From 8943be6db7840ec0ca048fa4146017de8c3a4833 Mon Sep 17 00:00:00 2001 From: MahmoudMohajer Date: Thu, 23 Mar 2023 15:19:30 +0430 Subject: [PATCH 1/9] Training Penalizing Linear regression in FHE --- concrete-ml/Lasso-Ridge-ElasticNet.ipynb | 272 +++++++++++++++++++++++ 1 file changed, 272 insertions(+) diff --git a/concrete-ml/Lasso-Ridge-ElasticNet.ipynb b/concrete-ml/Lasso-Ridge-ElasticNet.ipynb index e69de29..bce5120 100644 --- a/concrete-ml/Lasso-Ridge-ElasticNet.ipynb +++ b/concrete-ml/Lasso-Ridge-ElasticNet.ipynb @@ -0,0 +1,272 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lasso in Concrete-ML\n", + "\n", + "this tutorial is going to show you how to use Lasso penalizing linear regression algorithm in Concrete-ml plus Ridge and \n", + "Elastic-net \n", + "\n", + "**Concrete-ML** is an open-source, privacy-preserving, machine learning inference framework based on fully homomorphic encryption (FHE). It enables data scientists without any prior knowledge of cryptography to automatically turn machine learning models into their FHE equivalent, using familiar APIs from Scikit-learn and PyTorch. \n", + "[documentation website](https://docs.zama.ai/concrete-ml)\n", + "\n", + "![Alt text](https://801304998-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75MldzZY6YYabEQfXDIR%2Fuploads%2Fgit-blob-bd13f146460dd3096ed0021391be3e4790c18bef%2F3.png?alt=media)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### what is difference between scikit-learn and concrete-ml for creating a ML model?\n", + "| Scikit-learn | Concrete-ML |\n", + "|----------------- |---------------|\n", + "| doesn't work on encrypted data | works on encrypted data |\n", + " " + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### How can I apply the same model in sklearn in concrete-ml?\n", + "1. preparing dataset \n", + "2. fitting in to the model\n", + "3. compiling the model on training set \n", + "4. predict the encrypted data \n", + "\n", + "let's apply it on Lasso - linear regression penalizing model" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# importing the libraries\n", + "from sklearn.datasets import make_regression # to create a regression dataset randomly\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "from concrete.ml.sklearn import Lasso as ConcreteLasso" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1. preparing the dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# creating a dataset using make_regression\n", + "X, y = make_regression(\n", + " n_samples=200, n_features=1, n_targets=1, bias=5.0, noise=30.0, random_state=42\n", + ")\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.4, random_state=42)\n", + "\n", + "print(X[:10]) # let's see the first ten rows \n", + "print(y[:10])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 2. fitting the Model\n", + "here we only have one additional hyper-parameter than sklearn, which is *n_bits*(number of bits). for more information click [here](), and the *alpha* hyperparameter is for degree of penalizing large coefficients; the larger it gets, the more penalization." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "lasso = ConcreteLasso(n_bits=4, alpha=0.1)\n", + "lasso.fit(X_train, y_train)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 3. compling the model on training data\n", + "to predict on encrypted data we first we need to compile the model to its FHE(Fully Homorphoic Encrypted) equivalent. then we just need to keys to be generated for decrypting processed data for client." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "lasso_fhe = lasso.compile(X_train)\n", + "\n", + "# here we generate keys\n", + "lasso_fhe.graph.maximum_integer_bit_width() # it's just a minor requirment for generating keys \n", + "lasso_fhe.client.keygen(force=False) # this will create secret key and evaluation key\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 4. predicting on encrypted data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# \"excute_in_fhe\" will encrypt data and then uses the model to predict on encrypted data.\n", + "y_pred = lasso.predict(X_test, execute_in_fhe=True)\n", + "print(y_pred[:10])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "But on the client side, there's no model to use above parameter to encrypt data. \n", + "instead we encrypt the client data and send it to server to \n", + "be processed. for more information click [here](https://docs.zama.ai/concrete-ml/advanced-topics/client_server)\n", + "![Alt-text](https://801304998-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75MldzZY6YYabEQfXDIR%2Fuploads%2Fgit-blob-f0c968fefec32658440dbc5814e2082b579c6200%2Fconcretemlgraph3.jpg?alt=media)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here now we create three penalizing models Lasso, Ridge, and ElasticNet. then, we compare\n", + "the scoring resutls. since we have Lasso ready, then we go only for Ridge and ElasticNet. " + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Ridge" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from concrete.ml.sklearn import Ridge as ConcreteRidge\n", + "# step one: preparing data, since we prepared data before we skip it. \n", + "\n", + "# step two: training model \n", + "ridge = ConcreteRidge(n_bits=4, alpha=0.1)\n", + "ridge.fit(X_train, y_train)\n", + "\n", + "# step three: compiling the model \n", + "ridge_fhe = ridge.compile(X_train)\n", + "ridge_fhe.graph.maximum_integer_bit_width()\n", + "ridge_fhe.keygen(force=False)\n", + "\n", + "# step four: predicting on encrypted data\n", + "y_pred_ridge = ridge.predict(X_test, execute_in_fhe=True)\n", + "print(y_pred_ridge[:10])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ElasticNet" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from concrete.ml.sklearn import ElasticNet as ConcreteElasticNet\n", + "\n", + "# this time without commenting the steps \n", + "\n", + "elasticNet = ConcreteElasticNet(n_bits=4, alpha=0.1)\n", + "elasticNet.fit(X_train, y_train)\n", + "\n", + "elasticNet_fhe = elasticNet.compile(X_train)\n", + "elasticNet_fhe.graph.maximum_integer_bit_width()\n", + "elasticNet_fhe.keygen(force=False)\n", + "\n", + "y_pred_elastic = elasticNet.predict(X_test, execute_in_fhe=True)\n", + "print(y_pred_elastic[:10])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Comparing the scoring results" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import r2_score as r2 # it is our scoring function which R-squared\n", + "\n", + "print(f\"Lasso accuracy: {r2(y_test, y_pred)}\") # I hope you remember we didn't give the y_pred lasso suffix\n", + "print(f\"Ridge Accuracy: {r2(y_test, y_pred_ridge)}\")\n", + "print(f\"ElasticNet Accuracy: {r2(y_test, y_pred_elastic)}\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "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": "3.9.16" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "4ab4f97b57daddad7b19255a70f337d8935993c15e5265984f294aab4888e93a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 6c34deb07346f8c9f2dcdd27d4698ef2e2460042 Mon Sep 17 00:00:00 2001 From: MahmoudMohajer Date: Wed, 12 Apr 2023 18:18:57 +0430 Subject: [PATCH 2/9] adding new dataset --- .gitignore | 0 concrete-ml/Lasso-Ridge-ElasticNet.ipynb | 201 +++++++++++++++++++++-- concrete-ml/advertising.csv | 201 +++++++++++++++++++++++ 3 files changed, 385 insertions(+), 17 deletions(-) create mode 100644 .gitignore create mode 100644 concrete-ml/advertising.csv diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..e69de29 diff --git a/concrete-ml/Lasso-Ridge-ElasticNet.ipynb b/concrete-ml/Lasso-Ridge-ElasticNet.ipynb index bce5120..d71de75 100644 --- a/concrete-ml/Lasso-Ridge-ElasticNet.ipynb +++ b/concrete-ml/Lasso-Ridge-ElasticNet.ipynb @@ -44,15 +44,26 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/mahmoud/anaconda3/envs/fhe/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], "source": [ "# importing the libraries\n", "from sklearn.datasets import make_regression # to create a regression dataset randomly\n", "from sklearn.model_selection import train_test_split\n", - "\n", - "from concrete.ml.sklearn import Lasso as ConcreteLasso" + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "from concrete.ml.sklearn import Lasso as ConcreteLasso\n", + "import pandas as pd " ] }, { @@ -65,19 +76,150 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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TVRadioNewspaperSales
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" + ], + "text/plain": [ + " TV Radio Newspaper Sales\n", + "0 230.1 37.8 69.2 22.1\n", + "1 44.5 39.3 45.1 10.4\n", + "2 17.2 45.9 69.3 12.0\n", + "3 151.5 41.3 58.5 16.5\n", + "4 180.8 10.8 58.4 17.9" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# creating a dataset using make_regression\n", - "X, y = make_regression(\n", - " n_samples=200, n_features=1, n_targets=1, bias=5.0, noise=30.0, random_state=42\n", - ")\n", + "df = pd.read_csv(\"advertising.csv\")\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.subplot()\n", + "plt.scatter(df[\"TV\"], df[\"Sales\"], c='g', label='TV')\n", + "plt.scatter(df[\"Radio\"], df[\"Sales\"], c='b', label='Radio')\n", + "plt.scatter(df[\"Newspaper\"], df[\"Sales\"], c='r', label='Newspaper')\n", + "plt.ylabel(\"Sales\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# since in the TV feature resembles a linear relationship we use it as feature\n", + "X = df['TV'].values.reshape(-1, 1)\n", + "y = df['Sales'].values\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.4, random_state=42)\n", "\n", - "print(X[:10]) # let's see the first ten rows \n", - "print(y[:10])" + "# visualizing the data\n", + "fig = plt.figure(figsize=(10, 5))\n", + "plt.scatter(X_train, y_train, marker='o', c='r', label='Train')\n", + "plt.scatter(X_test, y_test, marker='x', c='black', label='test')\n", + "plt.legend()\n", + "plt.show()" ] }, { @@ -91,9 +233,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Lasso(alpha=0.1, n_bits=4)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "lasso = ConcreteLasso(n_bits=4, alpha=0.1)\n", "lasso.fit(X_train, y_train)" @@ -118,7 +271,7 @@ "\n", "# here we generate keys\n", "lasso_fhe.graph.maximum_integer_bit_width() # it's just a minor requirment for generating keys \n", - "lasso_fhe.client.keygen(force=False) # this will create secret key and evaluation key\n" + "lasso_fhe.client.keygen(force=False) # this will create secret key and evaluation key" ] }, { @@ -240,11 +393,25 @@ "print(f\"Ridge Accuracy: {r2(y_test, y_pred_ridge)}\")\n", "print(f\"ElasticNet Accuracy: {r2(y_test, y_pred_elastic)}\")" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import mean_squared_error as mse \n", + "\n", + "# taking root mean squared error\n", + "print(f\"Lasso Mean squared errorr: {mse(y_test, y_pred, squared=False)}\") \n", + "print(f\"Ridge Mean squared errorr: {mse(y_test, y_pred_ridge, squared=False)}\") \n", + "print(f\"ElasticNet Mean squared errorr: {mse(y_test, y_pred_elastic, squared=False)}\") " + ] } ], "metadata": { "kernelspec": { - "display_name": "venv", + "display_name": "fhe", "language": "python", "name": "python3" }, @@ -263,7 +430,7 @@ "orig_nbformat": 4, "vscode": { "interpreter": { - "hash": "4ab4f97b57daddad7b19255a70f337d8935993c15e5265984f294aab4888e93a" + "hash": "4442711f8f4f9f74c053dbe4b3603f77c4084e243088098360567933926b9c34" } } }, diff --git a/concrete-ml/advertising.csv b/concrete-ml/advertising.csv new file mode 100644 index 0000000..7d4c912 --- /dev/null +++ b/concrete-ml/advertising.csv @@ -0,0 +1,201 @@ +TV,Radio,Newspaper,Sales +230.1,37.8,69.2,22.1 +44.5,39.3,45.1,10.4 +17.2,45.9,69.3,12 +151.5,41.3,58.5,16.5 +180.8,10.8,58.4,17.9 +8.7,48.9,75,7.2 +57.5,32.8,23.5,11.8 +120.2,19.6,11.6,13.2 +8.6,2.1,1,4.8 +199.8,2.6,21.2,15.6 +66.1,5.8,24.2,12.6 +214.7,24,4,17.4 +23.8,35.1,65.9,9.2 +97.5,7.6,7.2,13.7 +204.1,32.9,46,19 +195.4,47.7,52.9,22.4 +67.8,36.6,114,12.5 +281.4,39.6,55.8,24.4 +69.2,20.5,18.3,11.3 +147.3,23.9,19.1,14.6 +218.4,27.7,53.4,18 +237.4,5.1,23.5,17.5 +13.2,15.9,49.6,5.6 +228.3,16.9,26.2,20.5 +62.3,12.6,18.3,9.7 +262.9,3.5,19.5,17 +142.9,29.3,12.6,15 +240.1,16.7,22.9,20.9 +248.8,27.1,22.9,18.9 +70.6,16,40.8,10.5 +292.9,28.3,43.2,21.4 +112.9,17.4,38.6,11.9 +97.2,1.5,30,13.2 +265.6,20,0.3,17.4 +95.7,1.4,7.4,11.9 +290.7,4.1,8.5,17.8 +266.9,43.8,5,25.4 +74.7,49.4,45.7,14.7 +43.1,26.7,35.1,10.1 +228,37.7,32,21.5 +202.5,22.3,31.6,16.6 +177,33.4,38.7,17.1 +293.6,27.7,1.8,20.7 +206.9,8.4,26.4,17.9 +25.1,25.7,43.3,8.5 +175.1,22.5,31.5,16.1 +89.7,9.9,35.7,10.6 +239.9,41.5,18.5,23.2 +227.2,15.8,49.9,19.8 +66.9,11.7,36.8,9.7 +199.8,3.1,34.6,16.4 +100.4,9.6,3.6,10.7 +216.4,41.7,39.6,22.6 +182.6,46.2,58.7,21.2 +262.7,28.8,15.9,20.2 +198.9,49.4,60,23.7 +7.3,28.1,41.4,5.5 +136.2,19.2,16.6,13.2 +210.8,49.6,37.7,23.8 +210.7,29.5,9.3,18.4 +53.5,2,21.4,8.1 +261.3,42.7,54.7,24.2 +239.3,15.5,27.3,20.7 +102.7,29.6,8.4,14 +131.1,42.8,28.9,16 +69,9.3,0.9,11.3 +31.5,24.6,2.2,11 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file changed, 201 insertions(+) create mode 100644 concrete-ml/advertising.csv diff --git a/concrete-ml/advertising.csv b/concrete-ml/advertising.csv new file mode 100644 index 0000000..7d4c912 --- /dev/null +++ b/concrete-ml/advertising.csv @@ -0,0 +1,201 @@ +TV,Radio,Newspaper,Sales +230.1,37.8,69.2,22.1 +44.5,39.3,45.1,10.4 +17.2,45.9,69.3,12 +151.5,41.3,58.5,16.5 +180.8,10.8,58.4,17.9 +8.7,48.9,75,7.2 +57.5,32.8,23.5,11.8 +120.2,19.6,11.6,13.2 +8.6,2.1,1,4.8 +199.8,2.6,21.2,15.6 +66.1,5.8,24.2,12.6 +214.7,24,4,17.4 +23.8,35.1,65.9,9.2 +97.5,7.6,7.2,13.7 +204.1,32.9,46,19 +195.4,47.7,52.9,22.4 +67.8,36.6,114,12.5 +281.4,39.6,55.8,24.4 +69.2,20.5,18.3,11.3 +147.3,23.9,19.1,14.6 +218.4,27.7,53.4,18 +237.4,5.1,23.5,17.5 +13.2,15.9,49.6,5.6 +228.3,16.9,26.2,20.5 +62.3,12.6,18.3,9.7 +262.9,3.5,19.5,17 +142.9,29.3,12.6,15 +240.1,16.7,22.9,20.9 +248.8,27.1,22.9,18.9 +70.6,16,40.8,10.5 +292.9,28.3,43.2,21.4 +112.9,17.4,38.6,11.9 +97.2,1.5,30,13.2 +265.6,20,0.3,17.4 +95.7,1.4,7.4,11.9 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+56.2,5.7,29.7,8.7 +287.6,43,71.8,26.2 +253.8,21.3,30,17.6 +205,45.1,19.6,22.6 +139.5,2.1,26.6,10.3 +191.1,28.7,18.2,17.3 +286,13.9,3.7,20.9 +18.7,12.1,23.4,6.7 +39.5,41.1,5.8,10.8 +75.5,10.8,6,11.9 +17.2,4.1,31.6,5.9 +166.8,42,3.6,19.6 +149.7,35.6,6,17.3 +38.2,3.7,13.8,7.6 +94.2,4.9,8.1,14 +177,9.3,6.4,14.8 +283.6,42,66.2,25.5 +232.1,8.6,8.7,18.4 From e012028d4adf5ba86bd8013a4f09294bfa5f2643 Mon Sep 17 00:00:00 2001 From: Mahmoud Mohajer <89094323+MahmoudMohajer@users.noreply.github.com> Date: Wed, 12 Apr 2023 18:29:21 +0430 Subject: [PATCH 4/9] Delete advertising.csv --- concrete-ml/advertising.csv | 201 ------------------------------------ 1 file changed, 201 deletions(-) delete mode 100644 concrete-ml/advertising.csv diff --git a/concrete-ml/advertising.csv b/concrete-ml/advertising.csv deleted file mode 100644 index 7d4c912..0000000 --- a/concrete-ml/advertising.csv +++ /dev/null @@ -1,201 +0,0 @@ -TV,Radio,Newspaper,Sales -230.1,37.8,69.2,22.1 -44.5,39.3,45.1,10.4 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-232.1,8.6,8.7,18.4 From aa11552fa5aea06b81145fcf575812b932bbd5de Mon Sep 17 00:00:00 2001 From: Mahmoud Mohajer Date: Sat, 15 Apr 2023 13:47:53 +0000 Subject: [PATCH 5/9] applying adverstising dataset plus visualization --- .gitignore | 1 + concrete-ml/Lasso-Ridge-ElasticNet.ipynb | 349 +++++++++++------------ 2 files changed, 170 insertions(+), 180 deletions(-) diff --git a/.gitignore b/.gitignore index e69de29..87620ac 100644 --- a/.gitignore +++ b/.gitignore @@ -0,0 +1 @@ +.ipynb_checkpoints/ diff --git a/concrete-ml/Lasso-Ridge-ElasticNet.ipynb b/concrete-ml/Lasso-Ridge-ElasticNet.ipynb index d71de75..f6978a3 100644 --- a/concrete-ml/Lasso-Ridge-ElasticNet.ipynb +++ b/concrete-ml/Lasso-Ridge-ElasticNet.ipynb @@ -7,7 +7,7 @@ "source": [ "# Lasso in Concrete-ML\n", "\n", - "this tutorial is going to show you how to use Lasso penalizing linear regression algorithm in Concrete-ml plus Ridge and \n", + "this tutorial is going to show you how to use ridge penalizing linear regression algorithm in Concrete-ml plus Ridge and \n", "Elastic-net \n", "\n", "**Concrete-ML** is an open-source, privacy-preserving, machine learning inference framework based on fully homomorphic encryption (FHE). It enables data scientists without any prior knowledge of cryptography to automatically turn machine learning models into their FHE equivalent, using familiar APIs from Scikit-learn and PyTorch. \n", @@ -17,7 +17,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -39,41 +38,38 @@ "3. compiling the model on training set \n", "4. predict the encrypted data \n", "\n", - "let's apply it on Lasso - linear regression penalizing model" + "let's apply it on ridge - linear regression penalizing model" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Prerequisites \n", + "1. installing *concrete-ml* library by `pip install concrete-ml` or using docker container" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/mahmoud/anaconda3/envs/fhe/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], + "outputs": [], "source": [ "# importing the libraries\n", + "import time\n", "from sklearn.datasets import make_regression # to create a regression dataset randomly\n", "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import mean_squared_error as mse\n", + "from sklearn.linear_model import Lasso\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import numpy as np\n", "from concrete.ml.sklearn import Lasso as ConcreteLasso\n", "import pandas as pd " ] }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 1. preparing the dataset" - ] - }, { "cell_type": "code", "execution_count": 2, @@ -169,38 +165,64 @@ "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "fig = plt.subplot()\n", - "plt.scatter(df[\"TV\"], df[\"Sales\"], c='g', label='TV')\n", - "plt.scatter(df[\"Radio\"], df[\"Sales\"], c='b', label='Radio')\n", - "plt.scatter(df[\"Newspaper\"], df[\"Sales\"], c='r', label='Newspaper')\n", - "plt.ylabel(\"Sales\")\n", - "plt.legend()\n", - "plt.show()" + "X = df['TV'].values.reshape(-1, 1)\n", + "y = df['Sales'].values\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.4, random_state=42)" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, + "outputs": [], + "source": [ + "def fhe_model_trainer(model):\n", + " model.fit(X_train, y_train)\n", + " fhe_circuit = model.compile(X_train)\n", + " fhe_circuit.client.keygen(force=False)\n", + " return model\n", + "\n", + "def skl_model_trainer(model):\n", + " model.fit(X_train, y_train)\n", + " return model\n", + "\n", + "def create_y_space(X_test, fhe_model):\n", + " x_space = np.linspace(X_test.min(), X_test.max(), num=300)[:, np.newaxis]\n", + " y_pred = fhe_model.predict(x_space)\n", + " return [x_space, y_pred]\n", + "\n", + "def plot_dataset(ax,X_train, y_train, X_test, y_test):\n", + "# fig = plt.figure(figsize=(10, 5))\n", + " ax.scatter(X_train, y_train, marker='o', c='r', label='Train')\n", + " ax.scatter(X_test, y_test, marker='x', c='black', label='test')\n", + " ax.legend()\n", + "\n", + "def plot_fhe(ax, X_test, fhe_model, **kwargs):\n", + " space = create_y_space(X_test, fhe_model)\n", + " ax.plot(space[0], space[1], **kwargs)\n", + "\n", + "def plot_skl(ax, X_test, skl_model, **kwargs):\n", + " y_pred = skl_model.predict(X_test)\n", + " ax.plot(X_test, y_pred, **kwargs)\n", + "\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "scrolled": false + }, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "
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" ] }, "metadata": {}, @@ -208,144 +230,93 @@ } ], "source": [ - "# since in the TV feature resembles a linear relationship we use it as feature\n", - "X = df['TV'].values.reshape(-1, 1)\n", - "y = df['Sales'].values\n", + "fhe_lasso_4bit = fhe_model_trainer(ConcreteLasso(n_bits=4, alpha=1))\n", + "fhe_lasso_8bit = fhe_model_trainer(ConcreteLasso(n_bits=8, alpha=1))\n", + "fhe_lasso_16bit = fhe_model_trainer(ConcreteLasso(n_bits=16, alpha=1))\n", + "skl_lasso = skl_model_trainer(Lasso(alpha=1))\n", "\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.4, random_state=42)\n", + "fig, ax = plt.subplots(3, 1)\n", + "fig.set_size_inches(10,15)\n", "\n", - "# visualizing the data\n", - "fig = plt.figure(figsize=(10, 5))\n", - "plt.scatter(X_train, y_train, marker='o', c='r', label='Train')\n", - "plt.scatter(X_test, y_test, marker='x', c='black', label='test')\n", - "plt.legend()\n", + "plot_dataset(ax[0],X_train, y_train, X_test, y_test)\n", + "plot_fhe(ax[0],X_test, fhe_lasso_4bit, c=\"aqua\", label=\"Lasso 4bit in FHE\", linewidth=3)\n", + "ax[0].legend()\n", + "\n", + "plot_dataset(ax[1],X_train, y_train, X_test, y_test)\n", + "plot_fhe(ax[1], X_test, fhe_lasso_8bit, c=\"dodgerblue\", label=\"Lasso 8bit in FHE\", linewidth=3, alpha=0.5)\n", + "ax[1].legend()\n", + "\n", + "plot_dataset(ax[2],X_train, y_train, X_test, y_test)\n", + "\n", + "plot_fhe(ax[2] ,X_test, fhe_lasso_16bit, c=\"darkgreen\", label=\"Lasso 16bit in FHE\", linewidth=3, alpha=0.5)\n", + "ax[2].legend()\n", + "\n", + "for i in range(3):\n", + " plot_skl(ax[i], X_test, skl_lasso, label=\"Sklearn lasso\",c='blue', marker='o', markersize=3, linestyle=\"None\", linewidth=0.7)\n", + " ax[i].legend()\n", + "\n", + "plt.xlabel(\"TV ads\")\n", "plt.show()" ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ - "#### 2. fitting the Model\n", - "here we only have one additional hyper-parameter than sklearn, which is *n_bits*(number of bits). for more information click [here](), and the *alpha* hyperparameter is for degree of penalizing large coefficients; the larger it gets, the more penalization." + "### Ridge" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 46, "metadata": {}, "outputs": [ { "data": { + "image/png": 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", "text/plain": [ - "Lasso(alpha=0.1, n_bits=4)" + "
" ] }, - "execution_count": 5, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], - "source": [ - "lasso = ConcreteLasso(n_bits=4, alpha=0.1)\n", - "lasso.fit(X_train, y_train)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### 3. compling the model on training data\n", - "to predict on encrypted data we first we need to compile the model to its FHE(Fully Homorphoic Encrypted) equivalent. then we just need to keys to be generated for decrypting processed data for client." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "lasso_fhe = lasso.compile(X_train)\n", - "\n", - "# here we generate keys\n", - "lasso_fhe.graph.maximum_integer_bit_width() # it's just a minor requirment for generating keys \n", - "lasso_fhe.client.keygen(force=False) # this will create secret key and evaluation key" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### 4. predicting on encrypted data" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# \"excute_in_fhe\" will encrypt data and then uses the model to predict on encrypted data.\n", - "y_pred = lasso.predict(X_test, execute_in_fhe=True)\n", - "print(y_pred[:10])" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "But on the client side, there's no model to use above parameter to encrypt data. \n", - "instead we encrypt the client data and send it to server to \n", - "be processed. for more information click [here](https://docs.zama.ai/concrete-ml/advanced-topics/client_server)\n", - "![Alt-text](https://801304998-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75MldzZY6YYabEQfXDIR%2Fuploads%2Fgit-blob-f0c968fefec32658440dbc5814e2082b579c6200%2Fconcretemlgraph3.jpg?alt=media)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here now we create three penalizing models Lasso, Ridge, and ElasticNet. then, we compare\n", - "the scoring resutls. since we have Lasso ready, then we go only for Ridge and ElasticNet. " - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Ridge" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], "source": [ "from concrete.ml.sklearn import Ridge as ConcreteRidge\n", - "# step one: preparing data, since we prepared data before we skip it. \n", + "from sklearn.linear_model import Ridge\n", + "\n", + "\n", + "fhe_ridge_4bit = fhe_model_trainer(ConcreteRidge(n_bits=4, alpha=1))\n", + "fhe_ridge_8bit = fhe_model_trainer(ConcreteRidge(n_bits=8, alpha=1))\n", + "fhe_ridge_16bit = fhe_model_trainer(ConcreteRidge(n_bits=16, alpha=1))\n", + "skl_ridge = skl_model_trainer(Ridge(alpha=1))\n", + "\n", + "fig, ax = plt.subplots(3, 1)\n", + "fig.set_size_inches(10,15)\n", + "\n", + "plot_dataset(ax[0],X_train, y_train, X_test, y_test)\n", + "plot_fhe(ax[0],X_test, fhe_ridge_4bit, c=\"aqua\", label=\"ridge 4bit in FHE\", linewidth=3)\n", + "ax[0].legend()\n", "\n", - "# step two: training model \n", - "ridge = ConcreteRidge(n_bits=4, alpha=0.1)\n", - "ridge.fit(X_train, y_train)\n", + "plot_dataset(ax[1],X_train, y_train, X_test, y_test)\n", + "plot_fhe(ax[1], X_test, fhe_ridge_8bit, c=\"dodgerblue\", label=\"ridge 8bit in FHE\", linewidth=3, alpha=0.5)\n", + "ax[1].legend()\n", "\n", - "# step three: compiling the model \n", - "ridge_fhe = ridge.compile(X_train)\n", - "ridge_fhe.graph.maximum_integer_bit_width()\n", - "ridge_fhe.keygen(force=False)\n", + "plot_dataset(ax[2],X_train, y_train, X_test, y_test)\n", "\n", - "# step four: predicting on encrypted data\n", - "y_pred_ridge = ridge.predict(X_test, execute_in_fhe=True)\n", - "print(y_pred_ridge[:10])" + "plot_fhe(ax[2] ,X_test, fhe_ridge_16bit, c=\"darkgreen\", label=\"ridge 16bit in FHE\", linewidth=3, alpha=0.5)\n", + "ax[2].legend()\n", + "\n", + "for i in range(3):\n", + " plot_skl(ax[i], X_test, skl_ridge, label=\"Sklearn ridge\",c='blue', marker='o', markersize=3, linestyle=\"None\", linewidth=0.7)\n", + " ax[i].legend()\n", + "\n", + "plt.xlabel(\"TV ads\")\n", + "plt.show()" ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -354,27 +325,55 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from concrete.ml.sklearn import ElasticNet as ConcreteElasticNet\n", + "from sklearn.linear_model import ElasticNet\n", "\n", - "# this time without commenting the steps \n", "\n", - "elasticNet = ConcreteElasticNet(n_bits=4, alpha=0.1)\n", - "elasticNet.fit(X_train, y_train)\n", + "fhe_elasticNet_4bit = fhe_model_trainer(ConcreteElasticNet(n_bits=4, alpha=1))\n", + "fhe_elasticNet_8bit = fhe_model_trainer(ConcreteElasticNet(n_bits=8, alpha=1))\n", + "fhe_elasticNet_16bit = fhe_model_trainer(ConcreteElasticNet(n_bits=16, alpha=1))\n", + "skl_elasticNet = skl_model_trainer(ElasticNet(alpha=1))\n", "\n", - "elasticNet_fhe = elasticNet.compile(X_train)\n", - "elasticNet_fhe.graph.maximum_integer_bit_width()\n", - "elasticNet_fhe.keygen(force=False)\n", + "fig, ax = plt.subplots(3, 1)\n", + "fig.set_size_inches(10,15)\n", "\n", - "y_pred_elastic = elasticNet.predict(X_test, execute_in_fhe=True)\n", - "print(y_pred_elastic[:10])" + "plot_dataset(ax[0],X_train, y_train, X_test, y_test)\n", + "plot_fhe(ax[0],X_test, fhe_elasticNet_4bit, c=\"aqua\", label=\"elasticNet 4bit in FHE\", linewidth=3)\n", + "ax[0].legend()\n", + "\n", + "plot_dataset(ax[1],X_train, y_train, X_test, y_test)\n", + "plot_fhe(ax[1], X_test, fhe_elasticNet_8bit, c=\"dodgerblue\", label=\"elasticNet 8bit in FHE\", linewidth=3, alpha=0.5)\n", + "ax[1].legend()\n", + "\n", + "plot_dataset(ax[2],X_train, y_train, X_test, y_test)\n", + "\n", + "plot_fhe(ax[2] ,X_test, fhe_elasticNet_16bit, c=\"darkgreen\", label=\"elasticNet 16bit in FHE\", linewidth=3, alpha=0.5)\n", + "ax[2].legend()\n", + "\n", + "for i in range(3):\n", + " plot_skl(ax[i], X_test, skl_elasticNet, label=\"Sklearn elasticNet\",c='blue', marker='o', markersize=3, linestyle=\"None\", linewidth=0.7)\n", + " ax[i].legend()\n", + "\n", + "plt.xlabel(\"TV ads\")\n", + "plt.show()" ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -382,36 +381,27 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "attachments": {}, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "from sklearn.metrics import r2_score as r2 # it is our scoring function which R-squared\n", - "\n", - "print(f\"Lasso accuracy: {r2(y_test, y_pred)}\") # I hope you remember we didn't give the y_pred lasso suffix\n", - "print(f\"Ridge Accuracy: {r2(y_test, y_pred_ridge)}\")\n", - "print(f\"ElasticNet Accuracy: {r2(y_test, y_pred_elastic)}\")" + "# Congratulation you made it to the end" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "from sklearn.metrics import mean_squared_error as mse \n", - "\n", - "# taking root mean squared error\n", - "print(f\"Lasso Mean squared errorr: {mse(y_test, y_pred, squared=False)}\") \n", - "print(f\"Ridge Mean squared errorr: {mse(y_test, y_pred_ridge, squared=False)}\") \n", - "print(f\"ElasticNet Mean squared errorr: {mse(y_test, y_pred_elastic, squared=False)}\") " + "But on the client side, there's no model to use above parameter to encrypt data. \n", + "instead we encrypt the client data and send it to server to \n", + "be processed. for more information click [here](https://docs.zama.ai/concrete-ml/advanced-topics/client_server)\n", + "![Alt-text](https://801304998-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75MldzZY6YYabEQfXDIR%2Fuploads%2Fgit-blob-f0c968fefec32658440dbc5814e2082b579c6200%2Fconcretemlgraph3.jpg?alt=media)" ] } ], "metadata": { "kernelspec": { - "display_name": "fhe", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -427,7 +417,6 @@ "pygments_lexer": "ipython3", "version": "3.9.16" }, - "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "4442711f8f4f9f74c053dbe4b3603f77c4084e243088098360567933926b9c34" From 0e87a6b6790bd25caaa5064353cec1a59f534d60 Mon Sep 17 00:00:00 2001 From: Mahmoud Mohajer Date: Mon, 17 Apr 2023 06:53:01 +0000 Subject: [PATCH 6/9] adding the metrics and documentation --- concrete-ml/Lasso-Ridge-ElasticNet.ipynb | 285 +++++++++++++++++++++-- 1 file changed, 269 insertions(+), 16 deletions(-) diff --git a/concrete-ml/Lasso-Ridge-ElasticNet.ipynb b/concrete-ml/Lasso-Ridge-ElasticNet.ipynb index f6978a3..f0d08cc 100644 --- a/concrete-ml/Lasso-Ridge-ElasticNet.ipynb +++ b/concrete-ml/Lasso-Ridge-ElasticNet.ipynb @@ -50,6 +50,14 @@ "1. installing *concrete-ml* library by `pip install concrete-ml` or using docker container" ] }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The code imports several libraries for machine learning and data visualization, including time, numpy, pandas, and scikit-learn. It also defines an alias for the mean_squared_error function from scikit-learn as mse. Additionally, the code imports FHE equiavalent of the Lasso regression algorithm (ConcreteLasso) from the concrete package. Finally, %matplotlib inline is used to display Matplotlib plots in the Jupyter notebook." + ] + }, { "cell_type": "code", "execution_count": 1, @@ -70,6 +78,14 @@ "import pandas as pd " ] }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "importing and reading the first 5 rows of dataset" + ] + }, { "cell_type": "code", "execution_count": 2, @@ -161,6 +177,46 @@ "df.head()" ] }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Heatmap Analysis:\n", + "\n", + "After exploring the relationships between the predictor variables and the target variable using a heatmap, it was observed that the \"TV\" feature has a stronger linear relationship with the target variable \"Sales\" compared to the other features. The heatmap indicates that the correlation coefficient between \"TV\" and \"Sales\" is higher than the correlation coefficients of the other features with \"Sales\". Therefore, we can conclude that \"TV\" is a more influential feature for predicting \"Sales\" and should be used as the predictor variable in our model." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "correlations = df.corr()\n", + "sns.heatmap(correlations, cmap=\"YlGnBu\", annot=True, fmt=\".2f\", cbar=False)\n", + "plt.show()\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The code snippet below extracts the \"TV\" feature as the predictor variable and \"Sales\" as the target variable from the dataframe. It then splits the dataset into training and testing sets with a 60-40 ratio for testing and training respectively." + ] + }, { "cell_type": "code", "execution_count": 3, @@ -173,9 +229,29 @@ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.4, random_state=42)" ] }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Description of Functions for Training and Evaluating a Machine Learning Model for Predicting Sales Based on \"TV\" Feature.\n", + "\n", + "The code provided above consists of four functions, namely `fhe_model_trainer()`, `skl_model_trainer()`, `create_y_space()`, `plot_dataset()`, `plot_fhe()`, and `plot_skl()`. The purpose of these functions is to train and evaluate a machine learning model for predicting sales based on the \"TV\" feature in the input data. \n", + "\n", + "`fhe_model_trainer()` and `skl_model_trainer()` functions both take a machine learning model as an input and use the `fit()` method to train it on the training data. For the FHE model, an FHE circuit is compiled using the `compile()` method and the client's key is generated using the `keygen()` method. Finally, the trained model is returned from the function.\n", + "\n", + "The `create_y_space()` function takes the testing input data and the trained FHE model as inputs, and creates a new input space that ranges from the minimum to the maximum value of the testing input data. This new input space is used to predict the output values using the FHE model, and the predicted output values are returned along with the new input space.\n", + "\n", + "The `plot_dataset()` function takes the training and testing input data, and plots them as two separate scatter plots. The training data is plotted using a red circle marker, while the testing data is plotted using a black \"x\" marker. \n", + "\n", + "The `plot_fhe()` function takes the testing input data and the trained FHE model as inputs, and plots the predicted output values as a continuous curve. The input space and the predicted output values are created using the `create_y_space()` function, and the `plot()` method is used to draw the curve on the provided axis.\n", + "\n", + "The `plot_skl()` function takes the testing input data and the trained scikit-learn model as inputs, and plots the predicted output values as a continuous curve. The `predict()` method is used to generate the predicted output values, and the `plot()` method is used to draw the curve on the provided axis." + ] + }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -211,16 +287,34 @@ " " ] }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The above code is used to train and evaluate different Lasso regression models using both Sklearn and FHE libraries for predicting Sales based on the \"TV\" feature. \n", + "\n", + "The first three lines define three different Lasso models with different bit-lengths for FHE encryption. The next line defines a Sklearn Lasso model. \n", + "\n", + "The code then creates a plot with three subplots arranged vertically using `subplots()` function. The first three subplots each show the training and testing data as scatter points, and the predicted output of each FHE Lasso model as a continuous curve. The fourth subplot shows only the training and testing data, and the predicted output of the Sklearn Lasso model as a series of discrete points. \n", + "\n", + "The `plot_dataset()` function is used to plot the training and testing data as scatter points. The `plot_fhe()` function is used to plot the predicted output of the FHE Lasso models as continuous curves. The `plot_skl()` function is used to plot the predicted output of the Sklearn Lasso model as a series of discrete points.\n", + "\n", + "The `ax.legend()` function is used to add a legend to each subplot. The `plt.xlabel()` function is used to add a label to the x-axis of the plot. Finally, the `plt.show()` function is used to display the plot. \n", + "\n", + "The purpose of this code is to compare the performance of the different Lasso models, both in terms of accuracy and efficiency, and to evaluate the suitability of using FHE to perform encrypted machine learning on sensitive data." + ] + }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 14, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -255,10 +349,81 @@ " plot_skl(ax[i], X_test, skl_lasso, label=\"Sklearn lasso\",c='blue', marker='o', markersize=3, linestyle=\"None\", linewidth=0.7)\n", " ax[i].legend()\n", "\n", - "plt.xlabel(\"TV ads\")\n", + "plt.xlabel(\"TV ads expenses(in thousands of dollars)\")\n", + "plt.ylabel(\"Sales (in thousands of units)\")\n", "plt.show()" ] }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + " The phenomenon of the step-like discontinuity observed in the 4-bit Lasso plot can be attributed to the process of quantization in Fully Homomorphic Encryption (FHE). In FHE, quantization is used to reduce the precision of encrypted data before performing computations on it. The quantization process can cause the resulting curve to appear step-like or discontinuous due to the limited number of values that can be represented by a quantized signal. This results in an approximation of the original FHE-encrypted signal. The higher the number of bits used for quantization, the smoother and more continuous the resulting curve becomes.\n", + "\n", + " it is also in 8-bit and 16-bit versions but with less impact, and as you can see they cover the sklearn predictions.\n", + "\n", + " for more you can check the [documentation](https://docs.zama.ai/concrete-ml/getting-started/concepts)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Evaluation of FHE Lasso models and Sklearn Lasso using Mean Squared Root metric.\n", + "The code defines three FHE Lasso models with different bit sizes (4-bit, 8-bit, and 16-bit) and a Sklearn Lasso model. It then creates an empty dictionary `results` to store the root mean squared error (RMSE) of each FHE model and calculates the RMSE for each FHE Lasso model and the Sklearn Lasso model. Finally, it prints the RMSE for each model.\n", + "\n", + "The `mse()` function is used to calculate the RMSE between the actual values `y_test` and the predicted values `y_pred`. The `results` dictionary is updated with the RMSE of each FHE Lasso model, using their respective names as keys. The RMSE for the Sklearn Lasso model is also calculated and stored in the variable `skl_lasso_mse`.\n", + "\n", + "The last part of the code prints the RMSE for each model, starting with the header \"Mean Squared Root metric for Lasso models\". A loop is used to iterate over the `results` dictionary and print the RMSE for each FHE Lasso model. The Sklearn Lasso model RMSE is printed last.\n", + "\n", + "Overall, this code is used to compare the performance of FHE Lasso models with different bit sizes to the Sklearn Lasso model, using the RMSE metric." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean Squared Root metric for Lasso models\n", + "----------\n", + "FHE Lasso 4-bit : 2.2415551096679733\n", + "----------\n", + "FHE Lasso 8-bit : 2.2682145593789302\n", + "----------\n", + "FHE Lasso 16-bit : 2.272746726858861\n", + "----------\n", + "Sklearn Lasso: 2.272748822112653\n" + ] + } + ], + "source": [ + "fhe_lasso_models = [fhe_lasso_4bit, fhe_lasso_8bit, fhe_lasso_16bit]\n", + "names = ['FHE Lasso 4-bit', 'FHE Lasso 8-bit', 'FHE Lasso 16-bit']\n", + "results = dict()\n", + "# comparing the fhe model \n", + "for i in range(3):\n", + " y_pred = fhe_lasso_models[i].predict(X_test)\n", + " results[names[i]] = mse(y_test, y_pred, squared=False)\n", + "\n", + "# calculating mse for sklearn lasso\n", + "y_pred = skl_lasso.predict(X_test)\n", + "skl_lasso_mse = mse(y_test, y_pred, squared=False)\n", + "\n", + "print(\"Mean Squared Root metric for Lasso models\")\n", + "for key, value in results.items():\n", + " print(10*'-')\n", + " print(key , ': ' , value)\n", + "\n", + "print(10*'-')\n", + "print(\"Sklearn Lasso: \", skl_lasso_mse)\n" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -268,12 +433,12 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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Z4q0ejTwyJV7r0cSVQHpiYjHVt79Zn2MkO3Q8YJBEREREFIgQT+wf7PVoYkK898QUFUlzp1pbvfeGaTTS80VFkW9bnCbC4HA7IiIiijtWq9XnPB2LxQKr1RqeN2aK5YEp3ntitFopuQTQk81OJj9etSrywUkcf18YJBEREVFcsVqtKC0tRXFxsUdNQrPZjOLiYpSWloY+UIrnif3UO7knxkd5Gmg0gMEQnZ4Yf5WVSWm+c3LUy/X66KT/jvPvC4MkIiIiiis2mw0dHR0exduVqbQ7Ojpgs9lC96bxPrGfeherPTGBKisDmpuBmhqgslK6b2qKfIA0AL4vDJKIiIgoruj1eo8U2fX19R6ptEM6n4cplge+WOuJCZZWKyWXmDdPuo9GYDcAvi8MkgYQjUaDV155xefzzc3N0Gg02LlzZ8Ta5EtJSQmWL1/e6zp5eXlYtWpVQNuNpX0kIqLwUabIbmxsRGFhoSpACnnx1Xif2E/+iZWemHg3AL4vDJIGkPb2dlx66aXRboaKyWRCYmIivvOd7wT82h07dmDx4sWux30FgYD0n2Z7ezsmTpwY8PspaTQaj9v06dP7bMvChQtx5ZVXqh5721ZpaWm/2kdERNLf/IqKCtWyioqK0AdIQPxP7Cf/xUJPTByyWKSY0mLBgPi+MAX4AHDixAkkJSUhMzMz2k1R6ezsxHXXXYdLLrkEBw8eDPj1Y8aMCfg1Wq02ZJ/DM888owpmkpKSgtpOaWkpnnnmGdWy5OTkfrWNiIikOUjl5eWqZeXl5eHpSYrlFMuxIE7TPFP/WSzSdK7HHgMcDiAhAVjz9MVYFOffF/YkOTkAfBnlm8PPtpaUlGDp0qVYvnw5Ro8ejdmzZwPw7N3Yvn07zjvvPAwdOhQXXnghPvzwQ49tvfbaa8jPz8fQoUMxY8YMPPfcc9BoNOjs7HSts3XrVhQVFWHYsGEwGAz4+c9/jqNHj/bZzhtvvBHz58/HtGnTvD7f3d2NpUuXQqfTYfTo0bjrrrsgFF8k5XC7vLw8AMBVV10FjUbjeuzOfbhdbW0tNBoNNm/ejAsvvBDDhw9HQUEB9uzZ02f7R44ciczMTNdt1KhRfb7Gm+TkZNV2MjMzccoppwS1LSIikiiTNBiNRphMJtUcJfesd/02UCb2h0Mcp3mmwKh6iwCsWwfk5gKPPCIFSIB0v+SmBFjuXiMtiNPvC4Mkp8MA0qN8OxxAe5977jkkJSXBZDLh6aef9nj+yJEj+MEPfoCzzjoLH3zwAe69916sWLFCtU5TUxPmzp2LK6+8Eh999BGWLFmCO++8U7XOvn37UFpaiquvvhq7du3Ciy++iK1bt2Lp0qW9tu+ZZ55BY2Mj7rnnnl73ITExEdu3b8cTTzyBxx57DGvXrvW67o4dO1zbbW9vdz3215133olHH30U77//PhITE3H99dcH9HoiIoodFovFI0lDQUGBRzIHX3WUgjZQJvaHUpyneSb/WCzAL38JjB0LzJwp3T/yCLB4sfeOIrsdaMi/NL6/L2KAs1qtAoCwWq0ez3377bfi008/Fd9++63oEEIgyrcOP/epuLhYnHfeeR7LAYhNmzYJIYRYvXq1OPXUU8W3337rev6pp54SAMSHH34ohBDi9ttvFxMnTlRt48477xQAxNdffy2EEGLRokVi8eLFqnW2bNkiEhISVNtW+uKLL0R6errYs2ePEEKIe+65R0yaNMljH84880zhcDhcy26//XZx5plnuh6PHTtWPP744173z5empibVPtbU1AgA4q233nKt8+9//1sA8Nl++b2GDh0qRowY4bop39vb8yNGjBCJiYlizpw5rvUWLFggtFqtx3q///3vfb638rwkIiJPnZ2dYurUqcJoNIqWlhbVcy0tLcJoNIqpU6eKzs7O8DSgu1uImhohKiul++7u8LxPrOvuFkKvF0K6Tva8aTRCGAyD9/MZINaulQ6l++FNSPB96LVaIcxm5wZi7PvSW2ygxDlJceqCCy7o9fnPPvsM5557LoYOHepa5j7sbc+ePZg8ebJq2UUXXaR6/NFHH2HXrl14/vnnXcuEEHA4HGhqasKZZ56pWt9ut2P+/Pm47777cNppp/XaxqlTp0Kj6IKdNm0aHn30UdjtdmhD3P167rnnuv6d5Zwk2NHRgdzcXJ+vefzxxzFr1iyP1/l6HgBuv/122N1y/s+YMQNPPfWUalmwQ/eIiAjQ6XSorq6GzWbzSPNtMBhQV1eH1NRU6HS68DRAntg/2AWS5pmfV0yyAtgK4IiP5w9bgKU+eoscDgAaAG7PJWiBP6+WOowAxO33hUFSnBoxYkRE3ufIkSNYsmQJfv7zn3s85y3AsNlseP/99/Hhhx+6huQ5HA4IIZCYmIj//ve/mDlzZtjb7W7IkCGuf8uBmcPR+yywzMxMTJgwIaDnU1NTVfO5AOlY9bYdIiIKnE6n8xkEhbQ+Evk2ANI8D0YWC7B3L3BqPjBHDzT3tvJe+J40rwWwEsAdAOyQJvHcCjiWAWUD4CvIIMnpVAAdMdCGUDnzzDNRUVGBY8eOuXqT3nvvPdU6p59+Ov7zn/+olrnP9Tn//PPx6aef+n2Rn5aWho8//li17K9//SvefvttbNiwAePGjXMt37Ztm2q99957D/n5+T57kYYMGeLRS0NERERRMgDSPA8269ZJ84gcDkCTAIg1ABb18oJ8SMGPe6CkBbDa+dp5ABoATAAwAIIjGRM3OCUAGBPlWygPxvz586HRaHDDDTfg008/xX/+8x888sgjqnWWLFmCzz//HLfffju++OILvPTSS3j22WcB9PS23H777aivr8fSpUuxc+dO7N27F6+++qrPxA0JCQmYOHGi6paeno6hQ4di4sSJqh6wlpYW3HrrrdizZw/Wr1+PJ598EsuWLfO5T3l5edi8eTMOHDiAr7/+up+fUOQcP34cBw4cUN0OHToU7WYRERH1j5wW3T17mUyjAQyGmE7zPJhYLD0BEgAIB4AlAHrLb6IHsAZSUARIF6srIHU/LVKsU4IBFSAB7EkasFJSUvDPf/4TN954I8477zycddZZeOihh3D11Ve71hk3bhw2bNiA2267DU888QSmTZuGO++8EzfddJOrjs+5556Luro63HnnnSgqKoIQAuPHj8ePfvSjfrfxuuuuw7fffouLLroIWq0Wy5YtUxWPdffoo4/i1ltvxd/+9jfk5OSgubm5322IhOrqao/5TKeffjo+//zzKLWIiIgARLa2z0CsIySnRZ87VwqIlBNX4iTN80AjD6XLz1fMCXLau7cnQHKxQ+oF0gPZALwWKFkEnJwNnGgAkiYAQ/wIhgbCEdcI4W0q1sDR1dUFnU4Hq9WKtLQ01XPHjh1DU1MTxo0bp0pwMJj9/ve/x9NPPx36+hLkN56XREQRUFUFLFumTjyg10sX/aFOTRzJ94oGb/tnMEgB0kDYvzihHEqXkACsWQMsUgyls1ik1N2qQEkLqVdID/wXwHcj2uLo6C02UOJwu0Hur3/9K3bs2IHGxkZUVFTg4YcfxoIFC6LdLCIiGuSsVqvPOkcWiwVWqzX4jUeyts9gqCNUVgY0N0tVRisrpfumJgZIEeQ+lM7hAJYs8YzL16xRdOzJ84qcPUMTI9jeeMAgaZDbu3cv5syZg7POOgv3338/brvtNtx7773RbhYREQ1iVqsVpaWlKC4u9hjZYDabUVxcjNLS0uACJbtd6vXwNpBGXrZ8ubRefznfyyqE57QP53tZli6F9auv+v9e0SaneZ43T7rnELuI8jaUzm4HGhrUyxYtkuLZ39dANa9oFIDMsLcyvjBIGuQef/xxtLW14dixY/jiiy9w1113ITGRU9WIiCh6bDYbOjo60NjYiJKSElegZDabUVJSgsbGRnR0dMBmswW+8UBq+/TXli2wWiwoBVAMwH0gu1kIFLe3o7SoqH89YzTo5edLQ+yUtFrAW3JivR7QlECVaGEipJJH1INBEhEREcUUvV6P2tpaGI1GV6BUX1/vCpCMRiNqa2uDq4cUydo+7e2wQSox0ggpAZgcKJmdjxsBdBw6FFzAN4iEdfhlDLFYpNGKvcXx3rgPpdNqgdWrPZM3yHa7PeZQO08MkoiIiCjmGAwGVaBUWFioCpAMBkNwG45kbZ+sLOgB1AIwoidQqkdPgGQEUPvkk5EpgGu3A7W1wPr10n2c1B4M6/DLGLJunZRYYeZM6X7dusBeLw+lq6mR7pVJG9wxSOobgyQiIiKKSQaDARUVFaplFRUVwQdIQGRr+zjfy6DRqAKlQigCpKwsGBTlOcKmqgrIywNmzADmz5fu8/LiInFEWIdfxgh/Ei/4Q6+XpoT1FnOfBOBehIRBkicGSURERBSTzGYzysvLVcvKy8v7V6ZCru0DeAZKoa7to3gvg0aDCrenKwAY/vzn8Cc5iPMMe2Edfhkj/E28EAoNAE64LTs79G8T9xgkERERUcxR9hIYjUaYTCbVRXK/AqWyMmDDBiAnR71cr5eWhzJ1tfO9zBkZKHd7qjwjA+bJk0P3Xt5EMpsfwjd3KGzDL2NEIIkX+st9qF02pOx2pMYgiYiIiGKKxWLx6CUoKCjw6E3wdTHulwjW9jFPnoyS4cOlIXbp6TA9+aS0HwcP9j/g60sEs/mFe+5QWIZfhoAA8FsAYwAkB3kbrwc0ayDVLgJcNYzG64Pfpq/bPLf2c6iddwySBiiNRoNXXnnF5/N5eXlYtWpVxNoTCvfeey++853v9LrOwoULceWVV0akPUREFB6pqalIT0/36CVQ9iakp6cjNTW1f28Uoto+vfWe7NixAxdffHFPwPf++yhYujS0AV9vIpjNL9xzh8Iy/DIEtgL4PYBDkIaxBXuzL4JUu8hZw8i+qH/b8/k+bu1nkOQdg6Q49OWXX+Kmm25Cbm4ukpOTkZmZidmzZ8NkMkW7aWG1YsUKbN68OdrNICKiMNPpdKiurkZdXZ1HL4HBYEBdXR2qq6uh0+mi1MIeffWeXHPNNTh06BDy8vLCG/D5EsFsfuGcOxTW4Zf99E4oN6aHlPowgtOrwjzgM26xamgcuvrqq3HixAk899xzMBqNOHjwIDZv3ozDhw9Hu2kqJ06cQFJSUr+3I4SA3W5HSkoKUlJSQtAyIiKKdTqdzmcQFEsT9N17T+RASL6ob25uRl5eHl566SWfAV9qamroAz67XRpC19oKjB4NHDrkfT2NRpqLFYpsfugJ/uSAprCwEAD6NXfI2/BL9/cpKSlBXV1dVM4N9zk+8eRiAFdGuxExij1JIRJs8a9AdXZ2YsuWLXjooYcwY8YMjB07FhdddBHuuOMOXHHFFT5fd8899yArKwu7du3yud2f/exnGDNmDNLS0jBz5kx89NFHruf37duHOXPmICMjAykpKZg8eTLeeust1Tby8vJw//3347rrrkNaWhoWL16MZ599FiNHjsQbb7yBM888EykpKSgtLUV7L936tbW10Gg0eP3113HBBRcgOTkZW7du9RhuZ7fbceutt2LkyJE49dRT8atf/QrCbWKqzWbDtddeixEjRiArKwuPP/44SkpKsHz5ctc6x48fx4oVK5CTk4MRI0ZgypQpqK2t9dk+IiIimT+9J++88w4m+0jQoNfrQx8gKdN9/+QnvQdIQOiy+TmFeu5QxIZfBsk9SLoLwP/i4LYXUg2voUHs86Ao7isGOKvVKgAIq9Xq8dy3334rPv30U/Htt9/26z3WrhUiIUEIQLpfu7Zfm+vVyZMnRUpKili+fLk4duyYz/UAiE2bNgmHwyGWLl0q8vLyxN69e13Pjx07Vjz++OOux7NmzRKXX3652LFjh/jiiy/EbbfdJk499VRx+PBhIYQQO3fuFE8//bT4+OOPxRdffCF++9vfiqFDh4r9+/ertpmWliYeeeQR0dDQIBoaGsQzzzwjhgwZImbNmiV27NghPvjgA3HmmWeK+fPn+2x7TU2NACDOPfdc8d///lc0NDSIw4cPi3vuuUdMmjTJtd5DDz0kTjnlFLFx40bx6aefikWLFonU1FQxZ84c1zo/+9nPxNixY8Vbb70lPv74Y3HVVVeJ1NRUsWzZMtU6BQUF4p133hENDQ3i4YcfFsnJyeKLL77w44iEXqjOSyIiipyWlhZhNBoFpHn8AoAwGo2ipaUlsg3ZuFEIjUa6KOnrZjBI64dYOD6Lzs5OYTabvT5nNptFZ2dn0Nvuj+NCiEQhBBS3rVFpSeR0dnaKqVOnej2m8rGfOnVq1I5JX3qLDZQYJPXzYtRs7gmQ5JtWKy0Plw0bNohTTjlFDB06VBQUFIg77rhDfPTRR6p1AIiXX35ZzJ8/X5x55pnCYrGonlcGSVu2bBFpaWkeQdf48ePF6tWrfbbj7LPPFk8++aRqm1deeaVqnWeeeUYAEA0NDa5lf/nLX0RGRobP7cpB0iuvvKJa7h4kZWVliT/+8Y+uxydPnhR6vd4VJHV1dYkhQ4aIl19+2bVOZ2enGD58uCtI2r9/v9BqtaK1tVX1Xpdccom44447fLYxnBgkERHFJ5PJpAoMTCZTZBvQ3S2EXu87KNJohBgzRoh//EOImhpp/RBTBkhGo1GYTCbV44gHjWG2W6gDJAghvo5mgyLAbDZ7Pabux95XUBtt/gZJHG7XT5Es/iW7+uqr0dbWhtdeew2lpaWora3F+eefj2effVa13i9+8Qts27YN77zzDnLca0EofPTRRzhy5AhOPfVU17yflJQUNDU1Yd++fQCAI0eOYMWKFTjzzDMxcuRIpKSk4LPPPkNLS4tqWxdeeKHH9ocPH47x48e7HmdlZaGjo6PP/fS2LZnVakV7ezumTJniWpaYmKh6TWNjI06ePImLLrrItUyn0+H00093Pf74449ht9tx2mmnqfa9rq7Ote9ERATpP7faWmD9euk+RHV1BoqYyLzmT7rvL7+U6kP1I5ufLxFJ3R5j3Ifa6QGMjEI7ImkwFPcFmLih3+TiX8pAKVzFv5SGDh2K7373u/jud7+Lu+66Cz/72c9wzz33YOHCha51vvvd72L9+vV44403cO211/rc1pEjR5CVleV1Hs7IkSMBSJnl3nzzTTzyyCOYMGEChg0bhrlz5+LECXXN5hEjRnhsY8iQIarHGo3GY+6QN962FWpHjhyBVqvFBx98AK3bfxZMEkFE5FRVJRUkVV7c6vXAE0+Epa5QvHHPvFZRUYHy8nKPZA5hF8F0397Ic4cAeJ07VFJSEtW5Q+HgHiQNlnTa4UjQEWvYk9RPej2wZk3PjzFaLbB6tbQ8ks466ywcPXpUteyKK65AZWUlfvazn+GFF17w+drzzz8fBw4cQGJiIiZMmKC6jR49GgBgMpmwcOFCXHXVVTjnnHOQmZmJ5ubmcO5Sr3Q6HbKysrBt2zbXsu7ubnzwwQeux0ajEUOGDMGOHTtcy6xWK7744gvX4/POOw92ux0dHR0e+56ZmRmZnSEiimVVVcDcuZ49FK2t0vKqqui0K0bEVO9JBNN9exNPqdtDZbAGSUDsFvcNFQZJIbBoUU/R7uZm6XG4HD58GDNnzsQ//vEP7Nq1C01NTXj55Zfxxz/+EXPmzPFY/6qrrkJFRQV++tOfYsOGDV63OWvWLEybNg1XXnkl/vvf/6K5uRn19fW488478f777wMA8vPzUVVVhZ07d+Kjjz7C/Pnz4XAfZxhhy5Ytw4MPPohXXnkFn3/+Of7v//4PnZ2drudTU1OxYMEC/PKXv0RNTQ0++eQTLFq0CAkJCdA4M/qcdtppuPbaa3HdddehqqoKTU1N2L59O1auXIl///vfUdozIqIYYbdLPUjeev/lZcuXD+ihd31l8XI4HLGTea2oSPqVVs5a506jAQyGkKX79mC3Q/fhh9Bv2eJ1SGaoMvlFKqOwP+I+SOrHMNqYGGIaRhxuFyJ6fWR6j1JSUjBlyhQ8/vjj2LdvH06ePAmDwYAbbrgBv/nNb7y+Zu7cuXA4HCgvL0dCQgLK3IZGaDQa/Oc//8Gdd96Jn/70p/jyyy+RmZmJiy++GBkZGQCAxx57DNdffz0KCgowevRo3H777ejq6gr7/vbmtttuQ3t7OxYsWICEhARcf/31uOqqq1RpJx977DHceOON+MEPfoC0tDT86le/gtlsxtChPQkvn3nmGTzwwAO47bbb0NraitGjR2Pq1Kn4wQ9+EI3dIiKKHf7McTGbpfVKSiLWrEiRC8V2dHR4DCGSh9ilp6fjxRdfREJCgsccjLDWQfJGq5WGQM6dKwVEyuA2TOm+XSI0JHPdOmDxYmmaQ0KCNJonnD9O9+YbAO6zl+MqSOrHMYuZIabhFJk8EtETiRTgFD+OHDkidDqdWBvOPO39xPOSiGJGZaV/qaQrK6Pd0rCI2yxeGzd6ZrkLU7pv1/t5Szuu0Ui3EL1vNDIK9+Z9oc5qpxFCHA1iO1FJb96PYxa33wsnf7PbsSeJBrQPP/wQn3/+OS666CJYrVb87ne/AwCvQxOJiMiNj7krVgA2SJm83NezWCyR6zkJMzmLl/yLeUlJieoX85jN4lVWBsyZI/XwtbdLx6eoKCQ9SFarFTabrWef7Xbg5z8HhIAFQCoA15EXQurBWr5cao8f7/85gL8D+NrLc20+MgovaQCyo3AImtwejwcwPMBt+NtbGdK5XH0No+3jmCkTdLz22muuKQzuCTq6urpgtVrj9m8BgyQa8B555BHs2bMHSUlJuOCCC7BlyxZXQgoiIuqFPMeltdV1QWUFUAqgA0AtpAsjeY6L6qLu3/+GbteukF+kR1rcZvHSakM+BNLrBf3vfw+0tsIMoARAOoBquAVKfg7J/BrAVEjnmFf5kGbTKwMlLfCfMGcU9lcwQ+1sNhs6Ojo8hqkph7PJ64Us2OjnMFo5QUdraysWLVqkOh/kIaZWqxWXX3556AO8CGLiBhrQzjvvPHzwwQc4cuQIvvrqK7z55ps455xzot0sIqL4IM9xAVxzWmwADgBohHRRbP7tbwGtVnVRd6CxEbazzwZmzADmz5fu8/LiNhNeXGbxCkNdK/cLevOaNcA997gCpEZIwbPN24v9SDv+OnoJkACp63INADnW1gJYDUWXZnQFEyRFpeZQCFLF63Q6pKWlqc8HZ8IGIQSuuOIKNDY2oqOjAzab1zMi9kVm9F/0cE4SxRuel0QUcxRzXDoBcR4gEgHX3AOTyeSai5Co1YrznOuFc35KJCnnWkCx3/JcjJjjbU6SXh+Sz14170SrFSZAGOXPBBAtivc0I0e8jRJhRo4QNTV9bvsOoZ7j4/NmFgI1znt/XxPmW5IQYncwH6hTRM+xmhr/5hr6cczc5yEp/xbE6nfE3zlJGiH8qOoZx7q6uqDT6WC1WpGWlqZ67tixY2hqasK4ceNU2c6IoonnJRHFJLsd2LIFlt27UbxyJRrb2pCYmIju7m7XKvJjI4A6ePmBX6ORhu81NcXN0LvesnjF5JA7ua6V++WdnN1uw4Z+Z5szm80omToVjW1trmVGOIdfOh+vw/VYjDVwQIsE2LFmjQaLbuh9ANMVAP6peDwNwJR+tTQyRgAoA3B+P7dTX1/vGs4JSDUqCwoK+rlVL+x2qWdXMYxWJcDvqfvQQCC2h6P2FhuoRCRkiyJ/epK++eabKLSMyLtvvvmGPUlEFNO8/eoNH70Jwf5CHQviLotXd7dnD5J7b57BIK3XT6Z771Udd5NbD1ICugPOQjdOqHtnKvrdyvgR8d5KObude4a7IHt8TSaT+nwwmcLT7hDwtydpUM9JGjJkCADgm2++iXJLiHrI56N8fhIRxRqDwYDKykokJqrzPyUmJKASPb0JPvma6xCGeTT9IWfxiolCsf4IZEJ+P2zf3oa5T+4GcCGk2Ug5KAcglxDdi3w4oO6BsNuBhgbf2zwCz2xxE99/P/rnQgTOSffeSpPJpJqjFJbirGVlUq9iTo56uV4fcG/jQC0qO6iz22m1WowcORIdHR0AgOHDh7vSGBJFmhAC33zzDTo6OjBy5Eho42QoChENPmazGfPnz1cNtQOAbocD86EeduWVt9TiESpGGgg5i5cq5bVT2ArFOoc1BpUVMAQT8vvy8MNf4Ve/ygDwMqROAw0AOxqxGCX4O2oB5GMvEmBXBUpaLTChlyx0n7o9TrDbccb06cDx49KCaJwLETgnLRaLR5IG94yKJSUlqKurC32q+RCkih/IRWUH9ZwkQLowPXDgADo7OyPfOCIvRo4ciczMTAbsRBSTLBYLiouL0djYGLo5SRGYRxMX+ntRXlsrZRLsS01Nn+m4LRZg714gP19qAgDs2NGOiy5KB+DtIrobQB6MaEUdgDewCEsS1sDuSIBWC6xeDSxa5Pv9/g5A+fTpn3+Oz888s2dBpM+FCJ2TkaqT5FHfSiHY2mbKvwXKAM89cApLgNcP/s5JimpP0sqVK1FVVYXPP/8cw4YNQ0FBAR566CGcfvrprnWOHTuG2267DS+88AKOHz+O2bNn469//SsyMjJC0gaNRoOsrCykp6fj5MmTIdkmUbCGDBnCHiQiimmpqakYOXJkT0Dk9utxolaLVLsdXe4vdF5cWu66C6lHjvRckPWzsOWA4euivLVVWu7PRbmXulYqcpDqrGvly7p1wOLFUuHWhARgzRopwDlwIBXeAyQASEQWJiAdrUjNycGiP12G2RcloKFB6kHq6xp5t9vjibvdlkTyXIjgORmJ3spwBWLKorLehqPK242Z4aiBisD8KJ9mz54tnnnmGbF7926xc+dOcdlll4nc3Fxx5MgR1zo33nijMBgMYvPmzeL9998XU6dOFQUFBX6/h7+Ts4iIiKhvZrNZ5OXl9ZrMICkxUeRqteoEDgaDaFm9WhiNRjF16lTR2dkpbTCE6YjjVigTLvRzQr7ZLERCgvqlctIF6TmH1yZqExxi++/+Ljr/+c+gEkN8V6iTNtxzzz3ROxcG2DkZzgQknZ2dPl9nNpt7vucxxN/YIKay23V0dAgAoq6uTgghffBDhgwRL7/8smudzz77TAAQ7777rl/bZJBEREQUOp2dnWLq1KleM2+1tLSI3NxckZycLF14ZWeLliefFKKmRrQ0NXm/IKus9O+CtLIyCnsbIaG8KO/uFuK++4QYNUr9WoPBr4xlb7/d+1uvXSsFTe5B1Nq1/fkAhMgS6iDp5auv7v+50N0tNbyyUrr3N3iLx3Oyj32Nx3pG4eJvbBBTiRusVqnO8qhRowAAH3zwAU6ePIlZs2a51jnjjDOQm5uLd999F1OnTvXYxvHjx3FcnuQHadwhERERhUZfw4NMJhOsViuuuOIKafL2/fej4q67UL5okWruguu13pI4eOPvevEoVAkX3OY0WQHYRo6E/he/gGXBndjbqEW+RRr65mseSn6+NMTO4ehZpky6sGgRMHu2lKluxAjg6FH/htP15jAA9z3zGG6n5M+50J/5XfF2Tvqxr+7JIOR6TLFczyjaYiZIcjgcWL58OQoLCzFx4kQAwIEDB5CUlISRI0eq1s3IyMCBAwe8bmflypW47777wt1cIiKi8OhPdrMI0el0Pucu6PV66LdvR+0336AEQGNHBwpvuQUAYMzI8LwgC9E8mrgWioty55ymY0lJ2DV5Mg4NHYpfAvgawJx/JGPNfQmuOUaLH+nCq9tW4JRTTsHDDz+MlJSUnu3ogRVrgEeWAA47kKAFblsNNOqBRsU6CXrgWwAJkJY3InifuD1OOn4cE7zlC/f3XOjv/K54OicD2FeDwYCKigpVwdqKigoGSL5EqGerTzfeeKMYO3asalzj888/L5KSkjzWnTx5svjVr37ldTvHjh0TVqvVdTObzRxuR0RE8WHjRs+5KXp9wIUdo0qeEwOpwCjgVnDU276EuLBl3Hn5Zc8xbIHMSXLOaWrLzBTj9+5VDVuDWQi4zTGC1rlc9HIzC4EaP9YLw23Shx8Gfy6Ean5XPJyTAe5rxAvWxqi4Kia7dOlS/Otf/0JNTY2q6z4zMxMnTpzwSM998OBBZGZmet1WcnIy0tLSVDciIqKYJ/8i7F4MVP5FuKoqOu0KhCIrmBlAudvT5QDMS5d6FuQMYWHLuFNVBVxzTd9FSletcvUoWixSFm/XqeIsIrtu0SLscy9GtBeAQ70IdgC9FHYFIOVvL4GXPO7hN3HUqODPhVAV1I2HczKAfY1Kwdo4F9XhdkII3HLLLdi0aRNqa2sxbtw41fMXXHABhgwZgs2bN+Pqq68GAOzZswctLS2YNm1aNJpMREQUegMlDbbzos0M6fq6EYARQAWkAKkRQEl7O2o3boThmmvUrw1BYcu4IQ+pbG2Vjqu34y7TarHj/mpsaZ6Foh3Arl1e0nMPl2b0vH/hhZ6vz4c0Jk4ZKGkB9FLYNdpKcnOB5ubgzoVQFtSN9XPSz3217N6NErc5gRErWBvHohok3XzzzaisrMSrr76K1NRU1zwjnU6HYcOGQafTYdGiRbj11lsxatQopKWl4ZZbbsG0adO8Jm0gIiKKS4H8+t1HEdCoam+HBeoAqRaAwXkvLy+55RbUFRR4XpBptbG9f6HgbZJ9Lxba/4bnfnOJ1+ccDmDJEmD2+jzoAex2zumWpdhsSBp2At88loxjt40A7BpAKzD0r3YM18fMtHSXoQCuAnAdEPy5EOqkC7F8Tvq5D6l5eQO7nlGYRPUb8tRTTwEAStxOvmeeeQYLFy4EADz++ONISEjA1VdfrSomS0RENGCE8tfvaMrKQiqAdOfDWkgBEqAOlNJHj/Z9QRYHiSuC5muSvYIFOdiLfORjL9qRheewEIDG5/p2O9Aw6iKckp+PRqNR9VxdcTHGfPihMzjNATABsDcg+6Fk1F46QDOaxVPShf7yc191l16K6qKisBasHYg0QvTWxxv/urq6oNPpYLVaOT+JiIhiU20tMGNG3+vV1MTur9qAdMWelwerxQIbvExn0WhgycxE6u7d0DnLfaj0J21zrHN+Nr31IK3D9ViMNXBAiwTYMRcv4yX8uNfNarXSyLQDX7yNyTNnupZrHA7sGTECpceOSb16GRmoqKpCeXm5x7CrAUcORgF18KBxBpuxMqcoFAbTvoaIv7FBTCRuICIiGtTkX4Q1PnoMNBrAYIj9X7+1WuCJJ6DTaKB33xfnY/2f/+w7QIpU4gq7XQpM16+X7vtKmhAKziGVFuSgBiWwQJ0QwIIcV4AEAA5o8TLmQkpCppbgvHrTaoHVq6VTZ7ciQAKAvIYGVYBUu2MHCgoKUFtbq5qwb/Fz2F9ciYekC6EymPY1whgkERERRZszuADgGSjJjxXZzWJaMBdtfSWuAKQEB6EIZqqqpB6dGTOA+fOl+7y88GcPbG/HOlyPsdiPmajBWOzHOlzvenov8l0BkkwgEbMnHVQtW7AA2L9f6lRsbpaKuwKAe+nVs5OSkH7WWVKP0Y4dHvNQjEbjwJ6HUlYmfUA1NUBlpXTf1DQwg4bBtK8RxOF2REREscLbcDODQQqQ4u2CJ5C5RZEabuhrTlAIhyZZLMDevUB+vhQXupa//C7GXnORKhDSohvNyIMerbAgB2OxX/18ggPN+xPQ3g6YTEBhITB5svf3LQXwhuLxXQBus1q9zkOR2mkJaB6KNYTb8ttAnp9GUeNvbBB7qU2IiIgGq1hPORyIQLKCRSJxRQTSrK9b5yU9t7OnZ+8pF3n0FNmRiAZMgB6t0GvasGbEbVjyzWOwOxKg1QqsXp0AvV4KtnwFRzL3nqSJkLIF+wpcAkn1bLVaUVpaio6ODo95THL9nfT0dFRXV4cuUBrI89MoLnC4HRERUSyRg4t586T7eAyQAhXqtM3ehKrIqA8WS0+ABPSk55bfMv8MLRI06gBNi25MQIOrJ2vRcxejeX+CcyidxhVg9eVrAK1uyyZ6WzFINpsNHR0dHoVHlQVKOzo6YLPZQvOGA6GwMsU9BklEREQUXZFIXBGC3iqLRRrx5y3W2ru3J0CS2e1AQ4P0b70eWPM3DbQJ0kpadGM1lkCPVtV8Lb1eio0Dqen5idvjIZBqyIaKXq/3SPhQX1/vCpDkTHkhKUQayflpRL1gkERERETRFYnEFf3srVq3Dhg7Fpg5U7pft079fH5+T9Y5mVYLTJjQ83jRIkg9RW/Z0fzSDiyqnBWSSfbuQ+3OgBQohZIy4UNjYyMKCwvDk0o8zD1+RP5i4gYiIiKKDeFMXCHXKeqryGhTExxaLR4E8DyAowC6LUDrWADKniItkNMMJCo6T2zrgK+WALBLz49aDaT6OWSuP74G0KV4PA9AZZjeq76+HoWFha7HJpMJBQUFoXuD9eulrIN9qayUhqQSBYiJG4iIiCi+hDNxhdxbNXeuFBB5K7zp7K16HcCdytfuhTpAAgA70NoAdcXcRQBmA2gAMAH4Sg981f+WB8zv+UgBZo8zm80oLy9XLSsvLw9tT1Ik5qcR+YHD7YiIiCh2BJO4wt/isH7WcHrL/XX58Lxi0gKY4L4ipKCpBOrgKcLOM5n6XinAelHKJA1GoxEmk0k1R0lO5tBvA6WwMsU9BklEREQUvwItDutH4U33OT7QA1gDuDJ4awGsRlQDIV8KTCZ8t6Sk9wxwAWaPs1gsHkkaCgoKPJI5WPbv9y9Y7c1AKqxMcY1zkoiIiCg+hak4bBaAA4rHdzkcmPLTn+KQWaDtm2xkD2/D6GGH1e83erSUzSESF+92O3D99cChQ6rFp3z9NS58/30kdXe75ld5tEeem+UrOYJibpb8Wr/qJCUmovrIEeja2nq21Z+6RgOpsDLFFH9jAwZJREREFH8UF/sW5GAv8pGPvQDg/HcD9AaN90ChF4cAjHFb9tn27ThjypS+X1xT438B3f6orZV6zPrirT1BvtZqtcJms3lN823529+QungxPMrI9jNYDXTOFJE/mLiBiIgoFvHCLyR2/G0ntljm4iuMwkr8Bg5ooXFmVxBIQALsWGNejEVbtgQUuLjXHEoCMKGx0b8X+1uLSRbsudCfmk9Bvlan00Gn8wiDALsd+t/9zvs2hJACpeXLpYQcgZ7n8vw0oihgkERERBQp3oYQ9WdIUrjEeCC3cCHw3HPnA7gAgAAg9VgIxVRrB7RYgtWYvftf0Jf4uWG7Hbv37QNOO8216EwAiZmZ/r0+kIxr/TkX+pMBLtTZ4wKpa8SAh+IIEzcQERFFQoCT5aMm0EQIEWCxSKO/LBZgxw7guecAOTDqufdkRyIauvP8exPnfu/evFm1eGJLS+gzrvX3XOhPe0K9L/3p1aK4YLVaYfERCFssFlit1gi3KDIYJBEREYWb3S71GnibBiwvW748uGxgoRSDgdy6dcDYscDMmdL9I4/4/1otujHhqnP6XlGx37snqqsMTXzqKeDVV0OXcS0U50J/MsCFOnvcYK1r5G/a+TgnJ+0oLi72SPNuNptRXFyM0tLSARkoMUgiIiIKN3+HJN17b/QuuGIwkLNYgMWLAYezkKvDAbz8src1pfYlwA4NpPZp0Y3VN30E/dg+LvYV+y0AzyBp9+6eOTV+1FjqUyDD03rjZ82nkL/WXSzVNYpU4BKDva3hYrPZ0NHR4VEPS1k3q6OjAzabLcotDQMxwFmtVgFAWK3WaDeFiIgGq8pKIaTLX/9uer0QGzdGto01Nf61raYmYk16+23vTZg9W/nYIeYOe03UoFiYkSPMyBE1Y34ozGv+49+bKPbbkp0tIITq1jR2rHq/u7ulf1dWSvfd3YHtlL/nQmWlf9vrT3v6uy+yjRuF0Gikm3If5GWROJc3bpS+N+H+Hsn76n68IrmvEdbS0iKMRqMAIIxGozCZTKrHLS0t0W5iQPyNDZi4gYiIKNwCHWokD28LNnVyMMI0t8RiAfbuBfLzpQ6HQOTnAwkJPT1JgDQKbO1aqRkmE1BYqMHk8y8DtqS6Ek3oA0k0odgf916kFJsNuS0t6vX6m3Et1MPT+tOeYF7rLamH3DPlLRFFJOoa+aqXFervUV+9rf3J5BfDDAYDamtrXT1HhYWFAOAqLKysmzWQsE4SERFRuMk1fVpbvV9geeOlqGdY9af2jhd1AB5bB/xzMSAcgCYB+P4a4LxFgTXrw3XAv5cAwg5otMD3Vwe+jV41NwP/7/8BAD644AL85/vfdz015b338N60adKDQGsg+coQ2Ne5EOnjHoi+MvJFIytiEMVxgxbi70i8qa+vdwVIAGAymVBQUBDFFgWHxWSdGCQREZFLNFNb+/q1uy+RuuAK4cX7BgA/tAAYC0DRCwQtgGYAAfYowQKgAcCEIF7bD4vWrsXaxYsDv8juK5iQzwVA/Vn3t/hqOPk6f+U2v/QSMHp05L9bkQxc1q+X5iD1pbISmDevf+8VY5RzkGTx2pPkb2zAxA1ERBR+sZAJKtqTrcvKgBdfDPzCMVKpk4PMerZjB/DYY9K9bB0A7IU6QAIAO6RgJ1B6ACWIaIAEAGd/4iwtG0i2N38yBPpKnJCTE5sBUl/DzIQAfvzj6Hy3IpmC3N8hkHv39v+9YogyQDIajTCZTDAajR7JHAYaBklERBRe0Q5O5DbEQmrrMWMCDxAjmTo5wKxnCxcCF10E3HabdL9wobR8FwDkw/MqQwupNygOJJ48iTn/+hewYoX/QUugGQLd14vVwT19ZeQDPM/rSH23IpmCXM7k15e//W3ApAS3WCyqAKm2thYFBQWora1VBUq+6ijFMw63IyKi8OlriE4kfjWP5JyFvvg7XCfU7bLbYX39ddiam6GfONFjKJTFYkFqaip0Op1r/b6GJe7YIQVG7v67HfjeZOeDdQCWAHDOJ7rgKQeMmf8GvvnGd1uHDwe+/30pY0OkWCxSFgintK4uLHz2WRS++660wN/z1N+hX/fdJ6V7j+b3IhCBnLdKkfhuRXqO1+9+B9xzT9/rDZB5SXKdpI6ODo+hdXIPU3p6Oqqrq3v+fsQ4f2MDZrcjIqLwiJVMUIHUpQn3RU2gv2YHMszLl6oqWG+5BaVtbegAUAvAoJgf4/VCx4+sZ77K+LxmAiAHSYuAxNnA6w3AGRMAfcM7wIwr+m5zJC8w7XZg2rTeg2h/z9PWVv/e8+GHo/+9CESwvTCR+G7Jw0TnzpU+O29zvPr7PVL+aHDypH+vidQw2TDT6XSorq6GzWaD3q0XzWAwoK6uTv0DywDC4XZERBQeoSqa2V+RnLPQC6vVCsu4cV4Lb1oAqOrVB1PU0xtnT57NGSA1QpraY7ZYgLlzYV6zJuiCkL5qgw4vVD8+Uw/MKnGOUoqRY6ESqvO0qgr4xS/8e88jR/r/fmFgtVq9D5sqKoIlM1N9jgYi3MczlMVx3bkPF37gAf9eF8lhsmGm0+k8AiSZXq8fkAESwJ4kIiIKl1i5II7knAUfVENW7roLhhtvdP3qbYYUuKQDqAagu+8+4M47QzLETu7J00PqQSqBFChNxYUoE9NRdeM6tImeuQa+LoS8mTwZWLAAeO65nmULFgBHJqvXU1UeioFj4SEU52mwmQuDfb8w6HVYVVsbSoToOUcD3XgkjmdZmdT7FsrslcEcV3l4n69fEYIVzcycgxR7koiIIi0WMr1FQqxcEMuTrd0ztsk0GsBgCP1FjYLNZkNHR4c0yfmhh2B++mkgJ8cVIDUC6NBqYVuzBrj7bkCr9fhVX/nYYrHAau35Xd/9MQBVD4kFOWhACdYjByn4O9qwHX/G42gT7yFl2AtBp/F99llg+3bg8cel+2efBXa7raMKkvp5LHz2dMDHZ+CP/p6nvQ0r7Qdramro97UXqnNUkbHMldns4EF0ZGTAlpmpfmFvF+oR+G55tKWkREq/XVLS/yF2gR7XUA3vcxcLyW8GIzHAWa1WAUBYrdZoN4WISIiNG4XQ6+WkudJNr5eWDzTd3dK+aTTq/ZVvGo0QBoO0Xrht3Ci9n3tb5GUR+PxbWlqE0WgUAITRaBSmd94Rxuxs6XF2tmhpanKt29nZKaZOnSqMRqNoaWlRPX7vvfeE0WgUU6dOFZ2dna7tyo9dKiuFAMRaXC8S0O3c5W4BONwOhUNs3x6afXQIIUYJIaC4veq+UpDHwv0zUfL5Gfijv+dpTY331wV702hEZ06OmDplSuj3tQ8e56jJpHrc0tIifQ41NdL5VVMjxEsvRf27FRbBHFeDIfT7K39fvJ2X8fz5RpG/sQGDJCKiSBmM/9nFQHCiaot7gBqOi5peKC9C5Zu3C2Gz2ay6ON22bZvrcWJiotflRqNRmM3mno3U1AgzchQBku/b3Xd/FZL9axPqAAlCiH3eVgziWJjNZpGXl+fxmSk/07y8PPVnIHO/sHcPePpznjqD0VAFSEKjEeY1azyCk87OTp/H22w2hyxg8vcc9fj8ovzdCjl/j+tvf+v7vOovOYDv7XyJ1A9NAwiDJCcGSUQUEwbzf3axdAHlfrF8/HjvF89hYDKZVBegJpPJ63ruv+pXVVW5AqTExERRVVXl+Su/Une3eHv0D/24znOI7Ow5vV8E++m/Qh0gDRdC2H2t3Ffg4qazs1Ocd955qiBR2dORmJgozjvvPM9gwd/e22DP02B6HDQaIU49tdf32717t8jNzXUFf2effbZr33Nzc8Xu3buFEOHpWfL3HFUJ8HjGPH+Pa03NwG7DAMQgyYlBEhHFhMH+n10sXkBFYehjoL/Se1tfulDOEUCJAHKk1zc1ef18zWv+46UnyS56htw5RErKyx49E8F6TKiDpMn92pqasndNDhbUn4lzH156yXMomI8eG49jHcx52tdwvd7e28f7yUMLc3NzXYGScl+zs7PF1KlTxe7du333JAYpqJ6kgSgWhgv725tVWRm+NgxADJKcGCQRUUzgf3axJQpDH/2a7+HFVpNJIGuyQPa1AmMLxZwb3hNQzDFacu3bYu/06WLv+PE9t+nTxd7qarFXCPGH5R+r5iT9asyvxYZJPxO/Wfyp2LBdiHfa2oRhxgzxnblzxf+6usReIYK+/Uiog6SfhvEzdL8ZMzJES2am+nhqtZHpvfU1XM/bzY/eKWVAmO2ct+Z+y87OdgVQoQpigj1HB6xoDxce7D+uhQmDJCcGSUQUE/ifXeyIwtBH9zlG3ubTeOsJ2NbaKrS/PyCQ4GxeghBwvw7XCgGz8JgLpLqZhUCNH+uF+PZoyD7BHu+9955nT5JWK97z5/sVzu+cr+F6L78cVC9qS0uLRy+S1+AwRMFLsOfogBfN4cKx0Js1APkbG7BOEhFRJMipj1tbpf/e3IWrtgZ5CqR4aElJSN4yNTUV6enpAKBKt20wGFBbW4uSkhKkp6cjNTXV9Rqz2YxZ67fAftd8wOFc6HDfMgA7gAYAvZU40vfxfJhM7HuVgJjNZsyfPx/d3d2q5d12O+ZDqgUVcCLzUNUjCkedHj9UVFQElb7dXTDn6KAQpeMKQHqPJ56QajU566q5hCvdOLlohPD2v/XA0dXVBZ1OB6vVirS0tGg3h4gGM7kwIeD9P7v+VoYn/6xfL9Ua6UtlpVRvJUSsVitsNhv0ej0sFmDvXiA/X4qNLRYLUlNTXZXrLRYLiouL0bjsFWDZOb1vWAugGVEJgnqTDKANwKgQbc/1mTQ2IjExURUoJQLoBmAEUIcAP4qampAFw6Gi3Nfs7Gy0tbW5ntNqtbAraqvJhYBDESgpz1FvbVKeoxRBVVVSzSbljzsGgxQglZXxuAXI39iAxWSJiCKlrEwKhHJy1MtPOQW4917p18p4E4+FcaNU5Fan00Gv12PdOmDsWGDmTOl+3TpAr9erLmJSU1MxJj0dmlljPf+nTkDPMi2A1Yi5AOlUAH9B6AIkQPpMRo4c6QqQjEYjTCYTjOnp6IYUKI0E4Hc/R6QLnQZA7tXJzc1FYqJ60I/dbkdiYiLOPvts5OXleRR/7Q/5HPXG/RylCCorA5qbpYC+slK6b2pyBUilpaUoLi72OAfMZjOKi4tRWloa8uLDg0JEBv9FEeckEVHM6e4W4r77hBg1Sj2+PEpFZTs7O33OM+i1/kq8FsaN4jh/s1mIhAT122m10nJ3n1qt0tyetc55RxAiQesQT60VYsv2NlH1k7WiYcg4cSwpSTQkJYmDSUnimPPWkJQkxiUlCSQliXF5eWJvS4s4JoTY29Iixp1xhrT8jDNEg9ksjgkR8psj5J9cL3WSXnxRGJ3zc/IAYfZnHlIc1CZTpgDPzc1VJXDIzs4Wu3fv5nwh4lyyIDBxgxODJCKKOTFUVFZONext8nev9VdiaB+CEqWsVW+/7X/ugGqhTrwwtEaI/fJ1zsaNfQYCLYAwarWui6R4z1Tm81zt7hYtmZnCCIipgOj09nm4Z7mL8UKn7he+u3fv9kgJLl/4hqNOEsUXZiUMDIMkJwZJRBRTYqyobFC/QsbYPgQtClmrAulJekSoM8VNkZ/o6/NXHIeW1asHVM0bn72eGzcKs7cASQ56g8wwFy3eAkJ5370FRb32+NKgwPpW/mOQ5MQgiYhiSgymAg/4V8gY3IegRaHI7dq1PR0bWq302JuFQh0kLZKf8Pfzv+8+IYQQJpNJdeFkMpnCvYvREc1UzWEQ9DBYGrQGzXe9n5gCnIgoFvmbbjhUaYn9oEzx29jYiMLCQgC9ZM2KwX0ImlYb8cxmixYBs2cDDQ3AhAlSdjtvdrs9dqXT9vdzzc+H2WxGeXm5anF5eXnIsqHFCqvVCttFF0Hf3OyRqtnS3o5UqzXukg7odDqfbfaVXIEGr8HyXY8kZrcjIoqkKGVW64vBYEBFRYVqmc/6K5Hch1jMnheCNun1Umzm61rXAeATt2WuIMnPz9Ws1boCX1cmOKMxpNnQYoEqu1dbm/TBzpsHlJTA3NbG7F404JnN5kHxXY+4CPVsRQ2H2xFRTInRCuoBjWeP1D7EYva8CLWpQaiH2kEI0S4/6cfnb87KGjQZr5jdiwYznv+B8zc2YE8SEQ1csdgLIVdQB3qKyMqiVEE94F8hI7EPcuFdZfFEAGhtlZZXVQW/7Thok/tQu1MBZMgP/Pj8Ux96COnp6R5DJuWhlUajEenp6UhN9buqUMzS6/WufZLP2fr6etU5XVtbyyFqNCDJNbUGw3c94iIUtEUNe5KIBqlY7IVQipFJ5v36FTJc+xCL2fMi3KYHhLoXqdjbSn18/oNt4j+ze9FgNdi+6/3lb2ygEUKIKMZoYdfV1QWdTger1Yq0tLRoN4eIIkH+xd/9z5v8q/uGDVIF82iz2z0mmUekB0nxvtbUVJQ+8AA6vvzSY4Kv3MOUnp6O6upq75PIw7EPtbXAjBl9r1dT02vSBYsF+HAvsCEfaNBLV81Bs1qBT9xnCXlx9tlACBIENAI4qHh8M4A/e1sxWudQjKqvr3clHgEAk8mEgoKCKLaIiGKNv7EBgyQiGljsdiAvz3NIlEyjkWbLNzUNzovJqipg2TLV52PNzobt3nuhv+EGj9UtFgtSU1Mjmxls/Xpg/vy+16uslCboe7FuHbB4MeBwQEpRtAbAolA2MrKeAnBjtBsR45TDRmU+MzQS0aDlb2zAOUlENLBs2eI7QAKk3iWzWVpvsPExp0bX3g79kiVe59To9frwBkje5o15yd5mBeBxVJ3rWSwWVeYyi0URIAFSqrgl3jYQPyZFuwExjtm9iCjUohokvfPOO7j88suRnZ0NjUaDV155RfX8woULodFoVLfS0tLoNJaI4sNAquETSna71IPkbfCAvGz58sgmt6iqknr9ZsyQeo5mzJAeHzok9fY5h0daAZQCKAZgBmCBHjVjroFlXBHMZrNHiue9exUBkswOoCFSOxZahQCmRLsRMcxisXgkaSgoKPBI5mDp7ccTIiI3US0me/ToUUyaNAnXX389ynzMDygtLcUzzzzjepycnByp5hFRPIrROkRRF0gPWySKq/qaN9baClxzDbBiBfDII4BGA5sQ6IA0T+d8XI+vsAaOL7VIMAqMGvUXHDokDa+y2WzQ6XTIzwcSEtwCJS0wdALwZH/a/L//AU89Jf1b2W55rttNNwHnn9+fd/CQDuC7CM0vmlarFTabzWuWt6gMqwwRObsXAK/ZveR5dczuRUSBiGqQdOmll+LSSy/tdZ3k5GRkZmZGqEVEFPeKiqReiNZW770m8pykoqLIty2aYqmHra9eLY0GeOEF4MUXgVtvhd5iQS2A6chBC9YAkOaSORwaHDr0AHJzt6C29gXXxb9eD6xZA9ywBBB25+qrgXP1wM/60+7zzwcuvdRjThcMBinleYgDpFCSC652dHQEl6Ajhul0OlRXV3sNAA0GA+rq6uI2ACSi6IlqkOSP2tpapKen45RTTsHMmTPxwAMP4NRTT/W5/vHjx3H8+HHX466urkg0k2hgi6cMWnINmblzpYttb7/4R7gOUUyIpR62Xnq1LMhBvSgAzAIF0EPf3Axs2QJDezv++Fkmfny/+3FLxMMPb4LBkK5aumgR8OZs4MUGABMA6IGJoWh7WRkwZ078fB+cbDYbOjo6XEPP5EDJPdmB3BsXb3Q6nc92sz4SEQUlAunI/QJAbNq0SbVs/fr14tVXXxW7du0SmzZtEmeeeaaYPHmy6O6lDsU999yjqpEg31gniShIfdQbitn6DDFShyhmyHV+NJro1x6qrPTahrW4Xmhg72kSHGLt2p6Xmc1CJCQ4VC9LSHAI5emnPB8vEupaQ3d//fWgrhfiXvvKZDJ5rZFFRDSQxV2dJI1Gg02bNuHKK6/0uU5jYyPGjx+Pt956C5dcconXdbz1JBkMBqYAJwpGH/WGrM89h9K//jV2h/DEUw9YJMjHE/Dewxap+lFe6iBZkIOx2A8H1McnIQHYv18aQmc2m3H++X/BoUMPQBoI0Y3Ro3+L//3vZtffeXlI2du1tTjbYMBRxbYyr7sOeXv3xuWQslBhmmwiGuwGZApwo9GI0aNHo6HBd4qi5ORkpKWlqW5EFAQ/sqHZbr9dNYRHTrOrvBDr6OiAzWaLZMt7aLVSEoJ586T7wRwgAVIAtGEDkJOjXq7Xhy1Aslikmq+q0XXyvDE5OAOwF/keARIgJV9oaOg5pw4degi5ucV48sndyM0txqFDD7nOPeWQsqKf/EQVIAHAgTffjO75GAMMBgMqKipUyyoqKhggERG5iasgyWKx4PDhw8gabFmpiKLBj2xo+vZ21K5cqUqzW19f75GOl3MCYkhZGdDcLEUulZXSfVNTWAKkdeuAsWOBmTOl+3XrnE/I88YAV6CUj71IgGf68YQEYMSIdtU5tXXrC1i6dCK2bn1Bde4BcKV9Nrv/QHb4MMYNHz7oz0ez2Yzy8nLVsvLyctYRIiJyE9Ug6ciRI9i5cyd27twJAGhqasLOnTvR0tKCI0eO4Je//CXee+89NDc3Y/PmzZgzZw4mTJiA2bNnR7PZRIODn1nODHa7qh5JYWGhKkDiL9QxKAI9bO4FXR0OYMkSRdzt1qulRyvWYDES0JO3W6ORstSddtpwpKene5xTcopno9HoSvEsLzvl4otV7Rna0IC6QX4+suAqEZH/ojonqba2FjPcxqUDwIIFC/DUU0/hyiuvxIcffojOzk5kZ2fje9/7Hu6//35kZGT4/R7+jjskIjde5o14VVMDOHuQCgsLXYtNJhMKCgrC1z7qW5jmZFksUsHW/Hxp1Jw3NTVSD5K35aoyTG5ttIwrwrvbpTZOm9az/UBr/Hzvyy/x5pgxrsdl7e3YOIhHIVgsFhQXF3v8gOEeONXV1Q3qnjYiGvj8jQ1iJnFDuDBIIgqS3Q7k5fVdb6ipCea2Nk4GjzVVVZ71fPR6aZhbkEPrPgTw+DrgH4sB4QA0CcC1a4DCRZ7rfm0B7hwrrSdL0AIPNAOnhPka/KuvvsI9R4+iW3Hujb7rLvxv8eJBez4O5DpJRESBYJDkxCCJqB/8yIZmnjxZ9Ut0RUUFysvLY2fIXah7U+IhY14fWQmDSdJQCeBaC4CxgGJEnFSotRmAt8BnHYAlABQFXeEloIqIoiIY29qifz5GUaC9cUREA9GAzG5HRBHWRzY0y0UXeSRpKCgoUM1RKikpgaW3BBDhVFUl9YbNmAHMny/d5+VJy2Nhe+HgR1ZCLF8ureeF12x0AP4EAHuhDpAAKQDylXB0EaQAqsZ5H60ACcDYo0ejfz5GmU6n8zmUTq/XM0AiIlJgkEREveslG1pqaqrfE+ojTu5Ncb8gbm2Vlgca2IR6e+HiR1ZCmM3Sem58ZaNzANgFAPnw/F9DC2BCL+3RAyiB956mCJkGYMurr0b3fCQiorjC4XZE1C8xOYRHnk/lK1hQzKfya6hcqLcXTuvXS71cfamslLLbOVksUmDkUPQUabVSfHxcr4iD3IbQ5a8GMt16iI4fO4Zdu3bh2LFjGDp0KE4//XTs2bPH9fjcc89F8tCh/dpNX7q7u2G325GcnAxAavf9AHLAIWVEROR/bJAYwTYR0QCk0+l8XnRGLUtWIL0pRUV9zzEKZHuq1G1R4G8GN7f19u5VB0iAFBs2NABW5WFcBJwyG9jYAORP8JHdbuhQmLOyXEMxP3IudvU4hilAAgAkJko3L5i1jYiI/MXhdkSDhd0upfVev1669zEnZUDws8YTXn3VvzlG/m7P3/XCqahIilzkJA3uNBrAYJDWU8jPlwq3Kmm1wIQJwG63TUzSAzNKfKf/BqQhlxUVFaplFRUVgzZpAhERxRcGSUSDQTwkHAglf3tTVq3yb45RkL0zUaHVSmm+Ac9ASX68apVHb5leLxVulRdrtcDq1dJy9yBpoh/NMJvNKC8vVy0rLy9nwVIiIooLDJKIBrp4STgQSv70pviaO+QtA1yQvTPhosxA5zUbXR9ZCX2l/160qCdHR3Oz9BgIPEhyL1BqMplU2Q4ZKBERUaxj4gaigSyeEg6EWm81nvz9s1dT0zPHyI+aUcEWaQ3EunXA4sXS/CH5rYWQhsqtWdMT2AAISU2nEwBGAOhWLNsKoNDH+haLBcXFxR51stwDp7q6OtccoZhM/kFERAMS6yQRUb/SQUdNqOZO9dabsny5f9tQzjEKsncmlCyWngAJkA6fHK85HMCSJW6HW6uVgrx586T7IALhvVAHSABwdi/rB5oW3mq1orS0FMXFxR49TGazGcXFxSgtLYXVag247URERMFidjuigSyeEg4AUm/NsmXqK329XppjE0wQUlYGzJnj2ZuyZYs0L6cv7nOMfG0vxL1wFouUbS4/X50cwVsGOiU5G51ej5D0IgGeQ+30AEb2sr5Op0N1dbXXniGDwYC6t99G6scfQ/ef/wBZWbCNG4eOjg7XUDxvPU8AYLPZ2JtEREQRwyCJaCCLp4QD8nA296Fw8typYHtr5N4UpaIi4NRTgcOHvb9GHobobY6Rt+2FkHI4nfsQOjkDna9ASc5GF8pgM5ikDT7TwldVQe/WLr1ej9q77kLJQw+5AqWKigqUl5erhuwxfTcREUUS5yQRDWTynKTWVu/zcGJlTlKk505VVQFXX937Ohs3hnwInQDwTS/Pt1qAM70UdP20GchxxgjPrQN+vkT6yBISeobcabXAn1YDC0a/Clx7refxlicwPf+81Bvmp3kA/ql4vALAw36/WsFXEOxsl/npp12Bksx9yB4REVF/+RsbMEgiGuhiJOFAr2prpbTkfVEmUghWXwEZIPUyHTwY0sDx3wAWATjY20o1AGb6WF6ieGwB0ABggvOx/O8IdLY8C2BBoC/yMwiuf/55FF58sWuxyWRCQUFBcA0lIiLygokbiEgSAwkH+uTvnKjNm/uf0KGvZBaANAwvhMksHAAWo48ACQDy4flXWYueYEimhxQ06d3+HQFeh9v1lWzDjwQiZrMZ5T/+sWox6yoREVG0MEgiGgzKynoK4FRWSvdNTbERIAH+z4l64IH+F8MNUzILr/WKnJoBtPmzET2ANZACIzjvVyNiAVBfUgCc5b7Qn0LFfXyWZkhxXmNbG+sqERFRTGCQRDRYhCAddNj0VazVm2CL4YYhmcW6dcDYscDMmdL9unXq592TH/RqEaSoqsZ5v6i3lSMnCcBjAIYpF/pbqLiXz9ICZ4AEwJidjdraWhQUFLjShcuBkqWv3j8iIqIQ4pwkooEoROmfgQgW+vQ1d6o3wSR0CHEyC4tFCozcky00N/ek7/4DgDsVr5kGoNK/1gbGbgemTwcOHPC9b1lZ0rkR4PmQCWCo+3v5m2wD8PmZWwGUAujQalHb0ABDXp7rOTkNeHp6Oqqrq5kCnIiI+s3f2IApwIkGGkX6ZysAG6Q0y+7pn/0JcORCnx0dHR5ZxkJ+ASvPnXJPXd0bZTFcfxM6aLXSZzF3rnQh7y2ZxapVriDCV80imbfaRap6RfDsSTofQJ5/rQ2MVgv88pe9J+p49NHQ9CIGUqi4pMTnZ67TaFAtBGxPPQW9IkACnHWV6upCF4gTERH5icPtiAYSxfAn+Rf6YgBmi0U1/MlsNqO4uBilpaWwWq0+N2ez2VSFPuW5IcpCnx0dHbDZbKFpv/vcqd/+1r/XBVoM189kFn0NowN6ahcpueoVOQVTayhokUrUEejcrl7apdu4EfobbvD6cr1ezwCJiIgijsPtiAYKt+FPFkgBUiMAI4BaSL/Mm995ByWXXOIq1FlXV9droU5lQGQ0Gr0W+gxbHZtwpwbvZViiP8PoZOvWAUuctYu0WmD16p4CsCcBjHDey7bY7ZgeouGQwexbSAR7bMLdLiIiol6wTpITgyQaNLxctLqyhkEKlCoAlGdnu7KI+RvgKAMlWUQKfYarGK4fF+o1NVIPkjtf8ZjFIg2xmzBBHUR9CuBst3W/mjgRp3zySc8CL8MhY168FComIiJSYJ0kosHGy/AnA6QeJCOkQKkQCDhAAqQeqIqKCtWyioqK8AZIQM/8IcAz852X+UN+8SdlNfwbRqek10vBk3svk/tQu+zWVnWABASfqS+awnFs+qq3REREFCEMkogGCh9plg2QepCUAg1wzGYzysvLVcsiVugzlHNs/E1Z7dz8mjU91/jyMLpeRiZ65TEfabeXhOByT8zy5fEVGIT62PgRvBIREUUCh9sRDRQ+hj8ph9zJgh1qF/E5SUr9ncsSSMpqxXZ9DaPzVxmATYrHtz76KB5dscL3C4KdXxVN/T02cvDq/t+R3CMVyoQTREQ0qHG4HfmPQ1wGBi/Dn9znJJl+/3tVgc6+eoIsFosqQHrttdeQm5vrtdCnxWLpNVNeSPbPvRhuIOduICmrFXwNo/OXXz1JSoFm6osF/SlUbLdLad+9/V4Xrz1sREQU91gnabBT1NRxicdJ5CRR1BqyWCw9AZJWi9q//hWGxYtRW17uCnxKSkp6zW6XmpqK9PR0AMBrr72Gny1ahA6zGbV33IHalStRcscdSE9Ph9VqxRVXXOGqmQQgbAVouwA8BODz1lbgo4+Ab78FkpKAw4eBN94AJk3yHP4FAOPHS59NX8aPD6pdvjS4PfYVJLlqWnkZNun+mUWswG8kBFpviYiIKAIYJA1mvoa4yPMzOMQlMkKdErmsDJgzB6mvv470X/wC+OYb1JpMMDgLdRoMBtTW1roKwaampvrclE6nQ3V1tVQH6fXX0fH++2i021Fyyy2oBVA3ciSsl16KK664wpX5rrW1FYsWLQpZAVr3Yq4L4Ry+lpPjPRjyxWCQblF21mefeSyTa1p1aLWozcuDspXunxmAyBX4jYRA6y0RERFFghjgrFarACCsVmu0mxJburuF0OuFkEIkz5tGI4TBIK1H4bNxo+dx0Oul5SHQ2dkpzGaz1+fMZrPo7Oz0v50ajWgBhBEQcN6blI8zMkRLS4swm83CaDRKy4xG0dLSIoQQoqWlRbXcV7uU1q4VIiFB+lgSEoR4eq0QiQ6HgBBxeRtvs0nfLY1GdczNys+xj88slJ9vTKip8f13SHmrqYl2S4mIaADwNzZgkDRY8cIkICELNpScgYfXAFWjCVmg1G9uAbUyUJJvRudyuc3uF+wmk8nrhX1vzOaeAEm+JWiFgDn6wU6wtz8K4T0wNhhEy+rVfn9mAX2+3d3S97iyUrqPtR8+5PPL23eBP9gQEVGI+RsbMLvdYLV+vZRmty+VldJk7EHMarWGfnhTkJnWosJLkdp6SDWXZCYABYA0nM3Z5v4WoPVVzBU1kLJRADj10CH8/E9/8r6BuXOBc8+V2vPMM32+H2bODNucFw2A8wFc5vy3ryGWgXxmfq0bL3MO5aG/gHr4L7PbERFRiPkdG0QkZIsi9iT5wJ4kv4VleFM8ff6Vlao29dqT5NZmk8mkWs9kMvn9tt56kjRuPUmX/vvffX92bu33eausDOWnJgmiFyeQz6zXdeOlp1Lmo4ct5tpJRERxzd/YgCnAB6uiIukXZfmXWncajdQrUFQU2XbFIL1e75Hyur6+XpUau7a21meGOK/iabK6ItuaR0px532jc7kZcLW5pwBtjvPZnIAK0Hor5jppNQDFx+w1U5z7ueujyK4Hf9fzVxDFUQMp2tvruvGYVrusDGhulroQKyul+6Ym9iAREVF0RChoixr2JPVC/qXZ/dfmWP2lOcqUPUfyzd/5NR6i0JO0f/9+sX37dq/Pbd++Xezfv9/7C7u7RWd2ttgOddIGuedoGyDynMtzkSNevLtGbNvW6vysrhdAt3N3ugVwfcCfmdksfQxmsxDjhXqOz3PXXdf3uRuNOS9B9OIEMs+oz3VffDF+eiqJiIgiiIkbnBgk9YFDXALSn+FjKhG+cN+/f79ISUkRiYmJ4r333lM9995774nExESRkpLiNVDq7OwUU087TeQB4nxFgLQdF4q7sFxk40JxHiBO9QiIblM8lm8nBZATVPa1I0KaRKkMkj4oLfXv3I3kDwJBZI4MZEinX+umpwtztIYYEhERxTAOtyP/cIiL3wIZCtUnrVaaPA94DnmUH69aFbKkDQcPHsSxY8fQ3d2N6dOnY9u2bQCAbdu2Yfr06eju7saxY8dw8OBBj9fabDZ0dHejGUAH9Lgec1GOt3ERtuN+PI42bMcevIivsQaA3F4tpJKv7u1PRFbWxX3WZ/LmM0iRqUwD4Mx//cu/c1cusuteV0mvD31SgECKozrJRXvdEy/INa2MRqPrM/Nr3dGj4denG+ohhkRERAMEs9sR+UGZScxoNKKiogLl5eWqOUn+ZGzz4C37mMEgBUghDlSVAVFiYiL+/Oc/Y+nSpa7HW7duxZQpU1SvkQu5jhjRhu9//084dOgPALz9tiLgzNumkpAAOBw9j7Va4N1323HaacMDLnT6LICfKh7nA/gioC0g9IV7vQkyc6TVaoXNZvM6t81isSA1NdX1mfW57vDh0E2aJBWG9vYnPpayJxIREUWQv7EBgySKCYFcIEaaxWJBcXGxR0DkHjjV1dUFlrxBFokLdydloCTzFSCtWwcsXiwFOVKw4z0Qkmk06utxrRZ48EHg17+WdlGrBVavBhYtCq7tKwA8qnh8FQDfKRCiyEvKdK9qagJKOR7wdyTEabVj+TtKRETkL39jAw63o6iT6xAVFxd7DF0zm80oLi5GaWkprFarz9dbfAxvslgsPl/nr0CGQgVFq5UulufNk+7D+Mv+lClT8Oc//1m17M9//jNycqagpkbqObJardixo90VIAHyve8ACQB+8xt1JrrVq4EVK3pGczY3Bx8gAYB7HruJwW8qvMKQOTKo70gIhxj29ztKREQUbxKj3QAim82Gjo4OV3ptbz018nruv1Rbv/oKpUVF6Dh0CLVPPgnD1Ve7rtTNzc0oKSxE+vDhqH78ceguvTSoAESn06G6utrrr+gGgwF1dXVx8yv6tm3bcPMttwBnLQA0RcCoT3HT6m7g/wSEQwNNgkD6d/+LE0Na4HDc5udWBWYs0GDyA8DqG4H2BiBrAjBaD7wKSCm79cAHkG7B2un2OGaDJHm+2dy5nt1rQc43C/o7UlYGzJnT757K/nxHiYiI4lIEkkhEFbPbxYdA0h+7bNwozJmZ6rTUmZlCbNwoWlavFkat1rXcDEgZxwZx1r7XXvufSEi4RGBKszrJmXuCPa0Q2C4E3Aq5ejyGELjGua6I/O2TMH5WnZ2dPrPvmc1m0dnZ2fdGQpw5MqjvSAhF+/2JiIhCwd/YgHOSKGa4/yoNwHdSBHm+hRAeBU4rAJQrHtcCMABBz8UYCH772yb8/ve58Mw250MNgH0AlgCwO1+2GsBsAO8615kGVWHXSBoC4KjzPtTkoWUdHR0e5558jqanp6O6urrvXpMQzzcL6DsSBtF+fyIiov5i4gYnBknxpb6+HoWFha7HJpMJBQUF6pXsdiAvT5URThkoyVQBkmwQZvWyWICxYwUcjt7nFLloATRDCoAsABoATEDUAiJvZpw8ibdNprAkuwh7oo5+8us7MoDfn4iIqD8YJDkxSIoffv9K7SN7WD2AQsVjEwCfl24BZhaLZzU1wMyZfayUIACHBtACY1YDwxd048SJE2hva3OtkpmZiREpKR4v7e7uRoJGg4QQBSkOux1t7e2w2+3Iyc5G4pCe/qLukyfx5Vtv4fRbbkHNvn1w9ePo9dI8oBD1EIYt5XsI2yVjTxIREZH//I4Nwj7wL8o4Jyk+BDTfobLSY3JMi3PuERQ3o3O550QaSNtQ6u4WoqZGWl5TIz2OYWazEG+/Ld37s26Ct/lEEAJwiLlzbcJslnbbbJaORW5urkhOTlZ/nhGad2I2m70e+5aWFmHMyFDPM5NvGo10C+GcM+U56eszCMncpSDawzlJREREwfE3NmCQRFHX60WxYrnrYrSmxmeAZASEye2x10CppqanAd4m2Mdwkoe1a3uCnoQE6bE/r9FqFYkZfiMEHhcCl93j8Znn5ua6goLc3NyoXAz3ekHu65hqNFJihBAGuCaTSRUkmUwm13OdnZ1i6tSpXj8Tuf1Tp04NSaAU8HckxCLx/h4Bp+KHC/NLL4nOw4f7uRdEREQMklwYJMW+gC82u7ulIEajEWYfAZF74GT2dSG9caO0zNsFd4h7JkLBW6+QVutfj9IXZiFQIwTMPRnicubMUQUi7gFSpC/Glbz25PTWO+gtAA71+yvO0UgGLpEMyKLx/h7bV/xwIX+XpyYlic7/9/9CsTtERDSIMUhyYpAUHwIetuQMbjoBMVV58awIeFwXV4Do9Bb4yMGWr4vtMPRM9NfbbwcfF3wg1Cm0NUKIzxUX+vItOTlZFSDJInEx7s6jJ6evAAlehlIGwd+hZZEcghbJoX2Rfn9VwJmR0fuPHTH2wwUREcUXBklODJIGMOevzZ3KniK5Do3zObMcICmec13suQ3bE87tdLpfdIeoZ8JdIPOKlK8JtifpOaEOksY7l7sHIm+88UZUL8Zl0epJCrSHyJ+5S9Q31ecLH8NmQ/HDRZzNPyQiotDyNzZI8J3SgSjGlZUBzc3Q1dRAX1kppXFrapKWO5/T19RAp3jOesklKC0tRXFxMcy7d6s2ZwZQDKAUgFX5RHt7yJu+bh0wdqyUdW7sWOmxP/R6YM2anmzXWi2werW0vC+73R5PhJStrLy8XLX8pptugvCR9FKv1/ddGygE3LPLmUwmGI1GNEJK9W729iKNBjAYpHTg/ZCamor09HSPrG0GgwG1tbUwGo1IT09Hamqqa3lFRYVqGxUVFcz2FiCDwYDalSthhJTKvxBeap0JAZjNUu2pYFRVSeUDZswA5s+X7vPypOVERERKkYnZvKurqxM/+MEPRFZWlgAgNm3apHre4XCIu+66S2RmZoqhQ4eKSy65RHzxxRcBvQd7kkhJ1UuQnd33HCZAiPvu6+d7qnuM+tMbpNymnI3OX5cKdU/SLZ2dMZmtLBay2wUytIw9SSFUWSlMis8RvoZYBjOkMs7mHxIRUXjERU/S0aNHMWnSJPzlL3/x+vwf//hH/OlPf8LTTz+Nbdu2YcSIEZg9ezaOHTsW4ZbSQKHX6129AY1tbSjRalGPnkK08q/Wqo6Zv/1NKmAbBG89Rnv3Ag6Hej27HWhoCGQ/pDJPgdQyde9JevHuu1V1fwoKCno+m8ZGlJSUwKIo2Bspvfbk7NgBY0YG0pOSkKp8kV4PbNgQsjpJOp3OZ6FYZW+azx4v5+dnNnvt8yIfzFotyt2WlcNLz2FWVmAbttuBZcuksMidvGz58qC/50RENABFKGjrE9x6khwOh8jMzBQPP/ywa1lnZ6dITk4W69ev93u77EkibwKe79LLPBdfc4t89Rht397/nqRAdQp1LxKEEOfOnx+1bGl96bMn5/DhqM8riXZa7oEmrHOSvMw/DMd8NiIiin3+xgaJ0QrO+tLU1IQDBw5g1qxZrmU6nQ5TpkzBu+++ix//+MdeX3f8+HEcP37c9birqyvsbaX4I88jKSwsdC2rgHPegzeKeUkWi9QbZMkHbn8DaF8MwAEgARi6BkhaJK3X7aPHqOQokLQGOLYEgB2AFhiyGjhb2XEhhLSywwEkJLgmIQkhoEnw7AAWDgc0Go00Lwee27ELAQwZ4lqcCOCtv/4Vx202jx4Tg8GAuro6pKamRmT+kTc6nc7ne7vaW1ISuQZ5Ifd4AfA6d6mkpEQ1d4l8s1gsPT1yGRmoPXgQBo0GtUK4enlLANQJAf2qVT2T8vzl77zCMMw/JCKi+BSzQdKBAwcAABkZGarlGRkZrue8WblyJe67776wto3in7eEBeVQTBB35xzes24dsHixM/hJQE8/FAA4pMDn2GxI4/XynesoAyUt8M0ESFd8swE0AJgAHNMDqkGkGg2Q6OXr6R4EybwETr1t53QAY3Q6oK9AhHzS6XSorq6GLUYDzXjiEXDu2AEsWwaDxYJaSF+X9KQkpK5dG9yQSn+H5wU6jI+IiAasmA2SgnXHHXfg1ltvdT3u6upilqkIsVqtXi8YAemX4li5YDSbzSiZPBmNBw/CCKkHqRw9v1bXQhEoaTTSfJeiIlgsigAJUAc/MjukwEfvvK0BoOgxwmr0THjSw23yU+RcsH+/NEmK+sWvHi/qk0fAaTAAc+YAW7bA0N6OusREpF5yCXSjRgX3BkVF0ve4tdX7vCTF95yIiAiQfueOSZmZmQCAgwcPqpYfPHjQ9Zw3ycnJSEtLU90o/KxWa09qbbfJ6mazGcXFxSgtLYXVavWxhciwWCyqAKkWQIHzXk49XALAAvT02jiH93hLuOBBC2CC4vEiAM0Aapz3i0KxF/0zpqMDv1y0KKhJ6lar1WcyB4vFEvXjS/HLI1mGVisNqZw3D/of/jD4AEne1hNPSP927411+54TEREBMdyTNG7cOGRmZmLz5s34zne+A0DqFdq2bRtuuumm6DaOPNhsNnR0dLiyeslzNJTZv+T1otmblDp8ONK//hqAFBhpkIMa5CMfe1GLVmlYDyBlTtPrpQsn5/Ce/HxpVJsqUJJ/ZnAACVrgV6uBy907EPztMfrf/4ClS3td5SCApWPGoO3LL13LsnNy8Oc//7lnaGov20ns7sY5H3+MYceOSbVmApjXIwfCHR0dqjk4QE+Wt/T0dFRXV8dEjyGRSlmZlAFx2TJpYqHM7XtOREQERDlIOnLkCBoUeY+bmpqwc+dOjBo1Crm5uVi+fDkeeOAB5OfnY9y4cbjrrruQnZ2NK6+8MnqNJq/k1NpyQFRSUoKKigqUl5er0kxHewiSbtcuVJ84ARuAN3A9FmMNHNAiAXaswWLU4e9IBaB7/HHglltUvyzLhVyXLHF2wsjD52YD1zUAv58QWEpuD3v2AO++2+dqGffei8J773U9ftlkQoFy7p6f2wl0knq8BMJEPpWVuYbxob1dmoNUVMQeJCIi8hSZZHve1dTUqFIwy7cFCxYIIXqKyWZkZIjk5GRxySWXiD179gT0HkwBHj7e0jTHfGHNykohAGFGjkhAtzoNN04KM3L6LFZpNgtxao0QMPek034pFG3zI01xi7MIbq+fbxjTHbunt46VArRERERE/vA3NtAI4W0W68DR1dUFnU4Hq9XK+Ukh1NvQq02bNqFMMXTFZDKhoKAgIu3asUP6kbioCJg82csKtbXAjBmoQQlmosbj6RqUoAR1QE2Nz6FoXwE41W3ZpwDO7F/Tpe6pvDyfk8vNAEq0WjTa7TAajV576gwGQ5/bcU1Sb2oK6hd0954jAB6FX4mIiIhikb+xQcwmbqDY5j70Sk7WsG3bNlxzzTWqdcvLyz2SOYTDwoXARRcBt90m3S9c6GUlZ5arfDQgAerEBVp0YwL2SZm1esly9Ynb4ySoczUErZfJ5RZICSXkAKm2thYFBQWora2F0Wh0HQeLxRL2SepyjSmliooKBkhEREQ0YDBIoqDIc5CUF+ibNm3C9OnT0d3djcTERFRVVameD2egtGMH8Nxz6mXPPSctV3EGEHpNK9ZgCbTolhajG6txI/Sa1j4DiN1uj88AMMTbisGQJ5fn5KgWp+bkIP200zx6bOTCpUajUV241Md2oNdLy/sxSd1rjakIBcJEREREkcDhdtQv3oZeJSYmYuvWrZgyZQrMzc0oKSxEY1sbjNnZqKuvhz4M9Xkee0zqQXL3+OPA8uVeXlBVBSxbBotFoAETMAEN0BsS/MpydTOAvyoezwfwfNAt98Fu95hcbj1yJPA6VF62059J6srj3euQPyIiIqIY5G9swCCJ+q2+vh6FhYWux1VVVbjqqqtcgYjZYnGl1q7OzobuySdDnm53xw5piJ277dt9zE0Cgg4gigG8o3j8BwB3BNHmeGOxWFBcXOwRELkHTnV1dVHPYkhERETkDeckUZ9CURjU29CrFStWwLxmDTB3LmCxwACgDkA1AF17u7S8qsrnNi0WKW+Cj6Z5NXkysGCBetmCBb0ESICqWCVKSvwKkAQ8h9tN9L+ZcV2MNTU1Fenp6f4P+SMiIiKKU+xJGqRCURi016FXWi1q7XZ4HXjlll3tKKRyQ00APl0H1CwGhAPQJAAz1gBnLfJ/vw7uANpMQHYhkNFbgBSkEwDWuC1rBDDOj9cOhGKsVqs18CF/RERERDHC39ggqsVkKXr6WxjUYrGoAiT59bWbN6PkwgvRePgwSiD1IMmX0xbkYC/ykS/2Qm82S0PdSkrwQwCvSysAiwE4pPWFA3h7CfD2bMVG+jLZeYuQEQD8nWE1EIqx6nQ6n23jEDsiIiIaKDjcbpDylp2uvr7eI/DxdeHrdehVVRUMRUWoPXwYRkhzkOSBV+twPcZiP2aiBmOxH+twPdDejkNwBkgAsBeuAMnFDqAh9PsfKmfD80vka9hcfz9zIiIiIooMDrcb5PpTGFQ19KqqSppr5DyddiAHB5CP87AXADAW++FAz5wfLbrR/NIONPxwGmbICy2QumWUgZIWQDP870mKsHu//hr3nHKK67E/w+ZYjJWIiIgoOjjcjvwiFwZVZqfztzCoa+iV3Q7LzSuxVxQjH3vxBmZjMdbAAS0SYMeteEwVIAGAHYloGHWRujCrHkhbA9iWAMIOaLTAxauBM2MsQDpy5Aheq6pCV3U1ntu2DdcHOGyuP585EREREYUfe5IGuVD0aqz75edY/Eg+HNBCAzsADYRiEJoW3XBAA6HsSUpwoHl/An6vB55WbOsnAFZagIYGYMIEKb9DLOpPvSD2JBERERFFB1OAU5/cL/RNJpNqvozZbO5zGxYLsPjR0109RQJaVYAESL1Gt+FRaNENQAqQVq9JgF7vPZ22Xi9l5I7VAAlQp71ubGxEYWGhKkBKS0vzmurbbDZj+vTp/frMiYiIiCi8GCQNUt6y0xVMmYLalSthTE9HY+NxTJnyazz77Jd47DGpWKs3e/cCDqHp9b206MYy/AnN9zyLmrfsaN6fgEWL+l9zKNrkYXNKFRUVSEtLQ2lpKYqLi1VBj8ViwfTp09HS0oLk5GS89tprKCgo8Ejm4KuOEhERERFFBoOkQcojO92OHUBeHgw/+hFu7PgBgP1ob38eP/3paNx2G3DRRcDChZ7byc8HEhLUIzY1sPf0GqEbq3Ej9IYE6O/6KUou0bp6iNoAdLptL56CJG+FdMvLy7Fnzx5Vqm85ULJarTh48CAAICMjwzVficVYiYiIiGIL5yQNYq7sdNu3w3L1MuzFBKTgCKbiPY9EC7Lt24HJbnWI1q0Dlix2wO5IcAZFSzAbb6ABEzAB+6DXtAIbNgBlZarXvQGgVPE4BUAXgN77pWJDX3OSKisrMX/+fK/P5+bmYuvWrR7zj1iMlYiIiCi8/I0NGCQNdnY71o25HYu/fsiVeEH4CJAA4PHHgeXLPZdbLEDD39/BhKdug/7A+z1PGAzAqlUeARIAPApgheLxVADvBrkbkWSxWFBcXOyRpME9cFq/fj3mzZvHBA1EREREMYIpwMkvlqrtrgAJgDNAEvDVn6PIWq2i1wP6uy8G7nwP2LIFaG8HsrKAoiJA6z3oitf5SPJQRQCqgEceNifXSTr99NOZ6puIiIgoDjFIGoAsFimhQn5+3xni9n70jZehdRokwO5cLgdMAgsWaJCVZYHV2suQMK1WSk3nh1AFSaqitm7CMYRNp9Ohurra63saDAbU1dUhNTUVXV1dXucssSeJiIiIKLYxSBoABIAmAIcBvLoOWLkYcDiAhATgjjXAnEW+X3u0YIwiIJLZMeqMn+JWxzAk24fCcjwX5/7+MoyePQpTlizFqFGj8Kc//QkpKSn9avOnbsuCCZKsVitKS0vR0dHhEXzIw9/S09NRXV0d8kDJ1/b0en2vc5ZKSkoYKBERERHFMM5JikMWC1BfL/17WgHwKz3wAgBYAIwF4FCsrAXQDKC3HqV1AJYAsDvXXw2gl8AqXA4AyAjwNf7OD6qrq/Pa0xQOsdgmIiIiImIx2QHJYgFuvFHKhfCjH0m3sbnAC+ucK+yFOkACpMCnoY8NL4IUSNU476MQII0GkB7E6/R6vUedofr6eo8aUJEMRjzSq7vNWWKqbyIiIqLYxp6kGOU+r2jdOuBnP/OxstxbBATXkxQDygBs7Mfrlb00smhmkov0PCkiIiIi6huz28WxdeuAxYp5RQ8+CNx+ey8vkHuLSgDNagFxo8Y1dG7IUw50jzoGzbcaDB06FND0UoVICOlNhQA0GjgAHDt2zPX00KFDkeAjU52vbSAhQf2e3d3AiRPS8wASHA5c+PHHeLSrCygt9bHRvhkMhpjKJNfXnCUiIiIiil0cbhdjLJaeAAmQ7n/9a1dM4Z0WwATpn7qvHsa2+jbU1ADb6ttgeDAfYsQI5E2ciD2trTgK+L5pNDiq1eJoYiI+b2tD9mmnASkprlv2aafhc7PZ9+urqnA0NxdHExNxdMgQ6T43V1ouP5+UhKMjRuBoSgqOpqTAlpaGmunTkXfZZUBVVdCfm9ls9ppJzmw2B71NIiIiIhqcGCTFmL17ewIkmfTYR5SkEVKiBWfnROeWLZg3rwhJSfWYN68oqHk55uZmlEydKr02Oxumd95RzfnxGnhUVQFz50pRnlJrq7R8wwZg2TLv0Z68bPlywG73q42q9rolRDCZTH23l4iIiIjIBwZJMSY/XxqhpqTVAg8/rIFGowwwHJhddhBo0agSLRi6utDY2IjCwkKP7Gr+sPztbyiZMAGNbW0wAqhta0PB/Pmovf12VeBhUQZDdnvfAdD//Z9nAOW+ntksFaINgMVi8UjSUFBQ4JHMwdLbexMRERERKTBIijF6PbBmjRQYAdL96tXAihVAS4sGf/3rIaSnLwWQizds5aqEDCMAVK5cqdpeQPNyqqqQungx0u12KUACYACA1lYYbrzRFSh5ZGbbssVnAGQFYBEC+PJLj+cszudV2tv9a6sTM8kRERERUagxu12MsliAhgZgwgQpcFKqr6+XEhT84hfAY4+5ln/n+HF0nXVWcBne7HYgLw+wWGAFYINbQjyNBtDrYdmyBakjR6qTEqxfD8yf77FJK4BSAB1QBFxOZgAlkNJ+VwNwba2mBigp6b2t7u/DTHJERERE5AfWSYpzer0UK7hf96sSFEycqHpu36uvBj8vZ8sWWC0WWCAFLO7hhkUIWM1m6JuaPAOOrCyvm7RBCpAaIQVE5lNOATQaV4DU6HzeBkhBmMEAFBX13k4vdDqdz/lWer2eARIRERERBYRBUhywWq2wWCweCQrO/OEPVevZ3n036Hk51n37UAqgGMAnkIbCyczO5aUAPt2xA1ar2yC5oiIpmnNLL66H1INkhDNQSkpCvRCuAEke0qeXX7dqVc84QyIiIiKiKGGQFOOsVitKS0tRWFiI6dOnuwKkt2tr0TxihGrdhM8+w/r164Oal2NLS3P1+lwAoBBScKTs9WkDcOmjj6K0tFQdKGm1wBNPSP92C5QMGo0UKGVkoPHgQRRCHSAZACnA2rABKCsL4hMiIiIiIgotFpONcTabDR0dHWhpaUFycjJyc3NRW1uL/VotvnVLg3e2EDj99NNVywwGA+rq6vqcl6MvK0NtZiamHziAFgAtAKZCOkFaAOQCQEICWg4eROKIEbDZbOrtlZX1pPlW9ljp9TCsWoWKzEx1odcnn4Th1FOloXpFRexBIiIiIqKYwcQNMagcwA7F4+6TJ9HS0oKTJ08iMTER2dnZaO3shD0727XOSLsdTUeOYGR/5t9UVcF89dWYDikwkmWjJ1jqMxGE3S5lu2tvdwVA5rY21zBBWaCpyYmIiIiI+svf2IBBUgwqBvBOgK+5GEBdKN68qgr1N96IQi8pu4MJbNznUVVUVKC8vDyoGk5ERERERP3B7HaDzHkh2o558mSU+5i7FFDNJbDQKxERERHFJwZJA8AoADeGYDvKXp/c3FxkK4bzAcC8efP6TiWuwEKvRERERBSPONwuBtUBOKR4fOjQIdx9993oOHgQ6RkZ+PnPf44//elP6Dh4EBmnnII37rsPk3Jy+vWeFosFxcXFrgAJAFpaWpCbm4vu7m60tbUBAHJzc7F161a/e5RY6JWIiIiIYgXnJDnFY5CkpAxelD0y7nN96urqfBZU9YecalwOhlpaWlzvBwDTp0/HwYMHcfz48ZC8HxERERFRpPkbGzAFeIyTh6wB8DpkraSkpP9D1ux26D78ENU/+xlatVosevppJCYmqt7PZDLBarXiiiuu4BA5IiIiIhrQ2JMUB8I6ZK2qyqO2kTU7G7Z774X+hhtC/35ERERERFHC7HYDiE6nQ2pqqtcscHq9HjabDVarNfANV1UBc+eqi78C0LW3Q79kifS8l/djgEREREREAxmDpDggzxcqLi72yC5nNptRXFyM0tJS74GS3Q7U1gLr10v3dnvP8mXLAG8difKy5ct71iciIiIiGiQYJMUBm82Gjo4OV10hOVBSJm/o6OiAzWZTv7CqCsjLA2bMAObPl+7z8qTlW7Z49CCpCAGYzdJ6RERERESDCIOkGCf3DrkXYK2vr8f06dNVWe9Uc5Z8DKVDa6u0/NVX/WtAe3uI9oSIiIiIKD4wSIphymF2gDpQKiwsREtLC5KTk/Haa6+p6xb5M5Tu+ef9a0RWVj/3goiIiIgovjBIiiFWq1WVnEE5zG769Ono6upCRUWF6jWnnnqqZyIFf4bSffklMGYMoNF4X0ejAQwGoKgo2N0hIiIiIopLDJJihLfkDHq9HrW1tcjNzUVLSwvOP/98zJ07V/W6xMREeGRx93eI3LXXSvfugZL8eNUqQKsNcE+IiIiIiOIbg6QY4Ss5g9KJEyfQ7gyAsrOzXcGTx/r+DpGbMwfYsAHIyVEv1+ul5WVlwe4OEREREVHcYjHZGKLMVmc0GlFRUYHy8nI0NjZCq9XCrkjHbTKZYDAYVOvX1dVJyRtOnACGD+89fbdWC3zzDZCUJK23ZYvUA5WVJQ2xYw8SEREREQ0wA6KY7L333guNRqO6nXHGGdFuVtgYDAaP5AyNjY3Q6/XQugUt5eXlAHqSOaSnpyM1NVV6sr6+7/pGdru0HiAFRCUlwLx50j0DJCIiIiIaxGI6SAKAs88+G+3t7a7b1q1bo92ksDIYDB7JGRwOB06cOIHc3FyYTCZVKnAAqKurQ3V1dU8CB3/nJDG9NxERERGRh8RoN6AviYmJyMzMjHYzIsZsNrt6iWRtbW3Izc3F1q1bpd6mzZtR4uxlKpk6FXX19eoMd/7OSWJ6byIiIiIiDzHfk7R3715kZ2fDaDTi2muvRUtLS7SbFDbuc5LeeOMNJCcnq1eqqoKhqAi1bW0wAkhva0NqQYFUPFZWVCQlX2B6byIiIiKigMV04obXX38dR44cwemnn4729nbcd999aG1txe7du3vm37g5fvw4jh8/7nrc1dUFg8EQ84kbLBYLiouLXQFSbW0tDAYDPvnkE1x22WVoaWmBMSMDdQcPQi+/BkAqAJ0cDCkz0lVVAXK6cOUh9rYuEREREdEg4G/ihpgOktx1dnZi7NixeOyxx7Bo0SKv69x777247777PJbHepAk10nq6OhwBUgyuYcp3WJB9YkT0HnbgEYj9R41NfUkXqiqApYtUxeWNRik+kcMkIiIiIhokBmQQRIATJ48GbNmzcLKlSu9Ph+vPUmAFCjZbDYpjbcby8svI/Waa7wHSEo1NVKGOhnTexMRERERAfA/SIr5xA1KR44cwb59+zwSGyglJyd7zuOJEzqdTp2AQUHf3e3fRtwz1snpvYmIiIiIyC8xnbhhxYoVqKurQ3NzM+rr63HVVVdBq9Vi3rx50W5a5DFjHRERERFRRMR0T5LFYsG8efNw+PBhjBkzBtOnT8d7772HMWPGRLtpkSdnrGttVSdikMlzkpixjoiIiIioX2I6SHrhhRei3YTYodUCTzwhZazTaLxnrFu1ivONiIiIiIj6KaaH25GbsjIpdXdOjnq5Xs+U3kREREREIRLTPUnkRVkZMGcOM9YREREREYUJg6R4xIx1RERERERhw+F2RERERERECgySiIiIiIiIFBgkERERERERKTBIIiIiIiIiUmCQREREREREpMAgiYiIiIiISIFBEhERERERkQKDJCIiIiIiIgUWk40VdjuwZQvQ3g5kZQFFRVLRWCIiIiIiiigGSbGgqgpYtgywWHqW6fXAE08AZWXRaxcRERER0SDE4XbRVlUFzJ2rDpAAoLVVWl5VFZ12ERERERENUgySoslul3qQhPB8Tl62fLm0HhERERERRQSDpGjassWzB0lJCMBsltYjIiIiIqKIYJAUTe3toV2PiIiIiIj6jUFSNGVlhXY9IiIiIiLqNwZJ0VRUJGWx02i8P6/RAAaDtB4REREREUUEg6Ro0mqlNN+AZ6AkP161ivWSiIiIiIgiiEFStJWVARs2ADk56uV6vbScdZKIiIiIiCKKxWRjQVkZMGeOlMWuvV2ag1RUxB4kIiIiIqIoYJAUK7RaoKQk2q0gIiIiIhr0ONyOiIiIiIhIgUESERERERGRAoMkIiIiIiIiBQZJRERERERECgySiIiIiIiIFBgkERERERERKTBIIiIiIiIiUmCdpEix21ksloiIiIgoDjBIioSqKmDZMsBi6Vmm1wNPPAGUlUWvXURERERE5IHD7cKtqgqYO1cdIAFAa6u0vKoqOu0iIiIiIiKvGCSFk90u9SAJ4fmcvGz5cmk9IiIiIiKKCQySwmnLFs8eJCUhALNZWo+IiIiIiGICg6Rwam8P7XpERERERBR2DJLCKSsrtOsREREREVHYMUgKp6IiKYudRuP9eY0GMBik9YiIiIiIKCYwSAonrVZK8w14Bkry41WrWC+JiIiIiCiGMEgKt7IyYMMGICdHvVyvl5azThIRERERUUxhMdlIKCsD5syRsti1t0tzkIqK2INERERERBSDGCRFilYLlJREuxVERERERNQHDrcjIiIiIiJSYJBERERERESkwCCJiIiIiIhIgUESERERERGRAoMkIiIiIiIiBQZJRERERERECgySiIiIiIiIFAZ8nSQhBACgq6sryi0hIiIiIqJokmMCOUbwZcAHSTabDQBgMBii3BIiIiIiIooFNpsNOp3O5/Ma0VcYFeccDgfa2tqQmpoKjUYTlTZ0dXXBYDDAbDYjLS0tKm2g8OHxHbh4bAcuHtuBi8d24OKxHbgieWyFELDZbMjOzkZCgu+ZRwO+JykhIQF6vT7azQAApKWl8Us9gPH4Dlw8tgMXj+3AxWM7cPHYDlyROra99SDJmLiBiIiIiIhIgUESERERERGRAoOkCEhOTsY999yD5OTkaDeFwoDHd+DisR24eGwHLh7bgYvHduCKxWM74BM3EBERERERBYI9SURERERERAoMkoiIiIiIiBQYJBERERERESkwSCIiIiIiIlJgkBQBf/nLX5CXl4ehQ4diypQp2L59e7SbRAG69957odFoVLczzjjD9fyxY8dw880349RTT0VKSgquvvpqHDx4MIotJl/eeecdXH755cjOzoZGo8Err7yiel4IgbvvvhtZWVkYNmwYZs2ahb1796rW+eqrr3DttdciLS0NI0eOxKJFi3DkyJEI7gV509exXbhwocf3uLS0VLUOj21sWrlyJSZPnozU1FSkp6fjyiuvxJ49e1Tr+PN3uKWlBd///vcxfPhwpKen45e//CW6u7sjuSvkxp9jW1JS4vHdvfHGG1Xr8NjGnqeeegrnnnuuq0DstGnT8Prrr7uej/XvLIOkMHvxxRdx66234p577sH//vc/TJo0CbNnz0ZHR0e0m0YBOvvss9He3u66bd261fXcL37xC/zzn//Eyy+/jLq6OrS1taGsrCyKrSVfjh49ikmTJuEvf/mL1+f/+Mc/4k9/+hOefvppbNu2DSNGjMDs2bNx7Ngx1zrXXnstPvnkE7z55pv417/+hXfeeQeLFy+O1C6QD30dWwAoLS1VfY/Xr1+vep7HNjbV1dXh5ptvxnvvvYc333wTJ0+exPe+9z0cPXrUtU5ff4ftdju+//3v48SJE6ivr8dzzz2HZ599FnfffXc0domc/Dm2AHDDDTeovrt//OMfXc/x2MYmvV6PBx98EB988AHef/99zJw5E3PmzMEnn3wCIA6+s4LC6qKLLhI333yz67HdbhfZ2dli5cqVUWwVBeqee+4RkyZN8vpcZ2enGDJkiHj55Zddyz777DMBQLz77rsRaiEFA4DYtGmT67HD4RCZmZni4Ycfdi3r7OwUycnJYv369UIIIT799FMBQOzYscO1zuuvvy40Go1obW2NWNupd+7HVgghFixYIObMmePzNTy28aOjo0MAEHV1dUII//4O/+c//xEJCQniwIEDrnWeeuopkZaWJo4fPx7ZHSCf3I+tEEIUFxeLZcuW+XwNj238OOWUU8TatWvj4jvLnqQwOnHiBD744APMmjXLtSwhIQGzZs3Cu+++G8WWUTD27t2L7OxsGI1GXHvttWhpaQEAfPDBBzh58qTqOJ9xxhnIzc3lcY4zTU1NOHDggOpY6nQ6TJkyxXUs3333XYwcORIXXniha51Zs2YhISEB27Zti3ibKTC1tbVIT0/H6aefjptuugmHDx92PcdjGz+sVisAYNSoUQD8+zv87rvv4pxzzkFGRoZrndmzZ6Orq8v1yzZFn/uxlT3//PMYPXo0Jk6ciDvuuAPffPON6zke29hnt9vxwgsv4OjRo5g2bVpcfGcTw/4Og9ihQ4dgt9tVBxcAMjIy8Pnnn0epVRSMKVOm4Nlnn8Xpp5+O9vZ23HfffSgqKsLu3btx4MABJCUlYeTIkarXZGRk4MCBA9FpMAVFPl7evrPycwcOHEB6errq+cTERIwaNYrHO8aVlpairKwM48aNw759+/Cb3/wGl156Kd59911otVoe2zjhcDiwfPlyFBYWYuLEiQDg19/hAwcOeP1uy89R9Hk7tgAwf/58jB07FtnZ2di1axduv/127NmzB1VVVQB4bGPZxx9/jGnTpuHYsWNISUnBpk2bcNZZZ2Hnzp0x/51lkETkh0svvdT173PPPRdTpkzB2LFj8dJLL2HYsGFRbBkR+evHP/6x69/nnHMOzj33XIwfPx61tbW45JJLotgyCsTNN9+M3bt3q+aF0sDg69gq5wWec845yMrKwiWXXIJ9+/Zh/PjxkW4mBeD000/Hzp07YbVasWHDBixYsAB1dXXRbpZfONwujEaPHg2tVuuRqePgwYPIzMyMUqsoFEaOHInTTjsNDQ0NyMzMxIkTJ9DZ2alah8c5/sjHq7fvbGZmpkfile7ubnz11Vc83nHGaDRi9OjRaGhoAMBjGw+WLl2Kf/3rX6ipqYFer3ct9+fvcGZmptfvtvwcRZevY+vNlClTAED13eWxjU1JSUmYMGECLrjgAqxcuRKTJk3CE088ERffWQZJYZSUlIQLLrgAmzdvdi1zOBzYvHkzpk2bFsWWUX8dOXIE+/btQ1ZWFi644AIMGTJEdZz37NmDlpYWHuc4M27cOGRmZqqOZVdXF7Zt2+Y6ltOmTUNnZyc++OAD1zpvv/02HA6H6z9uig8WiwWHDx9GVlYWAB7bWCaEwNKlS7Fp0ya8/fbbGDdunOp5f/4OT5s2DR9//LEqEH7zzTeRlpaGs846KzI7Qh76Orbe7Ny5EwBU310e2/jgcDhw/Pjx+PjOhj01xCD3wgsviOTkZPHss8+KTz/9VCxevFiMHDlSlamDYt9tt90mamtrRVNTkzCZTGLWrFli9OjRoqOjQwghxI033ihyc3PF22+/Ld5//30xbdo0MW3atCi3mryx2Wziww8/FB9++KEAIB577DHx4Ycfiv379wshhHjwwQfFyJEjxauvvip27dol5syZI8aNGye+/fZb1zZKS0vFeeedJ7Zt2ya2bt0q8vPzxbx586K1S+TU27G12WxixYoV4t133xVNTU3irbfeEueff77Iz88Xx44dc22DxzY23XTTTUKn04na2lrR3t7uun3zzTeudfr6O9zd3S0mTpwovve974mdO3eK6upqMWbMGHHHHXdEY5fIqa9j29DQIH73u9+J999/XzQ1NYlXX31VGI1GcfHFF7u2wWMbm37961+Luro60dTUJHbt2iV+/etfC41GI/773/8KIWL/O8sgKQKefPJJkZubK5KSksRFF10k3nvvvWg3iQL0ox/9SGRlZYmkpCSRk5MjfvSjH4mGhgbX899++634v//7P3HKKaeI4cOHi6uuukq0t7dHscXkS01NjQDgcVuwYIEQQkoDftddd4mMjAyRnJwsLrnkErFnzx7VNg4fPizmzZsnUlJSRFpamvjpT38qbDZbFPaGlHo7tt9884343ve+J8aMGSOGDBkixo4dK2644QaPH6x4bGOTt+MKQDzzzDOudfz5O9zc3CwuvfRSMWzYMDF69Ghx2223iZMnT0Z4b0ipr2Pb0tIiLr74YjFq1CiRnJwsJkyYIH75y18Kq9Wq2g6Pbey5/vrrxdixY0VSUpIYM2aMuOSSS1wBkhCx/53VCCFE+PuriIiIiIiI4gPnJBERERERESkwSCIiIiIiIlJgkERERERERKTAIImIiIiIiEiBQRIREREREZECgyQiIiIiIiIFBklEREREREQKDJKIiIiIiIgUGCQREREREREpMEgiIiIiIiJSYJBERERERESkwCCJiIiIiIhIgUESERERERGRAoMkIiIiIiIiBQZJRERERERECgySiIiIiIiIFBgkERERERERKTBIIiIiIiIiUmCQREREREREpMAgiYiIiIiISIFBEhERERERkQKDJCIiIiIiIgUGSURERERERAoMkoiIiIiIiBQYJBERERERESkwSCIiIiIiIlJgkERERERERKTAIImIiIiIiEiBQRIREREREZECgyQiIiIiIiIFBklEREREREQKDJKIiIiIiIgUGCQREREREREpMEgiIiIiIiJSYJBERERERESkwCCJiIiIiIhIgUESERERERGRAoMkIiIiIiIiBQZJRERERERECgySiIiIiIiIFBgkERERERERKTBIIiIiIiIiUmCQREREREREpMAgiYiIiIiISIFBEhERERERkUJitBsQbg6HA21tbUhNTYVGo4l2c4iIiIiIKEqEELDZbMjOzkZCgu/+ogEfJLW1tcFgMES7GUREREREFCPMZjP0er3P5wd8kJSamgpA+iDS0tKi3BoiIiIiIoqWrq4uGAwGV4zgy4APkuQhdmlpaQySiIiIiIioz2k4TNxARERERESkwCCJiIiIiIhIgUESERERERGRwoCfk+Qvu92OkydPRrsZNMgNGTIEWq022s0gIiIiGtQGfZAkhMCBAwfQ2dkZ7aYQAQBGjhyJzMxM1vUiIiIiipJBHyTJAVJ6ejqGDx/OC1OKGiEEvvnmG3R0dAAAsrKyotwiIiIiosFpUAdJdrvdFSCdeuqp0W4OEYYNGwYA6OjoQHp6OofeEREREUXBoE7cIM9BGj58eJRbQtRDPh85R46IiIgoOgZ1T5KMQ+wolvB8JCIiIhW7HdiyBWhvB7KygKIigKNNwopBEhERERFRrKqqApYtAyyWnmV6PfDEE0BZWfTaNcAN6uF21CMvLw+rVq2KdjOIiIiISFZVBcydqw6QAKC1VVpeVRWddg0CDJLijEaj6fV27733BrXdHTt2YPHixaFtLBEREREFx26XepCE8HxOXrZ8ubQehRyH24VCBMeJtre3u/794osv4u6778aePXtcy1JSUlz/FkLAbrcjMbHvwzxmzJjQNpSIiIiIgrdli2cPkpIQgNksrVdSErFmDRbsSeqvqiogLw+YMQOYP1+6z8sLW/dnZmam66bT6aDRaFyPP//8c6SmpuL111/HBRdcgOTkZGzduhX79u3DnDlzkJGRgZSUFEyePBlvvfWWarvuw+00Gg3Wrl2Lq666CsOHD0d+fj5ee+21sOwTEREREblR/DAekvUoIAyS+iNGx4n++te/xoMPPojPPvsM5557Lo4cOYLLLrsMmzdvxocffojS0lJcfvnlaGlp6XU79913H6655hrs2rULl112Ga699lp89dVXEdoLIiIiokHM36LyLD4fFgySghXD40R/97vf4bvf/S7Gjx+PUaNGYdKkSViyZAn+P3t3Ht90fT9w/JWkUK42nKUtSSnl8kCZB3JUbBGndYpoxQNcJ9OpOHHgNYe308k8prA5FU9cN9CB9Zziz4NWaAERwRO52tqEKxw2DcjV9Pv749uk+eZokzZn+34+HlmXb75Jvt98v8HvO5/P+/0eMWIEQ4cO5aGHHmLw4MEtjgxNnz6dqVOnMmTIEB555BEOHDjA559/HqW9EEIIIYTowMaPV6vYBWoNotOB2ayuJ8JOgqTWCmWeaJSdfvrpmvsHDhzg9ttv5/jjj6dnz5706NGDjRs3tjiSdPLJJ7v/f/fu3UlNTcVms0Vkm4UQQgghhAeDQS3zDb6Bkuv+vHnSLylCJEhqrTieJ9q9e3fN/dtvv50333yTRx55hBUrVrBhwwZOOukkjh492uzrdOrUSXNfp9PR0NAQ9u0VQgghhBB+FBbC0qUwYIB2ucmkLpc+SREj1e1aK4HmiZaXlzN9+nQuueQSQB1Zqq6uju1GCSGEEEKIlhUWwuTJ0amkHMWKzfFOgqTWcs0T3b7df16STqc+HgfzRIcOHUpJSQmTJk1Cp9Nx7733yoiQEEIIIUSiMBgiX+a7pETNt/dMJzGZ1Cl/HXDESqbbtVYCzRN98skn6dWrF+PGjWPSpEmcd955nHrqqbHeLCGEEEIIEQ/itGJzLOkUxd8wSPtRV1eH0WjEbreTmpqqeezw4cNUVVUxaNAgunTp0ro38Bd1m81qgNQBo27RdmE5L4UQQgghguF0qj0+AxUkc82OqqqKix//26q52MCTTLdrq2jOExVCCCGEECKcQqnYHOkpf3FEgqRwiMY8USGEEEIIIcItjis2x5LkJAkhhBBCCNFRJVDF5miSIEkIIYQQQoiOylWx2bsQmYtOp+bbx0HF5miSIEkIIYQQQoj2zOmE0lJYvFj963Q2PZZAFZujSYIkIYQQQggRWc1dpLcH8bx/JSVq9boJE2DaNPVvdra2rHdhISxdCgMGuBfZAWt6urrcq2Kz1WrFbrdHZfNjRYIkIYQQQggROcFcpCeyeN6/UPofFRZCdTUsX479xRcpOOEE8rp2xTJqlOapFouFvLw8CgoK2nWgJEGSEEIIIYSIjPbepDSe98/pVHt5+muJ6lo2e7bv1Lv8fBznnYft8GEqKyvJz8/HYrEAaoCUn59PZWUlNpsNh8MR+f2IEQmShBBCCCFE+LXmIj2RxPv+hdL/yIvJZKK0tJScnBx3oFRRUeEOkHJycigtLcVkMkVwB2JLgiQhhBBCCBF+bbhITwjxvn9t7H9kNps1gVJubq4mQDKbzWHc2PgjQVKCys/PZ/bs2WF7venTp3PxxReH7fWEEEII0cG19yal8b5/Yeh/ZDabKS4u1iwrLi5u9wESxDhImjt3LqNGjSIlJYW0tDQuvvhiNm3apFknPz8fnU6nuc2YMSNGW6xlt9uxBvgFoSNU/RBCCCGECKi9NymN9/0LQ/8ji8VCUVGRZllRUZE7R6k9i2mQVFZWxk033cTq1av56KOPOHbsGOeeey4HDx7UrHfdddexc+dO9+2xxx6L0RY3sdvtFBQUkJeX53OiRLrqx/Tp0ykrK2P+/PnuwLG6uppvv/2W888/nx49etC/f3+KiorYu3ev+3lLly7lpJNOomvXrvTp04dzzjmHgwcP8sADD/Dqq6/y9ttvu1+vtLQ07NsthBBCiA6kvTcpjff9a2P/I88iDTk5OZSXl2tylNp7oBTTIGnZsmVMnz6dE088kZEjR7Jw4UJqampYt26dZr1u3bqRnp7uvqWmpsZoi5s4HA5sNltMqn7Mnz+fsWPHaoLHlJQUzj77bE455RS++OILli1bxu7du7n88ssB2LlzJ1OnTuWaa65h48aNlJaWUlhYiKIo3H777Vx++eUUFBS4X2/cuHFh324hhBBCdCDtvUlpIuyfn/5HgBrc+el/5GK1Wn2KNIwbN86nmEOgGVXtQVzlJLlGXXr37q1Z/p///Ie+ffsyYsQI5syZw88//xzwNY4cOUJdXZ3mFgmxrPphNBrp3LmzJnh89tlnOeWUU3jkkUc47rjjOOWUU3j55ZdZvnw5mzdvZufOndTX11NYWEh2djYnnXQSv//97+nRowc9evSga9euJCcnu1+vc+fOYd9uIYQQQvhq19P3W3mRnjASYf88+h+xaJH6t6qq2W1zpcJ4F2nwLOaQlpZGSkpKlHYi+pJivQEuDQ0NzJ49m9zcXEaMGOFePm3aNAYOHEhmZiZff/01d955J5s2baIkQN35uXPn8uCDD0Zlm10niiswys3NBYhJ1Y+vvvqK5cuX06NHD5/Htm3bxrnnnsvEiRM56aSTOO+88zj33HOZMmUKvXr1ito2CiGEEELLNX3fZrP5XDu4ZqekpaWxbNkyjEZjDLe0DQoLYfJktcrbzp1qjs748Yk7guQtEfavsf9RsIxGI8uWLcPhcPj84G82mykrKyMlJSVxz8kgxE2QdNNNN/Htt9+ycuVKzfLrr7/e/f9POukkMjIymDhxItu2bWPw4ME+rzNnzhxuvfVW9/26urqIBiuuqh+uAAliU/XjwIEDTJo0iUcffdTnsYyMDAwGAx999BEVFRX83//9H//4xz+4++67WbNmDYMGDYrqtgohhBBC5T193xUoeU7fd62X0BekIV6kJ5x2uH9GozHgOdee+yO5xMV0u5kzZ/Lee++xfPnyFj/00aNHA7B161a/jycnJ5Oamqq5RVKsqn507twZp0dzslNPPZXvvvuO7OxshgwZorl1794dAJ1OR25uLg8++CDr16+nc+fOvPnmm35fTwghhBCRJ007Rdg5nVBaCosXq3/l+q5VYhokKYrCzJkzefPNN/n000+DGtHYsGEDoI6OxFosq35kZ2ezZs0aqqur2bt3LzfddBP79+9n6tSprF27lm3btvHhhx/y29/+FqfTyZo1a3jkkUf44osvqKmpoaSkhD179nD88ce7X+/rr79m06ZN7N27l2PHjkVs24UQQgjRpKM37RRhVFIC2dkwYQJMm6b+zc5Wl4uQxDRIuummm/j3v//NokWLSElJYdeuXezatYtDhw4Bai7NQw89xLp166iuruadd97hN7/5DWeddRYnn3xyLDc95lU/br/9dgwGAyeccAL9+vXj6NGjlJeX43Q6OffccznppJOYPXs2PXv2RK/Xk5qaymeffcavfvUrhg0bxj333MPf/vY3zj//fEAtsz58+HBOP/10+vXrR3l5eUS2WwghhBC+OnLTThEmJSUwZQp4X3tu364ul0ApJDpFUZSYvXmAuvKvvPIK06dPx2Kx8Otf/5pvv/2WgwcPYjabueSSS7jnnnuCnkZXV1eH0WjEbrf7POfw4cNUVVUxaNAgunTpEtK2d4hESxETbTkvhRBCJCbvHCSITSEogTo9LZ6LMPjjdKojRoF+nNfp1Ip7VVXxvy8R1lxs4CmmhRtais9c1TPikVT9EEIIIUQ4eE/fLy4upqioyKeYg4iCkhKYNUsbbJhMaj+keCjnHciKFYEDJABFAYtFXa+dFZiIlLgo3JCojEZjwERKk8kkAZIQQgghmhXr6fvCQyJPV9u5M7zrCQmShBBCCCFiRZp2xgmnUx1B8jfLybVs9uz4rRQXbEGzOCh8lijipk+SEEIIIURHI9P340SiT1cbP16dFrh9u/9Az5WTNH589LctQUmQJIQQQggRijAn9nf0pp1xIdGnqxkMat7UlClqQOQZKLkKpc2bF5uiDYlYCAOZbieEEEKIBGS32wPm6VitVux2e2TeWPrQtE/tYbpaYSEsXQoDBmiXm0zq8lgUnkjg74sESUIIIYRIKK42HHl5eT6N2y0WC3l5eRQUFIQ/UErkxH7RPNd0tQDtadDpwGyO/+lqhYVQXQ3Ll8OiRerfqqrYBUgJ/H2RIEkIIYQQCcXhcGCz2dyV31yBkmcpbZvNhsPhCN+bJnpiv2iea7oa+AZKsZ6uFiqDQc2bmjpV/RurKXYJ/n2RIEkIIYQQCcVkMvmUyK6oqPAppR3WfJ5QEvtFYorH6WqJqh18XyRIakd0Oh1vvfVWwMerq6vR6XRs2LAhatsUyPTp07n44oubXSc/P5/Zs2eH/NotfQ5CCCESn2eJ7MrKSnJzczUBUtibryZ6Yr8ITjxNV0tk7eD7IkFSO7Jz507OP//8WG8GAP/5z38YOXIk3bp1IyMjg2uuuYZ9+/aF9BolJSU89NBD7vvZ2dnMmzevxeeF43PIzs5Gp9Npbp6/SAbalgceeIBf/OIXmvver6PT6TjuuOPatH1CCCHUQKm4uFizrLi4OPwBErSPxH4RnHiYrpZArFb48GP47//BQ6/C++toF98XKQHeDhw9epTOnTuTnp4e600BoLy8nN/85jc89dRTTJo0ie3btzNjxgyuu+46SkJI0uvdu3er3j9cn8Of//xnrrvuOvd9Qyv/kTzxxBP5+OOPNcuSkuSrJ4QQbWWxWCgqKtIsKyoqisxIkvShaV6ClnkWoTtwFLbshz0H4YP/wvx7QGloelynhxeeO4trE/z7IiNJjRQFfj4W25u/c8if/Px8Zs6cyezZs+nbty/nnXce4DvN7PPPP+eUU06hS5cunH766axfv97ntd555x2GDh1Kly5dmDBhAq+++io6nY7a2lr3OitXrmT8+PF07doVs9nMH/7wBw4ePBhw+1atWkV2djZ/+MMfGDRoEGeeeSY33HADn3/+uc+6Dz74IP369SM1NZUZM2Zw9OhRzX66ptvl5+fz448/csstt7hHYwLx/BxcUwxLSkqYMGEC3bp1Y+TIkaxatSrg811SUlJIT0933/r169fic/xJSkrSvE56ejp9+/Zt1WsJIYRQeRZpyMnJoby8XJOj5F31rs3aU2J/uCVwmWcRnC1V8OIbMPd1uPMFeOtzKP/ON0AC9f4NN+qx3ve8uiBBvy/yc3ajQ/WwYF1st+GG06Bbp+DWffXVV7nxxhspLy/3+/iBAwe48MIL+eUvf8m///1vqqqqmDVrlmadqqoqpkyZwqxZs/jd737H+vXruf322zXrbNu2jYKCAh5++GFefvll9uzZw8yZM5k5cyavvPKK3/ceO3Ysd911F++//z7nn38+NpuNpUuX8qtf/Uqz3ieffEKXLl0oLS2lurqa3/72t/Tp04e//OUvPq9ZUlLCyJEjuf766zWjO8G6++67eeKJJxg6dCh33303U6dOZevWrTKiI4QQCchqtfoUaXDlKLmW5+fnU1ZWFt7iDa7E/lmztEnpJpN6wdcR81ZcZZ69f+l1lXmWggcJ63A9bN0PzzwPz93vO1qUd6VvgOTidMLWoedjSuDvi4wkJaihQ4fy2GOPMXz4cIYPH+7z+KJFi2hoaOCll17ixBNP5MILL+SOO+7QrLNgwQKGDx/O448/zvDhw7nyyiuZPn26Zp25c+dy1VVXMXv2bIYOHcq4ceP4+9//zr/+9S8OHz7sd9tyc3P5z3/+wxVXXOGeBmg0GvnnP/+pWa9z5868/PLLnHjiiVxwwQX8+c9/5u9//zsNDb7fuN69e2MwGDSjO6G4/fbbueCCCxg2bBgPPvggP/74I1u3bm32OXfeeSc9evRw3/7+9783+3iPHj145JFHfF7nm2++8VlvxowZIW2/EEKIJikpKaSlpfkUafAs5pCWlkZKSkr431wS+5u0gzLPQuuoE37YC29vUgcPlqz2DZBAvV/2GhBgYo/BAEOGkNDfF/kZPUGddtppzT6+ceNGTj75ZLp06eJeNnbsWM06mzZtYtSoUZplZ5xxhub+V199xddff81//vMf9zJFUWhoaKCqqorjjz/e572///57Zs2axX333cd5553Hzp07ueOOO5gxYwYvvfSSez1XYQfP7Ttw4AAWi4WBAwc2u3+hOvnkk93/P6MxSdBmszVbQOGOO+7QBI3eU+S8Hwf4+9//zmeffaZZNnz4cN555x3NstTU1FA2XwghhAej0ciyZctwOBw+I0Vms5mysjJSUlIwGo2R2QBXYn9HF0qZZ/m84o4rt2iHA+obwNkA2xv/v8seS+DRIqUBrrwe/vsSNHjEwQYDLFigDhi5FyTg8ZcgKUF17949Ku9z4MABbrjhBv7whz/4PJaVleX3OXPnziU3N9c9cnXyySfTvXt3xo8fz8MPP+wOUqKpU6emeYyufCZ/I1ae+vbty5AhQ0J63F+xic6dOzf7OkIIIUJnNBoDBkFhnWInAmsHZZ47mkPHYOW3UL4B6APGtObX72dWp9b5C5QMBnj8XvW2dSt07w4HD6ojSO3hKyhBUqOuSWpOUKy3IVyOP/54iouLOXz4sHs0afXq1Zp1hg8fzvvvv69ZtnbtWs39U089le+//z6ki/yff/7ZJ9fHVRlO8RiS/+qrrzh06BBdu3Z1b1+PHj0CViTq3LkzThmyF0IIIeJDOyjz3BEcrodtP8GmfbCkGF7/qxr06PRw2Z0w5qLAz+2TDjf9GZ65v/nRovYQFHmTIKmRThd80YREMG3aNO6++26uu+465syZQ3V1NU888YRmnRtuuIEnn3ySO++8k2uvvZYNGzawcOFCoGm05c4772TMmDHMnDmT3/3ud3Tv3p3vv/+ejz76iKefftrve0+aNInrrruOZ5991j3dbvbs2ZxxxhlkZma61zt69CjXXnst99xzD9XV1dx///3MnDkTvd5/qlx2djafffYZV155JcnJyQlTIa6+vp5du3Zplul0Ovr37x+jLRJCCAFEt2x1eyyRLWXR447VClu2wMAcONodNu+DqlpoUKDW1hQggfp3yaNw3Bjo6TGipNdBlhGG94GcXtDlDLjz6vY5WtQcCZLaqR49evDuu+8yY8YMTjnlFE444QQeffRRLr30Uvc6gwYNYunSpdx2223Mnz+fsWPHcvfdd3PjjTeSnJwMqFPlysrKuPvuuxk/fjyKojB48GCuuOKKgO89ffp0HA4HTz/9NLfddhs9e/bk7LPP5tFHH9WsN3HiRIYOHcpZZ53FkSNHmDp1Kg888EDA1/3zn//MDTfcwODBgzly5IhmVCqefffddz5TDJOTkwMWvhBCCBEFJSX+q27Nnx/+pPJovlc0ucqiT5miBkSe/11OkDLP7cHBxtyiF19UR3wCjRL5yy9SGqCbA3IbZ1P16AyDekJXr4EDk6n9B0XedEqiXGm2Ul1dHUajEbvd7pMsf/jwYaqqqhg0aJCmwEFH9pe//IXnnnsu/P0lRNDkvBRCiAgLVLbadWEfzrLV0XyvWPEXBJrNCVHmOVEdOqaW5960D6x18JMNHrrEt0z3vW82jRLV+lnHYFCLz3WkAKi52MCTlADv4J555hnWrl1LZWUlxcXFPP7441x99dWx3iwhhBAdnN1uxxqgcprVasVut7fuhaNZtrqjlMhO4DLPieRwPXy/B978AZ7/Ej6uAksdKAQeJdrb+BXS6+C04fDnvzUN7PlUoRMaMt2ug9uyZQsPP/ww+/fvJysri9tuu405c+bEerOEEEJ0YHa7nYKCAmw2m6YPEoDFYiE/P5+0tDSWLVsWepnvaJatbnwvO+AAfK5FFQWrxULKBx9gvPDCtr1XrCVomed4d9QJVY1FF6rtapluf/xVodPp4RcnwLjBMLgXdEmCi4bD9ClqflFHyCtqCwmSOrinnnqKp556KtabIYQQQrg5HA5sNhuVlZXk5+e7AyVXgFRZWeleL+QgKZplq3fuxA4UADagFPCs32oB8oG0W25h2fjxkevr1A7Y7Xa/fbFAHVmMaF+sKPn5GKz8BlZ9DamZ0Ls/1B3R9i0KpF863PwQPH2fWoVOb4Cnn4Hr8n3X7Yj5Ra0hQZIQQggh4orJZKK0tNQdEOXn51NcXExRURGVlZXk5ORQWlraun5I0SxbnZGBAzVAqkQNiEpRAyVXgFQJ8PPPrQv4QpWgFfYiOrIYY4fr1aILmxvLc//30eDLcxv0kNMThvVRiy10OgPu+I2MEoWLBElCCCGEiDtms1kTKOXm5gK4A6RAPfVaFM2y1ePHqwGf1eoOiPKBYqCo8X6OwUBpeXnkG+AmcIW9iI4sxsCReqhsnEL3o72pPLcrQILmy3Nn94RhvdXy3MleV/IyShQ+UrhBCCGEEHHJbDZTXFysWVZcXNz6AAmaylZDU4U5l3CXrW58L7NORymQgxoY5Tb+zQFKn3kGc3Z229+rOa4Ke965WNu3q8tLSiL7/m3kGlnMyclxB0oVFRXuAKlNI4tRcsypjha9uxkWfAnLtjX1L4LmCy/odTDQCL/MgRtOg8nD4fh+vgGSCC8pAS6llkWckfNSCCFU3iMFEIaRJJdolq1ufK8Kq5Vcj8Xlf/kL4+66K7zv5c3phOzswMUqXCNnVVVxP/UuoudDGP3cWJ57y37Yd0hddqS++dwif+W59QYo2wCnDodunQI+VYRISoALIYQQImF5XhDn5ORQXl6uGUlocz+/aJatLizEsmIFRZmZmsVFL70U+b6EoVTzC4OIlW4nQiOLYXK4Hr61QclGeOFL+KQKauxqo9eDR5sPkAx6OP04eOhJbXnu5xfAmSMkQIoVGagTQgghRFyxWq0+U6m8c5Ty8/MpKytr2xSrMJWtbqnymt1u56KLLqJyxw5ycnI0RSg8c2wiIorV/CJdYMFisVBUVKRZVlRUFLORpCP16pS5TfugurZp6lwwXFPohvVRy3MnJ8GkYXD1pVJ4IV7ISFI7pdPpeOuttwI+np2dzbx586K2PeHwwAMP8Itf/KLZdaZPn87FF18cle0RQggRGSkpKaSlpflMpXIFSjk5OaSlpZGSkhLjLW0KDPLy8nxGhSwWC7m5uZx22mmagG/cuHE+OTaBRl/aLIrV/LwLLLg+D89RQZvNhsPhCPm1Iz6yGCRXbtF7jblFH2xVizAEEyDpgCwjnNOYW3TxcXCCV26RyaTG7RIgxZ6MJCWgPXv2cN999/G///2P3bt306tXL0aOHMl9993nrv7THt1+++3cfPPNsd4MIYQQEWY0Glm2bJnf0Rmz2UxZWVnc9MVpqfJaTU0NycnJZGVl+Q34XKMrEQv4oljNL1Kl26M2sujlUGNu0aZ9sOsANKB+hMEEREl6tfrc0N5qE1eAvt1k6lwikSApAV166aUcPXqUV199lZycHHbv3s0nn3zCvn37Yr1pGkePHqVz585tfh1FUXA6nfTo0YMePXqEYcuEEELEO6PRGDAIiqcqZsEEBu+88w5GozG6AZ9nT6TrroP771cDIs9AKdzV/IhM6XbXyCIQ8UDzcD1sayzPbbGHNoXOoFf7FQ3rDYN6Qef4roMhWiDT7cLEalVzPiM1Wu5SW1vLihUrePTRR5kwYQIDBw7kjDPOYM6cOVx0UeCOY/fffz8ZGRl8/fXXAV/3d7/7Hf369SM1NZWzzz6br776yv34tm3bmDx5Mv3796dHjx6MGjWKjz/+WPMa2dnZPPTQQ/zmN78hNTWV66+/noULF9KzZ08+/PBDjj/+eHr06EFBQQE7m5n7XFpaik6n44MPPuC0004jOTmZlStX+ky3czqd3HrrrfTs2ZM+ffrwxz/+Ee9ijQ6Hg6uuuoru3buTkZHBU089RX5+PrNnz3avc+TIEW6//XYGDBhA9+7dGT16NKWlpQG3TwghhPDkOQ3QFRh4jnqceOKJAQM7k8kU/gCppEStaDdhAkybpgZIffpA797ebw5Ll4a9WEW4Cyy4RhbLysp8XsMVaLalkexRJ2zaC+9sggXr4P+2wY+1wQVIrr5F5w2G609V84qG923/AVIkC3TECwmSwuCll2DgQDj7bPXvSy9F7r1coylvvfUWR44caXF9RVG4+eab+de//sWKFSs4+eST/a532WWXYbPZ+OCDD1i3bh2nnnoqEydOZP/+/QAcOHCAX/3qV3zyySesX7+egoICJk2aRE1NjeZ1nnjiCUaOHMn69eu59957Afj555954oknKC4u5rPPPqOmpobbb7+9xW3/05/+xF//+lc2btzod7v/9re/sXDhQl5++WVWrlzJ/v37efPNNzXr3HrrrZSXl/POO+/w0UcfsWLFCr788kvNOjNnzmTVqlW89tprfP3111x22WUUFBSwZcuWFrdRCCGEgDiqvBaoJ9L+/ertwQcjXs0vUIGFtuQN+RuJcwkl0GxQ1LyiI/Vqie7/bVEDo/e3qiNIIeUWDVIDo0sac4u6dJD5WS3l4eXl5VFQUJD4gZLSztntdgVQ7Ha7z2OHDh1Svv/+e+XQoUOtfn2LRVH0ekVRx6/Vm8GgLo+UpUuXKr169VK6dOmijBs3TpkzZ47y1VdfadYBlCVLlijTpk1Tjj/+eMVqtWoeHzhwoPLUU08piqIoK1asUFJTU5XDhw9r1hk8eLCyYMGCgNtx4oknKv/4xz80r3nxxRdr1nnllVcUQNm6dat72T//+U+lf//+AV93+fLlCqC89dZbmuX333+/MnLkSPf9jIwM5bHHHnPfP3bsmGIymZTJkycriqIodXV1SqdOnZQlS5a416mtrVW6deumzJo1S1EURfnxxx8Vg8GgbN++XfNeEydOVObMmRNwGyMpHOelEEKEXX29oixfriiLFql/6+tjvUVxpaamRsnJyVEA9y0nJ0epqamJ3kbU1yuKyaS9KPG86XSKYjZH9Nh5fg45OTlKeXm55n5UP49GPx9VlK93KcqS7xRl3mpFeXJV8Le/r1GU9zYryqa9irLLod5+Phr1XYgrFovF7zH1PvaWSF4Mt0FzsYEnGUlqoy1boMGr9r3TqZZvjJRLL72UHTt28M4771BQUEBpaSmnnnoqCxcu1Kx3yy23sGbNGj777DMGDBgQ8PW++uorDhw4QJ8+fdwjVT169KCqqopt27YB6kjS7bffzvHHH0/Pnj3p0aMHGzdu9BlJOv30031ev1u3bgwePNh9PyMjA5vN1uJ++nstF7vdzs6dOxk9erR7WVJSkuY5lZWVHDt2jDPOOMO9zGg0Mnz4cPf9b775BqfTybBhwzT7XlZW5t53IYTo8Lynb02YoN4vKYn1lsWFeKm8Fu2eSN78FViIaiU/D4fr4fs98OYP8PyX8HEVWOqCn0KX0wvOH6JWobtgqFqqu38P9da1gxdfcOXheR7TiooKn2MfT7mDrdFBBgYjZ+hQ0Ou1gZLBoNa3j6QuXbrwy1/+kl/+8pfce++9/O53v+P+++9n+vTp7nV++ctfsnjxYj788EOuuuqqgK914MABMjIy/Obh9OzZE1Ary3300Uc88cQTDBkyhK5duzJlyhSOHj2qWb979+4+r9Gpk/ZfE51O55M75I+/1wq3AwcOYDAYWLduHQavpFUpEiGEEDRN3/L+d3v7dnV5BHJaEkmsKq/5FcWeSP5Es8CCP0edUNVYdKHaDs5mGrh60+vAbIThjX2LOsrUudaKRIGOeCOnQBuZTPD883DDDeoIksEACxZEv779CSec4NMX6aKLLmLSpElMmzYNg8HAlVde6fe5p556Krt27SIpKYns7Gy/65SXlzN9+nQuueQSQA0uqqurw7gHoTEajWRkZLBmzRrOOussAOrr6935VKB+UTt16sTatWvJysoC1BGozZs3u59zyimn4HQ6sdlsjA9D+VMhhGhXnE6YNct/6WhFUaujzZ4NkyeHrTpaool1YKARxZ5I/kSzdPsxpzpaBLD7oBoYVf4E9SEERjpgQKoaGA3pLeW5Q+XKw/NsPxOTPLwIkSApDK69Fs47Lzodkvft28dll13GNddcw8knn0xKSgpffPEFjz32GJMnT/ZZ/5JLLnGXIk1KSmLKlCk+65xzzjmMHTuWiy++mMcee4xhw4axY8cO/ve//3HJJZdw+umnM3ToUEpKSpg0aRI6nY57772XBu95hlE2a9Ys/vrXvzJ06FCOO+44nnzySWpra92Pp6SkcPXVV3PHHXfQu3dv0tLSuP/++9Hr9egay54OGzaMq666it/85jf87W9/45RTTmHPnj188sknnHzyyVxwwQUx2jshhIgDoUzfys+P2mZFk91u93vRD+ooUkpKSvz0dIpiTyS/nE6M69dj3LlTDcTGj9cEz20dSTvcWGxh9Xew4Xvoa4aeacE916CHnJ6N0+YaJ6okJ8mIkaZUvJ9j1pxABTpkJElomEzRGT3q0aMHo0eP5qmnnmLbtm0cO3YMs9nMddddx1133eX3OVOmTKGhoYGioiL0ej2FXtMidDod77//PnfffTe//e1v2bNnD+np6Zx11ln0798fgCeffJJrrrmGcePG0bdvX+68807q6uoivr/Nue2229i5cydXX301er2ea665hksuuURTTeXJJ59kxowZXHjhhaSmpvLHP/4Ri8VCly5d3Ou88sorPPzww9x2221s376dvn37MmbMGC688MJY7JYQQsSPGE/fijVXFS+bzeZz4efKQ0pLS2PZsmXNVl6LGoMB5s9Xp0FGoSeSRkmJOuroGVSbTOr2tGE65pF6dYRo0z740Q4Vb8OSR0FpAJ0eLrsTxgTogOIqzz28j9q/KDlOr3qDCcQjEmS34Zh55+F59gbzbKqc0KJTRyJ2Il3dTiSWAwcOKEajUXnxxRdjvSkByXkphIgby5f7rZJWC4rFc9ny5e6nWCwWpba2NmabHE4JW8XrjTd8q9yZzeryNqqtrfXd3//+V1Eaz4la72p6Ol3I73u0Xq0m984mRZm/pqnS3H1vK4rOq6KwTq8ud60zb7WivPG9onyzW1EOHWvz7kZcbW2tMmbMGL+V/1zn2ZgxY8L/nXrjDfXY+KuA2MIx8/xeZGdnK2vWrNFsr+t78fnnn8flvwVS3U4IYP369SxevJht27bx5ZdfugtY+JuaKIQQwotr+pZrFAKwAwVAHmABMJvd07faVY8UEriKV2EhVFervZDC2BPJb3+cpUth6lQsqOdEAeo5AjSNZM2erU7r8uNwPew5qN627of3G/sW/W+Let+z+MIeizqC5ElpgH1WMKXC2dlw3alQeDyMSEuMqXQOhwObzeZTCdFzpMZms+FwOML3pi3lGkKzx8yVh5ednU3v3r2ZOnUqFotF01TZaDRy+eWXJ/S/BQlw+gjRNk888QSbNm2ic+fOnHbaaaxYsYK+ffvGerOEECL++Zm+5QBsQCWQD5Tecw9mg0FzUQfgqK3FuH59q3Id4knCVvEyGMKeJ+Z9QV96552Yb7gBC+q5UOlaD3BPDvOTt3a4Xg2ANu8Lviw3QD+zOsVO8aoofPuFkJ0Vhh2MAVcg7lkJ0XPqWkQC8TbmGroKdGzevJkrr7zSZ4rd4sWLueKKK6iurkav1+NwOKKTkxdmOkUJohZzAqurq8NoNGK320lNTdU8dvjwYaqqqhg0aJAmR0WIWJLzUggRd7xyF74DfmUwUON0+uQjZGVl8f4tt3Di3/4W9vyUWKqoqNBU8SovL2fcuHEx3KIWtCEhvzmaXBSDgWKnkyLUACkHKAX8hY1H/vMaVedeoZbnrg0+MAI1t2hgY3nusjdh5u+1FYWvvbbNuxVz3j8yQAQD8cWL1X5nLVm0CKZObXaV5nKT4vWHhOZiA08SJMnFqIgzcl4KIeJS40W3fds2Cp58kh0HDgBomopnZWXBzz+TuXcvy/AYTYCmKXsJ2Fcpqhew4RChIgouFouF/DFjqNyxw73MX4BUpRvIip75NGR0oe6+O3EOHBT0e+hQ+xYN6wNDe2unzlmt0akoHG1RC8RLS9WG0C1Zvjyo0chE+34EGyRJThIE1dhUiGiR81EIEZcap285zjsP2+HD1NTUUF9fr1mlvr6emr17saFOudIIItchHnn/Ul5eXq7JUXLn5sQLV/Nf7+lUrua/JSVtfguz2Uzx9ddrlr3UqQv6nmasvbLY0v84ZpueZrBSydU/LeSa75+hfMPAZl9Th1qme0BKU27RpcfDSX5yi0wm9dq9PQVIgcppR+T88pNrqKHTaXINW+Lql+SpPfRL6tAjSU6nk82bN5OWlkafPn1itIVCaO3btw+bzcawYcMwJOD8fSFE+2exWDjzzDM1o0guWcBK/E+5cgv0C3WEpoi1ltVqJS8vz2fqkHfgVFZWFh/FG5xOyM4OnG/i6pNUVdWmz9U9krS7C4ZeE+iU0Y30zJ5crdNjBGoPp/JQ6WwUj9/idXq4982mvkZ6nVqWe3gfGNQLOntvTrycC1HYjphMWXMF0+C/VHwII77tdSSpQxduMBgM9OzZE5vNBkC3bt3cTUaFiDZFUfj555+x2Wz07NlTAiQhRPvlr69ShKeItYarihegueDzLOaQlpZGSkpKTLbPRxSa/1b+aCF/8l3srH8WnBfi3KvHubeB3cq7LDStZzqw52BvTYAETVXofjFMDYxyejVTfS5ezoUobIfVavWpluhdLCQ/Pz/8gXhhoRoI+du/efNaFSC1t35JHXokCdQL0127dlFbWxv9jRPCj549e5Keni4BuxAiLnmOrmRmZrLDIy8ls29fduzdSw5QBgS8pPMeSXL9qu19SRIHeUxRb/TZlpGLMCbkezrmhGo7rNq8j1tv/oJ9X/wS34yNBlLy59G7Sx2Fh1OZ5zWSpDfAD1tgaEtpSfFyLkRpO0JpWByRCnFtON8SbqS1kRRuaBTsB+F0Ojl27FgUt0wIX506dZIRJCFEXHNd1LmCI5/CDdu3k+l0+hZuAP/TvaI0RSwhtHXkIgwJ+YfrYdcBdcCpchvo+0BdFzjqhN2Wwzx6RWcI0Gaz/+kv0de4mWtTU9nU6ypeeDWbhlCq0MXLuRDl7YhGIB6J94h5gNdKwcYGRKydbRAeeeQR5fTTT1d69Oih9OvXT5k8ebLyww8/aNY5dOiQ8vvf/17p3bu30r17d6WwsFDZtWtX0O8RbFddIYQQQgTn22+/VbKyshRAycnJUcrLy5WcnBwFULL69lVWgWJRf4Nvuul0iqLTKZbnn1dqa2ubXmz5cu16gW7Ll8dqd6PjjTfUzyjA56a88UbLr1Ffrygmk//Xcb2W2ayu5+HQMUX5zqYoJRsVZd5qRbl8jqLo9I1P0av3n1ylKDc+Hfjw6PUNSvmDC5Xad991v77Foh42iyXIzyBezoV42Y4wqa2tVcaMGaPk5OQoNTU1msdqamqUnJwcZcyYMdrvZQivbQlwgC0WS6teM9KCjQ1iWt2urKyMm266idWrV/PRRx9x7Ngxzj33XA4ePOhe55ZbbuHdd99lyZIllJWVsWPHDgoTrHSoEEII0V5YrVYuuugiampq3FNsxo0bR2lpKTk5OdTs3Ut+p07kGgxo6nKZTFiee468v/6VgoIC7Ha7utxffpI/wa6XiJxOdQTJ3+SeUKoCGgzw5JP+X8c1TWzePDAYOOqETXvhnU3w/Jfw4Ta1f9H+3bDk0aaGrUqDer/W1tTM1d/bPv+8jnH3XY3xwgvdoyshV6EL97ngdKqja4sXq3+DraqYiOdkM/vq3QTYVTHPc1qczWbD4fCpSdkio9EYcCqdyWSKqxGkUMW0cMOyZcs09xcuXEhaWhrr1q3jrLPOwm6389JLL7Fo0SLOPvtsAF555RWOP/54Vq9ezZgxY2Kx2UIIIUSH1VIxgzPPPJPdu3dTc+wY+ZmZlM6Zg3nECCzZ2eRPnOiugOVwONQLqIyM4N442PUSUbgKLpSUwK23+n3Imn46P9zwN5KHjqduC1T+BPUNvuvtsTQFSO63byy6kJcP9z0BD9+hXoPr9erbzZoVpnLc4TwX2jJ1MdHOyRb21WQy+RSC8FdBL57yhuJBXOUkbd26laFDh/LNN98wYsQIPv30UyZOnMhPP/1Ez5493esNHDiQ2bNnc8stt/i8xpEjRzhy5Ij7fl1dHWazueV5h0IIIYQISkv5DXa7nYsuuki9AEtLo/jeeyl66in/JY1d+R/btwceAWnvOUnhKLjgVWjgcKcubOydzU9JXVjx88U8WHsfiqJDp4fL7oQT8uvo3LmzT9PyWhs8dIk2UNIb4PvNMDxHvR+xZq7hOhfaWnQhkc7JEPY10Up1R0rCNZNtaGhg9uzZ5ObmMmLECAB27dpF586dNQESQP/+/dm1a5ff15k7dy5Go9F960gHXQghRDvQ2ilCUdTSFJsTN22i9OefyQEqbTZyb75ZDZD69/e9IDMY1F+8wbe5pdcUsXarrSMXjdP1jug7sTHjJN46dSp/n3A7vz7lCn4ztIgHf7oXRVE/S3X6nMILzyzh3//5N4cPHwaa+hZdORaeebbp4zYY4PkFTQESRLCZazjOhXBMXUyUczLEfW2vTV8jJW6CpJtuuolvv/2W1157rU2vM2fOHOx2u/sWd52whRBCiEBKStRfsCdMUEcWJkxQ75eUxHrLgtf4y7Z51y6KvR4q3r0b89q1vs9x9WwZMEC73GSKafnvqNm7t/kLbp0OzGa1PLOXY07Y/NE63u03jgVn38GykYVUpQ3jkN7AQaDWb88iHbU7DPx8wEG/Tj/zyxy44TS4+Dg4vh/MuB6qq9UieNXVQVSlC6e2nguhTF2M5HZEQ4j7arFYKCoq0qxSVFQk18oBxEUz2ZkzZ/Lee+/x2WefaX6ZSk9P5+jRo9TW1mpGk3bv3k16errf10pOTiY5OTnSmyyEEEKEV6BpM9u3q8vj5cKsOR6/bFuAIq+Hi4DSmTMxT57sGxQUFsLkya3vEZRIPHvTbNkC99/f8nPmzeOwYmC/A7Zb4YfNoPSGumQ4ZukK/Y/XrJ4KTAde7L6fgzSg/V3cSe/6FXz4yIMMG9Tb79uZTBEYKQpWW86FcBZdiPdzMoR9bc9NXyMlpkGSoijcfPPNvPnmm5SWljJokLbD2GmnnUanTp345JNPuPTSSwHYtGkTNTU1jB07NhabLIQQQoRfS9NmdDp12oy/4CKeNP6ybQHygUogByhGDZAqgfydOyl94w3Ml1/u+3yDofnCBO2BvyT7ZhxO7sabd33Ch5+Pobcdtm9pqj7nyi8ac3KK3+f2dtbzpyM/8EBOMfsqfw0YgHr69r2H8rcfwGyO40T91p4L4S66EM/nZJD7YE1K0gRIroDIu5hDvDV9jbWYBkk33XQTixYt4u233yYlJcWdZ2Q0GunatStGo5Frr72WW2+9ld69e5OamsrNN9/M2LFjpbKdEEKI9iNc1c1ibedOrGgDpFLA3PjXtTz/5pspGzeu412QBRot9GBlAN/pTyC5bwN2Uz/+svMO1t5/it91XeW5j3sji56pqVDnQK84GbhnK8N3fkuObRPJzqOcygvkcjcwBNjK22//t/2OGowfrw6BtVR0wc/UxYQT5L6mTJzYbEVKV9PXlBT/wXZHFdMg6dlnnwUg3+sf/FdeeYXp06cD8NRTT6HX67n00ks5cuQI5513Hs8880yUt1QIIYSIoETsy+JPRgYpQFrj3VLUAAm0gVJa376BL8g8p6LF2/SmtmhutBA4pk/isR53cm/dn1Ea9OhsDZzd4zPW7jwF0Pl9DjSW596h5+QLz2LY3TcwdPdGuhw95H68adrj9sabmofSbqdXuYouTJmiBgmen3c8FV0IhyD31di7N8uWLfNbkdJsNlNWVkZKSkpC9zSKhLgqAR4JwZb5E0IIIWKmtFQt0tCS5cvjeySpsXSy3WrFAfiME+l0WNPTSfn2W4y9/eTCtKW3TbzzOMaHOnVltzETp97AMUNnqvoN5YvUM7h/5R+9iix45xL50htg42YYloPP52cB8g0GKp1OnzyUdl/62d+5ZDarAVKin0veOtK+hkGwsYEESUIIIUSsJVJflpa4ppSB/1+2AxWgaGtvm1DEYLTq8KLX2fbHuVT0Pouvkk+hT4+f6Nmlzv34ln3ZPLt2up9nKniPJOn10NCgbvKCBV7V5xr3zfrtt+TNnUvljh2agMg7gb9d56G011FJfzrSvraRBEmNJEgSQgiREFobXMSjUH/ZdgWJgfKywhkkRnG06qgTqn6CTfugakMVFQ9/zZJvJ6GgR0cDl414lzGm9QDUHk7lodLZmpEkPU7OGb2X/1vT373s6qvh4YdbbuZqt9spKCjAZrP5jBi5AqW0tDSWLVsW1DSrlhoIR2S6llz4iwiQIKmRBElCCCESRnuaNhPKBW60phtGYbSqugZWrIeGxvLc9Q3q8tpdDTx0CZogSEcD9+bPc48orbGcwpLvLqQBAwacLLhxA9c+cxpr10J5OeTmwqhRwW9LuAKbcAdcQWnPUy9FTAUbG8RFnyQhhBBCEP99WUIRSunkaBSuiECZ9UPHwOpQR4wUBV56Cebf41We+yJ13T3b9Xi/s4KeQ/s7cVKXaobs3sj11yTzRG+FrfXZDLnkJEwDTwPUwCiU4MjFaDQGDFpCmWLncDiw2Ww+PXU8p+651gtLkNQeeoaJhCcjSUIIIYSIrWiMJIXpPQ7XQ2XjFLoaOzQ0XkXV2lBHihqa1tXp4d43oWea/8cN1FNNNiazPu5HC5trRhrWIhDRnHopOiQZSRJCCCFEYohGb5s2jFa5covKv4P130Fvkxr4eNpj0QZA0Fie2wojh8G5gyHjWZj5ezUOMOgVFly7DtO0fyfEaKF389Hc3FyA8FfJay89w0TCkyBJCCGEELEVjd42GRkhrVffANW16ohR5U+w8i21cau/qXQA/czqcs9ASW+AWefD0EHq/ROvhwt/5Sq6oMNkGt36/YkBs9lMcXGxO0ACKC4uDm8Z8fbSM0wkvOaL7wshhBBCRENhoZprMmCAdrnJFJ4cFNdolU7n89DhTl34IfMk1p0xmXVDxrNsKyxYB+9uhs37YO+upgAJ1L9LHlWoXWfBQAP9u8PwQTDjQTUwAjWee35BU4DkuTv5+YGr0oXM6VSnEi5erP51OiP2XIvFQlFRkWZZUVERFosl1K0OLMRgVohIkZwkIYQQQsSPSJZ99iizfkTficq04WzKGMGPfYfQoDfA5ZfD8cf7PG3LOnh2pu/Lvdr7t1yR8hnJTz7uDuKs1pbLc4dNWyrAhfjcqOcktYeeYSIuSQnwRhIkCSGEEO1ckIHVMSdULf2IzS+UUKnvg9PQmHWQaoSCAr8BEjQWXbhYQVGaRqHcRRd0O9QF0a641pZy5iE+12q1kpeX5xMQRawxbXvqGSbijgRJjSRIEkIIIdqxFkZE6hvgRzts2qvmFh1rABoaoKYGHA5ISYGsLND7ZiDogAGpMKynk4qR93Lz3j/jJAkD9SzgBq7l5cYVozy60ZYKcK14btB9kv73P4xffx2eUcD21DNMxBUJkhpJkCSEEEK0U14jIoeTkqnoM57vkk7C3MlK14duYdvwsRwJIk3HoIeMHmDQQZIeTKkwtDekJOMuH25lAFsZwhC2YmK774u0tdltsNpSzryVz22xMe3y5Rjvuiu8zV8jOfVSdFhSAlwIIYSIR3LhFx6NzWGP6Duxqs94VhrzWMvpvLvlPBT06GjgsvkfM2Z+g99RIgC9DgYaYVgfGNwLkgNdFTVWUjOx3X9w5LVeSPvQmnOhLRXgWvncZhvTfv45XH11+Ju/htKQWIgwkyBJCCGEiJa2JNpHU5wHcsec8PbTG1nW8DA15iw+rs5DsekBBXWSHCjoWfLFORy3fjs9T2uaHqYDzI2B0dDe0MXzSijQfkei4lpbzoW2bE+496UxWPVbZEFR1Ol7s2fD5MlxdQ4J0RKZbieEEEJEQ1sS7aMpDgM5qxV+2ARd+0NdF3hwNqz5nysgagqM/Pn9bZUMmZLDgBQY3geG9Ibunf2s2Nx+T54c3oprbT0X2lIBLtzV49oy9U+IGAg2NpA+SUIIIUSktfRrO6i/tofS4yYSXBfv3kn9rmlTJSVR2YzD9fD9Hiithtv/ClkD4ZfnwPiR8LeHYc3/oCkwChwg6XFywUkH+d0pcPmJMDK9mQCpuf1++201WALfPkuhNrsNx7ngar7bmu1py3P9keav7Z7dbscaoNCH1WrFbrdHeYuiQ4IkIYQQItJWrAhcTQzUi2OLRV0vVmIcyB11qhXo3tmkNnL9cBss/xqevFvbxPWTV1t6JXVbDdTzfK8/8atfn6AWXwgk2P2ePDk8zW7DdS60pfluOBv3dtTmr21p4ptAXJUN8/LyfJoGWywW8vLyKCgoaJeBkuQkCSGEEJEW7K/ob7yh/o1FDlAoF+9hmjZV3wBVtbB5n1qeu75B+/geS1OA1Dx1yp2Bev7KnziddWoFuhfnt/w5hrLfhYVqsNSWfK1wjry0ZXvCsS+gPsdkann63vjxob1ua0Qrly4Op6RGisPhwGazUVlZSX5+vt8eWa71AhX2SFQSJAkhhBCRFuyv6E8/rd5iccEVpWlTzsa+RZv3wbaf1BGkQPqZQafXBkp6PZz9K/j4PdcShSld3+OmQ39rKs1tNsO8ID+/UPe7rRXXwj3y0pbtac1z/QUi8+er0xJ1Ov/NX0OZvtda0QpcAuWTtbWSX5wymUyUlpa6A6L8/HyKi4spKirSNBcOSxPhOCOFG4QQQohIaylZ3lssijlEIAH/cD1UfAdffAPpA6FXf7DWqctb4irPvfIteOoeaHCq19kLFsC118LatVBeDrm5MOrUNowgRLvwQLgLJ0RTc4EIxK75a7SKorSliW+C8x45AtwBkmdz4UQgzWQbSZAkhBAiLgS6kAsk2hdcYbp4P+qEqp9g835Y9C94fa46EqTTw2V3wpiLAm+CXqeW5x7e2LfIVZ7baoWtW2HIEHUTwipSQUtzU79c5wL4H3mJx9GIYAKRcEzfC1U0A5cOXsmvoqKC3Nxc9/3y8nLGjRsXwy1qHaluJ4QQQniLZbJ1YSG8/nrwF2rRLubQyqpna9fCE3+DNz6C/21Riy68vxW++KEpQAL175JHodbW+MSGBqiuRvftN5h2/MDELCfXnQqFx8GJ/bT9i0wm9ZozIjN6wl3tDdSAIjtbvaCeNk39m53dVB0wnIUToiGY4hazZqnfqWj31opmUZQOXMnPYrFQVFSkWVZUVORTzKE9kSBJCCFE5MVDJaiWLlyjoV+/0Pc9mhdcIVy8Oxvg0qlwxhlwx+0w5Vx4YHZT8QV/RReUBthrBTZuJOOhP5L/pyv43cxxXHbp8Zw8Optu70bxWHhy7Xdmpnb5gAGhBy3BllEvLIRt2+Cpp2DmTPXv1q3xFyBBcIGI1QrnnBP971Y0A5dg88S2bGn7e8URz6l2OTk5lJeXk5OT485Raq+BkgRJQgghIisegpM46f/Tqgu1cJROdjqxv/ce1qef9hukanqdFBZCdbU6ZWjRIli+nCNbq9g4vpD3t0DJD1CyEe4uhpLXtG/zxftQ8736/11FFzzpDXBRQwXX3DSOK5f9jVN+/JweRw6oD0b7WPjjPZIUqpZGXBRFfdzpVPdz8GC45Ra1WMctt6j3Y7n/gbTmvI3W8YxmCXJXJb+WvPBCuykJbrVaNQFSaWkp48aNo7S0VBMoBeqjlMgkSBJCCBE58RCcxFMj11Au1HQ6NfG9raWTS0qwZ2VRMGkSeTffjMUrSPXb68Rg4Nj4fDafO5X3MvNZsMHAsm2waR/8WKtWp9v4pf+3q/pazS0aORQeeKJpxpXBAM8/28B5j16B8VCt7xNj2VQ3XOdpaWnzIy6gPn7VVbH/XoSiNQFGtI6nK3AJFOCG43vkGgn/73/hl79seX2rNbY9z8IoJSWFtLQ0nyINZrPZHSilpaWRkpIS4y0NPyncIIQQIjLipRJUPCVbB1vlLlwJ/I0X/1ZFIQ+oBHKAUsCs02F57jnyH33U/SvxJ8vLcKaY2LRX7Vt0rJkeRTXfw7xrfZf/+3245Bzo1km9rym6sLU0fo6FS7jO05ISuO462L+/bdsTjxXSQq3O6C3SxzOShTD8VfQLxqJFMHVq694zztjtdhwOh98y31arlZSUlITqkSSFG4QQQsRWNBOqmxMnydZ2ux3rzp1+iwRYAU2/+nAk8HuMoJlQA6Mc1EApH6hQFPJ//3sqq6oZdMoE/rxoDe/vNvHOJnXEqLkACSDrBDj9V9plV18NV53fFCC5dsVddCFOjoVGOM5T10V6WwOkYN8vQux2u/9pUwYD1vvuw64orZuSGOnjGalCGIFGGIMRjul9ccJoNAbsg2QymRIqQAqFNJMVQggRGfFyQRzNnIUA7HY7BQUF2Gw2dcrK0qXuX6ctqEFLWlISy667DuPll4enMpjXxb8Z+MjQiXPShrO9xwXkHzkFQ8pWsocq/GbGzdgUIzQzK8rVt2hAKuiAZANc8wZs/sajX9GoFrYpDo6Fj7aep81N52yLKFdI8zlHPXrfWCwW8v/6V9KGDWPZgQMYd+wI7cWjcTwLC8Nbgry1x9U1EtjWabL+tifa5dU7OAmShBAi2jrKf+zi5YLYlbPQUh+ccF/UeHA4HNhsNneSc2lpKebqaixvvEH+zTdTabNBVhaOu+7C2PiLrfcUF8/73lNc/E55abzIPqZPYlXvM1lpzKc+swtdt53LkS2/AHQcQ6Fb8q6AvwTrUPsWDesDQ3try3K7jBoVRHDk0sZjEZFpP209T1saiWole0oKDqs1alOc/J6jZrO2iWhODo6KCoxVVer5lZamDh/u2BGz75aGwRC+aX2tOa6tLRnfkuaa+MZjNcT2Qmnn7Ha7Aih2uz3WmyKEEIryxhuKYjK56lypN5NJXd7e1Ner+6bTaffXddPpFMVsVteLtDfeUN/Pe1tcy6Lw+dfU1Cg5OTkKoOTk5Cjl5eWa+zU1Ne51a2trlTFjxriXe95fvXq1kpOTo4wZM0apra11v67rvqIoSr1TUbYtW628f/IlyrTjlyo6nI277FSgwetQNCi/m1+nPLlKcd9e/1ZRNuxUlANHIvBBtPJY1NbWKqNGjVKysrI0n5Xrs83KylJGjRrl/gw06usVZflyRVm0SP3rec619TxdtMj/81p70+mU2gEDlDGjR2vOi9raWsVisfg93haLxf9+hyiUc9QtDr5bEdGa42o2h39/XZ+vv/MykT/fGAo2NpAgSQghoqUj/scuni6gAgWoDz7o/+I5AjwvQl03fxefFotFc3G6Zs0a9/2kpCS/ywflDFZWbdyhfLhVUf75uaI8We5U7rtwgUeAFPjW65RS5emyfcoXOxSl7nBEPwKVv2PRwgXmd999pyQnJyuAJlByBUiAkpycrHz33Xctv5f3DxNtOU+XL29TQOTv/SzPP69kZ2e7j/O3336rjBkzRsnKynLva3Z2dsCgqS2CPUdb/IwjETBEU7DH9amnIvfvhyuAb+78idYPTe2IBEmNJEgSQsSFjvwfu3i6gPIcUXjwwZiM6pWXl2suQMvLy/2u5/2rfklJiTtAMnQeovzh3nWKKe9epceZNynZFz+gPPLRT5rRoCdXKcqNd1QHcZ3XoJA8QcnJyVEsFktE912judEdPywWiztAcAVK5eXlPss0+xDKDxOtPU9bGokK9N533BHw/Wpra5VTTjnFfbyzsrKUzMxM934mJSUpp5xyivLtt99qzpFwHb9gz1GfzyGE4xn34mEkPNhAbfnyyG1DOxRsbCAlwIUQIhriqQx1LMRbHparapX3fwLDVXo7AE1+RyPv/iMB19cnkdRvCIbk2RypuQ61QG0Dvc/4lJsfPB1jbS04HJCSAllZoNdTa4OHLlZQFM+KZA2o2UbqsilTDvDllyNJS0tj2bJlcV2pymKxcOaZZ1JTU+PzWFZWFivLyjBXV2vzZbZv9/9i/kptt/Y8DVSC2h+zWc1ZKSwM+H5Wq5W8vDwqKytJSkqivr7e52UyMzNJSkqipqam2XMoVKGeo+1aJEuLB2PxYrUBd0vaUbnxaAg2NpAgSQghokH+Yxc/YtS/yfPiMycnh+LiYoqKijSd7L0vQp0N8Fbpl/z6pmfRdzsDXWeFg2uuA4+gR6dTuPeCF+hZ71FxLDUVCs4n84zj+f5D+MsfFZxOHQZdAwtu28zJlw6lfLXBXZEukXqdWCwWxowZww6PCmuZmZmsvv9+zA89FHqyfbh+mPCXXG82w5NPQt++IQde/oIVfyIVIAV7jrZ7gY6rK9CNpI7+41qESJDUSIIkIURckP/YxY8YHAvPkQHPi03vi9KysjIyB5iw1qm9ir6orOWJu79g/+dn4xo58tfi8OpRCxnZpxqA/vYdDNv1HcN2fUfqv1+GwkJtQ1f/7U4Sht8gqXdvVu/fT6su38P5w0SYR0zXrFnDmWeeqRlJMhgMOJ1NtdrLy8sZN25cmzYbQjtHA/XMabdiNRLeUhPfeGw8nACCjQ2kBLgQQkRDHJShFo1i0L8pJSWFtLQ0AM2v8f0zzbz8zkqm3zaXbulDWFLdh0471EaudrudF599g/2f/5amwEiPmibiOX3OyaeVr3Ddj7sY4bBhPFQLqM1prTNnYpo8GZPJoAmOEmnkyJNrut0Orz49O/bv50xgJYQeKIWzBH0YS1BbLBamTZvmM9XOM0ACKCoqCssIT6Bz1Gw2U1paSn5+PmlpaaSkpLTpfRJSOEuLh/q+8+erU/50Ov9T/ubNw37gQPhL4wsZSRJCiKiJ9fx2oYrRqJ6rx096polV38HKDXCsJ6T0U/9b1blzZ7p06QKo919Z+Ap7txo5uHa6n1dzAgb01NObG9jLy+QAZYAJNUAqAGxA6euvY778cvczXSMDiZCD5MlqtZKbm+vOR8rKymLx4sVMLSykZvdudRlQjvoZtCiOf4WPVU5SRPpQibZrZsqffeLE5psAJ+B3PdKCjQ18x+yFEEJERmGhGggNGKBd3qsXPPCA2i0+0TidatCxeLH61+tX7rjkGtXT6fw/rtOpFyBhHNVzNsBPipHvjpi4+j7I+wXc9Rt44GJY/Q6kpqa6AySAzp070717d3pmOtHptL9l6vUKmZmXcnzmVXxDNl82BkhpgOs3fgdqgFQJ5N98MxaLBdDmnNhsNhwOR9j2MdLq6urY7QqGsrJYuXIl48aNY+U995DVuM5uoC6YF4tU088wSUlJoWfPnu4AKSsri8zMTPfjSUlJpKen8/7775OTk+NuAGttY1Nbo9EYcCqdyWSSi+xYKSyE6mr1h5tFi9S/VVVQWOjTBLg9fNfjhQRJQggRTa7/2D34IPTurS7bvx/uv1+de15SEvVNstvtAS+urFYrdrvd/xNLStRtnjBBLUoxYULM9iEkriks4BsohfHiuUGBGjt8XAkvfAlv/gAV38HiuaA0qOsoDbDkUai1aZ/bpUsXbrnuKp5/YBLzn9G5N8VgUHj+eR1r1jzNqqsHcgLbMaOOIC0DXJewJqAUyAEqbTby8/OpqKjQ5JaUlpYmVG7JgAEDOOmkk9wBkns62IgRrEQdRToJGNDci7iYTHE9cutwONi/fz/19fXk5OTw/vvvk5WV5b7V19ezf/9+jEYjpaWl5OTkdNypcB2Fa8rf1Knq38Z/FEwmk/sccAVKif5djxcy3U4IIaItRuWn/bHb7a2bqhFH+9BqYaxadcwJVbVqsYUau3of1OwhT1vWwbMzfZ//4EK45Hzo2TiYlJoMxuSmx30KL5SUwKWXNr9ROh2W9HTyu3ZtN+Wc/U4Ha0xut1qtpNAUKLrpdOro7cKFYLPFRwn6Fvj7Xrr2XVEUn++lTIUTUro9eFLdrpEESUKIuBKj8tOBtKqiVZztQ5u0oWpVfQP8aIdNe6HyJ7XYQktqbfDQJU0jSaC+XXV1CFXnWvr8XXQ6WLqUivR0cnNz3YvDVQ0trrTDfD/JDxKhqqioaP/f9TCQnCQhhIhHK1Y0f3GrKGCxqOtFQaumasTZPrRJgCksgTgboLoWPtwGz6+Ddzapo0fBBEgAx+XAPY/hMX0OFiwIsSx3S5+/ywMPYBk1iqKiIs3ioqIid95Ce2GfOBHrggW++X4mE9YFC7BPnBibDWsDyQ8SobBYLB3iux5NUgJcCCGiKQblp1viWeK3srLS/UtkwKkacbgPkdCgwNHGaXN7fobNe2HLfjjkW2isWWndYVgf9WZMBkbA9Ve0oW9RkJ+rpXfvgI1B8/Pz2800HM3UtBUrMFdXu0cGLdnZ5E+cSNrLL0t1L9FuNdcEuD1916NNgiQhhIimYHuyhLN3SxDMZjPFxcWaqRrFxcX+/8MazX2IchNHV27Rlv3qFLp6fyNEDQ1QUwMOB6SkQFYW6PXoALNRDYbSu6urdu0EPTr7voTJ1IamrkF8rlYgf+5cKnfs0AS7nsFwfn5+u2gMqqnuNXGiuq+NVb48czQcDocESaLdsVqtPiP/7fW7Hm2SkySEENEUpx3UQ0r6jdY++CusYDKplenCmF/idOUW7YNt+1uYOrdxIyz7AOqaCk0PwMGw31zI0Esn0N1PQBR2QXz+9sxMCkwmbHv2dIjeKc39ki7J66I9a3XxnQ5MCjc0kiBJiA4syqMQQYuzJPNWXWBGeh8iXD2vQQFLY2C0dT8cCaa908aN8N//AgrptdsZtutbhu76ntQjjrBsU0iC+PztEyd2qMR/qe4lOiop8hEaCZIaSZAkRAcVpVGIVgtj+emQeQSP1qQk8v70p9Cq20V6H8JcPe+oE6p+UgOiXQfVAKneGXyxBQAaGuj3yN0M27iS4Tu/xXiotk3bFBaxPIfilFT3EkK0RIKkRhIkCdEBJUoPn1iMdHldWNuBgs6dsfXqRenataFP1YjEPpSWqo1pW7J8uVqRzo/6Blj1HazcAMd6Qkq/4N9eB5hSYXgfyDKCXgedyj+jy8S8Nm1TRMTraGkMyEiSECIYwcYGUrhBCNG+OJ1qEODv9x9FUQOl2bNh8uTYX0y6yk9Hi5/g0QgsO3oUx+7dmNauVUciGpnNZsrKypqfqhGJfWhl9TxXbtHmfVC8EBbPVfsR6fRw2Z0w5qLmXy4zRS26MLS3n2ILu7eHd9vDJdrnUJyS6l5CiHCLaZ+kzz77jEmTJpGZmYlOp+Ott97SPD59+nR0Op3mVlBQEJuNFUIkhvbUwyecmgkejYDJFTw6tck5Ee/H4nSqI0eLF6t/nU6/1dvsqBXbNDIyaFBgzQ87eeubgzz/Jby9CVZ93xQggfp3yaNqI1dv/bvD+Cy49hS44kQ4Jd1/Nbp4rUoo/Ff3GjdunE//L2swvaWEEKJRTEeSDh48yMiRI7nmmmsoDDD1paCggFdeecV9Pzk5OVqbJ4RIRB2kh0/IQgkeozUyEShv7Kmn1L+N1dvsQAGw29CJV/oNo7LPWWzoPZ7e9rPgIzuvLPwv3bt359dX/ZouXbqwx9IUILl3rwEMtfDLMZDa+J8RY5fGvkXBGD9es00+XDlJ48eH/jmINklJSSEtLQ1AM2LkWQY5LS2NlJSUWG6mECLBxDRIOv/88zn//PObXSc5OZn09PQobZEQIuHJL/7+xVvwGChvbPt2uPxyuP12eOIJ6g1JfNtnMLsyRrA/bTiFO8/gp28noaBHt1Kh16i1OHv/BMDRo0fp0qUL/czqFDvPQMlggGvOBlNaK7fXYFCLfkyZogZE/irKzZsX+ymczWivFbCMRiPLli3zu29BTRkVQgg/YjrdLhilpaWkpaUxfPhwbrzxRvbt2xfrTRKi4/E3JSpeuX7xd124etPp1LybjvaLfzwFj81M/bMqmSxWLucfr3Xh30+uYcHkh/j81Cu5OmMEKcf6sL8xQAJQFB37Pz+bHslmpl893Z2Ae3wO3Pt4U7xiMMCCBW1o3upSWKgW/RgwQLvcZIqfYiABuHqp5OXlYbFYNI9ZLBby8vIoKCjAbrfHaAvbxmg0BmyUGfEpo0KIdimuCzcUFBRQWFjIoEGD2LZtG3fddRfnn38+q1atwhDg17ojR45w5MgR9/06j4Z/QohWiPdS2t7awS/+ERFP08U8pv416HQc03cCYH6X2fzp4Fw1CLIAtyhc/qfTGDOyBqPDwcTNPfhXqfdve3rOGXcFwzJ7MLSPWnjBmAyMgOsuh61bYciQMARILoWFatGPBKso53A4sNlsPoUMvCvCORwOCSiEEII4KgGu0+l48803ufjiiwOuU1lZyeDBg/n444+ZOHGi33UeeOABHnzwQZ/lUgJciFYIopR23DaslB4yvuKkie2xRa9Rdeuf2Zwxgqp+Q6k3dKL2cCoPlc52jxI1bRvc9xb0TFMLLzx0sYKiNI0S6vUK32/RMTxHvd9ep5SFQ6uaBgshRDsTbAnwuJ9u5yknJ4e+ffuydevWgOvMmTMHu93uvnlPKxBCBKmlUtqA/Q9/oOC88+JzCk9hIVRXq31rFi1S/1ZVddwACWI6Xay+Abb9BO9vgQWGM/jfKZezJf0E6g3qKNKeg719AyQABfZZYUAK5A7cTZ+0+4F616vSu/ccunVSz732PqWsrVyFDFwV33JzcyVAEkKIAOJ6up03q9XKvn37yGhmznxycrJUwBMiHIKohubYvh2bolC5Y0d8TuGRHjK+ojhdzNkAn2+EFevVhq7d+jY+YM6G1FSocwBqwN2v+350NPgESjo9zDwPundWz6m9uyvJyvqEO+5YwOOP30BNTQX5+UsoLS1Fp9PJlLIWmM1miouLyc3NdS8rLi6WAEkIIbzEdCTpwIEDbNiwgQ0bNgBQVVXFhg0bqKmp4cCBA9xxxx2sXr2a6upqPvnkEyZPnsyQIUM477zzYrnZQnQMQVQ5MwGlc+ZoepFUVFT49CwJlFAtYsQVPE6dqv4NQ4BU3wD2I+qtxg6fVML0+yH3ZLizCO6dDKvfaVxZr4cCV2VTdepczy51XDbiXXQ0laTT6eCF56FHsrYPzsqVrzFz5ghWrnxNc+4BPr1x5HzUslgsFBUVaZYVFRXJrAshhPAS05yk0tJSJkyY4LP86quv5tlnn+Xiiy9m/fr11NbWkpmZybnnnstDDz1E//79g36PYOcdCiG8lJaCn++nj+XLsQwerPmlHpApPPHA6YzoiNExJ1TVwuZ96t96j5LbtTZ46BJtGW6dHu59U80v0gHmLV8wbN69ZG1cjU5poJPzGPv6jmDVtH/A6NGMHavOBHRNo7PZbD7nlGuUKC0tjWXLlmE0Gn1GjkDOR5CcJCGEgOBjg7gp3BApEiQJ0UpOJ2Rnt1wNraoKDAYqKio0U3jKy8sZN25c9LZXaEWoKqGzAVZ/Dys2wDEj9Ojnf70t6+DZmb7L73sZLjkfhvaG7p0JOpALtSCDnI9aVquVvLw8n4DIO3AqKyvr0CNtQoj2T4KkRhIkCdEGQVZDk1/u40wQVQlDCZQaFLDYYdM++NcrsGiuOkKk08Nld8KYi3yf428kyWBQa2lE+hpczkdfoY7GCSFEeyVBUiMJkoRooxZKacf9FJ5wTzmL8BS2NnONAAYquuE1AujtmBNqD6vlFA7Xw5b96u3QsZan0LkcPnyYHvpD7P68F3/9k7pJroau550X2TLccX8+xpCURxdCCAmS3CRIEiIMAgQGcT+FJ9xTzhKhsW4IuWSuyn/1DU25Ret+gF010M+sDXwg8BS6B16BwvNhUC84fMDOhRdewJ7dOxsrzpndDV0VJbIjFnF/PgohhIi5YGODhCoBLoSIkQCltFNSUkhLU6+kPX+hd/VjcV0Qp6SkRHNrVYGmnG3fri4PtS9QuF8vUoKoSgjg3LGLmp/UKXTbfoKjTrX63JJHA0+l62dWl3tPobv2HDA11tOp/dnBnt07NWW48/OjU4Y7rs9HIYQQCUVGkoQQbRKXU3jaOOUs4q8XSc2MJDXodFh7Z7MpfQRb73uKw1mD3Y8FM5Wuf3fY+H8w907tFLprr9W+TyynvMXl+SiEECJuyEiSECIqjEZjwIvOmE1pCqIRLhaLut748S3nGIXyerFuXjt+PJhMHNu5mz0p/anXJ1Fv6ER13yFsTj+RQ8k91EaupkGap+2xaAMkUO/X74Fxp8HwPtCzC3AS3HAF7il0/g6x58hNZWWlu8pcNHKC4vJ8FEIIkXAkSBKio4j3ggPhFOSUM95+G4qKWs4xCvb1gl0vQuoboNpuYNPcJVT+6z3qDZ1QSzC4NFa3KyhQG7p6SAswle7G88A0QPs+JlPLFerMZjPFxcWaMtzFxcUdtmiCEEKIxCJBkhAdQSIUHAinjIzg1ps3z3eZvxyjYF8v2PXC6McaqPgKnL3AnqzmFjFkDEw1wrIPoK6uaeXUVDVAOv74pk3uAcP7wtBTwfw83HCDdipdawdfLBYLRUVFmmVFRUUdurqcEEKIxCE5SUK0d2HumZMQgmmEq9er6/njnWMUYmPdSKuxQMUG+LQCXnysmZ5FDQ1QUwMOB6SkQFYW6PWkdYdhfdSbMVn72lZr81PpghFqTpLkEQkhhIgWKQHeSIIk0aElUsEBl3BNC2yuEW6w/+x5lMkOtrFuuB1zws4Das8igBdehL/d5Zs/BL6FFnRAl07q/0/pDEN6w7De0Ktr2DfTLdQy3NLkVAghRDRJ4QYhRGIVHIDwTgssLFQDF3+vd+ml/qfaefPMMWru9Rob64ZLdQ2s3AANvaAuGY41BkS1tsABEqjL91nhxMFqoYWhfaBbp7BtVlBCLcPtcDiw2WyakuHeQZVrPQmShBBCRIuMJAnRni1eDNOmtbzeokUwdWrkt6c5kZoW6G9kasWKkBuuNvt6YRiFczaApQ7mPwvz7/E/hS5QM1cXvQG+2wTHDY7cdgaj2elzP/5IyjffYHQ43Ntl2bEjZiXDhRBCdCwy3a6RBEmiQ2umZ46Gv2AgmqI9LdDphP79Yd++6LxfAA0KbHfA5r2wZT/s3NF8ryJ/vYxcND2L4rVQRzPbZRk1SjNyBNEpGS6EEKJjCTY20Ad8RAiR+Bp75rhHY7zpdGA2q+vFUijTAsPh7bcDB0iu95s3L6wB0jEnVP0E3+xWb6XV8OJ6WPo9fG2DQ/WBexXts6o9igYNhN/dr44Ygbp5jz+uxrjV1R4B0pQpvp+nq2pfSUnY9ikkLWyXee1aiouLNQ9JyXAhhBCxIiNJQrR3MSo4EJJgpwXecw+ccELbpo+1NGoF0KcP7N7d5iDJ2QA/2mHTPti2vym3KBB/I0V6A2zcDMNympYFrEAXq0IdLU3tC2K7LOnp5HftKiNJQgghIkpGkoQQKlfBgQF+OoLGQ4AEwfcXevhhNZiaMEG96G7NqEhLo1agjjK1ctSqQYEfa+H/tsGCdfD2Jvhhb8sBEqhT6rxHip5foA2QQD10+fl+SnRHe0QO1GOQna0ek0DHpoXtsigK+Tt3unOQysvLycnJcRdzsFgs4dteIYQQIghS3U6IjqCwECZPjlkif4tc0wID9SHyx1/T12B4VqwLx3qom7z2B1ixHo72hC69g98cgH7d1J5Fw/uAcQzcd00rexVFYN+aFajYhvexaeb9rEA+UAnkpKW5R45clfBcgZKrZLgQQggRDRIkCdFRGAzxUebbH4NBLSowZUrwfYwURV139mw1AAw24At21CrAevWNU+j2HwIUOHAMXnkZ/v2XZpq6NtIB/bqDQQdJeshMUQOjPt2065lMrWzk2sZ9C4nTqRZh8HesvI9NM++XAjS2daL0H/9osWS4EEIIEQ2SkyREexTG8s/NlnO2WklJSQlf/xp/1c+CEUp1Pld+TKBRKz95O84GqHHlFv0ER51Nq/vLI/Ju6pqZoo4UDe0NPTqHtmshacW+tVoolRPHj292u+yAIyMDk8Xis11hP8eEEEJ0aJKTJERH5ZEjYp82DWuA/B2r1Yrdbm/2pex2OwUFBeTl5fnkhVgsFvLy8igoKGjxdYJWWKiWaVu+XO3ddM89wT0vlOljrlEr8K3657o/bx4NegM1dlhUDrc9DwtXwMa92gAJAlekc+6F8Vlw7SlwxYlwSnqEAyQIet/CMs0ylKl9LWyXUafD9PTTfrfLZDJJgCSEECLqJEgSoj3xKLNsBwqAPMBitWrKPwcb4DgcDmw2m08CvcViceeL2Gw2HA5H+PbBNS1w6lSYODG454Q6fSxAMQvFZGL7a//j01MKeeFLuONR+PVZMP9GdbRo9Tu+L9XPrI4cee/CjHPh9ExITfbz/k6nOhKzeLH61+n0s1IrRatQR6hT+xKhgIgQQgjRSKbbCdFeeJVZtqIGSJVADlCKmudh+ewz8idOdFcSaykh3jMgysnJobi4mKKiIvf9iJZojuD0sfoG+HG/k12rvkHZv58jvfpSmTmCA/VqxNPcNLpeaZDeA7okgV4Hq9+Fx/6kbq6mqas/0Wr0GsYplwFfvzXHJtLbJYQQQjQj2NhAgiQh2gs/OSIWPCqHAcVAUWYmlTt2hBTgeAZKLlHrYRPGPk+u3KLNe51s/fJHjtYdhJQUyMoCvXY4aMs6eHam72s8/wZMvdB36lzA3kX+9sX7n9146lkVikTowSWEEEJ4kCCpkQRJosMI0JDVM1ByaU2AU1FRQW5urvt+eXk548aNa/XmhsTf6IvZrObXtHAR3qCAtQ4274Ot++HQNxth2QdQV9e0UmoqFJwPxx/vXuRvJMlgUFOmWlV5LlaNXiOtDcfGh4wyCSGEiDAJkhpJkCQ6jGaqjVUAuR73Qw1wYjqS5BLCBbSiwA4HbN6vBkc/H2t8YONG+O9/Ae9/9hpHPi6/HI4/nj5dYXhfWPMO3HpzkNPoWhJKNbh4LdUeSDiCm2hNQxRCCNGhSZDUSIKkIMivt+1DgByRto4keQZI2dnZPPXUU9x2220+OUkxKdXsdFL/2Up+tDqwGLOoP+FEnDoDFjs4jnqt29AA8+dpRpB0ikJGrYXUQ7WAjp7dDQz9cDF9U5rO/6Cm0QUjwEifj0WL1KIVHUl7m4YohBAibkmQ1EiCpBbIr7fti1eOiE9O0l/+QtFLLwVddMFqtZKXl+cOkHr36kXt7t0smjGDac89585tWrx4MVOnTiUtLY1ly5YBRLS3krMBLEs+ZPOz/2VrUj+OdOqiPuBn2pxbdTW8uhCA9Forw3Z9x7Cd35FyxKsyX6RGcloYSbIDDsDk5/29P7Oo9q6KtPY6DVEIIURckj5JomUe5aI1tm/XlIsWCcSjzLIVjwDJYKB0wQLG3XUXpaWl5OTkuMt6W5tp3JqSkkJaWho5OTm8PmMGtV9/TeWOHUy77z4W7dhBjsGAUVG44oor3OXAt2/fHpHeSg0KWOrgk0p44V/f8ObC1XzX1dwUIAHUOdTpdBs3+jy/3/drOXPTx1xTNp+pq1/itOrVvgEShNZzKRTjx6sX+959gqCpXLvBgCU7W/OY92cW9d5VkbZiRfPNgxUFLBZ1PSGEECJKJEjqqJxOdQTJ30Cia9ns2eHt3yL8C3fPnMaGrCnvvkvakCHkZGZSunUr5uuvB9Qy4K5AKS0tjZSUlIAvZTQaWbZsGWV/+hNnzJlDqdNJDmrgNQ34m9PJT1VVVFdXu0emUlNTw9ZbSVFg3Q/w1GJ4fBks/R6+3tXAoQ8+wjeviKZly5ZBQwO9u8JYE1xteY9fP3Q5o6rKMR6qbf5NQ+25FKxmGqo6ABtQ6XSSP3Fis59ZTHpXRVIoTWmFEEKIKJHpdh1Ve04iTyQRnu4YlmlZXtOh/OY4AaXPPot5xgx1nVb0VnI2wI92qPoJDtWry5b+B/71sFphTqeHy+6EMSdXu6fNecr8qYa0OvVCutuRg+Q8N5e+5+Sia2hhOpcnszny07oCVIOz3HMP+Y8+GtRnFtPeVeEm/xYJIYSIIslJaiRBUgCSRB6SiOSAJEqyup+LWJ9qecA4gDfecG9zMBXxGhSw2GFTY3nuIx6DaAGbuc7dSM/lrwOQXrudYbu+Zeiu70k97FHSG5rO3WAvwr22P6ICFEsJpYpg0OvGe2GWCDYMFkIIIbwFGxskRXGbRDwJdkpRpKYeJRBXDojNZvO5AHVdqLoKFgQdKLU03VGnU6c7Tp4c+wtDr2lOFqDIa5UioBQwe2yz2WymuLhY01upuLgYk8mMtU4NjLbsh0PH8GuPRRsggXq//lAPcjd/wvCd3zY/dc517gY7TWv27PAHSIECFIPB76hIoM/M36hQUOsmQmEW1zTEKVPU895fU9p582L/PRBCCNGhSE5SR9VMEjmgLjeb1fU6uIjkgCRSsrpHoOxdLa+88W9l43KLxzZbLBaKioqAAUA++pTTueqeF3h8eS1LvoevdwcOkAD6mdWRI08GA9w4PZMzjlZjPBygMIH3uRtsoD95cnDrBaukRB0hmTBBHbWdMEG930xBlKbPrElRUZFPgYag1k2kwiweBUc0TKb4GVEVQgjRoUiQ1FE1k0Quv95qmUwmn4pwFRUVmpyQ0tJSv1PxAkqkZPXGgFpTLQ915Ghc41/PQOnHb76jYuNOzvrtQ1gb7gJqgOU0ONawe8/FPPPiq81WXstMgTMGQMGpcPdjTaegq5mraWCI524sfhBoRYDinWdUXl6uOec8A6UW162uTrzCLI0FR1i+XJ0quXy5OsVOAiQhhBCxoLRzdrtdARS73R7rTYlPb7yhKCaToqiXTurNbFaXC42amholJydHQS2hpgBKTk6OUlNTE/qLLV+u/cwD3ZYvD9v2//jjj8rnn3/u97HPP/9c+fHHHwM+t/Zf/1K+A2UMKDmg1HhsowWUr3U6ZVCfQcoJw6Yrv7nlB2XA5BeVlPy/KeDU7pLOqaTk/00ZOHWe8sCHduXJVYry5CpF+c/XirJ2u6LYD/u+t8WifgwWi9cDoZy7b7yhKDqdevNc37UsnOd7fb3vdnm/p9msrufeR4v73PI8pzzPuZycHMVisQS3bmamYony+SWEEEIkgmBjA8lJ6ugKC9VpRvGc2B0nQskXaZFrdKOlZPUwjW7U1NRw4okncvjwYVauXMno0aPdj61Zs4YzzzyTLl268N1335GVlaV5rt1up+CZZ7D17887NhtGRcEEfM7pLOoyidfT99J3UDLH7zmTD76dxPeb9aAbSsrw9fgMVit6uumz6N69lgxjJ35hgmF9oGcXAjKZ1JuPUM5d13Quf/k58+aFd7QilKmUjXlJrn5UgCbvzVWu3ZX35irX3uK6ej2BC7t7iIeRSiGEECIOSXU7IYIUSuWxoLimZIH/ZPUw5mKsXbuWcePGUV9fT1JSkjtQcgVIruUVFRWMGjVK81yr1cpZ+WdjcehJH3A2hTYzy3+6kG9+HgHoAIWu/b/j8O4TUDyDIp2CDp1m1/R6eP69fZx9aicG9Y/B9zEald5aWTkylAqKLa67YQPGSZNa3gYpqy2EEKKDkRLgjSRISgwRKbEdRhHrSxOgZ07YRzfAJyB6+umnmTlzpk/g5OJsgM83wor1sM9g58V5a9n/+dn4T2VUUAMmratmwOIXoMGpxiLPPQe/+11Ydyv+RKjvT0jfkQiU1Y7376gQQggRDAmSGkmQFP8iUmI7jKxWK3l5eT4BkXfgVFZWFlrxBpco9rHxDJRcPAOkBgWsdbB5H7z6CvznkcZGrjpQ/6kIUPzAD4NBzcMH2LoVhgwJMG2uvYlQgBLydySMI5Xx/h0VQgghghVsbCDV7UTMtbXEtt1uxxogB8RqtTZbSS0YrnwR7xEjVw5ITk6OJl8kZK6eOVOnqn8jmA82evRonn76ac2yf/zjaQzG0Ty5GB77AP6z/jDvr3K4AyRwXWM3HyDd+kc/lega84ny8ztIgAQRqRzZqu9IGMtqR6QMvhBCCBHPIlxAIuakul1i8K7iVV5e7reCl7faffuUMSecoOSkpSk1r7+uqRhWU1Wl5GRmKmOGDFFq331X81ioamtrFYtPeTWVxWJRamtrW/3a0VS+arWSnHGC0jl7lpKU+YqSPPROpevw1xWdrkEtvKZvUDLGlyn9z14aVPE99dagXH21+voBK9F1RGGuHNna74hSX68elEWL1L+t/B60+v2FEEKIOBJsbCDT7UTcCLkwQkkJ1ptuIm/XrqbeGCclDwAA8lJJREFUPenpmP/5Tyx795L/+99T6XSSA5Sh9jti/vwO13fF2QCWOvjXu5U8Nv9TjljHUr/7BFxFF1QeIx66BrqPfpGDq3+HdrC5oXF9g8f918nMfJ3Vq//RupysOBW2/JswT6UMe/GQBHt/IYQQoq0kJ6mRBEmJpaKiQlNiu7y8nHHjxvmu6Mq3UBQsaJucFgNFaJuemiEiVePiVYMC2x2weS9s2Q9vvvwT//esETXoaTm3qP+4l9i32Ub93j+iBkX1wA0YDJ/w4IP/x7Bhwxg4cAdTp45ve06WHy0GKd26Yfz664jkccV7/k3Q35F2+v5CCCFEW0hOkkg4FouFoqIizbKioiJ3/oOb06lWhGuM782ogVAOamCUi58ACZqS12fPVl+jnVEU2OGA5dXw4npY+j18bYOdO+Cj53rS9HVvPkAyGOCFP52KqcfzwEDUEDSbpKR/UV7+OnffPYzLLoMzzsgMT06WF1eQkpeX53PsLRYLeaefTkFGBvYJE9RS2xMmqIUSSkrC8v7xnH8T9Heknb6/EEIIES0SJIm44F0prry8nJycHJ8LVcBvs04z6giSp2I8AiQXz0aeCczZAJU/wUeV8MZG9fbyBnj9O9iwCw4ebVp3jwUUpbnASEGnVwNIgwHmzt3P7NlT6N69O7AddbLidpYsWaIpEQ5q8YqysrKwjqo0G6SMGkXl7t3Yjh5FE6Js366OLIYhUDKZTO7gz7UNFRUVmvOztLQ0bKNmwQrpO9IO318IIYSIJpluJ2Iu5BLbfpp1ek65c/EZSfLk1cgzmmW4W8tVnnvTPli7EazV0M8MPdOaf16tDR66pKlSnco15U6hR483+OSTcfz8cybdujVNoUtKStKUCo9V7otPXyoCHNdWlNYOdhtcvD+DaPUOingZ+jh/fyGEECJcZLqdSBghl9jOyNA83zsnqZymqXf5jY/78HyNkhJ1ulaEpm+1hdIYGH1SBc9/qY4Yvfgi3HMRPDtTDX5WvxP4+f26wQWnwfx/astz33WXjvvu+4nMzEs4cOAypk4dT+fOFT4BUqxGDDyPfWVlJbm5uc0HSBD2UUKz2UxxsXZ8sri4WBMgNTstMC+PgoKCNpeghyiUoY+D9/cp5e90qo15Fy/GumQJ9v3727gXQgghRPBkJEnEhZB+kfdo1mlVFPLwzUHyDpzKABP4jjZ4FIDQiGGRB0WBXQdg8361qesBj6lz/kaFdHq4982mEaVeXWF4H/XWu2vTelarb1NXf6MlngFSrEcMfIoEAC2WCPAeJWyllkaSoj26Eq1Rq1i8v0+xjLVr1bxDq9X9XU7r3JllL76I0SsnSgghhAiFVLdrJEFSO9UY3NgVhQLARmOApNO5Ax73xRWwDDA2Bj72V1/FMWECpowMNdjy+PXaCqQA7ks9szls07f8cTZAjV0NiPYfUjf952PgOOp//S3r1BEkbwuWwuhcyEhRR4+8e5g2xzsQOfHEEzl06FDMK7v5DVJoZiTJZflytXttmN7bZ7pfMwFRoPVE8zQBZ//+lO7eHfjHjjfeaNsPFwkwtVYIIUTkSJDUSIKkdqykBGbNwm614qBxpMhshnnz1MdnzVJ/4aYx6DGbsf/lLxQ884z6i/XcuZivuML9cj5BleuBMFx0e3LlFq38Fj7/BoyZLecVufgbSTIYoLq6aXQoFP4CkezsbF5//XXOOOMMn/WjMWLhvV3RzkkKdYRIegeFh+bzJUAp/7Ye48Z/MzSFXzpo/zQhhOioEiIn6bPPPmPSpElkZmai0+l46623NI8risJ9991HRkYGXbt25ZxzzmHLli2x2VgRfwoLoboa4/LlmBYtUoOZqip1eeNjpuXLMXo85pgwoaly2s03u/OVPH+xtoG2ctrbb7d5UxUFttfBp425RXc8Cr8+C+bf2HJeEUDfbjDODLecCy88r80vWrCg7QGSZ+5RdXU1U6dO9Zt7ZDKZIh4gWa1Wn0py48aNU3Nf+vd355pp6hu6hs7mzWvzqECo+Tct5S6J4JjNZkrnzm2+lH9b8s5cU2u9KmOGszKiEEKI9iOmI0kffPAB5eXlnHbaaRQWFvLmm29y8cUXux9/9NFHmTt3Lq+++iqDBg3i3nvv5ZtvvuH777+nS5cuQb2HjCQJb0H9Yu35hH791Kk5IV58KwrsPggrvoXVX0GPDHXEKJi8IoCeXZpyi/p00762v/yiUMRztbIWm7mOGkXaTz+x7OhR7bTIefPCNhoQSv6NjCSF0eLFVEybRq7HIr95aKHmnbnyGL0DJJcwV0YUQggRv4KNDZKiuE0+zj//fM4//3y/jymKwrx587jnnnuYPHkyAP/617/o378/b731FldeeWU0N1W0I64RAdeFreuCLOA0rj171F+um5ly52wAS2N57p0HoKEBjjXAp2/AkkfVgEinh8vuhD4DvMtxq/czj8L4wWph7j7dms8tMplaFxy5uEZLAL+jJa7co0hVS2uO0Whk2bJlfoMUs9lM2RdfkNKtG8avv45YXonRaAw4Yua5Tc1NC8zPz5dAKUQWgwHvsgxF+PleelW4bJGf3moaniNUYZxaK4QQInHFNEhqTlVVFbt27eKcc85xLzMajYwePZpVq1ZJkCTaxDVFyrNggd/msy47d/oscuUWlTfmFqV65RbV2poCJFD/LnkUZr2gBkzeeUUXjAFTv8YFTieUaZPL7QcOhF5dLECSeouBSFlZVHKPAgkqSInxxay/aYHeAXh+fr70DgqSxWIhf84c94iu5whvPl45SePHh/bifr6/bVpPCCFEuxe3QdKuXbsA6N+/v2Z5//793Y/5c+TIEY4cOeK+X1dXF5kNFAnNYrFQ5FVK2O8v1i6Nv1wrCnzxA6zYAEeNsH6l70jRmIvUp+yx+B8xGpoC856GW29WYxifvCI/yeX2zEwKevTAVl8ffNW5FpLUgx0tEf7F82hcotEEnK7qdjodpYrizhXMB8oUBVNr8s6CHXkKdYRKCCFEuxW3QVJrzZ07lwcffDDWmyHimCuvpXL37sC/WLtW1ulQTCZsp4xn04/w0ktQ/JfGoEgHCjT+T9NI0XFj1BGlfmb/I0YXjVVjlcJJfvKKAvRtcuzYgc21jR7TuLzzYRwOhxr4BOr/5EpSj0H/p/Ym3kfjEolPwNnYJ8lstVJKU5+klBdfbN15O368+iXbvt33OwFNOUmhjlAJIYRot+KmBLhOp9MUbqisrGTw4MGsX7+eX/ziF+718vLy+MUvfsH8+fP9vo6/kSSz2SyFG6Ig1s0ug2G1Wsk7/XR3gFSKV/NZnZ5BfQbxl/QTOdB3CMeSOtNw1a85dtyJfgsu+PPcUjjnbPX/v7sYbv+DdsTo2msDPLGF5HILkG8wUOl0Nt+TR5LURQLy+ffDY6qoNSmJlIkTMfbu3fo3cP1wANpAKYaNo4UQQkRfQhRuaM6gQYNIT0/nk08+cQdJdXV1rFmzhhtvvDHg85KTk0lOTo7SVgqXFiuSRbEJaXNSunUj7aefgKYAqUGng15Z/CV9BHPST6Br525UA11SjVBQAMcdD/ifPufNYIALRoOpl3p/9u9hykVBVqJrIbncDJQ6neRnZqoFJxrzqXwqqUUwST0RAmGRmHymfxoM7vMzLJM/CwvVQMjfFNQwVkYUQgjRPsQ0SDpw4ABbt25136+qqmLDhg307t2brKwsZs+ezcMPP8zQoUPdJcAzMzM1ZcJFfHA4HE39h4KZDhYjxq+/ZtnRo9QBhp4mlvTJY3WPcfTodZieXeqYDnQGupxXAGecAfqmVmL+ps/p9Go1uoaGwD2Lgq5EF0TSuBkovv56ch94wL3MpydPhJLUEyUQFiKgwkKYPNlvMRMhhBDCU0yDpC+++IIJEya47996660AXH311SxcuJA//vGPHDx4kOuvv57a2lrOPPNMli1bFnSPJBFZnqMKJpNJU9XrzDPP5IUXXuDGG2/UTAeLRUEAz5k1NutPbB52DpszTuT/9k1gybeTUNCjo4HLRrzLGNN6dcXu3TUBEkB2FvxxLjxxl3b63Hnnta1nkVsQSeMWoOj55zXLioqKtEFLhJLUEyUQFqJZHiNUQgghRCBxk5MUKdJMNjICjSpYLBbOPPNMampq3OvGorGmqzz3pn2w7Sc4dKzxgepqeHUhtYdTeah0NgpNgZCOBu7Nn0fPLnWk/24qw8YNJ727+ljXTtCri5q+0NZGrgG5cokCJJeHnJPUUpJ6K3KSmusLJA1UhRBCCBHvEj4nScS3QKMKAPX19Zp1faaDRYiiwP9K4X8fg3E49B/mZ6WsLEhNZc++PpoACUBBT/rmaqZ1W47x4nshQPzQ1kauARkMannuKVMaS+c1BThWGgtLNAZILfbkCfA67iT11pRRxk8j3kB5UUIIIYQQCUzf8ipC+HJNr8vJyXFfoFdUVHDmmWeyY8cOzbpFRUVYLJaIbIeiwE4HlFZD7kUw6Wx47hF49GpY9JCfJ+j1UHA+/brvQ4e2CoOBeibteBPjow/GLkfBlVw+YIBmccqAAaQNG+YTjLiClpycHG1PngCvg8nU5iperka8nqIVCAshhBBCRINMtxNt4p2P4pKVlcXixYvDOhVLUeCIU/1bdxS27FOn09UdgZrvYZ6f0tqzX4KsE7TLjMkwbOMK1t76KXfsvhsnSRioZ0GvOVz74tj4qHLlUf7YlVxuP3Ag9Mpyfl6nrQGgv2MuI0lCCCGESATBxgYSJIk2q6iocE+7AsjMzGT16tVqUn91Nfm5uVTu2EFOZiZlFRWYBg4M+rU9c4u27ofD9f7XK10M7/zdd/mv74BZsyHLCAYdJBkgtXPjrDOnE2vJ52z9+meGnNwNU+EZUuWqBZKTJIQQQohEJjlJokXh6HljsVgoKirSLEtKajytSkowz5pF6Y4d5ANpO3aQMm4c/OMfzY7WWCyw6itQekNtMvx8LOCqbjkj/S//w2VwemaAJxkMmC4bi+myll8/XBK5z5DVatUESC3mRQkhhBBCJCjJSeqgXNXp8vLyfPKFLBYLeXl5FBQUYLfbA76G96jChx9+SFZWFjU1NeSPGoXl0kvBasUMlAHLAOPOnWpBgZISzWspCuw6AH98DAZmwxWTYOp4+PSN4Pbn5FPh/CnaZVdfDaNGBff8aAjHZx5LKSkppKWlBZ8XJYQQQgiRoGS6XQdltVrJy8vzGRXwDnwCjQoE9XzU4Mj72Q16PY6c41E2fMVhxcDW/bB5H/xogYcu8W3Weu+b0DPNdx9Sk2F4HxjWB/p1U6fQrV0L5eWQmxtfARK0/TOPB4k8EiaEEEIIIdPtRLO8m7/m5+f7zS8JdLHuGlUAtKMKmZmU/vrX5P/5z6QBrjGFBp2OtcbRrOg5gaMDetA15Si8a1H7+TTaY9EGSKDe32uFYYPUYGhwL0g2gF4HXZKaKlq7jBoVf8GRS1s/83hgNBoDBkHxvN1CCCGEEKGQkaQOri2VynxGFUpKYNYssFpZywB2MZT01IMcGNCHVxp+y783TUFBj44GLhvxLmP+kAMnneR+vVqb70iS3gBfbYQRQ8O6223WlhEVqQ4nhBBCCBEbwcYGkpPUwbWl543RaNQGSFOmoFitPNXlVsbwIxexnNF1q3mq4RZ3gARq09Yl306i9mhPzev1TIOr71EDI1ALzT2/ID4DpLbkFkmfISGEEEKI+CZBUgfnrzpdsM1fGxTYcxB22Z2s/dMr/CNzNvf94nFuO/w4DaiRjoKe9zad4w6QXBT07FXURqepyXBaBkwbAS8/AD9Ww/LlUF0N1/rpfRRrDocDm83mnjLn+qw8R4hsNhsOh8Pv89vymQshhBBCiMiT6XYdWGt63jQosN0Bm/fClv1wqB5Wv7KXJc/3bgyEGvAfe2uXG/QNbKvSYzKBIQFD9db2C5I+Q0IIIYQQsSPT7USz/PW8GTdunLuUs2uUxGq1oiiwwwGl1fDielj6PXxtUwOkWhsseaGPx0iRHtDG3Xqc3NT7OQyonWAN+gYWPK9nYFZiBkigLXtdWVlJbm6u5rNMTU3FarVqnuP5mWdnZzf7mQshhBBCiNhJ0EtU0VZ+e944nZi3baP0llsw9z+NTj0u56V3+3Dl7fD4Eli/Cw4e1b7OHgsoileJOXToUKsvGKhnAdfz9P6bqL5/Ics/dlL9oz4up9GFKlBuUWpqqt+cJVcxh6SkJHr37u3+9UL6DAkhhBBCxBcpAd5BGY1Gli1bhsPhIHOAiXXPLmfzY28y0L6edztdhNX2OcpuPQ/8vmlU6PRfwbR7ta/Tzww6vYLS0BQoGaingrH8THeGsBWTbgeYzJju/S0mgyFauxhxgXKLFi9erMlZcgWhdXV1/PTTT9TX11NbW4vD4XBXwDObzZSVlUmfISGEEEKIOCAjSR2UooBDZ2TTMRNXX2tl1O/zmFb9d3J/KuOvtts9ps81BT9fvA8136v/v183yDXDrefCC8/rMOg9R45u4Ay+IJ8yNUACmDdPLVfXTnjnFpWXl7unzE2dOpVFixZpptBVVFSQn59PdXV1wH5IJpNJAiQhhBBCiDgghRs6EEWBXQdg0z616MKBo1C7q0HtTRRkvPyH++G+P0KfbtrlVitsffkzhjx7G6ZdXzQ9YDarAVJhYfh2JMasVit5eXk+xRa8A6fFixczdepU6YckhBBCCBEngo0NZLpdO6cosOdn2LxPDY7qjmgf37POhkJ60K/36wt8AyQAkwlM950Fd6+GFStg507IyIDx49vVCBI05XMBmoDHlVuUn59PWloaw4cPp7i4mNzcXPdzpR+SEEIIIUT8kyCpHWlQYKcDtlTDj5VgzITaZPjpUODn9Ev5CR1pmpEkHQ3oUBp7HSmoU+4Urr5aR0aGFbu9mbwZgwHy88O3U0Gw2+04HA6f6WugjvqEO8/HM5/L+z09c4vq6ur85izJSJIQQgghRHyTnKQEpyiwvQ4+rYIXvoRb/wpnnwLTL4HCsfDB680/f0iOgTl9H28qz009g7gOEwN5nXze5UKeYjafP/slDz1kIS8vj4KCAux2exT2rmV2u91vJTlQ84Yitb1Go9FvUAZqblFdXV3AnCXPBrRCCCGEECL+yEhSArJY4IPlalPX7jnQqZe6vNYGSx4FRa2hgNKg3j9uDPRMa3p+zy4wvA8M6wN9Rw2GW57mRp5mK4PpzlauZDs1wBy2UwpcaDZjKZjtvugHNJXZYsnhcPitJOeZH+RaL1rb668HledUPNe2lpWVBQy0hBBCCCFE7EiQlCAUBb7aAvc/CO8s8nhAB5f/CX5x7mF+/MGJ0tBd+7wG+HHTQfr11TNyQFeG9YW0bqBzF60zwPz5mKZMwcR2UBRKgXygsvFv8YwZFE2cqLnob9PFvdMZtrwlk8nkE3wUFxdTVFQUvu0NUbA5S9IPSQghhBAiPkl1uzi0ZT9UVkNNFWQNgh794KWX4JUH/a+v0ysMuWIxP/98iB3vXKNp7qrXKwwYdgmZPXfz4bJlgUdTSkpg1iy1TB1gAfINBiqdTvcqYanM5vU+gFr1Yf78NlXA8x45Ctv2tlK086SEEEIIIUTLgo0NJEiKQzP+DM8/qI4C6fRwwY3w3jOoNRQCSBv7Enbbv0j5eSI/2e7F6dRhMCj06jWHvXsfJScnp+XpXV4jPBUGA7lnneV+uLy8nHHjxjW/8c2NEpWUwJQp6rCYJ9ew1tKlbQqUKioqNJXkgtpeIYQQQgjRYUiQ1CjRgiSrFbIGNuUVAa7icgHp9Qrp6WPYt+8rjhw5QlbWOO64YwGPP34DNTUVrRpRadXITHOjRJMnQ3a29jFPOp26blVVq6bexdtIkhBCCCGEiD/BxgZS3S7ObNniFSBBY4AUKEpS6N17Djt2fE7//v3JysqipqaCm28+qfUBUnU1+WPGqDk9mZmUf/ZZy5XZXKNE3kHQ9u3q8r/8JXCABOroksWijkKFyLuJq1SSE0IIIYQQbSFBUpwZOhT0XkdFr4cZc3TodJ6BUgMXX7yLrKwz3dPpVq5cyeLFizXPDbV5qfWFF8gfMoTKHTvIAUp37GDctGmU3nmnJvCwegY8Tqc6guRnUNKuKFgVBf7+d9/3AnwKc+/cGfS2gv9KcuPGjaO0tDTw9gohhBBCCNEMCZLijMkEzz/fNOPMYFDvP/sI1NToeOaZvaSlzQSyeOutDM1oEeC3eWnQIyklJaRcfz1pTqcaIAFmgO3bMc+Y4Q6UfCqzrVjhd5TIDhQAeYBl3z7NY5bG5QV4BUoZGcFtayNXJTnvETNXJTm/2yuEEEIIIUQzJCcpTlmtsHUrDBmiBk6e/BUoMJvNmhEVf2Wwmx1RcjrdOUN2wAFo3rYxZ8i6YgUpPXtqK7MtXgzTpvnuA2ogVAlq0GU0Yq6rw6Io7hLjOUAZYGpDTpJUkhNCCCGEEMEINjaQPklxymTyDY5Azb/xHi2aOnUqADU1Na1vXrpiBXar1R0ceYcUVkUhxWLBVFUF+fnaBwOM/phA23NJr6dYUSjCI3CiMUACmDevVUUbjEZjwCBImrUKIYQQQohQyXS7BGC327FarX4LFKiFGmrYvXs3WVlZrZ5yZt+2zT017jvUUSAXz6lx369di93ulUk0frwa0TV1qHUzowZCOQYDlT/9RC7aAMkM6nPbWP5bCCGEEEKIcJGRpDhnt9spKChgx44dgHa0yCU5OZkjR44AoPMKVMxmM2VlZS1OOXOkpmJDDWBOA/oDKxsfy29cXg+c/7e/kVlSwjLPxrQGg1rme8oUNVDynMGp02EGiv/8Z3Lvvtu9uPgf/8Dcp49vLyUhhBBCCCFiTEaS4pzD4cBms/mMFgHk5+dTU1PjLv2dmZnpd7TIZDK1mJNjKiykND2dLOAIUAOMAc5EDZCyAPR6anbvxmaz4XA4tC9QWKiOBg0Y4P3mWJ57jqKXXtIsLnrqKSxnnqlO3ZMASQghhBBCxBEJkuKcyWRyT5lzjRZ5T7tbuXIl5eXl2tGdUBkMmP/5T1bSGBABO1CDpczG+zUNDe5RLL+5PoWFUF0Ny5fDokWwfDmWzz4j/9FHpYeREEIIIYRIGFLdLkF4BkYurWkU26KSEipmzCB3zx6fh0J9P6vVSl5enk+FPe8gr9mCEkIIIYQQQoRJsLGBjCQlCLPZTHFxsWZZqI1ig2EZNYqiAAUeQn0/6WEkhBBCCCESkYwkJYhojCR5vkdWVhb19fXughEAWVlZrFy5MqT3kx5GQgghhBAiXshIUjvir/R3uPN6rFarJkAC2LFjh7sgBKiV9c4888yQ3s9oNAacShdMQQkhhBBCCCGiTYKkOOcZvLhGjsaNG+eeruYKlKxWa8svFojTScqGDaTp9WT17w80lRpfuXIlq1evJisri+TkZGpqatr+fkIIIYQQQsQx6ZMU51x5PYDfvJ78/Py25fWUlMCsWRitVpYB24FrO3cmqX9/zfuVl5djt9u56KKLJI9ICCGEEEK0a5KTlAAiltdTUqI2gPU6BeyAAzC98YZa1jtc7yeEEEIIIUQMBRsbSJCUIMIeKDmdkJ0NgabN6XRgMkFVlTR7FUIIIYQQ7YIUbmhH7HY7BQUF5OXl+RRNsFgs5OXlUVBQgN1u932y0wmlpbB4sfrX6VSXr1gROEACdXTJYlHXE0IIIYQQogORICnO2e12Nm/ejM1m86lm9/nnn3PWWWdRWVmJzWbD4XBon1xSoo4WTZgA06apf7Oz1eU7dwa3AcGuJ4QQQgghRDshQVIcc40gXXnllSxatEhTze7NN98kNzeX6upqsrOzKS0t1U7Fc+UbeY8Wbd+uLt+yJbiNyMgI3w4JIYQQQgiRACQnKY5ZrVby8vLc5b8XLVrEtGnTNA1lk5KSKC8v54wzzmh6YjD5RgMGqP9/+3afwg3udSQnSQghhBBCtCOSk5SA7Ha7pv+QyWTS9EO68sor+eMf/6h5zn//+19tgATB5RtZrXDddep9nU77uOv+vHkSIAkhhBBCiA5HgqQ4Eag4g9lsZtGiRSQlJVFdXc2MGTM0z7v99tt9ijkEnUc0dCgsXdo0quRiMqnLvcp/CyGEEEII0RFIkBQnHA6H3+IMFouFadOmUV9fr1n/ueee0+QoaQKlYPOIMjLUQKi6GpYvh0WL1L9VVRIgCSGEEEKIDktykuKIxWIhPz/fnYNUXFxMUVGRJgfJxTtHKScnh7KyMrV4w9Gj0K1bU7lvfwwG+Pln6Nw5gnskhBBCCCFE/GgXOUkPPPAAOp1OczvuuONivVkRYzabNTlIubm5VFZWYmjMC0pKSqKkpMT9+LRp09xV79LS0khJSVFfqKKi+QAJ1McrKiK8R0IIIYQQQiSepFhvQEtOPPFEPv74Y/f9pKS43+Q2MZvNFBcXk5ub617mdDrJzs7m9ddf54wzzuD00093jzhNmzaN1157jWHDhmE0GtUnSA8kIYQQQgghWi2uR5JADYrS09Pdt759+8Z6kyLKYrFQVFSkWZaUlMRrr73mrmJnzsykdO5cctLSSOvShWGDBzcFSBBaTpIQQgghhBBCI+6DpC1btpCZmUlOTg5XXXUVNTU1za5/5MgR6urqNLdE4Z2TVF5eTnZ2NvX19UybNk0tzlBSAtnZmK+4gjKbjWXff49x5Eh1ucv48WqFOu/S3i46HZjN6npCCCGEEEIIjbgOkkaPHs3ChQtZtmwZzz77LFVVVYwfPx6HwxHwOXPnzsVoNLpvZrM5ilvcelarVRMglZaWMm7cOD777LOmKnajRmG99FJ3DyQTYAS1IeyUKU2BksEA8+er/196IAkhhBBCCBGShKpuV1tby8CBA3nyySe59tpr/a5z5MgRjhw54r5fV1eH2WyO++p2rj5JNpuN0tJSTXDnGmFKs1pZdvQoRn8voNOpo0dVVU3BT0kJzJqlbSxrNqsBkpT4FkIIIYQQHUyw1e0SKkgCGDVqFOeccw5z584Nav1EKgFut9txOBxqGW8v1iVLSLn8cv8BkqflyyE/v+m+0wkrVqhFGjIy1Cl2MoIkhBBCCCE6oGBjg4QqFXfgwAG2bdvmU9igvXBNEfTH5NVMNiDvinUGgzZoEkIIIYQQQjQrrnOSbr/9dsrKyqiurqaiooJLLrkEg8HA1KlTY71p0ScV64QQQgghhIiKuB5JslqtTJ06lX379tGvXz/OPPNMVq9eTb9+/WK9adHnqli3fTv4myHpykmSinVCCCGEEEK0SVwHSa+99lqsNyF+uCrWTZmiBkSegZJUrBNCCCGEECJs4nq6nfBSWAhLl8KAAdrlJpO6XCrWCSGEEEII0WZxPZIk/CgshMmTpWKdEEIIIYQQESJBUiKSinVCCCGEEEJEjEy3E0IIIYQQQggPEiQJIYQQQgghhAcJkoQQQgghhBDCgwRJQgghhBBCCOFBgiQhhBBCCCGE8CBBkhBCCCGEEEJ4kCBJCCGEEEIIITxIn6R44XRKg1ghhBBCCCHigARJ8aCkBGbNAqu1aZnJBPPnQ2Fh7LZLCCGEEEKIDkim28VaSQlMmaINkAC2b1eXl5TEZruEEEIIIYTooCRIiiWnUx1BUhTfx1zLZs9W1xNCCCGEEEJEhQRJsbRihe8IkidFAYtFXU8IIYQQQggRFRIkxdLOneFdTwghhBBCCNFmEiTFUkZGeNcTQgghhBBCtJkESbE0frxaxU6n8/+4Tgdms7qeEEIIIYQQIiokSIolg0Et8w2+gZLr/rx50i9JCCGEEEKIKJIgKdYKC2HpUhgwQLvcZFKXS58kIYQQQgghokqaycaDwkKYPFmtYrdzp5qDNH68jCAJIYQQQggRAxIkxQuDAfLzY70VQgghhBBCdHgy3U4IIYQQQgghPEiQJIQQQgghhBAeJEgSQgghhBBCCA8SJAkhhBBCCCGEBwmShBBCCCGEEMKDBElCCCGEEEII4UGCJCGEEEIIIYTwIEGSEEIIIYQQQniQZrLR4nTCihWwcydkZMD48WoDWSGEEEIIIURckSApGkpKYNYssFqblplMMH8+FBbGbruEEEIIIYQQPmS6XaSVlMCUKdoACWD7dnV5SUlstksIIYQQQgjhlwRJkeR0qiNIiuL7mGvZ7NnqekIIIYQQQoi4IEFSJK1Y4TuC5ElRwGJR1xNCCCGEEELEBQmSImnnzvCuJ4QQQgghhIg4CZIiKSMjvOsJIYQQQgghIk6CpEgaP16tYqfT+X9cpwOzWV1PCCGEEEIIERckSIokg0Et8w2+gZLr/rx50i9JCCGEEEKIOCJBUqQVFsLSpTBggHa5yaQulz5JQgghhBBCxBVpJhsNhYUwebJaxW7nTjUHafx4GUESQgghhBAiDkmQFC0GA+Tnx3orhBBCCCGEEC2Q6XZCCCGEEEII4UGCJCGEEEIIIYTwIEGSEEIIIYQQQniQIEkIIYQQQgghPEiQJIQQQgghhBAeJEgSQgghhBBCCA8SJAkhhBBCCCGEh3bfJ0lRFADq6upivCVCCCGEEEKIWHLFBK4YIZB2HyQ5HA4AzGZzjLdECCGEEEIIEQ8cDgdGozHg4zqlpTAqwTU0NLBjxw5SUlLQ6XQx2Ya6ujrMZjMWi4XU1NSYbIOIHDm+7Zcc2/ZLjm37Jce2/ZJj235F89gqioLD4SAzMxO9PnDmUbsfSdLr9ZhMplhvBgCpqanypW7H5Pi2X3Js2y85tu2XHNv2S45t+xWtY9vcCJKLFG4QQgghhBBCCA8SJAkhhBBCCCGEBwmSoiA5OZn777+f5OTkWG+KiAA5vu2XHNv2S45t+yXHtv2SY9t+xeOxbfeFG4QQQgghhBAiFDKSJIQQQgghhBAeJEgSQgghhBBCCA8SJAkhhBBCCCGEBwmShBBCCCGEEMKDBElR8M9//pPs7Gy6dOnC6NGj+fzzz2O9SSJEDzzwADqdTnM77rjj3I8fPnyYm266iT59+tCjRw8uvfRSdu/eHcMtFoF89tlnTJo0iczMTHQ6HW+99ZbmcUVRuO+++8jIyKBr166cc845bNmyRbPO/v37ueqqq0hNTaVnz55ce+21HDhwIIp7Ifxp6dhOnz7d53tcUFCgWUeObXyaO3cuo0aNIiUlhbS0NC6++GI2bdqkWSeYf4dramq44IIL6NatG2lpadxxxx3U19dHc1eEl2CObX5+vs93d8aMGZp15NjGn2effZaTTz7Z3SB27NixfPDBB+7H4/07K0FShL3++uvceuut3H///Xz55ZeMHDmS8847D5vNFutNEyE68cQT2blzp/u2cuVK92O33HIL7777LkuWLKGsrIwdO3ZQWFgYw60VgRw8eJCRI0fyz3/+0+/jjz32GH//+9957rnnWLNmDd27d+e8887j8OHD7nWuuuoqvvvuOz766CPee+89PvvsM66//vpo7YIIoKVjC1BQUKD5Hi9evFjzuBzb+FRWVsZNN93E6tWr+eijjzh27BjnnnsuBw8edK/T0r/DTqeTCy64gKNHj1JRUcGrr77KwoULue+++2KxS6JRMMcW4LrrrtN8dx977DH3Y3Js45PJZOKvf/0r69at44svvuDss89m8uTJfPfdd0ACfGcVEVFnnHGGctNNN7nvO51OJTMzU5k7d24Mt0qE6v7771dGjhzp97Ha2lqlU6dOypIlS9zLNm7cqADKqlWrorSFojUA5c0333Tfb2hoUNLT05XHH3/cvay2tlZJTk5WFi9erCiKonz//fcKoKxdu9a9zgcffKDodDpl+/btUdt20TzvY6soinL11VcrkydPDvgcObaJw2azKYBSVlamKEpw/w6///77il6vV3bt2uVe59lnn1VSU1OVI0eORHcHREDex1ZRFCUvL0+ZNWtWwOfIsU0cvXr1Ul588cWE+M7KSFIEHT16lHXr1nHOOee4l+n1es455xxWrVoVwy0TrbFlyxYyMzPJycnhqquuoqamBoB169Zx7NgxzXE+7rjjyMrKkuOcYKqqqti1a5fmWBqNRkaPHu0+lqtWraJnz56cfvrp7nXOOecc9Ho9a9asifo2i9CUlpaSlpbG8OHDufHGG9m3b5/7MTm2icNutwPQu3dvILh/h1etWsVJJ51E//793eucd9551NXVuX/ZFrHnfWxd/vOf/9C3b19GjBjBnDlz+Pnnn92PybGNf06nk9dee42DBw8yduzYhPjOJkX8HTqwvXv34nQ6NQcXoH///vzwww8x2irRGqNHj2bhwoUMHz6cnTt38uCDDzJ+/Hi+/fZbdu3aRefOnenZs6fmOf3792fXrl2x2WDRKq7j5e8763ps165dpKWlaR5PSkqid+/ecrzjXEFBAYWFhQwaNIht27Zx1113cf7557Nq1SoMBoMc2wTR0NDA7Nmzyc3NZcSIEQBB/Tu8a9cuv99t12Mi9vwdW4Bp06YxcOBAMjMz+frrr7nzzjvZtGkTJSUlgBzbePbNN98wduxYDh8+TI8ePXjzzTc54YQT2LBhQ9x/ZyVIEiII559/vvv/n3zyyYwePZqBAwfy3//+l65du8Zwy4QQwbryyivd//+kk07i5JNPZvDgwZSWljJx4sQYbpkIxU033cS3336ryQsV7UOgY+uZF3jSSSeRkZHBxIkT2bZtG4MHD472ZooQDB8+nA0bNmC321m6dClXX301ZWVlsd6soMh0uwjq27cvBoPBp1LH7t27SU9Pj9FWiXDo2bMnw4YNY+vWraSnp3P06FFqa2s168hxTjyu49XcdzY9Pd2n8Ep9fT379++X451gcnJy6Nu3L1u3bgXk2CaCmTNn8t5777F8+XJMJpN7eTD/Dqenp/v9brseE7EV6Nj6M3r0aADNd1eObXzq3LkzQ4YM4bTTTmPu3LmMHDmS+fPnJ8R3VoKkCOrcuTOnnXYan3zyiXtZQ0MDn3zyCWPHjo3hlom2OnDgANu2bSMjI4PTTjuNTp06aY7zpk2bqKmpkeOcYAYNGkR6errmWNbV1bFmzRr3sRw7diy1tbWsW7fOvc6nn35KQ0OD+z/cIjFYrVb27dtHRkYGIMc2nimKwsyZM3nzzTf59NNPGTRokObxYP4dHjt2LN98840mEP7oo49ITU3lhBNOiM6OCB8tHVt/NmzYAKD57sqxTQwNDQ0cOXIkMb6zES8N0cG99tprSnJysrJw4ULl+++/V66//nqlZ8+emkodIv7ddtttSmlpqVJVVaWUl5cr55xzjtK3b1/FZrMpiqIoM2bMULKyspRPP/1U+eKLL5SxY8cqY8eOjfFWC38cDoeyfv16Zf369QqgPPnkk8r69euVH3/8UVEURfnrX/+q9OzZU3n77beVr7/+Wpk8ebIyaNAg5dChQ+7XKCgoUE455RRlzZo1ysqVK5WhQ4cqU6dOjdUuiUbNHVuHw6HcfvvtyqpVq5Sqqirl448/Vk499VRl6NChyuHDh92vIcc2Pt14442K0WhUSktLlZ07d7pvP//8s3udlv4drq+vV0aMGKGce+65yoYNG5Rly5Yp/fr1U+bM+X/27jy8iWr9A/h3ki7QNg2UNkCblBJSuKCgIPvWKgJ1QQURBX8VBMQFlKq4L4g7KItXr4IbeKvgVVnEhSoirVAEQVlEEbqSpC0NUJqmQLfk/P6YJiRN0ibpZGvfz/P0KZnMciaZ0Hlzzvuep/xxSqRRS+9tfn4+e/HFF9mBAwdYUVER+/rrr5lSqWRjx4617IPe28D05JNPspycHFZUVMSOHDnCnnzyScZxHPvxxx8ZY4H/maUgyQfefvttlpiYyMLCwtjQoUPZ3r17/d0k4qbbb7+dde/enYWFhbGEhAR2++23s/z8fMvzFy9eZA888ADr3Lkzi4iIYJMnT2ZlZWV+bDFxZufOnQyA3c/MmTMZY3wZ8Oeee4517dqVhYeHs3HjxrHjx4/b7OPs2bNs+vTpLCoqikVHR7O7776bGQwGP5wNsdbce3vhwgU2YcIEFhcXx0JDQ1mPHj3YPffcY/eFFb23gcnR+wqArV271rKOK/8PFxcXs+uuu4517NiRxcbGskcffZTV19f7+GyItZbeW7VazcaOHctiYmJYeHg4U6lU7LHHHmN6vd5mP/TeBp7Zs2ezHj16sLCwMBYXF8fGjRtnCZAYC/zPLMcYY97vryKEEEIIIYSQ4EA5SYQQQgghhBBihYIkQgghhBBCCLFCQRIhhBBCCCGEWKEgiRBCCCGEEEKsUJBECCGEEEIIIVYoSCKEEEIIIYQQKxQkEUIIIYQQQogVCpIIIYQQQgghxAoFSYQQQgghhBBihYIkQgghhBBCCLFCQRIhhBBCCCGEWKEgiRBCCCGEEEKsUJBECCGEEEIIIVYoSCKEEEIIIYQQKxQkEUIIIYQQQogVCpIIIYQQQgghxAoFSYQQQgghhBBihYIkQgghhBBCCLFCQRIhhBBCCCGEWKEgiRBCCCGEEEKsUJBECCGEEEIIIVYoSCKEEEIIIYQQKxQkEUIIIYQQQogVCpIIIYQQQgghxAoFSYQQQgghhBBihYIkQgghhBBCCLFCQRIhhBBCCCGEWKEgiRBCCCGEEEKsUJBECCGEEEIIIVYoSCKEEEIIIYQQKxQkEUIIIYQQQogVCpIIIYQQQgghxAoFSYQQQgghhBBihYIkQgghhBBCCLFCQRIhhBBCCCGEWKEgiRBCCCGEEEKsUJBECCGEEEIIIVYoSCKEEEIIIYQQKxQkEUIIIYQQQogVCpIIIYQQQgghxAoFSYQQQgghhBBihYIkQgghhBBCCLFCQRIhhBBCCCGEWKEgiRBCCCGEEEKsUJBECCGEEEIIIVZC/N0AbzOZTCgtLYVEIgHHcf5uDiGEEEIIIcRPGGMwGAyIj4+HSOS8v6jNB0mlpaVQKBT+bgYhhBBCCCEkQGg0GsjlcqfPt/kgSSKRAOBfiOjoaD+3hhBCCCGEEOIvVVVVUCgUlhjBmTYfJJmH2EVHR1OQRAghhBBCCGkxDYcKNxBCCCGEEEKIFQqSCCGEEEIIIcQKBUmEEEIIIYQQYqXN5yS5ymg0or6+3t/NIKRFoaGhEIvF/m4GIYQQQkib1e6DJMYYTp06hcrKSn83hRCXderUCd26daO5vwghhBBCvKDdB0nmAEkmkyEiIoJuOklAY4zhwoUL0Ol0AIDu3bv7uUWEEEIIIW1Puw6SjEajJUDq0qWLv5tDiEs6duwIANDpdJDJZDT0jhBCCCFEYO06SDLnIEVERPi5JYS4x3zN1tfXU5BECCGEtHVGI7BrF1BWBnTvDowZA9Dff69q10GSGQ2xI8GGrllCCCGkndi0CVi4ENBqLy2Ty4G33gKmTPFfu9o4KgFOCCGEEEJIINq0CZg61TZAAoCSEn75pk3+aVc7QEESAQAkJSVh1apV/m4GIYQQQggB+CF2CxcCjNk/Z16WkcGvRwRHQVKQ4Tiu2Z8XXnjBo/3u378f8+bNE7axhBBCCCHEM7t22fcgWWMM0Gj49YjgKCdJCD5MpisrK7P8+3//+x+ef/55HD9+3LIsKirK8m/GGIxGI0JCWn6b4+LihG0oIYQQQgjxnNU9nyDrEbdQT1JrbdoEJCUBV18NzJjB/05K8toY0W7dull+pFIpOI6zPP7nn38gkUiwbds2XHXVVQgPD8fu3btRUFCAm2++GV27dkVUVBSGDBmCn376yWa/TYfbcRyHDz/8EJMnT0ZERASSk5OxdetWr5wTIYQQQghpwtW5EGnORK+gIKk1AjSZ7sknn8Trr7+OY8eOYcCAAaiursb111+PHTt24ODBg0hLS8OkSZOgVqub3c+SJUswbdo0HDlyBNdffz3uvPNOVFRU+OgsCCGEEELasTFj+Cp2zirachygUPDrEcFRkOSpAE6me/HFFzF+/Hj06tULMTExuOKKK3Dvvffi8ssvR3JyMl566SX06tWrxZ6hWbNmYfr06VCpVHj11VdRXV2N3377zUdnQQghhBDSjonFfJlvwD5QMj9etYrmS/ISCpI8FcDJdIMHD7Z5XF1djUWLFqFv377o1KkToqKicOzYsRZ7kgYMGGD5d2RkJKKjo6HT6bzSZkIIIYQQ0sSUKcBXXwEJCbbL5XJ+Oc2T5DVUuMFTAZxMFxkZafN40aJF2L59O958802oVCp07NgRU6dORV1dXbP7CQ0NtXnMcRxMJpPg7SWEEEIIIU5MmQLcfLNvioT5sBhZoKMgyVNBlEyXm5uLWbNmYfLkyQD4nqXi4mL/NooQQgghhLhGLAZSU717jE2b+FQS65FScjk/5K8d9ljRcDtPBVEyXXJyMjZt2oRDhw7h8OHDmDFjBvUIEUIIIYQQXoAWI/MnCpI8FUTJdCtWrEDnzp0xcuRITJo0CRMnTsSgQYP83SxCCCGEEOJvAVyMzJ84xhy9Im1HVVUVpFIp9Ho9oqOjbZ6rqalBUVERevbsiQ4dOnh2AEddkwoFHyC1w65J4huCXLuEEEIIIdnZ/DyfLdm50/tD/nygudjAGuUktZYvk+kIIYQQQggRUgAXI/MnCpKE4ItkOkIIIYQQQoQWRMXIfIlykgghhBBCCGmvgqgYmS9RkEQIIYQQQkh7FUTFyHyJgiRCCCGEEELaMqORL9CwYQP/u2mluilTgK++AhISbJfL5fzydliMjHKSCCGEEEKIdxmNbbvIVSCfn6uTxDYpRqaXSGDo3x/yHj3sdqnVaiGRSCCVSn1wAv5BPUmEEEIIIcR7Nm0CkpL4MtMzZvC/k5LazgSlgXx+7k4S21iMTH/99Uh75RWkXHMNNBqNzSoajQYpKSlIS0uDXq/38gn4DwVJhBBCCCHEO9y9SQ82gXx+rZgk1mAwQKfTobCwEKmpqZZASaPRIDU1FYWFhdDpdDAYDF48Af+iIIkQQgghhAivFTfpQSHQz2/XLvvgzRpjgEbDr9eEXC5HdnY2lEqlJVDas2ePJUBSKpXIzs6GXC734gn4FwVJhBBCCCFEeK24SQ8KgX5+rZwkVqFQ2ARKo0aNsgmQFAqFgI0NPBQkBanU1FRkZGQItr9Zs2bhlltuEWx/hBBCCGnnWnmTHvAC/fwEmCRWoVAgMzPTZllmZmabD5AAPwdJr732GoYMGQKJRAKZTIZbbrkFx48ft1knNTUVHMfZ/Nx3331+arEtvV4PrZNvELRabZtOZiOEEEIIaZYAN+kBLdDPT4BJYjUaDdLT022Wpaen2xVzaIv8GiTl5ORg/vz52Lt3L7Zv3476+npMmDAB58+ft1nvnnvuQVlZmeVn2bJlfmrxJXq9HmlpaUhJSfF51Y9Zs2YhJycHb731liVwLC4uxtGjR3HdddchKioKXbt2RXp6Os6cOWPZ7quvvkL//v3RsWNHdOnSBddeey3Onz+PF154AZ988gm+/vpry/6ys7MFbzchhBBC2hEBbtIDWqCfXysnibUu0qBUKpGbm2uTo9TWAyW/BklZWVmYNWsWLrvsMlxxxRVYt24d1Go1fv/9d5v1IiIi0K1bN8tPdHS0n1p8iT+rfrz11lsYMWKETfAokUhwzTXXYODAgThw4ACysrJQXl6OadOmAQDKysowffp0zJ49G8eOHUN2djamTJkCxhgWLVqEadOmIS0tzbK/kSNHCt5uQgghhNhrsyNTWnmTHvCC4fw8nCRWq9XaFWkYOXKkXTEHZ9dtWxBQOUnm/wRiYmJsln/22WeIjY3F5ZdfjqeeegoXLlxwuo/a2lpUVVXZ/HiDP6t+SKVShIWF2QSP7733HgYOHIhXX30V//rXvzBw4EB8/PHH2LlzJ06cOIGysjI0NDRgypQpSEpKQv/+/fHAAw8gKioKUVFR6NixI8LDwy37CwsLE7zdhBBCCLHlz5EpPuHhTXrQCIbzmzIFKC4Gdu4E1q/nfxcVNds2cypM0yIN1sUcZDIZJBKJj07C90L83QAzk8mEjIwMjBo1Cpdffrll+YwZM9CjRw/Ex8fjyJEjeOKJJ3D8+HFsclJ3/rXXXsOSJUt80mbzhWIOjEaNGgUAfqn6cfjwYezcuRNRUVF2zxUUFGDChAkYN24c+vfvj4kTJ2LChAmYOnUqOnfu7LM2EkIIIcRW05Ep5vsH65Ep5vWkUqmfW+uhKVOAm2/mq7yVlfE5OmPGBG8PUlPBcH6Nk8S6SiqVIisrCwaDwe4Lf4VCgZycHEgkkuC9Jl3AMeaouLvv3X///di2bRt2797dbO/Lzz//jHHjxiE/Px+9evWye762tha1tbWWx1VVVVAoFNDr9XbD9GpqalBUVISePXuiQ4cOHrd9z549lgAJAHJzc70+XC01NRVXXnklVq1aBQC47rrrEBERgaVLl9qt2717d0RGRoIxhj179uDHH3/E5s2bcerUKezbtw89e/bErFmzUFlZiS1btni13UQYQl27hBBC/K9p7kdmZibS09PbVbllQnylqqoKUqnUYWxgLSCG2y1YsADffvstdu7c2eLwtGHDhgEA8vPzHT4fHh6O6Ohomx9v8lfVj7CwMBitJicbNGgQ/vrrLyQlJUGlUtn8REZGAgA4jsOoUaOwZMkSHDx4EGFhYdi8ebPD/RFCCCHEN9r7fDREYEYjkJ0NbNjA/6b7O4/4NUhijGHBggXYvHkzfv75Z/Ts2bPFbQ4dOgSA7x3xN39W/UhKSsK+fftQXFyMM2fOYP78+aioqMD06dOxf/9+FBQU4IcffsDdd98No9GIffv24dVXX8WBAwegVquxadMmnD59Gn379rXs78iRIzh+/DjOnDmD+vp6r7WdEEIIIbba83w0RECbNgFJScDVVwMzZvC/k5L45cQtfg2S5s+fj08//RTr16+HRCLBqVOncOrUKVy8eBEAn0vz0ksv4ffff0dxcTG2bt2Ku+66C2PHjsWAAQP82XS/V/1YtGgRxGIx+vXrh7i4ONTV1SE3NxdGoxETJkxA//79kZGRgU6dOkEkEiE6Ohq//PILrr/+evTu3RvPPvssli9fjuuuuw4AX2a9T58+GDx4MOLi4pCbm+uVdhNCCCHEXnuej4YIZNMmYOpUoOm9Z0kJv5wCJbf4NSeJc1JXfu3atZg1axY0Gg3+7//+D0ePHsX58+ehUCgwefJkPPvssy4Po2tu3GFr8jrM1Wh0Op1dV7i5h0kmkyErK6tNJ7UR/6CcJEIIaTsoJynAGI2BXYTBEaOR7zFy9uU8x/EV94qKAv9cvMzVnKSAKdzgLd4KkgA+UHJU9QPge5raetUP4j8UJBFCSNug1WqRkpJiFxA1DZxycnK8Mq0IaWLTJmDhQttgQy7n50MKhHLezmRn80PrWrJzp1tV7tqioCrcEKykUqnT/7DkcjkFSIQQQghpFs1HE0CCebhaWZmw65HAmSeJEEIIIaS9ofloAoTRyPcgORpgxRg/XC0jg58PKRCHq7la0CwACp8FCwqSCCGEEELcIXDOilQqdRoE0RA7H9m1y3k+D8AHShoNv14gDlcbM4YfFlhS4jjQM+ckjRnj+7YFY44XaLgdIYQQQojrqMRy2xTsw9XEYj5vCuADImvmx6tW+T44CeLPCwVJhBBCCAk6er3e6TQbWq0Wer1e+IMGc84KaV5bGK42ZQrw1VdAQoLtcrmcX+7rwhNB/nmh6nZUIYwEIbp2CSHtmV+m4aASy22b+f1tabhaMLy/gTC8LYA/L1TdjhBCCCFtksFggE6ns0zcbp5w1bpstk6ng8FgEO6g7uSskOATqMPVPCEW83lT06fzv/3R5jbweaEgiRBCCCFBRS6XW8pjmwOlPXv22MwrlJ2dLWzRg2DPWSEtC7ThasGsDXxeKEhqQziOw5YtW5w+X1xcDI7jcOjQIZ+1qTVSU1ORkZHR7DpJSUlYtWqVW/sNtteBEEKIPet5hAoLCzFq1Ci7CVkF1RZyVkjLpkwBiov5SVfXr+d/FxVRgOQCrRbYscOEvIKLbeLzQkFSG1JWVobrrrvO381AWVkZZsyYgd69e0MkEjkNdCorKzF//nx0794d4eHh6N27N77//nu3jrV//37MmzfP8rilQBHg/7CWlZXh8ssvd+tYTXEcZ/czevToFtsya9Ys3HLLLTaPHe0rLS2tVe0jhJC2TqFQIDMz02ZZZmam8AEScKnEctOhWGYcBygU/imxTIQVCMPVgsg/+dW4695yJCYyXHutCH16d8BHeWOD/vNC8yS1AXV1dQgLC0O3bt383RQAQG1tLeLi4vDss89i5cqVDtepq6vD+PHjIZPJ8NVXXyEhIQEnT55Ep06d3DpWXFyc2+0Ti8WCvVZr1661CWbCwsI82k9aWhrWrl1rsyw8PLxVbSOEkLZOo9EgPT3dZll6erp3epLMOStTp/I3eNbJ/cGWs+INgVAsgHidVgv8c9yIKFkZqsX/4JO1Ifj0zbEAoizrMBOHe+8HJr73PuT33hC0nxfqSWrEGMP52vN+/XG10GBqaioWLFiAjIwMxMbGYuLEiQDsey5+++03DBw4EB06dMDgwYNx8OBBu31t3boVycnJ6NChA66++mp88skn4DgOlZWVlnV2796NMWPGoGPHjlAoFHjooYdw/vx5p+1LSkrCW2+9hbvuustpVaGPP/4YFRUV2LJlC0aNGoWkpCSkpKTgiiuusFmvoaEBCxYsgFQqRWxsLJ577jmb18l6uF1SUhIAYPLkyeA4zvK4qabD7bKzs8FxHHbs2IHBgwcjIiICI0eOxPHjx52eo1mnTp3QrVs3y09MTEyL2zgSHh5us59u3bqhc+fOHu2LEELaA+siDUqlErm5uTY5SuZiDoKinBXHgnguHOKaY3kG3DXvFBITGcZfK8bIK+Kx7A0TPls+Fo7CCaORQ37ydUH9eaGepEYX6i7gjR/e8GsbHpv4GCLDI11a95NPPsH999+P3Nxch89XV1fjxhtvxPjx4/Hpp5+iqKgICxcutFmnqKgIU6dOxcKFCzF37lwcPHgQixYtslmnoKAAaWlpePnll/Hxxx/j9OnTWLBgARYsWGDX8+GOrVu3YsSIEZg/fz6+/vprxMXFYcaMGXjiiScgtvpW4ZNPPsGcOXPw22+/4cCBA5g3bx4SExNxzz332O1z//79kMlklt4dsZvfTjzzzDNYvnw54uLicN9992H27NlOX19CCCH+o9Vq7Yo0mHOUzMtTU1ORk5MjbPEGgL+xu/lm6jUxM8+F0/SLXvNcOEFwM0zsGU1GaCo0yNflY91aMT57MwWAxPI8YyL89Mm1YMxxf4tIzKBScYA8eD8vFCQFqeTkZCxbtszp8+vXr4fJZMJHH32EDh064LLLLoNWq8X9999vWWfNmjXo06cP3niDDw779OmDo0eP4pVXXrGs89prr+HOO++05BUlJyfj3//+N1JSUvDee+95PEdPYWEhfv75Z9x55534/vvvkZ+fjwceeAD19fVYvHixZT2FQoGVK1eC4zj06dMHf/75J1auXOkwSDIPvTP37rjrlVdeQUpKCgDgySefxA033ICamppmz3H69Ok2wdinn35qk2/U9HmAH454ww032Cz79ttvERUVZbPs6aefxtNPP+32eRBCSFsnkUggk8kAwGZonXWgJJPJIJFImtuN58w5K+2d0QgsXOh4XiHG+GFVGRn8TXIQ3BS3d1UXq5Cny0O+Lh+FpwtR21CLqjPRWL88A456i/gAyWT3nEjE8P4aDpbvJ4L080JBUpC66qqrmn3+2LFjGDBggM0N/ogRI2zWOX78OIYMGWKzbOjQoTaPDx8+jCNHjuCzzz6zLGOMwWQyoaioCH379vWo/SaTCTKZDO+//z7EYjGuuuoqlJSU4I033rAJkoYPHw7OKulvxIgRWL58OYxGo9s9RS0ZMGCA5d/dG6ut6HQ6JCYmOt1m5cqVuPbaa+22c/Y8ADzxxBMwGo02y66++mq89957Nss8HbpHCCFtnVQqRVZWFgwGg11PkUKhQE5ODiQSiXATyRLH3JkLJwhvkts6o8kI9Vm1JTDSGXR265wtjXHeWyQyYc7D+fh4VTKMRg4iEfDII8DChVYBUhCjIClIRUa6Niyvtaqrq3HvvffioYcesnuuueChJd27d0doaKhNoNO3b1+cOnXKUojC10JDQy3/NgdmJpOp2W26desGlUrl1vMSicQm5wvg38/m9kMIIcSWVCp1GgQJPsSOONYG5sJpb/QX9Nh9uBh7D55FXeRf6Nj5bLPrd4mvAMeZ7AIlkYjh/fdFmDOnN57PAPLzAZUKbSI4MqMgqVFEWAQem/iY39sglL59+yIzM9NmuNjevXtt1unTp49dye39+/fbPB40aBD+/vtvwW/gR40aZRkSKBLxH7wTJ06ge/fuNgHSvn37bLbbu3cvkpOTnfYihYaG2vXSEEIIIcQL2sBcOG1dg7EB6go18srzkH86Hz9skuPb/0wCYyJwXCpunP8NBo23L+xl1qdXJB558R+seqGv094iubxtBUdmFCQ14jjO5aIJwWDGjBl45plncM899+Cpp55CcXEx3nzzTZt17r33XqxYsQJPPPEE5syZg0OHDmHdunUALvWkPPHEExg+fDgWLFiAuXPnIjIyEn///Te2b9+Od955x+nxzZXjqqurcfr0aRw6dAhhYWHo168fAOD+++/HO++8g4ULF+LBBx9EXl4eXn31VbseK7VajUceeQT33nsv/vjjD7z99ttYvny50+MmJSVhx44dGDVqFMLDw4OmQlxtbS1OnTplsywkJASxsbF+ahEhhLQDvixb3RZLZJvnjiopcZyXxHH88wE8F05bo9UCB/+sBifNh0F8DEVnilBnrAMAVJ2JtgRIAJ9T9O27k6AaWIDo2CoAQMfQjugl6wVVnAoqmQpRHaKAFCBjVtvsLWoOBUltVFRUFL755hvcd999GDhwIPr164elS5fi1ltvtazTs2dPfPXVV3j00Ufx1ltvYcSIEXjmmWdw//33W+boGTBgAHJycvDMM89gzJgxYIyhV69euP3225s9/sCBAy3//v3337F+/Xr06NEDxcXFAPgx4z/88AMefvhhDBgwAAkJCVi4cCGeeOIJm/3cdddduHjxIoYOHQqxWIyFCxfaTB7b1PLly/HII4/ggw8+QEJCguV4gS4rK8sun6lPnz74559//NQiQghp4zZt4osOWOfUyOX8XEhCV2Pz5bF8ieaOCggNxgacPHsS76y+gLeWXAZmigLHDcCN809i0Pg6y3qO8ouYSQTOkIyxIyKR3DUZCZ0SLCN8rLXV3qLmcMzVyXmCVFVVFaRSKfR6PaKjo22eq6mpQVFREXr27Olxlba25pVXXsHq1au9M78EEQxdu4SQtk6v1zsszADwJcBbVZjBWdlq8429kGWrfXksf3EUBCoUfIAU7OcWoM6dP2cpuFB0pghnyzti1dwMmyCIE5mQ8cEqSy9R1Zlou3XEYobi4rZRaMFVzcUG1qgnqZ179913MWTIEHTp0gW5ubl44403sGDBAn83ixBCSDum1+uRlpYGnU5nU+IbuDSJrEwmQ1ZWlvuBki/LVreXEtk0d5TX1TfU42TFST63SJePs+dtCy6cLU1w2EtUURYDaawB8Z3ikdonGfGrKvHkI51hNHIQi4E1a9pXgOQOCpLauby8PLz88suoqKhAYmIiHn30UTz11FP+bhYhhJB2zGAwQKfTWSaFNQdK5gCpsLDQsp7bQZIvy1Y3HksPwADA7l6UMWg1Gki2bYP0xhtbdyx/C9K5cAJZxfkKS1BUfLYY9cZ6p+s6qkInEplw54RhGDngNkvefWof4I4p7S+/yBMUJLVzK1euxMqVK/3dDEIIIcRCLpdbJoU1B0qZmZlIT09HYWEhlEolsrOzPSv17cuy1WVl0ANIA6ADkA1AYfW0BkAqANnDDyNrzBia16kZXh1+GSDqG+qx908tdv9RjvrIv2GKULu8rTTWgPTHduPTN8fAZOIgFjOsWSPC+CH281m2x/wiT1CQRAghhJCAo1AobAKlUaNGAYAlQLIegucWX5at7t4dBvABUiH4gCgbfKBkDpAKAeDCBc96xdwVpBX2vDr80o8YY5d6i07nY+P6Tvj6nevBWE9w3NAWy3NHhkdaqtD1iuuFiJsi8MqD5l4iGkbXWhQkEUIIISQgKRQKZGZmWgIkAMjMzPQ8QAJ8W7Z6zBi+V0yrtQREqQAyAaQ3PlaKxcjOzfX+BLhBXGHPq8MvfayuoQ7FZ4otRRfOXTgHgC+q8PU7M5otz82Bg7yzHMldk6GSqdBd2t0yZYsZ9RIJh4IkQgghhAQkjUaD9PR0m2Xp6emt60nyZdnqxmMppk5FNmOWQMkc8ikBZL/7LhRJSa0/VnOcVdgrKeGXB3iFPa8Ov/QyxhjOVp+1BEUnz55Eg6nBbj1n5bkvnknA2IFKS29Rx7COvmp6u+dRCfD6+nqcOnUKFy5cQFxcHGJiYrzRNkFQCXDSFtG1Swhp66x7CZRKpcOb4lb1KPmybHXjsfZotRhltTj3lVcw8umnhT1WU0YjkJTkvFiFueesqCjgh9417TkCBBh+6QV1DXUoOlNkGUZXeaGyxW2clecuKgIUCq6ZLYm7XC0B7nKQZDAY8Omnn+Lzzz/Hb7/9hrq6OjDGwHEc5HI5JkyYgHnz5mHIkCGCnYQQKEgibRFdu4SQtkyr1SIlJcUuIGoaOOXk5LSu98CHOTqa4mKkjhqFwtJSyzKf3OBnZwNXX93yejt3ClKdztsFFvbs2WMz/DI3NxcjR470eH9CYIzhTPUZSyW6kxUnYTQZXd5e0kEClUyFwz8NxotPxluV5wbmzPFiw9spQedJWrFiBV555RX06tULkyZNwtNPP434+Hh07NgRFRUVOHr0KHbt2oUJEyZg2LBhePvtt5GcnCzYyRBCCCGk/ZBIJJDJZABgE0RYF3OQyWSQSCStO5BAZatbCgz0ej1uuukmFJaW2vWKWefYeIUPq/l5u8CCV4Zfeqi2vpbvLWocRqe/qHd5WxEngiJGAVWcCsldk9E1uis4jsPNVwKz76Dy3IHCpSBp//79+OWXX3DZZZc5fH7o0KGYPXs2Vq9ejbVr12LXrl0UJPkZx3HYvHkzbrnlFofPJyUlISMjAxkZGT5tV2u88MIL2LJlCw4dOuR0nVmzZqGyshJbtmzxWbsIIYQISyqVIisry2HgoVAokJOTEzAln1sKDEaPHo3y8nLU1tba9Bw1zbFpda+YMz6s5ufNAgvNDb/0eqAJvrfotOG0JShSV6jd7i1KlvEFF5RxSnQIdTwKhAovBA6XgqQNGza4tLPw8HDcd999rWoQadnp06fx/PPP47vvvkN5eTk6d+6MK664As8//7xNF3Rbs2jRIjz44IP+bgYhhBAfkEqlTm+kAylBv6XAQK1WIzw8HImJid7tFWvKPJSwpASIjQXOnHG8noDV/LxVYEGr1doESL4KNGvra1F4ptAyjK6qpsrlbUWcCIkxiVDJ+N4imURmV4mOBLZWV7erqqrCzz//jD59+qBvX/sJq9oLrRbIywOSk73/DcCtt96Kuro6fPLJJ1AqlSgvL8eOHTtw9uxZ7x7YTXV1dQgLC2v1fhhjMBqNiIqKQlRUlAAtI4QQQoThSmCwdetWSKVS3/WKOSpK4YjQ1fzgnfmtfDX8kjEGnUFnCYrUFWqYmMnl7aM7RFvKcytjlQgPDW9Ve4h/iVpexda0adPwzjvvAAAuXryIwYMHY9q0aRgwYAA2btwoeAODwUcfAT16ANdcw//+6CPvHauyshK7du3C0qVLcfXVV6NHjx4YOnQonnrqKdx0001Ot1u8eDG6d++OI0eOON3v3LlzERcXh+joaFxzzTU4fPiw5fmCggLcfPPN6Nq1K6KiojBkyBD89NNPNvtISkrCSy+9hLvuugvR0dGYN28e1q1bh06dOuGHH35A3759ERUVhbS0NJQ1M/Y5OzsbHMdh27ZtuOqqqxAeHo7du3fjhRdewJVXXmlZz2g04pFHHkGnTp3QpUsXPP7442hah8RgMODOO+9EZGQkunfvjpUrVyI1NdVmmGFtbS0WLVqEhIQEREZGYtiwYcjOznbaPkIIIcSa+WZdqVRaAgPrXo/LLrvMaQ+HXC4XPkCaOrXlAIk/uFfKf5vnt7LWmvmtzMMvc3Jy7PZhDjQ9zXOqqa/B36V/4+tDX2PF9hV4L/s9/HTsJxSfLW4xQBKLxOgZ2xMT+k3AA6kP4OHxD2PSFZPQt3vfNh8g6fV6aJ1cY+Y8vGDndpD0yy+/YExjl+zmzZvBGENlZSX+/e9/4+WXXxa8gYFOqwXmzQNMjZ8jkwm4917X/m/yhLk3ZcuWLaitrW1xfcYYHnzwQfz3v//Frl27MGDAAIfr3XbbbdDpdNi2bRt+//13DBo0COPGjUNFRQUAoLq6Gtdffz127NiBgwcPIi0tDZMmTYJarbbZz5tvvokrrrgCBw8exHPPPQcAuHDhAt58801kZmbil19+gVqtxqJFi1ps+5NPPonXX38dx44dc9ju5cuXY926dfj444+xe/duVFRUYPPmzTbrPPLII8jNzcXWrVuxfft27Nq1C3/88YfNOgsWLMCvv/6Kzz//HEeOHMFtt92GtLQ05OXltdhGQgghBBA+MPCI0cj3IDkrXMxxQFwc8OmnfDW7oiKvzI/krMCCRqPxeJ+OeuLM3Ak0GWM4pT+FXSd2YW3uWizLWoYvDnyBg+qDMNQYWm5HRykG9xiMO4bcgccnPo6ZI2dipGokZNHtZzidOQ8vJSXF7j3VaDRISUlBWlpa0AdKbg+30+v1lnmRsrKycOuttyIiIgI33HADHnvsMcEbGOjy8i4FSGZGI1+ZxBvD7kJCQrBu3Trcc889WL16NQYNGoSUlBTccccddoFEQ0MD/u///g8HDx7E7t27kZCQ4HCfu3fvxm+//QadTofwcP6bjzfffBNbtmzBV199hXnz5uGKK67AFVdcYdnmpZdewubNm7F161YsWLDAsvyaa67Bo48+anm8a9cu1NfXY/Xq1ejVqxcAPih58cUXWzzXF198EePHj3f6/KpVq/DUU09hSuN/8KtXr8YPP/xged5gMOCTTz7B+vXrMW7cOADA2rVrER8fb1lHrVZj7dq1UKvVluWLFi1CVlYW1q5di1dffbXFdhJCSLvgw3LZwSggKq/t2tX8t7SMAadPAwkJglT1c8TfBRYcuVh3EYWnCy1FF6prq13eViwSo0dMD8swutio2HYTDDnjzQIdgcTtIEmhUODXX39FTEwMsrKy8PnnnwMAzp071y7na0lOBkQi20BJLOZLN3rLrbfeihtuuAG7du3C3r17sW3bNixbtgwffvghZs2aZVnv4YcfRnh4OPbu3YvY2Fin+zt8+DCqq6vRpUsXm+UXL15EQUEBAL4n6YUXXsB3332HsrIyNDQ04OLFi3Y9SYMHD7bbf0REhCVAAoDu3btDp9O1eJ6O9mWm1+tRVlaGYcOGWZaFhIRg8ODBliF3hYWFqK+vx9ChQy3rSKVS9OnTx/L4zz//hNFoRO/evW32X1tba/d6EEJIu+Uox0UuB956yys9EcEmYAIDH5b7dsRfBRaaMvcWmYMi7TmtW7lFnSI6WSrR9YztibCQ1udXtyXeKtARaNwOkjIyMnDnnXciKioKPXr0QGrjNxG//PIL+vfvL3T7Ap5cDrz/Pj/EzmiEZfIvb18XHTp0wPjx4zF+/Hg899xzmDt3LhYvXmwTJI0fPx4bNmzADz/8gDvvvNPpvqqrq9G9e3eHeTidOnUCwPeubN++HW+++SZUKhU6duyIqVOnoq6uzmb9yMhIu32EhobaPOY4zi53yBFH+xJadXU1xGIxfv/9d4ibfCNKRSIIIQSXclya/r9dUsIv90JOSzAJlMAAgE/LfTvis/mtHLhYdxEFpwuQV56HgtMFbvUWhYhC0KNLD0tg1CWqS7vvLWqJNwp0BBq3g6QHHngAw4YNg1qtxvjx4yES8WlNSqUSr7zyiuANDAZz5gATJ/p38q9+/frZzQ100003YdKkSZgxYwbEYjHuuOMOh9sOGjQIp06dQkhICJKSkhyuk5ubi1mzZmHy5MkA+OCiuLhYwDNwj1QqRffu3bFv3z6MHTsWAD+80JxPBfDXZGhoKPbv34/ExEQAfA/UiRMnLNsMHDgQRqMROp3OkmtHCCGkUXM5LozxOS4ZGcDNN7fboXf+DAzsjBnD34SUlDh+zwQs9+2Ir+a30mqBEycYoruW43zIcUtvEUPLX8CadY7ozA+hi1MhKTaJeos8YM7Ds55+xud5eF7kdpD04osvYtGiRbjqqqtsll9zzTV44403MHLkSMEaF0x8NfnX2bNncdttt2H27NkYMGAAJBIJDhw4gGXLluHmm2+2W3/y5MmWLtCQkBBMnTrVbp1rr70WI0aMwC233IJly5ahd+/eKC0txXfffYfJkydj8ODBSE5OxqZNmzBp0iRwHIfnnnsOpqbJWD62cOFCvP7660hOTsa//vUvrFixApWVlZbnJRIJZs6cicceewwxMTGQyWRYvHgxRCKR5Rui3r17484778Rdd92F5cuXY+DAgTh9+jR27NiBAQMG4IYbbvDT2RFCSABwJcdFo+HX81KOi7/p9XqHN/0A34skkUgCZ+JbsZgfAjl1Kh8QWQdKXij3bcdohPTgQUid5K21tiftQu0FvPF2BZY8kQBm4sBxMtw4fx8GjW+5IESIKARJsUmW3qKYyBjqLQJalWsYEHl4XuR2kLRkyRLcd999iIiIsFl+4cIFLFmyBM8//7xgjSP2oqKiMGzYMKxcuRIFBQWor6+HQqHAPffcg6efftrhNlOnToXJZEJ6ejpEIpGl0IEZx3H4/vvv8cwzz+Duu+/G6dOn0a1bN4wdOxZdu3YFAKxYsQKzZ8/GyJEjERsbiyeeeAJVVa5PquYNjz76KMrKyjBz5kyIRCLMnj0bkydPtqmmsmLFCtx333248cYbER0djccffxwajcYmf27t2rV4+eWX8eijj6KkpASxsbEYPnw4brzxRn+cFiGEBA4/57j4m7mKl06ns7vxM+chyWQyZGVlNVt5zaemTOGHQDrKIVu1yntDI72Qt2YymVCmL7PkFv2dV4VVj2eAMT64YUyEb9+dBNXAAkTH2t+TxETGWIKipC5JCA0JtVsnELgSiHslyG7FexYweXhexDFXkkOsiEQilJeXIy4uzmb5zz//jNtvvx2nT58WtIGtVVVVBalUCr1ej+joaJvnampqUFRUhJ49e7bLohPt0fnz55GQkIDly5djzpw5/m6Ox+jaJYT4RHY2cPXVdov1AAwALLd0O3daepK8elPnY1qtFikpKXb5Rk1vEH2Sb+QuL1UjdHhD/+WXwLRp0AKQALC88+aeGjfy1s7XnrfJLbpQd8HyXNGRJPz3uVl228x8eR2S+hcjVByKpC5Jlkp0MZExnpyiT7kTiHtlPq2mYYAL75n15yIpKQn/+9//MHToULvPxeeff47evXsH3P8FzcUG1lzuSercuTM4jgPHcejdu7dNF6XRaER1dTXuu+++1rWaEIEdPHgQ//zzD4YOHQq9Xm8pPe5oaCIhhJAmHOS46AGkAdAByAY/pMyc42JzU/fdd5AeORLUJcODuoqXWCz4EEiHN/RffQVMnw4NgFQAMgBZaAyUXMhbM5lMKK0stfQWlVaWOs0t6hJfAY4zgbFL03xyIhPGDeuBEQNGo0dMj4DtLXLGL+W0W5lraM7DM5lMiImJwfTp0+0KlkilUkybNg3dunUTPsDzEZeDpFWrVoExhtmzZ2PJkiU2JxsWFoakpCSMGDHCK40kpDXefPNNHD9+HGFhYbjqqquwa9euZkuiE0IIaeQgx8UA4BSAYvA3xdnPPguFWGxzU2eqrobhsssgPXXq0r6CtGR40Fbx8kJPkt0N/RNPQHHvvZYAqdC8Hqx6kxzkrVXXVPO9Rbo8FOgKcLH+okvHj46tws0Pfo+t71wPk0kEsZhhzRoR0q+17+0MFn4JxFuZa2gu0HHixAnccccddgHehg0bcPvtt6O4uBgikSho50tye7hdTk4ORo4caVfWOVDRcDvSFtG1SwjxKavcBT2AqwH8CaABsMtHCBGL0d9oxE5Y3SgDHg29CiR79uyxqeKVm5sbuMWqvDivlc2QKrEYmUYj0sEHSEo09i422cYEoOTjt5E3vB/yT/O9Re6IjYq15Bb16NIDp8pC/FpR2Bua9hwBXgzEN2wAZsxoeb3164Hp05tdpbncpED9IsHV4XYuBUlVVVWWnbSUrN/cwfyBgiTSFtG1SwjxucaeCe3Ro0h57TUUlpYiJCQEDQ0NllXMj5UAcmCVs2RmLkFdVBRUQ+98egPbWq3INXGVRqNB6vDhKCy9FOw0DZCqQ4DcqATs6ZCM+k55CLv/WsDJNCNNhYnD0DO2pyW3qFNEp1a1N1j4LBB3kmtoxyrXsDlB9fmAwEGSWCxGWVkZZDKZTflka4wxcBwHo9HYupYLzJUgKSkpCR07dvRTCwlx38WLF1FcXExBEiHELxzdFJk5602w4eLNVyAIqm/KjUY+EHE2lErAIHXPkiUY9cILlse7ACRGAnlSID8a+O7CbHyrfh8MYnAw4sb532DQhENO9xcnibP0FiXGJCJE7HYB5qDm00DDfJ20NJ+WG9dJMPW0Clq44eeff0ZMDF8hZOfOncK0MACYhwxeuHCBgiQSVC5c4Kv9BMuwV0JI26JQKLB+/XqMHj3atidJJMJ6k6n5AAlwXjLcSxXZPKXVam0CpKbJ6eZcjICpbuejea1++60UU98+CogHA5FRgDQPN3cuwV0h/BDLqroES4AEAAxifPveTVANKrSU6g4Th0EZp7RM6CqNaJKzEijXgg/a4fNy2gLPp9VW50tyKUhKSUlx+O9gJxaL0alTJ+h0OgBAREQETSxGAhpjDBcuXIBOp0OnTp0gDqLhKoSQtkOj0WDGjBk2ARIANJhMmAEXepK6d7df5sU8Gk+Zq3gBsLnhsw6UZDIZJBKJcAdtzU25l+e1MpqMeO6lYrz2QhKALwEwoIoDqoyo4OZhXezHmAWgojbZEiCZMZMIJr0So4ZHQhWnQmKXRIhFTs4rUK4FH7TDb4G4QPNpteX5ktwu3AAAlZWV+O2336DT6WAymWyeu+uuuwRrnBBa6lJjjOHUqVOorKz0feMI8VCnTp3QrVs3CuoJIT5nPUeKYDlJPsij8ZRPJ/ps7U25gLkmWi2Qlwd0kxtwMSwPebo85OwrwHsPPgHAUXDTAFyehE5hJZhal4CPjp60CZTEYobiYq7lQguBci34qB1+myfJrBVBebDOIyZoTpK1b775BnfeeSeqq6sRHR1tc5PGcRwqKipc3tdrr72GTZs24Z9//kHHjh0xcuRILF26FH369LGsU1NTg0cffRSff/45amtrMXHiRLz77rvo2rWrS8dw9YUwGo2or693ue2E+EtoaCj1IBFC/Eav1+Oaa67BkSNH+IDIQXW7AUYjfoaL1e18mEcT0IS4KRcg18RoMuKNf1fgmUdjYTJx4DgTn080/iCOH4jH5y/Nc3r4yORUxIXkYFVoF/wz5Cs8sy4FRiMHsRhYswZocQ73QLkWfNwOXwTi3jiG3wM8D7kaG4C5KTk5mS1cuJCdP3/e3U3tTJw4ka1du5YdPXqUHTp0iF1//fUsMTGRVVdXW9a57777mEKhYDt27GAHDhxgw4cPZyNHjnT5GHq9ngFger2+1e0lhBBC2juNRsOSkpIYAKZUKplarWaMMaZWq5lSqWQAWGKXLuy3uDjG+Ft1/kehYGzjRqbRaFhlZeWlHe7cabues5+dO/1yvj7R0MCYXO783DmOf/0aGlre18aN/PocZ78PjuOfb6LyfCU7UHyAbdi3gT3xyduM44y2m4qM7OGPlrOHP1pu95z5RyQysp9feJdVfvONpZ0aDf+2aTQuvg6Bci0ESjsEUllZyYYPH27zeTUzf26HDx9u+7l0Y98aJ2+w3Wc9QLgaG7hdOqSkpAQPPfQQIiIiPA3gLLKysmwer1u3DjKZDL///jvGjh0LvV6Pjz76COvXr8c111wDAFi7di369u2LvXv3Yvjw4a1uAyGEEEJcJ5FI0K1bN4hEIod5OmPHjsWZM2cwLTYWv7zzDhRGo2UYj6a0FKkpKbbfLns5jyYoCFlw4eabgRde4IfoWY/usco1aTA2QF2hRr4uH/m6fOgMOstqZeokMCayPbxJhIqyGCT1L8aN87/Bd+9OgskkAsAAmHuKRLh6zv0228nlbs5jJPS14OlQsmC8Jps5V7tJgB0MizOv526Pj1QqdbpNIA2x84TbQdLEiRNx4MABKJVKwRuj1+sBwFJJ7/fff0d9fT2uvfZayzr/+te/kJiYiF9//ZWCJEIIIcTHpFIpsrKyHA7dUSgU+OKLLzBt2jQUFxcj9eGHkf3UU1B0787fkI0bZ39D5qiIgyOurheMhLopb5LTpAdg6NQJ8ocfxl/THsSugzo0fLMFVaK/cebcGYSFhdlNI9ElvgIcZ7IJlDiRCcOvjMXw/lfi0Qm9oH9ChPx8IDKSw/nzAk7qKuS10Jr8rmC7Jls4V7lcblcIwlEp+2APaoTmdk7SRx99hBdffBF33303+vfvb1eC+KabbvKoISaTCTfddBMqKyuxe/duAMD69etx9913o7a21mbdoUOH4uqrr8bSpUvt9lNbW2uzflVVFRQKRcvjDgkhhJBAECilj1tB8/77SH3gARQajVACyASQLhbzj5vO/eKFOVuCjhAFF5rkNJ3lgGujgFPRwHDTbHx96gMwJgLHmTBu9hc4UHw/IiMj8X93/p9doPTH9oGW3iKxmOG99xjuuUfk6KjCEupaaG1+VzBdk26ca7BN+uotXstJ4jjO6Y9IJPJwdCCfe9SjRw+bcY2fffYZCwsLs1t3yJAh7PHHH3e4n8WLFzPw/b82P5STRAghJOBt3GifmyKXO8wjCViNOTFqgCmb/C1WAky9Zo3TbdzJo2lTvvySMbHY85ykxpymijCw32LBPusF9tiVYJ0GgeHyBAY0NNllPcPlCazTuE7s4cyH2eKvF7PXv3+dfXngS3ZIfYgZLhrczycSSmuvBaHyu4LhmvTgXHNzc20+k7m5uX48Af9wNSfJ7SDJG+bPn8/kcjkrLCy0Wb5jxw4GgJ07d85meWJiIluxYoXDfdXU1DC9Xm/50Wg0FCQRQggJfOabMkc3OoFyU9aSJjdtuU2CpFxzAQdHN6iOAsTGYg9tmrP3vek14OB1qG+oZ3nleWzbZ0vZ2/3AFg+y/ckYBBaZnOpwl1EDb2Svb3md/XzsZ6Y+q2ZGo9EPJ+9Ea64FIYsuBPo16ea5WhdXsXxx4aCYQ1vntcINQmKM4cEHH8TmzZuRnZ2Nnj172jx/1VVXITQ0FDt27MCtt94KADh+/DjUajVGjBjhcJ/h4eEIDw/3etsJIYQQwRiNfE6Bo6E9jPFDZzIy+KR8fw/vaY5VAQINgPQmT6cDyNZooHBUgGDKFP78gnyooUvMQypLSvj3tbnMB7EY2LDBMmSq4nwFcg+fxN6DZ1Ef9TciOlcARX8CHew3lQK4IzwPH8EI27mNGvDtv1chZXQvAU9KQK25FoQsuhDo16Qb59qWJ331FreDpBdffLHZ559//nmX9zV//nysX78eX3/9NSQSCU6dOgWATwrt2LEjpFIp5syZg0ceeQQxMTGIjo7Ggw8+iBEjRlDRBkIIIW2HkNXN/Knxpk0DIBVAIXApJ6nxcSqA7KNHoXB0HmJxYJ+fEBwl2Tej3mTE1pNRyHrsGKKTDiPvn4749j+TGvOLruHnMEoudrgtx4Dh9SW4KJ2H9fo14G/7GvDkk8VIGa0S7JS8wtNrQeiiC4F8Tbp4DtqQEJsAyRwQNS3mEGiTvvqb24UbBg4caPO4vr4eRUVFCAkJQa9evfDHH3+4fnCriWitrV27FrNmzQJwaTLZDRs22Ewm261bN5eO4XJyFiGEEOIvGzYAM2a0vN769cD06d5vj6eys6G9+mqk4FKAlA1AgSaBU3w8cvbtc3xD1gYKVzjlLMneihYJOBCaDLEkD/qYEiw/+zEOnZsFgAM/QgqN/278l8iEjDUrEP3Zi0CVAZH1QC8DkKwHelUBZ43m1z0BgApAPpTK8LbbcxBMRRday8Vz1R86hLQbbgi6SV+9xWuFG5yN7Zs8eTL773//K8TuBEWTyRJCCAl4bWXyyoYGVhkfz4abizQ0ab8aYEqxmA0fNszxJJNtoXCFM80k2ddxYMejwR7qPJtxjUUWODSw0V1fZICpxcti0Vvfsuz3X2TaSDAT1+T1NueedO3KcnNzLTkpbToXJRiKLgjFxXMNxklfvcXV2MDtniRn/vzzT0yaNAnFxcVC7E4w1JNECCEk4LWlb783bYL+1lthAGDTT9Q4ekS7Zg0k06bZf2Pd2rLNga6xzLcWCTiBZMSG5eGCtAR5UuBkFFDRkIBVR0+C2eQONc0lsicWMxQXc/w8RVZD+bTApR69rl2RvX+/3QSiSqWy7Q6xcjSsUaGwTKjbprSncxWAq7GBYEXv9Xq9ZTJYQgghhLhBLOYnfgQuBQVm5serVgV+gAQAU6ZAunGj/Y23XA589RXk99xjHyC1VLgC4AscGI3CtNFo5IOWDRv430Lttxl1JRq80nE2EnES47ATV9adxKsdZ6MgGmgQAWdrk5sESAAfIDV9TRhEIn6ZWAysWcNdmsh1yhSguBjYuROSDz+ErF8/PgelMUACYMlFUSqVkMlkkEgkXjxrP7J6LbB+Pf+7qKhtBg3t6Vx9yO2epH//+982jxljKCsrQ2ZmJlJSUrB+/XpBG9ha1JNECCEkaLSlb4TdyS0SYjJVVzl6jeVyPkgV8DVmjOFM9Rnk6/KRV56HIz8dxorFy2wCIQ4NyLg8CdFhJaiqs+9JEolMuPY6A378LhrmPKSZM4GXXwby8wGVCmiuE0iv18NgMDjsKdJqtZBIJC7noAi5L5e15fw04jeuxgZuV7dbuXKlzWORSIS4uDjMnDkTTz31lPstJYQQQggv0EsOu8OdqmBClm1ujrMhfSUl/PJWDumra6jDnsNq7Dl4GnWRfwGRlwKx09zldj1FDCGoqFUhOqwEnUJLMLPHQ/iv5m2YTCKIxQxr1ogwZ44U+/cDubnAqFHAkCH8tq6MkJNKpU4DF3eG2On1eqSlpfk28d9HwSwhzrgdJBUVFXmjHYQQQggBArvksLcIXbbZES/MRcUYw2nDab63SJeHzZ/HYOs7N4AxFThuGF+ee/xBAECXhHPgOBMYu5TpwKEBY87nY8QZQGkAOvxvHF4aKmrsJbo0jG7IkEvBkT8YDAbodDq7OXWs85vM6wkSJHk5mCXEFYIVbghUNNyOEEIICXC+KFwhwJA+rRb461gdwmJOojrkH+Tr8qG/yOdjV52Jxqq5GbZBkMiEjA9WITq2CgBwcPsgfPufG2BiYojRgNW4F3PxcVAMqWxuMlLruXdazXwtOJtHKpiKmJCA5LXhdoQQQgghgjIXrpg6lb8Jtg6UhCpc4eGQPsYYdAYdVv2nCkuf7QVmCgPH9cKN8//GoPGXCladLY2xCZAAgJlEqDkrR+qgDkjumownr+uJM0+IkX/cCFXFfsgbrgW6pwfFkMqmk4+OGjUKAIQNkIC2M7EyCXoUJBFCCCHE/6ZM4YdROcpDEaKXxY0hfTX1NSg8XYh8XT7ydfnQaoFVz1zqJWJMhG/fnQTVwAJLL1GX+Aq74XRiMcNTd9wGheJSxUK5HJDLxQBGNP4ED4VCgczMTEuABACZmZnCTkrrq/w0QlpAQRIhhBBCAoM3C1eMGcNHKA6G9DEA5RFAfi8Z8sQF0GT9AhMzWZ4/W5rksJeo4mAdoseZII3sjKuuUiHmjXK88EQ3GI2cpTy3kPGDQ62pAOfmthqNBunp6TbL0tPThe1J8kV+GiEucCknadCgQdixYwc6d+6MF198EYsWLUJERIQv2tdqlJNECCGEtHGu3uybCwIAqBExFEiA/GggXwoYQgFMmwb07Wu3maN8IxEasLFLEkZKTYhb9ja4W28FwHeCuVKeWxCtqQDn5rY+z0lqCxMrk4DkamzgUpDUsWNH5OXlQS6XQywWo6ysDDKZTNAGewsFSYQQQkgb5uLNPmMMp/SnkP/VR8j7cAW0dedgMo+Ci44G0tIcBkhm/3zaA19+mQ4TQiBGA9bgXszBx5dypnxdcc1ZBThX2uPmtlqtFikpKXYBUdPAKefnnyEvKmp9L6BVMOswP42q25FWEDRIGjFiBKKiojB69GgsWbIEixYtQlRUlMN1n3/+ec9b7QUUJBFCCCFtVAs3+xf/9xkKRva35BZV11bzz5tMgFoNGAyARAIkJgIi2+F0YpEYSV2SoJKpoOrSE7H9B6NEC+RDBRXyIUeJ7fF82bvRmgpwHmzr0jxJISHIqq6GtLT00r5aM69RW5pYmQQUQYOk48ePY/HixSgoKMAff/yBfv36ISTEPp2J4zj88ccfrWu5wChIIoQQQtogBzf7DMDvHRKwu2My6jvn4UKiAWzhQrsAyJnOEZ2hkqmQLEtGUmwSwkLC+CcEKB8uqNa0x8Nt9Xo9DAaDw0lotR98AMm8ebCbIam1PT+tybcixAlBS4D36dMHn3/+OQBAJBJhx44dQTPcjhBCCAkodOMniP0fHMIu7VQM4XajJroMv3ZIxj7uKmw7tRSsRgzunBE3NszDILWaD6YcCBGFICk2Cao4FZK7JiMmMgYcx9mv6K2Ka55eC61pj4fbSqVSxxPFGo2Qv/ii4314OEmvRXucWJkEDLer25lMppZXIoQQQoi91iTa+1IAB3KMMdw+4wK+/HwQgKv4G3E9A/Qi8H1JfJDDIMa36jVQae9HdNKl7WMiYy71FnVJQmhI6KUnnZ23NyquteZaaE17hD4XmteItFEelQAvKCjAqlWrcOzYMQBAv379sHDhQvTq1UvQxhFCCCFthrP8mZISfnmgJKMHYCCXV3AROb+XgklO4PAJHb78/C6YgyH+t/W/L2EIgb4mGVfJEvjAqLG3yKHmzvvmm52WD+cP25jHM2aMayfU2muhmXLmLbanNds6QvMatXnNDrXUaiGRSBz3MgY5l3KSrP3www+46aabcOWVV1omE8vNzcXhw4fxzTffYPz48V5pqKcoJ4kQQojftSbR3pdaUzFNQCaTCaWVpcjT5WHdWjEy3xgNxkTgOBP6jvwbf+de7tJ+RGhAfkEDeio7NL+iK+cNCFNxTahroTUV4ISsHhdo+VpEUC4V7ZDJkJWVFTSBkqCFG6wNHDgQEydOxOuvv26z/Mknn8SPP/5IhRsIIYSQpoLhRtLPgdz52vOWKnQFpwtwoe6Cw/mJABNse4+a4ofcidGANfcfxpx3r2r+wO6c99dft77impDXQmsqwAlVPa69zmsUwENSheRy+fecHIc9TYFI0MIN1o4dO4YvvvjCbvns2bOxatUqd3dHCCGEtH2uDjXauJH/7Y8bLh/nlphMJpRUliCvPA/5p/NRWllqt87Z0pgmARIAiNDryjwUHFKBD5QYODAwiCBGA17Hkxgcp4bqlbshv+e6lhviznlPmcIPvWvNzbGQw9Na0x4hzgXg13/rLb5niuMc90ytWuW70ui+CFwCcEiqt8jlcmRnZ1sCotTUVIcTCQdLgOQOt4OkuLg4HDp0CMnJyTbLDx06RBXvCCGEEEdcTYJ/5x3+xx83XD7ILamuqeZ7i07no0BXgIv1F5tdv0t8BTjOZBMoicQMW/4Xh4t6Drm5wKhRHLrLTMjffAiqkGLIL7/RvZtjd8+7tRXXhC6c0Jr2eLKto0BkyhR+iJ6jwMFX8xr5KnAJltxCASkUCptAyZxuY92z1Ba5HSTdc889mDdvHgoLCzFy5EgAfE7S0qVL8cgjjwjeQEIIISTotZQs35Q/bri8UMHNZDJh/19l2P17Oeoj/0ZNeL5bTerVMxwZLxzDWy/2g8nIQSwG1qzhcHnvTgCAIUPMa4ohz7gSwJVu7R+AdyrXAc57NYQunOBLLQUiQvRMedouXwQuRiN//o7et9aWOw9wCoUCmZmZlgAJADIzM9tsgAR4kJPEGMOqVauwfPlylDbOqhwfH4/HHnsMDz30kOP5BfyIcpIIIYRY+DOPwNmNnDO+zuUQKLfEUGOw5BZ9/mkkNv87zVJ04cb532DQ+IP8iiYToFYDBgMgkQCJiQgL7QBlnBIqmQoqmQqdIjoB4O/J8/MBlYpvQiCet42WggkhCyf4SkvFLb74AoiN9f1ny5e5dMGQW+gl1jlIZsHak+S1wg3WDAYDAEAikXi6C6+jIIkQQgiAwMgj+PJLYPp0/sbOVb684fLg5n3vPiO+/VGPbr3zENL1IE5VnQIAh0UXOJEJGR+sQvTpfUDWNqDKANlFILkKUEV0Q+Jr/4b41tu8eooOCRm0uFohUKjCCb7QUiAC8AGI9XXtq8+WLwOXDRuAGTNaXi8jA1i5snXHCiBNizQ4ykkKpkDJ1digaTakWyQSSUAHSIQQQgKE0cjfzGzYwP92J0gQgvnGtelNnnk4zqZNvmlHXJz75+7L+WXMuSUJCbbL5XKbQKHqYhX+OPkHUm8swojhIrzyfAwevGMoVr80zLKJo6ILzCSC4beL6Pv+F5j0pwEP/wk8cAwYXwL0zC+H+LbbffdeWDOfd3y87fKEBPcCpJaGYwH8DbTRyO+zoIC/mV6wgP+dnx94ARLQcnELwP669tVny5fzNLk65PKzz3z/f5yXaLVamwApOzsbI0eORHZ2NpRKpaWYg7al6yMIeTSZLCGEEOIyf/fgBFIegSc3au7mwjhiNEK/bRsMxcWQX3653VAomwkhHeSWGEeNhEZfiry/tyNfl4/yqnKUnIhHznf3wHoi18M/X4kh1+1HQu9Sh0UXxGKGZ7/egh6nHLQxEHI6Wpsy4E6lvIoK+8/F8uWBWSHNk+vWV++nt3LKHBkzhv+i4/Tp5tc7fVqwKpD+JpFILIXZrHuMrIs5yGSyNtlp0qqeJEIIIaRZgdCD486Nq7e5c6PGcfzwq9Ym8G/aBH1iItImTULKgw9Cc/XV/NCpxtdeo9EgJSUFaWlp0Ov1/DZiMfRDB+L3kb3xv8hyLNu+HOv2rENufi7Kq8oBAOq/E2E/VxEHzbFEhIeEY3h/OZ59XQOxmJl3iTUPH0ePUwect9WX74U1oa7TkhLX1lu+3P+fC3d4GmD44v00F8JwFuAK8Tky94R/8QWQkuLaNr7sAfYiqVSKrKws5OTk2A2pUygUyMnJCaqJZN1BPUmEEEK8I1B6cHw5HKcZer0ehp49+flEmhQJ0AKQALDcZgg1v0zjzb+BMegAFAJIBZCt1UIxdSo0q1cjdelSFBYWgoHhL/VfqBbxZbp1Bl2zu07sp4Z54tZLGB644wrcMG48xCIxpg0B5s2wKrqw66Br7fblDaZQ1+mmTcDDD7t2zG+/dbzcz71per0eBoPBfs6bMWOg7dYNklOn4NGtsDffT2/P0+SoJ9wVQvRcBQipVOo0CGqL8yOZCdKTVFlZKcRuCCGEtCWB0oPjy+E4Tuj1eqSlpSHlmmugee45fmHjDZwGQAqANAB68wZNcoA8YnXzLweQDUAJPlAajsF4kC3E0Ic+RGFVIWTDZbjtpdvwY9GP2FOwp8UACQB6XVaBlBuKwQdKvJkzOdw0vjvEoks3pHI5P+pILkdAvBd2hLhOzT1RLQ3DcoWfetMs12hKCjQajc1zmtJSpDBme426w9vvp4u5dG5z1sPYHKF6gJvyd15nO+R2kLR06VL873//szyeNm0aunTpgoSEBBw+fFjQxhFCCAliAdKD45PhOC0wGAzQ6XR8kvPSpdCsXg0kJEADvmenEIBOJIJhzhy+CldRUevzUprc/CsA/MQBESEfoxS/4R2sxKnafQgVZ2LGAzPQMapji7vsLu2OscljMXvUbDw+8XFkf9sTv/3GYeVK4LffgHXrWthBALwXdlp7nTbXE9UaPh6uZXONpqZaAiVLZbPycui6doWhWzfbDZvrofHl+zllClBczH9+1q9v/efIk/dVqB7gpjZt4ofIXn01X12vyZBZ4h1uD7dbvXo1PvvsMwDA9u3bsX37dmzbtg1ffPEFHnvsMfz444+CN5IQQtoUf87V40uB0mvg7eE4LpDL5TYz1qcuXYrM9euRfscdKCwthTI+Htm5uZAnJVm2aTr0yfqxTaEFwO4xAMtN9rkwIDcyAb92TIY6LAIXimfButhCffmdqC6/AKm01K7dHUM7opesF1Rx/LxFUR2i7NYZMsR6UtcWtPK9cDocDE5eA1e09jp1pfKbB/QSCQxarbDn2gy7azQ11WGpZ3l8vO3/X6dPA7ffzu/ED58tG2KxcMUSPHlf5XLhS7j7aqJcYo+5qUOHDkytVjPGGHvooYfYvHnzGGOMHT9+nHXq1Mnd3XmdXq9nAJher/d3UwghhLGNGxmTyxnj/+TxP3I5v7ytaWjgz43jbM/X/MNxjCkU/Hq+4Oi1Vyh8+tqr1WqmVCoZ+DFqDABTKpWWv6tmlZWVbPjw4ZbnrB/v3buXKZVKNnz4cFZZWWnZp/lxfUM9yy/PZ9s+W8re7gc2KXE249DQeMoNDt+KsTM2scVfL2aLv17M1uSsYT8f+5mpz6qZ0Wj0zgvhwXtRWVnJhgwZwhITE+1eL7VazRITE9mQIUNYZWWl/cYNDYzt3MnY+vX8b+trrrXX6fr1jrfz9IfjWGVCAhs+bJjNtVFZWck0Go3d+80YYxqNxvF5e8DVa9RGAHy2BOfq+/rss46vKyGYr81mrhWf/h/aRrgaG7gdJHXv3p3l5uYyxhjr3bs3++KLLxhjjP3zzz9MIpF40FTvoiCJEBIwNm50fCPGcfxPMN9QOGM+56bn7a9zbnqzXFvr/ObZS3Jzc21uQM1/U61pNBrLjapSqWT79u2zPA4JCbFfHg4Wf0U8+/d3/2Yvf/syH/Bsfo49PLyPVYBk/jHZPe7UbzzL+i2LVddUe/38LZoLXBz466+/WHh4OANgEyiZAyQALDw8nP3111+2G7ryxURrrtOdO1sVEDk6nub991lSUpLlfT569CgbPnw4S0xMtJxrUlKS06CptVy5Ru24+X4GPFff150723Yb2iCvBUnz589nPXr0YNdeey3r0qULMxgMjDHGNmzYwAYOHOhZa72IgiRCSEBoz98IBuq3zH7o1XPnW3rrdZVKJdu0aZMlQBKFJLKFT21mcQMGMvQD6zSuE8t4dSpb/PIUtvitmWzx5ufY4q8Xs7vuWeLkkjNZfkdFfWk5hkaj8dq5t5ZGo7EECOZAKTc3126Z5osvLt2of/GF619MeHqdttQT5ezYjz3m9HiVlZVs4MCBlvc7MTGRxcfHW84zJCSEDRw4kB09etTmGhHi/fOoJ6ktCoSecFd7s9av914b2iCvBUl1dXXsjTfeYA899BD7448/LMtXrFjBPvjgA/db6mUUJBFCAkJ7/0Yw0L5l9kOvXtOgJzc31+Zx84FSAkNoKkNMAuO6zmWwGj7XMfl+ljE2ki0ehEs/qRK2+PVp7OGPljOOM9qcogj17Jsud7GVsw6x335jXumJ8BbrXqOmP4mxsUzdrZvt+ykWu/fFhKfXqbOeKEc/1oGXk+NZ9ySaA6WmP/Hx8ZbXQqggxpNrtE3zd094e/+74SVeC5KCDQVJhJCAQN8IBg4/9Oo1HT5nPVTMWU9AXX0dO152nN02b5tNUATYBj0c6tnDlyfYBEkvDAL7oA9Y9vsvsjfeqmBiMd9zJOaM7MNFx+zOTcicFm9Tq9U2vSoAWHznzkztyufLmzeYznqivvzSo8DLUY+Oox+hghdPrtF2wZ894YHQm9UGuRobuFTdbuvWra6sBgC46aabXF6XEELajUCp9EbcmxdHoEpZEokEMpkMAJCdnW2ZuV6hUFgqisXJ4lAnqsPegr3I0+Xh5NmTKC5owJfvPwfAXB3MvkoYQwjUtSoM40qgqgKSqwBlFRBh4oCXPkBK0dO4YwrXOKGrCHL5v+z2EfQTQuo9mr2HJ1Sp7SlT+AlgBapcqVAosH79eowePRoNDQ2W5WKxGEarOXIyMzMt11NruHKNymQySCSSVh8rqAj8vrolACpztmccY9avuGMike10ShzHwXozzmq+A2OATW5VVVUFqVQKvV6P6OhofzeHENJeGY38vBYlJbZ/6Mw4ji8fW1REf/C8bcMGfq6RlqxfD0yfLthhHZWvrmuoQ9GZIuz9ey/KLpShxlRjs/4HK/Nx/uA3Ley5AfEdkvBrTQkSrY8HwABAvnOnXbDnjRLSvqDRaDB69Gio1Wq75xIB7AY/H5RbHLw+gcAyP1FhYbPrmUtzCxEoeaXEOmm9TZv4OZusv9xRKCzlxul9c4+rsYFLk8maTCbLz48//ogrr7wS27ZtQ2VlJSorK/H9999j0KBByMrKEuwECCGkTTF/Iwg4nkiTMWD58uALkIJxFng/9epJpVIkJCTgtOE0vt79O556+wc8/em72PDbBhRVF9kESFVVVVj3yTqcrz8IoOlragTA9yyI0IBY3IvSmhJcDcB8C6UHkAYgBYDm6FGbrTUaDVJSUpCWlgZ9a3pgfEyr1doESImJicjNzUVily4AADWA0bj0GrTIHxPXukir1VoCpJAQx4N+4uPjkZiYaDf5a2tIpVKnvYpyuZxutP2lmYly9Xo90tLSkJKSYncNBOtnPVC4FCRZy8jIwFtvvYWJEyciOjoa0dHRmDhxIlasWIGHHnrIG20khJC2YcoUfuK/hATHzz/yiF9mUNfr9dA6GX6m1Wqd/3EN1lngx4zhe+0cBauA4DfPdQ11+KfsH3x7+Fu8teMtzHl6DyaPHYjXH5qIFbMfwh/bB9ptExYWhsjISHSWXcBtC36CSGTufWzA00+fRGJiCvrG3oY/kYQ/8DGUAGQAzAOhDAB0AAoBpL72muXmybp3QqfTwWAwCHKOvlBVVYXy8nIAfIC0e/dujBw5ErvffdfSg1YOoMqVnQX4UCWJRIJOnTohJCQEDQ0NSExMRHx8vOX5kJAQdOvWDd9//z2USqUlUHL2OSZtgHmi3OnT+d+N163BYIBOp7MLloP5sx4oXBpuZ61jx47Yv38/Lr/8cpvlR44cwbBhw3Dx4kVBG9haNNyOEBJwvvoKuO02++XmGzcfzqBu/hZSp9PZDdkx/5GVyWTIysqy/RbZ2SzwfjgHj5jbDzge59+K9jPGcNpwGvm6fOTp8qCuUMNo4nuDqs5EY9XcDDB26TtKTmRCxgerEB3L395LOkigkqnQrWM3dAnvAlWSClotcOhQNbp2NWDIkO7QfvABJPPmwfyOaMEHSNbf82sApIrFKDQaoVQqkZmZifT0dBQWFgo6RMtX9Ho9rr32Wuh0OuzevftS241GaORyjD51CjIAP8H2dQDA31Ba93JaDVUKRFqtFmPGjEFxcTGUSiW2bt2KuXPnorS0FACgVquRlJSEXbt2gTHm/HNK2gXrgKgtfNa9zdXYwO0gaezYsejQoQMyMzPRtWtXAEB5eTnuuusu1NTUICcnp3UtFxgFSYSQgGLOTXL2ja+Pc5O0Wi1SUlLs/pg2/aObk5NzaRhOgJ2Dx1oY5++O2vpaFJ4pRL4uH/m6fOgvOu59KzqShP8+N8tu+RP/zsKNaVFQyVToGt3VJtfXTkuvvxnHQbN6NVKXLrXJawnmmyanuRebNkF76612gaIl6P3iCyA21veJ9x5y9OWF+dwdBUWUd0Ic5bAF82fdm7wWJOXn52Py5Mk4ceKE5UXXaDRITk7Gli1boFKpWtdygVGQRAgJKNnZ/LC0lvgwmdztbyED8Bw8ZjR6VLWKMQadQcf3FpXzvUUmZmpxO0c9SWIxQ3ExB5cLzLn6+i9ZAjz/PPbs2YNRo0ZZFufm5mLkyJEuHiyICBj0BgJKxifuajef9VZyNTZwqQS4NZVKhSNHjmD79u34559/AAB9+/bFtdde2/w3X4QQQlwvNyxUWWIXWJf4LSwstPyRdfotZACeg8fM4/xdUFNfg8LTl3qLqmpcyn4BAIg4EXp06QFVPxUU/zbgsYxoGI0cxGJgzRo3AiTA9dc1ORkajQbp6ek2i9PT09vct8t6vR6GoUMhLy62C3q1ZWWQ6PVBF1BIpVKnbQ76ku1EcO3ls+5LbgdJAF/ye8KECZgwYYLQ7SGEkLYtQOdLUigUyMzMtPkW0un8K748Bw97eoTAGEN5Vbklt0hToeF7i0wmQK0GDAZAIgESEwGRfR0kaUcpVDIVkmXJ6BnbE+Gh4QCAUQuA225B47xFcC9AAlx+XTVisdMewtTU1DZz82Q3NM0q6G02r46QNqK50QBt6bPua24PtwOAHTt2YMeOHdDpdDCZbIcXfPzxx4I1Tgg03I4QElACdL4kt8az++ocHA2fksv5UupeGj5VU1+DAl0B8k/zvUWGmiYVoY4dA7K2AVVWy6MlQNp1EF92ORJjEpEsS4ZKpkKcJM47IyxceP213bohpWNH93LNgpRHeXWEtBF0/btP0HmSrC1ZsgQTJkzAjh07cObMGZw7d87mhxBCSDOamy/JT2WJm/4xzc3NtSkrbDf/ii/OwVx9rmlxgpISfrlAZcYZYyirLMOuE7vw8e6PsSxrGb78/UscVB90HCB98YVNgNSpFhhcaMD017/AEzW9MXPkTIxUjYQsWua9IeguvP6SpUshk8nsAl3z0EqlUgmZTAaJRIJgJ5fLLedkvmb37Nljc01nZ2fTDSJpkyQSSbv5rPua2z1J3bt3x7Jly+zGPQYq6kkipB3z41CtFgVIknmrvoX01jl4uXrexbqLKDhdYMktqq6tbnkjkwl4axXElQYkVQOqKv4ntgbgBGiTR1p4/dtb4j9V9yLtVXv7rLeW16rbdenSBb/99ht69erV6kb6AgVJhLRTfhiq5TZ/BXFWx9VLJEh7+WXoTp92b54kb56DwNXzGGMo05dZKtFpz2nB4Pqfvs4RnaEqv4DkB55GUjUQ1lwRO19X9AvkLwL8gKp7EUJa4rXqdnPnzsX69evx3HPPtaqBhBDiNc4mOjUP1QqUiU7dqKwmmCbBoxRAVnw8DC+8AHmTb9sVCgVycnKa/xbSG+cgQPW8C7UXkHvkJH794wxqI48iNLrc5cOHiEKQFJsEVZwKKpkKXaK6gPv8c8CVYna+rujnj2soQFF1L0KIkNwOkmpqavD+++/jp59+woABAxAaGmrz/IoVKwRrHCGEuM1o5IMAR53kjPHDojIygJtvbn/fuDsJHqVlZZDeey/QpYtd8Oj1PA5HPSEOqrfpARgA2LSmcT2tVouoqCicZ+ctlei++UKGb/5zIxjrC44bhRvnf4NB4w86bUZMZIylEl1SlySEhtj+bQvUqoSER9W9CCFCc3u43dXNDIHgOA4///yzy/v65Zdf8MYbb+D3339HWVkZNm/ejFtuucXy/KxZs/DJJ5/YbDNx4kRkZWW5fAwabkdIO9OWJjoVkpfzfDzibEjkypXAww9bqrfpAaQB0AHIBqBobOuF439h91+/4q4FdyE8LhzT06ejQ4cODids5UQmZHywCtGxfHdQiCgEPWN7QiW71FvUrACtSkiouhchxD1eG263c+fOVjXM2vnz53HFFVdg9uzZmOJk6EtaWhrWrl1reRweHi7Y8QkhbVBbmuhUSLt2OQ+QAP7GX6Ph1/NF8NjckMhp04BFi4A33wQ4DgbGoANQCGB0BPBkVDzyb3oYVR+swFdbV6GyvhKdLnZCXV0dOnTogLOlMTYBEgAwkwgN55IwbEhHJHdNRo+YHva9Rc0xV5SbOpUPiKzb7aeqhIRnru4FwGF1L3NeHVX3IoS4w6PJZIVy3XXX4brrrmt2nfDwcHTr1s1HLSKEBD0aFuVYIAWPrgyJ/Pxz4H//w/nHMnDWUIrHo4GnowF15Ww8oH4f+I8YgBFIVKNT8ibMmjnL8o1gl/gKcJzJJlASixkev32K+xO3Wpsyhc9nc9T75eOqhJ5oqxWwpFIpsrKyHJ6bS3l1hBDigEdB0oEDB/DFF19ArVajrq7O5rlNAs1dYZadnQ2ZTIbOnTvjmmuuwcsvv4wuXZwPi6itrUVtba3lcVWVK5m2hJBmBVMFrTFj+JvWloZFjRnj+7b5UyAFj830aqmRgG9DR+KUgSGy6Bhq3poLdvIkYDBgsiEWHy19F4D52hMD6jW49REFzPe/sVGxGK5UIW75GTz3WByMRg5iMbBmDde6AMlsyhQ+ny1YPg+N9Ho90tLSoNPpPKtiGOCkUqnTdtMQO0KIJ9wOkj7//HPcddddmDhxIn788UdMmDABJ06cQHl5OSZPnixo49LS0jBlyhT07NkTBQUFePrpp3Hdddfh119/hdjJH6TXXnsNS5YsEbQdhLRrLZTSDrhvp2lYlGOBFDw26a2qDgHyo4E13GysPvsBUCcC6gA8YcKkBd9g0Hj+fas/koRLAZJZCLqHjsEN/aOhkqkgahDBYDAg7WEZ0m8D8vMBlYo/NcGuxyCsKGcwGKDT6ewKGTSdW8hgMARlkEQIIYJjburfvz975513GGOMRUVFsYKCAmYymdg999zDnn/+eXd3ZwGAbd68udl1CgoKGAD2008/OV2npqaG6fV6y49Go2EAmF6v97hthLRbGzcyxnGM8bfVl344jjGOY5X//S8bPnw4UyqVTK1W22yqVquZUqlkw4cPZ5WVlf5pu1xu226Fgl/eXpnfz6bvqXmZj14b48872MlIsB3dwVb/C2zxILCHL09gHBrsLjVwRvbwR8vZ4q8XszmrFjPYrVPP9u0rYYwxVllZGbjXYwAwvwYAmFKpZLm5uTaPm75mhBDSFun1epdiA1FzAZQjBQUFuOGGGwAAYWFhOH/+PDiOw8MPP4z3339fwPDNnlKpRGxsLPLz852uEx4ejujoaJsfQogHWsobAWB44gmbb6c1Gg0A23K8Op0OBoPBly3nTZkCFBfzVezWr+d/FxUFfN6IV5lzahISbJfL5V6bO0qr5V/6f/KrcVB9EF8e+BLLLuzFx0Mk+KU7UBbBr3e2NhnMrpcIABOhqlyGuNA4ZK39EBDPA9DQ+GQDgHsxffoYaDQau96SgLoeA4C5kIFSqURhYSFGjRplVxGOEEIIz+0gqXPnzpY/MAkJCTh69CgAoLKyEhcuXBC2dU1otVqcPXsW3dtbwjUh/uBCNTR5WRmyX3vNctOVmpqKPXv22JTdzc7O9l9OgHlY1PTp/O/2NsTOER8Fj0aTEcveOosePRiuuQbo1zsCi99Q46/Sv1BjrAPSbIv2dAnPAwej3X5EIoa516RixYIVKDlcAmWPbOzbp8POncC+fTooldmWaw+ATRAQcNdjAFAoFMjMzLRZlpmZSQESIYQ04XZO0tixY7F9+3b0798ft912GxYuXIiff/4Z27dvx7hx49zaV3V1tU2vUFFREQ4dOoSYmBjExMRgyZIluPXWW9GtWzcUFBTg8ccfh0qlwsSJE91tNiHEXS5WOVMYjZYyu+ZvpwHQt9OBzEs5NVUXq5Cvy0e+Lh8H/zmNpQ/fD8b4fCLGRPj23UlQDSzg5yrq25cv9Z21DagyIE5cgnti5+GDMx+ANX5/x3HA++9z6PuvpiWe4xuPGG9X4lkqldL12AyNRoP09HSbZenp6fTaEEJIE25PJltRUYGamhrEx8fDZDJh2bJl2LNnD5KTk/Hss8+ic+fOLu8rOzvb4eS0M2fOxHvvvYdbbrkFBw8eRGVlJeLj4zFhwgS89NJL6Nq1q8vHoMlkCfGQm5Oy7tmzx3JDCgC5ubkYOXKk99pHWublqoRGkxGaCg3ydfnI0+WhvKrc8lzRkST897lZdtvMfHkdkvoXAwC6RneFqktPJJ+shKLKCHF8ArQ9x+DX3/g2jhgBS0U6dwuE0PVor+nkqpmZmUhPT6chd4SQdsXV2MDtICnYUJBEiIeMRiApqeVqaEVF0JSW2lTIAuibe79roSqhp6ouVmH34WLsPXgWdZF/oUOnM47XOxONVXMzbOYq4kQm/Ofr7zCsfwJUMhWiO3rn/+SmFdsAuh61Wi1SUlLsAqKmgVNOTk67Ho5ICGn7XI0N3M5J+uOPP/Dnn39aHn/99de45ZZb8PTTT9vNmUQICWLmUtrApdLZZlaltK0DJKVSidzcXJucEHPyPPGhTZv4EuhNc8pKSvjlbsxnZzQZUXS6CNv/3o53d76L/3t8J24ceTleeuBqLJv1AP7YPtDhdtGxVbhx/jcQiUwA+Mlc16wG7r9xEgb1GOSTAImux0skEn7IYtNg0bqYg3nIIiGEEA96koYMGYInn3wSt956KwoLC9GvXz9MmTIF+/fvxw033IBVq1Z5qameoZ4kQlrJUY+EQgGsWgXt0KGB/+200EPOAn1iXXMPoLOiG1Y9gI7ardUCB/+shqhTAQziYyg8XYg6I/8FmLPeoYwPVvF5RgA6hHZA98ju6NqxK0b1HwX9GYl35ipygHpLmhdwc5oRQogfuBobuF244cSJE7jyyisBAF9++SVSUlKwfv165Obm4o477gi4IIkQ0kpTpgA33+wwMJDo9U0S6m2/nbZOqPcLoYeceWkIm6BcqEoIjYZfr7F4Q4OxAeoKNd5+7wLeWtIPzBQFjuuPG+cXY9D4SyMEzpbGoOnMEcwkAqpUGDMiEsmyZEhEElx//fXQ6XSN14TEkldkDlZkMhmysrIEvyE395YAAXo9+plUKnX6mrfHoJEQQprjdpDEGIPJxA+f+Omnn3DjjTcC4P8InTnjeGw6ISTIOamGJpVKkZWV5fDbaYVCgZycHP99O20ecta0s9w85MzdeYGE3p+3uFiVsFKdj7yiSOTr8lF0pghnyjvgrRcu9RLZVaMD0CW+AhxnsgmUxGKGR6beZAmEtFqtzVxFjnpzAMBgMAh+XQT09UgIISSouJ2TNHjwYLz88svIzMxETk6OZWLZoqIit6rOEULaBqlU6vRbaLlc7p8bUhcmwkVGBr+e0chX8tuwgf9ttJ+rx639+ZuTeeQaOKBAAmTJgXf6Aasqd+O7P7/D8fLjqDPWOe0lqiiLAQDEd4rHjSOuxNJVlRCL+XMWi4E1azhYv/1yudyvcxUF5PVICCEk6Ljdk7Rq1Srceeed2LJlC5555hmoVCoAwFdffdXuy6sSEtACPZdGSK4OOXvlFeCDD1oePufBEDa/GTOGP4eSEpwLZciTAvnRQJEEqDfHQNHRQGKizWaOeolEIhNmjB+KUVfchsjwSADANX2B6VNgk2fUlPXwNpqriBBCSDASrAR4TU0NxGIxQkNDhdidYKhwAyEIjlwaIW3YAMyY4dm25sp91sPnXN3f+vXA9OmeHVcA9Q31OFlxEnmb1yH/7VdwNtzJitOm8ZO5WuHAoTD3anz65hiYTBxfjW4NhzlzPG8PzVVECCEk0NA8SY0oSCLtnrNcGkfBQFvh6kS4zjStAOfmxLq+9OeJc9i1/xQaJMdgEB9DvbGef+LYMSBrG1BluLRydDSQlmYJkCLCIqCSqaCSqdArrhciwyOh1TbfS+QqmquIEEJIIPJakCQSicA1nTPFijEQxuRboSCJtGutLAcdtFqaCNdV5qDHjYl1vf061jfUY++fWuz+oxx7f6vHNx+MAmMicJwJN87/BoPGH7y0sskEqNWAwQBIJOB69EBCjALJsmSoZCp0l3aHSOR2amqLmpbczszMRHp6ul1pbjMqTU0IIcRXvFYCfPPmzTaP6+vrcfDgQXzyySdYsmSJ+y0lhHhPMOXSmAmRO2WeCHfqVD6AsQ5smj5ujrlSXEv7A4BVq7wSIDHGUHG+Annlecg/nY+N6zvh63euB2M9ATAAXON69tXoIBIhss9lUMVd6i2KCI8QvI3WtFqtXZGGpjlKqamplrmK9Ho90tLSrEqGXwqevF0ynBBCCHHG7SDp5ptvtls2depUXHbZZfjf//6HOa0ZwE4IEZaL5aBdXs/bhMydmjKFH0roaH9z5wKLF7e8D+tKcc3tb9UqQYcsFhbXYffv5WDRJ1DJHcW5C+cA8JO5fv3ODKviCra9+uZqdJclS5Ecp4Sq8Cy6n60DF94ZuKKfT3oLXZqrqEMHSH74AejVC4aePf1WMpwQQghxRrCcpMLCQgwYMADV1dVC7E4wNNyOtGsBnEtjx1u5U456pgCga1fg7FnH2zQ3fM4LVQIZYzhbfRZ5ujx89BHw8evDHA6hKzqShP8+N8vpfkRihn9O1CD50Da/FupwOnxu0yZo58+H5NQpWMIduRya555D6tKlLg/PI4QQQjzl08INFy9exFNPPYVt27bh+PHjrd2doChIIu1aAOXSNMvXuVObNgG33tr8Ohs3ejWgqGuoQ9GZIsswusoLlag6E41VczNsynBzIhMyPliF6Ngqh8+bh9zxcxYBczoHaKGOFoJgzerVlkDJjAIkQgghQvNaTlLnzp1tCjcwxmAwGBAREYFPP/3Us9YSQrzDj7k0bvFl7pR5YtjmdOkCOBha3BqMMZypPsMHRbp8nKw4CaPJttBNcxO6JsgZBg7qhU7LyvDik/EwGvnA6PXXOQwe3FiNrrsRSGpm0luO4ye9vflm377nLU3Gy3FQvPwyMj/7DKPGjrU8lZmZSQESIYQQv/BoMllrIpEIcXFxGDZsGDp37ixUuwghQvFhLo3HXM2J2rGj9cPcWgrIAH4YngABWW19Ld9bpOMDI/1FfbPrO57QleGhyddjYN84cByHm68EZt/hpEx3tp8KdbQ0BNGFIFij0SD9jjtsFqenp1NPEiGEEL9wO0iaOXOmN9pBCPGmKVP43gOBc2kEY10goTkvv3zp357m2HixmAVjDKcNpy1BkbpCbddb1By5HJj/3BG8+8oVMBnNQ+g4DOons1vP4RxG/ijU4UqxjRaOpwGQCqCwtNQuJ8m6mAMhhBDiK24HSQBQWVmJjz76CMeOHQMAXHbZZZg9ezZVHiIkkInF/i/O4MyYMfyNtTvzGpWU8MMI3c2xcTUgc3G92vpaFJ4pxK9HNDhwWI8OsZpLJbhbIOJESIxJRHJXft4imUQGbgKHJ+7xcEJXgc+tRc7yjJq+N80cT4vGAAmAMj6+xZLhhBBCiC+4XbjhwIEDmDhxIjp27IihQ4cCAPbv34+LFy/ixx9/xKBBg7zSUE9R4QZCgoT5hhtwPVDypKBDK4tZMMZQXlWOfF2+pbfowI9X4Nv/THI+qauV6A7RlqBIGatEeGi4a+32wbl5dCxXim0ATtulB5AGQCcWIzs/H4qkJMtzNE8SIYQQoXmtut2YMWOgUqnwwQcfICSE74hqaGjA3LlzUVhYiF9++aV1LRcYBUmkXRKwTLXTcs7gJw6VSCTC3bw6GrrlCndLmDsLyBxUgNNqgb+O1SG0czEMIceQr8uHocZg2aSlinRikZjvLZLxgVGcJM6m+I3g3Di3VnG3vHwz7dIzBsP770N+zz12mwt+jRFCCGnXXI0NRE6fceLAgQN44oknLAESAISEhODxxx/HgQMHPGstIUQ4mzbx39pffTX0M2ZAe/XV/ONNm2xW02q10OubLySg1+uRlpaGlJQUaDQam+c0Gg1SUlKQlpbW4n5cNmUKUFzM31ivXw88+6xr27mbY2MuZpGQYLtcLge++gps8mSUVZbhiVdOILGHCWkTwnDtUBU++gg2ARLgvCJdnGkE7hhyBx6f+DhmjpyJkaqRkEXLvBsguXBughXqcDf/qZl2STdudBgg8U/LKUAihBDic27nJEVHR0OtVuNf//qXzXKNRgOJRCJYwwghHrDKEbEMYwKQrdVCYZUj4uowJoPBAJ1OZ5dAb97ePKeNwWAQ7kbWOncqO9u2WIMznuTYNClmcTEuBoV9uiPvTCHyf1yO0hIRVj13qYeIMRG+fXcSVAMLbHKOHFWkE4sZ0tNGQO6sWV6YkLa5c/PKMTzJfwr0AiKEEEJII7eDpNtvvx1z5szBm2++iZEjRwIAcnNz8dhjj2H69OmCN5AQ4qImc9EYwAdIheAT47MZgyIjA5pBg5A6bpxLAY5cLrdLoLeuPGae7NNrCfUtFXQw572MGePefo1GsF9+wamTx5DXsR75CZHQVJ4AO3jpGGdLk5zOWRQdW4VOEZ34IXRDVeiz2oT5D4hgNMJSkc7pS+JKNTgheLtQh6fvTSAXECGEEEIauZ2TVFdXh8ceewyrV69GQ0MDACA0NBT3338/Xn/9dYSHC5iELADKSSLthoMcEUtpZQBKAJkA0uPjLaWWXS2t3LTnCIBb27eKgDk2F+suomDDGuT9+2UU1J9FdWjjE9ESIO06oG9fy7qOco1EIhM25xzCyCsS0SWqi83QOa3WhYp0zqrBCZ0v5CtC5z95u4eNEEJIu+e1wg1mFy5cQEFBAQCgV69eiIiI8KylXkZBEmk3NmwAZsywW2wdKJl5EuDs2bMHo0aNsjzOzc219CZ7naPeF4WixclwGWMorSy1VKLT7tkO9sX/nB9n2jSbQOl4zmh8seoamEwiiMUMa9ZwmDPHw3NwpxpcMAUGHr43Lu3HGz1shBBC2jWvB0nBgoIk0m40U21sD4BRVo/dDXD82pNk5mIvw4XaCyg4XYA8XR4KThfgfO15/gmTCXhrFVBlsNvGLEQSjaRX30Zytz5QyVSIiYxBSQnn2ZxFTblbDS6YtLYHqK31sBFCCAlYrsYGbucknT9/Hq+//jp27NgBnU4Hk8lk87z1TRQJEjTEpW1wkiOiAZDeZNX09HSPhtolJSVh5cqVePTRR+2KOXi9VLOjXBajEaZfclBa/DfyIxqQ3y0CJfoyMDj47ketdhggxdQCyXpAVQUkGaoQWpcIKIdZnpfLWxkcmblbDS6YtCbPqEkunQ3G+EApI4Mv+ED/LxFCCPERt4OkuXPnIicnB+np6ejevbv3y9kS76IhLm2HWMy/b1On8jeWjNnnJL3yCtI/+sguwHFGq9XaBEgxnTvj0fnzsf6++zBj9WrLfjZs2IDp06dbquUB8OrcSudrz/O5Re+8goL6Clww/0/mILfIwsAHSKEmIMkAJFfxgVFMbZP1vBWktFANTg++2IbcwXpNXzOfzl3lbbt2NT8vFmOARsOvF2w9bIQQQoKW20HStm3b8N1339nkJpAg5WyIS0kJv5yGuPiGkD155rloFi7kAxw0BkhiMbLffReKefOQnZ5uU60uJyfHaXU6iUQCmUwGANgwbx6mP/MMCo1GzHj+eawHMEMkgvTCBdx+++0oLi4GAJSUlGDOnDnQ6XR2QZirpcetabXA8eMmSGSncD70OPJ1+Sj9dcel3CLr/8WqDMAXX9jlFsVGxUJVHQFVPtDDAIQ2N8jYk3LirmimGpylXLtYjOykJFiHrU1fMwBIS0sT7PX1u7bcw0YIISRouT2ZbOfOnRETE+ONthBfammIC8APcTEafdqsdsdq4lfMmMH/djDxq1saJ2SVfPMNZCoVlPHxyM7Ph2LePACAQqFAdnY2lEolZDJZs/ObSaVSZGVlIefJJzH0qaeQbTRCCT7wmgFgucmEc6dOobi4GMquXZGdnY3o6GibuZXMk9BaD9vT6XQwGJznBgFAdU01XnhDg8QeDNdeK8LwK7ph5X+qUFKhAcv6vtltQ7f9gN5xKtzQ/wYsHLcQCyrjkbb0M6iqmgmQOI4vOOBuOXFXmXv6zMeyYinXbjQiddy4Zl+zpnNXefr6BgxP5lsihBBCvI25KTMzk02dOpWdP3/e3U39Qq/XMwBMr9f7uymBZedOxvhwqPmfnTv93dK2a+NGxjjO/jXnOP5n48ZWH6KyspJpNBqHz2k0GlZZWdnyThoaGJPLLe1TA0wJMFj9KBuXm9usVquZUqnkn1MqWW5urs1jtVptdxij0chOnjnJdvy9g63JWcMe/mg54zij7UsjMrKHl2SwxYNg9/NOX7CsBLB8CVg9Z3XtNml/sz8CvOYt2rjRvj0KBVOvWePya+bJ6xuwzO+Po8+C+fOgUPDrEUIIIa3kamzg0nC7gQMH2uQe5efno2vXrkhKSkJoaKjNun/88YcAoRvxOhri4hbBc0B8lKwulUqbnSjWJU1yRhTg51uyHnCb2bjc3GZzb5W5Z8M8PLdpRbzqmmrk6/KRp8tD4elCXKy/aNmn08lcT0oQDSDMCPS0yi3qVNek3eZrt6WcF7MlS3wzvHTKFP59bTLEUiEWI/u661p8zQC4/PoCCPzCLA5y6SzMf3dWrQqsNhNCCGnzXAqSbrnlFi83g/gcDXFxmV6vFz4HJJiS1ZsEyg6r5QHIBqCwarNCoUBmZqZN/uIn//0EpggTdhzbgbzyPJyqOuX0sF3iK8BxJrvJXMcP7I4RXwKJ1UCIK7lFrgb6ycmurecOZwGKk2pwjl6zzMxMh8U1XFo3WAqzWOXS2bXV3fmWCCGEEAG4FCQtXrzY2+0gvtZMEjmASxNbeis/I4g0zQExB0pN5w4yGAyuB0nB1JNnFSjbVcsDHyAVNi7PBqBobLNGo0F6ejoQkgBEJAPSPNz83M246+67XHqdomOrcMuD2/D1O9dZTeYqwp2z5gFLXwWqSwBHpb6bXrv++kLAgwDF8ppZcVauvcV1g60wi5MeNupBIoQQ4g9uF25QKpU4e/as3fLKykoolUpBGkV8oJkkchriYksul1sKHZgDpT179lgCJPMQJ5eHrwF+uXFXq9XYv3+/w+f2798PtVrteMMxY6CPj8d+2AZI2QBGAtgAIKlx+WgkYMOxbtiy/QCGTh6KwoupQMNJoGonoDmJioJbsO6TddDr9U7b2TW6K0apRmHmiJn4cmUaTp4UYedOoLiYw5w5cP/aNX8h4Gy6Am8UbDAHKE17C80BioPCHNZBt1KpRG5urs01Zy7Q4NK6xcXBWZjF3MM2fTr/m/7/IYQQ4i/uJjtxHMfKy8vtlp86dYqFhoa6uzuvo8INLXCSRO6TBPYgY50sb/7xOEnex8nqJ0+eZFFRUSwkJITt3bvX5rm9e/eykJAQFhUVxU6ePGm3bWVlJRveuzdLAtgg6yINVkUcBoSCSSNnM6Ch8RQaGOIftXps/qlnuDyBdRrXiT2c+TBb/PVi9up3r7LPf/uc/V78O9NfcONz6s61ay6S0fT1FrBIhkVLhSIcvLcajcZh4YWmBRo0Go1r68bHMw0VZiGEEELsCFq4AQC2bt1q+fcPP/xgM1zGaDRix44d6NmzpxBxG/ElGuLiMnfyRVrk42T18vJy1NTUoKGhAaNHj8bu3bsxbNgw7Nu3D6NHj0ZDQwNqampQXl6OxMREm20NBgN0DQ0obmzbv1k8jiMZG8Ij8FJ4b1TH7EZ0VBkMR98HYG6vGChdavXYLASRYVeic9jfSOmTgit6XgFFjAJikQfn6c6168ucFw/yzazno7IeWmddoMG6XHuL64pEcF7Y3UogDOckhBBCAhDHmKPxGPZEIn5kHsdxaLpJaGgokpKSsHz5ctx4443Ct7IVqqqqIJVKodfrER0d7e/mkCDWNAcJcFJNzB2O8lYUCq8kq1sHRCEhIXjnnXewYMECy2Nz4OSIRqPB2HFjUay9Fbi4DPxIXQaAA8CQ2OknqCvH221nV3hBzLAjuwAD+8f5Z6JTX1R627CBn/OqJevX88PKGrlTQbHFdQ8dgnTSpJbbsHOn/wuDEEIIIT7kamzgcpBk1rNnT+zfvx+xsbGtbqQvUJAUHAQvsS2wpjkgmZmZSE9Pt8lJ8jhQ8mGJZutAycxZgNRgbMC+oyXI/UOHusi/8MPmztj9+U3gA6OmzCMQbSvRzX2kAB+tVMFo5CAWA2vWgM8rasuys/lJgVviZoDi1mfEaOQnJW6pMEtRkcvXWqB/RgkhhBBXuBwbeH/kn39RTlLgq6ysZMOHD3eY32POsxg+fLjTiU8FmTC1Ge7kiwSD1atX2+RVrV692vLcufPn2M4/d7K3v3+bTX7oW8tkrvxv24ldm/70H/sXE4n4dcRiE/vwQ36fGg2f+hIkL0/reSHfzKPPiIB5WK39jBJCCCGBQvCcJEK8pTUltvUVFUgbMwa6M2eQ/fbbUNx6q+WbcU1xMVJHjYIsIgJZK1dCet11HvXQuJsvEsj27duHBQsWXFrAAfOfmo9TXAjOGmLQEHEMW7PeheGsFIY9f1qGyjWd1NUewwfL/oWEBBHy8wGVioO5w0EuB9wp/Bf0vJBv5tFnRMA8LK+UwSeEEEICmY+CNr+hnqTg0LRXJjc312HvjY2NG5mmWzemNFeaA5i6WzfGNm5k6jVrmFIstizXAPy3+x5WMfN2b5UvbN36BxOJxjGEJjCu81A29LoNDH2GMCReqkrHcUbWse8ChuTUFgujASbL76lTDf4+vcAjcOVIjz4jjPE9Vjt3MrZ+Pf/bw4qJHh+fEEIICSCuxgZu5yQFG8pJCh5uFUawmiizuQlOzfP5KIBL3+IH2iSaXtZgbMBDjx/GeyuuBF9tzgQ+r4gvutA0l4gTmRA56FpUH9gO2+p0xsZ1QyASAXfdpcfWrf9GRcVWKJUVyMnJcW+uqAAmWP6NwPlmXikeEkTHJ4QQQlrLa4Ubgg0FScFlz549NiW2c3NzMXLkSNuVzEnpVkOIrAMlM5sAycyDhPVgVHG+Avm6fOSV5+Hw8bN48+4FLgyZu+ThZVux9q1fUFnyOoAQAA0QiR7Ali33QyIZCJWKfxnNN80ymQxZWVmCDbVqMUiJiID0yBGvFLvQ6/VIS0uDTqezu/n31vm6w6XPSBs+PiGEENIarsYGHuUkmUwm5OfnQ6fTwWQy2Tw3duxYT3ZJCDQaDdLT022Wpaen239L7WAeGgX4HqRRVssy0SRAAhzOUdMW1DfUo/hsMR8Y6fJQcb7C8ly5JsmtAEksZpieOgRpV3TAxIlJAFQA8rFx4zuYNGmgzboKhQI5OTmCVjZrMUgZMgSyc+eQVVcHyxHlcj4PSIAewkDOv3H5M9JGj08IIYT4iut3To327t0LlUqFvn37YuzYsUhNTbX8XO1K2VtCHGhaYjs3NxdKpdJyo6rRaC6t7GACTA34IXbW0huXO9R0H0YjX7p5wwb+t9Ho6an4hEbDsOV7Pb7JPYhP936KpVlL8dm+z7CvaJ9NgAQAXeIrwHEmJ3sCAIbGadAgFgOvvXYOU6cOx0033QSgBEAOgBI8+uijtu9DI7lcLmiw0DRIMR/THCAVlpdDV1cHg/VGJSX88MtNm1p9fLlcjuzsbJvrb8+ePTbXZ3Z2NuRyOfR6PbROJo7VarXQ6/Wtbo+ZW58RL/D38QkhhBBfcjtIuu+++zB48GAcPXoUFRUVOHfunOWnoqKi5R0Q0oRWq7W7AR05cqTdjarlZrR7d5vtm+Yk5Tb+Lmxc7vDWzXofmzbxw/euvpqfBPTqq/nHAtxwC6m+oR4nTp3AwiVH0COJYfINUtw85gp88ZkEDaYGp9tFx1Zh0vxvIRKZAyVzHhL/76iojfj111Ls3Ans2VOKd94ZCLVajdraWiQmJvr8ZrjZIKW83DKM0mYgnnnUcEaGIAGuuXKhuQ2jRo2ymxPL3OOVkpJi95poNBqkpKQgLS1NkEDJ7c+IwPx9fEIIIcTX3M5JioyMxOHDh6FSqbzVJkFRTlLgczsHxGqiTC1jSIF9kYamgVMOGm+qm+YkWRWAsBEARR4YYzhbfdYyhO7k2ZOo0EVg1dwMm+FznMiEjA9WITq2ymb7yPBIqOJUSO6aDGWsEhWnIxrLc/Mdad9+ew4ffng3Sku/tkyQO336dKjVagBAYmIidu/ebTfUTKlU+qRIg8MiAXCQZ9aUm5O0Nqe5/ButVouUlBS74Mkbr5W/86R8cXy7PDSrohfakBBIxo2DNCZGiNMhhBDSjnmtcMM111yDxx9/HGlpaa1upC9QkBQc3K4m1hjc6BlDGgAdGm+erealMQdKMgBZAKRNAx8HBSBs+KHIQ11DHYrOFFkCo8oLlTbPFx1Jwn+fm2W33cyX16Fn/5NQxCigkqmgkqnQXdodnPmcnXAUiISHh6Nr166WAKnpur4sWmAXpABosUTA+vXA9OmtPrYrldyaBkSZmZlIT0+3C5yEIFjFvQA8vl0Qtn+/ZX4ny+c4LAxZH34IaXrTgbWEEEKI67wWJG3evBnPPvssHnvsMfTv3x+hoaE2zw8YMMCzFnsJBUlt2KZNwMKF0Gu1MKCxp0ih4CfKBICFC/mbN4BP8G98Tj9uHH+zl5/PD62zogUurW8mYM+EzbG0wIkTDF3iK3Ah9ATyyvNwsuIkjCbnw8WqzkTb9SSJRCb8uDcPI69IRMewjm63o2kg8sMPP6Bfv35+uxk382dPkjvBD5XFbj2bXrmuXZFdXu68R3jjxtb17gpclp0QQkhw8VqQJBLZpzFxHAfGGDiOgzHAEt4pSGrjmrvhcfCcvrr60jfWDz8MxYMPWnZl1/NkfkKgngmzuoY6LHvrLJ5/vBuYiQPHmXDj/G8waPzBFrcVcSIU7bkG/102CiYTB7GYYc0aDnPmeNaWQL3BbzZIgZNASaCeP0+G0VFZ7NazeX3hZL6z1r7HjV+s2PQeC1gZkRBCSODzWpB08uTJZp/v0aOHy/v65Zdf8MYbb+D3339HWVkZNm/ejFtuucXyPGMMixcvxgcffIDKykqMGjUK7733HpKTk10+BgVJxJrNDXB8PLJLS5vPYQKAJUuA55/3+JgaDcP+w5UQSQugF/+FP0+cw4rZD7mUVwQAkg4SqGQqJMuSoYxTokNoB2i1sOQXeZru4suhYu5oNkhprG5n9x4JmEPmbv5NoAaawUjzxRdIvf32luc786S3MIDzDwkhhPiOy7EB86Pvv/+ePfPMM2zTpk0MANu8ebPN86+//jqTSqVsy5Yt7PDhw+ymm25iPXv2ZBcvXnT5GHq9ngFger1e4NaTYKVWq5lSqWQAmFIsZrkAUzaWfFMCTM3fRl36kcsZa2hw6xg1dTXs79K/2YLFBxknMjKAMY4zskkLtrC7XlrLmh4CYGzmy2vZ4q8XsyVbl7C1u9eyXSd2sVP6U8xkMgn+Gmg0mkuvgVLJ1Gq1/WujVDKNRiP4sVtSWVnJhg8fbtMuM7VazZRdu7LhYWGs0vrFUygY27hR0DY4O3eNRsMqKysvtcfq9crNzXX4uhIXrV/Pci+VX2QAWK6jD8v69e7tt6GB/xw72hf/4eSvITc/54QQQoKPq7GBSz1JW7duxXXXXYfQ0FBs3bq12XX5uVXcx3GcTU8SYwzx8fF49NFHsWjRIgD8N7xdu3bFunXrcMcdd7i0X+pJIo64ne/SwjfXjDHoDDq+4EJ5HtQValSejnJYiW7O0g/x0eNz7ZZ/+P1PGDFAgZ6xPdEhtENrT7FZ/q6W5kr7mi0SEBEB6ZEjfs0r8WV1u/bCaz1J2dl2+YcOeSn/kBBCSOBwNTYIcWVnt9xyC06dOgWZTGYzHK4pIXOSioqKcOrUKVx77bWWZVKpFMOGDcOvv/7qNEiqra1FbW2t5XFVlf3wJUIUCgUyMzNt8kgy0UxBAAcT2NbU16DwdCH2/qnFgcN6dIjV2AyXO1saYxMIAQAziVBfG4abFnyHb/5zA0wmEcRihtWrOcyeOOHSik7yqdyuLuYkZ0sqlSIrK8vh/hQKBXJycnxWoMERqVTq9NiW9vr5ZlYikUAmkwGATaBpnmPJHGhKJBJ/NjNoaDQapD71lGXIq3VOUiqa5CSNGePezh18flu1HiGEkDbPpSDJZDI5/Lc3nTp1CgDQtWtXm+Vdu3a1POfIa6+9hiVLlni1bST4aTQapDcpJZyOZnqSuncHYwzlVeXYc0SNvYfOwhj1D/L+UOLb/0wCYyK7Agxd4ivAcSa7SnSz0kZjxAAFTj8uaswr4mzzihwkl+vj45EWFQVdQ4PrPT8tJKm7FIgQpwI90AwmNpPVmqvbcRyyGbPkCqYCyGEM8lWr3O81bDIBdavXI4QQ0ua5FCQFk6eeegqPPPKI5XFVVRUlT/uIv+dxcVXTAgAOv7FuXLcmBChQdUO+5Bzyt69Azjcqq6BoYmMOOB8EMSbCt+9OgmpgAaJjq9BZdh53P7EX65aNsKpEJ0LqVfxEzHK5g6ILTpLLDaWl0JnbmJrqcGgXABgMBv41dpakXlLCL6ckdUFQoCkMu165xnmSFFotsnFpniTJhx96dt2OGcN/2EpK7D8TwKXKiO72UBFCCGmzXAqSPv/8c5dzgDQaDdRqtc0wJk9069YNAFBeXo7uVt/ulZeX48orr3S6XXh4OMLDw1t1bOK+QM9xMdNqtTYBUjb4gCgbl6rbje4IrIgG9FJAGwmYbh8LlBxG1ZloS4AEwG4oHcAPp4szjcCUoTHoGdsTYTeGYcl8OO4xaspo5Ht+HNzEyc1tFItRWFiI1NRUh9Xo5HJ5s/sBY/wNYUYGcPPNbn8jHyyBMAkudr1yCgV/fe7aBUVZGXJCQiAZNw7SmBjPDiAW8z2oU6fy17/1Z8Nc3c6THipCCCFtlv1dngPvvfce+vbti2XLluHYsWN2z+v1enz//feYMWMGBg0ahLNnz7a6YT179kS3bt2wY8cOy7Kqqirs27cPI0aMaPX+ibAMBgN0Op3lBl6j0QCwLZCg0+lgMBj82k5JRARk585ZAiQOCcgSpeK4NAFP9QBi+gPGvsD+BEAdHw3T7dOAvn0BOM4xakosZkhPG4E+3fogLCQMAP8FdWqqC6W6d+2yHRrXhAJAttEIZXw8CgsLMWrUKMflulvYDxgDNBp+PTeYA+GUlBTL+2um0WiQkpKCtLQ06PV6t/ZLCMAHSjbBt1jMf3CmT4f8tts8D5DMpkzhe1ATEmyXy+XUs0oIIcSOSz1JOTk52Lp1K95++2089dRTiIyMRNeuXdGhQwecO3cOp06dQmxsLGbNmoWjR4/a5RE5U11djfz8fMvjoqIiHDp0CDExMUhMTERGRgZefvllJCcno2fPnnjuuecQHx/fbPEI4h9yudySrN5iT4cfSY8cwba6OuRHAO+EzMYbVe+DmcTg9EbcKJ2HmaEfIwxAh4kTgaFDAavJkx3nGDEAHEwm/p5uzZoWeoua40LSuAJA5rx5GPXCC5ZlmZmZtkNKvZSk3jQQbnHIHyGBZsoUSw+VPysjEkIICXxuTyZ75swZ7N69GydPnsTFixcRGxuLgQMHYuDAgRCJXOqYssjOzsbVDsqyzpw5E+vWrbNMJvv++++jsrISo0ePxrvvvovevXu7fAwqAe49joZeBerEmhdqL6DgdAHyN61F/ocrUcYSsOroSTBcujni0ICMy5MQHVbC30z17w8ACBGFICk2Cao4FfZlXY5HF0bCaOQagyJg4sTWT+wKwKUyxRoAqfHxKCwttSyze329WO44UCegJYQQQghxhauxgdtBUrChIMk7mstB2rx5M6ZYDV3Jzc3FyJEjfdo+xhhKK0uRp8tDvi4fJedKwMCA4mLgk09QZEjFf/N22m03MzkVSZIcxNyzAKpR1yFZloykLkkIDQm1rKPVChQUNWU0AklJTpPLNWjMSTIamw9QWtiPJUm9qMijb9ADNRAmhBBCCGkJBUmNKEjyDmcTae7btw+jR49GQ0ODZV1f3UBfqL2ALdtL8OPPFxDV4xBiexbZr2QyAW+tQtWZaLueJBEasKVLEkZJGWJOqP0zBMdclQ6wCXC0AFLAF5ZwaeJSJ/uxJKm3Mgdjz549NsVZ/BEIE0IIIYS4y9XYwL3xcYQ0MucgKZVKS47K5s2bLQFSSEgINm3aZPN802T/1jKZTNBWaLHzn5344JcPMPL6E7hzkgqfrLwC/8m4C1veutl+I5EISLsO0WEluCN+HkTggzkxGvA+7sOkilLEvPG2/3IUnCSXSxISIOvd2y7gNE9cqlQqbScu9WKSusM5ptLTBX9/CSGEEEL8hXqSSKs4GnoVEhKC3bt3Y9iwYc57Ojx0vvY88nX5yNflo+B0AS7UXQAAlJyIx4eP3QOAs1qbYe4bHyChN5+/EyoORc/YnlDJVFDtO4aYx56FVsuQDxVUyIdcIeLLAAdClSuj0S65XF9d7X75bQf7aU0ASDlJhBBCCAlmNNyuEQVJ3td06NWmTZswefJk/oHRCM3GjUh98EHIYmORtWuXW6V8TSYTSipLkFeeh/zT+SitLHW43q9bhuPHtWl2y6fcvwv3PHAeybJk9OjSAyFiq4KOAgcQbZ2zIZZCB8KEEEIIId7iamzgUgnw5hiNRvz555/o0aMHOnfu3NrdER8SYmJQR0OvFi1ahMGDB0Oxfz+wcCEUWi1yAEh0OkivuIKf1LGZ3prj+efxy4EymKKPo5I7iov1F1s8l8R+agB8Oe5LGJ68ewyGXO5kI/M8LD4UzJOxSiQSyGQyAHA45M88YbBlyB8hhBBCSJByOycpIyMDH330EQA+QEpJScGgQYMsN0okOAgxMWjTHoTc3NxLOUhDhkBz662WSU3lAKQAX3Ft6lS+sEAjk8kE9Vk1dhzbgbsez0bf3h0xb7oK9994HXK//1eL5xInicPUtB6Ycns1+ECJN3MmhyFD3HlVvCvYJ2OVSqXIyspCTk6O3ZA6hUKBnJwcZGVlBWyQRwghhBDiKrd7kr766iv83//9HwDgm2++QVFREf755x9kZmbimWeeQW5uruCNJMJr7cSgWq3WJkAyb5+9YwdSR45EYVkZUgHkgA+QLBgDOA6GRx9C/sBE5J8tQsHpAtTU16DqTDQ+fTPDMlkrYyJ8++4kqAYWIDq2yrKLMHEYlHFKPrdIpkKniE4AgImfA/sfBXJzgVGjEFABEtA2JmOVSqVO20ZD7AghhBDSVrgdJJ05cwbdunUDAHz//fe47bbb0Lt3b8yePRtvvfWW4A0k3mGuTme+OU9NTXWYhO/sxtfh0KtNm6BYuBDZjQGSDIB54JWRA/Z3TMDujsmo75SHWmkJ8M07/Hw+jc6WxlgCJDNmEqGiLAaqnh2gkqmQLEtGYpdEiEWOc4eGDAm84Mista85IYQQQgjxDbeDpK5du+Lvv/9G9+7dkZWVhffeew8AcOHCBYgp6T2oWOeSFBYWWoovuFKlzDz0ypJfY56XhzEoAHyOBBSKk7FHkgdD5xL8r342NmvfB7sgBnfWiBsT52GQodJmn13iK8BxJptASSRmeHzaFPRLDqyiG57mFrXmNSeEEEIIIb7hdk7S3XffjWnTpuHyyy8Hx3G49tprAQD79u3Dv/7Vcv4ICSwKhQKZmZk2yzIzM126WZdKpXyQYDRCO/81/MRS8GtEAh6VzsYwnMQdxp24ofIkPqx9lA+QGiduZRDjW/UaVBkTbfaXrOyIjCXHIBbzeUViMfD+Gi4gA6TW5Ba15jUnhBBCCCHe53ZP0gsvvIDLL78cGo0Gt912G8LDwwEAYrEYTz75pOANJN7lbGJQV3s1qi5W4Y1H/8Arp/byQdAFI/gKc415RRDjp9KllgDJjCEEhtBBGN493JJbFN0xGkgFHrkbyM8HVCp+7tNA09rcota+5oQQQgghxLtaNU9STU0NOnToIGR7BEfzJDnnycSgRpMR6rNq5J/O5+cuKqrBqrkZdrlE9oyAVaAkFplQUMTQIzE4h2i29Npt3br1Uk9bk+1Gjx4NtVpNk7ESQgghhPiYq7GB28PtjEYjXnrpJSQkJCAqKsryrflzzz1nKQ1OAp+j6nQjhw1D9muvQSmTWXpJvv22HK+8fhGffP03Pv/tcyzdthSf/PoJcvNzoTPoHBZbaEqEBmR0fAJiNADgA6Q174uCNkACLuUWmUuejxo1yiZAmjt3rt1wPK1WawmQwsPDsXXrVowcOdJmP6mpqdA2lk0nhBBCCCH+4XaQ9Morr2DdunVYtmwZwsLCLMsvv/xyfPjhh4I2jniPuTqdpfdi/34gKQmK22/HT6d16B6ZgFOl72LSJBmefaojZt3SF68/1Qd1xjqb/ZiLLVjjYITIHBChAe/jXqzsuBbFG/Zi509GFJ8UYc4cn52q1zjLLZJKpTbD8cyBkl6vR3l5OQC+AIp5KJ51wEWTsRJCCCGE+J/bw+1UKhXWrFmDcePGQSKR4PDhw1Aqlfjnn38wYsQInDt3zltt9QgNt3POUqHtt9/w1/SH8EuHZBg75eFn00Rs1r4PoGlPD8PcNz5AQu9Sm6VHfx6GzW9PhMkkghgNWIN7MRE/IB8qqFAAOVcCfPUVMGWKz87NF5rmIAGXqtQBcDocLzExEbt377YbVtdcVTxCCCGEENJ6rsYGbhduKCkpgUqlsltuMplQX1/v7u6InzQYG3Cm9gzyKv7BE4/vxIa6k2B1YqDKtvCCLQ6aY4lI6F2K+E7xUMWpkNw1GQk3JqB0kQj5H/8C1XuPQn7qAABAjhJAoQBWte0AqWkQZC7m4G6pb5ofiRBCCCEkMLgdJPXr1w+7du1Cjx49bJZ/9dVXGDhwoGANI8I7d/4c8nR5yNflo+hMEeqN9ag6pMeGglVW1eeayxNiSL9FiVsmjEFkeKTNM3I5IH9+LPDMXmDXLqCsDOjeHRgzhq/l3YY4yudqOv9RamoqcnJykJmZaQmQACr1TQghhBASDNwOkp5//nnMnDkTJSUlMJlM2LRpE44fP47//ve/+Pbbb73RRuKh+oZ6nKw4yVeh0+Xj7PmzduucPRltV57bMYaZMzmkDIxAQ00DEO5kNbEYSE1tTbPd5unErp4y53P9f3t3HhdVuf8B/DNsI9sAgsDgsIi7ppRphIiQmOLtR6ZlZl5Tr+U195uatlyXvL0svZnmNdtuYpZoGnbT1JupoCKaG+6SCwQo5hWVxQ2F7++PkdMch2VQYQA/79drXjrnPOec78wzg3x9nud7AKhGhUwTJW9vb+Tl5bHUNxEREVEddFclwLdt24Z33nkHBw4cQGFhITp06ICpU6eiR48e1RHjPXnQ1iRdvHIRyam/YWdqLm66HIWTx8UK2+en5mHetH/ekSgVAxAAdrBBMfrhW0xY1AK+T3krCcCGDRtqxdqZ0hu7nj9/3iz5KJ0SVx3xVpaY5eXl4emnn65SeXUiIiIiql7VtiYJACIiIrBx48a7Do7un5u3biIjN0OZRvfz94FYuzAWIjbQaLrh/0atQYcn95d5rAYatIlsjYmNJ2DumX+iGHawxS144K+4gP9Cj2b4HifxmL8NsmK2WnSj1Jp2rzd2vVtubm4Vns80QapoOh7XIRERERHVPneVJJF1ZGcDycmCzJwrOJ9/HtdtstHAsB/ODY0VBfMv6JQECQBEbLD241g0e+QUdF75AABnrTOaNWqGZt7N0LRRUzhpnYCPEjD22Sa3q9GdgOAMogCcxhkMALB0xLsYFB2t+qW/tvxybzAYzJKPskZtajJeS6fjsdQ3ERERUe1k0XQ7Dw8PaDQai0548WLF07tqWn2Ybld0qwhzPrqItyf6AHJHP2gEsaN+QJuIFJxKDcCqWSPNjh/xjxWI7eWKh4Mfht5NX3ZfJiQA48YZMzEAWQCibG1xurhYaXLfpokVF9/34g4VleO2xrS2ml4nRURERESVszQ3sChJWrJkicUXHjx4sMVta0JdTJJEBIfSLmHrnhwUux5H9qVs/HPoGJR371+NTQm8Ijvi+o3rKEw5rIwkAYCNjcBg6AI/v5LK1+XckbzssLVFeNeuyu7k5GR07ty54uArS4DuSMYAGEvjzZ9/z2XCd+zYoaokZ1G8RERERPTAuK9JUl1W15KkvKt5+Ovff8G3H0bfXldUgsd7pyDl+/AKj9P4d4Pc3AIPmYD8C3NQXKyBra3Aw+MNXLjwPoKDg6u0BuauRmYqS4ASEoDnngPu/MiVjmzdww1na9tIEhERERHVPpbmBmUPTVjo+vXryM/PVz3o3uTn6pQECTCuK0r5TxiAkgqOKoZk/Qq7C3a49PsHaNy4CxYsOIzGjbsoCVJV1uXceaPU5ORkBAcHK2t+srKyzA8qTYBMEyQAOHPGuH3VKmMCVVZOXrpt/HjjSFQV3VW8RERERETlqHKSdOXKFYwePRre3t5wdnaGh4eH6kH35uRJjWq6HABAbNC5TwqgKStRKgEwHMHBWmzfvh3BwcHIzNyBMWPaITNzR5VHU1Q3SvX2RuKsWegcGorExERV4pFtmgwVF1eeAI0caZ5A3dkuK8s4Va8Kyrqxa+fOnSuOl4iIiIioAlVOkl5//XVs3rwZixYtglarxRdffIEZM2bAz88PX331VXXE+EBp3ty4jsiUja1gyQePIivTBh9/fAGenm8D+CuAfgACEByciMTERISGhmLp0qWqY5cuXVql6WauW7bAOzsbwQASz5+Hf//+QFAQ/HfvVhIPs8ps27aVmwDlAcgWAf73P7N92bf3q+TkWBwr8EcluTuTwdJKcmXGS0RERERUgSqvSQoICMBXX32FqKgo6HQ67Nu3D82aNcPSpUsRHx+PdevWVVesd6WurUkCgE8+u4nRI+1urysCPv0UGDbsj/3lFSi453U5t6fM5YmgAIAyOc9kzVD2Y4+ZV2aLjwdefNHsdHkAYgCcB5AIwDSCLABRALwBbACgnG3LFiAqqvJYTa/DSnJEREREZIFqW5N08eJFBAcHAwB0Op1S8rtLly7YunXrXYZLpkYMt0dGhgZbtgAZGeoEKSsrC4MGDVK1HzRoEHbt2nVv63KKi5E3ZgyyReAGkwQJAESQLYK8sWNh0OvNEw69vsxTFsCYIJ2GMSHK8vAANBolQTp9e38BYEzE/P2N1fCqyM3Nrdz1VgaDgQkSEREREVVJlZOk4OBgpKenAwBatWqFb7/9FgCwZs0auLu739fgHmQGg3FAxWAwjpRkZ2eXWaAgICAAp0+fRpcuXe5pXU7e+vWIOXsWkQCOwDgVrlQWgEgAMWfO4OjXXyMv745JchERxkDvuP+SAcYRpGDcTpQcHLBDREmQgm/vN5QeN2/ePd8viYiIiIjoXlU5SRo6dCgOHDgAAJgyZQoWLlyIBg0a4G9/+xsmTZp03wN80OXl5SEmJgbh4eFmiVDpFDqtVotbt27Bzs4O8fHxd7UupyAjQxn1eRRAOIzJkemoz1kAvSZMQExMjDpRsrU1lvkGzBIlf43GmCj5+OD0778jHOoEyR8wJlj3UP6biIiIiOh+uuf7JGVkZCjrktq3b3+/4rpv6uKaJFPZ2dmIjIzE6dOnodVq4ePjg+3btwOAMqoUEBCAkpISeHt7Y/PmzWbTyyxal5OYiKwnnkAXAJm3N/kBsLv9POD2tkyg/HsulXWfJH9/YN487PD1Va+jWrAAnT09y77hLBERERFRNeDNZG+r60kSoL4PUEBAAOLj4zFo0CDVqJJGo7m3AgXFxUBQELKys1WJEqBOliotBFFcbKx2l5OjJEBZZ8/yRq9EREREZHX3vXBDSkoK1q5dq9r21VdfoUmTJvD29sbw4cNx48aNu4+YymU6bS4zMxPh4eFm0+7uuUDB7Slz/hoN4u/YdRa3EyQfn8oTG1tb42KqAQOAqChVgsQbvRIRERFRXWBxkvTOO+/gyJEjyvNDhw5h2LBh6N69O6ZMmYI1a9Zg1qxZ1RIkGROle70HUqX69kXWJ59gUDlT35YmJFTperzRKxERERHVRRYnSampqYiOjlaeL1++HKGhofj888/x2muv4aOPPlIq3dH9V17p7/s5EpOVlYWo99/H6eJiBPj4wM/DQ7V/wIABVboeb/RKRERERHWRxUnSpUuX4OPjozxPSkpCr169lOedOnXi1KlqUlbp7/s9Zc101CcgIADQanH20iUEBATAz88PAJCZmYkuXbpYfD03Nzds2LABSUlJZiNQ/v7+SEpKwoYNG3gfIyIiIiKqVSxOknx8fJT7IxUVFWHfvn14/PHHlf0FBQWwt7e//xE+4GpqylrpqE9AgLGOXWZmJoKDg7F9+3bs3LkTAQEB0Gq1yMzMrNL1eKNXIiIiIqpr7Cxt+Kc//QlTpkzB+++/j++//x5OTk6IiIhQ9h88eBBNmzatliAfZKXJC4Ayp6xFRUXd+5S14mK47d+PDS+/jDO2thj2ySews7NTXS85ORl5eXl4+umnOUWOiIiIiOo1i0uAX7hwAX379sX27dvh4uKCJUuWoE+fPsr+6OhoPP7443j33XerLdi7UR9KgOfl5aGgoKDMERmL7oFUkTLubZTn54eC6dNheOWV+389IiIiIiIrqbb7JOXl5cHFxQW2d1RAu3jxIlxcXODg4HB3EVeT+pAkAdWUKCUkAM89B9z5EdBojH+uWgX07XuXERMRERER1S73/T5Jpdzc3MwSJABo2LBhrUuQ6ou8vDzExMQgMjLSrGhCVlYWIiMjERMTg7y8PMtPWlxsHEEqK0cu3TZ+vLEdEREREdEDpMpJEtW8goICnD9/3qyanWnVu/Pnz6OgoMD84OJiIDERiI83/lma9GzbpppiZ0YEyMoytiMiIiIieoAwSarlSkeH7qxmt2PHDnTp0kVV9c5sKl5CAhAUBDzxBPDii8Y/g4KM23NyLAvA0nZERERERPUEk6RazHSaHaBOlMLDw5GZmQmtVosffvjB7D5EynqjO0eLzpwxbj9xwrIg9Pr78EqIiIiIiOoOJkm1SF5enur+Q6bT7Lp06YL8/HwsXbpUdYynp6d5wQZL1ht9/jlgMPxRpOFOGg3g7w+YlHknIiIiInoQMEmqJcoqzmAwGJCYmIiAgABkZmaiQ4cOeO6551TH2dnZwaxAoSXrjbKzgdIS33cmSqXP580DyijSQURERERUnzFJqiXKK85gqqioCDm31wj5+fkpyZNZe0vXETVvbizz3bixervBwPLfRERERPTAYpJUS5SOGt1ZnCEqKgqZmZlmZddXrlyJ7du3q9orU/W8vS27qLe3MRHKyAC2bAGWLTP+mZ7OBImIiIiIHlhMkmoRf39/s+IMp0+fhsFgMEuSBg0aBOCPYg7e3t5wdXW9uwvb2gJRUcCAAcY/OcWOiIiIiB5gtTpJmj59OjQajerRqlUra4dVrfz9/c2KM5SUlKCoqAgBAQFITk5WjR4BQFJSEjZs2PBHAYfz5y27mKXtiIiIiIgeIHbWDqAybdu2xc8//6w8t7Or9SHfk6ysLGWUqNTZs2cREBCA7du3G0ebNm1C1O1RpqjHH0fSjh3qCneWlu1meW8iIiIiIjO1eiQJMCZFvr6+ysPLy8vaIVWbrKwsREVFKTeI/e9//wutVqtulJAA/4gIJJ49i2AA3mfPwrVzZ+N9kUpFRLC8NxERERHRXar1SdKJEyfg5+eH4OBgDBw4EJmZmRW2v3HjBvLz81WPuiA7O1uVICUmJqJHjx7Yu3fvH1XsOnVC9rPPAtnZ8AeQBGADALecHOMNYksTJVtbYP58499Z3puIiIiIqEpqdZIUGhqKuLg4bNiwAYsWLUJ6ejoiIiJQUFBQ7jGzZs2Cm5ub8vD396/BiO+eq6srvL29lQSpNO62bdsqVey8L12CaWkGAwA34I8bxI4fb7yRLGCsTsfy3kREREREVaYRszuR1l6XL19GYGAg5s6di2HDhpXZ5saNG7hx44byPD8/H/7+/sjLy4NOp6upUO9KXl4eCgoKYDAYzPZlr1wJ1+efh1sZx6ls2WKsUFequNh4c9mcHOMapIgIjiARERER0QMpPz8fbm5uleYGdaoKgru7O1q0aIGTJ0+W20ar1Zqv46kjSke/ymK4dcuyk9x5I9nS8t5ERERERGSRWj3d7k6FhYU4deoU9A9iVTZWrCMiIiIiqhG1OkmaOHEikpKSkJGRgR07dqBPnz6wtbXFgAEDrB1azWPFOiIiIiKiGlGrk6Ts7GwMGDAALVu2xPPPPw9PT0/s3LkTjRo1snZoNY8V64iIiIiIakSdKtxwNyxdnFVnJCQA48YB2dl/bPP3NyZIrFhHRERERFSuelm4gWBMhHr3ZsU6IiIiIqJqwiSpLmLFOiIiIiKialOr1yQRERERERHVNCZJREREREREJpgkERERERERmWCSREREREREZIJJEhERERERkQkmSURERERERCaYJBEREREREZlgkkRERERERGSCN5OtLYqLgW3bgJwcQK8HIiKMN40lIiIiIqIaxSSpNkhIAMaNA7Kz/9hmMADz5wN9+1ovLiIiIiKiBxCn21lbQgLw3HPqBAkAzpwxbk9IsE5cREREREQPKCZJ1lRcbBxBEjHfV7pt/HhjOyIiIiIiqhFMkqxp2zbzESRTIkBWlrEdERERERHVCCZJ1pSTc3/bERERERHRPWOSZE16/f1tR0RERERE94xJkjVFRBir2Gk0Ze/XaAB/f2M7IiIiIiKqEUySrMnW1ljmGzBPlEqfz5vH+yUREREREdUgJknW1rcvsGoV0LixervBYNzO+yQREREREdUo3ky2NujbF+jd21jFLifHuAYpIoIjSEREREREVsAkqbawtQWioqwdBRERERHRA4/T7YiIiIiIiEwwSSIiIiIiIjLBJImIiIiIiMgEkyQiIiIiIiITTJKIiIiIiIhMMEkiIiIiIiIywSSJiIiIiIjIBO+TVFOKi3mzWCIiIiKiOoBJUk1ISADGjQOys//YZjAA8+cDfftaLy4iIiIiIjLD6XbVLSEBeO45dYIEAGfOGLcnJFgnLiIiIiIiKhOTpOpUXGwcQRIx31e6bfx4YzsiIiIiIqoVmCRVp23bzEeQTIkAWVnGdkREREREVCswSapOOTn3tx0REREREVU7JknVSa+/v+2IiIiIiKjaMUmqThERxip2Gk3Z+zUawN/f2I6IiIiIiGoFJknVydbWWOYbME+USp/Pm8f7JRERERER1SJMkqpb377AqlVA48bq7QaDcTvvk0REREREVKvwZrI1oW9foHdvYxW7nBzjGqSICI4gERERERHVQkySaoqtLRAVZe0oiIiIiIioEpxuR0REREREZIJJEhERERERkQkmSURERERERCaYJBEREREREZlgkkRERERERGSCSRIREREREZEJJklEREREREQmmCQRERERERGZqPc3kxURAEB+fr6VIyEiIiIiImsqzQlKc4Ty1PskqaCgAADg7+9v5UiIiIiIiKg2KCgogJubW7n7NVJZGlXHlZSU4OzZs3B1dYVGo7FKDPn5+fD390dWVhZ0Op1VYqDqw/6tv9i39Rf7tv5i39Zf7Nv6qyb7VkRQUFAAPz8/2NiUv/Ko3o8k2djYwGAwWDsMAIBOp+OXuh5j/9Zf7Nv6i31bf7Fv6y/2bf1VU31b0QhSKRZuICIiIiIiMsEkiYiIiIiIyASTpBqg1Woxbdo0aLVaa4dC1YD9W3+xb+sv9m39xb6tv9i39Vdt7Nt6X7iBiIiIiIioKjiSREREREREZIJJEhERERERkQkmSURERERERCaYJBEREREREZlgklQDFi5ciKCgIDRo0AChoaH45ZdfrB0SVdH06dOh0WhUj1atWin7r1+/jlGjRsHT0xMuLi549tln8fvvv1sxYirP1q1bERsbCz8/P2g0Gnz//feq/SKCqVOnQq/Xw9HREd27d8eJEydUbS5evIiBAwdCp9PB3d0dw4YNQ2FhYQ2+CipLZX07ZMgQs+9xTEyMqg37tnaaNWsWOnXqBFdXV3h7e+OZZ55BWlqaqo0lP4czMzPx1FNPwcnJCd7e3pg0aRJu3bpVky+F7mBJ30ZFRZl9d0eMGKFqw76tfRYtWoT27dsrN4gNCwvD+vXrlf21/TvLJKmarVixAq+99hqmTZuGffv2ISQkBD179sT58+etHRpVUdu2bZGTk6M8tm/fruz729/+hjVr1mDlypVISkrC2bNn0bdvXytGS+W5cuUKQkJCsHDhwjL3z549Gx999BE++eQT7Nq1C87OzujZsyeuX7+utBk4cCCOHDmCjRs3Yu3atdi6dSuGDx9eUy+BylFZ3wJATEyM6nscHx+v2s++rZ2SkpIwatQo7Ny5Exs3bsTNmzfRo0cPXLlyRWlT2c/h4uJiPPXUUygqKsKOHTuwZMkSxMXFYerUqdZ4SXSbJX0LAK+88orquzt79mxlH/u2djIYDHjvvfewd+9e7NmzB926dUPv3r1x5MgRAHXgOytUrR577DEZNWqU8ry4uFj8/Pxk1qxZVoyKqmratGkSEhJS5r7Lly+Lvb29rFy5Utl27NgxASApKSk1FCHdDQCyevVq5XlJSYn4+vrKnDlzlG2XL18WrVYr8fHxIiJy9OhRASC7d+9W2qxfv140Go2cOXOmxmKnit3ZtyIigwcPlt69e5d7DPu27jh//rwAkKSkJBGx7OfwunXrxMbGRs6dO6e0WbRokeh0Orlx40bNvgAq1519KyISGRkp48aNK/cY9m3d4eHhIV988UWd+M5yJKkaFRUVYe/evejevbuyzcbGBt27d0dKSooVI6O7ceLECfj5+SE4OBgDBw5EZmYmAGDv3r24efOmqp9btWqFgIAA9nMdk56ejnPnzqn60s3NDaGhoUpfpqSkwN3dHR07dlTadO/eHTY2Nti1a1eNx0xVk5iYCG9vb7Rs2RKvvvoqcnNzlX3s27ojLy8PANCwYUMAlv0cTklJQbt27eDj46O06dmzJ/Lz85X/2Sbru7NvS33zzTfw8vLCQw89hDfeeANXr15V9rFva7/i4mIsX74cV65cQVhYWJ34ztpV+xUeYBcuXEBxcbGqcwHAx8cHx48ft1JUdDdCQ0MRFxeHli1bIicnBzNmzEBERAQOHz6Mc+fOwcHBAe7u7qpjfHx8cO7cOesETHeltL/K+s6W7jt37hy8vb1V++3s7NCwYUP2dy0XExODvn37okmTJjh16hTefPNN9OrVCykpKbC1tWXf1hElJSUYP348wsPD8dBDDwGART+Hz507V+Z3u3QfWV9ZfQsAL774IgIDA+Hn54eDBw9i8uTJSEtLQ0JCAgD2bW126NAhhIWF4fr163BxccHq1avRpk0bpKam1vrvLJMkIgv06tVL+Xv79u0RGhqKwMBAfPvtt3B0dLRiZERkqRdeeEH5e7t27dC+fXs0bdoUiYmJiI6OtmJkVBWjRo3C4cOHVetCqX4or29N1wW2a9cOer0e0dHROHXqFJo2bVrTYVIVtGzZEqmpqcjLy8OqVaswePBgJCUlWTssi3C6XTXy8vKCra2tWaWO33//Hb6+vlaKiu4Hd3d3tGjRAidPnoSvry+Kiopw+fJlVRv2c91T2l8VfWd9fX3NCq/cunULFy9eZH/XMcHBwfDy8sLJkycBsG/rgtGjR2Pt2rXYsmULDAaDst2Sn8O+vr5lfrdL95F1lde3ZQkNDQUA1XeXfVs7OTg4oFmzZnj00Ucxa9YshISEYP78+XXiO8skqRo5ODjg0UcfxaZNm5RtJSUl2LRpE8LCwqwYGd2rwsJCnDp1Cnq9Ho8++ijs7e1V/ZyWlobMzEz2cx3TpEkT+Pr6qvoyPz8fu3btUvoyLCwMly9fxt69e5U2mzdvRklJifIPN9UN2dnZyM3NhV6vB8C+rc1EBKNHj8bq1auxefNmNGnSRLXfkp/DYWFhOHTokCoR3rhxI3Q6Hdq0aVMzL4TMVNa3ZUlNTQUA1XeXfVs3lJSU4MaNG3XjO1vtpSEecMuXLxetVitxcXFy9OhRGT58uLi7u6sqdVDtN2HCBElMTJT09HRJTk6W7t27i5eXl5w/f15EREaMGCEBAQGyefNm2bNnj4SFhUlYWJiVo6ayFBQUyP79+2X//v0CQObOnSv79++X3377TURE3nvvPXF3d5f//Oc/cvDgQendu7c0adJErl27ppwjJiZGHnnkEdm1a5ds375dmjdvLgMGDLDWS6LbKurbgoICmThxoqSkpEh6err8/PPP0qFDB2nevLlcv35dOQf7tnZ69dVXxc3NTRITEyUnJ0d5XL16VWlT2c/hW7duyUMPPSQ9evSQ1NRU2bBhgzRq1EjeeOMNa7wkuq2yvj158qS88847smfPHklPT5f//Oc/EhwcLF27dlXOwb6tnaZMmSJJSUmSnp4uBw8elClTpohGo5GffvpJRGr/d5ZJUg1YsGCBBAQEiIODgzz22GOyc+dOa4dEVdS/f3/R6/Xi4OAgjRs3lv79+8vJkyeV/deuXZORI0eKh4eHODk5SZ8+fSQnJ8eKEVN5tmzZIgDMHoMHDxYRYxnwv//97+Lj4yNarVaio6MlLS1NdY7c3FwZMGCAuLi4iE6nk6FDh0pBQYEVXg2Zqqhvr169Kj169JBGjRqJvb29BAYGyiuvvGL2H1bs29qprH4FIIsXL1baWPJzOCMjQ3r16iWOjo7i5eUlEyZMkJs3b9bwqyFTlfVtZmamdO3aVRo2bCharVaaNWsmkyZNkry8PNV52Le1z1/+8hcJDAwUBwcHadSokURHRysJkkjt/85qRESqf7yKiIiIiIiobuCaJCIiIiIiIhNMkoiIiIiIiEwwSSIiIiIiIjLBJImIiIiIiMgEkyQiIiIiIiITTJKIiIiIiIhMMEkiIiIiIiIywSSJiOg+iIqKwvjx460dRp23adMmtG7dGsXFxQCA6dOn4+GHH66Wa2k0Gnz//ffVcm5rq873zfQaPj4+VXofExMTodFocPnyZYuvExQUhHnz5inPa6LfpkyZgjFjxlTrNYiodmOSRER1jkajqfARGxsLjUaDnTt3lnl8dHQ0+vbtW8NRkyVef/11vP3227C1tQUATJw4EZs2bbqnc9ZEwvCgOXbsGGbMmIFPP/0UOTk56NWrl7VDuq8mTpyIJUuW4PTp09YOhYishEkSEdU5OTk5ymPevHnQ6XSqbfHx8QgJCcGXX35pdmxGRga2bNmCYcOGWSFyqsj27dtx6tQpPPvss8o2FxcXeHp6WjEqKsupU6cAAL1794avry+0Wq2VI7JcUVFRpW28vLzQs2dPLFq0qAYiIqLaiEkSEdU5vr6+ysPNzQ0ajUa1zcXFBcOGDcOKFStw9epV1bFxcXHQ6/WIiYkp89y5ubkYMGAAGjduDCcnJ7Rr1w7x8fGqNleuXMFLL70EFxcX6PV6fPDBB2bn+fjjj9G8eXM0aNAAPj4+eO655yp8Tdu3b0dERAQcHR3h7++PsWPH4sqVKwCAr776Ci4uLjhx4oTSfuTIkWjVqpXy+oKCgjBz5kwMGDAAzs7OaNy4MRYuXKi6xuXLl/Hyyy+jUaNG0Ol06NatGw4cOKDsLx1xWbp0KYKCguDm5oYXXngBBQUFSptVq1ahXbt2cHR0hKenJ7p3767ECQBffPEFWrdujQYNGqBVq1b4+OOPlX1FRUUYPXo09Ho9GjRogMDAQMyaNUvZv3z5cjz55JNo0KCBWUylhgwZgmeeeQb//Oc/odfr4enpiVGjRuHmzZtlvq9xcXGYMWMGDhw4oIw0xsXFKfsvXLiAPn36wMnJCc2bN8cPP/ygOj4pKQmPPfYYtFot9Ho9pkyZglu3bin775wKBgAPP/wwpk+fDgAQEUyfPh0BAQHQarXw8/PD2LFjlbZLly5Fx44d4erqCl9fX7z44os4f/68sr90etqmTZvQsWNHODk5oXPnzkhLS1Nd87333oOPjw9cXV0xbNgwXL9+XbU/MTERjz32GJydneHu7o7w8HD89ttvZb5nAHDo0CF069ZN6efhw4ejsLAQgLFPYmNjAQA2NjbQaDTlnmfdunVo0aIFHB0d8cQTTyAjI8OszXfffYe2bdtCq9UiKCiozO9TRSZPnowWLVrAyckJwcHB+Pvf/676PJR+hr744gs0adJE+XxV9lmOjY3F8uXLqxQLEdUjQkRUhy1evFjc3NzMtufm5opWq5UlS5Yo20pKSiQoKEjefPPNcs+XnZ0tc+bMkf3798upU6fko48+EltbW9m1a5fS5tVXX5WAgAD5+eef5eDBg/J///d/4urqKuPGjRMRkd27d4utra0sW7ZMMjIyZN++fTJ//vxyr3ny5ElxdnaWDz/8UH799VdJTk6WRx55RIYMGaK06devn3Tq1Elu3rwpa9euFXt7e9mzZ4+yPzAwUFxdXWXWrFmSlpamxP3TTz8pbbp37y6xsbGye/du+fXXX2XChAni6ekpubm5IiIybdo0cXFxkb59+8qhQ4dk69at4uvrq7xfZ8+eFTs7O5k7d66kp6fLwYMHZeHChVJQUCAiIl9//bXo9Xr57rvv5PTp0/Ldd99Jw4YNJS4uTkRE5syZI/7+/rJ161bJyMiQbdu2ybJly5T42rdvL++9957qvZk2bZqEhIQozwcPHiw6nU5GjBghx44dkzVr1oiTk5N89tlnZb63V69elQkTJkjbtm0lJydHcnJy5OrVqyIiAkAMBoMsW7ZMTpw4IWPHjhUXFxfl/cjOzhYnJycZOXKkHDt2TFavXi1eXl4ybdo01fv+4Ycfqq4ZEhKitFm5cqXodDpZt26d/Pbbb7Jr1y5VrP/+979l3bp1curUKUlJSZGwsDDp1auXsn/Lli0CQEJDQyUxMVGOHDkiERER0rlzZ6XNihUrRKvVyhdffCHHjx+Xt956S1xdXZX37ebNm+Lm5iYTJ06UkydPytGjRyUuLk5+++23Mt+zwsJC0ev1yudg06ZN0qRJExk8eLCIiBQUFMjixYsFgPKeliUzM1O0Wq289tprcvz4cfn666/Fx8dHAMilS5dERGTPnj1iY2Mj77zzjqSlpcnixYvF0dFRFi9eXO57DEBWr16tPJ85c6YkJydLenq6/PDDD+Lj4yPvv/++sn/atGni7OwsMTExsm/fPjlw4ECln2URkWPHjgkASU9PL/P1EVH9xiSJiOq08pIkEZEXXnhBIiMjleebNm0SAHLixIkqXeOpp56SCRMmiIjxF0QHBwf59ttvlf25ubni6OioJEnfffed6HQ6yc/Pt+j8w4YNk+HDh6u2bdu2TWxsbOTatWsiInLx4kUxGAzy6quvio+Pj7z77ruq9oGBgRITE6Pa1r9/f+UX7m3btolOp5Pr16+r2jRt2lQ+/fRTETH+Munk5KSKe9KkSRIaGioiInv37hUAkpGRUebraNq0qSrpETH+AhsWFiYiImPGjJFu3bpJSUlJmce7ubnJV199pdpWVpIUGBgot27dUrb169dP+vfvX+Y5yzpHKQDy9ttvK88LCwsFgKxfv15ERN58801p2bKlKt6FCxeKi4uLFBcXi0jlSdIHH3wgLVq0kKKionLjM7V7924BoPyyXpok/fzzz0qbH3/8UQAon42wsDAZOXKk6jyhoaHKa87NzRUAkpiYaFEMn332mXh4eEhhYaHqmjY2NnLu3DkREVm9erVU9v+sb7zxhrRp00a1bfLkyaok6cUXX5Qnn3xS1WbSpEmq4ypLku40Z84cefTRR5Xn06ZNE3t7ezl//ryyrbLPsohIXl5eld43IqpfON2OiOqtv/zlL9i6dauyfuLLL79EZGQkmjVrVu4xxcXFmDlzJtq1a4eGDRvCxcUF//3vf5GZmQnAuBajqKgIoaGhyjENGzZEy5YtledPPvkkAgMDERwcjEGDBuGbb74xm/Zn6sCBA4iLi4OLi4vy6NmzJ0pKSpCeng4A8PDwwL///W8sWrQITZs2xZQpU8zOExYWZvb82LFjyjUKCwvh6empuk56erry/gDG6WOurq7Kc71er0z/CgkJQXR0NNq1a4d+/frh888/x6VLlwAYpyCeOnUKw4YNU53/H//4h3L+IUOGIDU1FS1btsTYsWPx008/qeK9du2aaqpdedq2basUdrgzxqpq37698ndnZ2fodDrlXMeOHUNYWJhqOll4eDgKCwuRnZ1t0fn79euHa9euITg4GK+88gpWr16tmq63d+9exMbGIiAgAK6uroiMjAQA5fNWVpx6vR4AVHGafh4B9WehYcOGGDJkCHr27InY2FjMnz8fOTk55cZ87NgxhISEwNnZWfW6S0pKzKb5VaSyuErbhIeHq7aFh4fjxIkTSoXDyqxYsQLh4eHKVNu3337b7P0LDAxEo0aNlOcVfZZLOTo6AkCF310iqr+YJBFRvRUdHY2AgADExcUhPz8fCQkJlRZsmDNnDubPn4/Jkydjy5YtSE1NRc+ePS1a7F3K1dUV+/btQ3x8PPR6PaZOnYqQkJByyx4XFhbir3/9K1JTU5XHgQMHcOLECTRt2lRpt3XrVtja2iInJ0e1dsIShYWF0Ov1qmukpqYiLS0NkyZNUtrZ29urjtNoNCgpKQEA2NraYuPGjVi/fj3atGmDBQsWoGXLlkhPT1fWq3z++eeq8x8+fFipMtihQwekp6dj5syZuHbtGp5//nnVWi0vLy+zX1TLUlGMVXWv57KxsYGIqLaZrofx9/dHWloaPv74Yzg6OmLkyJHo2rUrbt68iStXrqBnz57Q6XT45ptvsHv3bqxevRqAeXEB0zhLk7aqxLl48WKkpKSgc+fOWLFiBVq0aFFu9ce6JCUlBQMHDsSf/vQnrF27Fvv378dbb71l9v6ZJnxAxZ/lUhcvXgQAVXJFRA8OJklEVG/Z2Nhg6NChWLJkCZYtWwYHB4dKCygkJyejd+/e+POf/4yQkBAEBwfj119/VfY3bdoU9vb22LVrl7Lt0qVLqjYAYGdnh+7du2P27Nk4ePAgMjIysHnz5jKv2aFDBxw9ehTNmjUzezg4OAAAduzYgffffx9r1qyBi4sLRo8ebXaeO3/p3blzJ1q3bq1c49y5c7CzszO7hpeXV4XviSmNRoPw8HDMmDED+/fvh4ODA1avXg0fHx/4+fnh9OnTZudv0qSJcrxOp0P//v3x+eefY8WKFfjuu++UX0YfeeQRHD161OJYLOXg4GDxqISp1q1bIyUlRZUEJScnw9XVFQaDAYDxF2jTUZn8/HzVL9qAcUQiNjYWH330ERITE5GSkoJDhw7h+PHjyM3NxXvvvYeIiAi0atXqrkbEWrdurfo8AuafBcD4/r7xxhvYsWMHHnroISxbtqzc8x04cECViCcnJ8PGxkY1YmpJXL/88kuFcbVu3RrJycmqbcnJyWjRooVqtLA8O3bsQGBgIN566y107NgRzZs3r7AghanyPsulDh8+DHt7e7Rt29ai8xFR/WJn7QCIiKrT0KFD8c477+DNN9/EgAEDlCk05WnevDlWrVqFHTt2wMPDA3PnzsXvv/+ONm3aAIBSOW/SpEnw9PSEt7c33nrrLdjY/PF/TmvXrsXp06fRtWtXeHh4YN26dSgpKSn3F8zJkyfj8ccfx+jRo/Hyyy/D2dkZR48excaNG/Gvf/0LBQUFGDRoEMaOHYtevXrBYDCgU6dOiI2NVSV9ycnJmD17Np555hls3LgRK1euxI8//ggA6N69O8LCwvDMM89g9uzZaNGiBc6ePYsff/wRffr0QceOHSt9L3ft2oVNmzahR48e8Pb2xq5du/C///1PScRmzJiBsWPHws3NDTExMbhx4wb27NmDS5cu4bXXXsPcuXOh1+vxyCOPwMbGBitXroSvry/c3d0BAD179sSSJUsqjaOqgoKCkJ6ejtTUVBgMBri6ulpUsnrkyJGYN28exowZg9GjRyMtLQ3Tpk3Da6+9pvR3t27dEBcXh9jYWLi7u2Pq1KmqX+7j4uJQXFyM0NBQODk54euvv4ajoyMCAwNRUlICBwcHLFiwACNGjMDhw4cxc+bMKr++cePGYciQIejYsSPCw8PxzTff4MiRIwgODgYApKen47PPPsPTTz8NPz8/pKWl4cSJE3jppZfKPN/AgQMxbdo0DB48GNOnT8f//vc/jBkzBoMGDYKPj4/FcY0YMQIffPABJk2ahJdffhl79+5VVRYEgAkTJqBTp06YOXMm+vfvj5SUFPzrX/9SVUWsSPPmzZGZmYnly5ejU6dO+PHHH1WJTnkq+ywDwLZt25SKk0T0ALL2oigiontRUeGGUj169BAA8ssvv1R6vtzcXOndu7e4uLiIt7e3vP322/LSSy9J7969lTYFBQXy5z//WZycnMTHx0dmz54tkZGRSuGGbdu2SWRkpHh4eIijo6O0b99eVqxYUeF1f/nlF3nyySfFxcVFnJ2dpX379kpxhqFDh0q7du1URRc++OADadiwoWRnZ4uIcXH7jBkzpF+/fuLk5CS+vr5mFfXy8/NlzJgx4ufnJ/b29uLv7y8DBw6UzMxMESm7wMGHH34ogYGBIiJy9OhR6dmzpzRq1Ei0Wq20aNFCFixYoGr/zTffyMMPPywODg7i4eEhXbt2lYSEBBExFgR4+OGHxdnZWXQ6nURHR8u+fftU732DBg3k+PHjyrayCjeY9oWIyLhx41QFOu50/fp1efbZZ8Xd3V0AKJXTUEYBADc3N1VltcTEROnUqZM4ODiIr6+vTJ48WW7evKnsz8vLk/79+4tOpxN/f3+Ji4tTFW5YvXq1hIaGik6nE2dnZ3n88cdVRRiWLVsmQUFBotVqJSwsTH744QcBIPv37xeRPwo3lBY6EBHZv3+/WdW1d999V7y8vMTFxUUGDx4sr7/+uvK+nTt3Tp555hnR6/Xi4OAggYGBMnXqVKX4RFkOHjwoTzzxhDRo0EAaNmwor7zyiqrymyWFG0RE1qxZI82aNROtVisRERHy5Zdfmr2eVatWSZs2bcTe3l4CAgJkzpw5qnNUVrhh0qRJ4unpKS4uLtK/f3/58MMPVT8TyvpcW/JZbtmypcTHx1f6GomoftKI3DGZmoiI6pygoCCMHz8e48ePt3Yo92TSpEnIz8/Hp59+au1Q6AG2fv16TJgwAQcPHoSdHSfdED2IuCaJiIhqjbfeekuZikZkLVeuXMHixYuZIBE9wPjtJyKiWsPd3R1vvvmmtcOgB1xlBV6IqP7jdDsiIiIiIiITnG5HRERERERkgkkSERERERGRCSZJREREREREJpgkERERERERmWCSREREREREZIJJEhERERERkQkmSURERERERCaYJBEREREREZlgkkRERERERGTi/wHujAVJoQdKRwAAAABJRU5ErkJggg==", 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" ] @@ -312,20 +477,73 @@ " plot_skl(ax[i], X_test, skl_ridge, label=\"Sklearn ridge\",c='blue', marker='o', markersize=3, linestyle=\"None\", linewidth=0.7)\n", " ax[i].legend()\n", "\n", - "plt.xlabel(\"TV ads\")\n", + "plt.xlabel(\"TV ads expenses(in thousands of dollars)\")\n", + "plt.ylabel(\"Sales (in thousands of units)\")\n", "plt.show()" ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ - "### ElasticNet" + "### comparing RMSE" ] }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean Squared Root metric for ridge models\n", + "----------\n", + "FHE ridge 4-bit : 2.2407147419539366\n", + "----------\n", + "FHE ridge 8-bit : 2.275846792112995\n", + "----------\n", + "FHE ridge 16-bit : 2.2728025057171157\n", + "----------\n", + "Sklearn ridge: 2.2728005476679183\n" + ] + } + ], + "source": [ + "fhe_ridge_models = [fhe_ridge_4bit, fhe_ridge_8bit, fhe_ridge_16bit]\n", + "names = ['FHE ridge 4-bit', 'FHE ridge 8-bit', 'FHE ridge 16-bit']\n", + "results = dict()\n", + "# comparing the fhe model \n", + "for i in range(3):\n", + " y_pred = fhe_ridge_models[i].predict(X_test)\n", + " results[names[i]] = mse(y_test, y_pred, squared=False)\n", + "\n", + "# calculating mse for sklearn ridge\n", + "y_pred = skl_ridge.predict(X_test)\n", + "skl_ridge_mse = mse(y_test, y_pred, squared=False)\n", + "\n", + "print(\"Mean Squared Root metric for ridge models\")\n", + "for key, value in results.items():\n", + " print(10*'-')\n", + " print(key , ': ' , value)\n", + "\n", + "print(10*'-')\n", + "print(\"Sklearn ridge: \", skl_ridge_mse)\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ElasticNet" + ] + }, + { + "cell_type": "code", + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -374,27 +592,62 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ - "### Comparing the scoring results" + "### Comparing results" ] }, { - "attachments": {}, - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 21, "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean Squared Root metric for elasticNet models\n", + "----------\n", + "FHE elasticNet 4-bit : 5.02241681631577\n", + "----------\n", + "FHE elasticNet 8-bit : 5.160781833374436\n", + "----------\n", + "FHE elasticNet 16-bit : 5.165463988632444\n", + "----------\n", + "Sklearn elasticNet: 5.165454336195514\n" + ] + } + ], "source": [ - "# Congratulation you made it to the end" + "fhe_elasticNet_models = [fhe_elasticNet_4bit, fhe_elasticNet_8bit, fhe_elasticNet_16bit]\n", + "names = ['FHE elasticNet 4-bit', 'FHE elasticNet 8-bit', 'FHE elasticNet 16-bit']\n", + "results = dict()\n", + "# comparing the fhe model \n", + "for i in range(3):\n", + " y_pred = fhe_elasticNet_models[i].predict(X_test)\n", + " results[names[i]] = mse(y_test, y_pred, squared=True)\n", + "\n", + "# calculating mse for sklearn elasticNet\n", + "y_pred = skl_elasticNet.predict(X_test)\n", + "skl_elasticNet_mse = mse(y_test, y_pred, squared=True)\n", + "\n", + "print(\"Mean Squared Root metric for elasticNet models\")\n", + "for key, value in results.items():\n", + " print(10*'-')\n", + " print(key , ': ' , value)\n", + "\n", + "print(10*'-')\n", + "print(\"Sklearn elasticNet: \", skl_elasticNet_mse)\n" ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ - "But on the client side, there's no model to use above parameter to encrypt data. \n", - "instead we encrypt the client data and send it to server to \n", - "be processed. for more information click [here](https://docs.zama.ai/concrete-ml/advanced-topics/client_server)\n", + "In conclusion, this tutorial has covered the process of training a server-side model using Fully Homomorphic Encryption (FHE) and preparing it to predict encrypted data from client data. We started by splitting the dataset into training and testing sets, and then trained the FHE and Sklearn Lasso models on the training data. We visualized the FHE models' predictions on the testing data and compared them to the Sklearn Lasso model's predictions. Finally, we calculated the Mean Squared Root metric for each model and compared their performance. This tutorial provides a valuable resource for anyone interested in exploring the potential of FHE for secure machine learning. for more information click [here](https://docs.zama.ai/concrete-ml/advanced-topics/client_server)\n", "![Alt-text](https://801304998-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F75MldzZY6YYabEQfXDIR%2Fuploads%2Fgit-blob-f0c968fefec32658440dbc5814e2082b579c6200%2Fconcretemlgraph3.jpg?alt=media)" ] } From c36176c6013df63cc875edf4d4a03d7736395f56 Mon Sep 17 00:00:00 2001 From: Mahmoud Mohajer Date: Mon, 17 Apr 2023 07:37:36 +0000 Subject: [PATCH 7/9] adding timings --- concrete-ml/Lasso-Ridge-ElasticNet.ipynb | 158 +++++++++++++++++++++-- 1 file changed, 146 insertions(+), 12 deletions(-) diff --git a/concrete-ml/Lasso-Ridge-ElasticNet.ipynb b/concrete-ml/Lasso-Ridge-ElasticNet.ipynb index f0d08cc..230a22f 100644 --- a/concrete-ml/Lasso-Ridge-ElasticNet.ipynb +++ b/concrete-ml/Lasso-Ridge-ElasticNet.ipynb @@ -60,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -88,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -167,7 +167,7 @@ "4 180.8 10.8 58.4 17.9" ] }, - "execution_count": 2, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -189,7 +189,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -219,7 +219,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -251,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -307,7 +307,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 10, "metadata": { "scrolled": false }, @@ -383,7 +383,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -424,6 +424,56 @@ "print(\"Sklearn Lasso: \", skl_lasso_mse)\n" ] }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The code defines a function `timer` that measures the time it takes to train a machine learning model using a given model trainer function. It then initializes a list of models using `fhe_model_trainer` with varying numbers of bits and a `skl_model_trainer` with the `Lasso` model from scikit-learn. It then creates a dictionary `timings` that maps the name of each model to the time it takes to train it using the `timer` function. Finally, it prints out the timings for each model in the `timings` dictionary." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Timings for each model:\n", + "FHE Lasso 4-bit: 9.5367431640625e-07 seconds\n", + "FHE Lasso 8-bit: 2.384185791015625e-07 seconds\n", + "FHE Lasso 16-bit: 2.384185791015625e-07 seconds\n", + "Sklearn Lasso: 4.76837158203125e-07 seconds\n" + ] + } + ], + "source": [ + "# timing \n", + "\n", + "def timer(model_trainer):\n", + " import time\n", + " start = time.time()\n", + " model_trainer\n", + " end = time.time()\n", + " return (end - start)\n", + "models =[fhe_model_trainer(ConcreteLasso(n_bits=4, alpha=1)),\n", + " fhe_model_trainer(ConcreteLasso(n_bits=8, alpha=1)),\n", + " fhe_model_trainer(ConcreteLasso(n_bits=16, alpha=1))\n", + " ]\n", + "names = ['FHE Lasso 4-bit', 'FHE Lasso 8-bit', 'FHE Lasso 16-bit']\n", + "\n", + "timings = {}\n", + "for i in range(3):\n", + " timings[names[i]] = timer(models[i])\n", + "timings[\"Sklearn Lasso\"] = timer(skl_model_trainer(Lasso(alpha=1)))\n", + "\n", + "print(\"Timings for each model:\")\n", + "for model, time in timings.items():\n", + " print(f\"{model}: {time} seconds\")" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -433,7 +483,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -492,7 +542,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -533,6 +583,48 @@ "print(\"Sklearn ridge: \", skl_ridge_mse)\n" ] }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Timings for each model:\n", + "FHE Ridge 4-bit: 7.152557373046875e-07 seconds\n", + "FHE Ridge 8-bit: 2.384185791015625e-07 seconds\n", + "FHE Ridge 16-bit: 4.76837158203125e-07 seconds\n", + "Sklearn Ridge: 2.384185791015625e-07 seconds\n" + ] + } + ], + "source": [ + "# timing \n", + "\n", + "def timer(model_trainer):\n", + " import time\n", + " start = time.time()\n", + " model_trainer\n", + " end = time.time()\n", + " return (end - start)\n", + "models =[fhe_model_trainer(ConcreteRidge(n_bits=4, alpha=1)),\n", + " fhe_model_trainer(ConcreteRidge(n_bits=8, alpha=1)),\n", + " fhe_model_trainer(ConcreteRidge(n_bits=16, alpha=1))\n", + " ]\n", + "names = ['FHE Ridge 4-bit', 'FHE Ridge 8-bit', 'FHE Ridge 16-bit']\n", + "\n", + "timings = {}\n", + "for i in range(3):\n", + " timings[names[i]] = timer(models[i])\n", + "timings[\"Sklearn Ridge\"] = timer(skl_model_trainer(Ridge(alpha=1)))\n", + "\n", + "print(\"Timings for each model:\")\n", + "for model, time in timings.items():\n", + " print(f\"{model}: {time} seconds\")" + ] + }, { "attachments": {}, "cell_type": "markdown", @@ -543,7 +635,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -601,7 +693,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -642,6 +734,48 @@ "print(\"Sklearn elasticNet: \", skl_elasticNet_mse)\n" ] }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Timings for each model:\n", + "FHE ElasticNet 4-bit: 7.152557373046875e-07 seconds\n", + "FHE ElasticNet 8-bit: 2.384185791015625e-07 seconds\n", + "FHE ElasticNet 16-bit: 2.384185791015625e-07 seconds\n", + "Sklearn ElasticNet: 2.384185791015625e-07 seconds\n" + ] + } + ], + "source": [ + "# timing \n", + "\n", + "def timer(model_trainer):\n", + " import time\n", + " start = time.time()\n", + " model_trainer\n", + " end = time.time()\n", + " return (end - start)\n", + "models =[fhe_model_trainer(ConcreteElasticNet(n_bits=4, alpha=1)),\n", + " fhe_model_trainer(ConcreteElasticNet(n_bits=8, alpha=1)),\n", + " fhe_model_trainer(ConcreteElasticNet(n_bits=16, alpha=1))\n", + " ]\n", + "names = ['FHE ElasticNet 4-bit', 'FHE ElasticNet 8-bit', 'FHE ElasticNet 16-bit']\n", + "\n", + "timings = {}\n", + "for i in range(3):\n", + " timings[names[i]] = timer(models[i])\n", + "timings[\"Sklearn ElasticNet\"] = timer(skl_model_trainer(ElasticNet(alpha=1)))\n", + "\n", + "print(\"Timings for each model:\")\n", + "for model, time in timings.items():\n", + " print(f\"{model}: {time} seconds\")" + ] + }, { "attachments": {}, "cell_type": "markdown", From 26221d11fa0437617e1ffa2da6b926e076b1b763 Mon Sep 17 00:00:00 2001 From: Mahmoud Mohajer Date: Tue, 18 Apr 2023 13:12:12 +0000 Subject: [PATCH 8/9] fixing typos and minor problems --- concrete-ml/Lasso-Ridge-ElasticNet.ipynb | 117 +++++++++++------------ 1 file changed, 58 insertions(+), 59 deletions(-) diff --git a/concrete-ml/Lasso-Ridge-ElasticNet.ipynb b/concrete-ml/Lasso-Ridge-ElasticNet.ipynb index 230a22f..eca8645 100644 --- a/concrete-ml/Lasso-Ridge-ElasticNet.ipynb +++ b/concrete-ml/Lasso-Ridge-ElasticNet.ipynb @@ -60,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -88,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -167,7 +167,7 @@ "4 180.8 10.8 58.4 17.9" ] }, - "execution_count": 6, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -189,7 +189,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -219,7 +219,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -251,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -292,7 +292,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The above code is used to train and evaluate different Lasso regression models using both Sklearn and FHE libraries for predicting Sales based on the \"TV\" feature. \n", + "### Training the model\n", + "\n", + "The below code is used to train and evaluate different Lasso regression models using both Sklearn and FHE libraries for predicting Sales based on the \"TV\" feature. \n", "\n", "The first three lines define three different Lasso models with different bit-lengths for FHE encryption. The next line defines a Sklearn Lasso model. \n", "\n", @@ -307,7 +309,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 23, "metadata": { "scrolled": false }, @@ -371,6 +373,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "\n", + "\n", + "\n", + "\n", + "\n", "### Evaluation of FHE Lasso models and Sklearn Lasso using Mean Squared Root metric.\n", "The code defines three FHE Lasso models with different bit sizes (4-bit, 8-bit, and 16-bit) and a Sklearn Lasso model. It then creates an empty dictionary `results` to store the root mean squared error (RMSE) of each FHE model and calculates the RMSE for each FHE Lasso model and the Sklearn Lasso model. Finally, it prints the RMSE for each model.\n", "\n", @@ -383,7 +390,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -434,7 +441,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -442,36 +449,33 @@ "output_type": "stream", "text": [ "Timings for each model:\n", - "FHE Lasso 4-bit: 9.5367431640625e-07 seconds\n", - "FHE Lasso 8-bit: 2.384185791015625e-07 seconds\n", - "FHE Lasso 16-bit: 2.384185791015625e-07 seconds\n", - "Sklearn Lasso: 4.76837158203125e-07 seconds\n" + "FHE Lasso 4-bit: 0.18800020217895508 seconds\n", + "FHE Lasso 8-bit: 0.1497189998626709 seconds\n", + "FHE Lasso 16-bit: 0.13366985321044922 seconds\n" ] } ], "source": [ "# timing \n", + "import time\n", "\n", - "def timer(model_trainer):\n", - " import time\n", + "def timer(n_bits):\n", " start = time.time()\n", - " model_trainer\n", + " fhe_model_trainer(ConcreteLasso(n_bits=n_bits, alpha=1))\n", " end = time.time()\n", " return (end - start)\n", - "models =[fhe_model_trainer(ConcreteLasso(n_bits=4, alpha=1)),\n", - " fhe_model_trainer(ConcreteLasso(n_bits=8, alpha=1)),\n", - " fhe_model_trainer(ConcreteLasso(n_bits=16, alpha=1))\n", - " ]\n", + "\n", + "bits = [4, 8, 16]\n", "names = ['FHE Lasso 4-bit', 'FHE Lasso 8-bit', 'FHE Lasso 16-bit']\n", "\n", "timings = {}\n", "for i in range(3):\n", - " timings[names[i]] = timer(models[i])\n", - "timings[\"Sklearn Lasso\"] = timer(skl_model_trainer(Lasso(alpha=1)))\n", + " timings[names[i]] = timer(bits[i])\n", + "\n", "\n", "print(\"Timings for each model:\")\n", "for model, time in timings.items():\n", - " print(f\"{model}: {time} seconds\")" + " print(f\"{model}: {time} seconds\")\n" ] }, { @@ -483,7 +487,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -542,7 +546,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -585,7 +589,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -593,36 +597,33 @@ "output_type": "stream", "text": [ "Timings for each model:\n", - "FHE Ridge 4-bit: 7.152557373046875e-07 seconds\n", - "FHE Ridge 8-bit: 2.384185791015625e-07 seconds\n", - "FHE Ridge 16-bit: 4.76837158203125e-07 seconds\n", - "Sklearn Ridge: 2.384185791015625e-07 seconds\n" + "FHE Ridge 4-bit: 0.1607649326324463 seconds\n", + "FHE Ridge 8-bit: 0.16138386726379395 seconds\n", + "FHE Ridge 16-bit: 0.14668798446655273 seconds\n" ] } ], "source": [ "# timing \n", + "import time\n", "\n", - "def timer(model_trainer):\n", - " import time\n", + "def timer(n_bits):\n", " start = time.time()\n", - " model_trainer\n", + " fhe_model_trainer(ConcreteRidge(n_bits=n_bits, alpha=1))\n", " end = time.time()\n", " return (end - start)\n", - "models =[fhe_model_trainer(ConcreteRidge(n_bits=4, alpha=1)),\n", - " fhe_model_trainer(ConcreteRidge(n_bits=8, alpha=1)),\n", - " fhe_model_trainer(ConcreteRidge(n_bits=16, alpha=1))\n", - " ]\n", + "\n", + "bits = [4, 8, 16]\n", "names = ['FHE Ridge 4-bit', 'FHE Ridge 8-bit', 'FHE Ridge 16-bit']\n", "\n", "timings = {}\n", "for i in range(3):\n", - " timings[names[i]] = timer(models[i])\n", - "timings[\"Sklearn Ridge\"] = timer(skl_model_trainer(Ridge(alpha=1)))\n", + " timings[names[i]] = timer(bits[i])\n", + "\n", "\n", "print(\"Timings for each model:\")\n", "for model, time in timings.items():\n", - " print(f\"{model}: {time} seconds\")" + " print(f\"{model}: {time} seconds\")\n" ] }, { @@ -635,12 +636,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -679,7 +680,8 @@ " plot_skl(ax[i], X_test, skl_elasticNet, label=\"Sklearn elasticNet\",c='blue', marker='o', markersize=3, linestyle=\"None\", linewidth=0.7)\n", " ax[i].legend()\n", "\n", - "plt.xlabel(\"TV ads\")\n", + "plt.xlabel(\"TV ads expenses(in thousands of dollars)\")\n", + "plt.ylabel(\"Sales (in thousands of units)\")\n", "plt.show()" ] }, @@ -693,7 +695,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -744,36 +746,33 @@ "output_type": "stream", "text": [ "Timings for each model:\n", - "FHE ElasticNet 4-bit: 7.152557373046875e-07 seconds\n", - "FHE ElasticNet 8-bit: 2.384185791015625e-07 seconds\n", - "FHE ElasticNet 16-bit: 2.384185791015625e-07 seconds\n", - "Sklearn ElasticNet: 2.384185791015625e-07 seconds\n" + "FHE ElasticNet 4-bit: 0.1673116683959961 seconds\n", + "FHE ElasticNet 8-bit: 0.17817473411560059 seconds\n", + "FHE ElasticNet 16-bit: 0.14162349700927734 seconds\n" ] } ], "source": [ "# timing \n", + "import time\n", "\n", - "def timer(model_trainer):\n", - " import time\n", + "def timer(n_bits):\n", " start = time.time()\n", - " model_trainer\n", + " fhe_model_trainer(ConcreteElasticNet(n_bits=n_bits, alpha=1))\n", " end = time.time()\n", " return (end - start)\n", - "models =[fhe_model_trainer(ConcreteElasticNet(n_bits=4, alpha=1)),\n", - " fhe_model_trainer(ConcreteElasticNet(n_bits=8, alpha=1)),\n", - " fhe_model_trainer(ConcreteElasticNet(n_bits=16, alpha=1))\n", - " ]\n", + "\n", + "bits = [4, 8, 16]\n", "names = ['FHE ElasticNet 4-bit', 'FHE ElasticNet 8-bit', 'FHE ElasticNet 16-bit']\n", "\n", "timings = {}\n", "for i in range(3):\n", - " timings[names[i]] = timer(models[i])\n", - "timings[\"Sklearn ElasticNet\"] = timer(skl_model_trainer(ElasticNet(alpha=1)))\n", + " timings[names[i]] = timer(bits[i])\n", + "\n", "\n", "print(\"Timings for each model:\")\n", "for model, time in timings.items():\n", - " print(f\"{model}: {time} seconds\")" + " print(f\"{model}: {time} seconds\")\n" ] }, { From 7392e91654628509fae63e4f90cda4b2b772191b Mon Sep 17 00:00:00 2001 From: Mahmoud Mohajer Date: Tue, 18 Apr 2023 13:12:12 +0000 Subject: [PATCH 9/9] fixing typos and minor problems --- concrete-ml/Lasso-Ridge-ElasticNet.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/concrete-ml/Lasso-Ridge-ElasticNet.ipynb b/concrete-ml/Lasso-Ridge-ElasticNet.ipynb index eca8645..da4a273 100644 --- a/concrete-ml/Lasso-Ridge-ElasticNet.ipynb +++ b/concrete-ml/Lasso-Ridge-ElasticNet.ipynb @@ -436,7 +436,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The code defines a function `timer` that measures the time it takes to train a machine learning model using a given model trainer function. It then initializes a list of models using `fhe_model_trainer` with varying numbers of bits and a `skl_model_trainer` with the `Lasso` model from scikit-learn. It then creates a dictionary `timings` that maps the name of each model to the time it takes to train it using the `timer` function. Finally, it prints out the timings for each model in the `timings` dictionary." + "The code defines a function `timer` that measures the time it takes to train a machine learning model using a given model trainer function. It then initializes a list of models using `fhe_model_trainer` with varying numbers of bits. It then creates a dictionary `timings` that maps the name of each model to the time it takes to train it using the `timer` function. Finally, it prints out the timings for each model in the `timings` dictionary." ] }, {