{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Model Interpretation with Feature Importance and SHAP Values" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:12.448909Z", "start_time": "2020-07-28T23:53:12.444950Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "The sklearn.utils.testing module is deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.utils. Anything that cannot be imported from sklearn.utils is now part of the private API.\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor\n", "from sklearn.tree import DecisionTreeRegressor\n", "from xgboost import XGBRegressor\n", "from lightgbm import LGBMRegressor\n", "\n", "from causalml.inference.meta import BaseSRegressor, BaseTRegressor, BaseXRegressor, BaseRRegressor\n", "from causalml.inference.tree import UpliftTreeClassifier, UpliftRandomForestClassifier\n", "from causalml.dataset.regression import synthetic_data\n", "from sklearn.linear_model import LinearRegression\n", "\n", "import shap\n", "import matplotlib.pyplot as plt\n", "\n", "import time\n", "from sklearn.inspection import permutation_importance\n", "from sklearn.model_selection import train_test_split\n", "\n", "import os\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "os.environ['KMP_DUPLICATE_LIB_OK'] = 'True' # for lightgbm to work\n", "\n", "%reload_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:14.545250Z", "start_time": "2020-07-28T23:53:14.497129Z" } }, "outputs": [], "source": [ "plt.style.use('fivethirtyeight')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:14.594635Z", "start_time": "2020-07-28T23:53:14.548652Z" } }, "outputs": [], "source": [ "n_features = 25\n", "n_samples = 10000\n", "y, X, w, tau, b, e = synthetic_data(mode=1, n=n_samples, p=n_features, sigma=0.5)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:14.644919Z", "start_time": "2020-07-28T23:53:14.596972Z" } }, "outputs": [], "source": [ "w_multi = np.array(['treatment_A' if x==1 else 'control' for x in w])\n", "e_multi = {'treatment_A': e}" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:14.692537Z", "start_time": "2020-07-28T23:53:14.647138Z" } }, "outputs": [], "source": [ "feature_names = ['stars', 'tiger', 'merciful', 'quixotic', 'fireman', 'dependent',\n", " 'shelf', 'touch', 'barbarous', 'clammy', 'playground', 'rain', 'offer',\n", " 'cute', 'future', 'damp', 'nonchalant', 'change', 'rigid', 'sweltering',\n", " 'eight', 'wrap', 'lethal', 'adhesive', 'lip'] # specify feature names\n", "\n", "model_tau = LGBMRegressor(importance_type='gain') # specify model for model_tau" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## S Learner" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:15.143467Z", "start_time": "2020-07-28T23:53:14.695031Z" } }, "outputs": [ { "data": { "text/plain": [ "array([0.56829617])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "base_algo = LGBMRegressor()\n", "# base_algo = XGBRegressor()\n", "# base_algo = RandomForestRegressor()\n", "# base_algo = LinearRegression()\n", "\n", "slearner = BaseSRegressor(base_algo, control_name='control')\n", "slearner.estimate_ate(X, w_multi, y)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:15.498123Z", "start_time": "2020-07-28T23:53:15.145506Z" } }, "outputs": [], "source": [ "slearner_tau = slearner.fit_predict(X, w_multi, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (method = `auto`)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:15.844899Z", "start_time": "2020-07-28T23:53:15.502098Z" } }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': tiger 0.419967\n", " stars 0.413894\n", " quixotic 0.072241\n", " merciful 0.056910\n", " fireman 0.032434\n", " wrap 0.000407\n", " clammy 0.000383\n", " change 0.000306\n", " lip 0.000299\n", " touch 0.000281\n", " adhesive 0.000253\n", " playground 0.000235\n", " sweltering 0.000233\n", " offer 0.000232\n", " rigid 0.000217\n", " shelf 0.000208\n", " barbarous 0.000192\n", " damp 0.000192\n", " rain 0.000184\n", " dependent 0.000180\n", " nonchalant 0.000171\n", " lethal 0.000159\n", " cute 0.000154\n", " eight 0.000138\n", " future 0.000131\n", " dtype: float64}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "slearner.get_importance(X=X, \n", " tau=slearner_tau,\n", " normalize=True, \n", " method='auto', \n", " features=feature_names)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:16.601563Z", "start_time": "2020-07-28T23:53:15.848050Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "slearner.plot_importance(X=X, \n", " tau=slearner_tau, \n", " normalize=True, \n", " method='auto', \n", " features=feature_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (method = `permutation`)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:18.215094Z", "start_time": "2020-07-28T23:53:16.603680Z" }, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': tiger 0.963026\n", " stars 0.869475\n", " quixotic 0.163553\n", " merciful 0.101724\n", " fireman 0.065210\n", " touch 0.000389\n", " clammy 0.000370\n", " adhesive 0.000180\n", " wrap 0.000150\n", " sweltering 0.000144\n", " change 0.000104\n", " lethal 0.000095\n", " damp 0.000071\n", " shelf 0.000040\n", " rigid 0.000028\n", " barbarous 0.000026\n", " playground 0.000021\n", " nonchalant -0.000014\n", " cute -0.000020\n", " rain -0.000034\n", " offer -0.000046\n", " eight -0.000054\n", " dependent -0.000060\n", " future -0.000091\n", " lip -0.000097\n", " dtype: float64}" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "slearner.get_importance(X=X, \n", " tau=slearner_tau, \n", " method='permutation', \n", " features=feature_names, \n", " random_state=42)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:19.525763Z", "start_time": "2020-07-28T23:53:18.217156Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time: 37.788124799728394 seconds\n" ] } ], "source": [ "start_time = time.time()\n", "\n", "slearner.get_importance(X=X, \n", " tau=slearner_tau, \n", " method='permutation', \n", " features=feature_names, \n", " random_state=42)\n", "\n", "print(\"Elapsed time: %s seconds\" % (time.time() - start_time))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:21.477647Z", "start_time": "2020-07-28T23:53:19.528270Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "slearner.plot_importance(X=X, \n", " tau=slearner_tau, \n", " method='permutation', \n", " features=feature_names, \n", " random_state=42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (`sklearn.inspection.permutation_importance`)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:22.939659Z", "start_time": "2020-07-28T23:53:21.479989Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time: 14.822510957717896 seconds\n" ] } ], "source": [ "start_time = time.time()\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, slearner_tau, test_size=0.3, random_state=42)\n", "model_tau_fit = model_tau.fit(X_train, y_train)\n", "\n", "perm_imp_test = permutation_importance(\n", " estimator=model_tau_fit, \n", " X=X_test, \n", " y=y_test, \n", " random_state=42).importances_mean\n", "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)\n", "\n", "print(\"Elapsed time: %s seconds\" % (time.time() - start_time))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:22.995957Z", "start_time": "2020-07-28T23:53:22.941921Z" } }, "outputs": [ { "data": { "text/plain": [ "tiger 0.963026\n", "stars 0.869475\n", "quixotic 0.163553\n", "merciful 0.101724\n", "fireman 0.065210\n", "touch 0.000389\n", "clammy 0.000370\n", "adhesive 0.000180\n", "wrap 0.000150\n", "sweltering 0.000144\n", "change 0.000104\n", "lethal 0.000095\n", "damp 0.000071\n", "shelf 0.000040\n", "rigid 0.000028\n", "barbarous 0.000026\n", "playground 0.000021\n", "nonchalant -0.000014\n", "cute -0.000020\n", "rain -0.000034\n", "offer -0.000046\n", "eight -0.000054\n", "dependent -0.000060\n", "future -0.000091\n", "lip -0.000097\n", "dtype: float64" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:23.425849Z", "start_time": "2020-07-28T23:53:22.998022Z" }, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Test Set Permutation Importances')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pd.Series(perm_imp_test, feature_names).sort_values().plot(kind='barh', figsize=(12, 8))\n", "plt.title('Test Set Permutation Importances')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:25.541219Z", "start_time": "2020-07-28T23:53:23.428120Z" } }, "outputs": [ { "data": { "text/plain": [ "tiger 0.912573\n", "stars 0.871412\n", "quixotic 0.164476\n", "merciful 0.104541\n", "fireman 0.064374\n", "lip 0.001931\n", "lethal 0.001112\n", "future 0.001104\n", "clammy 0.000977\n", "touch 0.000935\n", "damp 0.000868\n", "wrap 0.000868\n", "change 0.000824\n", "sweltering 0.000806\n", "adhesive 0.000732\n", "offer 0.000690\n", "rain 0.000652\n", "barbarous 0.000525\n", "rigid 0.000492\n", "eight 0.000458\n", "dependent 0.000438\n", "cute 0.000419\n", "nonchalant 0.000405\n", "shelf 0.000400\n", "playground 0.000354\n", "dtype: float64" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "perm_imp_train = permutation_importance(\n", " estimator=model_tau_fit, \n", " X=X_train, \n", " y=y_train, \n", " random_state=42).importances_mean\n", "pd.Series(perm_imp_train, feature_names).sort_values(ascending=False)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:25.969350Z", "start_time": "2020-07-28T23:53:25.543364Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Training Set Permutation Importances')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pd.Series(perm_imp_train, feature_names).sort_values().plot(kind='barh', figsize=(12, 8))\n", "plt.title('Training Set Permutation Importances')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shapley Values" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:27.549703Z", "start_time": "2020-07-28T23:53:25.971117Z" }, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': array([[ 4.10078017e-02, -3.44817262e-02, -5.43404776e-03, ...,\n", " -4.74545331e-04, -1.51053586e-03, 3.90095411e-03],\n", " [-7.48726271e-02, 5.93780768e-02, -1.41883322e-02, ...,\n", " 7.46974369e-04, -4.48063259e-04, -1.89122689e-03],\n", " [ 8.76198804e-02, -1.16128067e-02, 4.81884470e-03, ...,\n", " -4.35674464e-04, 1.93345867e-03, 3.70921426e-03],\n", " ...,\n", " [ 1.97191229e-01, 1.04795472e-01, 6.66297704e-03, ...,\n", " -4.94229406e-04, 1.23164980e-03, -1.94624556e-03],\n", " [-2.51788728e-01, 1.66874562e-02, 3.63517776e-02, ...,\n", " -4.77522143e-04, 1.13078435e-03, 1.69601440e-03],\n", " [-3.20539506e-02, 2.13426166e-01, -7.80250031e-02, ...,\n", " -1.84885894e-04, 1.69764654e-04, -3.78072076e-03]])}" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shap_slearner = slearner.get_shap_values(X=X, tau=slearner_tau)\n", "shap_slearner" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:27.610460Z", "start_time": "2020-07-28T23:53:27.551723Z" } }, "outputs": [ { "data": { "text/plain": [ "array([0.13950704, 0.14386761, 0.02545777, 0.04069884, 0.02323508,\n", " 0.00065427, 0.00049449, 0.00085658, 0.00047613, 0.00106313,\n", " 0.00039083, 0.00039238, 0.0004238 , 0.00033561, 0.00080356,\n", " 0.00035307, 0.00024251, 0.0008808 , 0.00035521, 0.00104124,\n", " 0.00022112, 0.00119311, 0.00060483, 0.00089334, 0.00178355])" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.mean(np.abs(shap_slearner['treatment_A']),axis=0)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:31.223280Z", "start_time": "2020-07-28T23:53:27.612616Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot shap values without specifying shap_dict\n", "slearner.plot_shap_values(X=X, tau=slearner_tau, features=feature_names)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:33.157679Z", "start_time": "2020-07-28T23:53:31.224856Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot shap values WITH specifying shap_dict\n", "slearner.plot_shap_values(X=X, shap_dict=shap_slearner)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:33.474991Z", "start_time": "2020-07-28T23:53:33.159513Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# interaction_idx set to None (no color coding for interaction effects)\n", "slearner.plot_shap_dependence(treatment_group='treatment_A',\n", " feature_idx=1,\n", " X=X,\n", " tau=slearner_tau,\n", " interaction_idx=None,\n", " shap_dict=shap_slearner)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:34.645127Z", "start_time": "2020-07-28T23:53:33.481107Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# interaction_idx set to 'auto' (searches for feature with greatest approximate interaction)\n", "# specify feature names\n", "slearner.plot_shap_dependence(treatment_group='treatment_A',\n", " feature_idx='tiger',\n", " X=X,\n", " tau=slearner_tau,\n", " interaction_idx='auto',\n", " shap_dict=shap_slearner,\n", " features=feature_names)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:35.102272Z", "start_time": "2020-07-28T23:53:34.649666Z" } }, "outputs": [ { "data": { "image/png": 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23n4uO1FKDE7i2ztw3+th2SYRARhf2kDVsFi8diNlF19M3c52Aiu7+anhXdJ/Op+2Mi8hUeTDhDjGdtUS1+dkQ3YGM5oqeGDzmyT1egEFkcHiR5aQl59tf58es4WXJs/HLIpYFAWPKGL1BbhjSxGSCjIGqsV0ipOSQS+ColLkikRVVQThXD/xnuvt+2xaYKDRaL76gjJCRcfAXfFU6z+/j8p2vH8sQfGqGG8bze3/FUtdg4zNKhBzrAH/aZuqXT5Esw4xQ0d1kYc7dq9mZs0JFASWx1+GOXUeWbfnwHNVzOtqZ/zKSbz9cANbC8Zj8fqZ0thE0BD+eo5YNhLpsZfx1sdjzgwQtIQfV4GoYBBVZ2RjwUJ2ZQ7H7vXj0euoi4nhVGzMQHsifC4yujtoNcdx+c130GM1AVCSlcKlxVX0EE0c7QQ2liIwOCbBHAjhNNmoP+BiWEO4CqIYUPnauuPcNXUSXoMecyBIToOLC669l6AUbtszm//Gt44cAERkzEh48egMRPdKXNp1CoDpDdX8dfxkpokxyIrK+IYGpNOGSXSaItCbRYL6/uPg9uLY2EH8kqR//r37EmkZA41GoznHqCGF2odL6CtyEnthEqnfygG9hHzVOHRvhte6D1036Z/ap+GpDbh/vh8v4XK9gXdriDp6PVmZ4VoB6twMxIWZKJvrINGC/r8nDDw33eJjZs0JAERUJm3bg5955N6VR/YdOQh6kZ3VKk+PLCDBF8Ru0FHujuYm915iBZnkGAPiqRaG4cHRFoUn2oDLaETV61HFcDdEa0Q897+7l9GNnfSYDNxx7VLWFOSSHAzy9eOHuGfHW0T63ZSmJQ0EBQDHMhIpys8krtVJuW42ma5a8CigioQkkaakqHDdfEkhl1riqEcBtnfP5OYDxaghkV6LkedmTUARB8ce/Gz+5Uwq68Xrj0CSguyYMQodKndsWw9Au9XGzxcspSImFofZzoVV9RR0tyMZVMSAiJEgNbEJA0EBgFmWkT2fvjiT5sz6ygQGDQ0NPProo/T29mK327n33ntJS0sbss2rr77Ktm3bEEURnU7HLbfcwuTJk89SizUazReh+eVamp6vBqD3QBfWAjtRc+IJPnc18jUTwSChzMr5p/Zpemwd3WQN3Fe7fCitbiR7ODBoqOij75aJjHh0LkKaHcEY/motrQjy8nsKk0zWgQF84vDBQkOiQeKNUwLf3myAOJEqVWVcew8jzX6mvb8TUOk5fJQ1C+cS6BRxG+04TZFcvX03h/NyqExNCb++yciljeFiSZG+AE+8sYmNuTm8M6uAK/YfIrXXAcDI9kYSely0R4aLGo1wOCGkEtCHB0bWRGRTNDkTfQh6Iozk1bZgc3tJ9DiIpw4TvazLn8iV11xLSNKR1dZNk92MEhIGRyuqKjManHQGEsP3FVi2ayc7p4yl1RxJkreHe5dcxLt5I8OrO0kSb2ZlcMNHu0hSuukhGgHIae8mvsdNR2R4LMiMrhbiLxz6nX5uOv8zBl+ZRZSeeOIJli1bxiuvvMKyZctYsWLFJ7YpKCjg2Wef5YUXXuCee+7hwQcfxO/3f8reNBrN+cLtUuhxDq4kGGj1Dfn93kcq+fMlhzn4YhPK/Lx/OigAkBOjsOEYuK+bmoSYHYmnrIcXF++l5KptOO46yIq7TiIEBq9qDx8LEkDHrxfdwPsjZvCHqRdyzcircPYoqCGFYLOXF46K8PHVtiDQY9bxnYpNqOEagtj7umn1xXAkcyxPjZ/MA1PHcvtlFxFX1cv0HWWkVbawZkw2IXHwhGT3+Eno80JQ5e6ly9mUOIVe0crGYaPpjLExpbmdW46UMa2pA1kSCUgi7XYLsiDQZzVTnxbD6Mp6Erp6sfiDdBhjWJ9XCMBzkxcS6u8yqEmMZtXqJ5nSXBV+YRWuO1LK9MrB2RQAqipyxdGN+LxRPD9lAUVp4eqJRJrBZsCfEMGG4bnoQioKAjICZn+QFa9sZEyLk8Xljfx21ztIisy5TkUY8nM++kpkDLq7u6moqOCxxx4DYP78+Tz11FM4nU6iogbreZ+eHcjOzgagt7eX+PihpUI1Gs354fBBH399tQ9ZhkVLLFx0iZWk6zNpX9VIsN2P3RLAUNeELzaOE6tUsmdFE73pJDT0INwwDmH0P16DQPbKlNx8AGfLDKISvYxObSa4dDLiiATqTrl56nkvt1TUkdwdXttgWLeTpsf8pD64EIA4XbgYkcMWy/b8GQCYW4P8z8/b+fZHxwiV9zLs6mkcHZFDUBeePjimpoXka0fB8RIERFQgJBmotlkojg6XJfza0XpEOXzSSWnqwxQI8fLssSw+UU1yl5tOvZX7r5mDxxjOaPxswRW8/lcXpam5yHqJkymxeIx6QhJE2CP4y9gsnDYz8b0enn95NTPaqiiy59CnD490NIVkfj9xCcvL93AyefCq3RzwM661nod3reaWxd9hUmMbSyrqw0GKXoaghEn1kC2XI3tMqIg4ohK4oL6d6jF2rj66G0vAz2vjZyPrdTiJ5OMrbgWB9FArq1/6Pc32OCx1XcirTqDeMPHf/dhoPsNXIjDo6OggLi4OSQr/x5IkidjYWNrb24cEBqf78MMPSU5O1oICjeY8tuE9Dx/X4dn0gYeFiy2Ys6xM2jMf/4vF8PNtAOS3NvHBmAmYnt+H+tIhAOSXjiLuuhWpIOb/2z0dqxtx7gxnCpx9ZhrnLSDh2e0ctsZw2e034xmXxB3r1pFAJQCSP5Unj+oYdhS+MQ5iP6qnsCxEU+pgAJLs9RPoUQiVh5ctvv2t/RSMbWPnyAxSHb2Mr2vjLbuRm/sTugIwp/QIO9MHMx2G0GBWQqeorHvmFWKCXmpjoqiNsxLn6xsICq4+VsSUugaSaGdSYxMvvP4mp6LTifSGsAW8vD25EKfVBJ4QXYKOH1xzMccff5xsdysnIoehCCIbRmaxJy+bOd96GGdEJBEhL5ecPMxth7eR3ttFtDvIA1v3oA+FA5mKzGSOFpiZWVZMVkctB/UT8YkRRHcGkFSFbKeL7S89zuz6owDccGQnCQ4LQQankKoCTGsuRgAyu9toscYTFWH8Zz8iX7rzNUtwuq9EYPDPOnbsGC+//PJAhuH/U1FR8Q9//3mdqf18VWjHY5B2LAb1uURWraknNlomLfXzDTLT6Wx8/DVmMKjU1lbSUabicsDYfVUDlfX1isLwXD/K0bqB54pBmZY7t+B9atyn7luVVXq2tQx5LPjGMej28tySaXj6F/+JF6qxED7JK3qZ94bfQMumEImhRm425uGeqmNZczsRhCMYvyhwNMrG8PR4xjV0ICiQ6vBw6+Yi2jNjUWItjNrw0ZDXjWtzcc3OIo5edgENFiOvzyig8M3dAFjxYQ2G9z2sy8kYjlMTmckth/YhKAKPvx8e8Kci8LWKcFB0IimVud+5jz++9haj6mzsSYgDWUVGoMlk5fcz5vCDvTuZ01HMty69nC6znUtPVrJ3RCYTGhykeHzctW8/Y5sbCGJDki1keFqI7ZX5KG84ZdnpFDZXc1nNTkRUsnCwL2IijWlGUjqbcUYmMqmpdODvm1NbyrN515Ac7MTYZcIcCNGebCCjyUyUPzwbQsmJoHyUAf7N/zPDh3/RVZK0wOCcEB8fj8PhQJZlJElClmU6OztJSPhkmvDkyZM88sgj/OpXvyI9Pf1T9jboTHyAKioqvoQP4vlDOx6DtGMxyOVS+MPDXbjd4azfrTdamTzR8BnPglu+JbPqzT78PpWLl1nx1Bo49FobACFnPPOEegQViDQy7oEpyH+zQtF2AILoMOgjSPt/3oOKB4pxb+5DQsWoBLEpPvSdTpqtEYxoboUJYwCw+90DzzEofgr8KkGrjgcPpeMSBeLcHr67aTvO+Dg6Imy8PHYkxbGR7L92Hm+tfI8+s5nUjl66rUYUvURIELAG/IQwIhJCQaKXGDLa2ins6eXa4nr0fX4S6AHCp6HTawV0iYlYA36eenc1ztPWFzAwOPaisLWJPEcL2/OzeWjD+7w4fgIhIZyhUASBoympKILCb2fPBQxcdzR8El92vAy7wU9JcjZZDgdy/xW+jERBqxMViaXFxynNSGdcY0V/RwhIKKT3dfDXmYt4eeIoov1BlhZnML4jXLLRj4VXZkxENFkpirOR4ApgCco8FljA8+teIs7tRfTJDM/L+8zPxNmmZQzOEdHR0eTm5rJ161YWLVrE1q1byc3N/UQ3QmlpKQ899BAPPPAAeefBB0yj+U9RWy8PBAUAx08GP1dgEJ8gcft37agv7ab3iQ42RQxe/VdGJdK3eC6XTlcxX5KNmG5HvGc6zgPdBDfV47fZiPvJp2cLAJwfdWGUQyR7ehCBgEEmzhserHzJiVI2L5lMd6yd4zddzKznV6Egsj1tJooc4BZLJ38qEiAmiitPlZPb7YT+cQitJgPBMaNoMOnZNreQoFGH3h9izraToKqMby3GrwMFPQp6aqMSacPKoxdMZWtMFLWqmxU73uR3S5YwsqkTk+xndk0VJkVA7xdwSdGUxCezLc5Oemcb0+pKEIAgenSExzyowBXHizD5RQyyzPf27uaJGbNRBYFoXxCvScfyG2/GFdJxYVndwHP8koH85jKaohKwBgYDDRkdXsIzHYwhH3NKTlGWls7FJ8OZDwWBToMdj1Xmg1efpN1sZ3f6KCL8AVw6E7+feSnNsdEkegIk9Xgx9cc5HoORx6ZdytLjFcyrPwg93vCAxXOYFhicQ+68804effRRXn31VSIiIrj33nsB+OlPf8pNN91Efn4+Tz75JH6/f8iMhXvvvXdgIKJGozk7UpMlDHqFQDB81Zo9TPqMZwzS//QNLM9vIkIQqVs8nLz2DrLbm2mIjmd3/mgKpsQwPmdwgZ+oty4k1OJBtOsRrfoh+1LWleJ7oxz9zBSi58QROtw4MHXLEJAIIRHUCXzj5mupFKOgG3ZefxHOpGzSHt/Nz6fP40B6KmubYL6jnm6DkU6Lachr9JjNSMAIj5dg/7TGoFFH8chEltRuZ0rzcQDW51+IyxRJbUwyfbjYnDMMgBPx6azNHsvM9hpKUoYT7QuwI8LOsqK9nMhM5v6LL+XrxVUgCDjs0fTpbGTVt2AK+smnHAEVBYnxDY2UxKTxx8lTcFnMfH9XESWJsXyUn8HGkXkgCIxubCfG7UOWRFx2Kw12G5I+SIKzk3ZbFAmucLDjZfD4ykhMqC+jMXkq+zJHktnczp7UETx06QLao21UJ8Xy7gtPYvGryOhRhT7GdvdhqWxgT0w0P91wiOReNx9MGM7WsTmY/SEUQcAo+sDy2cGi5t/3lQkMMjIyeOaZZz7x+COPPDJw+9lnn/0ym6TRaD6n6GiRa67soaMrmaREkWmTw4PMOnpUfv1WkNZulatn67gouo/OJ0sJKCIxN+dgmxKLtPkkAKcSs/FKBi4p2h1errepmp4IKzGf0qWoS7Z84jFldx3lNxzChRXxvTqG35NOz2g7ytFwfYDwNH2V6vg4KhPiBp5X/lIZ3131NvWhWA6kpw48Xpocw59f2oLbIFEWGUeM4mFXbi57crMw+wNMa2rGExk5sL0zxs6xnpEYPTKFzpOcSB2B2p/e7zTFDmmrQQnhNCcQ25/BcBnNnEzJJKOrmUltPXBa2WCHLQpMChZ7J+ZgMum9HfQYTVxz1U10W8NX+Qsryrin9CNKCi6m1zp48u2zmLH7fOjMCo+NnUid3YZudB6z29r539nTmNhaw5KiSkbU9aJTw90GIZ3Kq/OX0mWLoiIxm+SeNkZUH+VUenJ/eyKojEkmt6UPEEFVkeQQssnMNI+PXTNzuHZ7EfMq6nHbDIxpbqchPZF3cpZynf7zB4yaf91XJjDQaDTnt4R4mZkzhqaJn9sQQt7RyGVVNTjX6+k4WYkgqwiIVK1tYsTBr6G7YATGqmbsPhfp3R1DirPMTveQkvv5rjJdGxpw9feZK4g4ni1llPsj6oQCfGoEAUnmmTGT8EWaidHJdIXCJ6k7125A6vMQhZnczi4q+0sRByWR+6+czrIjVdgNMcxtK2ZG0wkcx6xktXdjCQSpT46lIzGWkCQyqrQGAYnDMePQK0Eyuhqoiw3P9x9b381lnkq2j0hhZHcL2b1BmnrFlqMAACAASURBVGJsRAbDgzQFQKf6qbfFMKm4Go/VgC/CjBSSkbxefv31mdj8QW4q3s43j3ZQEpeAyzSYydiaM5zfbXif3M4uTkZbabJbsHu8XHqsjDRPO0fi0qmzh4OIkCRSFhvDBJeXNWMmccKShrLASE53D206iWxfAItu8ATeEpnIWHVwDARAfWQsuS0fj80QyHJ0cDIjPOtCNtl4bf4kUvo85Ho9nBidS2ZXCxXmNBp3tJM29x9PMT3bPk9XQmVlJbfffjtdXV3ExMTw3HPPkZMztL5GR0cHd9xxB42NjYRCIWbPns2jjz6KTvfFn7a1wECj0ZyzrLVd3P7eB+gUlQA6HDY7fVYz8d296Dx+fFUu5J9ciTs9mUMHelmbmscVRfuI9Hlx6/T8MKaQJ/ogKWLofj29AV4rNyAJcP1YMOrAsCQb4Zn2gS92i9uBngDD1DKcZBKQddxedAjdzBRSdpvZJUaQ6ugjrtuFRIhInLz9xt94+IIFHEmMpyI2hg67hVMpMWxcuQqjW49HH8mMEw302fXIkkh6ayfprZ20JEQPOZ10GyJxBETyS2px6y1E9ri4ua6D2/ac4rWFo3mucCqZfpnZLeH1HwyhALMb9tOjRpPZ1YXDHsXR1Dx6dSJ1kTE8+PouAI7mpgEHmNZUz9Lyk6wbMRaAZI+f5+Zdhk8SsfR62fWXR5nVVIZLb+VY9AQWVR7l/jlzCPUXYrLKCtFePzcerUEEukMKTrudZJ+PSK8P1WxC7i+ClNnRhLXdzJKiCnaMGsaYli5OJGUyu7wRvRIOGKriBqeN7xgWT3OUBUFVWXa8mhuObUEnK2zLn4P72UMw98Iz/Ck70z47MLjrrru49dZbufrqq3njjTe48847Wb9+/ZBtHn/8cfLy8njzzTcJBoMsWbKE9evXc/nll39RDR+gBQYajeasOXrcz4nNTrLMfmKnfrKq3fL4HnRKOEXdGhPFvlH5IAgY/QHGtXdy5O1WWg6UYIo1M8fWSlAXZMrt/82kqjqK4xOpscaw6iT897T+HSoK5tte4OvCTD7MGg3AthqVV5eDaXYKkY+OpeKZarqsOlSvkeG1AhJ+AhYR0SezYsFcfHaRYU3N3FziJaOnjQShGgNBvKKN+uSR3Hd4Pd+dfzkV9GcOdBJmSz09kdG8Mnk8tfYolu8pxhoKDvyduqBMUC+hD8rolCB5fVUYfTIdvgz0NjcgoIqgGAQe2f4Cc278Ee8lJ+E0SDy2fT2FraUYlBCxOIjyuRjuq0MwKrw1cR7zthUDkBJqY0LxCXyiHqMS5IG1m2m2JmHQ6xnR7UIRRVKbWhnta2ZWUxkA5mCQYc4uzIEAb65ZzT0LFyPojYx0+4jx+gayM1E+Py69nrH1zegUBbXPjctqZHb1MSbVl+KXTfz6ryF+e9ViGqLtPDR1Nh+mDuPC8nL8Njvd1hicQgCnSU9zVLibRxUEduak8Ic1H/Hy9G8yuqmKzBTvGf4EnnmflTHo6Ojg2LFjvPNOeBHp5cuXc8899+BwOIiLG+yiEgQBl8uFoij4/X4CgQDJyclfaNs/9pUpiazRaM49oRMOvE8fI3jgk6sZHjgS4Nk/edlVZ+SVk1Zeegq2Vw5NOcfNSiBgC483aImPHug79xsNBG4toOVANwC+zgC1FQI7/vAbHtvwJuuHj6AmKnxiTrMP7k/aWYp+9UG2ZI4YeGxrpUrAHT5J/zJrJKtnpfNfpRuZU1uP1xBH8MLxBP5yLQ/dcyNJ3nqeWv0sd3/0OtP9O0mnCoMafq5ZcTHScZwxrSf52d53MAUDAFxaUUR1Rj6vz7oIo9EGNjMPfX0O3ebw37U7P51yeyQJ9R4SW51c3PAh9qCHGJeCTfGjAnJ/ueNItZcMTys//uh9QGV3ajJ2Tyu2oBcFkSAWFCRUBFJ6O3CbjDgjrUQoLkYGKohVejAqMu0k0GFL55KaJmY1tmELBBBlhflHq0jzwt1Lv8ETk5fg0GVgDQQQgXlV5XytqYn/2fkBExqriPANTtNUAUmW0fVnAAQgpauLGTXFGOQQEbgw4aE7wkKfTkQRBD5Kz+AXCxZyJNHO4uIDzCip4OvHtmP1D8526DEa+P5l92AKhLjm4HuQ9+WcGP8dn1USuampiZSUlCEF+ZKTk2lsbByy3Y9//GMqKyvJz88nPz+fBQsWMG3atE/s74ugZQw0Gs1nU1WEj+pRI4ww+vMtexs62UnPojXgk0ESsK+9BP2slIHfv3BQZU+EhfhgiCadREdcFCv/onLfPIWp2RLFpQFsf65HyB9FgrOH7sjB/gDJIHDkeIjI015PyYmloiuBa8sOcyo/j81Tp7B0jI75OaCoIAqA2YAAzK8vZdOwUeF9+VWW/6yPBe4WhJGpLDt5DLF/IJ0uoNA1fwaH7zhB+QVj+EXR7oHXi/d10cvglGgViHL3AbCktpjalfdQZclgmqOUey6/b2C74Z197E2L5dmFkzD6AgTMRlb8YVP/b/VsiruAST01bBkxETkocGhUDhKQ0e4gqTeC+LpsFlXW8LC8h4BOxylTIVa9nuiQC5P68XREkS7Biq3HyZ4peUQe6kGoHTxWVnxIOgXZoMcUCoV/vF7empzPs/OnAJDS4+SGQ49xemp8dEs9y4/vA/bRYYti3Zi5+HUGIl1d5IkyLt3gFW+Ca3BtCRmBtniBC6pOsCF/HNagH7feiKgo3H5oA3FeHU9Pv4CGmLHYPCHMfg+CrOAwGxEFA3Oq92FRnXis58O17JmZrvjOO+8watQo1q1bR19fH1dddRVr165l2bJlZ2T//4gWGGg0ms8k3fYW4qrw0sHyw0tR7pjxmc8J7W0JBwUAskpwe+NAYPBuqcqb7QYwQpNBFz5z9/vzIZVfFxm4b8dxLB4/6HS0xMYgyQrTb07C3S0jxJh44z0fWVYL8S43LpOBa8fMwjH9Eia2NHNlaSOXbyplq2MYr+4wk6oEyEoT2NGdjfqzp3HpDeR09uIRzBhEgWhPBz9Y/TrGN2V25eYO/g0WA++X6LGHFL6x7zjFCWnMrzkFgCJIvD12DnmtZaS5OtmdPomsHifTm/chAAaPkWEeLyIq6d0tVCSEV2f0SyITGrs5EmPHa9IzorVzyHHT+fS8NGUefqOejuhogno9GV3dmHxBTO1BDlpmECe1UdjeSqstEqclgmprFoV9ZZjkcGCwZvQ4vnHtzciSyOimDsaYIiiNSKagrwUFERd2eqwW/KKIQVEQgGFdzbw5Y/B9bY6MojY2ihyHExWBOlsc5QmDQWG8y8kNezegoMOnk7jyltu47HjDwGmxLjoFES/H4zJ5bNoiNmaP4P69G/jN+6/g1OuojDIzob2OSS113Df3JjYXDEMny1x/4BTf/SBcoXFfXipfr92JLeCnNzoJ3R3n/mq46t/d//swITU1lebm5iEF+VpaWj6xGvDKlSt5+umnEUWRyMhILrzwQnbt2vWlBAbnQ/il0WjOJqd3ICgAEF888LmeppuaBPqPVw0E3WnZguquodvaGBxfYGvzEOULEOsZukqicXEKHyQm0TojldAwK6WSQEKfG0GF18ePwGExg6xQHRXH8aQEgoJAdn03V5U1sOhoDePfKEbyKzRExtBtsVGdlkikouAy6Lh3xyaM/YsuzK6sxPXgRZReOJmZ1/83DxmyCYkik2qb0TkSKYkZhltn40TiaD7Kn0p13AjuXvwtmhPyyW7tpZtcuhmGnxgikPEQzeyyvYhBN51GA41WC4l9PSS7OkESKEmL492puQQlEb9eYuOEbB6+ZAb/u2gSitfLd9/aTOHJGoaVt2Lv8RLp9GLuk5jSWsO4rkb6jAb6bH5WjZ+D02QlJIr8esFFyFL42BenxpPa5cLniWdjwhSqpCx8mDgQEcPGyCieGJmDW5CZU3kQo2ewFHVGdydpPU50BDDRhcWlcsn+MvYkj+RQUgbb0oejEE6Hr5g3j/3DhlaSFVWFXpPCguu+z8bscNfNGwUTmdRYyahmBynNFt7OmoKi2vjNtlXsf+43rH3xFeKcbp5bMIH6WDvTy5t4deol/G3S13AHI8Hz+Upln02f1ZUQHx9PYWEhq1atAmDVqlWMGTNmyPgCCE/B37x5MwCBQIDt27czYsSIT+zvi6BlDDQazT9mM6AmRSC0htPkam7sJzYRdlUjrT2BMjoZ5aZwKlo3Jg77B8sIbm1EPzUJ/ZzBOf7LRsLTH0G7G+JtAneerGZVZDImRWFSr4vdBh370xOZ3hAub5xxYSK3iFk4i/QgieR0efhOZX1/bQGI8PnB5WdMn5tURaUnwsYmewT5zh5AxurxovLJq7mxje2UxkfRbhvspvDp9UhLRvDkQTtHk8Mnu4cunsb/rvmQ9O4eDo2dxh8z85h9ooTFh44hGYL816lDtFhT0SkKCnpAhxUvEgEUTOgDFlqtFrrMJkRF5rYD66DbhCcUS0VyDKMqO7AFQgiiwp+WjO8/qAIbxmXzw/V7KKhrpdEePdBGvxguzJTR5SAqK4WLG/ew0aTy+4XXg6IQ4x0cpGf2B4l2+dDLCn6LgeO6dJLa3VxaVMOlRTX8dvEkjsUYqBSGM6O8nglNbXTazPzo4BvEBJsBkFEBkfSubuKpQdL1URyXTgiJeT+4g+NpaZgCQdIa2shr7qQzykqE2kPAN4z1f/kLty5bRltEBCk9LvZEj6PdEIsqiARDcej635QJLfVc/fVLeXtMuItnzZR8/vbk24R0Eh32aEpj0hnv8oP93F9I6bOsWLGC22+/nccee4yoqCiee+45AK666iruu+8+xo8fz29+8xvuuusuZsyYgSzLzJ49mxtvvPFLaZ8WGGg0mn9odaWev3zjVr63bSsT84xEPjR/yO+F8nb0V76EEJCRgKCqotw8FQD9xET0ExOHbO8PgdUg8NF3VE62w6gEKLuiDYcyWNe/y6jnzcLhlMVG8WBMO1uKg4TyFYgKX6FWxcch4kfRSwghhfymdqw6AxYEvDoJRRSIUFW6dBKx/iAhScIQCrHseBUvTxuF26hjWVEV31oTzn7sGJ9Nvr0DQVVo+v5idqxW6LNEYJBlbt+3h1v2HqXcmk5pjJXsulYKqtuJ6w0HSo5IK96YABXZyezJGUFhTR0WxU0UnegIogKKGE+0p49n1vwvOkVG8uopYRJRuNArKrsm5lBY2Upuh4O4Xg/tUeGaAYnO8AA/EeiNNGPv8YKqkuoPT1PstEXgMZm58pv3szczgyhfkOfWvMqPt5zi3qXLaTPEsmxfNRZ/EAGZ+Y072RI9F0NocJDn3PIGnp4/Hr9qILfDSXRjgKr0RF6YdQ1XH/0AUZF5edRcfr5+JxbVSRRtEILprWW4iedbu/dz1/Ikbtl+gDmNx5DRoeuKx4YHAYHhXV38z/YdHEpL4ObDRzgVkTMwiLSws32gHYogcCph8LPitJrpjZbIqm+lPSqKQ+lpNAeiuZhPzl45t3z2GIO8vDy2bNnyicffeuutgdtZWVkDMxe+bFpgoNFo/l+uANy+USJgSWLbRdcxNUVhY+zQdK5Q0oYQGPyyFo81o/z9jvodaRW48m0d3T6B693lvPrHx5DHZGJafhG713dzJCeDukgLdZFWFp+o5o4th3CZTUwFik02tkTlkNbVww837mJaVR0nM7Ppjo1Ejokmov8L2RqSceklBEXlg7hYaixe4mwWJjS1MLm2gVHN7egUmfjq8Im9Oc7Aj4rWokPGQxzFq5vpLYhm0Ykmrn+/BEFWqLCkDZzM2sUYxnbX8/EJIMLtozwlGWuvl6Q6F04lig5dFLGh8ChzAUDwcizSRsr3VpDncPDLjVtJb5Bx2K08dflcAgYdB0ZnMedUDSte3MgzSydjCgX56bubUYHmhGiOjM/l6n1byHU0Y1IDlMel8+646dRE21hbGJ7G2REJ+zJSmFd1mMfWr2ZLzCxCop7G2EgifC5cjCDN0Y2CYaD9JcmxVMfY+eEVc1n5+mYqUmMJ6CWyG7rYmTKLk8NSqTIb+O5yIz/ftY7k0yaYHEhNZXRDE2889zwX1R3BQPizYcZNnTULsztcmTGjz81JXQTlyWnkNTazL7+AhpRovlZykJMJOXgNBo6mZJLX1k1pUjilnt7lZER7B56gixjBzbppwxE95/46BNpaCRqN5istpEDwtAs0T/CT2ygzslCT7Qgtvag6EfnS0aieILS5ICMSQRocyvTb/RLdvvAX52vWPO62JDB+dylbZ85jz4WjKOsw8qdX15DX3obJ0ExE0EWlnEuZLZ/LDpazpyCDP768mpH9hX3MVVVsnDABsX/qF6qK3e0jQpUpPFXNexfN4WhkBERG0K2E+NbePaybPBW9RyWYqeeDjFTuPvY3IggPADTgosc8A1mUOFk4DOFELfEdvagIyILAulFZdNiMfP9wFyP7K/e9PzKf5xdM5b82H0EfCh8sfQicxBBPuCvkSFIKB5LDVQxLEhJ5edJUbg6W0BIZQcAQ/hpWBYHSYUksKD3Iuhf/Fztd6AmwJWsurfooLtxwmNHB2oFjmdXZzIX7t/GL5dcOKYG8PyM8eLLdEE+ov8tBFUR6jRG41AisVj9xLjcyEkcyEvnT9JHhdiXGICkqma3dFLY1kh6oIZpWfHv07ImewLaCfFr0BXwQkU5ssJsCXylVxlzuuWIxcd4+Ln9hcOyJUXKzeuZkbtyxjfLEOF6fMBULAhVJGZzIHE5VciI/e/9VMrrDGQMZEJvNFBT1MqrZgTnoYenJciyBEB1CuOvgko8qyLFkAdoiSl80LTDQaDT/rygT/HK2zC93S9gM8PDcT0njxtsI7LgDcXcNan4CikEP45+BNjdMTUN95zoEc/gEFWkc7OUXFQW738umnDFsLrYzXNfGFTV1FLQ5iKGJSH/40nRCTxHthnicSjLZTW2M6A8KAOxeL4okEu1y02s2MfNQGemtXYREga2T87m4zcGGhFhQVS6qqeNURiYJtU72Dk/GqLezKzeFx/aFayGoQFCUKE9OAUFAkSQq8tKI7zhFW4SFzXnprBkTLlu7KzuVl95fT48umremjubpP6/H5B3MpCjA/pTR5Dt1JHvdbM0ZOv+8PT6G9yZn49GpiIqC0l9R0BYM0SSlMpISdAToIo46XQapNQ6EULj648dX5YIqYAsYmFzbwvacFDxGPZKsEN8j89qEpYQCAcwOEPsPudD/ryqCHhlQaR6eSo7XT4XVzLyqGkJmHycLc1h2YB/xNITbFAqyqGM3PksUQreRIBZadRa8xmjmVLcwtb6Z/RnJHI9PY0xHOEtSlFlAhquJyT+9g5zmHppMFma1OfBYzfRZrAgqpHY7TjsiIrKix6jILP2ogpOFKVQnJ1PXGsTmCX/mRFXFWNkDw87twOCrQAsMNBrNP/T9yQrfmaCgE/trAXyahAiUK8aEb9+zMRwUAOxvhA+rYFkBAL+aLdPtFajrgR+c3EZ2Xyet+tFcd7iUDdMnkuEKD5oTGdpdsSMvid0FOWx66XFkYlHRsyMznaOpSZgllfyaRiafKEbnCa+LoFNU5h8v5cDk0WT3uTH7fJhNVg4nGimNi6I6OYbh7iBRwRAvF87hf/asYVvcBXQY48ktb6ZkRBZBgx6XUUdHokQqLipSBwddevV6dmeNREXlgTXbMQVkStMSSHC6kQWRDyfk4bBayegtxK+XsPpgTlUjB9MTscoyHQYdL+dmgwpZfW6WlTdiQiVoN+NIiORI+wxARRBk7B43jZl2BFnlV1Nu41hmAjceOcy9m/cQ4feR19rGjzcfptlqJreunm+f3IFbb+RHSy+nemwM9244gCQr+PV6REUhxuNBAE7kpnIgO5n4YICZJyv44we/Z++wSQQwoehkTn8LRCC6q5ceBksXK/1Xxj6dDlkUmXv93byx7kXQ2+iwRvHNg2tQfF4CwTgaMhPJqW2lN8KKz2QmyuWhRYwnTQlnVFrEBD7ufxJUlUPZGbRH2ontcXHFe0cwBUIYhQCWsYN1I85VWsZAo9H8RzB8yqJ2qqpSs6KCrr0OoqfH0vPNAn5xwMh13XauPX3DBOuQm29c/vEZZzY9v5lJfNwLlKWHqxQeyM8jztmL3JuOXunDpPh5N3ccv509nytPHcbpT0fFwNpRmdy/aC4A5mCAgsQobjm6nzS3bmBFwih/J6+kJnDTgZMkBYP8pXA4RfGxRPr83Lm3CMmoJyI9mU15s2i0ZTKz2oHV48fsCxDX3sWx3HS2pMfz5xEZbH1+JdcfP8x9F4QHXi5obifF50cK+ojw+qiPjUEVRdpiwrMbVk3OR5FVdL0+svvcPP7mJiK8fp64YBIvzRyLA8K1G7wBaiKsjC6pZ0RbN20JFkJSkO7sADpFRum102MOHz9VEkjvdbHTnMmTM2exuLSSMU0Otg9LI9EbZOaJGhLd3dRYUnhszlT+mjeCOZV15HW1EUBPQNChV0MDc9RrouxsTY8nJIkUpcVS0HspesWGJMOWgqlcXdKIRQ4Hah26WBz6OKQQiAogqBjEIK2xItefOMSOnMtA1rExPYvHd7wx8H57bTHU/h977x0nSVXu/7+rqnPu6ck5z8bZmdmcl2UDS87ZQBK5qJekYkCvVxQRFRVFQVSQuLDEJewCG9mcZ8Ps7uQce7p7ejp3V9X3jx5n3Sv+uP4EBG6/X699vbprqk6dOl17zuc85znPk5ZHzqAXuy+AeTRMXKfBoNHQYKxgKOJCRaDX4iTbH0QV4OV5k+h3JgXAkNNG7xQd5+w/gt4SRpN++f+v9/fjJCUMUqRI8X8Kj1fBYBAwGQUG1vbS/ttmAPwHfTw+kMa2imL21i3GNOTngtEeuGQywtzT97fHogpanUB9m8Jzm2WMVy3H3txPr9lALvDHFUtYW5TFXW9u55dLppHpjfHg6k0U+H2oatIisLGkeLy8sFbHwewCvrqqgB2PP0g86sKohMgQWvneBhsDuVUcyEpjf1bSqc1rMvDClAq+8d4+yod8lOZk0J6XwaEaF9l9bsraeum0mniu8lTAme0lxXxp/z525pdTFokgaiUOFGWT7/GTHd3MQMLKKMlshVGNRFCvJSKIEFPx6HSYIjFUYOukklMNIQogCNhDEfJ8AQBcnjATEk04SS5v7MssYYRTe9f9hlNb9SQhgV7jY3d+Gv1mGz9uG8Crs+HV2XirYgKZSoyH33mdTAKoQL+aQafTiSUSoyUzjddrJ6JNKCQkkagk8XbBdAwxmTN7BvGbrDw19XIurd+ETk2QUGxoUHA7rbw5r5q4Xkuu18PK/Yc5o/cQOf4V9JmN/KpuOa5wgGuPHGTz5NkcKahKtkmelqLOATSyTElzNxurSth04WwWHOskxz+KPRGl1Z4UA5n+EF2xCNmjbnptGeiFCLl0s7ribKpbY+SXfdK3K6aEQYoUKf6P8PjqEFt3xTFIMv9xoxXbYPS0v0veZECiqFbL1y+7iAuvDZ32dyUu89qvBjnQoGBM1/Ce1op5NMSoJYPBhYW02k2YEzIhjcSM9j4yg2Hu3LqbWQ0ejHEZiQQhtGiJsKLnIBvKi04VLiSd956trebHm1/AnIgxipXCTjgx1Z5cZ1fVcSc9raKQGxihwDPCwYklCGPH+3PSyelzM3HYy8WHm3ipugKtLFPb08Ph7Fxkgx6fTuCZuiqiWgmNrLCw+SB1Le0cUQuISRqihgTZgTDnHm1hflcDbouTLVPKmNXcRUEkRstYlV3hCJft383chlFs0TgyoEmomAmMP9aMwTZem1SDGjfhMenYUpaLRpb5/MH9zO3qRETmRxtf57yrb6YzzcbE/mTkKEWvZWFLC9mBwF+bh4gpwYDLxCtlk+lMcyCqMpExU9CvVr/BOUebAHiudgq5kSgL2hvQqBoUNJiVGFkJL7tKK4iY9FyxcyfLGo4BMGDMJU2W6QNkUeLHcy7kB8sv5+rWvvHniGk1xDQSzVkOiAhcs/EYL9aUct/iakRV5cYDx5ndO8SRikKCJi1f3LueVSc20m910ShV8vVVX0I1pDHTmIrJ93GQEgYpUqT4QAbdClt3xblq9xaWNRxi9AUrhucup6fYRLg9hLHIxLSrc3m5GURB5e7aKIn+EFKGAUESSbijNCzfTHFbAKfNyOaFVXzv8EZmdrUzbDLxtYuvICOkQRtN7mf/2brncQWD5LSOcoIJ9DosHMjNZn5DD2Bh/sFRngz9iZNp2Tww+yyigoQzFiNzVCEh6IEYfRQgxUR00Tg2PSzy+jlgMZE34ufbW7Zjjoc4WGDHGIswSjKjnyaRIGQzIgBntPYQ12qo9HpozynGZ9YyJRzhYLaDqDY5oCYkkd3FxcxqHKS2L+l455bM3Lz9KNccfoGCkR4A1k5eRn1eAXP7hkmPxBjVarjwRD1TW1s55Czlp7NnczLXxXde3Y5xsBIFiQx6KeAkP978GD3WHJ6pnIkYLOHoww+hVVVaLemoAQPWLj2zW7soGR4GBGRJID0c40RmBglBQKOqmPBQE+6mpKsdraQy2mNialcn37xkOXFRGBcFAMsaW9g7qZR2l5OMbh/CWFiooXQHu4uyMMsJlo6JAgBXJMTS/kEsiQRhSWLCiJ8DshNdIETMlozHMOFkD88snMg71ZUA9KQf4pmJRSAISEBjVTHusgJKPSOYkHhn4mI8Zief27+GXNwseWsH2/LnYqk/C3ILP7oX/UPgfwbR+jSSEgYpUqT4/0ZREV9tpGhIZEXDIQDsI6Mov9nGrDcvJdITxpBnZK5e4rKZIQR/lMQl6+k+Poyp1IjrzXPxvNCD0pacvab5R7l69wZK3cktgq5QiNu2bODOpcs5lpY099+58Fw2rH4EACcebrnwLG5YVz9epSBWLjm5FwN7+I/Du3m65nwUSY8kutiWN4eVHRsxqQEkWWH21pO0VmYzLdbCj1s78egsxCQNW3JKEIFGIc6koX4iGj1Zw17UsTC/ukSCiw43utcNywAAIABJREFUcqCyBIt8Ep+Yy+ZMF3uy006zPkzv7EJERkEijoBHtGNSwuOiAKC2+yghQwbWox3Y810YhShnHD3E1rxqAkY9r86sAgEa8tMpH/QB0EsxTvqxMkLeaD/LOo/xvfnnMOfGWxi1WZBFkRs213P91sP85IUtnKzQUtwdxxSPcUH9SX6xZCZXXXUV/7lzC+e3dYEKaVE/dYPH2JI/i55MJ2v//FuiqoUIFv5qApeiAofS8rn1srOov/8+yoeTuwcGrbC5PBd7NMGI0YhzLLpiQ3YmD82aREYgzLTeYXZkpNFn0PPohBLKR0b54tEmsgc8vHPlgvH2WDernDP3trGoqRe/3cTxmhJ0coK4Rhpv18N5E2H/qddwZt8+Dh1YwIRV/+L7/BGT8jFIkSLFZw7hnSaEnR2oZ5Shzi5EuPRp9Fs9rMw53VfgcK/IVK2IudQyfsw/lOAPfwhA5TRuHXqT3NY2Ekt60Xz93PFzqjiJzhtBxkpAq+XZKdUczcylwekaH3B35+UxYLGSFRglh36GHElv/bL+5KBpIIiOCKClLa0ERUquO8taDc2uUvpNmUwdPIHBHUMJwdl792LQxKlPSy4/5Hu9VAwmze7zOnppKMgCQcASi6FqJRRBYGJPHyeK87hy/yZqu4/ybM0CducuYlowhM0zSr/FwIy2Tib39JPQKWjjCURVQRdXsLmj+Aw2HBE/AD2mTAzhOIZonAnHu/njqjq+seIu5rX0cMP2g8zp6GZXSQF/HZx9Fj0+q4FwvJqFwzvQqDK1Qy38ZONG7rjoPNSxwfNPi6u5dvtRtAkZd1YVbSVGJrd1ceXew3jTXeREovRnFULbrvH2VxGQJRG/0UpjehnlQ71IBBgkjRg6fAkLF79zhNdri8ZFAcCS1kZmtvfQ7bBxyY3XcM9bGxnRG7jjynNBKzBkMfJuXibmSBx5bPtls91Kt8nIxNEYmd4Ag87ku5IzPMod7x4ad4S0AbvqSoFT+TFMsQgKIuLYdoWA3kJwWuY/9S7/O0gJgxQpUnymEDY2I132FADqr7Yjf38ZwtY29Bgo7vPix4aJIE2ZmXxn5gq+3g5FUojSnYcRStL5+bpcfHE9ZOr55dJz+M3zf0LpDyG9sYdjs8sIiwZecpby6wXz+NY77/JuTgl78/IoDkdZEQghAweNBrwaiUuvvYn0UR+F/SEu3t3I4dpiIlYDhkic1pIMCjd0UOTtQ6ucHnVJUFVURMISvDovl7WVk7niyEnSw3Hy3UmrxYk8F48vqcUeinD7GzuT1wgCAZ2OTouBiSMjNJQUMLu3nkJvP6BlWncr6CWKe8LoZYWcQBTFYMOtOumyS6wY2kUUAxYyKD8JRw0zyTZ1UF9WxjPVizlzVxNpo2Fem1XJ2tJ8GE2wsLWXEYuV0uFRdpXAE0uqmdY5QNCqBUGgzViIVfYz3VvPA4vO55tnXwyRxPjWPms4hkaWGSy24rckdy8cLSsiLojkRZI+IN3OXLaV1DG96xjDJjv7sqeiaDTYRv1MGuoca7UEGhL0k7TYaBSVGS19tKa5KPUkLTtSXOB3T7/G5ooStpQXYRuS+eLdFyRn+cmGhyCkx+IEx5ZaRFWluMfHsNlAbVM7UTtkBEaZcthzWga/bM8IpmgUq9ePoNegl2NcvO89eg3FBKwqWlnlibqz+coM04f2rn90pIRBihQpPkMIu7tOfZYVntokMz0rj7yRYfYWuRhxTGRDYSnl3m7u3LCeXc35VNa/iXU46Wg2Z/HVrKtMBvNxW+xE0GMgwmZPLr6xrXyuqIAhnuC+M86A0TiSqjIhEkUguV9+ciRCXtcgr9SVE87KhnK4adMh6o62486wUONtYdLRDp6tOY+5DfuIJzTogxHiei2F3h5mdR6lOc3KNF8Di3fs5/b6DN5zncH6uXWIx9pwefx89fqzCRiTVoYhu5nPb6lHUmF/TgaPzphMiT9ESKdh35/eG2+PyUNDTO0ZYESvJTMUAyB91IdqUNg+MQODvoSF3e1U0UgQE8GoCb/DjixayInI3HrzWeNm8i/teJuVDYdIC+hpcE1gfnsv7el2dkwo4IdXLeaON3aO33d96XTWOJZjTsiUuX20pNkhJlPg9XFh03H0OX0Y9FDs7mVaVzNDVgcB9fQB9N2KeWwsrcU11E3RQBCv2YaqOd2RryPThDCUDIjkc+i5cP8JjlgqGDamoUHA5o5w0ZevosPlRFQUKoeGTokCkoLs7J4hisJRninNIcPnZ0lrDzZNgqZyJ39541dkhkYA8JJOE9UEMCMiM2G0lXtNtWyYVMptm/Zy+fGj+Jw69hXO5KW6qUQlia9u2I7UWwTZn2xxkLIYpEiR4jOFsqwc4RdbEeIKYY2WrZklvFtdzUGzmQ6nA30swQ+f38h19dsQgAUtbWgRiWDDgJ9zT+xkXutxZFHk5amLseFFQiGiO9XVaFQVjaxw75odPD5nIq1ptvEsiQAlQ36yhwKEtdrxa1rTHXx+63ZK6cBIclCu6u3FLaSR6x/F6m/mWG42Gl2MYWuc6669gV5HGlcd2s4jax6hPd9ISK9jR20liqKMiwKAziwHYeMI9yw5h6DVCAmFVrsZEHhs2iy+uXszADuLJ7KqvZ+NJRnkxoJUDA1x3Y5N3Dd/CY/UzeTeuWfxwIYXuebIfrbk13Fu23ZyvDJV3i5EOcHDsytRgfOP7uWRlx8bv39IY6TdXoQsAoLAyTwXjdlpVPZ7COo0/GHOdIatZr654xAXHG3jF0tqqfKPUhxUaMyt4gdZZTz84k9Z0NiARk2aEkYEGwGzmUGHA79ej6gGeKxyAp66WjJHg9zc2E5XfhbTuxrJ8vsYNhi5fcVyfvLabtrLcrCMJPNIhDV6DjvKCbps5Bg76HAlMzwqosjhoiw0CZnEmDhwBmNc9PYhRhwm7h6s5+Zdm/EbtIRFI6/aF46LAgATQSbQTBgDeuI8UVpHS3oylsX3zlnIkuYuDhUWg6Jwx9b1mBIRRvUupIlp/9oL/jGQcj5MkSLFZ4uZBUTevok//Fc7B3MK6XSmI7p0dBiTs/2oRuKZmVM4/+QBXJEQCiJRbESxoSJQPOymKpG0HlQN9CCN2bzfrCygeiCMQVbYmZdB4aCPNA1c1dXL/lAIDSBpNJjDcZbuOIkuEsMciRE0JOMWzGvqAVR0JIijRUDFFfCjUZJdmCMcwSKo2EIhHlx0Dt1p6cxva2TZyROce+X36bKnkxGNUxiNIUgS9kCUEYseUVH44VtrmN7bxjeyrgTtWJfoi0BE5r8WrGRLURXTA0GOZxcACkcKsqnr3cXMtgZ2F5XzSO2M8eZ7btJCYqYyCr396JRT4aMLh3rH/QKqhnpPa3K3E9x2mf/a/CLnlX2NhEbiwXPnMOt4KwdyCwjpkwJpxKDHEo0gJRJIigQkl1ASkgaP0UmG/9TAq1djrNq3H5EIqn0YTSLMgHApT0xZwFXNHdjjcYrbu3mxdhGKVuC1jDS+fGQbS/0HaG3PxaMxURrsYVjnYINrLqMmE3JOHsZYnLAuWZ+0cGhcFAB4jTrW15Ry3cYjTGo8jl0dxJHUcHxlWGT/9Fqm7z8IwBB5BEgni0Fiko7vLl05Xo4sirAoC2dHmGn9h6kKtAMQ0BrpO76C7LpT6ac/iaQsBilSpPjMMWRyMuiK0G91YI1HubJOYPKftlLkdnPPygs5VJLNef9xPTt/+WNQTnXSMUxYE77x7+ZYmHZ7BsUjHjZUlPL6JB0aRSUhCLx03ws0T81DAGa5vWhUlbT2Poo7g+PXn7u/hcOVdj63/QgLj7jRkiCBFoHkrKzXasM8NhZqiTC/ewd9hjSW73ZD5BAPr3+Ed0qm0mVPrpsP6bV06DT4JJGwIvDrv7zEqp49lHrcrK+cTEJ7qjtMVxO4EdAlZALOTI5bZfQJmSaXiahG4tH583l0/nzOO9aOKSETGrt22ZCXtEiQJQ3HkJGQkFEBcVQ3nhNhTfUcvrPhZezRECoCVx/aw1/d7y/bfxRtAiYOeAkmZLaVlIJRQhAFtpbnsKA5WW6/WU/BaBgEAVfQR0bAQ1BnxByLIQsCgzoXMVWHZBlikqefgE5PNiHmed2Y9QY8egMem43Kji6aCzK5oreb2lEPJoaZ5A0hEUMACkN9DPeb6A+UkeEb4Ym2DtbWlDPF3cu89jaemz1jXPCogDkSH//8t8PjgNPE7LlfYXnxMSa7R/i8exjrsW5C2Fg/uZo6QWa7mPQ9/XZxiH19xeh6enHFTr1PlngYnccPfLKFwWeBlDBIkSIFAOGIyvNrIxzfH+L8/Ye4u6MNAPlgNp8/cICV131t/NwmVzo96TpyBhOoaFBR2VA+n8L+ZmYETgDw/QWrWD1xNov6W3COBgikpyOLcOahNsoCQ2yxVLCntBBRUVh54gSLW9o5XFCI32wgiMSU0ZNc/9QId1xzHvedb+dbb27g+v2nguYcKMgjkmdk6fEWSjiBPhLFKo8kl/EPi4gJgbxR7/j5kiLz4IYnOLv1ECfTCrj5khu49eE3AZg80IslGiGgT0YvnNs9yNQ+DwWdbprzs2jLSyc9Gqc/fnrUvYxQlEXRQdYV5JDtD6BXFGa2NKKTFUZxoiVGD5l0GTN4+M8v8/ii2WQFwzxfdSmZwSFGrTYEEYzxCBpZpsITwR4Is7DhJPZAhGPF2bw8azIqsKckFymanIJ7jDq25zj49dqXmNXayHu5NXRn5qMXRJyhYS4+8gaiqtClJgfRmy79Ms/Vzmd61yDgH69/QiMR0xrptxt53Z5NobeLfK/3tEHdGfYzQBy3ZETSCnxpfQPWeIiYYGZOYw+HSrLQ60VmdvZx4Z5GHHMcOO77AvEfPIP2nSOoFgPPnLESOSaxrrSadaUw8TyFhvubkUWRrvR0pkpxXv2Gwv7tIV5+wocXE+KkUip95Szu3weANyedtMX5fPJJWQxSpEjxGeHZVyJs3R0HtPx50RLKX+jDFokwetRPlqoyq6udTWXJZEgZgREK/YNYieMjlxEyKewZ5Mkzl/MnaTn2kSEWHPCQPVTPdz53JjFJ4to9u3GNCCza28HLi2aypzQZqEYRRY5kZlOX1U1TaRZumxVTNMZZh4/ws2XncKwwuUXt+xeu5Oymk9x7xhlsKS1Bg0rF6ABn9e9F74lyzFbBvrQaIDljHbI4mN3Twg82rWF92VQuOLmLS07uBmDGQDO/Wf08XznvGqyyDgGB3z3/DI/PXELmaIzpXYPEdDrceWnkxAbI6RigMbuSyYN+IhqJsCpz3r7jpCsKB8oLqRkcpi3fRbBVJTruGyESxYBHZ2SZZzeG4RhL+hp4u2wuEa2RTkchHblZyBrN+FBijERJxBIgxthZkIMhdvqOi4v3H+OHL2xk09QCbPiR1AhVo31UjfbxTszLC9UL8eaYuXPRz7n20G6+tXkzfgqY0u2GWqjPTWdR2wBGBUyRCPahAEtbDtObk8aJCfkEdCaG9Squ6AgSMrIgMijkJm8uCEQEicY7ZtG2zYc5GOa6jQfoTbNgLddz9f2TMPz4HISxTFuh1bchNvWjZtgoGLDAS8linEaVecUCicvyeXtLDEmEc1foEQToao2NP6siiRytnkbhlSVkTzTQUWWiTPs+STs+YaSWElKkSPGZIB5KMDh0ak08rtEgG2MQUelPuIhaZH7w7mukBwLszJnA13etwREJsbOogqOmOuY1dvP6zFpasvKSBaTnsfDgJh45p258oHx61iz+8ofn2DVnIkGrZXyLIIBOlhm2mzhalD+egrjeV0VCOtXJCgJ84+LLeLsge/zYN7a9SZmnmwGLiwZb5WnPtDV9Oh36fpY0dlDb7qMo2H7a34uHfTRnVKEZu19rWg6XHD1Jhz2dHruZgwWZ9DnszOhPrlcIioopkSAUiHHCYmJoUhkbXvo9OvkMEpKGUFsXB/O1rC3LoE6nIyMUZFi1MWf4JIYxh8nSkV6yAm4GrBnENBrmHmhE1kocnFRCVK8jrpGIiQLXXnIBjc40BFWhbGCA9vQMlh1uZXF9L5KqcvH2Vq648xKef/rh8edZ3tHIz2avYmNlOV/atY/bNx8hgguZKF/duoPnps/kaG4u9Zk6vrFhF/6wmbyBpPXANtpD0Kxjb/Z06hLtCFEfGmLIqgZzQsYzdg9brp4z7i7innu0lL7RAEDh8CizGrdiPLYONtwFf3U0FUWUqqSouCAN1l6r0jAIK8sh1wZXXmjkzIV6dDqwW5O/wYRqA/u2hUCFsEbi7sWzKLggTnq+gtJ0KjrjJ5mU82GKFCk+9TS/1MOBnzVhctqRKkqQBZGp3W2U+Lrx4SKg1xOIFbKxbCodUhqz2wY5aanmjTNncu9Z5wGw4uhJfvLWy1zZsJ43Js1mU0UtMY0GW+RUvgRjIsYEbzMb7DOxKsl0w30mIz69hpdrSrns+OZxUQAQMOn5wbtraM6/iXaXk+v27KA5vfS0uiuiQJfNyW8Xf57Jx5vHUwXHtRLdBbkE+41ERQNz+xuRMRMniIYQQewMk4dOVVAQGTDp2ZaXRoPDzIr2PnodFqyxEBPaRhkdc7xURYGd2Q5OiEmhc83JvYyY0klIyW7UFJcp8sa5/thGFn3uv0kIcP9zW0n8j272tSlVNKdn8sBf1mOJJAWDMRzllUW1vJqbybCuaHxboyqIJPyw5VePY4gn/mYuKiDJcDQ7l6n9yQiLvWYbCMkZ9XV7DoyfGUePgTBf3bKHuKhS3TfEjopqio91n1Yvh3cUb5qdQZONnGE/ibGkUCUzjQSGQcq3M+X7UxAFuH5ygvo3Tl3blJ5FyYk9KIc6kGeVve97trAo+e9vyXAlf281riBoRSbWGEi/NIsX9qp02U2EdBr2Diqcka+8b5mfRFIWgxQpUnzqOfSrZlRZJWvIy3eOHGBUZyF/2EtAdWEjgGqLsq2oigfOn40iilijcb625SAv1JwapC88uYdpg8n0QGXvvcwJVxY+m8rtr23nofMT+A0GfrjueeqGj6EJBQlbrNjjCdyiQuZgH1/Y1sic9hO8Vr0Er9mOoCosbdtFhdfL1gcfwcEgArCtdDJN519Bp9VMTX8X1kiENypqqOlu4sDECeR1D6CPxxl1WKg51IXTE0TQCMiI9DvTWFtzAQlBZFZ9M4XDbjK8HrozMjmUaUcRBY7lZqCVZW7cf4xzjuzgrWkz2V4xBYC4IOA2all1vAGDnMCv1ZMVPBUZUEVlfUkF/7FdQ2YigSKKvDmnivw3vegSMdDLrKmdTZ9Tz/HstHFRAGAJhnipIAsff58k6IZ9Dejj8vhMVAAG0oyEjCK3XHotXc40SvrdHLcXU+32cjAvhw6ng3z/6Nj5Cg0TKtAtm8DggQBbHAUYwjEyR/yoUgJB1jBq1uNzGAF4a+pMrJE4Re5BPC47uW83MB/g6lVQmgyilLvlOP3BAG6jBaMc44qbb2CK+yzezNKMyYn/HbIvysAlG4jtd2NYmkPmM0tZOUPDAz1GQgkBvaSyvED+4II+QaSEQYoUKT71aC0a5EgMrSzj9MdwjhmOw5iouft2+m0OpvZ4KBkJ0WUzMarXciI/i+yRERqzMwDI957yHpdUlcxolJ2zZhBTIzz2zFOogsrXz7mEZU31XLJzDzd88QpGbEaWnWzlkTUvAxAnnR+9/juO5RaTN9JPhbuDUbJQEVAREVBY0HqM7Y/+lN/OX8mzpZUcN1dR4hlBF3ZzfddrHMgtpjW3kpwuD05PcoeDmtDgxsELMxfjsdgB2Di7mpvfXMf8piPsVWvw60Tmdw0wotdx2Gnhiv3rEBWJefUn0IfitLqyqOhx88PeQ5QGkkGg3imsYNBiYk73XhrTS9hdkPRBEAKZ3LZ5I89On4lZDWPJ7cc46OVAXhV3LFrBAm+Ab2zcgs8q4RhNDnqVgU4m93WxPedvptSSgCQIZAVDKAKIqoCKSk+Gg/YyK1t+/WvWT5xI6bCbPVn5PDOrjoUdfTz+uzfRqNBrdqJTE4ghFaVdpCjgwzjgJRKB/C432Xiokg/g0Tp4o2gZqijiiPiJ6HP5+arzsKhxfvDCk6eGuWfq4YbpAAj7e6kbPOXYaY3FOJBbzF5thIX872f3o4+dJLY/Ka4iG/sIrmlj0rXlbL4ozM5+iZmZMpPSPm3G+ZQwSJEixaeceT+azIGfNyEIIHUnkKPJbkHRROl2upjV5aYwGIdgnDJfiHcLXLxZkkNYI0FcwRCPYx85FeO+y5GJx5KJAOgFA4rGTOVgFz9e9zp/rFnBKxPm4zHoOaulnxt2Hxy/TgQ69WW8k1XFPa2HATAzyM78KWgSGRgJMGS386fZZ9JktVLd2ceksXwHPq0Twr3kDQ0SjaWRkE53UhNRiWp049+jWi1xRC5s3cneibNY1dyNANijcSb09TFocvHY/HOIajRMO97JpUf3o1FUCjm1K2J5ZxO3XXwrHouDi/fu5Eevriaq0dBpzWDF8WZWHG/m0YXVPDpjLhcc13PR8f1ccbyG/JCRa7YdQUXFig8JBVVSefStV3mpfAo/nzEXi6JgQ2bBYA+qRUtzgYsMb5CoTsOeunI6jAI37Brlc/v2AtChT6PFbOGX3yumYr5C9LmTWEM6fCdABkyRGNaH95NLnLDRjOnGiRS/dQixRSU97uXs9vWc9fkfcU6shz7VjoqAF4nVCxZz07vrkg88MWP82ZUzShCaksJgT3E+w2YTWkGlwPLPDeKC/vTfSTAkv1c6VCodiX+qrE8KnzYZ836khEGKFP9HkRX48mY9r7XnUnd5Ns8sDmJtzSVxy2vEPWG+tPwSsv0+qoZ8hI3JMLS2WAJbJIbPMLZtL6EQQSLHGx4vd2dx9bhTIcCukkkMWp0UD3Ywo3OI6/b9lh2FpWysXszx/EJq2lrRKjKjegMOX4IdxVV49uSQnegHRLaXF/LAnMVoVYEZ3qR53KioiMrpXfAITlx9cXT9PRyYWIBiltEGVSImFVPcy6qjO3i5bgkqAgsPNwACL1ZNoVcXJfdvyul2ObjvnEuJ65Km9Z115cxrSS6TRDBiIVkHt9FMlyST4fey8vhOFCRImMgKDwNxnquZxX+vTKYC/EvNPHY8+iOqAqPkDyYd/gQEtMgkpKQvQZFvmNv3beHyYyeQw0YCOi1zvnotz9wQYvhXJ2kIO/jywbdZtn47m4sr0BAmhJUwVtrNmVwyUWFBqUjkgTYSB1pJIJJMT8TY/VREVMzhALZqC9HLbyT01afp6kvwswWXoogi2vmFqNtOibzAvDLIngaZZrhrIQCxYII3u+wE62bS6bDyYt0UnKEYl5QkKLb9c7Nl641VRPcMEdk1iGllPuaLij74ohQfOZ8ZYdDV1cX999+P3+/HZrNx9913k59/+p7Xffv28cc//pG2tjYuvPBCvvzlL/+bapsixb+f19slXmhJdgE7+yV+dmMDt23bixSR0Svw6NMvMqDaWTt9HoenJrcWpgc8+PVZp5WT5R9ln7MU64iXzHCA6vZmWh1FuO02qls7cNvtvDh9Aufv3cYZbUmnuDPbThCyONleUctjy85CHw6yaP8JzMg8+MzbvFtQxyW9WzDKMRodVsJaLQlFISGARgW7rODOdNLXO0j2aIjM0VHSg0EUBP60fDqmSART1IWAyoqu/aTHR8jp3M3MngP4dGZ+PeU8Gi3lBC0SPUYTcoaZ2UNeAlqJ56eWM73PjyWeNPOHDXoSEmhkGCBnbFlDpclYgknv5JubfoOVpANgkAzUqIsEGvYW5Y23kSqKvDB1Br9bsIzr3zvKgoaTaFUVD2kMOUxMHm4fP1eSEsjAvrwsFBW++0aCljPmcfwX/40zFEVBYml7I25nEaNeIxg1XPntEqwlAeJBPepAcglFg4KZMCMmG4pRg2l4bG+BRkAz2YUyOQ1hy7fYtCGB77DCslyBG8+VeCqiZce+OGaNwnkFfrjjPFR/FLQiAjDSGSE4FCOoN7OrtAxXMEFeLMGXZun4Z83oolFD5pNL/qlrPun8b3wMmpubueWWW/B4PKSlpfH73/+esrLTnTZvvvlmjh07Nv792LFjPP3005x99tkfep3/J58ZYfDLX/6SCy64gOXLl/POO+/w4IMP8vOf//y0c3JycrjzzjvZunUrsVjsH5SUIsVnE3FrC6gqyuLy5IH36b/UkIyAgIpEUDUySDaz9rfiGAmRbhzgrOZNWP3n8sDCczHEY5jjEW7b9wb3rFzEkGUlJSMeFrf0cvvmbeNlbqqeTEtuTjI7z98QUWM02cxEnFYGRVi5/SiMOd9Vd3kovu2HaEhwZttRAOKiyEGnleWdA2REgvxg/Z/IDHpJINFHCXEM+I0GBtOsnLm3I/k8CBxOK6EiLFMx0o1ejtPvSMcsefnPIxvQ4ue72yTOufIOuiNRFh3v457GblYvmoYZFQGBM47WUyR3csSVQ9XwMMGxyHthk4XMoI8Kd8f4M+nwEyIdCYXzG46yemb1X1uWX5xxNkXuUbYWF7Hpy9dxzokmcvwBnps9kdV/+RMZgaSfRk9xAU84y3imZhLGeJyHX36N/7jyYuSwGS8GQMUqeDGsuxLlq++iq+9l+NY3eCuzEo1Tz9JrqtHv7oNQAtuFBWT++SwEQSD8TCOJg0Pozy1GMzmZc2Dt6yF6jsRZVarh8ktNSJLATVcbuPSFNzC914b2DzLRhwuQDw6BQ4/++QuwT8rE6NLCcJzzjjZiv7iQMy5zke38e8fJ/4v8b4TB7bffzo033sgVV1zB6tWrue2221i7du1p5zzyyCPjn48cOcL555/PmWee+aHX9/34TAgDr9dLU1MTP/3pTwFYunQpDz30ED6fD4fDMX5eXl5SwW/fvv3fUs8UKT5u1FCc2M1voX/3CLpw0gSeuH42iV9cxFmClysP9vHa5ClM7Rzguq3J9f6/Dt/i2CcBqGrup1hoxa4G+Onbz/Ctra9gikeRRZFAb02FAAAgAElEQVS1E6cTrRDw643UZ+YxqjFy2669CKpIRKuhMT9pqLcF3QjEUdECMqXDg/QLUN3VxQ/q38GmSATGBt2oRmK+N0iLzcylx+rpMOfTmpbO8oZ2ytQEC04cJDOYXOPWIKMnwDBOLNEQecPDydi6Y8sZfsysvOk/uXXPDr68cx3Vfa1M6OtGh2/MvJ7gofVPsMu6GBCwRmKcebCJjsJ07lj/FpNChwhq9fSkl1I37MVHcvtilsfLsNGKx2gjLZxcHkhg5K+Ka35bByY1TkirSx4SBMzBBPEx/4fXJ1aypKuLPSV5nH/TzVx9oJ6sKhvntjXyuYOHmOgbYHZPD1UeD3PaO7GF/uqdLxDIyWfw9R4K9iTTJmf0uykXrZyU8mntg5nHrkP1RhBK7Ahj7WC8uhKuPhXrob4+xrr1yWWDnl6ZnGyJJbMlDLc/hX3zAAAKQlIUAPiixH+8C8MrF3P2ryfTtsGNJcdAyRmuf+EN/ezxQcJgaGiI+vp6XnnlFQAuvfRSvv71r+N2u0lPT3/fa5588kkuu+wy9Hr9+/79w+YzIQyGhoZIT09HGvsPJ0kSLpeLwcHB04TBP0vThxRQ48Mq57NCqj1O8VG3heUvzTjWNqMhiA8rBqLo/rKXprPKaLu3g8PLFlM+MMSTjzwPYyZyDbHkZ1ElnSFGFDshg5Y1E2q49kQIozJKRmQweQMZ6npaubCrlWdLq4hIOlZ1dnLBF67iooa9XNq4m4ndh3i2ej6P11Qzb90BklYBBY9jOk888yKu6ChJORIgiB0V2DR9ClpBZMJoGFPMxLfXbyeCCUUQqYg1UOVvSt4cPSDix4KGCFrzCNdvfQ+v3kSHIw1zIkyee4SqDj9bSidwx9bXAAGJKMLfuIkVjPjYYRMQ1eSx6T0tXNe4lkZXJU5cnHTkst81iYKCPmq7Oug1ZrE3uxJxwMcv5lzOHbueJy3sRxlLGxUyGnjx1jPJdkcIGRJJoeLSIIsCwpjTvqiqROTkIHIkN5Nv5S7n+xM6CP3kIJPcbia5k9767WlOdpQUEdTpMI9ZOgNOI3sbQhS8z28eEkZpdo+lz24e+ofvRmubHrCMf+/sdBN8fT22Z7cRoQQFHQIqqgDCWFMFhRhdY++sYSYkCNHU5Hmf0j8aPoz/LxUVFR9CTf4xH+R82NPTQ25u7mnjVU5ODt3d3e8rDGKxGGvWrBkXEh8Hnwlh8FHxYbxATU1NH/mL+Gki1R6n+KjaIra5G6U3hO7sImSzmxgCB4UpBAUzoipTonaiub6B796yisbMHDL8AbQogMKg2cRPli3mZH4hxaE4GSMBFtU34hwJ8qXDOzEoCQQ047MiFZEXp87hoh0NVHV7OJGfycVHjuGTtDxeM48fz11KQtJwRncPG4umsbmglsmeTtqdBTSmlTPj+JaxWgskSKY6FoDJ7T3sn1iCORpmgqeHrICXYb2FPruRav+pddewAG2Gcnq0+fRWODiZU4Ioy6w4cJCFnS2k0c8JKvAa9ZQOB0gIIhpVQUIgQBoWPKgIhJRMdhSmM7driIyIj3nD+3DGfeSN9iCikhMaYG9+GTed/59Iisznth5i2bE2aluHSYhgUaIAmBlGOLMIw/O3UnUSdE8n0AVizOo+yQO96zieW8J305cTUwTO33WSqc39HK4r4LjNxnx7lAmHY/RfsoDSjrdRu/1smjKVPeUTWNXj48UF8zl3614kUSD9d6sItpnYtb+Huq4O2l3pDC+sYEK1g7ovFSJpP9isX1Cg0tjop7NLJj1d5PzzcnHtlxAAG11EcBK/fBbqvEoSDx1AyLXg/PUKXAW2Dyz7o+DT03d8uNsV33jjDfLz86murv7gkz8kPhPCICMjA7fbjSzLSJKELMsMDw+TmZn5765aihQfK6HfHSH4rZ0ASJOcOF5cRfD5doLtyV0FiiCxK30qDgKEtMlQNEM2Cy/NnApaPU9NqORguhNUFYMSRqOaUWxQ4B0CRaGPdCRkzBoNkqJDo4A1oGdYSqekNcxdV8ziiSlTiCUgJorj5vxN+Xls+PUaEmIuT86YS9SgwxCOIiOOp2b+2wiBgqIiygrLjh8kK5BcMnBFA6S7O097Xp9oY3fpNOZ2NbAppzb5jJJEfWkJzhEv7+bMYl3hJHZnOOnXSDw07zKmuFvpFzNxDMWpdTciAW32XHbl5NGbJvDGq8+Pla6etpxy1541hHXw8PSV5HtPJSLSKPBG+Qzm9R2lbcokJq6+ASSRRZPg6+dLHDka4P4//RZdOEomDWxgC6Pk0E4uw4KDN69I4Al7ef6eDhpVaARWPHwlJqWZnJdHiAWT7SIIUdy31lH6uQoM5WaumajyF+kCNg0rrJqtYdWEfy6PgMEg8PW7bIyMqNhsApIkEPvSMrRr9yMOB9DNcRD/9QVoDVq0X/z4BqVPOx+0lJCXl0dvb+9p41VfX9/fOcv/laeeeoprr732o6jqP+QzIQycTifl5eVs3LiR5cuXs3HjRsrLy/+lZYQUKT5VyArSfe8S/0P7qUMNXhRPFPWyYna+IpHnCVA4PIopFONodTF3vraLb121nHxfgNBYauKLO/vw67S02CwYPCPcuOM9np1TzfbiTD73qpmEkowFYCWNiUpykL5m3wEaKSKKHms4ileQko6Gf9M/WqJRsuVB/AkHtbvb0JhjdDocDOHERnI3wQgWREElrNOi98S44cmtxFynOwn7DTbSQ8MAKECbvpLqvla2lU1BUBTUsZDKHr2GBXfdgt9kgIQMIxGuPXKIqw7uwqOzEI87kBSVBrGMlvIs9s8o56rjnWzNdLAnq4rpg034dVac0aRDYDKNsMB3tr/EzoI6fNkOlD4PoqpiJIw+bGLvysuZc2cpmnX1yHUlqLlOLpktcdHoEJ5wGTIa7PRhwI8I5IrDmP97AfoCE8MbfafZoIc7o2hm25jj303R5o2EtQaqBtsRNsDra6upf+hWvjJf4qZztfwriKKA03nqh1Im5TN66KeIAyMoxRmg+eQnLfqk8UHCICMjg6lTp7JmzRquuOIK1qxZQ3V19fsuI/T09LBz507++Mc/flTVfV8+E8IA4LbbbuP+++/nySefxGq1cvfddwPwrW99iy9+8YtUVVVx5MgR7r33XkKhEKqqsmnTJu666y5mzpz5b659ihT/GuJju9D8bDM6nMRIRvcL6vWoVzzJued/gabLs9DIMkuPdNCY5+QHb+zAGo7x+n3P0FHkoDfn1Na63FCEFpuFBY2dfO3q82hPd2ENRrnq5VPruyHFOP5ZBQrp4ekJc3HbzeiGAsQ0EqgqgqxQ29/Lj7e9SZnaRYw+jsiTcY76ea+mgNqedjyyjb1lebRk23lzSgWLD3Vy8e5GAHTDOl4prmWGp4M+Rzbby6ayrGkLo5KKvteBGNexedoEVFHEEgwhSxLZwyO8XpGbFAUAGonaoUHu2vseAiAnIkhSchRWBQF9OI4CtEwspKZ7iOM5U9ladiYIAmXDrczsPsgJZzb2hI+6vnauqz/MhrJy6mtyueFQPZreCNZhPfJLfTS93Eqduh2jQ0Nww3dRyrKI/PoI8ligYB/52Eg69hnmZ2P6SnKHSHGNGZNDIuST0egFKuZa8SsjJJZXU/TyXpIqKyl6zm09zKN/PMoNs6Zh/Nd0wftjNaJYjR98Xor35X8T4OjBBx/klltu4ac//SkOh4Pf//73AFx22WV8+9vfprY2af169tlnOeussz72Se5nRhgUFhby29/+9u+O33fffeOfp06dyurVqz/OaqVI8bEgdCVntna8aEhwLKuU96ZMprZ9O02uZNyBhCTx7rRibtx2GFM0gSyKeE1mpnZ3MZSRRVyjISEIRLUabttygMUt3TzgWgLAqElHe5ad4oFkpkGv3cBg1IwjEkGU4qTFPVzXvIEn26Zy2J42NsUWUDUS7zz/GGY56f2uI4HGEiBkjXP31hcBeKxmEbdeldybLcoKF+0+xt/ybNUcXMc9zOo6TI6nmybTBJ6cM4VzQk0cKMgie8xKoE3IZHm8nHmknk5nNa8yabyMC9q62VE6iZBOwhCPoe+OISd0yKLAkYn5BLQajLEE+ysLGfRYmDSQdPzrsWZzz9W3cywrB0FV+O2rL3PBsRME7pnD2cvsmLQF9N3XgHz/cQCiqhE32eT5OtG8dYjYV1bC3wZiEgTiM6oQ040I968YP2xJ03LNAyX0N4VJL9Rjy9Thb4L41QsI5KWh/9U6tBsbxs+Pmo18CjIQp/gHVFZWsmHDhr87/sILL5z2/a677vq4qnQanxlhkCLF/2W8F05H99h+zJEYQYOWNdNrOFCcx9IT76JPxIlqklPLKb4gRaPh066NSSKX7N7KgN2JTycRjgVZ0tLDyew0iMmg14Ag8M0vLmHZvjYqhob5wuGDCIKOE/ku5nQl4wxYEhGef+IvXH7VZdSn54EoUBQYYXNxJee0JEMc+3UGDk8q44IjW8fvv2VC+fhnRRKZFm4hnTAjWEnHg2oKM7OvHYsawhYYJigKNBtmcs21yaiCF7V3M29wGElOsKhrP7n0ced7Q3iMVg4UFJAzmsAoaHhqzkL8xuTM3RYM8PloG89rywiZklvAJg10873tO1ElkdC9ZyKXuDiR0HHscHLPvyqI/HLhUtoWzKJG1GMam63risyntaeBZEZJZXJyzVh/7wLC176J6g6h//YcNF+re9/f0GTXUDrD+nfH5cWTCNWWEL/pcYIHunmlZg43/WclmlTYgE8kqSRKKVKkeH9CcTBoQPx4OgnNlEx251ZS1hZEjEBFRx+/WVTD1Z/7El8+9B67cktoyM2jOBBhQ00lx/IyWXHwJBaC1HiOopFlPJYyvOY07t61mqeqL0IXifPezx9h0GFlR1EBqydPob40nR9u3IiAiKrqyBz2n1YPeyTCoT9/nz9Pnc+tF15PR3YGl3zhOmZ3trG4qZHS/hHaMovpszeM7/2f09bGs7WzADBFY0zr66GcfiDpR/CXta1YEzEEkvv48wPDGKOnMu69XJzPIYeD37y6gT35BTSnZzG3uZUfvfUWHWmZrJsym4QojIsCAEmBkgOdsGIixAFV5cqt29EnkvH5hXu30DWpikRTBOMXVxDWJVWAqNHRMaKn480IuTkitdU6XFcXER+IENzpxpkWwipVEVp6MYkzJifvVZOJ5egX/7Uf2GZEu/oWHMC/WFKKj5iUMEiRIsXfIXx7PcLDu1BdJtQXroa6vA++6F9EfP0gVq88Hlxw+bFWSoZ8tGWl86ulKwEwRRMMGnSogkBLXgY/Ks7m6ed/z5bSWVjDo/SLaYRUG83WIs4+uZkQLtL9IUq9Pua0dXH99oOIggrqqW7Dj433yqYRExK8MKmWif193Lm3BSMyYd1Y0iJB4GhGLla/jx9tfYqHsrN5adqZDFpdlPb2sGz3APeH36E100mF14/ObyKKHgmZdRXTUDRQ03eCEt8IcVHCp+Rw1+YDvFecjzK2jNDhMDP11aXc87yCxh2n336Uyd0dpF9QhLk+RlCvwxKJ8v/YO+/wOKprgf9mdrbvqvfeJduS3G3cwcYUU0xopkMCCY/3IHQSILxHHiGETkKogZBQHhCa6bbBso1tcMGyLTdZsnqvu9reZub9sUJGAYKSYGxgft+n71vN3rlz5s7OzLnnnuIZrvFQ2N2H2OLm4jeqWLV0FlL+6Jm64pfp3+8lLhjhN6+t543FFXgTrRQOeUfaDA0dXCJIu7YUri0FYLQ9RuOHhlZESUNDYzQHBhAe3QSAMOCD36xBff3QhhpF9g1ySVsBi3K9nOSIOgj6JR2TWzqRBYGSIR9l/UOYQ0E2ZGejAtndDq5ZV8OaCfNRh60aSd1O4hxedsaNw+wLMbd3D3BwIdusBDDJMvfOmsdlm3bgMxj4n+MXMKd7gLsWT8c3PKsOWMKcW/MxllAQnyH6Ip7d2MHFu/bwceZMTqpZS56jl4DewJvjjqagqZ9ZB9oRFUikj9tPPY7JLV2sK8sjcGwOZ+fIzKiCKV3NRLAwI+TjjJc2Mbulmw350ayKp00QCIQUkg4M4IyLYUNJORtKyrnp2gRmnL2a/n1Byqub2VuYSULIzaz9jQBk9w+y8N0tSL+exSeLp3PUh58iCyLrx01AcCkYe12Udg1y5zNrcIkSb54+A5fOQHqqyPQph8LzT+O7jmYx0NDQGI1JQhUFhM8cziyH9uUR+PMevNevJ3Dp8UxraEVGAFT0qsL/vrGWtuQENkwpH26t45Itn1CTmMmMHW3oBUaUAoCgUU+sCuZABASBnfEFTBpsxmW0UpOVycK6/UQQOGVfPUZVRgoFsAaDGPv9I0oBwLqsCVy0dif3PLua1VPzSXe5md7ey6Alm5AugdntUUc9SzjIj3avxaFPoLkklxsvXMxLf3mC5+ZN4rl5kwC4WO/EECMxFFT4ID6PDL3Cby8RST/fzlMb+tg03oauJJYlpdD4mpfsjh4CJiNBg57K9Aip6RL2B6ch/GwTiifC2VclYynMYfCkZvBF8yf0xcWgb/BRcvU4no9Ek/cIAhxzhgl5fTdigxu53o0dmWUvbiThxXnkLExEL333XwAa3zyaYqCh8T1HeXE3yoY2xEV5iKeP+/odsmJRHzgJHtgAmTGovz3+kMoX+NNuRHMX+gBYfdCYloJejiBIsLMknwSPi0uqVqCXZdaNr0TyC1xR/TE9op2IKGEIhAmZ9KCo2FxRI3hIL2EOhBi0xvDLaSeTo9OhU1WKBgfJ7B8gxxn1DdCpKpdu2oFXtpEx4KYzMWqOb03K4v55Z2AN+FjatJYl2xt4c/xiANQI7IwpITbiIc/XiUnxowuGGdfQxMW5vWyuLOO/V73J47OOptjr4OYz4jn3FYXIsJ7VGRZZccN+4iNh5l+Tw2lzD4ZxZcxJJO6pZir3HkCy6Fh0Q9TJzzItkeLqk0aNW8z7p7L959X0yAZ6E+NYODuOoqNiOP7nKl37/eRNsZE3xQb/lU/b9dsZqI/WmdCrCpn5Rk0p0PhKtKUEDY3vMcq79chXvAeA/MIuSLQgLhhDvfhLpqJeMvUfNgkPhVEj//4jxJwgs1qfw5LttewYl43XGo0/DxmjvgTz9+0mJhB94S+u2UaHPhq6mKB46ZHiGL+tDW+sCRWVoTgLvSlxNOWnUdjeRkFPG7O7TXRmpqMKAm/OmIXeOcj5H29HN/z4i3eHUfQR7vvLh9x/9lyCRiMxoQifTsghrKpsVkp4ebJMfnc/ZR3dGLwR9sfkA+CRjFS66ohnkAuX3MCxipNzH5+OblMjN3XsJLJ4PMRIpNoPOhoaFBnJGyasKGx4pI2CufEj31kzzBz/wnQG97iIK7FjTT/obPiFcZuYyJR3jqGt2k1MmoHU0mhkQem8WErnxY5qm37bBGRniGCjl6SfFGAq/mLkgIbGZ3wfLAZawIvGDx7/TgdNJ6ymcfGH+D4dGNmu7h1dgEbd89UFaf4Z9ty2m6qZq2m5qBlnjXPsO4YjiLUdMOQb2WQ+P5+Cbi9m1TSiFKCow0mG4fPzF1FVMA8X4ZENOqrnFOJJN2EO+nhxQSV7KvJpLMpE1ek4kJtHZtBBwTQ7wnBhobBOx474FIaw4sOAU7DQJ1lBUdmfmUCyP4CkqjQk22hNsGBSVQyqiiKKNGSkYPEFR1VeXpVXgQB4seK2mHh9jZ3IfZuITM4hcsZUiImez0OniJw6Hmblwk+72jEp0bPTfcms3ZxkJHNB8j9UCj7DZJcoXhA/ohR8FVKcgbynZ1K6ZiGJF+Z9bb8aGt91NIuBxg+argMBes9Yj9QfnVW3XbSR0r2nAiCeXILyhy3gDhGKNfFEahmzukRmpSv/qMt/iHu/m/ZX2gFQ3AoNjzQw9Yl/bF0AwB/Ceuo9SFsbUOKteN+6CaUiB8+WdrYnT0IFxLBMetsQFm+IiEHg42kFvFsxiRNrqokNBBkwGxkwmXFZY2nMTCUi6UhShqjPsyEO+fHbdVg+52w4ZLJS+ux6ds2cy9sF2dTGxpDT4yCChAcJVKguTGdLeQLvTSjHEooQtugJDwfYJ/hCWD3Bg6eg6JH1CrZwBAVoSYqjhSyemnEcHouRRI8b9TdrEd/egXDlUShnRf0M0uwCzy6LytU+KYn1f/CBIDDv519WW1BD4/DyfbAYaIqBxg8WjyPCy7/tZMHQwXz8siNEj0clokDmuCSkj3/Cxyv7uHQwl+7+GPTvqKw7I8D4hC8uA4SaPXhXdWIsj8My+8sLeOmsus+qDgMg2cZ2C0pr9iBtbQBAdHgxPlWF//eX0CDGUtFfT567m0Z9Fq5wNBmPFFJJ7HXz3KIpPDNnKoLbz1WrP8USCnGU+1NO3tRGrzWJ/ZZiHKFM/mN1DUpeOx+NW4zPaCVtqIfsHieGiEKcz0vekIfNSfFsz07BkaiSOhBEEoOsr4hndVk0Xt9nlPh81p2WeDNx3iDxgTClzT2UN/SwqSSdF2fl05Ng49ZVa+klk3gga3CQq9Z+gI0hhJ1O+Gkz4UEv8uVzRo1D1pQYzv1LORoaRyqaj4GGxncYR3eYcEBlf2kWE/a0IADNP6lg7gMqigq3HgM3zo/h7XGJdO+Oet2HFYGd/SLjE+RRfYU7fLQesxLFEQIB0p+di/2UL85ozWkmym4oofWVDtRYhdKbSsckq5o+Ole6Mvz//p0Kl/TsISKIBMImXPqEkTZJA25qk2wEDAZIi2NLWxYXb11LoTNa/CjN24fXG4/cF4sswJyOfUzvPMCm5KmoqoBbMhO06rhz8QwmtfVw/c4qMgZVFg1sHxYCXn2ljrRfPEjQZIg+EWUFdFHloGjATa8AdzxXNSKTToHT9+6hrKePcV199BLLyWfGcNGr69D1diJ8fuljU8sXFAMNjSMdzWKgofEdJjXfSEKGnlaSeX9qIc15CdjbHBzb280nKYncvU7PdXPhxFyZFeu8nLKlDtksMTtTh+3cpxFCEfz3XkDkhEn0V/VGlQIAFRwfdnNlcyo9fQoZWRJ/ukwi0uZl78kbCLX5SZqfhO62NEypX78WDiBPzsf30MUMvbabvxYswmfKZGlDBJvLTXN8Om+OX0hYJ1G+uxnRD5Is0x2fHFUKAASBLePzWNIaDwfdKNARQRQi7CxNwRzII+JPoNUSVWjarCqPnDCZ0zbvYfa+LkI6EYb1E1kQ2B5bQm1CDr9/+UPemlzEe+XF4FdAp3DdW5u54NMddKTZ2FGUzPjmQQJmAwdK0rh6zUpi/GEiZgPmn04i9bICuDCHrkfWkPfoJsTBqA+FfNzYlCYNjSOLH4BiIMsyl19+OY8++iiGzx4yGhrfAwwmkfN/ncmS/5OoxgJAfK6BG1ZXM2nAwXOzytCJIvPSItz1/saRF//Azf3o2qIV8iw/e5LmbX/g+XUCSyQd+kjUkvB8ch59HTIi0N0YpuQ+PWmikV85VBIA10f92DaYYcLY5Q1fcjSPDk2lviECjTKPPOmhoKIAX3Mi4eFaCLsr8jn64z2khDsROrxYg3PxGqNJhrKGvHyaO5n5jduIDzhx6+xU5U8hojPw8fg8rpuxhOdfXg6ez44osPrx/2Vr4RS2l1Vi8MjEOD2sLBzH3VPncMm2FgREJFXl2L0tbMtJJSBKLNl+gOM/bSKIAXMozBvTSnh8UQzTBxzke3y8fMxsrj1NhFPGEW8efgSZ9XiX5hM6dya6FftQi5JQFhR9cRA0NI5wfhAWA51Oh8fj+bpmGhrfKVRVpeWXu3C808Gi4lTmSSLPz57EgN3KoMVEmtvHX06SafdI3PORyPGOg34ILtXCeyWLCUpGZnV+yv5nWujX2Xh34RRKGjtAUtk5oAPjwePFu33sSY7npfnj+c/3qgEQJQXp1KcRqttRTpmA/MjpIB5co5cVUCMKckjBOOyLMOQ66Pjo86ss6e9kl3rwQKKiEK/0kccB8hwHeOjlOOrTEwnpbcSFDEiKwl+nL+O8be+T4HNR5Org9QnTKXE1s+JPH2CSzNSraaiCSJa3g+bUHD4YdzR7kmPpsRqZ2tTD3phxvPXKHaxMPYGALmrxkHUCj694iqJaFb+ciIJAoy2O+06eSVdsNGnQmtRksr2t1NlTWD8jnflfVtk3Mxb50qP+7euroXG4+MH4GJx++un8+c9/5qc//Sk6nVbrU+O7j+OtTnqeaCQVJ//R0QLACbvqufDys0n0BhhKMJO8toZf6krx7/HSGW8lwxHNk+9Lj6PVUghAS2wOeU/vQ5w/lSG7mYEkKwIwrbmD6ux0hixWJna08ONNq5lxxTVsLEtjT8ZCbkx0cvy+TYgfRVPz6l7cjnLiONRTJ+Bqc9N/2l/Jbe/infGT6bEUkLQ0g02ZKQQKzKgDXgQFZjU3Yfyon+Q8C6AyZIoj09HKRVecRW1KOpdvWsMZW/ciqGYOpMUjqVGlwm8wsS17HIv3b2bQZKIpzcirL74zMjYlUjx+yUJOYA/ri2ZyIN7GR7kpXLZ1P3GBMBP6O0nyezimez2fJE9HRkesvplja+vYR/SlLqLSmWrDqz9oZZQFgTAq22JtrHkNPrkcUmyH+kpraHy7/CAsBgDvvPMO3d3dvP322yQkJCAIB0/82WefPWTCaWgcKmRf1ORvIjyyraRngAkdvbxRWcDOrGSW93Xz9h+exB+JRwVcZj1ha4S9FI/sEzQYiSg6Zm3Zi/KjQgY7otsT/UGeeukpVBFiA34E4KiGOh5Y9wr2YJB3i+bjTooQg55WWyqSKpO7pRGpppH2HV6mNzQBcP72T/jfY7K4szEWV6cK6Fg2yczt5QHkY3fitJjArWdFeR7NNgMdR5XTlhGNiLjnmJMRPSbqMvIJGCVmt/eOyG0OB7n5uFN5YMGxAPxq0alMa3fRb4nDFPGR5vCgaw9T3nYAn6SS6/QQF4iO1ZAlgbr4bEocbZzR9g47EqeQMtiByOgwzqUNNcTgYU9GGhO7upq9CQ4AACAASURBVFEVkbfGF3Drx29x2fHns6kNTh1DMkkNDY1vlzEpBueff/6hlkND41sl8UeZ9DzWgLfGRRxRZ7eQJLKpMJOgPrpen9/lYX1OBfZAiOKuPmL9YTZnZGP0BcASA6rK5L2NpDjceDxGSpdN4Zk2H/p2L7qIgkuJITsU9UX4IL+Iv674MyUD0RwGGZ5+VmWfhA0HTl08SAHG/3ElAPqMglGyqoqKy3Rw5r17T4C0ZTb2pNjoNyp8kpfCS2UlEFEgdrQz4yPTZyKGFUyqwkR6sckKkhyhxxjLH+YeM9JuX0oRmUNtAIR1sXQVpaMIApPbFK5660P+88dnIQugU0ERRa466b8wyn0oqoFHXnuDlHAQ0FHELloowUCYDDo4rWGIExoOZhJcWZbD9O5mDKLK+JTv/sxKQ+Pv+cEsJRx//KHN966h8W3T/2gdck0/TqyEkBBRiUQEbqhaw53HH0dJ1wBLahrxmk14zSZMoTApQ25CkoSoqHQkw+xN7eT2DwJg9odR6pyc+9h4bnvGg1DjoLK6nbuOnY3LauC9whK6Hrtu5PixAQ+9tuhLPHtokIA1QFAw4BatdOvN1CankT/Yx8riSlKdQcZ1DrIvI4Ez9uznippdBDd6SdR7mNO2i/1ZS0BWEVSVxC4nAzkJCDqRRIeHUDj6mAoIIg9XlOI36lm2pRZdfia2QAin1YzNHyK73zVqfIyhEAYxgh0/i7p38NZj/ezIzwGsbEvJZFVRDgjR9NDnlFRz2h4/oOIUbfRLNvRqhPSIYWT54jOu3Lqe1fkV3D1PpihRC4rS+P6h/FCWEgBqa2tZsWIFvb29pKSkcMIJJ1BWVnYoZdPQOCS4QnBbSxz+H83kpjc+JoQeGR1Wc5ibPqzizO076DEk0JSQObLPgN1KV6wdVRDISpQ5+9XluLHh4eBseKAtwC0fGfHnGrnljBgSjH109iTwYWn0Bfpc5SKu2vwmIirvlM5nS2I8xw17KHpkK1X2fB6aP4UPSnMAOHlfHW++dzciKvP3lLMhpZITOw8A4OsBi+ijU8rg3F2buGfycTzw9hpmtXXRbzaxtdCIz6zjd7OWDkun4jUZUEWR/5s1nvl//YClxlZeHZfLn554j7QhLweKU/BajciSjogksT23hJzBHuK9XsY7W6jcfgCf3kjTrONBmEjuwBCVbT14PUnsI5/xbKVWmowqiIQEA3v1xeSLbQh6Pao7TNAgsX5cOY7TpnLzHM1XSeP7yQ/Gx2DDhg3ceeedzJ07l+LiYrq6urjuuuu45ZZbmDt37qGWUUPjG+WGDQZW5Wbw+iP/RwZOjHgw6p249SZqE9PIaR8ibArSbQ/i1xtRBbCdmU+hwYO4vAlhk4Mh7Fjx4sOGgg5pXBxXJozjw6boLbWjX2TPryv578u2klQTpiEtjvunH83zpdOQBYEdiWm8/OKbfBbzHBOI0K8XWVeYiVVWSIrIbMvPRRw2TFZGdhNbmo3SefA8unVZ9BjjSIz0UfOnu/GGo/kHkvwBHIZC7p1/FLMbO2lJS2TAZEQdjngQFYUUp5chi4EJnQNkD0QrB47b140z3sjuymiRIxV4dt4JhHUifknH/vg4/Ho9aUP9VHR0ct3KbRhkBVQVncmLFAiPeih6JAsmnwrHJfP+1Km81GcnfsjLLR9tRDjxKEj/xzUKNDS+i/xglhKee+45br/9dmbOnDmybfPmzTz11FOaYqDxnaPeKbBgfxN5A05AJZkuxLBKXNiHS9LTZYknO9BLQV0XfslAW3wSAW8MMfeuw0ECoGeQRMLoseHkiRmz2HNMBXudOoi6J9DrFwnevIacVXXclJXAPrkAuc1Jl0Xk/yaO48RgO/kFAnRF26vAGzNLiJeg2B0cqVjwQdF0Fh/YimKQsF45hf6P12IMhokIAk4p+mIdkJLpTYxnQsfBIk+OeCveJCut/niKgxHSZYUDwRB+ScfFG/ZgRGV3agw+0UhQ0mEczr/QZY9BHwkTlvSEJR0RnQ6PyUS32YR/2PeiOzaJFLcnqhQACAJuox0xIFEi76NeV4aETKm/DRHYNb6A/+lLj7aNtfGXxl6uvGoN9ldPPlSXWEPjsPGDsRh0d3czffr0UdumT5/OnXfeeUiE0tA4lFxUHGb7W9FCPiKMSsNrUGQa7XZyfYOogCUSIsHvoanTjfJ3xUhN+HmnvIQnZx4FPsAXwJCiI2TS819btxL5Wx1DFgsrC8uRFR1k2jm6pgan1MbpOxvQXZmFFBAJ1Lt4ryCLnVmp6BBGHaU6vZz5B/bTcfIcun6/j9qcfOyBAF6jEbsjjDEo4zfpWTN7Kn11jRS0dVCdl8GTC6eDJCJKEQiK2GSFKeEINyxfTqZjkGCCQMHAJFaVlnL9JYs5cfsBQkYD6yoLWfbxNi5qfIuH51+AKkRHR1RHz4MMShhRUVBEEVSVzOAAQZJJk72kyx+hYkUxmlFuXID35HJ4/qCvgddgQOn0ftOXVUPjiOAHoxikpqZSXV3NtGnTRrZVV1eTkvLlhWI0NI5k0l8/QLjfw9aSInL6+thjrWRh1x4COj2/nbmY2z9cSz9JqIiY8OETDezts0B2BpltbhR0tOYkUtB6gPaY+FF9/zzUxuUPPErWUDcOKY2+mArkz+X+GIqTmNtZz7r8XOI/1uNWk7Gn2pm4z8GcHR/Sa7fwiwsWkTHsTDixvY0Tz7yKy3Z9TLbDQyShAIc1ailYU5FOWaJAh2LB5g1wID2Jh44uZ29Wxsjxrt24ikFrDn6LieN3bGWioxEjfhiE//nwbYoG2/gku4zlcyqwhKNWg0G7lX5THBtTYyjxyBhQSQwECehEfJIOuz/A9tQEKh0teHRmEsJDpAU/Kx+tA6zoUBHjRMI3zGGGonL0OJW1+1SS3R6W1ezGdNcYKkpqaHwH+cEsJVxwwQXcdtttzJ8/n7S0NHp6eli/fj033XTToZZPQ+Mbp2NHdE29LSWZtpRkzv/0Xf7jmDM4vrWe+9e+iV9JIowIqNjwkOAapGBjF8/NXsTK8sm8MSGbtuRYnn3ex+n7dvDK+Ek4zRZyfYMcu/8Tsoa6WJW6GKchDh0RDJEQIclAU7yVjEEo9Pg4rmk3kTo724qzsbqD2ILRHAEpbh/jWnuY39xDS7LEnrhY1uQVccfGdxjv6KfFlopPZ8ZtMtATa2bhvkbmdA8iD4Z4bNE09qakgayCAOdVb+a0bftx0kcsPkDAQyIqgyAGmNxVw+y3t9JpTeLHp9/EgM2O3R8gJhLhxfJFfJSZyWZF4YKGDkyKSp7Xh9kf4CfXJeLOs2BfdApJj32KsrJ/ZGxVQQC7CdWuJ/LwjwDQiQL3n6/H5VcxtQhIvzwVUfMv0PgBc+DAAa644goGBwdJSEjg8ccfp7Cw8Avt3njjDe69915UVUUQBJYvX/6tTMjHpBjMnz+fxMREVq5cSV1dHcnJydxzzz1MmPBPJHrX0DhCEC065KEIAEkeB3EBL4+uex9TOJr6O0x05iwRxkA0FbKIylGNtXy6qBQMBkwRmcfmHsfVVR/y2stPs6GwjE2FFTyeuZCNx+Ry2Zp1RMQediblcPKud3no6DP4oCSbp2eO5+KPt3D3O2+wIiePlVNKmbW3lazug+GCDruZkvYenpsxj/j+FM7bVMtfSmbxX8EtBCQjogKx/hAn7m4it7ELnapiRCZgHL6d5eicZcauXlrIx0QQ8I/0vyemkPrYLARV4ajBzRR4m3n15d9QF5+B2xBPWJQQBAf/u+4P7EzN4eKl/0mqF+J8QXalJ/Mjd4Q8lwfr/EyYn4nc7CL0xFZ0Xh+cMQEWFDC69mQU94DMgMFGXpoWpqjx/WUsSwnXXnstl112GcuWLePll1/mmmuu4e233x7VZvv27fzud7/jrbfeIjU1laGhIYxG41f0+M3ylXfo7bffzu233w7AihUrOOGEEzRFQON7wZ8mlfLTDzczq2U/43qb8RhNyCERA1GfA0nw4DCkYQ+qyIjohjP6dcUmUN65n9vfvRefwc7qokXUZ5TSFZOFKghUtnWxNxM25hXzlx8X0Gcxc0X1DmoNeWS5VX6ydT8vTiri5WmTue/N5TTmJjKztQfFZqSuMIVug5E1Fbmsn5JPf2oMk2vauHTNbgDas+xsSp+ILhQZeeyogsCg3Uyqy4eAwn+t/5hNJZk0JSeQ1+tg+v4+FATCCBjwIaIQwsiWnDK605MwhMJIQoQMn4NHpy9galczxzZupdMaQ4bXAcDU7mZWP3cHb2ceze74XFaVZtJ8xUraBZj4wETSjk9DlxcDdy36h2Ne9YGPt5ZH/QqmzzRy/kUxh+DKamgcfr5OMejr62Pnzp0sX74cgDPPPJMbb7yR/v5+kpKSRto9+uijXHnllaSmpgIQGxv7pf0dCsSv+qK6unrk8yOPPPKtCKOhcahRVWgwWnhq2hS255aCqBIX9BKvuvFg5YWSmWyyTUIIiiTTjwkXEj4MuEn2t3PNumfIc/YyvreBk2pXIipK1Hw+TILHy16TgbbYGAJ6PR+UlhIZrnwoAsX9Q2T3ueiwxNMSf/AhMJAWy6uLK2lNjeeup6tY9sFuStoGR74PWaI6vPK5IksqYA5FMBAghxamuOv46PHfU+LooTkrkZsuXExA0JPCABIyIioGgrw5tZg/TS7mzfICnClmDLj5xca30CshGmKSsYYio8YsxediRv0A523Zz+1vbEBSVJBVOl5tH/O4r//ooMVi6+YgweD3YSVWQ+OLqH/39/d0dHSQkZExUndIp9ORnp5Oe/vo+6m2tpaWlhZOPPFE5s+fP7Kk8G3wlRaDvLw8fvOb35Cfn084HOaFF1740nZaumSN7xKCAP89V6bpwf1c/Onf0MnREn8iYELhxKZ6DoQLseHFig8jHoRhi8HM1t0Iw0ZyGR0BdwLle1rpS7Thio2WbfaYDOQN9NKdEU2O1Gk2ISjKSA6BeIeXW6q280lxBbpABJdBIiYYRlQixLud3Pj6LmJ9w+Wd7Z8vPxhVPlRJJCKCjMDH+Rm8UZbPY++/hm44dDAx4GFCdw91qenUFCbTlS9Q3Bbis5IQIip7E2z0mo30mo0UDu4dqXGwoLmWO+edhS0SYl7zHiq6mxARaFWLCGBlT2YSyW7fiESWvLH7CSSn6HAMRo8TGycyHPmoofG945uKSpBlmd27d7N8+XJCoRBnnnkmWVlZnHvuuV9oW1lZOaqG0Vexc+fOMR37KxWDm2++mRdffJEdO3agKArbtm37QhtBEDTFQOM7xzgCnLT5TYyynzAmhOEbWUYmOdxAgtBMrxqtV6CgG1lKcOutNNsKqXTso5lx+MJJpPW7SHJ4eGfRJBJdDi7+5EMuUsIsPetCes1WYiN+QqFBxLwUVpjTuGjzHpypUZPgpD4HqiASFkWyBzq4d98uun3JI3KaZJmqoycQ5/RiVz2EdXpQQdbruH/2FNptJggpPOWYyi0bV4/s1xkbiyESZt2j9zCxKzoL8QlWUPVszCikMyZ6fFFRkCKjvQHemDiJbbnFSLLMz1ZtY15rNxWLE0gdF8PbuQXUbPZw7K4mZlQaKb6qaMxjfuHFMbz7tpdQSOW4EyyI4nc/pEtD48v4ujl9ZmYmnZ2dyLKMTqdDlmW6urrIysoa1S47O5ulS5diNBoxGo0sWbKE6urqL1UMfvWrX418bm5u5umnn+bCCy8kJyeH1tZWnn/+eS699NIxn8NXKgbp6elcd100t/vPfvYzHnjggTF3qqFxJPPREy2kSQYcFgvvF84l19GPU7RwUusqBEBSZZJppZdSrAgYceOXjKzLmEqPNZmqzCnYB2Umdg4AIMkKehl6klPI29LPI3Pm0VWQBp4ITXYzd6QsokIeZJcliXO210bNFoqKKkStCHpF4dnZs0gOhDlm+1aWHViBisDraSfRnR5Pd3o8C3dWsya7iNYYG8leP+0WI4ZgmJCg493CcmKEMBM7O3h14mQaElKYf6B+RCkAGDKaWJM5HVsoQGlfN83xSSx/5jniHSb2xBaTEhikKncSTnMqk7scTN3dyKVV2wHwN3Wz7s+nctlMgbgFdqDynx5ze4zIOefb/+1rp6FxpPN1FoPk5GQqKip49dVXWbZsGa+++iqVlZWj/Asg6nvwwQcfcM455xCJRFi3bh1Lly790j7PPvvskc8nnngiL730EpMnTx7ZdvLJJ3PzzTdz4403jukcxuQe/OSTT46pMw2NIx1VVsiraeOy4y5ivtNFU1IOYVXh0qr1RM31UX1fQcSLHS82EnBARGF6ZzOr8+x4zRZenpjFhO5NSIpKV3IcSc4hfEETsqhjb0ZqtNLhwe7IaG7DEB+hPSkeWyiCPhzB7vN/TjCFt0tyue+tu3GShh8rRzdtZvWUo3DrBF4pLGb55OEaxarKyTX7uH7dJ3w4fRphs5mu+GKenj6fOF+AX7/4ERZDGL9kxBwJAjAk2ZjZfgBTMMiGP2/k7dJjmNTZw/rsIlyG4TLSMiS4PIz3hJl+oGNENFFWeWGFj0ec8ay7IIJeK3OgofGVjGUp4cEHH+SKK67gnnvuIS4ujscffxyAs846i1tuuYXJkydzxhlnsH37dmbOnIkoiixcuJALL7zwa/vevXs3FRUVo7aVl5eze/fuMZ/D9yZuqK2tjbvvvhuXy0VMTAy//OUvv2CakWWZP/7xj2zduhVBEDjnnHM46aSTDpPEGocDQSeSVWDEJ9rJbOsio3M/TRl2JFWll0ISaUVFoJtoTLFR8NFhjKMg0IYtLHN6wwY6zQkgB7j2R/MYP+Di4m27WbCtF4AwBmIdAQirIAqgqkjhCBfs3kFdhgQIqJKOcZ2NNCakEef2ku508Ojc8QyYjTiVdAaILmMIIQVr/yAJkTAPz/ncLF0QaMxKZltxIWFz1A9BLwhcUF2PbNTTV5iKIRDkVWkx5T0HMA2qSB49QZ1Ea3wqVTOOpdkeS/agH6N8cClBAY6pr2NBWyt/K6mkvLUXU0SmKSmO7Tmp+PsFOj2Q++05R2tofC8pKSlh9erVX9j+yiuvjHwWRZHf/va3/Pa3v/2n+i4qKuLRRx/l5z//+ci2xx577EvzJHwV3xvF4KGHHmLp0qUsXryYDz74gAcffJD7779/VJvVq1fT2dnJs88+i8vl4vLLL2fq1KmkpaUdJqk1Dgczbh/Pbcs2I6hRU356oIvnj5pG9qADtyeRgCQwmK4yvaUOvaqSGhBhuHqBXpHJ8Dq4eM92ztm3iy25ZSR8ziHPjZ2a9M/9ngSB6z9ZTeyghekD9ewryKI2PZHNMycxoauDU6p3sTU3B2M4wOLaXdTF5JMYXaFARaQ6Lo6F3c389fXHOPf0K1FEEUFVSXGHqE1OJeFz52XyR8jd14HPZmIozcSClk8wh/w4wtEHgl6WsQdCvDipnAu21/NJ2XjESISErj5kRFJDA/yqagMAB8xmnjx1PskeP92JsWQFwsgpEum2Q3ZZNDS+Fyhf3+SQct9993HWWWfxpz/9iezsbNra2vB6vfztb38bcx/fC8XA4XBQX1/PPffcA8DChQt5+OGHcTqdxMXFjbRbu3YtS5YsQRRF4uLimDNnDuvWrWPZsmWHS3SNw0D1wzUjSgFAWp+XGzYuZ09hBjOaBhC8FkxOHfrhdQARddTNbmKAECaGlHhiOvy4BRNxqhszAQx4mdO5i8350UqHllCIyoYgBe3R0MOUQSe33XIJIb3EyrISPAYDy9bv4dqq9zl3/6f4lFieKV7M32aOJ9YXYGd2Cie1bufMvZ+S5bqDrel5PD9lMWsr8tgaCHLryk/xWy3EuLyEAxHemDmBJJeXq7e/Rp6rAxUYIg91WLEJGCRK+/rRD4c9KZLEu1MncPV7H3GUY+/IORa63Hxss9Bmi0ZbzNEHuPkcPQZtGUFD4x+iHmbH2qlTp7Jjxw5WrFhBV1cX6enpHH/88f9UHoTvhWLQ19dHUlLSqLjQxMREent7RykGvb29I8kiAFJSUujr6/tCfxrfbzZ2CrQWZnN8QxsK8GlqFtfVbCHB18s+80RuW3YsMSE/VX+9D6MiI6ASEhRMahCREBI+fOgZJA5jSEFHhAy6kJBRUfnth6+S5R6gNjGbnVmVZA4OjRzb5g+iUw6qGWsKy3gpo5QCVx8X79tCr13l5rOPJiRFb81p9V3M2zZILyUEBQPttmw+LcoFwGsy8kFROg//5T1qU5K5+0cLUUSROpIpDEzh6s1tCEA6jdSaJoAAmydk8oc3H+PlSWehitFAxSn1HbgkK13mOPZnJvF6ZSXGgA59JEJ4WI7ZhZCqZTHW0Pha1CMg4CYmJmaUQ+I/y5gUA1mWefHFF1m1ahVOp5O33nqLrVu30t3dzSmnnPIvH/xIp76+/ojq5/vC4R6PWY4W7p8zizV5GQiqylWba/gwdyqPLVxEfI8Xv8GA32DgslMv5ldrVqDIesKqylRvNOlXSDBwwJ6DfjiLsR0v0nB+AwGBlyoX8fPN7+GQ0hEjVciCiItYApjpirFS3D1ATW46oqJQ2NyLPy6Gq7duJISJDlsSRd1OUlw+thak4YnRY9EH6ZBSWJeVT3NMGjpZYf7eFs7bUIMhIhOUJKrL8kYlP1pVNJHLt72PKRJiY9l4blh8Fh8+9Rsu37ODmKFBLtr2Ek0JuTwxZRbH1g4S1onMuvZqMv39VHa18MG4Ccw90EemM4hFJ1NRLlBf333Ir83h/m0caWjjMZpvYjyKi4u/AUm+msNtMVBVlddee43t27fj8XhGfff73/9+TH2MSTF45plnqK6u5qc//Sn33nsvAFlZWTz11FNHhGKQnJxMf3//qLjQgYGBLxSbSElJoaenh7KyMuCLFoS/55v4AdXX1x/yH+J3iSNhPEwXh8mtCzCjtY0pnT1khobotGSzaHsd1ZkHKxNuychnvyUPp95Oa3ws95fNp7yzmYuq1zLRt4FPrQuweFVaYhLIdEdrFgC8OmkqyyvL+PNzyxFR0akyBr2fXTFZNKQk8OBfVrIvK5mUIS9Oi5mLg2F0aiyDRhup/QF+9/JHALQl2LFKbuL9AQASfApvTy7jf16q4sSahmgGQsBt1DPn4yZqUlLoSo4BVeWjnCxemLSE6pwies0W7nn3OQQxSMxQdEkjx9lOS4yVN8onsnz8RBbsaaGir4lVf74TgyzTa43h+sVXcEKMk7L/nkRMhumQX5cj4bdxJKGNx2i+K+OhfmU+4W+H6667juXLl7NgwQIsFsu/1MeYFIOqqioefvhhEhMTRxz60tLS6O4+9DOIsRAfH09RURFVVVUsXryYqqoqioqKRi0jQLQY1Hvvvce8efNwuVxs3LiRhx566DBJrXG4eHh3HE0FqTRlpfIykO70cOv7mxiMsXHNug0sd5Xg00vMbm0hQefjz8cdw1EtzSSEzNQnFpPqfQ89IWbJ6/jFqefy12kL+NlHm0gJOdmSm8u7EyZgCIaI6N7GMOz1L6gQkvS8O6WYXTlJnFbTiNtmwu6PpiSUBR211kLMvoPpiLMH3RT6Dt5j6UNuyroczKrpGlEKAPRBFQMy//nGJlrS46iblMpDtQ0YnQ1c/OkKHKTgFu2kKp+rgojAecuuJWAwALBqUiF/fOvPI/KmeF0s6d9PxhUzEINfVhJJQ0Pjy1B1h9disHz5cqqqqsjPz/+X+xiTYhAMBr/wkg2HwxiGHypHAtdccw133303zz33HHa7nV/+8pdANIPjJZdcQmlpKYsXL6a2tpaLLroIgAsvvJD09PTDKbbGt0xEVqnxG8kZdNFjN3Pb22uZ2dSO32CGiEy2q5+71m1HAHal5nL7cRfx6xUvMam9DlkQ2JpZwSBFxNJMmzqO3614DqMawmWOoSkjg5aEGB59/SkmtnajVwNEoxkEQkiUDXTgkmZy/sYaHlk8kw25mTz4ShX6YZ8DsxwgTvHSRzT7oduk56PsXE7YV8+QyYgxHCZ10EMEkQASJiKERYFegxVLQEEvK6QM+VhrtVP4zn423HI8Q89ZKWoLIirQEptC7lA0rDKIHbfpYMplAUhxH/QsjAg6zE0hqm/ehWgUmfuX6cRN0OIUNTS+DuUwLyVYLJYvhOr/s4xJMSguLmbFihWjYv6rqqpGTPJHAjk5OV9a7Omuu+4a+azT6bjmmmu+TbE0jjAknUB8RSzyPhf/sWYz52ytAaDPZCMYktBLXoThSXtFTwuTOw8wqb0OAJ2qkj3UiSyY8ak28tmHIRTmzrdfY0BMJFtpAaLhSkHSRtKcuPUWtmaMJ6djgF98uJWqoyqwKZDp9vLQommcvX0/ea5Bkn3dOGNtoAvy3rjxrB+fzQOvvIPTbCDB76fWlMgxHfsoVxtwYqdfiKNUrUUVM6iLyyJgsfDB7FIW7duNgMLRL25A19mOi6jy+2n8DF6pFCjv6GVnchmlgy4+TY+WcT15bwtDmcV8KKmYvA5aLNko7qjirwQVutf2aYqBhsYYONxLCT//+c+5++67ufXWW8dUP+HLGJNicPnll3Pdddexdu1aAoEAt956K3V1dV/IE6Ch8V3gifMEHnhZRdoV1QACokSbNQFBBa9kgUh0HT4k6qhPSMEvGTBHooWNPAYrRr1EZ0I807qjs28zHsyKlfr4VIodPajDRUtVoM2UxqDRTmdaPI05KXSkJZPa1ceCli4WAGsLs3l40TQKnC7u/mAXBvTM69hPbrCHiqEC/KIeWyBCCD0VDT2c0BDNXmbHT4w0yL3HHktV4TiOra3HaZO4dt3b5PUNIaKiNrmIYMOAhxA2ynv7MD3/E/aLZu771EC/X2B65wATnUPM2biXstbo+Qxecyyi2YjyYu1IUHbsOK1MsobGd4EnnniCtrY2nnzySZKTk0d992U1j76MMSkG+fn5PPPMM6xatYrs7GxSU1O5/vrrSUhI+PqdNTSOJEIRUs79E/euP0CvOY5ecyaWcCBavwDYr4YFIwAAIABJREFUbSlh0GpEMQm8Xj6Ljrhk7ll8Hifv/pghk5WdiSWszkjl+m2v4zZYCIfNNKgTiWAgFIwgGWPYm5qCPaBi8yk0WHMASGsfpCMnmgs9qd85Is78hjZenDKODpuFYy66mau3ruSSob1kOlyc5aih3ZjAoBqdqSfgGHUqHeZ00tugdnYqO7MyufdvrzGzbyMt1klYvMPlFBFJphGI8Ku5PyZYDb++SOb43ACrG2HlayqNRjuNJ8zktHU7mb6/lRJjgORfFNMz20zP+n4SJ8eRvnC0I6+GhsaXc7ijEm644YZ/u48x5zGIi4v7t+IiNTSOCNbUU91owJs/jYrueiIWL9YhH+mBfrpMSQio3D7/FDYV5lA86Cai11GXksMDC6Mv+BZBZXN8LILlPJLRc9rKLaT3ReMWDT4JhXjKW4Nct/Q4TtrRjD0QtUpIEZnAcK3hoMmA5I3WSXAbDdEHiU4gaDByz/xTeXLGCVy8rwFrMMDsnftI6vAjIDKEHbvgxqSG8UgmOs2JqEYDZ+zvxKeX6LMm47PFsCm/jAW7d6NTVUIliWz0xzKtrYPr16zhhbx4oIx0q8oEIcTrXmVEKWrISmJGUzu246KRGanzkkmdN3rGoaGh8Y853HkMzjvvvH+7jzEpBi+88MJXfqeVXdb4LrFpK+zOjVYdq0ktIKOvAa/OwpTeJkq9rXxcPJ4Uk4VTugbx+XysLssjzxdEp0JEgANWM/aITDJ68rt7yRoYRB65jVSE4WyJpb398LliKgGjnvrMVPSqijtBoHCwB52sIhATdT4URT6b4ztNBvotNt4pzeXJaRN44OkVlHQOYBQDOOVY3igfT3xEYNBqZseEAgTAHoqgS4zltSuuo3afTGtiGvaAn1PuK2Ha3D8AYAmHuGDDOqCMlgfrcD9QxxUGiTfnVdCZEsekeTby/vc4TBNGOxpraGiMncNtMfh8vYW/56yzzhpTH2NSDP5+XWJgYIDu7m7Ky8s1xUDjO0W/U8QUDlDSV8tPjzudltij0Msyz7z5Gksa9vN+5QzU4URBFrMZu8vNjhgjEb2RNOcQs7r66UiMQwGWbK0mTvHiwoqMQCwudKjoCTCxrR+30YLLIpEc6OYXi0+lPcbGubX7uHnNC0hqdPH+o6wKpve7cJkkdidFlwziAyFskQhzGzt4ryyHB049iicfexeDrDIYH8NAfjaecJi61GTU4dl+CJDMAosm+hnw2vAMxjL1tDzsuSZUow5hOOTQFKNDuOsd9A/uR9LnQxB+1NyI9YZZHFWe8YXx0tDQ+OdQDrPF4I477hj1f39/P5FIhPT09G9WMXjggQe+sG358uU4nc4vaa2hcWTRWNXPxkda8cswUJLINXvfpTollZbYeADCOh0vlE9hblMP5mAInzGazEdWVR55/33WTZiET5LYmp1GbEglNhACVUUWBCQUEnAjC3Dnj46lsrOVks5u3IZo/mBVp+O2406kMBRmQs8A7xcW0221k+WJpkl+s2IGsk7HtB4HmR4/HoNE6ZCXGK+fkv5BsvqHeKc0F1AIoKclLgVzOIwiMKIUfMak3TVkLP+ISzffhpqTOLJdefIMxN+shngzJpML/d2fMA5IjXSx0XI0yakSleXfi+zoGhqHncNtMaipqRn1fyQS4Y477iAnJ2fMffzLT4NTTjmFs88+m0suueQftpNlmdtuu43bb7/9iMp7oPHDQIkobLi/ieyeTo5p2I5urYyNPgqdIno5QlgXvQVkg4lXZs4icciDTonQazEzs6WJN2bMG1mDL+91EtRHf8MpjiFa4hOw+wJIisxbEytoSM7AabGR3u8bJcNET4CMUHShINfnp8OSQqZnCBVIcbkBaLNZKXW60CsK2Z09fPZsSfAF+NVbVQxJZqSIidSmIWrzI3QnxiFFZMKSDn1EZtKBVkp7WxD8YXQNvUQ+pxiwdDzK0vEA6AqvHtmcoDiwV9opunN07XYNDY1/ncPtY/D3SJLErbfeypQpU7j00kvHtM+/HHHZ0NAwpnY6nY66urqRAkcaGt8mqgqoMKNtH0G9gX5bHGGMlDp6ePONRzilbjeLmjuZMeBEBEzhMGmDbn5R9RTd9mTSuxwYhl/qus+VWIwbcjNksbCxuIiqsjJ6UpIodbrI8YZpTctGH4qa7qWwTOawoyGATVaoTctlReoCnstdSkHrEAGdisXjJ7e2nXE76rB4DraPcXlwSnqkyMFMh70mK302GwG9Hl1Y5ievrcMaGmRCzwHkgmQiU/K+cjwix1WOfA4fW07eVSXUnf0Ju+ZW4d2pWQA1NP5dVEEY9Xck0NXV9YW6Cf+IMVkMbrzxxlGJEgKBAPX19Zx55pljOsjixYtZvnw5Z5xxxpgF09D4JtDpRWZfk0fjdZmsLZuKrNOROdjJ0fu3MLXJwVV9+3l5yWzkzymuOiVCsiPIgrW16GUFj9XI+4snUVbbjjEcoC3XwoDZRsrwe7Q3MZ7BhKjDnkuSMMfayRQd5DQOoAKORAc9mVHv/v1JMWxJmMPF63YC4NOZmVVfR8TuZyhT4b4Zx/Kr19ZhG3CDADuS48gTjchiAJ2iogJ+o35E1pBBzx9OnMkvxD14/+MSIsdNgNiDGQ3/Hv8ff0zkmAkQDBP80QwOlKxC8UWVmMYrt1Ox/phvcPQ1NDS+ba6++upR//t8PtatW8fSpUvH3MeYFIOKitGmRrPZzKWXXsrEiRPHdJD6+npef/113nzzTVJTU0cpGffcc8+YhdXQ+FcoOi6ZV0+ahdwsIyoyJ+3ZyJsTyvEYjRR3ezEpCk0piaS5BkjwuTmqfSt7rBPQu6MmAps3yMKqXVj8YVBV3OhpmG6moglsbj8ufQg+l4FUFUBQVXSKSlgnkt3XSUBUeeaYKdQnxTC/tnWUfDn9Dspba3mtcgkmReWupXOYU9dGn93K3swkXrznDfrijXhijQhAZW0z644qj+7b3s+BFDv5L+0mkDkV6eyvKZqiEwmffRQAQ11BlMDBOgjK5+o0aGho/GscbufDcDg86v/4+Hhuv/32fyrdwJgUg89qC/yrVFZWUllZ+fUNNTQOEfYcKzS7MIeD3HriyTwzYzbj23s5pvYA8R43Anb25hRQ1LULoc1PY1om+e5oQiGVaB6C3RNzcCTaSOkZoqB2kJCkI6HXT4KziaFUMx1JyVgDfgiG+H/2zjs+ijr//8/Z2ZbsbnrvCZACJPSmIk0QRFRUBOFEzvPO7hdEz37W0zu8n5zn2U45C6ByIDZAASnSpSb0kEZ6L5vtbeb3x2JiTiGhaNSb5+ORx2Nmdj6VXeY1n8+71AaKZIgWQtT1FAYPJ8jjY87Xebxw6QC294jnhm/yCLM4iXHWMb1sP09MuAWtx0ef2la+To3go2G92/peEh2COVxLqM3lH4vLztQ1e3BptaRU1/Pp2N44NVr01V1fKty53sLaD80k900k63AFYoCKJMXWQEHhvOlu48NXX331vOs4rTBoaGg43UcdiIiI6PSe8xUWCgrniu1wM81P7Ca52EJ1RBIhkpkvLhrDqGMn+ce7axBlGVnlozZVRb1Ryzt9L2LGtt3o450Up0djbHXQGqbHHKCnOtFv0FeWGsWAvcU4RQ/NoVpG2vYzZu0uf5KlhGRmXXcbhvRUdmXE8tvc3XhFNaJXItpuY0BlPblyBL8/+glanG39vLi0hPezozkeqENrdeMIEUEQiG80Y5DtmFps2DTtqwEpdY0IgAqJyohw/nLVVB6drSK0i/Py9WcWZBlO9oymslckj7wej0qj2AEpKJwvPwfjQ6vVyrp166isrCQhIYHx48djNBq7XP60wmDGjBlnTMAgyzKCILB+/fouNVRVVcWmTZtobGzk3nvvpby8HJ/PR0pKSpc7q6BwNpj3NZN37TZkWUAtqRlfuZd430kWZ+Rwbd4BEuRCvGhokOKpDExiT89M7l29jxrSSDneSkUP8EZL7E1LJ9Hc0TDPoVNTGaZnesMuItx+D4Ov0/pQYwohyukBQeBkZByVwfHo7R6Si5oQJZmbmw9Rev0wHFoBrT/9AjJwNCKRFVmp+E7FUMioqOUP+3ZyXV4uareX7ck9sGpN6Hw+gqVmfFoBtyjyj8uHsCYrkYyGFpb/s5ARzRqyp3Qu1k0hKhw2/1ZJYJhGEQUKCheI7jY4PHbsGFOnTkUURZKSkigrK+Phhx9m5cqV9O7du/MKOIMwOFO0w7Nl7969PPnkk/Tv35+8vDzuvfdezGYzS5Ys4S9/+csFa0dB4btUfFqFfEq+e1VqJFlNgzqEu9fsZrxlHYZTb+xq3JyIH4XW7SOqxQaAxieRfqIalwiLcnL48+qPefuiKVSFRqH2ejiRpiLO0kSKtQEJkXeGjGLpwFEAhLhctOh0mNwewn3NuCwmRMnvVZDUYOH2HdswemyAgIzA9qQhVIWEt4kCAI1b5ne7dqGWJU6GBvCbaTPaXCvHluYzVV3B38cPpSjKv0aQHxFCXb6G7YuqSL0oGGN4u4HiD3HDneF8+UELsgzjpylZExUULhTdbWPw8MMPM2fOHB588EEEQUCWZV544QUeeughPvvssy7VcVphEB0dfcE6+tZbb/GnP/2JoUOHtllG9urVi4KCggvWhoLCf5Pbqm23CZRlSiJCeeL6a2jWBCJ5LsUjiry+5l0mFJxAlH1M2JeLiA8f/rdnBwY8PpFxhQUY3U7u2bwct6hmfeYgRhdvRpIMgIiEhr0JPdvadWm1CLJMn7patJKXSEcVHvzLeBLw5sWjWTR6GJv//QwxVjPbew4ip7yKoeEh7E6NR+fxcvmREhyiFpPXydHQhDZRALCxRyb9yq1EWOxtwkDn9WHweP3LD1K7a+PpiIzVcNN9Sh4EBYULTXevGOTl5bF8+fK2FX9BEJg3bx6vvfZal+vocoCjsrIy8vLyaGlpQZbb/+Ppiv1AVVUVQ4cObeskgE6nw+fznamYgsI5U/FGESdPuFk9cSBjjhRRFWXkpQkXIYkqsLo5ldKA2Vf/gbIXnuKGbZvQ2URkwIMaDyocBOJQi6Tn26kWIoiVG1BLPgZVHiDM0YoPO1ZVPBrJR3ZVOflR8QDEmM1cuq2A3qpaNmQPZJB4iIhSG82CgXdH5jBr90EmHi7kWMBgGiNOUhwew6KBEWSW1/P8yo0YXB58oorPe/Qnp76MK8r2EGe9hirjqRwGWpGRxYUMLilniTUbl1ZNluzBKEgMvikGY6QSSExBobvobhuD4OBgysrK6NGjR9u1srIyTCZTl+vokjDYuHEjCxYsIC0tjeLiYtLS0igqKuqyp0FUVBQlJSWkpqa2XSsqKrqgqxIKCt+l9qNKhhbY2NczlodvmoAM9Kxu4kR8x/13ryBiJZxoWy3/HDKBgwnRXHasmFi7B8ku4VGrUXskikgjEBsRcjXJLX7vAAehIIl4EJn9zQ6qTFG4VWombz2I5NDQh5Os6Z1JTUAIV9i2oPe5GfDVEaxOf04Cowvyeo2gMFTNXds3EWc281FGP45ExHI8MQqvKDLrwE6WrMjl+GuPcd30e6gPCOPiklI2p6Tw8iXDuGvbfvpX1aMN0TDyn/0JzQr6qadaQUHhLCksLOSOO+6gqamJsLAwXn/99Q4PcoDnn3+eRYsWERMTA8Dw4cP529/+1mndN954IzfccANz585tszH4xz/+cVZZF7ucXfGhhx5i9OjRXH311bz66qt88cUXlJWVdV4YmDp1Kk888QQ33XQTkiSxZcsW3nvvPaZPn97ljioonA2GLBO2o63MXbmD+1YLRDU2UZgVxIPXTKLCYEJ0eNF5PPy/1atpDJK5e/JstvRIB7WKT3MyufZ4KVN2HgZBwK0TaQnUUyPmcHVlC62eeFRIeDFiwh+lUAWEeZ3kJaVREBPH8NITeAQVD3/5BRrBgl72WxqGOO1816lwZNE+4tyFDCstB2B0QT695z6C91TApaUDRvDsVx+R0tJATm0lh2PDqIlJpFaroU9NPfHI1CZGEdhq58TiMoY91/ennGYFBYX/QurCVsK8efO49dZbmT59OsuWLWPu3Ll8/vnn37tvxowZPPvss2fV/v33349Go+Gll16isrKS+Ph4Zs6cyb333tvlOrokDOrq6hg1alSHaxMmTGDGjBncdtttnZafPHkyAMuWLcPn8/Huu+9y7bXXMn78+C53VEHhbOj1fDb6hEBstS7MoxMJ/3QP6ct3c8WxQ0iCwNZeOdSGmBjRcIzxN99BjTEEfDLIEpJWJLPsZFuOBID8hDD+M3gk/7KNZuG/VyMjkMoJBARk1ByNTeRwfDIAJzJjuaikmGbCseFBLwoEef0xEUyYcelldE5whGk4OjiDngdK2toxejxEWltpCPG/+Wu9XhpCY2kglkZ9Ekkuv8AI83gJsNrwaf1GhrYQI271OUc4V1BQuEB0tpVQX19PXl4en3zyCQDXX389DzzwAA0NDV1y/z8TPp+P3Nxc7r77bu67775zrqdLwsBoNGKz2TAajYSGhlJaWkpQUBBOp7PzwqeYPHlym0BQUPixEQPVhN2ZzrMvOVF9Zua321sYceozlSxjV4uUBEejMQ3xi4JvkWRiWluZcugYdcZgmnTBODRqtvdIBKAqIJC6aA09ahsIowEZmHrVXchhcRgkCacgEFHeiA8BERUudNQb4qkTgkmw1tCgCWddZj8S3TVkVxewOH0MYmgm7y5fikaSWJfckyJdEMGtFqLdLjKsbo5KPQlTOYhttdMQ2B7uuIPfgSAQmfQzcKBWUPgfpzPjw8rKSuLi4tryB4miSGxsLBUVFd8TBitXrmTjxo1ER0fz8MMPt9nqnQ5RFJkyZQqVlZXnNYYuCYOBAweybds2Jk6cyKhRo3jggQdQq9WddvJbamtrf/C6RqMhLCys671VUDgLDhf7aKp3o0JiX3gCPRtqiHC30qQxEtTczCUtzXyZ3pt+Dc3kRfit+688fpxn124k1O4i1lfHkHl/xNjsxqP2/1R0kkykupQkTgICAmDyWVkWEUyI14dFVHFVTQsNegPRTiuWAB2Hk2KJLbdQbfQbJ6ZVNFCYFcmEI4d45V8fcM0td3DPlOmMOFnFmtQkZh7dS6xgItlsJtxqpinEREx5HeP3HeM/E4bj06gxa9X4RIFQWQZBIMDtoLdkRiKzeyZbQUEBuHBeCbfcckvbtsCmTZuYOXMmu3fv7vSZmZGRQVlZGcnJyefcdpeTKH3LnDlzSEpKwm63M2HChC41MmvWrNMGS9JoNIwZM4Y777wTg8HQpfoUFLpCQqSKwxFBhBg1BBz0sTc8HWSZ7JZShlRXAdC7oR5rVDR5KVGE2J2MLakk0C4TQiNqh8QjG9fy2MQriWx2EW21MX/XpwyqPAZAU0QCTrfErUf2sSO5L61aLUPNNkxuH3adlq1ZPRHdXgQJZL2A4PS7QrSYArhq5yFaCAc3TDl4nEBBhT0wjNG1VmItTchqK9fkbgHAqg2gSEwk1GJnzmdbcAU5WDIyk21JfRm0oQIDrcwsX4Pzxce6Z6IVFBTa6GwrIT4+nqqqKnw+H6Io4vP5qK6uJiEhocN93zXOHzNmDPHx8Rw9epRLLrnkjPVPnz6dWbNmce+995KYmIjqO/FRhg0b1qUxdEkY1NbWtnVSEATGjRvXpcq/Zf78+axfv56bbrqJ6OhoamtrWbp0KaNGjSImJoa3336bN95447z2RBQU/pv4KBXxthb++caXqH0SDdpAvGoRo9PVdo/B7WHI8TL6HC7hm/R48uMjuD7Xi5UQArFyfX0pzzndzD64nYkFRxlcuR8ACQEcWr5JTOLTfhdzcasDcGBotvKXK4cQo3Ix+mgpWrVIUUQwx6PCmHrwELWBQWRZS9F52nM4966sw0kAwc123Do1rVEGcuqK2z43uh3syori0fFjeWzn5zyyZx2XfrKVgrBY3ph6K3/q68N56eNIPWJ+srlVUFD4YTrLlRAZGUl2djYrVqxg+vTprFixgpycnO9tI1RVVREX5/dgOnjwIGVlZfTq1avT9h9++GGA79n/CYJAU1NTl8bQJWHwm9/8hv79+zNp0iQuueQStNqz85NetmwZL730EsHB/ghrcXFxpKamMnfuXN555x3i4+OZN2/eWdWpoNAZbrObVxetRu0TcCGidoPa7aOWMJKpQQVYxmcweL3f+O/So2WsH5bqtyqWNbQSypqQHMYX1/FNj0Hkx2Ty5BfNGOwu6k1xmGQzQyqKeHH0eBoNQaQ0tLIsOwW3Rk0vs4WEVJn9cWHsTvD/4Hekx/D5W2+i9UlUi9FofP4VBFF2E97gj+mh9roJ1uupNoXTB3+/vKh4YeRwHBoNoyuPUhSejMllpVdTNY/OFJEHjabzkEYKCgo/BV3ZSli4cCF33HEHCxYsICQkhNdffx2AadOm8cgjjzBgwACefvpp8vLyUKlUaLVa3njjjS65+Dc3N5/3GLokDN577z3Wrl3LokWL+Mc//sGYMWOYOHEiGRkZXWqkqanpe2JCp9O1qZe4uDhsNttZdl1B4fS4apwUXreVMJcLJxpEBGRkPKJIgxzEn268lONxMZgjgnj5yOdkVDUCUBQSyg2338hVuceIdMlUBwfTGOQPDNJiMLCiz+WUXd6LsN0NSIIKLx5ORCUwsMqMVa+jb10jWkkmRhapCQriUHR7WqM9aUkszRnF9vQ4ApxO/vzpeuxaNSv79WR3Qhr3frGXtDozYg8TSRY7R+rTiG4yU6ELp8YYhCDLrMq5Crc+BEGWmLb/M5L/U4x+0LnvJSooKPz0pKens2HDhu9dX758edvxt2KhO+iSMIiNjWXOnDnMmTOH/fv3s27dOubPn09sbCxvvvlmp+Wzs7NZsGABt99+O5GRkdTV1fHmm2+Sne1P81pcXKwYISpcUIoezMNc7EAnaJFlFYVRIcybMY7WAA13b93JHz4+QpD9ACsuyWDtoB6URZgIb7Wztn9PKiOC2J2WyOy9Jwi3OjrUG+Rw4jtoRRL8+3ZqNIwsrSfAI3FZfhGBbn8u9PKIMGwmLYt2r6M6yMgzEyai9crkh4dwPDCYZ7fvRYsXrdvL019uZuD9fXnpiiE8vWIbHzkiiHaqeKBpD3+8/AZ6VzSQ1dJCrcGAW+/3oJAFFTuSLyLh7e1IfxyOKjwABQWF7qe70y5feeWVP2jTp9PpSExM5Prrr+fiiy8+Yx1dDon8Lf369cNut1NXV8ehQ4e6VGb+/Pk899xzHYwQ+/XrxyOPPAL4MzUq9gUKFxJ3oxsEAZ8sEoyFJaOG41NLHFj0GM6GZJqIAmDM8VIsIf7VrNy0aPpW1OLRqAh3tPLcmkWE21p57rIbOZDQE7Us41MJyN8x5kGWiXC4Gf9NHnWmwLbYBzHNZqbt/Jogp19Y9K6u48vUAbw8OAedLBHibrdzCPR4MLlc1ISZ2NU/hdEH8wHYlJhDlFTDUzMmMPNQKdoWG4IsIZ8SJQFWNyZ3HcLtH+BbfsuPPqcKCgpdoJtzJeTk5LBkyRImTZpEYmIiFRUVrFmzhunTp9Pc3My1117LwoULzxgJscvCoKioiLVr17Jhwwa0Wi3jx49n/vz5XSobFhbG3/72N+rr62lsbCQ8PJzIyPYELv8dClJB4Xz5cGIOYw/vINruJZY60poaeXTzBoJbdbjxtt1nM7b/BPqX1dEaqOWDV5ZjibYSZWnBjY7H173Pg1ffRr0xlNeHDqSHw02o3ULfmjIqQiNoMhpIL6/BkRqPJVAPgFOrbhMFAAnmZiw6HZJKQO2FDwYN4tF169D6fLw/IIf+jRYyCiqJsNmQAQGwqQw8uHEdrVGJZB6rI7y5hd6OcvalZmBy2ul7rJQyEkjZfAynF/RnLfMVFBQuNN29YlBcXMzixYs7BCXcsmULr776Kh9++CGrV6/m2WefPX9hcNttt1FeXs6IESN46KGHGDRoUAcXiK4SGRnZQRAoKPxYDP9wNwFGL1uSU/kwNp3HvtqEwesGVDQECThlAbVDxqMSTuVShLLwIHLKawlyumggjHyxD4JPhRo3Pe3NqHzQTxTJiwhiWHENs/Z+wZ6kLN4ZPpnasGCyT1ZSERGKW1RRMKgXe5N6MrisEAk4HteTSJVItMNJnV7Hhh5pHLl5NpEWC0ZRw6Bav72N0xSINciAqdWGzucmwOfm8i8PYdUHYAsKYF2vwQTbbYw8cQivT00FUeyPTsRcLTAyUTFBVFDobro7u+L27dt5//33O1y75JJLmDVrFgATJ07k9ttvP2MdXRIGV1xxBePGjcNoNHa5c48//jjPPPMM4I+DcLo4BgsWLOhynQoKXUGyuLn4cAlvjx/JS6P7EdvSzONfrm/73Oh2ow2RSbXUk1zSQF5cLAfS4rFrVMgCbBrYh6SaRgSf37rXi5bxX+0jQm7h0wFDqR86lEWDBzL6cBENnlByCk+wblgfgs0OBh4rgkAX87a8w7+HTuV4bCxau8zJ2GQ0ssycwnIC7dVMPLiDELeT+ity2F0RQYsxqq1/QR47cbZGss3H8BnUpNpOcsDYm7zePdu2MVSSxKA9xRTGhfDHG69njUkRBQoKPwe+3errLuLj4/n000+ZOnVq27XPP/+8zfXRYrF06lnYJWFw9dVXn3XnsrKy2o6/NTJUUPgpEIwa9OEwJW8bz00YzMnwcKoNwcTazAAURsQSU+8/VssyAyqrKM5IYU9iJNP2HMMSEYI9QNehzkMRiVRFJmFo8XDLml3YwvScNMTj0avZk9UHgLoQsAWK3LnnAxLMtTyx3m9VXGJM56S1AUd6DNKUvoz58FMMTfnYMqKJ+etlxDQLfPpUKWaXmkCrE2O1G+OliYQfPoJY0kJfWnDY1Hyjak+QVBoSjZgmc2hMGi/OCCA1RBEGCgo/B7p7K+Gpp55i9uzZvPXWWyQmJlJeXs6+fft45513ANi5c2enmRZ/tF3J7za8adMm3n777e9ZIwVNAAAgAElEQVTdc+uttzJ79uwfqwsK/6MIgoDBYyGtxUt2ZRWH4uO45L67efSzDQQ4JPb1z2Zs7hEGn/DHCSiPicCm02HRaxG9Eiqvj5qIUI70SCSqsYWG0CDuHzucUfkVmFwushuaMTQ5kQWIcvsFRoS1CUGWSG5pJLTZh4SAChmHMYTP+o+l0ej3urmk1Y531X2YbS4KqsroFWokIhRmPJXMNxO2Itq9CIA+IQDx8/q2MfV2laHy+JA0IoIkYbQ5sIfq+P2MIOJ6KKJAQeHnQndvJVx++eXs2rWLjz76iOrqasaMGcM///lPUlNTAZg0aRKTJk06Yx0/iblSQ0PDWV0/G5xOJy+88AInTpxAFEVuu+02RowY8b376uvref755yksLCQ+Pp7XXnvtvNtW+PmhOlKB5rN9OLUC2lYfq157i/8M6M/rA4dxLNrAqNJ6hh07RnNYIMXDEjk0IoOjLXqyTlQzrMCN2ioRbWmgPCmM3T0TSTOZ2B0Rxl2bcxlV5E9M0mjQ0xhmQJBketVVMXP350wo8IcvrtfH4iMQGwn89erLuWPT122iAOBkkZdhAIaOKxKGFAP9XhlA9ZJSAlIMJD6UiTe3J+qdhQDYrhqETdIhAFq3h/DBoYyeHk5kH9NPMa0KCgq/EBwOB6mpqdx///3nXMePKgyWLl0KgNfrbTv+lqqqqvNOMQnwn//8h8DAQBYvXkxFRQVz585l8eLFBAR09OsOCAhgzpw52O123n333fNuV6F7UOWWIpbU4RnTG0I65tYQyhsxTvwLgsWJGh3m2HRcLQI9yyw8XP8N4V4z1UF+41fB5uPxSy9iT2Q0T+/ZgcHqYGJuJd9q/To7HMyMwO304FJJZFe3i9hwm5NWox6tW6JKHcG4gnb7hQhnDRZSqDWGEDckmpBVrQQ7LJgD/A/w+KHfyeT4X4SPjyZ8fHtkM9vKe9Gs3IscFIDuyv5cvsbO7p1OYuN0TJ5jIjBQSbOsoPCzo5uTnGZkZHDDDTcwe/ZscnJyzqmOToVBZWUlJSUlpKWltRkvdJV9+/YBfmHw7TGASqUiLCysQ3Kmc2Xz5s08+OCDACQkJJCens7u3bs7uGqAP3V0Tk4Oubm5592mQveg/mQvgbf8C0GS8fWMxrrpMTD53QMtG2rw/W0zQRZ/KnA1LvQxdrx2idyUAD7KHMStuw8QZHej8km4dWr0NjeCLGN0uxG9coffc5DFzm2rd6OS/cv0bh1g93+myghGV+fPdVBuDCVfG03vJn9SJm9kMEdvmYR9YiazMnSo349gzq5PyU3IIHBGX7Ju6Nn1AQdo8cy6qO308skGLp+sJBpTUPg5091bCYsXL2bJkiVcfvnlZGRkcPPNN3P99ddjMnV9dfGMwmDr1q0888wzSJKEWq3mqaee6nJ2JoAXX3wRgJdffpl77rmny+XOhrq6ug7xo6Ojo6mrq/tR2voxkFucsDgXAjUwuz+CRuy80P8o2o/2IEin8gsU1iLmluIbmYGryELZjG0IPh8aTSyhHjMOIpEOQAqNPLljOdtTUjgaEcmowkpirC0YPU4OVkSyo0c86zKTmXT0JHajlkCrG1kvYo83EXHc2tZ2fKqaqN8lIveMIOjaJIyfV3N4v43c9HiCY7Lp9e9lIMs4n5xGVu/2LGnOL+9Gt7mAIUmhyP0TvjcmBQWFXxfdbXw4atQoRo0aRUtLC8uWLePf//43jz/+OFOnTuXmm29m8ODBndZxRmGwZMkSfve733HVVVfxySef8P7775+VMPiW8xEFt91222kf9CtWrDjnertCQUHBj15P/Oyv0B/zu8VZNh6n7smhF6TNnzPnOq+x8YHEnzr2BWooUtnwFBQg7WzFLUFLcAg1qhH0aT1JuKeZYKpQ4cOHyN07d4EngBCLjx5mv1Hf/A2bEXoE0H+2ngwpBAhBbPWiClMT3uyl9l4B2SWDCM57UqjtGwB4qSsthhxIyVGRQjUAec9OPtUzB/z3+LL0P3z9PObi14oyHx1R5qMjF2I+upKh8Hzo7hWDbwkJCeG2226jb9++PPLIIyxdupSVK1eSmZnJiy++SL9+/U5b9ozCoKamhmnTpqFSqZg2bRofffTRBe98Z7zxxhtn/DwqKora2lpCQvx7t7W1tfTv3/+CtH0hvkAFBQWnrUe2upGPtWfCMuU1E3w2bZY0QZ0NBsWD+pex33ym+eiU53rgSIpHVVyLZ8YIUgangU9CriphX7QO2eX/QapkGRN1aPCHHZaBkSUVgIrC4Di29cogwO0mu6KMWQYrmUN+OPJm8qfJNO9sJKh/CEE5p7cNOFfOay5+hSjz0RFlPjryS5mPn4MwqKur44MPPmDJkiVYLBZmzpzJu+++S1RUFK+++ipz5szhwIEDpy1/RmEgSVJbhEO1Wo3X6z3T7d3CqFGjWLVqFRkZGVRUVJCfn89jjz3W3d3qEoJRizw0Hnb7rd0Zk9r1wh8fQbj1IwSfjDy2B9KS6UhuiYNlAi43DOqvQaPu/i/oBUWlwn3nZe3nkoRmxrt4vyrGGtUfnyoAlQQnA6NJas3vUFRAxq7WsLtHLySVf7vGo1Yz7vbT/0dj6GXC0Eux+ldQUOg63S0MZs6cyYYNG7jooot47LHHmDx5Mmp1+6N+/vz5/P3vfz9jHWcUBh6Pp4M3gdvt/p53wbdhFruLG264gQULFnDTTTehUqm47777CAwMBODtt98mIiKCKVOm4PP5mDlzJh6PB5vNxvTp07niiiu4+eabu7X/wsob4YODEKiFGX07L/BtuTf3IPhOGcZtrKCp5/vIdi8FfdNZNzibHXvU3HdH1yNV/hIRChsQ1+ezLWwgbgJBBS16DW6PwBbNEMY07kCFDzthyIi41No2UQBQlRqDKiqwG0egoKDwa6O7hUF6ejrPPfccKSkpP/i5IAidGuGfURj07t27gzdBZmZmh3NBELpdGAQEBPDEE0/84Ge//e1v245FUWTZsmU/Vbe6jGDUYrl5MKYzR6j8PmmhNOU1cTI8hphqG9j9qzmXHj7BrqweHM0PxOWS0el+ZasG30GKMOAzaDGr2wWQgMyCKSOYG9LI0VdtRNv8BoTrsvqwIzUNnVcitakVSRAwWt3d1XUFBQWFH4Unn3yy03s6CxVwRmHwrVeBwo9DsxOuXqXnYIOKETE+Vkx2YdB0rWzTvMt4x9wbtyxymSOP+Hp/Eh6vSsAjisTFqH51osBebOXYvFxcdS7C+xtI+PQbAhxNxKsrqdT7Lf4rYsMZbrYwTl/C6vQkxh8p4oOhw1jZNxsEAZ3HQ4inmFZTCKENLd08IgUFhV8b3b1iIMsy7733Hl9//TUNDQ3Icntk1M8//7xLdZyTxZosy+zatesXs5ffHciyjPflPYTf/w2u13KRpe+HrX37qJqDDf5/gp01Iv8p6Hq8qbJyH27Zvyy+q286tl7hqHoFU37vRYydEsT8u4zIMqw4KvD6dh8NKwuRD1RfmMF1EwVPHMGSZ8Zd7aR6TQONgW50sg2drobaCBVHko0sHpIFXg9PV6ViFU3cO/MmtqX1asuR7tJoqA/U0qrTkBcXTpnl1yWeFBQUuhdZEDr8/dQ888wz/PnPfyY+Pp69e/fSv39/8vPzzypn0VlFPmxoaGDNmjV88cUXNDU1fS+IkEI70uLDOB/fhpkwmr8+jH5ZBXHrJiFo2/e4A/9rdcCg7nrM+9g0HSoRJB9YDQH4XhtP1GADUd+55+ktKl7cpQJE3qkPY+PvF6F/ZRKqs7Bl+LkgyzKNtV5ESUaQZCRRwKnRIiMQ1ywyu+4bzAGBWOISCXLaGVm4m03pw0iyO2gWRerwR8JUSRL7o8MoC4ugMiqIyXVOkky+bh6dgoLCr4XujmOwfPlyPvroI7Kzs3nvvfd45plnuOqqq3jppZe6XEenwkCWZXbv3s2qVavYvXs3wcHBWK1WXnvtNdLS0s5rAL9m5KImrBiQ8AsBZ24L9k3VGC5vD3JzS28v++tU7KhWMSHJx/W9uv6AikrSceOjcRQdsBPXU0evQd+PiLeh5NQXVIDjcTEkPfIw87bm8uiM8xvbT82OTTb+udbDGJeKga1uBKAlKIDNGReR1lyOwem3r9iRkkptoJY/frWUJkMwTadyFIT6fIwsLiOkxcLQmnxyo8NZnDWEWbsPkXlJBhBw+sYVFBQUzoLu3kpoaWlpWx0QRRGfz8eQIUPYunVrl+s4ozBYvHgxX3zxBY2NjQwdOpQnnniCYcOGMWPGDEJDQ8+v979yVNN6o3rtBHzHvk0M13e4RyvCv8Z1bgAnSzIet4xW33HnJyFdT0K6v846O3yYryZILXFzXx+CIHBJokxerYBekkiuaaE62MgLvQZxY2ETaT1/GaF1G1aU88LuAF5f+SLWhlTMhAMQ0upAtAp8mHktU47t4O9jL2Xh2DEEup0seb8Rj6hGkKW23Oh9q+u46GA+jQQSI1o5FhHG7Nzj1LxynKxXBnTnEBUUFH5FdLcwiI2Npby8nMTERFJSUli/fj3h4eFoNF00YKMTYfDuu+8SFBTE008/fU4RD/+XUfWNJHzXNKy3b0ZjFdEnB+J+8xBCcw9045M6Ld/ihEc3qWiudDFsTwWeVh99R5mYeHv09+61e2HMygAqHf6H4Pt7HXx5s4+nR/nouTEf/eoKIi0OrDoNT0wdibq2BX4hwsDyyC7+bm0kyB5EK+3CSlKB3u3CpxYpCY1h8dAhANi1ej7PGsCUYweYsW8V21MHE9Tq5uKjR7BgQEZNhNmJwe3G4HbjtJytO4iCgoLC6eluYXDLLbeQm5tLYmIid955J7NmzUKWZR5++OEu13FGYfDQQw+xevVqHnvsMdLS0pg4cSLjxo1D+BlEdvolIKaF4HulDzHrndge2YkLcH1USOjW61BnhZ2x7CObVLx/WMWVJ5vxtPq3GA5/baHfZcHE9tTjdMnsOejBECigjdG2iQKAw1Y1Ryu89Nx0nEve3Eupye+aYnR5eGzLVpIeG/1jDfmCIp00E1pXiwC4MRJOKwLgRSSGEo6JMQC0BJjIqqlla0+/2+K8K29iZY+h3LlnM/+3oT1s9mEyAYhxNbBy+YdE2Nwc++3k/25WQUFB4ZzpbmFw++23tx1ff/31jBgxApvNRnp6epfrOKNXwmWXXcbChQt566236NevH++99x7Tp0/HbDZz4sSJc+/5/xDaajPi1nxAAmRM3mY0j61BOFZ7xnInWwCdyKreySzq1wOneCoCpU5AkmT+8pqdf33gZOEiB7m7HASppLayRqeX4EBo2VCNztcxWuXgk5UI6ztGBfy5Ip+yJ/gWEZlIzMTSSKxUybiTX5NeVY7ohEmHCrny4BGGlpSxYOVKNqbm8F7OSKRTNeSHR7NiSDaLJmUT5bMxsKaGJEsTqQHO7hmcgoLCr5KueCUUFhYyfvx4Bg0axPjx4ykqKjptfQUFBcTGxp6zF2B8fPxZiQLooldCcnIyd955J7feeitff/01q1ev5tFHHyU9PZ1XX331nDr7a0eye/E8/RV931yOyidhFIJxyWEE4IQNLch5pbgP3A8m3Q+W7xWlYkeTXwxUmwI53iOC/xviIzJRR1OLRFFZu6HikSNe1t/i4L41Ktx2iXnjfOgONXJkp4NMyUeypYFmXSDBHhsxjkbUNy1FXnQd3us6z7LVnYg5kWhuzMTzwXEQZLSyAwEJPU24URPW7GHBFdl8OiCDPjXVPL/2Y3LjerKs/zj6VdTyWeYAToZEYBTcfNavL3atf64dRokn1mwg3OGk92VnDvShoKCgcKGZN28et956K9OnT2fZsmXMnTv3B2MM+Hw+5s6dy+TJZ17ZvOaaa7q0kv/xxx93qX9n5a6o1WoZP34848eP5+TJk6xevfpsiv/PIMsypVM3k/LNBlT43+QDZTMqNIDfAERosOFcegzVJUlo+35/W2FQrMy7x9vPJ0wPZUhvvxgw6WUiDDINNv8XoWeySEYEvBDdQMHWFoK1eqySE7eo5nBkPFqfl1h7E0mORkBGjQtWH/zZCwOAwNcuo/WmHFqsXrL+8DyWFi17hBH4BA3OQIH3RvRDElXg1XA0IIugejcXCSUcSkvnypPlmGWBDdlZbaJA7fPxzMal6DQ+tM9NQ4hVciEoKChcODrbSqivrycvL49PPvkE8C/3P/DAAzQ0NHwvIuHChQuZOHEiVqsVm8122jqHDx9+/h3/DmclDL5LSkoKd91114Xsy68GX6MLxzeNOL/jBicjICO2LY27dAYaHtoPYi7hi8cScEVHg8SdtSIIgAy9QiRmZvpFgeyROHndNq49YCGvTyJx18Vx1XUmao7b+Po1fzKmqsM2SJHQhGrwNrhpDAjkq4xo/rRzLSapFQ1unAOTf4qpOCdaWyW2bHWi1wukHqmg9CV/qlWvJx0ENT7BL670dpnMikbyE8OZtfMwKhncohZDsz+rYqLZTIgkEN7qRJBlrFoR0epk1A2P8spX72I9YObq7k2VoaCg8CtD7uTFvbKykri4OETR78ouiiKxsbFUVFR0EAaHDh1iw4YNrFq1igULFpyxzoceeqjDudVqZe3atVRVVREXF8eECRMwmbr+EnRGYTB79uxOK3jvvfe63Nj/CmKoFm0vE6UFGcgIGOMENFYvtIKMjLNfCtV5KkAAn4x9ZUkHYWD3wAcn1JwKgUCBWWDVcZlregs4DpuxbW/AIIDgkTia5yT5hI+Q5o62BNbtdcTIPqytHvQuL9tj+zJ+5m95pHYvk6dE47lpxE84I11HlmUW/qOVfc0iTpWKB1cXEONqwCoGYiaaeBqoCfWwJTGNcLMDS5AeSSXgo/3L3Bqgp9fJUgxuJxXRYUzP24WIzEv9huESNTg0WuaPvpGJdfmMdXP2eSoUFBQUTsOFMD70eDzMnTuXV155pU1AdJUDBw4wbdo0AgICSEhIoLy8nAcffJDly5czYEDXXLPPKAy+myBJlmVefvll7r333rPq5P8igqgiZdUYWl4+Al82IehVeKamIdRZIC0c18jeeK7dgOj2IACrWwNw7Be46ngpniY30dMSCNPpaXKdsg31yawtgGt6gyZGj6iDvT0S2TLYnzL46DtOnrtNR3i0msZaL3qPk57VJ6nxRBPkdRDmsvPeR19wfFQ6zp5ZFPSIJgXA4YaAn9dT0eGQ2WlWUxqoI8Rh55L6vQR77HhQU088AgJZjfXkpcbw4O8vQ9L4fzSLxw3kuu1H8GjUqAK0qGUZh95IgtXH2JPHGVhxnHcy+lF3KhmF2gcpJUKXc1MoKCgodIXOhEF8fDxVVVX4fL62AETV1dUkJLQHv6upqaGkpIRp06YBYDabAbBYLJ1GMJw/fz533303c+fObbv20ksvcd9997Fp06YujeGMwuDyyy/vcP76669/75rCD6OODiC6tQJVYZ3/wuFqQMZx88UUTtuJ7NahEkTeHdWXrNImRo1fQiMiTXoDtcvKWfT34SxcYiGy1cb43UXoZvREvioZ56KjRLhamHjMjF7nY1OfXtxwcC05b20g2xhItSeCY4GZlBki0TvthJodAAgypG0vZrNTx6FdJWRVfIG2xYLr1rE4/3ZT903UfxEYqMJrUjOw7CQzjuwh2GMHQEbVwUMhwmpD+o5TTVloEH+88TIuLa5kytGTgH8npspkZEn/UWi9Vv68/gseHTsZQYY5O46RHe6jm6OXKigo/MqQOhEGkZGRZGdns2LFCqZPn86KFSvIycnpsI2QmJhIcXFx2/nzzz+PzWbj2Wef7bT9EydOcPfdd3e4dtddd/HCCy90eQznbGOg0Dm5FiP2Hr0ZUnoCndcLyGje/4ZG3RA+vSydotgQZn2zjyEnGgDQIlGnU7FPNDFi0WHeeD+PSlUoHkGNvDCPPdWtJC7x59EWZZnxBw6RbK3kyoKvABBabZwM70NdgD8qpV0TQIjbS5DDA4Bb7X+7Hl65B22LBQDdWxtx3zwKKbvzoEs/NqqDlWgf+YTNB6rQ22yAgActAgIa3LQGagiye2jVaXl91FCMLhdWjR6118fMfYdZ3SeTsmAjEn4/3LLgIA4k+GMdzIv5PdO+zuP/rWgPC7qmZ2/6WCRCTOeUS0xBQUHhe8h0/raxcOFC7rjjDhYsWEBISAivv/46ANOmTeORRx7p8pL/D5Gdnc3Ro0fJyclpu3bkyJEfL4mSQtf5ZLWDNUGD4RLYnN6PR754H4+o5k+Tf8Pm1GQOx4QAkNDc2iYMAHb1SWZbnx7sbrUSfE0E1aKO21btozozkpYKFdFqEa3Xb4go4mN/fAJXFrS3WxEcCi6Z7NYC4hx1yCqBpsx+eHwqDmv93g8ab3vMA1nge9sJJZsbqdjdQlQfExmTo/ip0E1fhKrajADUkIgHHS1GHTrRjiBDQXgUtcYQ1vZKZExBMa8u+YQjPcLJS86kKC6ZzGYHLrz0rcpHFAQqgtt/CF5RjSug/QfrVQnUBxn5er+Xq0f9vLZTFBQUfrl0xcYgPT2dDRs2fO/68uXLf/D+s4laOGbMGGbMmMFNN91EYmIiZWVlLF26lJtvvrlD/d9uU/wQijD4kcg96Gk7LoqKoz41kYOqcJqMoR3CSq0clsXtm3dhtEqcSIphV0YKADVBRlKbmnh7VB9GHiuDcBNelYp1w/sz5MgJkprrWduvF59l9cfkvo7ZB9ZjDjTx3MTxPP3ZV2RZStrasB8/iTUogayIJkzFhbSqYikIh+TmGrxXDkHqGYPs9IJGRe0RK18/5w+2UfRVI5pAkbQx4T/6fInv7kautuFDQxPh2AkCwGCFUMFGgOwiobWJDakDuHGvnasrvsQqBZF+sJLPB1zaVo9KpaFJE0JGSzlTD2/nQHwSkkqF3uUmqNXFpoEphFs8FCZG0mIKJC1OWS1QUFD49bBkyRLUajUffPBB2zVRFFmyZEnbuSAI5y4M/tsrwWazfe+a4pXww6SlqKmq8SdIigwXaCwz4o4xYnJ7yGywkB8ehEdUkWhuooevhOAYLf8cORrvqeV+nceLzunh+h1HCYhQ45BkzEGBmE0Gvrh4MPesXcmxmFgAlva7jKX9LmNC0TEEn4atWfFMrmjvi4gPodVNidbEwzdN5w/HDjMhX4O1fwZh90+kbsB/iC+pRDZoccy7tMM4WkodP8l8if/aAaeW4Hx0tMK1yUaORPcgPzmeYKuFyIpWtJKPEBy8NXQgNSY90Tb/XAseDx9cMpxg1yDCm5uYvXkHZaGRJDS00GgKYOGVQ0lttBFvc/Kb0SLZvRRtrKCgcOHo7pDIBw8ePO86uuyVoHB2zJwWQGuQlleq9AQFqRl8USr9thaxx2pHLcvMOlyK4HHw+KcrCHa7ERxunl/+Ho9NuoHK4AhGHy7k4twSrpYkfFcms6tVA6e+cB6Nms/T++GQwIuMGoFQm4OJ+w8yck8h9SYjjdpgwt1mLGIgTb4I3Kiwi3r+vuRrnps0iMeHDmNaX7jl6W30K/HHPxBsbiJXHUIflYmzxYsmUEXKpWfO6XChqIyOJPFIDSARSi1u9PjQIAFOAomptVIS7mVnj0yurtqDDz0C8ElOf3YnhpHcbEcWYMLBIlrDQ0EUaQqPIGf/eoJdLsqMoawckgWCQEmEEV+MlhmXeTrplYKCgsLZ0d3C4EJwVl4JCl1HrRb4V6uJallFtRkemDCSdwWJsNpGitJTkFUCf9y4jk19h1IeGUl6SRnJNTX8ofQgB3xh9DtUS17vZEqSowlxu0mfFUXFl/7IVycMASy88nJkQSDU4WLW8SJu2JZLsA1CsNNoMLEuejh6yY1T1FBlMhJfZSet1u/y8tSnu3njhmH0aXBRIhnIpn13QwzScvUb2TTkWwlLC8QQ9cMhm88XX24dUlEL6rFJCKF6vph3PUKridn7d2KUbCSTjxUTNaTiRYULDT0LatnYqwefDc1h0IY8tJKHWmMQPpVAcbiBILuTYLeH1lNtyILAquxxRJotpOfV8kTBVlYN68WrVw3iD/2kM/ZPQUFB4VzoLMDRL4EzbrD6fD683o6Bc7788kteeeUVtm7deppSCt9idbUft4oatgXF0RAXSWmwgeOhQWxL783RpBR0Fg+aFokqfRQl1QaiLRaawwPIT0/ArdNQE2jAbBW44qZQhlwagFtla1OlzQE6NE43wbb2ZECRrTYajIFs6ZHKwaQYHrrhMgxuF3lpUTSZ9Oi9XobX1uJq8JAfHM6a/v2wabS4k0MJmJ5G8N1LSft0Kwbjj/MN93xSgH3sMpy/+xLb2GX46u1cNvdzLtnXTKvgty0QkAnESr0pACdaJFToPT5+s2EveYlx/GPoFfx53BXkxSWAJIMkc+03Rxi/7yiBTv/Eh1ptBLo92AL0WEL9USgnf1PAltI13N3r9OFFFRQUFM4VSRA6/P0SOaMweOaZZ/jyyy/bzpcsWcLChQs5fPgwzz33nJIroRP+uvZDNF4vap+XJ9d/TKtaTWFoEP3NNi5qMLO/RwYAgfb2h7ogw860TDZe7Leod6pF6owG1udCpVVk8poVpBU3tt1v8rqZ9mQq9qQg6o3+h59Fp+etSwdRHBfIkYQg5uzcx//dcznz75jA7x64ktoEeHDDy1xx5DMWDerJH2ZNYeCTc/noilGoH1iJevURNK9tRfPkmtOOrdUNjT9gftCSb2Hvk0c4/HIh7kYXzZ9UYN1e3+Ee78cF/oc5IJeYab1rC+4iO4Is0OSLpVobjYzEsv6DmTL/NzjV7QtbWq8Pk8PJmr792RrbF3xy29/GzFSim8zcs3wt077aQXp1Dcj+djQuvyeHQbYz4pXP0U9f1OV/RwUFBYWu0pXsij93zriVkJ+f3yFQwscff8z8+fOZMGECW7Zs4f333+8069P/KqUb6rnli0/5zfrVyECVIZS+t03i2sp210S9T0ZAojE8mKiaZtSShEOnoTYiGKdOw7iKY2yJzWizLVi33mFpUSEAACAASURBVEnGDi2T5SpUnlwqQ4zMKNlH1YzruOE31yOpVIw7UciQwgbm7v6E3x9YD8B7fcfyzrihAFgC9Gwc0IvUhha2p0Ri1fld9SxaLQfKJT6OH8W4gsME0oqupJEf4uNCkdu+0uKWBB4e4ubBIf5VJY/Ny9bb9+M2e0CWcb+Sj1DjFz3xz+UQdac/UqOqXyR8WuivzKDBLLcbG8qoOGHIYG3WMAJsDQiyzF+vvZiHV2wD4MOL+uAI0BMI3L1+C19ntdvBVAabmH7LtfxuZy7NsSJNRhXX5R5A8ugIa3Uh4iHNd9Lfh10lIEmgUrwSFBQULhy/VDHwXc4oDKxWa1s0ptLSUmw2G6NHjwbg4osv5sUXX/zRO/hLpf6YhT3BgwlxWUh2neSzHiNwiiJWtUiA27+/rfN4GLv6ID6VgN0oktBsRpAgquUb3p84BJu9kVqthgif/36PALIkIAhwxaGTABRnJbB0l4h06gG3Ib0n1x07wJwj7T6yUwq/AW5vO8+qr6KXp5Da+o7bRLFNFryyiIwKG8EIUwfwz4NqXjygJd4o8e5lLtKCZZ75RkOg1UWUy81fdxu5p78XnwTvfOUmzuw36FN7pTZRAFC7vIIbg7MobsrgnhEyd/9Vi1TYTNN1fZiyN4L/bH2fAKcPWSVzKD0Ztd2NxhXGy2+uQVKp2JkWR2yrjXGHStAhcrRHPNF2G4lNLZSH+WNC6NweqowG/jZ5BDXR/iBPK/oP4Ku/vk64z0kY9Wjwey/4xmYookBBQeGC80vdPvguZxQGer0eh8NBQEAAJ06cIDU1Fa22PRiMJCkGXKcj4Yud9DTvwyeI7DUMQbaGgSyzMSqEQc0WhlSXMG/L++g8akrFHrS0BKM6NZ2hFjuX7DtCQ4KOOsmFRxOAVpYpCNBRkBZJQpEduxCAqPIy5sBRvkiNgUz/2ziyjFU04Rb0aPCHEy4Obw9S1Ke6kgn7i3AJOq45so/XPvo363v1JapaZnBRNfvSonhl6HSuO3qMiYMyeOxrv/Fhk0vkrx+5mWhpIv2kwKQDBaglmSPxEWhuy2DmxyJfFxu5PzKUzPpmfGoVQrAG+ZRQOBAeyr4af+Kop3fAgV4D+b+rJJwIlB8KYMQzfyDI5mBkiJMeXx5nxZgBDC+oZFxuEaOKSlEh0arVU2EK4aLDRfgMEpLRyUeL/s0/Ro6h2mhkT6Q/yqHFqG8bb73JRE1wKL56JwbZjm/OUIQBsXinD/qRvwEKCgoKv0zOKAyys7N5++23ufLKK1m1ahVDhgxp+6y8vJywsJ/Gle0Xh9dHrx0bUSEhyhI59jzezp7M2IYWRFsD1x7bzu25GwFwq0TCdUF4HWqgPaPPyJJCygQjsqoKu9fGgdh44jRRFMfEMKJqM3tD+pBQ4qIFE3etysMu6zgZGcyM/Ye5OreEOnoRRSluUc1vr29Pj31RfiWvDx/DsouziHC0suSDf3H5N5VU6uIIkptodDSyN2EIe+NjGThvA2sKWtifEsvfJ13M/2fvvMPjqM79/5md7VXaVe+S1SzJcjfYuGEbMHZMx7QQSAIhTm6AFJKbem8SAgnchJBGSaGGXgIYTHMvuHfLVrN61+5qe52Z3x8rJHRTfwniApnP8+zzrHbPzpw9Z7TnO+95S8mhLpoUOHvIjXbUR6C2Z5hwTxG7u60oGoGfLZ7DdLebJz6r5Vf7RXRPnUabbeTEqkroGh+iV5o1bOkQ2HhZlB+/uIlFLafZU1KEEIfbL1jOzRv2kTsSpMTjQSSlmBzxKL54DJ9Zx13rH0arpF6f21vAbSsuxBSKYU4kWLP/CA8uSeVjqO/qJdsdxWczwy8vQ7qwehInXkVF5d+dj0NUwt8UBjfeeCPf+ta3eOGFFygpKeGyyy4be+/tt9+mrq5u0jv4kUQQULQiJFILV1KjRadILOjq59PvrKcg0ATAiawCzrnh2/TZnZx/9BRfePsojVMKMcZjXHR8M0OWMj6/82XMiRhJQcOPll2Os0vmZ8uuofpIGwWkPOsd0Th3PL8NATASRwF2FFeiTVZQ0zdEul9ClCTSonF8rhyeXVCAIgi4bWZuuuAGHvntn0iLRsmni3WHB3mk7iwcAQ3Fu1LZE8uGvIQtFhSrdfTrjZvgExqBi1/WMzMb3ukBSdRgmpPBrLcEwgkBVswCrYZLrUmKjEk6o+P+BIG4wOCGLj67ay8AlYPDdDoc2CMLyR0JApAV8fJeH1lBkHhs2TQufHI8KqbGPcR5nT0sPt1FqbeHc5r3MTs8QtCtZ0lDG3pJ4XB+FvUXqKJARUVlcvlHaiV82PmbwiA3N5eHHnoIv9+P3W6f8N6VV16JVqtmjfuLiBqiv/8c+lseJRKER2ddSK4/iABsrZzN6mM+9MoIdy69mD57yuqyeWo5032J0RqCNh63raCupxWtlPID0Coyn924lUPWSl6aXQK5Dma19I6eMHX3rieChiTfvnAZz89MJfNZ3niabTWlALgtJpqd5tHWKYbtFjxpWqpGOtCiICMQE7WUaieGHJQNeWm1WgCBQIYDTUCiQ2/lzcpion0JrtzRwoVGsFyYz1MxB1JUITuRIKgVERKw/50YxrjEtY2d/PGsWmSNQF2mwpxt+yec53Smi7RIiA6XndLhEcqjbXRRNvbPlhUIke2JMWixkRUKIAPPV89gQ34u5nCUZ6qKuW/GDH781suE4lmYE0kCBj1NV9TzMdj6U1FR+ZDzsfcxeJf/LQoArKN3jyp/mcTqWZx+0IOwo5elezvZO01Pf5aTnrQs1tefzepjW/Hrx7diDJI8obBwY2YOP5g7i6j2Kn64+TW+snsrIcx8/5qzOFGcxcZpJfQ6bXx2x3EiJgPThg4xNXYKBShOzOVbe07gNep5aUrehH4tONVAcX82L9eVY44lmN8xzGMrzubbL76AJFlpTivF4nDRlh7nofnT+dTuo7RnprFhRhVV3hAF1QamfyqbRW9MQx61mVUPjpAwmRmWZTR/6sF+vo2ZI2Fu2P8Glx/bRrvDxefPv5H5HW2ce7SdVSeb8a6dyiVTfGQ9twEfxSQx4TMaeKO+lM8c2M7GiqlkRD0kRRG9FCdKKhQzKYr89K0nMMkxJDQMaTKZf7KXNwvKeamilKhOS8WQm4jsQC/GcOuMDJQ6+f7NqXoPXTs89B/xkzfbQf6Z6ZN8FaioqPy78bGPSlD55zm5P8APcqaivbiKmzfto7hniP4sJ5IgcF/tdB6cWkttKErF0AgjJgPJZJIj6Xame/0kBIFd2S7Co46e3162miy/SElDkLbstLFzvDq7guv3NXC6LIPLuhsB6HHkYlYsALiicVae7mXGzhdQNApvV0wjpNHx42c28ONnFDSyTLs5i4cvWky3OZPSwABWRIocCZ4kizdXZPGzFWciW7Rce+g0AlBUbUIwiWOiACCq16IIApIo4pX0XJSfZOfGXj67P5UDo34wzK83PEz6oAkv6WThJfrAPoLZw2Sj4KAdBZGDuXN44IVU7Y3r9u7ivgULUbQRtHo/gizQYXXhiIVIRrW0GrNwJnxYE1EWtndzz8tvcvGn1wLwnY1b+e7FK9laWYYrGOJnz21Cq4HevSNs+W5qnE4938e599SSPf3PRa+KiorKP4sqDFT+Ktccc9FWl4oG6HA5+M7GfXSmOQhrBGYFwuxNt7PVamNBv5+Kvj7+a950Xi3IZkeWk5hGgyMxnsdfo8C+ulrO7r2f+Z3z2Fg5BYDVh1toLcyixWXhWFYR0wc7GLBmTujHgq4WPrtvQ6pPB3fw33OvQydLY++nxcPkDI2gIPDk4iWETCaU1jCUKSAIJNDwE10PBdNF0nPSmR9oR6z7FZ+66FIenT0XFIUze8bzHTiKjNSXanjDpMNrMpEeCQMCGfEw0dGKiQrg1lkIugU82VU44z5KvMPM6uoD4EB6NcfTKnD1wOpLvkqFp423KmZjiya485W36TVnoVOSaGWJKYFedHEoCIQ4c8BDtmcQWS+wtaIUkjJus5knF9VzITDcGBwfGAXcTUFVGKioqLyvyB99XaAKg8lAVqAzNO4w156Rzv6aKRgkCXsytcO/bNjLC3lZIAh4rTbSYjG8BiM+vQ69JHF+awcvV5WREEXmD3nRKQpJvZav7drEOe0NlPT24NYWc8fqhfQ47Tw0ZxqPP/4A1UNeNLKELGgQUFjSvHOsH65IkGGLiCQIiKMZAf0GI6u3H+aNBbXodKmoiGq3n4KsMN02C3nxCJ9zDSA4DLC0DDHzV5CU+fWzz/LljRs55/O3YIkl0MgyI0YdL2bl8eB2A6fra9g65adsvu8H1JiS2D53Lt0/akUXEkggopEUHl56BgenXIygKHxhxzauOrqfiEbPCUc5dUPdpEfClPoGufCay7ApAn6TgZdqa7hx/15q/B0IwLDOjgwMW2zM7xvkljdfY3tpCYST77peIDtT4YsFZ6Zz/I89SDEZrUlD3txx64uKiorK+4FqMfgQEI1Gufvuu2lqakIURW666Sbmz5//Z+127tzJY489RiKRQFEUVq5cydq1ayelTxoBbpwucf/h1PBese8EzqREDC2B9JSZXwCWne4iXQszOjrI9AzyYlkhcY3IRafaCFodLB4aocznI6Y3YI0GeG3qYhKCGa9gpCQYYSjDRI8zdccrazQ8PHcZjz/6JLVd7TTlFZIWDCLHxosgeXUOFjUN49WaMMgSJzIzmO1t4aZLryRLgVqPf6xtjRJj+VQ9X/vjK4g/OQLAG8tmsjKZgNGyyPmBES5r6sIeT6JPxPj0rqf55dNttDszufGKG2nMyuP3Z5zNHQVDnOw202tNpzbciaxocCsWDo76PyiCwCNnLEAw2ei0GFh+pIm8YKrgU5V7iKsOH+NQcSmyKHPW4GlKQv1j3hgZCT+9ZJM/5OOCXYfRygrddjvv9bAsqzUD4KywsPrBeoYbAmROs2HPN72v866ioqLyceAjLwyeeeYZzGYzjz32GN3d3dx666089thjmEwTf/SdTie33347GRkZBINB1q1bR3V1NfX19ZPSrzty+1mybg86SabI46O9woRWjHHINIuwwUxhdz+fOnqM3IQbEZmA3oRZXsDCw43YR2snvDJ7GtvKSzCKCiG9kwG7k5quDr667VVA4dkzrkZQlDGFavcl+ePycxnSW8gd9FDe0kO3poSWnAIsyRA95jymDPsxJhRAQ6E/zHnXfZblvcNUD7oJOaxIWpGQwcDiE62s3dNAzu7G0W8kULu/ESPDxHACCidzXQiyTLNO5tFXHkNUQMGJxa9nx323k9CIvFUxFd/LfgzmKItjbTiUVIilKRHBGEsQNaSsFCZJIqLXY9Ca6Uu3U+vuHxtLezzBf2w5wFnDR3ml/iwG09IodQ8AEBO1KFLKOuMIRnhlWi3lbs+EuZhZruVdpeAoMuEoUgWBiorK5CB/3MMVPwps2bKFb3zjGwAUFBRQWVnJ3r17WbJkyYR2U6dOHXtutVopKipiYGBg0vql/+XrTO2TceHmoWVnczozl4jBwPLGXcxobeZQej0+u4ECdyrXgS0eoby/b0wUANR19vJc/VSKE4mxYkCfOLwXEYUWVwaNeTkUDwcZMeuxxJNMcwc482QDOV4vXa4M9tRWUNIyBHKSIWsm5liczMB4VUEBWOALUxqKYExKRGIJrNIIjihct2MzpkR8tKVMBCP2UIx3XFOZ5m8i6rTyxQuvZVg286PN6xGVd48pkJP0AqCTJZY1N/Jm9goUgw45HmVafwsC4JRHuHz3Po5V5OCzuPj+q+sp8Q5zKjuHl2pnUewdpsLtISTq6M+wcE3LLpzxYY7nF3CyqIC1e3dgjsfZkVfK6gOpugsHKkv4xiXL0CChE0FOwn+d3MIVt501afOsoqKi8l7UrYQPAYODg2RnZ4/9nZ2dzeDg4N/8TGdnJydPnuTLX/7y32zX3Nz8T/erOOBh48zZrD0yzCc37Sap0fDcgnkczatiekcriqhhxGic8Bmv2UrQ5McaSYmDoElPVVcr+6dUMSeYSm8sjjoOpkUi6KQk1hhYY0lKfAFm9HZR4E45ApYODdLtchLINeD0yERtBnqy7GyuLWFaZz9zTvfx4lkzyYlEyPd2U9PbRWGwjYzoMKKsEGE8zDGi1eE2Cnxy9U20ZqZR7vXxuUgT2x/5EWl+P93md9um/iGU99jxvYY0ThfngUagO+YiJFmYN3SMdoeTLzesR38izqAhG21UT5vTydcvuIioTs/WilLSvF6+/eoWHl5/L1ok+m0u/PZUmOwDZ69EBvZlmHiruhRBq2dPWR6yAkGLZez8+Rdn/UvzONl8mPv2f4E6HhNRx2Mi78d4VFRUvA89+euozocfADfddNNfXeife+65/+/jud1uvvvd73LLLbeMFYj6a/wrF5Dyvas4eruXiw+lzNZaWeacw8fYMruUw65piFGJLdmljOi05ET8vFJZSXV7GCmioc9qJ2TS4rfqqZS1lDa2oneHyQ/5ebuymJkdQ2T4Ytz65maenjMbwaBj+rAHjaJM6IMA9GUbCGl09Nos/OT8M8eKLT38+ONYQgPoRnRMb+wkP9nLrpIzSAuH0SpRtFKcaQO9SILAw3MXc8zsomW0MFGzK40tbblUp9WyyP8O+eFekqQhYcCjs3PCOpWa2CkkQaTFXsoN+1/BL9toowgBkY32M9m4qIYcv5vr975OWtRPEBf7ikqI6lIhmklRxBVN0JFvYmlTSgwZknEUReGUxYRHK7KirZlvNLTxh4rp1Ht8fKOtH0GS+MP8GlqynRQO+zgjIVOwquqfnsfJpLm5edJ/pD5KqOMxEXU8JvJRGY9/mwRH/5c88MADf/P9rKwsBgYGSEtLeZgPDAwwY8aMv9jW6/Vy2223ccUVV/zZVsP7zR8ej1Di60PSCIijxZEUAfR+EX0oiiEmcXZfHwJaRnRZPFNdz3m6DmoGPfjsoBcitBRPB0Gg+ng7llAMgCGjkwcW1RM0GLjkwGEWnGpkqKgQvSxzvKSY0v4+HJEwfouOipETPDP7HFb0e3l+dvWYKAB4ZM4i/EYbAB6TlbUte1nY2jAWyvjI3IU8Om8xxZ5hLj26H01pNS8znlJYoyj4DCnHRwHQEWXI6ODN3DnIgkirqZCK7gFm9TegVSQ8pCOMWhSc/iiypOVQSRVBHXxj46uYCbCoo4Hfzz9rzBQn6+CWT17Ckp+9Q8nIMOmRAJbhHk5kp/xCHptax+VH97LxwO+4d/lafGl2xKTEtftO4TUqXLi9iUQ8jnJjBYJOraSooqIy+XwcthI+8r+WS5YsYf369QB0d3fT2Ng4odjTu/h8Pr7+9a9z0UUXsWrVqkntk5SQmbp+G9/e9Co5ci+KmORUTgZPzKhnW1ZWaiGNj7uomBNJrjjRwsKuXoYzdZzTvxHJIoAgkB7yYQmN+x0cqCimOSebvvQ07j97ERmRKC06PSgKxmiUI65sfje3mI6MCE9VVhPTmjBJYfSJ95RYVhT8hvHMlQemFGGMxSfkN5ja38uJnHxu2L2VnICPT53Yz7mtjZgSCWrdXmYNDTFtoAEFUNABGrZlzkFQBERZxhiKUuwbRqek8jGYGP8OcZ2I35qypHxp+9ukai5CubefC04dpygQYsawB5tWjy2QZMnV3+XTq29kyTXfZmtx+YSxbk9zopckZJL49VokrYiIQGNWDnetXsCB8nwQP/r/qCoqKh8NZGHi46PIh95i8PdYu3Ytd911F9deey0ajYavfOUrmM2p8LSHHnqIjIwM1qxZw1NPPUV3dzfr168fExKXXHIJK1eufN/7pBEFKodSyXq0xEmXRjhWWMPr9TW4fEHizR3odRpMkdRCHDJpqRtyAxq8JjtHnNOwxUJctu01KkI9NJtKaDMVASCM1yBCEkWeq61iZWsDq5tPIUVsSIhkeU3cd+YqbttygGu2DeCzWLjpjQN85fpzSehEZnX2UDASpTvdiVaScPlDvFRSzbqRPRikJDKwt6iE8xtPox+t1WCUJB569UmMwhC7CqZR3h/GktARIRtBDPBSyUrSPTFM8SDDVgtJrUI+qXLJCiJmwwgBax4RjYkNZ9QSMRnwG7SMmExY4ylriICMojVS7fODLGONRPmcx0dIK/JoxWz6rBYWtvXSYzGRFARKRjysaW7g9nPP5c5z5oOisKy1j1VDHezPrSWm1bJ5aglndIYoLBkP21RRUVGZLD4ORZSEkZER5e83+/dh+fLlY883btz4Tx8ntOhBXMda6KeQJKl987YsG1dduRZtNEq520eBx883d77FgfKpJBPjK365v5WygSFGyKKGUwD0a7OR0NGZlc4Pz7uQsMFAmneY8xv285ljB/HiwE0mNnzoSNArZBJRLGiQsRIhgZaoScCBj+LIAA22EoK5DqY1nSZhNfLbBWfxeEkxK9paaXRlMCuYpMjjY+07W7ArAQRkTLjREiMuGIgq4w6fPzx/KdNPS8xsTFVjlAWw6QbJi49nRHytcjodaan9wSGLkRfrK2jJSuOTu/dz94ZnMSST7Emvw6NLx+2yEzHrCTitZPhHWHPoHUzxKA/MOYOIYkNQNPx86XTafvVVHPEE1jt+R2zUN8EeidDyvR/RTy6KAL9YcQZrVuhZetOUf3ouJ4uPyp7pB4U6HhNRx2MiH5XxuOWLwxP+vvfXf+7L1tLSwrp16/B4PDidTu6//36mTJn4G/X444/zm9/8Bo1GgyzLfOpTn+Lzn//8pPb9XT7yFoMPK+EL52I/1jYmCgCmDHqJoTBss9BvszBH0LAvp5K40UbMAJZgmIROS5rkw08aYczE0aInSUbSQxQr9b0hHn7sAWyCB2siyrMVZ/Bs3Sy8go1Ljh0nkyFkBKxKmAQ6+skkiBkdSYqVQfqcToKYcQSilAVSC7c+GOXcQw3szyvGLzi5YnsbOoOG12aUkF5dgdYnkmZsZc3pXpKChg5LLtnBlONER3o6L9bM5Izj42WQNQo440OkNgiEVGGnHg8GXy99znRyBkZI6/fjMxmZ195DZ7KAYZuDEV3KZ8Hl9hOMGgk4rZzZ0oAlntqGWLd/D/O+cgsX7G7h10+8hVWKoCVJbmCEdmcq/XS+bwQ3rtSZFbj5rT24zq4GPnzCQEVF5ePHP+J8+OUvf5kbbriBK664gqeffppbb72VV155ZUKbCy64gGuuuQZBEAgEAsyfP5+FCxdSV1c3WV0fQxUGk8SRowlMOBBJIJFK4qNo4JLDTTwyt4Z57f3c+/wWNChIQyPsqa/EnWuhvKOPSDSNYroZIZMT1OLEQ0NxJtaYTFRjoM/m5OK2TQDsqqrkF6OOlGf9pInMYUbFiAYdEgX0067LQLbAXcvXEjKa0EgS9SdOs6bhABYplavAEEuQk0hAppWXzpvBW7kplftqZQl3vbiVOxd9ktvnexk2WfEYbTzw9usUuAd5YUo9F28/waEcJ5XdA4iKgpEAVjyAQAOz8Gsc+KM2OoqdeG0S+6ur+I9X9mFIprZSlDV1hI8M8x43BAJakZyuYQR53KAlCwJRnZYXzqhmRtsg31l2HV/Z9Tz3vvAH1l36eaYMDXPvS88iouddjwoBMF89OUmsVFRUVP43f08YDA0NceTIEf70pz8BcNlll3HbbbcxPDw8IVLuvVWNI5EIyWQS4QNybFSFwSQRM+gIaxxsnVHJwoZm4qKO12fO4eZth/CZjUwd9o16fgqYInGW7TkGgIkwrdZMGmxWcgNuQtgJ64yc03EMDUkSYpLOcBZNaS6anDN5dnoqAqPAF+aFWXOoe7NnQj8EoD9bpMdeTsiYcviTRZHD08qxxOKsbDpMHC1NrixEzwhNeRmM6Me3NZKiBs09Cyjs0PBmazq5/iB5viA/XnIuU1s6+c7GdwCIiiJGJYbO0E9xrBPNqFuiW5NOREjlFajwtOHs9CAhjYkCgJPtCYq8XhzJIIoAj8ycz8PLZnPhviZO5Nr55OHdWJJx7lm6mO70dBac6sIcCXN//Tn8z+yUKDLEkzz/27exoEMilUthxGLknosW8lCa+X2fXxUVFZW/xN9zOOzp6SEvLw9RTP3OiqJIbm4u3d3dfxZC/9prr/GDH/yAtrY2vve971FbWztZ3Z7ARz4q4cNK9XWlxLVaNLKWuy+5lF9csAZjIMFwmoGzO7oZzHXRl2ZDAUKCjh6nFQsBwphwBhMYIiIJUYeJOAWJATQo6PBjlXzUjDRT6eshbshlQUsPOknmwlNdPFc/i3Nv+AI/X7wIt9mMAsgonNXdxeHC9IkdFAR6M5w0UkiTmM/z8+v5/bIZbK8uoKEk691cRRilJM6Nzfz4XLiurZktv/sj6x97jq+9tZU5o9UQU+0kBATEpBFFSN3lv1oxi7a0VLXHdGWYpf1bqY2eZMnefoKWVHInWRDoMtmpDbRRFznFtPApvn7gRbxWI7tq89Dokzw9Yw6b8urZXlzOqsON3P78m8hWmch7og3s0Rh2bQQdYEDhrZoyFv/3DRiVGPKOrsmaZhUVFZUJyAgTHv8Kq1atYvfu3ezfv5+nn376A0t4pVoMJonYum044hKLDjcy71QLds0wxxyFbKoqpT/Xwmt1pWypLKCmx81V2w+SPRLg6emzcQXCFLqDWCNx2uzZ5CX7UQKABALjIYeOuI+WghzKQxLrdh5kTkc/4USEx2bXsKO0HKdH4fzjzYCAgShT3D0U9LbwWt1iFE3qYs3pHSEpamityuV07rhSlTQabtYOYN9wiqWtHaQlkrzRJ3P5zpPo5JRvwfzTHTw6YzzNdFIjoJMVDuTU8MP6VRwtcbIvfwppOpmWl+8mfedhBEBMxvGmW9g1fxoub4CQ2UjIYsDEeEnkrOgIy443cf+zL2GNxkii5WRhPmf0e7n9uRdpdmWxq66Oen+IQ2mpXAx1vQOY3mOFMElRHnroSc4/2YTUX4xmYeEkzLKKiorKRP5eHw8eggAAIABJREFUHoP8/Hx6e3uRJAlRFJEkib6+PgoKCv7qZwoLC5k9ezavv/76B+KAqQqDScLS4yE56luQFg1gJkE8S+a+RXPxZzsAGLIbEWUFjSRz7RcvpjfdjiAr3PzGXua19pIV8lAR7OTReedx/e630CgmdKRSI+8vnI5m9AK88GAD1T1dLGrfxu9e6qDX7iIeKEQmdVcew0C7w8HNG19nWncHu/NnYYrFCdt0bF1SjWQzsby5gYbMM0mKIumhMPnrmzmvoZHT+Xm8WldLTpuHkoGRse+X1Ah848iTtNiK8Yu5tDlz8dgsOEZiXP/2cX67bDbxeD8n8jP4UtYCBq86j7a0TC5qamJOgw+HL8jAaCbFuvZWhrXp5CdThZM8Ojvr3tqFI+pnkBwkRHK6AlSVegkajWREgvRlupgeCJEXi9NgMtLgcuIzGHDEUqGPm8tL+c7WjWgUBSFD3UpQUVH5YPh7WwmZmZlMmzaN5557jiuuuILnnnuO+vr6P9tGaGxspKoqlbXV7Xazfft21qxZM1ndnoAqDCYJXb4Fuvxk0E4aA8joWd6e5Gu7tvG9i0cnVxCI6kT2TsmlNz3laKJVFA5MyWdOWx8FsUFsyRi/rKkmJzzEFUe2IGNGBl6pW4kxHmN6dzPlQ50YCJLnbwegwD9Mj9FCJJqqYeAza/nG7g0IQJF3kLSRvWysnU5rbg67XE7OCPj48YZf8+m9L9CQXUBln5vd2QsRDcOcKJ0NQEVrPwEltcCKKNy/YjYUn8EPj+9ki9vEltpK/EYT5+86gSkhcfMbe1n1pctZ0NbH3uwqWlxOAH52Rhb/07OF4vY+igcHKBsZoHRoALfeSaczG72cwCAHubT/dV6unMVLpfXUdoRYcaqdKZ196BMJtlSVsyMnjSV9HjLjCcoVeDvdxqXXXMJ5p9tpznAyPC2H7F4bQn4u4h1nf2DzrqKi8u/NPxKVcM8997Bu3Truuusu0tLSuP/++wG4/PLL+da3vsXMmTN5+OGH2bx5M1qtFkVRuPHGG1m2bNlkdx9QhcGk4fzNWUTWPI2LbgBEEshocYTCICugEdAnk3z31dcQ4wrmeBxjEmb2j6AV9WydUcXC1xr4j3OvoC0vh6T8rsu+Fg2Q7evnkoM7cEX8gEDif+1l+S1G7p47l5n9wyStSa5qbKfdnsWW4qmYEgmWtO5HjsS5e8E0egb13CUlmdbfxbT+LoaMLgyZUcpHWsnyD+OxOAmZDVgIk8YIUUHPC9Nr6XI5cA6FmTHcz09f/COSILChahZdLjuFbj+Xt3Ywr7OLp6pLxoSBIgjEdFoEID0WoHQoVeHSFQ8zFM1jyGzifPerbC6eykVrb0UrKWRVhDDFE5wsyuGdEif3L5hHVK8jGIhQIEuscCX4zMtbODq1GMO6GmoGB7nm8Xuw5puJ/GwNimoxUFFR+YD4R/wKKisr/2KenGeffXbs+Z133vm+9uv/B1UYTBJxvYE48v96VSYtBBcfOMXFp/ZS0euhS1PAHG8zf/rdH/jN0vOIGFIe/F3ZLobS7NT2e0Aj8NMFZ7O6+Qhp0Qgdadl8cu9bmBPxsTqGAiIhXJgYIS4YyXUnWNPURN3ACBIiz9SczX9euoKIXg8KuIIBzm8+RTwq02p18tM5K/nq/teR0PCnaStY2bAPScnm6t2b2Fo9wFsV01jVsQOtImNTQty8aSO3LVvFI5lTubU5FTopKgoL2ht5uWY+hieWM+WHp8j2j3Db9m3sy89nyGpleWM7JR4/Mb2OQ8VTqO3pRC9JxDRaxJjC64sqWbhlGwdzS8gMRHj00Zcp8vrpSLfzn5cvJ6ERiep1WGJxPrX7IDMHemnLy6I3w8nqfY1UmPrIfOlFhHjKH0PRiUQe+sIHNOsqKioqH31UYTBJGPJNnNSVkc4AmYkhZERAYHn3YU4XZbPsZBMjWgfYBWRBw9yuLua3tbGpOpW8QpQkjJEkx3NSiXvMIYFnShaxpn0X1nCQRMJKDDCQEgdDQjpHMuZh14SodndhTCZYMNCFiIyMQHtmWkoUAAjgttp4q7yad7XL15ZdxRNTz+LzBw8QNKThHK3PICCSMTzAQEEdWmVc6BS7PZCU6LPYCej12OKpfAgJtExt6MfyvSg5Liv99jSWNnXyo7c382z9dP7wpydRFA07C6fRk5nJA+eez8y2ZmweD384cxb3bPwtjliQKW431+w7SpHXnzqf18/qEy14DAbWHG2hYtBDri/E6ZxsXl5wJgD7Kyq5PtFIVnzcSVMz6J+kGVZRUVH5c6SPfkZkVRhMFmKuCf8dZ/L7F4pYe3gzZZFWDCTIj/by35se4HhmLq2mMpQ4nLIVUudv54Ij+/FYLZzVfgCnP8QrdfU8M7uer725m7o+N4KipV2pQSspaBEQkCmjFT8WdhfU4k230Es6vY50VjQdQTu66mtQmOIZ+rM+Fg74GCjIhmTK7rC6uZkrTxzm3kWLx9rsnFLL5in1nNc9QAQDJmJERZEHp88BWSGi13LdlVfxpZ07MMZl7F0iek2SwzETvogRXDp+uvoyGh02uixmPn3Fp6gb6MUYjXDlttfJCfvIDqQWb91+HXuyF5JGL/cvuZYrNu+Z0N/P7NqPnNBjCkg4iCAg05fpGntfEQRGPG4SC6vQ7WhEMeuJfe2DcdZRUVFRAbXsssrf4BePRBneEadUEDhcVkrZidNj73XZM5j9+TtQBA037zmOEE1yd/5CHILA71+4g4yIF4AZfY28Pq2cur5U6mJFEAgajGTEUnfzChqeK59HRVuQkHm8SJDfaCGiMWOTw2OvrT7WxIh2I8/NrQZB4fzjjTxSNxN7MMZtO7eyoLeNuX2p5Eif2n6EdlM27gwzz81dCsAupxNtUuY39WV02B302uwggFOOsrGmmo011Xx653E+03WAwRwHvvTUlggaEWs0gs1qQiPLdKelM2y1cdWp45w5sIsI42GEVcOdvFC7mBfLU0k8OrIymNPalcoOicC+8iquOvQmTaPln3VaharPlnFwN0hJMCSi1BzcizY+QmDT95DLskFNbqSiovIB8lGtqPhe1ARHk4AsKxxsSOIIRxCAHks+g+ZR5zsUNhdXs//+Ozj0mx+yLc/KfTOryAdKIuExUQBgUQI888TdEy40WSNM8Fx4ccY0GnJcWIPj+YRt8TBp8ggxtPgMRnyimQhmLj7UxB8ffIkNv/0t5+zv4TdPvUG+L0BhLMGcvh5eqZvFly67nl8sPwdNPIlPN3FRbSrOI1vQ0msfFQWxEKvaUxkbc/0hKgIhBrPsaOSJdbn25WfwemU23935POuf+Cnf2/E6UYOdby69msR7rsCAwYIlFuGNqtTCv7+qhIb8XMKCnsa8XPZXl4xVl7RcOYWKpouw1NrI7xsg0+2htr0ZV8iT8i+wGlVRoKKi8oHzfiY4+r9CtRhMAhqNQFmhBrfbQrbfx6y+wzS7cvjvJefzra1vcuGpU9gSqYX8ouOHic1cik2SiekMdDgKKfaNZ+oTNRrs2hCdOheKLPPowukIaDi7a4BT+ZkEM9LZN9vFr15+iq5ANu3pWeSEe9gwtYwHZy9n+5RCXrjvGSoGU4IjKWg4Jlaji8k4YjL3PrOZffOreObybJ6xl1PVNUBZu5dBqQB9txZDXQy9LJM+EkBEYo4skxlLMGA0cOfbv0EftDL3eIh+pwOMOnqn2MnwD5MeGCGqN9FrM7GpPJ87NjzP2qP7ACj1DtBpsdOZncW3V13GyhNHcIaj9GiycSsGajt6Wd7Yjt9sYv+UTJ5ePoekVsflh7biiWYimkTyvlaF1mmg6Red6CIJdCTwGdIZsGSRuaoUuTL3g594FRWVf3skdStB5a9x2/UGNl96iNntR6kZbgUgK9DFd1as5TevPs2B3Kl0OPKo9MZIvMep7+5zbuKrG35PaaiNkM7E/WddT2g0UmGrK43dzjQyY3Ey0qz4jQbCOi1f3f4mICD6dRT4Izw6fwmPz56OImhwjYT5+qUr+N767aSHIrw9fSqrt54cO582mrq7Px5N49M7d1PemyoZGkfEEIdzNx3BFQ1hTEp4LUYOzphCMbC2YRsOj5VB8pnWNUSOL4rWHOETbRvQKwligolebSUXrrsRSdSQFQxMGJ/zTh8kYj4fkDlUNp2ixn5cwSgVkRFKXj/IUI4NaySBmExS4G2hrqETjSTgxoW50oqp3AqALW98C0WjExBe+hKR2Xnv93SqqKio/EN8HLYSVGEwSVhfO8Gl+/cSM4xnC6wYGaTZms4rNYvoN2WPvX7nS1vpz3DSXJRNs81Cf6gKCQthqzgmCgDmur3ogNpAGL2isKMwg16biR57GjavjiCpJElXvdPI3oIiGnNcaGUFgTjXXr2K83sH8ZktuAaDnHmyC1FWCOdbqf+Ek+bnu8dEAYAWmRfOnknp4DD5J1LOgemhKIv2NXDtJ1ez4tA2wthRgPhoMZBlnTvRKwKgw6BEsUse1h5uxKtX+O3sJWQENdjiUaq622jMLKPPbETSCBQEwjjCsbFza8YzG+Oxmvnl7Hq+7olR2+MBwJIzftnOvD6VRjTQG6NyVSaW2Wn/2sSpqKio/AtIH9Htg/eiCoNJQIlJcOurgIBfayM9FgLg7ZIaRMnAsbwqMr0pwRAXNdx50UJastNZeLKTISV1Bz9EAfhl7KEgfouVutMdzGpqJWzUM+I04LXZCMW7+f2MRaw771KeePwVDOO+hlR4RmjMcZEeCbD5kXsJayx884Ir2FJVwM7rl+L0R/jtT1/BOTUNc5kJeyyAjDBaFRG8ViPNpdlYE+MLtoKCIx6lqm+IYk+ADvJIosMaTIDWS1oySKr6koCCiEEIcF7LRn45byrnNQ1zpCDlVHjSWsGhPC0PzkzVWpjTP8RMnZHV+5tRgGNVBTgiQbSKjEc08PArWyju6SCJFgEF4fh4n7R6DXM/VzRx/BX441Ho8sFV9VCiagUVFRWVfxhVGEwCylAYKQ4Wggyk53LTZdfjiIb5U81cVhzrYPbRJtoKsxCBHWV57KnIB+ClM6oRR6K8PbWIFSc7CRhN5A67OavpGAXdfgTAmEiQE/Bgp5ElTTF+X3cWNx4+wH0rl3Pdm7tJD0Y4UpJHR0EORaERfv7a01gSYCFE7eBpnjLUAOCxm3hjbjlLjvfQcW83WbKFIsGAqJMwykkcsQizT7VzoLoErSSTPehhY2U+Q5k2TmQ4ObGtAGNo1BNQESgLtE8YAwEBqxRhZl8b5kQSURz3MgzajEwJtPKHV4/z8zNXciA7n8JYlO0LppDvH8LjNGPrDRFKS3LrDXbEkIXEZ1uABABJwfg3x/+uHXDn9pRqf/iQwt6bwPG3P6KioqLyvqDmMVD5iwh5VgKzKnAd6KI1PYs3KmeMvTfg1CGb/FScivPE4pkcKMia8Fm9lOQXK+cQLs0grNHQbLUwvT+NG7t3j7VRRk1VxoTAvvOGeOVUEYNOBz+54lwUSSGmTxVv8trtxHTjK2JOYGKyH2MiiSfbis0bIuAw0pPvxKGEcWu1tOVnUeweQWlrZmdVMZuWzSJh18NoZcbjhbnMOTU4dqyspJdUkWcNEuLYhaVVZKyJCKftFsr8KctJnr+Tq4+vB2BN0wFq1t3Fl7e/zOyeJozJBAl0dFNOEh0muY2BYDrW9/RbOyfzb47/O++psjwQEmjzKsxQfRFVVFQ+AD4OeQzUcMVJQNAIpK+/mJDRwq7CcsbyFiuwZn8LMzoH8efHCOokVh8+RdGwD4Cp3UPMau/h8tPdxAUNvy0rZkNeNo9WlHPaZSWVuSCJZbREcUyjoPx2N8bRVVgRhDFRgKIwp/M0cXHcsXFOax9LT3WS4w9R1z2EVpAoaB+iorWHM48ew11ixmc1s/GMaZwuzGH3jCoWdjRS33mI/9r6HDP62seO9cC5s9lTlsug3UyG2IUDb+oLIvGFT3yGuJDq1InMCrRYeKOsgJNOO6ZQmEUdu8aOkxEOcvXx3czvaMCYTFkEdCQwE0AAwt0Q6o4yrLEhoSEoGGDm3xYG55aPPy9NV6hw/fW2KioqKu8nkiBMeHwUUS0Gk4Rg0hK8bj5D3jSWNpxmwGZh2GKm35RGg3EK31+0lP4MO9/ctJ9vvbSDmFZEMhmxJiMM2Sx02oxE0oykSxJLO9ycKprCqUI/MwcPEIzIOCIJ3smYR/4+L2vKWyk63kZbZhaSoNBpT6fIH0IyG9k3ZT51Q0/jFrI5YS/jhjcPIGsFnp1Rjs0XxSDHmR1sRFRkit7p4/H5y+E9F/O+knIyBMiKJ3jrwduZc8uddDizsAdDzIo1EE/T0pZhpGo0f1MMC7NahggomYgkOWGq5vyOfhAEnL4hij29NDurKAykiicdzSpiWm8fremZVHhTFggFiI+WjBavnUHu8S6OPW+gT3TiEHzkXFr2N8f+C/NgilOh2wcXVINF//7Pr4qKispfIvn3m3zoUYXBJPLo1HP50vdf4JurVnIyL7Vl8OTCGs451kahN4jDoCVqtSB4/UhmI0m9jhGDDmMiQXGoBazz8AJPnFFDji9IqRtWrf06AJcfPcnZzV20xDPRNApMG2jnvFNH6dBl4UukohPap2TRXpHN0zPXkNsxHnGgSSr8z8uvoygaBo1WZEFgR3YdIZ2J3F43HdnZSFot2kSCblcBCAIdrkLMiQjfXf8Gg8Zcrj/2FunRCACHs/K58fzPUOvxUOqRuaJxD5tLS7l+9eXERC03H9jH9ScPU+gZoNdqJWRS6NFVcCQ7i+su/CQJUUu+38vBR36ATkmSRItJF8Bw9wpM19dw+6YZCD2bKB/20P+FxdQWpP/dsT+v/O82UVFRUXnf+ahaCd6LKgwmkc7mOJ8IxmjJcYJeA4qCz2wkKmo5XJ6LM5kkZjKATcSaiDCi1+G3mAmZjEhCBmmROCOm1O3uiNlIxBvk+5t2Y0xK9FlMyIIIgoAsQ0NOMYV5Nnx7jbxbGamobYj2imwCBhtmWxxLILWQ66UkellGVCTsyRit9hz2F+bxs8WziGs0XHP8BOsOHCaq1fHswvG6CcOWNN4oreGKbYdJGxUFAOnRED2uKfgcZbRnBzij8xi3nb2KgCF113/vnHncdOAdHqxdgSRoeHVqKT/a9DqP1M8nqRGpDkdxCAYemHcBX9zzEnFRS9jiJP36GiQZ7tknIi08F4Asn8Ilf1a1UkVFReXDQfKjrwtUH4PJJE+M88ji+bhdVtAKoNOQGwyR6Y3g8kdocdp5qzSHrRUVZA35SGo0hMwmEAREtCxt7wOgbHiYiqFB4loRYzIV5J8biiC/Z/Y0sSQvfPEThGzjdvOkToM2kUCfSDDitDHkspEXdDNtsIunp03lV2fMIWpIcqgknV+cNYMIGiQZHq2pRUnGOeZKo8OSWtxjGoFny+vxmB005efQYk+FCMrAfXMXscdm49nsDB7Oy+Z3c2twZ6ZjFAWu6+pnXWc/b5TNJT0SJzcQ5L/e3o4lEeXcti6+vucwcwaGSZckdlXN4WRWBQ1pU9FNT3kLihrIfo/nYZ5tEidMRUVF5V8kiTDh8VFEtRhMInMXW3m+J0FcNz7MelnmWGkmiigwp60bRyTGlZt3U9gfIBoxMrR43Eye7feCVMjcjmYOTSmjonMAAinPfkkQyAp5CetSCZBq3d1c/nYS17kzueuJjQC4YiMMDFsZcGSgCAL7K4vB4OP7xQvYWlIKwEt1ZRx5+Ad8/eyVE/o+YjBwPDebVwuysCeSRESRSl8IZyzB1K5+npmzhPS4m+v3vUJUSOIZLenss9n47qqrx47jthpJGwmhCCmLydyeDmyjuREqtW5iOjO2zh7esVsxx+Ksr1jA8pIElh/NGjvGU5fJfH+LBr0IP1quWgtUVFRUJhNVGEwi81bYGAkMst0bpUEygqLQlWHnq19ImcW/sKmNWzfsAEBHhHnuHkInDTRVFuEz6niitgYEgV2ltSxtG+JESQFaSUYfj/NSdSlTB9P4yRtvAdCQlcWgxcLx4hz+55J5rD10jHtqZ7CruABFo8cuQdawj9zOGNuWlIz1sdGVQ6fdyX/vWs9tCy8GBD7R2sgZfe3EtSIPz5mFX6/DlJSYN+SlcNBNWjDCmceP056Tz2P1lyJobSkPv0iCco+fq9/eT0wr8odlM9iUm8Ehu41Lo1HqGtvGRAFARjAVXaFRFGzhCJW9/WiAna06jC0xNhxOcLo9SU2tnv8530KxYyxaUkVFReVDSeJj8BulCoNJ5NTxGNu2Wigyj3AyLyOVf0BWmNPrwZGQcGfmkK5rQ59QsDBCAg1Z/V5c/am6Anp9ks2uLM5v7GR6Sxdek4knZ9ewJ9dFUqNhb1EutxzcwCPTz+fl8nJEGSyhGK/VVnEy28Hx9PyxvtQOePjipoPkuKMYJZnIaBrjcu8AhX4P6w5spaQnzlR/H6X+VMGlJV3N/PHp5/n94rPJi8SwSDJWf5SgaAQZMgYCDBSmUe0JUhYI4hdFbn95B4ZkKj7TEYnxrYsWETYbea04iz9OKaL8iSEq3Kky0oO21B7BkVwXHVbDaDFlQIFdjwxwWMgAYPc7Me7pslA+zcBT58XQqhtgKioqH1ISqvOhyl9D+6d9vPiSgxFzOg0WC4qSulhkQcCSkLHFkgjJJPvKKljceoSQ4kKUFPJiQ3QZctHJSa5vP8lVs2W0W06SfbqTqKwnIsvs+8Qi0GhY1N7OaUs50/q7eaGqkoBGQAzHubJvCEuwb4IwsIVj6BMS+4qy+eobuwk4BRQUrjp2AJ+URY8uBzPBMVEApKopdnexKRAeu1CESHz8O0oy7Q4b7dnpSEBcK46JAgCXP0xpIExxKIpbr6NysJt86TToBQ5kTWF69xDFbg+rjincsXIpgiyjaDRoZJnIsRGozxg71tTBABu6LezqT7A4T91OUFFR+XCS+L/uwPuAKgwmA38E8+ceJPiJ/8RtMmJOji9koizjiCYwyTLfXCtwn3QOeW4fVcOjMfwOmYO1U8gM+6jd/w7Wd44gSDIgYCZM0C5SEYsyq3GAs061MWx0QRLmdDTyYlU9AE/nZvKZk37qBtwcz3ZhTErUDvTz4+Vz2FWax082vsFXth0Y61MbxeQl+qjpHkFGC6MOM0m0ZMSGmN26mydnLsdr0NFRFqd0tIRz0KjjvrNnUt7r4ed/2Ig9HCNo1CEbRVAUIhaRT+8/QdBqZtiVzoyuJt6qqaGuv5vFbSdxi9kkNRqsiQQ6WabJZeaiQ81okkkICuydNiWVU0EBSyKJgEKGcVx4qKioqHzYCKsWA5W/hJBIIsSTVA62cNqZRUkggqgoGENh1r25l6pBL0+tmc+c1iqqV0h8cnvKcS+sM/DH+StJilq86XZeReHKdzajAD4c6IjzhXd2cc3BA3xv+YoJ57z68Gm6cvO4+sDb1A0P4DWUUD4wTK/DRkNxNrccWU/99d8EwB6LTfis3daBJeqh01ZIa0YRdT2nOViYyYmcAj5x4jjXHtqDJGt4vbSWI4U5uE8aMSQlfn3eHKIGHevWHyAtlDqmLZLgdJFIa6YLl08iyz1ClnsEv1HPt1Z9gqAhVSb5m396jZ/PWUBUq+UrO/ewq6yIEo+XsoEBvEYzXuzMbT/J/pIaBCCiTfLzOi81TgMqKioqH1b+X3t3Hh5VdTdw/HtnzUwmySSZ7AkkBAIEAoGwo4AsLqBQZdVKixVFWxfEan3VVlt9tcKLWLcC4sKmIKgogguCKKJssgUCIQmQkH3fZ733vn8MHUhBTQtJCJzP8/A8M7nn3vnNuZeZ35x7Fnv7zwtEYtAS1NAAHI/fzLC397Cx2xA0QEJ1A2N/OIi/W0YBEjJycfXvxsEqLQ/fdAuLPngPVdLi0Z45JfmBoWyP6EqPsgIURYPxdCNVkNPJxEPpfBvXlR4VVVicDvpb6ti0byXWvQcAaNQd5Z99fsPhjjEkSxX0qCgmoaacE0E2/jFgMMPzThDZ0EBeSChf9ezL0JN76FSZy6YeU3jt6tFs6OZdznjuyOv4cf5z3HpwD5MOHKLOaGBt72uo00j0LjvF7i6xuHVaX8yyRmL2xBupNxmJrKnniY3b0SsqFUa9LykAeD1tIHa9d/rm+UMHYvHX8sKHG5GRKIoKpcOgcGY0HOWqrXvQqgoptkYa5z7ewmdOEAThwrja6RDFs4nEoIU4Hx1Pwn3XYfqnA/2RekYezCaowYEqSexLTkDxuPnH259RazLSMKIDjwybRmRVPd1zyynsaENSFKIKy6g2WsgOjCKhuhIVfJecvwoGWcO4Dwagd7lJv3UPaXv3+17f7HGSfnVHxg4O5NqBwewZdT/vhMi8ctROcYHM0Lv+wPjcU3S0e5ONz7uP5M4dKwA4GXxm4oAak5m9cR0YeygdAxVkRvQn2l7K0LzdOI4ZGH4inVJbMOopDxVGC0tG96be5E0AioMsVPibsTXYsVXVYXK5sJ8e1hjqqKPG4J0jQa8oPLhlL2v6pDFzfzrJd3fGdm83YADJG/YjVdTReHN/76QGgiAIl7Jm5AXZ2dnce++9VFZWEhISwsKFC0lMTGxSZu7cuXz44YdoNBr0ej1/+ctfGDVqVAsF3VS7TwwcDgfz5s3j2LFjaLVaZs2axeDBg88pl52dzbx581BVFY/HQ8+ePbnvvvswGFpwIn0/PQ+POcmc8giCGhyAdx2ARpMRW7F3kSCzy0NwbhH33BbD/pWNfBBsI7Kimu4nC9HJ3r4JMhrvfphR9TLl1iD2JvXArNdjCZSofnwnzjwnp3TxWF1VSMBXHZLZoAvj7yMM3LBSYn9xEiadyqL4KircNVy9o5QgVBqtJm9cksSG5FGYnE46VdRyOMIKQIDdQVxxDaWEU0coUXkOrpG2oVe9M4J3rC5Er2g4aY7BTxtDo+XMJaXzyOyODSfcbSe2tI5333iDfUnhpBTl4V8BD46ZSqNez2/3ZPDJwJ7H59WFAAAgAElEQVRkm4zc+s0BDE/sIXBkFIauQXjGnVmZUhAE4XLw0EMPMXPmTKZOncrq1auZPXs269evb1ImLS2N++67D7PZTHp6OuPGjSMzMxOTydTi8bX7xOD999/HbDazfPly8vPzmT17NsuXLz+n8uLi4nj11VfR6/UoisLf/vY3Pv30U2655ZYWiUu3JQPzjCUMaXBy/S238vbIVIyyillR6FpZ37SsFqyjIyhM1zD+rV04VR1GtxuHXo/J7cbolrHrdUhuWD1sBI2mM0spG8csIDizFvyGcEqXQLUmhK+6RzB/6NUkWTXsyIeizEZuzimkyGohd0cFycdz6HvcTnWAhfS0jriMOqy1pZwKikanKPQpqqDOqONQaBDL3nifDuVOyvEuUahB8SUFACoqn3YbQHyuA4PLw2+2H6Y2KIg8fz+sDU7qQgPY0Lk7AAmlKex9+U9YPbV8FTKa//38zFLSS7USBrebAzFhDMwtRi5zQNegFjk3giAILeYXOh+WlZVx4MAB1q1bB8CkSZN45JFHKC8vx2Y7MxLr7NaBnj17AlBZWUlMTAwtrd0nBlu3buVPf/oTALGxsSQlJbFr1y6GDx/epJzxrPvbHo8Hp9OJRtNyTdN+j69FqrUjAQ9tWEfU317DqXpfb2ZANd0+rqExpw6/EAOpD3cBoFMPP+QGFy6zDpdej7/TDagUhQThatBQFWal0uKPrNVicrnol3sE09F8TECaax/5xhiyfnMV6zp0ZpBFYv54De5SO0uWfklwo7dzYGb3KK49/i27GUxAnYPBWzNRJIlXxyfT+6w+iV3KazE3VpNamk8jRiQUVDTI6KkhmCCqUIEfbH1Z2e96BluPk3Y4Cw0qo/OKaPQzoUoSX3Q8s+bxifAQht77LMcjQ7lj836uOZwLQJ1RT2WgGbtGy5xJo0mqqmZTDz9aPi8WBEFoXQUFBURHR6M9PZeMVqslKiqK/Pz8JonB2d577z3i4+NbJSmAyyAxKC0tJSIiwvc8IiKC0tLS85YtLy/n8ccfp7CwkIEDBzJu3LifPXZWVtZ/HVd3ZPxPP86MjPIlBQCH9Rr+8IAeY64We7dg6nIOEnzvlwzxKBx3RFNt9i4r7NZp8Jh04IZTNhsHenXxHSO2qoib0rdhjw3GlF9FpFxCjZ+Z6pxalsw4jkYv4SlVMT6T6UsKADyyh7DnXuLvb2yh14kyJMCguuhWWsax6I4kNdiRJdgfHsADW7biRE8YFchUUYUVDW78qQVgR3RXdoZ1okhS2BMZgbW6hrjqCias30NxUDBr+w+iu87DiVDvL3+Lw0lGXARIEm+M6UtJkD/B1Y182SMBu0FPaF0digLHgq1seHIL/WdHN6lTVf3FZLzduZBr7HIk6qMpUR9NXYz66NKlyy8XuhAX+UPqu+++47nnnuOjjz66qMf9OZd8YjBr1qyf/KJfu3btf3Qsm83G4sWLsdvtPP/882zbto2RI0f+ZPkLuYCUhXci3/sOnqp64v88mjiHwql6b3KQWlZPt9lr0dY5UBJt6LS1aI95F0xKsVYh1wfQKGnpcE9nHIPiOfpyFrogc5Pj6zsF45o+BWVcMuk3rqW+WiEjtDOuOonjB8MxB2lJ/v4Qxg3HqScC9fR6WZ/26oJDb+DhWddy34bv+fXeDGIcZTz4QyGNun08NHYcY47mcsfxfP564/X8o+4jhheUo0UmgjJOWq3Y7XqOW2PYEtGbJ0d7608fJtO5sBSH1kiQs5HOVSVM3rWJgG7D8Jeh2mSkX24Bz48dCoBHp2V/x0gi/WootFp4cPu3/G3zFyiSxGOjbmD8jnUEznoIpVcHTpYoPL7cTWkNTL1Ky13XXfKXbbNkZWW1/IdUOyLqoylRH021m/r4hbwgJiaGwsJCZFlGq9UiyzJFRUXExsaeU3bXrl3MmjWLlStXtup7v+Q/YRctWvSz28PDwykpKcFq9XaWKykpITX15zusmUwmRowYwebNm382MbgQSmoH6n/4i+9i/jC/jqdfqSWw3klkWQ3bw5MZVrcXTU45kq7Gt5/U4CCx5DY4fZsjCIgYHgaA49Fj7K70J9Bh5+pxFpRfJQPguX8UhxbmAVCSGEXOFu+SyAcrLMxEJoYyGjCRNTCR9QO7AiBrNeQPiqJTtzJcb3gTL7PHw1++/Aajw/vacRWf8+dp17H11czT3R8hKySMw36BfBY1kHcGpiIpKpJHxq3VkhcUQGSDnUbJj0aMmOV6NJLEkNOrRJpcDcRW1lJotZBysoSHv/2UvAgr3/eZxBPffIUGFY2q8vyWzzArMvKRfFx+gSxao1DY4G1/WfmNzLV9NHQMFyMUBEG4FP18ZhAWFkZKSgpr165l6tSprF27ll69ep1zG2Hv3r387ne/Y+nSpb/4nXaxXfKJwS8ZPnw4n376KV27diU/P5/MzEyefPLJc8oVFhZis9kwGAy43W6+//57EhISWi1Oc62L4Zm5qJKEQ+9HmSUE8I5SsHuCMVMGgOPJW0CjQVHhWLWEzU8l1GlHLW3gmje+ZBgSWlVFc9IGv/IufdxjUhThPQNoqHCzeKnD95ql1mBkScKouvHrFohzYCgTt2ewoX8Xoirr+fM772KqLMeFjX9dzLqzpjSOqK4nLzgIB1okdChouen4NxRo45k2obc3fo2EUVLRuDwkVtbQKa8Mpc7IQUMiS6/vw+aIMOxaLZOzsrl730EWrSwj3xxGTGUF40q3cUePmSBJ1BuNmDzeTo06RcVlDMEdE0vlNetQrhoCif6+uFqwa4ggCMKFacadhAULFnDvvfcyd+5crFYrCxcuBGDy5Mk8/vjj9OnTh4cffhi73c7s2bN9+y1atIgePXq0VOQ+7T4xmDJlCnPnzmX69OloNBrmzJmD2extdn/77bex2WzcdNNNHD58mNWrVyNJEoqi0KtXL6ZPn94qMSqKim3tVv649UPvsMAe1xJ3dRQeQzyu3RV48MNJENKkZHJ+O45vM7SszdbxQ7EWMzIr3lrD8KPZGLRGXLJ3eKVk0Td5jbBuFmwOD5Mf34H5ZCWZsdFs7ZXM/BvHc3Wcg2se60xHrZZHnz7M/cvW0eH4YeLcxQDocLAvrAML+6URUufmwe/2AfBBv57cvH8/oMGBBQ0utHgwym5CGuxUWLz1HNpo5/eHDxFvr8OvTsaDjoPd49gcHUmFXode9nD/7i/oUeFtmUgPTqA6KJTXU67ntm8z6HaihvtvmciKFSvRqAoyeqTfD8KZUYfa4OG2H/ZSEmihIiyIadcZibOJzEAQhEtUMxKDpKQkNm/efM7f16xZ43v89ddfX8yo/iPtPjEwmUw89dRT5912xx13+B6PGTOGMWPGtFZYPooMa54r5I6XPkYCJFVlbMF26p9/CWf9AOTrV8KhUtQAMzkzrmLkOhP1rjNXViNaXh8y2JsYyE488aFIISZML11zzms5XjtAxwMnAQirqaU2NRLX6DgGTTajGCV++N7Bij69+LxTf+LzB/D+u4uJb6jGOagTPb4tYfiJXDYldOXu6ePRo1IWaKFXQT4G3NRpVX6M7s6xxGtRtFr+9M2PfJicQIPJwJtRmRytqaXUZCQBb2IgqWdaHuJqa3xJAUBsXTmbhvXnzo+9/zF6FZcS3+jhi+fu5Nrjh6BTMMzqh35/OWglImvreWHNRqxrr8M4PK5lTpQgCIIAXAaJwaWuIg/yMhw49H7onQ3eP4Z5ZxaULAa0m26HQ6UUBwXx4mYDMeV15AabcRjOnJroGu8oAAIMWHb+GsmoQ1VV7A0KfmYJ6XQvWLWq6RoIk0fqME70vtb7q+rZsNPDx4neWxj7o+J47I+/552r6rEkRbLqpm1kh1q55/t0Vl7Vi/3x0VgcTn6/cys6FHKtQWQmdqTR4h1E6IgxcN+2g5R2DSU+1oG7PIvXbryVG/YdoU6xMCgjk1vi/ViZkESpvz/VRiPW02s01EXZyJT9msQaYLezcS8MmTeKQKt3GI++bxjBH4/FuSUfw6BIjKNFUiAIwqXu35sM2t/CbyIxaGFGf0CCVakTuO3HjzHKHpwRHcDpAaMOyaSH/jE8/w87+YUewvDg7/Swt0MIySEyvY0Onq49QmOvaDbdMZIONQZ6+Ht4+7kSiosVYiLgt3+Ows+kwXhXT+yfnGCrKZTALgGMHnumD0VOlhtVatoEX3xCZf/BEnq8FMWk1/pw3T8P09jLwL2bd/JNYhx5UUZSiorZ1CmZudeMYWBZLSbFe5GrkoQqSew1BrE1Po3g66LY2akDN82ZQbeiUsoD/Niy+AUWKd5lmkulMI74d6Te4IcyMgVtnYl9UVH0KSpCo7GTlpdB2sljSBXxqCt+hWT23ioxXBWF4aqo1jlZgiAIF+oyGFItEoMW5nRKuP31BJ1ygicIBxLKtiJ4biv81btCovP9YxTlR4LGezr8ZZlV1zkYXVuCvL+MY/9zLaP2ReDySOg+UXlFl09xsXe65IISOLgslwGzEtB2DOSBv89gQ573S/XRQ24e7+9dC6F7DwPFm+30LK/lSIiF8JpGpm09RHlVHfnLc+l4dyfMc4dQXKQQZ5V4bokehyxxPDySYx2iKQwyU2KrZ9LhXLSqisvpZkNqIh8M6E6CU8Ke1gfqISvCRlaEDb3bQ/dHnuXtZSuIL2pga1Qyj80Ywx++3sG1G4/wa60fOxK7E6g4SC0pp1EJBlTYcgLlzX1o7x/Q2qdKEAThIhAtBsIvyNylxeMG7+TBEh4MgAQv74JhnfAYjNTfvYXr0nqzrp+3p//EYTpGFZyidsJ6cCuE+etZEm/jquMn2JHQkUM3DMCD9xe7XlUxHT4FJFDnwpcUAKw6pvUlBhNuNtOhg45JjR46FGST8490XznVrdDgUJnzuhPTvhIGnjjF7zrY2NglEaM5kJTyeqIbnOyKCebtlATCqxy49TpyIgKQNRKzUtzsKtOwOtvbItG9spzPXniNPG0MG9P6U9PdyLaUjgzJyeP2H7yrP4ZTi4SHCosfnwf1ZlB2AQZF9gbklFv6tAiCILQM0WIg/Jyt37s4XBeAx0/hx47d6HMym7Da0+skqMCmHOQk7+x+N/94gP7Hc9HPSCb5hl5k/6WIL1J6El1Ty5icTG467O28d0PGUcwpoUyJH4Zbo+HXxzLoPdCEAlj00DFAIbfu9Bd0oExDmQv/MAOSJNG3n3daaMUZTfWmYiq+LSOwt5Xo2zvy2k6JkyUe/rHxO/xkmcGHjlM/KZAyawAAoXY3JreMVpaQtVo0ikpacTUPXivR5bt8RtiM9B0cT9yXBxltL+TEi+P5uxzPRiUYgKAGO31yC5rUz2c9k/kqKQmA/knHee7T9Ug9bGhm9mnJ0yIIgtByRGIg/JQj2R7eWeMADOAHYWEaqsffTNj974Hj9CJEg+PQ949FmvsjanEjcXIjgZNiqGlUuUvXg4qh3k541o8bGJF3zHfs9Co9ro7ebe92Teb/pqr44Z2J8+ObnLyyX4erwE63JYdY9bpMn9ui6Dv9zPTCGqOW3m/1R/EoaHQaHvnOwBuZekj056mp1/DCu18BEFNaRZk1gMTSYgxuF/2O7mJN76t9x7lhgAa/53aQXuKmzuzHjQkHiP/UuzBSD38Dzr/8kdMTLlLjb6IkwJ+M6DCSC8uQdVp2xnTwHWt3h054vpuBqWf4xT4VgiAIraj9ZwZiQHgLKa9Umjzv3M9C0uQ42Hg77vE9aZzaH7l3DNpoC9btkwn4cBxBO6ag6xFKTplKhVvr2/fjGaPhus6gkWBQLBuHpfm2mQ2grXeiZJSjumTiA1XmD3Mz9LMM/FzeJvm97xbx8g7vxVpcIrPtBycFhTIanff0r805kx9u6pWIInkbNG7cns7Nu7/nr5+s5YnPPqFrZTX9T+Zi0iikxktM6eKmoEbD6uH9+GhoH47kNPqOIzW4mNx4yve8W0EZ81d8SUy0hir8KfQEEl9S7dueUFaOzr/pSAVBEIR2R/q3f+2QaDFoIX166IkMc1FcpmDxl7h6oPfef933VVR/UgVUofl6I1E7f4U21IRh5JmheEqDjFFScareq6pnTzPvhI/DOQ4mjjcx16nhgY0qjS6Yn1CGO20t7go7Uu9w/DZMRrIYMFn1NJR5+xc06HU89YOeMI2D7WvqcLlAp4NHH7QQ30FHb5vC1gJvIhJTWUd2jI3I0jr8XApX5Zxpqbgh4xiU+nPr91kkPNaV8MQEjveIxWnQU+5vYFn/vlx3NB2NquIx6pj+zRfU6SspUoPoYJBZdvNIgvVOeuYcReNQue2rfXyXEo9Hp2FqaQa6uCmtdHYEQRBayGWw0ptIDFqIxV/irw/7s2P3SdL6xGPx914sNdtKWTeiP0W2YBIKS7n9SDXmIRFN9l32voNODVCt1WIzKWRvl6mq8rZAbDkG//eoha/v8PZ0dT2ajqfCuzaCeqAUedMJdDd3ZcSjCbz793xOVapsSOoIkkRWlgeXd/QgHg8cyvAQ30HHO6MdPP9AJtS7mLl9BzF11ZjkGozUk2FMgtPdIgoCA7FVOtGqMqceO0DgUBspkyPZt1nhpsN7GJibw1sDBhFfXcyNmTvRbM3nIQ7xQcTNfD/Uu554iduMITGWjrnF2GorGX9gLyGjbIR+MglJJxqwBEEQ2ppIDFqQ0SgRHeHB4i+RWyvxmy+M9LckorV6OwHmxEVyxGkm7d/2c7hUDCqEezyYXQpVDWeGuxgaZZYf0fLEQG8/BSnKv8m+UpR3QqOgWD9ufK4z171voLBeIiFIZWBXDad2nWndOmjXMnx7OZ6cOp7MP4x++wkMeCchKvePAL0/fSrSybB1xdElFtOuMmKUUoJpRAGK/vg9v9pwPSG7DnPtlxuo9vNj1LFMjsb4o8GbyGhRMEiuJjE2+hsIc5cwzPktEqBu0dCQ0RM5rdOFV7ogCIJwQURi0Eqe3annQJkGTWwkA4qrfH/X+J97Cqbf7Meb7zswOd0E293U63U48Tb1Hw8yM8J8JlHQ/SENtbQR5UAp2old0Q6K8W2LC4Sdv3FxskYi0aqyK1+HIb+C7tUN2Mqr6LfhEFnl3smD9FF+dOxuw3CkgG1durNsyAhUjYYRRUe4M7kE1ysZIKs4tDo+7DUAu87AsMOZ2HMbGRlWz+8m38rq1DQi6mr5+K3XUZGQUKnTBmGoVokqrqDR34hDp8PfbsdkrPclKJKsoN2dIxIDQRDav/Z/J0EkBq1FPv1dfsgWSHS9nXiXkx69DfRKO7fD3dX9DfTrqeOZh0pRFDDJHowBcKRHGCOTtNzRw+MrKxm0GJ4f8ZOvG2CAlDDvi/fUObFsPghAPMewc6a1wVXkYMXIYdxc8Bmfp/RBPb2E4dao7vz2H2tB9k6l/PKIa/k+0TvEcHdCPAtMGnZc3ZvVp7eXBARy3y13MPnIUbQaD7JfINZALZoCJxa7gwBZQaconLTGkVa6H62qoPoZ8Azr/t9VrCAIwiWl/WcGIjFoJU8McJNeruFkrUSniTaeGeL+2fJ6vYRGC4rivcxigmDe71TA87P7/RxrgAQGDbgUJBQCqaIM7zBGT5CeIqeRhaPHE9DYQEmQdx+zw4FOdlKHDj0yWeGRvuMVW60Q7Ie/vmnfAJfRQHFwBDVmM6gq3U4V+rZJRg3+gTqK1UjWdPsVsXWFdPnTQHSRYeJiFASh/Wv/eYEYrthaEq0qu29zUDrL/otJAYBOJzHlDisBQRps4VpuuT3wgmPQWQ10WpiGMdGfol5plIfJJLEfu7WWzXMGENVYh6LRYLU7Sc3NZcTRw8zesJ5cUignjBIphEFBdb7jdY2Cz/9ZQvFnZTzdz4nV4SKhup6r88sJdDTikgBJIqxPkG+f2GF6xvWppmNNPjqPjF+hgZz7M8lK3YB9X+UFv0dBEIQ2JYYrCv+p/2QkS69+fvTqd3HH9ofcEkvILbHsPqVy1ZujQFVBkrje6OL/vthIVlwURpeLfvUn0NU2oCCR5R/HJ1cPotZipu/uozwTdICSe6/jwKpyspze2xR9PPDGVzvZFe4dfTDy2HfkDR3LVVcHMWFSKEUHG9DqJeoMRQTuNjMhey2VhHCUXgAotW4ql2QT85pYI0EQhPasnWYDZxGJwRUqNRqujodtJyX8dHDXIA2GAB3JJ/PR40KHd4loDSr7kxOoCfT2R/gxsTtXb1lBzLbd7HXG+45XVeLm5pgKhn6xCJ3iod5gpP+4UG653pvYxKR6p1auywL3tIE4Dxeg+/w45JyJSR9jbpX3LgiC0GLaf14gEoMrlV4r8dF0DYdKIMICUYFG3OvHYl+Wic5Phde/9fWYlJpO4ohWUYgIlOmY7EduhgONFvqMCmTfTdPYV7KVIKeddd2GcIPuzOyN6r4i+CIbc6QKXbrg+N9J8L8Q894Jqt87ibF7ELaHRQdEQRCEtiYSgyuYTiuRemYJBfQpoejnDQFA7ReKZ/4O6g/WknI4j0JrKLVBZkbk7Se2XzD2e4Yx2c9A0XEnFqsWa7ierw/KrEoZ7juew+1NndWjZajXLwOnTBSghkUijfOObLDemoD11oRWe8+CIAjCzxOJgXBe0oRu6Cd0Q7OrAmXZCa6Phy73RKO3dOC7Ug3bszUMjVZIS/JDKqrG+OgX9NL7Y7FeS321SniwxB2Z21A/KUATYEU+aynlDSvyea0+mUcGyoyMb39rlQuCIPwkcStBaM/0y75F900GnuHJuH8z7LxlggaEkjIg1Pd8T4mG6z8x4lEkdBqVz8c7GTH5VWoP1bMkbQKnBimcCg/it8d2MsTWh5yu15Ny8gRHH7yexKpKVn68ljdDOvNDgYbp6yWO3O0m0Nha71gQBKGFibUShPZK99l+zA+8A4Dhg100hAXiuSH1F/f7rkiDR/Fe+B5F4rtCDb0zHOxlICN+LGHQwU3cd891ZPqFkhMSAR6F9BDv7IpHbWFMnDGdk0HeRKPBLVHvQiQGgiAIlxAxj8EVSnOs6Gef/5QhkQpaydv8r9OoDIlSKEvqyb/az/zcMj1zy5DjQ8+7f1iMFoPWu/9vU2SiA/7LNyAIgnApugzmMRCJwRXKc1NflBDvgktKiAXPTX3PW+5AmcQb6VoyKrxX+IBIhc/GO/nLABcbb3IyIFLB/NcRZ3YwaHh4ZiCr7jJzbYSDWD83A2JUAo2QFg1PDywm4y43+37n4h9j5PO+piAIQvv1y5lBdnY2Y8aMIS0tjTFjxpCTk3NOmS1btjBixAjCw8N58sknWzTifyduJVyhlE4R1P/wDNr0POSUDqjZ1TDzLfDTwfwboHsYu4slxn5kxK1IGFWF9XEFDJhgY0CkwpDD6Wg/P45ndA+s13Wi20dDqN9dSdCYCCx9vM0A79/6r/8UZ/LPrCwZmxlsYsoCQRAuR81oJXjooYeYOXMmU6dOZfXq1cyePZv169c3KRMfH8/LL7/MJ598gsPhaKFgz08kBlcwNSIIT0QKKCoMWgJVdu+Gu9fBtrvYckqL+3R/Aqek4ZNFxXTVuwjVVeA/5TUAPC9+Rd4N43E7JULuS8bUJ7it3o4gCMIlr6ysjAMHDrBu3ToAJk2axCOPPEJ5eTk2m81XrlMn72qzGzZsaPUYRWIggKxAzVkZ6ekEYVCkgoSKioRWVuiZV0bjLoVw6UyzV4G7A7WfeBdJcmwvIS79FrTBojehIAjC+RQUFBAdHY1W650ATqvVEhUVRX5+fpPEoC2JPgYC6LXw5IjTjzXw52sAGB6nsLpfNTO2p7PgrS9JLqogYFQknmuSUbXeS8elMfkOo9Z7kMtbt8lLEAThknIZdD4ULQaC15yh8Ns+oNWA9czCTdcO9GP43yKo/0bC1DcFc58QZMJp+OIRtD+exOKx0vDUYfComK+PRZ944atACoIgXK5iYmIoLCxElmW0Wi2yLFNUVERsbGxbh+YjEgPhjNDz9wg0dg7A2LnpuEK5XwJyvwTMQOyNXVAqHBhSQ5E07TRFFgRBuBh+YYKjsLAwUlJSWLt2LVOnTmXt2rX06tXrkrmNAOJWgnAR6DtaMPa1iaRAEAShGbcSFixYwOLFi0lLS2Px4sUsWLAAgMmTJ7Nv3z4AfvjhB5KTk3n99dd55513SE5OZvPmza3yFkSLgSAIgiC0oqSkpPN+ya9Zs8b3ePDgwWRkZLRmWD7tPjFwOBzMmzePY8eOodVqmTVrFoMHD/7J8i6Xi3vuuQej0cg///nPVoxUEARBuOxdBg2n7f5Wwvvvv4/ZbGb58uU8++yzzJ8/H7vd/pPl33zzTbp3796KEQqCIAhC+9HuE4OtW7dy4403AhAbG0tSUhK7du06b9mDBw9SUFDAmDFjWjNEQRAE4YrR/scrtvvEoLS0lIiICN/ziIgISktLzylnt9t5/fXXefDBB1szPEEQBOFK0v7zgku/j8GsWbPO+0UPsHbt2mYfZ/HixUyYMIGwsDAKCgqatU9WVlazj98ax7lciPo4Q9RFU6I+mhL10dTFqI8uXbpchEgub5d8YrBo0aKf3R4eHk5JSQlWqxWAkpISUlNTzymXnp7Ozp07Wb58OS6Xi/r6embOnMmSJUt+8tgX4wLKysoSF+JZRH2cIeqiKVEfTYn6aKrd1Ec7bSU42yWfGPyS4cOH8+mnn9K1a1fy8/PJzMw87xKVZycA+/fvZ9GiRWJUgiAIgiD8m3bfx2DKlCnU19czffp0nnjiCebMmYPZ7J3B7+233z5nKUtBEARBaDGij0HbM5lMPPXUU+fddscdd5z376mpqaK1QBAEQRDOo923GAiCIAiCcPG0+xaDljRq1Ki2DkEQBEFoAS227sAvLKLUHojEQBAEQRAukuq7G9o6hAsmbiUIgiAIguAjVVdXq20dhCAIgiAIlwbRYiAIgiAIgo/oY3ARnDp1ihdeeIHa2loCAwN57LHHiI2NbVJGlmVeffVVdu/ejSRJTJs2jXHjxrVRxC2rOfWxfPlyvo4mVQ0AAAd8SURBVP76azQaDTqdjjvvvJP+/fu3UcQtpzl1cXbZWbNmMX78eO65555WjrR1NLc+tm7dyooVK1BVFUmSmDt3LiEhIW0QcctqTn1UVVUxb948SktLkWWZ1NRU7rvvPrRabRtF3TIWLlzItm3bKC4uZsmSJSQkJJxT5kr6HG1LosXgInjppZeYMGECy5YtY8KECSxYsOCcMps3b6awsJBly5bxyiuvsGzZMoqLi9sg2pbXnPro1q0br7/+OkuWLOGRRx7hmWeewel0tkG0Las5dQHeD7wFCxYwdOjQVo6wdTWnPjIzM1m6dClz587lzTff5KWXXsJisbRBtC2vOfXx7rvv0qFDB5YsWcIbb7zBsWPH2LZtWxtE27KGDh3KggULmiyK9++upM/RtiQSgwtUVVVFVlYWI0eOBGDkyJFkZWVRXV3dpNzWrVsZO3YsGo0Gq9XK0KFD+eabb9oi5BbV3Pro378/fn5+AHTq1AmA2tra1g22hTW3LgBWrVrFoEGDfrI14XLQ3Pr44IMPmDJliq+FwGKxYDAYWj3eltbc+pAkicbGRhRFwe124/F4sNlsbRFyi0pJSSE8PPxny1wpn6NtTSQGF6isrAybzeZr1tNqtYSGhp6zIuS/Lw8dHh5OWVlZq8baGppbH2f78ssviYqKIiwsrLXCbBXNrYucnBx2797NxIkT2yLMVtPc+sjNzaWoqIjZs2cza9Ys3y2Fy01z6+P2228nPz+fyZMnM2nSJPr160fPnj3bIuQ2d6V8jrY1kRgIberAgQO8884751346krg8Xh48cUXmT179mV3z/i/Jcsyx48fZ+7cuSxYsIBdu3axadOmtg6rzXzzzTd06tSJNWvWsHr1ag4ePCh+JQstSiQGFygsLIzy8nJkWQa8H2oVFRXnNIn9a3nofyktLb3sfiFD8+sD4PDhwzz//PP89a9/JS4urrVDbXHNqYuKigoKCwt5/PHHue222/jggw/YuHEjL774YluF3WL+k/8rw4YNw2AwYDabGTJkCEePHm2LkFtUc+tj3bp1jB49Go1Gg8ViYciQIezfv78tQm5zV8rnaFsTicEFCg4OpnPnzmzZsgWALVu20LlzZ6xWa5Nyw4YNY+PGjSiKQnV1Ndu3b2fYsGFtEXKLam59HD16lGeffZannnqKpKSktgi1xTWnLiIiIvjoo4949913effdd5k4cSJjx45lzpw5bRV2i2nutTFq1Cj27NmDqqp4PB727dtHYmJiW4TcoppbH5GRkezatQsAt9vN3r17z9tj/0pwpXyOtjUxwdFFkJeXxwsvvEBdXR0BAQE89thjxMXF8T//8z/MmDGDrl27Issyr7zyCnv27AFg2rRp3HjjjW0cectoTn38/ve/p7i4uEknqscee8zXEfFy0Zy6ONvSpUux2+2X7XDF5tSHoigsXLjQNyStX79+3HPPPWg0l9/vmObUR2FhIQsWLKCqquqyHq746quvsm3bNiorKwkKCiIwMJC33nrriv0cbUsiMRAEQRAEwefyS8EFQRAEQfivicRAEARBEAQfkRgIgiAIguAjEgNBEARBEHxEYiAIgiAIgo9IDAThMrVy5UqeeOKJtg5DEIR2RgxXFITLxJw5c+jbty+33357W4ciCEI7JloMBEH4r3g8nrYOQRCEFiBaDAThMvDyyy+zfv16tFotWq0Wm83GyJEjOXToEPPmzQOgsrKS+fPnk56ejtVqZdq0acyfP5+VK1cSGRkJwIYNG/jwww8pKysjKiqKu+66i379+gHeWRkPHjxIly5d2LRpE126dOHvf/97m71nQRBahq6tAxAE4cI98MADnDx5ssmthKVLlzYp89xzz2GxWHjvvfdwuVw888wzTbZv2LCBVatW8fTTT5OQkMDu3bt56qmnWLx4MTExMQAcPHiQgQMHsmrVKt/iP4IgXF7ErQRBuAKUlZWxb98+7r77bvz9/QkODj6nL8KHH37I9OnTSUxMRKPRMHDgQFJTU/n66699ZSIiIpgyZQp6vR4/P7/WfhuCILQC0WIgCFeA8vJywPvF/i9nPwYoLi7m5Zdf5tVXX/X9TZblJsva/vs+giBcfkRiIAiXCUmSfnLbv1axLCkpITo6GvCuZX+28PBwZsyYwfDhw3/yOJfjCoeCIDQl/pcLwmUiJCSEgoKC824LCwujd+/eLFmyhMbGRqqrq1mxYkWTMpMmTWLp0qVkZ2ejqipOp5P09HTy8vJaI3xBEC4RosVAEC4TEydOZN68eYwfPx6bzXbOL/8nnniC+fPnM23aNKxWK5MmTWL//v3o9XoAxo0bh06nY968eRQVFaHT6ejSpQuzZs1qi7cjCEIbEcMVBeEKtXv3bv785z/z2Wef/extCEEQriyixUAQrhDZ2dlIkkSnTp0oKiri7bffZsSIESIpEAShCZEYCMIVoq6ujhdffJHKykr8/f3p378/9957b1uHJQjCJUbcShAEQRAEwUeMShAEQRAEwUckBoIgCIIg+IjEQBAEQRAEH5EYCIIgCILgIxIDQRAEQRB8RGIgCIIgCILP/wP0rUJh4+TyGgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# interaction_idx set to specific index\n", "slearner.plot_shap_dependence(treatment_group='treatment_A',\n", " feature_idx=1,\n", " X=X,\n", " tau=slearner_tau,\n", " interaction_idx=10,\n", " shap_dict=shap_slearner, \n", " features=feature_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## T Learner" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:35.688429Z", "start_time": "2020-07-28T23:53:35.104589Z" } }, "outputs": [ { "data": { "text/plain": [ "(array([0.5526554]), array([0.53763828]), array([0.56767251]))" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tlearner = BaseTRegressor(LGBMRegressor(), control_name='control')\n", "tlearner.estimate_ate(X, w_multi, y)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:36.238922Z", "start_time": "2020-07-28T23:53:35.690418Z" } }, "outputs": [], "source": [ "tlearner_tau = tlearner.fit_predict(X, w_multi, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (method = `auto`)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:36.705947Z", "start_time": "2020-07-28T23:53:36.240689Z" }, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': tiger 0.329522\n", " stars 0.319934\n", " quixotic 0.066615\n", " merciful 0.043139\n", " fireman 0.039397\n", " wrap 0.015105\n", " offer 0.013031\n", " touch 0.012786\n", " future 0.012633\n", " clammy 0.012428\n", " damp 0.011408\n", " dependent 0.011313\n", " adhesive 0.010930\n", " change 0.010475\n", " rain 0.010393\n", " cute 0.009622\n", " rigid 0.009564\n", " barbarous 0.009170\n", " nonchalant 0.009108\n", " eight 0.008167\n", " sweltering 0.007606\n", " lip 0.007596\n", " shelf 0.007189\n", " lethal 0.006894\n", " playground 0.005973\n", " dtype: float64}" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tlearner.get_importance(X=X, \n", " tau=tlearner_tau, \n", " normalize=True, \n", " method='auto', \n", " features=feature_names)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:37.428761Z", "start_time": "2020-07-28T23:53:36.707860Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tlearner.plot_importance(X=X, \n", " tau=tlearner_tau, \n", " normalize=True, \n", " method='auto', \n", " features=feature_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (method = `permutation`)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:38.884714Z", "start_time": "2020-07-28T23:53:37.431315Z" } }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': tiger 0.538136\n", " stars 0.510393\n", " quixotic 0.072974\n", " merciful 0.038492\n", " fireman 0.037728\n", " wrap 0.012041\n", " offer 0.008361\n", " future 0.007785\n", " clammy 0.006456\n", " adhesive 0.006216\n", " dependent 0.006018\n", " touch 0.005865\n", " damp 0.005544\n", " nonchalant 0.005190\n", " sweltering 0.005030\n", " rain 0.004813\n", " cute 0.004293\n", " change 0.004053\n", " lip 0.003858\n", " rigid 0.003853\n", " shelf 0.003634\n", " eight 0.003334\n", " barbarous 0.002836\n", " lethal 0.002367\n", " playground 0.000314\n", " dtype: float64}" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tlearner.get_importance(X=X, \n", " tau=tlearner_tau, \n", " method='permutation', \n", " features=feature_names, \n", " random_state=42)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:40.675448Z", "start_time": "2020-07-28T23:53:38.886593Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tlearner.plot_importance(X=X, \n", " tau=tlearner_tau, \n", " method='permutation', \n", " features=feature_names, \n", " random_state=42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (`sklearn.inspection.permutation_importance`)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:41.807209Z", "start_time": "2020-07-28T23:53:40.677737Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time: 16.60052752494812 seconds\n" ] } ], "source": [ "start_time = time.time()\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, tlearner_tau, test_size=0.3, random_state=42)\n", "model_tau_fit = model_tau.fit(X_train, y_train)\n", "\n", "perm_imp_test = permutation_importance(\n", " estimator=model_tau_fit, \n", " X=X_test, \n", " y=y_test, \n", " random_state=42).importances_mean\n", "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)\n", "\n", "print(\"Elapsed time: %s seconds\" % (time.time() - start_time))" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:41.867540Z", "start_time": "2020-07-28T23:53:41.809387Z" } }, "outputs": [ { "data": { "text/plain": [ "tiger 0.538136\n", "stars 0.510393\n", "quixotic 0.072974\n", "merciful 0.038492\n", "fireman 0.037728\n", "wrap 0.012041\n", "offer 0.008361\n", "future 0.007785\n", "clammy 0.006456\n", "adhesive 0.006216\n", "dependent 0.006018\n", "touch 0.005865\n", "damp 0.005544\n", "nonchalant 0.005190\n", "sweltering 0.005030\n", "rain 0.004813\n", "cute 0.004293\n", "change 0.004053\n", "lip 0.003858\n", "rigid 0.003853\n", "shelf 0.003634\n", "eight 0.003334\n", "barbarous 0.002836\n", "lethal 0.002367\n", "playground 0.000314\n", "dtype: float64" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:42.284727Z", "start_time": "2020-07-28T23:53:41.869683Z" }, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Test Set Permutation Importances')" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pd.Series(perm_imp_test, feature_names).sort_values().plot(kind='barh', figsize=(12, 8))\n", "plt.title('Test Set Permutation Importances')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shapley Values" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:44.188366Z", "start_time": "2020-07-28T23:53:42.286864Z" }, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': array([[ 0.03170431, -0.02653401, -0.04181033, ..., -0.00420727,\n", " -0.00209201, 0.0116853 ],\n", " [-0.09827316, 0.02655629, -0.02626074, ..., -0.00074733,\n", " 0.00907333, 0.0007965 ],\n", " [ 0.05350246, -0.01205391, 0.00787274, ..., 0.00092083,\n", " 0.01316705, 0.01219494],\n", " ...,\n", " [ 0.29451126, 0.07890184, -0.00674396, ..., -0.003012 ,\n", " 0.01859159, -0.0096335 ],\n", " [-0.2375042 , -0.00485028, -0.00101973, ..., 0.00079727,\n", " 0.01883852, 0.00980794],\n", " [-0.05199902, 0.1479534 , -0.09951596, ..., 0.01449447,\n", " 0.01699256, -0.01394553]])}" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shap_tlearner = tlearner.get_shap_values(X=X, tau=tlearner_tau)\n", "shap_tlearner" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:48.034151Z", "start_time": "2020-07-28T23:53:44.190492Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot shap values without specifying shap_dict\n", "tlearner.plot_shap_values(X=X, tau=tlearner_tau, features=feature_names)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:50.132069Z", "start_time": "2020-07-28T23:53:48.036421Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot shap values WITH specifying shap_dict\n", "tlearner.plot_shap_values(X=X, shap_dict=shap_tlearner)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## X Learner" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:51.461442Z", "start_time": "2020-07-28T23:53:50.134410Z" } }, "outputs": [ { "data": { "text/plain": [ "(array([0.51497605]), array([0.50079629]), array([0.52915581]))" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xlearner = BaseXRegressor(LGBMRegressor(), control_name='control')\n", "xlearner.estimate_ate(X, w_multi, y, p=e_multi)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:51.588583Z", "start_time": "2020-07-28T23:53:51.463703Z" } }, "outputs": [], "source": [ "xlearner_tau = xlearner.predict(X, w_multi, y, p=e_multi)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (method = `auto`)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:52.110017Z", "start_time": "2020-07-28T23:53:51.590879Z" } }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': stars 0.396410\n", " tiger 0.387525\n", " merciful 0.023992\n", " quixotic 0.020416\n", " wrap 0.013560\n", " future 0.012550\n", " fireman 0.012385\n", " dependent 0.012259\n", " adhesive 0.010841\n", " rain 0.009530\n", " clammy 0.009327\n", " offer 0.008513\n", " lip 0.008454\n", " touch 0.008432\n", " rigid 0.008281\n", " damp 0.007743\n", " shelf 0.007601\n", " nonchalant 0.007137\n", " barbarous 0.006748\n", " eight 0.006329\n", " cute 0.005616\n", " lethal 0.004837\n", " change 0.004130\n", " sweltering 0.004092\n", " playground 0.003290\n", " dtype: float64}" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xlearner.get_importance(X=X, \n", " tau=xlearner_tau, \n", " normalize=True, \n", " method='auto', \n", " features=feature_names)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:52.925850Z", "start_time": "2020-07-28T23:53:52.112340Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xlearner.plot_importance(X=X, \n", " tau=xlearner_tau, \n", " normalize=True, \n", " method='auto', \n", " features=feature_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (method = `permutation`)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:54.763768Z", "start_time": "2020-07-28T23:53:52.928280Z" } }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': stars 0.759553\n", " tiger 0.745122\n", " merciful 0.031355\n", " quixotic 0.027350\n", " dependent 0.018033\n", " fireman 0.017579\n", " future 0.015751\n", " wrap 0.015741\n", " adhesive 0.011913\n", " rain 0.011430\n", " lip 0.010565\n", " clammy 0.010158\n", " offer 0.008963\n", " shelf 0.007556\n", " touch 0.007548\n", " damp 0.006499\n", " barbarous 0.006480\n", " rigid 0.006472\n", " nonchalant 0.006457\n", " lethal 0.006313\n", " eight 0.004812\n", " cute 0.004193\n", " change 0.003709\n", " sweltering 0.003384\n", " playground 0.001421\n", " dtype: float64}" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xlearner.get_importance(X=X, \n", " tau=xlearner_tau, \n", " method='permutation', \n", " features=feature_names, \n", " random_state=42)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:56.761700Z", "start_time": "2020-07-28T23:53:54.765885Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xlearner.plot_importance(X=X, \n", " tau=xlearner_tau, \n", " method='permutation', \n", " features=feature_names, \n", " random_state=42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (`sklearn.inspection.permutation_importance`)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:57.947079Z", "start_time": "2020-07-28T23:53:56.763910Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time: 13.757911920547485 seconds\n" ] } ], "source": [ "start_time = time.time()\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, xlearner_tau, test_size=0.3, random_state=42)\n", "model_tau_fit = model_tau.fit(X_train, y_train)\n", "\n", "perm_imp_test = permutation_importance(\n", " estimator=model_tau_fit, \n", " X=X_test, \n", " y=y_test, \n", " random_state=42).importances_mean\n", "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)\n", "\n", "print(\"Elapsed time: %s seconds\" % (time.time() - start_time))" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:58.010918Z", "start_time": "2020-07-28T23:53:57.949277Z" } }, "outputs": [ { "data": { "text/plain": [ "stars 0.759553\n", "tiger 0.745122\n", "merciful 0.031355\n", "quixotic 0.027350\n", "dependent 0.018033\n", "fireman 0.017579\n", "future 0.015751\n", "wrap 0.015741\n", "adhesive 0.011913\n", "rain 0.011430\n", "lip 0.010565\n", "clammy 0.010158\n", "offer 0.008963\n", "shelf 0.007556\n", "touch 0.007548\n", "damp 0.006499\n", "barbarous 0.006480\n", "rigid 0.006472\n", "nonchalant 0.006457\n", "lethal 0.006313\n", "eight 0.004812\n", "cute 0.004193\n", "change 0.003709\n", "sweltering 0.003384\n", "playground 0.001421\n", "dtype: float64" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:53:58.468222Z", "start_time": "2020-07-28T23:53:58.013291Z" }, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Test Set Permutation Importances')" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pd.Series(perm_imp_test, feature_names).sort_values().plot(kind='barh', figsize=(12, 8))\n", "plt.title('Test Set Permutation Importances')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shapley Values" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:54:00.646677Z", "start_time": "2020-07-28T23:53:58.469912Z" } }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': array([[ 0.05905145, -0.01813719, -0.00228681, ..., 0.00163275,\n", " 0.000808 , 0.01982337],\n", " [-0.09223067, 0.03460351, -0.00243063, ..., -0.00886324,\n", " 0.00251886, -0.00680032],\n", " [ 0.07817859, -0.01975654, 0.00473035, ..., -0.00076119,\n", " 0.0218636 , 0.01243895],\n", " ...,\n", " [ 0.30115384, 0.09553369, -0.00154573, ..., -0.00331466,\n", " 0.00920979, -0.0128445 ],\n", " [-0.21004379, -0.03674163, -0.00241997, ..., 0.00449733,\n", " 0.01845317, 0.01552738],\n", " [-0.11479351, 0.06604962, -0.14693142, ..., 0.00789741,\n", " 0.00943036, -0.01086603]])}" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shap_xlearner = xlearner.get_shap_values(X=X, tau=xlearner_tau)\n", "shap_xlearner" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:54:04.837707Z", "start_time": "2020-07-28T23:54:00.648654Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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eGnRXBIO+4J4/aG5ZJVlflSAlRTvCF5IaIMUCUvdoUjb0VwGVFOBKUApqYfzdtiBtgxdCJQBLMiUIERo2FlIAXPOUBuC8hQGfOzhi3wk7b7SMOx/2ePauflg9SM4LcAEXKKdcWqs1CAKy9Tp9rS2gNS9O7iIbRaSjuEFOGNJSqaBcl5RWaOD+H21i38VFZh2SY8L09E6zdU+iqiE60mz46pP03LKRTBRg64gIQd1ySIkAHSoCXDQC//f9+L/fCn99DxqIECgsIixsGZFeVCQ9JYWTkljnLcR631TCfh/ZaiOlGQ3F8G5hfD0oGGFkeNcw6MPGkuC2lyVXrnBBCqiHsftHyvjXIGBAWvHyUBNJRdWWVD0NOilIAn4EXgQZJ74naGJBpBTZMCLjKSINfcWGV0Y37bhmpcM1z7tQDTlqkqLgByycDuuHBJtKgmNmaP70vZIJBYFSihe3QFsGvLLisac9cgKe2gwr+i08X+P3Kw4YKpMPQiw3Rd4LmnWlg+HPAoi0ZmVXB2XXIRUp5g6VmNI/SL5SZaiQw40UpWwGLQW1dR6b/7OX39xS5piP5DnmzI5de4J2AeWVA/Tcsh4riKjf9gesTSX6Uzk8BB1hDQuBACw0odZUlYsbBxeTNRDg4GOTxQckdVwEmkhpoid6sSijAf/m59lEOxE2NhGZ+QVsKch/8SAyZ+27B4/Cm0MrhTjlx4hH16GFBUfOgBvPhkTgGwzjHSOMDO8K/v4xi+/+3om/2ALs5Gk+bYOvYqFTC2KRlLZjHSNFHPeykqchL4JIx8vTdrzOU/G2WoPWuKGiI4iaz0+puk/QkY33iTTUQpwgIrQtisCKTYJqocBvXga8EKfk4TzYzW/vaqVuWaSBQhSRDSPaBoaY4Ac8OHUi3ekUUmscDR1ounNZEIKWWp0J5QqW1mignE7hBiECCKVgay5LXzru4Hwp0dU6Hdv60UIysd7PpkkTUFZ8bGrpFOlaHQ08/It+cq2S6fvn6JrhvuXzoLWmvqnOthV9OF1pbEdi24L8vgWkK8eEqLTSDL1cZvM9m0nfmCOYpKhN9cne6XDvt3+DF2oUkHNgzhf3of3oLtZe8H/Unx/ClxoRQCaMvWIhAk2BAElkS7ZJm1zdI6cDBCC0Jqs9UkSUyI6xPcCinzwamfiMQjQwSI4cdQYoUCOXbO0jVvUhiSh//h6GPn8PzgQbqxIgiw6pzx+M9hTOHI2ePhtcCyF30VN3XwX96gDMbkc/sRF9xXLEM90I3yMenEFjCT/R7hYKiHDR2KAF8sG16HlXoM85DE6eh3XtY1gPvAxKEeYyyKzN9Hkt8M08IgzhhW7UjC6Y24GYVICqj3ilFz2lNfa4tudex9jXx775UezfPoVzy1PxNZ3NwNQCsmcQlU9hDVTAD9G2jfBDdM5Bd7Vird4MaBQa4VgQSVSxQP1vTkPPnoD17HrCjx2Gnj7h7R/vdyXjy2MkBgYG9B/fzGB446xevZp58+bt9nqDCPprMCEX65AggtNvtVjeY4MlY2GiicNgjQ5Y61gU1SMIVSx2NMPCKDvi2SFSUFeQseJ1oYJQjzIgVwvIR4pq2iEVhATAYFe+Wdf03gqTKx65IOL/WjKU8ymUbUHKatYxcVM/U6se5WyWyTWPaTUvHqJeazzg0fbWZpVSa2Z7Aa4etmO/jZsphCGVTAo/lcL1A9wwZCidpi+dYk1LvrntgRs3c9i6TbHHDOie2IGXCCe0JlupoYXEDgNahsr4ts2kxZ2c8PlJ5IsOlv3aN0QVKJ668kVW39aNFSlcL0IIiCyJbwtcX5HxIjTguTI+phpQGi00QcomXY+YsrmEALYV01SyLjJS5KshQgiUgP62NEIpCr0e+XKIlRyKyIZMOCxSFRBIiZd1mja6QUjRq8XeNDQpIlxCBsgSJs+NLj4dVIiQlEhhJ94/hcYjBQgkEQKNYngcKIeQDB42itgDpchRigUHonmZufhYRARY6KanKt7ekgqUQkuJdl1ESmKVqwih0ft1wPoylDwEIHWAi4dG4JFOpjVQOPi4xG0McdBJOFCik++aFFWaLtPkWCkkoNFINBYCjU7aahEgUGgkggibcES5KrYHDwsfnwwhadJUY+eqBNWWRmyrotCEuICNRZCUGwEaSdBsgUZC4smLpZtuHsNGwDI+ng4Cv3nOYymUgsTeuIzRiMTlO7Ij1MmR0JYAS6LacqAhOmwO3l+cgtw6BMUs0RHz4jD6XsjuvA+3Fi8Y9X1w4Ie7pd5dxbj3GC1ZsoTvf//7LFiwYE+bYngd/Ah+9JRkIJCctyDiuV5BPYRyXdOWBj/UVCLBHWss1g7AZk+Sd+D9kxQPrBd0V+Vw/o9S8V3NtQARCyEAmdz6RoqiSMc3tqyM92msC1QsfLQeXhb3b8MPRyKJoWmd1C2ouDaVrANCUCKFUCNuxEKwvi3L+mKW/XrLTKz5lAIFE7KgJOmhOkJpejpb6dWabG+VqJhhRs1r7u+GIUJrtBA4SjG97pOLFKEl8aXAQ7AtlyZTqtJarSOrdSquS2gJPNchH0Xk/YCy65DzPA7o3tqMBAK09Q/RPakTBETSYqhQoK1/gFTdJxVEpIKI/nu6+cELcQgyO1TGDSPatg2RCkM8x8IOI7TSZOshWgpUPoVyLELXJj9YR9kiFjWWoJqx0YlY0lJghwqZJIALDVO2lHGi2LoJ/XX6OrJM2FIl7UVoAX7KIlfycXxFvdWhr8Wh0Ofj1iIiCT0TMkgU07cN4miFpyx6tD0qe34QlxQKmwhNLNRaqeJjI9BkCYg7ZE0er9kRD5FmWEhYOPgjhFHctcbfdbJE4pNOQnXxnophsSISOUGzo7aQKoi1ohLoegR1RYhNlhLWc+sIcQlIARFpakg0dbJJKSIRNAqNRSwx4py4EI2PTZpyIjpi0dO8VBEoUomYCBMxEm9l46OQCKxmGHJYzkXNEhQpLAJS1LAJEY0jpxRyWx2wcKjiEnslQzJExMn+NkPEIsZFIhPZImDEsRs+ro0fpU7a6SLwm+3QSTkkwmwsekSZjPosIg1RhNwyFNt151Ok7ny6uV/jd6MtAUIgQoW2ZeyRDiN0No06cBq4DtH8qchtJcSWAaJ5kwk/engsrJykG6562Pc+h55cJFo0Z4eWGnYP414YvV201iilsKy986lgPKA0HHe9zaqaC0Lwz09GBElOM6GKxUvj8Ic69ur4ij5g3Vbi0FjjTmYJsO1YrAQKnBEJsELElYWJ6BGAYyXCRg+H1yBZJ+P6ZGKkHz+x4qvYu6FUXGajL5BJrtKITle/xtPkhkKaalsWLQSEEZn+Gm41fkJ2qgHTIoWlNJuyaR5uzTO17jPd8wmFYHrdZ0vK4aBylayKb81hGPJsLo0Wgu6JnZxRfhVXxZ1ZwfPYVGylUK2iNZy85lW2FVsplkpsmdDOgB/QNVhCSclAIY8vBEOZNJ5tkQ4jKBYIhMRSihmbtpL1fISQtA4M0bm1LxY2to1nu8gwxA4VdqjIBCoWiY1jIePOwwkjpBJElmyeN6k0oSUIHIlbj9uuRRzeGoUQ5CsBThh3SoEtcb2IWs7GdyxEpKhlbSJX4GUsbF/TOVjF1fGxSBORDTyqThyKVJJE3sQdu4MCJCGSMilaEk/LyMuigUtIQKN9mgkMEWIxSDbpoONk7WE0FqPbI5NSFQ6xdFKkqCHQhMjEb+KQoZp4eCwsIlJJx29Tw8dFIQmxCUg1/U0NewPSRECaEg0RYBPikcFD4lJNfC9h4s2CqBlkk4mg0SPKS+EQDIuH5hPJcLpdo70jxUtsV9iUMDrxMTX2k6jESwUhBdzEUmgIHElECocqo2l4uho1KzSqaXdcZzDKsrdOQ7jCyLMrouG2isb9BWCohvXIagCc+1c1S3HufwGuuZfwyH2p3PZVAHKnfRf7ibUAVP/50wRLj90J9u4uxlcobdwIo5///OfceuutDA4Oks1mOfHEE3nssccAuOSSSxBCcPzxx/OVr3yFW2+9lTvuuIPe3l4KhQJLlizhM5/5TFP8LFmyhAsuuID/+Z//4ZVXXuGqq66iVqvxox/9iE2bNmHbNvvssw/f+9739mSTxw3dJVg1aENKgNbDoghioRPpWMDUwuTOPHwjjhOnGb7nNURJI6E61OCM8ProEftr4vDYiBBO/Fkn+8lkGx1vV6pDygGRhNusJPwTjvAKvc69N1P1KQx5hJZkKJ8aFk1SIAdqw03SsVCwgClDdZ5Ju6xJp5hCxLGvbsaSkil+2BRFAI7WfPbp51EC7p05nVQ0orPSGi0lEweGkFqjMylyUchLM6cxlI2f0Af7B5gyVKbF90gNhvQUcigpqboSJUh8A7B22mTmbuxGWZKWwTIAoes0Q3GRFMh62HTO2UGSoA4IpfEdiZ+2EUpjhyPO48hTrkFGsfDZ3Jlj8tYKAEM5l67uMk4Sviy1ONRycdkyOU9dm+uIJGKqpCA3GGKp0SdFI1GWQCsILRuhwYo02aDevL3bSce6jRYsBkgRv6kXIbGTzxKNE2cs0UaFFCGpxCMzRL4pCUqWix0pWpIOvRmmYXsvhSKFh50obYmiRgYXH9kUNFEzxBSX1ZAMAp9cYtdIOTbc9jjMFdsXIdHYpCjhJCIrQBPgoLBpdA2jRU7s45JNUdOw2sIipCGRdOIlc6glddl45LET/1ZD5pAcx+Gw1/YSdPu3+uKSfbKJOIrLSJ5ikmNWbYothUY0xZfF9rLtzbF9x79zMlDsh1/CWvEKupBpiiIA96ZH3mHCaHwxLoTR+vXrueaaa/jhD3/IrFmzKJfLrFu3jvPOO48lS5Zw5ZVXjgqldXZ2csUVVzBp0iRefvllvv71rzNx4kROPfXU5jZ33XUX3/rWt5g4cSJRFHHuuefy2c9+lg996EMEQcCqVat2ZMpOZ/PmzZRKpd1S185k9erVb3hbLxLkxH5UsGIBM/L+NfL/17qv+SoOmzWSoJuhr8QTVAvj9baM14+knogaSxC7KBhOsB5lZJgkT/txjpElE1G13c1bChrREzeMENUIL+9iKcWE3oYrP66zr204wbc1iKgkwjylddNBNvJ+nK76ZPy4UwyFYKNjMzVRkRMG4zwcS8MRG7vZMKGDGYNDCGAwmyHj+1gjjo0bRUwqV/AcB8+xyYQRbhTblYoiipUqfYU4F0kL0TzunuuwraMYf065pDx/9KBOyefQEkQCUoFClbw4zBApqs03mzRKCmQiWqLkeMtINbtDAXgZhxcO6KJjS5kJvfVkz3idP2JeNwGk/Aihh7+79QhtwbZclgEytFcrKCSesLC9OA9GB3EYMrAFgbJIJccgFkEN34tIXtMXhEgUkE7yggQal4A0o9/+s4hw8RlKpelzC7hehOVrWqgmXpG4Q5fNQJDCIhzjfZFE2wmGxtFreG+cpneogcJKLNYIAkRyNfmkUfhoJGEiJKwRdgdkCUkndaukbhuJwqFGhI1K/DhxKC3e16aGjU+ExKdrhB02aYZQ2CTDiDY9RzEShZuE3xpCKJZcDvVmS4fbH6+3UXjkSDOQLI/bpJMSRx6/2HM0LL1G07jSdizQdwfKsVjrDRA5NRa0ZrAHYzG5bXqB9W/iHrqn2dE1+k5mXAgjy7LQWvPKK68wceJE8vk88+fPf83tjznmmObnefPm8cEPfpAVK1aMEkaf+MQnmDJlSrN827bZtGkT/f39tLe3c8ghh+y6Bo1g0qRJTJo0abfUtbN4K0l/93VG/OW9HjUtuejQkIc2Sko+ZFC4EnoqIU8P2qzvg3qoQMi487M18dvpiTiSIvb2eFHi1RHxfc9X8Wcr8TA17oWhir1RiJGe/9GP80P1+PX9xnLbgloiqMIIUolnSYgkrCeYuK2Cn4iulqrPgGOPunU0vRhaI8s+W1IullYo2yKSgrDiITSsL6Qg0NhK8ZHVf2BdPkcI+ELwcEuOaX5ABFy49lUAeloKbCvkCVyHzbJIIwdqam8fWozuQgUkeUFjbwMi2S8dhLSXKwzm4zeJOoeGyPrxU39vZxtaSrLVWvPNPd+ycO04z6ictpuBB0uDagjTRPxqKWIPU6iQiZdORqO9CELFdqTq0QjboOaIUf1crIkb4bf4e+gKoiSpWwFbCgUcX3RrWIAAACAASURBVMehDhEfeyfQcd1AxXHJRHGeUBWHCAuXIPGRCGwUqSQx2G16ZeLwV5T4QGqk8XDIUidPnaJXpSMo82JuCkorgkDgJt6VhoelIa7i9OLh5OUg8Q8ByGR5LMYkIS4KkYy3tL0/IxZwWUpE2Mke8b6N/WTirVE4SPzYkToiZ0ojSVFuepDEGFERixwLL0mYjgNdI384jdaFSXgP4rfdrCQ5WideqziIJxPJE4cKG14vjULhopteqbgLdqlsZ0+Y+KHECFtlszVjxY8YeZXxeh4gnbR2+NvI/Yezn16rBJ1Pxdd9yonvN34IjoXafyreV09l5uKFANR+9XXca+9BT2knfdGHmZdyXqPEN8abeTg1jGZcCKMpU6bw13/919x+++1cddVVzJkzh0996lMcdthhO9z+nnvu4ZZbbmHTpk0opQiCgAMOOGDUNtuLkW9/+9vccMMNnHfeebS2tvKRj3yEP/mTP9llbXq3Ma8DfnXGcAzttH129BQX7GAZ9NbgZ8/b1MOAmQVFzYPDJ2k+91uL5wfs4TtWOYjf605Zw6GzUA57kqRI3liD5osvACl7WBjl3dFep8Y9NzUil0hrBn1FPQmVpZUi0JqqJclGCiWg1JICC3IDHmEtBEsi0w5OXWGFiufb82gBcwerFP2IYrnMQxM7eaajyPyaR2ukaQ8t1qfiJ/hf7TOT47q38sqkzqYZllbNkNpAPkfO93ESD1MtnUJo6BwYpKNSpe46bMvnyHo+g9kMhbpPsboNz7aZs24jW6Z0EQmBCEJc5TN9usNRF0wlCKbS3mHRu2qQsKKYdnQHSgikUmx6oIen/+klWF9FWBIlBOlagJ+Kz4nrx/kmdqDwXEmUbBNKjdRgRQonhMAOKbWkyJfjvJbAFgy1pbCjWAg1zkOQkvRNcEnXIryUpJ51aBvwmmE9ACt5C07bsbAauU6GsYdmgBwaQZ4aLioRSP6IK25YhsTyKRYA5RFvsnm45IhDcznlkw/rZIK487ZpdPgNb1GIh0s68XzUcSHxgDjJIAPx4AAWFhK7GQ6LA34RjbTtxltjiiJb8ckQ4QACnxSaDCQCJi7No46LzY7z4AIc0pQISDe9UCNdt4IIhaRGKykqWPi4DBCQRyb+o4AUIW5SX5SIrHhAzUZmkKIhLzUu5WQYBI0mgCRI2MjtGZb2Nnq7PCedlACN3KiRMfmxwm54ud7hFiNpyiIB4cKZWFsG0a5N8P8diX/JR6HsQS417Em23vzgnmrBDOrf//Sb3s+w8xkXwghg8eLFLF68mCAIuOOOO7j00kv5xS9+MWZclK1bt3LFFVdw2WWX8d73vhfHcVi2bBkvvfTSqO2232/u3LlceumlaK155plnuOSSS5gzZw6HHnroLm+b4fWZkIG/WBSOWf7I0ojntimWrxdcvdLm1a06nrsjbceeHUuMTs62xXAIzWI4F8m1IJsIKiFigdVMqtbxU+BIYSQE3ojrxxdx99fr2Di2JmpPoxwLlKbSloG2eLvW3grZZHBGxw8J0GwWgmrKoSYL5KOIBXWfWUE8fs5hlRolNNOHyrQozdqJnaOyMiIRu8YUYCevfPuJkAoBEYZYVjzadyZS9OdzdLe1kgoCWioeviuZtW4jMlK4vo8/Mcuhx3XwgU+0jTnW04/afvwXycwPT2bmhycD8av7Qy8NUd9YY+2yNfj9AekD2gh6AgJfseD8OXS+v52B1WXqW3wmHzuBVKvDqz95hcofymy4ewu9notIK1r/tAv3P7biVhXKEoS2xAoUOSkoHFSgcN96alWH2qBDLe/ghBqhNalqiFSAVonUiO1sdJKOjijgkaYv8RgNj9cUYjXfJrOaCcSjO9NoxNHXIz4rYE5tM43cmlgICKKuPKUvzGLCJgG+wP7CAmRHClGNoCuDzLy+x2B7OaODCGyJermPylOb0LaNDCLE1kHkL15Ar+1D9w97d2IPT4RPCpsQm3oSStOkGSKV5Ov4ZNFoovfORD65IfbwETbDfBqFRxbV0oU+fhZi8WwiIYnW9qK31KFaI9ynEz05i1zbg3fhcehZE2Cwhn3/86hQI7fVCD9+COGEPAxWsR5eDV5ItGgWIuugi1lSX7sZ9z8eanqaJA5xWNoacUQab61Fzc/DocWGv2k4N0kLUPOn4p/1fsIPLETPn/bWXnNvGTF1zlsQRYa9i3EhjNavX093dzcHH3wwqVSKXC6HEAIpJe3t7WzcuLGZY1Sr1VBKUSwWsW2bVatWcffddzNz5szXLD8IAu655x6OOOIIWltbKRQKSCnNkP/vAA7s0BzYoTn/YJ+fv2zx6GbBlnLEr16AJCkBLGt0nsxIlB5+uKyMEF+a2NMUxG9hhRl7OHE70Fgpm9BPbtIjEsItpQi31WKx5UfkHEmQc8j4Ia4OwYYD2hSXnSTZEkhWbhEUygGWVvRYDk+tV6zeZtMxFCCUJq8Ujm1jeR5DQlAgSTPVmonb+rHQdLe2ULdtXN9vmo6UZCp1QBOFEVIpMp5PNe2ihaCzr4/2bYNooHdCkVO/PJU5Rxbf8nmQjqR4YBEOLDLpxMmvuV2mY/TUI7M+MxuAA7+1gJtuugmA2Ys6eGXWq5x11lnN7SJfYbljf4/9d6xn3f9bhVw9gBVplI6T7ZWAspWmEAWEyRg9GeJhEWwifLJJrlCMSPwRTpK2HCCp4SLR5KghAYcAn0YOlaImXBwidHuWwnUfxD166hj7+lavJr+TxpoRTmytNa8jdsGOXPfnR43Zvhlw8sI4zLl5EOe+NcjL78Hp9kDHic5kXcIHLoR9JoyQG6MZKSZey/My5tGlNUN42iJgu0BXa5bowwvH2On949l4/3j2a5T+xxGbB9DteXDHRbe3l2FyjPY6giDgP//zP3n11TjPYsqUKXzzm9/EdV0++9nP8pOf/ISrr76aY489losvvpilS5dy6aWXEoYhCxcu5IQTTmDNmjWvW8d9993HsmXL8H2ftrY2li5dysKFC193H8PegyXhzH0jzkxmZiidAD99VrBhCO7aAK/0aShpKLjDgzd6UfxKvmvFIbhKGH+HOOSWtiGS6CEPq6dMlHIg54KEMO/GuUmhJhohuiIBf3VoxOS2iDYHPrwILKsRphn7c/zggTDWNwAwPD2DH7TwzzfXWfVUgKwFtEQRBc+nu6MdjaajVCZXraFsC4Wg4joIrWmv1QlTTrNNqSCIB0BMOfR1tDGYzZJNaU46f+LbEkW7gx2JIoC2U6fTdur0Ucu23LaRVy56nK6Bfqoyi6vi3BWJoo5NhEXZyhAgmRINkCIkkJISaVpUPfaeIKjiNjOFQtfB+ZN9mTA/ixjyyX52PnLyWx/hebeSSq67qW2ocw5DnXPYWBEzDtCT9u5r2LD3YEa+Nux09tTI1zuDxhv7DUa25eU+eK4XbnjBYm4bfHJ+xIwCtLiwoQQ/fkryXA9sqks+OCMi9DW/fUVSCgRWNWRySvEPJ8GCObtuTKy6p7lmWT/rnq3RUqnRXygwoVqNk7yVZjCdop6MbJ2ue8zc2kuQGg4Z1R2HgUyaQrXG0edP5qgPFHaZrW+Whsdo0aJFPPnkk6M8Rm+FaNBHtjh4a8uENUVu/wLeEz30fuJ/8EshVZFCCI1tRdj7F8nNa8Xdv5XiFw5ABZqw1yO1T35M2P3N8E7+rYxkvLQDxk9bdmc7CsUvjfpeGvjBbql3VzEuPEYGw87i9aar2qc9/vvovmODCdMKcOni5tDbzeV/1/w8MjCz60inBH9+UTsA3zl3DVXbIhQCR2uEEPjOcN5KPeXGb9U5cf6RZ1uUXYe2UpmZB2f2KlG0K7BaY0GYnjvczvQRE5m27pw/uq8E7La3PmecwWDYezFJMgbDOOXMr8ZvVq5pL9KbeIlyntdc31qq0D1xAtV0mrrjULVtZhd9Pvevczjjb2ftCZMNBsM7ErHd3zsbI4wMhnHKfgtzXPY3rczviJO6K1JiaU1n/wBd/QMUwoBUFOG5DoEQKK1Z/IWZFCam/njhBoPBME4xoTSDYRwzcbLD1y6dwOrVq7ntuha2bIkohCHFWg0tJRaaTF5TmOryvo9PYM4BRhQZDIZ3N0YYGQzvEr7ynYmjvmulEa+XVGUwGAxviPF1HzGhNIPhXYoRRQaDwTAW4zEyGAwGg8HwljGTyBoMBsMuQGvN87/ZxtYVA2TmFpi7pIOODuttjRNkMBgMbxYjjAwGw25l05oaG54oMe3ADPfc0MfmtV488aZS1F2XWjpFbuUQy2/sIZvR5LtLWJEmH7VQPW+IWq9Ch+9ssRRsrrHumF+T2jrIWvkoupAi1WZhD1WQQx4i59DyL4tJnTZ3T5tqMLwB3tm/x+0xwsjwrqbsw/VPw+pBybEzFbOLMLM1nhnEsPP52T9uZeP/leLpVH85FHuDLBshFOlanS2tBdr6h5jS3YNUilraBaUJUZRVGnFtjpVWD6EzjdIHvHfs0ALrjryDzr7N9NOCVhIGA7xBHwiwUWQGh1B/+gv6yBC25sl+aSH5Lx+yp802GN4VGGFkeNfRW4HDfiQZ8BieCVtprnnagqxLSmp+cGSdtgxYJYd3/uQAex6lND0bfDY8UUKOmFS3MXmvlpLQsbGDkLlrNxBZkrWzp1FPu3T2DjBj3WasSJGpR9QyDuWCy82fXcnBJ3bQlhfMPns6Mrt33842f/c5Sv/0HE69RkYH1EmhthsN3cMlTY0Udepk8EnDYEj52/+Hc1gXqWOn7CHrt0Pr15542fCuY7zNK7Z330kMhp3A1ioc9lOXoYoCRDwNhpDJDB3JzV0KsAV4EZ4UfP5/HahHoGdj3Ss4sENzyETN714GFUiOnqL4tzM0jm06h9dCRRqvrrnzvwd48sEqqSDAhbhTBXzLItWYlFdr0tUaectCas36KV2UC/EkrN2TO2nvGyRbq6MsQaYWUU2HiFrIs7/YjBOE/P7fX6W13cZxJZNOm8aCz87YM43eDq01laufofIvT1PrDpHYOESAJETi4lMnDUALQ0xkC1XSbGAaAQ42IXk8BOD/7zr005uxPzgT+4COnW9s1UP+v7th+XoopNFfPQa9eC683It94X9jPfYiAgsLD4sqGgdNGhAc7CosF8Kj96d+4wVGNBne0ZhJZA07nb1pEkalof0fLPCj+LHGliBlLIS2v/JzyXNCoCBM/iTx7OORAi+CtNOcUC1f8zjzEM3sNsGnD1a0pPfezmB3npNqKeKfvrqJqi+wtCYS0JfNEtgWThQxvX8IqRSRBkdFRLaN59hUUi5zXtlAy2CFjdMm0tc+PBv6/s+voVCpoYWge+ZkJnQPkilX8TICGWm0FFihIlMPcUKFDGKPRmpuhkOveS+5Wbt3pvuh29bTc+kTZNf14qAQKAoM0kcRxXCc1sUjTQ3QtDEAwCYm0suE5jY56qTxsPGxiCWVdcb+uDOyyKkF5KcWgvvG5uHTf+hDXf4A9r0vIGs+6oiZ6Gs/ARY4M7+F1vFcepI6kghFhEuIRhCRwsLHpoRGomhplIqggiBCIwkPmk3twW806xSbB9GuDe279xy8Vfam+9fbYXe2I1f88qjvlYGrdku9uwrjMTKMS+59RbD0dotSPRE4I0VQQ7/oEQstEf+NXKY1pN1YFNWTiWO9EFIWSEnZdfjxqnjx3y1X3HdOwIFdjQjR3iuSdiZaazxP070+QIYRW3sVd90wQEk74AqE1vgCAjvuuAPLYiidIu95aMvCw0ETa81sEPDy7Ol4lsXcTZuxw4jQtshXKhQqNQCGWnO09Q7iZS1c38YOAwAiBH7Wxc+6KMDxIzq7y0TPV3j06HugxcZusVFDIWGg0a02+RlZ2ue3kJ2TJz+vQPvizrd9PMJNFdYfcTu1IZAofBw8BGl8qmSRgEahkQgUWWrYhIy8QLd/9blCiiwVbBQCgU1E5pbfAzoWIl/9LWJyDnlwJ/qD+yLOOgghJWQc8EL0B/8DvbInETMKlwBJhCSCe17Cnf2V2HaKgMaiTopeBKBwUKRRuAiI9wHiH1FI7HYVgAtUkURYz66lUPwcGgjJokkBElpdOHIy1pYBgo8uJDj/BMi+M3PEDOMbI4wM7zj+b6ugI63ZUpU4UvPKoEABrSnND1fYPLRe4PtA2oK8Jr6Xa0DE93Cl469eNFxo2orX+SpeH43IoQjU8HaNdV4AAixLEFmSyJKcco2ilE2hIxX3GbYkIxTXna7YvxgLiOkTBD0DmnxG0JZ/Z4qn/r6Qp58NePgxn541dVJhRMr30baFEhIlJRKFlpJcrUaQTiNU3PFrAUrEOUVCa5wgJJKCcjqNG4VYUYSDYCidZda6jdTyWULbomfSBLSKkLaFjuLzNtCVJ983hB1ERPawx0QC5bYcrhfROlAnzNhIX6PW13F8RdDiEFUUg8+XGXquhB0qRKSZ/qlZ7Pvtg9708ait7GX9B/8H34MC9SR92sUhIkxusRXSOHiARBKRZxAbhURTx8EjBWiyVIhwsYmIENgoIsAlQiAATZ4hZCKkIkCpCLWxhNpYQd71B+oX/y8BaaTU5LIVrLJPQAoB2InscogFZXzUUoCNTYgGLCpNaSYJCMkg8dBYBKRw8FE4gD38jIGLwAMiLBQNoafxCcnEGw36yLtewiLAenId6W/fim7JoBbOovb9P0XPfPvC1LBnMOMYvYO4/vrrWbVqFZdffvmeNuVdRyWArB1ri5W9ghtesnElzG5RPNcnebpHUg3h2GkRLw1INlcFQ76gvy7QaGwhOGJSwKJOTcmXrOoTvNgv6C4JIhLvTkO46ETo6OQzGtIiFjF+ImqsET9cKWIv0EjqIXgi9i4J+drbNcqKIONH1ArDT7x+ymVWX5WtlqSSS5FXimllj2/+hyaNxgojbKVpVbEXZcixWHq8xPdh1kTJkvfYb8nTNFhR/OAmD9/TLJgn6O6FDxzucODc4Z93qSIZKCmKhbhtYaTRGjxP84cNETMmS1pbxoZjAl/z1Mo6D9/UR9Tv0RdIKqkUvmWRVopMFKGEJHQcbK2xtEZGOvYjKE1k2XiuOzzEvtK4SmEHATnPx05yjCIpqbouubrHIU89T67mEUpBqVCins8kkgDK+cxoA3UjkXvEouQfP22DgiiZ8Fs7At+1iRwxaneVXEsbr11Lz7I1SKDt/W2kZmZp/eBk2k+bGtu4qcK2bz+FH0qqz/ZhP9+LQBMhqZBFoKiSQgICtV2kdlhCCAQ1sqSpE2LhkUYj6KedbbShsMjiN7dPU22WIlGUKCKJyFFO6ncJE5FiUccnDllFCmpll1aq2ASJZHGIHyNG0vD6xP9GZJEECEJA4jKERuLTBtgocihsBHpEWQq9g+5RjDkKAYJKvCZ0EH0h9r0vUVj49bgMy8FfNAeZd1BdHUTHHkB45ntiT20+jcGwOxhXOUYXX3wxixYt4txzz93TpuxVaA19dSimYH1Z0J7SBAo6MvG6F/sFL/QJft8jearXYt+WkIe3OMxp0UwvRNy7wSZtKbKOYGZBUQsFD3dL+uqSZo815o44IizVWC/EjrdtCJs/1ohaFHtr8vbw22QQe3QiBY41XJ9SUB/RAUjRzA1C6CSHaESltoj396JYUIUqrtOWscKrh6BIcjliL1RHtc62lkxToGX8kKl9FTwhGLAkApiTCCuhNcUoQmiNpeFVx6ZkSYqRokXFeTiW1mghKElBawqmTYBKRSOlwA81/WVQYSw6ClGESromtCarFJ6UVKQgozWO0nEoQ8Rdl0rCe0JrbB17VdxIYRHXGSRtcJVGoLFkfAgspZlcrSKUouLYVFKxELSVIh2EaClBCHKeh622O4lJmVuymVEidmqpRKruU/C85qY1x2FbIU/H1gEWPv9qc3kl61BqG85N0UoRZFJoS5Iue2TKdaq5NJErsMIIoSGyJPnBKlJpnFDhBrEX0I4aSd8C5cimPVZidqocYgeKwJGEjsQKInKVEIkmh0eBOhIIkPhIqmRwidd7iVBwE2+JRKMQWKj40iciTUCNNBJFjioWCj3irbQQQYiNS0iAA2hsfBwUEoVFiDXih+LgYRER4BLRyA3yyNGDRjDIFCSKdnqHfyq4aCxcqsnPUCcCyEo+RwSkAEWKfqzEswQQkSGkhdgrFDbDgQxfiQg8BD6NH7kiDtEpHCQhDn0jJCKJF6zxbTTxEisRXInQzLqIqh+/zWe7kHWRno8qpvAuPhm17xSoeuj2HOp98xDdA+AH6OkdyDU9iPW9iE196Jmd6BkTULO74sqUinMPlWL1mjUmx+hNki1+ZdT36sA/7JZ6dxXj2mO0qwnDENveuw/h5iq856YslXCkghn5P2Oeuh/ujp8gXxoARNI+HXeAv99CvF8jMQSGy9ne2yFGlzvmc4PXE0WNMpROxNUOtgmi0d8bImxMJcmyMPlsMRxWc5MEa91YlhgVqlh4pew4gTtSsShzJKFt01bxGMymsCPFAf1lUJrNjk0eiLSmnGjBbZaFti0mhhEB8Id0nIC7OSWYHkZMrAfUpSQQcffU7wtKGzVOw2YNgYDIijtST8SiylFRnMorIKcUaRWHCz0pUAgiYqGA1qRVLAJ84u6makkKkYpzcpTCanZTgkjFocSKY/FyS565gyU6PJ9CELI1myGSktC2sDSIKCKQEluPEKK6EUohScCOSy54HkJDrl4fdX5926bmOFQyo3NOBlrzTTGgk83duoeSEqfu0d5XpX1blfVzOojcWByISGFHCqFjDdy4JhpXgBNpIh0RWWKUhy5wBFYocEL9/7P35nFyVOX+//vU0vvsazbINiRkARISAsomAbzKomjYCQS8iPz4ioogcIMIKhFuAJXrgghobgSDIN6rRMSgbOpFIlsCgTAhG0lmX3t6q+38/qia7p4sECBkJpPzfr0m6a6qrnpOdfWpTz3Pc56D6bgI6QUZUP756pfiJh59RAjhBrJGEMbFCjKI9EAkaPgis4coJg4y6G49dJLE0XFxMdCQxMhg4hInh46NjYmHAYHA8tAADZ3Cte5gYBEqEhdQyYYgZAcmGXLUBmE0Dx07uCJkcC5yCDQ0wMPFIIOGh0ESgROEy4q+0uB/HTs4Fy4eWiCK+mVWGLD8OlUIBC4m3cHoNXuHrkAGr7b3LPWvJxCWvoB00dK+J01DgpND9GYBgd6SIXbtgzvYK3byuni9O2UM2tYuRE8mWOIx/sSD4ZFv7GCP4t1QobQhyV133cXq1atZs2YNv/71r6muruaEE07gtddeY/HixQB0dnZyxx13sHr1asrLyznnnHO44447eOCBB6ivrwdg+fLlPProo7S1tTFixAguvfRSZs2aBcCSJUtYtWoVDQ0NrFixgoaGBm699dZBa/PucN0/QoEogsLFu93/O/P2bE+xyBkginax/fuhSKMNWFZsmC4gbgbipUi42J7vSTIEhIu6P1cWwmeeB0aQQ+T2x9yCUJwetEXu2DEPwPYKuUaGBhr0xEOU92Wp6ckwLpPDAFp0HRmcD10IOgLPWbnnYQtBu1F45g/rgmrHX57WNYQguLX6DJjhWQy8dViahmHZhERhvYPEkJI+TSenFzwi/euzGoQ8iLq+fyGMRPdcJnb34mqCzeWFUWAakNQ0+ky/i3itsoIZ7R2EPI+DWtvZWl5GLmSS0wT12RzOdteAJwSuEGRNg5D08ILvLWrZEKxzdB3d8zAch95ICIkkXRLl9UljqG/rxjM0vIiGIzQ8IYhmCmJKeB5OyKSrOk6iJ0tNcy/tdSVIAbFkBqTEsL0iYSSQnkQETk7Dg3DaIRc3kLrAyLmEex0wC2ddK9J5GUwSFDxcLn4eVf7rwZcbfl6QLFouGUEnqSCPp/jzbhDCcoEUUSrpwcIghBuIIrAwcdDRghRoN0ih9gPOEhsjn6sEYBTZKBDBcoFExyPwEOIRogsNjxzVePi5RP3tEfn/nSDp2gk+H0YLSgcUrhMX3y/U7/mSCDR8KWkiApHUH0IsxpchCUBHkETD3U7ADDySf/5ySEIQiDaJHXioduS9nscEYKzZQuGX5j95VT75Bn0vrcedOX6n+1UMf4aNMLryyivZuHHjgFDakiVLBmyzaNEiEokEv/71r7Esi+985zsD1i9fvpxly5Zx0003MW7cOFauXMm3vvUt7rnnHkaN8vMMVq1axZw5c1i2bBmuu52n4iOgubmZZDL5gT/vpMcAe7jmyUc94mqnu+8XZqIQkpPS9/5E/SfrAWLNK0qe1jQIa4X3vbmB6/oFlABc1/cS9aMJv+5R/1dtaoWQnQDd9kNvMhBAZtFNUeJ3uZNtm3CQA77FNNgYNtEETMxYmMHmXvDXb4bE314PCulpUhKRknTgMTI9/3neY2C3rklwdiFaBSCFwNL9YfMCqMzkCHkeSd2k2JMoALtoP7aukTYMymwbw/OoTvaxoabKD9UJgSllkNvjD53P6Tqm42I6DlbIRAva0RWPkbBszHis8DV7EsOTTN20BcPzSIdC9JRHCHkeQgh0JK7wb/FS1/NhWtsQZBNhuqoS1G7rYfSGTmxDkIvq6B7oEnTbQ3d8r6Cec3HiReLEFMQ7LTQvyMkHNOngCMMPsXmF37dEkA4Sql00dDzsIJFaAAY2HlEsRDCk3f9icxjEkVTRRy8xbEwkghA5LAr5Ui4aOcJ4aFiYhLHxgtCaf33o2ITQ8MNIJhY6gihZJAIdFw2JQxyTVLDP7fKxioJnHjE0csH+woFk6t/C9yH54svCz5AzMYIrtDiTSAZnhqAEgcCGfH5VFH8UQr9HSOT3XbCmfz8luHmPVnYHv7bExBd4OQbetgzYhTD6MGxq2kam8aPv34cLKvl6H6WtrY2XX36ZpUuXEo/HicfjXHDBBbz66qv5bR599FHmz5/PhAn+/ERz5szhsMMO46mnnsqLrbq6Os466ywATNPc8UB7mPr6+rw364Nw7ziY8ZBHU3pncaig6ykKN+Qr2m4fdevfoFuCPAAAIABJREFUvP/FnhRHQhQdo2jfxcfb2Q9PCN97A37MpDgZu1gxbI8mIGX5zSsrSuhM2364LL9/AnUiCjYaRTsVAs/QcRyPxtIYk3pTlLkeKV0jLQSOhArX8x1Z+M/UpYGgkZAXRcX4T9H9NxwIuS6mEOB5mJ4fDpMCSh3/6bpH16lwHDTpi6KcJtA9Lx9y6/cYCcjn0hQf1tH89oQ9F03KAVHVsOeRC/ZjuB4l2RwxyyLkuLxZVxuMPoO2aJhRfWmElKRNI39sISUT32nCC5lIIeiNRcgJjbDtQMjMf1+eJqjv6MonYscsCzObQ3M9nLCJa+hoQuKYpi8Ug3MvNeHnOAEto8qJplrJRcKEczmkLnxR5MrCpaMJNNvD0wWaJxE5Ly+KJBDCYZTVRVoLY0oHR+r0EPPDgbikCaHh5xGZgefGQlBFDzqCMA4uGt1EcYMQEAi6iZMgi4kb/Nn4gctcfjRamFwQePN/pzYGApc4KQxsskTygTuQeY+TiRUIFv+zPYwhQjdGkOfje330IrGt4WLiUIVOjjgd2NhkqMRDwySLi45AogXhNAMLEfibQASeHRmIFZCEgnKVxULCg6L8pAIFcVS4MvuvSo2CcHLxQ3UR/NuUoD8UJwf0B94uQ2Y768K2x51Qi2jrQ/Rm8svaTzuE0accvYtP7Ds0NjYOtgn7LPuNMGpv9xMQ6+rq8suKX4Pvnbnrrrv40Y9+lF/mui41NTW7/MxQJ2LAG+dncIL6hFv6BK0ZwfRKDyFgU1KQteGlNo2NSY0plS6PbzLYlBTURqErJ6mMwIElkic26fRYgqlVDm/3+rkRKVuQ8cS7iJjtuqadia9iZP6fHZc5nh8KCw286fuvRSFfyHZ9L0+/Z8d2/QSdkI5wPPSUhSP95+F87lJ/wnUxYcNfZuhBCA7//3497EkMyxcU7abO/9X6oahExqLP0AnbLqZt+w/NAVkhyAWemLQmiPUPY5cenvDH7PQIwehqGI9La7dAOJKQFGSlIOx6aK7E0gRZ4RdQbDN9j0zU8zAC71LMdrCFXzdIl75HxguEiOG6fu1lCZ2RMCHPJWY7xHMWyUg4iDhKNNclji9wKnI2nibQXI9UyMQqGh4fdj3fIwSEbSfv1RrV2u7X0xF+EKUsnSVlmpSkMyRFHCfICQrZNiHHyX+NtmFiGwbRVAbNcbFNA83zPYLSLTybyiIhXP9OD5ojKOvMIDVJLqahexQJeP97NmwJdkFcuYbEcPqvUj9IVeJlkUCakC+KNHA8PRAg/aOv+hOrBSEkVpANZuARwc57ekpIUUESCSRJ4OcM+eui2ISx6CUeCI0CLjpRMiTwb9hhLNJE8IKwWr/q98VK4bqVaKSpJk4XKUrRsAkHF6AMKiH1/+hcwkFmUVUQKoMc4eBn6eW9YRZhv6gkNn7FqEwgjnRSjMAmCkhitBKmN7BEIPJhNyNvXUH6F1pK0BKR99sVJJPEyn9OYAUSsNhr5GDPbiB31b9BRQJv9kS0VzZCKot37BTElg5kJIS2rROSWbTmbrQNLXgNI3COnQL9if1FgntTY6OaBuh9ozxGQ5Z3G+pcXe1Xkm1paWHkSH++odbW1gHb1NbWsmDBAo477rhd7kfTduWGGNoYmv83qUIyqaLQBR8SuDOOGOE/oQFcePCuXNP2Ll4PpH80RNaBtixENPjpayZvdQk0TTKhzOONDl+IjS+T1MckXVnoyGm82a3h51dKxpZ4XDrV4ddvGbzZqVOSgKYeD8cOGrS9x8UJahD1jzbL2UE/7KF321RaLnogRDoN3b+594+k8qS/z36PkSb8O6Kh+yKr/4fvBmLKcsFy6DI0SmyXeDJDLmQS8zwcx/O9N7pGqwixRkCt5ZLSBO+EC8G2PiQj4pJ/O0zj3z8Zed/Ti3ie9M3WBb19Hksfy7Jmo2RUteCCT0cYXa+jBSKssbERMz4OCRxYr/uD+AxBR68kkyshoksqygR6kJvkujIftVz3ls1/PypJ9SbIdITQJJiuly/aWNwnmp5HWZ8fyhHbj1LD90JZ4RCm62JkvSD8J8maJjHLwjYNP1wG9JUmiPUkC7dyzb9da66Hq/l5TKFMltJui9pthXCzbQiEK3GjReUHJBhZD88UA8RSKLhWXAQ2Gpu0SqKajVMZITy1isk/mEH0QP/mmX29B6spRfKPW0k/sh6n1w83dRElXuQt6b+9G3hUULA/TpoOSokP+O345SckBhILIxBVOi5xsgP2GcKmmXLKSebzgfzxYR46bpHHyRczoGOSHvAFaUHCdHAFBTLPCEJY/cfyJY9HJB8C81sawqAvv61NBCfweAFkqSBEkkLorF8AWcEW/aPYCm3Sg6rfXt5jJJGxMPZh49H6smRuPQ85ohxhO3h15VAW473wDi/kBsnRfhqBV10StHgX7CcFWRW7x7ASRpWVlWzdunWn62pqajj00EO59957ufrqq7Esi1/96lcDtpk3bx5Llixh1KhRTJgwAcuyeOuttygrK+OAA4bG3Ev7EhEDxiT81zcesb2Q2v34/UVTBgq19T2ClO2nB/VmJf/YqnNYrcebPTqPb9RIW5KXWosubV0Q7s1hZAuuG1P4NW2AojCZ7oshSaEKds4hnxUtBIbnIZPZ4FnaD491CYEuBJ6U2JqGZkCZZWMLgWlqfPdMnTebNE5ukLhZSUkcxtYI4qHQh6qQrWkif4srTWhccc673zTGjiyck359X1W6sxCrX7iyn4ZJIb5zfWEaC8+T9PR4fPf7fXQlIWUY5DRByJO4mkYmZGLrOt2RCJM2b0XTBK6mITXNLw1gGEjp1zMSAFIiXI+eeJyYXfRdawIrEkYKvzyAEALN8zAsG1MWPEeR1MDrw47oOIEmyudfuRIv5L+TgHA8jKCkgStAanDwH4+mYk51kKS94zmJTC0jMrWM0hNHwp2zka6H0DXabnqZ1M9ex8hYOGikCBEnB0WZNf5xBd0kECSJYgehrwhx0niECOFQFniXfHHV72HxfSd+GrZHlhBRcvmB7BYhTOx8ojV42MQgoWH0pfGI5fcRpgvXT7snRC/g50RpZPFHlAlCdGMEhSr7RZDfBicQMuASIkNdIPpk4O9xsUlgUhCp/flBvo+t8D3lc4eExD14NOm/3uBXmd8FO4k6K4YQKsdoCPP5z3+exYsXc/rpp1NdXb2D52fhwoXccccdnHPOOZSXlzNv3jxeeeWVfK7QKaecgmEYLF68mKamJgzDoKGhgcsuu2wwmqPYBePLBnaTR430O++5OFxxiL/swVU21/7dJCl1cCSWVnzbgHQiVBBBUBiZlg+ZMbC4o+VS4rrEXc8fNi/8p/M+U4dECFdKFh3vcOnhEtPQsFy/jlF/NI+pH8mpGBQ0TVBRoXPbjaU0t3pEIgIhS0h12Kx9rpc1q3Ks8fzaRf+aNAHd8xjX0UnUdkiHw2TD/g0wnMtRnkwRTWVorSijs7yUhi3byEXCvgi1bEzbwbBtpBC4poGZtXbognsrwpR05wjZHq4usCMariaI9TporiQb0zDdIDNFgiYkxsEliHIT0ZGj4sgqxt08HaM0GO6/E1G0M0TgXau5aQY1N80AIPn7zfRc+E9AEMWmjxixIEE6SYwqkiSJkcLPW4oGFaV1HLKEKEEENZBgGzXU0pkPhbloeGhkg2pJdbTgYOKWxcALI0aFMRYcBmdNQ0QNRNTEsRy0s3+F9tQ6JB59VBMhSZR2/KpH5RiBB0sjjT+sP0UQaM4LSwkYZINwlwiG8hd7omwi9CIJIfN5QiII/fn1kaQWwjpmCsQEWk+K3A2fw/3YpN297BSKvcawKvD4flm5ciXf/OY3efzxx/ebua32BkNtEsby74cgpGHmXMK2S1YXOGbRM0H/L8DebkRaUd4BrksiWJczNSakbVpKw8w71KMjBRfNgOPGD91raG9+J33dDrfc2EFnMCFpxHHQpWREdw+ZSKSQGwSM2NJMOhahubYaXJdJ72wlHQ7jGgYRyyKaymDYRUlaRZ/tF7quphHptajozeAZfqhMuh4hR1JxQi3T7z4cLbx7k6zuCfr+uJnO21YjtvQiO3xR5AWCx0YnF3iHIoEgkUAOnRIy6Lj5EWZ+mrLExMZBkCGKC4R1h+hZE9DnjMGYNwmR2LWnZXvktl7kmQ8h17SixQTaV45CfulItC/+Fv1Pq4jQjRYkh6eowxQOQvoBtxAptHy+kiDJiCABWxKjE4IQnFNaQubtxYWngpyF6MkiqxMFV+UQZqj1Xx+UvdmOSPl1A95nu4d2GZv3Ylh5jN6LdevWIYRg/PjxNDU18Ytf/ILjjz9eiaJhzsOnW5z7Pzq2rmOXhEF6AxKicdygeKP0O3Mp/WrXjkRYNhWGR7RUw0ZnQoXk4KhLhxPmh0fDnBHq2tmeRLnBoh/Wkk17hKMaf7q3hSdfhE3VVZSnM5iB4DRtmw2j6shGIkhgdGcXqUSczrKS/JD8mtZOyrt78/uOJi0yJSGEJ7EN3c9KEYLOkWUkqnTC0qN0ejkzf3DYbnt+9nj7P30AiU/7oXcv59J+40ukn28n92oLcdI46Bg75CQJ2inDxKacNDpu4CkS2ISw0JEfG0Pt//wbWuiDd9tiZCni75fm3/c/E3jLLsD781rsVc3oqzaj/esdtM9NI/fd06EnjXH+fVjPbyDs9NE/LixOBy6GP2ItBGJEHGvqZHLfP7/IVQqEQ8ja3RdvCsVgs18Jo2QyyZ133klnZyfxeJzZs2dz+eWXD7ZZio+YkyZA+9cLyeVbknDKwyabeoUfLuvPUYkYfqFITeO5c7KUhAR2+7rgqas/3wMGlmFU7AwhBNG4f3P89Bfr+WTOpeWlbn5+t0tJyp+OorQvxQjPIxsKkYyEKc1Z9MUiBa+QEPSUlxCybcychaub1G1OU9Jp0VeqEz64ggM/VUvNQXHGHDs0JyDVwjq1t80GYNPlK+n77dtErDQmMhhRBiCpIomJQ5JokK9TGHsm8QtA1t72sQ8lit6TkyfByZMo/FICymI4j30ZB4rKRw5kuHhZFB8MlWO0DzNjxgyWLl062GYoBpnRJfDqJYVk8I1dgpwjWfKqSzQsueYoSSSoV9TYvqu9KN4Pelhn5FFVHPWGyytPZKns7UMCVhDSbK4sJ9LWQchyICbzHiNNSnqqyjFyFmVt3Ww7MEEkY2FIh8/8ZhaaPvRDM/0c+NPZ8NPZSClpHvVLSPuhWY3+utT91bD9ZGaDwvxp5V+dQmR65WCar1DsN+xXwkih2BljK/yE0kUngvIEfbScfEkts/+tjKY1KVwpeeMPbaQbkxy++i0yiSh2JERVWyee5oc0hfRwTYPqUSahsW04Ex0mHzmd19e9uk+JomKEENStOY/22Q/jtWXxgGwsCq4kLrM4egQ9HiLy9TlEFkxGi370hWQVCkUBJYwUCsVepWJkmIqR/mSx008qTFeT6XV48/k+ohUmojVFrs9l+ln1+RzAhx56FQGES/deIvVHhVYeprbxAhWCUgwTVChNoVAo9jjRUoMZJ/dPZBsfVFsUCsX+ixJGCoVCoVAoPjDDLfl63wzSKxQKxa6QKk9MoVB8cJTHSKFQDAvcm/6M94NnidGNgUP6/30K8d3PDLZZCsV+wPDyGClhpFAo9imyHQ7RR0Nseuc1IggqzhuHdsSdRPq62UIDLUxAw6XkR28S+tFqQluuQSTCg222QqHYR1DCSKFQDDrNPR4P/CVLZ1rwiXHw8ZkhotEdR5+5f43S8uR6wkaEl9c2o1sudXeuYVY6zSYOJkKWCnqCiTUEOULI0bcT6V44CK1SKPYPhluOkRJGCoViUPj5C5JfP5rilREVTO3oozztUW7b/PHvNn9cKnFdl+tvqKD+wCgAMi2IPR+lu1LHChlITSAklGd72ZYZhy49yunxJ+/FAWwidLCVCYQ9OWhThCgUin0LlXytUCj2Ot94WuPmv8LrdWXgSN4qi9FUFqXCdkD4c7iXWhb/eVMbm15PAWDfX0suYmKHDEzXZc7b6zlpzetM792CIR3Eds+tBhYhLMawDrvyFrzezKC0VaFQ7Fsoj5FCodhrWC6c95DLO29ZHNKb5uXyUsblHATQFTPojIQwHIdDWjrRgEpP8vDNaSYdHSOU8pBhP7w2tq2dbj3OlvIqKrN9VDppANJEiJFF4BKhmxwRTCyipDEO+AaZ9behVcYG7wQoFIohj/IYKRSKvYLtwoj/FPylPcbayhL+UVdBievxdjzMuliIeNblsTE1VKTT+Y5JaILmeIxnVxlkEmF/XncpsTHoDcXwhAaeP6ULCLqpwCNFGRswSWMRJks1DlEsKomMvwGZtgbxLCgUww8Z+GvlDn7bfZMPJYza2tqYO3cuzc3Ne8qePcpQt0+h2F+wHMn42z3c0jAyokNEh6xDaziYB0wIWsIG9ekcKbPIkS0lo3r7CDkOHWWlCOkva4/F6S2L0l0ZIxkpHnEmCdOHF3RtJXSQJk6WGGnKSFKPMVIlYisUil2jPEbvg+bmZubOnUtbW9tgm6JQDGk8CSs2Cn74L6j8cZjae6IkEzEQAhwg50IkBP0TwUpJyPE4rLmTjkiEpKHjAsL1sMMhSh0HETFBgm57dFXF6agrpau6hHUTRtATEVSwlSo2k6Yc/9Og4xKjC4EEJCYpspThlH8Hd8JtyObkYJ0ihUIxRFE5RgqFYgDPbhVc/JcInTlfTiCh1PBIugLpBW5yT4Is+l9K0AVowo9quRLNk3i6Bkaw3JXgAa4HlgQjGI4vBJFMjqSh86e6KkKex1/qqtE8yUVvv0N9LgeAHQ7RW15CeWcPnlHoupyQgRZPMTL7Nk0ciEV0QHskejBSLU2UHnTSZKnB7jAIT/4mGg4OUUwcnHiMHlELB1QSvuN4WN6IGFWK+OJMhK6eIxWKnbPvh8+KeV/CqLOzkzvvvJNVq1ZRXl7O2WefPWD98uXLefTRR2lra2PEiBFceumlzJo1C4AlS5awevVqxo8fz5///GfC4TCf/exnOffcc/Of37BhA3fffTeNjY2Ew2Hmzp3LggULMAyD5uZmzj//fK677joefPBB2tramDJlCtdeey1VVVW7Zd/u2jh58mQef/xxAE477TQWLFgAwBe/+EWA/PtzzjmH+fPnv59TqFAMaWwPPrM86ucJ9Pd1AnrdfhEj8Z0x/esDYUQgfoxAPLgenib8dY4Ek6K+c+CUHTHPwyvqWC1NAynxNEHK0CBX2FbzPFxTR/M8vGCZbjtELBcPnTgOm6klSpIEXeRIkKUcgUM5m9Fw8DAw6MYgQ5QeAEKksKjCTFmESZJcYyA//QhhaSEB0ZpC/9Zxe+IUKxSKIc77EkaLFi0iFovx4IMPYlkWN998c37d8uXLWbZsGTfddBPjxo1j5cqVfOtb3+Kee+5h1KhRAKxatYrDDz+chx9+mA0bNnD99ddTW1vL3Llz6erq4mtf+xpf+MIX+O53v0t3dzc33ngjoVCICy+8MH+cp556ih/84AcYhsH111/PL3/5S77+9a+/p33vx8bjjjuO3/zmN6xdu5avfvWrzJo1i2nTpnHPPfdw/vnn88tf/pKampoPdsbfJ83NzSST+567v7GxcbBN2GMMl7bsTjvacgaSabv/AFiscUTwoV3NVRasLrNdStIWW2IRkJLJyTRNmk5TsUdGCOa0dDCtoxvb0HE1Dd1xEUikEJg5G831CFsWB7a1MjKZo5sD6SFBOR0kqcGilDI6idJDmG40HAA0HCQJjCLF5ZvmATomfnK2Kwv2pJ97m+bGkbt5Ut4f+9P1ta8wnNqyNxgOCdfF7LYwamtr4+WXX2bp0qUkEgkA5s+fz7XXXgvAo48+yvz585kwYQIAc+bM4bDDDuOpp57iggsuAKCqqopzzjkHIQQHHXQQp5xyCk888QRz585lxYoVTJgwgdNOOw2Ampoazj33XH7+858PEEYXXnghZWVlAJxwwgl5z8572be7No4ePTpvw5QpU5g4cSJr165l2rRp7+vE7inq6+upr68flGN/UBobG2loaBhsM/YIw6Utu9uOiRJCz0ssTwwUR1IWhE8xgoI4cuUushYDL5OhgQkz3umlOmPR05vC8CRx1+MA4E03wttlMeyQzpTmbma1dSKAkO2geb5PKRePInUN03YIZXMcuuEdqrO9AOSIAxFsQOBRwSZ0BDF6KPiXCmZr+B26QOJiIDGQSNL4/YcZlnlvVfycwz6S62B/u772BYZLW5S4++DstjBqb28HoK6uLr9sxIgR+dfNzc3cdddd/OhHP8ovc113gGeltrYWUdS51tXV8dxzzwHQ1NTE66+/zumnnz7guK7rDnjfHzYDiEQipNPp3bJvd20s3n//MTIZVRhOsX8gBDTOT3PhijCvdwgcD0wdzpzgsGKLwYZegWZAiebRYQXiScfPNQI/sZpARElAetBnQ8T0Q22AFniUymzXj7QJcDSNo9q6OLy9iy0lCaZ1dFCfzoDmK618VE9K3JCJGzKR6HS45ST1BKPcDqJk8+2QaFhE0NHQSKNh4xFC4OISwsRBYtJBHQZpwiKDqAmTm3kgWleY2JwxGF+bA0+8DaNK0Y45YC+cfYVi32S/9RhVV1cD0NLSwsiRvku5eBh8bW0tCxYs4Ljjdh2Hb21tRUqZF0ctLS15UVJXV8fMmTNZtGjR+2/Fbti3uza+G2JnT8wKxTCjLAz/e2puh+WLglDU+yFnS2bfI9ic8yAtwdBYVVXCUc3dmK7Ha3WlrKtMcGxjE2OzGV4fWY8hJW9WVhKxHSrT2WA8WVCpqChMl4uHcHWBhUHKi9ArI9SQBEQggMI4RDDpQccCbCQ6DiFcNLwrP4b57XkAFFc2ChU34JzB8RQrFIrBY7eHWdTU1HDooYdyzz33kEql6OzsZOnSpfn18+bNY8mSJaxbtw4pJblcjtWrV7N58+b8Nh0dHTz00EM4jkNjYyPLly/n5JNPBuDkk09m7dq1PP7441iWhed5bNu2jRdeeGGP2Le7Nr4b5eXlaJrGli1bdmt7hWJ/J2wKVl0B3VfZHF2d8WsQRUL8YVI9j04ZyVtVCQ5u6iFjhlk5eiRhTzKtO0lDX5rW0lI64zFSkQhdsSg2EEkVvEKRvhy6KxFS4kmBh04agwreYRRvUsFWwvSSoywvrEDSGyrD6b4TLxBFCoVCUcz7Sr5euHAhd9xxB+eee25+1Nfq1asBOOWUUzAMg8WLF9PU1IRhGDQ0NHDZZZflPz99+nQ6OzuZN28eoVCIz33uc8ydOxeAyspK7rjjDu69917uu+8+LMuirq6OU089dY/Yt7s2vhvhcJgFCxZwyy23YFkWZ599Nueff/5u26dQ7M88Nl/n4P/M0hSJ5POVIpZLIlcIl/fn/gDEXY83a8qY9U4LUtOo3dKK0HVCOQtXCOrf6cb0HMKeTZoIJi4ldFNOoc5YmB56GUMaSZRWOqkh3DpwUIZCoVAUI7q7u3cxhGTPsmTJEl577TUWL168Nw6nGESGS/IiDJ+2DKV2rGv1mPW7BGgCzfU47J1uzCBHqTSXY0Kfn9PnCMFbVXGmtXTz1Ztr+NupzyAkGLakoiNHKOchkBhBYnWUDFNZQ5xWROAfchGsZwYj2IJHH7LrBztPIh8khtL38mEYLu2A4dOWvdkOUf7tAe9l94175bgfFapimUKh2KtMrNVYdW4aklm8nixrSiI0x0OM7ulhzjvbWF8epbEywbMHVOPmLBbdN5ra0WGsOhdP06joyBHO9Vc+EthopE2DEvow/KqTwZ9LjjBh0jgIZPcPh5QoUigUQxMljBQKxV7ngFJ464sOkbAgqwtaNMG6shhZ02Tqtg5iGYvJzZ08dntl/jPikl4ysQhyu16rL2GiR13AwEPDpgIPnRwxeqkmTB+i+7t7t4EKxX6F2O5v32avTQly0UUX7a1DKRSKfYDahKD5q/31hQQ92QSl4ZJ3dep4x/Wy2atk7NudGLZHLqqhmxkO7G7HJsYWxlBKDzZjSBKngg4y1TVE9kqLFArFcEDNlaZQKIYEZZH3ftIMH5pk5sUN/Ov5rZx1zplohkAIQfozv0Y+s54UZXRTjoYgShZ53gwqf/LJvWC9QrH/st/WMVIoFIqhghYC3SzE1GL/ey6yPYl2yN2k0hLQKHnkFMwTxw+ekQqFYp9ECSOFQjEsENUlRLddQ3SwDVEoFPs0ShgpFAqFQqH4wGwfStvXA2tqVJpCoVAoFApFgPIYKRSKIcc/HtpG97dXUt5tobuSaX89ebBNUigUu2Rf9xENRAkjhUIxpHjse+tofbKTVNVIKIfORAQ598+wGDAH2zqFQjHcUcJIoVAMKdqfaCOWdpnyVjsC8AQ8NfMgGpJv4lYOrydThWI4sP28Yvv6r1TlGCkUiiHDM7/aBo6LlBqe5nevmoRE2qLlYTXeTKFQfPQoj5FCoRgSSCn52287aBs9gk2janGO1zh+5To+9upGxnd0UOb1sJXwYJupUCi2Y7gVeFQeI4VCMSS455QXmNrRQtOIKmxDR2qCp46YSMfIGGPbu5nY1cPJX1pH5df+ONimKhSKYYwSRgqFYlBJdlncPff/qM5mWV8/BikK3ZKQMLmtmQovg+fG2MoYtr5YQcMNrbwz5XaQ22c3KBSKvY+aRFahUCg+NOnuHL/75N9wIxHCukZbqIS+UIgRmRxbhcDVBBf84+/ELDv4hGCi3EZJJsVms5zfj51C7789yehUB+/UV3HFz44hXqWmi1UoFB+OfVIYrVq1ihtuuIHf//73H9kxHnjgAdasWcMtt9zykR1DodhfefCYp3A9nYgDIplBCkGpTJEzDFLxGBOSKYTncdob/6SdUYBA4KHjAi66Z/PU6PG8WD8az4ATN63h+wuexTbDPDZ5KsmSEr5zeoSjRku6s2A7cPiowW61QjE8GW45RvukMDrkkEP2qCi66qqrmDlzJhdccEF+2fnrvRRRAAAgAElEQVTnn7/H9q9Q7G84GZeuN3tZ/9c2Nq/sIrMtg0TH0XV0QMMklsqC3j/yzA+JjWxqIxONkI1F8Ayd9fUjmbJtA1mi6Nhsqq3l4NY+xvT18PM/PczBl36DvliUh448DtK2P25YAtLjsv/1QIjgGIKzX/8/zlj7Io9PPJS/j5nIqGQn47ra6DUiHNy5jVI3xwHdHWwsq+LW4z/LpJYtVNppXhozkePXr2F13WjeqB+D6djM2vI2Y7rbefjQjyGBUd2dzHv9BTriCX4zbQ4j0r20VFWjA3EcjJCGg8aIZBcjU72kJo/BQ/Bax2SMZwUGHueOy7GiI44jJaWmoC4GUcOjLavRUO5y7kEeB5VL4iY8u1WwvlfjvINc2jKCnAvjy1RYUaHYE+yTwkihUAxd0i1ZnrxoJaneQJi4HhHHAzyskMRwXATghHXay8toryilrDfFAc1tCCmxwia5kIHuejx41Kf43DPPMKK9i98cO5tT33whf5zqTJr6vl7WRSOQcwABwRB/pIBECHQNpGRUWyv3L7+PF0eO478PPw4pNNbVjeGZtAWeRPdc/v7gIuY0r8cVgmcnH8rjk2f4+xLw2LRZfP/3/82Vn72EXCTK/02cxpHP/IGWWy7nnbIqhJTMaNoEwOT2Fm741Ll5O1OYYAFS0hquZb0swdvkkorGBpy377+963IET20zuWcNjIx7NJR5PLNNBwTX/MPDlQJPCr58iMV35ti73IdCodg9Bi35urOzkxtuuIHTTz+dCy+8kOXLlzN37lyam5u57bbbuP322wdsf95557FixQoAXnnlFU466SQAXNflqquuGrD9ihUr+PznP09HRwcAPT093HrrrcybN4958+Zx66230tvbC8Bdd93F6tWr+dWvfsUpp5zCRRddBMCSJUu45ppr8vvMZDLcfffdXHDBBZx66qlcfPHFrFq16qM7QQrFPsrm5c2kul1fFAG64+VTMkOWDZpAaoLO0gSrJ42jqbaKNycewIYx9awfP4ZkIoaj69iGjmnbdBuVJENRmioreLphOjldB+Dvo8ayvrwKIuZOKswViSQhGJvsJOZY/Gvk+AHJ3ej+a1fTWTb5CH+RlHzqrVf8z2sChCAdjvKdEz9PzvRLb4/tbOX25b+iJpVk5raNeVEE8JnX/7XzExOcj2QkuoMo2l22pbS8KAKwPQ1P+q//a1WIjPOBdqtQfCgkYsDfvs6geYwWLVpELBbjwQcfxLIsbr755g+0H13XWbhwIZdddhl//vOfOeigg7jrrru4+eabqaqqAuB73/seuq7zi1/8Iv/+1ltvZdGiRVx55ZVs3Lhxh1Da9tx+++20t7ezePFi6uvr2bZt2wey9/3S3NxMMpncK8fakzQ2Ng62CXuM4dKWvdWOHtmHkHIHreJT6DRTsYEeElvX0bTCek/TMG2b308bx+UvbuC4Na9wySc/y9dmHc3kni421lTglcZ88ZINwmii32MkC6+BF0eO46X6A/nk26tI5DL0haMIz0O6Xn6bma0FcfO3sZN3sLw0m86/Nlw3H/4DSJlh4nYOgH+MPejdTs9O7Xs/aEDBakn/Oa0wbTavb0QbpPvScPmdwPBqi+L9MyjCqK2tjZdffpmlS5eSSCQAmD9/Ptdee+0H2l9VVRULFy7kxhtvpKKigjPPPJOZM2cC0N7ezsqVK1myZAklJSUAXH755SxYsICOjo68eHo3urq6ePrpp7nvvvsYMWIEAKNG7Z1Mzvr6eurr6/fKsfYUjY2NNDQ0DLYZe4Th0pa92Q45UZKwN/D6w9twMi52WMewXKTQ8IT0BYUQaPi5RZ4QCCmJ2TYl3UnaK8uAgvj4yj+epi6dYktJhEtfeY6fHPJx3iyr4BObN/PU1MmQdSDn+vpAk77okICj+/lFniTr6Rxz9nXc8PxjnP/Ks6ytGcXFLz3N9cefzbZ4GaPSPWiG4JGpR7B05jH8ftoRmJaFYxhIIYjnstz3m59y98dO5rGDD2ddVR23nHAG33j692wrreCSeZdx/IY36Iwm+PHHPrnLMgLjO1o4bNtGXq4/gA21I4ITVrTBu4iaspDksmkOc2odLngyiu3CKQc6OFKQdgTfnO0wqWZwrtXh8juB4dMWJe4+OIMijNrb2wGoq6vLL+sXHB+Uww47jJEjR7JlyxbmzZuXX97W1rbD/keOHJlftzvCqKWlBYDRo0d/KBsViv0BIQRTvzSeqV8av8O61lVdPPHvL+IaYQzXpSqdwdY1DE8SyVnEe5JMWreFjupSTNelC4+adIpyWjlt8zZO27yaqR0tXHrSWVy68p8YhstzB0ygIpMkq5t0R2KMTHYxu3kDjbUjeTtRTtaMggcHZjp5fkIDTdMOYv4MmPz1+Txsmmx8ow1TuMTOm8/HJ0f4hATP7UNmbXqESUtGMEGksb94Az8Mww8BT2bgi6eTdE+lRNN4VAOYiJRwk7Dwk4p2RgkwPXid/sA34aaL0++9kUKh+EAMijCqrq4GfMHRL1Kam5vz62OxGD09Pfn3ruvS3d39rvt84IEHsCyLKVOmcNddd3HdddcBUFNTk99/v5enPwzWv068h0u7X8Bt2bKFsWPH7lYbFQrFjtQeUsH8F04kuSXFsnNfIVJeihYyKevpo35bB21VFTxzSEEoHLl6LTldw3ALyTNHNW1kemsz0zvbuPKfT/OVvz3F4wdPYnO8gmPrbS74j+lE4zOKjtofeBoZ/A1k6sjqAe8NAWgamGFqgdoEQHzANvlwlTEwTfMDRscUin2a4ZBXVMygJF/X1NRw6KGHcs8995BKpejs7GTp0qX59Q0NDbz88ss0NTVhWRb33XcfjrPrrMJXXnmFhx56iG9961v8x3/8By+99BKPP/444IuwWbNmcffdd9PX10cymeTuu+/miCOOyHuLKisr2bp16y73X1FRwbHHHstdd91Fc3MzUkq2bt36rp9RKBS7pmR0nEuf+zhf+EoptU0tjGptx42H6CkdKEDCNiTcDtyijvcPE6bSUV/BGZdcRM+8Q5nw3Be46YFjWXrfdC69ZSbRuLm3m6NQKIYRgzYqbeHChViWxbnnnstXv/rV/CgzgBNPPJGjjjqKL33pS8yfP5/a2tq8l2l7Ojs7ueWWW7jiiisYO3YsFRUVLFy4kJ/85CesX78egOuvv55oNMpFF13EggULSCQSeY8SwOc//3neeustTj/9dC655JKdHueaa65hwoQJfO1rX+PUU0/lm9/8Jp2dnXvwjCgU+x8jZlfx/x4/nFOWHoat6ZR29zH+nRZK+jJM2tTMUa+tp5kDMejljXg9v5h0JNLVuWH1//DXqxOcet1sRpRqmPpgt0Sh2H8ZbqPSRHd395CoCtbW1sY555zDAw88sM8lGysGMlySF2H4tGVfaMcL/9vKi3dvZcTmLqZubc53r1H6oCSLkdR5+idVzJx9OC+99BJnn332oNq7J9gXvpfdYbi0A4ZPW/ZmO3LlA8vrhLuv3ivH/ahQk8gqFIohwRGfqaW6uZ32A8vQTRsdFwMHE0h5FbxZW5uvlK1QKIYSw2sSWSWMFArFkOGY3x3NiPXNCOkR1nMkSJMKh3Czgq4LsoNtnkKh2A8YMlOC1NTU8Je//GWwzVAoFINI/dgobXXlWM3d6Fg4aIgcWJjYH66ih0Kh+IgYEvk4exDlMVIoFEOK0x6axV+njSOHiYNJlhDtJWG80sG2TKFQ7A8oYaRQKIYUVfVhLv/bxzCeO523LziYqh/PZu47nx1ssxQKxX7CkAmlKRQKRTHjppcy7kezBtsMhULxHgyHIfrFKI+RQqFQKBQKRYASRgqFYsiR+/tmmk5eRvPVzyBt770/oFAoBo3hVuBRhdIUCsWQovWkJTiv9OHIENGVLTTe9yZVnxsDJw+2ZQqFYn9ACSOFQjFk+Nfcx4ivgac+fixdpQkmbd7KGa/8la7fdTMyXcm2z6qhaQrF0GPf9xIVo0JpCoViSPBSw0OUvphkVcNBtFeU4eo6a8YdwNvVozjQ28qUPzeDN9wqpigUiqGGEkYKhWLQeXt5E2XtGXLojH29hSOfe5NQzgbAIUIL4wl7Bofcv3WQLVUoFNujcowUCoViDyKlpOvLT+NGSzHSYLgeVe19TF6zhURpB9lSi76+KLEsRFaGcAbbYIVCMaxRwkihUAwq//zsCmQoRGs8weh0X375ERtfpYFG+qihM1KOh0YtSbYNoq0KhWJHhluAWwkjhUIxqLjrewhLSWddGXZJlLpN3VSkehnL2ySpxSVMaTaLBDwE8c89CTdUDthHxpJ88f4U7W90EDIFH/94FevWwZnHm5w0OzQ4DVMoFPskgyqMent7ueWWW3jjjTcoKSmhu7ubJUuWUF1dPZhmKRSKvcT9x/6NzJgJlDoWuWiUXDxKsizKjDe66HDLCPcZiOBxVCCRIo3TGmfCrRt47dvfY/EJn6EineTjGxqpOaCBx2cfg9QE/9ziYAqbx54RZJ/R8TQNgSSasYmGJecdAv/vY4K6xL6fD6FQDDbDIa+omEEVRn/4wx/IZDL87ne/Q9f1wTRFoVDsRbb+o4Wnr3mLmt4MdjLH1nF1mK5fyDEXCrEtUcs2WUet0cWhXRsBQZw2DFLYuSiXf+oLPH/AGA7buomHH7gT03P595f+QjYa4sGZR+MaBtlwGGwPLH+/EkE6bGK7Lv/1qs5/vSZAF5iOS9xyqC6DWaPh4FLJ2YcLSiOCqAFiePX5CoXiPRhUYdTU1MQBBxywW6LIcRwMQ0X+FIp9jWzS4dmfbuXVt8FK2cQtG93zqNA0BGCFTZKxGJVJP7/I0nV6EhHKkhlao+WUdr2DiYVAkpMx/q9hDH8fNxaAKa1b+MnR59IVLeGM1X/h8C1v8+DMo/PHFp4s5D8IMGMGth4CV/p/gB3S6DYMurMe69Z4ENa5458Opu3SYRp+AkWRODIjGhMqYHyFpDmt8enxLlfPdj/q06hQKPYSg6Y0Fi5cyMqVKwF46qmnOOaYY1ixYgXLli2jpqaGJUuWsGrVKhoaGlixYgUNDQ3ceuuttLS08NOf/pTXXnsNIQRHHXUUX/rSl4jFYgDMnTuXL3/5yzzxxBNs3ryZ8ePHc+ONN/LMM8/wyCOPkM1mOe200/jCF74AQDab5Xvf+x6vv/46uVyOkSNHcumllzJrlj955Z/+9CceeOABzjjjDB566CGy2SzHHXccX/nKV5SXS6HYDZ7/ZROrXszSVVZKtZ0FoeHqGm0jqinrTlGRTGI4Nk2VFWieR21rBwio60sytqeNLOUIkkigh3rCepKKdB//3z/+xNiuHH+Z9HEsI8Ta2nE0R1OFA0tJZZ9Fj6Hj6AItpGObwW9WE+C5haxRTYDQIeuC7dIbNkHT8uKpGNuFNzsEb3YI0AQvtZhMr5Z8cpyaukSxvzK83KqDJoxuueUWbrvtNnRd5+qrr6a5uZkVK1YM2GbVqlXMmTOHZcuW4boulmVx9dVXc8IJJ3D99ddjWRaLFi3ixz/+Mddcc03+c08++STf/va3KSkpYeHChXz961/nE5/4BEuXLmXz5s1cccUVzJkzh2nTpiGl5Oijj+baa68lFArx29/+lptvvpmlS5dSXl4OQEtLC11dXSxdupS2tjauuOIKDjnkEE488cSP/Dw1NzeTTCY/8uPsaRobGwfbhD3GcGnLYLWjfWsOV4sA23WfAkTY5dPr/8Ypzc+xesQEXqqchOb4YkTr8xjNOsxggH4PFZi4nPRmI//6wXWM72oFYErrRu74xMVYRoiVo0YW9p/16NB1X/x4kojrkWYXDzOCQvFI2f//7rfxtQ2tjHe6dv8DRajra+gxnNqieP8M6dhUXV0dZ511FgCmafLMM88gpeTiiy8GIBwOc/HFF3PllVdy1VVX5T04Z555JjU1NQAce+yx3HvvvVx00UVomsaECRMYP348a9euZdq0aUSjUU466aT8Mc8++2yWLVvG2rVrmTNnTv44CxYsQNd1Ro0axYwZM3jrrbf2ijCqr6+nvr7+Iz/OnqSxsZGGhobBNmOPMFzaMpjtSMxP0fHdjSTdCDnDIOL4QsfRNOrpIuz5hRwP37KWPi/KurLRlLdlMaWdF0UAGi6bGEcDnXlRBHBwywYAeg2NVNqGiOl7gKyi8JYHGQ8SOZuUaSAdzxdCWiDVJPnthSaoSuXoNHQ8EazrD6cVKbt4CFKuYHq1x6Ufr6Y0/P4Hjajra+gxXNqyN8WdSr7ei9TV1Q1439zcTGtrK6effvoO23Z2dubFUGVlYShvOBymvLwcTSsU+Y5EImQyGQByuRw/+9nPeOGFF+jp6UEIQSaTobu7O799eXn5gLBZJBIhnU7vmUYqFMOcEVPjLLh3Mqkum5YWh9d+30bTqz3IcJTuSGLAtq0VNYxu7MFwIUWcFFHi+L/VHiqwCWERwzFtErYfNls5ZgpdmsbfoxE/0bqlD0wdQkYhFCbA8CShXot0FKSAkCsRnkcuZAReIo8K1yGRdWkP6aBBdVTjwHLI2pKJFXD6ZMn4Co+qqKQmBk19gjElElNF1RWKYcOQFkbFYgZ8oTR69Gjuv//+PXaMRx55hFWrVrF48WLq6+sRQnDGGWcg5XArWaVQDB7huE44rlM5Gg4+3BdDfdv6ePSsNp4Zdxgj+jpZWzeWtaPHMXNTI0bGwRM6r4hDmSC3kCJOLxXoOLxePY7eqEsJGf42dhpLDz4CS/c4MNNNY6IKzZNganhRHXIueIAmsF2PXjRqulLEpCQb1bj7c3Dc5OLEaY2BMyXtLG+o0DeML1f9hEIx3H4FQ1oYbc+RRx7J/fffn0+GjkajtLe3s3btWo4++uj33sFOSKVShEIhSktLsW2bZcuW0dfX994fVCgUH4rEyATn/+8MHjhD8teGI6hJ9lHf2sFLs8cxbn0bUzdvJiEzbGIMEiglgzBTTGxv5Xc/m87ZZ1/GwZ7kEgS/+MbzbGnKcmlnC22RBM9OnEZJLsc/RzXQELaYeKDJt4+H+goNMAe34QqFYkizTwmjSCTC7bffzr333suCBQvI/P/s3Xl8FeW9+PHPzJw1+76QsBNkExBccMMFqAuKVqt41apYrUu9/pRi1au2Xqu4FLW9vdaN2noVq62I1hVEsUprrWyyyBJ2yL7nJGedmef3xwkhYZFAQ05y8n2/XsecM2fmme9zSMbvfJ9n5gQCZGZmcuaZZx5xYvSDH/yA4uJiLr/8cpKSkrj00kt73JweIXoqIzMRZ66H5GAzIzduZ/EpY2lO8JJZ3YyPRBpJQGk6WksFN0cvZeeiK2DbOgB0XUMHfjxnQrt272v3yt0lfRGit4q3OUZafX19vFXBRIzFy+RFiJ++dOd+hII2L165Br/upj4jlYTmIFPfX4GlaYQNAzQNTSmSzACZngqavzifFStWMH369FiH/m/rzv8uhyNe+gHx05eu7Ed92jPtXqfV/6RL9nu06IdeRQghjh63R6dwhBOXaeIw916FZul6622nlabh1QLUOhJiFaYQ4iAUWrtHTyeJkRAi5i5+eARFu7fTb3c5iYEAJX1T0VXbic8K26HYfLc3ZjEKIXqHHjXHSAgRv85dPJnlJ75JtlnPoMYSdFuxhSJ8mpcU1Ux5kU0oJzHWYQoh9tPzq0RtScVICNEtGGkeTtx0NUajyVZtALXkkWY3k2nV4DSCbJ+ZFusQhRC9gCRGQohupV/1HagsN34c+DHI+uM59Kn6z1iHJYToJWQoTQjR7Qxaf12sQxBCdFC8XdouFSMhhBBCiBZSMRJCCCHEEYuHS/TbksRICNHtNJz1e3bt1Gl0JeIMhTh+01WxDkkI0UvIUJoQolsJv7uBymKdzMYwWY0BNN3DigGvxTosIcRBxNsNHqViJIToVmquXUw/O4iJgSdikd3cjA3smtOX0Cz/AbdZvEXx1LMNgEG5x82gQo03b5YvixVCHD6pGAkhuo3woo1YHgNQ2G0OTzrQt6aZwCtJ+20z4TnFU8820idoMraxiUlVtezebXPZkwdOooQQnSveKkaSGAkhugVVUof78mfpF95ADhvJYhsQ/VoQU9fZlZVF+m4DLbj3+9SWfO2nuiTM1pQEcsIRAJxK0d8fZIvPxeJ/BmLRFSFEDyaJkRAi5vT//Auhkf+DmwhOU8PEhYcmkqgl6NBZ2ycPv9tN0ONm229KWre7+mM31RlJ+BM9WG3a8zkNEoJBHlpgEYh0fX+E6E3UPo+eThIjIURs7agh8Mp60qminv7U0Z8qBhMigfeOHc6IR2Zyxa3T+TYnnfT6ZrxLKgAY/nCIYwJhMHQaXU4W9ctmV4KbNWnJLEtP5sSyKsZW1zJitkkgHA+HayFEV5DEaB/z5s3jvvvui3UYQsQ/pfCMvQ/vmPvIYjsmTmz2TJjWqdX7cP3V16B0jeymAIuPHUxE19nUN58//X0il28swWEDWnROw7bUJD7tk8lXSYmEwzZ/6l+IHrGwdZ3CxyQxEuLo0fZ59GxyVdo+rrpK7pcixFFVWodn7APoYYWGjYYJOHESJlqIjx5Y1+QNxmnZXLJ8EyftKEcpRaJlUbSrgezBPj7rV0ijx4VuK2xdA6Vo1gz2zEsKOBwsLshjxsbtvF2Yz7SZYS46382PJnti1XMhRA/Q6xIj0zRxOHpdt4U4Ivq2ShxL1mGN6Y/xry043luO3TcDbXs1xo4qNH8IQiYEI9F8RtfAUkD0yjKFjYaz5XUIDYXCgcKBQRgbN/XuNFLDjThVmHR2EiAVBxabc07ghi9WU1TbCMDwnWUMqKgG4PJ/buSyW0aDAlfExBOx8aGh0EGp1iqS6XBQ43IysbKa/zt2EGuWm/x+SQDbVoR0nXTd4pwzXTgabAan2qT2d7G9XuP8YZCb1PPPfIUQhy/uM4Qrr7ySc889l1WrVrFx40amT5/OypUr2b59O7ZtM3z4cG6//Xb69OkDwMsvv8zatWv51a9+1br91KlTWblyJevXrycvL4+ZM2cycuTIWHZLiKNO21FN0hkPojUGUBpohxqNUoClWmo+VpvFERTO1gt5NUxsrJZLey3mnng60zYsY1hVOR6acRMEnIzetQ1L07GcDtA0sup9rW2OKqkkIxyk1uUBt0Gjw4XWGAYN+loWtZqGx1aMCIR4b0ABQ+saOHd3DUZLNcqvaazyOqhF55OPQozw+9kF7HS7+DQ1mSe/gKW3QJpHkiMhDiUeLtFvq1fMMfrggw+45ZZbeO+99zj11FO55ppreOONN5g3bx5er5fZs2d/5/YfffQRt912G3/9618ZP348jz/+eBdFLkTsOP6xEa0xern7IZOi7xBNhoLtDp060WE0gzB3ffE2w6p2AyYmYOPGj4eUGpuJK4sZsWk3qXXNWJZOECcWGmWpSdS7PaBrhNHBVGgtVaLh9Y3cs66Y29dvxh0KUecwWJGd3jLAFpWgFIm2DZpGjXPv+WFhKAxKsbsR1pYfeZ+FED1X3FeMAM4//3yKiooAGDx4cOtyl8vFNddcww033EAwGMTjOfDcgwsuuIABAwa0tjV//nyamppIStr/ZnOdrby8HJ/Pd+gVu5ni4uJYh9Bp4qUvh9sPT4bGCJeBHrYOvfIh6S3DavvbN2EKk0i1I52IreG2IwypLyev3oeJAxuDgGbwHzddiq3tOa9TjK1sYFBjgBCKCaWVLW1BUW09H/bJJmIY7fYTAYJ6dPtUa+99kapaqlMpLgtH4y6Kizuj79+tt/5+dWfx1JeuEG8Vo16RGOXl5bU+Ly0t5fnnn2f9+vUEAoHWs8yGhoaDJkYZGRmtz/esEwgEuiQxysvLaxd/T1BcXNyaiPZ08dKXI+pHURH+93NxfLQKa+wAjOVbcX6wEpWeCOV16JU+sCyIWGiq7bRpWlKgPYdLPTr3px0dDZs9068N7OhIHIkA7ErLZkNaIQ7LYkzZbrTg3gOvrsDvdrd5rRjUUtnyKGh2OQm5XOhKEUSBQ2dgc5DUiEVE16gzDOodBqmWRYKyGTTCjSdsMDDZZtxANyOb4QfHOhiWPejwPq8j0Kt/v7qpeOmLJHdHrlckRnuSH4Cnn36azMxMXnzxRVJTU9m2bRs33HADSsnlvELsyzphMNYJ0SqreeF4Qg9eduSNKQWBMMaLS7B+sRAPETQcRHCRQBVhUlEk4HN42ZDWL7pPw2BLZjbHlpTRjBfQ2JWTStBptDbrMPdWdYKaht/jQSN6bZptGBSEI+QEwqxI8ZLoVSz5Ly/6fie4veJQKMRREW//9+x1RwO/309hYSFJSUk0NDTwxz/+MdYhCdE7aBokuLH+37nw/84laNuE+t1HYpOinkFoWLgJgNLQlI1qGSozLBsDk7BXY2NBHv8YUsAJ67ayaXBfcnxBihO9rEz0UBiK4LbbF/VtXePYGh9bPS6WPSyX6QshDq1XTL5u69Zbb2XNmjVMmzaNO+64gwkTJsQ6JCF6J13HvftRQi9cRogIKZQSRkezHIyt2IE7HCHZH6JvdSN+Emg2PKSWB8mvrOPas/8OyiQ3FMG2Fdu8Hr5IT2ZdkpdyrwcFRDSNkgQvOzT4aJZxyHCEEEcm3r5ENu4rRq+99lq71yNHjmTu3Lntlp133nmtz6+99trv3D4vL49PPvmkk6MUovcyLh9P1V/KsJesItFsJqQ5aCKJYTtr8LD3i84ymprZ2i+VzAHR1+t/atD36RT0kIXVMpG6zO1kW3IiJQlemnUNr2Xy+ePJOI2ef7AWQnSNXlcxEkJ0P/3+cgFq/jVsYyBrc/Pxe5yk4KPt7AW/x4FbtzhxVvRiCKcDHjvNJCUU3tuQUlQbOiUuB41Og1OPVZIUCXGUxVvFSBIjIUS3kHRGPzJuLWJ4dSljmlaQQTXZVOMihIcAKaqeNL8Pw7n3sHXdyTppusmgBh99mvyMq65vuf+14rimau67NjWGPRJC9ESSGAkhuo3U2WdhmYrsYB1pVGNHi7YAACAASURBVJGAn3wqSNdr0EM25Q/tf1+h5f+dyN2n2aSZYXxOg7Btc4zZzNxfF8SgB0L0PmqfR08X93OMhBA9i/frH1F7wm/JpQyNKhrJIGAn8Pfnsw+6zfQLU5h+YdslCUc9TiFEfJKKkRCiW/EWZeIbO5RS+lFGH2pJJmHHHbEOSwjRS0jFSAjR7WR/dmWsQxBCdFA8TLhuSypGQgghhBAtpGIkhBBCiCMmFSMhhIgxtRi+GfwaXw3/M43rq2MdjhAijkhiJIToUWov/ZoJ7/jZ3KcvpRm5lE3+INYhCdGryeX6QggRI1q9YuTOcp793lTKsqJ3wC7JzmDzKe8y9R8XHmJrIYQ4NKkYCSF6jMg3Dj4tOJaRy3dx0VtfccJXm/C5PDSSwLaZS2MdnhC9Urx9JYhUjIQQPYa9rA/ZFZWgNFCKyVu/JntrLU0OL/9qGsLAWAcohOjxpGIkhOgxEv0R/IluACqHeChUFbhVhMxII+ft/Jrd+b+OcYRC9D7xVjGSxEgI0WNU5yWx/thCNg/IZldBRrv3NBSpkWYqfr8+RtEJIeKBJEZCiB5hZ00qKwbksdvppLogha/7D+Vf/YYCUOtNRMci02zEmvUhkW21MY5WiN4j3q5Kk8RICNEjbP18CH6HQZ5moWHhDIf53ekX8h/XzGJHRnpLCd9AZZv4j/sdvLUs1iELIXogmXwthACgPgQpTmiOwMY6yPLAv8o0miKKdTUaLgcUeBXvb9fZ0ahRH9EIKwOHrQiaCnQterpotpwzakSXOfXochtARU/HND26I6XAbYCtIGyDaUXfs21QkBgKk9/kx9J1RqcnMa62AZwONF3nxB0loGkEdZ11SSPZ1W8Qo2s3sSmlH1Mq/4Xz+tdwXP87QO09m9UMzP7pMDiHyPdGw7H9UTnJkJYEtgapXnA7Y/L5CyG6h16bGJmmicPRa7svRCul4My3PHxTo++tg2tEn2uAFr0CrD0tmuCELMywAo+jJQFS4Ab8JkTsaKalt2xvtezM0KJtprggbEHAjK6j0ZI82eDQ0cImzQ4Hm9NScNs2127cCYlOUn1NFFRW05iQQG1KMn3K60itDwCwOnEox1R8i4eqaF7W0qE9XVHKxrG9CbZX4/3k2wN+HtbAHJo/fQCVntSJn7IQ8SseJly31eOH0r744guuueaa1td/+MMfmDRpEqWlpQBs2LCBadOmsXz5cqZMmcLHH3/M1VdfzcUXXwzA/Pnzue6667jgggv4j//4D+bOnYtlWa3tTZo0ifnz5/PjH/+YCy64gJkzZ1JSUtK1nRTiKFq8U48mRXsObnpL4qKI/qTl554H2p4sI5r8aESTorbrRaLJDXrb7Ylu25p8aeByRNsJmtEkac/x1bRR+t6DbUjXocbPNx43U/61knGbt3PG6m/Jrm/AHYy0rqcrUP5MmklHj2ZZsLdnaK07dx308zC2VeKa++lhfIJCiHjS40smxx13HGVlZVRUVJCbm8vy5cspKChgxYoV9OnTh+XLlzN69GgMw8C2bb766iuee+651mpRdnY2jz76KHl5eWzevJl77rmH3NxcLrxw711033vvPR5++GGysrJ4/vnnuf/++5k7dy6GYRz1/pWXl+Pz+Y76fjpbcXFxrEPoNPHSl4P1o74uASjau0CpvQnRd9mzjiI6FNYmkcGhR5cdqK2W3Kr1udOIJlL7tq1r0HKS4lCKN8YP5aTS3XhMq3XTnLoGtqdnolmKhEiAjGATXitMJQNIoWa/kFXrlt89RbTK10BFF/27x/vvV08UT33pGvFVMerxiVFSUhJFRUWsWLGCiRMnsmPHDn7yk5/w1VdfccEFF7B8+XJOO+201vVvvPFGkpL2lsgnTpzY+ryoqIgpU6awcuXKdonRZZddRkFBAQA//vGPufjii9mwYQMjR4486v3Ly8sjLy/vqO+nMxUXF1NUVHToFXuAeOnLd/WjCPiw0eSd7Y7o1B4FoFqGtlT7YbWWt1o59ejcoIAFnjYVogQDQnb04dT2zjHSiM4h2ju2Fa0UtaVr0aE5fxhshaZBhmlRkZbAapVDyDBwtyRMBbXVNCZ4Cbg1TKeXxgQviXaQrCY/CoVCa1MlAoWDaOE/ctDUyDx9GCn3TifFe/CqUmfpDb9fPU289EWSuyPX4xMjgHHjxrFixQpSUlIYMWIEJ510Es8//zyBQIBvv/2W22+/nfr6enRdJycnp922n376KW+++SalpaXYtk0kEmH48OHt1mmbmHg8HlJTU6mqquqSvgnRFV6aHAbC+y3fU/AxLTD06PM6P9QGYGW1hi8E9SHFnzcbbG1yYCkbM9wynOZo2TCgQNejrzUNwma0cUOLTtR26uDSINxSz1E2ejCCpWw0HXIjEY6rbSQUtlneJ4sbfjCVG/6xitN27SQpEGHozlLW5PdpjbnKm0L/pp2YJGMRARQ6IaxjCjFvOhP7hCFQkAkZModIiM4Qb3OM4iIxGj9+PI888gjJycmMHz+e9PR0srKymD9/PikpKQwYMIBVq1YBoLUp61dWVvLoo4/y4IMPcuKJJ+J0OnnuuefYtGlTu/bLy8tbnweDQRoaGsjOzu6azgkRQ3v+XBxtRo3TE6KPwZl7ay53nmARnV3dmYw2Pz387Pub+MEX69lelEvp0P4Yu3YC4I1EMGwbS4/Oc0oN+XHgp7nqaTTn0R/uFkLElx4/+Rpg5MiR+P1+Fi9ezPjx44Ho3KM///nPjBs37qDbBQIBbNsmLS0Nh8PBt99+y8cff7zfevPnz6e0tJRwOMzcuXPJz89n2LBhR60/Qoj9DTh5N9sLM1AZCZRkpFKWngqAy7ZIVSFywnUcU7eLgY3b0asflaRIiC4Sbzd4jIuKkcvlYtSoUWzZsoVBgwYB0SrS/PnzvzMx6t+/P9deey0PPPAApmkyZswYzj77bLZs2dJuvfPPP59f/OIXlJWVUVRUxEMPPdQlE6+FEHtl9q/ivRFjmNDYRNDl4pUpExm2s5TqBA9nfbaRE9Q3VKgCnH+7oX2JSwghDkNcJEYATzzxRLvXJ510Ep988knr67Fjxx6wGnTNNde0u9z/QIYOHcqll17aOYEKIY7YcXX17HK6SFSKsNPJ6sH9CZo2p2tbWJs8hIRsF7lj+hy6ISFEp4m3OUZxMZQmhOgdsmvruelvXzJs6260YBhHY4Dvf7gSNIU31MCgZVfFOkQhRA8XNxUjIUT882RXkrW8men//IrqlGSskEaDw8NAczcZG38c6/CE6JXiYV5RW5IYHULb4TghRGylTm5gx7/SGV1WRlajj5Bh4DAjVA/PIyczIdbhCSHigCRGQogeQ3dp7B6dRVgzKKjzUe/wUpmTyMVffi/WoQkh4oTMMRJC9CgnPpyL/7Im6tM8uPoYXLRsSqxDEqJXs9HaPXo6qRgJIXqc4AidU9ZfEuswhBBxSBIjIYQQQhwxuVxfCCFiRUGo1kR19rePCCFEC6kYCSF6BBUB55M5lDbtwJWUw8JvNzD6jiJ+9lKQ9Eydp2d4MPT4OnMVoieQy/WFECIG3LNTya+qJ+Rx4AyZlC2s5KG6LDIAewdcuibA1IuSufEsZ6xDFUL0YJIYCSG6ra1XfYr+/hYaUhPJDCcS8jhA09ABXWm4WtbTAYfLyd3LPLyzrJn37vLEMGohepd4m2MkiZEQotuxKpsJDP1f0khGQ8Pr81GTnoQR2XsAXjIwHyew5+tifR4ndqqbr6tNlAItvo7VQoguIpOvhRDditUYpnHoCzSRQQgXFhou2yY71ARKgVIopVhVmMXfslIpdTvZmOjB1ezn+F1VhNwOznggSEVDvM18EKJ7UmjtHj2dVIyEEDGlVpdibanDUd1A09PLMEttAiQTxomNhoVGAmH8DhcJjREMW2EaGv3rGliUm8Eur5ukcIQTGkKctq0MT26I6vQURrygsfxHFgMyjEMHIYQQLSQxEkLEhFqwGnvG22hYJFJFkAzSCWNh4MdDM8kAhHDidxk048LrtNHDFk5LkVfdzDX/XIel65yypYTnpp7AH44byonbK9iQkQQOnbHzTD6/OMjovlIcF+JoibfabLc5WqxZs4ZJkya1vp45cyavvvrqUdnXvHnzuO+++45K20KIg7BtqG/GcckzuPL/E3PGe5gkECGZJgpIpBkPQRJppj9bMIFkfORRjWUb1Kd5KSlMZndhMqX5aSTlppKcncox4Qi5zUGSfWHSGsPsSk0hpy4ApgKXg4nvJ5L2ayffn68RNGP9IQghurteWTG66qqrYh2CEPHLH8L5X3/C+dYyCEcgaKJhADoKBzoKhcJm72X1CgcadutrA5Mgbspwo1NFH7OO2sYkapMSCLkcrBo7GK3lnkUV+Rn4bMU/C3OwNQ0DhZbsBIeOI2KR0hzGF7RYsg4K1kOesmh2OTj/eINHT7dIde3bASFEb9YrEyMhxGEIRvDc8xqOz9aBP4Re34yyFJpl77eqQsMiGQ0LnRAAFkmtUzIVoOFHx8JFI2FSAXDSjIkLZ8s2Wxjc2mYTXkzcFNT6yK1vYl3fXEyjpditokX8T0YOxNY00MDyOsERnVdkOg1MQ8NIcRExolGU+MIQUby+Rue19U7QteilbW0uYxucYjE8XXFCrs1/jjGR+0YKcXDxMOG6raOaGM2fP593332X6upqkpOTmTRpEjNmzMAwDHbv3s1TTz3Fpk2byM/P59xzz91ve5/Px4MPPsiyZctIS0vjlltu4dRTT219f+nSpbz66quUlpaSmZnJVVddxeTJkwEoLy/n6aefZv369WiaRl5eHvfffz99+/bl5ZdfZu3atfzqV7/i7bff5oMPPuCFF15obbesrIxrrrmGV155hby8PCoqKnj22WdZu3YtmqZx8sknc/PNN5OQkHA0Pz4hugXP/a/j/uNn7ZYd7DAYTYJsHAQBRYQkNHQ0rNbtNAw0LFLYTQgfGhAhmTAphLEBRSl55FNJIgFMnARIAsBhKzIaA4xat501owfhsKOH5ETbAkM74DX6jQnuPRkZtlKQ4oa6IHbIAo8DLMAEXHu33dJosKUB3tsOhg63jZYxOCF6i6OaGGVnZ/Poo4+Sl5fH5s2bueeee8jNzeX888/nvvvuY9y4cTz66KNUVVVx//3377f9okWLePjhh/n5z3/OW2+9xeOPP86f//xnPB4Py5YtY86cOTz00EOMGjWKTZs2cffdd5OTk8Po0aP5/e9/T05ODr/85S8xDIPt27eTlJS03z4mTZrEc889x+bNmxkyZAgACxcuZMyYMeTl5REOh5k1axZnn3029957L+FwmNmzZ/PMM89w1113Hc2PD4gmeD6f76jvp7MVFxfHOoROEy99OdJ+HLNsE+4OrqvQMQi2vLIBA0VrXtLyLJpkaICbCDphIi2VI1oG2gZRRja1rVvsxkUEF5amEXQ4SPE1k1PdQF1GCgCpprU3KQrb0STJ0NAsmyEVTXgiFjXJbkrTvLSWf/Q9iVTL1NGD3Pzo6+0+ir27O/gJHL7e/vvVHcVTX7qCVIwOw8SJE1ufFxUVMWXKFFauXMnAgQOpqKjgpptuwu12U1hYyGWXXcZTTz3VbvszzzyTkSNHAjB16lSeffZZSkpKGDx4MG+99RaXXHIJo0ePBmDYsGFMnjyZRYsWMXr0aBwOB7W1tZSVldG/f38GDx7MgSQnJ3Pqqafy0Ucfcdttt6GUYtGiRVx//fUAfPnllyilmDFjBgBut5sZM2Zw++23M3PmTAzj6F4KnJeXR15e3lHdR2crLi6mqKgo1mF0injpy7/TD+PW81A/frFDhz6DZmw86C3Jj04QmwRsHETTpmb0lrlENgmAEwsDNw0EyQAgAnhbk6toAqVjEsZLSN/79+YMhVufZ4TC7RObkA0unQxfmMRwtFqV0xiiIdFFc0SB24BEF9hq704OkBS5DcWPxidSVHB0fgfk96v7iZe+SHJ35I5qYvTpp5/y5ptvUlpaim3bRCIRhg8fTlVVFWlpaXg8e2/bf6D/+WdmZrY+93q9APj9fiBaSfnmm2948803W9exbZtjjz0WgJtuuolXX32V+++/n2AwyMSJE7nhhhta22nrnHPO4bHHHuPmm29m9erVNDU1cfrpp7fup7KykmnTpu23XW1tLdnZ2Ufy0QjRY0QuPwVrWAGOxWuw05Nwfv4tVoILx9dbwdCwhvbBsXwr+u5awESnCZs9CU0AjQg2Dmy8mCSi4WupIrlaki0DA4skdrcMs2mEcRMkDQ2w0fCRjIWBw4L0xgC7c1MIOwwiuo6mFImmTZHPT3Fq4t4qkAFey2rfGaUg0Rm9Qs5uiVLXogmSbePQFUPTbe4/3sSpw5BUxcDUeLsYWYjOFW9/IUctMaqsrOTRRx/lwQcf5MQTT8TpdPLcc8+xadMmsrKyqK+vJxgMtiZH5eXlh9V+bm4u55xzDtOnTz/g+2lpadx2223cdtttlJaW8vOf/5zXX3+9tfLT1vjx43E6nXz55ZcsXbqUs846C7fb3bqfwsJCXnrppcP8BISIH/bo/oRH9wfAnHEmAOE274cOsb1r4iO4Vm8mQjpBMnDSgNZmgA109OgM6Oj6hFD48JOOHy8WbSuzOqDjilhEHHsPYSdWNZBgKZqcBpn+EKv6pFGR5iUhZOGJWNQnOtH9EUZn2Tw20eKUwiP/PIQQ8euo3ccoEAhg2zZpaWk4HA6+/fZbPv74YwBGjBhBTk4OL774IqFQiNLS0naVn4649NJLmT9/PqtXr8ayLCKRCJs2bWLjxo0ALFmyhLKyMpRSJCYm4nA4DjrsZRgGU6ZMYcGCBSxdupTzzjuv9b0JEyZgmibz5s3D7/ejlKKqqoqlS5ce4ScjRO8T/vw+mur/QKj+KSL1T+Cv/h0awdb5RwobE+c+Z546BiYuTJJoBhT1SV6qU5NIrwySXVlLem0DllL8PSOZ7UkJZAcjDPQFCRsGYVMRCdtsyvDy7B0uVt+ns+se+PxKSYqE6EzylSAd1L9/f6699loeeOABTNNkzJgxnH322WzZsgXDMHj44Yd5+umnufTSS8nPz+eCCy7gd7/7XYfbP/7445k5cyYvvPACu3btQtM0BgwYwHXXXQfA5s2beeGFF2hsbMTr9XLyySdz+eWXH7S9c889lz/96U8MGDCAYcOGtS73eDzMmTOHuXPnct111xEIBMjMzOTMM8/ktNNOO+LPR4hezWHQVPs7+M1iXP/9LuBBI4CNGx0bCydhold9hnCRhp/dmZmsGdYPNA1nyMTbEKI0J50dCR7WZ6ZwVkVDa/OJpkViKEKz26D6DguHXG8vhOggrb6+Pt6GB0WMxcvkRYifvvSUfihfCPr9Ek050YAQbkIkYqLz6dBR1OSktq7r9gVZOrqIL/IyKE/2MraqkaxgBIAal8GmFA8ld8eoIx3UU/5dDiVe+gHx05eu7MfytLfavR5ff0mX7Pdo6TZfCSKEEFqyG63uYRoH96WcfErIxUKjniSSmvbOatJsRV2yh2+SEvC2XFn2TVYyqzOT2OZ1Upfl7PZJkRCie5I7Xwshup2U5dfjXFCMPmMhjXgJ4yC/tB7DtvF7XTQnudAcTuqcBmkRE7dpEXIY1LocNEYsyu+Ucz4huko8zCtqS44eQohuyfv9ItK/nUFSYogsqvB7nWRWNeEJRgh6XBTurGdsvY+QBhlNAbLqm9CbQ/z3iZFYhy6E6MGkYiSE6LYcfRLJKLkVgE8mLsKo17DcLjLKfTSmOtjlchDSdIKazmBHiE/v9UKH79MthBD7k8RICNEjqJ/UYf9vBqaloTSNixedyuVpLpRSaJoG7H/zViHE0RdvQ2mSGAkhegz7tlpOGDeOFStW4E5zAbQkRUII0TkkMRJCCCHEEbNjHUAnk8nXQgghhBAtpGIkhOiWfF+VUX7B+yQTYlN6AaHJybjP8MU6LCHEPlSc3VleEiMhRLdTd9yzNO1SDDPL0FAUVJazfMEw1o6VK86EEEeXDKUJIbqVptNf4EPPQLLMOsrJoow8FIqiwC6aXy2IdXhCiH0orf2jp5OKkRCiW9m2A37U+C4bvUWszRgKaPSvTcWfZVBY42fz7+vhuFhHKYSIV1IxEkJ0KwObKvGTyNr0Ydi6ga3r7ErPIq0qQkm/dPwLG2IdohCiDaVr7R49nSRGQohuI7J4G0m2nwZy2y03DZ2vigaRUteIywhh1jhjFKEQIt5JYiSE6BaUP4zxg2dxY6McBk7TBFth6xo1OWn4U5OpzU7H50zii6+P54x7/Iz5r2b+utqMdehC9GpKb//o6eKgC0KIeODqcxcJmIRw83XeYBqTPPi9Tsr7ZhPyRq9G0zSNhvQU0tDQLJsRVSV89sRKsn5pY9sqxj0QQsSDHjH5urGxkUceeYT169fTp08fnnvuuViHJIToJOr1r6i+9694ExPIbm7CRyI+pwcA3bbRTQvbYQBQm5TArrQ0fG4XzQ4HH/YtwovJT1d+xuR7T8LhCbHovzNi2R0heh1l9Px5RW31iMTo3XffJRAIsGDBAgzDOOT6V155JTNmzGDKlCldEJ0QvZtW40Nfu4uqQYWs0dMYlWmT+84/cD33Mdq2CjTTxhdW/LP/MaQ3N3Ns6U78Xg9l3nTyGv38Y8hAchPS6Fen2M5AHJgkBkM0ez1oQFpVA03pidgKtg3sj+kwcAIjAiGUoWEqjQUjJuAPh2lITmXor8KMKdnKF3lFJKowV677kkE1VfzvCZPJDTSQGfTzbUY+WzLyQddBU4AGSsGeiaM20Xq6BihanhBdx1bRnwCaFt1eBwcauQmK6cMsjs2GLK/ipDwb16EPWUKIbqRHJEZlZWX069evQ0lRZzFNE4ejR3w8QsSMtr2KpCkPo1c1EkhK4Y7bHuHiTSt48q0/tPu+bZfDybnFa4BonpEQaCIr0ATARRtqsNGx8KJQZFPKgLLVrEkcgU9PY82AgThDYRoyUttd8WJrGgoNQ4NazUltdhJ2qhcf8HHaeFCKoKbx2zMu5KYvP+avrz3FnRdcw6Titbw79fiWDgCONseVPaNxmoomPS05U/S9lmUaLe8pcOpg6KAUpq0o8cNTy1uWASfnWfx1WginJEdC9Bjdfo7Rfffdx6JFi1i0aBFTp07lzjvv3K8S9PLLL3PXXXe1rl9ZWcmTTz7J1KlT+dnPfgbAzJkzefXVV9ttN2nSJNasWdPaxk9/+lOee+45Lr30Uu6//34AKioqePDBB/nBD37AZZddxlNPPYXf7z/a3RaiR3D+dRl6VSMA2U2N/GD1P7n6n0vYt7CeYEZanx+s6B4hnXQacRLGxiC72SLP34wCTKeDiNtFYX0Dmm2jKUWJe++VaR6lsP3m3koORJOXFr8/8SyGV5eS7GvmtdGntVmnTQBtpyjtSXzYZ1nbbTStNQFC0/ZWm9rs98tyg3W18TXMIMS+bF1r9+jpun1J5JFHHuHxxx/HMAxmzZrFqlWrWpOgg61/pENpq1ev5qSTTuL111/HsizC4TCzZs3i7LPP5t577yUcDjN79myeeeaZ74yhM5WXl+Pz9bzvhyouLo51CJ0mXvpyNPqRlmAzpM3rTdn5bMzpw7jS7Qfdpm0RZu+yPYciHQsnEZxYOFnRvw9/PG00U1dvAaXICARIDwRYm5ZCRUoCnpYJ1026vreScwDDKkv5YMhYMoJ+0ip28q++LVHbgN5SCdo3sj0Vo9YgDzC5e08VaU/H9umh17AIVmyluP7gV87J71f3E0996Y02bdrE22+/TWVlJXPmzGHTpk2Ew2FGjRrVoe27fWLUlXJzc7n88ssBcDqd/O1vf0MpxYwZMwBwu93MmDGD22+/nZkzZ3bJ0F5eXh55eXlHfT+dqbi4mKKioliH0SnipS9HrR9FRQT0BByffcvfho5ETRhHw3l5WHesQy/feyPGBpcHy3AAitRAMxEtAUt5ceNHwyLCngnTCg1wE8Jl1LIz+Ti+t7KYrwf1QXM5GV+6m3G7N/HUsIvxuZ0kmRaWUgTRwGlAyARdw7BM3MpmTPkOUgN+CqqruHj6HZxSUszTC6OV41fHnkbI4YKI3bJrFR1W25MbmTY42k00irLaPA9b0XU0LbrcVjgcisIUm6FpNrcfZzKhz8CDfnzy+9X9xEtfujK5606X6L/99tvMmjWLCy+8kDfffJM5c+bQ3NzMgw8+yDvvvNOhNiQxaiM3t/1N5crLy6msrGTatGn7rVtbW0t2dnZXhSZEtxW+/izC15/FCcD/EQIyadrw63braOw92DTvWWhZ7PjhS/T5YA1gozBx40fHxsLgX1kjyfAFyG5o5sRtu6jKyaQkI5nsxp0MbqhiZW5ffE4HDssmMWJhR0xsn4UeCjE0IcLDZ5qcckJfNNvG0o7hSV0BQ4AHeRJ4EpuAGcSpgz8MOxvgj+t0DBRFmbC9QVEXMLi4yCbBpTg+F9xyX0khurXZs2ezYMECjj32WN566y0ARo0axdq1azvcRo9LjBISErBtm3A4jMvlAqCmpqbdOrq+f/rq9XoJBoOtr6urq/dbZ9/tcnNzKSws5KWXXuqM0IUQbRkG2a/dSARQ/9yM+9zfoWMBUEMeQcONbtuML91JUjiMqijjX0VDuOOcm8iPmKw3LTSlcFqKiK5xcmIjb/00HfC2PPbsR+dgtV1vyxEwxQOjPDAn195nDatz+yxEHOpOXwNSVVXVOmSmtQxza5rW+rwjulEBrGMKCwvxer188MEH2LbNmjVr+Pzzz9utk56eTklJSbtlQ4cO5e9//zv19fX4/f4OJTsTJkzANE3mzZuH3+9HKUVVVRVLly7t1D4J0dtpE4YQuWsSJho2GhYO+tfVkRIMkhQOR9cB+lVV0z8YpjTBg1cpDDTCBvzm7OaWpEgI0ZuNHTuW119/vd2y+fPnM378+A630SMrRnfddRcvvvgic+fO5YQTTuB73/se27Zta13n6quv5re/1iXr6AAAIABJREFU/S0LFixg+PDhPPbYY1x66aVs3bqVH/7wh6SmpnLjjTeycOHC79yXx+Nhzpw5zJ07l+uuu45AIEBmZiZnnnkmp5122nduK4Q4POq+qZT/bhVWWCc50kxmoBnNtjE1DUfLxGe/w8UxldWc4trCtbPPR9c1oud3KTGNXYjeTHWfghGPP/44l1xyCa+88gp+v59LLrmEzZs3s2DBgg63odXX18t99EWnipfJixA/fekp/Qi+X8zq25aR1mDS166gxp3M9qQ8sv2NhAwn3/YrpDHZTeqMLUy/4opYh/tv6yn/LocSL/2A+OlLV/ZjycD3270+a9vULtnvwfj9fhYuXMiuXbsoKCjgnHPOISkpqcPb97iKkRAifnmmFpHxo0WYWhpVZJAWaiTBHWRbajZBrwvDUCR4zINeli+E6HrdaY4RREeWvv/97x/x9pIYCSG6lex0KCmDZrwE8BLETW2aF9vQcFkmJ83JY8WKnbEOUwjRDZ133nkHfe/DDz/sUBuSGAkhupWUtTfTmPks2xL7UpPpJexxYFgWCSGL0PH1QGGsQxRCtGF3o4LRD3/4w3avKysreeWVV1rvUdgRkhgJIboVzTDoW38b1QNfpU5PwBW2SW9uRA/ZlE3e93J6IYTY68orr9xv2bRp0/jJT37C3Xff3aE2JDESQnRLx227mqLdfqre20H+RSfzzufvxTokIUQPlJ+fz7p16zq8viRGQohuK6kwgaSbh8c6DCHEd+hOk69feeWVdq8DgQDvvvsuxx9/fIfbkMRICCGEEHHhjTfeaPc6MTGRk046iVtvvbXDbUhiJIToMZpDTu59MoGk4Cls+GQz9/9uMIaj+5ytCtEbdacbPL733r8/5C6JkRCiRwhFdL767CQSnU6mfLMRw7J5dkotty05MdahCSFiaPv27R1ab8CAAR1aTxIjIUSPsOmtIWwfksZP//IFuXVNANTUeti8I8yQ/q4YRydE76VifMPV4447Dk3TUOrgX+ShaRq1tbUdak8SIyFEt/furcv514AhVCe4ueWmc6hL9pJf28SMj5ez/MF13PWH42IdohAiRurq6jq1Pb1TWxNCiKPgyx0OJhTv4pZFXzFhSwm2rlOSkczDl5zOWj2RZ2asjHWIQvRattb+0dNJxUgI0a2piMXY3VWkBSMAXPv5GgKazqcFeWAr3u03mKmLPo5xlEKI7sA0TebOncvf//53ampq2g2vdfQrQaRiJITotpStWD5gPoU1Te2WD9ldA3b0gGfbsCI7NxbhCSGI3seo7SOW7r33Xv74xz9yyimn8M033zBt2jSqq6uZOHFih9uQxEgI0W3tvuNzvM02iYEwuhX9OhDNVoQMo3UdTSncBHnxe4tjFaYQopt47733+Mtf/sItt9yCYRjccsstzJs3jy+++KLDbfSqxGjx4sXceOONra8jkQi//OUvueiii/j+97/foTZmzpzJq6++erRCFEK0CFcHUP+3HgCHZdO3up7+VbUoDfpjcfbuMm7cvot7tu6kv+Vk6sZl7Bj4CNrK7bENXIheRmntH7Hk9/spLIx+0bTX68Xv9zN06FDWrFnT4TZ61RyjyZMnM3ny5NbXn3/+ORs2bOCNN97A4/HEMDIhujfThqYwpHXBn0l4WTnlk9/CxIMTgwRHgJDlxqtMsGFIdTXvnD6WCbUNqEQ3AFWpGXw9cDTTVy1EnfW/6JgoLDTCaIQxj8nDaAhiJTrR+2YSumkS6vgiSHJDYxCyksEwwLKiP4UQPdIxxxzDihUrGD9+PGPHjuWxxx4jOTmZ/Pz8DrcRN4mRUgrbtjEO46BWVlZGnz59JCkSh00pOPttD6trdAxNEe6KSzH2vUVHR3bZus0YWPJv7l/Toh0/HAdcPbpQQ8OhQ8QGTzjC4PIqZi/4lJGllXjRsTBxYKGbEQLYWC2HK4etyGlooiI9mZxwuLXVt0aN4fJVn7e0HcZBCA0N8ODYWANEcAFsqcL92YbWSLSDhdnZPC7sfpkQsQjdcxGR6acAoG8px3vzXLRqH6H/upjIZSd3RTRCxKXHHnsMXY8Ohs2ePZuZM2fS1NTEr3/96w630aWJ0ZVXXsn555/PihUr2LhxI/n5+dx7773s2LGDP/zhDzQ0NDBx4kTuvPNODMOgoqKCZ599lrVr16JpGieffDI333wzCQkJAEyaNIlbb72VxYsXs337dp588kmGDx/O+++/z9tvv01FRQWJiYlcccUVXHzxxXz00UfMmzePV155hf/5n//h/fffx7Ztpk6dysSJE7n22mu56qqreP3118nOzgZot40Qezy+wsHK6mgSbnVV7bjtbjryf/IDrXM4oe7JGtptf5h9PWAipbU2H7GjbQZdTs79diujSitb3tMwUDiIzityE6EZAw2NmuREtuRnk9Hg49uMFPo3NrMjNZHdbgvQceJrTYgUCg0FGIANWAeI5PA+liMWDGNsKgPA+5OXMCcfC4Dnp6/g+HpLdPmtv8ecfCwqPakrIhKiU8T6Bo9tjRs3rvX54MGDeeeddw67jS6vGC1atIhf/vKXFBQU8MQTT/CLX/yCcePG8cILL9DY2Mitt97K2LFjmThxIrNmzeLss8/m3nvvJRwOM3v2bJ555hnuuuuu1vY+/PBDHnroIXJzc7Esi3fffZdXX32VBx54gJEjR+Lz+SgrK9svjttvv53U1FTWrl3Lr371KwDKy8u77HPoqPLycnw+X6zDOGzFxcWxDqHTHKgvOyv7ADldH0wca3tw1fbJ6hxYuIhQmpzOa5NOIi0U5ML137Az1cnPzzmX5FCIN15/lmhKdbCDdPc5eGumxbb1myA3hVBNA849yyMW2zYUE8nqeYlRvP/Ni57h1FNPZfr06VxyySWtc40OV5cnRlOnTqV///5AtOLzySefcP311+P1evF6vYwZM4ZNmzbhdDpRSjFjxgwA3G43M2bM4Pbbb2fmzJmtQ2aXX345ffr0AcAwDBYsWMCVV17JscdGz8ZSU1NJTU3t6m52mry8PPLy8mIdxmEpLi6mqKgo1mF0ioP15Yn+sPANm5qgzoFLK0dRV4z77NmHUnuH0NoOpe17hqha/rNn+SGH3Np8Zi3rvnriKE7fuJ1RJRX7raUACwfZvmau/uSfvHbaceQ3VDK5uJTrl30NgJsGDMItVSKtTQsQrRSZHe//UaAAPE60YITgTy9gwGnjo/8DfvRq1JX/g9YYIHjXNAac3PPu4t0b/uZ7mq5M7rrTTR3vuece5s+fz+OPP86YMWO47LLLuPjii0lPT+9wG12eGGVkZLQ+d7vd6LpOWlpau2V+v5/y8nIqKyuZNm3afm3U1ta2DnXtmzRUVFQccZYoREcluWDLDwNU+CE3AcqaIRiJ5gU6UB+GvkkQsqPLagOQoENlEDI80cnMJU0wMAU21ENTBAamQZYbVleDZUbnBQ9OBb8JyythUAp4W0oL2QkQMsEfBqWDE/imBoakgi8C2+rB49AoSld8tlsjLVBCSm4flIISv8bWOshP1MhPVOz2gcepqA/oNFuQZCgMh0apD0ylk+yxWVWu0xjWyPIqBqRaGJpGwNQImRAyFQ5dI9ULbk0xMEUxdYDiHxUwIh2CdjTWZBcUJEFeYjQXcurRdCUQgQ01kOPSqT31DPwPLCawvpHsUBgbnYqkJNYlZ5OMhdu2qUpIYb03kQuvuJpzt2zktx/8FUNZ2OiAG40QDkyiQ2cmNhoKc7+RSDvFjVI2WoIXZWhoYRO7XxbWuWOxkp1oDWGMysbofVkSXJgnDoGxg6A5gLa5HHXGSKhrgi1l0BhE8zpRho6Wm47KTYXdtdGODs4D04JEV3Rid8iElknjANZpw2jc+lsIm5DgRghx5C688EIuvPBCfD4f7777LvPnz+e+++5j4sSJvP766x1qo9tOvs7NzaWwsJCXXnrpO9fT9jlzzc3NpaSkhOOPP/6w9+n1egEIBoOty2pqag67HdF75Eanu5Gf2H55v4Os17/NsmMyoz8H7nMiM+AABc5R2YeOZVTbkb3+sKdaMqGPori4mb0nwWqfn3vYbZ6rfZbZ+6x76LLVmA4WOpNdkJMIYEBeBnx2OQC+97ex5Zq/Mf+E4zhhfQnzTh9PXUYKQ9btZOkx0ZOfeaOPI7+xnvRAM9PXfUNOoALd7SH02DTsGad1LICDUOzf69b3jimIPknyQN+s1vXb/iQr5cAbOw5wgYjDOPByIXqA7jTHaI/k5GQuu+wyUlNTCYfDfPxxx++O323vYzRhwgRM02TevHn4/X6UUlRVVbF06dLv3O6iiy7itddeY926ddi2TUNDAxs2bOjQPlNTU8nNzeXDDz/Esiy2bt3KBx980BndEUIcpuSpA8n67USOKasjJRSkT0P07td1yd526700+kQqHbnc9r3Lseufxqx44t9OioQQPZNSir/97W/cdtttFBUV8dhjjzFlyhS++eabDrfRbStGHo+HOXPmMHfuXK677joCgQCZmZmceeaZnHbawQ96F110EQBz5syhsrKSlJQUrrjiCoYNG9ah/d5999385je/4Z133mHEiBGcd955LFy4sFP6JIQ4PAVXDMQ/t5yMSBNjikvZkZ9JfV46/Wp97MxIZlhVLZOKd7I7w8vvf9HxOQRCiM4T65s6tjVs2DASExO55JJLWLhwIcccc8xht6HV19d3yS08RO8RL5MXIX760pP7YTdHWDb+bf58xukUVNWS0tyMoRSmpuEJhqlxOvl0SF/eea7jN3DrLnryv0tb8dIPiJ++dGU/3h7bfpjq4lVTumS/B7J8+XLGjx//b7XRbYfShBACQE90sjszGwONpgQvestVbA7bxhUKk9PQSHYfOZQJESu2prV7xNK/mxSBJEZCiB5gVVYGjohJU2ICO/LzsDSDgsp6dF3njdNGMPfnubEOUQgRJyQxEkJ0ew+9M5qU3aW4AgHclokvLYl1wwZQk5rEr++RpEiIWOpOXyLbGSQxEkL0CHmX7+aYjVtI8gdAKVzBEEv696F/jlzmLoToPN32qjQhhGjLkxxm12VQulThdzkJpCXzwhPZh/31bUKI+LZkyRLmz59PVVUVb7zxBitXrqSxsZEzzjijQ9tLxUgI0WP07VvNLb9yc9aFy3j5hQJSUuTcTohYU5rW7hFLzz//PDNnzmTw4MF8+eWXQPT2P4888kiH25DESAghhBBx4dlnn+Xtt9/mzjvvbP1mjKFDhx7Wd8fJ6ZYQQgghjlisq0RtNTU1tX5f6p7EKBKJ4HK5OtyGJEZCiG7pkjvrsNAYvasCw1JYrrGM/P6qWIclhOjGTjnlFJ5++mlmzZrVuuz555/n9NNP73AbkhgJIbqdc39WTzghgTO/3cbxm3YAEHA72fTGYDrh/m1CiE7UnS7Rf+KJJ7jiiit4+eWXaWpq4vjjjycpKYk33nijw21IYiSE6HZ8rgTyQxH6VdS2LvOGIgwo8WPbqTGMTAjRneXk5LBkyRJWrFjBrl27KCgoYPz48eh6x6dUS2IkhOhW7nq6jtSwGwUEHHsPUbpp4/TbLL9iB8Y9sYtPCNGe0rtHyciyLAoKCtixYwfjx48/4q8HkavShBDdyj/LXYScBqam8dGEUSwtGkhSXYj0qiAFpfU4Nff+G5lW1wcqhOhWDOP/s3fncVJU5+L/P1W9d8++9gCzsAwgiwqCiBj4hdUrqEkwIgJRr5erufgzSFSiSa7ea6ISNUYjhgRRMUFFI964IIq4GxeQPSAO+zBMz750z/RaVd8/emhmFGQEhp7ped6vV7+mq+rUqefUzPQ8c86pKhN9+/altrb2xIW/hfQYCSE6jduW+fCYzZwVPprobO3fk3/7+Et0Jfp/nC0QJu3JINp0nWDW/+AjAysGadRhIYKOQuiSAZienROvZgjRrXSmq9KuvPJKZsyYwY033kjPnj3bbGvvDR4lMRJCdAqBgM6HuxWqbBb66GHsmg6AOaJh1o1YubTaJixVFsqzHsagF2DCTBMOArEyodV7Ie0OqL/vTDdDCBFHy5YtA+D+++9vs15RFLZs2dKuOiQxarFgwQKGDx/O7NmzmTp1Kr/73e8YPHhwvMMSots4594wxWENxWywPdtF2GbBEdZIrWkiYDFhD2sYgKKA4bRgbnAAYWz4ceHFQCGEmQBOLARx4aMp7Rfo5f+L6mj/PUyEEN9NZ5ljBLB169ZTrkMSo2N4/fXX4x2CEAkrqIEC7KvV2VJhcIEbLl+ikaMZlKa4sNjNNCXZAQhZTDRYzNx63fe59R+f06vOR65eRlFDOUGc1OBGpZkmUqgjgyZcqBjYCJKDShJ1VOU9ioGOdUo+tpUz49t4IUSnJ4mREOK0aQzBXZ9ZeWOvQmVAwQgbENYxIjpEdNIiEQy7hbBJJb0hgEk3aLabaU6yk+X3kd3opzI1vU2dPXxeXnvxXpw1dkKGhT7sQyU6tGYiTD25ZFPDfvKxEwFAw0wQByo6AZIBA+3NSvS036CiYSaMigkViAA6FkhxYDknE3PfZLRbx2P0ahuHEKLzGzx4cOyO11+3ffv2dtUhidExTJgwgT/84Q8MHTqUNWvWsGLFCi655BJWrVqFrutMnDiRuXPnYjbL6ROitamv2tlWa4Ijc4JMBkR0CEQTlnpUkswqDn8EU0sZZyBCUXMIL7AhzYXiDWFXFAJ2C2BQ5XRQFyyi0kgnhXpU9gI6oJPJITTsqBiYic5JMhHBQRALAarIRUfFhI6CSoRUDCBMEDsaGqCgoRJBbwwR/LCKpA83YazeTNPGX0HSMa6AE0K01YkmX//5z39us1xRUcGSJUv40Y9+1O465C97O1RUVFBZWcnf/vY3ampq+MUvfkFKSgqzZs3q8GN7PB68Xm+HH+d0+y4P7OvsEqUtHd2OiA7bas9tu9IANKPNqrBZxfq1z1GzrrPLZY8+nRsIGETH21AI2628PPh8pn1ago8kvKqLZL0eACtBevIvfGTjpAENB24OY0LHACI0UUMWOhr2lmMpgIYNaG4J0YSZEKARwhlNpCobKf1wI4F+WafxDB2b/Hx1PonUlu7moosuOua66dOn89Of/rRddUhi1A6qqnLDDTdgs9no0aMHM2bMYOXKlWckMXK73bjd7g4/zulUUlJCcXFxvMM4LRKlLWeqHSO+1NhQaWq70moCfxgMsOg6ed4AB1OdWCI6Jk3H57QSiFhQdQMNwKSApW0dVelJAOwrcrO5xxXc9M8nYtsUIIlqrASJYEfBGlvvpIlaMtCJJlxH87HWyZqOhgkdFTNBVHS0XhnkjzsPnB07aVt+vjqfRGnLmUzuOtPk62Ox2WwcPHiw3eUlMWqHtLQ07HZ7bNntdlNdXR3HiITonF6dGuCBjRZe26Ny0AehiAE6GC4rhq7T2+vHXR8kPRAmokJSKIK52c+WzGRQ1WjvkqpEv5qi7y1hDZdZZX+fLCrcafiT7GzqOZRhZdtiyY6OSh25ZOIhzNFkRkHDQMFMBAUNMDBQsBBAR2/pWdJRFAPDnYZllBt/0RD0ed/r8KRICHH6/fa3v22z7Pf7Wbt2LRMnTmx3HZIYtUN9fT2BQCCWHHk8HrKyOr6LXYiuxmGG/z4/zH+ff7wS1pZXlMdnI8MOV/01zPvlFjCrYDfj9gXwJNlxhSOMPlCFJzWFPYVZ2PXoPKJXB1/CltyhzNj8ElY9QhUF5HAQFQOFBjSsgAkfqbiow0UzxqxzsC2+7LixH4lK7qEtxHfTmW7wWFZW1mbZ5XIxb948ZsyY0e46JDFqB13XWbp0Kf/5n/9JTU0NL774IlOmTIl3WEJ0ee7oCBmrrrPg/o2G0wReq8r3S2rRFbBFNHLrGsirqqPWYafZaibF20xKo5++u+sI6BnUkU4EC00ESaIaE0E0LPhIQsMgrWY+isn07YEIIRLCXXfdRW5u7jfWV1RUHHP9sUhi1A65ublkZWUxa9YsdF1nwoQJ3yn7FEKc2IHbVfIfM5EejHAgzUnv+mYKK6tJDgSJ2C3kNPkJNKnYwjpGUxVFwT3Uk42TJtLxECSNBvLRAS8unEl+nIfujHezhEh4htJ5Hrs6YsQISktLv7F+1KhR7N+/v111SGLU4ve//33s/bp1676xfebMmcycKTeHE6Kj2KwKD5/j4/ZNLvYrCkO8XpL8gdilwAGHhYI9lRxwp2KZFSHltjto6vswjTUZNJNMEl4shKgjjeTZvbE+9oM4t0gIcaYZhvGNdY2Njahq+5M3SYyEEJ3GrAkOfrUFhtR6MZnNNNvtuIJBALKqvAQcVuqSHKQVRGcCufbcgutrdcjsPyHOrM5wVdqRGzv6/X6GDBnSZlttbS3Tp09vd12SGAkhOpWfDgmx98sQdk2nMSUJf8hGVk0jEZNKXXYyGdbAiSsRQnQrf/7znzEMgyuvvJIlS5bE1iuKQk5Ozne6BYMkRidw8cUXc/HFF8c7DCG6jdsnm5nxqoW8cLRXKGy1UJ/uQrepaJrO5EUZbNy4P75BCiFiOsNVaUdu7Lhnzx6cTucp1SWJkRCi06lNdVDnD5Gu6aDrWIMhlIhOoxGJd2hCiE7M6XSydetWPvnkE2pqatrMOfrlL3/Zrjo6z1RyIYRosfY3SWzNTOEvhXks7+Vmr2Jln81Gn2v2xDs0IUQn9vTTT3PxxRfzwQcf8Mgjj7Bjxw4WL17Mvn372l2H9BgJITqldxYlt7wzA8WsXLkynuEIIY4n/iNpMY888gh///vfufDCCyksLGTFihWsXbuWl156qd11SI+REEIIIRJCdXU1F154IRB9zqmu60yaNIk1a9a0uw7pMRJCCCHESesMk6+P6NGjBwcOHKCwsJB+/frx+uuvk5mZidXa/mcfSmIkhOh0dpz9EpYyH16LjeKPLyG5b0q8QxJCdAE333wzX331FYWFhdx+++1cc801hEIhFi1a1O46JDESQnQqJX1WYK/VCahW7GGDvRespvjTS+IdlhDiODrDDR6PmDVrVuz9pEmT2L9/P6FQiKSkpHbXIXOMhBCdir22iQbVTqNqwZOaRE2Skw0T3o53WEKILqK2tpbnn3+eRx55BKvVitfrpaysrN37S2IkhOhUAtjJ1JvJizThjIQJ2q2onemyFyFEG4aitHnF00cffcSIESN48cUXeeCBB4DoTR8XLFjQ7jpkKE0I0WlUv1eGDR1QUIAejQ3Up9loNizsq3Hx5r7RmD836FszGMPs4arp7niHLIToRO644w6eeuopxo0bR2FhIQAjRoxg48aN7a5DEiMhRKfR+NN3sGBgtPQQ+e1Wtpx9FophsH97MmcTQDUMIs4czrr7VXbd0ciAXfOhE10VI0R3E+9eotYOHjzIuHHjgOhz0gCsViuRSPvvmi9DaUKITsPwBLASQkVDRSNiU8GAsKJgVlTMhkFKoInLt31CdUom293FPPpv7b8/iRAisQ0cOJB169a1Wffee+8xaNCgdtchPUZCiE6hdPbrmMwGahjshKlOTWHtqOEogNdiQcNAMQzmr3uBHo01AGx3F2DOTuHhH75OQUMNofQ0rnpuKorVFN/GCNGNdKYeo9/85jfMmDGDyZMnEwgEmD9/PmvWrOHZZ59tdx2dLjFatGgRJpOJW2+9Nd6hCCHOEEMzcKzehdOIcMDak+yQj619CglZLABkhMJ8mZ7CsGpPLCkCKK4qw2tX+N3ES9mZk8eKFYtZP+phzJEw1sdm0c/twF6cCap0jgvRHYwcOZKPP/6YF154gaSkJHr27Mm6devo2bNnu+vodImRECKxGWGdSGUAPRSm6fo1qBsPYEIlZHVRF07GElJowEWd03V0H2BbZgoNpgigc2QWgE0LM2b/Hj79431k/+/D3Dnlx3yx+A72pefwysNbCO77ihFlZZg0jeeHnc+mngWcXboHm25QbXehmOxM3LUR3dBZfe5IatKSGVFxCFNTEFOaE0emA+e5Peg3NAOawviL3XxWodAnU2Hw4NQ27fJHoC6okOc0ZMqTEGdYRUUFubm5AOTl5fGzn/3spOuSxEgIccaEPX4OTH2HyJ5a7OgYqJjJwoRBKGRGaUl4DFTGbNzOutHDOJCRyhfZ6dTYbQQys/m490By6qoorq+KXcRvj0ToVVdLv4pDFN35OI0OJ4W11Vy/6XOqk1PIq/Pzk40fUFw1jLwGHw99//s8ceEYNNXEJTsG89Ly33Nbv0Hsy8jmt688h10LY6CyNbc/t2QM488PPU9+QwM1Tie/mH8bh1PT+K9nPue3i4YCsK1G5Yer7VQHFC4uiLBiUhCTdFKJbqIzDKWNGDGC0tLS2PLs2bP529/+dlJ1xe1X1+/3s2TJEmbPns20adO47rrr2Lp16zfKPfHEE8yePZupU6cye/bsNk/I9Xg8TJgwgTfffJPrrruOqVOncscdd+D1elm6dCnTp0/niiuu4P/+7/9i+6xZs4Y5c+bw97//nRkzZjBt2jSWLFlCQ0MDd999N5deeinXXnst27ZtA+DAgQNMmTKFurq6WB2GYTBr1izWrl3bgWdIiMRTv3wvoT0+7EQwWj5+TC3XoKkYsXKZ1DLAX8YN776O1lzHlqw0APSIRp+aEt4eMooGhyuWGHltNv7/D17jB7s30ehwAnAgI4tl54+ld101H/fujUYa55UepkdjI5t75aOp0XlIqwedzb70Hsza+CE/3vopdi0MgILOkIoDpAf92FuuaMlsbubfP/8UQ1V5ptc51NcEAPjjVgvVgWg0aw6a+adHsiIhziTDMNosf/TRRyddV9x6jB588EGqq6t54IEHcLvdHD58+JjlCgsL+cMf/kBmZiabN2/mzjvvpKCggJEjR8bKfPjhhzzyyCMYhsH8+fOZN28eM2bM4IUXXmDDhg38+te/ZvTo0bFutoqKCnw+H3/72984ePAg8+bNY+vWrdx00038+te/5qmnnuKBBx7gmWeeobCwkLPOOou33nqLGTNgUplmAAAgAElEQVRmAPDFF1/g8/kYO3Zsh58nj8eD1+vt8OOcbiUlJfEO4bRJlLZ0hnZokQYAjGNsM6MRVjVCqomkSDMAJsPg+s/Xs3zwUMDAr8Nl039Of81E3+oD7EjNYF9qNoeSk1nx6p94p3hImzpzvQ2EVRVPcmrsFgAAvWtq+KyoNwApfj85TQ3syB1FtavtM9kMVKpcybhCodi6Wmc08cpq8nGovJSqWhXF3xPIBkDBwFtxgJKmQLvOSWf4vpwOidIOSKy2nAmdocdIOY0xxCUxqqur47333mPZsmXk5eUBHHdi1KRJk2Lvhw0bxqhRo9i4cWObxGj27NmkpEQ/0C644AI+++wzpk6dCsCoUaNITk5m9+7dscTIZrPxk5/8BFVV6du3L3369GHAgAGxy/kmTpzIc889h8/nIykpialTp/Lss8/GEqM33niDiRMnYrPZTvOZ+Sa3243b3bVuYldSUkJxcXG8wzgtEqUtnaUdxsK+eGqtNH1Yge0rDyoGZsLomAhYbOwodGOENApLD2MxdGqSktle1I8B9V52Jbuw6AZ2axJbXSH+3v8slg8eE6v70RGT+NU/X+F/3lzJa2edR0ogQGaTlw8LzmLiV1+h4CdkMmPVVG55bx1mPYjX7uCW999kQ6883usziJ6NdXgtdhyRCBVJGfxp9BRs4SA1LhuKz+Bf7jw29ejJ+Qf2clOfBoYMGQDA7woh9GGEknqFa8+KcMmg/Hadj87yfTlVidIOSJy2dLfkLhKJ8MEHH8R6jjRNa7MMxO5vdCJxSYwqKioA6NWr1wnLrlq1itWrV1NVVYVhGIRCIcaPH9+mTGZmZuy93W5vswzRRKi5uTm2nJaWhtrqKpWv72O324HocF9SUhLjxo1j8eLFbNu2jYKCAj7++GMWL178HVoshABQzCp5D41osy7g8bFv0EoMK5ibDJKVZkpTMjEsKq+NvJCw2cwPPFWsD4Xx2e04DOjl8VJUV9umHgPQUfjl26u49pMP+Sq7D5ZwhORAADSNj3v1Jyldx1qcQXjiMBYUp+H8sgLn/DnYc12sdZhB7YH+6OM06TpJqsptRyp/6E4AhgKrY0fMjb1LtcJTE4IdcMaE6Pw6Q49RVlYWN910U2w5PT29zbKiKGzZsqVddcUlMTrSc3Po0CGKioqOW2779u0sXbqUBx98kIEDB2Iymbj77ru/MZbY0axWK5MnT+aNN96gb9++sZcQ4tTZ3UmcVXs9n+e9iLuujoHBg5gMWHX2BYTNRz+ieoRClNpsGIAnOZO6/qOZseNT/lE8nNFlu7nw8F7Ou+kBxpXsYmZOPSP/eEmb44zgGEb2OHZQcnm/EF3KkXnBp0NcfvvT09MZO3Ysjz76KB6PB8MwKCsr+8bTb5uamlBVldTUVBRF4dNPP2X9+vXxCJlp06bx/vvv88orr3DJJZeceAchxHfS968X0Oy04LNEn5amN+sEWl3a9VV6EiFFIaIAikLEZGH5q3/h7ZWLmVy+lxH/9xPev6KJ/1l5IQP/KL+jQpwphqq0eXV1cZt8fdttt/HUU09xyy230NjYSG5uLrfcckubMiNHjmTy5MnMmzcPRVG48MILGTNmzHFq7FgFBQX079+fkpKSbwzlCSFOXebEfDQ+Y31uP8xmhXCanYLySrbmu3m/b0+aMIgYZvo3NmMyDH68+V2WXHAVh3uncefi84BjT+oWQojvQqmvr5fPknZatGgRFouFBQsWxDuUTi1RJi9C4rSlq7Rjz2Uvc/hfOnuLesYeDOs3m3i1fyE+q86+1Ax01cS5lZWMqqrGZ46w6Jlz4xz1yesq35cTSZR2QOK05Uy2Y8nlbW+1c+M/zj4jx+0ocoPHdiotLeWDDz7gsccei3coQiSsnveNxTX2eQ6G3USs0Y+njPpmxn5ZStH1JTy/eQRGQOW8ugP8esU45BbTQojTTRKjdrj77rvZsGEDM2fOpHfv3vEOR4iEZR+cSb3mIn9fDY3pLhTDIPewl+yUGiqBq87dwPDhw9m4sUKSIiE6ic5wVdrpJIlRO9x9993xDkGIbiOAg9SmACne6B2oDQxypxVQyb44RyaE6A7kmlQhRKeS/9v+oBuoaIBO0Koz6I/nxzssIUQ3IT1GQohOJXPeMBzjC6n61XqSrykm47I+8Q5JCPEtZChNCCE6mPOsDApfmhLvMIQQ3ZAkRkIIIYQ4aYnWYyRzjIQQXY5RpbN56loq/7wj3qEIIRKMJEZCiC5l9+37ibyQT0mtmbXP1vDPfs/GOyQhujVDUdq8ujpJjIQQXUplvYshZQeZunMzl27biDc1jS+vfTPeYQkhEoQkRkKILkOvMbCFwvSvqQDArOsMrDhM6SZ/nCMTovtKtB4jmXwthOgyvC8VEcxxsaGpLzneKgbX7Mbsb0A/HEarasKU7Yp3iEKILk56jIQQXUbQ5cAeDKFpCiNqtuDCR5ZWg8UZwPuTf8Q7PCG6JUNp++rqJDESQnQZjRYTJk2nz+EKVIzYelekieAnu+IYmRAiUUhiJIToEnQddmVmUu9w0GBJwUtydD0KPrOdXmpNnCMUontKtDlGkhidwObNm5k0aVK8wxCi29q0P0LRLwMs3H45JoedrUX5/HXKBXyaNJyNtnP50lnA4IZd2PUQobTb4h2uEKKL65KTrxcsWMDw4cOZPXt2vEMRQrSDPwyKAmVNEIlAfRD21MJN71vRIwqgRycn6AZgoGgGSjCCDhQENCJ2G0X+IIaiMuTgIVIDQbae3Yeig+VkNySxMcnFeb6NpBKgNm0h1v3/jSlNJmILIb67LpkYCSHar6JZ4dc7CjD22LhteJgROXqb7Yu3mvnNBgt+7Vu6wI3jrDvWLroBess2hWhGdGS9oUR3DLfEYFVbKjJF+68tQFDHiIQxWo550GbFBNh0nUJPNedsL0XVdMJOM+ccKmsJxYRHySfT8GDHRKToPmz40LFgIQRYCPfsgSlNxZwSQp88mOAtU9tx9oQQJ5IIw2etdbnE6NFHH2Xbtm3s2LGD5557jqysLJ588klWrFjBW2+9hdfrpbi4mHnz5tG7d28AFi1ahMlk4tZbb43Vc/XVV3PdddfFhsm2bNnCk08+yYEDB1AUhQsuuICFCxfGyr/77rssW7aMxsZGRowYwa233orT6TyzjRfiJNz0gZW1ldGf1c8qTeya1YzNFN22tUbll59ZOXaG08q3bf76NpMCJohlNq0/NLWWHUxqtIzWaj+D6HqHAuFImyrzAyFy/H6CVgsvTzyPgsM1jNy2l5Bqwqpr0RAMJz56YqeGNOpiVXpxk0QFepkVykzoBLF/8nf0gizC00d9e7uFEN1Ol0uMbr75Zvbv399mKO3ZZ59l7dq13Hvvvbjdbp577jluv/12nn76aVyuE3en79mzh4ULFzJ//nzGjx+PYRjs3Lkztl3XdTZs2MDSpUvx+/3Mnz+fl19+mVmzZnVYO4/weDx4vd4OP87pVlJSEu8QTpuu3pbdNQM48qteH1TY+uVe0qzRjGR9dQrQp+MOfqL/JL++uaWHKT2staQ2UU7DwG+1UZ0Rzeh2F7npUVHHwNrDLbvpWAijYBAiGUfL3gpgJgSoKGgYmDCI1lG7aReeszNOuYmnqqv/fB2RKO2AxGrLmaBLj1Hns2bNGq666ioKCgoAmDNnDqtXr+azzz5j/PjxJ9z/tddeY/To0Vx88cWxdeeee26bMnPnzsXhcOBwOBgzZgy7dp2ZS4Pdbjdut/uMHOt0KSkpobi4ON5hnBaJ0Jaf6yo3f2CgozCrf5iRg48mQj17w6LdOpWBk7kOwzj65cgHo2Ecfa+0zBlSleh6o2XszTBA06O9RTY1ur8OWJRo2aCG0zAwhTWqLWZMRrRz6esfvWmhZuxGEAd+rIQxo6GjoGFCw4QJDQ0zEVQMzBhYAAMzPvQe6aTcMJXk/MyTaPfpkwg/X5A47YDEaYskdycvIRKjqqqqNsmDqqq43W4qKyvbtb/H46Ffv37H3a6qKmlpabFlu92O3y+PIBBdw+wBEfKDe8jsWcSQzLaThZxm2Ha1n3/sVdlZq5DugI/LVLZUq2TaDfqnQ7ZdZ2etSm0QgmGD2qBKWI9ePp/l1CltUtE1osmNqkQTniMJkkqr4bKWSdZHqEQrMSnR5EjTo3OPdINyq8rIpgBD/CHqVRVNVai1mHFqGg5NZ8j+Q4zcu48INszUYyJMGDsBi0pu+BD1ZGGnCcPqQB2YS+NPfow6OBeSLOiRIFpfN6Q4Ov7kC9ENGCcaiu9iumRipHyt2y47OxuPxxNb1nUdj8dDTk4OAE6nk4aGhth2TdOor6+PLbvdbsrKyjo4aiHip4cjRHHmsWZQg80EVxYfTVhuPls7ZrkzLRRxMHVJmMpDGg4gVdeptVgYc+AAM9//LFbOhI5Z9ePXk3CGvTTuexhzup3Ws5Ra94d1jtYJITqrLnkfo4yMjDaJzJQpU1i5ciWlpaWEw2FWrFiBpmmMGhWdWFlcXMymTZsoLy8nFAqxbNkyIpGjH5vTpk3jn//8J2vXriUUChEMBtm8efMZb5cQ4iirWWHtTVZ23O/gi/vsXHPWawyqqSPDF6QBOwphXNSTSi2l9jyaLSoNN16EOd0e79CF6FYS7QaPXbLHaPr06TzwwANcdtllZGVl8Ze//IVwOMzChQtpamqib9++LFq0KDbxeuLEiWzfvp0bb7wRu93OzJkzycrKitXXt29f7rvvPp588kn++Mc/YjabGT169DfmGQkh4sduN9CBiMPGxkFF7Mt3gwKjt/6LoGZlWPUmsu6Xm7EKIU6NUl9ff+z+dSFOUqJMXoTEaUsitGPlypUYD6dTn5HD4ewMfK7oHCFXk5/hJTu44OCX5B2aH+cov5tE+L5A4rQDEqctZ7IdD1y9p83ybc/2PSPH7ShdcihNCNE95flqKNhfQdhytLM7ZLUwfs8Gkh898RWoQghxIpIYCSG6jLBJwdUU4vyNJai6jqLrjNuymXBQJelHZ8c7PCG6JZljJIQQcVJzp0Lfn/nJ3Oun6GA1oJOtV1HmyiLrhHsLIcSJSY+REKJLqc5yoVsMDJOORQ3TZLFy9u7r4h2WECJBSGIkhOhS+vy9mFJ3Mqo5Ql2qnaJdV6M4LPEOS4huy1Davro6GUoTQnQpiknB9ysv586YGe9QhBAJSBIjIYQQQpy0RHuIrAylCSGEEEK0kB4jIUSn9NmnXtY8dJhCTzWaquC6HhRbvKMSQnxdIlyi35r0GAkhOqVXHqni3L37SWoOkOrzo/5RLsgXQnQ8SYyEEJ3Or57y0a+ykqBy9GozVTewrQ/GMSohxLHIDR6FEKKDfflJI46MdOp75eH0+Zny5QaSdS/BvzvhhnhHJ4RIZJIYCSE6nb4+P8FkF07gnMZ9/FvZ+wBEMHHogv3w+MC4xieEOEquShNCiA5mU8CsaaQ1ehlWugs/Lvy4MKNh1swMvq0KbdvheIcphEhAkhgJITqV2+6rITkcwRGOoBoKTfVuShkSfZn68MRFw+nT2MzuCa8S+aoy3uEK0e0l2p2vJTESQnQqB/f6wGRC1XVcTX4ygk2xbT49m5k7PgVnHYWhSkomrIxjpEKIRNRtEqPGxkYWLlzIZZddxo033gjA559/zpw5c5g2bRovvvhinCMUQui6TooW5o3CHryd78aTnkSjyxnb7jSaGVBbQW5zAyk0UuitZkuPZfz0B1sprdFi5dbvCfL6h3WU1kSIaMc6khBCHFu3mXz96quv4vf7efnllzGZTAA89thjXHHFFVx++eVxjk6I7kPdsh/r0ndQP9mFaU90KMwAQopKWUoWX876HwxFIWQysb5HLnnnDOTcnXtxBr2c17SbEA4iJAGQTJg+zZX873tvc+9PwzwzeiQZkQC1zmQ0UmGzgSPiJ+hwoBsK6EfjSPY3k99YxY6eRd8MsvVwgA7pNp2LehgoKswdFKa0SaUxqHButs4Fbv2b+wvRjRgkwPhZK90mMSovL6egoCCWFB1Z16dPn5OuMxKJYDZ3m1MoxClTPyshacq9x/wYdRg6KeFwm/ugaKqKz27jZz+eTEmKi0+WH2ZAZXNsu4JKHnsxEeHxdTv5aFAfSnJ7Hq3UAn5bEigKGAYoBkeyHq/LxQ67M7rtWFfVHCmqGtQFTLy61wBV4ZX9ZlpnTg9cGGTu4MgpnRchROeRUH/VGxoa+NOf/sSGDRsAGDFiBP/1X//FokWLWL9+PQDvvvsu48eP55133kHXdRYuXIiiKCxZsoT8/Hxef/11Vq1aRVVVFXl5ecydO5cRI0YAsHz5crZu3UpxcTFr166luLiY+++/P27tFaKrsf31g2/93zKn2csFhw/yWV4+Vl2nX6OPje5sSlKSmLZrFxXOdAbQxNHERMFENCmxaxHcTQ2U0CoxMgC1payiRHczOLrMt/T2KK3KKUbLzNLWG6JW7TFLYiS6tUS7XD+hEqP77rsPk8nEU089FVu+//77uffee1m0aBEmk4lbb70VgJ///OdMmDCBRYsWMXToUABef/11nn/+ee6++2569+7N+vXrueuuu/jLX/5Cz57RD9utW7cyatQonn/+eTSt4ycveDwevF5vhx/ndCspKYl3CKdNorSlM7Qjo28aJ+qjnVSyHofiiOUw5nCIx1a/y9R97+NurkFHJYQTAzN+bDhQUFuynZzGeo529fD1HKYt3Th2T9HXGUZLQnSkfKv6gQJzLSUlZSeu5zg6w/fldEiUdkBitUV8dwmTGFVXV7N+/XqWL19OcnIyAD/96U+59tprqampaVcdq1atYs6cOfTt2xeAUaNGce655/Luu+8ye/ZsAHJzc7nyyisBsFgsx63rdHG73bjd7g4/zulUUlJCcXFxvMM4LRKlLZ2mHbcU49dtWJe9g3q4LrbaiH2NEMYgrKqYDIPSFBdhk4n3Bp/F9N1vAqCiY8NHNT0oJZ8a0signGUXjuKdvoNB07EoOhHVhKKDRdcImi0tCU7LkXRQdR2LoRHEdnT91xm0dCoZJFvBZTe4rHeEmoBCbUDhez10bhrqxGo6uXPbab4vpyhR2gGJ05YzmdwlwmNAWkuYxKiqqgqAvLy82LoePXq02XYiHo+HRx99lMceeyy2TtM0srOzY8u5ubmnI1whuq3Qz6cR+vm0Y27z1ARZfXs5ZSlJ5Dc1E26ZE1ibksTKIRO54Yt/AOAjnQDJWE0+6vV01rvzeWLY9xjjDFLvgtD2QzRbrZRm5lDc08qklBrOy1UZPzwJ9RvX4jZ/fYUQohtLmMToSPLi8Xhiw16HDx9us+1EcnJyuPbaaxk3btxxy6jf/FQVQpwm7kwbPXw1ZDb5CRgWSHbFtqmawqb0oeTWNaLhAAzytXL08usZ6LByaZuaerd6bwApZyR+IbqjROsxSpi/8llZWYwYMYIlS5bg8/nwer0sWbKE888/n8zMzHbVccUVV7B8+XJ2796NYRgEg0G2bdvGwYMHOzh6IcQRpiwHQyrKGFrmId0fwBrRyG5qJr08QHHdLlQMTIRQ0Tj0q8mYHNZ4hyyESCAJ02MEcMcdd/D4449zzTXXAEevSmuvqVOnYjabeeCBBygvL8dsNlNcXMwNN8jjvIU4U25/9Cy2DP2EzXlDKWw4euFBfXI6L9vHcn75IawhBe17qeTfelEcIxVCAOiJ1WGUWIlRWload9555zG3LVy48Bvr1q1b9411U6ZMYcqUKces40jCJYToOCaTQllqGq6mJmq0dHSTCTWik1nhpWRAEZ7KWr5abGfGrKvjHaoQIgElVGIkhEgMLw8YSR9fNUlNAVIbgqRV+Ticm0Kep5Kk9y+CTZviHaIQooXMMRJCiA5WoAfY7czgsMvK9l6ZaBaNHg21mJTm9t17SAghTpL0GAkhOp27ni5m8s013Pzmh/StqcVrsVOZ5KT6VzLRWojORpdnpQkhRMdSVIVBPQzu/v4ELivZhS0YwnJ+I8q3PcJDCCFOA0mMhBCd0iN3ZqPrBmHNjc2isnLlyniHJIToBiQxEkJ0WqqqYFMTq5teiEQjk6+FEEIIIRKUJEZCiC5n34FM7phZwr0/2MKOrwLxDkeIbk1X2r66OkmMhBBdyvJfauzbO5T6jHS29S7kqbsPU1YRjndYQogEIYmREKLL8NdbcGkGww6UM+zL/Zy37zC1SQ6evWNvvEMTotvSFaXNq6uTyddCiC7jwJZsRn5Zys4+PdjbpxcmXSe/thFbZX28QxNCJAjpMRJCdBmuRo2cinqqs1I5e38pQw+W4TA0vsrJjHdoQnRbhqK0eXV1khgJITqlJRNeY+KdlVw370tCOb+i34OHCKgaJlUlALzbr4gverpJbfbzea8cyvf74x2yECIByFCaEKLTeWL8KyyZPIH9mTlsoDfJgTA/2fARhRsjlGanscOdDUCd04EjHGZMRS0v3t3AzU+fE+fIheh+EuFKtNakx0gI0WlEdPjH+X/lgqrd7M/Mia3f3rMHFxwoo2ezn3qnvc0+jU4HWYpBdbPtTIcrhEhACZ8Yvf3228ydO/e0lp80aRKbN28+1dCEEF/z9PdfwuQwGF5+gLyGutj6/Np6au0u+nrLGFp+kORAEACTbpAS0VB0g8F7K9j5pQynCXGmGShtXl1dwg+lTZw4kYkTJ3ZYeSHEd6PXN7FxfS3bnOlUvbWfvPf2MdSzh17+GlL7DMMRCuGIhHl/yX0svnACloCZvLoGHho7gR9v3kqv0FdkaP9GSnMAk2GgozBw5wEA3r5lF+sI8pPH+pNSlAqGAWZTy4F1UBTQDcAAVQVNj26PaGBSo9tbM4zoOk0Dk+no8jcapUMoAnZrx548IUSHS/jEKBKJYDYnfDOF6JSUN7/EPOMpGshFw4xi8bIvz8UV189n3rsfMP+TV8kI1tJscWEKp2AxDH47dipj9pdQXF3BlRs/ZU2f8/n5ZZcDsHz4efxs/SfUWs3YNJ0kzUBVoDYtmZJ+vUBRMGkay+7wMLDyQy7fthq7FjwzbQWMdm6MjBlA8wu30G/Bi6RsOICe5kT1tNxywKSi9XOjev0o3gD+e2YQvmZcxwYvhIhJuKG0q6++mmeeeYYFCxYwdepUXnzxRebMmRPb3tzczP33388PfvADZs6cyVtvvdVmaGzNmjXfWv7NN988420Soquy3vA8TaSjYQHAHa5g5uwbmb55G7185WQHazBhkBz2ETCHUdUgq55fwse9B7AjNZ+Rh3azIT8vVp8NM+v6DSdgMtFgtaBoGsmhMAcLcmM9OZrJRMhkZqd7IHszC1HgjLz4tu1G22XLx7uw/+JZ0j4sQfGHMJXXR8sYoER0zF8eRi2rQ2n041jwDDTKEKHovOQGj13A6tWrueeee+jXrx+vvvpqm22LFy+mvLycp556CqvVyu9//3t0XT9uXYsXL6asrIwnn3wSq9XKAw888K3lTzePx4PX6z1jxztdSkpK4h3CaZMobYlHO87S9DYzDgwUwmYzScEQPlvbydKb8wuYvekTAArqa1k1YBSmpjTKkjNiZdKa2/b+WCMRzLqGoR/tjlEMA5PRstyJP6QbG+rJbldJgz179qAnde7J5YnyewKJ1Rbx3SVkYnTJJZdQXFwMgNV6dMxf0zTWrVvHfffdR3p6OgDXX38977333jHr0XWddevWce+995KREf1wnjt3Lh999FHHNqAVt9uN2+0+Y8c7HUpKSmLnv6tLlLbEqx3a8jk4f7SMMFY0zBy09+Lxv/+VG664hrter+CjggGMOlTCvvRcDqa2vUljWsCPPaIz9HA1W3v1pF9lBVd/vIv3zxlIyGLGFtHICAYxaRqp9Y2ogKaquAIBFMOgsK6UXrUHjzm89a3DXh3h60NpFw7A+vhPqa99iNQNBzBSnSiVDdEyJqVlKC2A4vXjv2cGfYcNOZPRfmeJ8nsCidOWM5ncJUIvUWsJmRgdL5FoaGggHA6Tm5sbW9f6/dfV19cTDofb1JeXl3fc8kKItozxxYTr78fZat342ma++HAnm28dxubVKTxV//+x053PgYx0BlWVMbJsPwdTMikqDRBWzWzp5QZFIdkfoldNA9M2bKekXz5OLdpzq5vM1GVmkFFZh6LrVKTYue2xfGzpxWCMo9FqiU6OhuiEa12PTrq2tHz86Xp08rXVcvyG6Hp03+MJhb99/+PY/fCVCfFHWIhEkpCJkXKc7DU1NRWLxUJFRQU9evQAoKKi4rj1HCnv8Xhi5T0ez+kPWIhuRMlwknr5YMYB/Fsec1ptW7sii57Oeg5a88mniXsuGcP2nm4u3L+bO95bw5/O+T4/e3sTNt2gPC8TW0jHpOnUZCaz153JdXNdDBmd3qrGlmSmdVKjqt9ctp5guuW3JUVwUkmREIki0W7wmJCJ0fGYTCbGjx/P8uXL6d27N1arlSeffLJd5YuKirDZbCxduvQMRixE9zJp+zV81ncpr583iF+8/SFLXlvOI2tWYI9EaLDZuX/4VAxVIbmxiR6H6sioDwBQmp/J5r55DBndK84tEEJ0dQl3VdqJzJs3j5ycHK655hquv/56zjvvPBRFwWI59n988+bNw+12c9111/Ef//EfjB49GvVE/z0KIU7aqD1zuXL9Fzw+dhhlyenYIxEAvsgtpLC8kgaXgwp3JklN4dg++aU1FGWEj1elEKID6ShtXl1dwvUYPfvss22WL774Yi6++OLYssvl4s4774wtl5aWYhhGbK7RscrfcccdbeqcMmVKR4QuhGgxZO9NJBc+hNtbi4ZKEy56VfvIG13LR+mDsAMNe2vIrm4EIGg1MeJ/z4pv0EKIhJBwidGJHD58mLq6OgYOHEhDQwOPP/44Z599NllZWfEOTQjRSuGBn3Pk4nwT8NHKldjeUGPd3JtG9KHPV4dxBCOUp9q4MkN6coWIB0OuSuvaQqEQv//97/F4PNjtdoYOHcqCBQviHZYQoh0sSTrNXkYuIiIAACAASURBVLAAIZuFXYPzMRkGFeEAyU5JjIQQp67bJUZFRUUsW7Ys3mEIIU5C1tm1+N7tSUVyEu5mPypQ5nQy8GB5vEMTotuSq9KEECJOrKlhLHozqfURPA4XumEwZN+XXPXUqHiHJoRIENL3LIToUqb/xknKsH3sT3JQkeRk8qJzSevliHdYQogEIT1GQogup6CPl1fuaN+TxoQQHSvRHgkiPUZCCCGEEC0kMRJCdD26QbjUG+8ohBDIDR6FECKu9s7dRfZ+F1uCqwmpFrIyw/TfOiPeYQkhEoQkRkKILiWpLMCYxi3Y9TB11iQ2Np5F30AEk10+zoSIB63rdxK1IUNpQoguQwtDD38lig77Tb3wR5wk4cP/eUW8QxNCJAhJjIQQXYb58VSCWPnEMYx91l7steZDk5X66aviHZoQ3ZauKG1eXZ0kRkKIrkE38DmS2Nq7H5W5KZQMycOfaadnpIZaS3q8oxNCJAgZlBdCdAn/enkQ9h7JGJpBTWoSKAqbi/tgvKvQq/EQhmGgJMB/q0J0NYn2SBDpMRJCdHqGYdCYkoECRCwmaJUA7e+RQ1JzhJqlO+MXoBAiYXTaxGjz5s1MmjTplOqYMGEC27ZtO00RCSHiZcK8g9QbGkn+AI5QCMUwALBEwow5sAm/asN3xztxjlKI7knuY9RNeTweZs2axfPPP092tjyKQIiTZRjRDp9PD8ObexRW7VE50KhGVyoKKJDlbeCcvSX8K6uIWqsD3d2LS7d9BYA9HGHcjs30aqygsKacvMZaasmigTTK0h4kZ/9NWNLscW6lEKKrksRICHFK3jxoYsGHVsqbFXTt20oaYABK9C0tvT6YVbAfWVZAN6i2pvDuwOEMqizjyi2fsaVgOE12O/ZwhAyflwk7tuAIh9FRqCUXhQgqBmEyqSh6mkL+hRPfCf93Nawmgr/4AaEF09qsV/d4sC59ByM7heBNU8BmOcmzI4Toak6YGF199dVMnTqVTZs2sXPnTtxuNwsWLGDw4MFomsaKFSt466238Hq9FBcXM2/ePHr37g3AokWL0HUdq9XK+++/j91uZ86cOVx66aWx+rds2cKTTz7JgQMHUBSFCy64gIULF8a2v/vuuyxbtozGxkZGjBjBrbfeitPpBOCJJ57gvffeo66ujvT0dH74wx8yffr0Y7ajqqqKhx56iK+++opIJELv3r2ZN28e/fv3B2D58uVs27aNgQMH8sYbbwBw6aWXcu211wLwn//5nwCx5auuuoo5c+Z8l3MtRML5olJlxps2QDma6ByhAHrLV+XICqLlIq3Kmlo2RSCaMQFmFd2A7XkFXLflE2z1XiyahkXX6F9+kHolmWqbCXeoFrOhEcZKECugoOOkmiKK2H7C+JWQhuN/X8LomUF4xoXRlc1BXFMXoXrqo2UO1RB4+JqTOj9CdAdagl300K4eozVr1nDPPfeQn5/Pn//8ZxYtWsQzzzzDypUrWbt2Lffeey9ut5vnnnuO22+/naeffhqXywXABx98wK9//WtuueUWPv74Y+655x7OP/98cnNz2bNnDwsXLmT+/PmMHz8ewzDYufPoBEpd19mwYQNLly7F7/czf/58Xn75ZWbNmgVAYWEhf/jDH8jMzGTz5s3ceeedFBQUMHLkyG+0Qdd1LrvsMoYPH46iKCxdupS77rqLv/71r5jN0dOwdetWxo0bxwsvvMCuXbuYP38+I0aMYMiQIfzlL39h1qxZPP3002d0KM3j8eD1dr1nQpWUlMQ7hNMmUdrSEe14+3AmkH/sjcf6rDySLLWmG6Aq3yzXkiNpqgkAtSXxCgStfOXKx66F8Kl2evsrUGIZWFSY79bD4317I6XDo7/XtkN1DG1JigAin+3q0J8B+fnqfBKpLeK7a1diNG3aNIqKigC45JJLeOmll/D5fKxZs4arrrqKgoICAObMmcPq1av57LPPGD9+PADDhg3jwguj/4l973vfIykpid27d5Obm8trr73G6NGjufjii2PHOvfcc9sce+7cuTgcDhwOB2PGjGHXrl2xba0nZw8bNoxRo0axcePGYyZGubm55Obmxpb//d//nZdffplDhw7F2tarV69Yb9agQYPo168fu3btYsiQIe05TR3C7XbjdrvjdvyTUVJSQnFxcbzDOC0SpS0d1Y6r3AoP7TYIHet6XaPVV6XVexVoPeSmti7cskrTUHWDS0q2cvOnq3l0bDbVrmzMmkZYM5MTqmFAUykq0TwrjUqCWPCSgoJOLgfa3QYDcF03+ej56a0RGdkX8/o90Vhmju2wnwH5+ep8EqUtZzK5S7TL9duVGGVkZMTe2+3RSY1+v5+qqqo2f7RVVcXtdlNZWXnMfY/s39zcDER7Q/r163fc46qqSlpaWpt9/X5/bHnVqlWsXr2aqqoqDMMgFArFErKva2ho4E9/+hNbtmzB5/PF7nfS0NAQK5OZmfmNWFsfTwjRVmGywcYZfn630cwn5SrlPvCF1aPzhY7QWxKfI13uplaVhIxo+SO9RpqOriv0ri7nvIMlXHn5DQTSe5MbCJLtbWJvUS61mgtvjZ2Re0pQieZW6dTgw0rIZBDRorlX689rI9WO4bChNAWjGyxm9L65BB6+Fn1wr6MFzSaa/nEblje3oGenoF008DSfNSFEZ3ZKk6+zs7PxeDyxZV3X8Xg85OTktGt/t9tNWVnZSR17+/btLF26lAcffJCBAwdiMpm4++67Mb4+z6HFE088QU1NDY899hiZmZk0Nzdz6aWXHrf818mN44Q4tl5JBo+ODZ9SHZVNMOc1E2U+hYvsDQT31PKxM4O9qVkMO7yfR/P6M6O+EUNR2F3kxlBV1hf3p9HhZOL2TRgYVJBCxoMjSP6P4QD4TiUgp43wD88/pTYJ0V1oCXCJfmunlBhNmTKFlStXcvbZZ+N2u3n++efRNI1Ro0a1a/9p06Yxb9481q5dy7hx42JzjL4+nHYsTU1NqKpKamoqiqLw6aefsn79esaOHXvM8s3NzdjtdpKTk/H7/SxduvQ7tTUtLQ1VVTl06JBcri/EaZbjgjdnHBlfc7W8AMYAYDy8D98hhYhqwlCP3n5tZ49eDDiwl0hzHupFSeS1JEVCCHGyTukGjzNmzGD8+PEsXLiQK664gk2bNrFo0aLYxOsT6du3L/fddx+vvPIKV1xxBTNnzmTt2rXt2nfkyJFMnjyZefPm8aMf/YgPPviAMWPGHLf8tddeS11dHT/84Q+ZO3cugwYNQlXb33ybzca1117Lb3/7Wy677DJWrFjR7n2FEKdmwS29CRg6Zl1H1Y/O3k5p9LExpz9lSenk3fO9OEYoRPelKW1fXZ1SX1/fvrEkIdopUSYvQuK0JRHacdP1uxh5qJq0+kYy9GZyvA0M9Bxic3oRoZDKyLLZ8Q7xO0uE7wskTjsgcdpyJtsxbWFzm+XXFjnPyHE7itzgUQjRJXxv8mb8f8wh1dfM2LJ/xdYPqPPgoWt/EAvRlekJNge30z4rTQghvs6RXkdQtbZ5HlMYC5axeXGMSgiRSCQxEkJ0HbPDWAydQ1Y3zTjxkcye7B6k/yR+9xoTorvTFKXNq6uToTQhRJdi1/y8ef4IMhu9BKxWhu/bhfOKAfEOSwiRICQxEkJ0LT8rZugfdmI2m0huaibjyYnxjkgIkUAkMRJCdCnZE1LYmG5ixowZ8Q5FCEHL858TiMwxEkIIIYRoIT1GQgghhDhpiTDhujXpMRJCdCn/mr2P4jvh3SGv8OW7FfEORwiRYCQxEkJ0GUmLkrho7y5sapihlaWYZr0e75CE6PYiSttXVydDaUKILiM3UMvvLv8hDU4XyX4/N735WrxDEkIkGOkxEkJ0CaYmjY8GDCGnvJFBJWWk1Pt5dvT3MDQt3qEJ0a1FUNq8ujpJjIQQXYLtrxAM2/BmJnG4IJumjCTc9T5ePV96jYQQp48MpQkhuoS95p5YDIOAwxZbFzGb6eH1xTEqIUS463cStSE9RkKILiGACU9GMubQ0dvJ9a4qJ7OhKY5RCSESjfQYCSG6BEvQIKxHcHtqGHqgnDqXA3ugjoxQHeXPbyHvqnPiHaIQ3VJY7mN01NVXX83atWtPVyysWbOGOXPmnLb6hBCJw90cIRwKMmXjToIWC+56Hx5rLhlGA+V3fhTv8IQQCUJ6jITo5kIa7KxTsZt0NlebCGsGn3jMpFg0yppUqvyws0ahUVMwAONbazvyn6MRfW8AOmAYRzeFdVCU6EtvWa+qoOnRslrLupYqMKkQ0ciYPIosnx/blIs4kJsJwNgtu6jdk05eg5+ktOtiURyJ8Ug1RpINxTAwnDa0vm7UcARteG/C/zUZo3fuaTiLQohE0WkSo0jk9D+GLhKJYDZ3miYK0en4I3Dp63Y2VJo4mokcYTn1AyiAqdVyRAeTAhZTNFlCafnacviQTiyhOrJOBcxmdIuZsoxUDtjsser298wkiTBpWpAmNZ0Uve7YcfiC0a9NISxV3uj7L/ZhX/oOzU/cQOSKC069rUJ0U+F4B3CanXLWUF5ezs9+9jN2795Nwf9r787jbKr/B46/zl1m31dmM5YhOy0/JEukhCRiRCgtvilLpFSifEVKfVu+pbTKWknfViKlVCqyRLaxjGHG7O7sdz3n98eMm4thMObOXO/n43Ef7j3r+33udeZ9P5/POTchgQkTJnDFFVewZcsW3n33XY4ePYper6d9+/Y89NBDhIaGAjBp0iQaN25MZmYm27ZtY9iwYc55y5YtY+XKlaiqyg033MB9993nLHCef/55tmzZQnFxMZGRkdx555307NkTgG3btjFlyhQeffRRFi5ciMlk4quvvqKgoID58+ezefNmAK6++mrGjh1LUFAQUN4lePfdd9OrVy8AMjMzGT58OMuXLycyMpI///yTBQsWkJGRgcFgoEmTJrzwwgsXe+iEcLufj+kriiKgJu4/Yjip9145URRVFEgW9ayrakY9ZquKFfCqmNYsO6N8XRQ0NRCopDCqhAL4zPkfxVIYCSEqXHRh9NVXXzFr1iwaNmzIihUreOKJJ1i0aBFGo5Fx48aRlJREQUEBM2fO5PXXX2fatGnOdVevXs3MmTOZOXMmFouF9evXk5WVRXZ2NosXLyYvL4+pU6cSFBTE8OHDAWjVqhVjxowhICCAH3/8kblz59K4cWMSExMBUFWV33//nTfffNNZTM2ZMwe9Xs/777/vfP3cc88xe/bsKuU4d+5cRo8ezU033YTNZmPXrl0Xe9iqLDMzk6KiohrbX3VJSUlxdwjVxlNyOVMe9mIfdDRDrambsp1oHToxWFNRTu/3qoSf2UqBwYs/fb2ItzlonJfDyN82ABo6NNRzdPJVpjjC163vsSd/vuoqT8qlJpR62ODriy6Mbr75Zpo2bQrA0KFD+eKLL/jtt9+crTgAYWFhJCcnM2/ePJd1u3btSvv27QHw8SlvHtfpdIwZMwZvb29iYmJITk7mo48+chZGffr0ca7fo0cPPvnkE7Zv3+4sjADuu+8+AgICAMjNzWXTpk0sXLiQwMBAAB544AHuuusu8vLyCA8PP2eOBoOBjIwMjh8/TlhYGO3atTvfw3TB6tWrR7169Wpsf9UhJSWFpKQkd4dRLTwll8rySALeCrSwdJ+RQ4UKuaUKJY5zjSM6D6duSNXKu8uMuvIushMnVIdWPs2quvboKSeea5Sq0Ci/gINhwRzUa4z+O4Uf4+PonZqCCviRcd5xO5rHoiyfTFJowAWneDE8/fNVF3lKLlLcXbiLLoyio/8ZuKgoClFRUeTk5LBv3z7effddDhw4gMViQdM0ysrKKl33hJCQEGeRBOWFQW5uLlDeGrRw4ULWr1/P8ePlTeZms5mCggLn8jqdjqioKOfrnJwcAOrXr++cFhMT45xXlcLo3//+N0uXLuXee+8lODiYfv36MWjQoHOuJ0RdMLiJg8FNasfPahw1wcq/4ZVtOvLKyqujQE3l99EavWY7KDEauOfPXTTLNbEjuh7PdO3IssXfURZSwE07nnFz9EJcnso8q8Ho4gujrKws53NN08jOziYyMpJZs2bRtWtXpk+fjr+/Pxs3bnTpRoPyIuZUJpMJs9nsLI4yMzOJiIgA4Pvvv2fVqlXMnTuXBg0aoNPpeOCBB9A01++JyknNepGRkc7txMbGApCRkeEyz8/PD7PZ7FwnLy/PZXuNGzfmqaeeQtM0duzYwWOPPUajRo2crV1CiOoRFwLjO8P4zqePN7r+UApfNmvJJ60aU+hVfvfrq9OyCbIXYWsZV9OhCiE81EXf+XrVqlXs27cPu93ORx99hNlspkOHDpSUlODv74+fnx9ZWVksX768SttTVZW3334bi8VCRkYGn3zyCTfddBMApaWl6PV6goOD0TSNVatWceDAgbNuLyIigquvvpo333yT4uJiioqKePPNN/m///s/Z2tRUlISP/zwA2VlZZhMJhYtWuRc32az8e2331JQUICiKAQGBqLT6c5Y1AkhLp32h9Pxc9h46+tVDN25jyG79vPwpi00sKbR9Z3r3B2eEJctK4rLo6676Bajfv368frrr7N//37i4+OZPXs2AQEBTJo0iTfffJPFixeTkJDADTfcwM6dO8+5vejoaCIiIhg+fDiqqtKzZ0+Sk5MBuPHGG9m6dSsjR47E29ubXr160bp163Nu8/HHH+eNN95g1KhRwD9XpZ0wevRo5s6dy+DBg4mKiiI5OZlNmzY5569fv54333wTq9VKaGgoo0aNom1bucuuEDXpUHgY92z5HQe+9N2XhoZCmZcP6T5RtAqohlsLCCEEoJhMpmobZykEeM7gRfCcXDwhj+n9NuNbqtI6+7jzO6lDUfArLuWGQwPcGtuF8oT3BTwnD/CcXGoyj5CnXccomp7WV7Jk3SD9QUKIOsE/tgSjXu/SUG8z6IkMKqh0HSGEOF9SGAkh6oTEHplckZtFVnQYGuDQ6VB87bTdPsrdoQlxeTvxEz8nHnWcFEZCiDqjgekIIaYSjsVEcjw0kO6pv7g7JCGEh5EfEhNC1Bkbro/j9lUbKcwOoL7lGHvDGhLm7qCEEB5FWoyEEHVG+E3FHHy3D8dDvNnfvxtX7rnP3SEJITyMFEZCiDolPMmPg9OCafvOTe4ORQjhgaQrTQghhBAXzgMGXJ9MWoyEEHWG3aGw5j2VQ3/GuzsUIYSHksJICFEnqKrCD9914idzBPuLGjFj4G53hySEAFBOedRxUhgJIWo92x9HyJsfTbhqp/vBdK48loO/QeHWcTkcL5Wb9wshqo+MMRJC1FqaQ6Ug/DkcBNI1MJzfAwLRaRpoGt5mC/0Li5kw0cqHC2LdHaoQlzEPaCY6ibQYCSFqrbyoV9AIoAx/vCxqeVFU4USr/XVHMimxuS1EIYSHkcJICFFrGRw2fCkinCMYvApITD1MmR2y/QOwGsobvC0GPe3n2d0cqRCXMQ8bYyRdaUKIWskyfClh5BNALtnekewNacKGts1Ijy6/17VVDz82iMDgUInOKUFOZ0KI6iBnEiFErePYeAifr3ehoaIAhYZArAa9sygCsCk6zA4FjEb0Yf6AtBoJ4RYe0Ep0Mo/uSsvMzKRnz57k5ORc8Dbmzp3LvHnznK8zMjIYN24ct9xyC9OnT6+OMIUQFdTCMhzxT+Fz80soFKHDwnHi8CrzJ8Bchl+Z2blskV4PZjsUWykx6hi5SAYaCSEunrQYnafly5cTFRXFq6++iuJhd/sUokY5HCg707HfugBvUwFe2LDiTRGRlBDDURJJJB1fzASoZVyTdQj/NRa+uvoqtjSIYmuQX/l2NLDbNDYe1tNmmplCox6bolIfjX7tFe7raiDSX49OgXyzhh44WqTROlqHTv4LCyFOIYXReTp27Bht27aVokiIs/B6cy1eS36G7EJ0WaZT5uor/v3n/5AKKKiYiUIHFBFMGAX4Ud5CZMCOr2YlOq+EuPwitiZEYteVN3gbVRWbplCiKBQajVj0OhQ/I/utGi/vcPDhXxoxFispEYFYDDqCiy0kFJvJ9/MiPcQXtIpQNEDVaBSsMfFKOyNbOC7tQRLCY5z697Bu31vMYwqjlStX8umnn1JQUICfnx833ngj/fr1A2Dbtm0sXbqUnJwcWrRowWOPPUZ4eDgAZrOZDz74gA0bNlBSUsIVV1zBuHHjiI09/b4o9913H6mpqezYsYNly5bx4IMP0qdPnxrNU4jaTr/lIL5TlwL/1Byn0lBcpuuxk0sDiokCwBcNq8vJVcOKnnwCUXUKbQuK8XM4KDAaKDXoSDN6oVc1jIBOUymzOsDPC71dR+tME7uigrAYywuygkAf9IVmGpjKKPE1YvLzAlUDvQI2BwcLFCasN9KhnkqzsLp9ghdCnD+PKIyOHDnCO++8wxtvvEFiYiLFxcWkpaU55//www+8/PLLGAwGHn/8cT744AMmT54MwEsvvURxcTGvvfYagYGBLFmyhCeffJJ33nkHg8H18Lz99ttMmjSJK6+8kjvvvLNGcsvMzKSoqKhG9lWdUlJS3B1CtfGUXGoqj6AdB2h6XmuUFx92fJxTFBSKCCCIQiI5iB4rGhGEEEGDrCwON4ikSXEZe0ID2BwTinexFX2JFQD9Sfc60mn/tE+daZ9Gu3pih849o5TP3XHgKLq80vPK5ELI56v28aRcaoSHdaB4RGGk1+vRNI3U1FSio6MJCAigRYsWZGZmAjBy5EiCg4MB6NGjB6tWrQKgoKCAdevWsXTpUsLCwpzLrly5kt27d9O6dWv3JHSSevXqUa9ePXeHcV5SUlJISkpydxjVwlNyqdE8Ehti+99OjD/87WzzOfm8qVW0F2kV/VcKKhoQSDZmAii/JkTDhh4DRRgoL3hCyCWEXN7reBM/1o/AW1XpUFKCQdOwBHrjVWpDp2nY9Qr4GsGmYVMgzd+bxvnFlBr1lBr01C8sw8+uUuylJ9/fCBV30kbVAA006NtIZeDVsZd8DJJ8vmofT8lFirsL5xGFUUxMDE888QRffPEFL774Io0aNWLEiBHExcUBOLvNAHx8fCgtLf8WeOzYMaC8i+xkdrv9oq5kE+KyZjRQ+ukklIzjaMF+KNvT0O3LgEAflK2pGFZvRcm3oBQUgwYKGqDHj+PEsBMVI3a88CUSf8pcNm3xVlhfPwJNUSjT69nt7UNsURmHg/wIMGiYVYUrzDaKHQ4OBviiUzWOGRWOeXlhtJjxLVXIVBTyw/2xGCAcK13ioXGohlGn0L+xSpA3xPiDDCMUoqpkjFGt1KVLF7p06YLNZuPLL7/kqaeeYv78+WddJzo6GoAPP/yQkJCQmghTiMuDTocWV/6FRLuuGY7rmpVPH9wJ++w7zriKtuUIZfevJGD/YbwpxYyGAQ0NAyoaRURQpgWj0zQcFVWLDig26IkqKEPRVA7N8OKfzrMTg6fP1JmmnimCC0xWCOFJPOI+RkeOHOGPP/7AbDZjMBjw9/dHURR0urOnFxoaSs+ePXnllVecLUTFxcX8/PPPlJWVnXVdIUT1Uq6Mx2/zBFTTS6THt0CHraIk8ieN9uTQiGCrjZlrN+BvsxNpLqPt8SzCCywEWuz8/ZTR3SkIcXmSnwSpfWw2G4sWLeLw4cNAedfajBkz8PLyOue6kyZNYunSpUyePJn8/HwCAgJo3bo1V1111aUOWwhRibAd48gPnUWgpkOPSgTHyCQODR1dM/exOr8hR4MCGbJzHU/2vgsfu11uoSGEqBaKyWSS9mNRrTxl8CJ4Ti51MQ/N5qAk8nkMgIoBEyHsiq3H0zdfzc6oeAB8bVa0QG9isgrZ8qyvewO+AHXxfTkTT8kDPCeXmswj5DnX3hnT1DN1VdcdHtFiJITwPIpRjwUvNBTs6LH4Q2Z4KHm+/4wHNBuMNCoys2LiuVuHhRCiKjxijJEQwjP5fZuMDo1oMvE3FgAwcOdBvO12dKpKfUsZJSg0jDzz3YqEEDXBswYZSWEkhKi1fDvEYfhsEAcNDdjt1RizjxfNc4/z0tc/Mfm3rQRbbAxuIBdKCCGqj3SlCSFqNe/rE4nL/Rffv/IRfAVmfx9QNcKsDlZP9iI4TK5GE0JUH2kxEkLUCd71QNcrgxJvI6U+Xlw/OUGKIiFqA8/qSZMWIyFE3eHfwEKX2/zYsmULV/Rs6+5whBAeSAojIYQQQlw4D7uHmHSlCSGEEEJUkMJICFF3bFL5+85DFL/XkIXX/8wPA9a5OyIhhIeRrjQhRJ1h2BDGj+3boerLv9MVHTjE9W6OSQjhWaTFSAhRZ+QEhRBgLqNt6mHaHTpMgKqypOP37g5LiMubXJUmhBA1L+DTYqLSM1F8fTAFBgLga7agLy5wc2RCCE8iLUZCiDoh/jcr7TLSnN1oAGZvL0JKSt0YlRDC05qMpDASQtQJEfYynu/ZiXaH9oGmAZB4LJ0cow9axWshhLhY0pUmhKgTNsQ3oG1mJlenHiAp8xgORWFXdD3evL4HJU/uZdzsK9wdohCXp7rfSOTCI1qMcnJy6NmzJ5mZme4ORQhxiRwNDiUpLx+AYHMpYWUlBFgs5AUEULIj383RCSE8hbQYCSFqvYJ92bQ2HeWPhk34O74ZQeYSOu/bydudOpPtYwS9R3zHE0LUAlIYCVFH/Z6lY2uOjmYhKvtMOsJ9NPLMCkkhGkVWjfd2G7E4oH2kypGceNSDXqgaZJUpJAaq/JmtJ6NEQQVUwFev0TJM43CxQolVocwBVR65o53y72lObWvXyqdpGq0zD5OUk0lWQDDNszJol5HGLw2TmLZuJY3zszGqDvzx4v/8E0iLaIXVCLnGEP5q0JB0Pz0NSsrQ+/rzZP8fmNq+kMBpfcEopzYhaoyHdaXVybNHfn4+L730En/99RchISEkJyc7523ZsoV3332Xo0ePotfrad++PQ899BChoaEATJo0iSZNmpCZmcmWLVsICQlh0qRJaJrGG2+8QXZ2Nu3bt2fqWATK0QAAIABJREFU1Kn4+fkB0LNnT8aOHcu3335LRkYGTZs2ZfLkycTGxrolfyG+O6JnyLfeqJqCgoZWWeEB/JYFEO4yd2vu6dssc8DmnAsMSDnl36quoMGO2IbsqJcIGvyS2BxF07h+/06a5x47abN2DIrdZQsGVeWltatZct3N1C/KJtPPyKLfNCYlv4J55eQLTEQIcbmrk+3Ps2fPRqfTsXTpUl5++WXWrFnjnGc0Ghk3bhwrV67knXfeIS8vj9dff91l/e+++4477riDzz//nO7du/Pcc8/x9ddf85///IclS5Zw5MgRPvvsM5d1vvrqK2bMmMGnn35KYmIi06ZNw+Fw1Ei+Qpxq3VE9qlZeNpxeFEGd+Qqn/FMgnaApCv+XfuCUDFRiirNpeewAiqpitNs4FhRORlA0Eabj3PX7CsKtZeyIbkj+1mM1mIAQwtMu169zLUY5OTls3bqVRYsWERAQAMCIESN47LHHAGjdurVz2bCwMJKTk5k3b57LNrp160bz5s0BuOGGG1i2bBlDhgwhKCgIgI4dO7J3716XdQYPHuxsIbr//vsZMGAAe/bsoWXLlpcm0QqZmZkUFRVd0n1cCikpKe4OodrUxlwaasFAw4pX/7QO/eNM02ohTSsvjhRciqP3rurOjO8+xcdhR0MDjGhotE/byZ6wGA7ExGJQHRT5+OFts3EoOIr3W13HI398i2+cb618zypTl2I9G0/JAzwrF3H+6lxhlJtb3gcQHR3tnFa/fn3n83379vHuu+9y4MABLBYLmqZRVlbmso3w8H+6FXx8fM447dR16tWr5zI/ODiYnJwL7Xeounr16rnsuy5ISUkhKSnJ3WFUi9qaS1ISJMaZ2ZKjIylEJcWkI8Rbo8CqkBSsYrIofLDbgFmF1mEqWaYS7IYAbBrkmRVi/VV25eswWRVnPWIAEgI1ssoULA4Fu8u9gU4UWScKLs11+qlji06efeoqLstoJB7PolFeFtEFJuoVF+BvsfBWxxu4+a4p3LZzE/13/kVsSQEqevYpTdnWpAllPt4AmI1e1DMVMHTQIwzctZXB8UUor00jyc/7Yg5vjamtn6/z5Sl5gOfkUqPFXR34DnY+6lxhFBERAUBWVhYxMTEALpfpz5o1i65duzJ9+nT8/f3ZuHEj06ZNu+j9nrwPs9lMQUEBkZGRF71dIS7UjQkObkw40Z17erfu6Bb/jMlJSUmtxSf7wIrHPx4BoEnF4w6OrE5BGfotJYYAZ1EEYNXp2RQVjtWhMnfldcB1NRa1EMIz1bkxRpGRkbRt25YFCxZQUlJCfn4+ixYtcs4vKSnB398fPz8/srKyWL58ebXs99NPPyUjIwOr1co777xD/fr1ueIKuaGcEDUhvHcSR0O8SDBn0TDrny8pDY7m0mZvOleastwYnRDCk9S5wgjgySefxGq1cscddzBx4kR69erlnDdp0iS++eYb+vXrx9NPP03Xrl2rZZ99+vRhxowZDBw4kAMHDjBz5kz0en21bFsIcW4+qpUoTNz9w/d0+CuFLn/uoc2eNACaNqobXWdCiNqvznWlQfl4oNmzZ7tM69u3L1A+Jqdz584u8wYNGuR8/tJLL7nMq1evHuvWrXOZNmrUqNP22bRpU5ftCCFqllJWfs+ln1u2xhbojQ04oI/EFqDw+NQEd4cnxOVLxhgJIUTN87VrbKvfkNzAYOc0f6ONxJISFJ2HnZmFEG4jhZEQok7ITdCTaojA31JGibcvADGmXOylZjdHJsRlTvGsLyZSGFXBqV1tQoiat/eJMMpeNdAs+whGVcXHZiHmeA4vtb+W690dnBDCY0hhJISoMxTNzM9JbWiRdRg/i5ndIQnM+rqju8MSQngQKYyEEHVGQFI27PcizyuIMs2IT4jF3SEJITyMFEZCiDrD3sfAtVfGsOXPP7l96FB3hyOE8EBSGAkh6h4PG+wpRJ3mYf8d6+QNHoUQQgghLgVpMRJC1A2aRtALQWzxySbarIdkdwckhCjnWU1GUhgJIeoE44vRbLiq/PcJjbZ4AhM/4qpUqY6EENVLCiMhRK2n2lT2N45zvrYZjRQG+rkxIiGEk2c1GElhJISo/XJ/ycLXYsFiMdL42DGKvX2IzTOhmu3ofOQ0JoSoPnJGEULUegvnHqOhqYAhP23A7jCioOGNFdPGdMKub+Du8IQQHkSuShNC1HrHYqPwLzVjcgSRQyjZhHGcQAoHr3Z3aEIIDyMtRkKIWknTNBo9Y8Os6Pk/X19ahIdyLCSKxMM5hJlKKMWbIC8TaJrc10gId/Kw/37SYiSEqJXiZtopUQw4UMj282Vv04bsbh7H2p6t8fYyE6PPplFpBsbQB1FDHkYzlbo7ZCGEB6hzhdGkSZNYvHix29ZfuHAhU6ZMueD1hRDn9s4mB5qix6rTYdXp2B3gR7qXEYBgcymNremEOEqxEopKEKGYMCY+hhryqJsjF0LUdR7dlTZs2DDuvvtuevXq5e5QhPB4dhXyyjSCvMBug3yLRnaegyJVIc+m47vdDjbl6PBXNEodCodK9GDX0GkaBhVsPnrQ61EtNgyqDi9Nc2miL9HrARuhBYUcCY8gusCEj92GmWD8KcQPM34U4wi5nxJ8UNBQx1yHclNraF4PQgPAoYG/t9uOkRCi9vPowkgIUTO+SFEY9aURTQMvRSO+uIxCByRY7fiqGsd1Ov729QJvIxj16O0qzYrKCLA5yPYxctjfu7z92qADPz9sDg3jcTMGh4pdUTBocMPWAwTYHKQ0jeGN+HhCSop5cM0XRJmPUkgoQeSioMeARhBmQEF760fK3tqGHgd6LOgBW/+2mN+/C/R1rsFcCFED6nRhlJWVxfz589m5cyeKotCpUyf+9a9/4efnx5NPPkl2djYvvvgiL7/8Mi1btuT5558HoKioiKeffprNmzcTEhLCAw88QOfOnQE4cOAA//3vf0lNTUVVVZo3b8748eOJiYlxZ6pC1GqPrDOgaeXPrZrCcRTq2cuLIoBQVUVvNODw0oFDI77MQpTFBkBiqQWTUU+BlwF8y7vLggpLSSw2E2mzUaLXcdjPm82N63PT3oNYfMqXMfkHcCA+iAYphaTRhiCyKqJRUCqamhQcGLGgoceBHzpKMX6xHdv6vTh6Nq+5AySEJ/Owix/qbGFktVp55JFH6NGjB48//jhWq5XZs2fz+uuvM2XKFJ599tlKu9LWrFnDrFmzmD59OitXrmTu3Ll8/PHH+Pj4ADBy5EhatmyJ1WrlxRdfZPbs2fz3v/91R5pkZmZSVFTkln1fjJSUFHeHUG08JZdLmYdeSwK8nK91gHrauVJzPjOomsscg+rabRZRYKZlcQm+qlq+pgKxpkwaFWfyJ0nO5UJKLGioxLMNjcoujlEq9v3PPo/kZ1OSUjtOf/L5qn08KRdx/mrHmeECbNy4EU3TuPvuuwHw9vbm7rvvZvz48UyaNAm9Xl/put27d6dly5YA9O3bl/nz55Oenk7jxo1p3LixczkvLy9GjhzJvffei9lsdhZONalevXrUq1evxvd7MVJSUkhKSjr3gnWAp+RyqfNYHqRwywqNQotCoOYgQnOQa9SjKOBnV8nV63DYHWBRwMfAUT9vwi02fFSNfKOe/EAvsKhgdYCXHm80Z1EEEG22ctvOHbTJyqbQ15cjkeG0OHaYlhnp2AnGm/yKskdBQwP0Fc/1qOhRUNEbzGgh/lhHX0fM4G6X7FicD/l81T6ekkuNFnee1WBUdwujzMxMsrOz6d+//2nz8vPziYyMrHTd8PBw53NfX18ASkvLL/XNyMjgrbfeYvfu3ZSVlaFUNBEWFBS4pTASoi5oG62R9qDtpCknWo9cTzGq6gBFxe6AtQe8+GU//J6mEX68FItOwVJgpX6ZHRMKFkXBu6J/Lt3HC1Upf959904Cdhc6t6nxz5cgFcjThWAM06N7axRaz5aXIl0hhAers4VRdHQ0cXFxvPfee5Uuo9Od/+DK//znP4SHh/P2228THBzMoUOHuPfee9E07dwrCyHOSqcr/6LhZYC+zfT0bXampfSYbSpJz4bQtMRMiUFPmkHH4eBYGuUXEWQ1Y8OAETugYaQIDSjV+XL8/n4EPtcHOLnjTAghqq7OXpbRsWNH7HY7S5YsobS0FE3TyMnJ4eeff3YuExoaSnp6+nltt7S0FF9fXwICAigoKOCDDz6o5siFEOfiY9Rh0Wv8GeTPHj8fQs1WHHojm+Ia4UsxOsCBnmP+YRzxjyLXOxp7/hvOokgIIS5UnS2MfHx8mDdvHocPH+auu+6if//+TJkyhf379zuXufPOO/nuu++49dZbmTp1apW2O3bsWHbs2EH//v2ZOHEiHTt2vFQpCCHOIvspI2G+KooCV2dk42W2U+Djz8HgaACsigGTFkho+jN4ZT3n5miFuIwppzzqOMVkMkmLs6hWnjJ4ETwnl7qex5x+f9Hrl/3kRvpS6mckwGImoMRMQnEGcfnj3R3eBavr78sJnpIHeE4uNZlHyBu+Lq9NY8tqZL+XSp1tMRJCXD5yQv0x+xiIyi6jQWohdlWPKdCfqJTR7g5NCOFhTUZ1dvC1EOLyMXpUIFsPhBN6vAi7QQc6hSBzGYYAuVJUCFG9pMVICFHrtbohipi8PHwVB0FWC5ElRUQVFaLzlu92QridZzUYSYuREKJuMGpl1Msso0AJxBsLjisC3B2SEMIDSYuREKJOOPZv2NPLH32ojfS+Cm1/GeDukIQQHkgKIyFEnVE2UCVw1VUU9pVTlxDi0pCzixBCCCFEBRljJIQQQogL5wEDrk8mLUZCCCGEEBWkMBJCCCGEqCCFkRBCCCFEBRljJIQQQogLJ2OMhBBCCCE8kxRGQgghhBAVpDASQgghhKggY4yEEEIIceEUzxpkJC1GQgghhLhkWrduza5du9wdRpVJYSSEEEIIUUEKI1HtkpKS3B1CtfGUXDwhj+TkZJKTk0lKSiI5Odnd4VQLT3hfwHPyAM/JpUbzUE55VMGWLVvo1asX1157Lb169WLLli0APPPMM7z66qsAfPbZZ4SGhpKTkwPA4MGD+f7776s//lNIYSSEEEKIC2a6r8TlcS5Wq5WRI0cybdo0fv31V5588klGjhyJ1WqlW7du/PjjjwD8+OOPXHPNNfz000/YbDY2b95Mx44dL3U6UhgJIYQQouakpKRgNBrp1q0bAN27d8doNJKSkkKHDh3YsmULVquV33//nUcffZT169ezadMmmjdvjp+f3yWPTwojIYQQQtQKvr6+tGzZkhUrVhAdHU2XLl3YtGkTP/74o7OQutSkMBJCCCFEjUlKSsJms/HTTz8B5V1mNpvNOS6qW7duzJkzh27duuHt7U1MTAxLly6tscJI7mMkhBBCiEtqwIABGAz/lByLFy/mscceo6SkBH9/fz788EO8vLyA8sLo2WefdRZC3bp1448//uCqq66qkVgVk8mk1ciehMcym8288MIL7Nu3D71ez5gxY+jUqdNpy+3fv58XXngBTdOw2+20atWKhx56yPmfoTaoai6//PILixYtwmazoWkavXv3ZsiQIW6I+MyqmkdOTg5z5sxh//79xMbGMn/+fDdEe7ojR44wd+5cCgsLCQoKYurUqcTFxbks43A4+O9//8umTZtQFIWhQ4fSt29fN0VcuarksnnzZt59910OHTrEgAED+Ne//uWmaCtXlTwWLVrEDz/8gE6nw2AwcM8993DNNde4KeLKVSWX1atXs2LFCnQ6Haqq0qdPHwYOHOimiM+sKnmcvOyYMWPo379/rfx81SZSGImL9uGHH5KTk8PkyZM5evQoEydOZNGiRfj6+rosZ7FY0Ol0GI1GVFVl5syZtGnTpladbKqay+7du4mMjCQiIoLi4mIeeOABpkyZQps2bdwUuauq5lFcXMzBgwcpLS1l4cKFtaYwmjx5Mr1796ZXr16sXbuW1atX8+KLL7oss2bNGtatW8ecOXMoLCxkzJgxvPLKK9SrV89NUZ9ZVXJJT0+nrKyMn376CavVWiv/cFUlj02bNtG6dWt8fHw4cOAADz/8MJ988gne3t5uivrMqpJLSUkJfn5+KIpCaWkp99xzD7NmzaJx48Zuivp0VckDyr9ETJkyhfDwcMLDw2vl56s2kTFG4qKtX7+efv36ARAXF0fTpk35448/TlvO29sbo9EIgN1udxZKtUlVc2nevDkREREABAQEkJCQQFZWVo3GejZVzSMgIIA2bdrg4+NT0yFW6vjx46SkpNCjRw8AevToQUpKCiaTyWW59evX06dPH3Q6HSEhIXTu3Nl5mW9tUdVcYmNjadKkCXq93h1hnlNV87jmmmucn6VGjRoBUFhYWLPBnkNVc/H390ep+KkLs9mMw+Fwvq4NqpoHwPLly+nYsWOlrUnCVe36qyTqpOzsbKKjo52vo6Ojyc7OPuOyubm53H///QwcOBA/P79a1/VxPrmckJaWxu7du2nfvv2lDq/KLiSP2iInJ4eIiAhnkaDX6wkPDz8t/lNzjIqKct4Irraoai613YXksWbNGurXr09kZGRNhVkl55PLr7/+yujRoxk2bBhDhgxxFnu1QVXzOHDgAJs2bWLQoEHuCLNOksHX4pzGjBlT6QlwxYoV57WtiIgIFixYQFlZGXPmzGHDhg3Obzw1oTpzAcjLy+Opp55iwoQJzhakmlDdeQhRnbZv384HH3zA888/7+5QLsq1117LtddeS1ZWFtOnT6dDhw7Ex8e7O6wqs9vtvPTSS0yZMqXWtkbWRlIYiXN66623zjo/KiqKrKwsQkJCAMjKyqJdu3ZnXcfX15fu3buzbt26Gi2MqjOX48ePM2XKFJKTk2vsMtITLsV7UltERkaSm5uLw+FAr9fjcDjIy8sjKirKZbkTOV5xxRXA6S1ItUFVc6ntziePv//+mzlz5jBz5sxaWURcyHsSHR3NFVdcwcaNG2tNTlXJIy8vj4yMDJ544gmgfEwhQGlpKZMmTXJL3HWBdKWJi9atWze++uorAI4ePcrevXvPeCVKRkYGVqsVAJvNxq+//krDhg1rNNZzqWouBQUFPProowwYMIA+ffrUdJjnVNU8aqPQ0FCaNGni/E2k77//niZNmjiLvBO6du3KN998g6qqmEwmfvnlF7p27eqOkCtV1Vxqu6rmsWfPHmbNmsWMGTNo2rSpO0I9p6rmcvjwYefzgoICtm3bVqu60qqSR3R0NJ999hlLly5l6dKlDBo0iD59+khRdA5yVZq4aGVlZTz//PPs378fnU7H/fffT+fOnQF4//33iYiI4JZbbmHt2rV89NFHKIqCqqq0adOGf/3rX7XqipWq5vLWW2/xv//9z+Xb48CBA+ndu7e7QndR1TwcDgfDhg3DZrNRUlJCSEgIffr0YdSoUW6NPy0tjblz51JUVERgYCBTp04lPj6exx9/nLvuuotmzZrhcDh47bXX2Lx5MwBDhw51DjivTaqSy44dO5g1axalpaVomoa/vz+PPPJIrSpmq5LH2LFjyczMdOlWnjp1aq0qKKBqubzxxhts3rwZg8GApmn06dOH2267zd2hu6hKHidbuHAhZWVlclXaOUhhJIQQQghRQbrShBBCCCEqSGEkhBBCCFFBCiMhhBBCiApSGAkhhBBCVJDCSAghhBCighRGQtQhhw8fJiQkhPT09Eu6n/fee4/777/f+fr222/nlVdeuaT7FGfWvn17lixZUqVla+rzURMsFgvt27dn37597g5FXGakMBIeKTU1lVGjRtG0aVNiY2Np2bIlw4cPd95gcsmSJWf8bbPKpn/88ceEhITw3HPPnTavb9++REVFERsbS0JCAl26dOHzzz+v/qRqSElJCbNnz+bxxx93TluxYgUTJkxwY1RnFxISwsaNG90dxmXhUhzrDRs2EB4e7jLN29ub8ePH89RTT1XrvoQ4FymMhEcaPHgw0dHRbNq0iaNHj7JmzRp69uyJpl3Ybbvef/99QkNDWbx4MQ6H47T5U6ZMIT09nYMHD3L77bczevRo9u/ff7FpuMXHH39MixYtat1dycXlZ9CgQWzYsIGDBw+6OxRxGZHCSHic/Px8UlJSGD16NMHBwSiKQmxsLKNHj76gu2zv3buXjRs3Mn/+fDIzM1m7dm2lyxoMBu655x4cDgd///33afPffvttrrvuOpdpqamphIWFOX+CYOzYsbRs2ZK4uDg6dOjAJ598Uun+5syZw6233uoyrW/fvrzwwgvO17t27WLgwIE0btyYVq1a8cwzz2Cz2Srd5tdff831119f6TZPdNcsXbqUDh06EBMTw+DBgzGZTDz99NM0adKEpk2b8vbbbzvXP9ES9/LLL9OsWTOaNGnCk08+6RLHufLeuXMngwYNonHjxiQmJjrzPnFH74EDBxIbG8u4cePOmFdpaSmPPfYYLVu2pFGjRgwbNowjR4645Pjkk08yYsQI4uLiaNeuHV9//XWlx+lETq+//jotWrQgLi6OadOmkZ+fz4gRI4iPj+eaa65xaV2x2+3MnTuXtm3b0qBBA/r378+uXbuc8202G0888YTzGL788sun7ffXX3+ld+/eJCYm0q5dO1577bXzKvg///xzOnfuTEJCAp07d+bLL788LaeTPfDAA85jWtmxbt26NXPnzqV3797ExsbSvXt3tmzZcsZtnNC6dWs++ugjjh07xuDBg3E4HMTGxhIbG8vSpUsBCAoKon379nzzzTdVzk+IiyWFkfA4YWFhNG/enPHjx7Ns2TL27NlzwS1FAB988AEtW7akd+/e9OrVi/fff7/SZa1WK++88w5Go5HWrVufNn/w4MGkpKTw119/OactXbqU6667jgYNGgDQsWNHNmzYwOHDh3n00UcZO3Yse/bsuaDYc3Jy6Nu3L7fccgu7d+9mzZo1/PDDD7z00kuVrrN9+/bTfkrgTL744gtWr17Nzp07SUtLo2fPnjRs2JA9e/bw+uuv8/jjj7sUHkeOHOHo0aNs27aNtWvXsnr1al599VXn/LPlnZmZSd++fencuTN//fUX+/bt4+GHHwbgl19+AWDlypWkp6fz2muvnTHeJ554gs2bN7N27Vp27NhBeHg4Q4cOdWkBXLZsGQ899BBpaWncd999PPDAA5SWllZ6DI4cOeL8Ha1Vq1axYMECbr/9dsaPH09qaiq33HILDz74oHP5V199leXLl/PJJ5+wb98+OnXqxG233UZhYSEA//nPf/j2229Zs2YN27dvJy0tzeUY7tmzhyFDhjBu3DgOHDjAxx9/zNtvv83y5cvP+X4B/P7779x///08/fTTHDx4kOnTp3Pvvfc6f1blXM52rN9//32ee+45Dh06xK233srgwYOdeZ1N/fr1+eSTT9Dr9aSnp5Oens6wYcOc81u0aOHy/0WIS00KI+GRvvrqK6677jrmz59Ply5dSEpK4vnnn3cpkA4fPkxCQoLL45FHHnHZjtlsZvny5QwfPhyAESNG8N133502uPXFF18kISGBFi1a8M033/Dhhx+e8fehTvwW2YnBtJqmsWzZMu68807nMiNHjiQsLAy9Xs+gQYNo2bIlP//88wUdh+XLl9OqVSvuvvtuvLy8iImJ4eGHHz7rH1KTyURgYOA5t/3oo48SGhpKWFgYN910E0ajkVGjRmEwGOjVqxchISEuf9B0Oh0zZ87E19eXhg0bMmHCBGfLwLny/uijj2jUqBGTJk3C398fLy8vunfvXuXjoKoqy5YtY9q0acTExODv78+cOXPYt28ff/75p3O5gQMH0qFDB3Q6HXfddReFhYUcOHCg0u36+voydepUvLy8aN26Na1ateLKK6/kmmuuQa/XM2TIEA4ePEhBQQFQ3iIzceJEmjZtire3N4899hh6vZ41a9YA5e/XhAkTaNSoEb6+vvz73/9GURTn/t59911uvfVW+vbti16vp2nTptx3331VLoyWLl1K//796dWrFwaDgZtuuol+/fqxePHiKh/Lytx55520a9cOLy8vJk6ciK+vL99+++1FbzcoKIjjx49f9HaEqCqDuwMQ4lIIDw9n+vTpTJ8+ndLSUj777DMmTJhA/fr1GTFiBAANGjRg69atLustWbKEefPmOV//73//o6SkhOTkZABuvPFGIiIi+PDDD10GJ0+ePJkpU6ZUKbbhw4czZswYZs2axa+//kpBQQG33HILUP4HfM6cOXz22WdkZ2cD5V1Aubm5F3QcDh8+zO+//05CQoLL9DONkzohJCSEoqKic247Ojra+dzX19fl9YlpxcXFzteRkZH4+fk5XyckJJCRkQGcO++0tDSaNGlyzpgqk5ubi8VicbbKAQQEBBAZGelS5J6cg7+/P4BLDqeKiIhAp/vn++Wpx8HX19e5jeDgYNLT011i0Ol0JCQkOGPIyMhwme/v709kZKTz9eHDh/npp59cur80TSM2NrYKRwHS09Np166dy7SGDRuyffv2Kq1/Nid/xhRFIS4uzvn+XozCwkJCQ0MvejtCVJW0GAmP5+fnx/Dhw2nZsiU7duw4r3UXLlyIw+GgU6dONG3alBYtWmAymSodhF0V119/Pd7e3qxatYolS5YwaNAg5x/QFStWsGjRIj788ENSU1NJS0ujVatWlXYFBgQEnNbVk5mZ6XweHx9P9+7dSUtLc3mc7XLuNm3asHfv3gvK7WxycnJcYk1LSyMmJgY4d94JCQlnbbk5uVXlTCIiIvD29iYtLc05rbi4mJycnCoXFdUhNjbWJQZVVUlLS3PGUL9+fedYMyi/QvDkojg+Pp4777zT5b08cuQIv/322wXtH8rHuJ3Y/7k+T1D5sT55u5qmcfToUef7e+p27Xa7S14nF5en2r179xm7pYW4VKQwEh7HZDLxzDPPsGvXLmw2G3a7nc8//5zdu3dz7bXXVnk7e/bsYePGjSxevJgNGzY4H+vWrSMrK8vZ/XG+9Ho9Q4cO5a233uKrr77zoRZsAAADxElEQVRy6UYrKirCYDAQERGBqqosWrSInTt3Vrqtdu3asX37drZt24bdbmfBggUuf1iHDh3K1q1bWbRoEWazGVVVSU1N5bvvvqt0m3379mX9+vUXlNvZqKrKjBkzKCsrIzU1lddee4077rgDOHfeQ4YMYf/+/bz88suUlpZitVpdYoyOjj5r4aTT6Rg6dCjPPvssx44do7S0lGnTppGUlMRVV11V7blWZtiwYbzyyivs378fq9XKvHnzsNvt3HjjjQAkJyfz2muvcejQIcrKypgxYwaqqjrXv+eee/j0009ZtWqV87O9Z8+eKne13nHHHXzxxResW7cOh8PB2rVr+fLLL51dxW3atCEnJ4fVq1ejqipffvklv/76q8s2KjvWS5YsYdu2bdhsNl599VVKS0udebVr144ff/yR1NRULBYL//73v10G3kdHR+NwOEhNTXXZZlFREVu2bKFPnz5Vyk+I6iCFkfA4RqORnJwcRowYQcOGDWncuDHz5s1j7ty5DBgwoMrbef/992nbti0333wz0dHRzkerVq0YMGAAH3zwwQXHOHz4cH755RcaNGjg8of5jjvu4KqrruLKK6+kefPm7N27l06dOlW6nS5duvDggw8yaNAgmjVrRnZ2Nh06dHDOj46O5ssvv+Trr7+mTZs2JCYmMnz48NP+AJ0sOTmZnTt3nnWZCxEfH09sbCxt27alZ8+e9OzZ03lvpHPlXb9+fb788kt++OEHWrRoQdOmTV0Gbk+bNo05c+bQoEEDJk6ceMb9z549m3bt2tGjRw9atWpFZmYmy5YtQ6/XV2ueZzN+/HgGDRrEbbfdRlJSEj/99BMrV64kKCgIgEmTJtGjRw9uuOEG2rZtS1xcHPHx8c71W7RowUcffcT8+fOdV/eNHTuWvLy8Ku2/Y8eOzJ8/n6eeeorExERmzJjBggULuOaaa4DybrXnnnuOiRMnkpiYyLp16+jfv7/LNio71qNGjWLq1KkkJiaycuVKPv74Y4KDg4Hywvbmm2+mW7dutG/fnri4OOrXr+9ct0mTJtxzzz307NmThIQE55ipTz/9lC5dutC4ceMLONpCXBjFZDJd+OU6QgiP9N577/Hbb7+xYMGCatneibFbp47pEp6hdevWTJs2zTkWrzpYLBY6derEsmXLqnSVpBDVRQZfCyFOM3r0aEaPHu3uMMRlzNvb2+VeSELUFOlKE0IIIYSoIF1pQgghhBAVpMVICCGEEKKCFEZCCCGEEBWkMBJCCCGEqCCFkRBCCCFEBSmMhBBCCCEq/D97BjdVlwx5egAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# shap_dict not specified\n", "xlearner.plot_shap_values(X=X, tau=xlearner_tau, features=feature_names)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:54:06.969823Z", "start_time": "2020-07-28T23:54:04.839592Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# shap_dict specified\n", "xlearner.plot_shap_values(X=X, shap_dict=shap_xlearner)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## R Learner" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:54:10.187952Z", "start_time": "2020-07-28T23:54:06.972028Z" } }, "outputs": [], "source": [ "rlearner = BaseRRegressor(LGBMRegressor(), control_name='control')\n", "rlearner_tau = rlearner.fit_predict(X, w_multi, y, p=e_multi)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (method = `auto`)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:54:10.704230Z", "start_time": "2020-07-28T23:54:10.190316Z" }, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': stars 0.228704\n", " tiger 0.225389\n", " barbarous 0.039622\n", " future 0.033504\n", " wrap 0.032853\n", " quixotic 0.030002\n", " touch 0.029991\n", " damp 0.028726\n", " fireman 0.027299\n", " dependent 0.027245\n", " offer 0.026600\n", " shelf 0.025857\n", " merciful 0.024646\n", " lethal 0.022051\n", " clammy 0.021187\n", " rigid 0.020775\n", " nonchalant 0.020411\n", " change 0.019242\n", " eight 0.018544\n", " sweltering 0.018139\n", " rain 0.018029\n", " adhesive 0.016737\n", " cute 0.016656\n", " playground 0.014999\n", " lip 0.012792\n", " dtype: float64}" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rlearner.get_importance(X=X, \n", " tau=rlearner_tau, \n", " normalize=True, \n", " method='auto', \n", " features=feature_names)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:54:11.579468Z", "start_time": "2020-07-28T23:54:10.706188Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rlearner.plot_importance(X=X, \n", " tau=rlearner_tau, \n", " method='auto', \n", " features=feature_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (method = `permutation`)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:54:12.813295Z", "start_time": "2020-07-28T23:54:11.581857Z" } }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': tiger 0.333106\n", " stars 0.317470\n", " barbarous 0.030943\n", " future 0.026448\n", " wrap 0.023439\n", " quixotic 0.022111\n", " merciful 0.018122\n", " offer 0.017440\n", " clammy 0.015891\n", " touch 0.015746\n", " fireman 0.015017\n", " shelf 0.013932\n", " damp 0.013886\n", " dependent 0.013519\n", " rain 0.013181\n", " adhesive 0.012412\n", " eight 0.010187\n", " sweltering 0.010025\n", " rigid 0.008814\n", " lethal 0.008810\n", " playground 0.008513\n", " nonchalant 0.008323\n", " change 0.006865\n", " lip 0.005458\n", " cute 0.004243\n", " dtype: float64}" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rlearner.get_importance(X=X, \n", " tau=rlearner_tau, \n", " method='permutation', \n", " features=feature_names, \n", " random_state=42)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:54:14.584137Z", "start_time": "2020-07-28T23:54:12.815821Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rlearner.plot_importance(X=X, \n", " tau=rlearner_tau, \n", " method='permutation', \n", " features=feature_names, \n", " random_state=42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance (`sklearn.inspection.permutation_importance`)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:54:15.899581Z", "start_time": "2020-07-28T23:54:14.586935Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time: 90.21177053451538 seconds\n" ] } ], "source": [ "start_time = time.time()\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, rlearner_tau, test_size=0.3, random_state=42)\n", "model_tau_fit = model_tau.fit(X_train, y_train)\n", "\n", "perm_imp_test = permutation_importance(\n", " estimator=model_tau_fit, \n", " X=X_test, \n", " y=y_test, \n", " random_state=42).importances_mean\n", "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)\n", "\n", "print(\"Elapsed time: %s seconds\" % (time.time() - start_time))" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:54:15.966051Z", "start_time": "2020-07-28T23:54:15.901894Z" } }, "outputs": [ { "data": { "text/plain": [ "tiger 0.333106\n", "stars 0.317470\n", "barbarous 0.030943\n", "future 0.026448\n", "wrap 0.023439\n", "quixotic 0.022111\n", "merciful 0.018122\n", "offer 0.017440\n", "clammy 0.015891\n", "touch 0.015746\n", "fireman 0.015017\n", "shelf 0.013932\n", "damp 0.013886\n", "dependent 0.013519\n", "rain 0.013181\n", "adhesive 0.012412\n", "eight 0.010187\n", "sweltering 0.010025\n", "rigid 0.008814\n", "lethal 0.008810\n", "playground 0.008513\n", "nonchalant 0.008323\n", "change 0.006865\n", "lip 0.005458\n", "cute 0.004243\n", "dtype: float64" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.Series(perm_imp_test, feature_names).sort_values(ascending=False)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:54:16.406806Z", "start_time": "2020-07-28T23:54:15.968678Z" }, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Test Set Permutation Importances')" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pd.Series(perm_imp_test, feature_names).sort_values().plot(kind='barh', figsize=(12, 8))\n", "plt.title('Test Set Permutation Importances')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shapley Values" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:54:18.680969Z", "start_time": "2020-07-28T23:54:16.409677Z" } }, "outputs": [ { "data": { "text/plain": [ "{'treatment_A': array([[ 0.03538328, -0.01669669, -0.00440836, ..., -0.00239448,\n", " 0.00593215, 0.01938478],\n", " [-0.10946828, 0.04119494, -0.00412831, ..., -0.00789067,\n", " 0.01280531, -0.00584103],\n", " [ 0.05171293, -0.00447188, 0.00395468, ..., -0.00422879,\n", " 0.00992719, 0.00150335],\n", " ...,\n", " [ 0.31724012, 0.07934517, 0.00141576, ..., -0.0094692 ,\n", " 0.0169413 , -0.03495447],\n", " [-0.20257113, -0.03005302, -0.00690099, ..., -0.00055628,\n", " 0.02064072, 0.0141801 ],\n", " [-0.07420896, 0.10717246, -0.04564806, ..., 0.01367809,\n", " 0.01263303, -0.01483177]])}" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shap_rlearner = rlearner.get_shap_values(X=X, tau=rlearner_tau)\n", "shap_rlearner" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:54:22.964618Z", "start_time": "2020-07-28T23:54:18.683266Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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Uio82Shwp9hsWdwruf1OwYpPPMxsMkAIQICVFTQNfQsFDAn9LWRDSIQZaX4F8SfLgWsErN7r84FSdBcslYy2P0w/SmD557/0ZFYqSJX/Ls2ZOG56pg2nQ2N2LFzIRgGcZFLUompRkwyF6m6pI9Gdp7EqxcUQdf/t5nshh2y4GnbSNHjHQzA+O2OefXk/v/FVID6oeeRnH1olioRHcg/pIBBoakgIm/cRppEiaeiI4WGRw0emhGh+NPBZRckQokvZrKP0pjfGn/8UmTPTf/oIeElgnNCKvOxPZVI00dYQhwPYgFvrQx1ihUIDyHCkUHwGWdQne6ILuAhzTIrnhFZMn3wY8AB1MEYgh6YEEwjpICQjwJNgSHBeqTETZUySANbbOP//FoJRzsNH57QrBwY/a3HaRyaSGvevikM/5/MsVXYze1EusuQ5XCOr6s+hS4g+pJ4GSabBi7Ch8TWNjXQ2OaaCFTbqykH9+Gr96/GVqhUNTnaBuYowDLzsAV8DjF71OKe2gOz6NHf2YnkRKiVHy0C2J6wsM18eyNMZecxgN/zAer+DS/Y2/Ih9ZiYWkgM4aWnAwiVCkhVTZLq1yuY3gUKJIFUUkOjYWUfKY2FSRZgNNZInTQx02UUDDokCcDCE2kKcKs+Tg/NnG/vMdROgnSg8aDiDxieBHojgzD8M/sBl9bRf2dz+5W8+XQqHYe1DiSLHP8I9PGTzwtobtSLD9QOwIASEtEEVDFYEvwfMgagZ/+4BV/jlICfmyaCp5SF1DagLhS5CQ8UE3NUTMQkYtlkvJ8XeXaOorEvV9YtWC+y8xaKreM887vP6XFPfdmaKrOsa01esJF20MPxj8uvoaRnf3obkevqEjpUSXklwohK8N2ttbW019voAmQYYM+pLV5F2PzhLEX8zRce/TZGqjFBIRMHV8U6cYtTAzJYQQ+KaOnvWwfB8Dj9pSitXff4UVP1yKZXuMc7sRQIoYDjoeOjouBi4uGgY+wQkI5JEEakijI3EAEwcLG6Ccc5Sll5pyXQ0Tm3o2oOMAECOLS7TskRKUsIhjV8SXRhEKOpE/vIhXll/huxdxBAA2Eokk8LbJaovSN07G/cYnkY2JXXouFYqPDnvXzeGOss+Lo3nz5rF8+XKuvfbaPW2KYgcpupB34d0emP1UiC5Hw/cARwYCBwKvjwSEFvxWBYEXqDLPCrC0wCuUCIOA6pKLq0F+oCMhAk9S0QNP4lsmvmmgFW0swK2J4DkumEalvhY2ifl5HCHIpyWn/4dDV5WJbupM1kqMb9G44tM6o2t37gWkWJI8/EiaFe/6NLl5sot76auuJh+LEPYlqUiYUfkijqEDEHI9uhJVREslbNMkFw4xcmMPWctC8/1AIElJQ1cfTT1p+uqqSGzqJVIoobmSnvoa1rXU07Sun6p0Ccvx6a+NIjVBx5haxNo+4pkiuu0Hj8JqGq4UbAwlcQwzsDmkUfI0sjKKQ1Bm4DKWDixc0sQIJIxG4OMSuGiAhU8JAxdvswdtq8gSwaaPagQuBg4aLoLge6Hj4iIJkaOadkTgQqwgkAgKSAQeEUDHwCZQzUHOk4+Phgdph8jPH4WfP4pLGD9moSXCELcQ0sc55xM4Zx+FTEQQtovYmMafPBrK50ChUOz97HPi6Hvf+x6HH344s2fPBuD888/fwxbtPazqC8JNR4+QvJvWSNvwyTE+hgbPtQuyNswYJzF2wOHxy5c17n9D8NmJHpOaNCY3SEZEfF5926MuIShGDX7+ssmafsm0Bp+P1QX7/eZlQbYALTGfFRkdw5ckQ5L1rhmIFV+CH0yUhPSgDED6ZeFT/mwIcIZMfJJADMGgcIro4PmgCQ7b0E9LpogE3qiPs746EoiosB4sdOGW2xECGbWozRTp6s5DycFpqYZyyC2ad7DLj8XbQhDxfepLPitDIRbqJgu7BXPnQ3XBIeRL8gJiOYeo56GFNNIRk1BJ4no+9RFotFza9RA9JY3m/iL1mSJN+QIJzyVrWfSHLFyhES8WqfZ9hKaR8nTiNUmKIQsd0KWkUB2j1/PoLz+277seE1a1Y9kOvqFRp+vorsektnWskj6uphHLFhi/diO2ZaBJyCfiCE1gFW0cHZrbU1QVAq9SpOCgeT5dLdV4hkF/IkKiO4fuSCQgNRByQNwMHsvV0UaiBQfT99HwaSSFj0UJAwuHPFWVEximSAELD4NOwkTJU0MPlIWTh4aPgYakln4yhNg8jXxAJxvkEcNciIM1NCTgE8ImcDUOeq4oZz8FMsoFQoAReLtyWcilAR2BgX7Nw4SvWRB4mcr/leVLbRAq9CptyrCGjJhoro+sjeGPqUeGTLS1m9DW9ARf24NGIfqyCNuj9N3P4H72cPRXVuGNrCV09yKIWJQuPRX9jXWYD/0dckX8cY14Jx2MO2My9OcxFr6JP64ebUMKbclq/INH4n72cNDVai4KxdbY58TR7sZ1XQxj7z+ML3fAZ+/TKbiCaFSQL5/6U8d6TKv1uP7F4K72tAk+953lvl9T78k//tngvhddkJLX+8KgCSKG5NNuhvQ6h1TU5JWRVcG840mWbCrv6LhQCiasrowA16UE5EQI9PLkpGtg6YOhsgE2n+cEgWAZui5O2QMEBCG2smfIcj1aMsXKbuNSedbXRAfnQ1MLhFa5v+qsTd7UoeAgJBjdOURViNqiQ12qQFYf9Az4CMK2B/3FYAy1UUanCtTlglBQVkBO0yihUZfzqEs79Mcs3q2OUtObY7VlsqohChHJmP4i1UA6FsVxXUplj5UhwRAaRUMjbxrU5otIMdwzJRAVYQSg6RqW7SA1gV9ux7UMkJDMZBHlevl4mL7aakrRIFE5XVNNXWcPDT0ppKuhDTm8wodiOEw0ZzNuRTeaL/EFoBOISkBzfTw9EI+642H6HiE/8ABFKWKWBYNEwx/mFRK46AgEAlkOvdn46LhoxMgCEo8CHgZFooTKIbBNjKaRdWj4uJhlqeMhy5LFx0Cio1FCoOGjk6UWH4Mk69lyGTg5MKjy/0HglMVWIL0GLA4wEGgEEmmgjl8OGEbRyKMVXWTRQSAgU0Jf071Znzraa+2VT9Ef/h555e8RnlsWWsEPwLr1zwhvoI+yrTc9QfGKMzAfeRl9xQakADHkvNlfOJrC7f+IQrFzUGG1vZabbrqJZcuWsXz5cubPn099fT2nnHIKr7/+OjfeeCMAvb29zJkzh2XLlpFMJvnyl7/MnDlzmDdvHs3NzQA89thjPPDAA3R1ddHS0sLFF1/MkUceCcDcuXNZunQpra2tPPXUU7S2tvIf//Efe2zM28rDb2sU3PLE5+uV6/6Ta3Te7By8Yv5xpUZ/CRIf4uGdh94pP/Fl6RWPSsEVvJI2OQCHzngIEGUP0BCcIVfsobf85cl0GFt8llsKJkMLvtmy3GBuM0+S64Op43o+tiawykIqFzLKLoZyW54MPFE+IH2aMgW6k9Hydolme3ysI02IoEpBSjwRPP1mSUm3NsRjZbvUloURQERCrvx3QRM0Oj7vhCwSRZew59NnWQA05G1GlwWcJSXO0Dt9AdmQNXjQhMB0XUqGjq9pGI5LT8gi4XqEvOAYaL6kEA0TLg3aAuAZWkUYAdiWMSwHCSHoqa8hnC8ST2WxjUBcSqC3rppYpkBjez9a+VgKGCbUNEDPBd6YCHY5mBakQm8eIpOV/wbH2cVAlsXReNrIkcDFJEymEjYz8DDw0Mp+pChZBJIsCUIUCEJjNg4JDHL4QIl6Ao9QkTC99DABmwg1rCn3P/BlHPQeBWE+F4GDRGe4OhflzwO2a0PKtUp7QbCwWLFdDMl82rra36zEk+W95JCyre0nMe9/oSK4hgojAPOhv1O4fYvmFQoF+5g4+va3v83q1auHhdXmzp07rM7PfvYz4vE48+fPx7ZtfvrTnw7b/thjj3Hfffdx9dVXM378eBYvXsyPfvQjbr31VkaOHAnA0qVLOfroo7nvvvvwvOG5C7uCzs5OMpnMDrVR51UDgf34siJeWsI2E8I51qWDd2qNiNp0rmlj02bX5La2tg/soyVyACsFQchqiGCplUFSbFWpfEetiUFPDgQCxB6Y4Ic0KHn/mxHPH9xPyrKYKu9TOS0CQkaQsARBHRns05At0hW3aMjalHSNN+risCkPMSOwz5FQEwrscKDH0BmZyvFGOIQvBFW+xNU0fCkJS0nS83HKd+c2sHGokNEEtqERcoNJrGKelMQ9SZ+uUVty2BQJRFF1wWFTdTjwwAzB9HxKA6KlMncH6zChaYTyBRJ9aXTPo6YvzfLxo+mtqWZsXz9SQLxQJFtTRQ6IpbOYroeHIFcVw9AEuu8jgXQihqcJhO8jNQ1PaPhhAyccoqSZtGxqJ10Vphg2aV7XQ6zg0NmQoH9cjJHrezEcDyllRXD5QmCYHpbnYgyZx3XARSePiYmPg0GeEEnSFAlh4GFjouHSRDc56vDKidFZatHpQi9nA2llYSHwyBInRg4LlxBFSkTwiQJgYyKHfLl8wqQZQZgsVWzEJly2bsATM+Ax8sueGlnpR6IjCdZfkrgIBryHA+JqiCenwnD5t3k5W5Rt7UcwvPy92kp9rIHkxn70orNFC7mDmz/wd70tv/t9mX1l/K2trbu8D6k8Rx9durq6WLJkCXfffTexWIxYLMbs2bN57bXXKnUeeOABLrjgAiZOnAjA0UcfzdSpU3n66acrgqupqYkvfelLAJimuWVHO5nm5uaKV+vD0toKyXqPxRsE08d5vN6nk7YFl0/1qQ2H+c+/eWRt+NaRMC4x/IfU1ta2TT+uF8bDCb8zWd3lMz7h8fFRcFSz5Pikzp9elNQlPNbXFfn1Mot0QVIbktTFoSOv09NfFkymFggez4eSCwOrHQ9c/TcXT5uzeUgNAk+SqQXCKGZCyQNDMqo3T9z1EYDl+Ti6CPoTIugfBvOUNI1UU5x0byFoXggyuiDv+0QROFJiAr1hi43REEgfo+BguD5xKRG9eVaGDRptDykEPZZBQ8Em7vpkdMiGQ1QD1bZDztAIOy5jNqXJhkw6wwZNBQfL86gtOeRdj1QoEFGJYhHL9chGggnd1g3GdG2sDD0fDmHrOlX5XCUUJgFf18klqykBr48ewUmvvEkik8MOmZRCFpmWKnTHpWVVB6naBP31yUqbmXiQl1WVLVKVLaK5khWtLSyfNAaAFek8k99cjRTQ3J4OQpDSo8bLkdXD4MuKPNCQNJLCxiTF4EtvN1JLI73oCCx8ouTKMmRQcGpIumjCKpcalMgSJkNgq4nNWFYDQ70zA58GQ8eBjDFxMfEIUcUGuhlHgk5MiuVag3lCDGtJ4ldCbSCHPAEXiKYBj5FX9n5RfvJtIKRnl7dr+A0xtHQBSkOFjIc0TUAiXIk/shb7u6ehv7YabB/jL68jwwbFqz6PsegtjL+8jijYyGQU98wjMa48m8Krq7HufQ6/vgqxKY3+1nrcoybiX3EGrbVx3ott/d3vq+zv49/f2a/EUXd34F5uamqqlA39GwIvzU033cSvfvWrSpnneTQ0NLznPh8V/uEwyT8cFkxLX2B4XtHVJ+y4ByxkwN/O3/IOFXQu+cLAHbXHP00rbEerg+09+Jbkf5bpIOG5VZLakkfe1MmFgskDV2LgY3mSfGRIXNAUEDKh4EKqGHiRohYvJ+JYvs/ofAlnIARUFYgOwgbk3HJkJBBunqnjRUzID9o0MBH2xCxCpSAkdmBfFhdByPPwBMSEoK/W4p4v+hw20iBiENiLWf63Odpm5dEtanieZN3KEn1pg8d+lyKbDzw1XbUJwsUSuu3QWZegO1GFkJI1tTWM6OvHdF1kOUeuJxalKx7H8CXRXJGNzfVkq2NEs3mMkkMsm0MKQVU6SzYRxzMNzJJDXSozPFVZSjqaayu2Zaqj9NbHCDsu6boQ0axNfTpPWo+RCZs0ZoOAoomHiU+Y0rC7Tkng3ckQJzn4DGH5yHhlMUI5yVtU5JJLiBKRSl0HC68cftJw8LAIhJFNiB5yjMDHqLQ3eOwFNaxGH5JbVJaUDPX6BPhDPutIw4LaGH5TAuezh4EQWPOeQ0ZMinMvDZaFGFUHYWuLc7qjuOccu9Vy7+hWCkerSV6h2B72OXEkNs9JGUJ9fT0AG3i71h4AACAASURBVDduZMSIEQBs2rRpWJ3Gxka+8pWvcNJJJ71nO5qmnvDYE5x1kOCsg4bmVgzcldus7JVc+rjOiykDN+tCwQnWMAqVz1V/aVDUDAnr2ZrGu9FwEGrLOJDUKi9jxRAwcK41EYgrUwfTA8cnBphCUDIEpu2SChu0lPv49FTBDz4XJm7tGlezrgvGtYYZB0w7YlA8dfd4PHVDhlWrLfoSVcQLeZrTOfriUUohC2HoCM/H0TXaa5KV0OeSQw+gplSief1GdM8nHwuj+xI7EkI4HmPfacc3DHTX4+mPH8LqhnoOWrUBP2wQzZSoSWXpK3shIoUS4aITHEbANXRSegxH1ylETDLSojGXK6cwu/hoxMmTJkqeMC56eS0isxIoyxFFJ4OORwFBnigCj2pyMETcRMhjEwhjDQ+TIg4hPKxyGEygk0cDYmwkTz0SE1lOnjYooFFCYmATxqRY8faUvwiAwDtkFLmF/75NT3s53//cjpxqhUKxB9jnxFFtbS3r16/f6raGhgamTJnCbbfdxhVXXIFt29xzzz3D6syaNYu5c+cycuRIJk6ciG3bvP322yQSCcaMGbM7hqD4EEyoFfxxtg/YbMzCRQ9K2rMeesQgGZb8/X1TtsoTn18O5xn6YN7UZkSyNoWQAZYgJwSFXIG453B8i+T7XzaoqzaRUmAaeyb+Xl+nc+71E+nfUKL9zRz/e2cWoQmirke4nB8ndQ2raA9LYncMjaZVm4gUSgAYjsvrHxvLEUvXIpF0NCepzpcoJCO0buyiyvKoOrSK3ncLrB1Vy7iVXcRyJYphkxEbuinFdKI5G7PoEcnY2KaOmTA4ds4ktMXt9P7ybQRgUqSfOBGKJMhSxESgEcZBJwhNURYvPdSWPUyB3R4aYWyKWPjoRMiQIBBdRSJEKeAQQ1JC4Jc9RBIPE0kBDY8oXXhEyuGx4DF9PxrFn1iLfeEMVokcLcdORkYt9Hc24h01Aaq39OQpFAqVc7RX84UvfIEbb7yRM888k/r6+i08QFdeeSVz5szhy1/+MslkklmzZvHqq69WcodmzpyJYRjceOONdHR0YBgGra2tfPOb39wTw1F8CJri8MjsgR9qED7sKsDZ9xu80y0p+RqyHEUUUg5qIE0ET7IVvOAR/rBRWUnatD0aenNkwjqJfAHdhxGGx33/aDCqMbyFDXuaxIgQiREh4uPjPHRvityq4eHOaL5IfW+K7tokuu/T0tuP5g6GVjUpyUXCbGiJQ9LhkvuPet/+PMdnzZ2r6X+2i8RnRjP2sgPQw++x6OFnxxC9bCobT3wQp1dg2XkKhJBo1JHFQcdHI0KeOnrpZmi+3eAFeGCFbAFEyQKCItXEKBEjh0RjINdHouPh4ukhOPvjuEc0IZ5fizP7GDig8T1fSptpa6O5NXiQwRvbsNU6CoVi30OkUqmtpbXuNyxevJirrrqKJ5544n1Dcvsz+2pi4pV/Ffz3CwSiyNQQEQPLKeeVOD5In5LUiJdcwp5ERnReuEzSGNvTlm8/P7l4LaLoES+VEK5PfWc3uZo42VgMT9cwfElj+0ZCxUBwrBzdTKq2mq9cUeDVZUs455xzdrmNG8//P8Rjb9JBA3FKtLCRavrppZ4iUQbWqJYIDFzqSOEjsNFJ0kWR6vJikA4OApcQISOPdexI5H0XQHT783z21e/+trA/jx3U+LeXquS3h33OpG7aQ5bsHPY5z9EH8c477yCEYMKECXR0dHDHHXcwffp0JYz2Q66dLrl2OvjSJ1PySIS3XPyyre2t8gVy4JHujyZX3TqaBT9eQ8fLJQqhEG7IxNM0CpHBd6plx42kOxYl7LlEbJuDJ7+KZh6022xsmncK2T+Mo+bG10iv8MgRpYo0tXTjYtBHkjRVhLCpJoVdfrlsLQVS1FCqihAerWP+YiZi0ihCUQOhiY/wWVMoFHuK/U4cZTIZ/vM//5Pe3l5isRhHHXUUl1xyyZ42S7EH0YQgsfdFxnYqQghmXT2O3/xrOw1/bsOOWmieP2yhR9/UqSuVqJsQpuGg5/aInfFZE4jPmoBf8uj5yRI6H3yTiJeD6eNJ/vKT1ISGrEK+MYf36NsUOvuIfOZjRA4fVdmmHplQKHY3+5aDYb8TR9OmTePuu+/e02YoFHuE1slhOv9PI5ot4gsCgVR+4srWdaSmcdoXE7y8bM/aqYV0Gq49Eq498r3rNMXQvj5tN1qlUCj2F9QNlkKxH3HKefUUWmvJR0IID8xcHs/3IaIz/pAwl/6/Wg6YtI+70RQKheID2O88RwrF/s7X75mM70k0fd9ygysUij3JvnU9UZ4jhWI/RAkjhUKheG+U50ihUCgUCsUOoV48q1Aodhn9WZ8/Pl3C7i5hbMoRiwpGfCyMFrWomxCmsUEnsoteSaJQKBSKACWOFIq9hP6c5Mf/0kUKsByHQ3r7yZRs3nrG4n+OOYTeZWGa+wrM9jv5/lXNH9ieQqFQ7D72rZs2JY4Uij2IlJI/PpXnW4sMHE3QXJugypckSjbTOrrwpSQXtpj55hpW1yfoqIqxsD/K6u9uJHNYHZdM15g6IngfrqYJ9L0kl8jLu/iOi1ydwTi0Dm0bXtCqUCgUewtKHCkUO8CKbvifN3RsBB9v9Bkdlxw3SrKtC64vuK2XG96J4DZFSYctZMll3Ppe+iwDw3FxQhbNmQJkCozry9JeX0tv2OSBA8ZQLOn85aESP3r4OZLZAt31SY6/5mCmHLHnHsVffeZTaAtXUyCKRFBLCscK0fL2bLRkaI/ZpVAodi372kr0ShwpFNvJM+sEC9cJ/rjO4I1eDXQNsg5zXQ1DgO55FASYpoaOQPd8CrqGMDQ8S0f4kmkrN2EYJhAhEtLpDwfv/cqEDBaPSHJcex9LRzZzYG8fvq4jRfAajPpMhqxeRdEMVoo+belKGlJZAFo6e3jph8tovm4CdYclMaz3ePHrTqb/96vpv/cdel7pI5opYhBCxwMEfSSos/tYO+4uYpqLef7BxK4+Bjbk0CI6+gHJ3WKjQqFQbA9KHCkU28Ghd5i09/hQFQpeWKtLyDnggS9E8J74eAiRt3FME8eXoOuM6klz8d/fIF60eWNEPW+MHnjVhaCwWcipLxpifVWIolaDE7KY1NUTbNAEIdfjwO4UX3v5LeZPPoBR+SLd9TUk+9IYnkdzZy/PX5QilYiij6rmH+ZN3unHYMOdK2n/6ev4WRvLc/C8EMWIgWdF6a+OUJvPE3Yc4hQwcXEwieNS8k1Sd69n4z0LiMksEXy08dXULDl/p9uoUCh2N3tHSH9nocSRQrENpEvwWhe0d7gQNQJhBCAEGDq43rD6sjocXCs8Hy3r8Km3VlOXKwLwsY19vDFqJAiBC0SKHvXZIj2xEFIToIHhS3Qp2VQVpymbo6ZYHNb+uP4cX126EuJx2uNxuhprOHj5SjQJmutj2h69OXj5nvUcMXvkTjkG0vXZ+GA7q/7fMhxDw49FcPMWmOANeKmEoBAyaHJS5Alh4RHBIUsYiY4QHmk9hu3rlPwi5qoS6eT/IIBIg07s7s8gV2zEGl2Fecq4LW14vQPx5Aq0Fd3I51YhJtbi/eIs5OoUxQseQ2TzRMiDZSHrq5B/+DJaQwze7IIjRkLM2inHQqFQ7NsocaRQbAVfQluPpCuvc/zNIUpSgCfBK7LVOyRBEHQPaaAHAgfPw+guoHk+8w6eSMqyyEVD9MVj6K6DY1m4CAQwKlWkMVti+egaRqbzHNnZhycEq6rjtNUnGNWv0ZAvYvpBZN8DEBrI4HMpHMI1TUKOhyfACVtEMgVevH0db/9mJc11GrEZIygt7UZkXabdcBix0bFtOhZ1j3u8/c276Q9FsXWDmFMiVrSJyCL9ZpSeUDywo5xoZfoeOpIQLgAaPjo+HVaSgm7QUMhiIBHo2EInLG0MfOgq4Z12F0nSCKCfODYm1WTRkJQwiZLDooREp0QEp91BTrsNDzABgcAmimUX0Tf0Io79FQIHiUWwEouHofvIw1oo/v7rSENDq4l+2K+JQqEoo9Y5Uij2QTozcOxvodcpi5uIAbYE/0AwwPA9TNenYOlge4HnyNQGsxDDWvDImCAQCXkHMjZeWfwI4IkJoxjlSQxgbUOMkqlz6Pr+ig2j+zKcvK4TTQ9+loaUhFyP58Y30RcdQ8hxufilN2nMlyhYJq6mYXiBx0pKSX9NDOG5ICWG7ZCtS9DU0Y3wJblel8w7b5M3BabUeeZTi5AaiJBG60Xjab2sFdsLIoRJ00dLS3qW1HPfXzw+sShOKuRSNAOvS84MEfIchBTU2EWqHJtN4Si2YRLxHFoKwZhMbCwcdByKVKFJl3jBx8XAwEYgKWgheq0Y4wpdCDQ8wmTQiZChnk346DiEKWFRRZoQJVwERarw0ZFoaLiEKeJjsMmooaCFaXa6sKSLxECgY+ICEh0HPA1/SSdW6zVIdCQe5vgIumvjRyIUTp6CmNqEkBC309AwCpIRtJdXYf7qadxTDsK74FjEhl5CV9wH7Rm8Sc3onSn8g5vxTjoIGQtByUU2VWP8fSW80Yn51zcgYuBOHYMIR/AmteCdeiiyOoa2eCVyZC2yKQ4FF2E7yNF1wRdD06DogCHAUJdshWJ3IFKp1L6WZL4FM2bM4Be/+AWTJ+/8/Iv9gba2NlpbW3dqm64PxjY83S1l4MV5ryfBh7aTKUHcCsocL9hnU07yi8Uaa3I6huPRUxKszWsUXMg4AjngEZJ+OTwmIaKDIwMRZHuEPJ9Gx0UAjhB0VA95GszQAzEFgVDSALPcZm8QCtM8H8P38ZFMcCURz2NDfYyueJjabImWVIGw6/KptlXoukG6ugoARxOsj0ZYPLIGTUCy5JLMF5nR1o7UBO01SQxfoiFJZHNMWNmOVXIAKIYsclVRkn1pkJJowUUDfAHpUIg19dV4uuCwtZvQfIkHSE2jNl8gmcnRWVPNZRfNxBeCH89byJjuNAARxyZRKhKm7O0po+ESwcZFo4RFUZj0EicuS+j41NOPgY+PIEcEjyAMlzFCdIerODq3lGqZxsUgSw1ZIkgkSTLoOOSJ0EAXEnAIIQjG7SOwCWPgssZsYlVkFFVujriXZ3ypAx0Ik8WgRCnIckKiY2KXk8Ypt2lgYmOQB3R8DBwsrHL/gV8KJA5Barwsj7qKQO5KdLLoFJCBCxHQkIDAR+KjlT1pAAKJjwn45fY0wCzXLzKouo3y3wP/BBKr3KaGNCTCLVUcl2gaMh7Cb6nFnzwKKSTaG+txLjwJ7/TDEbkivqZjPv827qSRMK4eaXuErn8YOaoG59TJgS0Riw2vvE7LKR9HrOlGHjgCqsPQn4ea+OD3v70XbWMKSg5i9SaMl1fij2/COf8EqIkF9WMhxKY0MmohMkWIhZBVYSg4UB0ZbMvzwfeHl7tecBFwfYhYwfZ0ARLRoL5RDuf65e+itvOWjNgV1719mWjyimGf86mf7yFLdg5KHG0DUkp830fXd8/TP3sb73eReHEdfPMRQcGB6z8lOXvS4LaHl0v+5XEfS4dbztY4bpwgU4KjbtPpzInggqZpYGrURSSHxB1e6YCiL3Dt8sXOLIsP26UmDAeOsXi1R8d2JL4EPB+hC2TJDwQJlMWKAFFWVUIEZYaAgguOH8xFuhhUU7YH+bJHyPeDC7IEqiywdKIFh7q+AgAbGuN4pg7Fcls6w+/oDRGos4wdtBczQUB9X56EE4wrLH021cYo6Rrju9NQdBiVK3BIKk0xEiFvGvSGLNZGI0Q8n5GlYALE9zmoswsNKJgG/ZEI8UKRUR1dRPuzldCWBDwhEJrAcDzC5X6Rku54lJZUjlQ0xCNHtnLeoteBQMTV9BXBCyYYHT+IDmpQsnQ8XaeukMP0fUwcLAbyrILjHqVAEYtVehMACa+AjiRCiRoylcNTwKJAGIEkZ1h4hs+Rxdcr24tYvEMrBj4egjGsx8QpSw0QeGh4FSe+i06BBAXNZKOZYGKpEwAf0LGpJkWeKkrEyvv7xEhV2qNcW6KjY6NTQlAoj0wgykJncKwFIIKPwGUwNCmwsegDwCOMwC3LmUDgSHQ0igyeIVnePtCyAbjDghOSEIFAchDYQyw2y9ZJwKuUCwbCGwP2eoPCaQjDy/Qhn0wEHrJsx/D+NMAt/19uZuvw2u81qQyttTW73q98q9s3rywCj66MhoK7Ks9H5EpBuZSgC2QsDDVx8r+5GO+YVkL/dC+hO/8MUiIbE2QW/Zjoxb/BWPhm0H4khH3usRR/fgGbr9Gh//l1YufdBLaDe+Ik8g//y/tYPpzwv87HuvdZvEkjyd/1LWRDNdhu0PfTb+CeeDD52/8RQuY2t7kniSaHjz2funEPWbJz2Kd8tA888AALFiygv7+faDTKqaeeyksvvQTAD37wA4QQnHzyyVxxxRUsWLCARx55hO7ubqqqqpgxYwZf/epXKwJoxowZXHrppfz5z39m9erVzJkzh0KhwK233sqGDRswDIMDDjiAG2/8aH8BdpTvPC5YkwouGJc8CmccJDE08H3JJf/rkwscGVz+sM8r39b58TMiEEYQCCPfB6HTUxQszBiBSPG8wQue7VYuSH15ePEdF+I6gfgBdA3pDBFGQGXG0bTBi5knA9GilbchgsSd/hIkQpB1oDoUbCuLICAIj4UM8lELq+RQjFh4YSMQPuXBVbsO6bqqyi6a52OlihRDOg3SY+z6PmKuywsTRpLoDERCCcHJa3tI4/PHpjqIwmu1CQxNY1yuQFXJpssykUIQ9j3Wh0OUNI1qx2FAf0Ycl7CToWjoRDP5YfOEFIAm6I9HaeoaDN15uk5LKgdAMl9iTHe6Mo0KBNLTKxOejxbkC/kQL9r4gKcJTAJPi0QQIjgGWtknIwIfFAyZNl30zUSAVv5bYPo2lispYWDi42CSJU647GUJZIGFFTwHWGlh6BQl8AGfiG/T5KQGzwNUvEsu1pC9NTw0tCHiTsNFlj1hoiJggm2yHBod2mNwBgEiDAgRwdCk/CDrSpBFo1huibLXxx3W0iBDxYZW/ueVa+nD6gfHcOCT2KxNSSAN5ZCyLRksG7A7XC61h7Q80J8DhBEM3CAOeg0Hamze9vBvwdb6fe/nmz4oe6WyfXMVJQOPr7DzW5YDeBKRLkC6QOS7d1L4/75G6I6/lI8ZiE39RC/4L8y/vTvYfr5E6PancU+ahHvmkcOajX7rfxB28BswFy5Hf3Ip3qmHfYD1oC96i9DNTwJgvNBG6MZHKN5wPta8RZgP/T1o79FXsO5aiH3xjA9sT7Hz2WfE0bp167jtttv49a9/zbhx48hms6xdu5aLLrqIGTNmcP311w/zHDU0NHDdddfR3NzMO++8ww9/+EOampo444wzKnWeeOIJfvKTn9DU1ITnecyePZuvfe1rfPrTn8ZxHJYvX75bxtbZ2Ukmk/ngiruQtra2rZYXSuOhPPF4vqStrQ1DCzzerj+OgYmjaDu0ta0k098I1L1/Z+9327i1bdvj+3QHE4eB8t2lBKv8BJrcrLGBK7yAVF1sUIQVByejtGESLtkULZOqQomWjSmysSgdtVG6NEFXdYwzlrZxSEcXaRGE5OJe4J16ty4eeJZKHsLxqLOdwH8gBLJsZ9owcMvhgj7LYn0kwshCIOA038dyoRCyiBRLZKuiSE0gfJ9w0aamP4vuSZ45ZCzNqSymgAPXdFdsTxZL23DQJH55UnR9SSpigIDuRIRDOjYiyt4hAURxafD76RHVlIRORDo46BQxgrAkJi4GEsjqFn2hIETTY1Qzqthb9p4EE6+PwMGkk0YagWqy5fJBz5YP2EQxyt4Twx/uDbIo4hBGw8HDRMMte0Y0HAQWRQR+ebL1KwJpkOF+HCop9IEIMcniEULgo1W8TQbBpVUME0yBYBgQj1t+aYcLAm2zfYZLiuFybWuhpO0NCAxkxg32uvnW4SUf/YCDky/SvmYtB25WXiwU2ZqvZuOadnrbEsPKDnOGym7oaF9Pf1uED6Jq7fB++3t7WdvWRkPHRsYOKe/q3Mim97j2bg+7IzyoErL3UnRdR0rJ6tWraWpqIh6PM2nSpPesf+KJJ1b+bm1t5VOf+hRLliwZJo6+9KUvMWLEiEr7hmGwYcMG+vr6qK2tZerUqbtuQENobm6muXnPvUvr/cJqNxnwtQclRRduOBUOPnCw3i/P9PnnRyWWAf91VojWA1r55Th4/jafdWkxmEwkJcmQpM5yedcWQSjN8YIrsmUgNIEsuVg6TBxt8FYahJRBmsGAR8gbImwGfqOeHEyQ1in3J6DkVfpFysALNORRdCJGEH6DSkisIqgG2jG0wMMFoEHRh1Ht3Vz+2ltEPI+uSIg5pxxFvuwSX1mfZFxPP2tGxPGBLsugrTFOrqqcvxQxOGB1DzVO2WMiJc3FEqbnkRUa3VWD4Ztorvj/s3fnYXJU5eLHv6eqep3pmZ59y57MkIUsJJCwEwMoaAwqIjsBBK7KvShIEI0RFVmURX7xXgmCYkDg4iWibAIJ+75kD0nIJJN99q2np/eqOr8/uqdnycKWpDMz5/M886Sr+lTVOZ3uqrffc041cUPDlUigAUYizp1nzuD81ZvxdNVTSkRjK7mRBFtL87jvK8lvvFN2NfH90AqyghHiLgdDm5NZJQmgCyLZOt7OZB0c6W6h7hOfQNDhcRLJcjC0JUAyNyNTuaGkEtmBLR0YWOQQQkvlamw0GsnCiYWJTqfePXYrrjmJaG7ctolMddskcKQ6jnQaKCGLECAx8ZLsrIqlsj/dgYSHeCrYkTiJoqcCnjBZOIngSGW6THRieNExcaSyUhKBQUevbikLLxpxusMDk56BioaZzkBFyCWOl2wCqVcqQV+9s0tdtZa9upqgb76qK5hK5uySz/Z8vs9tJADQ08faWzdWz8yOTLfeJHlJcADxHrUitd5O5eG6slp9A8k99c0e7a9LbY8esr1s1/2kQEi59/15HEiPC9ERTj7T8zYbhgaaQPo8mAsvp2zmBOLLtuJ84o3kcYpysJ+8gcRV92O8vC6978TpEyn4j9kUOHtfMuOLrsRx4UKIm1jHHUHx5WdSvN9XJGXMGOLv7sLx6FvYYytw//oiKsvz4NrhJD7chfHaBqwTx5L747PJ9ao7y2fCgAmOysvL+dnPfsZTTz3FXXfdxahRo7j44os5+uij91r+5Zdf5oknnqC2thbbtkkkEowbN65Xmb4Byc0338yjjz7KFVdcQW5uLrNnz+bss88+aG3qD2aOhJprZc+Z3GnnTdY4d5JE9HjC7YC137e7st+4DLvXtjEz+dMbzvQI7OQJOG6mJoOJBFIm6BEDYNrJRE5bFPxucOup2Ad4frPNQ6t1tnbqoMGRBTZbGi3W1qfGaWh6MoiK2yBSY46EBi4jORvNafQ+w9upYCrLQTpF5jTAspje0IwnFTAVRWKMb2jhw2HJ95ClC7Z7fbQbOrahJcc69fwdNCEYGeudxfHE4hy3YzciHOO5KeNo93ooCYWxc7PoBOKJBP5gJyFDZ1uRn/o8HyNTd8tGCKLZXnydMVwJM3khEYJVQ4p4ecIwjttSiycUJac9SkwXxJwGoOEzJVKD3GAEv0xeXDpwp0auCASS0a2t0Nozz2DRiRsPcXRsAroXpxVPLXdfvnRsKmihCT8gMGw7HT7o0sJhW6mSYGASTw1QhuSlO4wbV48siokLF326T9CR6LjoQE93kyUv5UaPYEXHQpAgRB4OorjpwEYnRinZ1KXCOQ8Ck+StPbvbIdN77QpsBCEKiOLHRQBBMPVKJcPG7nE/XUO5BVrqxgPJTFWC1MA1ZPpYIhWcdPUDJ1KvgyPdfpluT3cQJISGVehHhBMIM441pgh74nDscj+iMYD55SlYM8dBZxStoQNsG1mcg768BuOZFdCZIPHNY6A8j7pV6ymdUIXMz4Li3ORg75IciCUgEkfUt6NtacQeV4qIWGg1jYiVW9ECYcwvT8I6YwpEYoidrYhdrciKPOToEjBtREsH0udJtsXjAIeRHLyd/PAnu8ZCUaTfm/wy4/cmj2ulxim6HclllyP5JSUYBa8r+Vns0nVi6SrXd31K9IHLid5/WfpzAxD+x4+TXwrHjEmefPYx7sc6fSIdjffvsc9PJASRP1xOZOFlvbfzOAn/4/rPvr/DQn+r7/4NmOAI4KSTTuKkk04ikUjw9NNPs2DBAp588sleF2eAxsZGbrvtNn75y18yffp0HA4HixYtYtOmTb3K9d1u9OjRLFiwACkla9eu5Sc/+QmjRo3iqKOOOuhtO9zt63Pc9zXsWd5l7Lmtax/vSKfRXUj0jilw6Mk/316+YM2u0phd1fWNP71Vj8fJC+jSzRZXPWPTEQNLS2WVIslp8biM1Iw2CZ1xiJnJaKzIm5rqZIPXQVNhDuxuSO+1OceTDIAEbMnLJeFMjZ/yOrqn2KVOgi7TwjQcNHrd5EVi6LZNSVs7umnhjcX5znursQVsOmJUekZO3DBwRWPkC4E/HOO1kWWUr9mCy7LRE8nZae25WRQ3d3DxK6t48agxFAVCnLCmhtxQDITEKnUz6txhjP/+KIQQSEsS6kjw2LPPMeWWBHq9TpZMYKVmRyWzMjbry0swNY2Kpg40C/xmhAROEppGrdvPqGg9biue7o5LdpEZ6YAFwGMm0LCJaxpDE804sIniwsBGInAQJ44LicBDhCA+HKl7IKVePOKpwc6iZ/8nyRltGpHUCBonEh0bPT1DDcBNCJnquov589H8BlpblPC0YyDLjTiiiC0T8xl6whSEQ0N742OMf64gMb0K+9Qj0J9Zi/7uZnQzhv3dWXhf+xj9oxriZSORZbnI4jzoDGN8sA0CnehbW0jMqITiHMTuFvC6SJx/PNaxo9Hfr4bqBmRVOfbU4b1nhLUlM2Z0RmFo4d4/IJ9Vjhe7PD+9aA4txPzG9F5FAqUaxXvLGLud4HYi87KxxiXv9C4B+8ihMGda77Iedf3OSQAAIABJREFUF7KqDFlV1r3O0JEVe+laz+1xvyk3yK4Za129VH0DlK5lXQf/Xu7Z1XWi6Lvd3s5J+z6BfboB0Z83kNnfcZWMGjDB0c6dO6mrq2PSpEm4XC6ysrIQQqBpGvn5+ezevTs95igSiWDbNn6/H8MwWL9+PUuXLmX48OH73H8ikeDll1/m2GOPJTc3F5/Ph6ZpaAdw6qiSOaePEWz9UdeF28a0YUcHrNy0nf98ZwQRW4dwPJmmgmS3VWsEWeBNfrO0dd6srMBjWQxt62B1eTHbCvzpfH+i631iyz5fsATDmjoZ0hHBsGxa3G50BJvysvhae4CEy4kdiqLZNqauE9d1nKnuQ5vk4O+EoXPy1kY2FeXyyvAK5nxUjWFLpJSEHU52jSplpB3h7pUf4D2qgGnPnYCvYO8nfKELsvOc5Dhi1PzSYOrUqaz48EOG/8JFYVMII5UlGl7fhtM2afDkURZrTzfJYdu443F0y8IgkcptCKI4COFFQ2JgpTq+kgPAvXYcpKARPzYCBxYObAxM3ITwESabTiSCKG5c6e6+ZBbJRQhBcixSV1eZho2FlupeC6Um0iezODomosRN/InvIyaWp+de9e3wAohVVyMKkxdee/YU4rOnpFoE9g9nYf9wVjp/Y54xoVcI3mXPzrU9WadNgtP28WRe6sLfM2BSlMOMGnN0mEokEjz88MNs374dSHaz3XTTTTidTi6//HL++te/cu+993LKKadw3XXXMXfuXBYsWIBpmkyePJlZs2axZcuW/R7j1VdfZdGiRcTjcfLy8pg7dy6TJ08+FM1TDjFDg1F+sPKi1P3QIpywuOsNm7ve6C6jJ2yydncQc+lEEUiHxovjRySflD3+INmHCN39gOnMERgJi8KOTvyWTV48QaPXRVE4QnN2FrmRKJ1lhez2ZbM7x0eBbZMVT6BJScTQ6XC72TKsnALTYmJzB+W1TRTvbsHSdcIug7kvn4DT9QUDeE3j2Opv0RiwCe8KIU94Fpct8WBh2CY2WjojYwNaQtBEPk6acZBAopGV6nIL4UGS7Nay0HBJE5cME9MMir+Ui2/uGPQ3dyBOHIoxp+9QWXCsbiZw5yqcOxrxxVrQjizEvHYmttuJfd4SqG4mjhMLgXF0GXxnKrYm0UYVIk4Yju3qvjvTwDqVK4pyIA2K+xwpX8xgvhlaz7ZLKRlxhyQQIXllzXMjDB2pAcGuAdxG91gim2SXW8xM3thOCHDpyfFKPTKOI5sCnFDXSlnqt9cihkHMYaBbFmHDoMPpwGlZ6BLyEqlcjG1j2MlRJzFX93yZ7OZ2pm3cSjDbw9aTRvLz3w39XO1+/PHHAZKZoxUrOPfcc9PPRde30vCNpYjGELaAgMhOZn+AEO5UhgbyCOEhhkTiJoHARsciiJdWzUtUc1E2zc3QF772uep4KKj3/uBsO6j2f1Zu/429lqPtt2eoJgfGgMkcKcrBJoRg+w2CnQEbaQseWB1n4SoH7kicqNCTWaJ2MzkqXBdokQRH1LdSm5dN3K1h6hoJt5NhLQFiLicNOV7ywjF25mbT0RJMB0emEJS2tOGLRLGEwNcexhuK8uG0I9JjEZLT/CV2n27dnM4Qdd8cy9iZeVw4K+egvA7u8fkM39QdLIU/bCZRG2bXdSswm7uHUGupmzUG8GCi4SSBHFOC/1fTyXcLPJMLEIXqd80URTn8qOBIUT6jobnJgOTXM+HXMxOA4LVtFr94XWN8vs3CM8MIU2K4NKDr5pBdo1oidN0XKmqG+ctDQf5fcw4vjiglpmvkR+PkhWP4IslASU/d1TcrHMPf3kl7XnJ/XV1CIUPHkMnJ79nBEHOuLKbyWxWH4mVI8x6dHCSc/aUyNk/4J9EOGx9RPMQIaS5yzx5O6f0nf8JeFEXpz9SYI0VR9nDKCMFrI3rM+dc/+UThNuDKi7JxPBxgca2bzf5ssjqjTDF7/6yEZiVHyUxYv42Pxg1jc2kBhYk4eXkw9/wsKsZ60Q2B4cjsyUn3OThixznYwRixTQEcw32U5LoQDjVpQVGU/kUFR4qSQQ6n4Mrv5nAlEAxY3HZtC7pps7mogPJAByaCkkDyjtaBbDdPjR/GdRdl862qT74BX6ZoPheeaZ/qVniKoiiHJRUcKcphwper86v7hrFxc4IP3gvT0pyFJQUdXypg1EiBb2IRj+ZrDPMdvoGRoiiDlepWUxTlIHE4BBPHOZk4zrmPEmpyqaIoysGmgiNFURRFUb6QgTYgW42UVBTlE9mmRbQtmulqKIqiHBIqc6Qoyn7VPVjC3+58Bz1hsXJUKTPsRs7550mZrpaiKIcVlTlSFGWQ2PnNlcx+dwe1Ffm8MHMyjeWFtHS4WHXLqkxXTVEU5aBRwZGiKHslTRi2K8qKquEUBwIc+9EmogJenljJhucCmMF4pquoKMphQnb9mHTqr79TwZGiKHvXZhE2nCScGm7TxB+NcVL1NjqcTtp82Wye90qma6goinJQqOBIUZS9eu2liWyryEHrcfuAks4OZjS30FxaxL+byok3hzJYQ0VRlINDBUeKouyhscbLuNoWhtd1MKauAc22cZsxxrdux5DgiUSJej2smPdepquqKIpywKnZaoqi7CHyjJfZO3fiimvQYpHXsoth7OD9I6rQbJvsUIREQuMdO5ej2qK48tyZrrKiKBk0EMYZ9aQyR4qi9LJjU5CZ2+vYkV+SXieARoqwm9zkBjuxXA40odOeU8C7M/+ZucoqiqIcBCo4UpQBwrZhcwu8tg3e2gWtYdjdActq4NY3YG0jtEdhayu0RMCyYWUtJKzufbTVBLjizgArKoYT8hrYLhuQ2EC75iMrHEU3LVzhCM5ojKKOIIGcLDaevhgZimWo5YqiKAfWoO9WM00Twxj0L8Og98gmg/WtGt8YaXJMiU3EhHtXG2yrL+XGMijPhrtWGDy1RWdioY3fI6jtkGwK6ERM6IhBU0yASKWWbZl8LGX3uq71UoAmAZGMaIQATQASugIVQeqrS2pby04+pwG6SG0rU8fpKi96HythQdRKrjclv3sX8OjJ5bCZLqtbNpe/uRzT0HjuiFE0jBjKyGAbf/z3U2hAqyObrWIIUSP5e29Da5qoHVGA1ASGbVMcaUdrbSd7yA/QZfeP4sp07VNt+4yk14H5lSlEFl2J6zf/wHh1PeaXJ0G2G9EeInHiWByvrsceU0L80pm9264oyiE2sD5/AyYqeOONN7j//vt56KGHAHjwwQf529/+xsMPP0x5eTkbN27khhtu4KabbuLGG2/khhtuYPHixbS3t/PMM8+wZMkSnn76aZqbm/H5fJx66qlcdtll6LoOwKmnnsoPfvADXnjhBWpra6mqquLHP/4xFRUVmWy2cgD8Zb3BdW+50o/f/naE294z+PsmAyjmrTab/5hscvM7DgBWN2rJ84Ahktf8rihA63Fy0FOPpeh9zhCATfeFXNe6t5Mkg6muxz33qWvJQEpPJXulBLNHwKGl6tMzQHDqyfLBRPc+YzZkGclyqbKWofPnE6fx6KOP8eDRkwG44KPV6bRyXqKTDR5Here+QBSpCezUZ2PlkCmct+r/MHoERl1N7b302QIkEU7gfPID9NXb0WsaATDW7uhu3sLnEV2vVzBK/JozP9P+FUVR9mXABEdHHXUUdXV1NDQ0UFJSwvLly6moqGDFihWUl5ezfPlyJk2ahK7r2LbNe++9x6JFi9JZo6KiIm677TZKS0vZvHkzN954IyUlJXz9619PH+OZZ57hN7/5DYWFhdx33338/Oc/54EHHkgHUAdLfX09wWDwoB7jk1RXV2f0+AfTK1uGAsngKGIJXvqonnd3ldH18dgS0HhqYxRwdm8kSQYXdurivK8vTX3Xi/0ECXus7rGxEPvPjHTV5xOPD1h7Ht8WglavN73cnJ2TfmxqOkLI9IDLuMvA1PV0wgqgxZPHiPad+67f58weAYgdzXtfL7v3F3ltDTVnjvlc+/8kA/m9/0kGc9th4LS/srLyoB9joA3IHjDBUXZ2NpWVlaxYsYKTTz6Z7du3c/XVV/Pee+8xe/Zsli9fzoknnpguf+WVV5KdnZ1ePvnkk9OPKysrOf3001m5cmWv4Oicc85JZ4quuuoqvvGNb7Bx40YmTJhwUNtWWlpKaWnpQT3G/lRXVx+SD1emXODUebZBYktBqdfmrCkl7Ebj9yuSz59YYfGfU1y8+WyPjXS6u7R6Zo+6yH10q0m577J7nFtkd9AjU11oOt0b94w39L0cq6uM14BIqhvNY3TXge4sVVEoxOlbqsmKx4k6HDxw/JcQmk5RqJOXR47l5I27sU2N1pwsmobkYTl0kBLDtOhwOlhbWMK0uv29yp8vMAIwTzgCx2sb0s3taqF0GYiYiRQC9/mnHJT36EB/7+/PYG47qPYPdgMmOAKYOnUqK1asICcnh/HjxzNjxgzuu+8+IpEI69ev55prrqG9vR1N0yguLu617csvv8wTTzxBbW0ttm2TSCQYN25crzI9AxS3201ubi5NTU2HpG3KwXPmcItlZ0XZ2KbxpQqLIg/cdJzJsWU2m3Y0cOXxRbgN+NdZUZZsNjih3EIKjYRps7JJJ25BXViwqlHQZmq4BHh1mw5TI2H1DY5S/3at75l50gS90jHQHRRZMtl1ZksQqW2NHvsTJLvZbBO0VFedLaHTTHa35Ti6j2elyts2INClTW4kxsJjj+fSVSuI6AY1Q0fy8NTjOeuDj5i8pRF/sJPyYAevDJmA6UhlSoVgZXEBawryuWvzMgKGl2wzjKTvTI/PMd7I58YeX0Hi/BNJXDqT+POrcLywmsQ3j0HETERbCPO4Kow3N2KPLsGafnCyRoqifDoqc3QYmzZtGrfccgs+n49p06aRl5dHYWEhS5YsIScnhxEjRrBqVfIHM0WPC1ZjYyO33XYbv/zlL5k+fToOh4NFixaxadOmXvuvr69PP45GowQCAYqKig5N45SDamqRzdSi3mNmvjLCZlSiHbeR/D8+ZYjklCGp8Tsky148rvc2h6/EJzyfA8wA4FdnvMeVL7xFs99PQWcEgN1+P/mRMEMbmmks8ANgCUGTS2Py7p1MfeQcGFdC50GqvXXGFKwzpuyxPnH+CQfpiIqiDGYDair/hAkTCIfDLFu2jGnTpgHJsUh///vfmTp16j63i0Qi2LaN3+/HMAzWr1/P0qVL9yi3ZMkSamtricfjPPDAA5SVlTF27NiD1h5FyYTv3jeJaXW7GNHUusdzFQ1NnFj9DmMbN3HlO4/xh2f/xnmyFu+4kr3sSVEUpX8aUJkjp9PJkUceyZYtWxg1ahSQzCYtWbJkv8HR8OHDmTt3LgsWLMA0TSZPnsysWbPYsmVLr3Jf/epXuemmm6irq6OyspJf//rXB30wtqIcakOGe3hyYjZVG4KEDReWLvAHo+SYLZSxGdc2E4A6RwlPjp3BNQ+duP8dKoqi9DMDKjgC+N3vftdrecaMGbz00kvp5SlTpuw1K3TJJZdwySWX7HffVVVVnH322QemoopyGLMv1RE3RimsjwLQma8Rxc/HxjFUmmvwEEIaJl/6ik/dX0hRlAE35mhAdaspinJgmNk6oQqTuC9MQ5nB2NbkxAOnKVmXdSQSWD5kMhO/P27/O1IURemHVHCkKMpebbvIy31fmkBbsaTnsPOd/iLeKDiZqp9OgyxXxuqnKMrhRPT5699UcPQpvfTSS0ycODHT1VCUQ8Ye4uCsldsQtsn9Jx9NfU4268qLeeroo3ihoori2aMzXUVFUZSDYsCNOVIU5QARUHVOFh2LWxgaWs+jM6chdQfjapv4+u0j0JxqMoKiKEkDbcyRCo4URdkn9/nDWRGKkv2qm/F17Xg7o8RPLKXieDV1X1GUgUsFR4qi7Jd7aoizfzs709VQFEU5ZFRwpCiKoijKF9K3W62/d7KpAdmKoiiKoig9qMyRoigA1K1s4fmr1yF1jbzOHHZdaMK+byyvKIrSQ3/PFfWmgiNFUdjy+zUsfSJITX4+/zexEqdtc+M/3oKzMl0zRVGUQ091qynKINfyXgMvPtvAsVu38+djJtDmddOQ7eWuE49jyS2xTFdPUZR+QPb56+9UcKQog9yWn7zDlateYf2QYh574knu+feL5EajRHWdnMYI4TZ1F2xFUQYX1a2mKIOcuTPIb770LX748rs4LQtIjh64c9ZMXiwvYUptRqunKEo/MNBuAqkyR4oyiEkpSUgXk3a3pwMjgPHt7RwZifFxYRGiXnWtKYoyuKjgSFEGsfpRf+bIQCMvHjWZVcOGARDXdZ4/8khyo1G+2tLG5NVhpBwIowgURTl4BtYPz6puNUUZrLY0kNu2A/CTG4nwwKxZDGltxdY0Yi4XQ4IhHLbN1mHDePhrb3PJcydkusaKoiiHRL8Kjjo6OrjlllvYsGED5eXlLFq0KNNVUpR+xxz2M5wdEVoYhiQfKQQ/e3oJWwsKeezEWeSFI+imxSp/DuOCIXIMnTfyCrkk0xVXFOWwNdDGHPWr4Ojpp58mEonw5JNPouuf/IvgF1xwAZdddhmnn376IaidouyDaaFV12OX+cGfBYBoCSKaOrCrykDr0btt2TgefwdbSkQ8jtjWhr56G7bHgB0hRFsYIUCEOxGdUUhYgAkk+8jt1G5ErzUCgQQMNCwkGjuYnPrwS1wyQtQ2eK1yCmVtAVyWRS4Qt23+OnIo3/+4htfHDGX8L+O0e51I0ybicoBTTx5CiO65u7YEvWtZpp6zU/N7BQXhIFe9vwyHZfLKqHFUF1SgWSZlnQHciQRf/nglL4+ZiAG8M2Q0NgJvPEJrbgFICRagieRjXYAUIJJtRMqu5oKQyddVSjQg2ymxLMhxS/Kc4BCSbIfNuCLBqFzYHYTSbImuQWdcMGuoZFcnPLGmgtmmxnnjkq/s9o7kKzkiJ9ngcAK2BQQjciVexwF91yiKkkH9Kjiqq6tj2LBhnyowOlBM08Qw+tXLpBxOYgmyzroD491qZK6Xzn/NQ7SHyLpgISIcJ/GVyYQfuyZ5IbdsfJXXorUG6X2nEAHomHixcQICDYGORNK7h1+n6z4jHsBJd7gEgigitY0BRHASx8DSvexyFjFt+TYCfg87KotBCEqiMYKGwYcF+QTzfIQ9TkhI0MFwgOnQQU8FdjELYjZ4dTBS6+xUGzQDpESYNm888GvGNdUigV+9+k9aPVlMuPoOlldUAuC0Jfc/8wDT/ut2wk4PCEGU7GQLpQ1OkQq4Ui3XBFgidSyRDIpsCTJVB0PHFoIOS0LMIpTQqLO6Xludt2pJtqErsEq59Z2uR06e2S2480PJ3CMtFrydjIDmz0hw8TiTr/zdyfYOwfAcyQvfiVOa9XneJIqiHG76zVV//vz5fPDBBwC88sorVFVVsW7dOpYuXZous3jxYtatW8cdd9zB/PnzaWxs5K677uKee+5hwoQJ/O53v+O6665j6tSpXHTRRentTj31VO655x4mTpzI4sWLWbNmDZWVlSxdupTKykpuv/12GhoauPfee1m3bh1CCI477ji+973v4fV6D/lrofQfxhsbMd6tBkAEwrjuW4Zo7kCE4wA4XliNtmYH9pQR6O9sSgVGfUkkMh0YAdg40NEQJPZIZgsgmS+R9BwYKXEhsJDoBHFRRyEAMUNHimQwkdsewd8UoNOfxYflJTgtC9OhExZ6MjBKsRMSPD0yXgk7mUXqCoykTB5eTx1fCKSuUefLY1xTbbpW+ZEQPQPBV0ZNwB8J44+ECLq6Plvd+0D0eNzdsO7lnukzXeuxXoAhegVA6W3T+9v3oPPNbYI7P+w+Xd75oYFbSLZ3JPe/vUPwfxt1/muata9dKMqAprrVMuSWW27ht7/9Lbquc/3117Nq1SrmzZu33/Kft1ttzZo1zJgxg//93//Fsizi8TjXX389s2bN4qc//SnxeJxbb72V//mf/9lvHQ6U+vp6gsG9XTQPnerq6oweP5O+SNs9sQDjUwkNgGaPxOHVKUo9bxsaNZ0tJKoTOBNBJrLveR4CG0lX1rTrPrR7XtT3fYmXpCIYYj1KiR4b2KkuKXcoQp3Px5ltHbxckp/aXKaDjWQsIXsHH5bsXtcVbPQsIyE/vOf7uKQzQL0vD4BRrQ3kRUM4LXOfrfjUeseGewZGvcp+wmw8AQWOGIG4G4BCZxzRWQ8MTRfROuuorg583toelgbz5x4GTvsrKyszXYV+p98ER4dSSUkJ3/nOdwBwOBy89tprSCm57LLLAHC5XFx22WVcc801XHfddQe9m6+0tJTS0tKDeoz9qa6uHrQfri/c9spKIv8NzkffxBpbTtZvzoOYSdz7KNrOFmL/cRojTpyWKgvR63bg/sPzqbFEPTvNBBohLLIAgU4YsLHREAgEfTMWccBF9yAcmRptlFzy00ZrKkRzxE0MBB3ZLtryvejSZurW7Ry7rYb3qsbwdtZEgm4nGhIE6BISTg1iJjhTpxBDJHccs8GpdQclFqClskhScvVZ3+U/330Bp2UyrK2Z5WUj2VhYgWEmOG7XZn781rM8NOUkxjfsAinZUliW3E9qe0w7GYjZJP9Nx4qp4CZhJ4/dNS6p51iorkCt7+CsPl1qAG5DErMEMjV06Q+nxTmmFBa8ZWFJ+NXxkgkFxYTcJq/u0Jg5zObqGcVA8Wd6exzOBvPnHlT7BzsVHO1FSUlJr+X6+noaGxuZM2fOHmVbW1spKiraY72idElceCKJC0/sXuFxErn3ir2Wjf/ibOK/OPvAVqAzgvbHpWi3voiNCwcJKtiBjqSJEiQGvniQWFzjTc+RHLl7F2UdyQzI1z9Yjh4K8vTYKuqzPHx9jp9zZjjxOQQ5bhAi/hkrMwy4Mr1UBZyfjkxGYdv/haZB9ysQ+UJN/6L6XiAfn927vT+ZYfGTGaorTVEGmn4bHHm9XmzbJh6P43Q6AWhpaelVRtP2vMelx+MhGo2ml5ubm/co03e7kpIShgwZwl/+8pcDUXVFObSyPdg3zMG+YQ4mEAW0uQ9S8K+VFIg2nDJBlCyCnQV8eeNqWj3Z6U0FMKWulvfKynn0LyMOelX38pFVFKUfGGhjjvrtqWjIkCF4PB6ee+45bNtm7dq1vP76673K5OXlsXv37l7rqqqqeOutt2hvbyccDn+qgOfYY4/FNE0eeeQRwuHk3YKbmpp48803D2ibFOVQsRdfRqJ9IR9mH8HbRccQTA3O9iWiDO1ooqs/SsMkJxRhyKzCDNZWURTl0Oq3wZHX62XevHk88cQTzJkzh3/84x98+ctf7lXmoosuYtmyZZx11lnceOONAJx99tkMGzaMiy++mKuuuooZM2Z84rHcbjd33nkn27dv59JLL2XOnDnMmzePzZs3H5S2Kcqhkn3JeHb7c4k4BQYJNGxeH1PJH2eezDOTj+SFyir+MGM611+duTFviqIc/iSi119/J9rb29WPJin7NZgHJg6Gtr8y9jGmtO5Csw0MafPX40/FmbpH0fp8P5HiIIvumpThWmbGYPj/35fB3HZQ7f+sYv47ey272q/PUE0OjH475khRlAOjtjCfV8ZV8eLoSkYEApxa2z0OLy8Wwy8H1vR0RVEOhv6fLeqp33arKYpyYBR9fTj+aJiAx8PqkhK2+ZIDsm1gm9tD5VG1ma2goijKIaaCI0UZ5E6/4QiO3NXAcbt24kuYbCguoDUnm625WVx5eQjdmekaKopyuJN9/vo71a2mKIOcEIIvr/02O497haOa2yntCNKU7cNJnMKKAnY0ZLqGiqIoh5bKHCmKAsB33/kSBdNz2DbEj2tWDeWXbM90lRRFUTJCZY4URUm7YMEYAB5/fGOGa6IoSn8yEKbv96QyR4qiKIqiKD2o4EhRBjmrvgPr1D9i/fAfSHsgDKVUFOVQG2g3gVTBkaIMYqHfvUl4/D1s+chF/WM70PKvI/CfL2a6WoqiKBmlxhwpyiAlbYl22zJWZU/BFAZQgiU0sv7xHuLoSqSn/3/7UxTlUBlY5wuVOVKUQaq+ZCENznI8Zpwh4VYKEkG2Zw3BG43i/71/n9v999sW37kzzF+eCNARVd1wiqIMPCpzpCiDkLQlWkJgaU6K7U5KaEA3LWqtIt4qPI7Shg7a+mzzqz+28USdlwZ/FmVBydZVOv96s53pX/Ux/8vqVKIog9lAGGfUkzqjKcogtLvoXqIUJH8jhDhtFOAgTkW8gWZLJ+zIRZp2uvz593SyvslFfY6HrKjJ9hwvQkpanA62vx7n8mM1ynJUIlpRlIFBnc0UZZBp+t1ytuUUAQIDCycmIEjgIkw2M1pW015iknu7F4C3mypZF85C97gpMk3a3cnfE5FCYBo6bU4nM+82M9cgRVEybqD9fIgKjhRlELE+3I7zjn8ytXMlCHuP52O4aKOMca01lAZasU2bTdtGstvvoaYwm9ocT6/yLttiaChC2DCYsSDC+nrrUDVFURTloFHB0V488sgjzJ8/P9PVUJQDKnr3MsKn/YW4lY3b1Bgi63ASxEsLYOOkEwvQMAnjJ0cEWHVFNf6Eha2lThVCgCGSE1METGpqo97jJOhyogmN7/4hxld/GchgKxVFyYSBdp8jNeZoLy688MJMV0FRvjjLJnzfB8R/9iItnhyOiNTgIIGwHUTJZYdWQJ7cTYWsSW/SyhDiaHToBezOLaShpJjSSAzNltiaAF1Q2RRACiiImrxZXMA1qzdQXeTHMgxGBsK06zpDf5vN8ECYmUcILj7DTWWxgdb/z5eKogwSgzI4Mk0TwxiUTVcOQ46/vYHzwVexR5cQ/8bRuP/fv8G0wbKQZXmYYytw37cMIrFP1ZlvYrBdG02hncCNRjZxKiIfoWMhgATJ7JDXDlFIZ3o7Cez2F7LVO4wJrTWsGz4aYWmUdIQ4b902tuVlUd4RYWxjG7mdITq8HurHjmbRCUdSForxzQ07EVKSG41x5qY6lgwtZVMN/OmPIDxgZjmxdA3hnQqdAAAgAElEQVQSNhgaWbEERC2EW8elQYvbCaZNhU8SkjrtUSAhcWITlwJcOmjJxJW0wbZhhM/m7XOjeAx4bZfGre878LvgzpPjDPVJlmzRuXedg2HZkrtOiLEzpDH/HSdCwC3HxplYsGfXoqIoyqCIEC644ALOOOMMVq1axccff8y5557LypUr2bZtG7ZtM27cOK655hrKy8sBWLx4MevWreOOO+5Ib/+1r32NlStXsmHDBkpLS7nuuuuYMGFCJpulDADax7V4/utBhJSwvAbHk+8jEj3G7azajvHvVZ8pSe3ApMgOY+MGwMRNgjxMNCBBjOQ9jIpox8bAxI1Eo8mdy86cQmp9BTRl+ShsbEPQRszlAE1naDAMgK0nu9g0KZnYEWS7LpnSGKDT4aAk0IEuJZPjASzg6SGlSCDu90BqO3QNYhahBKDpkIDOPBe+WIKgw8HuaKohAkASNwGPRlfqybQlpF6irR0aly118pfT4lz4bxediWSZ2CtOFn4pzn+84sKUgg8bwWtI3qzT2RZM1mPuMhcrzo18hldWUZR9G1ip4UERHAE899xz3HzzzYwZM4aamhomTpzIhAkTiMfj3HXXXdx6663893//9z63f/7557n55psZOnQo9913H7/97W956KGHDknd6+vrCQaDh+RY+1JdXZ3R42fSwWx79qodjJXd6aBegVHXus+x3z230UnmhhwILCQ6AoFAohNHIiiKdnL6jnepd2zlpSEz0vtwxRL4giE6/D6QEnckRkLX2FiYx6v5uThtm5GGjk/T0Hu0ZXi4R+Ch9xjeKEiOXRICpExnw4TcS1pM9CjfpU+xbS1xPtpUQ2fiyPS6Xe1xVlfvxJRHdJdrDtMQyk4vN4Tkp/q/Ve/9wWugtL+ysjLTVeh3Bk1w9NWvfjX9Bhk9enR6vdPp5JJLLuGKK64gGo3idrv3uv3s2bMZMWJEel9Lliyhs7OT7OzsvZY/kEpLSyktLT3ox9mX6urqQfvhOuhtHzmKxBOrcSxdi+3Pwpw5Huc/P0BqAmFLpMvArshHr2lE8smBUlfcEBA6Pmkh0TCIIXpFFBKBjQQsHNjoJPAjcQBQmOigKNRBq9uX3qcGtLndRJwOQvl5JDTB8hwvnYYO6CwrzOXiXXEiho7HTAZ4m/JysDWB1DQIxSHLmQyGTJn817aTLXLruE2LsMMAywa9R+BkpYKnuJXsVhOi14sgkNw9S3BM+Sj+ozXBfWsdODXJghM0vjZqCHNaTZ7aauBzSH52vJMVTSYL3ksGavOPMT/x/1a99wdn20G1/7MaCIOwexo0wVHP4KK2tpb77ruPDRs2EIlEEKlvpYFAYJ/BUX5+fvpxV5lIJHJIgiNlADN0wo//CLGjGVngA5+H6I5myHZDZxR8bmReNtqqbRBPoL/1MXZeFqIzAqZEGhoiGEGgIdftQnxUS6DDhTNuEumM4UkFRQGHD4dtU5NVyuhgIy4Zw0UrAoswfvRUYAQgcVAaCBB1OOnweKkZVk4wNxuXZdGsu+lwJe9zNDaSoM0wiOgacaERNnS252bTkO2h3e1kky+LUtMmN9SJ7nNxbGGE9hiUljuYUwm5LklNs6S5PUF5iUbEgmAMvjZaUhfWWNckiNswucCmJa6xuTWBwwFVeRKnkGxq1zl1iEVe6u4Cvz0pwdVTTLIdkvzUx3jxqTG2B+PkuSW5Tji+zObbY5LBW6l3INyNRVGUg2HQBEeiR1r+97//PQUFBdx///3k5uaydetWrrjiCuTe0vqKcrBpGnJEcXpRDitMPsjvDrztKSOS/07/5G+y3j7LNuAMRPl4/ANkJUyc0sJJAJ04AFm0EKYELfXNL46TOk8+WZ0hXh09klCOlyxNQwoIO/TuagNe2yaqCSpDERzRKO+WF9DmdPLi1RpDC7RUKV+fGnV/zirzu/rNehJUOiWV/p6fR5sTynuXmlS0ZxfkMF/vz7AQMCKn9zoVFCnKgTfQPlWD8j5H4XAYj8dDdnY2gUCAv/71r5mukqIcVFqum3G7/xNR5qXvPWwFsEvPp1MIHLSSyzYcMgoJBzN3fUSNz4utCd4uK6De6052dwFIydcaWpi7u5FpHSG2+HMYkWWzfoGeCowURVH6p0F5BvvBD37A2rVrmTNnDj/60Y849thjM10lRTkkhq64nJb8PGLkYKc+/tuMkdQ7S3HTgSCOKXQk4BFRhj8+Fe+QNra6nGzI91EWiZGbMPElTPISJv8qK2JZYR6bfFnceqOPR3+a3StLqyjK4KBuAtkPPfroo72WJ0yYwAMPPNBr3Zlnnpl+PHfu3P1uX1payksvvXSAa6koh0ZuzbU0+2/Di49avYgd7jKOD7+KTyZnRAopqAi1sfw3uRwJfGPESv5edzquhEnAaeBLWOhSEtI1wm6dqFPj56eYTCgelN+1FEUZgNTZTFEGodyPr6YTN7qtoUkbp+z+4ViBxNY04nnd44seuj2PsfVtfJzlotbjoM0QrMn1IGzJkM4I553Wd6SToiiDyUDLHKngSFEGIVGSQwg3PhlkZKSBhCzAwkAieK9iOjFH7/JZbsELd/tZdhU0CsnW7OR0sBPyE3x4s2cvR1AURem/BkW3mqIoe6p48ETW/9d7lHfGSOClmbGApMlZTvw7LXvdZmSRxvu3qdtXKIrSV//PFvWkMkeKMkhp35yEwKDD8KTnrplCp6i1hZZjszJaN0VRlExSwZGiDGITdswlXOihxlNMm+4hPrGAcdsvz3S1FEVRMkp1qynKYKZpjN94QaZroShKP6duAqkoiqIoijKAqcyRoiiKoihfyECYvt+TCo4UZZB7ddIzLB05jFcnjGHyjibmLN+AuNFCuvVP3lhRFGUAUsGRogxiG69/h3fKS/mf06YD8FFZPi5hc8ZtH9H+q1CGa6coSn+hMkeKogwYjU/W8e7XT8FtWnx5RyMF0Tidfh91uT48qOBIUZTBSQVHijKIxQydEzdsJ+71UBKJA+BPWDQW+RliNmW4doqi9BcDLXOkZqspyiC1/ILXccdNznrvI760cVuv5x47fiKxB9XvpSmKMjip4EhRBqnIOw2MamujgBDnvfkuFY0tOBImR2zZzV0P/R+eRCDTVVQUpZ+Qff76O9WtpiiDlIbAjQnAmjFDibgNxu7ewWnL19Ji5PL1+pf49l1Hkttein+SxVfGqdlriqIMDv02OFqzZg0///nPeeqppw7aMR555BHWr1/PLbfcctCOoSiZIKVkZ1kh6yeMwZY2q0eNAGBXQSH+UAjZDo9NvYEL1r7P0NZtaN96nZtGT2HBn0/BKMnJbOUVRTkMDawxR/02OJo0adIBDYyuu+46pk6dykUXXZRed+GFFx6w/SvK4eTdCUvYPWEiY2rqkVLiK44QzPYA0OrNwmvsxhnx8Ogxs8lOxPjh6w/z+zefpGb6eyypOoqxFXDKX8/OcCsURVEOjn4bHCmK8ulYHQk6//ox2tZmNi9roaPDgW04mbJmK2UN7QCUNrTz0DdPwpWIM6FxBVWt2zlvXZCLz7iC7SVVvD76GI7euZnRgRZ+tPwVri46l5IjbubjkjKeGzeVj/3F/Oit5ymKBtmdU8CrI8dxWs0Gog4HtrDYWDKUf46fRqfbizcWoS3LR8RwJisokt843fEYUtMwhYZlGCRHLgiy4hG+tfZ9mrJ8PD92amob6B7ZINJl0+tkulByYS9fagXg0MCrSYQuyNIlbTFBxIIcA4b4bHIYyaQmB9uCAtOG744zqenQ2B7U8BqSMX6JR5eETME3R5k8u01n2S6dr4+w+KhVsHSnzmXjTC4Za+31/yZswj+2GPgckjkjra6XQlGUDMtocNTa2srdd9/NmjVr8Pv9nHvuudx999088sgjLF68GF3Xuf7669PlL7jgAi677DJOP/10Vq1axbx581i6dCmWZTFv3jzKy8vT5ZcuXcqiRYv405/+REFBAYFAgHvvvZcPP/wQgKOPPpof/OAH5OTksHDhQtauXcv69et57LHHKCwsZPHixSxevJh169Zxxx13ABCJRFi8eDFvvvkm7e3tFBUVce211zJp0qRD/+IpyqcgTZtdX11KbF2AnaW5ZLXpuDSLrEAC05VIl8sJRRld10R1QTY3nvFdAKxYkFW5BSAlP2zYhkhFGE7b4r7nFqNhIRyCKyfOIG44GP/MXzlm9xYALlv5GrefcBY3vv0i35j7Q54dPyV9rPYs317rGnV7+qwR6JbFy/fdzPSdyf3+/CvncstpZ6ef71m217+9goy9RxwSiNvJP0xo61opoD0B7a0akMvbrd27WbbL6L2/HvHZbcsd1IWTc1ye2OJIF1n5hk7cinHFhD0DpLP/7ead+uRYru8dmeD24+J7rauiHO7UVP4D6NZbb0XTNB599FHuueceXnzxxc+1H13XmT9/Pu+++y4vvvgi27ZtY+HChcyfP5+CggIAbrvtNoLBIA8++CAPPvggHR0d3H777QBcc801TJw4kYsuuohnn32WxYsX7/U4d955Jxs2bOCOO+7g6aef5je/+U16/4pyODJrI8TWJWedRR1OEg4dbzSBADTbTJdrLMyhIyeL6vzu97N0+fDYNvmWzYqC4u71gIYNwPRdWxjfsAuAsMOZLmNIG4nEsG2+veaDz13/IYGWdGAE8M1173/ufX0qfWKsfRfoQ5IOjPa2zd8+duyxtj1GOjACeH67GvCuKIeLjGWOmpqaWLlyJQ8//DDZ2dkAXHzxxfzkJz/5XPsrKChg/vz5/OIXvyAvL49zzjmHqVOTKfjm5mY++OADFi9ejM+X/Nb6/e9/n0svvZSWlpZPFeC0tbXx6quv8uc//5mysjIAKioqPlddP6v6+nqCweAhOda+VFdXZ/T4mdSf2y4TNpQ6oD6BjoVm21i6hmba5JgRwm4nuiXZUlmCAFyWTdRIXqSllBwVjaMB71dOJ/DB8+TE4tRm51LR2QBAu9vLDn8h3niU8mB7+rgRw4GpJU8vK4YM/9z1r/f52e4vZHh7MwDvDx3zuff1qfTpnfvUBGTpJiFr76fUaVmNVFc39D6UhFHeI6gJJzNm47ztVFfv+Ox1Poj683v/QBgo7a+srDzoxxhomaOMBUfNzcmTXUlJSXpdV9DxeU2ZMoXy8nJ27drFt7/97fT6pqamPfZfXl6efu7TBEcNDckT25AhQ75QHT+P0tJSSktLD/lxu1RXVx+SD9fhaCC0PfHyUAJ3ria/ppkNcYtA1Ik/HKW6sIiqtkayEnFG1Taws7SYCe0Bdng8lDYFWDmiGC0VJMScHtaUjkKzYsz67k/4+Wv/YkxzPavyh/DzZU/wz8qjeKJqGiMCTdQUlLKmdDhXrHiDJ8dPobi9iTnr3mfpmImYuoFhmUQdTqTWJ9Ni28nxRz0G3sQMByd//5d8/52lNGbn8IcTzkhGFZ90Hu4b3Ig+z/XpfdMFODRJ1AIpBbqAApdNlhZnZJ6D+ohASrigymR7p2Brh4bHkIzzS9yGJGYL5h5h8vDHNq/V6swebvJBo8b7jTpnjTS57bgcYM9Zfi8Mtfnz+jjZDsmVE1y49MPnvTYQ3vtfxGBv/2CXseCosLAQSAYdXYFKfX19+nmv10sg0H0TOsuyaG9vZ38eeeQR4vE448ePZ+HChdx4440AFBUVpfffle2pra3t9Zz4hJGQXUHcrl27GDFixKdqo6IcDhzlXgrvPg6Ak1LrHpvxCk7L5vWiKhJuJ95YnDPfe4cGVxHlde0UR1t57PhpvD6xCgDNtlk45WT+NWYSlTt2E0PjzDeu4qupj83lAFT1OfJRAMxKL9tA15ia6GdoQRbwDQBuIt5jHwffZ71A3jgtwY3TEp9cMKXIw2cqryiHq4Fw48eeMjbmqKioiMmTJ/OnP/2JUChEa2srDz/8cPr5yspKVq5cSV1dHfF4nD//+c+YprnP/a1atYrHH3+cm266iZ/97GesWLGCf//730AyEDv66KNZtGgRnZ2dBINBFi1axPTp09NZo/z8fHbv3r3P/efl5XHyySezcOFC6uuT05937969320U5XD1rWeOQ2IS9XmxnA6Cvixac/2csfV9JkarKaSdc95eQ4cOcS3Bxiw3q0uHMO+oEG//vpx5/5ytZlYpijJgZXRA9vz584nH45x//vn86Ec/4vTTT08/d9ppp3Hcccfxve99j4svvpji4uJ0tqmv1tZWbrnlFq6++mpGjBhBXl4e8+fP549//CM1NTUA/PSnP8Xj8TB37lwuvfRSsrOz05klgLPPPptNmzYxZ84cLr/88r0eZ968eYwePZprr72W2bNns2DBAlpbW/daVlEOZ64iN6bm7NWFFXY4kwO1kSQwCHpcXL9sCcWNu5hZ0ckHvy3ihtnqBpCKouxJInr99Xeivb39sMmGNTU1cd555/HII49kdIyN0ttg7nsfyG1/fuyzkKOzo7gUYdtUNDZzZN123PE4O3zF5JttRJ8+mbUbV3PuuedmuroZMZD//z/JYG47qPZ/VrX+v/RaLm/fe5Khv1A/PKsog9TQmTnktHRwytpV5Hd08lHVaB4/ZRYvTJyOV4ZZPnQUDq+aXq4oyicbaJkjFRwpyiA1YdFJSGmysnwEO8q6Z43Wl+SRMMG6qiWDtVMURcmcw+rnQ4qKinjppZcyXQ1FGTRac3IpbumgMy+XNn9yPJGvM0Ik24VwZ7hyiqL0G4fN+JwDRGWOFGUQKxzvY0iwmayGTkzLhoRFUNchvvffAlMURRkMDqvMkaIoh9Zxj57Ma6MbmNRcw8hgA4EsD7ahs/VaXX1zUhRl0FLBkaIMcqdsOQcA27IRmkAIweOPP57hWimK0p8MhEHYPangSFEUADRd5YoURVFABUeKoiiKonxBKnOkKMqg0rncyzO3P41ExxMKcerGbyO0gXUiVBRF6UkFR4qi7NPW10LYywt5d1IFHiSOeAKj6h/M3Hx2pqumKMphRE3lVxRl0Kh/uIOXJ47Dkzr1JZwOPj5iFGZ7LMM1UxRFOXhUcKQoyj7tKCzA7tOFFnW6+OjatzNUI0VRDkfq50MURRk0Jm/dStgw2JHtxZKQFQwzY+MKil96l/WXqbvZK4oyMKkxR4qi7JUMWmwZVspxH2/F1jWOXbMNTUKYfEjU4n1pNf+fvfuOj6LMHzj+mZntm94bIRASkC6giAUUUGygIghSBPVQUe9U1EN/56lnQbFcUU8RbBH14FRABRvnIWeX3ktCDSSbXjbZzZaZ+f2xYZNAkKDAhuR5v177Yqc9831m2cl3n+eZGRgW6jAFQWgF2kJrUWMiORIE4QhKuZ/t/+vNZVu30Kd4D2XGcLZEdA4ur1HCsSjOEEYoCIJw8ohuNUEQgjxFNTxx+X/44ZvuRLlqGFS8AYPsIrdjGo60aKrDrRTHRyKbvKxMOzPU4QqC0Eroh71Od6LlqAXWr1/P/fffz/Lly0MdiiCcELqu8+/5+8jdVsXuQo099kgGOvYT4fczfsePLDj7Ku78fikG/CzucyGbU7MA0DqAy2xmZ9cODFvzM993f49zt04IcW0EQRBOrNM2OZoxYwb9+vVj0qRJoQ5FaGVUrf5fHUxK02WaHngZZNB18OtgkKDGB0YZFDnQnFrthTp/oIwKN5gNgbJkCUpdEGYM/DpyegLreDSwGwAJyt3QKRKqPGAzgsUAFR6wylBYCwYFYsyQXwOSBBV1kB4B1W6wmcCugL8+1gpvoFwFyHeC0w9hEqwploi06hS6JJx1sK5IZ2+5RJUmYzHJxEl+drllDH4J2eeja9lBao0W9sXG8+TyTzhn/y7mXDKW8ZvyqYuIxmW08eZZF+IxmZgz8CKGF5Ri83kBOBiVEDx+h5qafUYDfruJvnvy+aj/5/Rx7cZ2YSrKBWlE9EnGkBkHHhXJaoSaOrAaoagSkqLBp4LHG6hwcjT4NSh1QqwdZDlwgGo9gYOBFFjfpAQ+HEUOHPgqF8SEQY0bPH6wmgLLAOq8gfd+DcqcEGUPfHCKDGZj4L3xGKc+rx9Mh62jaoGy7ZZf/o8nHsMiCKe90zY5EoTmvJ+ncOdKM14tMEBwVCc/bw71oMjw6T6FW1aY8apwey8f83cYqagLbKcFBxMeahA+NN2n0fvGyw5f73CHr9uCwYq6HsiW9EaN0lKj7TStIWsCMMmBP/T12ya4q7jj55X89ezLqDKYwGLAbwaDz8A+0qm2mojzuZh31gU8MOwa7vz5f3iMJl4aOCSwKz2QOVabLORFhuOwh5NU6yS1sJSKLpGBEPSGmLYmppNVcBBvjJWOu0uR/1WC/18bMVMKqNipPXaVDzsyjacPfw+AIoGqNzmqR9vmaPsD8N58EXXP39DsOpb752N6bQV6ajSW56+FrCwMn6zBNvVlJFVDS46iZuWj6AmRwW2MC7/HetdbIEu4Xvkd/qvOOmbdBaEtaWsDsk/LnzgvvPACmzZt4p133uGKK65gypQpqKrK22+/zaRJk7jqqqu477772LNnT3Cb2bNn89xzzzUpZ8KECU26yjZs2MBdd93F1VdfzTXXXMPs2bObrL9ixQomTZrEqFGjeOyxx3C5XCe3osJxu/c7Mx6t4T4bH+8x8EV+oPlo5vcmanwSXk3iHxuMlNVJaEiNEiMI/Gk9fLq5ZYevd7jD122BQ4mQJDW8GtOlhsRIkRoSo/ptisOj+LlTNoN2bQs0V9Xv2m9S8JoNYJIpDQ9nV0Q8AEnOatYlpTYU36jFo8Bs4prJ9/LgRTfQeXsZA3/eQf+1eXTbno/J4yGhtAyLx8fybv3ov2cHih444kY0NCwtSoyaOzLHOvKSqh9xVI+2zdH2JwHm11cg7Ss9Yrm8YR/mef9F0nXkA+WkzP0GAOs9OUj1LUNyYSWmlz5vsp313vlIdT4klxfrfe8cIwpBEFq707Ll6A9/+AN79+5t0q323nvvsXz5cmbNmkVSUhL/+te/+OMf/8hbb72F3W4/Zpm7du1i5syZ3H333QwdOhRd19m2bVtwuaZprF69mnnz5uF2u7n77rtZvHgxEydOPGn1PMThcOB0hvbKoNzc3JDuv6UMeg/A2GRemeMguV4nstoNCHSJNG77OW0c3sTSDKOmBv6Ia3oggaqnGhonUoHtX+8/iBnffsVH2b3Q5Ka/k0otZsJV2BcZA0BicRUAOzJT0HWdMHegyU2TZWpN1iZhyfh/dRVPFR3Yc3A/Pm9Fk/kWRwk9G69nMpCbm0svBcyN5pe7aiho9J3oY5CC/+t8yunzfTmWtlKPX6ut1D8rK+sU7KVttRydlslRcz7//HPGjx9Peno6AJMnT+bTTz/lp59+YujQocfcfunSpQwaNIhLL700OK9v375N1pk2bRpWqxWr1cp5553Hjh07TmwljiIpKYmkpKRTsq/m5ObmnqIv12/3hs3PH75RKHFLWBSYkO1n8sAkIIm5ETq//59GnR/u6u0jZ4cBh0ui1gu1auCLbZTAd5TE44gunhOtuYIPbxap71YKDJjSggmQoql0KSvinN07eOr8UeD0QrixfoyOjioFxu5IBhndpoBbZU90HE9ceAUDHQ6K7BHsj7DhV5RA2bLMnkgbe3p34sKte+izq4DKCDubzkinMtxGtLOGsDoPdo+b9JKSYOg6fnT8VMgxRGnlJ/b4GBW0SBtyWU3TrsdfUU7dQ6PJOLffkcuysnD/pRLzK8vRMuI5cMeFZGVl4XvnDxiv+ztStRu1T0fsj0wgK7whKfS+cTvyjLdBkfH9Y+pp8335JafT9/5kaO/1b+/aTHJUUlLSJIGQZZmkpCSKi4tbtL3D4aBLly5HXS7LMlFRUcFpi8WC2+3+9QELJ8WFqRobxzf/uQxM1Ph5bMOym3scu4XjdDhBev2BHGhneSQHS4byjs9Jxwj4caubFw/YKa2CcJeL6Do3ac4qJIOCZpDZHRlHRXg0Dkni2o1rWZ7dhw1R9a2sjbrYlg7IYmf3dOrMJvyyDJJEtuMAsSWVxHvL2G2IJGvhVdgGpSFbzWjUD2oPydH47bx3XY73rssB8NW3HKhndcG556WjbuMf2pOa9c+ckvgEoTVqa2OOTtvkSDpsPEZ8fDwOhyM4rWkaDoeDhITAlTY2m42qqqrgclVVqaysDE4nJSVx8ODBkxy1IJx4hy6qOiNO4ow4U3B+rwwz04JTkfWvhh8QqqZTVO3ls0X5ODZUEVXhoLcWj9njZkNyPF5DoKPIXltH2oEidnVKA0UhorqGnvv2UWk2o2SFceaKG09FNQVBEE6Z0zY5iomJaZLMjBgxgoULF9K7d2+SkpJYsGABqqoycOBAINDnOm/ePAoLC4mNjeWtt97C729oObjyyiu54447WL58OUOGDAmOOTq8a00Q2gpFlkiJUrj5ps5wU+Du16pf48npm6jNryNZ95HqdHLJqgJURSaq0onPZMDs8eFTjWxKyGT8iiEhroUgCK3BaTeG8xhO2+To2muv5dlnn2XUqFHExcUxd+5cfD4fM2fOpLa2lszMTGbPnh0cjD18+HA2b97MbbfdhsVi4frrrycuLi5YXmZmJk899RRvvPEGL774IgaDgUGDBonkSGhXFIPMw/POIXvBQno9WkWpxcbe6Ax6bC+mKNGG3+cntspFmTEaV9SxL3QQBEE4HUmVlZVtLeETTrDTYdzNydJe675w4UIkn0rHx2XSqvdR7u6IWn89lmqQ2NYtEZPPz3U/te2Wo/b6+UP7rjuI+h+vnVH/ajKdXXl9iCI5MU7L+xwJgnDy6UYFxaWT6d5ND1YTQTnRFFMWb8LichE/ODrUIQqCIJwUp223miAIJ5+qKNTIEcRqpUTzPTWEsdeTRurFUQx6tneowxMEoZVoa11QIjkSBOGorNSyynoO3TxbkXSNA3pnLJKbgS+Ix2MIgtB2ieRIEISj0mf1ofQfJfxcNRCr24tk9eMXD1YVBKGNE2c5QRCOynZWOHXXVCCba9FsfkpVpc4AACAASURBVPw2IxdtGRXqsARBaGUOPafyyOdVnp5Ey5EgCL9I6yRx8YZrQh2GIAjCKSOSI0EQBEEQfhPx+BBBENodTdPY/205O4s1MtItZJ8dEeqQBEEQThqRHAmCcFRuv8TXX3Rl7fs7SfT5McgS22SJtaXljF95fqjDEwShlRCX8guC0C6oPp3fvxbLtC0HsPhVAOweDZ+i40iJZfXc3Qy4pXOIoxQEQTjxxNVqgiA0q/qTOPrvKw4mRgCbs9OoDQ/DWuNm24ryEEYnCEJroiM1eZ3uRHIkCEKzvorohttiCk77ZZn8uCh+6paBR1awl9eGMDpBEISTR3SrCYJwhM3uBEotZuySwv7UBCKdtazNyqA8wg5AbY8u3Fy6JcRRCoLQWrSF1qLGRMuRIAhBm78uYsIt21m/IZtpa1fhNxupiI6kz64CZE0Lrldjs7BbtYcwUkEQhJNHJEeCIKDX1vHv8+ej3PIOL3/6AWeUF7K4Xx+K7TYydx0gprqWXrsPBtePrXRizq0gZ/C3IYxaEITWQj/sdbr7zd1qEyZM4MYbb+Tiiy8+EfHw+eef8+677zJ//vwTUp4gCM3z1Xo5+Oh/CH97FSbJx6XIbIlP462zhzB6+R7sbOfbTikYXYEWo+Frt5NRVMbOlDgOJMWxpm82fTfvwu/RMJjF7yxBENoOMeZIENo4TQdXYTVFr/9Mxcdb+TauM4pf472zzuWc4hSy+w9i1PZV/OXcEXyXks3KeW/hMMYwaeIVFESEA3Dv16sZsXMflro64quddMsrYfGlA1jfswvWCz9i5A/i8SKCILQdrSo58vv9J6VMg6FVVVNoBd7aZuB7h8LwDn6u66I2u878HQZeWJNNxBYz5yervLfTgE+DjmE6WytlNB3SwzQO1sroQHakiixJFLslity/bXCizePB5PfhVwzUmMwgS9z801cM3J/Hkh5n8ekZ/RpW1nWQJPoU5DPtx6/5X6dsvuzaE7vXh0H1kVFZwlsLX2ZbRldeHD6Gm1d9y3m7d3L+/r3UhodTag+jxBLL/og4nvvqU3TdyI6EaAoiwjGqfm7atIpktZyCuHA8ihGDVyW60kXHA6UUJEdRpcTzY48cUusKSK52EOOrbloZg4z3vK6YVm5rmCdLgZcOuiKDQQZZQqr1BNrkJcCgoBtk0EHy+EAHtUsS6tCeyNsOoGzKB78KkgS6jh5jR/JraElRSDV1oMjoFiNSqRP/WZkoe4qRD5ajR4ehpcWgR9pAltCjw5CqXGiZieiKjGnh90i1HtSeHUhJsBC+5Hkkn4q/X2f0tBjU3h3x3jkisN96xtf/i/n1Feh2M95rzsL88pdITje+sYOoe2QM1pvnoGwvwHftQFA1jEtWoXaKQymrhSoXusmIJIHn7svxTboAql3Yrn8B+UAZWlosyvaD6CYjWp909Agb3smDUS/o1vQwL1mF8dO1gWxYlvBf2APfBHGjTuHUaGsDsqXKysrf1D04YcIELr30UtasWUNeXh7p6encdddddOvWjbVr1/L6669z4MABFEXhzDPP5M477yQ6OhqAGTNmkJmZicPhYP369UyYMIHo6GjeffddLr/8chYtWoSmaQwfPpxp06YFk5xnnnmGtWvXUlNTQ3x8PJMmTWLYsGEArF+/nvvvv58//vGP5OTkUFlZydKlS6mqquKVV15h9erVAAwYMIDbb7+diIiIYD0adw86HA4mTpzIggULiI+PZ82aNcydO5eCggIMBgNdunTh2Wef/S2H7rSRm5tLVlZWqMM4YRbvUrjxv5bg9EeXuxmSqjVZZ3m+wtjPLY3mHPqLfQrUJzuNTV69krcX/hMAVZIY+PtZrOmQecSm/fP3MnD/Ll4+b1hw3qfznqRv4T563/Msm57/Cwm1zkA5NAw6XJFxBnGuKirlaLo43OTZYhlzw9U8t/ITJmxbB0CFMYzPU89BBxS/zrozOoNRote2PQBkOnczoHIdNn/dkVXilB29Zp3o/bufmYj3luEAGD5Zg33yS0fdl9o5AWV3cYvK1YHaL/+E5YH3MKzdc/T1LEacq55C7xALgPJzHvYRs5D0pqfz2vfvwX9x7xbt+3Bt7Xt/vNp7/Y/XhqgPmkz3qRwTokhOjBPSpLJ06VKeeOIJOnXqxAcffMD//d//MX/+fIxGI7///e/JysqiqqqKxx57jH/+85889NBDwW0///xzHnvsMR577DE8Hg9ff/01RUVFFBcX884771BWVsYDDzxAREQEEydOBKBnz57ceuuthIWFsXLlSmbPnk1mZiYZGRlA4DlQP/30E3PmzAkmVE899RSKovDmm28Gp59++mlmzZrVojrOnj2bm266iREjRuDz+di6deuJOHQt4nA4cDqdp2x/zcnNzQ3p/k+k7/ckAUnB6W93lpHiKm26Tn48kNpoTmh/FfUu3Bd8r+g6PR35zSZH61M64DmspVRCx2m2klFZHkyMABQ0ZAKtZhft3co/zhmKtdZLaqmPLq4y5n28jP6VecH1o301GDU/qi7jN8iklpdRZ7MGl5dY4ppNjAIxhNaJ3r/zp23sv6gjAEk/bKLxdXtH7Otgy2+WKQEl36wnbU/RL69X56Pgu3XU9A/EEPvNBsL0I3/nln+3kaIM6xHzW6otfe9/jbZS/1OR5LW1lqMTkhxddtllZGdnAzB+/Hg+/vhjfvzxx2BrDkBMTAzjxo3jueeea7Lt4MGDOfPMMwGwWAK/1GVZ5tZbb8VsNpOSksK4ceNYuHBhMDm6/PLLg9sPHTqU999/nw0bNgSTI4Bp06YRFhYGQGlpKatWrSInJ4fw8MAYiunTpzN16lTKysqIjY09Zh0NBgMFBQVUVFQQExND3759j/cw/WpJSUkkJSUde8WTpK39gropVmJhoU61VyLeqjN5QAzp4dFN1pmSKPFGvk6VN/CFl9Abffkbtw2chDYR6cjyPuh9Dnd8/wVWvw9HWCTLs5tvDRizcTXR7lo2J6cBoGgqL553GYvefp5z9m1nZ1wC2aXFwToFd4nKJbmbOHP6w3Q4t4o+Dger0lL5x/JFjNy5CYByYwQWt4pfBkXRkVSNpIMlwTLSaw/gNNkJ89YecURO5FHSJZBa2N59aL/N7T+4TJaQND3QvQdIakMrokZD61pwfYsR2+9GBL8T8k3h6G//FOjKA3SDjOTXgtv4x56D/M63gW0VGTQNST9KTOEWYicOR61UMb74eZP9Nn6v9uhA8qgLwGYOxDwxHu2175ALK4PraDFhRE25hIhOCS07WIdpa9/749Xe69/enZDkKDExMfhekiQSEhIoKSlh586dvP766+zatQuPx4Ou67jd7qNue0hUVFQwUYJAclBaGvhlr2kaOTk5fP3111RUVABQV1dHVVVVcH1ZlklIaDghlJQETuDJycnBeSkpKcFlLUmOHn/8cd577z1+97vfERkZyZVXXsm11157zO2E1ueMGJ0fx7jZXCZzZrxKfDM/rDMidFZf52L+qlLSkhM5N1ll/g4jtT64pIOfnO2B91PP8LFktwFNhys6qmiSxP5qiZUHZTaWy1gUnTqfhCxDWpgGSCiShkeVcLhkKurA1+RPX4CiqnRzHKTWbGFvXCI/dexC7xnP0MuRz/fp2RRZ7Zjq3OiyTHStk9LwSNLLSjF43Czv3JXswnz6HcinR2EB2aVFrOjUl6TyCtYlJtOhoghZBSN68ASgofDqgCH4rWb2JMWyJz4GdJ1X+w2ne54Ts+anwhdFSpmT/PgodFmiLCISj9lEamUhPUpzifWXYvC60ADMCsgKRNrwnZuN58/XYrv9NaTdxajd05AsBrTYcORaD1qEFcxGtEgbhi35UFABkTa09LjAWCSzCWX9XjAb8F5/LmrfTih7ilHW7gG/ii5JSC4vap905MIK1O4dkIuqQJbQkiIxbNiP54p+GLbkI+8pRkuOhpgwtPgI5Mpa1PQ4lPwytPQ4dLMR45cb0N1etO5p7DJ76PrpDiRHFZ5bL0ZxulGzktAzGs4vWpcknGuexvDFenS7Bf+F3TH+6zvk/WX4br4IrWsKvuvOxbB6F96x54CqYfrwJ3znZKMcKEMqrgoci/JafNefix4bjufxcfjP74ZhSz7ewWdgWroWPTYMtW8GkseP/5ysYGIEoCdFUfPtYyhrdgfKKnOi9slAT4w8wd8eQWheW7h8v7ETkhwVFTU0Aeu6TnFxMfHx8TzxxBMMHjyYhx9+GLvdzg8//NCkSw0CiczhKisrqaurCyZIDoeDuLg4AP773//y2WefMXv2bDp27Igsy0yfPh39sCZlqdGv7/j4+GA5qamBrpKCgoImy2w2G3V1DV0CZWVlTcrLzMzkz3/+M7qus2nTJmbOnEnnzp2DrV7C6SXFrpNib34g9iHxVhiZXEFWVuD/3oP9fcFlg1O9wfeXdvQdse1dJ6Rh8dAf4EM/KKLqXwCHLl7QACvgBSKAsxptHwP0CU4NOrSlq45vRr2HvaSM9Mpq4mpcaGoEXUvrv8cmBTQdqc7P8l4ZPOK6jPs++QFdgvyEGMqj7GTkFhOfUM3epHimPNsJe+8roT4KL81zffZ/x6zxkUeyef5uqfgvO/p3r/Enq14cOAb+M1KPWO9QG5G/a0pwnndaQ4u3LzcXz1MTG/Z7lP3piZH4bhjSsN2dlzaNZ/AZqIPPCE577h3ZZP/N1mFEH9QRgdg9A47sQj0ihthw/Jf0OWa5giAc2wm5Oclnn33Gzp078fv9LFy4kLq6OgYOHEhtbS12ux2bzUZRURELFixoUXmapjFv3jw8Hg8FBQW8//77jBgxAgCXy4WiKERGRqLrOp999hm7du36xfLi4uIYMGAAc+bMoaamBqfTyZw5czj77LODrUZZWVmsWLECt9tNZWVlk/ss+Xw+vvjiC6qqqpAkifDwcGRZbjaxE4RWz2bhgv/cRL8N9xO373H+cfFI3jizH9mFVQzdtgW7243Z5UWXZZAkvuzVifeuOp9/XX0B35zfi10dk9nVMYYkZzXnbduGvXdMqGskCEKItbUHz56QlqMrr7ySf/7zn+Tl5dGhQwdmzZpFWFgYM2bMYM6cObzzzjukp6czfPhwNm/efMzyEhMTiYuLY+LEiWiaxrBhwxg3bhwAl1xyCevWreOGG27AbDZz8cUX06tXr2OW+eCDD/Lyyy8zZcoUoOFqtUNuuukmZs+ezdixY0lISGDcuHGsWrUquPzrr79mzpw5eL1eoqOjmTJlCn369DliP4JwurlrwYUAqHkl9JuxlTJTOLuiYwIDu/0aV6zNI3tfCXldUjD7vOSG2bBF20lxlGK8tHNogxcEQTgJfvOl/ELb154HJra7uus6H132b95I7cuGjpkYdPj9V2vps79h4PVHA7oy/vv1OEdlMHzOgBAGe/K1u8+/kfZcdxD1P15rohY1me5fOTpEkZwY4u6IgiA0kCSu+nwcdQsXkrTEw2VbHUg6qDIoGngNMqNWb6U6wo5BE93KgiC0TeLsJghCswbtLQJJQpclnOFGnHYFWdeIdrsoSTeh5teEOkRBEFoJMeZIEIR2wRrlJqICqi1WJHQ6O/OJra3GYK0lY8cWDl47KtQhCoIgnBSi5UgQhObd4CLGXUn34gI6VZVSE2dhX0Y8Fq2GHYYssv7YI9QRCoIgnBSi5UgQhObJEvb/DGLNqrWs/HwQYZpGUkUZB/RUssYlY0qyhTpCQRBaibbQldaYSI4EQfhFkgKvvJ1eP5URylAEQRBOCZEcCYIgCILwm7S1u7KLMUeCIAiCIAiNiJYjQRCOcN4f8jF7rEh8QfKAcBgX6ogEQWjNdLltjTkSLUeCIDSxOj2HvbYMdoSlsSOsA2nrVRyTPwt1WIIgCKeMSI4EQQj69vwl5CZH49PMqLKCX1ZwWGKI/mQduiaeNCQIQvN0qenrdCeSI0EQAFg2/FP2GOLwh8VTmh5BqtFBpv8A3Wv2UWUMx/vJtlCHKAiCcEqIMUeC0M7NHrOOnoWFRNW6KE6MB6DGYMDq85LocgZW8kHJjStILu8ewkgFQWitxJgjQRDahDqXj6fGbiDVWUuZEd7v2QeAriV7uHbLcmLd5U3Wt+k+Xv7d6lCEKgiCcEqJliNBaKdm35yHGhbDp2kd+Sw5DqvfT/Y33zN890/I6OhAsZKMWdUAHZOu0WHtQXS9P5LUtn4lCoLw2+htrKmljVVHEIRjKavVGHdnMYrBQrnNSqXJyOD923ls5ft4DBXIBAZeS0CtFX5K7AS40JEZtDufLUnzQhq/IAjCydauWo6qq6t58skn2bZtGykpKcyZM4eff/6ZF198kYqKCqZMmcLYsWNDHaYgnHBen8Zdv99Il30HiPZ56J7YjXJbDLLPy5XbN3P//97BoAfucVtLDBY0vJKB7RGd8GtmykjBqHiQdA+xHonvOi8kZ8K5nDU6nc5ROsM6h7iCgiCElK60rdbkdpUcffLJJ7jdbhYvXoyiKAC89NJLjBkzhquuuirE0QnC8dm+8iDGNbvYmpROcUoSF3z8Jd8clPnWnMzAg3kY/SrvnHE22+I7EOHzMdjp49EfPmZPbDovpg8k2lvHHd+8Rafy/Cbl+jCQRzaqbiSh0Ieq+yghmhq7xO9uHMH4DT+yMzqJ1f5YVn1cSbXdSmJtFYqq0aWkkKlrv+H+S8azM7kDIIGugSSBpBNd68Tm91NqD8OjGElyVpDorGRvZCxmSSexuhJrXR2VVjsK0L3kAI6wSDpXltCrYC+rMrpyTmEeOjJ2n4fs8iIkTSWmzk0n2YXzyrPZ2b0rZ6SbCS8sRd5ZgFRbh54QiXfacOSdhUhuD+rZXQIxCYIgNKNdJUeFhYWkp6cHE6ND8zp3/vU/e/1+PwZDuzqMQivw9UMrGPnS28zpfSF3XjgIfYfMNUWpZLjLWdatD59m9EbSNVRZIUJVqbBY6VRVzor07izsOhCH1cxF+fv595lXYvHVccc3ORh0Db8kkx+RjLfKCoCsg4qMHwOWavjmH28SgQsrpUy8ZhKL+w0CWaLMHA5mhd3RiSzufQ4ggUECVQcPUN9VVxERRUWjpMQRE48jOpYrtqxhWa+zKI6KRVZVNFkGSWJbhwwe/XwhAw7u5uqp9+NXDHzQexARtbWsfun/6FJehFdW2B8VR0R5ERH/+IhEWWZpt35cvbXp4HHz7I+QazwAeCecj/vlm0/FRyUIwmmozf1Vr6qq4pVXXmH16sCJccCAAdx+++3Mnj2bVatWAbBixQqGDh3Kf//7XzRNY+bMmUiSxJw5c+jQoQPLli1j0aJFlJSUkJyczLRp0xgwYAAAOTk5bNy4kaysLJYvX05WVhZPP/10yOortE9dPliBDLzS60J0KTB0cHGXPpjru8Z0SUKXFFRFpsxoINbrY3unAfy1/zDU+uTEJ2XR0RdY/8lLfs/YdctYkTWECkskI77aSGDUEWg0JDMqBkDCTRw7OqSDqf6HhqKDqlNrtYJfA1MguUE77HGUqh5ImhqTZA5ExQUntUY/XgBsfi/v9rsAvxI4XemyTLfSQrqUFwFg0lS8jbYxaBrDczcdccwOJUYApve+xf38ZLCajnaIBUE4Dlobu5S/zSVHTz31FIqi8Oabbwann376aWbNmsXs2bNRFIX77rsPgHvvvZdhw4Yxe/ZsevXqBcCyZctYsGABjz76KJ06dWLVqlU88sgjzJ07l9TUVAA2btzIwIEDWbBgAaqqnvQ6ORwOnE7nSd/PL8nNzQ3p/kOpNda9OjGOHo58siuL2ByXBkCcqwa75qcwLCq4nl6f2PSscVFtUIKJEcAum42OVTUAFEYmsrDvaDTFgMHvoSO7KCIVq1xDjFZOAcnUEE4kNcGSi8MjGwKSpMDlHaoGjc+RssShVqOG6SPF1h79/3d8TTU9HY26/nSdYnsEHsWAWfUD4FGMTbYpCo8krLy4yTydhtA8iRHk5u9tUddaa/z8T5X2XHdoO/XPysoKdQin3M6dO1myZAnFxcU899xz7Ny5E6/XS8+ePVu0fZtKjkpLS1m1ahU5OTmEh4cDMH36dKZOnUpZWVmLyli0aBGTJ08mMzMTgIEDB9K3b19WrFjBpEmTAEhMTOS6664DwGg0HrWsEyUpKYmkpKSTvp+jyc3NbZdfLmi9da9amMq30//F4+uWIpkN7I2M5+GVS5A1nb/3G064z02vknze6DWYgxHR1MkyHd0eTJqGV5ZB16k0KKjoKDr4AbfJjCbBqO0/EEU5zjAr6TWB1pls8lhPD7wYUCQ/88/uQ6k9oiEgTQ8kRhpglEDXA9mIQQ78q2rIuo7FXweSRHpZMXujElB0jQ4VpVRabcTVVKFJMolV5WyLS8WCitnvY3H3Adz+45fc/NN/qLDYiXTXUmEJZ85Zw+hTtB90nbPz81CB6rAwVvboi5wRR8baH5EcVUg+P3q4Ffcj12JYvRvJ5cF73yiyspOPeZxb6+d/KrTnuoOo//FqTZfyL1myhPvuu4+RI0fywQcf8Nxzz1FbW8ujjz7KRx991KIy2lRyVFJSAkBycsNJLyUlpcmyY3E4HLzwwgu89NJLwXmqqhIfHx+cTkxMPBHhCsKvFplko9fiwJiZ14Nzfw/ABcHp/tzr9fHS4+t43x9PtWzl0tIyDLWlrIuOw6aqnJX7M/sSeoIkEV9TzNWb/ktqZSl7TZ0x6+5gSRKQSBl5sRFMGTuee39ayfU//8ze6DCKwiMptoVRYwsDg0ScWWNMporZqBMuq1iMMsM66hhl6BIDmsePbI4FDrW6xh5WuzjqByrV77kn0JNzjjgKDb8AffUvGbiofl4NR15k4Z80+JcPrCAIp71Zs2axePFievXqxaJFiwDo2bMnmzdvbnEZbSo5OpTAOByOYBdYQUFBk2XHkpCQwNSpUxkyZMhR15HlVpQiC8IvMRm58/F+3Nlo1v9N3cO43AP0cvnpVrSH/ISeoOtUWWJYHdcftXI35TY7mhJOQm05ChoVRCMhg8nHvPf/TcpX1zM5w37YzrzNBHBYtxogm9vUaUcQBFrX40NKSkqC3WeHblgrSdJx3by2Tf2Vj4uLY8CAAcyZM4eamhqcTidz5szh7LPPJjb28F+nzRszZgw5OTnk5eWh6zoej4dNmzaxf//+kxy9IJwas94axLR3h7EpMZNV6f1IqSokvM6JoqtcsWslu9Jj2BsfT8+KXZQRxy4yqSKKWErpVVhCwgejST0iMRIEQWgd+vbty4IFC5rM+/DDD+nfv3+Ly2hzP+EefPBBXn75ZaZMmQI0XK3WUldccQUGg4Fnn32WwsJCDAYDWVlZ3HrrrScrZEE45WKjjGSNT6XkjQo2pXbBbTLTsaqK+edcgbHKQ6+i3Xg0M34MxFJGODX4UThgTKDjmTGhDl8QhFZGbz0NR8yePZvRo0czf/58XC4Xo0ePJi8vj8WLF7e4DKmyslI/9mpCe9aeBya29bp/8MpeNvwIdUYTljoP0R4P6QUO+m/fi081cej6rniKyI+KJuE/15LUJSy0QZ9Cbf3z/yXtue4g6n+8VnRa1mT6oj1XhCiSAJfLxRdffEF+fj6pqamMGDGCsLCWn7vaXMuRIAgtN2Z6BqNvg8eeOEDSNwexaRLn5O5AVS00vib/jQHnYbJo/L4dJUaCILRcaxpzBGCz2bjmmmt+9fYiORKEdk6W4NE/p+FyJfPWNatwhEeSVObm0J2BdOCaTT+Rvve2EEcqCIJwbJdddtlRl3322WctKkMkR4IgAGCzKdz4Wg+euTeKcSt/JsxThwcju6KjcdotdLaK04UgCM3TWlHD0eTJk5tMFxcXM3/+/OD9CVtCnO0EQQiydghnTA8PK0u7YqlyE1HnQ5F9XLvp1zdPC4IgnEoTJkw4Yt6oUaO44447mDlzZovKEMmRIAhN9HikD5sXLER1KGR2z2ZbxbZQhyQIgvCbJCcns2XLlhavL5IjQRCOJIGSrGLtZIWKUAcjCEJr15oGZM+fP7/JtNvt5pNPPgk+QL4lRHIkCIIgCEKbsXDhwibTdrudgQMHHtc9D0VyJAjCURX85SDh2ywciCogbURKqMMRBKGVak03gVy6dOlvLkMkR4IgNEt7LoaLdi3HrPmpu34VW266lO7PnR/qsARBEI6wd+/eFq2XkZHRovVEciQIwhHcOQkMKd5CuRZLHRaitEpS3vyOojdWE7ftFpREW6hDFAShFdGP46GuJ8OZZ56JJEno+tEf+iFJEuXl5S0qTyRHgiA0kb/XjVuL4IfMfkSV1JGeX0o5MfRQt1KOkd3d3qNL+c3H9YRrQRCEk6mi4sReOSKf0NIEQTitOav8vD1jM1WxUexLTWZD307syYjHhgsvJhIoodoUzraUt3E88kOowxUEoZXQpKav051oORKEdm57kZ9rXlaRNJ3rC3bRo6qUHfa44HJftEznvfnoQA3R9PAcwIuJ6lc2UpURTuSNPUMXvCAIwmH8fj+vvfYa3333HWVlZU262lr6+BDRciQI7ZSmwy23b2ba32qJ8aq4DQbWhydyMCoZDp1MdJ0ejt2B9VEw4ceMBysuzLof8z2LQ1gDQRBaC12WmrxC6cEHH+Stt97i3HPPZcOGDYwaNYrS0lIGDx7c4jJEciQI7VB5qYez/lzG4sy+bI+LpTLMTM9aNxkejWpbJBafj5jiMs7YtJtSbyR7rYlAwwlPQcXmc6NhoSTqb6GriCAIwmGWLl3K+++/z/Tp01EUhenTp/Puu+/yzTfftLiM35wclZSUMGzYMBwOx28t6qRo7fEJwqmUl1/HBfc7yH4njN1RiWg+DZ+qU4CBPbIBjyThMpmw1rhILK7EVuej1mBle0RHao0NvfASKhGUIiFjBQ5EzaG203O/eKWIIAhtly41fYWSy+UiLS0NAKvVisvlIjs7m02bNrW4DDHm6Dg5HA4mTpzIggULiI+PD3U4Qjum67CtRGPTLhff7NKpcXIZiQAAIABJREFUKPFiLK9mnTGGSksYuteHZjLgtVhIq6jFbTBSZgvD2zEKg6YSX+1G0cGjyJRbjBwwm6hyFvGXFZ+ysmM/ZK2hay3c7WWHJZ2zfesx4kPGSzVpGPFjBMySkaKKeKzRr5JIIR5MSJkxyOenoV+UhemqruLqNkEQTomuXbuydu1a+vfvT9++fXn66acJDw8nOTm5xWWI5EgQTgLzMx9jeucb1DNScb06DctTSzC9/l/wa2hpsXy86Cke2BBBpQc0n4a3xkeEqxZfuJUixQZ1fjAroAM+LVCoBOgSkq4xde3X5Mcm8FWXXphUEytefZzS8EhuueZ3OMKjAuv7VTDKoMjstppB08Clgk/DXutFqc99zKqG2a/isRtZesHZLDv/LJ7/4BNsqhFznZ/o2jqia+sA2EFPurMGD9E07maTdAkfJqIoxU45YUDlLgn/LjeGnK24kTFTTRVJ6EjEUIwJHy5sVBKDxeDF/tFoDE8sh0In+ozz0W/of6o+LkEQ2pCnn34aWQ50jM2aNYsZM2ZQU1PD3//+9xaXcdzJUXl5OX/961/ZuHEjUVFRjBs3rsnyZcuWsWjRIkpKSkhOTmbatGnBh73l5OSwadMmOnfuzJdffonZbObqq6/m+uuvD26/Z88e5syZQ25uLmazmWHDhjF16lQMBkOw1eaBBx7gvffeo6SkhO7duzNz5kxiY2NbFF9LY+zWrVtwVPvIkSOZOnUqALfccgtAcHr8+PFMnjz5eA+j0IYpP+dhmRUYqCzvL8V2+2sYP10fXC4fKOPGryxUGQ71astgMVBttIBGIOewGkCSwO0PJEgQ+FcCXZJ5c8BQqN/eYzDxcY9+PHfhKPwoDYHIgcSoQUMyo0oSXpOCK8yEwaehaoCioLv86BYDf7/wfF6d+zFuyYbF429Swn56IqMRTUV9iTq12DDjIoOdwb3YqaCKFPwYMeDFQwwKHuqIoIIEkjlAGLW4CcPlt2Mc+wFGV1Vg47uXog/rAqmRv+GTEAThVAn1TSAb69evX/B9ZmYmH3300XGXcdzJ0axZs7DZbLz33nt4vV7+8pe/BJctW7aMBQsW8Oijj9KpUydWrVrFI488wty5c0lNTQVg48aN9O/fn/fff589e/bw4IMPkpCQwLBhw6ioqOCee+7h5ptv5oknnqCyspKHH34Yk8nEDTfcENzPihUr+Pvf/47BYAiOSr/33nuPGd/xxDhkyBD+/e9/s2PHDu6++24GDBhAz549mTt3LhMnTuStt946Zd1qDocDp9N5SvZ1NLm5uSHdfygdb90jdu4hu9G0u6gCY6NpHXDJzXz1mju3HD6ER9cDSdNhnGYrfkUBf6Plqha44UgzV47U2IzU2I0N69b5Ay1UVgPIEqXh4exMSCat3Em11YLVWQOAGT8goaFQQTQxlBG4js2Pjt6kCjJao4oFlhgIJFpao+GOUv16mk9tmKfp7N2Wh88V0cxBObXE//32q63UPysrK9QhnFLnnXce48aNY/To0cGxR8fruJKjkpIS1q1bx/z58wkLCwNg8uTJzJw5E4BFixYxefJkMjMzARg4cCB9+/ZlxYoVTJo0CYDY2FjGjx+PJElkZ2dzxRVX8MUXXzBs2DCWL19OZmYmI0eOBCA+Pp7rr7+eefPmNUmObrjhBiIjA78ohw4dGmzhOVZ8LY0xLS0tGEP37t3p0qULO3bsoGfP0NzPJSkpiaSkpJDsGwIniPb25TrkV9U9MxPf8lyMH61G6xCL9PIt+O/JwfD9TgAki5GnzqjkjzsCrZ0aEpKmg09DVkBFBo8KJgWMEvjqMySFQLKj69y45mvcVguLepxNx8oSHv9yIes6dOL71Gzw+ANJlMfPBXt3cX5BHmtTM1ifkkGNbMatKWCS0RonWYocSMTqE6laq4nvzujAuO+2UmcysLFbGposc3ZeLgZvYBMVGQexROImklpsVFFLBHaq0ZCpIRrQkVFRMWDCSTmJgE4UZQDUYcZFGBZqMf11OPojXyCVu9Gmn0PG8NB3q4n/++2z7iDqf7xa040fH3jgAT788ENmz55Nnz59GDt2LFdffTXR0dEtLuO4kqPS0lIAEhMTg/MaD3ByOBy88MILvPTSS8F5qqo2aWFJSEhoMjAzMTExeHldYWEhW7ZsYdSoUU32q6pqk+lDXWgAFosFl8vVovhaGmPj8g/tw+12IwgtIsu4cu4ApxvCLCBJ1H76YGDa44PYcH4nSUw614UsBfIgs6SjqhpGk0JFHfi1QMNPjN/NHtVMgk1iXwVUufxElVYinZXJTyUSptUbidpbyLz+F9J17x72GyPpUupga0IqNbYw0HV65u+hR/5eXizYTZktjMnX3cG+6MRguw5Q38rUtJkqpTzQWlmUEk1VXDgAP1s6c+7aXCQk/ChUEY4RHTt1OImhkgRM1GLCiRsTBrxIRg3l+u7o6VFEZ8ah9EsDvx9PpAUMCnFF1ShdA99ZbULvQCuW3XQqPilBENqgkSNHMnLkSJxOJ5988gkffvghf/rTnxg8eDALFixoURnHlRzFxQXumltUVERKSgpAk0vkExISmDp1KkOGDDlqGcXFxei6HkyQioqKgolJYmIi/fr1Y9asWccTVovja2mMv0RccSO0WLj1yOlG8yz13z6TAiCBMTBeKL7JM12t9Kh/F28HMEJ24PvSD+CqeOCMw3Z8qCtKBzLrX4Cq8tIzeVT6LSgS+A510Wk6cbVezs7fh1mrwWm3cun2TYxZtZafE/tSHWNH0gKDoaptYcj4ASNGNGKore8W0zFSRXj+/SjhZgDMLThEEqBENTpOiiwSI0E4DbWmMUeHhIeHM3bsWCIjI/F6vSxfvrzF2x7XfY7i4+Pp06cPc+fOpba2lvLycubPnx9cPmbMGHJycsjLy0PXdTweD5s2bWL//v3BdcrKyli4cCF+v5/c3FyWLVvGJZdcAsAll1zCjh07+Oyzz/B6vWiaRkFBAT///PMJia+lMf6SqKgoZFnmwIEDLVpfEFoNReGxB7uS92crD5/tIaW0huSyGjo5qrHXeCgMi+Xe77/gy9ee5PKtm1mX3hNnmJ1zN23kwv9tYcg3Wxi0bQNGGgZoy+iEUYV57lDslQ8FEyNBEIRQ0XWdlStXcuedd5KVlcXTTz/NxRdfzIYNG1pcxnEPyP7Tn/7E888/z/XXXx+8GuzQjZWuuOIKDAYDzz77LIWFhRgMBrKysrj11luD2/fq1Yvy8nLGjBmDyWRi9OjRDBs2DICYmBief/55XnvtNV5//XW8Xi+JiYlceeWVJyS+lsb4S8xmM1OnTuXJJ5/E6/Uybtw4Jk6c2OL4BKE1uH2gxJS+0OEZnXiPSgefj0KziVcGjCTeWc3yTkORdEjfX4ZebQbdj6LrmMpk4thPIVmAjEmuxVb+QKirIwhCiIX6xo+NdevWDbvdzujRo/niiy/o2rXrcZchVVZWnrJb2ubk5LB582aeffbZU7VL4QRozwMT20Pdc1bU8O38A5Sb7fQuKuKM0grcpgiSCitJO1gZXE9GQ0EljnxiqKHKFIn3mp7Ev3p5CKM/udrD53807bnuIOp/vJb0bdpldfX6i0MUCaxZs4b+/X/bBR3iJpCC0M5NuSiMKRd1A6BiVwTfXPUTpWkKBn+TIdvoQA1WzERRbY3HkCyT1oYTI0EQWk5rRWOOfmtiBCI5EgShkejMSGJvysD/7l5Meg1+RcKg6qhIeOuHWNeZjWRvm4AUZTtGaYIgCKenU5ocTZky5VTuThCEX+G8Gdks/ngXMaUV1ESF48dAmLeWKLdKlL+K8P+IxEgQhKZa05ijE+G4rlYTBKF98E6vZkPCGRTYE9D9BswuiYMXdCSucgbmXqG7IakgCMKpIJIjQRCad1cBnkgzB5JiKP5dH4YsHh7qiARBEFpkxYoV3HnnncHnq65bt46VK1e2eHuRHAmC0CzFCP3fSESa4WDw7L6hDkcQhFZMl6Qmr1B69dVXmTFjBpmZmfzwww9A4EkXTz75ZIvLEMmRIAiCIAhtxiuvvMKSJUu45557gk+1yM7OPq4HCYur1QRBEARB+E1C3VrUWE1NDWlpaUDDI798Ph8mU8sfTSRajgRBaF4NlFy4iU73Gvi680esfGjTsbcRBEEIsXPPPZe//e1vTea9+uqrXHDBBS0uQ7QcCYLQrOSHDBi9Oms7J1Fmt7B1l42/PVHBkoeiQx2aIAitTGu6lP+ZZ55h/Pjx5OTkUFNTw4ABAwgLC2PhwoUtLkMkR4IgHEGq0UAxMm9ED3JTYol3uuldVI5/zUEu/YOfpc/FYjCJhmdBEFqfhIQEVqxYwdq1a8nPzyc1NZX+/fsjyy0/Z4mzmyAIR/qPgQMJYcz86luyHWV01sATF40nJpoh+wu5emZFqCMUBKEV0WWpyStUVFUlJSUFr9dL//79ufrqqznrrLOOKzECkRwJgtAMeZONfo4C0HQKEuMx6oHnUxskCUk2EOXVjlGCIAjCqacoCpmZmZSXl/+mckS3miAIR4hy6+CWqcOCrbya5UkxdK1xoxsMeCPD8KPzt5dLuef2uFCHKghCK9Carla77rrrGDduHLfddhupqalNlg0ZMqRFZYjkSBDaO11H3VPKgcsXUem0sCc2nvSaOnRdYt65vfgiqwMAUTpE+1UkwKjDim0wsdpPQoQ4jQiC0Hq8/vrrADz99NNN5kuSxIYNG1pURqs6q23atIm7776br776CoAZM2bQr18/Jk2adML39e6777J169bjumOmILQlurMO/8C/UufwohJFmG7EprtJq91LFTZA4WBcWPPbShIFcVHc9oiTuQ+HExfdqk4lgiCcYqEcZ3S4jRs3/uYy2u0ZbeLEiaEOQRBOLk2DrQewn/84MiqgExg5ZETFjI6Rj3qcyZZOGdz63Wpk/BipA3RqsaKjMXJLHiuy0vErMqV+leQ6L7UWIz90iMVpNZKXFEG/N+tA0/lqqkZWXOs5QQqCIPxa7TY5EoRWx69iylmJVO1GlyVM732PlhRN3RNjsV8yC8ntQQcOpR+H3utI9fP0+iUygURIR0IB1Po1ZSTAhxkfYcj4uGDrAS7SCwAwICHjx40JLwY8GOm/q4R/vfkJ22PiOXN/MUgS7w3tibNrcmBXElTbzEg+jbNe84FBAlkCSQKzARTpsMs+dBQg2qJjVSSGpvkJN8HyfIUukTrXdPazq1rmio5+esbqCIIgHK8ePXoE74x9uM2bN7eojJOeHH344Yd88sknlJaWEh4ezrBhw7jxxhtRFIUDBw7w17/+lZ07d5KcnMyll156xPZOp5NHH32U1atXExUVxfTp0znvvPOCy7/99lveeecdCgoKiI2NZeLEiQwfHnh6uMPh4G9/+xvbtm1DkiSSkpJ46KGH6NChAzk5OWzevJlnn32WJUuW8OmnnzJ37txguYWFhdxwww3Mnz+fpKQkioqKeOWVV9i8eTOSJDFo0CBuu+02bDbbyT6EQjthvXc+ppymT41WdhzEcMEWpPrEp/HXPZAYBf6VaJxIaI3WUevfBVqNVGy4SAQkNCTMesP6OhIaCj6seDAG95Zc7iauvIC1mUk8PvEC3GZjkxi7VNRwwf5SiswmlidE44u2NeRph/Ky4IkqEFFpXWAqZ0fD7fx3VMKyfYFT0gsbjHx3rZuMCJEgCcJpoRUNyH711VebTBcVFTFnzhxGjx7d4jJOenIUHx/PU089RVJSEnl5eTzwwAMkJiZy+eWX86c//Yl+/frx1FNPUVJSwkMPPXTE9l9++SVPPPEEDz/8MIsWLWL27Nn8+9//xmKxsHr1ap577jkee+wxevbsyc6dO5k5cyYJCQn07t2b119/nYSEBB7/f/buO86K6nz8+Gdmbt27vd7dBXZhWXoHBVEBKWoEjUiEGIjt+9WYSCzYxUIMGnv5/mInGkUQFTCJDcUuiooigtSll+293Tozvz/uctmFBRcD3C3P+/W67J1yzzxnbuGZM2fO/PWvaJrGzp07iY4+tA/FuHHjeOaZZ9i6dSvdu3cH4P3332fgwIG43W78fj833ngjY8eO5bbbbsPv93Pffffx5JNPctNNNx3vXUhhYSE1NTXHfTtHcjQ37GtvTlTd+33S/O05miY+B9vfMtTc6w5mouNoVKJyyPo6KjYC2PDjxw6A127l0345FCQ6ePr5dzEUhWfOGspXPTuT6PGTW1qHgkKm10+f6np+jHc2Lds8ZFM/qy6osGxdEeNSq47uhceBfPY7rvZS/9zc3EiHcEKddtppzc6bMmUKf/zjH1tUxnFPjkaNGhV+npuby4QJE/jhhx/o2rUrRUVF/OEPf8But9OpUycuvPBCHn300SavHzNmDH379gVg4sSJPP300+zbt4+cnByWLl3KBRdcwIABAwDo1asX48eP54MPPmDAgAFYLBbKy8spKCggKyuLnJycZmOMiYnh1FNPZdmyZcycORPTNPnggw+4/PLLAVi5ciWmaXLZZZcBYLfbueyyy7jmmmuYNWsWmqYd8/3WmNvtxu12H9dtHEleXl6H+3LtdyLrrvxqCDz7IcBBp8+UIyRIBqGvcbBF27Dgb2i70Rrakg5kLaGSTCz46UwRG6zZ+DUrhe44bJYgZ2zYhWqCapr8/rN1WGxOHLoBioLHohEdCKLuP63WeBikX3BAGWczmTQwjU7RqUf/4mNIPvsds+4g9T9aralDdnPsdju7d+9u8frHPTn6+OOPWbx4Mfn5+RiGQSAQoHfv3pSUlBAfH4/D4Qiv21wCkJSUFH7udDoBqK+vB0ItKj/++COLFy8Or2MYBv379wfgD3/4A6+88gp33HEHXq+XUaNG8b//+7/hcho766yzuP/++7nqqqtYu3YttbW14ZvUFRYWUlxczHnnnXfI68rLy0lJSfklu0aIJrx/uwh9WDeUKg96fBT2Fz7DSE/Ad+cFRE36G+reCmiUJIVOq5mAgYnW6BTaASaWhtwk2NDryIuLUoLYAZMgdqptUdzyq/N56N/vYWnIajRM0EyCqoah6KRU1x5ySs+hH8iAVMOg0mrhpwQXVHlA08CugU1rSI4OrBulQbrLxKnB5JwAmqLw/m4LfRINzs0OsrFS5czOOp2i5ZSaEOLoHXwVusfjYfny5eEuNy1xXJOj4uJi/va3vzFnzhxOPvlkrFYrzzzzDFu2bCE5OZnKykq8Xm84QSosLDyq8tPS0jjrrLOYNm1as8vj4+OZOXMmM2fOJD8/n7vuuotFixaFW4AaGzp0KFarlZUrV7JixQrOOOMM7HZ7eDudOnXihRdeOMo9IMRRUFUCF54Snqz/zYjw87qfHvllZQZ1ogbcjJZfgY6KgoUgGkE0Aqi48JDi9zBu51q8io1oM9QZqN5iw6fYMIGATaM2Lpr62BhSiiowUShJjaN7USllLic74qLZkRHNv6918Hz0/iQoSEtbswCuG3Rg3TGdZPRtIdqa1jQI5L59+5pMu1wurr766sPmCs05rsmRx+PBMAzi4+OxWCxs2LCB5cuXk5WVRZ8+fUhNTeX555/nyiuvpKysrEkLUEtMmTKFBx98kN69e9O3b18Mw2DHjh2YpknPnj355JNP6NWrF263G5fLhcViOewpME3TmDBhAm+++SabN2/mkUcO/Gc0YsQIXnjhBRYsWMDkyZNxOp2UlpayefPmZs9tCtFqWDTqNzSfWKlA/cXz8f1nGxf+uBYdhXLSMVH5KaULSjUoJjjqg1QlqXgdNvZ0C7Xu/ie7E14Fam0WPpsTRbS99fwwCiE6trvvvpu0tLRD5hcVFTU7vznHNTnKysrikksu4c477yQYDDJw4EDGjh3Ltm3b0DSNuXPn8thjjzFlyhTS09OZNGkSTz31VIvLHzZsGLNmzeK5555jz549KIpCdnY2l156KQBbt27lueeeo7q6GqfTySmnnMLUqVMPW97ZZ5/Nq6++SnZ2Nr169QrPdzgcPPzww8ybN49LL70Uj8dDUlISY8aMkeRItGnKy7/HQaiNp/y8hVSsLCImoBBXVc7mjCyctQHe6NudDZ2TGVRVzdDSSioddra7HHSr8/Gf2Q5JjIQQmErruVXrsGHD2LNnzyHzhw8fzs6dO1tUhlJZWSkn9sURdeSOiR217isy3+DOaeNJqqnjw5wu4flOTJIDQXqWVvKny6IZO8gewSiPv476/kPHrjtI/Y/WK6O/ajI947OREYoEOnXqxN69e5vMq66uZtCgQWzfvr1FZcggkEKIQ+xL0yh1ONgaH9tkvseiUQ0kejyMHZTU/IuFEB1Oa7habf/gjx6Ph379+jVZVl5ezpQpU1pcliRHQohDlJ7j4K9vfsGrI3rzWXYmXqslfEl+96o6srQKoFNEYxRCiMaeffZZTNNk6tSpPPPMM+H5iqKQmpp6VC2BkhwJIQ6R1LuGvO+6c9F3Gxm3Yy8VDjs+q0bA4UBX/cx+tX+kQxRCtCKt4Wq1/X2At23b9l/fvUKSIyHEIRQLFCTEklVSid0XxB3UKXM50cbFce01kRuQVAghfk5UVBRr165l5cqVlJWVYZoHulbPnj27RWVIciSEaNbJ56zmY/vJpFXVUhgXzfRf2Rk1TRIjIUTr9s9//pPbb7+dM844gw8//JDx48fzySefcM4557S4DEmOhBDNUmxww+wgq1dv4C9HMXiaEKIDivxZtbAnnniCxYsXM3LkSLKysliwYAHLly9nyZIlLS6j9QxMIIQQQgjxXyotLWXkyNBQAqqqYhgGEyZMYNmyZS0uQ1qOhBBCCPFfaQ0dsvfLyMhg165dZGVl0b17d9555x2SkpKw2WwtLkOSIyHEYZXduQnX5liWPPoR8cF6xn1/bqRDEkKII7rmmmvYsmULWVlZ3HzzzVxyySX4/X4eeOCBFpchyZEQ4lAmpN2qsTc7joqMGHQTKmscLB32Phd8d1akoxNCtDKtYRDI/aZPnx5+PmHCBHbu3Inf7yc6OrrFZUifIyHEITrd6mOAfyfDtmwkubAaNajwbVYnZp85ioULyiIdnhBCHFF5eTmLFi3iiSeewGazUVNTw759+1r8ekmOhBCHSAtW8m7P7qxLyWXV0B7szE4jyWnFtFl58XuN19+sjnSIQohWxFSUJo9IWrFiBcOGDeONN97goYceAkIDQ86aNavFZUhyJIRoYk3/+Vzy24u597SJFCc2ureaopDgDxKwWnn7/brIBSiEEEdw22238eKLL7JkyRI0TQNg2LBhrF69usVlSHIkhAjzrNjOv/sNI9oT5JYPvqRHwT60oA6AYZiYpomhqJh2J39fIq1HQoiQ1tRytHv3bkaPHg2E7qsGYLPZCAaDLS5DkiMhBADqf35AnfQCmbXlPPivD5mweQfdCssZtXpDwwoKAVWl0mphR5Sdrz8NRDZgIYRoRq9evfjoo4+azPv000/p06dPi8uQq9WEEOgBnYqL36FE60r/L4tINjzhZZmlFUDoSEppuEVRQFGI9UtyJIQIiXRrUWNz585l2rRpnHnmmXi9Xq677jqWLVvGwoULW1xGu2k5KikpYdy4cRQWFkY6FCHaFt3gux7/pNTuplRJxmkG8aOFF2/u4kYxTJL2lOM3TPItFnbZbKxNiGXapTvxBMwjFC6EECfWSSedxJdffknv3r2ZMWMGWVlZfPTRRwwZMqTFZUjLkRAHWV+uYFPBqcGHhTFsUFVy4gyW7VaItyvE2qCgDjaUKnSOgUv6GFhUk/d3KSTYoXeiSYVP4ckfVXbXqVzeW0fXYWMVpNlNNlSoxFphfYVCQZ2CrkOCw6TWr1ARUIjXTKLsUFoP5bqGBQO/roJiopgmiqIQo5rYrSaeANQEVTS/H6ceIGjR8FpsJNdUUOOIxmd3MHLbejpVV1IUFY3HYqfYFUd2eSl9ygu4/tPlJHu8nGKabI3tTq+qbdSYcdTgol4xKXM56LShgsyN32Ki8O9enYk2DfY6bKyPcrK7d1e6Pa4S7QtQZ9HQAgF0i4V6hxWLauLUTFQTBroNchLAZoVMl8KoLgZdYqCwDtJdUK+DOwq0dnO4JoQ40YqKikhLSwMgPT2da6+99heXJcmREI2c/R8HXxdpgEnoToo5sIlG04d6eO3Bc5que82KZl5kmtCoGTrff2BRtQ74D6zjRwMtNG0qYBpQZQIBJbQOoNud1OIEQDN1ymOSMVSVaJ+H1157ijq7nREz72XKum/4fy/eh9dq444JF5HkM6m1x7A9IYUeRcVUWuNJC+RT4OiHX7OiKwqGGiBb2YErqorHvijj+RHnMqDOw3uJcVisCtUOKx6LBoYJFkuo6haNoKpQY5qgG3xeaOXzxo26Kxv+Kg0PAwalGrw12U9My0f4F0K0Eq3htNqwYcPYs2dPeHrGjBm88sorv6isNpsclZeX8+ijj7J27Vri4+OZ1uiu4atXr+Yf//gHe/fuRdM0Bg8ezMyZM0lISABg1qxZdO/encLCQlavXk18fDyzZs3CNE2eeuopiouLGTx4MLfeeitRUVEAjBs3jj/96U+8//775Ofn06NHD2644QYyMzMjUn9x7G2vUhoSIzg0ETqaL34L1m3JD8nB6ygHkqHwMkU50BGoga5o4RBq7U4W9x+B12al1u7gqTfnYdN1nMEAf12+CFcgihdOHsH1Xy4HIIUyvo4ZjN+0AqCZJlHOSnLrtkMNZNSUkR+dyL8GjGZInQfdp/K5wwZ6oxhMQG0Un6YeKbcMLVBM1hSrvJmncXFf/ef3jRBCHMQ0m/4WrljR3JFpy7TZ5Oi+++4jKiqKhQsX4vf7+ctf/hJeZrVa+fOf/0xubi5VVVXcc889PPnkk9xxxx3hdT788EPuvfde7r77bl588UXuv/9++vXrx2OPPQbAtddey5tvvtlkGPK3336buXPnkpyczLPPPssdd9zBvHnzwuMoHC+FhYXU1NQc1238nLy8vIhu/0Qo81uAvhwrWCLdAAAgAElEQVRdIhQhB7U8HUlOeSGgYKIQVDVseij5qLfaifZArN/baG0FmxcSgvUENI1au428zDhO3XJgjT02hT0qJAMe8zD9jRrHZx4xM2rCW5FPXl7rGiKgI3z2D6cj1x3aT/1zc3OP+zZaQ8uRcgxjaJPJUUlJCT/88APz588P3yvl97//PbfccgsA/fv3D6+bmJjItGnTePjhh5uUMXr0aHr37g3A+PHjefXVV5k6dSqxsaFB70aMGMHmzZubvObCCy8MtxRdeeWVnH/++WzatIm+ffsen4o2cLvduN3u47qNI8nLyzshX65IywX+qvu5/3sbQTN0FOI3fv7LphC6suGo2jt+aR9mo/HrzdDf/WUpJiomo7ZvZFdsEjuS3Tj9PrYnpjGgYBcPvj2fJ0eeycXff06Nzcktv5pOcr0fix7Ep1qwGgYFdCYYcKJhogWD2Cwe3s4eSk7dTk7ft52t8ck8OXgU+2ISGFNRQ6VVCyVBKqHTag37g6CBqamheYYJFuWghM4k3g4+Q8FlNUiwm5yXY3DlKWlA2i/cOcdeR/nsN6cj1x2k/m1RMBjk888/D7cg6breZBoIj3/0c9pkclRaWgoQ7ngFoc5X+23ZsoV//OMfbNu2DZ/Ph2maeDyeJmUkJSWFnzscjmbnHfyaxgmKw+EgLi6OkpKSY1Aj0Vr8eUCQPw84MFBYJH8gG+cS1T6IsoDlMI2UQT20TDfANLuCAppSz7cFJl0um4paU0+qohIXY2F72SSqvtnJtTtK2P3mVvoV7OVvoyYxbFc+A3aUNyk3yVtNbk0tv7rwz0T76ilzutDV/UEYDN63hz12C0GrhZSAlyt71jJjcgpR0m9IiA6lNbQcJScnM3PmzPB0QkJCk2lFUfjxxx9bVFabTI6Sk5OBUM/0jIwMgCaX8M+dO5dRo0Zx11134XK5WLlyZZNTar9U4214vV6qqqpISUn5r8sVojmNf2ti7Uded3/SdPDVXsMzGgqJiQrP6xNtgayeQE8G3nIaAFd0no2vLoVYPBSTiI4FBZM6Ykioy+fU6u58mhCHrqhgmvSvqsWlm5R2TmDbXdaGkp0NDyGEOPHWrVt3zMpqkxfOpqSkMHDgQJ577jnq6uooLy9n/vz54eV1dXW4XC6ioqIoKipi0aJFx2S7S5YsIT8/H7/fz7x580hPT6dXr17HpGwhIil2z7180ymTIkcU0dRjI4gVHQWVd3r14uvOyZxaVc0nLy7m27/PZ2xRKX327mT+X+XgQAgBpqo0ebR1bTI5Apg9ezZ+v5+LLrqI6667jgkTJoSXzZo1i3fffZdJkyYxZ84cRo0adUy2ec4553D33XdzwQUXsG3bNu65557j3hlbiBNl4tfnE7AabO1qRSOIAujRHnpVwa1frKV3cRnpZZX8mJUJwSClDmklEkK0T0plZaUMb9sC48aN4/HHH2/S2buj6MgdEzta3fWiWj48cxnDijaR4qvi2gv+SPeKA33vKkx4dVBP0urqufdKF6d0b98HBx3t/W+sI9cdpP5H65lfNx3w7ap/D4hQJMdGm205EkIce1paNP21WhK99VhNg3M2Nf3Be31gLvtioqiwWdt9YiSE6LgkORJCNJGx+lIUxUe96qDX7h1kl+wmylNPbFk1AUy6VlTz2a3Wny9ICNFhmIrS5NHWtcmr1SLho48+inQIQpwweV3cDNi1lTJrDkq5Slp5OYZF5YHXP2bSurNQ5SZoQoh2TH7hhBCHWH17F35KycFfF4XFq2P1BTF1E//AREmMhBDtnrQcCSGa9d3cLAYPGszGv2zDH3Bz2vVd6T0yIdJhCSFaofZwKq0xSY6EEIelqAqOX1dzybRfRToUIYQ4YSQ5EkIIIcR/pb21HEnnASFE2I45q/lp5L+JWuuNdChCCBExkhwJIdi7soSfOr3A6xudPDdoJFvWn0zmvYFIhyWEaCPa26X8khwJ0cHt+ayQvdM/5L3TRlIVE4dmmmzvnMbe2OxIhyaEEBEhfY6E6ODW/2k1e/vkUBifgGqaRPv8VAG2gBeCeqTDE0K0Ae2htagxSY6E6OB04Kcu2ZiKSnJNJVd98S8yqkpRDNg4wY3ykDvSIQohxAklp9WE6OAMFUwl9FNw4Q+fkFVRhNXQ0dDpUbuPjHVlEY5QCNHamUrTR1snyZEQHVjF2Pn0L92L3R/qfG3Rg+FlClBnt7NnVVqEohNCiMiQ5EiIDqx2XR1lsXHk5BeiBAIsGDqGwpg4gqrK9xldifUVMzxvH1+8tD3SoQohWrH2drVaxPscVVdXc++997Jx40ZiYmKorKzkpZdeIjk5OdKhCdGuecp96IqJoz6AZhj03ZPPJ7mdeKdPby76YQXZFfuo1pIwHAG+en0r52/vgkU1yfDXUGCNISropy91zLo0iTO6a5GujhBCHDMRT47eeustPB4Pb775JpomP7BCnAhfzVlHzeI99PXbifMH6LdlN1u6uLnx/eWcUfQFAHHUo6MSW1rLkv6DiLWbVNic7EiNBUUhtsqLp8LgwnftmLqJbrWg1dQzMFhGrt1DMS7mjLMwcGh8hGsrhBBHJ+LJUUFBAV26dGlRYhQMBrFYIh6yEIfn8eO463XUbYUEJp+M/dG3UXeUhJapCmaCK/Q8qKNUe8BspgwFjOwU1OJq8Acxo2xgt6J3d6NtKcB0WKl/eSbGkK68vMnCm9stDErWmZjqofbWxWQV5rN18hie6nYKGS6Df2/TGLa9mM4VdUz+bDVG0KSgcxL9a2oBBY0gaf5yHAUeMivKDgrF4Oazf8PfTzm7Yc6BgItj7VTEpGDVDXQ9wKzPP2RDRjrv9uzD6oYRAD75SkVZaaJoCiiQVlVJkreWPdGJVCk2sGtgDX33M6rLyaiuIKmulm2JKWxNToegCRYFFAVVgSS7SXVQwddQvgpkuEwW/8pLt1iTW7+y8c4ujSSHySOn+TnFbQBQ6YM7v7FRUKdwSa8AH+yxUFCnMHNAgDGZxmHfzjfzE1mZ52Bwis7soQE0FbZVKcz51oYJ3H2Sn9z45t5EITqW9nAqrbGIZhqzZ89m1apVAHzyySecfvrpLF++nEWLFpGSksJLL73E2rVryc3NZfny5eTm5nL//fdTVFTE008/zU8//YSiKJxyyilcddVVREVFATBu3Dj+/Oc/8/7777N79266devGXXfdxWeffcbixYvxer2ce+65/M///A8AXq+Xv/3tb6xfvx6fz0dGRgZXXHEFw4YNA2DZsmUsWLCAyZMn89prr+H1ehk9ejTXXnuttHaJJhz3vYn9+Y8AsHy8niY/F4aJUlb784WYoO1PqAClygN4QslSA9cFD/PhN09zzRd2AD7Zp9H5nde4/tP3Aei7dgO3XZ/DJ2npnL6rmJP3laMGddQ6KMuIweHz4a6qwq9Y2ZbjZmNmFgC5BXuw7a2lU/1uyqPiCSoGP6T0aBTcgRo5AzruOh8+i0q+y8FDZ50FWsPyoAF+A0wwzYY+CDaVgsQkCkgKrePTwapCw49qhTOa/LjQsgvWfs3W1EywNdp9QImv6Q+wAeytUzjvHQf/2yfIC5usABR54MJlDjZPr8dlhdtW2ng1zxreV3rD5TRfFWqsu6ieJMehb8PKQpX7tnQJvybFafLHfkFmLHewsSLUXXNLpcq3F3oO904KIdqoiCZH9957Lw888ACapnHjjTdSWFjI8uXLm6yzdu1ahg8fzqJFi9B1Hb/fz4033sjYsWO57bbb8Pv93HfffTz55JPcdNNN4dd9+OGH3HPPPcTExDB79mxuuOEGzjjjDObPn8/u3bu5+uqrGT58OP369cM0TU477TRuueUWbDYbS5Ys4S9/+Qvz588nPj50SqCoqIiKigrmz59PSUkJV199NQMGDGD8+PHHfT8VFhZSU1Nz3LdzJHl5eRHdfiQdTd27bdyJveH5cT2OqvWyKq8IyA7Pyiw/kFBZDZ2M6gq2pqUT7/UDYAnqqIaJw/Di8gSwoLOpcwbb0w6MY7Q1LZP17mwKU+Jwl1Yz5puf+NX3O1nZLRtDVUmtrKU41oWGTv+CKmyGiQnkO+2hFp79LCoEGrWomM20riiEEyMAj80efl4SHXtUu6PcC+v31cD+xAuoDSis3byDZHuQLSU5QCg50htdZ1wfVFi9aTfZLt8hZa4qSgCywtPr9lSRZ89nV3X/8Lxd1e37u9Ge69YS7aX+ubm5x30bhrQcnVhpaWlMnToVAKvVymeffYZpmlx22WUA2O12LrvsMq655hpmzZoVbsm58MILSUlJAWDUqFHMmzePSy65BFVVycnJoVu3bmzevJl+/frhdDqZMGFCeJvTpk1j0aJFbN68meHDh4e3c+mll6JpGpmZmQwePJgtW7ackOTI7XbjdkduIL68vLwT8uVqjY627tp1v8b8ajtKvR89OwV1Z0mzSZLJ0SdP+19jAsHJJ/P7k1NYUGiwsUIlwW7ywwXjOWfTD0T7fXzTrSdfd8nFqpiscSfSvawGHDZqY+2kFlWQ1z2Tfrv24nPYCGgqJfGhfkRJ5VWc9s0mipLj6FJUjjWoc+baneQWLKUy1sEXXTN45eT+RPkD2IxQwqMAjqCO16oeqJRuNK3l/hYl0wwlRIYJAQNUJZRIAd1KC9me7MaiB8msKg+tb5iHJFHNuaSXzvSeUXzwlolHD617YU6AU/p1BWCWVeOyj0z8hsLgZJ11ZSpBU+GcrCDjBnZBbab4lC7w4i4PO+qdJNhNZg6PJjcxl+tqdO77PvQ7c+2gYLv9bnTk7z1I/Tu6NpEcNVZYWEhxcTHnnXfeIeuWl5eHE6LExMTwfLvdTnx8PKp6YOQCh8OBxxNqDvf5fDz77LN8++23VFVVoSgKHo+HysrK8Prx8fFNTqE5HA7q6+uPTSVFu6Gf1ouaNQ+i5Fdg9O2EkleI9c1vUUqqMHplog/uilpSjZ6ZiPXVrzA6JaBtKUCpqMN02cFpRR+QhTGsO0phBequMvRe6SjVHowRuWhf52EkRmOM7Ekc8PH5HjZXqGTFGCQ4ctjwqweJL60ga0gmH9QGyYoJsLpE4b2fsoir9FCaWEf825VkVOxjTU4XXEX1lPaKx2z4blTExfD+mUNQdQPn9wEyikLfga4lVax22VjSJwf8AVK8fjTTRG9IWmLrfHg1FUVVsOgGdq8Hh8dLaVwcKmD6DPArDM7fRVqwhhLNRa0ripLYeKwuC4M6W9E6JzCkoIAEW5DPRg9nlNPPb7O87NhZhxEfTVqilYHJJhV+WFmgYNEU4uwwMk1nWFooUVt3UT2rizVSXQaDkg+0Vk3M1lnzWw8lHoX+SQYFdQql3tDz5hIjgHg7vDx0C3pSj4b9G5p/85AAk7sFMYEe0t9ICADM49tWfsK1+uSocUIDoWSpU6dOvPDCC8dsG4sXL2bt2rU89NBDuN1uFEVh8uTJmM2dChDiZ5ipcZipcaHnfTrh79OpyfL93X/9g0OtGkEOY2AWB9/ZLDhpaJNppwUGpRzoUNyzZyz0DJ2SGuQMfX7HdTYZ1xnACRf1hcf7ArB69ip4ZSsx3loqXXFgmuGBzwxNJa9HakNyZBKIL+XtkaczoLaWHXFx7IqLIj+oE+fX8aoKnQOlXIqXW67qjKYpgAa4mqldJ5oXaPi7/3Sav+GvBgP3zzuwN84+cLariWQnnJnV/P3gMlwmGa7QPsmMNsmM/vnvt0MzyU05tMO2dMIWon1r9cnRwUaMGMELL7wQ7iDtdDopLS1l8+bNnHbaab+ozLq6Omw2G7GxsQQCARYtWkRtbQs6zgrRhg259yTynv2e333/L146+UJ8FhuqYWI0HJDEBaroFLWGQkcSD44ZgxKoI7pHEluu0ziQqOxvTU2NRBWEEK2EXK0WYQ6Hg4cffph58+Zx6aWX4vF4SEpKYsyYMb84OfrNb35DXl4eU6dOJTo6milTpkS0j48QJ0qFM5YhZau5571HKCabjak9+K5Hdxz+ALtj03lk7GXEF29j3gsnRzpUIYQ4YZTKykppHxZH1JE7Jrb3uhd8U4b3gldJN4ooNTNxeUM/BzoKKzt15cueafTO2cMlD54b4Ugjo72//0fSkesOUv+j9dDvtjWZvmlhToQiOTbk3mpCdGDpw5PwmdHUeTIIep14sOHDQikuXhjUjfhADY6ecopZCNGxSHIkRAdXEuvCjwYo+LHixU4X8nn+wzc5M6YYouVnQghxZO3txrPyqydEB6cOTUNV9o9LFLplSAw1OAydmDkDIhucEEJEgCRHQnRwpy4YxfrOqTgsXqKpJYO9GKhs1dJ+/sVCCNEOSXIkhGDs2gsoPi2bWjSqcLJRy2DTg1GRDksI0UaYStNHW9fmLuUXQhwfA/51Vvj5R6+91s7GuxVCiJaT5EgIIYQQ/5X2duNZOa0mhBBCCNGItBwJIQD4ssdCXJUqJgqpSRrFc5q/R5kQQhysPVy+35i0HAkh+PKqr0gvrWOofy3D/D+SVVCJMs8V6bCEECIiJDkSooPT6wPkf1uH3eJhZcxgNti6040dqGX2SIcmhGgjZBBIIUS7svvaL/E5nRQkZJDlKUe1aXyUOoL0upJIhyaEEBEhfY6E6OBqPtlHH9VCbnERBgr22iDVDierevTktA1VkQ5PCNEGyNVqQoh2pSA6jp7FhaiYWDCocdipinGRVF1DxdKCSIcnhBAnnLQcCdHB9chvevpsdU42P3XqTIlNY3mndE771wamXWiAKsdSQojmtYdRsRuTXzshOrCtXV+mzrCjN4yHXW+z8UXPHmzOcLM5NZ78pHg+6D2UH/o/SkGpL8LRCiHEidHuW44ee+wxNE3jmmuuadH6s2bNYsiQIcyYMeM4RyZEZAVrA5jVATxEUWZ1saJfT1bldqMiOhqAaK9Oz8JSbKaP/IQU5v51D2tSOpG7bx+3/8nNqP5yqb8Qon1q98nR9ddff0zLW7ZsGQsWLGD+/PnHtFwhjjnTxPLvH9B+2E11/1w2rQkQX7iXxFW7qd3lR0MBSzSpeiV23aDHziI+7dsbAEU32BSfQFBVOHP7Ni766VuqnVF8fH5/vk5MZOpyL873A0QFfJRabPgcDYmSoYPVAqoCCmA2xLL/uWJi1XWsQT/1zqgDy2m0Xjj+/a8JPRoXdzAr0DfJwGU12ValYpoKdQHwGxBjC70qxWHitEJ2jEmvRIOLcnXKvApv7dDolWBwQY6OpVFb+ju7VN7ZmsHFMSoj3MYvfReE6BDMdnY3xnafHAnRUTmueQX7/K8AeG1YNFtTsoFenFtcggM7BUoSig5usxIfCu6KWm594x3W9HZx9Rnn41cU7KZJjdWOT7Nw9/jzw+OXeB0OupSUsCWtM6qug6aBaYKugFU7EITZkM40upIloGoErLaG+YcJ3jBDmZDa8FrTPOLYKQFgTVnzvQTKfE3//lAK7IBHfjDxGweCWLo9yKKzQiv9ZZWVx9bYACcL95o8M8bPb3ODh92+EKJ9aRd9jrxeL8888wzTp0/n/PPP59Zbb2Xfvn0APPDAAzz88MPhdffs2cP111/PueeeyxVXXMGSJUsYN25ck/JqamqYM2cOkyZNYsaMGXz55ZcArF+/nscff5yCggImTpzIxIkTWbNmzYmrqBBHwbb0ewC8FltDYgSKYRDj8VGhxICiYDMDNM5QnL4gu50W/KoKioJPVelftJPx02dRHBXTqHSTaWu/BsBQG5IhRaFJ08v+eb/kEt9wi5FyoJxjzG80NEk1WLbbgq/hjimv5zU+blR4bYuGEOLwDEVp8mjr2kXL0aOPPkptbS3/7//9P2JiYliwYAGzZ89m3rx5TdbTdZ077riDk046ifvvv5+ysjLuvPPOQ8r74IMPmDt3LnfddRdLly7lgQce4PXXX6dv375cd911J/y0WmFhITU1NSdse83Jy8uL6PYjqa3WvWf3JGJ+zMce9JNUW05ZdCKmqlKvOrCZAbzYUTBRMDAbjpMs+MBoOjL2ppROfNm5O/h0sBHKJzSF9JrK0AqmAUpDUmTuz2oaMc2jT24OPof2S8r4WU1jzXJ62b099F53d2Szry4+vCzbUkpeXuEx3n7r11Y/+8dKe6l/bm5upENoc9p8clRVVcVHH33EwoULSUxMBODiiy9m6dKlbNy4scm6GzZsoKioiCuuuAK73U5GRgZTpkzhkUceabLemDFj6Nu3LwATJ07k6aefZt++feTk5JyYSh3E7Xbjdrsjsm0I/UB01C9XW667+a9Z+O5YirpuH5Nj97Cqto64qjIy2EWFmYKCiQ4oqs7OhATq7TYMzeTyH9fw5PBxVFs0koI6WzJ7oJhmqE+BTyfRX8d13y1jW1w6c9/9Fy8OGcG2tLRQrqGboX5HloYWo3C/of2n1wBMFD2IqVmbD7xxg45hNpo+XI+jEKsCmmLiM5Rm11QJNWxFWUy6x5vM7Bdge7XCf3ZayI0zuGe4Qbor9F4vzIbbvw7w1Z4A5+Vq3D40Bk2NaabU9qstf/aPhY5e/6PVHm4Z0libT44KCkKD1F1xxRVN5geDQUpKmo7fUlpaSnx8PHb7gSPjtLS0Q8pMSkoKP3c6nQDU19cfs5iFOBHMBBfeJ38PQDwwIbzkN0QB0e/tYvvFX1ASFUNJXHR4abk9gVFlZZRGxwJQp6nE6H4U3eCMHT9x1eoPKXBEU3rZRM6b7GZmihXw/IIIA7+8csfQrMGH9iVyWeGJ0/3yH6QQHVSbT472Jzcvv/wy8fHxhyxftWpV+HlycjKVlZX4fL5wglRcXHxU21NlIDzRTsT9KgvD8iXBgz7TUUEfc95fzJwJk8lLTGaH1cK0H78kw1/FzNcn4bQMAmByJIIWQrRK7a3lqM3/T5+QkMC4ceN44oknwi1FtbW1rFixAo+n6dFsnz59SE1NZd68efj9fgoKCliyZMlRbS8xMZHKykrq6uqOWR2EiJQh+RdhDepURzuxBoN0riwjob6e+Ao/P7piKDICZFcUcu+D/bhp6SScbf5wSgghfl67+KmbNWsWCxcu5IYbbqC8vJzo6Gj69+/P0KFDm6ynaRpz587l0Ucf5YILLiA9PZ0JEybw4osvtnhbgwYNYujQoUyfPh3DMPjrX//KwIEDj3WVhDghFEUhOuhnaP5Ovuqeg1FuIT8lme96dGNCeTW99/xI1P/WEtVlWqRDFUK0Ykb7ajhqH8mRw+Hg8ssv5/LLLz9k2S233NJkukuXLjz++OPh6bfeeovU1NTw9KOPPnpIGR999FH4ucViYc6cOccgaiFah1K7jeLUJGK9QapjQn2PUquq2Z2eCufnAj9ENkAhhDjB2vxptaO1bt068vPzMU2Tbdu28dprrzF27NhIhyVExNh7J/LBwAEE1QPHSnF1Hiat+oxTJ7Szw0EhxHFhKkqTR1vXLlqOjkZJSQn33XcfVVVVxMXFMXr0aH73u99FOiwhIqb3vJGcd/anFKUkH7iCXlFwVgeOx9iLQgjR6nW45Gjs2LHSUiREI1GZ0aRVlvFTbjcSq2swVJV9KUn0KdoU6dCEEG2E0c7urdbhTqsJIQ7VP286vbbsYUfnTHZ2ymDY2jx23uGIdFhCCBERHa7lSAhxKIvDwqSfzmJsiQfVqfHvdyojHZIQQkSMJEdCiLCoFGekQxBCtEHtoRN2Y3JaTQghhBCiEWk5EkIAUPR1Ie/9eQ0xAR/e0TYcI/2RDkkI0UbIIJBCiHanan05u37zKecEigioFqIX1POerysMiXRkQghx4klyJITgX5etYjAB1sTmUhwfg9+u4vqhjAfu8TNhUqSjE0K0dkY763MkyZEQHZyvsI5Bu8opik1kU5abDdnpFCTG4fD7Gb1pHVte7gJyazUhRAciHbKF6OB2XvExm3IySPB4mPLdj9y5eBmTv15Drc3KJ736MWbfBor31Uc6TCFEKya3DxFCtBumYfJWXTKZho8kz4EEKBgMsNKdgKEqVI47F8uDZbz3RFQEIxVCiBNHWo6E6MD8xXWcsX4vCVWeJn0Gnhg/HEMNTX/XKZOzt6/DNCMVpRCitTOUpo+2TpIjITqwZWM/JiNYxMCC3UQF6/AB3/foyojiSrpW1QIQ7fdx65fvsrrPk5ENVgghTpBWeVrtgQceQNM0brzxxkiHIkS7tfWsJZxavgcVSKAKgBXd+/FTr2y61nvJ2raPr5Ot3P3pUiyGycDiMu787Wdg6gwZkcDk6wdHtgJCiFbDbGc3nm2VyZEQooVME/afDtv/XNfB44coe2ieYYJFw1y1HfXzDexeuJ3iEgfJRi3oPgKWaNBDRVTExISLVoGn336DXsU7qCcRmx7k5B2bOKloN9O6X8vMxxQuXPs1V33zOS8MPZ3OFaX4VYjzeXCZ4HXYsCVoJPl82NwJOGNVrP3c9BvhxhZvp6zeINbwo5V70Fw2zC0lVKXGk+D3w6AMvPnVUOnF0TkWfDpUecAdA3ZLqG6KQvhcXzvoACqEaD0kORIiAhx3LML2zHLQTfT+nalfPAvb8x9jf+p9jKxk6hdcg9E1FdvTH+C4703wBcEfPIotaIABgIlKEBcaCgYmPRQPTkcm+xLTKbIkk11SFH5V7z272JCRjaGpJNRUU2Jx4U3tQXlUFOll5Vx/9iWkG7WsS+8MwD9PGkOqp4Zn3noJBQUTCGDDxAqobEh1Y1pqGbJsO8+fNJ5R878lvqKcZT37MOWyK7EYBsuffpyhe/YBCqkAKICBkzos1BPEQRBXQ51CNQptaf+6hOt6CIuKOSCDwILfQ3rsUew/IURHFtHkyOPx8NJLL7FixQoqKytJSUnh+uuvP2S9efPm8emnn1JRUUFCQgKTJ09mypQpABQWFjJ9+nRuvvlmFi1aRHFxMQMGDOD2229n0aJFLFu2DEVRmDFjBueffz4Ay5YtY8GCBfz617/mjTfeoK6ujkmTJnHRRRfx2GOP8f3335OUlMQNN9xA//792bVrF2Fc8IUAACAASURBVFdeeSWLFi0iISEBANM0mTFjBpdeeikTJkw4cTtNtHna6u3Y//5+eNqydjeO2YuwvfF1aPmGfdjvWYz3/uk4bl+E8ot6QuvhZwo6VuoJEotGDZUWF2syB5Afmw7ApqQeuGvKSayrpSA6gYs++ZwqVxTdyvfy+OiRPHL2WExFYdTmrdQnuFhnT4BGIT01YgIPLFvasC3QMNFRMDHpU1yERg274pOps8aTXbEOgLM3b+CszRt4t09/VEMNJ1YHkh0VHScWvNiox8SCTlR4udlozf3rKxy8n0wIGiir92J5+GOCj5z/C/ajEKIlZBDIY+jhhx+mtLSUhx56CLfbTX5+frPrZWVl8fjjj5OUlMSaNWu4/fbb6dKlCyeddFJ4nS+++IInnngC0zS57rrruPrqq5k2bRqvv/463333HXfeeSennHIKaWlpABQVFVFbW8srr7zC7t27ufrqq1m7di0zZ87kzjvv5MUXX+Shhx7i5ZdfJisri969e/PBBx8wbVpoNLzvv/+e2tpaRo0addz3U2FhITU1Ncd9O0eSl5cX0e1H0rGuu2t3Pr0PmldTXU1So+namhp2b9/OwEP+w//vxQRqKIlKbjRHoSA2iaLoRDBNous9JNeXE0sFk7au4Ye8DD7q0ZvPe3YH3eTgy9ZiA54m0wf3PVAwCWoatXZHk/n7pz1W68/GfGjic3QqK6so+IXvo3z2O672Uv/c3NxIh9DmRCw5qqio4NNPP+Uf//gH6emhI9jMzMxm123cMjN48GCGDx/O6tWrmyRHM2bMIDY21Gw+YsQIvvnmGyZOnAjA8OHDiYmJYevWreHkyG63c/HFF6OqKjk5OXTr1o2ePXvSp08fAMaPH8+rr75KbW0t0dHRTJw4kYULF4aTo/fee4/x48djt9uP8Z45lNvtxu12H/ftHE5eXl6H/XIdl7rn5uL7Uz62Zz8Ew8To2wnr/12J9/kPsT/5AUZWMtYHL6VrtzS8c38bOq0WCIJf//myw/afVjMBlQAuVILoRKFRS2xVLWVJDa2gjXKZ5NoqbNZ6ogL1aOicsns7b/zzObrP/iumoqAEdcpdMYCJM+An2VPLS689h4GKX1MJKhq2oAVdUai2O3i7T38UpY5Jm1aja17+07c/g/bt5a0+/fkquxu9C/NJq61oiFVhf5uQgoGGpyFmK0H2J1Ymhzut1mz6ZFEx+6UTPXcyub/gtJp89jtm3UHqf7Sk5egYKSoK9XPo1KnTz667dOlS3n33XUpKSjBNE7/fz9ixY5usk5R04Ljb4XA0mYZQMlRff2CQu/j4eFRVPexrHI6Go1qPh+joaEaPHs2TTz7JunXr6NKlC19++SVPPimXNotfxnvfRXjvu6jJPN8dU/DdMaXJPP/VZ+G/+qyjKzwYDHVQ1rTQ86AOFg115WZ8WyopeWENOTu24dP6EHRpJNXX4C6roMbipHfFbmJ0D6BQr7qwU4Mr4Gf66pVcvPoLLHqQ30+9irM3/ci7vQdy8u5tqAb86M6kSrPw7IjRZJdVkZ+WxOCqEmJMP3pCLHefdwMTKSanbx9S+8QzzeXkwtJ8nF3iUGZcQnW0g5JNFaRYg9g6J6K6Y2BnKd6yWszuaVDpAacVLCrBhGgsihmqH4BhgCqjkgghjp2IJUf7W3D27t1Ldnb2Ydf76aefeP7553n44Yfp1asXmqYxZ84czBM8Ip3NZuPMM8/kvffeIycnJ/wQotWxWJo+b5g2Tu+L9XTI+J9TyQDKL1iO49ti4ox6NiaFDlLUylDH5rd69+YPv7mQgKoyc+UnTP1uJbvjkljcaxDj139Pj5PSmX1zEoqSBJwc3twzhwlpKgBdwtPRAHENrUFdU7AAnVNimr4oJw0zJ/Q7QWL0gSodXLgkRkJEXHsY+LGxiCVHCQkJjBo1iv/7v//j5ptvJi0trdk+R3V1daiqSlxcHIqi8PXXX7Nq1aoT0tfnYJMmTeKPf/wj69evZ+rUqSd8+0IcSyOXTmBP6pP8mNo9PG9jfGeGlm7llomTqLfZAHjs9AlsjHfjVeHNp3PlqnkhRLsX0Q7ZN910Ey+++CLXX3891dXVpKWlHXK12kknncSZZ57J1VdfjaIojBw5klNPPTUi8Xbp0oUePXqQl5d3yGk9IdqkV8+HP68DLZTxFDni+TRpILW2pp2ncysKufPlkZIYCSGaZbSzQSCVyspKuWPSUXjggQewWq3MmjUr0qGcMB25Y2J7r7seMPjnKZ+QVVNPULGg2y2UpsSyIyGW+UN7UeZyMGB3If32buWpV0/6+QLbmfb+/h9JR647SP2P1h+uqWgy/ez/JUQokmNDBoE8Cnv27OHzzz/n73//e6RDEeKY0KwqqWk6/bfvo8aI5Yc+ob5HXSuquevDb0koquSLbmnc9NKQCEcqhGjNzHbWrCw9GVtozpw5/PGPf+Siiy6ia9eukQ5HiGNm4n8msDE9Dc3hI7H2wHhaajCIw6zgjf49SI3XjlCCEEK0L9Jy1EJz5syJdAhCHBeqprA9LYWNOTmYqoIlECSjvITE+gq+T3Nzf7+3gGmRDlMI0Yq1t6vVpOVICMHEx/piAJZA6P5thdEJ7L3A4OxnMqUTthCiw5HkSAhB2sAEzr8lg+iaOlKKy0kZlofZS34ehBAdk5xWE0IAkHlqMr/7/DQAXnvttQhHI4RoS9rb7UPk0FAIIYQQohFpORJCNFHrNdBNBU2RIdCEEC3T3gaBlORICBH27OivifH7MNR0NneKZogMbySE6IAkORJCAPDE8K9wG96G4z+d3D3VNNwiVgghjkhvXw1H0udICAEvv1fFp8O6888R/chLScAEDB0W31Yf6dCEEOKEk+RICMHCZTrfdEljwuZd5JRX4bVb2ZWahK3WiHRoQog2wFCUJo+2TpIjITq4krIA21PjGbqniIzqOgDsQR1dBT2gRzg6IYQ48SQ5EqKDu+wvVXQpq6HGbmsyf0diHKdv3MmWhTkRikwI0VYYStNHWycdsoXowAzDoNIwibNYGbF9J6u6pOOuqmVvQiwbUxJJ8ntI2lfX5DXBNfmYr69HOzUddWK/CEUuhBDHjyRHjcyaNYshQ4YwY8YMJk6cyIMPPkjfvn0jHZYQx82Ea0twV3gxLBr73EnsiXHxramQUF3P7ctWYNd1+ldUUd75cVw1Xqz40bGhY4WnvgeWYKOc4IBM+PzmSFdHCBEhMs5RB/HOO+9EOgQhjgu/Do99afDKu3WUpKcQnWbSvbaejztnAmDVDe5dtZYBJYXEWqvoW1dFiSUWB0FMNHRCp9/8aCSzE1Ax15ZB/M2YUQbGzr+BzRq5CgohxH9JkiMh2pCd1QrPrrMQYzVRVKjyKfxP3yD3rLKyvlyjLgCeINT4wdQBRTnQs9Bs+Ec3QVWgSxTDdxawKjudtdGO8DYCmsqutHjejT8J1TA4c+23JJQH8BCNlQAa+69gU6imCzb86FgIYoN6HVfqTdgINMxzYMGHRhCFICp+zBgHNWsegKSYE7vzhBCihSQ5Ooxx48bx+OOP079/f5YtW8aCBQs455xzWLp0KYZhMH78eK644gosFtmF4sQI6DDp33b21qqgwP5W7Bc3WvAZSigRCjNDy7VG85SGfxQzlChpCt90zwQT6u0KBA1QVVTDIMbQgCAmUOhKpEvZZkxU/FjYv3ENPy4qsaBTRxwGGqDhJRkHJaiYaNQDVsCGiRXwo9Z4iOl3IzUFzx7vXSaEOEH0dnD5fmPyP3sLFRUVUVxczCuvvEJZWRm33norsbGxTJ8+/bhvu7CwkJqamuO+nSPJy8uL6PYjqbXUvdRnYW/toX3gfLrCIaf7lYYkqDmKAmYoQepeXsuwvWW8m5lKtc0CioHdCOAMBME0sQSC9CvcQQA7oKBi4qQGBYiiGgsBAGKowI8TEzXUghTaEE0DU4BQ0qV4/K1mv/6cthLn8dCR6w7tp/65ubmRDqHNkeSohVRV5Q9/+AN2u52MjAymTZvGa6+9dkKSI7fbjdvtPu7bOZy8vLwO++VqTXXvbsJp23RW5Guhlp+GvCPDZZBff9CoHGaj02cHMw8kTWfsLGZFSkIoMQIwYfSuYla7kxhQXI4NsOgmB87NKRhYsOJH4cAAkQomCgYmKnYOjKptYqCgNgSrA0EA9C4prWa/Hklrev9PtI5cd5D6H632cPl+Y5IctVB8fDwOx4F+GW63m9LS0ghGJDoaRYHFE30s26WRYDdRFCj3KpyVpbNsl8rKQo2gAfl1CntqTDaWWzCCeihBMgm3FgGhebqJoShYzKYtTIYCfUur8JkKsUGdTemd6b13H6EEx0RrSHCCWFHRUYAAGk4q0VGxU4WBgYGCgYZKEJUgZmIUpteBf0xvvAuvOYF7Tgghjo4kRy1UWVmJ1+sNJ0iFhYUkJydHOCrR0TgscH7OoaNWT84xmJxz8K0+Akcs6553vHyyx0XfyhpK7FaKHXYMVaEoNo4vndGk19ah2q18a+tB16LduAJBrARRAJVavDipJJVoitFxYqUCdt6LL96F79hVWQjRBujt7FJ+GSG7hQzD4Pnnn8fn85Gfn88bb7zBWWedFemwhPjF7pro4Jz4KjZqKoUuB4ZVxaIpBC2hn4WCaBeKrmPz+HH8ZTRBgviBOpzU4sZHHE7+P3v3HR5FuT1w/Dvb03shCYEAQSBUBWlSpCgSikpHUbAC3ovKTwFRFCuCYEP0KohIFRtXLwKCKKgICNJrQqjpIb1vm98fgTWhSNAkm3I+z7NPMjPvzJwzm52cfefd2XS05KOuHYM1623wdnNuUkIIUQGk56icgoKC8Pf355577sFut9O7d29GjBjh7LCE+EeenhbKxgmphGTlkRjsjVVROBzkRdPzuTTIzCf8XCpFOnCbeAtMbH/FbViQd1lC1HW22tVxJMVRaW+++abj982bN1+2fNSoUYwaNaoqQxKi0tm1EJxVQGI9H8e8fJ2GB37YToHBQFYH+fJZIUTdIm/4hKjjNr8XSLOENEzFlpKbKeUWo+YVcdbbnTytFt9b050dohCimrMrSplHTSfFkRCCiOw8Htx+EF1OEVjtJLq5Mr9rO9xzipwdmhBCVDkpjsqhX79+LFu2zNlhCFFpRiyNwlRgwar585SQq9ehH+jrxKiEEDWFTVHKPGo6KY6EEISHGilS7TRLywRAUVVuj42n+SNeTo5MCCGqngzIFkIA8Op3bcgYHUu7xDTsWg2Nw88A9Z0dlhBCVDkpjoQQDh+sLPm6hNWrV1+YI8WREOLarM4OoILJZTUhhBBCiFKk50gIIYQQ/0htGIRdmhRHQojL2HJV9m9oxM//zad9spG0f88mTeOLe4Sd8O2POjs8IYSoVHJZTQhRRn5WMR1fT6RZbjZan1D2N+tMcqgrNxcdwHC0mE3NFqMW/vWX2goh6harUvZR00lxJIQo4/fuX/Nxq27sbdwWVaPBptWx+sYBJOt9SPP0wmBzZ1ezpc4OUwghKo1cVhNClHHG3YvzAWG42m3YLtwU0sVSRJKhHh7WXFRVxUVT6OQohRDViZVa0F1UihRHQgiHBcN2sjkqihOh3iR4edE6NZ0uScmY0lNoXngUF3sRGuCYqamzQxVCiEojl9WEEA4HVS9OBfly1scHm0bD3uAAjOlp7PMLZ22921kddhcn3Briacsh+V+bnR2uEKKasChlHzWdFEdCCAB2xJrxLSqidcL5MvOzjSYGHDqNVaPHrmjZ5dOOM+7BWNYcdlKkQghRueSymhACgBkfZDM+IYUh+2M45+fFKT9v7j54gKj4TDyKrNi1JW8HVRR2NG5PRPJpuX+2EAIASy27z1Gd7Dn64YcfePjhhx3TFouFl19+mcGDB3PXXXeVaxuTJ09m+fLllRWiEFVGVVWmDd+Lxg45LkaCcvNZuOQ7Pl26jilbf+XG02mY8q1obCqKTSUi6xwKCjqDyuFuq5wdvhBCVLg62XPUp08f+vTp45j++eefOXbsGKtXr8ZkMjkxMvF32FU4lKEhwKRSz00l3wLrz2jRa1Xa+Kk09FRJL4Lfk7XsS1dIyVPJs2roHWoluUhLzxAbGo1CTCb8cE7LoQyF5t52bg5WOZXoz7b9egptCp56FbsCWlXhBl87BVaFU9kK+RYIdAWLXeV8kQYvvZ3EfA1FNpVwj5J3IEcyFVQgwKhiVhWKLKDXgrcJcopUMqwajKi46yDfqqBqVFQ7eBlABTz0Kp4GlZRChUKrQiNPlQ7BNo6ka8kssnM2X4tBUVE04KGDpEIFvV0lHw12VQWbglZRsaGUbFBV0dpKpidu/p2B+07ie4OFxbe0QW+zE9OsMXlurmht7WkaG88NMcm451iwa1RO+Qbjl55HQGYSyTmh/NTkM06GqxwKjyAmIoJANxh9uzd9Wxkve66UjDyUc+nYm4WAUV/FfylCCFE+ta44UlUVu92OVqst9zpJSUmEhIRIYVQD2VUYvdHIhrM6jFqV97oVM3mbkVzHiECVx1pZ+PiwniJ72W7fL0/qAYUXUeGSj6EezoQvTwGEXXG/u9PLTsfmXjm+g5llp5OKS01YISvvz8lioPjitzfaS36kmUt+njcD+X+23ZsBezOuXFycL1JBhSIFUJSS1HRgU9WS6QtsevDNzUdfaGPcPdF0iUvgP4u/p0ivIyUoiDw3V2xaLbGR9XHPL8Qzp4AikxZVgfD4NAoIxOzmyt5WGl7v0h9V0eBpLiAHN9astdN7dzFfjfszRs3+M7gPmoOSXYCtdTh5654Bd3nNCVEb1Lbbwjrlstro0aNZvnw5kydPJjo6moceeoi4uDh+/PFHxowZw6BBg5g7dy42mw2AlJQUZs6cydChQxk2bBhvvvkmBQUFju317t2br776igkTJtC/f3+OHz+OqqqsXbuWhx56iIEDBzJy5Ej++9//ArBhwwbGjBkDwLvvvsuyZcvYt28f0dHRzJ49m+TkZHr37k1aWppjH6XXEdXH0UyFDWdLavxim8LrewylCiMAhcVHLy+MLi4r+7OWuFgQXToG4ApjAjJcXHjn1g6kerhx5/4TGK12vArN9N92kBQXPTYgx2Bg681RHG0SgqpRQFGwYMRuNmJ1K+LHhs1RlZJTSY7BFTQK6DRsTjSQVqqgMyzZgpJd8rrVHjiL7icZ0C2EqJ6c1nO0ceNGXn75ZUJDQ5kzZw4vvPACN954Ix999BE5OTlMnDiRtm3b0r17d5566il69erFM888g9ls5rXXXmPBggU8/fTTju2tX7+el156iaCgIGw2G//73/9Yvnw5M2bMICoqitzcXJKSki6LY9KkSXh5eXHo0CHeeOMNAJKTk6vsOJRHcnIyublX6ZqoIrGxsU7d/9XkmnUYNS0otpf8c/bX5BKHV5k2HhoLhRicEV61p7PZudhZpbOrjvkau4pvfjEGFeyKjUapiURmJ2CwWLAX6jGa7YAGn1wLzdMT2RnaGAAXSzGFehewqxhVK8lnT5GlK9lusIvq6IdTFThjz6egmv5dlVZd//arQl3OHWpP/pGRkZW+j4JaNiDbacVRdHQ0DRo0AEp6fjZv3swDDzyAi4sLLi4utGnThpiYGPR6PaqqMm7cOACMRiPjxo1j0qRJTJ482XH5bPjw4YSEhACg1WpZs2YNo0ePplWrVgB4eXnh5eV1hUiqv+DgYIKDg522/9jY2Cp5cf0dkcAKTzPvH9QR6q7yckcdb+0zs+SYHpsdugTbeK2zlQ8OKXxxQkuupWTsD5R0rmgV8DaqBLmoxGRpsPxZH6AA6uW7rP5UwAZo1cvnXzh/aewqKmDXKhhVG8WKlrl92/P6f3/Bo8jMhk4tcL2wepv40zy8dS2aC5s4TBPycUODjQJXN24+cw6z5jdOeQeyL7g+umILIXlZfPioF63Cm/y5/5kRFGtMaA6dwzKsM6GDb6nsI/GPVee//cpWl3MHyb+uc1px5Ovr6/jdaDSi0Wjw9vYuM6+goIDk5GRSU1MZNGjQZdvIyMggICAA4LLiISUlhbCwK48XEbVLn/o2+tS3OaZf7GjhxY5lr4DPu8XMvL/xv7i2nyBPpNu5Y5EVq6phX9NQnh3Vi2bJqfipf47Zizif5Lj+rgAemhySPT0xm1w4EObGA9OiGN274SVb9uYyBh1Fr4yspEyEEM5UWLs6jqr/gOygoCDCwsJYvHjxX7ZTLunSCwoKIiEhgfbt21/3Pl1cXAAoKipyzEtPT79acyFqrCZ+GmKnGrDbVbpPS6XYYGXC5j/Y0DqSFBcXNIrCSf8QbMoetKqKHYVsvLAY9GjMxYxd0Bm/pjWzR1YIIa6m2t/nqFOnTlitVlasWEFBQQGqqpKWlsavv/76l+sNHjyYlStXcvjwYex2O9nZ2Rw7dqxc+/Ty8iIoKIj169djs9k4efIk69atq4h0hKiWNBqF/sUpuBYUMW3orbwy8BYWtm3Ex1H1ifML4L1ed/Lftl1Y3/pG6mtOk+ljwsuaTYAURkIIwIxS5lHTVfueI5PJxNy5c1m0aBFjx46lsLAQPz8/evbsyS23XP06yeDBgwGYO3cuqampeHp6MnLkSJo1a1au/U6dOpV33nmHb775hhYtWnDHHXfw/fffV0hOQlRH099pyvmRR/mqXclrpFPCebyLzCiKlgS/QBL9AksaasA9Mx9XJceJ0QohROVRsrKyauSYU1F1avu4m79S13If99ApLIodjbsv/hduunTTmaOM+mMjp/xCWNpxAHqLlXZ7DxN9aKCTo618de35L60u5w6S//XynmkrM501s/z3GqyOqv1lNSFE1Xl9uj+uxVb8i/4c0H60XkO8ivJomxBD9xN7cMkvQlszP8cnhBDlUu0vqwkhqk5QIw9sGNHa7dgu3CbDPy/Lsdw/I5MGuYk0yEtwVohCiOqolt3nSHqOhBBltMvLIFMBk9mMS3Extx/eDkCG3oNE1Y8GOclkP3e7k6MUQojKIz1HQogy/vX1jbzXexdWTw3nvQP4sOudrE/ryg3HE9DZimm05Fb8uoU6O0whhKg0UhwJIS4T8MhJANpZdOxam0G9EBdue68T+nry0X0hRO0nxZEQ4qpCOrpSX3+MESNGODsUIYSoMlIcCSGEEOKfkQHZQoi6wnwgh5sm55DSfjlqdrGzwxFCiCohxZEQ4orc/7Di/uAB9PkGCk7YiGu8AtupbGeHJYSojpRLHjWcXFYTQgBgMdt48b44/PILKdC3YuDve7j4/kkDaFUrqe1XUC99olPjFEKIyibFkRACgFfujaF5cjo2jQZ/VaXQRY9bnh0bWnTYcLMVkSenDCHEFdWC7qJS5LKaEILTRwtwLbTgps2mY/of3Hf0G6JyTmBHpRgDVuykEEgRnuSO+tLZ4QohRKWSt4FCCCYvKsI32Id9nhHcdMqTwOwMwnPSMChWslUvQjmFkXxiiCLte3c8nB2wEKJ6qV0dR9JzJISAdBUyPb3YHOjNK5170fqRZzno3og0NRwzXpykDcW40IhYtHYN5+782tkhCyFEpZHiSIg6LnyOnQN+fsS5u2LWlJwSco0upKuBjjYKCucJwY4eMxosW1KdFa4QojqqZZ9Wq9bF0b59++jbt+8/2kbv3r05ePBgBUUkRO2RkgvNZuQQmJqGCpzTa/EotuBTaMZotaG1qKgX2toBLVYyCcOTYgIpJNf7eVSrzYkZCCFE5ZAxR9chOTmZe+65h88++4yAgABnhyPEX8oqgsQ82HxOYcc5he3nVDJsOtBqAdAVW+h3/hzrQlsAKm42O95WOwDexWZUg510iys67Kiqgj8GvEnDlWxcyAUUrP7/h45c7J5GFC8TluGdsU3sB95uoK3W772EEOKqpDgSohr6Ok7LOwf0hLipNPK0szVBy81BdmZ3MbM1Qcv//WogPl/BZr/GhlQVLCqoXLhZ0Z/93Va9nrVN2qIpMKNX7ehLbUwFTvn742csxj+7AKPVjg4zGsCdHDSo2NGgYsCOL5YcFfecdAzz1qHOW1fxveo6DdjsOLqyLqVQdpkCqrcrBSsfR3voHIalP0NGLpqEzAvLFYr/3Y/il4ZfcXPGV9egX7+Xxt5G3PKt4GpENenRpOVQ/EgfLPd2q8jshKgFLn3VX+3FWjOUqzgaPXo00dHR7N27l6NHjxIcHMzkyZOJiorCZrOxYsUKNm7cSG5uLpGRkTz22GNEREQAMHv2bOx2OwaDga1bt2IymRgzZgwDBw50bH///v0sXryYM2fOoCgKnTp1YurUqY7lP/30Ex9//DE5OTm0b9+ep556CldXVwAWLVrEli1byMzMxMfHh7vuuoshQ4ZcMY+0tDTmzZtHTEwMVquViIgIHnvsMZo2bQrAp59+ysGDB2nWrBnr168HYODAgYwdOxaARx55BMAxPXLkSMaMGVPeYy1EuSTlKzzykxGrqrD//J/zD2VoaeBhZ9YfBopsF05Epc9HKpefn8x2sF44SSlKyXKtUlJoWOygKCgmPb45hVgVBUW1oyoKQ/YfxqrXk+KrJ8PDhdZnkjivBmHEihuFAFgxoV64Mq/HVmbXFV4cWa9RBV56HlZBySzAdfhbaHKLrtBexfTuemzdm2Pt06rMIt26vZje+BYAnyvsymXSJ9i6NMXeKKj88QshapRy9xxt2LCBl19+mfr16/Phhx8ye/Zsli5dyurVq9m0aROvvfYawcHBrFq1iilTprBkyRLc3NwA+Pnnn5kxYwZPPvkk27Zt4+WXX+bmm28mKCiIuLg4pk6dyhNPPEGvXr1QVZWjR4869mu329m9ezcLFy6ksLCQJ554gjVr1nDPPfcA0KBBA95++238/PzYt28f06dPJzw8nA4dOlyWg91uZ9CgQdx4440oisLChQt54YUXWLZsGTpdyaE4cOAAPXr04PPPP+f48eM88cQTtG/fnpYtW/LRRx9xzz33sGTJkiq9rJacnExubm6V7e9KYmNjDZXNYAAAIABJREFUnbp/Z6rq3E/lG7Gqza+47HhiNkW2wCsuu6LSNYUKaCkpjor/rCZsWg1WrQaDzU6rlDQaZOXSLiGJAp0LABa9lmRvd4w2V8LyDoG9GNCjlimBquclNLXI/JfLUw6fIKOBqcw8v6NxRPzFOopdJf7AMfJtORUQYfVWl1/3UHvyj4yMrPyd1IJB2KWVuzgaMGAADRs2BKB///589dVX5OXlsWHDBkaOHEl4eDgAY8aMYd26dezcuZNevXoB0K5dO7p06QJAt27dcHd358SJEwQFBbF27Vo6d+5Mv379HPtq27ZtmX0//PDDuLi44OLiQteuXTl+/LhjWekB2+3ataNjx47s2bPnisVRUFAQQUF/vtt74IEHWLNmDfHx8Y7cwsLCHL1aLVq0oEmTJhw/fpyWLVuW91BVuODgYIKDg522/9jY2Kp5cVVDzsg9EhiVZWFVrB53vUqwq50T2SW9Rs92c8f3kJn3DhpKGqtq2W/Dvjh98ae+VCFUuq1WAVvJfEVV0drtoKq42uxE5OWT6e6F8UJhobXayHJ1QwF2GtrT+/xPWNGQRAD1SAPAjIKCCR1WFKwVfp68UqdYedaxTI7G/sdp9D8cvGwbtsbB+D3UHz83Y9kVHwnD+r/D6PadxupuRJdXjKrXoup1aAqKsQxuT8jg7rXuW8gvVZdf9yD513XlLo58fX0dv5tMJe+0CgsLSUtLK/OPW6PREBwcTGpq6hXXvbh+QUEBUNIr0qRJk6vuV6PR4O3tXWbdwsJCx/TXX3/NunXrSEtLQ1VVzGazoyi7VHZ2Nh988AH79+8nLy8P5cLJLTv7zy/T9PPzuyzW0vsToip80NPMjA4WPA0qLlpILFAIclExaOGVThb+1dpKZhGcylE4lQVZZpWT2RqyiuC3ZC2FNkCjBeygv7BRjVJSMagqGDRgV6HAjFuxFb1dxQAcDvQjPDefQI2GDJOBeuk5GM02lAtlRZa+5LVYjJ44GuNBNmZsmLCiwR0tJWN6bIDN0whaDXZXA1qriiWyHopWQannizUyGLxcUBsGouQUoqTlYG9ZHwotkJ6DYldRzp5Hsdqw9WqNWs8TcorQJGah2q1o9p6GAC9sbRqgKAqqhwklNQfV2xVNYiZqkBf2EF8I9gZVRUnMRPV2RfvLUZTYZGx9WqI2Db3yoHEPF/I3z0BJyiQ2J41Iv3qoRj3otShZ+aihvpevI0SdVwfHHP2VgIAAkpOTHdN2u53k5GQCA8vX9R8cHExCQsLf2vehQ4dYuHAhc+fOpVmzZmi1WmbOnImqXvlJWbRoEenp6bz33nv4+flRUFDAwIEDr9r+Ukotf6coqpcQtz//Luu7l/0bDXZVCXaF5r6l59su+Xl1e1LgtpUKbuZCsl1c8bGraGx2inQ6vm4awb+2/k6I2UzjnCR0NjPxrmEANCw4gw0NJ2iOD2nYHmyP27xBjr3m/5OEy8HWugEA9v43OeZdPAIXr0Ta2jQsu5KiOAoaW7920I9r02pQw/xQYzNQg7z+3NelvUxCiFrpHw8UuP3221m9ejXnzp3DYrGwYsUKbDYbHTt2LNf6AwYM4LfffmPTpk2YzWaKi4vZt29fudbNz89Ho9Hg5eWFoijs2LGDXbt2XbV9QUEBJpMJDw8PCgsLWbhwYbn2c5G3tzcajYb4+PjrWk+I6ubGIDj/pMrvk00MObyHZA8X8gw68ow6Bh84hqvFyq3nDtD+/EnaZMbTKvcYt57fQoPsBLIIwoscGsWPwXShMBJC1HG17CaQ/7jnaMSIEVgsFqZOnUp+fj6NGzdm9uzZjsHY19K4cWNmzZrF4sWLmT9/Pjqdjs6dO1827uhKOnTowG233cZjjz2Goih06dKFrl27XrX92LFjmT17NnfddRc+Pj7cf//9rF27tty5Go1Gxo4dy6uvvorZbGbEiBGOgeFC1ERB7vDxp21p/XwO2e6uZLsYMSgKLlYzgYUlA44VwNNqxbc4m+O0I5wTmHy0aNxNf71xIYSooZSsrKyafWFQVLq6PDCxruT+0PgEWiVn8GujeoTlFNL8XCr37N2Mh7lkvN2RoAacL/CicW4KASSiPfE0in/t//rZuvL8X0ldzh0k/+vl/XrZC1FZ0651E7bqTW4CKYSgY28PUj7P4ebTKRTqdZz392ZF59u46cxxLIqWJMUHvcGGd34G593qEVwHCiMhRN1VPW9OIoSoUg8P8yRNp8VabCYwM4cknY5VjcMpzNdx3uqJ3mJDUVWSNH4EHH7A2eEKIaqd2jXoSIojIQQA0+eGcyTYjw/btWBbiD9Pbt5CVOY5PMwFmKxmmmYkYLRb0HrKJ7aEELWbXFYTQgAQFGpi0YJQPvwqn8SUA4SQSZbqTqeUGOxoOGkIJmRVd2eHKYQQlU56joQQDkaTlkn3eNIuNIG46e7Y/TWcM/iRYPSh4WOhuN1+9Ru2CiHqsNp1VU16joQQV2df2409e/YwYsQIZ4cihBBVRoojIYQQQvwztewbJOSymhBCCCFEKdJzJIQoY9d7x/lhZ3v2Ngrhxm+S6HSr/torCSFELSI9R0IIh4T1CSzZBsfrBaKxwefdW7L/+5bODksIIaqU9BwJIRzmfZRFs+RcHl5/CICPbm/LvibBTo5KCFHt1a4hR9JzJIT40/ctIuh2NMExPW7zfjrEp6Daa/b3JAkhxPWQ4kgIAYDdbqdYo6XYqOV8gBtnI3wo9tQy6Yef2T5qs7PDE0JUa7XrRkdyWU0IAcCOO7byoNWD0038KDbpWduqET80b0Bwdh7Pr9lEF2cHKIQQVUR6joQQ7D5m5liqhp4nEyhwNZLi4crGqAjsGg2JPp4s6t7R2SEKIaqz2tVxVDOLo8mTJ7N8+XKnrf/pp5/y9NNP/+31hagunl9vxu8VlUdXqMwZ0o3pQ3pQbNOguWSMkV9hHhs7rCQ78GV+u/F9UmZtAFV1UtRCCFG5av1ltdGjRzNu3Dj69u3r7FCEqDb6TEzmcEgQhaoeVJUUVyN5Rj3//u8xbjqRjEWvYZi/LxvaNiIkI4dnvvuRZunJFHpb6HHuIOqbh1Dm/o90kyuqqsWi0+N/9mVnpyWEEBWi1hdHQtQFZ4/ncfLTE3hHeqLzdeH1HRoi95yhYVY2x0J8aHU+iUQPT9ZEtqRxXgHnQwMpRCnpO7ZDnk6Ld0ExN59IBkBvsfPo17t54Js9gEKR6okbBwjKyiizX5f8Qj7s2Je3u92B2/PJPPvDGgKz85h5xxAKdTr+tW09gQV57KzfCKuipU/cQVB0FOhMxPt68/Yt/SjUmZj1/SpuzTpDnkbHsVZRZDw/nJytsfidTCSpexs26YJp5KnyYAsr685oaeChcnu4reoPtBDiymrBpbTSanxxlJKSwgcffMChQ4dQFIXOnTszfvx4XF1defbZZ0lNTWXevHm8/fbbREVFMWfOHAByc3OZOXMmu3fvxtvbmwkTJtC1a1cA4uLieO+99zh9+jR2u53mzZszadIkQkJCnJmqEFeUkmym6LYvuSk7F4BOD91HgocHdA8CNyM//2cBrZOTmXD7YNxdXMkzmtChAb22ZAOqCopCrouBVE8XAnMKAdBjw6Yq2BUFVdFgvcJV+Jf6DmXmbcMc0yPGPMHaj2ex+YZWAGS4e3B07mRujTvEjgZNGXLfU+x76wUC8ot4vvEg9oc0YsamL7n7wE4AvIH6p+PZtSeWDgknAUj71IOXJ8/jG09v3j+op9hechae3bmYR1taK+WYCiHqtho55ugis9nMU089RYMGDVixYgWLFy8mLS2NBQsWAPDqq68SGBjI//3f//Hdd985CiOAjRs3MmzYML799lvuvPNOZs+eTVFRkWP5fffdx+rVq1mxYgUuLi689tprVZ6fEOURszOTehcKozy9vqQwAtBr8SwqonVySW/QrvoNcLswlui8QQcaBYxacNWDQYdNr2P+ne0xaszER/pyunkgbvpiABTVTiE+2C85Zfza8IYy01adDq/iQsf08cBQVEpONF3OxFBgMPF7eEMAtjRpBsDAI3842l9889km6YxjXkB+Lh3iTwA4CiOATee013mkhBCVp3aNyK7RPUfbt29HVVXGjRsHgNFoZNy4cUyaNInJkyej1V795NmzZ0+ioqIAiI6O5oMPPiAhIYHGjRvTuHFjRzuDwcB9993HQw89RFFRESaTqXKTuoLk5GRyc3OrfL+lxcbGOnX/zlTdc9cEqKR4uBGUm4+7xUJgfj6pbm5gtZPjamJnWH06xp+j4+mznGzcCBdVxctiI8vDVFIgAVwYW33Wz52D7RpwOqzkrtjn6gUw8Kff8FLz0aGjgAA02FBRMJJL/6P7+KFpa0csTVKTSHHzdEy3TDqLAlg1Gg4H1cemKLRMSgLg5rOn2BYRybaGN9AhPs4RhgIcDQylTfJZALJNLuwLaQiATrFjVUsKtKb6VGJjUyvnoJZS3Z//ylSXc4fak39kZKSzQ6hxanRxlJycTGpqKoMGDbpsWUZGBgEBAVdd18/Pz/G7i4sLAAUFBQAkJiby4YcfcvToUQoLC1GUkn8g2dnZTimOgoODCQ523lc4xMbG1tkXV03IPTISjq+tx/YlMXg08WSxezazjphpduQczTIy+LpZFMf9/PC1F5BwPgubyYDF1XjFN3fdTpzjvM+fxU22hxu+2jyMVgugoAAmcgE7oOPxX3/gjI8v30a1xy83lz4x+0l19WL4nt846+3L3Yd+56eI5hwJCCHOvx5fLJtHnlHLHyH1uOncMZqmRvFmt/40T42n8/kz5BhM7G/VkjPPjWbn9/sJPhNPXM8ONHXz5jZPCxOiLHx9SkcDD5WRkV6AV6Ue25rw/FeWupw7SP7XreZ3FpVRo4ujoKAgwsLCWLx48VXbaDTXf+Xwrbfews/Pj4ULF+Ll5cWpU6d46KGHUOWjy6KauqGNBze8dZNj+jsA/K7WnHovWfDNKyTDveSNAarKDadTeXD7Tvw12exqHMWJwIYEZadhsJoBBS3FuJCFgooKpJg80NlVxv36C70P7Kf7lofA5w4Ahjv2VB+AGx3TvR2/NQUGXJyY+iQq4AHccuFBm3ZAO3oAD1DsWG+qj+U6jowQQly/Gj3mqFOnTlitVlasWEFBQQGqqpKWlsavv/7qaOPj40NCQsJfbOVyBQUFuLi44O7uTnZ2NkuWLKngyIVwrqTn9ZycrmGAPgPvzALC0vO46XwCvc7voF3qYR7e/jnhaWfI0LvyQ0gLFt3UifMmDfGmYA66h5HcqRWuR57HkDqHhqeep/v+J8DH3dlpCSFEhajRPUcmk4m5c+eyaNEixo4dS2FhIX5+fvTs2ZNbbrkFgHvvvZf58+ezZs0amjdvzuuvv37N7U6cOJG33nqLQYMGERgYyPDhw8sUXELUFssnuAGw4acCrFtOoKVkwLYChOUmcyi4CTnunvzeoD7jNz2DRqNU8oUsIYRwPiUrK0uuFYm/VJevvdel3F+9ZzevrVuKTrVhUxQW3jSEJFMALY+f5VSAG4/+1sPZIVa5uvT8X6ou5w6S//XyfstQZjrrSbOTIqkYNbrnSAhRcaYtvZHNkccxGAr5unVb8jUe9DxS8pH6Fj72a6wthBC1hxRHQggAtFoN/2vZhoW33YhZX3JqsOi03Hr4DD2WdnZydEKIak2pXR9Xq9EDsoUQFSvd2+QojABOBnhT5GbE6Ff1t7AQQghnkeJICOHwr6eD8M0rucO1Yldpkp1PvaRMJ0clhBBVSy6rCSEcWrby4MMV+9j+E3iaLbSJSyZzgnPvzi6EEFVNiiMhRBl9X29DxurVAITdeCOpe/Y4OSIhhKhaUhwJIYQQ4p+pXeOxZcyREEIIIURp0nMkhChjwYDt7HVvT7vkJNSPnB2NEKJmqF1dR9JzJIRweGzYUf7Q+xOQlseSqOZsHXp930sohBC1gfQcCSEAUFWVRmkFuBu0NDyXxp37T7L9hnrkLQyDEc6OTghRrdWujiPpORJClNj95M/khfvjl55HUGo2RqudbkcTiXfzcXZoQghRpaTnSAgBgO3bs4xVDtEs/SRmjBynKXl2Dwr1emeHJoQQVUp6joQQ2IqsNM5PpEV6HBpUTBTRgHPsD/WjQFfL+suFEOIapOdICEHqJ3vxK7Y4ptffcBN76jXll3oNOern4cTIhBA1Qi17DyU9R0IITr17AhU9Zkz8EhHFu93v5NfIFmhdjfiZrUybds7ZIQohRJX5R8XRp59+ytNPP11RsdQYmzZtYvTo0c4OQ4gKYS+yEpGaSZrOi0z8OOHegD57jvL4T1+ybvGTbFsyhfC9B50dphBCVBm5rCZEXRGfjj05B/LMKImZ2Bf8jOVwBhmGYJKVMAxWGwW40f5QIgb1FC34DQXwMBfy5K41dJh6I2kebtj1etLdPFFQMRSbsep02FQVv+I8NBYLqFA/4zyRGSnsjojE7u2G6u1Ge7cCGvhqaKAtIsPggslVhz0lF49gNyxaPR09i3DV2bEW2TAFuKGzWNG76nHRgUEDWg2YbVBgBU8DaGpZN74QovqoscWRqqrY7Xa0Wq2zQxGieiu24nrD89izzGiwYUOPBQMKWuz44m82YyYHDQoaVGyqlksHEJjsVpau+Q8zbh/Od1HtHfNbJJ3li5VvMXLkJH6vHwmAW3ERC1bP5+b4OE75BNDt4ZkkGF04WWCCFDvYvMBwcfvuEKcCYLBp2fjxa/Q4fZTDgWF0e3gGqV6u6GxW3Fx1PNzCwpv79NhR8DKorBtYSJSvWhVHUAhRx1zzstro0aNZunQpjz/+ONHR0UyYMIFjx45dse1XX33F2LFjGTBgAKNGjWLRokXYbDYAPvroI2bMmFGm/d69exk4cCCFhYUA7Nixg3HjxhEdHc306dN5//33mTx5sqN97969+eqrr5gwYQL9+/fn+PHj2Gw2li5dyr333svgwYN56qmnOHXqlGOd2bNnM3fu3Mty2rRpEwAbNmxgzJgxfP3114wYMYLBgwfz5ptvOuIGOHbsGBMmTCA6OprHH3+cpKSkax02IaoN7Zd70WQVokFFg0ox7hjJxoIbALm4AzpsaCjCgBkdZowkE1FmO43Tz7OhRbsy8/aHNCAiM40F334CSknBM/TQDm6OjwMgIjON8bt+KGmsKKDRlJx1FAVHAaYooEKD7HR6nD4KQFRqPBO3b3QszzYrjsIIINusMHuPoWIPlBDi71OUso8arlw9R2vXruWVV14hIiKCL7/8kunTp7Ns2bLL2gUEBDBr1iyCg4M5ceIE06ZNIygoiIEDBzJgwADGjRtHeno6fn5+AKxbt45evXrh4uJCYmIiM2fOZMqUKfTo0YP9+/fzwgsvEBkZWWYf69ev56WXXiIoKAibzcbq1avZtGkTr732GsHBwaxatYopU6awZMkS3NzcynUQUlJSyMzMZNmyZaSlpfHYY4/RunVr+vTpQ15eHtOmTWPEiBEMHTqUuLg4nnvuOQyGqjsxJycnk5ubW2X7u5LY2Fin7t+ZanrunrmZNC41raACKmBHRUPuhSLJhhb1wvslK1rebX0Hjx34jjDOYEHPocCGBObnkOTmU1LXqOBTkA+ARrVf2LhCukvZT7eddy01raoXgygJodR8+yW9VblGlwvbLmmopWwbW0EOsbFnr/dwXLea/vz/E3U5d6g9+V/6f1RcW7mKozvuuIOmTZsCMHLkSL799lt27NhxWbvu3bs7fo+MjKRv376O3qGQkBBat27Nxo0bGTVqFLm5ufz666+88847APz44480a9aMXr16AXDjjTfSpUsX0tLSyuxj+PDhhISEAKDVatmwYQMjR44kPDwcgDFjxrBu3Tp27tzp2Na1GI1Gxo4di1arJTQ0lHbt2hETE0OfPn3YsWMHLi4ujBw5EkVRaNasGXfccQebN28u17YrQnBwMMHBwVW2v0vFxsbW2RdXrci9SROsqw6i7E/AhhYjuZjxxoNkcglCQUW9pDBRgC0tQ4kLHsXEHVvI9DewLbIRbc/EoQ8J56x3AG7FRaxa9Q6JHt78e+C4C2uqrI26iRdvvZs7j+xme4OmfNihd0lRpJYsx66ATf2zQFIBrcJJb3/e6dyPgcf2sCM8kvc798VktaA3aWjtZ2N8lIXp2w1kFCu08LUzr4+JYNfKfW5qxfP/N9Xl3EHyv241v7OojHIVR0FBQY7fFUUhMDDwsqIFSgqcL7/8ksTEROx2OxaLhebNmzuWDxgwgI8//phRo0bxww8/EB4e7ii6zp8/X2Y/F/d76X4uLRLS0tLKzNNoNAQHB5Oamlqe1ADw9vYuM3bJZDJRUFDg2H5gYCBKqW5CZxYqQlw3RaFo6/9dNtsGmLefQjfwKzRWTzRosKLHhg538ti4ciEJvloW39wDg03hu8aR5BhMFKtaIlISSHL1YNSQx3AvziNPb8SYl0MPQwa3BRZieqwLMaau9G3nS5KrHSgsX0/7v0YAI4gGkrAD9jKLhzYp/OfHQwghrqFcxVFKSorjd1VVSU1NJSAggPj4eMf81NRUZs2axcyZM7n55pvR6/X85z//ISYmxtGma9euzJ8/n/3797N+/XoGDBjgWObv78/u3bvL7PdKBY5yyRk2ICCA5ORkx7Tdbic5OZnAwEAAXF1dyc7Odiy32WxkZWWVJ21HXKmpqaiq6th36eMhRE3m1jkCt/NPkeb/NvXUVE7ammJFQxZeGCjkhoyj9DwRw9xWPdnxWuk3Ly4XfupL/Q4QWHXBCyFEJSnXfY7Wr19PTEwMVquV1atXU1RURMeOHcu0KSwsxG634+3tjU6n48iRI45BzxfpdDpuv/123n//fRISEspc9rr11ls5duwYW7ZswWazsXfvXrZt23bN2G6//XZWr17NuXPnsFgsrFixApvN5ogvMjKSvXv3kpSUhNls5uOPP8ZqtZYnbQA6d+5MYWEhq1evxmq1EhMTw/r168u9vhA1Qay7J/laN4oxcbF/vAAXFCDe1cS9kZa/XF8IIWqTcvUcDRgwgAULFnDixAnq16/Pa6+9hru7e5k2DRo04P7772fGjBlYrVbatGlDr169iIuLK9MuOjqa1atXc9ttt5XZRmhoKM8//zwLFy7kjTfeoE2bNvTp04fExMS/jG3EiBFYLBamTp1Kfn4+jRs3Zvbs2Y7B2H369OHQoUOMHz8ek8nEqFGj8Pf3L9fBAXB3d+fVV19l/vz5LFu2jCZNmjBw4EA2bNhQ7m0IUd2F/yuKU3NVDIoFm1ryRbNuSg4nvetjMYQz4vlmTo5QCFGt1bIxR0pWVtZf3ihk9OjRjBs3jr59+1bIDgsLCxk6dChz5swhKirqL9u+8soruLq6lvk4v6h6dXlgYp3J3WrjxegdNMy1EphrJt/dRFI9H+xaLe7p6Tz44y3OjtAp6szzfwV1OXeQ/K+X9/suZaazJtbs8YFV+t1qqqry9ddf06BBgysWRr/99hs5OTnYbDa2bdvGL7/8wq233lqVIQpRN+m0eNuLeK5nR76/IYzYEF8sKHidz+bUJb3EQghxOeWSR81WZXfIzszM5N5778XHx4fnn3/+im0OHDjAG2+8gdlsJjAwkCeeeIJ27dpdsa0QomLd2diK7pdt7AoJw5hvoUNSGoE5ecS1lnfPQoi65ZrF0cqVKytkRz4+Pnz33Xd/2Wb8+PGMHz++QvYnhLg+QVM7ccPATYw4GIuKgqpATEAARb5V2sEshKiJan5nURly1hNCAGCK8KJAD4piRYONIr3Cj83Dad9nv7NDE0KIKiXFkRDCYdDeoeyb0oOtzQLZ38adUXO9nB2SEEJUuSobcySEqBl6P9OK1Y2OYEF77cZCCFELSc+REEIIIUQp0nMkhBBCiH9GBmQLIYQQQtReUhwJIYQQQpQixZEQQgghRCky5kgIIYQQ/4yMORJCCCGEqL2kOBJCCCGEKEWKIyGEEEKIUmTMkRBCCCH+GaV2DTqSniMhhBBCVKpWrVpx5MgRZ4dRblIcCSGEEEKUIsWRuKbIyEhnh+A0dTX3ESNGMGLECCIjIxkxYoSzw3Gauvr8Q93OHST/66Zc8iiHPXv20LdvX7p06ULfvn3Zs2cPAC+++CLvvvsuAGvWrMHHx4e0tDQAhg0bxo8//ljx8V9CiiMhhBBC/CNZD+eXeVyL2Wzmvvvu47nnnuO3337j2Wef5b777sNsNtOjRw+2bt0KwNatW+nQoQM///wzFouF3bt306lTp8pOR4ojIYQQQlSt2NhY9Ho9PXr0AKBnz57o9XpiY2Pp2LEje/bswWw2s3PnTqZMmcKWLVvYtWsXzZs3x9XVtdLjk+JICCGEENWGi4sLUVFRfPnllwQFBdGtWzd27drF1q1bHcVUZZPiSAghhBBVKjIyEovFws8//wyUXD6zWCyOsV49evRg1qxZ9OjRA6PRSEhICCtXrqyy4kjucySEEEKISnfnnXei0/1ZdixfvpypU6eSn5+Pm5sbS5cuxWAwACXF0auvvuoohnr06MHvv//OTTfdVCWxKllZWWqV7EnUGEVFRbzxxhvExMSg1Wp59NFH6dy581Xbm81mxo8fj9Fo5IMPPqjCSCteeXPftm0by5Ytw2KxoKoq/fr1Y/jw4U6I+J87d+4cs2fPJicnB09PT6ZNm0ZYWFiZNjabjffee49du3ahKAojR44kOjraSRFXrPLkv2zZMn766Sc0Gg06nY4HH3yQDh06OCniilOe3Eu3ffTRRxk0aBDjx4+v4kgrR3nz37JlC8uXL0dVVRRFYc6cOfj6+johYlFVpOdIXObzzz/H1dWVZcuWER8fzxNPPMGyZctwcXG5YvuPP/6Y5s2bc/LkySqOtOKVN3dfX19eeeUV/P39ycvLY8KECTRr1ozWrVs7KfK/7+2332bw4MH07duXTZs28dZbbzFv3rwybTZv3kxiYiJLly4lJyeHRx99lJtuuong4GB+Pg2TAAAR3UlEQVQnRV1xypN/s2bNGDZsGCaTibi4OJ588km++OILjEajk6KuGOXJHUqK47feeouuXbs6IcrKU578jx8/zqeffsq8efPw9fUlLy/P0bshai8ZcyQus2XLFgYMGABAWFgYTZs25ffff79i2wMHDpCQkEDfvn2rMsRKU97cmzdvjr+/PwDu7u6Eh4eTkpJSpbFWhMzMTGJjY+nVqxcAvXr1IjY2lqysrDLttmzZQv/+/dFoNHh7e9O1a1fHR21rsvLm36FDB0wmEwCNGjUCICcnp2qDrWDlzR3gs88+o1OnTlftVaqJypv/V199xfDhwx09Re7u7lIc1QFSHInLpKamEhQU5JgOCgoiNTX1snaFhYW8//77PP7441UZXqUqb+6lnT17lqNHj9KuXbvKDq/CpaWl4e/vj1arBUCr1eLn53dZzpcel8DAQMdN2Wqy8uZf2saNG6lXrx4BAQFVFWalKG/ucXFx7Nq1iyFDhjgjzEpT3vzPnDlDUlISTzzxBI8++qjj8pqo3eSyWh306KOPXvXk/+WXX5Z7Ox999BGDBw8mICCAhISEigqvUlVU7help6czY8YMHn/8cUdPkqi99u/fz5IlS5gzZ46zQ6kSVquVN998k6efftpRRNQ1NpuNkydPMmfOHKxWK9OmTSMwMJDbbrvN2aGJSiTFUR304Ycf/uXywMBAUlJS8Pb2BiAlJYW2bdte1u7gwYPs3LmTZcuWYTabycvL46GHHmLRokWVEndFqKjcoaRb/umnn2bEiBFV9vHSihYQEMD58+ex2WxotVpsNhvp6ekEBgaWaXfxuDRr1gy4vCeppipv/gCHDx9m1qxZvPTSS9SvX98J0Vas8uSenp5OYmIi06dPByAvLw+AgoICJk+e7JS4K8r1/O13794dg8GAwWCgS5cuHDt2TIqjWk4uq4nL9OjRg7Vr1wIQHx/P8ePHr/jJnEWLFrFy5UpWrlzJc889R0RERLUujMqjvLlnZ2czZcoU7rzzTvr371/VYVYYHx8fmjRp4viuoh9//JEmTZo4isOLunfvzrp167Db7WRlZbFt2za6d+/ujJArVHnzP3bsGK+88govvPACTZs2dUaoFa48uQcFBbFmzRrH63zIkCH079+/xhdGUP7nvnfv3uzevRtVVbFarezdu5fGjRs7I2RRheSj/OIyhYWFzJkzhxMnTqDRaHjkkUccn1L55JNP8Pf3Z+DAgWXW2bdvHx9++GGN/yh/eXP/8MMP+e9//1umB+Huu++mX79+zgr9bzt79iyzZ88mNzcXDw8Ppk2bRv369XnmmWcYO3YsN9xwAzabjfnz57N7924ARo4c6Ri4XtOVJ/+JEyeSnJxc5tLptGnTHIOza6ry5F7ap59+SmFhYa35KH958rfb7fznP/9x3Maiffv2jB8/Ho1G+hZqMymOhBBCCCFKkdJXCCGEEKIUKY6EEEIIIUqR4kgIIYQQohQpjoQQQgghSpHiSAghhBCiFCmOhKhhzpw5g7e3d6XflXzx4sU88sgjjumhQ4fyzjvvVOo+xZW1a9eOFStWlKttVf19VIXi4mLatWtHTEyMs0MRdYwUR6LWOn36NPfffz9NmzYlNDSUqKgo7rnnHsxmMwArVqy44vehXW3+559/jre3N6+//vply6KjowkMDCQ0NJTw8HC6devGN998U/FJVZH8/Hxee+01nnnmGce8L7/8slp/j563tzfbt293dhh1QmUc619++QU/P78y84xGI5MmTWLGjBkVui8hrkWKI1FrDRs2jKCgIHbt2kV8fDwbN26kd+/ef/tLIz/55BN8fHxYvnw5NpvtsuVPP/00CQkJnDx5kqFDh/LAAw9w4sSJf5qGU3z++ee0aNGCiIgIZ4ci6rghQ4bwyy+/cPLkSWeHIuoQKY5ErZSRkUFsbCwPPPAAXl5eKIpCaGgoDzzwAEaj8bq3d/z4cbZv384HH3xAcnIymzZtumpbnU7Hgw8+iM1m4/Dhw5ctX7hwIbfcckuZeadPn8bX15czZ84AMHHiRKKioggLC6Njx4588cUXV93frFmzGDx4cJl50dHRvPHGG47pI0eOcPfdd9O4cWNatmzJiy++iMViueo2v/vuO2699darbvPipZuVK1fSsWNHQkJCGDZsGFlZWcycOZMmTZrQtGlTFi5c6Fj/Yo/c22+/zQ033ECTJk149tlny8RxrbwPHTrEkCFDaNy4MQ0bNnTkffEu5nfffTehoaH8+9//vmJeBQUFTJ06laioKBo1asTo0aM5d+5cmRyfffZZxowZQ1hYGG3btuW777676nG6mNOCBQto0aIFYWFhPPfcc2RkZDBmzBjq169Phw4dyvSyWK1WZs+eTZs2bWjQoAGDBg3iyJEjjuUWi4Xp06c7juHbb7992X5/++03+vXrR8OGDWnbti3z58+/rqL/m2++oWvXroSHh9O1a1f+97//XZZTaRMmTHAc06sd61atWjF79mz69etHaGgoPXv2ZM+ePVfcxkWtWrVi9erVJCUlMWzYMGw2G6GhoYSGhrJy5UoAPD09adeuHevWrSt3fkL8U1IciVrJ19eX5s2bM2nSJFatWsWxY8f+do8RwJIlS4iKiqJfv3707duXTz755KptzWYzixYtQq/X06pVq8uWDxs2jNjYWA4cOOCYt3LlSm655RYaNGgAQKdOnfjll184c+YMU6ZMYeLEiRw7duxvxZ6WlkZ0dDQDBw7k6NGjbNy4kZ9++ok333zzquvs37//sq+OuJJvv/2WDRs2cOjQIc6ePUvv3r2JiIjg2LFjLFiwgGeeeaZM8XHu3Dni4+PZt28fmzZtYsOGDbz77ruO5X+Vd3JyMtHR0XTt2pUDBw4QExPDk08+CcC2bdsA+Prrr0lISGD+/PlXjHf69Ons3r2bTZs2cfDgQfz8/Bg5cmSZnsBVq1bxr3/9i7Nnz/Lwww8zYcIECgoKrnoMzp07R3Z2Nvv27WP9+vV89NFHDB06lEmTJnH69GkGDhzIY4895mj/7rvv8tlnn/HFF18QExND586dueuuu8jJyQHgrbfe4vvvv2fjxo3s37+fs2fPljmGx44dY/jw4fz73/8mLi6Ozz//nIULF/LZZ59d8/kC2LlzJ4888ggzZ87k5MmTPP/88zz00EOOr4a5lr861p988gmvv/46p06dYvDgwQwbNsyR11+pV68eX3zxBVqtloSEBBISEhg9erRjeYsWLcq8XoSobFIciVpr7dq13HLLLXzwwQd069aNyMhI5syZU6ZIOnPmDOHh4WUeTz31VJntFBUV8dlnn3HPPfcAMGbMGH744YfLBrzOmzeP8PBwWrRowbp161i6dOkVv3vL29ub/v37OwbYqqrKqlWruPfeex1t7rvvPnx9fdFqtQwZMoSoqCh+/fXXv3UcPvvsM1q2bMm4ceMwGAyEhITw5JNP/uU/06ysLDw8PK657SlTpuDj44Ovry+33347er2e+++/H51OR9++ffH29i7zT02j0fDSSy/h4uJCREQEjz/+uKOH4Fp5r169mkaNGjF58mTc3NwwGAz07Nmz3MfBbrezatUqnnvuOUJCQnBzc2PWrFnExMTwxx9/ONrdfffddOzYEY1Gw9ixY8nJySEuLu6q23VxcWHatGn/3979hjTVxXEA/+rMMRUtmoylmzN10Zq6FCkDqVwZZpghuK0pgRJBQY4i6oUpYWXBXlS+kIT++ScpUqsV9m9URmZvUklSQWquNHNGmjZTt+vzQrrsltM95vM80PP7wIXdu53fPb9zL9zDPefuwtfXF9HR0VAqlYiLi0NCQgJ4PB6ysrLw9u1bDA8PA5i+M2MwGCCXy8Hn83H48GHweDw8ePAAwPTxys/Px/LlyyEQCFBcXAwvLy92fxcuXMD27duRlpYGHo8HuVyO3bt3e9w5unr1KtLT07F582b4+Phgy5Yt2LZtG6qqqjxuS3eys7OhUqng6+sLg8EAgUCA+/fv/3bcwMBAfPny5bfjEOIpn/+6AoT8U5YuXYrCwkIUFhbCbrejvr4e+fn5EIvFyMnJAQCEhYWhpaWFU666uhpGo5Fdv3nzJr59+waNRgMASElJgVAoREVFBWfC8sGDB3Ho0CGP6qbX67Fnzx4cP34cTU1NGB4eZl/myzAMSkpKUF9fj4GBAQDTw0GDg4Pzaoeenh68fPkSUqmUs32meVM/LF68GCMjI3PGFolE7GeBQMBZ/7FtdHSUXQ8ODoafnx+7LpVK0dfXB2DuvK1WKyIjI+eskzuDg4MYHx9n784BQEBAAIKDgzkdXdcc/P39AYCTw8+EQiHnJaQ/t4NAIGBjBAUFobe3l1MHb29vSKVStg59fX2c7/39/REcHMyu9/T0oLGxkTMUNjU1hZCQEA9aAejt7YVKpeJsCw8PR1tbm0flZ+N6jnl5eSE0NJQ9vr/j69evWLJkyW/HIcRTdOeI/C/4+flBr9dj1apVeP369d8qe+XKFTidTiQmJkIul0OhUGBoaMjtxGxPbNy4EXw+Hw0NDaiurkZmZiZ7Eb1x4wYqKytRUVEBi8UCq9UKpVLpdlgwICDgl2Gf/v5+9rNEIsGGDRtgtVo5y2yPesfExKCrq2teuc3GZrNx6mq1WrFs2TIAc+ctlUpnvYPjendlJkKhEHw+H1arld02OjoKm83mccdiIYSEhHDqwDAMrFYrWwexWMzOPQOmnxx07RhLJBJkZ2dzjuX79+/R3Nw8r/0D03Pefux/rvMJcN/WrnGnpqbw4cMH9vj+HNfhcHDymu0t9x0dHTMOURPyT6HOEfkjDQ0N4dixY3jz5g0mJyfhcDhw69YtdHR0YN26dR7H6ezsxIsXL1BVVYVnz56xi9lsxqdPn9ihkL+Lx+NBq9Xi/PnzuHPnDmdIbWRkBD4+PhAKhWAYBpWVlWhvb3cbS6VSoa2tDa2trXA4HCgvL+dcXLVaLVpaWlBZWYnv37+DYRhYLBY8evTIbcy0tDQ8efJkXrnNhmEYFBUVYWxsDBaLBaWlpdDpdADmzjsrKwvd3d04c+YM7HY7JiYmOHUUiUSzdp68vb2h1Wpx4sQJfPz4EXa7HQUFBYiKikJ8fPyC5+rOzp07cfbsWXR3d2NiYgJGoxEOhwMpKSkAAI1Gg9LSUrx79w5jY2MoKioCwzBs+by8PNTW1qKhoYE9tzs7Oz0edtXpdLh9+zbMZjOcTicePnwIk8nEDhvHxMTAZrPh3r17YBgGJpMJTU1NnBju2rq6uhqtra2YnJzEuXPnYLfb2bxUKhWePn0Ki8WC8fFxFBcXcybji0QiOJ1OWCwWTsyRkRG8evUKW7du9Sg/QhYCdY7IH2nRokWw2WzIyclBeHg4IiIiYDQacfr0aWRkZHgc59KlS4iNjUVqaipEIhG7KJVKZGRk4PLly/Ouo16vx/PnzxEWFsa5OOt0OsTHxyMuLg4rV65EV1cXEhMT3cZJSkrCvn37kJmZiRUrVmBgYABr1qxhvxeJRDCZTLh79y5iYmIgk8mg1+t/uQi50mg0aG9vn/U38yGRSBASEoLY2Fio1Wqo1Wr2v5PmylssFsNkMuHx48dQKBSQy+WcydwFBQUoKSlBWFgYDAbDjPs/efIkVCoVkpOToVQq0d/fj5qaGvB4vAXNczb79+9HZmYmduzYgaioKDQ2NqKurg6BgYEAgAMHDiA5ORmbNm1CbGwsQkNDIZFI2PIKhQLXrl1DWVkZ+9Tf3r178fnzZ4/2v3btWpSVleHo0aOQyWQoKipCeXk5EhISAEwPsZ06dQoGgwEymQxmsxnp6emcGO7aeteuXThy5AhkMhnq6upw/fp1BAUFAZju3KampmL9+vVYvXo1QkNDIRaL2bKRkZHIy8uDWq2GVCpl51DV1tYiKSkJERER82htQubHa2hoaP6P8BBC/lgXL15Ec3MzysvLFyTej7lcP8/xIn+G6OhoFBQUsHPzFsL4+DgSExNRU1Pj0dOThCwUmpBNCJlRbm4ucnNz/+tqkP8xPp/P+a8kQv4tNKxGCCGEEOKChtUIIYQQQlzQnSNCCCGEEBfUOSKEEEIIcUGdI0IIIYQQF9Q5IoQQQghxQZ0jQgghhBAXfwHOVL43weSzqwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# without providing shap_dict\n", "rlearner.plot_shap_values(X=X, tau=rlearner_tau, features=feature_names)" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:54:25.038469Z", "start_time": "2020-07-28T23:54:22.966607Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# with providing shap_dict\n", "rlearner.plot_shap_values(X=X, shap_dict=shap_rlearner)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Uplift Tree/Forest" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that uplift trees/forests are only implemented for classification at the moment, hence the following section uses a different synthetic data generation process." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### UpliftTreeClassifier" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:54:25.114093Z", "start_time": "2020-07-28T23:54:25.040574Z" } }, "outputs": [], "source": [ "from causalml.dataset import make_uplift_classification\n", "\n", "df, x_names = make_uplift_classification()" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:54:26.043961Z", "start_time": "2020-07-28T23:54:25.117092Z" } }, "outputs": [], "source": [ "uplift_tree = UpliftTreeClassifier(control_name='control')\n", "\n", "uplift_tree.fit(X=df[x_names].values,\n", " treatment=df['treatment_group_key'].values,\n", " y=df['conversion'].values)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:54:26.417605Z", "start_time": "2020-07-28T23:54:26.045930Z" }, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pd.Series(uplift_tree.feature_importances_, index=x_names).sort_values().plot(kind='barh', figsize=(12,8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### UpliftRandomForestClassifier" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:54:57.118744Z", "start_time": "2020-07-28T23:54:52.183401Z" } }, "outputs": [], "source": [ "uplift_rf = UpliftRandomForestClassifier(control_name='control')\n", "\n", "uplift_rf.fit(X=df[x_names].values,\n", " treatment=df['treatment_group_key'].values,\n", " y=df['conversion'].values)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "ExecuteTime": { "end_time": "2020-07-28T23:55:03.898493Z", "start_time": "2020-07-28T23:55:03.489040Z" }, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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