{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Decision Trees :: \n", "\n", "**Class is implemented only using numpy and visualization are shown using matplotlib. Code for class of decision tree is given in trees.py file**" ] }, { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "

Table of Contents

\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import classifier and regressor from given file ***trees.py***" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "code_folding": [ 183, 218, 228, 235, 244, 268, 275, 292, 321, 345, 366, 379, 385, 413, 423 ] }, "outputs": [], "source": [ "from trees import ClassificationTree, RegressionTree" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## for dataset and spliting, we need sklearn (Optional, if you have your own data)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from sklearn import datasets\n", "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Classification Tree" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Iris Dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Loading and spliting for training and testing" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(150, 4) (150,) (105, 4) (105,) (45, 4) (45,)\n" ] } ], "source": [ "data = datasets.load_iris()\n", "X = data.data\n", "y = data.target\n", "\n", "feature_names = data.feature_names #Optional\n", "\n", "Xt,Xs, yt, ys = train_test_split(X,y,test_size=0.3)\n", "\n", "print(X.shape,y.shape, Xt.shape, yt.shape, Xs.shape, ys.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fitting a model (displaying the tree building)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of features:: 4\n", "Number of samples :: 105\n", "---------------------------------------\n", "|Building the tree.....................\n", "|-Feature::3_petal length (cm) Gain::0.9 thr::3.39\n", "|\n", "|->True branch (>>>)..\n", "|--Feature::4_petal width (cm) Gain::0.75 thr::1.78\n", "|\n", "|-->True branch (>>>)..\n", "|---Feature::3_petal length (cm) Gain::0.1 thr::4.90\n", "|\n", "|--->True branch (>>>)..\n", "|---->{Leaf Node:: value: 2 }\n", "\n", "|--->False branch (<<<)..\n", "|---Feature::2_sepal width (cm) Gain::0.81 thr::3.20\n", "|\n", "|--->True branch (>>>)..\n", "|---->{Leaf Node:: value: 1 }\n", "\n", "|--->False branch (<<<)..\n", "|--->{Leaf Node:: value: 2 }\n", "\n", "|-->False branch (<<<)..\n", "|--Feature::3_petal length (cm) Gain::0.22 thr::5.1\n", "|\n", "|-->True branch (>>>)..\n", "|---Feature::1_sepal length (cm) Gain::0.92 thr::6.1\n", "|\n", "|--->True branch (>>>)..\n", "|---->{Leaf Node:: value: 2 }\n", "\n", "|--->False branch (<<<)..\n", "|--->{Leaf Node:: value: 1 }\n", "\n", "|-->False branch (<<<)..\n", "|-->{Leaf Node:: value: 1 }\n", "\n", "|->False branch (<<<)..\n", "|->{Leaf Node:: value: 0 }\n", "\n", "|\n", "|.........................tree is buit!\n", "---------------------------------------\n" ] } ], "source": [ "clf = ClassificationTree()\n", "clf.fit(Xt,yt,verbose=2,feature_names=feature_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting the resulting tree" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,8))\n", "clf.plotTree(show=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting Tree with color branches" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,8))\n", "clf.plotTree(show=True,DiffBranchColor=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prediting and computing Accuracy" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training Accuracy: 1.0\n", "Testing Accuracy: 0.9333333333333333\n" ] } ], "source": [ "ytp = clf.predict(Xt)\n", "ysp = clf.predict(Xs)\n", "print('Training Accuracy: ',np.mean(ytp==yt))\n", "print('Testing Accuracy: ',np.mean(ysp==ys))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Iris data with smaller tree" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of features:: 4\n", "Number of samples :: 105\n", "---------------------------------------\n", "|Building the tree.....................\n", "|subtrees::|100%|-------------------->||\n", "|.........................tree is buit!\n", "---------------------------------------\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Training Accuracy: 0.9809523809523809\n", "Testing Accuracy: 0.9333333333333333\n" ] } ], "source": [ "clf = ClassificationTree(max_depth=2)\n", "clf.fit(Xt,yt,verbose=1,feature_names=feature_names)\n", "#plt.figure(figsize=(15,8))\n", "plt.figure(figsize=(7,6))\n", "clf.plotTree(show=True)\n", "ytp = clf.predict(Xt)\n", "ysp = clf.predict(Xs)\n", "print('Training Accuracy: ',np.mean(ytp==yt))\n", "print('Testing Accuracy: ',np.mean(ysp==ys))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Breast Cancer data " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(569, 30) (569,) (398, 30) (398,) (171, 30) (171,)\n" ] } ], "source": [ "data = datasets.load_breast_cancer()\n", "X = data.data\n", "y = data.target\n", "\n", "feature_names = data.feature_names #Optional\n", "\n", "Xt,Xs, yt, ys = train_test_split(X,y,test_size=0.3)\n", "\n", "print(X.shape,y.shape, Xt.shape, yt.shape, Xs.shape, ys.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fitting model with displaying the details of tree in process (verbose=2)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of features:: 30\n", "Number of samples :: 398\n", "---------------------------------------\n", "|Building the tree.....................\n", "|-Feature::23_worst perimeter Gain::0.58 thr::115.905\n", "|\n", "|->True branch (>>>)..\n", "|--Feature::27_worst concavity Gain::0.1 thr::0.219\n", "|\n", "|-->True branch (>>>)..\n", "|--->{Leaf Node:: value: 0 }\n", "\n", "|-->False branch (<<<)..\n", "|--Feature::1_mean radius Gain::0.92 thr::16.5\n", "|\n", "|-->True branch (>>>)..\n", "|--->{Leaf Node:: value: 1 }\n", "\n", "|-->False branch (<<<)..\n", "|-->{Leaf Node:: value: 0 }\n", "\n", "|->False branch (<<<)..\n", "|-Feature::28_worst concave points Gain::0.17 thr::0.11\n", "|\n", "|->True branch (>>>)..\n", "|--Feature::22_worst texture Gain::0.22 thr::32.82\n", "|\n", "|-->True branch (>>>)..\n", "|--->{Leaf Node:: value: 0 }\n", "\n", "|-->False branch (<<<)..\n", "|--Feature::21_worst radius Gain::0.27 thr::15.257\n", "|\n", "|-->True branch (>>>)..\n", "|---Feature::22_worst texture Gain::0.44 thr::20.86\n", "|\n", "|--->True branch (>>>)..\n", "|----Feature::8_mean concave points Gain::0.26 thr::0.05\n", "|\n", "|---->True branch (>>>)..\n", "|-----Feature::14_area error Gain::0.37 thr::14.491.93\n", "|\n", "|----->True branch (>>>)..\n", "|------>{Leaf Node:: value: 0 }\n", "\n", "|----->False branch (<<<)..\n", "|----->{Leaf Node:: value: 1 }\n", "\n", "|---->False branch (<<<)..\n", "|----Feature::16_compactness error Gain::0.95 thr::0.02\n", "|\n", "|---->True branch (>>>)..\n", "|----->{Leaf Node:: value: 1 }\n", "\n", "|---->False branch (<<<)..\n", "|---->{Leaf Node:: value: 0 }\n", "\n", "|--->False branch (<<<)..\n", "|--->{Leaf Node:: value: 1 }\n", "\n", "|-->False branch (<<<)..\n", "|-->{Leaf Node:: value: 1 }\n", "\n", "|->False branch (<<<)..\n", "|-Feature::14_area error Gain::0.04 thr::45.3838:0.03\n", "|\n", "|->True branch (>>>)..\n", "|--Feature::6_mean compactness Gain::0.97 thr::0.07\n", "|\n", "|-->True branch (>>>)..\n", "|--->{Leaf Node:: value: 1 }\n", "\n", "|-->False branch (<<<)..\n", "|-->{Leaf Node:: value: 0 }\n", "\n", "|->False branch (<<<)..\n", "|-Feature::22_worst texture Gain::0.02 thr::33.37\n", "|\n", "|->True branch (>>>)..\n", "|--Feature::22_worst texture Gain::0.39 thr::33.75\n", "|\n", "|-->True branch (>>>)..\n", "|--->{Leaf Node:: value: 1 }\n", "\n", "|-->False branch (<<<)..\n", "|-->{Leaf Node:: value: 0 }\n", "\n", "|->False branch (<<<)..\n", "|->{Leaf Node:: value: 1 }\n", "\n", "|\n", "|.........................tree is buit!\n", "---------------------------------------\n" ] } ], "source": [ "clf = ClassificationTree()\n", "clf.fit(Xt,yt,verbose=2,feature_names=feature_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fitting model with displaying the progress only (verbose=1)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of features:: 30\n", "Number of samples :: 398\n", "---------------------------------------\n", "|Building the tree.....................\n", "|subtrees::|100%|-------------------->|-\n", "|.........................tree is buit!\n", "---------------------------------------\n" ] } ], "source": [ "clf = ClassificationTree()\n", "clf.fit(Xt,yt,verbose=1,feature_names=feature_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting Decison Tree" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "plt.figure(figsize=(15,8))\n", "clf.plotTree(show=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predicting and computing MSE" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training Accuracy: 1.0\n", "Testing Accuracy: 0.9415204678362573\n" ] } ], "source": [ "ytp = clf.predict(Xt)\n", "ysp = clf.predict(Xs)\n", "print('Training Accuracy: ',np.mean(ytp==yt))\n", "print('Testing Accuracy: ',np.mean(ysp==ys))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**It's overfitting, try with smaller trees by decresing the max_depth of classifier**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Regression Tree" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Boston House price " ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(506, 13) (506,) (354, 13) (354,) (152, 13) (152,)\n" ] } ], "source": [ "data = datasets.load_boston()\n", "X = data.data\n", "y = data.target\n", "\n", "feature_names = data.feature_names #Optional\n", "\n", "Xt,Xs, yt, ys = train_test_split(X,y,test_size=0.3)\n", "\n", "print(X.shape,y.shape, Xt.shape, yt.shape, Xs.shape, ys.shape)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of features:: 13\n", "Number of samples :: 354\n", "---------------------------------------\n", "|Building the tree.....................\n", "|subtrees::|100%|-------------------->|\\\n", "|.........................tree is buit!\n", "---------------------------------------\n" ] } ], "source": [ "rgr = RegressionTree()\n", "rgr.fit(Xt,yt,verbose=1,feature_names = feature_names)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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7dOSRR/YtKSnRM888s7iietxyyy2rr7rqqkPvv//+zieeeGKlaTpiunTpUnT//fcvOffcc3uVlJTQvn37wsmTJ3+2f0ehejI7oDF9zjnnnHPOuQZmxowZSwYNGrS++pIuGWbMmNFh0KBBPWta3rtrOuecc865Rk9irMQSiZLo37GprpNz+8u7azrnnHPOuUYtCugeBWJpAnoAj0pgxlOpq5lz+8db8pxzzjnnXKPWhL13tWd988NYRDs2xhY3B+5KYbVSraSkpOSAZ3l0By76fyg39rAq3pLnnHPOOecaLikLaAm0BtpU9Pgv/rtHbJaKN/kKkxke2/qQJNc2ncxet25d//z8/C1ZWVk+iUeKlJSUaN26dW2A2bXZzoM855xzzjmXuaRcKgneokdryvde2w1sBbYAKyYyYvVaOnbeQhvWU2Y2/DUSOWZUmDS7ISsqKrpq9erV41avXj0A7/2XSiXA7KKioqtqs5HPrumcc84559KTlA20ovLgrQ3QLGGrEkoDuIoeWzHbXfZlyo3JA9gLvApMAiYC08won5TNuTTkQZ5zzjnnnEs+SUAe5YO2+EcrIHFc2E4qC97Cv9sxq9X4pVAdxhLG4B0CLAV+CnwAnBwt2wxMAGZ4sOfSnQd5zjnnnHOu7kk5VDEOLno0SdiqiPJBW9mHWWEyqh8jIeBwQrDXFdgIvAfMMqvdZBjOJYsHec4555xzrnZCK1wLqg7gWlSw5XYq70a5BdhJml6cRsFeASHY6wysA8YDc81Iyzq7xsuDPOecc845V5bUlMrHwMUe2Qlb7aXqAG4bZhk/gUkU7PUjBHv5wBrgXWCBB3suXXiQ55xzaU7SdjNrmbCsD/AI0BbIJUwK8CJwd1SkF7AC2AXMNLNLo+3uAy4AuptZiaRvAd+PtukPLACKgdfM7Cf1+sacc6kRUgq0ouqulHkJWxnlu08mPt+drq1w9UEiCxgAjATaAysJwd7nDS3Yk1QMzCLMzP8F8E0z2yypZ/T8F2Z2e1S2A7AKeMTMrk9NjZ0Hec45l+YqCfJeBx4ys5ej5wPNbFbc+vHATWY2JW5ZFrCEcCHyEzMbn7DPJcDRZra+ft6Jc67ehW6U1aUUaEX5KfF3UfWMlNv2ZzKTxiAK9gYRgr22wDJCsPdFQwn24n+HJP0VWGhmv4yCvLeBrWY2JFr/HeAa4H0P8lLH8+Q551xmOhhYHnsSH+BV4WRCMtVngTGEsSTOuUwSUgpU1gIXW56bsFUxpQHcEipOKbAnCbVvkKLJVz6VmAkMAU4CLgWWSLxrxpcprWDd+wA4Mu75LmCepKOjG4sXAc8BXVJRORd4kOecc5np98A7kiYDbwCPm9nmarYZAzwNvAzcJamJJXmWOudcFUIrXHOqTinQkvIpBXYQgrUNwGIqTinQIFqU0lmUVmGKxHRgKHAi8C2JRcA7ZqxIaQXrgMJNhlOBPyesega4WNJqwk2FlXiQl1Ie5DnnXAYys8ejLpunAecA10gaZJXcjVeYROEM4Idmtk3SR8Bo4F9Jq7RzjZ3UhOpTCiRemxVSGrR9TsWtcH6zJo2YUQR8JDENOAYYAVwtsRB414xVKa3g/smTNB3oCUwF3kxY/xrwP4RJaJ5NbtVcRTzIc865DGVmK4HHgMckzSZMADC1kuKnES4gZ4XGApoTEgp7kOdcXQhfrJZUHcA1T9jKKE0psJow8VFiELfLW+EykxmFwGSJqcAwYDhwjcRcYLwZa1NawdrZZWaDJbUBXgW+C9wfW2lmeyVNBX4EHAGclZpquhgP8pxzLgNJOg1428wKJXUmzOxWVVegMcBVZvZ0tH0L4AtJzc1sZ/3X2LkMJ1U0mUnrhL8TUwrsoTRYW0HFk5kUJ6P6LnXM2ANMlPgEOB44DugnMZsQ7G1IaQVrwcy2SLoBeFnSwwmrfwe8Z2YbopuJLoU8yHPOufTXXNLyuOf3AN2A+yTtjpb92MxWV7SxpObAVwmznQFgZjskvU+42+pda1zjFsYZVZdSoFnCViWUjnlbRkUpBcx241zEjN3AuxIfAScAxwIDJGYA75mxKaUVrCEz+1TSDOBiQvqe2PI5wJyUVcyV4SkUnHPOOddwhSaFZlSfUiCx6WEnVacU2O4pBdyBkGhJ6MJ5DCGlxafABDO2pLRirkHwIM8555xzmUvKofqUAk0Ttiqm8uAtNpnJ3mRU3zmJVoSZOIdGi6YCE83YlrpauUznQZ5zzjnn0lNohWtB9SkFEsUmMykfvIV/d/hkJi7dSLQl5NgbTOgO/DEwyYwdKa2Yy0ge5DnnnHMuNUJqj6rGwbWm4pQCm6loDFxpK1xRMqrvXH2QOAgYSUg4Xgh8BEw2Y1dKK+Yyigd5zjmXRJLyCPmETrEDnFVP0knAvYQLgYvN7IW4dcXArOjpUjM7u4Ltc4EnCF2ENgAXmdkSSV8Bfk3o4raXMKnLO5I6Ak8BnQizBl5sZp9L+i3wbzN750Dej2tgpCyqTymQl7CVAduouivlbm+Fc42BRAdgFCE9zh7gA+DDaAKXWuynTn93fg+cHD1tDnQ0s7ZVlH8FOMzMBkTP7wCuBtZFRX5qZv+WdC7wc8LvzkTg20AT4K2o3n7jppZ8dk3nnEuuK4B/1OSHVlI7M6tqtrWlwOXATRWs22Vmg6t5iSuBTWbWS9LFwN3ARcB64CwzWylpAPA60JXwm3GTmU2XdA3wE+Aq4AHgUcCDvMZEqmgyk8SUAlkJW+2mNFhbRsWTmXhKAecAM9YDL0hMJAR7o4BjJSYDH5lR03Gjdfa7Y2Y/jCv7PWBIFfs6j9B1OtHvzey3Ccs2ECah2UEI8oab2fuS3ib8Lv29urq7sjzIc8655PoGMLaGZR+Q1BUYB7xoCdOxm9kSAEn7O8PfOcAd0d8vAH+QJDP7NK7MHKCZpNwo+frKaHkzwgU7ZvalpPaSOleWxsFlmJBSoDVVd6XMTdiqhNJg7UsqTimwJxnVd64hMWMN8KxEF0Ir2qnAcRLvA1OipOtVqbPfnQRjgP+uaIWklsCNhBa556p7UTObEG0Xmw039rovAb/Cg7xa8yDPOeeSRGH80WFRl8hWxOUXSjDWzOaa2SWShhLuwt4p6d/AODObUYOXayZpClAE/NrMXqqgTFdCawpmViRpCyGp+vq4MucDn1rcxbmkwcD3gVPiyk0j3IV9sQZ1c6kULqLyqLobZUvKpxTYQQjaNgJfUL4VboenFHCu/pixEvi7RHdCsPdV4ISopW+aGeW6NNbX746kHsChVN6D438IydF3VrDuekmXAlOAHyW0HN4JLDazKdHz2YQUE66WPMhzzrnk6UCYMAIz20aYQa1KZjYVmKrQNe4a4GNJt5rZPdVsekjU3fIw4B1Js8xsUUKZxIt4CGOiwkrpCEIXztEJZR4DLo+1JEbWAl2qez8uCaQmVJ9SoEnCVkWUBmufU/FkJtW1FjjnksCMZcATEj0Jwd4ZwHCJCcB0M+K7ZdbX787FwAsVdQGNbgT2MrMfSuqZsPphQgBolAaCV0TbDQLOBY6Oq0uxpL2SWkX1dzXkQZ5zziXPLkI3FGpyRzUql0P4Af8W0Bv4GfC36l4o6lqJmS2WNJ4wbiIxyFsOdAeWR6/ThtBKg6RuwD+BSysIDnvFutbEaRa9P1efQitc/GQmFQVzLRK2MkpTCqwBFlI+pcBOn8zEucxixhKJvwCHEYK9s4AREu8BM80oof5+dy4GvlvJvo4HhkpaQog1Okoab2ajzGxNrJCkR4FX47YbCLxXQRfRXKjdZDPOgzznnEsaM9skKVtSs5rcUZV0I3A94Uf59xUEVpVt1w7YaWZ7JHUgdKP8TQVFXwEuI8zYdgHwjpmZpLbAv4BbzWxSBdt9q4JlBcDzNamfq0KY8bS6lALZCVvtpTSlwCoqboXzyUyca4DMMGCRxGJCQHYy8DX2BXs2G+r2d0dSH6Ad4bejgjrZw4QWO6KWvFfNbFT0/GAzWxUVPZfQHTNmEjA34bXaA+vMexLUmgd5zjmXXG8AIwjTQldnJjDYzLZWtFLSMYTWtnbAWZJ+bmZHAP2AR6IJWbIIY/Jid2jvBKaY2SvAn4EnJX1OaMG7ONr19UAv4HZJt0fLRpvZ2ujvHxE39k6he2AvwvgKV5mQUqAVVY+Fa5awVQmlKQWWU3FKgT3eCudc4xYFewslPgP6EoK984ETodNHsK5OfnciY4BnLOG8I2l6DWZ1/k3UndOAJYTuoDEDgf6EMd4xJwP/rkG9XQLPk+ecc0kkaQhwo5l9M9V1qStRfqOjzOz2ags3VKUzwlWXUiBxHOQuqs4Jt90nM3HO1ZaEgCOAUfCPAXDnYJh+KfBZFBBmBEn/IPQqWZDqumQab8lzzrkkMrNPJb0rKftAk9KmkRzC4PmGK4xRqS6lQNOErYopDdZis1EmphSoaZ4r55yrsSiQmy0xF847Et68GfZ+A5ouk3gXWJzuwV40M+hLHuDtH2/Jc84517iFVrjmVJ9SINF2EoO28ikF/EfWOZdyEtmE8XgnEc5pXwLvmrEklfVy9ceDPOeccw1bGDNY1UQmbSjfs6WQqrtRbsWsXE4q55xLZxI5wFHAiYQxwosJwd6ylFbM1TkP8pxzzmWuMJlJdSkFmidsZZROZlI+eAv/7vJWOOdcQyXRhJCPbgQh7cpnhGBvZUor5uqMB3nOOefSV0gpUFU3ytaEGUTj7aZ80Bb/2OYpBZxzDiSaAsMIqXbygPmEYG9NlRu6tOdBnnPOudSQsqk+pUBuwlYlVD0ObivlE+k655yrgkQz4DhCIvOmwBxgvBnrU1oxt988yHPOOVf3wmQmeVSdUqAV5VMK7KSqAM5TCjjnXL2RyANOAI4FmhDy5r1nxsaUVszVmgd5zjnnai+kFKhsDFzs0SRhqyIqHwMXSylQmIzqO+ecq5xEC0IXzmGELvHTgQlmbE5pxVyNeZDnnHMNjMRY4C7gEGAp8FMznqrFDkQYiF9VN8oWFWy5napnpNzpk5k451zmkGhFmJzl6GjRNGCiGVsP+LfG1SsP8pxzrgGJfnQfpeyMkjuBq/f9+IYEs9WlFMhO2PVeqg7gtnlKAeeca5gk2hBy7A0hjI1uAdxAVb81LqU8yHPOuQZEYoko6dGJNQhjFV0AaMH29dtpdTshgMtL2KyE6lMK7PZWOOeca9wk2gEjgb8AbQ5lMavpzK7SWO9LM3qmqHoujgd5zjmX6ULLXDfgkEv56zvdWK6m7GUhBTzN2KiQ8Qajrz+Wj5a2ZtsmyrfC+WQmzjnnakSipBef6WKeYTYDeIlzY6vMrFxaG5cCOamugHPOuVqSWhHGQHSP/u1MGBhvB7Fx0wwGHbSUQ1jKIfEbbRnNm/lAO2AlYfzEHmCdGR7gOeecq7HeLFx5Ic91XUtHXuO0+FVLU1UnV5a35DnnXDoLk6B0IARzsUe7aG0hsILwo7oUWC7sPCoek3c98EHcPrpQmkR8LbAsbj+bzfAfB+ecc+VJPV9n9N3/y1lfe4wrmsZ11dxLGJP3RApr5yIe5DnnXDoJqQm6UBqMdad0DN0OSgOxpcBqzIrL76L6Gc8kmgBd416jO9AsWr0t7jWWAau9tc855xzSIcAlwJbuLN25nO7/TfgdWUm4kfga8KQZe1NYS4cHec45l1pSc0qDrEMIgVdsZsv1lA22NtbX5CcSWUA+ZVsM20Sr9wLL4+qy3H/AnXOukZG6Ad8kpMv5C2bbyq6mP3AB4ffq7/47kVoe5DnnXLKErpdtKRtI5Udri4FVxAd1ZjtSUc2YaMrsWPB5CNAJEGE2zjXEtSqasa2y/TjnnMtw0sHAZYTu/3/BbGvFxRgInAd8ATxtRmHyKunieZDnnHP1RcoiTIoSH9S1jNbupuw4uJWYpfWPoUQzwiyescCvG9AkWr2J0hbHpYQJXfwHxjnnMp3UmRDg7QEex2xL1cUZBHwNWAQ8Y4bnUE0BD/KcqwFJxcAswoy0XwDfNLPNknpGz39hZrdHZTsQWmQeMbPrU1NjlxJSLlEqA0Ig1A1oGq3dTNnxdOsyPe+cRDZlg9julAaxu0gIYv2HvnGJO282AYqAvwL3mlmJpFHATWZ2pqROwJ8Jn58mwBIzOyNF1XYu6SQZcI/kfrTFAAAgAElEQVSZ/Sh6fhPQ0szuiJ5/G7gxKr4VuNHM3peUDXwM/NDMJkRl3wAeNbPn66hyHYHLCd/hxzHbVLPNOAo4G1gAPGdGufHj+1cddQbuBY4hBJ1LgB8AM6LXagpMAa40s8KEc83lwOPAf5jZ29H+zgX+AXzdzF6oizqmC0+h4FzN7DKzwQCS/gp8F/hltG4xcCZwe/T868CcpNfQJZ/UmrLdGTsTujMasBqYTizIqaRrSyaLfrRXRI8PJESY+TO+5bIgKl4s7UvdsBRYZsbO5NfaJVH8ebMj8BRhnOd/J5S7E3jTzO6Lyh6Z1Fo6l3p7gPMk/crM1sevkHQmcA0wwszWSzoKeEnSMDNbLek6YFy0/ALA6jDA6wBcShhO8NeaBngAZkyLbgT+J3CBxAsHGugpDHn4J/BXM7s4WjaYMJRgkZkNjgLfN4ELgb9XsJtZwBjg7ej5xYQAscHxIM+52vsAiL8I2QXMk3S0mU0BLgKeI8yQ6BqK8OOSODFJ22htIWFikglEE5NgticV1UylqHvmxugxHUAiNrFM7JgdBwyP1q2jbGvfJu/i2TCZ2dqoNeITSXckrD4YeCOu7Mxk1s25NFAE/An4IfBfCetuAX4cC/7MbFrczebbzewjSZOBO4CxwFfqpEbSQYQumiKMwdtQ212Y8UkU6J0GnCvxjwOcqflkoNDM/lj6GjY96lUVe14s6WPCJGYVmQicKKkJkAv0Ivq9amg8yHOuFqI7RKcSuhbFewa4WNJqwh2vlXiQl9nCD0BiKoNYioHthKDkw+jfNRWlMnAQtdYtiB6x1A2x49od6A8cFRXfLpXp0rqmrrr4uNQzs8UK41Q7Jqx6EHhW0vXAW8DjZrYy6RV0LrUeBGZK+k3C8iOAqQnLphACsJhbCTfM7jWzzw+4JlK7aP/ZhABvfTVbVMqMD6NA7yuEHh0vH0CgN4Dyx6IMSc2AY4HvV1Ylwnnmq4SeBa8Ah+5nfdKaB3nO1UyepOlAT8IJ5s2E9a8B/0OYcfDZ5FbN1YmQyiAWeMSShcdSGawjdMGNtTptyvTxdKkSzbT2ZfQg6uKZ2ELaPypeKJVL3dDoWkgbGCUuMLPXJR1GuNt/OvCppAFmti7ptXMuRcxsq6QngBsIPYSqEhsWEHMSsIUQBB0YqQ0hwGtK6KK59kB3acakKNA7BSiReKUeem0cHl2n9QZeqKZHwDOE49wG+BHw0zquS1rwIM+5mtkV9fVuA7xK6CZxf2ylme2VNJVwsjgCOCs11XQ1ErpeJo4d6xCtjbXExlrplmHmY8fqSfRDvzZ6TAGQSBzreBLRRY1ULnVDgxvr2FBFgVwx4f+6X/w6M9tIGLP3lKRXCf/nLya9ks6l1r3ANMLkIDFzgaHAO3HLjoqWI6kF8BtCAPWYpDPM7N/79ephnPllhF4rT2C2er/2UwEzJkSB3khCi96/9iPQm0MYd1iR2Ji8g4Hxks42s1cqrot9LGkA4dpuYbgkaHg8yHOuFsxsi6QbgJclPZyw+nfAe2a2oaGeMDJW6GabmMqgRbQ2NgtkbJKUlZj5LJApFAVuc6IHErFZS2OB32BgWLQuftbSZcBaH9eXfiTlA38E/mBmFn+OlHQK8KGZ7ZTUCjic8P/pXKNiZhslPQdcCTwWLf4NcLek06Lri8GE2S6Pjdb/DHjOzOZHk7A8K+kdM9tdqxeXWhImWWlJCPDqo8v0eEIPmRGEQO+1Wp6v3wHuknS1mT0KIOkYoHmsgJmtkvQTQhfWCoO8yK2EVEYNlgd5ztWSmX0qaQZhRqaJccv3XZS6FAupDGIBQSyVQXw+t88pDQoyPpVBQxd10VwUPZBIzD94GKWTIe2WyqVuSOv8gw1YrJt7LIXCk8A9FZQbCvxBUhGQBYwzs0+SV03n0srvgH3pl8zsFUldgclRqoVtwCVRMNMfOBcYFJWdLul1wmQtP6/xK4bWwMsI3RefxGx5Xb2ZeGaYxNuEQO94QqD3Zk0DvegG0bnAvVEgt5vSFArxXgLukHRiFfv6v/15D5nE8+Q55zJf6EYb372vE6VjFlYRP4Oj2bZUVdPVj2hcX1vKttTmR6uLCZ+B+NQNO1JRT+ecSzthPPplwEHA3zFbUv8viQjjb4cRbpa/4z0w6p4Hec65zBJm50ucqKNNtHYvlJmoY0VjTGXgyqRuiAX/XSmdSGc9pS25S4GNfoHhnGt0wkyUlxF+U5/GbFHyXhoRcgwPBcabMT5Zr91YeJDnnEtvIZVBV0oDum6UpjLYBmWn3MfsQHLwuAZKIoeyqRsOAfKi1Tso+zla7akbnHMNWhjWcCmh6/szmH2W/Cog4BzCOOu3zUqHwLgD50Gecy69hLEBiakMsqK1ayk7ycZmH0/n9kd0cdGBsi3C7aLVhcAKyqZuaNAD9J1zjYjUFPgm4Qbqc5jNT11VyCKMKxwIvGHG5FTVpaHJqr6Ic5lLUp6k96Ik5nWxvwslzZU0R9JTlZQZL2mBpOnRo2O0/HJJ6+KWXxUtHyFparTPlxXuriHpLYWEpA2XJKT2SEOQzkH6HvBj4CJCX/0SYDJhavW7MXsIs1cxm4mZ56pz+80MM2OdGVPN+KcZ9xEmPHiOkAuzKWEGuEuAWySulfhPiYHSvu7BDVZdnjsl3RidN2dKeltSj0rK/VLSMknbE5afJGmapCJJF8Qtb7znTpeW6vh7kyvpWUmfS/pIUs9KyrWV9IKk+ZLmSTo+Wv5s3PXGkmgSJFpIF3SARR3h1wfDQMECSU0lTZCU1AkZJeWB3oVvv0yYuG60tG/W0Nru60CP19ejc0mJpKPjyp8bnbvmS3pUQUqOV22ldeWcqwNXAP8ws2q7XklqZ2abqljfmzDl7nAz2xQL3irxDTObUsHyZ83s+oRlu4HTzWytpKeBrwN/I8xEdx3wy+rqnjHCD9/BlLacdKc0lcFOQuvcNELrySpPZeCSyYxthNxTUf4pmlI2dcMg4Jho3RbKp25oSF2F6+zcCXwKHB2lSPgOYUr4iyoo97/AH4DEbmNLCVPG35SwvPGcO12mqMvvzZXAJjPrJeli4G4q/t7cB7xmZhcotNA1BzCzfWUl/Q7YgtTkZzDkUniiNTzbEh4mXNO8L+ntaP9/r+mbrQPR8fpTkcQ/COOmT5coNqPMNVR9Hy9gNnAe8EhC+Q3AcEK3/omk9njVigd5rqH7BjC2hmUfiKYpHge8WEGOmauBB2MnGTNbWxcVTAgGm1Gat+UVwgklcy9UwqDuxFQGsfPORsLFXOxCeYO3zLl0YsZeYHH0iHUr6kTpTYqehC5GAHsSUjesyPDUDXV27jSzd+OefkhoHS3HzD6E0MCfsHxJtLwkYXnDPXe6TFWX1xznAHdEf79ASDMii/udVEhefhLhJghmtpcwARlxZQRcmA9fAS66Jax/WTCLst+bl4BfkdygZd/xMqNY4gXgQuDMKND7NK5svR4vM5sXlSmzUzObEC0XqT9eteJBnmuwojs0h5nZEoUEu5UN6B1rZnPN7BJJQwl3lu6U9G9CvqYZUbmCaL+TCHeb7jCz1yrZ5+OSioEXgV/EnWTOl3QSsBD4oZkti6vvlYQLyJcBotbCXEntzWzDfh6G5AknwMRUBh0JqQxKCNPYT6E0lcH2SvbkXFqKWupWRY+PonF9bSg7ru+UqHiJVCZ1w9JMSd1QD+fOeFcCdZqfKuPPna5BqIfvTVdCLwHMrEjSFqA9YXbgmMOAdYRrjkGErubfN7P4c82JwJq1MAToBbyC2XSk/wEWx90smU3UUyEZqj5e7dtB7jXS5i2w87wkH6/K3EkKj9f+8CDPNWQdgM0AFnKjDa5uAzObCkxVaIG6BvhY0q1mdg/h+9IbGEVokZooaYCZbU7YzTfMbEV00nqRMLj5CUJXpKfNbI+ka4G/El0QSsoH/hs4yszi7/6vJUw8kn4XKiGVQUfKXuC2jtbuIaQymEtpKoO9Fe3GuUwVpV3YHD1mAkjkEc4Pse/EMYSkv0hsoGzqhg1pmrqhrs+dAEi6BDgaGFlXFc3Ic6drqOr6e6OKNkl4ngMcBXzPzD6SdB/wE+D2WIEsGHt6+C3uA/wLs2lRgHMu4fsYq0uxpL2SWlly8slWerwkmhBa+HoSN39IMo5XRdLkeNWaB3muIdtFNNV+Te6qReVygDOAbxECup8RxnhACFo+jC4kvpC0ICrzSfzOzGxF9O82hclZhgFPJNxRfpTQXzymDzDLzOLvOBHVf1eN33F9CnfdElMZ5EZrt1J2Cvq1nsrANUZm7CJ0Q/4M9qVuiB+H2odwRx1gp1Tme7MqTVI31PW5E0n/AfwXMNLqNndl+p87XWNRH9cc3YHlUbk2hGEO8ZYDy83so+j5C4SgBYCvS02awsU/h8eA1zCLXa8MBN6roMtjLiRtJuFqjpcUWvSe6CCd/pAZ8+r7eFUhHY5XrXmQ5xqsqMtOtqRmNbmrJulG4HrCieb3sX7YcV4CxgB/kdSB0H1zccI+coC2ZrZeIb/bmcBb0bqDzWxVVPRsYF7cpguBXyfsS4T8NUtq+JbrltSSsqkMDibcUTPCXfKZlLZIbPHxdM6VZ0YR4XuyDJgUdfFsT9kW8L5R8SKpTOqGZalI3VDX505JQwiTGZxWV2OZ46TfudM1SvVwzfEKIVH5B8AFwDuW8DtrZqsVZqTtY2YLgFOJJo5CyjoEbu8Km4fCi0RjXiOT9pUrrU97YF1Ci3i9qcnxksgljOG9QOrXnDDRSf0cr6ql/HjtDw/yXEP3BmEa9LdqUHYmMNjMtlay/nVgtKS5QDHw41jrnKTpZjaYcFfn9SjAy45e99Fo+xsknQ0UEe4uXR6370MIM8PF38kaSmg5rP8ZJsNFUeKF50HR2iJCzrBJxLqalb+b5Zyrgah75vroMQ1AoiVlx7IOJ4yjMYm1UGZCly1J6uJZl+fO/we0BJ6PJjVYamZnQ5lzJ5J+Q+ii1VzScsJ4mzskHQP8k5DH8CxJPzezI6J9p/bc6VxZdfm9+TPwpKTPCdcMFwNI6kL4bpwRlfse8PdojNti4FvRb/qZH8LZPeAFzCYl7Hsg0J/oHBQ5Gfh3Depdl6o8Xmbskfg7cClcdzwcdp7Zf06vZF/7f7xCuXOBB4B84F/Ruemr0TbpcrxqxZOhuwYtuoN8o5l9M9V1qa2or/grZvZ2Pew8sQtZd0qnEd5J2a6Xq6jBdNDOuboRpW6IdY3uHj0q6hq9DFhTH6kb/NzpXO2lxfcmBHj/SRg/9h5lZ7etarN/ALdGLVxJUdPjFY11vowwju8ps7K9qFIhFcertrwlzzVoZvappHclZVvmBSqz6+wiRcqjbCqDrpR+/zcACyi9aPRUBs6lUJS64YvoEUvdkDjJ0YCo+B6J5ZRN3XDAkxz5udO52kv59yYEeKcRArz3gfE13Kwp8FKyA5aaHi8zdkk8QegBNUbi72ap646dquNVW96S51xDE07ybSmfygBCKoOVlHb/WuapDJzLPFK51A3x6UpWUzZ1g3/HnWvowm//V4ATCOPS3mhoN2wlWhACvTbA38xYmtoapTcP8pzLdCGVQXyC5kOAVtHaPZQdz7OCNB4k7JzbPxLNKO3aGZv9NtZav5GyqRvWp2nqBufc/ggB3imEsbwfA//X0AK8GIlWhECvJfCEGStSW6P05UGec5kmdBOIz8PVDWgard1C2fF06zyVgXONj0Q25cfdtohW76TszZ9V0SygzrlMJI0kTAQyFXi1oQZ4MRKtCROm5AF/NWNVNZs0Sh7kOZfuQv6Y+FQGnSlNZbCG+Dv0ZltSVU3nXPqKUjccRNkW//bR6iJCN+741A2eY865TCCNAP4DmA683NADvBiJtoRArynwFzPWpLhKaceDPOfSSehy0YGyF2LtorWFUCaH1nJPZeCc21/R+Jb4sbtdCDeQgHKpGzZ7F0/n0ox0PPBVYBbwz8bWc0eiHSHQyyEEenWdhzOjeZDnXCqFVAZdKNulKi9au4OyXS9XeyoD51x9kWhC+dQNzaLV2yibumF1faRucM7VkDQMOAOYQ0h23ii/jxLtiXLdEQK99amsTzrxIM+5ZJKaUz6VQXa0dj1lL6I2NpZuF8659BOlbsinbM+CNtHqvVAmdcPyukjd4JyrAelo4ExgPvB8Y78BLJFPmIylBHjcjI2prVF68CDPuf0kMRa4i3DhsxT4qRlPxRUQoatlfHeo/GhtMeVTGexIWuWdc24/RKkb4s9pnShN3RAbIxxL3bCtgu2rPm8658qJ/940Zc/qH/HbD+7itheB5zDzSZMAiU6EhOmFhJ4Ht9HIzzMe5Dm3H6IT7qNA89KltrOABT9eQL9plF4AtYxW7qbs+JaVnsrAOZfpotQN3SibuqFJtHoTZVM3/AflzpvsBK5ujBdgztVERdcb2RTtzaL4yr2W+7fU1Sz9SHQGfg+cT+l5CBrpecaDPOf2g8QSUdKjgIV8Rm9Koh6Xbdm0ZRMH3QtspnwqA/+yOecatCh1Q2fKjjOO3ez6PtA2h0IO5Qs+oyC22Zdm9Ex2XZ3LBBJLgB6H8znL6M5ecmOr/HtTAYllQLeefMFaOrJzX+aYxne8PMhzrraknKFM2XsCk9WeDbzABcxhQLTSzMhqi9nWlNbROefSQJS6oR1wSHN2TDuaKTqWj8hjF/dzA5vD5MFmtm9WT+dcHImSVmzV97mPKRzNa5weW+XfmwpIlDRhr37AvXxJD57jotiqRne8clJdAecyhpQLHA0cdyHPb13MoW2e5+vMo198oTXCivzWiXPOgRmGVAx0/h9u21JMdtuFFPA+I2IBHsAmiaOAmZ6U3blylg5nUg9hfMDxZZanqkJpbunRTOnRnJ1MYniZ5amqUKp4kOdcdaSWwHGEAK8ZsPgDjrvjFc7+pZEVP7ZkDzAZ+IHENOADMzw5uXOucZI6AsOBgQCt2fr4Xfz0mrV0ij9v7gL+CZwNnCzxATDVjD1Jr69zaagHS34+jI8fmc7gJltoG1u8E/hpCquVtlqx9fYTmThuMYc1XUG32OJGeby8u6ZzlZEOAk4ABhPSHMwD3sdsZVhdfpY44G3CRU2s/+ZMYJIZ65JbeeecSxHpEMJ5sA9hprupwAeYbankvPk0cBgwAjiUMFHVJ8BHZmxP/htwLo1Io9/i1G+P5alh6+jYDdgC/MiMx1JdtbQkHfs2p9z8bf40bDGHdwW2Area8XCqq5ZsHuQ5l0g6mHCx0Z8wLfh0YDJmG2q+C9oCxwNHEWZ4WgC8b8ayuq+wc86lWEgZ05tw7jyEcOf8Y+BjzHbWfDd0JQSI/QipZqYDkz3vlWuUQm7dHwALMHtR4iDge8CHZrye2sqlISkHuAHYhNnjEnmE47fIjOdSW7nk8yDPOYhdoBxKuLg4nND18hPgI8zK5Xqq+W5pDgwDjgXyCHeu3wc+M8O/fM65zCZlE3ouDAc6EloZJgOfYrbfydEl2lPakyILmEPoFbHqgOvsXKaQTiXcOHkIs3VhEecRboLca4bn141XmiT+ScwWhUXsO4aNrVeVB3mucZOygL6EE0AXYDvwITAFs9119zI0BYYQLlraAGuBScBsM4rr6nWccy4ppIrOae8DczCrs3OaRCvCTbJjgFxgUfQ6S/xGmWvQpH2tUJg9V7qYDsB3Cb2D3k5V9dJOuOH0PcJ13J9jaauim+0/AOab8Y8U1jDpGtVUoo2FpGJJ0yXNkTRD0o0KwQySRkl6Nfq7k6RXozJzJf07tTVPIikHaSjhRHkhYUKV/wXuxez9ugzwAMzYa8ZHwP2ESQYAzgVukDg2CgIbDEnlxtFI6iNpfPTZnCfpT5K+Gj2fLmm7pAXR30/EbXefpBVxn+FvxW2zV9Ks6O9fJ/M9uszkn80DJDVHGkW4aDqdkBP0KeBhzGbWZYAHYMY2M94iJDh+C+gEXAZcLdFfarjXMZI6S3pG0qLYb7SkAkm7os/VXElPSGoSlY//fb9ckim0BMX2d2607IJUvadMlYrzxpEwjnBjY0L865qxHpgLDIu6I8bXKW0+M8k+Zi1g7jlwATAhPi+xGTuBKcDAqIdA42Fm/mhgD2B73N8dCT+MP4+ejwJejf5+BPh+XNkjU133en9AM4MRBjcZ3GHwbYP+BlnJ/T8ygRWAXQF2B9jNYKPAmqf8GNXJ+yv9DMYtex04J+75wIT144GjE5ZlEbq4fgiMqmCfS4AOqX6//sich3829/MBbQ1ON/iv6Nw5xqB78v//LAdsKNgN0bnze9HznJQfozp9nwj4ALg2btlg4ERgdvQ8G3gH+Eb0PP73/XLCxF/j4rZ/ljDG8YJUv79MeyT9vAG5BrcYjKm4PtYp+vyPits2rT4zyTxm+ZBvcIPBNRb1Ukw4Xi3BbgM7p7bvI5MfnkKhgTOztZK+DXwi6Y6E1QcDb8SVnZnMuiWV1IrSNAixLj//AL6InSWSyQwDFgILJWIz0Y0ChselX9ic7HrVs4OB5bEnZjarBtucDMwm/NCMIfwAOFfX/LNZGakTFcwYTDQ+KNks5NGbKvEpYVzScOAsyqZfqNOeGClyMlBoZn+MLTCz6ZJ6xj0vlvQx0LWSfUwEToxabXKBXoQLdlc36vO8cQxhHP97Fa00Y43EfOA4iQ8spBzJhM9MvRyzP4ZzwUHAsxVd05mxXWIqcIzEew3w+qpCHuQ1Ama2OGri7piw6kHgWUnXE1r7HrcoPUCDISUO3p9LuEBJm/dpxlJgqUQsp9QxhBPRLMJEA2tTWsG683vgHUmTCTcXHjez6k60YwjTq78M3CWpiZkV1nM9XePjn81EIQ3CCKAA2At8BHyIWVrk/jSjBJgjMZcwadYI4CvASRKfEGYfzOT0CwMIqScqJakZYbzi9yspYoTf9q8Sxk2+QjhWrm7Uy3nj2DAj9wnA59Vcq0wgzCkwjBCcZcJnpl6OWZ9wE38tML+K/Uwi3OgfAby6n/XPKA22L7srR4kLzOx1Qm6iRwknik8l5Se7YvVC6oJ0IXA9MAj4FHgAs+fTKcCLZ8ZaM/4J3EeYerwfcJ3E2Ki1L6OZ2eOE9/Q8odXyQ0m5lZVXmNjhDOAlM9tKuMgcnYSqukbGP5sRSUh9kK4ErgC6Ae8Cv8fs9XQJ8OJFvZIWm/EE8Cfgc8LNsh9InBVNOd/QHC5pOrABWFpNL5xngIujx9PJqFxjUV/njZ+Ha5bmVNKKV/r6rAQ+A46vwbj+tPjM1McxawJNmkIHEsbilX9tthKuBYdItD7Q95IJvCWvEZB0GCHf0FrCl2sfM9tIGDT/VDT49iTgxaRXsi5IIgStw6N/dxNmYfsIs4y5o2vGFuA1iQmEVr1jgSsklhHez8Kou2fGiVqKHwMekzSbqu88nka4kzgr/NfSnJB7619JqKprZBr1ZzPMSjeQcO7MJ0ym8m9CGoSMaZ2MLnqfjwK7WA+Oo6LWvknR+kwxhzCJREUWmdlghZyu4yWdbWavVFTQzD6WNADYZWYLo8+rqyP1cd44JLTMfYFZTfLqTgCuJLRQZcRnpk6PmaQ8aLY3BK9za/Dy7xPyFw8H/u8A3kZG8Ja8Bi5qmfsj8AdLuMMh6RSFRJsojFk7nDC4NbNIWUhHAN8Gvkm4SHmTcPf57UwK8OKZsdOM9wjdG/4NtCJ0W7hOYrBEdkorWEuSToub0asz0B5YUcUmY4CrzKynmfUkdBkZHfvMOldXGu1nU2qKdDyh69bXgBLCTb77Mfs4kwK8eGZsNONV4F5CF61ewLclLpU4TCrfsyUNvQPkSro6tkDSMUCP2HMzWwX8BLi1mn3dCvy0PirZmNXHeSMXmuZASxJm1KyMGcuAxcAJMHsCaf6ZqYdj1icbsheGruQl1b1+NBZvBjBUouWBvJdM4C15DVNe1CzfBCgCngTuqaDcUOAPkooIAf84M/skedU8QFIO4U7tCYQBtxsI/cdnYlaUyqrVJTMKgY+jQcNHEO5AfQ04RWIyMM2M/U46XE+aS1oe9/weQtev+yTFJkX4sZmtrmjj6AT+VeCa2DIz2yHpfcIkC8/WT7VdI+CfTakFobVgGGFyhyWEFDKfp2IiqvoSjcl7S2IioaXjOOBSYJXE+8C8aGxf2jEzk3QucK+knxB6piwhpK6I9xJwh6QTq9hXg2+xSIL6P29I2c2g2c4wMcmSWtRtAnA5HHEUITVTunxm6veYSc8BJxVD8TUw99ya12sipdeOb1RTNqN5MnSXecLA4Vg3xpaEu0DvAwtqcicn00V3oXsRBg/3AHYRxvB9bMaOVNbNOZfGpLaEC5shhJuA84H3MVte5XYNhEQOcCThRll7YCMwGZgezdrpXOqE3L1nAX/D7PPabcq3gHbA/Y3msyz1Ai4BXsFsWu025TzCXBT3Wsij1yB5kOcyR/k0CJ8TuuIsaUh3n2tDojvhgqUvUEgYVDy5sUwP7JyrgbJpEIzSNAjrU1qvFIkSqPch3CjrCmwn5OCa0kDSL7hME8bFXk8Ybzauttc0EocThqu8asaUeqhhegkD9K4AWhO6lxfXbnPygeuA9814ux5qmBY8yHPpT+pAuPs8iNCtdA7hAmVVSuuVRqIT1gmEu9Qi5JSZZMaalFbMOZca4SIolgahNyENwhTC2JWtqaxauoh6RfQkBMC9gD1Ex8iMbSmsmmtspMGEYRhPY7ag9psjwgQsLYEHzKhV0JNxpEOBy4B/sZ/DjCQuJMxFca8Zu+qyeunCgzyXvqSuhAuUvoTZQT8FJmO2KaX1SmPRtMDHE8ZbNiVMr/w+sDRTZ+R0ztVCCO5irVTdgB2Eacc/waxBXsjUBYmDCcHeEYQJaGYQbpRtSGnFXMMX8hh/l9Ab55H97ZkkUQCMBV4249M6rGH6kS4ndLm+b3/nYJDoDFwLvBtNctfg+OyaaUhSnqT3FJrvD3RfJ0maJqlIUmVT6yJpvKQFkqZHj47R8h6S3pY0MyrTLVo+Qsni6dYAACAASURBVNJUSXMkvRzLcyLpLUntDqTCSL2QLgOuJsykNJEwU+a/PMCrmhlbzXidKOEo0AX4FnClRN8DnVWujj+bl0taF/eZu6qSchdFn785kn4Ttzy5n02XdpJ1rpR0t6T/z955h1lVXX//8x0YyiBNmoAUC4ode8PeNbbYFSO2RE2MNWo0CagpJiavGjXJzy4qdqNojLFixQ5SBFGUKlUEpChl1vvH2pc5c7l36p177p053+c5z5y7zz77rLNmnb33WnvttcaH46Qs92eTxwGSRgV5HJu6X1JLSU9H2t01lP9C0pl1eIFmSNvjk8WTgTZ4mPGbMXsjUfCqhhmzzXgCuBX4GPeK+IXEiRI969t+jmW1paRHJX0h6T1JfTPU2TzSt46RtETSxeHaUEmzItcOD+XHBhmdJOlOOVpIekMe6KzRI44xrj281xWGlMFFgjGS3pHUTNK1od/4QiFipqRtJN2X5ZGfA7OBvSRKJPWW9Jqk0eH/mvo/l0q6X9I4SRMlZYy0KY/A/nHon+5PyYCkbpK+kfRJoO/MUF7rsVfSeYGOMZLekrRllnr3SJonaTxSb3wF/m3MVku6UD5/XTtHqIksmzEH+AzYTSJrrr6ihoVMoslROAc+SF9Uw7odq7neFx+shgHHV1FvJLBThvLHgTPC+f7AA+F8J6BrOH8YGBTOzwCuqfV7Q4nB1gbnGQw1uMxgD4OWcf8/ivkAKwXbBexisKFgvwDbHqxZ3drLqWwOxlN7VFWnE57Wo0v4fT9wQDjPj2wmR8Ee+egrgSPwlCzNccXpQ6BdhvuzyeNmQL9w3gOfhHXAo1ruF8oPAV4O52XA6BrzAVqGvvLS0HeeF/rSkrj/P8V8gK0HdgDYVaHvPANsEzDVrb2cyuoFwL/C+cnAo9XUbwbMAfqE30OByzPU2xtP1VOC73cfGMqHAKfF/T/Jz/89v2OcgXrD5Hvgz+ZbLdY+HzgML+sELACah/KXcVfsdZ4PtkWQ122BO4Dzwz1bAlPD+anAI+G8DI/A2TeN9hJgBrBZ+H0dcHY4HxHpr7rgAYxaZBp78WAwWcfeaF8KHAW8kKXe3nh+u/EGpxv8yjx41H6BHy1Dva6R+tXKMliPwK+BccteQxzJSl5h4jTgmRrWvTVYak6TR52sBDObamZjoc5horeEtZtSXwOODu1+aGbzQnkrWLtZfQSe16RmkErxPC4X4kk8m+Pvfgtm72D2Qx3pToCnXzDjfeDveP6r1fj/8CKJ3etgvcqZbNYQGwOTzWx++P0ycFw4b1jZTFAMyEdfuSXwupmtNrNluBvfoRnazyaPk83s83D+NTAPN1qsMLPXQv21cmpmy4Gpknap8m2kNkj7A5cAB+MpZB7E3b3G0wQiDTckzFhqHpDhJjzMemc8sMVPJbYOwVtqg1z2nUfjBi+AJ4ADpCozVh+AJ8OeVtVDzewNM/sOD84T7TufDvQ3BeR7jOvfAlq8Dx8HrWPt883sv+ZlJXi/lHLjfBZX7jM9fxLex+wV6rcL5e2Br8O5AW3CilZrfL9u+j7dTsAPZjY5/H6JirF3O2B2kLn1cCVvdZax91bgHOC8LP1u9LltIu+YXu8NYGGpzxE3AUbheTzPB26wMFdMPb+msmzG13gQvz0kWmR6djEjUfIKDJJaABub2VRJbdPcLaLHlgBmNgi4HA+6MUHSrZK2q+Pj7w1t/zYyYHxCxYd9LNBWUqcIvWcD3ajolL7Fk3F2oipIrZH2xvO3HIHvG3kEuB2z0TSiPHeFADPKzRgH/B8+EVyIrx5cIrG/RJvq2mgg2TwuuFQ8IalXhsd+AfSX1DcMSMcAqXoNI5sJigJ57Cs/AQ6TVCYPArUfFTKYXi+rPAaad8Et3lMiZb3w/FFDI1U/xCdpmV68I9IRuHK3F/AVcCdm92PWqPLcFQLM+MGMd4Bb8L6kFDdIXiixs0RpdW00gKz2xFdZMB8rF+OT8mw4GV9ZieIXoe+9J4Mr3XXAl2aWitI4Hk9b1KiR9zHO51l7r4JV/4LfSPoE2AaYFn0+nux8JfBR+L0A2CvT80Hb4nnzusD/PQQMkueqex43poMbBpbhXgXTgb+a2cI0uhcApZJ2Cr+PB3oFHrXC9/vOxsfoEuDjCH+m454RzwQaL8ZX1SZm4pGkn0uaAvwF+GVV/6P1XBFcAaSCrWwG7CV3W35dvmgQRU1k+XV8RXPHqp5dlIh7KTE5Kh+4O8+kOt7bCrgIjxB2adq1+6jaXbNn+NsWt1r+JELPU3jQk1vwJJ3tw7UueAfROa2tt4FtMj4L2hkcbHB1cC06zaCvhSBAyZFPWbMNwU4CGwL2G7AjwLK6n+RaNvFJScrF4jzg1Sz3HokHjhgF/A34d4PIZnIU1ZHPvhK4BhiDW7MfIoM7V1XyGK53J+z/SLvvqVR/Gyk7F/hbpWfABgbHGQwx+K3BUZYm38mRD7kzgfUHOye4ef0KbC+wVlXIW677zgnAhpE6U4BOWe5vgU/Yu0XKuuEunCXAH4B7Ite2wyfCrdLamQW0jZv/Dfu/zfMYB5sZDL0LDgp1+uHK108i7f4y+v+J1Pso+/NLLvOtGSc8DrosXN8d+DT8z/cM/Vgp0DX0SxtneKfd8ZgI7wO/D31bjyALN8HanL1fEdwuqxl7d8zW74Y6pwL3Z+PxubBzN5hnsE/knvG4p5KAXQItqaCSNZbl4I59OVhp3HKYy6NJbKQtMqzAP1bkeeHezFLvVDP7NNRrDhyOB9joB/wOX62pMcxsVvj7naTh+McyzNy96MfhOesBx5nZ4nDb5sA4WzfXUqvwHhVwC/ieVIT4T6VBmFMbOhPkDmbMBB6VSKWo2AHYUfL/jfmm5ChyKptmFo1adyfw58x02rO4ewqSfopHWiVnspmgWJG3vtLM/oBPhgn94+cZ6mSVR0nt8CAovzGzd9Nu3Rb4WVqZy6lb+vtSOcT/O3gahCTEfwzwuTmTJD4D+uBRTA/Ag12k0i+ku77lWlZn4qvJM0O99rh3RiYcBnxsZmvT6UTPJd0JPBepvw3unpyeL7AlNPocgvkb4/zb3gdYdLYHSQNXxlcAu0j6d3h+L2BJWMFLYUiol+X55Q8A3eGN38Gfbwu0jArukp1xZeoFc3fHeZLexvfTfRl9STMbRfAokHQwvmq2At9n9xTuqvlEaPNDScvxlbb2uPK4IEJjN+BPuJKYrd99BPhnhnIAjoRdnnG31fcixTOBp8w1tfcllQd65lM7WX4D3zu4Pa7UNgokSl6Bwcy+lUdVamU+iA+oqr6kS/EEmm8CN5n7LdcK4QPsYGYLJJUCP8L3PhHckxaa7+/4NXBP5NbJwA1pbQnYAN/ICx5hbiA+6V4DfIT7UidRMgsEZiwARkiMpCLZ/DYSX+DpF6a5USi3simpu1XkOjwKmJilna5mNi+4FF0AnBjK6yebCYoa+eor5VH2OpjZN5K2xZWyFzPUyyiPwb3p37jR7PEMj7gEd7eLYrM93SJ9Du6atwzf7/cB605YEsSAoOxNBaaGUOx74isfu0qebD70rQ0hqyPwCeko3I3u1TDJzYRTSHPVTOt7j8VXO1J4G1/xidbvBMwPSkGjRZ7HuI2Bnt/A852ho7lCtBR3G5yUer486u4sM5sZafc4YHxVz5dYAO0WwOeDJd4A9ccV2Pn4Stv+kh4Mz9sNuDnD+6XG3pbAlcAfAo/KgUPM7E1Jh+DRaPcIc8iuwOYRJThFYzfgXKvYh5x6Rj8Le5bxrTvrGNBCxa6dod9yWJHWBz6NB7oaKWkzKlauoXayPDXwZU+Jj6yx5BmMeykxOdY9gLuBA2tY90AyRHqLXN8Zt3QswzfmT4hcGxP+tsGVr7H4CtstQLNw7Xj8o5sM3EUk2iWuDPw97Xk7AU8a9DMYHFwyrzTYz6BN3LxNjprIlLUO7ke/Cu5I54aIXcqxbP4pyNsneKCK/pFrYyLnD+Md9afAyZHyuslmAfA4OXJz5KOvxCdGKfl7FxgQuec64KhwnlEe8Qhzq3B3z9QRbeN5XInEoLnBDt1gxmT4i8FFBjsZNCoXosZ6gHUEOzy4vw8J7vAbhv9zLmW1FR7N9Qt81WHjUN4DeD5SryzIcvu0+x8AxoUxfwTQPXLtKOCqtPrHk+4+3EiPvIxxoM4w3eDS/TwwSnT+NQE4ONLGden0ALfh2xiqef6Q42Cj6dByYuh3Dg73rxfkZ0Lo134Vaft5oEc4vxFXTD8DLo7UeRjfNzwONxAMilyrNPYGGvfJNvbi880Jgb7XgK0yyXI/eHM9Dw6zKvTTqUifLfBVwfG4srl/XWUZbNMw59kxbjnM1ZEkQy9AyHMdXWpmp8dNS60glfSBYRfA/CvdMr0EtzR+hNnKmKlLUEuEgAIDcFfOjsACuPwbuOkIszWD4qWu9pB0CzDCzF6ptnKCokDR9pXpcEv5jsDuT0G/62DAGDgbmEgSJbPoEAJZ7YobDloDU2HwQrj/hGKUVUlPAb82s8/ipqWhkZc+xfMaDgaex+z9ypeqfn5YVXsdTwlQZYA6iWb4nr4lwD2uX9YfteVRvcdeX337BfAOZi/VqY0KWrLKcsgjfA5uHLnNGsFqXuKuWYAws9HysLjNzKzwhcxdPLcH9jgG2l3pit3bwDiKgf4EGWHGKuADiY/w8PB7wl83h++bS98NhLYfmFFMKS7GJwpe40LR9ZXp8L17KWWgFfDlP2H+RLgBs6mx0pagzjBjGfCqxFsE5R3u6wulJn27HXQcZ1bntEZ5RXA3fropKHiQtz5lH9w1c3Qdnt8bX52qNgK5GWuCDB6B7+39qn5k15jGdNR37N0LT//0Tj3aqFaWzTB3beUUfD/fmEz1ignJSl6CukNqjQdo2RW3fMzA93BNJhGsRodg5doY32O5Eb5x+QPgPTOWxklbggRFBWl9fIV8AB7lcCLwFh68JUEjQ1hR2Qbft9cF+BY3ho4OxrQETQWeRuFs4EXM6qW01OxxNMcjWi4wW5tbsXjge/EvBN7H7IWGfxzCA2GVArcXizEmGxIlL0HtIbXHN+ruiPtDT8ZX7qYnyl3TgERPfMKyBR5QZwzwjlnWCG8JEiSQuuNGki3xKHFjcBekb6q8L0GjQJhAbo73nb2A5fg+zw/Mkqi/TQLSaXgwpZvztY1FYnc8L+49ZkzPxzNzBulI3Bh2C5UTpzfgI9kSD/D2hFmloERFh0TJS1BzSF2oSIMAvtH1bSLhmBM0LUh0wmViOzz/Tir9wuwqb0yQoKnAo7puhH8nm+BpED4A3iNJg9AkEZS93rjC34+Q6BoYZeumX0jQWCD1AH4KvIJZtvQMDfBYSvGE5LPNapdeK1b4gsIvgY8x+0/+HovwSN4G/DNXexnjQLInL0H1cPeCVBqEVfgEZRRmi2KlK0HsMOMbPP3Ca1SkX9haYgruuju1mDvIBAnqDKkE6I/3nT3wPTgvAx+SpEFo0gh94jRgmkQ33ACwK7CLxDjcUDY/ThoTNAj2xvPM5TUPmxmrJEYBB0r0NGNWPp9fD+yJ51V+O58PjezNOw7vwzOmdyoGJCt5CTLDrc+b4hOUPnjH9B7uF708TtISFC4kWuGK3m54mOavcWVvUrH7tidIUCN43tHt8D13nfAk1W8Dn1CDYAkJmiYkOuB59nbA9wNNwpW9GbESliA3kLoB5wMjMRuZ/8fTEl/Nm25WOW9iQcKT0V8EjMVsRP4fTwnwc3yV/Y5iNVYnSl6CyvDEv1vhFpRueCqEUfhyeZIGIUGNEDZ7b4fL0fp4rqZ3gE/MSCa6CRofpFasjaRY2cCRpEFIUFNIlBFW9fD0C9NwOfqiWCeaCQDpBNxwfjNmsey/lNgH2A/4lxlz4qChxvAk67sCt2EWy15/iQHAMcBwMybHQUN9kSh5CRweWnZ73PrcHpiHW5/HJ2kQEtQVwRq2Bb4i3B34Dg808JEZictaguKHW5xTaRBaAlPwvvOrJBBVgrpCogW+qrc7PibPxeVqQmPI39Wk4PEMLsAj6MaWxid42lwCTDHjsbjoqBZSG3zV8VPM/h0fGTTDI3suA+4qRiNLouQ1dUhluMVwFzwNwnTcavh5MkFJkCuEjcwb4crexlQEn3g3Sb+QoCjhCXpTaRBKgE/xQFRJGoQEOUOYaG6Ne0V0BRYRvGuS9AtFAunHuLHzpri3u0jsj+8N/IcZ8+KkJSukA/C5wu2YLYiXFHYEjgQeMGNKnLTUBYmS14QgcSrwR6B3CWtmHs8Twx/l5O9w///P8AlKcYXXTVB0kOiBT1i2xNMvfAJsAFyDR5ybDlxtxvDYiEyQIIJo39mM1bNOZ9hT93L2QiLpQ+JyKUrQNBAMZZvhfWdvPP3Ce7jxbChJ31lwkDi1hDU3lFPSqzUr5q2g7JK4/zfBHfhe3G2zMwUkMxKnivI/GerdhmULlrHeRXHTJdGcgy+7jx3vOJSWS9cnxa8hFju/aoJEyWsiCJOUOzdkRtlC1mc5bShl5aqTeeS2YZxxA2aFadFJ0GgR0i/sAZwOHNOCH0p7Mouv2Bh8AnNu3B18ggTed9qd/fi8bAqbUE4zmrNy1VE8e+OTHP8nzJKV6AR5hbQ2/cJxwJHr801pM9Ywn66Q9J0FgdScayO+LJtLN5bTBgrgfxPouqcvX7WcTxeWsV4h0XVnb6aVfUtHvqNdYdB1rU6lvORuSspbRYqdriJQ9BIlr4lAYmo/Jvc5kceYRH+e5PjUpWlm9I2RtARNHBLTW7O81yAepAvzuZmLUwNiIpsJYkeJyqfuydt9DuAV/sthvM+uqUuJfCaIFRIzujFnw0E8yDLa8C/OwyPOJ7IZNySmtuCHPldxA2+wNyPZL3Up1v+NxNQS1vS5ihv4iB35H4cWDF1gfX7FjUxmM57hmMKg61pNxSPMp2OaDbG++aWm9kjy5DURbMPY3sfwNHPYgOc5PHqpd1w0JUgA0I7FGw7iQTryLY9zQkrBg0Q2E8QNSQfxQu/dGcVYtuVDdopeTeQzQazoxfSepzKclbTgcU4gKHiQyGYhoHcvZiCMaZV1hLj/N7178DWlrCo4urownzKWM7WyThc7XbUsLyiUxE1AgjxA2vlUhi+eTm/u5wxWUBa9OjMushIkQFr/Av65qB1LeJBBTGbz6NW5YR9KggT5hyczP3J/XlvyPrvwb46lnGbRGkn+sgTxQdr0p9yxeBltuIez+IbO0atJ8J/4Mb0vUymnhJlsWKk8LoJSz+/LVD+prKfETlcfpgGkK5+x01XL8oJCouQ1ZkhC2gs4Yn0WPjicU5evpGW0xkrgbYle8RCYoEnDk8OeNZA3XxjGT1ZMq2y9+wHPq3dQouglyDs8ofnxwA7LKLvtBQ5dTmUxXAW8KvnGkQQJ8gppK+CUfnz+1H0MXr6YDtGrK4FRElvHQ1yCgKs35suVs+jJKlqkypYDV8dIEzhdP8ynS9RrpmDoWkI7FlXIc0HQFeiIohDoqhESJa+xQhJwEHAAMPan3HnxKlqciydWtfD353go5p9IbBIbrQmaHqRewJlA+RE8f9HX9DyHyrJ5FnA3HpjlyJBvL0GChofnDD0Fj/76wnX2u98YJel95+XA58BZEuvHRmuCpgdpB9wAMeskHvv5Utqmy+ZPgeeB46TK/sUJ8gdDj5/A4yPmsEEqqN0cCiAgjqFHTuHhp2fTfR4uM3MLhK6HT+eBJ+fSbT7I8FzN8dPlwVXSv7GiCLoCSeCVxgl3M/oRnkj1feC/2XLeSayHRzfsDDxpxqd5ozNB04S0CXAynhh9GGaLMldDeJjnvfEcZE+ZsTpvdCZoepBaA6cCGwIjMBudvSo9gEFAOZ5DaW5+iEzQZCHtiRtvvwAexSxjnjyJUuAEPOXCy2a8lT8iEwAgbQScATwk7CDgOzMeiJkqkHrghoAnhO0KyIy7YqYqlXf0QuA5YZsDHcy4PWaqih6JdbyxIeJmBLxBFQoeQEhEfS/uw3+CxPZ5oTNB04S0JT6J/ga4J5uCB2CGmfEq8D98VeUUqcLvJUGCnEJaDxgM9AAeq0rBAzDja7zvLAcGS5U33iRIkDP41osDcAVvAvBwNgUPICRJfxQYBxwoJW7vMaAPvvIzA5gK9CoQj5TUhrdpOF09CmRcTdE1Faeti1ThT5qgbigEgUuQK1R2M/ofZq9WpeClYMb3wAPAFOBoiT0alkx1kjQmHHMkzYr8biHpWEkmqX/knp0kjZe/I5I2kfSlpGRPTASS1gQ+jpf0rKQOobxv4On1kbqdJa2SdFueiNsBty5/DdxX0/xiZowCngE2Bk6XaN1wRFYgwssJkj6RdKl8lRxJ+0p6Lpx3k/RcqPOppOfzQV+xI8LfTyR9LKlB+51qiOmAuwh3BB7CbGJNbjNjPnAPsAI4oyHd3sP3+7fI78slDY38/qmkSeF4X9LAUN5M0keS9o7UfVHSCQ1Fa7GhoL9133pxBLAX8BHwJGZrqrvNjDXAU8AHeAL1H+VDyShoXtYAkjaQ9IikKSm6JG0maUV4r08lDZNUGupH32lw+E4PAPoCcwSHgf4D1w0Ararr+JxjuhYKDgS9DNdtDbkxUGWZu/UL/+cpoR96LdUXBbrmSxqzPjzZHc4tha4QIrBAn4Ke0xQBEiWvscDdjE7HJ8LPYDaqNrebsRJ4GLcSHiyxf0NZ/szsGzMbYGYDgH8BN6V+m9lKXFF9C3fpS93zIb4yeXkouh24xsyWNASNRYwVgY9bAwvxfZcpfIm78aZwAv7/bnj4BP4o3JDwAGbf1+Z2M0YDj+OrLIODm3FDI8XLrXAL+uHAkAz1rgNeMrPtzGxL4Ko80NYYkOLvdsCvgT/FQoXUBTgbaI27D39Zm9vNWIQreguBUyW2yD2RgAcj+rGkzukXJP0I+Bkw0Mz6A+cBwyVtYK4QXADcLqlU0imAmdnjDURnMaIwv3WpGfBjYCd8THwOs/Ka3m6G4fvz3gB2xPfpNav6rnqjMHlZA8gV6n8DI81sk0DX1UA3YEqYs2yDK0UnZmlmXEmFy/dU4GQoGeeXSn6oy/icK7rwuVXvCro0FszInAeuLqg0d5PUCvgPcEege0fcJXPjyD2PmtmAhXDLbLhkldmnuCF4VaCrMOc0RYJEyWsMqKWbUTYEy9+TwMf4PqjD8+3iIX+XPfFJ18lpl68GzpF0BVBqZg/nk7YixCigZ+T3CmCipNRm/JOAxxqUAq11MzqYCjejlXVpKuwXHQ6sjwe86FDNLTmDmc3D9zH8Igy4UXQnkorEzMbmi65GhHbAt3l/qtQTX8ETvrpcp5Qywe39PnxycmIDub2vBu4ALslw7UrgV2a2wOmxj4H7CRMiM3sPj1Y7FPgjlSdKCSIomG/dV2ROxifvL2P2ck08c9IRcXt/EdiKPLq9Fwwva479gFVm9q9UgZmNIZIuJRhN3qfy2BrFm81hj+XQ4g2YD2wK5R/Dsu+gJDrnrs34nEu62rzvQU02BRsNS76F+icbzzJ3Ow0YZWYjInSON7P70m7uAHQgrOCFuegM1lU+45/TFBkSJa/YUdnNaHhN3YyywYxy4FngbWBn4Md5sPxFcQzwgplNBhbKXfwCbbYI+DNu8b8gjzQVHeQW4AOAEWmXHgFOlrQhsIaGzKfkg/rh1NLNqCqYMQUYBpQBZ0t0qTedNX62fYn3mV3TLt0O3B3cUK6Rb2xPUD1aBzecScBdwPXV3ZBTVARG+B64G7N6BU4xYwWV3d53rz+R6+B24DRJ7dPKt8K/sSg+DOUp/Bq4GBhuZl80AG2NBrF/674CMgjYFHgWs3oHTjHjHXw82AR3e29V3zZr9tyi6je3Zt3vqBLC6tSuwAtZqtjGMPZ22PRo2I61Y/D8+WFNrqQO43NO6OoLY26HTY9xw0F49tz5QE+J5lW1XwNkmrtthS8aVIWT2sC7PeG8Fi4Pqe0Y0/CVSqBA5jRFiETJK2ZUuBmV4W5GU3LRbLD8vQS8jHcGJ4VoXfnAKfhHS/h7Str1w/CQv1vmiZ5iQ2tJY/DAJusDL6VdfwF3oTkF35jfMKhwM9oZNxjUys2oKpgxAw94IeBMKavlsiGwzsq2mf0Pdz+5E+gPjJZ/mwmqRsoNpz9wKDAsg7W/YeB7Rk6D4GpplpNVxDS390Ny7fYe3NOHAb+sQXXhgR9S2BtYDEn+tBoinm9daoMbH3rhhrEqJ/e1gRkfk3+3d2gc/eYmkbF1elUrjxfAp8Nh00U+BgaPoxnzYHUptBhLbsfnGtN1Pox7BDab7VsnAl3T5gPNyb4CWFNUN3dD0r/D3rqnIsWPLoMrZsFNK2EbM1sRyqfhclMYc5oiRaLkFSvczehM/CO4t65uRlUhhF1+DugHDJIqZ1LPNeQhdPcH7pI0FfgVcFJq4hf2nbQHDgFulFTWkPQUKVYE//w+QAvS3LLCnsePgMtw19zcw92MTqLCzeilurgZVYUQrv4ePPHvGVL93U2qg6SNcUvhvPRrZrbQzIab2el4oIO90+skyA7zPcSdIQ8rs9J2+L6VubiL5ne5bD6D2/thOXZ7vxk37kUjz32K77mKYodQjlxx+Avev3aRdHgO6Wl0iO1b9xXas/Bv4WHMxues7YCI23sn8uD2XmT95gTW/Y5SSO192xTYTdJRmSoJuBBWfeX87RxWtoCJC6B0Naw8m9qPz/WmC+BSWL0uXRMW4MagOu/LyzZ3C3RHvbGOxbcWpecW7QNMT5snzATWQLOVsc9pihiJkleMqHAz+gG3QjdYfiYzPsQ/nF645a8hQ9oeDwwzsz5m1tfMegFfAQPDEv7fgJ+b2Tg82uI1DUhLUcPMFuPW/stT0bYi+BtwpZl9k/MHV7gZ9cNX7xosP5MZC3FFbzFuhNi8oZ4VLMz/Am6zNIVV0v4pg4Oktrg71PSGoqUxIkRja4ZbaxvyQbsCx+KBB+7HbHlDPCbN7X0X4Nhcub2b2UJ838nZkeK/AH8OjmfGxwAAIABJREFUky0kDcAnU/8I138HPGZmk3BX95uCe1eCNMT2rXtAnbNw5f0BzD7PSbsZkOb2flZDub0XYb/5KtBS0rmpAkk7E1GAzGw2HiTm15ka6Oj/vxYD/Zu8uuLKrOWpICd1GJ/rTVdbaAW02d/bj9D17UpcAe+b6b4aItvcbTKwZ5riWck43xpKccVzWrQ85MSdCW7kz+ecRtJISZ+pIup711DeUtKjkr6Q9J6kvlnuPzTc/4WkWAMKJUpesaHCzWgxruAtbOhHmjEeX9rvgrvHpe8HyRVOwSNIRfEkHqnqt8DT5pGXwAMInCypXwPRUvQwD8DzCWkBbMxsgpndn/MHrutm9GHOn5EGM5bgrptzcbfi7XLYfGrP2ATcdflF4NoM9XYEPpQ0Ft8YfpeZfZBDOhorUvwdg7vZnGH13LOZFR4AaB/c3XsSvn+5TgGAaooQ2fBl4BVgW3Lr9v43fLUnPMtG4AaPd8IexzuBQWY2W56b8ljgD6HuGDz35JU5oqUxIN5vXeqOe+Y0x1eXG1zZibi9l+Djeq72xBVtvxkU0WOBg+Qh/yfgc430fV5PA2WS9kpvY31oC/AcPGRmr1W+Wl4O9JFQbcbnXNDVKdD1BDy8Ll1Mw/P41dUQVdXc7UfAefKUV6OA3wC/T1VaCSf0hPNawp1BbqKpdKZBiVJeZHme05xmFVHfU6vQZwPfmtmmwE14jIhKCHsHb8fHmpDfV7FtL1KOvagSNCTczehoYDaey6lBrNDZH08f/KP9Hhhm1sBW9wTFA3czOh2PkPVoQ1qhMz+elnjHvxHwXzPey+fzExQw3N37EGA3YAwwIlf7Q2tOAjvjQYimAQ+b8UM+n5+ggCFVGldpCA+LKh/P+sBP8BQiD5sxNZ/Pb3TwFCWdMbt13UvsgO+Huz3k2MwnXT/G90D+LX37hMSWuAv7XWbkfOtPNXQdgQeouSG9Xw55R08HHgirzzl4nP4MTDOzf4TfQ4HvzCyag3QkcLmlGaol/Q8YamajJDUH5gBdoqvUknYPdQ4Jv38NYGaxpAhKVvKKBRVuRtPwgSCvCh6AGdPwMOHNcRePDfJNQ4IChLuInYVbChvUzSgbwqT5IXyV5jCJffKd/iNBAcKTMB+NK3jv4jlE86rgAZjxAZ6Yuje+h7Qh3d4TFAvcE+V04DvcMyfvhtOI2/sSGtjtvdHD+5s+pLkeRjA1/M1VXrqawQ1dfYFpWfbHp1aO80tXxTOnZ+mXZwDl5CDFQwSP4PsFUzgReDx4lERxb1hZ/G0kIFjPQBNmthr3qOuUdt/aOgEzqX9QmzojUfIKHeu6GT2EWWxWYDNm4y4eq3EXj95x0ZKgAOBuRmdR4WaUbXBrcAQf/sdwd4798OiGiaLXVOGW1hOBAcBrwP9yHQCoNjBjHD7B6Ir3ne3ioiVBAUDaGndzm48HT1scFykZ3N63jYuWIkdXfO/b1CzXv8UV+nwrUx3wXKQZx+eQ53MB+Vc+y3CeZaNrJe6SmjO6gstnV0k95N5x35rZ9BDcJYXTzGwbPP3TXrghBjJEiaVyBOOa1skbEiWvkFHhZrQfPnF9DLcexAozFuCWv6V4vp1kX1xThNQbD+6wGp+kzI6XoLUBL54G3sNXb46Wkn6uyUFqibvA9Qf+i9nrcSp4KZgxGc+l1xbP85huBU7QFODJm4/DLf73Y7YsZoowYzkejGUanh93l5hJKkaklJFsSouFa33ybIBM0TW1ijopuvI5XlbJr8i1njlO4/UEHizmJCrSPqyFmc0Kf7/DI9GmvoWZeMwBgrtmeyA9LsbaOgEbEmPuvmTyU6io7Gb0HvB0HG5G6ZDUWtLroKW4orcAOEWqfe4lSZdK+lTSWEmvyPcmIGmApFGSJoRrJ0XuuVvSJ6H8CUkZ8/xI+nWIbPSZpJRvdH9J70gaJ+l1eTQzJD0SdwCXFF/Dpt1ctHdi4O0EScOz1Dkl8GKspBci/Dgh3Fcun4yk6h8b6k7qKj26Bk5fAitK4Xh5vrGCgA+k3UdC52Ng5fbACfVJ9JpNTtPqtI1E4hojaYGkm8O13vKEv6NDG4eH8rX8lHSnHC0kvREGkFiRS5msggedQvlSSbdVcf/14b4xkl5USJws6ehI+YeSBiK1vhmu2xBuKINBgqvlSh+SXpbUsb7vUz9oHrQ6Cn4opZ5u76p5tLcOob+cJGli2DeS6mvfjfBvl1B+njyf1WT5nhUkdZGULdFybMixnA6WND/yHZ+TpV4LSXcE/kySdFwo7xP6iLHyCH0bhvKBkj6SNKG79OYSH9s/L3H5bJ3pGXHA3d6PfBJ6nAgrj5DYuz7KSE36zlDvD5JmSFqaVn5T5H8xWdKiUL6Wn5KeyfZ951g2DpT0naTVko7PVGcm9OsPJwjeC7TdELn/CknLoM2foMMQaD4xvNf00Gamd9lXPkZ/Ienv0tp0UmeGPtPCd9sulB8raZ6kHyQtlHSSpBbd4KEVHo19foSe9DnCVFjYBkq+kbRI0nORui0lPR36hPHy7UNI+oWkM7Pwq19op1KfH65tK2lUO3hhAzjvQJ9Hpt8/VNIsaP13aHMVlE4J/Ppa0hplHjdPU+Y5TaXxAw+GdTIeSOXnaf3cBpJeCeeleOCYVCqTEXhwOXAl8dX0qLF4KpB+kjaS1CI8Jz2Be/5gIfN1chTQAc0NTjIYarCPhQA5hXDgOUouqvhtrcDOBBsCtmNa3Y7VtLUfUBbOzwceDeebAf3CeQ880EyH8Ltd5P7/B1yVod0t8ZXPlnggjil4ePb+wMahzp+A34TzfYA7C4mv1dStjq/9gNGpekDXDHWa42GTO4fff8E3CwNsAWwOjAR2ityzN9D2O9imL0y/Gf5iHi56CO7eELt8pvMTbDewoWA/AWtRR35mlNNq7vkI2Duc3wGcH5HNqVF+4sa2t4GBobwg+JljmczGgzbAQOA8PMx6tvuj3/0vgX+F8/WoCCC2bQlMNrjgYfjHvbBHKH8YjzQJPkBfUwh8BesMdgnYVWC968jXCyK8ODmbbAL3A+eE8xZU9KcvAoeF88OBkeH8wFCvJR4KvVcovxfYM27ZbEA5HVyVHEbqXQv8PpyXRPrRx/EoseB5wx4I5zuVQVeDg3aGcafDLeZjUuzymJmfJReDHRv6zkPAMs5BctV34sbs7sDSKtq6ELgnxU/CuFbV951j2fgtHk1xGHD8OnXcenP11V6vY/h+3ox8XzcDl4N1gQueg67/C+V/AYZH3yXcfwa+0rs77gL430hbn+DRWIfhkRyvD+VX4OkWSvGIpZOAdkfC82fCrZF3WWeOANYezvsPbPw4cCTwXKR+a2C/cH4IHjW1I54OYXQWfr2Fp22Byn1+c2AssJ3Bzz7xPqxThvuHBn61CvPLfSN8HMa64+a1+B65THOadcYPYBweiCvVz/2Ar8C1wZXOL/A8f7cAzcK9rfBv/AvgfSrmkz2A5yPPOBxPHzGFmL/vZCWv0FDhZrQFBeRmFMFpeI46AMz4HngQF/ojJQZG6t4qt9Kfpgw5mczsNasIIPMuvqyNmU22ELzDzL7GlZEu4fcSgGDRak1mX+ejgUfM7Acz+yrQtouZTTKzL0OdVng0M/CO+EDFu3pSia/VoEq+AucCt5vZtwBWEf43CoWjTeBlO4JLgZlNNLPP0m8wszcMNi+DHy+D8ht9dXkZ7h55Wg1pzxdOA54x4108tHNf4CdSRqt5neQ0G+Srwl1xuQKX0dT+q/ZU8PkNc3cQo7I8Fgo/cymT2XiwzDyX4vcZ7qm4OXz3AW1Ce5jZUgv94w6wQUd/RoeT4cbBZu+E+lHejsD3QcWJlGym3N6X4W7vm2aoWx1fj8YVOHAXpANS1v4UgpV/b+Bu8OTBZpZaec/2f3nZPMWE8Aljah94ochmFLmU05riLNxQiJmVm1lqJWJLfJUAfB/o0QAGHy9zRWbPufDdQ/Amni6kEOQxHadB+dNUuL3vDhyVxY0vJ32nmb1r1bv7n4IrQZjZh5FxrarvO5eycRjwTzwQSCZ07gIt/gD/AW7F05QsoyJoyC74N7oA9v4CLBXPYCBuPIm+y624UrwBrkQZrtgcE+pthAfBK8cVpuNCueFK3mpceflsAzj2LJj2XOVk6uvMEcxYDM9tCbe8ju8bXAszW2EVaReiNP4HWC0pOu9LYVMgNd9a27cABwNjDT4DNtgWPgVuycb7MMecS4Vr5y64y3v6uDki/M40p1ln/DCzbczTI6T6ufnAD+ZzmrOBF81sKzO7yEJqHzP73sxOMLNNzWyX1HzSzL42s7UrlWb2vJltZmabmNkfMvAmf4hTw0yOtANaG5xr8DuD7WKnJ+3AO4054bwtbgWJHB2/gh5z4O9npSx/eMdyO27RuJUs7wXcRlhZSyvfBZgIlETK7sU/+tcIVsIMbQ2K/L6biOUNt0RNJFizQ9lLwI414UP++br22DJyT1a+4oPzX3Ar17vAoVmeezweUW028AbBWhW5PpLISp7BQIOh+8K/S+CJSL1mwPy45bNqfraaCN1nQ9cZUDK2NvysiZym1fkd8NfI7+641XAmvvE+fcX7euDxQuJnA8hkdTwYTDUrKHietxm460yXSPmxzeDzVrD8brjdoGfk2tnAO0BppOxzMliO4+NryVjoMsPls/WkWvJ1PLBh5PcUgiU7UjYAtzrfh1vv7wLahGtb4JH1ZgCz8ETN0XuHATdGfvcExsUpmw0sp4Px/nAsPiHvleGZHQK//h/wMW7Z7xauDSesHAE/BqwvdDE4wWDo4XBjIcljzfjZ9gsf19efWlt+prVdk74z40oePsGfzbpjVNbvO5eykdbWg/jqdqV22sBn//X+Z/1Qbx98ZWlaaHNBBS0tl0CbxfhK0arQxnT8+ywN9QaFa18FWgYTVtfCOx+Nf9P34SkAwBWot3EDxDPAl9vAjT/AtSXwTeQ915kj+Du2/BbsCig5LNCezqsJgc6dIvx6F1/5SufXPLzPn4UrnZ+FNmYBCwVLu8L8jeBPWXj/T3wP4Vjo9z/48nrotFFKDsg8bi4my5yGLONHuFbQ/Vy9vum4CUiOcEBbgwsMfmvQP3Z6Mhz4kvSk7NetBOxHwcXjSLCoYtYKuAi3CF+a1u6g0FG0TCvvHjqG3TLQ0gz4B3Bmhmu3s66Sd1w4L8Enmv3S7nkIOLIQ+VrNvevwFXgOX70qxS1+M4kotKFOKW5x3gS3Yq0zAJNS8kAGBxkM/QdcGjrJVml1ZwFt45bRqvgJthHY1WAXgWV0zamLnGZo41MiSgzOs8vC+e7hekn4vV0h8rMBZDIrD0LZYGrgJhfq/hq4dm0ZbGhw5W1we0t4PVKvCz4hSVd63ga2KSS+BpekszK5vVfD1wmsq+R1SrtvJ3yStWv4fQsV7l1/j/SNJwIvR+47Cjd+Rf9PpUQmi3EfDSCnnVLfN+5C/GqG+zrjqwgpvl1KhVtmDzxVxujA55mfueF26PPuwlVQ8lgL+ayJ23su+s5sSt6VRNwNQ1mV33cuZSPaFq5UZXLXPM7gMvPxtDnuXnlxaOu3+Krbpc6LduNh8fW+N49bM70LsDO+133HQMtKYEK41h93tV4APEplBe5WYAU+vj90CNxh3meuHVPIPEfoD62+8v/zTscQcdeMtP0U8JO0snNxF8p0fs0lQ58PXA589QYcNx+uk8vFAVl4f5nf0/dfMHA09PpjeL91xs3wLt8D25JlThPqVRo/KIJ+rj5H7Jv7EwC+Ufgn+DLyg7iLYSFiBf4BIqktFe5oabjl7/DLHYGW0oUj4LZDcf/xfvgqx4OpmpIOBK4B9rFIaojgYvQf/CN9N/0JZrZG0qPAr6hwdUihquhGPYDFtm4ut1bh/eJADfnKqWb2aajXHJ80ZOLrTOBdM1sFfCXps1Dng0hbAwDMbEpo7zHgqvQHtvTO8kf4QPPhhe6H/7qZpbvXtaQal7s8ogp+tiiF9TuCXSHtcpLZiLdCvar4mVVO0yEPydzczD6KFJ+NW0oxT6LaCp8ozsMnI4XIz1zLZFU8qC2G433DEKSN8b1oS38Ov/kFfCyps7n73Oa4NTZ9U3+BfuvCZbPl+dJFl5ld8VCoV9233guYqaqjvc00s/fC7yeo+NbPwCdU4CtSd0Xu2xZ3WYq6p8XJu0zIqZxa5Tx1d+J7sNLxDbAcnySD8+3scP/X+Aoe50idHoHTN/MxZ8Thvn+p0OQxHVXws6w1dGgHq34vdTza7LPRoV5O+s5qcDK+vy6K6r7vXMrGqlRbuAJ3o6TfRBvpBl1ucDdxQ7oD3ybyJe5iujmusE0H/gDLy2GLc2Fxh1B2KP7tdqUiCMlsXGb+hMvQE4EOzGwScLCk+/D93xtFSHkPV1h+Lmn4Hm7gmU7lMSXTHKEHrAwBajbqAx/upXVzx20BRJOGN8eNSPvgz4nyqyPwWOD9P3GD8lh8H3W74+CmW+H/zPvyHSS9noH3D5hZubTnLfD567D8eNwgmGncHIArkRPNzLLNaYiOH45i6Ofqjri1zCZ/+GbsywyutIibUaEe+HJ3q+rr2Z5w5v+g7TwoGUYIQpHW1va45Tl9Va0FboW6OK1cwKaR878ScYuL1NuKyoFXvqRi42wbMrgv4m4F3Qudr6HupeGd7s/C10OB+8N559B2unU/FdCmS/h9PfC3tDojb3a5HGpwQLBQbgTskFavE96xxi6fNeEnWFewy8CuBNuwBvzMKKdZnnsD0VUmL/svMDicb4EbHFLuzAXLzxzLZFYehLLBVB14pV/k/ELgCYMtXoWbVsP55u5YO+DW6hRvuwJ7pbWjUKd5IfIVrBnY8WHV5EBQdXz9OZUDrzyW5ZlvApuH86EE1yTcbX3fcH4A8FHknq1T90TKdgReiFs2G1BOu0fOj8UnwpnaeQTYPyK7j4fzzkCJwXoHwfPHwmsW3AELVR5rKZ/9wX4LdgFY21z2naH+Oit5uII0Ndpf1JSfOZaNGfjk/z7SV/Jg/TBO7gz8Hp9/VGoLmBPK+rnX0wt/hbK5geZK7xKhZQ0emCQVeOXw1LuHv/fhHjdnhd/NAs93wANRTVgB173qytPESPsZ5wj+95sr4HdDyLySdyTQIo3GiYQAJ2l1VwDnhvO1fT7QUTB6Ply/CA7Cg7jcmYFf0W/xEug3HtabT/Z5yFa4crnOnIZM40fF76Lo5+r8PcdNQJM+gptRUPLWiYBYiAfu+nhgzeqech7M/GNwQ1qnow0f91wq/L1HhPKUL3rUFzxlpXkbV8jG4y6W7cI9RwHXRdq+Bh9cPiNEpArlPaIfeCjrBrxfPHzlQCLRojJcF75f5NPAq5Mj18ZEzs8LHfRY4FmCIohPbmaWwKo2sLQzvBe55yjSIprie/v+VhPaC4WfYB2D2+bVcOCgaviZUU7T+Rl+f0mauzUejOFtfOAfAxxcDPzMsUxWxYOp+OrTUtzCnJoU30XF3o8nwzc/Fnj2bjjYYMhR8Lhczsfg0eQGRtrdCfh7Gh07AU8WMl8ru71feg30bl9FWzWN9jYA+DDw72kqouoNxFcCPsFXAKJuxuexrmvW5cCFcctmA8rpn3AX2E/wPd/9I9eifWcffM/PWNwg2TuUH18CUzrCvIHw4TjYotDlsQ7yuXGF2/vmx+Si78T3h83EXRpnElEacKPEDRnarpafOZaNZ/DgHMvw1dwJqWtl8JnB0J/6qpDh+/BSe79TUW1n4fuRAy/afw0HvZj+LuH6gfjq2Ct4vzcFdz9MGbD+hs+RynFlKuXG2QpftZsLvHs+/Nhg6AD4Gd4/HhXqZZwjOL86TIPWS0O7M4FDIjx4norIvAfiwU0+Js1lNlxP9dnr9PkD4JJuMK+lR6D8S6StaJ//QKBtLDACBjwJR4z0/rFi3EzJET5uvkTmOU2l8YPK+7aLop+r8/ccNwFN9oCNDa42+KVVE7q3kA7cSvRAzevbVsHydx7YenHTn+WdLgHOLia+NugBrQzOMhhiadayLLQ/RZolLO6jJvx0S7SdH+Rzi3zQVUPaC4KfBSWT0QN2D1bz0y1YlWvxTrcQ2f9RqHwFk6/k2dCwstcsH7TVgPY3KLDxqqDk1IOsXGpwlWUI2pKB9tjlsS78dA8IuzJ4RBSMgTqdn7mUjSrbgmMMrrAq0l2l3+/eTjY027woJ7IBhxlcoxqOKU5jj/8EuqoNBlQVT6rh1/7mAQar3KOZJnNbB7p6ZHlezsbNQuzn6nokKRTigLQFHtr3W+BeQhjbYoCZjQZeUw2Ti5oxAfdJ7wScKdGhIemrIxZREYY8FtSWrw0GTy4/GI8u9ThmH1ddXS2Apy1DyoU4URN+mvEd7u4yGzhR8n2KcaKQ+FkwMpmCJKT98Oi4nwIP4+Gva4PxZvZK9dUaDjWUTTPjZdwyvTVwskRpvmjMBEldgP9nBTZeFYycSj3w/UQl+Lg+owZ3xS6P6aihfM6kYi/8mVLVaWXyiEr8zKVsVNNWH2BaSkOo4f3TIvdmQi5ko88i+NpqOKY4jSX/g5Wqgq4oOuNBZbK0VSW/ZlO7PZpZ+ZXLcbNQ+7m6QlXIZIKGgDQAD307C3gIs8axubMaSPTG8/+tBIaZkb5ZOkHckDoAp+NuE49i9kXMFOUFEi2Ak/CN4S+Y59ZLUEjwvEeH4SlVPgaeo/JG+UYLiR3x4EczgOFmBRPgKEEKUl88P9sKYBhm6cFvGiUkokHjHjFbmxet6UBqj3sDvUCGIHHZb6MZHjV0jBnPNwBdrfHk6CMxe70WdAl3V/zCbG1woVzS1RwPiPI+Zi/W7lZ+Ccw383yJCapHspKXT0i74cksv8QHgiah4AGYMR1fNWkGnCXRI16KElSC1BlP8NsGl80moeABmLESX22eCBwqsV8Y6BIUAtwSfCyu4L0DPNtUFDwAMz7CI+v1BAZLtImZpARRSJvj+8iXAPc0FQUPwIxvgXtwb5jTJPrHTFIcSK0sTauyVhrMWIMbbmqyYlYX9ML33tWWrtSewoaiqyceobRWdAVMA3on43PNkSh5+UCFm9Gh1N3NqOhhxhx8QFgJnCE1WCeSoDZwN6Oz8P7gvhq6GTUqmLEaD2AxGt/wfmgykBQA3Op7Ih7Q4BXgpapcohor0tzez5JoHzNJCQCkbXEvgLm4i+aSmCnKO4Lb+7242/tJheD2nmf0wVMTzK3DvdOArhKtc0sSAH3x6Jyz6nDvNKBDA22v6YsHp5leh3unAq3xaKQJaoBEyWtouJvRofjEcTTwBGar4yUqPpjxDa7oLQFOl9gsZpKaNtzN6Axc8b4Xszmx0hMjzCgHRuBRyHYFjgkuNQnigNQSXyHZDPgPZm82RQUvBTO+wCPOtcEVvc4xk9S0Ie2C58Sbhns/LI+ZothgFtxU4Su839wtZpLyiT7A9Dp6F0zDV9t655YkwOmaiefCqy2q2y9YH/QB5tXRk60h6WqUSJS8hkSFm9GuuJvRiKbkZpQNZizBLX/z8IAC28RMUtOEtBmV3Yy+qeaORo/gqvIi8CqwHR6QpXm8VDVBSGW48aE38BRmH8RMUUEg4vbeHFf0usdLUROEe+bsjecem4Tvra9rku9Gg+D2PpwKt/d9G703hAcq60zdXA/BV9lW46tbuYMbyLpTd7rm4quTuVWmfE7cC1+RqzXMWAQsJlHyaoxEyWsoVHYzepUm6maUDWYsxyNaTgd+LLFzzCQ1Lbib0cm4ot0k3YyyIUQ2fAPPCbQ5MEiiZcxkNR1I7fAohV2BRzAbFzNFBYWI2/sqfI9eMuHJF9wz52Bgfzz/12NN2TMnHRG39zHAvjR+t/c67cdLIfBrFrlXWjbE5/d1pauh9uV1B0qpu/JJuLdvI5ernCFR8hoCFW5Gm+NuRm8kCt66MOMHPKH5ZOAIib2TDzcPkHbGV5inA/c3ZTejqmDG+3jund74HtKymElq/JA64ftD2wEPYjY5ZooKEsHt/W7gOxK39/xASiVh3h1PHP904pmzLoLb+zNUdntvrHPNPvhWh9n1aGMq0D3HhsQ+eKL0+uyvnwZ0kmibG5KAeirFAVNxl/VO9aamCaCxfnjxIXEzqhXMWAU8BozFraMHJYpeA6HCzegIXLFO3IyqgRljgUfxVaUzJdrFTFLjhbQBvoLXAjc+TI2XoMJG4vaeR7hnzgl4gueReLj8xHCbBU3I7b0PMAOzNfVoI7Uvr1duSALc/XN2PQP8NcT+t77AAsyW1aONZF9eLZAoeTmArtWpulZTNVTl7a5ixlUHcCDuZjQ2btqKASGU8L+B94E9gBslpkqUh7+nxkth8ULiVOehlZexbM7V/P4iXKF+rI4bspsczPgMeBBfXbpNYnoim7lBVD478O3Ey/jrAHx/6Ndx01YMMGMZFW7vQyRmJ7KZG0Rlsy1L5lzN70/ElbuRiYJXPdLc3vsDt0pMawzyKXFqicqnifJ/tGb5jfV8lz2Bi4HJ9eWLy6xNE+V3l7Hs9/Wi63fN9uHKDhcxRGN1rabqWtWXrqmi/ME2LP1dPfl1CPBL4INil6N8IEmGXk8Ewb8TKly5ZKwwcY4NseHxUVZ8CCt41wNXbMyU0mn0YY0b/5YD55qR8LMWCJ3fnc1ZVdaLGXzFxjRj9Q/llJxVbiUJL2sJiQuAm7swr3QVpSyiIySyWWek5LMvX5XNoieraAHYCtA5CT9rB4lBwN2ivMUmTOELNgWUyGYdkZLNjiwsa8YaFtAFseZ7o9nZCT9rD4krget7M610Lt34gVZQpH1nSjY68G1Za1Ywm+7U9VtLtdWeRWVtWMZsumOU1KutdiwuW4+l9Wsrw7yW1P+rlvPaFF3r8V1ZexYzm+6U06xe79iGpWUdWMQcNmANzYtSjvKFZCWv/vgjlT8EzHOe/DEecooXwcVjUBfmlQ7iQQbyVupSGQk/64I/AmW78D4/YRgbMJs1NG9plCS8rBuuACv9Ec9xBvcjyiGRzfrgj21ZUnZh9zSRAAAgAElEQVQaD3EQL4UiJX1n3fB7oMV2fMJpPMQmTIFENuuDPwJlB/MiZ3M3zVmF0awVCT/rivNb8n3pyTzCkTybKitW+fwjULYTH3I2d6fK6voufwTKtmc053AXwurd1nZ8wrncSTPW1LuttLJ6tbUFEzmHu2jNinq3tTmfcQ530YZl9WmrSSBR8uqPbPlNGiLvSVNA7wN4hZW04H12qVQeF0FFjN6tWMFevMnn9GNORbT1hJd1Q+/NmExvpvMWA7GK7jPhZ93Qe19GIoy32bNSeVwEFTF6N2M1+zKSWfRkCpusLY+TqCJG7w2ZQX8mMYrdWU3p2vI4iSpi9N6Tt2nNCt5kr0rlcRFUD/QGaM9iFtMeKkII1OVdegN0YBFLaEd5RVrWOrfVnsUso019ZTaX89q177ia5iyjTb3bas9iyinhu4qYMMUoR3lBouTVH9NrWZ6gCmzEl7M25zPeZk9WVDYkJfysPabvydu05Ade5sBK5XERVMwoYc30A3iFb+jEaLaPXkr4WQd0Ze7M7RnNB+zMYjpELyX8rD2m78L7tGdx+NbXTjwTXtYBonz6gbzMUtZjFLtHLyX8rAPasXjGbrzLOLZhLhtELxUjP6eDKy2L6t9vrW3LFcbCaqsW5dW2VUFXvfqmtW0toV3U0FqMcpQXJEpe/XE17qscxfJQnqA2kHQtQ55fQeuV77Jb9ErCzzpgUz6/fk/eXjWObZhHt1TxSuCaGMkqWpzN3f/XndmrXmX/qMX1exLZrBOuZcjTa2i2Ks2yv4KEn7VGF+YN2ZeRq6awCVPZKFW8EvhtjGQVLY7l37dszJer3mDvsFcUgB9IZLNO+C3XP1bKqlWvsn+0uFi/9auB5WnKVF3nKFcDy9uzOKow1qutNOWzXm2llRXUO+aA900CiZJXT4RNqOfiYV1TCSRrvTk1AQCbnc6Ds5dTdv0qWqT4uQi4O9lUW3t8zmbzB/LWM2+w9wycl18DzwET4qWsCCE1v4Offb8pXwybyBYp2ZwPPIvzNEFtIG14Hv+30NANy2mT4ue3wAPAw/ESV3yYR7eZB/DKsyPZdybOy1m4XE6Jl7IihFTyJMd/vzXjH/6YHVKyOQ/n50tV35xgHUidL+dv37VmxU2L6Jji50I8Nc0j8RJXe5gxvA1Lf9aFBYuD0jKHOgb+MGN4KSt/2o25i3LRVglrzt2AOYsW096AuXVuK4fz2vD8c7sz+9tA17w60xXa2oA59W6rqSCJrpmgMOCJZs8DmgO3p/LOSOwD7AfcZcbMGCksLkidgZ8D72H2ghchvONuA9xqxuoYKSwuSLvjoZvvx+wrL6Ij8AtgjFlFNIEE1UASnku0C3BLKpeTxM54DsfhZiRJ0GsKqS0eUnwSZk9WFDMI6AncYsb3cZFXdJC2A44FnsBsvBdRBlwEfGVWfIpJrJBOBDbFv/VlXsSWwInAM2aMjpO8OkHqBFx4HE90eIrjXjTj+Xq01R645DQebD+c014zY0Q92loPuPxs7mp3D2e/ZcZTdW4rl5BKgWsu5qa2t3Dxh2b1MORJzYDfXMkNbf/ClZ+Y8UDO6GyESFbyEhQKtsUTTr+Sllh0FLAMODBJkl4rHIC7a72ZKgjRS18G2gM7x0RX8UFqBewNTEkpeABmfAt8CGwv0Tku8ooQm+JJcV9PS9b7MW7hP1BKxqZaYB+gGfBaWvnLQGuoHNUmQRXwpOf7AbOJeDyYsRx4G+gv5TRpdeOG1BPYEngnLQH2RHy1eT+pIkJIEaEDwCI6zE+d17etb+k4L1dt5YiuXKI9wBLa5eId2wFaynqF9o4FiWQgTVBnSFojaYykTyR9LGmPOjaUGli/Bj6NXjJjJfA6PincNDx3aQZaNpc0MtAzUdIdkg4Jv8dIWirps3A+LHLfLZJmyVcSkXRm5J6VksaF8xtq/1pOp6S+kkzShZFrt0kaHM7vk/RV4ONkScPkg2OldiK/B0u6Ldt7I20IbMG6AytmfIm7cO0tebKitLY3kPSIpCmSPpX0vKTNJK0Iz/g00Fca6u8r6bkIXSbpgEh7x4ay42vLv4LgpWNPfLL8cgbS3gBW40p1Td4j9c1MCDReGpG9KC+7SXou1PlUUt0txTWjKz//d1/FOxB3zfwoesmMNcCruLFnmxrQ3LR56Rc7ATsAH2K2MHrJjDnAOGA3qSIMXSx01hOSOqmiX54j77NTv1tEnt0/cs9OksZLahF+byLpS0ntqnjUTvjE8eUMCc/fBZaSxeBYLPyM4Vtfhhtr1yJicPz/7J13eF3F0YffUbdsXHA37sZU03u3MT2UQCg2JQFCCaEFQkINOCGUFD56QuiQhEACofdiUxJKKLaxMRhb7r03ybbKfH/MHt29R+cWXV3pXmH9nuc+0tmzZ3d2drbNzs52JIXCMUHdDnVterqIfCYiY0XkQI/GJZ58jBeR7RrBn6BfmSQiL4pIZ8ezFx0dS7rCY+9A13c49AaQv4vI8gieqUtnnvv/zxLrn64LeCZQUQZXvcoxv4aS+0XkDRcnGOtu9GjrJiLV4sasCHQCWEyPBcH/2UQTZKfzFbDzI/z4VrhrNy+t910Z56SZ1qcCy0+H/f/ERbfCPbuIlASysNClNSlbsvBdQNsirw1NQZWq7qyqOwFXA7dkmM4eWIcUNbCCTQZXACOT7ObdBdzu6NkWuFtVX3fPO2M7Lqe55x8CuA73eGAOtlODqj7ifTMfGOGer8qwbAEWA5cGE44I/MLxcWvgC2Bskrg+4spdBHeTYGD1EGj44xblYoPys8A4VR2iqtthB5p7AtMdT3YA+mKmNlH4EhjtPY8CJqRRjsagRXgJ3O1M4fYGvkR1QfgDVdYB/wW2FaFvGnkEbWZ74FDgKOCGiHi/Ad5U1Z1cPTRV/hKihet9B5dueMc+wGSs3R0sQlEK0jd1XoIpF2owZUMU3sHG+eE5prNJUNVlXr98H7F2urPabvBo4ANHQ/DNpxhfrnBB9wLXqurqyExESrFxoML9QjTUKxwHAEPjP20d/GxhOocAg4D3UN0QfqnKDGAacECUwtFDXN2KWVa8DNzvyrAbcDEw2PvmKU8+dlbVrxqkmhhBvzIMsyy4EOPZR5hczL0CHquAdlCyBnovwM4Rh3lW6/h5Laa8PpZY/3QwsBpAoO4MGNuFJcfC7lOAr700KoCjveeTSH6mvjPATAbOBzqKxDyENRVNlJ1OAIW0nwFP7yoyp8yl1Q6TncvSTKtPR/hiEvQtpHwGPLkL1L4C3I+1zQnAQ2RPFlo92hZ5bcgWOmILscYh3hSuwcAKcRr+XiTW8PeG2Jk9Vf0yjdxHAJOAPxM/aDUHlgBvY2eREkINt2MHsI9MI924clebt8eBNDSF8/JgAVbufUIa/hFAtare59EzHlsEB8+1wCfYWZ8ovA/sKSLFYucDtgTGp1GOxqBFeOlkKJEpnI+MTIpVdTFwHnCRG0CT0TIx3XQzQMvUu+3YH0zIFM5HpibFmxwvwTeF+xDVBtYNlldCk+LW0tZTwuW9H/BjvEWewzXAOSLyS6BYVZOdBdoXu1g5kbIRYibFI0Mmxa2Fny3V1hPu2IeQ1KQ4Qd2eBnyoqvVn11R1kqo+miSfTPEhsCdQDfwd8wg6pRQ6DYX5UF0OI6ZASQHJeTYOWIP1Tx1cvNUACgU9YfEKNl8Gu86Dsnbed1XAFBHZ3T2fAvwzCb2dgPVz6bcUu6ugwQ5+E9AU2emsUFdHp49h2hbw/WOBWkfj+DTTagd0uQVumw5bKB0/gi8HQ/sJ2PwwkMM5zSQLrRJti7w2NAXt3Pb318CDwI2pPojAviQ2hfMxCZscHpzg/e3AOyLyqohcJiLp2GqPxjRwzwJHB2YBzYhbgZ+LHRxOhc+BbVLG8spdIHLZNDiG1AMrWKdYiNvBdBiW6junRd0LeC1BlGCSfjhwHDThEHlyNCsvReSyW0QGkcAUzocqG7Adg4EQu4U6HagpNgowE0Uf9wIPOTOka0WkT2PSbSRaqt53I7EpXCwhrd9JSaXhD323CfEyNomuxHaSkyEwKfb7ztbU1lPh+8BrqjoVWC4iuwYvVHUl8DvMyuSnCVOwifc+wGRU5yeK5ikcexKvcGwt/GwpOodhStmxqCZ08JXKpJjout0e69OT4ZSQiV67FPEbwI0tIzHLAp9nTz4LIyeAgCr0XgPtyknNs1eAUuAMvDZbALV/gJOgwz3w9B4wKLwr+iQwSuwYRq2jJxE6A6swr+TBc7bQFNnptAHWK+vXw84VMO8EbNGbUMYj0tofWPJTWFsMG+pYUw4d10H7OpK3lybLQmtG2yKvDU1BYNawDXAE8HiEFj0xzBRuH2BSlCmcD0/D3xkKGsitqj6CnUP7F2aa9JGY+U2CrKUEM+96zpnvfAwcljbtGUDNaccnwKlpRE/FR3Vp1pe7Cxy7L1wzzcxjokzhPFpYjnXYu4nQNQ16hojIeGAZMDvFbsiTmNZ1FM3kDr+5eQkMvxU+WGXvEpnC+fgUW1xn4iCoQXxVfR0zOXkAW6B+ISLdG5luNpCdere2eBAJTOEi8Ba2q9LYc77ffV4aBmOmcO9GmcL58EyKtxNJuNPQXHS2BEYTc8X/JA2tMo7E3MknO4tzEObZ+Z008gtMikekYVIMrYef2WrrhZhCIVjApUKkSbFDqrpFRJ5157B8T5JhE72qNOgI0M7jw+bEm08CvPYt7PgP2Ba0CB4cAatOJT2elWAL17eDQIWiclgC63aAdeXw7a9D/dNrmDn6aOzaiWTojC3wVnnPLYFUstO5CiqhciOcMQkqd8SOU0TJeKK0DsbaXee+MA0qB0CfZVC5AzE5HAH8XxZlodWjbZHXhqxAVT8EumFu0dNFYAqXzsAKNjmcAYWFIjRYwKnqfFV9WFWPwzTXw5KkdQRm2vCliMzEtETNbbIJcDNwJanb3i6YBzKAqtCZss2BpcGDqs5XeHwZPF8HG7ZJv12/S7yGfzK22xKFwE5+S2BvETk2UaKq+gnG+25OA9tcaB5eqj6scEE7KL4DFicyhfORpklxA4jIYEw7u7hhmrpcVZ9Q1TOA/xG/65pNtES9p2MK56XFfKJNihNik+GlKdIOxSZzqXbsA4RNiltbW4+EmOOZg4EHXT/+C0xzL+790Vg/fzjwBxEpj0hkc4wXn6O6LFWe8QpHAjO61sLPlqBzN6AL6bf1SJPiRHXryuDv1h4PnIn15dlAlePDAGxRNhSPZwo1W8Kiz+AQkAo4Zyz0e40UPMPGmQLsaMtc3EMRVK+Ac+GYAdBjOZSuwuuf1I5dfAb8HHimYbIOJvOdiF/kZdP5SlNkp3MlVML6ahg9C2o7k1jGG6QlMQdTO3aC//sGtgfdEvb8Bqr6emmNBe4he7LQ6tG2yMsAYh74Ak+N40WkhwsvFZGnRGSaiHwsIgMTfH+E+36aiDSbE4CWhJjnq0JM+5LOB0Gj/SyZKZyP2OAqgu0A+vkfITEvTL2ArpiL5kQYDZyjqgNVdSCmFT8schKQRajq19gh7KOj3ovhEuwcUWCm8C5wunvfDjuIPNY9B+XebRL0XQnFtcnL7dHCWmzyt70IfbBFSqmInOvRswc22AX0L8AcV1ydIvmrsfMwzYZm46WIfAQnroOyl+HVRpA0CdNep+M0BKetvQ+4R0OTIRE5OJBFsR3vIcDsRtDSGDRvvadpCpeArrBJcSQ2GV4aAlO4d5KZwvnwTIoHYeVvVW09CU4EHlfVAa4v7wfMAPZ37fs24EJ3vvZ5zAlGGAdjyoF3083UMykOvBS3Fn42d1sPduxnYl6c00WUSXGiup0K7BdaSGR93FbVVdj9k8cCZcTOBHY8GKYPhGdAa6CuBjarIznPyrD+6Sk8nnWDMoWCr6BK9YUlcOXLUNmfhmP4bcCVmlwJUYaZg65yd+CuoRE7eSJyk5iXy7AH6lIReQr4C7CrP2cNyw6mYCsGHquPY382W2Om5QAr4YJHgbmNkMMTgdeBd1bBHUeYH4XVsOVMKKoGXvJoSGjBtSmibZGXOQJPjTu7Q/9gh4NXqOqW2Pme34U/cnbe92ImJNsBo6X1unQNzuSNxzqvH2kKM0EPjR5YAVSZBxuLoNPzIgXzRGSuiFyOmVpOEpEJWGfwC1VdGJWGm/AdjnnocunqOsyD1zGNoSdD3AQNPDH+wdE+FXM4MUJjjlMuBU5wfP4I+JeqBiaEhwlM7gXPDoeT6+DyROVOgP9ine8hbnJ8PHComIvkycAYGp4BeA4oF5EDEiWqqq+qajJnJdlCVnkJTCqDr06Aa/aD2z5RTXsxENLwJ9J4Bm1msov7BvDriHi7AZ+KyERsIf6gqv4vXVoagxao9wNJ3xTOSyvOpDhKM7vp8TJmCreI9EzhfNSbFDsL5dbW1qMwGjtT7eMZzIz7V5g5fuBNbwx2tinmGdPOZw4DPkJ1TSPzrjcpbi19ZwvQuQ/QnjR38WJpRZoUJ6vbo4GfiF2J8SFwHfBbL174HFZG1zup6heYx8a/YtY+Q0vhk3/DTseYIxagqhLKSmnIs0I3ztyEmWi+AZzh86wXlCvIrvCI9U/XHAedFhLy3qqqk1X1MZIj2LULzuOtonE7eS9iTmbC8Oe1vwB+mkR2LsXG1cKAD8W26JPVsUXeKvjjTOxM8aHACdh8OZwWOJ4CPwE+KDalX+Eac0gzHR7bCZ64C1v0V2BHcH5AM8hCa4U0oh1uEhCR3wGzVPVP7nkMsEZVb/PijAOuUHPR7H/7OjBGVT8U8yS3EOjua5ZFZB8X53D3fDWAqmZ6/UDrgw2s52HnSRo9mLkzZBcCn6rSrHdetQqIjMC0pw+gmtYuXvzn7I2Zr/5VtVHa1+8eRASTzXbAPenulMQ+R4AfYs4/7nI7KJsuzBTuIswU7qVU0Rt+Tgds4vCNKk9nm7xWB5E9sYnM31H9tvGfswM2CXpGtdGLxO8eRM4A+gB3orq+8Z9zIna26E5nGbHpQqQ91lano5rq7FjE55RiO2eLgced0iz/ILITtlC+G9VlIpwOtFflLxmktT12LcKfUV0kwihgc1X+lEFa22C7jQ+gOs/JZh9V7kpnXhtLRtaqagfvOeW81sXri+3g3YQpm492LwZi5rSPo1ohwjHANqr8IYMy9sMWnX9H9VsRjgR2Bm7NW3nJMdp28hriSczuO8DJwL+cRsbHI04r8CuRemcjW+BcwKpNDldBA6cW9XEc5pLY7e53Fel6hYuEKssw71q7idAlm4S1OsSbwjV6gefwKab9y8RpyHcN22PmnWmbwvnwdvPaEzIp3kQxggx27AN4JsXDnEnxpgs7SxqYwk3LMBXfpDhrd2i1StgZziGYo6pGL/AcApPig7JGV+tFsGP/dqqIUYgwKc5XBCaQwbm3lWR+9i1Ia6X3t3OG43A4rVVAJ5dWuvPaKKQzrwW4A/glUJeCrpVAexHSubs2jDDvV2HmmWl7Yd7U0LbIC8Ftz/cQkT5iGpsVqjrbHQQNcJqq7gAc4H5nuPCohhnWLqQT57sLkSGYZ7jIC1IbgXexziTRlQqbCjIyhfPh7PfHYoub7bNEV+tD00zh6mEmxXwF7Ot2ojZNiPTGnNBkYgrn4z84k+Ks0NV6kZEpnA9PCdGFxCbF331I/RUUqzBHPBkhDZPiTQMiXTAnNF+gujRV9CRoipfilkInYK2nBFwJlDdh0bLemwutwpy9ZOLmvxN2n5939o1CoEOa89pESDlnFXNwtFhVoxxBBQuz1e5vU5zChE1SV4bC2xBC2yIvGk9jBz1PIea+tx7qdkzUJi5PELNjngv0A3Db2p2wi1N91Mdx6Evye0++O4gNrCuxzjxjqLIGs/3eQYTeWaCu9cFM4XYnTa9wKfAltrjZlDX8u2FeuTKeRHt4B1t8N5cXx9aAQ7CzE/9pSiKehn+wSF5r+JsPZgq3HzAF1bmpoqfAdMyBxUFRXoo3EWyHmWkmvcctTbyL7VZvygrHEdjEP6Md+wAhL8XJvGPnEsE1BQGaumjx02rKosXuyIuNXeG78pLOa5MgnXntfsCxYl5QnwQOFpG/uXedgDWhRXEQ3lh0BiqJnbFvjvsAv1NoW+RFI7gD5kSIPwciIkUi0s39X4wdAJ7kXr8A/Mj9fyLwTthuGdMaDhWRQWLmN6NopktkRaSdiLwr6V0YnSqtn4jIl85E9YPAWYyIlIjII+7dBBEZ7n1TIiL3i8hUEfn6ELPX7403sIa+n+jSLxSRHiLylgv/VES2dPH/KCLBYPofbBI5MoLe272DtlNFZGVEnM1CB3KXisgd7t0AEXnb0TTO2ZsjIvuLyOcisk5Enhd3F5+jNSPTURE5WUS+EpHJIvJEgjinOFomi8jvXfCI+6FfEfxWRGpE5EQvfqPoVKUOM7PZHM89tZdeSs+xItJP7MLpKY7OS713J7mwOhHZ3ZPNH7hyfS0iD4ihRETecwNKOvw70JU1jgfu3WsislJEEp4HE5EBhSLv9ILn+8GoMpOpQAY+c7IxWUR+4sJ7iMg7IrI2kWyqshT4gjRMikXkTBFZ4snhOSnivyAik7znB538VIrIcS7saBGJckKSEon4KSI7i8iHjhcTReSUBN9fXirybR/4Y1c4Uezi6OBdrVfOl5wMtBOR58TuupokInu5uBeJyFnu06QmxclkIBQvrk8SkR+48P5Odr9wZTvKhZ/i6jlj+fTybkobOvAkOLQQ7vD4F9B4vFg/WelkISmNqUyKJUHfFxEvqk9CRC538jjRpbOVq+cDXXuaLBn2nZJ4HCoWkcfcuynizrp73xW6un2J2CXXi4GJ7n24braWNPunVCbFTax3ROQPLv+JYnfCdXbhjar3NHgb2QYi4l0q1k4ni8jPMG/WO/wOlgi84ermU7Hzo0GdTXZ0/tqFdReRRBeHJzUpTiSfYv2Ieu0jcl4lIp1EZHG4Phw/g7p+2MnwV2JjqH+fW3DhOCJyChS9CkXXQeFUEVnkZM3v0+eIyHr3qxSRKpfH8yvs2qmVLl+FkQNhi/Oh6EsXb72IbBTrNyeLyEKxS8IRkYtFZI17v3gknPkZ1IqNeb+G4heh2yWw59mO7s8wBzX181pJb46Ycl6rqldjVkDlmMJjg8sr4NfKID+QqdD7AujwsojUK/vFxpePHM8+E5E3XR3NEPNGP3UknAWscvLzNRR85Hg/XkRu9dIa6dLZKCLzJTZG/9rxcZqI/Mbl97XY3M+X10liY8QYF5ZMXvMbqtr2i/hhOxtjvefx7m97rLFMxO4NuRModO/KsIuUp2EXNQ924X2AV7y0jsI8/00Hrm3GMlwIXJpm3C4p3nf0/j8WeM3L4xH3fw/HmwL3/Gvgt6rKfVA0Ca5WuEDd+4jvr8Rsvwscz3Z24edjHvHAXOy+EdALui/oGNBBSWi/GHg4DR58Bhzo/v8X5i0UTEP7V/f/7o7OS7HLN0934T+Kqss0+DoUWwx0CXgYEacr5vK9u3t+bC84SWHM38zT2I7A48CJ3jeNphNUQM8CvQK0JPT+p8B97v9R2AWj4TR6A7u6/zdzMr6de94Wc1AwztF2oaPtQBe3AFu07+/i34CZRafDw4FRPHDvRmIeU19K8v2/vgc3K4w5wM4qBHVdApS6/ztgZ6H6uN/Njv4GshlLVzcDvRYm/DAF/Wdirv/TaacnYNYDk7ywoxw/bwKmuTBxclWegUxG8hPYChjq/u8DLAA6h78vgBEL4CKFy4qNrqe8NNaG2v6lmGnSCBd2OPCW+78c+MKTz51cWx/WGBkIxavvk5zMdXP/3w9c4P7fDpjp/r8dO2eSUD4bwdeM2tBw2FvhV/tZO74i4psDgcuBn6Wi0acT9GTQa0Dbh9sDEX1fKE6DPgkY6f4fEcgdcAHWr16KtfseLjyyT0qDh4nGoVOBJz25mQkM9OJejrWblxR2VxijsHWSugloTqt/Ai0F/SXoGdmqd2J952FAkfv/d8DvmlLvSXgb2QZCcYZhi7ByzFLhrafhcoUrC01xcKSLdxQwzv1/COZQ5XJsB7mfC38E2C+KTrsDTceA7hnxPtHYfCGwIVkZXbwngY/C9RGq69mYEmCg4+cFqoqCKPxKzStkV2A+yBSYcSts9iXwkEvrTFyfjt2LNw6T/8uxncouwD+ugKe+sj79G8uz9C7Y80voONGjZQF2RYBg89KHXbrfw+goBWZsAbMvMlofAX4OU0vg299B0UpPftYC//V4MRc3RwR+757r3N8xLjyY11aQfF77pJPD4ZjPhKcczy5R1ye7OloOY28HHRmqlzc8+bkXWOD+/63Lv7QjLH0dfurCXwPmwbt/hEPvwRaSQZuZio0FTzjeP+rCj3R87ApsBL7nwr8APvTktSTgKynkNd9/bTt5CaCqO6jqCO95Z/d3narupqo7qur2qnqpumsDVHW9qp6kqluq6p6qWuHC56vqUV5ar6jqVqo6RFVvasZinIbdDZQO7nZavNMCTZEPVV3tPbYnZpO9He6gtdpVEiuJXRB7NnALwPmw6/bWaN5C1T+YW/89cBzWue7ueBYcCi4D1rs8ZmEN9AERGQtlQ2C5f8lvFEZjk4qEEHOr3QN4P4KusY421DyqHofxtZ4uTNsVdZl6Ur4C5wL3quoKl36Di5yxM4xTVXWJe36r1hYXVafBv1V1IqHDzpnQCfIObN8BVnamoYb/OGJ33zwNjBSROH6r6gJV/dz9vwa7gHwL9zxFVb/xop8GPK+q77m4GqLzORcHUsvmzCgeuHdvY/cFJUQBbH+DDaZT3rfBJKjrjRo7K1GKs3xQu+ttOCHeBrIpptlG602Kz7tCpN1/kshAWhBzsnM58e6hUdVXMF594NGi2OAWdYdgRvxU1anqPDo6HiwGuoe/r4XFvUxDPbbanCtF7gQRk4EqjXnZ9flZCcx0Gta7Qe6Ai/vD8sPCGv5kMhBCfZ+kqnUaOz+k2GQMzIwoMKHfC/gnyc+67BIAACAASURBVOUzQKq2nlEb2tM83+pEW7g0gNoVICc6mlLRWE8nDOwCK8toaFIc2feF0KBPwrx2oqpjXd2BmdQPxer5U69/S9QnZToOKdBebAerHTaBWw31Xv++BzxYYBO84dg441/EHK6bHWlE/wTyGhzZDlZuLcLgENlN7Tvf0Jip20e49pRpvSeRz0RtwMe22AKpUlVr+sGEF2zi/EGt7eA0+F5V38IWUy9j7vSDPjUhnSAPwPm9YMXICJPiRPJ5GnbXXiocDmywNkAxrj5Cdd0LW7T8FpOd8x3POmDn3FZhbWAj6Eo49GTYsAURZ+lCMrvAlf9u4NCJMOAYk/3rgW6wYW8442PYrMqjZTNsMaXYwuZAl+7LqvomJtPFQ2Dx17b4fg4Yojp0I2zcEAxbLv9r3fsAs3FzRFX9par2VdUC93eMC1+vqidhffk6YB8RKQvPax1f/6iq47AjTCPHSNwF7WB1VAkXD4c+d4Zk0Ze//QF1dfQNMGIzV86S2F3M7wC1cOBMOH6OyyOQhRJXh29gY3cgi686PhZ4vAXbtClzcd5SMwcV0pPX/EZzriDbfrn7YUK+0P2/GTA+wW8775vdMA3KdKwT2imU5oXu3RxiGv3zsIlxEeYVayU22Hd28f5P4IudYMIncKli13Z4aQbftwOWuO9P8+j7BmtkXwX0Ag+4PBy9pXPgkI/hwuMj+DAA61gLU/DreqyDCp6fIKbhOgHrELoGfMXc+H4U4uUGTNOWNl+xjuP3mAbsI+CICNq6YJq1gUBRR3h1B/hGYR8vzqPE77o0gc7NFsHB/4Vt9vLeTQL6es/TcbsgCfg5EBtAOobCxwF7R8jmQlf3Pp3L05XNKB544cNJspM3CMaeA6+oLUzq69p92w8bACqxS5V93u6Mafq+8mhe5sKcrGoZ6JXwp+uSyMCZTkYnYpPAfgl4ejvmunsg8Tt5Jdh5yonYeYuAlllYm2p0W0/GT/duT2wiWhD3DgoVLlb4qdpAeg9wnfddDWZ6+TF2+N+XgclONr/xaL4D+HmM5l5/g82Xw6CnMqC5vk/CNM3/Anq6d72xNjEXc/ywG/F96O8i5LOmMXwlgzZUCHPn2i7zIdg9UjNdPT9MbPc/kMcbsXvFomhMQGf7BTDyI9h3/1R9X7I+Cbu/7MWIMvwJc9Xu1/NsbLLo0zmLWJvLZBwqxiblS1za53nxn3ZpDu8J/1XbxesXSrO+bhw/a7D+oBH9U8GfoPNS2PcdKGpSvRPRd7p3LxLbAW1CvUfKZ4M2EJH/ttjiuGsPKO8N0w+C99X4v62jew52mfeAEJ2PY+05oGsyZhqfgM4uj1pb3/rfITqj5LOXy6MGa9vriPXD/m8nzDlJX8xp3hL3/VLgaxdnEbZg/T1mhluFKY82FMCybrC0zPq+vd27+6DbPJfOentmgcunysnNBpdGNdaP/7gYvtoFJomNLXe7PH8Ct90BAz935bvLpVGI8fhzYGWoTh7vCPdvDitutQX3Fq4ei2HAFDjxES/ufrh2ShbniC6tgK9BWhsKYHIfWNje+vQJjt8zoNtsKKjGFLAbXHgFppwJeLeXl1+1wLR9YbzC3i7P84DloKfDPmOx/vwebNz5ApPh5e7nWwAUY0qC3xCT1yU4CxKfr8AfvOctgC8Ttdt8/eWcgLZfM1WsbaV/neG3ZZipygbsvpPw+1OBx9z/Ra7TGo9phF7BtCndXKf3A4WDzoLXO8IzEWkF309yDf4V4Djv/ec4E0ov7Cbg4tjzLu1g9L+gsBoKfh6KeyVwdxpl/gpvUHP8+7frLO7EBr5OLvxb1zl0C6XxH2CHxvAVM8N41nU8g1w+DUzgMJPDj4EPD4Q3toeJ6kww3PtHiV/kNYHOV/vCOa9AwUaPzsk0nKh0TVDODpi50wkR78ZhOxNfe2E7ufovC8WdB2yWrmyGeeCFDyfRIg86fwG/H2hayri6jmhPn2Dny/pgE4KUsmlhMZPiBDLQlZhZ6E+wMw/hMuxMbHAeSPwirw82kF0f+uZQItpcFvjZGxu0947gZ70pHHA6pmAo9Wl1f/fGBvIh3rt/Az8M5XUucJvHS4HF58IPn2sMze5drE+y58uJmXpdTmwxuQ/WH2zh6jlt+UzR1hvdhi6G2xWuUlOC9cQmewVOzgKzrT7YhLZRNNr7B7rB2S+5CdflXnoN+r4IGuv7JOA24NnQ+9OxfuAbL6w7afZJyWTTvffHof2wy6mLMYuMb7CdlqOBP6kqfeDw7WCKwuiItOrrxpV/I7FFZyP6p6/3gHNeBWmOvvNabKwQj84M6z1SPqPaQEHEtz8GPu8A/xsBnw6Cv7nwu4i1rZOJmV33cTL0JvFHNYqBZYlotDgLT4OzXgrRGSWfW2NtNehfBmMKkSEh2vu4tPz6qACuduF/dOmsJX5crgUG7wi3FEJNL9fXYmPCcug2E4orsQXZVS6tX7g4PwE+cP+fjS1Glz0M+2wJM0+zXav7sb7pcbjxtzB0opO7hYH8YsrtO/y6xUyW3+oA7/4YXlPoH/AVuASGjQW90CvrUOAzjxdZmSMm4Ov0e2EHNx4MJTZu9gH9Pky8Hlv4HeLSqiFmVjkHeN9La2EhzCiAmm3hVhc2ClgPo/4I/WZh5/Xuxu5l/RJbJJ6J9S0PemldginJfHm9BFjtxTk2E3nNx1/OCWj7NVPFmqZ1pvs/XS1NkRPuZ7GB40qiz4gVAKsS5PtfbLdNgHVToIPC1a+b9nVyKnrd97t79NWG6cUmFOfE01s6Fc54E545JJTuF8C+KXi1E2Z6lOh9B2CuR+cCzPQkzNdKvB3HdPiKaf3O9OK+DeyRkF7Y7mJ4cYjrDL3vHiV+kddEOjvNgtNeh3O3dO9ex+0cunhLCe3KunfFLm6DSZl7Pw47s+PLZnjHKfitAIrTlc0wD7zw4SRe5B2vcJ06TZ9f1xHpPIKZRwWyujqCt4uxSWw9b0GLoPIKuOqeZPS7PAqJaFvY2ab5Lt+52CR0nFfXVcAeIXoqsMVfRm09ip+YOc3nwEkRvCxR+LnC2QU2cE+JKqNH81rHz3rNL7Ed5uB3E7EzdI7mDq9Bz8Ww133pyoB7J5iGPzgz3A/XJ2ET8X5e3ApsYjITW6zcHyGfUTt5ydp6o9rQYLjRTZCizi0NxC30HS+XYBrvsDwm2tHx6NxsBpz+BtywfbK+L0Ufeh7we+85qP+hxLf1bzFTtzAvJwNbpuJhKM/6cciV/Qzv3cPYQuMWrL3MLIXlxbCxPfwrIi2/brph446QUf/UbT6c+Dz07ZWtvhM7t/gh3hnbptd7A/mMagOR7VehQOGiw+C1gpiFwypiC1DBTZodnSuAX4TonIj1Y0noLHsZei6Cgx5OIAMdXP1GzXeW03A3L9h92wfb2a/AdtiqsP51DrZAWoctEIK0FFgjsGEzU0ZPxuYi91m8/54OxevddxUurUlevsE8Zntst2/mG3BYqfV5le69Wr0Vr4aijdjiZAmwL3bW7jlM5pd6cncd8MkgeNL1FR0dzXOBB+H0m9y526BediC24MzaHJHYGLSPl1ZNGXzdBxYWWb/+JTDP0pl4FPRe4OSiithu6STH19cdL4uA7wM1hbDkDHjz1zDM0TLS5Kf9TPjqD1ByHbZYfxpTIM50vFoDLPXK8CB2Ab0vrzsANV6c63CLdC9sM9LoC/Ptl3MC2n7NWLnWYZWlGfdy1zk9Rmh3wr0f6v1/DPCp+78caO/+PxR4z4v35OVwpcIN/c35SdTg6n+/GE9748J+EPHNi5gGr55e5zTkbNCfgwYd4NauoTcYUEPp3Qr8OhTWjdhk8CbgN967eTgnA16YuPCiUHgqvh5BTBvdzdVZAy0v0EOhcCr8sgfMKfecBrj3j9JwQp4xnaAdQa8DPd69v5B45wH/jKBRcCY5SXg9DlvE18smpindNRSvKzAlHR4m44ELH07UIg96Ktzwrpn8NKhrzPSknfu/C2amtIPXtkYlkM29Q2GXQ+lc2Hc8nBzlmKG39//xOKcASco5EG8nz2s7vUJhPweuamxbT8RPzCTnbeBnkd/AAQpjTjSToel4fYbHw2DHshs2EO/svT8GCDv8udvJW1g+R4FeDVqejOaIMj0JHOz+PxPXJwGv4pQtmNnZfCfPc7B+JKF8NqKtN64NwTlqTi2C/syXk8twjkbc8/wIuWtAY4K27kyKNTADTNj3hdIJFgddsEndVu55F7/+iW/rPYADIso8D5vQZToOXYkpYQQ7q/cVsKMnm53/DA/1g/8lKEu4birJsH8C3crt3O+RUb03fHeEK0/3iHcZ13vE+8g2EFnvsNvHcHuppReYDU8Bhrv/R+J2jNzzAhru1O6Gc5yTQj6PAf0VaJBPpHxiC5uOXpxv8RYoXvorsAVzBXblwzveu0GYd+klwF8dLbOxBcjRCt9TuNKLfwrwPyhb4OIsc/z32+pFnpx+3+U/thwW7A2fF9oZO8EWfHvBBRfDsKnQ5XBXB+dgyu924boF/gK8XgWHqjmEKQj4amn99Rgni4EjpB8Eshhum6l+acjPCuCBODmH/dUWnyVeHXWDXW6DLitAluCcSYXk505MCRjU0ce3wSkurWBMPt14fvLZsOZG8+3H9sQUKVthffzbeBYtxhf6hvIbAyzx4gyj4RwrUl7z/ZdzAtp+zVi58BBwSJpxDyHiDID3/k5MezUeO+y8vQsfiJnGTMEO3w8IvjkOdhgMMzvZQuttoL/75lhiHbP//Tzg1FC+/w09F7u4h4XpBe3vOrQDXNwxuK39UBrjQ88VwDahsBOxQWIqpvnxTc6ep6Fp0u5Em6Om4qtgZ4S+wjRdo6LoBP7RDip6wJJ94DIvfA/Xca7DBpjJ2aIT9FDQG0B7kobnWNxhaUxDG2gBj3Lvjnd0bsDOPMwNZNPJw1Uhek7EmemlwcNkPHgfG7CrXJzDXfhvLofbFK7qYmZfDeoaU1pMxExKJhJ/zuchQjvTnmyGF9CHQP9OoBeCXgxaEHp/C9a2JmBtaxvv3fiI8g6k4SLvG+DsUNhLRJjlZspPbFCtJl7Lu7Oq0g5u/i08ruZE4C1Xx0GcF9z3+zoZn+D+vo/XP2Gm2p1DtHyOTdjiaAbt7mTz8GQ0R7SjAdidexOJ75O2wzTnExzNh3n1/Ktk8tkIvqbdhsrgmz6wsNzqNWhDf3V8m4g5K/Enkm/imSQlojFJWw9MigeSvO+L65Owfusr4vutcP3PItbWdwfuStQnpcHDRONQB8fbyY6eOC28wvf/DA+VeJM07EzOsQnq5p9k2D8R8lLcmHonuu+chk3Gg3B/kt6keg+9T9QG4rwoCnzQDRZ2gzkFnhLRleEz9/3HxB9/+A/OK6gXdgUh0/YE/HReivUEr3xR/fWL2Fge9C8/TlDXj7o40/368Osaa/dPO9mdQ6AkhNO6w5xQG1ht5rnFG6FTIBO3YGPOBKxfWu+e12HWNc89AT8bGtuN3x0bp3aHk8+yRV77f2NK0RpH63hsZ3Kt+6avk5n5XWBGT8vnnICvVuZjz3btOjBjvQc4xqM/m3PER7EFWUzO4ehPzXlNIOf/tLIUz4LuS2CA7wfBl59P3P9BHV13Ivzxc+NrkNZUTBmzAQproGS6l9bxTgZmY/PKoM09iJm9HhLKbyGe8hIzsQ0fHYiU13z/5ZyAtl8zVq5pVBu4v26xX8gULhv0usZ7Y+L3Ohr0qrCGv7n5ik0+RjZXnuqZwmmKncls0QnazvHy1EbRmoW6xs5cbJ3tfD1+DtQEpnBN4G0q2dzGDbgNHBpkm5/Y+a23m41/Dfl5mMINmsi8KzMZSPFej3Ma/gZnWJuLr15488mnM4VzvwZnotKlszE0mkmxXg56bmDa1dw89N43d9/Z08nmYVmkOSlvQfu5tp5wp7y5eNsCfWewOzOgiXS+R4prHTx+HuKUOr0ak0em8fw4cfyECzXSgkMHwjP3QZdnU+Xv8fF8jTnRqW8DnuxslbbcwY81dq1EPV9Be7u0tsW8TH5E/Fn+rM0RI9OC0xXOD8cB3dzRtUsj+DVK3fUJfjmd1dEY0N0zpLsBXxLES1te8+nXdoXCdxiq+gUwNsVFl80DkZ6YG+qPiXchnBBp0luEnclLhLexRrt/uqQ2FgnonKTmrr+5sBdmE/5W0OOkQlPpVKUKc8u/lQgDGktwBrQBdmE18JzGX7mQPZhb50OwM3WfZJJEAvpTyeY3mFZ4uAjFmeTbCHr6Y+aazQ+RTph8jif6CpBIpNHeu2G7aIkwDtNkj0gSp0mIorHZ5dOc7HSj4XUzCRGms7E0qlKD7YxtgZnqZQ1p1HNz950jMQuCD9L9oKn9kypzMCcT+4lQ3niSM6OzBfrOdtjYOhW7MiZTOrsD/6fu6qA0EFwPc0i6eTQlnhenjICfDa8D8LEKTlgIwyY0Yr7lp+W3gZXe+3qkqNvOuEvCiefrSu99f2xHuv6aiWzOEROkFcevIA7cEFwP0Yn00ZnYpep+OddiZxo7Z0h6A76EkYG85g2CQ4dtaEN2IXIa5tjgTlSrWjZrvo/ZVN+tyqqWzLtZIFKOeZ+aiWrS+/6ynzXFmOepVcBDplBr5RDZFjtL8QLubqqWy5r+mIe1t1Xr72Rs3RCpb2+otmh7E+FQzAz0PlUWtWTezQKRYszUahXwcLoKnexkTQHm4EeAP6mmvHMw/yFS395QbdH2JkJ37CL0j1R5vSXzbjaI1Lc3VFu0vYmwL3ZM41HV6Dsjm5mAcuCXwOuofhiirRBz1vGeKmPTSKsEuAZT5HwQ/wpxaX2kyptppFWEeV59F7ujLpzW1cDnqryWMq1swhbF1wCfotpA/kXsjJ9q3L19ydK7EpiE6ssRaV0KzFXlmaYR/d1D205eG7IPkQGYV7UPWnqB5xB0ssNzkHdzYH9iTi9aFKpUYzsmfTEHFK0bIgWYZn8pdsahRaFafwnzfiINL85tdRDpgXmn/aSlF3gOH2C7NCNzkHdzYE/MQ17aO/bZglvUvY3tIu7Sknk3C2ySeSjmXe+jls5etd4j554iGe8y5A9EOmI79hNbeoHn8AlmfXGoW7y0NIJdpwY7earUYrSlW89BvAZ9plOkrmpEWh0xxUwUXerCcyF/5dg59UTjQvplFCnFHM9E7aJC7sqY92hb5LUhu4gNrKuxw9ctDrd79wmwswg9ckFD1mCmcHvSSFO4LOMLbFE00mn7WzMabQrXDHgLMyk+IEf5ZxONNoXLJprTpLjFYaZwB9BIU7gso9lMinOArTBrknGoVueIhnGYWdrwHOWfTQzHFhOpd6qaASGT4m1yQELChZkXnu5CI+GC0QtP15Qxm3RlE5tCGfMerX3C1ob8wzbYrk8uB1awid9GWr+GPzhvNC5XBHga/u7YIql1wkzhhmOT2OY6T5USqizGPHrtKdKoMwn5BTOF2xr4D6qVOaTkY2y35pAcafizhf2xxX+L79gHcJr/N7Hzv3vlio4mw3bsD8E8rX6RKzKcwvFjYCcReuaKjibDziTtAvwP1UST9pbABMwLZS4UjsEiIt8WLdlcTGUT6ZSxU5r1mE4ZOziz2TZ4aFvktSF7yLEpnA9VKrGF3tbuHFTrQ+5N4Xx8jblobs0a/pyZwkVgHKYVH55bMjJEzHlNTkzhfHgmxf1orSbFuTeFq4dnUrx/KzYp3glTSr2dwx37AN8Fk2J38TTv5ZKIHJsUd8J4kOgIykqgYyMWLbVY/5korQ4iFKWRVmdstziRg7uVQDsRStNIK5tIZ2FWgF1/kgrpLLADxzht8NC2yGtDNhGYwuXDwAqmQV1L69XwBwNrTkzhfDgN/1vYImnPHJPTeMRM4b7NoSlcPVRZSes2Kd4K80r2bo537AO0dpPi4eTQFC4Cze6luNlgO/YjsPuxpuSYmtZvUizSD7PQyfWOfYBcmRR3BlYlURCuwubUm2UhrUgPmwnQCViDam0SutJNK5vojCk31id473v+TIVO2H2B6xK8z1UZ8x6tcTBsQz4iZgo3F9v1yTlU2Yhp+Ptjk9LWg5gp3Ad5MrDiPJp9CxzQCjX8gSncW7kmxMP7tEaT4tiOfU5N4XyETIp3yjE5jUP+mMLVw3kqnQDs1QpNivcgf3bsA7ROk+LYjv1acrxjH8BTOLa0SXGi6xMCNGbRYou8xFjlxUsnrWzRlU2ksygO4jU1rVyVMe/RtshrQ7aQT6ZwPr7AJqOtR8OfR6ZwEQg0/PvlmpC0kUemcD6cSfF/aH0mxTsCPbAd+0Ta41wgMCke0cpMig8mD0zhIjCO1mZSbPeaHQBMQ3VGrskJ0IpNiocCA7Ad+425JiaAKrNoeZPibC7M0l0wpqNgySZd2USqMjZm9y1VGVdjJqtti7wwcn0be9uvdf9ATxVqZ0GdtmfNEtBTc01TBI3bgz4DOh+0DnRmntJ5qtFWV9eZ5SsP4Y1rc01TAjpvB12Rz7yM4OeK3sw7J9c0RdBYAvp30KWtg591s6BON2PVUqE27+gEHeja+oLWwM9CqudAnZZRuTAf6QS9BXRla+Cl33cO5ZsLck1TBI0FoI+CLmsd/KybCXXakZXLi9h4Wq5piqCxJ+jToIuak5/GC5vjlFK5IFEeoKenait+H5qszTt5TtnuCq7n1M5XspIbqGMMMxlDwzxvkFO5svOKZHGag2edWLEC6hLzYgynclWn5anocmktT5qW8Wt5vrerXPxyTkDbr/X+XMNa15+ZWkqVgirounxrYG4humEQ07WIjXlJZ8DLYjZoP2ZpATUKdXlFo0dnZQdWay/mK9TlHS99fm7OUu3Kknyns6onC7QjK/NSNn1+9mW2tmNdvtO5YQAztIT1eU1nAdXrBlKhhVTnJZ1BnZdRqVswR4XavKPRp7MTK7QHC/O+rXdnkXZmeV7Wuc/P3szTDqzOdzrX92OWllHZLHSG20AxGyLzCOL1YKFuztJIWoI4pVTpFswJ+qeEaXVnkRu7osvFGE7lBioZg3q/df5iiTGc6sISxmmOeilm/bq+zE5YL+nSBXpqERuSjjv+WG/tPz/lNVe/1mG+1oZ8xc1FVJf/kMc5iHeDsHLg5hzSFIWbN2d5yQ95nB2ZGITlG503A+WDqeBsHqYfcwDJNxrB6Gm3IxM5n7/QgbWQf7wEx8/9+YAf8xCCQv7SWXYUr3Ay/wzC8pROLR/FkxzBa0FYXtLZjsqSM3mUvWLXdOYlnX1YUP4jHmPr2G0e+UbnzUD51nzDOTxId5ZA/tEIjs7d+ZTzuJ9iqiF/6Sw7mHf4EY9BfvdJ5cfzLMfxfBCWl3QWUlN6Bn9leOyGoWzTeTNQ3o85nMOD9GBxojxuBsqP4UWO4pVEtNwMlPdhPufwIL1YmDSto3iFY3gxUVoWr6GpamSeKeJkGzd3YWX5j3mIQdRbTGdK180dWVP+Yx5iS6YlTesg3mU0/0iW1iaJtkVeG5qC/v2ZTSG1TGdIXHiuCEqA/kOYDkAFg+PCc0JNNPoDDKaCaoqZQ7+48DxCf4AhTGcxPVgbcySWh3Qqg6lgBoPw9Fl5R2cJG+jL3HyWTYD+PVlEe9blfVsfTAWQ120dHJ2KMINBceG5IigC9W19LR1YHHMCm080gtd3zqUv1ZTEhecR+gt1DGKGa0P1/lfyjs7NWE13luR9G+rHHIqpbs4+qT9AKRsAWE9Zojzq422Iv6mgf1QcwI8XmVYZ65OlFfWcMM8UcbKN/hFlDOeZLl39y5xzTo/3kWmVsiFZnE0WbYu8NjQFs4cwnVoKmR3fnmbniqAEmD2YClbQhZV0iQvPFUERmA02oZrJQOpid3rmE40As4uopj+zwwNr3tHZlWV0YlV4opJ3dA5kJgXU5T0/EyhK8o7OwVSwnjLm0ycuPFcEJcDsIUxnAb2pildo5xOdswNFidW5eOF5hdntqKQ3C/JeNrdgHqVsyHs6EyhK8o7OIUynjgJmxd9MkU06Z4MtuCBuoRHOoz5eaKExOypOFtKKek6YZ4o42cbsBAuzTOhKO600+LVJom2R14am4JqhfLtxDv187WklcE0OaWqAMqquHcL06tAkOt/ovKYTKyu7sswfWPONRoBrBjCrqoiavKdzS6atB/KezqF8u6GaYubSNwjLWzqX0N3fvc07OguovWYrpm4M7d7mHZ2bs+z6AcyqDk2i843Oa3qyqLI96/K+DQ1hepWgvqIkL+nckmnrQ7u3eUnnUL7dsI72LKJnEJavdG6cS182xnaMsk3nNUBlaKERlUd9PG+hEY7XqLRCO1MJ44XCIvNMESfbuKacyiogJS/SoOuadlSllVYK3m+yaFvktSFjKPL8Cfz7pbn0XYgdMFgMnKvKEzkmLQ5VlL8/grEvzqHfAhe0kDyjU5UnTuGp37Zj/aoKBivmLvj6fKIRjM4f8dgdJWxcOZv+AZ2X5SOdZ/HIg1W0W76CzRVz5Xx+ntL55CJ6Lq2lSIHl5JlsAijyz1N54oW59F2MtfWl5CGdtRS9fiSvvjSXvgswOheRh3Quo9tH+/PBi7MYMN8FLSDP6FTlidP52+/bsX7VDAYFbf2qfKIRjM4zefReQVcuoHdA50X5SOdZPPLYCrosq6JcgRXkWZ0DKPKPH/HYM/PpswREsSuI8pHO537AMy96848lZJlOl9a5nVi1qJZCaimKnDuo8kQZVee1Z926DZQqMCscz09LETZSkjCtAmrP7cjqtYnSAtAb9AngXPc+Fs/C046TbajyxEG8e0sRNesT8iJNulR54gDe/20x1es3UpKKr6udeejscJxNGrn2/NL2a8U/2EFhjMIWoKNAfwYqOaerIZ3DFW5QaAd6IegZOacpms4TFa7Yjf8VgV4LemTOaYqm83yFs0A3Bx0DumfOaWpIY4HC1QrHgG7l6Bycc7oa0tnRtaF9QfdxdHbMOV0N6Rzs6NwK9BjQq0ELck5XQzr3cHR2BT0L9Pyc0xRN55EK133KoyE2YAAAIABJREFUrkWgV4CemHOaouk8XeEi0HagN4AOzzlNDWkUhZ8pjALdwrWhHXJOV0M6SxWuVzgEdCdHZ++c09WQzp6uDe0CejDo9aBlOaerIZ3bOzr7gZ4MenlzzT9qKDjmUX74OujBSehp/xm7PDyKJx4ALUoS78i/M/p10MOSycp4dnzwhzz6UF7yPnXdHPg8x7zWgdU/yEJa+77A0a90ZcnoZPG+YpvbL+O2v4H2yHn58+jXtpPXhqZgMFCFaaGnYxdRdkn6RW4wGJiPahVQAfQXoSjHNMXDLkAfBFR8qrvXYBqrwck/ygFEyoHeWH2vwHbI8o9O2AK7tL0CmAnUkp90BjRNB3cQJn/prMPksgLj7RY5pSgagzGZXI7xtLdIAy9u+YDBwKzd9LMajJ+DRGKH3vICIkXYRdjTVakC5pOfstkFG3umY2NRFflJ5wDMeqqC/G/rEOuTCoCBOaMmMQYDG4B5GK0dga7NkVEhdaU1FK2H+ENfIZSWsLGminY1qeLVUpgqrbJiqmvX0b4G4r2XtBKUAhvXsllxFtIqK6KmegVdChPGEJF2VEkl5al4v8mhbZG3iUFEeonIkyIyXUS+EpFXRGQrEakSkfEu7HERKXbxh4vIS+7/M0VERWSkW5QMvgi6CdTC4O1dFkMS5d1EumsdfZNFZIKIXC4iBRE09hSRl1ycrwpFXgP6AhUi0gu6XgRdfw6lUzItu4isdWHHu7ATRWRrERnn0pkiIveLyOHuebyIrBWRb9z/j3vlulNE5i2FXkD7/WCYiIyHza6HortECie7b25tIv+yU+9uArALbAVSB2f3xCao+daXDAb0MKgEeRw6XQxdH0+j3LUiskpEJonIJ67c01zchSKyzIXNEJESTy4niciLItLZJ0JELhOR9SLSyT3HyUQneLk3nCvwByjcFrY9GdeGROQWR+d693eGiNSJyAWOhou9fO4RkTObmZ9zBLpAyRjoegl0eL8JchTQHbShD5osm9YfDDoPegjUwU7bBLRLhv2HiLzi0ZqtvrMj0P1E2EJEFOQZOOp4sANQInKFiIzx8j1PRL52v09EZH8XXigin4nIgV7cN0TkJJfXbV54Jmn2A4o7wrUichI24e+bDV6mAy+fCSLyuYjsmyBqsCipUKUOmAG/Os7xIJABRGSoo2e6K+PYgHeufpZ4bXO8iGyXtTp3dN4IQwWmgxwOLIbLTs4GnY3haxoYAixFdTUwB6imBRejjaz3GajWEVs0D5EEfbKIDHS8vtHLq5uIVLt6nSQiK0Rkg1ifqyJyg4hoe7j/Fzw1HLb5pYhsdPUwysW5WETOFFg2mmmHTODpLeGS/iKyyL3fKCLrRORZEakqgn+exd+PBnleROY5Wqe58taJiAqs3IUpZ77ET06Eoi/d9yoiT4vIEBGpcOWpFpF7mrVCMkNZLYVVNGLBlaDP2giUTWddQR1Ff3U8DfqsZ1w9FAos3YFZ5/yN646B0ndFZL6InO+ltTaU15kB3yRi7tb04ucP8m1i1oZmhIgI8CwwTlWHqOp22OHUnsB0Vd0Z2AFbFJ2cIJkvgdHA5kCnZ2AnYALMWoudhWiuwaBKVXdW1e2BQ4GjgBsi4v0GeFNVd1LV7c6De4GC9TYIPAtVr8KyO2DDBWRe9gCjgAnu/7uA2x2N2wJ3q+rr7nln4FPgNPf8QwCxidHxwJzr4ASA/8AdFn/NgdBxDTxzofvmqszYlvV6Hwysn2B1MAFmLsK0dn0SfJcrDKmFBW/CE8A4WHUSLPsLbPkbkpd7I/C+qg7Ddv8WYHzbGbgPm/RMAH6hqhuJyeUwbPfowhAdo4H/YfVMWCbuhacXwCUmE3VAZSUwWKR4J+AkYDtVLQO2A9oDnwOvY+dfLxWREpobbve2pr4NVb8Ny66Ctb8hO22oEpicBdnsA5Q9C7sAE+CrFcB6nMVBJv0HcJWxIOttiNdgH6OTavhoW3hz1/AHInI0cD6wv6puA/wEeEJEeqlqLfBT4F4RKRaR0YCq6r+wHY4TRKRbpmkug6HXwvbroNKl6XZ1ZH1TeNkIBHW2E3A1cEuCeEOwsWe5e66AV/eCko8w+UJEyoCXgftd/e0GXEz8ePVU0DZdfU4he3UOMPgJozUYMyrgvYNB/tMUOlX1q8QsbCRiu7cVAKrUYpYQLbnjmLreRbpgO7gBnSswyxK/rUf1yRXA0d7zScBkF74GuFpVS4FLgM8wGagthpprGfUcrO1O/Lx5I3ApUFgK3yymptNGCuvg/r8ChRjvTgX2A+YCBUvhgns586/YWbRgbDnHPSswFaguQao7s+c3UHMAZp1QC+yGzWmuBY50tOcjyuooqKRxu2qJ+qzSD1jYxZTKrAN2xPqsw4BOqlpbAp8WIrUjuecZ2Ps+YDXw8zTHxwZzt0bQnPdoW+RtWhgBVKvqfUGAqo7HJq7Bcy3wCYlNsd4H9lwEWy2CkqXQAxhvE1Sm0wK7Oqq6GDgPuMhNvnz0xjpTAP4MNUB1Vxtcq1Ur73HvB2dadgAR6QBsCYyPyldVv0yjKCOAScCf/wc/AJY47SnAIqirgz4DEn+eNrJW72thyxkwX+vLPiFwxNEsO7gZQaQU6Hu5me8E5Z4OCHy7hvTLPRVzOrCn09SXAN2I1XkYH/rpiMgQoANwHfELGwBKobgY2jnaHNZWAu2h7DrgZlUNbpMtBoowc8k6zMnA28CPkrEiSxgEyEjbbQ74WQH0BZ1CBnLkFiUdsAXZGuBNL42MZHMpDF0ExcttEj4eahSYQUg2G9N/qOpE92/W2tAqGLoAqtfZ4mA8UAvD34Obz4/45kpMobDU5fE58Bhu4qqqHwP/BcZgl/8GE9oa4H7gskzTHAWX3g3D62zRB/W7OgX1/XuGvMwEHbFJfDzc7i0wHVW1wD8vgm/7wU1/xC2egNOAD1X1BY+eSar6aJI8s1bnr4l0WQR955lZqes/xi6AaQPg4uubSGc20Rfra7w+iQqgmwidWogGH9H1HmvTFV7YdBqalcb1yZgp7xQR2d09nwL808WpVtX7RGQr4HpM8TofqNkWpr7GF/1hy5kQZ1a9AeuH9+8Kn6+hrnw1c7rYkXDAFnmB3NwG1PwedoPidS4Zn6cF7vcwUKiorGN5Oby7OabECPLdXFX/4dGej8hkkZeozyobx7yh0HElNk78yPVZXwMHA5TCyl6w/BP+sit8fAm2kF+ILYRTIZO5W6tB2yJv08IwTDuVEE6TuBfwWoIoCrz1e/j+rdC3xjSdASqwRt3suzqqGpwV6BF6dS/wkDNxufYT2BWYVWk7IUHZI8/qpFt2TEN3HPCC9+524B0ReVXMRK9zVAIhjAb+sSe88C3svsINCFY+FGpqYLMBWTirk5V67wgf/Bl2P980va7syzdiu135dLZkAFDwqi2wgnLPx3Z14ib8icotptHeAVvkvQUcDmxNAs2piBQCI4mXidHAP7CJ3tYiEier5bbAg7iJyhrnVlp2DGh3C8wngFsh7ubsWzFtZeKzCtnBYGDDB7bI89tQAcRfUNWINnQ41oamYTxOiHTTvA2OuxF61cHz3rsKaDg5Tbf/EJGgL8ta33kPHHEVdCdOVn7zGIw/UGT3zUPfbB+R76cuPMDVwM+AJ1R1Wqgsp4kzFW5Mmt+HX78Lhw6G14I0VXFnhQvi5g0Z8DJdtHMmVF8DDwI3RsTpjY05Xhv66UGwzWS4ohhYLiK7urJ9niK/U8Qzg8QUEFmp8z/B6XfC1u3gxdiro3eGHb+FOwubQqeItEsRvzEYgimRZnphwYKvpfr4dOp9MLbw8fsOd1bYlA0J+mSAJ4FRItIX2x2bj53l+8zra69Q1fp71m6F9z5iyk4wY0ucRtvDrcARRVDYGVZXMbMnlFTiKQM8VE2DvmupXQ8qwDfeu04u7UUFsG4dlFcytT+cciMwDhu/+gNfhmjPR5Qpso7Gn4+L6rPKlrO+E5TUEj/mLcYt4Iug8HvohEV8sBNs/bbrsz4HtglnEIFM5m6tBm2LvDYEGOIGtmXA7GRa11J46n047BlrQP/wXgW7Di01GDRY/Kjq6y7/B0phh4Ph6ldjZjwBKty3wYQ57bJjA0QRpnmtL7uqPgJsC/wLGA58JLajFE24mREcBTz3MXQeAvNOarA4rq6Bog40nDxlE2mX/Sz4+BkY9p6Znvj1XgH0E6H5TQfTwxCgZqaZuADgzurMBAbbhlzCcpcAB2CT3mXAV7hJATbR/yKUVzsvnc3xdqTcN0+qnRn5N2YaVI9yaFcJK73dW6zOWQIlpdgEEWySMxl4wwvD7fJ9gpkDNQ9sd2YIMKPOyxubwNQQWzQ3tg2Ncr9kk+i00+wGT78Dw581ZU5YNgkvTILShQP8/gPr374Qke5JaGwUncPhjRdhj5dtAeHROWwSjJwIS69LkVdAt18XB2IT3mGhsqwGHsdMzxqV5ho4oQw2TCd2UZpDhTNe7RjxfRwy5KWPwOxuG+AI4PGI3cJA/mZ4YaNh/1eAQVDwFBG76GLnoyaJyL+94LC5ZnUS2hol79/Aic/BtiuMFw6VJ8Oh72A8ejJTOtUcimULg4F5qG7wwpYAa2m5cT15vcd2bytiu7eAyYCCliXpk8EW5Idi/H4q9O5GzHT8SS+sZDSctY6qTtjY7+cZ9MMV62BQL2RZLSs6wvrBxMtkgM6vwvAreeRil84C/x3Wjn5TB+XtYB10qITl+2A7U8VYOz84Ae35hNI6CqqA0sYoqRP0WcFCUUDnEDHmFUHBVOgmlK6HZVvG4ifPzuXZqLlba0PbIm/TwmTMpjsKwRmDLYG9ReTYRImsh/nzoPdyKFHVqUG4KutooV0dERmMabIWh9+p6nJVfWI93DoI5l9uOxB+2edhZhb1XsTSLbuqfoK1m25+2d27+ar6sKoeh02Ah0Wl4XAEprn7shw+/Bb6jTPzIA/VwSSjqfzMSr3fAetnQtcNZgfvlz3fPLANBmZV23kYv9zOA+yxnUhc7uBM3s7A34E6V+fDgHLsfjgfVS7uAGyBeCGAiOwIDAXeFJGZ2IImNokTKSqD0oWemYiHChiyEkr2FJHh/D975x1fVZU88O956ZWEXlQwWBBsWNcugnVtqKuCXVGxrX2xE8vaVtd11dW1orur/iyLupa1oKhrwwIIqLTQEyAQCJCevPn9Mefm3Xfz3stL3n0k7GY+n/tJ3i1z586ZmTNz5pw5OpX3cjQr7V1/czc6/S5ZttypXFiCS45CWZ1269DO6NTXqUSviBc3znIoXw5910GGRzYrgPXeIC8e+yEiZ6HrKQ/GJx36BCqXQe9KyPLQuQTu/xJWj0XXXjrwU4T3NsuBMSYHuB91/HoZY47x3Psn4IK24vwGbnwFntoEuR6cLbI67eBlm0FEvkLlxRskFgFliFRZWnoAh8Ejl0D3CWAmoNPa5thvdPCNBs5Fg4Bo4EubC3xbCdutgZT6UJvnKp33nAXd7wPzuwTo9Ac0I9if8KmadlYJJUDR5q4AG6Xd+6GzIErC73UqwKY2RLLJLpz16ODStcDr9nQFqkOOrXVDfSn89TiOeBxWOBVSvfB2JQwpQKqgIQ0aC9F1YV6ouxnevorT7kWDEMdHyAfy7P/ZAWioh8wg6/Mhp8y+0wB3ofbSTXtnhEx0YMBAmwd/vTYrM4/0cmhIRdf/O31eb9SXIwDpn8JufXnkWagrtDZrOLqmEqDGsz6vO66+vI2+2xYFXUHe/xZ8DGQYYy50Thhj9sY15UpEytAF8jfGwFN0LXzYLfJC+qRndexo8BPAoxI+kocx5jCjhSKYD8NWQrf56uw3f3uoAtukQ2n7t4MGAjd53nuUCVVY64sa4hUxcIwBxonIoGq4bS5c1wSjHNodiqB+LYmvd0u43W3Pvu1pOhJ9k+fyUtQwdvyUTVu5EHVUvN9dAi/3h/x9ndvb0OY3omsvIoKIVKKjj9dZORgDFIvIIHv0R6spOjzf2kBgbmQZKYEbvobgrcDfgLNReboJXdfhfu8vqHN+bAss/oC7nLqXnwvh5d1gu51c9LSFnzdZnM60KqDdNmnw1fB+AK53nww5qMY4a4XjtR/GmDxU95ZG+PZ2285L4J+N6qS46ayDonmw70zUwXHgfuA+G7xgjNkddfr/Yq/fBrxi5eBS4CE7hdChqQJdt9MmnAfB7KM0KPPiXK12qbkCbHt42WYwWn0yBff0PHXatibc2T8FeAHqt4OKh6BxDJpRmQcc4AnGWttaw6827/U7+OTIcN3dT+ms2Qsq/gTBoxKg0y/YFjX1JRGuLUSdbm9mN6kQsd1d1VQjPFICAWMMGRFsshseBCaIiIO3HJ2O/5qIbLTv3hvXer692Xs2bF1q6fFCWQZs/B7ZHg6cCZlr0EE+XLiuBlIvh4X96FcG+RsI2e2RaOa4FriuL8zoA6ugPhVG/AsdqG5CbWYWMM1F+4GuqbvzjFYGXWZaVpR83BjTaLQy7AZjzFURvgNjzJ7GmFlGK37+OUL2PB7IFJrfn2nx/ttoBdE5xpgn7JRLjDH/ZzOvWXZA9GPCbVbGcHpPhY25kPka8AY6oDzc3stGGLIdLGvkmMVQ/CzwHDpg4Uyj/hQ4074vCy2U9In93VbfbYuCriDvfwhsJzwaONxoeeY56IJ977zuN4BsY8xBUVAVXQOfrxCJtA6hBDWCfhQMcYMzT38OuqbnA+D2CPftCXxnjPnxQHhwL3ivUeRb77dDzt3wwHFwTJXn+da+HXQ06W/GmOXoFLxj0UpPs40xM9Hqh9eLyMpID1vH50jgHady4QAdcfoPcFz43ZVLgIGJ7OvnR7sXagef+bB2gp+E42+R1elIcJVT97a5+QyKD4SjvGtYWm1zEXmP8HUqke6ZjlbOc6YiTvbcMplQgYUiAXk/8pqKxTC6FLaajzoZn6DykQJMQkf83fB7tGBCMqC5cmFLfqY9B3cdCud7Hai4+Ckin1icHwO7JWqTroMpm0QiBeIl0JgGGbPaYj/Qog1PSwT70R46A+pAD7oF3vbqUIjOR2eimQsARAtwPAt8aXSN0lPAmSJSZrR0/mi0/Z3iDu/jCSBRhzZunAE4+e8a4JV4cWrQ3JAK/f7cXl5GuC8aODZ/Bjo17RzRQicODER1wu3sjwEmi1CNzioZjGY8xqJ2erzR8vNfoQWR7nI9612Ttx/+9ZcL/hY+ve5A1B44a4WL2kunib7FQFvBve+cFzbnUozW2r0IWOlkbz3gLMUYBC1scjOIyBwRed51amd0Pdx4o1so1KCy3ZzJbSBtE/zxHftzB++L+0HJBsiHISvgtZvRIOMQmis8MzAAS3KhqYmUjbD/HDRTPh8tXrTS0kA19FkP+dCQDv/6rX2+Hh1QqAOGGWOcIPI/rinGj6DTU/dx02Z0jfkZwCQRyUIHZqKtPXvc0rO9PY6Kcl9k0HelGjRYJjTd8lTRiqk7owOxvwEQkdMs7TWoDvyTcJuVcSD9ftBmbXDaYwkav1QaY4bWQb9F0G81O18DN12LFut502ZtQSugnmRl6mvgVRH5zF6L23fbIkE6wY7sXccWdECGwG0CoyJdB0kDuQXkyA6ms49AscDuUejsCVIMslcH0znM0rl1FDp3tHQO6mA6DxaYKJAdhc4DLJ15HUznSQLXC5godB4PcgNIoIPpvFDg/GjXQc4HubCDaQwI3CBwQhQaDcj1ICd1MJ15VocOiEJnNshEkIM7mM5Bls4hUejc2urQsA6mc09LZ88odO5u6ezTwXQeKXCLQFoUOkeB3AaS0cF0niFwRbTrIKeBXA0S0WZtRjp/KzAmBp2XgZzVwTSmCdwqcEQUGlNBbgY52sd3DhAovpk7T7RyXxDlvjEC40GujGoTrV9yNzecYHH1VLq5D7jUue8QeOVU+Kfl+amh7+M+oNb1uxi41vX7S+Bw+/8m1/k0dPro82i09ARwUUv+0Q/4xfV7DPDX1ngURj/k/gam7kqfZ+03DvTcm4YWIDrNc96ga723d/ErU6D4cQ4ZC4XroGZwFL4eKXAzyFkg4zpURjvZ0ZXJ64K2gjMnPdJUCURoQKfkdHRJ/Ugllt2wluTu6xcvxBo9Bc0eBekc/FyJSHWU6w6fO46fOq2kiJYL8t2w2SrARoXQ2pdosom91t8Y/Kyc11ZwKhcujHRR+9aOWavjgVjTtxDN6qyk43WoiJaVC93gXSvcUTAYdQijVT0tcd3XkVAELEUkWoGUiBVgNyvolLSBtK7r3dgc6+6ige47153YdC4kwVklPoCTvY1mk5xZJX7KZgZAPenezFSk++rQzGy0ezIBBOPF9TKuGRoz4YDx8DX0nuC833Wfe+bEqcCrNvM5EJ1y+7H3paI68gJwFpoRPBnNWnlhAOHrxJcTfXsQN7jpz/wUho1i4EcwYLzrGzHGOHu8bgRe8+A4CFglIvNd5zIBplGaC3nVMPABY8x0Y8zTRtcjO5CB8j0W7/8noSvI64K2QhG6/irW2ooSoLcxzQuJOwKKgDWEVS4MgctB3TbZ+/q1AlqFSyswtgCR5gCwI4OndHQ6YCwHYCW6UWlHOqi90YIGsejcnNOOokGstS8O2H39wrZM2NwQqXKhF0pQniezAmxrUATNgVw0KAG26uAKsIPRyoW1kS5K81phBndY0By9cmEziLABLVrQkTYpF10fFkuHvBVgOwK2QgtPRAxKLHT8AFkrAyWua6noOsiOAqfIT2v+R88IFWDbC5kAdWRscP+Ocl9rgUbEgFF0WmlvY0x/Y8xu2VAzAspg9U1uXPY+49wHrBORpaLTHU9Hl1M04QG75mwXdIuOdHR/3hbBIJErUkYbMA3d4KL/JBieAzWH0nsBrHgCV5AqIkeig4cZ2D3uXOBsOeSGTIBqqmpheT84ZbKIDEd9jRs893UFeRGgK8jrgrbCYGAJIo0x7nE6tI5xUHVO+EBid6ygnUEWanQ2PxjTHa1eGKtjBf2OjszqxBw9heageREdm9Vp1VGRzVgBNga0lr2FzpHVibX2xYGOdVDjy96Cym4y1grHB/Flb7HXC1C70BHQF7WJrdnOjs7quAsCRQTpHGuFB6NO8uIY99gKsB2u607wHg2W0PGzSrR4T/TsLfi/r18mQBU5le7fUe5zAo1oJfgzARpJdQJG932voYWDTjtMt+qJFrQ0OvehGTQHwrZ18sDuQKOI/CxqJ29H99zzwnLC13dvRfx78b0GnPItjD4cZuezISK/RAe53kL3SQWa1wyeRMttITIAdqJpIXTbAI85+4C+hqsKLV1BXnTo6PmiXUf7D7Qz/hRI8QFXBqpgC4BvgEEt7oO8A2F6mi5qne15/v+AGfZYDH1LQUajC9d/BJwF/lnAZ/ZI9eN7UYMnwF6WTmfty472+mK0wuYM4Dt7bjxQAakNEKhFq8hloaO/K13fEiTquj6uQDcznQPc7zq/q+VjI7qYeCZaWesjS8d3wHaz4YBCqAioYZ0D3OvCMRCt5vgjZH0F3/0RZCd0wf4P6EjWm2jJeCzuwiS1+5EP6lz+ufa+G1zPG7TwwzzIWgQXvgfS2/J3tp6n2N7bC91cOTkyr2tfLm8dhxwOcitcm4t2FjVRv13f+Sw6xcQr87+x7RYE9kLLw/+AjjTXumTeAA/YNvv5YPi0McLaF3R9xYqQ7F1/H4yZbGWyxj7/EqGy1OKS07fibN8dLf9OJlwvHZyql5Bu174cHqMt7PeaJrjsYW/7oGXBV6CVF2O16XX2W5z1KWdY2krRDN181OaMRNeczLLv6CnQuzesTrN7eUXAfSpafXQO7D0TJlxn5VhsG7XQIbSU+QzXsQb4k73nXPRdzrVxlsdT0KC8CS18EIbzQRixPSxK02+ZA1wZWY72G6nrWBbthxZicnC+3KKN9NkCVIZ/QYvz7BdJNl2yEBPnwzC2P6wMKP9noI7/VZ62vV75N+9+OPo0NKsitr0i6jpaOGKui2/X23acgwY4c+0926KV8Rbatq9x2sherwJmFcKiWXC7eNbeovuffW9xfw/jrlB+HjMULWA0A7XLS+z9aaiNqrV8ed6ePxa43YX3H5bG2ag9SLM0fefi58Mtvh3GDVeeR7Ifu6EFaWbB1tNg6UTIG4TyvsZ+/4ueNiokhk6h+7w5bfcB0N/V30W2x2AEJgic2JrNBTkPpMVarjbY7/GE+uL/AEPt+X3suZlo6f2TvfY3AD/Zfv3ACPT9bL/7R+BLeOWPICeh+u8UNKnEyrJ97mkrf3PRKozzUBlejQZZs4Cl2bA4Tac4VkH3CjA16O9qy+MMICsDqu+Fy6HnPEh3Ao459l23o3Y8iOqKQKABUtYBl9jrl1rZtNcJgmmElAZUxx0ZDVr5qEf7m7eAVfZ3ub3myOQqYG+0kFKTfgPz0cGkGnRf0TBfzN77Kyt37wHHxNm2w4Av02HJQFj2NX372zV5B6OzPfrZ+1Lt98zH9uNocZdPvTh/hp33gtmpsAjS6+Dya1x95R/s/9cUQFkaVKsv12Mt5B0YoU+dab9nHupzLUbt5ouEbMMm4Fj7rNd3bWF/t4SjwwnoOhJoPN3/5co4740ZAFgD84T9/3R0w9Xw+2C3p+C5I7UjnR0D14Mw4v9AroWUg1GnKQB8ode4EpgInNEWmiN9r8X9GVoxyQnyRpbA3RJytBbjKSKAOqDHgIyH05+3xu8yS9t0tGz1LmiFuUi0HYc6cM47etu/qdYw3Ao8ipbjTUFH8Xe391wMPL0MzrxWg6cPrPH4HDja3vMqWlUMyBwF+/wAciwaTEywdL6EVsUDOAe4ORntXgOX5WtnUWTpnEmocz4PnesfAOkGP/0B5FfAKHtvBprh29re/xxRCmQkJPMamNwsrg4p2reDDNbOZ9hEy/Mro8q8NAczewA/ec7vhAZNU227DEID/J9CPOEL1LH5AijuBxcPhGUXwCVeGtEO6ToXnfvA45Ngh9FWzi9FO3GnA6uLQ4e1gzA6AAAgAElEQVS87fu9/V6vXjo4VS9h+0Vwr0Dkhe56r/3e7abAbS9q0YNQ+wAPox1oNIe0EJ369T6aJXCCvP3ttRHAiVZ+XgHeBYrsPfegRTd+dSm8nanXN3n4uT2qy4X6+9vLYMotLj48G6cOzQAOtv+f6/0ey+PXUb2cZL8lDOcHcNbL8KioLchDg25Hh1xylLKXFuE46Wk0uLnG4nS3e7PtRO3HOMcGAQWRZNNFZ2yccI6EZDMF1fuBLt2bGGqvuffC38cCFwJ/t3xdZNu0EJeuu+lw7K/Lzv0JdbIPQwcinkP16Q7UMX4JLX8+FZhoVM+vFfiNV9fRsupOYLMzBMpU17d6HXWmn0Qd+3p7z1isc4kGXQ2oXBvUjmfba8fYc8bSc4nl57/QMv0voPLXbOf6wgiBiVepvu2BBllu+fwWOET/3/dWOOlTyHsbHTTLQwc1Vnva6N/E1ql81/+/JaT7Ue3xoXCCDZ52bc3mghxiixhFKcDVan/jpu94bDCM9reO/bjVfrczkHEwsEcmzLd09ne/yz7zkOv30RpovX8vGvyVoQNJ/awMbe+0qf37KFo9GFQvVlh6HgMaD4AndtSAZCWMew96fIn6FGOwug5ctw/MzIHFcPxD8MRf0UCm1OK9AJi+Nfw7BRqz6DYScjdBykZL03R0I+4lwCd5sN5AA6Suh8wadH3sI+hgl6DB4CJUlt+wv5+xMluF6q2gAeEvaN/9jb2vwR5/QIOXidhBD0vrXlZWF1rexF0QCJiVCUvGwXsC+dCvDOQIdGr1t5a+Ofabr3a12SRgvAdX/yxYcABMF+gOp78LaRstjjdcz47YHb49FR6HA+6FPebABY6MFGP7VDSQvsv+fwih+hIrgQdcslDukrvofWScPOnoo2u65pYNZ6CddjzwiDHmE2PMGe59lFxwAuowgBqnkRH2Rxk8Dn76RA1eRLDPnApHvgjkQePPovvOCJpGH2VpfsPS3xaaI33vnei+T+51LkUnwAgD/zbGnEGEeeYiskFE3kX31emLGkMH/1R0JDfSHHEHHkVL/J5ijMkUEWcj4CNQI7TMvmetiDSJbrY5w96TaaB2KxjwgJYL7oEuev+B0FSJoTTvy1Y7BaYPQR3c79C2epPQFAXQ0bzQZtshSKzdjcl7FYanw2IRKREtSfwyoakWlwB3iEhQhErYaSkaGHxk7zXoqHedvT+edo8F0WR+K/se93S4aN9u9/Vbexxa8ODNiN9uQbTUcgXQ341PdOrLXNd9i0XkR1QuviIk83X277t1cG4TpJRp4BBGI7SY+lYC4xfD3KVWh75CR62dNm+idV5623dXtLT0Zx69dHA67VN0GhwVgGeiyU7oeys3QEoq2gZnAG8aY/ZEO/YPYtD2CBpsTfXg/VJE1oluM/ApOkAyCegmIk77OjQX/Qk+qNXRagjn53jgMRFZp5f2mgGHpYK8gwYi39KKDtky5dsDt1uc3u0iQHn8gP17JzrlMQzn4VB4GnyJ2oKNqLP9osW5KCRHTQAlMPtgSL8PnaVwJxo0hbWR0T0hD0adO4A/ApNb4gyj895oOAPqrG5DaLrbSFR/J1mcZwL7Ar8DBGpK4YwcEXkKdR7duv4I6iwWR5EdZ7raULQ/EXQ0fTgwxdq5Uaiu9nPR+VmK0pFHBF23+CrsuTkQTIfKWijMRfXydLSyoLPcQIANdrpYN7Qf2CDqzaUB0+y3fywWgGmorJ+Absx8OjrokIXLzhkNfs1D2l4OTW753BEdoARSX4b/7ATBYcDjVkY+RvsG59vnovobVackfA16jv0+Ytnj5ToQAdGnErttrrNFQbSlGDH7mxj0VYsuATkDlQNxPfMZUJGhQWoNobW3TptfiQazVs/5GioL4JGDIH8a6qS/JrqnYQHwntOm9v5T0EAQdIApB9WTU4Hlv8DBK6A3BF6AL7aH8/+GtsUyQro+YQX0qIKB8O45cNtoi9NZF7gj8Fgt9BWghsp7INAEwQyLYyo6UDwwD24doLMHgpBaBdsvQdfeXYEGdpvQ4GwXVOYWoIHcAnTQZJ299gG6z2rA9t37onp5I+qjvILq2L/QwMvh93cisrOIDBaRy63MxwUisksmbDhf+VMHpQ8CmSKySkT2FpFdRcRZFzjZ1YYfojbejas0G9ashbxUmAy9KjTpzG4icqKrvb9fDIP/Ae/Anj/Aujx4uo6WcD6qp4jIpyKyBJWzFEIbtn+D7Yfj6CO3DOjoKLPraN+BCuVK+793epH7GOp6Zk90dGohquy7ua7NBrZy/V6IO/ul2nWdqEEcRJRMHup0fAdSYFP1v7Ln70SdTIfmbmhH2xaaq9DRVud756JTfZw0+9wdYLhoqf9DXc82oCODP+EqGwxcBqlL1djuVOyi7QJ0lLsONZ4taLP/P4mOmNWgU+J2A65CDess+94y+93OyOnuQMnlsK8dldwFNdhnYSsV2vteJJQROQkQmH8ffNgb7eQuQLOXbtrqCE2F8avdd70dXukG/3DdcxZ2JBkdYbxZ25z34PkLQW4CcaZhvICdVmF/DwBm+S3z+bCgP5QZV5Yx1reDnA09SoHVLnxu/oW1OVbmI+EjPFviOCKnoGWlHflcjXrwkg0bUyPTWIFOj5sHPAt5hSDXOCW00aBktus5Z1T2a6JPtWpuX0tbI+rsOvxb6aLROSoELhHdhD2q7ITekfo3mPgyrDrC4gugGdI5qJNeTmQdOh4dRHF09CkvfjQ7Vo0Oqtxhn1+Idriz+kFpgerNl0C1h59VaBA5XXm0xxi1SUv2tG30F1rRIXSz8QdcOFdbvPOwem15vC0hvaz1yFFdH1iVq884srQUtZVu3n4L7AWyM/RZDeN/ZXHeido3N85G1P5Voc7SdHT62QGRcLpkYdtYOPvDyky1k0PRTOfl9tsfR+XX2T+uHnJKoH8ZBGaisrsReNbVdkeh9mEhOj1qvn3+VjRQuMw+sw4NpK2d403UeS23bT+PkI2vAYI5sDGgtMfS9WuBj0BOhu9vRx3nJnTaXonru9cRmiZXTkg+z0AHtNw490QH4w7y8PMFVI8cfs4JQH0/nf43A3WmZ3vorAXeRm3INZBWC8O+JmT3X7U09UB1aqrl57nEmAKNZgKXWfp6ea61sMfdYZnY7G18NrdfKRS4+Rd3fxPqd1mIp1w+KrsNtp3HePD/lAIN3TXIcb9rX1QHFqLB+y/ACjAVkFELKestD2eja9iqbHs7/ftae32Kbdd/oTpeb8//4pKN1YSyY+6/NUDD1er8B/UbAo1W1gSXbgBNuSon6yHVeccKNPB6REToDWcOhsUG6iC1Ai552/JkO8ufUitri1Db9JH9vkdRu+tMY3wG7Q+X2d9HopnN+9F94kCDq72x2atEDyA9XfuPiYWQB72XQ/dFnracSShblofaMac9ygn5XENzoeQ7+GMO7A37TdXpq+H9RCrsvjUsHwzvQ0oFbFUKb21n8RejWdfZloeP2XZ+FR2EvNO2+SzURq1DA2r3N93p8Mv+TvGLX5vj6HACuo52NpyObv/Szmcz0dGvOsCZ4zyHls5+j+bnoLcNSoYTO8h7HLtvC8hvQcainZjTIbr3YFkBxLWvmn12lUMzoU5vkL0+FdhLYKilcxvPs873rsBOvdJrKX+C3WfDNp85tKHTUT8mRjBiv+fPqLNyINpZ1KEj94tQp6UAzb48hI4EYw3MwQIHWTpz0NHgnwhfL9AfzfJNBx6GQCksvQdeOBJ1lpbScgrqF8AuPrf76Js0aH3adc9Z2A7JGk7b3pwEOd85e+OgTvyH6Eii82wasNZ3mdd95y6I99tBDoSea8AsjPrt4c+HybwH3wJCjnR/1Im81spIJto5v1MEebmwobs6rS32bEOzKFdZnB8Cz4KcADIBzE2ow5vv4ccKdKBgMRGmVrrb195f73wjIb3MdD9joLRUpzsfGI1/nndMgqv+Al9eh3bQlwO/s9fOJYJDik6H+gbNzoFOU7rJI5sjrKyXocFYBqr3y4HtBQZaHdoJXTNV43nHu+iIdR26mfRyKLkNPjwfDabLaUWHUL3c08PzayzOV1E7MQd1bB29XOSWo3yY8Rb8RXQNVC4aeJ4UgbdB4I8gORrk3TLO4pqNBiU9XM+sQIPERmBfe+5h4M5IOF2ysGc0nBmwZgXcKaqj6WhQ1Mc+W4Q6sxPst1fAI7tZXXdmHcwkgq5bWm6zz92IZhjOdvFzmr3vYdu2jxFyymoITX0dICL0hvkD9BvOjqHr96AO9O9BhsPRX0LKQiufo9EAK4AGFv9Ap4zehzqczkDb4cDrHn42EZre6fBzOaqvzfYDSMuEKoGxkeyHPberpScI/BvSNsD0+yEwGXXG11jc3bA6Zdt9PK2sc7X4byR8XWELe3wbZGVBtUDEfW2JYHNBTgdpdZkIMWyGvT4WuwbS/S5Un6fhsktjYXgfWC0uXfQ847yrHvUTesAOs2HgTNR+zLZ0PAs85KLvP1ZOJtlzb6L2+R3U3tYBElC8FdBjFbx7vpWZclQOh6XC/F/gfgO1cNkYndbZvC6u0bZxaRps2kUHRCth4Q3a5lRbumeKCD3hVgNN+fA1bP0iTPgnZL5PaDulqajd+dYes+z3vWP/D9hv+Y6Qbjl28zhcNt9+x3G0wRdrpc375+qgwQQrK+Pw7K0YSaaiyUseLJ5maxWAnAt5q61cN9/THfYNQHB3eAYyf4CR38DWziB0HzQo62XbeYo9fw06wDLb6pXjw+yHBtLOdPKIfaRf/NocR4cT0HW0s+F0qs1i+3+8mbxU1NBPtoI7gdBasvcJLdpPRTuY0Fxs2M86VN2IEuTZ51bR7FTKrzWrk3YW2nF7aY4nk+fQ/LY1hBPQoO1H+3y9PYJAw9lwj8CNoood6Xv/QNi6Jz6CP98OaTUu2k5FnYDSaLShayNGuvDXoZmGi7Adhr3vVmtEKu3vDZaf54qdg44a5o9itHUusFyzOj+ei3Za70Ro92rUKfWn3TV7e+296ny/78J3I3Cj/f8XQoG2ASrtmo3DgFuA6z3fkgcs91PmAzCzP5Tla7AV17eD9IftSyDVGVEsiCWPhDJ5kfB9QSjIK0Sd04fRTO8MtEMoS4PZBoIp6hw80AqNe+r/sgs88gIEVuLKkrieXYM605OAUyJcd7dvT9TpMJZ/S2iZZZuRAhuq4A7Rzjiq7LjeMQlOmwiL7gGzBHUclqF66Yxor/Lwcxd0ZHyxvRa099+p7cOuqNN8qT3f29I8B3X8vdnbD7BBnovmRahjY9ucKfDHCbDgFlRXvie2Do0G5sVoo75oQP8+Ok27DA0s13r4WdcjVMzpP4SCWC/OhTRvZFw0B277g22fv3hxWr7OtrxxbNJB9v1RcDbTGRGngaYeKhMz0KDiAxeddoom9YTWBdVD75U2q1ONZizculeAyqdH98IDf9QBrcTaOZceldl37eWmMxXqM5T2ciLruuNg/0XfJ90gbyOkORm75Zb+KotjCZppmWt5crXFdxwqyw4/V6Hy18fDz3X225r5GdBMXlNuKAvpzuRFkqVfQeZMGzRvj05JfdLFj3+gAwhNlqcbcBXqimIvBxI+MNXCHr8Hu+bDBnFvQN2qzc2ZB/1XQqo7CxxXf+PBHcD2ixHe9RmuQj3ZUJIKDSkts7c9bbtMRmW9kWaep1VCXqWV2aGEMqHL0AGO9ZafQeAgi28uaq8/R539xlSVkyZCRU9cxVOaM3n1b6i8NQGbdHYQDfZ6A6of03vAkj5ql76F0a+Cce6ZhA4abWWgKhc2akb9lFPhjI9gwD1opt7J+n2A+idBS5cNQnnXfsc59vuOJlQxc46Vq8dc/HvdyuYaIK09/bJXXnI0GL9S5aXHEui1lHDbNQtY4enHnfaosd81GxjaH354SgfTU+HyB2yGNEymTobBubApCxbBLcPg6Weh4FMPXca2gaODWxMaUJqDnWllrzURWvcZxi9vv5sovzbH0eEEdB0JNJ4aq8w4773GKtLzRM4iXEZ4gYZXwu7RRflX2OuDiBzkhVVIAtlJO61rDgT2cNOMTkH5uS00x/peQpm834pO9XCe/Qd2lBLNmn1p6XQWXx8Gx03UFL9Zbmm7DrtRegzanLnvz6MjksusISlEs3VFapj4CM0ifG2fO1lClQuPsNfKsI64C39PQiNyvwfuADlRszqsAEZ67jf2fGosHrap3aGXQHG5TucoQYNrp/DKMPvMvcD59v9DgW/t6N04YGdshVPX+/YkgQqbEWUAdhJP9ra1bwcxcMFkSKmxbd5S5sNxDbLt1AIfLYtKVKFFDxyZPw346G04vheUp+r9x0Wg8UQXjquBl2HH/bSi2/hmfPZ6IbpW6WcrK/NxOT8x2rea0Cjutm6c9lyPfDsSa1qRHdczk2D4eNX1tDJ3+xBjapnn28sIFV7ZBg3Yz0EdtzIXzTnAUbbdx0mo6Mgsy3c3zusIVUvsqbLz9gilkypslcFoOmRl+/YYbTQazTBehk4VW4EGqc1yNBFMHlRW6FTEFwhV6WzBW8Km/R7+CBwyDXV4bnHjxGU7UWfUqSL8PuooRcHZTGcLnGfDNr2hXELO7stoUSU3natd7bBYeSpjQK5Ep6r91tO2yy1PRrjaNg2d5nqrq12OR7MOv0dnNeTYa+XY7AZqS3tWwzZ5sKFQndzxnveVoNPcF+CqzqjXt5sDZz+hMsDRqONtUGfxObToywA0wN/V4nwTDQqeR7N8XwJZXt1C5fN6Nz+vgjN2ggUSGkwbhDqnbn4eb68FVDbSx8Hcu6H2aFQ3n0HXO4e1O7F1yj398Qp0LZrzu4U9vgsuHaIFTdLjtbkgPWwwuleEe1vrb9z0HUeo2vW2to2XATtYGW3Osr8NV/S0RUwivKsK7YMXAPuHrh85DvafASkrbduWWplaTMinOAwNdA6zOEutbHyPBtLVOVCRrv5APfz6NRjqFF4pdto8ABsK1B+wlS/T6yBlFbDG4j0KeOfX8M9cDUoboc88yF2D6tW1Ft+qTB3AqkyBUphWBP1WwnGnoVNTn0KD/R3Q/nYB6uPMRteI/mL5Ot/SuDc6IJ1jaQiz+digmVZ8sbYc2bB2DVxmZeUUkCuiyVRr8jIanhmg10ugzxzYdr73nhEwIhUaToSLdEDnN1NhO8fu93O98wdCM6rORQfK90AHhc61539l29+45LJFH+knv5J9dDgBXUcCjaedwKg47x2Fa6pXhOuZaOCyAE3xO1NW+ht4V+Am0QpjL6GdWgPaiV/gwjGJsI5XMjWrc9bN2LL7Ds3omqUH20JzrO8Fpu6l1cyKX4Jfo1PB8tFga6Y95mCr56GZljnAWkj/Ad55DPr9077zK6xz4XnH04QcpqPQdXizrfE4zHXfmWhnUmsN+CfAEHvty0xbCvpunSok6EicM8rlOK2nWEM9z743A2RX7Vyz3wcme2jbCzu1yK927wlf2uCpAG37eajTfbPr+QJC00S+AnYDGaHtnnM5nilVqOPdwugnJPNwrJVP79YarXz7yrHQbS3qiIZ9O3ZE1P52ZL7R3nuBPT/a6kAd2nF/ZX87I7er7H0pwF+ztXjAJuz0OXvtXZor7DWv5fwRnfbbD/gIsjbYaSql2K0S0AIBS6x8zSJcD+8g5EB62/cVh3+oc32DmycBOGUUTBUtwd+a7Oxtv7cKWAu9V8GQD9ztQ8usjVuHmvHjqoBr71mHZlcaLN8XWJ70B14zMFN07e1h6FoUJ5tfDtxj8Ri0GMlPlkenw/ARkL/B4qzDlji398/FpUOoczHEQ+c9qN2YidVrF483oaPpzXKUAdOGw09na8AqhMrbNwciEeToffhhJ60SZ2psG7tl8wes7UTX+H5n8X6BHeiIjLOZzmovzmz4+WjV9wHoVNq16KwN97c36x7NQd6151p+1tn2muNq21I00MhBnWanst7D6Oj8HDSrUW3xPY06r3PRYGY1oeqLOcD32bA8A2rTtc2ddb/Ho7qTjwavVYRnDnrD4xfDoCW2fRYTyhjlEhqwW4Ar02XPOeXUG1Hb5+C8zcVPJ/vQzM98WH4uTJZQNU6nzyyn2QHmStSmzkMHFAxc8QgUrCZkkzJc9JyCVqc+l+g69TraJ/2IrjUa4LpvPB57fDK89hv4e1tsrg6QydXOWuE29jdOvzsD1R9nsPAsmvtj5uMaTDHwci5sMKEsrGN//4ROb38GtaPrXO3zHSzKgKO+JDTjZwkajOcDM1y8G4lmDn9EbUUloazuZxlQnapt/Ina4bRa244rUf/i3Rz4wQ7g/QCpJZBWB6YWl58EfJWr8hdUmlLqILuS0HTfZZa5daY5W2jWwpgp0PMd+05n2wSnv/0MtYuzbfu+Sqh65kIrR//B2k1cNh+dyjiNOHyxthzD4bPb7ZZSIMeBXB9BDhw/MKa8rIYLBmhbLITuc2Hq/d4+Ogs+z4Rqo21UA7kb4TNnYL+CUJ/6IToo9yM6vfx8dEP1oajtnInaI/fASIs+0m9+JfvocAK6jgQaT9fH/S3p7wrtOzek7TTKOBC3Azoc7ZD/iWdUMeHvhT0tnb3aSGNAM2QPX22N5JQk8/NI0UxeGuqM3Rknnbka5N12npcPaOc50mc6x0o7AjJdjyfFIDtFaMPPaMd+fjFlQLO3Y9tB557w+hOQEzWD5yONabvBT3+1Wc820nkEyK0gaZ73+K5DWfD2h/CIeNa+xEnnWPj7fX7bpCj8HGJ1fSCa9Yy6HjMCnVfAEzf6rUOR6NwBXn0MnhfIbSMv00BugfsujUBnm9u9NToHwVfvwR/EtV4rnudAelpdbyEvydD1/eHDu9vhYIEMUTpPPyYe+bQOcFz9QAs6wQyCkhl2LWEb6TzA8rPFep9E273FATmDYckXreyDFqXd7VphiSovfrW5wDZW11vMVIj6TIjOC+C5O+K1Se52d/D+H/y5vwZDf9MiPvJb73M3wJm9oHwA/Bqk0LZhy/11tXidncWx6mTYajEasExx3eP4Mfkg+TH0KwMNWqLu2RZLBx276bdcPQ+/3wk+s/w/HOSWtrSZh18XSfN2Mc7gsRjPPdtZfm1tByAmghzWHtrj4YXvepjko2sLhS0YRGQ68IkxJiXJrypCR6EXt+PZEmCAMWRCM82foWXcvSW+Y0Ic31uETrFY0za8BIFF8FuDjiBf35bn2wFFwFJEGtApKg/G85AIm4BVcHsTLfkwW0Sm+Eah4h5E9LLasWA5OuJYFI7S9EKzWOsiPhUHtJABYwrQ7SfaQ+dCOGkl7DPXTx2KJKfzYLsjYe5FzSXT2wQlaDZwoHPCGJMOvOGnDhlj0g+A70bpCHZ7+FkCZ9RAn6+TzU9gMCpjywlNUWwDnRcbSJ3qpw5FonNv2HApfIPIprbhogFYBr8TN872tnssOrczJv14WHQUfItIMN7nLKxFbe5g971J0vXMPaH6Rp050FZYDAThpVri6zO3QafQtZnOu2HohTBtN80gtBUcvfPazoTb3Qsvwx7nw1f7awYjKkRp9xK0Amo/v+iJ8S7H/1jUhmccWKi71uT9J06b1NzuIjLdwCcnQsXuOu15KlTXoxncMLgHlm4PKy7QacROqf2MCPhdpfjf7QY3foBmz92y5jxX58IVafujbdAsU2OEa/Ho4Hp0erOvcnU2rNkZZlp+1wKpxoRvD9QG3zWDEA9q0cy4l68Ob2o15qOWyPyKCfHoWDL0MNng3ZepC7YwEJFnN8NrioAViNS2emdLKEHnvg9C54sjuq9SuyDq9xoTQOmc6wy3tBEWAkNBHhGhvL30tQrG5GJHCwFE5NU2YigB9ga5T0Q31bJ42s3TKLAVuv6uzc6+CE3GsASPoyIi5ejanYTAIwOOc7kw0r2x8bDeGCrg4zVuXvoBXjndAba+T6fZLGkHuiXoYvAidEoZonteveAHba7z9RgzD+hJ+5xz2wYrv042P1FeLEGkSXRNVVvA6lDDR37rUBidxqT9XR3TNsumhYXAKJAHHDoTafdodC7Q6WvziEPXve0gghhDCbCjMQTsgFmydH3Qn7XacHtsUq0xrEAr0LbaziLybdvwh+i8Saew/9IeOtEpgNWElhk4+H1pdzecroNjMwjtERcVIuifOxhd4SddUXS9FJGaNjzjQAlwKGz4PB6b5G33oAZBN7wDkxH5yhhGAZnGYGxA4UDmF/AqIg13mOb3hAcauhdjKs1By7klwDZw6feO3rieE3QQy5LRMmgRkfnE2LO4NR0UEcdu+ipXQOYr8A4iTcaEBalhA11x+q7OPrMQHvDWeu5xX6+jHUFePDqWDD1MNnRl8rogNuiGpgNov6OyDJ0fXtTajQlCX3RksT0dK0QZQU0COJvIJuL4paKjeMmEmKOnccBCoIcxFPhHUkQoQtcCtSl764ISYJAxbI5suJO9bRPYrM5Ski2biWVvQdtgI8mnswBd/N5eHVqEynaydX0bVFc7u01y8Cdik7JQG5xMKCK0xqk9UAL0N4Ys/0iKCEXAanQj5TaBDRxKgCJjML5T5oAxBqVzUazsbTQQoYrQmrTkgTEZ6IBje3VoBer0t5dObwDhbL3hTZA0Bx42YIuU8YuECyJnpmoRkUQyUx0COtjuzb5Be+hXGXUHdNFwReJrpCzq/yR0BXld0Bpsi6bI22Vk7ejZYjzTeZIAjhFvL53r0IXbyXaoBqMLhFe283mnjPbmcPzam72FzeGgaiewLVDSzuwtqIOajg5kJAc0e9uX9jsq2Gf7GkOuP0RFhAG0M3sLYQ7qtkl1UBPX9VrU+dscNqmJ9mVvQW1EDZvHJq1rZ/YWQgNBm4Ofi4kyPS0OKEH7skG+UeQFzdYMJHFdz0P39koWdEcL67Q3sAelcxtjSPOHpIgwCPVTE/U/2qtD7qmTED3QyHDd49wXLRhpDZc3U1XHlhO0ePnl/G1PkJqKLlNwZ+jc73C/0xazAbakoHgzQFeQ1wWtQadi+68AACAASURBVBGhtS/thRI0q9PNH5IiwmBgVVvXvnhgIcnM6iQ4egogQj2aHU2eQxXK3ibiqJST/KxOP7QSYCKOymI0q5NMB9XJ3ibq+LlxJQMGk1j2FrQtsvF5rY4HnOxtItOqw9YKJwkGA8vQKT5tBpsRKAEGJy1oTjx761ornNQBnW7odguJ6JCzVjiZup5o9hY2TwbX4UEidC7Es1Y4CeBkb5clgKME6G4Mhe14Nlr2rbXALFaQ5weuzgrxfqOfuJozn677thR+JR26grwuaA2c0dNE1tg4TnhyOi1j0tDONZEOC/t8BsnL6vRA178kEpRgn+9rDDmJkxQRBqG2od10bqZpRwlldABEQuXPfaEoMhShGZlW177EgDKSn9Vpde1LHJBcBzU0UJJI9hZUtpOX1TEmh8SztxDK6vRMmKbI0B+1eX7YpGRmdfzQ9USzOvGAk71d3F4EIqxHC9okm8716OyV9sJSNHuSbDqXJJC9hcRsUiKBWaSMkxtHrMxUa1nBzgreb4xVhKa9uP6bguKkQ1eQ1wXRIbT2JVFHpRxddJusEdRt0BHFRB2VZK/V8WP01P18srI6fmRvQenMJnlrdZy1L4lkb0HlJjlZHQ1KBpNA9hbcFWCTlNXxJ3vrZHVWkzwd6ovKVKI6lOysjh/ZW/fzybRJ7a2c7IYWFWB9hiJolq1EwMnqJGut8GBgeXuzty5I3lphXTe1LbAwkYGSUAXYJOmQMfnolNVEdWgNWgHWjyAv2vTDSFMsuzJ5/mTy2jO9dUvhV9KhK8jrgliQ8OgpbJaszmB09HRpIkhcWZ1kOX5FJLb2xQEnq5MsOgdjKxcmiCd5Dmooe5toYA9KZ4DkZHWc7G2ijgoWR77F6TcMIsHsrQuSmdXxyyY5a+WSGTzVovak3WDXCleQXJtUhkh1gnjcFWD9Bf+ytxCSb//5aYwzoOWXrqejRUf8hgFolsQPOhcCfZK0VjjRgkBAC/+jrT5v24qlhKBrumb4Xz+ma8YbYNcC6UleF77FQFeQ1wWxwI+1Lw44a3X6+IDLC0UksPbFA85aHX8XOofWviTsRLuyOv4Hzbr2JZHKhc0gwkaSl9XxY+2LA8tJXgVYXxwVD45k0ZlI5UI3lJC8CrDtrlwYAZJTAdaHtbceSE5WJ1S50A9dT2YF2D5ADv7oejIrwDpFyvzQ9WTOKkm0crIbkjmrpAioIvHsLYT29WvrrJKuwittA+83NhBlC4g24HKqljZZfPFMb420n97/JnT0buxdR+c7QMZCcDEEJZtNq0HGJozzul7nM6FgPRMJUsxiikkcJzLW0LQEgpJJ9Upf6ESuBFkPEgRZ7BPOsanUL4egpFG3whecZ426ORn8TKe2FIISoGGZL3Secuq9TChY5yudxYzNuplVTESYyBKfvv0xkLV+t3sOG8shKH7gVL2UCl9pLGYsxSxmIpJ7I+U+8fIskHV+8xKCSyAoWVSt8gnn+GToeoDGpRCUDGrKfMJ5fTLoVFsUFLVNvuC8PRl0Kh+DYmha6hPOP/quR8hY7SuDon2nLzifBFnjF51uXc+7kbW+6PptgbHc0M1f+x7mf2z0x/9AzmurbIKMVVsTst8gZ3rxpN3CmQUTcPfFj3Jz5krbPy2mmLEgY9VHCcmHPcJwBWgcW0DFegg65x4FWQniSx+SzINixmbcQhkTEWP7ZYppl3xQzNj0Wyi1uJY6PPTqLcWMzb+Bimb8x13wKEip5Zcv9mJLP4wKcxd0gYIxjAWeymVjdg5VrKY3QqAauFCEF9uF83YzFngKzeQ5oDgnSvtwWjoLqchOoYk1Wm06MTotzh6syRYMFTorzhecvVid3UAa67XAV+L8FJ4mfL8nX/jZj9LsjeSxiTyf6DRPY8Q/OpMkSwGanulPaWY5vajTAcSE2z2Nuqd6U569mt40kJ4QTqd9MqjN7k4F5fSikbROq5eO/SinF0FSfNGhfCqzM6llNb0B4wvOkP3o6RvOTm8/LM4+rMyuIYsNWvTYD5xP96M0yzf7YekcwPLsdRRSrXWm/MD5zFYsy1xLD2pU9BPGGaDxqf6UZftrP+qf7c3qDF/sRzJ0fQu1H+X0atWnieJf1APSh5UZzXpjGus54Txh979HzxoFU+p541kp+PG4jDQaKKd3GK5aMqnUyQT1hkbpx6qMdRQ6skkadfRkLavpTROpCfEiWRBFFurRjLGbN63KR0Rcloc9fzw6I0hAbWsk3tdnkfKvx+k963DW0oN6MjolvzYndE3X7AIv3A1k78IsxvMEGZoFz7bnE8LpOecLzgP4gnOZ5CvOkUzhdF72FeeveYfRTPYPZ8sNfX2hcywvMoJP/MMZHuD5gzMJstSNyswLeIad+Nk3nL1Ykz2Op9k2NCsqEZx3A9lbs4yLeJK+us1ip+QlkL0zs323H3vyPRfzVwziG879+ZLzeA6d3eMPzsP4mDG85JzzBecxvOuv/YDsk/gnx/CunzizxvASh/Gxjzgl+zyeY3++9A1nOnWZF/AMw5nuG858NmZfwDMM5SffcPZkTcY4nqYoNEs1YfvhOddp7ccw5jCeJ8jUmXq+2Y/xPBGv/bgbyB7FR5zKK865dCDjLP7GQXyuZyQ1nU/ujD0tMNCUzmG3ZYzgE7dfkQ5kjOElDuFT1zmTcSFPsQPzXAgMF/EkeWyMh+6OgkiykE7LKZPx0N8Sl+XhcfyLX/OOnovE+/QaGHkTF/Ek/bSYdWfl12aDriCvC7ywDUAh66glk9pQLJHI+ppozyaMs5B1rAvf/uZ/BmcbzseFM416ctnU6elMBs5CW0ncz2/3GWezHHlwdjpegtJZRwY1PtqPQtZRSTck1G11Sr3cMnCK7zhTaSCPjb7izGMjKTR1Zr3cUnBuMbYYVN7rSac65Ov7Zj+CoaWtsXBuA5BKI42khl1oca4yDtK6LSWVRpo8y2q95xzb5j7XYOtXNcVHd0dBW2hq7d7I1y0PW+N9Uzfdqch1X2fk12aDriCvC7ywFCI6FYlUroz2bMI4u1PhM50RnZ+EcKbQGMn56XT8jOJUdDo6k4EzGd/enQo/cTbLewNpVIW2SOx0vAS3/TBh5xPB6b+uJ8d++I0zhUby2eArzhyqSKPBV5xbgA5BkujcAr59i7HFkBz70cZ+fSnEGeR1i4O0ym3iwhVAC1q7z6VT7z2XUBXxJEFbaGrt3sjXI/EwAu9TK7W2Tifn12aDriCvC7xwE1BdyDoq6O6cq7bnE8LpOZcwzhQaq7tR6TbcCePMpro6gzpfcRayrtognZ6fPVhbA/j67SSBzmTg7MHa2iZS2EC+bzh7sqZuI3k0hnYSSARns166nJ9OyUuSZD/8xhmgaYuwHwWsrzaIrzgdXfeTn0nCWQv+2qRk4UyG/dhErrMeL1GcW4wtpnPYj5uAak9QUQ/BuhSaQudMYz0jbq2LgkMhmFLPx3fUtcRFi3MFrK+H8CBvoN3C0p5LlBfJgkiyUE941UuIj/6WuCLxMBLv67PoO+W3QKfn12aDriCvC8JAhBfTqL+oH2Xr11MgaPnihBau2kW2F6J7KYn92+7F2Q6dQ/npqixqKm1nvTJhOoUX92Ha7zKp3WBxlvqB82A+u8WFc0XCOJPEz6N5794M6jZZOpd1SjqT9O0n8saTVeRsBBPCmWC7n8CbkzaRuymMznbitM9d2I+yCquXaxOmMUm8DNB0YX9K/bMfwovdWXtJDyoqLc5VfuAcwi9XZVPd6e3HQXzur/0QXhzJlNszqNtocS73A6fv9kN48VjefjCd+k2VWhxmqR84j+etR5pI2VRHpm+6fiJvPFlN9kYh4Kf9eE5tkg/2YwuyxcmyHz1ZG7f9cOxtFjUbmkhxvu28HKrHpdFQ03xOUs9j97+fTzgPHgv7HWg6jx/PPj+b6jBcAZrOz6S2xn1uX6Zdn0pjnevcYwNZWg7QRErCup8siCIL5wFe3rQqHxFxhXi4KSbvZ419rO+skSsBggTK6KT82qzQ0eU9u45OeEA3geLzefoukLM6nJ7odA4OQvEBfH4fyNE+4dylgZQ7hvDT/SCH+IRznw3k3t2blXeD7NPhfItO5zGLGHifoakYpKjD6dm8337xmxx3B0gxSJpPOK9+jnNuB7kZxPiAzwjc/ADX3AFydYfzLDqd+QLF43jyLpCzfcLZV6D4BCb/HuQUn3AWBaH4ID69D+QYn3Du3EDKHUOZfT/IoT7h3HsjOXf3pfRukH19wnnIanren0HNHSC7+ITz6MVs49iPwT7hPHkWw+6xetnPJ5xn/of977I4u/mE86K3OPZOizPdJ5xXPc9Zt4Pc4ov92FIOyBMovogn7gI5xyecfQSKR/P63SC/ife5Dxj10B3c8ooLT+a/OeLNK3j4jrbS8D6H/+H33Pg6SMDiSvuAUZOv4o/3uPBv9yonf3wyr57unPuMA097mVM/Admuw9umg48PGTnpJu56MtY9sxl68Cv8ZuoefHdgR9PbGY6uTF4XRILuAOsoLIXwSeydDAoNsJytyiA0DyNRnKk0BZex9SofcXbPoapqDT2r6OT8zKGq1JqFzkynv6CbV3cPECyzZxL/dmNSgfwmUsqANAgtoksAcoC0GrJKgXxjPAs8Og8kw34UApTTq8xPnAZYwYBS/Lcfq33E2T2b6qrV9N6Ef9/ePZ8Nq+vIDPqIszCXTWU+24/CTGpL7f++8TONBt9xptDk4PTDfqQA3az9SAVyE8a55UB3gPUU+Gk/ugOsoWebcKbREGgkDWOafeXUAMFgHRkm5oMRIJ16GkkNQrPdTg0QDNaS6caVGiAY3ERu87lsqo3nuf9ZSKPB1JMek/c5VBmADeR3xTfQlcn7bz6AvsDLwELgJ+BdYAegBphhz70ApNn7DwXeFtjjWngDEHh0kjPyBIzWc/gzkh6d7tGWPvcRBC6x77/CoWVvmAln/AXkcmB74G37vd8DnwAHW5xBoNF+eyUwCxgKDLI47xQRBE74CW4D0wj7TmknnRMsznLgp4EwfTeYpji7L47Kd/3/XPvsSM97ks53gcsbSDkN5FaQUR0tv5vtgGyB4g8YdRyk14Ps6JKLK1zt8Chwrv1/ErAImAnMs+25u0vfgsNg/vkcfDGkNqBTbSrsfQej05DqgSZ0GpojM01WPl63vwWYCLzdAyYdBD/ouSELILDEvr/U3neRi9ZNHlk9F3jU/r8jMNXK689AzJHRdvBzuEDxfnxxAshtICkuOtprk/YP2aQ/PenCF6Ybln8zgDmWN9cAgTBc+n+ffvB1PyiDbsth+zme52eivN6/jd9+vMB1IOeCXBDvc972crdTd1jcHcpgn88hUO+yNZuAubYNV7racxawxnVfLbo2ptHyqjYNarrrNE2BbiWW719Yvq1zyeIG1I4KsMDVPqe45HOhiDBezwv8ajrI4fYb/mLvqbZ0LLJtPgS1lV55f8ZpJ+DR/eCbkLxnlnrkfZpLjhpdctSETmtdYO+70/KhEqjoqXbZ4sxYQYI6ZOCXQ+D7KYw43mbyhrRHb3DpRgr8Mgzmj+NAaz/S59BZ+434v8/RrdnAv4ACe36Q005Wh3afB/drfznyG5AUwvVSgJdceK8Dil2/LwJ+scc04ECB/evg9gAFC6H4eUI2aBNWz60MOTa5AVhgIJhFtjPlvsJAGSBFHPiRvf8ki0Osrggw36UbztHo+d1kdcJ7Lej56zpS1hLyKxqALwnp5c/Ak52tzdsq97TSJ3zBfi8cxOgPUf1eaP8KcI5zf4b2rZLO0RO3RD3x++iKdP9LwWh2YjIwVUQGi8hQdAFqH7RT3h3YBdgKONXzeKFAELIXwP/tCs2ryU9HjWxSQUQmi8juzoE6Cp8D76MKfCVwRl/4ZTl0g01VsL4n8A7qsA4WkT3RYLDIoq0HnhCRLNRZfFlEnE2NSoBj7f+Fd8F2WrYpI+b+NzHoPA3YiDoVu98F720CIKsS1t5HdL47MAsY4/qdfL6rvBSm0lQBrMe/Ee4tAQoB+rJymfs3VtaMMekRn4LrRWQ31OGbDnwFfC4igw3U3AlT5rK8Dnqsg30fB15C2/094DXgCPv/NUA31BEPovLRD+3I67Frp7PtnkOppM2H8kL41R/s+z9HndTiGLS64c/AQ1ZudwIeieOZtkAhEJzDsOWW9nxI2CZ1b4R6yF0Ir+9ljO44TUvdqLHfNQw4HDgGDZK9cMde8HMp3A3rz4M/fGJH653ndwNuBO5px7evs0eiWYg/Aw+thfvWwjVw8VuQEnTZm++AM9BBgovtuWFAT9Txu8qe+xoNBi9H169sNQn+UgW5kFIPN7yC8r0O3dvqRnTd0kfogMRX9tpUQu1zLcr3RqBfrjE9syAnAypgUU+guzHmWLR9aoC/oY50CvAg0AuaN5AcbvE2AodgMxapEEiFtFxYCKu7wZjnXfLegDqCO1k5qsfKkX3fLWjme4Ol9Z/A5znw2lZQng0LoLwARj+dqA4F4bBr4Zv+lDpV/Nrc7l7daIRjw+1H3Vg6Y7/RNnB0a2d0wOsy17WwPvhPsBNkLQRjUNvo1ssG4ERjTE/vC6zMXQwcKCJDgPHAi1Ng23SoCXLePXDXGMj5CpWRL9B1Y0+iMv89qifTgRcLSN2wM3v/ggZyM7LhgzQCTaXM2dm+8k7UxtWi61Cr0aAF+78zO6SmgJTKHF2j3QjMzUI34AuQXm/v+dleAw06Zjm/DQhkL0P7pEx0MGZHVJ+nuux4Z2vzmNCWPiEFTgvQwPd8siewVkQGAzejQfUpzv29YE46KU31lOwS5bWdXU98ha4g778XRgANIvKEc0JEZqCGyPndhI50DfA8W1gL1WoIFwyAkt7GmFxgO3RkZbOBMWYH4DbgLNQBLgc+BUY+CS+tgV5QWQW3D4eM70TkLedZEZktIpMioP2K8G+uAX42xuwFFH4Me8D2H0F6ujGh0ohx0vk42gktBaYYOOdMqAIqIShAIUiQyHx34HNgH2NM2mbkez7qgK1DO+D/nema9luLKCkFEUIBbjkwBR0ljAqiw4EzUUd4OYABMxpWNrHue0CgMFf/shJ1Yp9xPf8ayvMq1CYH0E7cAIvRDCHZ2rlLkMCnUJUN+fku+fgQDc6PjuN7+zl02vfPiuOZtkAhULmBbmvtb4efCdmkaqiC/Glqk2b3ak03RGQ1Oqp/uXUm3NBvR20vK+8nrAHyPPfk2+ttge4hnOQaQzwBQzTol6LtZAPH839Eh2NafAuh9hyBOqiPE3JkCoBGh++7Qep66JkLJZC2Ef51sOX7SiAlQvs4srkPKpvTga0JzVxYYmBCAFIyYDlU5sOmHmiwWIUGWh+KyA/A8+jI+jLU7gZRu9kXld8pwJEAuSrvdINpsCkbMh15H25pKiUk70FccoTq2hr7jhpUTsiGjDyozYGvFGd2ng86VHgcrB7C3DLU2W/PAJlXNwpHw0phrbUfdI+hGw50RL/RXojZB78LO0GPN+01Lz+b0KDw6gh4J6CDb2sAHJn7vQYBFbCoEbLqILsI3ST7Mou/Ch0oaBCRx4GPgbQ0aMogv8bingYU9CJ9Qz1V+ah9Dtpri9HApBGafYZNqC9QB5Q3IimGFOf+RU2wXQCCQlMa2sbvAoGA/m/QADQFIJWURqjthwZ56WiAmG5p2scYk4YOmnTmNo8EcfcJKbD1R6zpbVni3hbhQ6x+G2NyN8KAAjJroa5blHduSXqSMHQFef+9sDM6KhUVjDGZwL7Avz2XCquhGqprYfcSuO5o4ATgrRZIkgjWcL0IXCcibqWeDZgjoDEAdVBSAHN7w4B5raA8zRgzA7gXONIYk+W69nIKjPketmqEOkh13lfQFjqB3pY+gHsNXFcP6bVQD01BIB2e6E5kvjsg6Cj6kWw+vjtBnV9ZiC0JCgFyqF5vgzz3t98LXGt0jUws2Bl1PIaABnlAww+s2wjBIORlo73TXqhefgzcB2xrjHHLWBM6on0o6hzPQjMgZEJGAzQEqauD/A2welfC5aP5/a3AQ8DHxpj3jDFXe97vB7izWc5vSNAmVUGVyyYdSxy6ISIlaD/X23PpsUfgnL7wO9h2DMzIs3RmGWNmGGN+AZ5GR+rjA5URJzB0vj0R3j7UBB8Pg/P2hSPhswab2fCu72xuT+D3wJvo6Pix1jbloFkCAI6Hbi/DLv3hI0jZBLN3Nma/bqhsfhGDno9Q2TyacL4vqYXTqyG1ERogpxQe2RfYzb53reve79BsowN1wFWorK9H9e00CGWuq6GW/2fvvOPjqI4H/n13qidbsuSCKxgbm4CxaTa9Y0roJRQbkoBpDoTeqw0J/hEgdILBhJ5QTAkdQicEMCW4d+Mud8nqOpV7vz9mVre3urKngm3QfD77kW737ewrM/Nm3puZR24JLBqMjPlCxZmM3jORHc0KxXkmsEcYhtVDUHCGSmDxr2glD+0LFywTg3QjLZedXt4oBBq+oULlB4VJeMOBTTFvpA0qSw+lef1eAE7/HAY0Qhhqf9T7Xr7MQUI3zjDGeBX5ITSXMd+tgW2BUviuDwyfC+vPA/5prV2I9P1MhN6+d/XzZwARAo5htmdnWFRBfU4uW63We9WIxw6IYVJB1MjLRnbQg8DbNURyrYwRwICAHi9gCDrumhE0vbP+7qf3yCarHjJqicblFSOGzvHI4tTfkEWdzXLMk4DvOaEffDiPqi4hijZCwL3QZRG51Rk4fjB8W0V9BmzzY1yEWwiftBV0GHm/TBioxs4GYJm1drrneWGlKFR1cMY0mHossqX9/E9czz8Bs6y1L3jujwzC9+NgeC4shdWqNHQJOQWMMa8ZY2YaY17VW86Ken9EqAy21ta4cL5n4IgHYehAeBtKqvS+nwk7bj2ttYs7w4xbYKgYefWF0GcsXLic+P3uhheQPv+p+t1pZwmiqOQYQ26S8j8nKAQqsbbO9RuQMURWS0f7wGNc/xigVBCWdIU3zwDORfp2CrAD4v7WFXGnCyJuSUFgMqKYb0BWg1cCfXIgO9x07lDBWli1M7H0kSoZgNU2Panfn4wYk18bY5K6JqcJjpFXgRitfngolUzqUgFVUFkLv50Js0/AP2806xcLn8+GB3aHl2FNP9jvAnh1W6JuYb8CjgSeibMLmAi66LfiGbhpg7X2yZvhkCNg9jwYCodN0iEs8pZDxvNVxLC6EqGTKYhLcAx0g25TYdAQeA+qe0I4C75eo3Ven6A6BYiBNxlRpu5zPWsYCO98BQPqoAE6zYfXd0VkrneF3BBVdAcCuXoFgLDy2xygj2PkVUEYclfAwkFgTieqFMYbFwfnQ/IqYWvtXcDnQE099PwBBldBA4SK1chrFQ+tgD12gzH6YlstkBUSIz+630di3nDDTz1vpAO5Lh4vQnZg3PAecNhEOHB3+ATW1zoGLrF8WYPsVD8DXJLqoxkQyBLDqxTWV8P6zpBZjRgYbuiGuD9vAJZlwdwSGgr+x4e7I4lvdl4NF2UTqC9gj/kIrfRDjHsQt8FMoosa+cBIhGZmRyBQRXlnqRL9asU1mQiNGQj9XwRyBofCSHTbKkIkAA0hRMY4Z8OtAv4BPIfIqnuQMICfC8TMCQthrsFGIhiri11ueBPZGf7b9/CbTIKNsE0iWQabN5+0KXQYeT9fmAXsnuCZ4+u8HbCXMeY450FQaCJUDlUim86YBWUDgW7W2lQ7ZW0GxpiDgJMR/3g3BIFDLAy5C44vg8FQtxtsvwZKd3YKWWtPRIJsHYWoDngR2AZRPtzxAFhr67rA3Fdgn9/BZFjtGHlJXW/i1HMWrsnjUnj2KdivBuohsA5WToQnjsHT716w1n6jeH6qfi9EVg3LaQMFdQsDx8UO3cnrQqyX3QTEDSiZvJyFrBbPAciE+lLpS6DTKjjhC0Qx7g0cZq0tRuLxvkNcfHoiK8I1SMKAIlTJRdxLBmYhPihyK7sEqnoQSx9N3wdqPLFFRbgUeGttsbX2CWvt8fp9r8LTMhBjMQ8otZYIsUpvi2RSlihFgTKohoYIjFoAFYPwwRvGmAGIobnW86hwANS8DS9B9SjovxJeOdBdwFr7FaL4dffTdJovlEArY1tvg/p74IeNcDo01oE1xOFLpac1CA/3R1y39kNW96sQgwSAt+HQWsh+EZ6VpBYZjdDlU5Q2E1SlzFo7GKHNbnh2u/4Ob8+DbRogAIFlsLwHmLDWqaur6G5IIgWQXTODKLtFRPv5H8DAbMhthIY6aBTZWVoAGT2JLo7E0DuiYDsxeRMUp+OC+wRQuD1MRya2rhBcB2WFEOjeGh5aGnXRd2LNuriyMfoFL284CyWI/Fj3AHF4wwubYN5IB2qUxxPOwUH44U04+BJ4V4YpHKY5vUcQGnwOOIfYne3ZeGRMCPYaIONWCrXzYc4AeOQmoLsx5iiic/ZKhL6ln+GIrgTLhnDUt2CqgXXd4F+VNOaEqc5FaNeJpYZovJyzONqA0H8QGFZEoFw9rRuBijz4PAIBiDheIpn6zIBpJLpIRh0NGVCwHOERRzcBqLbW3owYQkH9/pYEvueEAXDM9mSXVLOhwLOTBxIuUQ/M/gDGVlOXBXO2T/TRzZxP2hQ6jLyfL3wMZBtjznNuGGNGIAIWAGvtKuA6JHYCgGx1NdgobggApXDxG0gwrG8wxrxnjJlmjJlljJnodnczxlxsjJmnz+6M8+5OiAKciewyXOp6nA880wgjd4W5RibCdbDdMlg3zDMBhvCAtbYMWf27Sl2ZmuASmDwWPrgQFkN5HTQm3YUwxhQCTwK/s9ZW6O2PkQmsEOBWKCuAimo4UFclgbMa8fR7ArgeuNUY8zaSAepeY8wdnjqcaoyZrX0Z99BPY0yWMeYxY8x8Y8xcY8zJcYoVAmWI/3uLjLxEY26MGW+MWanuNlN1Yo33/hPGmLXGmJn6O2SMeVvrPMvddmPMFdru6caYj4wx2yTAOcoYM0PLvRcvWJ8Yhcpaz+R2ngAAIABJREFUIAMOakpZbq2diygPx8R51wkeH4JMsL0xxmwPS48Ut7ZtxDD5YnfIfwehvQHGmLH6ejZi4LndQa9GDtR1lN71QOV02Cm6k1dbBwdNh8AN+v0dtB2OK9dniIsa6pZ8KvCJMeZ2Y8w6Y0ylPuuJKMz9jDH/M8Y0GGN+k6CdnV1jONUYs94Yc5+nmNvt1/nr3GuVTCqNKjel8IdXSCGTjDHdgYlIRkTrfvYbOGJ90+q+yYPVBTC8xvP+r5BxcbsbJgN322uQsWrxQokx5sj1oswyALKhsQuYZkceGGOOVFk2CtnF24AYU9siO3nlQJbT73PgiBPg0wCMhsAC+PE+qNwDcTffJs74uI20qxEDKkZ27QsZ/SQJxA5QUQtXfgiDn0BWyjOAQ40xuyALb/9FxrwHEiv4H+BOROnOQdzQKpfAnlF6r6mDA2fAyPsQOuqEGKUOvU9HFH4Hfo3EvXY3xhyJKPCV82FEg4xplfDQgTNgj7vS4SFPn/MDbF0lc81KZOyDNI/vTAVR3pC6FE6Qsd9G56FOYDfQBvOGMWasysSpxpgvjDE7ehEYY/oZYz4xxsxR2Xup3r/dGLPckR+u8ve65MJ8Y8xGL04tNwr4Aolf+4vKnyY4Gp4YCx8cLLQEhGtpzkMG6eNFSGyae9zvVLxd9Xu7VMOZ4+BbZGwOgKwq+HgEcCHidluLjFcWIo+PAR6vg0vrscEqynMQi/O6MtirPznrNvDhXvq9dciCx3ZIwpd8RE5Zxdtd6zumnkjAEnHqnlUjPGrVoAMoC8hiNJpRdAqyCKjZNbf/FuEHXTykK1Ed/k5E5qyM1+/tCcaYN5w523NvlTHGGmO6GWNOUTqKGIm7xBjze0Q+76Fz//bGmDJjTBjZ5d3BGPMe0gdZi+HvYRoCYcryof5g1+dGIrwaBIb+Hi7pSX4pzN3bU6fLEXf2UcaY55FY4LT02i0ROoy8nymoUnMicJgxZpExZhYwHvHldsO/gJAxZn8AdWtgQ4xCNb7YWvtJmlU4VTNh7YQIulMAjDEHI37QwzQD3t1x3nVc4zYiK1l/McbMQWI1uiDxJoU3yUpYb+A7eGoIPPUwMNYY86Mxxsme9WcXXicm70lkBe4m90dvho13iUDRXcy4E4wbxiKKyiPOBIckJXgb6GSMWdQFnqmVso7CXq44Y/o9Hlhr30XcjO7WNl8N7GuM+TWAMWYQMqHvq315WQJUNwJrdSV+RzTWwAMuQ6fFuxBxx1zByea4i7X2nQTvP4W4nbjhbnXR2RVX25F+Hm6tHYa4qMRbLMgA7gcO1nLT8e4Mx8ZRoUYeMMwb63E7ktnODXcZY5wjFEYA+wKHBGDRCuj5P1E0H4Hq3nDwLCibiYx7NZJh8APgECSWo2ly1nF/EFEOegBkwdJyyK9pUgLCYfjPLkiWv/mIQjjORl1OLwVOUpr8Gphsrf0ccWt5FaG9aUjG2qsRt7qzkNjSuGCtrbCx2WSXKi43xDPyiozBtEImZQGsi1l4mrA8gUxyYndmIXEX/wZu9RZaAcOHwPkBKfMV7PcxXF7ien8qsvP/ew389wOFyOp9pWSCTyuBUcgYs8J1XQEcPgCe7QnnLZakDFdDfSaEXjbGrAD2RmTl4ciK+CnI7sjV1trV1toqRKHuihhwhwF9lsPe30OfRiiWhace1dDL2V1bhhiL3RB6Hk/UHc2hzT8jRo07zrFwqKSiz4GNNXDFQnGM4Alk/H6P0GEjkvU4F+E7h16fQHZoHtbfC6qgKNz0vCYMnw2Fz8ch9L4eTR2vY22RxDCOu+ZkxWWAsxGZn18NhUWyW1MthuNnQ2Ha7aTHQ2ifzzTGTDsaLjoSHrHWrqaFC2Ru3gjAop5w+X0y3xVDg0N/XWiDeQOJRRuqPHwn4ubnhQbgSitZG/cCLlJj8E2kn73fvNwlFx6kuVxwwJHHgxGZ9zf3w9dh7V2yK1Mid2qchRI3X+YQ5cu/ogshWo83EFr60kj83qQz4ZZhUHmw0OuJ8MwNMH035NiObghtnIcsHGyl/TbewsByInkZFDiLP/8CsqpoyCLq1tsJMQwzkJ2kRqKJUzq5ygXLoVOWZNcEuCYiPGQg4sTZFUQgN6i7d4r3UhmMxgz49hSicX8g8/MolePXApcqDf5kYIxxjpDw3osg7XdyG8xEjpv4XMsUIVmP90Tm9lP1mUV4/hjFMQcxxAdkwuLZVBfl0HMdEDTGLELm5S5IfN0GYFkZ9MontxIaM118koMssI5H3DODSDKjdPXaLQ/sZnCOQ8e1GV2wrxUBl2OtBew+evZPrlMGSRhxoev3eGRCaIYPMRrfBE7T3y8BaZ3BhiQSOMxTz+OtJGTRMvZYsFe3su2n25h22dPAXtRKnGOsnq2mOM8GO6YlfanP7wfO0//vBM710X/LgbwU9bzGwrGuel4F9rg2GvPxuMYqBc4/AzNTtd1zf1fgvwnqsQ7ZNTDIquH5MeWgq9L7ztruIqX3XVsx5v0U5yDF2Udxbt8KnNsrzr6Kc5Di7NfCMWp2Lpvefwof5wUhZ1IuB4ynnvt45MfeWs9QK9o+0sLNtum8O3sIcv5eoBU4j7NiDDn0fgzYa1qMT3CebuEiF85Twf6xlTjPtnC2C+dZbvnRQpwXWeVNxXkh2FGtxHm1R35cCfb4VuAL6JiPVHwGOb/zsFbgzFHa3EdxZitt7tsKnEWKcxfFWag4d2sFzr6Kc7Di7I3n/L3WzBue+6OAd1Ph9M7BieSHPvuy2XxtfcvjvbXtudr2vbTtyeev5P15qIVb4siPoKd+Me0vgDu2I7hsO47/D9hB1loGwqRCghU9eGYSGOdszU+RBUfv/+8De1tr+VwSBlSfwj8fA7sDEArB7PPo/lkWgxY78vEAeOoY+v0Qo3fAhf/Htc+BPbrFfZDmlYAWPvbcm4C4XO/ozNmIYfeFtn0hknX0Aec97Z/HEFfbR124piPZfXdEDMJnEZfz8aju8Dpsvy2ZxUO591nImOupb18kM+8tISh5grOeATva9byPzldFiEH+FnD4T9Wfm/Lq2MnrAC8UAtVYqxtQcVcmX0AzoCmcCkzWVbYmMMY459pVEA0IHgzsb4yZYoz5TN2BEoIxpj+ixE+JU093evNSIM+YpjimlkA8nIVxUpa3Gqfrt6++BDCSBfFYRJiB9OVgY8x/jTFfq1tSvHcA/mTEHW+yMWYrT6FsZFWx1fVMMOYgaeynq1uGgzcezneQ1fhUbXfDOYh7bwxYa+uRLGwzkN2iHXEdXaDg3XkqQ1YTWxOPGG83y32/vXD6pqU2gFHAi1ZnUBcUAjUp5Ee6UAhsxFony10p4oWSKEW2X5xeeg+5zt9rK5ztLT/SA3UFbGOcWWgcZpvhjD3SBdF1W40zhoesJYzsDrclX5YhOxCbDa/Hk53GmIt0J+ROoslLEuGcTfw5uBkYcZvfFjEIYiANeVyrF/y08iOm/ZVw4tnkfPsjb++JZrVcAqecRNEP67jiBE+Onie177dx3XMMC/YHcjDhUkqzIfQasLYXTCkgEDZ0LXfw94HS9YRziHXfz2gkWE80s+ZPAfFo4S5iPWYuQM4Rdc/zf0J25FYSHcPXPLhGIsafO7TGOfzd8dY4BtmRHYvqDqfAm8cSmmHJr4+TH+k+4BrgyBBUWHGBbeova+1KZId2GZKwpsxa++8UffCzgA4jrwO8EE8BcO4DYK39AehhjOltjNkZKLXWLrPiqoGr3BHIeULZiFsaCOMVIi4gVwMvGRM/e52RM0xeQQ71Lfc8TlTPlqUsT6z8ZCCrUy3BmYn4+ntxdnbO3/Pbl+p6+DzwgJW08GjdBiEZEkcBj5vm6fAzkFWu/1prd0POJ/K6yLoTRrjr2VZj/ghiuO2CCNi/JsKJTP6LfLTdeXYmkvr9Lk+bnKMt/oAoKL2R1UJvPItX8WtEFLW2UNIcN7dWx2fpu3VEJ8GNrvuA/zFqI0iUlSyl/GgBtBdOL71D28uPlsRnOTgzaH5WX4z8aAF0QmRCWxqjXqOkCWcL8W2xOK0kG2pr+eEYPWnzeiLZaa192Mph0teiYQsJ5HEJIr/izcHx4HTgZRvHxTkNeVxKdPGoPeRHiet+E3jbH4SyC8helEF+JTzeyxhzKmAup/uczjz3IlFL4wxr7VDElisAnJhzNz9lADSS2yCJnui7AYYWE86zcmpCBkjiOyvumm6DLiNC4Cc18hLQ17vAcr13KuLFMQltr5GY2+2R4zHudaGb4eBCFoPKER552PVeDtGjbnIQOfUYki14IPB7C1nfUdu3nsyIO7umMeYYZGH5SKCxADZ6+0sXlo9HFiB6A3mqO/zs4adcGeiALQOKiA3eTSRkX0YOGO2JrPrEBWttrTHmDYTBPkAOkH1VdwC+McY4mbLWud/TCeEV4B/W2lj//sTKj1P/NcmbGBfykNiRRDgrmr2RGhIpFSDKpNNmP335GLDAWutOdLEC+FpXSBcbY+YhRt+3rjIbEMPgNf09mdhA9WT1HGoMQTV8/Naz2Zhba5vGwxgzCXGVcKClbccYMxKJNzzQWhuO894uWp9FWv4lJHGBG4rQOCrXvbZQ/MqxtkG+jzWmTXA2KT/W0mAM5TSPm/Q1Rq0BnfQzrLXxzjcqQgx5B9pKSfMjk/yBxGEWkJjXWxLXEiK5/PCjIHshmfwopHnGUD/g0IsXp3OeXmWzN1JDonoOM4YMa2loQ5xbS3wn3h1kP5Co7YkOF/eLs4HY+aEteL0CkevJ5EeLZacLXkAW4eLhfIlEc3BiOB1P1kwX+JXH7vm7LeRHERKz6gdnU/t7w5sZNOZ1YfeFa5l4BGJwBPdj3qhyTgUiOcaYT621B2m7Kowxa4meA7kCOWJhxQLIrsVmB+hdg8jOjTsb88Mq6vZsoCQP1cXXQvcCsivYxEaeQjz6cu4dhcTFLdF69UDopQsSA/wD0d3I/7ne64HEOq9AFqdBYov76f//RhbFaj16w14R6PQ14X5w0dZQl+3q+30RugsBG5dC0Z28nYPkV3BgJLDYWrtO8b2KnD/7XGs6aIuATe0v2nH5u5Bg8s+AYBvgykYYbSHigtHfyqwZUN/1Q7XckcA8KFwPBz3lev9QJNtgFbLKt7fev1Xv16DxLohgXwz8UX+PBW7T9nxDnLgeZAXsGeA+/T0aDazXenY9Az7Mlq33ecCVEPgBAhE44QYXHid9eBgR7LXACYihE0ZcBL4BrgjCkhyo6STxBNsAu0NgMXJQaQMSk5Ct7SlDVqe+c+qk7Vqm9XzMWsvZcKKBSJZMMFOBx6DzG9C1BHKnOf2OCLmNyE7NZ4gwnIcocasRQ202kkp/BqIwFiN1fVq/PQcJ/P6L4uwOvKf/vwAcov+fhSQQiNKEJ45KytldNBaiyNWfQ/Sb84FenjHr5NxDhP6LrjHv5Sp3OfBCIpxI+veZrud/RhSNgOd7uyI7foOS0HlvxODorr//BPzVzU/VMModR6VtPxbWX48PfiPKl6fpGM0aAl/HxlGRDQO/howwsko7H7jD9fxWhEbKdQzDyCr3y/p8fB5sLBIXl6nIRLgWsiuQyT+M8PLOSNKCRkRZHyR0zFItUwJMQvirmuhh628C+fqtj7X8XFfZLMQFJ0PL3KF1jpVJUfkx0tOfMfGdCfrxCu2/GQivbqs4c504Kv3eUmA5ZIbBjnS9fxayaDJVr3OBAxA+svKO8LCFou6wLkfoZ7r0lZkHvVdDxkYdixmIIvKj4vtC+/cxhPdq9fkkwEyDbQfC0q9hGCK7KiE4Ex59CuyuiHLzIVG5sZ3W+z4ds+Z0BoPPhvczhV6mAx/BJXvAhj9Dp2+QLJAbgbdcfThHx/4jRI45/bocqM6CFVfBaxa66jvXAw2QW61tmo8YLBXazgV6L6JXsdKokxShGmjMFPqajSh/L0FolspOJxX8N8hc8zmyMl+LzBNOGYvs8H8IzCiAecdGEzGslLKZ66BTBZjFOi7zlYYrHRpGZPQXSH3qlJZmAXf3gJkPiEGzRvE2QNZ6OOcdyB2GyNelWq/lxPLFiToG83XcFwAf9oB5VeLu+CvESyIMh/4d1t+A8MaOiHybob+7uWRyfNkFZ1lwx21nw6Avocs6XPM1sbJzdyTz5xxt76VEZeet2odNvOFq02Jtr8PrOyPz23xknnTm4Bhe1z6PkY/ILs4SvHG6zeXxxQivrtExelb7Z+q2sPRBOMc175dAsB6yNgIHxeH1Mm1btrY/ou0p0fcrsyDcSeTAKH1nFmQ4SVJWIfPnKURlRS3QmAtf5Ek7reK1mbAuE+qg12oIzkGStqwnyjtOduoN+n9E2+g68Nw4Mtt6rphvNb9yS5FYtwrX/QhR/rEIby534arQ/x19bT5yzuQsZM6Yj8zXQ4GnPOPVbL5PcK8/0Zg8h04GILF1S5BFfOe9aiRJShFCe72QbLuLET3oe23PZTqmr2s9p2wHE3cnY25fXp4IOfNd9Vyj/T8LKM+AcDc6r4KPbtLnV2lfzEUM+8U6Hg3Apy59aQUii6cjRmknz/y8kGg+hGb9tbleHe6aWw6MQXbAUmZ6c8U8JYJzkO337ZBt9b/o/QJky7zUyGr3w8CvYfGNMOMQE021/AhyNtyPiGFzgd4/U9+5B5hgjJmOnHmUgWScBPGzHoAoWH2QLFlWXQCcrIv7Ar8FDlEcTyIGTwTgIhjxMez0pbgDHglcApGzYfhUyHCnyD8RmTCykcxYjfrdXZEdoBsRhWPad3DqNrAqW5TcO6WNgT/DaR/LobkUIBPBnciE+AKSgtfxUV+p1zfA0caYfnsD2RDeCi624kYzFerWwvoH4ODJrn4/ERFS/0UUt0la198hk1URkqK5SO87ysZEZDK5Xu+fDZxqjOmH7JquMsbsi7jkjNe+/C2SZt0N3jgqiJNh01o7C1llW2kl1T2uGJA84A39xjQdr4n67E6jxxgAByOGHuq+cZeDE6Gbr4AhmmHwKh2jHYH/aXa1cxXnXYhhOVnvv+HU06mTlbPDbgU+12/vggSLg/JTrqw8ulf2te037Qc5r1trG1Pw0xhkzK9Ds5w+L3GFbpznQKAE9pmGKDTTiM129zWSkfQ5hMYXIIkS9jPGbA1wMny1QZIU7IIob+dBXQ588X/IxFqC0OQliNJRhtDPIwhPd0MUxBORSdE5gHo+sst7j4lmbOyE0NOOCC9+gxgNTlzFqYgLmFcm5SvOOP05O9VuyQ+I2+1EhHadlO/uHZ0xiNKq2f1meLOdvmijGf5eQWTTOERZvRxRME4BCk+Fr7tL3YcBo8EuhpX3QmY9sNSK+9UB+t3dED5/BaHr0xGjbVenj4ZBp93gx0OFFwcBN0KvkXDb4VDrBPtfpXgnEd3BqASyE8j1wj1g1S2SKGQY8A48cg3cuCvs9AXCA7/19OGj8u2mjLMLkKya9cDN3WDxE3DgIJrmieGQ+xb0XgtFXyBGwv6KYx1iMO2n41KN0KqjVJ0IvH4UPHK4KHAfINkSV0C4AE75FPK+1rJrkd3Cj5B4m4WIHHocMUhqEcXpKuCAEfDtJ/J7JaLYLoX9b5bxyV6KyIwaRAavRoyEq5HsuRuQeOVyhJ8uALpvBaX/EX6/F5mPzoXGDPjXnjB4K8RQKkcW2eqJZp5Fce6LzCMNiKz9MBOCl4hxU4Lw3t1QWQM37QuhN/T7Z+q4f4kYFCB8eQ3Ena9d53YCTfKj9AEwTfO1Wx4jxveViPGwl/apIzud+fkh5Y2hRjKS3okYBCO03HFIjFWtjtVvkDm4BqGjOcD/qZwIIQbhza56jkJkUIzLszFmhtbXkcfXIwblWoQ/L7LWDrVw4Pnw5Tg4x8gRCA8B70HDBbDNQuAxY4yjs76ILBa/rX11jn73ZqJu5Ef1gb9cAu8UiHfLOG3/rvCfWyCnAvE2uQ6h7bcQmVEOVDVCz17CAw5vRrKgZldyFsKarohO8CZCK9mIK6Bzdl6ujkmF9mW4s+A1kmiTjCxYkwVhCDqGYV4+rDEQgYFLkB2weoBcQqVQsF5xz0YMxzCSsRLty+8Q+TuFqKE4F6HjJci88wziDnkBktmyDzDKWjsD6OvMNzpezeZ7RJ/z3nNnyx6DZFaNEAuDEbmdq3V4XvtlJkJ/t1k5l7STtuFJHdMjED7vuQROvo+8j+rJtGAzXPpiEcKf+YANQdVebP8tXHSaMeZjRP4tA95A9IsAQj/d0XMnrezwfYokiBmm5Z1M3M78vCdC/xnx+muzhU1tZXZc/i5kgujvs+xzyKrWGbh2Z1zPm7I+IcrHesBYGKCr5tsiyt77UsaeDCe/BVyv78wD9tT/rwcmeOq5GyJ0nFW/S4Fr4rTntWT11HL3IQprGRI7kLMLPHwGfGihs7s9sOuX0GuuC+d6YncfitGMlM3qCQeeC+8EJBPUN8Bcea/vYui6EBE09yOKzBhEOI1C0lE79fwEEdZlQL8X4ff58vtv0XoG9wZ7A5Qd7fS79qezKnYMUOVq//XIxLUC6KH3TkMm4nxPX+V4yh3vfDvpBb+1nixnYPN1J2/Epqb99uKnLOhv4QYLv/a0fQj0Xw7njUjFT0RXNecCZ5wFnZSHDozltwvHQKgKAt8gE/9DeLLdIQsMG5W2/oEok893gjt/D/+2MMJVdiJkr5MxmpmJrIBWEl2N/9ipl+udUYjSMhxROHZGJuh+wGxPXYzidDLF7Qy8E6ftUZkE22rbB3j68yTY7btUvO7CeRROtlQYojh7ur8HGbUwbIoL53mIEhtPBj6LKKyvAb+xMGIx3BHQNmu/vAtv3iR4OdOF5yNEORmlMiAvbh/Bga+J4r5U+13rue18uOtaTxsvdeqq41GJnNkV2y9wpNKn0bJvA2XQdT1McnZjDkJ38txjgmac1X6Ype3YswfM2UfKjNKxXwOBxyCvAn5/ndPviNz5wlXPXRHFshhRiBu0bx8/Cl7YX3bgHtTvvw9mley6heYQXZgqUTr6RGlc5TaztB8defhcBtRuJYbFUkQez4BrdoL8MkT2lSJ85OxKP4Mov8WK62aEBxoQev/tUPhfP/he2/MUMAYC62HoXOjzN+2vWsX5KOJ26OWLeYiyPDwHehVASW/41vV8POx4p8iPC0Z43r0XzRSIKJqLkfm3iVZPhjwL46zuWkXlxx/OFl7/2jmQPe5umeud19EMlyTIbtwaXvf+9pSNkZdxfp+FyD+v/Oh/I7zcSZTtEYgBeibYE6Hfjzo2NyO8/qjSp5ON8X2lsf6Ktw6YdweMXAx3BIWO5kTr2HemHFWHswjxDTJvL1A8C4vg/Ryo6cEfX0cMpiVAwwv0nASBBjClWocqxfFPRK46MZTlCO2vBRq2kTpYCFQjxm59tsgUC3ucAzT0lMWPCNz+vOL4DrC96TsTMmqUxp9CZEYYWVioRnjrPb1fheCpR/SBK5H56R7tq+8Rnuiu773jkkutyjCcjC4S0EmZfjelnmqgbiBmaYjLXod5e7jKLUEWMaU8XHkf590OuZXIYtfOThkPfifO/Uj9fTyySGUQWe6V291Joddujtcmr0DH5WOQxF1qtf7fmajbhffa0fXO7siu2iJk8t3Z9Wwmmopdfy8CulnYXRWqAkQpelye20Pgmlcg8LCW3x9ZOVmhQiffXU9EobjCVa8FyszO751d7dkfUXTC+neuq9xJyKrQahV2rwLhgLhflLvKbQAugx0/gWv+rm3/uwq5B/V7/0WE7L+QxCN1WqfHgKmFsLgwth4V8l7uRjjoHeR76/Q9xz2iDlFQTgJe0fas1zYsGgKf6eGmNYgLw49AX7B/ADva6Xdgo2ssfgOEXb9/q/juct27FMkO5aWTZzzl+gAzUtIYXGLhlFhc1oC9CezPLs1wEz9BXjFM6CRKuYuPMmdBoBGuOMbFb/Pi0OnOSpv/Qib4eiCSDbXZosC56P+6A6FTJZx8tNKSVbp103sjstPtuL6sAZYZ2JgF4UzB+QQyOf0bgqWw7TIIFCOubV8iE1WQ6GT/oavdTwHF+v+XyE7MOoRXKzx99Cdcbr2Kc10ymRSCeb1hdVBdr/TaEezBYMdB3ggSyCSP/HgIWaWf2hkW9IbVRhSvesU5HIhAz2LXuDjuV0uQib0fURlYjrw/Fci0cLiVBaO1SJ8uBwbBQS/AwLnIzl8GsthVrXVagbh23YOssE/W/ycrD51QK7tQFYhylgHsJIeXd3a7kc5TGhrpau9ryOJRjAwsgiU9pG47av88BEwUt9/Oa+R/lhGVrdNcffSi1neqtrMKaAxCeAdZzb4aUaaPQowhC12WaNvqtA11iHyfqvVaq/fuRownx23T2TVo0PYtAD6Hog3Q/xMt16D1PIqoi2ZE6xXR/l1B1E02khnlk0bg35B1hfAl9VoP532LyN0KZG77NbJDGNGyhxh4ZQjMzVRZi7i5T4f826GgDHZ6GJkLShAeuhlZ+ffyRa1rzEPZUJMhXjHO8/HQ68/C63ZHovJjkb7r5o0vgd3d83UQFo+EKZe7jjGRNv3ZOcqoP858nVi+9Ve6yI/WiSXSXpEfreR1N51NR+a3GmSnz03n/yTK66cT5f0PiPLsy4ir6woDdQFoDMi7M5ROPoOlh8EOC/T3u0qH9YhB/w7CL7P0fhbRDKf1elmiro3qJhys0kPIG5AFgxlE3dwbAJsh+K24i8Zzn2x2OeVqPPe97peNiFdAo7h+BhxeKg1BaQBTD889hkzC7wC2B71nq5E3k+ju4TKiHkrribotNyJG/mqivNWA7HRt0GfOrvofnbFGdqrfbPW86poTElw7usqvV7r4keb6X42O647WWnJgxX1k/yODg76D7BVEdbvFiNyqQY6CuvYhLhwHeeXoMQ24jDyEvqdqH07x6EslyLz7CRByPXP6y3VETuv66yfTdzZ1BTouH4MkvuxzW/huDmIUhIEr9N4smht5Xa3rPCrErckx8naFa1+FTo9p+VeJ7uScWBz0AAAgAElEQVRdHS1Hb2WQJzx1GISuoCZqj7eeSB0+RVbR5+r/w4GcnjDHiNBy2vN34GQY+D6Mex5sAFl1WeTCWYUI8reQiWINEii8AuhiYczx4mpSicT/fCj1zCuGUAVNu5o8TPTg3te13KfIxHqcCokRQM6pIsjr9du76/+/Ans62IucfifWyDuFWCPvHkSYB1z33qO58nEcMnm6y2UCG5LSiCcOMxanvQjsaUnf3wKvJvrznEcVfb7fAOi+Huw+KfhpvNLmW4iinnkZHJEjioSH3/Y8WHCu2x0xHG7x0PsliLKxF1Ejbxkw9UE4cozQbFjH+AngIzAV8OKjkLVY6XgEEq/3PaIgb0SNPGQy/BF4W3//SsvWIQfKbnC1cWdEmfDuWq4kunveXCZ5zqNy0ZET39k1Th9e4RmXYmR1PVtxHmtFxsR8T1bD7Xj0/E59foXinAx87ML7EtGV7yssnGZll+a/iEvgaOBp6LQEnntUXeKmIvz9DqL0n48oaCcrzru1f3O0nmdb2eFfjcgAfb/Pd3Drk666/A84wN2H2v8XN+sXuNDC6Vr2TO2X/lCwEtZfpmXrgFkefE7ZbJeMngxMGQ1vmOjO2jX6/DII1kLn9S56XAk86fn2N8i7uwO99dkdRBe87kfjUoFXIbQR8ouRxbUFiEIXRpTwbbTc7/X9gYg87AtU3Q3PWVGiVqA7IUApHPkR9Jgp+Jmjfe18f4Pi7IvQ8DLUEM2EL3aGOZmCqzPi0vYZ8D3c+k/Y/1Fkp20mwhcrETnr5YtG15j3yREjbw1RvhgP2RNUfuyr9wLajkGxfME/cJ0taK1lKgw5N8rrLvkxaojSuxOL3DWBbOskbeIk172tEMU2oLT2hKdNafG693cKWeud13OQXeIw0m9jcXgVDrkeJht4Wt89HlgFpgaKSsCs1XsjdZzDyO52JWIYLkTc6hwDaL6FY6y4xc4AvlK8WRJ7O/MuOHgA4sp5BzKnb1B6qgLqDDQW8MdX9d7DBho+o+dfpD7BtYhusxqR6c7iQz0yBzi0WUbUuLNKy1MyJF6wVu+FlR6suGuO/hCIGFiYAfVBMpzFkL8hizQNyCKBE4P3uX7zR302Ur+3TNtchixaOLrIJQ4dOGONR09r8bzagvJeOonSfVRPzYWVM8n6azY1t8GPB7jKj9fyc4HZj8KkCZxzixrn/fXZElwLI4i+9IleO+m9TB3/oPazO66+qb9c91rVXz/V1ZFdc8uAGoQJMMZ0RgLE48Foa+1sLZeBrJqejRDjLUQzCTVlfdJyBURjv+Q8GfG7dzIelcKKfOi+yBjTHVmBd87MeRGZDJ16hoB3PfXMQfyXnfitsa72dEEUnyLEr30Doiydpd9/GREG/ZHJN3MNhIIQboAxxpjfITF+H0JtHQSC8F0h4gbUF3HteB9ZWQ9q26cjcSaTkdiaKYXQtUz6oQ5Z0d0O2BrqsqB7JYRXG2N+RFb3axFBugOinJQjhl4BMsm+B0z/DHbcC/75tbjNfG+MqdB6FUPNYFe/rzHG9LLi4+4kI3BgJ0Tpj2h/dUWU+TJiYRjwbxs9C8jp9xqSQ6I4Kmh9lrjNFRx+KloFWVvDKw3GuGOighDoAo8OM2bsDKJ0nE8snU5B6NShqXkPQveIrFCWEKXPUpiaBblBGHG74OcKYundOXZiBDTxb2eg8v/gxkYYHIRxjWLkPY2sppfDD92h7/fwYyGAtfZwfb8EUa6duLWhiBK0QsvNBQ43xqxHlIvDXO0fCnxmY2M00fo595rJpCIoyBT+PMmV4Xo0WKWt4m7G9NmX+DIJZEGnGxI7mWWMmdIVCgPiPvM7YIDKkHPl233GwtrfGNMQco3LQ0is2jyXDDxA+9z53kkyJk388QLwKDSUwBmr4Iz7rW2KG/0SMVDelDJNWWqXARFXHzkB/ZlAubV2F+mXVWvhoW2MGT8NrNW+fcAYMxrZactB4lR2QpTFJproDV2robrMmBBiqB0IRKAmBIecr98tB/ppvwQRefQ4ci7aFD2dpiey6FX1EuyWB4srpd1/NMZcCPSAxmyob0TiPcfoO6cbY/ZHaGih1s2oLOui8nAb5MM1jZKQayBi4BZCIAy91kD5QK1bNuKmNg4xoPsRjb18B1nw+hAIXQOjrpLdHydDXwXwX/hsP0Qpdo95RJ8v0nHtj+xSNyC0c/3WkN8PDpohBo9zHEEm8CDcUg9Lt4P/9EUW3A43xjyKKI3u7LVDtb8LgVVPwODOULVe5hYXr4RrZFOKQuWNr7Vtkz2nBa1F5bNDqz3gCgM7doY/V8TM1693kXaWObFg7uM/UBxxM1Lb5NmNW8Lr7xPlxQDCyyCKtDvL8STE2BiELIitQ2KxBiGxf2O0zF+MMVMLVX5Y6KUZfAEOhUglXPIwPLIHNDhz+mBkzHdF4sF7aH37IYZPbyCSIYsBIGONMUbdcRsb4bDfQnapvnsuQi/OcUk5QahshPwyHjpe7/3BgjmQ1de42jiP6FEJztEHVv86Z/Y6R6houcxqqB/WAFlRashaDXVHBqTuAcvHOwENFvqJF0fBqjI2DETioZ24tT0Qei/QvqjWdgcQmRYAtjLGDCe6OFOF6A7DiJ4t64y1H30hGaSrp9YAOcaY45AxHYnKPp03+wEfG2NOAOZnQqe+NFSHuXcQPHAgwlO3IPF7oEm5voR+sKJc4m35VHmuLxLXv4e1drW2/x1EjhyJLnQANVbi8F9EZK6D291fDrS2v34a2NRWZsfl70JWaxLGsnjKXoGs6DyNrhp7nl8ETNT/TwdestZi4QKr8SiIkFKj5vWukk1q3KlEY/gGa7lzUFdF/b0GGOj53snO9zztuSZZPV1lSxFmeisIB7wJ9xXIe06w849AEIpehr2nQsYyxfmJtu9rZBXrQoShn9Z6DgeWd4ZDi6DkQFnJdfrlW2AvCK6B/I0QWKPvLUHiYFYiirF7h/JORFi+NQiOnAt3Xior1e8hhuhG4EmwI+CmlyHrVX3vLuA6/f8GLbctYizMA452fWMsonC+5+mjnYDtPfd295ZrdkXjqLZt3u/21xI/aJPGf2yJF7B8KRymbc9s/rxTCaw5OxU/KR0/jkyyT58Lt+TDxjzXSrvDb5IJ09QpDXnx7IkkSvgHMuE8ozQ/7wK4w8o5VaDZSRG6KoXP74IrrtN6bK9luikNjYnSMdsiO1dHaZkeyCQ5R7/lzua3LbCbp35dccW0uNoelUlwvoXfxqGjznD2+5C9MhGvE82WusqD8zIb3T1r+h6YKsGZtVxxnuDCdaL2sTNmHwE3KT5j4fonRG6tROTZsfLdvvfDutvh4yGK5yzgc/3/WESxdrLUXoUcD4KFDAvjP5UycxFDOgc4DDp9pzswPfW9k+PItmpkR+IAV7s7Wxh/jcQxLUIUY6XDQA08+IzEzUZj8rQPG4AhLvx/RRTHyp1g9GK4I0vqV6T4VgidmTC89TDYTH3vccTgaspgiyhgtYiR9iPwdBbMzIaa8+FwZNGrWOl9A3SfqtlflyCK5ctKR/MR4+0ifdaIyLWXrLX0gNeKoLRz1OW0CjGg94IRr0HeRh3X45CdqUk6lk5innL9+zSyi1uYB/P+AZMCUaV8OU273PYMmH05Mic8T9Rgf4HmfPE0Kqv3gIkjZaHHFesl8W8iP9aO0Xt5aNyPZ+xnIIs7TfLlWrjKwo3WFXNHk/ywl8LZ9zj95MEVk5Ha8yxZduMW8br3t6dsjLyM87uXC8epwFSl+fOuFs+V7/T5NtJ35/XV7K91NOf18xH+uQjZ0euHyL6XkRWWK+slBGKt0ogBXofc16GoFHJnIzwzU/+uRmT5pf3h1RyogT5LkIWEb4MQPo/Q89BjDcJX3xJ1P35a/6/Wq07rNC8LVnWBEnERDdQBddlNO325lZJUiDVDYKoYenmVYNYAdYVQ0pnChdB7KbKAcrTiXo8YOfVI3N1niDzfgBg1jYhB3hXhS8fVNQOZb/q6x5o4elpL5tVEdJGAThqQmOmUemo+LCyEEthnKlxysYu3nB3ny4HV98JzB7Hrk7D7LLABfbYEmRe7Iwl6dkIMt/8geRAMskv8nv5/N3C3Z37u66lfq/vrp7g2eQU6Lp8DJS6JI32WHYknKYfneQ6yi7UQccEZYK3le7i9T2wQ+VHIhLwITv8ArBPIfSIyQU1DdrAGuN75AT0+wXXvITxuKdqeq5PV01X2Xf3ecCuB6eN3kcDYRcikfQmirKiffbbjojBAhWKDtjdbGfgeFYwlwOnZ8Fle1Bf/R8QgHI4I/ipJIPCOEzuxnwrSjcgEv7urnvdpfYZb2OY2eDEoq5crkd3Kk6QemUslCcdwJ1X0EERgL0AU0lOj/c7rwO9c3/gUUWou9vTRWHc5vXeVt1yzC3ZTQ6dL8363e6mCmpdqjLa0C/j7NeJaeGX85zt9BH9xkk4k5CcXHT8EzC6EZZeq+7I+n6r89hYSdN9ANM7pSqJB77fp2DrxHPVKX8duD99lyP3pSpuvIcpvo1wZVchixqVKN3XK18ZFx6sQ9x4nicelyMRfguymuJXK41BF1nXvN+jxE562R2USXGvhmDh0ZOD+J2H6CfH6UHF9iCjZGxC59IaVhEjj8mGh63vOGUsR4aEhz+qz/0Pce6YhiztnIwaQGjES32EhZGF8UAwBJ673E2A5HDQCvrwPcpYojy8jGq/5idLB5zoO04D/s9YyWBJmfDZSlJZJiGxYKm36w3DloR20nl962v2efFsSRLn6cmsL4zuJYb5G67AQeAe6vSRGXu43iHyp0XY6cSklROXY/xDFbpmBukyoGwSXu+i6GDlCIgyZdeIC3JQkpVK/PVNpyhJVXOcA07JhRSaEg1JmKrL7NEbeD5ZJqnqzTOt5sdbnDR2rmTKOVCPG8QBrLbmw7FewyArfrHJ9dypklsIO8xFZuRYxHtchO9wGkZmvabuqtNzsw+H+3nLvOX3PIvxTAwWL4I4nEdlbpt9ajfIFYvAOR/jiNi23oBdM+6MYhX9Fdj5X0OQmHayFm514oN7ocSiucd8K+KaZfJEjXS70lNX5On8N9Fzs9JPideSHs8PpxJ5OJbqg4xxR4MgPt9HXIl73/vaUjZGXcX47vLpB6/kMMKsnFAeFfp1FljeQncEwdCmBB86Pw+tfITyagxjm5Tp+ZwLf5kNZQHBu0D4KaZkl0HMN5BQj+sM4pRcn5v773vCxZL8MOLRfHhT33DDs+z/IKkb4U+UwDcgiyLuIwVBL9CiF+oA8d2JYHRfOiMTtylELXWBDF7KWuMo5Lp7OtRwxYK2rTD1RN+i3dayHI+0ulrayHNmln+Gab0a6x5o4elpL5tVEdJGATp5JQkcxeurJcOdyGA8/3AU9p2iZAUoH05B5dWZXKMkntAT+cz/YTIRPqhEjbxiiozoxwLcoHicRUjHRxGdumr3NW8+26K+f4trkFei4fA6UrNI+227fcJ1HFf/79o9+4rO89UQMq6/xKDHptCemLPSzceKotI4BsLeAbRZflgLn4DL4U7YoIJ569t8L9poGdm/Xu/cTJ4bN05+7WBifKYq1J9DddlXFb5cW0sLnXpwtLidxmM3iqLSe22s9+7aknpvzBew6FL60rpX62OcTLoA9pzorgb7oSPrzIqtxVM3L3nsZDPflwx/DN3C1hbjnzDnxnZ53X8Wzq5vgG77KJSrr4aEc5ct9E9TzIrBx+yUJziLFuWu8vgZ7NSnO32t2aRxmb1l1P9RTxwDYm3Gdv+cT52A1yN5F0uk31RNsjvJQArnKFcD0ODh31rY3i72CfQ5UmdRMfiSVq5J5brx1JRSIvnfCEYozLj0gC3t/ikPvzeIwkRX1c8AO1rb3c95LSUeC81jrylrn7iNvfKc+9yPnTt1RDIpm7QO7N5T9CQJTvPI/Bc6ztpf4tzg4b08qP5w+ioPzQisp7ePx0LFg2z2bn58xagt9xMPr2Snkx4Vg4/aLF5/zd084YC+Ytq0kgIkXc34V2OMTvW/hwFdgImy9AHb6AHh2Etw8lOAU2GUO3HGytx0J+wX2mwl3GbaZ1yQH4YwK8i5Uet7bWsu2sPhR9rsYBi6Fh3ew0MvC+POZeA7YG5K0/XNkB/p+xG26af5wxpM4eovrWVw9rVVj2tblJb7yavUuOiJBmZCF8X/l8jHumG2fdfGlV2nZNumvn+LqOCdvCwFr7Q/AJ3p+XXuAE3vVzNdfwVd8Vpx6bo2sFDakKOcXp1OHZjFk1hJBVtHTrWfR91DQA25oXs/FX8OIBVDV1XV7prX2oxSfKJwHuUa2/L113YisxKUd76YxkffEwdmicloHicNsDiWuMj8rsNb+sD8sq5axiAPXfwf7LIU5XeI/j+LBoSNx/i8kIQ9d9h3sv8KYl3J8VFH4RlYY84gfM4l+q9AYifcwxmQB/7LWzkuG3G+5ZGUT8GVbyo8YnHFkRokfnB4oBAjCNC8PpyM/vDgrIZgt5+7Nc9fT2qZDvxPhXA48GkcOFiIyIg59/vcL2HsxVHbzPkkhVwuJHkLugde+gL2XQHnX5s8AURb/Ggd/PPnhuFM2yQ9973Pg9RR05OB007u7j2Jkkl85Vwbd9pDEG/HovRS+L4C97/TK/2RQDt12gy/i47zhW5Ef8xKNu9NHUUgpPygBQsY0xXq1Ofjk9TbRR/zO6677SfnSwYfsWH7yJhTvDUuyZPcq3nwdg9P7fiVknQTF0LsYnnkB+ORMKN4J5sKhc+HaYm87kvRLcAYUGMa9CE25MDIyqa9z/jfGdD8HvqqjoQHGfAUXVjplGwmGXe/FgIcHHN1ka+T8vwDR8YzRWzxjHVdPSxfSpYs0y2cQPcQ8UT6RDAArYREkKRcDaehLDrRJf/0U0JF4ZQsCa+0T7Yjej5Dd2hiMLJgkBnc9rbULEJeZpOVSQVPZ6MGxCZRz/8lC3DgPhtXLxH89DjzwARLc7Lw3yQf6wu1hVdgVAB99n0ZjmgL40wIrh3b+q63KkVyp2Ogq8/MCYzIeFhexDQlKlMI9P5AgyYEbXHTUGZGpSXioCac30YEXp/CNMVtF302EkwwkGL/CWluHuMAkBb/lUpWNw5fJ6tk/LfkRB6dHZpQik206UAiwTNJvJ6pn2kZeJ6hdL259QNx6xsVprZ2cpJ7lxDkkXeTHPZ/ikkkenInkqhhPuhTtgWq4Z0oSnJNd/7vxew0yrLVPAhgTKz+Syc04OFfG+7YxTd9ycKaWc8aYAih4UmKZ40EpHFwCX8xNiicWZ0Y+5P0zmognDs4mXm8mY5w+8kAekiAkGQ+BtH2177qmAb54PcHvFn4vHfkxIJX8cNXpCYzZ/R744R7JlBgPSpAkPYnePwJogK+eQzJeP4cx5z9BxofPc7eTTMj7XqJ+yTgdlo/i7BWu94IuIy9ohU7m/5vOG+CGuUSTuFBPZh0QMIaALka569zEAw6PefSuZ9zPXO/VuZ4l1NPShXTpIo3yjpFnaGMjLw19ySnfZv3V3tCxk9cBDjhZxJIZT9lIJrhNCYVABdbWJ3heSmxGNL84Eyk/LcVZROIJy8G5ORhPzZQ0B6ylHglC3xzq2dbgR6lwl9vccaZLn20NzveT1TMLiYnxC4XIpF6RBGeBMaSzm/BLlh8Jcari3CIDNwnOBkhzMUtW9AsS4SQaO51Of+Yic1db8lAXRNnc3OXHlgJ+5EcmYging7OR5PIj35ikBoN35ygji7q0DIhkuAJY970gQJDGsOudDIA6slryzZ8b+N7JixBw9+EvGjqMvA5woBCowtpwguebi+tesp0nEMGdawx+XOL84iwBuhiTFr8kVH5cODdtXxqTiyhAqZTJTW1AtAekUqjKkKD2Ta2k+XGDTBdne0AhUN3G8sM50iWZ8WRIsPuUAFLxZSmQY0xai1l+ZFJL5EcqmZSO8RRADJO2k0nG5CBGe1vKD+dIl7htb6ExmpSHrG1KJtOWvF6OGBjp0nsynJsLr7cHFAI1ND/KwYGWyI9koQiQWn74Mcz8QgbRBC0ZCe5lAARprHc9d9w1O4y89Nw1O4w8hQ4jrwMc8KP8OOU2JbRtPaNxEKlwBomed5MKZxay4phK8etkDFm+cLYPOPFmW8KOY1tDUiWthfFZSeKowFpqiJ7RlQ7OWhK7d7Y4vrONoT3kx+aP05/8KEHm2nyfODMR99tU9cxLIz6rMyLDUvK6E9/pA9pDfqQynrYInO0kP1LFd27J4GehxCmXDs7W8HpcIy/OPT/gB1eG3GxotpMXJrvDaGnHmLyfM3QYeR3gQCqBuOnjs+TA2HzaVvHrRPI4qpbg9KtUQFRR2hTgt56dk7i0bKlQiKTLrkpSpiWKX9w4qlbiTOgKaC2NpOsS1z7QtvLD/+JLOjjbQ36kiqNqCc72kB9+cTrxnW2Js7Mxchh1G+JMxxhNFcfdhNMnPgdnPbID2JY4K0iezOHnvOiWSn6ku5jVlkZeMM69djHy3MlY6DDy3BAkfXfN9kpUuMVAh5HXAe44iIQraS6Xlk3pupeO8uN3MkjlItMSnOnUc1P2p5+2lyAuLZvSGG0PSBVHBem7mhWRIkmLPk8XZ7LxcXBuysUXP/LDie/023YnjipZf1aQXnxWqjgq+PnKj1Ruvy3B6Vd+gH/5kSqOysGZTnxnIVCJJJpIBOnGd7aH/Ei1mwXpy4/NH3y4Emt8p3/5IaEIOSTvz0rEUE+EM55R4cfQiAe+jbwcamtdzzMAqgl1GC3xjW4vSPbXDnfNJugw8joAREFLpfzApl9FTKn8qEtLNW2rUKUbn9Uexmh7QKo4TNg86tkekGqVF9KP7/SL0198lr84KgfnphwfJ46qLevph9fTjc9KaehYSxjZ3W1LXi9n08uPQq1DeRvjrE4SR9VSnMniqFqK0w9tphPf6RdnOvGdbSs/thzYXOXHJnHXDFHdzF2zkk4dRkt6iVfchvIvGn5OgqIDWg5+lArn+aY2Spx6JIN0J4OEcRDQFF9RlibOWqyNcx5VE9QA4TRwtgf4VSqcsj8P8OcKCOm03V8clYPTb3ynnzgqB+emjO9sL77cUnD6kR/pxGcVIrIhofxoQXxnIVCWwpU4XZe49pAfmz/O9pMfnX3i9B/fuWXA5srrsYlRZNEtSPMEKn7At5GXT3kzI6+Uwg4jL37ymnhlsBh38ppfNrT3aesd1+Z9gR2dTc0qiFhD4zKwoxOWPe34P3Ftl42MI8J4ljCehGXbo565VK2BiIXIkkT1BDsa7FqwFmzCck7ZEJVrBWfisoxnNNd3Ws84bKp2gx3difJ1KXFKPTeAjaSqZ7v053hG519HSaqxZJwZzbUFpZtizNur3WYcyxiHzb6JVUnH8uLt/uCH3sGODlC/HCI2k3BxCpq7FOzGVOMOdnQGdSsgYuVvUpzX+MHZXv2ZdRPFjMMGbmFZ0v48/bjb/PZnDtWrldeXJuXLG3PXMA7LuNR82ebyYzyjQzewNpVcUPmxzpf8GM/ovOtJWdYlP3zJuc6Urfcpk0r80BHY0flsLIFISjoGW+oHp6FxdAGlpT5wnumXh4R+IlboKWl7xvjCmY78uGTgWF/0Pp7RgVtYzjhs5k0Up6BjX/JjS7nAjs6ithgiNkBDcv0De5vfcW+t/FCe2QARS+fljZw0ynJ93rrcnf9WpXzU6If3HFydovzXIO9F1uVS6cEVaYCIDWRuLOHoC6oYh+XyPg0Mfc5CpARs1c9l3FtCJypvouPh4Sn3XGSu67SBnZ/6xfaX+zLSgR3wSwRjGA1MKqQkZLCU0BXE1fE8a/lnTNlbzWgi5u8ErNt1TcqOszFl26ue3VkbCpNNuXjUNKunUy6X6lA+5aynG41kxG+Plu3BmlA1ISplY6U5zlvNaGASsfEfcdvt4OzJqlA5+VTLkT4J69mZ8lAOtayjO2Di1rM9wNxqRmOZhEnepnTaviVAWmPpt490LPOoDOVRxTq6Ywkko7nHe7Iqt4LOVEl+i1bRhzGMNkQe78nq3I10oUaq+5PQUtr96UN+OG3vyvpQI0E2yiJ7m/BlN9aF6shqG/nh8/tp95EfnOnTx6SerA4low8HZwEbQ5nUs57uccs5ZYPUT+rBulAJRYTFmzkhTl/zi2F0JuFJXSkJlVBEnSQNTYgzJX1ouSzCoUJK2UBXGshMOhekpI/2kB/p03FK+bGlQPr0Uff3rmzIaRP6SNLvjLeg9FBPJmV0gcwqOPY8+NW/yHzzYepnnI1sepuEdXbXJwaX6yzzTOqoJ8eFK4Ihgs0My/eGPQ91ufDmJJgxiiANNIrDxhY77ulCXF3NGY9hz8uYCcSOZ10umW8+RP2MMfAL6i8vdLhr/rJhAhA6jA84jRedeyG937xsrIKWrGxbwwQgdAqTOZL3kn17AhAazHzGMpF8CT9J3B4I/Y5nOIhPU+L03EuC04bOYxJ78XVKnCP4lrFMTIWzPWCCR/lI9P102r4lQHpjmUYfDWUGf+ARsgknx4nNbWP6mJBFXe75PMYuTE1Vtq0hvf70Jz8mAKFjeIsTeS1lOd/fVvnxa95NiXMQCxjLRAooS4nTb3vSqadfnMP5jj/wSEqcmdSHfNDHBCC0H19wNk+mxNmZytD5PMYOzEmJcyQfMornU+LszvrQBTxKf5akxOmXPvqxnLFMpCerk34bCP2Gl33Rh+dem8gP3zixuefyOHvzVaqyWwJMAEKH8pEv+ujG+hy/9HE0b3MSr6Ys57nnlJsAhEbxPIfykTypz4OPJkBWDebQG7S48b6XsI2nMJnD+bfeCui7AaIJYk3TM+P+HkBWDRx6Y/RZ6m/+3GACEIqh+2j/xIxZzFtZNZhDb3R+/ZL6KwY6jLxfNmwNkEsNtbG5JbZOVDaN+20JWwPkUEtNbAy799tN5QB32QTtseRQm6rt6bR76yzqCBDxhTPa7yZRufYCv23alGPeHpDWWPos20RzFuMe97g4M6knQHE17gsAACAASURBVMQ3Hfugj63j0Huy+rcltFt/5lLjq4/S+Xbbyw9f32/XPvJDH7ka2udHJvnoI/BPc+2K06+MBVLypVO2LecCn2XTwplBA0EaNwWvtwekpX+kQ8etlB9bAwSIEHGryGXySl3BmkTvJbzfDJdCXZww6oiTOLLMhbJgGQANsSeRbKnjni4kHQ9cY+YFz1j9UvorBjqMvF82LIO4k/CyRGXTuN+WsAziTgbebzeVAwhHzwmO255M6uNNmHFxJqqT914CRSUuTp/93h7gt02bcszbA9IaS59lm2hO6M0kKgewLIGikhBninLp4GwPaLf+jKPEt4ovIX354Srb6vakU0+/OP3K7XRkUhvTXLvi9CtjIabtCfvdR3+221j6xbkJeb09oN3ouJXyYxnEMSrU0Mos65novYT3Exl5mTQ/1SPguHMWuFCqQZNBzBGKW+q4pwtJxwPXmHkhq2yrZnh+adBh5P2y4Qag2jMJV+v9uGU99xKVbWu4IYP66gwa3AI+3rdvAKodAW+FvBO2J5eaasAXTs+9hDhDVNcAqfoznX5vD/Dbpk055u0BaY2lz7JNNJeCjiBNmvOL06E5H2XbGtqtPz1KfKv5MkhDdSb1vvs9THZK+ZFOe/zWMx2cfuV2HlW+ZVIb01y6OGvbEGdTH0FT25PSRxZ1vvrIc+8npQ+f8mNLgXTpuBb8z62tkB83ANUxRkVmFRx6A5l1mWz10cUABKMGV7IxaIbLMewyqaMXqxRXfdO9HGqavgeQUZcJH91OJnUURk9/2ZLH/f/ZO+84q6rjgX/P6297pYoU6SIgIopYMNgVjLHHEv1ZYoIt9i4ixhYTo7HGRDQKAip2xQZEFAGR3ju7sMDusn3f7mvn98ecu+/u27cFBBYN8/ncz3v33rmnzpkzM2fOnF2FexTRaoVu0B/E9Zn9I3fQTfuvrrdu/5faqx4cUPL+h8FsQr0mnbIKwxA308jmVLMJ/BpgE7JLeBP7KACH1kzoRN4NHoJVNfhieceV06pPJiWFpj4FifAs3D6suNVDsLoWb+Np7kK9tWbC4Sy4y02ouiXlTKes1JRzS2Pl3BvQ0jq1Zp/vDdilvmxpG8Vortj05VaaoLlB/Hh3S+kjg9Jm6UNrJgxl9oNuQoGm0twbsLfa00fg2lQqKk3d98i4PIj861vKPzIobZ5/7IUxtKs0l05ZSUvo4yjmPNAcfdjqXmbSzGsqzeP57yO7kGbz84tmwgi+esJFuKZJfqyZ4CZ4bRrllUbYb47Hbg/hJoJrW1N5t6egefrYG3256/NLs/zj5wK7JH9oJpzI9MddhGuaozmLPnaXf1jl8lJbrVGa1PwIZ12rHT3f3znqo9NDGUvO0ilU6KOZ3Wwf2NKq0ijtIxA9iw9RRHeO4v1QJqU6mQp9DN9qN7XRkXyI11lawuk3FHHYRO0vy46e9OEFOJZcUDKK90MpVP3s+31XQWsmeKm91k2oxt4f9J8Y67O4/lS1ScWjPjo9lLnkjP+59moArR3e88DVyhc4VtLz+at5+VXQOa1ensbLmTuPI8afyYfPgXY0hVuN77JnuP5D0Mc2k2bnbxn65glMf3wPlrPPDE6YfDjz72kOdxOd7ruPsZNA92719j1w/aRrO7nXP8YdU0EPaoY+es/ghMlHMO/eFtDHvQ/w0GTQfZpJc9AXjHj3ENbc0NrtsEcuSF5Mv3/+ljf+CTp5D6WZ8wNHjD+LD55vjn9U4b/0WUZ/BPq4Vm+LJq7NHHTPnqaPtXR77FaefBN052bSHPYxp3+Ywc7LmsFTq+jx3O95YTzo3GZwT36Hcz4GfU4zeElLOPRlQx8pzeCePZ7LPwZ9avP0MehVQx/O1u7bJsrZawbHTzqSOfe1eln2TH3UKnr8w9BHmz1JH5fwn1eapY8mrvcY9c6fuesJ6z6Pju0nc/6MW3ny0imc+8Jfufm1lqb1Lr+e9Ch3/m0iF/5+Ihd+PYYHuk7m/Bm38cT/TeHcZ5/mxjcnc94Zkzl/xkje7299N5EL732Zqz99j5H9J3P+jOt4/sxW77PWoRP3e4z67AHG3NVC/KzJnDf9dh6/utXL3srXgZW8A+DzEAxXkxSG+s7u+xn4PQTD5aSFIbbZLhF4qfXU4AtCfaf8RGm6CYVLyXAqZQ9c9ZPA5yIULiGz2UM4k6lyBvDv7+1+AFoAaZQ7A/hDNN+XfjfBUDHZzubSTKHSWUVSiBbQsYtweAdtfin83OchGKogdU+ODb+bYMjwjybbM4mApxZvTXN4rQ3JVDmrW8Y/fG7C4SJymuZJSqlkqpxVJLckTb+TSLCctIaRI+Ly9lIbriSlRWlGcAZoId825WwWN4yrJWn63ISscu7P/e53E2q+L38+4PVSG2khzfmiOAItwfMQDFeS0hJ+3Cg4iBK2naWdRLUCCOJRTiIqvAvnbDuJEMGpXIRVFId2EXaB1mFcykFURXDiIagAavHWySIuwmgUoJwAIdx7Sk75uYFDodmFNnco0757s1A/C2htLfPAtWcvoB3wFrAOWA58AvQEAsBC8+x1wK21pj+MOhTX+pG8/wIMuhNxXRhhS+8c8+y8fVjOiHn2jsn7hrPhsr74NqUybAEkvW6eFwAhoMZcGqhtA/l+fFXmvp/JbzjigqSBYkA7oDodZwW4g0CteRcA1pi2ugcoAkrM+xrgv3HtmWfP5/cw+hB8BQ76rgZ2mHcLgeNNOZ4xzzZ0gG2pZO+Ex/5nD+r8OV1N0Ww72JJKehl0+9waW4bmPjL/rwD0VXDDXAa/lk7JWHA0PrZABfCO/QPPvWbGw0JgGbAIuAVwWHm0h++/YdgbigUPAR8ZnOXAJ63dZrt1wUHr6fLMiXz1LOhOu9FPlfHPboVTD8GzxU3bHeBcDfwHmGEb12FgPRD1QlUaqaXQ82vgWcQd8kTTtlcibmXa8J4lpm8sXrVH+WSCulm0sLQfatXl/HkC6GFAF5P/wza8JYB2Q9kFdPhBEbjTvPuNqdM6YJXhUytM3WuTyCxBDvNaCpQaXldp6P0xk2ZFDt5SYq5uGqiytc3dgFZQnA7lClfQlEnbcJcD3wKFwMJU2ObGGYS37rXGC2YuMt9uALQT8i4l5b/D+fxZ0J3ixllb00/LgDIn1GaQXAqdF9DEPDgSLjkU70ZQUXBYPH0NcIxJd6/Mg7sxNobOZfBrmRQ/DFq1+lhtSJ8tlT8iwEIHbExGVZ3KK/+GI+6y0cdOgzvfeuaF8iz8pdD/O8Bt8vra0JI1d2sgmoWjxEPWTvDPtvqNBPyYxLKOFjpTESfOIDDblDfoREUB3Y+s1bdy7SRgtf2buMuSKXQyzoAHT6VtDIRseFHzax8fJYBOw7P9bIYsBvQ59F6bRNZcU1ZLjngoQflbl0b3Dt37P+CsT6/gpnHAe0AFEDS/MxAeHjW/pckwZSJnf30MZz9p+u8jW5/b+Yq9z3957aYPrOT9okAppYCpwAyt9SFa676IotIWWKe1HggcBhwEXACQCV7QUbFg+tyIYHCxLdmLEKFxn5UTYdaHAe2BcuAmN/gV0WgYZxRcLmQjrQO4WGvtA2YiCpljLTybTc42k91D5tcDdEAmj2+AyhRYHyHq9HPvVHCuNd/fAzxi2morwozv1lp7TT43Ur89vwfKbPkkb6Y2J8ql8yH5HqQ91wHdzPujgKJ0uCcfXjyHp96FO62yHoD9FJqj2QJ48QrumwRVbTFjKwEsmQmnuQmFykmLgvotjY8tj5faaBXJIXAGtdYDtdaHAicDZwAPWohOcERxVGluPgPUF1rrAaZ8d+2h6u9r8HupDZeT1pJVzBbBv+CBi0lZcDCzXoXyE4H+wFu2cb0QOUdpeQ088CeunwQVbRBemAcMANBavwo8gIzrGuBEwwfC7GE+2QgEtNYDNRyRig7M5rMexNpoPXCWhQc8DyzqBnN+oLSd5tLTlBqjgIeBYq31IYiANB641gkrJ+B67WRenIwIPV6EhmYC+Qi9pyLKG69w4iRQlnBaA6xExsNmhM/VAk43KpzMwQXg2wysBbYBjyI8PhNYoLUeeDe82pG0rXBhqamDfS4KAHOBRX3hubnUdF7MU4NpuFIzFvgCmTfu/A88+QiXvwUPTqWJeTBF5kENrjD0+KvJe60pJ+yFeXA3wecmFCwlI0IzHi37GnZR/ghprQcOhVud6MgSpvQBn4eYwXaT+b4IMQIEB8DcvzFqEpRnI/02FRm30xFF71FgnYJAJqryMD54HYI9aDyqYiJZJ4LQZ+gjTnlvJOdNQnhFhYZujzNiDhBeQ1mn8bx9IpBr8q4GNhJTGDYCpyCKRxhAox0Kot3I3plM8odWpu1I2p5BWhmxU9LDiFElrEBvpDDdi2PtCgozdczh6CjTTsPiyr8/0OjeAAVR/Q6vXYb0x+1aaw9wHPAaIqstB5KBH2uh/xdsaBNpqOLkIwq01e8XIYasjXu/Cq0DB5S8XxaciDDPuhOUtdbWapN1H0Emy44AKeCBqBaByu9BFKAhSim3UioF6A6xU3T3cTkXIZP7V0vgeIjqMA4N0faIYuUGnKacOYgwEnkcBhVS2AZUBGECAKeb308xAkgAOvTBsynAteuANGRCydNajze4fYBoY+U0+R4DTLLymQdDfKgauHsVJLuR9uwBvGnw2wJFqYjfRY2sOB5w19z/oVGaVXJugjOCvwq6rceMrQTwTSH0rSUS0BR6ELpobGz5FVCLt9L+UGu9A7gWuN4IVTjBqdBVsDMNkrbZcBfvZl1bG3xeasNlpO8xd80QtOmKLhN3zfNOBMrsfYkIVdahSn6NtxIyKhCe8ALwq7gkv0GEbNde5JNNgW8Q5FdQ5iHWRgFghVJqsLm/EJicBJE76DENPjkKnjkFESItwbc9MAfIc4DjHMJbq8kIIoKq07TRcsBn6L0UEUYd37E91fzvaHCsFYk0hB9WAr5D0HkRHBGEXy9CxtE4w+M3IIIZHvBGRci2lNa6ucjcdwcWtoHgM/g/LWHmQAjGGwHaAxkmjxcvhuIwrkq4spAm5kG/mQflrd/i232B0lbq38bA7yAaMPb5/W3e2BX5QwGkgicJaqooS4Li7ohyroCVSqnjkHldAdVOcDpwVUDvLcDxiAH2A1v+m4HvNHj86EAJSptsChspb7ysM8jk9WfA5STCVgpykdXuCOBworQDV8CHo7aGWh+ykuRGVsPXGbwoQtNWviFDWLhxBJw4oxrtU0YhLCKQlUtuIaDMMxA6LsrEszNA0J2Jd+F2qpKiaGWTIzYCPfayrLa/gOM7CrIiRDxAvkVjhr6mI7RQR18uKNpJtSdinTkYg9VI/wxRSmUgq8wRDih5B+BnAv0Q94ZGQSnlQ5Scz0CYrEJr2f/idSNM5kvgVOBs6jPRfV3OgQgTfWwjnKzROoQzCjoDYaoFBsdezuA0ODSbdmsR+t6qlBoEDMUs5SPCx7oQpK8k2BHOORP8q4GuwJNKqYVKqYXI4ZmZ1r257BPrrxGrcU8rnzLo4MEhB/qQ4qFhey4AuhbAuI5w3Qf88ULYmra7DXkA9hk0SrNGyaOCSADyemHGVgLQPWDJFIrawN97QfYXTeTnAwjgryJuu6jWej1C222QPw6gCq6aC1UvKaWmK6XuVUp12JUK7kfg91HTov1zLYXj4Z0/UnJeIcMvgDlXIK6IjYGrnEgANvVBXMumIvzD3hGWe9iv2Ht8slHIg+TZ0DWXwcup30ZvIdZphQgvW13g6kfyVlmAiwxDBB0LngP+BUyMQPYiSC0nWoPQ1LdKKSci/NY7VbgLrJ7E2sPF651CpC2yEL4M0j7VCkJeCDvpUgi1uYhwnqaU6mB4fDegj1Jq4Ti4bCtlHWFnqi0Ni3e6MG3sA/exRIpFGv443qDyHHAn0FUpde8CaBPG1cCQFj8PJhmPFgi7YNmfgN8Scwfc5/3bBPgcRCus/61akoawK/JHBCAJfJXg9zNiNQTaI1spKhFX2buQleYoEHWBq4pQDaztgqzG2PPyI6u4ZwPOI1Ebt/Fmd3DWIq7JiSB+bq5ClMwCQC+kKKOQwhzEmFMBOIKElSbqaY+/OErUiXgGeYBsUy+Xwc0k5groysFbGSLk9eGo0KCjRLMdooRGHChdSFG2gnAS7rBJIx+IlFKb3ZascgV0Iq0iSiidmBwBsJi9K6vtL+DYQHmKC2+AJmjM0NdQDclDaFcUbajkacTosA641/zmxSP9kuCAkve/A4cYxaUY2GxZ+cWCCWWkV4PX2kRvCQoXARP3dTmlWBQjzLlWa70hE/J3Ek0S2cVh0e0GxF3BXs7kBdCrgLx+yID+N7I0fzAxn/05QE8n1ATQPljWDQKHIz7eTmC9cS2JAKuNq5x1BWzlfA6xlm+28nGCQ6MjpihuZAXxbMR16iLEvXPDIHhsC7w4jEl/hw7NBuE4APsvRKFrR7juDW65DXJKm1pBuxx+mEZpT/ioH1zwaRPJ+gGqSK4gXssTqHsmFu5oBdy0Dp44Cvgn0BtYoJTK3b1atSr4fNSES8j8SYET7PAJzPga/7Nw2nKo6QJcpJRK5O52SEe47u+Mux2CScCzWutyZM9afFtWIYLcvuSTfqXUwi6wshL8bThnMfXb6DPEpdeFeBjgqqMPFPjrRS7QWk9DFK2JUcg6Am6ew1k3CS6nInw4lfqrIc4d0GETFb0FL/VV8zwLcZtSiOCU6oTq9dCuhrx0GHu7KVc6IsQWm2uC1nrgIzA1l9T1kozH4vHWXOTCtLEfPH4CYcnHW68PTX3GAksU9DkObthCaZSYQpRwHvSCR6Oj4A7DcS8DbwJ/QNzwW2MebAz8LsKWkre/reQ1BfXaHfAqpRa+B89FweHkymXgtGizDFmVOhZZdc4H0n6AQaOZcju0KQdP/BaHAOJG/R4QGU/kpGpeOBOy1iEKYWNgl3WSTd4A6iGWDNvIqoFIO7f1wSd3Mf1oTdRTTG1GkKAHIdYqZN/XHFPeJIRexyHyhDOP6mwAFyru9HPtCBL1lFKW6YRghKjF19sBHZJwVqeTFgDoS25phNosYnIEyJ7W1pLV9iU4QNctcyaAzsjKexVwjB/W9iG7IsFKHogBwYfIhVmIHPmLhQNK3i8LlgFHNPLO8onvDhytlBoFlgUTSsgsB48bQGs9F7HK5WitVzeS3l4rJ8KwuwOHIwIGJ8KsYnQmRBX4qxGBqwjoFFfOsAblxFVhrMz3I4M5F7GuXYooXq5jYVoEnJBdCo4QMgH9Axn4IEpmY0LyRkRBLkasvvcDF7aH0hqiRvDwuRH30AtNmjkYi3iyUa4rSC1n/7PIHoCG0CjNemDzFnjxBB65HzYfYo2tRHADbC0glAvlSfBsU3sxfQBVJFfGv1BKdUMMEDtA9uTFBL/ba7XWE7TWlwHzkJWTnxv4nUSDITy17Lmx4TuSUAH8dQFc9g+E7/WLR3LBxi3wYl+OmQhhN7BWKbUR2UsUvzIaRJTpvcUnE0FAaz3wYxgRBudCnhmErY201kHE0u1GgsHgBNc8SrwSVKTvUsTzANs3O4EPkmBDX1iXyvnvmFc7EOHJjQR2sSBSAn91oYzBK2crItSmIXsXUxEjWJoXKoohK0KlD+7LR1bGtiGC940GrwtKOVzgiRA1J0ynekzZrLlIWW3sBc8sdLK4459Sk6CN5gEpUfh9V9g6l2XtAA9kO2hkHvSBN0JUTqQWjxa01v9GBP92+7B/mwOfm5DFE/a3eaPF8gcQ1FoPvBge1KC2c39/yClF5skAIrDXAr9D5uHyYbDsbs64D9YcBJ6sxvJKFXwNbbdDRVdERkgINvpqhxiCOyEGWVw4ov04doYkSUkNjLqfY+YA0SARtwNHFOEJVdQfHxtN2UMY981knDUKpQNE0jUKN+7yKFqBI+LBEVIoHQFvDREXsnK5AygpIZidT1GaQqlOpFdHiSRhkyOQfaN7U1bbX8DRjdTykBjeEvX7JsRl/CBgUwUM+5pNOY0oeTsQd9hMRIEv30tl3i/ggJL3y4KvEQvZNdYDpdSRyEQNgNa6AHGDuBtkctMQDeINWEqeUioJEWA6KqXqMW6l1PFKqR+VUmGl1HnNFUgp9YFSKt41qqXlfByjZPWBcjfUwPwekFaCWMh6ABOAe8z3fRHlbdElvHQ9dMlHLHPVyMQP8ARwKxKFs0ZBFPpvhGgSwpS9iKtPHnATsufvGlNGr1LqC2AWIpy8q7W2Nu+vBTZ0gsoAOhUyb4aFf0KEniQkKMI9Vv2sFdRy0irZyxZZpdRnSqlFSqllSqkXjQsWSqnzzbOotY8nEa5SKkMptVwpVWOuOY25AprvS5VSH+3NOrUElFJJSqmPlVIrTX0es727xdRpsXFv/LopPOBdYJhS6k7buyOBzg5QU6D9LB4ZDbV+4CVrv1wC8F+M/y246yuaFtL8AKVklMtWjbo8c4EXgX9oLeHBHOB0EyqHF7rCD5kGzxK0Gws6sFuglHpEKZWnlKqMe+5VSk1SSq019NHF9u5C086rlFKblVIrTDvfFJdGf6XU7Az4Z1u4HnbWW8lrIu8rlFKFNjfrBnG274KjCgkH4fgz4T93IGPyBhtKKtDeuL6Sz7qecNpsZFW/C8ZQZHijDzHcdABSgL5Kqacbaa+JSqlaM27mKaVyEtSnSik12+DdppT6m4q5h69WSpXGp3uQKF4U88VvIGcs4qJowVOIEF0MEAHfo6w/H86cC58uQL7tZMrwK6XUsQjvde6AzBCDVxujV2eEtz2DrMQcjQhGAL6htJ0gimPB1YjguRNxtRuHKHDRKCQ5IaRpmw+PDkCUJodpw8XAFGR+8UlZtVHyUqx9eCBzVd0KSC2kXwUj4aRZ4Ip3w/wVsqribQ837IDMNDK3wFsdILVOuY2fB73giUJUgq+IR4tSaqBBb5tgHoyn93/E06ZSymf6sFIpFVBKbVdKnZGIjpVSG5VSS8xvwIyPRIc3+4NUVcHwkeD/1PCscxPgtQbsivzhAWgL0XawI8yHw6F7ITKvZyL9cifC6+pooRu5W+CmL6H2dGSuPtOWf1cgVYPbDUG47V245E3EQANwFTAinn8AXwGHIrSrEBrVoLXCY+2xy3XCvEeYPQRwlhNO9pFcjQkuhPCcQ8xvV/PMivgdqSHiSSGzMEA0I0JUKRxhWZWKuj2ooJL4AYpY5M2PgTQHRBaxumshgeOqCTmcpFgBkCzIMeXNNTTaq6kO+rmCHyb8i1X9HLhCwEFKqY/MuAoiAZ+6IHuIC4C7o5D6PIsGLmPCDcCR5rLD3cgqbkck2vDB+6wy+xgOKHm/IDBC3znAyUqpdWbQj0FcaOzwHpCklDrOC56IWJsC4LGfeXSn1vpgZDWtjfkFERqvQJSrJkEp9RuEce5uOT+XZNRxHvBmwDYoSwO3CwnN3AG4A1ktm4EIXOFzYEUAfzm8PdmUvQuibG1AAgI8AaS+DRf6oAymDUHGQndk8DsR5VAhE8wTSqlaU5fDkA3mUcRqVNeewIJvYaADwtC+CKJuYAiykfsWrfV0g9/1a/hTR7huFUPHwCu9m2vLnwgXaK0HIBa/XOB883wpwuD+2wzu34HnTRTCNETheaCRvJ4ELtvjNdh9+IvWujdCv8OUUlYAngXAYK11f2TPlWoCbywy6RYCo+NpVoHjNjirHRc/C6VPIZPurY2Ux/8wzllw3UaaVu79ADvJKoew2wiLy5A9JJ9jork6kJW8ZKrKYU57OP4dpdRiRNB9RWs9r7EMdhM+RGg6Hq4CSrTW3YG/IQYalFLZCE2MQEKYLwKuR6z5o5VSfQ2eC3gDuK4U7pgOf4Wk+L1UjeUNMMlyqQY8Sql823XLLBjUDf4M83sjK4Q3Ahm2vuwCFCpQReAup/AweHkmOJKVBICoQZSYkeb/JIRfHYkYeN6NL5BS6jAkdHtXJIhTd+orlvb63Aj8BUBr/SdbXZ5NlLYbvLfDdAcd5sNvv0EUkBTz/TLAbRTeRxbCoV1x/wATZ4LXj3gd5Cql1iF8/FPgpQB0PB3mB7l5KTg0wusvRmjNjQjcltVbPUjf92WfX+2hpo6WW6cVaXhNLWQ5IAILj4J77kdcSXOA/xja/BHIdcHSe2BUCVW94LVOkFQn2GutPzV9uhA4+1O4eCAshXfeo6Gh5AjgByB1O9xTAclfMuMaGDccBu6Mw62bB91182DYDdMuR5T414H7G5kH4+m9Nw1ps9bU73aEb25H9j82OYaADiaS7s0JcPxXUXQaZFVB4BLEsDkzAd4+h12UPzDzuscL1dBmE6zqhQTRSEE8am5Dxlc1Mff0Mrh7JahkJJrmYGQ+TkbaeXg15N4Dr8KtS+C5xYji1RvhibMSFH0J0u7/h7TlIkBVEPYt55tjgcsBZxR8bUiqABXU4DiI7nmmbtmIy3MXW5o1SHRNJ6A9OEIR2cOnNlKYU07ZSVIhFYkQdTpwaEWdr6YDWe3WXhw1fnw1ThzV37K5jQN/mU2OAIkx0M/Q4VHEItb+YkAp9RsnVCngWG5/E5FbhiMyVwjhU9bRWwC5CkLpeGq85KxF6CcePjdpDEfosS0xee6XBXo/OMfhwLVvL0QA+6PWGg0XnQEfw5mvg/5jI/h/B66JezaeJs4VQRj1LGQSWvqTyw2jNVwAejToC5rAG6hhzCl8dhzoMaCzmqj77cfABLjkQ9AjE9ShMu5+GjDU/Hch7qLKlrd6ACZ1h09APwB6BCJQ3ZGgnCdpeMBJaITB3a0zj+rVR+7HALc2gvskYj2/0I6LKMiD43DdiDByBaIcK9u7u4EXmijTcMx5RPuMjpuou4Vn0XE8HiK4fZuI3uPoeK0dz7qmwFm5UNSF9ScIzaVdDryUoM+VhgfCOKw+H9Fo/WBEi+gDfBrGbKG9yVsfs7fb0z42bG07DQlOMgYRtooQwexI4Evbd5chBgOA94GTzf8pwFxTpytPgffg1xNBX9mCcXkFsrLZFP/4rdrV2AAAIABJREFUYxIUwdabQV/YBN6AkTAri8OeMu2Z3QxdPYjsP1N2PPPufcQw1Nm8KwEea6ItxwC3xb37zmqjRujjV6AfJAGPttPHdnKbpw84S8PtoM8CfXsTeJkaxnzH0RaPHdgE7gUaRoO+APToJvA6ahjzb6441qTZqwncKzRcCfoK0P/XBF4PDWPu5FGrnPXOXKT+XPDHE+FtOP8d0BclwovjHytJMBcgK472MfQDckZXEhKlcXEiOkZc/J4Frm6iPkrD/T7YAdvHgj5pd8f6fnMJfVxv6OP65ujjdS49LhF9xPXlFafA+3D2RDt92PrRPt5uTcg/IHk4OasO5bTPDe5LveGp9xn5WRduejgZZ9UQTp0dz5dNP+bY80yCG2dxzISr+Oczx5H68Ukcvvwexp38IWd+ciJfXfM9Q56/hb+8+T09zu1FbiGcfrf5dtUE+jzxZ+569z6GXpiDv6onK89urI0QZXMzYiRo/b5t5qKJ+cbWVynArHR4NQVXzW94+14b/gxEya8njwDTLoQLPuTMj0/goz8gBvuP4vIeCkyz3d+NHJXV6u2yp68DK3n/m/AWYqkE8M2GgfD7mdDu3nhEJWFmRyIuDbsCDyNuQ4msKLsDfsQ6FqAFKyCF5FobqOMtvVJ3cafzL4ZhcO1cyH6mBWXoiInEpLUOI8wj2/becwwUboF+sNoBG9ORM80S7QnwAYEILiuSnScBTkvA3pcg7lVTjNW7DpRS04DfIxart+24CKOMx92BRAlbjFjnX1VKbTOuLpfS+ErevoQW1d3g/ZYYHcfjXYWsZiSidzsdZ1p4dlgGB2VC2RY6mlWOgwtJfIyCB3A4JXphDc3TcU0EV4Cm6cMPkEthOeLq81P26bS0PRN9Y42NC5BVrlRkbKwFeiulupjVul8DnYw75+FIsAIQ4aizUmpaO3jovzAcfj8L2o5tYdnPNS6hbyulGoy3DaKYaDj/dGjzuFJqilKqbYJ0/FfA0lLWn2DufU20w1vI4eiTtEgKdry3kHH1L2Sl4F7E6nwhLQSlVGdkhezrBK99CH3UwGY/qFEk5tE+gExKyhHvg+ZoLoChTaUSBvyx8MigtNx+3wRui/m2j5rG+HZjaTaF5wOowVdqv7dBvXlwPgyB338HuU8kwIvnH3JUIA3mgjD1+zgNOAnZt9UZoZdEoBEDyDjjAvq9Uuq0OBz3ZkgWOr5kOGS91AQd/1zAh/Rji/rSRdjqy3haqteXc+EIuO6bOP6RkL8hnhr1+MdNkLmIso6dGGJFXhyzCUZexrThG3nuFgfQhf4FNPSG08DnSqn5SqlrgbdqjedMGBeLqR50FH22PsW4FwEdwo2DKG/wtxOPZc1rXlwReGuGSattL3xVURx6AB3KKgl5avE2GJNKqU7GeyMPeFxrHb9yur9CU/ON9e5h4KlKOMGHM/Qx11xvw++KGMEeQI46sdqm41GwXaGJkhpFDG1292+wyXIG8mn86KOfNRxQ8v4HQWu9AGijlOrwJnT3QCWMzINtz9vxjFA2EXhGS9j2FoHZy9Bdaz11DxbbmgyaE459gF5Bn4STgVX3fnDwe9DeBWVw/FYofrAFZUgk9Gjbf/+pUDQIXoXjr4Kh4xDXj3CC7yyByorWuVvCub0vlVIDEBeizVpcvex4pyLuRn7gPDsuYm2Ox22P7Hk4Ggmh/oLWuh0itG5HXO5aFVpad0TIHoisPqfa8ZRSlyLC+JPx9B5Hx79G2u7J+HJ4wBeFaAiP6csML/XpwgKrj61+b46OLXqnCVwfgJtwS9JsEnahPRt8g0yifYjRVL681iVIlMJJyLlUG5G2eQe4WUvkShCaygRu+TO8GwYPTM+C7X9rQdE/BLpocb39Ejkctx4EISkAOTBwOex4HHHd+kuCtHy/gW1RgumwMBWuOryxdjB1bw98Ed9e5p0fiVB5MXI2WJHJt6VwEfC21la03npg+EdREE4/FzJfboRH+6GOPmpoufLkoKFgZIEPoCsbSmnesFCPbzehOFrKaGNCfKI0W6Q4lpHe5FyglOrwLnR1QwWM2AKFj8al04B/IDz91Dg8jSjS9jHkRhT8TCQwyWSlVCK5axjiMTAfUQj/BrxijE519a4FRy20gSNWwc67aJyOfy5gnwebNSzY6KMezdn7chIc4oEKOC3fzj9svErFzX+HU59/vP4CvHoauasy6G3xp4t7wAevMWK6i/SCKFplcnAFDWXoYVrrQUhwt9HIHsHcPKp9m1me60dVtyE7cAv336TQOohHOYmoi7j9qy/pdW0IreDGuv1jLsIqikNHcLpAE0xg69Na55mydwd+93NR+puab8y7TsheyfVOqHCioifxul1GPUbLgeiPIQqitU1EOcGh0DokxxEnguZkuV8MHFDy/nfhbeC8N+GoweKHXgO4laoXtOBlYI3WOmFQgSZgKHCEkqh0s4CeSqkZu11SOQzXRcssfn6gpga/JRwnwn27AC4cD/16Ssjx5oQfC/KJBSywQoHb93n4AGbBW7BtLBQ8at6vSZCWz+TbnBDfEngb2ftzIWIBSwha6xpkz8PoFuJ+gChA+Vpra8XFWgXcXzb7t6TuLyORt0rteEqpkxABbJTWupaG9G7R8TZEuXMhbon1YChU7BSLvVHyqjvTcB8K1D+0uiV03BIjgD3NltJxU9AiWkrwTRRZ4X0rfmxorT/UWh+ltR6KrOwdBryptbbvNctHjikY8R4MbANL4PuDacG40FoXm/4DOT6ifvQ1pVw9IOSAGnjqv0gbTUGMF/FgFJ3UD+D5vjBjVGPtYASTSiTYQaL2Woes7gwz7yqpv2+nOWgqLLrhH/3uho47oXh8E3jQstU0u/JEE7hm1a22JUY3Ox1bASoaTbMHaxpbdYvHtXhns8GLbAa/hHOBE85/HQYeKmeeJqpPIv7R1FxgH0M+YLLWuhThpxnInsR6YFZf8hG6nGrSXoUEF6urzyFy9mAAxs4x5WyMjn8uYJ8HnTRjWOjFKmulNxHNvQ2c9wYMHijzXCJ6fxuhwbrxmoB/DPPC+uvpvNIWnfGqP8AXjzK/n5uOGzw4wuWUeomToa1VNK31DqQfh/jh/Y/Y3mkts3ochW9+FIfWKGWUEJxEiOLQOThC/TloB3xrRUTevpbq5CgOvZjCnBQ8wURKXlzey5C4Az8XaGq+WYnsM5wZgi6F1KZ+zbX/Z73UWlvnH45HDNLWPtf8+dBeoXUtEQfi8hmKS7tu/Bo4iMRz9s8fWttf9MDV+IUwqJlI1KCfmpYXsaavRVykTga+y4aiT+Fi0EeKr3vHXyOTy07Egukw3yvgEeQg3RUmjfOA6xDGUg08ZHBzgc/M/y7mfaP1SFRPxD1GA0O0WMPGrIRhkL4O2psQyWwCFgI/mG9+lwIFDhnQYXCF4OB3zLsnkYkkSiy8sabO+uqvQA5BrUUYQKF59yASkjlsvg0hQRKKbGlEgZJuMC5V3HaiYnDtsRBhVO2QvRrlyKbhCzVcq+ESaPMaeIKguyDh7gtMmgXE9oVdbvJbhuzz8ZrnXyIW4kMRt4XVQPu4tk2xniGT26dIpM/VtuczEGUuHncSsmL3DXCKeT7G5Pt2E7Q2nH2wJ8/k1WjdzftxyKpRPzseskIZAHrF4Tnivj8cEdaH08je0iK4wgtV4NgKnfIhdS5wRgPahi618JAXlkHXBaCvNTjjkX2PC801UMM1F8K/wbMKcoqh09OIdX+JoaPVQKmGvhrGaGgL+hrQlyKGi0WGXl7EjCszBlYiLrhTgQzz/BzzbCUiNFrt9D3gaqTdK+P6YD0iBLdHlJPJtvdtzG8mwlfGJ0gvExGkv8+G4ixYBJffAcXjQMXzBisi7UxEMGxve3cO8H299CFFw5hMmAfJWyT0Pv8ApphvbkL4l06G7U4IQfpt0HErqFpkzFpBb6w+Wo3wk+cRt5+wua8ArjPpXk2MPwQNTp6htTWmL2cS2yO0FLFK+5GVv43Y9/zWr9M1w+E98C6UPM5psFcH8Dthu0QQRsPAWaAvNe/ON+2tEeHoUgeEVT3emfShoblFCF806RCR4FKEwF8J/kIzRsLm/U7rf29YeTo8C07LnThia5MosipWnQSbJUALYfBVQ84S05ZBg1+L8L48Z4zvBuU4Hfd1yArYZoT/rgL+mQz52eJ2XgVHLIETnjZtXGHyDgBLFSz0Qo0LSsARRM6mXInMczvNNd3QyGrEMLTdPH8CcfcuInYO6+fIGFpn8skzbViFHLljuXpGTFnPQ1YIH0DG4XfIykQekG3r884axmTAhzDmEdDXIvvJpuwjXmuNuWRaIJc0hY9EM5zeHrb4YYece+cOgmeKDaeTafcVPtiSKnyvTNrYWWXas8S06SZDKxZ9GRpzhcw3VaZ/LNqpRLYv5BvaqjLfhyw6N/QYoT7NalBhQPdh+ByTzmrgaWT8VyLjtsxWDvsVAbQTV4kjNp6avEzkzYjt+wjSFtVxuIeaZz8g83ytuT417XkbQvurgTHmWZ2stq8vQx/zTVslkl3q5vZfw6i2eMtG8MX95p11dA0I/95i0qoAQk4oeYFjvsjhklcMDX2EGArmmn6uQXjUYmQrRIm5agw9fYEE9rvOpF1rno8xbfZVa7XbLrdzaxfgwNVE58iKy00txM1s5v0fgRfN/4sQAX5JD9ig4QTQ/aD9NnBuAI4xTKMGmegWAq8i0caGGMZoTVgbEaXnFjMQOpk8XkUs2F0QC8lNjZXTXk9E2EtFhKCNwGANbTSMGQjjoN8EeP8FhJleafsmC1h/OHyZJMLmRrj5fWj7X8Qaak3OK5GJNSxHMhACVwVkFJoB/6ZhFhYDDRuGeSYSSrwIYc4Fph2mI0pQ+DB45O/wugPywVVlhMmbEOtgBRKpMRn4YSPc8Ve4A1KmGCWvj2mrP5h2vsLk5UIUsJnIxDgRsAS13wH3mv9LgOm2Nl1oftsix0csRgTVZy1cRCDON/XZbp7NQ4S/CoPrQlyVLAZYhigRHU36g5Eojla+3yAKcsCkfeo+GCeN1f0g04cWDQeAlebdSmSyXGjaJR7vaoP3JSIoLjfPP4jP57fwRg+YC47lkFwJ3s0Y4Rz7GIY+V8K0FHgXDv4B9I0GZzwi6MXGBtx4F4yBeZ2g7GHw5FN/bP0V+LeGI4ySlwb6MlH0SDN4ClFcLzL3p2CUNmRj++Pm//HImHMgh+uuM7TwIHCJVU+D+4SNZvKJCQtLTTutRSbS5eZ5B2T8L0cUWW1ocSGiGE6wpX0pUOOGYE94XQxPaWWQdnuCvEuICS+Pmj5casrd295Hj0F3DWMuhUshbRX4AoZmDjY4XYD+wOuXwQuisJ+SKudsZS0wOCmIcNDB3N+ACFq9EQFzJzJW/m3oKg0x7lgh2IOGfrYi42krsips7ZULG5xaU7fpJA7SslBrzXcS0EkDIXBEwLuBuKAdwDgHVJ0G33nhLcjIhw8sftEHiYK5Bol8WnIqTL8b7oCM9+GCr8FRBhxrGwfrgOUnw587Q143OBjSdyB73m42l8UjvgO+7wgFQ+Bl6PMXOGqhaY9txBTiaUBNKqzPFn6XCd1WwVHvmHI9jghZZcBcBXlDYHEf+Bd4tov7LVsQN7wzEEXwMmCeCypHCa96EDpthtOfRebBUvO7EMPrU6BiJPwBPj7bHB9Riuyhs4R7q582m7ZIMzgbkLlgpSmHJbjvRMaBpfxbc8Ypho6LDd42k84iYq79Owx9XlSv36G3hjF/gMHQdhm02YIImwfvS3mEFsgl0o+MRo5LaIAPvOyAP34NzyTDJnCUw9WfwgVH23DaA4O01qTD6jShgR/BE4B+nwGjzNgrMvgdTZuGFdRA7tfInvcocJZpd8toEDQ0dTky91Xb+q4c0H4cNQp3jaHRe6lTplSYunHt/Nz04TcITzaGCqpNH65DomZGfGQVeqDKjSvowFmYgbsK3Fa+loHEMiRXApOTUeUKFXbjLPLiCIKzEnHRrTZ1eNX2bTGyWmzN915zbUIU5pMQV/bhhm7ryWr7goYS0NMUhBc2mL/tc/vlcEYunnIP2QXm+XvEPAQqEI+xb5D5boYTSj04wqb/i4nx3h8QubIdMmY3mz56DRnTCpGxJiEG0pOA0xD+v8HgdzJt9nFrtNsut3NrF+DA1UTnyETZpYW4byCCwSWAL8H7BpEht8sm7jEahoDuDq+/Akkzbd/URRxCJqzuTZSzFyKAWVb7s4lF0aurR6JyJnifh0yYcxAlr7OGMX6YD21mQI8NyMR5re2bZcBXfig7F/4DrIbc7eCsRgJnXG3ymQls8cCmTlLeMPgK4PyvDQN4DhFU30YYdhHQ1eSzApkQgoilZyvwJ2SSDl8Pl2gYMxiGQc4ycNcigscaZOVkh0nnX3fChDawCC7rZZS8Qbb2HI+Ec95BbBXmJuS4iKmYqKbIRPrTI5f+D157cmwdAiseg3tBeyAwFlylxJS8unxegdN6wvqeMBIOmgv6Tlt/n2fPZyfcq+FM0OlQMg7c2+PGVgFwsoZjzRj2gD4P9A22clsRUhtEk0QU/DfjnilE6B1s7gcAn+zTvoEcU5/DQB8GXfLgskHxeIn6r7F+Sod3e8CGI+AWWHccHLMQci5JkOb4wTDjUPhO7vW9oK0V7HqR67BFvUSiid5n/t9t+MQFiCIxztZnO218bipiMPsbJqImomRvMGlPbYrmNNwxQASdMvDWwKHPx+MBq1xQ+h087YTXIWkHpBdaaZp8vkcE3WASVCXDRkj/D/RYD44KGy3sNPzwhyxY6hch80pIKQRvpalvNjFlaA2QdxLM6QJTwT8frviM2EHPxYgCthQIOyHwB7P6Cx3Xgn+nKedsROldCBSkwL/bwo5PYBioIJwwDxwFtv6vQeaPPA+UZck4GQRJFXDrGGQe3ATcZ/Kv8sDiu+BdDd1BD4FuG02eTkS4q0KE0aXAZOCkuHb+mJgyrBBF3aKbLcAXTfCWAdh4uKGHxNGj4XAzNjJBnwH6rn05Nq0xl2jsNcIzyxCFowyZv3y29y/54d6z4Ns+ImCHoHMe+OYhc7RdPmifCvkZMhffJ4qRtxxZjd8MWP3fEeNx0xY+gMyZkF6CKEAWHT9k6Hg4QhvbEAPUNoM3z9Bm6WDS1h3Bg28ihq+LgUgXUorBW6FiK2tbbTR/K6KcBRBZYqiVrgPCA7hpajscGwDtwZPfBm8ZOEJZOEqzOTiP+quQNcCA7rjXuPHU+nAXuFFhSN+MHB+1w+Q7GJFXrBXjAeb5DFNfHw3lspcSPHt+n/L5GD3Nb46WtNZkwXvJOAMuMncgBvB4XjcN4WVDAZcTSv04aruxskHEeETJ64Qcb3JUgvd/QnivPWKn1Y5bEYPS2aYf9nm77XI7t3YBDlyNdIwsIW8z/1OJuQnFX31t3xyBKCnrkFWYAbZ3S4GDbPfr7oGeZtLoD7ojPDQZ2tjdrC7DhBY2jO9eYq4APezlRFafnraVa5lhdosQy1RfWz1WIas9tebX/n4VYpmxLOClQG1OHV7SSsiyrKDafFtAnVsOOlMEpe2QWgrOgHn+o8Hdhs0lI+6yLGjlxFxvKpCJ5H0k3VJEiKtFJvB/Ydw0PoczNIx5H/xi7Wu7HVEWRyMWqVpkP8b6/rDieHgOtNcoecfY2v01xBI32vZsmGm77wC37fka7C49B659PrbawLaP4HegFej7IWmr6ed6+TihIkcElbXibtShwOQz1dC9tZL8Qhbs7A1ToeNgGLoI+rxpK8sQQ6tOLUdx3K9BIaHv7zA40xBBdQIJ3KoQ5e/SuGcPY3P9QoTcwn3aP9DJ8KQesKoPpFSC7hTXTxZPWWjabIXtnZ23vAEM0NBzMryUCePBmwe5hZBzf4I2GZ8DW242K2igb4WPrjJ5VFvjEVnhKSBmgDkFEbCsfYUbEYHvaUMzs015Kmw0V4DQQo3hDVb5ZxNbmTiO+nxypYU3BiZ2FOv1NjhoK7SbGYdntZF+RqzOO4Go8S6wXM81wudGI3xzJ7EDnK1rvT0tGvJNy+3SWr2wXDtXOyDPB9Ue2AJqp7hW1n1XS+xsKw3oNGmPeZC5BbLygReIuaeVmTxqifFqk5ajCJk/rjL5L0f2YFqrNiXgDIG+GBHSCoitKAYPgb8MgmXroTM8dJasjKa8bvrgX/I9M5A5dCGiKMxBlJEjkXNQ/2rDjwJHmPsNpqzzMUZJG72lGdoaZXt2CfBsI2NjqBkbPtAngn6Q3Tx6Z3d5pvndTmzsBeIuaywOMPRt9WGAmMuytT/UoiWzetVuO6TNJLbqHTT0vNEBtcZNNw2Sis1qqyUnWG604y36lX2LynIRtpQmO+2uMumvQ9xrredfxdF3/BXnDlp3JXoXQMZU3feH4FziwBHJpf1XsjKHzsBR7hdl1L6FJAxsckHIIXXVDlQUhk9E+MwqZGw+bOpu5ec0/6sQWW0L8E9bP3Y09Pxk3LMlrTEHmyu1EVqy6Kmvhp5/4dBpSfRaivCCMmTFbYBJbynC9w7SWuOFvAzcle2Ydntcvk6Eh1jjP35MPmroYj2Qa3v+OiLTPmlrsxX7ut125zoQeGX/hRxEoUBrXaHN4bgJruXWB1rr+Vrr0Ygv81pgrlLqFvO6QTSh9rGw7GYDfRRwxW+M1+bXC9RorQcj7of/tpUzLMlxi44d4jsQYb6nA+u01stt9eiltc5FNqs/gwy80xDGVIC46axBhJhXFKjhsMwJG6BqFBQ/CykfIvv2xiAuiauBR50QUTKIs8UFM+pGFCOfyScNqGkPX58rE3cEVA2kVIBzqSnDOK2135R/BSJsnYC4S0YRgWIdMoldgayY7PBLG0XPhj+BdsKl34K7WGv9HCIUuIHJTlicB23fEyZlCSL2DeK9EUHvOdszSxEepbW2byLegbjEHYCWw54bWxK32VELNSKHEQClkD6tywc4oTt8XQjPOOBqyFoAW14CfTSy4tMbERjDXihcB89nwkbYMhvWdIQfX7WVfwQQ1hJ1UQJbyMwTAHxKoXT9CKm/sldeKXUvMmbftD0bgKzu1R1kb9IPKqVSf0pj7yLYIpC+7kcCKPnt/USMpwzUWvfXWvex9Zmdt8wD5g6Ea8+Hgp1wC8w5Dfy1UPSAjTda4C+H7AfFImzKcGalbhi5rl7US63154hrj+VeXY60rwsxDuxA+JRXKdVTa12BuMJ6gcO01ofZ6laACcaktf7GVpdxSMjw17+Fo9+AoReJUFsK3lr446Q4vKnAJi+UPCr7r4PQ5kc4ZQ5oN3CIKZcXGKBga6q4La4Cx1vgsATXg01aJQg/zL0Enk+rJ7xm70CEpsdMuk5gTirMPlM8QGpB26NEBpEVz5kmjSIHRDzCeyvhvElQ1hYRrCyBOQ1Ydw78rivkXSQ0UAuZOyHTchF/ENk6EAW6p8bGXipEHXD5KaYeC0x/TAPKK6BPGyjvCR/Bn58Sw0KvmUqpoUiAqfuIHZXjQjwojkZWcCebemcqpVYa/B+JRVQeZtr5PGC0UsoKqoEpw9ta6w9sz5ri537qK8iKnx5oqaVg8bIcJAqiNfb8cVcfQ8eFyHh4GOGXd5myf2jK/flB8HA/WJMkinkUJk2EQG9klcXCnwV0iIL7InHtLgdfOXTchLjnrQDuQQwvPZE5VifBTJmD0aBKESVgDmKACSErYOeaMnYlZkA4wdS32Cl0BOJBUwKE76TfbEBfS9YMJ54QuL9B3Hchpuhh6vgPkyYpqKpsBi/ZQKRPlKijgtJDnKgoqPBQ/KsClGUQC0oURfaQhcPgjBJVChXOwlsFPx6PbPnwI4rRxcSCikSR8xgx9XnS1K+3rR+HmO/vtD1rDRkiBzGolxrenoiWLHpaDjiOImNnLyZMQeS9sci+4vmGjytsMq4y/yN46sm9hmd3JXa8z61xYzIH2Wf9T0wEcaXUKMSdfyuxdtuBrOjt/7JXa2uZB67EFzKRbDT/W7ra4EL81KciTO1OYkvyDdw1a8xhsRoOEr74+iuQ/b0tPbu75kpirkYKKLOVswSZ8OzlXIxM5kvMb9+491agBmsD7LHE3C0sxafOqpUpK4lB8CwzK2SWddDyyS4Fyo2wUAR8Dxe8gTC+TYhFq9Kk/aMDAsnyXbw1OhpXhigykViWw9Gmjbfb0isEikJw1l/FFWKLBGw4axaoLcjEYrmDvOmCb3wQ8AjT2Ch5JG+1tftq4Kk4ergc2JmATubTiBvtgWsfjC3w9oG1f6pzHa66ETzlZozY83lKQTgWsIKo7A1zLonLZ4QTfhwAK/wyCU2Ds78AfZYNZxHG9VfD+Rqul+f6GOSgYK8N93fYDvo197OBpLg2uRR4LkFbFWFbOd7rF/Q3PCkHxnaDzFLQ/eP6yeIpiVby7LxlDXDn+3BaAMbmwHmQ8pm0e9Z7GN5oq+ucnrBW17lh6v8DfYXt/auIsL4ACd+diLY6m7zPQATVMUg/djf843xiK3khGtLcdGKrvxm2ulh7SpY6YJnhHwVAWFap3BUmfQtvORBUEPqX7EUy7pYqQsySrU073g4E28M2V2zPo8V7C01aUZP+b12x/cr2FYytCA83K4b0TobvsqBYidU9YPbPWSsOlcQUxQgQHSH7YMrgkichpQwRtKxVDSsYmH1PlbWiZ0V2/Rjhk58Aq0wgmTAS+KUGjvovcuZgPuIaWwbsTJJ96WM0JEHGBMgpgqvPNPUuIxZ4IWjKMNzW3+swFn9ThucQnp4WP4aIO+weUQ6OjKOfkcAbjYyNMzQYF2890Iz1Jvfi72meaX6tgGdNreQdbfAvJrZ/zFq9s/qsxgcBZx0dL/wLJK8jFnDHSrMW0H5p+43iJeOqRebJMDF+/CDGNfJlcSu1XDW1LW/r3s4zphEbD9VxePUuy03TUX/VzrrsckvI0Ebd6pyfTput/2lkLvLJHrtgMqpK4bRWOTWoEGL4+9hjViDN3GHlGTZ9sBjZNvKyKXO1obPqtjDMAAAgAElEQVSwodMHkLFdZuvHsYhiZe/bVCSC9r6egzcbGmnJSl7f6Rw9sS3Xv4XMX+WITDUWUbbquWu6jLtmDluvb6IMDyKruLfZ7t9DeENnjBs1Mdfu223fpiJ8YZ+22261dWsX4MDVROeIC1DD/RiJcW9BBILXgOMTvB9N/cArkzUcFhOotEP2E/m3IpYODyJMHmq+eQz4P/N/ODDPlnYBYpG253cEsQibdfVIVM5G3leZ/AdrOFHLAMyD3IcgswTceUjwgWTq3DOp7AYbUoT5F4vgoyJIVKnXEEFkM7DDB4UniJXQchXZBsnfmkF+lylHFJnk/26Y6kvm9zVk70Q5wsi/Byb/A27LEKHobHDnm0m4PWLZvgSZvPq7YWUAxmoTIEL27unzbG33EQ3dCK4E3ot7pgyjSRgB8cC1D8YWpF8HHx9soo3C9S9CrzkJ84HztATsGA7p02300d6WT5kLVvwTXtVige0HHz5s0Qey93WrNbY0XK7hKnmnB8G2P8PFPQ1uXYRUc38aIrjmJqhjV0yQA9uzbGDFPu0biaY7RkOyGJ7Sy2DdcS3pv8b66Vh4LgtKFLwGg0bKnrwRtyRIs/B8mK7r9ld9ORp23GDeZSJ8ZSRxUS9Nn2Sb/48anuFCgpt8JfyAdOEz0saIG9ujCcqwxIzpO5qguXamjfpQ54p48Px4PCDPDyWFEiFuiuyxyygF/wQk2E4e8F9gsIJyb0z5qoDBP0DmGlv9LOH8ra4SkTIMFIGzFHqug9UeRDC1DGVb3LA5G4p7y3xTCK+8ggjsS8xVYnjoQj9UZooy/D0k5YOyjHM1pj1GAGdmwXc+KecGIAiPTITUFYig96xJswqYnQ4lXjEOtpFAWGdNQ8ZfAImsuA6Y1x6+2Q6PaHBA27skQm67D4CnTf3PRVa9lyJtOdY872naMAOZL7siK1eWq2cyIiyuMP+/A06z9c+viAtEhrj5Jt5rB+dqMMGadC/DPzrsa56ZaOw1wjPDiMtgGNknf7zt/adHwT1/gzf8opRHIa3UKDgFFt1jtoF0gM2PiiLXAxw14Le2YKyzpfk0oF1Q+xDkgGuquHV2f8tWphLrG0QJKjb0EjW0b7mTRjrgKRrGN3+H9D5Aqff/2Tvv8DiL4/F/9r2malmWCzauGBswvUP4gimBACGh907oJUCAEOAXWoBACBA6Cb2EYggthBZcgNCLK2Bw791Wv9O1+f0x+969d7qTTrZs2Zbmed5Hp3333TI7OzszOzsLS3alx2zwRQJphc4aMBBUYQjbej5GI6hG0a3zaBV7jDeQcHBiDr4aP8R8DJ1UiakOUNzgQMSHE4dgNap83u+HqJ9A9Gds+VQvimugaCWq5OyKyjK/QQ0bSZQvVaEK3kI0ovSpZMpqxwEfZY1VSlZbl4+lo4LW4W3gL8U4TTbOwbs053UXWZw/ApxQAZO3p/u87qz0nlHvhe68laM7oZ/YuXkwGrPhW9RrBJRP2DWdbdDAPVtk4ezTjsBbm/Hc0Q3oeloYHPXv/3mBeX+Ox3qY4717N5Qb/W4zgd3Gw11+eE/zyDVwwR9RYWYGNnKj/b47aimdbJmM97zfJ9hIfZ60K4FLsvuRq5253ts0V8k79Bu9vmEeFD1kQ1y7O24R1HW0W2+4qDIdvjuh1ttLn7XM9l82vQaYGbDn92w5Cei+Chw3LLN7HjAJnIsKFI2kr1d4BHVjckMULwM2GwBTilRoaQLTANv+CDLE4n4pyvA/PxV+aYW0QcDN4IuCnIoy7vmkr1v4zoOjl4B/Z+FtF+BfHU2nG+LTbnMLNlkFt1TpwjMdes+Ad90Ihv2UZm09cKrAOcC+UDbaCmmbobsLky2dvfQ+bGPpYzBwPpz7OMiptswbbf5LbJnniY2ACbIVTLkTguPJjKbqRtScbtvjWrAf8fTx12QJl+iu1V2F4KjdHhhp++5Tw9Pe38L5VxQyfvnG6TK4Zp7ibVfdWQ9EwV/jzi877xYBySIN52+FwCtv0IAdzLL4PNfi/3bLU9xgDq+RvutrFXYn0L67CjXufI8ag1w+NxlPpFab1gflzY/b7/LR3BAPfbwDVfPhoes9NPe2i6MAhE3qXJsJ63lE6Yu65iYsr1lioMmvSlwTsEQDtDx+mS3nLtLubBF0YJqAOVD2Hez0HemzchmPL82ja/W6Bcf13HDPBtYC9d3SF4wn9bzqrz8ivSMSwe6Obqo7nW75CQg2Qf+xKC98B929vUHAtw984yg/nwtlc2C/z+w4uEJ9GPj8ajXOrQDqwcyCo8bZ8t0osMtQBWIKqsw9hyqec1FFbU9b73ybp9LibTNU8F6KzsXrssb7MTy7+DbtLbIMpp5xP0VSHgMyyPKPoeuaZ1IA77T5nrF0/Ex2fmBEN5jQFxabVDTmilWw7evA+zbPNHccqmCZPWNZr+NeuQKds59YGppkf3uu96BRlcGqCZ5xr8byNPtNDengKz+gO8YL0GBAcfC59Bu5Cc7ZnLIlYBJlmHqDk4DSl9FdpBjpa5fcEP15dwQdnLBebaLXMTj4o0AygC9qFd1EOq/PXmuS2vVuQA3RN5HeoXSV1A9IX5O0wOLQK6u9gjVCeNJSstq6fCwdvdMaLYkIx8A5VzJ47BA+ahZx2JZVhMp49UCkFKb9g13eLmHM/0MNbW+jLpdurIiwnZfuWh0nHTQnjHquuRHEz0e9OE7LwtlrHYG3NuO5oxvQ9bQwOHpH17NrrQ6PQKX1yWUgR7ZHO1ELcWW+9wV8n06Do0Sjc+0IznN2cWtm3RfoY/szwvbnEJBr8pR5ihW4R0PgP7bMXdrQ58tRa3D6LjG9++4U4FU4fi9bpm0Lr+JagmBr284+tp2ngJzTQl0hctxZhu4wHtDRdLohPu02t2CwHUsbgVWOArk0Zz1wjqSuv5A+XvrIKnNEDvo411Nmam4JXCpwlM03xJY5pJ1wlKbZdfXAwQLXptvw0n0wdPQajR8cKWAVFvFZHDXzdhB7VYukvBfkYJBr29T+AmguX9stT/lNq31L08cmmnfE/7z04a1vOHy3BXxo+zPYSx/eeq6Ek/aAiZK6fkPvXPSUNRp4w9b/B4FDbL4RtkxLqx6eBHvbdvq1rp2+Ajkqi46HGxht8420Ze5iy+xm2/iW285t4LX7VDi8FzhADZNySA4clR0En5+uu4uvwn0n2zKbez0ofVyeRR+2Lbl579qYQ6iS34zWPe08W8Aae6S3befW7T4HV5N+25w/TR8BD30cnSOfY/Pta/u+s0sf2firhKkjVEB/VtMy+Ue+8fDSGbCjA9U7UDpzV764B9f9Hfb/gP1f7sbDd21GYH5/Rn5tDSb3WlkgN05g0CS2eXQvPr53NgP+cB1/eul3/PXCsYwc1YeFV81k8H3HMOrvvQlNH0yfBfCke8/mq69R/vDF3PfMfVx88ascMQrktBxt/wg967iF7d/7+WguY+1oIW0d0tNbefGWicMdPmP3Z4cw4+aCyoe9xzFyVDENBV1Bthpt/wjdyVvneGvr0xV4ZT0GERkPjDXG+NZSFUVAFBtAALU+FbeQPydkt9MY0wuNNrYq1/vWvs+RVowGfRkPyTHQFM/TTjctYv+GgZAxSufZZVar9e1pcF7X4yttOsRejQYO+IOIuIfsi1Zqma/Di1PcNhljgqir5Y9uPk/73Pa2hPeBWfW4MEVERrehzV1goR3nVjbNZYxlLjrOyl8oHRdB87mVVaZLT2scjCEHza4rKCLdD+C4WbDz99nj1MbxS+FIhAQ6RwvFe9AY2oX/um1GXQv/mCNLNfB0AX1L8Q/Nu+1EaCrJziQi438B328B421ZGTTnredOmLsnzH7SBorAQ8eWFp4G3jjXGL+tPx8de3lSMRBHJK517fgdhEtsmb3Qe8UqttCozd6yUnRs2/gqMM4Y4xsOCy+xdyLaelJzIwuKt4SlN6nXyetwyU9ZuMvGZ1hxktrddPuTj/e2Cqsxhwai7pr5oFD+sVbAQ7+TKGDuFZC/CKWPWDZ95MgHmeslNO/7wBvhkX1193Wc1nfcTNj5B2OMr6Xx8NIZsLAXvLkrJfNjGnvFlZMNkCzh8MUD8K0czqkTbdoUEfl7CzhxDCIJfAKQxBHB+GwaDkmpZXlofzb5eDuGzIMzFrptHYlvlf3OQXfrMmR2O4/uQ720ZqHK3nO5+phj7ciZtq4ge263kt0YROL4mwUQzAOOISkxAmvWyJwNMb3QXfi/dATe2grZkRS7YD0DEXmi9VyrDd5FA/IvmK2Ct50isgw925bzfWvfN0szxrMIyxPGcAW5F7d8i0ER6m6ZUWZ3jRL2ijEY9HBtwQumiDxpf071JBf3gHoReckYQm7dIhJFXVZS+bLa1yLeRWQa6naRnf5ooe3tgubQTnPLHcuw529II1wiGfV46Njzt1A6dgXz9NwyxqA7Da0JP22GHDS7riAHT3rpU5GXEtkZ2zB+WYojYdrOPxoKrKtFaKnNHp7SWt+y+MeL/wG2bZbLGHOfug9+jEjCmOZGAA9tFt+t56ei9lUYddHPpAVjctF7qswsnpSF98fGePJ56bgKPReTk44zcGHMx6j1/FFP3pxjea+esakXkWeMSeGnGHXL8kI2zUU87czJewuBts4hEfmqlSy5+Me6iq4JZIxFQXOvlfxZeH9sDKTWzex80IoxS0S+wpihwEcPijwOoDSf4h8JWhiPLDq7ZTJ9rjqVIq9i5QgmaRDfU/QZdyF9fYDj0mILc9ZxSEoCnwjGcZU81F3TZxAppm/4TIbP+InhoTe1zCjGPFtD8jY3v+g51Qwlz86jVzxJT5IH8shlzdLWJbSBhzuOKm1tUPJEkjiF5i8YLM46Ym1cLejayevckC38rNZO3joADROfhrzWW8977998eV3rvrRQZmGgArcXn1HU8pZPmHR3FLDtKLLKZhdsWJCtGOQObd6cPtxzF/lo00sfqasRctRt6GDBr52hUIWsLbA2+EdHQhHKW1yFLB//CJGbPvLxJPcqDjdvS7udhZS5Vvl2O5a5NmiufUH5hxefcfusX+1sG6yp8SU/HbdeZmvg2J0jdxcN+zfhkPS5ShuFydCpnbwEPscqez4gaZBUWQl8PtFAcamdQ/ddEif7XWcDF4emQDnJARJJfJ0VXyno9Ajo5FDoItzR4HUPgtYXg2yLX2be5gJ3S2UWChkCVSuKo/duM7duh/S9hV2w4UAxzQVuaD7uQXSMvYaFvLsQQCSLPtxdu+x83jpbMixsKJDNk1K7KmsA2fyjJbxDa/yj4yEX/8hFH9mKjhu6Pj9PSkM+xTEbR/no3U1rP76dzrs6ikF7KKMdCQFy84/1rZ1tgbVlBGgP/uHkUORSO3ke98uClLz0Tl5KWfMBSa/CaBW5jJ1Dh6Rk7vx1Wpndq3QXpOTl2vnsjNDpEdDJodBFuOOguQUT8jNu72Wxbj5y5HUF7vYUJrMFFfd3fiE+DeurMNkFrUMuhQyaj2W2oOL+LlRQIUfejDI3EsFvbfCktgiTLg6hZQWmI6FQ/pHBkzyGp0J5Ui7DUzYdu1E1C1Ge8imO2WW2hPe2rAXestqijK6PHi35+Mf61s62QE68F2BYaM0I0B78I+9OnkFyKYAFlRXH70viJK3SlvAqjDl28pyunbwU5BqPFvOj3jCdFV8p6PQI6OSQa8H0G7MWTquuPgRQq1chjFtdeQoXuNtTmGwPIX5DXrA7K+Q6z+OmZ+cjR978dJyGdUnHHQ255sbq98eYAHr2vFC8NxXAPzoaCuUfuXhSS31vS5mF7EjnomMfNFtfcilkLSmO7enV4bftWd938trCPzYUyGV8cchPH6trWMilOLYGOXfysC6Wq7uT5ypy7hk7r7tmvp08r3tngfVtjOA4JNuq5HVmfKWg0yOgk0M+YXJ9WuCy3W6g5R2yQgSVtpRZKLSHEL8+4b0LCoNcggo0H8tcNNeSgNpRdNxxkBa4s+eG35jVDhK2NvDe0VAo/8hnBCj0rFuuMvPhs5CzbgXRsVUcm5rl0wh82QpZPsNkMc0jR+eqe0NRntqC9w0FVstAltdjQekjSG7DQlv5hz0DlnMnb7XO5MXxpxS5XDt5OXbrUu6aXTt5XTt5qwudHgGdFvIvmLB+LXD5BJVcoc3XhvBTKGyMwmQXtA65XI6gcGFyTQTutUHHHQn5lFZY/bmRD++BNeAfHQ1rwwhQaJmFKUXGOOgZwULpOOZRyNy8hdJ7vjJT/REhiSqOhSqtgTUwLKwN2FCU0cIgTR+5DGS56DhG5jUWufrenvzD7hzlPpNnlS9YjZ28JE7qTF7XTl7BsDpKXmfGVwo6PQI6MeRzL4T1S6hpiXHnWrC9C3uc3Hdi5bWKunfqrQasibvm+oj3LigM1redvA3ZXbMtQnyhkA9H3vq8eb38o6U79ToSCqW5wniSCtz5zvnlouM4IrGsvIXQe0t0HM5Ky0XHqz2WLZS5Ia+DG5tBpyCF3ZN3TYwArYEbgj9DyTNI0iA+oE07eW7+BD4fkBSMI5jU+b4kDrmUPINgFUCns+/kOSTdq70LwnlX4BUFkz5+0AWdBYzhJIfEHUmc/gGii2KErhTheXPJFhdSuvQ2iqq7YZgLXCs3yPMd2c4A0TtjBPr5SMxP4L9ahOfNmSOvps+ka7zt5EahGzX319KtEoymKTyA3veUSgvS9Ncowb4OyXlJfH+w+e4CNrH5rhGh4H4bw0khInc1EbLfm2vsq7uBPsAc4FoRnnduNCdVRHiouoh022PFPuKh+9cXvHdBYWBuMidVRHigJkR3Lx0CDwIVuDR3oyEU464mv6Uvg9JHrOhu/BGlD6NjXih9cKNQTOM9YYp7g5nj1kO0+B4C4d4YS3MbCB2Zm8xJviR/SRg29SdZGPdxldwgz5vzdr6Mypk3rs7cMDeZkwIJ7ow59PMJ8xMOV8sN8rw5c5+r6TO5Gf8op+b+ulb4R1v4wtqAnPRxozi2nd3w0FxxjLvDflL0ZWnzHvQy9hRPqrjGnO4I92aVWYzyxHSZQAkNf2ukpFeK5hT+BvRyywRwSNyexBkQJLoo6q4vhguAP2eXWUr9vQ2U9syg46ay+wjWV7l0DJCTPgyXATdm972sifvqg2R8T1P5/QTrKr1jnnN9MVwNXOMtsyPH3dxkTgrFuavJ1zr/6Kg2tgWs/FEYfdxoKI1yb0OAnqmxVDq+D6jCQ3M+4nck8PX3E1sYJ3iVLfNS4CbaMJbmJnOSP8GDcUfviUTMSsaf9ULw3w+cFiVUDkDxchh5k7BgD5h8St5yjeEkV95AzxGmzwYWL4dDLoVtXwBBcM8NNlbBB3csL0lGXuOgq09uLGksoWYAfHo59P8StnthOXDphjLeawqWjz8Uc6gAQFiBw2/z9d/i/OEowW4W3YqvDubdHQVdSl4nA2M4CXg0SFNJBTWsopI4gUZ2evRJfnXuWZgMS2cjcE5HMBO3nSU0lJTSwHJ6Iji2needhZF0O5O+KK8/Ib0n/SJUTxmNlIKGk5dKVoaSONQov44CUkZdqIgIy+kJmCggQZpCGfiAcwphCm47y6ktCRJlBT1T9RQRDpVTxwqqSOJzcXwmhhJPEVHL4L3hzzsM711QGJibzEkIj2aMpaXDHpN+GYrjp5YKMPEoh58p7PCcd3yj6IKfPeZPIrROH7aeikm/DjkkWUWPfPVsEHRkbjInAY9CRr8tPkzmXC+wT20q0+Kz16SDQw2UZvCP7qwKCcblHwXzhbUBLdFcz0mHhCIUUU95blqw+UomHR1qzk+z+H7h+IgCUkp9qJhwa/z0SUPyrF4sK66jnLB2IQpID1as3nz55jdP+v79yFlVrCiuoYImigr/3vaxeNIxoTLq0/iAJwNEz6pkVXE13YnqJx027nnoOB//WP/nej75Ixd9tEDH5ZOOCOVbb1fSgwT+RuBJH/FM+mhlLC2+nyQ7qmw8QPEbD1I0+WjltwBOBA47H2YdCJNPblau29diGkvSNGbIuAHAicARZ8F2L2Q2JB6Afz8CQz9Iv4uWwH/ud9OagLPW9/FeU8g7Hup63az/FudPdqMm6CfOSqqwurXm74SKXqffyuyEcBtQMog5XMhD9GYpQAnTDjk/S8HTdM3fEXAbULIdk7iQhwjqNWS2nZLZTicRZP/rQ+fxd/bgczc1CIQO5w2O4PWMtN34kgt4GMtsg0CoGT4K7/dtQMlIPuQMnsqoZzg/cSEPUUGNp+0Zi7XmNc3ut+pIvHdBYXBbs7G0dHg8L3Ew72qa+IOM/VP2+AZpfqdZCVAYfdh6DuJ9TuSFlurZUOjoNmjWb4sPWV2eVHiZHv6xJ5+5qSn+cSSvtbXutQV5ae40nmE/xmpaLlqw+bZlMhfyECG9ZSY33y8cHyl+eiEPZaQNYB4X8hB9WKL1wPkBYsUX8DA7MCEj73GM4hDeyd/2fPNl2Lvnl1NXfAEPsyVT2/a97aO7vqTwAef3ZHnxBTzMIOak6+rgdTArLR//2GDmuksfm7AYLN79xIsv4GF2ZLzmbIGO9+ZjzuIJNzUIhIYxLXO9hfPLqC++gIfZih/cvK3h6TZy3Vfrj2EOuJZjeTmdliyCD2+EA67LV+5tQIk754qI0OyKt2QRjM7RHH8M9rs5812w0ZsWaqUfGwvkHo/8/b8NCGasjYrzzoKvZtCl5HU+GAjgR88wx92z5XX9soMQZOTvAGhbOyvm4pBM57PgJ15wWkY9hfc71c5Wy8yP47zldsF6C7nHp2Juc1qoKXgoC6ePwuvZEOgoXxvXhCe1rcyKufhIFMIrOhKfa0ZzNh8Uxk8LxIcnzWSkZdQDvhxpucssdL6UL8xdZqHf58JH/nZ26Dq4FvJ2FORe1/PhvQU6LmANX52xzPuusWK53YnzQM1AqJib79uBAAb1lmv2rbeMXFAxt/m7zLQNYbzXFNo6Vimc58B3Z8BXM+hS8jofzIUcDLF8YaKl/B0AcwECxBAMCVc2y9fOmgEAxLIiaedaDALEcuaDjMWg0H6n8JldZoBYZpvy4zhvuV2w3kLu8akZ2Jy+KgoeysLpo/B6NgQ6ytfGNeFJbSuzcP7RkfhcM5qz+aAAvt8GftoS7/PkTeRT8lZ7vtT1y11mod/XDMzF9xM52g4dvA6uhbwdBRnyh2fcE83WS2iRjgtYw3OX2TKe8r4rqalqrjhkKl3Z386FApS8fPSaqUDmStsQxntNoa1jlcJ5Dnx3Bnw1gy4lr/PBtUBjFvNrZNg7j6D+6l5oJH24fl3DtUBjlpU4dzuTvmhwzP9rggwGHwWashaDKNCUJaik0sCDj8L7ncJnvjJtej4cR1H/ci90JN67oDC4lhx0yJibM+nLxKPs98fs8c035oXRR+H1bCh01ByX+fFRaJ8KLzPpiwbG/LEQ/tHR+MxDcze1TgvNaKZlfpoPH7l4Z0G8Dx4JEm0EWubHbZkv0w5+JEg0nFFmod9bfKTbbrztDGf1vcPXway0DXnNyJA/vPQRINboSSuQjgEPHULGGr46Y3mtLS8T4gF2GH1spuLgRGDkDTD61nzlXgs0epU8QzIzhxOBA3I0Jx6AsddnvouWeNOaWunHxgK5xyN//68FoplKnrSUf6OHLiWvk4E9eHpOCY1LAJI4i4Bz5JtzLgbOQaNVif3bYQe5Pe1cYRn0/LztdBJnDp60z0UBYmEb1ngOcCZwVgmN9TnSVtky57pppTRk4qPAA7qedtbYMr31LANI4FuQt+02L+sJ3rugMLDj04wOmXTaWcWEG1M0J/4z2eG57PHNN+aF0Yetp4TG2lbq2SDoKCcu8+OjoD61qUwnceagSSML4R8dFnQF8tNc6aSjz85oey5aSNNMQfw0Hz5Kaai3d1W1yE/d9SWBz+WnFw9j2pUBYpHsMld7vrz52MXbM/FaP/GmNn+fxsfyDHwIF+/I+Fv8xJs8/eywcc9DxxvsmpFX/hAu3pzpV2TQR8t0XN3qeitcvC2Tr/ETjxQ6hy0Oz0QjMrqwnImnPTh88m5hAbpRDUXLKD7oItl01lbC5JNzluv2NUh0OQjl1FDJCoI0EaAJipd5g67oFe8CwYZS+M/Dy/ElHmTLN5cjEKruDR/c6gZdWU4nCLoCLYxHnv5bnJ8ZIBYWoIJqwGj+Thh0BQAR6Xo64TOB7Q4exbHj+jN3l45uS0vPh+x93uOc+R7IgBbzQs+3OPStM3n8Km/6aPZ74hpufdybNoZ9r76fi94CqWovfHzA/rfczu9fAyl20z5j9+Of54QxIFt0NB67nnX0gBnLyFGXc9e9a7uu0ex37w3cMArEdHi/N/QHqv7DIW+dxWNXZ+H48Wu49YkOb1/LbS9+n5+/dhH339pa3o/4v3Of4Iz3QAa2Fz7GsO+VD3DhWyA93bQpjDhwFMeOG8zM3T1l9n+dX793Es+d70kzYxn50u/4632r2ffhL3P0mF/xxgmr8/2H7H1ONj6WUbXLKI4dtxcfH9LhY7uRPpPZ+ud56OPdE/nnBa19P5r9br6TK14HKXXTPmP3Y1/kuLEgW3rp4xWOGn0Yb564pm1+hlPuf4Rzvn6Ok0Y/xHlDR3HsuD9y0/GtffcYZ535Esd++ySnfvp3zh7/IOd9czeX3Zkr77Oc/PBDnP+0p/3mVY747+38/uo1bX9nep7m1Lv+wdnfvMSxY70yWWd8unbyOimUUQ/ACqryOIqvH1BM2MTxJyHrIEdz8Dskk2GKM/oTIGaaCGWkFREhu8w1xUeIpmbtLKGx0LZ3wcYDPodkMpvm1gYEiZoYgSRtCdjSBfnA5R8Zibn4x3oIOXlfLigi0lZ+mpEYJEo2PnLxvjLqDTTjp36HZLKBUm+a4yMha4Bjv0MyWU/Zan2fa33pTjUANfZari5ofyinLi99NFLS6liGaHJ5X2rcSmnIRdtrRB9ecN0uAXwkHCAdK6AFcEgagCQGwRgDJt/5PIOQzBTL7bddonpbwGN7tSUAACAASURBVCGJKL6hWUjTTgYdrWV2PR3zLKXnIS9w/BiQPddFfUB9jrQtgHHABOAH4B/AL+z/E4AGP0QcTAKcOmAhkATXsYGY/RvJShf3f0cDLUgrTwyQEL4YFM/xfg8sA+61eR5AL0x/EZgB/GjbNBcQP/4YODOBODChHGf+ZvRcDpUf2/7ebss8ADjD/r7e/j0GONL93dH00fWs5gNF/+Nnz5/FY/ev5jxx6Ws2UAM0ANNROv7B0uVK4PsdKf/hUI4fDb63gX3tnBHgDg+duTT1l85MWxavSfRsRpOdz6tsWq0DiwAJUrHQzuulQG0vAtXFlNeuT/PW0sIE4DtgYhVc919GvnwSz91m6UDs+6lALbAA+B54+wr63LUZfZbAQz8DXrP0FQHqgE8t72oCmsoJhHfnmruBsK2zvjv+Oj+hsK1juqVRLy9t8NCpl7+GAelFqM5H0SoPb5Vu+OpLqVxu2xy372YB/7G/x1p++z3wjU1rAiYUwYyd6bNgez481eJmX+At+9sdqwM882qxTVuJ5dsB/DEIzrF1TyiBWcOoXOHQ50tbThffbufnBAI3AuLwl9QO2xVwwFZ0X+KndJkd57HAPp6xXI5nbQ4QaII997e09b3SV1kdLNzVfnM4kPw/Np1bxaGPuGPomUfuuP0OdeWMWbpaSlpuSNpn+UMc+fDDnPvNHgycC0RHcey47lR+bvPF7TdxS1sCrACSfpz63pSEd2DAsvM5aNow+lUfyy9eAKbYfO58+OJQtvjI/l5i/44bxWH/vZVrfp+PtnP0Z6OmQzJlsO+Bt4Hhlg4mAN9vQa/vHuCsb1TGHXBwZ8Zbl3mgk0Ieq9e6hvuAe0RkBxHZCrhfRN4TkR2AHYH4bhSPu5uL3obiGcATqEAiqOByJSpUzB0Af/VBEpwEOtnnApGdKJtt60ophIaM089udLlkAF8cRrxP+qDvFOAlVFj6zqa9hiqmm6PM/Ang5J74lx/PqWNgx8ttG+8cT5+r62kKQLSXp7464ET7ezLKdCba/0/w/O6CDRP8PhKrtZNnjDGk6WsRcDWwF3omYRZwLrqoTQBuqyFWPosZvcF465oM7GH/nkiapvaik9KWB69RoAj4FrgfFRKWA/sMhr8bkH4c+BHwISrszXiXbV7rwYDFrF/zNmx55tbAgfVw0L38uFWEIpcOEpaHfogq/D8ALwN/8BO3uwhXPQRUAdeKSBGwN9ALWCIiocWwZQWB8EzGbY/iKQrE/JDchOFzUBz0AAIlmNqe9Fhl88SBl8thbghfHOW1S4Gni+CnEgLRBNFylEcvByJRkoHN2X+8bXMMxfVVts2NQEBEhorICPvNdNvOHRbDCdVEimZz/x55cOXOA3defWjLHAOcXImz8Hx+9Skc8Ucs314Mp9cTDSSJ9PCUsz6N/wYPnxLbbyDda5K8eBCAMabofnjsIPrP3p13bxKRnYFLgM08n8WAJhFxJrDdbb3pswKmnInS56GlmKXVhIvh9INt/pEONIJInIAhTQsuuON2K/A/EQmISMjWm6oL6A9U3MB7R3p2hxCEaqp3RGk8Blxky3dljfeB77tRNO8whi+uIRz8gYVl2JfAEFSOmWTbtmASizZzVIaZbttW9R6z++TZMczXn40WvGukhydcC/QBZlgesm0dTeWf8FMPHSsney3uVHjrUvI6KYRochL4EnSsktcXPfAOgIhM9rzbD5CjKJr4DbMqwUmIyP9D25sErgN2Q4WF8s1guh8nAWLs+0VAeD5NlShP9aHb9iuNR7Gz3xsDyUpKIvDjAahlDeBL+/d4YBSwKRATkUds+2K2TfMMQj+2XAG7LbJlbtqDMFVU1IN4L3RdadvtAz5HrVITUeFzc0jfFNwFGyQECnU5ygH7oQLCT1g6E5EJwDxUAJ1n830J9BtOYEkj4SA4Xj7+MSoYfYIqe5ujxopN6Ly05eI1Tnre/g64HFVUJlbBKgPSQE0FiqvZQJFDMhmgPIzyhPVu3orI0tPg6tEsHdZAUfZ63hc1UJ0LXAxMDhIzDUQDKO+vJs1/e6C8aRVAH/CNoHxpPO0K7ADJXSibHSUSBP8nQDkQL8JEwkRCEHTLCgEmTtIBk0TptbInfLuCSAn4Irae/g7ME6CG6jJjTBnK3+tsOVuhO4XdjDEB+74nHoGsApwhlK+KsMqrkHnhY3TM48BzqPGwDt0JmAeYwQyuhj2XYfl2Ofg2oaQBkl18ey2AMaZsKWz9G3422a63ACdXwqRD6buojnIDICJTROQp+34rdL2Og7odD2LYAjCpi+IDEC2nOAyztrFJ+4dguUEkRtCgtLCbh5Y2Rw0TSRE52S1HRF7CYwgWkYXA5OU09vJah79iYXcrbyxHL+x+GvgI6EbaWEEfymZWEwkOoKq+noiNULS4DyqXvEGaXw9vJFrswySw/NrAjBVEQnncNXP1Z2OnQ5d/P+ImeNZI9/9Ef7otrqYhIBjJoeZ0Krx1KXmdFHwkAwm1tHakkncPMMYY844x5nJjTHfPu22AugBxM48V5dBrqk33oYvxa8DPgWLgoQ/h7iaS3r70MxDZhuIF9n9X+etuUoY0pxYoBRwBpzuldRDrRtrNaJB9n0DdMqtQNxK3fe5vDNhzftES26Z36wiHllFbBqEaT7sE+MB+PxhlLpsCuwJvthF/XbD+gd9nz+QZ02b+6tJUBm1lgQF2D8LY6TRtUsWQZVmWSkF3nQegu9lT0Utgv25jWzYm8OLT+3seis/eBkICphsHTUfdxvcE+t7CnO2ixHz2WMd6OW//AQvV52t5adarB4HH7VMCbBsgYaLE/dBzqvveGDMWdVmb6X44BUpmUF9Zwm6zbZIxUDeNcK8y+q0Ev4PyxNIakj38BGIob44BDXEodTBJVGAdBkz2gePHJAyBKEqnfqMWiqShNAa+I1BjhguboruAH6Bu/IeThevZUDKTmu6Go6fkQY8bVXGF/X66/a2dQtCzXY1FWL49H4oX0VgCJbVZ5ayX478BwhFDYPwgetZCUb0xZidg6/7wYwsGsk2BSqDYGDNhJDN+M4uZfWDgp+ksosfdiHUzxvQHEj6I2Z08SI+hl5Z6o66RecEYUwEMcTCJVTT63Z282VSX+glUo4aHBPAW6trrVRjMEuo3247etXNZUTaI3g06V+sq0B3lDH5dSVFtEnFQfu0TGLY7fZYnm+9G5evPxg4trY2A7grPp2aTbRhcm2cnr1PhrUvJ67zgT+LEIOtG0XUIIvIkaqF7GfU3/9wY47WeEiBuEmqNMcaYIEqzxajFrMr+PtrgXnYkDqqY1RmIHU63aZqusx0oTqjVDUiW2fRGwHzPok3t9yWosLIl6uv9Umt9WUmi+2Pceig88Q5q3X1mKE0PF1McQc+weOFFYHdU+LkLddvYC3ihQNR1wfoLfh/xRJRgewdEGYqePRgBbB+FcVU4tWX0q82xiH2B0lY5UIbS1//asS0bEzjA6C/hFgEzh78cg873D30wZx7RisVM2sLmW1/nrR9oFiBGRN5DdwkeRWlxdA2xEgEBn5P1vjdwBDDUGDNhO/i8B4GGALuuQGnPLzCwJ766EL3rwGfQHa2mBPhrqSuD6CDUsLBjGCpjJB27G7YcmG/AFyYRFMSP7jKSgM0q8ddXM6sPyAlkKnkuvIi6VJ1AGtd9jDEThsLbVYQao5w7P8d3LnyLnv8+gSwBsQbpeQf/2A/++AKWbw+GV0sJRKAouy3r6/hvaHDir+FTlT92/RjrOuezQavCFDvGmNeMMVOMMa96vvvJ/VFNoiJGLACHfYvljdXQrxc9qmHlcFvmWOtYKTECrqybi5byQcgYE0Z3vFf4cCQ7hoeDP4IaIn5Ad3pPA55F5aqjgBG1RAbcyv+Gd6c02ovu0RxxQFL8OkrSn1Bj9V7ACQaWb0VVXQuBV9rSn40dhhpjJgArKgjVDWaTsO7k+XIpyJ0Gb11KXucFfxKno3fyEJGFIvKEiByOumK4rhbfAeVBYk4vNq2GFSMA19feAbqjQQUArr8QznbSZ/KSwACBkgMp8VrpGkjv0oEKPoK6F5EkCZQuR5XEGCqw7AD8y+ZfCezsad/OoBpjFU7Nifz5TTj5VNSqd/3HcM0KasrJPNuBiHyJ+vkXici/UAtluYj8RBds6BCw0TUTtN2A4tJUirY8MAM4FA0KsqwCLptBdJMFTOuZQ8mbhbrf+dHd6BDqvtxZwYtP7+8B6FzddjcNTEMZZ45F3XeGGUg+Q/8P/JQ2onN1vZy3N8IQA0lheCR7SReRlagyVgd8MZXYpn4CcVi+lfteRJ4HrkEVrGUissPTcPgsGnqu4IPNUdqLGaidQVPvlczpYV2EvwCCfoj9jAO/Qnlmf2BnH8S7URT27OTt0AB9E4gPwuWopBsz0FhHoqSOuZuA6UXalR70vFIvi/dtgJ4eXC8RkR3+DafPpK4yyXXZ88UL76Bj3RM9l1flvqiE5b/l0vfhyott3de/B+ctpbEcGr2eJV18ux3AGFMF7P8AXHgpLx4IHx6NHof4bjFs5SORqKfMiMiR6LlHd+1cgJ4ZDQvs+AVVf0+QdGDU0Vje2B2WLGZFJRTXAFcAHxn10kmKVfJy0NIy9DxXLmgSkWJUBhgYJ+lUUBZ3Xw6ioiFOzD1fWoPyWzdYSwx4FfgxiK/uZLabO5cVZdNZVArQjYoa1JgMHn7dQLTUehpdBrwqMGw0c3rli+KZZ25szJBrbXTBPZO3+ULq+n7JtO55dvI6F946OvJL17PuH6BkCEzoTkktVMwFbs96fxwa4OE74PlWynoTmFJAnbmiax6MHqoH9UFfBGxi/zdAbSUsK6dbLTgRlCE3oTtv9wPjUYYYPhiuKcUJk46G9R+g6eeUuBEHBahHFwsBE0cZ8RJsdKUAviY47B+oMlcL3AJ8YNtzBhpd8wv0clpjf99aCvv3wVl2AJe+CcedjroHfbE5TA4SiKDCw+3AX23bp6NnASLooetvUdfV0bbu71Bh4mBUqJ8O/GF18N71tM98sfTkBuC53fNuIBoFbjwwaQ84bwRFcwL0WAnOD3bcvd9H7fO9pcWVqJCwBJhmabfe0muCdGRCN1BF0n6/sgzj5hPgefSM0GxLuwn03NMENNjEMcBTeCKIoYvlZEtf9wHr7L49NNjBPC9fsGl1pKNH/oRa0QfZuTEJFdL7o5b6yTbtXVSAd8uMu3PDprnR65K2nPGou06jxe+ELeBJzeOLWXwsBmp2o2iq/TZmy7sLeM3+/i9wg/2dgdu1hSObXo/uNk4HvimDr39Fj/Fb8v2d0O0Ai7/Jll7qUePWf4EfNofvnLQhrMnSzATUpbPJ4lt+B6cdS59vDL2Womc6wwaqf0bRFIM/Bqba0m6kGBp2ZN8vLd5fBuaUwdIqylZaPvsuML0E5u1B9xlQtZh0IKFEd5wacOJg5tj2LkR33NzInbXovDvDfuOmH/NXuMCvdbjnq2Po3FpMOlKnG/XwH5aWoraf4ythyfGc9j5cdJlNX/UTnFRCwFVQJ1g6qVlX459r3G3aCtKRUycAZ3veH2Pf7UKeeY0aNcdjIw12EC89D/i7wMn/4OznQY5B+dPefqgtxolAoMnm3Qed74PsmMaAZG8YuJwef9mZIz8E/wpLn4OLoC5EoMnSwunAvhUwYy96/wTnPg08YMs9BNjPM24un41Ymh5jf7u8OhXR8xbOnLArg+cAiT6U1ttvEzafO69etf+/iPKz7Mjf4skbQeddvvcxIGlwojnyJFEX67+iu1Hf2fpW2d9TbH8e6KjxXkNaeROd+y4v/xO6Trpz/UOgH+oyPdKTz40kLcUEouD7gszomvnooCu6ZhdsPHAOvH8rp78Gs/4A7GWMOQTAGDMMteruJRq97bJ8ZRhjjgJ7wVzrUGKMme95fgccBEwxxkwE3gOuEpHFAKIz7/siiCRIGggtRwW5IOqieTGwHTqZA+/BDWGSQdK+ELsAgS8ID7X/u7t3blAVUMZZBdwGUEwoDOdNQhd1UEFhKplwJHAguoB2B85sgKeWk6wczxs7wA6rUEZbvCv8cCSHfAT+JpShDEEFlDGokLYSPRczHHUDegZlbC+jysGD9rsRwInGmBGrgfcuaB/4q4hsiQZuSM0X4P8Bo0RkR+CEb+D60+g+YWs+eBI+2Bd1uzkIXYhfRQXuBjQi2MUi0gOoQBWasahQM4e0IAu60AfRBW8qEHJg6R74pwYoc4WIbVD3zPHAQ6jQPgV10xyYp08Po0LzMPscnCff2oB/o+5N2WnDsdEjUUPOqyjunhGR7YCb0blxL7pAb4cqehfb728gjTe3zLNJz+l9UL4xEhWuEkBsPvyfWtAratGoeBGg7Hua+ofYxOsNMBlVzrF/v2PtQS4cgRoNDkDb3zMJZTfR75smQkkIuS7tIZSuilD62BN4fSRM7UmfpVb5akLd5bdEDXtPoe69TQ/CbZOp7eNxXw8JFH9GZIQQ94MUYa+uiUDxeD7cxbZtM6AxbToPNqKBKAY1Qv95hCugwlU8owYigwguC9BzFWz9W5TOQygfvBrliU2oEfB+1L3qK/s9x8DSy9lmNPReCBxmK21CXU9fs32fgNLLweh4uUphv2ro9SFjRsCnu6M04hsFm5/Jzh+CP4pGWqx162PdjH++uXEzamzYwT6PARhjyoHfokZHyD+vL0XdCjsS3EinAcG4x0X+BZx0BPytH0WrIBY0xnyG8tZb0Pn/CToOZinM2oSVv5vGZ1tA6QyUzglB5GJOc89XuedLTRKS4EvJuiLyjoiM9bTpBlR58Nmy/g+lQz9qKGlAlWX+xqvD7TeJ+zn06wBF81GZw+u1cZj9th5YsT093/TjJA9ku3kORvw4ySKK6lG+7pBW2Gp3ZxM3qNBMlM5XWZdTgxoB4+hVJ64SOs3idAjK1/6LGjAuQnfwi0kdT9lwwMo43cmMhH4nSs/9SbvHTgFuRA1DGGN+Buzlw8R6UREuJRSFytdz1ZGDDjZK6FLyNkIwxtxhjLnQ8/+Nxpgr3P9FpPEamK5MttKgO0n97etzgAdFZJXNuzRPHWXoYf1bCmmTiDgi0t/z3I0yuXtFZHsR2R7YPKudeyyEh8/nxpeh8Tcooz1XRAxq2RskGuI44EDiK3Z8xkfsZpCAiPQRGDqF/o/vwaf3ggmLSJnA9nGcm8/i0WcgcYiI+EVkK4HzbuOMV+CwVbZ93UTkARG52LblKRG5WNS99DjgFdv2fgJbH4H/szhxH7z5MxHZRkS2q4duc1jYDWIno8L7uyLSF2XqU1BlbjAqpFYAo0XkDOAmVJmcLiIzRcS1Ch7eVrx3QetQyHzxLAZ/Iu2WBrATcIX9viIISz+nvu/3HHUMnHYGOrd6Ab9Cozl+jS7CvYDtjTFX2PH9Ftgf+DMqFD+BnjudAxyNCgwzRGSEiEgCRj5Pxdj9eflZcJpQBfHPInKkiPxBRM61Za4EForIKyJyhoi8YvvYF+gmIp9Zg8ozqGC8tvA5xpuGCp4neb8Tkc9FxOtWeiJqoR4B7G6/Hwv8GnWpfsOmdUMX+V+jgmE0q8x/6U9xUMHgc9Fw6ZWi1wfcXQorhlC0xMf9/wK5REQGCwz9nk0f24Jb3obgTFveUx6ekMKn9/ca4OgKb54c+MAYcweq6P/KGuGejsAgP4nEQi7cB2LuNQP3oArJl6jr2h3Aqsfg69O4/B0NUMFHIhIUkSIRcd3OjgA+vxJu/Cdbvu9nwYMgw0XEeRV27o5Ttycf3QuyleV9ZXHMn87m70+DHCAiO4vIVrVw3c2c+irs+iHwnIgEBA7enop59sqPh0TkqSTsOgT/ylL2mQKTP0cVlD+IyE2iEfQW2378CzVYfITKLZMBBkFyPCt7wQFfo0L6Mlv255Yuouh5w6tRZXUOMNwaVzYJQPQQjvsfLNwKPUP10XUw42cMmQ/RS239MTTwxxqP/5rMDdTwkwv+hO5eRFCjZbN5bQOR/BJ4rLU2rg1w+y0i+4rIuwfDUS/w2RaAX0TuE5ELXoZPnmaHdyAQFZE9ReQgEfkAnf83iUgVOvYN1ZTccQj3vAnVF4vIABGZXQ1/qqJXLfibRORjERm3BUxYTLgMmopF5GKL7/eMMVfYufSliNwiIv1R3vsjNsS+lVn6oTz7hd4ULy0imDiP/X94jhN3AuhO/wmosh9BvQSW2t/LUBfh+2dQs0sR/sSR7Lm4F5VhwZAg4Uc9l9w7JccB48vwRwMamCiJGjoiGlDAiaFupfWo4jYH3e3tj87x3qgydwq641uFGmyW2fzrBVg6eN+ld+94ePKUoddjlaLtB0BEau2zEJWdJgIvicgvRWSaiGyDylZFAFdx/I8acX3nsSJymC0jNX+90Fb+vSFBl5K3ccKLqJ+7C8cBL9tDqS7YwCs/dkMF0NE2fTgw3BjziTHmc2NMPuv+n1DXlcY879utnQl8MZjYPaudE1HhF+DIBJQspsmXwC+kzxn6/cSTNgiGCwGHpMQIZF8f4QaiKfSMorft/o+JbzmYX46HL3/rZvgMdtyRnaZB5b1Zbb8RPaB9EXAhai3O6A8qkHgV7PmooNEeeO+CTCiEDl14C90VcceyGypcPgC8fSbc8Snhzcs47QuYfz3pcT8b3a3bF91ZuxC9/+5lY8xkdMy7kQ4MsanN2x81CJQCOxljEsaYebvBz7No20tf2Ei1v0KNCO/k6MemeK4vIU1f7QG58Hkn9tybJ+1l8gggxphBqHV6DDo36m2ZR6I7ltXoWZkHUCHwcdQV7M/YRT4P/AaLD2PMRcaYGcBfboEHQSTBFYeD860x5o9N9s7DKIFk1l2E7QFtobns7waRDhl+TACqf85Px/g5eQo0HAVcgOJ7R3RX7CL0POcAUvwUgD2NMRNtdOOjgQEi8hZAAPwOyUTcw0/fhCFlmMbJXHYgFP/HGPPYCdDNQSRGIPt8t1+NiGd87emn/0uqB8MFn5CmBf+nhIeWcfIPEBxHFh1rU9gX3R35LWlacncO/d+yfDBcPMXiJuj5flN0br4kInFUSZqKh89GIfQ2o/aAK58ivWvgRxW7AGpoeMkqTO0Bazo3/MaYScaYV4wxA4wxO+IZN1TYzzWv/wb8nsydkXUJGf3+CnbdgxHToNetnjyWZgzGZEQnyV4by+cSC1nel2sNT317GnzWSDwEY3e0ScehfOUs1KBxPIAx5j3gj+h53M1QI64L2wH/bSBWuhsjlgsGg5hH+WbISuaMRHHeiAYT6o3STm/UW+CsemJ94ySd63lh63oaAwkSToxYCJ3H26L8am9g5Gjm7yrqiLAZasjdBCBJIoiuD93ReT0cpfUFqDFvLqo0LkK9oi5Brwzxk9840BHwIqqAurSQGg8P7/sTaqj6O1n0aoy51RhTi+5qVwDXe9+LyGfA2AQSuJpHd6inKQQzh6213mwA0KXkbYQgIuOB3saYfsaY7YFVIjJX1AXKhUATEoNDLwTuExHXvcGPbonviy5wj2VdbYAxZgdgcxF5ba220xgHcKJIHA77fVY7rwRGGmPGAyOLYHkwbcF3GX/ATzwZoch7mN9vrzvIVuj8CXxRCgyW4W37L2D7Ughvyq/nQNFStz+lEK6kdzVUrMxq+8no3LsStdo+i17+m+oPugOTvSBX0Q5474JMKHC+YIzxo26WNUDE5g2gisaPwGmPwl+LIRLi9JlW1ngKtaA3oAKXgwYKuBZdwN30CagLr3v57jD7biIa/bAO3cXoCcz+Gh5cRCwQAbERDFP0Zdv5AvbuJVSIzIZ8IbnXGPLg8x1gXjaO0d2jXHAC8IpuWnIlKnztjiorS1Er9Xakz6z+Ez179Ci5IzRijDkFVQ7utO18UESGAlffAafeyaD/wqKH4fe/APYeCUf7U5FS21fJK5Tm8nznR6NLbg+sciD5Ev1fS3L0Ikj2Qt3yjkfxMgAVhiYadfXyWSUviXpCbI/S77Pojh+gkQ4NErMnOlw+GZxPok8lJ46H8DFAw7/hD5CbnyZxovCbhW4/H4RhRThhuGImlhauhq1KME3CNrUQWkJzOt4KHe9bUOOWS0sNQOWjsFkRvggMi6I08TcPnzW2Td7oedfj4bPFEA5S0gBXzvG2XTBR+227Rt9bw7nxb6BR1EX5A/RetnvwjBu553UvYKmItBh6fm1Cdr9LINyP3ith2Z882Vzl2o2E7ULGWu/AohLicb36IoPmAgl8Td56L4L5UZI+qKkwxvwcdeVdJiJbi8gWbptQBfgz9Oz0FNSrwoVJWBroRllcMJLEMeew86zjefI8lN+Uorw2jip8CfvdSWUEFiVImlJCCR++JIDVYeeg87AaNT5FN6d8tt3lOxy43sDcJJgAQTdoXC26/qxE155BaNCW3ui6sSm6CzwHnS+Ptz466w4sHZQA/XKMxw5WttwJpYH3c3x/nYh0Q+fxQtRNPwXGmM2Brf7C7k/cyrkT1V1z+l+NMUOzy+os0KXkbbzwCnoY+3jUepIN/kd4Yz/ou0xE/uZJnw+8ISIxEZmFClHZlpA9gZ2NMbNRF5rhxphxa6GdfoA3eGQk9F7ibaeo2+RRomehrgNMTwL13u+wlng9q5IS0vwAVtDJWCA8C3ub2j4ejjoQpqgwuMVHbn8OhCn/5J/7wiZLs3B8HfCZiPzNWp6K0LMW3v64F6K60B+17LYX3rsgE1qbL6CBG6ahSpebtwgYZb8fEoeK3QnMWMYpB0NoOrqAn2jzHYQu1INRRWM2GvBjGiqMv4C62sTR8W1ABYXd0bM/b4i6UT/uQPhbot2n8Pv9wSSz6OsfqOCxC/BrEckQfCzMJ+1yiv29sAA8FQq58FkIjl1ICdfuXEdxNhUVqBaLyAxbZh16Rs1n50YxzeeGD51XufDx4hzYayhF1frv7RHg+QWwve6WBpK5Zec1hrbgwwvzUUPR8cCoOJT1x4QjFCWh9GtU4NsLdW8/BnVtXxlQhiVx/wAAIABJREFU4wJqzHIQEZdf/g/d8fvI4m+PW+HmsdRU2vd+gH1hRQWmLsThC23aK3HdVbBl5lLyNB9wzPOwz+5U2jPOwdeAY/4NB+9HcOpSTj0YyubkoGN3vgXQ+ePiaQ6wxz9hrx3p9QPsdRqwSES8buw1ACLyjVUYK4DvXT57MNyQAN8S5g2Esr/bsvffHs7Vto8agLoTtrdytFpzQ0RWeP59FA2wsg0wzh03dEdwc0++/uiOz69tnheB/Y0xz7VTX9oCqT4eAOPteus1qvoN4u4yp2gpx1rPQCQSJZjPG8cL/m3p8SP0XoUqckvJxK8X7y8Ar6OKx+GePH2APQ9lwJdTmFkhGHwkHd3594EqI0GUD9Wgc6kG3V07fgAlPzgYllFbFCXmC+BLBilq8PQ9iJ6/D0ynbhC6RhwKPCN2N9fo/FpM+oxtGFXueqHy2BQRqbdzuh7lD5Xorv5pxpjbmw9Hh8ErKC/KNR57AtujsQimo4rziBxyzvMobR+dlX4k8Pk2VNYUUZTchk2XgH8Rlk91SpD1IPpL19P+D7A1ekD3J6Bv9vtfwej+9J4K0UuyvjsYeNr+7om6BVW1UM8WqDDqa6U9xWg0JF/W751QhvgT6u5wHOqn3hCAUYfAJxrlbNIZ9psy1B3BDRywEJgWgLoe+FZAKIIyyWm94X0/xDRyWzpCFs2jXXkiV5lckbDcaFfRrP9rsdGvfOlIbm75sfTv4mpUSgyiTC2OHvT+ChXqY6hrxURUqF9m8zWhwsxP9ve/USvjbFRwm4Iy+Xc7mt429Ke1+YLuJPwLNYx5845BI3ZtjQY9iR9A4BuH7X+A04+2tD0NFcz/Z5+V6AJWZ8d0SzumxtYzD40Ot8B+W4e6d84iHZk1UQp1ITafCU6jp53P2/kYt7Q1Hd1t2R9165mC7gA8YGn4DpvmRhycjp4dfBd1JXqqvfCZJy1X1N0GFx8ePlRi58t8i78oKnztRDoqXl/P91M85e1o5+Qw+/8+pANwnAB8bCDaC99SGDQPfJOA6u7w6SaYpQ5Vy23eZRZX3e1YN5G23E+w4zMLnbti65hqaWCK7fccVDDtZXGR4n3ZfNLT/uzomregAt9PwPn94eNKnFXQa5nFRdLWczrqvpUEFuwHQyqgOkhxrW2fy4O/sbTgfttYBMt9KR7mzAEmHQqXhyBSyinvg+Ne5JwAxE9JNfgi6PmlOjJ5ZwRoMhB3II5GJawmg5cGw2AiNm8D6q6VoDm/nk/mVTgu306g68L1KA+davMmUME4gq4VPQFHRCiCO/rDAuX55YvRdafegbiDicOQGej56G1RwXmyHdNam/c7dNf0EtQYuhydc5PQoBdTbDve97RpEboD/Zmlm/6Fzg10fay3v49Ez5Z6349DDTtfoQqfQV2TD/Xk2Zd2iK6Zi04L+Ca11o+D23rRfQ5ELsVGKK6CWT0JLgV/DKQUVYKeRte6H9CAcLf2hb89Ck+G6L3EjvvrQMwPMScdhbIRWFECq0rx10B5DenIxKvs+5Uofw3b9DmWthrR9Tlmx9ql86QPX7I/VSt+zrBTRnHM2DL6foLyBe/aL3acvTJB6vHjS2TlD1v6EidN8xHSl6V75RQ3Eqj7rVe2GYkaMmKoF8ePWHdOD824dPgoaZnkI9SYsS7X2vG23zPtXGhGR6gx9EfSUTOHkebhl9gyXvHkD6FzqLE3oUVXcsqU/hrlejEwwpNvNjqXJwBfe9JdI+IkNDhQ9/UJb6uN745uQNezFgdXCXms5/8J9m9/QEopWQZ9FuAJx2wJ+G6UsU4GTsj+PquOP6IW1NbachH2GgD7+1LP74VoQIVhduIuBC7dWa3R4uBvgpKVNv1CVLCeSjraVMNSOGEowWnQrcaG976nEr7aBfOdXQiEtHCQNPhi0He8ZY5zToF3ulM+D/b+iPQ1DIeiQkvY4sONxjfX1rsIuxgcC2McylfZ9ykBxoffrXMearkS0qHNk+gCMRs41TK8BlR4uM7WX23LvAVdIIstM4uggVlAd4P26mh629Cf1uYLKmi44cvnW5odgS6oYSBcqmMpULWCtLK/zPO9uyg3edJi9rnKpk0jbVCIoAKj674lQLRIaSRbAHiftIDjLvyLLN0sQq2iE9CF6lObbxZqVX3L/t7W0udT6Pz7ABjYXvh009Adh/mkBfcbs9JqgRvtd8egilOMtGD2EumgBRHg46zvY7bMe+17F0eL0Qh0z9m5FQcW3A2/D2Ca9AoFU2/fJ7bHTDXpCKbuFSzvofwghJ4f+bNt5z6owv6ereto1CiwBJ2/IVTAvMTm/8zShhdH80nzRrc/SVuvi48iO6Zh4Ms94dliaIRjxkBwmqdfjaQV/ptC8Eo3qPFT5CphCYuPWtTt7yJUmImfAvcMIDhH7x31/wSM8EPNL3E+M1StAKfGtinqh2g/9voQRr5kaeebnWFCCUXL0StkXgeqDUR3p+IT2HShbZMb5VI80T7nWHx56didMxE0EqI7niklkzS9N9h+/CUrTxRdM47B8tkAvGWVvATIaRankThcdiBbvmm/3driPIzuMPQFdrJp5Shf/8yO7UGkFbR/Wpy6QWIOtL/noorjZHS+ndyGueEqHFH77ZZZc2scquTtYvvagBpzjCffvrSPkpdawwvIW+n5ZiEw9hx4c3e2ecfKH/8ALtgL3irGsdfCmEWoUe1F1FgxHZ3TL06ELT6Fv43gjscgUIdGoHz+sJRBGLFjOaoclv2ZPe61xtt6i98PLK3NJu1i6TXMLkOVCC+dCSBbM3TFzgydDYSD+OJGr3DIVuRcZTKeRZ/5nnyGZe+7fOXUYKOuojS6gLTiONHSm3vlxz4ozTromvV/Nv0Glw7X8Vpbjxo1LrX0OyErz2Aylbw3bX8jdi78F3VP3QXlMZ+g5/heN5AwIEUEojDk8qxyZ6P342W36SCs0oYaP+9Y3/C2Wrju6AZ0PR3waGi1G2/n99eAXLUmZaHC4uAC871mmexPwBbZ36ML2dmWyX42EM4zkCim+0KoWAy8Yb9vAI6339QDiTPg/7N33mFyFMcC//VsuL2kU85Z5BxEsrGJT2QwIDAIE0wyBvlhk0ywQQKMTTYgTHom2USJKEAkESzACCEkEBJJoICy7nT59jbW+6N6duf2di9J4k5o6/vm29mZnp6e6urqrth3OSkmbWqABT5o2B6+Us1g8UKg1uhiI1FIvyXQ8zvLEJ8ZDt/vx16Pq0Y5JeSNRhOkNJBelIdJC3trgdeKYXZvKDeE6qCgEtVwJi+B5wYzYqYtOxl1RfgAeMW2/QrLTLxWB4NmmPujp8w92LgKVPMeQhdyE22ZY9CMcp1PW5v7AQdXUvYXkAlQOtdOVK2OEVSoeBu19L2LutuEPPdfs/TzGrCvDyrr4VpDYQPEDrZl9skod4U9rgcqbBkfatGbTtN9uELogtKNgToW3YrhQuCyzsZrBp/Iep4Fl6egls1s5yFUkJ0L7CPwy90p/BgCUWgYgm6pEH8P350lVF4HI5+zuFxgeY6L8wnAJZ53T0GFgQjqQupmAn7fvnM16b03vwD+les7W/imkPdaCSx/gl6TYPj3cN2BqOXyfc+zD6MJWj7aGb4ope93KC/70Nb3H5TXfYAK/OVbw4wi5aNJ8C0FZhuITMO5O8SjD0DBStRqFS6AxgHs9zrcfxm6sH1/GCx1cBpVSORW4LEQVB9Fnxeh5zrs5uwBqAxBWD0wIruiVs4wyltdS9xK27YXUGFpBSrsrymEKh8mAgVh8L2KWiX7W7zPRhWC61DFRqMHh0UBmLEFLNLMhXIWqiSpisMlEznyL4qjYT6LwwqskJ3RL8uzjQ87fh7ztGO0lxZsmZ2xc8GmduSi01Z4W2reHw5LL+CXN4L8EV2Y/1HgjKsYdZ/ScdFkVJH1CepGOcPSwQCBLQUm7MV/J8LW04FKHzwjOhbjqGvjcBFhL5hxGEOfh+J6mFFi23MdOn9+Z8dpuR0Ls+y5j7QSLI5uR1EAyN/4wyd7sOV3Bfi/HEn3yhKGTCcthF1oaehTVPjfB3i6G84iQEYyoPp6Lprlw0l2p89SVJErlj72A+oHU7gySNDN1HnwLOhVhD9yNve4CnKXrrrZtmejq9eAmS30R4omO5sOO0hHTeZGz/3XgH1EhJc54PYQBfF7OWsayICMcovJIuRlG79dFW/twnFnNyB/dMIBfoEJN3D5xSBXdLQe1GS9yp6XkrZyZB47e8odYBmiy1xdwSlMU1eERqzbj1E3oJa0XV5NV5L0BqWJENTrfkcFq2iqFfYeazzPZmrRvBq0CnSiceuJA4nu8LYfYoZgA+z5PKqtr3kR/uEnUGv3yVuAapH/iQYag1rvHiGtqXoIXQS+jQp/36MuPwMs07/AlnvUMvqp9v8gYF6n01X+QODQGkqugdrrIFBux8hqOw4+89C6e7jWwe3QGJu7bb9/Zn/vsuPnc9KZNgeHYNnXcJOh+zp4z1V4jEVTpLu/p6Ka/FNRzedodCHyLlaT6hnLj6KL8emoxn2QLfNTl84666Apn+lpeYRr+fDyj0bP+SJUUIgAr6AWgW/tr3v+hR3PgwV+9SzDrgdf3Lr3VO4F9xRABEpqoeenaMa7haiSaa79rbV1fIZqlu9FF5H1qGvgdaiCZ63F8S323HXdnkead37q+TaXVrzW46/ss0s9dLGXDxrLMOssn1uE8lVXsx/GWiuB2DS4e3dOuYe0Rci1Dnv5aJUPokHrQkaaFya7QTWU1kJwFU34pa8Buq0AkgYeuxieD+nepi4vfwdIDqTgGwi5i+cETSx5RQvRLXxi6ALcy4+r7HeNtc/W23rFpDc7d/lyxOKpyh6XoQpG8fR/eRA+7AUVGu8kv8G6ws+Bv/Sh9Bsoqoet+1m6W2Hrmo1u4wOqwImiGV1nouNqD3tvKprO/jpgsr2WogX73+eeb0oHbZ/3vS5ye9k++9bAAwYSJRQth36rLA16Qil6l0PgczRO7hvS/TsL+HYQ/Ps5uGdn5lwJ276NWvySaVdHXyM6Z3rrTdEwyguX2nadYtvllpuPCnXe8RCzv1JAIOrDSQTxLTyXXT7zU7KI9DrhSdTS5K4/5nvf35tuDefwy/lllER+zi+mWDp127MIqPGpRVvQNcQNfvjYj0nsyYn/l0FX96PKi4dRa/x3HrpyeVMTmvT0RYomO5MOO0hH7hz5LZYHeu59jnV/ns4Bt5VREvkr494EGZjx3kWo8iA1lrO0bSrwq66It/Ye+cQrmyf4ATyB8R2F3ujEh4jUSnqT1iYH6QkXdKHyDeo7fgfK0K4SkUI0fuBNW2ZbR/eISfRn1+moFuWPpFPm/hVdAAlQ+Rlc2B3fagi5mfWedCDaCEUaMhfpa6/bwGyT8Pzv40AigL/GXnPjQk5GFzruVgafoBphQbXfPqAuAaVx8KuBdM+vgICB6u+hME6sGIprSWuXBYga3cAW+x+Lw18DA+13fSkiQ1Bh7kFgiYjcbYw5Gp3AJtqy2Pa553noXAj4SERgYRGaCKg3mi1vFxHZSUQKM45t7b0FIjJbRC5A3Zb/STpj2ke2HvBkADGphUjAl3HPmyXEpa/X0MnxetRaGE/Vk6appVg6I01TXYG2UnwGtYZ9a/nKIcBXHlyGPOcjRKQPymdeQzWz96Gude55DRrXdw7gf5B1O0AwCv86GjhqFpwxDe41rLsZ+i5CXcVB4wO/QuOD30RdqPdBBfXBtv5yNPbkWFTIdrOmXoYKBsPQRdpAl3eiyQa+zaAVlz52EZGt7TdthQqbHwGHFUPFQ3S7BwqiEBmC8qwSFxeoBnyCH5YcCmt7su0KlC66ofGaUTQGU1C+t7AHrOyN38Y8+VegSgMzDFbA0GUQ7QvU9YIni6ChiKFfQ21fW8egf8L+AaV/d6E8GDCriIyA308D3/dA9Y6azVDAl4Apv0NdoFaiPO821H3fjcXuZa+vROetJaVQWUpgteotzWrURfI2VLHya+BxEbkJnWsiKA8/Fm3stAroKSQdW58BuAn2KKGgHEIR2MqdH09AF5aHARcYYw5BhYtVaCKgvVF366eNMVeh48vdGuVUmzXTpYWoMaZUNHOsdy7YVKBN876ILPA88709tvfDcgFnJMNmwqp7wFwFXCpw/hUMuwMcgdWHo5bcj9AxfA26wJ/cB5aPhXMW8ee9wXGAYdvC4U+l5uZEUERWikjh1vBlTwqWgEwE6SO6V+Ya0pvbD0etbzega4HtUM8Z1z0cVEkUAiRKLHA+R7x/D6edOoaRa4sZNJ90LOux2CRH6HifgnoU1TsgpRTHnuTlLQRYwKxdbDmDKncHASVJxDG6h6UAB1fAmCL80TlMPT6Drg5Ex+8bKK95BSiwtOR3nydNkwYggw6xfdhZdNhuOvLMkdtjeaAx5iJ72zM3igEQHKHpfAga2rIb6bH8c+9ND54f81zrSnhrF6zPAj8Pmy4EAGy6YZ8xOCId2j8njN2TyhL6jBzlziO9d1UQGEU6UxTAX4wxf7HtctMiv5K0e5CtZPYhKNO60VPnFZ7zHjvD7ULCgYSDDtAjkxAKQX0jUmjrxUBCQPz0/D5OxTBbbzIJJkncHaxuu55AGXiJ/b8vup+NQRd1CUBqNZAeHyO+iPPVCFRr3v8r6GVwYkKkENXMLUOzKLoxdYPRxUgKRCRhjHkKZc4PoS5ml6J7gIG+63Vbh5tiO+Q5z0Pngt9PPArdY3ZrgzBQaPcAcmieqXYxuvgch7ozHY7u4bQrqgzZBlVsHIrSzjJgeAJKBkJEaCyA3dy+X+YpM4R0xszB6OL2YVR4PAvVnBYaYxba66+j8XjunnouTXUF2krxGVSxMtLiM4Bm0XTb5ypRQPFagFr+1qJjeT9UuHLPt0L50Exg4HvU7QkhA2Pr4JRiwOkLdUIgBse8B18egfKWRuAeERFjzG1oLMfu9n2Hom5eRagQMFVEGo0xIeA1EUkaYwrQxU0hEPbwTu+3ubSyGKUPF7qhWvv+KF28EIU/XErtMSifcy1nVSa960MAGBOH3q9CnwYiKy2uVtl2+lGB2aA8bXgldBPijrYp3h91W2chDIUvQrZsaYUmrgEW7YyNW3wGjnkfHrkf2dF2yQKg2EDSh4kkuedgSHQD5HOldwPxIIz9h217d1TBdoRt1z72fW6cWiHKN4fUQ9AQLwTxowL7723ZGtSq2sMYc4z9zgJ065IZwL7L4E8OJJOID3pMQAXKPZdB71H0mb2IJTvDQ67irwYIi8gaY8wLaObS+2zfPyuq2v/IGFOE7r+2H7q5+ru2/3f0nLv8H9JzwaYEbZ33x3kW6FE02+MTcdjegHzD4r1gwE9B+qCxnU4xy9Zpuf5voDxrJbq9x5aokD3mK+g2Dt5+i/M+rOGSo4DBC2D2+0ortllmADpOQhARMNcAV9shkQA+M8acju7L+C46xwZQBcnjqILAscfhaP8bAR5l+m73E330avYpT5KIW1wY1CvnCJTnJFCLWx9B0/OupKI4SDAeIeqPUt0TFXp7o27dN6JxgN1QGl8JJJaAP07SSZII0JSuZpBWTLyLxiifi9KSy/8bReQjY0zSvmctyuPfFZFMmusMOmw3HdksuYej/bMlygPdTLGp+S9O3ESI+UopabJvIoDoZurYsfwcsCeqtMfSxJHAQXZMu9CV8NYuyFvyNk9wLXkR7//2gmg6d58xJtSKJuZDW+4yNEYiCowVkRAqEPWwGucj0QVYNVBk3XDER6hK4+q4FzW1uwkDfKimL74rzLbuRdgg60ARrNlRrWKgtP6OT4O0SdDQjfQ+SqYY6gMEqjXxAt+gA3cMqvF7CdXqNaJatDjpZBlLi2B5AKICSThtLjDPB5UDoC5AQSUMXYG6EsxCs5G62TZPQi0B7v4uWI3bqWjgPMDRqMvCf+3/59EA5K1snWSc56FzwQp5w8MofYZR2tu7JUseKhx8jSYy2hN1bzvf3r8R1Qqfjvb9Nf1h7l9hW9jia/C7qbhnoRPfWvt7GqrhPQl4T0ReRoWc+ejipkFEtiBNUw+QpjOXpjqdtjL4zPfoAn9vEdkeD/9wLXlorEsBumj4N9oPBuUdRfb8RjTG62V0jAU0o2LvdRD0A4VJCEjKLfvd0ajmOI4uJk6wzTsD5UczgL+gQvL+tswY4C5jTC/b5uft+VoRWWvbuMDDO3f0fNtOGfTxKLoAnAFcKyI7oPznlRgU7IFjNxK+9jQR2cZLYxYH/+uHisdhq5nccqFtewPqYnaMx8IxG/jzcfCCrnB8cQisQWmK6+ExWHY17PQCUBmERbo/qb8BHrgZWH0smOdg51rqR6pnRdClQc6l/13QrwJK3wE++TlM1iyegSjMuQBVNryNjpnZaIyom3DHB1xk/78EzCiBegNJzdgZWIhaJE9AYyb7oZZK14Ln1rMcGCOwzbnwqlorK2+0fVbxG5hdRWMQtl0EvfzGmGJUufa5PT/P9ttt6Ng5EMAYcxa6wD9cRBrQOEx3n7L3gX96+j/mPWcTgnbM++7C/CJ0ni4B7k7CHt2g9vf85hrdl9L3BnBeHC6/iiGToCgMw55Bx8/RaH8Vo3HpdzbAKY/C+7BzBbqNQvGvYKufNt30W4CBJVBzCTtdbS15Q9G4/+fQ9cMkYA+Upr5BwzFGo+7qq1H3aUGVNfcX4dSHKIhfzInvDabnq7cwa+c4EVfAA/WG6IbO1/ejfPayEswqH0ZKKIxGiPlKKI7GiRbY9y0CjheRPwMmgIkFKXD3fJRj4JjuFNQniBXSlK7uQoXEFSiNHQnUWlp6A4haGnM3TS+3bfTSJLZ/OoUOO0hHX6MJrW4XkR1E5EYRcT2tXkTnSJ7i+y2HMbBGdIuLtIXPmGLX8mbH8hjs/GaMORT1Fjva4tkLXQZv7QbpAj6j+eMHPlS7NOHPTDxZE0RIUUfrQgn/4DaWuxRlgqlnMs7dzJ51wOKfwkXdoLoHuz6N7itzKWrZcN2KIqjg9Xl3WBtUJu/6wMdNKiYv5Ytfb1TAzIy9c+NSkjZeZI3nXhSttwYNEnbri6LxOB8VwvcjYImhz3cQqgG+K4a3gtBocOqhZwWY36FubwvRhca36CSyEl18RNBFxueo29wCNC5nKuqC5OLoPHTxPgk4yl67BJuxL390+tg6WeA8kKtgy1dRl5lWx4gt1839zXI/hMbzfAusC8GqIfA9TPobDJtraesVVMv5taWrclv+KjQ99Beom+HvbZ1uOnaXpq710NklqGY5RWedebTAM5rh1ovDbOfows5NxV8BVHeHtd0x32tcW9HXwOdFsLoXrIZeq1DX9lV2rK62PKrR8oHFdqy6i4zL7bVT7PlYdOF1mj2/1bZnJjAp13fm+qbMa7vCjN6wWBVhhW625Bc935kAKhyoHgWLHArWobytHBVMZ5OOAVwAfFMItU46w2sCaPRBwy1wD8z9M4QqgGqfHnHw19lMmt74Ju8RK4La7vi+02QsJhVnbSAGoxZqHSlX+aU03bLGzbz5nsWlK3Bb3j7uTejzALpY/5h0Jme3z69BF8RpHMLWlXC9Cnk9y4FZPni1EMIF+FfCFouslWlv0hktF9n2fEY6jvItlG83onOHG0s0zdOOoz204PZ/6nxTO3LRaSu8TZ+BXj+DT/ZnX5ugatfRwPv9YEUZviVwx7/g6DNRoWmyHUtfApfafvvpcFgKoUob7x4Bkn67nRGU1KCC4cICaBzHSPuenk/a8fBv0jGWi21ffmz762+ocFZBet5PAMlSfDX96FN/Pr9418HU9qO4djfuOg9VgLg034DyzCJS7VEaNpAspTTcm54N3ei9HLW+LbLv/gyoC2IiAU28shxdX4QdTNJHsM7SWI1LV8Ault5XokL0JIvvk0hvsfQJcKCnL452adJzrdPosCN01MJ9d45cOICCVRdzxrw7GP8KTBxNOtndSDtmP7X9fJXn+YWo4OyO33u7Kt7ahePObkD+6IQDBgpMuJLrj7VCXs6B09qBupX9qz3lcp03Kws7XgWTHQpXw9OTWnpG4KJV9D3Rfs+e9toJAuNBfgcy1l7bS2DCEJacCLvMBt4QGPAM3NuT3u/Y58sy2vMs6Wyg/0HdgmaiGbmKusOCMFzrEB8H8hv7nlGjYMkRXH8qjFoCe/bJrGs9cF5g3+33tKlHp9NV/kDgNIGzQP4It4xHXY3aNEba+Z7DBf4IchbIaRv6Ozx0nqKzzjzawz86iM8/rKG3yz/2stfGCvwOZDzICevRdi//8J7PBp7K9Z1tPR6G67eDGfDMvTD89VzlLoCxe8On+/H2WJh8d06+a/HxBT3HwbBlUPETEeEuuGQ3+KgJPmBPgQnD+e5E2OEzYGuB/gITruGa4yw+u4sIT8OkEQTftdd2FBG2hFnPwlUgl4EckQV3fwDOytpO8B8O75cR+BJ2+QK2mQBc11ofePp8B4EJig/5k73WTWDCg5zhtn1gJr9dTzrOSgub2tEROvX0W/9n4N5e9HrHSx8CV85n27H22k4564L9BCYEiJwM8lt7baTAhFH85FboVgO+x8QmmHuDg463dW7RUl9m8JU9UeEtVW4GP737L1w+53b+98V7OXf/Z/nFGz35yaOo+3tOfHzCLmc/yq8+vJ0L51zHlTOv54rZ53LvrRnvLgVqt6Fo0cmMf8HzrX1fZcwLJ/PYlRuLrjqTDjfK3Kh99fcbuWT23/ndKyAd2gKoK+OtPUfeXXPzBD+kYvLAxuh1BERkDvC2McbX1nK5zjPLVkPwepgfoO9ncFgFmJzPAP4CIpnup37SWTC912igKAr7fAc8sQoKjoNVveg7B6LGUxZjTBB4XkS+Msb0QS2N3dCYjMuBQWfCP0MQTaqrZwDgEehzJvw3TCIBZ/4XZtZ562oXkpvDUFSrFHfbJOr6kIfOB5fmYnDxUtT17DPaMEY6+B4vbW8QyKDzy0Uk3sojGx3awz86CP4CIlGy424oAAAgAElEQVT33PO7XjjO4B+ZvOQ64LVsvK8933M6rNwZPocjlsOOn+V6dhIs3AcW10MMxq51+WmOd/vfp6EMrnwTehqA8bBsd/gSGhNk8NM6InE4eIHlbX6AmFr2tIwx5gRYuxWBuZbHBowxwf1g7rFqtciF4yo01ikFbjvfhoJtYO02lL4BB30JvSvRDLFNoAW+6weIUNAI+I1Jue8jaml0y6T4bTa8thVy0cL61NlZ0BE6dZ9ZCcHjYFUf+rjzrbv+8AeIZY7BbOAHkjGCMTLocG9++xbs+C0Uv/+auimiibBSZXL2ZcY3VaJJfsS975BEMJLEQTCO1l3SADzSEj70OUTAJDHGrSMD9gIm/JSei/ozosZz3QDZyqcLrAdddTYdbkD+3QQszrF4y0y8st7Q2XhrD+SFvM0TMoW89VokisiDopmG2lwu17m3bJnGYDCCaTdBiUDykRaeCRTR4E7MqUmDHEJeHSWN8I85IvJgfzsOjuGMlyAonrKISFREHrXna0XkeRH5RkQeE5F3ROSbW9U1osl7Toe6K+HLEnZeDVd+iWoEU3WtD9j3v+Nt0/rWmYcNBl6aC7h02tYx0g4IkI4L7bCSJhtk0Pk7G7Lu9YH28I8OQCBEo3dh7/6ul5CXwT+y8ZKsvK+d3xN4HF7X7JovTm/h2cBtMKeRXjbeJPmvFt7tP5XEIjh3MR5+ej/MgFCzxXUDQxrg9nnue6BZzLcDmPvo9bLLY0Uk+oDGkbp03AzHIvJQjgX5gweAcyvMvZEdXoBbPoUZ00WkKkvZXHzXDxCm0NtO91tT1zbUOMhFC5sqdGTciciDA+x8O5Zx6flWF/lOIWE3iVJL4y0b7/MDRAlG4L0XoPqxQ+x7AsTcOgOt9aWHX38jIn/0fp+bsTGJI4JxDCKjmPAflz5z4cMhqU/rIYIhiZOZDORNEbn1LAYvTOIYq3AAMAahJSFvfeiqK9DhRpgbMQgonvXvBoaugLe2Qj675uYJfoC4+rOn/ndBcAUyr8WxOTPQZCX+IDHXBz5zkea1zgWARCTLQmU98OFHJ5xmwmSEgvW2luZhkwJ3AbLBLWwZsNEseZspuPwjQXMlURPFTxeEJoqFVsp5+anLt7JBwIOPTH6ayWOTDRRHsdYwaZ7YK+CWLyTckrdFe3mkHyBIdH34NtWUeZ/360k8z7c3HngEstT/TPpojY6zKm89862rWKCN1sFWwWMdMoLm6UzQugHKfU4PQzK7Jc9T1ojnUquWvDw0B4eksUKeSnubMeQpZ/OEAGS403RNyDYJZwMHHciZjD+Xxs8t5xiDu0eSFx/tndgDWd7tuoV2dUE6DxsWfijhKy/kbSgwxk2V3hb+0RWhrbTgB6ihW8s8KTc+sglkXt5n7HPZPEUCAN2oybTUrA8d+wFCNKYsNe18PgDN8OEHcEjm+fbGA+8WTuDBezH1bcF7NpoJANRT7KUFlz42yDrHWofEuls6gLRRyDPWimd/MbmENoMgKpM0seS15T15SIPiEUQtppu1kJdnYJsnrK9Q80NBAEjWtrYoSbc/l0DnteT5PeXcZ9dX6PXEYTVZ/FBF97a4n+ThxwPZaGFjwKYigGwKkMk/MgWQrm7J89JCa25uUktpa3zfrSOTvtx9xLz48NK7WyYA0EjIy/vsgjvielt462xL23N9T1sFg2zgB8jARwDAIHm+vfHAtfR6BbIAQEjjYr3W42zQhPd5rccZVmoDUEptR5UATcDY8Dw3Jq+twpe6ayJYC55BclrmrJDntT4ZW36zFlTaCy7Ok01xuVlCnoFtnuAHaCTU1bWVXo2d+z9XOcitec4U8jLrXF98eOv0eSeddfTs6jjOw4YFLy0UbOT3RMhb8jYEtMY/uq6Qp67qPtpuyYvHCK4vP80m5DXjp9nc8Vqo091Uuj3gByijer34dgY+/AABYnm+vfHAVTK3hT5yPZ/Vepzh9WMAulO1QfrStch54rwkga9VAcK6YHosSs1j8jLKgkfIA1qMyctDc3Atohm43Cwhz8A2TwgA1FLa1bWVmQuI1jTPudytvBm8vO5F7rOuRnd93H7cOKwmdVbQKx/bsXmBlxaKN+J7/Oh+Ynkhb/0hk39kWpmErjt+c7U9V9m2KM3cOnIJZNkscc14X4anSGvW0g7H5JVR3UjH+ihn27tR09W9XDZlCICb/AzILuS1l44DAKvp553DHYAiGtz9FjeAu6bG4bXfkqdxdoJjpGVLnsmIIzMtWf7ykB00Jm/jZdfclCC/ONg8wQ9QTu+uPpH9UJa8ADTBR0c0wpkuoH4g3khha23Pw48FbAIg0u5rG7PPm8SlGIMRQVp5Jg/ZYdO15G0cIa81pVlL7pqpBfsa+jZz12zSzqbjpSPKCtfFb31i+jJdTV0hr6srQDdl8AM0UNQsfo72W/Lc/34gUUlPLx0aWC/6aAJuxkabIdOhjQlRrAXQ2BoEHEdyyB3ZYvIgb8lrL+QteWnIU87mCX6ABWzX1ROveH3voXXNc0tJVryLkmwC2frgI5fg2Ja25+HHA65at6OWifZAnr42HLTFytRV8Zur7bnKZvK+bODW0VZ+multEQD4llEtWWr86HgxbWx7S+1cXyGvmcJva77q6nPjpgx+gOUM8uJ4fek4p9swzem4Q5CZXbM9ljzR+DDcrRTaG5PXFrfQPKTBWl0ln10TjEhe+bs5gZloxhXGuD3spy9QQaywkEC4EMNS4Eq5Rh7v7DYCGMO4YuruqKe4N4H6dYy5JMTo+5q10xjG+YjflMA3yCFRmcTvB0pBygtpKApTVAQmgS4oyoOEC6KESsFUojFTRZBMgPGBqQAK7aHvEVrEh5loxpU2cldtAT3RgHEf0dKKwCs3B2KfntutI3XmYdOEsivM6Y5wR1WIMtSlzcGwhA08roxhXBlVk6op6+Gh7aXAFXnaah9Y/nFjAt/gnPyjdHmC/7nMx45PLMF0HR4JMPgic059kJurQpRRMzjJm39zmHeK0pyHFtrMTyeacb4kNyYMg51IcWVy2iQ/n55RSqCuvHDM+UXh0f8qomZwgjf/5uPLY8qDYy4oiI5+tBRxKokXFBAIF1EzKMGbN/qYd4rL+4pAEoDPCdSsS465LMjo+4uBdYUxCsMBilpqezYwE824YJxboj4GmGhxhbxyd4hPTy+iHXy7OMod9QF6I8464gWhpm0fVwEmpG3P8+0NBWaiGReKcVujn36k1x9F2LnTiRSvS06bFOTTM4rJgvcc8+26wCs3+5vOt1JE6bIE//NHn9nxiQqJhUIEGos6us4xhkmGxPnixtIFauGo82DHJ8BQDlyYrU4z0YwriAT+GQnGNN403B3Kt4W+n8H0G5IkCu+R2eeMBzATzCQjnC+6R14Cw3SnsXiPZEFDD6qHwLtXlzPnrAvzdNgymIlmkklaPCZ98NnJIIFydnsoax/92CEv5G1GYCaaccAD6MSVDRqAczp7IBjDOOCBMqqKBEMNZRCoh6POgZ2eSLWTCQLwQIBoUTdqqKaMOH4KqSdMCSD4iREniLtLDRgKCBOhCBAcEiTxp+6BECBCTHMAKD5yMNUW8RktpHDq3wnPOzejHS3XmYdNE8xEMw7h/zAUZrm9wcaVOzZ6s7aogSIaKCZN206ettoBLi7bxD/S/KdL8EjIQXPRQpj6AMw7JUULbeanCk35mZePeZ+JFsLU++HLY7310Lwd4zz81NJpINzKM6e0n+9GCymYeieReWenvqdDfDuj7UEiRNswF+ShdWjD+kMhWkjh1DsIzzsHPHjv0HzblM5daNcYNoZJwAW9WUua5wJE4bgz3LojwJneOs1EM46k8whOsqlVMh6AFaNh0Ex48QHwJe7m6HNBuKCJzSnTBhUtgpfuifDZaWfm6TA7mIlmUlY8fnw2BBoj7PLvM7sC7/4hIe+uuXnBDbTMYItsmc6GG4CiY3mOY3lOr8SKYXqqaW47bwCKhrOY8UyiL2sAg0/T5wLGTaWL18XdlwpdMjie8+bXWsVHbnwGw/gOujxLO7oMjvOwYeGGHAIebNg+vwEo+i33sDcf2kspms3TVvvgBqBoGEsYzyT6sZqc/CPNf7oSjpvTXDAMB10FTdt5A1D0C57nOJ7VKy3w08z6UnzM+0wwDAddmVlPlnZk4betPtMBvhsM4zvoiszvafvzOdue59sbEFpbfygEwzjZ+7LN862v+bj1Qnv78jyAC7ibPfnI+1Jv3QVZ6ryhmYAH4I9B96XgS8IB18I3h50HnNfMqTDzf7ABDrw623vykIbseNztIXj7us0Sd3l/880Lhm6gMhsbhoL6sse8bvTVQ5uVcctBOji5jtJUoWiTLPY6+hs880Q8yxCINM3k3RI+WsRVXVlljnZ0CRznYcNCa326ofp8qFqgk03iOjznedpqO6T4DLSBf6T5T1fBcfZ2lC3NvJ/6ziYxRDn4aSZ4+ViTZ8qWZaunWTsaPfw0RaetPNNSe3LdayiraLVMG+41aUe4qQzdVfp9U4U2468+e1+2eb6NZB+3HWoLtBB41/IYyv2O0hX6W7YUage2fadzpcs8HeaG7Lh0Em5fbXa4y1vyNi9Y2nqRNpXZ2LAUaLaQ9SwA3DKpcpBeQJRQlyoUJNqs8kIaUue+VJx2GgqIeP+2hI8WcVVS3TNXO7oCjvOwYaG1Pt1Qfb7UuymvCyZtfc7TVtuhffwjzX+6Co6ztyO98Fzq/W0rP80ELx9r8kz1kGz1NGuHl5+m6LSVZ3K1paV7hdW9Wi3ThntN2hGi0Xu1q/T7pgptxl9x9r7s2Hybndba05cJLN02y4rZfAy17R21A/W3eiiUrkjoO9oASpd5OswN2fGY9Ll9tdnhLi/kbV5wJXgknObQYMt0NlwJNDRZlATq1T1IwW1nqhzoIs1HnN35WB8hygBWpM4B/MTYlgWpa2VUpa6714ayOPM9LbYz2w1fNMju049t1o421JmHTRNaGlsbss+v9JFogLRQEiCKX+k7T1vtgxz8YxbgjtvlWjLNf7oSjpvRnD8agOl/gabtbBc/9dbniwYZbfmY95mA+56m9TRrR4Aowyw/DRBVPtzKM3SA7/qjAbab/qvM72nz89na4SfKFnzd1jrz0Dq0tv4AlOZ2mn6i+7cZHed6ZrRnvh3YfNx6ob19eW/2y1Fv3ZEsdV5J0mmuRY4HoGooJBx4+2rYctq9Wd+RmS4jWgRvXZvtPXlIw73N8CbAJ7+GA/68WeIuL+RtRmADTs8BlqCkX24Psde6REIBG1R8TgGROsEIgbpyDvtdOTs90aSdnnKr7aOV+/Kf8EgWiUOi4mheiPWgSkKEk0cyFTAVh/BqZDArxE+s6mheiBUTliLqk/vzlkCy4miej/WhIv2eFgKcs+AzAQjR4vJ9XzolPGrePk3a0ZY687BpQk5a2MDjSoTHS6g7L0CsUTASJJI8iqkESCwnT1vtguz8Y0Z4FIvE2HHbkyqhdFmCI88Vdnqiy/BIyKA5QYqqeyYPmHqS2AyVKVpwvzNEY22L/DSThqPF5T996ZTwqHl7p5/Z8QkpqO6dPGrqUZgFR1d46tG5xLbjwKknCfPGWX5anqJTv69mXbZnCqt7JQ+ZehyZbW/1u207D3npF5HB8/brKN9OtSNU3St5qLaj/CimRgewOs+3NxC0sv5IzZ0HvnRCePi8fZvhvaX51qXT9Lit9I7b9VrniDDeIHe7Wyg4JCBQ4026Uk5G0pVUe53k6cQLalO5sRq6a9KVvnPh1duT+BJ3y+xzxss1Mh64m7QlKoHhdaLF5QiUVPWAaXeW55OutAxyjYzHcDdikgiYhANzfwW+RPnmmHQF8tk189CF4Vlz3D+/Y2TyErnlnJbKPW9+8T8xglc9zskX/Yp/n7aMwf0u5M7xkxk75SP2fGwPZjlJnJNO5smxz3PMPfPZfsXuzH6shrJbpnHo9Ycxbb+19NnlfO458XmOeWEWe7z+F7nqlvVp+xQz9u/LGdTvQu4cP4XjJ89kr8dvlkv/b33qzEMeADAmZOn0jV2Zs1hwxt/EpWfOkj2+6+ymbYrwvPnFwTGCf3qSX14yjsdPWcbggRdy52+ncPyUmez15M1y6f2d3ca2wGRzwsS19Nn9fPnHkdnuP2uOe+A7RjqXyC1ntbXOKWbsbcsZNOhCueOX7rWnzYlnC+aUk3hqrAgVmc88bU6cWE7v3c/nnrEvcPQLs9jjzV2Yu0hwxt/GH87+r+yzMEvbL66n+JBf8/AxIoQz77cGL5hjnljAdmuukL9e2N5nM9p+UQNFh/6ah4+ZypFPfcJun14t1/55ferMQ/vgOXPsA98x0nex3HpmW5+ZYsbetoKBg/+Xu34zheOf+Yg9n75JLsthgesAGOM8xYmf11AypI6Sp/8gd7R5DAHcZ35zWSm1YyrpcUFf1t73FVvd8Se5/rm2PPugOfM2YNCZ8uAvWy2chxQ8ak57KExh7Ddy37md3ZbOhLwlLw9dFnwksiZGyYQgUQOaUMVHwtiNQx2HZDJK0PiJYzfFdNw6C+06opEQfuIk8LGGPo5BpC3vbEvb3XYYRKIEN+sNOfOwQSFFpwFiBqCass5u0yYLbsyY5R9uchLHIBLbqPvZb1jwEzdJHIzJvvlvW/lpxjMmc8PnINEUP83RDpI4rKJfMzqtoVuutrdYZ2vgkGzWzo6A247erHV8JEwcf55v/8DQETp153B+gHErmA7ThJ+4tLcOg5hmsYB5aBU8G8tv1pDPrpmHTgFjTH/g78AeqD/7YuD3wKfAV0BwZ3oF96XfR8aYJ4GfAWVAHdADdNM5muwmM3n26/bixfBLeBZ49sA7U299Yu1RALwM8PuRdK/8jslvuDvo/C/UwYvAi2NuMpdvA5wJNEIqxdoqoBi4xrb3WeAEEZmS+X1+4sZOVHkhLw8dgpbGyADejFUxfdcn4Mu/cQhVdDfGmP2BS0TkSGPMGcBDwMEiMt3Wdywt0OyPDSz+7gUOQlOcR4F6oA/KM5L2f3F/isOref7Fd0h270Ofqjvh5CU8eyA8e+Ad5g/fAkNQfLpwAupatcHxaYypE5GSjGtbA/cB3e23zACeAW60Rbb0Y/xJ8MPdlcbwAUorC+x3LtyZXoEeVKy6wpi5QAkwEpiP8tUhwMH2/9+B/YF+vQmtOYmxs40xYZQXFvswiSA+B55cbEwqVbFuTK0gDk7ydyTruvNaYxVTDwEYTGnNahYcZ8x8t82gLmoXpP++epwxK+toJ15bEgzaMtcAHwNnvciR5mOW9ihn0DOGA6OvM33n68w1wmY8jjYktKUvdqKX/1i2/cCW3x+4CqgADkTH7kfAqfaZVcDwQRQvO59zPgScj1je/SH+ev7t/OHetvBB26aHUPr3o+OlCh0jqU12e/Ji4hpOjHzM1/2MMfOB3sAfSfOFS0XkFk/9ALeKyCVuPKyPhAFchUbbcEbe3a4jYIW8zX7dlbfk5eEHB2OMAZ4D3hGRUSKyHRoQ2w/4VkR2AXasIlL0MI8fAbwDnALEgDgaOB23dZxtIObDJMFEDal0mdKPolqahy+nYBFV3TPuJwtw4vba4UAtpFyHoqjv/X9F5HbgJHSSyQpWs5iy5G1KFoE8dD60NEZ8sOg+DnzvDK67tYFYrzf5rk8OC8k84GTP/xZp9scEHvztBFyKCkbfAq+iC8v56EJzoYHEYWy5tCeHXJ8g6aunsdAHThH+GJgEaRxWo3xgsf3/Q+LzTuB2EdlFRLYF7hKR1yyv3BWIj6bPrFv535dB+qK00h9dsH4CjK8mUuyjIGGfORsV2g4AriZNK8+h/PZd4NM96PPVOurcncyvAAoNSBIx0PMRFBe1wOMof46NoPTrEgobASklGPETrAekgnBhQpcca2271tlvqzaQKKUwjPLMduPVCnnNFnRtnWuAwcCJfuJGMGIwxiBiE9VstuNoQ0Jb+6KaSPH7fDzC8+holCYvQ/tiufsMKvB9GiYeeo9Ph2Ln2wzLV87+87TpAOBpETHA7uh4q0AF0QDwn1qivinMLMgiOFSiSo6zPfXHoHlqbx+JvCXvB4K8JU8hL+TloTPgACAmIimfeRGZC3zv+Z8owx8WxLHldkU1xRXo4qAG2AL4j4FGXXSYuKMTtABSTrjYR6A+VyNEtfkm/ZdYAb64UUGvD6olDKILkgiwDXChMabEvnturro9mmXHIBJpuk9eHvLQGrQ4RhySkqRQBlCwsILGYIRQNl4+A9jTGBNoC83+yOAAdNPjZRaHB6BC2jXoAgwR+QSYaSCxjnBBgmAyiBOLk/A5YMoocBU8e9q6YigPWgKE+GHxOQBY5v4RkXmeewcAchD9vkjgSwKOpZXBKN+6B/jlCIrXVlNXnKP+GbaeOPBv7LcNpKBmHbVF+kq5F9jPwcRDBOIw7hEUDzFUUIwCsWoiPXrQrRaQKiIhPwW1BuJREv4kxocu0l3eWwDEBEw3isKo10S78eojQYxAtgVdm+YaVFgY5LprZgh5m/M42pDQpr4YSXF5FXWuhXhXIOl5ZgaK/5Xo+nULYG4vgtVV1Bfaa8kMoail/jsA6As0isgpnjY9gipBEJGEDz4qJpCooM7QXHBYhY6BYcaY3ug6wZBWYqBJWwxJK9y115KXF/LaD3lLnkJeyMtDZ8AOwOyWChhjQt/T0Ls3/VfZSyPQRcQ6cPMj8yZwkEAoiC8B4hPEoAKbM5TSKjDJnO8A957LcCWJ4GqeUbdQN2VzKaqtewUYi/p15gRPLIsD5C15eWgvtDRGjEGknkhgFY1b7sagCrLzckHHyCHAMbRCsz8y2AHlFbM9/5vg0xgTAnYVMKMZuC5GIhAlGQhR2KiLfDA4MdRicBQqJK4DeqJWwB8Sn7cDbxljphlj/mCM6e65twNQ6yAmI67taNTt7DngyO+o7bMlOywjO7iZByvw0IpBWENlKWmPhl2SiG8ovSrB76BWjmpUWAsAsZGULF5LZRng7ETP1eiq2CkiEIXyrVGX0yhqAdwdqC7ACYeJ+qFmNzqAV08MdCa0aa4B9gJe9RN3tf+OR8jbnMfRhoQ29cUi6vpsyQ7uHD8CpS8X3L74OTonvwj41hHpvjXbrGqg0DHeCI6mz2Trvx3QeT1n0ipjTCgJPwkT9/2ErWKZldv669B1yf2oYqU8W135mLwfFvKWvLyQl4euB6OMxoxUFOFEQxRFcpQrA44E7hYIREj4QQqS4BfEAVhDQ0mCaGmuF0ma/l2tcrSeeEGMxlL0Xnd04VKLTgTfAh8AxwNPNK8xDW4Ch0YKfDYmr63fn4c8tAgJGH427/7sMS6e0A1f+Rb0qyM3L38SdR86iVZodjOCYcB2aDzeaIHAP5i1bT0v3uLDJAIE4361OOHgi6DWqr1QQWY+qvn/KT8gPkXkIWBbYDIaL/ehMaaJe4BDkgQ+FVCMCaJWit7Af1A3XxnCVlUtvOYTYGs8tOKQdJVm3S1f/qsPEy8mFIMCH8qHBwFzUF5Z9jHr9migsRAwX1Pdq5HavgakB0WNUL0zqjyrRq2iWwIFPQmsChMpgPBetBevxhgfCRMj0N6VcGquAZaKyGc+EiaJIcOSB/lxtLEh1Re9CNQPZuuW6PRJVOkyENsnRfjCQxlVVUO3AGr5yqSFjvTfIHTMhwX2LSGY2J1R8UR2VlsFrEEFyRGoi2gKrCVPkjgOtM+SRwshJ3nIDSrs56XjvJCXh86A+agGNxu4vvlb1BIvWsH3g+z1xajrZC+U+VaLyFao4CWlBKPgNOKxzo2gbJ1DsK4N7UmijDRUgC+OMgZBFyE+NNlKORqUvQ/QW0S+zlEXkIrJk1pK/Q5J6cACJA+bN+QcI35Y/CA/e3cM1924huiW77KoFzl4uYh8hGqrW6XZHxnMR3nF7p7/7vkSNCHJYFT7Lsex7SKHw/4cIxlsIFzg4HNAMMoPBqA8wG+fLQZKf2h8isgKEXlQRI5B3Sp3sLfmA6U2u6ZryTsUtXT4UGVV1TLCfT7moyEtvGIamoAlRSsOSelOn1ogYvnyr2Iki75hdS8bP1eOWjH2Q/lo7SPsfId1mecURi0IUrJWwImTNBDtj+KxAXWBDQH+HvgroyR8kOwIXh2DSI7smm2aa4C9jTFHB4hJEidpMMYhmXSFvM14HG1IaFNfLKa+zyfMdOl0MTRNHWz7YmuUJrcFnl1HtPssZg+oo8Sfzb2xhf6bj9LjyCxtWo5a5QYCSyoJ+59jVq64izBpeg4BK7IVci157YW8Ja9jkLfkoTqP/PHjPFCm8zKataoW1VjOB/4GDAXeBj639xahwc2DPc9vjfquz0UDlaOotupL4Pj1aJcBZgLneK7tAYyxbfkSmL8DJYt9+GPoBqiT0YVNlPRG03sAdzhQ78MkwOcmWhFAHEiCv560ECel+FxXTPeaW5f4MMv9mDiYODq5LEf97WvReJhLUD/9b+21RjSe4F7gFtvuJWi8oJzAr19bxLBtpnLEK4cw7Teeb/Whk0eNxe3HnU0r+aND4+pLVFhY6NIs8A87ruYAX9j+/cw7tjLG1Vx0kbzC1nMnactytjGyXwC+fJUxLxzP5MtOofstg+heBbIjauF5yZY9A5hkzw8DDrDnDwNjOxuHP0Afufj7zvIPY3ndv+y1zy0+/2QgNpSyasOvfxvChC0/iAykqNpHYYXF31w7XtfZsX97Jj5Rocrbr+XA3zvQ9ros1w4F/mr5TT0ak9Tf3vu5y8eO4JD/gnQHXgOuBT63ZYqdNK9rtHTbANyGzgtRi6OFaHzRNyi/lcEMW4Lyy2XAq8WY1VqPU0Waj7oJq6QbvsoyulUDyf6Eqg1OFA9ftm1tsGNiHpq4IllMYT0UvmNxtw5YassORfmwy/tTeAWGGXirPwVV3em/HM/8lUEHa+zzSfvuBksDw4Dp9tviZfhW96Ks2k/og7fYf/L2HD4VmGTbusziZ649X9rZdN7VD+Avlmaj9lq1MK8AACAASURBVDeB8s519ny1pcdGYBbw3zL8tT78UeBB+5w7Xyfs71rStLwW+MqnNCtAsgh/xN4PAl97yiZtfVF7fayHPqKodXmhpYsKWz6Jjne3fhnIgKUor3d5hXtcbq8lM663drhxsDNzPJss0G/60v7fCZ1jvrJtXo3ONb8AXrfnC4Dhnd3/PyCdldt+DtvxeUB/Stb0oKTCjnVBXYWHZzzn0qDLW6qAyzv7ezbkkbfk/fjhFjR4+Th04F+OuhrdBzyNMoQbUGZ3LbqQAEBEvhLN5rYL8AI6EPZAXZ3e7WiDREfXscD/GGO+temIJ6ALl3IR2QbYtZZYoZ+CCJoZ6yfoRFBJ2n1hJnCWdbs0kGyiZUuCgXgRHpN9LQk3oNu11mEXPySQAXHE5+gEcxfK3EtRl42+aKrvOpTBDkIXHlPQJC0RVFN4KPBUKb7aJI7U0M2fZQuFC9FJ478Wv6M7iss8dBrcYul0H3QS+QM6zo4F5ovIrqjAP0hEdsIztjLG1e7oYuQC1HVtS+DQFsbICtBg/BgBczU9Po6R8MEZOWlIRKaJyNsbAQddFjz4+xyNZ4sAw1FF0mDUejMBeAqQOqIB4estS/HX+/DHsbG0Nu3BNDQr5+NoPM8KNBlL5jtr3X61fbuEdCr19kCRMWaZ57jItnscKmiG0HTtbrzyUmBeEU7dm7yzC/hmoq6a3ncPSIITpLAe+B/UOuInLQy6OBuH0nMQaCjANK5k2UBUMP4A2CuG2OQtyULSW1GkNjAPYRrqqC8GZC2REodAhJSHRb8XSfPe7qiL6Kul+NYF8Mdh6ycs7l4EHgPeFZGl6AJ2mH2PF6+3FMFjU9j9lR059CM885fnm45FF+WudaWWtOX7FuBR4L9ARRn+qh3ZcmmC2Ci1CDlevv0LEdnC4qtZ5sQ8ZIWp6FiJ299GdD6ttffnkp4PI0Dxq+wyOajZWXdGM7om7D0XilFhZj66phlwID1ml1JWA8TOYGvXVfIqVGi7B91G5SzgLXSdUQIp+jjetq8YGAVsjypiXeF0kIFXu1MQAyinvDcal+tDx2MjSpez0GyhA1DFHva+azlMApHRDFhp/89Bx98H6LrhCWA8Sq8pD6S+lKwoo7gOHS/VFh8XAx/a91WjbqiXADeLWjf3RBUbP3owxhxH2jvAtQhfcTTbzN2aod+iSrEIqoy/MePxCEoj36PK1y+Bs40x2/1Q7d/YkBfyNmEwxtxojDnf8zvBGHOx+ysiDSLytv19A51Q+9vfIqAbKrC5E+DbaGByNjgPmCciS0QkKSJZA4vb0l5Q1yOUQf9DRLYXkSNEZJ6IjAAQiI2ksGI79vsU5CARGSQiJSLSD82ENkZEHBEpqaTb8Y9y0tuQPGA4oRXHcvarHzF615c57OWf8N5vv2Dr8+9k/Eu7MnvX99nn8VN5ZJLAzyZz/Ds9qDjiY3a56U9c+3Rvuj18CiM+7cnOM1Gm/SSaNe4G4AoRGSEivUXkbHt/HsrYg8BnIhIXkS+AVxKIP4mRCAV+b3ZNY8xg4Ag8TDwPXQu8dGrPXzbGXGz/TwB+6wpNIlKNjpvBIuJuszHAVrUVuiCF3GPrBCAuIs/ZBcej6IIWUfe8E0XTjbtj5JsojLGbTJsQcfNXxn4AD38qIu+IyJH22YdFZHzmy0TkDNlM9vay+Dva8o0guifbRBEJikgIHbtHV1Ny9CSO+RDee3YaOz5xIX972kDsAfabsQ+v/snWdbmInCciZ6ALKvcdWfFpjNkSVQzNaEtbM3ijA/wfai0cLCK3ichFIjJMRLYHwiLyb08bFgOvdcdffQAHzYHEvijPug21LGPgp35MYiv2/gLkPXTx/TW695g33fs4dPF6I3BPbwLVgjhQ+AzKr784gm7PDaL3Ohh3qn32OVThtRL4zRYULgMopej5XeixvC97vb8vBZMLCcTg6vvQBdXXKO8/HVhahKnfnz2/hDmv2jE2DxXqnrDf+KGIrNRPaYLX7aKw5/0s3mIJnw8FxmaZB1eIyAEiMhxdCH5k69wBnf+m29/dVxIddhj7LRSSxQaR7Thtnncc2eyMF6Hx4DVt6dsfK+RYf7zl5Zeo8DIOzZC5EpWrDkbn1piIHILOh2FUSVp+A4t2HcnuXwFbisitpK2vS1BhLIEqX6egMadz/sqImefyp5cMJI5kyEqDL4buc3uCiIwXkbdI73lbYOvsa4y5Ed1vsh7d864G9dR53463EBA24PhwJIifBEm/rSeMCouN6Di4Hl1TX4QqYmrskYr992HKSccLbml/a9A41ZUi8g/7bKO9lxxC2ao6GkO2jXHU8rQQteD/A1XUj0aR+4b9rRMRN2ncJgmWrl63h0tfr9nDnY9LUOHWhxoAXJAGooE5LNwBNWbEUcXRQXbbDC/0QpVYK1Bh8UVyr4M3OcgLeZs2PAn80vN7IurWeDkw2QYyA2CzsR2FTnBHoXvO/AoNEn4S+B2qQSo1xvTyvsQ+WwSEjTGfGGMmG2P6rUd7XTgxs50ubA095lI3ZCi7rcBjiTPGDLNtfsu9FiDmBjI7BuFNntn753zy1D3M3yKKz7hpsf3EfQ5JydjawGiwvSM7MerND1g7aACHfNYSPo0xr6FastHowrEWnXBcOLMIpzGJI1GCftfqYu/9HcW9oHEgs40x53YAl3nYeOCl0ydRN0i3/5vQrGdcTbfn3YDtjTHLUIuRa0HLOrZQK/VSz/9lqJW4JUjtvejSNnle3hbIyn+GUHe3i0ObMMn6+eXc3/IsNH6tJTgZeMoK7h1uWzbemOv5KuLdkzYzpH3+ZuAmgGL4TxzxFdO7BswclGZ7Z3nvEehC5y7g4ApiZQ6+GIQvQLef8L1D7f6AwLPXowvu41DLaD9g4gfU7hkgGK2ncb/5VPVfw8d7f0LkwFH0Wwu/m4zG/ZUA/3TbXkOip4eOT0SF0BPRBbgX/DTF66c+aHiPymFBysLoAvlkcvPtYpRfu/upfopacj4FJsaQgrf4eAhI8VoaAxl77z2ELgaXks66vDlDtvXHzahg14RfokJR5rNBY8y3KH/tjSpLt5tJzXA/hVHS/NK1sg1Bk/uEUAHpalRpvfdxfH7Cg9w0RlL75Inbb9cZY5YaY+pQq+0cVBnxgqftvVEr2Wso/x4AHGKMqTLGvA2sScJuFYSDUeKIOgBFUEHT2GdLgd1QwfIXKO/vhtLLMNsWk0AGfcyK/vZ/CZqo5RCU7t+yNHqfrRNg5myW7xYmUmivucrhkair6mTUnfwUoNYY86wxZo4x5mZjTNYg1U0InkQFsF6k6WsEGv97pqWv61DF6gqU/4wyxvwZ+P0UFuwTIVqI8id3L8NqW58LQZSGDkLx+RpKI63NwZsM5BcGmzCIyBxUq7kaZYB1qEZotogstWZrjDF+VCM6CY3HuxN12XwYnZw/At5DB89y0hOgC4Uok/23iOyGurbc0tH2GmMGGmN2Biq97XTBGOP/Bh4/jB7zezDS61oDqkWfIrq3EQABYqmEA7cw9I3TmTj1Dnb57VdU9VzEbXv5iTtJHPGRCNgA/dQm5REKcIW8Y9j32zpiBQGG1rWET6t9HIC6WZyCagYPtG2/CoiX4ISTGIkRcIU8jDFHAmtEZDbqljEDZdAXGGN+3l585mHjgJdOUY2vQcfE6Xho1jOu7kQXfk+gE8QDIjIYXTz+xhgzhyxjy2ZA3I/mbjWtCQaOQzIZx28CxIy7N9r6ffWPH3Lxnwqc8S7/cEi6vATrZt0Er8aYX6HKnZtbeV27sjC2lTe29Hwc8TcQDsDRO9jnpwHfG2MG+qFHN5z6WTz3c9QlbSVqXXHnEGPfuxZd4HwNXNmIhOLEfTD01yi/m7U7oTmnc/gn8O0vUXp/H41lAfimJ055lEhBP3pOKcQXK2bEN2MIPP81K/tC4XJ0vlmIuuIhInMS4K+jMQC/3g5dkO0KTBOR1F5jFgIZeL0kCaOWEO5Vy5qe6EKuJb5dj/JrdwF8CToGdwT2cyC5lJU9Hfxrg5C0CkFQPn8q8DEqFBzXln75MUOO9ccKVABqwi/xuPN6ngX4GWp1TqILdqkkXlLF6u6k+aWbTO08lDc6wJ/QdUglwBS2eO5QTp8BBKto9Fm98GDUIjcUFQjd+Fw/am1z216CPrCVfU816uJ5Lap0G+CDDy9ijyUASZIBSGl/DCrwh4EvrKV9J5TGoug6y2/bze4MPr2IQMw+68amupb0n1ga3do+A7BjEF9kOP1XoBY/NwmNHxUqt0d5TRh10b4EDakZicZlb7JgacT1OBuO0kE9Oq63R79vN7QPTkPzKCxCaequAnyRbhRXARPRMZuq2nP+c9Ry+ywqLB6G4v9Hk7AlvzDY9GEKGkC8Al1outopL9yPBtL/P3vnHSZHcfTht2d3LyucckISQQQhhMiIJAyYbJLBxhIGA8YGk2yDjQ2fAZFMMDlHYcBkg00GI0AiiSCQUM4Z5XC6fLe79f1RNbdzq73TJelOYn7P08/uzHT39PRU11R1VVcPAmaJyF3obPSL5spyKPrRvxNqXNCC2BdlSE/a8Uvo4GpOezO1s6a9UZjzJ3pNyWCl2EB4Cghm3k7EyhJEZDsKqw6m++IyZvWPkMCUvIi5uWF1JhNEPdvTTpJ40b3ptHgxrw2m/v5ERCpQs/6x9nuic+4s1I1nhC7occSJBi15BwInOOfmoxbAw1CXqlfJsMYnRKsiSKdjyUyzj5AaT/4YG4C6hyAir6MfjqPQ9SHpY8sP6NEtcK4PdURmC8C35Lm0iIohNo4N+E+EpCe6n6bn8wqNfFPbkuecOwJ9jyeISF1bu2DKUtQmc5rVtsagI5Gi71ncGb44MVD+ZeDUUvjZiXT67pc8+hRIF9TFa1EgT9Tu+5yIrLZzOzkQD09g3VCr88XZVG3Xmc7lcMMuqHD5OCpoLQP2KSRanEd+qYfnBtBuZRY91swn0V+lpmg5KkS/hq6zBqA93trFLO0Eo48nFe6+Fp+3fiXYryLyfSWceTSdp+TS05+tn7eRPnwNU/Ls+3eKiOwGDMnFlZzM8RMBOhOt8i15IrIEXX87BP32XQfs6Jz7aGPvZStHJvmjLn6Zjrjla48K1WVA4el0/mp/zv7a8pShlrux6ESzH6jkdKt7PuDlI9JZJ2dlHsX5gbKv2v+X0MmNPOBwG79+25eh7pHno/Qz3p7nJWBPEanIhTe/YXm7juT7Cmdh4Dlyrdx7djwJ5fsrra01EbuXULRXV/L8QCCLSE36Cbr+OoautfODxcxPkIwuYkV39DvRAV1uk0CVw0dF5BWUpktFZK6IxIH/0HQZrS3hZVQJi6NjdgUpmhqKrts8Bp1o2hHdiL4vcEgl8awSytuhHgg5aL91JLBJPSqTjUctsR+ik1t7sfFv8JYDaQPRX8LU9ITO5HyGMruvUCLtGbh+A+ry4v96dv5tdCakC7oe4Xs0EtZ1Ge7xPBrk5DA7/hXwUuB6LhqIJbKRtuZaGz+zdu6MzgB/bGkMuti+GohfQvcP2tNzKbhP7NoQlBl/jDL9F4FSDyp/xM4zwSshc/Sqhka7amxUrEypkkAkLiAxlC5zo/SajjJ132XoGOAN+/8ZGmyj1ekpTBuMq5noTL//v2fauPLS/r8N/MryDLVx5dA1TvODY8TG1dk2Jva3fG8Dx9bXtqmw6xA6LozQfnVXmH0Vp48GOSDDMzyBfhQnp52/Hg0MMAEVTHrZ+fPRQCUzgWvtXFfgnVZ8Dz5vyQ/wiHr5TD11HYKuK/MFxXJAjoRHtqPLSoiWDCR7/j785BMg6UHSkbfW+mkKKmy8iVqhvkYtA0KKby2xOktRq8Z0lL/FrV+/QQXARWgQD58GBmSguZ5pzx9BrQ9TUQFvNNAv+Hw7kTUbXAJcEeppUMNvHcwuwBV7Gq3Y501Trd497bicVHTBf6O81s8bR60mcUBiRKogew6piIcJNuSF/rlqakfhTFrdKzGLYtp9itLylqe1xY9gWAUsiMIXWTg/cmapPfMaUlFPCwL9WYIG26m04152PBdYcgDZnw5hyLRO9H3yU4b+6wjeu8Vo7xvUpdMP9nGV9dPjdv47VCAtsHpHWt7ZWIRc1Fr4ZGvzthYem/73fD4p+SMTvywJ9P8Y1FpSZv26BB1bpUCyH1nL+7DnZMi5CV2j7Ad8+yxAA1XW/8uBREe8oqgG+JFT6TvB8ryI8roiUt/kMqP591HLbDGpqKsVdrwCnbBbjiquNVE0O1Pg06Sf36fzmuiydq+H02jWT8u9DeWMJKpoPkUqyEyptauoPdlre9NlGTrpUYTKbE9Zv+0UoLcVQFc7HgVc2No00gI0tivqLeAHt5lDQL61PFHU8j/DaOJlYOnv2eedYezlrz+uRK24LwbKFaIW+tFGv/NRBXsesGtrP3uL9WFrNyBMLfASVXD4MPA7wc5PMSYyy34rjGlNAP6Gzn7MtwGwGF3s3x94y8pPQGe+VqNWwLHox2w00Ddw/wuBSxvQzgvRdRJ+O1+wAbwOnTW72tq5CliXiyvPo+tKiL5iTOw99MPxH8s/GnjWQbwzBeuh47QoVKOz8kmLmhmPQuX+7DEZIqt9xuqUmdcw2gI6rM4le1IkJZAEGXG6EFNJ7Y9NIlAmmV7eQcKjq9/PH6PBNmaj7hdTgKtam4bCVPe4Cvwvtv997N1OC4yxpTZeptm7nWgfiyVGs18CUwN1T7Rx1QF1/5uMfsDuAwrra9dgGHkgnWfvwfgrz8W7d0f6LAE5KEP7D0EF+HQlr33g/yXAQ/b/CHSNQra1fRs7Pwo4sJXewYVo9L0LbczXyWf8fkM/3hv0IcrbBqPKygz7/4EHlRcwbByc/beOeOt9/uEgCbEyq+99G6+r7D2vsOMFqOD1nfXfLjb2l9p7vQudIHsUXUsGasWfZf+HobPxfrtraM7OLfafGRXyllj9a0ltj7APsDiwRUJ1oO+qgEkOZul15/Ol5ahQfisqePt87QV7Rl9oTVKbB75DzX2iK1L/UzzRQWIAu01HBepkhPY1fJfaQvG2KD+Me7XvV0QqhH0Rqck9/3oVurzgfnsHJe3xSuzZKq0PP7P7FKJjaym1w/GL9e149PvzPVAWhcoB7Dj359x+VE+y1xzKB7fau/3WfqegAvlPrd7gWLoDC7+OTuI5dP3PKtSyi9FR343R/ZaQSI3NDeQP+19s9LWYlNLuyyHBb2jS3mOV0gvxbArWU3uyNF0p8lMVsCZb60xXnqqMtivS7j3f2leOykPF9o78ur+3fIlAncGJiiSBSaK0dmVqb0PSItJkkmDK0i0UVqJj6jg7vzDQjs/Rdd/f2bM9CWS1No20EJ1NsvfoRzav2abGrudbHn8rjruBQ7qTt6oD7VajvKQanVA4EZUfn0V5xCRSW8hUo7xgq5LHWr0BYdrykw2W/g3M96oN1BHG2CehH9rxqBD2GdDfwbwoVGfRbj24CcbQfEEjjs50lQJf5aYYdFwFMxecVRMgfiTDvvLIWu4zYpdi0EkgGSFWZfX596giFcnL30sl00egHJ0FLjcmVA1M+zUdPrTryQgkcjjydWMyc9Cocq3+3sK0+VJDx4jlfSYwRnLSr3eAT25i4P92Y+L/rcM7K4esSqgeVkdd/UlT8tKu/xV4MO1cDiqYdbPjE1uLZv1+s98N9jmqo98+sfE6FfU6yEnL9yQpK8+YQpj7BL96LcJlf+lFdMU27Db9eX52VEdipTEGjQN+YXnfBYba/2ITCOabwLDUzv/Ozi1H3as+Q2eQPya1b+Gd1r89UOvvPHQ2eoP3XhfdoDPXnwaO9+qAK8qnQxHkf2zvsKZsBMZ1JrLuKG77F8p3p5GatJiK8lf/3qXAmBicsRfZM2PkloO3HFVQnu2sAqnA3SdaO+ba800D5Ao6vHIpdz6zF0OuiuLiO/HaTVEo+xF7TAEZRsoaNgDdxqLie3pc2Ye+i41/fmr96FsOt0UF3MmoUrHUaOJOYF0BPPslQ56IkF2BKt/+/oHj0Vn9OsdS2juN5kDplVz3wlmMOnIc+z59EGP/kZY/D+Xj+6Wdd+g6rivSzne1NkXs+FLgz63Ji1p6bDYwr0/bMzHrU9r1KUAfgYJJ7PywR6wKcl7IMB4+Ava2/7cCvxbwZrPdfb/mkVHdKXgPSLbnN09kuMd/UAv8z1HlP0FqD7yxwIwM7zQJjBLIu4YDZgFyGdePSsv3d6AqcDyTlKdSFfDhLRxxQwSX9HBrXuS0jy7inlMs73Y6lhhkx+8By4L1v8ipd97NxS+09vve0tK/OfnJ27js4dZuR2unmlXFIUI0BRY8YjsRme+ca0fdIcPPsnwHOOcORpW9dqiraBIVcuZZ3nn+tB8Ut0P9rmtuab/+fnd7B1Z0a1g8JD2qVOQ9xtTaR0xqL5wmScIF6oTUdbE8XQPHPVDBZjtUmOqLuoBUA86DaaMp2Rfba8vhJMLhs+C93qh70MEZ+ifEVopGjJHhIjJVRM5wzu2FRmq7zjn3FvCYiEwEqITu25AzpZqYa4dIFrF4BZ901CB1DW7Tjehi9SJ0wX4Qj6Brs/yAMF+jLqmbFX6/oZMq26N7U71m2xME98T0LTTzUQ+FH6ER7WJolMi7rQ9v9vsQjZ53C9DjIHhOcF08nFeNRPMpLEniRTTaztxdgNvsvfVGA5mcgFo8F9s9vkZD90dR6902qLvgO9b++cB+QGeLJtgbnZH/HO3/pcDuGd77O8COddBNbyBuEeZGALc/T5dn/8j2Q6fxbTdUaO4BdHDOdQL2KiWZGM3VJ6F8bmfrY3/fMlAL9aH2/+BqOGg8lZ6Go092QNcNy1rIixBJJLj8CdSyOBe1inoAj7P+kDg3SSXFe8SRyAxO+GsUKpewqj10vs/ankQnvHYBsgew7IoqYrkoH/096qaVZcezLe2ACvYOtaSdDLQrg2HHMjk/QTwb5cefO+eOw/bgs/7POJb8dwogIvFC51UUURxzSMQC72D9FEGVxh2A+0XkC/9FOOdGoWuzp6L7l/nnY6g77khJBQr7GvVmuZUtGE3kafuhUbHfcs79D6U1f6uAXsC4KKwZzvL1SapjcMlf4fZCar+7fGCUcy6B0u3rHny8DQu378NnE5NIDHD5XDPRObcDqT3qglFS/f3oqoALUF5xJbo/5UrgFhH5B7ru0qEeBAyiSwXAbGYGg3iA0mow2uoiVGaZgdLvkv4UFic04mc+oOt+lT4mAwtEZLKVfR6N9Jjqa8SXQUI0AhpldYPtEn5wCBfrh2guumCR1SRtM2CpvTHwykC+j9ENeatRYSiKznb2RmfTXA78Jx9XlkWH9eDNRl05QU3rvpsCqHBncBUAuRSuJRWRKyM8qOhItr8hK6J732Dumj5eRJnr+kB9cdRyONeu+evsQGcGXRZ8W4QUWNviOXjVSTpWYxuwoh+0ED8cNGiMiMhUv4CIjBeRC1EBYjbwpdNNsXHgnG0F4iGeqOtco3i5iFwlItuga8mC+4CdgK7nuiKQfQWtQ7N+v3VBZ9zniMhgEckV3SPTTzl2bhcRedn6bQDq+pqFzv6fBoz3+xB4V0S2B77+GoYKLumBB4LgSBCJ3M0eH0QZ9gnqankhKqDloOuxgtEC/4Xyh69RYT+J9ukvUYXqLlL7gGWja7MeBO4w3jgP69+0974M6OSc+2OQbtDIxnNQK8oQVKl9azDR4gK6lEDhV6jraAnqJnxJBOa9TL8X8unhez2sRxU0P6LmfNTy2NfvHyA+kNg8p3zOX3s6KwnRBIkIZK9Ag2Ychq7PigCT/k6HN/uy6/xyKna8iZ3e24b//gOQ2SzpCdfcYe80D3W5KgKWeoCtF0ygSi+BNh6I8l0PXcO6BF3jWgb8qw88kIWL59N/EUTes36ditFtfWOJDMJzUucKo/5elPZeEtbXfYB9nXOD/Pwicra9v2nU3o7iAlSAvz9wrrXGUkuj0TwN/VYuQt/DNNRC+5T1667Y/oXfU9U+Rn4pdE9meHeDUffxg60Nh90MP76XLu98zUsHVZLoBFBNzInIbNE9J7vbffugURSPEt2PbhpqMT4FVbrXorR1m3NuNjqJ4MsXLmqkUkk8nddmUiQE5aNzgZ8M5+XrXOo8pny8gdL09oFyX5ImlzvEiW6NEqIRCPtNEVryQjQX/t5EbGRG7/xAvo7oPjUxdM1CAhUwlth1G5iCygC0R2fVILVvio8Ag5UcbdDaYOQrH4Ew814ij+SaYqp6AUQgkcRDSEYS1NoY66f26++HAyo0dkWFKNBZ+86Bay4B28fNmuggmUC8hAZz8wWVWuGkQ2z1aOgYGe4LRWYVOhYVav09oZ5BK1qxmPK8OFFXCtEqqmOwf0kddW4Mz6LBRK6x48HAeyISnCTJoXVo1u+3clQ56uuc+w7tj7osef5eSuegroTLUCVkFWqhfIbaVpR5K2B/wU1zuEgMFy9jXX6SvrF+5JYnWN0HtQa8iu6/tp/Vn4/yBUEtPItFt9V41/JMQpWVSsu/1s51Ri0DvYAK59y5qOBfDhu8951QQfqZAN0UoMLqbOAL29d3EbD7rizrUMr/sqFqLzSQTyFq2Xw3AVeex+JOFbT3UF7WDuWrE60vu6KWySzrl6OA4llU905CFPLfg9JzgQExqIiQk6yg1LdSVli71gE7XsK6AcLX8U4UfrGCylyPwSUFsK6SWMdyrhyJWrvORy1a04CTeuEtn0nl9ta2r1A+XGjv9gvro52tT6PWr/2ALkvg8CTVnRzft4PEEagSNtqnnfrGkj3zNsBi51w0F3LyKKysJBn1EEkQwTmciAnnIussoubRqBUGO59wzr0A/AlVQkDHUvp+iq01lloajeZp6LssRC1pO6ETtuc45870MztwP6X99LGs3w7+VFrXuxORYufcZCDxZ5CFxIryKFyXYFUEVMnLYMnzo8me4py7EB27Z5KKpNnR0gx0grczGrHxYGBMCVUAp+Fm6QAAIABJREFUbMfA9C1vJqPjxcc2pLYBaQeszSbavozqLEzmtr04BwFTAlZeSHkM1SC0SDUZYb8RWvJCNBMishaIOOdyNjKjN87y/Rl1o/HXrC1BP9yL0dngxUBuTGd5xRHxLWdvpN3aXyS7IgKV2USrVL+qmXmTwH/yKCi2+wFJVw0FiYAi5vCSOWQv0MhXNfXciiqHo0ltWD0XjcA03vJ8iK5NiKMz8uX94cmjyZ0QJbc8i+j6AqKVcWZ0RWfWSwkIByG2fjRijPgK3h9R4eSnwJ0iMkhEbvHdJ3eEsW+wfNs4UfcX2Kc33Vc0xpJn7o4+TkCjQPr4DxqOO4gdaQWa9fuNlFC8HNi3LkseanH7LymXzU6oEnGciPQQkautD9sFbtMnD9YJLuHhIu1wZauZ23sSy7osoDgnyYydUAH2SOB/wMEi0g11A5yC8qun0QhuoOsBHfr+KlFB+GFUwdsXONksF18AP7P/PYEpGd77QJRfrBeRYlTQdcBuRhM+3fxEoN8JZH+jVt2spaiSuxy4W0QmeLDyMXq8cRijnkeF7TLgJhHJQXnw9ygffsaurc2CN/oRXa4BTUoPRoXXd6JQWUllLgx5GrVKLrJn3Q6YEoP4XpwwrpiSAQPILapgaW4l5JVTmQ1DRqOK5Y4oL70ReGoPvDm55JVBwQx7hzejPPVN1Lo4CLXsTUQF5XLUCvPFMXDh5XQfHaVDMUTHW79OtXvsRj1jCaX1s+z/qTvizRUVwCNmLRfo280mJnHO5aITfNOdYgc779AN5oNj6VHUJTeIVhlLLY0m8rQv0cmA+0VkoIj08ukY7dM9q+Gwtyjetiv7ToNeFxB4d2gAnsdFZIW5OkbRyRZvEdXZZaztkEfWOoBKprYTkdnoRMZgNAhVFqrMXYxa0nuh/K4U9Sx63/jJzqii/jg6bn8LuOv5vD9AjLx069D1QMw59zOjkx3QcfcmGpG8/50cdidAX9rfBTWWvLvsuYI4kZQLq4/QItUEmCWvtZvR+pA2sDAwTFt2QpnhEQ3M9ycsIhk6Y/YlOtv5Nsro/4u6D1VEIOF0AfZoVFAqRl2ivkYZ/xhgQQQqe9NpCXjBiF11pZbYJkHIHFFzHfBFAdxciFsXIbssn6x5h9NlOhz0ManQ6xe39jsL0+ZNDR0jlvcIAlH70tNsOHAIBQschat7wLxLOPM1kGNQoeWtQD3PoYJ7NaqMnGvn/40Kmt+hyknvQJnzgTPT2nN5a9Gs32/2+3Z9fej3m/2ekN6HWBRK6w9/IicRg9IIXhyyih0kI2RXRvHWRSABWX4EvqtQwe99G8ffoAFCqlGFbRaqUE5DFYep1sfjUGvixfZ+XkatVNNQIbU78GVd7z1IN3bv5aSiy71Wkxeit5P3wm4c8yn0eTZQ9i1g73bwrz3ImhWIrplANxX2862xNk02mvjUg8m98FZk074I8sbZvdd4NZbTgtlodFFBLRcz7X/S4QUiE0aqvZpoil4wGvFS67fVHsTbUbgGHjwRFcT9iJ8VqNLp72U20do6GVWgpi2CHXoTW5FNz2XgzbB+9fv4yPrGEqqEv2Tv9Mv3yL7zEu56+hj+dP4u5C7amam3QZc9SUXXnAxcbWU9o4FJdv5f1I62eV06vaIuxD9pbX7UkmOzgXn9sZmxDLpf3awIzDmQnCmH88qDsO/PrEwwiuJ4UlFO7wbu9GB6J/3eVni6ZEPAJa1Md8u7yn7vNfrY28bQOnRy9mbABdpzAmpp7mb0J4DsxDbVl3DHE0ZXlYH8T5OSDWYFzn8JVDqIO1zyBU4d/CKnfXQuj55sdPNGWj/MAz4JnnuFk+68g9+/2JB+DlMq/ZefjPo7VzzS2u1o7dTqDQjTlp9Qt4SnG5sP3dB0MWqle8MYpeaBXo/R/bkCdpgHue8HrtXkrakbznqA85/py/yzltDzjpN45aHHOXvEWA56FuSPCdxlV/D3547ljRFT2fmhPfn6jskMPOtZTn/G0WvGRDrcdSZPPj6Sv40Yx75PFbL62rR2d0fdhfw9abJRwW4curZknH04XgF2Eui4O7FZ7em3qJC8SXcz6E3oudDq+IqNhMgP09aXGjpGGpRgvy/YR+kUzr+ZPz8DctwmbPvY1qJZv98CY79l+rB2f575EL95pg8Lz1pCzztO5t8PPcq5Iz7mwOc84pe1QPuXB/sPXetzvf3/A6Z8N4tuIGsNHW85i1GPgwxOL3ss/Hhfsqcfzv/uhROODPZlnfeADn5/gOzgn/8bPLEbe00GOcx44ThsiwCBmN+Oq7l2xJfs/c/OrLxO4Pxb+NO/QI7P1P4ycq69iHueAtnf2nQ3uml1fTSh/Qjbj6Dw0/YMnQAdbkvv48akMnKuuYh7njqHx0ZMYPBjOzDzVpDsFqLl2n21haem8LSNloGec+l/zxG8dx9I7wbVa3T6U156+CF+M+Jkun8LscqNtKNO+qrjHu32oGvRXxlechF3P9nYvnqVE694hF+//QKn7v4ip310Do+dUgd9xIHt08reeTt/CKNrNjK9xvFP3shff/BKXrgmL0SzISLfOuc+dM5FpLZ/eb35ROR559yRpDY5BZ2l+3ApxA4jd2Uh+80p4ct3YNZau/YKtj4ucL+Iulslow6RBBGJE42iM8aeh7gkXq3rCSLRFZRGY/xsdF9GVSSIFCSIRD110Um38W8H3CMiM+y4L3AP6ubUG53x84D/iMiMMc71OIjYnDL2y+rGxNk5RLrBMePhiWnorP3a5vd6iC0JDR0jDUTEgkJ4KO0nUbfGFodzrisayKJVaNbvNwJjv4X6MIga/uGRlCReDf9IEmnukobF6Pqe9YFzUeB2+78OVVgyohF049kaMsFooVZZmHYh2YsnI8B/p4EL9mVd94j4/UGAvuIQPYSjJk9SntcX3RsuniqT4rE+nSbwPFE3+Iz96ZF0wbaj236Mrq9PUPe724GuHXCV+ey+dj0/ecCyBfu4wfBIegkiksSr+VbQcmMrva+2aDSFpzWgjOeRbGy/exESSXtvkcvYfsqrZHdwzmWLSGUdZeqkr0x4BWL70qOoO50K1zfDddIj6YQINqbScSi6l+ac4EmnwaBCv8PGI3RxJQy8EqKFICJPNCWfiJyTIdsTONdvAUnpy/lTFvHMiyI1a+Iy3cfT6HjJiP+BEFw0IFS4JF7cIRFT4iRONNKVgvI8rp7keKJvnGhScBEPkSqyXNpi+88JrK0QkVmom5EP//9TAMMgsTMFk+dxZt4JvDZ+Z6YdDI9PE3n8lob0UYitEw0dIw2A56nwTALPS6pr3CZZXy0iK9F1K62GQL+1VP+loxb/qCYmSbyI6H6bzepX67+L0869FPg/qgF1NOS5vdQaslSba8o6511BhylnaLwaLwMfzshXAwJ3TZ03weQ/02Gg1ZPOCz1niqHg/G0Ikkm8SJ106pyLEHEm+HrWnkfre9ha7XWu++/pNO1jLihfyuASu/5SnYXrQu12+LQQCNjVPGToqy0eTeFpGynj2cRAY/q9pkwSzyZ3FzwiQl0K3kbpKx2nQDxKv3Vz8Do2ReHySCI4/DVimeoQkXdJRequgSl5jb3lDx7hmjxFGHglRFuFF5hJ3RidekDC39vIn9FD131EMCEOiPpCS4JI1Gbvg4phYLF9s7iDl6Ed4VgL0VKoEejjRH1LXkhfTYcnuIRDooFxG2XLGrdewOqWqc2N4acbK+PVQ3NebX4qEicq1cQi9VjyXCZlshFoyrNlQrAdNW1vZp0hGoeMEwsNLRMnGsE8eDZVA5sTBMUjafvyNq55obLSeFhU0tZuRqsjZF4h2ioaw+wzWvJIMftIEi8RFDp84ThCIhq4T9QhG7gnNaftae0IEaIl4DVQeA7RMGTiH76wuEncYDcBNsYvmyU8p5XxrXKZ+iZYJhrwnIjW41bsBfhuU+i4xkOjjvobipp2OCTaTMUzRNMQaUK/B8vUR2cthSZrDhES6h3UiCpCS17TEFryFCHzCtFW4TXCXcbz3TEjJHy3jaAFzRNc0v9wVxNLJohEBBf3SEYiJGrci4CE6O2aMza8tHaEQniIloTnkLjgESdatxtciIbCE5zPP5KByZktypLnt526lbxkNbFGKXkREpnK1GvJi5BIxon6lrykT6f1TEZ4DkjodjmtackLtiOoOG4pNLA1wGtCv9dMLGzC760DEDzXWCsc1LhrSsLW+CYaoYO6cGlZkxGuZQyZV4i2i8Za8hKqxNVyk0w4kh6qBCYwF5zg9Tpm72nAPTfS9tBdM8Qmg4fSFDZZESp5zYPnu26n8wfAc26LmA7eJJa8utw165lY8DLx0wSRSBKvTsUQoJ7rG21nCylkwXaE7pqtg2bRqdFcEnCbZtxKs5Zy+Ja8xtQRWqSaBrOA/uA15JB5hWirCLpgbGzaK2LuVlGXWnNXs1YpqQuek8HAK9XEokHrXiAaXNLqbM7YiATbgQo6zrlwvIVoEdQIz1VkxUzJ21LcCtsiIhl4gS8sQvPW524ubIxfBpWWhtLKhnXqpt+uHkteJGBVqeGnVWTVNxmh0UCbTsctZcmraUcSL9pCLqAhGofgu2xwdM0MljxoWfnW6Rovr67ImPU30AKvJNVYjD1fw24cri1rEswC+oPvuFDoDNFW4TViJrUm8Eraov+4R9LFibq6LHnpZWgxS16L1xkihA/PF56Dkxmt3KYtGb4nQGQzCIubCptrTZ5Gv6w78midlrz63DUBmuF23NKWvJpvRWjJ2+xoEp1GSGy2721zXAAjNm/UmDpCS17T0RSFfGtDuIVCiLaKprhr1ljqAu6YLk6UJF4ciPjrRXyhw4/IWU1MBOehm5HSgHtutO3BdrRAnSFC+PBomPAcomGoNUlUTSxpwmJL8ILNBc8BcaL1ulHG9ZPfbCUvQaTe9XVJvGSQn5q7Zp2KITTfXbOR6w0z1uO3Q7fTCdfktQI8j6RUkQWNpFN/6xOHbIpx65SuXZOCoPiugwmz5DVS+WhutO8fJEJLnsKJ/OAV3RBtDG6kG54V5x9VEXqyvo/w/t9h0hkLgStFeDY9b25p/iPleWX5FG0Dn/0BOs0RluzvmDTccpkffYeFMPQOWLKvMGlE+uAPMFIHsBq4JP1+DWl7LMFt1R69dAJOgvdZheNSuUYaVWeIED5sbDxYFaE9QA2NFfWDMX9bxbfnXtpYmv0hwzmG51L2SDm5+QDkroJhI5V/LDwIDr8SdnuuzY/bXdy0CxfGOt9aVt0ljw6LYNjIVew56lK5Rp5tDD/14Ua64dEEt8VTfAwcCyMJ3squyD+rLK8sj6JtYMzVtWiudjt8frsfzDxGOO5iR99PN6DT3pe5X6/L4e6yGHl6c1ZBw/rbjXTDs+PcXhmhB+KSOHE49Nka+b56uyW/XheL3V3T9sOvhEHPqUzfxDpDNBzNplMts0nGbe5V7oPKKD+q+ZrPORyeef89EY5qwHPd54QLJF3pbACdu5HuPpfkd+JwOBLAQ3KNXNScZ/khIOy3FEIlL0SbghvphgOPgn3wAary4PVHYNKIMuA8n+G7kW44ycgovERWrbxv3gv9xsK8H8OkEVATncpBrBSOuQjmHWHXfKSvhxbAVQLnNFRoztj2DaF1hsJCiEbC6GsUkJUxQ1UevPFgJd+d2WCa/SHDOYYDowpZk1VJNmWonodXAcefr/xj+knwk/Ng8HNtdtw6x/AYpaPaUZG1nvbEiSmfO+78SoY88xhwNg3gpzX11cfH0m0KAZoDyNgOn99O+SmcdA7s/N9UmWsdCKNwG9D0Rvt7I/xWn62B78s5hkcpG9We8qwSCqgiW9uu775JdYZoOBrz3a+/TC68/miLjls30r2LcGQtuhcapOi5ke4+4MJ6qq+zffWUvf+HqrA0BGG/1UbohhCireEm0j/aWWVw+FXY+Ztq5Q0qeH7eH10HY671y4BNxQJQnQ9jrglcY8M8Ncdkp92v8W3fEI2tM0QIHzdRl4IHSvuHXR3SV8NxE5D1Gx7hYD5OnU3mpPhHdT6Mvgna9ri9qRcrsy7mXvqwWM9U58OH12cD59NwflpT3wZlfKT7P9SmuZt6smrDdvj8NpmjfZlWJoOCBw3r7/r4bV3PVmddHSnNuph72YHZqbaPrlVFY+sM0XA05rtfT5nyTTFuj9yA7h2w/Wi9Vj/O38j1+tpXV9mN1flDR9hvAYRr8kK0NfTNeLbDwkzX685b1DdYpjbqu9bQ9jQvb2PqDBHCx8bpRuk6pK+GoS/UsdlwkEcU9a2Vvw2ir7+XVq3n0HZnjlCYmZ/Wd65uBGiuznak92XD6HRTX6+Vt54+bGqdIRqOxnz3G1ambYzbhkQIrat9dZUNo73Wj7DfAggteSHaGjJrXymGHbxed15f0cuE+q41tD3Ny9uYOkOE8LFxulG6DumrYVgIdSh5QR6REjTbar8uzKigaLsTGUtk5qf1nasbKZqrux3pfRkoU0/NG2tHc6/XyltPHza1zhANR2O++w0r0zbGbebxVxt1ta+usg2p84eMsN8CCJW8EG0NV6JrH2rgqnJg9I3Y+Str5U1GqmqVrsqDD6+GYdf4ZVAHetvyKlYKw0bC6BvSbptM5akpQ2Xa/Rrd9gxobJ0hQvi4Eqiq82pVHnxwXUhfDceVQNUGSp5XkeIfsVIN4tC2x+2VHlVVEFBQYqXwo79VAg/RcH5aU196mRqkL+GvTXOZ2zFspN7Pq9C+TCtDZppuSH/Xx2/rerY668rY9sNrVdHYOkM0HI357tdZxqvK3hTj9r0N6N5fkwfvbaTsQxu5Xl/76iq7sTp/6Aj7LYBQyQvRpmALkM8DFiDQYV176fP634RJIxaQtvharpFn8RJnU5W/CoGCdYXw/o3k9vyU7edtS/6kE8mllHYUsQ0LoMN8cg+/lJx5B9B90mHkUkY2ZeRSSg+WMpApFLCeXErJp3gtjQi6skHba2mWNVhFGw3eEKLtw+jmbJSO7CSCQP66TvD2PavCoCsNh/XT2TGqqwQoYD3kriT3yAvZYV4/WHigH7yhTY9bEZ7dgfl/j1BVLQh0WADHXLyKIc+cY4EGavHTvq//X0Z+WlPfhnwsYb8LcNzv89u8dZ1r0ZwIzw5gXqAd88k+/PfkzjuA/OnDhJPOIb/vu7XLZKLpBvLJetvZyAApIjzbn8VXBdtu7z7Z1DpDNByZvvuNolMtw/av/7nFx61cI0fhTNHzUwOja9r4u5/MVqR625ehbIIfaPCQxiDst9oIo2uGaLN4xx3dq5j2z05m18dGyjXP1Jf3n+6sW6rI2uE8HjvjJU59axk9IlGqvS6s9oopkAX0f7AfCwrzKDujmlhlCfnRONF4ASVZBZRVFNEut5S8ijzKYx1ZX/U+h//uYfnt1M31rCFCNBX/ciMeWE/7ggvkwTNbuy1bIl51J7+ziD65uVSsPo/Hhr/MT9+awU6vXiU33tvabWsonnS/OjCfshs/Y+j/3Sl/+CRTnnfdUd3X0+GFKQx84lq59qnm3O95d/o/V9K17GK594JM7fiCff82mO+OrSRrmPHTiw5h7AXFtGt/vjz0y+bce1PhOfeLXaIkHpzA7nfcKFe91trt+aHiI3dot5V0e3EKA0ddK9f+s0GFnMt+mZ++PYOd/nuV3Hj3pmjXne4PB/ViyfvL6L74Url3h01xjxAhWhqhJS9Em0Uu5QAkGrBe1iNJUsnZOXTqQjd3UvebBBEiJJAahyO9JLrHqZ13znfVqaoniGGIEG0JAdoP0QSYu6Y/9h00jOe0JURt3/Y40To3/+3EGoGWebaM6xhrtwOPJKT4qXMItrF6m0SWeY1uae9+a0M+pUCj34NziIR8MESI2gija4Zok3DOJaK4aZ3I3XY1r+x9o/vbzcB6YD7we2AiUAF0BIq6U1C0nJK+58Mp8O9MVR7QuBa8NPlJd45jw52hABYBr4nIRc65nYCHrR3ZwMci8pvG3StEiKajLoE7RN1wziWASUCsB3nb7MauK09iyCrAfcWSDo/z0W+v5rp7nXPdgceBbYAYMF9Ejt3Mbe0B3AXsA2wHFAPLge2BpUBJDK99NpFOpbz87n3uku+AODAUdVWKAateZtvdYVv+xVMn3OCu/idwGlCA7r14hIiMtvudDLwCnCYiL2dqz0C6HLKQ0k6XunuHEeDJOUQXtyOrVznvX7U7R0wU8viKJR2f5eL7juL4yW/z9fYXOSeNud/mQhZVVJAbKnmtDF/JS+I1hqk5K9OkezrndgPeAHqhyyyKgDOAd1E5w4sSWfUYJ/j5fw/8VUS6O+ceA84F/iQi/7DrNwNXALeLyOVNalSIEC2AcNojRFtF+efsfGQOsXhXen4KzBGRgegi5e6o8vVXoBT4pg/tl1o5ASggt9KvyJlFLwi3YQiBdEja7zxUuatA12f4uAe4U0SGiMguwBbj4hVi64BZ8kItr3EoF5EhAoNu4ICvZ7Cw03N8sgsbTuhcB/xPRHY3/vOXzdlI55wDXgU+EpHtUX53CHAOMAOYBuQ5XNVQtlmaQ7sJwGPADsAK4DeoMit/ZNGJACtZORCdMPMxCfhF4Ph0dBKtzvbsROdlIzn/2TSePOdpTvzVPRzzVTVVXV9n6i5J605B6VRU5Gjw/TYnfEtefdbQEJsezbHkNUVBN5r+DPhERGIikg1cDAwAKkUkFyhIkmz3DBOjycwTahXArwPHw+1ciBCtilDJC9Fm8RvmHujhpAd9ZwBrAURkAtBH/4ofLenLSEqRSwKUUxkDVeaieDUBUDIodzXHHi4JSC7RuGYlSWqMvAl0BpYAJYHyPcHf+RdEZFLTnzhEiMbDIaG7ZtPhupJbeTo/nvUVs7dbZSwiYBlNH9/fbeb2/QioDvA6nwcuQq10o4Ae3cgdW0xVzJjZbHRPqGor8jFAGfFepVRFqqgspLaS9zGwr3Mu5pwrQBXECfW15wwGzvRpLtAeosSJ4JFHx+lrKW2X0pld0OLcmPttNoTumm0DeRYws7FKHjTZkvcHICEiI/wTIvICgYkHEanOJrZwJaVOMk+ozQb6OedyzfrvywohQrQqQskgRFtF7kQq71lGSf53fPFr4PrAtZ3AFuwp9tuVrovsf/A8UTxJkqxhygHz3AaumEnEA1w58SgbzuhfBOQBhdR2c74T+MA597Zz7g/OuY6NfdAQIZoDtZCExocmwjmE7nQpF8RdCN3Srt8PPO6c+9A5d5Vzrtdmbt8gYHw91zsDibVUDN6BwuLA+cVAb9RlbG+gOgZlY1nQuT2Fs9LqEOB94CjgRKC+oCODgPH1rcmrIO6VUbTL/vSeG8zjpYINN+Z+mw2hktc20FQlrxlr8g4A5tZfuetQSXW/Q+lf115rAkxFLf1XA180pSEhQrQ0QiUvRFtFeS+8+/ej97IDOOE24Clzq/DR0Tk3AcgHFu5IxzV2vgAgQdID6EB2ZT65wX2YXB3/axDDiweu+0y9CLgDXXc31C8rIqOAXYCXgEOBcc657CY8b4gQTUIYeKVZcICIfQujNYGbzM1Q5F10HdyjwM7At865rq3V2DRsD/wZyM4hsqon7SoCStUadP+5ruhavi5FMHQci7t1o1+mqMHPo26TpwPPbezGHkmXIJLOP7f/Ge88eS7/PTBK7op96LYymQpslb52tFH32xyImeGzmlg4Y9KKyKesKVa5TRUwKds5Vw6si+AVHcA26dsiBXEv8Evgp8DNLd2QECGaglAyCNFm0QuZuYCidoM5fDbQBRVYAGaivvJD0M1Q9x/Hon52rTJYxxrKc0qpyBhgyNwzN4CkxoUD5tj/XBG5DFhmxzVfExH5XkSeEJET0YAHgxrznCFCNAceyTYdtbCNwzmEZazJdji5X/euqtWXIrJGRJ4VkV8CX6Fr4jYXpgB71XFtDmo5iBdTNWAaK9unzVvNAS4HngSqy2FoCVWx9nRdk16RiHyJ8q0uIjJzY+2pI1LmnNc49Fd3cvQXFawf+BozBwQjHJvF2Z8ca+j9Nht8S141sXAstS4ciDTyPTiHSLxpsQTHoRM5meCvyRtSTaL7c0yqU4sUkSdR9+58EdnYJukhQmweiEiYwtRqCXWBfBOYjgoQN9v5kj5wbRQvESG2Dp2V/gCN5DYfXS+3FLW0LSW1TakA4uEl0s81MCXT/q9Hgx2UATl27wRwkrXza8tTga6BEVTRLAZW2/FidE1hmZ3/BOhj5Z+w+ivQtX7VVt93wDuoENTq7ylMrTY23ja6SKATCCvRWeLz0TUf5VFcdT65xUZre6fVcZnRXdJoaxnwdWs/W2sn4yeLgJJh9JrrbD0uUFFIdplHpNzG6T+BhXbtO1Rx2geNpvsyGvyk3N5LBRrs5Dkgp4Xa6VDXr/PsuMTu/7S9zziwuDc5r3QjvyRCzjzjMf7zXIZG/13kYG0Hsstj5KwwHrUEjdI5EbjR+FDS6lxj/TPW+KvP38qBin3pNuN6rnrQ2rQPMMzqCvBgqm7gV1/9iQMmeORO6Equr0AnAr9rUfe2L+1/lZ0vBT5K53/ALYHySbtnN6Af+n1YZ238FuifoT9/gQbRqrB7fGz8VoBkFpHEGTx1ItAXDcbhj71KK3dsWn0+/07afddafb9vbRpv68lobhFQUusa9HyJn34wiB/dm87TgmXQdZw147Y7ecV5FCy2cTsQODVAj3tbeX/cTjdam2s0I/Y7FP3uBuWHKUAsl6zvAInoGn//+nZooKPvrP7rrG3pcsU8YDAqE8StfIXRVVXg+VZSWwaJG13FUd5TZeW+qKNP37W8lcBfWvsdtwJNLQMqAsc/R/lhuY3TX2Uo08/KlVu/fYDtIb41pNCSF6It4B8isjOwB3Cgc+4YIHcZnFVIdrmQjKEDcF+U4Z6MMrtZqBDUGWoWfFQBJM1dswkIToXHgXZArqVylCHMFJH/WJ5xqKDhC3vfA2fZeQ9lHqNRxvwhqY/U3638V/Ycs1HiE+IwAAAgAElEQVQ3DwdMF5HBqFB5UROfI8TWgbtRYeVolKZWAMejwsAuIpI7gh0/qKAqB3UproFzbhBwNkqzC4HPUXoMaUot8UVA3iRWdxvI9ssjOjEU/w27T25P5znArcCBKH8pQz0JqkXkK/S9vIO6cO4VuD7Pfk9viUaKSiEnAz92zs1B3dPfR13DE5b2qyDRcRWleQkqeqPv2o8AfD1KP3d5sO5chkwbwtGP2/OvRtfsdUQtmD/DlDh0ndwfUKXlUeB2dJuDucB7RVTm3sydw51zU4BrUR7YBYhvS8d1QDwJsRcZYx4WXsV5DPyoPQVFKK98C6XHJSgPXAM8gAraV6BRQ7uzIa2+ZWUSlmcm2v//QPnq88BxqGB3S7Cgcy6KvjdQJeBB+/0zUOEsGqK5/P2f3eNb4AbrnyxrYxBvWJuniVp83keF81cJsTG8jn7T0+FKqIrM5dsj2XBtW7DMQ+jWHQLEH+aIz87lxtvQcXs3Sr/FwORA+buBd0ze+B59v5cDe1resejYWgv8GJUregL/6ETB1w44iCFr0G+22P2DuBmlxTmowpC01BmVA0ajyzvWoLziclTp9HEoytvPsHILUX6/FB1fnUUkB+XrtTvNuQhqHT8ZlSd+4ZwbmJ5va4Vz7hY2jGh6P3Crjc1b0K1o0tEP5WsFKO8+ADhlEzZ1syJU8kJsUjjnbnHO/S5wfK1z7jL/WETKRORDG6C/Br4BLgHe6Q1PP8CxX3Znx3fR2bKJKMMeis5OP43OnM3rTf7iKJGEQK9D6LPgdI6Z2ofu64fQY9WJDJ1zDo+d2ZO86Zdz+KQHOPuz7em1NkY08QDnfb4L3daczdFTbuXyj+/i4nH3cMw4R8EX6IZ7q1BB41aUEUwDHrPneBeYJyID0OAGY1Eh2kOZTQwV/oahs0g7o5aBPdGAA6CzkRFUufvcziVs/WF79EMUYiuEjY33LP3OpylLl9nYeMfS/9AAHEtRGuskIusBxvL9zjlkV5BaP+pjF2CciKy04y/Qj9hW7Y4W5Dn2f45z7t927I/bP4vIIKDsaQ776ExOmuVsfmcoPdYO5+qHUYUqis4Gf4WuuZnnnGuPumw+bkpYETrm26NjPodmjNt0nolug/CF6BYKt6L7c21jwp4DTn+TPa55ntPG/ph3jxCRXUVkW1IWrceAo/rBo0Pps24Bk4egk2HtRF3MJgKniMibKG1kodsc/NeeawpwJqpMdQM638nQj3LJK0G3tjmOlHDl1lOZZe2SRawqmM2aggF8/esD6baiG11XAy/YfcajtNxHRI62+3YE+lu/9wFOC34vrEwHUl4T31i+gaiw9k90Mm0I8JPg+EIthoVW/mRUqBtj53zLjK/kCfouY6hwvdpS+nv9wp7VMyVyG2CxiCzgB4yNffcBRGSciCzNUMb9Hx/uUUlpd3TdaXDcHuiXEY04+xqBeGq2ji8f3f5gFTrZUWV1tEe/u1c5555H39vhqMvzSBtTMRHJEZEuKG28g44BcTg6kSvfML2D1VmFTuZ0A9Y4514TkTKUdh3wE5ROK1Ha6YLyiPNQZXBnYCQaIddHHjr2Vlody9DtUnoCN4hIsT17pnW1+6Ly0STrk+dJyRlbLJxz4+x9+ccfOedeS8vTHfVuuThDFZ3ttys6IZOOajTWQhb6fhza/1sHWtuUGKatO6HWuTGB46moK8yEDPk+QRWp44HSK2D/nhQUZ5G3BF1XsjQt33ao28UqZy4OWTBmJwpX3MJlH/eia1E7sir/wvCvz2LUL9sT+74fnYqyicUH0n9lO/LLL+MnE9qTU3Ej5427mT+NvZNLPt+NbivzGX4aqnSuQ5n9HqjQVIYKPRXoLPIU1D2nGmX6S9FZwJdQwWEcOkP4LFBmz+q7c3S240csbxGqKFZbPWOBSGu/wzBt0rEx3tIYGxszjbamBMcIKvzOR11/FxrtX2i0Jtlkl6ECZ9C1aRerrysqaAg62fCb1n72zdCvYwL/y20cTgj08RQ7LnmTY16/mcvHRonEgZLT2WlqlroWLkOFvAutjmWo8DgEdS98ElWiHketS2L84V8t1X47ruGZGa4lgb55eLNe5LSPDuWDQwLXqlCL1B7A+FwY9zKnjI6SvcJ4zHKr8xxgtZUpsTrHoJ4MzwJ/IuU2lgQmP8HBL5pL/P52/mU00nCNq5mDeAfyy7uSV+rImf4WRz+wA9vNAa4hFRimHDgq8NxzrA5fiK55V5bnTlSQ9d3d1thYeNZ4Zh90Fl7snUxIG19r7Fq1PeuZwH1AiYPSLCKJU3j5RFSonkZKmfRd9/fK8L5GWntWWvsvau0x0NqpPhrOkLckWOYkOGp7Oq5xuCrr8xmZxq2V6W99X3I6OwbH7afoJO1H9v73RsftZPSbHiflZuvTQxxdTwfq9uhfmw/E+tD5iVyivhvlh4Fy+9t/fyyMtXb7Y2kdKat7GfAf1NLrl68M9IU/4eC7hBYZnSfsWUqsvrMy9OOp6IROf3vOXwL3tTYttAAtnQ6sCxxX+n0dOPcNqjgfRG13zePsvfousgfUcY+HSU30vNPaz9ySKbTkhdikEJFvgW7OuV7Oud2BtSKyUDRoShCTUCb8JOp24wog8Tv2nGpbG+yMMq9gvo6oS88dL3P4XVEiiQT0LiceS5B0qynK24teK3vSqcJmZ93vGDbjVkZ8GSfhxYl7TzN2wM8YMi+X3ATAeGZ0bEd2VQG3TyW131QvdDbIWboUFQBWis6at0fdOt+0MmcCB6OMxZ/hvhyIOue+RWf6lgBx59wO6D5RM9CZ6D1RN81e9vvXZr6CEG0UNjby0NnD/uiHvRQYb3Q1BGrczJ5HBYj1wB0iMhd1N5t4In0/aU+7YpR+gvVPQ11U3kWVkVGogHCZc25zBg/ZrAjyHFKCWmd0DFaSGrfav2nbAfyCHRf+ktuvRxWCEhG5H1Wg70WVpig6Th8UkT1ITfDsgCp/PZxzZ7RE+9N5ZoZrIiILP2PQOZDayNvuHwFu8+msGrp9zuJCIelb2vpaH8wCsqy/PKtzGGrpykYn1CKoouSA96/lm2EOLyEi44DTUKvJ7kA8qusbkwJegqS7l+O/6s3M0wJbKMxHBe/ZwFOokgUqmPYmtf6oCMj235Vzboj18VGk1giuQAW7y1ELzjuo58QSeyfp4yuXlOvlk6i1pZZl26KG/gJVKt5C3/sC1BrztHOuRm5yzhWibn0z0fHXh9TSgR8sGvHd36DMO3DT8eywwFZO+C62G4zbdPyCnRacyT9uQMftjuh61CCiqByxFhXop6I3KbP/r6JWPUTkKJR2XkPHwR9/xK5v9qTAp5V29luJWm+LA2NhMnAbKXkhD1VOS9DxdATqjQQ6GbzS33pJRNYCJ5FaijKR1H6X29p9f496E6VHgc0UFXaL99oQkeeBXOfcHs6501CleJyoCybOuZ8DvUTkLxmK3wjcKSJR4B7U3bcWTAbrg1r4B6BLhrZ4C6iPUMkLsTnwMjrL9HNUWM2ER1BGu87yjf0nHPdvpvcT4rnACSJSmZZvFDBRRG4q0FllElC4kOKOV3Pv0Cqqo+P5vusslhTEiboCoutWUJyVRbbsSN+15VRm7cl2Kw5iwBrBI4lzc/m+/WRWdFlO3/esrTmo8PBnVHCYZ/9XBJ9FRCrQGbpKVLD+Dv14ZKHCgb9e51jUEoOIFKFuQ9+igsEAVIjPE51eehH1Dw+x9eJlVKCNo4J0LboyPIIKEkngfRHx1xW0AwZ9wPe7r2RVN3TC4zXn3N5+QRF5XET2FJH90Rnub1GBNdNamK0JQZ4zFu3jDcatQXz5yJmb4XrW56BuWKc45+ajM8cXoutmF6Muef56oSWoxX0OOsO/guaP2/p4ZvBaHCBinrpxojjnjgCuQme0/WjDL2fDoueYskOCeA6wJnCtD6qknIoKwnGo4WmvoRugV6BKTAIY8D1lnXvQ09+b9ECUjx0IRBK236jTIBUIjiqynEOcSZxnoZNY74vIb4GYc64L6sYWJWVlnIcKxj6Goi6jn6KCc56d31dEvkfd3c+zZwcdHy+QGl/5qOK3KsBfdyPlghkMw38uqhDsjArsQkpg7xJo0xGkNqb3lb0wurKiId/9dLxeCTs/xLd+H2ajWxdV1FeHalNCMUXZKB/sgk4iDEMnZN5GJ3oWA8+g76wH+l7fQhW8FZYXqKH/V1C+OaKYsvxVlDtPyWQPy5aDWrrfteMDgRNQXuNH4oygyuMy1O17Oan9fO9DJ3gHBO77OvBba+NO6HgoBRaK4knLulNaNyxGvxM++rD1LPf4Ah3XvyfV1z5OBLo65+KotTPbOee7Ze6OvguAPwKdMtR9MrqsoUREZqMK9qkt2/xWRGubEsO0ZSR0BnQMTXAfBHZFI5XNQj/EF6AWuQmo6+WjqKvLniij9SOVCSAx8hdYPj/SWTmpyJXzgW/uZZ+HI0TiEWWM5i7kkrbnXXqkq2SGc5siBaPIlaLCoC8QLEA/RD+3Z5+JurNUA99av10P3N7a7z5Mmy7Z2PgWFWLKUYG0Z+D6DajVeBrqfuTZ+QHAABHhInZ8K5+C9ahbcHp0zV1QgXoXVJgYZ3Ud3drP3ow+2ygvCvCcmaig920d/VvZlZziznQsMZfv8tc4/u1f8cSlqJVnkuX7GhWYKtAZ4Y9RIes/qOWgGp28KUGDKzyKTvRMRyMwjkE9D9YBWQ14tt0C7Q+29xB0kktQhUWAU2eyw0E70nkNeGXGawbY72p77kqnxwLO54mvG03464aCEQWnoy5QfiAWQS1rCy2vxMgqtzq+IeUSVZIV4LnZxKp70K7EUfjR/zj8gQ50WGv9+G90kvknVv90a0eCVBCrIlQwnoJ+L3JQN8oFVn85KryfjwZYuAcNxnGj1f8iG46vOMqDt7V8KyxPiWfumsfw5klW73ekvClWWPqeQOQ9YD9SboTPo9+pi1t7jLSFRO0x2LOefCXBMrkwvjO5pbtx+t9RnlbBhuM23V2z7DWOf+tsHv896t4XR9dTfoS5a1r+j1EXvumk5IDTrJ3PoIE5dkOVgyiq/NW4Wo5gUFU78qsDY6IEHYf32m81KpO8jo51P/CKv9TjVWrGYc0YLkMV0BNJRYs9itTYux8ddzPtGY6053Np/RhFre4HGT1OBHZtbTpoIVo6AZ0ArwJ2rydfurtmJRbpFrX2l2YocwEaUTOKTsaXsRW5XLd6A8K0ZSR0FvvSBuYtzHBukjH7S1H3GX+NxdnG7JahM1EJG8zf+4zQEfW3GBBj+v6WCUmr1xd2xJiftCO/zD/XnU4+s62l4LmUsFOTIpmVwqByGBSEVtWTN1OKk1oLsgCN1OavQfHrj5NakzIOW7cXpq03GQ2XWPoQnfyYYB/qdPqrsg/++5gAH8NVFdJpFeoqeDSpKG5voQJOhZWtRAXVq1r7mZvZXw3iRdavHwf+J4AP7Xi59WUyCy/upbZQMD6Qtd7exdP2HhL2fnZFBYIZqBA3035X2NgtsTKHo5Ykz8b4Xdbut4AR9bT5cpRHFlqbPwxcm4AKtYPtXfrrxVbHYPVlDJ3gyJtl7fB5YhUa/XJg4Pl8pU7s9xVsbWcg+XxuFSpsBtcJSQQqI0SrrHwcdbucS9oE2n4MWtKDdiUQWZ2Fq2RDevb5/fvU5uP+9UPs/uWoReSZtDzVqPXufFJb1BShFpPtrN8qAu9mhv/e7d6fWZlAnV4ZKlh/Y3X6WyjMQRWI4Ph6Lq38l6iLaauPk7aQMtFw4P+t6Dc/ab/XighZMH07Oqz5KS+dTWpi90N0sqoy8P6qqU0L/rhdDrxn9/jM6GFvK/8FOl59ecKfNPYnGHa0NiepraBlZxFZAIinez8Gv+n+FgwrCExOp9FoOToZFJQfVqMTboKOv10DdB8sv8Toca61uwz4oz3fHsCKQJ9+ZG3yJ2XObW0aaEFaqkDdfv3j8gx50pW8C1ClutxoaYSd/yUaxRxUoV5t9VcA/2vtZ23RfmvtBoRpy0jGLPs3MO8zxpRHENgvKlMd6NqHtajwcj8qNI03RpcoIFYRpd18Y+zf2mD83Jjll6hyGLSYxaMQj2gQhaCwIA7iXkCx60HXda42Q/WZui8c+UplInCtJHCvL9lQMPH3WvGFiFXoB6wYXdw7GZ0lnAdcbn3g2XG0td9zmLa89AGHPnQlNzzT2u3YXKkleFFNgg7vcOR/b+DKj3/F8PezcF+9znFvjeDpSwN19PQFAjv+BfBw2n0caiEakOF8CWqx+gw4BnirnvauNP72CWrRy9hudD2Zv4fd3Z/R8/AXOe2jjgy/BHjD8jwMXGH/D/Jg3W8Y/F02hbOsrSMD9fU33nQoui2AQyfapln//RVVet4QET5k2NM92GaeXd/b2nNZZ7zPX+S0jwbx3bAorup2/vDpMwwfE6Ny8Acc+sBVXP+vtOcItnEo8Jn9Pxaol6ZRZfi+wPF4oEeTaQsGvcipHx7G+ye1No3/oBNs9yonvncSr5zdiDI9Xue4N8/gqT+gkwYHNaQcqjitRWWPDhmur8L2qLyF0w4D5Ab+ODstz3moC7B//I6lriYf7GfnHwbSy/YxOaGHHT/qj4EwhaklUrgmL8RG4ZzLQmdF5zvn2jnnJtSRBgKIyBnojPQBwBTn3L3Oub3S6ljsnKtEQ14XoG5PJ6IL6wdjYalLqM6OU9wPdb0YgvpU748qRvug/vc+HXtAJA6RBIkIqnRhdSEQSSK+nzxFFOdG8Pw8fj5/8XLMfr9Ku5Zvx2Xo2oua+gzZgbwVqItRoR33sus7ob7zj1l/JdH1A7vX+RJChKgDHkmSPxBW3kK8KDjOHCCCc1/yTf9CYmMASdQe1r3RiRofi+1cEAcDy0VkVtr5G1A3oHfRcPB/B450zpWnpWnOuYlW5iLUJXMoyiPWO+dWOvf/7J13nFTV2fi/z5QtLL0qIqACVhC7JvYSu1FjRY0lxtgSW/S1xIK+MbFG34gaNbafMcaW2EskYokFQRAUBCxI77Cwy7aZeX5/POfu3J2dWXaXLbNwvp/P/czMveeee2575jznKUe+Dp8b5p44Adj6QBY++X98OqSKOeF23QScLiKVwPud4Iv9GbC4hvK+mBwbLiLlIlKGWSe3csfbB/MyWIm5jw7AMnDuBJSLyI4RUtRQXYBN5DzBHW9uKaltAWqIk0Rjt/HEjlfz2k41HHtghJRkeU6DNs7DLGNBCvRhgLrpRD4XkavCO7kkLJdgc5IFfI7FRDWXcEyep/0QoKkyTSwmb3UBliHzQxHZNMt7FixHA6jqltj7ti+wTES+cMk9Ajpjg8v0oaQ6grCElfGMY2+NKYMBs7H/+mWY9e4t93yfgA0AuwZLHOtf/EdVF7nVr+JjOj0tyMbRM/CsL71x84uo6hq1LG/Zltq5W1R1oqpehLkgfIONYkuojgGqWogF0q5Vy5i1FzYKFwyBV3QmXh2hKDxnyRIsEBtMIbwUqC4kUrkLO4cnPYW0wpaVKqpjibqTpoezogXK376hegLXDjDhXxwqB+mUycGfQJDJrRhzoejv2v9/bn14XrMlbrvH0yQEJUWkwWd9A6IlZNF4EbncbRZB+ZjPei9haY/b2O6RLNezMVnrTsVc99I7mTL5M9LxtyudnFsM9FXV4tCyLWblW+7aex7m1n61O9aHWBzZk1p3jqzlwCMf0uvnm9C5ooIPL3flgjY9rjaf3gHlsMtY5vSNEF/rzqkIk2MHYjLrW2zamMmYonc4pvhtjcmqasxaNn4003cuo7Q7ZuULSEWgpozqaIIYj7LzA1dy1hcXsM90GHvV16zumkWBCto4ALPeBdkrY5jr1Wnu8zgROSi036PAWao6O7RufWWoCKpBhlJPuyHYQEtT7oMAupjpfUgnDlqY8Y6Fl9osi6r6N1UdTjpZy7Mi8lITj52JqqpisX+zSU+83i9UZgzWXzg0tG4m6YRCHs96E2vvBng6BBVYhwAR6YIFL2djVNABcWnfj8Bi7oZiI9jnZKkjCnQVkclYR6NWwCkUl1ED1PQJHaMvliUJTCADUEWKiXzepBGwVF0FjzjxVA01wbpAcGf2SsowpQ3cJKuuTBJ7n1KhfQQbBRdsQKUC67itwax7wfQKYNe3Ao+niURIoQ2PZ2xItIQsugFz4wSQd1nU+yPmDDyLM98ZxBeJcmonVQ6Yh73HAXWy1rn6j8cyP4YZjilnB7t2Fzs51w9YkpEBfTbWOe3i6vsZ5t5VjMmUwzGF7hwReTO0nwC7HsmKHymV/aMMfiPJ7CK37RdYjCaq+l5MpGoSS3orqTjmiTDJLZDOSPgIpij9S1XnhM6vJyaffw7c0J/C4zsRWV1FZTj7JSmIFxJNJYhFhlK0dhlof3pWQu8JU1jVuxOR5RnXKNzGj0WkyLVjHjbP2jLXhtexxFxj3X5DVPX9jLrWV4YKpKeh8LQbImhTLaoiKIX0Wov7/xWRTTF3zGycFCh6IlIIXI/1T3piSXeCqYvKMAv2hGWsKUih9KFXIqOur7GMsQGDgYUi0gfYXFWDCd1PwyzkATtjVrzw4HJX6g7+ejzrhbfkedaJ2twtUREpaszouRsln4l1VP6kqjuo6k22SYow//ORblT7WtITiu6GjcYuDo4dJ5KC+Grsz3spNoofuEZMJz25bW1zMz6JuHlmolBTZMkCABjG0MWkrXeaIBF28QzmpgmzGgvKro3/I51yfCUWo7fa/a7CEmRMxeJmvsViXnpjc20tVdXwMYZhCR48niYhqKSIILLha3otJItuU9UlAPvAiIeYMfJUTprWjR6VCWL1OpiquhBYIyJ7urmpfg6ER/oPxmL2wi6dYKn+78c6nRXY/+0RwKwsloVtnTWhE5aF+LeYIvYMNll4kar2d+0PLHlHYcrlnscSf/Y+jvisgIP+Q3rwab7bjojskIKSIXQvtfBk5gLDnAw+CZOpgSXvY+BO5+4WXL/VWKKDHVT1toPptaCIzuWYTAvoXACr4kR1LVM6V5CIgrCCyhisGLktJSsV0YzndA6WpAYR2RZT1JZi7q0jRKSTUzL3w1xYA86mPsMy2tNURNBMV11P2xNY8pq8Ty9GrAQQkW6NseQ5i10ZllDnVveeHRF6x8Zi3kLcxdsX9KRIhWimFf9JoJuI7CMiJdizGrg7dxeRYU6RvA7LeBlwFxaDF2ZfQv0fj2d98ZY8T2N5G3ObeacRZacAI1V1dY46jnZzOdVggvAVt/4bzH0oBqRiMH9LuhX/QOGCShatwGLWCrGOwRr3HaDiSHp99j2bbjqDL7unoA8IgqRASaFxgCTEkySIIKkUGpnJrLDrhGhdD6xMv3sw69uB7nsUG2UPrHS9SM+NFaQ+7ox11ATrJM3ARs4vxeJP7MAi/bAO1MLcl9TjyU6ElKbqxpZu6LSELALgMxgdIxV7lhe2SaJb3cmaXs9x8Fo339xkTU+8fAGWXKQYG+l/I1TNKWS4ajqGY1ktg/a+jc1/9XqWsgGfYJPcrwXGZ7ZbRHbD0rD3Ii3/hj9F9aC3+HePCspHYp4R8zC39v8VkTsB7QYfbEP34iTfbIUNqO3k4vWCTMTbYZ3aFOaG+Rmwpds+AJtzDkTkK7bosZxFm2JxTPMw2fizatt39hr+PfBUJp0BM4uFJLDb3btQ0+d7pCtERovoBFV9GZuw+mERucy14Szn5rZSRO52bVAsWc1roUtxBTZNQtCkOOa+P4HmIwDVFGxM71I+IoJqTda/4Ab3IWFd2m+B87D5DdfFh8CFqjo/x/bzgC9FpFogeT371KQQRGQn4C1V7auqVSJyC/buCJZN9GVrlHyAySAw6/RZobpPxwYlwhbpn1JXtng864VX8jyN5T7MTXKdHStVzVXmPiz17xnhlU5gXq6qZ4jIAdj8cP2TsK3AGixlcTkW1wemGL6Gjbz1AvhU9rjrFY4esD/9bqohfvtn7NoTkAHMTa6gFy/z00fu5ZIen7Hb8VUUxFfSPZkkLr1ZliyionAhm1YmiUZLKGcp0wvuZNJS1flHhtr4InCNqs4IrSvEOiFTVPV0V2ZzrGO0yLVTMOtjJyxW5m4slfpDoUswCnPN8niaTCjxilA/VmxDpCVkEQCVcMI77PeXD9i7b4ro/L34+CbQ25JECSl4qCUXyeoOrqpn5Vj/MjY5/U6uvXdjFsBDGmjStWSRkaE6P6Ou6ygAa6XTfq9xyOhf8tDoVdo9HCd3d+03kW1fpt/dw/jtrTO5fUiuY2TDybbbgt8DKCzvzebz5+uMd4L2iMiLfyT+AvDLQm6Z9irjH3+fffbsyurk+Tz0srDnuYoopEarmkuas5hkTZaiqk+RdqvN3JY52fxRwPOqmulK1xQCS94GbxHPc8TFxTZpH9Ju1jcCt9IIJU9VGyyjqqW4CcafllP3iVPz769t/SQsdCQodzNwc5b9j22g7iPDv11/YgSQcx+Pp6l4Jc/TKFR1koi8KyJRVW2Wz3iuOjLWT3IdCukEF+5En/hytphYycKPMqp7DstSF1fVGheXpEmiEUBTiOvxRlQRkkQlKGO7i4bmPXAT34iApEqpKoDrHgwO5DL6/Sus4DkGYtlBX3BlxmKj3ntiLlcTsT+IEsy1dCgWQ7RZRl2rsLm1PJ4mI6i453qj6Jy2hCwKIYKqIjg5EYlT06LZSoP2YjLgbUKxxLnKNvXcoi6MJ9HwX7oISl+OmjOT2+c29hhZ5J8so7pwT06ZkFnmYmTuy64dQaxo8GyGOu6t8ZzGMPe39cFn18wPmuWu6dysRVWfEZHavkErtbE12BG4PYhD9XhaAq/keRqNqj7aWnWE19d+F/n0FYbd8R3XfbBE33w8y27nBF8Ere2kBZ0LMWWv9o/b1iMgpIhg20SViEvtbYrfSIasgAuDlMaoajXmd5/Z5lnU7ViMcZ+P5Tj9ce6zTl2qmqu8x7NOgmefjUTJg5aRRQ43vYqIIpoi4gaJWjZcPfVOP4MAACAASURBVNTec5tQttE0VskDNEFMmnKMLPJPjqT3woUMrsgsk5DYvkE7xGL/ahW7CKlWG4xQ1edaoBofk5cfNCvxCqH3VlXPabh404mSUgBtpedDVcdjcf0eT4vhE6948plGj+gFVrqgkwYiZqGLBBY+IqQIFLmUG2F2FjywcqKmAIbny/N48pqQhdo/s01HBFVClrxmdDDbnRjJIDNkQ8WkhabbqNOhztWOQN6GlLx8H4xozDX0tD7B89WkKRSa4eLZJCLu2fZ4OhJeyfPkMyIoNcTXKVwDa0YN8agJewkmOQYQ564Zce5DYuslYkpgBKf4BSPPvsPs6TA4C4l99TSViGA5zBXRBLEoNrDU0a6lgGqy4fT/zXGDy0akAWUxAlrrnqkQTIAecTI6n2VrxMfk5QURl0SlKfch4q2wHk99OtofmWfjotGdEkElSbTWkmdWOqm12NUQD9w1caPLKduGpqysi8uJaJ6PNns8dXAd7nzuPOczte6agfxobYtAKyGKpGj4GQgGzdY3OU9tHGO2bUAqSUwsIZCoumezg1jyvKLQ/uS0FDdin3x9tjyedqHD/ZN5Nioa7Zsfdtd0I8bheBCSRMOxS7XWvCAWh9rflqyF/O2IeDx1cIlX7KunqdRJvNJaMXltQJBZtTGWvPV21zTrZ9ZrVNsO567p4qBr3enyWbY2JxbM0/I0ezL01rx39jyjyY4nGzwbMf5p9eQzjR7RCxQ4p+Spi7FTJRLE2RHudJjFLgLOpVPt0ymG4mPyPB2GDuAGl8+Iy8IbDBJ11I5+Y5KatFTckgiQIiIZE5vXaYcNmUkwh6OE3Irz9Tn1lrz8oDmDEQ0NPLQIUVKuXyD5+vx6PPXwSp4nn6lNi7yugkHmNnPXUBtzc6PzQDCFQtDJIOXi8EKZNQPLnub5aLPHk0bExT61Wmr6DR0hlHhFERej1+HcvppiyWuBY6mmp6PJ3g6Tt+nsmh1gMKLR/zeeVqW58+R1RDdrj6dV8W+EJ59pSkyeU9wkkp4frzaLZq27JtTOjadqHbkgHk/DCiD52xHxeMK4Eey87jznM0GCkHB23g3aktdC7pq55GSGJc/kaZSEi33Ma9nqLXn5QXPnyfNJczyeDER1fWOwPZ6WR4RRsfjKMYmabt3pNgf2u3kZOz92id6oT9cru8vD98msQy/UNQOEbnPhoGtg+N/rFqroDvN3U6acKUwdFdqQgl0fgANuhDf/D9uWghFPQTSxjEm/uESVesf0ePKByI0yBrhAzW0uifCg3qgXt3e7OgIyWkZFUtyXEnrUrlSBz34FH/1PgzInnxBhVJzqB2qId3X60zKgjtwyebpqTKKm6zrl6boo+p08WB3lvMxnTkbLqHiCB2qidAVM5r7xZ5izT6ZMzrvnVEbLqFiS+xMRutkKdw3z/N5vaLj7MCYRobutWPd9kNEyKprivmTwHrfCvZPRMipaVfRksqDSNM+K7jDzyDn6z6cGtdQxPJ7WwCt5nrxDhFFI4rFCTRQUU0Ep3dB4BRx5fhUjnzonLLxll4fvY8qoi7onqqmkiEqKIV4OR/8SRmQoeok4zN0TPv8VTD0ttEFh1zFw2OXw0mNum8LOD0GiuIopPz/HK3qefENGy30oF2Wxi4zJpw50PiKjZRTwGFBQb6MC48+Hd+7MKnPyCRFGAY8Vs7aggGpKXd8YqALOUeXppsjTdR4v9zP3NrA/mdczETeZ+vWx2WRyXjynDTwLdg3z9N5vaDTnPrTFvZPRMopU9CkiGfPkJeLw5Ule0fPkNd5d05OP3IrGCnbkCy7hXoqohJoSePeWQuDWOiVnHX4+iRIuYgx786GtqymBsbfWrzVWA72+g4Ouy9ggMPF82167TWDSL+DAG+of0+PJD87P4fh2fhu3oyNyK9kUPDBj2K4P55Y5+cWtQMH+jONX/CW8PtzuW9FYwQimcAn3UkzF+pxbrmfuJ2S7noFMzS6T8+U5zfUs5Pu939Bozn1oi3t3az0FD+zZ3mLcwBY6hsfTKsTauwEeTxYGAqEYOidfSwfWbqtlTf9oULbOvE2lOWRvlwXZ16vz/+82p+46++0FuScfyRW04oOK1k3D73QkaZ/ZZE5+0VDbBoY/GyVP103Tn61AptaXyfnynDbmGnpan+bch7a4d7nr6ZqjP+Hx5AnekufJR+ZkXWudhbrbuixINlC2Pmv6Z1cApU6nLr3OfueozONpV7I/+7nXe9I0/E6n6gz65PP7PweyDHKFttEUebpumv5sBTK1vkzOl+e0oWuQz/d+Q6M596Et7l3uelb3b6FDeDytg1fyPPnItUiius7Ic7wcDri+Cri2TsmhbzxIrLxuJydeDgddSz0ScVg+GMb+PmODwi4P2vbabQo7/RX+c3P9Y3o8+cGDTVzvSXMtUJ11i0LBhJ/nljn5Ra7zCLe78fJ03eR6tt7O2o5E1GRqdpmcL89pY66hp/Vpzn1oi3t3Lalo/eQViTh8v78fBPDkNV7J8+QdqjyNxs6ORsrXgEKXOXD4r5dlSxKgE395MSOeHiPRSoUUdPshHeDv5kpAgbXdiX7/Y/b4fCSxqScCKWwgOWlJVw64EV76KzL1ZKAGGfEYaGyZT7riyVdc0ooxpC0iSfIkmUW+4+TI2VgmSrcSS7Y7flc6f3BpTpmTTzjZdHacmnIFilgLdk61cqu+PJ3b7HNr4Jk7lPD1VCguL2K7l34Lc36cmXQlr57TrM9CcA3z+N5vaDTnPrTFvdMb9WkiydOpLk6G+xM+6YqnI+Cza3rylvvlwnP6sOznr3HE8Y/rWSsaKvuC/Ozfsxn8zhV612256jiId56opmCfFBJVJJki8l0UfamYtZdWUCQpIlFBl8RILF9On6ev1Dvuad0z9Hg8+cR9cvFx/VhyyXh2+9UdeuWM9m5PY3lIzru+E+W/Xkaf+y/Ve27KVuYBueCs3iw/61WOPPEJPXNpa7fpOTnx7XkMePcy/dMfWvtYHk9r82f5dUEflsxeTq8fLtL792rv9ng8jcFb8jx5S+BeVEO82ROchusIKgkG41JEVFAxN0+pdffMEtvi8Xg2AgQb9exokypHSOVde50LvR9F9ng8nnbCW/I8rY6IlKlqZxEZDHwPXAeMAHYDegBzgROBaZgrjwLV/en51dXsob/jqz+sZs6vgCMx14zHXNV/A04CrgRa2+qmUE/7WwN0AU5U1edb+fgej6eZiMgmmIzYDYvXmQ1cCnwBzMDSsE+4i7Nf3pyyi6/m679+x9STVfUoETkLkzkHq+pYV99xwIu08rvfyHZ/OZBe26ylcrsyEmWVVFUDewNfAnHgB+D9ezjrvRl8edkDTNgemKiqu7bmub0gP3t7NoPfvULv8pY8T4fnCTmzsJDK770lz9OR8JY8T1uzBLge+EBVtwKeBl4A+mFK02lACTABlNGMG5lC4xl1fA1UAoe433e6zwRpQ12iFdoeHhFJAgtdWzweT54iIgL8Exinqlup6nZYUoZ+wLeqOhIYDgz4Bx/8KNgro5qpwKmh36dgilY+tPvQAqI1d3PsiqPY+1+YTOqHydqpwFhgwAt8uttHzO0rRL5vi3PzljyPx+NpX7yS52lr1gKrqJsRaw5mzQNAVZPA+D50ndeFwupKVu6cUcdnmFVtOjbXUhQgSrTSba+h/rMdKH/NJbPTVwl0Az5djzo9Hk/rcwBQo6q12RxVdTJZZM4aKnoBpOorJx8Au4tIXEQ6A0OAye3dbmA/oLQPXZYBqIm91aEyH2BWwAkrWN1nKWuLhWimktdq56b1lWWPp0PSj8V+wMLT4fBKnqetKQReB64QkayT4YpIEbDHrgz6ciDdylIkBmQUUaAM+BZ7hqsATZLs7LaXkV3Ja26HI5twLwJKm1mfx+NpO3YAJjZUIJA5uzBwEkCq/l+jAu8AhwI/BV5u+WbWY53tBkYCshsDv8kRS6zAu8BhESS5I/2W5SjT4ufm4p19x9jj8XjaCa/kedqD1cB4YFTG+i7AHcByYM6P2dKNRmftvJQC27rvaqlTpBJz04xQXzFbn2ddQp8u0ToC9MZiXzweT8dkKxGZjJM5+7PtDw2UfQZzZTwF+HsD5dqCoN1/ANbszOaLNZQ8ytEXOBk4DyhZROnQ/Rm8JIfW1bLnJiKCakdLYOPxeDwbEl7J87Q1VcAuwK3A/1D3GVyDJVEZAuz5PBNGzqG0MxSE3ZMC618FMAhTuooURNFCIIZZ2Vq7c6FYx8jPk+Px5DdfYTInG0Fs2xBgz6f5726Q1ZKHqo7HrGu9VXVmK7U1TGPafTow+DWmbp2lzBLgH8CWwGZlVG2yBT0qslXWDufm8XRItPX7Fh5Py6GqfvFLqy5AmfscjGV8+xT4JfAsFo83GvgJFks3H+vcvFBIbGkvitdCyYOY9U+BxcAiTFlMUXfK89ZakqHvKbdUYJ2oJJYxdDLQt72vtV82zAXoBLyBuSJXAUuBP4a2n4VZtxXLunhuljouw1ycK7EBlTG4DMsb8oJ1yj4FXnPXrnZKY/cOz814x4P3fD5wgvv9vNt/visbyJ4aV8+XrdjuX4bW7YbF4X0ZKjOzhIIVj3PGkuM49HEsxm4/JzPXuGfm5k4UzH+WE8dBZKaTX1OwjMZPuLoOBw5w3x/HEmLNdft3ceUr3JJw5x7I4UDGHxJ6DsNLJfBn4DnXpsqM66iu3kPdc1rtyqzEMoG29LX9vbs+tW136wcCH7k2VjjZfkTGvkWYJ8oX2H/VQuDV9n7OO+KS6z6EtgfvnwK7Ztmnyl3/StLx/hXumZ0IbJelzifcs1vh7t/oLGWqQ8dNAA9fw45FJcQz5UQ1MDlj30HuvakOlbm6va+1XzbOxVvyPO3BcVhnYC9gc+BY0oK6GvvzP6KGZJcT2O67KH3fBd7HhPhazE1SgSddfWtbsa3hhC3fh34XYIlX/gtcqaojVXVJK7bD47kXOBrrcM8AjhKRw922Iqxj8ylwmqo+Et5RRDYDfgOswBJ6vAHsAxzWNk1vP1RVMZlTiHXeg/dZ3e+TMWXpWUGqd2HTRTGKP8CyVP4G+M6VvxN4BMt4uQy73suAX7dyuw8RkW9F5CvgJmBBRpn9q0kUX8JzPd/gvZ8Cw1yZSkypArgxgiQnsqAbRMqA6ao6Akti9SNX1xuq+m6oCROA3d22Nao6QlWLVbUYU3AWYJmSw9bBldi0DeGJ5JOYXK8BNsGmvnkTUwbHYQN3YF4df8Gu+UJgAPBvTDlsaV7BMopmWjZ/59p7FWZFLQDuzyhTBRyoqjti00/Ege6t0MaNgVz3ARHpgin8a7DB4cx9KrFrvwLoCbyFPTcjSIeC3J3lmH8F9scGvEYCh4nInhllhmP/7xHsuT3qbr782R/4ydJ7uegTVRVgFqYAvpixbw9MCa3A5GwE+IWIbNfQhfB4WgOv5HlaHbU58m7DRkR3UNUF2AjyPaoqqrqjqk5V1S6Yde9B4KsIUvP/+GJYktkPYFbAakyAVgFvY3NGzQNmb0m3FQUUBKN4wQjaimJii6IW/B+MGNONEi0irkUUJHrTOewKSheKk0Pot7I73b9xgnwPrCPyA9bhOQv4i6pGgY+By9XPkedZT0TkNhF5W0QudL9vEpG3ROQKAFVdq6pvquq7qlqNjVIvwjrCAMcDk7COTy6CgYnPMMvgq9gAS4fHXb/vRWSaiFzort9KEVkkIlc4mfMhFsMWDAqp2jQux2Id+6G7MuDhpazt1JvtnsCmFrgdG5X/o1OAfgH0xzqU5Vgnb2xrnZeqLlDVk9SmUNheVY9U1VnAa8GzoqoLdmKzTw5hu4rruexeVe2nqrNUta+qnhOc6AOccMMu9C/diumHqmqQsfgeYEnm84e5r14B3Oeub/A8/iAiK7COdFfgCOxZ6uSe1S8wl/kC0sp0BJsWZ3usU/4E9gwWA3ti8rzSlfvB1SeYa34nQkptY1jXu+Suxyeq+lqojbWbXBu7Yu/K8szjq1EmIgOwuVtXNKV9GwvNuQ8Z+9wC9MKehe659gE+x/7z49gg13HY8xal/v0Fizn9J6YYxjFF77WMds1Q1dVAZ+y5jADah5KUa6dgA9Rx6sewDsUGf9Zi1v8kJkN+2thr5/G0GO1tSvTLxrEAOwHvhX5Pw1xjMl0ddsI6Y/OKiS8GFCLfUt/9ZyamuC0EKqJIkrouV8H3pGS4dR7LjyoBjRPLdL3QKJKKIClBElgneiLmGjcX+zNZCXzh2joO6whOxka0N3jXN7+0zuKe+4nBO+Lej5mYO1HmO9IdG+CYg8Vb7YRZXRZi1qWxwOZZjnEnppQsxawp+7CBuJm5azANG/V/z32vJu1aPTkkc4L3PnAx/Je7Lqn0tui3wIdu+zhgV3fd12DZgasx5eR+nBt6O5xvrTztSuGS2zl+WRc6L8pStkxV+RunnvUsJ47rx8I+oW33YdarzOfvO0zxKnfXJHge57nrlHAyMez+GlznuRlytQaz2k3HrKMDMGt0hdte5Y6zDLOyPOqOUYMpWee14rtURl13zU1dO2tcG1YDu2Q5RhRzDVyLzfW6QbxHrfCMNuk+hPaZiGV8Xe2ucQUwI8s+gbvwMixG/jvS7sQLgaFZ2nW12550dSg2uJAKt4v0YHEK+Mfv2b74GU5asBm9VpN2NZ6apf7t3L6rXPtKsUHp+9r7nvhl41u8Jc/TJqjqJKCviPQXkR2Blao6Ry15QJip2MjaQ2pJM4FUEem4joRbTsGE5x1AMllblhQ2sipAsjMFC7tRWFn3ALNj3ShJdaZTlWRMmp5ERYGIzbn3HBafIa7OKmzUbrCI7Iu5xQ3HOsv7AGes10XybLS496MT0F9EDsbF3alZb2rfERGJYZ2ZtZgr0mzgT8C5mLIxARvNfiJcv4j0wOK0/otZokqwONhsI90dDnf9BLMgbeU+g7iurYAzcTKH+q5hMff5ViFRZ/lP9sUyWIbd8EZiI/ubAH/ERvcHtdIpNUimPC0kVtmbLqmruOTBde7sEJHTMeX1jizPXykmSxeQVmiXqmpgOQ6sbCn3O6XmxrkbNhF72LoVxTrTQjppxaFYRzlQAIuwzn+Bq2OEq/9T4DonbxtFY9+lHJyKKSJXAz/GlMz/JyKZfaXDMeWuP5bluUtj27ex0Jz7ENpnW+zazsWekWnAaVl2iWIunXOAg7GQigeBn2PulL/Lcozg3U1icckAK1Q1Em6XqhZgz3IVsPsfmXEAwFWc8hXwEPbcdsrSpgMxJTWBDYrEMRmzQchaT8fCK3metuR5LJD6ZKyjmo2HMIG+qphYaTGxGqwDEAT6B3PgPYa5Bu0AtXm6I1gnorP7jJZR3X8VVcXhA/SgS6qSGqkhEdV0ts5aOlFQEydehrmObumOc66q7oWNVH8J7K6q88HiVbA//N2bc1E8HsfzWJzIVVhCkGzvyEOYm9A7qnoP1rncAbNGzcDc386i/rN4MNbp6aeqNVgcyR400RUuz3ke6xQWYla3uVgs77pkzjxMvvygEO9DSTkmQ7pjsmhPbO64Q135IcCvsI7b/q1xIo2kVp4Op99UgER9cVZLlKQAlNEZ1+m+DjhGVatC9YWfv/fd77j7/YwboAvipotJW0WDwbKRmOztETq0YK6PP2CeEJsD52DXL47FWKew5/FIYLaqfume02fcsZsqWxvzLmXjF8A2wLOq+rE7t06ujWF+DByD/R8MAfYSkaea2MaNgebch1ewZ2Nbt3QFdgbeEJFdQ+WimPfsvWrux5dj7+wsd5wdye2OvgB7Ls/D+hSzsxVSi7P/BOi9lsRRAEmSYO7xkHaXD7MXsAU2kNYNk0fbsGHJWk9Hob1NiX7peAv25/4eJmRrvzdiv+0xy9hMYFO3bl8slkixjlTY/WddSw3pDkd4XWP3b6ulknTcyVCs8xRr7/vol/xa3PsxCbM0fRu8I6Ht/4u5kr0ARDK2Be/TOOC3wCcZ2/fALCUTMaXlCUyBOaK1zqcVr1NWmeOu33TSGXBnY9bLTJkTuGiVYZa4Sa78DIHKYmI1Qnw6piT2ctf0GixBSKB4PIC5ks1017HCfV/ljrG3u9bTMFeyYrf+HaBHU8/Nbbvc1TcFc8k92J3bd90pWrQZ3WtKKFkCnO/KD3LlksC4G9j/8hPZbhZE5mBy82FX7r7QNVuLKWzfYtbhBGmXtWMwC2Zm9swU5m75DqaMJd21CMu/Z4GLsMyfD2IJVdZicnEO5kL8Ppa9dBo2x59gbsXfAYe15LsUKpfprvmGu75nYQrGEpxCECrTB+geul9TgPHt/V7k49Kc+5Bln4/cu7Rrxj5r3bM2yD0rb7rnqAeWoGoWMCHLsfpgGTqD57MKOCO0fQtssGFTTMEvB1YUIJdcxd7LzuLQ6e6eLwHmZal/gKvjO+Au18ZZwPbtfT/8svEt7d4Av3S8xf1ZX5L5PUfZHuHvmDvmu6F105zAnUw6li6IoUt1pqApSl9bLrmUyVToM1A+g87MaqwjcyPm6tnu99Iv+bW496MseEfcezHZdRzCneYKrHN8riv3B0yJK8NcNrfB3J1ex8WZYFOVzCY9hcL9dMA40oZkjrt+SUw5edf9TrnzvZ36g0hBzF7tuiiSEmLfYy7hk0m7FSrmDha841XAS1jsTw1mpfrAtWNXTFG5COugnu7Wnwlcl6PtPdZxbgcAndz3CzBr7FRg3OP8dPSjnLWkM50Xu3vcH4t/W+Hau7SI2OIh9FwJBe9jCuuX7vzGu7JlpNPPvwt8E7ouCcx1sYp0vFo2+VcFWaejuBezHK4lHdOXbf9TXNngGV8F3NCS75L7fjvpTKuKyeabsHiqz7GOfaBk/MRdz7HY+zQCU0KmuGv4KD4mr6XvQ+0+2CDLWsxToT9mEc58fhLumSl1920N5uq7ffjeuWO+Tt3/76Vufcq1bd+MZzgB3H8zvYu7UZiU9DNdG6+JZdgtd3Uf4r4HMcFV5Hjn/eKX1l7avQF+6XgLNrI2OPN7jrJPOUF9GubSGHwvyqjveSfUgw5aOZC8k0M/hvh4J+TLSI82B6Px4Y5EMG9TIGAbVNQEydpRiSDJKNFglDDX/suyrAsrdmFlr9q1eYVr447BH45f/OKXpi3rkjkZZcPypyjL9q+AAe67RJG1z3LiuL3479ahMrth7rHB7zOA+3O065As694CTnC/e5AjSYtraylwSba2ZpTdCbMkvAuc9gRH3fxXzlpyEb+5HVP++2eeG5C4nL2+AO2bUddgTFkpa+DaXAJUh7ZNxGIT/5n13KDgJY5+8zpuuaa9nxe/+KUllllsVfAMJy24l19/1N5t8YtfGrsEAeceT6MQkQJgS1WdLSI9sQ7Qv1xg+tBQ0dmYwgXmZnYA5jL2GeZKcbOIvI5NurslNmpcTDpOtBPAb3krc/4aXLl6TSOdQKGgMeei6WQtdUihAslsxwjTK8u6VaRjUYK6k6HfQVrnCuy6eTyeJpAhf7pg7n/ZGKWq01T1dBHZBYsBC2TOI6r6hSv3BfAzzHp0XBItXklF5v/iN8A2IjIYi987lgwZIyKDMBet/2S0dXtMWRorIpPdpqEiElgca9vq2rgAm+dumju/5dSfFmMUFjv2f5h74TkX8OZpEOlaQeIy4FJVXSAidc4NiE5iYXcofEOkugz4rap+5urcAigSkfeA36nqB8G1ceuuAeIi0ktVl2PWruuxxBQvAajqShEpFJFe6gbhUj7s37OBoen/do8n7/ES2NNUemPKDFhClG/VJgKvnSjXLdu69SNV9XlVvQjr8HyMdTj+gnWeguyVhaQztQHUCCQv50efY9avhaRdNL7FXDaqsYQTyWF0W9pC56fuM+iAVWUpE7grZe7XLUvZv2DKZwpLMqBYooxq14nzeDyNp1b+qE3QPTLHMi3YQVUnhuTPN8B4Ebncbf4tsJ+ITAL2KyCyPEpEq0M6nKquxNwj/4EplbPJyMqLuRk+r6rJ0Lph2GDVMaq6Mmgb5k47KktbewPLXFu3wwbHtgCeDJ8bloQiyIo5UVUv+guH/vkIRpQpKQH+R0T6ZZ6bQLKCRAxWHAFcCTzr5vtaiE0tUYHF/T0tIl2D/TEZ/QEWLxecdxmWifIYtQQpAUswK6LH4/F42hlvyfM0lQpMuQOzSm3pRqgbsuSdgXVWznZl/o51HgZhsUTnkHZzDIgrcDcfBZP2bhratlXo+7EAMyntk9FOZd0jbtnKBL+DNHWFWfaL56gv26BJV9IxPcF1W+XqbWjiao/HU59a+dMYS54rF8Mm7Q7kzw2YayRqk6Qf78p1Bk7rSmEyszJVfQXL+oeInEd6ECjgFCyeLszmQI2qLsto6zDgHyJSndHWCsyadgzwSyyxynLgHBH5uSsbZA7eS1WrgnMbTNcTKpFO27PTuK+YtBTYR1Wfzzi3C/Zm0JJPKBFVHS8iKaC3qi4FqkQEVZ0oIt8Cw1R1AnC8iKx21+5rVS117dgESzqxLOOci9x5iKB4S55nQyFGwlvwPB0Or+R5moRzyYmKSJGqzhWRxcCeqppVYXEj5i+RHgneEeuk3Kaq77syv8A6TdWkFagUIMew7XcvM6MYUilM0Yu6sknqu2UGSuIabAR9Xc93PaEdQVIpNFJA4dJqqvqQnpevKFQsONdg/j5xbQ/m6QJTcBOuHVVY1q8I1kmbjgV7h0fAPR7POsiQP2uwlP05cfLnYkz+/CmQOaHtvbE5slLANUPoNhboV0WhZJTrq6pL3HyDFwInhbZtjblpf5xx+InAmnBbneVsHjBCVTOtgWdjCXZOxKx0R2e0YScsdvkw15bg3CYewsDxe7B7z/H0+fwrJh0L3Jp5bn3pNH0Ki3u4uoZhsmqZiPTBzWsnIltiivB3wf6uXddgCUYCepKeYyxon2DK32x838Lj8XjaHT/M5mkOb2MpwjO/Z2MKMFJVz8RcK0eq6pkhBW83rMNwAvU7BvIBs/uDlmCdgL25+QAAIABJREFUh2Wkp0wInt1qYFU3Cio60XkJ5i4Uju1rEik0YpVWBZbBGHUVPNzvYF3QGSykroUvcNHcx30PssWtxOZYer057fN4POuUOWFq5U+mgufYH5ghIjOBftex8/PBhlAMHcC9IjINm0z+j6o6M7TtVOAZVQ17IoC5QC7LaOsu2PQWmQpe0NangSdytPUObJDoOde2EzAl96HnmXXYDbzY82/cfyZwp6pOdee2UkR+APr9L3s8sJTyIigYh2URPNO1+WFMPpVgWTbfU9UVwbXBrJ79sCzIiEgcs0bukNG+8LkJPibP4/F42hU/2uZpDvdhsRvvZHyvh6q+k+17aN1nIrK3q+Nu4BGs85AqJFoxiB5VKxlxBrx5Keb6uD2mYL3rqlip8KtX+MkL77Pve3folX8M1/+yHHNOOSWnj+Lvo97kJ498zTZ7VxOPJIimHuH51CgGPTuILU/6F7OKo5SwH1svipFcMJstnrtbL79nXRdCRF4ErlHVGSJShctih2X4PAFT5hZjHb4YlsZ+FDYy7vF4mk6DMidMNpmTsf15zDoGwJty2PFrgGoKcPFvQblTG6jjphzrJ4jI6RltPQObuiJrW0VkOTnOTVUPztGEf78iRz+wmL4XTGfbh+7S3z6U7dxekaPPvop9p53KM6epsjBUb9YJozP3D3EU8JSqXp+xPue5eTwdncH8wKfs0d7N8HiahFfyPE1GVSeJyLsiEs34Xi+WpSn1YSPZY7AYPd2EIhlK756TeXg6bP4ipkDtDQzBJk5PAnxiLpxZR42jJEWRerF3CZSt2XrldnRbWQYUU6g7MKJGqQGSkqwNycuNy573L6fgDcLmm4pg6ciDiZSfxbLrDcHiEu8BTlHVGU28TB6Ph3ryp1kyp63I0tYvVXVsE8o3iggpUaRBy1mEFGpicH1ji2LYJM+ZhM/Nx+R5NlDEx+Z5OgxeyfM0C1V9NNv3FqjvUbfwuhzxi5X0GPUcA1Kh7X+tt7NIySuNOEYElRSCIsSIsht7LBemK8DuDK+pIIYpeY1uczXwpPv+A+aamcmLWdY92eiDeDyeerSEzMlG1OVTqcqab6l5ZMjKh5tSvilHAQIlrlVR1edyrF/nuXk8HZ2UDRp7PB0CP8zmyVsknWxzXT2XnKPGdUevVQUT0ilEXPkoTvELPt2IuB+t83g2MoR6cXUdAnGxxA3JLScLG5N1uGWaBNoYjwiPx+PxtA5eyfPkLYIGrpbrLprDXTNch/tOWplLj3wrERQkSUTUd048no0SQQUsJq8jEXEDYg25R0ZJtpS7ZqNwg3R+sMzj8XjaCa/kefKW0Kh6szsK4ToEai121gWJIKQkqD5Vq9j5fonHszESIRW4PXYwIaBt4qrZBAQgRaRDWkY9nizk1Qvm8TQGr+R58pbQyPO6EEHJZn0L1yGkaq13LjZPqbXoGYqo+tTfHs9GSciS16GUE3HTdSaJ5ou7Jpgc9R1jzwZEhxILHo/vyXryl5CrZUt0FMRcmiKkMFGdQmo7dSnn8GRunL5j4vFsjASJVzqeu2ZKoG0SrzSSvGmIx+PxbKx4Jc+TtzTBXTNnTF790evgawQ1JS9Q7JwVLyKmAPpXw+PxdAwEZF0eCG6aBVe89Zvkp1DweDye9sVLYE/ekk6U0jJESJGyeDxXb6Q2Qg8IXDjxg9Aez8ZJR7XkpQfEOlosocfTcZD0KLHH0yEQ7ZgZoz0bOCLcB6kLQCIgSeBBVS7OVrbkOnmoIsa5KgiClb1RL5Zjzr2PIW9eQNcFEUo3V8b+Xph6WmhPhd5ToWgNlA6Gbt9D7xmQLIavjoNDr0oRq3xAX34k63E9Hs+Ggwij4vEVD9bUdO9Ct7mw3+hl7PzYJXqjPt3ebWsIOebc+2TImxdp1wWwpj+sHKgM+vh+vVEvDpeplYWrN0vyzaEPtqZc63SdPFSZRSa31vE8ntYmeoNMUWG4pseBp+iNumP7tsrjaRiv5HnyDlPwuKiICuLUsIauwaYxmYqejJb7UC6qN7a2asAUOi0fQUFFel11J+SV+9GpZ4YKKvScDp1WwKKdYJNJ0G8KVHeDqSfDMeeCxsZ4Rc/j2XARYRSSeKxQEwWFVLGabhAvhyPPr2LkU+fkq6Inx5x7H8OfvqiunCuGRSNh4Mdjage7spWZOqpV5FpOmQxjvKLn6YjIaPkCZUSWZ9orep68xrtrevKR8wEOYiy/4i/11tcrm815otu8ugoeQMFa9KDrMwoKrBxmlrxEiX1+fh4cdB0Qg/dugqFvZjuux+PZcLgVjRXsxcdcyj22pqYE3r2lELi1XVvWEEPfPL++nKuA7nMgkJe5yrSeXMsuk7PLb4+nI5BNwbP1Hk8eE2vvBng8Wcg1E3m29U2btbzbvPrrNGpuTuA+BbrNsd+lA6HLAj8zusezYTMQaifwTlM6sHZbXpJLNnVZAIFszF2mteRaU+S3x+PxeFoJb8nz5CPJ4EtG4pVk/aJZ1+WmdED9dZIMOkX2Kcmgc2fK3pr+TTuGx+PpaMzJutYGe7JvywdyySYbtEquo0xrybVc9Xo56vF4PG2IV/I8+ciDkGVU3a1vxDooHTCF6uK666o70X/sRRkFFXrMhG6zIVZunzs/BGN/DyRgv5tg1mHZj+HxeDYUrkUS1XXWxMvhgOurgGvbp0mNYNZhD9aXc8WwaiAEsjFXmdaTa7nq9XLU01GZ0sT1Hk9e4JU8T97hkquMiZBIgRIlkSRL0hUAF8g/hvQosZX909wdmTpqTKy0XxKF6Kr+uusr57L11F3BTXsOKeg9hU06fQmlg2CTz6H315Z05avj4PBLUz7pisez4aPK02js7GhkbbkCdP0BDv/1snxOugKgLz9yMVNHjSko7aMoSOmmsHCkBklXwmVipZuYLCzdJNlaSVegAZnsk654OiguuUqmQueTrnjyHp9d05O33C8XPN6d0qNmMfToG3X0x82p409y2f4DmH/TNLa9ZmtmvLSazr2rKVBFq4qpnpcg+lURVYeW0ylRwtrO5RQlFJkQg4/P1wevaOlz8ng8+cv9cuHlvVh+9Cn840DV+q4E+cq9csmZ/Vl49kR2PvmPevXibGXukiv2GcjcW2Yw7He/0//9sK3b6PF4PJ62xVvyPHlLhPUfgoiQClVh1dmKINZPUopoEPuXtAnSNeVfDY9noyM9qXjHIpBz1RTkbH9QJkWkQ56jx+PxeJqGt+R52hwRGQ68CvQHUkApcDrwFlCJDT7Mu4uf/7cviSOu5v2n5jPvVKAEeAb4hauqGtga+N79TtJCGdwEUlp/EKQCCIJb7gCuBE5U1edb4pgej6d9eUAuuKwnK445hX8cpEqqvdsDICIK3K2qV7jfvwU6q+pN7vd5xRTcVEKs+wqqvk6R/I2qfigiUWA8cJmqvn+vXLLPGJ56KUrfP03X6be02wl5PB6Pp03w5gpPmyIiAnwEfKiqcVUtBH4NDAWqVLUY6Az0eIL3dne7ZY5EVLnPuFuC7QK1HbNKTHlsFkq9WXEqgeXAKmA28GPgi+bW7/F48hNF8m3kswo4XkR6Z24QkaOAX/2G435/P0eO34whVwFPi8gmqpoELgTGiEj8EV45COBkTn63TVvv8Xg8nnbBK3metuYyIKmqpwUrVPUfhBQmVa0BZqyivCRHHbPdZxI4l/oKmQJLgJUABUQSAMXEmjIyn1lnOdDbHXMusAkwuQn1eTyePEfQ7FMety8J4CFMdmbyP8CVA+hdBvBTLpoKPAFcBKCqn2KDajd9zZzzzmOXWW3TZI/H4/G0N17J87Q1PwK+a6iAiHQDttmDId+AZOt0aejz16TTZQqw2H32BgqDKgEqSKzP894VmI9ZB3sDE9ajLo/Hk4fkcUzeGOA0JxvDbA9MDNpdTgmYbNo+VOYa4NK+dH9nEN0rEsTaor0ej8fjaWe8kufJJwpFpAJziVx+MDv8YKuzKnopIIYpckGqbsXi9hQoc9+pJtUScXpxYID77Av47HQez4ZLXln0VHU18CTwm2zbI6TC7RXqurjvC5SWUbFF67XQ4/F4PPmGV/I8bc0nwJY5tgUxeSOBgY8ybicArR+TFyDYMxwj3Snr6j4rce6aMSSRfedG9ePCLp4CdMMUvYWN2dnj8XQsNL/0uzD3YEmnwm7s04BdMsrt7NYjIiXA7cCBNSS6f8icnm3RUI/H4/G0P17J87Q1dwExEXkyWCEiZ2IdEwBU9Qvg7ol8v12WDtehwDDSz+4iYHVGGQEGAn0AEmhW/6RGToMVfkcKMCWyK/AP4CggIiKTROTVxlTm8XjyAxH5vYjMFZGy2nWhmDwROUFEVER2zbH/JSLypYh8JSKXtnZ7VXUF8Czmfnmjy7q5C3DbfJaVvMj0/o9x7lfA9cDvRKQaG+h6VlW/PpARdz3B5GG3csMr7rxURFaLyN9FpCjj3HYRkaki8o2I/J9LmLVORORUEZkjIhUiskZExuZIGPNTEZnl2vCtiOy9npfH42kxRGRp6B1JuXc8Hnq2k6Htn2bsO8Q9+ym3JEXky/Y6F8/GjVfyPG2K2pwd+wAHiEiNiFRi0xFMyyh6jZKSN5lemLH+Kyw2LrCw9aHuyHaYTi3U7IA7MNfQWcBMTNm7GpjewsfxeDytzyvA7uEV6Zi8EZ0x18hP6+0FiMgOwC/d/jsCR4nI0FZsa8Bd2CDWi+53Enj0bl6+/m2+HSBEFgFTgDmYt0Ec+D3A0ez8bX+6rFG0G5ZI6ixX12bAKRnHeQA4D8t6PBQ4bF0NE5EYcC82zczmro4i4OIsxd/FEli9gcUbPtKIc/d42oqRWHhGBHuPBgF3qupA4FospGQS8B/g7Ix9y4HTgF2xAReArURkuzZot8dTB6/kedocVZ2kqpu7KRSKVLWvqr4D3Csib4vIhaqqezHky0nMK1Cb++5x4CpVPcwJ2luAeVgilH9gLkk1WLrxRe772q4UfzSUniu70v3VofSs2ZJ+AGzD4GSUiG7LgDkxIgyiX3Ir+nAppyRiRFOunYIlivkcUy7/hbmObg28jSWQ2QLfQfF48goRuU1ELgz9vklErgiXUdVPVDWH2/W0mzGZUpnjENsCn6jqWlVNAO8Bx7VAuz8RkWlB20VkHDAvaLuqLsbcNseGdus3jE3HPchR42MUfgRch3U0K7FMxhVBwa3osSZCdAWm3AnmPr81sCDUhk2Brqr6sRuUexI41l3Tt0Ntu0lE3gpd16DOCDbw1hXLDFpbd4hzgBewLMhF5HbJ93haFPeOLRORZ9zvce73y0EZVZ2vqvOxZzMIBwme0cuBPwIjgD+oap0BalVdqKovY8/2wdj8ujXYYIrH06Z4Jc+TTzwD9AJOBviK+YOXUR5ZyqKjgWOD9Y5TMPfJHsAQbFStAEvE0hUbwS6upGbgLFb0KGPNTstYG/2exUSJMIMfoklSMpMFmyVI0ZMuqeEM0E+ZFlEUQZIiMg94HbjRHfPnWIelG/BTbHTvG8iPSZM9Hk8tz1BXXpwEPCci65z2ZBpLSyC1uao25IL9JbCviPQSkU7AEZj1an25x9UTtH0vTK79b6jt9c5tf3YYfyGv7p6gci/gMWAboCfpOUUBKCCWVFJFwNeYpe0AoEBV3w4V2wwbQAuY59bVkc/YNd0COEdEJrupby7ALHnfYxYOAf4aboOIbIYpxIvc5zWY0ufxtAX3YM9oYJ3eC+gC/MQlfgNARJYBa7FEa0uBK92m3pgVPwo878JN6iAiUUxG7In1s+Pk8ArweFoTr+R58gZVnYS5WPYXkYMjRJJdKNJLuHWUqm4N9BWR/iKyM9APm5x8CdaZuSaoBlO6EoCey/6X9qCoMkWyWxEx3Y/hmiSFogxj0/KRDJ4NMIN5se504gtmRpKkIsPZ8jNVHYB13v7k6v4JNkXDM9i7MwvrqHg8njzCyZJAXuwIrFTVOao6ssH9SESe4vNhsMmVDZZTnQ7cBvwbeBOb5zNrgqcmtvsZTKnbXETOwywAC1W1OGh7cG5ulwiwcmv6ruhKUfVg9j1bVftgStxcV5crmNLedKqOU/g9ZoWYA3wAiIicHmpG1mlrMuUzpkAuVdXtVXWkiMSxydcnYy6eD7vjX5NR1z3A/6jqC8A/MYvpLc24XB5Pk3HvWAwoFpGrMJfnKudVVBwq1xvojrlr9sAseGDvx+aYu/elwCNZYlYPx+JnZ2HK4LcuQ67H06Z4Jc+TbzwPfAtc1Yl45e4MqsrYdgI2Ul0JvIN1JH7A3KcCd6HOmBDXfzHhhHKq44KkdqBPdSnlABQQ5zKOXtCTzuUANdTIC0yUCiqJEkn9hD2mAqjqx5h1MJiaYRgm4Jdgo9v7Y0rfgSLyVKtdFY/H01QCeXEy9o6uk1WUFyymrAQWjhWR2dhI/MvZkq+o6l9VdWdV3RdYgXXoWoJPMfl2NaaoZWv78+4zBjyznLKiRZSVfM/7L7p2b4nFFdUmnYqQkj50qnKWvO8xt04wefujUN3zsHikgAGkXS5r5TMmA8NtG4nJ3gpV/Rbr5GpG3WCxSs+4dp6AzXU6PFuCFo+nlfgUS9h2FWateytbIVUtBV7FBnBOc6vXYH2Cm1X1cbdu64xd98E8f7bF9Rt8/8DTLqiqX/zS7AUb4VoFxNejjmJsRPkLTPAGk5snCommTubXBwP/xYRrKrS9EovHm4T5vZdnbK/J+N0eSzVm/VuFJYxZC8wAjnbnfhQwur3vo1/8sqEt2ITgH2FJkjZtoFxZ8P2vnH3Z3zh1LGjcbRsH7Jpjv77ucyBmOeuxjvYUY7F70XWUOwab5zMFzM7WdkyhCmTM55dw6BW3c8in/dl3T7d9KmapS2KK2dcFxGZfzd6ThMgyzAq32B1jIRbvDOY+OcXJ05ewQbM3XX0xd00DefttuG1Af1fnYiwh1i3Ax8BdWdo/xNX9OOYGNx+Q9n5m/LJxLO4dWxv6j94xtK0f5sa8I6bMzcX6Fs+67ZOBhPv+E0wBlND+fYC/Y8nk/uzep/Htfc5+2TgXb8nzrC8PAmPV4jEaREQG59h0Dub2OA+LcVMAgci2bFLzHPc/DeyEKXmBW0QCcwU6EYuNU8yVKBmqdy7ZXY9ai6RbZmJ/IJVYZ60Tlsp8CdbpfJi0C+hrwDEursfj8bQQqvoVFmszX12ClXBMnojc7uJuO4nIPBG5CXLPk+dcP18PrXpBRKZhblsXqerKdTTpHOBFVU02VEgtaUMMU8C+V9WFLm37ZNeOTzFFK2D4w7x72U2M22kBH7zu4oq2BzbBvHUOAQYWEF2UICVKqjsmO/u6YyzHXFsnu+8/xiZQP5i0TH4eONld0xgm5+a4tk12MXkLsPjlFCZ7L8ESY90qIueLyN9E5HzX5p9hMUvHAOe6un3yFU+b4N6xoP9brqpfuHesAou5ew1T5ioxj51vgDNc+S5AhcsM/i/MGjhSRFaIyBIsxOMUzIp3EbAdsL2IHNE2Z+fxpBEvVz3rg4isBo5Q1Q8bUfY7zPL3NHCtmisEIvIRNmJW5rYPx0aD+13JIaX38sGcaiq3wBS2GswlaB424hb40Kew0WnBMmLVPTayQtGeABGElHXlVEGC3z0pYQXlCKSiRBMJkkE8S/gl+QEYjCmZKUIxL9gfgrh2xELnlACWYUkLSnE+/qq6gzv/PwEfq+qz67qGHo+n9XhMzr68gOojT+dvh6myzoGrpuDk3ChVnd2Isk9hnctHgBdUtTJj+1vATar6sYjEYkRW/o3jJz7GOae8oYcvcmW6Yt4RW6qqPiFn7tOJils+5Me/u1cv+TBU13HACap6WmidABOAX6nqBBfX+AdV9R1Vj8fj6SB4S56n2YhICVCiqh+KyKbBSFiW5WgAVd0SmzNpX2CZiHwhIqdg8SObYSPL27rq+wHcwb+7VVM5HFPsSrBA6BimaBWnW0PE/a6n4AEECh5AidtNnZVPnQ5XytpgfSSk4EE61k/ccYPjxTMOE4zQd8Wsd1FXZhym4PVydeyFzbUTMAHz4fd4PO1Iep68Fq5XpABTtmaLSJfA+pVl2Q5AVU8HfovFs30lIn92ilbAZpi1DFVNxIiuXUllvJKicPu3xLICPiYik67kxavWUpPtP/8cbL66MDcD36nqBPf7S2C39bwMHo/H42lDvJLnWR+G4TLKqc0NU5xjeSXYQVX/pqrDMZeIbzDf9c5YzFoEs3iBuTYymqNWRYkF897VYHEgM7DU3dOxWJEUpmCVNqbRa5wyh7PQBb2izhRRRKECxImuDe2SreOXor4raDCnTni/JPAo5vcfuJRWYpMBByzB4lk8Hk9+0NJu3r0xGYeqrlHVkTmW2jm3VHWiql6EuV5+A4wXkXCGv8wGZ8qpGLAz8ICq7hQlUvk0UwfW2UfkOkyG/y20bkcsNi9wT8O5mFaLSJdmXwGPx+PxtCmxdRfxeHKyErNWBRPofpej3EmBoicihcD12OhxTyxD5vaYgvQDsJXbpw/AjbzaPaOuYPv3WY7TrSmNjxHRBKnaztJ+bKvvMkMqqaI7XZcvZWWMuu6YdXc3AmVPMNfMbqH1SWA85qNf6MqUuPVh96siLJGBx+NpRwQVRVrDmleB8zJwitIHOcqNChQ9EYlhsuNsbEqCG4AgQ988LMvvPOeu2ak7RZlTOMwD5qnqpwAj2HTcHJYfOJSouvrPxBI/HZQRDzcceC/TRRSTYf+fvfsOs6uq9z/+/p4zNcmkkEqA0AJIIKEEuKAoRS/IBVGvoJSLeJXepCgi+LsYRUQFKQakSFCUYgOsCIh0CNITCB1CGiSkT6bPOd/fH2vtnD0nM5NJZiZT8nk9z8nZe+2111k7z5z9nO9era3F4UVEpJdRkCfrLXY9wsyGxIkNKtvLb2Z/IvxoeQ+41N2nxvS5hGDxLmAyIRBaBVRdw5eWns0fm/M0D4/FVBO6Q9YR/n7LaPlUeyVhYHTxk+56Ul05K6nwOupbtGRngOq4xMIohs3/kGWbxUP5WL/G+JmNMa2C0HpYEa+9ksKMd8sIP7JyhFnulsd6NQGLiyaq2Z7QHUpEelB3ddd092VmljWzCnevJsyO2XY9QovdGYRg8Ep3f7Qoy5+B4wmzVx4xgkGzDKOGgenP/MDM5prZDu7++ussmrwNQ2ryZMzMPg18C9jP3WuLyn6CMDNguj7DCWvidek4RRER6T7qrimd9TZwUgfzPg5s5e7jkwAvup8Q5DiFQKwK8Id4o6KSgS8R/laXErpzJvnKCcHWbYSn3CcQxsAlAV4ScEHRWL066tfo7nQPz69Oe4V39qbw/cjG97KYVkbo4pQhTBSTBLf1FBZEHgp8JF7HbELQ9zYh6Huy6KMPIMzmJSK9Q3fMyns/sG8H884AdnX341sJ8ABuBoab2VvAuUezx+8B5nDV6KIZQM8EbjOzGSuo2+4YJs6J6VMJ96YH4ljA61PnTCRMDZ92APB3RESkz1BLnnTWxcClwE/WltHd28ozlbCm0p7xdQcwfiyDFz/KGyO3Y7/bXuTvFYQFRysJ6zYtc/fjWinr5vTObXbsfmU0TXmMj31nPx65ay6bD6+lAscaf8BVpV9j/0cnscXeKxjUXEXtwA/ZJFdO43MZ7Mnz/Irz2rseMxtNGBM4ixBEbkVohXyUMM7woPgE/y7CWlpPEqYov6yojEp3n9neZ4nIhtHWEgpdYCpwLqGLevt1cG83T+xKeWSy/ys7/nioYxxnL/zAb/+vVL4XCYuPc5sd+/Eymr4f08e3U/afCS2FaccA315bvUVEpPdQkCed4u53mtlBZla6vl153P2FGAgZ4Qn2j4ELdmWzD5dQP3Rb9nvnRf7+S8IMlEZoEXQzy65tzSnDDSCTGnsHxnJWsRvbrtyZLZeF2TUznhwznPzqxrt2bUP44WaEdauOIrQu/ouwNteyOKve3wmz3L0A1Lr766kyxgHtBpMismEk94vuEO9zD3XkvrWuOtLNNEMegPzqe10Hyw73sHuK7lsiItLLKciTTnP3r3ZBGdNSu9OAabfb0b+sp/Ij0xnaHI9Pa+P0NmXJrf5BE2ZHcXPwwQzmGA5Y7DTFH3UWl1PIYBSWV1hLnZ8ijIlJFD/9xt0bCWtd/aKNMp7p+NWISHcy3LuxJa/4PtflahnQ5rFUkLdOFxjvYbd2qmIiIrLBaUye9HoeA7DOSH7YOJnV3bGclk/uffX7uj3pFpF+p/sivW7QsqeCiIiIgjzpA3Jxyu/Ol+F4bKQLM7LEuK9IR1rxRKR/6qYlFERERDYoBXnSa9nqoKxTZawxJs/jkcKuxY5MkFvdyqcfeiIbm+4ck9ed1mVMXlc8NBMRkd5PQZ70Wta5+A6ADPlWCslAIZizwlrmhmNxTF7nu4iKSN/SXevkbSjpdfKKJQ+6dG8TEdk4KMiTXm9dJwpojZOx0DKY7qppqSf3vro1L6+vhcjGrk8FQn21BVJERLqPfs1Kr5XMdNc1Y/LCZCrJ6uj5wm+4fEhPvgqhHU/dNUU2Tt05u2Z3ab3HQut51F1TRGTjoCBPei3DM519oJ50UcqubqdrOcjPsRbRXD6mqkuTyManr7eItdfrIbkXdkXPCBER6f3M+/YQBOmnbOwz99n7ux3kZMFysOvNdXz2lBP8Yr+9w2UYx2Rpvi5HdggAlYvhkK/DxDtg3mR4+LtQUgdVC+HQM8NJ1aNg0UR47Hw48LvOlk9d5xf7Gd1xjSLSe9gUm4pzKuHhZw7j+r7w3bfJN03lzU+fSvVmGaoW5Nju3uv9uRNb1Num2DHZnF2Xy3i4FxqLga+vy/1URET6FgV50uvY2Gfu4/09Dqqgngx5ahkIOEz+eY7PnP7ljvwwMeMY4JYSmsoqqKeGgaFLZqYePvfVQqD30BQorQ2B3mFnhma+JNB74ptwwBQY99S1feHHnoisH5tiU4HTWznUq7/7Nvmmqcw45vSy5hLKaGQVg6CkFibdfm0S6NkUOwa4BSgSNc5qAAAgAElEQVQrOr0B+KoCPRGR/kndNaX3+WC3g8D4DH/heH4VEw2ePykLXNrBUi4Fyj7Ca5zHFWzC0pCar4AHLw29QDd/Dt49GBbsA8+dsvpjqFoE2z4I7x4EQ+cAnNJ1FycivVBb3/He/d1/85BTaB7I3kznPK4Iac0DQ3rBpawZ4AGU0/H7qYiI9DElPV0BkTV4tr30cR0spe18K1KHPAvVY2lz7F/VAoA2KiQi/URb3/He/d2vHtt6/Vqmt3fP7Oj9VERE+hi15EnvY7n20ud0sJS28w1JHbJcCOTa+szqsQBtHBSRfqKt73jv/u5XLWi9fi3T27tndvR+KiIifYyCPOl9xrxwP6tXtEs47H5jDriwg6VcCDSukZqph09eGMbezZsMW98HY5+Cydev/hiqR8Hbn4St74fl4wCu78TViEjv19Z3vHd/97e793pKalreK0tqQnpB6/fCMCavo/dTERHpYxTkSa/jC/Y8mE2fvT9LI+BgzbDbjXUdnXQFwJ3bgf8toXFVWAWvCSo/bDnpysPfLUy6cmjRpCuPnQ/7T3FNuiLS/8Xv+LUUWu5y9PJJVwD8uRPPYNLt11rZsjw4NnBeLj3pCkC8Z/4vsDh16mI06YqISL+m2TWl17rBTnpkALUfOc5/M3p9y7jczjtrHHO+9wbbfXMoKz42nCXHLWMIObK5Zsr+eI5fdfRNduLVhh8wmBU7z2dMtVN6zrn+02ldeS0iIt1lqp1x1mgW/ffvOeLA3/kX82s/Q0RE+ju15ImIiIiIiPQjml1T+iQzqwU+BMYS/o4dyNP2bHg3Fu1ngKPOtauPKkofDNx8nl15cywveRCSB94CVgG7x7R5wBLCVOSPuftJ631BIiKdtIhRbUwTLCIiGxu15EmvZYTpV9ZINzOgEngc2I4Q4NUDzYRgDKDVsSbZNctrr79y+vvRBPwDmBD388Cz7r6ru+8I/KydckREut0j7N/TVRARkV5CQZ70RecAuPuxwAmEQO3FeKwpvs9u5Twv73jjdRL85eN2CSHAq4j7TmjVI9ZlZodrLyIiIiLSjdRdU3otw3EMM8y9RYvbRym02E0mTA++nKTxLyhrrcza1TFg6mNSG/FkT6UnD0KagE/Gz8rFPF80sxHA/cAt7r58nS5QRKQLGK5umiIi0oJa8qS/qCV02SyP+99oJY9VtP1cIz3PbPKDKRnn10xowTPCmL9lhGBvGvB7YH9gupmVIyKygRmaJltERFpSkCd90XQKf7vPE1rtphMCsOTHzi9aOzFPm7OLt/ckfGWq3Ewqb427T3P3zxICwZ07UnkRERERke6kIE96nJkNN7NFZtZgZvVm9lRy7EYerwLLmVldfP0SuCKedytwU8z6/4CBFAKwE1r7rMa2g7xWq0b4jmySKteATYGhwHlm5mbmwE7AF9alcBHpOWb2uJk1x+9vOv0XZpYvuucUnzvAzP5mZq+Z2Uoz+3AD1vsHZjbXzFal0+/i1bFgL5rZi2a2oo1rOyNJN7PFtMHMlsZ7cZ2ZLTazMd11PSIi0j0U5Elv8UN3LweGAxPM7P+ljr3s7pXx9RV3d6AOOAB4kxB4DSaMletuxZ9RH98/BE42swmISF9wC2FMb2ta3HPayHM5cCHwd2CAmR3SDXVszV+AvYoT/5NtFoLv5u67Ar8Cnm7l3BeB7xKWf2nPK8C+wADgEdC0nSIifY2CPOl2ZjbdzO5M7T9sZn9O9t19ibtfGbdrgHeA7cI4E2utrFrCpEEltFw2IZPahsLMmAAMZcDyoVTEjOv1p9/auJc/xfRSYC6w2foULCJdZ233HAB3v9ndX1qf8t29FngGOBf4HuGh0+adqHJSzx+Z2Wmp/e+a2XlF2a4Crkzlefh73HHiIMqbU3meInQzL6734+5+CWt/IJYcLyF0h9eYPxGRPkZBnmwIVwGfTu3vA1xqZnXFGc1sS8LYtpspRHg7xW5D8whPsZMJUEYSJlpJFkBPuleS2l8dJS6ndujy2PDWzti89iSfm/almF5J6NbZ2tNzEdmwOnzPacPqe46ZrdFqFn2f0HW8hNCT4MH1rm3BnYR7SuKLwO/N7MVU2hrXdiC7PHAsf/wElJ1qZm8DPwbO6mRdHiIEr+OAP3SyLBER2cAU5Em3c/c7gUoz283MjgQa3H26u1em88XZKZ8F/urujwAcxsRVMGRozPsIcB6FyU/a+vtNIrh0M6Ab5ruyaWeeSLd2bi3hh1Ap8Li7r/H0XEQ2rI7ec9pwGZC+5/yjOIOZ7QqMJzx0ugZY4u7vdEG9XwBGmdlYM9sFWObuc2IXzBbXBmSSa9uXCbNv4wuPQuPP3X1b4FvAdzpRlWPdvQoYE1+XdqIsERHpAVonTzaUp4GLCJOW3NdGnpnAfHf/PIR18jZliMPymnj8K4SlCx4jjKVJfrAVB1+tzZRplZTWvsLCAet/CauX0kuXX0FYQ6+BMBmLiPQOHbnnrMHd30rtfoVwzym2D+EetCzul5vZw+6+/3rVtKU/AEcQgqs728jzNGG90LOB+zLki+95dwI/X98KuPv8+L44dnM9hBA4iohIH6GWPNlQLgcOAvYELkkfMLNKM1tBeDK+n5k9ZmaPLGVVycn8ZiTYI2b2GGGsHsDuhG6T1s5rDbU0Dmhav26aLapbtJ8hdBmtBA5JZttMvRpjt69ke4CZ3WlmT5jZsM5WRkTa1OY9pz2xBS3xfWBVcR53/zlhncz7gUnAG10U4EEI0I4iBHptdZO8nHAP3BO4xHCfzfJ0K+WhhEmp1pmZDTGzneJ2BaFr6Kz1KUtERHqOgjzZINz9z4QB/DXJZAep8THfJYxpccIslR8FKn7JE9t5iKk+Gl+bAosJLXktiu/u+q+DZsKPwqWEyQtKgVOBhfH4bwhP2JuA01orQEQ6by33HMzsaTNrjtvNZvZwPPTzZPkA4GTCuDjS55vZ5oRWwgnA34BtzazVZVvWo96vAFWEXg3vx89bPSbPzH4MXBd3S4DPA1zAA3uBvRTz3gbsmrq2JXH7eDPLA1sCw+PDp68V/d9sAvw77i8HlgBf7oprExGRDcfCbPQiPcfMngQmEroE/ZjQMvaFMrJvbcKA/AdUz4xZtyd0j8wTgikjjIlbBIwAhlCYGMWJ3ZHDk4zMyjz5wQZUUEZd6IGVB/5eSuagJvJlAJWUex0NxLLzhKnGx8XPGUCYWnynuF+ZypcEdM2EMXpLCD+kDPg64YfYxwndu0YD7wLV7q4F1EWkU26wk88axrLPf4nfHeROU0/XR0REep7G5EmPMrMyYFtCADWL0P2oBHinkZx9QHWW0D2zWFl8rySsrdem0EEzPzjZr2s5xCYDhQWDc2FsS57CxC5bxEPJWL6d4vFSWi6Qno3pJYRF2RfF9CbCGlM7xjzD3D1vZm8AO5jZcHdf0l79RUTWxlvvpS4iIhspddeUnjaC0CrWTGilew94HZicwXwEg3LA28BsQsDU6O5GWI/uDeACCrNpvpIq97XWPsyBTOHHUAbYOk8+C0lE1pRkg9Dalky2kl5XKplRk1gnj2Ul6/Q1AtvE9JmEFspkzT4zsypCELgKGLu2/yARERERkXWhljzpacnyA9n4Ghf3n8vjtphVWUJL32pmlu5jfFlqe6fU9kfa+sB8YQifAzU5PJvsxPAv6fI5LvlIoIYwbhBCMJrkKS0q3uMrCeoqCQHiDEI3TYD6WEYJhWBRRERERKRLqCVPepS7L6PQcraSMEHJPGCAAYMpT8bFzSMES3lCYJQEUrWEFrFFFAIsT5WJAaWULQE8g1FSWM/cSAWGBuzFbum+nEnd8oTumh8QWhxfi59bT2GiFScEgo2EFsDamH80cAdwbzxW5+5NhPGFVYQWShGR9Wa4+mqKiEgLasmT3uB+wlTnJ8XtscC+wxhQN5CKkpU0vEIhaBtEWCPqa8AvgCcIixGfDMwhBF0XEyZygXhiE41DIbTi5Vv0vFy91h4OPM0LZaljI+J7Mj5vTNwvnixlUHwfGN93JASI9YTxgtsD+xJmqptlZqNjmU+6e3P7/zUiIu0zNIOaiIi0pCBPeoOpwHaEpQa+QFib6vhDmDT7r7y0A1iO8CPmXWAHYHt3n29mFwLnuvtK4Cep8v6YbFxvJ5+1CUu/9xy7f3N73vxYOQ3HLWYTcmRzTZT/8QL/0dG/tK9c3UTJAUNYsfObbFNjZM++0C+9eW2VjsHaa8CrhEWTHyeMKTwIuJkQ6O3o7vuZ2WLC9+0C4BjgfQrToIuIiIiIdBkFedLj3P0FM/slYYmBl4G7ANuP7ce9zaKtpjP7HvBkcpV9CZOXlMbzHjKzrLvn2ig+rau7NE0Croh1Hk4I7J4mdNu8h9CaeJyZjQXuJqzX9YyZ7Qz8wd0f7OL6iIiIiIgoyJPewd2nAdPi7jSAafa/Xz6Jj6+cztvT3Ff3sby5lfPaZDGwy5PB8DjNuMVBe5kMq/cKZ3R0KnJ3fwB4IJX0VGr71qLsJ6bOu6VDHyAism40Nk9ERABNvCK9mOHe2bWfjLy33HfysUyP4/zSQZ6DxraISJ/jmO5dIiKymoI8ERERERGRfkRBnvRmne56pKnFRURERGRjoyBPeq3QjdLCILpOSsbfeWE8Xqvdm/Lh80RE+gw9zBIRkWIK8mSj4Ji3XEvKio+3ui0i0ttpnTwRESmmIE9ERERERKQfUZAn/Vp65kzDLXTXDH/2HrtmFs2uqZY8EemrdPMSEREAzNXLQ3ohm2IvWZ5Jq0eaGDP8Yt9lncqYfNNU3jz4NKo3N4bMhX1/AHP2g5e/BMNfgZ3ugsk3wLMnwwHfCyc1DIS/3QBvHOx8e+R1frGf0cWXJiLSZWyKTcU5lfDQNodxve5bIiKiIE96HZtiLwGTWjnU4UDPJt80lZnHnF7SVEYZjdRRiZfWwaGnwNufhpnHwCavwsTfwu6/gOdPKAR6uQzccyu8cRB8e9S1+sEkIr2RTbGpwOmtHNJ9S0RkI6fumtIbtRbgtZe+pjcPOYWmgUxkJt/kJ1RRDU0D4aHvwycvAgyWbQ/PnwiDF4T3RDYf8jSMADilE9chItKd2ro/6b4lIrKRU5An/VP12Gyr6SvGwZA5YduzUD02yd8yX5IHWi9HRKTntXV/0n1LRGQjpyBP+qeqBblW04fMCYEegOWgakGSv2W+JA+0Xo6ISM9r6/6k+5aIyEZOQZ70RjPWMX1N2917PaU1LdNKa+CA/wcP/gBwGPYG7H4TrBwb3hO5TMhTvhjg+nWsu4jIhtLW/Un3LRGRjZyCPOl14uQqxQHdOs2u6c+deAYTb7/WKj50cKiaAwedw6S3R4fZNUfMCJOuTL4BnjvB2f97Yf2E+so46crBrklXRKQ3i/enaym03OXQpCsiIoJm15R+7go79+tbMHfKbLY6fyA1Jwxl+R7vM+a2ccw9bB6b332uX/lVgB/bN36+Fe+dMpstas73nw7q6XqLiIiIiKwvteTJRiEfFz6H9lcL1iMPEREREenr1JInfZKZjQGuAvaMSWOBkvgCaAJK2zjdaT/WyxMegCTvAN8EFgNnArvHtHnAEqAceMzdT1rnCxERERER6WJqyZM+x8wMuBt4GBgPjAIeAg4EXonZzi06LZ/B8hmsOLp7PdkoJ0sJWafl9yJHCApPiPvbx30HnnX3Xd19R+Bnnb4wEREREZEuoCBP+qIDgCZ3vx44B8i5+38Bc1N5Xkw2DCilZGUpJfk8TpZsUyrf6GRjAKVkCiFgMpHByvi+JbAJUBn388CqJLO7z+z0VYmIiIiIdAEFedIX7Qw8F7c/CrzTSp6yZGMo5fkmmodUUdkEUEJJcyrf6i6dy6inkWYjBHAJB+qBZcAZcbseaAC+aGb3mtk5Zja085clIiIiItJ5CvKkv9k2vv8zSVhGQ8awJo/TqpSQTQd5AwEMmksKX4fi78ViQjC4JWHM3zKgEZgG/B7YH5huZuVdeSEiIiIiIutDQZ70Ra8Ak+P2dGCb1LG34/vnk4QshuMlS1lVAZDB0i11dQAO2eYWDXgkLXoGLAcGEb4vlpwD1Lj7NHf/LNBMaGEUEREREelRml1TepyZjSdMgJI8dFjl7lVFeZ4B9gBuAE4lBHe/iK9qQvfM9GyaOSC7DtVY24ybiZWE1r+k7Kb4+c3ALu7+wTp8pojIOjGzx4G9gay7Wyr9NuALhHtZI/A/7v6XonMrgEcJMwJvD8x19+03VN1FRGTDUUue9BZ/iT9YRgGDzGx1d0sz24UQ4AHg4cnE54H/BN4CFhKCrvQTi3V9epEO8PJt5KkFfkNhdk0IwV0p8HsFeCKyAdxCoSdD2vnuXuHulYTZfqe1kqeBMAvxr4B7gJFmtne31VRERHqMgjzpdmZWbWbvpfaXm9nqgMjd33L3z8XtDwndIbdOFfEUhVkuMbPpwHzgCML4uAUUulI6IUirAxZWUr4oOW8TquqqKAybMyxHyiRGsQlDHLiWNQNGJ4zH+5CwNt6zwArgAcJ6eY+t03+KiEgRM5tuZnem9h82sz+n87j7ze7+UvG57j4/tTuktfLjA7KhwKHArYT7prrziIj0QwryZEO4BRiX2h8CXGRma/y4MLOPEpYpuDruX0PoWnRyKttVSXbCE+3/SBdB+LuuAoY107y6C+dSqiuraYD4o8bxFt05S8lQH45/hZYte0ayEgPsSggiS+J1HA6MBP7Q7v+AiMjaXQV8OrW/D3CpmdW1kb8FM/utmTURurQf3c5nbA7cBXzo7k93or4iItJLKciTbufuZwGY2VFmdkVMuzk9niQerwIeB95392vMrBQ4EzjD3ZOn28MprGEHIWBLgrVk4fJEvonc6qUNJjJuSXv1zJChLKy8UN3K4Yb4fjBwMWE8SyOh29MA4NL2yhYRWZt4n6s0s93M7Eigwd2nxy6YHTn/S+5eClwfXy2Y2WHAInffATgSGGpmmjBKRKQf0sQrskGY2XLC4uGDgRXuvkUreRqBZncfEPf3Alp7yvw+oVVtOC1b3JpoOflKntSDjE0YVL+MVRVt/cVPYhSvsYxGmt4FtioqexmhdbCEwiLo5bEuc4HB7j6pjaJFRDrEzB4FFgGbAgvc/cg28nnxg7LUsSzhXlr8IO2HwHGEscQVwCbATHdvbYyfiIj0YWrJkw1lKrAZIVA6N33AzCrNrJnQIreDmTWb2RDgCsJMcCVFP1Y2JbScFU+QMq8orcXf91JWlbf3SGMGi2ikCcJ4wOIfT8MIAR6E5RQGEQLKccDHgIlm5mb2CzPLxW03syYz+5eZrTSzRjO72cxeMbPXzewz8foPM7Mp7VRNRDYelwMHAXsCl3T0JDP7VGr3YsJEUcV+Cuzs7lsBXyb0Wrh4vWsqIiK9loI82SDc/TuFTf89hCfRMe16QoCXAebE7TeBD4C73D1XVFyO0IJWvETC1rT/N93eEgmdadLOEbpzOmGM4K1xvynWsRGoifubu/tOhLF8V8bz/wYcbmYDOlEHEekH3P3PhCVhapIJVtJj8szs6fhQjPhA7OF46CdmVh/znkkckxe7fiYTUG0KPGRmMwjL0Sx2979uiOsSEZENS0GebDDubu6eSe/Hze2AreN+jjBW5C3CIud/ShVRTQikXiMET6sI3Y7eJyyj8CrwMrA/8G5y0nYMazqeo74FcAp7+yAGVGcxyimrA34dsxlAOWUO3E3oVtoYy0/UEJ6OJ3kWxPRmQitffbyWkwhBXpbCpC2PEFoZPxrPqYj5kxnvHgYOW9v/oYj0f3EphGGp/crU9n+4e0m8n5a4+/4xfbdkCQV3HxaDRdz9BXcfFbdnxHyT3H3rODZPRET6IY3Jkx5lZmXAHHcfY2abE8a3zQB2ou3FzJOgqi31hDWgjmytjFJKGrNQ6mTqG2isJqzNl3YrYUmEqwnj7pIyki9LE2FmuqOKznsV2NHdzczmEbqnOmEymeOAdwgPVobEtO8kP8TM7Fhgb3c/s53rEhERERFZK7XkSU8bASyP2xMIQdEhwGzg9fi02oDdCcGdu3tpTKsEzia0uF0MJGtHrSQGeFky9Vdx8MpKKlavIdVMLttEzkopaaQwayYApSF2PBr4MWEtvmTtvTpC62LSMpcsuJd003RgCwAzuwAYG48PIgStx6c+5gfAH5IAL1qUOkdEREREZL211xoisiHUEbouQgjODLiPMKFJaRtr6TXSchZNgPTEJUOBxcDgPPmyb3B/RTM+GGAYFb6Mes8B5ZQ1rqK2HCCD5fJ4dlNG5+Ywv5EQtCWfYYTWwfGp9M/EY0mw54SADuA/iRPAuHutmf0OuChVvwnABUX1r4j/FyIiIiIinaKWPOlR7r4MyJpZhbtPj8mfJIyxmwdUplrzkglYFhC6VCbj7hoIAdIqQpfJfxCWXqh0yDp4KaXLMph/hb0YSGVdBqOBhnLCbJ9ksEYDFrAwC6wgtKyNTFV1Wvz8HCHguwR4kdC62Bg/v44Q3P0ipr0dz/3PWGZTPP8HhFbBtO0J4wlFRERERDpFQZ70BvcD+8btFcD3Y9rLqXQIQVMj8C93Px54APgIYcKSowhj4HaPeT5GDLpyuDXRNCyP23U8aVmyzXmcVdRVEbp80ky+0oFcmGdlbCzXKHxHziO0fDfG1znARMJ4vdJYTtKl8+PxvK3jLHa7EoK/JPA7hjDLXdoBhFk2RUREREQ6RROvSI8zs92Ac939uDie7SLgE4Rgb5m7HxfzHQVcC5S5e1VHyv6ZnfH10SycMosJ54/h/RMHUjN5AWN/szWzP/MuW9/1Lf/x1wCusTOuH8PCk99gm5rv+I8Gra3cVN0fBT7r7stiN9JPu/u/0ukx32LChCsHu/u/isoYDdzu7p/s6OeKiIiIiLRFY/Kkx7n7C2b2kJll3f0yMzsUmEWYwdJies7d7zSzg4DtzKzc3RvaL7l7mdlI4KcxwJsI3BcDvNXpMd9Y4F5gaHGAF40jtBSKiIiIiHSagjzpFdx9Wmr743FzWiv5vrrBKrUW7v4hYakG3H0mcTKWdHrcX0BYQqGtcp7p3pqKiIiIyMZEY/JERERERET6EQV5IiIiIiIi/YiCPNloWOpfAMcyhWOepG3gWomIiIiIdC0FedKvZcKa5DhYEshZK3/3ybE8ay6+LiIiIiLSlyjIk42Ck3EIkVyu1UBOsZ2IiIiI9A8K8kRERERERPoRBXkiIiIiIiL9iLmrm5r0T3b4CVMZ/4/TGLzAWDkWlm8JH0yCxy+C7f4CnzkNPAsLd6xm1KwqMnnwDCycAG8cmvN/XaZ1JEVERESkz9GPWOmX7PATpjLx9tMpqwsJQ+ZD5VIwh30vhQd+EtIPPw3GvFzFkvEw4i2wPIx5GbJNWTuQZgV6IiIiItLXqCVP+iU7b/NmBs/PrnFg5WYw8AP4fjNUzYPztgjp+SxkcoV8+Sys3Ay/8j2tqSAiIiIifYpaKaR/qlqwZoAX0lk9k2b12EK65VrmsxwMmds9dRMRERER6UaaeEX6p+qxuTbSQysdxIAv8qKY0LOwYotuqpyIiIiISPdRkCf905ufvp7GypZpjZWwfBw8exKU1ITJVyA07C3dupDPgcXj4aWjWw8URURERER6MY3Jk37LDj9haun4v5zWNHiR2cpN8WVbMXGhMfPx32p2TRERERHptxTkSb92hZ135Djmnj6LHf93JIvuH8yKcW+z/YAJzHpwAZv+8et+9c8ALrPzp2zDu/83my2Wne8/3aSn6y0iIiIisr7UXVNERERERKQfUUue9HlmNgZ4H1gBLADmA5OAUR043QHLkGnMQFkz+dVpwEpgcMz3J3f/nJl9Hrgrph3p7n/ouisREREREek8teRJn2ZmBtwNNAPLgE8A3wT+AHgpJUtKwwJ4jSOoatyfbfIQIjkgBzwF5PPkS7dmKFmyyVOPZmB6LDMHbBfTjwKWA7O7/eJERERERNaDgjzp6w4AmoAG4EbgHHd/kRCImeMledwqKL9vJ7aseYZ5GcAstNZlgbcIAZ3nyJMjZ4RjDrxJaNFrAEab2VBge0LQN3uDXqWIiIiISAcpyJO+bmfgubh9LXCsmQ1JDhrWmMetmdyY/2D76iZyAHlbvSI6ewL1QOYdlienZYBGYCBxQQVCV9CLgLcBrZIuIiIiIr2WgjzpN9x9JXArcFaS1kTzMAcrIfv+loxqjGPuLF/4298RGFTFwA+yWLq4CkKr3cL4KgGOBjYB3u32ixERERERWU8K8qSvewWYnNq/CvgaMACghGxNFss30LjnvTw3JB8a8NLRXDPQWE3NqHJWL4tXR/hu7AosIkzAMgAYBlTGfRERERGRXkmza0qfFidemQ7sQgjeSmkZxHVUjjBGrz0rgC8A99PyAclz7r7HenymiIiIiEiXU0ue9GkenlJ8nhCg1QGvAv9OZWnoYFFtBXjJU5B5hNa8owjfm3zq2JR1qLKIiIiISLdSkCd9gpnNN7Nn43aDmeXMrCmmvUMI8JYTxthNBlYRWvjKkjKu4+S39mKLXFHRTmjF89SYvObU8eaY55FY5ifjfgZYGrdP78JLFRERERHpFAV50lf8jDBGDsJi5BngdkJAVw58H9gSeI3QKjcIuJpU183TuGH8v5mbBWpTs2tazG+51UktvhdJ98/DgSGEYNIILXnD4/bOXXidIiIiIiKdoiBP+gR3vwzImNlBFJZMmE4hWEta5JKxcc3EWTaTgO4o9l0Yjy2zlsP2Vi+JENPT34uk/DLCwuibEQK8fQhLKwCMNLNPrP/ViYiIiIh0HU28In2Gmb1HCLSGE4KtlYTWtRzwPiHo2gYYTAjEMgBHMuGt3zNr/CYMalrKqtKiYh04BbihnY92woLr9wMHE1r3io+f7+6Xr//ViYiIiIh0DQV50quY2aaElrWBhCDtH8CB7p4zs9OBa2L634BD42nJzJgfAlXAw8Cni8seQFlTFkqqaUw3461tVk2n5WydjTvdLK8AAB3LSURBVBSCPCvK1wzMBHaI9YcQeL4EnAM8Dwxy945OBiMiIiIiss7UXVN6m78CL8dA6KvAXe6eA3D3awl/s+7uh6XOyRACrJGE8XlrBHgAtTSWFgV4EAO8LFbfRn2K8xtrBn454M+EBdOfAW4hBKqXElodlxHG9C0G7mjjc0REREREuoSCPOltdgEuidvHAn8qOp4Dvhi3VxGCuweBuwkteMcBle5uMW9uW4YtHcjAawFu5ZhGg6lDKG/IYE2EoKvucA68EyATvhJnELpl5oG/x7LOIqyTN5ewQPo/CQujN8U6DCMEf4e6+5nAfGDPWM/pwNHArcAhnfz/ERERERFpl7prSq9hZkOBZe5uZrYjMIuWs2Am5hICvB1Zs1UNQovZncAhgxlYU03NpKSQz7FT8z288upERo2ZyaIRhJbDQwgPPDKVVHgd9asIrXIlhNk0K+JnNBBm7awFvkRoqduWsH6eE2b9/BxwMnAqIWCtd/cqM3sTOAJ4MQaNIiIiIiLdQi150pvsRSGoWwG87u6Z+DJC65q7+zh3n+Duljo2mjD2DUJL21vANiMY8sZX2PW1DJm5APfwSgmw466MWRrzbgpkd2Tr6QCNNBmhRbCW0JL3ASHIu44Q4CVdMS8iTPIyAqghTAIznvCd+i7wFCFI3CJVpwysHncoIiIiItItFORJb/IBhVa5McAOZpaPLwfuA8zM5pjZLDPz5DiwkNBy5oSJUU4E3nI8fxszt8uTHwWQCcXfvpz6MsNyhGCwYUe2fQOgkrI8sDdhkpQSwni6EkLLHcC3CEs47AK85O51hOUV/gFMjHlmxjLy7r48plUQgkYIi7aLiIiIiHQLBXnSa7j7DAAzG+XuzwPzgAFJa12qm+Me7j4BeIUQFK4CHgXeBX4NnODuOwPD3+X9LzqOYXMNuIzDmgaQvfwZFowazID3CDN02nRm7AlQQ33ynbiD0FWzihDUlRECyMVANVAP3G9mexNm3BxGaNGrA34I/AV4M16PEYLWbcNlel3X/++JiIiIiAQakye9ipktB37r7ieb2c3AHe7+zzaO3wD81N1fN7NPAf9295WpvKsoLGWAAZsz1OeyfBawUwVlS+tpHBYPkcEop9zrqHfCA5CngEnpMqLFwBJgewotjw4sBd4hTLTyn8Bgd9/MzPYAvk2YaXNrd9+yK/6vRERERERaoyBPehUzuwC4KE5Wshtwrrsf19rxjpR3lZ195GYsOP15dvvfLXn3/oHUjlvCiAGbseDB+Yy962y/6hqAK+ycKVsw7//eZqtl3/afbLKedV8MHOLuz5jZo8Bn3X2ZmV1NWGLh78Ax7v7H9SlfRERERKQj1F1TehV3vwx40czK3f0F4CEzy7Z2vMcq2QozGwv8JgZ4IwktjMvi4ZcJY/8eVoAnIiIiIt2tpKcrIFLM3T+e2p7W3vHewt0XAGfH7Q+Be1LHboqbB/dA1URERERkI6OWPBERERERkX5EQZ6IiIiIiEg/oiBPRERERESkH1GQJyIiIiIi0o8oyBMREREREelHFOSJiIiIiIj0IwryRERERERE+hFz956ug0i3sCk2FedUIINn4JmT4N7rwHKw4++cWUcbWI7xf32FYw6fhMXvQmMlLNiz2X/5SGmPXoCIiIiIyHpQkCf9kk2xqcDpLRId7N8n4ffeEHYm3AGzjgnbe1wLh51ZyJvLwJx9FeiJiIiISJ+j7prSX52yRooBe/yisPPqFwvbzxVlz+Zh+Nsl3VlBEREREZHuoCBP+qtsa4meyad2sq1vJ6oWdHWdRERERES6nYI86a9yrSVaPvUnb7nWtxPVY7u6TiIiIiIi3U5BnvRX16+R4rDTs/us3rEdby8cmFyUPZeBJds2d2sNRURERES6gYI86Zf8Yj8DuJakRS+fYZt/f4oD7j0SrJnyCTfzsVlbAeQY/7cZHHomOOHVUKlJV0RERESkz9LsmrLR+Lmd/OQgarfMkdlqALUfLmDTf57t1xwBcKlduNO2vP38QkbOPsun7tDTdRURERERWV9qyRMREREREelH1JInfZ6ZjQGuAvYkzKq5OYXZNR1YDIxMn1NKhibyAHnCw46VGRgc596sByqAc4CvA1sBs9x9p/h5lwHfAq5w929035WJiIiIiKw7teRJn2ZmBtwNPAyMB7YAXgUeAmqBfwJDAAZQ3nQSH10K5A1zw/LAa4RAcGAJmeSJRynQDMwjBIwA41IfewwhEBQRERER6XUU5ElfdwDQ5O7XEyZacWAfYAIwH9gFaAIYTGXjvmxTDyx13AwDeD+ek28mTzmlOUIrYDMwCightPZVmlmlmY0GhseyRURERER6HQV50tftDDwXtz8KLAE+BzwCNBICtuUA2zJm+VJqAIYNpjxfVI7lwRpoyhKCvnLgFKA6Hq8GLgD+D3i6265GRERERKSTFORJf3Q08BdgW2AgsBnAE7y22dncPRZorKfZ8uQzwIGE70FtKRkymAOPAwZ8BHg+lvkucBzwBeCyDXkxIiIiIiLrQkGe9HWvAJPj9nRCV8oDCYFYFmggtMyxJSNWnMsBi4FKgDgmbwWhO+bAZvJ4CO7uiuVlgbfi9jxgU2Cgu9/f3RclIiIiIrK+NLum9Glx4pXpwB3AhRRm0XRCwNZiO4N5HreiYvIVlD9eT8Mn2vmo+4AnCLNuXlh07CR3v2n9r0JEREREpOuoJU/6NA9PKT4P7E8I5OoJLXPpQK422WglwAPIDGeT+9LFprZvie87uPv3gZvjfhNhzB/AEetbfxERERGRrqYgT/oEM5tuZnfG7WozqzezP8fDs4C93X0koaUN4EXg13F7IHDSdZz0VNxv+C1HrLiMk5NumbnT+MqfACay1QpaLo9wMmEGzua4v018fwWYQwgo9+iq6xQRERER6SwFedJXXAV8Om7fQpj98lIzqyOsg3eRmTnwBuHvemcKrW41wI2pspoBfshvDoz7z77B21UAr/DeEOKYvageGEpYSgHgs/F9Z8K6fPoOiYiIiEivoh+o0ie4+52Etep2Ax6LyVsB18XjN7u7AZPisXnJMeA77m438+DWcb/kS/xhyApqhsb9cxpozALsy8QlFLphQlgsPUsI9CBMvgLwPUIrHsDgLrhEEREREZEuUbL2LCK9xtPARYRAqwm4nBBgzUvlmRnfxxEfYrj7VWb2zQyZ0VuzScNCVn2qlsbHUudM35HtJwAsZnkZ4XtRQ+jmuTPwDoUJXZbE94sJ4/6cEASKiIiIiPQKml1TepyZVQL/AA5091wqfWtCgDXA3evM7HDgNmAQoSvm12LWL7r7783sMcLadgNp2eXy6Hhei5brLJnmHPkSQsBYQsvJWhITgRlJlVLpDiymEPwlaUOAs4BLCMs3LAO2d/dqM1sCTHb32Wv9TxERERERWU/qrim9wVeBu9IBXvQIMN/d6wDc/c/AAKDJ3U9IMsUA72vAvoQgq7hl7Q5a+VuPAR5A6V7s8qU26jaTwmydzxBaE4n7SYA3A/ivmPYAYUKWesIafI3Aj2K+P9JybKCIiIiISJdTkCe9wbHAn1pJ3wL4QVFaDnjZzI4FKuM4PIDrCS1prxMmRPkVsAhYThiblzuYXd7bm61qS7BTAcYwbBFhlswb/5uDX72TLzaWU5oHTovl1gGrYvmPEiZseS2VvgD4pbvvAjwU861y918DvwRGAaUUlnC4FGhvLT4RERERkU5Td03pUWZWBsxx9zFmVkVhUpUsYTzcS4RlEXZoo4g8obulE7pcJq1zOeDvwG+BC4CdyylpdLy0kVwOKKliQHU1teWAGVZ7CnsMuJHnSnLkzwdeBu4ljM2rAD4ExqQ+90RCd9EJwHvAToSHJpu7+3wz2xKYTQgGRyWtkWbWCExw97fW879MRERERKRdasmTnjaC0NqGu1e7+67uviuxBS/ufyS2rO0ONLq7xf1K4FxCN8mL3L00po8jjIf7DHC5u08EGo0MjeQs+bxSShqBt4BLRjDs1pt4rjTWqQr4K/AvQrCYJQSbVxOCthxwLfB1QgveGMJ3qYFCy19VfL80CfCiegozgIqIiIiIdDkFedLT6ogLmJtZlZm9aGYvAt+PaS+a2WtxDbzngTIz87hfB1xJ+Dv+gZnVmVmO0II2AFgJnGpmlwAlDTSWDqEil8WuBqikrJnQDXOz0/ifX+RxMuEr8W3CuLr/AT6I9cwB9xC6Xyathrj75witfXmgzN1XxPyfiu8vFF1vlhhkioiIiIh0BwV50qPcfRmQNbOKdEueu28Xs3wmacmLrXR5QhB3K7Cfu2fcvZQQOFUQgrE/EsbkvQ78HjgKeH0Yg+p3ZExDDv+qAdswdiFh/buDbuLOI/I4TTQnnzEeOJ4wVnAOYXzgCfFYnhDolZpZhjAecEF8JZriezJWDzOzWMcnuui/T0RERERkDRqTJz3OzG4G7nD3fxalNwAPuPthqbS5wA3ufklR3r8C/0doKbsbGBYPzXP3HczsV8CXk/wDKfUJbPvGM7w2mhDoeSkZa1q9vvlqTwDnE8YKph+KLIrHDqWw/MIu7j4z1mc+MDY1MQxmdhxwmbtv1vH/HRERERGRdaMgT3qcme0GnOvuxxWlXwOcGlvqkrSjCOPctlnXz7nBTn5yALVbDqRm62ayixaw6T/P9muOAPiRfWvnrZj93EJGzj7Lp7Y1yUuHmVke+LW7H59KewG4zd0v72z5IiIiIiJtUXdN6XHu/gLwkJlli9LPAt6Ni6UnaXcCD5tZKb1UnFnz/XSAF81UgCciIiIi3a1k7VlEup+7T2sjfftW0r7a/TVaf+7+HrBGl0x3/3Ir2UVEREREupRa8kRERERERPoRBXkiIiIiIiL9iII8ERERERGRfkRBnoiIiIiISD+iIE9ERERERKQfUZAnIiIiIiLSjyjIExERERER6UfM3Xu6DiLdzg456yV78rxJvnILGDIHdr4dnvg2YAAzKk/dclz9yDlD3eIJK8cu9p/OH9lzNRYRERERWT8K8qTfs0POeokHfzgp21SO4TRTCqU1sNfV8MSFgMOIGXDGroWTHAV6IiIiItInqbum9H9PnTuJpoF8lj9xKj8PaU0D4eVjYgaDxZNanmPA4AUjNmQ1RURERES6goI86f9WjFu3dBERERGRPkxBnvR/Q+asW7qIiIiISB+mIE/6v31+OoPSmpZppTVU7HxT3Ilj8tLimLwNUT0RERERka6kIE/6Pb/3ml345LdnULYCcBgym5F7fZs9njg45rAZHPdfi/FwWJOuiIiIiEhfptk1ZaNxg5384wHUbrOcIV8ezcKaBYyZd7b/bIvk+K/tuHmrGLDgVL9hr56sp4iIiIhIZ6glT0REREREpB9RkCf9iplNNLP3zKzJzBrMbJGZHWRmfho3nfMVbvv8WVz7cj3NSf6zzWwhwPU8PvQ0btzTzL6RKu8yM3Mzu7yHLklEREREZJ0oyJN+w8wMeBJ43N1L3b0cOBPYDmi4jhOvvJEv3Q0M+w0zWi0jS8aBE1JJxwD13VtzEREREZGuoyBP+pNzgJy7H5skuPtvgZeS/TJKMHjjQ2pbLWATBtUDW5pZpZmNBoYD87u32iIiIiIiXaekpysg0oU+CrzTXoYV1JU47HAAW7aXbRZwATACeBrQqukiIiIi0mcoyJONRflp3HROHi8B3tmbLYYsaDvvz4D/AwYAXwau2yA1FBERERHpAuquKf3JdGCbNo41XMeJV17Ap/4JbHEnL7dZiLv/EtgUGOju93d5LUVEREREupGCPOlPrgBKzOxOM6uJs2I68OskQw0NWaD0bl7jHKZuTuiWCcA7LCn7kJWV8ZwKYJCZ5YFtgf0BzKzKzBrNLJ+Ub2aPb8BrFBERERFpl4I86Tfc3YGPx1cF0AA4MArIAkzj6X2AupLCn/5oYCDAUmqzJWTywGwgB+SB0ljGkvgZ1fG8f7q7AS8AU7v50kREREREOkxBnvQ5ZjbfzJ5N7c82s1fi7qNAs7tn3b0CMKAMuAOglsbyUrKX3MZ/p4u8C2AYA/JbMqqaENgZUAN8EngLeDt+1uB4/AQz2w4YCfy22y5WRERERGQdKciTvuhnwK6p/XHAhbFr5S2sORtmBjgu2fHQspf2BMCp7LtkNosGA5vFc14lBIfDga1i3l3i++vxlT4mIiIiItLjFORJn+PulwEZMzvIzL4B5N39T+6ecfezAMzsKDO7Mp7y59i1EgPPkd/tfB5IF/k0wB95ccg2jF4BzCN00dwTGExYJy+Z0KUsvk8B3ozb/+yWCxURERERWQ8K8qSvmgv8GPg6MLPo2ArgcuAsAHf/fHKgjJLmMkp+20Aunf8lgFksrPgvdl8ANAPVhDF5/wb+QeiiCfAKIQD8B6FL518ILX8iIiIiIr2ChbkqRHofMxsGvAuMdPemomOnA1cTJlT5lLs/mDp2CXBR3G1w9wozq6qkbH4djYMAG0Qpq2gCWOnuQwAqrDTXSHPGQxBn8fyXgDHAMkI30AxQDjxLaME7N+43AU+6+/5m9hHgMXcf2dX/JyIiIiIia6OWPOnNrgceLA7wANz9WsLfb7O7P2hmW8UxeQD3pLKWxyURVpaSbdyPbV8FkgAPYLCZfWBmuzWEAA8KAR7ABMLMmh8BjgB2IrTy7UlYfsGAvQhj8z5mZnu5+2vAcjM7pdP/AyIiIiIi60hBnvRmhwBXtnUwjsFLulH+C1hhZtcCb7q7pV/Akr0Y/+zX2OfVw9lnmAFXcNq8eHyMu79wK/8z/zpOeibm/zZQ7e5l7r4TcD8w2N3fAf4OvBU/v9zdnyF8lwxYFevzO+CMbvg/ERERERFpl4I86ZXMbCAw0N0fN7NNzayujddnANx9G0JQ9QlgsZm9ZGZHpooctDWjFwJ8it0bMxgLWVbSThW+Shh3lzgbuNHMmgktel8syv888Ly7z4r7dwHj1/PyRURERETWm4I86a22J0yAgru/7+6Vbbz+kpzg7re5+0RgBGFtu9+Z2Z/a+oBMi16ZBTHAHE+YQfP/t3evIZqWZRzA//fu5npId7eD2wE3siAq8gBaSFihER0JFCvJDnawMiGJIExo3Q4W1QcxRUuoCCTpJPWhCFoyEDoQtUqrQUWRuSayrmurrrqzVx+eZ+p19uBuM7Ozc8/vB8O8z31fzzv3A+/A/Oe63+ed9pEk76uqFUm+l+QHE/WfS7I6yRkT9Xfkf3fiBACAQ0bI43C1LcNNVXIgnbyxbuUYuO5M8qYkP82w7TJJdvwt965Nkp/n90fsTuWZWb1rHz/7U0nur6rNE2Pvyfih6eNzPm9i7hVJflVVk7fsXJ3h7pwAAHBICXkclqrq70nSWlt1IJ28sWO3I8k7klxZVUdW1Rsntk9u/G3+clqS/CS/+fyaHJVl+375X5BkZgfwviSvHh9/IsmDE3PXJrlmRv1ZGYIqAAAcUvt7TxIstL8muSjJlw+g9tYkF1fV3fuYv+jxTN313tx4zu7UI5fk9CRJa+3UJD+rquOTZHseXpHkhCRXzDj/n0l+2lpLkp1Jzp+YOy9DwJx8D987ktxyAOsGAIA5JeRxOFuf5MocQMirqv3WVNX2r7UPXX90Hj7xgax699rc+9CWYfwPSY6frluVo3dV1R4tvqp6zX6e+517GT4zySlPtm4AAJhrtmty2Kqqm5Lc0lp7ypMWH0bGD0O/bnrLKQAAHEo6eRzWqup9C72GgzV+GPplT1oIAADzQCcPAACgI0IeAABAR4Q8AACAjgh5AAAAHRHyAAAAOiLkAQAAdETIAwAA6EirqoVeA8y7tqFdk925OC0tSVLJ+CjZtu6RPO0ff267c1K1/47fXuvr5AVZLAAAzIKQR/fahnZNko/us6CSPHBCsuaumTOCHgAAi47tmiwFH97vbEuyeo+AlyQnzcdiAABgPgl5LAXLF3oBAABwqAh5LAVTC70AAAA4VIQ8loLr9zs7/Z68Pd0+H4sBAID5JOTRvVpflyS5NtMdvZrxtW3dI1lz18xA56YrAAAsSu6uyZKzoV2x/MXZvHVLnr3x0rr63IVeDwAAzCWdPAAAgI4IeQAAAB0R8gAAADoi5AEAAHREyAMAAOiIkAcAANARIQ8AAKAjPieP7rTWnp7kziSrkhwxPV5VrbV2bJJtSZbv5dRzknw3yYqJsUrSJo4vTLIhybqJ+V8meW1VTc3VNQAAwP9LJ49efaGqVib5VZKdE+M3JNm2Kit3j8eV5KtJ7klyY4YA+LEkvxjPa0keG+eT5P0ZguP3kjyUIRDuSHLefF4MAAAcKCGPRae19uvW2k2ttV2ttR2ttVtaaz8ej3cn+WOSR8fy5+SJnbnXLku7fHsenX7ttySnZej6HZnkkSQ/THL2eJwMvyfXZQiEa5OsSXL1ODfdEdQSBwDgsCDksRhdleT1SX6e5JgkZyS5MkPg+kWSZyV5+1i7LmPIa61tSvLU5VmxacbznZHk6CQPJzkuybkZgt60FUnWZwiEW8exm8efvTPJ40m+P2dXBwAAsyDksehU1U1Jjkpy2fRQksvHubPH4+e31j6XiWBWVafs4yn/NX7/bIbu3VVJ3jwx/+0kvxsfvzTJyiQfzrBd869JXpXkrNleFwAAzAUhj8XqNxmDXYZO2xsybLVMkrsyvG/usiS7MtwoZdqOqew6ZcUT7qWSC8bvL6iqo6qqJXnJxPy7krx8fHxsho7fzePx9RmC4Vtne0EAADAXhDwWq68keV2Grt3y8evT49yXMrx3blmGLt3kVsqNu1OXnpg1j0+MvX/8vqm1tra1tizJpgw3XEmSzRm6dUmyJcM20XPG4/PHuj/N0XUBAMCs+AgFFq3W2s4M3bvV49DOqjqqtba/F/VUhi2cM//BsTVDl+6IibGZH5+QJJ/PsFXz6RNjtyU5rap2HdwVAADA3BPyWHI2tCuWvzibt27JszdeWlefu9DrAQCAuWS7JgAAQEeEPAAAgI4IeQAAAB0R8gAAADoi5AEAAHREyAMAAOiIkAcAANARIQ8AAKAjQh4AAEBHhDwAAICOCHkAAAAdEfIAAAA6IuQBAAB0RMgDAADoiJAHAADQkVZVC70GOKTa+nZbS06qlqQlSW6v9XXywq4KAADmhpDHktI2tNtSOWkMd5MEPQAAumC7JkvN3gLeMA4AAB0Q8gAAADoi5AEAAHREyGOpuf0gxwEAYFER8lhSxpurzAx0broCAEA33F0TAACgIzp5AAAAHRHyAAAAOiLkAQAAdETIAwAA6IiQBwAA0BEhDwAAoCNCHgAAQEeEPLrWWnuwtVattZox/qfp8b3NjzUvbK3tmqiZaq1deOhWDwAAB0/Io3c/SPK2vYxXku9UVUty6z7OfSjJfUm+keRpSR5LsmI+FgkAAHPFH6wsWq21fye5v6qeNx4/kGRnVT1ruqaqLhznZp5eSVaPj09L8ugeBVX3tNbWJPnmOP9okiPn+DIAAGBO6eSxmH0zybqJ41VJLt/b1su9OD/JWa21qQzB7UMzC1pr0yHwlgxdvWOT/GQ2CwYAgPnWqg7k72E4PI2B7vwkpyf5+Lj9cq91k3OttR8laRm62S9LcnySo6tqaqLmGRm2a16Q5JNJXpTkjqo6dZ4uBwAAZk3IY1Ebt2juSHJcku1VdcI+6maGvJ1JXpWhS3dpkmuTnFxVd0zUtPG5b03ysySvS3JmVR0zP1cDAACzZ7smi901SZ6bYSvlxw/ivH8n+UySI5LcneF34c4ZNWuTbB1rb0jyyiT3zHK9AAAwr3TyWPTGLZtVVcumj6e7dq21HUkmO2/bq2p1a+0tSW7OsGXzsSQbquqLrbVTk/y+qlpr7YNJvj5x7lSSD1TVt+b/qgAA4P8j5AEAAHTEdk0AAICOCHkAAAAdEfIAAAA6IuQBAAB0RMgDAADoiJAHAADQESEPAACgI0IeAABAR4Q8AACAjgh5AAAAHRHyAAAAOiLkAQAAdETIAwAA6IiQBwAA0BEhDwAAoCNCHgAAQEeEPAAAgI4IeQAAAB0R8gAAADoi5AEAAHREyAMAAOiIkAcAANARIQ8AAKAjQh4AAEBHhDwAAICOCHkAAAAdEfIAAAA6IuQBAAB0RMgDAADoiJAHAADQESEPAACgI0IeAABAR4Q8AACAjgh5AAAAHRHyAAAAOiLkAQAAdETIAwAA6IiQBwAA0BEhDwAAoCNCHgAAQEf+A+RTq+9Y6wJUAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,15))\n", "rgr.plotTree(show=True,scale=True, showtitle =False, showDirection=False,DiffBranchColor=True)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training MSE: 0.0\n", "Testing MSE: 36.5921052631579\n" ] } ], "source": [ "ytp = rgr.predict(Xt)\n", "ysp = rgr.predict(Xs)\n", "print('Training MSE: ',np.mean((ytp-yt)**2))\n", "print('Testing MSE: ',np.mean((ysp-ys)**2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Boston Data with smaller tree" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of features:: 13\n", "Number of samples :: 354\n", "---------------------------------------\n", "|Building the tree.....................\n", "|subtrees::|100%|-------------------->|\\\n", "|.........................tree is buit!\n", "---------------------------------------\n" ] } ], "source": [ "rgr = RegressionTree(max_depth=3)\n", "rgr.fit(Xt,yt,verbose=1,feature_names = feature_names)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Training MSE: 9.20127666641687\n", "Testing MSE: 36.44975827108703\n" ] } ], "source": [ "plt.figure(figsize=(15,8))\n", "rgr.plotTree(show=True,scale=True, showtitle =True, showDirection=False,DiffBranchColor=True)\n", "\n", "ytp = rgr.predict(Xt)\n", "ysp = rgr.predict(Xs)\n", "print('Training MSE: ',np.mean((ytp-yt)**2))\n", "print('Testing MSE: ',np.mean((ysp-ys)**2))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "375.797px" }, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 2 }