Created
January 3, 2015 15:26
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SCDB null model predictions
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{"nbformat_minor": 0, "cells": [{"execution_count": 80, "cell_type": "code", "source": "# Imports\nimport numpy\nimport pandas\nimport sklearn\nimport sklearn.dummy\nimport sklearn.ensemble", "outputs": [], "metadata": {"collapsed": true, "trusted": true}}, {"execution_count": 118, "cell_type": "code", "source": "# Matplotlib setup\n%matplotlib inline\nimport matplotlib.pyplot as plt\nimport seaborn\nseaborn.set()", "outputs": [], "metadata": {"collapsed": true, "trusted": true}}, {"execution_count": 82, "cell_type": "code", "source": "# Load justice-centered SCDB data\nscdb_data = pandas.read_csv('data/SCDB_2013_01_justiceCentered_Citation.csv')", "outputs": [], "metadata": {"collapsed": true, "trusted": true}}, {"execution_count": 122, "cell_type": "code", "source": "# Setup two direction target\nscdb_data.loc[:, 'justice_reverse_direction'] = (scdb_data['lcDispositionDirection'] != scdb_data['direction']).apply(int)\nscdb_data.loc[:, 'case_reverse_direction'] = (scdb_data['lcDispositionDirection'] != scdb_data['decisionDirection']).apply(int)", "outputs": [], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 84, "cell_type": "code", "source": "# Setup the case-level disposition targets\n\n\"\"\"\nSetup outcome map.\n\nValues correspond to:\n * -1: no precedential issued opinion/NA, i.e., DIGs\n * 0: affirm, i.e., no change in precedent\n * 1: reverse, i.e., change in precent\n\"\"\"\noutcome_map = pandas.DataFrame([[-1,0,1,1,1,0,1,-1,-1,-1,-1],\n [-1,1,0,0,0,1,0,-1,-1,-1,-1],\n [-1,0,1,1,1,0,1,-1,-1,-1,-1],\n [-1,0,1,1,1,0,1,-1,-1,-1,-1],\n [-1,0,1,1,1,0,1,-1,-1,-1,-1],\n [-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1],\n [-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1],\n [-1,0,0,0,-1,0,-1,-1,-1,-1,-1]])\noutcome_map.columns = range(1, 12)\noutcome_map.index = range(1, 9)\noutcome_dict = outcome_map.to_dict()\n\ndef map_outcome_data(input_data, case_level=False):\n # Iterate over all rows\n target_data = numpy.ndarray((input_data.shape[0], 1),\n dtype=numpy.int8)\n\n # Iterate over all records\n for row_id in input_data.index:\n # Get the fields necessary to calculate\n row = input_data.loc[row_id, :]\n if case_level:\n vote = 1\n else:\n vote = row['vote']\n case_disposition = row['caseDisposition']\n \n # Set the value\n if numpy.isnan(vote) or numpy.isnan(case_disposition):\n target_data[row_id] = -1\n else:\n target_data[row_id] = outcome_dict[case_disposition][vote]\n\n return target_data\n\n# Get the justice and case dispositions \nscdb_data.loc[:, 'justice_reverse_disposition'] = map_outcome_data(justice_data,\n case_level=False)\nscdb_data.loc[:, 'case_reverse_disposition'] = map_outcome_data(justice_data,\n case_level=True)", "outputs": [], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 112, "cell_type": "code", "source": "# Get term list\nterm_list = numpy.sort(scdb_data['term'].unique())\n\n# Set strategy\ndummy_strategy = 'most_frequent'\n#dummy_strategy = 'stratified'\n\n# Setup predicted index\nscdb_data.loc[:, 'predicted'] = False\n\n# Iterate over all terms\nfor term in term_list:\n # Get the set of cases up to and within this term\n before_term_index = scdb_data['term'] < term\n current_term_index = scdb_data['term'] == term\n \n # Check if we have data\n if numpy.sum(before_term_index) < 1:\n continue\n \n # Update predicted index\n scdb_data.loc[current_term_index, 'predicted'] = True\n \n # Initialize the case level models\n case_reverse_direction_model = sklearn.dummy.DummyClassifier(strategy=dummy_strategy)\n case_reverse_disposition_model = sklearn.dummy.DummyClassifier(strategy=dummy_strategy)\n \n # Get a dummy ones array for training features\n dummy_features_train = numpy.ones((numpy.sum(before_term_index), 2))\n dummy_features_test = numpy.ones((numpy.sum(current_term_index), 2))\n \n # Train the case models\n case_reverse_direction_model.fit(dummy_features,\n scdb_data.loc[before_term_index, 'case_reverse_direction'])\n case_reverse_disposition_model.fit(dummy_features,\n scdb_data.loc[before_term_index, 'case_reverse_disposition'].replace(-1, 0))\n # Predict the case models\n scdb_data.loc[current_term_index, 'case_reverse_direction_predict'] = case_reverse_direction_model.predict(dummy_features_test)\n scdb_data.loc[current_term_index, 'case_reverse_disposition_predict'] = case_reverse_disposition_model.predict(dummy_features_test)\n\n # Initialize the justice level models\n justice_reverse_direction_model = sklearn.dummy.DummyClassifier(strategy=dummy_strategy)\n justice_reverse_disposition_model = sklearn.dummy.DummyClassifier(strategy=dummy_strategy)\n \n # Train the justice models\n justice_reverse_direction_model.fit(dummy_features,\n scdb_data.loc[before_term_index, 'justice_reverse_direction'])\n justice_reverse_direction_model.fit(dummy_features,\n scdb_data.loc[before_term_index, 'justice_reverse_disposition'].replace(-1, 0))\n\n # Predict the case models\n scdb_data.loc[current_term_index, 'justice_reverse_direction_predict'] = justice_reverse_direction_model.predict(dummy_features_test)\n scdb_data.loc[current_term_index, 'justice_reverse_disposition_predict'] = justice_reverse_direction_model.predict(dummy_features_test)", "outputs": [], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 114, "cell_type": "code", "source": "# Check the predictions for case/direction\nprint(\"Case direction\")\nprint(sklearn.metrics.classification_report(scdb_data.loc[scdb_data['predicted'], 'case_reverse_direction'],\n scdb_data.loc[scdb_data['predicted'], 'case_reverse_direction_predict']))\n\nprint(\"Accuracy: {0}\".format(sklearn.metrics.accuracy_score(scdb_data.loc[scdb_data['predicted'], 'case_reverse_direction'],\n scdb_data.loc[scdb_data['predicted'], 'case_reverse_direction_predict'])))\nprint(\"\")\n\nprint(\"Case disposition\")\nprint(sklearn.metrics.classification_report(scdb_data.loc[scdb_data['predicted'], 'case_reverse_disposition'].replace(-1, 0),\n scdb_data.loc[scdb_data['predicted'], 'case_reverse_disposition_predict']))\n\nprint(\"Accuracy: {0}\".format(sklearn.metrics.accuracy_score(scdb_data.loc[scdb_data['predicted'], 'case_reverse_disposition'],\n scdb_data.loc[scdb_data['predicted'], 'case_reverse_disposition_predict'])))\nprint(\"\")\n\nprint(\"Justice direction\")\nprint(sklearn.metrics.classification_report(scdb_data.loc[scdb_data['predicted'], 'justice_reverse_direction'],\n scdb_data.loc[scdb_data['predicted'], 'justice_reverse_direction_predict']))\n\nprint(\"Accuracy: {0}\".format(sklearn.metrics.accuracy_score(scdb_data.loc[scdb_data['predicted'], 'justice_reverse_direction'],\n scdb_data.loc[scdb_data['predicted'], 'justice_reverse_direction_predict'])))\nprint(\"\")\n\nprint(\"Justice disposition\")\nprint(sklearn.metrics.classification_report(scdb_data.loc[scdb_data['predicted'], 'justice_reverse_disposition'].replace(-1, 0),\n scdb_data.loc[scdb_data['predicted'], 'justice_reverse_disposition_predict']))\n\nprint(\"Accuracy: {0}\".format(sklearn.metrics.accuracy_score(scdb_data.loc[scdb_data['predicted'], 'justice_reverse_disposition'],\n scdb_data.loc[scdb_data['predicted'], 'justice_reverse_disposition_predict'])))", "outputs": [{"output_type": "stream", "name": "stdout", "text": "Case direction\n precision recall f1-score support\n\n 0 0.38 0.01 0.03 27920\n 1 0.63 0.99 0.77 46857\n\navg / total 0.54 0.62 0.49 74777\n\nAccuracy: 0.623373497198\n\nCase disposition\n precision recall f1-score support\n\n 0 0.00 0.00 0.00 27636\n 1 0.63 1.00 0.77 47141\n\navg / total 0.40 0.63 0.49 74777\n\nAccuracy: 0.630421118793\n\nJustice direction\n precision recall f1-score support\n\n 0 0.00 0.00 0.00 28023\n 1 0.63 1.00 0.77 46754\n\navg / total 0.39 0.63 0.48 74777\n\nAccuracy: 0.625245730639\n\nJustice disposition\n precision recall f1-score support\n\n 0 0.00 0.00 0.00 32380\n 1 0.57 1.00 0.72 42397\n\navg / total 0.32 0.57 0.41 74777\n\nAccuracy: 0.566979151343\n"}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 132, "cell_type": "code", "source": "# Plot each value by term\nf = plt.figure(figsize=(8,6))\nplt.plot(term_list, scdb_data.groupby('term')['case_reverse_direction'].mean(),\n alpha=0.75)\nplt.title('Case reversal rate by term')\nplt.xlabel('Term')\nplt.ylabel('% reverse')\n\n# Plot each value by term\nplt.plot(term_list, scdb_data.groupby('term')['case_reverse_disposition'].mean(),\n alpha=0.75)\nplt.xlabel('Term')\nplt.ylabel('% reverse')\nplt.legend(('Direction', 'Disposition'))\n\n# Plot each value by term\nf = plt.figure(figsize=(8,6))\nplt.plot(term_list, scdb_data.groupby('term')['justice_reverse_direction'].mean(),\n alpha=0.75)\nplt.title('Justice reversal rate by term')\nplt.xlabel('Term')\nplt.ylabel('% reverse')\n\n# Plot each value by term\nplt.plot(term_list, scdb_data.groupby('term')['justice_reverse_disposition'].mean(),\n alpha=0.75)\nplt.xlabel('Term')\nplt.ylabel('% reverse')\nplt.legend(('Direction', 'Disposition'))", "outputs": [{"execution_count": 132, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.legend.Legend at 0xcf86150>"}, "metadata": {}}, {"output_type": "display_data", "data": {"image/png": 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fhWPbpLNm09fkrTxfNb7Jc4YvY3//+Ss93TPGai5mOib6hmFYuq6/A/g+pZK9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\n9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zu59gJJGJ+c0X04esWv1lWLY3GUqQSuthh3ODwSVJliqEWqTFbvZ6379dz/o+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\nvpmZWUX8DVGXgsjlUiG/AAAAAElFTkSuQmCC\n", "text/plain": "<matplotlib.figure.Figure at 0xd3b0d50>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 175, "cell_type": "code", "source": "# Show accuracy over time for each strategy\nscdb_data.loc[scdb_data['predicted'], 'case_reverse_direction_correct'] = (scdb_data.loc[scdb_data['predicted'], 'case_reverse_direction'] == scdb_data.loc[scdb_data['predicted'], 'case_reverse_direction_predict']).apply(int)\nscdb_data.loc[scdb_data['predicted'], 'case_reverse_disposition_correct'] = (scdb_data.loc[scdb_data['predicted'], 'case_reverse_disposition'] == scdb_data.loc[scdb_data['predicted'], 'case_reverse_disposition_predict']).apply(int)\nscdb_data.loc[scdb_data['predicted'], 'justice_reverse_direction_correct'] = (scdb_data.loc[scdb_data['predicted'], 'justice_reverse_direction'] == scdb_data.loc[scdb_data['predicted'], 'justice_reverse_direction_predict']).apply(int)\nscdb_data.loc[scdb_data['predicted'], 'justice_reverse_disposition_correct'] = (scdb_data.loc[scdb_data['predicted'], 'justice_reverse_disposition'] == scdb_data.loc[scdb_data['predicted'], 'justice_reverse_disposition_predict']).apply(int)", "outputs": [], "metadata": {"collapsed": true, "trusted": true}}, {"execution_count": 185, "cell_type": "code", "source": "# Store cumulative accuracy %s\nscdb_data.loc[:, 'case_reverse_disposition_correct_cum'] = pandas.expanding_mean(scdb_data.loc[scdb_data['predicted'], 'case_reverse_disposition_correct'])\nscdb_data.loc[:, 'case_reverse_direction_correct_cum'] = pandas.expanding_mean(scdb_data.loc[scdb_data['predicted'], 'case_reverse_direction_correct'])\nscdb_data.loc[:, 'justice_reverse_disposition_correct_cum'] = pandas.expanding_mean(scdb_data.loc[scdb_data['predicted'], 'justice_reverse_disposition_correct'])\nscdb_data.loc[:, 'justice_reverse_direction_correct_cum'] = pandas.expanding_mean(scdb_data.loc[scdb_data['predicted'], 'justice_reverse_direction_correct'])", "outputs": [], "metadata": {"collapsed": true, "trusted": true}}, {"execution_count": 186, "cell_type": "code", "source": "# Plot each value by term\nf = plt.figure(figsize=(8,6))\nplt.plot(term_list, scdb_data.groupby('term')['case_reverse_direction_correct_cum'].tail(1),\n alpha=0.75)\nplt.title('Cumulative case accuracy rate by term')\nplt.xlabel('Term')\nplt.ylabel('% reverse')\n\n# Plot each value by term\nplt.plot(term_list, scdb_data.groupby('term')['case_reverse_disposition_correct_cum'].tail(1),\n alpha=0.75)\nplt.xlabel('Term')\nplt.ylabel('% reverse')\nplt.legend(('Direction', 'Disposition'))\n\n# Plot each value by term\nf = plt.figure(figsize=(8,6))\nplt.plot(term_list, scdb_data.groupby('term')['justice_reverse_direction_correct_cum'].tail(1),\n alpha=0.75)\nplt.title('Cumulative justice accuracy rate by term')\nplt.xlabel('Term')\nplt.ylabel('% reverse')\n\n# Plot each value by term\nplt.plot(term_list, scdb_data.groupby('term')['justice_reverse_disposition_correct_cum'].tail(1),\n alpha=0.75)\nplt.xlabel('Term')\nplt.ylabel('% reverse')\nplt.legend(('Direction', 'Disposition'))", "outputs": [{"execution_count": 186, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.legend.Legend at 0x105fb550>"}, "metadata": {}}, {"output_type": "display_data", "data": {"image/png": 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vtL5OnjOPVCZJIpMkmU4ON5E7rA6CrjzyXfnku/IIZrsYWrP3j+iM9xxR4Tpt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\nzcY2Av++/EdsMTna9+5PKTrHzcD7ga9TjB2ovPLfiE9TjAF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Sk+W0/vU48HqcuOXvNEaSATHjHWzpZ9uBLkoLPJy+rDTV4Yg043Lauea8hby1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\nOBUDIiIiS5yKARERkSXu/wO1s1SOCQPA2wAAAABJRU5ErkJggg==\n", "text/plain": "<matplotlib.figure.Figure at 0x10593450>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 198, "cell_type": "code", "source": "# Terms\nterm_correct_index = []\nterm_correct_list = []\n\n# Terms\nfor term, term_data in scdb_data.groupby('term'):\n term_correct_index.append(term)\n term_correct_list.append((term_data['case_reverse_direction_correct'].mean(),\n term_data['case_reverse_disposition_correct'].mean(),\n term_data['justice_reverse_direction_correct'].mean(),\n term_data['justice_reverse_disposition_correct'].mean()))\n\n# Build DF\nterm_correct_df = pandas.DataFrame(term_correct_list)\nterm_correct_df.index = term_correct_index\nterm_correct_df.columns = ['case_reverse_direction_correct', 'case_reverse_disposition_correct',\n 'justice_reverse_direction_correct', 'justice_reverse_disposition_correct']", "outputs": [], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 201, "cell_type": "code", "source": "# Plot each value by term\nf = plt.figure(figsize=(8,6))\nplt.plot(term_list, term_correct_df['case_reverse_direction_correct'],\n alpha=0.75)\nplt.title('Case accuracy rate by term')\nplt.xlabel('Term')\nplt.ylabel('% reverse')\n\n# Plot each value by term\nplt.plot(term_list, term_correct_df['case_reverse_disposition_correct'],\n alpha=0.75)\nplt.xlabel('Term')\nplt.ylabel('% reverse')\nplt.legend(('Direction', 'Disposition'))\n\n# Plot each value by term\nf = plt.figure(figsize=(8,6))\nplt.plot(term_list, term_correct_df['justice_reverse_direction_correct'],\n alpha=0.75)\nplt.title('Justice accuracy rate by term')\nplt.xlabel('Term')\nplt.ylabel('% reverse')\n\n# Plot each value by term\nplt.plot(term_list, term_correct_df['justice_reverse_disposition_correct'],\n alpha=0.75)\nplt.xlabel('Term')\nplt.ylabel('% reverse')\nplt.legend(('Direction', 'Disposition'))", "outputs": [{"execution_count": 201, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.legend.Legend at 0xc19be10>"}, "metadata": {}}, {"output_type": "display_data", "data": {"image/png": 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i3QT1TILIMlCqejiuT1cULxAjaxi4jCsxoNjixGmF3empCXkt3ASuFxBoDro2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prAjW41AfTeQ5QZkFFQZqBh6V4zA+WKgrW1nYOBNE8pHISuxXq6OTNQOEdeONguM1CbGtCugDKN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\nCQJXNiiq1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anprKwPRclsfUMR5Vx5p5CC66YfDVHx/l1weGl2V7qx0RDAhaCndI0QW4D9aj\nv8tSBkanyu9i3PHFFZQBv+zF5xOWxEtNXjdcT3zBypLJ6YQClb97G7ojPPOyAXZubEfD8uwI+8Ju\nCsHQfDW7CU7b5l+zieyyGHdNz2UZGk9w+PRU07e1FhDBgKCluNC5BI3Q0x7E45EqthdWGl9cTCQo\nC2VgifnRI2f5l+8eWvTIacHSYJomaXtiYT1S+TQSEkFfwC0uzGY8NecTnLSDAd0wSS5Dqm02YaUu\nkhUmLgrKEcGAoKXIu8pA805Nr8dDT3uI8Zm02zftkMrmLQXAW3n7kaCPVEZYEi8lY9NpkmmN8RlR\nfLaS5HUDwzDdiYW1SGlpQnIIj+ShIxqgLeInnZLQTR3NKL/46obBmdGE+/fMXPNnGMzYwUCl8cuC\nckQwIGgpnCFFfrl5aQKwigh13SjzW09n81VVAbCUAdM0SWeFrL1UOKmZ85OV2z0Fy4NzTjeqDERs\nbwGAbf0xjLyXXN6o6DUwNJ5Ey+tuYeJMsvnBwKy9jWRaE8F7A4hgQNBS5OooAykttSQuZ5WKCK2L\nfOW5BA5OEWGrTi80TZOZBmYwtBJOMDAylVzhPVnfZGzDoZC/diCuGXlyes61IgbYOhDDY/jJ5vSK\n309nWNhlF3UDBQm/mTjbME1E8N4AIhgQtBRandbCfz/2Hb5x7LsXHOk7RYRj04UfrqymYxhmxU4C\nB8d4aDlynovh5HCcz/3n0xw/N7vSu9IQWt4gr1ufuVAGVpZGlYFSK2KwlAGPKZPJ5UlVUAZOjcTx\neCQuv6gLYFkC1tki9SGVbc3gvZUQwYCgpXDTBBW6CUzTZCY7y0R6ktHUhbUn9XWUdxTUsiJ2CLd4\ne6GjdJwZm6uzZGvgqAIAE7OZmkOkBM0lU8WKuBTHZTBcpAxEQzLtwQiZnE4yNz+oS6Q1xqbTbOmL\n0t1uzTBYDmVgpmgbwhukPiIYELQUWo00gWbkMUzr+UNTRy9oO37ZS2cswNh0ylUZalkRO7jDilr0\nxyWetIKUYsWjlXG88MEK9sYqeD8Iloe0O6SoTjCg2cFAUc0AwMauDkwTRmbmq1KnbQvjHRva8Ho8\nxMJ+ZpLNDQbS2Ty5onZVEQzURwQDgpbCCQb8FeyIs3pB9js6fRzduLA8YH9nmKymM2v/MDkyac00\nQYsrA/GUdSzjM+lVUTTlBGCdsQAA56vMjBA0n0LNQJ00QX7+kCKHbT2dAAxPzw8GTg0XggGA9qif\nRCrnpoeurAxnAAAgAElEQVSaQdz+TheC99b8vrYSIhgQtBRuAWGF1r7iYCCTz3I6fvaCttVXUjfg\n5BVrFhA6NQMt2q405wY2+VXRUpW279icC4UIBlaOjFszsDhlYEefVRw4Fo+7j5mmyenzc0RDMj12\niqAzagV+8SaqA05NwoYeK2ARykB9RDAgaClcO+IKrYVZ3frx2N62FYDDF5gq6Hc6CuwLkGs41IAy\n0Io/LqZpEk8VAoBKpkqtRsq+AG3qjeKXvaKIcAWpNrGwlKStDERKlIGuSBS/7GEmnXAVvvNTKdLZ\nPDs2tLkWx20RPzA/p7/UOGrfhu6Itc8t+H1tNUQwIGgpag0qyuStaH9LbCPdwS5OzQ6SuYD56c7A\nolFXGahfQCj7vMg+b0v+uGRyOlpex2urKitVN2CaJl+//zjf+dWpussW2z/3d4aZjGeENfEKUW1i\nYSnVlAHZIxPyy+iSxtCEZTDktBQ6yg9Ah50Smm1iR4ETaGy0g4FUtvW+r62GCAYELUWtAsKMnSYI\neANc0rUb3dQ5NnNy0dsKB2WiIdmtwG+kgBAsdaAVc5Bzdlpgm+0Vv1LBwOnzc5w+H+f0+fodDe57\nHvSxoXu+UiNYXhxloG5roWtFHJz3uCRJtIciGFKOQfuzPzVi/etYFgN0OMpAE9METlvhQFcYSWpd\nX5BWQgQDgpYil9eRJAmvp3xqmlMzEPQFUbp2IyFdeKqgK0wyrZHKaA21FoJVYNiKlsRODnZTb4SA\n7F2xynxnKl06my+zey6lWBkY6LKCAVE3sDJkcpYVt6fCd6+YlJZyrYhL6QpHMT15BkcTZHM6wxNJ\nNvRE5gXY7XbNQDMtiWcTOYJ+HwG/l2hYbsm0XqshggFBS5HLG8g+T8URqtm8owz4ifmjbI5tZDhx\nntlsvGzZRukrShWksnm8Xk/duQgFS+LW+oFxigfbI356O0NMz2XdGozlYmI27VaPQ315NuWqMV4G\nbGVA1A2sDJmcTtDvRTd0Hj7/uJsOKCWVT5elCByi/jCybDIyOYd6dgbTNNkx0DZvmUjQh8/rcfP6\nS41pmswmc7RH/fb2ZJEmaAARDAhaCi1vVHUfdAoIA17rzuKSrosBODJ1bNHbKy4idKyIKwUixbSq\nC6HTVhgL+93jGlvm4T+PHhkHCnd/9dIpzt2o1+OhPeIn6PcxIpSBFcGZWHg6fpZfDz/MI6P7y5Zx\nrIiLDYeKCflCBANeDCnHrw+OALBj4/xgQJIk2iP+prkQJjN5dN2g3U5HRMN+cpouDK3qIIIBQUuh\n5Q3kCu6DML9mAGBXxw58Hh+HptRFS/bFRYSpTO0hRQ6t6jXgpAnaIn56bYfF8WWsG0hl8jx9eor2\naIDLdnS5j9VcJ6u777kkSQx0h5lNZFtOdVnr5HWDfN4gFPC6PgKnZs+ULVcoHgyXPQcQ8gUJyl4M\nj0Y8aUn1Ti1IMR2xADlNb8rn7BQmdtgBaSRkdwCJc6omIhgQtBS5vF7RcAiKawasL7nf62dn+w5m\ns3FGkqOL2l6bfTc6NJEkrxs1DYccnAvt0bOt5f8/Z7cVRkM+N8hZzrqBJ46Po+sG11zcSzRU3+zF\nSbUUB2CibmBlKC4edC74M9kZpjMz85ZLuW2F1ZSBIH7Zi+SzLrzbBmJ4Kihtzl17M1IFM0XpMoBo\nyPpXFBHWRgQDgpbBNE3yeaOi4RBYwYCEhN8ju49d0r0bgCPTi0sVSJJEX2eIhC2xN6IM7NrUTlvE\nz8GTky11BxtP5YiGZLweD93tQSRJWjavgbxu8PjRCfyyl8t3dhec39LV35+8bqDr1t2ogwgGVobi\niYXFI4hPxeerA9XaCh3CcghJgq5O6zMtbiksxrlrb0Z7oVOY6LQwOoGpKCKsTVODAUVRblMU5Yii\nKEcVRfnzKss8R1GU/YqiHFQU5adFj59WFOVJ+7mHm7mfgtbAbSusogxk8lkCPv+8nP7W2GYicviC\n7ImdIkKo30kA4PFIXKP0kdcN9h8bX9Q2lxrDNJlLaa6hi8/robstyNgy2RIfGZwmldG4clcPAdnr\nSrO1lAHHcKj4Pd8gighXBNd9MOCbHwzMDs5bzrUirpImCHqtdsMtA0EGuiPs3txecTmnuK8ZxkPx\nEmWgVWt8Wo2mBQOKoniAfwRuBS4FblcUZU/JMu3Ap4HfUVX1MuAVRU8bwHNUVd2nqup1zdpPQevg\nWBFXmlgIVgGhUy/g4JE8KJ27Lsie2Cm2g9pzCYq5Ymc3ftnL40cnmuqx3ijJtIZpmrSF/e5jfZ0h\n8nmD6Sa2cIGl6Dx8ZAxJkrjm4l6gsYFOlXwdoiGZSFAWRYTLTCFNUKgZ6Al1M5QYcQt3oUgZqJIm\ncB7v7PDwuluVqkpbezOVgUShdgYgGnaUAZEmqEUzlYHrgGOqqg6qqqoB9wIvLVnmNcA3VFUdAlBV\ndaLoOanJ+ydoMdwhRVW7CbJlwQDAtrYtAEykJxe13f4iZaCRNAFAQPZy1a4eUhmNQ6enF7XdpcS5\nG4pF5gcD0HzzoZNDs0zMpFG2dLg/wGHXtrn6D7AbDBSZ3DhFhIlUblXMVlgrpN3xxZYy4Pf62dWx\nA8M0GCwKsqtZETs4yoAz5rgaHU20JJ5NZomGZHx2utFNE7RQSq8VaebFdhNQfKt2zn6smIuBLkVR\nfqooyiOKotxZ9JwJ/Nh+/M1N3E9Bi+DOJagQDOSNPHkjT7BCMBDzRwGI5+o73lWiqy3oWvg2kiZw\nuFrpRZIkHjk8uuIGRM5MgrZwoZ7CDQaaXDfwwJPDAFy7p899zOf14Jdr2zanqjg+irqB5acwl8Cq\nGQj5guxo3wbMTxXUrxmwgoF6NuF+2Uso4HOdApcK3TCIJ3Ou8gCFAkKRJqjNSt95+4Crgd8GbgPe\nryjKLvu5G1VVvRp4EfDHiqI8e4X2cc0yMZvmF08O13WJWy7cNEGNIUUBX6VgwLI6XWww4PFIbodA\no2kCgLawn0u2dTIZz3ByZPHGR0vBXGq+NArQ19F8ZWAqnkEdnGZjT4SNPZF5z0WCvprTHTNFhkPF\ntJL5UDyZ48S5mfoLrnIclSYge8nkM4R9IfpCPUTkCKfjZzFM67tZzYrYIegNIiGRamBmSHs0wGwy\nh7GEgbTTUdMRLXwP3NZCkSaoSeO/fAtnCNha9Pdm+7FizgETqqpmgIyiKL8ArgSOq6o6AqCq6rii\nKP+BlXZ4oNYGe3tjtZ5e9Sz18T14ZJzHjk5whdLH7i2dS/raiyESDSLLPro7w+XHmszh9/vobmur\n+D50RGLkPNlFv0d7d/Ywk8ixc1v3vAtqPW69cQfHhuIcPD3DDVdurrlsM89P48g4suxj++ZOenuj\n7uNdHSFm01rTtv30GetC+bxnbCvbRk9XhMGRON3d0YoWt75TU8iyj00b2uetG4oG+c9fDTZ1vxvl\n/idUDhyf4C/ecJ0rN69FfH4fsuyjty+Ed1yiu62dvr42Ltu4m/0jB8kFkmxp34hxQqM9EqW/r3Jh\nIEB7JIrpzdf97Db1x5iMZwmEAm7l/4Uym9WRZR+bB+b/TkQjAQykFT+fWplmBgOPALsURdkGjACv\nBm4vWebbwD8oiuIFAsD1wN8pihIGPKqqJhRFiQAvBD5Yb4Pj44u7M1wN9PbGlvz4pmdSaFqeIycn\n6FjAHXEz6O2NMT6RQNPyZNK5smMdTkyRy+XJZ8yK70PADDIRn2JsLF7XQbASV27vZGd/lGwqy3iq\ncelSBjZ0hVBPT3Lw6Oi8YsRimvH5FTM8Noem5dEy2rzttIdlTg3HOXNuuuF6iIVw7ryliPg95Z+L\nZBjkcnnODE27BYXFjE4krc87mS1bN+T3cPLczKI/z6VibDKJacKxUxNsLgqy1hK9vTEmJq3PYnJ2\nhlwuj5nzMD4+R593gFzuCR47fYjgxhhTiTht/trnskf3MZ2dq3u+yxJoWp4Tg5Ns7V+ai/Tps9No\nWh6PWTgfe3tj+DwwNZNek9eIpQpwmpYmUFVVB94O/Ah4GrhXVdXDiqK8VVGUt9jLHAF+CBwAHgQ+\np6rqIaAfeEBRlP32499RVfVHzdrX9Yojy49Otcbc+5xbM1ApTTDffbCUNn8M3dTdAqeFIvs8dC7y\n7uQZl1i58kcOjy1q/aUgnszh9XrKJHfXlrhJqQKnyK/SXXO9joLiiYWlDHSFSWfzruy7UuTsccrN\nHKrTCjg1A6bHer9DdhpgS2wTXsnL6dkzda2IHUK+INl81k0tVGOxxkMJu3OmErMlbYUO4YCPVLb1\nhou1Ek29HVRV9QeAUvLYZ0v+/jjw8ZLHTgFXNXPfBIWL7+gKTbcrRdOqjy92agaCFWoGoFA3MJdL\nEJUjFZdpFhdtaKO7LcjhwWluvmrjvPa+5WIulaMtLJfdRTu1EGMz6XljZJduuxqyz0OgQp2HU3+R\nTGvQUX4BcYKBoL983YHuMEfPznB+KrWgtM1Sk7WDgekm+ei3CulcHp/XQ9awcv0hu0DQ75XZEtvE\n6fgZxlKWp0Y1jwGHkC+EiUkmn60ZODjGQwuZUTA2k+aL3zvMLVdt4vq9/WXPl1oRO4Td4WL6guqC\n1hMrXUAoWEGci+/MXJZsbnmn21UiV6O1sHQuQSltdkfB3CKLCC8ESZJ4xiX9mKbJ4+rymxBpeYN0\nNl/xotlsW+JEWqMt6q8o5UfqWBKnsoUhRaVs6LICupHJ5BLu7cLJFn1H1jKZnG4bDpV3C+xot0q/\nnp48UvZcJcK2qpCu017oGA/NLqC98OSwZQH+xPGJinf5M8kcHo/kegu4+xRw5hOIIsJqiGBgHZMr\nmuLVCupArkZrYfH44kq0BZyOgkST9q42e7d3Egr4eOrk5LJLkW4nQQVFoiMWwOf1MNqENIFuGKQy\nWtU792iwtg2sMyWyEsvVFlmPnKsMNGfcbquQzuYJFlkRF3cLbG+zWgyPTp8AqhsOOTiqQr2Ograw\nFUQuRBk4O2Z9v2cTWYYnygPF2USOtrC/bB5CoaNAtBdWQwQD6xhtXjCw8nUDWs3WQntIURVlICZf\nWHvhheLzetjcG7Xy3MtsllM8urgUj2S1TU7FM+jG0jolOnMHqqVF3DRBhR/gSkOKigkFfERDMuPL\nPIK5GN0wXHfJtawM6IZJTtMJ+QtWxMUX/PZAjO5QF3nD+hwjddMElZUB0zT55dCDPDn+NGC19LZF\n/A3XDBimydB40u1MefrU1LzntbwVnLZHy8/HcEDMJ6iHCAbWMVped79YrWDwktMaSBNUrRlw0gQr\nowxAwSxnbJkLMuNJ23Coyh16b0cIwzCZmF3aC6urSEQrfyaRGi6EubyBYZg1Oxx6O6wBUis1DMo5\nH8Ea5NNKQ6mWkkxR7UalNAHARbY6AI0rA+kSZeDE7GkeG32Cn519gKHECGAV+iXT2rwbk2qMTafJ\naTqXbu8iEpQ5cmZmnhW4Y2DUHik/H1t17HgrIYKBdUwub9AVs0aOji1DMKAbhjsdrRKOA6GvRgFh\ntZqBoC+A3+tfMWUAoK/L+hFc7sBqzlUGKvfBO3UD40us/jidBNWCkHCNyYXpKoZDxTjFj0sdxDSK\nUzzosBA5ezVRPCPCsREuNRVy3AihkQLCchdC3dB5YOghJMn6bv9o8Kfk9FxhemEDToROimBrf4xL\ntneSyeU5OVww+3JqDyoqA0GRJqiHCAbWKaZpouUN/LKHvo4Qk/GMezFuFj/bP8xnv/102Y+sQ60C\nwno1A2C1F87lEkuWszdNk6cmDjGcON/Q8o4ysNz1F6VT2kppVv7dafurFgzIPseSuPxuzLkA1bJ/\n7umwLirjK1Q34JynXls9W6upAke5Cfot90HZIyN7SiyiI31uJ0/jNQOFz+2piUPMZGe4omcv1w5c\nxWw2zi+GfrOgIsKzY1agv6UvyqU7uoD5qQJnzkFpJwHUTlkJLEQwsE7RDRPTNPH7vK79a7MH2pwe\niZPV9Kp3WO4I4yppAr/Xj0eqfsrG/FFyes6tL7hQHh97kp+c+QW/Gn6ooeUjQZlISF72+gvnolyp\nZgCgp0m2xPWUAbB+hCvdjTlzCYI1ggHHTnmlggEnTdBvfz+aMVSnFXBbPANeUvZcglI8koerei9n\nU3RDxeeLCcnzawYy+SwPnn8Mv9fP9QPXcMPAtfSGejg4cZi01/LmqKe6mKbJubEkbRE/bRE/fR0h\nutuDnBiedfffURc6KigDjueFGFZUHREMrFOcC6/P53GNaZopb2t5ncm4JRsmqhjJaHkDr0eq2Gpm\nTSys3W/e5l+6joKTs6d5YMgKAhZSh9DfaU3cW04f9NlkjqDfVzGIAstvviMW4PxUaknHLc81EAxE\nAjKpbL7Mf77S+OJSutqCSJK04srAJtt5cDV7DUzMpvn2A6cqBmbFcwnSWppQlTv/GzZcyysufmnN\ngBwg5HWCAev7/sjo42TyGa7r30dYDuH1eLl1+/PwSl4OJh7FkHJ1iwjHZzNkcnm29FmfhSRJXLqj\nC8MwUc9althOsFZJIQv6vUiSJOYT1EAEA+uU4nHB/Xauu5l3tMV3pdVc5XJ5vaL7IFg1A9U6CRyW\nqohwIj3J90//BK/HS1SOkNCSDaceluO9LMY0TctwqI4xz8WbO8hpOodOT9VcbiEk3EmJtZUB0zTd\nIjWHdNa60NZKE/i8HrpiASZmMyviHOcEA45ytlJpgkw+w5cO3eu29i2GAycmUc9Mc3iw/PN3AgRZ\nNtFN3b2YLxavx0vA6yedzzCbjfPE2EFi/ihX9V3uLtMT6uJZG68jT5Z45AjTc7XrQs6OWt/pLX0F\n46y92+anCmYTWXw+T8UAU5Iky4VQpAmqIoKBdYrT0+/3eehqC+LzepqqDIzOCwYq3wVoeaPi3a1h\nGuT0XNVOAoc214Vw8UWEKS3Ft098H03XuHXb89gQ6ccwjbrz2R0clWV0mYoIMzmdvG5ULR50KIxb\nHqt7YTVNs6GLbyKdIxTwueOfK+EYDyUypcFAfWUArCLCnKa7dRHLSc424goHZdoi/hVTBiYz00xn\nZjgzd27Rr+EE46fPl3833C4Jr13HUcdUqBFCvhDpfIYHhh9CN3Vu3Hg9vpI6hKv7rmBL20Zy/knO\npE/VfL1z404wUJgP0Rbxs7U/xtB4gplEltlkjo5IoOosi3DQJ9IENRDBwDqlOD/vkST6OkNMzmZq\nysjVCv8aofjimKjSh5/TjMrFg3U8BhwcF8LFdhTkjTzfOfkj5nIJnrXxOnZ3XkR0gWpDv1tEuDzK\ngHORrKcMLGTc8s+eGOb/fOtgzc/bUiS0qnUKDtXaC507tFrdBAC9TifECvgNZO2AOej30hkL2C1w\ny+/U6Zz/mQbGAlfCNE33+3d2LFE2sty9W/Za51K1NMFCCPlCpLQUx6ZP0B/pQ+ncVbaMJEncuv15\nyF6ZYZ4mnq38vTVNkzOjc0RCclk9wN7tljrw/acfZcx/gLZI9aA4EpTJaXpDbYzrEREMrFNy7hwA\n68e4vyuMaZpV87NHBqe5+74nOXp2cbPdR6dTrqdBtTSBphvIFQyHMvnaVsQOMf/ijYdM0+S/z/yC\nkeR5lM7dPKN/n/2aVjCQ0BqzxW0LywT9vkUrA4bR2F25w1wDUr1DIwOVRiaTPHJ4lGRaY6JGrj6n\nGQ0pEtWGFTktprXSBAC97StXROh8R4J+n1uhvhJOhM75X9q33yjxZM4N7HKaXmbx7CgDpscO0OoU\nCDZCyBfExDqPb970zKp3623+GNvkS9DNPIfGj1dcZnouSzpr1QuUvo6ytQPdP8dj0w+S8Y/iD1f/\nfJyBWEIdqIwIBtYpmu64/VmnQEHeLv/RNU2TBw+NAvDT/UMLLkLL6wbjMxn6O8ME/b6KaQLdMNH1\nasqA4zFQ+4IX9oXwSt5FFRAemHiaI1NH2RDp5wXbbnF/dJyhR4kGX1OSJPq7QswkFjbvwTRNnjg+\nwafue5JfPdVYKyMUprS11bkog/UZb+2PcWZ0rmL7o2ma/PjRghRdSxafS1vbrTSauJhq/d1uN4G/\nXppg5doLnc8vYCsDsDJ1A47h1mKDAUelclpfS1MFjmpjSLYysCRpAutz29Wxg03RDTWX3RTZDMDZ\n+GjF58+MlacIHCSPjt5z1C1QlYPVCwRrmWABTGdmVtSnZKURwcA6RbPvFGQ73ztQwzBnaDzJ2HQK\nr0diNpHliWMTC9qWUwDW3xUmGpYr2vW6+1MjTVBPGZAkiZjtNbAQTNNk/9hT+Dw+fueiW+flNp1g\nYK5BZQCKAqsG/QZyms53f32aHz18hrxuoJ6dbnhbrgtgg5P9HHXg0SPl6sCBE5Ocn0wW7oJrXPgK\n7Yz1lIGiyYVFWF74PlctqkZbxI9f9q6MMuCmCXyLmrC3VGT1HIZhXkAwYJ2H1+6xPvvB0fkXvHQ2\nj8cjkTOtYwsvgTKwObaRNn+MZ2+6oe6yG2LdeEwvZ2crBwNnqwQDpmly/9lf4g3k8BnWd87jr64M\n1DMe+sbx7/KD0/fX3d+1iggG1imOwY9sKwPd7UE8HqniBexR1bpw/O6NO/DLXn598HxNJ8FSnACj\nvzNELGzl7Urz0c7fNWsG6hQQglU3kM6n0fTGW4hGkqPMZGfZ1bGDiDzfXc1NEyyovbDxjoLxmTRf\n/qHK4cFpNvZE6OsMMzmbadj61p1L0GAw4IxbPnR6ep5Ck87m+fkTw8g+Ly9+puU2VysYcOo+6gYD\nVSYXprN63XoBsAK8nvYgU3PZJW2LbIRMkTLQEasfIDWLmWSSoYkk4/G5RXVVOMWD2wZiDHSFGZ5I\nzqt9SNmBmRNsLIUycEnXxbzpstfSEWivu+yebZ0EzDaG4xNMJ+b//pimydmxBKGAj+62+UHKkalj\nHJk6xrbOAXq1vQAYvuoBkzOfoJLxUDqfIZFL1FUf1zIiGGgypmm2xHjgUgqthdYPstdjORGOz6Tn\nDbSJJ3McOzdLb0eI3ZvbueHSfjK5vJs2aATnx6i/K0wsZH3ZSlMFpTUMxTRaMwCFi/dCUgWHplQA\n9nYpZc9F5DAS0sKUga7GOgoOnJjkKz9UmYpneMaePm5//m52bmwDYLjB0b3xZA5JkoiG6qcJwLq4\nXrunD9M0eexoYdzyLw+MkMnledZlA2zsieD1SLWDAVsZiIYaLSAs/ADXG1JUSm9HCNM0XZ+K5cI5\nJwOyl067cG0llIHJRALThGw+T85YeJ/86HSaSEgmEpTZOhDDMEzOjhXOr3QmT6hoLsFS1AwshGhI\nZu+GLRiGyXcff3rec7PJHIlUjs298+sFpjMz3H/2l/i9fl684wVct2sbftmD4al+jtRKE0xnrFqo\nzkDHUhzSqkQEA03mwadH+fS3nqpaQV/MXCrHz/YPLUu1ayW3v/6ucNlAm8ePjWOaJtcofUiSxDUX\n9xEN+3lMHW+43Wt0KuXe4Tl3kqXvh3On4tQwFJNpME0ARe2FWmO5P83Ic3T6BFF/lM2xjWXPeyQP\nETm8IGWgMxZA9nlrpgl+9dQIP3hoEK9H4vduvojnXr0Zr8fDxl4rLTE03mAwkNKIhuSyka21uHRH\nF6GAjyePTZDTdEanUjxxbJyutiDX7rFaEDuiAabnslXvRJ1UT+nc+FJknxefzzNPGchqOqZZe0hR\nMb0r5ESY1SzfC49HQvZ5iYTkFVEGZtPWeaTrZtkkwHqkMnkSqZxrSb19wPp+OKkCJzBbamVgoVy9\nbTsB2cvx8WGOn5t1Hy/MIyikCHRD5/un/xvN0HjelptoD7Rx06Xb2NgdrVnoG65RQDidtbbZGayv\nZKxVRDDQZLxeiXzeKMvTVeKRI2M8fHiUU3Vav5aCYp8Bh8IdrfWDo+UNDhyfJBTwsXd7J2AFDzdf\nsQFdN3jgqZG62zEMk7GZNL0dlpeBEwyUdhRkS2oY5j3XYAEhFHsNNHbxPjFzipye45Ku3VWd1aL+\nKEkt1bBEK0kS/XarZqXALqvpPHx4jEhI5vW/vYfdmwt3I5t6Gg8GDMMkkco11ElQjM/r4eqLe8lq\nOk+dnOTHj54F4AXXbnHdHztiAXKaXjVdkbALCGMNKBKRoDxPmm3EcKgYd2DRMrcX5jR9XnDaEQ0Q\nT+aWfBR0PRI567h1w3RVskZxAlKnjmVTTxSvR2LwvPUbk9MMTNOxIk7j8/jK5hIsBwORPrraAujy\nHD9+9Cw5+/fgXIV6gV8NP8RYaoJLu/ewp2s3YAXtMX+0ZgFgtc4WgBmhDIhgoNls7bcuTmcaCAYG\n7SrfaqY8S0lFZcDJddvy9qHTU2Ryea7c1YOv6CK9d0cXPR0hDp6crDv8ZjKeQdcN98fI6UsvTxPY\nwUAFZWAhNQOxBXoN1EoRuK8pR9BNvWHjIag9HOjpU1NoeZ2rd/eWDVUJ+n30tIcYmUzWvegUZgM0\nliIoZt/uHrxeDz97YpjhiSTK1k62DRTc3brq5MgTKQ2vRyLor5/3j9jzCZxgqlHDIYee9pXpKMhq\nOsGiVleno6CRoTpLSaooGFhoEaGborPPR9nnYVNvlLHpNKmMRjo3f3xxyBes2gbYTDoC7UQCQdq7\nNeZSOX55wLrRODOWICB73fkaE+lJHh87QGewg+dsvnHea7T5YyS1JHmjcgDrnG/pCsHAdNYOBoIi\nGBA0ib7OEH7Z69ppViOVybs/dssxWasQDBR+7Ho7QkiSxPlp6y74MXUcSZLYt7tn3roeSeK5+zYB\n8PP9QzW3496Z2KqDcydZOp/Ayc/6K9QMOBML65kOQZHXQLa+MpDIJTkbH2JDZKDmj8BCjYeg0MZV\nOhraNE0ePzqOxyNx5a7uiutu7ImQ1426g4UWWjxYTDgoc9mOLnTdwOf1uJ+nQ2fMugBXay+cS2tE\nw/6GLhyRoGzL0VbAt9BgIBTwEQ37l3zqYj2ymo6/OBhwvQaWL1VgmoUAwDBMEtmF+Vc437++zkJh\n7DY3VZBwiyRDAStNsBIpArDUtN5QN3IoS3vMy2PqGEfPzjCbyLK5L+qmwU7ODgLwzA3XInvnB8H1\n7BGNddoAACAASURBVMidKZqJijUDs/i9/iVxX1ytiGCgyXgkiS19UWYS2Zo5dmc8JyyPMuCOCy66\nE/d5PfR2BBmfTnP6/BwTs2mUrR0VXea2D8TYNhDj1Eic0+erpzWclINzZ+LkmEvbC2t1EyykZiDq\nFvzVVwYOTx3FxGRv98V1XtP2GlhAEWFfFSfCM6MJpuIZ9mztJFylR39zn7W94Yna23PdBxeYJnC4\n7pJ+QgEfz9m3qaw10bkLno6XX/gMwySZ1hpKEUB54VYhGKivKjj0dgRJprWGuywulLxuYBgmgaJg\nwHG/W06vgXhKQ6fwXZnJNH4OgvX988veec59bt3A+Tn3/ZRlk7yRX9GLYX+4F4BrLrfO/+/++jQw\nP0UwGD+LhMTW2Oay9dsaMB0LB31lyoBhGsxkZ+kMtK+IKtIqiGBgGXBTBWPVT9LBIuUgmW7+D55T\nM1Cao+/vDJPXDe5/zDKfuebi3orrS5LEc66y7iZ/tn+4aj7dSTk4snlAtgrKqqYJqrQW+jw+vJ76\nFw+vx0vUH6nbTWCaJoenjuKVvOzu2Flz2cW0F/a0BfFWmPfw2FGrTfPqKu8rWHldgHN16gYcZWCx\nwUBnLMA7Xn5FxX3prJEmcO6s6hUPOoRLcrWpBSoDsPxFhM75OK9mwDEeWsY0wfhsEhMDyf6pjqca\nVwa0vM70XIY+W/Fz6O8K45e9DI7OucqAx7d07oOLpc8OBjzhFJdf1O22kjrBQE7PMZIcpS/SS7DC\nfjYUDASs+QTFv1dzuQS6qdOxjusFQAQDy8JW+2SulSo4MzqH7PNaMlYDnQcXiqaV1wxAQc6fjGcY\n6I6w0S5oq0R/Vxhlaydj06mKA1BM0yoe7G4LuukISZKIheSyAsJCMFAhTaDnGlIFHNr8MZK5JLpR\nvaVzNDXGVGaanR3b69YiLMZ4yOOR6O0IMTFbaNWcTWQ5fm6Wga4wG7rDVdftiPoJBXwMjSdqFi3O\nJRdfM1CPWFjG6/UwVSkYcNsKF6YMJMuUgdYNBrJFbYUOjZgxLTWjM9b3KiY76a/Gg4Hilt5iPJLE\ntv4Ys4msG6xK3pUPBhxlYCw1wXP2bSIU8BGQvW690bnEMIZpsC22peL6sQaKh8N2yipT1O49Y3cS\ndK3jegEQwcCy0NsZIiB7XVvNUhJpjal4hs19EWIheXmCATtXXCqLOXI+WKpAPdnsOsfvvoKj3fRc\nlpymu5K5QyzsJ53NzzORyWqFkcqlZPVsQ/UC7uv7Y5iYNWX9Q1NHAdjbXb1wsPB6jjKwMIm2vzNk\ntWraVfD7j1vOjVfXeV8lSWJzb5REWqs6xwGKagYWqQzUwmov9DOTKG8vLBgONbZdx3jI8RpYaDcB\nFAcDy9NRUFAGCsFAKOAj6Pctq9fAeNwKBnojVjdPIreIYKCzXPp36gbUM5bbpemzPtOVqhkAq4jQ\n7/UzlhonFPDx2hdczO3P3+26VA7GLbVyW1t5igAaVwZgvgmW4zHQiEHSWkYEA8uAR5LY3Bdl1h6z\nWYrTdritP0YkJJPJ5ZvutpbTKo8L7usMI0kSkaDMnm31I+UN3RE290U5PRIvK/Aq9UR3qOQ1UK2b\nwDRNsvn644uLaatjPJQ38qhTx4nIkYq5x1IKxkMLszkunmCo5XUOHJ8k6PexZ1tn3XU32X4DzujW\nSsSTOXw+T0MV/Yuhs0p74dwClYFwiTKwmDRBd5s1mnZ8drmUAdt9sGRwVkcswEwi63rhN5uJhPX5\nb2q3ik2TucaP3/n+9VUIBpy6AafuxJScYGDllAGniHA6M0NO1+hqC84rfByMn8Pv9TMQ7qu4fswf\nQZI8tdsLQ+UmWMJjwEIEA8uEUzdwtkLdwJnzhWDAuVCWerkvNZpuzLvrcZB9Hl767B287KYdbs95\nPa7b0w+U+92PFtkQF1NoLywPBkq7CbJ6DhNzgcqAU1Vc+Ufh5OwgWT3LnhreAsUsxngI5rdqHjg+\nYbdpds9r06xGPb8B3TCYTVoeA80qenI6CkpTBQvxGIDy/m4nuAgsIIjxejx0twWZmMksypJ3objB\nQMk+dkb9tr9D89U7gOlkEp/XQ2c4gsf0Lai10JkU2t1efoHvjAWIFik7hsf6TMNLML74QugP92Ji\nMp6eP/9kNhtnJjvDlujGqrVDHslDVA7XrBdyLInnBQOuMiDSBIJlwHHQOlOhbmBwdI6g30dfZ8j9\n4Wx2qkDT9IrKAMDFWzrY1Fs+IawaOze10RkLcuj01Lz9LrQ1lQQDIcd4qKCS5Cr4HkDxkKLGpfB6\nxkOHJut7C5SyUOMhmN+q+RvboOmq3dULB4vp7wrj9UgMVekoOHhyipyms2NDW8P7s1CqTepLNOg+\n6FCqDGRsK+KFuCaC1VGg5fWK6tpSU627ZTnrBtLZPCktg+yTaA+FkUzZ7ayph24YjM+k6WkPVQzq\nJUliW7GrH9Z7GvSunDIAhSLCsdT8YODMnJUi2NpWuV7AoV69UGn9ClgeA1E5gt+79LU3qwkRDCwT\nfR0hgn5fmfmQ03LozOp2pNdmBwO5fOVxwYtBkiSecUkfhmH10IMl749OpemIBsrG1DrKQMU0QdVg\nYGEFhFA5d5jIJRmcO0d/pI/uUH253iG6COMhn9dDd3uQkYkkw+NJdm/uoL1BTwCf18NAd4Sx6VTZ\nUCfdMHjw0Chej8T1e/sb3p+F4vTVlyoDC00T+H0efF6P2yXjDMZZKD3LWESYq1BACEVdFstQNzA1\nl8WU8sg+D2F/EFnyk9UbU0Ym41kMw6S/q/qd/vYBK5CUJNDM1lEGAEZT4/MeH4xbLpnV6gUc2ux6\noWopvdLJhZqRZy6XWNdmQw4iGFgmJLtuIJ7MMVv0Q+IoBU4aYTmCAd0wME2zosHPYrl0u+V3v//o\nODlNJ57SyOTyZZXMUOQ1UCFNUB4M2FbEC6gZiNZwIXxkdD+maXBFz96GXw/qG5pUo7heolY7YSWc\nVMH5yflFY0+fmmY2keWKnT0NX5AXQ7X2wrmURtDvayjdAda5HwnJpDKa64W/kOJBh75lDAaqpQnc\nUcbLoAxMxTMYkobP6yHgDRD0BsgbBloDw4rGSmyIK+EUEYYCPtK6lX5YadOd4iJCB8M0ODs3RHug\njXZ/bSWsnipYUKmsYGDWqRdY58WDIIKBZcVpMSzuKnCLBwes55YjGHDuenxLpAyAdREv9ruvVi8A\nFM0nKMi9WU3H5/WUSceZBbgPuvvi8RH2hcp+EOZyCQ5OHKY90Maezt0Nvx4szngICsff2xmaN2yl\nETb3On4DheMwDJMHnz6PxyNx/aXNUwWg0F5YGgwkM1rDKQKHcNDq73Yd74ILD0SXs6Ogapqghv9C\nTtMZPL+4McOVmIxnXGUg4A0Q8lndKYkGiggds69KxYMO0ZDM9oE2tg7ESOXTeCUvsmdlpXJJkugL\n9bhFhADnk2Nk9RzbYpvr1se0BWp3FDhpWKeIdcqpFxDKgAgGlpNC3UBhYtiZ0TnCQdmd1R2tMtVv\nKSmML17aj9/xu39UHXf7lyspA+GAD49HmudCqOUrdze4cwkWEAwAxAIx5nLz+/QfOf84uqlz3cA1\nDRkYzXu9RRgPAezY0IbP5+F512xZcKHfxh7rvSsuIjw0OMVMIssVF3Uv2myoUSRJojMamNdemNV0\ncpruBnSNEgn6MAzTTTkspJPAIRaW8cve5U0TlCgDkaAPn89T1l6o5XX+7f7j/Nv9x+raSDfK5GwG\nw5NH9noI+gKuhD+VqO+u6dbrdNS+03/Fc3fyuhftJa2t3FyCUvrCPfOKCAcbrBeAohRhtvJ7FPR7\nkSTJdcOccZUBEQyIYGAZ6bXrBpyxnFPxLMm0xrb+wqzu5SggdN0HlzgYcPzuZxNZt3agkjLg1EYU\npwlKfeAdXCti38IufG1yFN3USeatH8V4bo6nJ1U6Au1c0rUwVQAWZzwE0NUW5E9ecSVXLjBFANb7\n2RkLMDyZxDBNDNPkNwctVeCGSwf+f/bePEiS+7rv/OZ91NVXdffcM5gBEsfgIMALoiXqMCWCh2jq\nIilZYa12Jcq2YmM3Yr2OcEgb4Yi1Yx2rkOW1qFhZ8molWRZtSZZImSKXFE2JpESCAAkQ1yAxxFw9\nM31Ud9d95L1/ZP6ysqoy6+qq7qqe3ycCgZ6qrKrMqjxevvd93zfy+40DaS8kd1JERZ9RRvs9iIp7\nL2gNHCcYYBgG+ZyCYtWYeuutEQzw6d4nw/HOkQDJcV382VeuY3PP3zcmJXDcr7TA8S5YloHEiUiL\n/rFUbPTfBz3Pw06xicWMFHtMRSHnnaOcS9BNt4jwVuU2GIbF6XTviPFuBg0qYxjGdyEMygSkk+Be\nbysEaDBwqDDBnIJK3USpZoQZgjNr7WlxAs9CmrIL4bQyAwDwtgf9HmDTcpBWxUT//Ywiot60wn5t\nM6G7YRwBIdDrRvaNICvwjvWnhmon7H2/8YyHABzobut0Pg3TcrBbbuHKzSKKVQOXLyz3zBKYFt0z\nCsh+Sfq1h4Usv1sOatNjBAOAX27xPG/q2QHS3dItIAR8YaVtu6Gt7V98/Raub1bCAKceMwhnVBzX\nRalmQpSC9eAkZGQ/U1Ru9TceKtdNmJbTVy8QxXIsWK4FRTjaTgJC24mwgJZtYKu+jXV1dbippUIa\nDJiB8wnCMoFRAsdwYUbhXmaqwYCmae/VNO11TdPe0DTtnyYs872apr2gadormqZ9aZTXziPRFsOo\n2VCUtCJMdT5B3MTCSbGUlXHxlB9lx2UFCGnVtwUlo21Ny0lwHwwEhCMGA9mI10DZqOC1PR2L8gK0\npUsjvQ9B5ZWxjIcOCrGDvr1Tw9de2QLDMHh6ylqBKKRGTtL71eZ4rock40XcGMfJDABtQWb3zIdJ\nY5jJg7Oiwsr/9q07uHJjHydXUnjmHecAdPawj0ux6mceeNGDyIlgGRZZEgw0+287KVOs9ukkiNKw\ngmwNNxuZASIi3G4UcLt2Fx48nB+iRAD4s0lSYqq/8ZAswAzKXaVWGTkpO9YNwnFjat+ApmksgF8H\n8EMAHgHwMU3THuxaJgfgEwA+oOv6ZQA/Puxr5xWSBbi5XcWt7RoyqtgxUQzwL5Qt0w4v2pMmqad/\nUrzz4TUwDBO6nMURFRE6rgfXPfj44ihtIVEN39j6FlzPHTsrAPgnGXUM46GDQpwIv/bqFvYrLVy+\nbwm59GjfxUFYCofzBJmBsEwwumYAAHZJmWCM1kIA4UyH7g6LSUPKVnFZHRIgfemFO/imvoPlnIwf\nfffFcEZEYwKTFfeDTAzHO6HHxoISlKoGzCdoi3eHywzUSTAwI5mBqIjwO6VrAICzA1oKo2TFNGpW\nA64Xf/5Ugn1xv1GD4Ri0kyBgmuHQ2wFc1XX9pq7rFoBPAvhQ1zI/CeBPdF2/AwC6ru+O8Nq5JJ+T\nIYs83rhVRMu0cW4903PCIR0Fk0g3xmH1GRc8CU7l0/jHH77ct5Uu6kJo9QlO2pqBEcsEwWCXW9Xb\neG3/DSzJi3hgsf90woHvOYbx0EFZzvr7S71pBVmBw9EKELrbC6sjGg4R1C4tzCjji6Ms52TwPIvN\nKQcDph3v0Am0/Rc2d+vIqCJ+4vsuQZH4cBsnkRnYq/gZFIazw6zYouoHA4Msibf7zCSIoxG831G3\nFUYhIkK9+CYkTgpLB8OQFTPwPBfVhJIeCUy/+NJV1JoWPEs5tNHYs8w0g4FTADYi/74dPBblAQBL\nmqZ9SdO05zRN++kRXjuXMAyDs2tpOK5/QYlrN0tNub3QCsRX3XMAJokqC31r5VEXwn7BgOGY4BgO\nPDOe+v9W5TY8z8U7T7z1wKnAcYyHDgrDMGGp4JELS2Gf+2GRVgTwHIti1b84HTQzQIiWCa4Wr+Fr\nd58b6n1YhsH6oordcjP0ppgGhulASjg+FrP+b6BIPD7y/ZfCwJYEOJMIBvYrLXjwANYNs2LL6SAY\nsAYFAw2kFCFRr9NN3fIDq6OcS9ANERF6noszmVMjHbuDBhadXc2AZRl8Z3sL+xUDL7xSxb/9k5fw\nG3/6Mr5xZfvgKz+nHHWhhAfwJIBnALwXwC9rmjZeUXeOOLPaTp+fXetNpZMT7bT8z81wQuB0BtwM\nQyZiPES6G+IyFS3bgMSN7r8v8xLEIL26rCzh/oX7DrjG47cXHpSHzy8il5YOPSsABOr5jIRi1YTn\neag2LbAsM3LNP9UVPERf//zOi3h265swneFU+KRUsD2hFr5uPM+DYTmx4kEAyKoiPviuC/ip9zyA\npWz7AsqxLGSRD9vWDsJexQDDOeA5JsyKZaQUWJbpO5+g0bJRb1p9/QW6IZmGWekmANCRCRjkOtjN\noNkkl07n8D/9+ON42+NZLOdkPHH+DC6czIJhmHBw073IeIW74bgD4Gzk36eDx6LcBrCr63oLQEvT\ntC8DeHzI1/aQz8+HIvQJlsWXX9rE8oKMi+eWe54/VTEgCFvgRL5jmya1fcqtEgSBx2o+fWTfmSCL\nEAQeLsMgnfFPQkuLau/68A5y8njruZpdwk59F+998HuwunpwD/+TzRW8WuLBpdyx1mfc7/rd+Qze\n/bZzY712Epxay6Bc34eSlmE5HpYX1J7vc9C2eZ4HRRZgOx4YBjhzaiEM8Ay9CVHkoeQ4LCmDv6OH\nLubx4pv7qJvj/Q6DsGwHPM9hMaeE79/9OUmfu7SgoNGyDrRenueh1rKRX5HQFHksZ7Ph+0m8CNsx\nE9//+t0yBIHHhdOLQ6/Dt99sQBR5nMovI78wG+fQFS+N9HUVpmPiyfMPYmGI/YJwjluHuMXDk6zE\n3w8ApIKNRUPGx971JFLicPqK48w0g4HnAFzSNO0cgE0AHwXwsa5lPgXg32qaxgGQALwDwK8C0Id4\nbQ+FwmAzjlmA9Tw8cn4Rp1ZSsetsGxYsy8ad7QoKhfbOPKnt2ys2YFk2atXWkX1njuvCsmxs7daw\nHUxyNFpWx/p4nodKow5FVcdaTy3zABa4RaxgbSLb6bVYmKaN2zsFrGC0u/RJ/n6HjcQysCwbb1zb\nxX65iRPLnb/HsNsmcAyaLQuKxGN318+uWI6FUt1/7cZWAU56cLZK5gDLsqHf2MODpyc/qKnW9I8/\n23JQKFRH+u1Yz0Op0sL2TmXkQUzRz6/VDeQWgbJpw2554ecLEFG3WtjaLscOILp6Yw+WZUNmhz8f\n1s0mTNNGq+qiYM3OPvpA5hKqZg1WjUVhCKMlghMcp3f2Ciikk3+/O/sFMA6HeslGg5md7R6VSQXE\nUwsGdF13NE37RQCfh1+O+Pe6rl/RNO3jADxd1/+druuva5r2/wF4CYAD4N/puv4aAMS9dlrretgw\nDIMffFtyq0woIJySZsCcsoBwGDiWRUoWUOsjILRcG67njtxWSHh05WE8euA1bZMWgvTjiMZD8w4R\nEd4p1OF53lBthS/svAye5fBoZAaEKguo1M0Oj4HouNlhtRi5lAhF4kOTn0lDjo+kMkE/iPd9y7CH\nrtl3sxd4MaRTDArobKuVOQlVto560471miA+DnFji5MIWwtnSDMAAN9z+rvGet0wc0Rcz0XZqGBF\nXZ4J18VZYJqZAei6/jkAWtdjv9n1718B8CvDvPZeYdrzCabpM9CPlwqv4o3im/jwpfeDYzlkVAGF\nUjPREXFcw6FpcRDjoXmGBAPEOXPQcCTP8/A3d5+FyAodwQARESodwUD7jqw5ZDDAMAzWl1Vcv1tB\no2WNfdFNIhxSNIbAlqxLvXWAYCDoJFBUAM3OThpFkOE1XZTqzdhggAQSy9nhL+x1qwGWYWfmODso\nPMsjJfT3GqiYVTiegyVqQxxy1AJCSgw85wuRpiYgnLLPQBKvF6/idu1ueJCmVQGO64WinW5BozGm\nFfG0OCrjoaOGiOTIwKRBwUDFrMF2bTTsZocokBgPJQUDjQEq+Sgnlnxl/eYUzIdCge04mQGpc0Tu\nOJBgQA6u51GPDVLb3q/H74O75RayKXGkdW+YszOXYFJkRX82SZLXQLHlzyRYoB4DITQYmFFSCj/1\nzMBhlgk8z8NeswignQ4m/vbE3S5pfPGohkPT4qiMh46alOyPKybzAAYNKSoaxfDvklEJ/1YHZAZG\nadk8EQxx2tydfDBgTKBMcBDjof0gGBBFYkXcDobToh8hlGLmEzQNG42WNVKJAPBbFWepk2ASZMU0\nXM8N2ya7KRpkJgHNDBBoMDCjZBQRhuVMxYVwWoOK+lG3G+GdPjlAiXFNePLrSsuS8cWzlL48CuOh\no4a0FxIGZQbIWFgAKEeCAVImUOUJBAOBLfHm/uRLNqGm5kCZgfED+b2KgYwqwob/HtH9P7QkbvVu\nNykRrOSGv7A7rgPTMWdOL3BQBnkNlMiAIlomCKHBwIxCBrtMw4XQsl3wHHuoacH9ZvtusREEA5kw\nGAgyA1xXMEDGF4/oPjhNjsJ4aBZYigQDgwSExWgwYLaDAVLjTkVq6RWzCi4wlBpWMwD4tflsSsTW\n3uQDs4NpBg5WJjAsB7WGieWsHDuXIyf75ZFKjCXxbhgMjCAetGfPfXAShHbkCaOMi8Ho4gU6rTCE\nBgMzSnqKxkOW7R66XmCv1Q4GyFhhUiZoBeNiBSFBMzBDmYG06J+M77VSweJImYFomaAc/n3xVA7v\ne+c5PHZxKXysataQEdOQeXkkzQAAnFhOoWnYEzeKMQ6SGZBJED9eMECyZEtZKTYYXlADpXxsMOB/\nf6MEAyQAO25lgkGjjIutEjJiGgI7VQ39XEGDgRllmh0F/XzXp8Veaz/8m5z0u2vP3RoGIywTzIaA\nEPBHpALz117oem6imGoYSDAgCdzAQLLYKiEl+EFTtEzAMgwu37ccdrFYro2G1UBWzEDllZGzLcSJ\ncNJzCoiAUBZHP0ZI1mNczQDJkvmZgd79PyMrYJj2PIEoJDOwNEInAXEzvJfKBKZjoWbVaYmgCxoM\nzCjTDAYsyzn0zMB+qwgGflkiFBAOCgbGHF88TTJzmBnwPA+fevOz+IPX/3jslPpixr9YDBpQ1LJb\naNhNrKorSAlqRzDQDbGLzYhpqLyClt0aKWBZD3UDkw0GWuH44tGDAVn0Jx02x8wM7FXaF3TDNsCz\nPPjI3avCKeA5Fg2r15J4r9JCRhVHEj4e12Ag0ycYKFHxYCw0GJhRphoMOO6RdBLkpBx4lg8FhALP\nQY6Msu32PZhNzcD8ZQZuVDZws7KBveY+amOuN8kMZAfoBfYjwqyclEXVrMFx4wcKkRN1VsxAEfw0\ndT/f/W7CYGB3sr8FEdhKY2QGGMaf29AwxjtuSZlgOSej5Rg9gbDMS2BZBi3HgOu2A7um4c8kGKVE\nALQD8+NWJhBYHiqvxAYDpK2Qji7uhAYDM8q0ggHHdeG63pF0Eqwoi0gJaiggBNrbyTAAz3UKGkma\ndFZaC4H5Mx7yPA9f2/xG+O9Cc7fP0smkFQHve+c5fM/jJ/suR1q2luQF5MQsPHiJvgxE3JWVMqGA\nbRTdgChwWM7J2Co24E5QRHgQASHg6wbG0Qw4rouNnRoUiUdK5mE4Zk+JTOZlcCwDj7U6xMUkozBq\nMEA0A6pwvIIBAMhIGdTMekc2zHJtvLz3GgBgSV48qlWbSWgwMKNMa4wxqYcepvsg6SRYkpeg8ioa\ndjM8QEmpQBS4nu4GwzHAgIHATtZh7iAQ46HanBgPXS1dw05jN6yh7jTGCwYA4PJ9y1hb6j/QhWQG\nluTF0NAlqVQQzQyEwYA9Wsr/5HIKtu2GbXWTwDT9Y4TnxgwGJB6m5YS+DMNyY7OKpmHjoXP+RcoP\nBjoDYYHlIXI8XMbsODe0bYhHu6iTTIzMHa8yAeDvV47noBoE7pZr49Nvfha3q3dxMXcepzP9A9t7\nDRoMzCjEhXDS8wmS5gBME9JJsCwvIiUocD03LAGQNrVujwEgGF/Mjz6+eJoQ46F+vuezguu5+Prm\n82AYFj90/vsBAIUDBAPDQNoKF2W/TAB0Gg9FId9hVsyEd6ajlAmASKlggiJCw/bHF4+736XGNB56\n9bovsn3kwhIs14LnubElMpmX4TIW6s32+++NMZMAaH/fxzEzQALgUrMcBgIb1Tu4uHAB77vwHrAM\nvfxFod/GDJNWBFQnnRmwD39IEekkWFYWI+ngwHhIaWcGuom7M5oF0mJqasZDtmsP/b6DlruyfxX7\nrSIeWdZwKn0CKUHFzphlgmHZbxWh8AoUXg6DgXKkvTBKxayCZVikBDWsWY/cUbDiCzq3Jji0yDCd\nsfQCBOKwOIqI0DAdXL1TxmJGxvqSGgbLcft/SlDgsnZHZmBvDI8BwC/LMGBmqhQ3KUgwUGjsh4HA\npYULeN/5vwuOPdxuqnmABgMzTFoRYE7YhXDSVsQ1q95XMQ4EnQQMi0VpAarg38mFXgOkTBBTtjAc\nYyZPUhkhPRXjIcMx8Vsv/z6+fOdrA5d1XAd/qP8J/pP+Z7H6Bcd18Ozm8+AYDu9YfwoAkFdWUDVr\nI999D4vjOigbFSwFKu2cSIKB5DJBRkyDZdieIHFY8gt+Df3uBDMDpuUcqPV2nPZCfaMEx3Fx+cIS\nGIaBYSdbcadEFR4clBvt37FQbiI9YicB4GcGFOF4zSUgkGDgc1f/KgwEnqGBQCJDXRE0TWM1TRtt\ngDvlwBAXwknqBkgwwE8oGPjUdz6L/6T/aaJinHQSLEhZcCyHVBAMEKFYOtQMdK6P7dqwXbtjYtus\nMC3joWKrCMMx8FLh1YECxTeKb2KnsYvN+hb+UP8v2K7vdDz/yt4VVMwqHss/Eooe8+oygOmVCkpG\nGR68sGVL4WWInIiS2RsMWK6NeuAxAGDsMgHHslhdVFEoNUeu0cfheR4My4F0AE2NIo/uHvraDT97\n9vB5Xy/QivEYIKSlYD5B099HWuZ4nQSe56FqVkO3vuNGNtjvbdfGpYX7aCAwgIFXBE3TfgDAmwD+\nKvj3v9Y07QNTXi8K2vX0aQQD4/RQd1M1ayg0d9Gwm9hq7MQuQzoJlgPlbnc6mGxj9x3NLHoMHMKt\ntgAAIABJREFUEIjxUGXCwQB5P8dz8ELhpcTlPM/Dc9svgGVYvG39LWhYDfzR1U/jjeKbAPwL7Te2\nvgWBFfC2tbeEr1tVVgBgaqUC4jxIVNoMwyAnZlE2Kj0ljVpELwAgIiAcPdtyYlmF53nYLh48UxMe\nH+L4wXJqREviSt3Ere0qTufTyKX9/b09sbN3/89JgSVxMJ9g3BJBzar7Y3yV49lityDlsCDl8Oja\ng3jm/A/QQGAAw+zx/wLAOwFsRv79S1NbI0oIOalMUkRoTrBMcLOyEft3lGgnAYAwM0C8BhZSfmqz\nWwXdmkH3QcKiTFTy8bXwcalGeqJf2n0NrYS75Gvlm9hvFfHg4v1418l34IcvvhcMw+Avrn8BX9t8\nHt8uvIK61cATq5c7hGGrah4AUGjsTXS9Cfsxw19yUha2a4dlIUK0kwAABFYAz/JjBQPrgRPhJHQD\n5PgYZ2IhYdQxxq/dDLICF9o2zf2suNOS70JYNfzvKuwkGMF5EGj/BovK8TTf4VgO/+Dhj+JHHn6G\nBgJDMMwVoabr+jb5h67ruwAmawZOiWUaXgMWmVg4Zg91lJvV2wAABgxuJAUD4d2if8JReVIm8C8O\nosDh5z74MN779PmO182ixwCBtMwVJxwMkMyAtng/LMfCS7uv9SxDsgIA8NTaEwCAC7lz+MgDH0ZW\nzODZzefxN3eehcRJeGr18Y7XZsUMJE7ETrPQdz2+U7qOz9344sj2xVGPAUJbRNhZKugOBhiGgcLL\nI2sGAL+9EMBEdAPGAdwHTcfCtfJNqIFmoDmEZsDzPLx6fR8sy0A70/7e+o3vVngZHMuiFswnGNdj\ngMyNOK6ZAQDHUgsxLYa5IjQ1TXs3AEbTtEVN0/4hgOkokCgdTCcYmEyZwPVcbFRvIyOmcSpzAjuN\nQqxhzG7QSbCi+Hc95E41eqeoykJPq+MsBwM5MQuGYcOL36QgrXbfdfLtkDgRL+68DMvtvKDcrm1i\nq76Ni7nzWFbapikryhI+qv0ITqbX4cHDU2uPQ+6ymGUYBnllBaVWGaaTvE89u/lNvL5/NXRqG5b9\nVgk8y4caBQBYGBQMROrVKq+gabdG7tJYzEhQJB43t6oHNh8ihkPjzCX4+uZz+PSbn0XN9QPgYYyH\ndkpN7JVbuHgyF3YhAP0zYzIvg+MYNKwmXM/Dbmm8tkLymxzXzABlNIYJBv4RgH8C4G3wtQPvBfDz\n01wpis80ggFzQj4DO41dtGwDZzOncT57FgBwK8gURCEzCUjq2DdNEQc6zYWagRkUEHIsh5yYQWnE\ni+UgqmYVAisgK6bxWP4RNOwmXtvTO5Z5PsgKvHX9LT2vVwUFP3rpg/jxBz7UoRWIsqquwIOH3WZ8\nqYDoQACgbg+fdvc8D8VWCQtSrqN/O6mjoGJ0agb89VdhuzYsd7T9nWEY3H96AY2Whds7B9NxtCcW\njn58XK/cAgC03Do4lhmqmyDqLdCxHn2suJXAhdBlLDRaNnYrLaQVocPaexjIb3KcMwOU4Rm4x+u6\nvqHr+gd0XU/pur4E4MO6rt+Y/qpRpuFCOCnTIXLhP5c9g/PZMwDQUyrwPA/7LX8mQbRmp/LqwHRw\nvz7rWWBByqFhNxPr+uNQtfxxvgzD4C35R8ExHL618+0wXb/TKOBmZQOnMydxIrUW+x4cy+FU+kRi\nejQ/QER4vXwz/Ls+Qsq+ZtVhuVZHiQBAovFQ1GOAcBAR4YPn/M/Vbx0sW2OGVsSjZQbKRiU0XGrY\nLaiygMaAbgLX9XDlRhGyyOPiqWzHc+3MQJ9ggLWwX2mh1jCxMqLzIACUzAo4hkNGSg9emHLsGaab\n4Gc0TftFTdM4TdO+CuB6UCqgDIHl2gP78JMgLoQTzQxYkzEdulnZAAMGZzKnsCwvISWkcKuy0ZHi\nrdsNtGx/JkGUlOCng/vVpGdxfHEU0j5XmpBuwHRMtGwj0mqn4pGVB1E2KmGXwHPbLwJA4l3/MORV\nPxhIai8kd7fAaMEA0YYsdvm9Ex+BitkbDJDnCGRy3ijzCQhnVzOQRR5vbJQOVCowrPEEhFEBbdNu\n+sOKBpQJbm5XUW9ZePDsAjg2vkwWFwyQMoHHWLi57ZdbRi0RAL4ANitlqBMfBcBwZYKPA/gtAB8G\n8AqACwA+Ms2VOk48v/UCfve1T2Kn0V+0lURaEaaUGRhfM2A6Jjbr21hN5aHwvmHJuexpNOxmxx1n\ndycBQRVUePD69pSXg4tHNI08S5CJZ6PW1ZMg4sFovf2p1cfBgMHz2y+i2CrhO8VrWFVXcDZzeuzP\nWZIXwLN87MAiy7WxUb0TjswdJRggd8VLXTPiWYZFVsx0BMSO66Bu1Xt+W2JINU5mgGUZPHBmAfWW\nhTuF8bsKwmD5QMFACymZh+24oWA3jqQSAeCXyRiGhcD2pv4VzhcQuoyFm1vjBQMt20DLNsIyDoUy\nlIBQ13UDwPsA/Gdd110Ak/dhPaacypyA67n46t1nx3o9cSEkJ6mDMokywe3aXbiei3OZM+FjpFQQ\nPSl2dxIQUnxne2EcJaMCBszsBgPBNk1KRFiNCQZyUhYPLF7EbnMPn7n+BXjw8Na1txxIIc0yLJaV\nJew1iz1GURvV27BdG/cv3AcAqI8w7ni/z4z4nJRFw27CDHQgRDwY3VagXSZojunsqJ31P/v1W8Wx\nXg9EJxYOHww4roNbtTuhYLNhN6GGxkPx2QHTcvDGRgm5tISTgaVyx3oE7ptxvzXP8hA4Di5rhTMZ\nRu0kIME2KeNQKMM6EH4CwLsA/LWmaU8DOH4jrqbE2cxpnM2exq3Kbdyq9ArsBkEc+qqNyXRzRn0G\nXt17Hf/3S78zcjvXzQrRC7TvUM9kTve0GHZ3EhDabnPJJ32SwpzV/uBJtxd2t9oRSPvgbnMPC1IO\nlxYuHPizVpUVOJ4TzowgXAv0ApdXHgIDZuTMAAMmMRgA2rqBpG09SJkAAM6upcNSwbhzI8YREN6t\nb8NyLDyweBEMGDStZthemFQquL5Zge24ePj8YuwFv+UYiXoZhmH8+QSMFW7nqB4DJFNDgwEKYZg9\n/qcAXAXww7quOwDOA/iFaa7UcePvnHwHAOCrd58d+SRFOgoq9UkFA4HPAM9iu1FAyzbCi/aw3Kzc\nhsAJWFdXw8cUXsZ6ahWb9e1Q/NTdSUAgd4BJFxvTsVC3GjN9okoLKfAsj1JrMpmBWkxmAPDV/+eC\nrMtTa49PpL67SnQDkY4Cz/NwvXwLMi/jRGoNqqCMqBkoISOmY9Pa3aOMk4KB0INizMwAx7K4/0wO\n9aaF22OWCswxNAO3ggD4QvYcJF7yMwMDjIe29v3v9uxqfObLCCZ2JpEWFXiMXz5MKUJHW+IwkN9i\nYYaPMcrhMsyZ5Z/puv5ruq7rAKDr+h/quv7tKa/XsWJVzUNbvB87jQKult4c6bVk6MmkMgO27YLn\nWDAMAzvoYR/lTqxsVFAySjiTPtVz134uewae52KjeiexkwBAZD5B/MWmfaKa3ZYnhvGDnKJRnsj0\nworZ22pH+P4z34PvPvU0Hl7SDvw5QKSjICIiLDR3UbfquJA9G6r8a1Z9qG1r2QbqVj20Ie4mbC80\nB2QGhHaafVwePOuvgz5mqSAsE4zgM3CjsgGO4XA6fSL0SlAHjDHeKfnbuLrY2wVguTYcz+krnk2J\nCjzWgQe3p0TQsluJs0IIYZlAnN1jjHK4DBMMmJqmfb+maXIwsIjVNI3KT0fku06+DRzD4W/ufmPg\ngRqFTPWbXGbADfUCYTAwwsk32lLYTagbqG4kdhIAiEwujP9cotCf5WAAABbkHGzXRm2E2noSVasK\npqvVjpCTMnhq7fGJlUxWlCUwDNsRDJASwYXcOQBASkgN3fO/2/AzS3ElAsBff6D9uxJ9RPeAnFAz\nMGaZAGiXCvQxSwVhmWBIgW3NqqPQ3MWpzAkInACVV9CyW5Al/xhLai/cKfpTBuPu6Icx3FIEJfQa\niJYIWnYL/+9rf4i/vPXXfdebBNzHdUgRZXSGuaj/DwC+AKABwAJgB/+njEBOyuLRlYdRNip4Ze/1\noV9H5hNUG5P5yi3bDZXSdhCUjJIOJgLBqF6AsKrmIfMSblY2Ip0EvcFAiu+cXNhNOxiY7RQmUc5P\nQkRYMWtIC+qhtHnxLI8leQG7zb2wvfN6+SZYhg2DvO4ZEv3YrccLRQndxkMV0w980kKncI5lWMi8\nfKDMAMeyuP+0Xyq4szt6kGZaDhiGAc8NJ9IkOiBivKUICjx44Hj/2IrLDDRa/pTB1YV4bwDSVts3\nGAgsiV3W6vAYeG3/DbRsA7eqd/qud8koIy2kYss6lHuTYUyHcrquc7qus9H/H8bKHTfevv4kBE7A\ns5vP97WDjZIOpvpV6sZE1sGKZgY8UiYYLhhwgxJATsrGtiSxDItzmTOomjVcLV0DEB8MhEIxO/5z\nSTAw6ynMBXky7YWO66Bu9rbaTZNVZQWWa6FklFGz6thuFHAqfSJMTZOAbZisx24w+CipTCBwAlKC\n2g4GjCoyQio28FF55UDBAAA8cHZ8AyLDciAJXCjqq5o1XC/Gz90AIsFx0FlD9m2W94+tuG6CQp8S\nATCc+6bMtb0GSJnA8zy8VHjV/1yrnjgG23Ed1Mz6TGtyKIfPMKZDi5qm/Z+apv1+8O8PapqWn/6q\nHT9UQcFTq4+jYTfxwk7yiNooYWagPpnMgGk7PWWC7olySWzVd2A4Js5mTie2t50N7iyv7L8BoLeT\nAPBd8mReTrzrLAdthbkZT2EuTigzULMa8OD1iAenCTEf2mns4kbZNxoiJQJgxMwAKRNIyR73OSmL\nqlkLxaFJgQ9Js486JCnK+fUMJIGDfqs4cqnAsNwOvcCX73wNv/fiH+Na+UbPsq7n4mZ1AxkxHRnE\n5V/gPc4/XpsxwUCoF0jIDAzjvqnwMlSJx+qKiLUl/7e6Vb2NklEOfSKSxopXzCo8eDNfhqMcLsPk\nJH8bwAaA+4J/SwB+d2prdMx5cvUxqLyC53deHEq4R1wIJ5EZcFwXruuF7oMkGBi2RttPL0Ag5QPb\ntcGASTzhpHi1b2YgLabCk9qsQrbtoDMKqgl999NkVWl3FBAL4vs6ggE/hT+M18BuvQiZl8K74jhy\nYhYePNypbcKDlxgMKEJ/S2LHdVA2qrHPEfyuggXUmhbuxpQKCqUmitX448m0nA53TlLu+sLNv+4J\njHaCbpxz2TNhcKwEwYDpGhB4Dg2jN4jfKfrvk5gZGMJ9U+YlqDKPpx9bDoN7MuXy7etPhusXR4m2\nFVJiGCYYyOu6/n8hGFus6/ofA+hVOVGGQuREvOPEU7AcC88H9rKDyKYElOvmgVXrpG2qnRkINAND\npmVvVm6DYVicTp9MXCYtpJBXlgEAOSmXeEFXBQUt2+gRU1qBIG8e7lpkXoLKKwfODFT7dBJMC5IZ\n2Kxv4Wb1NpbkxY7vfNjMgOM62G+WsCjF98sTyHvfrvm17ExC1qctIox3p3x265v43df+MHQ8TKJt\nQOQv53oe3tgo4T9+4Q38zl9cwX/8whs9x5PneTCDMgH5d9msgGUYNO0mPn/zSx2vIZ4aRC/gr78f\nEDUD46G4MsFOsQmeY7GQib/zH0pAGH6O/z1VzRqulW5gVc3jsZWHASRnBsphGY4GA5Q2w5oOCQhc\nBzVNWwPQa5lFGZrLy76pS9LB2k1GFWFZLlrmwVwIu62Io5mBQWnZlm1gq76NdXU1dpJaFJI5iOsk\nICT1lJfnpJOAsCAvoGJUR+oQ6SbJkW+aSJyInJTF3doWbNfGhdzZjufbwUD/QLFkVODBSxQPEshd\n6EYgbMsmbGt7WFF8ELJR9d0vBwnkzq9nIAoc9I0Svqnv4Lf//DX82Veu4XahBlnkUW9ZYe2eQAy5\nSJmgbjdguzYeWL6I89mzuFnZwLcLr4TL36xsgGFYnMmcaq9/aKnstxc2WnZHAOG4LvYqLawsKGAT\ngqdhNQMAwkFZL+9egQcPj+cfgczLyElZ7DQKsTcQJeo+SIlhmGDg1wE8B+ARTdM+DeDbAH5lmDfX\nNO29mqa9rmnaG5qm/dOY59+taVpJ07RvBf/9UuS5G5qmfVvTtBc0TfvGkNszF3AsB4WXh+7vz6aI\niPBg7YVWxH0QAGzPv4B58AZO37tduwsPXmwXQTf35c4DQIcpUTcpId54qDRnZiiLUg4evJ6pfKNQ\ntQLDIeFwNRKkVAD4hjlRVF4JXAj7lwmKfWyIo5ALTyEQGyZqBvqUCVzPDWcq3K1t9v080lVQa5j4\n4jdvo9q08NjFFfzs+x/C9z3pX7w3usYdG11DvNojfhfwnnPfC4VX8JU7X8ducw9Nu4Wt+g5OpNY6\n0vlRcawq8fA8ryOI36sYcF0vUS8ADK8ZAPzMgOM6eGXvCiROwgOLlwD4x17LNsJAMwo1HKLEMUxR\n9o8A/C2ApwEYAD6u63r/IxFA4EXw6wB+AMBdAM9pmvYpXde7++q+rOv6D8e8hQvge3VdH99ofIZR\nBTVMDw8iSzoKGmYoFhqHqPsg0M4MAIGfekyPO4GkZVfVwdrRk+l1/P2HfiIc5hNH0lCasJNgTjID\n0emFy30yIf1om/Ac7ijZvLqCq6VrkDgJJ9PrHc+RgLU2oEyQNH+iG5KS9oKxJomagXA+QW9wut8q\nhvvs7domPM/rW5p464Or2K8auHgyiycurYQWwQLn7/+3tmt4SmsHrKZJDIf802IYDKgLSAkq3nPu\n3fj0m5/D5278Nzy5+hg8eKG3BkGNrD8xDGsadugnMEgvAAzfWkg+583yDTSsBp5cfSxsFVxV89CL\n38F2Y6cnA1A2KpA4KZylQKEAw2UGNgD8jwB0Xdc/PUwgEPB2AFd1Xb+p67oF4JMAPhSzXNLRzAy5\nfnOJwsswnN6aeRyTzgzEBQODasOkxSwjDHfBWlGW+prktL0GujMDc1YmCGcUjK8bqJo1yLwMgRMm\ntVpDQWyJzweug92kBBV1u39mgFww+3USAP7+LgZ30AyYHo8BQlgmiNkftwNBHMdwqFv10EUvibVF\nFT/9gxq+6/KJMBAAgFxaQkYVsbFT60ijd88lCLdN9i+m9+XO47GVh7Hb3MOXbn8VQK+YVuIkMAyL\nhtUeVhS1JC4U+3cSANHMQLKAUGAFcAyHlmOE7YSPBloBAFhP+UHOVr1TROh5HipmlZYIKD0Mc7F9\nJ4AtAL+ladqLmqb9L5qmJSvI2pyCH0gQbgePdfN08L6f0TTt4cjjHoAvaJr2nKZpPzfE580Vo/iw\nZ4kL4QGNh9plAg6u53boBAaVLEgWIy1ORi6iJpQJ5m2AStheOOaMAs/zUDVrh54VAPwhWu888VY8\nffKtsc+nhBQsxwqnDcZBBjUNEj8yDBNmB9JiKjFQbA+x6s0MkGDggcWLAIA7A0oF/Ti7lkbLtFEo\ntz8n1AwEAkISbCwq7UDnu09/FxblBViOBZVXOkotgL+dKi/7lsRSryUxaSvMLyqJgmDDMcCA6Vsm\nYBgGMi9hr7mP27W7OJs53VGqySsrYMD0dBTULV8HMS/HF+XwGFgm0HX9NoBfBfCrmqadB/BPAFzD\nZCYXfhPAWV3XG5qmPQPgzwA8EDz3Ll3XNwNPgy9omnZF1/Wv9nuzfH62+9KjrJYWcL3OQ8lyyGf6\nr7eoiACuwfEOto2b5RYEgcfKcgoLSwpEsf3zc6rb973tGyZUWcKZ9ZUDjdAluEoe4i0erNz+3Hw+\ng+bVBpYzCzi5Nl7K/bBZdFWIb/Iw2ObA3ybu+brZAMsDawvLR7L/fnD1+xKfW91dxN3WXchZFstq\n/Lo19ToW5CzW1/pnBgDgxNYKyk4Ja7nkbc3aEsSrPDzB7lmmerMMWRLxfdo78OY3r6Hk7Y/9nV2+\nfxVv3K6g0rLxSPAeW2UDgsAjv5xGPp+BcasJWRKQkzJglfZ900+pH8L/861P4vH1B7G62ntRXUxn\nUW5VcHItC0HgwYs88vmM353QsLC6nAKTbuG3XvjP+MjlH8al5fMdr2eue0grSux7R1lIZ1Co70EE\nj++5/60938WJm3mUjCKWV9oGT41SGaLI4/Tyasfy83TuHIfjvn2TYKhGbk3TLgP4MQA/AmAPwC8O\n8bI7AKIS5dPBYyG6rtcif39W07Tf0DRtSdf1fVKO0HW9oGnan8IvO/QNBgqF/v3Hs4TTYmCaNja2\nC+BbySlDwL975FgGm7u1gdv45t0ydvabePryes9zhd06LMtGs2Fga6cE07SREdOomjVs7RVRUJLf\ne7dShMjJ2N0dTucwiJblwjRt7BSLKBSqyOcz2NwuYq9awqnMibn6LRVGxd1Soe865/OZ2Oe3GwWY\npg3OFmdvm00Opmnj1tYO3EzvqcJ0TBTrFTy0fnGodRccGaZpQ3CkxOU9z4NrA3uVcscyjuvg1v4m\nlpVF8C0FjMPhje0bKKyM953lZA6WZeOVqwVcWvcvFNuFKizLRqtpoFCoYru0B4lTwLJsx7rwUPD3\n7/8oJC7+N2NtHtVmA81WE5ZlY3OnikIhjVrTQqnSwqXTC3j51nfQaBn44htfQ+7ScsfrS/UaWHAD\nv1PG8n+ftJDCkrfas/wCu4i7zR28sXE71LNc39v09zezve5J++Zx4V7YvkkwjAPh6wB+D0ANwDO6\nrn+fruu/PcR7PwfgkqZp5zRNEwF8FMCnu957LfL32wEwuq7va5qmapqWDh5PAfhBAK/gGNEWGg0u\nE1yv3AKbKQ6lGfjbV7bwlZfuotbsLSlYREDIsaEVMUndJrVyAf6JuGE3J9r6JvOyr1aPbH/ZmE9n\ntEVpAQ2rEbaEjcJReAwMS9t4qL9t9JIyOCsAtNXr/baVYRi/06bruNhrFeF4DlbVPFiGxcn0OspG\nZWgRbje5lIh0l24gWiYwHRMNu5mYTlcFJbHUQUSQLBfYfQeagZ2IXoCIRm9VbveYKBm2MbB9F0C4\nzKMrD8dqPtZSvth3O9LCPG9lOMrhMYxm4EcAvBXAf9B1vX9zbwRd1x34GYTPA3gVwCd1Xb+iadrH\nNU37+WCxH9M07RVN014A8GsAPhI8vgbgq8HjXwfw57quf37Yz54H+rVQdfPFW1/GvngF9aYFx+3v\nB1AKnNXiHNbIyU4UuFA8SE7M/TQDRDyYJPoaB5ZhoQpKh1CsbAbiwTkzQ2nPKBhdNxB6DAwpzDxM\nQq+BATMkltXhSjrns2expuZxceF83+VUXkHDanbU1Entey3oZjmVPgFgfN0AwzA4u5pG07CxF+gG\nWqZ/TEgCF16gxwlMyShmJphPQDQDO6V2J0E0iHktMrjMcR1YrtVXL0A4mT6BlJDCIysPxj5Pvqvt\niG5gHsaDU46GYcoE6wA+A7+t8EFN0/41gC/quv5fB71Q1/XPAdC6HvvNyN+fAPCJmNddB/DEEOs2\nt6gDJvcRXM9Fw2qA4fy7+mrDwkI6/kTRMm00gxNPsdrCmdXOC0y0m8B2/WBB5EVInNh3PkEYDExI\nPEhQebVDEd62SZ2vExUREZaMcqjiHhZyUThMw6FhSYfGQ/EdBWRA05Ky4DcCDyAjpvGxB3904HKq\noMJpFGC5VtiB0B0MnA6Cgbv1LTy4dP/gD4/hzGoar93Yx62dGlYWlNChUxK4cL8cx6WPZP1c1s8U\nkcxA2EmwqOAbG1UIrACGYfDqvo53nHgKLMO2DYf6dBIQnlx9DG/JP5qo4VlRlsEybEcwUDIr4Bgu\ndlQ25d5mmMzAv4TfUUBC8H8B4JeSF6cMgzJkmaBhNeHBA8O58OD2LRVEswH7lZjMgNX2GSBWxALL\nQxXUvvMJwk6CCd+9qoIC0zFhBRMc562tkLB4gMxANfQYmN0yQc2cTJlgWNouhO19crtRAMdwWJb9\nwVd5ZQU8y+NO9SAdBf53TsyHzLC1kGtb9o6RTifrbzgGZJFHo+Xv3zvFJkSBQ1YVUDGryEoZPLB4\nETWzFs79MIYwHIrST8zLszxWlCUUGrthC3PZKCMrZQ5lVDZlvhhmj6jpur5N/qHr+i6COQWU8Rm2\nTEDuynmOhcc4qDSGDAZiygSW024tJGUCnuGh8gqafSbFhR4DE84MpLraK8nAn3lzRjvI9MKKWQPP\n8n2H/BwVg6yBS0YFDMNiQZ7s7xW6+AUBquM62G3uY0VdDuv0HMvhZGode639oXQ3cSykRaQUAbe2\nq/A8L/QZkAT2QC59SiSYUWUeDcOG7bjYrxrI5xSYrgnTMZEVM7i8/BAA4JVdv1QQziUYQjMwDKtq\nHo7nYK+1j5ZtoGUbdCYBJZZhgoGmpmnvBsAE44z/IYD+3rWUgQgsD4ETBpYJyImY5xi4jD10ZqBY\n7f2JrMigIiIg5FkOqqDCg5cYmJC56JPUDAC9XgMlo4yUkDp0852Dkhb8CYvkTnkUqmYNaSE9kXbN\nSeO7ECp9BYQ5MdPXXGocut0p91r7cDwHa109/W3dwNZYn9OhG6i0wjKBKHChf392jAunEh1WJPFo\nGjYKJV8DkV9UUImIRtfUPFaUZVwv30TDakbKBJMJBogl+HajgIpJ9QKUZIYJBv4RfG+BtwH4DoD3\nAvj5vq+gDIXKK4MzA2Y0M2ChUk82HirVgrsKkUepasDtMjUxOzQD/l0Qz/KJboDhOljTKhO0T/q2\n66Bq1uYuKwD4F5VFKYdiqzzSZEnLtdG0m8hKs6cXIKQENcwMRWnZBpp2cyoXlu5OG1Lz7rbCJsHA\noDkF/ThDSgXbNRiWA45lwHN+ZkDlFYhjBKZR4yTiQnhzyy8HRTsJsqIfBF5efhCO5+D14lW07NHK\nBINYiwQDdHQxpR/DCAhXdV3/wNTX5B5E5RVsB5PFku4MyV3ZsGUChmFwbj0D/VYR1bqJXERs2Ckg\nJJkBfmDJomrVwTHcxFPZ5KRftxootcpz2VZIWJAXUGjuoW41hhZaVme4k4CQElTsNvdgOVZHxmaa\n+o7uMsF2KB7sFGeupVbBMRxuH8SJMBDZbuz4wYAo+O6cFbPWd9BWP9SOMoH/nd0IgoGxnKt6AAAg\nAElEQVT8ooId01/fTKAT0Zbux1fufB2v7F7B4/nLAIYTEA7DkrwAnuWxXS+E5QEaDFDiGCYzMNSE\nQsroqLwC13PDOmEcROXPsgx40RtYJlhIi1jK+gFAt27Ash3wHAuWYWAFwQDHcJGLcnKZIC2mJp7K\nJormhtXAfsOvt8/riWpxjBkFs+wxQEhqLwyDAXkamYHOMsFOIB7sHoYksDzWUnkUGrt9LZP7sZiR\nkJIF3AqCAUngUDVr8Dx37H2RzA1oBGUCALhd8H/r1QU5khnwf3eFl3Fp4QL2W0XcqNwCMDnNAMdy\nyCsr2G3tYy8YKkU1A5Q4hskM3NQ07a/g9/uHR5yu6//btFbqXkGJ3JEnTRAjZQIAkBUPlZIZm0kg\nbYXryyqWsv57FasGLpxoL2PZbjikyPFIN4EQtm81Y8oEjuugYTV6ptpNguhJf7/pX0TnNTMQbS+M\nzrfvR+gxMINthYQwGLAaHb9Ne0DRFIKByHFhuzb2mkXk1ZVYbcKp9AncrW3hbn0L57Nne54fBMMw\nOLOWxus3/Qvl6qIamZw53kWTYRiogoKm1UQqKBO4rofFjASB52I7SB5ZfhB68Tu4Xr4JoP/EwlFZ\nU/PYrG/hevkGGDDISbMbfFKOjmEyA9cBfAlAE4AT+Y9yQNQ+41oJUSW3JHmwHbdjPjqBiAcX0xKW\nMlLHYwTTdiEGQ1jaZQIOKZIZiCkTNGy/tXHSegEASAntCXXtYGA+71rGaS9sewzM7sk5yYWweAhl\ngqbVxG4zEA8mjM4+qPkQAJxdbX//ksCFQdpBzK+UQA9ERhcDQD6YVFgxqz0dJGcypzqCg0lpBoC2\nN4PhmEiJvtiVQulmmEFF//wwVuRepN+4VkJ0nrwg+uK0St3sOMkAbefBxYyExQwpE3QGGZbtIq34\nNcxOzUCyAVL7gjXZTgLAP+FxDIf6McgMtEcZD99R0C4TzHBmIMjedIsIS0YZHMNNJavBMizkwJK4\nLR5ciV32ZGodDJixOwoAdJhziQI7EaGdyivYcQsQI6X/1cV2MJAVMx3ZPYZh8Mjyg/ja5nMAJhwM\npNqB1Ly5e1IOD+o8cYQMEu65noum1QzT+LzgCwDjRIT7YTAgQxZ5KBKPYqU7M+BACGa1t30GuL79\n5GEnwRRO+iSdSjQDvnp7MsKpw0bmZai8go3qHXzm+hfw6p4eq8KPUjGrYMBMvGVzkkTLBFFKRgkZ\ncXrmNX6nTaPHebAbkRORV1ewXd8JdTCjspSVQqGfLB7McIhA7voZod39s7qgwnRMtGwjVify8LIG\nBn6AMCkBIeCXsMhxNa+aHMr0ocHAERKakyQI94j74JLse7+HwUCMiJC0FZKswGJGQrluhrMMHNeF\n63oQA82A7bVbCzmWg8xLsf3k1Sl5DBDUoI+91KrMnQ1xN28/8RRUXsHV4pv4ws0v4bdf/n38wZU/\nxt/cfRYNMz7rkhLUiffpT5K4MkHLbqFlG2FpZBqogoKWbWCzvg2e5cNjII7T6RNwPAfb9Z3EZfrB\nMEyYHRB5fy4Bz/JhkDwOJNAnw4oAPzPQTyeSEdN4aPkBnEitT3SfYBgmzKzQYICSxNDFI03TngRw\nEcA2gK/ouj58QzUllkGTC8md5ZK8gH1rDwxPMgO9XgOkrTCX8u8AlrIy7u7WUa6ZWMrKHW2FAGA7\n7TKBvy5qQmYgcB+cVjAQ+NBzYOZWL0B4In8Zj688gv1WCTerG7hRvoU7tU0UmrvYMrfwgTPPhHd8\nrueiZtV72uVmjVRoDNXOchyGbTQJlPdbRZxIrffNQJxMn8C3dl7CndomTmdOjvV5Z1fT0G8VIQos\nymYFOSl7oO4Zsv42Y4JhGIg8i4wq4HqlfwfJe85+71QMqNbUVdyu3qWdBJREhgoGNE375wBEAG8C\neBTA/wzgw1Ncr3uCQWUCcnFekhaAKsCw/t18XGagWDWQS4tgWf9E0tYNGFjKyhHDIf+Ow/K6ggFB\nwX6rCMd1Ou5Kaub0ygQAOgamzKteIArDMFhWFrGsLOLJ1cdgORb++s7f4o3KVXz6zc/i7116PwSW\nR91qwPXcmdYLAP7+0Z01mqZ4kBC9K08qERBOBZ0ud+vj6wYeOLuAK7eKOLUu4YW75oFr6yQYaDkt\nPHx+ESnFH0o0qINkWk6UT+Qvw/Ec3DdgYiTl3iUxGNA07Z8B+FfBKOKzAH6WZAM0TfvaIa3fsUbm\nZDBgBtsAi2mInAgXFliW6QkGDNMJ2woJ3R0FoRUxF7QWRhwIgc45AdETVS0wHDpIyrQf0fc9DsFA\nNwIn4PvPfDf4HeDFO1fw2et/iQ/c94Pt4U8zHgwAQIpPdegfDmOGxCjBgMIrUPh2Cn4cUrKAn/y7\nD2Cz7o9hOWg6XY2UAN//dHvE8FENpsqIaXzv6Xcd6mdS5ot+mYHbAP5S07RfBvAHAD6vaRoASAB+\n5xDW7djDMAwUQUHDim8tJHdjKUGFzEswDRMZVewREBZr7bZCwmLgNbBf8d87HFIUIyAEOj0PosEA\nqWtP645F7cgMHM8UJsuw+PDDz2C/UsW18g385c2/xtnsaQCzbThESIkq9lr7sFwbAsuHavsFabLT\nCqOQrBnQa0McR1pQw3kCB6E8IcteNTKfIErFCIIB2utPmTESgwFd139P07TPAPg/AHgAfkLX9eKh\nrdk9gtrnjoa4vqWFFCReRLXRQE4VcHunBttxwQd3+cXggk9KA0A7MCCZgej4YgCwPRsMmLAWGzef\nwPVc1K0GTkzBcIiQitwBHmdxE89y+MB9P4Q/+c6f47V9HRu1OwBmu62QEN03clIWJaMUtBVOrwuC\npNkFVhhKqJgSUig092A65oE6UiYWDIRzNzoD/YpVA8dw4XdKocwKfbsJdF3f03X95wD8HoA/0TTt\npw5nte4dVF6B6ZjhnXoUUiYIMwOOiazqt0DVmm0RYZgZyLRNTASeRVoVw5ZDIiAU+bbpEM/y4R1/\nnH6hbjXgwZuaeND/XP+kqPByogvjcUHkBPy9i89gSV6M+DfMQTAQaS/0PM+fVihlp9ZWCLTT7Hl1\nZajPIfMgqmb/dk4AsBwrnA7YTRgMHFAzQPblblFu1agi0+UxQKHMAolHmaZpT2ma9jtBduAjAH4B\nwFlN0/5c07RLh7aGxxyljwth3WqEdsEyL8GDh5Tq/2RR3UCx2tlWSFjKSKg1TFi2GwkGSJnA6XAi\nI9bAUaEYqRMPO3hnHMhJf0mZXsp5llB4BR++9H5kxDQ4hpuLMgFpK61ZdbScFgzHnLq+Y1H2e+Pv\ny50bavl2C+TgYODT1z6HP7jyR7G+BGWzAgbMgX8XMqK8GSkBWq6Nht2ci2wQ5d6jn2bg1wF8FMAd\nAA8B+De6rj+jadp98IcX/cghrN+xR02o1QN+mYCc5MjgEjnIqkd1A91thYSljIRb21UUa0a7myCi\nGeAjXQNta+B2ZiDsJJjiVL2smMGivID7ly9M7TNmjYyYxse0H0XVqs2FyZIaGShVbE2/kwDwM0W/\n8NjPhCY8g0gL8U6Jcew0CjAcEy/vvoYnVx/reK5kVPxAbQJ9/iqvdGgGqF6AMsv0CwZcAOcAcPC7\nCUwA0HX9GmggMDHUBOMh4j64lPbvmMNgIMikd2cGom2FBCIiLFZasOxAM8C1gwEpMhlNjZlOV7Wm\nazgE+FPV/sHDH0U+n0GhML4afN5QBaVDJDfLpCPGQ+VQPDh9fccoZQgSsA4KBgzHDEsEz2+9gEeX\nHwpHM1uujbpVH3rQ1CBUXsFOYzccLFa1Zn9kNeXepd/R9tMA3gPgfwVwGcDPHsoa3WMkeQ0Q90FS\nryXBgCASF0JfM0DaCrtLBECn1wDJDISDijwHPNOOBRWuPRyGQDQL81DXpkyPVOSuuzjF0cUHIZ0w\nUKkbotXgWR4Nu4lvF14JnyN37pMSsiq8AsdzwuCDZgYos0y/boJrAH75ENflnkRJcCEkdzi9wUB7\nWBEQ31ZIiHoNkAFF0cxAVDPAsRwUXunKDJBe+Nn1zqdMn2jWiIy+XpxiW+E4pMXhygQkGHg8fxmv\n7F7B8zsv4rH8IxA5EWUzmEkwIZc+JdJeKPNSZDAVDQYoswedTXDEJE0ujHoMAAhT+i5syCIfagaS\nxIMAkEuLYBgG+5VW245YYOG4DlzP7dAMkHVpdGUGGIadmuEQZT4QWB4SJ6FuNlAyyuBZfuaGK8mc\nDI7hBgYDZPDWirKEJ1cfQ8s28MLOywAwkWmFUUjWj4iDK0dkOEShDAMNBo6Ydpmgs5ugHmYGOgWE\nhmMgmxJQqZvwPA/FYEzxQkwwwLEscmkRxaoBM9AMiDwX3t11zzVXBQWGY4TuhDWrhrSgTrWFjDIf\npAQVdbuOklFBTjyYb/80YBgGaTEVlraSiF6Q37L6KGRewrd2XkLLNiauhwgHkQVZv4pZBcuwHRbc\nFMqsQM/yR0z7hJGUGegOBkxkUyJsx0XLdMLMwFImvkd/MSOhadioBcONBJ5tuw92BwMRS2JiODTN\nTgLK/JASVLRsA6ZjzpxegJASUmgEMx+SCC2+Bd/i+62rT8BwDLyw81IYDGQnVCboHkRWMWvIiGka\nXFNmErpXHjECy0PkxA7hHhB1H+zUDBiOiazqt6NV6mbYVphNCbHvT4KE7aL//gLPwiJzCZjOMkF7\nQl0jDAioXoACtINSYHZnSKQFFR68xJHggK8ZYMCEx9Xj+ctQeQUvFF7GbnMPMi+Fx9pBIZqBhtWE\nHXQqUDEuZVahwcAMoPByT5kg6j4IdJcJgmCgYYZthRwb/1MSEWGjNURmILRQbbQ7CWasNkw5GlJz\nMEMiao6URNWqQRXU0EdA4AS8df0tMB0TNauO3AQDHZJpa9otKh6kzDw0GJgBVF5F027C87zwsaj7\nIBCfGSiUmn5bYUwnASGqJeA5FizDwPGSygRtz4O2+yC9k6F0BwOz1UlASA0IBjzPQ82s9zgAPrry\ncLh9uQlerBWhbUncHl1MgwHKbEKDgRlA5WW4nouWY4SPRd0HgXY3gemYyASZgZtb/t1GXCcBYSnb\nOa8A8K2IAfR0E0Q96NvugzQzQGmXqwBgcWbLBP2DAdIa2R3gCiyPt629BcBkWyZD7w6aGaDMAf0c\nCCmHhBKxAlZ4GY7rdLgPAv6Fm2d5GI4R2g7f2R0cDGRVARzLwHG9SDBAxhd3/vxR9bPp+mUFGgxQ\ngPZdN8/yM6uGJ/qWekJHAQlw4xwAH8s/AomTcD53dmLrw7EcZF5Cw2pGuhhopo0ym9DMwAzQri36\nwqeG3ek+SJA4EYZjIiXzYFkGruuXFeLaCgkMw4TPhxMLE8oEqYgHPXUfpEQh+8aClJu5tkLCoMxA\nJbw7792nWYbFQ8sPhKK/SaEE8wkqNDNAmXFoMDADqOG4Uz8Y6DYcIkicP8aYYRhk1PaAm6hmoGJW\ncbe21fE60lEQHVIE9AYDCi+DAYOG3UTN8lXXs3oXSDlc0kIKqqDiVPrEUa9KIqkBw4qOQgfjDytq\noWxUgi4GmmmjzCZTLRNomvZeAL8GP+j497qu/6uu598N4FMArgUP/Rdd1//3YV57nGir+LuDgc4T\nh8iJKBsVeJ6HrCqiXAumFabbgcFfbfwNblVv4+OP/QyE4GJPygjEithK0AywDAuFl1G3mvDgIkUN\nhygBPMvjv3vkJ8EOOUXwKOBZHjIv98kMEBHf4QUDCi/Dg4fd5h7SYmoi0xAplGkwtWBA0zQW/hjk\nHwBwF8BzmqZ9Stf117sW/bKu6z885muPBeF8AosEA51thQSJE+F4DmzPCX0FutsKy0YFtmvDdMww\nGFjKBmWC7swA0/vzq4KKslmB67rIqysT20bK/COwsy8xSgup8KLfTT/NwLQgHTqWa2FVpMcTZXaZ\n5m3f2wFc1XX9pq7rFoBPAvhQzHJxtxrDvvZYoHbZliZlBqSgzdBwjLC9sLutsG77gYTptEccL5Iy\nQZAZSLIjBnxLYsuxfNU1TWlS5oy0kILpmB37P6Fq1sCz/MR1Af1QInM9aFshZZaZZjBwCsBG5N+3\ng8e6eVrTtBc1TfuMpmkPj/jaY4EqdGoGwtpmjGYAAAy73V4Y7SRwXAct229PJN0AALC6qGA5J+PM\nmn8yamsGelOWRMwI0GmFlPmD7LNxpYKqWUNaSB+qAJJ0CgFUPEiZbY66IPxNAGd1XX8Cflngz454\nfY4EmZPBMGxoo5okIBQjmYGTK/5J78xqO+UZHT9sOu1gQBI4/PfvfxhPXPLTlFYQKMRlBlKRkxd1\nH6TMG0nGQ5Zro2E3kTnkADc68ZO2FVJmmWkWAe8AiDbtng4eC9F1vRb5+7Oapv2GpmlLw7w2jnx+\nfiPvhVQaLmcjn8/AuWEhrSg4tb7csUx+IQexyEPN8rh/eRX/8h8vg+fY8E7HKNcgiv5PmsryyK/E\nfx9KSYAo8lhdySGf6VxmvbkEsei/x+n86qF+p/P8+w3Dcd6+Wdm2U9YKxD0evOp1rNNeowhR5HFi\ncWWsdR13++r8MsQ7/vF0bm0N+aXZ+J66mZXfb1oc9+2bBNMMBp4DcEnTtHMANgF8FMDHogtomram\n6/p28PfbATC6ru9rmjbwtXEUCvHCoXmAcwQUmxUUClXsVcsQWalje/L5DIyGC9O0sb1bwoLbu60b\npQJM0y8BbO+VsOTFfx+lSg2maaNSNCC0Opexm0z4Hk6DPbTvNJ/PzPXvN4jjvH2ztG1Og4Vp2rhd\nKOAk116njeo2TNMGY/Ijr+tBtq/V9MLjya6zKDiz8T1FmaXfbxrcC9s3CaZWJtB13QHwiwA+D+BV\nAJ/Udf2Kpmkf1zTt54PFfkzTtFc0TXsBfhvhR/q9dlrrOguoghIKn5pWs0cvAHQKCOOoR1Kj0TJB\nN0l2xEBnWpNqBijzRtRSOwox/TlsE62oWJFqBiizzFR7hXRd/xwAreux34z8/QkAnxj2tccZchHe\nbe7Hug8CEQFhjFIa6DwBWgnLAICV4EAItE+mDBikeGo4RJkvklwIa0cUDMi8BAZMx6RECmUWmf3G\n4XsEEgwUmnsAesWDQDszENc2BXQGA9Fugm4ct09rYRAAqIJCT16UuUPhZXAM1xMMVK2jsQNmGRb3\nLZynbbqUmYcGAzNCOxjYBdDrMQBEMwNJZYL4boJuwm4CpvdiL/MSeJZHVpzNmfUUSj8YxrfQrnUN\nKyJGREcxkvuD9/3QoX8mhTIqNBiYEUg/8jCZgWHKBKabXCawXQcMw8be+bMMiw9dfN+hGrNQKJMk\nLaawWduG67mhnXbNrEPm5blwUaRQjoKj9hmgBJDMwF5zH0BSZmBQMFCHzPvZg6RSAgA4nh0rHiSc\nyZzEirI03IpTKDNGSkjBgxf6dnieh6pZo33+FEofaDAwIxDbUuIOGNdNwLM8WIaNDQZcz0XTbmFR\nWgAwuJtAiJlLQKEcBzJdIkLDMWC5FtKHOJOAQpk3aDAwI3SXBeLKBAzDQOTEWM1Aw2rCg4eMmAbH\ncH0FhLZrU3Eg5djS7UJ4VG2FFMo8QYOBGUGO1OgFTgith7uRODE2M9CedJiCwAl9ywS2a8d2ElAo\nxwGi3CfHRM2iwQCFMggaDMwIAsuHAUCKT25DkjgpNjNA5hKkBBUSJ/bNDFieTYVUlGNL97Ci6hGM\nLqZQ5g0aDMwQREQYpxcgSJwI27VDrwBCdLiRwA7KDDjgqGaAckwJjYdMWiagUIaFBgMzBBERxnUS\nEJI6CmqRYEDkRFiOBc/zel7vuA48z+3bTUChzDNEb0MyA0flPkihzBM0GJghVIEEA0riMsR4qNtH\nINQM8CmIrAAPHqygMyGK4yW7D1IoxwGe5SHzUpgtq1o1MAwbK8qlUCg+NBiYIdRRMgN2p26A9FSn\nBAUiJwCINx4irYs0GKAcZ9JCukMzkBbU0ICIQqH0Qo+OGaIdDPTTDMQPK6pbdXAMB4mTQiGiFeM1\nYJG5BDFWxBTKcSEtpGA6Jlq2gZpZR4ZODKRQ+kKDgRniQu4cTqTWcDpzMnGZpDHGdauBlKD6XgSs\nECyTnBmg3QSU4wwJqLcbO77/Bu0koFD6QoOBGWI9tYqPaB/uO+EsLjPgei7qdjMsL4SZgZj2QrvP\n+GIK5bhAjqGt+g4AICPSqYEUSj9oMDBnSHxvN0HLbsHz3PBuSOwzw4BkBqgDIeU4Q7wGNuvbAEDL\nBBTKAGgwMGeIbO+FPtpW6C/jlwniNAOhgJD6DFCOMWFmoEGCAVomoFD6QYOBOSNsLYwEA/XuYCDI\nDMR1E9DWQsq9ACmZtYKuG6oZoFD6Q4OBOaNdJmgLCBt2ZzAgDCEgpMEA5TjTrbuhmgEKpT80GJgz\n4gSEJDNAToBSHwGhRYMByj2AwsvggvZZgRPC44ZCocRDg4E5Q2QFMGA6MgO1cGIhKRMEpkOxmgG/\nTCBQASHlGMMwTHg8ZIQ0GIY54jWiUGYbGgzMGQzDQOSEjsxAI8gMqDwpEwSaAVomoNzDkI4CKh6k\nUAZDg4E5pHuMcd1qgGVYKLwcPE/siJO7CTjqQEg55hARIQ0GKJTB0GBgDhE5sUczoAbug0BbQBib\nGaCmQ5R7BKKhoZ0EFMpgaDAwh0iREcWe54VWxASO5cCzfGxmwHFpayHl3oBkBLLUcIhCGQi9Iswh\nEifBgxdkBzw4noM03zncSGSF2MyARU2HKPcIDy3dj4bVwKWFC0e9KhTKzEOvCHOIFLEbJu2D3ZMO\nBU5I6CagZQLKvYHCK/g7p9551KtBocwFtEwwh0RdCOthW2Gqaxkx1oHQ9mhrIYVCoVA6ocHAHBId\nY9ywmgAAVVA6lhFYIdQVRKGZAQqFQqF0Q4OBOUTi2y6ESZmBpDHGtLWQQqFQKN3QYGAOESOtg7Wu\nuQTtZeLHGNuuA4Zh6QhjCoVCoYTQYGAOac8nMHomFhKSLIlt14bw/7d390F21eUBx7/7mhASRM2K\nShosRR/xBRUhbcVWrRbRWkDtCFi1HagwI76NVqy2U0c7U8GpSjsWfGmkymjTDgMltoygo1NFhjEd\nW60Ij7QKBUSIFpAkhH27/eOcs3v27t1kN+Sy9577/cxkcu95uft79u7uee7v9zu/xyECSVKNyUAf\nmq9cOMnuqT0MMcS60YVzBqpkYKptEuF0a5pRhwgkSTVd/YgYEacAF1MkHVsz86IljjsRuAE4IzOv\nLLfdBjwAzAJTmbmlm23tJwt7BnazbuwQhocW5nXjc/UJFvcMOHlQklTXtatCRAwDnwBeCvwE2BER\nV2fmLR2OuxC4tu0lZoEXZ+Z93Wpjv6qvM7B7ag+PW3v4omOqCYTtqxDOzM6wtqxhIEkSdHeYYAtw\na2benplTwDbgtA7HvQ24Ari3bftQl9vXt6pk4MHJXUzPTs9VK6ybnzOwcJhgqjXNqJMHJUk13bzY\nHgncUXt+Z7ltTkQ8GTg9My+luPjXtYCvRMSOiHhzF9vZd6ohgP97+H5g8eTB4pjFyUCr1WJ6doYR\nlyKWJNWs9ifvi4H31p7XE4KTMvN44JXA+RHxwke1ZT2sKkS0a3IXMF+dra7TMMFsa5ZWa9a7CSRJ\nC3TzqnAXsLn2fFO5re4EYFtEDAEbgVdExFRmbs/MuwEyc2dEXEUx7HD9vr7gxESzq5PV4zts3aHs\nmiwWHHrSxscvin3v+OGM/+8oa9YNz+3bO/0w4+OjHLZ+XU9+r3qxTQdTk+NrcmxgfP2u6fEdDN1M\nBnYAx0TEUcDdwJnAWfUDMvPo6nFEXAZ8KTO3R8Q6YDgzd0XEocDJwAf39wV37nzwYLa/p0xMbFgY\n3/Qwk5PFaoLTe4YWxb7roSkmJ6f5+QMPzu3bPbWHyclpHt4703Pfq0XxNUyT42tybGB8/W4Q4jsY\nujZMkJkzwFuB64CbgG2ZeXNEnBcR53Y4pb6I/hHA9RHxH8CNFEnCdd1qaz+qbi8EWN9hzkA1ybB+\na2G1FPGYcwYkSTVdvSpk5peBaNv2qSWOPbv2+MfAc7vZtn5XXexhcV0CKAoVwcIJhNOzRcVC7yaQ\nJNWt9gRCHaB6z0D76oNQX4Gw1jPQsmKhJGkxk4E+VS1JfMjoIR2LDg0PDTM6PLqgUJHliyVJnZgM\n9Kk15VoDndYYqIyPjHecM2AyIEmqMxnoU9WcgXVji4cIKuPD4wsKFc3PGTAZkCTNMxnoU2tGizkD\n60cXTx6sjI+MdRwmGLFqoSSpxmSgT1U9A/seJhhjenaa2dYs4ARCSVJnJgN9auKQjYyNjHHkhict\neUx7GeNqmGDMWwslSTV+ROxTj117OOc/55x9HlO/vXAta5gubzO0Z0CSVGfPQIPNFSsq5w3MTSB0\nBUJJUo3JQINVqxBWkwidMyBJ6sRkoMGqSYbVKoQuRyxJ6sRkoMHG2+oTzN9aaM+AJGmeyUCDjVVz\nBuZ6BhwmkCQtZjLQYO1ljOdKGJsMSJJqTAYarLrozw0TtJwzIElazGSgwdY4TCBJWgaTgQYbG168\nzsDw0DDDQ77tkqR5XhUarFqBsD5nwF4BSVI7k4EGmx8mmF90aNSKhZKkNiYDDVatQDhlz4AkaR9M\nBhpsaGiIsZGx+Z6B2RmTAUnSIiYDDTc+PN42Z8BhAknSQiYDDTc+MsbkzCStVsthAklSRyYDDTc+\nMs7k7BSzrVlatCxfLElaxGSg4caHx5ienZ5beMieAUlSO5OBhhsvby/cM/UQ4FLEkqTFTAYaripj\nvGd6D2DPgCRpMZOBhqt6Bh6arnoGTAYkSQuZDDRctSTx3DCBKxBKktqYDDRctQrhbocJJElLMBlo\nuDVzwwR7AZMBSdJiJgMNNz7cfjeByYAkaSGTgYYbG2kbJnDOgCSpTVc/JkbEKcDFFEnH1sy8aInj\nTgRuAM7IzCtXcq72rZpA+JA9A5KkJXStZyAihoFPAC8HngmcFRFPX+K4C4FrV3qu9m9umMBbCyVJ\nS+jmMMEW4NbMvD0zp4BtwGkdjnsbcAVw7wGcq/2oJhBOz04DrkAoSVqsm8nAkVa4a30AAAsCSURB\nVMAdted3ltvmRMSTgdMz81JgaCXnanmqOQMVCxVJktqt9gTCi4H3rnIbGq0aJqg4TCBJatfNK8Nd\nwOba803ltroTgG0RMQRsBF4REdPLPHeRiYkNj6jBve5A4mu1WoyPz7/NT9j4GCY29Ob3yfevfzU5\nNjC+ftf0+A6GbiYDO4BjIuIo4G7gTOCs+gGZeXT1OCIuA76UmdsjYmR/53ayc+eDB7H5vWViYsOB\nxzczzOTMJAC/uH8vo3t77/v0iOLrA02Or8mxgfH1u0GI72Do2jBBZs4AbwWuA24CtmXmzRFxXkSc\n2+GU1v7O7VZbm66qXAgOE0iSFuvqlSEzvwxE27ZPLXHs2fs7VwdmfGQcpnYDTiCUJC222hMI9Sio\nyhiDtxZKkhYzGRgADhNIkvbFZGAAVEsSjwyNMDzkWy5JWsgrwwCo1hoYcYhAktSBycAAqOYMOEQg\nSerEZGAAVMMEli+WJHViMjAAqgmE9gxIkjoxGRgAYw4TSJL2wWRgAMwNE5gMSJI6MBkYAGvmegac\nMyBJWsxkYACMVXMGXIpYktSBycAAGLdnQJK0DyYDA2DtyFpgYY0CSZIq9hsPgMes2cDLNr+ITRue\nvNpNkST1IJOBAfGsjceudhMkST3KYQJJkgacyYAkSQPOZECSpAFnMiBJ0oAzGZAkacCZDEiSNOBM\nBiRJGnAmA5IkDTiTAUmSBpzJgCRJA85kQJKkAWcyIEnSgDMZkCRpwJkMSJI04EwGJEkacCYDkiQN\nOJMBSZIGnMmAJEkDbrSbLx4RpwAXUyQdWzPzorb9pwJ/AcwCM8AFmfm1ct9twAPlvqnM3NLNtkqS\nNKi6lgxExDDwCeClwE+AHRFxdWbeUjvsq5m5vTz+2cBVwDHlvlngxZl5X7faKEmSujtMsAW4NTNv\nz8wpYBtwWv2AzNxTe7oe+Fnt+VCX2ydJkujuMMGRwB2153dSJAgLRMTpwIeBJwIvr+1qAV+JiBng\n05n5mS62VZKkgbXqn7wz858z81jgd4HLa7tOyszjgVcC50fEC1elgZIkNVw3ewbuAjbXnm8qt3WU\nmddHxGhEPD4zf56Zd5fbd0bEVRS9Ctfv4+sNTUxsOBjt7lnG19+aHF+TYwPj63dNj+9g6GbPwA7g\nmIg4KiLGgTOB7fUDIuJXao+PB8jMn0fEuohYX24/FDgZ+H4X2ypJ0sDqWs9AZs5ExFuB65i/tfDm\niDgPaGXmp4HXRsSbgElgN3BGefoRwFUR0Srb+IXMvK5bbZUkaZANtVqt1W6DJElaRas+gVCSJK0u\nkwFJkgacyYAkSQOuq7UJHomI2Aq8CrgnM48rtx0HfBI4FLgN+P3M3FU7ZzNwE/CBzPxYue144O+B\ntcA1mfnORzGMJa0kvog4CrgZqJZyvjEz31Ke0/fxte07jKJOxYmZOdmE+CLi9cB7KBbSGgKOA56X\nmd+LiOcDl9Hf8a2hiOFZwAhweWZeWJ7Tc+/fCmMbAz4FnEDxc/nOzPy38pyeiw0gIjYBn6eYiD0L\nfCYz/yYiHgv8I3AURYyvy8wHynPeB5wNTAPvqCZs92KMK40vIh4HXAGcCFyWmW+vvVYT4nsZcCEw\nRjEZ/4LM/Hr5WsuOr5d7Bi5j4YqEAH9HEehzKOoYXNC2/6PANW3bLgXOycynAU+LiPbXXC0rje+/\nM/P48t9batv7Pr6IGKFYcOrczHwW8GJgqjyn7+PLzC9m5vPKRbTeCPwoM79XnnMJfR4fxW3DlBfW\nE4DzysQcevP9W0lsb6a4++k4ilucP1o7pxdjg+KC/q7MfCbw6xSLtj0d+BOKejABfA14H0BEPAN4\nHXAs8ArgkogYKl+rF2NcUXzAXuDPgHd3eK0mxLcTeFX5s/uHLFy8b9nx9WwykJnXA+1Fip5abgf4\nKvDaakdEnAb8iKJnoNr2RGBDZu4oN30eOL1rjV6BlcZH8YlygQbFdzLw3cz8fnnufZnZalB8dWdR\n1Olo0vv3U+DQMqlbBzwM/KJX41tmbK8pHz+D4g8vmbkTuD8iTujV2AAy86eZ+Z/l410UvYqbKGrD\nfK487HPMt/dUYFtmTmfmbcCtwJZejXGl8WXmnsy8geLnck6D4vtuZv60fHwTsDYixlYaX88mA0u4\nqSx7DEUmuwmgXKDoAuCDLLxoHklRE6FyZ7mtV3WMr/SUiPhORHy9tjRzU+J7GkBEfDki/j0i3lNu\nb0p8dWcA/1A+bkR8mXkt8Avgboruy7/KzPvpr/jaY/ul8vF3gVMjYiQifhl4frmvL2KLiKcAzwVu\nBI7IzHuguOAATygPa68jc1e5redjXGZ8S2lcfBHxe8B3sigOuKL4+i0ZOJuiy2QHxdjeZLn9A8DH\nc2EVxH60VHx3A5vLbuZ3A1+sVmjsM0vFNwqcRPGp+TeAV0fES1aniY/IUvEBEBFbgN2Z+YPVaNxB\n0DG+iHgDcAhFsbGjgT8u/4j1k6Xeu89SXBx3AB8DvkUxd6DnlX8jrqCYA7CLYs5KXV8vMmN8C59H\nxDMpiv6deyBfr2cnEHaSmT+kHOuLiKcCv1Pu+lWK1Qw/AjwWmImIvcCVzGf4sJ/6CKttqfgyc5Ly\nj1Nmfici/ofi0/RdNCA+ioz1G5l5X7nvGuB44As0I77Kmcz3CkBz3r8XAFdl5iywMyK+RTF34Hr6\nJL59/O7NAO+qjitj+yFwPz0cW0SMUlxILs/Mq8vN90TEEZl5T9mFfG+5famfw579+VxhfEtpTHzl\npMMrgTeWQz2wwvh6vWdgiFq3f0RMlP8PU0wI+SRAZv5mZh6dmUcDFwN/mZmXlF0pD0TElnJCzJuA\nq9u/yCpaVnwRsbHcRkQcDRxDMQmtEfEB1wLPjoi15S/Bi4CbGhQfZftfRzlfAOa6+vo5vkvLXbcA\nLy33HQr8GnBzj8e33N+9QyJiXfn4t4GpzLylx2ODokfjB5n517Vt2ykmmAH8AfPt3Q6cGRHj5VDI\nMcC3ezzGlcRXN/eeNyW+iDgc+BfgvZl5Y3XwSuPr2eWII+KLFLPKHw/cQzEUsAE4n6J75MrMfH+H\n8z4APJjztxY+n4W3Vrzj0Wj//qwkvoh4DfAhit6BWeDPM/Oacl/fx1ce/3rg/RTx/WtmVjOdmxLf\ni4APZ+YL2l6n7+OL4tbCrcBzKP7YfraXf/9WGNtRFMnqDMWnqnMy845yX8/FBhARJwHfAP6LIp4W\nxe/Wt4F/ovi0eDvFrWn3l+e8DziH4i6e+q2FPRfjAcb3Y4r3eJyiV+fkzLylCfFFxJ9S3GlwK8Xv\nX4sivp+tJL6eTQYkSdKjo9eHCSRJUpeZDEiSNOBMBiRJGnAmA5IkDTiTAUmSBpzJgCRJA66vViCU\n9OiIiIuALRT3Jz8PuKHctTUzv7BqDZPUFa4zIGlJ5aI738zMzfs9WFLfsmdA0rJExGbgbymKEq0H\n3p+ZX4uIyyjKwwbwBoqaBJcCpwBPAt5DUTzlWOBDmXl5h5eXtIqcMyBpuS6hKE/8Mora6lurmhnA\nusx8SWZWhVDuzczfoii9+vbMPBX4I2pFfyT1DnsGJC3XS4D1EVGNLT7MfE31G9qOrZ7fCdxRe3xY\nV1so6YCYDEharoeBV1elpisRAWWJ7ZrpJR4PIannOEwgabm+CZwJc2W1P34Ar2EyIPUgkwFJy/UO\n4NUR8Q2K+ulfLbe33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