iui-group-l-name-zensiert/1-first-project/tdt/NNwAll.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "e6f9c155",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "f688c561",
"metadata": {},
"outputs": [],
"source": [
"delim = ';'\n",
"\n",
"base_path = '/opt/iui-datarelease1-sose2021/'\n",
"\n",
"Xpickle_file = '../X2.pickle'\n",
"\n",
"ypickle_file = '../y2.pickle'"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "24a30600",
"metadata": {},
"outputs": [],
"source": [
"THRESH = 0.1\n",
"LEEWAY = 1\n",
"EPOCH = 20\n",
"\n",
"DENSE_COUNT = 2\n",
"DENSE_NEURONS = 1000\n",
"\n",
"DENSE2_COUNT = 2\n",
"DENSE2_NEURONS = 600\n",
"\n",
"AVG_FROM = 10"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "767b5a06",
"metadata": {},
"outputs": [],
"source": [
"def plot_pd(data):\n",
" fig, axs = plt.subplots(4, 3, figsize=(3*3, 3*4))\n",
" t = data['Millis']\n",
" axs[0][0].plot(t, data['Acc1 X'])\n",
" axs[0][1].plot(t, data['Acc1 Y'])\n",
" axs[0][2].plot(t, data['Acc1 Z'])\n",
" axs[1][0].plot(t, data['Acc2 X'])\n",
" axs[1][1].plot(t, data['Acc2 Y'])\n",
" axs[1][2].plot(t, data['Acc2 Z'])\n",
" axs[2][0].plot(t, data['Gyro X'])\n",
" axs[2][1].plot(t, data['Gyro Y'])\n",
" axs[2][2].plot(t, data['Gyro Z'])\n",
" axs[3][0].plot(t, data['Mag X'])\n",
" axs[3][1].plot(t, data['Mag Y'])\n",
" axs[3][2].plot(t, data['Mag Z'])\n",
"\n",
" for a in axs:\n",
" for b in a:\n",
" b.plot(t, data['Force'])\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "f50de79f",
"metadata": {},
"outputs": [],
"source": [
"def plot_data(data):\n",
" fig, axs = plt.subplots(4, 3, figsize=(3*3, 3*4))\n",
" axs[0][0].plot(data[1])\n",
" axs[0][1].plot(data[2])\n",
" axs[0][2].plot(data[3])\n",
" axs[1][0].plot(data[4])\n",
" axs[1][1].plot(data[5])\n",
" axs[1][2].plot(data[6])\n",
" axs[2][0].plot(data[7])\n",
" axs[2][1].plot(data[8])\n",
" axs[2][2].plot(data[9])\n",
" axs[3][0].plot(data[10])\n",
" axs[3][1].plot(data[11])\n",
" axs[3][2].plot(data[12])\n",
"\n",
" for a in axs:\n",
" for b in a:\n",
" b.plot(data[13])\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "db8d52e9",
"metadata": {},
"outputs": [],
"source": [
"import pickle\n",
"\n",
"def load_pickles():\n",
" _p = open(Xpickle_file, 'rb')\n",
" X = pickle.load(_p)\n",
" _p.close()\n",
" \n",
" _p = open(ypickle_file, 'rb')\n",
" y = pickle.load(_p)\n",
" _p.close()\n",
" \n",
" return (np.asarray(X, dtype=pd.DataFrame), np.asarray(y, dtype=str))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "dff0b4cc",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"\n",
"def load_data():\n",
" if os.path.isfile(Xpickle_file) and os.path.isfile(ypickle_file):\n",
" return load_pickles()\n",
" data = []\n",
" label = []\n",
" for user in range(0, user_count):\n",
" user_path = base_path + str(user) + '/split_letters_csv/'\n",
" for file in os.listdir(user_path):\n",
" file_name = user_path + file\n",
" letter = ''.join(filter(lambda x: x.isalpha(), file))[0]\n",
" data.append(pd.read_csv(file_name, delim))\n",
" label.append(letter)\n",
" return (np.asarray(data, dtype=pd.DataFrame), np.asarray(label, dtype=str), np.asarray(file_name))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "acd83b6d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 5.38 s, sys: 398 ms, total: 5.78 s\n",
"Wall time: 5.78 s\n"
]
},
{
"data": {
"text/plain": [
"(26179,)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%time\n",
"X, y = load_data()\n",
"\n",
"X.shape"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "6c69c01d",
"metadata": {},
"outputs": [],
"source": [
"def shorten(npList, thresh):\n",
" temp = npList['Force']\n",
" thresh = temp.max()*thresh\n",
" leeway = LEEWAY\n",
" \n",
" temps_over_T = np.where(temp > thresh)[0]\n",
" return npList[max(temps_over_T[0]-leeway,0):min(len(npList)-1,temps_over_T[-1]+leeway)].to_numpy()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "9c4b1131",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 6.94 s, sys: 72.8 ms, total: 7.01 s\n",
"Wall time: 6.98 s\n"
]
}
],
"source": [
"%%time\n",
"\n",
"XX = np.array(list(map(shorten, X, [THRESH for _ in range(len(X))])),dtype=object)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "e60bd183",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 648x864 with 12 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x864 with 12 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.preprocessing import RobustScaler, MaxAbsScaler, MinMaxScaler, StandardScaler\n",
"scaler = StandardScaler()\n",
"data = XX[0]\n",
"plot_data(data.T)\n",
"\n",
"plot_data(scaler.fit_transform(data))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "6e98530f",
"metadata": {},
"outputs": [],
"source": [
"XXX = np.array(list(map(scaler.fit_transform, XX)),dtype=object)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "9049dc4b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"count 26179.000000\n",
"mean 48.405172\n",
"std 30.709627\n",
"min 6.000000\n",
"50% 44.000000\n",
"90% 72.000000\n",
"91% 74.000000\n",
"92% 76.000000\n",
"93% 79.000000\n",
"94% 82.000000\n",
"95% 87.000000\n",
"96% 91.000000\n",
"97% 98.000000\n",
"98% 109.000000\n",
"99% 137.000000\n",
"max 1718.000000\n",
"dtype: float64"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"X_len = np.asarray(list(map(len, XX)))\n",
"l = []\n",
"sq_xlen = pd.Series(X_len)\n",
"ptiles = [x*0.01 for x in range(100)]\n",
"for i in ptiles:\n",
" l.append(sq_xlen.quantile(i))\n",
"plt.plot(l, ptiles)\n",
"sq_xlen.describe(percentiles=[x*0.01 for x in range(90,100)])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "8db3d74b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((25918,), (53, 15))"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"threshold_p = 0.99\n",
"len_mask = np.where(np.asarray(list(map(len, XX))) <= int(pd.Series(np.asarray(list(map(len, XXX)))).quantile(threshold_p)))\n",
"\n",
"X_filter = XX[len_mask]\n",
"y_filter = y[len_mask]\n",
"\n",
"X_filter.shape, X_filter[0].shape"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "5c7afe06",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Yx/9SYF1an/LBP/TrnI8OfSa+Urjwj/Cn8+COc/Q1mkEU7m2vQGHlgD2e/EHtZkpZmQGCs87F/dotvPW7f0INNgfDoMxY+j3G109Pa5v8NWZe/y0UVbOl7lz+9te3osNJj18R+Ogv4dZjdfr0uT8b+n53v6uDf2eePvTPqD9KKzvvP2qMmQzx6quvcs8993DYYYexcOFCAH7yk59w/fXX8+lPfxpgAdAKfNra5HHgPGAj0A18AcAyWn4M2AfVj5RSzdb7rwF3AkXAE9ZPzhA2AcCG5DFhxzpXEJGr0Bl+TJkSnykUJdClXUxVU4c3mynHwaf+BC/+HFbeN/j6gq4PU1TZ7yrROjNplONYVb2EBvUn5u79x6D2lGFwmlr/CYwxkwIHNuq4lVO+TZeKTwdMqswAjJsFR16qo9aPv7pPOl/KrP4LIDDj1KFtDzpYbu7H4J279UWhoGTon2UA4MQTT0zuYgSeffZZRGSNUupMe8yKn7k62fpKqTuAPukNSqkVaKMoJzEVgA2poJS6DbgNYPHixclPqlOvh1O+k5kdzls6eI2aFAlHFIGwXYIgdWOmrXQ6F/p/x/9d/REWTq7MyFzymfLBV+lDfsbMLL8V3AVw9JfosSRFmwGN8VO+Awi8MERlpnGVro+w6DKdJTUc5p6vu8lufGZ4n2MwpIhdZ8YYM3lNfzFh6XMQ1owMhGLHdjpupkBIr+t1H3zfKV/IP2Omt03LkUd8Bkpr6QnEGzORgQ7gigY4+p/gvXth/4fp7/ul/wBfGZz1w/S3TWTK8VBcYyLoDSOG/aSaWEwsElG8va1lNKZkGHneAmaJyHQRKQAuRsePjQn8odj9IB1jxg4W9rrz75Z6sJB/f/ltr0GoBw7ToQ/dicbMYMfvSdeBtxie//f09tu2Uwe9HXW57rOUOK2mLl78MI26Im4PHHIWbH4hu60WDAaL/mJm7lm+jQt//1p6x68hJ1FKhYBrgKeA94EHlVJrR3dWmeHBFTvY1Rpr6JtSBWB73bCtzOTfLfVgIWf+8hmrbbD1FXD7dK8j6ONm6jdmxqZknI6ZWfdIei0O3rodUFrZScIdr2zh2gdWpv55ANNPgu4DsP+D9LYzGIZAfzEz25q6AXhlw35++Pe1dPpDIz43w8ihlHpcKXWoUmqmUuqm0Z5PJmjuCvDtv67i4XdiHrO03EzWOeFxGTfTaJETxkzGahsAbH0ZJh8T7bia6GbqLwg0jhP+GUonwOP/T3e7Hoxgr25GNvu8fgOHe4JhOnvTvAnYxaa2vpLedgbDEIgqMwkX+bJCnUdw9+vb+NOrW/nx39PL0jUYRpv2niAAXdb9wOuW1OvMEFNmCjw5cUsdk+RKNlNmahv0tOog3FNjwk5fZSaFz/GV6c7af7sSfjEHCisGXj8cgO4mOOaqflcJhCIEwhGC4UjqUmXlVNp9E3A//gPaHx9GurgBgB1Vx3LMN/482tM4aAn1EwBsBz3aKa1/e2cn314ym5pS38hO0GAYIh3Wg2SvdT8o9LhJJ849aJSZUSdXjJlBaxtACvUNVATO+IGONbHoGzOTorR42EVQPklX8w2noKhUNFhFnZITtCz77kCYiqIUjRkR/uD7IvOCr1FXVpjaNoZ+idTOHe0pHNT0FzPT6Y8/h0IRxY6WHmPMGHKG9l6tzNhKvc/rjmbvpYJtzHiNMjNq5IoxkxKD1jcoroaT/iVuqHcoyozN1BP0Twawn2p7AmEqiryDrB3jRc8JrJ9yOrdfcXRG5mEw9EfMzRR/ke/0B6Pvx5X6ONDpp6UrMKJzMxiGQ4dtzNjKjNdFW094oE3isB9Gvek0zDRklFz5y2eutkEC3YF4VSWlmJksYAeQJc5n0O1CEeOnzUN2t/bQ2j2yBkO0a3ZYxZ0nzlivI6dUAjqg0mDIFdqtYzhmzLjTS822lRlTZ2bUyJW7YNZqG/QE4p8yU3YzZZhgyDZmUn8aAG0EGWMm//jS3Su4+YmRzWJzBv46L/TO7CXbmGkZYUPLYBgOiTEzPo8rrdRs283kNjEzo0ZOuJmUUiERsWsbuIE7MlXboCeYqMxk4lPTx1ZmEgOSB90uFKHA1DbIO5q7Auxt7x3RfToNmFBE4XHr905j5rD6CjwuMcqMIafoSIiZSVeZCUYUBW4XchBWNc4XcsKYAV3bAN3cL6P0qQA8WsbMUJUZ42bKS/yhCF3+9I6V4eJ8Ug2EIxR6tTXT6Q8xa3wpkyqLOGJyJVUlBUaZMeQUUWUmFIuZCUe0OzUVAyUYiuAxLqZRJWeMmWyRaDyMVsyMLVP2mJgZQwr4g2E6Rrg4XZwyE46PmTliciW/ufhIAKqLC4wyY8gpYsqMvg77LNkxHFEpGSmhiDLVf0eZvP/r981mGqUA4CEqM34TM5OX+EORuCyikcCZxRRyFOHo9Ico9cWei6pKvMaYMeQUferMePU1NZzi/SAQjpjg31Em7++CafdmyhJ2zExXGsaMUopAKILPPBHkFeGIIhRR6VeMHu5+HWpM0HGidPSGKC2MGTM1JT5jzBhyio7EbCaHMpMKoXSKnRqyQt7/9dPuzZQlAqH03UxBU0I7L7GPFWfg7cZ9HVk3IEIRFT3WbGUmEIrgD0UoS1BmWrpHVjUyGIaD7WayjRefFQ+WakZTMJyaO8qQPfL+Lti3N9PozCNWZyadQk2m7Xw+4reCFINhFX1/5i9f4pO/e3VIn7dpf2cfd2sywhFFoWXM2IZ0l2VQOd1M1cUFtHYH0soGMRhGk/YElTPqZgqnaswYZWa0yfu/fk8wHJfaPNp1ZhKNq4Gwn9CNMpNf2NWiQQff2k+VW5tiTU+7A6G4uJb+2NfRyxm/eJEjfvj0oKneYaWiGUx2/IytDpXEKTMFRFSseZ/BcLBjn0M2hWkrMxFT/XeUyeu/vlKKnmCY8qLYhXjU3ExDUGbsbYwxM3y++MUvMn78eBYsWBAdu/HGG6mvr2fhwoUA80TkPHuZiHxXRDaKyHoROccxvsQa2ygi1zvGp4vIG9b4A1bxxyHhD8YH3+5o7gHiC3Yt+fXL/PdLmwf9rE37uvRnhiI8tqpxwHXDYUVRgXWRt55YbWOmzBEzU1Wsv1pzCunZjW09/GOQ/RoM2SZRmfFZ19TUY2aMm2m0yeu7oD8UQSkoL4z1QhoNZVwpFddoMlWiyoyRN4fNFVdcwZNPPtln/Nprr2XlypUA66xaR4jIPHQV6vnAEuB3IuIWETdwK3AuMA+4xFoX4GfAr5RShwAtwJVDnavtWgIduLi9WSsydWWxxo6NbT2s3tk26Gdta+qKbdPaM+C6oYiKBka29QS5+YkP2N/hB6DUFzuH7N5iqSgzp/7HC1x97ztEjEvKMEr4Q+HotdTGTs1O7EPWHwHjZhp18vqvbxsOZY7GjqnWmUm3h9JABBzugMSKxAPhN26mjHHyySdTXV2d6upLgfuVUn6l1BZgI3CM9bNRKbVZKRUA7geWiq66dTrwV2v7u4BPDHWucW4mf4idLdqYqS3XndNt43hbc3fS7Z1sberG6xam1hTT2DaImymi8FmxBM++v48/vLiJ/3tXt0hzKjO20rlmVxvfe3h1NLYrEaVU9LukmgJrMGSajiRZgXbMTKqNs0NhZVKzR5m8vgvamUzlhU430+DbvbmlmSN++DQ7UrhZpILzqWAoyozPGDNZ47e//S2HH344wDQRqbKG64EdjtV2WmP9jdcArUqpUMJ4H0TkKhFZISIr9u/fn3ROTmOmyx9TZoqsC7Dt59/R3D2ocb6tqYvJVcU0VBWxu20wZSZCSYE+V9bvbQfgH6sbcbuEQ8aXRtezlZn/W7mbe9/Yzod7OwAdl7Bs3V46eoP82yNrmP7dWEFvEyxsGC2SGzPpKTMmAHj0yeu/vl2n44Ij6/nUUQ3UlftSiplZtbOVYFixdnd7RuYRdETMr9nVxksfJr+JJWJiZrLLV7/6VTZt2mS7mYLAL7K9T6XUbUqpxUqpxbW1tUnXcbqZNuzr5L0drUDMuLWVkE5/qN90baUUd766hVc2HmBqTTETK4pobO1fmYlEFBEF02tLAHhra4s1lwhzJ5bFBQDbblvbhWUb/T/6+zq+dPcKjv3Js9yzfFv85xtlxjBK2MG/zpizaDZTqgHAEYXHGDOjSl7/9dssn35tmY//+NQRTKwoSkmZ2WZljTjjDYaDU5k50BngsjveTGu7Arc7I/MwxFNXV4fb7calsxT2o91IALuAyY5VG6yx/sabgEoR8SSMDwmnMnPzEx/wnhUbY48HQ7GD2HY1/e3tnWza38lVd6/g2gdWsmzdXm78+zo6ekPUlRcyqaKQfR29/WZA2W6gieWFlPo8ccfsUVOq4tYtt5SZA53akNre3M2WA1089O4uFk6uZP6kcv7y5eN56/tncs78Ov35RpkxjBK2MmMHrkOsaF7K2UyhCAXGzTSq5HVvJtuYsWVxl6QWM2PL+s5U2OHQX0zBYJjU7OzS2NjIxIkT7V8rgdes948C94rIL4FJwCzgTUCAWSIyHW2sXAx8VimlROR54CJ0HM3lwCNDnZczmwn0/7/A7YoeD84YrB3N3cyuK+Nf/vJedMzjkrgMosMaKnCJEFGwt8NPfWVRn33axobH7WJmbQnv7WzDJdote9S0+FijQq+bAk9sPtuaunl8dSPhiOK2zx/FeCu2B+CY6TU8tXZvyrEJBkOmsZWZ6hIvBzr9uF0SVVlSzmaKRPCY1OxRxRgzOI0ZSUnuto2ZTCkz/tAQjZmwdjcYY2b4XHLJJbzwwgscOHCAhoYGfvjDH/LCCy+wcuVKu2tuOXAtgFJqrYg8CKwDQsDVSqkwgIhcAzwFuIE7lFJrrV18B7hfRP4deBe4fahzdbqZAB775xO59fmNrLTcTU7jeFtTN7scWUrzJ5Vzwswa/vjyFo6aWsUtlxxJXZmPVzYeAHRGUzJjxn5C9biEGbWlvLezjaUL63G7hFNn93WHlRfqGwPo86XLH2JSRWGcIQNgP8yaAGDDaNGeoMx4XILHcjmlUwHYa67Do0peGzOtVh2MyiJ9ELtEBn1CDEdUNHtkW4aUGfsJ9vPHTeXPb2wjonSMgss1sGxpUrMzx3333ddn7MorY9nTIrJRKRWVM5RSNwE3JW5jpW8/nmR8MzE31bBITCM9pLYUn8cVVWycHa23NXVHj9eZtSX860fnMbm6iLte38a5CyZEDZdJ1uvufjKa7EqobpcwY5yOmzmioYIrPjI96foVRZ6oMbOjuZvmrgCH1JX1Wc+OUzBupuxw44038sc//hEr/mqeiJznKDHwXXSJgDDwdaXUU9b4EuA3aIP8f5RSN1vj09HKYg3wNvB5K2sva/zv8m10+kN85ZSZWduHXUKgukTfB7xuV/TaG45E2LS/k+k1JQNej3XRPONmGk3y+i7Y3hNEJJZWKjJ4IGJjWw/BsGJCeSG723pSKgM/GPaT9Glzavl/58wBUlNrAqY3U16SeGy4XKLdOuHkbqZdLVqZue9Lx3H8zBoaqop55dun8QWHITKluhiXwKZ9nUn3aWd1uC1lBqChqrjfOZY7yh1sb+7mw70dHOrIeLJxu9KT8w3pczDWSkqVB1fs4L9f3JRyyYyhYMfMVBbrY9btUGZ2t/Zy1i9fZNn7ewf8DJPNNPrk9V+/rSdImc8TtbhFBu/NZLuYTj50HEoRfeodDtGsJLc7mmadipFkUrPzE9uY+dMVR/PCt04F9LHjD9o9m/TyUp+Hbc1d7GzpocDjYlxprKje+PLChOwNN9NqSli/pyPpPm03kO1W+sopM/nIIeP6naPtup1QXkhEaRl+Vl0yYyb+8w0jxqjWSkqVnS09tHQHM6aCJ6OjN0RJgTtaKM/rlui50dwVIKJgn1Ucsj9MBeDRJ6/vgm09QSqKY0+QLhHae4N8+Z4V7OunT02b1Q14QX0FAHvbBz7IByMYjkTTZ71uidY3SEmZMQHAeYkdM3P8zBqmWS4fnzemzNjGzMzaEva2+9m4r5P6yqJB3ZazJ5TxwZ7k5QbCjpiZEp+H68+dE21tkAw7PfvSY6dExw4Z39fN5NLxSKYCcBYZ6VpJmaLLUVrg3R0tWdtPR2+Q8iJvVI3xuFzR93Ytsp5BiqQaZWb0yeu/fltPMPoECfrCumFfJ0+t3RsNpkzENjImV2uJfc8gVVMH47aXNvPle94GtFFi1zdITZnR65iTKL+wY2OcsVIFbhfBsCISibXGmGm5dZZvbqKhqm9QbyKzJ5Sxrbk7aXXrkCNmJhXs86quopD/uuRIZtaWMHeiiZnJBmeeeSYLFizo8/PII4+MSq2kVAo/poIzcP3d7a0ZmFlyOnpDlBV6ohlMHocyYxcxHayYadBUAB518joAONGYEYldVPuLYreNjCmWMbO3Y3jGzJYDsYwor9sVlTp7QykYM6ZoXl7iD0UocAQpAtE2A1ff+w5VViDjTCu2pSsQTpqhlMicCWUoBRv2dnLE5EpAlyp4Y0sztVbfp1SldLulQXVxAWfOq+PjR0xKul7UmDFupiHzzDPPpLpqKrWS6Gc8WivJUmf6rZWklLoNuA1g8eLFQ/7H2i78kgI36zJUoDQZHf4gZYXeqDHidbuiada2ItMziDETihhlZrTJ679+W08wmskEMckb+jdmbGWmqriAskIP+4bpZmrtjjXj8zmUmcRaIskw2Uz5iT8U7hMnZR8DT6zZw6tWmrWzxcCihMJ2yZg9oRwgLm7m3R2tXHzbcu58dSsQC9gdDPshwTas+sO4mbJLY2NcR/JKYI31/lHgYhHxWVlKdq2kt7BqJVmd3S8GHlU6AteulQTDrJWUCjutwPX5kypoSaED+1CJKjPWse1xxZQZ2800kDJj90IzFYBHlzxXZkJxWRdOBb2/Sqh2vILP46KuvJC9/cTWpEqr4yT1ul3RmJl0AoCNvJlfBEKRqBJj4zRu7DYd48t8HDOtmmNnVPOpxQ2Dfu6U6mIKvS4+cBgz72zTsQoPrtBhFJ4U3Ux2zY5aR9BxMowyk12+/e1vH5S1klJhZ0sPPo+LmeNL2LwuvqbX6b94gSMaKvnVZxYOez8dvSGm1pREVUeP2zWgm6mlK8C//OU9JlYUct1Zh0bvIaYC8OiSt8aMUoq2nkCfmBmb/t1MsQyiunLf8I2ZnpgyU+BxRW9KqQQA+8MRCjwu+0JlyBP8oUjUHWnj/L3Dr42ZAo+LB79yfMqf63YJs+vig4DtSr/28ZhqzMzHDp9EWaGXKTX9p29D7JwzMTPZ4Z577om+P5hqJaXCzpZu6iuLqCgqoK0ngFIKEaG1O8Dm/V1s3t+V1Jj5+3u7aagq4sgU1EjQAcBlhR6HmymmzNgPlT3BWBzZ31ft5rkP9uF1C+83tnPHFUcDGGVmlMnbv35PMEwwrBJiZhzGTLg/N1NYV4h0u6grKxw0m2kw+dzpZtIBwOkpMz5zAuUd2phJcDM5fh+O+3H2hLI4N9N7O1o5a14dUy2jxJ2i4VxU4GbJggmDrmffNEw7A0Minf4w5UVeKou9BMMq6vJ5acOBfrdRSvHP973LBb97jcZBusA/vrqRPW29tCdxM0WzmRKUGaUU/1jVyKzxpfzy0wt5Z3sr/2s1TTUxM6NL3v71l63TRZCqipO7mcL9XF17g7Ebyfhy3ZwvWUGnLn+Iax9YyczvP855v3mZLn/fDBFbHbLRbiYrmykU4Vt/eY+vWJlOyQiEIib4Nw/xB8N9/u/JjoOhPCnOnlBOU1eA/R1+mjr9bG/u5sgpVVx5oi6wl+mS7abOjKE/wpEIbpdEHzjt9jPPf7APIFqJ2onz4fCWZzf0+9ndgRBf+/M7/PdLmwiEIpQ7AoA9riRuJn+Yfe29zPu3p3hjSzPnHTaRjx0+kSOnVPKHFzcDxt0/2uSlm2l/h5/rHnyPwxsq4p4enW6m4ADKjK2e1JX7CIYVLd3BaClsmz+/sY2H393FJ4+s56F3d/GXFTv6lH7vDoTj9uPzxLKZ/vb2Tl78cOC0xmDYGDP5SDJlJlnhxKFcXOdM0OnTq3e1snxzMwAnz6pl5vgSBDh2evUAW6ePcTMZ+iMUVnHGTGt3EI/LxRNrtKcsmXptFzUFeGdba7+fvd8qgvf6piYA6iuLosqPxy1RlSVqzARDrNrZRk8wzLSaYi45ZgoiwpUnTueae98FjDIz2uTlX393aw/hiOLrp8+i0tH23ZmoEepHmfE7lBm7n83WJA0n39vZRkNVEb/8zEKOmlrFHa9u7aPgOONlwErNtpQZpyFjBx37Q+G4vjxGmclPdDZTfMxMsuNgKG6mIyZXUlvm41t/WcXtr2zhM4snM29SOT6Pm88fPy1qyGcKj2lnYOiHiFJ4XEKlQ5m5/ZUtBEIRTj60lq4kGUbbLGPm3AUT2LCvI6kiDjFjxg52n1JTHCua547FLnZa23cHwtHr/MNf+wgTKnTD1KOmxuJyUg2ON2SHvLwTNnXpA7mmNF5NkVQCgEMRfNYF/fAGXQV4laPA3qsbD7Dk1y/x9tYWFkzSy8+cW6c7BztOvkAowub98X1w3C5JerNo6tSuqH++911O+vlzrNqp9xcIR0xadh6SPJup73EzlCfFUp+HO79wNJVFXi5a1MD3Pjp3yPNMBfsBwhgzhkRCEa3MlDuUmYff3cmZc+tYMKk8aXHH7ZbB8bHDJxFRsGZXW9zye9/YzsZ9nVFjxmZqdXH0fPE6rsN2E8qeQJgtB7qoKPLGlRuoK4t1gTcPlqNLXrqZDnRo42BcQtqoK5UA4GCsxseE8kLGl/l4b2fshHngrR1Ra3/+JF23o8i68QRCEbB2+dvnNnDLcxv7fH4yd8H+Dj/+UISn1+3F7RLO/+2rXHnidKPM5Cn+UITqklRiZob2pDh/UgXPWT2fso0dUDxYg1fD2GRXaw8HOvzRIo1OwhGtzNhupuWbm9jb7ufMeXXs7/ATDKs+18BtTd2ML/Nx7AztDn1gxQ4OGV9KTamPt7Y2872HV3PyobWcMWd8dJtSn4fqkgJHarZEr8PtvdqYsZWZ6QlxOi6X4BKIqJjKaBgd8vKvv79TW+V9jZnY+1SUGRHhiMmVvGcpM6FwhBfW74uua/dvKrCemgOhCEopeoNhXnRE5DvlyQK3C9ummlGrT5z9HX7ueX0bHpfw+NdP4mOHT+TO17ayvbnbGDN5SLLU7GQKXS748E07g/zmF0+t5/O3v5H0/69jZlzR/nmPrdoNwKmH1lJs9QVLVGe2NXcztaaYcaU+jpxSyUPv7OKnT3wAwG+e0QHBkyoK45SZKdXFiEgsm8mqrl3gcUVjGnsCYbYe6O5jzECse7wJAB5dsna1E5EbRWSXiKy0fs5zLPuuiGwUkfUico5jfIk1tlFErneMTxeRN6zxB6zKlEOmqTNASYG7T6O8eGWmv5iZMIUOA2Lh5Eo2H+jiQKefFdtaaO8Nccy0arxucRgzMWXmv1/azJwfPBknfz597cm8dv3p9nel0LpRzbIquK7Z3caf39jG+QsnMXtCGd8+Zw7hiOLDvZ1xMqchP/jCR6b1aQ+Q6HaC3DBmXKZoXl6z+UAX7b2hpA1OwxGF2wVlPg9ul3CgM8D8SeWMLy+kpEA7FZyu+7aeIOt2t0crXz/01RM477AJvPThfpo6/bxiVcZ2uSTOmLHLDkTrzFjHpPM6HwhH2N3Ww7SaZMaMjp10mXpfo0q2r3a/UkottH4eBxCReegS2fOBJcDvRMQtIm7gVuBcYB5wibUuwM+szzoEaAGuHM6kDnT6GVfWtzKpxKVm99/OwOeIazlrXh1ul3DzEx9EDZTffW4Rz/3LqdF+NlFjJhzmgbd29Pn8SZVF0WBiiLkH7N46v35mAxGluPbMQwEdrPbxIyZxWH0FP/rE/PS+vCHnufTYqX1quCQqM25HSfaDGbdpZ5DX2P2X3rAy55yEIhE8Ll0UtLxQGy+nzdbuoWKfpcw4Anz/9OoWOv0hLj12KqAfDE89dDz7Ovz87/Lt0fUCoQj7O/3RfmV2YcdYo0n9mhi/qBRMG9e3CKT9OcPt02cYHqPx6LYUuF8p5VdKbQE2oqtKHgNsVEptVkoFgPuBpaKjck8H/mptfxfwieFM4ECnn5okPWNSSc3uDcb3xTm0royrTp7BX9/eyfLNzZQUuKkpKYh21YbYjcYfikSNGK9bok8EiSeNnbFUW+aLnsRnzKmL+8zffGYhf//nExlvlJmM8MUvfpHx48ezYMGC6FhzczNnnXUWs2bNAt2vpgpANLdYSuEqEVlkbyMil4vIBuvncsf4USKy2trmFslw2ebEWKtcyawwbqb8pcsf4oCV3PDmlr7GTETFjg87bubU2bUAlPj6KjN/WbGTU2fXRhVxgBNnjQPgV898SKHXRX1lEYFQhH0dvRxaV8oNH5/HJUdPAWKKjH3uJEvGmDGutM/YRUfpViGH11em+tUNWSDbxsw11sX+DvtGANQDOxzr7LTG+huvAVqtTq3O8T6k2nq+qTPQJ14GUiuaFwhF+hzkdjDZa5sOUF9V1Ke9gO0CaO4KsL25m386cTr3X3Ucj3/9JJ5PEmhpl46vLPbSbvXZOcU6iaNzzZGbVa5wxRVX8OSTT8aN3XzzzZxxxhls2LABoAOwXZ/nohvzzQKuAn4PICLVwA3AsWjj/AbHcf974EuO7ZZkcv6pxNAcjLhMAHDessNSZcoLPby5tblP6QqtzFjGTHEBFUVeFlqBwlE3UzR1OsSu1h6OSmhhMKmyiJMP1dfOqdUllPjcWpnp8FNb5uMLH5nONCsOJqbM2MZM33MomTJz7Iwatvz0PA5rqOizzDByDOuKJyLPiMiaJD9L0RfvmcBCoBH4xfCnOzBKqduUUouVUotra2v7Xa8/N1OcMtNvb6a+HYvtk6E7EI5Kjk7slgOrrKyn42bUcNTUakp8nqQBZTbOVgv2CWnIDieffDLV1fEF4R555BEuvzwqrjQRUwSXAncrzXKgUkQmAucAy5RSzUqpFmAZsMRaVq6UWm51H76bYaqLiSQGgme6Um+2iCkzozwRw4izvUkbM+cvnERzV4BNCaUqwlbRPIALF9Xzz6cfEjU47ABg25jZvF+nZM8c31c5+a9LjuTEQ8bxlVNnUOBxEQhHOJDkgdbjqAAMfZWZcaUFlBV6SYbpjzf6DOuKp5Q6Uym1IMnPI0qpvUqpsFIqAvyRWIOyXcBkx8c0WGP9jTehbxaehPEhEY4omrsDjEviZnIekGHLzbS9qZuTf/48r1jZR8mqr9aUFFBmuYPqq/oaM/aNxs56mmulbA9GRVEBZ82r05+bxEgyZJe9e/cyceJE+9cgUGe9T1ddrLfeJ45njD7GTI5kVph2BvnLjhbdO+mio/Rlf3lC3IxdZwbgsuOn8U8nzYgus91MdoXezQcsY6a2rzFTUeTlf//pWC44soECt4uO3iDhiIp+ho2tAtnnTmGC2jnQg6dh9MlmNtNEx68XAGus948CF4uIT0SmoyX3N4G30HEJ061spYuBR60n2eeBi6ztLwceGeq8dC8losG5Tpyem6DlZnp3Rwvbm7v53O1v0NSp670kWuwiEj3Q6yv7ypD2jWZHSw8iOjUwFSqLvfz3547iw38/N6X1DVkn63fcVF2libgdzfEgd2peuEwAcN6yo7mbUp+HIxoqqCv39YmbCTuMmURKbGXGSs3etK8TkVhmUn/4PG7ae/Q2iddxZ2o29M0QTJbJZDh4yOYV7+dWwOMq4DTgWgCl1FrgQWAd8CRwtaXghIBrgKeA94EHrXUBvgNcJyIb0TE0tw91UvYJc3hDZZ9lTjeTHZC4tz0Wof7oe7uTupkgdqAPpMy09wQp8rpTliQrirzRegeGkaeuro7Gxkb7Vy9gFxFKV13cZb1PHO9Dqq7SZDiPk1w5ZuybVX91nQxjl+auALVlPkSE42bU8PKG/XH9lkJW0bxkFNvKjD/MQ+/s5DfPbqChqmjQdhsFHle0EF5iTExiarYdh2aPTzPKzEFN1q54SqnPK6UOU0odrpQ6XynV6Fh2k1JqplJqtlLqCcf440qpQ61lNznGNyuljlFKHaKU+pRSyp+4v1R5bWMT5YWeuIh3m7iieZabaXdrLyUFbmbXlfH393YTiqikJ8y0qDKTJGbGOinaLGMmVZwxM4aR5/zzz+euu+6yf60hpgg+ClxmZTUdB7RZx/dTwNkiUmUF/p4NPGUtaxeR46wspssYhrrYH2WFHsZbimPuuJmMMpOvtPcGo9man148mZbuII+tit4miER00bxk2NfRd7a38K2/vAeQUmZngcdFh5VUkRg03zc1W79OqymhrtzHcTMy22TVkFly4/Etg7y66QDHzahJKl/G92bSbqbGth4mVhbx0cMn8s72ViB5y4ETZtZQX1kULdjkpMDRtCydRn25UPRsrHDJJZdw/PHHs379ehoaGrj99tu5/vrrWbZsmZ2aXQ7cbK3+OLAZXVbgj8DXAJRSzcCP0S7Tt4AfWWNY6/yPtc0mIGrEZ4rbPr+Ya8/StYhy5dhxm6J5eUt7TzAaUHvCzBpmjS/l/jdj9WBCEdVvSw63SyjyunlizR7KCr385ILD+OH5g9fcKvC4os0jE5WZWKPJ+NTs2jIfb3zvTI6aaoyZg5m86s20o7mbnS09fMkRSOYkWW+mPW29TKwo5MRZ4/jlsg+B5MbMcTNqeNWq4puIM002WbpfIgvqy1mzq29FTEP2uO+++5KOP/vsswCIyIe2YWLFcV2dbH2l1B3AHUnGVwAL+m6ROY6YXBl96vTkijEjps5MvtLeG4p2n7Zbw7y2MdbmZaCYGYAeyyV1+QnT+OyxU1Lap895LU5QZmKNJuOVmVx5MMh38sqYaagq4pnrTqaqOHk3hGS9mXa39TJ7QhnTHcFf6agrEB+/kNhCIRl//coJ+IMmV9WQPnbQYkGOuJnsekmmzkz+0dEbpNyR6lzq89DhqOgbikSixu5AfPLI1BMDndfixOu4/ZCamM2UK/Fn+U5eGTMiwiHjy/pd7ixEF4pECIQiHOj0M7GiiMri2EmXrA/OQDiVnMSngWQUet1pG0wGAzgvyLlxATbKTP7S3hOKlrQAbcx0+UPR4nnOCsADkU5grvNanHgdryop4GcXHsYZc3UFBvsabIyZ3CCvjJnBcJ42wbBib7tO455UWYiIUODWBZcSA8cGw+lmSkWZMRiGin0BzhVjxmXaGeQlgVCEnmA4Tpkp8XmIKOgNRqLqyEBtOZ657pS0r6cFgzxYfubomLuqMKpy5sa5lO+Y/5IDSUjNttOy68q1X7euQmeKpBL34sTlkph0aRQXQxZJlMoPdtzGzZSXdFjp0eVFTjeTvjZ2+INRN797gOP4kPGlaRcTjXczDXwdjyozxpjJCcx/yUF8anYkGmBmV4qcWK5PnP7SBQeioJ9OrAZDJonVxsiNUzvmZhrliRhGFDtQvbzI4WYqtPsthaNKXaYbpha4Y9ffwa7FPuNmyinMf8lBXDZTREWDcO2nXTvyvrkr/TI39glRlKaqYzCkQ67FzNjPBUaZGR5/+ctfmD9/Pi6XixUrVsQt++lPf8ohhxwCsEBEzrHHRWSJiKy3Orlf7xifLiJvWOMPWBXZsaq2P2CNvyEi04Y6X7twXZnP4WZyNI+MKjMZrmTtNEySZaU6KcyxcynfMf8lB4lF8+zu1fbT7vc/Opcl8ydw5ty6ZJsPSMyYMcqMIXv4ciyd1AQAZ4YFCxbw0EMPcfLJJ8eNr1u3jvvvv5+1a9cCfAj8TkTcIuIGbkV3gJ8HXCIi86zNfgb8Sil1CNACXGmNXwm0WOO/stYbEnZLgXg3kzZmOnpD0eMh097SOGNmkGuxCQDOLcx/yUFi0Tx/SLuZbAu+rryQP3z+qH47pw6EbRAVmgBgQxZJLMF+sGPaGWSGuXPnMnv27D7jjzzyCBdffDE+nw8ggC7aeIz1s9Gqrh4A7geWWhWqTwf+an3EXcR3i7dLYv8VOEOG2C46FjOTzM0UihYtdWfYKPcNJWbGGDM5gfkvOejjZrKVmQy4huwTIpXUbINhqLitYPNcUWZEBJeYdgbZYteuXUye7GwXNmiH9xqg1eqV5xzHuY21vM1aP45UmqVG3UwJ2UygK6VbtkzmY2as67DI4IG9hTlWsynfManZDvq4mYK2MjN8A8Q+cUxqtiHbVJcUUFWcO3293C4x7QxS4Mwzz2TPnj19xm+66SaWLl06CjNKjlLqNuA2gMWLFyf9x0bdTAl1ZkAbM1FlJsPGjK3M+DyuQRv+GmUmtzDGjIPEonmxmJnMKTMmZsaQbf7y5ROoLk1e5fpgxCVilJkUeOaZZ9Lepr6+nh07nAJMXMf2ZB3em4BKEfFY6otzfbsr/E4R8QAV1vpp094bxCWxoF+IGTNd/lAWs5lSzyqNVgDOEZUz3zH/JQdOQz0cUQSyYMykW6PGYEiXKTXF0RtDLuB2iQkAzhLnn38+999/P36/H6AAmAW8iW6EOsvKXCoALgYetfqOPQ9cZH3E5cR3i7/cen8R8JxSQ5PUOnpDlBV64x4giwvciNjKjJ3NlB03U2qV2K1geqPM5ATmv+TAGTMTtLKZXJKZpn0+T+pPBAZDPuEW42YaLg8//DANDQ28/vrrfPSjH+Wcc3QG9vz58/n0pz/NvHnzAA4FrlZKhS3V5RrgKeB94EGl1Frr474DXCciG9ExMbdb47cDNdb4dUA0nTtd5kwo46OHT4wbExFKCzx0OpSZrBkzKTxUVhYX4HYJNSW+jM7BkB1y5/FtBHAlKDP+UDgj8TIQM2aMm8lgiMflMm6m4XLBBRdwwQUXJF32/e9/n+9///uIyBql1BP2uFLqceDxxPWVUpvR2U6J473ApzIx34uPmcLFScZLrP5M2XIz2dfzVK7rtWU+nr3uFCZXF2d0DobsYIwZB/HKjI6ZyUQmEzifCIwxYzA4MQHABpsSnztBmclO0bxU3f3pNLE0jC7GzeQgsTeTPxjJSLwMmGwmg6E/XCKmnYEBgNJCL53+cDRmJlsBwIMVzDPkHsaYcRCXmp1hN5PJZjIYkuN2mTozBk2pz01nb5BwllKzjUI+djHGjANXQt2B7kA4c8qMyWYyGJJiAoANNpVFBWxt6mZnSw+Q3TozhrGF+Y86SDxvugKhjMXMRNsZmCeCnGPatGkA80RkpYisABCRahFZJiIbrNcqa1xE5BarGd8qEVlkf46IXG6tv0FELk+6szzEZVKzDRZfPmUGgVCEf3nwPcAoM4bUMcaMg8SKkF3+cMYKJhk3U87zoVJqoVJqsfX79cCzSqlZwLPE0lTPRdfymAVcBfwetPED3AAci84UucE2gPIdjzFmDBaHN1Ry6uzarMXMREtkGGVmzGH+ow4S3Uxd/lDmYmZMAPBYw9l0L7EZ391KsxxdTXUicA6wTCnVrJRqAZYBS0Z4zgclLpPNZHDgvOYaZcaQKsaYcdDHzeTPnJtp0dQqTpo1zjSazEEsxW6WiLwtIldZw3VKqUbr/R6gznrfXwO//sYT9zVok76xhtu0MzA4cMYVejKdmu02MTNjFVNnxkEfZSaDAcCnHFrLKYfWZuSzDCPLK6+8QkNDw/vAecAyEfnAuVwppUQkI3fjVJr0jTVMOwODE6dqkmllxuN2UV1SQF15YUY/1zD6GGPGQWIT1e5A5txMhtylvl4LKEqpfSLyMDrmZa+ITFRKNVpupH3W6nYzPhu7Ud8u4NSE8ReyO/PcwCVCxLiZDBbOB8hMGzMAT37zJCqKcqervCE1jNbmIFGZCYaVkSPznK6uLjo6OgAQkRLgbGAN8U33EpvxXWZlNR0HtFnuqKeAs0Wkygr8Pdsay3uMMmNwkk1lBmB8WaF5SB2DGGXGge2e9Xlc+O2O2aYuTF6zd+9eu+fNPHS34XuVUk+KyFvAgyJyJbAN+LS1yeNod9RGoBv4AoBSqllEfozuVgzwI6VU88h9k4MXHQA82rMwHCzEx8xk3pgxjE2MMePAVmacxkyB21jw+cyMGTN47733EJF1jrRslFJNwBmJ6yulFHB1ss9SSt0B3JG1yeYobjEVgA0xspnNZBi7GNnBgV1nxtm3wygzBkN2MW4mg5M4ZcZtjBlDagzrTi0inxKRtSISEZHFCcu+a1VBXS8i5zjGl1hjG0Xkesf4dBF5wxp/QEQKrHGf9ftGa/m04cx5IOyHAGecjImZMRiyi8u0MzA4iIuZSczKMBj6Ybh36jXAJ4GXnIMiMg+4GJiPLgz2OxFxi4gbuBVdJXUecIm1LsDPgF8ppQ4BWoArrfErgRZr/FfWellB0CeO82QygWIGQ3YxyozBSbazmQxjk2EZM0qp95VS65MsWgrcr5TyK6W2oIMhj7F+NiqlNiulAsD9wFLR/p3Tgb9a2ydWVLUrrf4VOEMS+w5kCKPMGAwjjzFmDE6cbv5MF80zjF2ydaSkWwW1BmhVSoUSxuM+y1reZq2fccQRAGxjYmYMhuzidpk6M4YYzirpbhMzY0iRQbOZROQZYEKSRd9XSj2SZHzUsErNXwUwZcqUtLe3lRnjZjIYRg63GGXGEMOkZhuGwqDGjFLqzCF8bn9VUOlnvAndkM9jqS/O9e3P2ikiHqDCWj/ZXIdVCt5OzZ47sZzXNuldGDeTwZBdXMbNZHBgUrMNQyFbd+pHgYutTKTpwCx0wbG30A37plvZShcDj1q1OZ4HLrK2T6yoaldavQh4zlo/49ju2bJCD1OqiwHwGpnTYMgqbtPOwODAqcyYbCZDqgw3NfsCEdkJHA/8Q0SeAlBKrQUeBNYBTwJXK6XClupyDbqM+/vAg9a6AN8BrhORjeiYmNut8duBGmv8OiCazp1p7JgZtwgXHKlDdnqDkWztzmAwYAKADfE43fwuo8wYUmRYFYCVUg8DD/ez7CbgpiTjj6NLvieOb0ZnOyWO9wKfGs48U8V2M7ndwldPncmkykLOO2ziSOzaYMgM/g5YeS+s+BP428FXDgsuhI98AzwFIzOH3jZY+zBsfQVKxkPlZKiYDDWHQO3sPh1dXS7B2DLD4y9/+Qs33ngj77//Pm+++SaLF+uyX1u3bmXu3LnMnj0bYJ6I/EEp9RUAETkKuBMoQl+Tv2F1gK8GHgCmAVuBTyulWqws0t+g23V0A1copd7J9Hcxrn3DUDDtDBzYDwFuETxuF585Ov0gYoNh1FjzEDz+LehugoajoeEoaN0Bz/87HPgQPnlb39bwmaRpEzxzA3z4NIT9UDpBGzahntg61TPgjH+D+RdEh9yCUWaGyYIFC3jooYf48pe/3GfZzJkzWblypd2S4yuORb8HvgS8gTZmlgBPoNXvZ5VSN1uFTa9HK+fnokMGZgHHWtsfm+nv4lRmDIZUMcaMg6gyY6RNQ66x/Pfw5PVQfxRc8gBMPjq27IWfwQs/gUPPgcMu6v8zhopSsOFpePjLoCKw+Itw2KegfpFe3t0Erdthz2p484/wlyuguxmO1nUxTQDw8Jk7d25a64vIRKBcKbXc+v1udG2vJ9C1vU61Vr0LeAFtzCwF7rZiFpeLSKWITLS6wmcMo8wYhoIxZhzYD63GmDHkFK/9Fp7+Psz5GFz0p77upJO/BWsfguW/y6wx07odnvwu7HgTuvbB+PnwmXugZmb8eiXj9E/9Ilh4Kdz/Wa0gTToS6heZAOAss2XLFo488kiA2SJyklLqZXT9rp2O1Zy1veocBsoeoM5631+dsIwaMx63MWYM6WOMGQe2MmNqGxhyhgMbYdm/wdyPa0PG7e27jssNiy6Dp74He9dB3by+66RLTyvc80no3AtzPgqTj9GGisc38HZuj3Z33Xos/P3rcNWLuF1CyCgzg3LmmWeyZ8+ePuM33XQTS5cuTbrNxIkT2b59OzU1NYjIDuBeEZmf6j6tGJq0/jnDrfdlMAwFY8w4iLmZzJOBIUd47sfgKYSP/jK5IWNz+MXw7I/gsWvh8w9DQfHw9vv2ndC0Aa74B0w7Mb1tiyrhnJvgb1fC+4/ich1CxBgzg/LMM8+kvY3P58PnixqY3cA+4FB0/a4Gx6rO2l57bfeR5Y7aZ40PVD8synDrfRkMQ8HctR1EA4DNX8WQC3z4FKz7P/jI16F0/MDrltTABX+AHW/Ao/+s41yGSiSijZmpH0nfkLGZf4HObnr5l3gE0zU7S+zfv59wOGz/WoAO3t1suZHaReQ4K0vpMpLX9kqs+XWZaI4D2jIdL2MwDBVz23YgRpkx5Ao9rfD3b8D4eXDitaltM/8COP1fYc1fdSDuUHnrj9CyBY76wtA/w+XW896zikM73jQBwMPk4YcfpqGhgddff52PfvSjnHPOOQC89NJLHH744SxcuBBgJvAVpVSztdnXgP9BNwLehA7+BbgZOEtENgBnWr+DznjabK3/R2t7g+GgwLiZHBhlxpAzLPsBdO6Di+8dPE7FyYnXwc63dPzMpIU61iUdNr8IT3wHZp8Xl149JA77NDz/E07aezc/jXx3eJ+V51xwwQVccEHf/8eFF17IhRdeCICIvK+U+ru9TCm1AliQuI1Sqgk4I8m4Aq7O4LQNhoxhbtsOTMyMIduIyBIRWS8iG60aHunTdUAXxjv6n2Lpz6nicml3U/kkePBy6Nyf+rbBHnjsm1A9HS68XQfzDgdPARz3NaZ2rmSG2j68zzIYDHmNuWs7cDnaGRgMmUZE3MCt6OJj84BLRCT91KI1f4NICI66YmgTKarSKdQ9zTpNurctte1e/gU0b4aP/Wr4AcQ2R1xMWNws5cXMfJ7BYMhLjJvJgS3IeExzSUN2OAbYaLXuQETuRxciW5fWp6y8FyYcPrwU64lH6BTpBy+H/5gFhRWDb9N9QGdFzTh16PtNpGQcWyo/wmXNT3DgxqmZ+9w8pUeKmXzD+6M9DYNhxDHGjIM5E8q5/tw5nDRr3GhPxTA2SVZ0LK4c/KA1OiIRrcgUVw9/NvOWwpee0wX1/J2Dr19YnnqwcRoUnH0D7z7zW8A0dR0uyl0Ylzudq/z1K8fT0Rsa7WkYcghjzDhwu4SvnDJz8BUNhiwxaI0OlwsWDyOLKJH6RenH3WSYKXMXM2XunaM6B8PBxeJpGTDWDXmFiZkxGEaOlIqOGQwGgyE9jDFjMIwcbwGzRGS6iBQAF6MLkRkMBoNhGBg3k8EwQiilQiJyDfAU4AbuUEqtHeVpGQwGQ85jjBmDYQRRSj2OrqRqMBgMhgwhaoz2RBGR/cC2fhaPAw6M4HSygfkOI8tUpVTtSO7QHMM5Q658D3MMZ4ex8D1y5Tv0ewyPWWNmIERkhVJq8WjPYziY75DfjIW/3Vj4DjB2vsdIM1b+bmPhe4yF72ACgA0Gg8FgMOQ0xpgxGAwGg8GQ0+SrMXPbaE8gA5jvkN+Mhb/dWPgOMHa+x0gzVv5uY+F75Px3yMuYGYPBYDAYDGOHfFVmDAaDwWAwjBGMMWMwGAwGgyGnyStjRkSWiMh6EdkoIteP9nzSQUS2ishqEVkpIiussWoRWSYiG6zXqtGepxMRuUNE9onIGsdY0jmL5hbrf7NKREa3++FBijmGRxZzDGeHXD2Oc/EYhvw4jvPGmBERN3ArcC4wD7hEROaN7qzS5jSl1EJHPYDrgWeVUrOAZ63fDybuBJYkjPU353OBWdbPVcDvR2iOOYM5hkeFOzHHcEYZA8dxrh3DkAfHcd4YM8AxwEal1GalVAC4H1g6ynMaLkuBu6z3dwGfGL2p9EUp9RLQnDDc35yXAncrzXKgUkQmjshEcwdzDI8w5hjOCmPtOD6oj2HIj+M4n4yZemCH4/ed1liuoICnReRtEbnKGqtTSjVa7/cAdaMztbTob865/v8ZCXL9b2SOYQPk9t9prBzDMMaOY9NoMnc4USm1S0TGA8tE5APnQqWUEpGcyrPPxTkbhoU5hg25zpg7hiF35+0kn5SZXcBkx+8N1lhOoJTaZb3uAx5GS7V7bfnPet03ejNMmf7mnNP/nxEip/9G5hg2WOTs32kMHcMwxo7jfDJm3gJmich0ESkALgYeHeU5pYSIlIhImf0eOBtYg57/5dZqlwOPjM4M06K/OT8KXGZF0h8HtDkkUIPGHMMHB+YYHh45eRyPsWMYxtpxrJTKmx/gPOBDYBPw/dGeTxrzngG8Z/2stecO1KCj0DcAzwDVoz3XhHnfBzQCQbTf9cr+5gwIOsNhE7AaWDza8z8Yf8wxPOLzNsdwdv6uOXcc5+oxbM1xzB/Hpp2BwWAwGAyGnCaf3EwGg8FgMBjGIMaYMRgMBoPBkNMYY8ZgMBgMBkNOY4wZg8FgMBgMOY0xZgwGg8FgMOQ0xpgxGAwGg8GQ0xhjxmAwGAwGQ05jjBmDwWAwGAw5jTFmDAaDwWAw5DTGmDEYDAaDwZDTGGPGYDAYDAZDTmOMGYPBYDAYDDmNZ7QnkC3GjRunpk2bNtrTMIwR3n777QNKqdqR3Kc5hg2ZxBzDhlxnoGN4zBoz06ZNY8WKFaM9DcMYQUS2jfQ+zTFsyCTmGDbkOgMdw8bNZDAYDAaDIacxxozBYDCMcSxXzzwRWSkiKwBEpFpElonIBuu1yhoXEblFRDaKyCoRWWR/johcbq2/QUQuH5UvYzAkIavGjIhMFpHnRWSdiKwVkW9Y4+YkMuQEO3bs4LTTTgOYb45hQ47zoVJqoVJqsfX79cCzSqlZwLPW7wDnArOsn6uA34M+5oEbgGOBY4Ab7OPeYBhtsq3MhIB/UUrNA44DrhaReRzMJ1FvOzz6dXj4K7DpuazswpA7eDwefvGLXwCsJVeOYaXg5V/CX78Ir/8OAt1Z2Y0h51kK3GW9vwv4hGP8bqVZDlSKyETgHGCZUqpZKdUCLAOWjPCcs4ZSit8+t4GdLeZ8yUWyaswopRqVUu9Y7zuA94F6DuaT6PXfwjt3wYdPwT0XjI5Bs/0NeOVX0L575PdtiGPixIksWqTFlZw5ht+7H579IWx7DZ76Ljx5/eDbZJrtb8CdH4MXfgZ712kDyzBqiAjALBF5W0SusobrlFKN1vs9QJ31vh7Y4dh8pzXW33jivq4SkRUismL//v0Z/BbZpakrwH8+/SFPr9072lMxDIERi5kRkWnAkcAbZOkkGjbdzfpJdu75cN06KKyElfdmfDcDEuiGv34BnrkRfrUA7r8Udrw5snMwJGUkjuFh3wg69mrjZfKxcO06OOoL2rjpHMGbSleTPoZ3r4QXfgq/Px5+dzzsfHvk5mCI45VXXgFtiJ+LVhdPdi5XSikgIxanUuo2pdRipdTi2toRzQQfFsFwJO7VkFuMiDEjIqXA34BvKqXancsyeRIN+0bw6m8g0AmnfQ+8RTBvKXzweFSmb+4KcN2DK+kOhDIx3eS8/J/Qvgs++Uc44RrY/jr86VxY81D29mlIBRcjcAwP+0bwxLch2APn/xZcLjj+agj7YeWfMzG9weltg/+9ALoOwBV/h39ZDx/9JQS64I5zjOt2lKiv13azUmof8DDa1bnXUg2xXvdZq+8CJjs2b7DG+hsfEwRD+hQOhIwxk4tk3ZgRES/6JvBnpZR9R87KSTSsG0FXE7x5Gxx2EYyfq8fmfwKCXbDtVQBueXYDD72zi/vf3NH/5wyHTc/pWIeFl8Lhn4azfgRfXwkNR+sYnr1rs7Nfw4AEg0GAmYzAMTws9q6Ddf8HJ14LtYfqsXGzYNxsbRSPBI9dp4/Tz/wvTDoSyurg6Cvhyy/CuEPhgc9Dx56RmYsBgK6uLjo6OgAQkRLgbGAN8ChgB6JfDjxivX8UuMwKZj8OaLNUyKeAs0Wkyor3OtsaGxMEjDKT02Q7m0mA24H3lVK/dCw6+E6itQ9BsBs+8s3Y2MSF+nXf+wB4XAJAKJKFgz0chH/8i775nPefsfHCcvj0PVBYAY9cY2IPRhilFFdeeSVA70F/DC+/FbzFcOyX48frj4Jdb2f/2Nn4LKz5K5xyPRx6dvyy4mr4zD1aNXr5l8m3N2SFvXv3cuKJJwLMA94E/qGUehK4GThLRDYAZ1q/AzwObAY2An8EvgaglGoGfgy8Zf38yBobE9jX9UDYXGNzkWxXAP4I8HlgtYistMa+hz5pHhSRK4FtwKetZY8D56FPom7gC6BPIhGxTyLIxkm0+q8wfh5MWBAbK66G0jrY/wEAHre2/YLZONjfuRuaN8NnH4SC4vhlpbVwyrfh8W/B7nf0zckwIrz66qvcc889AGUH9TEc7IHVf4MjPqOPWycNR8F790LrdqiamrFd9uG9+6GoCj7yjeTLa2bCkZfC23+C07+vDXRD1pkxYwbvvfceIrLOkZaNUqoJOCNxfcttenWyz1JK3QHckbXJjiK2m8koM7lJVo0ZpdQrgPSz+OA5idp2wY7lcPoP+i6rnRNVZrxuS5nJhjGz9mEYPx9mnZ18+eGfgWU3wIo/GWNmBDnxxBNRSvW5EVgcPMfwlpch1KOD1xOxj5ddK7JnzAR7YP3jsOCT4Cnof73DP6MN962vwpzzsjMXg2EIGDdTbmMqAEM0JiapITF+LuxfD5EIHpetzGT4YA90w4434JDTQfqx/QrLYfa5sGFZZvdtGBt8+CR4S2DaiX2X1S0AcWc35urDJ3Xw/PwLBl6v4WjwFMGWl7I3F4NhCJhsptzGGDMA25dDQRnUze+7rHaODgJu24HXow2NYKZjZra/BuEAzDh14PUajobOPdDeOPB6hvxCKdjwNMw8DTy+vsvdXiibmN26RSvugIopMP2Ugdfz+GDKcbDlxezNxWAYArYR4zfZTDmJMWZAqyINi8Hl7rts3Cz92rwZr6XMZNzNtOl5cBfAlOMHXm/Skfq1cWVm92/Ibfatg7Yd/bsoASrqdcp/Ntj1tlZajro8+TmUyPST9Jy7x0zsqGEMEFNmTABwLmKMmd42Lb/3Z0iUWrXQug7gsWJmMipDKgXv/10/0RaUDLzuhMNAXLD73czt35D7fGglRQ1kzJRP0rFhmUQpePsuuPsCKJsER12R2nYTj9CvptSA4SDCNmKCRpnJSYwxs+MtQMGUY5MvLxmnX7v2EbEM9oxa7ntWQes2mPvxwdctKIbaubDrnczt35D7fPiUNhDKJ/a/Tnm9djNlMj17w9Pw96/D+Dlw5dOxc2Uw6qyMwb1rMjcXg2GYmJiZ3MYYMzuW6+DI+sREFYvCSnB5oWs/oUwf7ErpQn3igjkfTW2bunk6INlgAIhEtNtxapLAXyflk3S2U09L5va98Vld1+byx6By8uDr25TWQfE42GOMGcPBg31dDxhjJicxxsz25bq2jK80+XIRKKnVxowlzYQycbCHArDsB/Du/8Lx16T+VFs9U8dHBHuHPwdD7tO+E0K9sdiu/ii32kBlMgh468s6mHegVOxkiOhzbu/qzM3FYBgmps5MbpPfxkw4qIMXBwu8LRkHXQeigb/BSAak+ld/A6/9l24EeOYPU9+uZiagtGvKYDiwQb+OtDHTuV8H8U47aWjb1y2AfR9AOIt9zgyGNLAVGdObKTfJb2OmaaNuYTBYEbqSWujcRziSwYN92ys6oPfjv9YNAVOleqZ+bdo0/DkYch/7OKg5ZOD1yifp1/admdnvbitua7AHgf4Yd6hugJmp+RgMw8RkM+U2+W3MtFkX0qppA69XUgtdB6KKTG8wPLz9KgW7V8KkRelvWzNDvzYbY8YANG3QNZLsrLv+KK3Txer2fZCZ/bZZzVYHO3f6w96uZWsGJmMwDJ+o8m7cTDlJfhszrdv1a0XDwOuVjIOu/YStg7wnMExjpnUb9LbCpIXpb1tUpX+MMmMA7Waqmdl/5Wgbt0fHt2x9OTP7bdupA+MHM6L6o3q6fm3ekpn5GAzDJGACgHOa/DZm2naCyzP4BbmkFkI9SLAbgN7QMI0Zu06MXQQvXapnGmXGoDmwYfB4GZsZp+g4l859w99v2y6dCp6Oi9RJeb02hlqMMWM4ODCp2bmNMWbKJw1etbSkFoDCQBOQAWVm71qdDj5+3tC2r5yS+QJohtyju1nHnCRrw5EMu9VAJvoite2EijTSsRNxuXXTS6PMGA4SgiYAOKcxxkwqF+TS8QAU+/cD0Bsc5sHesUd/ZrI+OqlQPinzBdAMuYdddG7C4amtP/EIHV+z/fXh77t9ZyxDaqhUTTcxMyOMiLwrIo9Z76eLyBsislFEHhCRAmvcZ/2+0Vo+zbH9d63x9SJyzih9jawQrQBsAoBzkjw3ZnakZszUzgZgfPdGAHqGGwDcuS+q9gyJsom6AFpv6/DmYchtGlfp11SNGZcb6hfBjjeHt99IWBvTg8WaDUbVNG3MGKN8pKgD3nf8/jPgV0qpQ4AW4Epr/EqgxRr/lbUeIjIPuBiYDywBficiKTTjyg1sRca0M8hNsmrMiMgdIrJPRNY4xqpFZJmIbLBeq6xxEZFbLKt/lYgscmxzubX+BhG5PCOTC4dSvyBXTIbicdR36+vAsN1MXfuias+QsMvWm+7Z+c2eVdqwLU3DMJ58jHZzBrqGvt/OfRAJ6eaVw6F6OvjbTcPJEWDnzp0AFcD/gL7eAqcDf7VWuQv4hPV+qfU71vIzrPWXAvcrpfxKqS3ARuCYkZj/SBCKmADgXCbbysydaAveyfXAs0qpWcCz1u8A5wKzrJ+rgN+DNn6AG4Bj0SfODbYBNCw6GkGFUzNmRGDSkTT06DYCvaEwajhPk537oWQ4xkwWqrkaco89q1NXZWwajtHH/XD6e9lp2eXDVWasjCbjaso63/zmNwF2AvadugZoVUrZVQt3ArZ1Wg/sALCWt1nrR8eTbJPzmArAuU1WjRml1EtA4mOX0+pPfBq4W2mWA5UiMhE4B1imlGpWSrUAy+hrIKWPnQ1UPSO19esXMSGwjSJ6UQr8Q5UilbKUmWG6mQA6jDGTtwR7dI+uCYelt12D1YNs51tD37e97YQFQ/8MiKVnm4ymrPLYY48xfvx4gO6R2J+IXCUiK0Rkxf79+0dilxnBNmIiCsKZqPJuGFFGI2amTill+0f2oP240L/Vn/LTQFonUZOOfxm0cqrNpCNxEWGe6DYCQy6c19sG4cDQ63NAzJgxbqb8Zd/7WmGZmKYyU1ytj/nhGDObX9SfMdyYmcqp+tVkNGWVV199lUcffRTgMOB+tHvpN+gHRo+1WgNgp0juAiYDWMsrgCbneJJtoiilblNKLVZKLa6tHcZD2wjjdC+ZjKbcY1QDgJX21WTMBE7rJGrapDv+2obBYFjpr7NdumrwkIOA7Rofw3EzeQp0AHG7Sc/OW/bYwb9pKjOgXU073hxa4G04CNtejaV5D4eCYiidYJSZLPPTn/7UjplZjQ7gfU4pdSnwPHCRtdrlwCPW+0et37GWP2ddqx8FLraynaajQwKGGU1+8OB0L5m4mdxjNIyZvZb7COvVruDVn9Wf0tNA2jRtJFg5g2nfe4In1zTiD4X57kOr2dfRTzfqisn0SDGzRVcNHnJ6dpf1dYfjZgJthHUYZSZv2bMafOVQOS39bRsWQ/eBocWq7F4JgU5dgC8TVJv07FHkO8B1IrIRHRNzuzV+O1BjjV+HFdeolFoLPAisA54ErlZKDTMb4uDBmZJt4mZyD8/gq2Qc2+q/mb5PA9eIyP3oYN82pVSjiDwF/MQR9Hs28N1hz6JpI80lOuX6/rd2EFFw35vb6egN8tvPJumZJMIO71Rmh7Uy0x0YYrffTCgzoGvNmMJ5+cue1brz9FAq8E62ElB2vhWLW0l5v5YiNFhz1lSpmg6bX8jMZxkGRSn1AvCC9X4zSbKRlFK9wKf62f4m4KbszXD0cBowxpjJPbKdmn0f8DowW0R2isiVaCPmLBHZAJxp/Q7wOLAZne73R+BrAEqpZuDHwFvWz4+ssaETCkDLNjpLpwHgcbnwuvWfYqC06+2eacyWHYAaegBwlxXLM5zUbLAK5xljJm9p3px6G4NExs+DgtKh1ZvZuxYKK4ZfMM+mapoOZA/5M/N5BsMQiTNmQiYAONfIqjKjlLqkn0VnJFlXAVf38zl3AHdkbGItW0GF6SiZBoDXLfg82pgZyEjZ6p7KmfIEtbQOPUCsbQe4C6Coemjb25RNgp5mCPaCt3B4n2XILUIBbRSXTxra9nbxvJ1DNGbGzx+8sWWq2N+hY49ub2AwjBJON5OJmck98rMCsJXJ1F48BQCP24XHpS/O/gGaSG5xTQNgjmvH0JWZ3SuTuge2N3Xz8oY00hjLTXp23tK5R78O1ZgBaDga9qyBQBrZukppYybVXlCpEC0AaY5jQ4z9HX52t/aM6D6DJpspp8lrY6alSBszXpcQsuoKDGSkbHHpOORDZcfQDvZIRBsz9X1jck7+j+f5/O1pPCnbNzKTnp1/2Df+suEYM1bxPLuDeyq0bodAR2aNGfs7GKPc4ODHj63jm/evHNF9BkKR6EOtiZnJPfLXmCmuocddDoDbJdGDd6D6Mc2qnCapYs5QjZmmDfpmMClJgHG6RG8CxpjJO2xjpjzFsgLJaDhav+5Ynvo2e9fq17phFstzYlpzGJLQ2hOkrSc4ovsMhiMUF7ij7w25RZ4aM5ug5hCClhrjcbuiB+9Aykwootjunsqhrp0DuqP6xS4hn0SZSZvoTcAEAecdtgGbao2kZJTUQO0c2Ppq6tvYxsz4uUPfbyKFleApMka5IY5gKEIwMrIGRSiiKPXpMFITM5N75KkxsxFqZhGyDlivW6LBXwMpM6FwhF0F0zlUdhIMDuGpYd9acPtg3KH9rpJyzydfOXhLzBNtjiEiS0RkvdVQ9frBt0hC+27wFELRMFuUTTsRdryhC+Glwt41OpXaVzq8/ToR0Ya5iZkxOAiGI4TCI5tRFAxFKLaMmeAI79swfPLPmPF36ADKmhnRk8XjSl2Z2Vs0gyIJ4O3Y0e96/dK8Rdf1cLn7XSXlniAiOm7GxBrkDCLiBm5FN1WdB1wiIvPS/qCORq3KDDejaOpHdAG8xvdSWz/Twb82ZZOMMmOIQxszI6uOBMKKEsvNZAKAc4/RKJo3unRYmSAVk/Ef0CqM1y1Rw8Y/QGXfUFhxoPgQaIKytg+Bk9Pbd/PmQRtbBsMKT/+2TjxlE4wyk1scA2y0ipVhFYhciq6omjrtjcPLZLKZdhK4PPDyL+H8W4ABjKOwXzdnXXDh8PebSPlEItuW07bfHMvDRUSoHDdhtKcxbIJhFQ0DGLl9RigyMTM5S/4ZM3bRuuKaWEsCiflIB4qFCUUUbaUziCihrH1DevuNRLQyM/P0PoucrqVAOEIRKVozJbXQuDK9eRhGk2RNU49N+1M6dkP94uHPprQWzvoxPPVd+I9/pLbNcDtlJ2FNVzkL2ndQdeucjH92vtFOMdyY+0bhaCgzwXCEkgJP9L0ht8hDY+aAfi2pjcbHRCIqeuIM9DAQjkRw+0rZrsZT1ZmmMdO5B0I9ScvHdzuqDqd1EpWMg66m9OZhOKgRkauAqwCmTJmSfKWrXtSd1zPBcV+FysmpKXzeIph1Tmb26+D5qot4MBjho4cNo5O8QeMuGIJ1fPAxKjEz4QgldgCwcTPlHPlnzHTbxsw4ekPaEAhFVFzAVySicLn6Su6hsMLjFjYymYVdm9Lbb/Nm/ZrEzdTeGwvATM+YqQV/m64I6ylIbz6G0WDQpqlKqduA2wAWL16c/GpeVJm5GYnA3I9n7vOGQKe7igfkHH508bmjOg/DwYN2M42cQaGUvgeU+Gw3kwkAzjXyLwDYVjIcbqZwJP7E6eqniWQoovC6XWxyTaG6d0d6/WQGMGac9RTSehoprtGvtoFmONh5C5glItNFpAC4GN1gNa8JRVS0WJnBANrdnnIyRAawi6YWek3MTK6Sf8ZM9wGd1uzxRd1MoYiKayzW6e/PmIngdglbXNNwEYb961Pfb/NmcHmhvKHPovae2P7Sqm9QMk6/dhljJhdQSoWAa4CngPeBB5VSa0d3VqNPOKJwG2PG4CAYjhAMq35LVXT5QwM2BR7K/gCKLGNmJA0pQ2bIP2Oma3/UCIgqM2FFyKHMdPYOoMy4hK0eS13Zsyr1/TZt0o303H09e+09w3AzgVFmcgil1ONKqUOVUjOVUjeN9nwOBowxk9+0dQf79GEKhmKqeTLm3/AUH/nZcxmbg+1W8lmppJFU630ZDhry0Jg5AMXamLEzl0IRFaeIdCRRZsIRhVLgdrnY762nV4pSr88BVo2ZmUkXOd1MabWeL7aVGRMEbMhdQhGF25V/l6KRore3l2OOOQZgnoisFZEfAljuzjesAo4PWK5PRMRn/b7RWj7N/iwR+a41vl5EMhIN/p9Pr+cLf3orbsw2LkIDKCTNXRkKgidmNBV4XHG/G3KH/LuCdDc5lBkrm0mpuFiVZMqMrdx43ILX62G775DUjRmlBqwxExcAnE7QW9TNlEa3bYPhICMciZiYmSzi8/l47rnnQNczWggsEZHjgJ8Bv1JKHQK0AFdam1wJtFjjv7LWwyrweDEwH1gC/M4qBDksDnT6aeqKxR8qFYthHKnYFdt48br1cRg2ykzOkTPGTEbKwINWZhLcTDqbKXbStHT3tfjtg93jEnweF1u9h8Ce1RBJwW/buQ+CXf0bM46YmWA6KYGFlSBu42Yy5DThCMbNlEVEhNLSaAsKr/WjgNOBv1rjdwGfsN4vtX7HWn6GiIg1fr9Syq+U2gJsRBeCHBa9wXCs5hcxFRzSTIgYBrZbyVZmIkaZyTlywpjJWBl4pfSNP8HNFI7oYDM7+Gtve2+fTW3Z0+0SCjwuNrgPgWA3bH1l8P0OkMkEianZaZxELpfOaDIBwIYcJmwF1huyRzgcBn3t3AcsAzYBrVZQOugCjvXW+2hxR2t5G1BD8qKP9SQgIleJyAoRWbF//+CqcU8wHNcTz3kNHKn07KibyW27mUZkt4YMkit1ZjJTBr63FSKhvspMWCszVcVe3L1CY1tfYyYmQ7rwedy8WnACV1dMgce+OXidjgNWgb0kBfNAn8w26cqqXd4qetc9z4eNV6e1naEvnrq5HP2Ja0Z7GnmHSc3OPm63G/T18kzgYSBr5ZZTqpXkoCcYIWQVLvW4XXHxi4MpM/5QOBq0OxyiynvUmDHWTK6RK8ZMSmXgU6qeevw10VLw9tNA2DqRvB4XdeU+9iQxZuwKwbYys6/HC+f/Bv72T/DGfw/+DcbNhsrkc3L2g0q39fzTXTM5N7CMI3seSGs7Q1/WdRyPzpw2jCQRlbxIpSHzKKVaReR54HigUkQ8lvriLOBoF3fcKSIeoAJoIoWij0PBb12He0MRSt2uuAe6ZMaMM127vSdEbVnmjBm3S1/jTcxM7pErxkxKDPpEUFQF58SyYePqzIT10+HEiiL2JHEzhRwBYj6PS5e7nnk6fHvzsOedzpOIk30dvVzb8Tn2nfvvfPmU5JlShtRZNNoTyFNCYaPMZJP9+/fj9XoBEJEi4Cx0UO/zwEXA/cDlwCPWJo9av79uLX9OKaVE5FHgXhH5JTAJmAW8Odz52cp0bzBMqc8TZ8wkczM53VBtPUFqy3zDnULUeHGJ4BYxbqYcJCdiZsjSE0Gvo5ZBMBzB63ZRV17YjzJjW+4uCjwu/Bns3eEPhvFZgWevbDzAPcu3pbTdiq0tABw9vTpjczEYRhpTZya7NDY2ctppp4GOmXkLWKaUegz4DnCdiGxEx8Tcbm1yO1BjjV8HXA9gFXh8EO2uehK4Wik17Mp1vQ5jBuLLUyRLkXY2A3aWtRgOkUgsJtLlMnVmcpFcUWaiZeDRRszFwGeH84GRiIo2EwtFIgTDgtftYmJFIfs6/H0usNHUbJdDmckQ/lCEskIP/s4A9725ncpiL58/buqg2725pZlCr4sFkyoyNheDYaQJK6PMZJPDDz+cd999FxFZp5SKtlu3YhD7ZCMppXqBTyX7LKvQY0aLPdqVfO0YRqdSnSyG0Jn55EyeGA4hR7aqx+UydWZykJxQZrJRBt6prIQjyuq7JNRVFBKOKA50xvddigWI6ZiZdI2Z7kCID/d2JF0WCEUo9cXsyvaeYL9lvJ2s3NHKEQ2V0XRCgyEXCffT2NWQH9gKeVSZGcTt7lRm2jOkzNjXd5cILjFF83KRnLkLZroMvDMVMGSpNB63i4nlhQB9MppsP61WZtxpu5mufWAlZ//qpbj92vhD4WjreYCI6r8/lI1Sio37OpkzoSyteRgMBxsmZiZ/CTsU8mhFdocBE0oSM+O89mbMzaRibia3S4wxk4PkjDGTaXod1r2tzBS4XUyosIyZhF4hsaJ5riEpM29vawWSl+D2hyJxxgxAez/9oWx2t/XS6Q9xSJ0xZgy5jYmZyV+cKktyN1Nfo8L5QDgcZaa9Nxi9rkeVGduYMTEzOUfeGjPOIDO7zozHLdRXFgGwK7HxmfWE4LazmcKRtKpElhVqYyWZMRMIRShLMGbaugc+STdYLqtDx5cOuJ7BcLATVsaYyVecna9TdzMNX5mJRBSH3/g0331INwuOKjMiuERMBeAcJG+NGad8GbZSs71uF5XFXooL3OxsSa7MeC1lBtKrCVPi07UQUldmBjNmOgE41CgzhhzHNJrMX3odhomtzAyWmu2sy+VsBZMO9rX7wRU7gZjR5DFuppwlb68gzoNVZzNFKHC7ENHqTB9lxlk0z6oSmU7cjB3gm9yYCVPkdcc9nSZ74vi/d3fxPy/rujYf7u1gXGkBVSUFKc/BYDgYMY0m85ehKDO9GUjNTsySitaZMcZMzpK3xoydiufzuKIVgD1Wx9T6qiJ29xcz4xZ8Vg+ndOJmbGOmqR83k8/rirugJ/MFf/OBlfz7P94nHFEs39LEfJOSbRgDhCM6i8SQfzjjX2wjJRAXAtC/MlPoddEV6KvM3P36Vl7dOHC/ukQjyRaA3CZmJmfJW2Mm7DBmQg43E0BDVV9lxilD+qLKTOr1omwDqLnL32eZP6RVIVvxgYGfOO59Yxs7mnu44Mg+Pd4MhpzDKDP5S5wxk8TNFEqikNjX3cqigqTZof/2yFou/Z83Btyvcx+9wXCSCsDGmMk18taYiSozXrejArClzFQW09odpMuRHm27lAo8LnxeK2YmDWXGfsJo7uprpPgtZcbrqBeTLJvJvt7/4JG1lBV6WLJgQsr7NxgOVkIRhdttjJl8xFkAL6mbaYCYmcpib1yTXojv2zRQrS5nvOPOlp6ECsBiKgDnIHlrzNhdUWPKTCSqzNRX9c1osk8wn8cVbT2QTsyMvW6iMhMKRwhHFD6PO2pMQXI3k7MHyRUnTKPQO/wGawbDaBOJKNzGzZSXOI0Ru+Gk0wWULDU7qswUe+kOxBszTuMoWY89G+c+djR3x1UANspMbpK3xox9MMdiZhQeK6Mimp7tyGiyVRiv20WpTzdt6xikFoyTQNSYiY+ZsZ8QCjyuqDEFyY2Zbn/sxL36tENS3rfBcDATipiieflKfMxM3zozSQOALYOlqriA3gRjxpkFunpnW7/7dao/25q64ioA6wDgdL6F4WAgb42ZWMyMm1A4QiAcwevRF9QGS5nZmUSZKfC4qCjSxkw6kfS2MZMYAGxLpj7PwDEzkYiiMxDiSydNZ9WNZxtVxjBmMEXz8pee4CDZTEkrAMeUmUQ3k/MhcM2u/o0Zp8HU3htKUgHYWDO5Rt4aM7GYGVesN5OlzNSW+ihwu+KVmXBMmaks1sZMa3ffzKT+sLdv6UeZ8Xnc0Wwq6FtnpjsYRintaiov9Ka8X4PhYMcYM/mL7VryuiWpMZPczRTBJVBW2NfN5Iw13NbcHbcsGI5w9Z/f4fkP9sW3TLBc/QBul07PTrJbw0FO3hozzmymYFgRjsSymVwuYWJlYVzMTMARAFw+DGWmtScY54+1lRmnm8nncfX57E7rJLVdXAbDWMEYM/mLraxUFBVE4wqD4YFTs3uDYXweN0Ve3SPPWa3X+RDY1Bn/4HjvG9v5x+pGbntpc5zBFLCu/2BnM2EqAOcgeWvM2AdzodcdVUecykh9ZRG7WmKWfTS2xe2izOdBJL2+IPaJqlTMMNHj+mT2OYyZKdXFNLb1xp1QnX69r9LC+ErBBkOuY2JmssuOHTs47bTTAOaLyFoR+QaAiFSLyDIR2WC9VlnjIiK3iMhGEVklIovszxKRy631N4jI5cOdW0/Ajn/xRpUZZ5Zo8tRsnf1ZXKBd7b1JumjPqC3hQGcs2SIcUdzy7AYAptYUJ/R/iikzHpcrrmjeG5ub4kpwKKV4fHVjn6J7htEnb40ZpzJj44xZSawCbPdy8rpduFxCRZGX1iEoMxD/9GAbOc6YmeNn1tDRG2LT/s7oep1W8G9iDyeDIdeJRBQuY8xkDY/Hwy9+8QuAtcBxwNUiMg+4HnhWKTULeNb6HeBcYJb1cxXwe9DGD3ADcCxwDHCDbQANld5QGK9bKPZ54urMuF3CKa73OHH9T2D5HyDQFd3GH4xQ6HFTZBkzTleT7WaaXlPCAYcys2FfRzResTsQ7utmilYAJlo0b09bL5+5bTlPrd0bXXf93g6+9ud3eGH9/uF8bUMWyFtjJuQIALaJU2aqitjX4Y8aIYFwOBocBlBR5E3LzeQPRRhXqlOrnds569fYAcgnHjIOgLe3tUTXi7qZjDJjGGMYZSa7TJw4kUWLtLiilOoA3gfqgaXAXdZqdwGfsN4vBe5WmuVApYhMBM4BlimlmpVSLcAyYMlw5tYTCFPodVPoccXFzFS5e/m191bm7XsMnvwO3H9pdJveUBif1xVNgnC2RLCVmenjSmju8kcfWlds1dfSUp+H7kC4j5vJWWfGVmY6e3r5vPtpChvf0pI6RGuPDbWNgiF7ZM2YEZFPWZJmREQWJyz7riVhrheRcxzjS6yxjSJyvWN8uoi8YY0/ICLDbkiUTJnxJigzSkFjm1ZngmEVp9yka8wEQuFonZh4ZcZ2M7mjqeFzJ5ZTXVIQb8zYbiajzBjGGGHTaHLEEJFpwJHAG0CdUqrRWrQHqLPe1wM7HJvttMb6Gx8y/pBlzHjd0dTsYFjxBfcTVEkn/zvvv+GU78Dm56Flm94mGMHncbiZgk5lJkiB20V9VRERFUvSeHtbC+NKfcyeUEZ3IJTQ/ymmzNhds8MRRfHae/mx907OXn4Z/P4EePOPBPy6dk13kjYKhtElm1eQNcAngZecg5a8eTEwH23V/05E3CLiBm5FS5zzgEusdQF+BvxKKXUI0AJcOdzJObOZbJxF6xqqigHY1qTjZgKhSNzyiiIvrd3pKjPaBtvb3suNj67l6j+/E3MzeWMxM8UFbo6cXMnKHa3R7TuiAcDGmDGMLcJK4Ta2zEjgAv4GfFMp1e5coHS53IxEvYrIVSKyQkRW7N+f3B3z7Pt7ue2lTdFWLoVeVzSzyeNv5XIeY5k6ml2Fs2HhZ/VGa/4GxAygIluZcRgzHb0hyos8URXcdjW9va2FxVOrKPF56AqE44KMnTEzdqPJ0nArtW/9J29GZvPy3H8Djw8e/xazn/sShfjp8sdnURlGn6xdQpRS7yul1idZtBS4XynlV0ptATai/a/HABuVUpuVUgHgfmCpiAhwOvBXa3unHDpkYhWAY24mpzKzoL4ct0tYsbUZ0AHABY51K4q8KQcAK6UIhCPUWifYr5/ZwJ2vbeUfqxvZ29ZrzcNFgeVmKi7wUFdRSIvDWOq05M0y42YyjCGUUkaZGQGCwSDATODPSqmHrOG9lvsI63WfNb4LmOzYvMEa6288DqXUbUqpxUqpxbW1tUnn89wH+7jtpc1WFqlQ5HVHY1+O33cfxfTwe/mMfuismgb1R8H6JwBdNM/ncUWNme4EN1N5oTdqzDR1+tnX0cv25m6OmlpFSYGbbn9MmSlwx7JZQVcA9qD4l/af4w508G/BL7B2wifgqhdg6a1U7XmVGz13xbW6MRwcjMYVJF0JswZoVUqFEsb7kMoTgU0oiZvJ4zBmygq9LKiv4LVNTYBWZgoSlJlU3UyhiEIpGGe5mWy1B2BdY3t0HrYxVeh1UVLgpseSMjt6g9FtSowyM2L8v//3/5gzZw6HH344wEwRqbSXHQyu0rGA8yZiyA5KKa688kqAXqXULx2LHgXsjKTLgUcc45dZWU3HAW2WO+op4GwRqbICf8+2xtLG4xKCYV153e0SKosLtEsoEmZxy+O86j6abe5pMXfQpEWw/wNQCn9Ip2YXFvRVZtp7Q5QVeaMq+IGuAG9b8TJHTauiuCA+ZqaowN1HmTmu+zmODK1k01E/4AM1JZYefuTn2HjoVVzseYHxB14fytc2ZJFhGTMi8oyIrEnyszRTE0yHVJ4IbMJJAoBLCuKr6p4ws4aVO1rpsiz5Ak/fmJmBmpnZ2EHE1SUF2C1o7JNt3W7bmHHjdeunDRHRJ10wTCSi+Nz/vMGdr23t0/LAkF3OOuss1qxZw6pVqwB6ge/CweMqHQuEHZVXDdnh1Vdf5Z577gEoE5GV1s95wM3AWSKyATjT+h3gcWAzWjX/I/A1AKVUM/Bj4C3r50fWWNp43Hax0ggel4uq4gLae0OEN79ERaiJ57yn4nFLLOto/Bzwt0P7Ljr9IUp87ljMTB9lxuFm6vDz9rYWfB4XCyZVUFzgpisQirqZii1jJloBOBLigpY7+NB1CNumfQqIr3uzatZX2K/KOWrPX4bytQ1ZZFiP+UqpM4ew2UBSZbLxJnQ0vcdSZ5JKm+kS7c3kiJlJjEc5Zno1v39hE2t2tVkxM7F1K4u9hCKKrkCYcFjx/Pp9LF04CUnSMM+Oiyn06Bo17b0hFk6u4uUN+3nfocyU+jzR6sLFBW6U0pH771k9RtLp0m0YPmeffbbz1y70sQcOVymwRURsVylYrlIAEbFdpe+jXaWW85+7gBuxUl7zmXDEGDPZ5sQTT0QphYisU0otTlh8RuL6VvzM1ck+Syl1B3DHcOeklRmtiHjcQlWJvu4FV/2NgBTztu8YPH4XQbutQO1c/brvAzp6hbJCb3I3U2+Q+soiKoq8uF1CU5efFdtaOKKhkgKPi2Kfu48yE7IqwAN4dr9FTWgftxR+kWOtXTtbKvgjHh4Mn8pXOx6Dtp1Q0YDh4GA0HvMfBS4WEZ+ITEfXMngTbenPsuT4AvST76PWifU8cJG1vVMOHTLJspnKEtoE2G0DeoLhpMoMwP4OPyfc/CzffGBlXF0YJ7Hqwe5o9eBJlYVMH1dCl3UiFnhcfO3Umdz2eX2tKbYMqy5/mBm1JcP7soZMMA54wnp/ULhKxwIh42bKS+z052BYp+VXFWul2rXtZdb6jsDjK8Ybp8zYxsy6aFxMsgDgzt4QpT4PLpcwuaqIZ9/fx6qdrRw3oxqAkgIPgVAkuo39u52a7dnyAmFcrHAdFr1uO5UZfyjMQ+GTcBGBTc9l7w9kSJtspmZfICI7geOBf4jIUwBKqbXAg8A64EngaqVU2LrQX4P2wb4PPGitC/Ad4DrrCbgGuH2480tWZyYxuNbOXgpHFP4EZaamRMuYd7yyJWqQ7GjuIRlxrRAsA2l8mY+Z40uj6/g8bsaXF3JYQwUQc3l1B0LR7S89dspQvqphAM4880wWLFjQ5+eRR2L28k033QQ60+PP2Z5POq7SsUDEKDN5icftshSRCB63djONo42Ctq2s8cyjxOex1rFUkeJqKK0jsu99ugJhygo90ZgZZ2p2TyAcLaZ38TFT+GBPByLCxcfoa6ftmrLjHWMxM3p715YX2F40j3aKHcaMoyZNKMJmNZEuKYFd72TvD2RIm6xFkyqlHgYe7mfZTcBNScYfR/trE8c3E5PxM0Ism8mpzMT/Oey6L8Gw6qPMzKrThshjq3ZHx3a2xDc2swmEYy0Lyov0PsaXF+J1u/jHKl3mwfnZoDOaQCszbT1BrjhhGjeePz/Nb2kYjGeeeWbA5XfeeSePPfYYwBYVC5A6KFylY4GQMWbyEluJC4QiVgCwl6NcOvn1XTWHkgJPNEjYpq1kGpFd64GPUV7U182klKI7GI4aLJccM4Vbn9vIqXPGM6myCIglULRZmaJFXjctwTBhpaikA2l8lw01lxHpBL9lxDirBQdCERQuNrpncsRuY8wcTORtNKl9EXUaEYkxM3ZF4FAkYmUzxdadXFVModdFS3eQBfXlFLhd7GxNrsz0BvsqM3XlhVywKOZpSLyYl/j0CdnRG7RqJ5gGkyPNk08+yc9//nMeffRRAGfA0kHhKh0LmJiZ/MS+tvYGI3hcQnVJAUe71hNy+VgZmkqxTydE2JlEvcEwL+0WWvbpZ4CyQg9etwuvW6Iuo4AVg2MbLBVFXh7/xkn89JOHRffrVGbcLsHncUXdTGd73gEV4YOKjxCOqKTKjB3/uE4Ogb3rINibzT+TIQ3y1pgJRxQuia8t40nIFLKfHkJh7dt1Gj4ulzBrfBkAcyaUU19VxM6WftxMYYcxU2QbMz7GlxWSJF4YiCkze9r1yVJhjJkR55prrqGjo4OzzjoLYJ6I/AEOHlfpWMCkZucn9v+7NxiOupkWu9azt2w+7UGhpMCD2yXRh85HV+7mgKpgnOiECfuhsNDrjrYzsF9txQZgcnVx3EOqfV1t6wnidYs2mKwA4HNdb0LFFBqL5xCKM2Ycyox1LV+lZkAkCHvXYjg4yNuiJbofjGvAi6ht6NgHtrMCMMChdWWs3tXGnAll7Gnr7d+Ysav8uh3KTFkhAG99/8y4ujM2tjKzp80YM6PFxo0bo++tTJCv2L8fDK7SsUC0vkd/Vr1hTGK78HtDYTwuoYhe5ss23iw+ia6msKXMxAKAH3lvFwtVBeXSTQE6/Rq00mIbMXbsYnFCiQ0ndixia3cwquwEwxGquzbxEVkNc7+Mu1eIqJgx09zl5yM3P8etly6KVileFWwAQde+aTgq838gQ9rktTLjdglud/8X0aibKRyxYmbiT5LZE3TczKF1ZTRUFbFrEGOmwOPi8IYK5k4sj6Zgjyv1cdTUvo1nS6wniEZjzBjGMNFspgHOQ8PYw+lmcrsEdr2NV8Kscc8jEIpYMTMuOv0hegJhtjd300Q5ADW0RxXuIq876mayi4wWDWDM2FmiWplx4XG7mB1Yx8Xrv0ErZXD81bit3kx2rOP25m52tfbwQWN7VJn5MFCNEjc0b8rCX8cwFPLWmAlZKYEDKTO2Hz8YzWaKX/eseRM4fc54Fk2toqGqiAOd/rjIepto/yWPm08cWc8T3zgpaT0aJ/bThd3osty0MTCMQWIxM3l7KcpLbGXGHwzr6+r25UQQXgvMAPT1zx8Ks3pXG1+6ewV72noJFtYAUCNt0WSN4gJPtNWLHQhsPwgmo8QRM+N1CyX08pvgDwmLl6/Jd6GiHpdLiEQUfivW0f7cTn8oei0PKg+qcio0GWPmYCFvryDhSAS3W6IGS0GSyrpe64SzlRlfQsbR9HEl3HHF0ZT6PEys0NHytlvIiVOZSZXiRGWm2CgzhrFH1Jgxbqa8IhozE4poQ7bxPfZ46tnQpo2NEp+HTy7SBele2XiAYFhRM14nTIyT9mhNsJrSApq7dDPJ7hTcTLYy0+kP4XW7mBLYQBF+Hmu4jk2u6dG5ha1+ekC0D1OXPxw1ZgBCldONMnMQkbfGjI6ZkegTQqG375/C46gzEwhHBmwlUG21J2iyTiwntlyZjjFT6HUhArtbjZvJMHax64iYbKb8wr62BkI6m4m2HbQUTIomPJT4PHzuuKn828fmRbeZVK9rxdTQHlVmqksKaOryA44A4IGMGUdwsNftYnKPTgffXjg7egy6rMBj+yG0KxqTE4qrwt5bPo3wgU2c/p/Ps+VA11D/FIYMkbfGTDRmxhXrVJ1IXJ2ZhNTsRGpKtDHTnMyYGYIyI6Ij+g906hPVGDOGsYhdE81kM+UXTuNVGzM76SmehCXURd1BzsKiM6dNA2Cipz36YFldUkBzp77mdlkxM8mu5TbFPqcxI9T3fMBuVUOHuzI6J7doN5N93bbVQ6ebCWCXaxLuUDcdB3bxutWQ2DB65K0xk5jNlMyadwYAB8IRvAMYI3Y57paBjJk0m0TacqnHJXHphgbDWMEoM/mJxxEjVSS90N1EqDRWd8s2SGY6WrnMn15Pt/Ix0RNrG1NTUkBXIExvMJySm6nAymACrcxM7HqfVZEZ+uHWcnW6LTeTPxyJ27bLHyIQisVEvtOpWyRMlz2s39Oe3h/AkHHy1pixlRnbVZ/MWLANnWA4ouvMDKTM9ONmWrWzlR88omsR+JK4sgbCWfxpsIBhgyEXMUXz8hNn9lpN6IB+Uxlr2miXpphUUUSh10VZoYfqkgJapJzx7o7oetVWW5nmrkDUzTSQMSMiVBTpa3WxK0h17w7WRaYSDEdw2W4mEZQiGgBso42ZSPTzV7br7KqFlV28v6cDw+iSt8ZMyOrWasuGyZQZEZ3tZKf+DeQmKi7wUOh10Wz5b23ue3M7AFXF3rTVFfukqbJcWAbDWMMUzctPnP/v6tAeALzVsd5ztjLjcgnTx5VSb7UjaHNVUUdzdD37IbK5K+BQZgbO/LTLYtTSBkAj1bEUcWKGdWJmqu1mmlJdDMDzjXo/iyq7+aCxnVi3E8NokLfGTDiiA88GkybdjnUGcxNVFxfQ3BWMG1u+uZnT54xn+ffOGDCAOBn2+sdMr05rO4NhOIQjijW72qJNINOlOxDikZW7Urq4R4vmGWMmr3BWW68O7gWgePz06FiJI7bln08/hK+eOhMAf/UcZqktYB1bdqxiU1eAnkAIkeTJHE4qrfjDGloBOKAq6A2F49xMEN+NG3Q2UyAUYVpNCWU+DwcCXjqlhGnedtp7Q9HMU8PokLfGTCiscLtcLJxcSV25j+vOOjTpel63KypfJtaZSaS6tCBOmdnT1suWA12cMLMmrjt3qqxr1H7YUw8d+92TDQcHnf4Q5/7mJT72X69w85MfDOkzHlvVyDfuX8mm/Z2DrhsyykzW+eIXv8j48eMBop1qRaRaRJaJyAbrtcoaFxG5RUQ2isgqEVnk2OZya/0NInL5cObk/H9XBveBuKkY31eZATjvsIksXajjaY487nSKQu3QshXQAcCgq/R2B8IUe92DuuRtZabGUmYOqAp6g+E+yox93bfpCmhlxud1cegE3cqm3TOOWqXdZFubTEbTaJK3xkzYSs2uKPLyxvfO5Mgpfavwgvbt2lHyiRWAE6ku8cVlM72xRUe4HzejZkhztAOHP3LIuCFtbzCky5tbmvhwbydHTK7ktpc28+rGA2l/xj4rvXZfh3+QNSGsTMxMtrniiit48sknE4evB55VSs0CnrV+BzgX3Th1FnAV8HvQxg9wA3Asui3HDbYBNBScxkxVoBHKJ1FTXhwdK+kv7qXesq2sjtU1VsxMU2eArkCYokFcTEA0ZqZatQCwX1XgD0XispkgmTKjY2Z8HheH1mljpruojsLefUBft5RhZMmaMSMi/yEiH1jW/cMiUulY9l3L8l8vIuc4xpdYYxtF5HrH+HQRecMaf8DqSDwsQlYA8GA4XVGDKjPFXpq7Y8bM5v1diMBsy4pPlz9dcTQ/+Ni8aCCwwZBt3t3eitsl3HnF0UyuLuLHj60jHFGEI4on1+yJ6yDcH/stI+ZAZ9/MvkTCYVuZydvnqqxz8sknU13dx1W9FLjLen8X8AnH+N1KsxyoFJGJwDnAMqVUs1KqBVgGLBnqnJwBwNW926FmJj6Pm4oiLz6Pq0/T3yjj54HbB7u0MVNe5MHjEisAODRg8K9NlaXMVEZaAWiigt5gJNofzNWfMuMPEwhHKPC4mF2nU8YjJRMp6Gq01h/83DBkj2xeQZYBC5RShwMfAt8FEJF5wMVoyXMJ8DsRcYuIG7gV/WQwD7jEWhfgZ8CvlFKHAC3AlUOdVCgc4boHV7J+T0dK0rbHFXMzDVYnprrEF615ALCvo5eaEl/asTI2p80Zz5UnTh98RYMhgR/9fR0vfrg/7e3e3d7KnAllVJUUcP2SuXywp4Mn1jTyy2Xr+cr/vs2z7+8b9DP2W7WRmjoHV2ZC0ZiZtKdqGB51SqlG6/0eoM56Xw/scKy30xrrb7wPInKViKwQkRX79yc/BmPGq6KqZzvUHALAuNKCgR/e3F6YsAAa37P3RVVJQTQAOBVjxnYzlYebCXjLCeLB73QzWbeFPspMIERvMIzP42buRJ3J5K1qwNOzHzdho8yMMlm7hCilnlZKhaxflwN23t1S4H6llF8ptQXYiJYtjwE2KqU2K6UCwP3AUtEO0NOBv1rbO58i0qaxrZeH3tnFnvbe1JQZd+oBwDWlsZoHAHvb/dSV+4Y6VYNhSIQjijte3cLld7yJUoof/n0tK7Y2p7Tdyh2tLJxcCcCSBROoK/fxt7d3cuvzumx7esrM4MZMRBllZrRROlI7Y6k4SqnblFKLlVKLa2uTx/vZ195xtOMLdzqMGd/gBkndfNi7NhoEPLGikJ0tPfQEUzNmKqyaYCXBZvyFen69wXBUkXFb1/lEZUYp3TKhwOPimOnV/OmKo5k6/RBERailtY/xYxhZRuoK8kXgCet9upZ/DdDqMIz6fSJIBTv+BVLr1Ot1u+i2thlMYbEj6+2L+N72XurKC4c6VYNhSLQ4XJ0t3UH+9OpWHlvVOMAWmi0Huuj0h6LGjNslfOzwSTy/PvZ03e04f/rDNmaaUnAzhUydmdFir+U+wnq1JbddwGTHeg3WWH/jQ8K+9k4X67ismQXAYfUVzHJU/U3K+PnQ0wydOgtq3sRy1uxuo8sfGjQtG2LZTKWhZgJW88peu60CsZiZQD+Gu8/jQkQ4bc54XBX6VjRRmo0yM8oMy5gRkWdEZE2Sn6WOdb4PhIA/D3eyKcxnUHmzyx874FLp1BuXmj2Im6mhSgew7WzRna6NMmMYDZxB6B9YGXG7W3sG3e4Dq4qpLaEDXLioARG47PipAHT6B79gp6PMhE0F4NHiUcDOSLoceMQxfpmV1XQc0Ga5o54CzhaRKivw92xrbEjYStx0l23M6NTrf/3YPP70hWMG3rjOij7Ytw6ABfUVtHYH2bCvc8C+TDYxN1MLoaKYMhNLzR54+7j7QPkkPSVpMcbMKDMsY0YpdaZSakGSn0cAROQK4GPApSpWdCJdy78JHYTmSRhPNp9B5U3nk2VqMTPiSM0e+M9lF1Pa3txNMByhqcvP+DKjzBgyy1tbm1mzq63f5U5F5Ol1+ul1d9vgxsyHezpwu4RDHE/G8yaVs+6HS/iB1fCv2z+wMtPlD0Ub832wp4M/vrSZYDhCe2+Qjfv6pmqHTW+mrHPJJZdw/PHHA/hEZKeIXAncDJwlIhuAM63fAR4HNqPd/38EvgaglGoGfgy8Zf38yBobEvb/e4Y0EhYvVE4ZZAsH460M870xYwagozeUUg+7SiubqSoSb8zYz7auQVK748INyrQxU+9qpjdoAoBHk6ylyYjIEuDbwClKqW7HokeBe0Xkl8AkdArgm4AAs0RkOtpYuRj4rFJKicjzwEXoOBrnU0TaxCszqbmZbNfUYO0IJlYW4nYJO5q7OdDpRymMm8mQca7/2yrmTCjn1ksXJV3uVGaeXKOrqza2Dl7Q64M9HUyrKaYwoVK1/bRb4HHRGQjR0Rvk50+u5zvnzqE0IVjTVmM8LmFnSw83Pf4+T6xp5J3trQC8+4Oz4ipaG2Um+9x3330AiMg7SqnFjkVnJK5rPXRenexzlFJ3AHdkYk62m2mGNNJZMoUKVxp1uEpqoLQuqszMcWSLfu64qYNuXlnspZp2iullX6k2RiKKPnVm+sPnPD+Kq8Hto161sMsoM6NKNmNmfguUActEZKWI/AFAKbUWeBBYBzwJXK2UClsxMdegpcv3gQetdQG+A1wnIhvRMTS3D3VSaSszbol2ci0cpM6M1+1iUmUh25u72duuL+rGzWTIND6PG3+o/wtnk7Nwo1XzpakrMKgMvn5vB3MmlPe7vKTATbc/zBubm7ln+TbeShJUbLuYZtbG1J13trdSZhk9iYXFTMxMfmK7mWZIIx2l09L/gPHzdBAwUOh1c/a8Oi45Zko03msgKoq9HO7SAe3+8YdFx13S15hJVu/G51RmRKB8IpNcxs002mRNmbHSqPtbdhNwU5Lxx9EyZ+L4ZnS207DpCqSnzDgNnlQaRU6pLraMGX0TMcqMIdMUel1RSbutJ4jP44pTU2w302ePncK9b2yPju9p62XauBKS0R0Isb25mwsXNSRdDrrxaZc/FDWWmpME+O6yYnPKi/Sl5etnzOKiRQ30hsKc/auX2N7cHVegMmKMmbzE4xbchJkie9lSem76HzB+Hqy4HSJhcLm57bLFg29jUebzcIRsRiEExh0O6DRvTxJlpsTnoSsQpr6yKHps9zlWy+upa2022UyjTN7lQzp9/qnWmbHxDRIADNqY2dHczeb9+gl0vFFmDBnGqcwc8cOn+dQfXo9b3twVoLLYy5dPngEQdQXZcTMdvUE+ceurPPfB3qgxsbOlB6Vgej/GDkBJgYeuQChaDK+5q68x8/TavVSXFHC+VX5+yfwJTKkpZnJCcLyNaWeQn3hcQr0coEDCdJcNoZZW3TwI9ULzlrQ3FRGundeJ1M7BXRRTIhMrAAPRmjeTKgu5/tw5AIwrS7iml02kjuY+XbYNI0velZaNV2YGN06c6duJsQTJmFxdzIHOAHe8uoXFU6uoLTXGjCGzFHpdHOgMRZs0rt7VhlIq2pOmuStAdUkBU2tKeOCq43C7hIv+8Dqf/eMb/ObihWxr6mbljlZ+/uR6vnjnCv7wuaOi9TkmVPSvJJb43HQHwlHl50BCh/i2niDL3t/LJUdP5tJjpnDO/LpoAHxRgZtxpT62N3XHbWMaTeYnHreLGbIbgN7yGel/wHg7o2ktjOvXCZAcpXQ7hFlnx1V1T6wADFDkjcWLfeWUmXz0sInRDt5RyicxTjXRk0LZAkP2yDtlpittZcbhZkpBmVkyfwLjSn3s7/Bz7VmHDtr0zGBIF1uZ2dcRC+rdciAWi9LU5Y/WPDp2Rk002wPgugff47fPb6TA4+KDPR0A/H3V7phbdIDsuxKfh84EN5OziN7rmw4QCEX42BGTcLmkTybf5OoidrQkN2aMMpNfeFzCDNHB6T0VQ1BmaucAEs1oSovuZujaD3Xz4zJUkykzdhq3ncE0ubq4r+FdPokCgnj9LenPxZAx8s6YcQYAu1MomufsEZKKMjOjtpQnvnESf7riaE6YObQGkwbDQNgxM87aMa9taoq+t5WZ2Ppu7vvScTx97cl86qgGLjqqgbsctTyCoUjUmBnILVpsBQDbysyrGw8w6/tPcNM/1qGUirqfbJdSIpOrinltUxP/fN+77Grtob03yNvb9A3AxMzkFx6XME320KaKoahP36jBKSiG6hlamUmX5s36tXomXscDqitJzIx9Hg1YY8yqNVPsH7zVhyF75J+byZGancrToC1DuiT1p8faMh+nzRk/tAkaDINQ6HXTGwyzy5Fu/diq3XzuuKnsaO6msbWXo6bG3yCOtwzrmy88PDr28NdO4JfLPmRbUzd15YVUFnsHNNhtZcZ+cN3dpvf/x5e38MlFDbT3BgH6rfVRa8Ua/P293by4fh/lRd5oDI3bKJh5hdsljJdW9qhq3O400rKd1M2Dfe+nv51tzNTMxOu4picLALaNGd9AmaylE/RLMP0O84bMkd/KTBoBwD6P27iMDAcFPo8LfyimzHzjjFks39zMqp2tXH7HmyBw4aLBO34cOaWK2XVlbGvuorGtd0AXE+gA4O5AiKYkgb8HOv209QQpcLso7Cfr7+NHTGLJ/An87asncPS0akJhxbHTq2moKjLKTJ4hItRIO82qfOguxvHztGESHLwgZBzNm0BcUDkl3s2UJDU7JWWmZBwAxUHjZhpNjDIzCPY6/V2gDYaRxlZmdrf2UF7o4Z9Oms7/vLyZ/12+jc0HuviXsw5l8bTUpPup40roDUZYvauV2QPUmIGYMhNxtCQsLtBBwZ29Idp7gpQXefs1+hdOruQPnz8KgNuvODo67gxeNuQP46SdtWoKtcMxZlQE9n8Ak45MfbvmzVDRAB4fnlAwOmy7mZwVgNMxZkpCranPwZBx8u4O7VRmBitbDbFspgFlRoNhBLGVmV0tPUyqLKKs0MvM8aW8sUUXsZuYmG0xANNqdHzL3nY/dYkppwmUFLgJhhXhiGJcqb7IH9FQCehS8u09oWh9mXQwhkx+Uk07Tao8pYa/SamLb2uQMs2boVr3gnK6VQdUZgZqZeMrJyReSsOt6c3DkFHyzphxpmb31xXViR0AbJSZ/OUXv/gFwFEiMg7AasJ3i4hsFJFVIhLtKyAil4vIBuvncsf4USKy2trmFhnGHdwup76lqSuaJlpfWcQ2K+154gDp1YnMcFTqHazAY4mjdcGs8bqE/MIplQC09wZp6wmm1BvHYCAcpEK6LDfTEK+t1TPAUxhta5AyTZv0tuiq7WWF+riOBQDHVrWP5wELporQ7amkItJ/vzRD9sm7O7SzaF4wFWPGZZSZfGbHjh08/fTTAM5AkXPRPcVmAVcBvwcQkWrgBuBYdMXqG6wOw1jrfMmx3ZKhzskuEdDY2kuNpZA4a18MVCsmkfrKIi45Rjf5G6z1Rokvdg7MmaiNmSMaYk3+jDFjSJlunX3XRPnQ46Vcbp2ivWd1Gvttht7WaJduiKkvsQDg2G3RjqnxDdJkuKegmgql6z0ZRoe8M2Y6/aFoIaRAKBVjxjqYjTKTl1x77bX8/Oc/TxxeCtytNMvRXd0nAucAy5RSzUqpFmAZsMRaVq6UWm418rsb+MRQ52RL4z3BMGWF2nior3IYM2m20PjJBQu464vHcOFR/bcygHhl5munHsIVJ0zjpFm1lBS46fSHaO81xowhRbp05s+w3EwAE4+APat0IbxUsCsGV8cK9VUWa2MmWZ0Z25gZMGYG8BdUMU7a8adwTzFkh7y6Qyul6A6EqbIKIaVizNip2YM1mTSMPR555BHq6+s54ogjEhfVAzscv++0xgYa35lkvA8icpWIrBCRFfv37086L2fxxtJouXVtzJQVeuKMjlQQEU45tJbigoG3s8+Bhqoiast83Hj+fEp8HsoKvXRYbqbyQmPMGFKgSx/bw3IzgTZmelqgdfvg64LOZII4Y6bauh/EKgDHVrev/4MZM0FfNdW00xMw/ZlGi7zKZgqEI4QiisriAna39RIMD27NRwOAjTIzJjnzzDPZs2dPn/GbbrqJn/zkJ7aLacRQSt0G3AawePHipAeoM2jR9vfbbqZ04mXSxTaSLj9+Wtx4WaGH9h6dzWSUGUNKWG6mAwwjNRtg4kL92vgeVE0dfP3mzYBA1bToUFWJrcxgvTprz8RKcwxEsLCGCdJO+wDd7A3ZJa+MmW4rLdsuUZ2KJOhO8WA25CbPPPNM0vHVq1ezZcsWpypTALwjIscAu4DJjtUbrLFdwKkJ4y9Y4w1J1h8SyZSZBsvNNKEi9UymdDluRjWPXvMRDnO0RwBtzDS29xJR/RfMM4wdRGQJ8BvADfyPUurmtD/EcjM1q7Lh1Riqmwfi1sbMvPMHX795M1RMBk8sPqzacjO5krqZUlNmwkU1lIiffV2dkMVz0NA/eSU3uFzCFSdMY9EUHZOZSgCwXSHSKDP5xWGHHca+ffvYunUrW7duBR0AvEgptQd4FLjMymo6DmhTSjUCTwFni0iVFfh7NvCUtaxdRI6zspguAx4Z6tycykyppcxUFHkpL/T0bYKXQUSEwxsq+6RSlxZ62WVV8jXGzNhGRNzAregg+HnAJSIyL+0P6tpPGBetlMYVrksbb5GuMbP6QQh0D75+0yaoju8FZSszIUupd0frzcSfXwMRKda1ZkIdyV3DhuyTNWVGRH6MDpSMAPuAK5RSu62L+W+A84Bua/wda5vLgX+1PuLflVJ3WeNHAXcCRcDjwDfUEMLGK4q83Hj+fF7bdIDfPr8xtQBgO5o9hSaThrzhcfTxuxF9DH8BQCnVbB33b1nr/Ugp1Wy9///tvXeYZOV5p30/latznBwZhjCDAKERoGAQEkIgrY0ky7aw10LBy2qN1rtrf9car3dXXtvyyvZqHdaybGRhoWChbCELgQFlCQQDIqcJTE4dpnNXfr8/3nOqqruruiucSl3PfV191fSpOnXe6nnqnN954m+Ss+FvOz8VsUDMOJ4ZEeFT7311TcVMMbojAUZn7PDJSvrMKC3F5cB+Y8xBABG5C3ueL68+em6UKenB4Ku++/Ob/xA+/Vb4mz0QLDwXLMvZl+Gy9yzY1O94ZqbmbQM9dz2doQDre6N89T+8los3LfRGLkbcxnl33cgRUUFfLeaXP8fWCy5b+YV51PLM8+fGmP8BICK/BfxP4IMsLGu9AluyekVeWesewACPicjdTlWIW9b6U+yF5HqquBiscZqD7VzbtcIr8zsAa5ipzXnaGDMK4AjpWwu9yBhzB3BHge17gYu8WEi+sHZzZgBeXWLXX6/pyVtDj3pmVjuFktyvyH+BiNyCbVnAli1bCr/La3+LP9t/Icx7MDF92+vg3/wlvPyDlV+7/hJ45a8v2OSmHbizxdxEYDdH7FVb+1mJza98M488/Tb8qRK8Q8qKrI90lr1PzcSMMWYq79dOrECBvLJW4GERccta34BT1gogIm5Z6/dwylqd7W5Za8Vi5tw13Xzlg6/hFSuobcjvAKyeGaU5WOiZabx46M6rYHLvcpX2pZQkdgZ38GL4FDBRXWm2y5732Z8KcENIk45nJu4k8XaES7+B7e0f4vL/9E8VHV/xhpr6hEXkI9j8gEngGmdzzcpay6HU2TW5DsDqmVGag2KemUbhhrpCfh/nrlnZ26m0NMWS38vGrRSqqjTbA3JiJuX8bgX5Oy6t+jKj1JGqrEhEHhCRZwr83AhgjPl9Y8xm4PPAh7xY8ArrWbFHR7lkE4DVM6M0CYUSgBuJK6jOX9ddXTKn0go8CuwUke0iEgLejU2ILxvXI9PoiemumElnbA7lcHeYJz98HR9647mNXJZSJlWdCY0x15b40s9jc10+TA3LWktyb5aJX8cZKE1GvrDuXKHRXT1wq0B2b1h+6rbS+hhjUiLyIWzlnh+4wxjzbCXv5Z5bq86ZqZJN/VF+6007ufHSDdltWpXXetTsNkpEdub9eiPwgvPvhpa1lktQB00qTYbrmekM+Rt+Vwsw1G3d8m/etbbBK1HqgTHmHmPMecaYHcaYj1T6PkG/D5/k+rs0ChHht998HjuGNUTaytTytu6jInI+tjT7MLaSCRpc1louuQRg9cwozYHrmWmGEBPA2y/dyIXre7hgnXpmlNLx+ySbk6go1VLLaqZfLLK9oWWt5ZIrzdYvndIc+HxCyO/LJt42GhFRIaOUTdAvDQ8xKasHvUKvQKmzORSlnoSDPrp0qKPSwvh9HjTMUxQHFTMroH1mlGYkHPDT3SSeGUWphIBPtPpN8Qy1pBUIap8ZpQmJBJsnzKQolRDwiXpmFM/Qs+EKXLSxl7dfuqGkbsGKUi9ufs02Ng+sMIdGUZqYt168nm1D5betV5RCqJhZgd5okL989ysbvQxFWcC/u+qcRi9BUarimvPXcM35axq9DGWVoGEmRVEURVFaGhUziqIoiqK0NCpmFEVRFEVpaVTMKIqiKIrS0ohtyLv6EJER7BiFQgwBo3VcTi3Qz1Bfthpjhut5QLXhlqFVPofacG1YDZ+jVT5DURtetWJmOURkrzFmT6PXUQ36Gdqb1fC3Ww2fAVbP56g3q+Xvtho+x2r4DBpmUhRFURSlpVExoyiKoihKS9OuYub2Ri/AA/QztDer4W+3Gj4DrJ7PUW9Wy99tNXyOlv8MbZkzoyiKoijK6qFdPTOKoiiKoqwSVMwoiqIoitLStJWYEZHrReRFEdkvIrc1ej3lICKHRORpEXlCRPY62wZE5H4R2ec89jd6nfmIyB0ickZEnsnbVnDNYvlr5//mKRG5rHErb17UhuuL2nBtaFU7bkUbhvaw47YRMyLiBz4O3ADsAm4SkV2NXVXZXGOMuTSvH8BtwIPGmJ3Ag87vzcSngesXbSu25huAnc7PLcAn6rTGlkFtuCF8GrVhT1kFdtxqNgxtYMdtI2aAy4H9xpiDxpgEcBdwY4PXVC03Anc6/74TeHvjlrIUY8wPgPFFm4ut+UbgM8byMNAnIuvrstDWQW24zqgN14TVZsdNbcPQHnbcTmJmI3A07/djzrZWwQD/KiKPicgtzra1xpiTzr9PAWsbs7SyKLbmVv//qQet/jdSG1agtf9Oq8WGYZXZcaDRC1BK5vXGmOMisga4X0ReyH/SGGNEpKXq7FtxzUpVqA0rrc6qs2Fo3XXn006emePA5rzfNznbWgJjzHHn8Qzwdayr9rTr/nMezzRuhSVTbM0t/f9TJ1r6b6Q2rDi07N9pFdkwrDI7bicx8yiwU0S2i0gIeDdwd4PXVBIi0iki3e6/geuAZ7Drv9l52c3ANxqzwrIotua7gfc4mfRXApN5LlDFojbcHKgNV0dL2vEqs2FYbXZsjGmbH+CtwEvAAeD3G72eMtZ9DvCk8/Osu3ZgEJuFvg94ABho9FoXrfsLwEkgiY27fqDYmgHBVjgcAJ4G9jR6/c34ozZc93WrDdfm79pydtyqNuyscdXbsY4zUBRFURSlpWmnMJOiKIqiKKsQFTOKoiiKorQ0KmYURVEURWlpVMwoiqIoitLSqJhRFEVRFKWlUTGjKIqiKEpLo2JGURRFUZSWRsWMoiiKoigtjYoZRVEURVFaGhUziqIoiqK0NCpmFEVRFEVpaVTMKIqiKIrS0gQavYBaMTQ0ZLZt29boZSirhMcee2zUGDNcz2OqDSteojastDrL2fCqFTPbtm1j7969jV6GskoQkcP1PqbasOIlasNKq7OcDWuYSVEURVGUlkbFjKIoiqIoLY2KGUVRFEVRWpqaihkR2Swi3xWR50TkWRH5T872ARG5X0T2OY/9znYRkb8Wkf0i8pSIXJb3Xjc7r98nIjfXbNHpJDz8d/Djv4Lp0zU7jKLUlOe+AT/4PzDyUqNXojSYo0ePcs011wDsbpnzMMDxx+D7fw77H6jpYZTVQa09Myngd4wxu4ArgVtFZBdwG/CgMWYn8KDzO8ANwE7n5xbgE2C/dMCHgSuAy4EPu188z3nmq3Dv78L9/xP+Zg+MHajJYZYllYDYVP2PqyyhJS8Es2Pw5ffCd/4Ibr8aDv+kZodSmp9AIMDHPvYxgGdplfMwwD/fCt/9Y/jcL1phrijLUFMxY4w5aYx53Pn3NPA8sBG4EbjTedmdwNudf98IfMZYHgb6RGQ98BbgfmPMuDHmLHA/cH1NFv3oP8DgufAffgLxaXjmazU5zLJ887fg/+yEe39PvUMNpiUvBC/dCyYDN30RglF47M6V9/GasQPwz78JZ16o/7GVBaxfv57LLrOauhXOw0fG5jj43F4YeR6u+2PY8UZ45HYwxutDLU9sCj73Luupz6Tre2ylbOqWMyMi24BXAj8F1hpjTjpPnQLWOv/eCBzN2+2Ys63Y9sXHuEVE9orI3pGRkfIXefJJOPYovPo3YO1u2HBp/V2cZw/BU1+Evq3w07+Hv7oEfvDn9f8iK0DrXQgAeOFfoGcTnPcW2HwFHG9AaexDH4cnPg9/fxX86C/1YtAk1OM8XC1X/fl3+cbn/xYQeMUvwQVvg5nTMFHnyvJnvgr777ee+n94k70+KE1LXcSMiHQBXwX+szFmQfzEGGMAT67UxpjbjTF7jDF7hocr6A316KcgEIVLbrK/n3stHHsE5s96sbzS+OHHQPzwnn+GDz0KO6+F7/yxFTZKQ2kJQZ6YhQPfsRcAEdj4KhjbX18bTifhuX+235/zroMHPgz/eINdm9JIfNThPFyNDT99bBKAt/kfhq2vhe51VpADHH3Ei+WVzpNfgKHz4Rc/BZPH4PZr4IVv1XcNSsnUXMyISBD7Bfq8McaN2Zx27lZxHs84248Dm/N23+RsK7bdO2KT8PSX4eJfgmif3XbOG6y7/lid7myPPgKPfwYuvwV6NsDgDvilz8D5b7U5POMv12cdSiHqciGoWpAf+A6kYnDhv7G/b9pjH48/7sXySlzDd2FuDF71Pvjlz8I7/h6O/hS+85H6rUFZQDKZBNhBHc7D1djwVx47yrlyjPN8x0le8At245pdEOq2NlQvTj9rj3fpTfCKd9kby7W74e7/CDNnVt5fqTu1rmYS4FPA88aY/5v31N2AmwB5M/CNvO3vcZIorwQmnbvf+4DrRKTfyTO4ztnmHfsfgOQcXPpruW2DO+1jvUTEg38IXevgmt/LbfP54G0fA58fHvxf9VmHsoB6Xgiq5oVvQaQPtrzW/r7hlfbxxM88P1RRHvp/0L0edr7ZeocueTfseT88/LeNSahvc4wxfOADHwCINft5+PjEPG/z/ZSMEca2OFFYn9+G/E8+5eWhluf7f2oF1GXOnyfaD+/8JMxPwE/+un7rUEqm1p6Z1wG/DrxRRJ5wft4KfBR4s4jsA651fge4BzgI7Ac+CfwmgDFmHPgj4FHn5w+dbd6x/0F7Edi4J7etaw0EO+FsHcTMyafg0A/hyv8A4e6Fz/VssBeD5//FfpmUutFKFwKMgZfug/OuB78zqSTSCx1D1k1eD44/Di//AF5zKwTCue1X3wa+gIZLG8CPf/xjPvvZzwJ0N/t5eD6Z5ir/U/zMnMvpTF/uid7NMHXCy0MVZ/xl29rgin8PHQO57WsugIveCXv/sb5hW6UkajqbyRjzI0CKPP2mAq83wK1F3usO4A7vVrfgza1nZsc1uYsA2LvK/m02KbfW/OxzNl/nVUUqdne9HR76G1upcsm7a78eBVh6IXA2/zfsif9LIvIB4DDwy85z9wBvxV4I5oD3gb0QiIh7IYBaCPLxgzA/bnMN8uleD9OnPD1UUZ76IvjDuTva7BrWwkW/aO382j+AUEd91qPw+te/HmMMIvKcMWbPoqeb5zwMpOLzvML3MnekbuDc6XjuiZ4NMH3SJpL7/LU6vOXpLwMCe9639LnXfMg+/9zdxc/VSkPQDsAAIy/abPkdS77XVszUI8x09GHYfLl1ZxZi46uge4P9Eil1w70QAM8ZYy51fu4xxowZY95kjNlpjLnWFSZOFdOtxpgdxphXGGOyCVfGmDuMMec6P//o+WKPP2YfN75q4fbudTBdh7vaTMbe0e58M0R6lj7/indBctYm1StKATbHXiJEiscyOxmZWSRmTLr2+SrGWEG+9XXQu2np8+svsakAL3+/tutQykbFDMApJxa7+CIAMLDdemZqWRqdnLcJZ5sW3zTl4fPZhORGlNkqrcGxvTYsuubChdt76uSZOfaovXve9fbCz2++AsQHh35c+7UoLcnO+LMAPJ7ZyegCz4xT+FfrUNPEYVv9t/vthZ8Xge1XwcHvW/GuNA0qZsCKGX8YhnYufa5/G6TmreemVpx8EjKphfk6hVhzgV3HnLfRCWWVcPwxmyi52A3fvd7e0aZTtT8+WNFdiEiPvbM9rGJGKcx5qRcZDW4g3TG01DMDMOV9zvwCTj9nH9dfWvw151wNc6Nw5rnarkUpCxUzAKeetnez/uDS5/q328da5s24pd+FPEP5DF9gH0d13o6yiEzGevfWX7L0ue51gIHZGrvoR16A6AB0LVOOu/V11oOTihd/jdK2bM4cZyR6DkNdYUYa4ZlxBcqaC4q/ZtPl9vH0M7Vdi1IWKmaMsWJm3SsKP985ZB/nxmq3hiMP2Y6/3WuXf93w+fZxRFvEK4uYOWU9iIM7lj7Xvd4+Tp1c+pyXjLyYE9zFWLsb0on6VVcprUMmzWZzismOrQwvFjMdA9Z7XmvPzJnnoG/L0orSfPq2AFKfwhClZFTMTJ+0QmXdxYWfdxNya1WKl0nbkuztV6382t4tEOywFw1FyWf8oH0cOGfpc93r7ON0DcWMMVZkD5+3/Ov6ttjHeremV5oeM3GEsCSZ6txKbzTIVCyZe1LEhppq7pl53jbpW45gxK5FxUxToWLm1NP2sZhnptZi5uSTtvtwsTyDfHw+GDpPPTPKUrJippBnxsk3qKWYmR2B2MTKnpmsmDm6/OuUtiN5xobPZ7vPoSPkZy6xaJ5XrVsMpBI2hL+SmAGnZYcK8mZCxYxbybR2d+Hnw912VlKtxMy+++1jKZ4ZsGEEvSNQFjN+EHzBwuWknUOA1Las1fUWuqHQYnRvsN+niSO1W4vSkqRG9gEw372daMjP/GIxE+mF+GTtFnDmOVuIse6ilV9br/5jSsmomDn1tE3yLdQXA6x7M9pfm867o/vgx38JO6+z3YZLoWcjTB7XskBlIWMH7Am2UEMxnx9CXZCYqd3x3WTIle5q/QHo3ahiRlmCGd3HlOlAuobpCPmZTy4SM+FuiE/XbgHF+jQVon+b7d2UjNVuPUpZqJhZLvnXJdrvvWfmzAvw6bdBIAI/X8asj97NkI7b0kBFcRl/uXC+jEu4C+JTxZ+vlpNP2mZibn7OcvRuUTGjLEHGDnDQrCcaChANWjFj8vt71VrMnHgcOgZtMcZK9G+zj2rHTUN7i5n4tL0IFEv+dYn2eS9mHrkd4jPwvm/bpmal4oYRtBpEcTHGhpmWFTPd1t5qxYknCpeFF6JvC0xqzoyykOBZK2YiQR/RUABjIJbM80BHeiA2VbsGpscft14ZKTaBJw9X8Ggie9PQ3mLm7GHAFG6Wl08tPDMjL9o8neX6GRRCxYyymJkzdkzAcmIm1FW7u9rEHIy+WJ6YmTphEy4VBSAxR3D2BAcz64kE/XSEbLh0Qagp3A2ZZG16FE2dtIUVpYSYIOeBrGUzVaUs2lvMzDiZ8Su5xmshZkZfXDlZshAqZpTFuJVMgyt4ZmqVM3PqKTCZ0sVM91rAaKhUyTF+AMCGmYJ+okErZuYSeV2rw05eYy3Cpd/5YzvV/eJfKe31bo6jipmmoc3FjFPdsVLyrdcJwHPjtpS1EjET7be9ZlTMKC7OhWDlMFONPDM//Xs7E2rxtO5idLoXghp3JFZah1FbyfSysZ6ZqOuZya9oyooZj+34iS/AE5+DKz5oZ/GVQjAK4V6YVjHTLLS3mHF7FnSt0Hk32m9LAjPp5V9XKtky1jJDTGDjub2bNOdAyTF+0N5V9m4p/ppa5cwc/gk8+zW48j/YLq2l0OmMO5gd8X49Ssvxf+57kW9+94cAvGzWEQ3lwkwLes1EauCZSczCN38Ltv0cvPG/l7dv1xr1zDQR7S1mZs5AqBtCncu/zm2cF/Oox4Hb9G5ohW6pxejZWPu23krrMH7Q5qH4A8VfE6pBNdP0Kbjr12yjvtf9Vun7damYUXL8zXf3kzizj7nIOmKEiQTyPDOLc2bAJgF7xdnDdrzGnvdBIFzevl1r1bvYRLS5mDm18jwk8L4L8NlDToOzzZXt37VGLwRKjpUqmSCXM+NlJcihH8H8OLzzk7ahWalomElxODVp+7QMMsVc2M7Bi4R82ZyZhWEmR8x4GWZyq5H6tpW/r3pmmoo2FzNnVg4xQU7MeDVscm7M9jPwVfjn7xyGWU2eVBwmj60sjMNdtrupl5Ug7oWg3Iq8UCcEoirIFX68357H+mWaWb8VxNGgn46Q9TLOFcyZ8dIzc8g+9pfQW2Yx6plpKtpbzEyfKk3MuD0F3KqRapk/W3p+QSE6hyA5Z+O9SnuTyTj2NLj862qRPDlx1B53pTDtYkRsqEnFTNuz97D1dvczzQTW81K8NLsGNnz2sA3BrvT9KUTXGkhM63m4SWhvMVOqZ2Zguw0LeTXgcf5szttTCZpAqbjEp2xZ9Er2FOqyjwkPLwSTRysPlXaqmFFgYs72GuqXGcZNFwGfEPT78qqZ8kuz3TCTx56Zvq2lNcpbjHvtUO9MU1BTMSMid4jIGRF5Jm/bgIjcLyL7nMd+Z7uIyF+LyH4ReUpELsvb52bn9ftE5GZPFpeYtSf2UnJm/EEYPNeOIPCCuXGPxIyGmtoeN49rJU9fTfINjkJfpWJmDcyomGl3ZuIpQiTplnlOJzuJOLkyuT4zeZ6ZQMiOf/EyAXjicGUhJsgTM5o30wzU2jPzaeD6RdtuAx40xuwEHnR+B7gB2On83AJ8Aqz4AT4MXAFcDnzYFUBVUWpZtsuaCzz0zIxXH2YCvbNVrC3ByuI47HhmvCrPNsbOpSlljk0hOofUfhVm4ikGfdYmTyQ7lhczYENNXglyY6xnxp2zVC6dTmjKq1xKpSpqKmaMMT8AxhdtvhG40/n3ncDb87Z/xlgeBvpEZD3wFuB+Y8y4MeYscD9LBVL5uH1aSnWTD19gDT85X91xjXE8M9WIGacaRC8GiuuZWcmevPbMzI1Bar76ijyd/t7WzMZT7OyyoaZj8SjRkL0k+XxCJOgjVnBytkeemcSMzT0sZThqIbyuclWqohE5M2uNMSedf58CXNfIRiC/E9wxZ1ux7dUx4YqZTaW9fvgCwMDoS9UdNzFr54uoZ0apAGMMDx0Y49FDzj3CnCtmVsqZccSMVyMN3GnBlYaZogNg0rWd5K00PbPxNNs7bXn2iUQH3eFg9rlo0L/UM+MOm/QCt29YOW0F8smKmQlPlqNUR0MTgI2d7+5Z4wsRuUVE9orI3pGRFS70k0cBsQ3oSmHwXPtYbUVTqWGB5QhG7cVJc2bakv/29af5qwds+/ecZ2alMJPHyZOukO6q9K62zz7GJrxYjdKiTMeSbI5YMTNuulnfG8k+1xEKLBUzXetg+iSe4Ioit0qqXMI9IH71zDQJjRAzp53wEc6jmwp+HMi/zdvkbCu2fQnGmNuNMXuMMXuGh4eXX8XEUeheb5PKSsGd2VGtmJlzxUwVnhnQnIM2RUR46yvW8dDBMcZnExXkzHgUZnLfJ1LhhSDSZx+96qqttBzGGGYTaTYE5wA4a7pZmydmoiH/0jBT/zYb7vei+aMr7Cu1YRHr1VEx0xQ0QszcDbgVSTcD38jb/h6nqulKYNIJR90HXCci/U7i73XOtuqYLLMSI9Rp7wqq9syUWH2yElra2rbccNF60hnD/c+dsvYU7ll+lAHY0uxAxDubcUWI6/EpF9e1ry76tiWeypDOGAZ9VhhP0MX6nnzPjH/h1GywYiYx403SbdYzU2GYCZwhxCpmmoFal2Z/AXgIOF9EjonIB4CPAm8WkX3Atc7vAPcAB4H9wCeB3wQwxowDfwQ86vz8obOtOirpkTFwDoy/XN1x573yzGgX4HZl94Ye1vaEeejAWOk9i0Ssvbu5LtXiemYqFTMaZmp7pmNWqPRkppimgySBBZ6ZSKGcGbfyyO3cWw3VembAfvfUhpuCWlcz3WSMWW+MCRpjNhljPmWMGTPGvMkYs9MYc60rTJwqpluNMTuMMa8wxuzNe587jDHnOj//WPXCMhmYPF568q/LwDkehpmqrC7XMFPbIiL0d4Tsib6cnkV9W7wVM+KHYEdl+2uYqW68//3vZ82aNQC73W3N0O9rNm7FTFd6gimxojg/Z6YzVGMxk/UuVilm1DPTFLRnB+CZU7aiqNxKjIHtNvmsmvbVpSZsroTrmdHS1rYkHPART2XKG43htZgJd1fWORU0zFRH3vve93Lvvfcu3tzwfl8zjpjpSIwx6bc2vC4vzNQdCTIdSy7cqW+LfTxbpYccvPPMqJhpCtpTzGTLsreUt587mbiau4KxA9C9ofTE42J0DtvSVnVxtiXhgJ94Km3DluV4ZubGvGmcF5+u7o423G09O+qZqTlXXXUVAwNLBG/D+325YiYaH2UqYBvQrcvzzPRGg0zOLxIzoQ6bu+iJZ2aqOu8i2HCpipmmoD3FjNswr2zPjCNmqgk1jTxf/pThQmivmbrQrC76cNDxzMyOQsdQaTu5d7WTR5d/XSnEpyrPl4FcJYiK8UZRs35fpbbIcMNM4dgIs6EhOkN+uiO5PjM90QBTsRRmceVS/1Y7ILJaYpPWK1OpdxGcnJlJyKRXfq1SU9pbzJSdM1NleXYmAyMvwfCFle2fjw6brAvN6qIPB3xkEjErKrpWaEPg4o4e8CLU5IaZqiHSq2GmJsDrfl+ltsiYiacIk8CfmCLUu55Xbln4leiNBklnbPn2Ano2wuSx6hcan6q8YZ6L6xVVD2PDaU8xM3HUJiDmnYznEilu/afHOT6xzLiCSK+9C65UzEwcti3gh8+vbP98XDGjE1trSrO66MMBPx1Jpzy11Pli2XwDD+5qq/XMgHXR60WgUdSs31epzMRTrBEbovm5yy7ic79xxYLne6PWS7Mk1NS7EaZOVNRrJpHKsO22b3HHj162YaZqQqWgIw2aiPYUMwV6zDx1bJJvPXWS77+4gqejmoomd1DlGi89M1qe3QAa7qIPB3x0p5zKOHdW10p0rQF/CKaqugZZPPHM9GmYqXE0vN/XTCzFMI6YLSDIe5yQ0+TcIjHTswnS8YrOfe4YkL/7/gFvPDNuVZ56GBtOe4qZiaNLkn+Pn7UemaNn55bfd2B75b1mRl60j154ZjoGANEwU4NplIs+HPTTnXLuBksNM4nYoXpetIPXMFPLcNNNN/Ga17wGINxM/b5m4ynW+ibsLwXEjOuZmVpc0dTr3AdMlR9quv+50wBcsL5HPTOrjBXahq5CjLGeme1XLdjshpeOnV1hKvbAOfDUlyAZg2Bk+dcuZuKIbZZX7d0AgM8PHYMqZhrDaRFZb4w5WYaL/g2Ltn+vmgWEAz4i6TI9M2Ar6aZOVHNoixdiRsNMdeELX/gCACLyuDFmT95Tb1r8Wkec31rofYwxdwB3eLWumXiaTQGnPLrA5OqeYmEmd57e5HHY8MqyjvmdF+xXdTaecjwzKmZWC+3nmYlN2HbYi8JMWc/M+EqemXMAY/NfymXyWO6uwgt0pEGjaLiLPhz00ZuesL90lSFmetZXL2bSKUjOVX9X64aZvJizo7Qck/NJNgYmbXl0gYq84jkzTuFGmeHSuUSKI875fXQm7q1nRsOlDaf9xMyskzS56G62LM8MVJY3M3Xcxnu9onNIc2ZqTLO66MMBP/3mLCbSC4Fw6Tt2b7BhpmoERKLKUQYukV5IJyAVq+59lJbk5OQ8m4NTVoz7ll6KXM/M1GIx0zFkc7/KrGg64Zzjh7pCjE3Pe+SZ6bOP6plpOO0XZnIVtGuEDq6YGZ2JM59IEw35C+9fjZiZPAZbrix/v2JE+2B0n3fvpyyhWV304YCPIZnEdK6hrC4ZPeutVyU2ueQ7UDLVTsx2yV4IJiAYre69lJbj+MQ863xTRavxusMBRAqIGZ8PejaU7Zk5PmFF88Wb+nj+hechYqB7fUVrz+IP2iGuKmYaTvt5ZtyEQzcLHchkDMcn5lnbY+9wj08sE2qK9ts7ynLFTGLWCqkeD8NMkT5NoGxTrJiZIlNqwzwX9+RdTRJwdtqwB54ZUBd9G5LJGE5OxBjkbFEx4/MJ3eHA0jATWA/3ZHlixvXMXLyply3ipLm5vcOqQUcaNAVtKGbc2Uh92U1jswkSqQxXbLcttY+OLxNqEllSnv3iqWluvuORpXNE8nG/eOU26luOaJ9eCNqUcNDPEJOkomXky0BOTFeTN1PtxGwXHTbZtozOxEmkM/SmxqC7eJ+k3o4CIw3A6TVTvpjx+4TdG3rZ4rNVTdnBldWgIw2agvYTM87F/7ZvH2XfaXtSPj1l3Y+v3m6box1bsTx7oZj512dP8f2XRvj+S8sk47plhHmemRdPTfO5h6toYBbtt/kGyRXyfJRVRzjgY1gmSEbL9Mz0eOCZmTllH8v1Ci0mP8yktBXHJ+bxkyaSGLezlorQEwkyFUsVeMJpnFfGGIHjE/Os64mwrifCFjlDRvzQW+ZIm0JE+9WGm4D2EzOO0X31uVl+uM8mz47OxAG4cF034YCPo6UkAU8cgVQCgBccUfTdF5YRM1nPTE7M/H9ffpL//s/P8OKp6Qo+CNqwqY2JSpIemScRGSxvRzfMVI1nxh2H0L+18veAPM/MRHXvo7QcJyZiDDKFYJb3zBQaNgn2PGrSMHO6jGPOs6EvwlB3iC1yhmPpAf7N3z7Md51y7SUzoEpFw0xNQfuJmdgE6UCUJAEm5qwYGZuxj0NdYTb2RwuWZ0/Hkvzt9/aTSGWsmDGZ7EndFSPff+kMmUyRL8TkMUBsNYnDQKednP2Zhw5V9lncO1u9GLQdbsO8eLhM70ggbPsTVStmIn3edU/VMFPbcXxijmGZsL8s45npCgeyAykX4FaFlpE3c2Iixoa+KIOdYbbKaQ6btUzNp/jPX3yCZ45PcuH/vJd7nzlVxqdwiPSpmGkC2k/MzE+QCtqT8ISj+MdmrWdmsCvE5v6OguXZv/2lJ/mze1/kxwdGYfBcu3FsP/FUmpdHZ1nfG2F0JsHhYn1qpo4Riwxx6Z98j9+4cy+QG9Z6z9MVuvzVM9O2dKdsi4H5UJmeGciVZ1fKxJHcnKdqcMWQ2m/bcWIixtaQ45FeZrZYZzjATCExU2YXYGMMpyZjrOuNEAr42B09y2WXvJJPv+/VxFNp3vmJnxBLZvja4xUMsHQ9M9ovqaG0n5iJTZAI2sTFs87Mj7GZBKGAj65wgE390SUjDSbnk9k22GMzCRjaaZ8YfYn9Z2ZIZwxvutAmYp4oNqhy8jhj/mEm5pI88Pxp5hNpJpzjz8YrHB+vDZvalo6kbVMzF1oyBHNlqm2cd/Zw9SEmAH/AlrWq/bYdV583zK9caPvILBdm6gz7mVs8NRsWdgEugcn5JIl0hjXdEUjMEYyP07lmG+cMd/Hn77rEetyBYo71ZYn2QyZpK1aVhtF+YmZ+gljA9sdww0yjMwmGOkOICJsHOpiYSy6oTLrv2Zzr8dTkvDXezjVZMQNwzflWzBSduj11nHF/bobO2blENhacSGeKh6eW4a6nnTsbdXG2HR0JK2Zmg5V4ZtZX7pkxxvHMeCBmwOkCrGGmduOaC9Zw9XorIJb1zISKeGai/RDsKLmiaWTaet+Hu8Mwe2bBcX/+kg1867dez9XnDXNkvAJBojeVTUH7iZnYBHO+LsAKCrBhpsEu22NmU79t3pUfavr+iyOs7QnT3xHk5KTTrXToPBh9KVsJ9cot/YgU8cwYA5PHOS25/IaJuWRWTIEVNOUwE0/xlz92Eo7VTd92ROI2zDTj7yt/554NdgxGKrHyaxeRnhmB1PyCMNO+09Pc8Fc/XDrduBSifWq/7crMaStml+lg3REKkEhlSC4+P4pY70yJXYCzYqYrDDPOeTNPRO3e0MvONV0cGZ8r/8ZSuwA3Be0nZuYnmHHFzGwuzDTYZZNxtwx0AHB4zIaaUukMP9w3wtXnDbO+N8qprJjZCSMvMjIVIxL00d8RZE13uLCYiU1AcpYTJhcScD0zHU6n4XiqPDFzz9MnOZO0J4HY9FhZ+yqtTzg+wpTpYN4Ey9rvpdPTJDqchMsyvTMPHRjjnX9iOyLni5mPfvsFnj85xUMHKxitEelVz0y7EpuEjuXDpJ1he34sGGoqo9fMyIzrmQnlKqAWTZvfOthBLJnhjCN8Siabu6hippG0jJgRketF5EUR2S8it1X8RrEJprE5M7lqpjiDnVYYbB/qBODAiA0f/Wj/KFOxFFeft4b1vZGcZ2b4fIhNMD9xmuHuMCLC+t4oJyYKzJlx4rpH04NZsXRkfI6MgTXd9riJMsRMLJnmH354EL/fz6TpYHzszMo7KauKUGyMEdPLN544wTPHSxMDZ6ZjXPcXP+DzzzselBLFzN5D42Qyhn/44UGGxTlWXht49zvRGw2V/gFc3GGTSvtRwuT1zrCduFO0oqnEnJmcZyayJMzksmXQnvsPj5UZanLHesQrbLGheEJLiBkR8QMfB24AdgE3iciust8onYTEDJPGGu1sIk08lWZ0NsGQ45npjgRZ3xvhwJkZMhnDn9/3Ihv7orzpwjWs641wygkrsfkKAC488y3rugQ29kULe2acu4dDiV62Dloxc2jUfmHWdEeA8sJMH/vXF3np9AwffefFTJpOZid02GS7EZgfZZReHnj+NH/3/QMl7fM9pw/SczPW/ktJAt57aJx3/d1DfPOpEzzy8jiD4owy6Mzd1bqh1iWhgFLQMFP7Ep+GUGliZi6REzN///0DfP1nx6xnZuZ0SeHSkZk4Ib+PnmgAZhwx07nIM+N65YtVpBbDnbwdnylvP8VTWmXQ5OXAfmPMQQARuQu4EXiurHdx3NlnTUd207Gz8yRSmWyYCeDcNV3sOzPDN586wbMnpviLX7mESNDP+t4I47MJYsk0kY2XwTnX8PMH7+L89H74cj+3jk5xaGoW8+VPLxz+d9Z2+d0f7+N1gx38cB+87IoZZx5UPFlaRdPEXILPPnyYX7xsE7/4qk288C/dDJ55mMf+z41l/SmUpSTXXsKVv/6HjV5GSfjnRxl1wpYjJbrFH3zButcDfRthhJI8M25jyW8+eYLpeIpBv+OZ6czlf43N2otJuaFSQMNM7Ux8KtcvpgidThh+xqn4/Opjx/jf336BkN/HO965ETDWjleorhuZjmc96MycgeiAHRKZx7DjJR+fLTOXzPUuxafK20/xlFYRMxuBo3m/HwOuWPwiEbkFuAVgy5YCfTCCHfBLn+aRH+ROuvtOWzXthpnAipnPPnSYP7v3RXat7+HGS2wZ4Lpemxx8eirG1sFOuPYPOHn7e9iaehlOn2BDIkmIOOmTYwR8C2cZZ859M4ee6eYd3RGiQT+HHFfm2p7yPDNffPQosWSG3/g5OyBtfMtbiB79JkNz+0vaXynOqckKypwbhC8+zZSxrdjdDtbLYXO/rDA5Nh+GQKQkz8xPDth9Hnje3s0OyRSJQDchJ2kzP1kynqqgxUCkFxLTti29r8ikemV1UkaYac4JM33WGf9y/rpu6HXEyNTxksTMkCNWmD0DXUtnmnWE/IgUCWktR1bMaJipkbSKmCkJY8ztwO0Ae/bsWZqSHuqA3e9g33d+RCgwTSKV4bHDtsR1m5MrA1bMpJxJ2n/2rovxOcLEnap9ZjrO1sFO4mtewVti/5vf/rnz+K037eSZfaP820/9lM/dcAWv37mwM+v4TBzzzAP0RoP0dwQ55CQYr816ZoqLmcn5JLFkmrU9Eb751AletbWfC9db1+Zr3/dR4KOV/LmURXhUbFwfEjPMYoVwKZ6ZExOxbBLl+FyypPLsuUSKnx2ZYNtgB4fG5nj1tn4Gj08RCw3g+jHzkyWXs+GihLqyn6fqjsJKa1GKmAnZS5Rbnj3ltLOIp9JldQEenUmwsc9+X5gpLGZEhK5wgOlCs6CWIxABX0DFTINpiZwZ4DiQPxFsk7OtIqZjSTY7JdiPvGzFzHlru7LPX7DOCoWfv2QDrzs3J0r6nARHt9ndqDMGwU3i3b3B7vfsiaVuc7enTF9HkL6OUDbht5Scmf/1zWe54k8e5K8e2MezJ6a4+rzhoq9V2oBMBknOMou14alYakWviOsJ3DwQ5exswpZnr+CZee7EFKmM4b9efwG/+YYdfPQXL2aQSeaC/UveFyoMM4Wd753mG7QfJXlmFlYzuUMn5xLpsroAu2EmwIqZzsLT5ouOT1gOEfs5VMw0lFYRM48CO0Vku4iEgHcDd1f6ZtOxFOettV+ip49PsqE3QnckFz+9bEsfX7zlSv7ily9ZsF9fh32NWwW1oBET0N8ZYkNvhGdP2Njp4bFZPvPQIZLpTFYA9USD2ffJ33e5aqbnnPf7iwdewhh47Y4KGqUpq4eEvfDPmEh2kyusi+FWaFy2pZ+x2QSmBDHj5nXtWt/Df73+Ajb2RRmUqQViJr9XUkVhJtczoxeC9iIVh3Si5DCT65lxm5nOJ9J233Dvip6ZTMYwPhvPzsKznpnCjfq6io1PWAkVMw2nJcSMMSYFfAi4D3ge+JIx5tlK3286lmLLYAcXb+olY2Dn2oVfKBHhinMGCfgX/nlcEeJ6Wc44VRxZxQ/s3tjLMycmef7kFL/4iZ/wP7/xLLd+/nEm5+1J34aZ7Jdq80A0+2Vd7kKQyhgu29JHOOCjM+Tnks19lX50ZTXgiBnXMwMrh5oOjc0RCfq4YF0P8VSGZMc6mD617DyZl0dnCfgk20gy5PcxJFPMBHJiJr//R2WeGee7l1DPTFvheuJKzZlJpEikMlkby9pd78qN82YSKTIGe96Nz0BydkmPmfzjVSZmelTMNJiWyZkxxtwD3FPt+8SSaRLpDD2RINdeuJanjk0uCDEtR1c4gN8n2c7BuUZMeWJmQw8PPH+aX/n7h+gIBfi3V27hcw8fYccae4y+aJCTk7Z8+99esZWQI5iW88yMzya4YvsA73jlRqZiKYL+ltCgSq2IF/DMrCBmDo/Nsm2wM1u1NxseJpSOw9w4dBb29B0am2XLQEdW1PswDDDFvryuwwvETDU5M3ohaC/cyp8VxEw0aMNMs/F01ivT1xFkYi5JJmPw9W2x4zWWYcJpjtobDRbtMePSHalQzIS6tJqpwbTdVdFN7uqOBLhutzXoizaWlngoIvRFg9mQkXs3PNSVEzPvfOUmrtu1lks29/HlD76GD169A4BvO5Oxe6NBXr3NVs38yqs3Ew7a/4Jid7XpjGFiLsFAZ4hff802br3m3LI+r7IKSdgL/81X7+YTv3YZkBPWxTg0NmfFjONqnwg4uWDTxUNNL4/OLUiMZ/4sfjFM5omZ+QWemQrCTOG8BGClfXDF6wpixu8TokE/s/FU9ty91skznE+m7YywiSPLehgnHK94X0coN8pgmZyZmXITgEHDTE1Ay3hmvGIyz7AvWNfDv/6Xq9gxXJpnBqC3I8jEfE7MDHSGFnhKtgx28Pe/vmfBPludapCOkJ/eaJD/7y3n88Grd9DXEcp+QYuJmcn5JBlDLt6rKM503ledt4X4ZntSXs4zk84YjozN8aYL12TtaNw3xHaAqZOw7hVL9jHGcGh0lteck+e1mbUXginpy26ad/ojhQO+ysJMIU0AbktKFDNgQz+ziXROzPRGePH0NHOJNJ19W6y4nz9bdDSCe/PZ3xHMG2VQWMxUHmbqhrMvl7+f4hlt55kZcxIlB5y8lfPWduNf1BNmOfqiwexAvTPT8Wz33+XY6YSYfue68wn4fQT9Pvqdi0o4sHyYyW3gpGJGyZLNN+giHLACebl5Micn50mkM2wb7Mza0Snj5L0UmW1zeirOfDLN9qFcg0lXzEzkiZm5RJqQ30dnOFChZ0ZzZtqSssSM65mx5921Tlh/PpHO9ZeZOFx0/4m8StJcmGkZz4wmALckbeeZcfNdKhUHfR2hbPv2kel4toPvctx2wwVctLGX975225LnwoHlB01Wu15lFeJe+J1W8AOdoaydFMIdmrp1sCNrRyfTvSC+omLmzLS1cbdRJJAVM+PSk900n0gRDfmtZ0ZzZpRSyYqZnuVfh+01M5dIZcuy3Uajc8lUbuDpxBHY8MqC+7sVd73RkDPKQKBjqOBr3dJsY4ztFlwqKmYaTtt5ZsadZLCKxcyinJlSPDPnrunmP197XkEPUGgFz4zrSXIroBQldyFwkso7gtkKu0K4vWC2DXZmEyrn0j7o3lC0EmRq3l44eqN5Ld9nbTfgccnlmM0l0nS4YqaCMNMTp+IY8alnpt1wk2VDK4f4O8N+ZvI9M84N5FzCyZmB7MiYQrjn695o0OkxMwT+wvfxXZEAGZMLn5ZMuAeSc5CuwKujeEIbihnrjs/v9VIOfR0hJueTGGMWNmKqkJXEjHvHnT87Smlzsp6ZXIXcSp6ZUMDHup4IAb+PgE9sSKh3E0wcLbjPVMzti5R30p8dIY2PiUwuKXg+mSYa9BMO+Mua/A7w9Z8d4+1/+xOmMhFS83pX2yqIyPUi8qKI7BeR2yp6k0RppdngekvS2fDPGtczE0/bQaWR3mUrmibmknSFA/Zcu0zDPMjra1MgCTh/2OUSsuFSteNG0YZiJklnyE8kWNkcmL6OIDPxFGOzCRLpTNVixu+T3MWlAG7OjHpmlCzxGUAgZEVFX0coe/dZiEOjs2wd6MiO5ciGhPo2w2QRMeN4enoi+Z6ZEaZ8vcTyTHU+kbZhpqCv7JyZe585BcAMUeZnJsraV2kMIuIHPg7cAOwCbhKRXWW/UXyafBtejq5I0PHMLAozueJizW54+QdFK5om5hI5D2ORuUwu3Y6YmV6UN3NiYp5d//M+3v/pR3ny6ARm8bF0PlPDacucmYEqvByuR8cdUFmtmAHrnVkuAbijCvGlrEISM9Yr48T0+zpySemFODy2sMQ6EvQTcz0zz3694JDHnGdmqZjJDye5YSYor2meMYbHDk+wsS/K7FyE8OwUK9+jK03A5cB+Y8xBABG5C7gReK6sd4lP29BMCXkp3ZEA07Ek07Ek0aCf7oi9bGVDQa/8NfjGrbDvfth42ZL90zMjbInEbZh0+hRsfW3RY3U5YmbxSIN9Z+z5/jsvnOE7L5zh9l9/FdftXpd7gSNmJk8eJJ3Qc3W19PQPEwiWd51uOzEzPpvIVjJVgqvw952xCtwLMbNcvsH4bEK9MspC4tO5/izYmWHT8RTJdGZJQ0VjDIfHZ/m5vMGnWc9M72bIpGy5as+GBftNzafw+4TOUN6JeXaUGX//QjGTTNMbDZLJmLLyDI6OzzM6E+ffX30Osw9F6Ylpw7EWYSOQ7847BlxR9rt0DhcUHoXodoY/TsdSdEcCWfGcbdi4+51w33+Df/qlgvv/lfuPP3ffcH3xZRUJMx0/axud/tO/u4JbPvMY339pZIGYORILswXo/eKNJX0mZXkOvPPb7Li4uOgsRFuKmWryTzb02eqOn+wfA2B9frVHhSznmTk5Oc/63kjB55Q2xfXMOOSP2RhalJB+di5JLJnJ2i1AOOgnlnLEDNi8mUViZnI+SU8ksLCiY3aEmcDWBbYaS6RZ1xMmlTbZ5mSl8NgRO+D1ba9Yz9RDETIxdc+vFkTkFuAWgC1bthR+0VX/n/0pga5wgHgqw/hswoqZoDviwBEzoQ74ta/AyScL7v9XD77Eut4Iv7Jni/UEXfDzRY/len0Wl2cfn5jD7xOu2D7I5dsHeOjA2ILnD0Yv5q8SH+S6nV0V52MqOXau21r2Pm0pZty+L5Vw/jrrTnzwhdN0hvxsHehYYY+VCQV8RadmHzs7z56t/QWfU1oPEbkee7PoB/7BGPPRst8kPrPQM5MdgLpUzJyadEusc4LYembSNmcGnLyZhTfXU7HkwhATwOwos9FLSeTlxswlU3SEbI+ZckqzXzg5TcjvY/eGXn7g70QSIyXvqzSU48DmvN83OduyGGNuB24H2LNnT/HWvCXiCoyTkzG6I0GijmdmPj8hd/Pl9qcAd953PzesX8evXL60OeRiXM/MIy+PL/C8nJiIsa4ngt8nvHbHIN954Yxzo2lvEmIZH1/NXMVvXP9zXLh+5XJzxXvaLgH4rDMaoFJ6IkE2D0RJpg27NvRkkyqrIRzwF0yeTKUznJyMsam/esGkNB7PkieXeGacEQUFKprcnkhu0iRYz0w8lbFlrYEoHPrRkv2m5pMLk39TcYhPMh9cGGbKJgAH/GXlzBwem2PLYAd+n2BCXQRSsyXvqzSUR4GdIrJdRELAu4G7a3nALscOj56doycaJBTwEfTLgrlgxcg442BKDdUPdIbw+4R/+NHLfPrHuY6+x8/Os9EZuHql0xX7scNns8+7tu82QVXqT1v95WPJNHOJdLb7bqVcuM4q790bSpvptBIhf+Ew0+npOOmMyX6JlJYnmzxpjEkAbvJkecRnFpS09kVznpnFnJoq7JmJJdPWPb/rF+CZr0FyfsF+U7HUorJs22MmFhpYYKtzCbc0u7xqpkNjs1mvpi/SRSg9V/K+SuMwxqSADwH3Ac8DXzLGPFvLY7qeGet5tOfuaNBfkphxJ2aXGvrpjQb51/9yFa/e1s/fff9g1taPT8yz0QnVuuNvDo7kBLjrlQxroUbDaKsw0+R8Er9Pqu6me+H6Hv71udPs3uCNO9GWtS4VM8fG7Ql+k4qZ1YI3yZPRvgU5Lu5d50SBxnknJ2OIwJq8RPVI0J8tvebSX4Onvgh/ut12BHb4XDJtC00+4pycjbXPeHggGxI1xib9doT8pNKZkj0zxhiOjM/x2h02KTkY7aV3cpq5DxcvmVVKY0Y6WfMHtZ0RZIy5B7inpgfJwy2XhtxQ3w6nK/BKLJiYXSI7hru49Zpzee8/Psp9z57ihovWcWoqlhUz0ZCfDb0RDo7kGj26Qj7kbyv/QFPRVmJmbU+EfX98A5llJqyWwuXbB/D7hFd5lMsS8hcRM04GvYaZ2oeSkiff+y8Lfu3N5swUCDNNxhjqCi+oclpQPbft5+DNf+i0ec/xtZ8eYXN/B1edl9f2PdTJ8ZnLie+z+S3xVAZj7Mk9nsqUnDMzMhNnLpFm66C1661v/iAP35/OCialckwgwmqThN154U7XM9MRKs0zs2BidhlctXOY3miQH+0b5bKt/aQzZkES/TnDXbw8mueZccNMQRUzjaKtxAyAzyf4qC7P5XXnDrH396+tOlzlEgr4sg2h8nHFjFYzrRpqkjzZHQ7gk+JhpnU9C+0nmwAM4PPB6/7Tkv3++Ef38m/P2cJVb1mY0iP3vUgibScPuxeTjqCf+UCaeCpd0kyb/FlRAJt27GbTjr8t4ZMq7UhXJHeZGuy0nployG8HTa7AgonZZeDzCVdsH+Dhl8e44bRNBN4xnOvVdM5wJ19//HjW3jVnpvHoX75CvBIyQNHkyWNn5xjuDmvDvNVDTZInfT6xXYALlEafnootSP4FG2ZaLiSUSGWYT6YXJgA7hAI+0hlDKp3JuvndQZMZA6nMyvrr0GhuVpSirER3vphxPDMr2bCLO+ajknLpK88Z5PDYHN99wXotL1iXSys4Z6iT6XiKkRk7Hsddi4aZGof+5ZuAcMC3oNzV5eDoLOcM6Ql/tVDL5Ek7n6mIZ6Z3Ybl2NgG4CNOFuv/m7QuQSGey7xENBVac/p7PkXHbs0MT25VS6CqQM1Nqwrk7gLU3Wv7Np1u19JXHjrGhN5IN54INMwEcOGOFeTyVJhzwlTdpW/EUFTNNQKEOwMYYXjo9zc61lffEUZoPY8w9xpjzjDE7jDEf8ep9ewuMNLBlqUkGOheLmeXvat1E4gXVTA75g1Hzw0xurkB8GZHkip9DY3Ns7Isu6VasKIUIO6XYkPPMhJdpNJqPG2aqxDNz4fputg52MJtIc8Gi3jHuedntBB9PZjTE1GD0r98EFOoAfGY6znQsxc41OrFGWZn+AmGmOUc8dIUXhikjKwyFPDxm7za3FGgI6Xpgnjg6kRMzTpgJintm/u/9L3HB/7iXqViSI2Oz2XwZRVkJEckmAbs5M6X2NXInZlcinEWEd7xyIwAXrFt4Hl7XE6E3GuSFU46YSWW0LLvB1EzMiMgvicizIpIRkT2Lnvs9Z3z8iyLylrztBUfLOzkGP3W2f9HJN1g1hAp4ZtxBluqZUUqhLxrk7OxCz8yc05K9I7TQwxIO+EmmDeki+S37naF6bj+NfFzPzHv/8VG+/rjNXe6JBpcNM52dTfDXD+4DYN/paQ6NzamYUcqiKxygJxLI2l+hc2YhFkzMroBfvGwTHSE/VzghJxcR4fx13bxw0s4Ui6fSmi/TYGr5138GeCfwg/yNTsfTdwO7geuBvxUR/wrdUf8U+AtjzLnAWeADNVx33Qn5faQWjTN46bRV/OqZUUqhtyOYzQ9wmXU8J52LPDPZkFAR78yBM7MMdYUKlrOG8lzpX3rsKD2RABes6856Zgrl4nzr6ZPZf+89dJbJ+aQm/ypl0R0JLBjVsaAibxkm5pNVzUraPNDBUx++jqvPG17y3AXrunnp9AzGGMczo2KmkdTsr2+Med4Y82KBp24E7jLGxI0xLwP7sZ1RC3ZHFZtR9UbgK87+dwJvr9W6G0Ew4COZXniXvH9kht5oMNtXQVGWo78jxIwzOdtl1vHMdC7yzETckFCRvjD7R2ayCY6Lyc8LMAZ+7rxhAn5f1o2ff3xjDJNzSU45jftCfh8PPm8rQwqFsBSlGOt6ImzKs5lijUYXU84og2IEinhcLljXw0w8xbGz8yRSmax3UmkMjegzsxF4OO/3Y842KNwddRCYcCpBFr9+VRD020GT+T06RqfjrOuJaHa8UhKFJmfPZT0zi8JMTmw/VsAzY4xh/5kZ3nbx+oLHCSyaRXbN+bZFWzCwVMzc/9xp/uMXfsbP7RxmuCvMYFeYRw7ZadnbtEpPKYM/e9fFC34PB/wlJwCv76tN1dz563JJwPGUJgA3mqrEjIg8AKwr8NTvG2O+Uc17V7ielbunNiEhJ1M/mTaEAvbfk/PJqmK9SnvRG811AXbFzGw2Z2ZRmGkZz8z4bILJ+WTBfBmAGec9b7p8C30dQW64yH793XyBRCrnYTwwMks8leGRl8fYPNDB9qFOnj85RXc4oJ4ZpSwGu5a2FyjJMzOfzM4u8xo3VHpodI54Mq1ipsFUJWaMMddWsNtyXVALbR8D+kQk4HhnlnRNzVuPp6Pn60W+i97NSZicT7JZT/hKiWTnM+WVZ886Te0We2Yiy3hmcsm/hT0nN1y0ntNvjfGe12xb0MzRFeH5npkxp6HYVCzFmu4ww858qN9764XaCFKpilDAerMzGYPPV9h7Xe7E7HIZ6AzRFQ5wZHyOeCpTsC+TUj8aISXvBt4tImER2Q7sBB6hSHdUY4wBvgu8y9n/ZqDuXp9aEirgolfPjFIOfdn5TDkxMxfPlU7nk++ZmZhLcNkf3c8Dz9kRBQecScDnrinsmQkFfNxy1Y4lYiSY9czkbHh8NlcqPtwd5jffcC7/55cu4abLN6Mo1eDmpyTSxb0z5U7MLhcRYctAB4fHrAdSq5kaSy1Ls98hIseA1wDfEpH7AJyOp18CngPuBW41xqRX6I76u8Bvi8h+bA7Np2q17kaQvRComFEqpM/pcHo2b9ik65npWpwzk1dG/fDBMcZnE/xo/yhgPTPRoJ8NveXlGRRKAB5dJGaGu8O861WbNA9MqZrlQqUulUzMLpetgx0cHpuzHYC1mqmh1CwB2BjzdeDrRZ77CLCk+2mx0fLGmIPYaqdVSSh7ITDOo+2uqmJGKZW+zlwCsEuuqd3iMFOujPrhgzYh93mnX8aBkRnOGe4s6rovRiiwVJC7YSaANd06LFXxjmx7gXQaKHyerHRidjlsHezkgedPM9QV1pyZBqN//SYg6OYbOC5694JUK/eosvroDgfw+2RBmGkmniLolwW9YWChZ+ahA2OAFTNuJVOx5N/lWCzIYWmYSVG8ImvDy3lmKpyYXQ5bBztIpg0nJ2Namt1gVMw0AYtd9LnhaCpmlNIQEfo7gozmeUPm4qklXhnI3dWemorx4ulpNvZFmYqlODg6y/GJ+aL5Msux2IaNMYzNqJhRakNohfEZUN3E7FLZmt/7Rj0zDUX/+k3A4pwZ945Cs+OVctg62MnLo7PZ32cTaTpDS+8WI84d5OOHzwLwy3tsQu7nHj4MwK5FQ/VKwR0E6CYAz8RTJNIZ1vXY8NJwl4oZxTtys8CKdwGuZmJ2qazpyYVPNWemsTSiaZ6yiMUu+ik3zKRiRimDc4Y6+d5LI9nf5xKpJWXZkDvpPuaImV/as4lP/vAgd/7kEB0hP6/fOVT2sRc3zXO9Mh94/Xb8PtFZTIqnrDTYFKqbmF0qa3ryRyxomKmRqJRsAjTMpHjBOcNdjEzHmY5Z+5mNp+koIGZcz8yR8Tk29UfZ0Bfl167YQsbYjr6V9IAJLfIujs3acNfOtV28//XbtYJJ8ZRSc2YqnZhdKt3hAK5pa5ipsehfvwlwXfSLE4BVzCjlcI7T6O6g0ytmNp4qGGbqiQa4eFMvAOettYNM3//67Wzsi/Irr66sB0xWkDsdgF3PzJCGl5Qa4HoXl+szU+3E7FIQkewxVMw0Fv3rNwGLy1pdMaM5M0o5uF17D47aLr6ziXTBBGAR4XeuOx+Azf22n8zangg/vu2NXFVgOnAp+H2C3yck0jaHYf+IXcO6Xi3JVrzH9QQuNzl7Yj5Jf2ftz6EqZpoDzZlpAhZ3T62He1RZfWwZ6MTvk6xnxubMFA4ZXbVziH94zx5evW3As+MH/ZLN+/ruC2fYvaFHPTNKTXB7JS2fM5PINpOsJTkxozkzjUSvlk1AbpyBvRCcmJhnoLP2X0JldREK+OjvCDLm9HeZjRf2zID1zly7ay29HiZHhvw+Eik7IuGxw2d54wVrPHtvRcknv1dSMSbmkp7adzF6Io6Y0WqmhqJ//SYgPwE4mc7w4/2jvOacwQavSmlFoiE/84k0xhhm4km6inhmakEo4COZtiMSMgbecL6KGaU2lFKafXYuUdOGeS6a29gcqJhpArI9OtIZ9h46y3Q8xTV6V6tUQEcwwFwixfGJeWLJDFsHC0+/rgVBxzNzajIGwPah+h1baS+ygyaLeGYSqQxn55IMd9U+Z8vNbZyKpWp+LKU4KmaagFCeZ+Z7L50h6JeKen0oSjTkZy6R5rkTdtbSrg3lN8CrlKDfembG55KI6B2rUjtW6gDstgaoR+fptU6vmdQylVVK7dEE4CYgV9aa4djZeTYPdCyZdKwopdDhhJmePTGFT+DCdfUUMzYBeGIuQU8kiL/MYZWKUiqhFaZmj0zXT8x88OodZDKGmy7fUvNjKcVRz0wTEMxLAD47m2CghlNeldVNh+uZOTnF9qFOogX6zNSKUMBPIm3d+/XIVVBW5stf/jK7d+/G5/MBLGjDLCK/JyL7ReRFEXlL3vbrnW37ReS2vO3bReSnzvYvikjDTlR+nxD0S9GcmXqKmUjQz29fd35FzSYV71Ax0wTk58yMzyZqOrJeWd1Egn7mkzbMtGtDb12PHfILybStZurXarym4KKLLuJrX/saV1111YLtIrILeDewG7ge+FsR8YuIH/g4cAOwC7jJeS3AnwJ/YYw5FzgLfKBOH6Mg4YC/aJipnmJGaQ5UzDQBQV8uZ2ZiLslAHRo9KauTjpCf2XiKU1MxtgxE63psNwF4fDZBvwrypuDCCy/k/PPPL/TUjcBdxpi4MeZlYD9wufOz3xhz0BiTAO4CbhQ7j+KNwFec/e8E3l7r9S9HOOArmgDsipmhLrXDdkHFTBPgc1ymiVSGcb2rVaqgIxRgfDZBOmOy/S/qhZsAPDGXrOlwP8UTNgJH834/5mwrtn0QmDDGpBZtX4KI3CIie0Vk78jISKGXeEIo4CseZpqJ0xsNaiO7NkKzTJuEoN/H5HySRCqjOTNKxURDflIZ23yx3uMwQgEfc/Npp7+H2nC9uPbaazl16tSS7R/5yEe48cYb674eY8ztwO0Ae/bsMbU6TjjgWzbMpCGm9kLFTJMQ9Ps447hG9UKgVEpHXhJiIzwzM7Ekc4m0drCuIw888EAlux0H8qeKbnK2UWT7GNAnIgHHO5P/+oYQDviJFZnNNDIdZ1hHabQVGmZqEoJ+H2embLMxDTMplZJfvdQdqe+9SiggWUGuYaam527g3SISFpHtwE7gEeBRYKdTuRTCJgnfbYwxwHeBdzn73wx8owHrztIRtpV7hTijnpm2Q8VMkxDyC6en7IVAE4Cbg1Ysa82fxVTvMFPQ72Pa6YKq3sXm4Otf/zqbNm3ioYceAitS7gMwxjwLfAl4DrgXuNUYk3a8Lh8C7gOeB77kvBbgd4HfFpH92ByaT9X30yykLxpkYi65ZPuZqRhHxuc4f113A1alNIqaiRkR+XMReUFEnhKRr4tIX95zTXkhaCTBgI/T09Yzo6XZzUErlrVGQ7mvdN09M3lT3tUz0xy84x3v4NixY8TjcYAnjTHZ860x5iPGmB3GmPONMd/O236PMeY857mP5G0/aIy53BhzrjHml4wx8fp+moX0dYSYnM+JmfuePcVDB8b43ks26fganQ3WVtTybHc/8HvGmJSI/Cnwe8DvLroQbAAeEJHznH0+DrwZmyn/qIjcbYx5jtyF4C4R+TvsheATNVx73Qn6fRgnVU4TgJuDCy+8sNhT2bJW4GXnTvVy57n9xpiDACLilrU+jy1r/VXnNXcCf0ANbDgazPPM1DtnJpATM+qZUWpNbzTIxJydEJ9IZfj3n30s+9zanjAXrlfPTDtRM8+MMeZf88r4HsYmjMEq6G9QC9yRBj6pf3hAKZualbVWS0cjc2byPDNDmnyp1Ji+jiBTsRTpjOGpYxMLnrvhovXYS4fSLtTrbPd+4IvOvzdixY1L/ol98YXgCsrsbwDcArBlS2vNyQg5XYB7ozrTpp40W1lrtTbsiplQwFf39upuJ2u/T7SaSak57iDTqfkkDx0YQwQe/+9vJhz0aX+ZNqQqMSMiDwDrCjz1+8aYbziv+X0gBXy+mmOVQr36G9QC1zOzrre+XVvbnWYra63Wht1qpnqHmCBnw4OdIRXkSs1x87Im5pP85MAYu9b3aCVoG1OVmDHGXLvc8yLyXuDfAG9ySvtgFfQ3qAXuFNgNvZEGr0QpgbuBfxKR/4vN+3LLWgWnrBVro+8GftUYY0TELWu9ixqWtbrVTD11DjFBzoY1xKTUg76oFS4TcwmeOznFv7l4fYNXpDSSWlYzXQ/8V+AXjDFzeU+1fH+DWuDe1W7oU89Ms9CKZa1umKm7AXlXrg33a2sBpQ70Op6ZQ2OzTM4n2T7U2eAVKY2klrdvfwOEgfudRKyHjTEfNMY8KyLuhSCFcyEAEBH3QuAH7lh0IbhLRP4Y+BkN7m9QC5Jp25ZbxUzz8I53vIN3vOMdAIjIkrJW4COL9zHG3APcU2D7QXIVTzXDzZNpiGfGETO9msCu1IE+x85+dmQCQMVMm1OzM57TT6PYc015IWgkozO2ZcOGPg0zKZXT0cCcGTdPpjeqeQtK7XH7cT1xdAJQMdPuaAfgJsEdWa+eGaUagn4fQb/QE62/Z2YuYQsOtWGeUg9c7+NTxybx+4TNAx0r7KGsZlTMNAlnnbbcKmaUarnm/DVcvn2g7sd1bbhfxYxSBwJ+H91hK2g290ezOVtKe6JTs5uMtTocTamS29+zpyHHdefk9GmYSakTbomshpgUlbJNwod/fhcXb+oloHcXSoty82u30h0J8IYLhhu9FKVNeOdlG7l8+wD/9foLGr0UpcGoZ6ZJeN/rtvO+121v9DIUpWIu3tTH03/wlpVfqCge8Yc3XtToJShNgroBFEVRFEVpaVTMKIqiKIrS0qiYURRFURSlpVExoyiKoihKS6NiRlEURVGUlkZyw6xXFyIyAhwu8vQQMFrH5dQC/Qz1Zasxpq41x2rDLUOrfA614dqwGj5Hq3yGoja8asXMcojIXmNMYzqLeYR+hvZmNfztVsNngNXzOerNavm7rYbPsRo+g4aZFEVRFEVpaVTMKIqiKIrS0rSrmLm90QvwAP0M7c1q+Nuths8Aq+dz1JvV8ndbDZ+j5T9DW+bMKIqiKIqyemhXz4yiKIqiKKuEthIzInK9iLwoIvtF5LZGr6ccROSQiDwtIk+IyF5n24CI3C8i+5zH/kavMx8RuUNEzojIM3nbCq5ZLH/t/N88JSKXNW7lzYvacH1RG64NrWrHrWjD0B523DZiRkT8wMeBG4BdwE0isquxqyqba4wxl+aV0N0GPGiM2Qk86PzeTHwauH7RtmJrvgHY6fzcAnyiTmtsGdSGG8KnURv2lFVgx61mw9AGdtw2Yga4HNhvjDlojEkAdwE3NnhN1XIjcKfz7zuBtzduKUsxxvwAGF+0udiabwQ+YywPA30isr4uC20d1IbrjNpwTVhtdtzUNgztYcftJGY2Akfzfj/mbGsVDPCvIvKYiNzibFtrjDnp/PsUsLYxSyuLYmtu9f+fetDqfyO1YQVa+++0WmwYVpkdBxq9AKVkXm+MOS4ia4D7ReSF/CeNMUZEWqo0rRXXrFSF2rDS6qw6G4bWXXc+7eSZOQ5szvt9k7OtJTDGHHcezwBfx7pqT7vuP+fxTONWWDLF1tzS/z91oqX/RmrDikPL/p1WkQ3DKrPjdhIzjwI7RWS7iISAdwN3N3hNJSEinSLS7f4buA54Brv+m52X3Qx8ozErLItia74beI+TSX8lMJnnAlUsasPNgdpwdbSkHa8yG4bVZsfGmLb5Ad4KvAQcAH6/0espY93nAE86P8+6awcGsVno+4AHgIFGr3XRur8AnASS2LjrB4qtGRBshcMB4GlgT6PX34w/asN1X7facG3+ri1nx61qw84aV70dawdgRVEURVFamnYKMymKoiiKsgpRMaMoiqIoSkujYkZRFEVRlJZGxYyiKIqiKC2NihlFURRFUVoaFTOKoiiKorQ0KmYURVEURWlpVMwoiqIoitLSqJhRFEVRFKWlUTGjKIqiKEpLo2JGURRFUZSWRsWMoiiKoigtTaDRC6gVQ0NDZtu2bY1ehrJKeOyxx0aNMcP1PKbasOIlasNKq7OcDa9aMbNt2zb27t3b6GUoqwQROVzvY6oNK16iNqy0OsvZsIaZFEVRFEVpaVTMKIqiKIrS0qiYURRFURSlpVExsxhj4OD34cB3IZNu9GoUpTJOPQMv3APxmUavRFEqY+oEPP8vMHms0StRWoBVmwBcMccfh8/8gv33lbfC9X/S2PUoSrmkU3DHWyAxA5uvgJv/BQKhRq9KUcrjGx+CAw9CdAD+/fehb0ujV6Q0MTX1zIjIZhH5rog8JyLPish/crYPiMj9IrLPeex3touI/LWI7BeRp0Tksrz3utl5/T4Rublmiz72qH3c/U54+ONwTDPx25mjR49yzTXXAOxuGRsefdEKmQt/AY7+FB65vWaHUpqflrRhY+D4Y3DOGyCTgm//bs0OpawOah1mSgG/Y4zZBVwJ3Coiu4DbgAeNMTuBB53fAW4Adjo/twCfAPulAz4MXAFcDnzY/eJ5zomfQdc6ePP/sr+feromh1mWY3vh8c/U/7jKEgKBAB/72McAnqVVbPjkk/bxjf8DejfDqadqcphlmT8Le//ReomUhtKSNjxxBGITsOtGOP+tcLIBNmwMPPZpmBmp/7GVsqmpmDHGnDTGPO78exp4HtgI3Ajc6bzsTuDtzr9vBD5jLA8DfSKyHngLcL8xZtwYcxa4H7i+Jos++QRsuBR6NoIvCGdfrslhluV7/xvu/o/w07+v/7GVBaxfv57LLrM3pq1jw09CsBMGd0D/Njh7qCaHWZaffR7+5T/Dt/+rvSgoDaNlbRhg/SXWhqeOQypek0Mtu4Zv/if4p1+CxGx9j62UTd0SgEVkG/BK4KfAWmPMSeepU8Ba598bgaN5ux1zthXb7i3xGRh9CdZfCj4/9G+F8TqLmUzGhrr8Ietafe7u+h5fKUpL2DDYk/C6V+RsuBFixg3X7v0UPPy39T++UpCWsmHxw5rdVsxgYOLoSnt5i2vDJ34GX7vFnpuVpqUuYkZEuoCvAv/ZGDOV/5wxxgCe3LqJyC0isldE9o6MVOAaPPU0mAxseKX9vX97/T0zY/sgNglv+RPYtAe+8j548q76rkEphI9WsOFMxrrk119if+/fBjOnITHnxfJK59he2PV2m7dz3+/DQypomoDWsGGwYmbNhRCMOGKG+ovyY3uhay1c/1F44V/ga78BqUR916CUTM3FjIgEsV+gzxtjvuZsPu24LXEezzjbjwOb83bf5Gwrtn0BxpjbjTF7jDF7hocrGEFy8gn7uOFS+ziwHcYP1ddNfvQR+7j9avi3X4VNl8O3fgdiU8vvp9SMZDIJsINWsOHxA5CczRMz2+3jRB072U+fgqljtpLqnbfDBW+D+36vMflnCtBiNmyMPRfnC3Ko/43lsUdh4x644oNw7R/AM1+Fx/6xvmtQSqbW1UwCfAp43hjzf/OeuhtwM+FvBr6Rt/09Tjb9lcCk4wa9D7hORPqdhLPrnG3ecuJn0L0eutfZ3/u3Q2Ia5sY8P1RRjjwMkT4YPBcivfCWP7aVKeqdaQjGGD7wgQ8AxFrChvNzDaAxd7WuIN+0B4JR+IX/B/6wTQhW6k7L2fD0KZgdydlw11oIROprw7Nj9sZg06tABF7/X2Djq2DvHZoD1qTU2jPzOuDXgTeKyBPOz1uBjwJvFpF9wLXO7wD3AAeB/cAngd8EMMaMA38EPOr8/KGzzVtOPGHzZVwGnLvaeuXNZDKw7z7Y8UbwOf81G18FGy6Dx+9cfl+lJvz4xz/ms5/9LEB3S9jwySescBg+3/7eCDGz/wEIdee+Sx0DcNE74akv1j/cpbSgDS8S5D4f9NU59+vAg/Zx+9W5ba96H4y8YNsdKE1HTZvmGWN+BEiRp99U4PUGuLXIe90B3OHd6hYRn7bJvxe9M7ety8mHm61Tad7xx+yxzn/rwu273wH3/w+YPA69tcm3Uwrz+te/HmMMIvKcMWbPoqeby4bBCvK1u8EftL93DNpk8qkTNT1sFmNg3/2w45qFjfpe8S548gtw5Cdw7rX1WYsCtKANn3wCEFh7UW5bzwaYPllsD+956T7oGLI3ki67324r9F66F7ZcWb+1KCWh4wxcRl4EjK0CcYn22cfYRH3W8NK9NoN/56KTvXvyP/Cd+qxDaV1OPwPrL879LmLDlrHJ+hz/1NMwfQLOe8vC7VtfZz1GB75bn3Uorcupp22YPdyV2xbtq58Np1PWu7jzzTkPOUC42+aB6Xm4KVEx4zJ+0D4O7Mhti/TZx3p9iY48bF2r0UV9qNZcCN0bYP/99VmH0prMn7U/g+cu3B7prZ8NH/qRfTznmoXbg1HY+lq9ECgrc/ZQY234zLP2BnbHG5c+t+MaGwabHa3PWpSSUTHj4ubF9G/NbYv02sf5idofP5O2CcibFnuBsXfX214Pxx6r/TqU1uWsU7Hk5sm41POu9sTjVngXCoeeczWcec4mVypKIYyxYmaxDbvexXok3x5/3D4WOhdvf4N9PPyT2q9DKQsVMy5nX7Yn4WA0t83nh3BvfcJMIy/YktqNBb5AYBM6p47pFGSlOG6C5JILQZ1sGOyFYONlhZ9bs9s+jr5Un7UorcfcmK3eLGTD6QQk52u/hhOPW++429YgnzUX2sfRF2u/DqUsVMy4jL+cq17KJ9JbH8+MO9Cy0N0AwNB59nFsX+3XorQmrpjp27pwe71c9PNnbTmr23RyMUM77aPasFKMYoI8m79YBzs+/jNrw1KgdiXcZUfdjO6v/TqUslAx43L25cJKPFqnu9pTT1sv0MA5hZ93S21H9UKgFOHsy7Z6KdKzcHu9EoBPPGEfi3lm+rbYJGC1YaUY2XD/toXb3ZB/re04OW9DoRuK2DDYfB4V5E2HihmwQ8RmTsPAtqXPRfrq45mZOg59mwvfDYAVWuJ3qq4UpQCFcg0g512sdb6Be1ftehEX4/NbsT6md7VKEbLexS0Lt2fFzERtjz95DEy6uA2D9TCO7tPmeU2GihnIDTAr6Jnpq49nZuqE7T5cjEDIhsE030ApxnJixqRrP/l3+hQguf5MhXAvBIpSiLOHoGsdhDoWbo84FZ619sy4vWx6ljkXD50H8SmYOVP8NUrdUTED1isDuTEG+dTLRT99svDx8xk8t/5TvJXWwBiYOmmbiy2mXvkG0yehczjXsK8QQzttOCydrO1alNZk+kRhG65XmGn6lH1c7sbSLRvXG8umQsUM5BR255qlz9UjATidsmso9CXOp3MY5rS/gVKA+DSk48VtGOpzIVhJkPdugkyqvvPOlNZhdgS6CthwPQU5LG/Hvc6sTfcmWGkKVMwAzDpipqvAhNdoH6TmIRWv3fFnTgNm+bsBsMmds6Maq1WW4o7cKHQhqFe+wfTJ0mwYVMwohZkZsTdtiwk7Se21vrGcPgWhLtvttxhqw02JihmwXhF/KNfxNx93Wy2/RNm7gRUuBJ1DkEnau3BFyccVM51DS5+rVyfrUjwz0QH7qBcCZTGZjPU8FxIzgRAEO+okyFey4T5A1IabDBUzYC8EncOFK4nc0QK1/BK5QwCXSzqDvDsCDTUpi1gpVAq1FTPppP0eqWdGqZTYhA1BFvIuQn3yF6dPrWzDPr8VNGrDTYWKGbBhnqJfoDqMNCgl6QzsFFeAufHarUVpTdxQaaG72np4F2fOYEOlK9zVqphRijGzjA1DfTpZl+KZAWvHasNNhYoZsF+iQne0YOOnYEcN1IrpE+AL5sRKMfRCoBTDHXxXMMxUB89MyYLcDTOpIFcWkQ2VLidmamjDxpQWKgVHzKgNNxMqZsDJoC/yBQpG7GMyVrvjTx6zISbfCv8dnY6Y0YmtymJmzth8lEJl0f6AFcupGs61mXZCpd3L9JgBu75wrwpyZSnZQowiN5bBaG3Pw/NnIRWzfW5WQsVM06FiJpNxcmaKfIECjpip5YXg7OGl83QKoZ4ZpRizRapAXAKR2lbkuY0ne7cs/zqw3hm1YWUxWe9iETsORKzYqBWTjg33bV75tWrDTYeKmfmzyyedZcVMLS8ER0oTM6EuW3WlCcDKYor153AJRmo7cXjyqK02ccNIy6H5BkohZs6A+HIVb4sJ1ljMZAV5KWLGsWFtk9E0qJhZLnESrGsTanchSMZg5tTSWSSFELF5NXohUBYzO1I4X8al5p6ZI9aGi80Wy6djQF30ylJmR+z5rVi4vW6emRJuLKMDtkllrUeEKCWjYsbNoC82TyYQto+1uhBMHrOP/SV8gcBpnKdiRlnEzDKhUnAuBDX0zEwcKe2OFjTfQCnMSt7FQLi2OTMTR8rzLoLeWDYRKmaW65wKEHA8M7W6EEwcso+leGbAJgFrmEnJJxmD+GTxJHaovWdm8mhpuQagYSalMDNnVsj7itbeu9i7uUTvoiNm5lWUNwsqZtz5GkWTzhzPTK3uCCaO2MdSxUykF2JTtVmL0prMrZA4Cc5dbY0EeXza5p6VasPRftvqoJZ32UrrsWISe7j23sVSbbhDO1k3GzUVMyJyh4icEZFn8rb9gYgcF5EnnJ+35j33eyKyX0ReFJG35G2/3tm2X0Ru83SRM2ds2arb6Xfph6htrHbsgD3+Sv05XMLdOs6gjrz//e9nzZo1ALvdbU1pw7B8mClYw7vachInIdf3Jq6ivB60hA1DCUnsUUgnbAVqLSjHu5jt3aQ23CzU2jPzaeD6Atv/whhzqfNzD4CI7ALejf3CXQ/8rYj4RcQPfBy4AdgF3OS81huWG2XgUisxYwy8dC9sudK2yC6FcK9eBOrIe9/7Xu69995CTzWRDZfomamVIB8/YB9LSZyE3NBAFeV1oSVsODELybkVktgdL3m6BqJ8brw876I7iFJtuGmoqZgxxvwAKDWoeCNwlzEmbox5GdgPXO787DfGHDTGJIC7nNd6w8yZ5XMNwGnWVAP35qmnYWw/XPTO0vcJd0NiBjJp79ejLOGqq65iYKCEhEBLY2x4uanvLrX0Lr74bSuy119c2uuzFwIV5fWgJWy4FO9ioIaVpS9+2z5uv6q016uYaToalTPzIRF5yglDufGdjcDRvNccc7YV274EEblFRPaKyN6RkZHSVjJzunglk0sgXBsX/ROfB/HDhb9Q+j4RvattEmpiwxWxUht4qJ2YSSXghX+B82/I3TmvhF4ImoUmsuESvYtQm3Pxc9+wDR83XFba690xN2rDTUMjxMwngB3ApcBJ4GNevbEx5nZjzB5jzJ7h4RW8LS7Ldf91CUS9TzwbOwCPfgouvWl51+pi9ELQDNTMhisT5CMQ7IRQZ/HXBCO1Sbh96V47L2dXGTfpasPNQHPZcKneRfD+XDx1Eg58B3b9QmmVTGDTAkJdasNNRN3FjDHmtDEmbYzJAJ/Eui8BjgP52VebnG3FtlePO8pgxTBTDS4ET3weMPDG/1HefnohaDi1tOGKBflKNlwLz0w6Bd/5IxjcCTuvK30/teGG05Q2DCsksdeoG/t3P2IfL/935e0X7tZQaRNRdzEjIvllO+8A3Eqnu4F3i0hYRLYDO4FHgEeBnSKyXURC2OS0uz1ZTGzCjjIoyTPj8YVg+rQ9bikTWvPJJk/ql6hRNJUNg72rXc49D7URM4d+AKMvwTX/zQ6zLBVNAG44TWfDM66YWaGLNXibM5Ochyf+CV51M/RvK29frSxtKso4A5WPiHwBeAMwJCLHgA8DbxCRSwEDHAL+PYAx5lkR+RLwHJACbjXGpJ33+RBwH+AH7jDGPOvJAt0eAW4DpGIEwjbp1kvmxlY+biH0QlBXbrrpJr73ve8BhJvShsFeCFY6EbtixpjSXekrMe30aFp/SXn7aQJwXWkJG549Y8udl8u7qsWcvNlRMOnybRhUzDQZNRUzxpibCmz+1DKv/wjwkQLb7wHu8XBpFleguCfXYgSjuQQ1r5gbs918y8VNAI5NersepSBf+MIXABCRx40xe5zNzWPDYG1p4wqJi8EImAykkxAIeXNct/tpKe3f8wmEbW8lvRDUhZax4RVvKmuQM+PacLHhlsuhYqapaO8OwO6QsFDH8q+rhYu+Ys+M5hsoi0jMrizIsxcCD+14bsxW44V7y9tPRC8EykISs7kKoWLUopqpVO98IcI9asNNhIoZKOFL1IxiRl30CjZslJxdvpIJaiRmxq1XptiU4+VQMaPkU4qYCdagz4w78FTFTMujYgZWvhAEI95+gdJJm3xcyRco1AWIfokUSypmw0fBEryL7uu9Ym6sMvc86IVAWUhitgQPeS08MxWGSkEFeZOhYgZKuKv1eK7N/Fn7WImYEdELgZIjMWcfS/EugvcXgkpsGPRCoCwkOVfaeRi8F+QIRPrK39ctzTbGu/UoFaNiBkqL1XqZdFZNnBbsl0gHnCmQS2Jf6a42WIOy1vnxyu5oQXt0KAtJzNrGj8uR9cx4KGbmx20VVTmtBVzC3YDJXUeUhtLmYsa9EKwUZorafjTplDfHrVbMRHr0QqBYkq5nptScGY+TJ6sSM+qZURwSJeR9BWvkmanmphLUjpuENhczs+ALgH+FUlWv8w288MyomFEgd1e44l2tx2WtxtgwU8U5MypmlDxKyZnxO54ZL7uxz1XpXQS14yZBxUyoc+UmYk0pZvQLpFBG3pfHnpn4NGSSasNK9aRTkI6vHO73+eyNZ9N4ZrSBaTOhYmalLxB4n2+QFTMV3hEEO7zNfVBal1J7JXltw5U2zHMJ99iLUirhzXqU1iXpehdXsGHwfrTM/NnqvIsAcW1g2gy0uZiZKf0LBN7d1cam7J3ycq27lyPYkatiUdqbZIOqmar1LrriK6l23PYkSsz7AqcYw2vPTIViJmvDemPZDLS3mCmlHBDysug9MtpULHdxqYRQh14EFEupSexe2/D8hH2spKQVatMATWlNSq0qBafnl0diJpWw59FoX2X7B1XMNBPtLWZKDjO5J16PvkTJ+dx7VkJQxYzikCjRRe+1d9E9ga8U3iqGm7CsdqyU2l4AvO3G7treSsnzxXC/c1qa3RS0uZiZKc0z4/UIgWo9M66YyWS8WY/SupTqonc9M17dRboXlErtOHuDoGKm7Sm1vQB4G2bK2nCl4X71LjYTbS5mSuhtALm8ADdPoFqq9cy4dzBez4tSWo/EjK3w8AeXf53XJ173fSoWM+5drYqZtqfU9gLgrVfateFKz8XZMJN6ZpoBFTONEDNVe2bURa84lJr35Q9CqDs3SqNaXCFd6YVAE4AVl1LbCwBE+7234UrPxYEwiE89M02CiplScmYifSB+mB315rjJmDeeGY3VKqW0gXfpGPBWkIMHYSa9ELQ9pbYXAHtj6Q6HrJZqBbmItsloItpXzBhTes6Mz+fxhaDaBGC9ECgOpXoXwbkQeBUqrfJCoN5FxaXU9gKQOw97MdwxWaUgB6dNht5UNgPtK2ZSMTCZMi4EQzDnlWdm3qMwk36J2p5GiZnUvPVWrpSrUwxNAFZcSm0vANaGUzFv7CZVZc6Mu6/eVDYF7StmymnUBPZLNNtkCcCaPKmUmjMD3rrok9X2SnLWrDasJOYAKc2evMxfTFZZzQROmElvKpuBNhYzzjyNUi8EnV7e1XpQmg16V6uUHioFjz0zsdyIhEpQz4zi4uYurjQjD7wVM65nJlDljaV6ZpqC9hUzMadnjDssbCU6Br0NM1XbNA/0QqA4CcAlNq7rGLB3kV6cfFOx6i4CgQggasOKI8hLteEaeGaqEuU6WqZZqKmYEZE7ROSMiDyTt21ARO4XkX3OY7+zXUTkr0Vkv4g8JSKX5e1zs/P6fSJysyeLcyedug3xVqJjyJYEZtLVH9uLcQagXyKl/JwZ8CbUlJyv7iKglSCKS6NsOFuRp93YVwO19sx8Grh+0bbbgAeNMTuBB53fAW4Adjo/twCfACt+gA8DVwCXAx92BVBVuN18I2V4ZkwmN5OmUoxxXPTqmVE8IDYFkd7SXuteCOY9uhBUcxEAJ3lSbbjtiU+V5yEHb8VMteFSFeRNQU3FjDHmB8Biq7sRuNP5953A2/O2f8ZYHgb6RGQ98BbgfmPMuDHmLHA/SwVS+WTDTCVeCDqH7GO17s1q+3OAipk68v73v581a9YA7Ha3NY13MZO2YaOSvYteuuir9MyA9TCqd7HmNLUNg/WSl2rDkV7bqM4rGwb1zKwSGpEzs9YYc9L59ylgrfPvjcDRvNcdc7YV274EEblFRPaKyN6RkZHlV1G2Z8YZE19t3ky1LbRBW8HXkfe+973ce++9izc3l3ex7LtaL5In49UJctALQZ1oahuG8ryLPr/tAuyJDccAqby9ADgJwGrDzUBDE4CNMQbwoPtR9v1uN8bsMcbsGR4eXv7FsUn7WOqFINJnH6sNM3nhmfH57N2ElgTWnKuuuoqBgYHFm5vDu1h23peXLvoqeyWBhpnqC2n3sAAAG9dJREFURFPbMJTnmQHvqvLcQoxSqqiKEYzqTWWT0Agxc9r5cuA8nnG2Hwc2571uk7Ot2PbqiE/ZAX2lusqjzk1IbKK643rhmXH311hto2gO72KsTO+ia8NeVYJUG2YKdqoNN47msGGA+GTpN5UAUY+6sVdbiAHWhlPzkMlUvx6lKhohZu4G3HjrzcA38ra/x4nZXglMOl+2+4DrRKTfcWte52yrjlgZSWcA0T77WO2QMy88M2Cz//WOoOE01LtYrmfGH7DDJl2vZDWk5jUBeJXQUBs2pnzPTLTPIxuushADcvu753WlYdS6NPsLwEPA+SJyTEQ+AHwUeLOI7AOudX4HuAc4COwHPgn8JoAxZhz4I+BR5+cPnW3VEZ8q/Y4WnERhqT7MVO1MGxftPNlImse7CKUnsYO9EFRrw+CNZ0YTgBtJc9hwYtZWiZZzLo70Ve8hh+q7WIMWYzQRta5muskYs94YEzTGbDLGfMoYM2aMeZMxZqcx5lpXmDgx2luNMTuMMa8wxuzNe587jDHnOj//6MniyvXM+Hw2Sa3qMJNj9J7kG6iLvkE0h3fR9cw04kLgSWm29plpIM1lw+V6yeebxDMTUjHTLAQavYCGUa5nBpwvkUdhpqq/RBpmqgc33XQT3/ve9wDCInIMW9HxUeBLjqfxMPDLzsvvAd6K9S7OAe8D610UEde7CF55F7NJ7GW46CO93nhmUrHqZtqAehfrRFPbcNa7WI4N99k8m0zaVjdVSnLeAxt2zuN6Lm447StmYlMwuKO8faL9HoSZ3N4GHrg3vRqvoBTlC1/4AgAi8rgxZk/eU29a/Fon9+DWQu9jjLkDuMPTxVV6Vzt+sLrjetH4EdS7WCdawoZLLc2GXP5ibDLXMqMSPPEuOp2L1TPTcNp3NlO8jN4GLpG+JvLMqIu+7YlPgfjLs6VIX3O0F4BcnxnjWe6p0mpU6l0EbypLq67Icwem6rm40bSxmCkzgx6sZ8ar0mwvLgTq2mxv4tM2VFpOn4xoX/O0F8jmG+iFoG2pxLvoZc8vTQBeNbSnmMlkHDHTwjkzmm+gxKbKF+SRPnviTSUqP24qbh89uxComGlbKsmZyYaZJqo7tiYAryraU8wkpgFTQQKwkzNTjVvcK8+MhpmU+FR5ZdngzYUg5VXjR/dCoKK8bSm38SN455nxpDRbE4CbhfYUM9khk2WKmUgfmDQkZio/tqeemTntPNnOVBIq9eJC4PZK8qoSREV5++KGmUJdpe/jmWfGi5Ec6plpFtpTzJQ7ZNLFiy7A8xO2C2s1JYWQ+xKl9ELQtsQmK7dhLzwzXvSZAds4TWlP4lPlnw+99MxUnQCsYqZZaE8xU6lnxp1tU82XaG60unJCl5BTEqjuzfal0Z4ZLzoAg3pm2pl4BXlfwaidq1eNIHfbC3glyNWGG057ipmsZ6aC0myozjMzOwqdQ5Xv76J3BEq8zC7W4I1nJhsaKPMitBi9ECixCpqXilTfYiAxAxgIlxHeKoQ/YIWVnocbTnuKmWo9M9VcCObGoMMLMePmG+iXqG1plGfGnVjcOVj5e4AmACuV2TBU32LAtWGvzsXqIW847Slm4k6jpkbkzMyNeeOZ0TBTe5OMQTrRmJwZt/N0tRcCTQBWKvEuQvWemVlXkHvkJdebyobTnmKmUTkzxtgwkxc5Mxpmam8qaTYG4A/aFuzVemb84ZygrpSsIFfPTNvScM9Mld5FUDHTJLSnmIlPgS9Qfnl0sAN8wcq/RIlZSMc9cm2qmGlr4hUKcvDmQtAxWF7n4UKoZ0apJGcGqvfMZMWMRzeWasMNpz3FTMxxbZZ7Mhaprguw6573JMykZa1tTSWdU12qvhCMe3dHC3ohaGcq6cQOzeWZCalnphloTzFTqWsTqpucPetl0pleCNqaSjqnukT7cgP+KmFuzJs7Wn/Qejo1Abg9Safs/32lOTOxqcqbhs6NWe98JcdejCYANwVtKmYqdG1CdZOzPb0b0NHzbU02Z6ZCz4wXYSYvUBd9+5KowoajfYDJFXOUi1ehUlAbbhLaU8zEKphp41LN5OxsmMkLF707E0TvatuSanNmqqoE8ahXElgXvdpwe1KNd7HaFgNetcgAHfrbJLSnmKnGM1NNzsysRyWtkOtcqXcE7UmlFXlQnWcmnbL7euaZiaoNtyvV5H1V22LAq1ApqA03Ce0pZmIV9jYAJ2emQtdmbALEX3m+Tj4+n94RtDPVhJmifbYDajpZ/r6ukNcwk1ItlbYXAI88Mx7ZcKhTw/1NQHuKmXgFA/pcIn12/0y6guM6icdexGlBE8/amfiknfgbCJW/rzvGo5IkYC9LWkEFeTtTjXfRE8+Mh95FPQ83nIaJGRE5JCJPi8gTIrLX2TYgIveLyD7nsd/ZLiLy1yKyX0SeEpHLKj6wMZWXA0Lel6iCC0E1xy1EsFPvatuVamypmrtaV8xE1UWvVInrmal3zkwmYz2MXgryTLIyT6fiGY32zFxjjLnUGLPH+f024EFjzE7gQed3gBuAnc7PLcAnKj5iYgZMpoqcGbcLcAV5M/Hpyo9biJDe1bYtsQqmDbtUc1ebvQBVmEC/mFCn3tW2K24lUr1zZpKzzjXAIxvWBqZNQaPFzGJuBO50/n0n8Pa87Z8xloeBPhFZX9ER4jP2sdILQTV3BJWMu18OdW+2L9UI46psuIpcnUIEo3oRaFeqyZlxu7FXY8OhKidmZ9eixRjNQCPFjAH+VUQeE5FbnG1rjTEnnX+fAtY6/94IHM3b95izrXxSjsEFyhxl4JKdnF2hZ8ZTMaOJZ42kYaFSqE4YV+WZqaICpRA616ahNNSGY1O2IKLcsTJ2MZV3AfZakOuMsaagkWLm9caYy7AhpFtF5Kr8J40xBit4SkZEbhGRvSKyd2RkpPCLUnH7GAhXsGTyJmdPlL9vNaGBQgQjkIp5935KJdQ/VAoe5cxUIMgTVXo2F6NiphlonA1HKhgr41LpWI6sd96jkL96ZpqChokZY8xx5/EM8HXgcuC0Gz5yHs84Lz8ObM7bfZOzbfF73m6M2WOM2TM8PFz4wK7BVXI3ANXnzHgpZgKRnDhTmoXah0rB3gVWOrW62pwZ8eXyBKpFE4CbkfrYcHLOepcrpWLPTA28i6B23GAaImZEpFNEut1/A9cBzwB3Azc7L7sZ+Ibz77uB9zhuziuBybxwVHlU65lx72orvRB4LmbUM9NAPA+VluRdBPv/HohUtupA2IZZK803CHnZXqAD0gnbjE9pBI2z4eS89S5XSsWeGTfM5HXOjIaZGkmgQcddC3xd7AkxAPyTMeZeEXkU+JKIfAA4DPyy8/p7gLcC+4E54H0VH9m9+Fd8IQjZE3C5X6J00ubreFmaHYhAUsVMA3m9Mea4iKwB7heRF/KfNMYYESkrVGqMuR24HWDPnj3F961GzEB1+QZeh0oB0nHwN+p01NY00Ibj1dvw2L7y9/M6Z8bNv0wlvHk/pSIacvYwxhwELimwfQx4U4HtBrjVk4NXK2agssnZ1WTuFyMQVs9MA8kPlYrIglCpMeZkJaHSkknFK/cuQnV3tV57F8F+nkrDZkrFNNaGY42x4YTHOTPuZ9BzcUNpttLs2uOFmKlkcrbXdwNg3Zv6BWoIDQ2VGuORZ6bSxo8euedBLwQNpKE2DN54ZmKTtgleObg5M16VZucLcqVhtJ9ft9qcGahscnYtxIx6ZhpJ40KlacedXe1d7eSx8vfzuvFj9kKgdtwAGmfDYP/Pq7GlSB9gIDFdXgO8+DT4w5WNAimECvKmoP3ETLXVTGDvCMYPlrdPTcRMBDIpmzyp+QZ1pfVDpX1w+pny94tPQ29lLZ4Kkr0Q6F1tvWmoDYM3nhmwoaZyxUxNQqUqZhpJG4aZXM9MnbPo41UMVSuGfonaE9eGG1EJkpjRC4HiDdWGSiutLI17bcPqmWkG2lDMuHe11YSZ+pokzKSx2rbEK89MYrr8kmi3NNsr3O+hVuW1H156ZsrB87wvFeTNQBuKGQ88M9E+2/CpHBHhdaMm0DuCdsUr7yLk7LIUMhl10Sve4UU1E1R2Y+mlh9wfBERvKhtMG4qZeTugzOev/D2yXYAnSt+nmnH3xdALQXvilXcRyqvKS84CRr2Lijc0zDPj8VgZEa0sbQLaUMxU+QWCymbbeN0GHnI5E/olai+89MyUc1db7cT5Qqggb18a5ZnxOu8LnMpSFeSNpP1KYFKx6hInAToG7OP8eOn7uO55r9rAg14I2hW3Is8Tz8xE6fvUqr0A6IWgzXj+xAQXpuMcnc4wdnSCkN9HPJUmnsoQT2WYmk8yMh0nGPDhFyGeSjPQGSLo9xH0++jrCJJOZ7hcApw6dYrx45NMxZJgoDsSJJXJ0BUOEE/ZHjTJdAafCB0hP+fMTzGTDnPwyFl6o0ECPnvsVMYwPptg+1An63sjSDnnah0t03DaT8wkq8ygB+gYtI9z5YoZD0NMoMmT7UrDPDO1TGJXG24n/ukn+/kj4J8eO8MnHvlxxe/zWDjKd372Iv/90R+VvM8L4Um+8NQEH338J0VfE/L7WNMT5vJtA2wZ7KArHGB8NkHAJ0zMJ5mcT7KhL4oxEPQL70/46E7E2vCC2jy039++WtcmQNTxzMyNlb5PbLIGrk13JoheCNoKL3Jm3L4cZXlmapHErjkz7cgHX7cBnoFffs25vPrcPSRSGcIBP+GAj3DQT1c4wJruMLOJFMZANORnYi5JKpMhmTKMzyXwCXR+c5Dr+iIMXf4qusIBAn5haj6J3yfMxFOEAz5EhKBfyGQgFo8R+UaSq19xDjsv3sPkfBJjIBTw4fcJvdEg+8/McGJinmNn5/neSyOMz9omlX6fkM4YeiIBeqJBvvnkCQI+H4l0hp8PQXpykqEG/13bmTYUM/GcCKgU1zNTSZjJS9RF3554UZpdSajUnWnjVRt40Iq8NmVjl03X3L52gO0XrC36uv7OXJfeoa4C4r1nmEhglusvWlfagR1v+oVbN3DhhYWP+7pzF0qSVDrDbCJNd9heLn0+G34yxiAiPHtikvjfBcmoh7yhtGEC8Hz1nplQh72QlOOZqYmYce9q5719X6W58WIkRyAMwU6YKzOJHdQzo1SPF4IcrJe83HA/lGXDAb+P3mgQn0+yQgbI5tT0RILECWHUhhtKG4oZD6qZwHpnGp0zE9QLQVuSvRBU62EcKN+7CB736AiA+NUz02540cUabJuMBiexd0cCxE1QcxcbTBuKGQ9yZqCyO4JaeWaS6plpK7zwzIC9EJRlw27OjIdhJtAeHe2IV56ZigW5d+fiznCAGCFI601lI2k/MZOMVTdk0qVjoAnCTJoz05Y07EIwA/6QNzcD+ej09/bDM0E+YHO5UonSXp/N+/LuXBz0+0hKEJ+KmYbShgnAHnlmOgbh1FOlvTaTtt1TPS/N1mqmtsTLC8HE0dJfX4YgT2cMs4kUs3H7MxNPE0+mCQV8+ESYjqUwGLYPdbLRH0bUhtsLzwS52419HLpLSAKuRUUekPGHVcw0mDYUM17lzJThmalF4iRoJUibMjY5Rb8/zMMHx5iaTzEVsw3GfCL0RAPEkhnGZ+OcmYrz7IkphrrDrOsJZxuO9USDvHByit+YgkumR/naI0c4Mj5HXzTI+eu6OTo+x9m5JH0dQTpDAV4enWXrYAfXnh0jSAd3/fAg8VSGNd1hzkzH6Y0GCQV8vHRqmqlYkqeOTfLS6WkyprTP88OoYVMyjoftJJVmx4teSZDXJqNUMVObc7Hxh/FnVMw0kjYUM/PeJQDPT1ivy0pznmp0N4AI+NVF3258/9kjXJvy86uf/GnR1wR8Qn9niPPXdnNmKsZLp6ZJZTLEkxmm4yk29kXZOyfskSl+/2tPIj4/6RXUxyeDR9ggPv74W88XfD4c8NEdCbB7Qy9vunAN/R0hOsMB+xPyEw74SaYztldH1HZp/creY8w+GyAZnyNU8F2VVYkXXayh/BYDNRQzgaSKmUbShmLGI89MdAAwVtB0Di7/2lp5ZsBWA2jOTFvx2q1dhI5GufPXLmeoK0RPJMhQVxiDYWo+RTTopycaKNqOPZZMEw74MA+/gO++r/Kj33ola9ZuYCae4tkTU2wd7GBNd4TJ+SST8wk2D3RwZGyOga/8JdHAOp58z3UE/cLJyRjreyNMx1LMxFNsG+zE7yvPvzI+myD+bJBEfF7FTDtRC89MKcRr0CsJIBAhkCgxb0epCW0oZjzMmQGYPVO6mPFyYrZLIKLVTG3Guk6BSCdXnze85LmO0Mpf6UjQehLFseENoRj4ffR1hBY0DBvuDjPcbb8rO9d2QyAOXesgGgRgx3BX9pjF254tz3BXmDhBUnG14bbCiy7WUJlnJtQFPo9rXwIRgiYJxng7f08pmfaqZkqnIJPypppp7W77eOJnK7+2Fv05XHRaa/vhmSCv4ELgsXdxuDtMzIRIa4+O9sLLpnlQhmdmqiYecglF8ZOx1xelIbSMmBGR60XkRRHZLyK3VfQmXt0NAAxfYPt0HC5hSFqtcmbAVjRpzkx74WmolPJc9B73mBnqtp4ZbQXfZnhVked2Yy9VkCdmvA8xAb5sA1O140bREmJGRPzAx4EbgF3ATSKyq+w38ipOC9ZNueW1cLj45NUstcyZ0R4d7Ydnnpm8stZSqIFnpjscICUhteF2wyvPDDgNTEscy1GLfl+AX7uxN5xWyZm5HNhvjDkIICJ3ATcCz5X1Lv4gvOZDsP4Sb1a19bXw4rfgz3Ys/zo3p6UGX6Kj04Z1px5g+g82e/7e7caB3it59X/5cqOXsTKpuDeh0q51dpTA2P6VX5tO2kpAj0OlIoIEI4heBNqLVBwQ24SxWno3lWbDUDMxEwjb72M8Nku4U2dnN4JWETMbgfzuXseAKxa/SERuAW4B2LJly9J3ifTAWz7i3aoueTdMHS9NjQ9s9/xLlEhl+Mj02/iF6GYGu7QWpGrWXlTzQ4jI9cBfAX7gH4wxHy37TVIxG+KsllCHFfZHHl75tTX0LvqCEfwJ9cy0Cp7ZcCDiTbLslivgp3/vdHdfwdMTn4bOpYnz1eKKmbm5OcIr1IMotaFVxExJGGNuB24H2LNnz7JNM+YTaX529Cz9HSGm5pMcn5jn1FSMoM/HfDJNLJnmnOEu5hM2ocvv8xHwCdPxFM+fnOL8td1sHexg08W/x8b+KD2RAIl0hnBgac+ZRCrDmekYoakYXZEAI9NxTk/FiSXTDHTa4x89O0co4OO8td2EAz4CPh/9HSF6O4L5nw/ITWvde3icexMX84vvfj9X7Kq0nkSpF3nh0jdjBfmjInK3MaY8D6NXOTNgvYuP/oPznsuErhI1KmkF/KEogbiWtbYC3tqwR2MxtrwWfvL/4MTj1p6XIz5TE0EeDFkxMz83gwe3GUoFtIqYOQ7kx1E2OdvK4vRUjP/+z8/wsyNnGZtNYJaRO36fFG0i1hsN8pXHji3YFnD6a7zh/GFEhNNTMcIBH0fG5xifTZBMl9gOdREdIdvMLJ0xpDKGNd1htgx0kDGGx49MAPCaHXor0CJ4Ey71KmcGYMuV8NDfwA8/Bj0bir9u+pR9rMWFIBwlMjXPI1/5v56/d7shgRCvfvuHankID23YI0G+5Ur7+MgnYfSl5V87N1YTGw5FOwA4+oPPcezpH3r+/u3GeW/4VfqGSujonEeriJlHgZ0ish0rYt4N/Gq5b9IbDfLy6CxvOH8NG/uiXLK5l9l4mt5okE39Udb1RkhlDNGgHwEOjc3REw3gE8mKiYBPWNsTYWwmzrGz8xw7O8/xiTnGZ5PMJVL8cN8oAZ+wrjdCLJnm53YOM9wdZttgB4mU7b66pjvC2p4w4YCf8dkEnWE/24c6mY6lODQ6SzJjSKUznJmOMzIdJ+AXAj7BL8L+kRnGZhIERAj5fVx13hBd4Vb5b2x7VgyXrhgqBfgPPwGT8WZFW18HwQ74/p+W8GKB/q3eHDeP0OAWgiNpLn/mf3n+3u3GFB1QWzHjjQ2/7WPwlj/xZkUdA7DxVfDs1+zPSvRv9+a4efSt3U7GCFcc/3QFt9nKYg6cd+XqFDPGmJSIfAi4DxunvcMY82y57xMJ+nngt68u+fXnrinuUh/sCjPYFeaSzX3lLmNZLlxfeoJlIpUpu+Oq0tyUFCr1cmp1xwD8zou5MNJyBCK53jQecsUv/y6jp36VjFcCrY0p1vW5npRkw/6g/fGK9327tFl54oMu70PyO15xBZMbXiQem/P8vduRzUPry96nJcQMgDHmHuCeRq+jmQgFWqKyXsnhSbjUcyI9telOXSLi8zG0wXuPj1ITmtOGA+Hlw6R1oHdQ8xYbiV4NFaV+ZMOlIhLChkvvbvCaFKUc1IaVpqRlPDOK0up4FS5VlEahNqw0KypmFKWOaLhUaXXUhpVmRMNMiqIoiqK0NGKWa7bSwojICHC4yNNDwGgdl1ML9DPUl63GGO9bhy6D2nDL0CqfQ224NqyGz9Eqn6GoDa9aMbMcIrLXGLOn0euoBv0M7c1q+Nuths8Aq+dz1JvV8ndbDZ9jNXwGDTMpiqIoitLSqJhRFEVRFKWlaVcxc3ujF+AB+hnam9Xwt1sNnwFWz+eoN6vl77YaPkfLf4a2zJlRFEVRFGX10K6eGUVRFEVRVgltJWZE5HoReVFE9ovIbY1eTzmIyCEReVpEnhCRvc62ARG5X0T2OY/9jV5nPiJyh4icEZFn8rYVXLNY/tr5v3lKRC5r3MqbF7Xh+qI2XBta1Y5b0YahPey4bcSMiPiBjwM3ALuAm0RkV2NXVTbXGGMuzSuhuw140BizE3jQ+b2Z+DRw/aJtxdZ8A7DT+bkF+ESd1tgyqA03hE+jNuwpq8COW82GoQ3suG3EDHA5sN8Yc9AYkwDuAm5s8Jqq5UbgTuffdwJvb9xSlmKM+QEwvmhzsTXfCHzGWB4G+kSk/Dnwqxu14TqjNlwTVpsdN7UNQ3vYcTuJmY3A0bzfjznbWgUD/KuIPCYitzjb1hpjTjr/PgW0wgz6Ymtu9f+fetDqfyO1YQVa+++0WmwYVpkd66DJ1uH1xpjjIrIGuF9EXsh/0hhjRKSlStNacc1KVagNK63OqrNhaN1159NOnpnjwOa83zc521oCY8xx5/EM8HWsq/a06/5zHs80boUlU2zNLf3/Uyda+m+kNqw4tOzfaRXZMKwyO24nMfMosFNEtotICHg3cHeD11QSItIpIt3uv4HrgGew67/ZednNwDcas8KyKLbmu4H3OJn0VwKTeS5QxaI23ByoDVdHS9rxKrNhWG12bIxpmx/grcBLwAHg9xu9njLWfQ7wpPPzrLt2YBCbhb4PeAAYaPRaF637C8BJIImNu36g2JoBwVY4HACeBvY0ev3N+KM2XPd1qw3X5u/acnbcqjbsrHHV27F2AFYURVEUpaVppzCToiiKoiirEBUziqIoiqK0NCpmFEVRFEVpaVTMKIqiKIrS0qiYURRFURSlpVExoyiKoihKS6NiRlEURVGUlkbFjKIoiqIoLc3/D6Vn4r0rkA0bAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 648x864 with 12 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
"\n",
"X_filter = pad_sequences(X_filter, dtype=float, padding='post')\n",
"\n",
"plot_data(X_filter[0].T)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "d9f6b07e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(25918, 137, 14)"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_filter = np.array([np.delete(x, 0, 1) for x in X_filter])\n",
"X_filter.shape"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "1218eb18",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(20734, 137, 14)\n",
"(5184, 137, 14)\n",
"(20734, 52)\n",
"(5184, 52)\n"
]
}
],
"source": [
"from sklearn.model_selection import train_test_split\n",
"from sklearn.preprocessing import LabelEncoder, LabelBinarizer\n",
"import tensorflow as tf\n",
"\n",
"lb = LabelBinarizer()\n",
"\n",
"yt_filter = lb.fit_transform(y_filter)\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(X_filter, yt_filter, test_size=0.2, random_state=177013)\n",
"\n",
"print(X_train.shape)\n",
"print(X_test.shape)\n",
"print(y_train.shape)\n",
"print(y_test.shape)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "d0aae270",
"metadata": {},
"outputs": [],
"source": [
"# import os\n",
"\n",
"# # By users on card, could do by memory, but too lazy\n",
"# def get_least_used_gpu():\n",
"# a = [x.split('|') for x in os.popen('gpustat').read().split('\\n')[1:-1]]\n",
"# lu = min([x[-1].split() for x in a], key=len)\n",
"# lui = [i for i in range(len(a)) if a[i][3] == ''.join(lu)][0]\n",
"# print(f'Using {a[lui][0]}')\n",
"# return lui\n",
" \n",
"# lu_gpu = get_least_used_gpu()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "e202c8cf",
"metadata": {},
"outputs": [],
"source": [
"# FIRST CELL: set these variables to limit GPU usage.\n",
"os.environ['TF_FORCE_GPU_ALLOW_GROWTH'] = 'true' # this is required\n",
"os.environ['CUDA_VISIBLE_DEVICES'] = '2' # set to '0' for GPU0, '1' for GPU1 or '2' for GPU2. Check \"gpustat\" in a terminal."
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "7b09f8fe",
"metadata": {},
"outputs": [],
"source": [
"accs = []"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "09a037ed",
"metadata": {},
"outputs": [],
"source": [
"import tensorflow as tf\n",
"from tensorflow.keras.models import Sequential\n",
"from tensorflow.keras.layers import Dense, Flatten, BatchNormalization, Dropout\n",
"from tqdm import tqdm\n",
"\n",
"\n",
"def build_model():\n",
" model = Sequential()\n",
" \n",
" model.add(BatchNormalization(input_shape=X_filter[0].shape))\n",
" model.add(Dropout(0.2))\n",
" \n",
" \n",
" model.add(Flatten( ))\n",
"\n",
" for i in range(DENSE_COUNT):\n",
" model.add(Dense(DENSE_NEURONS, activation='relu'))\n",
" \n",
" for i in range(DENSE2_COUNT):\n",
" model.add(Dense(DENSE2_NEURONS, activation='relu'))\n",
" model.add(Dropout(0.2))\n",
" \n",
" \n",
" model.add(Dense(52, activation='softmax'))\n",
"\n",
" model.compile(\n",
" optimizer=tf.keras.optimizers.Adam(0.001),\n",
" loss=\"categorical_crossentropy\", \n",
" metrics=[\"acc\"],\n",
" )\n",
"\n",
" return model\n",
"# model.summary()\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "061a0bdb",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" 0%| | 0/1 [00:00<?, ?it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/20\n",
"81/81 [==============================] - 1s 6ms/step - loss: 3.1932 - acc: 0.1521 - val_loss: 2.4668 - val_acc: 0.3038\n",
"Epoch 2/20\n",
"81/81 [==============================] - 0s 4ms/step - loss: 2.1157 - acc: 0.3769 - val_loss: 1.7419 - val_acc: 0.4670\n",
"Epoch 3/20\n",
"81/81 [==============================] - 0s 4ms/step - loss: 1.6080 - acc: 0.4976 - val_loss: 1.4454 - val_acc: 0.5484\n",
"Epoch 4/20\n",
"81/81 [==============================] - 0s 4ms/step - loss: 1.3078 - acc: 0.5800 - val_loss: 1.3221 - val_acc: 0.5799\n",
"Epoch 5/20\n",
"81/81 [==============================] - 0s 4ms/step - loss: 1.1233 - acc: 0.6282 - val_loss: 1.2188 - val_acc: 0.6173\n",
"Epoch 6/20\n",
"81/81 [==============================] - 0s 4ms/step - loss: 0.9627 - acc: 0.6661 - val_loss: 1.1781 - val_acc: 0.6296\n",
"Epoch 7/20\n",
"81/81 [==============================] - 0s 4ms/step - loss: 0.8519 - acc: 0.7032 - val_loss: 1.1871 - val_acc: 0.6354\n",
"Epoch 8/20\n",
"81/81 [==============================] - 0s 4ms/step - loss: 0.7557 - acc: 0.7320 - val_loss: 1.1691 - val_acc: 0.6433\n",
"Epoch 9/20\n",
"81/81 [==============================] - 0s 4ms/step - loss: 0.6753 - acc: 0.7536 - val_loss: 1.1882 - val_acc: 0.6412\n",
"Epoch 10/20\n",
"81/81 [==============================] - 0s 4ms/step - loss: 0.6153 - acc: 0.7766 - val_loss: 1.2020 - val_acc: 0.6508\n",
"Epoch 11/20\n",
"81/81 [==============================] - 0s 4ms/step - loss: 0.5711 - acc: 0.7933 - val_loss: 1.2155 - val_acc: 0.6397\n",
"Epoch 12/20\n",
"81/81 [==============================] - 0s 4ms/step - loss: 0.5196 - acc: 0.8081 - val_loss: 1.2665 - val_acc: 0.6512\n",
"Epoch 13/20\n",
"81/81 [==============================] - 0s 4ms/step - loss: 0.4745 - acc: 0.8239 - val_loss: 1.2465 - val_acc: 0.6644\n",
"Epoch 14/20\n",
"81/81 [==============================] - 0s 4ms/step - loss: 0.4222 - acc: 0.8450 - val_loss: 1.3260 - val_acc: 0.6568\n",
"Epoch 15/20\n",
"81/81 [==============================] - 0s 4ms/step - loss: 0.4110 - acc: 0.8471 - val_loss: 1.3274 - val_acc: 0.6593\n",
"Epoch 16/20\n",
"81/81 [==============================] - 0s 4ms/step - loss: 0.3950 - acc: 0.8558 - val_loss: 1.3014 - val_acc: 0.6707\n",
"Epoch 17/20\n",
"81/81 [==============================] - 0s 4ms/step - loss: 0.3736 - acc: 0.8633 - val_loss: 1.3430 - val_acc: 0.6561\n",
"Epoch 18/20\n",
"81/81 [==============================] - 0s 4ms/step - loss: 0.3454 - acc: 0.8739 - val_loss: 1.4568 - val_acc: 0.6433\n",
"Epoch 19/20\n",
"81/81 [==============================] - 0s 4ms/step - loss: 0.3520 - acc: 0.8699 - val_loss: 1.4099 - val_acc: 0.6516\n",
"Epoch 20/20\n",
"81/81 [==============================] - 0s 4ms/step - loss: 0.3378 - acc: 0.8832 - val_loss: 1.3834 - val_acc: 0.6609\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 1/1 [00:08<00:00, 8.67s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"test loss, test acc: [1.383405089378357, 0.6608796119689941]\n",
"Model: \"sequential\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"batch_normalization (BatchNo (None, 137, 14) 56 \n",
"_________________________________________________________________\n",
"dropout (Dropout) (None, 137, 14) 0 \n",
"_________________________________________________________________\n",
"flatten (Flatten) (None, 1918) 0 \n",
"_________________________________________________________________\n",
"dense (Dense) (None, 1000) 1919000 \n",
"_________________________________________________________________\n",
"dense_1 (Dense) (None, 1000) 1001000 \n",
"_________________________________________________________________\n",
"dense_2 (Dense) (None, 600) 600600 \n",
"_________________________________________________________________\n",
"dense_3 (Dense) (None, 600) 360600 \n",
"_________________________________________________________________\n",
"dropout_1 (Dropout) (None, 600) 0 \n",
"_________________________________________________________________\n",
"dense_4 (Dense) (None, 52) 31252 \n",
"=================================================================\n",
"Total params: 3,912,508\n",
"Trainable params: 3,912,480\n",
"Non-trainable params: 28\n",
"_________________________________________________________________\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"for i in tqdm(range(1)):\n",
" model = build_model()\n",
" \n",
" model.fit(X_train, y_train, \n",
" epochs=EPOCH,\n",
" batch_size=256,\n",
" shuffle=True,\n",
" validation_data=(X_test, y_test),\n",
" verbose=1,\n",
" )\n",
" # Evaluate the model on the test data using `evaluate`\n",
"# print(\"Evaluate on test data\")\n",
" results = model.evaluate(X_test, y_test, batch_size=128, verbose=0)\n",
" print(\"test loss, test acc:\", results)\n",
" accs.append((model,results[1]))\n",
" model.summary()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "69673754",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.6608796119689941"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.mean(np.delete(accs,0,1).astype('float64'))"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "389c41e3",
"metadata": {},
"outputs": [],
"source": [
"exit()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "478e3241",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
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