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{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"ename": "AttributeError",
"evalue": "module 'tensorflow' has no attribute 'keras'",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[1;32mIn[72], line 9\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mshutil\u001b[39;00m\n\u001b[0;32m 8\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mgradio\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mgr\u001b[39;00m\n\u001b[1;32m----> 9\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmodels\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01minception\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[0;32m 10\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mscipy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msignal\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m resample\n",
"File \u001b[1;32mc:\\Users\\Bjorn\\Documents\\HuggingFace\\Age-and-gender-prediction-from-ECG\\models\\inception.py:78\u001b[0m\n\u001b[0;32m 69\u001b[0m x \u001b[38;5;241m=\u001b[39m tf\u001b[38;5;241m.\u001b[39mkeras\u001b[38;5;241m.\u001b[39mlayers\u001b[38;5;241m.\u001b[39mActivation(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrelu\u001b[39m\u001b[38;5;124m\"\u001b[39m)(x)\n\u001b[0;32m 70\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m x\n\u001b[0;32m 73\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mbuild_age_model\u001b[39m(\n\u001b[0;32m 74\u001b[0m input_shape: Tuple[\u001b[38;5;28mint\u001b[39m, \u001b[38;5;28mint\u001b[39m],\n\u001b[0;32m 75\u001b[0m nb_classes: \u001b[38;5;28mint\u001b[39m,\n\u001b[0;32m 76\u001b[0m depth: \u001b[38;5;28mint\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m6\u001b[39m,\n\u001b[0;32m 77\u001b[0m use_residual: \u001b[38;5;28mbool\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[1;32m---> 78\u001b[0m )\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[43mtf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mkeras\u001b[49m\u001b[38;5;241m.\u001b[39mmodels\u001b[38;5;241m.\u001b[39mModel:\n\u001b[0;32m 79\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 80\u001b[0m \u001b[38;5;124;03m Model proposed by HI Fawas et al 2019 \"Finding AlexNet for Time Series Classification - InceptionTime\"\u001b[39;00m\n\u001b[0;32m 81\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m 82\u001b[0m input_layer \u001b[38;5;241m=\u001b[39m tf\u001b[38;5;241m.\u001b[39mkeras\u001b[38;5;241m.\u001b[39mlayers\u001b[38;5;241m.\u001b[39mInput(input_shape)\n",
"\u001b[1;31mAttributeError\u001b[0m: module 'tensorflow' has no attribute 'keras'"
]
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from scipy import signal\n",
"import os\n",
"import wfdb\n",
"import shutil\n",
"import gradio as gr\n",
"from models.inception import *"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [],
"source": [
"df= pd.read_csv(\"../../apple_health_export/electrocardiograms/ecg_2021-10-16.csv\", skiprows=12, sep=\";\", header=None, decimal=',')"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
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"execution_count": 65,
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],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [],
"source": [
"ecg = np.asarray(df[0].str.replace(',', '.').str.replace('−', '-').astype(float))"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [],
"source": [
"SAMPLE_FREQUENCY = 512\n",
"TIME = 10\n",
"NEW_SAMPLE_FREQUENCY = 100"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"data": {
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"execution_count": 68,
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{
"cell_type": "code",
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"metadata": {},
"outputs": [
{
"data": {
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yyilYtGgR5syZg3vuuQdVVVV45JFHcNVVV6nX3HHHHejs7MQNN9yAxsZGTJw4EYsXL0ZhYaF6za9+9Sv4/X5cfvnl6OzsxDnnnINnnnkGPp8vk+L3CQ4Azhza8ZTdJaKFyjSQfUx1BwV+uPqNwhuv7fD67x4ZVWYAYMaMGZgxY4bp5x6PB3PnzsXcuXNNr8nJycGCBQuwYMGCDEhoLzyBMwfVoaUyJzyErEdEhlRq9G4mHlFbIFSaQ3b50oV7M9kMrwmZg1JqthYq7jFalhn35LCC7PIBBleoa1IMLLTjKPt6Jbl4acPKjM1QqoWhRfaNDKC1mWmhJKvMKLz92orCAcC2w0HV7sHKjM3oFghCCy4BXYZUACjFlUz2OUApuJLCs68bTwLyUoBSuvtAu+eszNgMVcsMCYiOJ5V5IH+jSSIDSQU2dNkOr//uwcqM3RCdwLJvZACthUJy8UhCae+VfX4C8sd0UERvmZebgXb7WZmxGVKuEGJQreFDRVbZ9VmqMVOyQkk5pAKlOSq5eGnDyozNUK2FIfk+BoCOUgDQWtQEsisz2uWX0rMlK9oxZCuNPVA9cA0EWJmxGaqnHfk3MpoKAkBnHsheZ0a/UciN7PIBtAKqqcAKjHuwMmMzfMLJHGFC/mgtbEWwB1IxU7ILCP3Gy+uWPZA6cMkuX5qwMmMzpCazBtlP5QCt8dRCRWzZrXPhsFaZlXtU5ZYuikZIVmbsgZJlXvZnKF1YmbEZJcl3UiP5RhYHocWXiqiyTwFCJTxIoHUzaTuSM32HUosIycVLG1Zm7IZoBUjZNzKAWMwEJWGJwENqL+xmsh8eRvdgZcZmKJkZqUHVLEpFbtlrDVEZRwAkHn5F52ZyT46BBQ+kW7AyYzNUNXPJ9zEAdOORqMgq/RQgev9lhZJLhAqU1ijJxUsbVmZshlLzNmoLmN7qRUd2OpLKDaX7L7d0EbSPf4jYWiArlCxc1Nb/VLAyYzP69FG5J4tWPArZTJT8+pTmgYrkU4DUqZeY1YOAiCTQV4DnQXUSVmZshlKQolY5YDeTvVCaBwLZpwDdOkNuS5AYquMpM6TWKLcFsBlWZmyG0gShJGsEOosvpQJvAvkDgDWvJR9UuaWLQLX1isxQUmYGGqzM2AylmBnKlhnZ0XfPpSG47FOAUkdiLbLKKqtclKHyrA9EWJnJILJPbGoxMxStHQDI7BqyK7SUiuZRmJ9hQgcvKlByLw+0e87KjM3oJojkk4XaZKbUkZbSokYGQvdfi6wuHEnFIg277tyDlRmbIbXIamSV/VQO0Bpbiqde2a1zlO6/FlmlpugKlR19NhPjJKzM2EyY0ImcyiYr0PWPkVx2ycVLiOwKrfb+yz53KSgHZN22EsPj6B6szNgMpWh2fQCw5DsZaJ16qLjEKJnCKW2+FNYBCjJSI8z+ZddgZcZmKBVNklu6eCgtuLp5ILHcuiBwyRVaStlMFJRZrjNjP/qQSR5VJ2FlxmZk3riMKBqzvdzbWDyyWxSoHNBkls0IpTozFOBgVfvhYXQPVmYyiOwTm9rJgZJZnEo5e61ssiu0Eg9jUmSVm5Lblg40LLIDEVZmbIaqKVxyDwMAWsoXFcUrTGoO0Hm2KECpjAQVKCWADDRYmbEZSqbbMKFTOUDHdQPIL5+AFcTDFwpxPdTgOeoerMzYDKXDjuzyGaEkL5UO35Ssc2EaQwrA6GZ0UZAkUAlSp4TsB9iBDCszNkNpLlPLZqBUiI7KCY1SSwuF0FFBbukisEvEfjibyT1YmbEZ3QSWfS7LLp8BSmZxKosapWajVBREI7LefwrWI2pQnaMDAVZmbIbShhsm9+CREDICkY1CYtHiICUrAWEJiEgOSgkgAw1WZmyGVJVSYtkhlE49kounQis1m9Z8Fcg6V7k3k/3wKLoHKzN2I+vKlQBKmVcArYWCSjySLqhWdj+TBtmnK4WDAqXDARUUSqfZAQYrMzZDyXVDJeNGQElcMoqiLgBYbii5cClAJ5yaDhSU2IEKKzM2Q2kyy7zHJoJKVV2AzkZBKQCYkvJNQZkNUzp5EYFS+YCBhmPKzPz58+HxeDBr1iz1PUVRMHfuXFRUVCA3NxdTp07Fhg0bdD8XDAZx8803o7S0FPn5+bj44ouxa9cup8ROGwqLmICamZlSKimVsZVYtDiojCkVqCjclOAMMfdwRJlZuXIlnnzySZxwwgm69x944AE8/PDDeOyxx7By5UqUl5fjvPPOQ2trq3rNrFmzsGjRIixcuBDLli1DW1sbZsyYgVAo5IToaUNp/lLq8A3QkFEguyIroCInQGvzpSArpbpNVNCHzPCgOknGlZm2tjZcddVV+P3vf4+SkhL1fUVR8Mgjj+Cuu+7CpZdeipqaGjz77LPo6OjA888/DwBobm7GU089hYceegjnnnsuxo8fj+eeew7r1q3DW2+9lWnR+wSpkvuyC2iE0MlcSfKdTFAyi1PaHEhYkQhZkclAaP0faGRcmbnxxhtx4YUX4txzz9W9v23bNtTX12P69Onqe4FAAFOmTMHy5csBAKtWrUJPT4/umoqKCtTU1KjXJCIYDKKlpUX35RSUSoRTO5lRKUQH0DE3yz6OWvjUay8UrEfUoPQ8DTT8mfzPFy5ciNWrV2PlypVxn9XX1wMAysrKdO+XlZVhx44d6jXZ2dk6i464Rvx8IubPn4+f//zn/RW/byim30gHtSxCCjIKqFjoSFgQBLLLp0P+CUDtMEOBcDj2msfUWTJmmamrq8Ott96K5557Djk5OabXeQwpFIqixL1nJNU1c+bMQXNzs/pVV1eXnvD9gNL8pVY0i5LVS3LxVKgoXQBvvnZD6d5Tga1d7pExZWbVqlVoaGhAbW0t/H4//H4/li5dikcffRR+v1+1yBgtLA0NDepn5eXl6O7uRmNjo+k1iQgEAigqKtJ9OQUV9wIgv3xGKC2+VDZeUunObgvQR2Q9KFBx28ksmxFKsg40MqbMnHPOOVi3bh3Wrl2rfk2YMAFXXXUV1q5di7Fjx6K8vBxLlixRf6a7uxtLly7F5MmTAQC1tbXIysrSXbN3716sX79evUY2aG24sdcUnkECIqpQKfCm94rKKydAZ0wBGu47KoosETEB0FEQByIZi5kpLCxETU2N7r38/HwMGTJEfX/WrFmYN28eqqurUV1djXnz5iEvLw9XXnklAKC4uBjXXnstbrvtNgwZMgSDBw/G7bffjnHjxsUFFMsCpTgUSgX+ADrWDiMyy0qp3xElNyMJiIwhETEBsALjJhkNAE7FHXfcgc7OTtxwww1obGzExIkTsXjxYhQWFqrX/OpXv4Lf78fll1+Ozs5OnHPOOXjmmWfg8/lclNwcSnNZ30fENTGsQym4mshEICImAGKymryWCSrKIZVnCaBhkRuoOKrMvPfee7rvPR4P5s6di7lz55r+TE5ODhYsWIAFCxZkVjiboFSIjoqZWSD7eGqh4sKjtPiSsnrKLiAMmTcSP1vyShYPJVkHGtybyWZIbQ6EYhAAYmNLRKnVd/eWV04AupsuuaQ6ZFVsqCiHMstmhNqaOpBgZcZmSMUgEFIOAFryUpFVYtHi0Fu75JachJuJyFpFSSmgGtc3EGBlxmYoRbNTCwCmIKOAiqy0SglILqAGCqJSdIXKDgUldqDCyozNUHrwKPXlAWgV+aMyD6hsaACtjYKGkkjneaICJYV7oMHKjM1QWhT0C678cpPaeElsZoD8akEMStl3kosHgM7zJLNsyaAqN1VYmbEZKrESAK2TbgQaUgJ0AgF1G5p7YlhCdvl0ELj/sq9PAlnHLxFUnvuBCCszNqNXEOSezHSsBxEoVVemU8ND+1piQUHLzRgmMFn1c1RSISH382OEWrmLgQQrMzZDaS5TkhWgk0oKyC+fgOriK7vYkosHgJCbyW0B0oCSZX6gwcqM7dA4kQO0XAyA/OOphcrY0hpTOtl3BAwzUltjtGjl9HhcFMQCNEZ0YMLKjM1Q0swVSsKCTiE6gJAJX/Jx1CLxMMZBaVwBuTdhrWyS6zLkkioGEqzM2AyFE5mAWgAwpWwWEJkHlPRZqm5GWWWlUuBNZtmMUJJ1oMHKjM1QOpFRWcwElOI7qEhKKfuClKy613LKSmY8JRbNCJXA/4EIKzM2Qyk7hNIiYUR20alkitFSEOnISkFUCtYjgNZ9p2SZH2iwMmMzVAI/AaOssktLS1HUV1eWV1Z23WQGCid0KgHV2vHzSB4BLPM4DnRYmbEZnVIg+cymsOBqoaBwCagoCVSaDQK0ZKXQKkSvb8srsLySxUNF4Zb9MNgXWJmxG0JzhMqDJ6BkwqWyWFDYdAUKFQ0RRBQvIs8TJVeo3tolr9yEhtQyrMzYDIXAP4Hc0sVDSfmik3hFJ5VUbun06PUuOSWnkgAgs2xGqOjblBREq7AyYzNUAj8BOj5zAQUZBVTmAaUYL1qWObclSA2VgxeVmk0AaNx4xD8/0o+rBViZsRk6J3LozcwEJjMJ030UKsHKEosWB7UYL4GsspKxdFJSYk1ey4bxfkt9/y3CyozNkFkgIPdpLBFUFASAjhWBQkNEgeS3XEX2uSmgYpmVWTYjYSINr4xuJnkltQ4rMzZDaVKEw25LkB6UlC8qshLSZUjEoQBS72E6iIhJ7ICY+DWTeViZsRm9K0Tu6UwlWE1AauMlsgDLPke1UHEzxscjuCJGSqjEddGao25LYI04ywwVwZPAyozNUFIQKClegNwbmBEqBQmpuu5khkqmCJV2BkSGEwCd9T8uZsYdMWyFlRm7oWQ90L6WXVgY64y4JoZFaEwEUtYuIgHA8RuFnMIqRG4+pcwbKgdEKtbDdGBlxmZknsBGZF4UEqHbzCQfZypDS8WKANBRvGSfmwIqafnGdUrmKSuzbFooPfdWYWXGZmhVKdW8dk8My0g+nDqoGJEITVeyAcBWRF21oxGf723JjEAmUB1PmWHroXuwMmMzlBQEKouZgErAIkCpuipbuzJNKrHX727Gt59Yjm889m9s3d/miEwAredJi8yikln/+6Bwyw4rMzZDZRMD6NSZEJCyInBwpe3IPI5a0h3TJRv3QVGA7lAY727anxmhEkBl4423dMkrLZEyM+xmYlJDaYpQm8+U5KUiKhWzOEA33T3V5rtud7P6+gsHXU1U7n3ceLokhxXIKNzG72mInRRWZmyGVKqr6TdyQsslQmOj0BZOlFlOQP7nSZBuJ/KdhzrU1zs0rzMNWw/th86YyitbX2FlxnbouG6oFCETpOtm6gmF8cb6ehxsC2ZMJitYGduunhC2HWjPuCxG0r3viqLgnS/2YVN9a0bkSf67Na8lnrFx2Tcprt3T1Kl+v/Ogc8oMFZdIX6wI7cFefWsBh6CS7m4cGpmfJ6uwMmMzVEzhAC0rEpD+eP5qyWZc/9wq/OBPn2RGoCToY6dSC/4fT6/EtAffwxvr92ZSrDjS9Z2/t2k/vv/MJ/j2E8vR0d2bIakSQyVmKp3Nt7mzBx3dIfX7/W1BxzZhKhtYvHKYXO5tB9pxxi/ewdcf/QA9IWd7thDRZRK4Ql0SxEZYmbEZSoFVVBYzgWLy2oyXP90DAFizswkHHLbOpDMNmjq6sWLrQQDA3z/ZlSGJEpOuQvvOFw0AgNauXny2qznF1fZCZqNIQ7g9TV0AgKIcPwAgFFbQ1NmTCbHioLJUpSvmy2v3oLGjB1/Ut2LNzqZMiGQKkSHlCsBMatLdcN2EyuYgSCcOpbM7hF2NMfP9Vw3OpbwC6Y3tFxqXzW6Ny8EZ0nM1ftkQk/XLfc66msgo33Fimstd3xK535WD8zAoLwsAHFO8lTSth26Rbt2eTftiQdSb6h2u3UPE2i2xaH2GlRmboTKZATo+c0E6Mu5u0scebN3vbDyKbuNNIfe+li719R6HlZl0PRpaBXFPc1eSK+2Higs3HaXrUHvECjM4PxulBQEAwP5Wp5QZzWtHfmNfSU86bTzXdgdjkAA6pTnSzbijACszNkPKzUQoOwgwyphcXu2mCwB7m91TElKNbb1GKWjp6kWnJoYi06SjIPSGwtirkbXecWWGxnxNx5LQ1NENIKLMDI0qM45ZZrSv5R3OtGXb1xIbv50OZocBsiuFMeIDgOnDysxhDJXFTJDOxmt01zh12lVJQ1bt4hv53jklIZyGgtDQGkRIswo6rsw4+tv6TlwAcJJrG6PKTEleNkoLnbXMpHPv3SSdgOru3jDagrHAdKdj5aAbU3mh1O/KKhlVZubPn49TTjkFhYWFGDZsGC655BJs2rRJd42iKJg7dy4qKiqQm5uLqVOnYsOGDbprgsEgbr75ZpSWliI/Px8XX3wxdu1yNlDSKlRM4QDkftoSkI64u6OWmWx/ZIo7rcykszkYlZeD7c7Jms6YHmrv1n0vNmKnoPJspWOdFW6mQXlZGJQbiZlpcSEAWObxTKePUJNhTjqtzKTrulcUBVv2t6HXxawrK3T1hPC9P3yE7/xuhaOW43TIqDKzdOlS3Hjjjfjwww+xZMkS9Pb2Yvr06Whvj8UvPPDAA3j44Yfx2GOPYeXKlSgvL8d5552H1taY33PWrFlYtGgRFi5ciGXLlqGtrQ0zZsxAKCTfoKbT2bm5swfn/+p9fOM3/0ZXj/N/CxX/riAdH79YxI6vKAIQsSo4STobxX7Dgtvs0GYGpBdUbZTLSTkBua0HWvrqZirKjWQ0OTWuVOpMpZNGfMiozLQ6rHCnsf4DwF8/rsM5Dy3FzX9dk0mx4ogbwxSiLvvyAJZ9dQAfbTuEpZuda7mRDhlVZt544w3MnDkTxx9/PE488UQ8/fTT2LlzJ1atWgUg8jA98sgjuOuuu3DppZeipqYGzz77LDo6OvD8888DAJqbm/HUU0/hoYcewrnnnovx48fjueeew7p16/DWW29lUvw+kU5F1TfX12PTvlZ8WteEFVsOZlawBKS7gO082IE7F63D+t3OpuQK9OXXk0svTrzHlBcCcN4yk07fK+NJ3FllRvM6xbXCEjO8OEf3vVNQCa5PLwA4MoaD8rJRHLXMOKbMaF/LO5y6NTUVYjzFHO3sCTlaDyndcfzLRzsAAK+vr3dWzrgWEckFX7njkPr6011NmRCp3zgaM9PcHNkEBw8eDADYtm0b6uvrMX36dPWaQCCAKVOmYPny5QCAVatWoaenR3dNRUUFampq1GuMBINBtLS06L6cQq+ZJ2dNXaP62umaHUD6m8P81z/H8x/txO1//zSDUpmTzkIhNtqxpQUAgKZOp09omtcpBG/tiixiI0tyAQBNHQ4qM2lsvI1RuapK8wEAXT1hRy2KEu+3etJyi0SzmdxQZnRiyTu66fRmEuM5YlAuAlEX88E25579dNxMiqLoqn5vaXAu4zLddPc6TSB1ncNB1VZxTJlRFAWzZ8/GGWecgZqaGgBAfX09AKCsrEx3bVlZmfpZfX09srOzUVJSYnqNkfnz56O4uFj9qqystPvPMSWdDVcbae901D2Qnm9fURS8vj4y3l/UtzruYhAyqK9TXCtOaGPc2njTmAfCMlNZkgfAWctMOpbE5qiCOLIkFz6vB4DDihcRt2g6AavCLTIoL0tVZlq6nDmhU3Ezx2+85sKK574k33nlEEjvcGCs/lzX6GQrC+sKIhCLQQSAukana2FZwzFl5qabbsJnn32Gv/71r3GfeTwe3feKosS9ZyTZNXPmzEFzc7P6VVdX13fB0ySdWIm6Q9oJ4rwyo5i8TkS7Iehrx0EX+gilMbZiURs9JA9imjgVWAlYV7xCYQWt0eyLysFuWGbMvzMiLDMledlqsKqTFi8qdVGsKgaKohhiZtjN1F/U8dRYupx87tOZmMbyEU4eaNO93drs0HqHy1xYxRFl5uabb8bLL7+Md999FyNHjlTfLy8vB4A4C0tDQ4NqrSkvL0d3dzcaGxtNrzESCARQVFSk+3IKqwFg4bC+wZyT6bgqaZzMDhhiTtywJFl9AHtDYXVDGOLaCU3zOong2jRSYZlxcvFNxzonlKxBedlqtdrGdnfie2TGasBqW7AXPaHIhyUuu5lkDq5Op/S+mh2Wn+W4cgik15PNWCDTuMZmkvjUbHNZe0JhHNC46g61d0sZs5ZRZUZRFNx000146aWX8M4776Cqqkr3eVVVFcrLy7FkyRL1ve7ubixduhSTJ08GANTW1iIrK0t3zd69e7F+/Xr1Gpmwaj1o7uxBr8bBeshBv65Ab5lJPjmN6cJOV6oFrJ/MRW8bjwcozs1yR5mxGI8gFJecLC+GRuuMONWbB4BOtFTrU5NaEyULhTmRMdUqY5lGHwDu2K9NG6uyCeUwJ8uL3GyfC8qMxIOoIZ1spoSWmS45A+qNa6ix9EEmSUdBNFqKe0KKY67QdPBn8j+/8cYb8fzzz+Of//wnCgsLVQtMcXExcnNz4fF4MGvWLMybNw/V1dWorq7GvHnzkJeXhyuvvFK99tprr8Vtt92GIUOGYPDgwbj99tsxbtw4nHvuuZkUv09YXR6MmSCtwV4Ee0MI+H32C2VCOt159xtSHJ0MqhNYzWYSi0Jxbhb8Pq+6qDnpvrFq8RALbVFOFgqizQbbHFwo0glYb9TEdxQEorIG3doo5N2I4+MREsuqxnfkZQOAakno7o3Ed+VkZXYtoOJmSieNWMQgleRnq807WzqdfJ40ry26wgN+L4K9YRxwUpkxfp9E1kaNKzTYE0J7dwiH2rvVdVUWMqrMPP744wCAqVOn6t5/+umnMXPmTADAHXfcgc7OTtxwww1obGzExIkTsXjxYhQWFqrX/+pXv4Lf78fll1+Ozs5OnHPOOXjmmWfg8zm38VvF6ibWqIm6r2/pinTL7ehBWZFzf1M6D56x+NQBN5QZiwuuWCQGRzcJty0zyeQWmUyFOX7kqwqCc4tvOr2ZhMVoUF62RplxJ5uJ0uZrJmtMOYzM04JsP7yeyD1p6ezJvDJDps6MdbRxXW4892m5baNyHTG0ABv3tuCQg8Uy0yvsGDvE9IR8aD/UiUPtQTWrURYy7mZK9CUUGSAS/Dt37lzs3bsXXV1dWLp0qZrtJMjJycGCBQtw8OBBdHR04F//+pejGUrpYDXdubkzpu2WROMPnLZ2pGMSFbKJLBYnq9QKLFu92mNjC7ikzJi8NiLcTEW5MWtHu0t1MVK5HZo0G4UrVqQ0d9wPvtyPbz++HMu3HMiMQP0kduKNzE+v1+NonAeVRrNx8R1JnqjYsx+LmXHPzWQtoP6IYZHyEU6GGqRTVblRczgcki/6hzl/mE0F92ayGaunx0ZNGXOx6TrpMwX6ZpkRRehccTNZDFjWmpqBmDLjZCyKVVmF77koR6PMOGqZsXY6D4djmTfuuZnSsyTcuWgdPtnRiLsWrc+cUAmwbJ1tj1m6BE4q3lTcdn1xiQzKy0ZRjvOHGC1WY9COGBqxcBx0MLC2r667IdE1tdHhvcoKrMzYjNXJqH3ohDLjtLUjnQdHKDNHl0WUGacVLyANN1NbYjdTq4QnNCFTYY5foyC44+NPRmuwVz3JF2utSC65mVJNhvZgr1r6YNuBdkd731idp40d+nkKwNGgVd28tChzKB2/pE1YHc+eUFh127qVmp1O5e8mQxHKYG8YXT3OzNN06sxoLTNuBFVbhZUZm7HquhGnhZK8LPUE0epwhHg6FUCFMjM2eopwtHZDFKtp70bLjMi8cTYQ0GIAcFSmotwsNWamqyfs3OZr0YIkTpG5WT7kZPlUN5OTczYd5furhjbd904W+orbKFLEzAg3MwB1LXBirqZbt+fFVbtw/N1v4DfvfpUxmRJjbeMVyoHHE3menO51BaTnrmvUFKGMeu8dPXBZRaS7l2hqITm5llqFlRmbsZo+qrXMFLqlzKSR6ircSlXR9gCtwV7HT2lWg2rFSUKYRMWi5uRpwmo8gjabKT8QC/g0FinMFHo5k/jNO2LKNwBNsLJ8cUgAUG+o27TdwSKP8Rb8xNI2ajYJgZNzVe8KTf0sP7xkM7p6wvjlm5scffatVgBW19TcLPgcjj9SZUtjTdXGoKkHLofWKKtB6oA+tktkiLnluksGKzM2Y9W9IDaHQblZKFRPuc5OkHAaJ7P9BssM4GzwJ2DdJXJILe4WWSBili/54juEhaswx4+A34csX+SI5lTcjFVrR5Mh86bQDTdTGgGrDQZlZn+LewXJzIhZZjTKTI5zrpF0lMOunpCuCuwuByuWW37u2/UWWTcs3nodz1zynlBYdSdHDrRCiXW+lQWQwtKtKSHgRlC1VViZsRmrBxa1AJlG23XXzWROV09Ila2iOBe50ZRRp7XzdC0zg1U3k9v1JpLFzMTcTEDM4uGUMmNVoW0yKIhCzlaX4ntSufEaDNVU97c5qcwk/15g3HwBaDaLzI9rOr2ZtA0RAWDrfhebIppc12RQDt1QZtItmCgKezqpxAJ9C6ou0QRVuxFmkApWZmzGahaLtjR8oQuWA8BoEk2tmWf5PCjK9bvitgGsx8w0GmJm3E7RTEbMzRQZ0/xsZ4OArYZNGa0IarCyo647664NY3uQ/Q6Wird+oNG77gBoCr05nc2UnC379TFITvZmiy+9n/g6NbYjT+9e7uwJobvXqQDw9GLQinIiLrFChw+08enu5qjxnbp0d46ZOaywdNLVuZncs8wkk1UE/w7JD8Dj8binnVvNEjFWVnXlhGYxAFgTMwPA8Swhq+4wo2VGzFkn3UzptF4Qlpljh0f6sjmpzMSV3090jaIkdjM5qHhbjZcCgB0H9W4lo+Urk1iOQTIEVItnCXDuoGjVehwrQBl1hTt84EqrWGb02S/OzY4dZNkyM/AJW5zNOtNdrksBwBatSEKZKS10z9IBWDOLB3tDavDsYFWZicUkOVbHQfs6ya+MuZmilploELBjlpk03aJGN5NrvZlSXCsW4KPLIgHrDa3ONXING4wAieZcZ08Iwai1QOdmcjTzzvqzYFQGHVVm0jzECPey3+dFfnbkeXJqbdWnZidZ/9sNMWiOH2iN1q7EsobCirrOD9Jk3nLMzGGAFWtHsDeEjuiGW6IL/nIvBiUZotqjqP7oRs8TwNrYik3M64ktEEL5CitOZglZW9TUCsA57sTMWHU1asvEA9DVxEmnx1d/SEcPFc+SyL5zsi6SFXeYGM9szYYLOJ3NpHmd4lqhzBwXtXQ5a5mxFjTTqHHdC5w+eKUbM1PiUpKC8ZE1kztyAIy8dqtpr1VYmbEZK3O52bDhupearXmd5ClULTMFUWXGpQltZWy1Fi9vtHhDwO9Vs4QcC7CzIKyixLrPijmgum8camlgNQDY6BIRcgJAR49TLrHErxMhFO1RQ3IBuLv4JhK1UdPvxuPxqO876cINp6HNCGWmZkRUmWlxztJlUZeJaw8BOB/8b9Ui29RpdIU7LGeaSldBwI8sn1edn109YQR7HXQxW4CVGZux4rppVH2QWfDqgr9cdNskue5AtGO2cDO5VQVSN54pMkQGaYIqdXE+EvnOO3tCar2OQrcCgK2a8DXZd0BEQRR9upxK0bcaAA7EnqXKkjwAkUXZKRejFcvMQYNLROBkgGU67QyEm+7o8ogy42QHeqt3zdiFHHDD4mFtTdXuAQA0oQZOrU/WRlXE9gg5C3K0cUhyBQGzMmMzVhYIs1NuW7DXsQUXsKYcADHLzFBhmXGp54mVqrpikTXbJNzIFjC7peIU5vd6kBd1NTifmm0tbqrRkCni8XhUV5MbwZXJCPbG4lFGDY4oM71hxTEXo5XU7IMGa6dAa5nJ9Fpg1YoAxCwz1dGmiMKy4ATpproPKXDPzWQ1SN2YRu58nRn992ayCjmFMqPNvJItCJiVGZuxskAYM0PEAuZkTAdg/cQjekaJRUKO7KvE0h8yBNYJnH4AreiJzZqO2cLV4EbPI4GVdHetkuh0L6mwReVbOy+HFAQQ8EeWObEwZ5p4y0y8sIk2XiAWM9MbVtCZYfedVUW2PdirrkvV0YDqrp4wuhxyL1ot8HZItXbFFEQ33UzJMNsDHDsYxGXcJZa82ZB1BWgUbrbMDGysnKaM1VS1JnsnOybDoklUdTMZYmYcr4tjYfFtStC8D4CrbiYzjDVmAE0xOpfqTSSiqycWsK5VErUWRWewNl/VqsoBP3xej7oQO+UasbKhGYPqBblZPvi9Ir4rw+Nq0c0kgn3zsn0oK8xR+wg5ZZm1Mp7B3pA6DwcnyA5zx82U+nAQK3XgcM8jy5aZBMqMCw08rcDKjM1YCahsNEwQjyfmZnBSmbFaZ8IYAOxGRV3AagBwdGw1QYCA89Yk/ak3seQtBn80EPNJu1IBOMWC5vN6dIpXrHCe8/E96VRVHpQb2dwc23wtFHkTbiajZcbj8TiW3WjVzSRcTMMKA/B6PY5ntFhp3Kkr7KmZo7HsMBdi0JK6mRIX+HOrzoyZqNoaMwJZ+zOxMmMzVhqNGf2lgDvuBSt1O0JhRe1CLRZet2oNWAmu07ar1+JmuXAzWVXLjEaZKXTYdWMloUVbjEybeaMqiG5UK06CGFchn9h8HbPMWBBUBACXGpQZwLmTr9VgVRH8O7QwcpgR1jnHgoAtbLyiEW5JXrZhjrrbJsCMOGXG4YxWq9W0RWyU1jIja3o2KzM2k04AsNYcqlpmHErJBaxl3Bxq74aiRHqIqEXoXCvyp31tLbhaIE4+zrlvtN8kvkZYtsRCBjhfjM5STZQEWSIAUBCV2znLjLUYD+O4Fgs3k0NBq1ZOvcIyM9jgZgKcOyxYTXUXlhmhzBSpyqE7MUiJnn3T7DCH4zusZzPplQQxpm3BXvSGMt96wcqYArEyIoM0By4hMyszAxwrCq/oIaLVdgsczmIBrJW0Fi6mwXnZ8Psi08WtIn9W5N2vbhLGAGCnY2ZS+87Vgnm5CVw3EvVmMhbME7gpa7Kp0GqwzAxy3DKT2i2ixswktMw448Y1hoCaYcxmVMdToppNh9oTu+0c7yNn4cDVpan+bGwPAjjzPMVliJlclygAmC0zhwmKBbt9oiBVNSXX0Wym1BvugQS+fXHacbL6a4TUp569TRGT+PBBObr3HS9KZeGaZkP1X0ATVOuGtcNEapHNVmIShyRbTRyj+87pk6SVR0LEeJS6aJmxms1kTABQx9OlgOrEMUjxmUwAHC9IasV1L6wyfm+svEGWz6ta551Yo6zEIQHaOjOx9T/mZnQuPd8KrMzYjJXT4yFDV2cAyMt23jJjpSZCLPgvphyITUxRnIuXAPQ9bxLJ29UTUs3NFcW5us+cL2ueeqNIFDPjtJvJioIgOlCXFekVRKfrzFjdfNUAYGGZcXjxjUt7NQjb0d2rpl0ntMw4FedhIV4K0PZmM1pm3Ep1j6e+OTJHy4uMdXucLclg7MuViEaNZT5h9WeHm4wmw+gOA5yPQbMKKzM2YymuI0EMQkHA+WwmK4pXgyaTQZCT5UN2tHaHk+nZqRY1senmZHl1Dx+gdTPJ0yYgFtsR72Zq73bG6mUlYH1fS2QOmCszztebsNLvStxzsfg2ShIALKwIOVmx07gWpzJwrGTcATHXrbDMOO1msKJw740qM8PdPsRYSQBRg2pNXGJOt7IAYLZKHWiNL+7IbqbDhFRVakNhRZ0EWrN9ngvZTFY2y4YWffCfwNnuvhFSKV97oi6miuJc3YkH0HTOdiE9Nx3LjNbq5UTPIytKl6llxkU3kyXLTK6wzLi7+RpFVV23+YG4eQo4Z5mx2poptqHpEwCaHesjlNolsqe5EwBQYXAva12hjhwOLIxpU4KgWsBZy4yVMQ32hlSFWpt1xwHAhwmp6na0dPao1yRMzXYym8n0mxjGtExBLDvIJctMgsHdG13QjPEygPOWGSvLZiJlxumeR+m5mRKb8N3ozZSMWGp2ZFxLHHYzpYpHMKv+K3DKmmDFiqAoihqs7Faj2XgbQoJnv8nEMhOdA4oCtDmwtlrRlxo7zCwzzh0QrWXcxWr3aGthsZvpMCGVZi4mcmG0C6nAjaJ5VtLIVTdTkfHE40JJ6xQLxV7Vb54b95nTWQ1WxlYsBtoAYG3Po7agsyc0M1eDcDOVx7mZYoHgTmA5ANiYmu10NlOC93Y3deLXb32J9mBvwoaIWpzKZrLkCu3qRXc0VVgcaIodqoMjSOVe7uoJqYeuESX6Z1/rEndG3tTPU6KquoAmvseRmJnUD5OZBdHpIpRW8ae+hEmP5KcddSHLT5zm6mxqduqT2YEEMTOA84F1QOoaDntNTM1A7NTT3RvpKZOTFR+rYCdW3EzqCT3BXGju7EGbAy7HVK67tmCvumiVFSd2M7lRuydZjIexaJ541kTn7ESuHTtJ1EvosseXY09zF+pbOlFVmg8gvnyAwI06M2aIDa0g4FefGaeVmTi3neH7L/e1IaxExtP4LAGRtepAW7cj89SamylWhFKLk20CrDSajAV+68dU1G3q7Ak5spZahS0zNpPKzFhvYrJXs5kcTM1OhaIoCQOAAXf6M+k23gTjbGZqBoCCbD/EHubIombyWtDZHet3ZHQ3ONkmIFUcwbb97QAiPnOtBQlwo86MNdNMfDuDqCIbCme8eSOAhDd8T9RquHjDPrXOlLllxqlNLbUVwRgvA7gQAJzi+y/qWwAAR5cVuhqDBBhd4YmvMbrtBKqS6IjSFa9wGxEp+cb+YYWB2FoqU38mVmZsJlXdDpFCaAymzHcjmymFpeNAWzfagr3weICKQUZftLM9T4DUiqLYMBLFzHg1NR1kMOOK2i3ZPq8qlyAWWOuAm0n7OoHIWw+0AQDGlhbEfaYNrrTSsLK/WHGLAPENPPOyfciOunSdyGiKu/eab9u7e2MtNwx1ewROVa21VjQzfuPVKjNO3Pf4YFX995vqWwEAR5cXJvz5QieVBAvXGCsqC5xUulJZuwDzeEk3+nNZgZUZm0m1OYhgSmP8Qb4Llhm9rPHCbtkf2cgqS/LiTIlOd6MFUiuKqpspgWUGcLb/iZJiImiDQI2nSSdTnlPtRVsaosrM0Py4z4ScobCCrp7Ml2C3UhcpHFZUS5GI6/J4PLGWBg4EASfLZurqCcdabpi5mTQpuplUFqy4QsV6NUxjSRaWo96woloXM0mqIdi0L6LMHGOizKiZjI5kCWlem6g2psqMg3F9Vorm1R2KrKcjS+LXU2HtFOuYDLAyYzOpHrx6EUxZbLTMuBwzk+BzocwckWAjc6NzdrJkps7ukBpYZxxbQaGDcT6p3EyxiqXxG5qT8VOperRs3Bsx4R9VFr9R5GX7Yq47R6xIyZVZIJKxIv4EbYn4kjz7g4AVRcFXDW3oNGzoqaxyjQkqgGsRSndvWMmoW0w/RxPLvKcp/oCQn+1TM+5c2XgNnwuFu7os3noIOGzx0L42mQaibo+2ECkQk9MJa4cVq9yupg4AwMiSvLjPhCIm/hYZYGXGZlIVohKLg1kBso4MbGCRjT5eg059Ko/ESxwxNH6RUGNmHNjEBMk2CWGVyc/26YrQaXGygFaqU+8Bkx5SgLOxKKlO/ut3R5SZcSOL4z7TZl45YUWysgCLDSvb79VZE0UGhp3KzAsr63Duw0txzR8/1r0fF+NheEMossbUXIHWLSauzQSpykgA2votMWXG43HWzZDMJdLR3au6lxO5QoGYxcOJujipnvueUFi1ZsRbZuxPzW4L9mLbgfa49xMFqRvZ1Ri595UJLDNi/xJhEzLAyozdJFlww2FF9e8aT7p50ZgZuzewg21BnPXLd3H6/e/ETepUp4ivhGVmWAJlxo2ieUkWX7UC6KD4gnmCIgezb1Jl3gh5E7nE1CwhRywz+u+1ou5vDaK+pQseD3Dc8KKEP++snz+1WyTWykAfjyLSYBsTKPWtXT249pmV+OZv/42vGloty/Psih0AgI+3H8LW6LNilBOI3yi2Rp9Ds2wmj8ejbnQiAD8TWBlPtRClIQ5NVWZsVA67e8MI9sZbopIdYrYfiFgPSvKyTN12YpxFnFomSXVAFIcYv9eT8aJ5wd4QLvnNvzHtwffwxvq9BjmTu5mCvSHsFsrM4HjLjFBmMjk/04WVGZtJ5l6oa+xAW7AX2X5vXAxCgabRpJ1+8lfX7cX+1iDau0NYtHqXXtYUv0eYb49MoMy40Tk7mVtMWLyGm7iYAPfMzYkQC4UxsBrQ9GdyxNphbsL/MhqLMGZIviqTEbFRJFIS7MZaiwh98K8gWdXShxZvxttfNGDNzibc9rdPLT1/vaGw6oYFgHW7m2OyGX7czKJkbNypRcSo7G/N3MnXSnyH6mYyJgDYbJlZv7sZE+5dglPufQsb9jTrPouXLPbOzkMRZWb0kHhXuEC4c0Q180ySyhW6X9MewOs1VCm3uZ3Bv786gK+ia/hzH+7UfZbKyvnF3lb0hhWU5GUlXFNFNi5bZgYwyWq3fL43lkKoLZgHxIrmhcKK2h7eDv791QH1tXbBTSSfdhHv7A5hd3QhS+pmcjCbKdnzl8zSIXBSAUsVjyTG1ljkC4ikPgLOuJmSLWrCH24MVtcilJkDGXSHCKyo+C2GtGyBSINuNAQsdvWE8KJGyf90VzNW72xK+XvqGjvRrXlOhcUViB/ToEnci1lqNgCURTfgfRncgFNVAO7uDatzwCyb0Q5lRlEU3PF/n6GlqxctXb34zbtfxX2u/z72OhZ/Et99XDBMtXJlfuNN1QxXKIeJ4vrEYau9O4TeUP/3gBVbDqqvP61r0pVhSBXX9Vl0rxg3clBCS7ewzIgAcUVRbJG5P7AyYzPJTjsb90SUmWOHJwqmjJ0k7Qz83LwvdnrULrhAcpOoSMktyctKaA7PlJWjqyeEX7zxBf7wwdakKZnGz5K1MhA4qYCl6LyguvwS+aOLVZeIGz1aYt+rp8gkG4UoUuZEVoOlflfCMmNQZtRsJsN8/fdXB9Da1YuK4hxcfGIFAODVz/Qm+USIE69AWAiA+Oc+0eGkMMcfd6DRIiwzYgPu6O5FneZ32IFu403w+faD7VCUyEHLWIzOzpoo7395QA00B4D3Nu1HKGx+r7XfHrAwR2NjGbm2sb0bP//XBjz5/hbb+zWlqoUkXIxjS+MtSUW5WRDGGjue/Q17YmPaGuxVY2CA1EXzPqtrAgCcMCI+Vg6IHXD2NHdif2sQ5z68FMf8zxt45K3N/Za7r7AyYzPJJvPnUWXi2ATxBz6vB7nRgEW70h27ekLYfjAWJ7O3pQs9Gu05lOTEU5fCfFuoiT+x0y321LJtePy9Lbj31c/x3ub9pvIZiXXNdd/NFB8zoWd/axC7mzojsSgV8XMhpiBk3iyeyM30/ub92LinBQdNKhRrGeyoMqP7LuE1xhozArP+TB9ujZxepxw9FBdFlZnX1u1Nucl9GY2tEYG6WnO78Ue7ElhmklllgJg1YV9LEF09kdiHMx94F4vW7Er6c+mgW6sS/Lnro6fz4yuK4k7ndgYA/27pFgDAzMljkJftQ0d3SOfCS3YnDhg6eidCdTO1BqEoCu76xzo8/e/tmPfaF1i4sq7f8mtJVTNPFKGsSqDM+LweDM4X7sX+P/vaMQQiYQ4xOZPHda3fYx74D8RCD+oOdWLea59jy/529IYVjEjgNncKVmZsJtmJXMRJjEkwkQFNrIRNlpmvGtqgKJF4gSyfB4qiD9hKFi+xP+o2MDPfFmmqqtrpFtOeit/5vEH3WTLTqNhMyi25mTJrmUml2322qwkAcOTQArUWihY1DqVdv1Fkouuv8b+sO9SBa57+GF9/9APVhGzMutAyJLqJiKybNTsbcdvfPsVbG/dlQFYrlhl9jRnBIJP+TB9tOwQAmFg1BGdWl6Ig4Ed9SxfWRu+RGV9FLZ5nVpcCiCnTEdn0wnUleD6SuUWAmBl/T1Mn3txQr1pYF7zzVbIfSwt9DFL8gK5TlZn4Dc2ulgbrdzdj+ZaD8Hk9uO6ssaiJ/q71Gpd4spooMWXGXDkU87e7N4ztBzuweENsbv7OZuuMVYus2R5gV8pzS1eP6qKsHV0CQG89NP7NWlm7ekJqvFyNiWVmSEFAncOL1uwGANx/6TicX1PeL7n7Axll5re//S2qqqqQk5OD2tpafPDBB26LlJBkmnm9ScE8gagC3GFTd9fN+2KZU2Jx3NukMTXGTejY96nMt/nZPtUkapelo6GlS2duXr2zUS+fTlb9z4pFbWiSE5pTLRiM9924uX26K7JQn1g5KOHPi/LhIvtiT1Mnpv7yXRx/95v4R3ThSJeGli784YOtaGjRxw0YN4odhzrUsRVuyWQbxRBNpkhzRw/+45mVeHH1Lvznnz+JC+TsL1YMgLFO5AbLjLAgaSwzLV096qY5cexg5GT5cM6xwwAAr69L7moSmX5Cmalv6VJdI3GZIQksM2a1kARjo3FqW/a34a8fx4I3t+5vt83dlMptJ8ZmXIINzS7LzHMfRjLCZpwwHCMG5aqZk9s1mZfxbibNOmXSGkBLTpZPncNPvr8FvWEFY0vzUZjjx46DHVimiSvsL3qlMH5QhTKTyDIDaJSZflpmtkYtQEMLA6iJWn91ykySZ2lXYyd6wwoKAn5UJJmnE8aUqK/PPXYYrjh1VFwWoZOQUGZeeOEFzJo1C3fddRfWrFmDM888E1/72tewc+fO1D/sMGZBdV09IdUUb+YKEVWA7WowKPz61cMK1MDYvUnM4VrUE0+S9FG7Mxre/zKyqIjMrq372w1Ba7FrtePcGwqrLpFkVgSn0slTud02RDeJE0xMuIOjC29XTxgd3b14eMlmbD/Ygc6eEGb/bS1e+WxP2jLd+Pxq3Pvq57h14VqDrPrrtBuvCFg39mbRySqUmbZuvLmhXrV8hBXgkbe+TFvOZFizzMR3Igc0QaCagNpV2xsRVoDRQ/LUfl5fqxkOAHhtXb3pfQyHFfXZmnxkKXxeD0JhRd2AjFaORG6mZO5QIGbG39cSxIdbD8Hric3tz3bZoyQmO3iFw4oac5HI1WBH/6iunhBejSqNV5wyCgAwZkgkDXj7QXOXiBazZq1GxHj+9eOIW+nyUyrxzfEjAAALV9q3jyR79Js7etR1ylSZKbBHmRGZqEcMzVdTq/XKjLlV/qA4GBYGkjZlnTm5Cv5oa4O7LjyuX/LaAQll5uGHH8a1116LH/zgBzj22GPxyCOPoLKyEo8//rircj27fDsufmwZ/rhsm/qe2WQWi2jA71VPNUZUy4xNbibhMz1yWIF6EhSBskCCmBnN61jHVPONrNSmB0/w3qaIW+l7p42G3+tBZ09ItWYB5ovaofZuKArg9ZjX7gC0cT6ZtcykCq4TmUxm8Uj52T5k+yOP5oHWbrz1ecQsXlWaj7AC3PLXNQkDpM3Y3dSJldsjVq4VWw/q4luMi5q24qz4O5LNARFwvauxA69Fa1lcclIk9uTtz/fp5pudmMWmxSwz+mdMWCbbgr2qG/fDbZF4mYlVg9Xrphw1FLlZPuxu6sSaaBCkkb0tXejoDsHv9aCqNB9l0fERf2vY4FVK5IYdlSSVGIhYPrRl5KcePQznRq1GG/fao8wkK/C59UA7OrpDyMnyJgxWtcMy8+4XDWjt6sXw4hz1HohnYocm1i/e0hl7fUjtc5VcmTHW9ZpxwnBVgVqycZ+63vWXZAr3tujfVFYUMC11YJdlJla9vUCNY9Fa5ZNlssasXcnH9NSqwVj232fj/f+aZqqcOYn0ykx3dzdWrVqF6dOn696fPn06li9fnvBngsEgWlpadF+Z4EBbEJ/tatYF2eo3h9hrNdumOMdU27U7ZmbL/lgFX1EXQHsyTZbyeNCC+XaYjYW9ekJhvB8N+D3vuDKMip7QhLnUKJ/2tfj9QwoCapn1RBQ51HAuVUaDUNDMTucej0c9ab7/5X40dfSgIODHG7POxBWnVCKsAPe++jn+/om1YNDP9+jn/+odMfddfLBq/MabbFEbE918Gjt68N6myP276exqnDpmMMIKLMtohVTppIC2aJ5+s8gP+NWUdxFf9eHWWLyMIDfbhwuifv8/fLA14e8Q8QRVpfnI8nnVg4L4f41SJrLMjDdxMWo599gy9fU1k8eohQs/32u9sF8yktXtES6m44YXwZ8g68oOZUbEWnzjpBFqzZXR0ed+h4X4jt5QWFVezaopCyaNjd3jyUcMwciSPBxXUYQTKwehJ6Tg/1bZM0+TOZm2RTNEk238Q9XA7/6lkQt31tihBRg+KJFVPollJureTmaRFZQX56iZgm4jvTJz4MABhEIhlJWV6d4vKytDfX19wp+ZP38+iouL1a/KysqMyCYeaG0anVlchxovk8S8LJQZO7KZekJh9XRzxLCChIFlIeMiofNFW8kSiH/wdjV24Ia/rMKtC9fEnS56QmFTRe2jrYfQ0tWLwfnZOKlyEEZHTaO7GhObRvXByqnjZQB9l2fj324nyXz8VnpIAbFxFzVQThs7BAG/D/MvHYcbpx0BAHj0nS8tBS9+aUgj/kqT5WBc1BLNvWRzID/g1wWzVg8rwJHDCnDFqZFn7oWVdbaNdargSsDcMgMAZcWieFoX2oK96oZ92hFDdNddPyUyvq+vr8fK7Yfi/p+vDMUkxWYhyuobx1QoiONGFOOWs4/ErHOrcXyCLDYjt55TjStOqcT/zDgOZ1WXqvWeEpWn7wvJYtBEvJNZAGh/lZmmjm68G7XECncPEGtq2NTRo1pQzWZPpGt35PWgFBvq2ccOw0mVg1AY8OO26Uep718ZnaePv7clLp6sLyTTt3dEXWdjkljlxLonUrhDYQUrthzE6+v2pqXgbNOkgIvqzfs02azJrMexeMnkCqJsSK/MCIzWDEVRTC0cc+bMQXNzs/pVV2dv+p0gUbqn2YKrZtskKUCWn21fS4O6Qx3oCSnIzfJheFFOwiqYSSd0W6yrsxnDDCWtQ2EF339mJV5bV49/rt2D2X9bq14rahFMuHeJmg4b+70Kfvd+JD3z6+PK4fN61KwkfZZIYjms1EMB9HEUmUzPjjfhxl4LpTY/26daChIhTqhrogXcRKCpx+PBzWdXoyDgx67Gzrgg6USIzVdYrbbprF3J4zsKAv64julGtAGiIr356+OGY1BeFnY3dWLp5gazH02LVIUIgVg8VKJARPHs1bd0YdWORoTCCkaW5Malkx5dXojLakdCUYDZf1sbt2GLwPpqocyofWoi1lezMc3J8mL29KMx69yjksYiCErys3H/t07AtWdUwePxYHT0RF93qMOWAmVKkvEUbQzMXKH9VWZe+WwvekIKjh1ehKM13a4Lc7JUxUS4YxMdDpo7elRFM1XNHgAI+H146UeTsfpn56F2dMyteOnJIzFuRDGaO3tw56J1/S4zkawW1gELBf6Egrx1fxvag7246g8f4ru//xA/+stqTJr/Nh5avCmljOGworHM5KM0P4BsnxdhJXbwTGbl3G/BKi8j0iszpaWl8Pl8cVaYhoaGOGuNIBAIoKioSPeVCUQ5cnHSTjTJWrt68MTSLfg4mgKaLHU4ZpnpvzIjTuNVpfnwej0Jq2Caneq7ekKqQpWOm2mxJoUUAD748gDWRYMVn1q2DTsOdqCrJ4z7X/9C9/88tWwbPvjyALJ9XvzH6VUAYi6YehPTqHashd/cLFhZkO33qgvlvkyWiTdsDdrvhLuxPIm7EYg3RZ8RVWaASHbG2cdE4ieWGmrxJEL0G5p+XOR50Z7sjfEdxg7QqfzmAPCN6Mk6L9uHb9eOVGX89smR18ZS6n0lmSVBICwzxbnxiqKwhO1q7MRHW0W8zJC46wDgfy46DiNLclF3qBM/efEz3XwTbh5RLyoWjxaZU0Y9Q6RmB/zJlcJUDC/KQbbfi96woiob/SGcxNQl1gnhnjYiLF/B3nBCN1oqhIvpm+Mr4j4T1pldhzrj5YyKevnvVuD651YDSB0vI/B6PXFKT5bPiwcvOxHZPi/e+rwBb2rStvtCMjfTQfWAaL6mjizJRbbPi2BvGD/88yp8uPUQcrK8OG54EcJKJDU/lUtsb0sXgr1hZPk8GDEoF16vR41tE/Mmfq9S8Opne/GDZz9RM8mSySkj0isz2dnZqK2txZIlS3TvL1myBJMnT3ZJqgjFufq+NIlOEH//ZBfuf/0LvP1F5HSaLItBZDO125DNJGqZ1IyILLjGKphAYu08HFZUBSLb5zXtQB35P2PmS0VR8ES0+NXNZx+pntAXrdkNRVHwr09jGThr65rUTf2rhlY88MYmAJENRJjSxTjt1QYAa3639nWjxSBAINbuYI8mGK4//GnFdtz2t0/x3Sc/VP/GZAenerW4X/LiUtp+WKOH5MUFYZ5+ZGQTNlq5jChKLPPmvKgys/WAWYyXPgAYsLagXXxiBZ7/wUT86+YzdGXvr5wYCbB8d1ODzl3YV1IdmhVFMc1mAmKWlM37WrFCKDNjB8ddJ37+sStPRpbPg9fX1+NP0aaSvaEwNu3TKzMVhpiEkEFDFBliAX//lluv16O6IbRxen0lWTaTWCeERddIYcAPoYun2x5k6/42rNrRCK8HuOSkEXGfV5bEu5i19GjuAZA6XiYVR5cX4rqzIoeoJ6MW4r6SzBV60IK12+/z4vjomr3sqwPweIA//L9T8NqtZ+L2qHvs4SWbda00jAjL66jBeWq8k3HdS2SVv/H51Xjr833qszHUwkFGJqRXZgBg9uzZ+MMf/oA//vGP+Pzzz/HjH/8YO3fuxPXXX++qXCWieV1HYt+uogDvfKE3sZclczP1MwA42BtSu85+WqevZTK0IPJ7W7t61ZNUyCBwsCeMs375Ls59eCmAyKk8mfVALKzbDrTjw62H8OmuZgT8XlwzeYx64nr50934ZEcjdjd1Ij/bp8YKvBUtiPfE0q3oDoVx9jHD8L3o5gfENnt9BH7i3UykO5p1zdUiNp7dNpxs39+8Hz/75wa8uHoXVmw9iJv/ugZA8iJfe9XifslTc8+qHqpmNM04YXjcfTgtGtC4tq4pzpqiZW9zF9qjmTdnHTUUQMTcLX7GOKJGZcaKZQaIpCgbe3iNHVqA048cAkUBnv+o/9YZvVskgRU02Ksu0oliZkRGy/ItB7E2mql0xpGlcdcJTqochDlfOxYAcO+rG7FxTwu27G9Hd28Yedk+jIrOf2MAcK9hp1AtM1n9X26F28cOZSZssvEqiqK6o81cIl6vR3WTpuuyFXVzphw1VD0QaRGWmbrGxJaZg4Y+YCU2BKBeM3kM/F4PVu9sUjug94bCeGN9vZqqbIVk7hurgbUzTohZq/7faaNVq+wPzhyLYYUB7G3uwtufm1uQRCaT1rorLDO7m0ysXQn+H7bMZIDvfOc7eOSRR3DPPffgpJNOwvvvv4/XXnsNo0ePdlUuETPTGuxFTyicsIy9aCApSGaZKYimZvelN9NbG/dh/D1LUPu/b2HhxztVf7Ko/liU61c3R7UehkHe7Qfb1YJJQOrJLApc7W8N4hdvRFxHl00YidKCAM6sHorSgmwcaOtWY2fOPa4MXx8XqeOxdFMDWrt61Iq/N047QrdhGzeIiLyaX655nY5lRiyUdlhmzOq9xBtwY+/UW2i7AEQUsyevrsWPzz0KN59dHff5qMF5GF6cg56QgjVJ4maEu3H0kDyUFgRUS5sobR4X3xHnZurfgnb1aZFn9C8f7ex3LFjY5P4LxCaXl+1LGOdzTLQnmkjlP2FkccKu5Vr+4/QxOO+4MvSEFMz+21q1fMDJo0rUDBzVJRotnGcMeO6Muo1TxR5Zoao0doDoL2bKYVuwV1Vqh5m4mYCYRSSdPkK7mzrxbNTKdfWkxOv3SINlxqgftBvc8FbdTMkYVpiDyVHF9vX1kZCGZ5Zvx/XPrcJ3nvzQ8v+TzNolDl2pDgjXTBqN/77gGMw+7yjceeGx6vs5WT588+SIJetfSWpNxXoAxsIr1PTs5sSWmURwzEyGuOGGG7B9+3YEg0GsWrUKZ511ltsioSg3SzW1Nnf2JDTd5RqUmWQn8oKcvllmunpCuOPFz9DRHYl1+clL6xDsDWPMkDwcHT2NejzxcTPGRdf4e1M9dAUBv6ocrK1rgtcDXHfmWAARX7QwIddFfd+XjB+BKVHrwPItB/HS6t3o7AnhiKH5OHlUie7/FhtEa7BXzWrQniYaWoN4cdUuhMKKWtU1Vb8bAGpk/+7GTnT1hHDjX1bjrAfexRvrUzcXNLLWpA5JsgBgq5YZIFJb5NZzqxNugh6PB6dGa3N8uC0+40YQK5wYmQci5X1nNLMiLjW7V6/MpFK6UnHeceUYW5qP5s4eLPy4f9aZVCnvopeV2eY2vDhXt8Brs2jM8Hg8mH/pOAzJz8YX9a2YH433OlMTwzSsMAdZvkjhvB0H23Hvq5/r/g+hGOTaoMyIMvjbbVFmEr8WLqaCgF/XANeIiKfRHjhS8dDiTejuDWNi1WBMO3pYwmvUmJnGxBtv0FA+wK5+QF+PpuS/Fi3k96/oQcvYVDQZZnF9PaGwGluZ6pDo93nxo6lH4JZzquPirC46QdRwajDdJxK1oRBKu1nMTCKDklWrrCyQUWZkxOf1qL75po7uhIutMdU1mbZbEOhbV+fX1u3FofZuDC/OwTWa087NZ1frrB3GKqhGU6MxM8GKZn5m9VD19UUnVuiyH644dRSyfJHfP7Y0H2ceWYrjK4owtDCAju4Q7n55AwDg8gmVcW6U/IBftSIkqt/RFuzFbX//FD/753rVMpPMFy0QaZGb97Xit+9+hVfX7cXOQx24/e+fpdUssS3YG5fyLEiWbVDfEqs31F9E8OrH28zjZkTwr4jBGWWoBmqcA8aNIlnAuhV8Xg9+OCWi4P7+g62qG9SMVz7bg3tf2ZiwiFmqLs9qTEKSk/qt5xyJ/Gwfxo8apBZNS0VpQQD3fXOc+n1Ollc9IQORv1EoSX+OlufXIlx6digzwnVgh2XGrMBbKheTQMwNqynDG/e0qIG/d379WFMXtqhYu2FPCw60BeMrKhvm0MgEnef7wvTjI5mUG/a0YMv+NviSJJy9+0UDlm+Jb4Ng9uiLNcrrifUJ6wvHVxShqjQfwd5wXAgDEFnDRTyRtsJ4TJkxC6rWf5/t96qV2KnAykw/Ef7axo4erN+tL06mQImrNpusqFtBH2NmRLGyb9eOxM+/UYMXfzQJi26YjG9FM0sEIphP1GUxZrIYm/ClSnUGgOvOrELl4FxUDyvAf19wjO6zI4cV4I8zT8HMyWPw+2smwO/zwuPxqNYZAMjyeeLkFAhzs3CJJDKNvrx2TyxmxoJl5oSRgwAAX9S34lFN0762YK+60Frhs11NUJTEQZ2JFrTeUBib97Vib5NI0e//AiwsM2t2NpkqCaplpiyizBhLmxvHtFuTiuPxAONHDeq3nJeMH4GyogD2tQTx4irzMd66vw23LlyLPyzbhp/9c33S/zORwmilGuwFNcOx+mfn4aUfTY6zmibjgppyPPCtE3DB8eV46ppT4gJjTxkTuRdLN8Vnl4k6M3a4mcaWRrsVN3YmDQK1gpnXTlhuk7UGATRB+tHDRt2hDrUFRiJ+/fZmKEokBsysLxmgV06mPPAuOgwJEdrsqYDfi8lHmMc9pcPg/Gx1bfrbyjqsjpZFMPLuFw34j2dW4nt/+EiNrxEYq6oLRKmLwfnZqnuyL3g8Hnx9XNSCpGnK+++vDuA3736FuxatQyis4MhhBToX6ghDzIxZxp1gaEHyVgYywspMPxEBvXWHOvCtxw0ViRW9YiKyScxQi7qlYZlRFAXLt0RO5qdHfb61owdjvMFtA8QWJzPLTFOn3jKRqt8JEAnyXHr7NCz+8VkJ4w/OrB6KuRcfrwsO/c4psSKG366tNLUAjYnGB2w/EM1qSJT6HuxVLVlWfOdlRQGdWfqUMSW45xvHAwAWrbFeBVS4mERjQi3xgeAKHn3nK0z/1fuq4mWHZeaIofkoLchGsDecsF+PoihqqrwYf61lZsOe5rhsKGGZ+d5po7DwutPignr7QsDvw3+eFSlE9/CSTabtJN7csE91fb71eUNcYHOqCsAHVWUm+SYc8Pv6tFBffkolnri6Vn3OtIh5sDWBxUSUWkhHeTKjrCiAvGwfQmFF12unL8RZZjt68NN/rMObGyIxI4mCc7WodXuau/D+5v2Y+uB7+NqvP8Bj78T35Pp8bwve3LAPHk+kGGAy8rL9+FrU5dPeHcKnhg7mnd2ROTq8OAfv3j5VVdDt4NKoxe137+urP2uV5yXR4NuwEnH3aDGzdqVTVTcVIu7w3U0NaA/24sVVu3DVHz7CL9/chFeiCs43TtSnvIuEitauXnzw5f64OkXGOE2zlHyZYWWmnwiz7+y/fRr3mYKYy6h2dAnu/Pqxcddo6YtlZvvBDhxoCyLg96Y8RWtjZhpau/CJpqw9ACz8WF9cMNXJTOD1etLaHE4ZMxhP/8cp+N9LanD3ReYNykYNjoztPa9sxNuf70satObxwLTnlf46D74XDUrN8nlw14XHYcYJFfB5PVi/uyXupGXG2uipbXxlvNKYKJvpaU3/roCm3k1/0MbNvJ+g3kxDaxDNnT3weuLdTDsOtuPCR5fFne6FhWfC6MGYODZxDZa+cPVpozG2NB8H2rqxQGMR0yKCawGgu1effgskD64ErKW+ZopTxgw2Nct3qkXz+q/MeDyetFxNobCCBW9/iWf+vS1pnISiKHj+45147sOdeG1dVJlJ8fyPiFpQth9sxy/f3KQqog8v2RwXT7YgquB8fdxwVBv6JCXi0e+OV+fsjoN6pU3M0YpBuSkDuNPlazXDEzaAfWl1zKIoGsUCwOf1ekuUtnaX1j1m59w8bngRRg/JQ7A3jMfe/Qo//UfEijl+1CCMLc3H1KOH4tozq3Q/kx/wq0VZr37q47i5Y9xzEmUDyg4rM/1EWw8kEUKZmffNcSmbcYkA4PbuXktl6gFNNdKygpRFubS1Zu74v8/iPjee9OxeKLRMO3oYrj5tdNIFXnTQBYCb/7omabyFoiR34Wn54Vlj8dy1E/HaLWfipMpBGJyfrabovvJZ6kBgRVHUJoQnJVAg4+sNRSxIgopBubaZcC+Idnn+2yd1cQuSmBtjhuSr4yyUmS37E2+Eoilidj9rohjJ9nvxPzMiiusfl21TY3kErV09WBVVrsV9FyX1BWYd6QXa/mdOk+Xzmj7fws1kzGzsKzFlJrXi/fxHO/DQks2Y+6+NaodqgVG5WWGw0qVSZo4tj8QJbdjTgnW7I2UZzqwuRVgBfvLiZ6qi/EV9i6og3ZIgMy8RWT4vaqJlHBoNsWxiPPtbtycRPq8HT888Bbedd5Tu/dv+Hjms9oTC+Lw+Nne3GOLmzJZtEQNmR7qzx+PBZVHX/OPvbUFnTwhnHFmK/7t+Mt65fSqe+Y9TEwZuaz0D/zbE+xi9AdkpKirLCD2JJePik+IrWAoUJRYzU5ik+JxAnOwUBeiwWFVT7RNjwR2gbWnwXgLfvpFMKjNWOE1jGejoDumqCxvJSaOGh9frwRnVpboToijyZ5ZurWVXYyf2twbh93p0pfyByKkxUSC4dnGw04R7/vFlGDEoF/tagvj248vxqeZELMZL2zG4YlBu0oVKVWYysJhNOybS+bk3rODulzfoNtN/f3UAvWEFY0vzMf34iIvhy33mG0WiPUPEA9iV3ZIuo1K4O+xKdRUFFLeaKKRaXtRYFP65Vj+3jXVmRGkIQbK0bACoHJyrW9e+XTsSv75iPAZHM7/m/msD2oO9uC+a3XXhCcN1rQtSMUhT+kJLp01FCM0YUhDAzedU43dX18Z99uW+Np0101ivyuhmUhQF2w+0q+UwrLjurfD9M6rUIpBVpfn49RUnpTzM/fKyE9VSHcaGssaDkHBlUYKVmX4yrDAHn/5sesLPunrC6IlWprOizAT8XjX7x2rczBZD07tkJGo2acZRZQWocOGEq2VMaT4e+c5Jlq69JYUfPhXTjy9Dts+Lzfva1AaEZogaPsdXFCEny6dWugWAn/1jQ8LU7ALN/T/KgpndKgG/D49+N7aBXPa7Far84l/tBpLl86oBhIkQ1WrttswIfjbjeGT7vfj3VwfV0zoAvPtFRLmecvRQNQbCWAE2VQXg3dFU3hE2Zbeki0j7N8MuJfaYaOZUojgpLe3BXl28yaodjToFUt/rSolTYM2q/wo8Ho8a25Ll8+D6KUdgcH62GoP2/Ec7cfzdb+KDLw8g4PditsHakQqzgP6gjW67ZJx/fDmeu3ai+v3upk6sj1oLj4oG1B9sD6rNGwGDm0kBVmw5iKkPvqfG4NiV7pyX7ce/bj4D/3f9JLx2y5mWLD5ZPi9OPyKx61jEzORl+/DLb5+AGSewMnNYYtYCvTUYscp4PLFWBcnweDyauBlrhahEB2QryowwGxu7WRu5ffpRePFHk6WIZr9k/Ai1D5EZJ1YOwo+inY77SlFOFs6PLsx3/WO9aZAqALwRLaolKnP+Z7S2DgC88EldwrYWYgE+qqwA/3nWWNhJ7egSLPnxWTj9yCHo7g3jp/9YD0VR4gonCsyKlQGZczMJRg3JU7tS3/fqRnT1hBAOK3gv2oxy6tHDUCkqwB7SFzZM1sSvszukBgCPHGRfQGg6GC0vRuXAroqq4n5+Ud+SNL5uw54WKErEGpDt8+JQe7fOlWysM2MsI5HKzQQAP7voeNw07Uj8ceYpqhI644QKPPG9k1ULWUHAj19fMT7tYHKzuDKRmp0py4yWM6pLVevrJ9sPqfEyZ1YPRZbPA0UxtoiJ/awCBS98oo9DtLOqbk6WDxPGDE4rsNwsqFtYv2oqinHZhEq1DQIl6ElMCNHBtyDbbzkdT5zgrdSaURRFY5lJfdq3+iBVDs5DYYLeNm6RrAUEAEwaO8QWxeuO849GQcCPT+ua8M3fLo+zDOxt7sTP/rkeizdGshmEa8pvKEiRKABYpD7++dqJasq5nQwpCOBX3zkJedk+rK1rwm/f24JdjZ3wJkivTpb90Z1hZQYAbph6BEYMysWe5i48tWwbPtvdjH0tQeRn+zCxarAqX11jh2lnZ6ORRriY8rN9KErQZNIJtAHz155RhRMr9S5IK9ZZK5QV5WDEoFyEleQ1hkR/tpNHl6jVurUF4Ixja1SMUmUzARFF5fbzj9bVmwIisVzv3zENH9wxDZ/89FxcUGNuDTTDbLxiMTOZtcwIJoyJKI+fbG9UC9KdMLJYtVyJbulA/LNvXJXscjP1FbOkDmGZyQ84M6aZgJUZm0jkpxcT3+jzTYYonGclo0nbd2f0kNQbpM/r0VUuNeOcY5OnkDtNdrLqVYBtm1fl4Dz89brTUFYUwFcNbZi1cK264De2d+Nbv12uNhz87qmjcEw0ANLYiffix/6t+15b4j6Tp8lhhTmq1eOXb0aad04+ojROMR2aRKkN9mYuuFKQk+XDf51/NIBIAOMfo5leU48Zhpwsn/osdXSHdIUMjRvF/tYgfvjnT7Bk4z61GNiIEvuCq9NFa5nJz/bBY9jKrFhnrSKCOe995XPctWgdXjcE9wIxN+MJI4oxdmgkzmaLJltPpxwqSlx6rpXswGT4vB5UDs7rszsoUbNQIFZnxo5eV1Y4NVpDaPmWA9gQbRUwbkSx6jbcb9K8N1IBXn/P3ci002KmzIiwhnxihfK0sDJjE/d/a1zqiywgmrdZiZkRp6wxpflxG6oZv7u6NqnbZvZ5R0lX+fGIFC60/i66WsaNLMb/XT8Zedk+fLKjEe9FU54ffedL7GnuQuXgXDw98xTM+2aN+jN+g9XNWL1WW+Qr037+/zxrrC4Q9SpNPI8g2WYviuZl2oR/8YkVGDeiGG3BXrwc7TYuMjRysnyqi2O3rtGo5j9QgF+9tRlvbtiHuS9vcD34F9ArM8ZNLD/bZznbzgr/b9Jo5GR5sfVAO/7y0U786C+r1T5ngs+iysy4kcWqi0cbNBw2WGa0hy4nXDipMEsPdkLh1jIhqsxs2d+OYG8YxblZqCrNV+/3/jatwh37OQXx7lA76sz0B7ODjDg8y7b2p4P7M3aAcGb1UJxrYtGYOXmM5f9HmPmsWHO+TCOTSZCX7cf3TottcEZLTTpZQU5xSYoeOnYqM0DEQnPlqZExeuK9LTjU3q12fZ73zXGYdswwnUKQyr+sLb+e6ZTHnCwf/vT9U/GdCZX4+cXHm5r3b5yWPMYo0yZ8rzfS80go7+ccM0xXGVoE8YqgXiA+YFUUf9zd1KlaZtzMwNOeevMDPp2PocAmF5Ng7NACPH/daZg5eYw6bg+8+YVqAWzt6lEVl3EjinFEAsuMduPdebBDvb4ox48nvhefyeM0Zm6moBoz44xLZGhhQB0/IBKz5PF4YgkVGstMyKDNGNdxq7W7MoVW4T61ajCOiSYHtKkBwKzMMICaiWTk/OOt+4sLoqbVdCwzVoJ/tUw7ehgeuuxELLphMv70/VN1n8lYX6AoJwv3XlJj+vlgC20M0uXaM6uQ5fPgo22H8F9//xTB3jDGjShW69FoMbvvAlGxNNvv7Vcpc6uMKc3HL759Aq6ZPMbUCnP79KNxaRIl0czEbyc1I4rx9u1T8MJ/nobfXV2rk1VYWLSWGa1fxJhK7HYmE6CvQN0bUnROpkxY5E4eVYK5Fx+Px793Mopy/NhxsAMfR5uOitYqIwblYkhBIKFlRms06NVswv+6+QxMSxF07wRmlhkRM5PJuC4j2pYrItNHKAZaS6zRFWpcx9124+Rm+9QDxK3nVMMbfeZa0ighIit0JZcQsxN6Or7ddKoAp5OWrcXjMe+HlO3QaSddkjXps7OcuWB4cS4uOWkE/r5qF96ONnS79oyqhMqB32vNMiOD6V7g8XiSBng6tagNK8xJmAI8wtA5GYjfKLQn883RInxuupm0biSjtdBOF5ORSPn/4Xjhkzr867M9mHTEEKzb3QQAaiaOKLR3sL0bTR3dGJSXbdoQ1e0NV1BkGgDs/PP0/dOr0NrVC7/Xg2+cFDkEJLLM6KtUK2n32XOC31x1MnYe6sDkI4ZALGcic5DdTAwAIMtkwcpJQ0FQ+zNZeAjSScu2ijEzRxbMTrY3n31kRpSZyP9drW5KE0aXqNlLRlJZZoI9zprFrZJsM3DCgpSMkQksM/qAVb1yo7VEuMn8S8fh27UjcfFJFdDqvca4KruZcWLEWvDG+nr0hmK9usZFS/PnB/xqZeR7/rUR63Y1m/a6kmVDMwuYdjpmBoisP/99wTG4bfrRqmKayDITMtSZ0Vpmbpp2pEPSJueso4bie6eNTngwG56iVpLMyDFrBwhmQbh9scykSs0+1N6tZnqMHZq8TUIqPJ7YicInQW2ZRORmJx5DMwXDDkYNycObs87Cut3NOP3IIaan61TZM7GuyXKdHcwURNFsz01E7EuymJlEVbLdrlr93VNH4bunxgdd+1JY7/rLpLFDUJKXhUPt3fho2yG1WJ62QvURQwuwt7kLL63Zjfe/3G9ael8WC6KZQh0r7Oju4SCRZUY7R0OKovZA+uPMCZh6lPuuOyPGpevrNfSK5QnkmLUDBDOrRjqLg1U3k4iXGTEo19agrQyvuX3GzLrlzbDyVV6cg/OOK+vXGGe6/HpfMZMnVeVXJ1ADgM2ymYC4rto+rydlTSIn0aZmZ9oy4/d51WDvx9/bgrpDnfB7PThZUzBRe+g50NaN5s74wpBFOX4pimUKfvntE+Le63LBMpOIoRrLjHDZaefomp1Nanbg6CH5rls7E6Gdo2VFASlltIpcqytxzDbWdIL/RNZDW5IKtADwZTRGwA4Xk1bqTCsHfSXHpMqlbM9eolYBXQ6VX08XM4thsvgkpxDuoubOHlWxj69Yq1f4y4tyMhqbki7aR8kJuUQ/nWVfRZoI1o4u0bmMTommGCfjiQT9iNxkxgnxllcnCjtaobQwEvDd1RNW52hvOJzw2kJJXHdGdHNU0rXfKqzM2IjZepXOQ1do0c20Kdq59Zg0GreZoT2JyXQq0+KWZSZdzqoeGhe30ZXhfkd9xWxMZXCHFeZkqQGgIu1a1zUb8ZYZNzOZUpFpywwQcTVpawwZ3YVfqylPGbch24aWbC66bZnJy/YjP3rIOtDWjd5Q2NR1Z3dqfiagbJUBWJmxlR9NPRJDCwNxzcSy0vDdiHTElhSWmS+iykw6XWjN0Ftm+v3fZQSzRU02ZSbL540LCBYxMzJYPLSYWWZkUbpGRNs+/Pbdr7DjYHtcl+dOQ8yM28G/Rpy2zPh9Xvz6ipMwYXQJLp8wEt86eWTc57effzSmHj3U5H9wRs50SHa4CkjwPGnjZrpDia0ygHzPvoCCVd4qcqxaA4Ty4hx8fOc5mH3e0br305kjorlaY4e5MqMoimqZsUOZ0SLbyUxg1jBZFnGvO7MKJ44sxoUnDI9TBjoldTOZWWZk2dCEcvKPtXtw4/Or41KJjY0RZVNmtDiVJTh+VAn+70eT8cC3TzQtFZFszZDVMpsIGRQEbUaTcH8lQtpx1cgly3PfV+S3fRHD4/HEbbDpTJJB0QJwTR3dUBRFfQgURcGauia1UVlzZw+yfJ60O9Emlln7Ws4JXTUkH6cfOQQHWruxaV+r+r4sptG7LjxOfW3MahOxHTIsvlrMLDOynNBGatxGIvU6hiK9m0kbXJnpbKZ0uPWcavxu6daEn1Ha0EpMumo7ic4yY6LM3DA1ebVtN6FglbcKKzMOkM7mIB7QnpCC9u6QGsD3hw+24b7XPke234sZ0UC/kyoH2XLajyy6SlTWfv93GcHr9eAvPzgNX9S34IJHPoi9L6G8RmVG7fIrQSyKFrO6N7IoM8map0YCgPXKzNjS/pUosBsn68ykQ162H5OPGILlW+I7bkskZkpKXO5ADegtM39ftSvhNd9M0Y5FFmR57vuKXKvrAME4JdJZIHKzfKqbojFaRyYcVvC79yMnqe7eMF5asxtApB+ULWjkk31CGzsRyyivWUsI2Swz5nFIDgtiwqXjRybMDgMi9Ty0MTNZPg+OGV7klGhpI5vFwyx4Vsbn6ViT+1qapPu7U2gtM0//e1vCa2S1dgPOx3VlElZmMoDebZPeZPZ4PKp1pikaN7NudzMOtAXh93pQHU3Fzs3y4bIJiVsSpC2v5rVE1nBLyLj4mokkW8yMqWVGkkWtOC8Lv72qVo0j0yKsXQDwv5fU4A/XnGJ7w1E7kckyA8hvldPyf9dPwuIfn6XL3LwgjX53mURrmRk/qiThNTIrCQMpAJjdTBlAaz3oywQZlJuNfS1BNHVGLDOrdjQCAKYePRS/+NYJWLRmN04bOwTDi+2PEZB9QhvFk3idiEOGlGctZj1FZZsD+dl+VbEXrNgac5FcdeooaRQwM2Tb0EzjpeSaogAirRiOKtMHLWdJk3EXWYM37WvFqWOGAIjU9xFrNiD3GqU9aMt479OBuPjy05eJbMxo2hwNeD12eBGGFATwgzPHokZTpry/aPcu2TYyI/EuPPnkNeuSXuhAJ+r0SFyhVrbG6bPOrU76uayKjHajkM0yY6ZcyZrNCOjH08yV6zS1o0vg93pQd6hTXaeNDTJlXKMEWslkvvdWkGNGDDT6qRyUaDKagJgyU11mbxq2oL+WJDeRUd7/N2k0nvjeyfi2oTP5YAkCFrUcMTQfXx9Xju+dNkqXOizbmF42obLf/cfcQLdRSHbsNVOupI7v0LzO9sshZ0HAj5MqBwGIhAMAiGt9IquybYSKnGbI9YQNEPrrhyzJj1pm2nugKAq+3Bfpw3R0ppQZnfKVkV9hG8bh9Eg4gyN9coarwYGCypLMdPfuKx6PB7+9qhb3XjJOeoV2tElndNnnq0A+y0ziB0c2d5gZZk193eDUKn2biFxD6xWZh5SSVT4V8syIAYTOD9knN1PkBN/Y0Y29zV1oDfbC7/WgyoHUU/m1c/mzmQRGycaNtM81aDeyL2pmm9cT35Orl5AW3ZhK9lyZKVeSialDO56yuJkAxNX6yjcoMzK7b3S1kCSW0wryzIgBSl8WsWHRE/2+li61QFxVaX7GysxTjmiXefE1jmWeZNlMZsg4pmbKjMwZTFok2nsBmI+nzM+/VjRZAoABoNJgNcwzNJWU2XWnC4mQZ0j7BHHx5aS/yoHIUtrT3IUvo8qMMZrfTvprSXKS+GwmeQXWjmVulk+607kWfXq+fHKatQOQaVMzInNwZZZJzImM9z4RMrmZjLFwxkMLkSGVei21gjwzYgDR3xiUikE5AIC9TZ3YVB+Jl6ku63/bAjO0Ikp9igCNbCYVjWx52XJbZfQKrXxj6jc5NqbTxNVpZO5Gb+amkXnj1bpEsh3qdWUFY2NhY8yMzHFI+iB1eeW0grwrAWH6W1VRWGb2twWxYU8kQv4YmxtKmkFtPsssr1a2vIDcyowWiQ69KmbZK2YWBtmQbaMws2zIZkHSomsPIdEkLcrJ0t3ffEJuJtlj5dJBnhkxQOnLRB6Sn41snxeKAnwR7Y59THkGS7X3U/lyEuN4yvwAamXLy5K7PqXs1jlTy4xEm5oRmU+9ZuMm470XaCWTKTvM6/Xoml4arbASiRqHPovRRUFsQN6VgDD9nSBerwcjB8eq++Zm+TDKJDXVDigFABulk1lc7b2XrclkHJKf0Mw2X5myWpIh25iaV392Vo6+IpsSq20PYezBJpsiawYVOc3I2IzYvn07rr32WlRVVSE3NxdHHHEE7r77bnR3d+uu27lzJy666CLk5+ejtLQUt9xyS9w169atw5QpU5Cbm4sRI0bgnnvugaIomRK93+jcTH1cxMZpKvyOG1Gc0cA8vW8/Y7/GdtLte+U0ssehmCGjqyHLLABYsk1Ni97d7J4cibh8QiXGDMnD+ceX6d6XekPTDKhscmobd8bXmZFLVi0Dyc2UMdv3F198gXA4jN/97nc48sgjsX79elx33XVob2/Hgw8+CAAIhUK48MILMXToUCxbtgwHDx7ENddcA0VRsGDBAgBAS0sLzjvvPEybNg0rV67E5s2bMXPmTOTn5+O2227LlPi20dfNtnZ0Cf65dg8A4MzqUjtFSorsE5rSw0epI63eOueaGKaYPUdmWU5yIK8yOygvG+/91zRsO9CONzfsU9+X+nCgeS2TmwmArmyG8TAg273XQmk9TUXGlJkLLrgAF1xwgfr92LFjsWnTJjz++OOqMrN48WJs3LgRdXV1qKioAAA89NBDmDlzJu677z4UFRXhL3/5C7q6uvDMM88gEAigpqYGmzdvxsMPP4zZs2dL+fDZ0bzrkvEj8MLKOnT1hHDlxFE2SZYYShOako/XK/FJ0oh+zsona3lRIOH7MmczaZH1uTJKJfs8Fcgmp+7+xpWPcFaWdNAVzZNZUAs4uhI0Nzdj8OBY6ecVK1agpqZGVWQA4Pzzz0cwGMSqVavUa6ZMmYJAIKC7Zs+ePdi+fbtjsveVvprsi3Ky8OotZ+Kt2VMwpCDxQm4X+kDFjP4qW5FRkdWiXRtkdN2YIePG+92Jo/C900bh0vEjdO/LrMtQsMxR6kKvK5on2UKV7P7K+DwlQsZDTDo4NiO2bNmCBQsW4Prrr1ffq6+vR1mZ3mdbUlKC7Oxs1NfXm14jvhfXGAkGg2hpadF9OYmdAbVObNgy18MwYkc8klNQOvXI3p8r4Pfh3kvG4exjh+nel31cBbLK6TGYEWTeeGXODpswpgRAJCA9bkwlk1WL7M99OqStzMydOxcejyfp1yeffKL7mT179uCCCy7AZZddhh/84Ae6zxJtnoqiJN1gRfCv2cY7f/58FBcXq1+VlZXp/pn9QmdxJDZBZF7MjMj+8Mncm8eITgGXXFYtMs9XClmClCpqa5EtZmb2eUfhmkmj8ffrJ5FVEGQ/HKYi7ZiZm266CVdccUXSa8aMGaO+3rNnD6ZNm4ZJkybhySef1F1XXl6Ojz76SPdeY2Mjenp6VOtLeXl5nAWmoaEBAOIsNoI5c+Zg9uzZ6vctLS2OKjSUTuSA/MGfZsi+8OpiZuQWVYfM42o89UosKslNTWY5tYdXmYrmAUBhThZ+/o0aAMCHWw+q78u+/lOyyqcibWWmtLQUpaXWsmt2796NadOmoba2Fk8//TS8Bgf3pEmTcN9992Hv3r0YPnw4gEhQcCAQQG1trXrNnXfeie7ubmRnZ6vXVFRU6JQmLYFAQBdj4yYybwwCUgHAhKxeFGImBB6d4iWvrFQtCbLef+PwySonIHc2kxatZLIrCFTjJRORMfH37NmDqVOnorKyEg8++CD279+P+vp6nZVl+vTpOO6443D11VdjzZo1ePvtt3H77bfjuuuuQ1FRpOLtlVdeiUAggJkzZ2L9+vVYtGgR5s2bJ20mE2DccOWUUY/cmSxmyC4rqWwm7WuJRTWKJrMyo8+8k1NO4/ok83pF5XBAqXGvFpnH1AoZS81evHgxvvrqK3z11VcYOXKk7jMR8+Lz+fDqq6/ihhtuwOmnn47c3FxceeWVauo2ABQXF2PJkiW48cYbMWHCBJSUlGD27Nk6N5JsUNZ2ZZ/PlArReYksvkZkH1ctVIZV1vsvc1BtMmSuL0QqSYHcwducjCkzM2fOxMyZM1NeN2rUKLzyyitJrxk3bhzef/99myTLPJTcNgAteSnF91BSvOiceo3f05BVVisipbgeraXLrFeXbEj/3Gtey654pYLGjCCMzIutgIqLwYjsY0tFQYhAxTRORU4aigIFV5gKkeeJ0nqqi5WTeEytwMpMRqCZxQLIv6BRMuHqs5nkllWLrFYEI7LPVS2y3n9KVlktUgcAE1G6jBC6/QlhZSYDUFsgtC07ZV10BbTaGWheSy4slTlLRU7AMFclvf+k3Laa13IrCXSsXexmYpKiXyDknyDaBuQU5BXI72bS+vgll1XzWuZFjZIJX4u0Y8oKd0ahNKZyK4ipYWUmw9CIU4tpMx7J5dUHVbonhxV0Sq3kCwWV+j2UgqopxHhQipnRW7pcFCQFFGKlYsQElP1wmAqJpwRdSC24oGWZoWT14piZzCK7mBSUWaonc5mfJ0prlBZqZUSMEBdfTqhN5rBGmyG0nkk/ttrTo+wbha4Fh8TjSu3ZEsh6+0nFzOish5ILG0X2OUopoSIVrMxkAAr1JbSECVlmoFvQ3BPDCl5CFjpdsLLEolJ6tii0iNArBXLKKKBiRdJZ5iXfYfUxaPKOqRUkH2r6SPzMqSg6y4zcAlPy8WuR3YSrX4BpjCsRMQHIO6ZUA6olHU4AdILpAToKohUkX2JpQi3qXpuaTWk+yy6rvjcTnUdN5jlL6dmisKlRClalcpChNEe1sDLDxEHloVMh5GaitFDolRkXBUkTmdc0D9HsC1k3Ct14spvJdmSfovrnyUVBbIDQEksIQqcdQB8ALPuEphQAqms0KbmsWmR1iQAg9WxRSXcXyD6eWmR+9nXB9JIPKgcAM0mhtOEC+gBgSqdd2UWlFKyqhcKcBeSXU+dmkvX+E8wQAuQOrKVkPaZo7TJD4ikxMKAwQRRd1IzcaBdcydcJEtksAm0QuMyyUkol1iLrmFKyHlGr3wXQUhApyZoIVmYyAKUNF9AXzZMdSlYvXWo2oZ1X5mHVP1sSCwoaGWKUspmoKNxaZI+V09eXclEQG5B8qGlCacMFaCkzWmQfWe3+JXtvJn1Gm9yyCmR2NRiR1UKrUw4lf6LCREpIUHIzUWi5YRVCywEdqPkhabmZzL6RD2rzQCCzrJQOChRcYhRkFOjarki8c1HKZtUvp3LLmgqJpwRdvOxmyhj6hcJFQSxAycev78/lnhypoHrqlVVWSi0CQmEalhktMj9LgCGuT3ZhU8DKTAYgteBCb76lhOxj6yW6UMi8qVGtiyHr/ac0ntplStbxBOit/wIqcUhmsDKTAag07ROEKekynoQvpURnwpd48aWK7BsFBXeDh9DzpHWHSzqcAGiVZCDktU8JKzMZQNe0j0fYViidenSWGcllpRI3Rar8PrGYKdmfJ+2hS/bnSSD7bac2R5PBW20G0Grjsi8QpJF8aHUVgPlJswVKAcDaDVdWWSnVmSGTzUSpArDmteyypoKX2AxAacGlhsfktYzog+vkftTIhE1Rssxpbrmsyiyl3kxhXTaTvLJSsh5rkTlWzgqSPmK00WexuCjIAIRS9L2HLTO2o4tDkXxMKWSzUbLMUNG4KaU7U6pSngrJlwOa6GNmaE8QmZF1gxB4CWxmAhrbhOHZknxMfQQUb0obL6lEhSiyV9XVu5lcE8MWiIsvJxROZFShFH2vj5mRXFgiaA8Hsm++FBQvSlZkKiUkSLmZCNUZSgUrMxlAv4i5J8dAhFKRr4FkwpUFfTyaa2JYgnsz2QsdywwdhVsL9TWKlZkMQLXBIDVkH1pK9SaIHHpJWT0ppObr68zIKaNAITJJKcXKUcq8SoXkQ00f2RdcalAoRCbQyid7o0kqULJ6ajcyWYOVKbmZiOgyOmRfo0gFgKdA0keMNl5CCwQ1KBVNoxUITmOn0HV5lnz1peZmlH08yRR21LyW/bnnOjNMUnT1JSRfICgj++JLwc0goHLqpWSZ0bpFKGwUsotIZY5ScoVqkX2NSgUrMxnAQzQAjBqURlZ2NxORfYKUm5FKY0SB7GsVlTmqRfbbTimhIhWszGQATsnNHJTSHnUxM7JHAhKB0v3Xbr5+WYNmNMi+VJEJANa8lt3awQHATFIoBdVRRvb9QSufX/LqWVQ2Cq8uZsZFQSyg6yUk+VwFCGQzuS2ARShZOyhlXqWCuPhyQikllxqUXHjaUxm7meyBlGVGM6gULDOS6zJkJqne2uGiIBagpHilQvKhpgmlMvaUkX1sszQrGYnNjABUMwUpyCq7jER0GR2yr1FaZHeJpYJX2Aygi5khPkFkg1JqdiAr9nhlSe9mclsCa+jN4nKPqdbNROHUK72bicgkpWXt4JiZtAgGgzjppJPg8Xiwdu1a3Wc7d+7ERRddhPz8fJSWluKWW25Bd3e37pp169ZhypQpyM3NxYgRI3DPPfdIPbH1rhAXBRmA6Go4SD642RrLjOzuRpmfJy1eQhsFkSFVkd14SGw4AVBzM7knhx34nfgld9xxByoqKvDpp5/q3g+FQrjwwgsxdOhQLFu2DAcPHsQ111wDRVGwYMECAEBLSwvOO+88TJs2DStXrsTmzZsxc+ZM5Ofn47bbbnNC/LShdHqkjOwPX7Y/tpLJrizILV0MSsH1VIq8CeS3zLgtQfrIfuAaSEXzMq7MvP7661i8eDFefPFFvP7667rPFi9ejI0bN6Kurg4VFRUAgIceeggzZ87Efffdh6KiIvzlL39BV1cXnnnmGQQCAdTU1GDz5s14+OGHMXv2bClPZ9pTuOyTmRqUClIF/D71NZ0meXJDyTJH7Z5LPpxklENKQeq6g7fksqYio0awffv24brrrsOf//xn5OXlxX2+YsUK1NTUqIoMAJx//vkIBoNYtWqVes2UKVMQCAR01+zZswfbt29P+HuDwSBaWlp0X05CqZw1NfSbmWtiWEIbJ1Ocm+WiJBagsU+QCq6naEmQGSrjSenApVVgZDQMpEPGlBlFUTBz5kxcf/31mDBhQsJr6uvrUVZWpnuvpKQE2dnZqK+vN71GfC+uMTJ//nwUFxerX5WVlf39c9KCasYFNWRfKDweD56eeQoe/e54lBXluC1OUqgo3bR8/ER23yiyKwuyyyegdODSPvfU3UxpKzNz586Fx+NJ+vXJJ59gwYIFaGlpwZw5c5L+f4m0QUVRkjaUE/EHZprknDlz0NzcrH7V1dWl+2f2C85myhy0NjNg2jHDcPGJFakvdBnZ6+AIKFlmwmG3JUgPKm4cSsiuIGj3J+p7VdoxMzfddBOuuOKKpNeMGTMG9957Lz788EOdewgAJkyYgKuuugrPPvssysvL8dFHH+k+b2xsRE9Pj2p9KS8vj7PANDQ0AECcxUYQCATifq+jEPKZUoNS12RKyL7oCiil5lNTDuQPAKYxnpRSs7XPveSipiRtZaa0tBSlpaUpr3v00Udx7733qt/v2bMH559/Pl544QVMnDgRADBp0iTcd9992Lt3L4YPHw4gEhQcCARQW1urXnPnnXeiu7sb2dnZ6jUVFRUYM2ZMuuI7gu70KPuKSxgeWvvIkj2HNAqleAQOALYXKsOpb4bqoiAWOKzdTFYZNWoUampq1K+jjjoKAHDEEUdg5MiRAIDp06fjuOOOw9VXX401a9bg7bffxu23347rrrsORUVFAIArr7wSgUAAM2fOxPr167Fo0SLMmzdP2kwmgGNmnEL2zYyxH64zc/hCcTxlVxB0bibJZU2Fq8cxn8+HV199FTk5OTj99NNx+eWX45JLLsGDDz6oXlNcXIwlS5Zg165dmDBhAm644QbMnj0bs2fPdlHy5GinhOTrLWlYmbGPMJGdglKjSXJuJskHlMp4UnIzeQ9nN1NfGTNmTEKf56hRo/DKK68k/dlx48bh/fffz5RotqNbcCX3Q1OG+sMnEz84cyz+95WN+FpNuduiJEVX5EvyCUBEP1SRezTpjCelOTqQklUcU2YOJzw0wg/Iw4qifXz/9DGYWDUY1WUFbouSFA+heLSeELF0JskhossYEkDcE8MKngHUm4mVmQzAbiZn8EvevJESHo8HNSOK3RYjJZRS88slry1kRPbxpGKZ0SK7wk3JJZYKVmYyAMdyOAOP8+GH3oUrNzefU43Wrl58Y7z8dYYA+ceTim1Gn80k/6gK2DLDxKEPUqQ9QWSGSDYxYyNeQpaZ4tws/OLbJ7gtxoCBimWGUi0kLdRjZng7yAA60517Ygx4OGbm8EN7z/n+24vsBy8iugypZqgDKSSClZkMQMmvTxkq6cSMfXBwfeaQfamiUgFYi+zrv7awI5WWJmbw0pABZNfGBwrUKqwy/YefrMwxtNDFFjAWoPK4U2q5oj0QUo+ZYWUmA+hMd7z8ZgwqRbQY+6BUNI8K151ZBb/Xg8smVLotSlKoGGYodc3WWrtkV7xSwQHAGYAXXGegsrgx9kEpm4kKd114HG499ygUBOTeDrp76dXtkd3aMZCWULbMZABdiWgX5RjohNnPdNgxkOpiyITsigwgv2IgoJQAMpDiDlmZyTCyF02izMB5DBmrsP5y+PLUNRNQXpSDJ6+udVuUpOgy7iSfsANIl2FlJlNcNXEUxo0oxtSjh7otSkp+euGxAICHLz/RZUmsEfBHpu2Z1aUuS8I4DQfXH75MHDsEH955DqYfL3f/MH07A7nn60AybstvWyTKfd8c57YIlvnBmWNxxamjSJiaAWDZf5+NLfvbMLFqsNuiMA4j99bAMHpkN8xTTHc3g8buxWQcKooMEEkhlT2NlMkMHFzPyA6lOmMDR5VhNxPDMISQfXNgGH1VXbkn7JHDCtwWwTboHMcZhjns0RUkY6cTIzmyx8x8++SRqG/uwvhRg9wWpd+wMsMwDEkk3yeYwxStwi17zIzX68Et51S7LYYtsJuJYRiSSL5PMIcpA6l5IyVYmWEYhmEYm6BS3G+gwcoMwzAMw9iEtvt0iF4HBrKwMsMwDEnYhM/IiNYyM5DaBcgOKzMMwzAMYxO6dGzWZRyDlRmGYUgiew0PhgmxZcYxWJlhGIYkrMowssNuJudgZYZhGIZhMsBAauQoO6zMMAxDEzbNMJIzkBo5yg4rMwzDkITbGTCyE2bTjGOwMsMwDMMwGaBq6MBp5Cg73JuJYRiScKFVRlZeumEyvtjbirOqS90W5bCBlRmGYUji97FhmZGTk0eV4ORRJW6LcVjBqwHDMCTh4EqGYQSszDAMQ5Jjhxe5LQLDMJLAbiaGYUjxxqwz8WldE75WU+62KAzDSAIrMwzDkOKY8iIcU85WGYZhYrCbiWEYhmEY0rAywzAMwzAMaViZYRiGYRiGNBlXZl599VVMnDgRubm5KC0txaWXXqr7fOfOnbjooouQn5+P0tJS3HLLLeju7tZds27dOkyZMgW5ubkYMWIE7rnnHk7LZBiGYRgGQIYDgF988UVcd911mDdvHs4++2woioJ169apn4dCIVx44YUYOnQoli1bhoMHD+Kaa66BoihYsGABAKClpQXnnXcepk2bhpUrV2Lz5s2YOXMm8vPzcdttt2VSfIZhGIZhCOBRMmTi6O3txZgxY/Dzn/8c1157bcJrXn/9dcyYMQN1dXWoqKgAACxcuBAzZ85EQ0MDioqK8Pjjj2POnDnYt28fAoEAAOD+++/HggULsGvXLng8qWuat7S0oLi4GM3NzSgq4iwIhmEYhqGA1f07Y26m1atXY/fu3fB6vRg/fjyGDx+Or33ta9iwYYN6zYoVK1BTU6MqMgBw/vnnIxgMYtWqVeo1U6ZMURUZcc2ePXuwffv2hL87GAyipaVF98UwDMMwzMAkY8rM1q1bAQBz587FT3/6U7zyyisoKSnBlClTcOjQIQBAfX09ysrKdD9XUlKC7Oxs1NfXm14jvhfXGJk/fz6Ki4vVr8rKSlv/NoZhGIZh5CFtZWbu3LnweDxJvz755BOEw2EAwF133YVvfetbqK2txdNPPw2Px4O///3v6v+XyE2kKIrufeM1wjNm5mKaM2cOmpub1a+6urp0/0yGYRiGYYiQdgDwTTfdhCuuuCLpNWPGjEFraysA4LjjjlPfDwQCGDt2LHbu3AkAKC8vx0cffaT72cbGRvT09KjWl/Ly8jgLTENDAwDEWWy0v0frlmIYhmEYZuCStjJTWlqK0tLSlNfV1tYiEAhg06ZNOOOMMwAAPT092L59O0aPHg0AmDRpEu677z7s3bsXw4cPBwAsXrwYgUAAtbW16jV33nknuru7kZ2drV5TUVGBMWPGpCs+wzAMwzADjIzFzBQVFeH666/H3XffjcWLF2PTpk340Y9+BAC47LLLAADTp0/Hcccdh6uvvhpr1qzB22+/jdtvvx3XXXedGrV85ZVXIhAIYObMmVi/fj0WLVqEefPmYfbs2ZYymRiGYRiGGdhktM7ML3/5S/j9flx99dXo7OzExIkT8c4776CkpAQA4PP58Oqrr+KGG27A6aefjtzcXFx55ZV48MEH1f+juLgYS5YswY033ogJEyagpKQEs2fPxuzZszMpOsMwDMMwRMhYnRmZaG5uxqBBg1BXV8d1ZhiGYRiGCC0tLaisrERTUxOKi4tNr8uoZUYWRDAyp2gzDMMwDD1aW1uTKjOHhWUmHA5jz549KCwstD3ORmiNbPXJDDy+mYXHN7Pw+GYWHt/MIsP4KoqC1tZWVFRUwOs1D/M9LCwzXq8XI0eOzOjvKCoq4ocpg/D4ZhYe38zC45tZeHwzi9vjm8wiI8h412yGYRiGYZhMwsoMwzAMwzCkYWWmnwQCAdx9991ccThD8PhmFh7fzMLjm1l4fDMLpfE9LAKAGYZhGIYZuLBlhmEYhmEY0rAywzAMwzAMaViZYRiGYRiGNKzMMAzDMAxDGlZm+sFvf/tbVFVVIScnB7W1tfjggw/cFkk63n//fVx00UWoqKiAx+PBP/7xD93niqJg7ty5qKioQG5uLqZOnYoNGzborgkGg7j55ptRWlqK/Px8XHzxxdi1a5fumsbGRlx99dUoLi5GcXExrr76ajQ1NWX4r3Of+fPn45RTTkFhYSGGDRuGSy65BJs2bdJdw2Pcdx5//HGccMIJatGwSZMm4fXXX1c/57G1l/nz58Pj8WDWrFnqezzGfWfu3LnweDy6r/LycvXzATW2CtMnFi5cqGRlZSm///3vlY0bNyq33nqrkp+fr+zYscNt0aTitddeU+666y7lxRdfVAAoixYt0n1+//33K4WFhcqLL76orFu3TvnOd76jDB8+XGlpaVGvuf7665URI0YoS5YsUVavXq1MmzZNOfHEE5Xe3l71mgsuuECpqalRli9frixfvlypqalRZsyY4dSf6Rrnn3++8vTTTyvr169X1q5dq1x44YXKqFGjlLa2NvUaHuO+8/LLLyuvvvqqsmnTJmXTpk3KnXfeqWRlZSnr169XFIXH1k4+/vhjZcyYMcoJJ5yg3Hrrrer7PMZ95+6771aOP/54Ze/evepXQ0OD+vlAGltWZvrIqaeeqlx//fW694455hjlJz/5iUsSyY9RmQmHw0p5ebly//33q+91dXUpxcXFyhNPPKEoiqI0NTUpWVlZysKFC9Vrdu/erXi9XuWNN95QFEVRNm7cqABQPvzwQ/WaFStWKACUL774IsN/lVw0NDQoAJSlS5cqisJjnAlKSkqUP/zhDzy2NtLa2qpUV1crS5YsUaZMmaIqMzzG/ePuu+9WTjzxxISfDbSxZTdTH+ju7saqVaswffp03fvTp0/H8uXLXZKKHtu2bUN9fb1uHAOBAKZMmaKO46pVq9DT06O7pqKiAjU1Neo1K1asQHFxMSZOnKhec9ppp6G4uPiwux/Nzc0AgMGDBwPgMbaTUCiEhQsXor29HZMmTeKxtZEbb7wRF154Ic4991zd+zzG/efLL79ERUUFqqqqcMUVV2Dr1q0ABt7YHhaNJu3mwIEDCIVCKCsr071fVlaG+vp6l6SihxirROO4Y8cO9Zrs7GyUlJTEXSN+vr6+HsOGDYv7/4cNG3ZY3Q9FUTB79mycccYZqKmpAcBjbAfr1q3DpEmT0NXVhYKCAixatAjHHXeculDz2PaPhQsXYvXq1Vi5cmXcZzx/+8fEiRPxpz/9CUcddRT27duHe++9F5MnT8aGDRsG3NiyMtMPPB6P7ntFUeLeY1LTl3E0XpPo+sPtftx000347LPPsGzZsrjPeIz7ztFHH421a9eiqakJL774Iq655hosXbpU/ZzHtu/U1dXh1ltvxeLFi5GTk2N6HY9x3/ja176mvh43bhwmTZqEI444As8++yxOO+00AANnbNnN1AdKS0vh8/nitM6GhoY4LZcxR0TVJxvH8vJydHd3o7GxMek1+/bti/v/9+/ff9jcj5tvvhkvv/wy3n33XYwcOVJ9n8e4/2RnZ+PII4/EhAkTMH/+fJx44on49a9/zWNrA6tWrUJDQwNqa2vh9/vh9/uxdOlSPProo/D7/erfz2NsD/n5+Rg3bhy+/PLLATd/WZnpA9nZ2aitrcWSJUt07y9ZsgSTJ092SSp6VFVVoby8XDeO3d3dWLp0qTqOtbW1yMrK0l2zd+9erF+/Xr1m0qRJaG5uxscff6xe89FHH6G5uXnA3w9FUXDTTTfhpZdewjvvvIOqqird5zzG9qMoCoLBII+tDZxzzjlYt24d1q5dq35NmDABV111FdauXYuxY8fyGNtIMBjE559/juHDhw+8+etYqPEAQ6RmP/XUU8rGjRuVWbNmKfn5+cr27dvdFk0qWltblTVr1ihr1qxRACgPP/ywsmbNGjWF/f7771eKi4uVl156SVm3bp3y3e9+N2Fq4MiRI5W33npLWb16tXL22WcnTA084YQTlBUrVigrVqxQxo0bN+DTLhVFUX70ox8pxcXFynvvvadLv+zo6FCv4THuO3PmzFHef/99Zdu2bcpnn32m3HnnnYrX61UWL16sKAqPbSbQZjMpCo9xf7jtttuU9957T9m6davy4YcfKjNmzFAKCwvVfWogjS0rM/3gN7/5jTJ69GglOztbOfnkk9V0WCbGu+++qwCI+7rmmmsURYmkB959991KeXm5EggElLPOOktZt26d7v/o7OxUbrrpJmXw4MFKbm6uMmPGDGXnzp26aw4ePKhcddVVSmFhoVJYWKhcddVVSmNjo0N/pXskGlsAytNPP61ew2Pcd77//e+rz/jQoUOVc845R1VkFIXHNhMYlRke474j6sZkZWUpFRUVyqWXXqps2LBB/Xwgja1HURTFOTsQwzAMwzCMvXDMDMMwDMMwpGFlhmEYhmEY0rAywzAMwzAMaViZYRiGYRiGNKzMMAzDMAxDGlZmGIZhGIYhDSszDMMwDMOQhpUZhmEYhmFIw8oMwzAMwzCkYWWGYRiGYRjSsDLDMAzDMAxpWJlhGIZhGIY0/x9L8p8n5bnh3wAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(ecg[(TIME*SAMPLE_FREQUENCY):(TIME*SAMPLE_FREQUENCY*2)])"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [],
"source": [
"new_ecg = signal.resample(ecg[(TIME*SAMPLE_FREQUENCY):(TIME*SAMPLE_FREQUENCY*2)],TIME * NEW_SAMPLE_FREQUENCY)"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x169b52aa790>]"
]
},
"execution_count": 71,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(new_ecg)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"512.0"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(ecg)/30"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 -42.893\n",
"1 -44.534\n",
"2 -45.538\n",
"3 -45.409\n",
"4 -43.299\n",
" ... \n",
"15355 -35.489\n",
"15356 -35.851\n",
"15357 -37.251\n",
"15358 -39.057\n",
"15359 -40.960\n",
"Name: 0, Length: 15360, dtype: float64"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.iloc[:,0].astype(float)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"ename": "ValueError",
"evalue": "could not convert string to float: '−42.893'",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[1;32mIn[28], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43masarray\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdf\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreplace\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m,\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m.\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mastype\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mfloat\u001b[39;49m\u001b[43m)\u001b[49m\n",
"\u001b[1;31mValueError\u001b[0m: could not convert string to float: '−42.893'"
]
}
],
"source": [
"np.asarray(df[0].replace(\",\",\".\")).astype(float)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"ename": "ValueError",
"evalue": "could not convert string to float: '−42,893'",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[1;32mIn[15], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43masarray\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdf\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mravel\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mastype\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mfloat\u001b[39;49m\u001b[43m)\u001b[49m\n",
"\u001b[1;31mValueError\u001b[0m: could not convert string to float: '−42,893'"
]
}
],
"source": [
"np.asarray(df).ravel().astype(float)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1699c08ca00>]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(df[0][:1000])"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(df.iloc[:1000,0])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "base",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
|