507 lines (506 with data), 288.6 kB
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"from scipy import interpolate\n",
"from matplotlib import pyplot as plt\n",
"from matplotlib.ticker import FuncFormatter\n",
"from brokenaxes import brokenaxes\n",
"label_font = {'family': 'Times New Roman', 'size': 24}"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"data = pd.read_csv('progressAll.csv', index_col=0)\n",
"\n",
"clean_data = data[data['ratio'] < 1.0]\n",
"clean_data = clean_data[clean_data['check'] >= 0]\n",
"clean_data = clean_data.drop_duplicates(subset=['filename'], keep='first', inplace=False)\n",
"\n",
"patientIDs = clean_data.drop_duplicates(subset=['patientID'], keep='first', inplace=False)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def get_days(datetime):\n",
" return datetime.days\n",
"\n",
"def move_avg(a, n, mode='same'):\n",
" return np.convolve(a, np.ones((n,))/n, mode=mode)\n",
"\n",
"def interp_1d(x, y, xnew=None):\n",
" f = interpolate.interp1d(x, y)\n",
" if xnew is None:\n",
" xnew = np.arange(0, np.max(x), 1.0)\n",
" return f(xnew)\n",
"\n",
"def get_last_date_data(patientID_list, data=clean_data):\n",
" for patient_ID in patientID_list:\n",
" patient_info = data[data['patient_ID'] == patient_ID]\n",
" dates = (pd.to_datetime(patient_info['StudyDate']) - pd.to_datetime(patient_info['StudyDate']).iloc[0]).map(get_days)\n",
" ratios = patient_info['ratio']\n",
"\n",
"def get_date_ratio_dict(patientID_list, data=clean_data):\n",
" date_ratio_dict = {}\n",
" for patient_ID in patientID_list:\n",
" patient_info = data[data['patientID'] == patient_ID]\n",
" for date, ratio in zip((pd.to_datetime(patient_info['StudyDate']) - pd.to_datetime(patient_info['StudyDate']).iloc[0]).map(get_days), patient_info['ratio']):\n",
" if date not in date_ratio_dict.keys():\n",
" date_ratio_dict.update({date: [ratio]})\n",
" elif date in date_ratio_dict.keys():\n",
" date_ratio_dict[date].append(ratio)\n",
"\n",
" means = []\n",
" stds = []\n",
" for k in sorted(date_ratio_dict):\n",
" means.append(np.mean(date_ratio_dict[k]))\n",
" stds.append(np.std(date_ratio_dict[k]))\n",
" means = np.array(means)\n",
" stds = np.array(stds)\n",
" return date_ratio_dict, sorted(date_ratio_dict), means, stds \n",
"\n",
"def get_interp_date_ratio_dict(patientID_list, data=clean_data):\n",
" date_ratio_dict = {}\n",
" for patient_ID in patientID_list:\n",
" patient_info = data[data['patientID'] == patient_ID]\n",
" dates = (pd.to_datetime(patient_info['StudyDate']) - pd.to_datetime(patient_info['StudyDate']).iloc[0]).map(get_days)\n",
" ratios = patient_info['ratio']\n",
" if len(dates) == 1:\n",
" newdates = np.array(dates)\n",
" newratios = np.array(ratios)\n",
" else:\n",
" newratios = interp_1d(dates, ratios)\n",
" newdates = interp_1d(dates, dates)\n",
" for date, ratio in zip(newdates, newratios):\n",
" if date not in date_ratio_dict.keys() and not np.isnan(date):\n",
" date_ratio_dict.update({date: [ratio]})\n",
" elif date in date_ratio_dict.keys():\n",
" date_ratio_dict[date].append(ratio)\n",
" means = []\n",
" stds = []\n",
" for k in sorted(date_ratio_dict):\n",
" means.append(np.mean(date_ratio_dict[k]))\n",
" stds.append(np.std(date_ratio_dict[k]))\n",
" means = np.array(means)\n",
" stds = np.array(stds)\n",
" return date_ratio_dict, sorted(date_ratio_dict), means, stds"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"E:\\Anaconda3\\lib\\site-packages\\scipy\\interpolate\\interpolate.py:610: RuntimeWarning: divide by zero encountered in true_divide\n",
" slope = (y_hi - y_lo) / (x_hi - x_lo)[:, None]\n",
"E:\\Anaconda3\\lib\\site-packages\\scipy\\interpolate\\interpolate.py:613: RuntimeWarning: invalid value encountered in multiply\n",
" y_new = slope*(x_new - x_lo)[:, None] + y_lo\n",
"E:\\Anaconda3\\lib\\site-packages\\scipy\\interpolate\\interpolate.py:610: RuntimeWarning: invalid value encountered in true_divide\n",
" slope = (y_hi - y_lo) / (x_hi - x_lo)[:, None]\n"
]
},
{
"data": {
"text/plain": [
"(0.0, 0.9)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(16, 9))\n",
"\n",
"patientID_list = [2020035608, \n",
" 2020035233, \n",
" 2020035021, \n",
" 2020035350, \n",
" 2020035513, \n",
" 2020035478, \n",
" 2020034855,\n",
" 2020034650,\n",
" 2020034873,\n",
" 2020035087,\n",
" 2020035238,\n",
" 2020035201,\n",
" 2020036063]\n",
"_, date, means, stds = get_interp_date_ratio_dict(patientID_list)\n",
"means = move_avg(means, 7)\n",
"stds = move_avg(stds, 7)\n",
"l1, = ax.plot(date, means, color=sns.color_palette('BuGn_r')[0], label='Mild patients: Absorption')\n",
"ax.fill_between(date, means-stds/1.5, means+stds/1.5, where=stds>0, interpolate=True, facecolor=sns.color_palette('BuGn_r')[2], alpha=0.2)\n",
"\n",
"patientID_list = [2020035281, \n",
" 2020035151, \n",
" 2020035608, \n",
" 2020035199, \n",
" 2020035084, \n",
" 2020035231,\n",
" 2020034976,\n",
" 2020035016,\n",
" 2020035153,\n",
" 2020035362,\n",
" 2020035775,\n",
" 2020035147,\n",
" 2020035395,\n",
" 2020035210,\n",
" 2020035137,\n",
" 2020035396,\n",
" 2020035085,\n",
" 2020035365,\n",
" 2020035142,\n",
" 2020035224,\n",
" ]\n",
"_, date, means, stds = get_interp_date_ratio_dict(patientID_list)\n",
"means = move_avg(means, 7)\n",
"stds = move_avg(stds, 7)\n",
"l2, = ax.plot(date, means, color=sns.color_palette('Wistia_r')[0], label='Mild patients: Progress, Absorption')\n",
"ax.fill_between(date, means-stds/1.5, means+stds/1.5, where=stds>0, interpolate=True, facecolor=sns.color_palette('Wistia_r')[2], alpha=0.2)\n",
"\n",
"patientID_list = [2020034887, \n",
" 2020034928,\n",
" 2020034983,\n",
" 2020035006,\n",
" 2020035204,\n",
" 2020035237]\n",
"_, date, means, stds = get_interp_date_ratio_dict(patientID_list)\n",
"means = move_avg(means, 7)\n",
"stds = move_avg(stds, 7)\n",
"l3, = ax.plot(date, means, color=sns.color_palette('Reds_r')[0], label='Severe patients: Progress, Absorption')\n",
"ax.fill_between(date, means-stds/1.5, means+stds/1.5, where=stds>0, interpolate=True, facecolor=sns.color_palette('Reds_r')[2], alpha=0.2)\n",
"\n",
"patientID_list = [2020035498, 2020035360, 2020037365, 2020035004]\n",
"_, date, means, stds = get_date_ratio_dict(patientID_list)\n",
"means = interp_1d(date, means)\n",
"means = move_avg(means, 7)\n",
"stds = interp_1d(date, stds)\n",
"stds = move_avg(stds, 7)\n",
"date = interp_1d(date, date)\n",
"l4, = ax.plot(date, means, color=sns.color_palette('Greys_r')[0], label='Dead patients')\n",
"ax.fill_between(date, means-stds/1.5, means+stds/1.5, where=stds>0, interpolate=True, facecolor=sns.color_palette('Greys_r')[2], alpha=0.2)\n",
"\n",
"plt.title('Lesion volume ratio vs. different disease progression pattern', fontdict=label_font)\n",
"plt.xlabel('Study Date', fontdict=label_font)\n",
"plt.ylabel('Lesion Volume Ratio', fontdict=label_font)\n",
"plt.tick_params(labelsize=16)\n",
"plt.legend(handles=[l1, l2, l3, l4], fontsize=20, loc='upper right')\n",
"#plt.yscale('log')\n",
"ax.set_xlim((0.0, 40))\n",
"ax.set_ylim((0.0, 0.9))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x2169e63df98>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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DzQI6LVYGQVT1n3hekMWt+74CN/0cAv1EVXeJyBO4NrpURF4C7vdeXgUdPCVS7vmq5X2G+bxQVRWR53B9u3kgKt97AW6kvCz5b0GWBfTC9VUf/yVN3QhZ35DbEBHun3+TZ2AGSeR+Nxt3v+gNrBSR8bjR5hci5P6Bm42VJSJvA2NVdS5ufXAsvYKcgruur/PRIQv3QiRYHsXVP/x6/SXGy9xngZtwL61qAj/F2zaLyMleHreo6ttxyBfUxqCYngcMo7RjI9OGcWRRw/tsWqAUoKrf4qb2vombsv0Y8J2InBvnudK8z+ox8s7FTekFN4JxKHgE92d8teQ5O7sWNz0xSL56eqz1Pg+VnsVB3PV6MIjjKtwI9Um46dSxRpKLQnHXQ1z1770kOAk3glwTN6L8vYgMifM8sfCdB5WGbeuKs23UKKZ8ioNiK2NVfRE4E2eY/xG3LvoTcfte+9QAakn8Dgkbi8jzuBHQT3BGSyyuxa113QZcAnzqOVqqGnHuQ1nu/gh8mQKl8ihKX30WN+24a4RsE+/z5TjPDYn9j2XjjNhHcFPFh+OM6r8FRmtR1ftx5b8GNzU8S5yjsUKd4FF6/0OCMytCdZtA20yUw/I/ZBi/NcyYNowjAHFemAU3GgxwTgGyIU+sqvqdqp6Fe/P+Hs5h1qsi0j2O0/qjf/lNL/ZHj1bHkVfCqOoq3BrUusClItICyFHV5RGiJapnMeHX61nBB8Qgko+H3XjxpvrPxI3ynqeqI1V1UyHJEqFY6yGB+kdVN6lqf9zI90s4B3D/FpHB8asfhj/icjDTmIuLAvu8OE/JJySQV2sRSYsVKc6zcJSn8kNEsZaxqr6Hc6h3IfAtbpRtnuR5IN6Fe+Y5K1Z6cV65fe/wZ+L8AqzFOW57l3xmoHjTrR/D+WEYjusHlwBvBvryoS53fwRwfYFSeSTcV73p3xcBrcTzfu5Nu87ETT1+MgF9E7rfqepOVb0RZ+Q9gTOqRwH3BNN4L1WOwU1h34h7wZIlIuUL0ccvj7r+kqgISuo/xK/XvTinbAm1zSKQ0POFYRgOM6YN48jgdm8K2Kfe7wGx/tTEbVV0gvf9PhEpB6Cq/1XVM3AOaJJwDxuFMdf7PDuf+Nq4qX2L472IIvBP7/Mm4Dry1pAFiUfPvbh1gPGQDSAiNSLCy0R8FifLcV5sm+NGusLwdOl/kOe4FmdIPKyq3x1kXrEo7nqAOOpfRG72R59U9RtvKq2/DdtfEjhXEH/qcT0RaVTEPIoLv8/fKiKxjJ/+xG+Qfoprvw9FGjHe71tjrF8+VPhlXOi068IQkX9CyLB9BXcPfBc30naRJ+aX498jRo19bgZyvfWzz+IMmbsK8qMgIrXE2+JHVXer6gM4g34Dbo1xq8C5i6vcYz23pXufH8SZh99XjxLnhyMSf21y5NZiu3FrfPvgZre87sn09tZvx0vc9zsR6SsiHQBUdb2qXo1bopJDoH8H2kC2qj6J8+b9Bc4AL2z7sY9xBnMSbjp5JPmVR3FSUL3OU9UDibTNIuL3kTNEJOo+Lm6brl7FfE7DOOIxY9owSo6kiM+YiMgfyXPCsgC3rqss8K6IXCRu/1Xx3lg/Qt4ffhWcp9Ag//A+Ix98fAMxKUI2F+ckJsyg8EZwGgCjI9bD+W/187umhAxRVZ2H+4M/EbelRqx1XI/hvCuf4D90BfSsjFv/+ljEOtuCDGPfmcyfvTzKi8jfyFsv1zhCPtmTi8zLr7NYZREW5z1IP+WFPSxuz9DKXr5/wK1Jj2capZ9vSow4f+/WyJGXct6nv0epn8d+73cs3xqx2ktR6qFA4qz/JNx6xmC6yTgnb6F2LiJp4vaFfTCO8y7Dec0HZ2TlR2RZxioXH7+c8xuBzC9+Gs7hV3Vgroic4fX3MiJyCe7a5wXkBUJOlSKZ4H32BZ73R0rFOb+aBHwTkC2sL0N4/9nvfcbri8V3IndhfiO2xF++nUXEdx6Gqu7FeRWGvDbwFM5gaoIbrTwFQvsTX4/bWu173KyGWt51BK8vv35yhYiEpv+q6jrc7IjguRMp98I4KkbYuThHW8HR4XzvBd4os+/n4prIeJwfhTXAc6HM3H1oBjBEVbur6omqepqqjvbKO5KCzp/o/e7aiPSzcYZy8H+sb2AWgu8ocJL3MygX1YY8Wb/s8iuPHeS1KUi8fxRGgxhh/pIs/56VaNssqE9G3d+9tvuO9/NFcXtel/PkTsHVyXOBPAr6v4Fifh4wjFKLlgKX4nbY8Xs8yNt6Jxc4Kh+Z7jgHL+0CYa1xhoK/HcqvOCPmAG6EwJd7DDeS0DcQ9mfcn+jpgbAGXpgC50Sc398uZBFQ3wurjhvZeAFvb1UvvALuoV8J7Anqxflb3XwKlEmwnPp7aa8vQOYi7/pXAs29sHK4h9osovdQvsDLcx/ensuBuPGBst3gleGd5G2NtRf3kCa4PY797UtaR+Tj7wMcuddtfa/OwsoJ9/Lj88C5D5C3ZdnoOMvqFU/+lWDdeHH+1jY/4R7STscZNP6enyO866zpyb/lhbf16vYqL7wSeVu/3HAw9VAc9Q/cihulugZI8sI6eWGXRsj5ZVsrjvO2wDloysUZ1H7eXcjbM/dqvO2DcA+sfv09FJFXKm4GhxLRb+KM7+61O1//3bi2u5vAlma4KfH+1ljn5HNdUwL5+J7lFfeirkxAbrgXvpjwbcdq4Qw3JXyP4HpemS/FPTx3Ao4vpIwfJW+7J39bqkq4B3bFGZkNgRpe3IXk9dvagXy+8mTbeL+TcMbRBgJbP+HWlvp74ap3Hdm4e2xaQO47L/4pnN+Jq3Ej3Yrz+t0FGOyVheJGaOt4aavivGu/U5RyL6CsRnjyuwjfkm4ors+dHyF/vSe/ihhbxHn19S2ufQ+O6MNbgPYR8v5WW3u8dMtxL3Y/x3n0HhtR1md78juAo2OcP677He4FhOJmVZX1wo7zyuGvAblduBdgfjtKxd3DvvDTeeG3efmtJ3A/wm1z9hF598IygXvJZtzSmMh7nZ9PcOu4VNzOCQrcHEe9dgqUwS3k7Vd+qtdGIu8lcbVNT/YUL3xmoP/U877nd39Pw00h93XaT96e4X8J6JFE3l7TsbbPLIPzOq5E77k+1AvfCFQorIzssKO0HyWugB12/N4OnDOw83APgP4f1jbcA9hi7/iCPMN0VYw8muKme23FPWQvBLpFyDwWyH+zl+8s4NSAzDDy9qdWnJH3j4h8euKmD27GOTvJwj2UBg3ps7x4P599wBzcHp1f4x7Y/Lh1wCkJlFdZ3INb5ULkTsU91PrX+qF3fSkRco+SZ8z6D3uZgfhKOINmF84oHOSFT8Gt4W3r/R5K+EuNXTiD+2jyHnj8Yy3OMdI95BkifjlNDpy7Mu6hdI0X9w1wXRxldKyXJnjODQQeiHHG//1eu/oRZ7A0wW1RtBv3IBnct7WZV+5rPb0r4l4A/Rg4RzZua6OE66G46p9wI/ln75zzgB4RcsfjHt5eJ8JYLeDcjXF7pW73dHgauArXB5biZm90w81aWBfQIxdv313cw26wj6lXVzPjiQ/o0sZrfzu8+nqXcEP6toi2dQA3PTTymgQ3PfZz3L1jIzCOcIPgXcKNzvW4F1B/w91z/PC9wFOBdNd4+r0PXBRnGf8Fd4/Y5V3fI7hp+tuA17w86+K8dQdfKPxE3p7J/r00F2c8fop7URTLiOuMu5/t8nR9FWgao6z/65XzZzjDuSxuF4NtOMOuDHnGtG90/M87dybRL/AKLfdCymmEd55/ezovxRm17xN4OerJLiL8nrudiBdfnlw13Kjn97h73Ye4lxBNY8j6xukqXN/+NeIc6tVDCu5lXnYgfDfOu3ZknoXe78gzphVn1H2Km5bdL0JulyeT4+XzGW6ZSPWAzHxcv/Dz2wj8KRBfDtfGl+P68wKv3UW+KJ3k6Rv8f70B126D98cDwPuF1GsnT/ZD3P3kc68dLcUzcIvSNgPy93qy04AzCrq/B+Lq4tamb/SucyleXwvovDGi7leRt790O9w9I1gO//P0/CyiDjYR8fLdDjuOtMN/A1Yq8Na93Y7zzHoibk/Ixpq3Z11+6Y7FTQPqjHs43Im72fxNVQ/FVjiGYRiGYRiHBREZgTPSR6rqiBI4/8nAfbiXVDmBcMG9gGyHewnZU93WYEYceH5O5gBzVbVTyWpjGEZRKG1rppvhps78jHuDGC9n4gzpp3BTi67BOYz4RETaFbeShmEYhmEYvwdEpDpuZPNfQUMaQB07VTULNyNkawmoaBiGUWLE6yjkcDFPVesCiNsL9cw4072Au8mHhtlF5APcNgY3Eu2EyTAMwzAM40ihIOd2h5p+OMdne/IT8Azutaq6Nj8ZIyYlWa+GYRQDparzarhX4ETS/aQR89XVeYxdQWzPl1GISDxbBRmlEKu7IxurvyMbq78jF6u7I4o/eJ/H+wGHsf7ewzklmygi50R6+BeR1jgHZXcfJn2OeAJ159drYxGpWFL6GIlh984jm+Kuv1JlTBcn3j6FrYBlcSaxjnHkYnV3ZGP1d2Rj9XfkYnVXyhGRniKyGecADuBcEVntbZl4WOpPVZfj9m1+GhgFbBSRpSLyhog8ivNk/qDG3iLLiM01IrIS5xATnOPKNSJyQwnqZMSP3TuPbIq1/krbNO/i5FGc98xxJa2IYRiGYRhGoqjq27hdEaLI2074sOixBTfybKPPxcMBVW1a0koYhnHwlCpv3kG8NdNPEoc37xhp78B5nRykqpMLkBuC93YiNTW1XatWrYqusFFibNmyhdq1a5e0GkYRsfo7srH6O3Kxujuysfo7crG6O7Kx+juyWbJkyS5VrVxc+f3mRqZF5C84Q/ruggxpAFWdAEwAOOmkk3Tx4sWHQUPDMAzDMAzDMAzjcCMi3xRnfr+pNdMi0h94HHhQVe8taX0MwzAMwzAMwzCM3ya/GWNaRM4DpgATVfXWktbHMAzDMAzDMAzD+O1S6qZ5i0hf72s777OniGwBtqjqXE/mAPCUqg7yfp8OPA98AUwVkdMCWe5T1c8Oj/aGYRiGYRiGYRjG74FSZ0wDL0f8ftz7nAt08r6XIW+je4AuQCrQBvgwIv0aIL1YNTQMwzAMwzAMwzB+15Q6Y1pVC93rIVJGVUcAIw6RSoZhGIZhGIZhGIYRxm9mzbRhGIZhGIZhGIZhHC7MmDYMwzAMwzAMwzCMBDFj2jAMwzAMwzAMwzASpMhrpkXkeOBW4E9ABWA1MA14UlW3FYt2hmEYhmEUyL59+9i2bRs7d+4kJyenpNUxDMMwjMNCmTJlqFy5MjVq1CA1NbVEdCiSMS0ig3BetpMB3xlYHeAU4GYRuVxVZxePioZhGIZhxGLfvn2sXbuW6tWrk56eTkpKCiKF+vE0DMMwjCMaVSU7O5tffvmFtWvX0rBhwxIxqBM2pkWkAzAB+BW3t3MWsBbYB9QGMoD/iEgnVV1WfKoahmEYhhFk27ZtVK9enVq1apW0KoZhGIZx2BARypYtG/r/27ZtG/Xr1z/sehRlZPqvwEfAJaq6Pkb8dBGZ5ckNOBjlDMMwDMPIn507d5Kenl7SahiGYRhGiVGlShVWr15dIsZ0URyQtQXOzceQBkBV3wGaFFkrwzAMwzAKJScnh5SUlJJWwzAMwzBKjJSUlBLzGVIUY3qdqv5UkIC4BVtHF00lwzAMwzDixdZIG4ZhGL9nSvJ/sCjG9H4RqVyIzK3A/iLkbRiGYRiGYRiGYRilnqIY0y8Br4lIo8gIEekqIq8CY4AXDlY5wzAMwzAMwzAMwyiNFMWYfhzIAVaJyHci8pGILBeRXcC7wHnA5ziD2jAMwzAMo9TTqVOnqKmCWVlZiAgjRoyIO58RI0YgImRlZRWvgoeQgQMHIiKsXr26pFU5IhAROnXqVNJqlBjWXgwjj4SNaVXNBXoDo4CawKnAsUAFIBeYCnRW1V+LT03DMAzDMIzYiAgiQlJSEitXrsxXrnPnziHZqVOnHj4FS5jSbOCXFsN0z549VKtWDRHhsssuK2l1SpTS3F4Mo7RRlJFpVDVHVUcC9YEewGDgIiBNVa9U1R3FqKNhGIZhGEaBJCcno6pMmjQpZvy3337L3LlzSU6OvSvo008/zbJlyw6limlx6BoAACAASURBVKWW0aNHs2zZMo466qiSVqXEePHFF9mxYwciwmuvvcbWrVtLWqVSi7UXw8ijSMa0j6ruVdV3VXWSqr6iqj/6cSLS5uDVMwzDMAzDKJy6dety0kknMWXKFA4cOBAVP3HiRFSVs846K2b6hg0b0qJFi0OtZqmkfv36tGjR4ne9zdqECRNISkri1ltvZd++fTz11FMlrVKpxdqLYeRxUMZ0fohICjDzUORtGIZhGIYRi8GDB/Pjjz/yxhtvhIVnZ2fz1FNP0b59e1q2bBkzbaw10wWxZMkSevToQeXKlalSpQrdunXjo48+Slhnf/3pqlWreOihh2jRogXlypXj6KOPZtiwYfzyyy9RaebMmcOQIUM47rjjqFKlCuXLl6dVq1aMHDmSvXv3hsmmp6czcuRIIHyae/BaC1oD+8knn9C3b1/q1atH2bJlSUtLY+jQofzwww9Rsn4ZHjhwgPvuu49jjjmG1NRU0tLSuP3229m/P2+jl6lTp4Z0mDt3bphewTXqM2fOpGvXrtSvX5/U1FQaNGhARkYGjz/+eELlXBBfffUVH3/8MV27duX222+nbNmyPPnkk4Wm++GHH+jfvz916tShfPnytGvXjueeey5KTlVD7a927dqUK1eOtLQ0unfvzosvvhglv2TJEi644ALq1KlDamoqjRo14pprrmHjxo1RssH28+ijj3LCCSdQvnz50NT54Lr/jz76iG7dulG1alUqV65M9+7dWbx4cVh+B9teXnrpJU4//XSqVq1K+fLlOf744xk9ejT79u2Lkk1PTyc9PZ09e/Zw22230bBhQ1JTU2nWrBljx45FVQssf8MoDcSe6wSIyP3AUcDlGmjNIjKdgo3wJNwa6gbFpaRhGIZhGEZhXHrppdx8881MnDiRc889NxQ+c+ZMNm3axJgxY/juu+8O+jwLFy6kW7du7N+/n/PPP59mzZqxdOlSOnXqRJcuXYqU57Bhw5g3bx4XXXQRffr0YdasWYwbN4758+ezYMECypUrF5IdO3Ysy5cvp3379vTu3Zu9e/fy4YcfMmLECLKysnjvvfcoU6YMADfddBPTp09n7ty5DBgwgPT09Lh1mjJlCoMHDyY1NZVzzjmHtLQ0vv32WyZOnMjrr7/Oxx9/TMOGDaPSXXbZZcyfP5+ePXtSpUoV3nrrLe6//342b97MlClTAGjdujWZmZmMHDmSRo0aMXDgwFB63xCcMGECQ4cOpV69epx99tnUqlWLzZs388UXXzBlyhSuueaaUJqsrCw6d+5MRkZGwmt9J0yYADgjsWbNmpx11lm89tprzJ8/nz/96U8x0/z888+0b9+eatWqccUVV7B9+3Zeeukl+vXrx4YNG7jttttCsnfddRejR4+mcePGXHTRRVStWpWNGzfy3//+l5dffpmLL744JPvGG29wwQUXoKr07duXRo0asWTJEsaPH8+MGTP48MMPY9bhjTfeyPz58+nduze9evUK1b/PJ598wujRo+nWrRvXXnst3333Ha+99hrz5s3j3XffDV3nwbSXO++8k9GjR1OrVi0uu+wyKlWqxNtvv82dd97JrFmzmD17dtRodnZ2NmeeeSY//PADPXv2JDk5menTp/PXv/6VvXv3kpmZGff5DaNEUNWYB7AD57W7XkT4+zhHY4UdOfnlXRqPdu3aqWEYhmEcSXz99dclrUKpANCjjjpKVVUHDRqkZcqU0XXr1oXiu3fvrlWqVNHdu3frXXfdpYBOmTIlLI+MjAx1j0V5zJkzRwHNzMwMheXm5mrz5s0V0OnTp4fJjxs3TgEFdM6cOXHpPmDAAAW0Zs2aunr16lB4Tk6Onn/++QroqFGjwtKsXLlSc3Nzo/K6++67FdAXXnghLDwzM7NAnXwdvv/++1DYN998oykpKdq0aVNdv359mPz777+vSUlJeu6554aF+2XYtm1b3bp1ayh8165d2rRpU01KStKNGzeGpQE0IyMjpl5t27bVsmXL6qZNm6LitmzZEvbbr6v88sqPX3/9VatXr65Vq1bVPXv2qKrqzJkzFdDLL788Zhq/ji+88ELNyckJha9atUqrV6+uKSkpunLlylB4jRo19KijjtLdu3cXeB07d+7UmjVralJSks6bNy9MbsyYMQroGWecERbu112DBg101apVUfn75QLoo48+GhY3ffp0BbRZs2Zh11GU9rJw4UIFNC0tLayOs7Oz9ayzzlJA77333rB8GjVqpID27NkzVPaqqps2bdKqVatq1apVdf/+/TF1MIxI4v0/BBZrMdqQ+Y5MA5cBtTSwDtpjKlAbeCBgcAcpA7QD7iwgb8MwDMMwDiG3TLufz3/4pqTVKJATGzTnwfOGF2uegwcPZtKkSUyePJn/+7//Y82aNcyePZuhQ4dSoUKFg85/4cKFfPPNN5x++un06dMnLO66667j0UcfLdCjeH7ceOONNGrUKPQ7KSmJBx54gOnTpzN58mT+9re/heKaNGkSM4+bbrqJe+65h1mzZoWNdhaF8ePHk52dzcMPPxzlaKpLly6cc845vP766+zcuZPKlSuHxY8dO5YaNWqEflesWJF+/foxatQoFi9enO+69VgkJyfHXJtbq1atsN+nnHIKy5YtS7iOX3rpJX7++WeGDBlC+fLlAejZsyd169bllVde4ZFHHqF69epR6cqUKcPYsWNJSsqbrNm4cWNuuOEGRo4cyTPPPBM2qpqSkhI1Whx5HTNmzGDr1q1ceumlUSPit9xyC0888QSzZ89m7dq1UTMChg8fTuPGjfO9zmbNmoWN5AP06dOHjIwM5s6dy/z588nIyMg3fWFMnjwZgLvvvpt69eqFwpOTk3nwwQd56623mDhxInfeGW0ePPLII6GyB6hTpw59+vTh6aef5ptvvqFVq1ZF1sswDjX5TtdW1TdVNZb3hVeAaar6jKrO9OSCx0xVzQS+OGRaG4ZhGIZhxODUU0/l+OOPZ/LkyeTm5jJx4kRyc3MZPHhwseT/6aefAsQ0PMqUKUPHjh2LlG+s/Jo0aUJaWhqrV69m+/btofDdu3dz3333cfLJJ1O1alWSkpIQkZBhtmHDhiLpEMRf/z137lxGjBgRdWzevJmcnBxWrFgRlfakk06KCktLSwPc9Oh46devH3v27KFly5YMGzaM6dOns2XLlpiyFSpUoEWLFjGnnReEvzb6iiuuCIUlJyfTr18/9u7dyzPPPBMzXcOGDWMar/4U9c8++yzsOlavXk3Lli254447eOedd9ixI3rjG79txVoqkJyczOmnnx6Vt88pp5yS3yUC8Kc//SnM8C9I36JQkO7HHnssRx99NN9//31YOwaoWrUqzZo1i0pTlPZiGCVBQSPTMVHVX0XknoJkRKSaqrYrulqGYRiGYRwMxT3ieyQxePBgbrjhBt555x2mTJlCu3btaNOmeDYZ8Y2gunXrxowPjsolQkH5rVmzhh07dlCtWjWys7Pp0qULixYtolWrVlx88cXUrl07NHo7cuTImM6eEsXfGuqBBx4oUG7Xrl1RYdWqVYsK87cky8mJnNCYPzfffDO1atXi8ccf55FHHmHcuHGICBkZGTzwwAMxjfZEWLZsGQsWLKBFixacdtppYXFXXHEFDz30EE8++SQ33HBDVNrC6j9oLP/zn/+kadOmTJ48mTFjxjBmzBiSk5Pp1asXDz74YMiY9NPUr18/Zt5+eKRBGjxvfiSib1GIR/e1a9eG2rFPrLYCRWsvhlESJOzNW0Tmq2p2IWK9RCS2xwbDMAzDMIxDSP/+/SlfvjxDhw5lw4YNDBkypNjyrlq1KgCbNm2KGf/jj5Gr4+KjsPz8886YMYNFixYxYMAAvvzySyZMmMC9997LiBEjGDp0aJHOHQv/fDt27ChwveDBTA2Ohz//+c98/PHHbN26lTfffJNBgwYxb948unfvzubNmw8qb9/x2PLly8O8VosIxx9/POA8fS9cuDAqbbz1BW7Gwo033sjnn3/Opk2bePXVVznvvPOYOXMmPXr0CL388NPk14Z8b97BvH0K80SfiL5F4WB0N4wjmaJsjVWuMAFVfQ64tgh5G4ZhGIZhHBTVqlWjb9++rF+/nooVK3LppZcWW95t27YF3PTnSHJycliwYEGR8o2V36pVq1i3bh3p6emhETzfG/kFF1wQVx5AaK1uIqN8/kjt/Pnz405TFJKSkuLSq1q1avTq1Ysnn3ySgQMHsm3btoPSbd++fTzzzDMkJSVx5ZVXMmjQoKije/fuADG3yVq7dm3MraF8T+L5zYSoU6cO559/Pi+99BJdunRh5cqVfPXVV2FpYnkjP3DgQKht+W0wERYsWEBubm5c+halvRSk+3fffcf69etp3LhxviPRhnGkUqgxLSIni8jN/gHUEZFhwbCIY7iI/AeI37uEYRiGYRhGMXLPPfcwbdo0Zs2aFeUg62Bo3749zZs3Z968ecyYMSMs7rHHHiuS8zGAhx9+mDVr1oR+5+bmctttt5Gbmxu2ntffqijSaFm1ahW33357zLxr1qwJOAMwXq677jpSUlIYNmxYzHXR+/fvLxZDu2bNmqxbty5m3DvvvMOBAweiwv0R6aCzsT179rB8+fK4r/HVV19l69atdO/enUmTJjFx4sSo4+WXX6ZixYq89NJLUdOgc3JyuP3228MM1O+//55HHnmE5ORkLr/8csAZ7e+//37UnsnZ2dls27Yt7DrOPfdcatSowfPPP8/HH38cJj9u3DhWrVpFt27dEl4XDvDtt99G7c09Y8YM5s6dS7NmzcIcnhWlvVx55ZWA63fBde05OTnceuut5ObmMmjQoIT1NozSTjxrppcA6cD9gN97H4wj3bgi6mQYhmEYhnFQNGzYsEhGR2GICJMmTeKMM87gggsuCO0z/fnnn/Pee+/Ro0cP3nnnnYTz7dChA61bt+biiy+matWqzJo1i88//5x27doxfHje+vezzz6bZs2a8dBDD/Hll1/Spk0b1q5dyxtvvEHv3r1jGkCdO3cmKSmJO+64g6+++irknfruu+/OV58WLVowefJkrrzySlq2bEmPHj049thjyc7OZu3atcyfP5/atWuzfPnyhK81SNeuXXnhhRc4++yzadeuXcjR1umnn84ll1xCuXLl6NixI+np6agq8+fP57///S/t2rWjW7duoXwWLVqU0D7T/hTvq666Kl+ZypUrc+GFFzJ16lT+85//cO21eZMuTzjhBD755BPatWvHmWeeyY4dO3jxxRfZvn07999/P02bNgXg119/pVu3bqSnp3PqqafSqFEj9u7dy+zZs1m2bBnnnHMOf/jDHwCoVKkSkydP5sILLyQjI4MLL7yQhg0bsmTJEt59913q1avHv//976IUMz169OCWW27h7bff5sQTTwztM12uXDkmTZoU5pysKO2lffv2DB8+nPvvv59WrVrRt29fKlasyNtvv81XX31Fx44dw/beNozfDPHuoYXbDms+8D1uCnd+x2Cgc3Hu33U4Dttn2jAMwzjSsH2mHQT2mS6Mg91n2mfx4sXavXt3rVSpklaqVEm7du2qCxcuLHSP3kj8PXtXrlyp//jHP7R58+aampqqDRo00BtvvFF37NgRlWbt2rV62WWXaYMGDbRcuXJ63HHH6dixYzU7OzvfvZafeeYZPfHEE7VcuXKhfYcjdQjuG+zzxRdf6IABA7Rhw4ZatmxZrV69urZs2VKHDBmi77//fqFl6DNlypSY5b5p0ya99NJLtU6dOpqUlBRW3uPHj9dzzz1XGzdurOXLl9fq1atr69atdezYsfrLL7+E5ZPIPtMrVqxQQOvUqVPoPsYffvihAnriiSeGwvzzbNiwQfv166e1a9fW1NRUbdOmjT777LNh6ffv369jx47VHj16aFpamqampmqtWrX01FNP1fHjx+u+ffuizrlo0SI999xztVatWpqSkqJpaWn6l7/8RTds2BAlW1DdBcslMzNTFy5cqF27dtXKlStrpUqV9IwzztBFixbFTFfU9vL8889rhw4dtFKlSpqamqrHHXec3nPPPfrrr79GyTZq1EgbNWoU8/yJ9iPDKKl9pkUjpp0UhIhUBqaqavRCnSOck046SRcvXlzSahiGYRhG3Cxbtiw0qmUcmQwcOJCnnnqK77//PjSF2zCKi6ysLDp37kxmZiYjRowoaXUM45AR7/+hiCxR1YPbCiBAQg7IVHUnMKAwORG5vMgaGYZhGIZhGIZhGEYpJ2Fv3qoavaFgND+KyB1F0McwDMMwDMMwDMMwSj3xOCCLQkQGAZ2BSkQb5GWA5kBlYPRBaWcYhmEYhmEYhmEYpZCEjWkRuQV4IA7R/yWujmEYhmEYxu+HqVOnMnXq1JJWw/iN0qlTp6htuQzDKD4SnuYNXAG8ApwBtAYWAMcHjlOAOUCxLew2DMMwDMMwDMMwjNJEUaZ5VwIuVdUcABH5AKilqnN9ARGZDlwI/KdYtDQMwzAMwzAMwzCMUkRRRqbX+4a0xxTgrxEyC4Abi6yVYRiGYRiGYRiGYZRiimJM7xOR4SLSRkQqqeoaYLeI3AkgIgIMxTkhMwzDMAzDMAzDMIzfHEWZ5j0GeAfnqfsz3NroO4HPROQ6L8+awNLiUtIwDMMwDMMwDMMwShNF2Wd6NnApMBd4zQtbAVyGW09dC9gIXF18ahqGYRiGYRiGYRhG6aEo07xR1ZdUtYuq3hcImwHUBZoADYFVieYrIkeLyKMi8pGI7BERFZH0ONMmicgdIrJaRPaKyOcickGiOhiGYRiGYRiGYRhGYRTJmM4PVf1VVVerai7weRGyaAZcBPwMzE8w7d+BEcBjQE/gY+BlEelVBD0MwzAMwzAMwzAMI1+Ksma6UETkBKBeEZLOU9W6Xh5XAWfGeb46wK3AGFX9hxc8R0Sa4dZ4v1UEXQzDMAzDMAzDMAwjJsU6Mg0gIsm40eGE8Ua0i0J3oCzR+1r/BzheRBoXMV/DMAzDMH4HdOrUCbchSR5ZWVmICCNGjIg7nxEjRiAiZGVlFa+Ch5CBAwciIqxevbqkVTGMhJg6dSoiwtSpU0talRJDROjUqVNJq/G7JS5jWkTai8jDIvKsiNwpIjXzkasIvAF0LE4l46AlsA/4LiL8f97ncYdXHcMwDMMwDhcigoiQlJTEypUr85Xr3LlzSPb39PBdmg38kjQE/HIJHuXLl+fYY4/l2muvZf369SWilwHPPvtsqE7efffdklanRElPTyc9Pb2k1TDyoVBjWkRG4NYvXwdcglubvEJE2kfIHQN8ApwB5AL3FLeyBVAD2K6qGhG+LRAfhYgMEZHFIrJ4y5Yth1RBwzAMwzAOHcnJyagqkyZNihn/7bffMnfuXJKTY69we/rpp1m2bNmhVLHUMnr0aJYtW8ZRRx1V0qqUCBkZGWRmZpKZmcmgQYMAePzxx2nTpk2BL2eMQ8eECRNCM0UmTJhQwtqUbpYtW8bTTz9d0mr8bilwzbSIdAP+LxC0G6gIVAeeF5FmqpotIucATwFVgZ+Ay1X1cL5GEiDSkPbD80VVJwATAE466aRY6Q3DMAzDOAKoW7cu9evXZ8qUKYwaNSrKaJ44cSKqyllnncX06dOj0jds2PBwqVrqqF+/PvXr1y9pNUqMTp06hU3lz87OpmfPnrz//vvcc889TJkypeSU+x3yzTffMG/ePLp168a2bduYOXMmmzZtom7duiWtWqmkRYsWJa3C75rCRqavAfYDdwO1VbUyUB+YCBwN9BWRv+P2m64KfAS0OcyGNLgR6OoSudjJGf1+vGEYhmEYv2EGDx7Mjz/+yBtvvBEWnp2dzVNPPUX79u1p2bJlzLSx1kwXxJIlS+jRoweVK1emSpUqdOvWjY8++ihhnf31yqtWreKhhx6iRYsWlCtXjqOPPpphw4bxyy+/RKWZM2cOQ4YM4bjjjqNKlSqUL1+eVq1aMXLkSPbu3Rsmm56ezsiRI4Hwae7Bay1ozfQnn3xC3759qVevHmXLliUtLY2hQ4fyww8/RMn6ZXjgwAHuu+8+jjnmGFJTU0lLS+P2229n//79IVl/rSvA3Llzw/QKGrYzZ86ka9eu1K9fn9TUVBo0aEBGRgaPP/54QuWcCCkpKQwZMgSARYsWhcKDdfXoo49ywgknUL58+bBp6rm5uTzxxBOcfPLJVKpUiYoVK3LyySczfvx4cnNjuwZ69tlnadu2LeXLl6dOnTr079+fH374odB1/IsWLaJ3797UqFEjqv7Wr1/PddddR5MmTUhNTaVmzZqcc845/Pe//406/86dO/n73/9Oq1atqFKlCpUrV6Zp06ZcfPHFLFmyJEz2cNTHk08+CcAVV1zBwIEDyc7OjmtZxptvvkn79u2pWLEi1atXp2/fvnz77bdRcps2beLWW2+lefPmVKxYkWrVqtG8eXMGDhzIqlXhO/smWp/+soUff/yRq666iqOOOooyZcqE9E+kv/t1vWbNGtasWRPWRwYOHBh1zkh27NjBHXfcQfPmzSlXrhzVq1ene/fuvPfee1GywXa1dOlSevfuTbVq1ahQoQIZGRksXLiw0PL/vVKYN+8TgTtV9SE/QFU3AUNEpDLwJFAeNwL8T+B2VT1wqJQtgP8BqUBTwtdN+2ulvz7sGhmGYRiGcVi59NJLufnmm5k4cSLnnntuKNwf2RozZgzffRfpXiVxFi5cSLdu3di/fz/nn38+zZo1Y+nSpXTq1IkuXboUKc9hw4Yxb948LrroIvr06cOsWbMYN24c8+fPZ8GCBZQrVy4kO3bsWJYvX0779u3p3bs3e/fu5cMPP2TEiBFkZWXx3nvvUaZMGQBuuukmpk+fzty5cxkwYEBCay+nTJnC4MGDSU1N5ZxzziEtLY1vv/2WiRMn8vrrr/Pxxx/HHNG/7LLLmD9/Pj179qRKlSq89dZb3H///WzevDk0ytu6dWsyMzMZOXIkjRo1CjMOfMNgwoQJDB06lHr16nH22WdTq1YtNm/ezBdffMGUKVO45pprQmmysrLo3LkzGRkZxbI23F85GOsFy4033sj8+fPp3bs3vXr1CpU1QP/+/XnuuedIS0vjqquuQkSYNm0a11xzDQsWLODZZ58Ny+uBBx5g+PDhVK9enQEDBlC1alVmz55Nhw4dqFq1ar76ffTRR4wePZqOHTty5ZVX8tNPP1G2bFkAPv30U84880y2bdtG9+7dOf/88/npp5+YPn06HTt2ZNq0afTq1St0nT169GDhwoX88Y9/5KqrriI5OZl169aRlZXFn/70J9q1awckVh9FZf/+/Tz11FNUqVKF8847jz179nDrrbcyceJEhg8fnu8Lr9dee423336b8847j06dOrF06VJeffVV5syZw8KFC2nevDkAe/bsoUOHDqxcuZIzzjiDs88+G1VlzZo1zJgxg759+9KkSZNQvonWJ8C2bds47bTTqFSpEueffz5JSUlRo+rx9Pf09HQyMzMZN24c4PqyT+vWrQssx+3bt9OhQwe+/vprTj75ZG666SZ++uknXnrpJc4880zGjx/P0KFDo9ItXryY+++/P9QW1q5dy6uvvkrXrl1ZunRpqByNAKqa7wH8AlTIJ+5E3Nro7cB5MeIrF5R3YQdwFW7qdnocsnVwDsgyI8LfA76M53zt2rVTwzAMwziS+Prrr0tahVIBoEcddZSqqg4aNEjLlCmj69atC8V3795dq1Sport379a77rpLAZ0yZUpYHhkZGeoei/KYM2eOApqZmRkKy83N1ebNmyug06dPD5MfN26ces8uOmfOnLh0HzBggAJas2ZNXb16dSg8JydHzz//fAV01KhRYWlWrlypubm5UXndfffdCugLL7wQFp6ZmVmgTr4O33//fSjsm2++0ZSUFG3atKmuX78+TP7999/XpKQkPffcc8PC/TJs27atbt26NRS+a9cubdq0qSYlJenGjRvD0gCakZERU6+2bdtq2bJlddOmTVFxW7ZsCfvt11V+ecXCL5dg/aqqZmdna5cuXRTQK6+8MhTul1ODBg101apVUfk999xzCmibNm10586dofBdu3Zpu3btFNBnn302FL5y5UpNTk7WWrVq6dq1a0Phubm5eskll4TaUqzrBPSJJ56I0iE7O1ubNm2qqampmpWVFRa3YcMGbdCggdarV0/37t2rqqpffPGFAlF1qera4LZt20K/E6mPovL8888roEOGDAmF+f3gvffei5KfMmVKqDxef/31sDi/P3bp0iUUNnPmTAX0pptuispr3759+ssvv4R+J1qfqhrSpX///pqdnR11jqL090aNGmmjRo2i8gqeM7LdDxkyJFSOwXvFihUrtEqVKlq2bNmw/h5sV5H3xieeeEIBvfrqq/PVoTQQ7/8hsFgPwkaNPAqb5r1LVffkY4R/DmwC2qnqtBgiWYXkHRMR6SsifYF2XlBPLywjIHNAREIeRlR1M25k/A4RuVlEOonIeKALcGdR9DAMwzCMIxmddxP6WqfSfcy7qfALSZDBgweTk5PD5MmTAVizZg2zZ8+mX79+VKhQ4aDzX7hwId988w2nn346ffr0CYu77rrraNq0aZHyvfHGG2nUqFHod1JSEg888ABJSUmha/Fp0qRJzBE6f+Rq1qxZRdIhyPjx48nOzubhhx+OckzWpUsXzjnnHF5//XV27twZlXbs2LHUqJHn+7VixYr069eP3NxcFi9enJAeycnJpKSkRIXXqlUr7Pcpp5xSZEdMWVlZjBgxghEjRnD99ddz3HHH8cEHH1CrVi3uuuuuKPnhw4fTuHH0rqt+PY0ZM4ZKlSqFwitWrMjYsWMBt3bf57nnnuPAgQNcf/31pKWlhcJFhDFjxoSNeEfSunXrmCOLb775JitXruT6668nIyMjLK5BgwYMHz6cH3/8kffffz8srnz58lF5JSUlUb169bCweOujqPjOxoIzFfzv/vTvWHTp0oWzzjorLMzvjx988AFr/yzkJQAAIABJREFU1qwJi4t1vWXLlqVy5cqh34nWZzCff/zjH/k6O4TE+nuiZGdn85///IdKlSoxevTosHvFMcccww033MD+/ftj9pUOHTqElT3AlVdeSXJyctiSByOPwqZ51xSRJM1//+c1qhrl5lBE6gDHFFGnlyN++4sw5gKdvO9lvCPIXcAu4EagHvANcJGqvl5EPQzDMAzDOMI49dRTOf7445k8eTJ33303EydOJDc3l8GDBxdL/p9++ilAlKECUKZMGTp27FgkD9Cx8mvSpAlpaWmsXr2a7du3U61aNQB2797Nww8/zLRp01ixYgU7d+4MTUsG2LBhQ8Lnj8Rf/z137tyY62w3b95MTk4OK1asCE0D9jnppJOi5H1j8eeff45bh379+nHLLbfQsmVLLr74YjIyMujQoQO1a9eOkq1QoUKRHTHNnTuXuXPnAoTWhf/lL3/hzjvvDDNyfU455ZSY+Xz66ackJSXFXL+akZFBmTJl+Oyzz0Jh/veOHaN3lG3UqFGo7mORnw5+va1Zsybm/uj+GuJly5bRq1cvjjvuOFq3bs3zzz/PmjVr6NOnDx07duSkk04KTRv3SaQ+isJ3331HVlYWzZs3549//GMovGfPntStW5dp06bx008/xTTcC+uPn332GY0aNSIjI4OjjjqKMWPG8Omnn9KrVy86dOhA69ato15eJFqfPunp6dSpU6fAa02kvyfK8uXLQ9PZgy+1fLp06cI999wTU/dYfTclJYW6desm1Hd/TxRmTKcAC0Vkfz7xfxCRyBXpqThDumJRFFLVQr1/xJJR1RzcdlyHc0suwzAMwyiVyOnjSlqFEmPw4MHccMMNvPPOO0yZMoV27drRpk2bYsl7x44dAPl6Fq5Xr16R8i0ovzVr1rBjxw6qVatGdnY2Xbp0YdGiRbRq1YqLL76Y2rVrh0YLR44cyb59+4qkQ5CtW7cCbk1vQezatSsqLJYR4I/S5eTkxK3DzTffTK1atXj88cd55JFHGDduHCJCRkYGDzzwQMwH/6KQmZkZ0/DMj/zqeMeOHdSoUSPKCAV3/f4a46A85F/3devWzdeYzk8Hv95efjlybCocv97KlCnDBx98wKhRo3jllVe4/fbbAahcuTIDBgxg9OjRoVHZQ10fTz75JKoaNTKanJzM5ZdfzoMPPsjUqVO59dZbo9IW1h/9sq5SpQoff/wxmZmZzJw5MzSLo1atWlxzzTXcfffdob6UaH1GnrMg4u3vRcG/1vw89Pvh27dvj4rL75zJyckJ9d3fE4XuMw2cAnTM56gMnBZxtAEqxczJMAzDMAzjENO/f3/Kly/P0KFD2bBhQ8gzc3HgO4XatGlTzPgff/yxSPkWlp9/3hkzZrBo0SIGDBjAl19+yYQJE7j33nsZMWJEzGm/RcU/344dOwpcLxhrhK04+fOf/8zHH3/M1q1befPNNxk0aBDz5s2je/fuMQ2Zw0F+TrCqVq3Ktm3byM7Ojoo7cOAAP/30E1WqVAmF+d/zq/v8wgvTAVw7KajeMjMzQ2mqV6/OP//5T9atWxdyMNeiRQsee+wxrr766rD8D1V9BD1233HHHWGeq0WEBx98EMh/qne8/Qfg6KOPZtKkSWzevJmvvvqKRx55hJo1azJq1ChGjRoVkku0Pn3i2RUgEX0TxU+b371o48aNB30OI4/CjOm9wIO4qdPXx3kMB945RPoahmEYhmEUSLVq1ejbty/r16+nYsWKXHrppcWWd9u2bQFC04KD5OTksGDBgiLlGyu/VatWsW7dOtLT00MjRr438gsuuCCuPIDQ9NVERpZOO+00AObPnx93mqKQlJQUl17VqlWjV69ePPnkkwwcOJBt27Ydct0SpU2bNuTm5jJv3ryouHnz5pGTkxNqP748ELPNrFmzhnXr1iWsw8HWW7NmzRg0aBBz586lUqVKzJgxI6ZccdfHjBkz2Lx5M82bN2fQoEExjyZNmrBixYqY7byw/hhrZoqI0LJlS66//npmz54NELYHfaL1mQjx9ndw/TeRvtu8eXMqVKjA0qVLY07NnjNnDkCRdTfCKcyY/req3qaqj6rqv+I8/gGcDWw5DPobhmEYhmFEcc899zBt2jRmzZoV5lToYGnfvj3Nmzdn3rx5UYbGY489VqT10gAPP/xwmJOk3NxcbrvtNnJzc7niiitC4f7WVpHbP61atSo0RTeSmjVrArB27dq49bnuuutISUlh2LBhrFixIip+//79xWLM1qxZM1+j8Z133uHAgegdV/0R0KBDuT179rB8+fKErrG4ufLKKwE3srpnT57/3j179vDXv/4VgEGDBoXCL7vsMpKTk3n00UfDykBVueOOO4o0rbZPnz40bdqUf/3rX7z11lsxZT766KOQft9//z3/+9//omR+/vln9u3bF+aoK5H68PctjrXeOBa+47FRo0YxceLEmMedd94ZJhvkgw8+iNpf3u+PnTt3Djn7+uqrr2JOnfdHioPXkGh9JkK8/R1cH9myZQu//vprXHmXLVuWfv36sWvXLv7v//4vLG7lypU88sgjpKSk0L9//yLpboRT2Jrp/2fvzuOirvbHj78OO4iyiKAii2IuYIGiZWogZmn5tVz6mektzcq63bplu22mdW9163rTbLlZmXXN6l5LsyxTU9HU1MpdsxQFcUMBF1TW9+8PnIlhhmVGdFDfz8djHsKZ8znzns9nRuY9Z1vsSqMiUmqM+diVY5VSSimlzlR0dLTDPZDPlDGG9957j2uuuYbBgwdb95lev349CxcupG/fvnz7rfMD9CyLIN18880EBQUxf/581q9fT3JyMo899pi1Xv/+/WndujUTJ05k48aNdOzYkczMTL766iv69evnMJlMS0vDw8ODsWPHsmnTJusKzU8//XSV8bRr147333+fUaNGkZCQQN++fWnTpg3FxcVkZmaybNkymjRpwrZt25x+rhVdffXVfPLJJ/Tv35/k5GS8vLxISUkhJSWFoUOH4ufnR48ePYiNjUVEWLZsGWvWrCE5OZnevXtb21m9enWd7jPtimHDhjFnzhw+++wzEhISGDBgAMYYZs+eTUZGBkOGDGH48OHW+nFxcUyYMIEnn3ySxMRE67VfsGABubm5JCYmsmHDBqdi8Pb25vPPP6dPnz7069ePbt26kZSUREBAAFlZWaxZs4adO3eyb98+AgICWL9+PQMHDiQ5OZkOHTrQvHlzcnJymDNnDsXFxTZf0DhzPcrKytcurm5Fa4uMjAwWLlxIWFiYzf7wlQ0dOpQxY8Ywa9YsXn/9dZvFtfr378/AgQMZOHCg9f04b948QkNDefPNN631Fi5cyEMPPUS3bt1o164d4eHh7Nmzhzlz5uDh4cGjjz5qrevs9XRGbd/vUP4eWbNmDX379iUlJQVfX18SExPp379/le2/9NJLLFu2jClTprBmzRrS0tKs+0wfO3aMKVOmOFyRXrmgLvfZOp9vus+0Ukqp843uM12OCvtM1+RM95m2WLt2rfTp00cCAwMlMDBQrr76almxYkWNezpXZtl3dseOHfLqq69K27ZtxdfXV5o3by4PPPCAHDlyxO6YzMxMGTZsmDRv3lz8/PwkPj5eXn75ZSkuLq5yr+WPPvpIEhMTxc/Pz27/Ykf7TFts2LBBRowYIdHR0eLj4yMhISGSkJAgo0ePlkWLFtV4Di0s+wFXPu8HDhyQW265RcLDw8XDw8PmfL/11lsyYMAAadmypfj7+0tISIgkJSXJyy+/bLMfsEjd7jNdlerOk0Vpaam88cYbkpycLP7+/uLv7y+dOnWSKVOmSGlpqcNjPvzwQ0lKShJfX18JCwuT4cOHS3Z2tiQkJEhQUJBN3epekxUdOHBAHn/8cUlISBB/f39p0KCBtG7dWgYPHiwfffSRdQ/krKwsGTt2rHTr1k0iIiLEx8dHIiMjpW/fvjJv3jybNp25HpY9nqdOnVptnCIiTz75pAAyZsyYGuveddddAsjEiRNFxPZ1NXfuXOnatasEBARIUFCQDBo0SH799Veb47ds2SJjxoyR5ORkCQsLEx8fH4mJiZHBgwfLDz/8YPd4zl7Pml6Drrzfjx8/Lvfcc49ERkaKp6enADJixIgaHzMvL08ee+wxad26tfj4+EhQUJD07t1b5s+fb1e3ptdVTXtd1wfu2mfaSIWtFC5mnTt3Fmf3PlRKKaXcaevWrbRv397dYagzMHLkSKZPn05GRoZ1CLdSR48eJSIigqSkJOt2V+eTQYMGsXr1anbu3OlwNeyLlb7fz57a/j00xvwkInWzFQC1W81bKaWUUkopVcdycnLsVosuKSnh4Ycf5tSpUwwcONBNkblOTg//fuSRRzSRVhe8micyKKWUUkoppercrFmzePbZZ+nduzdRUVHk5uaSnp7O9u3bSUpK4v7773d3iE4zxpCTo+sQq4uDJtNKKaWUUkq5wRVXXEGPHj1IT0/n8OHDALRs2ZKnnnqKxx9/3GY1baVU/aNzpk/TOdNKKaXONzpnWimllDoP50wbYzyNMXEVfg80xnjWTVhKKaWUUkoppVT95VIybYy5AzgIfF+hOBx42xjzD2OMb10Ep5RSSimllFJK1UdOJ9PGmBuAqUAIYCzlIrJTRO6ifB72j8aY4DqLUimllFJKKaWUqkdc6Zl+AvgZ+BNwyMH9zwGXAn93PSyllFJKKaWUUqr+ciWZjgf+T0Q+Bk5VvlNEjgJHgUFnGJtSSimllFJKKVUvubI11hYR2V/VnacXJQvCQaKtlFJKKaWUUkpdCFzpmT5ojPE5/bOpeIcxxgCTT/+66UwCU0oppZRSSiml6itXkul/AxNP/2zdpNoY0wGYD1x3uvy1M45OKaWUUkoppZSqh5we5i0i3xhjLjXGZAKBxpgFQBwQwx891a+enlOtlFJKKaWUUkpdcFzaZ1pE/gEMBj4HmgF+wA7gM6C3iDxeZxEqpZRSSqkLysiRIzHGsGvXLneHopRTPvjgA4wxfPDBB+4OxW2MMfTs2dPdYdQLLiXTACKyRkTuFJEOItJcRNqIyFAR+R7AGNOw7sJUSimllHKstLSUqVOnkpqaSmhoKN7e3oSHh3PZZZdx55138uWXX7o7xIvOc889hzGGJUuWuDsUO+5MBCznpeLN39+fNm3a8Je//IU9e/a4JS4FM2bMsF6T7777zt3huFVsbCyxsbHuDuO84Mpq3rX1E9DmLLavlFJKqYtcaWkp//d//8e3335LcHAw/fr1o0WLFuTm5rJjxw4+/vhjtm3bxg033ODuUFUFL774Ik888QSRkZHuDsUtUlNTrQn9oUOH+O6773jzzTf57LPPWLVqFXFxce4N8CL0zjvvYIxBRHjnnXe49tpr3R1SvbV161YCAgLcHUa94FIybYwJBq4BIgCfSnd7AJdRPo9aKaWUUuqsmTlzJt9++y2JiYksXbqUoKAgm/tPnDjBjz/+6KboVFWaNWtGs2bN3B2G2/Ts2ZPnnnvO+ntxcTHXXXcdixYt4oUXXmDatGnuC+4i9Ouvv5Kenk7v3r3Jzc3lyy+/5MCBA0RERLg7tHqpXbt27g6h3nB6mLcxpiewE/gEmAS8Uun2MvCnugtRKaWUUsqxFStWAOVzcCsn0gABAQGkpaU5PHbmzJmkpaUREhKCn58f7du354UXXqCwsNBaJzs7G09PTzp16lRlDH379sUYw6ZNtruC/vjjj9x00000bdoUHx8foqKiuPvuu9m7d69dGz179sQYQ1FRERMmTKBt27b4+voycuRIp2OuiWW+8s6dO5k4cSLt2rXDz8+PFi1aMGbMGI4ePWp3zOLFixk9ejTx8fE0atQIf39/OnTowPjx4zl16pRN3djYWMaPHw9AWlqazZDmyjE4mjPtynkrKSnh73//O5dccgm+vr5ERUXx+OOPU1RUZK1rmesKsHTpUpu4Kia2X375JVdffTXNmjXD19eX5s2bk5qayptvvlnrc+wsb29vRo8eDcDq1aut5RWv1euvv85ll12Gv7+/zTD1srIy3n77bbp06UJgYCANGjSgS5cuvPXWW5SVlTl8vBkzZtCpUyf8/f0JDw/n1ltvZe/evdbzWdGSJUus52j16tX069eP0NBQu+u3Z88e7rvvPlq1aoWvry+NGzfmhhtuYM2aNXaPf+zYMZ5//nk6dOhAo0aNaNiwIXFxcdx888389NNPNnXPxfWYOnUqALfffjsjR46kuLi4VnOiv/76a7p160aDBg0ICQnhpptu4rfffrOrd+DAAR555BHatm1LgwYNCA4Opm3btowcOZKdO3fa1HX2elqmLezfv58777yTyMhIPD09rfE78363XOvdu3eze/dum/dIxf+LqpoqceTIEcaOHUvbtm3x8/MjJCSEPn36sHDhQru6FV9X69ato1+/fgQHBxMQEEBqaqr1//b6zpWe6clAIfARcBiofFUNkAj0OrPQlFJKKaWq17hxYwC2b9/u1HF33HEH77//Pi1atGDQoEEEBwezatUqnnnmGRYtWsSCBQvw8vIiMjKS3r17891337Fx40YuvfRSm3b27dvHwoULSU5OpkOHDtbyadOmcdddd+Hr68sNN9xAVFQUv/32G++++y5z585l1apVREdH28U1ePBg1qxZw3XXXceAAQMIDw93OubaGjNmDOnp6QwZMoQbb7yR+fPn89prr7Fs2TKWL1+On5+fte7LL7/Mtm3b6NatG/369ePUqVP88MMPPPfccyxZsoSFCxfi6ekJwIMPPsjs2bNZunQpI0aMcGrupavnbdiwYSxbtozrrruORo0aMW/ePP7xj39w8OBBay9vUlIS48aNY/z48cTExNgkB5bE4J133uHuu++madOm9O/fn7CwMA4ePMiGDRuYNm0a9957r/WYJUuWkJaWRmpqap3MDRcp33G2cjIL8MADD7Bs2TL69evH9ddfbz3XALfeeisff/wxUVFR3HnnnRhj+OKLL7j33ntZvnw5M2bMsGnrlVde4bHHHiMkJIQRI0YQFBTEggUL6N69u8MvpCxWrlzJiy++SI8ePRg1ahSHDh3Cx6d8gOrPP//MtddeS25uLn369GHQoEEcOnSI2bNn06NHD7744guuv/566/Ps27cvK1as4Morr+TOO+/Ey8uLrKwslixZwlVXXUVycjLg3PVwVVFREdOnT6dRo0YMHDiQEydO8Mgjj/Duu+/y2GOPObweAJ9//jnffPMNAwcOpGfPnqxbt45Zs2axePFiVqxYQdu2bYHy0THdu3dnx44dXHPNNfTv3x8RYffu3cyZM4ebbrqJVq1aWdt19noC5Obm0rVrVwIDAxk0aBAeHh52veq1eb/HxsYybtw4XnutfIfjBx980Hp8UlJStecxPz+f7t27s2XLFrp06cKDDz7IoUOH+Oyzz7j22mt56623uPvuu+2OW7t2Lf/4xz+sr4XMzExmzZrF1Vdfzbp166znsd4SEaduQC7QtBb1Mp1t25235ORkUUoppc4nW7ZscXcIbvfzzz+Lt7e3GGPkT3/6k8yaNUt27dpV7THTpk0TQAYOHCgnTpywuW/cuHECyGuvvWYt+/jjjwWQhx9+2K6tf/zjHwLI5MmTrWW//vqreHt7S1xcnOzZs8em/qJFi8TDw0MGDBhgU56amiqAXHrppZKTk3PGMVdnxIgRAkjjxo1tzlVpaakMGjRIAJkwYYLNMTt27JCysjK7tp5++mkB5JNPPnEY0+LFi6uNISMjw1p2JuetU6dOcvjwYWv58ePHJS4uTjw8PGTfvn02xwCSmprqMK5OnTqJj4+PHDhwwO6+ytdl8eLF1bbliOW8jBs3zqa8uLhYevXqJYCMGjXKWm45T82bN5edO3fatWd5bXbs2FGOHTtmLT9+/LgkJycLIDNmzLCW79ixQ7y8vCQsLEwyMzOt5WVlZTJ06FABpDw9sH+egLz99tt2MRQXF0tcXJz4+vrKkiVLbO7Lzs6W5s2bS9OmTeXUqVMiIrJhwwYB7K6lSPlrMDc31/q7M9fDVTNnzhRARo8ebS2zvA8WLlxoV9/yXgRk7ty5Nve99tprAkivXr2sZV9++aUA8uCDD9q1VVhYKEePHrX+7uz1FBFrLLfeeqsUFxfbPYYr7/eYmBiJiYmxa6viY1Z+3Y8ePdp6Hiv+X7F9+3Zp1KiR+Pj42LzfK76upk2bZtPW22+/LYD8+c9/rjKGymr79xBYK3WYQ7qSTH9Ry3opdRno2b5pMq2UUup8U92Hh1+eeEoW9xtQr2+/PPFUnZyHTz/9VJo2bWr9YAZIaGioDBgwQL788ku7+klJSeLl5SV5eXl295WUlEjjxo2lS5cu1rITJ05IUFCQNG3aVEpKSmzqJyQkiLe3t80H+wcffFAA+eqrrxzGO2DAAPH09LT5EG1JCmfPnu3wGGdjro7lw3XlD9Ai5cmWh4eHxMbG1qqtQ4cOCSC33367TbkryfSZnLcFCxbY1X/22WcdJjw1JdMBAQE2CV1VCgoKZOvWrbJ79+4a61pYzktqaqqMGzdOxo0bJ/fdd59ccsklAkhYWJjs2LHDWt9ynqr6oqR3794CyPz58+3uW7hwoQCSlpZmLXv++ecFkPHjx9vV37Vrl3h6elaZTCclJTmMYfbs2QLII4884vB+S4L59ddfi8gfyfQtt9zisH5FzlwPV6WlpQkgK1assJZZEuCbb77Zrr4lma6YMFuUlJRIXFycANbE1dLW2LFja4zF2espUv56ruoLBxHX3u/OJtNFRUUSEBAggYGBNl9qWVi+dKv4urO8rrp3725Xv6ioSLy8vMSZ/MxdybQrw7x/NMY0FxH7iSu2UoF0F9pXSimllKq1IUOGMHDgQBYvXszy5cv55ZdfWL58ObNnz2b27Nncdttt1vmyJ06cYP369YSFhVmHMlbm6+vL1q1brb/7+/szZMgQpk6dyvz5863DVX/66Sc2b97MwIEDCQsLs9ZfuXIlUD4v19F80YMHD1JaWsr27dutw1ktLr/8crv6rsRcG6mpqXZlrVq1Iioqil27dpGfn09wcDAABQUFTJo0iS+++ILt27dz7NgxS+cJUD63/EydyXnr3LmzXf2oqCgA8vLyah3D8OHDefjhh0lISODmm28mNTWV7t2706RJE7u6AQEBLi/EtHTpUpYuXQpgnRd+zz338OSTT1rjrsjR6wLKh1d7eHg4nL+ampqKp6cnv/zyi7XM8nOPHj3s6sfExFivvSNVxWC5brt377aZe25hmUO8detWrr/+euLj40lKSmLmzJns3r2bG2+8kR49etC5c2frsHELZ66HK37//XeWLFlC27ZtufLKK63l1113HREREXzxxRccOnTI5v1t4ej94+npSY8ePdixYwe//PILMTExpKamEhkZyUsvvcTPP//M9ddfT/fu3UlKSrIZrg/OX0+L2NhYmykhjjjzfnfWtm3brMPZQ0ND7e7v1asXL7zwgsPYHb13vb29iYiIcOq96y6uJNOTgPHGmMel4v+iFRhjGgMPAc+fSXBKKaWUck3Siy+4O4Rzytvbm2uvvda6nU1paSmzZs1i1KhRfPjhhwwcOJABAwaQl5eHiJCTk2NdJKs2Ro4cydSpU5k+fbo1mZ4+fToAI0aMsKl7+PBhoHxuanWOHz9uV9a0aVO7MldjrklVKxU3bdqU3bt3c+TIEYKDgykuLqZXr16sXr2aDh06cPPNN9OkSRO8vb0BGD9+vFMLoFXlTM6boyTAMn+8tLS01jE89NBDhIWF8eabbzJ58mRee+01jDGkpqbyyiuvOPzg74px48Y5TDyr4uh1AeULPoWGhtoloVD+/C1zjCvWh6qvfURERJXJdFUxWK7bf//73yrjhz+um6enJ99//z0TJkzgf//7H48//jgADRs2ZMSIEbz44osEBgYCZ/96TJ06FRGxW+jPy8uLP/3pT/zzn//kgw8+4JFHHrE7trr3D/xxrhs1asSqVasYN24cX375JfPnzwcgLCyMe++9l6efftr6XnL2elZ+zOrU9v3uCstzrWqFfkt5fn6+3X1VPaaXl5dT7113cXo1b6AB0AnYbozZ4OC2CfgdaFSnkSqllFJK1ZKnpydDhgxhzJgxAHz//fcA1gWWOnbsWJspa1bdunXjkksuYc6cOeTn51NcXMzMmTMJCwuzJtcWlsc4cuRIte076ilytNiRqzHX5MCBAw7L9+/fb/O4c+bMYfXq1YwYMYKNGzfyzjvv8Le//Y3nnnvO4YJCrjqT81aXbrvtNlatWsXhw4f5+uuvueOOO0hPT6dPnz4OE5lzoapFsIKCgsjNzaW4uNjuvpKSEg4dOkSjRn98JLf8XNW1r6q8phig/HVS3XUbN26c9ZiQkBD+9a9/kZWVZV1grl27dkyZMoU///nPNu2fretRccXusWPH2qxcbYzhn//8J/DHSt+V1fb9A9CiRQvee+89Dh48yKZNm5g8eTKNGzdmwoQJTJgwwVrP2etpUdW1cTVeZ1mOtbRV2b59+874MeorV5LpNyhfqTsO6ODgFg9ceGdKKaWUUuedhg0bAn+slBwYGEhCQgKbN28mNzfXqbZGjBhBYWEhn376KV9//TWHDh1i2LBh1l4li65duwKwbNmyOngGZxZzdSzDjCvauXMnWVlZxMbGWnuMfv/9d6B8pfHatAFYh68607NU1+etKh4eHrWKKzg4mOuvv56pU6cycuRIcnNzz3pszurYsSNlZWWkp9vPrExPT6e0tNRmW7eOHTsCsHz5crv6u3fvJisry+kYzvS6tW7dmjvuuIOlS5cSGBjInDlzHNar6+sxZ84cDh48SNu2bbnjjjsc3lq1asX27dsdvs4dlZWWllrPreVcV2SMISEhgfvvv58FCxYAMHv2bOv9zl5PZ9T2/Q7l719n3rtt27YlICCAdevWORyavXjxYgCXY6/PXEmm+wKvA20oT5obVro1AnoNfViAAAAgAElEQVQDRVU1oJRSSilVF2bOnMmCBQsc7r+6f/9+a69SSkqKtfyhhx6iqKiIUaNGORx2mJeXx88//2xXftttt+Hh4cGHH37Ihx9+CGA3PBTgvvvuw9vbmzFjxjjcsquoqMjpJMDVmKszadIkdu/ebf29rKyMRx99lLKyMm6//XZruWVrq8rbP+3cudM6RLcyy5ZlmZmZtY7nbJy3qmKrKmn89ttvKSkpsSu39IAGBARYy06cOMG2bduceo51bdSoUUB5z+qJEyes5SdOnOCJJ54AyrdUsxg2bBheXl68/vrrNudARBg7dqxLw2pvvPFG4uLieOONN5g3b57DOitXrrTGl5GRwebNm+3q5OXlUVhYiL+/v7XMmeth2bfY0XxjR9555x0AJkyYwLvvvuvw9uSTT9rUrej777/nq6++simbMmUKO3bsIC0tjZiYGAA2bdrkcOi8pae44nNw9no6o7bvdyh/j+Tk5HDy5Mlate3j48Pw4cM5fvw4zz77rM19O3bsYPLkyXh7e3Prrbe6FHt95sqc6d9E5IEa6nxvjJnrSkBKKaWUUrX1448/MmnSJJo2bUqPHj1o2bIlUP6B/euvv+bkyZPceOON3HTTTdZjRo0axU8//cSbb75JXFwcffr0ITo6mtzcXDIyMkhPT+f222/n7bfftnmsqKgo0tLSWLRoEV5eXlx66aUOe5/atWvH+++/z6hRo0hISKBv3760adOG4uJiMjMzWbZsGU2aNGHbtm21fp6uxlwdyyJIN998M0FBQcyfP5/169eTnJzMY489Zq3Xv39/WrduzcSJE9m4cSMdO3YkMzOTr776in79+jlMJtPS0vDw8GDs2LFs2rSJkJAQAJ5++ukq4zkb582Rq6++mk8++YT+/fuTnJyMl5cXKSkppKSkMHToUPz8/OjRowexsbGICMuWLWPNmjUkJyfTu3dvazurV6+u032mXTFs2DDmzJnDZ599RkJCAgMGDMAYw+zZs8nIyGDIkCEMHz7cWj8uLo4JEybw5JNPkpiYaL32CxYsIDc3l8TERDZs2OBUDN7e3nz++ef06dOHfv360a1bN5KSkggICCArK4s1a9awc+dO9u3bR0BAAOvXr2fgwIHWvdmbN29OTk4Oc+bMobi42OYLGmeuh+ULtdrstZ6RkcHChQsJCwtjwIABVdYbOnQoY8aMYdasWbz++us2i2v179+fgQMHMnDgQFq3bs369euZN28eoaGhvPnmm9Z6Cxcu5KGHHqJbt260a9eO8PBw9uzZw5w5c/Dw8ODRRx+11nX2ejqjtu93KH+PrFmzhr59+5KSkoKvry+JiYn079+/yvZfeuklli1bxpQpU1izZg1paWnWfaaPHTvGlClTrP8/X1CcXf4beLWW9ULqctnxs33TrbGUUkqdb3SfaZHMzEyZMmWKDBgwQNq0aSMNGzYUb29vadq0qVx33XXy0UcfSWlpqcNj586dK/369ZMmTZqIt7e3RERESJcuXeSpp56SrVu3Ojzmo48+sm6/9eqrr1Yb24YNG2TEiBESHR0tPj4+EhISIgkJCTJ69GhZtGiRTV3LFk81cSXmyixb5ezYsUNeffVVadu2rfj6+krz5s3lgQcekCNHjtgdk5mZKcOGDZPmzZuLn5+fxMfHy8svvyzFxcVVbjX10UcfSWJiovj5+dntX+xoayyLujpvli2MKu9he+DAAbnlllskPDxcPDw8bPZ9fuutt2TAgAHSsmVL8ff3l5CQEElKSpKXX37ZZksukbrdZ7oq1Z0ni9LSUnnjjTckOTlZ/P39xd/fXzp16iRTpkyp8rX/4YcfSlJSkvj6+kpYWJgMHz5csrOzJSEhQYKCgmzqWp5nTTEfOHBAHn/8cUlISBB/f39p0KCBtG7dWgYPHiwfffSRdQ/krKwsGTt2rHTr1k0iIiLEx8dHIiMjpW/fvjJv3jybNp25HpYtuKZOnVptnCIiTz75pAAyZsyYGuveddddAsjEiRNFxPZ1NXfuXOnatasEBARIUFCQDBo0SH799Veb47ds2SJjxoyR5ORkCQsLEx8fH4mJiZHBgwfLDz/8YPd4zl7Pml6Drrzfjx8/Lvfcc49ERkZat0sbMWJEjY+Zl5cnjz32mLRu3Vp8fHwkKChIevfu7XCrr5peVzVtz1WZu7bGMuLkYhXGmPZAexH5vIZ6m0UkwanG3ahz586ydu1ad4ehlFJK1drWrVtp3769u8NQ55mRI0cyffp0MjIyrEO4lTp69CgREREkJSVZt7s6nwwaNIjVq1ezc+dOh6thX6wulvd7bf8eGmN+EpG6WZYf14Z5twduNMY0AAoc3O8JXAq0PZPAlFJKKaWUUnUrJyeH4OBgm4XzSkpKePjhhzl16hQDBw50Y3SukdPDv5966ilNpNU55Uoy/RYQBvypmjqG8uE8TjHGRAH/Aq453cZC4EERqXFlB2NMNOX7Wqedjm8P8Bnwoog4SvqVUkoppZS6qMyaNYtnn32W3r17ExUVRW5uLunp6Wzfvp2kpCTuv/9+d4foNGMMOTk57g5DXYRcSaaXA6HAJqAQ+6TZC0gGujvTqDEmAPj+dJsjTrf7ArDYGHNZdQnx6V7yhYA38AyQCXQBxgOXADc7E4tSSimllFIXoiuuuIIePXqQnp7O4cOHAWjZsiVPPfUUjz/+uM1q2kqp6rkyZ/qvwNsiUuXWV6Z85/AdItLKiXYfACYCbUXk99NlLYHfgMdEZGI1x14LzAf6iMh3FcpfAh4BGonIiaqOB50zrZRS6vyjc6aVUkop982ZdmWf6Y+Bmjaha0v5XtPOuAFYZUmkAUQkA/gBuLGGYy2TI45WKs+n/DkaJ2NRSimllFJKKaWq5HQyLSKHRKSmZPotEdnpZNMJlA8dr2wzEF/DsQsp78F+2RgTb4wJNMb0Ah6gvBdd50wrpZRSSimllKozTs+ZNsZMruZuT6AlkGKMGSoinzjRdCiQ56A8Fwip7kAROWWM6QHMojz5tngXuK+q44wxo4HRANHR0U6EqpRSSimllFLqYubKAmT3Ub44WE1Dp58FnEmmwfEK4DUO0TbG+AGfAuHArZQvQHb56RhKgD87fDCRd4B3oHzOtJOxKqWUUkoppZS6SLmSTAvwKPBrFe09AfwTOOlku3mU905XFoLjHuuK7gB6Aq1FZMfpsnRjzBHgHWPM2yKy3sl4lFJKKaWUUkoph1xJpn+tYWXtImAs0MfJdjdTPm+6snhgSw3HXgrkVUikLVaf/rc9oMm0UkoppZRSSqk64coCZNUuBiYi3wBtgFedbPpLoKsxxrqdljEmlvL9qr+s4dj9QIgxpnWl8itO/5vtZCxKKaWUUkoppVSVXNkaq1rGGB/AD7jFyUOnAruAOcaYG40xNwBzgCzg3xXajzHGlBhjnq1w7AfAMWCeMWaEMSbNGPMo5Qn9T5Rvr6WUUkoppZRSStUJV1bzHlTN3aHAEKAR5b3FtSYiBae3s/oX8BHlC48tAh4UkeMVQ6B81XCPCsfuMsZ0BZ4DXgDCKE/C3wH+JiJlzsSilFJKKaWUUkpVx5U50//D8arbFpbVt190tmERyQQG11BnFw5W+BaRLZQn8koppZRS54WePXuydOlSRM6fTUViY2MB2LVrl1vjUEopd3N1mPdW4Avg80q3TyjvWe4tIq/XSYRKKaWUUtUwxtjcfH19adKkCZ06deLOO+/km2++obS01N1hnjd69uyJMTXuTHrOLVmyBGMMzz33nLtDUUopwLWe6YNAJxEpqutglFJKKaVcNW7cOABKS0vJz89n8+bNfPTRR7z33nt07tyZGTNm0KZNGzdHef5btGiRu0NQSql6wZVk+ilNpJVSSilV3zjqsTxw4AD3338///3vf+nduzdr164lPDz83Ad3AYmLi3N3CEopVS+4sjXWe7WpZ4zRFbSVUkop5VYRERF88skn9OzZk6ysLP7+97/b1cnNzWXs2LG0b98ef39/goKCuPrqq/nuu+/s6h45coRXXnmFXr160aJFC3x8fGjSpAk33HADq1atqjKOTz75hOTkZPz9/QkPD+fWW29l7969Tj+f2NhYYmNjOXLkCPfddx+RkZH4+fkRHx/P5MmTHc69/uCDDxg8eDCtWrXC39+fRo0a0b17d/7zn//Y1Nu1axfGGJYuXQrYDp/v2bOnXQyOzJw5k7S0NEJCQvDz86N9+/a88MILFBYW2tW1tHvo0CFGjx5Ns2bN8PX1JSEhgWnTptnUHTlyJGlpaQCMHz/eJrYlS5YAUFRUxOTJk+nUqRMhISEEBAQQGxvLjTfeyMKFC2t7ipVSqtZMVQteGGM6udimJ9AJeF1EfFwN7Fzr3LmzrF271t1hKKWUUrW2detW2rdv7+4w3M4yv7e6RbwWLVpE7969CQ8PZ//+/dZjdu/eTc+ePdm1axdXXXUVycnJFBQU8NVXX7F//37+/e9/c9ddd1nbWbVqFSkpKaSkpBAXF0dISAiZmZl8+eWXFBYWMnfuXPr27Wvz2P/617946KGHCA4OZsiQIQQHBzN//nzy8/MJCgpiw4YNtV6ALDY2lqKiIiIjI8nPz+eGG26gqKiIWbNmsW/fPu69917eeOMNm2P8/f2Jj4/n0ksvpVmzZhw+fJh58+aRnZ3N008/zfPPPw9Afn4+r732Gh988AG7d++2Dpu3PO7IkSOtP4P9AmR33HEH77//Pi1atODaa68lODiYVatWsWLFCnr27MmCBQvw8vpjUKQxhsTERE6ePImPjw89e/bk1KlT/O9//yM/P58PPviAESNGADB79mxmz57N9OnTSU1NtUnuR44cSWxsLMOGDWPmzJl06NCBXr164e/vz969e1m+fDmDBg3i1VdfrdU5Vkqdf2r799AY85OIdK6zBxYRhzfKt7YqPZNbVW3Xx1tycrIopZRS55MtW7a4O4R6gfJdRqqtc+rUKfHy8hJAdu7caS1PTU0VY4zMnDnTpn5eXp4kJiaKn5+f7N+/31qen58vOTk5du1nZWVJs2bNpF27djblGRkZ4uPjIyEhIZKRkWEtLy0tlUGDBtUq9opiYmIEkO7du8upU6es5YcPH5ZWrVoJIEuXLrU55vfff7drp7CwUHr16iVeXl6yZ88em/tSU1OrjSkmJkZiYmJsyqZNmyaADBw4UE6cOGFz37hx4wSQ1157zabc8tzvuOMOKSkpsZZv3rxZPD09pX379jb1Fy9eLICMGzfOLqb8/HwxxkhycrJNWxaHDh2q8vkopc5/tf17CKyVOswhq5szPQ14HNgBHAVqu1ezJxALBNWyvlJKKaXq2EsvvcS2bdvcHUa12rVrxxNPPHFOHsvX15fGjRtz4MABcnJyaNmyJevXr2fp0qXcdNNNDB061KZ+cHAw48ePZ8CAAcyaNYt7770XgKAgxx9vWrRowU033cTrr79OZmYm0dHRAMyYMYOioiKeeOIJm6HRHh4evPLKK8yePZuystp+xPrDiy++iK+vr/X30NBQnnnmGW6//XamTZtGSkqK9T5Hc5x9fHz4y1/+wvfff8+iRYu47bbbnI6hokmTJuHl5cX777+Pv7+/zX3PPPMMU6ZMYcaMGTzwwAM29wUEBDBx4kQ8PT2tZfHx8XTv3p309HSOHTtGw4YNa3x8Ywwigq+vLx4e9rMYGzdu7OIzU0qpqlWXTP8baCIidzrbqDEmCPjV5aiUUkoppeqYnB5KbRnivXLlSqB8HrSjxctycnKA8uGDFf3www9MmjSJlStXcvDgQYqKbNdlzc7OtibTP//8MwCpqal27bdq1YqoqCh2797t1PPw8vKiW7duduWWoc+//PKLTXlmZiYvv/wyixYtIjMzk5MnT9rFeyZOnDjB+vXrCQsL47XXXnNYx9fX1+48AlxyySU0atTIrjwqKgooH3pem2S6UaNG9O/fn7lz55KUlMTgwYO56qqruOKKKwgICHDyGSmlVO1UmUyLyC5jzHRXGhWRI8YYp5NwpZRSStWNc9Xje744deoUubm5ADRp0gSAw4cPA7BgwQIWLFhQ5bHHjx+3/vzFF19w00034efnxzXXXENcXBwNGjTAw8ODJUuWsHTpUpvFto4cOQKUL4TmSNOmTZ1OpsPCwmx6ciu2VfExAXbu3Mnll19OXl4eV111Fddeey1BQUF4enqya9cupk+f7nBxMGfk5eUhIuTk5DB+/Hinjg0ODnZYbplb7cz+4J9++ikvv/wyH3/8sXW+t5+fHzfddBOvvvpqlddAKaVcVe3WWCKyzNWGReQrV49VSimllKpLy5cvp6SkhIiICOtwa8uQ7UmTJvHXv/61Vu0888wz+Pj4sHbtWrvFbu6++27rStgWlsc4cOAACQkJdu3t37/f2afCoUOHKC0ttUuoLW1VHIo+ceJEDh8+zLRp06wLiFnMnDmT6dNd6jexYXm8jh07Wnvi3cHf35/nnnuO5557jqysLNLT0/nggw/4z3/+w65du1i2zOWPtUop5ZDTW2NZGGMijDHjjTHfG2NWGWM+McbcbIzxrssAlVJKKaXORFlZGX/7298AGDZsmLW8a9euAE4lWb///jvx8fF2iXRZWRnLly+3q9+pU/nmKJWTbCjvNc7Kyqr1Y1uUlJSwYsUKu3LLFlEdO3a0iRdg8ODBdvUdxQRYk/Ta9goHBgaSkJDA5s2brb3/Z4MzcUVFRTF8+HDmz5/PJZdcwvLly60jEZRSqq64lEwbY64DtgFPAz2By4EhwMfAemNMYl0FqJRSSinlqoMHDzJ06FCWLFlCdHQ0Tz75pPW+zp07c9VVV/H555/z/vvvOzx+48aNHDx40Pp7bGwsv/32m80e0SLC+PHj2bJli93xw4cPx9vbm9dff91mK6mysjIeffRRlxYfAxg7dqzN8Ozc3FxeeOEFAG6//XabeOGPRNti/vz5vPvuuw7btizWlZmZWet4HnroIYqKihg1ahT5+fl29+fl5Z1xr3V1ceXk5PDjjz/alRcUFHDs2DG8vLzw8TlvdmxVSp0nqh3m7YgxJgH4HPABlgFLgEygEGgCpALfGmO6iMieugtVKaWUUqpqlkXEysrKyM/PZ/PmzSxfvpyioiIuv/xyZsyYQVhYmM0xH3/8Mb169eKOO+5g8uTJXHHFFQQHB7Nnzx42bNjApk2bWLlyJeHh4QCMGTOGe+65h44dOzJ48GC8vb354Ycf2LJli3UBrIpiY2N56aWXePjhh+nYsSM333wzQUFB1n2mL7vsMjZs2ODU82zWrBmFhYV06NCBG264geLiYv73v/9Z95muuJL3vffey7Rp0/h//+//MXjwYCIjI9m0aRPffvstQ4YM4dNPP7Vr/+qrr+a///0vgwYN4vrrr8ff35+YmBhuvfXWKmMaNWoUP/30E2+++SZxcXH06dOH6OhocnNzycjIID09ndtvv523337bqedaUdu2bYmMjOSTTz7Bx8eH6OhojDHceuut5OXl0bVrV9q3b0+nTp2Iiori6NGj1v3C//rXv9ZqITOllHKKs3tpAZ9Q3iudXE2dkcCUutzD62zfdJ9ppZRS5xvdZ7ocp/crttx8fHykcePG0qlTJ7nzzjvlm2++kdLS0iqPP3r0qPztb3+TTp06SYMGDcTPz09iY2Pl+uuvl3//+99y/Phxm/rTpk2TxMRECQgIkMaNG8uAAQNkw4YN1v2UFy9ebPcYH3/8sXTs2FF8fX0lLCxMhg8fLtnZ2TXu6VyZZY/n/Px8uffee6V58+bi4+Mj7dq1k0mTJklZWZndMT/88IOkpaVJcHCwBAYGSvfu3eWLL76oct/mkpISGTt2rLRs2dK6N3dqaqpdDI7MnTtX+vXrJ02aNBFvb2+JiIiQLl26yFNPPSVbt261qVu53YpGjBghgM3e3CIiq1evll69ekmjRo3EGGM933l5eTJ+/HhJS0uznpOmTZtKamqqfPzxxw7Pi1LqwuGufaaNnN4moraMMdlADxHJqKHechHp4VTjbtS5c2dZu3atu8NQSimlam3r1q12c3fVhc0ybLvikHGllLrY1fbvoTHmJxHpXFeP68qc6b01JdKnNXGhbaWUUkoppZRSqt5zJZkuNMZUu4KDMWYY4OtaSEoppZRSSimlVP3mSjI9D3jPGBNQ+Q5jTJwx5p/AB8DsM4xNKaWUUkoppZSql5xezRuYCKwA9htjVgM5QAgQDbQ9XScLmFAnESqllFJKKUDnSiulVH3idDItIqeMMT2BScCt2PduLwFuE5HcM45OKaWUUkoppZSqh1zpmUZEjgK3G2OeBvoBUcARYKmIrKnD+JRSSimllFJKqXqn2mTaGNNVRFZVdb+IZAPv1HlUSimllFJKKaVUPVbTAmSvnpMolFJKKeUSEXF3CEoppZTbuPPvYE3JdDdjzHxjTM07YCullFLqnPL09KS4uNjdYSillFJuU1xcjKenp1seuzZbY0UAK08n1TcaY8zZDkoppZRSNWvYsCFHjx51dxhKKaWU2xw9epSGDRu65bFrSqbniEgS5Qn1+8BDwC5jzFPGmPCzHp1SSimlqhQaGkpeXh6HDh2iqKhIh3wrpZS6KIgIRUVFHDp0iLy8PEJDQ90SR02reT8PICKFwKfAp8aYBOBeYLMxZgHwpogsP7thKqWUUqoyX19foqOjyc3NZdeuXZSWlro7JKWUUuqc8PT0pGHDhkRHR+Pr6+uWGIyr32IbYwIp32f6z4AAbwL/EZGCugvv3OncubOsXbvW3WEopZRSSimllDoLjDE/iUjnumqvNnOmHRKR4yLylohcBtwP9AQyjDGTdcEypZRSSimllFIXMpeT6Up+B3ZRPmz8L8Cm00PAlVJKKaWUUkqpC05Nc6arZYzpAowBBp9uywBHgfeAyWccnVJKKaWUUkopVQ9Vm0wbYxpUngNtjPGgPHl+EOhqKQYyKE+g3xOR42chVqWUUkoppZRSql6oaZj3U5YfjDFBxphHgJ3AJ8CVlCfRP1CeXLcWkUmaSCullFJKKaWUutDVNMx7pDEmG0gG/h8QQHkCXQz8F/iXiPx0dkNUSimllFJKKaXql5qS6ab8MffZALnAO8AUEdl7NgNTSimllFJKKXcqKyujtLSU4uJiSktL8fb2xtfXF2OMu0NT9UBtFiAzwK/AJGC6iJw8uyEppZRSSimllGOlpaXk5+eTm5tLbm4uhw8ftvk3Ly+P4uJiSkpKKC0tpbS0lJKSkmp/tyTLlX8XEbvH9/LyIiAggMDAQBo0aECDBg3sfq7u/oq/+/j4uOEMqrpSUzJdAowQkZnnIhhjTBTwL+AaypP4hcCDIpJZy+PbAxOANKABkAm8KSKTzk7ESimllFJKqTMhIhQUFNgkxJUT5Yq3vLw8h0mup6cnoaGhBAcH4+vri6enJ97e3nh5eVl/9/LywsvLC09PT7vfqyqveF9xcTHHjx/nxIkTHD9+nIKCAgoKCsjPzyc7O5uCggLr/bXh7e1NYGAgQUFBNG3alMjISJo3b25zCw8Px9PTs65Pu6oDNSXT085hIh0AfA8UAiMAAV4AFhtjLqu8qriD4zufPn4JcCdwBLgECDyLYStVLRGxfvNZ8QbY/MdtuXl41NXW70oppZRS9ceJEyfYtWsXGRkZ1ltWVpY1QS4qKnJ4XKNGjQgNDSU0NJTY2Fg6depE48aNady4sbU8NDSUxo0b07Bhw3rzWaqsrIwTJ05Yk2tL0l0xEa/4c35+Pnv37mXx4sXk5ubatOXl5UVERIRdkh0ZGUmzZs1o2rQp3t7ebnqmF7eakul/nZMoyt0FtALaisjvAMaYDcBvwN3AxKoOPL1d13RgkYgMrHDX4rMXrlJ/KCsrc5g0l5aWVnmMJamuyBjjMMn29PSsN38clFJKKaUcEREOHjxokzDv3LmTjIwMDhw4YK3n4eFBixYtiI6Opk2bNnZJccXfz9ck0cPDg8DAQAIDA4mIiHDq2FOnTrFv3z727t3L3r17yc7OZt++fWRnZ7Nq1SoOHjxo0zNvjCE8PNwu2bYk3FFRUdqzfZYYR0Mk3MEYswjwE5HulcqXAohIajXH9gIWASkissyVx+/cubOsXbvWlUPVRaTiHJuKt7KysrP+2JZEu/JwJC8vL10EQymllFLnTGFhIZmZmTYJs6XXueLw5gYNGtCyZUubW6tWrYiKitK5wmeguLiYffv2WRNsS9K9d+9e9u3bx/79+206dPz9/WnTpg3t2rWjffv2tG/fnksuueSivAbGmJ9EpHNdtVebBcjOlQRgjoPyzZRvy1WdHqf/9TPGrKJ8K688yvfDflwXTVOuKCoqoqioyCZpdueXTyJCcXExxcXFdvd5eHg4TLI9PT010VZKKaWUS4qLi9m6dSvbt2+36W3Ozs626Uho1qwZsbGxDBgwgFatWlkT5yZNmujnkLPA29ub6OhooqOjHd5fUlJCTk4O2dnZZGVl8euvv7Jt2za++uorPv30U6B86HirVq2Ij4+3Jtnt2rWjQYMG5/KpnPfqUzIdSnkCXFkuEFLDsc1P//spMAV4AuhM+WJkUcDAKo5Tys6pU6c4fvy4w6S1viorK7Mm/5VVXkij4mIa+gdOKaWUUhaHDh1i3bp1rF+/nnXr1rF582brZwtfX19iYmKIj4+nX79+1qQ5JiaGgIAAN0euKvLy8qJZs2Y0a9aMzp3/6IQtKytjz549bN261XpLT09n9uzZ1joxMTE2Pdjt27cnNDTUHU/jvFCfkmkoX3Ssstp82rdMJv2PiDx7+uclxhhP4CVjTLyIbLFr2JjRwGigym921MVBRDh58iTHjx+vdp7z+ciyxUNViXZVPdpKKaWUunCVlJTw+++/s27dOuttz549QHnPZ3x8PLfccgtJSUm0a9eO5s2b6+eD85yHh4e1R7tPnz5A+WfgnJwcmwR706ZNzJ8/33pcRESEXYLdrFkz7ZShfiXTea81nzQAACAASURBVJT3TlcWguMe64oOn/53QaXy74CXgCTALpkWkXeAd6B8zrQzwaoLg2UrhoKCgnMy77m+sSTahYWFdvc5SrJ1xXGllFLq/HTkyBE2bNhgTZw3btxond8cFhZGUlISQ4cOJTExkfj4eHx9fd0csToXLIuXhYeHk5r6xxJVR44c4ddff2XLli1s3bqVbdu2sWzZMuvn5aCgIOvQcMu/sbGxF90XLmctmTbGdBYRZ1b02kz5vOnK4nGQCDs4Fux7ti1fl1x8WZKqVllZmTWJri+L8NU3FbfxqsgY43DYuCbaSimlVP1QVlZGRkaGdbj2unXr2LlzJ1A+Kq1NmzbceOONJCUlkZiYSGRkpPYyKhtBQUFcfvnlXH755daykydPsn37dmtyvXXrVmbMmGGdGmlZ6MySXMfHx9O6desLeqGzs7Ka9+mtqjJEJMaJYx4EXgXaiMjO02WxlG+N9YSI/LOaYxsD2cC7InJfhfKxwN+BSyzbbVVFV/O+OJSUlFBQUGCz0qSqO7riuFJKKXXuFRcX88svv/DLL79Y5zwfPXoUKN+nOTExkaSkJDp27EiHDh10jrOqM8XFxezcudOaXFsS7YKCAqB8pGNcXJzNEPG2bdu6baGzul7N26Vk2hiTSPmiXk2Byl81eFLew9xRRGrdz2+MaQCsB04CT1Pey/w80BC4TESOn64XA+wAJojIhArHjwOeAf4BfE/5AmTjgE9FZGRNj6/J9IWtuLiY48ePc+rUKXeHctGyrDjuqFdbE22llFLKOYcOHWLZsmWkp6ezYsUKa/ISFxdn7XFOSkoiNjZWR46pc6riQmdbtmyxJtq5ublAeedLdHS0Nbm2DBU/FwuduT2ZNsaMonyesaH6xcHEmWT6dNvRwL+Aa063vQh4UER2VagTC2QA40XkuQrlBhgD3AtEA/uA6cDzIlLjssyaTF+YCgsLKSgocDgnWNUfuuK4UkopVT0RYevWrSxdupT09HQ2btwIQHh4OCkpKaSkpJCcnExQUJCbI1XKnqOFzrZt20Z2dra1TkREhE1yfTYWOqsPyXQm4A9Mo7yH2FFXXzvgURGpTwucVUuT6QvL+bi9lXJMVxxXSil1sTpx4gQrV64kPT2d9PR0cnJyMMZw6aWXkpqaSkpKCu3atdMvntV568iRI3ZDxDMyMqpc6Kx9+/bExMS4/DmwPiTTR4FbROTrGuptFhFHC4rVS5pMn/8u5O2tlGO64rhSSqkLTVZWFunp6SxdupQ1a9ZQXFxMYGAg3bt3JyUlhR49etC4cWN3h6nUWVN5obMtW7bw22+/OVzozHKr7UJn9SGZ/oryodM/1lCviYjknElw55Im0+evi317K2VPVxxXSil1viguLmbdunXWBNqy6nZsbKy197lTp054e3u7OVKl3KfiQmeWediuLHRWH5LpJOA2EXmohnqLROTqMwnuXNJk+vxTWlpqXZlbt7dStVVxxfHKCbcOk1NKKXUu5OXlsXz5cpYuXcqKFSs4evQoXl5edO7c2ZpAx8TUelMcpS5KtVnoLCYmxmYv7B49etRpMu3KnOZc4JAxZiiwwsH9HkAi0O1MAlOqKkVFRRQUFOjK3MolIkJxcbHD+fS64rhSSqmzQUTYvn27dfGwDRs2UFZWRmhoKL169SI1NZUrr7ySwMBAd4eq1HnDw8OD6OhooqOj6dOnD/DHQmcVk+uNGzfy7bffnpUYXOmZPgwE16aus6t5u5P2TNdvlvnQBQUFlJSUuDucM1JUVARwQW9gfyGyJNqVe7U10VZKKeXIyZMnWb16tTWB3r9/PwDx8fGkpKSQmppKQkKCTj9S6hw4cuQIW7du5corr3R7z/RcYACwDSgEKk9S9QHaAGd/ozB1wTtfh3KXlpaSk5PDnj172LNnD9nZ2WRlZZGdnc2BAwcQERo2bEjjxo0JDQ2lcePGNjdLWWhoqCbd9URZWRlFRUXWL0Mq0hXHlVJKAezbt8+aPP/4448UFhbi7+/PlVdeyT333ENKSgrh4eHuDlOpi05QUBBdu3at83ZdSaY/A6aKyA9VVTDGBFC+F7RSLjkfhnKLCEePHiUrK8uaMFdMnisOIw4ICCAyMpL4+HiuueYaPD09OXz4MLm5uRw+fJisrCxyc3MdrkKuSXf9V1paSmlpqcP9zKsaNq6JtlJKnf9KS0tZv369dfGw3377DYAWLVowePBgUlNT6dKli/6NVuoC5UoyvQC4pLoKInLCGDPKtZDUxaq+DuU+efIke/futSbKFRPmY8eOWet5eXnRrFkzWrRoQZcuXWjRooX1FhISUuNQ4LKyMo4ePWqTZFtuZ5J0V/xdk+5zr6SkhJKSErtEW1ccV0qp89ORI0f44YcfSE9PZ/ny5eTn5+Pp6UnHjh15+OGHSUlJoVWrVjoFSKmLgNNzpm0ONiYU6AoEALtE5LyddKxzpt2ntLSUEydOcOLEiXqxtVVRURHLli1j0aJF7Nq1i5wc2x3emjRpQmRkJC1atCAqKsr6c9OmTc9Jb2Ntkm7Lz64k3ZZ/Nel2H11xXCml6g8RYefOndbh27/88gulpaUEBwdz1VVXkZKSQvfu3WnUqJG7Q1VK1aCut8ZypWcaY4w/8ApwJ+BdoTwb+LuIvF034akLWX0byr17926++eYbvvvuO44dO0azZs1ITEy09i5HRkYSGRmJv7+/W+P08PAgODiY4OBg4uLiqqxX257uvLw8hyMBNOl2n5pWHK+qR1sTbaWUqhuFhYWsXbvWmkDv2bMHgDZt2jBq1ChSUlK47LLLdMqOUhc5V1bz9gEWAj1OFx0H9lC+GFkToDkwU0SG12GcZ532TJ8bIsKpU6coKChwmCica4WFhaSnp/PNN9+wceNGvLy86N69O9dffz1JSUkXxXDb2vZ0O5N0O/pZk+6zT1ccV0op1x08eJD09HTS09NZuXIlJ0+exNfXl65du5KSkkJKSgrNmjVzd5hKqTNQH3qmH6Q8kf4EmAj8JBUycmNMHPCeMeY2EfmwbsJU57uysjLrqtz1YSj3rl27mDdvHgsXLuTYsWM0b96cu+66i2uuuYaQkBB3h3dOOdvTXTnhrph079mzh9zcXKeT7oplmnS7rjYrjjvq1VZKqYtRWVkZmzdvtvY+b9myBYBmzZpxww03kJKSwhVXXIGfn5+bI1VK1Veu9ExvAN4VkcnV1AkBZolIrzOM75zRnumzo7CwkIKCAoerHJ9rp06dYtmyZXz99dds3rwZLy8vevToQb9+/UhMTNSeuzpSm6Q7Nze31kl3VT3emnTXHUdbemmirZS6EB0/fpyVK1daE+jc3Fw8PDxITEwkNTWVlJQULrnkEv1MoNQFqj70TDeoLpEGEJG80/Oq1UWovi0olpGRYe2FPn78OC1atGD06P/P3p2Hy1nX9/9/fmbfz5KF7BvZSEiEJARQTCKrEmlAtBSVKlelpda2/GyrFdTrsipetlptv37rr2pb+qsoglhZlSWSICBrjGBCFpKQfT85+8ycWT6/P+6ZOXNOzjbnzJw5y+txXTf3Pfd9zz2fnIQz85r35/O5/5SrrrqK2traajdvzCmudM+bN6/X83oL3cWPS6l09xS+FboHprcZx4Eeu41rxnERGU32799fCM+vvvoq6XSaWCzGu971LtauXctll12mzwMiMiiDCdOH+zvBGDMFmDuIa8soZa0lmUzS3t4+YqrQmzdv5vHHH2f79u14vV7e/e53c+2117J8+XJ94zwClBK6W1pa+qxy/+53v+szdPfXtby+vh6/31/JP+6olQ/a3eVnHO+p27iCtohUUyqVYsuWLYUA/fbbbwNw7rnn8sd//MesWbOGCy64AI9nUPPwiogUDOa3yFFjzFpr7eaeDhpjZgIPAL8fUstkVBhpVeg9e/bw+OOPs3HjRtra2pg5cya33347V155JTU1NdVungyCy+WipqaGmpqakkN391uFDTR09zWZmkK3QzOOi8hIcvr0aZ577jk2b97M888/T1tbG16vl4svvpgPf/jDrFmzhhkzZlS7mSIyxgwmTP8T8JQx5gfARuAkUAfMAq4Drs1d99pyNVJGlvyM3O3t7T1OdDTc4vE4mzdv5rHHHmPHjh14vV7WrFnD+vXrOf/88/XhfZwoNXQ3NDRw6tSps6rcp0+f5vXXX+81dEcikT6r3Ardzs84m832GrR76jauGcdFpBTWWnbs2FGoPr/xxhtYa5k8eTLve9/7WLt2LRdffDGhUKjaTRWRMazkCcgAjDE3Ad8Hwt0PAVngM9bafx5684aPJiDrXzqdLlShB/PvptwaGhr46U9/ymOPPUZ7ezuzZs1i/fr1XHnllcRisWo3T0Y5a21hTPepU6fOqnIXr/sK3b1VuRW6z6YZx0WkL+3t7bz44ouF21edOHECYwzLli1jzZo1rF27lsWLF+uLORHp1UiYgAxr7U+MMb/BuU3W+4GZQBOwGfiGtfaVcjVQqmukVaHBuQ/kT37yE37xi1+QyWRYs2YNGzZsYOnSpXoDlbIxxhQq3XPn9j4FRG+huzh8v/HGGwMO3d0D93gK3ZlMhkwm0+Ox3rqNK2iLjG2HDh3i2WefZfPmzbzyyit0dHQQiUR45zvfWZg8bMKECdVupoiMU4OqTI9Fqkx3lUqlaG9vJx6Pj4gqNMDhw4e57777eOqppzDGcNVVV3HTTTcxffr0ajdNpF/W2sKY7t5Cd/6WYT11j45EIn1WucdT6O5OM46LjB3pdJqtW7cWum/v2bMHgDlz5hRuXbVixQq8Xm+VWyoio9GIqEwPhDHmH621n6nU9aUykskkLS0tPX6Yr5b9+/fz4x//mGeeeQa328373/9+/vAP/5DJkydXu2kiA2aMIRaLEYvF+q109zd7+RtvvDGg0N1b4K6vrycQCFTyjzusNOO4yOjW2NjIr3/9a5599lmef/55mpub8Xg8rFq1ig9+8IOsWbOG2bNnV7uZIiJn6bUybYyZCASttQe77Z/VzzVdwDLgPmtt9zHVI5Yq087tpM6cOVPtZhTs3r2bH/3oRzz33HMEAgGuu+46brzxRnXnEqHn0N3buG6F7rPlg3ZPFW0NFxGpLGstu3btKnTffv3118lms9TX1xfGPl966aVEIpFqN1VExphyV6b7CtN7gYnATGttU9H+08CA7mxvrR01g9nGe5geSUF6+/bt3Hvvvbz88suEw2Guv/56brjhBt3aSmQQ+grd3cN3T6E7HA73OYFafj2WQrdmHBcpv0QiwUsvvVTovn3s2DEAlixZUgjQS5cuVa8REamo4ezm3QiEgO6fru4D/hxozi3dZ4txA+f0c20ZQUZCkLbW8rvf/Y57772XrVu3EovFuPXWW9mwYQPh8Kjp4NAjt9t91izFxhiy2SzWWqy1PW73tE+kVIPtXt5TlXvbtm2cPn26z9DdW5V7NIXubDZLR0dHj5MuFv//3D1wi0in9vZ2Xn/9dV577TW2bNnC1q1bSSaTBINBLr30Um6//XbWrFmjIVsiMqr19e5/MeC11rZ32/+fQMBa+ye9PdEYMw14owztkwqrdpC21vLyyy/zox/9iO3bt1NfX8+f/dmfsX79eoLBYNXaVaruswvn1+WuZPUVvvsL4t23RYoNNXQXh++xHLrzM473FrQ147iMV42NjWzZsqUQnt98803S6TTGGBYtWlQY+7xq1apxOVGiiIxNvYZpa22Ks6vSWGtfM8Y80tdFrbVHjDFfLkP7pIKqGaSz2SzPP/88P/rRj3jrrbeYPHkyf/mXf8l73/tefD5fVdrUl+4TGXUPzMPZDmNMWbrBDTaId98n48tgQndPVe6BhO6+AvdIDN35oJ1MJs861lO3cc04LqPZ0aNHC+H5tddeK8y67fV6WbZsGR//+MdZuXIlF1xwAdFotMqtFRGpDN0aK2e8jZmuVpDOZDJs2rSJH//4x+zfv59p06Zx8803c8UVV4yo21z4/X4CgQBer1cz//YjH6zLUTGX8WcgoTu/PZjQnV+PpNBdzBjTa0Vbv3dkpLDWsnfv3i7h+ejRo4Dz/+AFF1zAihUrWLlyJcuWLVPlWURGrGGbgKzkCxlzFfCnONXs/2utfb4sFx4m4ylMVyNIp1Ipnn76ae677z6OHDnCnDlzuPnmm1m7du2I6QLp9/sJBoP4/X59iK2SoQTx4n0K5mNPT6G7OHD3F7pDoVC/Ve76+voRNbxEM45LtaTTaXbs2NGl23b+c0N9fT0rV64shOeFCxdqzgARGTWqHqaNMQ25zZPAg9baO40xG4Cf4kw+BtABXGatHTXpdLyE6eEO0tZannvuOb7//e9z9OhRFixYwEc+8hEuvfTSERFYA4FAYdGH07FlKF3X1Y199MqH7t6q3EMJ3cXraofu/IzjPVW19btMSpHNZjl06BA7d+5k586dbN26lddff532dmfKnOnTp7Ny5crCMnv2bP0bE5FRaySE6Szw38AnrbVxY0wAeAuYCnwF+AZwA3CztfZ95WpopY2HMD3cQXr37t1897vf5Y033mDOnDl84hOfYPXq1VV/E1aAllL01419IJO9qRv7yNM9dHcP3KWG7u5V7mqG7t5mHFfQltbWVnbt2sWuXbvYsWMHO3fu5K233iIejwPOlzTnnntul8rzOeecU+VWi4iUz0gI083AZGttIvf4k8B3gKestdcUnfeytXZ1uRpaaWM9TA9nkD59+jT33HMPTzzxBLFYjI997GNce+21Ve3OrQAtI4G6sY8+1lpaW1v7rXKXGrq7h+/hCt3d75tdvC1jR/dqc345cuRI4ZxoNMrChQtZvHgxCxcuZNGiRcyfP3/Ezi8gIlIOIyFMv5pvgDHGC+wCZgGrrbWvFZ13zFo7pVwNrbSxHKaHK0gnk0kefPBB7rvvPlKpFDfccAMf/vCHiUQiFX/t7owxXcZAK0DLWNNfEB9oxVzKozh091XlHkjo7q3KPWHChIqGbs04Pjq1tbWxa9cudu7cyZtvvsmuXbvYs2dPoZu2y+Vi5syZLFq0qEtwnjJlit4bRWTcKXeYHsyMEe3GmNnW2v3AF4DZwKPdgvSNwKQytVGGYDiCtLWWzZs384Mf/IDjx4/zrne9i9tuu43p06dX9HW7M8YUqs8K0DLW5WeBHqqhdmPXvcsdxhii0SjRaJQ5c+b0et5AQvf27dtpaGjo8V7WPYXunsL3YEJ3Op0mnU73+GfTjOPVlU6nOX78OIcPH+bQoUMcPHiQ3bt3s3v3bg4fPlw4LxqNMn/+fDZs2FAIzvPnz6/6GH8RkbFqMJXpq4H/DzgBnA80ASuttXuNMT7gY8C3gKC1dtT0GxuLlenhCNI7d+7ku9/9Ltu2bWPevHn8+Z//ORdccEFFX7O7YDCoAC0yAgwliKsbe1d9he7uk6uVGrqLw/dQQ1ZvM467XC5cLpd+Jw9QJpPh+PHjHDhwgMOHDxeWI0eOcPToUU6cONGlJ4kxhpkzZxa6aS9evFjVZhGRAah6N+9cI1YAfwgY4PvW2rdy+78KxPLnWWv/skztrLixFqYrHaRPnTrFf/7nf/LUU09RW1vLrbfeyjXXXDOs4+4CgQDRaFS35BAZg4Z6z/LxMulbPnT31bU8vx7uSjc4oS8frLsvbrf7rH1jNQimUimOHTvGoUOHugTlI0eOcOzYMU6cOEEmkymcb4xh4sSJTJ06lWnTpjF9+nRmzJjBjBkzmD59OlOnTsXr9VbxTyQiMjqNiDA9Fo2lMF3JIJ1IJHjggQe4//77yWQy3HjjjfzRH/0R4XC4Iq/XE5/PRywW0wcJEelXT93YBxvURzNrLW1tbX2O5a5m6M7rL3znz+m+7mlfX+u+9Db0oXhJJBI0NzfT1NREU1NTYbu5ubmwtLS0cObMGY4fP86JEyfO6kI/YcIEpk6dWgjM+bA8a9Yspk6dis/nG9LPUkREzjYSxkxjjPEAHwYWWGu/kNt3IbAM+Lm1trlcDZTSVCpIZ7NZnnnmGf7jP/6DkydPsmbNGj7xiU8wderUsr9WbzweD7FYDL/fP2yvKSKjW3HQGmrPmaEE8eLj1WCMIRKJEIlEmD17dq/nDaTS/eabb/YZuuvq6giFQl3uotB9yQ/PGcjxUnsfWWvJZDJks9mz1t2380s+HLe2thaCcEtLC62trbS0tBT25R8nk8leX9/lchGNRolEItTU1LB48WIuv/zyQljOL5o1W0Rk9Cs5TBtjwsCvgFXAYZxJyLDW/tYYEwOeNcb8vbX2l4O49kyc8dZX4XQhfxq4w1p7oMTrfA64G3jeWntZqe0YrSoVpLdv3853v/tdduzYwYIFC/jc5z7HsmXLyv46vXG73USjUU2gIiJVVa5J36DnbuyDCerlVjyR2mBDd2NjI/F4vBBQT5w4QSKRKCx9BdGeeDyeLrc2LA7IPYXkcv1c/H5/4WcRjUaZPn16Ybumpqawrq2t7bLkhx+N5W7rIiLiGExl+kvARcAZoEufJWvtZmPMZ4BHjTHXWGufGehFjTEhnJCexJnEzAJfAZ4xxiy31rYN8DrzgLtwJkgbNyoRpE+cOMEPfvADnnnmGerr6/m7v/s7rrzyymGbvdXlchGJRAiFQvpAIiJjSrl+jw7k9mcDvVVaKQYaunuSyWRIJpNdAnbxkg/iPS1Aj2Ou89vd1z1t93SO3+8nFosVwnFNTQ3BYLDXa4qIiMDgwvSHgM9Za79ujPlN94PW2ieNMSngH4B3l3Dd24B5wKKiCc1eB3YDfwb88wCv813gXmARg+zGPtqUO0jH43F+8pOf8MADDwDwkY98hJtuumnYKsPGGMLhMJFIRCFaRKQP+W7s5Qh45bg92kC6sbvdbkKhEKFQaEjtzf+58z+D4qWU/cX7RERESjGYsGmstV/PbZ/1VbYxxo3TRXtlidf9A+DFfJAGsNbuM8Y8D2xgAGHaGPNhYAVwM/CzEl9/VCpnkLbWsnHjRn7wgx9w+vRp3vOe9/CJT3yCyZMnl+X6A5EP0frmX0RkeJWzG3veQCvepVTG9f4gIiIjxWDC9K5+jn8ACACnS7zuUuChHvZvw6mG98kYU4cz3voz1tqG8fANczmDdCaT4d/+7d94+OGHWbx4MV/4whdYunRpWa49EMFgkGg0Oqy31hIRkcoa6HvxeHjPFhGRsWcwYXq7MWaxtXYHTgW6wBhzAfBvOBXrUicgq8cZh91dA1A3gOf/E07Qv2egL2iM+VPgTwFmzZo10KeNCOUM0olEgq997Wu88MILfPCDH+S2224btm/+8xO86DZXIiIiIiIymgwmTH8V+Jkx5huAzxizEJiP0037Y4AfJxR/cRDX7qmfV79fVxtj3g38MbDCltBXzFr7PeB74NxneqDPq7ZyBunGxka++MUvsmPHDv7iL/6C66+/vizX7Y/X6yUWi+k+miIiIiIiMiqVHKattceNMR8H/hu4EHgzdygfercDH7HW7ivx0mdwqtPd1dFzxbrYvwP/ARwyxtTm9nkAd+5x3Fpb2r04RqhkMlm2IH3kyBE+97nPcerUKb74xS9y2WWVv4uY2+0mFovp/poiIiIiIjKqDWq2a2vtbuCduW7dl+CE4FZgi7X2uUG2ZRvOuOnuluAE9L6cl1tu7+HYGeD/Ab49yHaNGMlkkoaGhrJca8eOHXzhC18gm83yT//0TyxZsqQs1+2NMYZYLEYwGNTYOBERERERGfWGdOsoa+1WYGuZ2vIw8A1jzDxr7V4AY8wc4F3A3/fz3Pf0sO/bgBv4S+CtHo6PKuUM0i+88AJ333039fX13H333cyYMaMs1+2Nz+ejtrZWk4uJiIiIiMiYUbb7MBtjIsBncw9/Zq39bYmX+D7wKeAhY8znccZPfxk4iNONO/86s4E9wD9Ya/8BwFq7qYf2NAKeno6NNh0dHWUL0o888gjf+c53WLBgAV/+8pepqxvI3G6DF4lEdL9oEREREREZc8oWpq21rcAXjDGXAL80xjRbaxeU8Pw2Y8zlOLe3+h+cMdgbgTty184zOBXncXGjyY6ODk6fLvUuY2fLZrP813/9F/fddx+XXHIJd955J8FgsAwt7JnL5aK2tha/31+x1xAREREREamWsoXpPGvti8aYPwYeH8RzDwA39nPO2wxghm9r7bpSX3+kKVdFuqOjg29+85v86le/4v3vfz+f+tSnKtrl2ufzUVdXN2y31xIRERERERluZQ/TANbaJ4wx5emXPE6lUikaGhoo4U5fPWptbeVLX/oSW7du5U/+5E+46aabKtrlOhqNEolEKnZ9ERERERGRkaAiYTrnSAWvPaalUilOnz495CB94sQJ7rrrLg4dOsRnP/tZrrzyyjK18Gwul4u6ujrdN1pERERERMaFSobpMXFf5+FWriC9Z88e7rrrLuLxOHfffTcXXnhhmVp4Nr/fT21trbp1i4iIiIjIuNFn+jHGfG64GiKQTqfLEqS3bNnCpz/9aYwxfPvb365okI5Go9TX1ytIi4iIiIjIuNJfArp9CNfWTYVLUK4g/dRTT3HnnXdyzjnn8K//+q/MnTu3TC3syuVyMWHCBI2PFhERERGRcam/MD3TGLOh1IsaY6YBswfXpPEnH6Sz2eygr2Gt5d577+Uf//EfWb58Od/61reYNGlSGVvZye/3M2nSJI2PFhERERGRcWsgY6Z/ZoxJAokBXtMFRBjA7asEMpnMkIN0JpPhX//1X3n88ce54oor+Ju/+Ru8Xm8ZW9kpFosRDocrcm0REREREZHRYiBh2gCB3FKKofVXHgcymQynTp0aUpCOx+N85Stf4eWXX+bmm2/m1ltvrcitr9xuN3V1dRUL6SIiIiIiIqPJQML0N4CNlFaZngx8frCNGg/KUZE+c+YMd911F3v27OGOO+5g/fr1ZWxhp0AgQE1NjSYZExERERERyekvTL9trf3MYC6c6xouPcgH6UwmM+hrHDx4kDvvCrd1RQAAIABJREFUvJPGxka+9KUvcckll5SxhZ1qamoIhUIVubaIiIiIiMho1V+Y/uYQrr1lCM8ds7LZ7JCD9LZt2/jCF76A2+3mG9/4BosWLSpjCx3q1i0iIiIiItK7PsO0tfb/DvbC1toDg33uWFWOIP3CCy/w1a9+lUmTJvG1r32NqVOnlrGFjmAwSE1NTUXGXouIiIiIiIwFGgQ7SK2trezYsWPA5+eDdDqdHvRrPvroo3zpS19i3rx5/Mu//EtFgnRNTQ21tbUK0iIiIiIiMq4ZYyYZY+b0dnwgE5AJTnh+/vnn2bRpE5s2beLVV19lwYIFbN++vd/nDjVIW2v57//+b+69914uvvhi7rrrLoLB4KCu1Rt16xYRERERkfHMGDMJWJtb1gHnAz8EbunpfIXpXrS0tBTC8+bNm3nllVfIZDJ4PB4uuugi/u7v/o5169b1e51sNktDQ8Ogg3Qmk+Hb3/42v/zlL3nve9/LHXfcgdvtHtS1eqPZukVEREREZLwxxkyma3hemjvUDjwH/Bh4orfnK0znZLNZfvGLX7B58+ZC5TkfnlevXs1nP/tZ1q1bxzvf+U7C4fCArmmtpaGhgVQqNag2xeNxvvrVr/LSSy/xkY98hI997GNl734di8UG/OcREREREREZxTzGmA/hBOd1wJLc/jac8PxDYDPwqrW23xBnrLWVaeYIZ4yJAZfR+S3EagCv18vq1atZt24da9euLSk8F8sH6Y6OjkG1r6mpic9//vPs2rWLT33qU1x33XWDuk5vXC4XdXV1+Hy+sl5XRERERERkJDh+/HihWLpp0ybefPPN/KE24Nc4wXkT8NpAwnN34yZMF4XndbllJc4EbCngJWAqcDvwG2ttW3VaKSIiIiIiIoNhjJlCZ7F0HbA4d6gVp/I8D/hjYMtgwvNZrzdWw7Qxpoau4XkFneH5RTq/hfiNtba9Ko0UERERERGRQTHGTKVreF6UO9SCE5435ZYt1trB31apt9cfS2HaGLMSuBnnB3khTnjuwKk8b8otLyo8i4iIiIiIjD7GmGuBDTghujg8/5rOzPfbSoTns9oyxsL0nwPfxqk8b6IzPMer2CwREREREREpA2PMD4AP0TU8bx2O8HxWW8ZYmA4DWYVnERERERGRsccYUwu0ViM8n9WWsRSmRURERERERIaDq9oNEBERERERERltFKZFRERERERESqQwLSIiIiIiIlIihWkRERERERGREilMi4iIiIiIiJRIYVpERERERESkRArTIiIiIiIiIiVSmBYREREREREpkcK0iIiIiIiISIkUpkVERERERERKpDAtIiIiIiIiUiKFaREREREREZESKUyLiIiIiIiIlEhhWkRERERERKRECtMiIiIiIiIiJVKYFhERERERESmRwrSIiIiIiIhIiRSmRUREREREREqkMC0iIiIiIiJSIoVpERERERERkRIpTIuIiIiIiIiUSGFaREREREREpEQK0yIiIiIiIiIlUpgWERERERERKZHCtIiIiIiIiEiJFKZFRERERERESqQwLSIiIiIiIlIihWkRERERERGREilMi4iIiIiIiJRIYVpERERERESkRArTIiIiIiIiIiVSmBYREREREREpkcK0iIiIiIiISIkUpkVERERERERK5Kl2A0YbY0wtcBmwDvBYa++obotERERERESkXIwx04C1OJnv99ba/9PTeQrT/ciF53fj/CDXARcCBugAnqpaw0RERERERGTIjDHT6QzP64AFuUPNwP/b6/OstZVu26hijKmja3i+ACc8J4EXgU255SVrbbwabRQREREREZHBMcbMoGt4np871Aw8S2fm22qtzfR6nfEepo0x9XQNz++gMzz/hq7hOVGNNoqIiIiIiMjg5MLzutyyls7w3ETX8Py7vsLzWdcdb2E6F57X0PnDXO7sNqxbt66wrF69mkAgMOjXSSaTNDY2ks1mS35uPB7noYce4oEHHqC5uZnVq1dzyy23sHjx4kG3p7tAIEA4HMbn85XtmiIiIiIiItV28OBBNm3axKZNm9i8eTN79uzJH0oDj9MZnl8vJTx3N+bDtDFmAp3heS258AwkgBfI/SBXrFjx7GuvvTbk18tmszQ3NxOPl94DPB6P8/DDD/PAAw/Q1NTERRddxC233MJ555035HYBuFwuQqEQ4XAYl0sTuYuIiIiIyOh34MCBQnDetGkTe/fuBaC2tpa1a9eybt061q5dy4oVK16z1q4q1+uOuQnIjDETOTs8A8RxwvMXcQL0K9baZP55q1YN/Wcaj8dpamqi1C8o4vE4jzzyCPfff38hRH/0ox9lyZIlQ24TgNfrJRwOEwgEMMaU5ZoiIiIiIiLVsH///i7hed++fQDU1dWxdu1a/uqv/oq1a9eybNky3G53xdoxpsK0MeZvgG/kHsaB54HP0xmeOyrxuplMhqamJpLJZP8nF4nH4zz66KPcf//9NDY2smrVKm655ZayhehgMEg4HMbr9ZbleiIiIiIiItX00Y9+lHvvvReA+vp61q5dy1//9V+zbt06li1bNqw9cMdUmMYZPH4XsJkKhudibW1ttLS0lFSN7h6iV65cyS233MLSpUuH3B6Xy0U4HCYUCqkrt4iIiIiIjCk33HADq1evZt26dZx//vlVzTxjKkxba18BXhmO10qn0zQ2NpJKpQb8nEQiUejO3djYyIoVK7jllls4//zzh9wen89X6MotIiIiIiIyFt14443VbkLBmArTw8FaW6hGD1QikeDRRx/lJz/5SdlDdH5CMY9Hf5UiIiIiIiLDRQmsBKlUisbGRtLp9IDOTyaThRB95swZLrzwQm655RaWLVs2pHYYY4hGowSDQXXlFpGysNaCtWCzYHG2ye8rWrDO8cJt/7oNcek+4qXHITA97BvIUJkeJ1DsZVLF3iZbNLn/uFzOtnHlzjXgyq1N10UTN4qIiEhPFKYHwFpLS0sLbW1tA37Ojh07+NrXvsaRI0e44IIL+PznP8/y5cv7f2I/wuEwkUhEIVpkDLPZrBNqs/lwa53wWry2WchmcyG46NyznpMPx/nnAVjnNfLBeIzfInHIjCmEcONy4QRunECe3zYu53FhcTtBPL/t6nY8d76p4AyjIiIiUlkK0/1IJpM0NTWRyQzsXt7ZbJb777+fe+65h/r6er7+9a+zYsWKIbfD7/cTi8XUnVtkBLLZbGdwzWYhm3FCbX7bWmxhX6YoGHfu6xKgZWQ560uIEp46kJNcBlMcuE1RIHe5MF4v+Pzg9TnbIiIiMiIomfUim83S3NxMPB4f8HNOnTrF17/+dbZu3cqaNWu44447iEajQ2qHx+MhFovh9/uHdB0R6VbxLVRtuz3OV3u7B2RruwXmbGeIFhmKrMVmex8+1CWQuwzG63fCtc+Hya+9voo3U0RERLpSmO5BPB6nubmZbAkfkl944QW++c1v0tHRwac//Wne+973DmmcncvlIhqNEgqFBn0NkdFmQN2bC5Xe7l2Zzz4n/1ihV8aMrMUmE5BMAEVBuxCyfU4F21e0rTHfIiIiFaEwXSSTydDU1EQymRzwc5LJJP/+7//OI488wvz587nzzjuZOXPmkNoRDoeJRqP6ACSDVgiaZ00q1f9+W7w/P6620PU4PwkVXcfZnrWv+Dx6f64FW1wdFpHB6S1kG4PJhepCJTsXuvUeIyIiMjQK0znZbJaTJ086QWKA9u3bx1e/+lX279/PBz/4QW699VZ8vsF3tQsEAsRiMdyakGZMsplM0cRR+cBavE3vk0rlw2+Xyae6HusSoEVEwPndkExC7kviLiHb6wV/AHx+jD8Afj/GrY8FIiIiA6V3zZxMJjPgIG2t5aGHHuJ73/sekUiEu+++m4suumjQr+31eonFYkMK4jJ0tjisFncT7qHrse1lf2FCqdx+VV1FZESyFtvRAR0dzsPcbuPxFAVsP/gDGo8tIiLSC4XpEjU2NvLNb36TF198kdWrV/O3f/u31NXVDepaGhc9NDabhUymy4zJxeG362RTPYRjayGTdQJvPkSLiIxjNp2GdCu0tRaNx3Y5wbpQwc6FbXUTFxGRcW7ch2ljzHXAdXPmzOn33C1btvD1r3+dlpYWPvnJT3L99dcP+sNEJBIhEonowwhgM2knzOaDcSYDmfTZYTmbgUzG6S6t8CsiMjyyWWw8DvH42WOxi7qI41M3cRERGV/G/buetfYR4JF3vOMdt/V2TiqV4p577uH+++9n1qxZ3H333Zx77rmDer3xMC7aCcFpSKcgncGmU5BOO/sKAbkoFIuIyOhSNBbbtjQXdhuP1wnWgSAmEAB/EONyVbGhIiIilTPuw3R/Dh06xN13383u3btZv349t99+O4FAoOTrjJVx0TaT6QzG6VSuS2DKCcj5x5lMtZspIiJV4Hx5mursJp6vYAeCGH8QAgFnRnEREZExQGG6F9ZannzySb7zne/g9Xr54he/yLvf/e6Sr+NyuYjFYgSDwQq0svxsqsOZ9TWTzgXlfFhOOx+SNJGWiIgMVHEFm0Znn9vtdA0PBDGBoDPJ2RjurSUiImOXwnQPWltb+Zd/+Rc2bdrE8uXL+fu//3smTZpU8nWCwSA1NTUjfly0TaehtRnb0uzcp1RERKRSMhlsexu0t3XOIu7zOV3Cg0Fn7Vf1WkRERj6F6W62bdvG1772NU6ePMmtt97KTTfdNKjxzZFIhGg0WoEWlofNZJxueC1N2Hh7tZsjIiLjWP42XbalydnhcjnV62BR93BNbiYiIiOM3plyrLX8z//8Dz/84Q+ZPHky3/rWt1iyZMmgrlVbWzsiu3Vba50A3dqMbW9Vl20RERmZslnni954e2f12uuFYAgTDDtrjz7CiIhIdRmr2wsBUF9fb6dNm8bll1/OX/3VXxEOh0u+hjGG+vr6ETfJmI23OwG6tUWTg4mIyJhQmNhM4VpERAbIGPOatXZVua6nd56cZDLJZz7zGa666qpBPd/tdlNfX49nhLyZ247c7Upamp2Jw0RERMaQQtfwZqdruPH5cpXrkLNWt3AREakwvdPkzJ49e9BB2uv1Ul9fj6vK99LURGIiIjJeFcJ1kzNruPH7IVAcrjVjuIiIlJfCdI7X6x3U8wKBALW1tVWbsVsTiYmIiJytcEuupjMAuQnNcuE6EFS4FhGRIVOYHoJqzdhtrXVuKdLSpInEREREBsAmE5BMYBsbwBinch0Md4brKvcuExGR0UdhepBqamoIhULD+po2lcK2NEJzk9OlW0REREpnLTaRgEQCe+Y0uAwmGMaEIxCOaLy1iIgMiN4tSmSMoa6uDr/fP2yvadtasc2N2PY20OzrIiIi5ZW1znttWysAJhjEhKNOsPaOrDt0iIjIyKEwXYLhnLHbptPY5nwVWrNxjyXWWmwmQzadJptKYdMZsqlU7nEam06TTafI5vbb3P5s2llsYds5xxY9N5tOOxWXTAabzWIzWWedzWCz1lkX9mWde7kWzit6ji16biYLNgvGAAbjMk4XSWOcbpG5bUzxMZdT6cE4a2PAuMCAcbmKznc5wxZyi3V+QIUvjZxjALnj+cfWYsk/L3de4RzO/tIpN6dBYWqDzo3cQ1P8sPP8/I5uxzvPL54roZ9zis4tbHU7ZlwuXB4PLo8H4/Hg8rhz6/w+N8bt7uccZ1/ntgeX14M7EMDt9+MO+HH7/erSKtIHG49j43E4dcKZJTwcxYQjmECw2k0TEZERRGF6gIZrxm7b3oZtOqMq9DDKptNkEgnSiSSZRCK35LaTHbklSbbDWTtLt32Jjs7twr788Q4yHR1kc/syHR3D8ndr3G4nuLpcGLcLjLN29rmLtjvPKT6GMUXXcMKezRaHWusE8vzjbH5/Nhdos0XnZ52sW3R+fttJ2BQCNiYXYYuCpnMMwBSdlw+s+QCff07x+eTCeD5wd9lRvCre6Hp+t+NnXaen1+i27vK33f1Y0evYbMb5ciX/xUkFh3O4fL5CsO5cB/AE/Lj8fjxF+wrnBAK4/b4u+7zhMN5IGE8kjDcSwRsO4Q4GqzYpo0i5ObOEn8aeOe3cyzoccarWwZD+nYuIjHMK0wNQ6Rm7bTqNbWmCpkZVoftgMxk6WlpJtbSQammlo6WFVHMLqda2QvgtBOJk4ux9Ret00WObyQyqPcbtdoKF3wkfbl9+24fb78NfV9ttnxNOXD4fbp8XlzdfOfQ6lUSvt7OqmN/25iuOXkxuv6tov/Hmnuvxdqlc6gPe2JDvxdA9YGeL9tl0Ua+Fs/ZlsJl055c6yaIviRIJ5/+D3Hb+C6BMIkGqrZ32bvvSiSRkswNqt3G78YRDeCNhvOFc0A4XbUciTgAPhwrbzuNwbtsJ5ZptWUYam04779VNjeByYUJhJ1iHwvr3KiIyDilM9yMcDhOLxSpybdve5oyFbmsdN1XobDpNR7MThlMtLbntls59zS1OSO5yvJWO5hbSbW39v4AxeIIBp3IW8OP2O2tPIIAvFsU9eVLXKlvu2NmPOytwLl8+CHeuXT4frmHo7i/jmzHGqYR5PLgZvnkaemKtxabTZJJJ0okk2USSdCJOuq2dVGsbqdZWUm3tpFtbc4/bSLe1FbbjJ07S0ra/cO5AvsTyhMN4oxF80YgTsGNRZx11Fl9+u2i/L3fMEwqpK7tUVjaLbW3BtrY4vWOCIWcCs1AEM8jbbYqIyOiiNNCHSszYbTNpbHMTNDdiU2OrCp1Np4mfOEn70eO0Hz1WtDiPEw1nyMTjfV7D7ffjjUXxRaN4YxGC50ymZv48vNFol/2+oseeSBhPMIg74HcquqrKipSdMcbpCeH14o1EhnQta60TynNBO9XmBGwnmHeG8VRRT5RUSyvtR47meqe09v/lmsvVWeUuCuROldzpiu4NhfCEgni6rLvvC+Ly+fR7RfpmrfMFeXsbcNy5p3U4golEMb7qfhEmIiKVozDdg0rM2G3jbdjmJucb7FFahc50dBA/fqLHsNx29BiJk6fOqjYFJk4gNPUc6pYuJjBxAt5oNFc56jkcu32aNVVkrDPG4AkE8AQCBCZOGNQ1bCZDqq3d6c3S2loI3KnWlqLt1s5eL62ttB485FTM405FfaBDPIzb7QTrYBBPOBe489vBIJ6wE77PGj+e677uDedCfCSsHi3jROGe1g2nMP4AJlYDkahuuSUiMsbot3o35Zyx22Yy0NLkdOXu6ChD6yqv7fBRWg8cpK2nyvKp012/CHC5CE6aSGjaFCZeuJzQ1KmEpp5DeOoUQlOnEDzH6VItIlJuxu3GF4vii0UJD+L51lqyqRTp9nbSbXHS8fw67uxr722d347TfuSY8zgeJ9XWRjbZ/+95dyDQOUY8Nza8c7tozHgulPuiEUJTphCaeo7G5I5SNpnAnkw4M4OHI5hojTPGWr0dRERGvTEXpo0xdwIfAxYAH7DW/nygzy3XjN02lXJm5G5uHPCEPdXUfvQYB5/8FYee2EjT7rcK+43bTWjKOYSmnsM5l1xEaOoU5/G0KYSmOGFZVRYRGY2MMc4EgT4f/traslwzm0rluqznxowXd1nPbacL48uLxpMfP1HYziQSPV7b5fcRnTWT6JzZRObMIpZbR2fNxB3Ql5ajgrWFMdbG48FGYphoDUZfOouIjFpjMQltBH4C/EcpT3K5XEyYMGFI3xTbZBLb2IBtbR7xXbkTpxs4/PQzHHxiIw1vbAOgftkSln/6L6k9b6FTWZ44QZUQEZEBcnm9+GtrhxTOs+l0Z+huc7qrtx0+Ssu+/bTsP8CZ7Ts49PQzne8xxhCeNrUQsKNzZxOdM4vonNn4aiozeaYMnU2nobEB29jgdAOPxiAaUzdwEZFRpqK/tY0xM4DPAquAdwBBYK619u0ezp0JfAu4CucOsU8Dd1hrD5Tymtbal3LXK6mt7iHcTsjG27CNZ5xZuUewjuYWjmx6lkNPbOTEq7+FbJaaBeey9JO3MePqKwhPn1rtJoqIjGsujwd/bQ3+2prCvkmrup6TSSRpPXioELBb9u2n5e39nHxlC9miIUX++jqis2c5ATu/njub4ORJmul8BLHJhDPG+vRJ51Zb0Rpn8jJ1AxcRGfEq/RXofOAPgdeAXwNX93SSMSYE/ApI4nTRtsBXgGeMMcuttQO4J9Lws63NTiW6l255I0E6Hufor1/g0BMbOf6bl8mmUoRnTGfRxz/KzGuuIDZvTrWbKCIiJXAH/NQsOJeaBed22W8zGdqPHu8SsFvePsDhjZvoaGouen7AqV7PnU3s3HnUzJ9H7Ny5BM+ZrABXTdZi21qdL+bdbqcLuLqBi4iMaJUO089aa88BMMZ8gl7CNHAbMA9YZK19K3f+68Bu4M+Af87t2wLM6uUaF1prD5ax7T2y2awzqVhjw4i9tVU2leL4b17m4JMbOfrsC2TicQKTJzHvQzcw4+rLqVuyWB+YRETGGON2E54xjfCMaUx51yWF/dZaOhqbugTs5n37ObXldxz8xVOF8zzhMLFz5xI7d24hYMfOndelSi7DJJNxPmeoG7iIyIhW0d/K1tqBzr71B8CL+SCde+4+Y8zzwAZyYdpau6L8rRwYm8k4k4o1nYEB3k5lONlMhpOvbeXgkxs58qvNpFpa8dXUMOt9VzHj6iuYeOFydesTERmHjDH462rx19UyccU7uhzraGmhZe/bNL21l+Y9+2jes48jv9rM2//7SOEc/4T6LuE6du5cYvPm4AkGh/uPMi6pG7iIyMg1Ur7iXAo81MP+bcCHKvWixpg/Bf4UYNasngveNpVyvh1uaYTsyJpUzFrLmd9v5+ATGzn09DMkTzfgCQWZuvYyZl5zJZMvXqXZtkVEpFe+aJQJ71jGhHcsK+yz1pI43UDzW3tp3rO3ELT3PfgwmWTSOckYwtOnEZs/l9i8edScO5fY/HlEZs3Q+06l9NQNPFaD8akbuIhItYyUd7x64EwP+xuAulIuZIz5PHA7MAk43xjzHWCVtfZY93Ottd8DvgewatWqLknZmZn7NLa1ZcTNzN2y/yD7H/kFh57aSPuRY7h8Pqa86xJmXnMFU951qW6TIiIig2aMIThxAsGJEzjnkosK+20mQ9uRo0VVbGd97Ne/weZ6bLm8XqJzZlGzcAG1i5ylZuF8vJHB3A1celXcDTwYxMTqnGq1eqCJiAyrkRKmwZl0rLuS+zBZa7+CM3nZ4BoRb8OeacC2j6w5z7KpFEc2P8e+Bx/m5KtbMG43k1ev5LzbbmXausvwRiLVbqKIiIxhxu0mMnMGkZkzmP6eNYX9mY4OZxz2nn00v7WXprf2cPzFlznw2C8L54RnTKd28QJqFy6gJheyAxPqq/HHGHNsPI6Nx8HlylWrazVpmYjIMBkpYfoMTnW6uzp6rliXXzZD9tDbI25m7vajx9j380d5++ePkWxoIDR1Cks/eRuzr3sfgYkTqt08EREZ59w+H7UL51O7cH6X/YlTp2ncuZvGXbtp3LGbxjd3cfjpTYXjgYkTCsG6dtFCahctIDRtisYCD1Y2W5jbxQQCmFgtRGKqVouIVNBICdPbcMZNd7cE2F7JFzbGXAdcd+6sWSMmSNtMhmMvvMS+nz3MsedfBGOY8q5LmHfjBs655CKM213tJoqIiPQpMHECUyZO6DKzeKq1lcadb9G0czeNO3fRuHM3J158pdBN3BuNULNwflEX8QVE58zSOOwS2UQCmzgGp05gorFctTpQ7WaJiIw5xg7TeODcrbG+D8y11r7d7dgdwDeAhdbavbl9c3BujfX31tpvVrp9q5adb1/6359W+mX6FD91mv0PPca+nz9K/NhxAhMnMGfDeuZc/35CU86pattEREQqIZNI0rRnrxOwc1Xsprf2kE12AODy+6iZfy61ixZQt3Qx9cuWEp09SxXXEhl/ABOrcarV+lJeRMYpY8xr1tpVZbtepcO0MeaDuc0rcCYG+yRwEjhprd2cOycM/A6IA5/HGT/9ZSAKLLfWtla0kVQvTNtslpOv/pa9Dz7E0c3PYTMZJl+8irkf2MDUNe/Ut/EiIjLuZNNpWvcfdLqJ79xNUy5kp1qdjwPeaIT685dQv2wp9cuXUr90iSY5GyiXwURy1eqAbm8mIuPLaAzTvb3AZmvtuqLzZgHfAq7CmXhsI3BH9yp2pQx3mE42NnHg0V+y738fpvXAIXw1Ncy+7n3MveE6IrNmDFs7ZBgZk5tSr7fxgLbPhyNtVnkRkeFks1laDxzk9OvbaHjDWZr3vu38bjSG2Lw5TrhetpT6ZUtUvR4A4/c7962O1qhaLSLjwqgL06PFcIRpay0Nr/+evQ8+xOGNm8l2dDDhgmXM/cAGpl++Brdm3yydy4BxYYzLyajGedx123QuGOc55B7ntgsfuLo8h87zenqM6czFpuia3c6r5GQ6Z/3/a20udFsnjBe2uy3Fx/OPs93OzV+/+LjNdq6thWy227bF5tYK/yJSaanWVhq2vUlDPmD/fjupllz1Ohalful5ql4PhMtgwlGnWh0MVbs1IiIVozBdZkUTkN22c+MTFXmNVGsbB37xJPt+9jDNb+3FEw4za/3VzL3hD6iZP68irzkqGOPcysPlApcbXK7cktt2uzA97ncXHmvW15HLFgXsriE82zWYZzNOAM9knPOzGWfJPbaZjIK5iAyIzWZp2X/ACdavb6Phje0073u7x+r1hOVLicyaqep1dy6D8frB5wOfH+P1Odten95zRWTUU5iukEpUppt272HP/T/j4BMbycTj1J63iHk3bmDG1ZfjCY7xcUpuN8brhdwbsvF6wePtEor1AUYGymazTtDOdA3aThAvelx03Ob3ici4lmptpeH3bxa6hp9VvT5/CRMuWMbki1ZSu3ih5irpjTHOe7kv/77u7wzZej8XkVFCYbpCyhmmT//u9+y854cce+43uP1+Zrz3SuZ94A+oW7K4LNcfMVzG+cY6t3R+e+3FuPVhRKqvUPHOj3FaAAAgAElEQVTOpCGdgnTaCdnptLMvk8am0845IjIu9Fi93rsPAG8kwsSVFzB59UomXbSC6JzZqsYOQCFke32YXMDG59c4bBEZcRSmK2SoYdpay4mXXmXnf/2QU1u24qutYf7NH2LeB6/HF4uWsaXDzBiMx+O8SXq8nW+S3ly1uTtrwWachUznts043XrJUhiXS66rL7ZzsdY5xxbvy/Z9HEvR4GUK45Xz27k/R+fjHvaZXp5vPGC84PI6a+PJbetb+LHEWlsUuvMhO5Xb7gzf6nIuMjYlGs5w6tXfcuKV1zjx8mu0HzkKQGDSRCZftIJJFznhOnTO5Cq3dHQxHk8uWPuKvnx3eqqpmi0i1aAwXSGDDdM2m+XIpufYec8PaXxzJ4HJk1j40T9izvXrR19XbpcLEwphfB7wuHOLC0M2F4bTvYTkooVx0q3WuHPh2guu7oG7aNulCv1YY9P5Kneu0p1KFR7bVEpdy0XGgLZDRzjxymucfGULJ155jY7GJgAis2cVqtaTVl44ur8srzInaHvBk+vRlg/a6t0mIhWkMF1mg52ALJtOc/CJp9l1z720vH2A8MzpLPrYR5h17dW4eqrYjlQmiwm4MAEDvgwmm+DsezLJ4JmianZx4HY7C67ctqvbY7eq36NUoRt5qsMJ2EXh26ZS6lIuMsrYbJamt/ZyMle1PvXb18nE4+ByUbd4IZNWr2TyRSuZ8I7zdVeOcnG5OudayfeEK65qq+u9iAySwnSFDLQynUkkefuRx9n9P/fRfvQYNQvOZdHHP8r0K9aOjrFB2STYJCYAJgD4XXpTGsm6B26KgnevYdzVuS7e7rJPqsVms4WqdiFg58N2R4fCtsgIl02laPj9dk68soWTL79Gw++3YzMZXH4fE5Yvc7qFr15J3eKFo+NzwWiTH37m8eYq2UVdyH2acVxE+qYwXSH9helUaxt7H3yIt370AMmGBuqXn8+iWz/KlHddMoJ/cWchk4BMO5AL0CE/BAIjuM0yPEzPQbvfEN5TFb37Y/3bGgqbSUNHEjo6sB1J6EgqZIuMYKm2dk799neczHULb9q9BwBvNMKki1Yy8+rLmXLZpapaDxPj8XbOMl48Mdpo6jUoIhWjMF0hvYXpZGMjb/34QfY+8DNSLa1MvmQ1i2/9KBMuXD7yAqlNO8E5k4BsO4YUhAOYUAgC/pHXXhmjTAnB25Wb5C3fFT43/lz/Vs9i02lIJSGZxKY6FLJFRqhEwxlOvrqFEy+/xvHnXyRx6jTeaITpV76H2euvoX75+Xo/rob8HUg83tz9s72d1WyN0RYZNxSmK6R7mG4/foK37r2fff/7CJlEgmnvWcOij39kZN3eKtsB2XZIt0M2DtkOp0tZOIQJBTHBQLVbKDI4xl0UrLsFbZen27Hx/SGoS8juSEKqA5tMaiI0kRHAZjKceGULBx5/giPP/JpMIkF4+jRmXns1s669msiM6dVuooAzRrv4biXF25p1XGRMUZiukHyYbj14iF3//SP2P/YEWMvM917Fwo/dTGzunGo3EchCutVZMq252bNzM2KGgphwCBNQNzIZb0zP1W2XF1w+MD5n7RpfXfxsOt9dPOmE646EsxaRqki3t3P4mWc58NiTnHx1C1hL/fLzmXXt1cy48j34amLVbqJ0Z4xTwfYHnGq2PwB+vyrZIqOYwnSZFWbznjr1tv9591oOPb0Jl8fDnA3rWfDRmwhPm1rdBmY7nOCcbs2NfXb+vozHA+FcgNY4LJEBcOVCta8oZPuLHo/97uU2m4VkHJtIQCLuVLPTqWo3S2TcaT9+goO/fJoDjz1By763cXm9TLnsUmatv4Yp77x4dN0VZBwyHo8zFtsfwPj8TsD26bOYyGigMF0h53q89htTZjDvxuuZf/MHCUycUKWWWMjEc+G5xQnTRUwoiIlFMKPtHtYiI57JVbT9XUO3y99Z3R6DYdum05CIY5OJzrW6iIsMC2stjTt3c/DxJzn4xNMkG87gq6lhxtWXM2v9NdQtWazx1aOFyziBulDBzlWz1U1cZERRmK6QpVOn2lcfexhfLDr8L24zkGmDdIuztt0mFHK7MJGIE6I96lokUjX5sO0OgjsM7hC4AmMuZNuOJCQS2GQckrnu4XqvEKmobDrNiZde5cBjT3Dk2efIJjuIzJrJrPXXMOt9VxGaOqXaTZRBKHQTL1SxA/osJ1JFCtMVMtD7TJdNtsOpPKdbnUo0Z/89mIAfE404E4qNsQ/rImOHKxeuQ52LKzimAra1Foor18mEM5O4iFREqrWVwxs3c+DxJzm1ZSsAE1dcwKxrr2b6FWvxRiJVbqEMiduNCQSdYJ1f657kIsNCYbpCKh+mrTPrdiY3eVi2lw+iLhcmEsJEI85skiIyCpmu4XosBuxMxgnV8XZob3NCtoiUXduRoxz8xVMcePxJWg8cxOX3MW3NZczZsJ5JF61QN+Ixwni9EAg6XcQDQXURF6kQhekKqUyYzjpdt9OtPXffLmJ8XqcKHQnrl6fImGSKKtjhMRewbSYD8XZsvM1Zq3ItUlbWWs5se5MDjz/JoSc30tHUTGTWDOZ+4A+Y/f73aTbwscbkxmAHAhh/0FlrkjORIVOYrpCyhmmbgo4zkG7sM0BjDCYcxESjuqWVyLhUFLBdIfCEx0zAtqlULly3Q7zNmehMRMoik0xyeONm9j74EA2v/x6X38eMKy9n3oeu16RlY5nLVahcF9Yafy1SEoXpMivcGmvWrNt2bnxiaBfLJqCjAdLN9DQGuvCaHg9Ew86kYh6NkRGRYi6ncu0J5yrY4TFxj2zbkXTCdXubE7A1Y7hIWTTueot9Dz7EgV88RSYep3bxQubeuIGZ11yBR3f+GPOMx+NMcBYIYgIB8AfVw1GkDwrTFTKkynS6FVINTlfuPphgwOnKHQrqW2MRGTjjA0+kM1y7Q6O+em0T8VzVuh2baIes3otEhiLV2saBXzzJvgcfonnPPryRCLPWX8PcG/+A2Nw51W6eDBdjMH4/BMPO5GaBoCY3EymiMF0hpYdpC+kmpxKdTfZ+mtuFiYSdCcW8o7+6JCIjgatz7LUnDO7IqK5eW2sh0V40mZluxSUyWNZaTv/uDfb+9Occ3rgZm04zceUFzLtxA9PWvRuXPouML4Wx10FMMATBIMatruEyfilMV8iAw7TNQOqMs9jexwAatxtTG9OEYiIyPIy3h+r16Pzd40xm1oZta8O2t0Kmj7knRKRXiYYz7H/4cfb978O0HzmGf0I9cza8n7k3XEdoyuRqN0+qxPiLwnUgpHHXMq4oTFdIv2E62+F05U41Ab2P9SuE6GhEXblFpIpMUfU6Au4ouEbnByabiDuhuk234BIZDJvJcPzFV9j7059z7PkXwRimXnYpc2/cwDmXXKQv/cc54/VCMIQJhJy1ei/IGKYwXSG9hulMuxOi0y19Pl+VaBEZ8dwhJ1R7cssorFzbdBraW7Ftrc5tuDTWWqQkbUeOsu9/H2H/Q4+RPNNIeMZ05n7gOmZf9z78tbXVbp6MAMaTC9fBYC5c+6rdJJGyUZiukLPCdLo5N6lYvM/nKUSLyOhkclXrKHhizvYo601jrXUmMGtrdQJ2KlXtJomMGpmODo488yx7H3yI0799HZfPx/Qr1jLzvVdRv/Q83bdaCozH40xoFgpDKKwJzWRUU5iuECdM3w+pRmc8dLajz/ON242piTrduRWixwybzUAmCemEszYuZ2Int8/pIuvyYlx6E5GxyOV0B/fEnIDtDlW7QSWzHUlnArO2VmwirknMRAao6a297PvZwxx4/AnSbe0AhGdMp27pYuqXnEfd0sXULFqAJxCockul6oxxbsEVimBCYed+1yKjiMJ0haw6f7F96d5/dCYY64vbhasmphBdRTaTglQbpFpz63Yn/KbjkEl0bqcTRY972h/veiyTC9D9Me5CsHZCthfcXmc94G0fuAO5tR88fmedX3p67Oq6X6FeKsp4cqE61yXcPbo+MHVOYtaKbW/TJGYiA5COx2l4Yztntu/gzLY3ObN9B/ETJwGniBCbN5e6pYupW7KYuqXnEZs3B5cmrxrXjMfjVKtDEadLuKrWMsIpTJeZMeY64LpzZ065befD/9b7iQrRQ2Ktdar9HW25AFwchtuK9rd2rrucW7QMJPDmGTd4As7iDoAn2PnYE8ztC3Q7J3/M51S2simn7Zl0D9spyHRAtvhxqp9jHc7+TNI5Nlj5P5vbXxTKA+ANgycE3pCz7Q3lHue2vSHwRnrYH3ZC+ijr6ivDxPg6x1p7YqPuVlw23u6E6kQ7tqND4VpkgOKnTnNm2w7ObH+zELJTLa0AuP1+ahcv7BKww9On6X1kvDIGEwhiwhEnYPv81W6RyFkUpitk1ZL59qUf/dPZB9wuTCyGiSlE98SmExA/BYkGiJ/uXBKnIZ7bl2hwzhlo1dcXyYW9cNfFV/w4kjsvnAvIwZ6Dssszot/UnW7luWCdr4ynk7l9fT3uZV86Aen2zop9qh3Sbc7+gTBu52dXHLw9+Z99BPwx8EXBVwP+KPhizlLYjmJG6YzRUiJXoDNcj8L7XNtMBlIdkEphU0lIpaCjA5vqgGzvd2wQGe+stbQdPMyZ7W/SsG0HZ7bvoHHnLrJJZ3icryZG7XlOuK7PhezAxAlVbrVUg/F4IVxUtdbnaBkBFKYr5KwwPY5DtM0knSCcyIfj4u3TRQH5tBPczmIgUAuBeghOgMAEZ+2PdQ3Jvki3cBwGl29Eh9/RymYzTrf2Qrf4orDd27508fE26GiFjqb+g7k3nAvcueBdCOCx3Hbx4yj46yA0EePWN9ijmsvvhOp8uB7Ff582nc4F7Q5nUrOOJKRTTkVb75kiZ8mm0zTv2ceZbW/SsH0Hjdt30LRnX+GLqeA5k6k7bxHReXOIzplNdO5sorNn4gkGq9xyGTYugwmEnEnMwhHNEC5VozBdIYUwPQ5DtG0/CUdehCMvwLHXnKDcE18NBPMBObcuDsuBeghOhECtqpNjmM2koKMZ/n/23jtOjvM+7P4+M7Ptem9od8Ch3KETIFEImpJIEYoVynF7IzlR4hI5VhLHjq3YkhK/sl87cuJY9usS18SKbdmyXyeOLNmSSFmUSIIgwYp+6Heoh3a4unvbZp73j2e2HArRdm/L/b7kfmZudm/3IYHdne/8WnLabBNTedvp3H2JybzH+Nt3y04I1vt/p9rM36maO2xDjXLBpRJQgdx8a6cO7Oo4adaplBHtZCK3n0oaAZfvU0HIkp6dZeL4yWzt9cSxk0QvXjJZIT6Rrk7qe5fR0LeM+t6lRrL7lsmIrgWACgRME7O6OlSkttTLERYQItNFYuvafv36V/8A1VBf9RKt3QRc2e8L9KswccrcEWmF7u3QuCxPjHPyrOzKSuMUyg/tJnJinZHuTOZD7LopB5gd87d3KA2wnDvLdqRtjpDL39kyQjm5UVx2nekWXkUXRbTWpg7bdU0vhLQLbtov5XAhnQZ/X2ceJwgLDDeZJHr+ItMjZ5kaPsv0yFmmR84xM3ION5H7vA82NRqx7vUl2xfuSGdH1Z+jLURUIAD1jaj6RrMvCEVEZLpIbN08oN/89hdKvYyioLWGqbNzo89uwtQ4dmyCnh2waAc09UvETygbtNYmvTwr2mM3yba/jY9BfPw2z6CMVNd1Q223v+3K/VzbjQpUR7S0MrHy5lzX+XOuF85J8n3JdzoFnnxXC9WL9jxil68wnRHsYSPZ0yNnSU5OZR9nh8NZuc7Kdt9S6pYslq7iVYKqqUXVN5pUcLlwIhQBkekisXXzoH7z239a6mUUDJ2cgdHXTeT50msQHTV3NCw18tyzAzq3iEwIVYH20nk1/b5ox65C9LL5uz8zCrErt3ZPDzXOFe3svr8NNsgFpnlDmWh1JnLt1JmGeAKQX8edQqfNNlvTLVFuoUrRWpMYn2Bm5BxTWck229krV7OPswIB6nuX0rBiOQ39y2nsX07DiuVEOtvlM7xSsSxUfQOqoUlmWQsFRWS6SFS6TGvtwdhQTp6vHTIzswO10PUo9GyHnh2o+kWlXqoglATtuUa0o6Mw40v2zfs3N1dzaqCuKxvJpq4L6hZByyqoX4JaQJHUkmCFTcTarjVd5a1IVaWGFwrteVm5Jp0yHckzsi213EKVko7FstHrqdPDTJ46w9SpM9m52ACBujoaVvTR0N9HwwpfsvuXE6yvL+HKhftFhUImWl3fgLIlA0F4OESmi0QlyrSOXffl+VUY3WcaPgG0DvjyvBPa10szMEG4B7TW5j2UiWRHR01keyZPupOTuV8I1pv3WttaaF0LbWtRNe2l+w9YEFg5sc5IdoWN5JpvtNYmZTydGQOWyotwS1RbqD6SU9NMnT5j5Pr0MFOnzzB1apjUzEz2MZGOdhr6l9Owoi8bxa7vW4YdlA7TZY1SJg28ocnMsZaLq8IDIDJdJCpFpvXkCIw8D+e+BeMnzcFwazbyTM82VLi5pGsUhGpFp6IwfcFkgYwdhetHYPyUyQIBqOmA1kEj2G1roXUQFawr7aKrHRXM1VzbtVXX2KzYaM8DNw3pFKT9+ux0yhfwtKnjTqfv/kSCUMZorZm9ci0n2b5oT4+cxUulAFC2Td3SxXMi2I39K6jp6RJpK0OU4/hNyxpQwcodxSjMPyLTRaKcZVrPjBqBHnkebhwHFHRuhkU7jUA3r5R0U0EoETodh/ETRqyvH4HrR2H6XO4BDcugbTAbvaZllczULip+7bVdl4tgWxJtehhy0e2UL95pv1Y7T8JdSScXKg8vnWbm3AWmTp1h8rSR7MlTZ4hdGs0+JlBXR+PKFTSu6s/eGpb3ShS7jFDhsIlW19ajbOm1Ibw7ItMFRin1LPBsf9/ij51850ulXk4WPTsGI98wAn3toDnYtg56n4Hep1E1HaVdoCAId0QnpnKR6+tHYOyIaYoGpqlWy6pcBLt1EBr7UJacABQNFfDTw/2RXHaNNDcrMNnu5Jmotpc3Asx1/c7k6dxoMM8r9ZIF4Y6kojGmzwwzefI0EydOMXniFJOnzuDOzgImil3ft4ymrGCvpHHlCkJNjSVe+QLHUqjaBlRDg8yuFu6IyHSRKIfItE5MwbkXYPh5uPImaA+a+qFvN/S+H1W/uKTrEwThwdBam+7i14/kJHvsqBn9BeBEcvXX7RtMr4NIW2kXXe1Y4ZxYi2DPO7eMBnNvmsHt5Ym465qO/TIeTCgh2vOIXrjExImTTJ44lZXs+LXr2cdEOjv8KPZKmlYb0a7t6ZYRTyVABQKolnZUfUOplyKUGSLTRaJUMq1TMTj/Eow8ZxqJeWmoX2Ii0H3PoJpWzPuaBEEoPlp7MHUOrh82qeHXD5t08cz4rrpF0L7ev20w5RzSTLC4WKFc3bUIdtlx23Tz/Gh4pr5bot7CPBK/Mc7kyVNMnjhtItgnTjF99pz5uwk4tTXZNPEmP4LdsKIPOyTlPvOBCoWMVNdK/xLBIDJdJOZTprWbgIuvwvBzcOElcBOmcVHvM+bWOiDNLgRhAaLdhGludu2QKe+4dsiM8wKwQ35js5xgq0hLaRe8ELBCvljXimBXCNrz8oTbpJdna7wzEi4jw4Qi4sYTTJ0ZzqWInzjF5MlTpGO5NPGG5b00rVlF05rVNA+uprF/BXZYBLtYqEjESHWkptRLEUqMyHSRKLZMay8No2/4nbhfMOmdoSZY9rRJ4+7YKE3EBEGYg9YaoleMWF/3BfvG8Zui1xvyotf9Er2eD7KCnSfZItgVh86TbdIpI9hurot5NvIt50lCAdCeR/TSqEkRP3aC8aETTBw7TnLCjFy8RbAHVtG4sl8Eu8Co2joj1ZIZsGARmS4SxZBprT24esBEoM99E+LjEKiFpe8zEejuR+XEVxCE+0Kn43Dj2O2j107YNDTLE2wZlTdPZFPEZURXtXGzZOtsqrkr48OEh8KM7LrK+NBxJo6dYMLfJsYngLxGZ2tW0TywmqY1q2hc1Y8TDpd45ZWPqm9AtbShAtKVfaEhMl0kCinT2k3Cma/C4T8xI3LsECz5DujdDYt2yFgcQRAKholeX86JdSZ6nZl9Xb/YyHXHJnNr7JUsmHlB5SLXmTnYMqKrarmlm7mbNpHvZBIdi0odt3DPZGZiTxw7biRbBLt4KIVqaEQ1t5m51cKCQGS6SBRCpnUqBif/Go78GcxeM915B34AljyJCkiNRjWhtUYDGo3517yPtLkzt+8/JnNkPt5uSoHK/mMOKEAphYWSevwFgE7HYexYLj386gGI3zB3hhqhfaMR685N0DKAsgOlXfBCITuiKy+CLRc2qh7teRCLoqPT6Oi0dCUX7pu5gm3SwyeOnSBxYxzwBbt3qUkPX7uGlnWDNK5cgSWCeG9YCtXYgmpqkTnVCwCR6SLxMDKt4xNw7C/NLTkFXVth3Q9C9zYRlzLA1R6e1mit8fC32sPToPHvQ+PpzM3zz3XM4zMSrKme94rypVqRJ96KrHSTf7+/tZWFrSwsf2tbZiuUP1prmL4AV9+Bq/vNbeqcuTPT2CwTuW7fgApK19P5QZkRXVm5rgNbokvVjBHrGfTMNDo2I2ItPDBaa2avXsumh4/724xgW6EgTatX0bJugJa1gzSvHaCmp0vOS98NyzJC3dQi48yqGJHpIvEgMq2jl+Hon8HJ/wPpOCx5Etb9EKp9XZFWuXBxtYfneXjkC6+/zRNhnZVkjeeLslA8FMqXbIVl2dhK4SgbSykj21jYlvlZKC/07JiJWGfkOpsarqB5ZU6uOzehajpKvdyFg7Jvqr2uBemtUZVkxXp6Cj0bFbEWHhqtNbHRy4wfHuLGkSHGjwwxfuw4XiIJQKilmeZBE7luXjdA8+AagvX1JV51+aEcB9XUAo3NcvGhChGZLhL3I9N6cgQO/zEMf82k9PZ9ANb9c1TT8uIusgrQWmcjxSZK7OH6UuxmIsSe5/+ML8RSa1bpGOm2cSyF5Ue3HT+67SgbR4S75OhUzMy6zsj1tUOQNmNcqOvJybXUXc8/Kgh2xNyszDYsDc6qCO15EJ1Bz0yZGms5NxMKhJdOM3nqDOOHj3Lj8BDjR44yPXIue39971Ka1w7Ssm6A5nWDNPYvl/RwHxUImHrqhsZSL0UoICLTReJeZFqPDcGhz8O5b4EdhP7vgrUfRdV1z9Mqy4u5Ymy2rpeJFns3RZAlUiy8O46yCVhGrAOWTcByRLJLiPbScONETq6v7s/VXQcboWNDNi2c1gGUI+nJ84u6Sa4jpuGZRLErHu26psZaxFooEsnpacaPHjMR7MNHGT8ylG1wZoWCNGdqr9eaCHZN98JOD1ehkJHqOoniVwMi00XiTjKttYYrbxmJHt0HgTpY8/2w5iOoSEsJVlpcUp6Lq92sGGv8iHFWnD0RY2FeyUh2TrQdApa9oL/YS4Gpuz4/V64zddfKhuZ+aFsP7eugbR00LJM/o1KgAnMl266RKHYFo13XRKyj0yLWQtHQWhO7dJnxI0PcOGIi2BPHT8xJD29Zv5bWjeto3biepjWrsIMLbzqBCodRre2oSG2plyI8BCLTReJmmdbag/MvweHPw/UjEG6FwY/Aqu+ruuY8KTfNrJtkNp0k6cmsTKEycJRDwLKMaNtOVrpF4OYPPXvDpIZfPwzXDsPYEUhFzZ3BBiPVGbluW4sKSapcafAbnWVTxWv8rXRxrySMWE+b5mWzMRFroah46TSTJ09nI9djBw8TPX8RACsYpHntGlo3rDeCvWEdwcaGEq94/lB19ai2ThmnVaGITBeJjExrLw3DXzczoifPQN0iWPtR6H+2quZDp9w0sbQR6JQWgRaqB0c5BGybgLIJ2g5By8GWrpzzgvZcmBzOyfX1QzBxhuyguIZl0L7el+t10NyPkrTk0qGcnGRntxFJFa8AtJtGT06gJ8fNfGtBmAfiYzcYO3CYsQOHGDt4mImh4+YiD1Df10vrpvXZ6HXtop7qvrhtWVgtbaZRmVBRiEwXia2b1ug3fv9DcOQLEB2Fpn4z3qr36ao52Uu6aWbTCWbTKRHoUqKCaHW3OYb3+gV08+M0Srug04CcYGVwlIleB/008aDtyFiveUInZ2BsyIj1NT+Knam9dsLQMuBHr02KuHQOLwOU46eJh+duq+S7sJrQngfTk+iJG+hUqtTLERYY6Xic8SPHjFwfOMSNg0dIzcwAEGptoXXjeto2rqdl4zqaVq+sysZmKhxGtXehQtI3pFIQmS4wSqlngWcfWWJ97M1/75lmOut/CBbtqoorahmBjqVTpEWg5w8VQKsg2grlbiqIns/aRa1Bp1E6nd1mRFuRBu3Ouc+MRVo4nwdOXuQ64G+l2Vnx0VrDzCUj19ePmK7hN45BpsSkpjMvNXwdtKxBBSKlXbRgyEp2ZG5EWyS75GitTQr4+A10Il7q5QgLFO15TJ0ZNtHr/YcYO3iI2KXLANjhsJl5vWE9bZvW07J+kEBdlZRNKoVqaDL11JIJV/aITBeJrf11+o2v/r+ozs2lXspDk3TTxNIJZtNJ0lqik8XDRltGkG8WZ+4aeS5T8sQ6J9q+gOsUykuhdAp0imoUb0c5hGzT4CxoOwREsOcF7SZM5/Drh41cXz9shBvMe6lpBbStzdZe09iHsir0PVaNqMCt6eJ2pHI/ByscPRs1Uh2LlnopgsDs1Wt+5Nqkh0+cOAWeB0rR2L+ctkc20rVrJ+1bNmEFKruPg3ICqLYO6fpd5ohMF4n7mTNdjiTcFLF0krgIdIFRflQ5I8o5eV7wzXt8sc5INjppot9e0hfxJNUg3AHlEHQcAnmiXQ1ZK+WOnh0zkevrR/wmZ0cgZdIHCdRC60BOrtvWoWraS7tg4VZUMC9VPH8+tkRu5gOdiJv075lpaVYmlA2paIzxw0cZO+jXXu8/hJtI4NTW0rVzG91PPk7nzm0E6ytXSFVtnWlQVuEXB6oVkekiUYkyLQJdYFojwWEAACAASURBVJSDtiJ4VgRtmy1W9TSdKwlZuTbRbBPZTqN00hfwFOCVepX3hUIR8tPCQ06AoBWQ6PU8oLVnRnFlxPr6YRPNznz21XT6Yu1HsFsHUIGa0i5auA3KfK7e0vQsJOO7ioROpYxUT0+AJ+d8QnnhxhNcff1NLr30Cpdf3kvixjjKtmnfsonuJ3fR/R2PU9PVWepl3j+Wwmpph8ZmuQBfZohMF4lKkWlJ4S4QWXGuyRPnhTczsSzIE+5chDs1R8LLnZDlELIDItfzjE7HYfxErrHZ9SMwY0a3oCyTHt66NleDLenhZYw1N4qdFW35XC4U0gFcKHe063Lj8BCjL73C6Et7mB45B0Djqn66n9xFz5OP07hqZUXJqQqFTIOysPT+KBdEpotEOct02nOZTSeJpRMyB/pBUAETbZ4TcZYTtIpBayPYXspEtG8SbeUlKbfodkaug3aAkC1yPZ/o+Pjc1PDrRyA5Ze50IiY9vDUTwR6E2u6KOjFbcCg7T7AjUo9dAKQDuFApTJ89z+hLexh98RXGDh4GrYl0ddL9HTvp+Y5dtD2ysWLqrFVjE6qlHWXLZ1epEZkuEuUm057WfhfuBHFXvuzuGRXMpmlnUrYXfG3zQqDMo9shy8mKtcj1/KK1hulzuej12FGTHu75fyfCzdA6aOTa36pwc2kXLdwdFfTFuiZPtGU0zf1gOutPG6mWDuBCmRO/Mc7lPXsZfWkvV197AzeRIFBXR+fOx+h+chddO7eVfXdw5Tio1g5UfUOpl7KgEZkuEuUi03E3SSxlotC6Cpo3FY+8TtpWyIizXWNGtwjCzWgPpZN+07Rktiu52U/Oe3fyYCYtXOS6JGg3CeOnTNR67CiMHYGJYbJ/B+p6jFhnJXsNKlBb0jUL94KV1+gsT7Qlin1XdCxqpFo6gAsVQDoe5+q+txh9aY+psx6fQDmOqbP+jkyddUepl3lHVE0tqr0TFZAsyVIgMl0kSinTmTroWDqBq8srXbW0qLz5zKE5XbUl2iwUFK1NynheNDtftIudSp4v12E7IGnHJUCnojB2zMh1RrIz47lQ0NRn0sMzgt28EmXL51BFkI1i+4ItUew7ohNx9OS46QDuyfmIUP7k6qz3cOnFV5g5a+qsm9asYsWHv5clu5/Gcsow0GIpVFMrqrlVvvPnGZHpIjHfMi110HmoQJ4wh3MjqJR0dxXKiGwqeRLlxrDcKMqbpdARbdMt3Eh12A4QsMvwJGCBkK2/zhfs+Li50wpAy6q86PVaaFyGkrFPFYLf8Cwr17VmX75zAL+uemYaPT2Jno2VejmCcM9Mj5xj9KU9nP/6N5k8eYraJYtY88P/jCUfKE+pVsGgiVJHJPtpvhCZLhLzIdMLuw5a5WQ5O7PZjzJLCp5QqWjPiLUXNXLtxoDCdsl1lE3IMWIdsgPYImslQ2sN0cu+WB+B60dhbAjSvmwEG6FjA7RvhI6N0DaIsmW8XuVggVMHdh049UawRa7RqSR6ehKmptDphXbuIlQqWmtGX9rL0B9+nsnjJ6ldvIg1P/xRlvyD95enVNc3otraUXIBveiITBeJYsp0pg561k3gLYj/35aRZr9ztrZq0FZYTkqE6kdrlDeL5cZQvmAXuvmZ6RQeJOwYuRZKi/ZcmDprmptdPQDXDsDkiLnTcqBlADo2Gbnu2CjNzSoKywi1U5+T7AX+PaZjUROtjk7LzGqhItBac/nlvQz94f9k4tiJspZq5QRQnd2oSE2pl1LViEwXiULLdNpziabixKp+HrSIsyC8K14Cy/Uj114M5RWua66lLEJ2gIgftXZkhnJZoOMTRqqv+rexo7nu4fVLs2JNxyZoWCb1chWDypPrTOR6YWaKaNeFmSkj1nHpBC6UP7dI9aIeVv/wR1n6nc+Ul1QrhWppw2puLfVKqhaR6SJRKJmOuylfohMFWFW5kS/ONWZus4izINwfOu2nhEcLXncdUE42JVwamZUP2k2YdPCMXF87AIlJc2eoMZcW3rERWgdRtnR4rQwycl0Hth+9XoByrRMJI9XTk+BWc/BAqAYqRapVbR2qo0vSvouAyHSReBiZztRCz6TiVdRMzIizZ2ekWcRZEIpCkequpZFZ+aK1NqnhV/fn5HrKdKDFCpimZhm5bt+ICjeVdsHCPaJMEzOn3q+7rltQPUFMT4EZI9axqJmSIAhlitaay3teNVI9dJyanm7W/MhHWfqdu8tGqiXtuziITBeJB5HplJ/KHU0n8KphpJUK4Qba8OxaEWdBKCHKnfVrrmf9uuuHz3QJWg41ToiIE5R08DJEz96Aawdzcj12FDIXZ+sXm9rr1jXQOgAta1ChhtIuWLgH8uTaaVhQNdc6nc6lgSeqMVNPqBbKXqol7bvgiEwXifuR6bibZCYZZ9ZNFnlV84O2anGD7XhOY6mXIgjC7fBSWF6sYKnhIcsh4oSpcYLY1sJLS60EtJuA60Mmej12FG4cy5t7DdQtMmLdusYX7QER7LLH7xaeleuFEW3S8Vk/DXxKZlcLZYvWmsuvvMbQH3w+J9U//FGWfrA8pFrSvguHyHSRuJtMe1oTTSWIpuKkdDWkcis8pxE30I5eIF/oglA1aM/vGh7NpojzgJ9LYTtAjRMi7ARl7FaZo+MTRqrHjsGNIbOduZh7wC2CvQYVkoukZYtycmLtNIBV3bXyWmtIxM3c6tkYOh6TjuBC2XGrVHex+oc+yrJ/+IGSS7WkfRcGkekicSeZTrlpZtIJYul4lYy1snEDLbiBtqr/4haEBUUBuoZH7CA1gRBhO4i1QNJRK517E+w1c9LERbDLFCvki7Uv2FVeb621hvhsTq4TsyLXQtmgtebK3n0M/cHnGT96LCfVH9yNFSjhWEqlsFrbUU0tpVtDhSMyXSRulunZdJKZVJx4laRyo4K4gTbcQEvVf0ELggBoNy9y7cv1Pc68VigiTtBErKUreMWhE5Nz5Xps6CbB7oGWNUaum1dCUz/Udsmfc7lh1+Si1gug3lp7HiTy5DoelyZmQsm5Raq7uxj42A+y9IO7USUsk5K07wdHZLpIbN08qPd964+JpRLMpBKkqyKVG7QVwQ204zlNVf9FXGgyTeUsSX0VqgWdRnkJkyLuxVFu3I9g37l7uKUUESdExA6KWFcwOjHlR7CHcqI9fSH3gEAdNK0wct3cb25N/ahgXekWLeSRqbf2I9cLoDxLe15e5DpqGpnJOatQIjJSffT3/4iJoeM0Daxm40//W1o3rivZmpQTQHX1oMKRkq2hEhGZfheUUmHgL4DVQAK4Anxca33mbr+7edNq/bdf/a0qSeUGz24w9dBOZZ4Iaa1JuiliyTjxVILZVJzZZJxYyv/Z359NxkmkEyTTKVJumqSbmrOfclO3OZb2fzb3pe5wn5vXod1SFrayUEphKQvLsrAy+8rft/L2b3NcKYXtH3dsm6AdIOgECdgBgk7A/9nf5u0Hbr7vNtuAP/ooHAhRE4xQEwxTE4wQCYTkYoBwd7wUyosbwfbiKG8W5SWAuc2CbGURcYJE/Ii1UNno5AxMnIaJUzB+CsZPmm1qJveg2u48ufZFu2EpypJoSElRji/WjX69dfX/eWjXNXIdi0I8Jl3ChZKgPY/zX/8Gh3/7D4hfu86S3U+z9sf/JTWdHaVZkKR93zci0++CL9NPaq2f83/+N8D3aK3fd7ff3bBxlf67r/5WsZdYZCy8QDNuoM2MtioCGcmNpxIk0kniqQTxdJLEHbZzHpeR4jw5vmU/79iDjBtzLCOpAdvJSmggK5xO9r7gHe7L/92Af3LiaY2nPf/m73tmX2sPV+fte+ZxGo3reWj/Plfn9j3PI+XlCX06J/z525S/TXsPN3O4JhCeI9hZ0c78fMv9EWrz9jPHm2saaIzUY8tYpYWDl8gT7ESeZGscZRNxgtQ6IZlhXUWYWcFXfMH25XriJEyeBe1/FllBaOzNi2L7qeKRVslcKBV2bU6sndpSr2Ze0G7apIPPxiAWRafurYxFEApBOhbj+B//OSe/8Jcoy2LVP/8BVv3TD2OHQyVZj6R93zsVJdNKqcXAzwJbgY1ABOjTWo/c5rFLgF8H3g8o4O+Bn9Ran3uI198K/C+tde/dHlvRMq0cvx661Vytvk+01py6dpa9Z97hzbOHmJydvkmUk8TTCRKpJIl0Ev2AI3kcyyYSCBMJhs02EMrtB/2fA5mf5+7XBMKE847X+L8X9n8nI8TVGIV1PZeUmyaRTt5WtvMlPJ72o/bJOLHkLLOp3L65xYn62/xjseQsSffuJyIKRVNNAy01jTTXNtJS00hLbZO/baTZ32aONdU0yEzjakNrI9c6kU0Tj1getRZEHGlcVq1oNwmTI3Mle/wUzF7LPSjUNFeum1dC03KUU5yLu8IdWIBRawCdTBipjkWNYFdRsEgoX6IXRzn0m7/LpRdeJNLVyfqf+DiLnnpPSS4sStr3vVFpMv0e4C+BtwAbeIbbyLRSqgY4gEnN/o+YAaq/BNQAG7TW0Qd8/T8GJrTWP3G3x1aiTGsrjBtow3Oa4T4l8ur0GK+eeYe9Z97h1TPvcG3mBgBLmrvpbGgj7AQJBcy4nJATJJzZD4QI3eaY2QYJO6HsNhwIEsrbSvSqvEm5aV++Z7NCHvWFO5qIMTE7zVh0ghvRScZjk9yITTIenWQsOsHk7PRtL7IoFA2RuqxsZyQ7K901jSxq7mJlRy+1Qfnwr2i0xtYJ6m1FnQ0h5YI7C34kW6hOdHwiL03cj2JPnIa0301eWdCwNJci3rzS3KTh2fyxEKPWnmei1rEZiVoL88K1t97h4Od+i8mTp2ndvIGNP/3jNK1eNf8LkbTvu1JpMm1pbXJ1lVL/AvhDbi/TPwH8GrBaa33KP9YHnAR+Rmv9a/6xt4Gld3i5zVrr83nP+SngQ8BTWuvY3dZaSTKtrQhusAvPabjn34kl47xx9mBWoE9eHQGgKdLA9uWb2Ll8MzuXb2ZRU1eRVi1UM67nMjE7zY3oBOOxScaik9n9jHyPRSeyAj4xO31LGv/ipi5Wdfaysr2XlZ29rOropbd1sVyEqVBCdoCGYIQ6J4ylE+DFwY2DN+tv44hkVydaezB9EcZP5NVin5zbUTxQmxPrbDR7BSqwMGSvZEjUWqLWQtHQrsvw3/wdR3/3v5OcnKL3uz7I4Mf/BeGW5nlfi0n77kbZkh14MxUl03Ne6N1l+ptAWGv9+E3HXwTQWj95n6/1CeDDwNNa64l7+Z2KkGkVJB3swgvc/U3pei6HL5305flt9p8fIuWlCdoBHlm6lp3LH2Hnis0MdK2oytRoobxxPZep+Axj0QnOjl3ixNVhTl49y4mrw4xcv5Bt/hawHJa3L2Flh5HrlR29rOrso7uhXaJaFYKlFLWBMI3BGkL5Tcu0NlHrrFyLZFc7OhU1UetMmviNEyaqncpLPqtbBC2rcmnizSuhfhFKvqeKw0KPWkej6LRErYXCkpye5th//2NO/+VfY4fDDPyLf86Kf/w98z6fWtK+b0+1yvRl4G+01v/ypuO/A3y/1rr9Pl7np4B/ghHp8bs89keBHwVYtKhjy6v7/uReX2Z+UQ5uoAM30HbH8VZaa86Nj2bled/wAabipiPrQNcKdizfzM7lj7Bl6VrCgdI0RxCEeyGZTnLm+gVOXh3hxNURI9pXRhidytVm1oVq5gh2RrKbIvUlXLlwN0J2gPpAhLpgGPtOcpQv2ekouDHwYrnmV0JVYRqejeai15lI9tQ5shdVnHCeXK+C1tXQtBIVkBPEgpIftQ40gloYEa1s1Do6g47PStRaKBjTI2c5+Ov/jSt791G3dDHr/92/oevx7fMbDJC071uoVplOAr+mtf7kTcd/Cfik1vqe8pD8hmfngTPAtH84fS//w8ozMm2ZxmLBjtt+qY3Hptg3vJ+9vkBfnLgCQHdDuy/Pm9m+fDOttU3zvXBBKDjT8WhWsLPbK8NMxnNjfDrqW7OCvbqzj42LB1jW0iNR7DJDoagLhKkPRog4wXv7JTduxDpzE8GuanQ6DhNnbk0VT06ZBygLGpZBy2poWeNvV6NC917+JLwbykStA41Gru2FceFCe54R69moRK2FgnH5ldc4+Gu/zcy583TueIz1/+5f09DXO69rUC2tWC33HJusaqpZpj+ntf7UTcf/E/Cz9yrTD0N5ybTCc5pJB7vAmpsScvraOZ47+jIvHH+No6On0GjqQjVs692YFeje1sUiD8KCQGvN1emxvCj2CCeuDHP62rlsd/LmmkY2Ll7DpsUDbFy8hvWLVkuzszIiYDk0BCPUByLY1n2m8mYFO5qTbO5/pJ5QGWTHdt04BjeO+9sTELuSe1BtN7Tm5JqWNRBpk+/Eh0UFIZBXa71A0u51KgWJuIleJ+KQTEgzM+GB8FIpTv/V/+HYH/4x6dlZln//dzPwsR8k2DB/GXWqqQWrrUTzsMuIapXpK8CXCpHm/aCUi0x7dgNusAvtXwXWWnPy6gjPHd3Dc0Mvc/qamRS2afEAu1ZsYeeKR1i/aLWMHxKEPFzP5fT18+w/P8SBC0McuHCM09fNe8dSFqs6enOCvWSA3pZFcrJdBpja6ggR5yFKUdz4XLkWwa56dHw8J9djx83+dN5UzXDLLRFsqcN+GBQ49b5YN4K9sErHtOuCL9c6kTCCnUxIerhwT8RvjHP09/4HI1/6W4INDQx+/Efo/a4PYjnz0wxQNTRidXTPy2uVK9Uq0y8AQa31rpuOf9tf4301ILvPdT0LPLust/tjL+/5fLFe5q5oq4Z0qAdt16K1ZujyaZ73BXpk7CIKxdZl69g9+ARPr9lJZ0NbydYqCJXI5Ow0By8e58CFIfZfGOLgheNMJ0zjo8ZI/Zzo9YZFq6kLLYxmPOWIY9nUByLUByMEHvZCodZ+J/HY3Ci2NDmranQqCjdO5kWxj5vmZ5nSgEBtXvR6NbSuhcZeuaj2IFjhvA7h9Xfs7VLNaK0hmZwTxdaJOHhyIU+4PRPHT3Lw136b62/vp6F/ORt+6sfpePSReXltVd9gOn0vwPcqVK9M/yTwq8AqrfUZ/1gvZjTWJ7XWnyv2+koVmdZWGDfYiWs3cmT0JF8/8jLPD+3h/PgolrJ4rHcDuwef4Kk1O2ivk+YBglAoPO1xxo9e7/cFO5P5oVCs7FjGxsUDbFo8wKYlA/S2LpLO9yUg4gSpD0SoDYSxCvXFrz1frGcgPWMEW6cL89xC2aLdpBHqjFyPHTM12W7CPCDcAp1boGsLdD4CjX0L9mTzwbGMWGdqra357V5cbtySJp5ISB22kEVrzaUXXuTQb/wusdHL9LzvSTb9zE8Sbi3++b6qrUN19qDut7yqCqg4mVZKfZ+/+xTwY8C/Aq4B17TWL/qPqQUOALPAf8SEDH4RqAc2aK1nbn7eQjPvMq0CJANt7L9yneeHXuG5oy9zafIqjmWzvW8Tzwzu4qnVO2iR5mGCMG9MxWc4dPG4SQ+/eIwDF45lu+I3huvYsHgNGxcPsK13IxsWryZoL+wTxfkkM2KrPnAfTcvuBzc+V669eOFfQyg7tOfC1Fm4dhCuvAWX387VYIdbjFR3boGuR6Bxucj1/WLX5I3eqiv1asqCbJp4KolOJiFlbjqVklTxBYobT3DiC3/B8c9/AacmwuZP/TSL3le0pNwsKlKD6l684IS6EmX6Ti/wotb6PXmPWwr8OvB+QAHfBH7y5ih2sZgvmfY0vHF1iq+dPMw3hl7h8tR1ApbDzhWPsHtwF+9dvUPG+whCmeBpj+HrF9jv113vvzDEqatn0WhqAmG2LFvPzuWb2LF8Mys7eiVyPU8UNA38TnjpuXLtRpHU8OpHaw0zF+HyW75cv5Un1815cr1F5Pp+UQ4EmiHQImJ9G7TWkE6ZdPFUEp1K+vspiWYvEKZOD/PmL/wyE0PHWbL7aTb+zE8WvUGZCodR3UtQ9sLpvVRxMl0pFFOmXc/jjYsjfO3UCZ47cYBrMzcI2gGe6N/KM4O7eO+q7dSHpT5TECqBydlpXh85yGvD+3n1zDsMj10AoKWmke3LN7G9bxM7l29mUVNXiVe6MChKGvjt0Don1ekZI9qSGl71GLm+lBPry2/m5DrUZOS6a4sR7Kbl0tTsXlFBI9bBFhO9Ft4V7Xm5CHZ+NDuZlLrsKsNLpzn++S9w7H/8CaGWZh75D/+erse3F/U1VSiE6lmCsuenCVqpEZkuMMVqQKa15o2Lw3x5aD/PnzrKWGyasBPiO1Y+yjODu3jPyseoDckXiCBUOpenrvHamf3sHX6H187s59rMDQCWNnezvc9Erbf1baS5prHEK61uLKWode5zdvXD4iaMVGci2JIaXvXMkesrbxu5jl42d4Ya8yLXW0Wu7xUrZKLVgRaww6VeTcWh3XReNDtlotuuC24anU6bfaHiGB86zpuf+SzTwyP0fvezrP+Jf0WgtnjeoIJBE6EOVH/5msh0kShUZHpiNsb/OfoWXzy4j9M3rlETCPPkqm3sHtzFE/2PUhOULwpBqFa01py+fo7Xzuzn1eF3eH3kIDOJGArFmq7l7Fi+mR19m9iybB2RgHwWFIt5SQO/HV4K0tOQnjJbnZy/1xZKhp65lEsLv/K2kW3IyXXXY9DzGNQvlbTwu2FFTLTaaV5wI7eKhUkfT4Obzm51dt/1j7vmmDhBWeEmEhz9/T/i5Bf+kpruLrZ+5lO0PbKxaK+nnABq0RJUYJ4uSJcIkeki8TAyrbXmndFzfPHgPv7u+AES6TSbFq3kH2/9ELvXPiEnzYKwQEl7LocvncjK9Tvnh0i5KQJ2gE2L1xi5Xr6ZdT2rZFZ8kZi3NPDb4cZzcu1O58YyCVWNnrnkR63fgstv5CLXNZ3Q/Rh0b4PuR1GR1tIutNyxa/2IdfOC7wo+X2hfrDPinZVuzzXp5J4HaNMACG1+1qC1Z0Q8cxMKyvX9B3nr53+Z6KVR+j/yfaz9+Meww8W52KQcx0SoQ9V7MUtkukg8iExPJ+L8zdA7fPHgPo5dG6UuGOJDax/n+x/9HtZ09xdppYIgVCqzqThvnzvC3jPv8NrwfoZGT6PR1IVqeKx3AzuXP8IT/VtZ2tJT6qVWHbk08DBhO1iaCKEby0Wt0zOA1DpWO1prmL4Ao/tg9HWTFp6cMnc2r/Tl+jHo2IwKSOnXHbHr/eZlzWAtjLrOSkZrfat458u2NhJuZFz70XJf4vO22nWlJtwnHYtx6Dd/j+H//TfU9y1jy2c+RcvageK8mG1j9SxBhaozGCgyXSTuR6YPXbnAnx94jb89doBYKsnajh4+svkpPrDpWWrDDUVeqSAI1cJ4bJJ9wwd4bXg/e8+8w/nxUQCWtvTwxIqt7Orfwra+jZLdUmAsZVHrhKgNhIg4ofmPWIN/AjmTF7mOId3Cqx/tuWbG9ejr5nZ1P3hJI4jtG3Jy3TqIEmm8DQqcej9i3QRKMnqqHe15RrA9N5ea7rm5evCsgC+MVPUrr73BW7/4X0iM3WD1D/4T1vzIP8MqRp2zZWF1L0ZFqu8in8h0gbnXBmSxVJKvDO3niwf3cejKBSJOgGfXbOLDm97DwLLt4Eg3bkEQHo6zNy6x59SbvHzqTV4fOcBsKkHQDrB12Xqe6N/Crv6trGiTustColDUBELUOiFqAiHsUjWM0q6JVmci195sadYhzCs6HYerB/yo9eswdgzQEKg1jcwyaeGNvfK+vwXLzK8OtphZ1tLsTcCf4+25kE6hp6bQ0Sk/Ol49JKenOfirv8m5rz5P4+qVbP35T9PYv7zwL2QprK7FqJrqchyR6SJxp8j0sWujfPHAPr409DYzyQSr2rr4gQ3b+EdrtxGp78MLNJdgtYIgVDuJdJK3zh1mz6m3eOnUG5y+dg6A7sYOnlhhxHrH8k3UharrS67URJwgtU6Y2kCotHXsmWZm7rQv14nSrUWYN3R8Aq68mYtcT5vRe0Tac1Hr7sdQNe2lXWjZYZlIdaDFCLZceBB8tJuG6Sn05Ljpdl5FXPzWS+z/5c+Rmoky+GM/zMp/8o8LPy9aKazOblRd9WTeikwXiXyZjqdSfPXEQf78wGu8M3qOoO3wnas38JEN29jS04cX6sQNtMtVUEEQ5o1Lk1fZc+ot9px+k72n3yGajOFYNpuXDPJE/1Z29W9lTedyiV4VkLAdoDYQptYJESj1/E0v6c+3npYxXAsIPX0xJ9aXX4fEpLmjcTn0bIdFO6FzM0o6X+dQtl9f3WJSwgXBR0dn0FMT6OhMqZdSMOI3xtn/y5/j0rdfpmXDOrb+/KeoW7K4sC+iFFZ7F6qhOkZ8ikwXiQ0bV+nf/NOf44sH9/HXR99iMj5LX3MbH9mwje9Zu4XmSC2e00I62CVdJQVBKCkpN83+C0PZlPChy6cBaKtrNmK9Yis7VzxCU0ROJAtF0HKoDYSoDYQJ2WXwHeCl8mquZyQtfAGgtQc3TvhyvQ+uvGMustghM9d60U5Y9DiqvsAn0pWMCuQalzl1pV6NUCboVBI9OYGenqyKOdxaa85/7Rsc+K+/gZdOs+7f/hjLv/e7UFZhg35WeyeqsfIzckWmi0T9kmad+P5lBCyb9/ev5Qc2bmf7EhPl0VYN6dAitF19RfiCIFQ+V6fH2Hv6bV4+/SavnH6bydlpLGWxftEqnlixlSdXPcba7pUStS4QjmVnU8EjTpnM4/TSeXItNdcLAZ2Om+7gF/fCpVdh+ry5o36JEeueHdC1FeVIA0MAVNDUVweaQc7nBPzmZjPTJgU8UfnZPrErV3n7l36Fq6+9QcdjW3jk5z5JTVdHQV9DtbZjNVf2WD+R6SIR6qnXn/jtf833rdtKW60fzVFB0sEuqYsWBKFicD2XQ5dO+FHrtzh08TgaTU9jB88M7GL32ifYsGg1lpSpFARbWdQGwtQ4RqxL0hn8dmQbmvl11+4s0i28utFT5+HSXiPXl98ENwFWEDof8aPWO6Fhx+CmYAAAIABJREFUmVxUA7DCuVRwWy42CKDjsyZaPTNV0R3BtdYM//WXOfQbv4tl22z4xI+z9Dt3F/R9r5pbsVort2+DyHSByXbzXtb9sZdfyXTztnCDHVIXLQhCxTMem+TFE6/z3NAeXjn9Nik3RVdDG+8f2MXuwV1sXjIoYl1AwnaAiBMk4oQI24HyEZeMXGei1zKKq6rRbsKkgV/cawR7csTcUddjItaLdkLXozLbGsCK+BHrFnPxQVjQaDeNnpqEyQl0unIbls1cuMhbv/DLjO0/RPeTu9jycz9LsLFwTcRUYxNWe1fBnm8+EZkuEpkGZJ7T7NdFyweqIAjVxXQ8yrdOvMbzR/fw8qk3Sbop2utaeP/A4+we3MWWpeuwS9nBuspQKMKOkesaJ1QetdYZtAdu1Eh1Zisdw6sWPXPJiPXFvXD5DUjPmtnWHZtzct20onwu/pQKu9afYd0s/XEE9My0aVgWi5Z6KQ+Edl1OffF/ceR3/pBIZwc7PvdZGpb3Fuz5VX0jVmd3wZ5vvhCZLhIbNq7RX/rWV6UuWhCEBUE0EePbJ1/n+aN7eOnkG8TTCVprm3h6jRHrR3s3lHY0VBViKUXEDhL25TpY6g7hN6PduXItgl2VaDcFV/fnUsInTANDajpzYt39GCq4wBt22fW5Gmsln4ULGZ1KoifGTcMyzyv1cu6bsYOHee3f/xxuIs5j/+kzdD2+vWDPrVrasFraCvZ884HIdJFYv3mj/tK3nyv1MgRBEOadWDLOy6fe4Lmje3jxxD5iqThNkQaeXrOT3YO72Na3qfSjoaoQW1l+SrhJCw+U48ULL+1LdQzSvmTrZKlXJRQQHb0Ml16Di6+YTuGpqJHHzs2w6HFYtAsaexdw1FqB02jE2mmU8r8FjGlYNoWeuIFOVtbnYOzyVV79xKeZPHGKdT/+L1n5Tz9csPe01b0YVVs5F99EpouEyLQgCALMpuLsOfUWzw/t4VvH9xFNxmgM1/G+NTt4ZmAXO5dvJlguHayrDMeyjVjbJnJtF3isScHw0nOj124UdOXWFgo5tJeGqweMWF98JRe1ruvxxfrxhd0hXNngNOVmWC/YCwyCnplGT4yh45XTBTw9O8tb/89/5uLff5ul3/kMmz/9CexQAWbUWxbWkl5UoDLODUSmi4TItCAIwlwS6SR7T7/N14++zLeOv8Z0Ikp9qJb3rt7O7sFdPL5iCyER66IRtBwijkkLD9mB8oxcZ/BSt6aIi2BXPHrmMlx6BS7s8Wut4/5c6y1ZuV6wc62V49dXt4BTW+rVCCVCz8ZMpDo6U+ql3BNaa479jz9h6Pf/iJb1g2z7lV8i0vbwo65UKIRatKzgs62Lgch0kRCZFgRBuDPJdJJXh/fz/NE9fPPYXibjM9QGa3j/wE4+tOEpHuvdIM3LioytLMJ2gJATMFu7jEZx3Y6sYOfdJEW8Ysl1CPflOjPXumGZEevFu6BjM6qcGu3NF1YoJ9YyamtBohMJE6mema6I0VoXX3iRNz/zWQIN9ez41f9E88Dqh35OVVeP1bWoAKsrLiLTBSYzGmtpX+/HXnjn1VIvRxAEoexJuWleHznAVw+/yPNDe5hJxOisb+OD69/Dhza8j9Wdy0u9xAVD0HLy5DpQXh3Db0d+DbY0Oato9NQ5X6xfgStvmYsnTg10P+bL9eOomo5SL3P+sWvyOoJL5s5CQ6dSRqqnJ8Erb8eaOH6SVz/xH0iOT7DlM59k8fvf99DPabV1oJpaCrC64iEyXSQkMi0IgnD/xFMJvnViH185+E1ePvUmac9ldWcfz65/H/9w/XvpbKisLp+VjqVUVqozgl32XdmzXcTzBbty6hAF0KlZkwZ+cY+R69gVc0fzqlytdfs6lLXAGhnadRBslY7gCxDtptGT4+iJ8bLuAB6/Mc6+n/k5xg4cYs2P/DMGfvSHHi5VWymsnsWoSPmWPohMFwmRaUEQhIfjRnSCrx15ia8ceoEDF46hUGzr28iHNryPZwZ2URuS0YOlwLHsrFxnBLvsOzNr7w6CLecs5Y7W2jQuyzQxu3rAXDAJNsKy90HfB6BzM2pBdcVW4DT4Eesm6Qi+gNCeB1MTZrRWujz7SLjJJPv/y69z9stfpec9T7D1Fz6NU/MQ39e2jbW4FxUoz0wpkekiITItCIJQOEbGLvKVgy/wlUMvcH58lLAT4qk1O3h2w/vYufwRGbVVYkJ2gKDtELQcApZD0LLL/88kK9hRSM9IF/EKQSenYXQfnP0WXHjRNDGr6YS+Z4xYN68q/4s7BcUyYm2HTa21FfZvZf7+Ex4KrTVMT5kU8DIcq6W15vQX/xcHf+N3aFzRx47PfZaa7q4Hfj4VCqMWLS3LhmQi00VCZFoQBKHwaK3Zf2GILx98ga8deZHJ2Wlaahr54Lr38KGNT7G2e+UCO5Eub4KWQ8D25dpyCPiSbZdrJM1L5sQ600lcotdli07NGqEefg4u7jUR68Y+6NsNfR9YuJ3BwaSBW3mCnS/b5fr+Ex6Ich6rdeXV13n907+AFXDY9iu/SNumDQ/8XKq+Eauzu4CrKwwi00VCZFoQBKG4JN0UL598k68c+ibfOr6PpJuir3UxH9rwFM9ueC+Lmh78KrhQXGxlEbSdrGBnpLvsxnXlR68zEWyJXpclOj4B575pxPrK2+Zg2zoTre59GhWRfgtZVOBWwbZC5iYXIysWPRs16d9lNlZreuQcr/70p4heuszmT/4Uvd/1wQd+rnJsSCYyXSREpgVBEOaPqfgMzx19mS8ffIE3zx4CYMvStXxow1PsHnyCxkh9iVco3AsKlY1e50ezbWVhWVZ5RLS9pC/WUXBnJHpdhujoZRh+Hoa/DuMnTCS261Ej1kvfiwrWlXqJZYrKSXVWsAO+fPtbke2ypxzHaiWnpnn90z/P1X1vsuLD38f6n/g4lvMApQhKYfUsQUXKp2eKyHSREJkWBEEoDRcnrvC3h77Flw9+kzPXzxOwAzzRv4VnBnbx3tXbaQjLiXQlYykj1bZSWcm2sLAt5R+3sJTKe5xV3NR/rfOi1zNGsmX+ddmgJ86YaPXw12HmohkvteQJI9aLdqLsUKmXWFko25fqgKnLzor2bfZFvEuKTibQN64bqS4DvHSaw7/5e5z64l/Rsf1RHvvsZwjW3/+FbuU4qMW9qAeR8SIgMl0kRKYFQRBKi9aao5dP8ZWDL/Dc0Ze5PHWdgOWwY8Vmdg88wfvW7KBJItYLAoXCtm4n2gpb2dn7bGVl9x8KLwnp6dxN5LrkaK3h+hEj1SPPQ/wGBOryOoJvQZVbmUGlo5xbJTsb4XZ8Mb/pJhQcnYgbqS6T9O+Rv/k73vnPv0ZtTzc7PvdZ6nuX3vdzqHAYtWhZWfRIEZkuMEqpZ4Fnl/b1fuyFd14t9XIEQRAEwNMehy6e4PmjL/Pc0B4uTlzBsWwe693I7sFdPLVmJ621TaVeplBG2MrCsWwspXCUjaUsnNtI9z1Fvt0EuPlyLXXXpUR7abj8polYn3sBUlGItEKv3xG8dbAsTtIXJMoGbiPZc4Tb9ruV3+7+MigFKVP0bAx94xp6drbUS+H6OwfY97P/N14qzWO//PN0bn/0vp9DNTZhtZe+N4rIdJGQyLQgCEJ5orXm6OgpnvPF+tyNS1jK4tFl63lmcBdPr9lJR31rqZcpVBBWJsKtFLZf4z036m2i4UbKFcpL+GI9ZVLDdbrU/wkLFp2Om/nVw1+HC3vAS0HdIiPWve+HZpkQUFkoc1OWL96WL9j+Nn//3Y7d9r7Mc6ub9isLHYuix66hE6Xt/h0bvcyrP/1pJk8Ps+En/hUrPvJ99/1eszq6UA2lvRAuMl0kRKYFQRDKH601J64O89zRPTx39GXOXD+PQvHI0rU8M7CL9w88Tndje6mXKVQZc9LMLRvbi+N4UWw3iqNnsfCwsHxJL3LNt5BFJ6fh7Asw8g24/IYZtdWwLCvWqml5qZcolCUqt80X7duKd/4N/5h1m60v71mJv/nYPfzOXaL0embKpH+XcE51Ohbjzc98lkvffpllH/pONv3sv8MOBu/9CZTCWrQUFY4Ub5F3XYLIdFEQmRYEQag8Tl07y3NH9/D80Zc5cXUEgI2L17B74AmeGXxcxm0JxUdrlDeL5c5guTMoN4qlNBY2tjIiblkWNibabSlTDy7yXVh0fNykgI98Ay6/BWhoWmGi1b3PoBruv85TEOaffCG/dV9rYCaGnphEuy7gC3hG0FG+92ekPe9CwB2nGOQdn+OFt9/XrsfQH/1/HPuf/5uORzew4z//DHYocOtjb+uY2jQk6+lG2Xbe895uDXfavstj8o57WuNqF097eNoj7bl4WtPU8bjIdDFYSDJtKYXK+1JXgFIKy78K53ouSc/85RMEQagUhscu8I2je3huaA9HR08BsK5nJc8M7OKZwSdY1tJT4hUKCwKtUV5sjlzfbRSXpfwO5wosy6SfWygsZWNbykg3lomQW1Jjejf07HU4+00j1lf3m4Mtq3NiXSefBUJlo7WG6Rm8iUlwS3O+PvK1vbz9X/+UzkcH2f6LP4YdDNz9l3xUJIzqbL/vC4mu9vA8DxeNpz1cT+Np1/zseeZ+rXG1h77D5+7SxR8QmS4GlSLTllKE7ABBK4CljAQbMTZybPZNJ9SMICs1d/9ecbVHyk2T8lxSXpqk52Z/vtNfUEEQhHLg/Pgozx/dw/NDezh48TgAazqX89SaHWzv28yGxasJ2vf+xS8ID4z2TLTancFyp1HewzcTMvKtct/5SqEyxzLnAP65gfIvmlvKQikwj8KkWz7AuUGloaOX4ezfG7G+fsQcbFtrxHrZ+1G1naVdoCA8BNrz0FPT6Mlp8OZfqof/bg/v/OoX6Nq+nm2/8KP3J9QN9VitzXmC7ItwRoox+949CPL9IDJdJMpVpkN2gLAdIOTfgnZ5zGhLeS5pL03SNaKd8lySXpq055Z6aYIgCHO4OHGFbwy9wvNDe9h/fgiNJuyEeGTpWrb3bWRb3yYGu/txZMyOMB/odDZqbaVnQCdKvSJgrqArlctiU750g8LyH4cv8dnjmceSkfbM75QXevoinP2GEesb5iIbHZt8sX4KFWkr7QIF4QHRnoeemEJPT4M3v2535ssvsf/X/5zuxzey7TMfwwo46IwIo9Fa42oTQfYALyPIQLqlAa92fuunRaaLRDnIdMBysuIcdgIELafirhZrrbOR7IxgZ6LZrqSNC4JQYiZnp3nj7CH2De9n38hBTvp11nWhGrYuW8+23o1s69vI6s4+XxoEoch4yZxcuzNVNYYrJ9nWrfKdyazjVkHP3aeyEfSHniV+E3rqrJHqkW/AxGlTm9r5iBHrpU+hwjJ6T6g8dNpFT06ip6N3qFl+qGfH1Rk5nhstPvs3L3Piv/01bY+vY/UnfwDse3y/KoXb2Qb3EdF+WESmi8R8y7Rj2YQsh5BjIs9BO1DwL4pyw9OatOeam/a3nkdau36kW6LagiDML9dnxnl95CCvjxzgteEDnL1xEYCmSAOP9W7gsd4NbO/bxPK2JRV3cVOoTJQ7i+VGUe40lhsF5Lsxw5wStmyKey4SnhFwS+Vu5vFWNmqeOZaPnjjji/XzMHXWjGjqehR6n4YlT6LCzaX5DxaEB0SnUiZSPRO9+2Pzosie9muRtYfW+NtcjfK7celLexj+g7+lddd6Vv/sh/0GY/eA4xihvlcBf0hEpotEMWU6U+ecn64t6YS3Jyfb3m33JbotCEIxuTx1jX3DB9jny/Xo5FUA2uqas1Hr7X2bWNzUJXItFJ8HaGYm3J18KbduEnFn8hTB898mcO4FrOgoWlno9g14S96DXvwkqr6nKJFyQSg0rvZIJxK4N8bR0Vi2JjknzBrtHysUF//6JUb++1dpe3Ijqz7xf92zUOtwCK+jtWDreDdEpotEoWU6bAeoDYSpcUJlU+dcDehMdFubqHYmop300qS8dEE/EARBWNhorbkwcZnXhvdnBfv6zDgA3Y0dpt7aF+yuBpltLcwD2WZm034zs3ipV1S9aE1g8gyRS68QubSXwNQIAMmmfmZ7Hme2ZydewzIsZTM3Rd26bZR8TsPYvPT1am8AJxSeTMOutD/yyc3eNJ7n4t6uWddsAnt8EtLpoq/vwl99m7Of/zrt793Myp/6ftQ9Rpy9hjp0U0ORVycyXXCUUs8Czy7t6/3YC++8+lDPFbID1AXC1AbCBCTyXBLSnkvSTftybWq3E25axnwJgvDQaK05c/08rw3v5/WRg+wbOcDk7DQAS1t6WN+zisHufga6VjDQ3U9TpL7EKxaqHi/li7XpFI4u/onyQsWZuUj40l4il14hdOMYAKm6Rb5YP06qeaU/E/jBuLcGcHn7N9WX3zzFpRwbwAnvTn5X60xH67tK8v2gNWo6ijU5A0U+Lz7/Fy9w7k+ep+PpLfT/5Pei7nGkn9fWjK4pbkMykeki8aCR6aDlUBcMU+eECUgEumxxPS8bvc6XbanTFgThQfG0x/Erw+wbPsCb5w5zdPRUNi0cYFFTJwNdKxjs7s/e2utaSrhiodpRrp8Snp5CeTEkJbw4WLPXiVx6lcjoXkLXDqK0SzrcRrxnB7M9j5NoWw9lElSx8mU7T9Qhl+6eGZ+WP1INIDdWLa/23E9xF1m/PZnGXFprPLxsJ2udJ8KZNOtsyvU91CMXdpEu1vgUKvbwY/rejXN/9vec/7O/p3P3o6z48e++N6FWCrerHQLFcyqR6SJxPzIdsBzqAmHqAmFJ4a5w8mdpJ/NEWyRbEIQHYTw2ydHR0xwdPcXQZbPNNDUDU3s92N3PYFc/A90rWNvdT09jp6R5CoVHu9mIdTmN4Ko2VHKayOg+Ipf2Err6FpabwA3WE+/azmzPTuKdj4AdKvUyi4KJpmc6tVu5xm/k7WeOk9sv188702wrI8La/JOtMdZZEdbZrtYlFOJCEE9ijU+iUsWZIKC15tyffoMLf/ECnf9gGyv+zT+6tz97x8HtaoN7jGbfLyLTReJuMu1YNvV+CnfInr/27UJp8LTORrETbpqklyLppqUBmiAI981MIsqxy8McHT3F0cunODp6ijPXzmU/TxrDdQx09zOYF8Ve1rpIRnMJhcVLZMXacmeQLuGFR6XjhK68SeTSXiKX92Glonh2mHjXVmZ7Hife9Rg6UFvqZZacm4U7h4mEkxcp9/+dez+ZYybSnn9U5T3e06D96LCZd2wyinLRYTCPKGwTropCa9RMDGtiuiip31przv7P57j4V9+m6x/uYPnHP3RPQl3M+mmR6SJxO5l2LJtaJ0x9UARaMJh08ZQv2H4k200/eP2KIAgLkngqwYmrIyaC7Uv28SsjpFwTIagJhFnTtZzB7n5WdvTR376UFe1LaZQ6bKEQZLqEp6f8RmbFTfdckHgpQtcOGrG+tBc7MY5WDon2jcx2byPdsIxU3SK88P/f3p3HN3LX9x9/fUa3ZPm2d73ZezcJBEIIBCgFSsIRWiCBQrkK9OQqBdrml18LvYBypP0VSltKD6DQKxwttCXQQgsEwtGkaYByhECyVzabtXd9W5Z1z+f3x3cky1p51/bKlrz+PB8PPWY0Mxp9d+cha976XgPQoTW1Zgup+Hgzc0h2oeWnVlWOfeiznPzkVxh5zhPY96pnnztQi1AZGYZw67tLWJheJ9UwHRKv1oQ7Ho62u1hmkygF4bo+ZJd8GwjGGLNypUqZw+PHuSeovf7+6CF+MHaEhdLiiM1DXf0cGNrNwaHdHBzaw4GhPRwY2k1fcv1HQDUXMC3jlesHMlufZp9blvpEp35QGxk8nB2t7fJDccpdF1FO73TLrosode2knN5ptdhm4xVLeFOzSLHY0tOqKkff/xlGP/V1djzvSez9xWeeM1BrKok/0NvScoCF6XXzyEddqbffeQeJ8IXZr8VsvGZNxW1kcWPMavjqc3LmNIfG7+fw+HEOTxzn0Gm3Xh+yB1K9QbjevSRs96dafyNiLnw2kNk6UiWUGyc8f4Jw5kHC8w8SmT9BeP5BQtlTCIv3CJVYbxCwd1KqC9vl1AiErMLHrB/X9HsO/Nbds6oqR/7iFsY+czsXveDJ7Pm5Hz9noK5sH4Joa1sHW5heJ1dddZXedddd7S6G2QIqvk++UqJQKQbL0tbtq2OMWRNffcbmJjg87sL1ofH7OTxxnMPjx5kvLDbT60v2uIA9uJuLhxfD9mCqr2MHATIdRitBX+uM1Vqvt0qRcHaM8PyDhOdPEMmcCNYfJFSYrh2meFRS24JabBe2y2kXtCvxwY4ZSdxscr6PN5tBMq37QU1VOfK+f2Xs3/+bnS+6ht0/c+1Zv4s0Hscfbu0sGK0O0zYUtTEbLOR5pLwYqchiK4hipUy+Gq7LJYrWRNwYcxaeeOzoGWZHzzBPOrh4T6CqnMoEITsI2ocnjvPv3/symUK2dlxPvIt9g7vY1T/C7r4Rdva55a7+EQvaZikJ4Yd78cOulYPVWq+jUJRy927K3bvP2CXF+VqwjgRhO5w5QWrie3iVxVYqiocf76USH6CSGAyWwSM+SCXRTyU+6JqQ2+fcnI3n4ff1QCrpptIqnP+MACLC/tc+B634nPj4l5BwiN0vfdryx+fzkC9AvHNbDlvNdMBqpk0nqahPsVIiXymRL7ulNQ83xqyVqjI+P1VrLn7o9P0cm3qQB6bHGJsdXzKIYjISZ2ffdnb1jbhHXeDe0TtM1AbkNFVWa91+qnj5qcWm4rkJ98hP4eUmCOUnCRUzZ7zMD8VqYdtPDCyG79r6AJV4P3j2eTeOLOTwpuegcv4zAajvc+iPP8npL3yD3S9/Orte8tTlj41G8LcPnfd7VlnNtDFbQEg8EuGY68Mf/BhXqpRrzcKrS2OMWQkRYTg9wHB6gB/d/6gl+4rlIg/OnOL49Cgnpsc4PjXKA9MnuX/qJF8//E3y5cXaCE88RnqGFoN23wi7+xeXXTEbMGlLsVrr9hPBTwxQSAxQGLqi+TGVAqHcJKH8VBC0J2uBO5SbIDp5D6H8JOKfeV9Riblabj/eRyWaxo92Lz5i3fjRNH60J9iWRsPxdf4Hm3bRZIJKPI7MZfDmspzP51s8j4O/8nzU9zn+959HwiF2vuDq5scWS0g2h6YSa36/9WRh2phNIhIKEwmFSeP+mPiqFBrCddm3eUONMasTDUfZN7iLfYO7zthXrdE+PjXKielRjk+P8sD0KMenRvniD/6LqYXZJcf3JrrZ1bedwa4++lO9DKR665Y9DKbc9t5kN2Hr13nB0VCSSihJJTpstdadJBSj0rWDSteO5Y9RxStmCOUnCOUmg1rtuvBdmCE8/yBeYRavvPz0SepFqcS6l4buIGj7ddsr1TAeSaORBIj9PdgUPEF7u6lUm37n8+d+zTIk5HHxr70Arfjc/+HPISGPi573Y83fdjZDJRnvyK4JFqaN2aQ8ERLhKIm6Kdyq82AXKxU3krhfpuRXLGQbY9akvkb7qj0PP2P/fCHLA9NjPDA9ygNTLmg/OHOKsbkJ7h49xFR2punfH0HoTXYvCdgDqZ5a8B5I9dGf6gnWe0lGE9aPe7NpVmtdniZUngG1cUE6jogLt7FuSj37z36sX8YrZvCKs25ZmMMrzhEquqXb5vZFZo8Ex2aWjFR+xilDcTSSxA8n0XACP5JCw0n8SLJumXD7q8cFS3dsAj+SBC/akYHrghMJ4w/3I9kc3vTsmkf9lpDHJTe+EK34HPvgvyOex47nPvHMA8tlZH4BTXde6ycL08ZcQEKeR8KLkWj4ZNdP0+VCdqU2N7YxxqxVVyzFQ7cf4KHbDzTdr6rM5eeZys4wkZ1hKjvDZG05y2R2mqnsDPeMHWIqO8tcfr7peWLhKP2pXrZ3DzLSM8RI9zAjPUPs6N3Gjp4hRnqGScdSFrg72GKt9Q68yhxeeQavPIs1Bd+EvDB+vA8/3rfy16iPlLIucAdBuxq8pZzDKy8gpYW6ZRYvO0OkvIBXWkDKC8gKxo5RCdWCt4ZiqBdFQxHUi0IoWvc8gtaeR8GL1I7TJcdVX1c9PuLOG46joTh+OO76lW/Rvz2aSlCJx/CmZ5GF3JrOIaEQl/z6i7nX9zn6/s8goRAj1z3+jOO82QyVVAI8b8Xn9tVnLDPH0ekJjk2Pc//M5JrKeDY2AFnABiAzW5GqUvYrLlxXa7KDkL2W6boEwRMhJB6eCF7Dcsn24NiK+uTKi1OFGWO2rmK5yNTCbBC43XJyfroWxk/NTTA6e5rRuQlKDX8vUtGkC9o9w+zoGWJHzzAjtccQw+kBIiGrQ+goWsYrzxAqTQd9rI1Zhir4RbwlgXsxeEupIZCXF5BK0T38Um2JH2yrlBC/bn+T/uIrLhoeGo6hoTgajuOHFteXBu/67Yv7/fpjQzEX2kOxxeAehP1OD+yykMObWnsttV8q88ObPsLUHd/nwOt+ku3PfJzboQpaAa2g6SSkE7Xn4pfBrzCTm2d0ZpzRuUnG5qY4lZlmPDPN+PwM+GXCQFiURMjj5t87YvNMrwcL08YstbTJeAVPWBqOEUJeNRS77edbK6RBP/B8bSTzIhUbxdwY08BXn8nsDCdnTrtwPTvO6OxpTs4Fy5nTzOTmlrzGE4/hdH8tXO/o2bYkfFvtdnuJn8crzRAqT4MW210cs9WoD345CNf1IdyFbuq3VwpIpYBXziOVPFLOu23Bc69cWLq9kl96rK6+650iQciOol6stk41fHvRuiAerQvkwXEoqAa1++r+veojtXUNtlcQ1eC5H7ymUre//jXBOWrLCvgVpFR0zbIJXqe+a+Jfe89gnbrXB+ta8rnjIzHG7g3xpJ/NMLy/4N6vhbw3YGG6lUTkOuC6gwcPvvK+++5rd3GMMQ1KfoV8uWijmBtjVmWhmGesGq6DwO2Wbn1sdpxSQ1eXZDQRBO1hRrqHasG7Grq3dQ/a1GAbQMrzhMrTeOUZOEs/W2M2Jb/UXSwiAAAgAElEQVRcF7yDkF0L49XQXlisWa8G+LNuL0L9vvpjG8KoIq6WW0KAoCIgHuCWKl5QC+6Wiuf2B8ctvt6rOz5Ut+6BL1BRd36qx4aCc1XPE1o8L+61ZRWmswW+8677Kc1X8F7Vy2SizGSxwGy5TFmFMlBWj654kr5kN32pYPyNrh6G0n30p7rxQhGQMOqF3PtKCDz3fiMPe62F6fVgNdPGbA5uFPOizcFtjDkvvvpMzE9zcvY0Y7PjS2q3x4L1xtHKBWGwqy8I2YNB3+3hWgDf3jNEf7LHardbRX3XDLw8g1TOnCvZGHMOqsGAf9XQKhvXXNz33Yjf2aVdOCrqc3JhniOZaY5mpjk6P8ORzDRHMtOcXMigwPbZMm//9ASn+6J8+qUPY09fP3u7etmX7mN/uo+LDhwglljbVFk2z7QxZktzo5gvnYO7WClTqJTIVYoUyiUbWM0Yc06u2bcbqZydD216TL5UYLQWrhdrucfmJrj31DFuu/d/lszDDW6wtO3dQ7Ua7e3dQ2zvHmRb92CwHKIn3mWBeyXEw4/040f6wS8SKs/glacRf+3T8RizpYiAbHxrGlVlOp/jaH6GoxOjHBt7kKNzUxzJzHBsfoZi3SwPXeEo+9O9XDW4g/3pPvZ19bI/3UffpaMkbvoob/tBhIOvf9rS88/n8NcYplvNwrQxZtOLhsJE6+bgrqhPvlwkU8qTLdlNlzFmbeKRGPsGdrJvYGfT/arKTC6zpN/26Nxi8P6vw99ifH7qjNYz8XCsLlw3Ww7Rl+zGk5WPWnvB86JUosNUosNIZYFQecqNBm7TbBnTNrlSkftnJjk6Pc6RqQmOTo9zbHqCI9PjzOYXR/eOeCF2p3vZ19XD1dv3uNCc7mNfupehWLL5j4tPGqZ8eJQT//hl0pfuYtu1i5XJkstDvgjx6Jmv22AWpo0xF5yQeKQicVKROBX1yZbyzJfy5Mo2qI0xpnVExPXZS3Zz2cjBpseU/QqT89OMzU0wNjfO2NwEp+YmguU4d93/XU5nJs+YjzsSirAtPdA0bG9LD9KTSJOKJUhFkyQisS1V062hJOVQEqIXBdNszeKV54DVD+xkjDk7X31GM7McmRrnyNQ4R6cngvA8zsnMzJJjt3d1s7dviGddegX7+gbZ1zfEvr5Bdvb0EfZCkCsQmpqByso+q7tffi2Ze09w+H3/Smr/CF0HL6rt82bm8LcPtvTfuhbWZzpgfaaNufCV/ArZUp5MMWdNwY0xHaM6OvliyF4M2/XPi8sMwCgIyWgiCNeJWsiuPk/WradiyYbl0mNTsSTRUGTzhXPVIFjPBfNXW7A2ZjUyhXwtJB+ZHufo1DhHpic4Nj1Bvrz4t6crGmNf3xD7+4eWBOa9fYOkorFzv9EyfamXU5qd53/f8F7E87jiT15HpDu1eKrBPjS5uubere4zbWE6YGHamK2lUCkxH9RYN9YIGWNMp3FNyucYnR3nVGaSTH6ebCFHtpgjW1ioLReKjdsWny8Xxht54pGMxklE4iSjCZLRePBINGxPkIjEauv1x7ljlr4mFo5uTEhXxatkXI11Zc6aghsTKPsVTsxON4Rm1yx7PLs4yJ8nws6efvb3DbG/f7AWnvf3DTGUSrfmc5wvEJpcWS115t4H+O6Nf0nPFQe47C0/h4SCLjDhMJWRoVUNqmZhep1YmDZm68qVC7X+1b79TTTGXKBKlXLz8F3IkS0ukC3kWCjmWCjlWSjmWSjmyNWvFxfXq8eUVjFdoSAkIjHikRiJaNwtIzESkTjxSHxx35L1+mPjTfdXa+WT0cSZ/cxVkco8ocqs9bE2W8Z8scCRqdMcmnSPak3z/TOTlOoqEPriSfYFIXlf36Bb7x9id88AsfAG9Ab2FW9mDpnPnvPQsc/dyeE//Wd2vuQp7Hn5tYun6OtB06mzvHIpG83bGGNarDo6uMa7WagL1sYYcyGJhML0JtL0JtItO2epUg4C92LYzjYN4TlypQL5UsEtywVyxXywLc/MwiwnS3nydcfkinmU1f3AmYjESEWTJGtN3BNLm8CHw3RFhK4wpCJhUtEYyUiUrmjsjPVUNOb6eRrToWZyCxyaPMWhanCeOs2hyVOMZhan9Yt4Ifb0DrCvf4inHrhsSU1zX2LlIXRdeILf3wPJOKGpWSgv/2PXtmc8hswPjnPio7eSvmQX/Y9zszB4c/NUUknw2tM1xcK0McYERMQGLjPGmFWIhMJEQl10x7tafm5VpVgp1QJ3LYwX69aDIF+tVc8Wc0uaui8U80wvzHBiejQI+m5b4wjry0mEI3TF4nRFY3RF46Sr67E46Wicrpjb3hWNBfvipKvrda8LeTYyu1kbVWU8m6kF5sOTp7lv6hSHJ08zsTBfOy4ejnCgf5jH7dzPgYFhDvZv4+DAMLt7+zv/R6F4jMr2IbzZOSTTvJZaRNj/S88he2SUe9/1ca74k9eR2DEIlQoyN4/2tu5HwtWwZt4Ba+ZtjFlOya8wX8oxX8zbwGXGGLPJqSr5cmFpAM9Nk8tNkMtNky3Oky0WmK898mQKebdeaHheXFn3oGqNd1ddAK/WfqfrasKr27uCR6phmYzELJhfoKqjZt836YLyYk3zaeYKi9NMpWNxDvYPc3BgmIMD2zjQP8zFA8Ps6O69MKbTyxfdiN/L1FLnT03x7Tf8GdHBbh7x7tcSikdBhMqOYQid+0cD6zO9TixMG2NWolApkSnmyJRy1r/aGGMuQFJZCAYvyyB+Hs7S1FxVWSgVg6DtAnamkDsjhGcKeTLFfC2MZ4vFYOkCe7ZYWNKX9WySkeiSkO0C+WI4T0aipIJjktEYqUiMVDRKMhIcH4mSjLpwn4hEO7/W8gKRKeQZm59lNDPDWGaWscwso5lZRufd+oNz0yyUFlvC9SdSXDywLahldsH54MAww60aAKyT+T7e5IybT7qJ6W/cy/d/98MMXf1ILr7xhYgI2pVyTcbPwfpMG2NMG8VCEWKJCP3xNNlSntniAoVVDMBjjDGms2koSSWUpMIIqI9Usnj+Al4li1SywGITcRGphdhtXd3n9b6FcvmMgF0N5fXbssUCmYZtD85N19YXSsUlUxmdSywcDgJ3rBbUXeBeDN/9iRTb0z2MpHsZSfewPd1L10qmQdoiMoUco5lZF5bn3NKF5ZkgQM8yXyyc8brBZBcj6V729g3yhD0Hg1pmV9vcn2xzf+Z28jz8oX5kdh5vNkPjD1p9j76E3S97Gsf//vOkH7Kbkesej8wvQDoFkY2NtxamjTFmDTwR0tEE6WjCaquNMeZCJR4aTlMh7WauVkX8HF5lAfGzeJUsaGt+UI2Fw8TCXQwkz7//edmvkCsVyRaLLoCXiiyUqmF8cX2hekypwEJwXDWsj83PBa8tMJvPnfEe6Vh8MVx39TBSC9u9wXoPiUj0vP8t7eSrz1RugVOZWU5n5zg1P+dqlYOAXF1vDMqCMJjqYiTdw76+IR6/+yAj6d66/6cehru6iYYsip2N9nRRiUWaTqG180XXkPnhAxx9/6dJHdhB92V78Gbm8If6N7SM1sw7YM28jTHny1e12mpjjNlq/CJeJYvnu5pr1zT8wlKslDk9P+eaJWdmguXi+tj8LJN1g2FV9caTQY12T0PwdutDqTSJSGTD+/qqKvPFPKfm52qP0/NzjM3PcTpbXZ9lPJuh7C8drE4QhlKuRnl73Q8J29M9jHT1MNLdy1AqbUG5lSoVvIlppLB0QNjyfI5v/8qf4RdLXPGnryfal6aybRBiy/+IY32m14mFaWNMK1lttTHGbFFacf2uawF7gfqm4ReqQrnE2PxcrU9wNWzXr0/nF5q+Nh6OkIxEF5eRxeeJSNQ96veFo8QjUZKRCPFwlGQkSiISqR0XDYWZzmVr4bg+MJ/KznEqM0uuSVP4dCzO9q5uhlPdDHd1s73L1SBv6+pmOJVmW1c3Q6luIisY6Mq0mCoyk8HLLP3RJnt0lO/c8Od0XbKTh7/zFZBM4G8bXPY0FqbXiYVpY8x6sNpqY4zZ4mpNw7NB/+sc6NaccjFXKtYC92hmlolshny55Pp5l0oslIvkS0UWSiVy5SK5UpFcqeSW5VLt+WrnH4+Fw2zr6mFbqpvhrnQtJA+nutmeXgzPyU3eLH0rkIU83uQM1E1vd/rWb3Hfuz7Ojuc9iX2veBb+YD+ajDd9vQ1AZowxm0hj3+q5Yo55q602xpitQ6Q2qBkMuW3qI34e0SLiF4JHHvGLwMpG9d6MEpEo+/oG2de3fM3hubj5x8ssNAvaZbetUC7Rn0jVapW7Y4kLfwTsLUKTcSqRQdfsu+QqKYafciXzPzzOyX/+KulLdzF4zaOoJGKwAdfcwrQxxmyQWCjCUCLCgI0EbowxW5t4aCiJkjxzn18KQnY+CNlFRF3gPts0XVuFiBALR4iFI/Ql2l0a0xaRMP62QbzpWSTrug7sfcWzmD90kvve8wmSe7YT7+5Cu5p8vlrsApjZ2xhjNpdqbfXOrgF2dg3QHU3i2S/mxhhjALwIGkrhRwaoxHZQTuyllLyUYupyismHUI7voxLdgR8ZQENdIJF2l9iYjecJ/kAvfl8PIHiRMJf+5ksJJaL84O1/j39yHPz1//HpggvTIvJFEfm2iPyviHxVRB7Z7jIZY8xyXG11N3vSw2xL9tIViVuwNsYYcyYR8GL44W4q0SHKsZ2UEgcopi6jmLqcUuJiyvE9VKIj+OH+IGhHAftOMRcuTaeobB+EUIjYQDeXvvGnyZ2c5NC7PgZzmXV//wuxmffzVHUWQER+EvgbwAK1MaajeSJ0ReJ0ReKoKgvlItlSnmw5b/2rjTHGnN3Zmo2rghbrmosvXd8KI42bC1w0QmX7EN7kDD2X72fvL/wExz74b3R9+N8ZecMLIbR+9cfrGqZFZCfwG8BVwBVAAtinqseaHLsLeA/wdNxPaF8AflVVj6/mPatBOtC9tpIbY0z7iAipSIxUJIZqN7lykWy5QLaUp6J202OMMWYVREBiqBdDSZ+53y8hWnL9s6uhO1hHbVwPs0mEPPzhfmQ2w46ffCKZHz7A/R/+LF2X7yf9tMeu29uud830QeCFwDeArwLXNjtIRJLArUAB+Fnc6ApvB74kIo9Q1exq3lREbgaejPup7ZlrLr0xxrSZiJCMxEhGYgwlgmBdypMtFyj7F+6Ir8YYYzaIF0GJoKFmtdp+EKxLQe12ELy1hPilYIovaz1lOof2pNFolItveAELx8a4980f5uGX7iW2a3hd3m+9w/RXVHUbgIi8gmXCNPBKYD9wqaoeCo7/DnAf8Grgj4Jt3wR2L3OOK1X1AQBVfWnde/4B8KyW/GuMMabNEuEoiXCUQSAf1FjPl/IWrI0xxrSeeGgogXKWYbObBOzqugvhJSxwmw2ViMG+nVz61p/nu7/8x9x3w3u57ObfJRxr/TziohvUFy8Ith+gSTNvEfkiEFfVJzRsvw1AVZ+8xvcUXG33iKpOnu3Yq666Su+66661vI0xxrRdoVJyNdalAkW/3O7iGGOMMY4qaJPAXQvhZQvcZn2oMvepr/P9334/e158LY+56Vfw+h7zDVW9qlVv0SkDkD0M+FST7XcDL1jpSUSkDxfKR4NNzwdOA1PnXUJjjOlgsVCEWChCfzxNsVImW3bB2uaxNsYY01YiIFGU6NnjslaCmuxKELrLoOVgWxkJHha8zdl4IsRCUeKhCPFQhF0vey7lI6e490OfYviqh7f8/TolTPcD0022TwF9qzhPH/BxEYnj+kufBp6ty1S/i8irgFcFTwsi8r1VvJfpHIPARLsLYdbMrt/mZtdv87Jrt7nZ9du87Nptbnb9NqtXvBHg0laeslPCNDT/iWlVE+Op6hHgMas4/v3A+wFE5K5WVvmbjWPXbnOz67e52fXbvOzabW52/TYvu3abm12/zU1EWtqvd/0m3VqdaVztdKM+mtdYG2OMMcYYY4wxbdMpYfpuXL/pRpcB39/gshhjjDHGGGOMMWfVKWH6FuBHRGR/dYOI7AWeEOzbCO/foPcxrWfXbnOz67e52fXbvOzabW52/TYvu3abm12/za2l12/dp8YSkZ8KVp8KvAZ4LTAOjKvqbcExKeDbQA74bVz/6bcBaeARqjq/roU0xhhjjDHGGGNWYSPC9HJvcJuqXl133G7gPcDTcQOPfRH41cY5qY0xxhhjjDHGmHZb92beqirLPK5uOO64qj5fVbtVNa2qz13vIC0iu0TkEyIyKyJzIvLPQag3HUxErhYRbfKYaXfZzFIislNE3isit4vIQnCd9jY5Li4ifygioyKSC47/sY0vsam3iuvX7POoIvLIjS+1AdcqTEQ+KSL3B5+pH4rITSKSbjiuT0Q+KCITIpIVkS+IyOXtKrdxVnL9RGTvWT57ve0s/1YmIs8QkVtFZExECiJyQkT+UUQuazjO7kE70Equn92Hbh4i8rng2ry9YXvLvvs6aWqsDSUiSeBWoAD8LK5p+duBL4nII1Q1287ymRV5A/A/dc/L7SqIWdZB4IXAN4CvAtcuc9xfA88C/i9wBPhl4D9E5PGq+r8bUVDT1EqvH8DfAH/VsO3e9SmWWYEbgePAbwIngCuBtwDXiMiPqqovIoIbl2Qf8Hrc7Blvwn0PPlJVT7Sl5AZWcP3qjr2JM8eXyWxEIU1T/bi/mX+O69a4G3gjcIeIXK6q99s9aEc75/WrO9buQzuYiLwEuKLJ9pZ+923ZMA28EtgPXKqqhwBE5DvAfcCrgT9qY9nMytyjqne0uxDmrL6iqtsAROQVNAljInIF8NPAL6jqh4Ntt+FG+f894PqNK65pcM7rV+dB+zx2lOtUdbzu+W0iMgX8LXA17kb+euCJwFNU9UsAInI7cBT4ddyNommPlVy/qiP22escqvpR4KP120TkTuAHwE8B78buQTvWCq9fld2Hdqigdc57gF8DPtKwu6XffZ0ymnc7XA/cUf0jBqCqR4GvA89pW6mMuYA01J4s53qgBHy87nVl4GPAM0Qktk7FM+ewwutnOlBDEKuq1qBcFCyvB05WbyaC180Cn8a+B9tqhdfPbB6TwbIULO0edHNpvH6m8/0/4O7gx5FGLf3u28ph+mHA95psvxs3v7XpfDeLSEVEJkXkI9bXaNN6GHBUVRcatt8NRHFNjU3n+6Wgf9lC0N/sSe0ukDnDk4PlPcHybN+Du0Wka0NKZVaq8fpV3SQi5aDv7S3W570ziEhIRKIicjGuC8wY7kdisHvQjneO61dl96EdSESeCPwMbgapZlr63beVm3n349rIN5oC+ja4LGZ1ZnHNbG4D5nB9yX4TuF1ErlTV0+0snFm1s30Wq/tNZ/sH4DPASWAPru/7rSLydFX9cjsLZhwRuQjXbeILqnpXsLkfONbk8Opnrw+wqSk7wDLXr4C7yf9PXN/Oh+C+C/9LRB6rqo2h22ys/wYeHawfwjUprd6f2D1o5zvb9bP70A4lIhHc38V3qeoPlzmspd99WzlMgxvwoZFseCnMqqjqt4Bv1W26TUS+AtyJ6+fw220pmFkrwT6Lm5qqvrzu6VdF5FO4X33fjuuXZNoo+JX9U7jBcX6+fhf22et4y10/VR0FXlN36FdF5HO42pXfAl62keU0Z3g50I3rG30j8HkReWLdTDX22etsy14/uw/taL8BJIB3nOWYln73beVm3tM0r/Hqo/mvhaaDqeo3cSMHP6bdZTGrNsXyn8XqfrOJqGoG+Dfs89h2IhLHjVq6H3hGwyil5/rs2Xdhm53j+p1BVR8AvoZ99tpOVe9R1f8O+mw+FejCjQoNdg/a8c5x/Zodb/ehbRY0s/8t4HeAmIj01k0TWH0eosXffVs5TN+NazPf6DLg+xtcFtMay/3SZDrb3cC+YKqQepcBRVzzKrP52OexzYLmbp8EHgs8U1W/23DI2b4Hj6uqNfFuoxVcv2Vfin32OoqqzuC+y6pjgNg96CbS5Potxz577bUfiOO6nk3XPcC1LpgGLqfF331bOUzfAvyIiOyvbhCRvcATOHO+RtPhROQq4BJcHxezudwCRIAXVDeISBh4EfCfqlpoV8HM2ohIN27ecPs8tomIeMDNuBqV5ywzfcstwEUi8uS613UD12Hfg221wuvX7HW7cfcx9tnrICKyDden/XCwye5BN5Em16/ZMXYf2n7/C1zT5AEuYF+D+1Gkpd99oro1f0ARkRTwbSCH69ugwNuANPAI+0W+c4nIzbi54L4JzOAGfngTsAA8SlUn2lg800BEfipYfSquf99rcYPljKvqbcExHwOegRu46ijwS8CzgR8Nmk6ZNjnX9RORG4FLgS+xOABZddtTVfWrG19qIyJ/gbte78ANDlfvhKqeCALb14BduM/eNO5v6SOAK4Imw6YNVnj93o2rFLkd95m8FHf9eoDHnWXwHbOORORfcPcn38ENTnUJbq7b7cBjVfVeuwftXCu8fnYfuomIiALvUNXfDp639Ltvy4ZpqP2C+x7g6bimGV8EfrVucAjTgUTkTcBLcDftSdx0BZ8F3hwMyGI6SPBHrJnbVPXq4JjqYBE/DfTibjJ+w0aCbr9zXT8RuQ7Xj+xS3E38HG6u1Ler6p0bVEzTQESO4f5GNvNWVX1LcFw/8C7gubjmcbcDN6jqtzegmGYZK7l+IvILuB8eD+JC2ARwa7DfgnSbiMhvAC8EDuCmd3wA+DJwU/39pd2DdqaVXD+7D91cGsN0sK1l331bOkwbY4wxxhhjjDFrsZX7TBtjjDHGGGOMMWtiYdoYY4wxxhhjjFklC9PGGGOMMcYYY8wqWZg2xhhjjDHGGGNWycK0McYYY4wxxhizShamjTHGGGOMMcaYVbIwbYwxxmxiIrJNRN4qIqdFZG+7y2OMMcZsFeF2F8AYY4zZTETkGcCNwB4gAwjwNeALwM8DL1fV+Q0qy1OAXwOevU7n/wngqcBrgFTdrkzwiAPjwA+ALwMfUdXT61EWY4wxptNYzbQxxhizQiJyA3AL8EFVvURVHw1cDZwE/hF47jKvu0xEeltdHlW9VVWvA+5t9bmD839WVW8E3h1sug/YoardqnoRMAK8HkgC7wGOiMjrWvHeIvKjrTiPMcYYs14sTBtjjDErICIXA38AvFdVP17drqpzqvr7wMvP8vK3AC0P03XG1/HcAMeD5YKqjlY3qmpRVT+vqtfiautTwHtF5I3n82YiMgj81vmcwxhjjFlvFqaNMcaYlXkmrnvUaLOdqvpPwJ2N20Xk2cBPrW/RKK/z+SvnOkBV342rnQZ4u4hcdR7v9z6WNis3xhhjOo6FaWOMMWZlQsHyDSKyY5ljPlf/JAiUN+P6VW8FvwtM4f6v3ryWE4jIO4AXtrJQxhhjzHqwMG2MMcaszBeD5W7gmyLy/MYDVPXN1cHHROTxwB+z+F17i4jcJSJ/JCL3iIgvIioiX66+XkTeJCIzwXZtVggReYmI3C4i3w0evw/EGo65t3qO4HFIRBJ1+/9CRCrBvk+dx/9J479/Hvhk8PTH6/uJi8h+Efk7EblTRO4WkRMi8gER6a875s3AdcHTRwf/X3eJyGPrjrlYRD4kIl8WkVMicp+I/I6IRFr17zDGGGNWwsK0McYYswKq+m3gncHTbcAnRORWEXnMMsffrqpPBL4RbLpeVa9S1RtU9aG4PsaNr7kJ2Avkm51TRP4I+HPgTap6OfAjwCXBst7DWKwl/66qHlTVXN37/BLwWeBmVX3OOf7pq3VHsAwDVwbl3olrAr8TeKKqPgzXj/wVwIfryvVW4Prg6TeC/6+rVPXO4DyPB94PvFVVrwZ2AZ8Hfg/4RIv/HcYYY8xZWZg2xhhjVkhVfwt4HZANNl0D3CkinxCR/as83beWeY8Z4FTjdhF5EW4arDeq6peDY7PALwK5hnOUgFfhQvk+EUk3nCsMPAp46yrLvBJjdevbg+WLgAHgNlUtBts+BCzg/g/PSUSiwMeAG1X1fnADoAFvCg65XkSuPr+iG2OMMStnYdoYY4xZBVV9H/AQ4CNAtSn284G7ReTVqznVSg8UEQHegRsI7B8ayjMNfLtJOR/A1fp2AY3luh74nqret4ryrlT9v6sanP8bN63WbXXl84HJoHwr8SxcE/v3icgd1QfwH8CDweMh51l2Y4wxZsXC7S6AMcYYs9mo6gngpUGz63fh5pqOA38pInOq+tEWv+UjgQPA4aA2ulFhmdf9IfBK4P+IyJ+parX5+GtwzcXXw3Dd+kkAVf0arjk6ItIFvBjXN3qQlQ/OVm3Kfk19k3VjjDGmXaxm2hhjjFkjVf2Gql4D/CyL/ZzfGdQkt9IlwbJpX+rlqOpRXNPo7bjm4IjIgeB8n25lAes8LljmgW9WN4pISkRuAr4G+LhAfXoV560OVHagFYU0xhhjzpeFaWOMMWYFROTFItI40BcAqvp3wOuDp3uBoRa/fXWe54E1vPb3cU2vfz0Y8frVwAdU9ZxzR6+WiMSB5wVPP66qhWD7LlxT9McBT1DVD62hdnk+WF7fbKeIhETkEWsotjHGGLMmFqaNMcaYlXvWWfZ9LFiWgcwKzlXtT9zfZF8IXEAMnt8dLLeLyJ4VnLtGVe8GbsH1N34l8FLgg6s5xyr8Om6k83ncCNtVf4arUX7jMs3UV6Jay32jiOxusv/lrO3HBmOMMWZNLEwbY4wxK/daEdm7zL6HB8t/bqh1rYbmxnFKqqNeP1RErgIQkRER+QDQHezbB6Cq9wC3B9tuOEv5ostsr07p9R7gK6p6xmjh53DOMVZE5KXA7wIl4OdU9Ujd7oON5RMRD4gE66G6pvHL/X/9CzAB9AG3icjTxQmJyIuB1wJfWd0/yxhjjFk7C9PGGGPMyvUDXxeRlwRTNQEgIlcCfwt8Hzd1Vr1DwfIRIuKJyC8Hz48C9+BC4x0icgw34vVHgengmK+KyK8E67+AC5OvF5EbgjCKiDwFN0AZwFNFZF9jodXbxw0AAAIESURBVIN5mm/Fhdm1DDxWrQmOBE3Fa0TkMhH5MPD3wDHgGar6yYbXV38I+BMReYKIPBf4JJAKtj8bF8TB9aOeAy4RkbiIPFREnqaq88DLcIOt7QX+E1cDvgD8NfCa9Wi6bowxxixHVFc8M4cxxhizZQW1n8O4QHsNcCWuL3IfbrCtTwDvCkJf/esGgX8D9gM3A+9Q1fFg30NxQfBK4DvADar6dRG5B/g8cJOqjtadax+uD/QzcDXbd+JqY18G9AJfAD6nql9oUv7nAm9T1ctX8W++Fngarj94PNhcAu7HNWWP4X6YvxP4LPAJVS03Oc8Armn503Bh+Z9wU329E/cjwWeAX1bVibqyfgD3g8Nfq+pf1Z3rStz82E/G/RDxdVzz8dpgZ8YYY8xGsDBtjDHGbAEi8gfAMVX9i3aXxRhjjLkQWJg2xhhjLnAikgC+B1zRWHNujDHGmLWxPtPGGGPMBUhEtotIOnj6RuAfLEgbY4wxrXPO0TmNMcYYs7mIyDXAF4GKiNwL5ICr21ooY4wx5gJjNdPGGGPMhecwbqTwDPBfwNOtVtoYY4xpLeszbYwxxhhjjDHGrJLVTBtjjDHGGGOMMatkYdoYY4wxxhhjjFklC9PGGGOMMcYYY8wqWZg2xhhjjDHGGGNWycK0McYYY4wxxhizShamjTHGGGOMMcaYVfr/o1IZr2386e8AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1152x648 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f, (ax, ax2) = plt.subplots(2, 1, sharex=True, figsize=(16, 9))\n",
"\n",
"# plot the same data on both axes\n",
"patientID_list = [2020035608, \n",
" 2020035233, \n",
" 2020035021, \n",
" 2020035350, \n",
" 2020035513, \n",
" 2020035478, \n",
" 2020034855,\n",
" 2020034650,\n",
" 2020034873,\n",
" 2020035087,\n",
" 2020035238,\n",
" 2020035201,\n",
" 2020036063]\n",
"_, date, means, stds = get_interp_date_ratio_dict(patientID_list)\n",
"means = move_avg(means, 7)\n",
"stds = move_avg(stds, 7)\n",
"l1, = ax.plot(date, means, color=sns.color_palette('BuGn_r')[0], label='Mild patients: Absorption')\n",
"ax.fill_between(date, means-stds/1.5, means+stds, where=stds>0, interpolate=True, facecolor=sns.color_palette('BuGn_r')[2], alpha=0.2)\n",
"ax2.plot(date, means, color=sns.color_palette('BuGn_r')[0], label='Mild patients: Absorption')\n",
"ax2.fill_between(date, means-stds/1.5, means+stds, where=stds>0, interpolate=True, facecolor=sns.color_palette('BuGn_r')[2], alpha=0.2)\n",
"\n",
"patientID_list = [2020035281, \n",
" 2020035151, \n",
" 2020035608, \n",
" 2020035199, \n",
" 2020035084, \n",
" 2020035231,\n",
" 2020034976,\n",
" 2020035016,\n",
" 2020035153,\n",
" 2020035362,\n",
" 2020035775,\n",
" 2020035147,\n",
" 2020035395,\n",
" 2020035210,\n",
" 2020035137,\n",
" 2020035396,\n",
" 2020035085,\n",
" 2020035365,\n",
" 2020035142,\n",
" 2020035224,\n",
" ]\n",
"_, date, means, stds = get_interp_date_ratio_dict(patientID_list)\n",
"means = move_avg(means, 7)\n",
"stds = move_avg(stds, 7)\n",
"l2, = ax.plot(date, means, color=sns.color_palette('Wistia_r')[0], label='Mild patients: Progress, Absorption')\n",
"ax.fill_between(date, means-stds/1.5, means+stds, where=stds>0, interpolate=True, facecolor=sns.color_palette('Wistia_r')[2], alpha=0.2)\n",
"ax2.plot(date, means, color=sns.color_palette('Wistia_r')[0], label='Mild patients: Progress, Absorption')\n",
"ax2.fill_between(date, means-stds/1.5, means+stds, where=stds>0, interpolate=True, facecolor=sns.color_palette('Wistia_r')[2], alpha=0.2)\n",
"\n",
"patientID_list = [2020034887, \n",
" 2020034928,\n",
" 2020034983,\n",
" 2020035006,\n",
" 2020035204,\n",
" 2020035237]\n",
"_, date, means, stds = get_interp_date_ratio_dict(patientID_list)\n",
"means = move_avg(means, 7)\n",
"stds = move_avg(stds, 7)\n",
"l3, = ax.plot(date, means, color=sns.color_palette('Reds_r')[0], label='Severe patients: Progress, Absorption')\n",
"ax.fill_between(date, means-stds/1.5, means+stds, where=stds>0, interpolate=True, facecolor=sns.color_palette('Reds_r')[2], alpha=0.2)\n",
"ax2.plot(date, means, color=sns.color_palette('Reds_r')[0], label='Severe patients: Progress, Absorption')\n",
"ax2.fill_between(date, means-stds/1.5, means+stds, where=stds>0, interpolate=True, facecolor=sns.color_palette('Reds_r')[2], alpha=0.2)\n",
"\n",
"patientID_list = [2020035498, 2020035360, 2020037365, 2020035004]\n",
"_, date, means, stds = get_date_ratio_dict(patientID_list)\n",
"means = interp_1d(date, means)\n",
"means = move_avg(means, 7)\n",
"stds = interp_1d(date, stds)\n",
"stds = move_avg(stds, 7)\n",
"date = interp_1d(date, date)\n",
"l4, = ax.plot(date, means, color=sns.color_palette('Greys_r')[0], label='Dead patients')\n",
"ax.fill_between(date, means-stds, means+stds, where=stds>0, interpolate=True, facecolor=sns.color_palette('Greys_r')[2], alpha=0.2)\n",
"ax2.plot(date, means, color=sns.color_palette('Greys_r')[0], label='Dead patients')\n",
"ax2.fill_between(date, means-stds, means+stds, where=stds>0, interpolate=True, facecolor=sns.color_palette('Greys_r')[2], alpha=0.2)\n",
"\n",
"# zoom-in / limit the view to different portions of the data\n",
"ax.set_xlim(0., 40)\n",
"ax.set_ylim(.3 + 1e-5, 1.2) # outliers only\n",
"ax2.set_ylim(1e-3, .3) # most of the data\n",
"ax2.set_yscale('log')\n",
"# hide the spines between ax and ax2\n",
"ax.spines['bottom'].set_visible(False)\n",
"ax2.spines['top'].set_visible(False)\n",
"ax.xaxis.tick_top()\n",
"ax2.xaxis.tick_bottom()\n",
"\n",
"# '//' line\n",
"d = .015 # how big to make the diagonal lines in axes coordinates\n",
"# arguments to pass to plot, just so we don't keep repeating them\n",
"kwargs = dict(transform=ax.transAxes, color='k', clip_on=False)\n",
"ax.plot((-d, +d), (-d, +d), **kwargs) # top-left diagonal\n",
"ax.plot((1 - d, 1 + d), (-d, +d), **kwargs) # top-right diagonal\n",
"\n",
"kwargs.update(transform=ax2.transAxes) # switch to the bottom axes\n",
"ax2.plot((-d, +d), (1 - d, 1 + d), **kwargs) # bottom-left diagonal\n",
"ax2.plot((1 - d, 1 + d), (1 - d, 1 + d), **kwargs) # bottom-right diagonal\n",
"\n",
"# set ax and ax2\n",
"ax.set_title('Lesion volume ratio vs. different disease progression pattern', fontdict=label_font)\n",
"ax2.set_xlabel('Study Date', fontdict=label_font)\n",
"ax.set_ylabel('Lesion Volume Ratio', fontdict=label_font)\n",
"ax.tick_params(labelsize=16)\n",
"ax2.tick_params(labelsize=16)\n",
"ax.legend(handles=[l1, l2, l3, l4], fontsize=20, loc='upper right')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\hasee007\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:74: UserWarning: Attempted to set non-positive bottom ylim on a log-scaled axis.\n",
"Invalid limit will be ignored.\n"
]
},
{
"data": {
"text/plain": [
"(0.00019251101556467905, 0.2)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(16, 6))\n",
"\n",
"patientID_list = [2020035608, \n",
" 2020035233, \n",
" 2020035021, \n",
" 2020035350, \n",
" 2020035513, \n",
" 2020035478, \n",
" 2020034855,\n",
" 2020034650,\n",
" 2020034873,\n",
" 2020035087,\n",
" 2020035238,\n",
" 2020035201,\n",
" 2020036063]\n",
"_, date, means, stds = get_interp_date_ratio_dict(patientID_list)\n",
"means = move_avg(means, 7)\n",
"stds = move_avg(stds, 7)\n",
"l1, = ax.plot(date, means, color=sns.color_palette('BuGn_r')[0], label='Mild patients: Absorption')\n",
"ax.fill_between(date, means-stds/1.5, means+stds/1.5, where=stds>0, interpolate=True, facecolor=sns.color_palette('BuGn_r')[2], alpha=0.2)\n",
"\n",
"patientID_list = [2020035281, \n",
" 2020035151, \n",
" 2020035608, \n",
" 2020035199, \n",
" 2020035084, \n",
" 2020035231,\n",
" 2020034976,\n",
" 2020035016,\n",
" 2020035153,\n",
" 2020035362,\n",
" 2020035775,\n",
" 2020035147,\n",
" 2020035395,\n",
" 2020035210,\n",
" 2020035137,\n",
" 2020035396,\n",
" 2020035085,\n",
" 2020035365,\n",
" 2020035142,\n",
" 2020035224,\n",
" ]\n",
"_, date, means, stds = get_interp_date_ratio_dict(patientID_list)\n",
"means = move_avg(means, 7)\n",
"stds = move_avg(stds, 7)\n",
"l2, = ax.plot(date, means, color=sns.color_palette('Wistia_r')[0], label='Mild patients: Progress, Absorption')\n",
"ax.fill_between(date, means-stds/1.5, means+stds/1.5, where=stds>0, interpolate=True, facecolor=sns.color_palette('Wistia_r')[2], alpha=0.2)\n",
"\n",
"patientID_list = [2020034887, \n",
" 2020034928,\n",
" 2020034983,\n",
" 2020035006,\n",
" 2020035204,\n",
" 2020035237]\n",
"_, date, means, stds = get_interp_date_ratio_dict(patientID_list)\n",
"means = move_avg(means, 7)\n",
"stds = move_avg(stds, 7)\n",
"l3, = ax.plot(date, means, color=sns.color_palette('Reds_r')[0], label='Severe patients: Progress, Absorption')\n",
"ax.fill_between(date, means-stds/1.5, means+stds/1.5, where=stds>0, interpolate=True, facecolor=sns.color_palette('Reds_r')[2], alpha=0.2)\n",
"\n",
"patientID_list = [2020035498, 2020035360, 2020037365, 2020035004]\n",
"_, date, means, stds = get_date_ratio_dict(patientID_list)\n",
"means = interp_1d(date, means)\n",
"means = move_avg(means, 7)\n",
"stds = interp_1d(date, stds)\n",
"stds = move_avg(stds, 7)\n",
"date = interp_1d(date, date)\n",
"l4, = ax.plot(date, means, color=sns.color_palette('Greys_r')[0], label='Dead patients')\n",
"ax.fill_between(date, means-stds/1.5, means+stds/1.5, where=stds>0, interpolate=True, facecolor=sns.color_palette('Greys_r')[2], alpha=0.2)\n",
"\n",
"plt.tick_params(labelsize=16)\n",
"plt.yscale('log')\n",
"ax.set_xlim((0.0, 40))\n",
"ax.set_ylim((0.0, 0.2))"
]
},
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"source": []
}
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