{ "cells": [ { "cell_type": "code", "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-03-07T11:51:27.266056324Z", "start_time": "2024-03-07T11:51:27.060218413Z" } }, "execution_count": 1 }, { "cell_type": "code", "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/sbk/anaconda3/envs/luxenv/lib/python3.8/site-packages/shap/utils/_clustering.py:35: NumbaDeprecationWarning: \u001B[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001B[0m\n", " def _pt_shuffle_rec(i, indexes, index_mask, partition_tree, M, pos):\n", "/home/sbk/anaconda3/envs/luxenv/lib/python3.8/site-packages/shap/utils/_clustering.py:54: NumbaDeprecationWarning: \u001B[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001B[0m\n", " def delta_minimization_order(all_masks, max_swap_size=100, num_passes=2):\n", "/home/sbk/anaconda3/envs/luxenv/lib/python3.8/site-packages/shap/utils/_clustering.py:63: NumbaDeprecationWarning: \u001B[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001B[0m\n", " def _reverse_window(order, start, length):\n", "/home/sbk/anaconda3/envs/luxenv/lib/python3.8/site-packages/shap/utils/_clustering.py:69: NumbaDeprecationWarning: \u001B[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001B[0m\n", " def _reverse_window_score_gain(masks, order, start, length):\n", "/home/sbk/anaconda3/envs/luxenv/lib/python3.8/site-packages/shap/utils/_clustering.py:77: NumbaDeprecationWarning: \u001B[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001B[0m\n", " def _mask_delta_score(m1, m2):\n", "/home/sbk/anaconda3/envs/luxenv/lib/python3.8/site-packages/shap/links.py:5: NumbaDeprecationWarning: \u001B[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001B[0m\n", " def identity(x):\n", "/home/sbk/anaconda3/envs/luxenv/lib/python3.8/site-packages/shap/links.py:10: NumbaDeprecationWarning: \u001B[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001B[0m\n", " def _identity_inverse(x):\n", "/home/sbk/anaconda3/envs/luxenv/lib/python3.8/site-packages/shap/links.py:15: NumbaDeprecationWarning: \u001B[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001B[0m\n", " def logit(x):\n", "/home/sbk/anaconda3/envs/luxenv/lib/python3.8/site-packages/shap/links.py:20: NumbaDeprecationWarning: \u001B[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001B[0m\n", " def _logit_inverse(x):\n", "/home/sbk/anaconda3/envs/luxenv/lib/python3.8/site-packages/shap/utils/_masked_model.py:363: NumbaDeprecationWarning: \u001B[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001B[0m\n", " def _build_fixed_single_output(averaged_outs, last_outs, outputs, batch_positions, varying_rows, num_varying_rows, link, linearizing_weights):\n", "/home/sbk/anaconda3/envs/luxenv/lib/python3.8/site-packages/shap/utils/_masked_model.py:385: NumbaDeprecationWarning: \u001B[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001B[0m\n", " def _build_fixed_multi_output(averaged_outs, last_outs, outputs, batch_positions, varying_rows, num_varying_rows, link, linearizing_weights):\n", "/home/sbk/anaconda3/envs/luxenv/lib/python3.8/site-packages/shap/utils/_masked_model.py:428: NumbaDeprecationWarning: \u001B[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001B[0m\n", " def _init_masks(cluster_matrix, M, indices_row_pos, indptr):\n", "/home/sbk/anaconda3/envs/luxenv/lib/python3.8/site-packages/shap/utils/_masked_model.py:439: NumbaDeprecationWarning: \u001B[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001B[0m\n", " def _rec_fill_masks(cluster_matrix, indices_row_pos, indptr, indices, M, ind):\n", "/home/sbk/anaconda3/envs/luxenv/lib/python3.8/site-packages/shap/maskers/_tabular.py:186: NumbaDeprecationWarning: \u001B[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001B[0m\n", " def _single_delta_mask(dind, masked_inputs, last_mask, data, x, noop_code):\n", "/home/sbk/anaconda3/envs/luxenv/lib/python3.8/site-packages/shap/maskers/_tabular.py:197: NumbaDeprecationWarning: \u001B[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001B[0m\n", " def _delta_masking(masks, x, curr_delta_inds, varying_rows_out,\n", "/home/sbk/anaconda3/envs/luxenv/lib/python3.8/site-packages/shap/maskers/_image.py:175: NumbaDeprecationWarning: \u001B[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001B[0m\n", " def _jit_build_partition_tree(xmin, xmax, ymin, ymax, zmin, zmax, total_ywidth, total_zwidth, M, clustering, q):\n", "/home/sbk/anaconda3/envs/luxenv/lib/python3.8/site-packages/shap/explainers/_partition.py:676: NumbaDeprecationWarning: \u001B[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001B[0m\n", " def lower_credit(i, value, M, values, clustering):\n", "\u001B[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001B[0m\n", "\u001B[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001B[0m\n" ] } ], "source": [ "from lux.lux import LUX\n", "from sklearn.datasets import make_classification\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import accuracy_score,classification_report\n", "import sklearn\n", "from sklearn.ensemble import RandomForestClassifier\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import shap\n", "import lime\n", "from anchor import anchor_tabular\n", "from sklearn.preprocessing import MinMaxScaler" ], "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:27.580566143Z", "start_time": "2024-03-07T11:51:27.164051620Z" } }, "execution_count": 2 }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:27.701041280Z", "start_time": "2024-03-07T11:51:27.552495007Z" } }, "outputs": [], "source": [ "dataset_size = 1000\n", "neighborhood_size=100" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Create synthetic classification dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Make moons" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:27.791949468Z", "start_time": "2024-03-07T11:51:27.581871302Z" } }, "outputs": [], "source": [ "X,y = sklearn.datasets.make_moons(n_samples=dataset_size, noise=0.25, random_state=0)#factor=0.5\n", "Xdf = pd.DataFrame(X, columns=['x1','x2'])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:27.911679740Z", "start_time": "2024-03-07T11:51:27.728734002Z" } }, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = train_test_split(pd.DataFrame(X), y, test_size=0.33, random_state=42)\n", "X_train.columns = ['x1','x2']\n", "X_test.columns = ['x1','x2']" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:28.361872145Z", "start_time": "2024-03-07T11:51:27.886762895Z" } }, "outputs": [ { "data": { "text/plain": "" }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_train.plot(kind='scatter',x='x1', y='x2',style='.', c=y_train, colormap='viridis')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:28.580136678Z", "start_time": "2024-03-07T11:51:28.328516311Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9181818181818182\n", " precision recall f1-score support\n", "\n", " 0 0.93 0.89 0.91 153\n", " 1 0.91 0.94 0.93 177\n", "\n", " accuracy 0.92 330\n", " macro avg 0.92 0.92 0.92 330\n", "weighted avg 0.92 0.92 0.92 330\n" ] } ], "source": [ "#xgb_model = xgb.XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n", "from sklearn.svm import SVC\n", "svc = SVC(kernel='rbf',probability=True)\n", "svc.fit(X_train, y_train)\n", "svc_preds = svc.predict(X_test)\n", "print(accuracy_score(y_test, svc_preds))\n", "\n", "print(classification_report(y_test, svc_preds))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:28.596133677Z", "start_time": "2024-03-07T11:51:28.388149249Z" } }, "outputs": [], "source": [ "from sklearn.linear_model import LogisticRegression\n", "xclf = RandomForestClassifier()\n", "xclf.fit(X_train, y_train)\n", "lr_preds = xclf.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:28.676166840Z", "start_time": "2024-03-07T11:51:28.509635962Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9272727272727272\n", " precision recall f1-score support\n", "\n", " 0 0.92 0.93 0.92 153\n", " 1 0.94 0.93 0.93 177\n", "\n", " accuracy 0.93 330\n", " macro avg 0.93 0.93 0.93 330\n", "weighted avg 0.93 0.93 0.93 330\n" ] } ], "source": [ "print(accuracy_score(y_test, lr_preds))\n", "\n", "print(classification_report(y_test, lr_preds))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:28.965190171Z", "start_time": "2024-03-07T11:51:28.540318899Z" } }, "outputs": [ { "data": { "text/plain": "" }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "point = [1.0,0.0]\n", "ax.plot(point[0], point[1], 'or', markersize=8)\n", "X_test.plot(kind='scatter',x='x1', y='x2', c=y_test, colormap='viridis', ax=ax)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:29.066989964Z", "start_time": "2024-03-07T11:51:28.790396771Z" } }, "outputs": [], "source": [ "X_test_appended = pd.concat((X_test,pd.DataFrame([point], columns=['x1','x2'])))\n", "y_test_appended = np.concatenate([y_test,[1]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Decision Boundaries" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:29.950309614Z", "start_time": "2024-03-07T11:51:28.824662226Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but SVC was fitted with feature names\n" ] }, { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "h = .02 # step size in the mesh\n", "# create a mesh to plot in\n", "x_min, x_max = X[:, 0].min() - 0.5, X[:, 0].max() + 0.5\n", "y_min, y_max = X[:, 1].min() - 0.5, X[:, 1].max() + 0.5\n", "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", " np.arange(y_min, y_max, h))\n", "\n", "\n", "# Plot the decision boundary. For that, we will assign a color to each\n", "# point in the mesh [x_min, m_max]x[y_min, y_max].\n", "Z = svc.predict(np.c_[xx.ravel(), yy.ravel()])\n", "ZZ = xclf.predict(pd.DataFrame(np.c_[xx.ravel(), yy.ravel()], columns=['x1','x2']))\n", "\n", "\n", "# Put the result into a color plot\n", "Z = Z.reshape(xx.shape)\n", "fig,ax= plt.subplots(1,2, figsize=(12,3))\n", "ax[0].contour(xx, yy, Z, cmap=plt.cm.Paired)\n", "Xdf.plot(kind='scatter',x='x1', y='x2',style='.', c=y, colormap='viridis',ax=ax[0])\n", "\n", "ZZ = ZZ.reshape(xx.shape)\n", "ax[1].contour(xx, yy, ZZ, cmap=plt.cm.Paired)\n", "X_train.plot(kind='scatter',x='x1', y='x2',style='.', c=y_train, colormap='viridis',ax=ax[1])\n", "ax[0].set(title='SVM decision boundary')\n", "ax[1].set(title='XGBoost decision boundary')\n", "fig.savefig('dataset.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Confidence plots" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:31.676605877Z", "start_time": "2024-03-07T11:51:29.925506951Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but SVC was fitted with feature names\n" ] }, { "data": { "text/plain": "
", "image/png": 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xiI6OttIHQghRVVUl8vPzLX/FxcWWfeb3o62/f/7zn1bvRHvceOONVu9cM48++qiV3jRfa9SoUaKoqMiyfd26dSI6Olps2LDBss2Rd/QTTzwhxo8fLwoKCqzaPPDAA2L48OGisrJSCPGHrrv00kst28ysXLmykR4007CtEEL83//9nxg8eLCV3jmXfj7zzDMiOjq60XUSExNFdHS0+Oqrr6y233XXXWLKlCnNPpcpU6ZYjRnM+uxPf/qT1bEvvvii6NevX6PvTEPM46PnnnvOsk1VVXHHHXeIAQMGiPz8fKu+Dxs2zLLNzC233CLmzJljde9UVRWLFi0SM2bMsGx74YUXRHR0tDh8+LBlW35+vhg+fLiVThai8Xfvhx9+ENHR0eKTTz5p1Adzv/Pz8xuNx8yYxyZmTp48KaKjo8WTTz5p1e7ll18W0dHRYufOnZZtU6ZMEdHR0WLv3r1WcsfGxoqXX37Zsu2KK64Qd9xxR6NrSzoP0mVd0irGjx/PN998w9SpUzl16hQfffQRt912G5MmTWrkCjRr1iz0er2V2/qePXvIyclpckVu7ty5pKSkcOTIEVJSUjh69Gi7r+Bde+21Vp9HjBhBUVERZWVlgMmdTFVVFi9ejEZj/fMxJzPZsWMHJSUlzJ49m4KCAsufRqNh8ODBNrNsXnfddQ7LqNVqLTFMqqpSVFSEwWAgNjaWEydOtEk/m2LevHnU1NSwatUqy7bff/8dg8HQ6hl0Nzc3q1hCJycnBg4cSFpamkPHDx06lNjYWMvnkJAQLr30UrZt29bI1a9h39euXYuqqlx++eVWzysgIICePXtantexY8fIz8/n2muvtYohu/LKK/H09GxSvoKCAvbu3cvVV19NSEiI1b6mkuDs2LGD2tpabr75Zqvv24IFC/Dw8GDz5s1W7R25j15eXmRnZ9t015RIJJL6+Pr6AtCtWzfLalt9zDqjYS6Or7/+mrFjx1r+6ocHmVm0aBGffPIJn3zyCW+//TY33HAD3377raXqSlsya9YsvL29LZ9HjBgBYHk3OvKOFkKwZs0apk6dihDCSl9MmDCB0tJSjh8/bnXs/PnzcXFxcVjO+m3LysooKChgxIgRVFZWkpiYeM79bIrevXszePBgq/CloqIitm7dyty5c1udsM3sUVBfJqPRSEZGhkPH1/fKMHsm1NbWsnPnTqt2M2bMwM/Pz0r2Xbt2cfnll1vuZUFBAYWFhUyYMIHk5GRycnIAU4jhkCFDGDRokOV4Pz8/h8aca9aswdfXlxtvvLHRvtbcM7Nev/XWW622//nPf7babyYqKsrynM1y9+7du5Hej4uLIzk5ucXySM4P0mVd0moGDRrE0qVLqamp4dSpU6xbt45PP/2U++67j59//pmoqCjApNAnTJjA2rVreeaZZ3B2dmbFihXodDouv/xyu+fv378/ERERrFixAi8vLwIDAxkzZky79qmhIja7KhcXF+Ph4UFqaioajcbiXmYL8wvvlltusbnfw8PD6rNOpyM4OLhFci5btoz//ve/JCUlUVtba9nuaMbW5vrZFJGRkQwcOJDly5ezYMECwOSuPmTIEHr27NmSblgIDg5upLi8vb05ffq0Q8fbum6vXr0sLpGBgYGW7Q3vUXJyMkIIu/GP5njGzMxMm9fS6/X06NGjSfnMirGp8A5bmK9pdms04+TkRI8ePRoNaBy5j3/5y1/YsWMHCxYsoGfPnowfP545c+YwfPjwFskmkUgubLKysnjrrbeIjo7mzJkzfPTRR/ztb3+zamMOpaqoqLCamJw5c6blfffyyy/bjMXt2bMn48aNs3yeMWMGiqLwv//9j6uvvrpNazM3DCkyG63mXByOvKMLCgooKSnh22+/5dtvv7Xbpj4tzaIeFxfHG2+8wa5duxpNkJeWljZ7fHP9bI558+ZZMt2HhoayatUqamtrrSZ6W4q98YYjMmk0mkb6tXfv3gCN9F/De52amooQgjfffJM333zT5vnz8/MJCgoiMzOTwYMHN9pvvlZTpKam0rt37zZLzJaRkYFGoyE8PNxqe2BgIF5eXo36bStcztvbm+LiYsvne++9l7/97W+W3+WECROYN28effv2bROZJeeONMgl54yTkxODBg1i0KBB9OrVi8cff5xVq1Zx9913W9pcccUVbNy4kY0bNzJ16lTWrFnD+PHjrWYzbTFnzhy+/vpr3N3dufzyyxutSjeFvZnJpmqc2ju/aEF5EXPbJUuWWBmCZhpm0XZycmpRv3755Rcee+wxpk2bxm233Ya/vz9arZb333/f4RXlc+3n/PnzeeGFF8jOzqampoZDhw41m/ClKc5nZvGGMWGqqqIoCh9++KFNOdojC3t74ch9jIyMZNWqVWzatImtW7eyZs0avvrqKxYvXsy99957HqSUSCRdgWeffRaADz/8kJdeeon33nuPuXPnWhlI5snCM2fOWE3qde/e3WIoeHt7U1hY6NA1x44dyxdffMG+fftaZZDb0+/23o0t0e3mSYUrrrjCknm+IQ1lbsnqeElJCTfeeCMeHh7ce++9hIeH4+zszPHjx3n11VdtTmo05Fz7OXv2bF566SWWL1/OXXfdxa+//kpsbGyjSeGW0BbjKkdoeK/N9+vPf/4zEydOtHlMQ6O3M+Ho6rojen/kyJGsXbuW9evXs337dn744Qf+97//8cwzz1gWViQdizTIJW2K2W347NmzVtunTp2Ku7u7ZWW8uLjYIVeguXPn8tZbb5Gbm8srr7zSIlnszQybVx1bQ3h4OKqqkpCQYDd5mnmw4u/vbzX731LsvYxXr15Njx49WLp0qVWbt956q9XXaimzZs3i5ZdfZsWKFVRVVaHX65v0dmhvUlJSGm1LTk7G1dW12Umf8PBwhBCEhYU1ORtunuVPSUmxZEwFU/bS9PT0Jmeazd+JM2fONCmLvWsmJiZaDYJrampIT09v9ffLzc2NWbNmMWvWLGpqarjnnnt47733uPPOOztVWTqJRNIxrF27lg0bNvD4448THBzME088wbZt23jmmWf46KOPLO0uueQSPvjgA5YvX94mXjYGgwEwJXlrCm9vb5sT0K3V7468o/38/HB3d0dV1XbR7Xv27KGoqIilS5cycuRIy/aGVTfOlaYMPR8fHy655BKWL1/O3LlzOXDgAE888USbXr8lqKpKWlqalW42l9ALDQ1t8ljzM9Xr9c0+r5CQEJvjCFvl+hoSHh7O4cOHqa2ttVuOriWu66GhoaiqSkpKipU3Zl5eHiUlJc322x4+Pj5cffXVXH311ZSXl3PjjTfy9ttvS4O8kyBjyCWtYteuXTZnN82xLQ1nU11cXJg+fTqbN2/m66+/xs3NjUsvvbTZ64SHh/PEE0/w0EMPWcX2OIKHhwe+vr6NylJ99dVXLTpPfaZNm4ZGo+Gdd95pNFttvh8TJ07Ew8OD999/38qd3Iwj5T4AXF1dbbqomWdD69//w4cPc+jQIUe74RBubm52Xcr8/PyYOHEiv/76K8uXL2fChAnNGr7tycGDB61i97Kysli/fj3jx49vdvZ4xowZaLXaRqVUwHSPzSs7sbGx+Pn58c0331iVHlm2bFmzrnd+fn6MHDmSH3/8sdGAsalVgnHjxqHX6/n888+t2v3www+UlpY6lIG+IQ1XqpycnIiMjEQIYfP7KpFILi7Kysp4/vnn6d+/v6W8U1BQEPfddx9bt25l5cqVlrbDhw9n/PjxfPfdd6xbt87m+VqyEmrO2t6cK22PHj1ITEy00qenTp3iwIEDDl+rPo68o7VaLTNnzmT16tU2DfeW6HZo7IJuXkmuf79qamrOaczS1PXt6a158+YRHx/PkiVL0Gq1zJ49u02v31LMZdrAdG++/PJL9Hq91cS4Lfz9/Rk1ahTffvtto0UisH5ekydP5tChQ1a5VQoKChwqBzpjxgwKCwut5KwvLzR/z+tj1uv/+9//rLZ/8sknVvtbQkO97+7uTnh4eKMyapKOQ66QS1rF888/T2VlJdOnTyciIoLa2loOHDjAypUrCQ0N5aqrrmp0zBVXXMHPP//Mtm3bmDt3rsOuwPZisR1hwYIFfPDBBzz55JPExsayb98+h2Y87dGzZ0/uuusu3n33Xa6//npmzJiBk5MTR48epVu3bjz00EN4eHjw9NNP88gjj3DVVVcxa9Ys/Pz8yMzMZPPmzQwbNswh9+4BAwbw+++/89JLLzFw4EDc3NyYOnUql1xyCWvWrGHx4sVccsklpKen88033xAVFUVFRUWr+2br+jt37uSTTz6hW7duhIWFWcVYzZ8/3+Li3LD8yPkmOjqa2267zarsGcA999zT7LHh4eHcf//9vPbaa2RkZDBt2jTc3d1JT09n3bp1LFy4kNtuuw29Xs/999/PP/7xD2655RZmzZpFeno6P/30U7Mx5GAqY3Lddddx5ZVXsmjRIsLCwsjIyGDTpk388ssvNo/x8/PjzjvvZOnSpdx+++1MnTqVpKQkvvrqK4dr+zbktttuIyAggGHDhuHv709iYiJffPEFkydPbjZ/gEQiufB54403OHv2LG+//bbVhKa5DOSLL75omXgGeOWVV7j99ttZvHgxkyZNYty4cXh5eZGXl8eOHTvYu3cvkyZNanSdEydOWN595eXl7Nq1i9WrVzN06FBLCVF7XHPNNXz66afcdtttXHPNNeTn51v0YHOr6/Zw5B390EMPsXv3bhYuXMiCBQuIioqiuLiY48ePs3PnTvbs2dPsdfr164dWq+XDDz+ktLQUJycnxowZw9ChQ/H29uaxxx7jpptuQlEUfvnllzZ37R4wYABgGsdNmDChkdE9efJkfHx8WLVqFZMmTcLf379Nr98SnJ2d2bp1K48++iiDBg1i69atbNq0ibvuusuhRYB//vOfXH/99cydO5eFCxfSo0cP8vLyOHToENnZ2fz6668A3H777fzyyy/cfvvt3HzzzZayZyEhIc3mspk/fz4///wzL730EkeOHGH48OFUVlayc+dOrrvuOqZNm4aLiwtRUVGsXLmSXr164ePjQ58+fWzmLOjbty9XXnkl3377LSUlJYwcOZKjR4+ybNkypk2b1qpcSrNnz2bUqFEMGDAAHx8fjh49yurVq20mopN0DNIgl7SKRx55hFWrVrF582a+/fZbamtrCQkJ4frrr+evf/2rJWlHfcaMGUNgYCC5ubnnrd7x4sWLKSgoYPXq1axcuZJJkybx0UcfNTuz2hT33XcfYWFhfPHFF7z++uu4uroSExNjlfRk7ty5dOvWjQ8++ICPP/6YmpoagoKCGDFihM3JCltcf/31nDx5kp9++olPP/2U0NBQpk6dylVXXUVeXh7ffvst27ZtIyoqildeeYVVq1Y5NBhwlMcee4x//OMfvPHGG1RVVXHllVdaGeRTpkzB29sbVVUd8nZoT0aOHMmQIUN45513yMzMJCoqipdeesnhhCV33HEHvXr14tNPP7XU+AwODmb8+PFMnTrV0m7RokUYjUY+/vhjlixZQnR0tKWGeXP07duX7777jjfffJOvv/6a6upqQkJCmnX1v+eee/Dz8+OLL77gpZdewtvbm4ULF/Lggw/adY9rikWLFrF8+XI++eQTKioqCA4O5qabbmqUrEkikVx8HDt2jK+++orrr7++kVeaVqvl6aefZtGiRbzxxhs89dRTgGkl8ptvvuGbb75h5cqVLF26lKqqKnx9fYmNjeXVV19l1qxZja61YsUKS/UVnU5H9+7due2222xWMWlIZGQk//rXv3jrrbd46aWXiIqKYsmSJaxYsaLVetCRd3RAQADff/8977zzDmvXruXrr7/Gx8eHqKgoHn74YYeuExgYyDPPPMP777/Pk08+idFo5LPPPmP06NG89957/Otf/+KNN97Ay8uLK664grFjx3Lbbbe1qk+2mDFjBjfddBO//fYbv/76K0IIK4PcycmJWbNm8dVXX51TMre2QKvV8tFHH/H000/zyiuv4O7uzt13383ixYsdOj4qKooff/yRpUuXsmzZMoqKivDz86N///5W5+jWrRufffYZzz//PB988AE+Pj5ce+21dOvWjSeffLJZGT/88EP+85//sGLFCtasWYOPjw/Dhg2zyinw/PPP89xzz/HSSy9RW1vL3XffbTeJ4PPPP09YWBjLli1j3bp1BAQEcOedd1rlZmoJN910Exs2bGD79u3U1NQQEhLC/fff36bfK8m5oYi2nnqTSCQXBQaDgYkTJzJlyhRefPHFDpMjJiaGG2644ZySykkkEolEIjHx4osv8sMPP7B9+3aLu/X55rHHHmP16tUcPHiwQ64vkZxPZAy5RCJpFevWraOgoID58+d3tCgSiUQikUjagOrqan799VdmzpzZYca4RHKxIV3WJRJJizh8+DCnT5/m3XffpX///owaNaqjRZJIJBKJRHIO5Ofns2PHDlavXk1RURE333xzR4skkVw0SINcIpG0iK+//ppff/2Vvn378vLLL3e0OBKJRCKRSM6R+Ph4Hn74Yfz9/XnqqafslnaVSCRtj4whl0gkEolEIpFIJBKJpAOQMeQSiUQikUgkEolEIpF0ANIgl0gkEolEIpFIJBKJpAOQBrlEIpFIJBKJRCKRSCQdgDTIJRKJRCKRSCQSiUQi6QAu2Czr+fmldPV0dYoC/v6eF0RfQPansyP707mR/encNNcf835J29PVv0MX22+hqyH707mR/encXGz9aa2uv2ANciG4IB48XFh9Admfzo7sT+dG9qdzc6H1pytwodzzC6UfZmR/OjeyP50b2Z/OTVv3R7qsSyQSiUQikUgkEolE0gFIg1wikUgkEolEIpFIJJIO4IJ1WZdI2gtVCMpqa3DWajtaFIlEIpFIJO1ERW0tQhH4X0i+thKJpNMhDXKJxEGqDAa+PX2MH+JOkF9ZgYLChJ7hXBsVy9Bu3TtaPIlEIpFIJG3A+tREvjh5hNMFeQBE+PqxoE9/5kbEoFGUDpZOIpFcaEiDXCJxgCqDgQc2reJwbjZCmLIoqgi2paayLTWVf4yZzMxeUR0tpkQikUgkknPggyP7+eT4QRTAvC6eWFjAy3u2cSz3LE+MnogijXKJRNKGyBhyicQBvj19jMO52QBoNQoaRUGrKCiYXNhf3L2V4uqqjhVSIpFIJBJJqzmZn8snxw8CoCgmXW/+A1iRdIatGakdKaJEIrkAkQa5RNIMQgh+iDuBEDRyVVMUBQ1Qqxr5PSmuYwSUSCQSiURyzvwUfxINpsn2hmjq9P1PcSfOt1gSieQCRxrkEkkzlNXWmGLG7XioKYqCoigkFReeX8EkEolEIpG0GWcK8jEK1a5LugqcKcw/v0JJJJILHmmQSyTNoNdoUVCwl2NV1GVfddbKlAwSiUQikXRVXPU6m6vjZoQQuOikrpdIJG2LNMglkmZw0ekY1T0UDX8Y3/URmOLIJ4X1PO+ySSQSiUQiaRum9OgNimJb1wuBVlG4NDyiAySTSCQXMtIgl0gc4Ob+g0FRUPnDKBdCoAqBgkI/vwCGB4V0rJASiUQikUhazazeffBzcQWsJ+DN/3bR6bm6T/8OkU0ikVy4SINcInGAod26848xk3HSaBHUlUJRFFQhiPHz59XJM2VtUolEIpFIujCeTs68PeVyAt3cUYXArPBVwMvJmX9fMpNgd4+OFlMikVxgyEAYicRBZvaKYkz3MFYmxZNYXIiLTsuc/v3o4+pjJyerRCKRSCSSrkSEjx8/zFnIlowU9mVnIhCM7d2TMX4hMleMRCJpF+SbRSJpAd7OLlzbNxYARYGAAE/y8kqxEW4mkUgkEomkC6LXark0PIJLwyOkrpdIJO2OdFmXSCQSiUQikUgkEomkA5AGuUQikUgkEolEIpFIJB2ANMglEolEIpFIJBKJRCLpANo1hnzv3r18/PHHHDt2jNzcXN555x2mTZtmt/3u3bu5+eabG23ftm0bgYGB7SmqRNKIpOJCNqQmUW6opaenN9N6RuCud+posSQSiaRTIXW9pCtTVFXF6pR4ssvL8HF2YUavSLq7e3a0WBKJ5CKiXQ3yiooKYmJiuPrqq7n77rsdPm7VqlV4ePxRVsLf3789xJNIbFJlMPDszk1sSEtCoyhoFAWDqvL6gZ08NnIil/WO6mgRJRKJpNMgdb2kq/LlySO8e2gvRqGi1WhQheA/h/dydZ/+PDh8LFqNdCSVSCTtT7sa5JMnT2by5MktPs7f3x8vL692kEjSHlQaalmdnMDGtCTKa2uI9PZjflRf+vl3zZWO53ZtZmN6MgCqEJiTqlYZDDy9cyM+Li6M6R7WYfJJJBJJZ0Lq+osDVQh2Z6WzPOE02RVlBLi6M6t3FBNCe6Lrgobrrwmneevgbstng6pa/v1j3AmctVruHTamI0STSCQXGZ2y7Nn8+fOpqamhT58+3H333QwfPryjRZLYIaOshL+t/43s8jIUQAAn8nP5OeEUt/Qfwl8Hj0BRuk6N7qTiQtanJgJYya0oCkIIFBQ+PnpAGuQSiURyjkhd33WoMRp5fOs6tmWmolUUjEKgUfLYnJ7M4MAgXr/ksi4V0mVUVT48ut/ufgF8d+Y4twwYgo+Ly/kTTCKRXJR0KoM8MDCQZ555htjYWGpqavj++++5+eab+e677xgwYECLztWFbEC7mPvQWfuiCsEDm1aRW1Fu2aYAxrpCnf87cYie3t7MiYg27evk/QHYlJ6MRlFQbRQbNRvlR/NyyK+qINDNrW77+ZayfegKz6clyP50bi62/lwo/WwL2lLXQ9e/t13ht/DOoT1sz0wF/tDxZj15NO8sL+/ZxvMTpgJdoz+nCvM4W2/sYotaVWV7ZipzIq3HMF2drvB8WoLsT+fmYutPa/vZqQzyiIgIIiIiLJ+HDRtGWloan376Ka+88kqLzuXvf+Ek5OisfdmUnERKSTFgMsTN1P/3V6ePccvIYVarzZ21PwBCZ4oZb2yOW+Pkocff19SPztyf1iD707mR/encXGj9aQ/aUtfDhXPPO2s/SqqrWRZ/0q5eVIVgXWoi/3SeSnfPP/rQWfsDoKsoaLaNAijOGks/OnN/WoPsT+dG9qdz09b96VQGuS0GDhzIgQMHWnxcfn4pNhY5uxSKYnrgnbUv607Ho1M0GIRqc78A4gvyOZN+Fn9Xt07fH4BAvasljsyeq72TVou+2vQd6+z9aQld4fm0BNmfzs3F1h/zfoltWqvroevr+87+W9iZmUa10dhkG1UI1p6MY1ZEn07fHwBvVd9sGwH4a1ykru/kyP50bi62/rRW13d6g/zUqVOtKoMiBBfEg4fO2xez21pz3hkGVVjJ31n7A3Bpjwj+vW8nlYZaU8x4PaNcCIFGUZjVuw8uWr2lD525P61B9qdzI/vTubnQ+nO+aK2uhwvnnnfWfhhUx4QyqGqX0fXB7p6MCg5lf06mZSxTHwXo5ubOiKBQqeu7CLI/nRvZn6ZpV4O8vLyc1NRUy+f09HROnjyJt7c3ISEhvPbaa+Tk5LBkyRIAPv30U8LCwujTpw/V1dV8//337Nq1i//+97/tKaaklQzwD+TbutVxe0Z5N1d3/F1cz59Q54ibXs8Toyfyjx0bAZMRbkajKAS5efCXgTLxkEQikZiRuv7Cpq9fgN3cKvWJDeh2niRqG/4+Yjy3rfmF8toaK6NcoyhoFYV/jL0EzYUS+CqRSDo17WqQHzt2jJtvvtny+aWXXgLgyiuv5OWXXyY3N5esrCzL/traWv71r3+Rk5ODq6sr0dHRfPLJJ4wZI8tOdEam9OiNr/NOiqurURFWRrnAZKQvjBnQ5ep4Tu8ZiY+zCx8dPcDh3GwAnLU6ZvXuw18GDcevC00wSCQSSXsjdf2FTYCrG5f26M2GtCSbq8laRWFIYDC9vX07QLrWE+7lzaeXzef9w/tYl5qIUZjGMaOCQ7lz0Aj6d9HSrRKJpOuhCHEhORD8QV5e149VUBQICPDs1H05mpvDPRt/p8ZotChq80z65LCevDhhmqU+aXv0Z192Bt+dOcGhs1loFIXxIeEsjBlAjF9Am5w/v7KCCkMtga7uuOis56+6wvNpCbI/nRvZn85Nc/0x75e0PV39O9QVfgvF1VXcuW45ycVFAJYEbwoQ5O7BB9PnEuTmYdrWDv1JKy3mp7iTbEpLptpoINrXn6v69GdiaHiblFYtq62hoLISb2dnvJ2ty5x1hefTEmR/OjeyP52b9tL1nT6GXNK5GRgYxFezruH7M8dZk5JAlcFALy8fronuz4yeke26Ov7x0QN8cHS/pSYqwMrkOH5PjuMfYyZzee8+53wNf1c3/M/5LJL2xKCqbM9I5WheDoqiMKxbd0YFh6LTdi3PDIlEIumseDu78N8Z8/kl4RQ/x5/ibEU5fi6uzI2M4ao+/fBycm63a+/PyeSRLWupNhpQhUBBYV9OJnuzM5kbGc0jIyecs2u5h94Jjy5UR/1iRAjB8fxcNqcnU2moJcLbj5m9IvFwks9N0vWRBrnknAnx8OS+YWO4b9j5czfcl53BB0f3A1jczMz/Bnhu12YGBQYR6uF13mQ6F4QQ7M5K56f4kyQVF+Ghd2JazwjmRsa060Cnq3OmMJ/Ht64ju6LMNCAT8NWpo4R7evOvSdPkiqREIpG0EW56Pdf1Hch1fQeet2tW1NbyxLb1VBkMaBXFapLfKFR+TTjNoIAgZkVEnzeZzpXE4kJ+OHOCfTkZKCiMCg7lmuj+9PTy6WjROi0lNdU8tmUt+89moVUUFBSMQuXNA7v457jJLAoY3NEiSiTnhDTIJV2Sb08ft6yMN6yBbvYgWRZ3kruHju4A6VqGKgTP79rM70lxaOr16VRBHl+dOsq7l86WitoG+ZUVPLBpFcXVVegUjckgV0z3M620mPs3ruK30JubP5FEIpFIOiVrUhIoralGp2gauaZrNRqEqvLdmeNdxiBfkXiGF3ZtQVH+WEBIKy3mx7gTPDtuCtN6RnawhJ0PIQSPbF7DkbwcwHzfTPeu2mjgya0b6B3kT4SzdwdKKZGcG9KnU9IlOZyb3cgYN6NgemEfPJt9vsVqFd+dPs7vSXGAyZjUKAqKoiAQFFZV8vDmNc1mt70Y+TXhtLUxXocpQ66GnIpyfjl1sgMllEgkEsm5cDz/rEUn2kIB4osKqDIYzq9grSCuMJ/nd21GRVglxzMK0+d/7NhIaklxB0rYOTmSl8PBujFfQwSAAu/u3XPe5ZJI2hJpkEu6JI7Ei2k1nb9ciSoEX586CoDSYNCh1CXHSystZndW+jldJ6u8lF2ZaRw8m4VBVc/pXJ2F9amJCIHNgZrZfX1l3JkOkEwikUgkbUFzul442K4z8P2Z483K+VPciXO6RllNDXuzM9iTnUFxddU5nauzsCE1CW0T900Vgq0pprhyiaSrIl3WJV2SsSE9WJ0cb3OVXGBSzmO6h3WEaC0ip6KMnIqyJttoFQ0HzmYxNqRHi8+fUVbCkr3b2Z2VbilF5+Pswq2xQ1kYPaBNstN2FBWGWpoTv6y25vwII5FIJJI2Z0RQCMsTTqMgGhmzQghQYHBgME5abQdJ6Dh7sjNsrvKaMQrBnuyMVp27ymDgnUN7+CXhFDVGIwB6jZZZvftw37AxuOn1rTpvZ8ARQ1tgugcu2q7bT8nFjVwhl3RJFsXEWmbG66s3s9HprNUyL7Lv+ReshTjqid6a6oQ55WXcvuZX9tYpePNQprC6itf377QkxeuqRDRR81YIgaJAjH/blL+TSCQSyflnclgvgtw8UBFWelCIP9y+r+sb21HitQhH1HhrgtMMqsrft6zhh7gTFmMcoFY1sjzxNPdtXGm1vavRy8un2bA9HxcXmQBX0qWRBrmkS9LXL4D/Gz3JlHVVUTCn+NAoCi46Ha9OmoG/q1ubX1cIwca0JO5e/xszfvicCf/9kDcP7CKzrKRV5wtycyfQzb3JNkahMrRb9xaf+5PjBymurjKVialzh1cUxbLK8OnxQ+SUN70635kxT7jYcsE3D9QWDjh/2YAlEolE0rY4abW8NnkG/i6uGIWgVjVSqxpRMU263jVoBBNCe7bLtU8V5PHszk3M+ulLRn34Ho9vXcfBs1mtPt/I4JAmXa+1isKIoJAWn3dLegp7szPqJqIVqz9VCI7k5bAuJaHVcnc0s3pHN1lCV6MoXD9wULuW2ZVI2hvpsi7pssyKiGZQYDDL4k9y6Gw2Wo3JTX1eZN92McZVIXiuXjZ0VQiKqqv45tQxfoo7yeuXXNak4ZxfWUFySREuWh0xfgHoNBq0Gg3XxcTy1sHdFmVqRtQleOvu7tli9/sao5Hfk+IsxrgtFOD3pDhujR3aonO3FUZVZW92BonFhbjo9IwP7UGQm4fDx48PDWdmryhWJcdTYzSgVTQITM8JBRb06c+IkBDy87vupINEIpFc7ET4+PHVrGtYlRzPlvRkqowGYnwDmBfVlygfv3a55m+JZ3h+9xZLkliATWnJbEhN4u6ho7mx3yC7x1YZDJwuzEMVgj4+/pY62QtjYlmRaD+viQCuie7fYll/STiFpm5hoiGKoqAAP8ef6tBM9HGF+ezPyUIgGBIYTD//QIeP9XFx4dGRE3hh9xY0KKj1eqpRFCK8fblz+EiqS2WImqTrIg1ySZcmzNOLe85TabOf409asqGLBrXPq41GHtmyluXzr8dFZ/2zyq0o59/7d7IpPdniduXv4sqtsUO5pk9/FsXEcqogjzUpCRblr2BSpN7OLrwyeUaLZ35LaqqbdFFT6up4Nhe/3l4cOpvN0zs3kl1eZpnc0OxTmBsRw0MjxjkUD6hRFJ4YNZG+fgF8f/o4WXWr/b28fbg2Jpa5kdFdOkZeIpFIJCY8nJy4Jrp/qwzWlpJaUsQLu7cghLB43oFpslcASw/uZmBANwYHBlsdZ1BVPjy6n+/PHKei1hT37KTVMjcihsVDRhHt68/joyby0p6tlhKngMXL7+mxl7SqxGl2eRlG0TjG3owqBFkdpOvzKit4avt6Dp7NNo1r6gzqAf6BvDhhGsHujk3CXxEZQ6CrG/89dtBS/sxD78SVUX25deBQPJ2dpUEu6dJIg1zSYmqMRnZmppFXVUGAixtjQ3p0iYQq54IQgm9OHbNbZk0VgpKaatamJDA3MgYhBPlVleRXVvDw5tXkV1VaxUDlV1Xy6r4dFFRVcuegETw9bgozekXyY9xJkooLcdc7MbNXJFdE9MXHxaXF8nrondAqGozCdkZ1IQRCAR9n1xaf+1yJK8zn3o2/U6uqprrxdRMQqhD8mniaCkMtz42f6tC5tBoNC6IHcHWf/uRXVqBRFPxcXOvc9dq1GxKJRHJBI+rcnROKCnDR6hgb0gNfl/OvM843P8b9US6zYeUT6gzf708ftxjkpTXVlNRU8/r+nWzPSDO509cdU2M08lP8Sc4U5vPOpbOZF9WXfv6B/HDmOHuzM1EUGNM9jGuiBzSZF6UpfF1cmyyXpgB+HaDrqwwG/rpuBRl1IX2m0ELTOOhUQR53rl3OF7OuwtPB2O+xIT0YG9KD4uoqqgwG/Fxc0Wu1UtdLLgikQS5pESsSz/DGgV2U1lRbtnk6OXPf0NHMjYzpQMnal7LaGlJLiy1J4xqiYJpFP5KbjaIofH7iMMklRTbbmRHAJ8cOMjcimhAPLyaE9myzWDgXnY4pPXqxPjXR5LZO4/JgqhBc1iuqTa7XEv577KAp7ruBO73ZKF+bksCfBgwhsgWuiBpFaTYWXyKRSCSOcaogj3/u2Gilx7SKwpVR/bh/2Bj0F/Ak/KGz2XZXnJW6le2Dudkczcvhw6P72ZOVYeUu3lDfCiE4mpfDquQ4rojsS7SvP0+MntRm8s6JiDbFtgvb1za3Od+sTI4jtdT2RIFRCHIqyliecJrrm3D/t4W3swveMn+b5AJDZkCQOMzvSXE8t2uzlTEOptnh53dvsbhzX4g4VuNU4VRhPs/t2kyKDWMcGmdQ1SgKvyW2/X07mptDdkUZ5vVxc2y1KoSVgu7l7dPm126KKoOBzXWu+7bcyc0TG2u6cAIaiUQi6cqklBRx17rljYwpoxD8GHeC53dv6SDJzg8aTfP6vlY1cufa5ezNzmyk1wXWlVHMcdzL4k+1qZxgcgk/kJNpmexvqOs1ikK4pzezIvq0+bWbY1VSvM0FjPr8dgGPGyWSliANcolDGFSVtw/ubrLN2wd328x4fSHgrncixi8AjQ31Ys7wbhQqZwrzLdubU0Tm/W0d27UrK5271q3geH6uzf1aReHamFgeGzWxTa/rCOW1NZYVe1uYY9uLq6vOq1wSiUQiMfHJsUPUGI02S00JYFVyPPFFBedfsPPE6OAwU1x3g/6LOkNXASprDRbD1xa2jPSsstI2lTO3opxbV//MquR4mwndBDAsqDvvTpuDu96pTa/tCIXVlU2WcRNAkdT1EgkgDXKJgxw8m0VBVWWTbQqqKpstCVJ/hbarcWO/QaZaqGD1Z0YBmwa7PczHerdh7UyDqvLczs0YhfqHqzp/GP8aYHhQCPcPH4uuA0qEeDk546LT2VXSpiQ6gmB3z/Mql0QikUig1mhkbWqCJeGYLbSKwqpmVjZFE8ZqZ+fKPn3RaTSWHCfmvph7I4Aa1dhszfCGYx1v55bng2mKdw/vJb+ywu6zctXpeHXSTALaoeqMI4R5eDXpXahBIdRD6nqJBGQMucRBmjPGm2onhGBlcjzfnDrKmcJ8NIrC6O5h3NhvEMNbUXOzo5jeM5Kk4iI+PnbApKgb7K+fsMRRjEIwsw3juHdlmZLtQeMVegVQgb3ZmZytKKdbB8Rc67Va5kRE81PcyUZl3gBLjP6s3uffvU4ikUgudioMtQ55uhXYWdk8kpvDFycPsz0zDYOqEunty6KYWOZENF1LujMR5ObBkonTeWTrWmqMzRvezWHWdbPb0G28rKaGNclNT5xUGgxsSE3ssHJn86L6sj0zze5+FcGVUf3Oo0QSSeela7wdJR2Oo/WhG7YTQvDC7i08s3MTZwrz61y7Bbuz0vnb+t/4qV42067AHYOG88y4SxopaLsu2Da2mVfWNYrC1B696esX0GbypZYUo6mLV7OHirBkPe0Ibh0wlABXN5S6cmf1VyAA7hg0okMmCyQSieRix13vhIu26bUaAQTZeEevSornjrW/si0j1WLUJxYX8uKerfzfjg0Yu1BI25iQHnwze4FVGVOzF5yjfnDmWHKNohDo6sa8yL5tJl9ORRkGO1VUzOgUjd2kaueDiaE9mRgabvN+aVAYHhTC9J6R510uiaQzIlfIJQ4xKDCIUA9PMstKbc4WK0CIuyeDAoOstq9LTWR54hnAekXZPKu7ZO82KmtrOJyXQ5XBQJSvP/Mj+xLu5U1xdRVrUhI4W1GOn4sr03tGdpjrVX0Onc1GW5dp1Z5ibujKbisD6+zeffj7yPFtKpub3slSO7WpQUNHxJOZ8Xd148MZV/DmgV1sTkuxlGYLdvfgz7HDuOICztYvkUgknRmdRsOciGiWxZ+0u/qqCsHs3tarrnmVFTy7a5Nl0t2M+V/rU5MIcttDcXUVuZUVBLq6MTsimmHdumNQVbZkpHC6IB8nrZaJoeHEtOFEdWs5XZhHpcFgI3O5Y8ebj+jnF8hz46e2qcu6m17fbBsV0aG6XqMovDRhGh8c3c8PZ05QYTDVZnfR6rgyqi93DR7ZIaFzEklnRBrkEofQKAp/HzGeBzetpqFjtilGWeHvI8c3ihf69vQxNHUrobYQwFuH9liM1r05mXx18gjjQ3qwKzsDo6pa6mm/dXA3N/YbxF8Hj3Qw67njZJeX8XvSGbLLy/FxdmFmr0i7ZbdOFuQ1MsabS1yiURT0Gg039B1EN3d3xoeEt8sq8MTQcJbUTRbYkgMg1N2TqBaUFGsPgtw8eHHCNPIrK0grLcFVpyPKx6/LuDRKJBLJhcqfBgxhY1oSRdVVNnXJTf0GEebpZbXt14RTzRqqX506apnM1ioKvyXFMTCgG6mlxRRXV6NTNAgEHx7dz8igEF6YcGmbx11X1NayOiWeUwV56DUaxoWEM6Z7mM0xxZnCfHQajdX4xdEcOHMjoonxDSA2sBv9/ALbTH4z3d09ifH1t3ge2kIVgik9erf5tVuCXqtl8ZBR3BY7jLg6WaN8/ByaUJBILiakQd4FKautYV1KIpllpXg5O3NpeG+6n4ckWGNDevDGlMt4/cBOkoqLLNt7efvwwLCxjO4e1uiYM4X5DiV2Mbcwt91WL+7I7JYlhOCzE4dx1uq4feCw1nek/nWF4ONjB/j46EFQTG5UAsH/Thzisl5RPDV6UqN6qw3d+RxRz246PW9MuYyBAUHNNz4H/F3dWBA9gG9PH7PI1XCF/i+Dhrf5hEZr8Xd1w78TeD1IJBJJZ8OoquzITON4fi46jSn3Sqx/N5slI9uSQDd3Pp45jyV7t7Ojni72dnLmlgFDuL7vwEbHnC7MdyiHitnAN///aN5Zy776LtgHzmbx4ObVfDj9ijbTVzsz03hi23oqDLXoFNNSwvdnThDh7csbl1xGkLt1yJ2zVmsJqTLf8+Z6qAAPDR/HgpgBbSJzU9wxaDgPbV5jc58GhRm9IhtNnHQULjodAwPbd/wjkXRlpEHexfg14RSv7ttBjdGIVtGgIlh6cDdXRvXjoRHj2t39Z3T3ML6edQ1xRQXkVVYQ4OpGHx8/uwMEnUZDtdHYpjJ8duIQ1/WNbRNXrB/iTvDh0QOmD8K09m9WuKuT43HXO/FIA7fySWE9OZyb3axbuBkNCkO7Bbe7MW7mnqGjqVGNLIs7iaIoaBQFo6qi02i4d+hoLpcJ0yQSiaRTc6ogj0e2rCGnohydoiCAD48eINa/G0smTW/3iczu7p68fsllZJeXkVxciLNOR6x/t0YT1Gb0Gi2KjVJhrcUoBMfyzrI3O8PmZH9LiSvM5+HNaywhUgbxR52UlJIi7t7wO1/Nutqqf+NDwnnv8D7LZ0f65qrTM/c8hV1NCO3JP8ZM5l97t5nGhHWr+aoQTO8ZwROjz39pU4lE0jqkQd6F2JiWxAu7t1o+159NXhZ/Ep1Gw0MjxrW7HIqiEO3rT7Svf7NtJ4X2Yk1KfJOZQFtKtdHIzsw0pp1jMhCDqvLJsYOAtWFt/rcAfo4/yW2xQ60GP3Miovnf8UOU1tXUtkX986kI9udksT0jlWXxJ0koKsRdr2daz0jmR/bFx6VtXfJ0Gg2PjpzATf0GszYlgZKaaoLdPZjRM/Kc3P+EEFQbjWgUBSc7gzKJRCKRnBvZ5WX8bf0KKg0GwGw8mjhZkMviDb/x2WVXnZf3cLC7B8HuzSd1nRASztqUhDa9tlZRWJea2CYG+Zcnj1pNuNfHKASppcVsTk+2Glf08fVnTPcw9mRnWJU9a4oKQy2b05M5nJvNnuwMFBRGBYdydXR/Irx9z7kfDZkdEc3kHr1Ym5JAemkJHnonLg3vTbiXzzmdt8ZoxChUXLS6dvfIkEgk0iDvMggh+M/hvTbLbVG37Ye4E9wyYEinSHxm5vp+A1mTEm9X7tZSXlt7zuc4WZBLfjPl3IxCsD0zzSrRmLezC0svnc19G1faLPNmS3VVGw08uHm1JX4OIKGokG9OHeXdS2cT0Q4x3SEentwyYIjlc1ltDauT4ympribEw5PR3cMc8qgwqio/J5zim1PHSKvL2DqkW3du6jeI8aHhbS63RCKRXMx8e/oYlQaDzQlfoxAkFRexMS2pTUtmnitTw3vz7uE95DVRF7ulqEJQXlvTJufamJbUpFwaRWFjWnKjif7nxk/l71vWcOhstsPjmKd3bESpp+szykpYFn+Sf4y5hMt6t/0z89A7WZUPM6oqOzPTSC8twdPJmQmh4Xg4OeZRuCc7g8+OH2JfTiYCU7LehTEDWBA9QCZgk0jaEWmQdxGSSopIKWm6fIUQgk1pyVwT3f88SdU80b7+vDjhUp7avsFSBkVBQT1H87yHp/c5y1ZVt/rQFApQbaNdtK8/P8+7lt0FmXywdy9xRQWW9vUxu7XXj5szt1ERlNRU89DmNfwwd2G7JTQTQvDp8UN8evwQVUaDZVAR4OrG46MmMCG0p91jVSH4546NrEtNtPQH4HBuNgfPZnH/sDFcZyOeUCKRSCStY1VyfJO5VzTA2pSETmWQO2m1LJ06m7s3/EZORbklmeu5TMYritImut7k3dW0vleFoMpGG08nZ96bNof4qiI+2LOXzekpzV5PBZS6cmfmcwM8u2sTMX7+9G6HlXIzOzPTeH73FvIqKyz33kmr5Zb+g/lz7LAm4/F/jj/FS3u2oqkLkQDIKi/lzQO72JudwZJJM6RRLpG0E/KX1UUor2l+llijKG02m9yWXNKjN7/Ov56/DRnJjMgoLu3Zm0dGjse5FS92DRDq4cXQbsHnLFdPLx80zUSBC6C3t4/NfS46HVf3H8CbUy/HWattNPAQDf6v0Ng13igEmeWlbK+XOKet+fjYAd47sq/RYCO/soK/b1nL3uwMu8euSo5nbWpioz6YBxhvHthFaklRu8gtkUgkFyPN6XEVk8dTZyPcy5sf5i7i2XFTmNUnmkt69OKOQcMZEtg6fS2EYF4bxGMrikJPL58mtb1GUey6lCuKwtge4SyZNJ1+fgFomzBqzTqyvpt3/X//GHeihdI7zoEcUyK8/MoK4I+xR43RyIdHD/DBkX12j82pKONfe7cBWGeVr/vbnpnGz/Gn2klyiUQiDfIuQoiHZ7PGo1GINplNbg/8XFy5ZcAQ/jPnCl6YcClX9+nP0+OmtOgcGkVBq9Hwf2MmtUlMUzc3d8aH9kBbbzbYjLlUWaiHJ8OCQpo8T4CrGy9OmIZOo7GcS0CTStuMAugUDYdys1vZi6Yprq7i0+OHLNcyS2SZPBCCdw7tsXv892eOo0Fp9M0zf9YoCstaqKQNqkpRVRW1bZzsTyKRSC4Ewjy8mtT22joDszPipNVyWe8o3rp8NksmTefPscN4dvwUdIrjw01z3+8aPIIQj7bJEr4gekDT5UmFYF5k36blUhRemjiNAFc3q+djXnV21mpNXnE2dL/ZhX1vdmbLhXeQdw7vqUtOa5vPThym0E6Y3q/xp5s8t4JpPNASVCEorq6i0nDuIYYSyYWONMi7CP6ubkwIC7dr5CmYSpJM7EIxvVPDI+jl4KBCAUYGh/Dh9CsY2q17m8nw8Ijx+Dq7WhnSZmPaSaPlmXFTHCq5MiE0nK9mXcPC6AGEeXgR7ObBpeER/GvitDaTtTVsSku2hAo0RMG00nKyIM8SG96QhKICu+EF5hX+M4X5DsmSU17Gv/ZsY+r3nzLzp8+Z8v2nPLdzs91rSyQSycXINdH9mzQejUIwvxnjsTMR5ObBwugBDlUlAdNK+9NjL+FPA4a2mQzzo/oyOji0kQzmQfB9w8Y4VCKsu7snX866mnuHjqaPjx+Brm4MDgzm2XFTCHQgf097pUfLKi/lWN7ZJsMBVSFYn5pkc19cUdMlagWQXFKE0c54oj7VRgOfHj/InGVfMuPHz7nku0/567oV7M5Kb/ZYieRiRcaQdyHuHzaGw7nZlNXUWCUnMa+cPzVmst2SJOdKaU01RlXg7ezcphk37xg0nCe2rbe5T6soBLq68+qk6fi7uePn4tpm1zUT7O7Bp5fN59Pjh1iReIYqowGtojC1R29ujR1KZAuSrYV7eXP/8LHcP3ysZZsqBN3dPcguL7N5jMCULX9oK136mqOwusoSy9cURVVVhHs19q5w0mqbLFunYHLdb4600mL+suZXSmqqLd/dWlVlZXIcG9OT+GD6FUS1Q2I7iUQi6WrMjYhhbUoih85m2zSwro2JpZ9/YLtcu8pgoLy2Bm9nlzaNF762Xyw/xp+gxmhs1CMF0yrzvyZOJ9LHl+7unm2e2Vun0fDa5Jl8ffoo350+Tm6dW3d//27cPGAwk8N6OXwuTydnru83iOv7DbLafjg3m6z4U6bY+QbyCyHQKgojg0PPuS+2KKquaraNRlEoqra9Qu6s1TU7VtBpNM0uUNQYjdy3YSWH6krDmjmUm829G1fy5OiJXNGFJpMkkvOFNMi7EKEeXnw680rePbSHDfUyhg4M7Madg0YwvBnX6tawNiWBz08c5nTdKmiwuwfXxsS2WcbNS8Mj+MvAIj48ur/RPr1Gy7PjptDHL+Ccr9MUgW7u/H3keO4fNoaSmmrc9U4OGZmOoFEUru87kNf277Rsq19WTasoBLl5MC6kR5tcryHBbh6W70lTarSbm7vN7VN69Oa3xDNWyejMmJXt5DD7SeHMvLxnm8UYr38eoxBUGQw8u3MTn11+VbPnkUgkkgsdvVbLG1Mu4+OjB/kx7oQlXjzY3YOb+g3m6j79mjlDyzlVkMfHxw6wLT0VFYGrTsfciBj+HDsU3zaYDA9y8+CVSTN4ePNqahqssgrgjkEjmOiALjkX9FotN/cfwo39BlNcXYVeo3U4+7gjXN2nvyXOWtQzyuvXL7+qHZ4dQDdX92YT6BmFIMjNdgm7yWE9WdNE2TqtojA5rGezEyXfnj7WyBiHP+LSX96zjfEh4ValZCUSiTTIuxwhHp48P+FSSmqqya0ox9PJ2a4xda58dHQ/Hx49YGVAZZeX8eaBXRw6m82LEy5tk8zgMb7+aFAa1QitUY08tWMD/50xj8B26mN99FptuyiJa6IHcLownxWJZyxlzxRMng1eTs68dsnMdsuwPrlHT9z26qkw1Foyvpsxx8mPCAohyE6d2etiYlmZFGepwdpwMsHf1Y0ZPZvO9JtWWsy+HFPcnK1YdKMQnC7M52RBLv382mfVRyKRSLoSzlodfxsyktsHDiOjrAStoiHM08uhEKqWsi87g/s3rUIVwrIiX2kw8GPcCbZkpPDfGfPaRDeGe3njpneitrrKStdrFIUPjuyjn19Am9Qcbw6NorTJJENDIn38eGrMZJ7ftRn4o7qKOdTwn2MvabcM6/6ubozp3oPd2el2V7ldtDqmhve2uW9yWC/CPLzIKi9tVB7ObOjf2G9wkzIIIfj+zPFmYvVheeIZ/lSvJKtEImnnGPK9e/dy1113MWHCBGJiYli3bl2zx+zevZsrr7yS2NhYpk+fzk8//dSeInZZvJycifTxazdjPK4wnw+PHgAaz7gKYFN6cpOzqY5SbTTwzM5NjYxxMM2o5ldW8M6hvSQWF/J7UhxrUxLsJiXprGgUhadGT+KNSy5jfEg4YR5e9PH1569DRvDtnAV2M7u2Ba46PQ/Uc6GvHyevURSctVruGTra7vERPn4smTQDF53O4lZoHhB2c3PnnamzmvUmSCwqdEhWR9tJJJLOhdT17YeTVktvb1/CvbzbxRg3qCr/t2MjBlVtZIgZhSC3opy3Du5uk2u9sX8XpTXVNnW9KgTP7NxEXkU5a1MS+D0pjsTirqcTZvXuwxeXX8WVUf3o6elNLy8frurTjy9nXd3uZeruHToKZ63W7vfkvmFjcNfb9gjQa7W8PXUWIR6egGkSQauYErrqNVpeGH8p/ZsJk6g2GsmpKG9WzsS6MrESieQP2nWFvKKigpiYGK6++mruvvvuZtunpaVx5513cu211/Lqq6+yc+dOnnrqKQIDA5k4cWJ7iippwLL4U5bVXFtoUPj+zHEu793nnK6zOS2F0ibKtxiFYGVyHCuT4yzbtIrC3MgYHhw+Fmdt53DyOFOYz+rkeAqrqwhyc2d272irBDGKojA2pAdj28k1vSmuiIzBTafjnUN7ySwvtWz3c3bhgRHjiPb1b/L4cSE9WDH/BlYmxXGiIBedRsOY7mFMDuvlUNiCs4Pu/20VJiCRSM4vUtd3XbZnpFLQxCS3UQjWpiTw4PCxeDu7tPo6+ZUVbElPsZt0TAD5VZXM+fkrqxZDAoP559hLLIZiR5NfWcFvSWdIKSnGTadnanhvhgQGW7lyR/j48feR48+7bBE+fnw0Yx6v7t3OwXqVW1y0Oq7u04/5UU3Hbod4ePLN7AVsz0hlW2YqNUYjff0CmNW7j0PPXqfRoEFpMrGcokhdL5HYol1/FZMnT2by5MkOt//mm28ICwvjscceAyAyMpL9+/fz6aefSiV9HqiorWVTejK5FeXszkq3a4wDqAiSiovO+ZopJUXoFAVDM0nH6mMUgl/iT5FbUc5rk2e2efKXllBjNPLUtg2sTUmwmpX+5NhBbuo/mL8NHtmh8pkZHhSCh14P/OF+VlhdxZPb1nO6f16zcno4ObEgZkCrrj0kMBgPvVOTdXOdNFpGtVOyG4lE0r5IXd+1UIVgT1Y6cUUFHDyb1eTkO5h0bmZZ6TkZ5OllJU0aamYatjial8Pta37h88uv6vC44x/OnODf+3aiIurKiJoWJoZ0684rk6bj6eTcofIBRHj70svbh4O52WgwVVKpMRr48tRRjuWf5d+XXIZnE3HzOo2GyT16MblHrxZfW6fRMCE0nO2ZqXa/T0YhmNSCBHoSycVCp5qmOnToEGPHjrXaNmHCBF588cUOkuji4ae4k7x1cBeVBkOzytmMVnPuhqarXo/quC1uQQDbM9M4cDarXZLZ1ceoquzMSmdLejJVBgMRPn7MjYgmwM2N57dsYl1qIvBH0hJzdz47cRg/F1fGh4STW1mOr7MLvb19O8RAf2LbehLquf+ZY7fNcoZ4eLZbshkXnY6b+g/iP4f3We5N/eQzCrAwZkCnGMxIJJL2R+r6juN43lme2L6e7PIyhypwmHHU08kebjp9q44zCkFhdRXfnj7O34aMPCcZHOFMYT6/J54hr6qSABdXZkVEE+Pnz9qEeF7Zu92SS8UU+mW6d4fPZvHEtvU8M24KycVF6LUa+vkFtmmWekf5/MRhltUlljOnzjP//2jeWZ7duZlXJk9vt+vf3H8w2zJTbSaY0yoKvb19GXse8gRIJF2NTmWQ5+XlERBgnVE7ICCAsrIyqqqqcHFxfHa2EyxKnjPmPrR3X35LPMO/9m6zfHbEGAdzubXG5T3sYas/U3r04u1WxqdpFYXfk+IYEdx+BnleZQX3bVhJfFEBmrpa5aQm8sGRfYwP7cHW9NQm5/zfPLCLNw7ssiQzi/Lx475hYxjV/fytBp/Iz+XA2SzAOqla/X9/fuIwV/YxubO1x/ftlgFDKK6u5qtTRy0JbsD0XZsbGcPfhoxs8+uer9/P+UL2p3PTXH8ulH62BW2p66Hr39vz9VtIKSli8YbfLKUsHTXGAbycnByWz1Z/onz9CPXwJKOs1PZBTaAKwa8Jp1g8tP0McoOq8uLurZbkq0KY5P/69DGGBAaRXFps0fWNYuCBPdkZzPrpC8s+X2cXbh4wmOv7Djxvk/C1RiNfnjxid78qBJvTk8koKyEgwLNdvm+DugXxwoSpPL1jEzVGo8Vz0CgEET6+vDnlcnTatp2ouNh0SVfjYutPa/vZqQzytsTfv3PEG7UF7dkXo6ryn5/3terY4ppq8qimX4B1oo/ymhp+PHmCH04cI7+iglAvLxYNGMjcGJPBV78/AQGezO/bj19Pn2rR4ABML/gSQzUBAe1zf1QhuPXrX0isc80X9bYDbElPbfYcDRV4fFEB9274nQ+vmM+U3hFtKq89jiQeb9LrQQAZZaWUao0E0n7ft+dnTuf20SNYdvIk2WWlBLi5M79vP/r4Nx3Dfq5cSO8CkP3p7Fxo/ekKXCj3vL37seTgDmqMxhbrWgXYmpvGHcOtDWIhBBuSEvniyGHiCvJx1zsxNyaG62JN9bkb9ueh8eN5cPWqVsleVF3VbroeYMn2rfyWeAaotyhR979DuTkOnaP+XS2sruLNA7spEwaenOR4OMe5cCg7i+Ka6ibbKMDh4lwGE9pu37dFAYO5fEAMP508wam8PJy1WqZFRDE+PLxdEhOauVDeA2Zkfzo3bd2fTmWQBwQEkJeXZ7UtLy8PDw+PFs+Y5+eX0kKd0+lQFNMDb8++HDybxdny5rNi2uNURg6Byh/PJr+ygrvWrSC1pBgwKajssjL2ZWby+aGDfHnNQqpKq63689CQMZRXVrM2JbFF19YqCj56F/LyWj7j7gi7s9I5nnsW+GM1uaUDmYaYM5z/ffUqfrvqhnYrd1afkrIqFBSUZuL3cgtKiPD1bdfvmwc6buoz8I8NgnZ7fufj93M+kf3p3DTXH/N+Sdvqeuj6+v58/BZUIfjl1EmHPeDqo1U0JJzNt3pXG1WVZ3ZuYlVygpXr+xs7d/Lxgf18c80iAhRnq/5MCOjBg8PH8vr+nQ5Ek1vj7+rWbrqirLaGTw4eaLFMjvDxwf3MCO3dbuXO6pNb0Pz9UVAoLq0A2v93MyesD3PC/kj8W5Bf1i7Xudh0SVfjYutPa3V9pzLIhwwZwpYtW6y27dixgyFDhrT4XEJwQTx4aN++FFc3PZvaHN7OLlayPb1jE+mlJVaKzfzvY3m5vLB1Mw8OHmN1jJNGx/PjLyWluJgzRfkOX9soBHMiotvl3uRWlPPWgT9c6QWm1YC2oqC6itXJCeecpd4WZTU1rEyKI66oAGetFi8nZwzCFEVmb25ar9FwIjeXwT1DLqjfDlxY7wKQ/ensXGj9aQ/aUtfDhXPP27Mf1QYjtarafEMbqAh8nF2tZPv29HFWJZtKn9afqFYRlNbUcPuvP/PDnAVoFOtJ50UxseRXVvDZicMOG8AaRWFeZN92uTe1RiP/3rfT4sbfHiw9uIdXJ89s8/MaVJXtGansqkvCG+nj22ySXBVBdlkZZ8vL0FwgvxszF8p7wIzsT+emrfvTrstz5eXlnDx5kpMnTwKQnp7OyZMnyczMBOC1117jkUcesbS/9tprSUtLY8mSJSQkJPDll1+ycuVK/vSnP7WnmBc1Ie6tX7Hp7u7BAP9uls8pJUXszs6wOwOvCsGPJ45TXF1lc/+1fWMdvrYCXBrem0EBQS2S2REyykr40+qfiW/nWpmrkuLb/Jwb05KYvexLXtu/gxWJp/kp7iQfHTuATtE0SrIi6n02qCrP7d7C6A/fbxe5JBLJhYvU9Z0fZ60W71YmzlSFYGavSKvPX5862mT7jNIStmem2dx/dZ/+Dl9bqyh0c3NnUSurfDRFjdHIA5tWWVzV24v9OVltOqEPkFpSzMIV3/HI1rX8knCKFYmn+ff+nVBXO7wpvj59jHEff8hr+3ZgaOUkjUQiaVva1SA/duwY8+fPZ/78+QC89NJLzJ8/n7feeguA3NxcsrKyLO179OjB+++/z44dO5g3bx6ffPIJzz//vCyD0o708fUnxte/VXE99wwdbXXc4Xp1L+1Rq6qcyM+1uW9Gz0gGBwY1K4uzVsv1/Qbx7Lip7ZIs5aXdWymsqmwX97X6nCy0fR9ay/G8szy5bT3VRgMC06DIvDJuLjejwdoQN2P+XFZTwz93bGRrekqbyiaRSC5cpK7v/CiKwlV9+rVY1yvA/Ki+9PD0tmzLrSgnp6LpUDedRsOBnCyb+4LcPbgtdphD1x/TPYyPpl9xTiXX7PHt6WPsy8lsd11fYaglrbS47c5XW8vf1q8gu9zkAm4UwrIQYnTQwFaF4LvTx3nrwK42k0sikbSednVZHz16NKdPn7a7/+WXX7Z5zM8//9yOUkka8sjICfx13QoMqFauZ2a17aTVUm00WlZYvZ2ceWjEOC4Nb5iUzNFs67bb6bVa3pxyOW8f3MPyhNPUqCYXMmetlhk9IxndPRRXnRNDupnqWrcHqSVF7Msxreq0pCRMa1Dt1HsTQrA1I5XvzxzndEEeeq2WyWE9WRA9oMk4tM9PHjYdzx9PomHs+7iQHhzOzWlUE9zcznzsfw7vZUJoeKeood7ZKKmpptJQi5+zK3qttqPFkUg6HKnruwbX9xvE+tQkMspKbHqyeeidKKutseh6naJhQXR/7h46ulXXa0p93D5wGD4uLvz32EEKqipN7YFR3UOZFh6Jl5MT0b4BhHi0T94FIQTfnTne7sa4mQqDweb2zLISNqelcDA3C6MqiPHzZ2JYT/r5BdpsD7A6JZ7cygqb+wQmr4L+/oHkVVaQVW4/blsA38ed4Kb+gwl0c29Jdy4KqgwGSmuq8XBywrWVZfskEkfpVDHkko4hNqAbH0yfy1sHd1vKYwH08wvknqGj6e8fyLaMFAqrqujm5s64kB42DZEYv+azZTtptfRvQtG46vQ8MnI8fx08gtMFeaAo9PULcNgAL6mp5rfEM2xKS6bSUEtfvwCu7NOvSeVWn/giU61upe5Pg2JZXW5LFLBpXAsheGXfDn6KO4GiKAhhqnT6S/wpliec4V+TpjMupEej41Qh2JKeglEIm9MiCqYJBj8XVxYPGcmSevVUG7YTQEJxIamlxfT08jnHnl447M/J5H/HD3HwbDYCgbveiSsiY7i5/2BZQ10ikXR6vJyc+XD6Fbx1cBerkxMsHlSBrm78acBQrozqy8GzWSSVFOGm0zM+JBwfG0n2fJxd6Obqxlk7RiGYwqCGB9kvSaooCguiB3BlVD9O5OdSaaill5cPQe4eDvXFoKpszUjh98Q4civLCXLzYFZEHyaEhDuULLXcUMvZZlb52wqtoticWDh4Nov/HNpLbmUFOo2CXtGSUlrMtoxUFkQPYG5kjM3zbUxNslnn24xRCDLKSvlw+hVcvfzbJmUTQrAxLYmFMY6HDF7o5FSU8d3p42xITaLaaECv0TIhNJxFMbGEe3k3fwKJpBVIg/wip6CqkuUJpzlZkEeAqxsPDBtDH19/gtw8CPP0srSb1jPS7jmyy8v4z+G9rE1JaPJaGhQW9o/Fy9m52UQInk7OjAhuWa3uhKIC7t7wO0VVVYg6VZVQVMCvCae5feBwbh/YvIucU4OJBkWpM8pbsFKuqWdIN4WtOLrVyfH8GHcCsE4iZxACRRh5Yts6fpl3XSP3PYOqNiujwPS8D+fmNKnMzZQ0Uz7lYmJ9aiLP7NxkmfBQgLKaar4+dZRdWem8e+lsaZRLJJJOS7XRwPrUJHZmplGrqvxpwBAGBAQS4OpOpLevxYgdERxqV/fWGI18deoIP8efoqDKdi4YMBmgoV5ejO0e1qxcOo2GQYEtywVTXlvDw5vXcCg3Gw2gCogrLGBLRgojg0JYMmkGLrqmh7f6NqpwosFUh9weWkVhes9IvBroh6KqKl7fv5OMslKTm3ndWMPbyRmDRsN3Z44T4e3LgIBujc5ZYahtVn9XGQxsz2i+NKtGUSitqWm23cVCZlkJj2xZS3Z5GXqNFp1GQ41qZFVyPHuyM3hhwqVE+7ZvqVbJxYk0yC9i1qYk8PTOTZaYI0VRWJOSQJCbO0unznLoHJllpfx59c+U1FTbTeZmXmUeGhTM4xMnUV5sX5G3FnNyFlPCOGGJkzMbqR8d3U+Ety9Tw3s3eZ6h3YJx1empNNRauX1rFQUhaHK1PNa/G/cPH8OR3Bw0ikJ8UYElWYy1G7nCxLBwpvdsXIf8zYO7G20zIzAp2d8Sz3B9v0FW+5y0Wrq7e5JVbrvsiTlLfMMkO+beNFwp16DQ/RwS/l1IlNXW8PKebRhUFb1GY3Hj12L6fiUVF/LZicMsHjKqYwWVSCQSGyQVF3LPht/JraywTBhvSktCp9HwzLgpDhkYtUbThPCe7AyEMBm0QhWN9L6CqfrKx1dciVbVtEtW5df27TDpWRQ0ioKmXszVvpxM3jywi0dHTWjyHM5aHSODQth/NqvFoWluOh3/mTaHo7lnqTIaqDEa+fjYAYQQVsa5VlEIcHXjHhsu/9+eOUZicSEIgUbRWCbVKwy1OGt1+Dg7szk92aZBHu0bwIn8XLtjLgWoMtTy5sHm48ONQhDq4dVsu4uF94/sJ6u8DB9nF6t8C6pOUFhVydsHd/PWlMtlOJ+kzZEG+UXK8byz/GP7RisD07wim1dZweINv/P9nAUklRSRWlKMu17PiKDQRrPObx7Y1bQxrigM69adK6P6MiW8N656PeW0vUG+MS2JsxXlptXLei9KpS7jqAC+PHmkWYPcXe/EopgBfHr8EKp5NbTeirfZ9VsI0Cim8xqFYFxID54fPxV3vRMD6zK/CyEY1q07n584THJJEQCBbu4sjB7AdX0HNnKrO1WQZ4mls4cAjuTlcL2NfVdH92fpwd2NXNEbPpmmVsfN8WfjQnrg7+LKkdwcDuVmoWB6jv39Ay86RbQ+JZGK2lorY9yMRlEwqiq/JpzmLwOHN/KwkEgkko6kymDg7vW/U1Bt0i31jU+DqvLU9g2Eenjh4+zCsbwcFEVhcGAwAa5uVudZk5LAnuwMtIoGndaku3QaDUYhqKpbse3l5cPcyBiuiIwhws+vXeqG51VWsDYlEYFA26CkmkZRMArB70lx3DV4RLOJ4P40YAh763LGNESjKGhQMAgVnWJKh2oQghB3T16bPIMIHz/61guFGxUcykfHDrA7Kx2BKffN7N7R3D5wGP4N7qVBVVmdHI9RVVEUhVrVuuRaldHA2Qojh3NzbMp2ZVRfiyedLUxjAAWdokEVxiZX0931ei7p0YvMslK2ZqRQaTDQ29uH8SHh6NrIi6CrkFVeyr7sTFx0ukbJDzWKgpteT1xhPqcL8+nrF9BBUkouVKRBfpHyxckjpoQrNt7URiE4W1HOwhXfW2VSddfpuTV2KDf2G4SiKBRUVbIlPaXJVWNVCK7u05+p4b2bTPByruzPyUSraLDnKC6E4ER+LlUGQ7OubLcPHE5+nSu/RtGgYprBNgqVy3pFcf+wsaxPSySlpIgALw9GB4QQ49v45awoCrMjopnVuw8FVZUYhEqAi5vd+LYVCfaTItUnvbTE5vaF0QPYnpHKodzsRsn5zJ8sSqaBS73539o6pXNtTCy3rFrG6cJ8NHWTGkYh6O8fyMsTpjkc53chkFJajEaj2J2I0CgK5bU1FFRVEnwR3ReJRNL5WZMST16V/QRgihD8ffMacivLrfTEjJ6RPDJyPO51+Vt+STiFEFiMcTDpOJ2i4K53okY1MjakBzf0G9Suuv5wbjYGoaK1k0RWg0KNauRIbg4Tw3o2ea4RwaE8NXoSL+3ZalrJV7Doup5e3rw++TLOFOVz8GwWrq5O9PcKYGz3HjYN1YGBQbw55XJKa6opr63F18UFZ63tscaJ/FxKq00hYXbLxCKIL8q3ua+Prz9/GTicD4/utznBroBlAtmclLch5uMeHD6WJXu38XtSHIqioKmTyc/FlWfGTWFkC0MHuzIZZaXUqEY87eQsctJoKa+tJb20WBrkkjZHGuQXKdsyUu0qAjMNy5qUG2pZemgPFYZa7hw0goyykmYTnmkVhdQ2LPdhD6MQdo3x+jjimqbTaHhy9CQWRg/g96Q4cisrCHBx5fLefYipewlf3ac/igIBAZ7k5ZU26ZanKEqjGXJbZNpxN29IVnkZBlVtNChw0mp5Y8plfH3qKN+fOUFeZUVdvLOCqOfGb5apoVGuQWFK7whujI7l0S3ryKtL2FP/np0uyOOv61fw+eVXWQZqzVFWW0NWWSmuOj2hHp5dboXdTaf7w0PChuzm1QjXZiZ6JBKJ5HyzLSO1Sa8oFThbaa3rVSFYk5JARlkJ702bi06jIbW02G7JNKWuIklKnSdYe2K0U52kIY66oc+NjGFcSA+WJ54mvqgQZ62WSaE9Gdc9DK1GQ7C7B5f06OWQrgdT/pvm8onk1YUONFegrKy2ljOF+TZDCm4fOIze3j58duIwpwryAHDV6qhWjeiVP7y5FBSctVpqG+SZiQkI4I7Y4fyeGMeGtCTAtHCh1h1XWFXFA5tW8eH0K+jn71hSXIOqmsZ7QtDD07vLVSFx1eosXha2JFeFaRzV3KKORNIa5LfqIkQIgcHBWpW2+PT4Ia7p09+hzOeqELjr7ZeLMKoqh3NzyK+qwN/FjSHdgltVE31QQBC/JZ5p5LJuRgF6efvg1oQsDenj68995zF5h5eTs0PJ1ipqa8koK7GZAd1Zq+NPA4Zyc/8hlNZUU6MambvsK2sX9gar54qiMCQwiN7evmzNTOX25CSr70f9Y41CkFlWysqkeK6JbpyUrj6FVZW8e3gvK5PiqK07X29vH26PHdZkksDOxqSwXpYQBm2D75bZUB/aLbhd6uRKJBLJuVBtbNpl2R6qEBzNO8uG1CRm9IrEXedEeU2t3fYKSrOTtIlFBSQUF+Ki1TE8KKRF+thMbEA3S14aW6vkKsJS9stR/OuyzAshUFUVIYQlVM30WbHSm+eKm17vUCZ4BTh0NstujP+l4RFcGh5BWW0NRlXlwU2rOFmQZxkDmfWTMOsuIfDQO/GXQcM5VZLPu4f2El9UYLmWxYg3913Ax8cO8OrkmU3KaVRVvjh5hK9PHaWw2hSS6OXkzKKYAfxpwNAu4/oe4xdAkJs7WeVlNsPPyg21eDk5M6Rb9w6QTnKhIw3yixBFUYj08SW+qKBViloIUzzZtTGx9PT0JrW02O55FEXhkrBeNvdtSkvi3/t3crai3BL3HOTmwYMjxjLZxjEJRQX8cOYEpwry0Gs1DA4MZl5kX8I8vZjRK5Klh/ZQVltjUaZmzLPC1/Ud2Irenj+m9YxkZXJ8m5xLoyh4O7tgVFWctTqqjQbLgKLhsxJ1A6/DuTk2vSZs1TVflRzXpEFeXF3F7Wt+Jau81OqcycVFPLl9AwVVlV2mzEq0rz/jQnqwIzMNo6qaXPjrBiy1qopW0XDLgCEdLabD1FbXcmj9EQ6tO0plaSXBkUGMmz+asL4Xj2uiRHKxEOMbwJ7sjBYnLgOT19TyxNPM6BXJ9J4RfHXqaCP9ClgSw17So5fN8yQXF/Hc7s0cyztr2eai03Fj30HcNnBYo0n4/MoKlsWdZG9OBtVGI318/ZnVuw9DAoMJ8fBkfGgPtmek2dT1CgpTevRuVV1tta4fGo21Wz4Iy762YGBAN3xcXMhvJmeMYsctvyHmxZFubh6cKjS5uRuFapkIByyKv1aofHXqKBqNQll1jfXuevfT7PWwPTON8toau5MtQgie3rmJNQ2q7JTUVPPR0QOcKsjjXxOnOzQB0dHoNBqujYnlzYO7Ka2pxl3vZPJkqEu2pwrBVX36OVyGt6MRQnByx2k2f7ONvPR8vAO9GH/1WIZOG4RG2/mfx8WGfCIXKQtjYltdXVurUUzu0IrCnYNH2DfGgflRfW0qxo1pSTy2dZ2lDqhZ7eRUlPHolrVsTk+2tC2vreHBTau4/vcf+Sn+JCcKcjmcm8NnJw5zzfJv+c/hvbhodSyZNB1nrdaiSOoPQK6I7MvciOhW9vj8MLZ7GBFejWuT10cB/FxdHc6KqtVouLx3lCkRHfZX383ubI54JwiguLrpkmifHDtIZgNj3HwswBsHdpHfRA3bzsY/x17C2O49EJhK7BiFwKAK3PR6/jF2MiOaqLfbmSjMKeLla//N+/d/wq5f93Jk0zHWfLye5695heVLV7bpKpBEIul45kf1bd7tyg4qgtw6HT0/qh9eTs5Uq0aLAW72tjMIlShfPyaGNo7Zziwr4fa1v3AiP9dqe5XBwEfHDvDavh2WbUIIPj56gNnLvuTDYwc4lJvDyYI8fk04zV/XreDuDb9TVlPD46MmEu7ljYrAIFSMdX8CQaSPLw+PGNfivgohbE42QL3Erm30fnTXO7Ggz4BmzW2BaNFq7GW9oizPpNbOBEKlwYAGU1m6hi7l5tV0q21CUFFr3zNiV1Z6I2O8/vm2ZqSysc4lvitwee8+/Dl2KE5aLSU11RRVV1FSU41WUVgYPYBru8hCgqHWwNt3vs+L17zCjp92c2rnGfb+doB//+ltXrj6FSpKm54Mkpx/5Ar5RcqciGh2Z6WzLjXROukXTdfUBNNsuLmm5qXhETw2qpp/79tJrWpEW5cETRWCKyL78tDwxorRqKq8vn+n5XN9BWhWBq/v38nE0J4owJPbNrAzK63haUztgf8dP4S/iysLY2L5atbV/BB3kg2pSVQbDfTx8ePq6P5MCu3ZqWKXy2tr+C3xDL8lxZmSgbl5MDcymjenXsaiFT9QYWisADUAisKimAEtcgG7uf9g1qYkUlbbdK3RhtnZ7e3TKgrhnt52z2NQVX5JON3kiowQ8HtSHDf1H9ykTJ0Fd70Tr0yewemCPLakp1BhqKWnlw/TekZ0qdnyD+7/hJRjqbh6uqLT6yzbK8uqWL50JYHhAYy5YmQHSyqRSNqKEA9PHh01gZf2bEVbFx8LTVfbMKMAXs4mXR/s7sFrk2fyjx0bTZ5PRlPeFgWFWP9uPDd+qk033/8eO0hFba1dffBD3AkWxQwg3MuHb04f44Oj+222E8CBnCz+sWMD/77kMj6acQW/JZ5heeIZ8isrCHRz54rIGGb17oOrruWu8PaMccu9qDPKWzqOUIVgY1oSP8adILGoEDe9nhk9I7kqqh+ju4exKyvd5nFaRWFgQFCLal6PDw1nSGAw+89mNdkup6KcEG+vZquCCMBVp2syHGtZ/Cmr71VDNCj8FH+yy4SpKYrCophYpoVHsDUjlbzKCnycXZgYGt6lktn++Mov7FmxD5S6HEI605hRURTO7I3j44f/xz3v39XBUkrqIw3yixSNovDsuCmMCg7lm9OmepgaRWFc9x6U1lRzLP+s3ReswBRXpNdouK7vQK6M6sf08EjWpMSTUVaKl5Mz03tGEGJnFffg2ew/VsYbKDez0ssuL+NwbjZOGi277Bjj9eX534nDXNWnPyEeXtw7dDT32qj72VnIrysrl1ZSbBnQFFRWcjz/LAP8u/H+9Dncv3GVpQSauRSZKgTTwiO4vu+gpi/QgBAPLy7rHcUPZ+yXSalPc2XRjEJwRVSM3eOLq6tsTihYXUOB9DLb2eI7MzF+AZbEfl2NuH0JJB5KwtnNxWKMg+k35+bpSmlBKes+3cjouSM61eSVRCI5N+ZHmUK7vjx5hF1Z6ahCEOnjR5SPH6uaCJMSwOHcHP65YyOPj5pIjF8AX866mt1Z6ZwqyEOrURgRFMoAO+Uwa41GViXHN5lAVqso/J4Ux59jh/HREdvGuBkVwc6sdOIK8+nj68/CmNhOHfpkVFX+b8cG1qcmWVyfC6ur+N+Jw3x/5gSvX3IZBlVlX06mRe+a72KohxfPj5/aouvpNBr+NGBoswa5QaiUVFfj5+JKZpntZLLmuPM5EdFNGu7JJYVNPl8VQWpJ+yf2bWv8Xd1M3iVdkKryKtZ8sgEhRCPXdEWjoKoqe1bsJy89n4Cw85cnSdI00iC/iNFqNMyL6su8qL4Y6mJjNYpCQlEBf179C8JotJtFvdpo5M2Du9FqNCyKicXDyYmr+jSd5MtMXmVFk6uxYFJM+ZUVpgQldVnCmyK/soLTBXkMCOjmkAwdyfO7t5Bel7FWU6+OqioEJwpy+eHMSb6ds4AViWdYk5JAaU01Pb18uDKqL+NCwluV9E5VBbq60m1mzPe1UckUxXYCG/MzmxzWy6ZrohlXnd6h1ZeusrJ8oXB6TxyqUUXvbPu17+TqTMaZTIpzS/DpZt8DQiKRdD1GBIUwIijEEs6l02ioMhiILyogsbiwSY+mNckJFFdX8foll6HTaBgfGs740PBmr1lWW2PXdbo+eZUVHMjJpKyZiVwz2zJS6dPGCVcVxWSo2JuMbM3q+Denj7Eh1eSuXf/+mmOSH9+2jh/nLmJ7Zio/x58is6wUXxcXLu/dh8t79WlV0rvmPOHM1BqNuDnpCPXwJKOeUW6OJdcoCoFu7tw6YGiT53EkGa1HM1nnJW1LwsEkqsqqUDRNVEUwqhzfdpLJ1044z9JJ7CENcgmAlQt0pI8f702fw4u7tnCmLgOnPd4/vI95kX1bVAYiwNWt2dgpBdMMpaPKBbBZa7OzkVpSxN7sDBCgafCy1CgKqipYkxLP3waP5Lq+A9ssEZ2/q5vF9LYaVNjRohpzzFy9bZ5OziyKHsCtsUObnBRw0+sZHxLOjqw0u4M8oxBM6xlhtS21pJiE4gKctTqGdeveLqVF8isr+CnuJCuT4yiuribEw5Mro/oxO6KP3ZqxFwqqQQXFfj11RTENFI2Gzv87kkgkrcM88Q6mxGrvXjqbl/dss5S+soV5Zfpwbg5DugU7fC0PvRN6jaZZozzA1Y1yB41xhfbR9Uq9ZJ0N35Hmbab9jp1PFYJvTh+zX25OCPIqK9iRmWbJlt4WBDhQYhWwxI93c3NHp9GQWVZqeU5ajYZp4RHcM3R0syVbZ/aKskrW1xAFU2x7fYqrqziSm4MqBP39A1uVgK85ao1Gfk+K46e4k6SXleDh5MTlvaK4JnqAw/eoq6IaHUtAqBraLlGh5Ny5sEegklbTzy+Qv4+cwF/W/tpku3JDLbuy0rikR2+Hzz20WzCBbu7kVpQ3Un7mldlgdw8GBwZzIj/XofriWo2Gnl6df1XvWH4uRiHQK7ZjwLWKQo3RyKnCPMZ0D2uz617WK4qPbMTm2V0Nr7fthr4DmdErighv32Zjzsz8OXYoO7PSbM6caxSFsd3D6OdnKkuTXlrCi3u2sD/nDzc7N52eG/oN5M+xjTPwtpbk4iL+tn4FRdVVlomC+MJ8luzdxsqkON6aenmrYg+7CuEDegACQ63BymXdTE1lDYHhAfgG+Zx32SQSScfg7ezCixMuZdJ3n1DThKGrVRRWJ8e3yCDXa7Vc1iuK35Pi7Lo1G4VgVu8+VDloZJvc7ZtOftpaNBoNqqparZQLIdBqNVaZ1x0ht7LcEppnD52i4XBuNlPDHR8/NUdsQDdC3T3JLC+1O3LSoODp5ISxznBz1enwc3FlRFAIV/fpT5inl8NlPGf17sMXJ4+QW1He6Blr66q9zI80uX5XGQy8cWAnyxPOYKjz1tOgMCW8F4+OnNBmpUOrDAbu37SKQ2ezLGOQstoaPjtxmGXxp/jPpbOJ8PFrk2t1RsL790Cr02I0GFG0NsZPwuS6Hjm07b53knNHZlmX2KW4rp5kcxQ1k3G7PmU1NWSUlfKXgcMt28zZS+sbgQ8MG4tGUbi8dx90doxXMwpwSVivZmdyOwOaZgqZWJLrtXEMb5inF4vqYu3UevdbCIGmTi4w3cv62dYXRPfnnqGj6esX4LAxDjAgoBuvTZ6JZ52rmk7RWM45OawnL0y4FDBl1b99zS8cOpttdXyFoZaPjlpn4D0XhBA8sW0dRdVVpj7XrRIpiul5HM8/y3uH97XJtTorAyf3p1t4IJWllY1K+NRUmTxRJl83UZZDkUguMmpVtUljHEx6ocjBMQGYVigzSkuYGxGNq1ZnV6dd06c/4V4+RPv609e3+fwcvi6uNsuitgWKoqDVatHWVWsxf9ZoNC12V9c06wcI4FhlkxZdV1F4YPhYwH5YoL+rK5mlpWSVl5FZVkppTQ2jg8N4cMQ4BgR0a5Fh7K534r1pc4jwNk2SaBXFVPMc07jj/Wlz8HExlWB9aPNqfok/bTHGweR9sSktmbvWraDSQS+J5vjw6H4O59aNKeqeozmGv7Smmke3rmtVGcCugnegF2Pnj0Kj0djMmq8oCn1GRNZN0ks6C3KFXGKXYAczSnZ3oF1OeRkfHN3PmpQEao1GFBQivf3Ir6owGUmYlEc3N3ceHD6WyXX1TP1cXHlwxDiW7N1md7a3m5s79w8b45CszWFUVQ7mZpNVVoqHkxOjgkPt1t9sDYO7BaFVNBiFQGdDEatC4KrT079u9bgtuW/YGDydnPny5BFL0jUF6O/fjUdHjietrITNWSnklZXTw9ObOb2jifDxbTbe3x5jQ3rw25U3sDk9mcTiQlx1OiaH9aKnl4+lzWfHD1NSU41RiEbXEJgy8F4T3Z/e3ue2InI4N4fE4kIUbCcSVIXg14TT3DloRKvi9roCOr2OO964lbfueI/is8UoGg0arQZjrQFFozBs5lAuvXlyR4spkUjOM3qNBm8nZ4pr7E+uaxSF7h6ezZ6rxmjkfycO8WPcCQqrTAZ8sJsHXoozmeVllnYuWh3X9xtoNTn/+OiJ3LHmV6pV25MDeo2GZ8ZNadHkcFPEFeZzsiAXjaJheFB3urub+mc2xs+FAFc3enh6kV5aYnfsYhCiXUpmTgzryZJJM3h133Zy6q3SB7i6cf/Q0UT6+nGwKIek3AI8nZwZFRRKH18/XFoZttXd3ZPPL7+KQ7nZdZ5ugiGBwQwPCrHcx22ZqezLybR5vFEIkooLWZ5w+pyT9FUZDCyLP2mzjKtZ16eVFrM/J5ORwaHndK3OzE3PXkvK8TTST2VYTcArGgWfIG/+9s5fOlA6iS2kQS6xSx9ff6J9/YkvLLCZ3E3B9II3K5SK2loO5WZTYzQQ5eNPmKcpy3pWeSm3rf7F4ipsciESJJUUoigKi4eMopubO4Gu7gwODELbwDXsqj798Hdx5T+H95JUUmTZrtdomB/Vlz/HDsPPxfWc+7svO4PX9u8ks6wUFZOcHnpnbuz3Ryy3ocZATXUtwqii1Wuo8XSpm4F0THl3d/dkclhPNqUnN1IYRqGCAldExuDh1PYJzzSKwu0Dh3FDv4Hsz8mk0mCgl5ePJTlOjH8A1w4fzMGkdD47fpjFG36j1qjirtczNzKGG/sNarEXgpNWy3Q75U6MqspvSWdsGuNmzBl4Fw8Z1aLrNuRoXo4lLt4WClBpqCW5pIj+/m0/GdJZ6DkgnCe+f5it325nz28HqCqvIiQqmAkLxjFy1jC0urYZ6Eokkq6Doihc2acfn5043GTejzkR0aZ/qypH8nIoqKqkm5s7sf7dUBQFg6ry4KZV7MvJtBoxZFeYDPG5ETGMCg7FRadjRFBIo8nPvn4BfHLZfJYe2sOOzD+qqyjA6OAwFg8d1aIyYPbIKi/l2Z2bOZKXY8mVolM0TOnRi0dGTcBD70RFSQWlhWVUlVah02vR9gnGoAq0DuY2URSFG/oN4uU922zu1yoK3d09GRvSPquUk8J6MiE0nMO5pqo2/q5uDA0MRqvRoCgwOqonadkF/HDmJC/v3UZeZQU6jYYJoeFcGxPb4qR5iqIwtFt3htqpm74i4YxlldoWAvilDQzy1NJiKmprmxyRaRSFY3lnL2iD3MPXg6eXP87GL7aw4YvNFGQV4unnyaRrxzPt5kvwCrBdBUnScUiD/ALCoKrszkonp6IcXxcXxnbvcc6Jsf4+Yjx/W78ChHWWUAVTlu7HRk1AAO8d3se3p49Raai1rKiODA7l8VETefvgbitXYfPxJpdp+PrUUX6df32TtbUn9+jF5B69yCkvo6K2Bk8nF/xcXdvM3etIbg6Pb1tPtdGAk0aLVlEQQHltNe8f2Y9BVbkqrA81FTWgKGg0CrXVtRTnlVBZY8DF3dXhGfWHho4hq6yUk4V5qMKU6VxRFBAwunsodw4a0ep+GFSVCkMtbjq93fvpqtMzIbQnqhDsyc7g8+0byKkoJ8DVlfG9e/Haju1UGv6oG1tWW8O3p4+xPjWRD2dcQZDbudXijC8q4LfEM2SWlVJpMNhtZ76buc3E4TmC+Xk2R1u7D54rtdW1ZMZnkZ10FtVgpFdMCJ7Bvnj4tv4Z+If4Mf+Bucx/YG4bSiqRSM4nJwtyiSvMR6/RMio49JxDtq7vO5B1KYmmGuM2jKbrYmKJ8PZlfWoibx7YZbXy2sPTi4eHjyOrooy9dlZBAZYnnmZhzIAmjepIHz9ev+QyiquryKuswEWrI8jdo8nxQUsorq5i8frfOFtRjgJo60LijEKwIS2JvMoK/tl3NAWp+Rhqjeid9ahGlcTKaoROR/fIYJxcHZswnxUayYnQLH7NSGhUA97XxZXXL7ms1TpHFYJKQy16jdaux4CmzkgGSCwu5O2DuzldmI+LTselUZGsOHWKk/l5gCmxb43RyLqURLZlpPLC+KmMOEeDtaCqkt8SzxBfVMCh3Oxm3cSbi7l3BEfvp9ZOBvKOwmgwEn8gkWObT1BaWEZI70CiRvWh96BerfbWcHF34fI7Z3D5nTPaWFpJeyAN8guEDalJvLRnKyX1XM5cdTruHjKaa6IdK0dmi0GBQfxn2hzeOLDLKpNmpLcf9wwbzZjuYTy/azMrEs9YDHHzq2N/Tia3rfmFoqpKBI1flOaEYgVVlWzPTHUoLizIQTf6lvLR0f2m+CUhqKhL6OKk0eKi01NlMPDFySNM8gjG38vDktxFUcDJxYmC/DI0Gi3Obk2X9hBCUFlWCeW1vDhwIjtyM9iQk0JRbTXdPby4ok8MY7v3aOQh4AjZ5WV8fuIwq1PiqTYYcdaZkunc2G+wzdCDGqORJ7atY3tmGhoUjEJFAdbVlWhRsH5eoi4j7Gv7drBkUute7qoQvLJ3Oz/Fn7TUVbecn8Y+Bua9bZERdXT3MN46uNvurLkAfJxdiDxH1/i2pCS/lJ0/7yEzLstUi16rkHggEWcPF0ZcPoxeA+2XnpNIJBcmKSVFPLl9PfGFBZZ3pFZRmNM7modGjmt1tQhvZxc+nHEFr+/fyfrURIvx6OPswi39B3Nd34GsSU7g/3ZsaHRsemkJD2xaTbC7R5MlsLSKws/xJ3lkZPOllrydXdosyVd9lsWfJKe8zJRLxSKXBq3GlEH9UG4269TTjPbvjqdfnYu+At5eriSfyUSj1RDWN7RZI6kgq5Cc5LPMqvUn2teZLRU5ZKqVeLm4cFmfGGZHRreq9GdNXW33tSkJ5FSUoVU0jAgKYU5ENDF+tmPwvz51lKUH94BiKoGKAjsz0xCAh16PU73vjKgryfbC7q18M+eaVn+fVifH88LuLRjq3KWbqlUOf1TWOVd6efng5+JKflWlXX2vCtGpVseryqv5/uWfOLb1JIYaA1qdhhNbT7Dx6+0Mv2wo8++fg85JmmsXOvIJXwBsSEnk8e3rG22vNBh4Zd92BIIF0QNaff6BAUF8PGMeqSXFnK0sx8/Zhd7eviiKwpnCfFYkngEaG9zmJDAq9rMHmpNqpZYUt1q+cyW9tIT9OVlWiUYQAoOqUmU04KLVUmkwsLcoh1k+1m4+Wq0GrU5LVUU1ehd9k5lYq8qrqCyrQu+kx8PViRkeUUzvFYmhxoAQ4Onr3ipjPLWkiL+t/82ScEdBocpg4Of4U2xKS+bdS2cTXi9uG+Cdei6BAoHWnPyjvpHcQIGqQrAtI5WcirJWrZL/99hBlsWfBLAbM95wm1EILu/dp8XXakikjx8jgkI4cDbLKrN//dJu1/aNtZSC6WiMBiO7f91L+qkMukcFo69Txu5uziSfymDX8r24+7gT2KP5JEidlZK8EqoKy0Cvw9m97QfeEsmFRk5FGbesWtbIs8goBL8knia/qoJXJ89s9Yqan4srz42fygPDx5JcXISTVktfvwB0Gg0GVeXf+20n2RR1/81qIrO3Wc6k4qJWydZWfHv6OIYGus0gVAzGuvKvAnaV5zK5QeZzjVaDp58nJQVlVJZW4uZl33gszi0h/XQGeic9fsG+jFb8GE04VWVVVJRVEubZvdXG+JK929idnYGCydut1mhkQ2oSe7MzuH/YGMY0cIHfnpHK2wd3IwRoUdDV6frauidVYTCg12gt4x+dosFFq6OgqpJtGamtKsd2ODebZ3duNoUoKqZxngaaXSGfFxnT4ms1RKfRcEO/QXV9ti71avbSHBgQZKny0hlY/fE6Dm04inegN64eLigK6PVaivJK2fXrHvy6+zL1pq6b36WqrIqMojKqjeKPSS5JI2Q63S6OEILndm9uss1bB3ZT1YRrsKOEe3kzIiiECB8/ywvu98QzFpevhij1VkHtvYbNbusdmUjrx7gTFmVUf4UfTAqkwmCgVjWy9Wy6Zba3Plq9FtVgbLL2o9FgpKq8Bp1ebxWnqygKemc9QlWpqXa85np9Xt67jaLqKnSKBr1Gi05T939FQ1F1Ff/au92qfWlNNb8knLJ4LViUVb02AlAb/IHpfiS3YkBVZTDw1akjjbwoGiLq/SnAnIhoItuoPMlz46cS4e1rOb8pht/03b28dx9u6je4Ta7TFmQnnSUzPpvgiG4WYxxMCVkCwwOoKKok8XByxwl4DpzadYbnrvwXdw64n1v73stf+t7L+/f/l4Kswo4WTSLp1Ly0e2uTYT7bMtM42kRNaEfxc3FlWFB3YgO6WVzFd2elU9hElnXze7UpNIB7B+r643lnKaiqtLvfoKoYEZysKSa/pnE7nZMO1WCkutK+rhZCUJBVgEZRcPd2s5occfFwwdnViYLMAgy1LR+TrUqOZ3d2Bl56ZwJd3fHQO+Ht7EKQmzsVhlr+c2QfZbXWsn116igKpszntiZqVCEorK6itKaG0poaCqurqDIaUICk4ta9k788eQTAYoxD01l2tIpCmKcXc9vAIAe4ru9Arqg7l6bBOLSnlw8v1lV56QyU5JVwYM1hXD1dcfX4Y2Jaqfv+6J2d2P3rXqrKHa9m1FnIzyzggwc+4a4B93Nb//v528AHeWnRa5zZG9/RonVK5Ap5F2dbZioVzRjbNaqRbRmpTOvZ8pnO5sitrKibBbX9ujW7rwmwWpk0YzIKYVJox7jfGlSVLenJjWRqiAAO5efw+rHdPDhwtI1JiKZXJIwGFVU14uRiezCi1euorTKguqstqneaWFzI0dwcFBorW0VRUITCkdwckooLLZnKj+TmUGUwNHJJt5fwzNKm7v+tcWE7mpdDeW3jkib23BudtFoWRQ/grsEjLfJllZdRqxoJdvdolQy+Lq58MnM+m9KTWZ0cT2FVFT08vZkXFcOQwOBmV5WEEBzKzeZY3lm0isLwoBC7LoLnSkFmAcZaA04utldRPHzdyTidiTqrZd+Xjmb/6kO8futS04e6B2+oMbD1ux0c2XiMZ1c+hX/IhVsfViJpLUIIdmdlNNvu+zPHGBQY1ObXz6uscKidhj8mcBuiAtPCbSf5PB/8FHeySZd6M6XGWp44s5OXY8bjq7cORRM0rtRRn+qKGsqLK3D1tJ1o1tXDlaK8EqrKq/HwcVyPqUKwJiUeBRrlBlIUBT9nV/IqK9iZmWZJpFpjNHLobDaCPyafobH3W6M+GI1ooFVx+0ZVZUdmGmqDkm6KoqCt60fDq48KDuX/xky2eA0UVFVSXF2Fv6sbXk5NhwLaQqMoPD5qIrN6R/NLwinSSovxcnJmZq8opvTo7VCW/oyyEnZnpVNtNNLb25cRQSFtlsegPqkn0ikvKrfr7ebp60FRbglZCdn0HtR1wtTyMwr455wXKM4tQagCRaOAEJzYdopTu87w4Cd3M3jqwI4Ws1MhDfIuzo6MtOYbAXFF+a02yA2qSl5lBc5aLb4Nspn7ubiiKNg1ygXgrNVSbTSaXsJ17cyuwoqiMD+qH4Fu7q2S7VxJLy2hqLoavUZDrWorl7wJBXDT6tiWnc7UkF4MD/gjk6ix1ojOSdt0hmohmhwFKObYrhaSVFyIUQic7CgKraJQoxpJKi6yGOQN3caEEDaVpD1CWhHHX91Ejdv6A6QrIqIZE9KDUcGhlhrmK5Pi+PT4IVLqMuy76nQMDAhCpzGVj4v29Wd+VF9CPZrPGqqvy/puL/O7PVJLinhq+wYS6kqnmRkcGMyz46a0SexbS+hkueccora6lvfv+xihikaTc6pRpTi3hK+f/Z6737uzA6WUSDonycVFNqudNCShqKjV1xBCkF9ViVGoBLi4WYVQ+bs6VslEr9VSa1QbyapVFEI9vJjawBX8fHLgbBZaRWnkst4QDVBYW82y7AT+3OOPHDy11bXo9Vqc3ey7mwuhmsY5dpKGabQaEALRQn1fYajlbHk5rjo7k/p1zyq9tMSyzZaLuCoERge+RyqgV1oewqXWjSdsodTVKFdVlQEB3bi6T38GBgRZKvIczzvLe0f2sSfbNPGkYMpj5OnkTLXBQJC7B3Mioh2aQFcUhSHdghnSLbhF8lcaavn3vp1sTEvCoKp1ulYhxMOTx0dNJDagW4vO1xyWxRB73dGYRkhNeWB2Rr567juKc0tQFNDoNJhHekIIjLVGPnjgE97ctwSdXpqhZrrO0orEJo7W4/RsRbxSRW0t7x7ay+U/fcH8X77m8p++4M+rf2ZbRoqlzayIPvbLWAiBts7gfmTkeJOsimLlJj2ndzQPDh/bYtnaGhetDk0Tq9zOWi3OWh2qEGzM/KP/hloDqkHF2dW5SQWh0WrQaBSrepD1MRqM6PTaFq92umh1KNjPIG5y/VZwrvc96esXYIoZr/vcEmNcAdanJbVIRoBIH1+HCsNdFd2fS8MjLMb4J8cO8szOTRZjXGCKedudncH2zDR2ZaXz5ckjXLP8O36KO9FiuRyhoKqSuzf8TmJxIZq6AYW2LvfB4dxsHti0imrjuYeE1Mc7wAuNVoOhxvZ5y4oqCO7drWutjq86SFlhuU1PGUVRUI0qu5fvpbSgzM4ZJJKLl1rh2IDctRWVVYQQ/JpwmoUrvmf2si+54uevmffL13x+4rAlTGt0cFiTq5UKEObhxTtTZ+PrYnK91SkatHW/9SgfP965dHab1RBvLZq6MUhTmKvAbCpIt4SzGWoNlBWW4R3ojUsTOS/0znr0Lk5UV9h2a6+uqEbv7GTXW87ueTWapsuG1W2vf39ddDp6e/tYPqtCmMqrOsiu7PQWyQimCZkent5295vf/5PCenJ57z4WY/xAThZ3rltuVatcAIdzc9iWkcrenExWJsVx17oVPLV9g83wwXNFCMELu7ewNjUBMIVSuumdcNJqySgt4bGta1sVstcUIX264+bpSkWxbQ+U8qJy3H3cCY5oe6+X9qIkr4R9vx+wq+s1GoXi3BIOrj3SQRJ2TrrOaE5ik1EOZoocE9KD5Qmn+f70cfZlZzSbXKPSUMvi9b/xxcnDVpnbTxbk8fDmNRbjp59foGW10TzTZ/7TKApeTs7c0G8gV/fpz4orr+efk6ewKCaWOwYN5/u5C3lyzKR2cQNylDBPL/xdXTEK0WRGV08nZzQaBUVAZlkp1ZU1VJVXYTQYcfVyRd+MctXqteid9dRW1TZOlmZUEaqw657cFEO7dcdNr7ernAyqqY74sKA/VvQD3dyZHNYTDaYJAkeNcU1dQpic8pYbTN3dPRkX0sNm+TGBafWkr1+AVaKVtNJi3j+yr0kXQYU/ZuSX7N3OvuzmXTozy0o4U5hPcRPxkPX5Jf4UBVWVfxjidX/augFSfFEBm9KSHTqXo3SPCiYwPJDs5LONZsaLzhajd9HTqwu5rwFkJmSj1WmbnLgyGlRy0/LOo1QSSdcgxMPTYtw2xaSwnmxMS+K708dYl5LgUP6Ytw7u5oXdW0gr/SO5am7l/7N3loFxnNfX/83MslbMZFm2JFtmhtiO49hxOA2nbQppU36LKaTMbdqm/2LKkKRpGmg4dsAUxzEzWyxbzNJqeXfg/TC7K620KzAlbX2+2FqYndmdmfvce889x8PvDu/lG9s3o6gqRknic/OWjLidL8xfwszMbF6+5b08dN0NvHvqDN5XPps/rrmBR6+5hay3iQkXxrysXARBwCYZ4jckAVHUy/NeRaG1o5e+9j6cPS5Sc1LJKsoc8R5mMBpIzUnB5/ENmxNXFRWXw01KVtKorixDYZZ073aPPHwNAeBTdHG2eUN8wMO+3oqmjrruG4oWl3Ncrw8j7OwTi42naXo3//rissjjqqbx/d1bkdWR9zGs1L65oY4/Hd0/6n70+rxU9nTR6h7bcZzq6WJnSyNGUcJsMER+Z4MoYjMacQUCPF11YkzbGivS89KYtrwcZ4+LoD96rM/vDeBzeZm3dg4JyReXhXcu6GzsRpHVuIUvQdST8ra69ou8Z+9sXOIK/IdjSW4BKWZLRGE7FtIsVj7w6nMRZWsNyLcn8r2lq5gZZ9bsiYpjVPR2RXmHw4Aq9c/37+TygolkWG18Z+kVpFmsPFd9ioCqU5MFYFpaJt9eujKiyJ1stvD+2XPo6nIyzrhwwWAQRW4pKefPRw+gamqEuj6YRm2WJIyiqFPtBUi32bAkmBBFEbPNjC8YXyQmDEEQsCZa0TQNv8cfSUwURae3WRMtoyb1sWAzGnn3lBn8/cQhAoo+Fx6e1w99MndNmTGM5vblBcuod/SNWbRFDHWENY1xWdG4AgGeqznJizWVdHrdEbG2wT+/JAgkGE18Z+kVUe99qbZyxI4AhDUI9NkkURB47NTRuN6pO5ob+POxA1T1doOmK8uvKizmU3MWkpsQX/nztdM1qJoWs3AUZntsPFPL1RNL4n8R44TRbGTJTQvZ8dxumqtaMFlNSAaJTlkBSWTeVbPJK8kdfUPvIFgTLHoBaNDYCgwptghECdtcwiVcgg670cTaosm8ejq+IJJBEPjHySO4goHIfTbBYORTcxbFtT891tXOvyqOAcOnqjRga9NpNjXUcfXEEm6YVIaAnsAPXnNkWm18af5lLA9pwRhEketKy1iUmvuOifUAt5aWs7mxjoCqx/pALJFWQURAAEHAIIjk5aVjNRlJSbXhiVFQj4X0vDT8Hj/dzT1IkoTRYkQJygT8QVKyUsiccHYK3zdMnsK+9hY6vW4SjWZdHT4oo6kaXlVmcV4hU4fomtwwqYwjHW28Ul81JuE9gdA9WdNIs4xtTAH0pHrjmVqerjxBdV83AnoCPbhLKoa2/Y1Fl0eNeR1sb6F1HIV+DXi68gQfmj43piBwQ38fDx3ex/bmM5H1w4yMLD4xeyELsvPibvfNptOomoZFGh7rw53dNxrruW/+0vPaSLrhU9fQ29ZL3eHTuuWuxYgSVFAUlWnLy1nzwSvO22ddDFgSzCDoDj4Cg2O9/nx4TNJyKdZH4VJCfoHQ7Oqn0+MhzWJlQlJ8+s65QhJFfrJiDZ/e8krMLqlRFOkN+YDDwM241eXi/21Zz9+vvpmSISrWmqbxTNXJkAr1cLoJoaR8XV0V90yfg0EU+cL8pdw7cx47mhp4q+UMRzrbOdnTyYdef5FrJpbwnqkzKUwafcb37cAdZdOp7ethyyAqdjhxNIgiKWYLgiAQVBUEQWB18WQ8Di8dZzoRVRWn04s9xU5WUSZpealxq+eSQSIhOQGTJUjAF0BVNUxWI2aLCYPJMGLVfSTcM30Op7o7eaulgaGrn+KEJN6VPxlFVqJm3FMtVv6y9iZ+dWAXL4ds60aDHsw11k4c2/x1r8/LJzato8HpiNyQB6usa+j0yhsmlXF3+axhSXGD0xGlTTDSQiKs6L+3rRlFVYfZx71+uobv7toaOhB9S7KqsrmhjoMdrfxt7bti+rWDrko/0m+jaVoUi+R8IT0/jdUfuILGU000VjShBBUmTy8gpSDjrBd0bycWXDePx779JBAtKjQ4Mc8vy/2PouZdwiU4/D5O9/dhlgyUpqSdlXXlWPH5eUs50tke015MAGRNi6hsh593y0Ee3L8DURC4tbR82Dafrz6FJAhxfaJFQeDZ6pORguP1k8q4emIJe1ub2NWqq7q3ul38bP8O3mg6za2l5eOe271YmJ6RxefnLeVXB3cRayTXIIiRYqGAwOoJxRg0gUMbj9J1pgO3y09Cso2pS8qYvmKannjEgGSQyC/NIzEtkb52B36vH2uilbxS3dv8bD2lp6Zl8JEZ8/jVwV16fFRVNA1EDVICAiXH3dQnnqF4VtFAEiwIfGPJ5SzKzefn+3fiDgYwiCKJJhNd3tjNhPA9+bpJY7McVTWN7+58g9fP1EYV0cNxXggVwJfmFnJ3+axh50fDIGbGWOFTZI51tbM4tyDq8TP9fdy74SU8wUBUMf9EVyef3fIKP11xFSsKYrPLXAH92okX78XQOjCgKOc1IU9Ms/Phn36Ao28c49Cmozi7neROzGLa5eVMXzF93OMNbzfySnPJm5xDc3UriiwP3IwE3SpYVTUkg8SCa+a8nbv5jsOlhPw843hXB78+uJujXQNUjPK0DD47d0kUbfh8Ym5WLo9cfTOPnDjElsZwhc/AqoKJvHomdjVdRffZ/tuxgzywYk3Ucx45SI/PG5fSFfYOPx2ju/p4xVHqHL1oml4N8wQDvFBTwetnavjd6utZnvHO8yA0iCJfX3w5qydM4uW6Sna2NBJQFCySgUSTCVEQ8MoyfkVmRnoWxW4DFSerkSSB3MJ0/EGZ3o4+etp6mThjAvll8SuwoqR31cdLVxsJJ7o7OdrVrs+Jh258AnrwaPW5+d3RfXxh5iISkhOiknK70cRHZ87n1dM1oXl/MXJeDEW4yn3z5LGJpwE8uH+HToGMwbIQBIEZGdn8ac0NcYOf3WiKBPexFivCldfBU4peOcjP9u0ILbKibVg0TaPX5+X3h/fy/WVXxtxmYWIyju7YVkJhBknBGL+T8SK8+Ju6pAxBgIyMxHcUw2Q8SMtNJT0/je7mnpjPa5rG7fffctaFqUu4hIuJHp+XXx/czcYztZFkNsNq457pc7i9dNoFOY9TLBYeueZm/nHyCM/XnMITDCIIAstyCzne3TGiLdkfjuzjhkllw2a4a0PCoPGgasO9wyVB4EBHK+vrq0MUZAFFg21NZ9jZ0sh985fygYx553SsFwo3l0xlenomL9ZW8PrpWvoDfgR0j+7wCJSGhtVgZJWYwat/3oin30POhEzsBgmXw8Nb/95Fa20ba+65Mm5SLkoiKVnJpGQlx5ylPRv4ZJnqvm7yLXZsDoWAHMRkMpAgmQgYFfb5etFe2gOaxqQ5A+J5oiCwtmgyp7o7OdbVQVFyMgajxKa6WjzBYFRxJzxCVpiYzDVjZH29XFvJ62f0uevBSXC4AG+UJF686T2kxhEGTDgLjSOAYIy1yi8O7Iok48KQdYemwY/2bGNd3t0xE+pce2LktbF+L1lVybDahqncnw9YEswsumEBi25Y8B8f6wVBoGT+ZJoqW6Kf0PSxNAS44u4VpOakvj07+A7FpRny84gjnW18YtPLHB/iA1rZ08Wnt6xnd+v4BTLGitLUdH60fA1v3vkhXr/1/Wy+44PkjDJzpmgaW5tO45Wj51ZMojSi6Ek4sRlKFfrjkX3UO/r04Cbqwil6t0DDEwzyje2bxz3DdLEgCgJL8wr58fI1PHPjXawsmIhJknAGAzgCfjRNY0V+EV+ZtpiO6nZsSVbSclOx2i1YEiz6/xMtNFY04+q9uKJUj586il9RSJAMJBiM2I0mEowmrAYjBkFgW0cTZxx9BHzDRWayE+wsy5sQoRWJIZreUBhFifdMmcEXF1w2pn3q9LjZGioOxRL10DSNo51tI1LmV0+YFHW+jLacEYBJyakYhyw4tzTU4w5ROGOKiWkaWxrr43a5b5o8RQ8kMc7d8GPnyz/1vxmbHnmDnpb4v7coiUxZNLaOzCVcwtsJh9/HRza8GJWMg24N9vP9O/njGOZbzxbJZgufmbuYjbd9gNdufT9b77yHu6fNGjEZB+gP+NkbQ6QrwWga9d46VChuZ0sjL9RUIAkidpMea6wGIwkhPZNfH9xNo2P8Xc+LhdLUdL60YBmv3HI3t5dOwyhKqILeqNDQKEhM4ueXraHxtZP4vQEKp+aTnJGINdFKRkE6OZOzqD1YT8XuyjF93vkqzhzv7qC6t5tkl0pqv0qJJZkiKYEMjGSKJnqTJTqtGie2VxDwRa/rBEFgWf4EREHA4fdhEEWW5BYMo6UL6LP2v199fVxF96F4svJ43HNIQ7dfey1OcwjgsrxCTOL4xP5EBKakpkc91u52sae1Ke66A6DP72NHS0PMbV41YRJGUcIbQ3dBCSX/N0wqG1UU8H8dLTWt7Hh2V1ynAQGBaUunXuS9eufjUof8PEELiUopqjbM7kNFp+z8ZO9bPHfTuy/oxWySpEgF3OH3hWq+I1e/nYFA1I3XKEkszy+KzN/ECiaKpnFl4UAF1hUI8Ep9NSrasCJAOAFrdjnZ2djAVNs722c4w2rjgRVrqHP0UtHdCYLAzIwsChOTaTjVSNAXJCV7+BiCLcmGq6eT3rY+7KnjtwY7Gzj8Pg50tGAQdSL40N/KJEp4FZm9ve0UJaVgtpmHKXPfv3AZH3f00OpyoYTm50NbI8Fo5J7pc7l+Uukwy7uRUNXbrZ87o7zuZE8Xk1Jinw+Lc/KZlp5JRU9XXCX48PbDFLu7QgI2g9Hk7McgiiMWg4Kqyic3rSPVbGFlwUSuKS6JKL2vLZrMhjO1HGhvIRiiw2sQ+q4ErisuZU7mO5OiebHhdXnZt/4gPS09JGcms/CG+dhTdCGn1/+2GRhYGEVo66FblKZpvPnEW9z02evfjl2/hEsYM/556iitblfce8ojJw5zw6SyEdWmzxWSKJISUjMfq0Blr2/469ZMKOZAe0uMV+sId1cH4+W6SlRNG1aUFwQ9ZriDQV6oOMV7Jk8f0369XTBKEl9euIwPz5jLzpZGfIpMcXIq87JyqTtYR09LDzmTh4/QmCwmzHYzFburmHXFDN3K7CLgRFcHqqLh7fVgsZmi7C+Nof5af4aRvro+Ohs6h7H15mfnsaaoly0N9bh6ezALEsVJKSSZzEiCyLL8CVxTXMKk5LF3LgOKQt0oWjQCAie6O+M+n2gyc3f5LB4+cWhMnykJAisLJg6zy20eowjdLw/s4pETh5mblcutJeURpffsBDsfnjGXvxw9gCsYwCxKkXFFVdOYnJLG7aXv7HP6YkFVVI5uPU7DySaMZiNz1swiNzRutvVfb6FpYDQZQBBQ5QGjPUkSURWVLY+/yZJ3LXz7DuAdiIuSkD/++OP87W9/o7Ozk6lTp/Ktb32LWbNmxXztc889x9e+9rWox0wmE8eOHbsYu3rWqOrtpqYvNhUT9JS41e3icEfbBaOuD0V2gn1U31KTKJFsHk65+uC02exobiDsGzhYhEkUBKalZzJ/kDhGg9OBX1HiUi7C3cmTnR1MLXpnJ+RhTEpOHRaYvP0+DOb4l43RYsTrOv/zxPHgDgb1GbJ4apaCgCDo81aqSszaTLrVxt/Wvotnq0+yrr6KTreHNIuZGydP4Y6y6eMSdgljrHOUsbrxg7fxyyuu4evbN3OgvUX3Lx2SmGsQ0TS4umhyzE613WTS3xejuDR4e7V9PQiCwMGOVh49eYTfXHktk5JTOd3fx4TEZFpdTlrdLoKqioheuLlrygzePWXGJZo1sPHhLfzrB/8m4AkgGvSg++g3HufWL97EtR9fS1t9O2iDRgaGiLkBnD7eQPX+Wlrr2rDaLcxcOX1Ei6FLeGfhfyHWa5rG89WnRizwSYLAuroqPjn74iw4s+PoXwxFbozXXTOxlEdOHKbL6xnGAhIFAatk4Pay6CSkoqdrxJijoXGqswPe4Ql5GOlW27DY4epzo2nE9Um2JVlx97nxefzYEscfI88GnmAQCQiqWsw5dAMCsgSqog1T7Ab997yjbDplqekc7munoq0To1FkTdFkluQVjChuGg8RwdcRXiMIuuDgSPjYrPkEVIUnToWvf41Y3jECuuPAlxcuG/Zcomkkf/iBWN/qdtHqdlHR08UTFcf49pKVXFtcSrfXQ1BVKEpKodHlwKvIGBCwGo1cVTSZe2fOwz7CZ/yvoOZALQ994k90Nfcginpu8K/vPc3C6+fxsV9+iNNHz6AqKpKkn6OSUQrZ82qh4jucOd5AZ0MX1ftrQBCYsriU9Lz/jNzgQuGCJ+SvvPIKDzzwAN/73veYPXs2jz76KPfeey+vvfYa6enpMd9jt9t57bXXIn//Jyx2W8Zoq9DidjKPi5OQX1tcwp+OxKfOSYLAtcWlmKXhp8H0jCx+evkavr3zDTzBYCT4KprGzIxsfnb5VVG/S3geJzwzFAuapl1UD1JZVTnR3UFVbzeaplGUlMLcrNxz2geD2YAiK3GfV2QFg+niHWOaxYrVYIgItQyFbgkGWWYbokRcClGy2cK9M+dx/6qV52VuaWZGFhaDAZ8sxzwf9Dk1kfmjFKeSzRZ+t/p6TvV0sr6umvV1VXjl4TNv09Iy+eaSlcMWiZ5gEFlRBxaamhZVNBq8HWOIMheeK79v62usLCjiueoKNLSIyKEAlKVl8MuV10Q6VP/r2PrEWzzytcd1VVVBQFP1bzbgD/LUj59DNEiIojjMwm0ojr5xnN0v7ov8bbaZuekz1/Guz1//H+W5/r+I/5VY75VlnMHYHtNhaNrZW0adDaamZlCcnMJpR19cJlGWLYF5MRSmbUYjv199A/dtfY0zTodu7YiArKmkmC3838qrhwleGkWJ2JylEDQwXYA527gfp2mc7u/jYEcrXlkm02pjSW7BuBxBhsJoNurF3jgswaBfRjIa9C7gRUJ2gp2TXR1IBhE5qGAwDqw1NDSCaNiCApJBxBynkCkKAvOyc1k7vey8xHqDKDI/O4+DHa1xi1SKprE0r3DE7YiCwGfnLubdU2bwan01z1WfpM3jHpbsJ5nMPHj52mGNAk3T6PS4sRgMeGU5MloZeT7GZ4b39/u73qTX5+Uvxw4SUJUo0dEEk5kHVqxh9iUWHADN1a088O5fEPAEEERBX1NqoKka+9YfxOv0IZkMI84YapqKz+3nC0u/iqaEGn2SyKIb5vPhn33gP8ri7Xzigt9JHn74Ye68805uu+02AL73ve+xdetWnn32WT72sY/FfI8gCGRm/mepCCebxnbjTzadPzGv0ZBts3PvzHn85diBYc9Jgu4Rfu+MuXHfvzy/iHU3382mhlpq+noxSxKX5xcxIyNrWICanJxKljWBDo875oUYvr1dXlQM8fPZs4aqqrj7PCiygtFsxCkp/OHofqp7u5E1FTS941qQmMQnZy2IS5MeDanZKbTWtCIHZYxDKudyQFeTTI1BZ79QsBgMXD2xhGerT6IC4mBVck3Dq8jYDUaWpOVispgv2oI3wWji9tJpPF5xLEpFe/D/r544eRjlLB6mpGbw3bat+BU5IlgXhqZpnOrp5F8Vx7hn+pzI411eD5955Rnq+/qithUrJRxczAg7CbS5XTxddRIpNFcvhCrBqqBR3dvNT/a9xU9WXDWm/f9PgKZpVO6tZv8relDNnpjJ8jsuIy13ZPqiIiv8+yfPA0QlzWG/dlVVeeFX65i5cjrH3jyBqqjDzkNN0yvnXmc0pdbv8fPvnz6Pz+3jPd+64zwd6SVcCPyvxPqwDWYsQakwBIGYzLMLBUEQ+MqC5Xx6y3r9HjX4OXTK8FcWLovb1S5ITOLJG+5gd2sT+9qaUTSNWRlZrCyYOEyTA2BZXiEv1lbGTFYVVb++V0yIrWR9PtDf7cTn8iEZJaxpCfz91GF2tjTilWVCt2+eqjzO3eWzWD1h0ll9RkFZHgkpCTg6+0nNio7pmqbh7Hay4Np5euJ+kTArM5s9rY3406x4mhyYLEbEUJHdjYoJgcRWLxkFWWRNyBhla+cP7y+fxf44Yw+iIJBusbJq0IjjSMiyJdDj89Lh9USYlYNH01zBAD/Zu50/XXVj5D2yqnLf66+xrqoialtjrjUI8NtDe0OdfBEh3GDSNJzBAN/Yvpknb7gD+1mKz70T0X66g21P7aCrqRt7qp3LblnMpDkTR10jrvv9qwS8AQQxmu0mSAKqonLszRNc+/GrOP7mydisRFVFVTQ0VQYRBEmIPL533QE6G7v41vP3X9Tr6p2CC5qQBwIBTpw4wcc//vHIY6Ioctlll3HoUPxZEY/Hw6pVq1BVlWnTpnHfffdRWvrOFvuZlZlNusVGt88T9zV2o4lFubE9ki8U7p0xlxSzhb8fP0i3T7e4END9y7+0YNmoVDeb0chNk0cXX5BEkQ9Mn83P9+9ECXUhwwmY3jUXWFEwgUmpqXR1nd/OQU9rL81VLTi6nPqsilHkGamdZs1Lrj0poogZUBROO/r49aE9fHvJyigfzLEiOTOJjMJMOk53kJyRCCn6NnwuH/1dTnKKs0jKuLj2bneXz2JfWzMN/Q49oCDq1XJNRRJE7p08i9TEhJjWGe5ggK2NpznY3oqsqcwtyMPnCbC5oZ4zzj6skpErJxRza2n5uOchPz5rAc0uJ2801kfU0sP/LsjKjUk5i4f97S2c6e+LK8ymaRpPVx7nfeWzIsn1N7Zv5ozDEbGvU9TYAxwGQUQk1jYBTcM4iEEiCAISApqmsqO5kYb+PiYkpYz5ON6p8Di9PPTxP3Ji+ynCQ90a8Pwv13Hn127l2o/FLzxU7auhr90RtyIuCALefi9Tl5RydOtx3Z90SOEojHgev+t+/xpr7139P09pe6fifynWS6LI2qLJvHa6Jq46uaJpXF00NoXq84V52bn8bvX1/PLALip7uyOPT0pO5bPzlrBkiD3UUIiCwGV5hVw2SicT4OaScjacqcUdDGALuWGAnox75CA5CXauKSnF239+x7f6u51U76uh/UwHfk8AySCxJ8PPMaOb1AQbqQl2BEFA0VS6vV7+duwgySYzC3LGv+5Kzkpmxopy9qw7AKqGpUgvHPk9fjobukjPS6P8sosr5jk5OZUV+UVs9NfgSzHid7gwWYz4TAKaqjKhUyPXlMSsVTOiHFVA/20OdbSyo6WR/oCfyZnpJGJkZ0sjhzvbAJiTmcNtZdNG9OqOhSV5hXxx/lJ+cWBXRCg13NlOM1v57ZXXjZmZ6A4588Sz3VU1jSOdbVT1dlMWEnV7/NRR1lVVIIRUkxBii7DGQ7hTbhakqPWFIAhImu6osOF0DbeWThvzNt+p0DSNf//0eV76zSsDxyrA63/ZxPxr5/D/fvcxTNbYhQdVVdn9wj40VUM0xPBqFwUETV8Pp2Qn09fhQBRFRGkg1stBZeC1gxibgqQz62oP1bN33QGW3bbkPB/5Ox8XNCHv7e1FUZRhdLX09HTq6upivqe4uJgf//jHTJkyBafTyd///nfe/e53s379enJyxk4ZudjMN6Mk8v/mLuT7u96M+5qPz54/LruEyLVyDsciCAJ3TJnGLaVTOdXTiTcoU5SUPOaZs/HgttJy2twuHj91NCJ6JYkimqYxJyubby9dGdqn8/eZ3S09VO2rQZEVkjMSMZqN7Otp43Sfg3SDWT/BQ59nMkjkJybS7HSyvaWBm0vGr/JoMEpMnjMRo1mip7mH1voOXC4vZquFgil5FJYXRNHILgbSrVZ+feW1PHL8MBvP1OILKYROS87gruKpLCmYgNlqGiY8U93bzde3b6bD447Q1sKqwQZRxCiK+GWFZ6tP8trpGn52+VXMyhy7R7TJIPHAitUc6mhjXV0VbW4XGVYr1xaXsji3YFzihkc623RbNi12V0pAD5ot7n6KklKo7OniSGd7VAIviSJoupJuOACLxJ6/D9Mx43rKCzqlc09bM0XJKWM+jnPBaPeDntZeKnZXEfQHyZyQyZRFJcMWZfHw58//nRPbTyGIIqI04MUrB2Se/OEzpOelsvjGBTHf63F4GHlYRf8+U3NS+ORvP8KfPv/3CHVdFAUUeWwLp13P7+HGT187pte+HRjt9/kPYGOfNd7OWA8X/7v94PQ5bG6oRwuJPQ2GKAgsyS1gZmbWmPfrfMR60JPyx667lTpHL50eN+kWG5NTUs87M6o4JYXvXHYFP9j1ZsSdQgxR3fMSEnng8tUkmEz4hPOXkLt6XRzacJie1l7dQjEvjU6/h2PeDgiC0QyCOXSvF0QybTZa3S5erqtiQU7eWX0Hi26Yj2SUOL7tJGdONREMyIhGiYIpeSy7dQkZ+Re3QCgIAtdNKiU7wc5b9jpqmtpx93tIcmlMCphZUFRA+ZJSsidmRb3PFQzwg11vcqijLVKY3tRQh0+WkQQBo6jf83e0NLCrtZFPzF7Ae6bOHNe+3TV1BkvzCnm+5hSVPd2YJYmVhRNZWzR5mPjfSKju644w4UbCkc42pqSlE1QUnqw4HrFrA93CThS0iHbMyINSA4h1juiMOd1Z4Layi5OQj3Y/cPW52bf+AL3tDlKykll0/bwxCwlv/PsWXvz1+tAHDGIuCnDgtcM8/LV/8olffzjme2V/EDkgjxDjBFRVI+ANcP8TX+DBu39Nd2sPmhpOyEPfpxh7fFIQBVBh21PbWX77Ozchv1Cx/h2nsj537lzmzp0b9fd1113Hk08+yec///kxbyc9/eL7Xd+TMR+T1ciP33pTF98QBBRNw2IwcN/Sy7h37vyzCgrn61hyssbX4RwvGhx9dAW9GESJoKogoItsfHDOXD69aEkk8Tlfx6MoCqcP1JJgM0cFxmZXEKPZiEERUIMKpiGzVFa/kaO9HXwkY0BwR9M0vC4fqqJiS7KOOq+aV5CG2+HG7fCAIJCQbCMh6e2Zewn4g6heP58pm80np8/BZxWxGg3kJiQiiELMY3H6/XzrlTfo9Hqwm0xIoog7EMCn6Mm8oqrYjEYMoYKKOxjke7u3suH992Ae52zg2swk1k4vO6djtNlMETXukZCaaicjNZEXGqoGqcUPgjDgNxupoMcasVAHBAzj3nQRMFuNZGRc3HvN0Osn4AvwxE+eZ/tze/D0exEEAVESyS/N4Z4fvIcpCybH2ZKO0ycaObzpKIIoRhWTBEHAZDES8AV55Q+vc909V8S8f02ZUzRqBBIQKJ1VxKzLp7HyloW89vc3qD92BqPFSOm8Sfz+cw+P+H5JEvE7vRf9uz4bvB2x5z8R5yvWw8X/zjMyEnni9jv4zKvraervRxw0jnN9aRk/WbMW6ziSkDDO13Fc6OvEGwxyvKITv6oQVFW00DpnVXExD6xZGxG+Op+/S/OJM3j73JTNnRiJaSc9blRFJEkWCbj92JOsEboxQJpmo97Zh2IVyLEP7IvX7SPgDWBNtGIahRp73QevYPmN82mqbCEYkEnOSKJwah7SRdTDCUORFRoqmpng0PhAXhlJy5aiyCqWoIbZYiI5DjvvwY2vc6CjFbvRhNlgwK/ItDh1pqKqaUiiiNlgQNM0fLLMn48e4IrSyczMHnsBHvTzbt6kkZkYoyHF3z+m19ntFjIyEqno6qTP79PXl1E6oQJS+LoMJeajlX5HDGOS8LbHek3TeO5X63n0O08R8AUQJRFFUXnsW09w9zdv566vvGvEHEORFV767auAHlPDEELfnaqobH9mF5/42fvIyB+u+6FpdpIzEunr7CfWwklnvkHR1HzmLp/KwxW/Ysfzezm46RiqqlK2YDJP/exFult64hZcVE2jv7P/fzLWX9CEPDU1FUmS6O7ujnq8u7ubjIyxzbcYjUbKy8tpaIjtGxgP3d3nLlZxNlibW8yKWwt4s/EMHR436VYrKwsnYjea6O4enz+1IOg/+OBj0TSNPW3NPF99ikZnP8lmM9dMLOHqiSXj6r6fbzS7+vn4xnX0+bwgCJglSZ+/CQT4w769JAsmbphcNux4zgWOzn4a69pJyU7G4RgYFXD6/HpCJQh4nF4MZmN0d1jVcLi9IUETjYYTjZzYXkFzdQuaqulUtGVTR+0wCgJkTciku9uJN6DgPc9U/NGgaRotNW00nGjE2esCTUMyGkjLTaF41kR6s+Lv+4s1FbQ6nSQYTAiagKKoeIIDqqwa4AvKkcq2SRLpcLt5/sgJ1hSd3UzeuWCKPS1iyRYLGrrquS0o0tXlxO32RT0XC+FtKapO7Y+8PjJmQSiQD3+vEgrwBWb7eR/BiIdY9wOAJ374DDuf24PFbiY1NxVBFAj4gtSfaOQXH/sj/+/3HyWvJL543hv/3oWmaUgGKeaxipJI/fEGKg6fJrMw+r7d2dgVCfCaqkVE3cLV77CwTubETHKm5uvflcHA2o9dFTmehrp2hC88EimCxIKiqFhTEi7ad302iPf7DH3+vxFvZ6zXP+fix/t8g51nbriTvW3N1PT2YJIkludPIM+eiNvhw83YrMgg/rlT7+jlmaqTHOlsxyCIXJZfyC0lU8esvXEhEFQUvrD1dQ51tAJE/KODisrrtTVossZ3L1tJRkbSeftdAr4gJ/fVIVlNuN0DgnqugB9V1ZAkCb8vgMfli6LbaqpKUFZo7+zH4NPnZve9cpBTu6qQA0FsSTZmrZrBwmvnjthhFASYtnRK5Hh6e+OPJl4oNJxsYvdLe+k404UiKwiCQGpOCnPXzGL6inKCCDHvj41OB1vq6jCJEgZBT+D6ff6ItoCKnoQbBL1LbhIlfIrMPw4c5P5Fyy/6cWaLVqwGIx45OGKXvMymjz/29roHHox1rmm6Z7kySjouhcfUhr49NF5Vknj+xy3jId79YNOjW3n4q/8EtMiaVhQFAr4AD3/zCWRN45qPrIm73dpD9fS09YacEGJA1OfANz+9i9XvXxn1lN/j55U/bcDt9KIqqq4FIwpIkhiJ9+HHFty4IPJdzVo7h9lXz4kcz8bHttHT2hv31xBFgZSci/ddnw0uVKy/oBmcyWRi+vTp7Nq1izVr9JNEVVV27drF+973vjFtQ1EUqqqqWLly5egvHoRQUextgUUycvXE6Pmxc9mX8LHIqsp3d77Bxoa6SPddAA60t/LYyaP8fvX1Yw7UFT1dVPV2YRQlFuXkn9U89WD85chBen3eCPUJAEFA1DSCqsqvDu5mVWEx6Zy/3yYYkFEVDclgiNpetsHCcU2L3Fw0VWOwtLZPlpmYnIKmwYntFWx7agd+b4Ck9EREk0BzTRuNlS10nOlkxR2Xjeox+nada81VrVTsrsJoMZJZmIEoiQR8QbqaevA6/cy4fBqJabEXGXvbWiL0IY2wGvuAKqmGfr6FIQkiAiqVPd0RkRxdTK2LN5tO4wkGKUxMYm1RyQVRHp+flUdxcipn+vuGzR+Hv/q7psxAEkQ0DWZl5EQejxXUFU3DLEpYjUb6/D5UTYk04CVBxGIwsCg7n+0tDcNm2bTQdzUhMZk5mbkX/bcffL611LSy/9VDWJOsUcqkJouRjPx0uhq72PbUTu76+m1xtxfwBSMCbLEQVk33e4NRx9pc1cL33/UT3A5PVDKtaRqaMpCYi5LIRx78IELotxkKW5KNBdfO48Brh+KqsAuCwGW3Lnnb7unjwdsZe94uvJ2xHt6+71xAYHFOAYtzBrqC5yPWAzxXfYqf7duOGIr1ABW9XTx28gi/WHn1mOei2z0u9re1oGgq5WmZlKbGVrwfKzacruVgRyuSIEQVMk2ShKyqbDxTy3WTSrkuI+n8xXp/kKBfxpZojdpeqmBCRCCIiqbpdl+DV/ruQJAks5k0i43Gimae+ekLdDV3k5iWiMlixtXjZtMjW6k9WM+dX7s1brwM4+06z1pqWtn4yBY8Di8ZE9IxWUwoQYWetl62PrEdBIHpy8tjvvdgexsBVSFlkPCwP8SEQwBBG4j/0qA4cLyrI+pYW91O1tdV0+5xkWK2cO3EkrMWxx0JVoORW0rLeSIkCCsMib2iIDAnM4fJKWloGkxI1H3UHQF/zPEzVdNQ0ci22WnzRDfFwuvoayaWsOlMHbKqRgm8apqGrOmP3Th5ytsa6+WAzDMPvhhqvEQz2SSDhBJUeO7nL7Hq7pUx9YIA/N5QMWuESocgCAS8gahj9bn9/Oj2B6k7XB8d61UNWVWi1si3fOFGsoqy4hQ3YOV7llN9oDbKAnXw9jRNY+V7lv9HxNDzfT+44C3VD33oQ9x///3MmDGDWbNm8eijj+L1ern11lsB+MpXvkJ2djZf/OIXAXjooYeYM2cORUVF9Pf387e//Y2WlhbuuON/R2E3qCic7OkkoCossBZEcsl/nDzMpgZ9Hi8coMPnQrOrn69v38xf1t404rZPO/r47q43qOjpinQBJVHkhuIy7luwNKYF2mjoD/jZ2nQ6ruCWQRTxBIO80VjPB3PP3w3caDIgSiJBfzBKkXGWLZ1drk76FD/JojFqVsXh92GSJFbkF+HocLDrhb0IgkDBlAERE3uqHXefm6NvHKdwaj6T5hSft30+Xwj4gjScbMJoMZIyaBTBZDGSOSGD9roOWmvbSEyLLSwUVKKl7oVY9KNBK5swHdMYClbuYIDv7tzKnramyEmoofHnowf47JzF3FSqz+fLqoqqnbvdnSAIPHj5Wj61eR2dXs/ADHiIkra2aDLvHTTzNj09k6lpGRHLu8HnpRIqNARVBTmge4pr6OrrVoOBmydP5Y4p00k2W/jcllep7O1CDlXZ1RAlK8lk5nuXrRrXHPyFwMkdFQS8AdLTh19Xgihgtls4suUYt9x3U9wgXTA1H1XREEQ1ElgVWUGRQ/YvqoYl0Ro1FuL3+PnZ3b8KMTNi75umaZQtKOE937qDsoUjC1zd+bVbOfbmCQLeQMyk/Jb7bow6zy/hnYdLsX780DSNmr4eev1epohZpKB3d491tvPTfduBaHEqVdMIKApffHMDz7/r3cOsnwbDEwzyk71vsfFMHYPlLGdmZPH9y1aRZz878dEXaysBopLxMHRtDY31tVVcN2P8Gi3xYDQbMVmM+L1+LPaBxHKSZCdLNNOq+EgUtIh4FOgirn5FYWXBREyiyOt/3UxPWy8FZfmRNUFCso3kgEz90dPsfG43V4/QXXw7cfSNEzh73BSWDxRhJKNEZmEGHQ2dHNp4hNL5k2OKccmqOiy+jzY6qRFtA/qno/t55MThKMXzf5w8wnUTS/nGkssxiGLk3DRL0qjbHw2fmLWA2r4e9rQ2RcbLwmdbQWISP1h2ZeS1Jkni9rJpPHzi8LDiuaqqkc54h3dQJx197bA4p4D3T5vN3Kwckkxmnqs+FdWIEAT9dV9ZuJz8s7xezhcqdlfh7HbGbRCJkojb4eHkjlPMWT0r5mvySnL15F1WIurmaBqqqoX8wfW1Ul7pAKNOVVX+9qVHqT0YWwsE9M545oR0bv78jVzx3hUjHsey25ay5bE3OX3sTKSjDnoyLogCUxeXseDauSNu478VFzwhv+666+jp6eE3v/kNnZ2dlJeX89e//jVCY2ttbY2ace3v7+db3/oWnZ2dJCcnM336dJ588klKSi6uYulYoWkaJ7s7WV9fRZfXQ7rFxnWTSpmRPtwabCzb+uepozx28giOQUIpVxRM5HNzF/NESLgiFhRN42hXO6d6OilPi20j0+528fFNL+MMhOlKofeqKi/VVdLj8w7zFx8LujxuZFWNm5yIgoAoCLS5x0fZHw32NDvJmUn0dTqi5l2yjVbWJOaxrvs0PSYZggEEdGETURS4vriMWRnZHNlyjP5uJ4VTh3caElIS6Gt3ULWv9h2ZkDs6HTh7XTGtTQRBwJ5up7Ohi4kzi2ImYlPTMtjT1hS5AQuCrkQeHEQLH1wpDi8KF+TohYsf7t7G7tYmvUsiChFhEJ8i838Hd9LhdnG8tytCa5yUksodZdO5ZmLJWSexBYlJ/Ou621lXV8XrZ2pwBwIUJaVwS2k5S3MLhqmj/nj5aj695RVaXM4BOjXR8mPhxF5AX0wGFZWCxORI8H1o9XW8UFPBCzUVtLldJIVGRO4omz7Mm/ftgNel02LjXbMGowE5qBDwBeIm5POumk1KTjJ97bpKf8AXHJYUe51e/v3T57n7u3ex64W9/O1Lj0Y+eyTc8KlrRk3GAfJLc/nuS1/jL0MCf0KKjVvvu4lrRlB5v4R3Bv7bYz3oMfTF2kpq+3oiolUrCyZG3SvHil0tjfz60G7qHX2Rx6amZXDf/KU8VXk80r0bCg29w/lSbWWUzeNgKKrKF998ncOdbQz1ljjZ3clHN77MP6+9ldQREvp4aHY54zbYdDYNNLnGNgc8VhjNRvKn5HHirVMkpiVGkhJJELjOnMsT/fX0mzQMmowxoOGVZYKqysyMLN5VMpXGU020VLeQnpc2TEzKYDJgT7VzfNtJVtx5Gba3SQsmHhyd/TRWNJGaE7sgmZabSntdBy01rUycWTTs+ZKUND22qWqkMG6VDHpRPiKjIkTicnjMKKy2/1TlCR4+cTjy3GC8eroaOeTmsqmhlqCqe9ffUlLO3eUzSTxLm1+TJPGLlVezrfkML9RU0OzqJ82iC8JeM7EEqyE6lt0zfQ71bgdb6uv0BDMU5Aef+0PFF/W1gMa8bD35vG/+UuZk5fBs1UlO9nQiCgJLcwu5c8r0d4QHudvhCYmvxRW1QdO0kMhqbCRnJrHohvnseWm/zmRTtWGjYpqm8fRPnmfS7In0tvXxq3t/R2tt+6j7VzxzIqvuvnzU15ksRr761Bd59BuPs/vFfSiy3hwyGA0sv2Mp7//+ezAY377x27cTghbPZ+Y/HPp88PndZo/Py0u1lRzqaA0ph+dS2dPJ1qYzkeAZ/nf1hGK+t3RVTA/PePjlgV08WXl82OOSIJBqttI1gqUa6Invp2Yv5P3TZlPR08WLNRXUOXqxm0ysnjCJk10dPFdzKqY3YJj6++erbhqXkjZAp8fNrS89GVG5FAfRnjRNQ1FVZE3j1tJyfnT1Wvp63Oftt+nrcFC1rxqf209SeiIGo4GAL0B/t5OuFJGaZJkaVx8aMDExhSsnFHNZXiGCIPDmk9s5tPEIBTEScoCelh5sSTbe9713x3xeEHQRkwtxro2Gtvp2jm49QU5xVsznfR4/3n4vi26Yj9U+fNHV6nbyoddewKcoJBiMCIKAX5EjirkACUYjRlFCUVUCqsK0tEz+sOYGavp6+MiGFwEh0jEPI+x9rmq6Uns4yIeD4Q2Tyrh/4fLzrvobC4IARruRR/Yd4NX6Ghx+H4kmE7V9I8wvIVAY8uR9u7vfQxHrfNv+zC6efuA50vJSY1bOe9v6SMtN5ev//tKIegindlbyi3t+i8fpHRagBYHItq947+W88fg2VFUdk8nrlEWlfOflr435eAAaTzXRWteO1W5h6pKy/xg/0tHuB+HnL+H843zfg/2KzJaGerY01uMOBpmUnEKi0cwjJw7rC31twMKxMDGJh668flwFureazvDlbRuA6MtIDCVGRlHEG6YVx8H8rFx+v+YGOjxuXqyp4FBHK4IgsCA7j5wEO9/dtTXue0VB4EPT5/KxWfPHvM9hvHf9M5x29GGQxGGJnKrpdpulKWk8ceedyC75vP0uHqeXg68fov10J8mZyVgTLcgBmb4OB04LdExJ4JivD1lRSTZbWF1UzNqiySQYTRzZcoxnf/4i+aWx7bz8Xj/9XU7u/fkHyZ00fP3zdsb6rqZunvnZCyRnJWG2xU5wG081c+3HropZ/FQ1jU9vXk9VbzfJZktoBEKlze2KFHzMkoTVYETVNPyKTILRxCNX30y61cb1zz9On3/k4qsIUUrmoiBQaE/iL2tvItl8/kfYhkIQIDUtgacPHeXFmkoanQ5sBiP1/X3DEvGh+PcNdzIh6Z3Fvop1vp0+doZvXvMDPR7HKACqqoqmwnfXfZ2SefF1fvo6HHz3xh/T2dAVV7dFNIiULSyhubIFt8MTd5RsMIxmI3+tfihmvI53/fR1OKg9VI8gQMm8SRfdMvhscaFi/f9mGeIssLu1ia9s20BAGZCG2NPWHHk+fGML/7uloZ4Mi437Flw2pu3XOXpjJuPhbfaEPMRHg6KqPHRoD/88dTQyeyYKAtubGwbNyMZONCRB5NX66nEl5Kqm8UZjvT53oiiEZcEMocQ8OMj7eX1dNUf+1c7HZ8xnef7wSu7ZICk9kZTsVBpONtJ0qhl7mh1rooXC8gIWTc7BlmjFJ+sJotVgiEoEjWajTtWJg2BAjuvHGEZvh4NTe6oBgcLygqg53gsJk8WEJInIARmDafhl7Pf4MVvNcZOZ3IREvjB/Kf+3fyduORCaEdcp6UFVp3H7ZRlZ1G/Ek1PS+MGyKxEEgZ0tjWgaGGPYVmgMXANGQYwKHEFVYX1dNUtzC1lZOPFcv4IxIdli4e7yWbx3qk7henD/Dmr6euO+XkWj2eWk0+sm2xa9wA4qCie6O/HKQQoSk8bty34hMPvKmbzypw04OvtJyU6OOr+DARk5ILP4xgWj2p+VXzaFj//6w/zyQ78beFAASZKQDLouRCAQZOsTb4GmISAwumYt1BysjVkAHAmF5QUUlp+bUu8lXMLZot3t4lOb19Pk6o/EzEPtrQPdttA/4YV+i8vJZ7e8whPX365bK44CRVX5SYiOPvQKUnXeKL4xLIBVNLY1neHr2zehaANWjgfaWyLU4nhXqKppvFxXOe6EfHfIw1pBQwmNPYkIIXbVwNqosrebxX/5E3dNmc4nZy86KwbBUFjtFgqnFdLf5aS1thVLggVbko3s4iyWzCwie2IWQUXBryrYDMaogqrRbERAQJGVmPdCOaAgGsQRFde9Li+Htxwj4A2QX5Y3olDm+YQt2YbZZsLr9MZMyP0ePwaTIe7aQxQEvrxwGd/YoVucSohIooDFYIgIuSqq7qQiCpBoMvODy64kO8HOkc62UZNxYJitmKppNLn6eejwXr6xePSu6fmAJIpcVTSZNRN0V5HdLY18butro77vcGfrsIRc0zTqHb30+LwkmS2UpKS97QX6ohkTKJo+gYYTDTFn69EgvyyPyXNHZnSmZCXzvZe/zueXfBW/e4gtoRCyLlNUKnZVIYrCqAWNMIL+IDUH6ii/bMqYjyklK5n5V88Z8+v/23EpIR8DWlxOvvzmhqiAMxo04LmaU3xk1nySxkDbWVdXFZeiBgyjncV8jabhCgb456mjkb/DN5HBwTnWAlkIVU17/GNL/MN46NAenqk+OWy/5SFqB1bJgM1gpLnfyQ92v8l3l65iaYgSdbZorWtn77r9tNd3EPAF0DSN5PQkZq+ZyaTZEyPHGE99vmBKPkbTIXxuH5Yh1miqouL3BCidH9syytPv4ZU/vs6xrSfo73HpNPHUBBZeP5+rP7x61ET+XJGSlUxKdjK9bX1kDqGtK7KCx+Fl6pKCEak/V08soTAxmeerT7GnrQlF01hSWMj8jFzaXE4anP1YjUYuz5/AsrwJEbaHV9Z9KGMlWcFB81dDeY1GUSKgKDxXc+qiJeRDUd3bM+prlCFe55qm8WJtJY+fOkqX14OGhkEQmZOVy2fmLqIoKeUC7a0OVyBAf8CPQRJIUaNFGxPT7Nz06Wt55mcv0tXUgz3FhmiQ8Ll0W5/Jc4tZfvvSMX1OV1M3okFEFAcYLoN/Y0kUkYMKgiggSALaGPzDVVVDkZX/WQraJfxnQdM0vrD1NVrdusJv+AwfKf4qmsYZp4OdLY2sKBi90Ly/vYUub3y221g8k0VBYFJyKl97axPy0PsVw6nFsTCWRGswtjbW880dW4Yt0FU0Aqoy7PVBVeXxU8fwBOVzVuvu73by5pPbqT9yGq/ThyIrWOwWpiwuZc6VMyPx2yhJMVmJRTMmkJSZiKOzn7Tc1KjnNE3D0elg8txi0vJSh71XVVRe+u16Nvx9C+4+nd0nSSJli0v50E/eR07x+BiF44Ut0UrJ/Mnsf/UQiemJUQUFTdPoauwmrzSX3MnxadXFyan8+oprWV9fxeaGepwBPyXp6SzLKUBRNU72dAEwKyOLqyeWRLraXnlklsZIUDSNV+ur+dzcJREbvIuJWkf8wvtgKEOaMie6Ovj7iUNU9XYjqyqSIFCUlMIHps1mce6FLRT7ZJkOjxsEDWtSdN4gCAIf/un7+dHtDxL0BdFQBzzEETCYjNz74AfGVPx2dDkJeELJeESDOYYgXmiue6xEar/XP/qLLiEuLq2SxoDnqk8ia2NJiaMRVFX2t7Vw5YTRZ5Db3a4xV6JiQRIEihKT2dp0GogtrjbSRaVpGpIgDusKjoSq3m6erT6FgIDNYEBWVbxycNj3lGA0YjeaEBBIMphw+Hz89dhBFucWnHXVsbOhi82PbqW/u5+MggwsCWbkoExbew/rNu2lWnUzaUYRuXY7OTZ7zJtNflkuk+YUU7mnivT8NGzJNp267fHTcaaLnOJsSkIJuaqq9LT0oioq9lQ7j37jX1TsriIpLYG03FQ0Ddx9bjY/upXe1j7e9727RlVnj4eAL0hvWy+SQSI9Py3mvouSyKTZEzmxo4K2+g6S0u1IRgN+tx+3w0P2xExyJ40+9zQtPZNp6brmwFhpeROTUvTxjCECKhCdzMb7Zat7u+M8c+HhDoweMERBINM6kPj+q+IYfz12EA0Ni2SIMD/2tzfzha2v8dCV1521QNJIcAUCHOxopbavB3cwgCSKFPe2M9maQknKwHmx5F2LSEhJ4I3H36LxVBOqN4g1ycrKu5Zx5QeuGPNMpBxUImrrowX1WCKAMV5E9sSsS8n4JfzHYH97y5gX8oMhCQLbWxrGlJC3e85NS0VA70r7ZWVMLJV4yLKO3TotqCj8bN8O/b6PgCgKyOroa6JwY+Lu8lkUJJ7dPdLn9vHKH17n9LEzpOWlkp6fpifRPU527D9Fvehj4Q3zyUxIYEJicsxufEKyjUU3LGDTo2/Q295HcmYSoiiiBBW6W3qwJJhZ8q5Fkfueo7Mfn9tHcmYST//keTY/ulXXWTHpIrGKrFCxq4oH7vg/vv3iV0nPHy6qORaoqkpnQxdyUCGzID1uIX/2qhm01rbRVNFCUmYiVruFoC9Ib7uDlMwklty0cNT1RqYtgXumz+We6XPHHOuLz7HYHFRVGp0OytNj6xpdSIy14JQ1yGHoVHcn39m1FaffT4LJSILBiKyq1PT18OO9b/GVBctYlj/hvO9rUFHY29bMwfZWevxeBCCnKYkpiWksyS2IiC1PnlvMt1+4n6ceeI7jb57UE2ZBYNryqdz51VtH7Y6HIQdl/dqN01g5GwiiEHck5BLGhksrpTHgreaGs06WgzEqx7EwMNsz/s8REUgxW/jSwmX8v83rR329CgytIetUY5UbJpWN+XNfra9GQ4v4kBpEkUSTGb8s4w8dt0EQSTQOVPoEQcAiGTnj7KO6t5spaWPzqB2K42+dpK+jj8LyATGvHotGQ4mVTreLxqpKJicESbBYKEtNZ3n+hGGdcskgsep9l2MwStQdOU1Pay96pVGisLyAK96znIQUG7te2Mu2p3bQfroDTdMwmAz0dznJKc4iMcVGIKAfa3JmEl6Xj6NvHKPqxvlMXTz27xJ06tn2Z3axd/0BXD0uBFEgrySXy25dzOwrZw67cabmpDLz8um01LTS1dSt09QtZsoWlZBfknvBuvRXFE7kocN76PP7MItDFFVDp69REBFiqPBqnLvi+rlgLCIzg+mO3V4Pj508ggAkGAe+T7MkYRRFenxeHjt59Lz7tXqCQTY11FLn6CXDYiPPnoSiqbS7XdR1dONXFGZkDOgHzFw5nRmXT6OnpZeAP0hqdgqWhPEJ6hTPKgqJ3zGgwDoIQ8c7REnQbYbiQBAE1n74yrjPX2j43D76OhzYkmwk/Zf6f1/C+cWukFDl2cThoc4V8XAuM7XhcbMfLLuS3x7ac1b7CXpSf3PJ2FXQd7Y00uv3ITFQrDOKEoqmjroPoiDw+uka7p0576z2tXJvDWdONJBbmosxNJ7lMWg0TrLQpYk0dLfQfdxKSkYSBfYkriicGNPGddmtS5CDMvvWHaC1ti1i+ZmWk8rqD6ykbGEJNQfr2PKPrVTtr0VVFESDRHtdO6JBwmw1Eb4FGowGNEmjr8PBK3/awPu/H1tnJh40TWPXC3vZ8tibtJ/uAA3sqQlcdtsS1n7oymHU9KSMJK756FUc23qCqv019Hc5MZoMTF9ezqwrppM9MbaWzLkiO8HOZXmF7GltOutz7e2K92N1DMqx67FB0zT+fuIQ/X4fGVZb5DyXRBGTJNHj8/LwiUMszi04LyMYYaiaxobTtexua8JuNJGbkIgIeBWFTWdq6fZ6uWnylMhnTpxZxP3/+gK97X04OhwkZyaRmjOc2TES8kpyMFtN+D2BUS3Q9P8womaMKInMXDl9GFvzYkGRFbqbe5AMEml5qRdFo+hC4FJCPgYMtkEYL8rG6Pl57cQSnq0+OerrBl8XiUYTaVYr1xWXcvPkctxyYMT36k7SuoLmUM9pgJsmTx3z/oJO5Vdj0N8Hd02H0n9BT9z9shxRkh8v3A4PDScbSclOiXx2nyhTYfKioJFnTsDZ6STNL2JJNnOksw1REGIyFWyJVtbeu5quxm4aK5qo2FNN3aF62mrbqTlQi8lqou5Ivc4CSLSCKNBxppOgL0h3Sw/2pGjBNKvdgrPbyZHNx8aVkAd8Qf71g39z4q1TmCxGbEk2VFXj9LEzNJxqwtHZz8p3D0/6kjOTSM5Mwuf2oyoKJosp5kz5+YTFYOBri1bwrR1bCKh6V1VEH3kIn6CGGDdELTR7vLJg4gXdv5EwPzuPY13t+khFDAjA8kEV8K1Np/EpMjbD8NlCUdB9eN9orOczcxdjM54/8bGq3m7qHX1MTEqNBGKjIJJht1Pn72Z/ezPFySlRRQJBEM66UwP6HHnu5Gza6tqHjbWoqoooCmROyKKrMWwlJyKI6nBhmJBVzPQV5az54Kqz3p+zRXdLD8/89Hl2PLsbOagnSdNXlHP7V25myqLSi74/l/CfAyViETW+5EPVNMpSx7YYXZJbgN1owhUcOV4Phs1gwG40szx/AneUTWNSShq/OrhrXPsYhiQIFCQmcUtpbN/qWGhxOxEZzpwRERhtkE9EoHeco3CDUbW3GoPJEEnGg4JGtT2Iw6CSHjTh6PVg7faTV5RIg9PBpoY6bpo8ZZgStyiJrHrv5cxbM5vqA7VU7auh7vBpGiua+Nf3nya/NI/aw/UEvAESkm0YTWa6m3tQZJ0JoKrRCteCKICgC2u+99t3jKrTMRjrfvcar/55I5qqYk20IogCzh4X63+vMwE+8et7h+m/JKUnsuy2Jcy/Zg6efi8mixF76oV3+vjygmXcu+FFHH5fVFIeFjUcCTkJdoqTx5csni/MzRqdIZhkMjMhpAXT4HRQ2dOF3WSKyTBNNJlpcTk51tXO3Kzzpx9wpr+Pg52tZNkSIg0DAUhOsGGQ4WhnO9PTM4c1r1KzU0jNTjmrz7QkWFj57hVsevQNVFUd7vUuiiSk2HD1uCNrAQ0t5m1RNIgkpSfyoZ+876z25VwgB2Re+u0rvP7XTTh7dOZRzqRsbvz0tVzx3hX/cYn5pYR8DJiVmU2r2znuCmGa2YI7GBz9hcCMjCxW5E9gR3Nj3Hm1oafWp+Ys4tZBQdWumkgxW+j1+6Jfq+mdyfBWy9MyqeztitxM7UYT7546kw/FsVCJh2SzOSblfPBFEOv5oKogCSIZMarYY0HAF0AOKFgTB5LhVimAT1DJVIyh9r+GElSwG01k2xKo7u1mdmZ2zMq5IAgkpNh469+7qN5XA+giMD2tvTh7XBhMBvJLcyOJrmSQUCQZZ7eT/h4n1qRo6p8oiTg6HeM6psObjnByewWp2SlR1XFbopXe9j42/2Mr05eXk1EQu2Ay3m7ouWJZ/gR+s+pa/nniCLvbm9HQSDFZWFMwkS0tZ+jxeREGUdpVTSOoKlgMRm4bx0LwfOPGyVN4ovIYWlDWxUtCoyhhCrYkCNxRNj3y+m6vN2LbFwuGEH3dEfAhaypBRSHZbDmnCrqqaVT0dJFgNMXcTobVxmlHL43OfqaeJcMkFkRR5NN//AQP3Plz3WIlVGwJW61Mmj2Re3/+QX58+4O4+zwDgVwYmFkVBIG0vFTWfng1137sqnMuDqmqyuFNR9ny2Ju01rZjT01g+e1LWXHnZcN0H0Cfg//WNT/A2eOKUoY9uaOCH9z8U774j88yd01sj9aoz1VUjm49Tv2RMxhMBmZfOZMJ0y4Jzf23Y1p65rCZ7LEi0WRCVtVRr32zZOBTcxbys307xrRdAViUW8BPV0Rb/83OzGFzQ13cdYmIwKSUVJpc/fhCs8CiILCqsJgvL1iG3Th2BlWyyawX87XxU1xVtHGNwg2F2+HBOMiyscek4jCopAZFXZVeEgj6ZEySRFFiMmecfZx29MWlSSdlJlF7qJ5tT+1AkVUMJgPuXjeNp3SR3tzJ2ZExH8mkJ9mqohL0BzFaor8zURIJeAP43P4xC7o2V7ey8ZEtGIwSCSkDNH6TxUTAF+Dkjkr2vLw/rvaHJcES8953oZBnT+TRa27hkROHWFdXhV9RkASB1RMm0ePzcrCjNW5i/qHpc982MbR5WblMSk7ltKM3ri7DXVNmRDQHenxegqo6rJAThlEUIwLLXjmIKxAg0WSOq1E0VlT1duNX5JjsPZvRiIbGqZ6us2aTxsNd37iVmoO11B89E8kR0PQE25Jg4cv//Dz/+v7TVO2t0WNpjJ/RnGDm8ruW8a7PXj9Mm+Fs0HCikQ0Pb6FyTzWiJDJ3zSxWf/AKMguHH7sclHnwfb/m+Fsno5oCbfXt/OW+R2ira+c937pjzJ97ZOtxlIBM8ZxiZq6cFlPJ/kLjUkI+BtxRNp1X6qvH/T5HwM+9G17k9tJpfGnBZSMGMkEQ+OGy1Ty4bwfr66uGpeSx3jlULd0gitxeNo2/Hjs4YuXSHQzw4+WrMUkGTKLIjIzsEW8qmqYhq+owsZRVhcW8drpm2CJECnVMVTTMQ94T9qqekZ511vNJVrsFk9WI16WLsclodEsyNlXfByUoI4oiplDwTDSZ6fC6aXW7YibkAOv/8DqVe6pIzkiKVKaD/iAI6HNmzT1khyzGDEaJoE9A06C33TEsIVcVleTM8Slw73/lIIJATBXVlMxk2k+3c2zrCVa97+Iolo4FMzKz+ckVa/H4A3iCAexGEyaDgXdNmc6Xtm2gze2MJLoaGnajie8vu5IJF1gEbSTkJNj53tJVfHvnGwRVBRH9nAkvGr4wfwnTB1HBU8xmVE2LqxQeXgz/7tBeKnu7UTWNdKuVtUUl3DCp7KyCdVBV8MlBrHHeq++rEFlkn09MmFbAD1//Nhv+vpntz+zC0+8loyCd1R9YyRXvvRxLgpnvrf8GT/7wGfa/eki3PxNg0uyJ3PyFG5m6pIyEZNt5qUwrssJvP/5H9q47gCiJkUVB9YFa1v3+Nb79wvDZzce/+9SwZBzQA7YAf/zMX/nd0V+MONded+Q0v/rw7yIid6gaT/zg38y8Yjqf+dMnsKeMffb2Ev6zsKqwmGTzTpx+/5jE1cIQEPjh7m08W32SX15xzai09NtKp6GqGg8d3oNvDFT3WM4od5RNZ8OZ2rjvUdFocfXz8ZkLKElNQ1ZVpqSmx42BYYSFrAZfw8sLijDvl/DLShT7SRAEhNiNsyhcW3z2zJS0nBQ6znRG/u4zKojoBQdN01AVFatdj5uSKGIQpBHnlg+8dpg3/rkNyWTAnqr/Tr5BatMdDV1MKLcgGSQMg5xZ5KCMwWyMZg4paihBHntBfN/6AwS8AVJidDdNFhNuh4edz+8ZsxjnxUCWLYGvLFzOF+YtxRkMkGA0YpYMuIMB7t+2kX3tLUihEYAwA/PDM+bxrsljV9w+3xAEgZ9dfhWf2LSObq8nco6GO/srC4q4Z1ATKlxIj1dUCzNlN5yu4aFDewmqCiZJ4oqCidw5Zca4bA8HwxHwYxLjxyOzJOEYpwDjWGC1W/nW8/ez+R9vsunRN+hq7MaaaGH57Uu55mNXkVmYwVefuI9nHnyBzf94E6/LiyBAclYK13xsDSvfvRx7SsK4mCEjYePDW3j4a/9EFMVI/G6uauHVP2/kvkc/w+xVM6Je/9ZTOzn25onhGwr90C8/9CpL3rWI4lnxdT1cvS5++/E/cXzbSV2sVhBQFIWsCZl87q+fGvG9FwKXEvIxYFp6Jp+es4iHDu+Nmi8L/39uZjZHujqGJcHh1z1TfZKJSSncMWX6sG0PhsVg4FtLV/KB6bO5+5VnCarqMFr5YMzMiFb3DCgKlT3dIwZHAWhy9fOdnVv501U3jthhO9Pfx5MVx9nUUEdAUciw2ri5ZCq3lU7DZjSyKCef2Zk5HOlsQ1O0yE1M0TQkUUBTNVRN3y8pJAITCHWtPz57wVkv2i0JFkrnT2bfqwdJSk9ENQhoAkiavj1Xjxt7up2kzIHqs0B8UTtXr4t9rxyMsgkL+oO4+txoioYmaLgcbpJcPqx2CwnJCXidXhDA742mHXpdPgxGidmrZ475eDRNo6u5J27VWwjZi/V1jK/rPhJUVaX9dCddjbq6akpWMnmlo1O8YsFmNmEzD3QOJian8K/rbmNb02n2t7egahpT0zJZO3HyuLoyg6FpGkc623m5tpLKvi4skoGVBRO5rrh01AXmUKwoKOIf197CCzUV7G5tQtFU5mTmcEtJ+bAq9MrCifz12EF8ijysch4uLhlFiUOdbSQYjBhFkTa3i0dOHOJEdwdfXbR8zLNsYRgEEYvBgDMQIDnGOk8NWZyYz1MgHIr0/DTe86074laXsydm8bm/for+rn56WnuxJdnIKjr/oj0v/no9+9YfBBhIsEOXcHdzD7+893f84NVvRu4j/V397HvlYFzPVE3TcPa4OLjhCIuuj2331H66gx/e+rOIAq0qD2zrxFun+Om7f8H31n/jrAUbL+GdDZMk8bMVa/nsG68gqwPz0WESe1FSMn0+X9S4VTh51TSNyp5uvr/7Tf5v5dWjftYdU6Zz4+QpfPj1F6hz9MaN2xrE7I6d7O6MFL7jwSPL/ObQbr4wfyl3TZkR93WuYICXaipYX19Nt9eD1WhkzYRJ3FJSTp49kSSTmfeXz+avxw9GJeyDY2q8ffnIjHlnzYYDmLKkjKp9NXhD8VcBxFCs97l8mKwmMicM3H8kUYh2+xiCN5/cjqqq2O16vFUVFa9TZ/wAaH6N3vY+MvLTSUy309PWG7KV0tc0YX2NcFdu+e1Lx5WUdDV3wwhMA5PZSGdD15i3NxY4Ovtpq29H9stYk6wUlOUC49fVMEoSadIAMzHBaOK3V17H4c42Np6ppT8QIN+eyI2Tppy1iB9Ao9PB8zUV7G5pRNE05mTmcFvZtHGNVAIUJibzxPW383JtJa/WV+MKBpiQmMwtpeWsLJgY1b0vTkqhJDmNkz2dmCVpGI271+/DJ8scaG/FLBkwiCI+Webluir2tbXwwIo1Z3XMSSbziFpTfkUek1PT2cBsM3PdJ9Zy3SfWxnzeZDXx3m/fye1fvpmW2jYkSSSvNPe8JeFhVO6t5uGv/hMgKn6rij4S94t7fsuv9v40iqK/8ZEtugJ8PC91SWTLY29y74MfiPm8Iiv89D2/pP7YGZ1BPGg7XU3d/Oi2n/HjTd+9IGubeLiUkI8R7582m/K0DP5VcYwD7a0AzMvO5b1TZ2IxGPjIhpdGfP9jp45wa2n5iD6lXV4PDf0OrEYDd5ZN518Vx0ZMrr+/eysPrb4+kuT8+uButrcM+I3HghgKokFV4U9H9/PLK66J+bpjXe186c0NEZ9KQdDVYf989ABvNp3mV6uuxW408cDyNTyw9y12tDTgV5TIiFVJShq3lpazvq6aWkcPfllXcZ+Xm8eHy+cwLf3cREimr5hGS20bTZW66qg5W6AHP74e3X+7eGYRUmjR7FdkJEEk2Rz7ptZa247X6SUxNI/l6nPT2diFIishDxk9+LbWtJFbkkNCsg1Xn1W3QAnZOoVV1v1uH/OunkvZgpIxH4sgCFgTLfS09sV8XtM0NC129/xs4Op1sfP5PTSeaibgC+gz4AaRvMk53PCR1QiWcxeDM0kSa4oms6Yotm3ceKBpGn8+eoAnKo9Fil6aplHV282/q07wtUUraHT2c7yrHUfAT2FiMnOzcrh8BMXjwsRkPjN3MZ+Zu3jEz7YajMzPzuWt5gaCqorNaERCX/D5FSXib581SATGZjTik2X2tTWz8UzduIQSQe/yTEnLYGvjadJjVOu7vR6SzWYK7WNjYfjcfjpOdyBKIrklOectmCZlJJGUcW7q8n2dDmqPnNH9hCdmRb7DoD+oz1jGs4FUVOoO1VN7sC7ihNBxpjNuMh6GZBBpqW6N+/wrf9pAwBsYJmAX/szaQ/Uc3nyUeWvnjPEIL+E/DXOycvjntbfxZOVxNp6pxSfLFCUlc3vZdK4qmsStLz2FAMNiuRDqvO1saaShv29EJpBXDlLV242mwSdmL+TL2zaMuE+PnzzK0tzCSEKyrekMvz60Gy2kCRPrKhk8LvTHI/u5cdKUmDoXDr+P+9/aSFVvNwJgECWcAT/PVp3kjcZ6frLiKkpS0vjQjLmAvpbxK3qXWkUj2Wzhnmlz2NnayN625sh206027p0xl1tLzm1EafLcYqYtm8qxN09isZsxF9rwJSloXX5QNSbPKSYxXY/dmqbhlWWybbFZLKqicvrYmUjhXfYH6Wnr1bUmQl+ihkZPay+iJJKWk0pyZhJ97Y7Iol0T9ZivyirJmUlc9/HYyUw8JCTZRhTSUmQF2xBtmrOFHJQ5suU4Vfuq8Tg8EaHV1NwUrrxzKSkF506DFgSBuVm5522uelvTGb65YzOKqkXifZOrn3X1VXx2zmJSLBYOd7TR4nKSabNRnp7JmgmTyIhTYEgymbm7fBZ3l488qqRoGgtz8jjZ00mr20WaxYpZkpBVlf6AH58sI4kCqRZr5NqyYEDVNFo9Tv58dD/fXzZ+EdOylDT2tjbhCgSG2cN55SACAlPTx/Y7qYpKS3UrwYBMzqQsrPbzcx6ZrCYmzjg3dXm/18/pYw0IokheaU4US+3VP20YYMENgaZpyAGZNx7fxq333RR5vLW2LW4yDvp30VzVHPf5w5uOUnu4HhheHFNVFZ/Hz2t/2cgHfvjeMR/jueJSQj4OLMjJZ0FO/rDH/3rs4KjKrO0eN82u/phBus3t4hcHdvFW85nIDSjLaqM0JY2qvvi+yZW93Tx0aA9fXbSCPp+PF2srdEGG0MIg3t6EFw57Wpvo8XlJs0RftLKq8t2dW3EHA5iGqGgrmkplTzcPHz/EZ+Yuxm4y8aPlq2l0OtjX1oKsKkxJy2BWRjaCIHDjpCnUOnpxhJQrF0wuHNVqYyxITLOz5oOrOL7tJLUH60ho99GerpFRlEFJWX6EMq5qGi0uJ4WJyXGtqURJjFT7/d4AnY1daKqmz4oHByqXqqrSXt9BYXk+6XmpBP1B7CkJIXV2fZ+W37GUqz+8etwdtDlrZvPanzeiKuqw9+pdACNli0o4vu0k+189SHdLD0npicxbO4dZq2YME4CJBzkg89bTO6k/1kB2UQaWUJcg4A3QXNXC64+8weXvXYE18ew7GucbWxrr+VfFMZ3SP6hyrakaXV4PX9j6WtS5vru1ieerT5Frt/Pb628gTxo/xVjVNJ6qPM7TlSdwBvyIgkBAUQgoCoaQ6mqmzYbTHyDLljDshh7ucL9+uobri0vHzQYpTU2n3tHLmf4+Mqw2Ek1mFFWlqb8fryyzIr9oVG9Xn9vPS79dz7anduDp161U0vJSueajV7HqfZe/LTNSYXSc6eRf33+afa8cjATVCdMKuPNrtzJv7Ryaq1tx97lH3IYoiZzcURFJyMPn8khQFS1Ke2Iodjyza8SkXpREdr2w91JC/l+OCUnJfGXhMr6ycFnU48e7OugP3Q9iIZwc721riRnrA4peCH+u+hReWS92WwwG5mXlcrAjdqHIgIBbDvL1tzbx1A13IIki/zh5GIGBhWSstUd4zEYAPHKQt5rPcPXE4YXih48foqqnG5vRGFX8UzWNHq+Xn+7dzp+uuhFRELh35jxuL5vGtqYzOAJ+chPsLM+fgFky8J7ymbS4+jnT78BmNLJyyiQcvZ5zjvUGo4E191xJRmEGx988gbvFiSCKiFk2yksmkF+aGxmN6gwVK+MKiQn6NawX0TV62vpQgmoUTTaMnpZezFYTGQXp+Nx+FFlBkWXkoO5DPnVpGfc88L5xC2nOumIGbz2zi4AvEBmrC0NVVBRZYeH18+lu6aH2UD0dZzoxGA0Uluczac7EcSVZx7ed5PDmoyRnJFEwNV+n5MoK3U3dbH1yB4tvXXLBfdTHg3a3i2/t2IKsqogIkfNR0zRkTeUXMYQMX6mv5i9HD3D/isu5MvvsKMb725r53eF9tLqdBFUFvyLT4nZiEiUSjEZSLVaCqordaBp27YuCgFUycrCjlWZXP/njtEAtSkphTlYue9uaSJYtesIPdLhdtLj6mZuZS2nKyMwATdPY8tibrPv9a3Q16bayZquJFXdcxh1fvWXM1qcXAgFvgOd/+TJbHnsTt8MD6GLE13zsKq7/xNWIksiJt06NGHc1VeP4tpNRCbklwaKrxMeBIAojrmN3vbgPURRjFv0FQUCVVbY/s+tSQv6fhlhK4rEQS9m5w+Pm3tdfpNfvjaK8d3o9dHg9cbcVntNZX1fN/5uziH3tzciDKO7xEJ7xEQBN070ahybku1ubaPe4MIjisERCEkQUFNbVVfGRmfMiNN7CxGQKE4d37ARBoCQlLfT/UXZunEhKT+SyWxYzZ80sXA43B/s7qfI56END9nqQVRVXMEB2gp3lBRPiiu0UTs0nOTOJ/q5+gn45lIzrr1UHUWJESUAOyvS29QEwaVYR9/3lE5ypbtO3U15w1vOlC66dy6ENh2k/0xGyrLKgaRruPjfOXhczV05n21M7OLzpKIqsRKqJR7Ycp3RhCR/5+QfHJCrTVNVCw6km8iZnRwnlmKwmcktyaKlp4/SxBsovG7slzoXGvytPoKENo34H1OGWO+EFsayptLpdfGLdS/xlzY1kjVNU6OnKEzx8/BCCIJBkNiMJIgFFwRHwYRBEPjVnIe1uN+vqq+Iuzi0GA+1uFwFVGTdt3W40saZoMgfaWqhz9NLgdGAQBCZmprIwLYcpoyg6B3xBfnXv76jcU40gCBhNBjQ0upq6+ed3nqLjTOeYBU8Gw9njYu+6/fR1OEjJSmbxjQvGrfTbcaaTb13zg5Bw3MDv13iqmZ9/4Dd86qGPUjBlbH6mg3/+/LI8ckIq8fGrkfq1Fg9e58izeqqiRhYVl/C/B0VTB4JoHAjEXhMoqspXtm1gT1tzlMuJV5Y51NEaKeqHHxdDWizhAnqz28metmamp2dysrsTjbEpXYeT8h7fcKVzZ8DP5oY6ffZ6SHwUBQGLwUB9fy9HO9uZE1KtTjZbuDHObHCePYk8exKCwDDNmXOByWJk0fXzmXPlTByd/dS4+zji78WryHT5PKFj0Webl+cVxR1jEkWR6cvL2ffKQRB8KEElMjs6mP4aXqj3tPVhc/tJz0vlc7/7CF2dTgK+IPlleeSXnl1HuPyyKUxZVMqpnRUodjUyfx70B3H3uckoSCerKIPn/u8lnD0uTBYjiqJyalclOZOyueqeVXHFXQfD7fBQtbeGxDQ7SRkD3WPJIJE9MYuuhk6q9lS/oxLyF2srI8l4FGVcIG5hR9E0HAE/P9q2FcPSK1iRP76k/HhXBz/csw1PMEiSyYxRklBUlb6Aj6Cisjx/Aotz8vnJvh3DNJHCMBsk+gN+WlzOcSfkkihyzcQSkk1mDnW00eTURxOzkxO5snAiy/KKRhWK/PdPn+fl376Kpmk6M1QAvyfA5n/oFn7fev4r4xYClAMyBzceobmyBZPVyLyr55I7aXznihyQ+fkHfsOpnZV6gTA0funocPDUj56ltaaNj/7inrEV7Ya86LJbFvP63zbHH1FTNZa8a2Hczbn6dK2Z8D4Ng6CPoF5MXErIzwOmp2eNqsBuN5ooiHGh/v34QXr93qhAHAvxnguoCrV9vSPOTMWCHswh3TK82lrb1xOxdIoFSRDwyEFaXU4mpZy9zdL5ghyQaTjWiN3jY3q2FV+Ole6AF6vRyLzsXEpT00k0mqjYXcWJ7aeQAzL5ZXksuHYulgQLJquJy+9axgu/Xo/L4Q7p0evfuCiKKJreJddUvRLp6fcyY0U57//+uykqL0BGoLm6lfb6DiwzCkcUjBqK1to2Dm86it/jZ8bK6VgP1NJc0xaZF7faLSy+cQEmq4mNf99CQrIt6sYa9Aep3FPFMz99ng/++O6YnzFYAbuluhVN1aKS8TAkg4TZaub08XdOQu6TZSp7u4clvZqmjyIMhjDoXw19AawzRyr56MzYM8Ox4Az4ebrquJ6MD5rdMkkSGRYbfX4fbzaeiSxQ4wu+qVgkA0bx7BamSSYzqyYUM8+fizMQQBIFyguzx9R12v7vnVTuqcZoNmIwDny+wWgg4A2w6dGtLL15ERNnjm3xomkaL//2FZ79+UsoQQVRElAUlce+9QS3338L13/y6jGzAJ784TO4HZ7hwmuhg/r7V/7Br/c/iDXRqms1xIGqqExZMiAWJQgCd95/C7/52B9jvl4QBVbdfTnpefHvWRmF6SPOb4qSeME8fy/hnY9JyamYJEm3e4zxfPiynB5jJGtb8xl2tzYB0e4j4eK6omlICDHH2gT0uHuyu5MpqelR9aZ4V104imkhtlxWDBp3k0tn3MQTnzSKIj5Fpr6/N3K/ezshSiKOrn5sDh8zzRZ82RZa/Lpg17ysdEpT08mzJ9Ld3MOpXZV4+j0kpiUy7bIpJGfpDYNVd1/OkS3HdI0YNMTQOkcQBn4/LaTT4XP5yC/N5fYv38zc1bNobe6hpbqNoD+I1+UdV7fa6/JStbcGZ4+LBdfOw2gyULG7ir52B4Kgq1sXzZjAtR+7ij0v70dVVQrL8wdYELJCS1UrWx57k5u/cCOmGDEcwhaVIh1nOnH2usgvi104SM1JobW2DbfDM2aF+AuNAyHNmaEJqDJkfTv4nNfQr5+AovDPk0dZnjdhXIy0JyuO4Q4GSbdYo7zH0y02nAE/e9uaWZATYhdoWkxLV1XVEBGwjLPwHoZJklhZOJEFOXm0e9yARnlhDgFnYNRY31zdyrrfvQYQsQYEEEX9XGg82cjGh9/gxk9fO+b9Ob7tJL//9F/p7+pHlEQ0VePJHz7L4hsX8JH/u2fMIoY7n9/DyR0VCKKAJElErjBRQlVUtj21gxV3XEb50jIObToaN7kWRWHYmvSaj17FG49vI+ANRvQfIq+XRLKKMll8Y/yEPGdiNicMJ1EUNeb5IiDEVHe/kLiUkJ8HLM0tICfBTofHHbNaLSJwW+k0TEOqa35F5pX66lGT8dEgiQJThohdxJsrCwdoURC4vKAophqsURTRtPiJRjjQn88K+Nmgp62XDX/fwqGNh/H2+9AAg0Eid3I2t37lZkrmFAN6Ne7Bz/+BukP1A7Ohmsbzv3yZe358NzNXTufK96+ku6WHV/7wOqh68AM9SFvtFmyJVuSggtflY/K8Yr7wyKdxdjt58MO/Y/vze5EDMgKQkp3CdZ9Yy5p7Vo0YFALeAI9+43H2rjuALCt6p0PVSExL4JqPXkVqTiqSQaR49kQS0+z84JafYjAZhlU5jWYjVruVI28cp7OxK+oGUrWvhr0v76f6YB0AJfOKMVvNke5/LEhGSVeXP89wBwN0ez2YJUNMivd4IavD5YPCf0cYIOiBektD/bgS8r1tzfQHAiSZTCiaileW8ckymqZhlCSMokRVXzc3Ti6LLFhjCr7JMqsLJ52z7Uuy2UKy2TKurtObT+0ATYtKxsMwWoz43H52PLt7zAn563/dxFMPPKeLEYm6w4AgCAT9Mk/84N+YrSaWvGsRp4+dAfS5z1g0uf5uJ3vW7R9x9svn9nNo4xHWfvhKXvrNKzEpZaIkUjAlb5iv+JJ3LcLZ6+axbz2hFw4M+mJCVVRW3HEZ98QpWoWx5p5VPPnDZ+Lun6qorLr7neN0cAkXF4kmM9cVl0bGw4b59yJQmprG9BgK3y/UVOgaLjG2GykiohHvCtfQk/IUs4V0i5UurwfCauixaJcMFLkSTSaW5w+fATWGRtJG6rJrGpjOsqh4vuB1eTn6xnH2vXKQ3ra+SGcrPS+NZbctYdaqGRHa+Wt/3cTuF/bi6de/H03T2PiwnVXvu5zlty+ldMFk7v7Onfz1y/8g6AsOJAECISuyBBRFJegLIkoiX/nXfdgSzbz6t8289uhW+tr60DSwpyaw8Lp5rLnnylETlAOvH2bzP96gt90RClQaSelJrP3wldhT7aiKSsHUfErmTwqNGHkiFPMwJINEzuRsWuvaaTjZSMm8SZHnXH1uGk420nCyCTkgk5KVrHf+VC3uaJLBYEBR1cha53xBVlU6PC5AIMuWcE4WoBBt2TvwmI7BsV4Aavp6aHU7444nDkW318PRrnZsofjtCQZxywEUVS8KWA26krw7ECDFbKbf74+5ZnYFA+Qk2M/ZhjTBaGJSsglBgCSzmS5nfEp2GG89pdsnxlrXiaJIUJHZ/NjWMSfk9UfP8H8f+A3BoIwoCjqzVdQ7znte3o/fG+Bzf/kk1QdqCXgD5JXkkjkh9nG/9peQDoyqFxxFcYD5IIh6BWzrE29x7cfXcuD1w7F3SADRIHHl+1dGPZw5IYOv//tL/OKeh+jrcCAZJdA0FFm/lr782OfiFq0Arrh7BRsf3hLzufC9ffUHrxjt6zqvuJSQj4KAorC18TRn+vuwGHRl5wlJ0dRsSRR58PK1fHLTOjxyMBLcwjeKudm53DtzOE2yz+/DPwbLk5GQaDJRlpqOWTIwKzOb410dA7NjMebIw89ZDUY+PmtBzG0uySvkj0f3x60GKprKxKSUmB3/Cw05KHNqRwU7X9jLkc3HcPa4EA0iSRmJpOakosoKjRXNPHL/Y3ziN/eSV5LL7z/9V2oP1WNNtGAwGSJzVI7Ofv78hYf5yuOfp7C8gLu+fhvt9R0c3HAYg8mAKIlYbGaMFt3qxGjWxSXmrJ6Fx+HhgTv/j/b6DhAFjGZDiOLWy+PffRpHZz+3f+XmuMfxyNcfZ9eLezEYJax2i74oUlScPW5e/PV6vviPz1K2UJ/3qztcj7PbFbeKbbIYaT/TyS/ueYiEZBvFs4qwJFrZ/8oB/J4A1kQ9gBzaqFcgU7KSyZ2cE5Oq43V6KZxeeO4/VAh9Ph/PVJ/kzabTuAIBxFDx6NbSaSzIHp2WbDEYmJKWzsnuzqjH4yskRDNKBYjMao4VrkBAp52quueoHKKpCgL4Q50xkySRm5DInMwc9rY1o2lgDVnkBFWFHp+PFLOF6yadvd3P2aC1rp09L+7lzPGGyDziUBE3QdCpmR0NnXG2Eo2AN8CzP39J9ygdpG8gCAKCpF9L//zOkzz27SeRgzprwWQ2suruy3nPt++MBMW+Dgc/vuPnIybj+obhhV++zJXvX8n0FeURS5Lw+wRBIDkrmS88/OmYhZ2r7lnF0psXsePZ3XSc6cSeksDSWxaNiZp51T1Xsuv5PTScbIpZrb/+k1df8iP/L4WmaRzubONQRyuaRkioKmfYOfb/5i6isreLUz1dkYQ3XOROtVj4wbIrY56Xza5+fVF6FgU6LfQZi3LykUL2pn8+eiASz+Np2ITvhZ+ftzTm2MzEpBRyEuw0u/qHNQwAfIqMWZKYP4Z79fmGpmk0Vbaw49ndHNxwWJ+N1TTS8tIomJKPOcFMb2svr/5pI6IkMuuKGbz55HbeeHwb1gQLOcXZCKIeV/s6Hbz6pw3YEq3Mv2Yul926BEdnP0/88JmIhozJYsRkMSGIAkZACchMnldMQrKV5/7vJXY+uxtEAXtyAggCXqeHjQ+/QWtdO/f8+O64Oi7Ht53k5d++gqKoZBVmIhn17mBfh4PdL+3jhk9dw5J3LYoc85kTjXGtIwVBoLOhk8e/8xRmm4mMwgymLC7F0dVPb1sftkQrklGisaIZj8NNT3sfGRMysMbQ13D2ubAnJ2AbQVNjPFBUlU0NdWxuqKPV7ULTNHITEllTNIk1EyaNKGgcxvzsvKg17GiImh4RBDS0cdmBuoIBFE3DKAp0ej1RawW/Ap5gAFEQ8cpBbi+dxt+OH8IZ8JMQmiVXNQ1XMIAoCNw5yNP8YsDZ42Lb0zvY+cIe3ZLPaECUhGHNPVEQ6GnpjalPFAsv/ma93iQanDwPivUHNxzmE9M/hyfEXhMEgZkrp/Phn74/okiuyAqPfP1xTh9rAMIFFA0VnQkiiiJaqPG1/7VDJGUkccP/u5Z1v3sV0SBG3E3C1+Zn//zJmMy2kvmT+c3BBznw2mFqDtYhSSKzVs2g/LIpo54/E2dM4NqPX8Urf9oQXfQPrXOKZxWx5gNXjPp9nU9cSshHwI7mBr67ayv9AT8GQURF46HDe7mqaDLfXHx5FM2rLDWdf11/G/+uPMFrp2twB4MU2JO4rWwa1xeXxrxQE43msc2AEX3jGVwdfPeUGZFA++0lV/CxjS/R5/fFFHUTAASBaemZ3L9weVzhk0nJqVyWV8iO5sZhFie6FZvA+8pnnxev4bHC0+9hx3N7eOPxbbRUtaAoKpqiIRr0C7a/sx+/20/O5BwyCtLpbOzmzSd3MOuK6dQfPY010RIVMCWDRGKaHWePiy3/3MYHf/ReBEHg+k9dQ+WealRFxZZsRVN16yNBEnH1urEl2bjslsVs+PsW2uo7MFuMOvd/0HYDviCv/GkDy+9YGjMJaK5uZe/6AxiMUpSoiyiJWBMteJ0+1v/h9UhCPtLp4XX56GjoRPbLdDZ20d9l4syJBnxuP0kZSVHJQ1JGEt3NPbTVt3PmRMOw7mh/Vz9mm4ni2WcnjDIUDr+P7+3eyvGuDoKKEpqrFOj0uDnW1cF985ayakLxqNu5o2w639/1JgFFwRjSNQiOoqY9+CubFE/gJw6ybQmgaXT7PBEaabh4oYWopX5FodPr5osLLuPXB3dzoL0VZzAQuUZzE+x8Zu7i+OJCo8Any3R43BH/0VSLlayE+LRCVVV59sEX2fjwFuSgQtCnU91cvS6dRZFojbpeBRFsY6QpnthRoSv0xijghANZ0B+9CAr4g2x8+A2aq1v56pP3oaoqP779QVpq2kb/QA3a6jv0znuCmdu+/C5O7qigvb6DhBQby++4jFXvXTHi7Lo9JYGr7109puMbDEuCmW8+fz9P//g5tj7xFoGQrWFabio3ffY6rvrQ+FV0L+GdjxZXP/dv20R1X3eUOvmk5FR+dvnaKDsju9HE71ffwMt1lbxQU0Gb20WSycz1k0q5paQ87vxyqtlKs7M/5nODLcQULXqGNrw+mJGRxbRQ5/29U2exv72FA+2tAyNJDGfFZdsS+H9zFsUUcwMwiCJ3lk3nVwd34wkGI0VFTdMIqApBVeWaiaVn7bF8NlBVlf2vHGTrE9up3F2l31sEvaNmtulJuLvPTenCErKKMmmv72Dnc3uYOGMCu1/ch8lsJHmQ5WlYLb2joZO3ntnFnDWzkAwSq963kk2PbqW3vU9XPg99NhrIfhlBFFj9/is4fayB3S/uw5ZsxWK3Rr5kkyUZv9fPye2nOLLleExtClVReevfOwn6g2QPWguIkkhabipdTd3seHY3c6+aPeCiohFTcCfMHOpq6sZsNWFLstFY2cyel/eTnp/G6g+sjKxxUrKS8Tg8tNV3UH/kNFOXlkV1yv3eAB6Hl7nXTMFgOvc0QNU0HjlxmPV1VbjlIIqqoqHR6nZR0dtFY7+De2fOG3XN+K7JU3j81FGCqoKoDQgQj4TBYwYWg5GscZyrYSX1Hq+XgKozFQcXzBRVdySq6evhm0tW4gkGea7mFA6/L3Kd2IxG3jN1JtcXn13xXVZVun0euj36esNuMpGVkMBIvfa96/bzh8/+jaA/iKbo4xVyQA41jgxDmDtgtZvHlIwHvAEObTisFxhjFFA0Te+Ue/q9kRuOhsbxt07ynet/xA9f/zbp+Wn86/tPs+WxN2N+hiqrqAys37z9Xl790wZUVeWaj66hv9tJ5Z5qJIPEnNWzWHvvleSVxNdrMBgNLL5xAYtvjN1gHAl3f/cusooyeem3r9Lb2qtrFSWYueI9K7jza7ecN2ejseJSQh4Hxzrb+fK2DZGbgaINUGQ3N9QRVBR+evlVUe/Jttn59NzFfHoUK6UwbEYjK/KL2N58ZkTa+qTkVGodvZGbU7gafvXEEj40fSAIFCQm8eg1t/BU5XFeqqvE6Q+QYrFw46QpTEvPQBREChOTxpQkfHPxSr6+fTOHOlpDyb2GgH6z+vCMuVw98dztrMYKt8PDI1/7JzUH6ujrcOiCOIKAoiqg6DQzwWDE7/HT195HRkE61kQLx948gRLURdpiVa8FQcBglDi44TAf+OF7dAG6eZO44/5beOKH/6azoXuAziXoqo53feNWUnNS2PrEW4Cmi6sNCRhGs4GAN8jO5/dEqUKGcXDDYVRZiakKHd6nkzsqcPW5sackkFeaQ0KK7n0++DgUWdHt2ULU3NTsFAwmA30dDjSnD2e3E3evm4TUgdnBtLxUPA4P7We6kIxGktISEESB/h43BoPIFbcvJXfy+ZkVfLG2ksMdbQQVRbdWC83qyapCt9fDrw7uZmFO/qhq4VcWFlPT18MTFcfwK0pEcXU0iKHz9aaS2AJE8TA/O48EkwmnOxApRkUg6IHfJErsaG7kisJivrH4cmodvRzqaCWoKBQmJrMwJz/uXGYYqqbR5Oyn3tFLr8+LxWCkODmFRJOJyp5uun2eiI6DqmlkWG1cmRRbmGXzo1t57S+bECURW5KefHtdXjRNT44FUYx0SfQutsCi68ZG4/eMIGIWz5YMDVRN5fi2kxx4/RCKrNJU2TKmzxvYti5Ms/4Pr/PLXQ9EZkCHoqmymQ1/38KRzUdRFI3ypWVc/ZE1UZTO8cCWaOWeB+7m3d+8jdbadowmA3mluZe8x/9L4QoE+MSmdToFHKLu56f7+/jk5nU8ft1tUXoSFoOBO8qmc0fZ9DF/zrXFpRzraocY3b/wdTQvK4cjne1ogt5xDM81T0pO5YHlayLvM0kSv1h5DS/WVPBM9UkanQ7MBgOrCiayLH8CRkki2WRhZkbWqJ3JGyaV0e3z8ETFcZyBQKT4L4kiy/Mm8Jm5i8Z8jOcKTdN44Zfr2PHsLvq7nQQDMqJRJOgLRlhklkQLPpePM8camHH5NFJDie3+Vw/R1+EgM47gWVJGEp0NnbTWtFEwNR9LgplP/vZefvWR39PX4YiibksGieW3L2HRDfN54VfrCHgDZOSnIsvRccdsNdOvOdn36sGYCXlrXTttde0R15ehSMlKpru5mzMnGilbWIIgCEwoL+DwlmOk5Uav007uqKCntRej2UBqTipWu4WAL0B3Sy9djV2c2lXJrCsGvOZtyTYKyvLobumh8VQTiWmJGM0GPP1egr4g+UtJPQAA/BZJREFUsy8vp3Qc9qwj4URXB+vrqujz+0AAoyAiCCKyquL0+3m25hTzs/OYmz2yEF52gp0fLruSb4RszxRVjeltHwuiIHBV0eSIDfBYkGgyMz8rj3V1lYiiOFyrBn29Xd3Xg0+WuWfGXK6bVMb25gYcIUHk5fkT4hbhBsPh99HqctLp8yAikJ1gJ9Vsoc7RS4vLGUqCBWRVJdFkRrBKJMQYYKk9VM9Dn/xzqOMt6PeK4ABTJ+iXdVZn6G9BFFh265IxfR8+jx9ViZ2LaFq0V/dAJURPsp09Tl749Tpu//LNbPj7Fv2eFm92dgjCbLTX/rKJLz32WT79h4/HfJ2zx8Ub/3yTHc/uxu3wkDs5h9UfvIJF188/q/gsCAJrP7yaNR9cRXNVC3JQIXdyzphn5M83LiXkcfC34weB2IKqqqaxtek0Vb3dEV/Qs8W9M+ayq6URDXVYYicAN08t58tzL2Nr42leP11Ln89Lvj2JGydPiUmny7QlRIoC6lnS4wDsJhO/WnUNhzpaeaOxHncwSF5CItdNKh23iuS5YttT26k5WIc5waQnQxYTSlBGCYYq+f4gFpsZQdS72Gm5qRhMBmS/jNflG7HDLIoiclBBVdQItTcpI5GATxeKEARBr84LArJf5oVfrad0fgnuXjdiHHpSeKavuzm2ZZ3P5Ysouw6Fpml6hzMQ5BtXfQ80SEi2IogCnn4vJqsJS6hq53Z4kAMyoGFNtEUq3UF/ENEggqpT6Acn5IIgYEu2kZhqZ+riUlpqWlFVKJ41gbKFJSy4Yjrd3a5ztqoJKAov11biV2SMooQ0mEUgGggqCl1eN+vrqrhr6owRtqTv88dnLWBJbgEv1VRysKOVNrcLsyThU+S493tRFLixbCorCyaOa9+NksSM9Cza3C69jqtphMc0VTRMkkSK2cLRrvbINVaSkhZxExgLFFVld2sTR7vakVUVq8FIUHVxqqeDgKJQlJRKUVJy5PpVVJV2j5v9zc1MT0zHJA7cuuWAzOt/3QRokUBiSTDj9/gjHR+/14/JakKVFeSgQumCycy8YmzJRHZx1nCaTgij0s+Bp370LAazYczBeej2/R4/b/zrLW7+/A3Dnt/90j4e+sSfgIGgvuuFvex4djfv//67uXacHsGDYUmwUDzr/LBFLuGdi/X1VXR4dIs9IZQBh+dWFU2j0+PmpZoK3jdt9jl9zrXFJTxZcYwmV/+wWC8KAgVJyfz8iqs53dfHS7WVNDgdJJrMrJ5QzBWFE4dRzk2SxB1TpnPHlOkR1fazYa0JgsA90+eyesIkNjfU0e52k2gyc3lBEdPTMy8qE65idxW7XtiDyWJCVVR9dEwUUET9Pu93+zGaDJisJtz9Hvq7nSRlJCIHZTxOL5qq6rEvBgwGCVXRCAYG2DxJGUnIASVaFErQ7zu7XtjL5Xctp6elB0GKHa9BHxnrae6O+VzQF0CRlThdaI3+7n7a6tr55YceAnRNmOSsJERRxGwzkTkhA0EQcPW66GrsQhAELDZLpHOnyCoGg4QA1B6sp3zpVIzmgc9KL0zHYrcwcWZRKOGQSc9Lp2ReMQtXz6Df5T/nWA+wpbGObp8XoyhGFaINooiiargCfp6pPjlqQg6woqCIf113O8/VnGJHc0PEYUTVtJhORaBfPyVp6Xx4xvCiyGiYnZnNK/VV+jkgiCGdBy3S+MmyJtAf8FPn6GVGRhZZtgRuLS0f12c0Ofs50tmGMxjAJhnQgEang16/D6vBQFlKeoRFq2kavX4fB1tbKLenk26JTvZf+ePrevIuDaaUDzApNU3TnXhEXZfIardyzceim4fxkJBsw5pkxeMYbjmqKiOfKKqi8cbj23B2OSN2wbrezNhPMFEUePmhV2PairbWtvGDW35Kf2fo/qnpY3Andpxi/to5fO5vnxqXoHLU50oiheVv/yjapYQ8BlyBALtbmwZUSuO87rs7t/LYtbeMaTYmHqakZfCbK6/lOzvfoN3j1m8GoUX+zSVT+dGatfT3elg9YRKrJ4yv43OuYlKiIDA/O+9tmR8LI+ANsP/VQ5ht5kjQFEUBdVCirKkaSmg+RlVU5KBCwBvAlmSjYEo++185qKtgxqDcBgMyE6YVRJLxgDfA3+9/DFVVsYRmu8MI+5Cv+8NrmKwmfO7Ylgjh+afEOJTa7IlZqCGhqcFVPVVRcfW6UEJV+LDac2cjEbpwwKcfl8Ek0d/tRFM1LHYLqYO6h+FFpSCJuPuGdzdVRSUpI5Er3rtCpzxp+qJCEM5uQRcL/QF/xGZHivG9G0UJryKzv71l1IQ8jNmZOczOzGFnSyPf3LGZBKORBM2I0+/HH0OF9bbScn64eg29Pe5xLzry7EkkmsyoIVE3vdgrkGgykWGxhQoBWqgKPP7vrLqvh8MdbaRZrSQO6ry1upwc7mvDbjQzcZBWhSSK5NrtdLjdZIiWKIvB08fO0NfhwGSNHn9ITE/E3etClhXQdH0Ao8XInNUzuffnHxxz8Jo8t5j8sjxdoX+Ms32DMSaa+gjQVI1DG48MS8g7G7r4XahTMBjhvx/79pNMmls8TPjtEi5hMF47XQMM0MZjCUj9+dgBri0uHVMnLB6sBiO/X3MD39qxhUMdrRHvbA2NmRnZ/O7GGzH6YXpGFtMzxqfkf66xHnTr0numjz+hOZ/Y/+pBgn4Za6INVdGQjFJk1E5AvxcEfEGsiRYC3iB+rx+f24TJaiKvJAezzYzX6Y0pKOnp92JJMEd1nv/5nSdxO9xIhmiLV03TkGWFP37ubyy9efGIhcdgQMaeFjvWp2SnRPYpMX3AekxTVar21UQsVAfbK4V9pBtONVG2qISk9EQ6G7rwewMkJNtIzkyKrGX0XdYwWvT1SH9Xf5Qvuqro65i5V81mwbVz9QTeJCFJoj4u5/LHPa7x4FR3Fyoa5hisMCnUfKjoie9eMRQFiUl8du5iPjJjHre9/BSaptueOoN+PMHgsGt0VkYWf7/lVmSXPO5Yn2y2kGSyoKHPg6uh0TqrwUiG1YZZlHAE/CPq1owEh9/Hkc42FFWlaFDcdvr9VPZ0kWaxRbsmCAJpVisOOUCLyxmVkGuaxsENh9FULVJ4EgQBySihyGrkPFUVFTSRrImZ/L/ff2zMziCSQWLVe1dE5qqHXhOjQZVV9r16MOo9g/VfRn2/qlG5pxq/xx9FF9c0jV/c8xDObmekUBJmKwIc3HiEl37zCrd+cTgj9T8JlxLyGHDLgcFsjLiodfTw1+MH44qjjRVzs3J5/qZ3s6+tmfr+PqwGIyvyJ5Bhs8UUWvlfgqOrH0+/JzJbjaYnQZLRgOALDojqqBqIoUqhqhHwBlh51zKW3baE1/6yEY/DTUJKtLq31+nF7/HTXN3K5xffz9TFZWQVZeLscWEYMocDIQs0QWH70ztJyUmhv8up04PMBoxmYyRploMKCAKL4sy0LLhuHk8/8Bzufk9E0A10pVRFjq7Uh09ATdUwmAyoskJyZqKuDivrc1pKUNGtS1ITEEUx0h3VVI2hjCdFUVEVlfLLdBp3PCGa8cLn9tNwspH6I6fxunyYMxIISnLc5C0c3FzB0VVEh2J6eiYJBhM+WSbBaCTNatNtg0KMBq8cxBYSLTzbYllpahomUSLVkqB/xyHV1bBibJ/fx8KQwNJQdLf00HCyCWe3E7PNRH5ZHrmTcyJFH0VVOdXdiVESo5Jx0EWUUs0WOr1u+gPRiq5iSLypx+eJSsiDATkU+KL3xWCUSMpMIugP4nF6ueyWxdz46WvJLxtfgU0QBD7y8w/y4zt+jhyQI8yR8VS+zxWxlP83PfrGiPsgSiKv/2XTpYT8EkZEv98fEr6Ov+T2Kwpf2baRv6696ZyKlhlWG39YcwPVvd0c7mhDQ2NOVi5T0tLJSEyky+88623/N6C1th2T1RQScyKUeOgJpBzquqmKMuAXLon0tPRQPKuI2atncnjzMU7trMCcYNH9mEPwuny01LYBGt+46nvkluSw6Ib5HNx4RGcWDLl3CoKuLt3V1E3twTp62/pwdDqwpySQmpMacTuRgzKqosbs6IFOSZ+6ZAr7Xz2ALdkWiQGNFc2RZDweAt4AzZUt2BeX0tnQheyXcfW5EUWR5Mwk3dLSZECQRBRFIZYBnrPbSen8yRFhzaECn2cDOShzbOsJ9r16kI7TnVgTrfRelYImxR+7FNDFTmVVHZfqus1oZEZ6Fgc6WrBIBpJNFpKMZl3AMKznoip8dNZ8UixWulzjv35KU9Oxm0wI6JR5WVURBSHiLNDn95FoMlGcNHzU09Xronp/LW31HUiSSH5ZHpPnFUe54bS6nLgCfiYkpUS916vI2IwmfIpMr89L9pDZ9ySzhQ6nO+o7CzMoh96CwqOOmqqrjBdOzee937mTGZdPi6uyHw83fvpaDrx+mPbTHQM+3UPp6iNBi/6/xoD/+Fi3MVT5/+T2Cpqr9ZG3offfcFPu9b9t5qbPXHdeNBHeLvzn7vkFRKrZikUy4FNGV2t8suI4H5g2e5jt0XghiSJL8gpZknf+FK7/G2AyGxElCSWoYE9NQDLo/zeYDJgsRvzeQMTWSFM0zFYTjk4HhVMLuOK9K0jKSOKur9/G4997GmePC1Mocfb068m4IAq4+9x4+z3semGvXlkUiHsTUxUVry+I/7SuBKopGn5PQFczT7KG9kNl4Q0L4tJdbYlW3vf9d/O3Lz2K1+nDYDKgqWqE5hOFQUp+iqwgGSWaKlqQjFIkGQn4AvS2BXH1uckuysSaaMXd58bvDZA4qHIvB2W6m7rJnJDJnNWzxv1bKKoaUiSN7ia4+txsf2YXjaeaMFlMmCxGetv6ME5RCZhBE8RhgmBhzYQCexIH21s53d8LQHFyKjMzskcM2skh9fJ/V53AL8uYJAlREBBEUZ8xB26aPHXU2fSRsCxvAk9UHKPN7SLDasNoGBB1cwYCGEWJ64aIuGiaxtGtxzmy+RjuPjcGkwFFVjm69QST5kxk2a1LsSSYcctBenxekkzD58F1YRoD7mAQZyAwzGJFQGBoTMubnIPRbEL2B5GGiJAIoRl4i9XM2ntXjzsZD6NsYQnffvGrPP3jZzm+7aReAADMdn2e80JClERKFw6fdTy5oyKubyno1+rJHRUXctcu4b8ARUnJtLido4pHnerp5Ehn+3nx4y5N1T2zLyEalgQzSlDBZDFiTrDgdXoRJRGD2Yiq6sXn8BiLZBBx9XrIyE9l1d2XI0kS13/yanpaemmrb8dmt2K0GHF2O2mpaUNTVRAERFGkv6ufUzsr9VE1Y+xYE56ZPbHjVCTJ6PH20dPaR87kbKwJFpw9LopmTGD+1XPiHtOV77+c1tpWmqtbsSXZMJkNtNaOzhrSVI2ell4OvHqI8EJADsj0tvfR39VPbkkuVrsFi81Mb7uDhGQbKSGmnKqodDf3YE20Ujxr4nh+gsixhxPTwUVnOSDz1I+f5fDmo2gamK0mnD0ufMf9KNOTCAZljEOYV2ENolSzhbq+Ho52dRBQZHISElk0Bg2Z28qmcbSrHVcwgN1o0pNPQZ+19slBpqRlMC9rdCp8POQk2FmUk8/WxtOYJUOUl7hPlvEpMtdPKh22n/VHz7DpkS30tPTq9poaHN58lJxJ2Vz9kTWRrnSn1xMzP9C0AWaLKxAgOyH6+Vh1P1EUKSjLo7GiOfbBCHq8XHzjwig9gfHAnmrXY/1PnmPns7sJ+IIg6KOc/V2jFzyGFclDVOMxTawJkFmYgXWI8n/l3mokSQoVnmK/z9XjpK2unYKp+aPu4zsVlxLyGNjWdHrMQhIeOcjRznYW57798wf/jUjKTKJ4dhEnt1eQlWwjJSeF7qYe5ICMZJQwqkaddq2qCKJIUkYSS29axNoPX0lShj7rvvz2paTnp7HpkTeo2F2FElQI/H/2zjo8bitd4z9Jw2Z2HHLQYWbGJk0pZWbmdkvbLXfL3G6ZmdsUwszMjGZmGJ6RdP/QeGLHM6Y4bdLr93lye9ejOToaSec7H72v040oiRjMer/zraoqLoeM4tGcY+kYDWevx+t3miVJQtKJeN1Ho/WOSgeWcDOjLx7N5U9cXG8mZcTZQwmLCmX2u/M5vOWIn6XaL/kQ4KuqomoMlbKCwaL1klsrbBrLpgAep4fS/HJi2kZjMBv9Zfz5qQXa2JJIQqcELnvsQsJrlM81hCq3i9TyMlIryvAoMiF6A10jo+kUEYVBkti2aAdZ+7JJ6pJYKzrZVy5ig2LFjYxekPztGLKq9WcZJR1ZVRW8tmWtX7JHJwh0jozm5n5DSAoNPsfr+wyiyG5jRXa6JnMiaM6qJIpMbt+Za3oPaPT1BYJFr+eBIaN5fuMqih12P/uqV1EwSjouSenDsMTaC3/ajnQ2zdmKOdREhxrScU6bkwMbDmE0GRhz4Shfr2dg6bYQvcFHLqXWMciKquJRZaIttY1VRHwEg6cNYN1vG9AZ9bUyQ4qi4Ha46TywU5P6oT0uD/YKO+Zwiz+70rl/Mv/+4T7K8suoKK4iIi6crx7/jvW/bWr0uIHQULZdURSmXj0x4PcaHvx4ZtaKfzpSy0tJrShr0BmXfASRa3IzW8Qhb0Vg9B3fm9Tt6SiKQnSbKPLsLjwuD3qDHr1J7wvACXg9Mgltoxk0tR/Dzx5K226aQ5aQHM91L13Jhj83sX3xTlwON0VZmlya1o9+dG1UvRoprCKrHBv/VVXVL71ULfmkyoq/HDr/SAHxHePoP6kP5z8wM2CJfDVikqK58r+Xsu63jexctpvygvLGZxvRHLeQSDP2Sm1dFkQBWVbITy2gY58OCJKIqBNJ6taGvMP5/uB3RFwE/Sf1CaoRHQgeWSarqoK0ynJsHg86QSA5PJIO4ZGEGgysnbWBrYt2EB4bXktKrXs5FLtkqlQXYZLol8v1qqqmjiKIGHQST6xbjkv2IiCgArFmM9f3GVTv/nlEm3bc3G8wH+3cQoXbSfWiLgoCXSKjeXLkhONqGwW4se9gihw29pYUISCgE0WN6V0QGJ7Ylst61E5glOSWsuCTxdjKbbRNSfK3HsoemdzD+Sz4eDEXPXwephCTrye9Lkx6HaKg8e0EMmVVLhfRJnOd5MTUaydpbZXHtDyqqqq1eegkJlw2ptHXrigK1lIrOqPeL4EXHhPGDS9fzWWPX0RxZjEGi4GDmw7z/p2fNHrcmlAV1R8sqC+IDnD6TVPr2nZfa0b9EE55e9/qkB+DFVnpPLpmaZO6RTzK8WmJn0xwyV62+SScEi2h9I6Nb5H+tOZCEATGXTSatO3plGSX+Pu/yvLLcdm17HhIuIXErolMuHQsw84cTGhkSJ1xeo5MoefIFFx2Fz8+/yuLPl9WRx5Ck4zQ4/K6cLvcmPW1HR+vz2kWREHr4RIEDEYRRVFQZBVFUTj/gZmc3kgCjd5je9J7bE8qCiuY/d58Fn66FEEQcHuDl3FXL2aiqGWdLaFmH5mNVspvr7AhCGAOM3PBQzOJTowka58WTW3fsy29x/RskpRDmdPByuwM8u1WwvQGjJKOEqed3Jwqcq1V9NZHkLk3m+jEqDqlQmOI4pDbTplBwVujx1tAQC+ImHU6ylxO4i0WnF4Zu8eDS5HZVpjHm1vX89jI8QEZUw+WlbAo4wgZlRXEmkNQVC363jMmjikdOtMnNr5FeuF7xsTx6vhpLMlMY0N+Nm5ZpltUDFM6dK5DdqQoCvvWHQRVJTKhNqOuKcREdGIkqTvS6Tu+N2Fx4SRYQv2kTTURYTQhCFoFQU1WZ1VVKXTYSIwOJyGk7vN90b/PJWN3JrlH8v09ZYpXRpFVIhMiufaFKxv1m5TklPL7W3NY9aMm1SPpJIafPYSZ95zplx6JSowiKlF7D4dMH3RcDnloVAhTrpmIx+Vlzrvzaxns6v//mucuDxj17jO+F6k70oMaeFES6Tu+8SzYrfj/hXyblZsXz8bqrr+PVuBoJsur1L+ZPJWgqir7S4vJs1mx6PUMiEtsUBniRGPw9IGs/30TBemFRCVGkpAcT3FWMW6nG1mW0Rv1JHZOYMjpA5l0xTj/OlQT0W2iOP2m05h67SS2LdrBmze8h6SX6lS96XzVdtW2s9Z6XoPAShRFzZnQSVq2V9EUZ5K6JXL9y1c36rqiEiKZcfNpTLpiPLtW7Ob1a99p9G9S7XSZQo2oiqqpZKjgcXvIO5JPSISZsReOZNoNUyjLK0f2yFgiLCR2jscc2niNcbcss7kgh9TycoyShEWvxy3LbCnMI7OqgiFxbdjw52YknVRH1zy2CtrmeMhpJ+Bye/D45iwKAnpRwKTTU2Cz+WXG7B4PXlUhu6qSt7Zt4DGjiR7RdQMHFS4n2wrzSKsoZ2B8G4ocdvQ+PpWxbTsyKqlDi7R1RppMPD1qEqtzMliZnUGp00G8JZSJ7ZMZ0aZdHdniAxsOUl5QQfuebWs9N5JeIqlrInlH8jmyNY3eY3sSbwkh21pZ5xkL0xsIMxhJLy8n5Jh9TqXLhc6ko22ApMT4S8ewY9luv3pJtRKDIGjyrNe/fFXA9+JYuJ0e5r43nwWfLKGiSJNj7D6sKzPvOdNfQWkJM/uTC0aLsZZGeFMh6XWMOHsovcf24OP7v/RXtgL+PvMh0wcGlBbtNaoHv7z0W/DBVQiPDyexc12Z4VMJrQ55DaiqylvbNjTq2OryCxGBbpGnfumZqqr8ceQAX+zdTqnTqfVpiwIdwiK4e9AIBh5HSdDxovvQrlzw0LnMfmcepblaaXN1KXaHXu2YePk4+ozr7c/k1QejxUjqjvSA0jMAkqQ5uqqs+rPw1XIr1YuHrkbmXBAERElEFEH2QuaerCZfX0R8BAMm92ORzyEHAtP716j5kXyEHpJeIiTSgsflxev2IHsV+k3sw7n3nuUvTw7W39YQVFVlS0EeBXYryeGR/k1puNGIW5Y5VF6C11GFo8pBTFJdAxCGjvOcsczzFGGLNqAIgKASojMQYzZT7nIRbTSRXlGuEacdPTObC3KZl3qIC1NqO1Qb8rJ5b8cmqtxuQvR6zL7y7nK3E4Mk0bMBVmBF1YhbREEgRKdv0EmNs4RwSY8+XNIA8Zy1zEZxdkkt/duaCI0OJWt/LkXZJUTER9AjOpbMqgpKHPZaRFEqWuVApNFMucuJ0/e7uGQvEUYTg5OS0DmPMqpWIyI+goe+/xdLv1rByh9WYy23YQm3MOrc4Uy5ZiKxQaSAaqIgvZCnzn6eqlKr1jsmCHg9XtbN2sjWBTt49NcH6mjXD50xiLgOsZTklvqIZBo8jSYvOLgzt719AykDOlJRqSkh9BjRnXkfLOTgpsOIokif8T0545bpfr6DYzH5qgnMfme+n0n+WGi6po0LjrXi/x++2bcTm8dNfdtLEY23AbQg2fGqqpws2FNcyNvbN/qqnhQkQSDaZObSHn05p0vKX8qsXhPhMWFc/dxlfP/Mz+QcykP2as6lKUQmKjGKCZePZcjpgxpV4aXT68jal+PrRw98PZJOQvbKWjuYTvJX69R0FGra4epsuSIrHNmW3uTrM4UY6TOuFwaTXisFbgSqA92iKGKJMON1e/G4PHjdMgnJcVz+5MWkDO+GKIokdGwaGWBNpFeWk1peRmJIaC1G/yiTmWxrJRvTMigtKCckom41gAD0T1XwllfC0ERUox4EAZOkI85sIcdaRYheT6nTgdXtPlqBqqpUedx8smsrL4+vrYhR4rDz3f5dHKkoI1RnwKI3EO/jiEmwhDI4IalBZ9zp9SKrCpZG2HqTTseUjl2Y0rFhSd+0nZmYQoyB95B6CQSBnEO59B7bkzahYURVlJFvs5IQEurfR6mqiknU0S48HIfXS4HNiiSKOL1ejDqJgQlJRKt1kyeSTuKuD29h2TcrWfDJEvKPFCAK0HdiH868Nbi9rAmPy8OLl7zG/g0Ha1VrHN58hJcue4NrX7ySqdfUrkqLSohk3EWjWfnDmqA2NxB0Bh3/nfcIPQd3xuGWUVXo1K8T8z5YwMbZW/C4vLRNSWLaDZMZd9HogPJlKcO70bFPB7L2ZSP79ibVvyFo7+XpN01tNsv6yYJTe/YtjP2lxWRbtUhRjdbdgFABSRAYndShDhnDqYhZh/fx9vaNKKqKWdJp5bmqQlpFOQ+vWszL40+jb+zfF30aOKUfKcO7sXf1fsryyzBajKQM79Zo9siaECWx3rVE0knoDTpkWcHr1ojJqntXNOc7SM8ZgcuQG4Oeo1Jo2z2J7IO5dct6ajjhskfRNCZrGAJRFDGaDegNOtwON+MuHt3sXuGaKHbYybVVkVjDiFTDIEmE6g1kVliRBV/WQKprnGI9EmfmW+gwbjDFogdREOkZHcufqQfYXpRPlrUSp9eLSafzn0NRVSpdLn48uIfpnbr6s8iVbhef7N6Kw+uhbWiY/zeIMJqwedysyE6nd0wcE9p3qjMPWVFYlZPBsqx08mxVCAh0i4pmSocuLVKCWp1lCca4LtRgCQZNV3hkm3ZsKczjSHkpBknCoyjoBJGhiW0ZEJdImdNBsVNjyY83h9AmLIzE0DCKnYH7uMKiQznn7jM4+64ZeJwedEZdkwhdPn/4G6pKrKiofqMooG1QXXYX79/1Kc8vfbLWs6c36nn4x/t4/qJXKcpqHIuuqqpMu34yiZ0T0Bv0gNaDPnjagHp7MY9FTFI09356O69f906tgJkoiaiKyg2vXE2XgXWfhVa0AmBO6kF/q0xDUNAqViYGWFtONRwsK+GRNUuocrsx63SE6PTIqkqp08G72zfikeU6gdC/Ekld23D3x7dxcONhsg/kIIgCyX060HlgpyYTVDXkhImigCqJSDoJRZa10vQa8jr1ahs3k9TSHGpm4uXjWPjZ0oZL1wVqyZhVV/HpjXqcVid9x/em58iGHbCG4FUUUstLCfFVwdWEKGjSX7klZXgsEoYg8lc6j0ryhjLGjBpGSP92eBWFxJBQ0irK+Hb/LsqdDio9bgyShCQcbRO0ez1sKshhW0GeXxZNVVUWph8htaKMTuFRNcq2zbhlmX2lxSzNTOOcrj0CziW9opwthbkcKStFQSXWbGFQfBL94urnp2ksFFmuw4tTE4JwtMoiVG9gYHwbthflk1NViSSK/haZduHh9IqJw+mVKbRbcSsKHcOMtAkLo1tMbFAJWkknMeXqiUy5eiJupwdJJzaJsG/hZ0vZv/5gnVYxxfc8fvGfbxg8bUAtRQKAa567nIqiSrYv3gGNJHYddd5wkvt2JCTcgsPXg96hVztufvN6bn7z+kbNVxAE7v30Dp45/yWKs0o0sjhVY5pXZIVR5w7nzNumN2qskxmtDnkNlLnqkhMFIyIQBYF4SwgPDh19wud1omHzuPls93ZUVa1VIqwXJHR6EavHw6e7t/H6hL/3gbeEmRlyetNlWRRZIXVHOrYKO/Ed4+gztheHtxwJKOFU/bexF41i6nWT2TJvK/YqJ4md4lny1QrSd2UEPIeqaKyfKUObx+gsiiJ3fHALL136upZtPCYCWa1bLvkYZwPB4/JgCjXRdVDT5PGCwepx45a9mHWBA06hBgPOED3GmBAqiiuJSoisc0x5YSVx7WKY0L1brc3NT4f24vR6cXi9vuj10e+IgoBBkqh0OdlSkOt3sNflZlHicNAmJLTOfQvRG6hwuViSmVbHIZcVhS/27mBpZir4pMsUVLYW5LG3pIjLevRtVFS8PoRGhRARH05ZXjmW8LplgvYKO8YQI1GJkYBmYAbEt6F9WAQZleVUul0YJR3twsJJCglDEkXiLCF0rzFGY5NWgiDUkkBrDAoziti1Yo/mjAdgHFYVlez92RzZmkrXwbV/q8ROCbyy+lk2zd3Ku7d/1GCPWFhMGMPPHtqk+QXDwKn9eXXNcyz+Yhk7lu7yKwhMvWbSKU3u0ooTC1lRsHkbzlAqqH7G5WdGT/rbS7pbAl/v3aERRhqOZvh0gkC4wUiV28U3+3cyrVPXWi0zfzUknUTPUSmNyvYdi/y0AkpySgmJsNBjZHfU11RUhYABY1lWiOsQyxN/PMyGPzZRnF1CaFQo5YXlLP58WdA9giiJ9BjZvc54jcUlj15Axp4s9q8/GPBzv73XB3ayNMZ5gV6jAzukTYXT68Xm9RAWoEUMtOyxzmwgtmsCRevTAmbJHZUOTBYjwwek0Db5aEXlkfJSvIqC1evBIB51xkGzLUZRwiXLLMtO8zvkhQ4b+8uKiTOH1HGgDZJEtNHMruICJnboVOc53VVcwJ9HDlDldhNlMqMTRDIrK0mrKCe7qoIzOnc/7p7zdiltyTkYWAZUCw6rJHQ6miyKs4Qwtm1HCuxWypxOBAGiTWYSLKH+LH+HGjKngtB4CdrGVIYeiwUfL67XmVZVleXfrqojI2YwG7j/q7s4sPEQH9z1KQUZhZqPVI9ffsEDM5s8v0CI6xDLC8ueYvXP61nzyzps5XaSuiYy6aoJ9JvQ+2+r6mlJnPrWpQWRYKnbmwl1nfJQvYGLUnpzSUqfOizIpyLW5WZR5XFhCcAEKfico11FBeRaq+ol2joZseaX9fzy8u8U55RohlQU6NQvGZ1BI4Or2UeuqioelxedXsfkqybQtlsb2nY7wz+WKcTIO7d/hOyVa5XBqT7JrZDIUEaeO6zZc23TOYGn5j7Cyu9Xs2bWBspyy/B4vOj0Ekld2zD+0jGk7chg5fera5XTV0thKIrK+EvH1Esw0xQcLdVUahnRasiKislsInlgZ/Ys3IXBZPAbalVVqSiqRFEUrZzumCBCx7AIVudk+gnOakJVVRRULJKOPSVFfgc7z6ZFV4MZU4teT7a1so60ypbCPJZlpRFuNNbq2Y40mii02/jp4F46Cmac6WUUpBYCkNA5nvY92vlZaxv8rXQSPYZ3Z+X3q7FX2LHU2LB43V6KskvoPrRbndLxGLOlSdrGZYUVFGWXEh4X0SxDfCzcTg/lBeUc3HTYrxkaEAKoCmQfzK3jkIOWKR917nA2z93Kxrlb6u0zm3nPmc2S3ynJKSV1RxqiKJIyorufKyKuQyyXPnYhlz52YZPHbMX/T0iiSKTRRHmAIHxN6ESR05O7cmmPvnSJjK732FMBJQ47mwtyMUpSwA1siN5AldvF2pwspneqq2xwMiNzbzY/Pv8LBzcdRvYqiKJAQnI8ce1jKc4uQVFUv353dVm6IAhMv3EqkfERTLthin+sktxSln2zCq/bq8k21bD11QRVx9MOY7QY+c9P97Pm1/Us/nw5uYdzkT0KoBIaHcqYC0aR2Cmerx7/DqfNhdFi8M9BlhU8Tjcderan95iezf/BaqBaUjMYR4Kiatc8ZNoAFm3Norywgoi4cP+cXHYXFcWVDJzSj6SutSvO2oSE4ZYVFEUJuO57VRWjTuJwWSkOrwezTk+pw4HV4ybeHHhPHm4wkmevotThqOWQV7ldLEg/jFtWar2vkUYTVrebjQU5tNFZMKZXkro9DbfDQ0zbaLoN7kL7Xu0a7dT1GJnC7lX7KMkpJaZtdK3noyCtkOg2kXQbXDsxYtLp6BgeScfAXW11YKuwUZBeSEhkaMAASFOhKApleeV43B4ty9wAsoMwuQuCQI/h3Zl575l89K/PESXBL7dW+0DoN6F3o9rljoXD6uDAhkN4XF469Grnr4Q1h5qZes3EOuX0/xS0OuQ10CUymh5RsRwsL9HE54/5XEDrp/lz5mUtUvZysqDM5UTwscgGgiQIuBWFcpfzlHLIl329ks8e/hrVZwgEQSNgS92R7tcO97o9KIrq1yLVG3Tc8Oo1tO9Zl/Vz+NlDSduZwdwPFqIoqsbSirZAmUNN3PvZ7bX0JwFK88rYNGcLtgo7CcnxDJ0xKGj28sDGQ8x+Z74/09emayLTb5jChMvG+g3ZqJnDqSisYMfy3XjcXq0X3hdNH3L6wBaLRoIW1Q03mCh3OgM6jaVOB10ioxg6oR2CU+bQ5iOU5JT6Su5lQiJDGDJ9YMCy4dFtO/DDgd24A2wA3IqMThQJN5rw1JC50Iv1O3GKomLQSf5AQjVWZ2ciK0odAjXQdIFTi0v4Zs4qOufIfrmN3MN5HN6SytDTBzU609p9aFfK8svYs3o/pXnlmEKNeFwePG6ZDj3bMTyILn1jsGfVPuZ+sJDU7WlaX2WYmTEXjeL0m05rlrG2ltv47fU/WfHdahw2JyhHy+kFSWOJURSlVhRdQMBorj9rNuOW09gwe3PAzwRRIDQypEkMsAAVRZV8fP8XbF2w3T8fnUHHxMvHcfmTF7dIYKIV//9wbtcefLF3R70M659Nm/mP6RsHqHC7kFUVY5C1VBQ0W9JQoOJkQ/b+HF656k2spVZNejPUgCwr5B7OR9SJhEWHUllciSIL/gy3Cky8YhxTr627uY9JiubO92/mrZve95G2HiVTRYBLH7ugTqm4y+5i45wtFGYUERoZwrCzhgSsGgMtuDj73fms+mktTquT0KhQTrtuLKfffFqt/nhbhY1Zr8/GaXXV6pdt0yWRO96/uf6S+ibAoteTYNHKywPZyQqXk3CDkVETe6ArdrL4i+UUpBX6EgIKOr2OXqN7cN7959RxaockJhFuMGD1uOpQ48iKgopKtCnE97+1a5REUQsQqAp6IZATryD62NBrYn9pMcUOB50j6nLahBoM5JaV8eOfK2m3vRK9WdNxz0st4MCGQwyY0o8R5wxtVFtEm84JTLh0DMu/W03WvhzMYSZURcVpdRKVGMWUayYRGtW8Vta81AL+eHM2Wxdsx+P2IkoiA6f255y7z6BdStOrvhRFYckXy5n34SKKs0oaVWYONFhlN+Lsofz04iwqCisRRAGdQfKXkiuK9o6d+6+z6x3jWMhemVmv/cn8jxbhtLl8STSRPuN6ct1LVxHXvvGKAaciWh3yY3DfkFHctmQ2QC1DXb2I3D9k1D/KGQeIMVlQ0bK8gbKPsqpFm2NMjWfsrA+youD0ykiiUKdfqaXgsDr49r8/oSqa3Em1kZBEyZ8J7z2mBynDurF71T4UWcvkTrhsbNC+dEEQuOTRC+g3sQ9LvlhO2q4MzCFGBp02gIlXjCem7dGIrOyV+erx71nyxTJ/uZzslQmJsHDdi1cxcmbtTPqaX9bz/l2apISiaLJneYfz+eyhr9i5fDd3fXgrkk7CYDZw10e3smf1Ptb9tpHygnKik6IZOXMYPUelNLnHrj6YdXp6RseyIS8bURCINJq0fnpFochhxyRJdI+KQW/UM+LsoXQd2Jncw3m47G4s4WbapiQF3ZB0i4xmYHwia3KzsHncfmfb49M+bR8ahkdR6Bh+9Pt9YxP488gBfxS9JlRVxeb1MLZdxzobgsyqCsz6wE6b4pZxVTkpVXWM71mbsKwos5jN87cRHhfeKBIhSScx4uxhtEtpR9rOdMoLyjGGmOjUryMde3fAFNK8EtB1v23k84e/xuP2YjIbkPQS1go78z5YyL61B7jvizsbrIpw2pys+20jBzYewuPysH/9ISqKKvwBHVXQ1jpVUVFQAvY2qqi4HPUzUncd3IVb3rqeD+/5rFYWCiA0MoSHf7yvScy/9ioHT5/zPAXpRbU2El63l8VfLKMwo4gHvrm7RZ/7Vvz/wKU9+rIw4wj5NmvAXvJzu/b4RznjAFFGkybppCroqevoyKoWhItuIVuvqipVbjcqWmXhiVJsmfX6n1hLbYREhPirfERJRKeXsFfa0Rl0XP3s5WyatxV7pYOkrolMvHwcKcO7Bc2KDp4+kBeWPcWiz5ayfckuUFW6DenC1Gsn1akSWvXTWj7799c4rU5fP7rCV49/z7QbpnD5ExfVcpxzDuby33NfxFZh1xx9AapKq5j9znzW/baRJ/582G83z7h1Ov0n9WX1T+vIPpCDKcTEwKn9GXL6wCappTQGnSOjyLdZybdZiTNbkEQRVVWpdLuocrsZlNAGi97AhMvG0nNUCjuX7aY4pwRTiIkeI7rTfWjXgBlws07PzK49+GDnZhxeLzpR1JREFE2fPNqoMa8nhoQS4rPT7cPCiTVbKHbYaRNS1/Zqfw8l8Rj+pnKXE8HXZnIsVFWlIr0Eu93K0JREdDXaT6xlVrYu3E5suxi6D21cZUjf8b2JbR/LgQ0Hyd6vkQcm9+1IjxHd6/ReNxY5B3N5/uJXsZZakXQigo9PaOOcLexeuZcHv723QflSRVbYsWw3m2ZvxmFzUZheSMaeLK0MXhQRBQE5WC+uD6qiUllSlxm+JowWIw99ey8vXvo65YUV2vd8wS6dXuS6l64iZVjTWjg/fegrVny3Gvw8Nlr2ffeqfTx9zgv8d/5jja5aPBUhqI0Nl5xiKC6uai7nBjuLCnhty1r2lR4lKeoYFsGdA4cztt3RlyGzsoI9JYWIgsDghCRim1B62hgIAsTGhh3XtTQGDq+HS+f8TLnLWYd5WlVVrB4Pw9u05aVxp9UzSsOQVYUSXGxKz6LS5UISRDqERdA1KrrFf7vVP6/jg3s+RaeTApbhyh4ZRIE3N73U7Be8vvvz+X++YdFnS/1s6TW1lgXggW/vpf9Ejbm7vLCCu4c8iNfj9We7q1Hdm37ti1cy+aoJzZrn8VyPrCjsLC5gf2kxVrdPjs3X/zQovg2dAkSiG4vU8lKeWLucUqcDWdUyEGEGIwlmCx5FwaDT8e9hY2gbGu6fy7MbV7G9MI9Ys8XvlHsVhUK7jTCDgUdHjKez0Yzxj1kY583BaK1gi8vFsv79ODhhIl5D7aivtcRKamkJQwzRTBJqR19VVSX7QC7DzhhMjxHN7xc8HljLbTw86QnslQ4sEWZ0koTsqyqQvTJOq4uzbp/OzHvPCjrG4S1HePXq/1FVZvUrBlQ73JockOAfTwlC2FMNnUHH80uf8uv+BkNJTilLv17B4S2p6Iw6Bkzqy+gLRvp1TqFx69ufb8/j+2d/rpf86KHv/+V/l/5ONHQ91Z+3ouXRXBtZ4rDzyua1LM9K9zM/h+kNXN6zH1f3HuDf2Fs9bnYXFWikS+ERtQKFLYG/ytYDPL1uBSuy04gwmOpstivdLsIMBr48/byAkpONh0qmx8rC/QfJqtKIcpNCwxiW2Jb+cYkt6piX5Zfx74lPgEDACh5ZlnFWObnlf9czdMbgZp2jvvuzed42Xrvmf0G+CGfcMo3Ln7wY0GzKo9P+S+aerFql8NWfCQgMmtafez+9o1nzbCyCXU92VSU7i/IpczqppqgNNRjoGhlDz+jYZvdeu2QvD6xYyMGyEryqxo9jkCQSLKGE6g1Uul1c12cg49sn+7+zKjuDP44cINxgJNpk1myXqlLssOGSZc7v3oshEdG1bH22pGN+796UzjgD+ZhMf2VxJZu3HSTSZGKKM7LOHHMP59E+pS1n33XG39aP/PzFr3Jg/UEMZgOSdJT8TSNWddOxd3uemvNI0PlVFlfywiWvkb4r009uWr3vlPQSOl/ARFEUPD4Z3/pw3UtXMuXq+svDnTYn62ZtZPuSnbhdHjr3T2bCZWNrZbMbs76l787ksWlPA3XJFFVVRVVhxs2nnRStaSfK1rdmyAOgX1wCn08/l9SKMgptVqJMZrpHxfhfgiK7jf+uX8GG/KM9FpIgcFrHrjw4dDSWINm4kxVmnZ6b+g3h1c1rsXo8mH2M115FwSXLhBkM3NC3eYasGl5FYV1eJpkOK6pbJkRvwKPI7CouIKOqnLFtO5AU2sjmmkagNLfUr9UdCIIooCgqZfnlLR5xK8ktZfEXy0Cl1vlrOuU/vfCr34lY8d1qZK9cxxmvnqcqqyz4ZEm9Dnn67kz2rdmPqmpakl0GdmoRoyKJIgPj29AlMpp8mxWPLGPW60kKCSNzWzpf/DaPI9tSkSSJnqNTGDVzeKNLvDtHRnNNnwH8dGAPdq8Hi16PCFR5PRpPQ/fefme8ei53DhjG29s3srekiBKHHQEBBIgzh3Bj38H0WLeOsDtvQawoRxVEUBUGCiKD16/H9vU3fHznnewYepRQrMruQBIEkoUAUi6CgMGkpyir+G9zyDfP3Yq9wo453Fznfko6CUGEVT+t46w7ZwTMTpQVlPPS5W/gsDqRJEnLTHiOtgHIHhnBIPnl+5QaLQK1UB1UUlQWfbqUa56/vN55x7SN5sKHzm3w+hxWBxv+3Iytwk5ipwRSRnSrle1e9vWKep1xURJZ8f3qk8Ihb8WphxizhefHTqHYYferHfSOifcTLXkVhW/37eTP1INUurUSSoMk0S8ugTsGDD+lWriqcVWv/uws1pwuk6TD4Avy2bwedKLItb0HHpczrqoqy7LSWJ6Xgd3pJsrHs3O4rJTD5aUU2GxMS+7SYk5PeWElsqxgMAWesyRpMlRl+eUtcr6aUFWVH579uZZtr30AzPtwEWfefjoRceGk7UgnY1emtp4eszcRBAFFUdi6YAeleWVBs6zlhRVsW7gDh9VJYud4+k3s02JyT+3CwomzWCiw2XDKWjY73hyCp8zO2l/W+/p6PSR1bUOfcb3oPCC5UffRKOm4Y+Bw3t+xiXybFaMkYZAkHF4vVR4XY9t1ZHTbDrW+MyqpPQ7Zy7qcLI5UlCEKGnlYpMnE6R06MXLrNsLvulWz9aIIikJbUeSGpUtwfPYpsx/6D4dHjfKPZ6+04xJV2quBeZ/CosMozi7FYXXWChz/Vcg5lMehTYc1bqAAz4bOIJG1L4e0Hel0HlC3DVBVVV69+n9k7s0GqEOuKntkjSjQpxQk6cS6fd/+E2otarPfnc+kK8fXW4FmCjEx8YpxTLxiXL3XpygKe1bvozCzmNDIUPqO71WrymPNz+tAEAKS12qJBJnl363ikkcv+EcQuAXCX+KQf/PNN3zyyScUFRXRo0cPHnvsMfr16xf0+Hnz5vHmm2+Sk5NDcnIy999/P+PHj/8rploLnSOi6vSiVLld3Lz4T/Jt1lp/l1WVBRmHKbBbeXvSjONmcfyrMaNTN4ySxKe7t5JrteL19fZEGE1M6dD5uBlXUyvK2F9aTLeEOLyOo5rTUSYz2VWVbCrIZYY5BH0DupKNRVh0GIqiIKp1nVw4yqbemFLkpmLTnC2BdcQ56pSn7cygMKOI+I5xZOzJ8vfKBIIqQK5Pk/VYp6usoJy3b/2QgxsO+U4AqJDcryN3vn8z8R3jWuSawg3GWs/A4i+WMee9BbidbgxGA6qqsuK71Wyau5XLHruQgVP7NzimS/aSHB7J+PbJ7CkupNBuw6TTM6xdO0a17RCwXDTKZOaR4ePYW1LE7uJCPIpMu7Bwhia2JXrJYsKvvtRfiiX4su6i779mm407X3yRtx96iG1DhmD3eijHS4JToqMhsAGu7778FShIL0QQhaC9gjqDHmuZFWuZLaAG+rJvVuKwOv0khIE2jYqsIul870mNUrbq96ZmoEiRFXYs3XXc16WqKr+/NZff35iN03a0DD6+Yxw3vX6tnz24rKCi3nEUWaEku2GCmlb8NThVbX2s2RKwSuv9HZv4M/UgOkEkwmBEFAScspdN+bn8Z/ViXhk/rcWru040kiMieWHsVN7fsYndxYVUuDwoqIToDIxMak+f2Ph6S1UbQlZVJUuz0ggxG4k3WvzrSYTRRJnTwYrsdLpHRdO5hUjyQqNCEEURxStDAFZyRVZAVQmLbnlbn3soj5xDefUeoyoKm+dtZfJVE/y2PmiiwOeUZ+3LruOQez1evn/mZ5Z+tdJfTacqKlEJkVz38lUtFpQ0SrpajN9Z+7L5/c05FGUVYwoxIepECtOL2LNmHyNnDmPCpWMbfFa8ioLN46ZDWAQOj4dSpxMBkT4x8Yxt15GhiW3rtIJKoshpHbswMC6RA2UlOH2B+pToWBKWLyP8msuO2ipf1Vj1f41WK+c//gi/PP0Mh0eNxiV7yVOchDhV2hE4YaYqKoKIv2Lsr0ZheiGyrGA0BAks6SS8Lhf5aYUBHfIDGw9xaPORes8he+QaKj2BNqi+//j2CkUZxZTmljWLmK0mdi7bzWf//pqCjCL/3tgSbuG8+85m+o1TEASBsoIKVEWTMgsEQRCwVzjwuLz/WN6YE77TnDt3Ls8//zy33347s2bNokePHlx//fWUlATeRG3dupX77ruPCy64gN9++43Jkydz++23c/BgYHmIvxqzDu8jz6r1nAlQ65+iqmwtzGN1bubfO8lmYnKHzrw4dirtwsIwiCJGUcIjy8xNP8Qti2czP+1ws8ZVVJXD5aUYRV3AXt6EkBCK7DY/i3ZLYMiMQRhM+lrZwGpUk06kjOhWq++7pWCvdATMdteehNYfC5rOaL1On08P9VinzGV38fxFr3Jw4yEtoikJmqEXIH1XBs9d8DK2CntLXFItHN5yhDnvLQAgtm0M4bFhRMSFE9M2GpfNxffP/kJJbmm9Y1S4nCxIP8yC9MOUu5x0CI8gJTqGjhGRtAuP0KTJjnEeK90uMisryLdVkRIVwyU9+nBlr/5MbN+JUFkh9I6btZ7oIM1RImjl/2+9RX5pCTa3h76RsQwrMCAEKNWuLutKSG6ZoEZzYAoxofqIUgJBkRUEUcBoCWzEN8/bpm00qp3rQGPUJNar4YxXP3N1ZF2CMPE2Bb+88js/PPtLLWccoCirmOcvftW/sQgUZKgJURKJama/XitaFv80W59aUcb89MMYJYlwoxFJ1N4Fs05PlMlErrWKP48c+Lun2Sx0jYzm+TFTmJ7clYSQEGLNFmJMJvaXFvHCxtV8t39XUMbthrCruACr202cpW6gIspkxun1srO48HgvwY+49rF0G9IFt9MdcJ102lxYwi30n9TyVTSNsa+CKPqP0xsb50gEOu7rJ35g0WdLkWVZI6U16NDpJcoKynnrhnc5uKl5+7P64LK7mPPeAkrzSmmbkkRch1hikqJpm5KEyWJk7a8bOFCdDAgCu8fDezs28ebW9WwuyMUhexEFsHpcVLhdCAi4j6nMsnnc7C8tZl9JEXpRYkzbDkzp2IURSe2JQiDszlu0CsT6bD0w44XnyCjMJ89aRefoGPqU6BDKA/OgVBVXktQ1qQ4x718FU4jJF5AJfE0au78QlItm28IdSEGcWf8YqhrwHRFEwb9nDSTjdjzYt/YAL1/5FoWZxdr4vn2qvdLO1098799LRsSFI4rBtc1VVcUUakJv/OcWdp9wh/yzzz7joosu4vzzz6dr16489dRTmEwmfvnll4DHf/nll4wdO5YbbriBLl26cM8999CrVy++/vrrEz3VRuGPIwdQqMvADtpmVxQE5qbWv0CdrPAqCs9vXE2BzUa02UxCSKhmqI1mXLKXd3ZsZHthfpPH9SgyVW5X0DI4vSihqmDzNKwL21iERYdy1h0zUAGP2+vvpVFkBa9HRm/QtSgjeU3Ed4xD8SpBF5ZqB7s6Aj5wav86jNb+Q30kGQOn9quzUK77bSO5h/L8zlP1YipKWql+SW4Zy79b1eLXt+73TbidHsKiaxOqCIJARHwE1jIrm+duDfp9r6KwOieTzMpK2oWF0y40HJfspcTp4EBpMb8c3MsPB3YzP/0wJQ47VrebpZmpfLtvJz8e3M33B7R/u4oK/E678Y9ZSJUVAd/LmhCBMLudf+cU8PDwsTwydgLt28SQl1pQy/AoskLekQJi20WT1D2puT/VcWPAlL5IOhGPs+67oaoqsttL3/G9g24iPC5PbS9cEIJLm1GjjDLAIdXP4vFq31YWV/L7G3MCfqYq2jv6/bM/AzDhsrH1zleRFcZfPPq45tOKlsE/zdavys7ALcsB5UAlQUQniizMOFIvS/vJjDlpB9lamE+CJZSeUbEkR0TRKTwSoySxMOMIizNSmzVuod2GURdYVg3ApJPIb8HgO8A5d5+BKcSErdyuSZWpKrIsY6+0Aypn3j69xeRAayKufUzgKGcNKLLiJ4rtM64Xkl4K2oajKiohEZY6pHFFmcWs+G4VgiCgr0FSK0oieqMOj9vL728GXlOPB4e3pPoq+eLrJA3CY8ORPXKDFVO/HNrL+rxsooxmOoRFoBNFKj1uip12Vudk8tLm1Ty1bjlrcjJxe73MTT3I8xtW8dbW9by1bQPPbVzJjwd2Y/VoHDbGP2YhVpQHdcarIaoqITYbN6amc2Wv/tw1Zgz9uidTnFWCy+H2H6eqKiU5pehNBnqO+nta0wC6DelCZFy4ZrMDwOPyEBJhodfowFJ32vcakd2v/tkacWhkfMRxZ8e/++9PPnJXajn91QmmX1/5HXulndHnj0CplhU8dsqqiiCKjL9k9D+2XB1OsEPudrvZs2cPo2r0cYiiyKhRo9i2bVvA72zfvp2RI0fW+tuYMWPYvn17k84tCCfmX5nTUe95FVWlyGFrsfOdyGs59t+WwlxSK8oINxhrSUwJgkCkwYhL9vJn6oEmj6sTRXSigEf1RUGF2pUF+DQudZLYotcz854zuPjh8zCHmvB6ZDxuL4qsEN8hlvu+uJOUYV1PyP0ZdsYgzOFmvwRETWhOjcDQGYOIiA1DEGDo6QNJ6BSPQO3ooF/zVIUzb51e5zxrZ20gUC9a9T1TVZU1P6+rd/7WMitrflnH4s+XsWvFHmRZbvCa03ak1dJvrwnRt+BmVrN6BviXZ6si21pJu7AwdIJIankpaRXl6ASRjuERWHR6ZFklo7KMhRlH+O3IPjbm56ATNRLAxJBQKlxOFmYcZmtBLg6rA+vHX6I0xsIAqigyYvNmUqJjCAm3MPzMIcQmRZN3JJ/cw3nkHs4j70g+sUnRDD9zCCHh5r/sHTz2X3KfDgyY3A+Py4PLcTQDJHtl7BUOjCFGX8lX4O937p+M6GPLrcaxbQ/Vz0p1tl37kQj4LKqKwmnXTTqua9rw5+Z6o+6qorJv7QHK8suYeu1EYtvFBCzZF0SB3mN7MmBy37/t/jRmPTj2838i/k5bDyfmXla6Xb6xA984nShi93jwKA2vmS3x7LTkP5vHzYrsDEL0OsKNRn9llSAKRJpMGCSJZdlpuGRvk8c263T+7LpQ/X9q/PMqKma9vkWvJ2VYV+784GbadEnA7fRgLbPhrHISGhXCJY9cwLQbJp+Q+xPdJooBk/sGlx8TICQyhMHT+iMIEJUQwYRLx1DNx1G9xlavvwBn3DoNo7n277N53lattShASb7m3AjsWb2PyuLKoPNXZJlDmw+zZf429q7Zh9PuavCai7KLURRFCwLUvZWERFjIPZyH7A38nJS5HKzPyybCaCTEoKfYaSerqkKTIdUbMOt0uGSZMpeDr/ft4PWt6/n9yH7sXg9tQkNpGxqGqqoszDjCF3u24/S4cX75XZNsfZ+1a+kRE4tBJzHu4lF0G9KFkuwSsvZlk3swl+y92YiSyNgLR5Lcp8Nf9g4e+09v1HHWnTMQBAGX3e13TFVVxe1wg6oRBJpDjQG/n9y3A7I3CAdMTYigqNovKPoy44H2qYIgMP3GKRrbezOvqSCtgNQd6f7ntM6zKwq4HG62zN9GlwHJjD5vOCog+xJa1e+FqmptqGfcOu1vuz+NWQ+O/bypOKG5/7KyMmRZJiamdoQlJiaG1NTA0dfi4mJiY2PrHF9cXBzw+GCIOQG9wQCJYWEcKQ1cjquikbt1jIpsUTbdE3Utx+LgIe26zEHKqiyKnu3F+UREWZrc693flcT6bK1/KuwYwowyh4OEyDB6tksgytyyZBrXPnkRl9x/FpsX7PARR8XTb3yvFu0Lrnt/wrjnvZt44cq3oGaJkC8zHhYdwm2vX42kKMz9cDErf16H4pHRm3Q4bS7NuGvVSegMOu7/9HZGzRhY57yOSruvbCs47BX2gM+iLMt8/fTPzHprLi67i+r+4S86xHLvB7fQf0LvoGMazZp8jT7A5gC0RdYSZgr6DqS6KtAbdcRGhlLpclImu4gPC/W3M0SKKi5RZmhSO1ZnZmD3eBjetl2tZy46PIRCm40dJfkc+WEzp6dnIzYQMffPT1Ew2iox+uYXGxtGcvc2ZO3PoThHewdi20bTvkdbTC0sLdMcPPjZbbx9xyesn70Fa7mtRu9gBHe8dR1DTwver3/enaezbtYGFFn1M6xKkggGHV63xrJaLS8CMHzGQAZP7c+793ymER/6SF+q+7pue+Nahk3ue1zX47E5EXViwHaSmhC9MsldE3lr7bO8ct27bFm4w/+ZpBOZfMU47nz7hpPiHtXEX7Ven0z4O2299r2W/83bx0QipglIUuD2I8WjEmMx0zYhMuDnzcFf9exk5uVild20DQ8PaMsTpDAKbTYqJQ/tYqOaNPbwzh3YUVqAy6vJNNaER5YR9QIjO3VsccWBcecMZfSZg9iz5oCPOCqE/hN7Y27BEuRA9+fut2/gjhEP46hy1go0CqIAKtz30S3ExoWxfvZWVvy4hsKsEqISIyjNK0f0OeaiKKAIcObNU7nu6Yvr7E8UtwdREoLuW0RRRFFUjJIQ8HfdtWofP7/2J7mH83395yJz3lnAjBunMO6CEUGf3/BwM3q9hClIz65eL6E36oiLCw9IKnooqwyb7CE5MhKAQocdURT9xMeCKOL0eogNDSGnspI1eZkMapNEZA3ZvVCLiWivh/3lxfz05ypmHk4n/jhs/RUPn0v67izS92TicnqIbRNF10GdiTkJWp8u/teZSKrKd8//itPh1kq4FRW9Uc9595zB5Y+eH/QZOOO6SXz12PfYKx1BqzNFSURVNd6YpC6JXPvMJbx+0wd+CT5B0O6JqqqMPHsIVz9+QcD72lgUHMz1S6tC3b2qIAggCXjtLmJjw/jPV3fxaYfvmP3+Qq2KwZcZ7zUyhfs+voW2XetXd/mr0dLr9T+2GL+k5MTIh5yR3I23SjcE4+xCVlWmtutMcfHxl2QJgnbDT9S1HItKqxNFVYMyL6qKiqwqFBZXNlk/PFYwYVZ1pJeXES4YMPj0wCvcLsqcTgYmJCLbvBS3cClbNXqOP+pglpbaWmTM+u5P3yn9eODru/jx+Vmk7870O+NDTh/IpY9dQE56Mc/6eryrI6GiTnPEE5Lj6dinPZ36dGTcJaOJjI8I+DzFtIshfU8WShACHkEQiO0QG/C73z79E/M+XARoxGCCqMlhFWQU89g5L/Kfn+6j66DOAa87ZXh3Mvfl4HZ765xX9sqoikrHfslB34HycjtOh5uqKifZVRVU2p2YLCE4ZK2MzOX2IokC1ioHRZVWvKqCy+HBLdSW6bCoEmv3HIY96UyOjEQpz2yUU66KIu6QcKqOmV9UhziiOhztF7fa3Vjt7mO//rfg2pevYtpNUzi84TClRRUkdE5g0NT+GC3GeteaRJ+My+9vzsF7TPRc0kn0n9SHpG5tMIWYGDJ9AB37aEy3bXq0ZeEnS9i1Yi+qqtJrdA+m3zCZroO7HPfaZoqwNBzJFwCDXjuXQc/9X99NXmoBR7amIukkeo5KITI+4qS6Rw2t19Wft6LlcSJs5OCoRPSiRIXDRegxREuyouCWZSa360RJiTXICI3HX23rS8qsuD0yXo/sD7rVhFeWcXu8FJdaKRaaFiRPkkLoGBrBkfIyYvVmLHpNStXu8ZBjraJbZDTt9aEtskcKeP5e7Unq1R4Am8ODzXH8rXD13R9TdBj/nf8Y3z71I1sWbPfb8079OnLxf86n0+AuPH7uy+xde0DbB4gacZvRYiQ0KoTkvh1I6BjPuItH06FXu4D7k5CYMGSvgigqASviZK+C3qRHNejq/K6Ht6byxX++xV5pJzIhEoPZgOz2UppfxpdP/YjV6mT4WUMCXndEUjQqAhWl1jq656qqUlpQwZDTB1JWHriXvqLCgSzLuN1eqtwu7B43JkmH7AtcKKqKoqq4fdWLVpcbj1vGSe01XQBslXYW70lnujkMBeG4bH1k+1gG1JDlUuGEPY9NxcRrJjL4zMHsWbab7NQCwmPDGXrGIKIToxrcu97xwc28csVbtSouQAsOtemcyKBp/ZF0EinDu9F/Yh9ESeSF5U+x+PNlrP11Aw6rk6RubZh6zURGnD006H1tLESzAQRNrk4S6jYZVFfeGSMs/t//vAdnctpNU9m7ej8et4cOPdvRvmc74OS5RyfK1p9QhzwqKgpJkuqQupSUlNSJjFcjNja2ToS8vuODQSNCatp8G4NzuvTgjyMHyKysQD7mBCICw9u0Y0Sb9i167hN1LceiS4RGcCYrSkCWeKfspVd0PAZR1+T5RBrNjG3Xgf3WUo4UFuP1kWiFGgwMjE9kQFybv+QaTwSC3Z/+k/rRf1I/CtILsVc6iGkbTXhMGF63l7vPflCLZNYg3KreGOUdzufMW6f7ZSQCje2wOohMiNTk0oSjfeM12bBVVWXS5ePqfL80r4yFny5Fk9I4ugRoJF4CHpeHX1/9kwe+vjvg9Q4/Zxjrft+kScYlRPgjtrJXpiy/nNj2sQyc2j/o/Ywymv1ELnKAYILD66VDeASKqpU3VuuPiseEwBRFpSy3jMgII6t796dn+g4aA0FRcM040z8/VVUpzirBWm7DEm4mvmNci2W8WhJJ3ZLoNzKllvZlY96ZCx6cScc+7Zn34SIOb9GylV0HdWb6TVMZOmNQrWutHq9Tv2RufvP6OmO1xDs6/OxhfP6fb/0Z+mMhSiL9JvQmIj6i1vkSOyWQ2CmhSXPJOZhL6o50dHodvcf0IDy25aQVg+GvWq9PJvydth5OzG/ePiyCszun8MuhvZS7nITo9RrLuteLw+ulY3gEZ3VOOSVtfVJIuKb/7HIRaaybQa50uQjTG0gKCWvyfIySjktT+jI/5wjbc/LIt9lAAKMk0Tc2nnO79sSs05+S70iw+5PYKYF/fX4nFUWVlOSWEhoZ4lc4+frx79m7Zr9GSGU4mmn2ur3YK+xEJUTW0CmvO7YiK1giLAiCgNPuQucjc6tet7UAgMqIs4diCjHXGkNVVRZ/sRxruU1ri/N9RzLoiO8QS15aIYu/WE7/SX3rONwAyX070qF3e45sTSWhU4Kf3VpRVIqzigmJtNB/Ut+g97J9WASheiMVLpdfS7qmZXXLMgZR0trUfB/KauCEkKfChUNU2NNrEL1yGqf0caytB6goqqQoqxi9UUfb7kktJhnXkgiPDeesW6c12db3n9iX/85/lD/+N49Nc7Yge2VikqKZet0kpt8wBcMxFSuqClEJUVz40Hlc+NB5dcY73nc0tl0sPUZ0Z/+Gg1rWvtZeQ3PGzaFmBk8bWOtcIREhDD1jcI1jGz5XZXEle1bvx+vx0qlfR9qlNE5+93jQ0uv1CX0SDQYDvXv3Zt26dUyZMgXQGHrXrVvHFVdcEfA7AwYMYP369VxzzTX+v61du5YBAwacyKk2GiF6A+9PPosXN61meXa6n9DFIEqc3SWFuwYNRzwJN/ONwdh2Hfhy73ZKnA6ijaZaG3W714MoiMzo3K3Z4ydYQklpl8Aecx5WjwdREIi3hBy3pNrJjmpCl2psnLPFr4la8zeu+f/PeX8BEy4PLCeybfFO3r7lfZxWjaFUVVRkRQZBy3pWO/l9x/diWIDI98bZm5G9ci1nvOYcBFFgz6p9VBRVBmS5btM5gSueuphvn/qR0ryyo8zcokBM22iGTB/IN0/+gMvhpm33Now6d3gtR6pdWDhtQkPJsVZikCRUtEi5KAhUud3oJYk4c4j2HgkqkiAhCnUDRG6nG7fbgyPawNI2/bhssRmzy1EvMYYqCKjhEbjOmglA5p4sln6zgvSdmbhdHvQGHR37dGDSleNJ7tOhnpFOLQydMZihMwbj9WhO8N+5CQmJsHDpoxfw1ePf1/lMlER0Bh2XPHLBcZ2jKKuY9+/8hH3rjrJgSzqR8ZeO5apnLvvHyqb8Xfgn2nqA6/sOItJkYtahfZS6nKiqilGSmNAumRv7DSbK9NfrFbcE4i0hDIxPZHl2Bhad3q+7DpocZYXHzfTkrkQEcNYbg0iTiduHDWdrWjZZlZWoQFJoGMnhkafs/qgxiIgLr2UzK4srWf/HJnR6XS1nHLR2NJ1Bz+Z525h571lEJUTWGa8oq5jXr3uH7AM5Pg4PFY/Tg8flweBrLVRVlciEKM6996y6388sJmN3JuGxYQH3EhFxEZTmlXF4ayq9x9QlC5N0EmfdcTq/vzmHzL1ZPp4REVVWCI8LI2VYd5Z8tYKKwgoiEyIYftZQug/r6g/Sx1tCGJyQxLKsNCIMRiRBQFZVdIKAV1HwKgptQ8PR+cqkBYSg1Zd2txujILC250DOWPkjpiba+oqiSuZ+sIBdy/fgtLkQRIG4djGMv3QsI84ZelIG4ZuD5L4duevDW1AUBdkjN5rZ/0Thsicu4r8zX8Dj9oLii8ioR/vUL3/iooDBoMbC7fTw1ePfsfyblbWqe3uM6M4tb13fYtK/fwVO+K7s2muv5aGHHqJPnz7069ePL774AofDwXnnadGYBx98kISEBO677z4ArrrqKq688ko+/fRTxo8fz9y5c9m9ezdPP/30iZ5qoxFpMvH82CkU2K3sLylGEgX6xSWe8o5liN7A/UNG89zGlZQ4nehFAVEQcCsKoiAwLbkrkzsELmNuLHSiSNuw8JM6Op5zKI8lXyxj37qDiJLIgMl9mXTleGKSWkYi7cCGg0g6KSixlaqq5B7Ow1ZuIzSqNpN5+u5MXr/2ba3kV9AcaLVaskvVdCZDIi1MvnIC591/TkDHy1pmQxTryllVQxC1Ma3lgbWtAfqO782/v/8Xm+dvI2NPJqIkkdAxjtW/ruf3t+b4jCvsWLKLxZ8v44IHZjLpyvGA9gyMbduR5VnpZFVV4JVlcqyVmCQ9Rp1Et8hookwmHF4PMSYLbkXBI8t1eh0rvG70iLhVmVDVzGczruK2WR+ioAY01Krveqve/gBMJjL2ZPLNkz9SXlhBRHwEodGhuB1u9q8/SO7hPC5/4mI69esY8PqPF6qqkrE7k9zD+RhMBnqOSiEk4sTrGZ8s2YDTbz4NU6iJn1/6zR+cAujUP5nrX7qSDr3bN3vsiqJKnjzzOSqKKmv9XfYqLPtmJaW5pTzwzT3/mA3YyYJ/oq0XBYELu/fmrM4p7CstwqsotPcRS57quKBbbwrtNvaXFqMTRUySDqfsRVZU+scmcE6XlOMaXxAEOoZH0iEssmUmfAJgLbOy4oc1bJ67FbfDTaf+yUy6YlxAnefmIGNPFk67i5AgDO9GswFbhY20HelEnTag1mdup4eXr3iTgrQCJJ2EJInIOhmXUyP4cjs9GMwGhp0xmIv/c35ACVeH1YHXIxMSGdgp0xl0KIqCo8oZ9BqiEiK5/ImLOLw1lYxdmXjcHqISItm8YBu/vTEbRZb92tJrflnP4OkDue7FK/2O4MUpvSl12tlVVIAKWN1udL79R7wlhHZh4ciKgqJChMGIR5ExH+OaOL1ekAQslV6UCD0/Tb2aK2d/0GhbX1Vq5aP7PidzTxaWcAsRceHIXoXCzGJ+enEW1nIbU6+ZGPQ3OF4UZRazb90BFEUhZVg32nRJPGHnqoYoiojGEy6k1SA690/m0V8e4OvHv+fQ1jR/S0dMUjQXPXweYy4Y2cAIwaGqKv+76T22LtpRh5394KbDPHnmczy/5Eki4iOO6xr+Kpzw3dmMGTMoLS3lrbfeoqioiJ49e/Lxxx/7y9Ly8vJqkRQMGjSIV155hTfeeIPXXnuN5ORk3nnnHbp3//vkCIIhwRJKguXvM8yKqrIsK41fD+3jYFmJFrlvn8wF3XqTHBHZrDEHJbThtfHTmZt2kNW5WbhlL30jo5me3I0xbTv8o6PbAMu/XcVH931ei9AqY3cms9+dz31f3Em/CY3XMlVkhYqiCiS9jvAW6h2d8+58/8JTU/oEQFUUVOC6F69k5MzhQceIaRuNoiiIihiwH031sblGNrCIRcRHMPmqCYBWrv7fc1+iILUAS7jFzwarqir2Sgc/vvArcR1i6evr5Y8xWzi9UzcyqsrZnJ/L3tIi9D6W9XCjkTxbFU6vzOik9pS6nKRVlBFjshBuMOJVFUocDtzI9IyPY+eRLAw6Ezu79uW9c2/kmrlfEeJy+PvMFEFAVFXU8Aiq3v4A97TTtVK+z5dRUVRBm66J/t9SZ9BhDjeTf7iAhZ8u4abXr21xxy37QA5fPPIt6bsy8LplHwmemUlXjuecu884LhKVUwmTrhjH+XdMZ+28bdjK7SR0im+RMrP5Hy2ioqgyYMBLVVS2L9nF3jX7A2aEWtF8/JNtvUmnY2D830sotK+0iN8P72dDXg6KqtI3TnOahyY2752JNJm4a9AINuRlsz4vm3Knk/bhEYxq055hbdpiDiD39k9Cxp5MXrj4NapKfRwAqkrmvmxWfLeKc+87m/P+dXajx1JVlaqSKmSvTERcRHDW9SZg05wt5B8pQGeQ/ONJegmL3owsa9nPsReO5PqXrw46RnhMGAaTHpfdFTBT6na60el1hDdAsKc36uk5MoWeI7UgzXfP/Myu5XsxmPXofdWUqqpl7zfO3kJ0mygufOhcAMIMRu4aOIKthXkszjzC5vxcPIpCgiWEOHMIZU4HFW4X3aOiaRcWwdbCPBxer79Ks9zlpNzlpG9MPGXWcgSzl/2d+/H1mTdzwaIvsbjs9dp60BRpsvZmE9M22h+U1unBaI6moqiSpV8tZ/C0AX4p2paCtdzGh/d8xub5W6nZQN13fC9uffvGBvdY/xR0HdyFtze8wLZV+yjIKCY0KoRug7sc93uyf91BtizYHvAzRVaoLKli3oeLuOTR46u4+6sgqEHFkk9t1Oy9OFUhCBorZKBrUVSVZ9evZH7GYX9PTnWLhlHS8dyYyQxv0+4vn3N9qO96TgYc2ZbG4zOeqePwqj6WSL1Rz+sbXvCXlgW7HrfTw+x357HwkyVU+kgoOvVP5py7z2DYGYNZO2sDb9/yQa1zHIs2XRN5edUzx/T3qlybfCselye4NrMAo84dzm1v3xj0Om0Vdu4Z9hAumwtdHfkyFY/by8hzhnHr/26o7+eqhR1Ld/HOrR9iDDHWKYVXVRVrqZU+43pzzye3Bfx+rrWSA2Ul5FRVIqsqEUYjKVGxdIuKwen1sik/hwNlxVg9HiRBINZsYUB8Imqxg//9sQix0EFkdCg6vQ7J46bvjo0MOrKTeBN4EmIIO+9i9OdfBCatBDPvSD7v3fkJpjATlrC6ZacOqxN7hZ2b37i2RXuRCtILeeHiV6koqsJoMaAz6FAVFZfdhaIoTLxiPJc9diHZB3JxO1wkdErw672f7O9PU3GirufWvvdSUVgR9HNREhlzwUhueatuj/zxoKHrqf68FS2PU/2daOjZWZB+mFc2r8Uja5whgnC0zeea3gO4qteAv3zO9eFkX6vcTg//GvlvKgorEcTatl7xVZzd/fGtDJ2h9bHWdz3rftvI72/OJnNvNgCRCRFMv2EKM26Zhr3Szn+mPIXX7cUcxM5IOpFnFj5ep2T9rZvfZ/PcrUHbazwuD+Gx4fxv6yv1XuvXj3/PloXbSehUW0tcrxfJOZRPm66J3PPJ7Y0OBFeVWnl40hO4XR7MoXVbGhxVmhznC0ufDlj1lWutZGlmGlsK83DLMmadjiEJSUzu0JlIo4lFGUdYm5dFqcOBCoQbjAxJTGJSfAc+/Xg2uQdziY0KxxRmQuf1kLJ7Iz0PbiPWqKDr1BbhnHMxnH+x39YrisKz579MRWElUYmRdeajKCrF2cXMvOdMJl4+rlG/QWPgdXt54oxnydiTVSc4LEoi8R3jeHbR41hLbVQUVxIRG05cBy14ebK/P03FibqeD+/5lJU/rQ1ITFmNsJgwPtj7ZsudlBNn60+O+sVWNBmzUw8yP+MwIgK6Gousqqo4vV4eX7uMX86+mFC9oZ5RWlETCz5e7JeUOra3W1VUvC4PS79awfn3nxN0DI/Lw4uXvsb+9QdrldCk78rgjeve4fInL2La9VOISoz0Z/FqbgaqccYt0+o466qi4nHXzxirKj7NynoQEmHhkkfO58tHv8Pj8iDpJD/LOiqER4dx3n2Nzw4A2vWqatC+dL1Rz6HNh3E73HWIRQCSQsNJCg3H7vGgqCpmnc5PLBhqMDCxQycGJyZR4XIiCSLxlhB0oog7SmbYiF7s2nIIa57Vb/jWpQwm57yZxA5qS4RoYkanblDjPakqteJxuYmID1ySb7QYKC+ooLKkZVk9F3yyhIriKiwRFsRqKRBJwBxmxmlzsvTL5WxZsJ3y/DJUVdMmHXbGEC7697lEJvz/iKYfL6oauGeKrFBWUP7XTKYVrThO5ForeXXzWjyK7Gcsr4bD6+HzPdvpE5PAoISTSxLoZMamOVsozy/XyFCPsfWSTkCRVea8t9DvkAfDrNf+5KcXZ9UKkJcXVPDDc7+yb91B7v/qLkacPZTl363C4/LUylJ73V68bg/DzxoRsH/cZXMFla/yTbZBWw8w5dqJZO7LpiC1kLCYUIwWIx6XB1u5DUu4hTNund6kqqzDW1Nx2JwBA9kABrMBR6WD1O1p/oq4mkgKDeeKXv2Z2a0ndo+HUL3BL4MGMKNzd8a3TybHWoWsKiSFhPm5DM64aDyzZ6+lan8BFb51vjipLxkTpzPmouHYZJm+sQla+tsHt8ONvdIRNLBRbYcrSyoDft5crP9jE2k7MwJ+psgK+WkFPH76M5TlV2gVi6JI92FdOP/+mXQd1DItE/90lBdV1uuMA1hLrf5+9ZMdrQ75KYqfDu4BqOWMg8/5EUWsbjcL049wXrfWsszGYufy3SheJeCLKwgCiqKya8Xeeh3yxV8sZ/+6g3UMabVz/s1TPzLk9EE88M09PBdA9kzxKky5ZiITLh9bZ2xREknsnEB+akHAc1cvOo3J6E6+agLmMDOzXvuTwowiFFlBlESGTu/PBf8+rw4RXUNQZKVeERJB1EraFKX+8GhNw3wswg3GOjwNBkliTJ/ueML0eEvt6Bwyer2OqDZRWCUZUZToHRtXRzXAHGpCp9f5AxI14dJBheqlqp2JdMmJpaKcWLOljvRRU+F1e9n452YkneTfBNSELCs4bS7cGUUYLUYEUcDrllnzyzoObz3Co78+2JphbQQi4sJr9aUfC1EnnhSas61oRWMwJ/UQbkXGotPXsU0mSYfd4+H3I/tbHfImYO+a/QhS4JYtDSpHtqZqfdpBHLns/Tn89OIs7ehj7JqqquxYuosV363mgodmUpBZxL61B3DaXH7ZM0EQSBnejYv/c37A8dulJLF75d6gzoSqqCR1b/ieJ3ZK4LqXrmTxZ8vYv+EgFUWV6PQSfUb3YMxFo+gyqEuDY9REdeA+oO4vPltffVw9CNUbgiaMQvQGukfF1Pl7hzaxTDpvJAW5JcjFdkRBILpNFOa4ULwmkUTMdVot9EY9RosBWwAJL1kEtw7sUXqsETpyrVWEG4yE6Ou+a03Fyu/X+BM8AaFqfEUhERb0eh2KrLB3zQFSt7/JfV/cQezpA4/r/P8fEJUYiSiJ9T5r4XHhp4QzDq0O+SkJp9dLemV5HRmoalSXtO0vLQ74eSsCI+jCWeuY+o3Mos+WotbjmoqiyLJvVnHJI+fz8qpnWfb1Ctb/sQmX3U2HXu2Ycs1E+ozrFXQBmXrNRL56/PtaRrpaPgJARWX3yr2kDO8WMDpdE6POHc6Ic4aSuScLh9VJQsc4Uvp3bFZZUYde7RHQesklScLtdCN7ZURRxGA24HZ66Ni7PUZLy1ds9IiKxSPL7DAWUOly4RGgUHYSaTAxuXNnEkVLnetpm5JEUrc2ZOzOJKFzgv+3tBmh3AJlRQ4SkmKIbRdDRlU5BXYrXSOjiTE3n3jNYXX6AgB1+6Zkr4zTR6wj6SV/D361sSlIK2Leh4u4/dXg/YLHA9krs2PpLnIO5WGyGBl02oCAJEGnAiZeMY7fXvszaPBH8SqMu3TMXzyrVrSiedhbWuRrRwscKBYEgT0lRX/DzE5dNGTHjx4Y3BAu+WpFvc6AIAos/Gwpk64cz90f3sq2xTtYN2sjpfllRMZHMuKcoQyeNiAoC/a4S8aw4JMleN1e/zGyV8bj8vrPmX+kgEWfLWXyVRPq7cdN7JTAFU9fQll+GRXFVYSEm+k5qBMlJdZm2Pp26I06PE4PRosRr8ercaEImvPrdmoM8NXa0S2JUL2BblExGCQdlQlOVBW8qHhUhZ5R8YR46v4Gkk5i8LSBLPp8KbKsIPl+J68EdotIpd2BPsRA18GdqXA5qHA5iTNbiDFbjsuRKy8sb3BPKSD4762kk9AZdDiqnHzz5I+MnD6g2eduCGk7M9i7dj+oKj1GpNBl4KmZkR9/yRiWfb0y6OeiKDLpipZrQzjRaHXIm4hih51fD+1jfvohbB4P7cPCOa9rT05L7lonW32i4FE0Vsv6HD8BAekUiQqdLOgxojtbFm4PmCVXVRVREv2kJoGgKErQ7LX/GFkh52AuoGXyZt57FjMDyJUEw5SrJ7J14Q72rtmvyaAEsKaHt6bywsWvcf3LV/mZzYNBFEWS+2pM4sfzuAyePpBZr/9JSU4pHpcHpcaGRxAEDCY9Ey4LLON2vBAETeWgc0Q0OdZK3LKMUaejfVg4HeKjKS6uW8IsiiITrxjHD8/+QmF6IZGJURCqp0QnY8+tIkzSM3raIMLNZsKBcqdGLBeiN2DSNW/ZNIeZMIYYcVQ64JjWO5fD7b+Xx/5GoiSCoEXcb3kxsIRUU5BzMJfMfdkUZxWTtT+XrH1Z5B3Ox+3yIEkiiqLyxSPfMv7SMZxzz5mk78wAVaXbkC5EJZ78meXpN0xh1Q9rKcktrbNZFgSBoWcMImVY8+UbW/H/Ax5ZZnFmKnPTDpFnrSLcaGJqx86c0bn7X6aoorFPq/XaeqDV1jcR3YZ0ZeWPa1GFwIEOFejYq13A9qpqZB/IqTczpyoquYfyAI0stFp6srFo260NFz40kx9fmIXb6UFVVWSPXOuYiqJKPnv4a/au3c+d79/SIElWVGIUUYlRCEGuuzGIax9L/4l92TR3C44qjcW92qtXAZ1OYuS5w1ucIK0aEUYTvWIMVLpduGUZURAINxpoHxUVNJkw+vwR7Fy+m4K0QsJjwjCGmrDqoarSBpUuhp01hPbJGvO5S/ZS5LBj0umPqyoutl0MuYfz631GRKn2PajeK2Xtz+bQ1lSiOzatUvFYVBRVcnDTIcoLysnan0PmnmyyD+Rir7T7q0NURaXzwE7c9r8bKEgvxGlzkdQtkY69T37Z125DujDinKFs+GNznb2wKIlEJUYy7YYpf9Psmo5Wh7wJSC0v5dYlc6hyu/z645VuF7uLC1mYcYSXxp1WS8+zpZFrreLLvdtZmHEEjyKjohlsg6SrxX6uqCqKqjabffX/K6bfOJVN87YC1MlAV0uMVbOKB0J1r7THFbzPu/qY5kJn0PHA13cz74OF/PH2POwVNcqwhOrSeq2k7NOHvqLfxD7Etqtb+tXSMIUYmXzleL5+4oejvxeanVZVFY/Li72ybslYSyLUYCAlOtb/vxvab/QY3p2LHj6PRZ8toyC9kMpKFWe8kaT4aIafOYTOA5L9x0YYjRTYbZS7nCTqmqesoNPrGHXuCBZ+usTfIlANfx+UQMA+fFESsVfasR3Hb5h7OI+P7/uC/RsOEmx/L3sVf5ndsm9Wsuybo9FnURQZcc5Qrn3hyr9Eoq25CI0K5ck5/+Hj+75g2+Id/mvVm/Scdu0kLn7k/FOmhK0Vfw8cXg+PrF7C1sI8VBUkUaDYYeeD8lJmpx7klfGn0SbkxLWPuGQvPx/cyx9HDpBnrcKlyChOJ2Z9bc1w1eesjzjJCFxPdow8dxjfP/eLZj/F2iXh1SXZp998Wr1jmEJM9ZckQ9By98bijFunk5CcwO9vzubItrTAB6mw4Y/NDJyyjnEXjz6u8zV6XrdNZ8PszXhcXsDHs6NliZBlBYfVeUL7dnWiSLTpaA97Q6eJbhPF9S9fxazX/iR1RzqlVhuuaCMRZhNDLxlaS3rLKOlwer1UuJzH5ZBPuHwc25fsqvcYg7luYE/SSbidHoqySprtkDttTj5/+BtW/7wuuLxujec2bXs69499pNa+oFP/ZG56/ZqT2jEXBIHb3rmR2HYxLPxkCW6nb+8tQN8JvbnptWtaTOHor0CrQ95IKKrKg6sWUeXWiDaOlf/akJ/D53u2c1O/xkdAm4KsqgpuWTybCpcTFS0i7lVVFMApezH5nHJFVTUijNAwxrY9eV+kkxE9R6VwySMX8P2zP2uanz4nSdKJqCrc9s6NfhbMQBAEgeFnDWHtrA31aoxvWbCNjXO2MOyMxj8rRVnFpO/KRGfQkTK8G2ffdQarf1nnd3LrkND5Vtbl367iggdn1hpLkRWtDM50/H1S1VBVlfV/bELSa/3R1VFzSS+hN+rxerz88dZcxl8yFlPIX5Ndagx6jkyh+9CuZOzOZGdBPopZR0qP9kjHZMEFQSNPtHkaJtGpD9Oun8S2RTsoyipGb9ChN+pRFAWvR9vY6I36gFkORVHQG/SYQ024K4NrxgZDUVYxT539AvYKW1BnvBqqqtY9RtDmsP73TeSnFvD47w8f92bzRCIqIZIHvr7b995koNPrSBnRPSgRUStaUROf79nO1sI8jJKuVuWbrCrkWCt5bsMq3pp4+glxOFyyl/+sWsKWQq2SSi9JuBUZj6rgcbsI9VXpqKqKzePBpNNxTtceLT6PfzJMISbu/ex2Xr7iTdwOt6aljeDjOoHJV09g9Pkj6h1j2JmD2TJ/W73HOKxOvn/mZy76z3m1GM7rg9PmImNPJrJHJqlbG4acPpADGw+RuiM9qPMviAILPllcxyFXVdVPpNqSz+qW+dsQRQFLuBm304MiK0iShNFiRBRF9q7Zz8FNh0+qSqTETgnc8tb15BzM5UhaLhWiTK++nbGE1WWKN0gSLtnrVzJoDoZMH0jvsT391YzHQpREDOa6NlQjeBMIjQpp1nllr8yLl77OoU2HG+TsqUagSsuM3Zk8dfYL/Hf+Y7TtdvLyU+j0Oi57/CJm3nsWB9YfxOvxktynY7179ZMVrQ55I7ExL5vsqkoE6pb6CD5H+OdDe7i29wD0JyBL/vKmNT6GacF/fkFR8PhKg52yF52gLfgJISG8Ov60EzKPfzrOvnMGKcO7sfCTJexbdxBREhgwuR/Trp/cqJ6oM2+bzrrfNyKowSPnHqeHN294l0d/eZCeo4KXwAOU5Zfx0X1fsH3JTr+TZDAZmHrdJLIPaBu24CR0Cpl7s/x/O7zlCH/8by7bFu1EURRi28Vw2nWTOO26yceVtQetDDprXzYGk96v81kTkiRiLbexfelOBs8YBIAoCHXI1v4OSDqJzgM64SoJpczlrOOMV0NRleNuS4lKjOKBr+/m+2d/Ydfy3TisDgRBIDoxktK88oDOuKqqoKgMO2MweoMeaLpD/tsbs7FX2BtnoAPKeGjPmKIopO5IZ91vGxh/ycnfhx3XPpa49qeeYW7F3webx82c1IMIxyiYAEiCiF6U2FNSyMGykloVOS2FPw4fYEthbq1ggCQKVLncKKhYPW48ilaqa9HreXjYWDpHnPytJCcbegzvzgtLn2LJF8vZOGcLboeb5H4dmXL1BPpP6tugAzv8rKH8+srvFGWV1BuA//OdeRjMhgaVS2SvzMJPlrDyxzVUllhBUTGGGOk/qS8ZezLrzcSrikrWvhz//y7LL2PuB4tY+cManFYnplAT4y4ezYybp7ZI29HaWRsQJRFLuAXLMUIlqqpiq/Cwcc5m2g3siKKq6ETxpNC1rya9De0YQ461EouprjMOWmWfKAjBeOsaBVESeeCru/nmqR9Z9s1KvG4t6C7pRAwmA16fhOGxcDncxCZF03tUCuUVjiafd9OcLRzYcOg4Zq5BkRXcDje/vPw7d314y3GPd6JhCTMzcGr/v3sax4VWh7yR2FVciCSIKGoQAg+g0uUiy1rZ4sYxq6qCrYV5dYIBOlFEFAQ8sla+3j8ugdM7dWNKx84nxeJ3qiJlWLdmR3Y79G7PA1/fzevXvoPL7gp6nAD88srvPPrrg0GPqSyp4vEZz1KaV1bLSXI73cx5d37twQJAFLWFH2Dj7M387+b3Afw6q8VZJXz39E9snreNm9+4jrj2zS9tt5bZUBQVnT6wwypIIqpepKCsgjKXZmQkQcQoSVj0hmZHoatRmlfG5nlbKS+sIDQylCGnDyQhOa5JY0SbzBTYrQGj4l4fK25YC/SOxraL4Y73bqI4u4SCtEL0Jj2d+yfz4b2f+coAPf6y9epqBnOYmRm3TG3W+bxuL2t+We9n9m2oH7U+CL5NyvJvVzXZIU/dnsaRbWlIOom+43sT37HVUW7FyYf0inJsHk/Q9jO9KOL2yOwrLW5xh1xVVX4/sh/U2goqelEi0mTC6fXilL20D4tgenJXpid3Jc7SvExaK7SA3SWPXsAlj17Q5O8aTHoe+eVBXrzsdXJ8wfGaEH0s7oqsMPudeUy/aWrQCh1VVfnhuV9Y9o0mjyagqUHYq+ws/mJZo7Lb1UH1wowinjnvJcoLK7RqTlHAXmlnwceLWf/bRu54/yY69mkPx6HYYS23IQZ5PwRBwGsSyXBY2V9arO0LJJFIo4kES2i9SiqNgb3KwbpZG8jcl43eoGPglP70Htu0ChGTTockanvnQIkrp+wl0RJ63FUFBrOBa1+4gosePo/DW1NRFYXO/ZPZsWw3nz/8DY4qJ0aLwU8O6LK7kSSJmfeeFTCx0Rgs/3a1j8n/+AW/FVlh4+zNOKwOzKGNry4ryS1l59LdWra6b0e6Del83HP5/4BWh7yRaOxG9kSQq6RXlKOoKvoA2TlREDBIEh5F4cwuKZreciv+VvSb0IfTrp/E7LfnB9URVRSVvWv2U1VqJSw6cE/yTy/OoiSntMHzqYpaR75FVTXCt8HTB2Itt/HenZ/4F2g/mYdPhuzAhkP8a9TDWMItnHnTVKbdPBVz2NEeYafNxZFtqchemY692hMRX1cPu1p+Qj6mN7oabhFki47whEiMkrbseFUFq8eDokKYoXkldaqqMue9Bcz7YCEuh1t7T31ZiYmXj+WWlxpPghZlMhNlMlPisBNlMvs3xG5ZptRpJ94SQkQLkjnFtoup1d9/w6vXYA4zsfrn9bjtbq0vThBISI7npteuaZScXSDYK+14XR4EhAbL1QPimNuiKCqluWWN/npeagFv3/I+aTsy/PdHEASGnz2Eh7+8sxkTqgtFUbBXOtAbdBgtJ09LRCtOPQSSJAx43AkpV5cpsNvQBVhDqzPiqqrSLzaBK3ud2tmgfwJi28Vw/UtX8fTMFwBfwkQ4yn4Pmr11OdzsXLqLEecMCzjOwU1HWPDxknr5Z+qDKIkMO0OrPPvkgS8pL6xA0ok1qilVvG4PJbmlPHX2C+gMOsacN4wz75hBUrck/ziKopC6LY2qMhvxHWJp2z0p4PmiEyPJTysA6q61bqOAK9yMMSGUUJ0enSjiVmQK7TbsXg+dI6KanTDaunA7797+EQ6rE0kSUYF5Hy6i84Bknpv9MDSScNWk0xFpMFHstBOGwe+UK6qK1e3GrNMTZmw5OxISYaH/xD7+/z32wlHIHplfXvkda5nNR7gDoVEhnH//OYy9cGTwwRpAaV5pizjj1VBkBWuprVEOucvu4uMHvmTtL+v9XEKoGjP/4z/+i5D4yBaZk9PmRJEVzGHmfxQfTKtD3kgMS2zLx7u2BC1hUYF4SwjtQsODHNF8mHV6BIT6pB99x7XezpMFbocHUSfWYUU9Fk6rM6BD7nF5WPrVikafr6ZTXs0IH9c+lqEzBrHky+W4nVrvs5+o7liGdlVz3H55/U/Wz9nC4388jNFs4JdXfmfhp0txVjm0508S6Tq4M2POG06PESl+JzEhOZ6UYV3Zt/YAOr1UmyRHUHGpMpFR4fQf3dP/mV6QkAQRh1fLRjWHvXz5N6v44605CKJAaGSIX+/caXWy6LOlxMSHM+X6xrFsGiSJrpHRpFWUU+5yIPuMmk4USbCE0iki6oSW2BtMesZfMoaqMht7V+8HVLoP7coFD86kQ6/2zR7XEm5BZ9DhcXtbxHgJAphCTbx7x0dkH8jFEmZmxDkaMY4ppHYJYHlhBU+f/TxVpVbgaK+aqqpsnL2FR896nn//cB9CM39Xt9PD3PcXsOizpZQVlAPQZ2wvzrnrDHqP7dn8i2zF/1t0jogi0miizOVAJ9YldXIrMjpRZEBcQoufWyeKSIKAO4gsV/Umt7lKD61oeTisTs0BF4Xg66sKjqrgrUaf/fvL+p1xn2MT7DNBFDj95mnkHs5j//oDtVjUFUXB7ag9tuyVWfXLBjbO3cajvz5Ict+OrP99I98/+wtFWZpcripAm86JjD5/OL1G9qD7sK7+PvixF43ipxdnaTKnuhokg4DNAJJBZOSE/n5H1yjpiDVJFDsdFNltdAiPDH6tQZC6PY03rn8XxSv7tc6rg7vpOzN59MzneXLOI422JbG+ypJytxOrx6P9jiqY9XoSLKH+xMGJQv/JfSnOKWXtr+tw2lwkJMdz5u2nM+i04wu0RSVGkXMor1Eyvo2BIArM+2gRBzceQhAE+ozrxeSrJtQhC1ZVldevfZtdK/ce3Vv6/pN9IJd7xz7Gc0ueJKZt8ysx1/+xiT/fnkfajnQAEjsncPrNpzH5qvGN5mg4mdG6qjcSfWPj6Rkdx4Gy4roa0L5jLuvR74Rs2PvGxRNhNFLucgYso/OqKmadvpVV/W+EqqrsX3eQpV+vID+tEJfd1aAzbjAbiIgLHMDZ8OfmJi+o1VF5WZaJ7xDHv7//FzqDjsy92YiiWMsZCpS5F0VN8ir7QC5/vDWH0twy1s7aoB0raSVQqiyzf+Mh9m88hCSJpAztxo2vXkObzglc/J/zeeGS13FaHUh6nU9CS8GlKEhhei56YGYdBnHRN2eX19vkTabX7WX+x4tQVZWQ8KNlm4IgYA4zY6+wM/ejJYy6cFStjH99CNEb6BkdS6XbhcPr9f1NT5jBeEIyYjWx6PNlfPXYd8BRBtTtS3axa8Uebn7zekaeM7RZ4+oMOkadN4JVP66tJUfXKNSUx1GPOtRZ+7LJPZTrZ2Xfu3Y/f7w1l0d/fZD4jkdbBeZ/tJiqUiuKXFdKUJEVdq3cx45luxkwuV+Tr8vt9PDiJa+xf8PBWu/K3jX72bNqHze/ed1fxjrcin8OjJKO87r15JPdW3HJXgzi0QCjV1HwKgpjkjo0y6loCDpRZEzbDizOTA3IUu1VFQQERrcStv6tKEgvZNnXKzm05Yhm51VfUFwKYCN8mZTEzoEDOGX5ZWTuya7/hKqWBVdV1R98FwQBVVEwmAzc9dGtdOjVjo2zN6PIKjrD0X1iNRN6TQiCAKqK0+7ig3s/Y/qNU/jo3s+19V0UUNDW+py0fH58+XdE8U8S2sVy5dMXM+i0AYy7ZAwbZ28hfXcmOh9xq6qqOFQZt87EiPH9SOqSWOecoXo9ZS4nibLcZEWiP9+Zr63zNQIf1RUJqqJyZHt6k2yJThRJDA0j0mvG6fWioqIXJcw63Qnntkndkc4b179DVYkV0O5n+q5M3r39QyZdOZ7Ln7io2WOPv3QMu1bsaZF5Vic4Fn6yxM+TkLYjnTnvLeCeT25j0GkD/MfuXbOfncsDn1eRFWyVDua8v4Cr/ntZs+by88u/8esrf9SqBs1PK+Czh77i0ObD3PLW9ae8U35qz/4vhCAIvDBuCm1Dw7XIHNTqNT2naw8uSul9Qs5tlHRc2as/AgIeRanlWHl9ElcXp/QhVN98iYZWNB+KrPD+XZ/w33NfZN1vGzmyNdWvNR4MoiQy/tIxQXVOdy7f3eR5dBvalXEXj+beT+/g5VXP+B0jvVGvGa1jopaBUE0Gt+jTpaz5db02V72kOeOKiqBqUWRU7fk/sPkwT898gdK8MpL7duSh7+4lZUR3jd3V5UGWFdr2SOKaF6+stXjX+i0EAbkZtdSpO9Ipy6/AFGJC9so4rE5NF9VHnmIKNVFVamX/+oP+7yiywvYlO3n71g95fMazvHLlm6z6aS1O29F+f0kUiTKZSQoNIyk0jAij6YQ744e3pvLVY9+hKlp1g86gQ2fQIUoiXrfMB3d/SkF6YbPHn3nPmb7yrsYdXzPbo/ru/bFBHNnrc7J9z0NpfhmvXPlmreNWfr86oDNeDVESWfPz+mZd0/yPFvmd8epglCBoPZuqqvLRfZ9TUVTZrLFb8f8bl/boy2kdu6IoKnavB6vbjc3txiV76RUTxwNDT1yg58LuvTFKOuwej19eVVVVPLKMW5bpHRPHoPiTl/X4n46VP67hgbGPMuf9Bexff5BDW46goq2RxwY8q9fChOR4UkYEbifcs3p/404sQGRCBHqTnrbdkxh17nCueuYy3tn5mp/MqtrWV5tTRVGCM7P71u6sPVl88Z9vjwbexaNKG4Ki2XtFVSjILeaNG99j+5KdWMLM3PvZHYy7aBQ6vQ6nzYXb4SE0Noyxl4zmrFumBzynThCRFQU5CBdTMCiKwtYF2/y/b/Vv7bdLgmZLNs3dWut7OYfy+PXVP3j16v/xxvXvsPDTJZQXVtQ6xqTTEWkyEWUyE2ownHBn3O308M5tH1JVYsUUYsQcZsYUYsIUakQQBZZ8sZy1v25o9vjDzhxMtyFdGtSkbwxURXsOapIWKoqK1+PljevepTCjyP/3NT+vq/eciqyw8vs1zZpH2s4Mfn3lj6Nz8k9Q+8/qn9axac7WAN88tdCaIW8CEiyhfHX6eSzKOMKijCNUut10DI9gZtceDIhLPKG9DJek9KHC5eKb/TuRVc0xqs7Nn9+tJ9f3GXjCzn2qwV5pZ9+6g3hcHjr26UCbIJHplsIf/5vLqp/WAkcXrvqy26IkEtM2mvPrYV3161I3AVOuCizVMvC0/iz6bKm/36EhLgRBEHBYnYg6EQThqDNe8xgARUXQQVWZlTnvLeDKpy+hU7+OPPzDfeSlFlCWV0ZIpIW47olUuYPLhSmqikFsuiKAx+lBkWVs5TZcDrd/8yMgoDfpCY8J1cr1fNqUXo+Xj+79nM3zt6EqilZ7rWq9/Is/X8a9n91BZID++L8Ciz9fBoB0TLm/IAhIegnZK7Psm1X0HtKlWePHd4zjiT/+zft3fRJczxb8G5uJl4+jOLuEHQ3oqNacp+JVyD6Qy+6Ve+k7XgtOWstt9X9HVigvqgh6TDCoqsrCT5f6nfFjx1VVVdsA/LCGs+44vcnjt+L/N3SiyMPDxnB6p67MTztMrq2KSKOJSR06MSapwwlVMEmJjuXJkRN4fuMqKt0uqrmeBaB/XCJPjpxwwgOEpwpkr8zBjYepLKkiuk0UXQd3PqH7sCPb0vj4X5+jKCqiJKDT+3qPFRXZI6PKKrIiaxVpaAkbyaDjptevDZq9k731V9JVQ2/QafbAR4p55dOX1DkmZUR3TBYjLrsLnUFXr0ya9v9oc3fanBqxmACqrO0vax2vaGXoslfhm6d+pP+kvoRFh3LN81dw3v3nkHsoD0knEZOSSKqtHAUVMUCDpUdRkETRrwjUWMgeGa9H1ioEvEcnV72XESURRVVrEemu/nkdv776B07fXkZVVA5uPMzy71Zz3YtX0nXQ30M0tnXBNkpzSzFYjLWyvYIgYDAZcFQ5WfT5Ms6+qXGtdsdCp9fx7x/+xacPfsWaXxoOdickxzP6gpHMeu2PxldlqlqQZPEXy7jscS2bX10JVx/slQ6frFvT7v/iL5Yh6sSg+2JREln46RKGnzWkSeOebGh1yJsIk07HWV1SOKtL/XJVLQ1BELil/xBmdu3BgvTDFDvsRJvMTO3YhXZhLd+3firC6/Hy0wuzWPTZUlyOoz3TvUb34MZXrzkhuoQet4c57y1sNFmW3qhn7EWjuPChcwmPDX7fOg/oxNpZTYiSCtB1cGAD03d8Lzr0bk/2/pygJcu1SOGqo+uygmTQIctyYO4CVQscKLLKgk8Wk9g5gTEXjMAcaqZN5wR/IMSrKEiiB48ioz/G8VZUFVQVo67pG9yYdtG4nR68vt7omhsxt9NNWX45lggLCZ3iAZj73gI2zd2C3qRHbzza6yx7ZbL2ZfPpg1/yr89bhmSsqdi37oDmXOqCS9jtW3vguM7RtnsS/53/GI/PeIYj29J8DLy1DaOqqqiyyqhzh7Pos2UIkoAq1yO3c0xZraST2LNqn98hj24TRWFmUdDvSjqJ+Ga8l06bk9K84ISH1c9D1v4GSkFb0YogEASBgfFtGPg3ZKNHJrXn+zMuZHlWGmmV5ehFiZFt2tEnNv4fRWJ0PFj320Z+fP5XSvNKfWXcIm26JHD5kxf715+WxvyPFqMColTb3oiiAL7AaXXmWRAF+k7owwUPnEPnAZ2Cjtmlns9qwhhi1BweFTr3Tw54jCXMzNTrJvHn2/O0UvoAj8qxBLAAoqAF3wFN8ysAZI+CqipkH8rlo399zrn/Oou49rGEx4QRHqMxtiuqSpjHQaXbRbSpNgmYqqpYvW7ahUY0OaClN+oJCTdjLbcH/FyRFURJ8JPQHdmWxi8v/47XKxPVJqpWP315QTmf//trHv7pfkIiGtfK1pI4si1NC6wEySZLeons/TnYq5oueVYNc6iZ29+9ifiOccx6/c+g+1NREhk5cxix7aKb3CKpyAo7lu72O+QxbWPqdZoBIuIjmlVWnr4rs95xFVkha9+pb+tbS9ZPMSSGhHJ17wHcN2QU1/YZ2OqM18CH93zGnPcW4HZ6ECXRXz6zb+0BnjrnBSoKm56JawhpuzKxllnrPUYQBc7911m8vOoZPtj3Jje8cnXQ3vFqjLt4FHpT45hIRUmk/6S+JCTHB/5cFHnwm7tp272N1ot2zIJYqzxZ1frgIhMikCQpKEt8Naol1BSvwhf/+YYHxj5GzqG8WsfoRJEQvQGvrOCSvSiqiqKquGUZp+zFrNc3K0NekF6kZbprXEPNf7JXISImnOQ+HXA73Cz9eiWCKNTRXJd0Ejqjnn3rDpC9PyfQqU44Gtxkq9UJfZWcQ3mk7khv8LkLhkseucAnXybU4RUQRYFuQ7qQ3LcjG2dvrtcZ90+tujLB189XM+gz6crx/ox1IMiyzIRLx9Y7vr3KweEtR0jdkY7Xo7Uj6A36Or9Z9TVU/xMEAaO5lXG9FacmLHo9Mzp35/YBw7ip32D6xiW0OuM+rP11PR/c/QnFOSVIOgm9SY8oCeQeyuf1a99hz+p9J+S8O5bu8pVJay07skdGlhVNt1oUEAWB3mN78uKKp3ln+2s8+M099TrjAO16tCVleLeAjnI1BFFbrx1WJ5EJEQw5PXhF5Pn3n6NJUtZsU6sxTs2yYlVR0Rv1KKqild2jBg6+A6rvOlFh5Q9reHDcY6z/Y1OtY0RBoE1oGHpJosRhxy3LKKqK0+ul2Okg3GAi1tx0J9habsPbACePqqhMuEyT4lzz63qcdhfhMWHHBE5EIuIiKMsvZ+vC7U2eR4ugMe+wj7ulJLeUI9vSKM4uadapTr9pKmFRoQFLyUVRwGg2MOWaiaz8fo0WVGri8lIzIz7hsjH1Os2iJDLlqvH1jid7ZdJ3ZXBo85Fa1XWmEGODc9ObTv2W3dYMeSv+EUjdnubPKNdcfARJcwYqiiqY+8FCLn3swhY9b0MlOqAtrKYQU0AJkapSK+t+20Bxdglh0WGMOGcoce1jCY0K5a4Pb+X1a99u8BwR8RFc+VTd8rWaiEqM4rnFT7Jj6S42zdvKtoU7qCypqnVMTeM945ZpfP/MzzTY6lWjX02UBCqKKnj58jd4ZfWztQjcqpUCHF4PHlkzrKIgEK43YtLpmrXR3PjnZiS9DpBRZFmbTPUwNfrKBEEg93Ae1jJr0EVbb9ThqHSwa8Ue9q07QPquTHQGid5jejLotAF1yOhaGn3G92Ll92sCEjlVO8rhcRHc0Odesg9qAQ9JLzHinKFc9uiFAaXogqHX6B7c+r8b+Ohfn+Nxe/ybPcWr0GVgZ/71xZ3YK+1NIoBT0XrNZI9M96FHeyWnXjuR1T+tJfdwfp3nWBAEJl8+lm5DA5fhO6wOvn/2F1Z8u8rfdhAWE8YZt07jzNunM2ByP3Ys3RX0/ZC9Mn3H92r0NbSiFa04+eFxefjumZ+RZQWD6WhgTtJJiJKIx+Xlu//+zH/nP9riAQzZq2jrTU3fUFFRUJB0ko+/TQho671uL5vnbyNtRzo6g44Bk/v5S+xve/tGnjzrOcoLKgIGL1VFpaKokrCYMC559IJ6pR0lncQNr1zNaddOYs2v69mzah+pO9P9TPCAnxwOYMZNp7Hgk8U4HW4EnYgi1C1ZhxpJVh/BnNft4f27PiGpaxs69GrnPy7cYKRzRBSFdhuVbhdej4JelEi0hJIQEtoshYBti3ZobQL1ZGD1Rr2fSPfAhoO1no1jfx9FVTi8NRVzqJndK/fi9Xjp0KsdI2cODypD21LoPrQriz9fVoehvhqyR6ZtShueOPclti89yiWUMrwblz52Id2Hdm30uUKjQnn01wd58bLXKc0t851PRfYqhEaFcv/XdxPdJorywgpNKq0Jr4soifQafbRSOLlvRyZdNZ6lX9ZVBxIlkcRO8Uy/aWrAsaqJ435/aw7lBVriTKeXGH3BSC5/4iKGnTGY/esO1FuI+k9QVWl1yFvxj8Cqn9YFjTBr2VKZFd+tbnGHPDQqpMFjFFkJWE4+78NFfPf0T8heWetxkhW+f+Znpl47kaueuYzB0wZwwytX8+G9n9U7flleGQ9NfJxR5w7n8icv9pePHQtREhk4tT8Dp/bHXmnnjRveZc+qfYiiiCCALKuYLEZueuNahp4xmF3Ld7N3zQEUVUX1SYIEgsBRxxdVpTi7hM3ztzHi7Nqs4CadDqMkIfs2HKIg1OmFdDs97F2zD1u5nZh20XQf2jVoiVNlSRWCoN0Dl92F2+nRHFpAb9b6s5w2TWqmgUQ/ALKs8PNLvyF7NYo5QRBY8d1qEpLjueezO04oF8GUqyey+se1yB4vkl5Xq2JB9siIksiW+du0gwVt0yd7ZNb+soEDGw7x9JxH6m2BOBajzx9Bp/4d+frx7zm8NRVFVujYuz3n3nc2YdGheJwedHqdnyCvQfg2aZEJkSR2jidrXzYJyfGYQ808/vu/+fKx71j320b/hskSbub0m6Zy43OXUVZur3N/3A43z57/slaqVsPhriqp4vtnf6YgrZAz75jeYI/772/Oof+kvq3a5K1oxT8Eu1fto6Ko0t9TXRNaj7VI1v5ssvZm06F38+Uij4VGHhbckMhebZ3uPqyuw3Rg4yFev/YdKosrkfRa5dms1/6k25Au/OuzO4jrEMuTfz7MfaMfqXfNrSqp4s3r36XHyO5c/uTFQUvXATr0bk+H3u1RVZWfX/qNP96aq2XAq4k4RYEZN03lwofPJSQqhO/++5MW2K7+/FiIgOLri5dEVFHjAFn02VKuf/mqWoeGGYyE6g04ZS+yqqIXxToyYqqqkrYzg+LsEsyhJlKGdQtKcmsttfqkTUNxOVy4HW5/QEHSSxh8VW/WMhux7WIbbCFUZIX1v29k5ferfXPR/j7rtT+54dVrGDxtQP0DHAcGTulHfMdYCjOKMIYY/fsbVVVxO7Q9TMburDol5Ic2Hea/577Iwz/cR6/RPRp9vvY92/Hyqmf5/pmf2TRnCy67i8iESM68bTodfe9HTNtoCjOKGpVgqoaqqAw9YzCZe7KIahNFWHQo1714JbFJ0cx+bwH2Cq29QJREhp81hHvfvwlZFAPuxb59+ifmvDu/1t+8HplVP67l0OYj/PuHf/HbG7OpLKkKWlq/afYWsu843S/Feyqi1SFvxT8C5YXlqLKCGKQXWRAEbBW2oFHJ5mLRFw1rhUfEhdNjRPdaf1v54xq/xBVQSyJt4WdL0Rv1XP7kxexeuVeTnmigv0f2yKz5ZT2Htxzh6XmPNdgbZQm38J8f7yd1exqb5m7FZXfRtnsSZ904mcN7sln5/RqGzBiMKdTM1kU78Hi8qMdqofqcdEE9WpUgiAIisGfVvjoOOWj3QRcgaq2qKsu+Xsmvr/7hX3RFSSChUwLXPHd5LQOk+NQFIttFoUoCiJrMmSnU7M8wC4JW6hzXXtO8TOqaSEhkCNYym5+IpyZcdjcelwdVUTGFHCVbkWWFvLQCnjrrOcZfMoaOfTow5PRBGBrZTtBYJPfpwA2vXsPH93+BIiv+7LQoiuiNejxuzVBL0tFev+qS85LsUn57YzZXPdN4OZG0nRk8f9ErfpIVVDi46TDPX/gq026cwpVPX8Lo80ew8sc1jSpbR9Dk1RSvzIPjHwMVzGFmJl81nvPvP4fb3r6RK568mMy92Uh6iS4DOmG0GIK+i0u/XkHajoygFQPLvlnJ+EvHcP4D5/DTi7OCzil9dyZLv1rB6Tef1ujfphWtaMXJi4pCLYscLAAviiKy10t5UQUdaDmHfNeqfdgr6u/rVVWVCZfVbsHJO5LP8xe96tcZr2nrj2xL47mLXuW5xU+wb93Bo854zUs7ZvlVUbUg7Nkv8OisBxskJxMEgQsfOpdJV45n7a8bKMsvIyI+grNumIxLVtizah9tuiQw45bTWPLVSux2J6qIXz0DwfdP0cjddEbJP66qyOxYFjgoKggCZl1gO5m6PY1v//sTWXuz8XpkREkgIjacGbdMY+IV4/xrvkv2kl1VSUW8AUeCCcmuJQ1MFqO2J/KVdrudHkRRa7UDLQu94c/NAe2H7JWxV9i1ysVQk98GKYqKw+rknVs/YNoNU0ju25HeY3oQGtWyGXOdQcddH97Ka9e+TWluma+ar7rKQ8QSZqaiuLLOnk9RVAQUPvrXZ7y2/oVGV3/YK+08f9GrHNme5rtnKk57AR/d/zlLv17Bwz/ex8TLxzW5zSM+OY7nL3wV0JRhhpw+iIsfOZ+Z957FGbdN58i2NDwuDx16tiMyIYKo2DCKi6vqjJN9IKeOM+6/Zlkh70g+K75bzUPf3csjU58OOh+Py8NXj33Pwz/e16TrOJnQ6pC3ollQVRWXr/S4OSVILY3I+EgEn05noIVKVVVCI0Nb1BkHWPHTugaPCY8LrzUnRVH46YUgTgSACvM/XszU6yb7e9YaA0VWKEgv4scXfsUcaiZjdwZ6o55Bpw1g5MxhAbOEnQd08ve4lReW8/SFr7JtyS5/2ZwoCPQZ34v+U/qxa/le9qzdj8vh0nqaVRARkAxSrbYolcYzx1Zj8efL+PqJ71EUFZ0v86EoCvlHCnj1qrd44Nt76DG8O06vF5fsRVZUekzqzbJf12F1uTCJEnq9XuuDqnH+066aAIDRYmTCpWP58+25eFyeWn3kslfGZXP5DLSxhtwXuG0uvB6ZSlcV8z5YCIJARNxP3PT6tS1OHDTmgpF0HpDMsq9Xsm/9QURRoM+4XqDCn2/P9Vch1IqJ+HTnV/6whssev6hRpfUel4eXr3hDc8ZrRMRlXyng/A8X0b5XO8699yw2z9uKLQiRTk1ExIVTUViJ2+n2byAdVQ7mvreQg5sO85+fHiA8Nly7nkZgyZfL/dcXCKJOZPm3qzSuiOoyRj9xcM3WBVj85fJWh7wVrTgOOL1evIqCRa//2xneI+Ij/I5FIN1vRVEQRIHIuJZVzFgzayOSTvSvk4GgKmqdYPic9xbgdXsD2vFqMqotC7Zpkl3VQe9GSJN6PV4+ffBLzv3XWaRuT0eWZdp2S2Lg1P4Bq+RikqL9ihOKLLPu53XM+3QZVSVVKIqC0WxgwKQ+dB/Wlcz9OWxbspMyX/mwoKgIqoDeqDumYk1osiJM5p4s3rzxPaxlNkwhJsxhZhRZoaJYq37yuDxMu2EKh8tL2ZCXTZHDjreNhHV4PFWlTsJynUTkOf22XlVVZK/MsLMGE5UQiapqFWDbFu+kqrSKsOijfeSKolCcVYwsK4SEW2rtB71ujSBWURQWfLKEiLhwwqJDmXrtJMZcMLJF2x/adk/iqTmPsG7WBrYu3I7L7qJ9z/Z0G9qFd2/7KOj3VEWlIL2IAxsO1UnyBMMnD35J2s4MqKHMVP0spm5P54N7PuXOD26hxxfd2b/uYH1DAaA36ZE9Xooyi/zjybLCpnlb2bN6H0/NfZQ2nRMaPb9qOx4sO68qKku+XE7b7kn1chopssKulXsoySklpm10o859suHv96RacUpBUVX2FBeypSCXbKtWMtw5IoohCUl0i4r52+Y15oKRmrQX1DHSqqr6db9bGtUl0fXhWIOVvjODkpzgDNGgRdGfv/AVbBUNO0O1ziVrGuLVC5wgCmyet42fXpzFf35+gLbdAjMG26scPD3zRYoyin0EYtXGTisRrCyu4qk5j+Bxe3ho4hOU5pQi6Wo74trxWm9aUyRFnDYnP730G6oChho93pIkIYoiHpeHn16YxYM/34fd40EUYOWXK/jznXl4HW4UEdyKB7HchtliQvBJuXQZkMzEy8Zgc2iZiTNvn072gRy2L96Jx+mpXXngy/D6ja6q9TDXzGbIsoIgQGleGa9d/T/+8/P9dBvS+H6uxiCpaxsuf/LiWn/77OGvEephJtVK811Yy22Nkm3bOHuLpsVaz6bvq0e+5cP9/+PpuY/yxBnPNUggV1Go6X3XcobRNkCHNh1h6VfLmX5j4P6xQCjKLA4aXKuWWMtPK0CSJBSvEjRbpqJSnNU8QpxWtOL/Ow6UFrMkM5UdRQUoqkqCJYQJ7ZMZ3y75hEq/1Yc+Y3sSERtORXElerE227nW4qPQoXd72tfoa24JaLa+YafMZXdjCjmq4rFu1oZ6S4FFSeSPt+ZRmFHYaLWWasnI9F2ZfP7wN0cr1ASBxV8s55JHzqf3mOA9tX++M48V365GlESi2kQiSiJOm4tDm49QXlDBbe/cyPUvXMm7d37C+t83IumkOqzg1VUKgUr068Of787HWmYjLDq0Vv9/aGQItgo7s9+dT4fpvVhVmotXUQizKxxcl0qkQ6AElbJkC167i7B8F6Ig4PXKhEWHcuXjR9sRuw7uwsx7z+T3N+dQllfm6xtXUX17Ip1eVyt47XZ6cNmPKvO4HW6sZVbKC8r5+okfcDs9TL6yfkKypiI0MoSp105i6rWT/H/bOGdLo75bmFHUKIe3NK+MDX9sPvr8HVttoapsmrOVrH3ZPPjNvbx6zf/Ys3JvvWNWV3Eca58VWcFe5eCrR7/lwW/vbdR1gGbrG+KrKS+ooCC9sF7HXZsUFGUXn7IOeSvLeisaDVVVWZyZynf7d7GvrBjJt/feWpDH13t3sDH/72GoBugysBOjzh0OaAtDNdNytUxIRFz4CcmSderbMSCDZTVESfT36VTDYW3YiUeAgvTCZs/rWD30iqJKnr/oFX/Z3LFY8d1qCtIK/dkFP1u5z2nN2J3Jhj83YwmzcN49Z/kyFLUXRlVVURQVS7iZkecOa/Rcty7cgbPKETC7KwgCok7i0LZUslLzkUSB5V+s4OeXf8dld2E0GzEIEqokoEgiTqsTR5UTS5iZKddMxFxjY6Q36rntnRu57Z0b6T+5L4mdEug+tCtX/vdSLGHmWvdR9sq1nPHq31KRtYCDy+HmhUteP6575HZ6KEgvpKygvN7jQsIt/uc5IHwMv6aQxvVJ71t3oEHpEafNxW9vzqFNl0SSuiU2atxAqDbYi79Y3qTvhUTWz80gSiLhMWGExQRmkPVD5W+RtmlFK051bMjL5pXNa1mZnYGiKkiCQHplOZ/u/r/2zjs+imqL49+Z3fQC6fROEnpvoXekSS8iRVQQEEUsPBWsKBawYENBURAURER67733XkMnCZDedmfeH5NdssnuZhMSkuD9vk8e7u7MnXt3dubMufec3znEj0f3Y8iG6GNu4uTixICJfZBlLVTZZO+NBiOpSQb0znoGTuyT64JuZauVzjLH1tPHM5MomKkEqy0Uo8KN8zdx9XS1u1160tsCV09XAssGEFg2AL+SvsRExjDv/YXcvHjb6r53rkSw4+89uHq4UCSwSNrEuoSbpyv+pfyIuBrJtr92otPr6PP6kzg56VAUxeKY2vetgKpaOJRZER0Rw/GtJ20Krrl5upIQl8SqHYdJNKTilSxxZN0xIq9H4VvchzJB/jipEF/Gg8SUVBLjkpAkiSY9GmZabGg1sDmv/PIirQY1p1RoSSrUKku3sZ2p2jTUYgJXVbUyqYCmTK9oz43x9xNITkwhNiqW2RPmOuwsW0NRFCLCI7PM03bUVrl7O7bd+QMXHBJnnffeAlw9XKjRvEqWc05alYHMk+WmSaIjm44TdcP+glN6PIp62LfhgLObM14+ng6NxTOLZ4eCjHDIBQ5zIfoeW69exsvZmfLeRfFxdcPX1Y2KRbU6j2sunyciIT7rhvKIEV89Q5dRHXF2ddLycNNufFXCQnj33zcdWj3MLt1Hd7R7g1WMCu2GtbZ4r1j5oKwn2lXb4bo5QTEq3L1xj73LrRsVk7iJrRVJSZbZumAHAC2fakazPk1QVW0l2mhQNCE0VVvhfnnWaNw83TK1Y4voiBhtEsCWKJ+shWnfi4zBmJjKihlrABUnV2ckWUJRFSSjAnpJy3OXNPX6GWN/5t/vLHOTdHod9TrV4eWZo/lo3bv8b4GWP1W2WhnUdOfRETGzxNhEvhz+XbaEUEDL6Zr3/kLG1BrPa03f5qV6r/NO549slmFp3L2BZgSthDyaDGOd9rUsVmXsYde5T8fS6Ss4tfOMWeE8K2z9XlVV5c4V67XIbdG8bxhyWgqKtfYUo0JYr8aE9Wyc6WEx/XayTqZ5v7BsHVsg+K8Tm5LM3JNHSDSkUtrLGx9XN7xdXCjh6YWvqxs7b1xl2/Ur+da/pr0bM+Kr4fiX9MNoMKY55irFKxfjldlj8kRxud3gFuis6I+YkGWJdsNaZXIuAssG2LX3pvumbzEfvGwIsmbcNj3p9UxknYxfSV9io2LZs2xfpm0Bjm05QVJcEl5WcqNlnYyLuwsH1xzGkGqgeIUgnp06VItEUlQMqUYMqUYtn1mCPm/0oEqTECtHsU7cvTgUg9Hm9yjrZBR3HTfj4/B39eByWlnZooFFcXZx0oRb7yVi9HLC4OMMEhhSDayeuZ7J/b/IlCpXpmop+v2vFxP+eIVXf3uJJ0a0p2LdCsjyg1KcRoNRS3+QLMPvTWXskLTnp+/HzOTmhVsOjxU0R3zNrPW8XP8NXm7wBuMaTmBM7VdZ+s1Kq2l9IY0q4+1v/zfg5ulKzVaOpcuZytRlxend51g6fQVJCcna79fa7zXde/aeTVVVJSI80qH+AYT1bJRlubTmfcOo37mu3ZRTSZIoFVLCaoWDwoJwyAUOczTiNklGIz6umZ2tIHcP7icncTIqew/euYneSc/ASX359vA0xs9+kbEzRvL5tsm89ddrBJTxz5NjNu5aj5YDmgKWNynTfz8xskOm0CK/kr7UbFXd5qygVivUdu3mnCJJEvtWWnfIoyNj7efnKIoW5owmmjPiq2cY++MLhDSqjEcRd4oGFaX9sNZ8tO5du6Fy1vAJKoKiqDZnP1WjCrJEEX8vjm09SWJMIrq01XRDikG7mZvEZwDUtNImisrPb84j4mrWxqHN4BYgSenCsRzr+/WzNzi6+XjaPiqnd59l1U/rWDd7I7cuZV6hSIhJYHKvz1kzcx2JsYnmPl86cpkvn/mOjXMtRQJTElO4evo6JSoV11YljA+cT5OTrnPS8eS4ro51GKjSJMQhXQJDioHJvT7FzcMVWZ/5t2qKonCkVIpbNlZ/ADo+1xZ3b3ezU57+T9bJlK9ZlrodalGnfU0q1qlgczt3b3c6PNs2W8cWCP7r7Lt1g8jEBILcPTI9fLs7aaubW65eznUblR3CejZi6o6PmPDHeMZ8P4KJi99gyob3cl3bw4S3rxcjv3pGi9rKYLtlWaJM9TJ0H9s5037tn2mjpfLYQFVV3DxdkXUyxSsG2XfK09k40NKs3LzcSIxNJOr6Xe5ciSDyahSGFAMH1xy22kRCTKJFCbSMOLnoSUlKMYdwN+8bxrvL3iSsVyO8/b3w9PGgbodaTPhzPN1f6mK7r1bw8vNC56TLFH1mQjEqKBI4eTijGgzcunQbV08tDS05MYWIqxFIRpBkGclJW9nX6WRkWWL38oNsX5S1pk+zPk1wdnUmOSFZ+/2m/aV//kj/k5fS/s+YajRrm4Am1rdm1npW/LCaUzvPZLoWVFXl59fn8Nvb8y1SFKPvRPPnR4uYPuIHi2OqqsrpXWepVM96GVATvV5/0qYafUYq169ot769CcWo8OdHf3Nmz7kHzrFk+ZcxNcQWEuDu5fiCTLXmVagSFmKzVrqzqxNdRnfE28+LbmOesNmOisqAPIiMeZSIHHKBw9yIj8HDyfpPRpIknGSZ2/m4Qm7C3dudep3qPJJjSZLEiK+eoUKdCqycsYbbl7QQ5hKVi9N1TCda9G9qdb+hHw/inScmkxhrKaxlEu4KLBegzcbm4vOOKV9ozsT5PPVuP/TpzqV/KV9iIqNt7ivrZALTTWrIslbKolG3+g/drzrta+FRxIP46HicXJwy3fgVRSGkcTABpf05t+usVl88LeTamJq2ki1LaYb1QbtOLnqMqUa2LthJr1e72+1Dw271Ob71JNv/3o0xNRk1ywLsaRMnssTJHafxK+HLt6N+4sb5m2ZdHkmSqP9EHZ7/Ypg5YmD596u5evqa9iDh9MAAqaqKYlCYO+kP6j9RB29/b/atPMjM8bOJj04wT9CoioqkmCYcFIoGFGHUt8/ZLX+Taaxd6zPrtd9IySKUUuuXpr5uMtLWFM/T/7fVGup6maa9GzvcPwCfYj688+8Evnr2e26cu2nhcFdvUZUx348w/34n/PEK3436iaObjpsfHBRFoVj5IF6eOQq/EoUzn0wgyC9uJ8QhATobqS0eTk7cjI8jVVFwzqdcctDug9kpAfWwNOvThKKBRVny1XKzKrWnjyfthrWi+9jOVqOU2g5pxZ5l+zi//4JW69lEmqGo26EWV05cRVEUZFmmZOXiJJfyJTYqjviYBBJjLJXd099z/Ur4cvnoFZLikzMdNzoiho96f87o757Dp5iP+X1vfy+zXbVGSmIqXn6eFilQFWqV44Wvn3XoO7KHt58XtVrXYO+KA7i4uWRyFhNjE/HycadcxRLEJCSjGIw4pUUAREdozyeKq4xkUJATNadeVTV1clUxsu7XTbTob18ryCeoKEMmP8Xs//1OckIyIKX55PacTM3+Htl4nJ7jE/hh7CwOrT1iYW9KVi7BSz+9QOkqmnbByR2n2fT7VusNqrBvxUH2rThIo271uXH+Jl8M/ZYb528i69PEW03CujoZRVHQ6/X0fv1JOmcj9dK3uA9Vm4ZyYptjCuqndp7B1dPVPFmR8VlM0kmaOJyNiDQJiaDygdnSb5AkidfmvsSMsT+zb+VB82SRYlTwK+XHy7NGa1GlQJ8JPVBVleXfr9bKDMpaTrm7txvDPx1M3Q61HT5uQUQ45AKHcdXp7eaNGRUVl3w0zvmFLMu0H9aadkNbEXs3DkmS8PTJvLKQnuIVgpi8ZhJ/ffIPu5fuMzvl1ZpVoc8bPbhyIpxf3pib5bFNBk1VVIfKo6mqypqfNxB7N44x348wv996UAsuHLwEknWnCgVaPdUiy/7kBBd3Fwa83ZvZ//ud1GSt/rXphqwYFFzcnRkwoRd6Sca7uPZgYRKsUxWtRroqS8hJinkBwZQHrxgVrp+7kWUfZFlm+OdDCGkczPpfN3H11HUMKfaV4vVpM/Rx9+P5uO9U4u/HI6dbeVCMCvtXHiQiPJKQxsFpYYSawErGfHktV17GkGpk+6LdlKtRhukjfjCfV9BWZbSweolSoSXpOb47ddrXtJhYcQRnVyeemtSXX9+al/XGkhYdUbVZKCe3nzbn2Jn6jKSFj145fpXrZ29YfGZapXZxdc6WoJuJUiEl+XzbZE7vOsv5QxfR6XTUbF0tU51Rz6IeTPjjFa6duc6xLScxGoxUrF2e0CbBhXq2XCDIL5xknSb2bUNY0aAouOmd0P0Hr69qzatQrXkVEuMSNefV176OhbOrE28ueJV/vljG+jmbzfWZi1coxpMvd6Fa8yp8OvBL4u7Fm9XRXdxccCnlgo9SlGunbpCckISqpJUIVzQH1MnFiYhrkXbDfU/tOsN73abw8fr3zPnJNVtXZ9VP64iOiMUzQ767MdVISlIKDbvUz/WKNCa6junE6T1niYmMxcXdBSdnPYpRITEuCZ1epufoJ3ArXoztV6+gc3UiNSlVW9GOT9EquBR1xflmAvroByJsGhI3zjkWUt60d2MCyviz9ucNHN18HGOqAUPaqr2UbjVYVTUdcZ1OAknCmGrk86e/4vyBi5rCeDrn9OaFW7z/5Ce0fqo50RExnNt/we4zmayTWTd7I1XCQviwx6fE3tWEU9OfT0nStGH6TOhJsz5NcpQfPeqb53il8f9IdSD1TJYlAkr7c/PCLRTlQdonaaVti5UPokrTEDbM2fzA1suW0Zz93uyVbbvr5unGK7Nf5ObF2xzZcJTUZAPlapShWvMqFno3sizT/63ePDGyA/tXHiTuXhwBZQKo16lOrpeizQ+EQy5wmCq+AZy6G4lRUTLNnCcbDciSRKWij+9q1M0Lt9g8fxu3Lt7GzduNxt0b0Kbvg5U/SZKslhuxRVC5QF6cMZLhnw3m3u1ovHw88Pb3BrTcpzWzNmg3xgw5yrJOpmRwcZ6bNozZE+Zy+Xg4gENhyKbtdizeTdcxnShbrQwATXs3YdPvW7l09DKKUbUIjZNkieotqlC3Qy2Hx5ZdWj3VHCcXJ/769B/u3rynOXOyTNkapRn8wUAq1a1AisFAQAkf3AM8iYuMw8nFCVUvoUoSUqqCZHgwo2wqiSLJssO51bKs5So17xuGIcXAxnlb+O3NeVbD103ltoypCvdvR6etYssWhkjWyaQmG7hw6BKXj4Wbw95A+9c0E25CkiSQ4ebFWxxYc0gzcukeDkwCd0ZFIfzkNUqFlsy2M26i3TOtWffrJm6cv2n7dyM9CEsv4u/NizNGsvz71Vw+puWOFqsQxBMj22NIMbBn6X6LdkwG2qdYUV75ZYyWR5kDJEmiSlgIVcKyzlMsFVIyk7MuEAiyT3X/QJZdOEOCIRUPJ8vwWFVViU9NpXnJsjZX0As7cffj2bZgB2f3n0eSZKo3D6X7iHYW27h5ujmsleLi7sKAiX3o/fqTRF6LQu+sx7+Un/ne3mpgM9bM2sD9O9F4+nii02uq57F3YykdWpKhUwbx71fLObj2CIrRkKbbknlVPCOKUSHyahSb5m2l6+hOgLZC3OGZ1qycsZaoG3cfHC8uiYSYREqHlqRZn+xFNGWHksElGD/7RRZ8/DfnD14kPjoFWScRUMaPLqM60axPE+JTU7h0M4JLJTy5d/42Mq4YvJxIcXfH6X4KHmejIW2yyLwooao4uznulAU3qERwg0rmSftPBnzJvZv3tCA7U1oYmg0yqbT7l/bj+DZNhTyj06kYFRKiE1gxY4155dYe2nFvsnHuFmKiYm1qxCTEJqLTyTkWK/Mt7kOfN3qw5MtlmqCwncdERVGJvBbFe8vf4t+vl3Ng9WFURcW9qDttnm5B1aahzHj5Z4s2TP12dnNm6OSnaNy9QY76CdpCVfEKWU/ee/t50SaXVe8LAsIhFzhMdf9A9t2+zqWYaEp5epnrjyekpnItLoaqfgH5Wvosr1BVlcXTlvL31H+1G21aaNnWP3ew9KtKjJ/zEp5WBFIcxd3bPZNqpou7C5P+eYMfXvqZIxuOPfhAglpta/Dc50P54plvCT95LUdh7RIS2xftNjvkzq5OvPnXqyyaspj1c7eYV4ed3ZxoPagFAyb2zVIJ82Fp2rsxjZ9swLkDF4i/F49/aT/KVNUU6jfN28ry71Zz52oEBllCkbSQO1mVUJONSAbVnOtlminVDKJKvY61s90XvbOeDs+05erJ62ycu9nslEsS6Jz06J11GFKMFAnw5uLhS6iKgqSzvJ0aUo1mx1RRFPROeowYH/RNwmIVwrStJEmc2XMOFdWqGrokSUhI7Fm6jx7ZyB1PjyzL/O/P8Xzcbyo3z1tZVbCYCNBqj4b1bERYz0YkxiWiGDU1/W1/7bQbydGsdxNznXuBQFA4CPHxo1ZAEHtuXUdVtRB1SZJIVYzcjo/H19WNNmUez+v62JYTfPnMtxbq6HuW7uOvT/7h9XnjHup+5uTiRPGKmatWdBrRHhd3FzbP38b9O/dRjFpd8JBGlen16pPs+HuXpvKdQSvFEVRVZdPvW8wOOUCbwS0JKunL0hlribgahaIouLq70PjJhnR+oYN5YSCvKF2lFK/NfZnrZ28Qef0ubp6uVKxTHp1ex+ndZ1nw8d+cOnSBpNKepJTyIOF+Am5uLnicuIfrtQR08QYtpUKv0yL/00qw5cQZlHUypUNLMeKLYXz+9NdptlmL/tLpZHTpSshKsowsZxYbtXit4rDQq5unKzsW785yMWX737uypWafkc4jOxAbFcuaWetJTbYvWOvkrKdCrXK88suLpCSlkpKYjLu3O7cv3+HNtu9ZrdQjSRLFKxbLk9LC/yWEQy5wmCIurvQPqc6S86e5EnM/LXxdwkWno6Z/EJ0rBKN/DGfMty7Ywd+f/wukhUqnhUIDnDt4ka+f/4G3F72e68f19vdmwvxXuHXpNqd3n0WSJEIbBxNULpAdf+/mwsGLOW5bVVWun7EsU+fu5cb4n16gx6vduXT0CpIkUbFOeZslNpLik9i74gCR16Lw8vGkQZd6D61kr9PrCG1kKYK38JPFLPtmFSoqOlnGWQGDUUFJC6U3/eIknYRLmvK60WBEMSqUr1GWYuUDmfvOn+xfdZCUpBTKVitDu6GtqdepdpahVcOmDCI5MZldS/ZqTmra05AxVcHdy42xP47ko95TrYb5ZzLKEhYhbIpBsVhVVxUtBK5qWCgb526xKQRkWrVOjE20+rmj+JX05dNNH/Bul4+4dOzKgwe8DCF7RqNKvY4PNBlMq0KKovDXJ/+YcyGtfQcrf1xDlzGdCnUpEoHgv4YkSTxfsx6SJHEk4hZ3k9KEwIAgD0+erlKTkp5567TlBzcv3mbqkOkYUgwW4foqKrH34pnSfxrTdnyc6w6rLMu0HdKKpr0bc/7ARVKSUggo7U+p0JLcv32fZd+sBCxT1LJDelEx0M5vq/5NCW1RlWtnbpCalIp/aX+b9ltRFI5tPsGFw5fQO+mp1aa6eTL/YSgZbKmKfXjDUaYOnq5FyCkq7hdicLsUCy4yklGlqKwjNdmQJnyrRcKpiooxbUKheb8wln23iq1/bic6IgafYj60eqo5rQc1zzJSrlabGgz/dDC/vjVPC0dXtEl+JS1tbMDEvhzZcNTsnJtQM2jXOIokSzTt3ZgNc7bY31CF+PsJ2T9AOnR6HQMn9UWSZfNvyRqyTqZB13rm186uTuYFjuXfr9auCxsr+VeOh3N4w9FCn8ednwiHXJAtint48XyNely4f5dbCXEYFIVEQyoRCfEsPHMcN70T1fwDqeYXgJezY3WRCzKqqvLv1yssnDF44HwYDQontp/i0tErlK9ZNk/6UKx8kFnUwsSWP7c7lDNuD1v1r739vKjZqrrdfbcu2MFvb88nKT5Jm0FWVOZM+oMOz7QhuGElEmISCSwboKlnPsQkzbXT11n+3WqQwEn/4HblnCZ0ohgV6nSoxdm9F0iISdBq0hoBFcrXKkf/17rzTuePtHIpihYCfnL7aU5sP0Wrp5oz/NPBdp1ynV7HC18/S932tdgwdwvXz9zA2d2ZRl3r03ZIK632awkf7lyNJH3GXUZn3HQMnV5nUVItvWI6aPmJtdpWx8lZT0pyqlWn3OTsB5ULzO7XmQm9s57BkwcyucenWs4oqoUzLutkgsoGWk1XuHj4svlBz9Z3mJps4NC6IzTvK0qPCQSFCS9nF8bVbcyF6HuciLxDitFInCGF+0lJ/HX2BH+fO0UNv0CalChNuSJF87u7ucLanzeklfC0zJ2XJAlVUUiISWTLnzvo9qJtteeHwdXDleotqlq8t2vJPou0qZzYfGsltkCrTJOVY3352BW+fOY7Iq5GmqPk/py8iKpNQ+jwbDvi7sbhUdSDWm1qWAjB5aSPP46bba5zbUJSVEg0aql6oSVITTFoUV1p+iZGg4KXryfjZozg2xd+4s6VCPP+8dEJzHtvAVv+2Mbbf7+RqUZ8RtoMbkmZqqVYO3sjJ7adQlVVQhuH0GF4G0IbB3Pj/E10ehlj2sJMTtEqgLjRbkgrTu44TUxEtKXgX4ZtS1TKHFWRXSRJ4smXu7Dlj+1a+TkrzyiyLNHpuXZW99/1zx67K/+yTmb3v/uEQ/4QCIdckG30skyIrz8lvbxZfuEM5+7dxd3JCTe9nuiUJNZcPs/Zu5F0qxhitURaYeLOlQitfFX6ULEMyLLMofVH8swht8a9W/ceyhkHLXwuJ+xdvp8fx/1izi83KZQqBoVVP61j1cx1miMpQUApP7qN7czlY+Ec33oCVYWqzUJpP6yNQ9/XlrTa5zqrJTFkFKPKrQu3+Xrfp+xZvp/wE1fTZvBrUK5macY3epPkxBQttE3/4AQaDUY2z99G5foVadHPUglfVVVSk1LN+WPOrk40frIhjZ9saLWPrQe3ZOGUxSiKas5dz9TXtP5LsoTeSWcWkEFVzbVCa7WpzujvnsfN042w3o3Z+ucOq0qnqqLi4uZC4x7W+5NdQhsFM+rb5/lx3C8oBiNIEpIERqNKUNlA/rdgvFWBH0dW6CVZIiHm4VbyBQJB/iCl6cKU9y7KonMnOXBLE8j0cnbBoChsvnaZwxG3eKpKDWoFPLzTkN8cWH0IxaBkUv8Gk1Cltk1eOeTWiI6ITqubnfNSqEaDYk61yw4R4ZF82PNTcwm09A7ZyR1nOLnjjPm1i7sLT4zsgN5Jx64le0mMTaRkcHHaDWtNvU51sjz20U3Hib5ju9KLYlS4dPQKX+79hDuXIzi25QTGVCPla5WjUdd6fDNyhlb/Ol0VFkiLBjx7k1/f+p2xM16waFNVVS2EW1LTBGRdqFSvos3SY62fas7GrFa0bWAql2c0GPEt7sNrc1+mSGAR2g1tzamdZ2zupxgV2g5tnaNjZsTdy423F73GlP7TuH872ly9BFXF2dWJcb+MsVrHW1VVkhLsaxYoRkXY+ockTx3y+/fv8+GHH7Jp0yZkWaZDhw68/fbbeHjYDl8cPHgwe/futXivf//+fPDBB3nZVUEO2HvzGmfvRVHWu6hF6ZMAN4VLMffYdj2c7hWzFmMqyKQmp9oNRzKJiqRf9XwU+JXw4+b5WzZnVbNEgoDS2a/NrqoqC6cs1ppIUzJ/8OGDfyW9Vh4j4moUP78+58GNH9i2cCfbFuxk2JRBtB3Syu7xbl28jWJU0OlsldvTHhpc3F0yOdYb524mLjoBnU6XaTZbp9dhSDWw9ucN5v0iwiNZMWMNW/7YTkpisuYoS1A0oAiuXq54+3pRvUVVWg9qgV/JB+KF7Ye1Zuuf27lx/pZ5kiI9sk62eE/SychpYW4t+zfDt6Qv9TrWtlip6PNGD45tPsG9W/fNaRIPxiwx7JNB2ar1mRVNezemevMqbFmwg/ATV3FycaJux9rU7VDLptpuULlAc7i6rQdFVVEpViHI6meCxwdh6x9vDkfcYtu1KxR1dcM7XeSbn6sb1+NiWHT2JBWK+BT6qDhr+bHpUVWVlCy2yW2KBhXFaFRyHBoN4OrhkqNItZU/riU5IcWhnOjkhGSWfLnMomTX/TvRHNt6ksbdG/DiDyPt6tDcunjboai/yKtR1GhZzaLe/K1Ltzm47qhV3RVTiuHe5Qe4d/s+PkFFSYpPZvVPa1n10zqzujmAi4cLXj6euHm5Ua6GltpWuf4D57xC7fI069uEbQt3ZntypFrzUMrXLEdww8rUaVfT/F006lafHX/X4tC6o5nblCCsZyNqtqpmpcWcUbpKKb7a+xl7l+/n6ObjKAaFSvUq0LxfU7MSf0YkSVNfjwiPtNmurJMpVuHho/b+y+SpQ/7aa68RERHB7NmzSU1N5a233uKdd95h2rRpdvfr168fL730kvm1m1vhXmV9HIlLTeFkVAS+rm6Z6pDqZZkgN08u3L9LZGIC/m7WL/LCQEBpf5xdnUlJSsl0szQZHmOqkXLVHz6fKju0eqoZRzcfz3kDKoT1yr6S6tVT17l58TYSkkVocyYjmubMmkXN0pX6MtVA/fXNeVSsW8Hud+dRxN3mqrOpLVdP67lh5w9etFBhzYgkSVw9dY2UpFRuX7rNR30+J/ZunOVYVO2hgjvR3L54m4uHL7Hyx7WM/fEF6rSriaIoLJyymFsX7zz4LowmBTjtH1mfbrZeUTGkGswPVlsX7qT+E3Vo1M1SjMYnqCjvr3ybBR//ze4le7UJH0miUp3yPPlKV+q0y13F+4irkdy8cIvghpXo/EIHh9TbA8sGUK1pFU7uPG3zIapoYBFqZAjBFDx+CFv/eLPn5jVUVAtnHNLEnDy8uBIbzdGI2zQt+WjtYG5TonJxoiNjLO9n0gNbr9PLVHzEIpVhPRoy/4OF5god2UWSJVoOyJnY1o6/dzksUGbCJLBm+m+APcv2U6F2eQthuYy4ebs5FPVnTdPm/IGLFsfNiKmM6qUjl3FrGsqHPT/j8tErmZ7pkuOTSU6r6X797A22LdxJtxefYMDEPkiSxM7Fu9n5zx7zRHR2OL71FPHRiQQ3rGwxMSHrZMb9MoYlXy1n7c8biLsXD4BPUBE6Pd+eLqM75Wr5zoSYBC4evkyRAG+GTH7KYX2XdsNa88eHf9kct2JUaP3046d8/ijJM4f8woULbNu2jUWLFlGjRg0AJk6cyIgRI3jjjTcICrK9auLq6kpAQM7K5AgeDTHJScSnplLMw3pOjpezM3cS47mfnFRoHXJVVVn4yWJSklJsfi7rZLz9vKibAyVvE2f3nWfljDUc3XQCRVGoXK8iT4xsbzcXp37nuoQ2DubM3nPZDl2XdTIV65anTrua2e5rfLRmLNKH79tbHbV4bSpTkha6BbD+1008N3WozeM16FKPHX/vRjEqmWbXNQMsE9azkdV9NcG0rEakhWfPeOln4u7H2/0uTQsUqUkpfDNyBp9u/oDd/+5j7S8bNUVWJx0SEoryYDVD1smgqBhV7aEmfY1ROU29dd+KgxzbfIJJ/0ygTLXS5s99gorywtfPMviDgURdv4u7tytV6pQnMjLWaim2nHD78h1mT/idY1tOaEI2QBF/b3q80o0Ow9tk+SDQ/61evNvlI5ufK4pCUnySTWFAQeFH2PrHG0VVuRYXi6eT9dVvnSyDqhKZ+HDCU/nN/lWHOLfvfGaHQ00/sazSblirHB8j8loUq2euY/uiXSTGJhFQxp/2w1rT+umWNusoFwksQs/x3Vj02ZJsO4GyTsbVw4XOL3TMUX8TY5NytF/6FD/TZMbqn9bReWQHm6vk9TrWQe8050E6lxUCyvhTtnrpTO/LOsccVlkns3jaUi4fy+yMZ8Q0EbHs21WUrlKKwLIBfDdmptVnBFMUnNFgtHuOLh+7wrQh03n28yEW0YF6Jz19Xu9Bj5e7pkUKQPWGlbgfnZhrtj4lMYV57y9k8/ytZqV1vbOelgOaMei9/lnm/3d4pg1Lv15BfLT161ySJOLvx+dOZ/+j5Jkk9qFDh/D29jYbaICwsDBkWebo0aN29122bBmNGjWia9euTJs2jcTE7OclSNLj8VdQx6LXyehkKU1pPTNGVUUvyehlqVCMx9rfjkW7WPXTOmzljgPonXSM+3kUTs76HB1j07ytvNftY/avOkRSfBIpiSmc2nWGqYOn8+dHi2zu5+SsZ8L8cbTo3xSHZk8ltNljCeq0r8mE+a+g08vZ/r0FlQ0gfUiaPew5t6YwshPbT9k9Xp12NahQuxwqqha2hybMpqgKRqOCq4crHZ9ra3Xf6s2rohi11fhMfUvLmwppVJnwE+GEn7rm0MSGqqjIeh2pyams/20TK75fDaSVX5G071fWyVqYt6SNs/GTDXF2dTY745IsoXPSaSqxOhkkSIpPZvb/5lodh2dRd8pWK0VgGf8sz092/iKvRfJul484vv2k2RkHiI6I4be35/HPF8uybOPc/gvYvEAkiL0bx9YFO2zun5vjKQh/WY3ncSS/bT3k/3l/FL+d/PqTJXCWZYyKggRW/5C0Z4LCMB5rf5FXI/n2hRkY08pR2uKpd/tSrnqZHB3jyvFw/tf6HVbPXE9MZCypyancPH+LORP/4KPen5GckGxz317juzH4gwG4uDuWEmBaKQ4qF8A7SyYQWNY/R7+3gDL+dr8PW6hWvNJ7t+5z98Zdm8fy9vOk86iOdo/X/61e6HSZn1uqNg1Bp9PZtOGqouLs4kS5mmXYMGdLthYxJFli2bcrWf7dKmw9aylGBWOqkYad6+Ht52WzLdNxf31rHrF3YzONw8lFT+kqJSkdWhK9U86eKa39KUYjnw36kvW/bbIoe2ZIMbDp9y18OvALjKkGu23cuRJh0xk3fU+Lpy21uT/k/3Wem39ZjScn5NkKeWRkJL6+vhbv6fV6ihQpQkREhM39unbtSokSJQgMDOTMmTNMnTqVS5cu8e2332br+H52LorCRkEci4/iQcU7flyNiSbAyir59dgYSvsVpUbZ4rjqLWd+C+J4rLHqp7XI5isPs3hZeoZ9OICmXepZ2ds6iXGJbJy/nSNbThAfncjeVQcz1a00/ffS6Stp3Kk2DTrVsd6YvxcT573M+de783qb94iPSbQwNHKa4NqQ9/vh5uGKzklH/Q61KJUm2mE0GElOTMHN09XC0Ng7P/7+XtTvUIsDaflOtgyULEsoGSa6TWVzzK8BvV6Hv7/938Mnq95myqCvObz5BIpR1QyMohJUxp+35o8jpL51AZaOg1vw1yf/EHEtCiTLMDqTeNmAN54kKjxSE1dz1CGXJIyKyuF1R4iPjtdmx61sq0sTcGnavT59X+nCuOaTkCTQZUjxkCQJRVU4d/AicbfvU65a5hWA9OTW9TPnzd+Jv5+AalQe/M4BU6rB4i+W0ntsJ/xL+tlsY8/SfQDmtIJ0ldO016rKnn/3MvitXjbbKCz3A0d53MaTFflt6+Hx+c4L6jiaVSjHktOncHbVW94rgPiUFDxdXWhYvnSme3lBHU9G/v1iGUaDgixLSJJWNURRFPMNTZKgbruaDHunr8NtKorC/jVH2PrXLuKi4zm08RiJcUkWdsb0PHHh0CWWT1/BC9NsR4sNebs3fcd14dVW73Lu4EWrK7GtBzajapNgDCkGKtetQM2WVTX7oigkxSfj4uZsoQmS1fnpMaYTP74+J9v50pKNop2+fp527f3oaUNw1utY/PUKcwSi0WDE2dWZF6YNpduI9lb38/f3ovXApmycv12z0elsvZqm69L5+XZ4uDhlu1yoqqhcPXWdG+duZaky7lnEjQU3fqJ3wHC7AmeKUeHgigP0Gd/N7rFz6/rZvGCHhQCfRV8UlTN7znF84zHaPd3CZhvL1x3RFOYN1r8DxahwdPNxXPWyzTD4wnI/cJTcHk+2HfKpU6cyc+ZMu9usXGm7zl1W9O/f3/zfISEhBAQEMGzYMMLDwylTxvH8pKio3AvrzC8kSTvhBXUsoV5+nLsTycWIKALcPJAlbeX0blIiMSnJNChXnLj7ScShhT0V9PGkJyE2kcvHrlqUgUpfnxk0Jc/rZ286PJ7zBy/y6VNfEXcvDlmStDradvaTdTILpi2jfP1KdtstWsqfTzZ/wJ+T/2bXv3vNuWYV61ag74QeFuInAAe2nGTp9JXsXX4Ao8GIp68n7Ya2pOvoTpSpEJTlePpP6sPJXWdJjEuyuvos62QtYi2dQMuDeq4aqqoi6WSqtahKZGSs3fEBvPr7y1w+Fs7RTccxpBooV7MstdvUQNbJNveXJPhw6QT+12ky925HmxXNTeFl/d/qTcWGlbmxcGe2fo+mTVOTDZqxl6yfRtN7dyNjiYtLuwZk2foplyRUo8Kp/RfwDCpqczzprx9DqoHzBy6SnJBCicrFsiXSl5KYwvp52zAajUiSZC1KE0mFpT+up/tLnW22cz8iRntYy/CQ/uA8a9tYO0eF6X7gCFmNx/R5YaGw2Hoo/Pa+oF8L1bz82ezkwtk7EZT09MZJ1qGqKgmGVG7Gx1InqDj+uJqv84I+nozsW3tYS4vSP7BdOvmB46oYFcJPX3d4PLF34/h04JdcOHTJnJpkD8WosOKndXR7uUuWq+CTlkxgyZfLWTt7oznf2K+EL13HdKTjc+0snlEun7vFsm9XsXHuFuKjE9A56Qjr0ZAe47pQs0lIluNp0qcJ637fyqUjV6zaeptksokSAWX8kdycs7T3vf/Xk9bDWrH7333E3o3Dv5QfTXo0xN3Lza6tf/GbZ7l+4Randp1FVbX0Ak1MVqF2m5r0eO1J4u7FWd3fEWyVjjOhKipx0YlcPncrS7VxWZY5f+SK3fGkv35UVSX85DXu3b5PEX9vytUoY3MxxBr/fr9GWySxseggyRL//rCG2rYWf4CIW/ezXvpV4drlCPxLZSypVrjuB1mRV7Y+2w758OHD6dmzp91tSpcujb+/P3fv3rV432AwEB0dna2csVq1NPGiK1euZMtIp0WkPhYU1LFU8Q0gyWBgx/VwLkbfM+tceDu70LJUOeoEFLfa74I6nvQ4GtJkmoHNajwxkTFM6TeNpLhkLScNsswHU4xKmlhJ1v3wLe7L6O+eZ9iUQdy9eQ93b3d8i/uk9fHBdqd2nuGTgV+gGIxaeB4QGxXLv1+vZO/yg0zfOTnL8RSvWJz3V77Nn5MXcWDtYXN9b9R0jndGAbx0OV6mOto6vY52Q1s5/FsoW70MZTMIwGW1b9mqpfl0y4fs+Hs3B1YfJiUxhXI1ytB6UAtKhZZEVaF6y2ronfWkJqdmed5NavGyLFGlaSiR13eiGlWLkmrmvinaZE6ZqqW5b6Pm+4ONta/Q1dMtyzEpisraXzay5MvlREfGpH3v2jie+eRph+qTx9yNw5BsuzKASQwv8npUFr+FYkRei7K5gqIprxaz20ZhuB9kh8dlPIXF1sPj850X1HEU9/BiSNXaLDhznGtxMeZ+uup11A0qwcDQGkhImfpeUMeTEdURX1N1fDxfDv+OS0evADgsipYUn8zNi7ezrAuud3aiz4Se9HilG7evRCDrZILKBphzs039i46I4d0uHxF5LcrcB2OqkR2L97Bn+QE+3/AugZWsP6OZcHJ15u2/X2fhlMVsmreN5HSlryQp6+8ivV3o/EIHJEl26PvzCfLhiREdMrRlfx93Lzfe+us1Dq07ytYFO7h3Oxr/kr60GNCUmq2rI8syRYOKUrpKKa6evuZ4Pr4EgWUCcHLRc/3cTdv7Sdoziou7i/l5yDYqrl5Z23pV1crL/TZxPldPasKKEprdffqDAdRu65gOUMTVKLsVeVRFJSI80m5/gsoFWmjgWMPZ1RkvP2+b7RSW+4Gj5PZ4su2Q+/r6ZgpPs0adOnWIiYnh+PHjVK9eHYDdu3ejKAo1azouJnXq1CkAIfxSQKkTWJxKRX25GH2PhNRUXPV6ynkXLfT1x9283CgZUoLrZ29Y/VxVVYxGo8MK0ht/32oOV8vOzKZOnz2ZB3dvd5sCWoZUA9+8MANjigFFtVz5VxSFmxdu8ctbf/D05IFZHqd4xWK8MvtFoiNiuHvzHp4+HpzefZa/PvmHqBt3zc55sUpBaTd61TzDLOtk9E46Rn41nFIhJbM1vpzg7uVGu6GtaWejlmfRwCK06NeUTfO2YswYZ58BSSdhTDWi0+vo/EJH4u8ncGDNoUzh+6YHkTLVSlOhdjmSE7TUgMS4JKtlxBRFwcvXi5BGlbMcz+Jpy/h76r+YS6ylhZif2HaS97p+zAerJma5Wu5RxF0LBzRaH6820aTilcUsb5vBLTmy6RhApt+1qY2sStsJCibC1gvSE+zjx+v1m3I86g53EuLRSWk1yov4ZApjL2xUaxbKlePhVtOwTKHTtdtUd6iti4cv2a0rbQ9bJSatoXfWU7JycZuf//7unxbOuAnFqGBITuXjgV/xxZ4pSJL9ZwxXD1eGTH6Kfm/25tbFW+id9CQlJPPbW/O4cOiSeTvvAC+MqUYSYhLNoqY6vQ7FaKTVoBa0G2bd/uYmOr2Oep3qUM/GSq8kSfQc343pz//geKOqNpkg62R+mTDX5maSJNFqUHNcPVyp2ao6x7eetDkZYzQoNO7ewOpn6Tm54zQf95uGYtLP0brDzYu3mfr0dF6ZPcbmWNNTJMCbO+ERthccJE3M1R5Neze2q/Yv62RaDGhqU5xQkDV5lkNesWJFmjdvzqRJk3j//fdJTU3lww8/pEuXLmbV1du3bzN06FA+++wzatasSXh4OMuWLaNly5YULVqUM2fOMGXKFBo0aEBoaGhedVXwkHg5u1AroFh+dyNXkSSJzi904KdXZlu8B2kGWpbx8vWkRZ/GxMQl22rGzIHVh7LtjMs62a7SenY5tO6oVsKLzM6TKc9s/dwt9P5fD1w9HJtQKRLgTZEA7UYeUNqfpr0ac+7ABRKiEwgsG0DJ4BLcvnyHjXO3cGzrSVBVqjYNpe3Q1hQvQPWpn/5gAHH34ti38oDNHClZJ6U9ZMg8+/kQSlYuztCPnyL8RDgR16JQFMUcpi/JEh5FPBj1zbNIkoSrhwvdx3ZmwZTFWl3xtBrupmgBCYke47rg5GLfmEVci+KfL5al9efBg5QpDz0mKpYvhn1Dq6da0Lh7A/O5yYirhyv1n6jDvlUHM9U5N6EaVZpmURqvXqfaNHiiLvvTft8Pkse1yYL6T9ShbsdadtsQFG6Erf/v4KrXUz+oRH53I9dpO6QVq2euw5CqgGxp61VFBRmefPEJh9o6uO6IQ2HqGfEpXpQSlWw72Nkh9m4cu//da7MPiqJy+0oExzafpGZrxyYaXD1cKFejrPn1h6snce30de6ER+BR1IPK9SqSFJ/EtoU72bVkLwkxCZQMKUm7oa2o2jQ0W88+eUnj7g2Iuh7F/Pf/spsbbzqHzfo0od2w1qiKytFNx9m/+pC2gfpgO1VRGfHlM/ikpZv1HN+N41tPWl0pl3Uy1ZqFUrFOebv9VFWVX9+cpznjVib8VVS+GzOTrqM70aBzXUpXKWWzrRb9m3J233m7x2s50H5pPG8/L4ZMforZE+aan13Sj8mnWFF6v9rdbhsC++RpHfKpU6fy4YcfMnToUGRZpkOHDkycONH8eWpqKpcuXTIrqzo5ObFr1y7mzJlDQkICxYsXp0OHDowePTovuykQWKXlgGZcPnqFdbM3pomLaMZN1sm4erry+ryXcXZ1Bgcc8tTk1Ezv2VUrT7v3dnquXY77n5Hwk1fTZqxtPyikJKVy53IEZdKFzRlS00pkOFCbWtbJhDS0XOUNKhfIwEl9yXrdPf9wdnVi7E8vcOHQJbYv2sXlo1dIik/G08cDQ6qBqOt3kWSJGi2r0f6ZNuba6T5BRXlvxdus/mkdm+ZtJe5+PG5ebjTv24QnRnawWKnuNrYziXFJrPhhTbowfxW9k54e47rS0YFzvWHeNqurOIqimGe/rxy/ym9vz2PeewvoMa4rPcd3s/ow1HN8dw6tP4pBNWTKD5QkiVZPNad4RfsTbbIsM/anF1j6zUrWzNpA3F0tJ87Tz4uOz7Wl+9jOyHKeFfMQFBCErRcUZgLLBjDm+xF8N/onrTKH8YGtR4ZnpjxNSP2KDumdGJINOXI+u415wmZJsOxy88ItmxPLJmSdTPjJqxYOuWJUMKQacXLROzSGUqElKRX6IMrN3dudjs+1c8iW5SddRnWiUbcGbJq3ldO7zxJ9JwaPou7IepmI8CgMKamUDi1F++FtqP9EHc2GyfDyrNFsnLuF1TPXc/PCLSRZolbr6nR98QmqNAkxtx/SsDIvzxrND2NnkRSXhM5JU4BXjAo1W1fnxRkjs+zjuYMXuXbmuqZpkP5cqJid/KS4JP6e+i+LPltCnXY1GTNjJO5emRdTmvVpwqqf1nHzQmZhOlknE1Q+kOb9wrLsU/thrfH282LRZ0vM0aM6Jx1hPRsxYGIfigQWybINgW0kNbvyiYWE3KzVm19IkqYe+TiMBQrneFRV5fjWk6ybvZErJ67i6u5Cw271aTO4Jb7Fijo8np9emc3WhTtQDJarkao5ofwBsiwh6WTGfD/CobAmR1n27SoWfPy3tpJrbUVUVZGQmLbzI4LKB7Fn6T5WzljLhcNaWFrF2uXpPKojjbrVLzCz3fZ41L83VVUxpBjQO9t/mLl36x67luzj/p37+BTzIaxHQ4cMmSTBH+8tYOXM9RbjSe+MP9jY9I/EU+/1o4uNOrTn9l9gxks/c/PirbQcUBW9s572z7ThqXf6ZiuE0pBi4Mb5WwCUqFQMvbP9CZzCeD+wR1bjMX0uyH0K+2/ov3YtFFRunL/JutmbOLr5OKqiUiUshPbPtKF8jTIOj2fXkr18M3KGQ8czrcJ2eLYtQz96Ktfs6uVjV3ir3ft2t5EkiaEfP0WH4W25eOQyy75Zyb6VWsSUb3Ef2j/Thk7Pt3O41Fp+kh+/N0OqQStdamfCOTkhmd1L93HtzA1c3J1p0LlulhoBoI3n7I7TvNvrs7TX6Z4ZbYSdyzqZKmEhvPXXa1Z/RzGRMfww9meObDxm8X71FlUZ/d3zFM2GM62qKrcu3SE5PomAMgF4FLGeJpl+PIXxfmCLvLL1wiEvwPzXfsSFjeyM5+KRy0zs+EG6MiqZ843L1yqLh7c7wQ0raw5/mihbbnH97A3eaDHJUjk+PSqUqFyMz7dN5s/Jf7Ps21WWSulp/91tbGcGvN07V/uWFxTk35uqqpzZe45Nv2/l2pkbuHu70bh7A8J6NcLN03q6gCTBqu9WM++jv9OtkqtWV0JMIfGKouDh7c53R77A2c3ZZl9O7z7L9bM3cPVwpVabGnj5Zi5lmNsU5POTE4RDnn8U9t/Qf+1aKGxkZzyGFANjao8n7l68VedJkiUCywbiV8KHYhWCaPN0CyrUth++nF0Uo8LYeq9x7+Z92xtJMH3fZ1w9c4Mvhk5PUyZ/YEskWaJinfK8vej1Au+UF/TfW+S1KLYv2sWZveeQJIkqTUJo2ruxzWc8SYJbZ67zSotJaa/TUigcEBt+d9mbmaIU03Pzwi1O7TyDqqqENgmxq0OQWxT085Nd8srW52nIukAg0KhQqxz9/teLhVMWW+SXmWqFPzGyA0+/3z9PV55LBpegbsfaHFp3xByibA6bT1PqHvR2b07vPsuy71aZ9zPV7zax7NuV1G5bg9DGwXnW18cZVVWZO+kP1v6y0ew0S2gCLku/Wcnbi14nsKx1YavWTzXj9w//Moex2cx4SPsdSZJEQkwiJ7afok5767ncpgeE9CF3AoFAIMg+emc942aN4ZMBX2A0GDM5ueVqlGXSP2/g6uGaZ32QdTI9xnVjtg0RMlmWaNk/DC8/L74ZOUOruJJRIV9RuXjoEv9+vYJ+b/bKs74+7hxad4SZr/5GUnyS+b3Tu8+y5ucNjPzqmUxlaU1UbRJMQCk/ItKqmDjybCjrZXYv2WvXIS9esViWqWiC/EEk9wkEj4ge47ry2tyXCG0cbFbHrlCnPGN/fMGqM56anMrOf/bw21vzmDvpDw6m1Up9GEZ/95wmsALodDokSUKWZWSdTP+3e9N+cEvWzd6khWFZu/9LWt7wutkbH6of/2U2zt3Cmp83oCiKFm6uqiiKJh4UeS2Kzwd/ZbPma6nKxWn9dAsA874ZyTiBoqJmWRdVIBAIBLlDlbAQPlr7Ds36NDELdfqW8KX/m72Y9M+ETM64qqqc3nOW+R8sZPabv7NhzmYSYh/unt1uaCt6ju+m2WydZuNNVVtqtanB+Jmj2PXvXpLikmyW6FIUlXW/bjLryAiyx61Lt5n56q8kxyfhmhZlkJqcSmpyKtER0fzw4iwir0VZ3VeWZQa91x8p7X8OBTOrPPTvRpB/iBVygeARUrdDbep2qK05XCo2RVwuHLrE1CHTiY6INufxrpq5jmLlg3j995dzPMPp5unGmwtf5czec+xeso+EmASCygfSckAzAkr7AXDp6BWMRqPV3ChJkjAajeYaq4LsoSiKJuqWZlwzhqCpisr1MzfZ/e8+wno2strGM588jaunG+t+2UBKBrFAU6i6xXtIBJXPuja5QCAQCHKHUqEleWH6s4z8ejhGg9GmKGrs3Ti+GPYNZ/eeQ9bptDKkBoV57y1g1LfP0aBzvRwdX5Ik+k7oSYv+Tdny53buXInEy8eDpr0bU6leBVzdXQg/oQm9mkqSWiP+fjzRd2LwK5l1CUSBJVsX7CApPhmdXmeucJOe+3eiWfTZEl6Y/qzV/Rt1q8+Y759nzqQ/iInKWlAQVRW2vhAjHHKBIB+wJwQSdeMuU/pNJSleU29PvyoeER7BR70/57Ntk62qaTqCJEmENgomtJH1kPOsSm+l3+berXuc238BgMr1K+JTLHfz3h837t26z50rEVnOeM97fyFNejS0Gqam0+sY9G4/uo/tzJGNx1jw8d/cvXnPamkUSZIoEVw8yxIrAoFAIMh9JEmy6YyrqsrUwV9z4fAlVMBoNGqpSKgkJ6Yw/fkfmLTkfwQ3qJTj4weVC6Tf/yxDzk1mQrPjWa+8OrnoSYpP5sT2UyTHJ1EiuIS50ojANie2nUJVVOLvx9vcZttfOxkwsY9NUbWwXo1p2LU+RzcfZ+0vGzm25YTNXHIVrTqQoHAiHHKBoICx7peNJMUnZ1JD11anFe7dus+ORbto/0ybPDl+wy51uX72htW8JVMN9trtavDZoK84tvk4ilE1h8U16lqfZz4dnKXq5n8VU03RrMLP7t26x4VDl6hUt4LNbbx8PWnWpwklKhfnw56fkpqcimo0lVPTVsv1znpGfDGsUKjiCwQCwX+JkztOc+6ANqGd0dZrtaYllk5fwWtzX86T49ftUItl366y+bkp533Zd6u1iKykBxFZ5WqUYeTXwx1SDf+voigKhpTMJW/ToyoqG3/fQq/xtmt465311O1Qm9DGwbzb+SNuXrxtmb6YZvOfeqcvfiVEJENhReSQCwQFjF3/7kUxWi9NZnpv97/78uz4bYa0xNXDJVOddJODrnfWs+rHtRxefxSj4YGDqRgV9izbz5R+Uy0Mt+ABfiV88fLNWn1TlmVObj9l83NVVblw6BJz3/mTNbPW07RXY0IbBWu/jzSBvhotq/HesjepVK9ibg5BIBAIBLnA3hUH0Omsl5aUJAnFqHB4w7E8s6chjSpTuX5Fm6lzqqISGR7Jiu9XZ+pD+MlrvN9tCtfP3cyTvj0OBDeolGU9eIBjm0/Y/Tzq+l0WT1vKr2/Oo3LDStRpX9MikrFkpeK8+MMIuozq9NB9FuQfYoVcIChgJCckWxdUS0NVVRLTKXbmNr7FfJjwx3g+H/w18ffiH/RFBSdXJ61/mTql9UuVVC4dvcLuf/fSon/TPOtjYUXWyYT1asTqn9bZ3U6SJZsCfimJKXw3Zib7Vx5C0knmiENVVenwXFtaDWxGEX9vh2qbCwQCgSB/SE5Itl2GNA1VUUlNTsXZNetUsuwiSRKv/jaWTwZ+yeWjV5D1MqqiaguuaVFWsffirO6rGBVSklL5+/N/eemnF3K9b48DLfs3Y9VP67LMCrAn1rtixhr++OAv82uTjk9Io8o8Nakf3v5eBJYNEFFwjwFihVwgKGCUCilpM8dcVVV0eh2lq5TM0z5Url+R6fs/57mpQwnr1YiwXo146t1+GA321VZNq+ib/9iWp/0rzPSd0BO9k/VVEQBZpznjlW3kDc5+cx77Vx1CldJC3yVNSV1VVdbMWs+pXWeFMy4QCAQFnJKVS4BiJ4VJBe8Ab9y88q5Emre/N5PXTGLCn+Np0a8pjbo1oNdrT1IiuLjNah8mFKPC3uX7LUp6CR5QplrpLHPtZZ1ss4Tszn/2MP+9BSjGBxVZjEZNgO/cvgssnraUoHKBwhl/TBAOuUBQwGj/TBubJa1AM4JtB7fK8364erjQ+ukWjP72eUZ/+zygavnidlDTHi7u3byf5/0rrLh5utJlzBOZypNJspS2Mq5Nanw36id+Gj+bKyfCzdtEXo9i28Kd5lz+9PXGTWGHS6evsKuaKxAIBIL8p0W/ME1ZHTLZe1VVkXUy7Z9pbVcENjeQZZlarasz4stneOmnF6jXqTbXz9xwRO8NxagQe9f6KroABr3X3+7nilFh+6JdfDH0Gw6tO/KgAouq8s8Xy7T8MwkLWy9JEoqicHTTccJPXM3zMQgeDcIhFwgKGA261NUUtrWlz0wiYJ1HdXwo1dWccudKhO365OmQJAnfEkJt3R49X+lGzVbVkWTNkZZkSZvMUB4Y4+jIGLYt3MmkTpPZvVTTDNi78pAm9idbPwmSJHH/TjSXj4Vb/VwgEAgEBYMigUV45tOnkZCQZdls61VFm3AtX6scnUd2fOT9un05wuFtZZ2Ml69nHvamcFOtWRX6vamp3FvL1dc56UiISeDo5hNMH/ED895fiKqq3Lp8h+tnb1oV1zUhyRIH1x7Oy+4LHiEih1wgKGDIssyY70ZQqW5FVv20lqhrdwEoWbk4XUZ3yrfcbI8iHuZ8N3sq4aqq0nKgKL1hD2dXJ16dM5ZdS/ayce4Wrp6+TkJ0QtpKt4SUtiJiClGbMXYWwQ0qkpyYYj88LU1tNSUp5dEMRCAQCAQ5pvWgFvgW92HJV8s5u/c8AB4+7rQb2pruL3XB1cPlkffJ0SopkizRqFt9XD3yLqT+caDHuK6ENKzM6lnrOb3rDHH345EkCVcPF3Tp0tdSk1NZ/+smgutXpHqjStgLUZAkLaJOCOg+PgiHXCAogMg6mSdGtKfjc22JiYxFkiS8/b3yNVeoUff6LP1mJaq9ODYJKtQuT5MnGz66jjlIanIq+1YcYMfiPcRExhBQxp+WA5tTo2XVhw4JjImK5f6t+3j5eTpci13vpKd53zCa9w3j04Ffcnzrycxh7JK2cmI0KGyat43GnWprM+ZIViMVVEXTGChRsdhDjUcgEAgEj4ZabWpQq00N4u7FkZqcire/Nzq9bZ2RvCakUWW8/b2IiYy1u52Lmwu9X3/yEfXKcVRV5fSus2yYs5lrZ2/gUcSdsJ6NaNq78UNPHiQnJHP70h30LnqKVQhy+NmhSlgIVcJCWDd7I/PeW4CTmzNyBnvv5OJEcnwy637dRNv+YTi7u5Acb13kV1VVjAYjpauUeqjxCAoOwiEXCAowsixTtIAIdJWtVoaGXeqxd8UBFClN7CWDb16rTQ3GzhhpUZKjIBB3L45PB37JpaNXzOHhl4+Hs2/FQep1qsOLP4xA75z92+H1czf565PFHFx7BFVRQJKo0iSEPm/0yFZawbkDFx442hkwqaqe3XuOkZ8MoniFIG5dvpMplM2UV96gc90ci7pdPh7OxjmbOX/oEk4uTtTrUIuWA5tTJMA7R+0JBAKBwDE8fQpG6LfeSU//N3sz89VfbW7jV8KX139/mRKVij+6jjmAoij8MmEuG+dsQdbJ5hKyp3aeYen0lUz85w0CSvtnu92E2ET++uQfNs3bSkqiFoEWUMafJ1/qQuunWzi8WHLx8GVUlUzOuAlZJ3Px8GWcXPS0GtiMdbM3aWlqGWy9JEl4+XhS/4k62R4LwL3b99k4dwuH1h4hNcVAcMNKtB/WhjJVhYOfX4gccoFA4DAvTH+Wpr0bI+tkZFlG1ms55R5F3Bn740gmzH8Fd2/Hwt0eJT+Om83l4+HIehmdXofeWW/O3T6w+hCLpy3NdpvXTl/n/W4fc2DNYS33O83Antp5ho/7TuX41pMOt2XLOKdHp9chSRJjfhiBq7sLEpJZfVUxKkhI+JXy5ekPBmR7LADLv1/NxA4fsGn+Nq4cD+f8gQss/PQfXm/+NucPXMhRmwKBQCAofLR+ugWDPxyIU1q5NVknpf0r0/G5dkw/+DllqpXOzy5aZd0vG9k4ZwvwoJyYKcUu6sZdpg6ebjflzhpJ8clM7vkp62ZvNDvjABFXI5n12m/89ck/Drcl62Ts+e4q2nctSRJ9J/SkZHAJTV8gTTBXVVV0Ohm9k44Xc7j4cWrnGcY3fpPF05Zy8chlrp66xqbft/K/1u+wZtb6bLcnyB3ECrlA8B/BZIQeJuzd2c2ZUd88R5/Xe7B/9SGSE5IpGVyCOu1roncqmLeTmxducWTDUQCL8DJJkpB0EgbFwPrfNmU7X2/OpD9IjEvS1NHT8upNOd9Gg5FPn/qS/m/1pvWgFlnm5NVsXZ09S/dbFXAxvVejVTUAKtQqx4erJ7Hs21Xs/GcPhhQD7kXcaD2oBV1GdcTbP/ur2Uc3H+fPyYvMq/SmcElVVUmMTWTqkOl8uecT3Dzdst22QCAQCB4tiqI8dCrWEyPa03JAU/YuP8DdW/coGlCEht3q41nUI5d6mbsoisLy71bb/tyocPXUNU7uOE21ZlUcbnftz+u5cuKqWXTVTNrLJV8tJ+JqJD3Hd8syYqBKWAjb/96FYlQyibypqopqVKjaqjqyLONRxJ13l73Jyh/WsP63TcRGxSHrZRp0rkf3lzpnWVLNGnH34vj86a9ISUqxGI9p8uK3t+dTpmppqoSFZLttwcNRMJ+gBQJBrnF083FW/bSOUztOo6oqFetWoNPz7WnQuW6OnfOAMv48MaJ9Lvc0bzi16yyKolqIp6RH1skkxiZy+fgVQhtZrweakduX73Bq1xkAszNuTDFazLwbU438OXkR63/dxNt/v243TK7Tc+00h9yogO5BOTOTk+/u7UaLfmHcvHibf39cR+TVKDx9PXl78RuUrFwcVw+Xh3r4WjljrVkkJv1vQpIkVCDuXjw7F++h7ZBWOT6GQCAQCPKO6+dusuL71ez8Zw8piSn4l/Kj/TNt6DC8DS7uOROHc/d2p9VTzXO5p3lDRHgkUTfu2t1Gp5c5se1Uthzydb9uyuyMZ2Dn4j3sWbafV34ZQ532tWxu17BLPRZPW8rdG3dxcnMy221VVUlJTNUiEJ5tQ3x0PGt+3sDFw5fROekY/tlgqjatgquHy0Mtfmz5czvJCSk2owRknczKGWuEQ54PCIdcIHiMWfXjWuZ/8BdID1bIz+2/wNl95+k8sgMDJ/XNV6G4R4FiVOyWapOQUCBLg5ueO1citNI0es2YKgbbdeOjbtzlu1E/8d7yt2y2V6leRZ6bNpSfX59jFmsBzSF283Ljtbkvseqn9SydvsKcti8Bq35aS8Mu9Xhh+nM4u+bMIVdVlVM7T5tz0DOiOeUqJ3ecFg65QCAQFEDO7D3HlL7TMKQazKudkdei+POjRexZto+Ji9947NXQFYdsuOTgdqY2FaKu23fy4YHI2lfPfc/X+z6zqf3j7ObMK7+MYdqwb7h/6366yEUZnV7mqXf7kZyYwoCSI0lOTNYqrkiw6fetBJUP5H9/jieoXKDD/c/I8a2n7IbsK0aF49tO5bh9Qc4ROeQCwWNK+ImrzP/wLy0MWdbCkHV6nTlMatWP67KV51xYqVyvguZU2jDCilHBxdWZstnIh3P3dkeSHqxgmx6AMmJSTb9w6BIXj1y222bLAc34fNtkOo/sQEijylQNC2XgpD5M2/kxV05cY8lXy1EUFUlKyzlPE1rft+IAcybOd7jv1sg6pU7N1oSFQCAQCB4NhlQDXw3/jtSU1Ey2SFVULh8LZ9FnS/Knc4+QgNJ+ePl52d3GaDAS3KCiw23KsuxYdEHa84Axxcjm+dvsblq6Sik+Xvcugz8cSK02NanSJIROz7fjwzWTqFSvAl8M/ZbkxGRUVXs+UQzaOY0Ij+TjPlMfqtSZqlh/VsnuNoLcRzjkAsFjyobfNWETWS9nWgWXddqs6/pfN+VH1x4pZauX0RTP1cxOpaJoq+fN+4VlS4yufM2y+JfyRzXad1RlWTY75ef2nc+y3aBygQyc1Jd3lvyPt/9+nS6jOuFRxJ2lX69ARTULu0FaSTSdjApsXbCDe7fuOdz/9EiSRKV6FWwKzWiz6RLBDR1XjRcIBALBo+HgmsNER8TYnXTe+PtWC0GyxxG9k56Oz7W1GfUn62QCSvtTu23NbLUb1qtRpnzvjEho6V6KonB699ks23T3dqftkFaM//VF/rfgVQZM7EOJSsVZ8cOatIn+zPsoRoWIq5HsXb4/W/1PT0ij4EzlVdMj62RCHEzdE+QuwiEXCB5TLh66hKpkFgmDB3nPFw5dylHbSfFJHN96kqObjxMdEfOwXc1zRn/7PP6l/VGMCoYUA8ZUI8ZUI4pBoXK9igyY2Mdie1VVSYhNJCk+2Wp7sk6m9+tPagbYxuq4SYHeTA5TAy4fC+fe7fs2c8RlWevD4Q3HctQ+aOI9ptn49OFsatokhquHC836NMlx+wKBQCDIGy4fC8+ybnlSXBJ3wiOy3bZiVDiz9xwH1x7m+tkbOe3iI6P72M7Ubqc53OkdT1mWcPd249XfxmZyrpMTkom7H69N0Fuh6+hOWmUWe9VQpAf/Pkwa4L4VB20+U4A2pv2rDua4/dZPt9B+Kza6qBgVOhUSfaDHDZFDLhA8pmRZDkN1YJsMGFIMLPr8Xzb8tsnsrOqddTTq1oCnPxhQYNVX/Ur68uHqSWyev5VtC3cSezcO/9L+tB7UnLCejXFOK+2iKApb5m9n9az13Lp4C4AKtcvT+YUONOhcz6LNZn2akBSfxPwP/iIpLsniM1knP1AqT1u1qNIkZyIpKUnaqoY9Ey9JPFQYW/0n6tJlVEdW/LAGwJzDLutknFyceHnW6AJTI1cgEAgED9A76x0q5ZVde7914Q4WfPQ3927dN79XsW4Fhn86mPI1y2a3m48EvZOeV38by64le1n36yZunr+Jm5cbTXs3pt2w1vgEFTVve2L7Kf79egUn0nKmfYoVpcPwNnQa0cH8TABQvGIx3vrrNb5+7nuL78KEyfE3VUSp3sJxwbiMpCbbt+OqopL8EJEORQOL8PKs0Xz17HeoyoN0O1PN9l6vdadOu+xFEAhyB+GQCwSPKXU71ubc/gu2S2nJEvWfqONwe6qq8v2YmexLm501OZzGVIWd/+zh6qlrTFryv2yVDnuUeBRxp8uoTnQZ1cnq54qi8PNrc9i6cAfwYJb7wsGLfDNiBr1ee5Ie47pa7NNuaGvCejbi+zGzOLT+CBKSliJgMtAmZzwshDJVS+Wo3yUqFUenlzEaFaytgaiq9lc6tGSO2gdtrAMn9aVmq+qsnb2Bi4cuo3fRU79THdoNa/1QIjICgUAgyDvqtK9lP0dcgmLlgwgsG+Bwm+tmb2T2/37P9P7Fw5d4v/sU3l/xFmWrZb/s1qNA1sk07d2Ypr0b29xm68Id/PjyL2bRUoC7t+6xYMpijmw8zoQ/x1s45cENKjH9wOcs+3YVC6cs1t5Mtxpues5y9XChRf9mOe57qZASXD193Wb6gayTKVMlZ88SJup1rM2nmz9g7c8bObj2MIZUI5XrV6Tjs22p2jT0odoW5BwRsi4QPKa06N8U9yLuWp5zhjBkxajg5OJE26GtHG7v5PbT7F91EEmS0DvptRJZsoTOSYckS4SfusaWP7fnwUgeDQdWH2brwh3m8ZlE8HROelRg8bSlXDkRnmk/d293xv0ymoZd64GcJuySqtUiV4wKJYNLMOa753PcryIB3jToUs+cZpAeVVVBhWIVgght8vB5X9WaV+GVX17km0NT+XL3Jwx6r79wxgUCgaAAU75mWao2DbWd56zCky93cTiUOjEukXnvL7TelKJiSDEw//2/ctrdfCc6IoZZr/6mPQspilbyM+1PVVVO7znLmlnrM+2n0+voMa4rQz96Snv20cmoipbWZRJ/e23Oy3j55jyarOOz7ezq0qiKSpvBLXPcvokSlYozbMogph/4nO+PfsErv4wRzng+IxxygeAxxdvPiwnzx+Hp44FiUDAa0vKmjQquHq688ssYipUPcri9rX/tgDQhsYzIsgwqbJ6/NTeH8EjZMGczEpLVXDzTe5vmWVdP1TvpGfvjC7w25yXqdaxD6SqlqNa0CiO+fIYPVrxNERslUBxl0Hv98S/pB2mlVRSjgtGgoKrg6uHC6G+fe6g65AKBQCAovLw8azRlq2sr1iYbbfq316vdadG/qcNt7Vm2364AnGJUOLblRI6FRPObrQt2oKQrLZoeSZJAhbW/bLCZBtDxuXZM2fA+rZ9uSdlqpalYpzy9Xu3OtJ0fP3T97hYDmlK/Ux2tH+m6ZrLvQyYPFJPkjykiZF0geIypULs8X+yews7Fezi18wyKolK5fkWa9wvLdr535LW7KEbFtniMBFE3CqeBBgg/ec0cupYRk3pq+ImrNveXZZnabWtmW8HVEXyCivLByrfY8MtGVv6ykcSYRJxcdDR+siHdXnyCEpWK5/oxBQKBQFA48PL15MNVEzmy8Ri7/t1LYmwSxSoE0XpQ82zbh7s372lpUgb75a/u3ryPTzGfh+l2vnD11DWQJJu6LCoqd2/cIzkhxWYKXpmqpRj+6eBc75tOr2PcL6PZuXAni75czp0rmhBfcKNKdHuxs8jvfowRDrlA8Jjj5ulG2yGtaDuk1UO14xNYxH7pD1WliL/9GqAFGRd3Z2KjbH8uAc5uzo+sPxnx9vfm+c8G8+Sr3UmITcLF3Rm9k7iFCwQCgUBbEa/TvhZ12td6qHaK+HvbVfo24V1I7b2zm7N5kt1WGL8kS+id7SvX5xU6vY6eL3Wm2cBmJMQmodfr8vXZQ/BoEDGOAoHAIcJ6NTLnn2fEVF7tYcRM8puGXeohyZnztMEkzibRoHPdR9+xDMg6GY8i7sIZFwgEAkGu07Brfbtl1CRZIrhhJQJK+z/CXuUeDTrXxWg0Wv1MVVVknUzttjXy3cZKkoS7l5twxv8jCIdcIBA4RO22NQltHIyqaPnoqqqJxRkNRhRFMZcRK6y0HdIKF3dnFIPRQlRFURQURcG3uA9hvRrlYw8FAoFAIMhbvHw96fFKN6ufSbImfjZgYp9H3Kvco0arapStVkYTZVMfiN6qqoqElkPe9cUn8rmXgv8awiEXCAQOIetkXv1tLE16NUKWJQwpBgwpBkCrsf32otcLda3qwLIBvDb3ZTx9PDUBPIMRo9GIYlAIKO3HhD9fwc3TLb+7KRAIBAJBntJzfDcGTOyDi7tlDrVvcR8m/PEKoY0evqpHfiHLMm/MH0fptPJhOp0OOW2iQe+i58UfRhTq8QkKJ3kWj/HDDz+wZcsWTp06hZOTE/v3789yH1VVmT59On/99RcxMTHUrVuX9957j3LlyuVVNwUCQTZw9XBl1PTn6Pe/XppInFGhYp3ylAwukd9dyxVCGlbmi92fsHf5fs4fvIgsy1RtFkrdDrXyPXxNICioCHsvEDxeSJJE97Gd6TC8LUc2HiP+fjxB5QKp0jTksajo4RNUlMlr3+H41pMcWHOY1MQUSlctTfO+TQr1woKg8JJnT5ipqal06tSJ2rVrs2jRIof2mTlzJnPnzuWTTz6hVKlSfP311zz77LOsXLkSFxfrSocCgeDR41fCl2Z9muR3N/IEVw8XWvRvmq0yMQLBfxlh7wWCxxNXDxcadauf393IE2RZpmar6tRsVT2/uyIQ5F3I+ksvvcSwYcMIDnYs7ENVVebMmcOoUaNo164doaGhfPbZZ9y5c4f169fnVTcFAoFAIBA8BMLeCwQCgUCQcwpMDOa1a9eIiIggLCzM/J6Xlxe1atXi0KFDdOnSJVvt2ahkUKgwjeFxGAuI8RR0xHgKNmI8BZusxvO4jDM3EPbekv/atVDYEOMp2IjxFGz+a+PJ6TgLjEMeEREBgJ+fn8X7fn5+REZGZrs9P7/CWR/RGo/TWECMp6AjxlOwEeMp2Dxu48kLhL23zuMyDhNiPAUbMZ6CjRhPwSa3x5Mth3zq1KnMnDnT7jYrV66kYsWKD9Wp3ODu3VislBMuVEgS+Pp6PRZjATGego4YT8FGjKdgk9V4TJ8XFoS9f3T8166FwoYYT8FGjKdg818bT05tfbYc8uHDh9OzZ0+725QuXTrbnQAICAgAICoqisDAQPP7UVFRhIaGZru9wvTgkxWP01hAjKegI8ZTsBHjKdg8LuMR9v7R87iMw4QYT8FGjKdgI8ZTsMnt8WTLIff19cXX1zdXO2CiVKlSBAQEsGvXLqpUqQJAXFwcR44cYeDAgXlyTIFAIBAIBJkR9l4gEAgEgkdDnqms37hxg1OnTnHjxg2MRiOnTp3i1KlTxMfHm7fp1KkT69atA7Sah0OGDOGHH35gw4YNnDlzhjfeeIPAwEDatWuXV90UCAQCgUDwEAh7LxAIBAJBzskzUbfp06fzzz//mF/36NEDgDlz5tCoUSMALl26RGxsrHmb559/nsTERN555x1iYmKoV68es2bNEjVJBQKBQCAooAh7LxAIBAJBzpFU9XFIsRcIBAKBQCAQCAQCgaBwkWch6wKBQCAQCAQCgUAgEAhsIxxygUAgEAgEAoFAIBAI8gHhkAsEAoFAIBAIBAKBQJAPCIdcIBAIBAKBQCAQCASCfEA45AKBQCAQCAQCgUAgEOQDwiEXCAQCgUAgEAgEAoEgHxAOeQHihx9+YMCAAdSqVYv69es7tI+qqnz99dc0a9aMmjVrMmzYMC5fvpy3HXWQ+/fv8+qrr1K3bl3q16/PW2+9RXx8vN19Bg8eTEhIiMXfO++884h6nJl58+bRpk0batSoQd++fTl69Kjd7VetWkWnTp2oUaMG3bp1Y8uWLY+op46RnfEsXrw407moUaPGI+ytbfbt28cLL7xAs2bNCAkJYf369Vnus2fPHnr27En16tVp3749ixcvfgQ9dYzsjmfPnj2Zzk1ISAgRERGPqMf2+fHHH+nduzd16tShSZMmjB49mosXL2a5X0G9fnIynoJ8/QjyH2HvC5a9F7a+4N6rhL0vuPZe2Prcu36EQ16ASE1NpVOnTgwcONDhfWbOnMncuXN57733WLhwIW5ubjz77LMkJyfnYU8d47XXXuP8+fPMnj2bGTNmsH//foeMbb9+/di+fbv574033ngEvc3MypUrmTJlCmPGjOGff/4hNDSUZ599lqioKKvbHzx4kFdffZU+ffqwZMkS2rZty5gxYzh79uwj7rl1sjseAE9PT4tzsWnTpkfYY9skJCQQEhLCu+++69D2V69eZeTIkTRq1Ih///2XoUOHMnHiRLZt25bHPXWM7I7HxOrVqy3Oj5+fXx71MHvs3buXQYMGsXDhQmbPno3BYODZZ58lISHB5j4F+frJyXig4F4/gvxH2HuNgmDvha0v2PcqYe81CqK9F7ZeI1euH1VQ4Pj777/VevXqZbmdoihq06ZN1VmzZpnfi4mJUatXr64uX748L7uYJefPn1eDg4PVo0ePmt/bsmWLGhISot66dcvmfk8//bQ6efLkR9HFLOnTp4/6/vvvm18bjUa1WbNm6o8//mh1+5dfflkdMWKExXt9+/ZVJ02alKf9dJTsjsfR32F+ExwcrK5bt87uNp999pnapUsXi/fGjRunDh8+PC+7liMcGc/u3bvV4OBgNTo6+hH16uGIiopSg4OD1b1799rcpqBfP+lxZDyF5foR5C/C3ue/vRe2vvDcq4S9L9gIW59zxAp5IebatWtEREQQFhZmfs/Ly4tatWpx6NChfOwZHDp0CG9vb4uwjbCwMGRZzjIUbNmyZTRq1IiuXbsybdo0EhMT87q7mUhJSeHEiRMW360sy4SFhdn8bg8fPkyTJk0s3mvWrBmHDx/Oy646RE7GA9pMbuvWrWnZsiWjRo3i3Llzj6K7uU5BPjcPQ48ePWjWrBnPPPMMBw4cyO/u2CQ2NhaAIkWK2NymMJ0jR8YDj8/1I8h/hL3PG4St13ic7lUF+fw8DIXB3gtbn/PrR5+jHgoKBKb8kYxhK35+fkRGRuZHl8xERkbi6+tr8Z5er6dIkSJ28166du1KiRIlCAwM5MyZM0ydOpVLly7x7bff5nWXLbh37x5Go9Hqd2srnyQyMhJ/f/9M2+f3uYCcjad8+fJ8/PHHhISEEBsbyy+//MKAAQNYsWIFxYoVexTdzjWsnRt/f3/i4uJISkrC1dU1n3qWMwICAnj//fepXr06KSkp/PXXXwwZMoSFCxdSrVq1/O6eBYqi8PHHH1O3bl2Cg4NtbleQr5/0ODqex+n6EeQ/wt7nDcLWP373KmHv8wdh6x/u+hEOeR4zdepUZs6caXeblStXUrFixUfUo4fD0fHklP79+5v/OyQkhICAAIYNG0Z4eDhlypTJcbuC7FOnTh3q1Klj8bpz5878+eefjBs3Lv86JqBChQpUqFDB/Lpu3bpcvXqVX3/9lc8//zwfe5aZ999/n3PnzjF//vz87kqu4Oh4xPXz30PY++wh7H3BQNyrCjaFxd4LW//gdU6uH+GQ5zHDhw+nZ8+edrcpXbp0jtoOCAgAICoqisDAQPP7UVFRhIaG5qjNrHB0PP7+/ty9e9fifYPBQHR0tLnfjlCrVi0Arly58kgNtI+PDzqdLpMISlRUVKaZPRP+/v6ZZvjsbf8oycl4MuLk5ESVKlUIDw/Piy7mKdbOTWRkJJ6enoVuttwWNWrU4ODBg/ndDQs++OADNm/ezO+//57lTHFBvn5MZGc8GSnM14/AMYS9f0BhsffC1memsN+rhL1/9Ahb/4CcXj8ihzyP8fX1pWLFinb/nJ2dc9R2qVKlCAgIYNeuXeb34uLiOHLkiMVsTW7i6Hjq1KlDTEwMx48fN++7e/duFEWhZs2aDh/v1KlTANky6rmBs7Mz1apVs/huFUVh165dNr/b2rVrs3v3bov3du7cSe3atfOyqw6Rk/FkxGg0cvbs2Ud+LnKDgnxucovTp08XmHOjqioffPAB69at47fffnPICSnI5ygn48lIYb5+BI4h7H3hs/fC1memsN+rCvL5yS0Kir0Xtj4zOb5+HloWTpBrXL9+XT158qT6zTffqLVr11ZPnjypnjx5Uo2LizNv07FjR3Xt2rXm1z/++KNav359df369erp06fVUaNGqW3atFGTkpLyYwgWPPvss2qPHj3UI0eOqPv371c7dOigjh8/3vz5rVu31I4dO6pHjhxRVVVVr1y5on777bfqsWPH1KtXr6rr169X27Ztqw4aNChf+r9ixQq1evXq6uLFi9Xz58+rkyZNUuvXr69GRESoqqqqr7/+ujp16lTz9gcOHFCrVq2q/vzzz+r58+fV6dOnq9WqVVPPnDmTL/3PSHbH880336jbtm1Tw8PD1ePHj6uvvPKKWqNGDfXcuXP5NQQzcXFx5usjODhYnT17tnry5En1+vXrqqqq6tSpU9XXX3/dvH14eLhaq1Yt9dNPP1XPnz+v/v7772qVKlXUrVu35tcQLMjueGbPnq2uW7dOvXz5snrmzBl18uTJamhoqLpz5878GoIF7777rlqvXj11z5496p07d8x/iYmJ5m0K0/WTk/EU5OtHkP8Ie19w7L2w9QX7XiXsfcG198LW5971I0LWCxDTp0/nn3/+Mb/u0aMHAHPmzKFRo0YAXLp0yaz6B/D888+TmJjIO++8Q0xMDPXq1WPWrFm4uLg80r5bY+rUqXz44YcMHToUWZbp0KEDEydONH+emprKpUuXzKqqTk5O7Nq1izlz5pCQkEDx4sXp0KEDo0ePzpf+d+7cmbt37zJ9+nQiIiKoUqUKs2bNMofV3Lx5E1l+EGRSt25dpk6dyldffcUXX3xBuXLl+O677+yKQTxKsjuemJgYJk2aREREBEWKFKFatWr8+eefVKpUKb+GYOb48eMMGTLE/HrKlCkA9OzZk08++YSIiAhu3rxp/rx06dL8+OOPTJkyhTlz5lCsWDEmT55M8+bNH3nfrZHd8aSmpvLpp59y+/Zt3NzcCA4OZvbs2TRu3PiR990af/zxBwCDBw+2eH/KlCn06tULKFzXT07GU5CvH0H+I+x9wbH3wtYX7HuVsPcF194LW59714+kqqr6kP0XCAQCgUAgEAgEAoFAkE1EDrlAIBAIBAKBQCAQCAT5gHDIBQKBQCAQCAQCgUAgyAeEQy4QCAQCgUAgEAgEAkE+IBxygUAgEAgEAoFAIBAI8gHhkAsEAoFAIBAIBAKBQJAPCIdcIBAIBAKBQCAQCASCfEA45AKBQCAQCAQCgUAgEOQDwiEXCAQCgUAgEAgEAoEgHxAOuUAgEAgEAoFAIBAIBPmAcMgFAoFAIBAIBAKBQCDIB4RDLhAIBAKBQCAQCAQCQT4gHHKBQCAQCAQCgUAgEAjygf8DLyDmDGXqqFsAAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pylab as plt\n", "from matplotlib import colors,cm\n", "\n", "fig, ax = plt.subplots(1, 2, figsize=(12,3))\n", "\n", "y_test_proba = svc.predict_proba(X_test_appended)\n", "confidence_svc = pd.DataFrame(MinMaxScaler().fit_transform(pd.DataFrame({'SVC_0':y_test_proba[:,0], 'SVC_1':y_test_proba[:,1]})))\n", "\n", "y_test_proba_xg = xclf.predict_proba(X_test_appended)\n", "confidence_xgb = pd.DataFrame(MinMaxScaler().fit_transform(pd.DataFrame({'XGB_0':y_test_proba_xg[:,0],'XGB_1':y_test_proba_xg[:,1]})))\n", "\n", "X_test_1 = X_test_appended.iloc[y_test_appended==1]\n", "X_test_2 = X_test_appended.iloc[y_test_appended==0]\n", "X_test_1.columns=['x1','x2']\n", "\n", "cmapp = cm.viridis\n", "\n", "\n", "c=0\n", "cmap = colors.LinearSegmentedColormap.from_list(\n", " 'incr_alpha', [(0, (*tuple(cmapp.colors[c]),0)), (1, cmapp.colors[c])])\n", "ax[0].scatter(X_test_1['x1'], X_test_1['x2'], c=confidence_svc.iloc[y_test_appended==1,1].values, cmap=cmap)#, ec=None, s=10**2)\n", "\n", "\n", "c=int(255*.5)\n", "cmap = colors.LinearSegmentedColormap.from_list(\n", " 'incr_alpha', [(0, (*tuple(cmapp.colors[c]),0)), (1, cmapp.colors[c])])\n", "ax[0].scatter(X_test_2['x1'], X_test_2['x2'], c=confidence_svc.iloc[y_test_appended==0,0].values, cmap=cmap)#, ec=None, s=10**2)\n", "ax[0].set(title='SVM uncertainty in predicions')\n", "\n", "\n", "c=0\n", "\n", "cmap = colors.LinearSegmentedColormap.from_list(\n", " 'incr_alpha', [(0, (*tuple(cmapp.colors[c]),0)), (1, cmapp.colors[c])])\n", "ax[1].scatter(X_test_1['x1'], X_test_1['x2'], c=confidence_xgb.iloc[y_test_appended==1,1].values, cmap=cmap)#, ec=None, s=10**2)\n", "\n", "\n", "c=int(255*.5)\n", "cmap = colors.LinearSegmentedColormap.from_list(\n", " 'incr_alpha', [(0, (*tuple(cmapp.colors[c]),0)), (1, cmapp.colors[c])])\n", "ax[1].scatter(X_test_2['x1'], X_test_2['x2'], c=confidence_xgb.iloc[y_test_appended==0,0].values, cmap=cmap)#, ec=None, s=10**2)\n", "ax[1].set(title='XGB uncertainty in predictions')\n", "\n", "ax[0].plot(point[0], point[1], 'or', markersize=8)\n", "ax[1].plot(point[0], point[1], 'or', markersize=8)\n", "\n", "\n", "fig.savefig('uncertainty-point.png')\n", "\n", "h = .02 # step size in the mesh\n", "# create a mesh to plot in\n", "x_min, x_max = X[:, 0].min() - 0.5, X[:, 0].max() + 0.5\n", "y_min, y_max = X[:, 1].min() - 0.5, X[:, 1].max() + 0.5\n", "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", " np.arange(y_min, y_max, h))\n", "\n", "\n", "# Plot the decision boundary. For that, we will assign a color to each\n", "# point in the mesh [x_min, m_max]x[y_min, y_max].\n", "Z = svc.predict(np.c_[xx.ravel(), yy.ravel()])\n", "ZZ = xclf.predict(pd.DataFrame(np.c_[xx.ravel(), yy.ravel()], columns=['x1','x2']))\n", "\n", "\n", "# Put the result into a color plot\n", "Z = Z.reshape(xx.shape)\n", "fig,ax= plt.subplots(1,2, figsize=(12,3))\n", "ax[0].contour(xx, yy, Z, cmap=plt.cm.Paired)\n", "ax[0].scatter(X_test['x1'], X_test['x2'], c=y_test, cmap='viridis')\n", "\n", "ZZ = ZZ.reshape(xx.shape)\n", "ax[1].contour(xx, yy, ZZ, cmap=plt.cm.Paired)\n", "ax[1].scatter(X_test['x1'], X_test['x2'], c=y_test, cmap='viridis')\n", "ax[0].set(title='SVM decision boundary')\n", "ax[1].set(title='XGBoost decision boundary')\n", "\n", "ax[0].plot(point[0], point[1], 'or', markersize=8)\n", "ax[1].plot(point[0], point[1], 'or', markersize=8)\n", "fig.savefig('decbound-point.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lime explanations" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:31.679461783Z", "start_time": "2024-03-07T11:51:31.358479832Z" } }, "outputs": [ { "data": { "text/plain": "[1.0, 0.0]" }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "point" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:31.744105003Z", "start_time": "2024-03-07T11:51:31.358707792Z" } }, "outputs": [], "source": [ "explainer = lime.lime_tabular.LimeTabularExplainer(X_train.values, feature_names=list(X_train.columns), class_names=['0','1'], discretize_continuous=True)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:31.897756042Z", "start_time": "2024-03-07T11:51:31.358966231Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but SVC was fitted with feature names\n" ] } ], "source": [ "idx = len(X_test_appended)-1\n", "exp = explainer.explain_instance(X_test_appended.iloc[idx,:], svc.predict_proba, num_features=2, top_labels=1)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:32.175322375Z", "start_time": "2024-03-07T11:51:31.510823077Z" } }, "outputs": [ { "data": { "text/plain": "", "text/html": "\n \n \n
\n \n \n " }, "metadata": {}, "output_type": "display_data" } ], "source": [ "exp.show_in_notebook(show_table=True, show_all=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Shap explanations" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:32.281053323Z", "start_time": "2024-03-07T11:51:31.647335437Z" } }, "outputs": [ { "data": { "text/plain": "", "text/html": "
" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.initjs()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:32.407285136Z", "start_time": "2024-03-07T11:51:31.694442129Z" } }, "outputs": [ { "data": { "text/plain": "[1.0, 0.0]" }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "point" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:49.698751529Z", "start_time": "2024-03-07T11:51:31.694622165Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using 670 background data samples could cause slower run times. Consider using shap.sample(data, K) or shap.kmeans(data, K) to summarize the background as K samples.\n" ] }, { "data": { "text/plain": " 0%| | 0/331 [00:00", "text/html": "\n
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\n Visualization omitted, Javascript library not loaded!
\n Have you run `initjs()` in this notebook? If this notebook was from another\n user you must also trust this notebook (File -> Trust notebook). If you are viewing\n this notebook on github the Javascript has been stripped for security. If you are using\n JupyterLab this error is because a JupyterLab extension has not yet been written.\n
\n " }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "# use Kernel SHAP to explain test set predictions\n", "explainer = shap.KernelExplainer(svc.predict_proba, X_train, link=\"logit\")\n", "shap_values = explainer.shap_values(X_test_appended, nsamples=100)\n", "\n", "# plot the SHAP values for the Setosa output of the first instance\n", "idx = len(X_test_appended)-1\n", "shap.force_plot(explainer.expected_value[0], shap_values[0][idx,:], X_test_appended.iloc[idx,:], link=\"logit\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Anchor explanations" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:49.825647602Z", "start_time": "2024-03-07T11:51:49.699840286Z" } }, "outputs": [], "source": [ "explainer = anchor_tabular.AnchorTabularExplainer(\n", " ['0','1'],\n", " feature_names = X_train.columns,\n", " train_data = X_train.values,\n", " categorical_names={})" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:49.840520803Z", "start_time": "2024-03-07T11:51:49.742541127Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Prediction: 1\n" ] } ], "source": [ "np.random.seed(1)\n", "print('Prediction: ', explainer.class_names[svc.predict(X_test_appended.iloc[idx].values.reshape(1,-1))[0]])\n", "exp = explainer.explain_instance(X_test_appended.iloc[idx].values, svc.predict, threshold=0.95)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:50.034657521Z", "start_time": "2024-03-07T11:51:49.830055847Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Anchor: x2 <= 0.29 AND x1 > -0.17\n", "Precision: 0.96\n", "Coverage: 0.45\n" ] } ], "source": [ "print('Anchor: %s' % (' AND '.join(exp.names())))\n", "print('Precision: %.2f' % exp.precision())\n", "print('Coverage: %.2f' % exp.coverage())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## LUX explanations" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:50.112494020Z", "start_time": "2024-03-07T11:51:49.870668282Z" } }, "outputs": [], "source": [ "lux = LUX(predict_proba = svc.predict_proba, neighborhood_size=100,max_depth=2, node_size_limit = 1, grow_confidence_threshold = 0 )\n", "lux.fit(X_train, y_train, instance_to_explain=point,class_names=[0,1])" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:50.211759610Z", "start_time": "2024-03-07T11:51:49.985147011Z" } }, "outputs": [], "source": [ "preds =[int(v) for v in lux.predict(X_train)]" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:50.350482442Z", "start_time": "2024-03-07T11:51:50.080978968Z" } }, "outputs": [ { "data": { "text/plain": "0.826865671641791" }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sum(preds==y_train)/len(y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Single rule justification" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:50.352217148Z", "start_time": "2024-03-07T11:51:50.122504935Z" } }, "outputs": [ { "data": { "text/plain": "['IF x2 <0.11804039403796196 THEN class = 1 # 0.9519230769230769\\n']" }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lux.justify(np.array([point]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Counterfactual explanation" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:50.617484310Z", "start_time": "2024-03-07T11:51:50.128973734Z" } }, "outputs": [ { "data": { "text/plain": "[{'rule': {'x2': ['<0.11804039403796196']},\n 'prediction': '1',\n 'confidence': 0.9519230769230769,\n 'covered': x1 x2\n 547 0.434572 -0.019075\n 872 0.222299 -0.253391\n 404 0.280332 -0.185768\n 125 1.713620 -0.375723\n 420 0.773221 -0.123677\n .. ... ...\n 214 1.768187 -0.212819\n 466 0.074815 -0.229663\n 121 1.332775 -0.436298\n 106 0.652965 -0.639610\n 270 1.260014 -0.344153\n \n [256 rows x 2 columns],\n 'counterfactual': x1 0.870092\n x2 -0.044982\n Name: 43, dtype: float64,\n 'distance': array([[0.13747515]])}]" }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lux.counterfactual(np.array([point]), X_train, counterfactual_representative='nearest', topn=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Whole tree justification" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:51:50.619874935Z", "start_time": "2024-03-07T11:51:50.281954554Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% TYPES DEFINITIONS %%%%%%%%%%%%%%%%%%%%%%%%%%\n", "\n", "xtype [\n", " name: class, \n", "base:symbolic,\n", " domain : [1,0]].\n", "xtype [\n", " name: x2, \n", "base:numeric,\n", "domain : [-100000 to 100000]].\n", "\n", "%%%%%%%%%%%%%%%%%%%%%%%%% ATTRIBUTES DEFINITIONS %%%%%%%%%%%%%%%%%%%%%%%%%%\n", "xattr [ name: class,\n", " type:class,\n", " class:simple,\n", " comm:out ].\n", "xattr [ name: x2,\n", " type:x2,\n", " class:simple,\n", " comm:out ].\n", "\n", "%%%%%%%%%%%%%%%%%%%%%%%% TABLE SCHEMAS DEFINITIONS %%%%%%%%%%%%%%%%%%%%%%%%\n", " xschm tree : [x2]==> [class].\n", "xrule tree/0:\n", "[x2 lt 0.11804039403796196] ==> [class set 1]. # 0.9519230769230769\n", "xrule tree/1:\n", "[x2 gte 0.11804039403796196] ==> [class set 0]. # 0.9897959183673469\n" ] } ], "source": [ "print(lux.to_HMR())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Iris example" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:53:04.128880155Z", "start_time": "2024-03-07T11:53:04.079084756Z" } }, "outputs": [ { "data": { "text/plain": "0.9210526315789473" }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from lux.lux import LUX\n", "from sklearn import datasets\n", "from sklearn.model_selection import train_test_split\n", "from sklearn import svm\n", "import numpy as np\n", "import pandas as pd\n", "# import some data to play with\n", "iris = datasets.load_iris()\n", "features = ['sepal_length','sepal_width','petal_length','petal_width']\n", "target = 'class'\n", "\n", "#create daatframe with columns names as strings (LUX accepts only DataFrames withj string columns names)\n", "df_iris = pd.DataFrame(iris.data,columns=features)\n", "df_iris[target] = iris.target\n", "\n", "#train classifier\n", "train, test = train_test_split(df_iris)\n", "clf = svm.SVC(probability=True)\n", "clf.fit(train[features],train[target])\n", "clf.score(test[features],test[target])" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:53:05.754968865Z", "start_time": "2024-03-07T11:53:04.358144309Z" } }, "outputs": [ { "data": { "text/plain": "['IF petal_length >=4.8500001430511475 THEN class = 2 # 1.0\\n']" }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#pick some instance from datasetr\n", "iris_instance = train[features].sample(1).values\n", "iris_instance\n", "\n", "#train lux on neighbourhood equal 20 instances\n", "lux = LUX(predict_proba = clf.predict_proba, neighborhood_size=20,max_depth=2, node_size_limit = 1, grow_confidence_threshold = 0 )\n", "lux.fit(train[features], train[target], instance_to_explain=iris_instance,class_names=[0,1,2])\n", "\n", "#see the justification of the instance being classified for a given class\n", "lux.justify(np.array(iris_instance))" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:53:05.756936478Z", "start_time": "2024-03-07T11:53:05.300717590Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Counterfactual for [[5.8 2.8 5.1 2.4]] to change from class 2 to class 1: \n", "sepal_length 6.0\n", "sepal_width 2.9\n", "petal_length 4.5\n", "petal_width 1.5\n", "Name: 78, dtype: float64\n" ] } ], "source": [ "## Generate counterfactual\n", "cf = lux.counterfactual(np.array(iris_instance), train[features], counterfactual_representative='nearest', topn=1)[0]\n", "print(f\"Counterfactual for {iris_instance} to change from class {lux.predict(np.array(iris_instance))[0]} to class {cf['prediction']}: \\n{cf['counterfactual']}\")" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T11:53:06.171734765Z", "start_time": "2024-03-07T11:53:05.757483126Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% TYPES DEFINITIONS %%%%%%%%%%%%%%%%%%%%%%%%%%\n", "\n", "xtype [\n", " name: class, \n", "base:symbolic,\n", " domain : [2,1,0]].\n", "xtype [\n", " name: petal_length, \n", "base:numeric,\n", "domain : [-100000 to 100000]].\n", "\n", "%%%%%%%%%%%%%%%%%%%%%%%%% ATTRIBUTES DEFINITIONS %%%%%%%%%%%%%%%%%%%%%%%%%%\n", "xattr [ name: class,\n", " type:class,\n", " class:simple,\n", " comm:out ].\n", "xattr [ name: petal_length,\n", " type:petal_length,\n", " class:simple,\n", " comm:out ].\n", "\n", "%%%%%%%%%%%%%%%%%%%%%%%% TABLE SCHEMAS DEFINITIONS %%%%%%%%%%%%%%%%%%%%%%%%\n", " xschm tree : [petal_length]==> [class].\n", "xrule tree/0:\n", "[petal_length lt 2.9999999403953552] ==> [class set 0]. # 1.0\n", "xrule tree/1:\n", "[petal_length gte 2.9999999403953552, petal_length lt 4.8500001430511475] ==> [class set 1]. # 1.0\n", "xrule tree/2:\n", "[petal_length gte 2.9999999403953552, petal_length gte 4.8500001430511475] ==> [class set 2]. # 1.0\n" ] } ], "source": [ "#have a look at the entire rule-based model that can be executed with https:://heartdroid.re\n", "print(lux.to_HMR())" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "ExecuteTime": { "end_time": "2024-03-07T12:04:33.292474644Z", "start_time": "2024-03-07T12:04:30.885359517Z" } }, "outputs": [ { "data": { "image/png": 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7eCSmKdJYOGrEo2b86x/eB06cLcz0zctIlfSYaXzrZeQXF1r3NZ55prYyw+0UeuxmNdF4/MPjp9uv9762cZVqGmY8WlmYHY1Fe4dHsv05K0r8B748401yOFXlk5PN5QXZx8+1KIa+dvFCRbn3UYdmLHrP284lg4ODJ0+ebGlpkWV54cKFy5Yt83q9VheFh5GR4TNTPGLgxh3W0TN8RrL7gZUE3EcESQAAADOls7PznXfeGRoa8vl8V69evXjx4iuvvFJRUTEb76KVlRN97PHhwQEtMKwK8VdZkimEWFE7UlIastkf9ZaV9VWlyS5HR/+NaCxemOELx2LXBoelP/cd9A6NnLrS+f3vLE+ya9K3NyPUX7zyhy+alpf4n1y2yKZ+c7ZEjW0xgAAAE1RJREFU4/HdDWfrzl1+pnbJ8gWFiiwJIWyq+ljZ/IkVLnX1nm7ren3zmk9Onve6nc/ULpGkswfPXFpTUTydIAlCiEAg8Omnnx4+fDgjI0PX9UuXLg0ODm7fvn2WRsOYUfF5/nheltrWaRqTpMWmEEJR4sVFelbGg68NmD6CJAAAgJlSV1fX3t7+7LPP1tTUXL9+/V/+5V/q6+vz8vJ8Pp/Vpd01RRFrNwyPh5TDB1OHBjXzloYdTTOWLg9+93sDaWlxBmq4Hfa1ixfGdT0W1yVJ2n/qQklupvbn6LD+0hVJkpYt8GvK5L/DTdM8dqntD5+fLC/IfnZlldflvJk3RWPx3V+ePdz81aal5RuqyjRV+asoajwS/aC+aXXZ/MJMX38gWF6QrchyXlrKvqbzJmPSpq2tre2LL77w+/0vvfSSrut/+tOfjhw5UllZWVZWZnVpeOgYvpToskq1rUvtvD5J7i5EtHR+rLLUdLusqQ+YHoIkAACAGaHrelNTU2Fh4dKlS7OysjIzMxctWtTS0jI4OHjnIOnb7rYuSUJIQlMVh03VDQtygbw88eyOkaIi49J5Z3u7fWxUVlUzJze2oDi8rHbUXxTTNGs6rWw2ZeLgTDPG+nonNodsd97b0DYhxLX+G3FdT3EljUbin5+9NByKvFq92OFyy4oSjcUPN7dUFRdlZWaojm/aWPYeb8r2eSvn+1VF+fzsxXfrvlyQn/vkymVOlytsSjZVVRU5Ftc/OnF6X9OF9csWf2dJhalqYVNy2jRZkm9epH526pJQ1CeqKzWnMyvN19IzMByJn7/Wl+H1Ko4kWbv3X/6y3SkkIcxvPzPnOsMwrl27FggEduzYUVhYaJrmsmXLWlpaLl68OGWQ9K3HRxKyItlt6h160x5Bmiorinx/pg+ShKSqst1pfktuO6PiK5dHYobY/5naed00bpk8TlViC+dHtm40yktlp/PBFybZHJKiiEfjnYsZQpAEAAAwI8Lh8ODg4IIFC1wulxBCkqTc3NzW1tbx8fE7b2i3a9q3XPNLsuTPTc1Mc1vWX1IiHl8l+vqU69ek0JikqlJGppyXr9kdKZJIsagmoSiyx+2Q78dFkSZp0vxyMxK+5z30N5z4rO6z2Ph43DTHhPrSK6/Wfmel024Xkrh8+kzHjZG/e+PvfZWL1FsGrH38qz+sqKpcUbLU4XC8+/Pfnevodrvc79V9OZEvPPXkluXVywa6uv5Qf3pkdPRKd///G6yf2PC///0bmZmZE6tdvXr16JXuv3vtv+UsKJRl+WlH5i9/8/ZvDzf2joV3vPhyyuKl0xnaJqma6nQlmbNvSOb9Eo/Hh4eHhRBZWVlCCEmSUlJSkpKSBgYG7ryhqiou1+Rj3yRJkhXZblMNK3Lhh5YsS+4ku9OhTb+NTpEMke1XPSnCsOYmAFJFjfTEFtHT9xcFKIo0r8C2oEhLsiBFmihATfapNofNnPxDU1UZBospECQBAADMiGg0quu6zWaT/3xnLrvdHovFdH2K6ajtdu0Ozzru+OyDMc8vxIqbj2wWVjIT1OzC6WxeIhyjWlIgENA0raCgoLq62uVyTWQ96THlf/z4f9as3+JOTr61CeXFV3+Um5vrnl+hadq2F3+wMfwXMVZGxTJnUWmqy/fq638fi8VufcqzYJHT55vYVbLm2f7SD6qf2KBpmiRJ1XkLXlEcnZ2dT/h8TzzxxM0apuNRvnLQdT0WiymKYrN9fcIriiLLcjQ6xTTkqqrcGhr+FYdD8yZblCY8IhwO4cu0soAlK25fpglh/ec4MA2P8tcBAADADLLb7YqiRCKRm8lROBzWNG02zrSNxBUWFhYWTh5FFRcXFxcX37782Wefvfn3H/7wh5Num52d/dprr93h383Nzc3Nzb35UFXVtWvXJlQxEjARIem6HolEJpbE43HDMJhpG8AjiKY1AACAGeFwODIyMvr7+8fGxoQQpml2dXWlpKRMjHQDMIuoqur1eoUQPT09QgjTNIeHh8fGxjIzLe12AQAr0JEEAAAwI2RZrqmp2bt3b2NjoyzLV69ePXfu3IYNG9LS0qwuDcDdkWXZ7/f7fL4jR47k5ubG4/Fjx47Z7faKigqrSwOAB40gCQAAYKZ85zvf6ezsrKura2hoGB0dLS4ufuyxxzwej9V1AbhrhYWF69at279//y9+8QvDMGRZ3rx5c0FBgdV1AcCDRpAEAAAwU7Kzs59//vlz584NDg4mJSVVVlYWFhYyRxIwG3k8njVr1qSmpl69elWSpKKiokWLFt2cexsAHh0ESQAAADPI7/f7/X6rqwBwH3i93tWrV69evdrqQgDASky2DQAAAAAAgIQQJAEAAAAAACAhBEkAAAAAAABICHMkAQAA4O709PScOHGivb09EAisX7++urra4XBYXdQccfz48QsXLvT39yuKkpubu3bt2qysLFnm//5ipoyMjJw/f37ingDz5s1bt25dRkaG1UXNEa2tradOnerq6orFYj6fb/ny5aWlpXxaYg7gOwkAAAB3p7e39+LFizdu3Pjoo4/Onz8fjUatrmju2L9//7Vr12w2m6ZpdXV1//Zv/xYMBk3TtLouzFnBYLC1tbWrq6upqenw4cPDw8NWVzR3NDc3Nzc3x+Nxm83W0tLyu9/97syZM7quW10XMF10JAEAAODu5OTkbNmyxeVyNTY2Wl3LXPP444/n5OSkp6cLIRoaGv7pn/5p+/btlZWViqJYXRrmpuTk5Nra2uXLl3/44Yft7e1WlzOnlJaW+v3+nJwcu93e2tr6y1/+8sSJE6WlpSkpKVaXBkwLQRIAAADuTmZmZmZmphDCZrNZXctcs3bt2pt/X7p0aSQSCYVCdCRh5ng8Ho/HI4Soq6uzupa5pqys7ObfS0pKkpOTQ6FQPB63sCTgvmBoGwAAAPDQMQxj3759GRkZ+fn5zJEEzGqmaZ49ezYYDBYUFLjdbqvLAaaL7yQAAADgoXPgwIG9e/f+4Ac/YLJtYLZrbm7es2dPUVHR8uXL7Xa71eUA08V3EgAAAPBwOXDgwO9+97t169Zt27aN8YPArHbu3Lk//OEPDodj27Ztfr/f6nKA+4A5kgAAAICHhWmaBw4cePvtt1etWvXCCy94vV5JkqwuCsC9ME3z3Llz7733nizL27dvLy8v1zTN6qKA+4AgCQAAAHcnGo0GAoF4PB6LxYLBYG9vbzweT05OVlV+W07X/v37//M//7OqqurJJ5/UNG10dNRut2uaRpyEGaLr+ujoaCgUGh0djUQiAwMDqampLpfL6XRaXdqs19zc/O6778ZisYlepHA4rOu6zWZjsCpmO77sAQAAcHd6enreeuut3t7e7u7uQ4cOtbS0VFVVPf/882lpaVaXNuv9+te/PnfuXFJS0s9//vOJ8Gj79u21tbWEdJghIyMj+/fv//zzz9va2oaHh//93/+9pKTkySefrK6utrq0Wa+uru7gwYNZWVmxWGzPnj1CiGXLlq1fvz4jI8Pq0oBp4QsJAAAAd8ftdldVVY2MjKxatWpiSV5eHjPI3hff//73t2/ffuuS9PR02pEwc2w227x583Rdv/l29nq9hML3RW1tbWpq6q1L/H4/H5WYAwiSAAAAcHd8Pt+2bdusrmJu2rFjh9Ul4NHicrlqampqamqsLmQOWrFixYoVK6yuArj/GJwJAAAAAACAhBAkAQAAAAAAICEESQAAAAAAAEgIQRIAAAAAAAASQpAEAAAAAACAhBAkAQAAAAAAICEESQAAAJg7AoHAP//zP1+4cCEej1tdC4BpGR8f//DDDz/88MNgMGh1LQC+QZAEAACAuWN8fHzv3r3Xrl3Tdd3qWgBMSzQabWpqOnnyZCQSsboWAN8gSAIAAAAAAEBCVKsLAAAAAO6RYRgnTpw4fvx4f3+/w+GoqqoqKyu79dn9+/efP38+EAi4XK5ly5atXr3a6XQKITo6Og4ePNjZ2WmaZnp6+vbt23NzcwcHB/fv33/lyhVd130+31NPPTV//nxV5Qcz8CCYptne3l5fX3/lyhXTNOfPn19ZWXnrs+fOnauvr+/t7ZVlubi4ePXq1fn5+UKIwcHBhoaGs2fPhkIhj8fz2GOPLVu2LBqNfvnllydPnhwdHXW5XCtWrFixYoXH47Hu9QFzB9+LAAAAmK2OHj36zjvvZGRk5OTkmKbZ39+/YMGCm88ahtHe3u50OpOTk2/cuPHWW2+pqrpq1SpVVX/961+PjIyUlJSoqhoMBkOhkGma77zzzuXLl0tLSx0Ox+joaDAYNAzDwlcHPFJaWlo++OCDnp6eoqIih8MRDodHRkZuPmsYxsDAwPj4eHZ2digUqq+vHxoa+t73vpeenl5XV3fkyJGcnJyCgoLx8fFQKBSLxY4fP75v3z6v15ufnx+NRkOhUCQSIUgC7guCJAAAAMxKkUjk3Xff9Xg8O3bsKCoqisfjo6OjsvzN1A2yLG/YsMHr9TocjkAg8NOf/rSurm7JkiV2u72+vv7FF1985pln7HZ7IBDwer2yLNfV1a1cuXLHjh1utzsYDDqdTtqRgAcjHo8fP378ypUrTz/99OrVq20229jY2K1T5suyXF5ePn/+/JSUlGg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"text/plain": "" }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import graphviz\n", "from graphviz import Source\n", "from IPython.display import SVG, Image\n", "i2edf = pd.DataFrame(iris_instance, columns=features) \n", "i2edf[target] =clf.predict(i2edf.values.reshape(1,-1))[0] \n", "cfdf = pd.DataFrame(cf['counterfactual']).T\n", "cfdf[target] = clf.predict(cfdf.values.reshape(1,-1))[0]\n", "lux.uid3.tree.save_dot('tree.dot',fmt='.2f',visual=True, background_data=train, instance2explain=i2edf, counterfactual=cfdf)\n", "gvz=graphviz.Source.from_file('tree.dot')\n", "!dot -Tpng tree.dot > tree.png\n", "Image('tree.png')" ] }, { "cell_type": "code", "outputs": [], "source": [], "metadata": { "collapsed": false } } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.1" } }, "nbformat": 4, "nbformat_minor": 4 }