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@tmbdev
Created April 16, 2021 23:22
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "driven-treasure",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "metric-symphony",
"metadata": {},
"outputs": [],
"source": [
"import webdataset as wds\n",
"import numpy as np\n",
"from itertools import islice\n",
"from collections import Counter\n",
"import glob\n",
"import os\n",
"import os.path\n",
"import pprint\n",
"pp = pprint.PrettyPrinter(indent=2, compact=True, depth=2).pprint\n",
"ppx = pprint.PrettyPrinter(indent=2, compact=True).pprint\n",
"import json"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "dietary-cliff",
"metadata": {},
"outputs": [],
"source": [
"ds = wds.WebDataset(\"pubtabnet/pubtabnet-train-000000.tar\").decode(\"rgb\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "adjacent-blank",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"dict_keys(['__key__', 'json', 'png'])\n"
]
}
],
"source": [
"sample = next(islice(iter(ds), 100, 9999999))\n",
"print(sample.keys())"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "tribal-trash",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{ 'filename': 'PMC2590874_001_00.png',\n",
" 'html': {'cells': [...], 'structure': {...}},\n",
" 'imgid': 369099,\n",
" 'split': 'train'}\n",
"{ 'bbox': [0, 4, 30, 13],\n",
" 'tokens': ['<b>', 'V', 'a', 'r', 'i', 'a', 't', 'i', 'o', 'n', '</b>']}\n"
]
}
],
"source": [
"pp(sample[\"json\"])\n",
"pp(sample[\"json\"][\"html\"][\"cells\"][0])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "thermal-detection",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f9eaceff4f0>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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RSCQcIbS4SDqdpnDEL5lK4fPNkk6nyWZflQ9AI4q5hZmQW6RpRJHFxSCCICC/wQFQnV6Py+0mlUohICDJEgIC5eXlWG1W4vE44XCEVDpdVOxTqRSzMzMoioLZbEav1yHnjT9uj4dIJEw6nULMz20IAnq9HqvFQn9/P9FIhLq6Oux2B7FYFFEQsdns2B2OK/C2VVTePpSUxVijya30KyorcbvdOBwOHA4HlZWV+GZ9xOPxok+awWhEkx8gtFoter2eispK0ukM8/55FEVBlmS8VV5kWWbvnj3o9Hq0Wi01dbXU1Nby4x/9mNraWsrLyjGZTMXQP3q9vriiV1H5dUaWZfr7+mhftYqPfOxj/J+/+HNuv+MOZmdmiUZjGAzGYr+tr6+joqKCSDhMZ2dXbhK22or9bsPGjYRDYXpO9ZBOpzEYDcXwbVqdlo6NGznV3c3OF3dwYN8+DAYDHRs30X2ym1deOUJbWztNzU0kEwlmpmeYnp5Gp9eh0+vQanXotDoMhtw9a2trURR48YUXOXTwENFIBKvVQmWFGharFNDp8u9Np0UURUymnGXVYrGi1+uZmJiAvDKXTCaZzvvlutwuKr2VGA0GRFFk/YYNjI6Osful3bStbKOurg5BAJ/Px+DAAGvXrUOWZYwmE9XV1SiKQu/pXibGxslms6xavQpvlZfBgQEmxicwmU0szM/TeeIEiUQcb1UVNru9uIAzGo1UVFQwPTVNKpVClpXioXBRo8GgN2CzWamsrMRgNNDX28fw0DBa7dnziSgImMxmBEFAp9Pl5hytlpUrVyKKAjPT0/T29uJyu2lpaSEcCnP82DEWg0EsVgt2h4NEIsGRV46g1+tpXNGI0+FkcXGRrs6u3KFAiyXf93L9QqvVUl5RQduqVTz4k59y9OhRQqEQNpsVm81GS2srDqejpMPfqagsBUIphDLavHmzUtjiLGwTAcWDOYWQS4qiFK26kiQVJ9UzvyuUR1EUNBpN8TtZzm23FgY4WZbJZDLodLrifQr3LLhgqDFXVX7dKfQdIG8Ne7U/oihwTn8s9N8z+0+hb0KujxX6puaM2OSFfppOpxEFATH/faGfKoqS3xIWyWQyr+7u5Pv8mfcRRfE1oRsLfVoURbVfLzNntinItStJktBqc+5vhXcFcOzYMU4cO86p7m7+8V/+GYPBUGyDheuz2SyyLBfH8sL8kclk+NEPfoBv1sd1N1zPuvXr+eoDD7BiRRPbrruOltYW9Hp98feFdlc4DFpo74X2UmhrrzcfFb7TarWk0+niPQr3ObOdZrPZYhkKfQIgm8kg5++tzUeLkCSJgYEBvvDXn+dP/+xPaV25EofTiSiKxd8W3CrO/N2ZdX7uswt9cGpyis9/7nPce/99bL32Wmpra698I1BRWWYEQTiqKMrm831XUq4UQHEFfSbnm8guZlV75qBT3LrNT5CFQevMe6orZhWVHOdbIL5ef1QU5awT+Ocm5Slcd+7nhX5Y8McsfK/RaIqTf+G3hfufL+HPmc85UzE4t/+rLB/na1OFd1tQ1gp4vV7WrV9HeXlZziqbXwwVrjlf+yhEkFAUhfqGBtasXUtDQwNms5nrrrsOd1kZ5RXl6PX64nxTaCuF9lGYg87XTl+v/b/ZfnDmPHfu/c7drcz5TYtUlFdw7333UVVdjcVqRafTnXXfc2W70Dx27nxoNpu5ZutWrrpqM271cKqKSukpxleC802GZyrEKioql4c36lNv5ftz++qb7bdq/37743K5ci4A5eVn7fidyYXah0ajoaWlBbvDgc1mQ6fTsWrNGoxGI9Z8jORzf3Ohvy+WS/n9hcpotVrZcvXVuD2e1yjFF/PMc68zmU1sufpqKisrXnNQUEXl15GSc6VQUVFRUVFRUVFRuVK8niuF6jOgoqKioqKioqKigqoYq6ioqKioqKioqAAl5mPceeIEzz373HKLoaJyydx5111s3LRxucV40+zZvZsD+w8stxgqbyNqaqr5+Cc+ccHvD+w/wJ7du5dQIhUVFZUL8453voP1Gza84XUlpRjPzvrYv2/vcouhonLJrN+wHnj7KMbjY+Nq31O5KNra21/3+6nJCbVNqaiolAxXXXXVm7pOPXynoqJy0Zxv3DgzjvgbsdwRIy5F/qWU/WLH5+WuVxUVFZW3A2+rOMYqKiqlTzAYZHBggGAwyIqmJlpaWoqJF+LxODtffJEbbrqJeCzO2Ngo/rk5bHY7K9va8Hq9r4lVvpQoisLw8DAT4+MArFmzhrLycgDisRjz8/OMjoyyas1qJicmmBgfR6PV0tbWRnU+huxSkU6lOXToEPX1dUAuJfFiMMjmLVuYm5tjemqK2dnZXBgvt3tZ61VFRUXlVwFVMVZRUblofvj9H5DJZACFp558ks99/vN4PB4AQqEQP/zBD1m9Zg0+n489u/eQSMTRarX0nj5N68qV3HnXXcsityRJRCMR/vvr/4Xb7cJkMrPzxR38vy/+DVqtlkgkwsDAAC9sfx6Hy8mB/fs5dvQY191wPS9sf573vO+9dGzciNPpXBJ5E8kEzz37DDffcguCIBAMBBgaHKS5uZlHf/EIk5MT1NXXs2/vXv7gf/8hNbU1SyKXioqKyq8qqmKsoqJyQWRZZnpqCkEUEQUBBIFMJsPLe/bQ3t5OfUM9yUSCZDJZTOWbSqU42dVFPJEgtBhianISq82KwWCkv7+feDy+ZIqxLMvMz88zPz+PIAjodTpkWeZkZyc33HgjNpuNocHBYlreVDpNIBBgaGiIaCTK1NQUkxMTeL1eHu7rY2R4hNq6uiVTjLPZLMNDQzQ3twAQWFhgdHSUubk5+npPE4lEuWrzZrpOdBZTZ6vuFCoqKipvHVUxVlFRuSCSJLFn925EjQatVosoikQjUcbGxrjjrjt593vfy9XXXIPZZLqgQqbX61m5ciUbOjp48Cc/ZXxsfMnkz2azHDt6lN0vvYROp6Ompobm5hbsDjvXXLuVjZs20bqyFUVRzuvPK4oiLo+bu9/xDp755dOEQiFmpqdpaWlZsjIATE1OoigKsVgMyB2WFDUaVrat5F3vehfl5eU4nA5kWT5vymIVFRUVlTeHqhirqKhcEEEQcLs9HDx4kIX5efR6Pe+85x60Gg06rRaXy0VlZWXx+nQ6fcF7mS0WZEUhlUothegAZDIZ9u7dSywWo7GxkeqaGrJSFr1ej1ajxePxcMONN74pK6vFYkGWpdct45Wiv7+fbDYLgMNhR5IltBotep0enV7PjTfdpFqKVVRUVC4DqmKsoqJyQURRZPWa1by0axezs7PY7XY2dHRgNBlJplIMDgzw/PbtdGzcSFdnFw6ng61bt+Z+Kwicqav5/X5EUcBmsy2Z/Hqdjttvv53OEycYGR5moH+AD3/0o0QjUeLxOKe6u/nRD3/IO++5h5np6bw7iIgoinCG7Iqi4J/3U1NXu6SH7wpcd/11KAosBoOMjY1itVpJp9NEoxFCi4v8/d/9Hb/92c/S2NiI0WhccvlUVFRUflVQFWMVFZULIggCnrIyFEXJKbV2O06Xk/b2Vfjn5ti5YyfdJ7vzURJ8jI6MkIgnqKmpwWAwIAgiqVSK7pMnmZ2dxaA3UF9fv2TyK0AmnSYWixGNRlEUqKmpwWw2c7Kri9HREWZnZtDpdPT19rG4uIjFaqW+vh6tVpvzUfbP8/hjj5FMJCgvL6eyomLJ5C/gcrsREJAkCQBvVRV2u535+XmeefoZpqemkSVJtRqrqKioXCJqSmgVFZULIggCFosFt8dNfUMDbe3taDQabrr5ZpKJJEdeeQWDXk9TczO1tbUkkgl2797NNVu3YrXaMJnNmM1mhoaGOHb0KJVeL1dtOW/oyCuCLMvMzc0Ri8VwOJysbGujcUUjLa2tDA4O0tnZxcq2NpqbmwGYnZ1lZHiYqzZvxmq1YrfbAXj4Zz/H5XbT1NREdc3SRX7QiCJlZWVYLBbMFgs2mw2Px0NdXR1Nzc3IssL2555j5cqVOJ1O9Hr9ksmmoqKi8qvIW07wIQhCHfAjoJKcYeZbiqJ8VRCEvwE+A/jzl/6VoijPvN691AQfKiqlzZnjRCERRuFfUXx1fS3LMtlszoe3YL28UDKNpeLMg3VnPveN5H89SiXJx/nKoFqNVVRUVF6fK5XgIwv8maIoxwRBsAFHBUF4If/dA4qi/Psl3FtFRaWEOFfZKvwtCMJZ34mi+BqlcrkVtTOff75yXEj+5Za7wBvJcea7UFFRUVG5NN6yYqwoygwwk///iCAIpwE1uryKyq8J51PESlU5e7Oylqr8F+LtJq+KiopKqXNZDt8JgtAIbAQOAdcBfyAIwieAI+SsysHz/OazwGeB4mGcbDZLJp0mnkggiiIGvR69wYBGo2ExGESr06HT6dDrdCyGQtjtdrRaLZIkEVpcRG8wYDAYfu3ToiqKQjKZJB6PA2AyGov1eCkTaSQSQRRFjEajGiv1ClHYyo/H41itViRJIplMYjKZ0Ol0y6YIxePxnDVVp0fUXNrRBFmWSafT6HQ6RFFEURQkKRcGzWg0FlNLF8KiaTQaFEUhnU5js9kuqQ5kWS4mwtDpdJfcjgvvS5IkDHo9giiSzWaRZbkY9zmdThcPzWk1GmRZASFXrosdqyRJIpFIYDKZEEXxkttDKpVCEAREUUSj0RTrR0BAb8hZzgvvR5ZlDAYD0Wg0Nw6f4S5zMRRcQ86sF1M+DnahLgt1t9yKvyzLxfCCBZlEUSy+d00+vnchxrQkSWg0GqxLHLmkUG+FJDsGg6EofzqVwmgy5fpYKkUymQRBKI4pWu3SncFXFIVEIgHk2n9hdyadThfb4VLKcyEymUwxPGJhnAKKdVz4rNA+kokERpOpOH4tBYV+lEqliu+9EJEmk8kgyzJ6vR5JkojH40jZLIIoYjabzyrTUiBJEql8uzPoDcU5JJVKodFoirqJoiiEQ2FEUUCn02M05cqz1OPAJbdAQRCswCPAHyuKEhYE4b+BvyPnd/x3wJeAT5/7O0VRvgV8C3I+xgDRaJSpyUm6T57EaDRS39hIfX09LpeLXTt3UlZWRnVtLdXV1ezcsYNbbr0Vt9tNIh7nxRdfpLGxkRUrVlC+DKfGS42R4WFOdnUhiCItLS3UNzTgdrtft4EV/BUvtDXbeeIEJrOZ1tbWS1ZQVM5PJpMhsLDAieMnuHrrNYRDYQb6+1m3YT3l5eXLNmkMDw1hMBiora3DaHrrg39hYpyZmaGyshKTyUQmkyEYDDI7M8PKlSvRaDTEE4liUguny0U6nWZqYpIbb74JeOsDZTabZWZ6GkmSKK+oKB6ue6ukkkkCgQChUIjGxkYMRiOBQIBkMonH48FisTA1OUkkEkGj0eBwOEgkkmi0GsxmM1VVVRf1vHg8TvfJk6xduw6T2fSW20Ohr09PTaHRaLDZbDhdLiKRCPP+eURRoK6uDq1ORyKRIBKJkEwmaWhooPvkSaqqqqitrUXzFp+fzWaL9SKKImvXrUOWZRaDQaLRGGXluQOHy4mSj7k9PDwMgNvtxm63YzKZiMViBAIBrFZrMRV6V1cXsWgUu93O1ddcAyzdhB6NRgktLhKNRtEbDKxYsSKXjCcaZXxsjDVr1xIJhxkfG6O3txetTsfq1avxVlXhdDqXRM5Cm+vv6wME3G4X1TU1iKLIzPQ0Gq0Wq9VazCq5XPOLoigEAoFctkwEvFXeopEiGAySTCSpqq7CaDTmMlMOD9N3+jSr16yhuaVlSQ1z2WyWiYkJ4rEYWq2W1WvWkM1m8c3OkkylqK6qIhqN0tnZyeLiIgaDgfXr11NTW7tkhhZFUYjHYgwODiKKGhoaG7DZbMiyzMT4ODa7HZvNhslkIpVKsW/vXgxGI16vl/ZV7ctihLukWVYQBB05pfgniqI8CqAoiu+M778N/PLN3s8/N8e+vft46skn2bhpI0//8pfo9Qa+9JUH+Np/fg2z2cQNN97Ip3/rt/mXf/wn2tvb0YgaTp06xT//wz/SvqqdT//2b3P7HXdcSrHe9siyzN6X9/L9736X+951P9/+5re44447uO2O27lq84UjAnSfPMnI8DBNzS20r2p/zaQbDATJZDJFK4/K5ScejzMwMMA3//u/CYVDzPnmOHb0KN+85eZltdI/8fjj1NfX89GPNV3SfQ4eOMDOHTt47JFHeeA/vsqaNWvYv28/X//a12htbcXhdLJlyxZqamt47tlnOX7sOBs3bcJoNDI0OMjVW6+5JKtMNBLhySeeZPOWzTguQ1rn559/np0v7mB4eIh//Od/pufUKZ55+hlisRj/9y/+nE1XXcW//cu/Mjk5ybXXXkv76lW43W4WFhbIZrN86MMfvqjn+efm+M63vs1X/uOrl2TxSafT7Nyxg6eeeJKpyUnKyst54D++yh/83u/jcDio9FZSVVXF+97/Af7+b7/I+MQEDfX1/PsDD3DqZDdzPh+JZJL29vaLfraiKJzu6eHBn/6U2VkfVV4vf/L//Rl79+zhuWefZWpqms9/4f9x1ebNy2o9LKQTf/ThX3D4lVe48647ueaaa6itreP3fuezWK1W7r3/fj78kY+gKApf/rd/Z3pqijVr17J+w4YljSd9/Ngxdu3cxcnOTq674Xp+5/d+j2effoanf/lLuk+eZM/+fczMzPDyy3t56sknuefee/jmN77Be977Xj7xyU8uySIknU4zOzvLt7/5LeLxGGvXreOOO+9keHiY55/bjs/nw1NWxhe++DdUVVUtm2IsSRJdnZ3seOFFTp48yWd/93doaWlhaHCQr3/ta1RVVXHb7XewectmKioq+M63vs3B/ft57/vexz3338fq1auXRE5Zluk5dYoffv8HhEIhautq+YM//EO+++1vEwgEiEai+GZn+aM//VMe/vnPSaXSrF27hn/6h3/gO9/7Hq0rVxZ3Fq4ki4uLnDp1ih//4Ickkwk+9JGP4HK5GBsb4+mnfklwMcj973oX127bxlNPPIlvdpZAMEh5WRl33Hknd73j7rePxVjISfpd4LSiKF8+4/OqvP8xwHuA7jd7T1lRUGQZh8PO3e94B88/t51Tp07hn5sjnU5hMBhIJJLMzM6QTCaRZYX5+XlGR0bY0NHB8PAw8/PzpFKpJXnhpYwkZRFFkau3buXokaMkUyl6T/dy9MgR9AYDGzo6iIQjnDh+HINBz00338zhQ4c4sH8/rW1t6PV6enpydW+z23nPe9/L1PQUVqsVt8fD//zoR5jNZsrKy6mrq2fTVZuWu8i/MsiyTCwe5/nnttPY2Mg73vlOMpkMv/j5wySTCdweD1u3bmXXzl2sW78OjUbD4OAg6zdsoKqq6rK2/YJbTjAYxG63MzM7y2OPPHLGu69j01VXATA6MkowGDgrs53VasXt9lBdUw2QU7oqK3G53ciyTCAQJLgYBEHgjjvv5KknnySVStHU1MS73/tejh09isvlxG53MDU1ydDgEM0tzZjN5rdUnmQyRVdnJ7fdcTuHDx1idnYWvU6PLEvceffdeL1eZFkmFAoxPDxM5pwsdy0tLbg9nqK7R9eJEywszOOtqkKSJCoqKiivKEecF5EkqegiYjabaF25khUrmjAaDYyNjjE+fnGpsTOZDLFYjIWFBSLRKDt27GBmehqTyUxDYyObt2zGZrORyWSYmppibm4O+YxFrNliYcWKFUVrjX/Oj81uw2AykkwmmJyYYGFhgdVr1nDV5quoqalBURRWtrWRzUrF9+p0uwgGFxkaHHpLijHk0oRrNBoEcm1Mq9VSXlFBeXkF0Wg0t/h+ixGTLheFg5karQaNKBRdbwRBYOOmTYyOjJDNZslms0xPTSOKAg6HA4NBz8DAAGvXrl2yCV2r1aLVavKp23OWwPqGeppbWjh8+BDwqsVWq9XS3NKCAEjZ7OtGPbmcCIKAXlc4mCug0eR2TZqamnjP+97LC9ufZ3JignQqtWQyXUhOURRz712TO4xrMBppXbmST37qU+zasZNEIkEymSSZTNLd1UVbezvpTJrhoaElU4wBDAYDYsFgouTawdXXXEMsFmN0ZITTPT35vgR2m43GxkbSqTSyLC+ZjFqtFp1Gm3+nAnqdDrfbjdFkwuFw8N9f/y/isRjRcITe06e54cYbsDsc2O12Kioql2WBdCnL8euA3wBOCoJwIv/ZXwEfEQShg5wrxSjwOxdzU0EQMJvNNLe04HIfJpvJEIlEUGQFt8uFwWAobm0BBAILTExMsG79OiYmJoiEIwSDQbxe7yUU7VeDrCQx5/NhMpmwWq3E43FeeP4FbrjxRkaGhllcXGR8bIxQKETbqlX4/X7m5+dpam6mr7eXU93dTE1OodPrue7665mcmMDldlO9sMCLL7zI5i1bmPfPEwqFVMX4cqLkrCv9/f1UV1ezZu0afD4fR48cIZlM4q3y4nQ6OX26p6gIHTxwgDVr1l5+UfI+Xyg5PSUcDp/97hdDRcU4Eg7jn/MTT8SLv3fl+2yBsrIyamprcTgcCIJAIhEnnUpjNBhY2bYy5wsnSzgcTnQ6PZlMBrfbQ6W3kuHhIaYmJ6mrr3vLinEmm1Ma7TYboyMj9Pb20tLSyuFDh9h0Vc4CVFgM+Ofmcv6YZ1BbW1uctOd8PuKJBHq9HpfLhSAI1NbVUVFRSSqZUyIlScJsNiPLEggw7/ezavUqMtkMvtnZi5I9mUgSi8XRaDVk0mlOHD/BxPg47e3tzMxMs2pVe1HpjYTD+GZnz9rdcTic1NbWAq+OswU/Sq1WSyKRyNW/lFP2IpEI9Q06VqxoYmEhwMz0FABuj4d5//xFy19AEAScTiftq1ZRVlaO0+nIu+nUUumtxO/3v/FNlgiT0UhLSwuKotDU1ITb7cZgNLBq1Wpm8+XPZrMMDQ3hcrmx23MT+mB/P6tXr14yP86y8nLa2tvR6XIxxTUaDbV1dbS0NJ99oaIgZbNEwhHMJjNGo2nJZNSIOUV4zdo1pFJpmpubcTiduNxuJEnCZrdhNJmK/ubLhSAIlJWV0dbejslkoiqfTEcQBFatXs3TTz6FzW5Do9GyGFwkFouxZu0aEokE42NjSyqn0+lkzZrVhMNhPB4PBoOB9lWrGOjvRxRFvFVViKJQPKMRi8VzZ7OW8LyKXqfH7XGzbt06MtkslV4vHo8HZ/4cidlsxmQ0odVpc7pbVRWtra3YHY4lke98XEpUir2clTS1yOvGLL6I+6PVaNHpdGQyuYG6qbmZsrIyjh05mp+cFOb98wwPDfHOe+6hpqaGcDjMyMiIqhgD4VCIH//wR1RVVxcPOPb09PCFv/0iL+/eQyKRYO36dezasYN4LIbBYKChoZGbbr6ZnS/uKB7em5wYp7+vn6GhIRqyWRLxOCMjw/zmpz/Fyc5Oek6dWs5i/sqhoJBKJklnMsiKgt5goLfnNIFAAI1GQyQS4fChw+j1Bqanp5mdmaGrqxNvlfey+7cpioLf78dssWCxWshmMme9+1OnXt0QUvL/8DrGnorKSmpqaotuITnFLWfF0up0ZPOHWzLZDDMzM4TDEVxuF/X19ZSVleH3+8lkMm+5PLIkE8pnt4tEImTSaTZv2cx/fe1rBPLuDRqNBgqxj88pS0EpliSJrq4uysrKispnNpOlobERl8vF1NRk8XpvlZepKYmB/gGmp6dYvSZnUQqFQhclezQWJRqNUFZWBsCcb5ZsNsOGjR1847/+iw9+6EOv/VFBfuHMP3IHnxpXNPLYo48SCUdwOl0YjEbi8RgD/QNEwjmf4i9/9StUVnlxOh1FxbjM4+G0JBGNRi5K/gKCIOCtquLe++4jnUohiiImk4nGFStwezyvWsCWGVEUcTid3HbHHdxy221YLRYMBgOyolBdU/3qwbFUmpNdXVR6vUWrcnd3N/fef/+SydrS0kJNTQ2pZBKdXo/BYMDr9VJ3TpbJrJQlHIlw+NAhzBYLVpt16RRjrQa7w84HPvhBFEXBaDJhs9mQJIljR48SCUeor6/He5F+95cbURRpaW2lJr8IdjmdiKLI/Pw8M9PTTE9P09zcjNVqpa+vF4fTQWtrK4cOHmJ4aLh4EO5KK54Fxffd73kPmUwGjUZTXFT09fbR09PDzbfkXPBSqSTBQJDOEyeo9Hrf8sHZt4LBaKChsZEPfSTnNuZ0udBqtUQiEV7evRuny0VNbS0ejwdFyR1attvtRd/95WD5j39egGQiQTgSIZFI4PF4kGWZ9Rs24HS5eOLxx9FoNKTTaWamp3nl8GHm5/0szC8UD7hce+21y12EZaeispL/+PrXaGhoIBGPc/DAAawWCy0tLRzYu49sNpPb5tDpSaXSZDJZFHKWwWQyidlixu1x09behsfjQXeGv59GzJ3GFpbwZOuvC4Ig4HK5aGltQZFlfvKjH7O+YwNms5ma2hpWrFiByWTG7rDz7NNPMzk5SVtb2xWxtAiCgMlsQpYlpLx18ULvvrv7FCeOHWNhYaH4WVNTE5s2b6Z15crz3l+fTxsdj8eJRWM4HQ7MJjORSIRdO3fSsbGD8vJyIOdKYDJfmoVLEHLWUUWWcwdNRfE1rieSJDE7O8sL259/jfLqrfIWJ25JkhgZHmagf4B4PE5lpZeV7W1nXS+KIh/68EdYXFwkGAzy4x/+kGxWQhTEi17EFCJBpPMuDWL+PZzrh5tOpeju7ubl3XtedWsRBOrr62jIH8JNpVI8+8wz3HjzTYyNjhEJhwkGglgtVrZcfTVut5vnnnvuvHLkJmERg+HSfGgdZ1iESvUgr0ajwe12n/3hOWcskqkk+/ftIxwOFxdOmnzEgqVCq9Vis9mw2Wyve53JZKKpqYl/+/KX+PhHPsroyAiTExO0tLYukaQ563aBTCbD4UOHePqXv+T2O+88/+JuGTDnM3YWCIdCHDp4kK98+QG++Hd/y6pVq+jr6+fIK0eIRCL84Pvfx+fzUVtXx/z8fHHMWgqcLtdZf//Pj35M7+nTVFdX86nf+q28O5qbjZuu4hO/+Unuf+c9jAwN5V0VliZQgU6nOysowpzPx7Fjx3ji8cf5yn/+J21tbSzMz+NwOAmFQrz4woskEgkUFD772c8iLPFiueQU40w2S1fXSf76rz6H1WrluhtuwOV2oSgKJpMJl8tJWVkZ42NjDA4MEgqHaW9v52//8R84cfw4B/btY6C/f7mLURII5Ab2V8Me5VaxAtCyspWjR47w/LPPMef3U1tbg5I/Ff7Yo4+ycWMHJ7u66O/rw2g08v4PfvCsibxUJ7JfGQSBm2+5hfHxcZ5/bjs33XIzi4uLhEIh4rE4d959N+3tbTz2yKNksxKbrtp8RawUgiDg9XrPCv93oWfcdfdd3HDD9cXteQCDwYjZcmG3h/KyMrx5C8bX/uOrNK5ooqq6mlgsxqGDB9m67VpcbjfxWJy5uTm2XrvtknyotTodNbU1LIZCZ/lCn3WNVsvKtjb++E//FEnKnvVdeUVFURHddt11rFmzhue3b2fXzl1suXrLa5KbaDQannv2GU6ePIksyWy9divxRByNRkPlRe5q2Ww2HA4HwWDwdX0wzRYLd951F9du24ZSVM5y4dcKVhitVkvHxo08+/TT+P1+KioqaWtro3HFCg4fPIjL7eaaa64577uem5tDrzfg8ZRdlPzn8nYYQ95IxmwmQzgUpr+/n3/90r9T5imjv6+Pf/7Hf2Rubo7KysolOe/yZusyFovT19fL73zmM8iyTH19A9XV1VdYulc5V85UKsVzzzxLJBJlz0u7WZhf4J33vJMNHR3LevDyXDn7evvo7j5FKBTioYceYmBgkLm5OcbHx/mtz3yGLVdfzZOPPc7w8DBdnZ3ccsstbzliy6XIqigKO158kdDiIja7nf/315/npptuYnZ2lp6eU5zqPkl1TQ0NDY04l9BV4dz6nJycZOeOHciywne/9W2uuXYrLS0tvOOed7L9uedIpVLU1dVx191356wZS0xJKcZul4sNHR0kEgkMBgPl5eXUNzRgMBj42G/8Bs0tLdgddu65917WrltHU3MzlV4vtbU1tLS0oNfpMBlNl7TV+quAIAhs6OhAUXJWGVEU0RsMNK5o5KMf/xgarZam5mYEcodFMtksNbW12Gw2zGYzgUCAdevXYbPbWVhYQK/X43A4uOsd78BisdDU1MTHP/EJmpqbMRqNxXizKpeOwWCgrq6O973vfazfsAFvVRU6nY7GxkbufsfdZLMSbreb+ob6nA+WABaLhVWrV10xmYxGI2aTGZPJhNvjOfvdn6FcejyeN7X9VV5exr3330dtbS1Wm42Wla286z3vJplMsmrVKmrrajEajdx0802sW78el8tFJBwmEU9QU1vzhumaXw+9Xk9LSyuhUIj1GzagyDKVlZV86rd+i9q6WjT5OLUWi+UNT+o7nU6cTifXbtuG3eGgpaUFrVbLuvXrKa8op6q6Go1Gw8q8NR+gY9MmUqkURpOx6N70ZtHpdJhMJsxmC0ajkVtvu5VMNktdfT33v+tdxTBXGo3mDd+FVqtl1erVhEMhEokEbrcbh9PBvffdRzAYxGw20dbejiAIVJSX07FxI1V5BSqYD1NWW1d7UfK/GVatWoXRaKS6urpkd6NEUaSmtpZbb72V6poa7A47H/7Ih+nYsAGb3Y7D4eCjH/8YZrN5SWPFXkjOT3360+h0OjxlZWy6ahOyLGHKH3xat34dxnzbXA50Wh0bN22ipq4WrUaDy+1esvBxF4O7zEPHxg4MBj0eTxm1dXVUVlbS2NjIps1X0dTUxK2338bKyTa8Xu+ytt1bb7uNTCaDwWDAYNBT39DAO975ToLBAAajEafTSXllxbLme/B4PGy5+mrqGxqwWqw0NDRQWVmJx1NGOpUim80dZG5uaVmWtiAs5+nPAps3b1aOHDmy3GL82iHLMrIsF/09CwG2C7GMC1uBajKP0uDMrVlBEEin03zxC3+Doij8nz//v8UDYFeCb/73N/BWeXnHO995ReJfFg6HXMj37VR3Nw89+CBf+OIXLylRTTgUYvtz26mtq6O1tZWy8kuzer5ZzuxrnSdO4J+bQ9RouO322y/qPhMTE3zrv7/B//2LP8divXT/UEmSiqfwC2TzkQouNHH+6Ic/pK6ujvZVqy46DrOKiorKhSjoH8AV2QE9E0EQjiqKct74tapirKLyNkRRFBYXF+nuOoneYOCarddc0ef5/f5iIgitVrvkq/h4PM68f566+rpLerYkScRiMbLZLJb8YaqlZnFxEchZry82ukY6nWZ+fj7n87/E2asKTE5OYrfZsTsuLTmKioqKynKhKsYqKr9iFFbWhVSqV1rBK0ReWK40vWdaXC/l+YV6UxRlWctS4GIV20J65jN3eZaabDZbTI2soqKi8nbk9RTjkvIxVlFReXMUtpmWKrvWcrvTXC5FbCnCKL0RlxZVQ1jWQ0nAsj9fRUVF5UqiLvlVVFRUVFRUVFRUKDGLsSzLZ2VqUlFRUVFRUVFRUblUCuFr34iSUowffeQR/vYLf7PcYqioqKioqKioqPwK8cW//zve8973vuF1JaUYX7ttGw/8x1eXWwwVFRUVFRUVFZVfIVatWv2mrispxbimpoaamprlFkNFRUVFRUVFReXXEPXwnYqKioqKioqKigqqYqyioqKioqKioqIClJgrRSqVIhqNEgwEEEURt8eDzWYjHo+j1+tfk+kpnU6TTqfJZrM4nU4gl/I1m83i9niAXKQL3+wsg4ODXH/DDRcVwzSbzTI6MsLU1BSVXi81NTXYbLbLWmYVlXMpJKA4fuwYVpuNtra2s77PZDIsLi7SdaKTquoqKiorKSu7sqmNM5kMqVSKbDaLw+FgzjdHIpFAVmTMJhMVlZXEYjGSiQRZScLr9Rb7mqIoZLNZxsfHcblcOBwORFEkmUyyMD+P3mCgrKzsisQYlmWZUCjE4uIisiRhMBioqa0lEokQDoUQRZHqvPtWOBwmnU4D4PF4irLIskwymcQ3O0tZeTkWiwUA/9wcWp0Ok8mEyWRCliQmJiaw2e3Y7fYLplR+K/j9fsxmc/HZ8GoGPbvdTigUIrS4iCRJ6A0GamtrGRsbI5vJoNPpcLpc2O12BEF4zTjrcrux2+3EYjECCwt4ysowGo3EY3H8835QFCwWCw6nE5PJdNneUTgcJhgMEg6FWLtu3bLHl74Qub54nIrKCtxu90VnK1wqgsEgCwsLaDQa6urqSjLetCzLjAwPMzs7i8VqZcWKFcV2WUrEYjEW5hfo7e1l5cpWKiorS/a9n+o+RSQSQafVsnb9OvR6fcnVZzweZ2pykomJCVpaWykrKyvZ+oQSU4yDgQD9/f1EwmHsDgd6gwGtVkv3yZOsXrPmNaE2Dh44QCKRwOVyseXqq5mcmKCzs5N0Os173/c+ABaDQU73nGb37pdYvWYNDofjTQ0Y6XSaxcVF9u/bT1V1FUODg0xPTXHrbbddsfKrqEBuIvb5fLy852W8Xi+VFZU4nI7iYBcOhXjx+ReoqKyk51QPc745rr1u2xUdEA8eOEg8FsPlzvW1gwcPoNPqcLqcOJ1OjEYjnZ2dLCwsYDAY2bBhPRWVlej1ehKJBEePHCGdTjM5MYHb7WHV6lU89+yzWMxmjCYTNpuNjo0bL7vckiTR3d1NNBJBr9fjdrupqa3l5T17yKTTWK1WItEoNdXVHD92jMXFRQwGA5s3b8bldiOKIouLi+zasROn08nMzAwOh4Oy8nL279uHIIrU19dTV1dHV2cnWp2OVCqFzWbn2m3XXrL82WyWiYkJXtq5k46Nm9i4aSOKotB5opPJiXFcLjfXXLuVU93duclRp8PtdlNbW8vul17C4XBQU1ODTqfDbs+lcF4MBunr6yuOszq9HlEQ2LFjB2azmYrKSlz5dzo7M8P01DQej4e29jZqamsvuUwFRkdG6O/rY9bnY83atcDyZPJ7PQqLuhdfeIH2VatYtXoVra2tyy3WeZmanOL4sWNodVoqKytLTjHOZrNEo1EOHjiA2+MhEokwOTHBPffeu9yivYaB/n4GBgbxeDzs27ePa7ZupaGh4bIudi8VSZIYHhpiZHiYrCRhNpt45fBhtlx99bKkur8QyWSS2ZlZDh44SE1tDcePHaOmtpbNm8+bdK4kKClXikAgQPfJk4yNjbG4uEg6lSKZTNLX20smk+Hc9NXHjx3j0MGD9Pf1ATA7O8v+fft4efee4jXT09P09p7mZGcX42PjZDKZ8z67kGq1YK1LJpPMzs5y4vhxXE4XocVFek+fvnKFV1HJoygKQ4ODdJ88SW9vL1NTU0BOIU7E4wQCAZ7fvh1vlZeFhQXGx8eLls4rxYnjxzl08CC9vb1AblHaP9BPKBQikUgQiUTp7+/n+LHjnDhxnLGxMcLhMIlEgsVgkB0vvIjP52NocIjh4WEkSeLAvv2Mjo4yODDAK4cPXxG5s9ksJzu7GBkexufzEY3FUBSF3bt20dPTw+joKMePHSMUCnHi2HEO7j/AiePHmZ2dJRAIkEgkCIfD7Nu7l9nZGTpPnOBkVxfBQIDTp09zYP9+Tvf04PP5OHT4MIuLixw/dpwD+/ZdFvklSWJqcpJnnn6GwYEBINc++np72bd3HydPnkSSJE525co45/MRjUYB2LtnDwP9uXeUyWTIZDLEYjGmp6eL42wwGCSVTBIKhXnumWcZHx9ncmKCubk5JEkilUpx8uRJ+vv7iEQil6VMBfr7+3nllVc4fvQYyWTyNeN7KSDLMtFolGNHj3L86FFGhkeWW6TzIssy09NTHDp4kIP7D5BKpUquPjOZDP65OU6cOIHBYEDKZjnZ1bXcYr0GWZLoPd3LkVdeoa6+joH+AQILgQvqDsuFJEmcOH6c+fl5FFlGq9VyqrubbInJGYlEmJycoKuzE29VFRNjY4yPji63WK9LSS0pZVlBUXLRKerr67E7HJhMJtasXYvT6USj0RQ7uyAI3HvffQz09zM/Pw/ApquuYmhoiJnp6eI9e3p6kGWZD33kwxw8sJ/6hnpMJtNrnp3NZolFo9gdOcvc4uIiE+PjrF23lpXtbazbsL6oOBeeX6q83oBYynKr5JAkif379nHjTTcCcPToEVavWc2jjz5KU1MTVosFg9FAU1MTra2tKIqC9gqnbL7n3nsYGBjA5/MBubTANquN8vJy6hsasFqtfPzjH2dgYIBdO3chCAKdJ05gNBpJp9PMzs5y/Q030NbeTnlFOVqtlr/6/F8zMjzC6OgI837/FZM9m81SVVWF1+ulyusllUrhcDrZdv312O12nn/2OTo6OnB73Oj0eux2O9FolH2PPMKGDRtYt349n/+bL3C65zT9/X2YLRZaWlr4kz/7Mx78yU/R5d28fu/3fh9RIzLvn8fvn7sssuv1eq7dto0Xnn8et8cN5Prw+z/4AULhEBpRzFs1JSorK/FWeYuuIQ6nC4fdgdPppKKykrm5Obq6upidmUGWFWpra6mvr8dkNhOLxdDpdKxsXcnqtWuKri01tbUcPXIUh9NJy2W0lCqKwvj4OCBw9TXXcLqnhzVr1y5ZivM3SywW4/ixY7zjnnfS39vHyPAQiqKU3Dgaj8fzbjR6EvEEmUwGWZaXPZX7mcTjcQYHB1m1ahXt7e2UV1Rw8623ApRUnUajUSRZwmaz0tLSwl/81V+iEUXEEqpLyC2GTp8+za233krLypVUVFSw5eqrMZWYi4JvdpZgMJjTpVauZMWKFQiCUFLv/FxKymJssVioqqpCp9Px0E8f5OiRoxgMBjZ0dKDRaAiHw/h8PnyzsyiKgqjRIORdKwRBQBRFxHMq2jfrQ6fXc/Mtt9B5opNkMnneZ4uiiE6v5/FHH6P39GkWg0FkWcZgNHKy6yTf+da3+eoDDyDL8hWvh0slk8kQj8cJh0LFf1PJJMrbQHaV3CQxOjJKx6ZNVFZ66Tl1CoD77r+fVatXo9FqMRgM+P1+vvfd7/Ltb3yT/v7+KyqTeI4bU3VVNU6Xk/n5ef7zK19FEAQSySQ+n4/xsTE2XXUV11xzDRs6OqhvaMhZYIMBnnzicR7++c8RRRGz2cxLu3YxNzfHvffdd2XkFkVqa2sxmUycOH6cnz30M7RaLclEkv179/LC9ucJBAOUlZezEAgwMNBPX28vdXV1vOc972Hd+vWYTCbMJhOPPPwwtbW1XHfddQiiyMjwCGPjY6RTacorKnA4Hfz8oYewWC3cdvsdl7UMnDOuiaKIcMb/19TUYDKZ6Ors4sH/+QmZTAa3241Wp2NqcoqfP/QzPB4P1113HVu3bqW6uhqdTsfPH/oZhw8dIhqNMjw0xPj4ODteeJE9+V23WCyGIIBOq0Or1V6WiUxRFOb985iMJlpamunY2MHevXtJJBKXfO/LTTQSYe/LL7Nt2zYqvV5kWSEej5ecNbars5NMJsM111xDx8YOek+fvqKLzbdCYVfWYDQyMDDAzx56iC9+4QslN6dKsoxGzI13Pp+Pv/viF9m+fTtTk5PLLdpZFOpTp9czPDTEzx58kK8+8EBxx6hUKLxfnV7P0SNH+bd/+Rd+9tBDyLJccv2oQElZjO0OOy2trVitFk6cOAGKQjqdLjppLwaDBIJBUBQqvV7gbAuoIAjFCURRFPx+Pwvz80SjEZ7f/jxzPh+zM7NEo1FCodDZD1cUMpkMffmtYrvDjl5vIBKJ4PV6MZvNLCzMX/lKuAyEQiGCgQDhcLj4mddbhcfjwWR+rbVcpXRIpVLM+XwEAgH27tlDMBhk3u8nGo1is9mQJAmtVks8FsdiseB2u4lGIsTj8SWVc31HB263i2QySSyec084dPAgcz4ft91+OwaDoeiPZzKa8Hg8rF6zhkPhCLFoDFmW2bN7Nw6Hg7r6uuJh2cuNRqOhuaUFs9lMIpkgOZIklUxx+x13IMkSCwsLLAaDTE9NUV5ejtFoxGQ0MTIywoaODoxGI5FIhIMHDtLc2kJtbS0Go5GFhQWMRiMtLS1YrBYmJyYJLOT6XHNLC83NzZdF/vMposXP8v8VRbFYxkwmQzQaJZlMsvXardjtDlKpJP39/Wg0GqxWKxUVFWSzEharha6uTrRaLTqtDq/Xy5p1azl9qod5vx9Zlunv78dTVkZ5Rflls+7IskzPqVPMzfnIZrNk0rlx90q7A10sBZe6wcFBXt6zh8mJCWx2G4MDg6zfsH65xTuLgf6BosEokUwgyzJl5eXFebIUEEURo9HE9NQUbrebSDhCJv1aF8nlRq/XI8sy6VTuDEJZWTkokEylllu0sxAEAZPJTDKZxFNWRktrK/v37Su5hYZOr0ej0RCLRqmtq0Wj0ZLNZpdbrNelpBRjnU6HxWohnclgMOjRaDVndxpBQACUNzFAK4rC+NgYOr0OnV5PIBjA4XAwP+8nkUiQSp1tOZZlmXQ6jU6vR1EU9HoDBoMe/1zu9L0kSVBa/feCyLJMVpLO8omSZKnkBiCV15JIJBgfH6fM4yEWi+UXhhZmZmbQ57f5C4dq/H4/iqyg1eqWfDC02WwgCGQyGcwmM6HFRbo6O0mn0qxZu5ZwKExWyiKKIul0iqqqKhRZQRQFNBqRdDrNSzt30biiEb1eTzgUoqy8/LLLKQgCNpuVTDaLKIgYDAYURcHj8eQU5WQSj8dDKpXCoDeAFQxGI7FYjNnZWTweD+FQiF07d7Ju/Tqy2WzRr9rv96PX69FqtYRDIbq7u4nH4/loOUs3iZ5ZRkEQMBpzB2+sFiuCICBJUtGlJZHIldlitZDJZNDr9RgMBoxGY25xoigIAgiigCzL9Pb0UF5eTkVl5WWTV1EUenpOYTQYEM1m0pk00Ug0F9Ekmy2ZQ2OpVIpYLIYkSUSjUewOOzqtjr7eXtatL40oGoUzMTMzM8RjMcoryjGYjIyNjhE+1/izzOh1ejweD4cOHiAWi5HJZkpyStXnFblsNot/bq54qLnUdlxFQaSqqorZ2Vk0Gi1Wq4V0Ol1y87zVasVkMuH3+0klU7m5qrREfA2lMQLlicdijAwPs2vHTtLpNKIonhWeqKGhgYaGhuLfhfBOZ27xiqJY9EXuPHGCqzZvpqmpiYbGRrY/+xzRSJTa2jrWrF1z1rNTqRSLwSArV7ZRU1uD0Whk3j/P8NAwjz7ySC68zBmylDKVlZVUXsaJTGXpCIdCnOru5sMf+yjr169nYWGBrs4uuk50Mjo6yrbrtuGtqqKmpoafPfgg8/55qqur2dCx4YrKVehnmnxfO3H8OHP+OWRJorqmhu6T3UxPTRMIBFBQuO32NJFIGKPRiE6no6m5mQd/8hNMZhPNLS1Eo1Fe3vsywcUgoVCIwMIC734TOewvFlmWmZqaYt/Le1lcXMRT5sFqs/LYY48SWgzh8Xi4dts2Wleu5NDBQ4yNjmK1Wvmtz/w2Tzz+BG2r2jGbzezZsxtByB0kaWxooKGxkZ/99EEURcn9vrWVB778ZRoaGjiwbz/+uTl+45OfvGzl0J7hNlZAFEXEvI/x9PQ0+/buJRgI4nK5sNlsbN+eG+/Ky8u59rptzPvn6TxxPBdyz+ksjrMbNnRgsVrQaDT8+Ic/YkNHB6tWr0aWZbo6u/jAhz9E7WWMRqEoCt0nu/nMZz/L6jVrSKWSzPv/mVAojNMVw+FwXLZnXQoL8/MEAgG2bLmaz/7u75JIJDjZdZIXn3+e93/wA8stXpFMJkM6lWT9hvW8/4MfRFEU/ugP/mDJd5HeCLPFTFt7G//19a/z9C+fJh6LEQ6XlvIOFCO7aLVafvSDHzI5NUVFRTnaEopIAaDRath23XV89zvf4fDBQ/kwi5cvnOLlorq6msVgkMGBQR568EGGBgdxuZzLLdbrIpTC6mLz5s3KkSNHUGQZSZZJpVJotVq0Wu3rHh4o+KgoilK0MmSz2eLf2WwWURAQRLFoOYFXJ5QzKdTDuQ7h6XSadCqFqNGg0+mK28Ol1vhUfjWQZRlJks5SegrWYEVRcr6lgkA2myWZTBb7ScH/80q1y3P7WjabPauviaJY3B4TBCHXbxWluN0vyzKZTAaNRlP8N5VMIuTLWfjN5Za/UH/pVBoEinWVyWSQJAlBEIrx0QsHlgRy23+F9wC5caAgX2FMKWz9F8pTWMxDboy5nJbPwvPPHA8LO0Jarba44wU5JVqr0xXLCBStXmfuLJw5zhbaVMFiWwiNWXhnhXd0OVDyLnI6rQ5BFIpludJt+GIptHk5f+K/8JkkSeh0upKQszBvZTKZYpsr1O8bzZ9LTUHWdDpNJp2GfN/T6/VAac2pkiSRzWRIpdPFXaHz6Q3LSWE8TqfTxcAAel1uh7yU6rIgZyaTIZVMotPp0Op0xT61XLIKgnBUUZTzxoy7ZMVYEIRRIAJIQFZRlM2CILiBnwGNwCjwQUVRghe6R0ExhlcrsZQGyMIEWkqdQuXXm8KEXegny9FXCn31zfSL5e7XZ9bVmTLBqwPzuWPh68l5MdcuFRcq4/ne0fnex3K/I5VfH2RJghKfUwtjbEHGUu0ThX4LvG3qsxTq8vUU48tVi7coitJxxkP+AtihKEorsCP/95uioICWQsUVODexiIrKclOwsC5nX7mYxeJy9+vzPftcBfDMRcYbyXkx1y4VFyrj+d7R+d7Hcr8jlV8fzo1yU4qcuYtVyn2iGJHrbVSfpc6Vqsl3AT/M//8PgXdfoeeoqKioqKioqKioXBYuh2KsAM8LgnBUEITP5j+rVBRlJv//s4B6EkxFRUVFRUVFRaWkuRynQ65XFGVKEIQK4AVBEHrP/FJRFEUQhNc4MueV6M8C1NfXXwYxVFRUVFRUVFRUVN46l6wYK4oylf/vnCAIjwFXAz5BEKoURZkRBKEKeE1+VEVRvgV8C3KH797Ms6KRCFlJKsbdlCSJeDxOPB7H7Xaj0+mIRqKEI2FisRgNDQ3FE+evRyaTIRqJMDMzU/zM7nBQUVFRMqePLwdyPuLH6MjIWc76ZeXl6HQ6jEYjBoPhrN8Usuil8sHNTSYTBr2ewcFB6upz6bVFUSSVTDE+MU51dXUuxq3KWyKRSDDv9xOJRIBcNAGL1YrX60UQhFxCjVgMn89HbW0tZrN5SeK+ZrNZJElCkiTMZjPhUJhMJhczs5BGOZVKFSM72O32sw51ybJMIBDAbDZjMuVCCmUyGWKxGFqNBmu+zVyJqBTxeJxEIoGSjy7gdOUSkyQTCQRRxOl0Arwar5xcFs6CLLIsk81mCYdCWG22Yh+JRCKIoog+nxJaURQCgUAuSYjJdFkjAkQikWLM4QKFcFwmk+msMmq0WlwuF4GFhVwWL40Gk8lUrPdCRJN4PI4gCFgslmKc42g0itVqRafTkU6liURfbYdms7kYQeBSkGWZwYFBJClbzGBaUVGBw+EoqSgK8XicSCTCwnwusZOo0WC32Yopt0sBRVFIpVJMTU4Wx2iAhsZGjEZjSdUn5BNvzfmJRiMYTSbKy8svW0bFy0kqlSIajebG2Zr8OKsrqei2Raampkjno2dUVVWVpE90Op0mGMiF5vR6vZgtSzNvvVUuSTJBECyAqChKJP//dwJ/CzwJfBL45/x/n7iU5yiKQjQaZWZ6mkQigdFkoqWlhYWFBRYWFoiEc5m/qqurmZ6eZnJyklQqiV6np9Jbicn0+tneCkH7B/r7WVhYwOFw0LhiBS6Xqxie7VeBgmI8NDhIMBhEzCsFmUwGk9mMx+M5r2IcWFggGAwSjUap9Hrxer3se/llbrr5FqpqqtHr9czNzXHwwAFuueXW1yjGqWSSdCaD1WoFSvd0bymQSqWYnp5mdGQEWZZxOp3U1NbizWewWlhYYHJikpmZadKpNCuaVixJ3Fe/P5cYRxRFGhoaGB0dJZPJhYSy2WwYjUZmZ2aIRCIoQEtLC0ajEVEUkSQJv9/P1NQUTqcTt9uN0+lkYmKCaCSC0WikvLwcl9t92eWWZZnZ2VkWg7mgOBarFafLxeTkJJFwuLhwNptMzM7OEo/HEUWRpqamohKYTqeZnJgkHA5RVlaG3eHAYDAwOjKCRqvF7XLhcrsJBgL4fD5MJhMOp7P4zi5V/ng8zkB/P1VVVVRVV6MoCouLi8z5fOj1+mLK7cV8VlCL1YrL5aKvrw9RFLHZbFRUVBTHwXg8js/nI7CwgEGvp6q6Go0oMjY2RjSf6dNitZJJZ5ianCQej+NwOqmursblcl1y/1UUhZGREQIL8yiKgi2/2LDZbCWlyCXzi9T+vj7C4TAOp5OGhoaSUowh1z7Hx8bw+Xwkk0ncbjeVlZXFRBWlQiFkY29vL/F4DLvdgSIrVNdUL7dor2FhYYGJiQlmpnPjbOOKxuICulQo6EWDAwPE47lMqFaLBdsZRolSQJIkwuEwp0/3EIvFyGazVHor8VyhbKeXg0v1Ma4E9gqC0AkcBp5WFOU5cgrxHYIgDAC35/9+QwphR878t8COF15gx4s7ePSRR/nql3P5wH/+0M94YfvzjAwP8eV//3dGR0bYs2c3u3buwGaz8/3vfZfxsbE3fJZWq8XhdLKiuZmdO3ZgtlrxVlW9bZXi89VjIWST0WikZeVKek+fZnJykvrGRsbGxhgeGiIYDL7mN+l0ujhI/PiHP+KlXbuIRaP84uFfsGvnDqYmJwmHQuzZ/RKP/eIRZmamX3OP/v4Bdu3YUbTGqVwYo9FIpddLNBojEAiiKBSzjimKwu5du/jFwz+npqaGb/zXfzE0OLgkmY6+/93v8a1vfIM9u3cD8OBP/ofdu3czPj7O3Nwc01PT/OLhh/nOt7/Nk48/wfFjx4jH40Ul7jvf+hY9p07xzC+f5tlnniWdTvP3X/xbXtq1iz27d/OLhx++InKn02mef+459u3dy6nubmampwH4xte/zqOPPMJLu3bx4gsv4Pf7eewXj/D973yXX/z85wwODBSzSE1NTvLFL3yBzhMneOrJJ3nm6acZ6O/nh9//Ad/55rfY8eKLDPT38+UvfYnTPT088otf8OD//OSyyX9g/37+5v99gd0v5epeURR+8fOH+dY3v8Vzzz5HNpvlhe3b2b9vH93d3Uzny/idb3+bl3btyi0CIpFif5yemuKF7ds5dPAgQ8PDhEIh5vx+/v1f/pUDBw7w8ssvc+L4caLRCBMTEzzz9NO8tHMXE+Pjl6VMgiDQ1NTE5MQkvlkfbo8Hp8NRcqfqjSYTbreHqupqjhw5glarLakUywUMBgP1jY1EYzEOHz5Ma1sbJrO55Oozk8kwOzvLQz/9CdFIlPHxMX784x8tt1ivQVEUXt69m58/9DNqamr45n//NwP9AyWXUS6bzbJr5066T3YzODDIQP8Au3fvPmvnoBSIRCL09vbyswcfxGq1sf2559j90kvLLdbrckkWY0VRhoHXpNxSFGUBuO1i7xcKhRgdGeHRXzxCQ2Mj12zdytp1awG4/sYb0Wo0nDx5kh//8EdoRJFIOERTczM33HgjL77wIkNDQ1gtVjZu3MTV11xNTW3NBTPAybJMJBzB7sil2HXkrUBWq5WG+nq8Xm/JDSxvlng8zoF9+9n78svoDXpuv+MOmltacLvdGAwGWlpacHs8uN1umpuamJyY4Mgrr3Bg/wG8VV4+8MEP8rMHHyKeiLOisZH77r+flW1t9HSfwulwYjAaaWltZWxsjEAgiMViZWR4hNq6OsxmM0NDQ+zasQNBEFm9Zg3Hjx3j+LFj6HR6br3tVgxG43JXUcliMBiorq6muqaaeDyOt8qL2Wzmu9/+NnfefTfpdAabzc6Gjg7+71/8ORUVFUsi17vf826G8osnAK1Wh91mo7Kykvr6emx2O5/69KcZHBxk//79CILAsaNHMRqNpFIpZqZnuPqarWzbto3yvOvO3/7D3zM9Nc3k5AQLCwtXTPZsVqKy0ktlZSVV1VWkUimcLhfXbN2Kw+Fgz0u7WbNmDZ4yT9EtJBaL8bMHH2TN2rWsbGvjH/7pHxkbG2NwcBCLxcLKlSv5i7/6Sx579DH0egM6nZ4//KM/xmA08MRjjxO4TOXR6/Vcd/317Nq1C09ZzsIiCAIf+dhH+dEPf4hOr8sHz89SXl5BpbeSmrxF0+V04XS6cLncVHq9+Hw+ek6dYnp6GllWqK2tpaGxEbPFQiKRQK/X097eTvuqVZSVlaHTaqmqrub0qR5cLicr29ouS5kEQWBF0wrKK8rR6fU0NDbicDpLysoFOReVXAIUDQ6Hg5qa2pLMKKrX63OW7Koqhh0OWltbS8pSXCAejzM0OMjadeu5astmnE4noRJLWw05OSVJwmaz0dHRwf/58/9L+RKNsxeDJEn09pzmqi1baGhsoMzjIZlKXRZ3p8tJYTdrQ8dGrr7malpamtGVmIznUlKa37zfT19vLzffcgtV1dUYjcbiKs1ut7MYChGLRqmrq0NvMCCIIhqtFr3BgEajIZPOoNPpsFit6PV6vF4vxgsoYVI2y/y8n84TnQQWAgiCUPR10uQzBpWir86bQZYkUukUCgo33HQTfb29zM/PF8tzZhYfTb7MlZWVVFV5sVqsjI2MMjI8TGNjIxs2bkTUaJicnKS8ooKy8rLiPTQaLalUkmgsikarKWZECy0uMjk5idPlYnxsjFAohKfMQ/uqVWhK2K+oFDgzJmUhTrHRaGTT5s0YDQZ0Oh2mfJrlqupqjG/gJnS5MJnNZ7nZuN1urFYbsWiM5559Do0m9/5TqTQL8ws0NzfTuGIFNbW1OX/XQIBEPE5XZydHjx5FEATKysro7+8jEomwZcuWKyK3IAi43W6MRiPj42McPHCgmKVveHiYnlM9hEIhbDYbsXicuTkfs7OzuN1u1nd0UF2TSw9fVlbO4UOHKSsrY9Xq1eh0OmLxOMFgkGw2i9PpoKKygiOvvILZbGbdhvWXTX6j0Ygu32cLmM1mdFotAiAKIh6PB5PJxOTEBPv27kOSJOwOOzqdlsVgkAP792M2m2lqbmbFiibcbjd6vYGDBw4wODBAIp7ANztLMBik9/RpBgcGEPPKlagR0ep0GAyGyzIeFscgjQZNvp2X4lhbTIOu0SAKIhqNWHIK51ljej5teKllECxQyM5os9kwGozY8gvrUkOWJDQaLUajEW1+nH0jd8zlIp1OY7GYsdvt2Ox2XC5XyRn0pHyGVJvNhk6nw1NWVnJuKedSUjUYiUSYnZ1l01VXUVtbg9liPmv7YmR4hIWFBdatX1dU7gRe7fyiRkQQX/0kGAwSCASY988zOzv7mn9nZmY4dvQos77ZYjrbXxUEBEwmExs2bMDn8xGNRF/3+vKKCiq9XhwOBwsLC8Tjcerq6mhubs65Q/T2UlZWVrRQCoKAp8xDKBRianKS8vLyosKRSCSIRWO4XC6yUhaNRsTlclFfX1dyE8vbAZ1Ox6pVqzCZzbn6y094i4uLxe3+K825E219QwNVVVWIGpGuzk4AJqemmJ/343G7Ka+ooKqqKn+oyomiKFhtVqanpxno7wdyloRgIIBBb6B15corIrcoilTXVFNeXk4ymWJsbBxZkqmpqUUjisRi0VyK2my2qAQVDqg1NzdTXl6OLMvMzM6wuLhIZWUl1dXVJFMpEvEEWl1uEZ3JZEnEE/T19mK321m1avVlkb+YoOM8iTgKnwmiQFV1rozpdJqx0VHS6TQNDY1UVFQiKzI9p3owGo3U1NTkrIvV1XjKPExNTrGwsIAsS0iyjNFoZGpqipH8AV3/3BxGkwmLxVJyE67K24tXEzzk/k6lUkXf/1IiZ5h4dbxbynH2YhE1uYQ8siSRSqUIh8NnpX0vBV5NHJT7OxKJEIu+vj6y3JSU+U6WZTLpDKKYOymt1+mKLzkYDHLs6FFEUeR3f//9CIKQP+0uIWWzyLKMxWJhYWGBaDRCOp3m2aefxuutQqvVEgqfvWWjKArJZJJDBw9SU1NDbW1tya4K3wqCICCIGhRZQZZk5HxEgQtZEkwmE7Is5/wQySkx2ryPtSRJHD92nHvuvZeamtrib1avWUNfby+BYJC77rqL/r5+stksWUlCVmRkWWbFihVkMhl8s7NIklS0QqlcHLp8bnlZlkkkEmQyGV7Yvp1t119PY2Pjkistm7dswWa3EQwG0Wq1SNksO154AUmSeN8H3n9WGmKdXkdtbS2brroKv99PaDGEJEk89sij1NbV0tbefsX6nkajoa2tDavNRiKZIJNJk0gkeO/73puL0DI6im/Wx8jwcHEc0Ov1nDp1qnjCOxAI8OgvHsm7Z9WiKApzc3NYLBbWr19PNptloL8fUaMhnU5TUVlBfX3dFSnPBcvY3obFYiGdSROPx0kmk9x0880YjUb8836OHjlaVExcbhdtq9qx2WwcO3o0f3jSRFNTE1dffTU7d+4kFAohyzKdnZ1UVVUV3TNUVN4qGo0Gq9XKQDhMKp2LjnT0yBF+45OfXG7RzsJgNCLLColEgmw2y4vPP8/Wa69lRVNTSS0OBUHI7XTFYszPzxMOh+nv7+e2228vKV3GaDSi1+sJh8Nks1kO7N+P3W7n5ltuWW7RLkhJKcaVlV7aV7XzD3//9xgMBjZu2kTjihX0nj7NxPgE42NjZLNZvvRv/8anf/u38VZVMTY2zve/932qa2rYsKGDXbt2cvjQYXr7+mhsbKRj40aqqqvgnNVePJGgq7OT977vfZjzlrhMJrNMJb/8+P1zHNy/D7/Px7brrmNqaor5hXnq6xtYtXrVRd1LkWWGh4dxOJ243K6in+m69evp6elhzuejo6ODR3/xCFabDW0ySSaTYe/LL3Pttmux2WxEI1F+/rOf874PvL+kOu3bgUgkwn9//b/4zU9/ivLyciYnJvjKAw+QSaeRstllscLvfukl/H4/kpSlrr6eA/sP0N8/QDAQIBKJcPsddxIOhzEaDWi1Otra2/nSv/4beoOe5uZmFhcXeezRR1i3fj3j+cOf737Pey67nLIsMzQ0xL69+wgGArjyETH+4e//jsXFRdxuDzfdfDPrN2zgf370Y8bHxrBarXz6t3+L//nx/9C+ahUms4lHfvEwN918M9NTUzQ0NFDf0MC3vvFNZFlm67Zr6ejYyF9/7nPU1dby9C9/SX9/P7/xiU9c9vKct4ySxNDgIAf27S9G1XG5XHz9P79GLBqlrKyM62+4numpabo6T5DJZHA4nby0cxeJRILW1pXY7DYUReGf/uEfWbd+Pes7NiBJEi/v3sP7P/gBVjQ1LUlZVH51sdlsrN+wgccffYwffO97uN0e6pZwAflm0Wg0VHorGRsd5YEvP0AmnWLzli0lt9up1Wq56x3v4PFHH2V+fh673c5999+PVlNSah31DQ2kUimee+ZZ/v1f/5Xq6guf/SoVhFLYHti8ebNy5MgRkskkkUiEeb8fnU6H3W7HaDIRi8VIJZMkkykURc4dUKqpIRgIkEgmyWazaDUa6urrCQQChEMhRFHEYrHgyh84OxdJkohEIthstryZX0CWZfr7+qirr8disSxDTVweIuEwL+/Zw7Gjx3jv+99HWVk5CCAKQnFbdGJ8HK1Oh9frJRgIvLpVqyggCAQDASoqK7Hb7UiSxOme06xoWoHFYiGTyTA8PMyKxhXM+maJx+KsbFvJ0OAQVdVVyJLE9PQ0oqjB7XHnfZ7TuQGnsrLkBphSoxAPV5KkYvzZifEJqmuqiUWjhCMRZFlGIBexYinaaiKRIB6Pk06lqMqHRUwmkyiyjN5gwGw24/f7yWQymM1mPG4PWSnnniAKArF4nGgkglarxWyx4PF46OzsxGq1YjKZMJtMlFdUXHa/SFmWCYVCLMwvIElZDAYDDY2NjAwPk06n0el0uNxubDZbMRykRqOhtq4O/9wcZosFjUZDf18fLpcLk8mE0WTCaDQyMT4BAjidTux2O4MDAxiNJrRaDSazmerqyxeGanhoCKfLhfuMkHZTU1MAVFVV5cq4sICUzaI3GGgslDGTO3fhcbsxGI3F6BRarRb/3ByCKFJWVobVamVsdIxsNoPd4cBut2O1WhkaHKTS670i8bJnpqcRxJyblV6vLzmfWMj1xWw2y/j4OBUVFSUdo31hfp7FxUWaW1qWW5TzUohnPjw0jCCATq/HlI9lXGrvPhgMFndNBKCiogJLPtxoqaAoOav2nM9HOj+/FuaDUrJsF2LJT01OIWpETCYTVqt1ScKMvh6CIBxVFGXzeb8rJcUYcpUoSVLR1++NkOXclv2Zg3YhLFEpHkBYCmKxGKd7ehgfG+f+d7/rTdfl5aLQpmRZLi46VC4fpdK+C643b2ahU5gUl6s9FNyIzpwwCm5ahc8K7fbN1O2Z7wBKIzb3hcp4vnd0vnF2ud+Ryq8Phb5Wyu2sVMbZN8OZIVlLlVKrz9dTjEvL5s6rJ5bfLIUT/OfeoxQqfrnQ6XRU19RgsVqXJbtMoe5Vy/CVoVTa98UMwgX/1uXifM8+37hx5n9fj1J5B2fyZspY4Hzj7HK/I5VfH0qt75yPUuzjF+LtIOvbQcYCJacYq1w6Op0ulyWrqmq5RVFRUVFRUVFRedugKsa/grxdVmUqKioqKioqKqXE20oxTqVSOX9ijRatTlt0Pk8mErjcbgRBIJlMkk6nQVGwOxwXVBIlSSIajRYP32UyGeLxOBqNBpPJRDqdJhqNIktSPvuRFlHUICsy9jfIRa4oCvFYHP+8n3QqRVlZWVG+UiEYDJJJp9FotbjdbqLRKIoso9FqX3OYK5dZK0MymUSn1WLMh3ZbWFjAbDZjNpsRBCEXiisUQqfTUVFRgU6nY3FxEaPR+JpDK8lkkoX5eQxGIw67HZ1eX3yf4XAYi8WC0WgksBDAYrXkQoJJEvF4HI/HgyAIpFIpEokEAgJ2hx1RFJEkiUQigSiKGPKJX36VkWWZZDJJOBymsrLyirWxRDxOJh+ovdD+E4kEkiRhzR9KSSYSpDMZZFnGcUbfUxQFJd9eTGZzLnD+Erv4hBYXETUaDPkkKel0mlQymQt5ZLcDEA6Hi5Fp3Gf010IdLwYXcbqcmEymJe/LkXAYvcGAXq9HkiQCgUCxvxqNRiwWC6FQCEEQMBgMGAyG4pimKEoxoH5BbkmS8Pl8WCwWTEYTekNpZ6JSUVE5G1mWmZubw+l0otfrS9q/+O3G20IxVhSFbCbD1NQUmUyGivIKnC5nPibqIolEglQ6jcfjYc7nY2FhAY1GQ3t7O7rzNJh4PE4oFGJ6aor1G3JhicKhEOPj4+h0Ourq60mlUszOzJDJZEin07jdbhwOJ5KcSxX5RhPjyMgIcz4fqVSKwEKAq7ZsLmYkKgUmxsdZXAxhNBlxu90szM8jSVIxasWZKIrCnM9HIBDA5XJTVV2Fz+djZmYGm82Gy+XC6XTS39tLJBrFaDQSj8dpaGhgfHwcj8fzGsU4Go1yqrublpUrsVgs6PLPSaVS9Pf1UVtbS1lZOT09PaxZu4Z4PF6MTiLLMg67nUAgwNTkFAgCq1avwmQykUwmGR4awmqz4c2fpv9VIh6Pk81mseeVOcgtMvxzc1ckBE5hUTQ5OUksFkPUaGhubkaWZaanpkilUqxbv55MJsP09HQu6gHQ2tqKyWQqJn3xzc7i9/sxmUw4nM4lc/ORZZloNMrk5BSKImOxWnPtcmycRCKBwaDHqygYDUYmJyeJRiK5xbHRiDGvACeTSYaHhwkthqhKVuEp8yzZiWpZlonFYvT29lJdXUNVdRXZbLZY91qtFpvNTkVlBZMTE2SzEmaLmebmZibGJ4jFosWFf3l5OUAxEcDI8DAmk5mq6ioqKytLZmLNZrNEwhEcTkfJyHQ+IuEwGq12WRZKb5bCIct4PH5FIotcThLxXHx2u8P+xhcvE4qikEwkihlydflY/8sly7x/vvheS7mvvB7hcBidTofRaCyZflRSveR8ETIKFeXz+fjBd79LPB7nY7/xG3S4NvKzBx8knc7g9Xrp7+vjNz75Sfbs3s2J48dxu9188lO/ed50jqe6u9mzew+ne3r48le/QiwWo/tkN88+/TSKovCBD30Qq9XKzMwMsViMHS+8yC233crNt9yCKAmQP135enz7m9/k6q3XUFFRwQ9/8AOaW1twOp1L0pEuJFshKQrk4tD29/XjdLnYsmULo2NjpFMpXC7Xa8JMZbNZHn/8caYmJrn6mmu45bZb+d53vkN9QwORcASj0cidd9/FI794hNtuv51gIMATjz3G5z7/eY4eOUJbWxsNDQ1n3dPn8/HYo4/xL//+b+jz1mJBELDb7Tz91FNcs/Va1qxZw09+/GO+9MADPPTTnzI2OkbHxg52v/QSd951FwP9Azy/fTsAv/v7v0/jikbmfD6+/p//ydXXbOXOu+962ynGb9Suuk92Mzfn45577y1+ptFoMORTn7+ZKDMXM/goisLM9AwPPfgggUCQiooKbrr5JuLxOM898yyxWJT/+uY3mZ2Z5dFHHmViYoLy8nJuufUWNnR0YLFYCAYCfPUrX+GqzZsZHBjAbrfzh3/8x29ahkshm82yZ/dupianmJyYQBDgL//6r/nPr34Vt8dDdXU1ZeVlrF69hu3PPod/bg6bzUYmk2FDRwcGvZ7Z6Wn+44EH2HbddXR1nqC+vp577rtvSeRPp9McPHCA//zqf/DRj32MD3zog0hZiampKaYmJ4nH42i1OiorK5id9TE9NYUsy/zV5/+aB770JWpqczFDo9Eov/e//hdarZbJiQn2799PIp6gq6uLW2+9lbvf+Y4l6ytv1EZDiyF++dRTfPijH1nWMG5vJOfevXspLy9n46ZNy7Yz9UYyZrNZwqEQ+/btY+vWrVckJOKb5Y1k7enpYWpykvvedT+wfC6BryenJEn09PQUd0Urvd5lVeaMRsNroupciFKsT4CXdu6kccUK1qxdWzI7vCWlGIdCIUaGh3nk4V/QuGIF11y7lXXr1gFQ6fVy/Q03FpNLAPzmpz5FLB7HNzvL8ePHGBwYQK/X07FxIxs3baSuvv68K+QNHR243R6Gh4cQBIHysjKuu24b69av4/vf/R7ZbBaPx0NTczOnuk+xoaMDs9nM9NQ06XSKhx58CI1Gg9lswul0ct311/Piiy8yPz+PxWLh/e9/Pzp9Lsf6tm3b2LhpEw67fcleeiwW48D+/by8ew96o4E77riDltZWPB4PkLPWihoNokYklUrlto/zjTcYDPLQTx8kFovhraqirraWuoZ6FFnJpdsWBSRJYmZ6hs1brmbbtm0YDAb6entZvWY1q9esptLrZdv11xdjIx8+dIiR4RE+8ZufZOeLO1BQmJ6aZm5ujpNdJxkaGiK0uIjBaOQzn/0Md959N4cPHWbv3r28933vw2g08tGPf5yF+XmmpqZZWFhgcnISk9nELbfeikYjMjc3RyQSJpFI0L5q9dt29TwzPc3el1/mHffcw7EjR4kn4tjsdmqqqzl86DBHXnmFZDJJdXUNx48f4/rrr0cURY4eOUo4FOJkVxeBQACDwcBHP/5xfvnkkwQCQTweD++4553FNvBmEQSB8opyfv9//S9OnTpF54lc+uctV1/N3NwcExMTAJSVl/Hp3/o0g4OD7N+3H0EQOHrkSNGN5o//5E/QGwwEA0FisaVLB6rIMuFwmKbmJgQBAoEAKApf+NsvMjQ4yNTUFKHFRbpPnmTlypWsX78erU5Hd3c3J7u6aG5uwWqzUd/QyHve9z4e/MlPmJycXDL5DQYD199wAy/t2oWnzIMoipgtZm6/4w5eeP4FwqEQK9tW0tDYiEGv58UXXmDfvn1oNBr+8q8/x5xvjqmpKaLRQWZnZ+nr7WVwYBDf7Cx/8Ed/iE6vQ6vTMjU5ecXScp+LJEn86Ac/5K6772ZhYZ7dL+3m/R/8AH29vWSzWQKBAE8+8QStK1eyatUqXG7Xksh1LlOTk/h8PkRRgyiKjIwMY7fbue666/nud77NK6+8QkN9A9FIlJtvXb4sXpFIhP1791FeUY7X6+XrX/s6f/6Xf0H3yZMMDQ5iNJl4YfvzOJ0u9AZD0a1mqfH5fOzetYt33HMPJ46fIBaNYrPbqKmp4cgrRzh65AjhUIi6+nrWrV+3bNbtU93dpNNpBCGXGrqrs5Prb7wRURB48YUXGOgfQG8wcN3113On17ssMkKuH3V1dqGQ26E+cvgwhrxcOp2OcDjMQH8/DoeTm26+Ce8yHcY/fOgQ4VCIa669lt27XsJsNuN05WK/95w+zROPP05LSyvhUJjrb7xhWWQ8l5JSjOf9fvp6e7n9zjtJJhLFNMWFMEJ6vf4si6vFamVycpKTXV00NjaiKDKh0CILCwE0Wg0utxuv1/sai7FOp8NketVsr9FqIZ0mEo6wsLCAQW/AYrEiCAK9p3OJLUwmE9FohGQiycT4ODffegs6nY5XDh+mccUKZqZnMJvNrFixglQqjU6rI5vOMD4+zp6XdnPLrbdQXV2NaQmsMoos5zq2KHDLrbfS19uL0+nE4/GgKAqnT5/G7XazcuVKpKzE4MBAzi8biiljAUaGhpgYH6d5bo7NW7aw48UXinGjFxYWiMWidHV1kclkcmllTSb8/nkmJiY43dPDe9/3vqJ1PZ1OMzU5SU/PKTo2bqSpuYny8nIymTQL87mELi0tuS36mppastn9zM7MUN9Qj0arwW63MzM9w+FDh7j1tltxOBwMDgzS29uLRiPS3NJCOpVClhXaV7Uz55u74vV8JcgNxiKjo6NMTk4QiUTQ6fVEwxHKK8qL1r/6+nq0Wg1ujwffrI/ZmRkqKsoxGI243G50Wi19vb10nzxJ44oV1DfUI75Fi4HBYCCVShGPxwkGArS2tubcX3S64mLPYDCQTqdJJpPM+/20tLQUk7oYDQYsVivPb9+O3W6nqbn5clbZ6yJqNNTV1dHV2Yl/zo/FmpPbBExMTDA9NcXqNWuY8/lwOB1YbVY0Gg3JZJLNmzdjt9uJRWOYTEYMBsNZuy5LhcFgKG6VFsYsg8HAwvw8mUyGFStWYLPbGR0ZIStJ1NbWYjAY8Hg8HD1ylMmJCbZddx0Oh4OW1lZi0RgTE+NYrdZiMoClzvo5N+cjGAwQWgwRDAToOXWK3t5eVq5cyYoVK3A6ndTV1WG2LN+Oj9FkQqPRcrKzE41Ww0IgQHlZGT6fD42YG5Nq6+toWdm6bDJCLuXu5OQEi6FFkskkqWSSef88MzMzRCNR2letorq6GrfbvaxZR3MxtjWM5ce2UCiEXqcnGoniKfNQUVmJVqulrr5uWQ0bNlsuWc/09DQajYjP58M3O4vBYECWZerq63A6XVRWViybjJCzxPp8PlriCRJ5F7vrb7iR/r7+XPxycruw1TU1xR3F5UAURdLpDGOjo0xNTSIIIlablbKyMsrLynC73DQ0NNDUsnTzwhtRUma1SCSCb9bHxo0dVNdUY8krkcWg9efM67FYjGQyCfmYnDq9Ho1GgyxJRMIRZqZnct+fw7nx9DKZDIlkklQqhdlsQs77ZWWzWQYG+qmqrsZms+UO7KRTJJNJqqqqqaisJBgMoigKFosZjVZDKpnK+XXJMpIsE4/FGBgYYH5+nvQSTj4CAiaTiXXr1jE3N0c0mrPSKYrC6Z4ekokEWp0OQRTo6+0lncopxrIsE4/HKa+oIBqLMTY2xvjYGKIoEI/FiUaiRR8rm82Gf87P4MAAGo0WWZLIZjPMzc1x/NixYgIFm82G0+Wkr6+PQCCA2WzOZdVz5LJr2Ww2tDodyUQSKSsRCYcxGo2Ul5fldgjymeDm5nwk4nHa2tvxVlUVD0Kl02kymUzxmnQqzfy8n3Q6veRKzKWiN+gpKytnaHCQUDhMJBLBPzfH6Ohovs1VYLfb8ZR5WNnWlstMKEvEYlHS6TRWq5UyTxlOp4v5+XnM5tzBxWw2SyqVeksyiaLI6MgIocVFysvLKSsvz/nLn3PN5MQEfr+/eI3X66W8vByrzUYsFqO/vx+Xy0Vbe9vlqaw3Q74vF+L2ajRakqkUsVgMoHiok3MWDQICTU1NlJWVIWrEs74599oryatj36vPLCw0o9Eo2WwWpyu3kO3NW1xXr1mDVqtldnaWYGABQRBoa2/HYrEUXUfO3lZd+i1Wg8HIzPQ0oXAIp9PJyMgI/rm5vFuIF5vNhsfjOW/W0qXCbDbnsk5OTjIzM0M6lSIWjzM0OEhFZSVOp5Py8vJlDYspCAJ6vZ54IoFvdpbpqWkaGhoYHRsltBhCr9dTXl6O2+PBarMua33q9XrKK8rzO4QhopEIc/mxzev1UllZid3hyPW5ZVSMnU4nqXSKqclJZmdnEQSBmekZ/P55ysrKqKiooKamBqfTuaxuFLlD/jGkbBYUMBqMtLe3sbCwkDsor9NhMOTO+0iStGxy2u0ODEYDgwODJJNJgsEAszO5tlpTU4PT5SwafUqFklKMZVkhk80CuUFJq9MhyzLZ/Gn4cxkcGMBms3HHnXcy0D+A1Wajrr6elW1ttK9qJxBYKFpCX4/FxUVCoRAWq4XNW7YQjUTw+/1kMxnGx8YpLy8vnlwHMFvMaLUaxPyg1LhiBRs3bSISDvP444+j1+uJxWJoRBFPWRltbW1k8qf1l4qc8i8iSzKyJCNJuXrMZrN0neik+2Q3A339jI6OcuzoMZLJBJBbbOzd8zJebyVmsyk3ZQqw48UX6e3rZWpqkmBwkZqaGjo6NlJRUY4oarDZbASDQcrKy6mtrcVsthQHjZraWla2tfHynj1YLJbi6lUQBBobG+nYuJFsJsPDP/856XSaHTtexOv1cu/99/PkE0+QTKU4dOAg/f39bLv+umIkjPUbNvCBD32Qjo0bsdvsaDRaFhcX2fHiixw7epTQ4uLbTjG2Wq2sbG/jxPETyJKMXm8gk8kyPT1NRWUuJW0hQ9n5MhrmUhYb0eq0aDVa7rnvPkKhELt27MDn872l+shmszz3zDMsLi5y7/33FbOpnXvNzh07GBsd5d3vfU8uC1NeqUun0nSe6CSTTlNRWUFtbe0l1dHFyn70yBFuvOkmNm2+Cp1ex9TUFOPj42zo6GDL1Vdz/NjxolU8EokQi8UwmUy5wzV6PRqtlng8TiqVKlphlptAIIA2H0FGEAQWFhY4eOAAiqxw4403oigKz/zyaTQaLR0bO4oHxERRzE2YegPhcLgYjUavXzqFSRAE2le109XVxdzcHFdvvYbpqSlAyI2rYj5yhiwta/81m81YrBYikQiZTCa34yYrvPzyy6xeswazxYIiyznFZJkxm0xEIhFmZmZ45733cPjgIRKJBN6qKgRByPXZ8/TbpcRisdDW3k7niU6y2SwGgxFJyo1t5eXl2O324mHB5ZTT4XQgCCLRWIxsNkttbR1DQ0OMjo7Qvmo1giCQlSSkZa7PM9HpdJjNZnQ6HQLQunIlHRs3otFoePqpp/DPLd8OanVNNW6PhxMnTmA253aoYrEo/nk/dfX1uYhUJdKPCpSUK0Wlt5L29nb+4e//HqPBSMemTaxY0UhfX19uW/4cTnadZGoq5+/Xmt+C6+k+xct79qDX6/nLz33uzZ0eVxRGhod54rHHURSFT37qUzgcDmZnfVTX1Lyur5Msy4yPjbFr5078fj91dbVYrBbq6+rYt3cvL+3axdzcHKvXLK3fq98/x8ED+5nz+bj++uuZnprE75+jsqKCUGiRP/zjP2b1mjWEQiH+9+//PqvWrAZylj+z2czz259nZmaGxsYGPvXpT6MoCl/58pdpaGigcUUjbe3t/MdXvoJOr6OpqYmNmzbyg+99D79/nlQyyezsbHHQcDgclHnKOHWymz/6sz+lurqa+fl5FEVhYmKC3bt3MzM1TVVVFUPDQ2hEDQ2NDTQ3N/PSrl2cOH6cZ599hsnJSTZu3Mi838/1N95I98mTPPXkk2QzWf7k//szbr71FmRZpq+3l9M9pykvX76DJm8VvV6P2+Wit6eHj/7Gb2Cz2ZicmOBUdzcAsqIQjoQ5fOgQe1/eyx133Un2AgOKoij85H9+jCiKNDQ0YDJd/La0JEnsffllBgeHyPT2Mj8/zy233samqzad9Zz9+/bT39dPIBAgEo1y++13EInkLP+pVIpv/vc3qK+v58nHn6Cvr4+Pffzjb62CLhKtTsf1N9zAc88+x8L8PE6Xi6YVK/jrv/ockiRRXVPNtuu20dTUzI9/9CMmxsex2mx8+rc+zU//5yd0bNyIt8qL3+/n3/7lX2hsbGT1mjVLIvuFUBSFA/v2U1ZWRl1dHel0mh9+/wfM++c5sH8/U9NTvPvd7+GJJx6nyutlfLyN0dFRtm69lq7OE6RSaa7avJkv/9u/s7i4yDve+U4aGhve+MGXCVEU2bxlC089+RR16TTvec97ePqpX7KiqQmXy4UCZKUsx48dY/WaNZSVlS2ZbOei0Wiw23PW61WrVjM5OckTjz/OX37ur2iob8Dnm+PpXz7Ne9733mWTEaB91SqSyRTBYICm5mZOdnVxx513sm79Omx2O90nT9KxsQOn04nL7V4WGXU6HR63m96eHj744Q/jdruZmJig++RJFEBBIRqN8Mrhw2zevBntMkZ8MBoNOBx23G43m666iqNHjxIKhWhuaWZhYYFdO3YQi0VpampaNhlfj77eXkaGh5mf91NVXbWsrhRWqzXn2nf6NPfdfz8z09NMjI8TDAYRBIEqbxVjY+M8//zz3LtEh5rfCKEUVjybN29Wjhw5wv/P3n+HyXFed774pzrnON09OQdgkBPBACZRFIMkyoqUZFtylNPau3f3/u7e3XXY3d/d9V2vJXsd1rJsK1miJEqWSEpiBCNIAkQkMAAm59TTOeequn9Ud2sQGEACMwOxPs+Dh5yamu5Tb1W9deq853xPsVgkk04TiUTQ6w3YHfa69JfP5yOVTFGulDGbTFhtNlaCQQqFArIsYzQaafD5iEYixBMJBKCrqxuD8fL6fsVikbnZWbq6u+uSTuFQGEGApqZmDEYDlXKFldAKbW1t9aVoURRJJhL4q2H/0MoKfr+fSDXfz2Aw0tbexsLCQn1/ZJnmlpY1k8tJp1IceukQp06e5OOf/CTeBi8CSqRGbzCwvLREa1sbVquVSqXC2Ogo3oYG9NUIfTqVRqfTUSqVMJlNtLS0AEpOpsloxO3xEA6FyGSyaHVaJTXC72d8bAygGtGU6e3rrS7nWygUCvyXP/pj/vi//GcafD7K5TLLy8v4/X5iUSWyr9Pp8Pn9xGMx7A4HZrOZpcVF3B4PK1XpO7vNhsViwelykclkiITDSJJMR2cHJpMJZFmRdsvlcLtc6zohvFMkSWJkeJhAIIBWp6NYKJDNZmlrbyeRSJDNZHB7PCQTSTwexZGIRaPYVssIynJ9Oyh5iN6GhiuWlpJlmUQioUSbJRmzxYzb7cZutxONRCgUi7S2tpJMJAiHw5TLFSwWM263h4pYQaPRIEsSS0tLmEwmRQrNYqFxjYpWavd2PBqjUqmgNxhoa2tlamoaSRIxGAy43G5MJhPLS8vkC3l0Wi0tra3EYjFsNhtGg4GFqtqDzWbDZrOtmVxbjZnpaZwul+I4yjKRSARQco1tVhvzC/MUCgU0VR3jBp+P8WoxssVsxmQ243A4lAixLKPVaomEw8hAg7dBmSPW6CVSlmUqlQrT09MYjUZampuZn1/AZDbhqBYpz8/N4fP767ns60WxWGQlGESv12O12eoynlu3bauuKlbQG/R1Kbz1IplMkklnKFfKdHR0MHx+GI/HjcvtRqvVMjk5SSAQUJyUdRzP2tzm9wfQ6XUUC0Wy2QytbW2kqqljHo+n3l9gvUjE46TTaXR6PS6ni6XlJTSCho7ODtLpNPF4HJvVirfh4rSktUOSJBYXFnG5XUp9Rz5PIBBQ0j80GgSgVCyi0Wrx+f3rml+eyWSYm52lrb2dUrFEoVigUi7T3tHBysoKkiRhMBjW9CVYEIQTsizvvezvNpJjDNSXiVcXmrwZteUhTbUIqHY8sixTLBQIhcMU8vn6/q7qQ/1iaSK5WiRW+84rvdglSVKcz1U3cy0FpOYMr9UNlMtmGT4/zNzcHA/8wkfe9lheKbXczdUTWKVcrud8ryYei/HP3/xnfv03f+MSneRaismVToS1cwbXVx/2tWL1vQBXPr4/T1zu/rz4uludInLxPVNb4tVoND8X47j6eNR7R0Xl549aYyXhGj3/r3fezDHeUKkUQF2B4m3vX30zWv33NbLZLONj40Sjkfq2vr5+WttaL3GM3+3D4XIPy/WSm9Hp9TS1NGO12a6pRNzlPvuNlr9MZjM333Izhsv8/p06GuoD/c15py95P49c7hq7eNubXYfCZV72rmd+3o5HRUXlQgRBQNggusDXGxsuYnw1ebNj+3l2FlYf90Y5zo1ok4qKioqKisp7j+sqYnw1ea86YBvxuDeiTSoqKioqKioqq7n+k+VUVFRUVFRUVFRUrgLvOGIsCMIA8L1Vm7qBPwZcwG8C4er2/yjL8uPv9HtWU9M3XF0YU2vEURMuF0Wx3i1Pp9Mhy7LSwCOfx2g0YjQa31ZOa7lc/lm7ZJR8WqVj3vpVdqq8N5BlmUKhQLlcRqfTYTKZ6tdsPp9X9HSrqSlGoxG9Xn/NK81rhWm1YtJisXhB8ZrBYKj/vqZ6cEnxWqUC1bxwjUaDJEn1As5rbX+xWKzXLwiCQKlYROZnNQ21Rh+1Y9Lr9ZfYXzsfNV3Y1d0ia9uLxWK1kcilGtPvhnKphEarRavV1guULx67WldKWZLQGwyAUgAsSVLdvppNsixTLBbrx1lrGgKg1Wjq31WTAtRoNFe9XqHWeEAjCFiqBbkbbWWppqOfy+Xq99pGzM2WJIlisUipWMRgNGIymTbcWIqiSD6frz9Ta5raV6qUsxaIolj3G6xWa73z5EZClmWSyeTPCoYFAZPZjMFg2JDjWfOnzGbzhhzP1bzjO1yW5VFgJ4AgCFpgEfgR8KvAX8iy/OdXw8DqdwFKMV2lUsFkNGG2KO2i4/E48ViMzq4u9Ho96VSKbDaLvtrxp1QqMV/Vge3p6aGvv7/e2vXNiEajjI+Nsby0BChqFk3NzWzbtu1qHZaKyiXUnJ7xsXGWlxXh+02bNmO2KA+PyYkJxsfGKZdLCIJAd08PLa2t11z+rFQqUSwUKFcqeL1e5ufnKVa7ShqNRrp7euovk4VC4bLyVfF4HACD0ViXDkvE45jNZnz+a6M5XZs75ufm0Rv0OJ1OzGYz09PTinyb3oDL5SLQGCCVTCrOmiTR3t5eV6mpOfuhlRU8Xi9Gg4F8Ps/09DQAbre73g1wdnYWj8eD2+2+Kg5Uzf5QKITdbq83GspkMiSTSfR6ff3cFwoFshmlA2JLaytytWNksVikoaFBkTPkQrm0pqYmjEYj5bLSshWUTpUOhxOX20UspsjcWSyWq9bpq3ZMw+fPk0gkMJvN3LB//zUtFH6nVCoVQqEQR197jb6+PlpaW/Gskw7wm1EsFpmcmGBqaoru7m4GNm2qvwxtFDLpNGfPnmVpcRFZlrHZbAQaG9m9Z896m3YJmUyGYDDImdOnuXH/jTT4fRsuKFapVHjphRergRIJk8nElm3b6Ojo2FAvb3JVQnVyYpL5+blqYzA/RtP6dWF8K67W6N0FTMqyPHutbsSlpSW+8bWvkcvl+NSDD7Jt+3a+8+1vUygUcDidPPStb/MLH/8YZ06fZvj8MBqNht/8wm/ywvPPUygUaG9v5+tf+xq/9mu/TkdXJzab7U2/z2q1EmhsZGx0jGKxiM8fWHetSpWff0qlEisrK3z1H/+B2++4k/H4OC8fepnf/9d/AIDP5ycajfHjRx/lnnvvxePxYLtI/u5a8L//5m9Jp1IMbBrgwc98huDyMslkknA4zLHXjvLFv/wLvvH1r7MwP09/fz+/9LnPXfIZf/WXf4m3wcfWbVs5cOAAf/Sf/pD29nb8AT+NjY3c/YEPXPUHeblc5tBLLzEyPEI8FsNqtfKF3/lt5ubmWFpaIpfNYjAY+cA99/D97z9MJBLB1+Dj1ttuZfuOHZhMJiKRCI/+6BHODg3xK7/2q3R2dTE+NsYPHv4+23ZsZ/PgIDLw3Yceoqu7m+ByEKvVyq/++q+9a/uLxSKHDx/mK3/3d3ziU5/iYx//OJVymf/yx39CoLGRxsZG/I0B7r33Xp58/AkmJybQaDX82//z/ySZTPLP3/wmc7Nz/N7v/yt6e3sRBIHp6WleO3yEZCrJ9NQUt952G/tuuIGZmRnm5+YQBIHm5hb27tvL3/7N36LX6xjYtIn9+/fT3dPzrs+RJEkcfOYZ5mbnKJVKWCwWkskkt912G9a3mJfXmuWlJf70v/13fulzv8yTjz+By+3iN3/rt9bbrEv49re+hYBAQ0MDX/unr/K7/+r3aG5uwWzZOM6c0WSiuaWFsdExCoUCZouVxnVsp/1mPPvMQU4cP84Dv/ARvvTFL/LLn//8BU2NNgIajYa+/n4e+eEPcbqc7Ny1C7fLteEisalUiuHz5/nuQw/xCx/7OI89+ggdHR186IEH1tu0N+RqOcafBr6z6ud/JQjC54DjwL+TZTn+dj4kW31Le+XllwkEGhnYtInOrk5A6Z7W3dNDKpms9/3OZLNYLBZaWls59tpRPG43+/ffiM/n4+hrR8nlciwuLmK3O9ixaxd2h6Me2bkYsVKhUCzWZdzMZjMNDQ24PW4KhYIilu5yvfMRUlF5G+TzeRYXFmhqbqGvvw+DwUg0GiEWizE5MUFDg4/GxkZMJhONTY1Kc4o1iGTs3r2b+fk5StVl0P6BAYLLy8iSTGtrK4IgsG3bNmxWK4VqJHl8bKwu3F4qlXE4Xeh1OioVEZ1ez6c/82kikQi5XI5UKnVN7BZFkbHRMRwOB21tbQQaAxiNRrZt306hUEASJTo6O7A77Lz//e9nYmKCudk5KpUKL77wAj09PTQ2NXHLrQc4OzSEVNUGrVQq2Ox2bDYb1mor1lQqRWtbG/F4nHwh/9bGvQ30ej0DAwOKQL9JOc8arZZPPvggkUiYXDZHKpEgl8tRKBQoVFM5AI4dPYosSbS2tiCKIrFYjPn5eSRRYs++veRzOaanp5EkCbvdzq7du1laXMTrbaDB10Aul8Nut2EymdHr9eRyuatyTLIsMzU5RVNTE/6AH6/XC9XmQxuJcrlMoVCgVCrR1d1dT6VYrZ2+UVhcWKSjo4Pde/bg8XpwOl0bLgKv1yuNUNweN/l8HrfHvSGj78p9VECj0dDb18eHH/gwzS3NF/Q52AhoNBpaW1ux2W04XS4CjY0XNnnaIMSiUZLJJC0trWzavAm73Ybdbl9vs96Ud/1qIQiCAXgA+H51098BPShpFsvAF9/g774gCMJxQRCOh8NKOnIymWRycpJsJlt9YGbrk5DFYiEQaKSh4WdRW7PZjCzLpFMpLFYrdrud5uZmmptbkCQRrVZLqVhCo9HQ3NzM7j17cLmcl3WMZRTneGF+gXQqhSRJWMxmLBYLZrMZs8VSX4rc6NTy4sqlUv3fevefV3l7VMplUqkUPp+PBp+P9o52BjZtque06vQ6bDYrBqMBm13pDLkWy2btnR0Eqt0eAfx+v6JZLQj0DfSj0WhoaW2ludolEZSlvkqlQj6fZ3h4mOaWFmXiRsnL3b1nTz2P1XKNnHtZlolGoxfkF2u1WpqamtAIyvTX3d2N1Wqlp7eXxkAjlXIZj8dTt99oNNLX14feUM07rn6Gw+GgXCqRzeYoFopYrVbSqRSyLF+1uUKj0RAIBHC73fWlR41Gw67duzCZTJTKJYwmE7OzszicDhwOe715x9zsHDqdDr/fDyjzQrlcxmQ20d7ejsVqxVR19kwmpcNlNpvD7fEo41MdL1mSELi6eeCJRByn20V7Rwdd3d00NzdvqOVfUF6qRFHpjuh2uxkcHKS3r2+9zbosxUIBvUFPS2sLu/fswW63odVtLMdYq9ViXvVMtZjNGzK/uFIuIyBgMpnweDzs2bsXj9u93mZdgiAI2B12jCYTZrMZq9W6IfOLc/k8pVIJfyBAQ0MD/QMDtLS2rrdZb8rVmInuA07KsrwCUPsvgCAI/wD85HJ/JMvyV4CvgKJjDEoe3ejICL/0y59jamoSh9N5QbHdxee7qbGJ4fPnGR0eob2jA61ORyqVIhgMEo1GsdsdmKvRHKCeW1wrpFmNJEnIwPPPPcf27dtpbW9bkyXqa0GpVKK0qnAQlJcIo9GIdoM9fFQuREa5Fs1mc704pdYede++feh0OlaCwTW3S6PRXNA1DmBxYYHFhXnueN/70Gq1l+zT09sLKF0PT7/+MHe+732Ew2FESazfgyPDw2i1WrZv337NbK/l2o6NjYEss3vPHjQaDSuhFZKJBB2dnWg0GmLRKJFohEQyycCmTXR0dqLT6eqt0mvodDosVitWm5X5hQVEUaJYKNDR0ckLzz2P0+lkYPOmq2J7veHRRZNfuVxmbHSMbDbLwB0DvPzSIW665Wby+Tznhs6Sz+WVyL0goK0WFrrdbhwOB4IgIIoiZ4eG6k5xraBwZnqaG2+6kZbWVhLVNt9iRaTB14D7ajkH1Tx6g8GAwWCoF+JstAd6LZBgNpsRAMMGDowYDAb01Zzi2nNuoy2pXy9I1QLj2ouoxWrdcNH364nai7XJZEKADZerfTmuhpf0GValUQiC0CTL8nL1x48CZ9/uB1UqIoV8AaPRgNfrfcso0vnz5+ns7OTTv/hZ/uuf/Gemp2/G7XbT2dXJB+65h+Hz50klk7hcTsqlEocPH64veSYSiUs+T5Ikzpw+TSaTYXdxNzt37ny7pm8oQisrBINBIpGfdfzr7u6hpaUFu2NjL2G819HpdNjtdmaqxWEjw8O8fuoUn/2lX6orr2wUVoJBgsEV+vv7L/v72gupRqOhWCzyg4e/TyqVoqu7i5tvuYW5uTk++eCDzExP88LzL7DtGjjHGkEgEAiwa89uFhcWCC4vE4tGFYdRo8VmU146ZFnmoW9/G5vNxu/+3u8CvGHU12RSIq6BQIDRkRGymSzBYJDjx47xn/7oD3n6qaeYmpy66scCyhyVzWaZnZ3lQw98mKWlJZ599lk8Hg8/eewxpianSCaTDA2dIRwKMVfNGY5GogwMDGA0GolEIizMz3P/Bz/I7Mws5VKZdDpNPp/HbrdjNJrIZDKMDA9z6223YTZbqFQqnDx5knvvu+/dH4Qg4HA4KORyRMJhstks586e5Y4773zL2o+1RHHcjaRSKWQZDr30EqIoctvtt19zFZUrRZJlJEkmn89z7OhRGnw+mpubr97LzHsIi8WCKIlkMsqK9fe/9z1u2L+fjs7ODXferwfMZjMGg57FxTgy8OQTT2C327n9jjvW27Q35F05xoIgWIG7gdXVCH8mCMJOlODXzEW/e1O8Xi+dXV38w1e+gkbQsHnLIG3t7czOznLnnXdesn9LawvhcJjHf/JT2tra0AgCrx0+wtjoKMVSic//yq9w4803EQlH+PrXvs7i4gKf+exn6evruzQCUyopOYItrbR1tCt5b9cpgUAAt8dzQcTYZDJhNGwsx0rlUmw2G/0DAzz1xJP86Ic/xGq1YrVaWQmucObMaXp7ezeEgxxaCSEIGlzuN1YqeP3115FEEavNxhd++7cZGxllYWEeu92BwWDgsR89gtliwev1MLhl8JrYqdXp2LR5Ey8+/zzhUBi7w47L7ebQS4ewWq20tbUhSxKnTp1idma2Lk920823cP78OTZt3syWLVsuiBjVqqy//tWvks1m2bJ1K9t37GB5eZkfP/ZjUqkkfv+1KdQVBAGjwchPHnsMvd6Ax+Nm1+5d7Ni5k0qlwssvvcTrr7/O1m3baG1t5ciRI0TCYXbu3k04HGZibIx0Oo0kyxx+9TDRSASNVpHOO3niJJsHN+P2uLFarXR2dfHiCy8AAn19vey94YarcgwajYabbrmFE8ePc+LECSwWCzfsv3HDReU0Gg1mi5mOjg6+//DDJJMJ2traNlzKB8DefXuJhCN88xvfYHlpid/4zd+s18uoXBlarRav14vJaORb//wtVoLLlCuVDXnerweamprIZDK8+MKLfONrX0OvN2x4/+pdnWlZlrOA96Jtv/xOP8/tcbN5cDOCRsBgMNDQ0IDZbMbtdiMIAi0tLbhcLhoaGgDYvHkz0WiUQqFAZ1cn3oYGmpqbkSQRjUZLg6+BLVu2EA6HCYfDuNwuGnw+3G73JZNwpVLBZrPh8XhxuV0YDAbK5TLt7e2Uy+XrqvDOaDJh3MDLfipvjE6nw+VysXvPnmo+sQ2321PPczSZTFisVvbdcAMOh2PNJmu73U5bWxtOpxMAvUFP/8AA7YX2+j42m42W5mYM1aiKzWZTCrtsNpqam9HrdDQ2NaLTKbrL/QMDaLXKfdrR2XlN7NZoNHR1dRGLRmlqasbpcipFQA0NeL0eHA4nCAJ2u50bb7qJcrmEz+/HarPi9/mxWW11x//mW27B19CARqPBZDLR2dmFJIl0dXfT1NTEnr17SCVTtLS2XPWJ/4YbbqgXOer0Ovr6+xEAt8dDV1cXjY2NCILArt27cbpcOBwOHA4HxWKRZDJJa1sber0ep8uF2WxRdJvLFZpbmmlra8dgMOD3++tRRr1ej9frZeu2bUiSRFtbWz1X+d0iCAKdnZ2kkkkSiQR6vZ6WlpYN53gI1evi5gO3IIoigcYAgUBgQ6YoDA4OsrKyQjQaw+Px4HRevpZmvREEgbb2dsql0oaNZivXZxcCSsqR3+/DfZWkCq8FW7ZswWqzbdgXIZPZrMjy7d2DyWTC7fbQ1NS83ma9KcJGKMjau3evfPz4ceBnGptvV4OxJmhfy52t5QLW/na1DulqgXsVlY3O6gYaP69IVYUZzTWOFtaaYVytsaw3M5EkBI2mno4hiWL952vNuxm7mq2aN2lEUns21BsIXINjuh7m5uvBRviZnT/P88Vacr2c9+uFjTaegiCckGV57+V+t+FeKWsd697uwAmCgLDqwbD67y7+/41wMlRU3i7vhev14oK+a8XVdhbqL94XzT3X2sG/wIZ3cUw1W9/sGqsFFa71dbjR5+aNbNvFXE+2bnRWB9dU3j3X0zhuOMcYrmwAL973cn97PZ0QFZUa74Xrdq2O8Vp8z3rPNe/2u97O36+FU3w9cD3YeT3YeL2hjunV5XoZT3XNRUVFRUVFRUVFRYUNGjF+I0qlErIso9Vq62L9q0XYQSmiq+Xe6d9A7FqSpLrY/WptY1EUkSSprltaLpfrOVs6nQ6dTneBBnJtew1RFBErFaWLk15PoVBAFEVMJlPd3lKpRKFQQJYkrDYbWq0WWZbrHZZMJhMGg+Ga54kVi0UkSarrXtaOSRAuFPKXJIlKuUylOqY1XVdQOgTpdLq6hu3lqFQqlMtlpWGKxVIfv4ubIEiShCiKdTtq2qaiKNbzNrVabf27a58jViqYVxUd1OylmpLzXsm3q+VvFYtFtFpt/X6o/U4URUql0jsW1K9UKko+vyzXVTEqlQqyLF9wTkRRpFIuY6xq4662LZ/Po9fr1+W8lIrFemMOjUZTv96A+liVSqV6XndtXqjZX6lUKJVKihb4W6QgXBP7S6W67bXzXJubtFqtUkxXyzmuagLX7F59zmrIVS1hURQvmcdULqSWY10sFhHggsLm1XO+TqejVG2mpNcrBabXS4RMReVa82a+U91vq/ofNf+k5m+s9X10XcyGtYkpEg5TLJVwOBx4PB5kWSaTyZBJp2lpbUWWZVKpFJl0GoDWtjbgwvB97eRkMxmWl5fp7etDr9dTLpWIx+Pk8nkaGxspFosEg0HlIW80VltZKu0rI5EIoijW20bXyGazJBMJtDodgUCA2ZlZEokEff19dXsjkQjD585TLpfZe8M+nE4nlUqFsdExFhbm2bRpMy2tLddcBHtxcZFcNouh2tUrGokgSlL9WGsUi0XCoRDJZBJZlvF6vTQ2NSGJIrMzMzidTtwezxtqviYTCYLBILlcjr379lEqlVheXkaSJHp6eur71bRUl5eXkGUZt8eD1WolEU+Qy2UxmUw4nU581cp4URSJRCLEolG2btu26nNKrKysoNPr8byJXdcrb9aOtlKpMD09jdPhuKCzUKVSIZVKsbCwwLZt265okql9XzKRIJfPI0kS7e2KEkUqmaRYKtHU1FTfN5NOEwwGGdi06YLPKBQKjI6M4PP58Hi9WNeoeU7N/mAwqGhEOxzYbDYymQypZFLpilnt1heuauoKgkBvb2/9byuVCvF4nPm5eTo6Oy6ranOt7Q+HQtjtdmx2O+VymanJyWqTDCNOp5NAY4B0dd4zGU2YzCYK+TzRaAxZlmlta70gl7cmOZeIx7E7HBtKdWejFemAcg0sLCygEQS6V81b2WyWRCKBTqfD6/WyuLBAMpkk0NhIU1PTutt/cXH9etvzZmzEVtsXc72M50a1MxwOI0kSVqv1gnbgmUyGdCqFVqejoaGB2ZkZ8vk8/kCg/nxZS64Lxxjg8Z/8hKWlZUKhFaKRKP/5//9fGRke5vnnnmf4/Dm+9s1vEolEeOKnj3Pm9Gncbje/+Mu/RGNjI6ZVTqYsyzz15JM8d/BZbth/Ay+9+CI7duykIlb4lx/8AJ/Pz959e7FareTzeXK5HC8+/wL33X8/H7j3HgAmxscpFov4/f4LHONIJML42BgmkwmHw8GTTzzBqZMnuf+DH+Tjn/wEJ0+cYGZ6hng8TmdXJ9//3vfo6+/H5/fzj1/5Ch/92Md47tlnsTvsfOazn72m4/nUE08yMT6Oy+3iD//4j5mYmKBYLOJ2uy9wjEvFIuFwmKWlJZ584kn27NnDA7/wEf7XX/wFW7ZuZXFhAYPBwO//63992e954YUXeO3IETLpDHv27iWXy3Hm9GlKpdKFjnGlTCqVZGZmhiOHjzAwMEBjUyM/fvQxbrvjdvx+P5Ik1R3jUqnExPg4Q2fOXOAY53I5zp07h9liYdu2bT93jvGpkycJh8Pcc++9l/yuWCzyyqFD9Pb1XeAYF4tFlpeWeO7gQQYHB68oWivLMosLizz07W8Rj8fx+fwcuPUA+XyeZ556mmw2y1/+9V8BSsOdV19+hZdeeIFvPvTt+mQci8b4m7/+a7Zt28Zzzz6H3WHnt377t9/lSLw9yuUyzz33HIvzCywtLqLRCPy7/+v/4v/5L/8Vl9tNU3MTPp+PTZs289STTxIOh7HZbNz5vjvZum0bBr2exfl5vvTFL7J33z5OnTpJW1vbZcf/WlAsFjn86qt8+X//HZ988FN89GMfo1KuMDs7y/LSEvl8AZPZxAc+cA9f+uKf09bWxn3338/mwUH+55/9GXa7nYaGBvQGA5/81KfqUZpCocBD3/o2Cwvz3HHn+7jr/XetyfG8HeLxOE898SQf+8THN4RmNyjn4eTx42i02gsc42gkwlh1zj+VyZLNZDCbzVdN2u7dIlYqpNNpjhw5wt59+y6Y2zcaZ06fZmlxifs+eP96m/KGSJLE0Jkz6KtysoFAYL1NuiyFfJ5wOMy5c+f4wD33bAiNcEmSGB8bo1wu09zcfIFjHAqFmJ6aUu6jEyfJZDLYHfZ1u143lGOcyWQILi9z6KVDNDY2smlwM11dXQBs2ryZ3r4+RkdG+OlPfqpoDXZ10dk1zcqK0iJ3aWERZJnWtjY2D27GW30gXMy2bduw2eyUyyWi0SgGo4GOpg4+9eCDvPLyK8iSErHscrmYmpykra0Nk9nE3NwcTz3xJCsrK3T3dKPVaHntyBGikSiBxkA9dUKSJCbGx/F43HR2dXH+3Dk++vGPsbi4SKGQZ3DLIP39/bS2tlIoFIhGIrS1t7Fp8yZ8Af+7vojz+Tznz53n7NAZdHo9e/bsobmlBYfDUV/SliSRcqVMNpulUqnU7U4lUzz/7HMUCgXcHg9er5fu7m4afD6OvXYUo9GI1Wrl/vs/iNvrIRGPk4gn3tCWudlZNBoNnV1dTE9NYXc4EEWRVDLJubNnmZ6exmg00tTURGdXFyaTidcOH8Fms9HY2IgoVvWlvV6cLhflcpkffP/7SKJIPJ6gWCqyMD/P66deR2/Q19NgJFGEDSBFeKVEIxHODg2xb/9+xsfGKZWKmC0WGrxeRkZGOX7sKJl0hu6eHibGx9m+YwelqvMkSTLRaJQGn4+J8XFOnz6Dx+OmtbUVqbqsfqUIgoDdYefe++5jfHyc+fl5RFGkp6eHkY72C9pTz83OEg6H8PqUl8Wx0dF6p7ZIOMy27dsJhULkstmrNl5vhSzLpJJJfD4f2WyGdDqNLEl86tMPEg6HyaTTJBMJJicmCAQUnVqD0cj4+DjLy8uKdjACDqeLm26+mWcPHiS4vPzWX3yV0Ov1bNq8mcamRiwWCxqNBqPJyK7du8nn82i1aTo6OnB73AwODmKtakeDEuX0eDw0NPiYm5sjFo2ysLiIyWQiEAhQrLaNlyRxzY4HlNWeZ556mr037COVTHHmzGluve02FqrXViwW48UXlE6IHZ0d2O3r160zGo3y1BNPIEkywWCQBp8SzTpx4gROpxO5mo4iSRKBQIBTi4tMT0/jcrtoar72Wq21yP/5c+dwuVy4PR4ee+QRHvzMZ5iZnmZxYQGNVsuhF1/C7/djNpvXrbtgPBbj9OnT3LB/P5MTE+TzBSwWZdV1dHSUk8dPEIvF6Ovvp6u7a92cuenpaSrlirJioRGYnpxka3Wl7cSJE4wMj2A0Gti1ezd+v3/dorHlcplnnn6GW265meXlIOPjY/WOorFolOWlJc6fH2b3nj243e4L0uvWkmKxyOLCAs8efJaVYJD+gX50Oh3pw0eIRqM0NTWRzWbq91FjUyNHDh9hcXEBh8NBU3PzezuVIplMMjk5Sama1pDP5etLAs0tLWQzGZxOJ3aHXVm68nhoaGjA7nAAkEqlKJVL1SU4TT239eIbrLmlBaPJxHMHn62/uXi83vo2m92Gr6EBh9PJmdOn6ejqRG8wEFpZYWUlSCFfQBJFEskEU1NTWCwWEvE4BpOxnkc7PjaG0+mir6+X1468RqX65i5JMj6fj2KxSKlcJpfLKUsG/gDehgZcbnf9wfZOqVQqBIPLjIyMMLBpE+NjY1gslrpjHAwGFWeroQGNoKmnhgBUxArJRJJkMsnKygodHR309PZQKBTw+f04XU6MRiPbtm9nenoKq9WG4TId9Wp5kDUHu6uri/HxcXbs2FG3MZlMElpZIRaLUS6X2bJ1q5LDqdNitphxud3YbHYsZjPJRAJBELBarYwMD+P3B6hUypRLJcZGR1kJrVDIF9DrdWvyQLpWFIpFlpaWiEQiTE9NkclksFgt5FpbScTjJBNJcrkcyEo0qFIuE4/HGR0dpa2tDUmSiEWjTExMEAmHWVpcUJqCvAvxd4vFQnd3N4l4gunJKbxeL/5AAK/XSyaTQZZlkslkPb+59uCt5fIr+folAo0BzBYz+Xzuag3XWyIIAhaLpf4CqNfr0Wg0bN22jSOHDxMJh7HZ7cTjcbxeLza7Da1Wx4kTxzEYDBQKBbQaLQ6Hg7b2dkAgl8uvmf0ajQa/34/L5arnPet0OpqampAlJce4s7sLi8VCY2MTGu3PVgOMBiPFYrHe6lmG+ktppVympaWFlZWVS5ZdrzWyLHP+/Hl6enuJRiOcO3uOrq4uhs+fx11NOUvE40jyu5sH3y2iKJLNZBgeHqatrR1JEsmk04yNjREJR1haXMRud9RXDUulYn01Znl5eU3HdXx8HI/HQ2uxyNCZIe69/35mZ2eZm52lo7OTbDZbn+PXi2KxyNLiEpFwmOmpaVKpFBaLpZrSkyCRTNbTgdbbznAoRCadQaPVMDY6ij8QQKfTMzc7SzaTAWzrPp6iKHL+3Dm2bt1KMLjM+XPnaW9v5/y5c2g1GorFItlsZs3v74tJp1KshEKsBIPkC/nqMypGPD6JxWIhGY9jNJvq6aPFolJPIUkSwVWBl7VkQ1UmhUMhRkdH+dSDDzKwaRMOp6N+Uo1GI7Nzc6yEQgwMDFQdqAv1jmVkkskUszMzHDt6lKnJKfIXPcRqhSn5XI4XX3iBG268sZ6fHI1GiUQiNDY2EmhspFwu8/qpU3R2daERBGKxGPtuuIHBLYPYHQ5SySQjw8NsHtzM3Pw8y0tL9e8ZGhpCb9DT2dWFIAjKg7n6FioDh199lUf+5YecO3sWUFo2CyiFcO96+b86Zg6Hg499/OPKRB6JVH8lc+b107icTvr6+mhpbWH4/HmKxSKgFL35/X4CgQAL8/OMjowgSRLnz5+vblc6bJnMJl54/nmMJiM33Lj/UhMkmUg4gtFopLm5mebmJl4/dYpyNWqp0WqxWCy0tbczNzfH3OxsPWe8lnBvMploaWnBZDZz7LWjvPzSS+TzeQwGA3v37aWnt5discjRo0dpb29HkiWWlpaQxPV9oL4b9Do9druDifFxgsFlFhcXGR8b5/y583R2ddLV3UVLawu9fb287/3vx+3xIMkyFouF2++4A7vdzvKy8lK0eXAzS0tLJJLJdzWJ6/V6Uuk0kWiEdDpNf/X+W/0OPzWpTHIej4dyqYwoKh3hevv6aG5pQatV3sE1Gg0azdpFgjQaDW1tbYwOj7C4uIRGo0Wr01GpVJianGJ+fl5pCy1LaHVK0aLBoEesiNx8yy10dXWh0WrQ62v2C2g0ayvJptVqL2hhXyucCwaDZDJp2tvbFYfsoqiK2WJmamqK0dEROjo78Hg8bN++HZvNxskTJ9m7by86rRaxIr7rl/ErQZZlctkssWiEdCpNpVxmaGiIkZER9HoDmwcHaWpupre3d12jxeVymWKxiNFo5MCtB/D5fMTjcV4/dYqBTQPEYjGi0QiiJCLLMhPjE7g9bgY2DRCNRNbEIakFC0IrK0xOTNQDNcHlZUIrIcSKyKZNm+ju6cEfCKxbtBhAp9PjcDiYmJhgeXlJmdvGlbmtvaOd7u5umluUuW09l/4bvA2kU2nOnh3i/LlzpFIplpeDxGJRLBYLA5sG2L1nN21tbeubuyvLZDMZopEwmXSGUrHI0NAQoyMjOJxOtu/YQU9PD16vd92ixaCkSaRTKfbesE/p0me1EovHGB8fZ/PgZqampwitrFQPSWZsdJTGpka6e3qIRaPrYvOGcowrFZFivoDRaMDr9WBZlRsci8V46YUXWV5a4nO/8iuXvSAbfD4GNg2w74YbuOnmm1heXiJfuDS6c/LESZ568ik++vGP4ff70ev1TE5O8td/+Zf8m//j31QjQ1Aplxk+P0xrSwtWq5VSsYTFYsFssdTfaEqlEul0mh07d9DV3Q0ofuno6Cj/8oMf8L3vfpdoNMKRVw9TKinR7EwmwycffBBQikzMJhPxeAxJlnjpxRc5+Mwz73ostRotOp0erUZLuVypO4uSJPHyoUO89OJLHDl8hFOnTvHi8y8oUUiUqP2jjzxCd28PdocDqao08PJLh+js7KS7u5tisciRw0coFAp0dHSwZcuWS76/XCnz4gvPMz01xeFXXuHh7z3MyRMn61Wp0UiEg888g9frxelwYDQaKZVKHH71VQYGNtHc3ILT6eTDv/AR9u7bh7fBiywraSImkxmT2Yxer1dSQ3J5SsUSHe0dbNm69V2P3XridDnZuXsXr7z8CuVyBYPBQLFYYHp6mrb2dlxudz1DxGw2U6lUqFQqmExmRXFCo6FSrlDI5SmXyuzZs1fJg3sXE7gsy3z7m98kHo3yW79zaW6wkq6QYnR4hNdPvc65c+d46cWXKJVK6PV6tBoNYnW5XhKlumrMWlAqlXj6qaf4xKc+yd13343JZGJiYoLp6Wnuuvv93Hv//Rx85iB6g4FisUgmkyGXy9Wj7CazGZ1ORzab/VkEfAOk6ESjUfQ6HVar7ZKc8dUqNx/60Id54IGP8NOf/hRkGYPBgF6vJ5/P842vf50TJ08wPjHO0qqX+muNRqNh5+5dvHr4MIuLC7z/A3czPTWFLCsv5tqq8gbrPMylUoliqaTcW9U5XxRF8tV7a+vWbXR0dAKKg/rRj32UlpYWYrEYiURiTSN1FouFeDzO7Mwsn/uVz3PwmYNkMhla29vWzIa3wuF0sGvPbl595VWKxRJG48/mtpbWViXndAPcW94GL4JGIJlMUSqV6Orq5tzZs4wMj7Bn776q4su6X55odTp2793Ds889RzKZ4PY772B6agpB0KDT6tAImo0wnErKVqmM1WrFZDaj0WqRRIlSsUg6nWb3nj11n0sQBD754Kfwer3rch/V2FCpFA0NXrq6u/n7L38ZjUbD4JYttLW3V3OlFuv5jd/4+tf56Mc+dkkldWNjI8ePHuP4sWOYLRY+/6u/cskbci6XY/j8eQ4efIZ9+/YhiiIul4vFhQUWFxd55JFH2L1nb70S0uf3o61GUZOJBE888QSlUonBLVswmkw0NjVx5vRpzGYLNrsNs9lMJLzA4OAW9t+4n+6eHsKhEM8/+xy7du8mk8nwg+89zPmz58hksgQCjbS1t3PwmYN88xvfwGQ01av+3w2xeIzTp1/ny//7f9PR0cFKaIWXDx3C7XaTTqd48DOfobu7m0wmwxf/5/9k0+BmADRV+bZXX3mVUGiFlpYWZFlmbm4Ou8OB0+kkmUryrW9+E5vNxqGXXiIUCvHhBx644PsrlQonjp/gk596kKbmJjKZLN/8+teJx2IUqrJdTqeL1468xuLiIo1NTZTLZY6+9hof+vCHCTQGyGYyvHzoEC8+/zzpdIa2tjbcLhfzc7M8d/Agoiih0+oY3LGF4eFhSqUiFouF3r6+dz1+64Ver8flcjE5Ps6HHngAi8XC0tISkxMTyg6yTDabYejMGV5//XX233gjsiQzMz3FT37yE+LRGA0+Hz5fA0ePHkWSRPwBP853qDogSRKnTpxkZnaWmdlZKpLETTffzObNm+v7CILA7j272bR5E6dOneLxn/yUPXv3MDoyUv+Mjo4OfvDw9wmHw2taUKHT6di9Zw+vvPwy4VAYvcFAa0sLf/vXf4MgCLg9bnbu2klPTw9PPP4EoVAIm9XKB+69h5/++Cf0bxrAbrcTi8f56j/+I0aTie7qC/C6IcPrJ08pxYOXUT4QBAGDwYBOr+fYsaM4nU52795NKBRmfHwMo9HIxz7+8XqNQVtb25qeE0EQ2LptG88efBaxUuGee+/lqSeeVOognA4l5UMSOX/+HL19feummGG1WrGYzczNzvLET39KIpHEbrfT0dnJ8ePHESURX4OPllZF1WRubo7l5WVy2SxOp3NNo4nd3T3k83nS6RTtHR2MjYxw0y23MDAwgM1uZ3xsjKWFRTxuNw6nc83sWo1Op8PtdjM5McG999+Pw2FnaXGJifFxQFnxzeZyDJ05w+bBwXWTEKzdPzabFZfLxeCWLZw7e5ZsNkt7Rzuh0AqvnzxJuVyis7Nz3aLGGo2Gbdu28dOf/ASrxUJnRycHS2Va2lpp8DUgy0qdR2hlhQafb90KWRsbG0kmkjz1xJMUyyV2bN+O2WLGHwhw5vRpLBYrNrut7qvNzsywEgxSyOfX/D6qsaEcY7fbw+CWQbQ6LUaDkUB16cfn86HTKQ6DKIk4HY661m9bWxs33XQTADabjf6BAbQ6LVqNhsbGxkuWELRaLX39fdz1/vfT2dmJz+fDarWi1+u574MfpLm5GW+DIiel0Wq46667MJvNaASB1rY2tm/fAQK0tbVhrC71l8tlzGYLFosZg8FAOp2hvaOdvv5+AoGAsgQXi9PX308ul6MiVmhoaMDhdDAwMIDP52P/jTdiNBpwOl34r0Klq8loxOvx0tndRX9/P6DcSHa7nffddReDg4M0NjWRz+d53113MTAwgNVqreZhGuqV1V6vB61Wy513vY8GXwM6vQ6jwcC+/TfgcXswmox4Vylz1NDpdOy/8UY2D27G4/GSL+R5/91301B9ALe0tmKxWEilUtjtNjo6O9Hr9ezatZvWtjZsNhvlcpnOzi7y+RxGoxF/IIDJbOaWAwew2mx1DdeOjg7MZnNdQq+pqQm9wXCBGsn1gkajwWg08r7338XmwUFMJuU+aGxsxGQy0dvXh8Vqxe5w0NLSisPhwGgwcPMtt+BwOuno6MDlcmG32zFbrGi1Gpqbm7FYrezdt++K9YMFQcDpcnLb7bcjiiI+nw+H3YEgCPT199Pg8yEIAg6nE4fTydZqBNvpdOJ2u5FkGY0gcMuBAxQKBVpaW/F6vddo9C5Fud+V67+xsUlxdiwWNm8ZRBJFnE4nnV1deL0NbNmyhaamJowmI+3t7WSzWdxuN06HgwMHDqDT6fD5fOuSw37TTTfVoyoIEGgMEGhsvMBp7Onprjr7HjQaDfv27VNWWIwmmluaMZlNeL1eLFYrgUZljrnr7ruVuWwNH5qCIODz+bjlwC24XC5cLqWw0dvgJRAIYDaZuPN978PldqNfR31lrVaLy+3mwK0HFGdSBovVgt/vx2g0otFocDqdeL1edNXUr87OTjweTz2Xfa3o6e3FZDbVVztuv/NOBjYNEGhsrKaC3IrP719XvWqNRoPBYODO972PwcHB6lgqBa8Wi4Xunh70ej12h2Pd5cU6OjrQaDRYLBZaW1u58eab0Gl1WCwWOju7KJXKNDWtby2LRqPB5/dz2+2309bWjsfr4aabb6bB10BTczNipcKBW29VorTrqOfvdDpp72hn+w7Fd+rs7ESr1dHe3k65XMZisSircyYTOr0es8lEV3c3gcv4b2uFsN6J2QB79+6Vjx8/DvxMTF93Uf7w26WmgaksxckUq4LrNWoNBt7JBCHLMpIoolkl8H+l9tbyA1cXAq22+2pod2bSaU6eOMnExAS//PnPveOxfLuIokixWLxgnGu5b+/2e2vju7q5AVBvTlLbVmtU8F5p6LGa1WNycXOHa33u3y41/fBac561RhTF+vVSo5bSoanaU2tgUmsidDn98+utaczFx6hyZVwP95aKykbnavhOVxtBEE7Isrz3cr/bUBFjoF51DRcKfl9OsPqNRKxrzmUoFOL40WOEw+H6PpsGN9PZ2UkgELiiz61tu9wDZrW9b3WCa8U0FzsHV1PM3mA00tXTjbsaubjWpFIpjhw+TGgldEGx5Kc/+5l3/dkXd+KrjdHq8Vt9zbwXeaMxWYtz/3apLU+uF5dzxi++l9/M4V1v+98pqkP87rge7i0VlY2OIAhoL3pGb+T7aMN5E8VikWNHj6LT6Whta6OpqQmNRsPR145SLBZwuVwMbNqEwWBgbnaWlZUVMpkMO3ftwuVykc1mCa2EGBkepn+gX1kC0enI53K8/PLLSnvjagGYLMscfe01JEnC5XLRPzCARqPh3NlzxONxtFotu/fsxmg0EgmHWV5WVAL27lM61kmSRCwW49SpU2wZHKTB51vXqt8aer2epqamNRMfdzoc3HHnnZdEjFVUVFRUVFRUric2VCpFLBZjZnqGoaEzmIwmRSu1QclHHD53HrPFjNGg6Nzu2buXg08/DQh4G7zMzs7yqU99ilOnXmd6aoqOzk5Ghs9z5113odFoODs0hNlsJh6LE2gM0NzcTLGq+VjLkWyrtk2dmpqiUhGxWa0gwM6dOxkeHmZ2Zoau7m5mpqe57Y47kESJZw8+Q3dPD4uLiwwMbGL/ZaTLVFRUVFRUVFRUNgZvlkqxoZLl4rEYIyPDVMpK3kmxWCC4vMzZM2coVhUHdHodK8EgoVCImZlZisUiDQ0NLC8uUiyVmJyYYHx8jNa2VhKJBIV8geWlJY4cPkwg0IhWp1W6zUWjnD17lkKhgKDRIEsSkUiEoaEhUskUer0Om93GSjDISijEwvwC4VCY5qoofi6bJRwOcezoMZqbm5XmC8n1kRZRUVFRUVFRUVF592yoVIpUKsXS4iJ333MPPT09yLLM4uIih199lQc+8hG6uruxWCxkMhmOvvYajY0B+vr72LJ1Kx2dnciShCxL2Ox2urq6+L3f/330Oh2vvPIKKyshtu/YzuDgZkRJIhwK8dzBZ7n73nvo7OzEZrORyWR45eWXufW22+qKElu3bePkyZPoDXr6B/rp7u7mt377t0EQOHP6NAaDgYFNm/AHAhg2aL6MioqKioqKiorKW7OhHOOagL7dbq8L0dvtdiRRwmgycfTIEWZnZ1laXGLPvr3oDQbC4QjPHjzIQ9/+Nv/xP/0nNBotArC0tMSf/9mfcdf73086lao7rV/5yj8gVio4HHYqYgWbTdEeNleF/CVRQq9XWj8+/+yzjI2OsWPXTrRaLaVymSOHj/D1r32Vz3z2s+j1+npOscfjWceRU1FRUVFRUVFRebdsqFQKnU6HyWQik04TiyktA0eGh7FYLKRTKbp7euju6SEej2GxWMjncpjNJrq6utFptZhMJiqVMqViCZfLRVdXN1qtlmKphCRLiKLIzl078fl9pNNppU97Nks8Hmdhfp6TJ05gNpvJ5/M4XS5279lDNBrBYDAiVkQqlQr9/f0Y9AYMVR3LfF7prHf0tdcYGx1d9/7pKioqKioqKioq74wNFTG22e00NjUxMTHBSiiERlDa27Z1dDA2Okp3Tw/5XB5JkvAHAgydOUMwGMRstlAuK7rABoOBcqXM5MQk5XIZWZKxWBRR9pMnTpBJZxBFURGY7uhgbnaWSCSCwWBAkiTa2ttZXl6mUq7gafAiiiINDV6m0ylCKyFWVoKUyiW0Gk39+4aHhxkdGaG7p4ee3t71HkYVFRUVFRUVFZV3wIZyjP1+P1u2bOE7Dz0EwI6dO9myZSvdPT389f/6X0xOTmEwKN3h+vr6eOyRR1laOsPM9AylUgmtToe3oYHZ2Vl+8thjLC4u0tffR0tLCzqdjoe/+z1MZjNer5fW1lb27NvLQ9/6FoVCgabmZu644046O7v4zkMPMXRmCJ/Ph93uoKu7m4X5Baanpnj8p4+Ty+aQZbDbHbS3t/PUE08iSSIdnZ3vaT1dFRUVFRUVFZXrmQ0l11azpdYdrtZpCJTOVZVKpS4KvboDkVipYDSZLti3VCzWt9X2LZfLaKrdr2rC9/UuefxM4F+SlLQLURQxGo2X/dzVHetW26rq96qoqKioqKiobFzetVybIAhfFQQhJAjC2VXbPIIgPCMIwnj1v+7qdkEQhL8SBGFCEIQzgiDsvgJD621bay1ZV3ceqhXk1ZxQTTWdoeao1vbXarX1/uC1bbXOVTq9vt6WsPYZtX+rt+n1+rpT/Fafe7GtKioqKioqKioq1x9vt/ju68C9F237v4FnZVnuA56t/gxwH9BX/fcF4O/eiWGrHc2LndiL93ujbZf7jMs5sBdvW/19F2+/3DbVKVZRUVFRUVFRuf55W46xLMsvAbGLNn8E+Eb1/78B/MKq7d+UFY4ALkEQmq6CrSoqKioqKioqKirXjHcj1xaQZXm5+v9BIFD9/xZgftV+C9VtKioqKioqKioqKhuWq6JjLCvVa1dUxScIwhcEQTguCMLxcDh8NcxQUVFRUVFRUVFRece8G22xFUEQmmRZXq6mSoSq2xeBtlX7tVa3XYAsy18BvgKKKsXb+cJkMkmlUsFkMmGxWJBlmWw2Sz6Xo8HnQxAEctkchUIBQRBwe9yXzf2tVCqUSiWSiQQ+vx/tKoWK0MoKbo8HvV5PqVQiGAzi8/lAVv5OkiVcLteb5hTLskwmnWFlJUihUCAQCNDg8yGKIrFYjKWlJZwOBy2trej1eorFItPT02g1GgKNjdjt9kvypq82kUiEUqmETqfD5/ORSqWQJQmtTofdbq/vVyqVyGQyFPJ5ZMBqteJwOBBFkUg4jMVqxWq1vqFMXTaTIZVOUyqVaG9vp1KpkEqlkCRJGddVSJJENptFFEVMJhNGo5FKpcLy0hIOpxOLxYJGo2F5aQl/IIDRaLyWQ3RdIEkS+XyeeDxOS0vLNct1z2azlEslJFnG7XZX77UsFVHE4XAAynVfKBRIJZP4A4G6LTX1mODyMja7HavVisFguCZ2vhGxWEwpnjWZMBgMFItF8vk8giDgcrkASCQSlEolAHzV+QQUNZp8Pk8sGsPr9WKxWta8piCZSGA0GjGaTIiiSDgUQpJldDodZrMZu91OPBZD0GgwGo1YLBYActksYrWb6GokSSKXy6HX6dHpdGh12jU9HpWry/LSMiazCbfbvd6mqKhc97wbx/gx4PPA/1v976Ortv8rQRC+C+wHkqtSLt4RsiwTjUZZXloml8uiNxjYvn07S4uLpFIpisUimUyGpqYmFhcXWVlZQSMI7Nq9G6PJWHd8a58VDodZXl6mXCpRLJXw+XwYDAaSySQnjp/gxptuRKvVsbS8RCwaJZlI4HA4MJstiJKI0+l8ywfj6OgoiXiccrlMJBLh5ptvZmVlhWAwSDC4wopBrzh/1U5/oyMjGA1GJElCbmqqP6yvFbMzM8TjcUxmMz6fj2gkQkUU6w/ZGuVymXgsRiwWIxaN0tzSQv/AQL0xitlsxuPx0N7RcdnvCQaDzM7Mks1maW9vp1wus7S0hCiKFzjGoihSKBQYHRlBlmX8gQBOh5PgSpBYJIopEsHj9dLc3EwsHsfj9b4nHeN0Kk2pXMLr9da3FYtFElXH+Gojy7Ly4jY1RTabRavT0dfXhyRJzM3OUiwUueHG/YDiPC8tLTE9OcUH7r2n/hmlUomZ6Wmi0ShGoxGPx0NXd/dVt/VySJJU72xZqVSwWq309fczNjZGqVisdsusYLFYmJ2ZIZVOo9MqHThtNhuCIJDP5xkZHiaXy5PL52hoaKChoWHN7E8mEpw5c4aOzs76y+Xy8jL5fB6tVovNZicQ8LMwv0CpXMZiMTO4ZQvhUJhQaAVBENi2fXv9M0VRJJ/LcfrMGTo7OnG73Vh0ljU5nrdDuVwmFo3i8/uveYDg3RCLxdDr9fXrZD1JJpNIknRdO8bpdJpSsYS3wfvWO68TsiyTyWTQCAJ6g2HNX/DfLqIoUi6XyWazeDyedb8+34xoJILRZMJqtW4YO9+WYywIwneAO4AGQRAWgD9BcYgfFgTh14FZ4FPV3R8H7gcmgBzwq2/XmJqmsCRJFyhDALz68sssLwcJLi+zsrLCn/7Z/+BHP/oRYqVCINDI6MgIn/v853nl5Zc5fuwYWq0WfyBAS2tLPXpS+44jhw9z8OlnuOnmmzj86qvcfc89NAYaOX7sOH/7N39DW3sbuVyex3/6U/bu3ctjjz7KgVtv5aabb0YQlYtutf6zRqNBkqQLfv7nb3yD/TfeiD/g5/sPP8zWrVt54oknKJfKbNm6lRPHj9X3TyWTLCwsYrPZyGQyJFMp9u/f/3aH7U3HsWbPaj1ngFdfeYWx0TFcbje33HILc/PzlIpFXC4Xzc3NgKK4US6VSCQSBINBfvzoY+zdt4/m5mYe+va3aW1tJRaL4XA4+K3f+Z3L2nLs2DGOHD5MNpvlvg/eTz6fZ3xsjGKxyPbt2+v2FPJ5lpeX+dY3/xmzxczu3btpbGri8Z8+zg033MC5c2fxBwL86q/9Wn0yWt1+W6PRXKJJvVFusithtS726mtMEAQkSeL8uXOEQiE++OEPXXCseoPhgnNe237xz7XPuhJ7QishHn3kEWKxGA0+H6VqtPXJx58gk8nUHePJiUkOvfQSLz7/PHff84G6fclEgq999Wvs27ePsbExbHYbv/8Hf/DOB+kKqJTLHH71VRYXFllYmEcA/sMf/iFf/Yd/xO3x0NTURIOvgc2bB3n+uecJh0LVF0OZ7Tt2YDQaWQkG+Ye//3tuOXCAc2eHaGtv50Mf/vCa2F8qlThx4gR//b/+is/84mdpa2tDrIgEg0EW5ufJ5fLoDXoCfj8rKyEWFxYQRZE//JM/5sknn2RkeBiv18vWbdsA5XzmcjlmZ2b4f//bf+P3fv/32bFjBxbr2jnGF1/jsixfcL0nEwke/+njfOYXP3uBjvxas3o+qf1cm0clSeLIq6/S4POxa/du9Hr9uthYw2DQo9NpkWUZURQvUEqqHcN6Kyi91dw2MjzC4uIiD3zkgXW1c/WcCdSvT1Be2kaGhzEYDPj9fhqbmjbMeK6+j/K5HKFQiKGhIT74oQ/VJWXXg9p4rvY/6j9LEi8fOkRHZydbt23bMA3S3pYVsix/5g1+dddl9pWB33snxiQTCSYnJ3n4u9+jq7ubm2+5me07dgBw2+23o9frOXP6DF/9p39Cq9Hw67/+6+SrDtXJkyeYmp6isbGRu97/frQ6LXNzs7g97gscY4D33303e/fuZXp6hkQigQAkkglOHD/GwKYBLFYr8XicYiHP/R/6IIdffZVYNMbS4hKlUpFvf+vbaLUaLBYLLpeL226/naeeeppIOIzVauXBTz+I3qCnqaWZAwcOsO+GG7BaLIRXQjhdLg7ceoAbb9yPJEkcPnyYYDDI7XfeQW9vL6IovusoSTab5eVDh3jx+RcwGA3ce9999PX316NcmUwGjVaLRquhWCgoy8fVCzYej/Odbz9Uj8B3dXexc9cuNg8Ocu7sOSWNRKMhlUzx4d/7CC+98CILC/NvaMvE+DhWq43BwS2cHRqiqep0JxMJXnn5Zc6cPo3FYqG5uZmW1lY6Ojuw2+1YLFbS6TTxWJS77n4/wWCQUrFIpVLhxLHjHD96FFGUKJVKRKMRHvz0pxkZHmF0dBRJkvj9f/0HG/Zt/s1YWlzkxRde4EMPPMDxY8fI5XI4HA5aW1s5cvgIx48do1DI09TczInjx7jtjjvQajQcP3aMZCLB6ddfVyKzJhOf+/znefSRR4hGozR4G/jQAx++4kinIAj4/D5+/w/+gKGhIU6eOAnADfv3Ew6HmZ+bq+87NjpCOByif9MAAMePHVOa4pRKxGNR7rzrfSRTSeKx+NUbsLdAkmVSqRQ9vT1otBpi0SjIMv/1v/0/jI+NMT8/TyIeZ+jMGQYGBti5cydanY6hoSFeP3WK3r4+HA4nHZ1dfOwTn+Bb3/wmC/NvfL1fbYxGI7fdfjsvvvACDQ0NaDQaLFYLH7jnHp568ilSySQDmwbo7OrCZDTy9FNPcejQIbQaDZ/+zKf5wfe/TzQSAWB5eZmhoSGcTidbBgf5yC989JIUi7VAFEW++o//xP0fvJ9IJMLzzz3Ppz79ICPDw1QqFWKxGI/+6Ef09fczuGUQj8ez5jYCLMzPsxwMotUoc+XU5CROh4MDt93GV/7uyxw/fpyOjg7SqTR33f3+dbGxxtmhs3i9XgrFIl/7p3/CaDQyuGULDd4GlpaXWFpcZNPmzfT19dHd07MuNgaDQZ47eJAPPfAAp06cJJPJYHfYaWtr47Ujr3Hi+HHSqRRtbW3s2Llj3Zyks0NDFIulqjyswOunTnH7HXcgaDQ8/eSTjI+NYzQaOXDbbdzbtH6CW6VSia/+01f5+Cc+ztTkJMeOHuPjn/wE586eJbSywtLSEiPDI+zcuZNAYyMmk2ld7HztyBGSiQQ3HzjAcwefxWK14Ha7cTidnDt7lkd/9Ai9fX0kk0luv+OOdbHxYjaGe15lJRTi/PnzfPwTnyCVSmGz2erRY5vdzuzMDLFYlO6e7npTj+npaY4dPUpvby/t7e2cOnmK4eFhtDotg4ODlMvlC75DEATMZjOJRIJnnn6aBz7yABqNhng8TkdnJ5FwBKqRAY1Gi1ar/CuXy2QyafL5PIsLC9xz373o9XpeevFFurq7WQkGcTjsDG4ZpFQqKTnKxSLj4+M889TT3Hf/fRSLxfpnffc73yEQCBBcXkaSZex2O2az+aq81cnVzn0ms4kPf+QjnDp5EpfLRUNDA7Isc+bMGRoaGtBptVQqFUZHRigWi/WugoHGAPqonqmpKfL5PFu2bmV8bAy/348/oORk+/w+XnjueU6fPl13qlejLAEnMZlM+AMBerp7OHnyJB+opk9otVpsVitNzc0cP3YcUZLo37SJlZUVwuEwDQ0+Gpsa0Wi06LQ6tFptvSNhMLiMKIp0dHTQ09vLk088wczMDAuLC5TLJfbu26eMQ/U8Xk9otFqMRhNTk5MszC+QTqfQ6fUkk0laW1tZWQmSTmfo7e3Fbrfh8/tZWlwkuLxMIBDAbrdjNBrR6nScP3eu7vD1D/RfkFJ0JRgMBvL5PMlkkmgkwubBQSwWixKFqEYopqamsNpsNPh8LC8uAdDV3Y0syyTi8XrTHp1Wu6bL41qtlq6uLl47fIRoNIrD6VCi68DExARLi4vs3rOHxYVF9Hq9clw6LaViiZtvuRmrzUYqmcRoNKLT6RCEC6Nda8Hqpka161mn07ESDFKpVOju6cFqtSorMaUSHR0d9a6fWq0Wqn/jcrnYunUrBoMBrU63rtGZaCRCPBYnlUyRSiYZGhpidGSELVu2sHnzZmXO6OnGZrOtm41WqxWjwciJ48fR6rQk4nGKPh/Ly0o+b4Ovgd6+XrZu37ZuNtYIh0PodFqaxWbyuTx3vu8uIuEwx44dI7i8zA037sfv92O1WtfNRq1Gg9FoYnpqioWFeRLJJHqdnlQqRXNLM+FwO9FIVHmJXccUGrfbw+jICPNzc2h02mrqZRCTyYRWq6Wvvw+3x0Nra+u62QjVFNNwmHgsRiqZIpFIMHTmDOfPnaOru5ut27ZRKBTweL3ruqKh1+sRRYnJiQmWlhaRAZvNRkNDAy0tLTQ2NtI/0M/g4JZ1s/FiNlQCVy6bJRqJMLBpE4HGRsyrIr2iKDIxMUk0FmP3nj1otVpSySRitfinUqngdLkIBAL4fD70Ot0lKQ+gOMaxWEy56DUaOjo7AZR84FKJeDxOKBQilUpBzacSQJKUnJ1yuUy5Usbn8+H2eMhkMuj1ejxeDwgCkXAYEKiUK0rRUblCOBQiHo9TqVQAqu2pKywuLJBKpdBqtfUc21gsRiKReNdjKQgCRqOJvt4+4tEYuVxO+W5JYuT8eZKJRL0IcWR4uF50VKlUiEai+AN+isUi8XgcSZIYHRnB5/Ph9wfQ6/Vs2bq17shfzk2QJInZmRny+Tz5XI5IJMLYyGh9DEqlEuFIBK/XS7FQIJlIUigUsDscOBxO5Xqo2oxA/VzUloILhQJGk4nGxkD9eO12OxarlWAwWB//6w2T0UggEGB8fJxMJk0upxR9zc/N09jUSEODD5vVitPlpLOrC6vVilgtwCuXy1htNlxuNw67g2QiSaBaBJdMJsnncpd9iXkrNBoNY6OjJJNJOjo7cLlcilNc/b0yQUfI53Lkc3li8RgrKyvYbDY8Hg82m52f3UxriyzLpNNp7A47NrsdnU5HNpslnU5jNluwOxzKCopGQEZGkiVkSVmSbG1rw+12V5cnpZ+N3RoeSt0ZXvWCVytyLBTyyNWXalEUOX/+PKIosn3HDrSXeQExmUz4/f568eR6YrPbmV+YJ5FM4A/4mZuZIR6LodPp8Hi9WCwWnE7Xuq76mC0WzGYzy0tLRELhaqFrgbGRUZqam3E4HPWAw3pTKBQoVYNAOp2O9rY2EATyuVx9Lk+lUj+bU9cBg9FIY1MjE+MTpNNpZa6IRZmfm68/t602Gy6Xa10dY6fLSalcZjkYJBIOYzAYWFpaIhRaIRAI4PF48Pn82Ozrm1suAHaHnZmZGbLZLA0NXqV2qFqo2+Dz4XA46w79euFyuTBbzIyPjVMqlUmnUoRWQgSXg7S0tGB32HG73YoPtUHYUI6xLIMkSpTLJfR6HRpBoFKpUCwWCYfDDJ05TTgU5sabbkKWZSYnJzEaTdx0yy3Mzsyi0+nYsWsnd939fgY2bcJqtV5yQciyzOjIKEcOH2Hvvr2YTCalQjubZXlpmaXlJSYnpwiFFJGNfD6PJMkXOH9ms1l58FQjrK2trWweHCSdSvHUU0+j1+spFAr1h1ZnVxflchmNVoMkKRXu+27Yp+QEabVYzGZi0ShLS0uMjowwPTV1FQbzZw9QGahURErFIqVymXNnzzE5McnCwgLB4ApnTp+mUCgAijN69LXX6sVttTymoTNDBBobaWpqwmg0sn//fm66+Wbl7dntuuTrxUqFU6dOkkommZ+b59TJk8zMzFAul+vOytCZM9UCRCPFYoFwKMRA/4DyYNfpWFhYQNAoxU9iReRiRcBaRb7BoKexsZG+/n5cTieP/PBHFItFZOn6c4ytNhvdvT2cHRpClqlen0pOqbehAavNilRVeai/+K1ydk0mEyaTCZ1eibLffsedJJNJDr/yCpFI5Mo0FauUiiWePXiQeCzGHXfeSaVy6UtHuVwmGomyvLTE0uIS42PjFAoFpZhUlhA0AoV8vv5itFaIosi5s2fZt28fW7ZsQafTs7KywuzsLP0D/Wzbvp3z585jMpspFAokk0lS6ZSSfiUrEWedTkculyOTzSIjr+tDpkYsFkOn02O1KQUr4XCYE8dPIFYq7N6zpzruF56j2r283i+MgiDQP9DP+XPnCIfD7N6zh2AwiEajQadT5n0ZmUqlfEm+51piNpuxWC1kczkqYgWPRykKO3z4MAMDyvNFkiRKxeK62XgxgiBgsVjQG/RoBQGPx8Pdd9/N+Ng4586eZWFhYd1ss1gs9Pb1MTQ0hChKmM3KszcYDOL1erHZ7MiSVH9GrBcOhwNN7bkjirS0tDIzPc3c7Bz9A5vQaDSUy+XLzoNriUarZWDTJk6dPEkmk2bHzp0Eg0F0Wi16nR4Niv+03vd8oLERl9vN0NAQNpsNnU5HoZAnWi3mNxiNSKK4oe6jDZVKEQj4Gdi0iT/97/8ds8nMrj276eruZvj8eeZm5+qV5X/xpS/xm1/4AidPniK0EgSgp6+XSqXC0089xcuHDoEM/+mP/hCn03nBd2QyGU6ffp0fP/YoN918M7FolAO33sqHP/IR7rnvPlZCK+y/cT/5XI54LMZffPFLGAwGbNbLL+lJksT8/DwvPv88kXCEttZWrDYrbW1tHH7lVV58/gXC4TBbt23l5ltuYXpqij/5wz/CYrHQ3t7O5s2DOJwOHv7udxEEgQMHbmXHzp3veiwjkTCvHTnMSjDI7XfcwdLiIuHQCoHGRpLJBP/Hv/t3bNm6lUQiwe/+1m8xuHUroEQHrVYrB59+huDyMl1dXUiSxPT0NE6XE5fbRSaT4Yf/8i8Eg0H0ej1dXZcqDJQrFV55+RX+f//+39PZ1UkykeBLf/5FIuEwuVwOg0FRJ3j+ueeZmZlhz5499PT08MgPfwTAgVtvZdeuXUTCYf7+775MuVymr6/vDY93eWmJkdFRJicmaG9vx2DQI2iurzQKUJadPB4PI+eH2bt3H3aHg4X5Oc4OnQVqEdAUx44e5dBLh7jn3nve0NmUZZnvPPRtdDodHZ2dmM1XXmAliiKvvPwyk5NTlMslotEo77vr/ezZu6e+jyAI3HzgFm4+cAsnjh/n4e99jwO3HuDQSy8hiiJarZbe3l7+6R//iUqlQkfn5RVMrgU6nY5bDhzgqSefIhqN4va46e7q4j/8+/+7+tBr4aabb6a7u5tvfv3rzM7OYrfb+Y0v/Cbfeeghdu/ZTVNTE5FIhC/9+Z/T3dPDli3ru+QnyzJHXj1MQ0MDrW1tlIpF/vmb3yQSiXDk8BGWl5f55c9/Hr/ff8HfLS4scuLEcbxeL/tuuGGdrFfmmD179/Lojx6htVTm4x/7OD957Md09XTjcruRUa67U6dOsWXr1nWNyGq1WhwOOx6Ph82bNzO/sMCPfvhD/vCP/4i29g5WVkI88fgTfOwTH183G9+MlZUVvve97+FwOLDZbOuWZwo/m9tGh4fZtWsXHo+H+bk5hoaGUBohyGSyGY4fO8beffvWdfnfaDTidDpwu93s2r2bY0ePkkwm6e7pJhwO89zBg+RyWXp7e9fNRq1Wy569e/nOtx/CarXR29vLEz99nJ6+XgJNjZRKJYaGhlhaWKSppXndzr3NZkOv0zE2MsIvfPSjLC8tMTc3RywWQxAEGhubmJ2d4+AzB/nwRx5YFxsvRljv6AEoOsbHjx+nXC6Ty+VIJhLo9XrMFktdc7RUKtXfJPV6PV6vl1QqRblUUrYZDDidTlKpFJlMBmSZpuZmJQKxallGFEXi8TjJRAKL1YrRaFRyyYyKVNry8jINDQ1IkkQ6naZYLKLT6TAZTegNeiRJIpPJ1GVxEvE4LrebRDyOKEno9Xr8fj/hcJhisYgkigiCBm+Dt54ukcvl0Gm0GM2m+jJHIh5HkmVsNhsWswWD8Z0vIaZTKV55+RVOn36dT3/2s4q8HAKCADq9nmgkgs/nw2Q2I4oiC/PzOJxOdDqdslyYy6Gp5h8bDAY8Hg8L88pyV01HNR6PKznTGg1G06X6maIosrS4hN/vx2AwIEqK9qrD6awW0YlodVoq5TL5QgGL2YzL7Sa0soIsKzeT0WQkk04rhRBaDWazGYfDQSQcRgYsZjMms5lYLIbVaqWQz1MsFtFotTQGAgjXqTKFJEnMz80py/haLeVSmUIhj8/vVzSlCwXsdjvZTBa7w16PwK/OUa/d16lUCmQZg8GgLE0bDVesSpHJZEjE48iyjNFoxFbNh0+lUpRKpQscsFwuRyKRoKmpiWw2q0Szq0u6xZJS0GIymdasoEqWZfL5fDXtSrk/fX4lT1QSRUVuy27HYDAQjUTqNvr9flKpFGazGb1eTyQcRhRFzBYLFotlzXM1g8EgVqsVu10538lkEgHQGwyYTCbC4TClUglBEDAYDLjdbnQ6HYlqylRDQwPlcpl8LodWp8NisZCoLrkaDIY1dUJqygm1F+sGr5dwOIyhqr+s0WgIh5RCZZPJtK650DW5Sq1Oh9lkplQuEY/F6OzqIplIKC9+Ot01l9d8KyKRiPLMNJuJx+J4PG5yuTyFQh5JlhFkGYPRiMlsvqQYfS2RJYm5uTlcbne93qaQV+a2Wk8Cu8OBxbL2WuGryWQyynNaq8VqsxGNRqtOXCO5XK4+3zocjnVVpRBFkaWlJeX56XIRiUQwGI2YzWZkWSYSiRAIBOp1CutFPp8ntLKCz++nUq5QKpcQRRG/36/4PpKMTq+7JJB5LREE4YQsy3sv+7uN5BjDhRIkb+eCWy1TsvpngHwux/LyMtnsz/KqGnwNOJ3Ot1XUUbvw3o7UiSRJSirsRU64LP9s6bUmV7J634sdmdp+74ZcLsfYyCgLCwvc98H7r5l0Wa0wslgssriwQDabra/q63Q6BrcMXrETtpraeNWUOt7qxpYlCRnWdQLYSNTGc7Ws23ra8nbP47XgcvfnxdfL6mX7i+Wi1tt+FZV3Su2ZuJ4SaCoqG403c4w3VCoFrMqLlWUMegN6gxLJKJVKVCqValGZUdFoFSVKZWW70WhEr9fXnalSqUQqlWJ+bp54IgHVbW3tbbR3dGA2m9FoNHU5qVo0rKZ+UCu0q22rPRjz+Tw6nQ6DwVB/QOZyOQSUaGzNBuCyuYj1SvHLbL9a6PV6GpuaMFssSpFadbyUor9yvTHGxd9Zy1sFRYlAEkUl2lC1+eL9i4ViNYKeZmFhgdBKCBkZjaBEdwe3DNb3rTln2Wy2fq5q59pgMLzhy4cgCG87YiRoNOtU4rUxqY3nRngYXsl5vBZczpm9+Hp5M4d3ve1XUXmnqA6xisqVsaFmelmWKZfKHDl8hHK5TFdXF51dnRgMBiYnJlhYWMBgNLJ161a8Xi/xRJyZqWkWFhbYsnULnV1d6HQ68vk8U5OT6PR69u2/QancF0WGz59nZmZGWQ6uVr+Gw2FGR0eplMts3bqNQGOARDzB7OwsszMzbN22lY7OTgRBIBqN8uorr9DU1ER/fz8er5dKpcLhV19Fq9XS1tZGV3f3uhfn1CTX7A47Rw4fYevWrUqlbanExPg422pC2hdNltFIhHA4jE6vp6+vj0QiobwI6PUEAoH6fjUn99SpU2TSaWw2Gzfs308kHFaKCS2Wy3ZgkiSJF194gS1bttDR2Yksy4qc2KZNa7qEoqKioqKioqJyOTbUmuDCwgIHDz7D+NgYlUqZ48eP8f2HH2Z5eZmHvvVt8jklV/BLf/7nSJLEV//xnzhx4gS+gJ+//eu/IRgMUi6XWVlZ4Ztf/wb//PVvsLiwQKFQYG5ujm9+/RvY7XbOnzvHP/z93wPwl1/8EksLi2TSaf78z/4MURT55298g8OvvkpjcxN/+9d/w9LSEgefeYaHv/tdvN4Gjh87xpEjRzj00kscfOYZzp87z8T4BCdPnOTVV15Z51FUkCSJcCjEX3zxizzx+OMsLi4Si0Z5+qmnFLWAy6TQnDx5Uhm3b3xDSY9YXGRkZITJiYkL0hwKhQJPPfkk58+dI5lMEo6E+eo//iNnz55lbGyMlWDwks8uFoucHRriK3/3ZV584UWWlxUt4p/+5CdEqg0IVFRUVFRUVFTWkw0VMU4lk8zNzdHb20tPby+FQoFMOs3c3Bwej4eW1ha8Xi92u51CXiksCDQG6O3t5YFf+AgOhwNRFCkWCkqhSbUYK51KsbS4iM/vo62tDZ/fTzKRUArh8jk8Hg+9fb0YjEZFd7eQx+aw09PTwwO/8BFcTieJeIJoJMrAwAAulxOr1Uo0GuX8uXP09vXR2NiI0WjEaDKu9zACSge7YDDI9h07mJ6aYtv2bbjdbiX9QZY5+tprJKpFjjt37sJsMVMqlSiWlHa/lXKZcqVCuVxBoyny5BNPIAgCgUAjXq+X8fFxenp6aG1rw2az1Sv3i4UC8/PzSje/O+7g2NGjeL0NNPgaOH36NLv27KZSKTMzPY3P56NQKJBKJqsO+CSCALfedhs22/pqRKqoqKioqKi899hQjnGhUCCVSNLS2qpo6EoShWqHJ2+Dt6pZa8DhdFIoFNBoNHVVCW9DA5WqqkUmk8HrayCTUjrVxeJxkskkfr8fvcGAoNEgVvWR9To9DqeTjs5OPF4v5VIZjUZ7weeKokgul6VULhNoDJDNZNBoNZSKJRKJBLfc2kZnZye6alORjUA0EmFpcZEbb7qR5559jmw2W09XqGlHzs3OIssyXq8Xp9OFLMt4PB5FGSSZpFwqAUpu9czMDPmqYkhbewfRcISbbroJh8OBVqPFbDbXvzsSibC8tMQtBw4wMjxCd083DqeDifFxbjlwgMWFBebn5uqSUcVikVwuz8TEONFIlC3V7ly1XGgVFRUVFRUVlbVgQznGtepZg8HAa4cPMz09TS6XY/eePegNBpaWljl18hTPHnyGP/0f/wOdTkelXGFubo6//au/5pc//zklQpxOs3XrVuKxGJFIhHQ6XZd0m5qc4vVTp5ibneE//tEfYTab0ekUEX+Hw0EikVA+t1JhYWGBv/2rv+YXf+mXSKfT6KpFeA899BAejweNRkCSZUVQXa9f1y5Nq5FlmeXlZcbHx/mlX/5lXjn0MqVSqd7Eo1Iu09LSQrlUZmFhnlOnTikOrlbLlq1bSSYSjI2N1eXxJEmiv7+fibFxIpEoqXQaSZLQ6fVMTkwwNTnJ5MQkN99yM2aLhVKxxNLiEul0mlRS6WhXLpdZmF9g1+7dzM3OMTc3f4FagsPppLuri+Hz51lcWKhL6KmoqKioqKiorBUbyjE2GAxYrFbCoRAfuPdennriCY4dO4bd7mB6aoo9e/bg9Xo5fuwYNpuNTDoDQGtLC/tvvFFpXTw8wsTEBEK1a57dYae9rZ3+TZuYnJjg7g98gEw6TSKRwGq1kk6nKZXKLC0u8vxzz/GhBx4gk07jdrtpqX6ujEy5VEKURERR5OOf+DinTp0itLKC3WZTdC61WuKxGMlkkjvuvHNdx1GWZUKhEEdfe41YLMbi4gLnz50jGlZyefOFAidPnKRYLNLb20c4HOL40WMUq51nKmKF+bl5unt78Hg8lEoljh87zpYtW9BqNSSTSRxOJ4l4nE2bN9PW1saJ48frXdV8Ph87du7kK1/+MpsHt+B0OpmZmiK0ssL/+NM/ZXlpiebmZqLRKLIsMzszi9lsJhqN0drapihorGPHKxUVFRUVFZX3JhvKMfYHAmzZupVHH3mU0dFRlheXsFptbNq8iUd/9COeevJJSqWy0g5Vr6fB18DC/Dzf++53OX/uPJ1dnRSKBRxOB5/9xV9ElmX+5Qc/oFwp093TzQ8efphHH3mE+bk50qk0Op2O1rZWzg0NMT42RiIRx2w20+DzEVxe5rsPPcS5s+fo6u6ip6+P4PIyf/c3f4skS+h0ehobm2jraOeF559Hp9fT0tJCf//Aeg8j8/PzaDVa9t2wn49+/GOsBIOMjY4xNjYGKKoV2VyWcEhpWmAwGEhn0uzbdwM33nwTsiTxN3/1VzQ2KfnEWo2GRCLO1NQUdrsNq9XKTTfdxLPPHmTozFBVbu1nl5K3wUtrWyvf/973uPsDH0AURWbn5njwM59h157djI2MkkgkOPP6aWRZxmw2UywWmZqcJBaLUcjnEVXHWEVFRUVFRWWN2VCOscPhoKenh4muLhx2B5ZeC1abFbfbzfYd2zGaTEiihNVqRafTsWPHTmKxGKIosmXrFhqbmhgslRArFQY2bQJg1+7dGAwGvF4vO3ftxO1yo9fr0Wq19dakhUIBSZLwB/zo9Xq2bd9WdxprnxtobMTv9zM5MYnRaMTlduP3+2hsamJxfh4ZaKzus97o9Xo6uzrx+f309/fT2NiopCs47BiNJiwWC5sHB2lqimOxWLFaLdjtNnbs3MmmTZuQZZm9+/bR3tFBg8+HLMvs27cPa7Urn91hp6e3l6mpKXQ6HUaTkZtuuVlpxVzNza5103K6XGg0GgqFAo1NTXR3d2O32YlEwlQqFfbu20dHZweFQoFSqUQ+n8cfCGBex9alKioqKioqKu9NNmTnu1ojCq1We4Gofqm61G9YlXtaqVTqDT7grZsZFAsFNFrtBS1Qax2vVgv8X+5zZVmmUqmgEQSlm9yq/Wtd4N5LSgqSJNW7+63Or66UKyQSCb78d/+b3/jCF2hsbFxHK1VUVFRUVFRUfsZ11fkOFCf0coVs+sts02q1V9RQw3CZgq7LObNv9Llv1P3qveQQ13ijbmAVsYIoVnjw05/G7XKtvWEqKioqKioqKu+ADecYv5mD+UYtg9/t57+bbe/Ujp8H3uiYDQYD3oYGXG73BZF5FRUVFRUVFZWNzIZzjFWufzQaDRqN5g2j6yoqKioqKioqG5EN1RJaRUVFRUVFRUVFZb1QQ3oqKipXzOWKdmsFqm/FezHtSOVSVl8rV3LtXLzftbyerpfr+e3cjxvRzppNte1rfX7fjLe6PjfK+F7OhtXjuRF4q7GrbdsoqI6xiorKFROJRJiamiKbybB16zYafA0IgoAkSRQKBcbHxjEajcTjMWLRKFabjRv278dsNm+oCVBl/chkMkiShEFvwGQ2EVwOks1lkUQRi8VCc0sLmUyGXC5HuVymtbUVgFJR6eJptpiveQ2DKIqkUikW5hdobWvF5XIhCALJRBKT2YROp9sQKWPlcplwOEw8Hqerq6t+n5XLZRLxBD6/b71NvIDFhQX0ej2BqmJRaGUFi8WC3eEAFFWoWqdWu92+LjaWy2Ui4TCNTU0IgkA+nycSjiAIAv6AH6PRiCRKRKNRvA3eKxIBuJosLi6iEQSsNhtOpxOAdDqNWBFxe9zrYtPFFAoFVlZWKFe77losFmRZJpVMYTKb6hK6GwU1lUJFReWK+fGjjzE3O0uhUOD7Dz9MpVIBFEcim83y2pEjvP76KRYXFykWS2TSGQ4+/Qzz8/PrbLnKeiPLMtFolB/9y7/wxE8fJxgMAnDwmWc4fuwYS0tLRKNRIpEIL734Ij9+9FFeevElxsfHyefzBFeCnDp5kqWlJURRvGZ2SpJENBLh4e9+l+mpSV47coQzp08jiiLHjx1jZmaGVCp1zb7/Snjh+ec5dvQYc7OzPPy975HP5wHlBfYnP37smo7TlSDLMiPDIzzyox/x6quvUi6XOXv2LF//6tc4ceJEfb+VlRXODg0xPja+LnaOj4/z9FNP8cN/+SGlUolcNsvU5CQ/fuwxfvzYY8zOzJDNZMnmsjz26KPkcrm3tbpwNalUKhw7epTjx47x9NNP8+NHH6NQKCDLMqdfP80rr7y8pva8EclkksmJSZ595iCvHDrE8PnzhEIhyuUyx44dZW5ujnQ6vd5mXsBbOsaCIHxVEISQIAhnV237n4IgjAiCcEYQhB8JguCqbu8UBCEvCMLr1X9fvoa2q6ioXGMkSWJpaYlMJkM2myWRSBCNRhk6c4ZSsYTH4yGTTtf1x2VZplgsMjs7w9LiEoVCAZvdhsfr5fTp00TC4fU+JJUNgFipsDC/wML8POm04lyOj42xvLSktKavRjuLhQLxRILZmRnCoRChUIilxUVmZmeYn5snmUxSKpWuiY2VcplEIsHw+WGMRiOzMzOcO3eOlWCQmZlp5ufmCIdCZDPZa/L9V8L5c+cIrayg1Wo5dvQohUKBcCjEzPQ08/PzzM7O1p3l9USWZUZHRxk+f57lpSVA6S1w7tw5VlZWEEWRTDrDwvwCs7OzzM/PEwqF1tzpLJVKxGIxhobOIIki6XSacDhMcHmZ4PIyoZUQS0tLzFVtnJ6eJplIIK3hC4gsy8rcK8msBIOcfv11SqUSs7OzzM3NMj83x9zsbL1Pw3oRj8VZrr7spqvndn5urnofzTA/N0ckHCGbXf/7qMbbiRh/Hbj3om3PAFtlWd4OjAH/YdXvJmVZ3ln999tXx0wVFZX1QBRFnjv4LDPT08zNzjF8fpjTp15HlCQCgQB79uzhV3/9195wOdlms9HR0cHNt9xMLBYjl8ut8RGobES8DQ3s3ruHvv7++jadTofVqnQ69fl8eDwe7vvgB/ngBz+IyWRCq9Vy7uxZpqenKRaLTE9NMTM9Qzp1baJNmWyWTCZLY1MTd7zvfQiCwOjwMEePHqUiiiwuLDI9PcPCwsI1+f4rIZvJ4PV62LlrF6ViiVKxyPFjxzhx/DgDAwM8+cQThNf5pVSWZURRZHRkGJvdjrehAZ1Ox85du+jt68XlctUdu8mJCTLpDPFYjKOvvbbmjvHmzZu57fbblX4KgkAsHkcURXbt3s2efXvJ5rKcOnmCQy+9xObNm3n2mWcYHxujXC6vmY06nY49+/Zx3wfvZ3BwEEmSKJfLPP7Tn1LI57Hb7Tz+05+u+2pBKBQinU6zd+9ebrzpJjLZDGfPnuX48eOIosj8nPJisby0vK52ruYtHWNZll8CYhdte1qW5Ur1xyNA6zWwTUVFZZ0RBIHmlhbGRsd4+dAhjh09Smd3Fy6nE73BgE6vx+f317tG1qLGl0OWxDV/wKlsTDQaDQIX5po3t7Tg8XiJx+N88c/+J7Ik13MTp6em2LN3L/fcey/bd+zA6XCy/8b9bNu+DY/Xc01slCQJWZYwmU11m5tbWrnv/vuxmC1s276N3bt30dffd02+/0rQanVoNFoEQUCv12Mym/nAvfdy7/33Mzoyyq//xm/Q1ta2rjZm0mmGzpxhy9atWMwWJHFVx9lq3YHJZGJwyyB7b9hHU1Mj7R3t3Hf//WtelyBUu9vWaGlpwWg08uzBgxx85hnm5ubo7evjk5/6FOfPneNzv/Ir7Nm377INxK4ldrud06+/TjqTYXDrFjweD1/4rd/C622gWCzxm7/1W+ueAy9JYv0+slqV3OKW5hY+cM89mEwmdu7aya7du+ju6V5XO1dzNUbs14Dvrfq5SxCEU0AK+ENZlg9dhe9QUVFZBzQaDVu3beXRH/2I5aVlbHY7fr+fYrGoFPYkEhw5fJjBwS1Eo0phis1mx2g0XlAhXalUKFcq676sp7L+vJGTc8P+G7Db7ZSqUTdJlnjxhRcIrazwmV/8LDqtFkGjwWAwYLVasdvtioN9jZymWvfTQj6PLElIsgzIaLVaLBYLNpsNo8l0gQO1XkiyhIwM1agsKPeuyWTC6/UqY7fORa8VUSSVTDE2Msrk5CSSLHN26Cxbt22t71Oz0Wq1YrXZMBqN61KUdfFYmUwmBjZt4nO/+iuMjoxgNpnR6fTo9Xq8Xi8GvR5BENZ8jJPJJK++8gqBxkbuueceQLlu7Q47lUplQxS06XQ6NFot+Xweg8GAVqOtF9tZLVbs1efFRriParwrx1gQhP8EVIBvVzctA+2yLEcFQdgDPCIIwhZZli+pUBAE4QvAFwDa29vfjRkqKirXCEEQcLvdlMsVZFnGarViNpux2WyEQyGGzpxhanKSLVu2Mjk5STKZxOttoKmpmWKxSCQS4ezQEKFQiJaWVhwO53ofksoGpVAokMvlyOfz2B0OVoJBxkZHicVi9PT0ElxZqTohBmw2Gzab7Zo+TI1GIyazmUwmw4kTJxAAt9cLgM1ux2ZXHugbAZvNRjKZZHh4BLPFUnfSjAYDgabGekR2PTEYDAQaA/T19zM5NVUdX9Nl97VardjsdnQbwLGrUSwWiUYipJJJGhubsDvsaHU6Gpua0Gp1a+4Ui6LI0JkzLMwrqTyhUAiP14vJZMLpdCIIG8PRdLpcRKNRJiYmsJgt2O12XG43GkFTvY9sSsrKBuIdO8aCIPwK8CHgLrm6PirLchEoVv//hCAIk0A/cPziv5dl+SvAVwD27t2rrq+qqGxAakuzdrsNkGluaUGj0dDV3UU0Gq3mLcp4G7wk4glGR0ewmC3cfc89zM7MsLS0xPjYGFqtjjvuvIOm5qZ1PiKVjULNqawt9c7OzhEKrSBWKrR3dLAwv0A2kyWZSHLy5AnsDkc9uuR0uerSXtcKi8WCw+FAEARefPFFOjs76enpQRAEnE4nDodjwzjGrW1tLC8tc/LkCdra2uqRQqPJRGtr27pHi0Fxdge3bGFwyxZC4RBut5u+PiUNxV6NDtew2Wy4nM51Tb3SarVVB1NAFEWCwSDPPfssYkXklgMHaKjmSLe1t6PVrb0DL4oip06eQqPREAqFOPzqq7S0tmI0GnG7PZhM5jW36XIEAgGSiQTPHjyIRtDwwQ9/iObmJgSNgKt6H280x1h4mwLmncBPZFneWv35XuBLwO2yLIdX7ecDYrIsi4IgdAOHgG2yLMcu87F19u7dKx8/fonvrKKiskG4nNj95UTkZUlGlMQ3zWvbCA9plfXncteUJElIkvSm108ikSARj9PZ1VX/22ttY6lUUpaENRokSWJqcpK2tjaMJtOGuJ5rhW2iKNadDEEQyOVyLC4s0NPbu6GWqi+eOy73czAYRJYkmlta1tXG1Sh553L9xaNSLjM9PU1Xd/c119R+O/bVCIVClEslWtc5rxx+ZqcoivWxq71sTE9N0dHZib6airKWCIJwQpblvZf73VtGjAVB+A5wB9AgCMIC8CcoKhRG4JnqwRypKlDcBvxXQRDKgAT89ls5xSoqKhufiyet1T9f8DsN6DS6y/6NispqLndNaTSat8wbNplMuNzuNbm+ag77amdTEAQ8Hg9a3dovn78RgiDUc6JX26TX6/F4vRvGzhpvNp/UfrbZbOsaMb7YJlmWL3i5EAQBjVaLx+tdl5eONzunVqsV0XT5NJW1pnYPrc53rt3rbo/nkmt2I/C2IsbXGjVirKKiovLeIhqNgixjMpvrAv9msxmzWelol0qlMJvNGAwGJEkiuLxMg8+HRqNBFMV1S2OoaXUbDIYNFYW9HJIkUSqVLiiGXU9qkWCPx6N0jpMk0qkUNrsdrVZLuVwmGolidyiFleVymWwmU+8+t1Zks1lKpRIWiwWNRkM6lUIGHA4HxWKxHpk3Go3rPr7hcBij0YjdrhTclUqlekQ2nUrR1NSEsAGv0/W+j94sYrzxRktFRUVF5ecWWZaplMssLiywtLRMJp1hcWGBsdFRlhYXSaVSpNNpzp89SzKRABQHb2RkhHwuh06nW9fcXkEQMG0QNYq3oqZMsRGcYlDO49joKLlslkKhQCgUYnxsjFJJafMdi8WYnJxkcmKCYrFIsVhkbHR0zSPHsWiU+fl5KpUKweVl5qrNMpYWF8lmsywvLZFIJNZ1fGVZplwuszA/TzQSoVwuMzszw+LiIqVSCbFSYXx8nIq4MWUyN/J9tPEsUlFRUVH5uSYWi3H+3DkmJyfIZNIsLCzwk8d+zOFXX2VifJwjhw/zJ3/8x5w5cwZQOuU989TTJBLJDfmQV3lrajnkzx48SDQWY2pyiu899B2+/HdfJpFIMD09zaEXX+SVlw/xl1/6EiPDw4RDIQ4+c/BN9dGvBcPDI7xy6GV0Oh0PffvbvPLyy7zy8st8/WtfQxJFXjvyGmOjo2tmz+WQZZlYNMrZoSEWFhaIx+P86X/77zz+k5+wuLBAIpnk0Esvkcvm6prRKm8P1TFWUVFRUVkzJEnitddew2gy0d7eTmdXF/fdfz8mkwmfz8+OnTs5cOutbN22DadTkfeTgWQqSTqTvmYtoFWuLaVSqd4GGqCvv48HP/NpjCYlDSEaiZBMpvjUgw/S2dmlpDCkM6TSKTKZzJpqoCficYLBIHq9nkw6w/4bb+Kmm28hl8vh8/uZnp5maXHprT/oGiKKIkeOHMFmt+N2u3E6nfz27/4OVqsVqMrjBRo5dfIkyVRyXW293lAdYxUVFRWVNUOWZZaXlrFarDidznrOsEarQW/QYzQalcYOq4rbBEHA6/WSSafJZDLrfAQq74RSsUgoFMLrbcCg16PT6TCbzUpBI+ByuXA47Lz4wgvMzc0RjUapVMq43W4i4fCatVuuVCrIyGg1yrXn9rgZGxvl2NGjrARXqvm7FSRpfVstS5LE8tIyDrsDm92ORhCwWK31e0ZxjP2srAQpFovrauv1huoYq6ioqKisKfl8Hp1Oh15vQBRFVlZWsNsd9WKnmrO0GpPJrHRQXCMHSeXqIkoS+XxBySutKRGsys31er20tLZSEUVESaJSUXJjjUYThUJhzSLG9ZSNqgJJX38/RoORQqGwoa49WZbJ5/Po9UoHvpq9tTFV8p/Nazp2Py+sbxNtFRUVFZX3HCaTiYqoOLmVSoUzp0/T0dGBz+9/w78pFgo/cwJUrjs0Gg1Go5Fi8fKOmtfrxWaz0dvXR3A5iMvlQqvVUioWMZnNa1akpdVqL2itfcuBAwgInD9/jpmZaYBLnPr1oFa8Vq6UqVzGYZckiUKxgMlsRrsBC9w2MqpjrKKioqKyZgiCQG9fL6lkilgshs/XwIvPv8Cv/vqv09raetm/kWWZWCyGx+PB5XKtrcEqVwWz2UxXdxc//JcfUCwULvn9ysoK58+d55mnnyadSWM0GTEZjSQSCVpaWtasO5ogCGh1OnQ6HbIs89gjj7C8vEy5XKarqxu5KjG43t3aNBoNvX29SsObRJKm5uYLfl8sFllaXGTvvn1YqnnHKm8P1TFWUVFRUVkzNBoNW7du5dBLh8hk0lisVn7v9/8VgcZGTNWmBIIg8Du/+7s0+Hz1nwONgQ0r76Ty1uh0Oux2O3a7A221s6HVauXf/Nt/i9vjQZYkrFYr3T3dADQ2NbG0tIQ/EEC3hs1UBEHA7XbT2NREqVTi3vvuo1AsIssyer2eeDxOV1cXzRc5omuNVqtl+/btPPfss2SzWXQ6HZ2dnXg8Hux2O7FYjEKhQE9PDxaLZV1tvd5QHWMVFRUVlTXF7fHQ0dmBxWJBp9PR3dNzwe8FQaCru7v+s1arZc/evdjs9g2jyatyZQiCgF6vZ+euXdjtdkBxlnt7e+v7GIxGnC5XPc/c5XKxe8/ut+yGeLVpa2urFwYGGhsvaFkdj8fZtGkTbo9nzey5HIIg4PZ46OzqwlvtvmexWOpOcKFQYNPmzdgdjgu6zqm8NWrnOxUVFRWVNadQKCAIwttq1iHLMrlcDpPJpD7kr2Ou9DxWKhWKxSIWi2VNHeNyuYwkiuj0+gucclmWFdWKantonW79Y4v5fB6tVntJaocoihQKhTUfu+uFN+t8t/5nVUVFRUXlPceVdK8TBEFdDv454ErPo1arXRfHTqfTQdXpXf3dgiBsCGd4NbX0o4upRZBVp/jK2VhnWEVFRUXlPcGVPrDVB/zPB1dyHtfrnL/Z92606/CN7Nlodl5PqFUMKioqKioqKioqKqgRYxUVlfcYsizXxfo1goDFYkXQCNWOViJipYIMlEslKqIIsoxOr8e6qquUyjunlqcpikoDh1qecW27JIoYjEqbYEmSkCSprghQP0eiiFarveZFWXJVz7ZYLCrd+Kp5seVSCa1Wh6ARNoRKhiRJVCoVKpUKRqOxPi6iKFIqlTCZTBvi2pVlGVmWkSQJQVDGrlQq1X/WajTo9HrlWihXQKCeO1trrlE779eK2liKlYryfVXpttr4FQqF+hhLkkSxWFzX8S3k8yAIaLXausZ3uVxGkqQrSle6lkiSVLfJYDCg1WqRZZlSqYROp0MjaBA063991lAdYxUVlfcMtWLjyclJVoJBjEYju3btxmJV8h7zuRyxWAxZlpmbmyOZTCKKIn6/n7379q2pbNTPM/F4nHgsRrlcxmAw0NffT6lUIhQKkc1k6OjsxGw2k06nyefzSJJEc3MzsiyTzWZJJZO43R7MFjNwbZaNa456IpFgbnaOjs4O3G43giCwvLyMy+XGbDajN+jX/ZoolUqEVlaIxWJ09/Rgs9kAxYmbm5tjYGAA2BjL64VCgVwuh8FgwGKxsLiwSD6fQ6/XY7fbaWxqopDPE4lE0Gi0NLc0IwgC0UgEjUaD3e7AZP6ZrN/VplKpEA6FiMViAHg8Xjxej9KUplJhemqKzq4uzGalE+P09DR9fX1rPjfU5rKZmZmqxJwHn1+RN4xEIhSLRTo6OoD1Pe+1QMTS0hLlcpm2tjasViuSKBJcXlbuY7MZnX7jzK2qY6yiovKeoVKpEIlE+Oevf52t27bz/7V350FyXXWC77/n3pv7WlWZtWTWripJlqzNkmx5wbZMQwN2YxtslmniDQwNdEwTPRPxJng0j55+SzDz+nU39AJMvJ7BQG9MNzZmMTaNFxbj3QZLllRSqVSLas9asior98x7z/sjF0qyjGRJmVmWzidCocqbmZUn7z1Z+bvnnvP7BQIB/uav/4r/9JnPYBgGy/E4R48exTRNnnz8CXbs3MmmgQGe+cUvSKVS7Ny1i9bfUJ1NOT/TNPnhD35ANpvF4/EQiUYZ3LyZv//mN6uB8oPf/jYf/djHePzHjzNy8iQer4f3vf/9RKJR5mZnGR0dZfv2a+lwdNRsMZS0LKYnJ/niF7/I/v37efVXvyQSjfK2W2/l0KFDDA5upr29naA9WJPXfzP+7pvfxDRNmpua+cd/+Ac+/5//My6ni4X5GC889zxdnZ243O6GZ/QoFot87rN/RHd3F/v272f37t186S/+ggM33Uh7ezutbW20tbfzX7/wXwiFQzQ1N+NwOHjv3Xdz4sQJbDY7Pb09RFy1yyFsFk2WlpYYHh5mdmYGw2bjne/8bQLBAL/65a/46t/8DX/6539OX38fK/EVnnvmWdpaWwkEg3VdmFcoFPjed79LMplkdmaWXC7HZz77vyEQDJ84wVpijbbWVpwuV93adC4LsQVOnDjBj3/0IxwOB/uvv56BwQFC4TCvvvoq11yzjba2NvwBf0PbuZ4KjBVFuWKZxSKnTp3i9OnTSClxOBw4nE7a2tsZGBwgEonQEg5VL81WLp2bpkmhUCAYDDK4eRDLLDIyMkJ/f78KjC+DUhopD80tLYRCIQBWV1fp799EZ1cnQ0NDpFIp7HY7wWAQr89HKpViZnqa6ekZpianME0Ll8tFIBioSRWyVDrNWjKJ3+/nwI038uQTTzA6coqenl5mpmdKqcTyOWx2W3WEtlFW4nEikSjbtm/nqSefxLIsTp0aYXh4mGQyyZEjR7hm2zYCgUBD26lpGgcP3s7CwkJpKg2lYNntdtPU3ExzOTdwsVikpSVEIBhkZmaaiYkJpqemsSyLdDqNz+fD6/XWZITRbrfT3dODruvMzszS19eH1+thLZHgxPEhQuEQNpvBQmyB4eFh0uk0L730Etdeu4POrnNXbqwFy7I4cfw4B+94O81NzYyPjzE7M8Pk5CRTU1NYpsnRo0fZc911DT0hisVirK6scM22bXi9XlYTCUZHR0mnM8xMz5SmVBTy9Bq9Df8cVajAWFGUK5ZpWQwPDzMzM4Pb5SLY1Iw9m6W5uYVQKEwkGsUfCJzzC1YIgdPlpLm5mc6uLl566WXy+XwD3sWVx+Fwli+nWsTm55FSlkbbBOTzBVZXVhFCIDSBJSVmsYjNZkPTdAyjlLPV7rBDDa+8FvJ58vk8fr+fru5uhBBkshk0TSu9fnmu5EZQLBRwu120tbViWRbw69RibrcLbYO0UwjB4ObNpFKp6m2v14vb7SaTThObn6ejowO7w042m8WZy+H1etE0DZvNhkRis9tq2kbd0AkGg2QyGRKJRGk6ghCsJZOYponP50fT9dKcaF3H7XGjazr1ngUgLYvlpWXa2lqxO+wsx5dJJBIAOOx2LCkRdS6Mci7pVIp8Plf6W+v3MzR0jHQqvSE/RxUqMFYU5YplmianRk7h8XoIt7bS2trG/PxcqcCAoaPrOh6PB9M0q4u9zi56VFokpJcWhlmNL4j0VieEoL29HU3TGB8f5+TwMAfveDutra3MzswwdGyI2blZPB4PmUyG+bk5bDYbzc3NtLW14fWVAqmdu3bhKC/SqwWrvFCssqBJCA2fz8fA4ACLiwtcc801+AOB6v2NpGk6QmjVRVgAW6+5hta2Nn75y1+yd+/eDRN8VIJKKC2ki0ajeDweho4dY3lpmV27d+N2uxkePkEoFOKWt72NwYEBMuk0Lrebnp6emi8qk1KSy2YZGx2ls7OL+fk5VldW6OrqZuTkCMVika6uLgLBANlshrfdeusb5hOuWRsB0zLRDQO7zYbNZsM0TW6+5RZGRkZIp1Ls3bu3rm06F0tWFs8aOBx2kOD1ehncPMjy8hI7du7E6/VuqPzQG6cliqIol5ndbue+D9zPKy+/wuFXD7GyssKdv3MXpycmyOdyTE9P89ijj9LT00NbezvJZJJMJkNg3ShyoVBgbm4Wr9eDzab+ZF4qTdPYfV2pLHBzSzPpdIpkMsm777wTTdOYnZllYmKcoaEhIpEIbW3tOJ1OXnzxRW4/eBC7rTR1odYBqVHORpBKpconTFZpFE4IfD4fjg1Uhc+UVjUAMU2zut1ms9HS0tLwUcM34nA4+J177qazs5PV1VXi8RWy2Sz5QoH77rsf3TD47sPf4YYDB3C73bjc7rqciKRSKRJrawSDQXRDJ5MpXfZ/7fBhjh07xnPPPoe0JF3dXdVyzPUmhMDpcJLLZkkmU2TSGRyOUnYMr8ezYQJNm82GXv4cGYZRyp5RXrDq8/mw2+0bIrPLehtjzymKotRAsVjk5RdfYmpqEtMyae/o4Jpt23jqiSf50WOPEQgE8Ho8hEIhnnn6F0xPT4OU/N4nP4Gu6zz37LOMnDzJwsIC77nzTkLhcKPf0luelJLp6WmGjh5jZnqafD6P1+fliccfZ35+nrVEgu7uHgYHN/P0z3/OqVOncNjt3H3vPWQzGWZmZhkfGyOTzbJ5cDMut6smQYDX68UfCBCPx/n6176G3eGgMxJhbnaWY0ePkUwmiXZ20tHegcPZ2LRYHR0dTE9N8b3vfo9wOFw+wZhhYmKCE8eP4/f5iEQiuDZY9cBCocCzv3gG0yySSqVpbWvFbrdjGAbPPvMM/oCf3bt3sxCLMXxiGE3XiC8vMzi4uXS1oEYpvqanppgYG2f3nj3ous6mTZvoiETYu28vc/Nz7Nq1E6/Py8jJkxx69RCaptPd012dI10Puq5zw4038pMnnyK2EAMEvX29jI6OMnLyJPlcDrvNRndPT0MDz87OLpLJFP/62GPYbDZuvOkmwuHW6ucok8nQ2dVFa2vrhkkvpwJjRVGuWJqmEYlE8Pm8mJZVCnb8fvbu24dlmbhcpUU/7e1tDA4O0tLSgmEYhMNhbrv9dkzLxGaz0d7RQV9/vypLfJm0NDcTjUbxB/w4HA4Mw6CtrQ2bzUY+n8flchEKhxjcPIjX50XXdTo6OshkMuRyWTLZDJl0upoLuRYMw6CpqYmbb74Z3TAIt7bSFAySz+fJZDJkMhnyuXx1Tm8j7dq1i3g8TqFQpLu7C4fDwUo8TiadJpvNkc1mMTdAO0tpxZrYsnUrPr8fXdfp6e0hk8lgM2wEm5rQdZ3rr7+eXC6H2+WmPdJBoVAgm80iNFFN3yeRiBpNMvf6fHR1ddHX34dhGDgcDtweD4FAgPfceSfRzk4syyr3xxyZTJpiOe9xvei6zo4dO3C7XYRbW3G6SvP2s5kM2UyGfHmfNZo/4Ke7u5tdu3cjBPRv6sfv95NMJslms2QyGQr5PHID9M8KFRgrinLFstls7L/h+uoc4srIybvvfE81oKlsa2tvrwZZmqZxz/vubUyjr3CaptG/aRPdPT3VBUwA1+3dW53jXdl2w4ED1WMihMAsFy3wuD243W50vbaLi5qamrj3/e+nUCig6zqFfJ6FxUXcHjdutxuHw462AQoT7N23r5pNpZKhw7DZcLpceDwe7HbHhrhcLYSgra2Ntra26rZbb7uNYrF4Rl94+2/9FlZlSogQzM/P43K50HSt9L9Wq5C4JBqNEo1GX7fdZrPxvve/Hyjl4nY4HHg8nlIe3jpPXdB1ncHNg/T29Z6x7xxOJy63GyNfwG5v/Aisy+Wit6+X7p7u6me7ckLhdpc+R3a7fUNN9znvkRRCPADcBcSklNeWt/0fwCeAhfLDPielfLR83x8BHwdM4A+llP9ag3YriqJcsHMFBWf/IRZCVLdtpD/SV6pzzc9dfwzWb6v839LSQrFYxDAMunt6cHs8NZ/nK4SoVt3TXS4iHR1s2rSJaGcnwWAQ+wa5/Ht2RbhIJILT6SSRSNC/qX/DzIc+F33dgrwKUX4vlcWavX29GIZBa1sbjg1Qya+pwrNrZwAAJddJREFUqQmHw8H01DRbtm7F1aB8wesDciEEW7ZsoVgokkql6Ovva/h+qrRLW3c83W43HZEImwY20dXdTSAQ2DCfIwBxvstQQohbgSTwd2cFxkkp5Z+f9dhtwLeA64EI8ASwWUpp8hvs27dPvvzyyxf7HhRFUZS3mInxcaQEv9/PwkIMAH8gQCAQwGG3Mzo2RktzMz6/H03TGBoaor+/H4fDUQ2Oa10S+lwqpWwrgehGGIl9I6Zpks/lcboaH0jCr3PvdnV34/V6MU2T2Pw84dZWDMMgm80yPjZOa1srXq+XbDbL1OQk12zbRqFQqI6M1nqfx5eXSaVSNDU3o+t6KaUg0NbWRjKZLKXH83iqbXQ6nRuqH+Tz+Wre9o1qfUno9YFzvQghXpFS7jvXfecdMZZS/lwI0XuBr3U38D+llDlgTAgxQilIfu5CG6soiqJcuaSUpJJJRkdHMQyD3t4+ZmdnGRsdpau7m/b2dkZGRvD5fBx97QgtoRZuOHCAF59/gdZwuDyFonGjn0KIDR1wrKfrerVs9kZgWRYvvfQSgWCQZDLJ8WNDjIyc5L4PfIBcLsfU5CQjIyOkkkluP3gQwzB4+aWX2HrNNTUp4vJGJiZOMzs7w+0HD/Lzn/2MQj5fzUiyb/9+ho4N0dbexrbt2zfkuoN67quLtZE/R5cSon9aCHFYCPGAEKKpvC0KTK57zFR5m6IoiqIgpWR+fp6FWIxkMokQpakuJ46fYGZmhrW1JGNjYxSKRY4ePcKR145gWRZDQ8dIJlMbYrGb8uZZlkUul2Pk5EnS6TSZdJqp6WleeOEFspkMsfl5Tp48STKZ5KUXX2RhYYHV1VWODx2nWCzWbJHluczMzDA8PIyu67z80sssLS2xvLTEiy+8iKHrDA8PlzLYKFekiw2M/xuwCdgNzAJ/8WZ/gRDik0KIl4UQLy8sLJz/CYqiKMpbnpSSQ4cOYXc46IhEiHZ28rZbb8XucNDS3MKe6/bw0Y9+jAMHDuD3B6qr/VOpFKl0SlUffIvK5/MsxGLV2z29vdx5153VIi0rKyskk0ne9a53E4lEEQhSqRTJVJJ0OQNJPUgpWUussrSwiGEYpFMpdu7axa7de8hmMjQ1NzM1NUVsPnb+X6a8JV1UYCylnJdSmlJKC/jvlKZLAEwDXese2lnedq7f8bdSyn1Syn1hlRtUURTlqiClZHLiNH5/gObmZqSUJJNJdF3DsJVSYwWCAb75jW8QiUS4/eBBhBB0dnaxEo+zEo83+i0oFyGbzTI5OUlnZxfO8uK59fNKOyIRwuEw//1v/z8OHTrE1PQUhWKRSCTK1ORk3U6IKnOZ7eXS09HOKD//2c956NvfZmxsrPQgKZGoKphXqovKLyKE6JBSzpZv3gscKf/8feCfhBBfpLT4bhB48ZJbqSiKolwxdMPAskws06RYLHL0yBE6O7sIhcLksjlGR0fLif876e3tBSinTDM2dHYF5Y2VFs4ZFIsFZHm+7nqt4TDGrl1EIhHS6Qx+vx9NaBQLBWy2+qXz0jStWkFQCMFtt9+OZUlODg8zPz9feTM1y6GsNN6FpGv7FnA7EBJCTAF/AtwuhNhNqVz3OPApACnlUSHEvwDHgCLwB+fLSKEoiqJcPQSCYLlQRjabpVgscuzYMaKdnbS0tJBMJXn22WfJpNMsLy+zshKntbWVTCaD0+XE4XQ2+i0oF8EwDPyBUmEH8xzFMCqp+gqFAna7vVT+2bCRzWbx+X11OyGqZDpZPx5cKOQRmiAUDgHl1Hj6xslCoVxeF5KV4sPn2Py13/D4LwBfuJRGKYqiKFcoAV3dXSwtLpFIJCgWi5w6OcKNN91EKBxicWGBp554gp6eHl55+RUy6TTvuesu0qkUfp8Pj8fT6HegXASHw0FHRwfL8TiFQgEoBcMulwuhaayurnJy+CRPPfkk6Uwal9OJzWYjk8nQ0tKCzWarSzs1TcMwbNhsNqSU/PKVV5ibm6NYNOnp6cU0TVxuF463QOYH5eKoyneKoihK3Wiaxv79+/nhD39IIpHA5/Pxf/+XL1QvlXs8Hv7+n/7xjEvnhUKBzq7OctUzNVL3VqTrOn6/n6ZgE0Y5yPX5fPzpn/1Z9VhHolFuvf22aq7ikZERop3RuleVC4dDpFLd5HI5/s1HPlJd+KdpGvPz82zdsoXOzs66tkmpn/MW+KgHVeBDURTl6iClrKZss9lshEKh8z7HsizGx8er1dyUt6bKcWxvbz9n/t/18YgQpawUC7EYPb29dS1QEo/HyWYyhMLh1wXlmUyGZDKJ0+nE7/fXrU3K5XVJBT4URVEU5XKpzCUNhUIXHOwIIYhGo3W7nK7UxvmO49n9weVy0RGJ1KNpZ/D7/Xi93uq85kq7KtXk7Pb6LQZU6k8FxoqiKErdvZkgdyNXyVIu3Js9jpqmNeS467p+zsV+lZLUypVNTdZSFEVRFEVRFFRgrCiKoiiKoiiAmkqhKIqyYUkpKRQKnBwexuFwEAwGCV3GSqHFYpG1tTXy+TxtbW2X7fdeiEwmg5QSwzCw2WwIIcik0xQKBXx+P8VCgUQiQS6XQwhBSyiEYRjk83ly2SyBYBAoZazIZDIsxGJEolHsdvtlu9xtWRa5XI5UMonP78fhcGBZFrH5eSwp8Xg8BAKBy/JalyqbyZDL5c7YL+l0msXFRSKRyGXdLxdLSsnqygqarmO327HZbCwsLGBZFrqmYbfbCTY1kclkSKVS6JpGc0sLAEuLi+TzeTRNo629veZtrXw2AoEAmqZV+5llWXi9XnK5HGtra1imiWGz4fP5sNlsJJNJlpeWaWtvw+1213wu8vzcXCntnduN1+sln88TX16mUCwSDoerJbcbybIsTNMkm83icrkwDAPTNFmIxbAsC5/fj8/na2gb11OBsaIoygZVLBYZGxtjYmICgJaWFvyBQDWQfCNSSpaWlnC73aU8sW/w2Hw+TywWI5FI1C0wllKSz+UYGRlBE4KOjg6amptJrK5y+vRpkskkNxw4wNraGmNjYySTSXw+H/5AgEw6zezsHIuLC9zytrcBsLS0RCwWI7mWpLmlBcO4PNXxpJRkMhmGT5ygWCzS2tpKIBjEbrdz/PhxgsEg7R0dGyIwTiQSTE9Nsby8zM233ALA4uIiC7EFUqlkXfMAv5FKYDR8YhhN12hubqatvZ25uTkKhQK5bBaHw8G+/fs5OTxMKpXC5XJhSYnP52NsbAzTNGkqP6+WEokEy0tLzExPc/2BA1iWxerKCuMTE0gp6e/rI5vLsRCLkc/nSafTDA4O4vP7OT40BAiCTcHf+Nm7VJZlsbi4yMTEBIV8AY/Hw45dO5mYmCCxmsCwGQQCgQ0xNz+dTjM+No7QBD09PbhcLjLpNENDQ6W+aberwFhRFEU5v1QqxTe//nVuvvkWTp06xeFDh+np6SUU/nVGh/Ur5is0TeOnTz3F9mt3MDA4UM39W3msZVkIIchms4yNjjI9Pc3+/fvr9r5isRjffOAB3B4P991/P03NzRw5coRHfvADYnPz3HDgAJOTkzz986dJrq2xc/cuNg0McHxoiCefeILDhw5XA+OXXnyRE8dPcOttt1EsFrlcKUilZTE3O8uX//pv2LFzJ6FwiEg0Sl9vLz985BHee/fdRKLRy/Jal+r40BA/evQxjh8fqgbGzz/3PGOjo7zt1lspFotYltXQNmazWcbHx3nooYco5PNsv/Za7nj7HSzEYqRSKY4dOUo2l2Pvvn1844EH8Pv9tLa10TE2xvU33MBPf/pTQi0t3HrbbTVv69EjR3n2mV9wfOg4u/bsoZDPc+zYMR5+6Du43C7e9e5343A4WFlZIZVK8fiPH+f++++nq7uLbzzwdT7+iU+gCe2y9cVzKRaLPP6vPyabzTI9PU0mnWZg8yAPfftB+jdt4ppt11QLqTTa5OQkf/1Xf8nOnTu5+957EUIwMzvLIz/4AR/44AfRNliGDxUYK4qibFDFYpGRkyN8+g//kFtvu418IY/T4eCxRx/lyGuvoRsGO3fupLm5mUOHDrG0uIjNZuPue+7hB9//AWNj43R3dzMxMUGxWOTmW25mZWWFZ37xC6LRTu567+805H21d3Rw8I63k8/nq9v27d/P3Nwcx48fr7735uZmfH4f4XAYn8/HdXv3kkgkyGaz1edFIhFi8/M8/J2H+OCHPoSznE7rUglNo6e3ly/+1V/ywvPPs7S4iGWaNLe0sJZI8MJzz6NpOq2trZf8Wpdqz3XXsbS0hGmZ1W2dnVGWFhd+vV82bbos++ViuVwuBgcH+dzn/3e+9/B30XWdQqHAwTvu4NjRY1iWRT6XI5fL0dTczG23347T6eTpn/2c99x5J4V8npMnT6LrBv2bNtW0rfv27yPcGmZ8/EulKT7ZLEIIenp78Pv9WJZFW3s7O3bs5MiRI1x33R7Cra3Y7Q5a29r40WOP4XA6GBwcxOVy1aSNpmly6NVX+djvfZzlpWWOHT3KqZERNm8eZHR0lJnpKX77Xe+iqamp4VMpOqOdfOpTv8+LL74AgNPppLmpibW1NZ75xTMYhkHLBeQzrxe1+E5RFGWDEkJgt9sxdB23x43f78fucHB8aIi9+/ezZ88ejr52hEQigdfrpSMSoaOjg/n5eZpbmtm6dSvdPd1MT01xz733sLi4SLFY5M677mJ1ZYVCPl/TUa03YhgGhmGcUcXOZrOVKp6Vv8RdLhcut4t8Ps/Q0BCnRk5hFs3XPW9xcZGVlRV27dpNfDl+RrB9qSrpuV58/gUMw8Dv9zM7M0NXdzeWtCgULt9rXQrDMNDP2i8LCwskVhPs3LmL5aVl8g0ePRRCYOg6S4tLxBZipfnQgSC6rjN84gS6rrNl61ZsNhv5fJ7XDh/ml6/8kng8zuTkJE1NTXi9XjKZTM3bahgG9nVTTzxuN4ZhMDc3x6mRU7hdbvw+H0WzyOHDhxjYvJmWUAvFYoFkMlkNni9nXzyblJJ8Po/DbsftduFwOigUCoyPjRPwB+jp6WFxYbEhn++zabqGw/nruc6pVIr5+Xm6u7spFgsbZmS7QgXGiqIoG1hlvmw6nWZlZYVkMkk8HqejvZ22tjaWl5cpFAp4vV6amprKc3EzuFwumluaCQaDmKbJwOAgmXRpwdvg5s2YlkmxaGKZ9b3EXinwcb7tXp+PSDRKW1sb0pLE5ucpFAuve24gECAcDqPrOul0mqJpnv2rL0olsFlbW6MlFELK0pxsm91Od08P+Xy+tICwwVMUoLzvztpWWahZ2S9m8fLsl4tlmiapdJpCsdRXHQ5HNcg9fXoCgSDa2VkKkLdsJVge6TRNE0PXae/owOPxsLaWwLKsmgZ8QghY189yuRymaeLz+fD5/eTyOXL5PMVCgVMjI0Q6OvD7/TidTnp7e8jnc+SyOYrFYu3aCAhNIKXEKleTFKK0MNHr8yFlKQDdMNbtT618wt/d00M2myW7QT5HFSowVhRF2aCEENhsNrLZLBMTExw9coT5uTmQkMvlSyNS5e8bp9OJ0+nEMAwkEk3TMItFTNPE7SmV35VSYpkmZqFYDToaPff0jTQ1NTEwMMCWrVvpiHSQyWbO2dZt27eze88eRkZGKBQKly1gKhaLJJNJTp8+zbvvfE95Ff0CXV1ddHd3k06lWEskNuz+u3bHDnbs2nnZ98vFKhQKxGIxdF2nv38TwaYgM9PTWJbF/HwMoYnqtJR3vPMd3HzLLWzZuhWv10tXdzfd3d04HA6WFhfrHkQtLS2RzebYsnUru/fsYXk5zuLCAvl8gZnpGULhcPXE9OAddzA7O0syuYZZw8AYIfB4vCRTKRKrq9WT4Tt+6+04XU6mpqYwTRM2wIjx2TzrjulaIkEqldpQnyM1x1hRFGWDcrlcvPeeu/mHv/8H4vFlQuEwn/70p2lrb+eHjzyCrmtEo53nfG4kEuXEieEzLuduv3Y7hw8d4ktf/CJFs4jdYcdm35hllguFAt958EEOHzqM3WHnj//kT/B4PK973OTp0wwNDWFZJh6vF8O4PF9rNpuNtbU1vv4/vkYgEGDv/n309vexsLDAa4dfw7DZ8Xh9aBu0EtrE+Dgnjh+v7hfdaHyqtmKhwFe//BVM0+S6vXu5/oYbmDxdmSbhqz7uq1/5CmuJNVpbW7np5ptZWlri+PHjLC/HCTQ11X2fd/f0sLqa4NFHHgHgw7/7bwgEAsRiMToikepVnUQiwXPPPofdZi+dpNYwE4hhGNzx9rfzyPe+z/z8PF6fl8HNg/zspz9lfn4eIUoBKBtsYRuUFmLGYjFeO/waDqcLl9uzoT5HotFnkQD79u2TL7/8cqOboSiKsqFYlsXa2hrpdLqaLzUcCrG0vEwumwNBabGZw4EAKn/NhRDkyguGLCkp5PN0RCLV/LCpZBLDZiMUCpHP5ykUCrSU88XWSyKRQFoSu6MURAghWF1dJZvN0traimmaLC8vk0mnEUIQiUbRdZ1kMkkymaSjowMo5UPOZrPkcjk8bg8ut+uyBMeVOZyx+RgCicfrxel0ohsGq6urFItFPG43/g2Qrg2ojry1n7Vf8rkcbo+nmj+2USpTUxZiMQDcbjeBYBDLtIivxHG73fh8PqSU1RRuhmHg8/lwOp0k15Lky3O665FasJLKMBKJAKX9GV+OI5E0Nzdjs9kwTZN4PE5bW1t1MeHq6ir5fJ6A34+jfAWnFqSUJJNJVldXMU0Tm2HQEYmQTCbJ5XJIKXE6nXi93oYvvqvmA0+l8Pv9GIZBsVisfo68Xm/d07UJIV6RUu47530qMFYURdnYKn+n13/BmeW5tG82Z69lWaWCCrre8C/M85HluZPwxnOT69WGRr3+lWT9vgR+4/6sXFpfv6CwkSr9cKP1BdM0q+3ZKG16K/hNgbGaSqEoirLBnesL72KLWGiatiGCjXw+X8pUUB49glLbhBDVVepCCDRNQ9d1crkcdru9rm23LItisXjBJxGVRWGVIKVQKFTnide6nZXXPt9rVYLT9QFqPp+vW4W0fD6P3W6vznEvFovVgjVSyur+1jQNy7LIlgt/1DPoq8y9rxx3q3ISahjVdlZOTDVNI5/Po+t6Q042G13N8EJUrhZc6HE0TRMpJbquV3+u/B2oh8b/dVQURVGuGpWg7PTEBLOzs1jlQhpzs7Okkkny+Tyjo6OcHB5mbHS0Wjb22NGjpNPpurY1n89zemKCVCpVDYTO9V4q/9LpNInVBNlMKc/y6YkJpqemat7OXC7H4uLiOV/r7DZWHh+Px8lkMuSyWY4dPVoNQGpJSsmJ48dJpVLVxY0jJ09WL/3n83kmxseJx+PVjCClSnL1FY/HmZ6aqva3eDzOcjxevT+fz1ezwwCMnholvrxcDaCVM6VSKU4cP37O/nV2/5RSEo/HiS8vI6VkeXmZ2Pw8a4lE3dqrRowVRVGUulpaXOTQoUO43W6KhSJf/fKXCQaD7Nu/n8Etm6tByeFXDxFubeWj/+5j/OB73+ff/d7v4fV669bOeDzOQw8+xL//9B+cc6Q6vrzM4uIi/kAAs1jk4e98h8nJSX73Ix/h2h07eP6553C7PfT29dW0na+++iq5bJZgMHjO+2OxGGtra3jcbrw+H3/y+T9mYHCQm26+iUg0yuM//jG9vX34A/6azkO2LIsfPvIIH/zQh5idnePBb3+bAwdu4Llnn8Xj8WC325mdnWP01Cnu/+AHcLvdPPrID9mxc2ddR0ZfO/waY2Oj/O5HPsKzzzzDww99h+bmZj73x58H4Ktf/grpdIrNmzdz3wc+wPT0NLHYPK2tbVyz7Zq6tfOtYnFxkR8+8gjbtm9/3efIsiymp6dZWVlhy5YtvPzSS3z34YcJ+AN87o8/j7Qsnn76aTo7O6vVLmtNBcaKoihK3UgpGR4ehvLl6LnZWXx+P5u3bKGzq4tQSwt2u52x0TFaQi0EgoHSyFF8mXQ6RaFQqPnUhIp8Ps/k5GR1aoRpmqVRzbFxiuX8uk6XE5/Ph2maRCLR6vQAKSVra2sUi8WaTwc4NTKCz+ejr6+vOuq2uLDASnkhmM0wCASD+LxedMNg//XXs7q6QrFYRNM0XC4XE+Pj9PX3E2wK1qSNhUKBlXicbDaLZVl0dXfxjne+A01oLC0t0d7RQW9vH/2bNvHa4cMU8nkKNhvL8WWy2Swul6tu02hWV1aIzc1jGAY9vb20hFpwOBzV+7dv38b09DS5XA6AYDDA5OlJUsmUCozPkkqlWF1ZOaNaZS6XI5lMMjs7C1Jis9tpbm7+9f5uCWEYpWkpfr+f6anpun3mQU2lUBRFUepISsn4+DgOpxO73c7K6gp2ux2fz4fDYcdmt9PZ2YlpmrS1txONRoHSXM50Ol0NRurRTrNYJJVMoglBMplkcXGxNOUjlSKdSoEAn8+H2+3G6/XS3tFBRzmLAYAQGkXTJJlM1rStc7Oz5UpyAbKZDFOTkywtLZFKJkmn0+i6jt/vr6az27FrJ06nEyjNUW1paWF6erqmBSEKhQJLS0s4HE40Xaejo4MbDhxgLZmkpaWFzs5Oenp7iEajeLxe7HZ7dc5ucm3tnFNZaqGSQSGTzaBpGh0dHYTDYbzrsiZsGhw84ziHQiHS6RQzszN1aeNbSSWLTKU09uLCAnNzcywvLZFOpUhnMjgcDpqbm6v7u7W1tL+FELjcbhKJVVLJ+hUrUSPGiqIoSt1IKZmfnaOjvQOX28X8/DxTk5NkMhmSySRSwsDgAK+++it27NhBX38/QghaW9tYW1tjrVz+utZM08Q0Tex2GwjB6KlTnJ44TTqd5p5778EoLxg7+996waYm8rkcC7FYTdPhJRJrSMvC4/Fw+vRpHnv0Ufbt38+1O3bgdrtf1y5d16v5bW2Gjfb2Dk6fniCTrV255Xw+z/z8PG1trTgdDnRdx7IsfvToo3zmjz5LT7ma4CuvvEJ/fx/NLS0gBKFQmPn5GD6/vy6jhsViESHAVl5oV11Qt25+bGWRaEVrWxvFYpHlpaWat++tZnV1lWQySWtrG0IInn/uOZKpFD09PVx/ww2v++ys75sVUoKkfhnUVGCsKIqi1JXT5SplHzAMItEoe/ftIxItjcDNzs0yMDjA8PETHDhwgEgkQqFQIJvJYLeXRpTrQdM0NF0vFUiRkh07d9LT08Pp06d56qmncDqddHZ20tvX94YBWz6Xw7IsXG53bdsqBFKW2tzX38/777uf06cn+MXTT2PoBtftve4NA0tLWmSyGZwuF0YN5/FqQsPhcFanUhwfGuKnP/kp77vv/USjUSzLYmJ8nIe+/SD/z5/9vwSDwdLCvGwWt7t+0ygMw0BKSeFNVK3LZDIIrfT+lDPZDBuGbpAtn3T99rvfTSwWY/TUKP/6ox8RCoXp6u6q5iU/l1LJ8/pl+1CBsaIoilI3Qgg6uzrJZDL4ij5aW9t47fBhRk6eZM/e6+jftIn5+XmCTU04nE40TUNKSSKRwO/3160QQCVVnGGURow1TcPr89HX3097Rwdm0WRtbY2jR4/S1dV1zoVv6XQah8NBKBSqaVvDrWFsNhvxeJyWUIjmlmZcbhf5fB7LspicnMTt9hBsCtLU1HTGc4vFIrH5eTYNDOA+R2XBy8XhdBCJRFhYWCCRSDA6OspTTz3JgQMHEEKQz+WYmZmlUCjw0IMPcuNNN5FKpkgmk4RbW+s2x1QIgVZOvXahlhYXcTqddSk88lYTbAriD/hZWFhASolhGIRCIVzlk+NMOsPS4hKLCwtsveaaMxZ/VubLO+pcofO8gbEQ4gHgLiAmpby2vO2fgS3lhwSBFSnlbiFELzAEnCjf97yU8vcvd6MVRVGUtyYhBL29vQyfGCafL9DU1FRasCQEnZ2dhEIhzKLJ9TfccEZAaXfYcblcdQ2QDMOgqampmie4UonN5/NRyBcQmsC0zOql9XA4jK5rNLe0lPMXGzidzur8ylqJdnbisDuIx1cIhcM4HA4cDgdSymr1RLvt13N2A4EAAwMDtLS0YFlWqZJgJIKnhiPbhmEQbAqWUnaV99WePXvo7evD5/WStzvo6ICbb7mFYFMQu91Ozshit9txu911GzEWQuB2larwVXIqD2zejCwXHAHwer1EotHqSdry8jI+n6+uGVPeKirz7y3r14V6Kv0TYC2xhpSSbO7Xi/MGBgcxyyP2mUyG5uZmAn5/3dp8ISPG3wC+DPxdZYOU8oOVn4UQfwGsrnv8KSnl7svUPkVRFOUKIoRgcHCQsdFRpLQINgX5xKc+hWVZ1VFagHvfd2/1OZqm0dnVhbOOmQkAHA4H/Zv6z5nj12a30d7eTnt7e3XbwOAAMFC9HQqHcblcNU81NjAwSDK5xtrambleK3NkBwcHz9geiUSqpY4XFxfRNI1oNIq7hoGxruu43W5C4TA+r5ft27dz4MYbf+NzRkdHiXZG6144oyXUQjTdSaFQQNd1brvttjPuD4fDhMNhoDSqmUqmCIdbiUTeeDrA1crhcOD1+QiFQ+c8hj6/D5//zKtAt956K0D1pK63r6+uo/EXVBK6PBL8SGXEeN12AZwG7pBSnnyjx52PKgmtKIpydah852QypVX/69Ngwbmr/EkpSSaTuN3uuuaztUyTbDaL3eG4qIqBmUwGIUQ1A0StVFPEWRbONzk6bZom6XS6OtpZywC0chxdLtcF5UuupLrzeDx1DYzz+TxmsVg97r/ptSuFXWw2W7WCn3KmYrFIJpPB6/W+qf0jpaRQKFQr313Oq0W1LAn9NmBeSnly3bY+IcSvgATweSnl05f4GoqiKMoVovLFWAkWL/SLsp6X0yuEpuF0uS462Dk76K+VSwkaNE2rjhTXI6h7M8exMspcbzabDaOcleJCuMp9RAXF53Ypx9Fms51RvrweLjUw/jDwrXW3Z4FuKeWSEGIv8F0hxHYp5etq+QkhPgl8EqC7u/sSm6EoiqK8lbyZILcyJaDeLjXYqee82IttZz337Zt9rUYFm2/mdVVAfH4X28cq+7Xe+/eiP7VCCAN4H/DPlW1SypyUcqn88yvAKWDzuZ4vpfxbKeU+KeW+ylwdRVEURVEURWmUSzmd/S3guJRyqrJBCBEWQujln/uBQWD00pqoKIqiKIqiKLV33sBYCPEt4DlgixBiSgjx8fJdH+LMaRQAtwKHhRCvAg8Cvy+lXL6M7VUURVEURVGUmjjvHGMp5YffYPtHz7HtIeChi23MC8+/wHcefPBin64oiqIoiqIor3PfB+5n//XXn/dxG6ryXSaTZm5urtHNUBRFURRFUa4gmUzmgh63oQLj2w8e5PaDBxvdDEVRFEVRFOUqdEEFPmreCCEWgBSw2Oi2KA0VQvUBRfUDpUT1A0X1AQVq0w96pJTnTIm2IQJjACHEy29UhUS5Oqg+oIDqB0qJ6geK6gMK1L8f1LeMkKIoiqIoiqJsUCowVhRFURRFURQ2VmD8t41ugNJwqg8ooPqBUqL6gaL6gAJ17gcbZo6xoiiKoiiKojTSRhoxVhRFURRFUZSGaXhgLIR4lxDihBBiRAjx2Ua3R6kdIcQDQoiYEOLIum3NQojHhRAny/83lbcLIcRfl/vFYSHEdY1ruXK5CCG6hBA/EUIcE0IcFUL8h/J21Q+uIkIIpxDiRSHEoXI/+D/L2/uEEC+Uj/c/CyHs5e2O8u2R8v29DX0DymUjhNCFEL8SQjxSvq36wFVGCDEuhHhNCPGqEOLl8raGfSc0NDAWQujAV4B3A9uADwshtjWyTUpNfQN411nbPgs8KaUcBJ4s34ZSnxgs//sk8N/q1EaltorA/yql3AYcAP6g/JlX/eDqkgPukFLuAnYD7xJCHAD+FPiSlHIAiAMfLz/+40C8vP1L5ccpV4b/AAytu636wNXpoJRy97q0bA37Tmj0iPH1wIiUclRKmQf+J3B3g9uk1IiU8ufA8lmb7wa+Wf75m8A967b/nSx5HggKITrq0lClZqSUs1LKX5Z/XqP0hRhF9YOrSvl4Jss3beV/ErgDeLC8/ex+UOkfDwJvF0KI+rRWqRUhRCdwJ/A/yrcFqg8oJQ37Tmh0YBwFJtfdnipvU64ebVLK2fLPc0Bb+WfVN65w5Uuhe4AXUP3gqlO+hP4qEAMeB04BK1LKYvkh6491tR+U718FWuraYKUW/hL4DGCVb7eg+sDVSAI/FkK8IoT4ZHlbw74TjMv5yxTlUkgppRBCpUm5CgghvMBDwH+UUibWD/yofnB1kFKawG4hRBB4GNja2BYp9SSEuAuISSlfEULc3uDmKI11i5RyWgjRCjwuhDi+/s56fyc0esR4Guhad7uzvE25esxXLoOU/4+Vt6u+cYUSQtgoBcX/KKX8Tnmz6gdXKSnlCvAT4EZKl0UrAzbrj3W1H5TvDwBL9W2pcpndDLxXCDFOaRrlHcBfofrAVUdKOV3+P0bpJPl6Gvid0OjA+CVgsLwK1Q58CPh+g9uk1Nf3gX9b/vnfAt9bt/1/Ka9APQCsrrusorxFlecEfg0YklJ+cd1dqh9cRYQQ4fJIMUIIF/AOSvPNfwLcV37Y2f2g0j/uA56SKgn/W5qU8o+klJ1Syl5K3/1PSSl/F9UHripCCI8Qwlf5GXgncIQGfic0vMCHEOI9lOYZ6cADUsovNLRBSs0IIb4F3A6EgHngT4DvAv8CdAMTwAeklMvlAOrLlLJYpIGPSSlfbkCzlctICHEL8DTwGr+eV/g5SvOMVT+4SgghdlJaUKNTGqD5Fynl/yWE6Kc0etgM/Ar4iJQyJ4RwAn9PaU76MvAhKeVoY1qvXG7lqRT/SUp5l+oDV5fy8X64fNMA/klK+QUhRAsN+k5oeGCsKIqiKIqiKBtBo6dSKIqiKIqiKMqGoAJjRVEURVEURUEFxoqiKIqiKIoCqMBYURRFURRFUQAVGCuKoiiKoigKoAJjRVEURVEURQFUYKwoiqIoiqIogAqMFUVRFEVRFAWA/x/QCg5D7tRlfQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"figsize(12, 8)\n",
"imshow(sample[\"png\"])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "precious-frank",
"metadata": {},
"outputs": [],
"source": [
"for sample in ds:\n",
" if \"span\" in json.dumps(sample[\"json\"]).lower():\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "instrumental-share",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{ 'filename': 'PMC5651224_004_01.png',\n",
" 'html': { 'cells': [ { 'bbox': [7, 2, 74, 13],\n",
" 'tokens': [ '<b>', 'P', 'r', 'e', 'd', 'i', 'c', 'a',\n",
" 't', 'i', 'o', 'n', ' ', 't', 'o', 'o',\n",
" 'l', '</b>']},\n",
" { 'bbox': [90, 2, 208, 13],\n",
" 'tokens': [ '<b>', 'P', 'r', 'e', 'd', 'i', 'c', 't',\n",
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" 'tokens': [ 'D', 'C', 'P', 'G', 'N', 'T', 'R', 'W',\n",
" 'N', 'E', 'D', 'E', 'E', 'T', 'C', 'T']},\n",
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" 'tokens': ['7', '5', '-', '9', '0']},\n",
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" 'tokens': ['B', 'e', 'p', 'i', 'P', 'r', 'e', 'd']},\n",
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" 'T', 'T', 'T', 'V', 'H', 'P', 'T', 'T',\n",
" 'T', 'E', 'Q', 'P', 'D', 'D', 'K', 'F',\n",
" 'E']},\n",
" { 'bbox': [291, 122, 314, 133],\n",
" 'tokens': ['2', '2', '-', '4', '6']},\n",
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" 'tokens': ['D', 'P', 'K', 'D']},\n",
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" { 'bbox': [90, 144, 175, 155],\n",
" 'tokens': [ 'P', 'G', 'N', 'T', 'R', 'W', 'N', 'E',\n",
" 'D', 'E', 'E', 'T', 'C']},\n",
" { 'bbox': [291, 144, 314, 155],\n",
" 'tokens': ['5', '6', '-', '6', '8']},\n",
" {'bbox': [347, 144, 358, 155], 'tokens': ['1', '3']},\n",
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" 'tokens': ['B', 'c', 'e', 'p', 'r', 'e', 'd']},\n",
" { 'bbox': [90, 155, 128, 166],\n",
" 'tokens': ['A', 'N', 'D', 'N', 'D']},\n",
" { 'bbox': [291, 155, 314, 166],\n",
" 'tokens': ['2', '2', '-', '2', '6']},\n",
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" 'tokens': ['T', 'T', 'T', 'E', 'Q', 'P', 'D']},\n",
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" 'tokens': [' ', 'T', 'R', 'W', 'N', 'E', 'D', 'E']},\n",
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" 'tokens': ['8', '0', '-', '8', '6']},\n",
" {'bbox': [347, 176, 353, 187], 'tokens': ['7']}],\n",
" 'structure': { 'tokens': [ '<thead>', '<tr>', '<td>', '</td>',\n",
" '<td>', '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '</thead>', '<tbody>',\n",
" '<tr>', '<td', ' rowspan=\"3\"', '>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '<td>', '</td>', '</tr>',\n",
" '<tr>', '<td>', '</td>', '<td>', '</td>',\n",
" '<td>', '</td>', '</tr>', '<tr>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td',\n",
" ' rowspan=\"7\"', '>', '</td>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td',\n",
" ' rowspan=\"3\"', '>', '</td>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td',\n",
" ' rowspan=\"3\"', '>', '</td>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '</tbody>']}},\n",
" 'imgid': 322190,\n",
" 'split': 'train'}\n"
]
}
],
"source": [
"ppx(sample[\"json\"])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "adjusted-import",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
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" 'html': { 'cells': [ { 'bbox': [7, 2, 74, 13],\n",
" 'tokens': [ '<b>', 'P', 'r', 'e', 'd', 'i', 'c', 'a',\n",
" 't', 'i', 'o', 'n', ' ', 't', 'o', 'o',\n",
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" 'tokens': [ '<b>', 'P', 'r', 'e', 'd', 'i', 'c', 't',\n",
" 'e', 'd', ' ', 'e', 'p', 'i', 't', 'o',\n",
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" { 'bbox': [291, 2, 327, 13],\n",
" 'tokens': [ '<b>', 'P', 'o', 's', 'i', 't', 'i', 'o',\n",
" 'n', '</b>']},\n",
" { 'bbox': [347, 2, 414, 13],\n",
" 'tokens': [ '<b>', 'A', 'm', 'i', 'n', 'o', ' ', 'r',\n",
" 'e', 's', 'i', 'd', 'u', 'e', 's',\n",
" '</b>']},\n",
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" 'tokens': ['8', '0', '-', '8', '6']},\n",
" {'bbox': [347, 176, 353, 187], 'tokens': ['7']}],\n",
" 'structure': { 'tokens': [ '<thead>', '<tr>', '<td>', '</td>',\n",
" '<td>', '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '</thead>', '<tbody>',\n",
" '<tr>', '<td', ' rowspan=\"3\"', '>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '<td>', '</td>', '</tr>',\n",
" '<tr>', '<td>', '</td>', '<td>', '</td>',\n",
" '<td>', '</td>', '</tr>', '<tr>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td',\n",
" ' rowspan=\"7\"', '>', '</td>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
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" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td',\n",
" ' rowspan=\"3\"', '>', '</td>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td',\n",
" ' rowspan=\"3\"', '>', '</td>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '<tr>', '<td>',\n",
" '</td>', '<td>', '</td>', '<td>',\n",
" '</td>', '</tr>', '</tbody>']}},\n",
" 'imgid': 322190,\n",
" 'split': 'train'}\n"
]
}
],
"source": [
"ppx(sample[\"json\"])"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "empty-craps",
"metadata": {},
"outputs": [],
"source": [
"src = iter(ds)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "vertical-thumb",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sample = next(src)\n",
"figsize(16, 8)\n",
"categories = [\"black\", \"blue\", \"red\", \"green\", \"orange\", \"yellow\", \"cyan\", \"magenta\"]\n",
"imshow(sample[\"png\"])\n",
"for a in sample[\"json\"][\"html\"][\"cells\"]:\n",
" if \"bbox\" not in a:\n",
" continue\n",
" x, y, x1, y1 = a[\"bbox\"]\n",
" plot([x, x1, x1, x, x], [y, y, y1, y1, y])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "neural-durham",
"metadata": {},
"outputs": [],
"source": [
"_stop = False\n",
"def vertical_runs(im, margin=5):\n",
" im0 = im.copy()\n",
" im0[:margin, :] = 0\n",
" im0[-margin:, :] = 0\n",
" im0[:, :margin] = 0\n",
" im0[:, -margin:] = 0\n",
" if _stop:\n",
" clf(); imshow(im0); raise ValueError(\"_stop\")\n",
" marked = im0 * arange(im.shape[0])[:, newaxis]\n",
" lo = np.amin(where(marked==0, 9999, marked), 0)\n",
" hi = np.amax(marked, 0)\n",
" output = np.zeros_like(marked)\n",
" for x, (i, j) in enumerate(zip(lo, hi)):\n",
" output[i:j, x] = 1\n",
" return np.maximum(output, im)\n",
"def text_outline(im):\n",
" return np.maximum(vertical_runs(im), vertical_runs(im.T).T)\n",
"#imshow(text_outline(im))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "solar-strength",
"metadata": {},
"outputs": [],
"source": [
"import scipy.ndimage as ndi\n",
"\n",
"def remove_rules(im, h=60, v=60):\n",
" mask1 = ndi.maximum_filter(ndi.minimum_filter(im, (v, 0)), (v, 0))\n",
" mask2 = ndi.maximum_filter(ndi.minimum_filter(im, (0, h)), (0, h))\n",
" im = (im - mask1 - mask2).clip(0, 1)\n",
" return im"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "played-sensitivity",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f9eacdf8d60>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"figsize(20, 10)\n",
"sample = next(src)\n",
"image = sample[\"png\"]\n",
"binary = (np.mean(image, 2) < 0.9).astype(np.uint8)\n",
"binary = remove_rules(binary)\n",
"subplot(121); imshow(image)\n",
"subplot(122); imshow(binary)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "valued-amsterdam",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f9eacea79a0>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1728x864 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sample = next(src)\n",
"\n",
"import scipy.ndimage as ndi\n",
"\n",
"translate = np.array([0, 3, 3, 3, 1, 2], dtype=np.uint8)\n",
"\n",
"def make_target(sample, threshold=0.9, text_r=(10, 10), r=(50, 50), dilate=0, margin=5, sigma=0.5):\n",
" assert margin % 2 == 1\n",
" image = sample[\"png\"]\n",
" binary = (np.mean(image, 2) < threshold).astype(np.uint8)\n",
" # remove rules and boxes for mask computations (requires perfectly axis aligned images)\n",
" binary = remove_rules(binary)\n",
" ih, iw = image.shape[:2]\n",
" target = np.zeros((ih, iw), dtype=np.uint8)\n",
" #overlap = np.zeros((h, w))\n",
" for a in sample[\"json\"][\"html\"][\"cells\"]:\n",
" value = 1\n",
" if \"bbox\" not in a:\n",
" continue\n",
" x0, y0, x1, y1 = [int(x+0.5) for x in a[\"bbox\"]]\n",
" isolated = np.zeros((ih, iw), dtype=np.uint8)\n",
" isolated[y0:y1, x0:x1] = binary[y0:y1, x0:x1]\n",
" \n",
" isolated = ndi.maximum_filter(isolated, text_r)\n",
" isolated = ndi.minimum_filter(isolated, text_r)\n",
" isolated = text_outline(isolated)\n",
" \n",
" if dilate > 0:\n",
" isolated = ndi.maximum_filter(isolated, dilate) \n",
"\n",
" target = np.maximum(1*isolated, target)\n",
" isolated = ndi.minimum_filter(isolated, margin)\n",
" target = np.maximum(2*isolated, target)\n",
"\n",
" assert np.amin(target) == 0\n",
" assert np.amax(target) <= 4\n",
" return target.astype(np.uint8)\n",
" \n",
"figsize(24, 12)\n",
"#imshow(make_target(sample)[200:1200, 200:1200], vmin=0, vmax=4, cmap=\"nipy_spectral\", interpolation=\"nearest\")\n",
"subplot(121); imshow(sample[\"png\"][:200,:200,...])\n",
"subplot(122); imshow(make_target(sample)[:200,:200], vmin=0, vmax=4, cmap=\"nipy_spectral\", interpolation=\"nearest\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "continent-sperm",
"metadata": {},
"outputs": [],
"source": [
"import re\n",
"\n",
"def make_targets(shard, n=999999999):\n",
" output = \"pubtabnet-seg/\" + os.path.basename(shard)\n",
" output = re.sub(\".tar$\", \"-mseg2.tar\", output)\n",
" print(shard, output)\n",
" sink = wds.TarWriter(output+\".temp\")\n",
" ds = wds.WebDataset(shard).decode(\"rgb\")\n",
" for sample in islice(ds, 0, n):\n",
" global last_sample\n",
" target = make_target(sample)\n",
" sample[\"target.png\"] = target\n",
" last_sample = sample\n",
" sink.write(sample)\n",
" sink.close()\n",
" if os.path.exists(output):\n",
" os.unlink(output)\n",
" os.rename(output+\".temp\", output)\n",
" return output"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "numerical-watch",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"52"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"shards = sorted(glob.glob(\"pubtabnet/pubtabnet-train-*.tar\")) + sorted(glob.glob(\"pubtabnet/pubtabnet-val-*.tar\"))\n",
"len(shards)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "centered-rugby",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"pubtabnet/pubtabnet-train-000000.tar pubtabnet-seg/pubtabnet-train-000000-mseg2.tar\n"
]
}
],
"source": [
"make_targets(\"pubtabnet/pubtabnet-train-000000.tar\", n=5)\n",
"!rm pubtabnet-seg/pubtabnet-train-000000-mseg2.tar"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "rough-prince",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dtype('uint8')"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1728x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"imshow(last_sample[\"target.png\"][:200], vmin=0, vmax=4, cmap=\"nipy_spectral\", interpolation=\"nearest\")\n",
"last_sample[\"target.png\"].dtype"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "secondary-trunk",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table style=\"border: 2px solid white;\">\n",
"<tr>\n",
"<td style=\"vertical-align: top; border: 0px solid white\">\n",
"<h3 style=\"text-align: left;\">Client</h3>\n",
"<ul style=\"text-align: left; list-style: none; margin: 0; padding: 0;\">\n",
" <li><b>Scheduler: </b>tcp://127.0.0.1:34153</li>\n",
" <li><b>Dashboard: </b><a href='http://127.0.0.1:8787/status' target='_blank'>http://127.0.0.1:8787/status</a></li>\n",
"</ul>\n",
"</td>\n",
"<td style=\"vertical-align: top; border: 0px solid white\">\n",
"<h3 style=\"text-align: left;\">Cluster</h3>\n",
"<ul style=\"text-align: left; list-style:none; margin: 0; padding: 0;\">\n",
" <li><b>Workers: </b>1</li>\n",
" <li><b>Cores: </b>8</li>\n",
" <li><b>Memory: </b>33.58 GB</li>\n",
"</ul>\n",
"</td>\n",
"</tr>\n",
"</table>"
],
"text/plain": [
"<Client: 'tcp://127.0.0.1:34153' processes=1 threads=8, memory=33.58 GB>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from dask.distributed import Client, progress\n",
"client = Client(threads_per_worker=8, n_workers=1)\n",
"client"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "nonprofit-track",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['pubtabnet-seg/pubtabnet-train-000000-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000001-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000002-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000003-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000004-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000005-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000006-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000007-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000008-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000009-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000010-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000011-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000012-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000013-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000014-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000015-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000016-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000017-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000018-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000019-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000020-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000021-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000022-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000023-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000024-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000025-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000026-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000027-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000028-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000029-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000030-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000031-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000032-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000033-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000034-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000035-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000036-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000037-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000038-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000039-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000040-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000041-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000042-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000043-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000044-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000045-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000046-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000047-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000048-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000049-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-train-000050-mseg2.tar',\n",
" 'pubtabnet-seg/pubtabnet-val-000000-mseg2.tar']"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from dask.delayed import delayed\n",
"result = delayed([delayed(make_targets)(shard) for shard in shards])\n",
"result.compute()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "accessible-mistress",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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