{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Contributions plot\n", "\n", "contribution_plot is a method that displays violin or scatter plot.
\n", "The purpose of these representations is to understand how a feature affects a prediction.
\n", "\n", "This tutorial presents the different parameters you can
\n", "use in *contribution_plot* to tune output.\n", "\n", "Contents:\n", "- Classification case: Specify the target modality to display.\n", "- Sampling parameter\n", "- Focus on a subset\n", "- Violin or Scatter? Make your own choice\n", "\n", "\n", "Data from Kaggle [Titanic](https://www.kaggle.com/c/titanic/data)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from category_encoders import OrdinalEncoder\n", "from xgboost import XGBClassifier\n", "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Building Supervized Model " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load Titanic data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from shapash.data.data_loader import data_loading\n", "titanic_df, titanic_dict = data_loading('titanic')\n", "y_df=titanic_df['Survived'].to_frame()\n", "X_df=titanic_df[titanic_df.columns.difference(['Survived'])]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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SurvivedPclassNameSexAgeSibSpParchFareEmbarkedTitle
PassengerId
10Third classBraund Owen Harrismale22.0107.25SouthamptonMr
21First classCumings John Bradley (Florence Briggs Thayer)female38.01071.28CherbourgMrs
31Third classHeikkinen Lainafemale26.0007.92SouthamptonMiss
41First classFutrelle Jacques Heath (Lily May Peel)female35.01053.10SouthamptonMrs
50Third classAllen William Henrymale35.0008.05SouthamptonMr
\n", "
" ], "text/plain": [ " Survived Pclass \\\n", "PassengerId \n", "1 0 Third class \n", "2 1 First class \n", "3 1 Third class \n", "4 1 First class \n", "5 0 Third class \n", "\n", " Name Sex Age \\\n", "PassengerId \n", "1 Braund Owen Harris male 22.0 \n", "2 Cumings John Bradley (Florence Briggs Thayer) female 38.0 \n", "3 Heikkinen Laina female 26.0 \n", "4 Futrelle Jacques Heath (Lily May Peel) female 35.0 \n", "5 Allen William Henry male 35.0 \n", "\n", " SibSp Parch Fare Embarked Title \n", "PassengerId \n", "1 1 0 7.25 Southampton Mr \n", "2 1 0 71.28 Cherbourg Mrs \n", "3 0 0 7.92 Southampton Miss \n", "4 1 0 53.10 Southampton Mrs \n", "5 0 0 8.05 Southampton Mr " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titanic_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load Titanic data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from category_encoders import OrdinalEncoder\n", "\n", "categorical_features = [col for col in X_df.columns if X_df[col].dtype == 'object']\n", "\n", "encoder = OrdinalEncoder(\n", " cols=categorical_features,\n", " handle_unknown='ignore',\n", " return_df=True).fit(X_df)\n", "\n", "X_df=encoder.transform(X_df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Train / Test Split + model fitting" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "Xtrain, Xtest, ytrain, ytest = train_test_split(X_df, y_df, train_size=0.75, random_state=7)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "clf = XGBClassifier(n_estimators=200,min_child_weight=2).fit(Xtrain,ytrain)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### First step: You need to Declare and Compile SmartExplainer " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from shapash.explainer.smart_explainer import SmartExplainer" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "response_dict = {0: 'Death', 1:' Survival'}" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "xpl = SmartExplainer(model=clf,\n", " preprocessing=encoder, # Optional: compile step can use inverse_transform method\n", " features_dict=titanic_dict, # Optional parameters\n", " label_dict=response_dict) # Optional parameters, dicts specify labels " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Backend: Shap TreeExplainer\n" ] } ], "source": [ "xpl.compile(x=Xtest)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### You can now display contribution plot :\n", "you have to specify the feature you want to analyse. You can use column name, label or column number" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xpl.plot.contribution_plot(col='Age')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xpl.plot.contribution_plot(col='Pclass')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ticket Class seems to affect the prediction of the mode: Third class negatively contributes to Survival." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Classification Case: Use label parameter to select the target modality you want to focus\n", "\n", "with label parameter, you can specify explicit label or label number " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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E2SfOsEyOVsHRBC8slI4BGY7+c/BtMwfmYIkfy5dGwU5usPKMV/A6+hPDCo17jlZGC1qDnyT8GFEv1Bc+xo7uILBCwpqMgqVM885t5vtDvOJYvLgh8Izi2GbzORCHYAtrnas7mkHowALoWGAhd+b/aj7O/HLGRGakQBssnxuWOfQfAr5Q4GbgTKBjqR0WbpSXX355MBANP0M04O+YTOAYpIyCqDMmFVgZMK9MTJbgNVvlDS5mdwbzpMrMDasWRuDnaBvGmCeDmPg5BqGNNmbxd7M7g9kSaz4X4xUCDsVwazALXgT4mYNTcZzZvQYTjbi4OD3fFcGLZx4TZHMZTfAiQND8mWSci8kphDwm33hGUSZb8GKVwrC2O5vEG3UzViUMtwaz4MUqFiY/5mIO0nP2WelKf/MYEpgMAhS8k0GV13QLgYkKXlgrzSLQsFCMVrnRBC9eSnjJY9tQZyJhtOvj78bLcryCFwIKYsUorubvHUnwwsUClmkI3pGKebcxMMbucGZ3D2fnQiBD/BoFYg6W0ZEKloxhsXPMCuF4jmFtdPy9WTwMd5/xBq1BUOFl7moxBBgmYRjXEOnDBQnhmp4SvM4scAhwcsyJPVI7hwu8NM7BaoMRvOTqLl+whKPfsSqBAqGI5XGztdyxTjjHyD5gtMsseM2C1jh3uL+7InjNFmHjeqMJXmciGeeax5PBc7IFr1mY/uAHPxgS+GtmC/couL1A3KP+ZsHrTNBi5QwWYxQKXlc/IXicJwhQ8HqCMu8xLgITFbyOS+54GSIow1ycRYM7E7yw4JktnRAFWOY3CiLgjQAY/M7ZJhnm+8KighfIeAWvYx2d5St11rbhBC8S0oOPuY1oA6ysWILG9Q1rpdknFW2CpQgWT7wUISCGK44CAcL6pZdeUlcP+MI6K8NFqJuPRV84E9wQvI4+m473GK/gNS/TY/nfMe2a430WL16sy+Vm6ynEG3x18TeMhTlz5qhPKDiOVfA6ukAY90eQGITecFkanPnUGmIPY97sX+6sf+CDPJol3uybDGv4SFktjHvAMo/xAS7/+te/VBBCxKIgrZjZ99k4BwFTxjNpuE6YBa2xqmJux0QELyzX5nSEuO5oghfBo/AxdiyGL60zCy/cHfAcOBZkSoD4dLTOuurDa14BQ8q24VZDjAmQ0XdmwetswkTBO67XHU/yAAEKXg9A5i3GR2Cighd3NbbZxP+xnImlUeNliQ98WFHwAQ6fQHyg44XpKCbxQkdwECzERuQ9rgexZligHIWkowCtr6/XtGVYFje/rB0Fr6s+b8hogCA5oxiBcMbPEICwfKLNEFLggCXJ4QSvY+YERx9kM0cEYyHdFQrahCA53A9BcXCJQMaB999/X/1XzQLaHMAC6xLSVSFICKIG1jksSSOq22xddAzeGt9IGv6s8QpeV3xK4WaBfoJrC8QjJmCG5csYU47WayMQ0Rx4hdoPZ3GEBRzWYiNNmWNLDR/2sQhe9BMsqoaAc5aFAX2HwE9kL3ElH69hJcQ1jfoO1yvm1GB4PmF9NGfEQCYDZMNwLOZgKYw9ZL/wNcGL4EVMGB0L3GMgyM2+tEbuYmcpCs0+/OMVvKiDMT4Mzo71wvOMTA+YkGK1DK5TFLzu/hTi9TxFgILXU6R5nzETcIfgRRQ5RJRRzPvLI1rabPFFPlmkfBouD6/j780WY/hgGhkKcC8IDEQ3I0Cut7dX0zrBQgqLEAQo/oagLkdfXEMoO7POmgFCrCPQyywokUIIGx7gXKQBM2+QYaQFG07wIlcvrH1GQX5ZbMqB4thuw6XB8VqOVm+4fRjCGNdB/ZDCCS9XwyILHhAqRrAQ2oVAIGO5f7j8smMeTMOcMF7Bi6wWhnBxtHgbEwEE9KB/USBmEAxo5HF25vtoziftKGBxPISeY3CR8YyAI7bhNYtP8xL/WASvOXWasywMcGOBHy76yNESPVy/mJ8PTHAw1ozJovkcZFuA+4MxPowANXMuX2duEdgEAb/HhBSTCzzzyJ4wXsE7HG+zP/J4LLyY6MD9yDzpNbcNPvFGcJ4RyOZs0ofJtpHPeDjBi8wwmEAZxVmWBvNExEiXaO4Ps6+6MWYpeN316cPreJoABa+nifN+LhNwh+B13JQCN0duWQgrY4neqJBheRpppzW8RIwMCzjPnPPTsNIY14MYgGjES9fsF2sOnnNM+QXhAiGwZs0aTV02UjFbtMz3xG5KZv9QXBM5XiGwhxO8+Lv5flhahfUHosksnHEfY2nT0Ucaf4MYRrshcOBnbK4HAp1QByOVllFnWKGRcgo+0bAMm4P7HEW0y4PHxQPHK3hxeXPKO/gxQ6ggIwVEG5aujSwLRn+beYEh3C0MVwhs4AGxY0xgHP2PjQ0kIOYwGcF35DuGuwLcFlDOPfdc3U0MohcBcZi8GcJxLIIX4hHiyBDruDes+iiwWCP7hJGv2dVgSZwLoWfkdUX9Ed0Pv278H9ZwpOjDCofh3gILp9E2nI97GRt2oG2YREI4wnIOyylcQVDwN2MzlPEK3uF4T1Twon5YRYJIheUcPLFBg7ELnXnyZ35O4K9v+CejTehnozgKXsOnHZMjnIfxgAmlM8FrFttYVYB7jrHjGz4HcR88wxiP+KxD0CYFr4sfLjzM5whQ8Ppcl7BCBgF3CF5cCwn04Ts5UjELq5EEr2MaK/hOIo8lXrwI+oIgNrs9ON4TYhs+jMbWsWb/RvOx8M8zfBaHqzeECV7usMKMVIwcvDhmJB9eCNzhfGkdrw8XCCzHO1rJh6sHlt7hUoECQYiXtHnDCmfn4QWMMTBa0NpEnpiJCF74PUPomvsb1kvzz+hv8Dei/x0nTBC+EB0Gd7OvOCytUVFR2jxzyi38bARvYfUA7iZmS795Ny8IFYjesQheXB8TNAh4Y8KCekE0mSeJWOqGj685D+1IfYFJJp7Dxx57bNQuw8QJAtfsToE2YnnfvDqAyZJ5Muno8z1ewTscb3cIXqPxjmPFPLHAMaPtYmiMFUfB6zjGDBek4XZac2wrxizGtjEm4YaFyZvhRkLBO+rw5QE+SoCC10c7htUSFQoI5jDKcL5/ZisFjnUWwIW0YLACOYpRvDCRdsfsV4coafNWnublfVwf7gHml7Y5EhnWJog7LC87RuHDIoXrOqawgrAxNnIw2mpO/TXSWICPHQKosETsmD4MKYdgRTPnLHUUvPgZoggF4u/222/XQDqjQDxBRMANAxZIo5izQiCICFkXnAWsQdDhheyY0L61tVWDkWAJdeSEe2LpH1Y6V/xDJ/KsmMeOo+Bw5boI2IMYcJZ1AfWHW4MxucH1sEEJxothjTTuAZEBv+ns7OxBSx4sfMbOb/CXhXuBeavfV199VTeMgOUYeW7Nu+RhjGFcY7IA/19jy2DcD+yN/LHOctMadaqrq9P0c7DUm4sxJmCBHW2XNWcMIRrx/DgbLxCBGC+wTjoLTENAFMY6sgWYC1xf4GNq3gwGfzcHkY2WVcEc1DYcb1i9jU1k4GvuGKxoniwbWSEgHo10d5jsYmXAsJ6jjvgMQv9hZcSx4Di4XZknGhgrcC9AmjU8+465fTEhwO+Mc4zsCobghcsIrMrmAp90WO7NOx1iDKEfMPExPiNwjjkozVnMgTlY2NWYBFeeNR5DAhMlQME7UYI8368I4MMawg5CEQE3+FB39mJ1R6MgGOASAFGCe41kqYSlDvWCxRcvtPFYNbEsDAGHc2GNGY9YBBfUu6KiQoUaXnSuWvAQiAbxhXqAK4K1RstegPYioA/WJPQDzkHOXlfv6Y5+csc1wA1tBzdX+htWbhwLq2dubq7LfQXBDMEKRo5sMbbhzgL2ZoEy0fahj1BX+C3D2oev8Qhdx3qgvmCG8QbrMersmPVguLpjdQN1wiQPgm48z4srXEbi7cr5wx2DZwQ+3RC7rmyygnZCwGKsjLYDo3FPPFPghLHiuPnLcPXCM4x6wXUBky8WEggkAhS8gdSbbAsJkAAJkAAJkAAJkMBRBCh4OShIgARIgARIgARIgAQCmgAFb0B3LxtHAiRAAiRAAiRAAiRAwcsxQAIkQAIkQAIkQAIkENAEKHgDunvZOBIgARIgARIgARIgAQpejgESIAESIAESIAESIIGAJkDBG9Ddy8aRAAmQAAmQAAmQAAlQ8HIMkAAJkAAJkAAJkAAJBDQBCt6A7l42jgRIgARIgARIgARIgIKXY4AESIAESIAESIAESCCgCVDwBnT3snEkQAIkQAIkQAIkQAIUvBwDJEACJEACJEACJEACAU2Agjegu5eNIwESIAESIAESIAESoODlGCABEiABEiABEiABEghoAhS8Ad29bBwJkAAJkAAJkAAJkAAFL8cACZAACZAACZAACZBAQBOg4A3o7mXjSIAESIAESIAESIAEKHg5BkiABEiABEiABEiABAKaAAVvQHcvG0cCJEACJEACJEACJEDByzFAAiRAAiRAAiRAAiQQ0AQoeAO6e9k4EiABEiABEiABEiABCl6OARIgAb8kUFNTI2edddaQuickJMjSpUvlpptukuTkZL9s10iVfvzxx+WOO+4YPCQyMlLmzZsnN9xwg8yfP3/c7bXZbPLiiy9KfHy8HHfccfLvf/9bfvGLX8hdd92lP7OQAAmQgL8ToOD19x5k/UlgihKorq6Ws88+W5544gnJzMyU/v5+OXTokNx+++0yffp0+elPfxpwZAwhetppp6nQra+vl//973/S0dEhjz32mMyaNWtcbd6wYYN8//vfl1tvvVXOO+88vdYvf/lL+d3vficnnHDCuK7Jk0iABEjAlwhQ8PpSb7AuJEACLhMwBO9TTz0lWVlZg+f94Q9/kG3btskDDzygIviRRx6Rf/3rX9Lb26sW4a9//esSGhoqf/3rX+Wf//yndHd3y0knnSTf/e53JSIiQi655BI5+eSTBdbUmTNnyte+9jVZuXKlXn/Tpk36e3xfvny5WpLT09P1d2VlZVJUVCQfffSRWpl//OMfS2JiotP7xMTEyOHDh+XnP/+57Ny5UwU67r9o0SK9z6c+9Sn55je/KatXrx7CwxC8P/zhD+X888/XvxliFUIVgvXgwYPys5/9TPbv3y/5+fly4403qjhGwfnPPPOMFBcXa9uuu+46yc3Nlcsvv1waGxsFFvJrr71W7Ha7Cl7UA20F6yuuuEK+9KUvudw/PJAESIAEfIkABa8v9QbrQgIk4DIBQ/BC5MF9AcvyEHtYhoe18uKLLx4UgxCAWP7/1a9+pQJ2zpw5ctFFF8k999yjy/jf+973VOhC4K1Zs0aFIq7xzjvvqFiGqIY1FX+H6IMA/tOf/iSdnZ3y4IMPqri+99575Vvf+pYsXLhQhfAFF1wg69evd3ofCEzcb/bs2SokIVo3btwoTz/9tLb/zjvvlHPOOUf/bi7OBG9lZaUeu2zZMvnjH/+oQhjuHrB+v/HGG4OiGCIX95o7d67WEZZxtBPnfPWrX5XCwkLJy8uTa665Rpqbm1Xwolx66aXy8ssvqyDG/SGUWUiABEjA3whQ8Ppbj7G+JEACSsAQvBCyKFjWh4USltW1a9eKxWKRb3zjG2q1hbUUBdbNAwcOyJe//GUVorD2nn766RIeHq6CODg4WAUvBPIZZ5whfX19amX9zW9+o+dBkBqiFJbZz372s/Lkk0+q/+sHH3ygwhfl97//vQpE/N3ZfWAJvvrqq+Xvf/+7pKamqkUVAhg/jyQonQleiNNTTjlFcnJyVKR/5Stf0XtCfMPyDLeEX//619qOgoICvV9JSYnccsstWsetW7fKSy+9JDfffPNRLg3ggzagXRD49Onlw0cCJOCvBCh4/bXnWG8SmOIEHF0asPQOS+UPfvADta6iwMoLv15zgSh+5ZVX1J0BIg5CGVbPH/3oR+paAMELv9js7Gw97fOf/7wKSlhIYUWGRRnFEMP333+/bNmyRV0UfvKTn+jf8LvS0lL92dl94P7wne9856gehOiEWO2z9w8AACAASURBVB2uOBO8qBfOOfbYY9WiDMHvWGDBhhUYLhTPP//8kD+PJHghlOHeYdwXwh/uHywkQAIk4G8EKHj9rcdYXxIgASXgzIcXfrnw4YVlc8aMGRrAFhUVNWjhbWpqUteEtLQ0qaio0GO2b9+urg3R0dHy29/+VgUvfoaAhKiF4Lvttttk9+7d6s/68MMP6/1h8b3sssvkueeeU6uvM8ELoensPv/3f/+nAvTVV19VlwoUuBSgXrGxsWMSvLAK33333fK5z31OxSgsx7g23BdgwYVIhwsH6ojjvvjFL8pnPvMZnRzs2bNnRAuvEbQG9weIZQpePnwkQAL+SoCC1197jvUmgSlOwJngRWAafE4hHGG9ffvtt9XiCaGH4CwEhsHCC8GHL/jnwm8Vvr24HiyaELzIggBrKwQpsj288MILauGFuwD8a+EvCzH45ptvqn8rLLrOBO9w94HLA/62YsUK9QlGoBsCyAyhDissAt8yMjKG9LJhaUVwGyzQtbW1snnzZj0G9YBYhkAPCwvT68FSDdeLf/zjH8oCTL7whS8oH7htoMAVA+2AxRkZGcAPbTFnaaDgneIPG5tPAgFAgII3ADqRTSCBqUjAyMMLyyXSkhkFAhA+uhBsxx9/vFpn4WOLgmAzuBmkpKSon+1DDz2kv8f5OB7+s0bQGiyu8OvF+RCRKPfdd58Gp6HAZxYCGedA8MJNwXAnMLs0OLsPXChgLYal15wdAWITBRkgIMLhSmEuhuA1fof6QfwiEG/BggX6a4hXXNfwaYZFF5boqqoq+fa3vy379u1T0Q/rNtwZHn30URXKcP/AOagDXDvAw/DZNQQvxP66deum4nBjm0mABPycAAWvn3cgq08CJDA6ga6uLnVPgNuCueD3EHlIH4YCCzEELwLR4uLiBOnDgoKChpyD67S1tQ26Iox+dxHH+xjnIFjNELwIsnNnaWhoUGHreF24daBtjr9Hu1paWgZZuLMuvBYJkAAJeJsABa+3e4D3JwES8BkCZsELCy4LCZAACZBAYBCg4A2MfmQrSIAE3EAAG1UgJy58WRHsxkICJEACJBAYBCh4A6Mf2QoSIAESIAESIAESIIFhCFDwcmiQAAmQAAmQAAmQAAkENAEK3oDuXjaOBEiABEiABEiABEiAgpdjgARIgARIgARIgARIIKAJUPAGdPeycSRAAiRAAiRAAiRAAhS8HAMkQAIkQAIkQAIkQAIBTYCCN6C7l40jARIgARIgARIgARKg4OUYIAESIAESIAESIAESCGgCFLwB3b1sHAmQAAmQAAmQAAmQAAUvxwAJkAAJkAAJkAAJkEBAE6DgDejuZeNIgARIgARIgARIgAQoeDkGSIAESIAESIAESIAEApoABW9Ady8bRwIkQAIkQAIkQAIkQMHLMUACJEACJEACJEACJBDQBCh4A7p72TgSIAESIAESIAESIAEKXo4BEiABEiABEiABEiCBgCZAwRvQ3cvGkQAJkAAJkAAJkAAJUPByDJAACZAACZAACZAACQQ0AQregO5eNo4ESIAESIAESIAESICCl2OABEiABEiABEiABEggoAlQ8AZ097JxJEACJEACJEACJEACFLwcAyRAAiRAAiRAAiRAAgFNgII3oLuXjSMBEiABEiABEiABEqDg5RggARIgARIgARIgARIIaAIUvAHdvWwcCZAACZAACZAACZAABS/HAAmQAAmQAAmQAAmQQEAToOAN6O5l40iABEiABEiABEiABCh4OQZIgARIgARIgARIgAQCmgAFb0B3LxtHAiRAAiRAAiRAAiRAwcsxQAIkQAIkQAIkQAIkENAEKHgDunvZOBIgARIgARIgARIgAQpejgESIAESIAESIAESIIGAJkDBG9Ddy8aRAAmQAAmQAAmQAAlQ8HIMkAAJkAAJkAAJKIHiqmYpqW7W/69bkkMqJBAwBCh4A6Yr2RASIAESIAESmBiBjTtK5Y3tJRJkscgtVx4/sYvxbBLwIQIUvD7UGawKCZAACZAACXiTwGOv75HdxXUSbA2Sa89ZKumJ0d6sDu9NAm4jQMHrNpS8EAmQAAmQAAn4N4GHNuyUA+UNYrUGydXrF8v09Dj/bhBrTwJHCFDwciiQAAmQAAmQAAkogZ88/LZ099rEGmSRU46ZLusW04+XQyMwCFDwBkY/shUkQAIkQAIkMCECVQ1tct+z26Snr18F7/zcZLns5PkTuiZPJgFfIUDB6ys9wXqQAAmQAAmQgBcJbNpbIS98UCRR4SHS0t4tsVFhcuNla7xYI96aBNxHgILXfSx5JRIgARIgARLwWwIIWNtTUiczMxKlpLpJ7HZh4Jrf9iYr7kiAgpdjggRIgARIgARIQH712PsSFR4qa+ZnSFtnj3R09UretASZk51IOiTg9wQoeP2+C9kAEiABEiABEpgYAWw4sWV/pQRbLRq0VlnfLlarRVLiIuX842dLRGjwxG7As0nAywQoeL3cAbw9CZAACZAACXibwM7iWtmLr5J6iY4I1eo0tHaK3W6XhXmpcu6xsyQmMszb1eT9SWDcBCh4x42OJ5IACZAACZBAYBB4aXORbN5XKZHhIdogm80uQUEitn67RIaFSN60ODltRZ6EBdPSGxg9PvVaQcE79fqcLSYBEiABEiCBQQIQtf9+Y68UlTdKZ0+vWI78Bb9HerLUhCiJjQyTS06aqz6+LCTgjwQoeP2x11hnEiABEiABEnATgZqmDvn3G7ulrKZVtxQ2Sn+/XWx2u4QGWyUnNVbWr5whuWncec1N2HkZDxOg4PUwcN6OBEiABEiABHyJQHVjuzyxcZ8crmnRoDWjIC1ZX3+/WC0WSY6PlGvPXSbRtPD6UtexLmMgQME7Blg8lARIgARIgAQCjUBpTYu8trVY9pfVqwvDoOAVkb6+frFYLJKTFidXnLZAN6NgIQF/JEDB64+9xjqTAAmQAAmQgJsIbC2sktb2btlaUCmNrV1Drtrb1y9w6r3y9IUyJydJQqxWN92VlyEBzxKg4PUsb96NBEiABEiABHyKQEl1s9z3zDY5e80s2X2oVqoa2qSnz6Z1jAgLkRMWZ0tMRKgsy0/3qXqzMiQwFgIUvC7Q6uvrk5qaGklMTJTw8HAXzuAhJEACJEACJOAfBHaX1Mo7O8uksr5NRW1mcrQ0tXVrdobiqibZU1wn112wnBka/KM7WcthCFDwjjI07rvvPnn88ccHj1q4cKHceuutEh8fz0FFAiRAAiRAAn5PYOOOUunttUlxdbPUN3dqe5CPF1sLN7V1yWnLp8upx+T5fTvZgKlNgIJ3lP5/7LHHJCcnR5YuXSqHDx+WG264QS6++GL5/Oc/P7VHDltPAiRAAiQQEAQgeF/7sFjOWDlD+mz90tbZK+0dPZKaGCnBVqtsO1Al131yRUC0lY2YugQoeMfY9z/4wQ+kqqpKHnjggTGeycNJgARIgARIwPcIPLRhpxwob5CFeWmSnRIj4aHBEhRkke5em7y5o0Tau3rl6vWLZXo6c/D6Xu+xRq4SoOB1lZSI9Pb2yoUXXijr1q2T73znO2M4k4eSAAmQAAmQgG8SMATvmvlZkp0aK0GWgdRksPZu2HJQOropeH2z51irsRCg4HWRlt1ul1tuuUU2b94sDz/8sKSmpuqZXV1DU7i4eDkeRgIkQAIkQAI+QeCu/22ThJhwWTIzTcprW6SpvVvCQqwSHREqC6anyOMb98oJC7Nkef7Ae4/FOwQYND8x7hS8LvK766675LnnnpNf//rXsmjRosGzOjo6XLwCDyMBEiABEiAB3yLQ1WuTZzYVS1JMuBysbJLWjh617Pb22SQk2KpbDV904lwprWqU4xdm+Fblp1htIiMjp1iL3dtcCt5RePb398svfvELeeONN+TOO++UBQsWuLcHeDUSIAESIAES8BIBbCe8u6RO9hbXSXN7t/TZBvLvGgXbC8dHh8mFJ86VmRkJXqolb0sCEydAwTsKw5tvvlndGBCslpf3cVqWadOmSUhIyMR7gFcgARIgARIgAS8R2HmoRoorm2VbYdXgZhNDBO+R7YUvP3WBLMxLUYsvCwn4IwEK3lF67ZOf/KS0t7cfdRTy85oFsD92PutMAiRAAiQwtQm8v6dcDlY0yL7SBumHOddJ6bX1y3ELs+WERVmSEBMxtYGx9X5LgILXb7uOFScBEiABEiCBiRF4ftMBsdnsAuGLVGRHEjSIRSxixz+7SG9fv5y1aqbkpMdJHlOTTQw4z/YaAQper6HnjUmABEiABEjAewQ6e/rk4Q07ZV5Okrz6YbH02exi6+8XZCVCsVgs6sKAH89YmSfpSdGSn5novQrzziQwAQIUvBOAx1NJgARIgARIwF8JFFc1y4MbdshnTl0oW/ZXyPYD1U6bcvryGdLdZ5OIsGA5eWmuvzaX9Z7iBCh4p/gAYPNJgARIgASmJoFNeyvk/b1lMi8nWfKmxcu7O8ukuLpJOrv7FAjy8K6alyHlta1y4pIcefrdQvnmxaumJiy22u8JUPD6fReyASRAAiRAAiQwdgJPv1sgDa1dkhwXIftLG+TCE+ZKc3uXtHZ0q9jFBhR1TR0yKzNR6po7pLC8QT596gKJjw4f+814Bgl4mQAFr5c7gLcnARIgARIgAW8QuOu/myUlPlLs/XY5XNuqVZg/PVnSE6Kko7tPwoKtUtPULntL6yVvWpx0dPXJ0llp+sVCAv5GgILX33qM9SUBEiABEiCBCRJoauuSu57cIplJMTIrI0He31su1iCLBAUFiUapWQayMxjlxMXZ8sG+CnV9OG/t7AnenaeTgOcJUPB6njnvSAIkQAIkQAJeJQD/3Rc+KJLM5GhZPTdD3theKja7XXp6bBIcbJEgC1KUWaS716aZGtavmCGPv7FHYqLC5MbL1ni17rw5CYyHAAXveKjxHBIgARIgARLwYwJwZ6ht7pCls9JlcV6KlFa3yOvbi00tskhURIiEhwbLKcdMl7aOHnlzR6n09Nrk/ONm063Bj/t+qladgneq9jzbTQIkQAIkMCUJIP3YU+8WqBX38lMWyLPvFUpCTLjkpcdLQXmDNLV2qXtDbGSYZmfo6rVJZX2bVDW0y4HyekmOi5TrL1w5Jdmx0f5LgILXf/uONScBEiABEiCBMROAdRdZF45bmCMids2/ix3WpiXFaMaGsJBgsVjs0tjaLYVl9XLl6Ytl/+F6wRbDm/aW6xbE56+llXfM4HmCVwlQ8HoVP29OAiRAAiRAAp4jAN/dFzcXqXX3k8fPkX0ldXKosknTkFU1tqnLwsfFIiHB8N/Nk8zkWCmtadEvw8r7xXOWSURosOcqzzuRwAQIUPBOAB5PJQESIAESIAF/IYCthO95cou0tHfL/OkpsmB6suwtqVNrL6y5bZ3d2FBYrb2C3YUtAwkbzlw1Q2qb2mVOTrK6NWwtqFRhfNKyXFm3GFZiFhLwfQIUvL7fR6whCZAACZAACUyYADaa+LCwSqLCQ2XJzDRJjI3QjSZ2HayVhpZO6ekbsO7a7XZD7+rPF6+bJx/sK5ezVs+SwrJGaWrrlp0HqyUmMkyuPWcpN6KYcM/wAp4gQMHrCcq8BwmQAAmQAAl4kYCRdxeW2VVzMzT7AsqivBR5YuNeqW5slz5bv1p0zWVOdqJERYRKbVOHBrDVt3Rqft79h2EZ7pTls9OZl9eL/cpbu06Agtd1VjySBEiABEiABPySwL/f2CO7i+skLSFKtwo2Sm5arNj6++V/bxVIcztcGj4uMzMTZFpStLy7q0zSE6Pk0nXzZWdxrR7Q1dOnG1GEhljl+gtW0Mrrl6NialWagndq9TdbSwIkQAIkMMUIqHX3v1vE1m+XVfMyJMQaNEggPzNRGlo7JCTYKoerW9SSGxkRotsKQwgjyA2+vNicYu2iLNlRNCB4UUpqmqWspoVW3ik2nvy1uRS8/tpzrDcJkAAJkAAJuEAAvrtbC6qOsu7i1PysRGnv6JEDFQ2akaGmsUN9eVvaezSYDSUtMVLOWTNbunr7NOCto7uPVl4XuPMQ3yJAwetb/cHakAAJkAAJkIDbCCAzw68ee1+zKph9d3EDbBmcHBcubZ296peLTAz43tDapUFssZGhEhcdrr67/3t7v3xizSzp6u6T6qYBIYxi+PKuXZAlZ6yc4bZ680Ik4G4CFLzuJsrrkQAJkAAJkICPENi4o1Re31ai4nVhXupRtVowPUXe3X1YYiNCJSgoSHr7bOqXGx4WLNYgq8REhshTb+/XzA7HL8qWsNBg3XXNKG2dPbKtsEpio8LkugtWMC+vj/Q7q3E0AQpejgoSIAESIAESCFAC2FWttrlDFuWlSXx02JBWRkeEaLDZ+3sqZG52ou64FhMZqlkZ7P3Yaa1TCisadYvhU5blSl1Lp+SmxkpV48cWXlzwo6Jq6ejqlfOP4+5rATqMAqJZFLwB0Y1sBAmQAAmQAAkMJQAB+9S7Bbqr2up5mUfhSYmL1N3V0hKjZOfBGslNiZPdxbVSVtuq2wejJMaGy+krZsiuQ3WSGBMmWSmxUmNyacAx2IzC2H3t+gtXshtIwCcJUPD6ZLewUiRAAiRAAiQwfgLw3b3/2W0aeDYrM0nTijkWpCg7XNss2wqq5IIT5qroxWYUqfFR0tDSIdMSo6XH1i9b91dqoNoZq2aoGEa+XseyaW+5iuQzV86U1fMyxl9xnkkCk0SAgneSwPKyJEACJEACJOAtAi9tPijv7ylXf9zls6c5rUZuWpy6LTz3/gH13b3wxLka3IZMDAhoO1zTIgXlDZIWHyVnrpqpm05ASDsr+Nueklp1f/jiJ7j7mrf6nfcdngAFL0cHCZAACZAACQQQAbgyPP1uoaYXOyY/XaIjQp22DptKRIeHyv3PfnjEhcEiaxdkSk9fvwrf1o4uSU+Klvm5KRJkETlU1TLo6uDsgrsO1ejmFXB7uOL0hQxgC6AxFQhNoeANhF5kG0iABEiABEhARAPPnn6vUC22+cO4Mhig0hOixGIRtdy++MFB/T/cEuDKgAC3yPAQvQb8ehG0tqu4bkTGvbZ+2VFULd29NslMjqHo5Yj0KQIUvD7VHawMCZBAoBLAEnN1Y/uQ5sGHkrlLA7XHPd8u7Ir20paDKnZT4yNlTnbyiJXAMdgiuK6lQ1Jio6SgvF59d0OswZqpIT8rQV7eckiW56dLSnykhIYG605sIxWkKfuoqEbFM0TvJevmctthzw8F3tEJAQpeDgsSIAESmGQCurXrk1ukr8825E7BwVa58bI1XPqdZP6Bfnn41T7zboHsK63XjSNmZCSo2BytYGe1nJRYKa5q0tRlsMwiX69dLOrbW3C4QfKzE+W4BVny8tZDct7afCkoaxztsgLRu/9wvYppuFPgvDnZSaOexwNIYDIJUPC6SNdut4vNZpPg4GAXz+BhJEACJDBAAJa3Fz4oUjGRlRKnvyupbpL2rl45axWj2jlOxk8AwhL+uu1dPWK3W2RuTpIkxUa4dEEEpi3ITZLimmapa+yQpvZuDViDi0NCTIQkx0bIkllp8vgbeyQiLETOXjNTGlq7NefuaAXuDftL66SxrUtCrFaZm5Mo566dzcndaOD490kjQMHrItqnnnpKHnjgAXnmmWdcPIOHkQAJkMAAASP5P4J/DDFiRLUjFypzl3KkjJVAVUObbNhySK2zEJfIjgAranio60YZuCz09fVLSXWzng/LLArErTXIIjD0/O+dAr0mNqk4YXGOxEdH6D1dLeV1rVJS1Sx2sau1F9sbr1uS4+rpPI4E3EaAgncUlCUlJfKNb3xD2tvbJTw8nILXbUOPFyKBqUEAFrhHX9/jNPk/cpdCVFy1frFMTx+w/LKQwEgE4B7z5o7Dsr2oWmyaD9ciMzMSnObZHek6cGeYnZUo9S0d8sHeSt1hDdbdmMgw9QFubO0SiFX44kLwxkWHqeDtt9k1N68rVl7j/nBtOFDeoNeEVTkhJlxF75KZaexsEvAYAQreUVD39fVJXV2dvPLKK/LYY49R8HpsaPJGJBAYBB7asFMOlDfKrMzEo0QJdqgqqmhQwXLV+kWB0WC2YlIIOApdW79dctPjJCMpRkKsQWO+Jyy62EUN1319W7GsW5wjz206ID29DptKWEStvyvnTJOWjm5JiY/SgLaGls4x37OprVvHe2d3r1ghfKMpfMcMkSeMmwAFr4vonn/+efnTn/5EwesiLx5GAiQw4Lv74uYi6e8XOW5h1lFIsBT9wd4KCQoS7lDFAeOUAFwXPthXOWjRhdBNS4iU3LT4MbkvOF48MixEZmbGa8qxlrZu2XmoVk5YnC3v7CwbdG3QcywiZ6ycKSJ2eW93ueb1nZWVKIcqXXdrcLw3JnrwYYcl2Sx8Z2cn0ceXz8GkEaDgdRHtcIK3tbXVxSvwMBIggalEoKWjRx5+db+0dfXI7MwESYgOc9r8xrZuKShv1A0Arjx1jga2sZBAUWWLbC2slrK6NoHIRX7c5NhwyUqOkbAQ64QB5Wcn60QM2wTDPSIs2KqZFdYsyBKrRaS6qUPHYmZyrESEBct/3twnwUFBsnp+hmCHtl0HqyZch9qmTimrb9PMEkFBFokMC5ZlM1Nk2awUCXdDGydcQR+7QEzM6Jk3fKzKPlUdCl4Xu2M4wdvbO3q0qou34GEkQAIBQgBpov712l6pqG9T0TA/d+R8qHtK6gQCOSMpWi4/ZR6tXAEyDsbaDIwbuL+8tbNMMybYbEgQJpKaEKljYywBaSPdG4GTTe090tjSKTMz4qWxvVsamjskLDRYunps0mOzSXZyjMRGhWmQ2n827pXWzh5NdTZ/erJkJsXIwcpGFcvuKNWNHVLT1C6tHT1itVrU331RXoqsnJMuyFXNMkAgJCSEKCZAgILXRXh0aXARFA8jARLQNFEfFlZppPsxs6eN6mMJ14YPCyrVkoclY+QtZZk6BOBH+8G+Ct2wAanq+vv7JSTYqlv0piZEjTp+xkpqxrR42bq/UnaX1KpvbnZanLR19OhWxP39A9kUQoOtEhoSJC9sKtLtglPjo2Td0hx55t1CuXL9IoFbAn7vzgIf3+rGVoEAxrNjDQrSYM4lM1MZ4OZO0FP0WhS8o3Q8Iqi7u7vlxRdflL/85S/y+OOPi9Vq5Uxrij4wbDYJjEYAYnf7gSqB8QsvaogHV4qxQxXij5bOouh1hZm/H/NRUbWK3OLqZs24ALEJq2paQvSYsy6MhcXsrCR5cdMBKalpVmF5+akLVFzCmozJV0pCpAalIUtDQ3OnRIYjf3SM7Cutk6KKRjnn2NmavQGidzIKsjqU1bao8MU7GFZf+BzjeUJas/jo8Mm4La8Z4AQoeEfp4MLCQvnqV7865Kjly5fLHXfcEeBDg80jARIYKwFD7Pb09cviGWkSP4zf7nDXRW5eBBGFBgdR9I4Vvp8cb7bmdnTDmmvXyLDkuHD1l3V1gjSR5i6dlSqvbD0kOw/Wqu8stg0+eWmuHK5uUaENv3K4KzS1dklnb6+kxUcL3C2Qf3fRjBTp6bXJ7KxkFcyTWSC+65shvFs0DZq6O8Dqm0ar72RyD9RrU/AGas+yXSRAAh4lALG77UCV2PtF5oxhtyvHSkL07i+t18wNtPR6tAsn7WYQiwWH6wesuVXN0m/vV//cyPAQFblJcRFud1sYrjEWi0V9Y7EKgY0rLGLRHLy9NpuctWqWbC2okmCrRf3P4eubGBOhLhZ7S+vl7DWzZHthtaTER8jKuRmy/3DDpDFzvDBWQCB865q7NGPEQJDbgNV38YxUSU+M9lhdeCP/JEDB65/9xlqTAAn4CAFY7B7fuE+Xf+32sbkxDNcEw70By8YIFLpk3Vwu4/pIf4+lGhCEyHyAL1go4aMNwelJa65jfRH4lhgTroJxX0m9bN5foZtBQPQ2tHSpgMxOjdW0Z9iuuKy2VSyCVGhRsuNQrewrrZcTFmXLzMxE3UzC08XR6ot2wB1jWlK0Ct852Yl8VjzdKX5yPwpeP+koVpMESMD3CEDIwLILgQohga1d3bUkjWvCvQFLy7gmAtlwfRbfJoC8uTsO1qgwxGQIIhdfcUd8cz1pzXVGCj67C6enyMMv75QzV86QQ1XNajnt7LFJcmyE+vDOzUmU93eXS3tXn7rlzJ+eov67pdUtMi83RU5amq1ZRSbLh9fVHsYzAt4Dvr5IbRakQn5udqI+K8zr6yrJqXGc1wSvzWaTHTt2SGVlpThL7XXWWWdJaKhrwR5To6vYShIgAV8hgCXqt3aUyvt7KnQpGDtGzclJdvuyNMTH/tI6aWzrkhCrVdbMz9DtXSNCg30FBeshosIWWRYGRG73oMtCaIhV0pOiJS0+ym0pxdwBfEFusk7U2ru65TOnLVLB291jk7SkaE0JVtfcIRW1rRISYtWgtvLaFqmob5ec1Bg5ZXme7DpYKwh8K6psdEd13HINuAJV1rdKQ2uX1hntgPiFxXfJzHT9zjK1CXhN8F5zzTWybdu2Yem/+uqrEh8fP7V7h60nARLwOQKGVRfLvX02u24LDLeDySxwl0B0PHwro8Jp7Z1M1q5eGyIXLguw5lbWtw2I3H67pvOC7yt8St1l7Xe1Tq4eh5y+yLn7j1d2SWp8pKyalykFpXWaCm1WRoJuloLtivEz3B3au3slNiJM27Nha5GctDRX8/V628LrrL2Gy0N1Y5umTTPEL/ylYfUd+KL4dXWsBNJxXhG8u3btkquvvnpEjhS8gTTM2BYS8H8CEDgbthxUKx7cDGIiw/Tl6a7NAEYjhOVbiN7Wjm4VIXNzkmT9ihn0VxwNnBv/PpzIDbIEqV9uclyUil1fLxg7CPhC6q9Ne8olTlcokuRgRaP09vbJvOkpEmy16uoFMkgEiV06u3tl24EaHXMIzszPSvRJwWtmj/RmsPzC7QH5jSl+fX1kTm79vCJ477vvPrn33ntHbNlrr70mcXFxk9t6Xp0ESIAERiEAXmDKcAAAIABJREFU94WXtxzS7VeRKxUCAMnwJ9uqO1y1YO1FpD8i1a3WIFk6M01OX5FHN4dJGsmGT25JdcsQS66/iVwDz4yMeKmqbxOLJUgtnVv2VejkLSTEItOSYjTwsrvXJuGhVk0/hp8r6lokNipCLBa7TvgglrEpRm1zxyRRd/9lRxO/uWmx9Pl1P3afuqJXBO9LL70kN998s4K49dZb5eyzz5bgYPqk+dTIYGVIYIoTgND9YG+F+mbCuorl6rSESJmRkeh2X92xosay7cGKBg3WMdwckJB/1bwMCt+xwnRy/NDAsyM+uf128VeRazQxIixEZk6Llw1biiQ7NU7CQoIkLjpC6ps7JCUuUrcPrm5ok4yUGDlQ3iRd3b263e+86cnq0qBBlP39ctGJc2T3oTrp6oUF2P/KcOLX8PllwJv/9akrNfaK4G1qapLLL79campq5KabbpILL7xQdy9jIQESIAFvEzALXSyDwqqbEBMuszITPea+4CoDvLiRGqoRgTrWIIkKD9GdqCh8XSX48XGGu8KmveUfB54FgMg1k8CWwmKxy5Z9VerfOisjXlLiowQbYFTUtUpaYrR0dGGL4X6JjQyT8DCrJERHaP7g0upm3fXs3LX5Ut/aKYnR4VLT1CEd3X1jh+1DZ4xm+aXPrw911gSr4hXBu3v3bvn9738vW7du1epHRkZKTk7OkKb8+c9/lpiYyQ0EmSA7nk4CJBBABJwJXWzzinykY90xzdNYkBmgpLpJWhCkQ+HrMn70+Y6iGg08O1jZqMv3EHXIlZuZHK0+ufBzNZclM9P0R2wL7G+/X79yhnR09kpNU7tOlMKCrQIXB4jeospm3fUtJiJEm5WVGqOidufBGunXneAi9AsCceu+St004/hFOfKv13YL9oozij/zGVjFiVKfX0yAMA6w3TLy/GISuWruNG5w4fLT5XsHekXwPv/883LLLbeMSINBa743WFgjEghEAnixvbnjsProYkcp7IDlL0LXsT8chS+WaOHje+LibAa3mWDBBxoiF6IVIgdCr6u3byCV1ZF0VicuHjDCvLmjdAhmf/79J1bPksiwYHVd2FNcKwcrm2RGRoLA8ouNG5DuDpkXMlNipKaxQ4oqGtRXvb2zVxJiIHZ7pV/ssrOoVmZkJmiAHoLC3t9TPsjIn/mgEUb9N35UIv32gbGBiVBEWLAKX0x+V8/LlMUzU+k+5GcvBApeP+swVpcESMA9BJBSCsvXxdXN6rZg+OimJcT4vEV3NAIQvmW1zYM5SWH1nZ4Wpy/qqZySCQL3g32VGnxmw+Sm3667jsGS65htw7Dqg6W5+PPv86bFS2JMmDz3/gFZPTdTdhyslgPljWqtTU+IkhVqwYyRnp4+aWrvlvbObt2IAptmNLV3aUo8TBYKDjfI8tnp0tnTK4tnpGn2BqP4Mx+0wVn9EbzX0tGl4r6nz6bCF+5DcHfgZHK0TyPf+btXBG9hYaG8/vrrI1K46qqrJDw83HdIsSYkQAJ+T8BYwh7w0xzYBQtZF5BSCq4Lnkox5imQWH6Gq0Ndc9dAVocgi1p6p5qFCkJ340eluoEHJjfIL+uLG0JM9rjATmoR4SHS12eTDVsOydoFmSp2IWDDw4I1+8KcrEQpqW2RuMhQXe3AM4NxhMwN8BU3npvs1Bi1hi/MS5GCMt/ZgGKyGUL0ws3FyPFrZEqh8J1s8hO/vlcEr2O1sesag9Ym3pm8AgmQgHMC8MmDZQ+bRiAQDa4LED1IrZSaEDWpWReQMxfCAJYhbxVY6Woa2/VF3dtn0y1YDQtVIPslot8h7A5VNQ0KXUxs0hOjvNUVXr0v3BmQP3dvaZ3MTE+QbYVVKoDhzgD3l96+fs1EAotmQ0uX2MQuyTEIWqtWl591S3Ll+fcPyKIZKRqstmB6ivr1ImXbVCvGZBKZUjCRhPV79bwMWbdkaDzSVOPiy+31muBFYMALL7wgDz30kMDii8C1lStXyvXXXy/Tp0/3ZWasGwmQgB8QgGWq4HD9UUvYWJ6F0J3sDQJwH/gC42XY22uTiPBQaWrrlLrmTq/SO8pCFRSkggfCd3Z2UsD4JW4/UC1Pv1eoQheTjqksdI0BtyA36ciEzy6VDe2C3LPGbmrRkaG6VF9a0yxtHT06buHT+8x7B6TPZtNVgTe2l0pueqy6PZTVNMlZa/IFeaGRumyqFkP4wuc5ODhI8tLj5ZKT5gXMcxRI/eo1wfu3v/1N7rnnHqcsH3nkEZk3b14gcWZbSIAEPETg6ICkfk2yD8sVhK4n3BYgdpHD9MPCKk3xhBIaHKSC0ggI8hCOYW+DFzUsvrBQ2e39avWFyEGU/eIZqbq5hr8WQ+zCmj0tMVpy0+Mn1YrvD5xiIkIFWwojEAvuCZ3dcFPok9AQqxRXNmkgW3iIVRbPTNMArZDgYCk8XCfI3dvc0aOTx9jIUIlFOrLGdt1eONgi0trVJ9WN7f6AYFLrCF9v5Cm2WEQD/a44fSFF76QSH/vFvSJ4Kyoq5Nxzzx22tvPnz5eHH3547K3hGSRAAlOSAPwKkSsUS6+Gj6E5IMmTS9hJseHS0tGjm1Y4K/CRzMtI8CmRgMj8uub2j4Pcjvj6QvwumZnqVxkeYNm/58kt0tLRLfmZSVPWfcFx7KXFR2kOXuwWXFrTpL63xRVNuskEnhWk4Gpt75Gc9FjZV1qnfr3IuYsthpGnt6+vX9q7egZ9feuasFJhl7CwEM3hyyIa4LejqFpdQk5alivrjmT6IBvfIOAVwWtOS7Zs2TI55ZRTpLW1VZ577jkpLx9Ib8K0ZL4xQFgLEvBlAhC4ELrItKApxfrtEurFgCQsnSPq/6XNB0fEdsKiLLGLRZeXfanA6lvd1K5bzxrR6PDtRIYHCF8jx6ov1dmxLpv2VsgLHxSpNXJhXqovV9WjdUN+Waxu7CmukYzkWA1Ag3sCgja7enslJTZSevv7pbG5S5fmkaYtPipcrcAx4aHSZ++XmPAw/bmtq1cznCycniKR4aHq1sAyQAC7MsI3Gu5MN162hlh8iIBXBO/dd98tf//73xXD22+/LREREfr/bdu2yTXXXKP/f/DBB2XhwoU+hIpVIQES8AUC5gC0DgSg2e0+k1IsOiJEfSJf+7B4RFTL8tPUpxQCE4nt+2z9mgYK332lYIm2urFVXR7g6oDAO0T0IxWTLwe6bdxRqvyzUmMlN9V/3TLcPQ7gZoMdA9/bUy7ZKRC6IimxETqxiYoIkbbOXg3ghCiubWyTvn67BjjCJQfjNDUuSupa2iUMrg7l9RIXFSGxMWGSGB3hU6sV7uY2nushd3NYiFVuufL48ZzOcyaJgFcELwLVsNMayqOPPir5+fn6/8cff1zuuOOOo34/SW3nZUmABPyEwNB0Yt2aQxUJ4SHAMpNjJSkuwid8NJHDs7G1W7YfqBqWLHz85uYkqRg7UNkonV19khIfKdmpsRoZj+VjXypYpq1v7pTyuhbBBAMWX19OwI9MHI+9vkeX6I+ZPc0nxoUv9CcmVsjB3NLZI+/tLNMJQV1zh5ywOEf7FLuvhYcE6xbC8OtdMitNDle3SHJcpFp1G1s7NTMD3BfCQoLVz3dOTpLm5R1I78cCArB2H6pskqyUGLn2nGWE4kMEvCJ433rrLbnhhhsGMUDwNjc3S03Nx8mrcQwyN7CQAAlMXQLYHOKjoirZd7hBBS6EbpCHA9DGQh/WsYToMHl+U9FRp4UgPVmQRTMGzM5OlPqWLhUX5nLy0ly1uEFY+GLBci0s7LD69tv7VfiiTXOzE2XJzHSf2dTioQ07paiiUQOu5ucmeyRQ0Rf7y7FOCKayiF1aO3tVuGKiiIwMsPzibw2tXZq9BM9ZZX27Bi5299mkvrFDGtq6dAUCVt+QEKvMzkrSoEcEwLEMEIDYxbiDW9VV6xf5deBnIPapVwRvT0+PXHbZZVJaOnTLRgPwJZdcIjfddFMg8mabSIAERiGAoLMP9lWoby6snQNCd2BHrGlJMZOeTmyiHQTLzitbD2kUvFGwvIml4WCrRQPaTls+XTbvrdSIbkfBcO6x+epHi5yovlyQ3qyyvnUw0A3CFxsXwNd31dwMrwa6YUXg4Q07paK+TV1GMpJj9AuTjqlcYPVeNitVfcfhpx0eFqL5mNF3+N7U2iUV9S2Sm56owhZb6oaGWjV7Q0t7t7o92MUuqfGRmtVjb0ndVMY52HZjS+/Wjm4JDrbKecfmy9JZaWTjYwS8InjBYM+ePZpzt7Fx6A4txx57rPzsZz+T2NgBHyMWEiCBqUHgqAA024DLQnpi9KRvDuFOwrDuwHL24qYi9S+G2O3s7lWrbWJshFocC8sa1FIaHRGqy8PmTSkWzUjVNmO52R+KsakF2gOXB6vVomLI24FuEL1Pv1MgWCWAxRJiD1ZMI3jLH9i6u44Yi/Nyk2RvSb1OTvAzvjDxglDDxhTYQQxjMiwkSHptdjlU0STJ8RGaeQDZPOKiw1Tw9tnsUloz9TacMPeJkdMakwHsuIZJ+RkrZ6ifO4vvEfCa4AWKlpYW2bBhgxQVFWngGoLU1q1bx13XfG+csEYkMCkEhlhzu3oH0yNhq1/45kIQ+mOB6MVy8K6DNbqdLQLSkBZqaX6avLDpgNQ2fSxmYyPDNCresOhClCEPbpUf5jaFywN8fbGVMTYXQrAbJi3etPrCxxRBRAO+pgOZPBDAhVR1ibGRU8rqC6EaGxUu7Z3dOskqq2lVd4actFgdk5iUBUH8WoNkVma87D/cqLlkS2paJDhIJCUhSq2+edPidLOJ4qqpJ3gxxqsbj7j1wMUqKEgnD6vnZ+jKBnix+CYBrwpe30TCWpEACUw2AVjdkNYI6cSwE5YvBqC5g8H83BQpqW5SCy+svbERYfLs+4VHLm1RyxqyOuhGFT0DLhAzM+J1gwpY0/y1OA10sw5YfbFjF4KnPF0GNiQZSGMH0Ysxhz7BpApWX/SBv06wXGW5fHa6NLR0yocFVbIgL0Vqm9rV1SYmMkw3pYB1PjI0WNq7+tR1obOrV5rau6S9u09CrUFiEYuEhgZplodXPizWNHX+PE5d4YaxDAsuVlxg0R2II/DtwE1X2jUVj/GY4P3rX/8q2F1t0aJFcsEFF8htt902Iu9nn31W4uKYUmYqDkq2OTAJmDMtwOoJwYEcoP5uzR2ut+A7CkvY85sOqtUMQV6r52Vpjlh7v10toEAAkZESF6n+yrCewfcPrg/IkxoIxWz1xUYF8BdNiA5X4bt4ZqrHLWIYh/tL6wXZHArKBoIhIXzxhSC8uKhQiY+OCDgBjJWEnNQYqW3u1IwM7+0uk7ULsmRWZoL6YcdEhkp1A3Iwt0twsEVy0+IET6ix6QQyiTS39YglyK6C94mN++ScY/OlBJPWAMrSgIknfJyxDXhze4/m1YXADQoSDZhFJha4LGDVAq5HLP5DwGOC989//rPcf//9KngvvfRSueWWW0akxI0n/GcQsaYkMBIBYxc0BKLhRQILCZb8sc0v8n4GaiAR/CGzU+Pk0Vd3aaAaBNW8nCQVs2/vLFPrLkQvlo+TYiN1+R9ZHtYtzZGS6sBbKjZ8fRHZb2xqgUApLAOvmuedpWCIX2TKgPiFBRiuJxDAA5MRfBcVvvHR4Wr9xWYC/jpe4c4QEWqVHlu/ps3CysLG7aWaVWT1gkyZlhQtUWEIYBsI7MN20909Np2goLy69ZCmzsMzi2Nw7jFzpmnWBwSz+WuBzzJELb7wWYUgUghcPJ94JuH7DfEPkZubFkuR668dDfOKHU+2BwoFrwcg8xYk4EMEICawve6g0LX1q2CA0EXqo0AuEEgQ9m0d3bKntF4q61olPDREwkOtkhofpX6T4IKigUOhwSqqzlubrwFFEFuBXByDfbwtfA3WEDwQvqU1zbpUDz9qFb8mizz6CxuMREcMuECg7pio+HqB2wZKR3ePtHf26qQjLNgqlQ3tulSPNsGvGVsOYxIGn3Is5ZfVtUlocJBa4qMiQ8WGQLbKRk1rtm7pdA1yM9xxfJ2BIW67enpVpONnCNsBgYvNVUSfU3DITY/TXNnwxWcJDAIeE7x79+6VgoICSUhIkLy8PPnwww9HJHjWWWdJaKjvBKxg6+Pe3l5JTPS871lgDDW2YqoQcCZ0UxMiJS0hRpcDp0JBarKXNx+SPptNjl+ULU++vV8DpJC8H+JpZmaCzM5KUJ/I2OhwsVosUtnYJj29/ZKZFC11LZ1TAZMYu7nVYDc3a5CKR1h81y3J8Yn2GxZgCN+SqgERDHH3sQV4wC0FAhF1x6QFk5qo8FCf8weGpRrbLSNPLIR6e1ePZCTFaL1h1URwIfzpiyqbNVsDhC0sukEWu9Q0d0pfn01dPiLCg+W59w6o5fu0FTOkrLZVefhSwWoCMoZgAmO4KMCC+7G4lSMC16L+2xC4aQnRtOD6UidOQl08JnjNdW9qapLy8nL91Zw5cyQ4eGB23NXVpbl56+rqZPXq1T6RraG9vV1zAu/bt0/rmJ6eLnfeeaekpKRMQnfwkiTg3wSwNPzS5oPqE4iXJyy6WAr0BwuYu8jDAoiX6KsfFqvADQ0JkXWLs2TbgSo5VPnxRhOwcp+xaobsOlgrNc0D2/emJ0TLvOnJUlnf5q7q+MV1IEowdvwhvRNEVHXjgPV3UAT3HhHBagmGp/LAd7MFGGIYotKbLhF50+IFuWL3FNcK/l/Z0KY5dnPT4yUmIlTiosKlCzv9HQnKstntUlTRIDMzEuSjwmpdmcC4xuTkxMXZEhIcLA2t3p2cQchCvHf12FTgwm0KG2TAWgurrWG5xXezuMX/ab31i48Ht1XSK4L3+eefH/ThffHFFwfF49atW+Xaa6/Vxr3wwguSmprqtoaO90L33XefoL733nuv7vx23XXXSXZ2ttx+++3jvSTPmwQCWIZE8IRj8RVL0SQ02acuiRfN0+8WyqGqJhW62OFqZkbilLHomjsD0e5YKn1/T7nUN3eo8MHy6NqFWWp1qmhok6zkGKlr6pB9h+v15YwANd3tKiVWjsGWrrWtPtW/nqoMLL4QWMhqAVGVlx6vbh4Qi75czCIYGzpAEGMMGH7AsIAaQYretAbDdz4tIVLdGfaXNEhiXJhu5mKI8ISYCIHIDbZYdIc1TFSR1aG+tVPTlu06VCM2m8j6FXn6N0+mzhvJaouVErXewuf2yP/hdwtRi7FDcevLT4/n6uYxwbt7927Ztm2btmzXrl3y8ssv6/+vueYaiYmJOer3Dz74oObl9Xa5/PLL5eSTTx4ixGHhRf5gzBhZfIMAthI9WNk0ZGkNy2/c3nHy+weWuafeKVQrC7IuwBqEJcKpWBAYhPRFEK+vfVgirZ3d6gsJkXPecfny7HsHJDo8VC1REWFY2bJoIFFtc4emhpqXmyzL89PlUFXzkM0ophpLbNGKSSxspXAPOP+4fL9M5o82QPwaghiTcsMCPOAX7HlrMHgi+Kqtq0ddaWAKhXUXlTEHbKF+ByuaJCYyRIKtVmnp7FE/X1iB4c+LDBeTta2wK1Zbwz0BrhVquU2KlvQEuCYMiFwWEnAk4DHBW1ZWJueff77LPfDoo49Kfn6+y8dP1oFnnHGGfPOb35QzzzxzUJTj5yeeeIJp0yYL+hivi5cKBC9S42SlDkyeWtu71cIC8QXRyzI5BDZ+VCr46rXZNNXUnJxkry7ZTk4rXbsqfCERsf7WzjJZNitdDlU3aZonLBFjcowd1Jrbu1REoCBbA5byIYaxzAyL2YUnzFX3hqSYCBXBU7nAore/tE437gixWtWvNxBWbCB+dStaBMbVt+nnFESxM2sw3GMwLowsEe4KkIMoxM5p6lNvsegYhAsAVhogIPFZ2t3TJzVNHbopBTI6VNS3SmdXn0SEh2gaPfgCu6OYsyTgeTACyRyttuAw4Gv7sailS4I7emDqXMNjghdIsWXwf/7zH5fovvvuuxIW5t0AFyxBrV+/Xm6++Wa18qIcOHBAvvKVrwgs0BkZGQJBzOJ+AmMJgshccqok5CyUjqYqaa8b8A23WK2SNH2piL1fCl77u/R2Ts0lYnPPjIWpKz0anzVPspaeLkHWYGmpPiRdLXWunBawxyyZny9J03Jle2GlBvect26x7Cpp0KVgCAhYek85JlcKyhqlvbNHBQd8PCF2YOf7xJpZUtfQLAcOV0lyuE1ef2dzwLIaS8PCY5MlNi1P+m19Urb9ZWkq2zuW0/3m2KikLAmJiBG0NyIuRaKSMgfqrn6oQQPfxSJ9vd1i6+mQvu5O6e1skd7uDrHDz2CM5ROnrxNrZII0tfXICUuma0q2eKRdC7VKfFS4dHT1SVdvj+w+VCeHa1o0fRlWLnJTouTuBx6Rjs7uMd5RJDgs8shXhASHRUloZKxalpECTb8j86/dLj0dLfp50tVap5/p2s4A+gwf7+rwSy+9NGbmPOFjAh4VvFVVVfK5z31O2trapKNjwHqBrA0hISH6f2w0kZubK1dccYXm6/WFAkH7rW99a1DYwh0DFl4I99jYWLGN44PGF9rl63Vw9QMB+Uoffnmn9PeLrJg7bYh1saCsXuqaO2XGtHi58nTvu8d4m7mrTF2pZ1VDm9z/3HbdpSk/M3HKujCYmSKP6UcHqqS8biDgDH6Rxy3KkvrmThUT+B4fEyar5mRKcVWjimDsNJccGyHJcZFqZSuuapKoiFCZlZl4RAi70huBfwyyI+B5hg/qtecsdZoL1d0TOl+gCmswrKzwlS2ubJLqxg5BSi24QgxYhAeyRMBNBtbfuOgwtdC6GiSalhilGRma27rV7x6CVn13Q5ClwaaBYEjfhdS82HYYLgOw9LqadxfWWlizmxFM1t2r/v3qZ4uAMsFmDhaBG5CRJQHWW7hbBHoZ71i1Wq2BjmZS2+dRwWu0ZLigtUlt6Tgv7ujDi7r/9re/pQ/vOHm6+zS4MmBpLSs1VnMmmguWRJEHFtHv9OV1H3m8hCF2Wzq6JSdtIFcli6hwrW5qlx1FNRISHCTBQUFiCbJIbmqs5GclajonWM0aWzo1yT12vMJxcGeAXyWER1FFk+4+FhsVrn6fLB8TgAsANonAjmFf/MTSKeunaeQKxsoAvgb8go/sFtc/IIThCgE3CEykRtssA5OIhJgwFbn4zMQXdl1DPmhM2pCDFz/jWmV1rdLZPbAFtrOCcQ2RCz92c45bzXMbZFELsuFvyxy3fLo9TcArgrevr09TkKFER/v21nxGlgZsnIEsDV//+teZpcHTo3SY+yH9FSLhYeHATk3O0v3gJXm4ulkDgq67YIXHtzH1EVRurcbGHaXy2ofFaklamOf9TCpubdwELgYLGcTBO7sOa65dZGTow9KDYMemIN3CdXZWkmw/UDXo/xgVESIz0uM1XdXWgioVA588fq4cqGhQFwiWoQSQJQBC6pRjpsu6xb6Rq9cX+sgIjsMKAVa9YAXW7ZKPCGA8qxCsY9nZEGnzQkOsg5tuINUgMoo4loFcym06QYObDqy2hsCFRRjZEuBry2AyXxgpU7sOXhG8O3fulKeeempE8nAjgMD0dkEe3u9+97u6aQYKUqXBwusLKdO8zcab999+oFrTYCG9zjH56SMmeTdektjh64rTF1L0TrDj7vrvZl1mXTwjbUqmHRsJ38yMePV3fHVrMbwRdeOJgTKwjItJF1KVxcdE6G5eWJourmyU/YcbJCc1TuZPT5GWtk7JSIlVxixDCUBc7TxYLSnxkXL9hSuJZxgCcDmC8EUGFViAMQGDAIYbTVLsgOUXGy2MtyC4rLyuRV3GBraJhsgN0s8DiFvk3sbqD7I5sJCArxDwiuA1uzQMB+LVV1+V+Ph4X+Ek2CwDO61xwwnvd4lmZXh5p/T22WTGtATJTB7IzDBcwRLdhwWV+mE/PzdJLj1pvvcb4ac1gBUHghdR28tnT/PTVkxOtQ0LL5bdkeYJaZuwZSuWl7GsvGZ+pjS0dMj2ohq1ek1LjNaJWmNbp6QlRktJZZPsKq4T+AIvmZlGH95humnT3nJdwr/xU8dSULkwlLFb3P7SehW/GJMQv9j2Gs9wemK0ZCR/nId3tMthwlFe1yz1LV0qcrFyAZELgbtkZqpT3+rRrsm/k4CnCFDweoo07+MWAhC7/35jr+Y3RbDDnOxkl64L37KPimrUygaL8Okr8viydInc0Qfd9tBbGqx2IpeUh8BBmjH45+4pqdWl4Ny0ePXLhTCAryV2WVszP0Pe21MufX39agHGJAxpn5DcHyKuz2bXIMvZ2UkUvMOMzzd3lKrryA+vOmGcI3jqnmaIXzDE5BXjD8GSCJKEC8NIRoODFY1S09iuG4JgTEPgYhtoiGYWEvAHAl4RvFu2bJFHHnlkkA+iQbdv3z6YueGqq66SL33pSxIezuTR/jCIPFXHTXsr5KUtB9WyOxaxa9TPLHphFaZ7w/h67pePvq8Ba3jZuRoNPr47+ddZ8FHcV1qnaciwpIyCLA6wpsF1AeW0FTNk054y/RlCA1sPh4UE6yYUmgs1KEjm5iTpkj1yorIMJYCl9A/2VWjg2nc/tYZ4JkAAxgMIX+yOCN/cxJhwmZ19dB5trFLAOowJWWRYqKxZkKHPPt0VJgCfp3qFgFcEr7OW4mG67bbb5Omnn5a1a9fK3Xff7RUgvKnvEYBV4uUthzTYB4E8OenjzwwA0bu7uFY/4LGcjHRltFCMrc8RLPju7jJJjotw2cI+tjv459FI6YT8ulhJqG1Cbt2BYDX4OGIZGeIX/o0L81Lkla2HNA1UU2uXBFktkhgToeIXrg6nHJPntqT+/kly+FrvP1ynfqMMWnNfz8KQgM1jsFMixiQ2SDECgD9OBxck0/1km2f3keGVAo2AVwQvsjR0dw9NWt3Y2CjYsnfjxo3KGFv3JiUlBRpvtmeMBGCFePrdAkGEMNaAZ7hh21r49O4prtV0UMHBVo32DoQdnMaIdtyHD/jxblEhRyvvxxiR3ik2MlQLbuu7AAAgAElEQVTe2V2mghciF4IXVkk5kncULjXnHZsvbV29aqnEGIQQxnIyUpSduWqmtHf3SR0D1o4an4Z1F5yvv3DFlE1LNu4Hd4QTsSLx0IZdKnrhkxsdMbDpU0Vdq7qBrZ6XKWesnDEZt+Y1ScBjBLwieF0JWoPLw7x58zwGgjfyLQKw6r61o1Te31uh/o5Y8kVgBKyy7ipIWVZS1azWDFjnzls7Wy1wLKMTwCQEabRgEYJPNMsAAYwj+Cu89mGJtHX1qFjAqgRWsODVANGwvbBaJ1gQtkjE39Xbp2P7QHmjNDZ3yLy8FIFljeVjApik7jxYI53dvbJ8dro+qyzuJWAWvcaVkWJs2aw08nYval7NSwR8UvAi5ddzzz2n/mwsU4/AR0XVusQGH0a86HIn4MIwGj24OMA/DcnUg4ODZOnMNDlxcTatR6OAw4Tk/me36fIy/E0h2FgGCESFBeuOVzsP1WnKMYgGbCxxTH6avLnjsCyekSqFZY3q54uE/sjIADm8u7hOls1Kl6S4CM3uwPIxATyj2MwAlvAvnrOM/qOTNDiwogZDgFGwGcXqeRmTdDdelgQ8S8AnBe+tt94q5513nmdJ8G5eJ2AOooDlC9ZDd1t1h2ukYe1F9DHECT7ksZkFAzOGHxYQbA++tEvaurqHDXjx+qDyUgVmZcTrBAoTKQSowcWhtbNXA9MKy+qltLpF3RzyMxJk+rR42XXEr3ztgizdSAWbVrCITngLDtepS1N0eJhcfQZ97jkuSIAExkfAK4K3trZ2cCMHc7Wx0URubq4kJiaOrzU8yy8JGEIX3xHRDlGAlE7YX92TBT6CJdVNUtPYoal3sDc9fFQpfEcWvYbvn2PAiyf7zpfuBbeGhpYuaWrr1GwicE9A5gVjy1VYKxOiI9TfNzEuUvaV1GnmkVXzMiU+JlyzPLAMiF3DjQGT0KvWU+xyXJAACYyfgFcEr1Hd/v5+qa6ulqqqKklISNAte61W6/hbwzP9ioCj0IXJKys1RjKSXE+EPhkNRnJ1CN+W9m4KXxcAm33/IHrn5yZP6XRlmKgVljVopoXz186WZ94rkNqmTsmbFi8zMxJkWmKUHK5r1YCg6oZ29ftdkJei3yvr6buLIYfJ556SOvXZpdh14SHkISRAAqMS8JrgxfbCP/3pT6WwsHBIJT/96U/L9ddfLyEhIaNWngf4JwHDRxfCEhZdXxG6jjQdhe9AsnX6+DobdfDpfXjDTqmoH8g/Oz83ZcpuOwyr7s5DterGgC1cl85M1W2wWzt6lA1+Ny83WfKzEwWTfoyz+KhwqWlql+5eYyti/3y23VFr8MDmHSgZSdFy5fpFdC1yB1hegwSmOAGvCN6amhq56KKLBjeacOyDk/+fvfMAk7Mq2/+9fWd77z27m2TTGymAJCChCEEQwb9gQEFUxIIC8qGofCoWmvJZaKKAgAEJEHqAkEhISIH0tpvtJdt7ny3/636W2Uw2u8m2mXln5jmXK9nZt5zzO2dm7vc5T1mxAvfff7+bT41rDZ+prJiflKmY6J9oKW2ZFB2CmPDAwbyPRhw1v4CrGlpQRVeHz8ppTkuJwJwpcZiarO43ljmj6F33Ua4EAbISG62Zpyv7bMT5nmifokMDcKy+FbmldWjrNGNuZqyIXAZIsuIaXRmYDo9uDNsPVWDR1HhMS4lCUdXxYKGJ9sFZzy+uagJ/WEmN/vurzsxWseusk6n9VgIGI+AQwfvSSy/h3nvvPSWK999/H2FhYQbDpd0ZK4EjpfXYk1+Jw6Ws4d6H3t5+BPj7IDEqxO4+umPt+9DjLT6+tU2sgNUv0ffhQf5i9WWZzbAgrQxIZpv2lkiWDQq6kao3TXQujHw+8+lS9LJYSre5V8pgL8lJRHtXjxSX4Drq7GJuXg8kRQdj4dR41DV3iiB212YdnObD3NhzUiQ/tjYloASUwGQRcIjgfeyxx/Doo4/KGFhG+NJLL0VTUxMef/xxbNu2TV5/5plnkJOTM1nj1OvYkQCtubTkHi6pG6zXzprtseEBiA0Pdvqtbn45s6Z8WU2zCBoGuFH8TkuOEKsUBbC7N1p5X/0oTxLZMwhxRlr0pOZQNjpfBjz6+3ph4+7iwRLBXBfJsSHil0qLL4VvRU0L0uLDJQ0Zq/+5Y7Oufkh/3cvOzNI0d+64EHTMSsDGBBwieDds2IDbb79dhvbyyy8jJWXgSZ5lhe+55x7595YtW+DnN1DtRZvxCXA7m1u4dFtgMFpf/4A119fHC87gtjBewkPdHSh8A/x8xOLLfKvuXLaYDz4vbDwkfr0eANLjw53Oqj/edcHzKHoZoEZ/3vKaFpj8vaWCVWZiGPblV6OhtROzp8SKiwMtvO7YmMGi8FiDFOWgv+5Vy6frTok7LgQdsxKwAwG7CV4GpxUWFsqQWFr47rvvln9PmzYNF154IVpbW0FXB5YY/u53v4vrr79eC0/YYQFM9BZ0WaA1j4FoLKVKSy5LpUaF+tvcmhts8h3MBkBrWYsDt4QtVl9mLKCPMoUvy8qyTCfLctLX111dHliVbffRKrf066V7Q3psKGqb29HQ0oXGlk7x1WWhiSXTExEVFoCWtm40tZ9Yan2i70tnOL+8tgUFFQ1SUpl+zlo9zRlmTfuoBJyXgN0E7yOPPCIuC6Nt6sM7WlL2P46ibvvhYyJ027vMg0I3NNAPseFBUimK5Xpt1bhFTt/HuuZ21DV1yIMRhWVEsAn8EqXodmTjFi0ZMciNlm4GurGP8RFBOGNaPLKTI90uEGfboQq8s7NA/HpjwgLdbss6JTYEft5eKKlugr+vj7gv8N8sQHHO3BRZs20d7lNsgp8dzEpBf90LFmZoNS9HfmDpvZWAmxBQwesmEz3RYVLA7S2oPsEvlxZdBqBx254lP/19vSd6m9OeT7EbHWrC5n2laP4szZPlJAreM2cloaK2FX0sb2WARt/M2qY2Eb+eHhS+Az8Wf193Er+08r6zoxDtXd3ygDIjLcYAM2T7LvBBkDsQHx8sFz9mVhHsNA9UYLO0ixdPQUNrlxznys0SnEZXoAA/X1ywKF2su9qUgBJQArYmoILX1oSd+PonityuE/xyKXApdPkFbs+WFhuK9z8tPEnsWvrAHKiLcxJRVtNiz26d9l78oqc1muKXZVLF6vuZAKa7A4Pd3EH8WhepYOAWx+3qLTUuFBu4ZttGzsKQEhMixSfo0+rKjZbd2qZ2LSbhypOsY1MCBiVgN8HLlFT8GW3z9ra9tXC0fXGn4xhoRL/cbYfKJSG+BJ/19cPX20usuI4QuRb+FNe08H6wq+iUU3LhGVOkjCszKBjF0mvd4ZHEL63lFIADP66b39edRC+D9aYkhuPFjYdOuWYZuLZibhpKappd9uNGxa7LTq0OTAk4BQG7Cd76+nrwx9/fH6GhoVJS+FQtPT1dywzbaQlZRC5dFo7V0R1gQOR6enjaJfhstMOMCjHhWH0b9hdWn3DKgI+sB7w9B9KDMa9pZlK4CHZuH7d0mFHf3DHa29j1OG5h0+2BIpBFCiyWX1cXvxzvU+/sR2tnl1Rl48OUqzY+wKz54CD6T+Fmw3zOn5uTgpJq1xS8XOOsnhbk74frLpjp1tlLXHWd67iUgNEJ2E3wWoLWZs2ahauuumowS8NIgDRozbZL5wSRW98qgWe0wHt8JnKjQgMNJ0IoivjFuSuvUuDQJcDPx0tSGlEoNrd1weTvI/6xdB+gOA4P9pN0RwnRoZI718jNWvwez/TgAZOfa1p+6dPLkrsUgvOy4uziA+6I+WeA5abdxSO64bBPdHuYlhwlgVyu1riu+Z5l9pZVy7LUZ9fVJljHowSchIAKXieZqMnopiVXLrcWByqfUeQeTyNmRJFrPW7mNaWwZRUvil2mM2pu70KwyQ/1LR1gcFBNYzvOnZ+G/QXVaGzrEh9jimJGyWcnR6Gi1li+vSPN60jil6nNpqVEukyOX1o+D5XUIiTADzPTXTOIjenzPLhudxefMN1cwxaXm8vPnip+565YfII7MnyfTk+JwtUrtJjQZHyW6zWUgBIYOwEVvGNn5nRnDM2Vyy9Zuiyw7CtFblxEoNOMKTEqWKq4tbZ3S1qyQJMvmlo7ERzgJ/9NigmRssU7DpeLKGYLDfIXoTwrI0YEMP17nalZ0pzRuj1Q2Y0Bb66R45cPYfev+VjGtWhagstaefmw5gEPfLivRIqx0P2mt68Pfj7eWD4vVdZye6frZWjgg9uOwxUy5tuuXuJ26fic6XNG+6oEXJ2A3QRvY2Mj+EMfXrPZjH379p2ydHBycrL68E5g9VnK+7LyGUuZUuBai1xb58qdQNdPeSolbEZiOLYdLMeBwhrJ+UurLiP+TX7eyEqKwHs7C8HSXgy0o8WM/rBMWcZIeG4dO3Mk/Mk5fgf8lpm9gtXdnLGsMQtTfJJbidjwQGQmum6wXlig38B6bWgXX93ocBN8vbxRXteCeZmxKHVBC+/R8npx05ifFaeFJWz1oajXVQJKYFQE7CZ4rXtjKSHMKmu/+93vQHGrbeIELC4LLAoxGHxmVd7XXrlyJz6SU1+B5ViLjzWKmO3p7UVbZw9iIwIkiT9znVoak9ozaM3bywMB/r5Ijg3B4mkJKKxssnUX7XJ96xy/Q4PdWODCWcoasxT1U+v3flaS2XVzsqbGhmD7oQp09/TKWJlHmrsSlnS8l52ZLQ9j/LurNFZgZHGa61bORlpcqKsMS8ehBJSAExJwiOB96qmn8PDDDwuuZ599VsoLaxs/AVpz/7u3VCqfMdLf2i+X2/v2zpU7/pGc/kxaAbu6e7C/qFpcE85fkCFFKJbkJOH5DfsxqB4A8fGlVdvk6w0vL0+kx4Xi7NnJqG5sR11z5+lv5iRHWNKcldc2n1DWOD5yoLKb0a2+FLxPr98n82Vt4aVlnhX7aNW2rp7njK9zB6KmsU0Kt7DkNL1t6NJgnbghPNgfZ81KAa2izj5eS//zyutFwH/7knlO8wDmJG977aYSUAJjJOAQwVtRUYEbbrgB1dXVWLBgAa677jokJCQgICBAInnZoqOjB/89xjHZ5HBGkvf29sJI+YEpFP67twT8L788+SVjKe/rTH65Y5kwRryX17SIsNuZewxLZyRi5+EKLJyagF1HqyRTg6XRb7Cnpw9BAb5S0nZOZiyyEyPQ09cv2R5cMUDI2uWBa5aWXwrEM6Yl4IzpCYb0oeQD28Nrd6Kz2ywlmC1tdkasVGSjldDa79oZX2egYXFVE8qqWxAcMJBPuqW9+4Q1GBLoh2s+PxMvbDzo9OO1zBffdyylfOuVi8CAS21KQAkoAUcRcIjg/eCDD3DbbbedcsxGS0v26quv4oknnsBrr73mqLkavO9QoUuH1ahQf6TGhrls0I9l8Iz0fvnDQ/jcnFSs/fCwpOw6e2ayCP8V89LwyuYjciiFHh+e/P284evtKT6ufr7eiI8IgqeXJ8w9fWI5dOXG7XGL1ZcWbgZOGVH4WlwauDNhvRsxJSFcfqfFkzsXluaMr7OQyM4jx9DaYZYxcX1y/fX0Hq8vHODvjQsXZWJPQSVqm47njXbG8Vrmi8KXY/36hXPUpcGVP2x0bErACQg4RPC++eabTpOHt7i4GD/4wQ/Q1tYmAXeOFLzWQpfWSQq6pJhgJEQGy9avqzdad1vau7D76EDhCYoIlhlmpPvKhRli8V2Skyh+vLTsdpp7JBCKaaG6enoluI3WQXNPD0KDTKBl0R0aC3AUVzWK9duIwnfT3hKpnhcT5rpBa9xxOVreIGnxmJGCgYbMItLb3y+/s3l7e+Lys6bKca7SLEFrfBg9Z3aKqwxLx6EElIATElDBe5pJ6+npQW1tLd577z2sWbPGIYKXwmz9zgIcLqFvH8sze4i1hCm63KVFhvijtLpZtnqjQk1S/tjXyxOzpsSKCGb6I2Zo8Pf1hp+3N8y9PWho6UJrRxfyKxpRWtOMpTlJAxHj2fFSea3rM6HhLgzJiH7e1sJ35cJ0h/v4Prx2B2qb2jHdhSuusfJfXmkDNu8rkeU24LvbL+n06HpD0RsXGYR5WbGorHOd4hN0HTpUXCvv2e9fschd3mo6TiWgBAxIwCGCt6GhASUlAx/8I7UZM2YYyl+WVum//e1vdhe82w5VSKGFtk5uv7uXRdd6bdC6u/VAmWz1UhQwDy3ze3abe8Q3kLl2o0MDxId5y8EyqbQWGuQnuU8piM+YnoTevl4p4UtrE5P8u2uztvjSqpgeFyYVsBzhY2mptkbX/cXTE11ySsh3X0GV+O42tHRiX2ENs+ZJfCX9rOniQF/lCxZNQZ4LWXctk7ntULkIfK2y5pLLWwelBJyGgEMEL/PxlpcPpI+aOnXqoLDt7OwUIUyL6uLFi22ah7esrAxvvPHGiBO1evVqmEymwb+PJHhpAbZVe/3jfOwpqJbt+fAgf2QlR7iF68JwPCl439peICohOSYEGQnhKKlqFOFwrKFNrL30552ZEYOahjbJVFHT1AH6RdJ3lVkZSqqbcPWK6Sg81ig+vO7eqhraUHCMKdr6hdE15+WIC4i9GtPo/W3dLvFlpZ+qPe9tjzHSdzUzKQItbV1Y++ER8dednx0Hs7kHNU3taGrrRmigrwQVrlw4BXlldS6568B1ll/RIKXKv3HRbEMGTtpjPeg9lMBECRgpaH6iY3HE+Q4RvNY+vG+//bZkZGD75JNPcNNNN8m/33rrLcTE2K7UaFFRkbgojNRuueUWBAYe//IfSfC2tNjGUvjOJyXYV1QnAm9KQijCg/wcsT4Mc88piZHYtKcYXeYBobp4eoLkNI2JCERaXJhsmTKnKTNV+Hh5ISLUhIbmDlQ1tkskfHNrJzKTIuHv64mW1k4pRawN6OnrQ35Fk4gvit6vnTcVIQG+dkHzwZ4yfHq0RgqG5KS4VsEJit2kmDAEBfjJTsSuvMpBpunxYUiKDpFMDcwV3dLeidjwIHR1d5+QZcQuk2CnmxwsqUdHVw/mZ0ZjxZwkO91Vb6MEXItAcLD7uDHaYubsJngPHDiAXbt2yRj279+Pd999V/594403wjKJ1q8zV+/MmTNtMeZxXdOeLg0D27y56O2DVM9ypTy644IPSIWq/PLGwawDzDbAbWIKWkvu3ZjwAMlxSrcFPx8v3HjJPBQca0SgnzeKq5qxN78aM9KjJVNBbln9eLvikucdKa0VdxEKsWvPn2lzK5zk3n13n/iusgqXq61xFpnILa1DREgADhfXgvlorRvXKUUxy3wzWG9mWhQCWR7bycpej/bNQCv+p3mV4q+8+vxZmrFhtOD0OCWgBCaNgN0EL10ILrvsslF3/N///jeysrJGfbytDqSPXVdXF2iJ/vvf/44XX3xRXC18fHxscksGqD32+m7xO81KioSr5tMdD7yctCi8+MEhNLd3IcjkgwXZCdhyoBRNrQO5d1logRXm6A967rw0+Pt6YeuBCqyYl4rXt+aJpZe5eFfMTZPcrscTQo2nN651DotX7M2vQpe5R4L7LliUYbMBco0//sZumceU2FCkxrhWBa6QAD+Ye3slzy4r/fEzZMuBcnG/Gfi/AQdeHx9PMAY1KsyElQsyxM3BlQMpi6ubUFLVBPK55fKFNn+ostkC1gsrASXglATsJnhJ595778VLL700KlBbtmyBn5/jt/Hz8vJw8803n9BnFstgSWRbNAapvbntqGzRT02OssUtnPaa/KJMjgnGq5uPoK8fklZs+ZwUsUyySldFfSvCAk1IjQsRQZsYGYJPco9h4dR4ydPLwBmKX/qK0uLU3mU7/2tnhMwsDtsPV4ggueMrS2wyBPrt/uvd/SiraRarrtGrwI0HQkxYgIyPVtyS6kbMTI/FW9uOgg8V1s3P20sEMIPals9LEzHoyoKXY+f7ku89e+0kjGf+9BwloARck4BdBW9lZSW+/vWvo7W1Fe3t7UI0PDx80FoaGhqK1NRUXHvttZg1a5ZrEj/NqFhildufOS6comm8E0tRS/9SFlSIiwiSFGQ9vb1obTejpKZJtohp7aVljZbc93YW4tJlmdi8rwz1LZ0IC/bDObNTxWpOVwfr8q3j7ZOrnccHBJaCvW7lbJtsO7OK2MHiOnE5mT0l1iWDMCl4S6qaJfezB/rFnWZWRjQ++LRYXBgsjeuZmRtYXa20pkWCLmkAZpCXq7bjOwm9yEmNxFXLc1x1qDouJaAEDEbAroLXMvaRgtYMxsYh3Xns9V2SM3Zepuv5NU4GUEZ6M7UThVlEsAlTUyIkgT9fo8sCBQSFMP2gF06Lx/rtBeju6ZNoeJYfLqtpwtysBByrs02w4WSM0ZHX2F9YLQ8MXzk3B1OTIye1K+u25GHX0UrZxl+QHeeyVQH5UMa1+PGhcimI8tx7+yXl2+cXpKOgokHKWlPshgebJDsF/Vrf2VEg/szp8aFgNcFj9a4remnh3ZNfDVaR5ucc05VpUwJKQAnYmoBDBC9TeTEFGVtQUJCtx+hU12fVqQ2fFsm2e2aia0WuT9ZEhAb5oqPTjLyyBnSaeyUF2bSUCGTEDxSe6O4xo7nNjNLqJtlGpkhmNoLtBytw9YoclNe1SqEKbScSICvmOqYA+/nXzppUPJZATIrd2W4QiJkeFypVAMkyOToEG3YViUtNZmK45If28vQSP3T69/J1WnW5c8HGrCPTUiJd2tJL0csgUoreVcuyMTczdlLXm15MCSgBJTCUgEMELzvx0Ucf4ZlnngFL95rN5pNmZu3atQgJCXG7GaNf6sNrd8q2MsvgMiG9thMJsIzyrIwYsZZ5eXlIOq3WDjOKq5rkS3TRtHjxz/X19pL0Y/xypSi+cvk0yfTg6n6S410vFv9KWl8pQiaridjdmicWzGw3CcRkyrHEqCCs31kogWvMDMIqfwxMiwgOQGx4gKQg23KgTCoEBvr7Sq5aS7vgjAw0tnTJ54CrNgr83LI6eShYtTRLRa+rTrSOSwkYhIBDBG9zczNWrFhxSgTvv/8+wsLCDILJvt1g4Nrb2/Mli8CiaQku6ec4XqIUEtNTIiXrAsVsZ3cvAvy8B8rShppEXNDKaxJLbx86u80w+fsiJtSEQ6V1iAsPQnmtujMM5W+JoGe1um9eMm/SIuiZIu7p9fvR0tGFjPhwtyqHnRwbgmB/XxF1NQ3tiI0IRHiwv6Rq+HBviaTPY1s2Iwm1zR2SYcTSzp6VDE9PDzS3s8Ki6za+FwuONSDY5IfVK2eKb742JaAElIAtCDhE8L788sv49a9/rYL3FAQYvMbAKgZizUiLdrk8peNdzLSGdXaZ8cpHuWIxbO8yg9HuDBDif+krmRQTLOKKgoECjqVNWxgZHhUi2S9aOszq0mA1AfkV9aioa5UiCJOZI5UZGf788k7xCY4Oc6+sIzFhJpj8fFHd0IpPciul5DVdF+haU93QJrsMA/Fr/ThnbgoOl9SjvfP4ThcLqwT4+0omEldvzAFd09gh/vearszVZ1vHpwQcR8AhgpeuDH/84x9l1MzGQGuvdRlfvs6cvUZIS+aoqaFYeGb9PhEibFMSwqQakzs3+kL6envgUEkd9hXWoK2jW8q10q2BQUKMcLcEwdMVZEZqtKR94vEUFjPSYsDiFB6fBbm5M0uOnX7MFLvMYEGxO9nbysy168rpx0ZaP8wC0tfXh60HyyUbBd+3tOiy+fl4I9Dkg/rmTvnbkpxEeWgrqGg8IYPDxUsyUd/c4TbuN9bpyr75hbnu/tbU8SsBJWADAg4RvPv27cP1118vw3nyyScxZ84cGwzNNS7Jimv0gWRAEfOjMnKeW/bu1rgVTIHGEsFxkUGDUe18MKCvLn0drQVvWnyoVLBKjgnBuo9yZSs9ISpYBHN2chTyKxrdDeEJ4+VWMn2eGTRF/9HJ3k5m8OXGXcViZZ+fHe82bjncYeCDWFCAr+SLZkuKDkZ6fDj25Vehsa0LUaEB8vrMtGjUtXSIiw0zjdDgy10LbuvTj9rysOsOC5Wfb5/mHhNf++XzUnHO7BR3GLaOUQkoATsScIjgZeWy3/72t3jttdeQk5ODL3zhC0hMTDxh2EuXLoW3t/sJu+Hm/khpHV79KA9tnd2SOzY1NlTEG4O33KXRapZXVi8J6+ua2kEmDEZjsJq3t6f47rJZLLx0A2GjuGDRiempkfJlmh4fJqmgBqy+7tcaW7vEZ7K9sxv0h+YD1KozsyfNZ5dE6Zv62Bu7Rby5W+Al1ymFKtfalv2lgwuMD19ZyRGICgmQzATBAX7YfqgcpdXNaPvMlYGFOBIigyWdXlmN+/mZc23uLaiSILabvjBX/Xnd7+NJR6wEbErAIYLXOg/vSKNz56C14ZjQkvnfPSVgQBu375nHMy0u1G3cHFg2mNvCFLI7jxzDkpwEKSjBhwAKK28vL+FCiyUfBqanRsHX2xPbuK3s6y2psPYX1mJWejTCJZdvB8w9J1a+suk7zcEXp3WcFl2mv6LQjQj2l0wMXEOT3ejKQCFH8eduqfXiI4JwoKga0aGB+GB30RC0HuKTz90IWnHPm5+GprYuqbDm5eUpfvqpcaGynmsaBwrzuFs7Wl4v6dm4M6OuDe42+zpeJWBbAip4bct30q9eVNmE9TsLcKy+Vaya9L10B+FL8bQvv1qC06bEh0sJ3GUzEnGwuFZEXEeXWYJeosOCkJ0UgX7045Mjx+Dv6yPW3X2F1ZifGYcducdE6B0tP54CatInyUAXtBa6FFsUVufMSZE0WcxkMdmN7jevbsmVLXp3cmWwcEyIDMKhklrwv29ty5eX6TPuQX8beIhvL3dpKHjpl898vMwkwtda2rtQ3diOy86cKr7P1lXZJnuejHq9QdeG/n5cpvl5jTpN2i8l4JQEVPA65bRB/Hq5Vd/Q2ukWwpfFIypqW0TgxkcEIiU2FLvyKsU9IVsqgvVLVDtTlJl7+1HX2AYvb080NHeK6wPdHvYX1SDIzwcLpyaisuF4CignXQKn7PZwQjXa11oAACAASURBVHfulBh8bnaKZLKwVXt47Q7UNrUjMzFSLLzu1iJCTKiqa5HdhrauXhwsqhEXBrO5D55eHrIDQQGcFBWMuVmx2Ly3VALZKPR4DtsFizIkkwgf4tyx0cJ7tLxO3JG+f8Uid0SgY1YCSsAGBBwieHt7e4ctNmE9Pn9/230p24Cjwy7pTsI3JSYEO49UoLqxAyzfSn9eJvCnT29woD+iQkyybX+gqBbenh6g+OD2Ma3ClXWtIvQuWZKF/GMNYlFzxeYooUuW3H14ev1eEXSLp5/ok++KrEcaE7OJMAArMsyEppYu7DpaJQ9kdCXhustJjRLXhXd3FsiabG7rlupr9Pvl32mB5/Lkg5q7NqYS5MPB6pWzbeJ2465cddxKwJ0JOETwWoCzwtrHH3+MwsJCKTE8ffp0+dE2dgLuInyTo4ORW9Yg+U3LalskcI+WoIVT4/DalqOSyeG8BWkormRZ4V6U17QiOiwQIYF+uOiMDHFloD+0qzVHCl0Ly3d2FEjlMC2LDaTEhaKgvAF8uKfrSE8/0N/bh+np0cgrrcPG3SXo7esT626Av7fkKmZgW6e5B1/63DR5eHDVh7LRvPfoy0tXpXPnp2nGhtEA02OUgBI4LQGHCd6ioiLceuutKCkZyE9paatWrcKdd97p1jl4TztrpzhgOOFLS2hMeKDLZHVg8QgWMmhq7ZZtXwZIfZpXBbNVGdaLl05BaIAfaps6kBEXJj7P8ZHBOGpVvnUinI1yLiPbqxpaRRxYfHTt4bow3PgZrFZS3YRZ6e5dEpsBpQmsGObhgbqmNvT09ctDF7NXRIX449n3Dg7iY6KVyNAAybnLzA30681KipT5dOfGdb2vsAopMaEavObOC0HHrgQmkYBDBG93dzdWr16NvLy8YYfyne98BzfeeOMkDtP9LmURvvzioCWJ28yWXLSuks5sakokDhfX4sN9Jejvg/hAUvTNnhIrfs17C6oREuiL5XPTxP83KzlSqly5QuO8Flc1ormtSwLROO45dvDRPRW7Xz2zWQol0E/YnRst3MzUwGp/63cUiP+4p4cnGls7EB5swrysWGzaXSJBaYxlo+Bl1hDm6l0xN9XlHsrGuxYYo8DiHHd/7azxXkLPUwJKQAkMEnCI4N25cye+9a1vnXIatm3bpnl4J2GhcmuUXxwDW6SuJXxjZQvYLKnZSqubJDMAfR+5HXq4pE6+LD+/IB3lNc1YMiMJeS6QmWGo0A3w88HinASbZV0YyxJUwTtAKzUmBBv3FGNqcpTklaX1linHGMzHFhFswpmzksX3nEGnLH/NksPJMaGyht3dumtZcyp4x/Lu02OVgBI4HQGHCN5//OMf+POf/yx9e+ihh7Bs2TLQ6svXWXmN7eWXX0ZKintbik43eWP5u6sK3xlpUXhnez4WZMdL7tIabiH39sPfzxvTuDXc2IZpKZE4VFIvQTDO2owsdC1MLYJ36Ywkl3GfGc96YWGY9z8tRKC/j4jZLQfKER7sd0JuXaYpowV4YXY86ls7JRcvMzeEBpvQ2No5ntu61DnMWrH1QJlUl7zjK0tcamw6GCWgBBxDwCGC969//Sv+/ve/IyAgABs2bICPj4+M/sCBA+LqwKYlh22zIEYSvvySdsZGixjz7m4/XC7bw+EhAeInyfzETFHWKxZf5825y0j9/IqGQdcFI1l0h66XNR8cxIGiGkxPjQbTyLlrYzo2ciipapaqiJyz/YXVUma5qbVLsFDwnjUrBU3tFLvNUgjk7FkpKKlpdldsJ4y7rrkDh4prpNDM1StylIkSUAJKYMIEHCJ4161bh3vuuUc6f/HFF+Pzn/882tra8MILL2Dfvn3y+htvvIG4uLgJD1AvMDwBa+FrqdzGLdiwID+nRMZKbOx7Xx/g7eUh7htV9QNbxs7YaOEqqWpEeW2rpLMystC18GUVwLe2HxWxy7Xkrs3f11vWoqXwBEUbfay5w9DQ0ikPY6FBvuJnXnCsSbKMzM2MRWlNi1PvQkzmfB8prQVF70VnZGLx9ITJvLReSwkoATcl4BDBywwNX/rSl0ZETleGl156CZ7M2K7NpgQofNdtyRVhSOHLLcSpyZHgl7azNlp6ndd5ASivbZF8whRIDEhbPC0Bn5uTYpPKaJM5x9yKf/jlnVIal5XcnHkNTZRLoL83vDw9sfVgOTq7euDrw3LOAZKFISkmRKqq1TZ3IDUmFMfqWpEQHYyiY41unYrMwpwp9lhJ0dfHC9+/fKFNC6VMdJ71fCWgBJyHgEMEL/E8+OCDePbZZ4cl9cc//hFnn32281B0gZ7SOrdpTwnau7rhAQ+pZMasDtrsR4Bf9EdK60QMeXsNlIxetSzLqb7wLbl4GaQ1Z0qs/eAZ8E4sL9wjuaBbUNPUIf68LHnd3tmD0pom+Hp7ITo8EJ4eQGl1C644e6pLBFZOdCr25FdJ0Q3NwTtRknq+ElAC1gQcJniZkP3555/Ho48+ivb2gehlWnbvvvtuzJ8/X2fJAQRYkGHdR7k4UlovRRvoV5idHOXWAUj2mgZu31LsSolkP19cdmaWWNqdrXEN/d/anWjp6JKHJlow3bUlRQdL+WtWUAsP9kdtYzuqm9rR2NIJOpwzVSBF8MKp8fhof5k84NAfneLYXVtxdZME8AWb/PC9KxYaflfDXedJx60EnJGAwwSvNayamhqwlHBwsFoUjbCIKLxe/SgPbZ3dMPn5YFpqFMzm3sGu0R+RFjz6mbZ3mvX1CXKgXycLNvh6e4rIXXVmtlN/0XP9rPngkJR1zk6KBIO43LFR8NKPly42fr5eKBvGR9fDwxOrzszC5n0l4vu8NCdJfHndsVXWtyG3rE4s36tXztKSwu64CHTMSsCGBOwueJubm/Hcc8/h2muvlXLCbLT2/vSnP8Wll16KpUuXqu+uDSd8tJdmVain1+8X0cvt9S4zhS2/uoHQQD/ZrmaqLOYZtTRHvM5o96zECMzOiEFTWxd2Ha0azHfqiP6MlQ+tfyxAwKC0uZkxWLUse7RTZOjjWPiEvuHdPX1uK3rTYkPwwe5iKXdt7ukbXJecOLoN8X9MXXbevDR8klcp88nCE+V1rYaeW1t07rjY9ZT3AIP4tCkBJaAEJpOAXQXv1q1bcccdd4gLA10ZFi5cKGPZv38/rrvuOvn3okWLJEevt7fzBk1N5gQ58loW0cvtaTYGtLHxSzozMUL87Jgyy9Ls/XpIoB/mTokVn9em9i4E+HpLsBqj4Cm47N2fsXJgkCAfGphVYuWiDJzjYhXK6Bf+zo58EXssbe2MLhoTef9FhwUgr7ROMjGw3DALUPT29UtKMj7kcLEyu0hSVBDKaluREhOC7ORIVLiZ4OWOQHVjm7hOqdidyIrTc5WAEjgVAbsJXlp2V6xYMdiX733ve7j++uvld4rfxx57bPBv11xzDX70ox/pzBmAgMUns7WjCzPTYw2TtowZAIJMPti4u1gElXVLjwsDyw4bvWLVp3mV6DL3YPncVJcTu5b54IPHOzsK0dbZJX6s7uYTzp2Hx9/YJanlenr60N5lHhC7bP3Al86Zhte25CLQfyDIb2Z6NHLL6t0iWwNdonJLayVVW6C/Hy5YlK6WXQN85msXlICrErCb4GWO3d///veDHG+55RZ8/etfl9///e9/47777juB8Y4dO9S1wSCrjpa6t3fkS9nTxdMTDdGrqckRYKGDkYqnMfgnLT4UNY3GDADiFu7R8jrJwfrNS+Y5tc/u6RaEtXsMA7Vo6XX1whR8IIsI8Ud8RDAaWzvwyn8Pow8e4iLU0dWD0EBfnDs/He/uLBQRvHJBurh/1DS1i+itbhwI5HXVZgnSZOo9iv3VK2ciLmLAxU2bElACSsAWBOwmeO+9917Jrct26623ig+vdWtsbMR55503+BKLUyQmGkNc9fT0oLq6GhERERJc547NUjb2cwbYdqdYYgnhPUerTzkVVy+fLmmejJiTl9HoTFe1Yp7rWndPeH+3dmLdljwUVjaKpZNi0FWtvcwfGxVqwpb9ZZKPmHmVWWQiIyEcze1diAoJkN2H3UcrZZciJNBf/NBf3nxEzrtkaZZkSnHFRn/m/Ip61Dd3wtvbE9yNcbbUe644LzomJeAOBOwmeOmisGnTJmFK4ZuWlnYS3zvvvBPvvvuuvP7Pf/4Ts2bNcvgc0NXixRdfHOzHzJkz8Ytf/AJhYWEO75s9O/DY67tQVtOMuZlxkqHBkS02PBCHimulOMOp2nkL0tHRZRaLmtEaS822dHTjupWz3SoanbsFG3d/lu/Zw0NyPTtrWevh1pRYdoP9JTtDckyI+OsyeDK3tF7cV+jDS9eOiGCTBIN2dpuRHheKPQXVKK0eKCt8zfmz0NXdK36trtT4fqX4p1WXqfeWz03RKmquNME6FiVgcAJ2E7x0Z6BbA9vPfvYzXH755Seg6e7uljLDDQ0DQVBvvfUWYmJiHI5vzZo1kh947ty5KC0txQ9/+ENceeWV+MY3vuHwvtmzA/et+RjNbV1YZIAKWgz0OVxci4JjjadEcPHiKWho7ZIoeaO1gdKpnfjime4Xkc6KbCxQQSsmCzMwyJBBkK7g5pAQFYQP95Siu6cHfDCjcD1cWotz56WJVfNQSe3gemT6rSU5iSAPsmA57LAgf0lN5uPjic7uXkOu3bG+l+i+cLS8HuaeXhH5dEe6YFGGUxVUGeuY9XgloASMR8BugpfC8Q9/+MMggRtuuAFz5syBn58f6uvr8cYbb2Dz5s3y94CAAHz44YfGo/WZWK+srMQTTzxhyP7ZolOWkrFMSmYEH94IujQ0tGFvwcguDbSsffGsqSiubDKkSwN9eLm1uyA7zmVSkY117Q1X1jo1NswwgZFjHQ/fH1lJEXhl8xF5OJyRFo3KhtZBy+35izKQGBmMospGEXst7d1SbITZTpixo8vcK1kaTL5eCAsyISzYXzI7OGtjBpLiqkZx42DQXniQv6x1FtjQpgSUgBKwNwG7CV5aR7/4xS+OanwsK8zywkZrZrMZV1xxBc455xzcdtttRuuezfrDfKrMKEAL3NTkKJvdZywXzogPw+tb80QksNFvkgUxuF3KHKc5aVGgMK41aNUqihxW4fLx8cL3L1/o1tYuZnJY/1nwFn1dmW7OGYWvn4+XBB/SbYM+5lMSwuHHFHn5x3NVn8Ggz/5+7C+qkRLDXK9M2UZhmx4fhikJYdh++Ji4eUxPjTJ8ppHh3rODQretC15enpJjeuVCzcAwls83PVYJKIHJJ2A3wcuuP/nkk/jLX/5yylHQuvvss8+KG4EtW1lZmViVR2qrV6+GyWQa/DO/mFj2mNkjnnnmmUF3i44O57XAjIbvvsJavL2zCL19wJyMSPj5GCM/MrfB4yK5fVwi0e9NrZ1iJaOP5LzMWCTFBCMy2ITDJbWjGaZDjimsbJIysvERgbh6+VT4+3g5pB9GuGmnuRef5FVh55Eq2cbv6etHsMkHydEhktHAWdr0tGi8uS0flXWtCDD5YtHUeLz/SeFg95mlYsW8NDS1dKKhtQPNbd2gG0RvPxAbFiCFU5izd86UGAT6eYPuAM7Smtq6UVrTjJYOszx8UvwvnBqL+ZkxdlnbZKtNCbgyAWtN4srjtNXY7Cp4+/r68Prrr0sKMhafGNoWLFggojI5OdlW4x28blFREehmMVJj2rTAwOMlUR9++GERyPfff/8JwXSuLHiZGunfG4+gtcOM1NgQEWZGahS9M9NjUFDZhOr6NgQF+MDL0xPNbZ3ILW1AfFSQBMbss7KwGan/zEO6t6BG8rLOTo/GRYtODuQ0Un/t0ZfhhC+FH9ceCzkYrQ0VWQlRwThcUic+uSytzMA1ivYP95Z81nUPRIaaJLAtNiwQU5LCkVfWIAFqhZ/5pPNBbfm8FMlP22VA//Ohc8DPiWP1bWjrNMObQtfPR4TugqxYuwhdS39olNCmBFyZgAreic2uXQWvpattbW0oKCiQIDAWpIiMjERWVtawmRsmNryJn02RzoC7jRs34sEHH8SMGTMmflEnuAJzpz7z7n7xL2SqJKO4MlijowBitoa2DjOCA3xlW5j+guyzpc3PigOtbpYIeKOhZ1/35lfD0xOSAYMpmrQBLHiy/XAFth2sQEe3WdJ68QGH/p8RIQFSlcuobVpyJF7fmjtYMS0xOhhTkyJRUtMMc3cvAkw+iAwJENH79vZ8EcbW7aLFmYgMDUDJabKQOHL8fFirb24H/bAZjEbXBfrozsmMlVRstO5qUwJKQAkYiYBDBK+RAJyuL3fddZe4MTCzRHp6+uDh8fHx8PHxOd3pTvl3ZxC7BMt0Tu99WoSOTjPqW4bf+o0JCwSDhVrautDYNlAi2WhNRe+pZ4Q+vv/dW4KG1k70SWnegXRmzILANGBGayzQkpkYhl15Vaioa5HgtJTYUCm40dffBy8PT1Awciy7jlZKgBvdcehzzqA37sxHBgdIEQqjNbqbMIewJb2Yp6eHCF3m556bGWu07mp/lIASUAKDBFTwnmYxMNCOFumhjfl5rQWwq6wpiot1W/PEahMTFmBIyy5Z00eQYvb9XYUiKE7e+qU/Xz98fLxx/oI0qWhGa5RRG0XvnvxqETsUc9eeP1OtZEMmi2uTmTk4j0zhRX9til7ycnRu6OHWFQPQzOZe9PT2o7mjE57wFCt1aU2TuDwE+PsgKyFCslLQraWtyyxW3WkpkQOuOe3HdyocvW65PilyKXb53mP/aG1fPD1BhLw2JaAElIDRCajgNfoM2bF/rITF6k/mnj7EhBtX7FqQ0MK7aU8JSqqbBi1/tP4NSF3683kgOjQAszNikBAdhMJjxhW8HJNF9LL3FHBfO1/LrQ63/Cl49xZUYXd+Nehy1NvbL5kd4iICERturPK0FLXMUkCRSLeM4EBfvPzhkRFLYnO8rLTGXRYKeke3qoZWMIUerdBeXh5S7n3ulBjMzojV9GKOnhy9vxJQAmMioIJ3TLhc82Dm2X1x02FUSBUkSAlUigejt+gwE/LLG7C/cCDwi1KXlmmLTqC1lAUNWKgiJzUKuWXGL9fKre6DRTVitWbp1VVLs3SreISFyHXLFGC0jLd3mUX80oKaFB0iqb6M6Ocb6O8D/rDwxnDtvPlpAxbhdse533AN8rOAopvvJ4pcinZmjqBFlzmEtSkBJaAEnI2ACl5nm7FJ7i+tZS9uOiTWRSaHZ7J8I24PjzTsWenReH7DAalWJTl5LUYxD4i1b9G0eOw4VI6rz52BA0XGTVE2dHysTHWsvlVEG4PZzl+Yri4OIywCBrgdKakTP1+uA1pGaeln3mjmszWany9zRtMNY3deJZrau9Df14/QQH/MzIhGXVOHBOw5otE/l+V/j7steIi4pX/u1BQWxDCev7QjOOk9lYAScE4CKnidc94mpde0jr2zswA9Pb0IDvBDTlq0Ia1ipxpsTmokfH288Z+NB9HY0ommjm7xiYwIDsD01Ei8+fFRXLIsCzUN7ZLYnymUnKVxK7mgooGeGSKQvnzONLWunWby+ABH4VtU1SQuBBS/oQYsZMGHSwpyFqtgOq2BrAedJ2VssMdatRSKaKLbAv1zvTwxNSlCqipqVTR7zIDeQwkoAXsQUMFrD8oGuwctSK9tyZV8od09fUiNC0VqjPOV++TWNd0WKGJjwkyobmiXLVi6NnBL9kBxDT6/IF1KuVL4MOG/kQPXhlsmtLwfKKqRKH5a3r98znQVIaN4P9HSS+F7uKRe3B0Y5Ob7WVozo/n5jmI4NjmE/rl8PzAtGoPQ6LYwLSVCLLrqtmAT5HpRJaAEHEhABa8D4Tvi1hZ/3YG0QpCIcFqanK1R/DGwrliS9XtIENOM9GgRNcdqWxATMRC8lFdah/rWToQE+GHlogyUVDWLv68zNVr/jpTUSlou+qhesDBDfCm1nZ6AJZ/vnqNVwo8BbkylRYs5i0QY0c/39KMa/xEW/1y+/5kWjYFomj93/Dz1TCWgBJyHgApe55mrCffUOr8u/RqZTsiZ/HUtALgdTEsU/TapXWnV3V9UI5besEB/hAT6SnU4VqriFzotVyxS8bnZyejv95Dyp87YiqubUFLZJKVntUjF2GeQac1YzIKuItZpzYzo5zv20Z36jJP9cz0lMJVFIjR/7mTT1uspASVgRAIqeI04Kzbok7XYpch1Rn9dYmEwUlZiGD4+WCFinf66uaV1/IMIYDYm/pesDR4Qf8QQkx+SYoJh8vNGV3cv5mTGoKym1QaUbX9Ji1+vVmYbP2tu4287VI4jZfWDfr7M5+uKwvek/Lnqnzv+haNnKgEl4NQEVPA69fSNrvN0Y3j8jd2GLhM8upFA3BgOF9fJWGihLjzWINkl6HPI8sEFdHHwkP+J9dfk7wOWek2OCcHmfaVym+zkSKTGhqC2afjqbKPti6OOs67MxsCiCxZlOKorTn1fi58v8/kywI1b/BEh/piSEGG4zA5jBU2L7pHSupPy56p/7lhJ6vFKQAm4CgEVvK4ykyOMgz6M/3p3P8pqmsUiOmeKc5f/zEoMx/odBZKCbNaUGOzKrUR8ZLDkYGU1NZZyZYUqihkWnZiSGI6k6GC8s71AIuHZaBVePicVxdXO6drAMTCynn7LvszVuyxbt6Un8D4ems+X4pd5fJ3R4mtxXahmRTSvgUC0xTkJmJMRo4FoE1gjeqoSUALOT0AFr/PP4SlH8MLGg5J/lj67s6fEOnWQTkiALyKCTXj1oyNSDY7uDWdMT5DqcLFhgRKoFhboJ64MESEmGevh0jq0tZtRUMngNki2A/79kiVZKKttcerZp3tDblkdmNf1pi/MRdxngXpOPSgHdt4S4LbtYMVAZgcnEr4jCV366Gr+XAcuKr21ElAChiGggtcwUzH5HeGW5poPDoKGzQXZcU6/TcvI+raubhwqrEVhZSNYtpXWOW7TMu1Yl7kHJj9fRIX6S/Dac+8fkHyiXT29yCurl+T+rF5Gq+j5CzIkV6uzNxaoYKGAKQnhWL1ylrMPxxD9H+rqwLWVGBWElNgwwz0wcteipKoR5bWtkkOX7j2siHb+wgwVuoZYTdoJJaAEjEJABa9RZsIG/Vi3JRef5FYiKSbEKfPsDkWSHBOMg0W1CPT3xabdxQgPMaGuaaCQBLMwsMAAU07RlaGmqQOFxxqxMDtOhG3tZ8fRQhwbEYiZ6TEiFJ29UfBsP1QhYuf7VyzUbetJnNChwpc7CnRz4IOXERpTi7EyGgtX0H1h7pQYzaFrhInRPigBJWBIAip4DTktk9Op+9Z8DFZP4ram0cqrjmeEabGhWL+zACvmpYJ5VXPL6mHy9UF9y/Hgs+zkCKTGhuH9Twsxly4cPp5gOioGJLHRj/nrF87BnoLq8XTBkOccKa2VALyLF2dqfl4bzBAznKzfWShFGnp6exHg74vspAiHpfRj0CLXfnsny4F7SSGSlQvT1aXFBnOvl1QCSsB1CKjgdZ25PGEk/HJ+av1eKcSwIDveJUbJ1FEUrww6iw41obiqWdwY6L/o4+UlacdCAv2wv7AGZ81KQntnD7YeLEe3uVdKuPJvF54xRX6vdAHrrmVS65o7cKi4FpmJ6tZgy4XO9xR3TZjfmZZ1WnvtWbzC2n2B/unhwf4SsKjlf20563ptJaAEXIWACl5Xmckh47AIXkZpO3tmBsvQKN7pjvDeJ4ViyTxaVg9vHy9EBPkjKtQkljeKEW9PTwlMY0nh9IRwVNW3gmK5pomlh/vAksSu4M5g4cKMDfsLq5CZGKF+vDZ+PzOw7b97SrDtcAV6evqkCMiMtGibW3utS0zTfeGcOSmyc6MBaTaecL28ElACLkNABa/LTOWJA+E27GOv7xbhx1ytrtLiwgOlqMR7nxRg2cxkHCisQUtHNxqaOzE9LQoe8JBcve/uLJQhx0cGor2rR6y6zNXLqlIUzjzHVRqzNeRX1CMnNQpXr8hxlWEZehx8f63bkodjda1i7WXQoK18e+mrm1/RIAFz8ZFBWLUsS90XDL06tHNKQAkYkYAKXiPOyiT16bHXd0kZ3azESCkj6gotISoI+eWNiAkLENcGWmoTo4NF0LZ1mCVF1/PvH5Bqa36+3vD39ZIyw2xnzkpCQmSwS1l3OS5WDaOP8lfOzZFiHNrsR+CdHQXYdqgC5t5eRAT7Izs5atIyOVBI55bWor6lU1x2uKuhRUbsN7d6JyWgBFyLgApe15rPE0ZDf9dXP8qVzAXzs+Mn7YvYkcho4dq6vwxtnWZQ/CbHhGJvfhVKqpvQ29uPmIhACVbbX1AtIrC+tRPM38sCFPMy45BX3uDI7k/6vWn9Y7U5Ft34/hWLJv36esHTE2D6v1c/ykNbZzdMfj6YlREz4fcaxe6+gmp0dJklK8llZ2bpw8zpp0KPUAJKQAmMSEAFr4svDlp5KYpoDZ2RFuP0o6XgPVxcK0UjGKwWFuiLM6YnoqSqScYZZPIT8ZeREI62jm709vfBy9MT7R3dCAr0Q52TlhMebuLo1/lpXqXkFaYrg1p3Hbe8mcLshY2HZA1OVPRai126SVy1fLqmm3Pc1OqdlYAScBECKnhdZCJHGga/iB99bTdaO7sQExbo9KIo0N8Hnp7Alv3l4p9c39yJYJMPrlw+HTuPVKKnpxft3WZU1beJny59fj08PPHV83KwO991UpFR7O79LLXa0pxE3eo2wPuYAW3PrN+HirqBIhDj2VXhQxwfYtgSIoPwtZWzNDDNAHOrXVACSsD5Cajgdf45PO0IpOLaxkMw9/S6hOhlerGu7l7sLaiUrAzd5j4RwZeflY2tB4+J6KWljYUoUmJDMXtKDPLLG7BgajwOl9SdlpfRD7AWuxRFN10yz+hddpv+HRe9LfD3HZt7g8WyS9GrYtdtlowOVAkoATsRUMFrJ9COvg1F7yub6WfYheAAP7H0OnMxCgYIsf8Utkcr6uHv7S2WMGZqaO8ySxAbS8F+mndMgtwikrl4qgAAIABJREFUQ/yxZEYSOrp6pByxszaOl+4bLKMxPytWS8gacCItonesrkR78qvAhxm6Mahl14ATq11SAkrAqQmo4HXq6Rtb55lK6en1+yW4hmVSKXojQ0xju4iBjp4zJUYsvBS+dc3tOFbfhvrmDgSbfCUpP/P10moWEuAnRSlWzE2VEqxM4+Vs7cSIfU9Jr8aiA9qMSYAPVUwL2NrRheTY0NOW9i6ubkJpVbPk873pkrnqs2vMadVeKQEl4MQEVPA68eSNp+u0Pq37KBeHS+skcX5MeKAEeDHHpzM15tJllga6KNBPd29hNfx9vCUzA8UGrWvSPAbKCSdEBGFmRoxUXKtubHemoYKFJQ4W16C/vx8Bfr744lkase8ME8jiL0+v34funl7Mz4obsTjF8eBDLykcopXTnGF2tY9KQAk4GwEVvM42Y5PUX+YO3bi7BO1dA9beKQlhiA0PmqSr2+cyLLRQUdciyf9Lq5sl57Ds9Vs3DyAi2ITk6BBkJ0fA28vTaQQvfTlZUIKBed7enkiPC5OiAyygoc05CDBP79aDZZJabKSKh3Rl4K7L0pwkDT50jmnVXioBJeCEBFTwOuGkTVaXaQlltSiW4O3p7RPf3tTYMElhZvTm7+OFlLhQlFY14dOjVVgxJxXPvb8f/RS8HhgUvl5eHshKipAqZBS7LELRZe419PDovlBR2yI/rCpHscRSsiw8oM25CHBH5f/W7kRLexdmZcSe9N6i9X5fQZW89753xULNyOBc06u9VQJKwIkIqOB1osmyVVdZoGL9zkIJ9qLwjQ0PRGpsqGGD2pjnlKL8rW1HcfHiTNS1dGB3XhXOnZ+K9z8pEr/eTnOPFJzITooSy25Xdw88PIGGli5bYZyU61Y1tCK/olFcMyjQpyZHYNWZ2SqEJoWuYy6yaW8JNu4qlsp/Q33m65o7ZG0un5eKc2anOKaDelcloASUgBsQUME7iknu7e1FTU0N+vr6EBcXB0/mwHKxRkvU9sMV+PhAhbg59Pb1IzEqSDIdGM2/l+WBN+0uRmtnt4jClYvSJftCbVM74iOC4efrhb7ePoQG+aOkqhGdUna4BxkJYVJWmGMzWqOl70hpraSOY2Ad3Rc+NztF/TmNNlHj7M/Da3egvqVjYAfCqjGXNF1utEreOMHqaUpACSiBURJQwXsaUM8//zyefPLJwaP8/f1x7733YtasWaNE7FyH0c3hv3tLpEhDb2+f+PcyTVJCVLAhhC/7k5kQJlWtPD08xArdZe5BZmI4MuLDRCwG+PnA3NePzs4eFFU1imtAU1uXWHzPm5+Ooqomw0wKhW5xVSOa27rETzc8yF+ELrMwaHMdAgxgYyaG4VpqTKg+2LjOVOtIlIASMCgBFbynmZhXX30VYWFhWLhwIWjpvf322+W/TzzxhEGndHK6ddy/twm9fcYRvsyywBRjm3aXwNfHE/UtnSLMPT09pNBETWO7iPSoUBNmT4nFp7kDVassbemMJMnUQAHsyGYtdC0iXf10HTkjem8loASUgBJwZQIqeMc4u7fddpukh3rggQfGeKZzHk7LFC2+/K9RhG9WYjje3JaPmsY28Tlm8/EeEMLMw8uWmRiB1LjQkwTvtJQosabRtcERbTihuzgnAWdMS1A/XUdMiN5TCSgBJaAE3IKACt5RTvMrr7yCDRs2oKysDL/5zW8wffr0UZ7pGocZSfgmxwRj79Fq7CusHoTLvLwMCmpooeD1wJKcBMnIUN3QJsUnLC0rKRxTEiLsLnhV6LrG+0BHoQSUgBJQAs5JwG0FL4XrG2+8MeKsrV69GibT8SpkDz30EPbs2YPGxkbceeedWLJkiZzb3NzsnDM/zl6X1rTi48OVKKttleAvug/EhQcgLiIA3nYK5osKDUREqAmvbs4bdE2gSwMzN9Q2dmDB1Hh0m3tQWtOCAD9vsQIzpy3b0hmJ8Pb0+EwYjxPCGE5rbu8WVi0d3fDy9BQr7vysaMzNiAJTq2lTAkpACSgBJTAaAiEhIaM5TI8ZgYDbCt6ioiKsWbNmxIVxyy23IDAw8KS/P/LII1i3bh3efPNN+VtPz4CQcrdWXNWMD/eVoqS6GT29/fD0gAS2xUcG2Ty4jYFdHeYeqayWV96Ato4uNLebkREfiiAT/XjbcKCoBqGB/oNuGIH+PtLHixZnSTEHW7cmBqNVN6GlvRvMBWzy9cEZ0+OxMDtOXRdsDV+vrwSUgBJwQQLe3t4uOCr7DcltBe94Eb/zzju4//778fbbb8PLSy10jnB1YGYGk68XNuwqRnp8GMIC/UCXBgaiUXBvO1QupYXDg02Srqynt1fynzJn77H6Nin1aqumrgu2IqvXVQJKQAkoASUwfgIqeE/D7uGHH8ayZcswY8YMycX705/+FH5+fi6fpWGsS8rewjcuIhCHimslmI65eFlajQUnWGRt2axk+Hh7orcXqGtuR1RoAIJNvggJ8kNNQ7tNBK8K3bGuGD1eCSgBJaAElID9CKjgPQ3ru+66Czt27Bg8KiEhAb/+9a+RnJxsv1lyojvZU/jGRwTiSGkdympaxEe3taNbSKXEhmJeZhwKKxslVy/LulY3tkt5Xib+pz/tZDUVupNFUq+jBJSAElACSsB2BFTwjoJtd3c3qqqqEBQUhPDw8FGcoYcMJ3xZrphFLCaz0dJL/1wK2pa2LgQH+qGptRN78o9ncLDcb9mMJPhOUg5eCmyKbRaMsOTR1fRikzmzei0loASUgBJQApNHQAXv5LHUKw1DwFr40peW+XKZBzc2PGjSeLE0q7cX8GlelQSJWTIyDL3BJUszUdPYMSGXBl67uKpJ0pp5e3kgwM8XKnQnbSr1QkpACSgBJaAEbEJABa9NsOpFhxKg8F23JRcNrQOV0YID/JAaGyapxCajUUSv31GAtk7zsJdjMNv87DhU1LaO63bM5csSxfzp6+8Xq+7iaQn43JwUzbowLqJ6khJQAkpACSgB+xFQwWs/1nonALuPVknlNktJ4IgQfykEwcwLE2kMUosIMeHDPSUnid6YsAAsmZGE0urx5UyuamhFfkWjVNij0J07JQafm52CsCD/iXRZz1UCSkAJKAEloATsREAFr51A622OE+jo7sH2wxX4+EAF2ru6JbCMOXzp4zuRRtGbGBmM+pYOVNa3ib9uaKAfwoP9UV7bKoJ1LI1BcPkVDRL0RqGbHhcmQpfWZG1KQAkoASWgBJSA8xBQwes8c+VyPW1s7RRr7+6j1VINLcDfB9lJEQgy+U5orExBZvLzlowM9LkdT1YG+unyhynPIoL9RejOzYydUL/0ZCWgBJSAElACSsAxBFTwOoa73tWKwKB/b0sn6CubGBWElNgwm1dsG24SmGbsSGktzD198PZWP11dqEpACSgBJaAEXIGACl5XmEUXGIPFzWHTnhL09EyetXcsaCxWXR8vT6nYtnJhhrovjAWgHqsElIASUAJKwKAEVPAadGLctVuV9a1YtyUPFXWtUjWNRSQmO3fvULZ0ezhYXIv2zm54e3tJgYpzZqe46xTouJWAElACSkAJuBwBFbwuN6XOPyBae/+7pwTbDlXA3NuLmLBATE2OtMnAGJi2t4BFKvrBfL6rlmWrVdcmpPWiSkAJKAEloAQcR0AFr+PY651PQ4CVzF7ZnCeZHEx+PpiVETOpfr3M5JBbVgdmd5iWHIlVZ2ZrTl1dlUpACSgBJaAEXJCACl4XnFRXGhJdHF7YeAh1zR2SMWFGWvSEsziQT35FvbhN0F938fREXLAow5Ww6ViUgBJQAkpACSgBKwIqeHU5GJ4AXRyeWb9PBCrb7IyYCYleWo6rG9ukzPGqpVmabszwK0A7qASUgBJQAkpgYgRU8E6Mn55tJwJDRe/8rLhxVWc7Wl6PY/WtKnbtNG96GyWgBJSAElACRiCggtcIs6B9GBUBa9HLUsRj9emlz25eOX121bI7KuB6kBJQAkpACSgBFyGggtdFJtJdhmERveW1LeLWMGfK6KqfsaDE3oIq+Hp7SiYGrZrmLitGx6kElIASUAJKAFDBq6vA6QiwJPFjr+9Ga0cX0uPDT5unl9XbdhyugIcHsEQD1JxuvrXDSkAJKAEloAQmSkAF70QJ6vkOIcByxE+v34funl7Qn5fW3pHagaJq0MI7JSEcq1fOckh/9aZKQAkoASWgBJSA4wio4HUce73zBAm8s6MAWw+WIdB/ZNcGCt19BVUIMvnhW5fORViQ/wTvqqcrASWgBJSAElACzkZABa+zzZj2d5AA/Xn/b+1OtHR0ISc1GpEhppPobDtUjr6+fiyfl6rlgnXtKAEloASUgBJwUwIqeN104l1l2LuPVuHVLbnw9PCQAhLWjVkZjpbXISo0AN+/YpGrDFnHoQSUgBJQAkpACYyRgAreMQLTw41H4OG1O1DT1I5Z6bEIC/Ib7OCe/Cq0d5px2ZmalcF4s6Y9UgJKQAkoASVgPwIqeO3HWu9kIwKb9pbgg13FCAnwxcz0GLlLa0c3duVVIjjAD9+7YiFMvt42urteVgkoASWgBJSAEjA6ARW8Rp8h7d9pCdCX9741H6Pb3IulM5Lg4+UJVlSramjDshlJuGBRxmmvoQcoASWgBJSAElACrktABa/rzq1bjYwpyo6WNyAzMQJxEYFgsFp/fz9uumQe4iKC3IqFDlYJKAEloASUgBI4kYAKXl0RLkFg26EKvLX9qGRqSI0Nk0ITdGe44ytLXGJ8OggloASUgBJQAkpg/ARU8I6fnZ5pIAKV9a147PVd8PDwkFy7tU3tyEmNwtUrcgzUS+2KElACSkAJKAEl4AgCKngdQV3vaRMCf/j3x2jr7JZre3p64MJFU7B4eoJN7qUXVQJKQAkoASWgBJyHgApe55kr7elpCDAnb1N71+BRczJitLKarholoASUgBJQAkoAKnjHsAgeeOABvP3223jppZcQEhIyhjP1UCWgBJSAElACSkAJKAFHEVDBO0rya9euxd/+9jc5WgXvKKHpYUpACSgBJaAElIASMAABFbyjmIRt27bh5z//OX7wgx/goYceUsE7CmZ6iBJQAkpACSgBJaAEjEJABe9pZqKwsBDf/va3cffddyM2NhY333zzCYKXuV61KQEloASUgBJQAkrAlgSYhUjb+Am4reAtKyvDG2+8MSK51atXo6urC9dffz2+/OUv45prrkFeXt5JgrexsXH89PVMJaAElIASUAJKQAmMgkBYWNgojtJDRiLgtoK3qKgIa9asGXFl3HLLLdi0aZO4MJx77rlyXENDA3bt2oUzzzxTRPCMGTN0ZSkBJaAElIASUAJKQAkYnIDbCt7RzMvRo0exYcOGwUPr6urk90svvRQXX3wxMjMzR3MZPUYJKAEloASUgBJQAkrAgQRU8I4B/nAuDWM4XQ9VAkpACSgBJaAElIAScAABFbxjgK6Cdwyw9FAloASUgBJQAkpACRiEgApeg0yEdkMJKAEloASUgBJQAkrANgRU8NqGq15VCSgBJaAElIASUAJKwCAEVPAaZCK0G0pACSgBJaAElIASUAK2IaCC1zZc9apKQAkoASWgBJSAElACBiGggtcgE6HdUAJKQAkoASWgBJSAErANARW8tuGqV1UCSkAJKAEloASUgBIwCAEVvAaZCHfsRmdnJ7y8vODj42PX4e/YsQMs0ZiVlWXX++rNHEegv78f1dXVCA0Nhb+/v+M6MuTOfX19ePvtt6V6I/s22saS5lu2bMFFF10EDw+P0Z6mx7kQgbfeeguLFy9GRETESaMym83o7e0d01rfunUr4uLikJ6ePiZKXL+LFi1CZGTkmM7Tg5WAvQmo4LU3cTe7389+9jNs27btpFG//PLL+O53v4ucnBz85Cc/GTOVO+64AzfeeCOys7PHfC7vO3PmTHznO98Z87l6gnMRYHXEP//5z7IGKQLYgoOD8eMf/1hEpqMb+8SqjX/605/kvTDatn//ftx6660ilvnQqM21CDzwwAMytyO1d999F+effz5+//vfY/78+Scd9vDDD+Ojjz7CmjVrRg3m+uuvx3nnnYevfe1roz6HB7If9957r4hebUrAyARU8Bp5dlygbxS8zc3N8uVs3VJTU1FUVCQWiISEhDGPlB+yv/71r8XCMdamgnesxJz3eK67srIy/OIXv8CUKVNQXl6O1157TSxZ/+///T+HD0wFr8OnwJAd4IMaPzfZ1q1bhw8++AAPPfSQ/E6Lflpa2ikFb1VVFVpaWpCZmTnq8angHTUqPdBJCajgddKJc5ZuU/CyUZwObbROUIRceeWVePXVV7Fnzx7Mnj0b3Krj69///vdx//33y9Ytt+cokv/nf/4HL730Et555x0EBgbKzxe+8AV89atfPen6FRUVuO+++3DkyBGxglEcsz/Wgnf79u1yjOXLZc6cOfjpT38q28t0uRju/tzye/bZZ6UfbW1tsqX4zW9+E+eee66zTIvb9POCCy6Q9cX5Ga7R1eHf//43XnzxRZlvWriuueYaEcRsO3fuFAvxsWPHxA3my1/+slwvPz8fv/3tb1FcXCyvc7eB92Lj61xvfKDjcVxTt9xyC1JSUuTvtLz98Y9/BN0SeJ/KysoRLbzs33/+8x/54fHx8fH4wQ9+IG5A1hZe7njQ6ksBzf7ccMMNuPDCC+V+fP/85S9/QW1trbxf2M9vfetbKCkpEQvh0aNHpb/c9eD71NfX123WhzMMlJ81r7zyiqxR68aHfs4x12h9fb2s3e9973swmUzyUPfpp5/Kgx4rhP7yl7+UXY1nnnlGjn3qqadk/n/zm9+goKBAdj34WXbttdeOaOEd6b1gbeHldblW+V7iGuXuBT9vKdJHWm906xnpc9YZ5kf76DwEVPA6z1w5ZU8pMPmlbxEDHASF5/Tp008Qnk8++SSef/55sfaeffbZIgQoWPlBzw9lfnhu2LBh0Gft5ptvFmHCbWCKgOTk5BP48Iv/6quvli9/Wi74ofrPf/5TfqwFL0UCv/CnTp0qH9LcmmP/brvtNjz22GPD3p+CgAKDXyAZGRnyxdLT0yNfFtqMReCee+4RwUehunDhQvHbpuizNAoDClo+XPFB5pFHHkFISIgIPwpWCuWlS5fii1/8ovy+e/du3HXXXXI9Hs/tX7pL8IGNInbGjBng2uSa53qgyw23l+fNmydril/6FKPc/qVw5hqnO8NILg28Lvt3xRVXiAsGxTL7RxFtLXgpZDg2+lFu3LgRL7zwgvxQ/Fx66aXyUHjJJZegsLBQ+sv3JUUvhS7H3tTUBLoZ8fWgoCBjTaKb9+ZUgpefb1//+tdlp4wPLzQILF++XD7nNm/ejCeeeAJ79+6Vzyoew89h/ve6666Tz0cKXZ7Pz9ff/e53uOqqq4YVvCO9F/73f//3BJcGGiK8vb3l87i0tFSuSQMC+zTSenvuueeG/Zwdz+6dmy8VHf5pCKjg1SViUwL8AqUgpMXW0vhFf84555wkeLltRwuBp6enHEqhQJHLD00KUuvgnNO5NFAY0KpB0To0CGOoSwODmT755BNwG5BigYKIFrGR7k8BRcsJx7Zs2TK7B93ZdMJc7OIUchSDFLZ86GHjAxUtrrTM84s/MTFRHp7YDh06hMcffxxvvPGGrAF+gfPf1muPQoJCmte1WIItgpr+6BS8c+fOxU033STXpMWL1jn6U/7tb3+TvliueTqXBgpq9o/vAes21IeXOyDsO3+4nvmg+OCDD8rWN8Uyf3gtazHLsXMngwLeMg4Xm36XGM6pBK+1Dy8fwqOiouRhfDjBywcay/wzcJfzbv35eCqXBj6QDfdeIOChPry0KB84cAA1NTXyEEURzWuPtN5O9TnvEhOogzAMARW8hpkK1+zIqVwarIUnLbwff/yxfABbGq1fFK20SlEE84OVYiIgIED+fSofXgoMWjf4IT20Wd+XwoOWOVokaCHjhzUtuLT0jXR/WkP4RbNp0ya5NLeCaW2zbFm75kw696godunLS+sm1wW3gjln3HLlfA/NkMCgoT/84Q8yaMt/LQS4tv7xj3/gzTffHITy85//XHwm6Wc5VPDSRefRRx8VEcr3Q3d39+A1Tyd4aZGjuwQF9UiCt6OjQx4e6RpBSzLFK9c1t4lpCaZgogBi498o9mk9ozvPr371K9nZoNWPov8rX/mKc0+0C/Z+tIKXn4fcaeJn5nCCd/369YMPblyLfPiy/nw8leCliB7uvTBU8LIP/FzkDh4/D/lv7o5wV2Ok9Xaqz3kXnE4dkgMJqOB1IHx3uPVEBK+FD7/IKYb5Ac0tZlqIKXi5ncbt5uEaLcP0paSbBK0e1s1a8FJIcLuNr7FRDNFXjYL3VPfn32g9pN8x+0X/4qFWOHeYXyOPkf6vFIN8QLJuXJP8kuVDFgPXKCr5ZT+0Uehy3a1du/aEP1nWFoUvt5TZaD3lLgSvfSrBSyHy/vvvi3WY7XSCl9vO9GvntrB1s7bw8nr0Q6dPOd0dLCLEInj5O0Utfdl534MHD+L111+Xh0g+CPCBkmKI4xxuR8TIc+wOfbOF4N23bx9+9KMfyUOYxcXnVIJ3pPeCZa3RFYzuXXxgsjZEfPvb3xb3HQpetlOtt+E+591hfnWM9iOggtd+rN3yThMRvHRvmDZtmqTdYUAFRQVTidEqR6sXrVn8IKWoCQ8PP4EvAzMoZpYsWSLn0Ffx6aefFl82a8HLbTZu+9LaZ/E5o18bBe9I96eAYgDRypUrRTRwjBQatPJpMw4BWlLpv0ofRbqecI7og0ufcFqduA5oeaXQo8V+1qxZsgbo+0qLFvOSck4pBHg8RTJdZS677DL5YudDF9ehJfDR4qt4KsFLlwP6zDK4iFZWRuDzfiP58NJ/l5bk22+/HWeddZZYqNvb28XX3eLDy/uzn7yGxbrLtU7By4c9ihr2l+8Riqd//etfInjp8sCHRwoVbkHzemNNj2ac2XbdnthC8NIFhp+jXMP0NeeDO9fDSEFrI70X+N6wuDTws5quM3Tl4UMkDQd8X9GlgZ/T/Pdw643uFSN9zrvurOrIHEFABa8jqLvRPU8lePmlzyAfWgG4RUxrGgWIpdHaaskjSWG5YMEC2YKleGUeSm4f00JGUUMRMbTR15ZWXlq32OgLSQub9X3pj0nrBK/De1Aw0OLx17/+Vay9w92fooM+nBafUAoGCg5eX5txCPBLnb7W/EK1zBV79/nPf16sW3RNoSim+wKttpZG9xZaf9m4Xig4LI2BX8ySQF9vri3LdS2v87ihgpf5VPkAReHJ4++8807s2rVLLsmgttzcXPEX5zbw0MaHOa55joGNa5RiPDY2dlDw0r+Y46FoZaN4OHz4sIyL65nvL7pbsFEAM3iIuxp8H/A4Nro08H1k8Ts2zixqT04leGl55YM/Gy2rljXPh/UPP/zwhKA1a5cGHm/t6kJ/dj5IcUdhpODbkd4LFLx8LzAo1Pozk7sf/FxdtWoVvvGNb4y43k71Oa+zrwQmk4AK3smkqdeadAL0SWM6pejo6JMS7FM80JLLyPRTVZtiTks/P78Ro8/5JcH8rMz2MLTq20j353Y5r0tr79At80mHoBecEAHOFdcJv3xjYmIGgyKtL8o1wCAb+vIys4F14zrj32ghtU7Zxddp9eX6G3rO6TrMNc1odotLxOmOpzDnrgIFqyWoc+g5vCb/NlzlLabd41oe+jc+DNI1hwJam/sR4M4ZH4ZGG7Q40nvBmlxra6ukeRwuv/pI6+1Un/PuNys6YlsRUMFrK7J6XSWgBJSAElACSkAJKAFDEFDBa4hp0E4oASWgBJSAElACSkAJ2IqACl5bkdXrKgEloASUgBJQAkpACRiCgApeQ0yDdkIJKAEloASUgBJQAkrAVgRU8NqKrF5XCSgBJaAElIASUAJKwBAEVPAaYhq0E0pACSgBJaAElIASUAK2IqCC11Zk9bpKQAkoASWgBJSAElAChiCggtcQ06CdUAJKQAkoASWgBJSAErAVARW8tiKr11UCSkAJKAEloASUgBIwBAEVvIaYBu2EElACSkAJKAEloASUgK0IqOC1FVm9rhJQAkpACSgBJaAElIAhCKjgNcQ0aCeUgBJQAkpACSgBJaAEbEVABa+tyOp1lYASUAJKQAkoASWgBAxBQAWvIaZBO6EElIASUAJKQAkoASVgKwIqeG1FVq+rBJSAElACSkAJKAElYAgCKngNMQ3aCSWgBJSAElACSkAJKAFbEVDBayuyel0loASUgBJQAkpACSgBQxBQwWuIadBOKAEloASUgBJQAkpACdiKgApeW5HV6yoBJaAElIASUAJKQAkYgoAKXkNMg3ZCCSgBJaAElIASUAJKwFYEVPDaiqxeVwkoASWgBJSAElACSsAQBFTwGmIatBNKQAkoASWgBJSAElACtiKggtdWZPW6SkAJKAEloASUgBJQAoYgoILXENOgnVACSkAJKAEloASUgBKwFQEVvLYiq9dVAkpACSgBJaAElIASMAQBFbyGmAbthBJQAkpACSgBJaAElICtCKjgtRVZva4SUAJKQAkoASWgBJSAIQio4DXENGgnlIASUAJKQAkoASWgBGxFQAWvrcjqdZWAElACSkAJKAEloAQMQUAFryGmQTuhBJSAElACSkAJKAElYCsCKnhtRVavqwSUgBJQAkpACSgBJWAIAip4DTEN2gkloASUgBJQAkpACSgBWxFQwWsrsnpdJaAEJkzgueeewwMPPDCq69xxxx2YOnUqbrjhhsHj33vvPYSHh4/qfB70zjvv4K677ho8/qOPPoK/v/+ozz/Vgb29vWB/XnvtNfz5z3+elGvyIt/+9rexY8cOud5Xv/pV/PjHP560a+uFlIASUAKuQkAFr6vMpI5DCbgggbEI3ttvv10E74033jhI4t1330VERMSoyQwVvJs3b4bJZBr1+SMduH//ftx9990oKSlBTEwM3nrrrQlf03KBm249b8cRAAAI2klEQVS6CZ988okK3kkjqhdSAkrAFQmo4HXFWdUxKQEXITBWwXvhhRcOWjuJ4JxzzoGvr++oadhK8P7rX//CQw89JP1QwTvq6dADlYASUAKTRkAF76Sh1AspASUw2QR6enrAH0u76qqrUF5eLr8mJibihRdeGPybt7c3CgoK8Ktf/Wrwtb/85S8ICQmR37du3YpXXnkFubm5Ymmlq8P555+PSy+9FDk5OXLMcIK3ra1N3Bw6OjrkGFp8f/Ob3yA6OhqdnZ146qmn8N///heHDx+Wvy9evBjnnXcevvSlL8nvjz/+ONasWYOGhobBfvF+K1aswDe+8Y0RkbW2tuIf//gH9uzZgyNHjqC9vR0LFizAypUrcckllwy6Woxk4d2yZQv++c9/ChPLvTnmiy66CKtXr5b+s3FcvA/5FBUVyX14HPv33e9+F2FhYXLcsWPH8Oijj4LW6sLCQgQEBMgcXHzxxeJKQf7alIASUAJGJaCC16gzo/1SAkrgJAKXX365iFW2lJQUvPzyyyccs2vXrmFdGl566SXce++9IxJdt26diLehgvf999/HD3/4Q+zbt2/wXIq+hQsXijC85pprBvsz9OIUsxSMv/zlL8Vvd2jjWH72s58N2yeKXYpIi7gfetBXvvIV0IWDbTjBu337dnznO98ZcbzTpk3D008/DS8vL9x5552g68dwbdasWXjyySfR19cHWs+tRbv18fSbvvnmm3XFKgEloAQMS0AFr2GnRjumBJTAcCJxrIKX16Al19JomVy1ahVoAbVca9GiRfjrX/8qws86aI1Wzg8++GDwXB5DCy7bww8/LNZdNl6TApQi+L777hs8ntbdnTt3iiV6qIV3+fLlJwTYWY/1T3/6kwhSS1u6dKm4Qrz66quDr1mE93CC9/e///2g9ZsPBgzoq6mpwT333DN4Pq3OSUlJOPPMMwdfe/HFF9Hd3Y0//OEPYgHmPWkNpvC2BAPytf/85z/ChQ8KsbGxSEhIkOA5Dw8PXbRKQAkoAUMSUMFryGnRTikBJTAcgfFYeOkOcMsttwxe7vnnn0d2djbKysrw5ptviuijYJs5cyZo0bUWvNZ9uPLKK/E///M/gy9Z94WC+tprr5W/0SJsEbc/+tGPxAo8Vh/e66+/ftCqTNF9//33y7XXrl0rgpTW6KysLMTFxQ1r4eWxdAWpra1FaWmpjHXDhg0i8i2Ngn3ZsmXyMDBUjE+fPl140KpLH2ief9lll50wJXxIYJDgGWeccYJo1pWrBJSAEjAiARW8RpwV7ZMSUALDEhiP4GVGhAcffFCuR0vspk2b4OnpOez1h7o0DD3o7bffFssnU4xR6J2u0b+VPsVjEbz9/f3iMmFpP/nJT0Df5ZHacBbexsZGPPLII6DFdqRGwUvr7qnGPGfOHLFkBwUFwdpqPPSa7B/7qU0JKAElYFQCKniNOjPaLyWgBE4iMB7B+/HHH0tKMEujFZeBWHQ/YBCbZeue1kqK4ZEsvDyfVs6f//zncilafBm8xcYgNLodDG20xPKcsQheXoOBZdXV1XI5Wo5vvfVW+TcDyyorK8WNIDk5WX6GE7zWfsMU+V/72tckCI2+v5ZmEbz8ncFq9PtlgNy2bdtOsPhSsFO4s+3evRuffvqpHMf/kqGl0U+ZlnJtSkAJKAEjElDBa8RZ0T4pASUwLIHxCN66uroThB6zHHzxi/+/vbtHbSQGwwA8jau0uYBvEFybnGEx5Aghlc/h1pAukMoYfA/fIWlyhhQ5wfIOyCjZMWZFCgsewbJ/M7byaBfeyJ+++TPWn2bHtox85J9wXAfeHHRL8Nxut6fr9vv9kENfeSBG2qZlpLwg16RTwcvLy3BzczPc3t4Oi8ViSHlAanizQ1pGQmTC4d3d3eTXmXrgzCej1Afn53oXNUH36enpn8CbMor7+/tTGF2v10NKJPL11jW8CbylHjf1vfmx2WzGEo8cQEvwzcjrZa7H43G8JrvjKbHILndd/7vb7U7dLvzzJUCAwLUJCLzXtiLmQ4DAWYGWwJsHTyToJfCdGyU4TrUlKx0Kym5mWoMl1GZ3Nwe66l3O+vUTUHMwrITF1PbWI23Lzu0mp5XYw8PD2fnmtbOjmp3qqR3eBOM81a2MBNuyY1z+LAfTlsvl+M1AObyXv8sht/r36XCRUdqs5dfl6XV1u7PYpeuDQYAAgWsUEHivcVXMiQCBSYFLgTcfuU89Wjj9cg+Hw/D6+votoCYIPj4+DqvVany/c48WTj/b5+fn05xKOUBKAVIu8fb29m2+6eSQXdr5fD7+eQ6QpQVZ3f6rPow29cW+v7+P71l2Wss1CakJyilryJh6tPDHx8eQTg/lkFoCcna1Uw5Rdo5LqUTeJzvZP7+G7GKnlKLUE+eAX+ZTB+e8br4BSBcI5Qz+0xIgcM0CAu81r465ESDwqwL5GD4fy+dhC6ndzWGs3xhfX1/D5+fn2NEgu5/nHkecrgnpsZtd5/JAjEvvn+tz32w2G7sy/M8uauaVHeiE40stw/I+OeyW63L91IMkstud18x1sUvZhkGAAIEeBATeHlbJHAkQIECAAAECBJoFBN5mOjcSIECAAAECBAj0ICDw9rBK5kiAAAECBAgQINAsIPA207mRAAECBAgQIECgBwGBt4dVMkcCBAgQIECAAIFmAYG3mc6NBAgQIECAAAECPQgIvD2skjkSIECAAAECBAg0Cwi8zXRuJECAAAECBAgQ6EFA4O1hlcyRAAECBAgQIECgWUDgbaZzIwECBAgQIECAQA8CAm8Pq2SOBAgQIECAAAECzQICbzOdGwkQIECAAAECBHoQEHh7WCVzJECAAAECBAgQaBYQeJvp3EiAAAECBAgQINCDgMDbwyqZIwECBAgQIECAQLOAwNtM50YCBAgQIECAAIEeBATeHlbJHAkQIECAAAECBJoFBN5mOjcSIECAAAECBAj0ICDw9rBK5kiAAAECBAgQINAsIPA207mRAAECBAgQIECgBwGBt4dVMkcCBAgQIECAAIFmgb/DsNemZo7P7gAAAABJRU5ErkJggg==" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xpl.plot.contribution_plot(col='Pclass',label='Death')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Add a prediction to better understand your model \n", "\n", "You can add your prediction with add or compile method" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_pred = pd.DataFrame(clf.predict(Xtest),columns=['pred'],index=Xtest.index)\n", "xpl.add(y_pred=y_pred)\n", "xpl.plot.contribution_plot(col='Pclass')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When you add predict information,
\n", "you can see that the contribution of *Ticket class* for *First class* and *Second class* seems to be different for people with Survive prediction(orange points), compared to others (grey points). \n", "The contributions for these two ticket classes can be correlated to the value of another characteristic.\n", "\n", "Shapash Webapp can help you to refine your understanding of the model. You can navigate between the local and the global contributions.\n", "\n", "For Third class, the 2 distributions seem to be close.\n", "\n", "NB: Multiclass Case - This plot displays One Vs All plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Focus on a subset\n", "\n", "With selection params you can specify a list of index of people you wand to focus" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "index = list(Xtest[xpl.x_init['Pclass'].isin(['First class','Second class'])].index.values)\n", "xpl.plot.contribution_plot(col='Pclass',selection=index)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Size of Random Sample\n", "\n", "Method contribution_plot use random sample to limit the number of points displayed.\n", "Default size of this sample is 2000, but you can change it with the parameter max_points:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xpl.plot.contribution_plot(col='Pclass',max_points=50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Violin or Scatter plot?\n", "\n", "contribution_plot displays a scatter point if the number of distinct values of the feature is greater than 10.\n", "You can change this *violin_maxf* parameter :" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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" 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