32m 1402\u001b[0m args[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcolor\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m 1403\u001b[0m \u001b[38;5;66;03m# now that things have been prepped, we do the systematic rewriting of `args`\u001b[39;00m\n\u001b[1;32m-> 1405\u001b[0m df_output, wide_id_vars \u001b[38;5;241m=\u001b[39m process_args_into_dataframe(\n\u001b[0;32m 1406\u001b[0m args, wide_mode, var_name, value_name\n\u001b[0;32m 1407\u001b[0m )\n\u001b[0;32m 1409\u001b[0m \u001b[38;5;66;03m# now that `df_output` exists and `args` contains only references, we complete\u001b[39;00m\n\u001b[0;32m 1410\u001b[0m \u001b[38;5;66;03m# the special-case and wide-mode handling by further rewriting args and/or mutating\u001b[39;00m\n\u001b[0;32m 1411\u001b[0m \u001b[38;5;66;03m# df_output\u001b[39;00m\n\u001b[0;32m 1413\u001b[0m count_name \u001b[38;5;241m=\u001b[39m _escape_col_name(df_output, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcount\u001b[39m\u001b[38;5;124m\"\u001b[39m, [var_name, value_name])\n",
+ "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\plotly\\express\\_core.py:1207\u001b[0m, in \u001b[0;36mprocess_args_into_dataframe\u001b[1;34m(args, wide_mode, var_name, value_name)\u001b[0m\n\u001b[0;32m 1205\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m argument \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mindex\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[0;32m 1206\u001b[0m err_msg \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m To use the index, pass it in directly as `df.index`.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m-> 1207\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(err_msg)\n\u001b[0;32m 1208\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m length \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(df_input[argument]) \u001b[38;5;241m!=\u001b[39m length:\n\u001b[0;32m 1209\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m 1210\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAll arguments should have the same length. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 1211\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe length of column argument `df[\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m]` is \u001b[39m\u001b[38;5;132;01m%d\u001b[39;00m\u001b[38;5;124m, whereas the \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 1218\u001b[0m )\n\u001b[0;32m 1219\u001b[0m )\n",
+ "\u001b[1;31mValueError\u001b[0m: Value of 'x' is not the name of a column in 'data_frame'. Expected one of ['Unnamed: 0', ' time ', ' Madrid_wind_speed ', ' Valencia_wind_deg ', ' Bilbao_rain_1h ', ' Valencia_wind_speed ', ' Seville_humidity ', ' Madrid_humidity ', ' Bilbao_clouds_all ', ' Bilbao_wind_speed ', ' Seville_clouds_all ', ' Bilbao_wind_deg ', ' Barcelona_wind_speed ', ' Barcelona_wind_deg ', ' Madrid_clouds_all ', ' Seville_wind_speed ', ' Barcelona_rain_1h ', ' Seville_pressure ', ' Seville_rain_1h ', ' Bilbao_snow_3h ', ' Barcelona_pressure ', ' Seville_rain_3h ', ' Madrid_rain_1h ', ' Barcelona_rain_3h ', ' Valencia_snow_3h ', ' Madrid_weather_id ', ' Barcelona_weather_id ', ' Bilbao_pressure ', ' Seville_weather_id ', ' Valencia_pressure ', ' Seville_temp_max ', ' Madrid_pressure ', ' Valencia_temp_max ', ' Valencia_temp ', ' Bilbao_weather_id ', ' Seville_temp ', ' Valencia_humidity ', ' Valencia_temp_min ', ' Barcelona_temp_max ', ' Madrid_temp_max ', ' Barcelona_temp ', ' Bilbao_temp_min ', ' Bilbao_temp ', ' Barcelona_temp_min ', ' Bilbao_temp_max ', ' Seville_temp_min ', ' Madrid_temp ', ' Madrid_temp_min ', ' load_shortfall_3h '] but received: time"
+ ]
+ }
+ ],
+ "source": [
+ "#yearly time series data\n",
+ "fig = px.line(train_df, x='time', y='load_shortfall_3h')\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 429,
+ "id": "252d4727",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Valencia_snow_3h 0.000000e+00\n",
+ "Seville_rain_3h 1.982938e-08\n",
+ "Barcelona_rain_3h 3.166502e-08\n",
+ "Bilbao_snow_3h 2.226687e-04\n",
+ "Seville_rain_1h 2.426121e-04\n",
+ "Madrid_rain_1h 2.756652e-04\n",
+ "Barcelona_rain_1h 7.472117e-03\n",
+ "Bilbao_rain_1h 8.766845e-03\n",
+ "Bilbao_wind_speed 3.739447e-01\n",
+ "Valencia_wind_speed 8.857624e-01\n",
+ "Seville_wind_speed 2.798577e+00\n",
+ "Barcelona_wind_speed 3.211971e+00\n",
+ "Madrid_wind_speed 3.423872e+00\n",
+ "Barcelona_weather_id 3.246801e+01\n",
+ "Barcelona_temp_min 3.724164e+01\n",
+ "Barcelona_temp 4.261624e+01\n",
+ "Bilbao_temp_min 4.496603e+01\n",
+ "Bilbao_temp 4.649443e+01\n",
+ "Valencia_temp_min 4.771220e+01\n",
+ "Bilbao_temp_max 5.048941e+01\n",
+ "Valencia_temp 5.129816e+01\n",
+ "Barcelona_temp_max 5.290435e+01\n",
+ "Madrid_weather_id 5.317765e+01\n",
+ "Valencia_temp_max 5.723970e+01\n",
+ "Seville_temp 6.274203e+01\n",
+ "Seville_temp_min 6.688329e+01\n",
+ "Seville_temp_max 7.878004e+01\n",
+ "Madrid_temp_min 8.475480e+01\n",
+ "Barcelona_pressure 8.518912e+01\n",
+ "Madrid_temp 8.736260e+01\n",
+ "Valencia_pressure 9.036811e+01\n",
+ "Madrid_temp_max 9.510242e+01\n",
+ "Bilbao_pressure 1.009246e+02\n",
+ "Seville_weather_id 1.015473e+02\n",
+ "Valencia_humidity 3.710370e+02\n",
+ "Madrid_pressure 4.927759e+02\n",
+ "Seville_humidity 5.117198e+02\n",
+ "Seville_clouds_all 5.891534e+02\n",
+ "Madrid_humidity 5.922115e+02\n",
+ "Madrid_clouds_all 7.870078e+02\n",
+ "Bilbao_clouds_all 1.059570e+03\n",
+ "Barcelona_wind_deg 7.934772e+03\n",
+ "Bilbao_wind_deg 1.041549e+04\n",
+ "Bilbao_weather_id 1.342042e+04\n",
+ "load_shortfall_3h 2.722801e+07\n",
+ "dtype: float64"
+ ]
+ },
+ "execution_count": 429,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# check for variance for all numerical fetures\n",
+ "train_df[numerical_features].var().sort_values(ascending=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3fa93ec6",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 4. Data Engineering\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Data engineering ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to: clean the dataset, and possibly create new features - as identified in the EDA phase. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 430,
+ "id": "059c2f3e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# remove missing values/ features\n",
+ "#columns such as those that contain 'id' contain no usefull information\\\n",
+ "\n",
+ "def drop_cols(data):\n",
+ " #drop all id cols\n",
+ " data = data.drop([col for col in data if 'id' in col], axis ='columns')\n",
+ "\n",
+ " #drop the unnamed col in both \n",
+ " data = data.drop(['Unnamed: 0'],axis=1)\n",
+ "\n",
+ " #drop cols with large missing values\n",
+ " data = data.drop(['Seville_pressure','Valencia_wind_deg'],axis='columns')\n",
+ " \n",
+ " return data\n",
+ " \n",
+ "\n",
+ "train_df = drop_cols(train_df)\n",
+ "test_df = drop_cols(test_df)\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 431,
+ "id": "40c6837a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# create new features\n",
+ "\n",
+ "#Will average all pressure fetures into a single feature and drop the rest.\n",
+ "def new_features(data):\n",
+ " \n",
+ " #code the time col\n",
+ " time = pd.to_datetime(data['time'])\n",
+ " data['time'] = time\n",
+ "\n",
+ " data['Day'] = data['time'].dt.day\n",
+ " data['month'] = data['time'].dt.month\n",
+ " data['hour'] = data['time'].dt.hour\n",
+ "\n",
+ " \n",
+ " similar_list = ['temp','pressure','rain','wind','snow','cloud']\n",
+ " \n",
+ " for se in similar_list:\n",
+ " temp_features = [col for col in data.columns.tolist() if se in col]\n",
+ " data['av_spain_'+se] = data[temp_features].mean(axis=1)\n",
+ " data = data.drop(temp_features, axis='columns')\n",
+ " \n",
+ " #drop time col\n",
+ " data = data.drop(['time'],axis='columns')\n",
+ "\n",
+ " return data\n",
+ " \n",
+ "train_df = new_features(train_df)\n",
+ "test_df = new_features(test_df)\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 432,
+ "id": "13435235",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#drop the time col\n",
+ "labels = train_df['load_shortfall_3h']\n",
+ "features = train_df.drop(['load_shortfall_3h'],axis='columns')\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 433,
+ "id": "0e80801c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# create scaler object\n",
+ "\n",
+ "def scale_data(data):\n",
+ " \n",
+ " scaler = StandardScaler()\n",
+ " cols = data.columns.tolist()\n",
+ " \n",
+ " #scale data\n",
+ " X_scaled = scaler.fit_transform(data)\n",
+ "\n",
+ " X_standardise = pd.DataFrame(X_scaled,columns=cols)\n",
+ "\n",
+ " #after normalizing, we can fill nan with zero\n",
+ " X_standardise.fillna(0)\n",
+ " \n",
+ " return X_standardise\n",
+ "\n",
+ "features = scale_data(features)\n",
+ "test_df = scale_data(test_df)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "43b2d523",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 5. Modelling\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Modelling ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section, you are required to create one or more regression models that are able to accurately predict the thee hour load shortfall. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 434,
+ "id": "2344b3e0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#train test split\n",
+ "X_train, X_test, y_train, y_test = train_test_split(features, labels, test_size=0.2, random_state=50)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 435,
+ "id": "9c58df02",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# create targets and features dataset\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 436,
+ "id": "20d073e0",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "VotingRegressor(estimators=[('ls', Lasso(alpha=0.01)),\n",
+ " ('SVR', SVR(gamma='auto')),\n",
+ " ('rf',\n",
+ " RandomForestRegressor(max_depth=7,\n",
+ " n_estimators=70))],\n",
+ " weights=array([0.1, 0.1, 0.8])) In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org. VotingRegressor VotingRegressor(estimators=[('ls', Lasso(alpha=0.01)),\n",
+ " ('SVR', SVR(gamma='auto')),\n",
+ " ('rf',\n",
+ " RandomForestRegressor(max_depth=7,\n",
+ " n_estimators=70))],\n",
+ " weights=array([0.1, 0.1, 0.8])) "
+ ],
+ "text/plain": [
+ "VotingRegressor(estimators=[('ls', Lasso(alpha=0.01)),\n",
+ " ('SVR', SVR(gamma='auto')),\n",
+ " ('rf',\n",
+ " RandomForestRegressor(max_depth=7,\n",
+ " n_estimators=70))],\n",
+ " weights=array([0.1, 0.1, 0.8]))"
+ ]
+ },
+ "execution_count": 436,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# create one or more ML models\n",
+ "\n",
+ "#simple linear model\n",
+ "lm = LinearRegression()\n",
+ "#lm.fit(X_train['Day'],y_train) #will fit a simple linear model on Day of the month \n",
+ "\n",
+ "#multiple linear model\n",
+ "lm2 = LinearRegression()\n",
+ "lm2.fit(X_train,y_train) #fit a multiple linear model on all the features and targets\n",
+ "\n",
+ "#Ridge regression\n",
+ "rg = Ridge()\n",
+ "rg.fit(X_train, y_train)\n",
+ "\n",
+ "#LASSO model\n",
+ "ls = Lasso(alpha=0.01)\n",
+ "ls.fit(X_train, y_train)\n",
+ "\n",
+ "#Decision Tree\n",
+ "dt = DecisionTreeRegressor(max_depth=5,random_state=42)\n",
+ "dt.fit(X_train, y_train.values.ravel())\n",
+ "\n",
+ "#support vector machine\n",
+ "sv = sv_reg = SVR(kernel='rbf', gamma='auto')\n",
+ "sv.fit(X_train, y_train.values.ravel())\n",
+ "\n",
+ "#random forest\n",
+ "rf = RandomForestRegressor(n_estimators=70, max_depth=7)\n",
+ "rf.fit(X_train, y_train.values.ravel())\n",
+ "\n",
+ "#ensemble method\n",
+ "models = [(\"ls\",ls),(\"SVR\",sv),(\"rf\",rf)]\n",
+ "\n",
+ "#fit AutoML\n",
+ "#automl = AutoML()\n",
+ "#automl.fit(X_train, y_train)\n",
+ "\n",
+ "# weights for weighted model averaging\n",
+ "model_weightings = np.array([0.1,0.1,0.8])\n",
+ "voting_reg = VotingRegressor(estimators=models,weights=model_weightings)\n",
+ "voting_reg.fit(X_train,y_train.values.ravel())\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 437,
+ "id": "a70c15d7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# evaluate one or more ML models\n",
+ "# Evaluate multiple linear morel performance\n",
+ "lm2_pred = lm2.predict(X_test)\n",
+ "\n",
+ "# Evaluate Ridge Model performance\n",
+ "rg_pred = dt.predict(X_test)\n",
+ "\n",
+ "# Evaluate LASSO Model performance\n",
+ "ls_pred = ls.predict(X_test)\n",
+ "\n",
+ "# Evaluate Decision Tree model performance\n",
+ "dt_pred = dt.predict(X_test)\n",
+ "\n",
+ "# Evaluate support vector performance\n",
+ "sv_pred = sv.predict(X_test)\n",
+ "\n",
+ "# Evaluate Support Vector performance\n",
+ "rf_pred = rf.predict(X_test)\n",
+ "\n",
+ "# Evaluate Ensemble performance\n",
+ "emb_pred = voting_reg.predict(X_test)\n",
+ "\n",
+ "# Evaluate AutoML performance\n",
+ "#at_pred = automl.predict(X_test)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6b530251",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 6. Model Performance\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Model performance ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section you are required to compare the relative performance of the various trained ML models on a holdout dataset and comment on what model is the best and why. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 438,
+ "id": "6a69b5a1",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'lm': 4968.812692136311,\n",
+ " 'RG': 4299.4557210163675,\n",
+ " 'ls': 4968.814346616717,\n",
+ " 'DT': 4299.4557210163675,\n",
+ " 'SV': 5328.268509218885,\n",
+ " 'RF': 3964.465496013897,\n",
+ " 'EMB': 4053.554073621893}"
+ ]
+ },
+ "execution_count": 438,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Compare model performance\n",
+ "model_performance = {\n",
+ " 'lm': np.sqrt(mean_squared_error(y_test,lm2_pred)),\n",
+ " 'RG': np.sqrt(mean_squared_error(y_test,rg_pred)),\n",
+ " 'ls': np.sqrt(mean_squared_error(y_test,ls_pred)),\n",
+ " 'DT': np.sqrt(mean_squared_error(y_test,dt_pred)),\n",
+ " 'SV': np.sqrt(mean_squared_error(y_test,sv_pred)),\n",
+ " 'RF': np.sqrt(mean_squared_error(y_test,rf_pred)),\n",
+ " 'EMB':np.sqrt(mean_squared_error(y_test,emb_pred))\n",
+ "}\n",
+ "model_performance"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 439,
+ "id": "5fb8d1e7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#storing our model\n",
+ "model_save_path = \"mlr_model.pkl\"\n",
+ "with open(model_save_path,'wb') as file:\n",
+ " pickle.dump(rf_pred,file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 440,
+ "id": "3874a7c6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Choose best model and motivate why it is the best choice\n",
+ "\n",
+ "#the best model so far is the Random forect model. Used below to predict the test set.\n",
+ "rf_pred = rf.predict(test_df)\n",
+ "test_df = pd.read_csv('df_test.csv')\n",
+ "#df = test_df[['time']]\n",
+ "#df['load_shortfall_3h'] = rf_pred\n",
+ "#df.to_csv('submission.csv',index=False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a8ad0c0d",
+ "metadata": {},
+ "source": [
+ " \n",
+ "## 7. Model Explanations\n",
+ " \n",
+ "Back to Table of Contents \n",
+ "\n",
+ "---\n",
+ " \n",
+ "| ⚡ Description: Model explanation ⚡ |\n",
+ "| :--------------------------- |\n",
+ "| In this section, you are required to discuss how the best performing model works in a simple way so that both technical and non-technical stakeholders can grasp the intuition behind the model's inner workings. |\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "5ff741c2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# discuss chosen methods logic"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.3"
+ },
+ "latex_envs": {
+ "LaTeX_envs_menu_present": true,
+ "autoclose": false,
+ "autocomplete": true,
+ "bibliofile": "biblio.bib",
+ "cite_by": "apalike",
+ "current_citInitial": 1,
+ "eqLabelWithNumbers": true,
+ "eqNumInitial": 1,
+ "hotkeys": {
+ "equation": "Ctrl-E",
+ "itemize": "Ctrl-I"
+ },
+ "labels_anchors": false,
+ "latex_user_defs": false,
+ "report_style_numbering": false,
+ "user_envs_cfg": false
+ },
+ "toc": {
+ "base_numbering": 1,
+ "nav_menu": {},
+ "number_sections": true,
+ "sideBar": true,
+ "skip_h1_title": false,
+ "title_cell": "Table of Contents",
+ "title_sidebar": "Contents",
+ "toc_cell": false,
+ "toc_position": {},
+ "toc_section_display": true,
+ "toc_window_display": false
+ },
+ "varInspector": {
+ "cols": {
+ "lenName": 16,
+ "lenType": 16,
+ "lenVar": 40
+ },
+ "kernels_config": {
+ "python": {
+ "delete_cmd_postfix": "",
+ "delete_cmd_prefix": "del ",
+ "library": "var_list.py",
+ "varRefreshCmd": "print(var_dic_list())"
+ },
+ "r": {
+ "delete_cmd_postfix": ") ",
+ "delete_cmd_prefix": "rm(",
+ "library": "var_list.r",
+ "varRefreshCmd": "cat(var_dic_list()) "
+ }
+ },
+ "types_to_exclude": [
+ "module",
+ "function",
+ "builtin_function_or_method",
+ "instance",
+ "_Feature"
+ ],
+ "window_display": false
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Advanced_Regression/__MACOSX/._Advanced-Regression-Starter-Data b/Advanced_Regression/__MACOSX/._Advanced-Regression-Starter-Data
new file mode 100644
index 00000000..e3f8c641
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diff --git a/Advanced_Regression/__MACOSX/Advanced-Regression-Starter-Data/._.DS_Store b/Advanced_Regression/__MACOSX/Advanced-Regression-Starter-Data/._.DS_Store
new file mode 100644
index 00000000..a5b28df1
Binary files /dev/null and b/Advanced_Regression/__MACOSX/Advanced-Regression-Starter-Data/._.DS_Store differ
diff --git a/Advanced_Regression/__MACOSX/Advanced-Regression-Starter-Data/._.ipynb_checkpoints b/Advanced_Regression/__MACOSX/Advanced-Regression-Starter-Data/._.ipynb_checkpoints
new file mode 100644
index 00000000..0eea21e4
Binary files /dev/null and b/Advanced_Regression/__MACOSX/Advanced-Regression-Starter-Data/._.ipynb_checkpoints differ
diff --git a/Advanced_Regression/__MACOSX/Advanced-Regression-Starter-Data/._df_test.csv b/Advanced_Regression/__MACOSX/Advanced-Regression-Starter-Data/._df_test.csv
new file mode 100644
index 00000000..9e0afd64
Binary files /dev/null and b/Advanced_Regression/__MACOSX/Advanced-Regression-Starter-Data/._df_test.csv differ
diff --git a/api.py b/api.py
index f822fbe2..b595c208 100644
--- a/api.py
+++ b/api.py
@@ -30,7 +30,7 @@
# Load our model into memory.
# Please update this path to reflect your own trained model.
static_model = load_model(
- path_to_model='assets/trained-models/load_shortfall_simple_lm_regression.pkl')
+ path_to_model='assets/trained-models/mlr_model2.pkl')
print ('-'*40)
print ('Model successfully loaded')
diff --git a/assets/trained-models/mlr_model.pkl b/assets/trained-models/mlr_model.pkl
new file mode 100644
index 00000000..dbbd462d
Binary files /dev/null and b/assets/trained-models/mlr_model.pkl differ
diff --git a/assets/trained-models/mlr_model2.pkl b/assets/trained-models/mlr_model2.pkl
new file mode 100644
index 00000000..56c79f5b
Binary files /dev/null and b/assets/trained-models/mlr_model2.pkl differ
diff --git a/assets/trained-models/mlr_model3.pkl b/assets/trained-models/mlr_model3.pkl
new file mode 100644
index 00000000..f1fca385
Binary files /dev/null and b/assets/trained-models/mlr_model3.pkl differ
diff --git a/model.py b/model.py
index 42f73063..be59ed5a 100644
--- a/model.py
+++ b/model.py
@@ -26,6 +26,7 @@
import pandas as pd
import pickle
import json
+from sklearn.preprocessing import StandardScaler
def _preprocess_data(data):
"""Private helper function to preprocess data for model prediction.
@@ -58,10 +59,54 @@ def _preprocess_data(data):
# ---------------------------------------------------------------
# ----------- Replace this code with your own preprocessing steps --------
- predict_vector = feature_vector_df[['Madrid_wind_speed','Bilbao_rain_1h','Valencia_wind_speed']]
+ #predict_vector = feature_vector_df[['Madrid_wind_speed','Bilbao_rain_1h','Valencia_wind_speed']]
+
+ def feature_engineering(data):
+ #drop all id cols
+ data = data.drop([col for col in data if 'id' in col], axis ='columns')
+
+ #drop the unnamed col in both
+ data = data.drop(['Unnamed: 0'],axis=1)
+
+ #drop cols with large missing values
+ data = data.drop(['Seville_pressure','Valencia_wind_deg'],axis='columns')
+
+ #code the time col
+ time = pd.to_datetime(data['time'])
+ data['time'] = time
+
+ data['Day'] = data['time'].dt.day
+ data['month'] = data['time'].dt.month
+ data['hour'] = data['time'].dt.hour
+
+
+ similar_list = ['temp','pressure','rain','wind','snow','cloud']
+
+ for se in similar_list:
+ temp_features = [col for col in data.columns.tolist() if se in col]
+ data['av_spain_'+se] = data[temp_features].mean(axis=1)
+ data = data.drop(temp_features, axis='columns')
+
+ #drop time col
+ data = data.drop(['time'],axis='columns')
+
+
+ #scale data
+ scaler = StandardScaler()
+ cols = data.columns.tolist()
+
+ #scale data
+ X_scaled = scaler.fit_transform(data)
+
+ X_standardise = pd.DataFrame(X_scaled,columns=cols)
+
+ #after normalizing, we can fill nan with zero
+ X_standardise = X_standardise.fillna(0)
+
+ return X_standardise
# ------------------------------------------------------------------------
- return predict_vector
+ return feature_engineering(feature_vector_df)
def load_model(path_to_model:str):
"""Adapter function to load our pretrained model into memory.
diff --git a/utils/request.py b/utils/request.py
index 99ab68da..b05130ca 100644
--- a/utils/request.py
+++ b/utils/request.py
@@ -37,7 +37,7 @@
# replace the URL below with its public IP:
# url = 'http://{public-ip-address-of-remote-machine}:5000/api_v0.1'
-url = 'http://127.0.0.1:5000/api_v0.1'
+url = 'http://34.247.52.37:5000/api_v0.1'
# Perform the POST request.
print(f"Sending POST request to web server API at: {url}")