From 7742b48f69bc560e4b91488d868cc330e26cafa0 Mon Sep 17 00:00:00 2001 From: wassname Date: Fri, 11 Feb 2022 20:07:18 +0800 Subject: [PATCH] tidy --- .../001_mjc_run-checkpoint.ipynb | 533 ------------------ module.py | 37 +- optimization.py | 304 ---------- run.py | 74 --- 4 files changed, 4 insertions(+), 944 deletions(-) delete mode 100644 .ipynb_checkpoints/001_mjc_run-checkpoint.ipynb delete mode 100644 optimization.py diff --git a/.ipynb_checkpoints/001_mjc_run-checkpoint.ipynb b/.ipynb_checkpoints/001_mjc_run-checkpoint.ipynb deleted file mode 100644 index f3c5b42..0000000 --- a/.ipynb_checkpoints/001_mjc_run-checkpoint.ipynb +++ /dev/null @@ -1,533 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "c259680c", - "metadata": { - "ExecuteTime": { - "end_time": "2022-02-10T05:58:03.931110Z", - "start_time": "2022-02-10T05:58:03.921590Z" - } - }, - "outputs": [], - "source": [ - "%reload_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "be83352a", - "metadata": { - "ExecuteTime": { - "end_time": "2022-02-10T05:58:04.104096Z", - "start_time": "2022-02-10T05:58:03.932041Z" - } - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "plt.style.use('ggplot')\n", - "plt.rcParams['figure.figsize'] = (12.0, 3)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "c9f80491", - "metadata": { - "ExecuteTime": { - "end_time": "2022-02-10T05:58:04.515419Z", - "start_time": "2022-02-10T05:58:04.105074Z" - } - }, - "outputs": [], - "source": [ - "import numpy as np\n", - "import tqdm\n", - "import torch" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "d5a0a4e0", - "metadata": { - "ExecuteTime": { - "end_time": "2022-02-10T05:58:04.526117Z", - "start_time": "2022-02-10T05:58:04.516239Z" - } - }, - "outputs": [], - "source": [ - "from argparse import ArgumentParser" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "40bc0de8", - "metadata": { - "ExecuteTime": { - "end_time": "2022-02-10T05:58:04.546087Z", - "start_time": "2022-02-10T05:58:04.526761Z" - } - }, - "outputs": [], - "source": [ - "from torch.utils.data import DataLoader" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "40e08097", - "metadata": { - "ExecuteTime": { - "end_time": "2022-02-10T05:58:04.564897Z", - "start_time": "2022-02-10T05:58:04.546686Z" - } - }, - "outputs": [], - "source": [ - "from utils import read_timeseries,generate_sequence, plt_lmbda\n", - "from module import GTPP\n", - "from run import get_parser" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f61cdd83", - "metadata": { - "ExecuteTime": { - "end_time": "2022-02-10T02:42:31.925850Z", - "start_time": "2022-02-10T02:42:31.907963Z" - } - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c0754511", - "metadata": { - "ExecuteTime": { - "end_time": "2022-02-10T02:31:35.236318Z", - "start_time": "2022-02-10T02:31:35.231556Z" - } - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "80e3f0d6", - "metadata": { - "ExecuteTime": { - "start_time": "2022-02-10T05:58:03.900Z" - }, - "lines_to_next_cell": 0 - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epochs:0\n", - "Training : Negative Log Likelihood:0.045442 Log Lambda:0.034453: Integral Lambda:0.010989\n", - "Validation: Negative Log Likelihood:0.000391 Log Lambda:0.000168: Integral Lambda:0.000224\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epochs:15\n", - "Training : Negative Log Likelihood:0.015407 Log Lambda:0.002449: Integral Lambda:0.012957\n", - "Validation: Negative Log Likelihood:0.000187 Log Lambda:0.000001: Integral Lambda:0.000186\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epochs:30\n", - "Training : Negative Log Likelihood:0.010347 Log Lambda:-0.002063: Integral Lambda:0.012410\n", - "Validation: Negative Log Likelihood:0.000071 Log Lambda:-0.000217: Integral Lambda:0.000288\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epochs:45\n", - "Training : Negative Log Likelihood:0.009201 Log Lambda:-0.003615: Integral Lambda:0.012816\n", - "Validation: Negative Log Likelihood:0.000087 Log Lambda:-0.000055: Integral Lambda:0.000142\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epochs:60\n", - "Training : Negative Log Likelihood:0.008661 Log Lambda:-0.004475: Integral Lambda:0.013136\n", - "Validation: Negative Log Likelihood:0.000162 Log Lambda:0.000018: Integral Lambda:0.000144\n" - ] - }, - { - "data": { - "image/png": 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11/LCCy+0+XYEAl/GvkjCaIzyibwxNeUhMDCOgIA48vMPedkiga+i0egBUfAm8Dxq2kNgYCeqq4t8Nq9cli+MtIcWO79RUVGcOHGC6upqZFnmwIEDJCQkeNI2gUBwAaFc3GWb8+vvH0V1dZEth8xbWCxKJEOjMRAZ2Y+CgiNetUfgu6iRX5HzK/A0qvOryi5WVuZ60xyXWK3KbHl5+XkvW9I6Wpz20LNnT8aMGcMf/vAHtFotycnJDukNAoFAYI8aYVUdCKMxAoCqqgICAmK8ZhcoNx2NRktkZD8yMrZgsVSj1fp50SaBL6LKS/pqVE7QkVFyaQMDFee3oiLbporjS8iy4vx29MhvqyrNFixYwIIFCzxli0AguIBRIwbq1LG/v1LMUFWV71Xn115bOyKiH7JspqjoBJGRA7xmk8A3UWcpRNqDwNOo16HAwE6A72r9qtfxioqOHfkVHd4EAkG7oOaKaTRq5DcSwAfyflXnVyIysj+AyPsVOEWdvRBpDwJPUz/twVed34s+51fgHmvXru2QhYACgadRo2aSVJfzC0ragy8gSRIhIV3Rav1FswuBU9Sol0h7EHga1fk1GiORJK3POpfqOVBVVWBrDtQREc5vGyOcX4FAQXV+69QefCPya5/2oNFoiYjoK5xfgVPUyK9IexB4GtX51Wh0GI3RPhv5tVrNGI3RAFRU+GZRnjt0OOf37Fkt998fxtVXR3L//WGcPdt6jeAVK1Ywe/Zspk2bxsKFC/nggw/4y1/+Yvv8888/56mnnnK6rKoT3LNnTxYtWkRKSgpz5swhNzeXnTt3sn79ev7yl78wbdo0UlNTee+995g0aRIpKSnce++9rbZdIOgo1Hd+/fzCkCSN153fOpRiJkXx4bCDUywQKBEvZUyItIeLk/z8w6xePZ+amoo2WLva3lhDQECMT0Z+ZVlGls0EBSmdbDty3m+Hcn7PntVy3XURfPFFADt2+PHFFwFcd11EqxzgEydOsHr1alatWsX69evRarUEBATw7bff2pb56quvuPzyy50uu3LlSgAqKioYNmwYGzZsYMyYMXz66aeMHDmSadOm8dRTT7F+/XqSk5N54403WLduHRs2bGDRokWtPiYCQUehzvlVzldJ0uDvH0FVlbfbCTs6uZGR/aiuLqK8PMtL9gh8ETXqCyLye7GSk7OH7OydbdKWXX3WliRfdn4VBz0oSGkc0ZHlzrzXV7gFLF4cTFqa3uG9tDQ9ixcH889/FrVondu2bePAgQPMmjULgKqqKqKioujSpQu7d++ma9eunDp1ipEjR/LBBx84XRbAYDDYWhwPHDiQrVu3Ot1e3759uf/++5kxYwYzZsxokc0CQUdELZRQc35ByfutrPS286uiRH4jItSit8MEBQntcoGCvR61yPm9OKmpKav9t9Tj61YdS0mSCAiIJTd3n8e30VrUa3hgoOL8+qKD7i4dyvk9f955hDc7u+WRX1mWueaaa3jiiScc3v/vf//LV199RY8ePZgxYwaSJLlcFpTWxKoGpFarddmm+KOPPuKnn37iu+++47XXXmPTpk3odB3qZxAIWkSd1Jm98+sLkV8F9fyNiOgLKIoPSUnTvGmSwIdQb/wg0h4uVtR0B5OprA3Wrjq/GgICYqmszHfoiOkLqNdwozEajUbfoZ3fDpX2EBdncfp+bKzz991h/PjxrFmzxtZDurCwkIyMDGbOnMm6detYtWoVl19+eaPLNkZQUBDl5eUAWK1WsrKyuOSSS3jqqacoKSmxfSYQXOio08b2F3NfaHFcP7fXYAgiJCSZggJR9Caowz7yW1MjrtsXI3WRX887v3WRX02t7rnsc13e6uQqdQQExHbotIcO5fwuXFhKUlKNw3tJSTUsXNjyKYhevXqxcOFCrr/+elJSUrj++uvJzs4mLCyMnj17kpmZydChQxtdtjHmzZvHv/71L6ZPn87p06d54IEHmDp1Kpdddhm/+c1vCA0NbbHtAkFHQu0M5Jj2EOkDUmd1Or8qERH9hOKDwAH14S0oKJGSklSfrcYXtB3qQ09bRH5V5xeUtAfwPa1f+6LlgIDYDh359Z14uht06WLhs88KWLw4mOxsLbGxFhYuLKVLl5ZHfkFxUOfNm9fg/Y8++sjtZU+cOGH7e86cOcyZMweAkSNH8sMPP9g+W7VqVatsFbQv58//woED7zB16r98avqpI1Jf7QEUuTOTqRiLxYRWa/CWaQBIdb4vkZH9SE39lpqacvT6QO8ZJfAZ1PGblHQZhw69R3r6Jnr3vtbLVgnaE7NZSXtom8iv8hBeF/n1vZzautQ1LYGBsRQWnmjiG75Lh7ubd+liaXFxm0DQXM6f/4XU1G8oLU0nNLSrt83p0NhPman4+ytav1VVBbae9u1vV0NJM6XTm0xBwRFiY0e0v1ECn0N1fqOiBhIYGEd6+gbh/F5ktFfag9GoOr++Ffm1L1oOCIgjM3Obly1qOR0q7UEgaG/UG15JyRkvW9LxycraDoBeH2R7z2hUu7x5M+/XedoDIFIfBDbUa4FWa6Bz56lkZGzBYjF52SpBe1KX9uB5tQf761BAQDQg+Zzza1+0HBAQh8lU0kaax22PcH4FgkZQn8aLi4Xz2xoyM7ewa9dLdOs2l5iYYbb31chvZaW3837B3vkNCkrAYAglP/+QF+0R+BL2BZudO0+lpqaM8+d/8bJVgvZEdX7bOvKr0ejx94/wubSHusivkvYAHbfRhdedX9FFybOI4+lZ1JNdOL91yLK12dq8p0+vwc8vlIkTX7VJikFdi2PfiPzWIUmSrdNbR6W4+AwrV17WoVuQ+hJ1Oet6EhLGo9EYSE/f6GWrBO1Jezm/gE82uqhf8Aa+l5fsLl53fjUajUtNXEHzMJvNaDRe/0kvKFSFApH2UEdq6jr++9+RzZK5qaoqJCAgFp3O6PC+mvbgC40u7J1yUFIfCgqO2qb6OhoFBUfJzz9IdraITnoC+6iXXh9ITMxQcWwvMlSn1z7twWQqY9OmBzzwkFlX8AbUqin4VtpDnYOuJSBAqdEoL++Yzq/XC978/f2pqqqiurq6wc3nYsPPz4/q6uoWfVeWZTQaDf7+/h626uJGdXyKi0972RLfobw8E4ulmuzsnXTrNtet71RXF+LnF97gfYMhFEnSeTXy62q2JDKyH2ZzBSUlqYSFdW9nq1qPOk1fWHicrl1ne9majo995BcgNnYEBw68jdlc2eChTnBhoua32us85+bu4+TJlcTFjaJv35tbvG57qTNQnN/CwqMtXl9bYB/57ehpD153fiVJwmgUFw6AqKgoWwMNgW+gnuxlZRk+IcflC6gX/pycvW47v1VVBYSGdmvwvnL+R3o557dhwRuoig9QUHC4gzu/x7xsyYVB/SYtsbEj+PXXN8jLO0Bc3ChvmiZoB2RZdlrwpuqU5+b+6hHnVw0CKmkPeciy1RYN9jbqTKhGo0OvD0anM4q0B4HgQkS9IMmyldLSs162xjdQox85OXvd/k5VlfPIL6gtjr3/0Fd/5iksrCeSpO2wig/qg1th4XEvW3JhUD/yGxMzHIDs7F1es0nQflgs1bbUF/uc3+pq1fnd18otyA5ObkBALLJs9oEmQHWo54AkaZEkqUM3umhV5Le8vJylS5eSnp6OJEnce++99OrVy1O2CQReR73YgZL6EBbWw4vW+AZq9CMvbz9Wa43NGXCFLMtUVxfi7+/c+VVaHHsv59dV2oNO509YWI8Oq/hgtSoyXMXFp936nQSNU+f8agGlWDM0tBvZ2Tu9aZagnVAbXIDk4PxWVRUCykNma1JglECLvfNb1+hCrY3wNvW12gMC4jpszm+rIr/vv/8+Q4YM4bXXXuOll14iISHBU3YJBD6B1WpBq/UDhOKDitmsOL8WSxUFBU1PqdfUlGO11jQS+Y2kqsqbBW/O0x5ASX3oqIoPqrNmtdaIsesB6kd+QUl9yM7eJVR2LgLUlsZGY5RDe2M1MivLFvLzD7Z4/bJcP/Lre40u1BoYSVIeAAMD4zpszm+Lnd+KigqOHDnClClTANDpdAQGijagggsLWbbg5xeOn1+YUHyopaamwtbyNydnT5PLV1crkRHXkd9In1B7cOb8RkT0o7z8nC2605Gwb8Ag8n5bT/2cX1Cc36qqAnFtuAhQH/oDAmKxWk1YLEpxelVVAXp9MAC5uftbvP76ub1Go1pQ5kvOb/3Ibyzl5ec75MNfi53fnJwcQkJCePPNN1m4cCFLly6lqqrKk7YJBF7HajWj0WgJDe0qFB9qMZsrCA3tgb9/JLm5Tef9qo5jY5HfmppS283El4iMVDq9dcTor3qjApH36wmcRX5jYpTW1yLv98JHTXVQ9W3V9K+qqgLCw3sSEBDXyrxfq0PdgX3ag69QV/CmRH4DAmKxWKowmUq8aVaLaHHOr8Vi4cyZM9xxxx307NmT999/n1WrVnHdddc5LLdhwwY2bNgAwKJFi4iK8o3cFV9Ep9OJ4+NjGAx6dDoD0dF9SU/f6vO/T/uMIROBgeGEhSWQn7+/ye2VlCgXzLi4rk6XjY5OBsBolAkJaf/jq9crN7Hg4OAG9hmN4/n2W6iqSiUqal6729Ya/P0VJy0sLJmKilS3x4W4Djnn3DkllzMyMprw8KjavyPw9w+juPggUVH3edM8n+JCHEMlJYq7FBmZRHo6BAbqCA+PwmwuISQkntDQBPLzD7Z4v/39/ZAkjcP3/f3DsFqLfeZYFhUFABAeHkVUVBRxcT0B8PMzedzGth5DLXZ+IyMjiYyMpGdPZefHjBnDqlWrGiyXkpJCSkqK7bWQ8nKNkDrzPaqqyrFawd8/npKSdM6fT/dpTc/2GEMVFUUEBnYiNLQ/J09+S1bWaQyGEJfL5+SkAVBVpXFqm9ms5FRnZZ3AZGp/nerSUiUyXVZW7sQ+LUZjDGfP7qRbt451bpaVFQESoaG9OX/+gNvjQlyHnFNSooyToqJSLJa64xMdPYy0tG3imNlxIY6h/PxzAGg0YQDk5JzFYgmhrCyH0NBeBAcnceLEV2RlncFgCG72+isqygHJ4bj5+0dTUHDWZ45lcXFh7b+lGAx5WCyKM5yZeQSI9ui2PDWG4uPjnb7f4rSHsLAwIiMjycrKAuDAgQMkJia2dHUCgU9itVrQaHSEhHQFoKQkzcsWeZ+amnL0+gBiYoYBcpNTfWpBiKu0B7XFsffyfhvPV+uobY6VlB094eG9KC4+45ADLGg+znJ+QZE8Kyw8RnV1sTfMErQT9dMeTKa6tAd//wiio4cAigpOy5Ab6Pn6mpRYfcUT9Vh0RMWHVqk93HHHHbz++uv83//9H6mpqVxxxRWesksg8Alk2YIkKTm/IBQfQMn51ekCiY4eDDSt96sWvPn5hTr93N9fcX69rfXrqsFkZGR/CguPdzjnUWnKoic8vDeybBY5663EWc4vKEVv4F7xp6Djouqb1+X8llJTU4HFUoWfXwTR0YOAlhe91Vd7ULYV45MFb5JUV/AGvpWX7C6t0vlNTk5m0aJFnrJFIPA57AveAFHVTV3k188vlLCwHk06v1VVhRgMoQ0iZiqqhqW3Ir9NVSpHRPTDaq2hqOikrQCuI2Af+QVF8SEioo+Xreq41K90V4mJGYokacnO3kXnzpO9YZqgHVAjv4GBnQBF+kyd1fL3j8DfP4Lg4C4tLnpTdH4dn8ADAmKprMypdYxdPJ23I/UL3vT6AAyGkA7p/IoObwJBIyiRXx0GQwhGY9RFGT2TZdmmxCDLMmZzndRZdPRQcnP3NupANtbgAkCvD0aj0XtR69e1zi90XMUHq9WERqMnNLQ7kqQRig+txJXzq9cHEhnZTyg+XODU1JQjSRpbmlZNjaPzCxAdPZjc3F9btH5nbYwDAmKwWKoxmXwjpcbZOaA0uuh4Wr/C+RUIGkHJ+VVOk5CQrhdl2sPp06v59NNhmM2VWCxVyLIVnU5xfmNihlJZmUdZWYbL7zfW2hiUtsK+ofXr3PkNDe2GVuvf4Tq9qZFfnc6fkJBk4fy2Elc5v6BInuXk7HGQlxNcWCgzXkE2TV9nzm9U1GDKytJb1JLYufPrW1q/auRXTXsACAyM7ZCNLoTzKxA0ghr5BQgN7XpRpj0UFBymurqIyso8W96bGvlVit4az3dsKvILapc3b+X8Np72oNHoCA/vTX5+R4v81rU0Dg/vLRpdtBJXOb8A8fFjMZsrOH16TXubJWgn1HQvvT4AkDCZSqmuVp1f5fqm1kG0LPor0zDtwbe0fusXvIHvFeW5i3B+BYJGUAveQIn8VlRk28TNLxYqKnIBJYKr7rtyA4CIiD5otf6NOr9K5Des0W34+0d5Pee3sZw6VfGhI3Uyslpr0GpV57cXJSWpPtlIpKNgtdYgSZoG0TmApKQZREcP4aefnqW6uqj9jRO0OWZzOTpdIJKkQa8PchH5HQhILcr7dRb5NRp9q8WxLDsWvIGS9lBRkVObs9xxEM6vQNAIStqD4vxerEVvlZWK81tdXWhr8anTKc6vRqMnKmpgo0Vv1dUFTUZ+jcZIL+b8qjTm/PanqqqgQ03vWSyOkV9ZtlBUdMrLVnVc7GeB6qPRaBk//m9UVeXzyy8vtrNlgvZATXsAMBgCbQVvkqTBYAitfT+YsLDuLZI7c1bU5mtpD1ar4uDWj/xarTUdrgW8cH4FgkaQZbNd2kM3AIqKLq6iN9X5dYz8Bto+j4kZSn7+QadSYBaLiZqacvz8Ihrdhr9/JJWVvpn2AIriA9ChUh8c0x5UxQeR99tSlOPpWiApKmoAAwbcxdGjn4jitwsQNe0BlCLdmppSqqoK8PMLc3AGo6JaWvTWMPJrMASh0wX4zEO3Gvm1Pw8CA1UH3TdsdBfh/AoEjWAf+a1rdHFxRX7VtAcl8uuY8wuK4oPFUk1BwZEG31U1fpuO/EZhNldgNld6ymy3cS/toS/QsRQf7J210NBuSJJW5P22ArWAsDGGD/8/AgPj2br1D7YCOcGFQU1NmV3kN4iamnJbgwt7oqMHU1GR3WwFBCVtoKFLpkSSD7bYbk9itTYseOuoWr/C+RUIGsE+51evDyAgIO6iUnyQZatd2kORXcFbgG2ZuqK3hqkP6lRYY2oPUNfowruKD66dX4MhhODgLh1K8UFxfg0AaLV+hIZ2FZHfVtBU5BeUh8JLLnmBwsKj7N//djtZJmgPlMiv8tCv1wdhMqmR34bOLzS/6M1Zzi9AQsJEsrN3YTKVttByz1EX+bVPe4gDOl6XN+H8CgSNYO/8wsWn+FBVVWiTt7FPe1ClzgCCghIwGqOdFr25H/n1Zpc394rYIiL6dcC0hzpnLTy8l4j8tgK11XlTJCVNJzl5Fnv2vCLaoV9AODq/wbWR38IGkd/IyP5IkrbZRW+uGlkkJk5Els1kZW1vse2eon6HN7BXpBBpDwLBBYN92gNcfFq/atQXFEfWWc6vJElERw9xWuShRn6bcn6DgzsDUFyc2lqTW0HjHZQiI/tRXHzaFv32dSyWGrRag+11eHhvSkvTMJurvGhVx8WdyK/KuHHPo9Ho+PHHP3YohRCBa+ydXyXtodRp2oNOZyQ8vHcLit4adngDpX22Xh9IRsamFlruOep0futcR63WgL9/ZIdrdCGcX4GgEZSCN8fIb1VVPtXVvtFxp62prFSrjCWqqupyflW1B5WIiL4UF59uIKWlRn6bSnvoCDmpkZH9AZnCwqPeNsUt7AveAMLCeiHLVoqLT3rRqo6LOzm/KoGBnRgx4g9kZPzA6dOr29gyQVsjy1aHzpZ6fbAt7aG+8wsQHT2E3Nx9zXrwUSK/DV0yrdZAfPwlZGRs9vqDlNWqFIDXj1AHBnaivDzLS1a1DOH8CgSNUH+qU1V8uFhSH9Rit+Dgzg6RX53O6LBcRESfWiktR8eqLvLbuNqDkpPazSs5qe4UvEHHU3xomPbQGxCKDy2lOZFfgH79biUqajA7djxz0TwsX6jU1ToE1f4biMlUgiybnc5qRUcPorq6iNLSdLe34SrnF5TUh9LSs16/77hK/QkN7UpxccdSQRLOr0DQCPVzfiMi+gCQne26qcOFhJr2EB7eq7bgrRydzuiQCqJ8rhyX+pHbqqoCtFr/Bs6yM5ScVN+NqgYHd0avD+4wig/2BW+g3KAkSefT0XVfpjGdX2doNFomTFC0f3fuFNq/HZn6+uYGQ7DtM1eRX6CZeb+NOb+TAMjI2NyM9XkeWTY3uPaDEhQqLU13KnfpqwjnVyBohPppDyEhyYSF9SQtbZ0XrarDZCpp065dlZW5aLX+BAV1tqU92Of7qoSFdUOj0VNQ4Oi8KtOCjac8qISH96akJM0LcmfuTSVKkkRkZMcpeqsfqdRqDV6Lrl8INDfyC0rHr/797+TIEaH925ExmcoAJdcX6iLA4Nz5DQ/vjVbrR16e+4oPrtIeQLnvhIQkk57u3bxfq9X5A2BoaDdk2UJp6VkvWNUyhPMrEDSC1Wpt8KSbnHwZ587t8ImONqtXz+fnn//SZuuvqMghICAGf/9wTKZiTKYSB6UHFY1GT1hYjwbOb2Vlrk0HsimUaXm5QepEW1OXR9d42gMoqQ9Km2Pfb+VptZodCt5Aja4L57clNCfn154RIx4jMLAT27Y9LrR/Oyh1tQ51BW8qqkyjPVqtgYiIfs2SO1OuKa6vQYmJkzh3brtXW5S7ivyqGvgdKfVBOL8CQSPUj/wCJCXNQJYtpKd/7yWr6igpSSMt7bs2K4SorMzFaIy2FayVlWU5aPzaEx7eu0HaQkVFNkZjtFvbqstJ9c60fFM5v6AoPtTUlHeICIfFYmoQqfRedL3j05LIL9Rp/xYUHOHAgXfawDJBW1NTo0R+6zq8NR75BUXvNy/vgNsPyo3l/IKS92s2V3L+/E53zfY4SsGb87QHoEMpIQnnVyBoBGcJ/tHRgwkMjCM11bupDxZLNRZLFWVlGZSWto2eaGVlHkZjNP7+YQCUlWU4TXsAJR+6rCzTQYxdifzGuLWt0NBkNBq9FyKT7j84KIoPHaPorb7aA6htjts/un4h4K7OrzMU7d+Z7N69hJIS339wEjhSJ/GodnhrPOcXlPtETU2Z29FQxfl1/QAeH38JGo3eq3m/9aU/Vfz9w/HzCxeRX4HgQqF+wRsoGodJSZeRkbHJqxE0eyczM3Nrm2xDSXuoi/xWVGQ3kDlTqR+5tVrNVFbmN3B+XUWpXaVOtD3upz2Eh/dCkjQdotObs2l6b0fXOzItjfyqjB37PBqNVmj/dkDq65urTrBGo3eIAtsTFaV2etvn5lZkGnPJ9PpAYmNHeFXvV5kJdX4OhIZ2u7icX6vVysKFC1m0aJEn7BEIfArFgWj4pJuUNAOzubLNnE53qK4usv2dmbnN4+u3WmuoqirAaIyxFa3JsrWRyG9fAJvzWlmZB8gYjXXO75GCIyS+m8iWzC1O1+HNnFR30h50OiOhod07hOKD1Wpq4Px6L7re8Wlpzq9KUFA8I0YsJCNjE6dPf+VBywRtjSvn198/wuV1IyysBzpdgNt5v40VvKkkJk6moOAIFRXeaSXc2OxHaGg3SkouIuf3m2++ISEhwRO2CAQ+hzIV1fBkj48fi8EQQmrqWi9YpWAylQBgNEaTlfWjx4uwKivzAdkh8gsNG1yoBAUloNcH2qKKFRVKgwz7yO/h2nSBT4986nQd4eG9KStLt91s2oPmRuE6guKD1WpBlq0NCt40Gj2hod1F5LcFtDbyC9Cv3+1ERQ0S2r8djPrOr5r20Jh+uUajJSpqYDOc38bTHgA6d54IeE/yzFkNjEpoaFfKy893mA6YrXJ+8/Pz2bNnD1OnTvWUPQKBT6Gc7A1PE41GT5cuKaSlfWfrd97eVFcrzm9y8gyqqws97pApkVtqc37rnF9XkV9J0hAe3ouCgiO132/o/MYFxgFw1kXBmHcbMTQd+QWIiOhPWVmGQ+Td11BVBZw5a0LxoWXIcstzflU0Gi3jx/+Nqqo8du36m4csE7Q1dQVvgQ7/NtW5Mjp6MPn5h9xU+Wi84A0UtRmjMdprzm9TkV/oOA2gWuX8fvDBB9x0001uTRcKBB0NWZaRZavLkz0p6TKqqwvJzvZO9a3JpESOunadBUBWlmdTH1Tn1WiMRq8Ptj3xu3J+AcLD+1JQcBRZlm2RX/u0B6nWwUwrcV6gpxRktbfz637OLyiRX8Dm5Psi6gOZs2n68PBelJae7TARGl/Baq1pVpMLV0RHD6J//zs4fPgjsrN3e8AyQVtTU1OBVutnO5+0Wn8kSddk58ro6CFYLFVuzbQoM3eNu2SSpCEh4VIyMjZjtVrctt9TOKuBUalTfOgYqQ8tPpN3795NaGgo3bp149Ah18UfGzZsYMOGDQAsWrSIqKiolm7ygken04nj40OoDkRQUIjT3yUk5Gp++OFBzp//gYED57a3eZw9q1z8uncfS2RkH3JyfvLoGMrKUor5EhJ6ExYWjdEYQUVFLqGh0S630bnzMI4d+w8BAVYkqbz2vb7odH4ABJcp04XFpmKn64iICEen86eq6my7nQsWSxgAISHOf+f6+PuPZ+1aqKpKIyqq/X93d6ioUBz54OCwBvvUpcsIdu8GyCUqaniD74rrkHMkyYrRGOSRYzN9+iLS0tby009PctttO9BqW55L7ItcaGNIp7NgMDj+9sHBnYiO7t7ofmo0E9m4ESorTxMVNamJbejQajVNHrd+/S7n5MkVmM3pxMePaNZ+tBadToPB4O/ifqjYUlOT7ZHfvq3HUIud32PHjrFr1y727t2LyWSisrKS119/nQcffNBhuZSUFFJSUmyv8/LyWm7tBU5UVJQ4Pj6E2VwFQGVllcvfJSFhAkePrmLIkMfbfQakoCALgLIyM7GxYzl+/DOqqysoLCzxyPpzcpQn+KoqLXl5eRgMoVRU5GIyuT6PDYbOAJw8+SN5eWfw8wujqKgUUJQpioqLbMumnUuj2lJNRL3oSWhoD7Ky9rXbuVBUpDQrKS0tdWubsqzDaIzi7Nlf6NrVN89XNepeWWlqsE8ajaK7fPbsPvT6pAbfFdch59TUVFNTY/HYsRkz5nnWr7+DH35YxODB93pknb7ChTaGSkry0GoDHPZpxoz/4u8f0eh+ynIoBkMoZ85sIzHx8ka3YTJVI0lSk8ctJGQoIHHw4CoMhuTm7Earqa6uxGqVXdoYGBjHuXMHPPLbe2oMxcfHO32/xWkPN9xwA0uXLuWNN97goYceYsCAAQ0cX4GgI6MWkDU21ZmUNIOysgwKCtpf+spkKkGjMaDV+pOQMKFWfeJnj62/sjIXvT4Ync4I1OW3uWpyAYrWL0BBwTEqKnIdUh4A9ubstf09YdkEBn48sME6lJzU9ivIaq7qlCRJtk5vvkpdzm/DiGJIiOLwdiRBel+gNTq/zkhOvoykpMvYvftlSkvTPbZegedx1tY9NLQrfn6hjX5PkiSioweRl7ffja3IuJN6ZTRGEhU10Ct5v0qTC9fnQEhIx5E7Ezq/AoELZFlJe2isCCEpaTqSpPGK6kN1dRF+fiFIkkSnTmNq7djosfVXVOQSEFDXnU0temss59dojMLfP5KCgqNUVuY4fB/gb3ZFPtm1cj3l9ZQdwsP7UF5+zqZm0fY0L+cXlLzfwsLjPtuuVrXL2XS6TmckMDCOkpLUdraqY+MJtYf6jBv3ZyRJI7R/fZyamrJGr3uNoRS9HbHNJLqiqQ5v9iQmTiQnZ3c7XiMVmir6VLR+O8ZDtUec3/79+/P44497YlUCgc9QVzTk+mQ3GiOJjR3pFefXZCrBYFAiD35+oURHDyY11XMC6Epr47rIrRr5VfvbuyIiog+FhcdqG2TENrmdk/W6jdUVvbWvHFdVEzcneyIj+2OxVFNUdKoNLWo5FovryC9ASEhX4fw2E0Xn17POb1BQAiNGLCQ9fSNnzqzx6LoFnqOmprzFzm9U1BBk2dzkTFHznN/JyLKlTfTdG8NVe2OV0NBuVFcXUlVV0I5WtQwR+RUIXKCmPThrcmFPcvIMCgqOUOJCwaCtqK4uwc8vxPY6Pn48WVm/OHR+aw0VFTkYjXUFB35+YUDjaQ+gRG5V59dojG50WYDj9ZQd2lvuTI243bfpPladXOXWdyIiVMUH30x9sFpNgHB+PYmzdtGeoH//24mKGsj27U+3eyRP4B6K8+u8k1tTREcPAiA3t6nUB/ed39jYYej1QWRk/NAim1qKLDf+AFin+OD70V/h/AoELlAjv4096YIieQa0e/TXPvILivMryxbOnfvJI+uvrMxz0Oh1J+0BlMiv2VyBxVLVoLWxM+pHfoODE9HpAto98isDnxz9xK1lw8K6o9EYfLbZRWNSZwAhIclUVuZiMpW1p1kdmraI/IIyszR+/GKqqvLYuVNo//oiivPb+EO/KwID4zEao5tsc+xOhzcVjUZPfPx4MjI2t2u6jNXqWuoMlDxo6BhyZ8L5rUWWZTZnbMbq4S5Zgo6LLCtSYk1pe4aEJBER0Ze0tHXtYZYNJee3zvmNjR2BTufvEb1fs7kKk6nYIXLrbtqDGrkFXDq/07pMs/19ouiEw2d1zTLay/mtu3nUt8UVGo2eiIje5Oe3f6GjOzQV+Q0NTQagtDS1nSzq2Cia340X+7QGRfv3dg4f/pCcnD1tsg1By2lN2oNS9Da4yaI3ZabR/bqDxMSJlJVlUFzcfqlXTT0ABgd3QZK0wvntSGzK2MQN397Am7++6W1TBD6CKiKu0TR9miQnz+T8+V9sXdHaAyXyW5f2oNP5k5g4ziN5YOp+2DuvCQmX0r37fJtagCvsnd/6ag8R/hHc0vcWhsfW6cvWT3tQ1tGeXcjqnN+8Zvx+vqz4oEZ+XenHhoQkAx1jetIXUB+E2yLyqzJ8+EICA2PZunWhzxZSXqy0Ju0BICpqMEVFJ5po2y43Sy4zMXESQLumPigFb64jv1qtgeDgzh2iy5twfmtRO09tSvdcwZCgY1On9tD0DS85+TJAJi1tfRtbpSDLcoO0B8WOKRQWHqWiIrdV66/r7laX8xsS0oUpU95Ap/Nv9LsGQxBBQYreb/3IryzLaCQNve0c5LTSNCrNlbxz4B0qzUpjjfDw3lRW5rRr4YTqAlvc7JwUGdmPyso8m6auL+FOwZtOZ+Snn57n1KkvhdJAEzQmHecpDIYgxo79CwUFRzh48L02246geVgsJqxWEzpdy9IeQFF8kGUreXkHXC7TnII3UK7HoaHd2lXyrCmpM1AVH0Tkt8MQUDuwj/hwy1JB+1JX8Na08xsR0Z+goETS0ton79dsrsRqrXGI/ILi/AJkZf3YqvWrkd/6kVt3iYhQnNsGzi8NnV+rbOXtA2/z7E/P8sLPLwDtW/RW3/FLK3WvcDEysj+AT6Y+NOWs6fUBzJz5X/z9w9m48T7WrLma/PyD7Wlih8Id5RdPkJw8g6Sk6UL714dQo7UGQ8sjv9HRgwHIzf3V5TLutDeuT2LiJLKytjcpo+YpmpI6AyXvt7j4tM8/UAvntxYriqNTbCr2siUCX6Gu4K3p00SSJJKTZ5CZubVdiohMteO0vsh6bOwQDIZQMjO3tmr9ajSzvk6vu8TGjsRojHaITFusFoqqi7DIFjoHd3ZYPrMsE4CfzytNOtpX7szxIn204Khb34qI6Avgk0Vv7kQq4+JGMn/+t4wf/zeKio7zxRcz2br1D1RUXDiduTxFezm/kiQxbtxfAElo//oIZnMF0HStQ2MYjVEEBSWQl9eY8+t+wZtKYuJELJYqsrN/abFtzUGJ/DZuY2hoN8zmSioqzreLTS1FOL+12Be61RfdF1ycuFvwppKcPAOLpbpdcrCqqxVJpPqRX41GS3z8OLKytrXqxllZqaRN2Kc9NIdBg+7hmms2O+SwfX3mawA+PPwhGrsLqJ/Wj8O1ubPqv4GB8ej1we2Y91vnAh9z0+H28wsjKCjBJ/N+3Z2m12i09O17EwsWbKV//9s5duy/vPVWfw4efE/kndrRXs4vqNq/j9Vq/37d5tsTNI4azGip2oNKdPTgJiO/zcn5BejUaRwajYH09B9aZZu7uFP02VHkzoTzC+RW5PLw5odtr0XqgwDsC94alzpTiY0diZ9feLuoPqh6oM7aayYkjKesLINSN6fvnVFZmYufX3iLcxw1Gl0D2wLrVUu/OeVNXrzkRfpG9OVAbl0unBIBkdqtzXH9h4TDzXBmIyP7+3jk1z1nzc8vjLFjn+eqqzYQFzecHTueZsWK6WRmbmlLMzsM7ZHza0///ncQGTmAHTuE9q+3MZuVYFhrCt5AKXorKUmlurrIxRLNy/lVbAogLm5Uu+X9Ki2+G78fhoZ2B3xf7kw4v8CHRz60TbsCHPbBm5mg/akreHPP+dVodCQlTefs2Q1YLKa2NM12AXXm/MbHjwdoVeqD0tq4Zfm+rvDT+gHw0oSXAJjXfR639LuF/pH9Mdcea4Cs8ixAyfstKDjaDlO/deuPDYh1cMSbIiKiH8XFJzHXFur5CmrBm1ZraNb3wsN7cd11XzNt2r+xWKr55pvr+e67O9q9gYuv4Szye9O3N/H4trbpbKrR6JgwYTGVlbns3Lm4TbYhcA8157elUmcqdXm/ziXPmlvwppKYOInCwqOUl59rlX3u4I7WdWBgJ7Raf+H8dgSSgh2lmw75YAGLoP1pibxRcvIMTKYSjzWacIUaDaqf9gDKk3dgYFyrJM8qK93rztYc1Lz6HmE9HN4fEDnA4bV6/kVE9Ka6urDd5ONkYGj0UNLL0smvzHfrO5GR/ZBla7umZ7hDayKVSv76ZVx99UZGjnyczMytLF8+iZ07X2xCqunCxZnyy6aMTXx85OM222Z09GD69buNw4c/ICdnb5ttR9A4dc5vayO/Sqc3V3m/ykN+89IeQMn7BcjIaPtZGlm2NJn2IEkaQkKShfPbEfC3k24K0AWwvwkxasHFgZr20Jyn8YSECeh0RlJTv20rswB757dh5FeSJOLjJ5CV9aNNsaK5VFTketT5rbZUk1srv1Y/r21g1ECH1wfzFNWB9it6q4v8DokZAsCvjRSm2FOn+OBbs0WemKbX6fwZMuQBFizYSrduc9m3758sW3YpJ06suOgKsRrL+W3LGpERIxYSEKBq/5qb/oLA49Q5v63L+fXzCyUkpGsjeb/NL3gDpfA2ICCWjIy2l2ltSudXpSPInV30zu+N397IZ8c+s70eHjucw/mHbXqjgouXlkR+dTojiYmTSUv7rsWOpzvUpT00jPyCkvdbXV3YYqessjK3xUoPznhk8yM8+MODQJ2mtkqfiD4Or1XHsz3lzlQGRw1GQuLXRgpT7AkO7oJeH+hzcmeq8+uqyUVzCAyMY/Lk17n88i8JCIjlhx8eZPXqeY0W71xo2D9MVNRUkF2Rbftsf95+zFYz61LXefyhwGAIZty4P1NQcJiDB9/16LoF7lFToxa8tS7yCxAdPcRlm+PmdnhTkSSJxMSJZGZutQVs2gqlvXHT98PQ0G6Ulp716Qe2i975/SHjB36wq85PDknGLJvZ7yIvR3DxUBf5dS/nVyU5+TIqKs63qXNgMpWg0wW4jOypeb8taXVcU1OO2VzRYo1fZ+w4t8P2t6ZedMOoM9r+7hHWg13Zu5BlGaMxBj+/MAoL3ZMeaymqvyIDIX4hdA/r7rbzK0kaIiL6+pziQ1NNLlpCbOwI5s9fw6WXvkJp6VlWrZrN5s2PtrqhSkfAPvJ71/q7GPbpMJs2/J7sPXx27DPuWH8H/z32X49vOzl5Jl26TKvV/s3w+PoFjVNTo0idtTbnF5Q21uXl55w2xmlpzi8oeb/V1UWNSql5AiXn173Ir9VaQ1mZ747Xi9L5lWWZTembHOTNAMZ1GscDQx4AYI/or37R09yCN5UuXVKQJC2pqW3X8KK6usRl1BeUaF1YWM8W5f02pfGbW5HLy7tfpqYZUljDY+raGdd3fgE613aEGxEzgqLqIk4Vn6pVfOjdDpHfumidBg2Dowbza+6vbkfxVMUHX0oFaCt1AknS0Lv3tSxYsJVBg37LyZMrWLZsPPv3L23zIk9vYu/8qlrUFbX6r3tz99qKOdef9XyHR0mSuOSSFxDav95Bjfzq7B7SW0p09BDAebOL1ji/CQkTAKlNVR9kWUaWmy54A3u5M99Nfbgond+tmVu5ae1NvLrnVYf3/zbhbyQEJZAckiycX4Gd1FnztD39/MLo1Glsm3Z7c9bauD4JCRM4d24HJlNps9Zdp/Hr3Pn9x6//4NU9r/LFyS+aXNdnxz5j1heziAuMs71XP+0BIKVLCgD9IvsBsCt7F4DN+W2vG74kSQyPHU5OZY7bnd4iIvpRU1PqUx25VOe3uQ9u7mIwBDN69J+46qrviYsbzc8//5kVK6Zy9uz3bbI9b2Pv/I6IHeHw2d6cvQQbggHYeX5nm2w/KCiB4cP/j/T070lN/aZNtiFwTk1NOXp9YIsdU3siIwcgSRrynNQVybKVo4XHWpRy6e8fQXT0YNLT2y7vV03jc+eaEhraFRDOr8+hq3VmVp5c6fC+GpEaFjOM3Tm7xRN2I5gsJkwXcKQH7JtcNN+BSE6eQVHRSYqKTnraLEDJ+W3K+e3Z82osliqOHv1Ps9bdlPPbJbgLANuztje5rke3PMqveb+SbucYOov8Pj3maZZcuoTb+t1GuF+4zYkID++NyVTcpt2C1PNcprbDVqdxAOzI2tHIt+qIrHXYfSn1QZmeNDRbNL+5hIV1Z8aMj5gxQ1E9WLfuFtauvZmiolNtut32xj6SXr874fmK86SWpAJQWF3YrBmR5jBgwJ1ERvZn+/anm/1AK2g5ZnNFk93dThWdcstf0OsDCAvr5TTvt8pSxd7cffz55z+3yM7ExEnk5u5tREe4dagzoRqNrsl99fePxGAIEc6vLyHLMtpaZ0a9YKloag/HqLhRZFdkc6r4wrqAe5JBHw8iZUWKt81oU1Tnt6QFN5qkpOkAbZb6YDI1nvYAilRSp05jOXjw3WZ161JzOF3p/AbVFn6o07+NMTpuNAA/Zv1oe6/UyfE0aA1c1/s6tBotI2JHsDNbdX5VxYe2TH1wTHvoEdaDKGOUQ55yY0RE9EWSND6l+GC1mhqdsZBlmWd3POt2bnNTdO48hauu+p7Ro//E+fO/sGLFVH7++c8XjJNmH/m1v/GrUWD78a2qlXgajUbH+PF/o6Iim127hPZve1FTU9Zovu+h/ENcuvxSlu5f6tb61E5v9R1IDcqV6Lu071pkZ2LiJGTZ2iqJy8ZQZ0L/e+xzxnw2ptFlJUmqVXzw3S5vF5Xz++nRT0l8N5HSGucXZDVKMiFhAgDbWlAsdLFQWlPKqeJTWNq4utSbqDe8K7++mmMFzZPbCgpKICpqcJulPihpD407v6C0GS4vz+L06a/cXndlZQ6SpMXPL9zhfVmWySzLtOXKny09S5W5CoCCqgIynBTjqJq+FeYKNJKG+wbdx8i4kY1uf3TcaE4Vn+J8+Xk7xYe27/QGSlRakiRGx43mp/PuaTXrdEZCQrr6lOKD1WputMFFjbWGdw6+w6xVszy2Ta3WwKBB97BgwTZ69LiK/fvfYtmy8Rw79lmbKp+0B3VRL71NrxogUBdItDGabXYOhzsPhS0lJmYo/frdxqFD77tUDRB4FjXtwRXVlmoA3j7wtlvri44eRFVVPuW1zXxUZFlGBs6Vn2vRrHNMzFAMhpA2y/tVz4GTJWfIKMugorYQ0BW+LnfWYuc3Ly+P5557jocffphHHnmEb77x/TwkNUdxq4vOV/ra4pCk4CQSgxIdLmgC5xzMb5sohy+gRn6twJenvwTAbDXz6p5XKXJjaik5+TJycvZSXu75Kfvq6uIm0x5AiciFhfVk//6lbl9QKypy8fePbFDV+9Xprxj131FssWt5uztnNwDzVs9j9GejG91GhH8ET45+0naeueLSxEsB2JK5BaMxEqMxioJmPnw0B3vHTM1HHttpLJllmQ7pGo0RGdmP/PxDPpMqZbGYGi12sy/2rV/421oCAqKZOHEJ8+d/TXBwElu2PMqqVXPIrs3j7oioD8KS5Bj5/fn8z1wSfwkma10KmH0UuC0YOVJo/7YnivPbUObs06OfsjVzqy2NK6cyx63zv67obV+9T6y2OajTLXAaNRod8fHjycjY1CbXIXWsqVeLpoIDISFdKSvL9Lnulyotdn61Wi0333wzr776Ki+88ALr1q0jI8N3ZS0ARsYqESd7aTOA/xv+f6yZt8ZWlCNJEuPjx7M9a7stsvnZsc+487s729VeX8MqW1l5ciU11hqC9UqBx+Z26inuDdRpHiuwpbZ7zt6cvby8+2Xu33h/k99PTp4JQFraOo/aJcvW2rSHpp1fSdIwaNA95Ocfclv2zJXGb2F1IaA4wSrqA6J6sT5aK0u2/PhyEt5JoKS2GQdAnpud2vpG9CXaGG075mFhvSgqajvnV3X+ZOrykS+JvwRwf3zHxY2hrCyd7dv/1OZam+5gtdY0nvZgl+pxuI1ylaOjB3P55V8yadLrVFRks3r1PDZteqBNHgbbGjVt6Kfzv7D8xHKbOsnVPa+2jRWASYmT2J61vU114g2GEMaNe578/EMcPPhem21HoKA4vw0bXCzcupDrvrnO4eHxTEnT0/wREX3RaPQN2hyrkV9wfIA6nH+Y826eM507T6K8/BxFRSfcWr45qNe1hKBEoO6eCEr9R/0UKkXxQfbZ1ugtdn7Dw8Pp1k2RszAajSQkJFBQUOAxw9oCQ+004MnaIiRVp1Gv0TM0ZqjDsuMTxlNsKrZ1e3t0y6OsTVtLVpnjVMXFxLbMbTyw6QGe/+l5Io2RAA5RwAsN+8jv3ty9mCwmWzfATW500wkL60lISFdSUz3r/CrSO7JbaQ8APXpcgdEYzf79b7m1fGVlrlON3/B6aRDdQrvxfbpS3a9KmW08uxGom2XZcHaDW9u0RyNpmJAwgS2ZW7DKViIi+lBYeJwyU1mbRDTsHUH1755hPUkMSrTtX1P063cLgwbdw+HD77Nhw91ej3Yozq/rtAf7G/bm9LZ7gJUkiZ49r2LBgi0MGfIAp0+vYdmyCezb9w/MtSkzHQE16vXHHX8CILcylzN3nGHR+EWMr9XUBpjSeQpVlip+Ptd2qQ8Aycmz6NIlhd27XxLav21MUzm/uXY61+7cD7VaPyIi+jaM/No5v/brmbZyGsP/Mxx3SEycBEBGvQCfJ7BP/QFHG6/5+poGKVR1cme+mffbPA0nF+Tk5HDmzBl69OjR4LMNGzawYYNyA1y0aBFRUVGe2GSLCAhwfHqb1XMW/zvyP9Iq0hrYdWXAlTz4w4P8mPsj0/pNY3jccHaf382Ogh38Nvm3bWKfTqfz6vFpitjKWAA+O/4ZMYGKc7QrexeGYAMhTRRfdUQyMhRdR9VNOFl9kpDQuv3UBmoJN4Y7+WYdfftewc6drxMUpMPfP8wjdhUXK+02IyMTGowXV2No1KgH2Lz5aWQ5m+jo/i7Xfb7sPBWVOcTFDWqwnqAcx6m/+X3m88rPr1BpqCQxLJHdObvZen4rz0Q9w8RuE9mcuZlKcyWdQzqTXqKkD7g7vuf2ncvKkyvJMGfQufMwDh36N6M+7M01Q+/ijRlvuLUOdykqUWYxuoV1Y1zPcbb35/Saw0cHPiIwNBCjvmmNz9mz/05sbG/Wr3+Edetu5JprVni0S15z0Os1aHQ67tp4F2/MfIOE4ASHz/2q/Wx/b8/ZzjNRz9het811KIpOnV5mzJj72LjxD+zcuYgTJz5n6tTF9Ow5t81VKVrLuXPK798/eiBbcg9QZakiPjYegOjout94dr/Z/HXnX9mRt4Orh17dpjbNmfMm77wzhF27nuPqq1f61DH09XtZc7BYqggOjnK5P9ty62bUfsz+kf+79P+aXGfnzqM5fHgZkZERdRJqkuL8Do4dzObMzQ2uO/4h/gQZGu8yFxUVRWRkb7KztzN58h+b3rlmoNcr9x1Jq9h7rPAYlQbl+q5Sri8nKTQJgOBgpRjUbM5u0Vho6zHUaue3qqqKJUuWcNtttzVwLgFSUlJISalTBcjLc2/qsy0oKy9zeD05bjL/O/I/QrWhTu0aHTealUdWcn//++kS2IXd7OaLQ19wVZer2sS+qKgorx4fV8iyjCRJFBUVAVBRU0FpVSnJIcmklqSybO8y5veY71Ub24KSkiKgTgvgf/v/x+XdL7d9vnL/SuZ1n9foOmJjJ2K1vsK+fcvp0eMKj9iVn688SZtMWu5bfR9hfmE8MvwRwPUY6tLlSnS6RWze/CKTJr3mct3J7yTxJKDRBDdYT0lJicPrS2Mu5RVeYdm+ZVRXK0Uf2zO2cyrzFNWV1bblLBYL9w+5n9NFp90e3yPCRqCVtHz262fcUhvNiAHe3fsuz414zq11uEtRsZLOMSZ2rIN942PGs7RmKV8d/Iopnae4ta7k5AWkpASzadP9vP/+eGbM+MSmedmeVFaWU2aq5NtT3/Lb1b/lg8s+cPhcTUfx1/qz9exWjmccJ8I/Amjr61AIEyf+ix49rmf79mdYseIaEhIuZezY52zKHr5Ice0YSQzqArkHAMd7WUJQApllmZSVlDE2bixrjq/h8SGPt7FDGsiwYY/y889/Zteuj+na1XPFi63FV+9lLaG6uhSLRUNeXh4Wq4VTxafoFd6LGGMMOZU5rDm2BoDe4b35/sz3pGalNumkBgX1prq6mNOnd9kipLJVyfmdljiNX7N/5Yv9XzC9VjUIYMWvK5jddXaT9nbqNJ4jRz7l/Pl0jzTmUDmTraS0lZkqbeP9v3v+yx0D7sBP60e1pZrP9n7GnQPq0kONxhiysg60aCx4agzFx8c7fb9Vag9ms5klS5YwYcIERo8e3ZpVtQtW2eogsN8lpAtbrtnC/w13/qQ2I3kGxwqPcbr4tG069MesHykzlTld3tcwWUyttjWzLJPEdxP5+szXDtPD+VX5jIgdQWxALF+f+bq1pvok9jm/Q2OGsubMGgd1C3ckaWJihmE0RntU8qy6WnFc/PxCeO/QeyzZswRzE4Uv/v7h9O59PadOraK8/JzL5fxQnohNdlPmv5z/hcnLJ1NkKnJYtntYd5JDklmftt5WAW+RLXyX9p3DtHpWeRZPjHyCd6a94/Y+RvhHMLbTWNacXkNYWE8A1Pja2ZKzbq/HHdRUivr6w2M7jcWoM7KumWkrXbvOZPbsz6muLmb16svJ8ULDHIvFhK42zctZ17GiqiIA5nSbg0W2NHsfW0tCwqVcddV3jB37PLm5v7JiRQo7djzdZhqlrUXN+ZVr7x93D7zb4fMVc1Zwe7/bSQ5JZkbyDFJLUjlU0PbqHwMG3EVERD+2b//TBSMr50s8te3J2rQHxZldeXIlk/83mfVpdedUTqXSEXNO1zlUW6rdSpWKjh4M1HV6s8pWqi1KGtAl8ZcQrA+23V+ijEr0c62b95DExMlYLFWc83DqzbdnFFGDzPIseoT2oE94H9u9PzkkGYB19epbQkO7+qziQ4udX1mWWbp0KQkJCcyZM8eTNrUZVtmKJEkMihoEKBHM7mHdbXmc9ZmRNANQBp3q+JmsJr472zIdvvbmrvV30fvD3q2q5s6qlWN5dPOjDdajk3TMTJ7JxvSNTcqedER212rNWoH53eeTWZZp6/yXEJTAurR1lNeUN7oOSdKQlDSdjIxNHstxNNVG7ezVHrafa7rhxIABdyHLFg4det/lMp1qCxkPlaba3vvo8EccLzrO58c+d1hWp9ExK3kWWzO3kluZS//I/nQO6syXp750eFBqKbO7zuZU8SlSK7IxGmNQs5C/8XCHK6vsvEDNX+fP9KTpfH3m62Y3LoiNHcG8easxGEJYs+Yaj+d9N4XVagapbmIvza7oZF/uPsZ+PhaAgVEDSQpOYs2ZNe1qHyi5gwMG3MmCBVvp3ft6Dh78N8uWTeDIkY99omjQnryKbACskkTnoM48M+YZh887B3fmL5f8RTknus5CK2n56pT78oItRaPRMWGCqv37Uptv72LjkyMfALKtyYUqa/buwXexYrU5fQAj40YSbYx2KxgUHt4LrdbflvdbbalGQpll9NP6MaXLFNalraPGWmPrP/D92e9t22+MTp3GoNX6ucz73ZW9i4Kq5tdnxdY64VaUQMGsrrP4+fzP5FTk2HyDn8795LDu0NBuFBQdb7POh62hxc7vsWPH2LJlCwcPHuSxxx7jscceY88e324JLCOjQcO7095lbre5DKmVHHFFYnAiQ2OGsuLECixWC91Cu5EYlMiKEyvax+BWoj6BtkZ3UpWlKq0ppay2x7l6wldZqpjVdRZVlqoWFTb5OmtOrwaUk31m8kwMGgOra9+7uufVVJorGzzpOiM5eSY1NeVuqy00RXV1MaBUfccFKAolX578ssnvhYR0oWvX2Rw58jEmFzMCXWsvcD/m1FUiD66NUqjFn6vmrmLxhMWEGEK4sueVmGUze3P2opW0zOs+jy2ZW2zKDtpWtNedmTwTCYmvTn9FSFgPm/P7VTM0i91BddOdtS+9ovsVFFYX8kP6D81eb2hoNy6//EsiIvqyYcNdHDr0QWvMbBZWqwnJTqrO/oZsr7qhlbTM7jqbbZnbWnRD9ARGYyQTJvyNK69cS1hYT7Zte5xVq2Z6PHLVGv6+9zUALLLzDoX2RPhHMCFhgvIQ2A7SdzExw+jX71YOHfq30P71MOr8V2ltVFZt8LMtaxsmi8lB6UOnqQsGNTXjqtHoiIoa4KD4oDq/1ZZq5nWbR0FVAT+k/4AVK4lBiRSbivnejfbhOp2RuLjRLvV+562ex7BPhzW5nvqokpBWlJnf2V1nIyPz9ZmvscpWeob1xCJbWHVyle07oaHdqKku4rEfHmz29tqaFju/ffr0YdmyZbz88su89NJLvPTSSwwb1vwD2p78+9C/MctmEoISWDp1aZN5OQALei7gaOFR9uftRyfpuKrnVWzJ3OK29Ig3Semi5FovO77M6eeZZZlOL85lpjLbjdD+c/UGek3PawBlOnVM3BgSghL47NhnHrXdF4ioVTewAiGGECZ3nmyL/I6OG01CUIJN1aAx4uPHodcHeSz6ZzIpzq+fX6hNweSb1G9sDSdUvkv7ju7/7k5xrbMMStMLk6mEY8f+63TdhtoI568lp2yqKPWJC4zjxj43AoosWd+IvoDiFMzrPg+LbOHLU4ozfvCWg+y+YXeL9jM6IJpLEy5l2fFlBId1JxpIDExgX+4+jhYcbdE6naFGfp05NZM6TyLcL5wvTjX9OzvDaIxizpzldO48le3bn+Tnn19ol4YPSuRXcX61kpZlx5fZzmWDXfOLipoK5veYj1k2uzWW25LIyAHMmbOCKVP+RVVVIWvWXMn3399LWVmmV+0CUB8j0srOupXHe3n3y0kvS2dXO2kbjxz5BwICYti69Q9C+9eDqGfK3trujfYNTkpMJRg0BnrXNuIprym3BUXUIEljREcPJj//AFaruTYlU3F+B0cPZkqXKUT6R7LshHLeTkycSFxAnMt7eX0SEydSVHTc5blTY61p9sOuqvZgRQmE9A7vTb+Ifnx27DOsspV+kf0YEDmAZSfqbFTzmUPaqOV3a7hoOryV15Q3OUXtjHnd5+Gv9edsqXLRu6rHVVhlq8sbRXZFttvC+G2Nn1ap6F5zek2DfS+oKmDUf0fx+LbHG3zvprU3MfDjgZhrT0qV/534H6DkQgLc3v92tBot1/W6ji2ZW3xmvz1FpL/i/Kr6r9f3vt72mUbScEWPK9icsZlzjeTQgiJt06XLVNLS1nlkOje/8DganRGDIRirbCUuMI4SU0mD6bblx5dTZaniv3aObnT0EOLixnDw4DtOWx771b5XhZZPjnwCNGyCYJ83D0oUHOBM8RmbM1xYXYiERIghxKaf3RKu73M9WeVZnLOa0QPXJk/HoDHwn6P/afE666P+Js6cGr1Gz+XdL2dd6joKqwpbtH6dzsi0ae/Rt+8t7N//Jps23Y/FjenL1mC11kBt5PemvjdxouiErWW0/QNtQXUB/SP7MyR6CJ8e/dTrTTokSaJ798tZsGALw4Y9Qlradyxbdil79rzqVfk4Q+2DxJ7cXxuMf2fM6TqHIH0QHx/5uK1NA5RZoLFjnyc//yCHDv27XbZ5MaBqouzI3o1Vtja8FkoSL1/6MhH+EfSP7M+wmGH0Du/Nf441fX2Kjh6C2VxJUdFJm/M7Pn48flo/9Bo9V/S4gg1pG8ivykev0XNVz6vYmL7RQVrNFXWSZ65lDJv7sGtfAzOl8xQkSeLGPjdyMP8gZ0rOoEHDgl4LOJB3gCMFR4A65zfMx9KY4CJyfi0u8vqaItQvlBnJSu5vlbmK7mHdGRU7io+OfOS0te/81fMZ89kYTBZTg8/amoKqAiYtn8Qv538B6jRLK8wVrDy50mFZNUf3k6OfNNgPtWvXurR1tidd1eEF0Gq0ZNyVwRMjnwDg2t7XAlxw0V+p9kLXNbQ7/lp/h4p/jaThht43YJWtfHT4oybXlZR0GVVV+eTktCwKas/RM99wxFzJgbyDWGUrE+In0D20O+8fdszlVdMVPj7ysYNTM2jQPZSVZXL6dMPcNH+rGSsSk7vOZPmJ5VSaKxvk79Z3Eq/scSUAxaZiJEnitn63AXgk7/eypMuI9I9kfY5SGBJWU8WM5BmsOLmiQaS7pRzIV6r3D+Y5L1C6ue/NVFmqWjW+NRotl1zyV0aO/COnTn3Jt9/e2GbFXZXmSs4UnaS09oF3fvf5BOuDGzzM3Nn/Tu4frDRrubHPjRwrPGY7972NTmdk+PBHueaazbV6ti+zfPkkTp9e4xUHPaRW59WCe+M6UB/I1T2vZs2ZNe2WTtK162w6d57Krl0v+US0vKMjy7It8ptRlcvG9I22c0etB8qtzGVYzDAO3HyAToGdkCSJ63tfz96cvTYH0BVRtbVHubm/2pxf7Gafru11ra1zoEZSHEuLbHEIZrgiPLw3gYFxTvN+1VTG/xz9j9vnksVSjblcGVOLxi/mg+kfADC/x3z8tUrNlCRJzO8+H4PGYHvoCw7ugoyI/HoVddA+POzhZn9XvZmnlSpFI78Z+BvOlp51mu95tlSpRHdn2sPTnC4+zYmiE1z5leKMyLJMn/A+DIoaxNsH3nbZ0rR+vu7UzlMBeO/ge7aEyJv63GT7XCNpHByghKAEJneezMdHPm7TzkbtTu0x2rxgC1qNFq1Ga3OAq8xVJIUkMT1pOp8c/aRJR6xz5yloNAZSU79tlUklJWfRmoo5Dbzx6xvIyGglLbf1u429OXvZfa7OeVFv0qklqQ6tKLt0mUpYWA8OHGjY8tjPWkON1o9b+t1KUXURX5760jZWXrzkRcL9wm2SWCoxATHc2OdGmyOlOsOewKA1cG2va9lUeJgywHJqJXOCu1BUXWSbiWgtakHJyNgRTj/vG9GXcZ3G8f7h912qaqw6uYqEdxIobaTiXpIkhgz5HZMn/5Ps7F2sXn1FmzQoyCjNoKKmjOO1VdaB+kCu7Hkla86sIacixzYu5veYT3jt7Ma87vMI0gfxbx+LGgYHJ5KS8hazZy/HYAjm++9/y9dfX0N+ftt0pXOFJMu2Ce/UklS3vnNz35sV+ad2CgpIksQllyhpNT/++KTXo/gdHZk65zfYP4J3DrxjO3du7X8rgNP0x6t6XoW/1p+3D7zd6PpDQ7uh1weTm7sPuVZHxL7uoF9kP1vQySJb6BHWg4kJE3n/0PtNFr5JkkRCwiQyM7c1SIOxylZijDEcLTzK1qytja4HlFmkdetup6J2HPvpjGhrZ5XC/MKY220uAKWmUiKNkVzR4wo+P/Y5BVUF6HT+mHRGQoXz6z3UC0H9LlXuMKL2pqjmBF6WdBldgrvw1oGGHbMm1U43LN3f0LHwFLIsk+nkyV5X285URuZYwTGbusU9g+7hdPFpByfXPnfp7QNvO9iqOrY/n//ZluMaaYy0FVc5i3j/bvDvyK/Kv7Civ3Y3PJV/TP4H9w6613ZRunPAnRRUFTTpiBkMwSQkjCc1dV2zxkX9ZTNru+qcAtacWcO58nNoJA3X9LqGIH0QS35aYltWdVpDDCG8sa+uMYQkaRg48Lfk5R3gnJ1KxOfHP8dqKsGs9WNsp7H0i+jHG7++YXP4rul1DQdvOYjRiXbk4gmLeWKUMhMQoA+w5Zt7gjsG3EEN8A4gBXYi69d/codfOO/Y2dYadLUX8m5h3V0uc+eAO8ksy3RZyb3q1CoAPjj8QZPb69HjCmbO/A8VFedZvfpy8vMPNtvmxpAkCS11zVk0kobfDPgNNdYah4dg+xznQH0gt/S9ha9Of8WJAs+3Rm0t8fHjuOKKtVxyyV8pKDjCF19cxo8//pGqdoqqSsgOUTl36BPRh/Hx43n7wNvtFhQIDu7M8OH/x9mz6z0qr3gxYpWtNud3dvcr2Za1jUO1s0PdQ7uzdOpSXpn4SoPvRfhHcEOfG1h5YqXT+7SKJGmIihpITu4+20xs/ZQaVVJve5Zynb5n0D3kVOa4lbKQmDgRk6m4QRGkVbZyVc+riA2I5Z/7/tnoOmRZZtu2J8jMrEuf0NZGjlV+M/A3ALa0qrsH3k2VpcoW/a3SBxLsg3noF4/zi3MtT3eQJIn9N+3n5+uU6mOtRsvdA+9mV/Yuh/7WUOesHCk44pYObEv4+fzPjPrvqAb5ZPaO0j9//aeibiFpmN11NolBiby25zXbjU9ddmj0UH46/xNbM7c6rCc5JJkwvzAW71oMKCflyrkrmdV1Fn0i+jSwaXTcaEbGjuRf+//llZSPtsFq0/VUCfML46nRTxFQ2+t9XKdxDI0Zyt/3/r3J6G9S0mWUlqZRWHgUq2x1y3Eb9/k4Htn8iO11ZuYWZH0w9tLfkiQRbAjmrgF3seLoCg6rxRm1v/W9g+5lU8Ymh+KbHj2uxGiMYv/+pbb3Htn8CEGASeeHJEk8POxhThefthWvNefceX/6+5y4zTNOVKfATqR0SaEYKO4+n2HDHqVLdRGzSs+ysomLtztYa8+FxgqZpnWZRq+wXryy5xWnv9uAqAEAvLX/LbdqC+LjxzF37iokSctXX13ZaG5ec7HKVrQoU/SgnLtdQ7syr9s8Pjz8IflV+UBdxFvl7oF3Y9AYeHnHyx6zxZNoNDr69buVBQu20a/fbRw58gnLlk3g0KH327zIS5IVraD1V65nxRz31X4eHvYwuZW5fHr00za0zpGBA+8iIqIvO3Y85VLVRdA09s7vvF7XEKwP5r1D7wHKOTW321y61ea01ue3A5UusEvtrq/OiI4eQk7eAcb+d6Sy3nrX2JQuKUxOnGzrRTAhYQL9I/vzj33/aFJ+MSFhApKkaZD6ICPjr/Pn7oF382PWj7YAlzP27v07x479l9Doobb3NBrH3mj9I/vz2PDH+MfkfwDKQ9/kxMm8c+AdSkwlFBqjyfVgsw1PcdE4v6oj4E6xgjMijZHEB9V1Crmhzw0kBiXywi8vOKQQyMgMjhpM99Du/HXnX5sdmVKnmhuLDqrdmR7f9rjDCaDa0TeiL1+c/IL9ufvRSBp0Gh2PDn+UX/N+tclEqcve3PdmEoISWLRzkW2bVtlKiCGEB4Y8QFWtxItG0pAUksQ7Ke8QbAhuYJMkSTw09CEyyzJ5vxEd2Q6FbEVuorJbkiQeH/E4WeVZTRa3JCVNByRSU9ey4OsFXPL5JU1Ggc+WnuXz459ztuQsVquFrKwfsdRKzanpBWp04TcDf0OoXygv73Z0Xu7ofweR/pEs3rXYtj2dzp9+/W4nPX0jBQXHbMuGAydqCypmJM+gb0RfjhYqygrNcX41ksb2gOAJ/jhSadU5KHoIw4c/wuw5y/HT6Cjc/RK7977utoJCVlkWt6y9hQy7dAPZjWuDVqPlsRGPcbLoJCtONnR+1ONaWF3Y5HSnSkREb+bN+4rg4CTWrr2F48c/b/pLblDf+VVnhB4Y8gCV5kr+vufvQENnPzogmhv73sjHBz72qJqGp/H3D2fcuD9z5ZXfERk5gO3bn2LlysvIzPSMlKAz1Mhvv8h+jOk0xu3vjek0hrGdxvLGvjcaTYnxJBqNnvHj/0Z5eTa7dy9ul21eiKw/u95W8BYVFM89g+6xfdaU4kdicCLX9LqGj498zJniMy6Xi44ejBYZW0lwvfVqJA2fzPyEOd3m2Lb72PDHSC1J5dMjjT9Q+fuHEx09hIyMH6g0V3L9N9ez49wOZb1ouKnPTUT6R/Lnn/7s9D504sQKdu9+iR49ruJMraIPNHR+AR4a9pBDTczCEQsprC7kzV/f5HxwEr+2oui5rbhonF/ZjehOc/DT+rFwxEIO5h90mPK2ylYMWgNPjnqSk0Un+eToJ81a78dHPua+jffx7sF3XS5j74TYF1upqQy/H/p7IvwjOF9x3nZDv6rHVfSN6MuLv7zoUMTkp/WzOcbqfij5RxK39rvVtm53ijwmdZ7E5MTJvLb3NfIr85ux177HicIT5FXkNIj8OmN8wnjGx4/ntb2vOWio1icgIIbY2OGkpq5lx7kdZJRluN0d74VfXiAvbz/V1UWYQ5Te6X8Y8QcAWxpCmF8Yj455lHVp69iUvsn2gBOoD+ShoQ/xY9aPDtvr1+8WdDojB2rTd8I1fvgBw2tTFjSShj+OqusP39IHR0/QO6I3aXemMS1pGgDxncYyeOq/OArs2fU3vv32RipqGxE0xq7sXXyf/j3zvqprS62ObWc6v/bMTJ7J4KjB/G3n32wPoCpW2YpW0jIreRb/3PdPB+e6MQID45g7dyXx8ePYvPkRdu9+pdXpUlbZigYYFz+et1Pepnuoks7RO6I3N/S5wVa74Oxa+NDQhwjxC+GZHc/4fM5oREQfZs36jJSUdzGbK/jmm2tZv/43lHi4AyCABhm5BbOGAE+OepLcylxe3fOqh61yTWzscPr1u4VDh963dRETNI+7N9xti/zq9YG26X1wLxDw2IjHMGgN/OXnv7hcRu30llD72urGOZfSJYWxncbyyp5XHGQsnZGYOInc3F/JKDzBlswtXL1GUeaRJIkgQxALRyzkl+xfGjS5yczcxpYtj9Kp0zguvfRlou1SwvRaP5piUPQgruh+Be8ceIezpWdbNOPe1vieRR6mxFTCy7tfprhWG9WTP8IVPa5geMxwnvvpOXIqlBaHagvl6UnTuST+El785cVG837qo4poP/vTsy6rhFWnJswvjL/t+ptNYky9WYUaQnlsxGNAXWMCrUbLc2OfI70snZd2veTwMHBNz2ts+5FfmY8sK+kSRp2Rp0c/DUCkf6Rb9j8z5hkqaip4ZsczTS/sQTZnbGb+6vkUeaiC/sa1N2KVLVjcdAD+PO7PlNeU8+yOZxtdLilpBvn5BxkS0hWAZ356ptGIkKG2zfCaM2vYXFuMZAnuDCjpAJuu3sTiCXXRnYdGPUT30O48+eOTVJhr88gkiVv63UL/yP48s6Nue/7+EfTqdR0nT66koiKb8FoncGathi8okjaqDd6+gOnqRRwmJ8+iuMt01moMnDv/MytWTONsEyLwajfH8+XnbWlJsi0HtvGGHJIk8dfxfyW3MpdFOxc5fGZFOe+fHfssAH/a8Se3nUeDIZgZMz6iV68F7NmzhC1b/s+pDJ0rjhUcY/7q+bZCLBkZLaDX+jO762wHJ1d9YALnDzMR/hE8PeFptmVts+Ux+zKSJNG160yuvnoTI0YsJCNjE//73yR27VpMjYe6Tn6X9h3V5soGUTl3GRozlOt7X897B99rUgHAk4wc+Tj+/lFs29ZQ+9dsNfPYlsdsKVIXOhvObrClbzUHAyitsTQGAvWBvDDuBeIC4wgxhDT53diAWB4Y8gBr09a6bE0cFJRItaQjsfZ1/XxaZ0iSxLNjnqWouohnf3q20WUTEyciy1bys39xXEftuX997+vpG9GXZ3c8a5NyLCg4xoYNvyE0tBvTpr2LVmtAtrMrorYRUlM8PvJxNJKGwwW+OcYueOf3x8wfeXXPq8xbrUR6PBm90kgaXpn4CpXmSh7f9jiyLNvybCVJ4uUJL2OVrTy6pWFrYFfY2/fYlscavYG+NEFpZ/nI5kewylYHh/bGPjcS7hfOxISJtuUvib+Em/vezNsH3rZV/2skDRpJw0sTXqKspow/bPsDFtliu2H+dtBvOXDzAad5vs7oGd6Th4Y9xBenvmjRxaalrE1dy87snTy6+VGPRKwCdYFoAIubcl29wnvxwJAH+OLUF6w57bpVbHLyZQB0qSknLiCO3Ipc29hxhlW2cs+ge+gX0Y9Dp78iNLwPVp2STqCRNPQK7+WgvuCn8+PF8S+SVprG0v1LbQ6rTqNj0fhF5FTmOGxv4EC15fG/CVML5OxadgLsu2kfX8z9wuvOrzP+fMlfOKIzsiG0G0ZjNOvW3cKOHU+71NG1P84Lty50aM2pcePaMCR6CLf3v52PDn/k2PWttvNXQlACj414jO/SvnNL61NFo9Fz6aWvMGzYIxw//hnr1t3mdr7mzuyd7Mzeydwv52K2mpFlxfmVnExPRhojbfmD9VU7VO4edjfDY4bzxx//2KwHd2+i0/kzdOjvueaaLSQnz2Lv3r+zfPmlnDy5qtXXg99u+C0awNQKrdInRj1BmH8Yv9v4u3YrfjMYQhg37nny8g40aGl+vvw8/zn2H6atnNZu6Rje5Pbvbue+jffx07mfml64ljC/MKL0wRgMQbb74W39b2P3DbudFv0647cDf8uAyAE8tvUxp/q8kiRRqDPSo1YubEjMELfWOyBqAL8b/DuWHV/WaG1RdPQQDIZQ8up1S8ytVGzRarS8OvFV8irzeGr7U5SXn2ft2pvQ6YzMmPExfn6hgKM6lLO0B2ckBify5OgnATiU71xG0pv43t3Mw6iSHGpE0NM38B5hPfjDiD+wLm0d/9r/L2RZtp0oXUK68MyYZ9iauZUlu5c0sSYFdZA9OORB1qatdaoooS7TJaQLz415ju3ntrN412Jb2oPq0O67aR8fz3DMQ31q1FN0Ce5ia26hOtu9I3rzxMgn+Db1W7ZkbnFwwl3dJF3xwJAHGBozlMe3Pc6JwvapHI8NiAVgbdpaPjrStO5uU8QHxSMBYc3Yd3W/H93yKKeKTjldJjS0G+HhvUmoKWVY7DAeHf4oq06tcukoWbFi0Bh4dcLfiLPW8KuplGqr4ti5SuG5JP4S7ht0n/J9u4vWsJhhPDpM2Z5agBMSkkxy8kwOH/6YaNmKjFIx7mCzXyij4ka5fRzak4SgBF4c/yJbCo5wJGE8/fvfwcGD7/Hll3MpctKhTj0e/5j8D0pNpdy/6X4stZ2LJI1714YnRj5Bn4g+3L/pfptzaJWttmvL3QPvZkLCBJ7e/nSzLvqSJDF8+KNMmPAymZlbWbPmKrdSOdQbcUFVAS/tesmW8+vM+QWlCOvk7SfpFNjJ6ec6jY5/TP4HFtnCvd/f6zE95fYgKCieKVP+ydy5qzAao9i06Xd89dUV5OUdaPE6B0cPRgsEOKl1cJcI/when/Q6xwqP8dSPT7VbSknXrnPo3HkKu3YtdtD+tb8uLNy60OdTXFrLwMiBAPxu4+/cahIByoNyl8A4DPqmO8G6wqA18I/J/6CipoJ7N97rtBg8X2/EWFtbo3Mj8qvy0LCH6BfRj4d+eMhlXrFGoyMhYQL5tdr/z499np5hPZncebJtmYFRA3l42MN8c2oV//1yLtXVRVx22UcEBSXYlrEfL1IzWtbf0vcWeob1ZFbXWW5/p7244J3f+hHXtlAiuHvg3Vze7XJe3PkiRwuPOjiON/a5ket6Xcdre19jxYmmq4RVB/bugXczu+tsXvjlhQaRRPvivet6X8eNfW7kH/v+wefHlIIZ+2if6vyrBBmCeG/6e7bX9rm8dw+82zZIWyN2r9PoWDplKX5aP25Zd4vbF5vWoO7H5MTJ/Gn7n1iftr5V67PKVqL9IzG4kd+kYtAaeGvqW+g1em5ZdwvZLhyXpKTLiDZXYrCYuX/w/UxKnMQT255gY/rGBsuqKSghVQVogS3lmU3K0wAsHLnQ6fsPDHmAiQkT+eOPf7T1iVdaHhczHCtWfRC62tSAjsK87vO4td+tLD34LqfCezF9+vuUlWXxxRczOHr0vw43dnWc9Anvw1/H/5Ufs37kvYNKOom7s0JGnZG3pr5FjbWGm9feTEFVgYN0oEbS8Pqk1wn3D+fmtTe7nf+r0qfP9Vx22QcUF5/myy/nUlh4vNHl1X0aHz+ef/76Tz46/CEaGo/QNBW5SgpJ4pVLX2F3zm4e3vyw2zNXvkJc3EjmzfuaCRNepqTkDF98MZMtWx6jspGcfFf46/yJ9Atv1oOwMyYmTuTBIQ/y2fHP+Pvev7dqXe4iSRLjxinav9u3/8n2vjpee4f3ZvXp1by488V2scdbBOgDCDGEUFRdxM3rbnYr2m2VrUjWGvStcH5BmRVcPGExO87tcDrLV6C1Pxfdn5n20/rx3rT3lMZC393mss4mMXESpqo8YoAoYxQ/XPNDAynK3w26l3v8I7GUZxE9+HdE1arXqNj7Ce5GfkG5Fm68eiNvT3WvCLg9ueCdX3WgrZizgtv73e5QkegpJEliyaVLGBo9lKLqIofosponOLbTWB7a/FCT+nz2GpyvTXyNYTHDuH/T/axLrWuoYS/bJkkSfxn3F8bHj2f5ieXKNps4gfpG9LXJksQH1ilYSJLEaxNfIzYgliu6X9GMI9CQxOBE/j393+RU5HD111c7FQP3JOpxeyvlLfpH9uee7+9p0LyjuevTIDfrRAclEvnhZR+SU5HD9d9c79QBTk6eiQYIq8xBq9Hy1tS36BfZj7s33M2m9E225ezTaDIzt6DV+jPLruK4MfQaPSduO8Gmqzc5vK/VaHkrxXF7MTHDiIsbjQGw1k5zdTSeH/s8UzpP4YltT7C1IoerrtpATMwwtm79PzZuvJfq2sIQ24OjJHFtr2t5dNijdZHfZswKdQ/rznvT3iO1JJWb195MfmW+w3kfExDDJzM+odJcybXfXMvZZhZhde48hblzV2Kx1LB69XzO1VZpO0Pdp79e8lemdJ7CsuOK1rbUjCiSM+Z0m8NTo55i9enVPPTDQx7RVG5PNBotffpcz4IFWxk48DccP76MZcsmcODA283KqZZluUXXAmc8NuIxruxxJS/tfol//fqvdom4hoR0YfjwR0lLW2fT/lXHzO8G/46b+97MG7++wZLdSy7YCLAsy/SP7M/bKW9zOP8wt6y9pcn6ECtWNFYz+trufq3hqp5X8fCwh/n8+Of8YdsfHB4m87R1wYbmXINAmf19d9q7ZJRmcO031zp1gBMTldTH7jif+ZZlmZ92/ImIqnz2BHbiwX2v2wIj9suoAo7NtbF+Uyxf4YJ3ftUn3BBDCH+55C90CenSJtsJ0AfwycxPGB03mu71xPL9tH58dNlHjI4bzQObHuDve//u8iKjvq9KRX102Uf0j+zPXRvuUjrMyLJdjqLy8xm0Bj647ANbEwqD1uB03fZc2eNKUu9MZXjscIf3A/WB7LphF69Pfr15B8AJw2KG8cnMTzhXfo55q+exP3d/q9fpCvWBIFAfyCczPqFXeC/u+O6OBq19m7M+Dc0/0QGGxw7ng8s+IL00nTmr5jSY+o6KGkippCO+8Bj5+YcIMgTx8WUf0y20G7etu83WdtKmQoBERsZW4uJG8fiop7ipz00MtdNddEWAPoBe4b0avB9sCOaTGZ/QLbQbt667lU+PfsrAWl1K2S+s2fvrC+g0Ot5OeZvJnSfzh21/4J+HP2T6ZZ8wcuQTnDnzDStXTic7e2eDc+fhYQ8zJk6RrnIm4dcY4xPGs3TqUo4UHGH5ieW2AkOVPhF9+GTGJxRVFzFv9Tx2ZzdvNiUqaiDz5q0mICCGb765gVMucujV8a3OPHSpfaDVuXEdaIp7B9/LH0b8gRUnV3D7d7e3W6teT2IwhDBmzDNcffX3xMQM56efnmPFihTS039w6/uqeoYnnF+NpGHJpUu4vNvl/OWXv/D0jqfbRRd94MDfEBHRl+3bn8RkKnO4z7ww7gUW9FrAK3teYeHWhR0qzcVd1LSkqV2m8s/J/2Rv7l6u/OpK0krSGv+OtQa9hyQbHx32KA8MeYBPj37Kb9b/xqYYY9JoqNQpDnZL7jdjO43lg8s+4EzxGeZ8OadBUWVQUDwBwUn0wHlg7Ndf/8nRo58yZMgDvHjld/QK78Wd6+/kw8MfOsifqo/vF8oD0gXv/Nqf5G1NiCGEFXNW8MK4Fxp8FqAP4OMZH3NFjytYvGsxN6+92abS4GCvncMDSr7l8tnLmd5lOs/+9Cy3f3e7LZpo/zRl1BnZdu023k55m0G1PcObQu8iMqTmDHuCsZ3Gsnz2cqyylXmr5/HW/rfaJIJkn3MZaYxk+ezlXJpwKY9ve5zffv/bRiXIXK1PouU3vEviL+GLuV9gxcrcL+eydP9SW2c8SZLYFBANsszq1fNJTV1LdEA0K+asYFz8OB7b+hj3bbzP9hSvqSmjqOg4CQmXIkkSf5vwN9bMd11U5w5RxihWzl3JJfGXsHDrQl48sYJfAXNY71at15sYdUbem/Ye1/W6jtf3vc4Na28ktOtsLr98FZKk4auvrqLszNfK71o7VpQOiIrjH2JoftR7etJ0Pp/tWp93eOxwVs1dhZ/Wjyu+uoK/7/17s5yd4ODOXH75KmJihrFx43386iRaaD9bFKAP4Ot5ipZ3cqjrjnXN4cGhD7Jo/CK2Zm5lxhcz2JK5pekv+SBhYT2YMeNjpk//AKvVzNq1N7Ju3W0UN6LDCrUPwrJnIr+gPKS8MeUN7hpwF/8+9G/mr57f5rURivbvolrt35ccZg+1Gi2vXPoKvx/6e/5z7D/M+bLhA3tHR1VjAbi8++V8MkMJykxfOZ3Pj3/u1KGTZRnJam512oOKJEk8PvJxnhv7HBvObmDmFzPZcW4HsixT5h9Wu0zL7rsTEiawfM5yqi3VzP1yLu8efNehE2tY7AiSAOrNeJw8+QU7dy6ie/crGDHiD0T4R/D5rM+ZkDCBP/74R+7deK9SFIyVlcCkqW8R0kYBxPbmgnd+nbXybEskSXIZ4jfqjLw+6XVeGPcCP5//mcn/m8ziXYttEiOu7A3QB/DOtHd4dsyzbM3capMRq79PRp2R2V1nN5CE8jaDowez7sp1TEycyPM/P8+ML2awLnWdR/MIlehM3fEIMgTx0YyPeHLUk6xLXcf4z8fzxr43KHOzgl6Z6gRJavmxHBA1gLXz1zIpcRJ//vnPTF85nfVp65FlmXyNgZOdJxMe3pv16+9k375/EKQP4pMZn/D4yMf55sw3jP1caaGsK1WeuRMTJ7TYFmeoEeDHRz7ON2nf8gVgDk326DbaG4PWwJKJS3jl0lfYn7efqSum8l7qOibO/A/dus2l/MwabgXKi50XJLaEkbEj2X3DbtbMc/5A0jO8J+uuXMfsrrNZvGsxU/43ha/PfO20Tbgz/PzCmDnzU7p1m8svv/yF7dv/hNXuu/UfmPW11wWDB3O3b+57M6suX4Veo+f6b67n7g13t6tsl6eQJImkpGlcffVGRo16knPntvO//03m559fcKmuoaY9SFLr0kjs0Uganhv7HO+kvENaaRpTV0zlqR+fatP0sNjYEfTtezOHDv2b4trfTh0zkiSxcMRCPp7xMXmVecz4YgaPbXmsw6h9NIVaO6EyPmE8669cT//I/jyy+REuX325zRG1fQe5NvLb+rQHe+4acBf/m/M/LFYLV6+5mqOFRymqdbBbkx4wLGYY317xLWM7jeWZHc8w+8vZbDi7AVmWCY0djg6oztlrW/7cuR1s3vwInTqNZeLEJbZth/qF8uFlH7JwxELWpa5j4vKJfJf2HTWojZouDC5457f+jcHbSJLEbf1v44drfmBK5yn8fe/fGf3ZaBZuXciOjB1Y5LrooD0aScNvBv6GdVeuY3rSdIL0Qc1WYfAmEf4RvD/9fd5NeZfymnLuWH8HU/43haX7l3Ku/Fyr16/mxtqjkTTcN/g+vr/6e0bFjeKvO//KiP+M4Jkdz7A3Z2+j0zcyMpIst/hJXCU6IJr3pr3H0qlLqbJUcdt3tzFx+UTSStMw64zMmbOc7t2vYOfORfzww4PI1hoeGPIA669az6hYRWHBvywLozGKiIh+rbLFGVqNVtneleu5puc1DQohOirX9r6WzddsZnbX2bzx6xuMX5HC1xo/zseNIQ7Yuf5ONmy426GYrDU3nrjAOIbGuE5FCfUL5V9T/8XHMz5W2qNvuJsJyybwr1//5XQGqD46nT9TprzJoEH3cPjw+2zYcDfmWsms+g/Maj6rRtP6tAd7hkQP4furvuex4Y+xKX0TKStSuOnbm/jy1JdUeEhTt73Qav0YPPg+FizYRo8eV7B//5ssWzaB48eXNegW2NpZoMaY1XUWm6/ZzA19buDDIx8y5rMxPLDpATZnbG6yfW1LULV/j+9eUvtw7zjmp3SewqarN3FH/ztYdnwZYz8by90b7mZj+kaqXcgHdgSsWBvcHxKDE1k+ezlLLl1CZlkmV6+5mhlfzOCTI5+QX5lvV/DmWecXYGTcSDZds4kHhjwAQGC4OuPWuvtNbEAsH132EW9MfoOiqiJuXXcrKStSWHZ+J5lA0fHPqKjIprDwBN99dychIUm1Wr6Ohd0aScPvh/6e9VetZ1jMMPbk7PHojLAvIMntnMCRlZXVnptj1clV/G7T79h8zWZ6hPVo1227w9GCoyzdv5Q1Z9ZQaa5EK2mxyBZO3X7KJsh/oWG2mvnq9Fe8e/Bd9uXuQ0JiYNRALom/hFFxo+gX0Y+EoIRmOSN//eWvvHvwXU7fcdrlMnty9vDuwXf5+vTXmGUzCUEJjI8fz6i4UQyLGUZySLItX3r+6vmMKjpJ3+DOXHHFt63eZ4Aaaw2rTq7ioyMfsSdnD3f2v5Pnxz2PLMvs2/cPdu36GzExQ5k27d8EBMQAcKroJNu/upKEhEuZMqVplYeoqCjy8ppf0X4hc7LoJG/tf4svT39JeU05/sBb/W4j48T/qKkpJzKyH/n5h7jiirVERQ1sc3vMVjNrU9fy7sF32Zm9E4ABkQMY22kso+JGMTh6MPGB8S7H/6FD77N9+5+IiRnK9OkfsPzM1zzx4xPsuXEPsQGxlJSk8vnnlzBx4mv06nVNs+1zZwwVVhXyweEP+OToJ5wvP49RZ2RU7CjGxo9lROwI+oT3Idw/vNnb9hY5OXvZseNP5OTsJSZmKGPHPk9MzDAA5q2ex4SCY/SLGcqsWf9tMxtSS1L596F/8/mxzymrKSPML8x2fRoRO4KeYT090jL81Kkv2bjxPr4F7kx5m9ldZztdLqM0gw8Pf8h/jv2HouoigvXBTEicwMjYkbbf2JU9vnYdmr1qNuF+4Xwy03nH1UpzJf878T/eP/Q+xwqPoZE0WGUrz0g6Bg+8i9Gj/+T0e56gzFSGTqPl+OGP6NFjPgG1sp2tpcZaw8oTK/noyEfsy91HJPCgxkBc7AhKS89isZhq26snNrmuXdm7yKnIaVfJMk+Nofj4eKfvX/DO78qTK3lg0wNsXbCVbqHd2nXbzaHMVMaP+T+y6vAqzFYzb6e87ZMVkp7mVNEpvjr9FVszt7I7Z7ct2hGsD6ZHWA86BXUiPjCe+MB4Io2RhBhCCDWEEuIXQoghBKPOiL/Wn5d3v8yHhz/k1B1NT2cXVRfxXdp3rEtdx8/nf6awWkk70Uk6kkKS6B7Wnd3Zu7nNUkWfmOFtcsM7U3yGaGM0QYa6fLIzZ77lhx8ewM8vjOnTPyAqagD5+YdYuXI6Eye+Qq9e1za5Xl+76fgSleZKvkv7jtSSVB4c8iDV1YXs37+UQ4f+jdlcydVXbyLcSYFgW5JWksY3Z75hw9kN7MvdR1Wt3meALoDuYd1JCk4iNiCW2IBYYgJiiPCPIEgfRHXuPk7sWoQxII7y7vN4dt8/2HfjPqIDoikqOsny5ROZMuVNunef14QFDWnOGLLKVn4+/zPfnPmG7VnbOVp41PZZXEAcXUO70ilQOYc7BXYi3D+cEEOI7f9gQzB+Wj/8tH4YtAavpmzJspUTJ1bwyy9/pbIyh549r2HUqCe4bv1vmFh4jP5xo5hRTze9LagyV7Elcwtfn/maHed2OKQeJAYl0j20O50COxEbqIyJGGMMwYZggvRBBBuCCdQHEqQPwk/rh16jb3AfkWWZ/301n+zsXUQkTKRzPeenziVQ/rVYzWRXZJNemk5ORTbl5grbPGqAzkiwPpgAfQD+Wn/8dX74a/0J8AtAtljRSYrcpl7S20UOHdfvuD31PRpZRvm3/nsNl6nbn13Zu7AaQrjtkr8QH3+Jy2iuLMscKjjE2tS1bE3fzJzcPQwf/n8MG/aw0+U7CkcLjrIzeyeDzNX88tMz6HQBzJmzguho9+qDvIFPO7/79u3j/fffx2q1MnXqVObPn9/kd9rb+f3fif/x+x9+z7YF2+ga2rVdt91cLnbHpdJcycH8gxzJP8LRwqOcKT5DVnkWWWVZDSrpnRGkD+LYbceatU2rbOVU0Sn25+3nRNEJThad5HTxafLLsvhdTRnDhz3M8OGPtnSXmk1+/kHWrbud6upCJk36O6Wl6fz885+54YZdBLpoSmDPxT6GWkJlZR7Z2btJSpru1QfOaks1B/IOcKTgiDIWC0+SXpZOTkUOZTUN81ETgRtQbvX/AdbefIAI/wjy8w+zcuU0UlLeoWsLIjWtGUN5lXkcyDvAscJjHCk4wtmSs2SVZ3G+/DxmuelCV42kwaAx2JxhraRFkiTFcUJjk01SHSkNda8lJKeySvVT3hq8rre8zmqhd0U23SpzkSWJbZKWkRo9/RImMH36v1t0XFpDZlkme3P22q5Pp4pPkV2eTV5Vnlt1EzpJh16rR6+p+7+q4jzXAfGGEPy0fmCX+6ugvsbhNUhYZSsmq4kaqxmz1UyN1YxFNmOptaW+Q+HcwZCU30FSfw+lVkZ2WALk2k/lWlvsXzvahW19DbcpUWWuJEbSoJUtaDQGOnUaTWLiZDp3nkJYWA+n5736EDlhwmL62LV878jIsszevX+nU6fRdOo01tvmNEpbO78tfsy2Wq289957PPXUU0RGRvLEE08wYsQIEhObDqG3J7EBsUxKnOSR6SJB22LUGRkZO5KRsSMd3pdlmWJTMUXVRRRXF1NsKqa4upgSUwlV5irlf0tVi9JaNJKGnuE96Rne0+H99PRNrF17E3FxI118s22IjBzA/PnfsL42J9VojCIsrKdbjq+gZRiNUba2097ET+vHiNgRjIgd0eCz8ppysiuyKaouoqymjDJTmfJvSRrmwx/wm+oivl4+ieDgLraoVlvkqDZFlDGKyZ0nO3SQAuUhM68yz3b+lphKKDWVUmIqodpSjclisv1rsppsr1VpRytW5d/aNu71X8soy6k1EypOq/ibaFkuyzJZxigKzBV0LzrFpKo8sNZ45XiCoh2eYNdtS8VitZBXlUduZW7deDCVUVpTSnlNOdWWasxWMyarSXFSLTXUWJX/TRYTpTp/rhj5uMdqRyxWC4XVheRU5CAZJTLzMimvKbfZVWWpcrTHWuNgl0W22H5L9fe0f638Jzu8Z/vbThpSpX7x2qAeVzAyIJb09E2kp2/i55+f5+efnycoKJHOnRVH2D4qnJX1IwCdOo3zyPHxBSRJYtiwh7xthk/Q4rP55MmTxMXFERur5KeMGzeOnTt3+pzzOyFhAhMSPFslL2hfJEkizC+MsHbUoD1//hckSUtMzPCmF/YwAQHRzJ69jK1bF3Ly5IoWTV0LLiwC9YEu07Yq+9/B8eOfU1KSSmlpOqWlZ/H3jyAkxHdmujSSRpmir81l70js3v0ye/a8SpGLluXeQqvR2lJifAGtRkuUMUr5PyqKvADfnIFKSJjAmDFPU1qaQUaG4gifPLmSI0c+RqMxEBc3is6dJ5OevomgoARCQpK9bbKgDWix81tQUEBkZKTtdWRkJCdOtK1WoUDQXmRn7yQyckCbVPq6g07nz6RJf6d793nEOokECgQqRmMkgwff520zLlj697+TPXteRXYjbUPQcQgOTqRv35vp2/dmLBYT58//YnOGf/75zwD06rXgoqi9uRhpsfPrbDrJ2SDZsGEDGzYobWYXLVpEVFRUSzd5waPT6cTx8RGuvfYLysvPe/33iI5uusjNHjGGBK1FjKH6RHHTTRsJCoojPFwcF3foiGMoNnY+gwfPB6C4+Cxnz24hKWkSISEdaz8uFNp6DLXY+Y2MjCQ/v66PdH5+PuHhDaVtUlJSSEmp0w4VxTiuEcVKvkZ0h/s9xBgStBYxhhpiNPbGYhH3L3fp+GMogE6dZmAyid/cW7R1wVuLFYu7d+/OuXPnyMnJwWw2s337dkaMENOzAoFAIBAIBALfpcWRX61Wyx133MELL7yA1Wpl8uTJdO7c2ZO2CQQCgUAgEAgEHqVV2i3Dhg1j2LBhnrJFIBAIBAKBQCBoUy6cRs0CgUAgEAgEAkETCOdXIBAIBAKBQHDRIJxfgUAgEAgEAsFFg3B+BQKBQCAQCAQXDcL5FQgEAoFAIBBcNLRK7cHXOXtWy+LFwZw/r0WrlTl5UkdpqQarVaZ7dwvx8RYqKiSOHtVjNoO/v0x8vJWkJDMLF5bSpYulwXri4iwOn7naXmPLueLMGXjiibBGv9/YNuw/Cw62AlBaqnG6Llfrqf/+TTeV88kngQ7rzM3VkJurISZGbnCsvEFrj7uz9T3zTAi//GKgslIiIEBm5EgTzz1XAtDqbbVmPNlv39lvrDbEae4xUfd5zx4DAMOGOe5vaqqW3FwNoaEyxcWSw29f/5ioY6b+dzQamcxMHbIsoddbGTSoBp1OanKstmR/3D3uAPffH8revQasVgl/f5lXXilk3rzqVq23vc4HV/vk7Le0P7/V38ZXzmFfxf68MJtBp5OxWCRkue5+ERWlHLfGxq+v4c0x2960ZF+dXQ9/+9uyBvfC0lKNW9evpmxLTdWSlaXBZNKg1Ta8/rb2d2rNeV//HKjvJzVmoy+PM0l21qe4DcnKymqX7Zw9q+W66yJIS9O36PtJSTV89lkBQIP1qJ/VdybdWa4xe2+8MYbTp+taRNf/fmPbcGans/1Rb4DO1vPKK0U88kiYw/s6nYzZ3Hhv8+bsp6dp7XF3tr6rroogK6vhcYyJMaPXQ2Zm3TNjc7flrr3OlouPr0GSJIft25OUVMO6dTKFhYXNOiau9tnZ/tbHmU3ujJnGaM64b81xj4+voaxMoqSk/v7JvPlmgVsOsKfHX3NwtU9ms0ROjuM+JSSYef31wgbntzObO353Ls/Q2LWgMbx5PXSH9hizvjKGWrKvrn53rVZ58GkKd49lUz6KJ+43TW2npcdCxdn1v7m+kyt8tsObr7N4cXCLHV+AtDQ9ixcHO12P+llT23O2XGP22ju+zr7f2Daa2l/7dblaz+9/3/DG6I4T05z99DStPe7O1ufqRM/J0TVwBJu7rdaMp6wsfaOOaFqanmef1Tb7mLjaZ2f7Wx9nNrXG8YXmjXt3cXU8Gzq+ABKPPhrW4vW21/ngap/qO76g3ECdnd8q3jyHfZXGrgWN4evH0ptjtr1pyb66+t3dcXzdWX9jttnjiftNU9tp6bFQcXb9b67v5C0u2LSH8+e1rV5HdrYWV3Hx7GzH9bvaXv3lXOHO9xtbxp34vbouV+spKWn5MXN3Pz1Na4+7u+trjOZsy117Wzp+z52TMJmad0w8ca54GnfHvbs0dx9NJvfiAp4ef82hufvU1PntrXPYV2nNeeHLx9KbY7a9acm+esp3aIqWbqe5v1NT22mLY9Ec38lbXLDOb1xc66dvYmNdr6P+Z66219g6mvv91m5DXc7VekJCLJSUtGwywF0bPE1rj4m762uM5mzLXXtbOn47dZKprm7eMfHEueJpPDnuG1uHKwwGa6vW2x7nQ3P3qanz21vnsK/SmvPCl4+lN8dse9OSfW1r36G122nu79TUdtriWDTHd/IWF2zaw8KFpSQl1bT4+0lJNSxcWOp0PepnTW3P2XKN2dutm+OjUv3vN7aNpvbXfl2u1vP3vxc1eF+nazqk3Jz99DStPe7O1hcf7/w4xsSYSUgwt2pbrRlP8fE1DbZffz3PPmtp9jFxtc/O9rc+zmxyZ8w0RnPGvbu4Op4hIc72T2bJkqIWr7e9zgdX+xQT03CfEhLMTs9vFW+ew75KY9eCxvD1Y+nNMdvetGRfXf3uWq171zV3j2VT92xP3G+a2k5Lj4WKs+t/c30nb3HBFrxBXaVhdrYWjab1ag/Z2VpiY5uuzm9qOVeUlkbxxBPmRr/f2DbsPwsKUiJXZWUap+tytZ7676uV+/brzMvTkJPjO5XirT3uztbXlNpDa7bVmvFkv31nv/GwYeHk5eU1+5g0pfaQlqYlJ6dxtYf6Y6b+d5ypPej1UpNjtTnHrLnHHTyn9uCp8dccXO1TU2oP6m/j7Bz2lWIlX6A5ag+NjV9fo63HrC+NoZbsa2NqD/Wvve5cv5qyLS1NS2ama7WH1v5O7pz37hyLxtQemvJJmmt/Wxe8XdDOb0fDly4Ygo6JGEOC1iLGkKC1iDEkaC1C7UEgEAgEAoFAIPAQwvkVCAQCgUAgEFw0COdXIBAIBAKBQHDR0O45vwKBQCAQCAQCgbcQkV8f4vHHH/e2CYIOjhhDgtYixpCgtYgxJGgtbT2GhPMrEAgEAoFAILhoEM6vQCAQCAQCgeCiQTi/PkRKSoq3TRB0cMQYErQWMYYErUWMIUFraesxJAreBAKBQCAQCAQXDSLyKxAIBAKBQCC4aNB524CLlby8PN544w2KioqQJImUlBRmzZpFWVkZr776Krm5uURHR/Pwww8TFBTkbXMFPorVauXxxx8nIiKCxx9/XIwfQbMpLy9n6dKlpKenI0kS9957L/Hx8WIcCdxizZo1bNy4EUmS6Ny5M/fddx8mk0mMH4FL3nzzTfbs2UNoaChLliwBaPTe9cUXX7Bx40Y0Gg233347Q4YMabUNIvLrJbRaLTfffDOvvvoqL7zwAuvWrSMjI4NVq1YxcOBAXn/9dQYOHMiqVau8barAh/nmm29ISEiwvRbjR9Bc3n//fYYMGcJrr73GSy+9REJCghhHArcoKCjg22+/ZdGiRSxZsgSr1cr27dvF+BE0yqRJk/jjH//o8J6rMZORkcH27dt55ZVXePLJJ3nvvfewWq2ttkE4v14iPDycbt26AWA0GklISKCgoICdO3cyceJEACZOnMjOnTu9aabAh8nPz2fPnj1MnTrV9p4YP4LmUFFRwZEjR5gyZQoAOp2OwMBAMY4EbmO1WjGZTFgsFkwmE+Hh4WL8CBqlX79+DWYCXI2ZnTt3Mm7cOPR6PTExMcTFxXHy5MlW2yDSHnyAnJwczpw5Q48ePSguLiY8PBxQHOSSkhIvWyfwVT744ANuuukmKisrbe+J8SNoDjk5OYSEhPDmm2+SlpZGt27duO2228Q4ErhFREQEc+fO5d5778VgMDB48GAGDx4sxo+g2bgaMwUFBfTs2dO2XEREBAUFBa3enoj8epmqqiqWLFnCbbfdRkBAgLfNEXQQdu/eTWhoqG32QCBoCRaLhTNnzjB9+nQWL16Mn5+fmKIWuE1ZWRk7d+7kjTfe4K233qKqqootW7Z42yzBBURbCZKJyK8XMZvNLFmyhAkTJjB69GgAQkNDKSwsJDw8nMLCQkJCQrxspcAXOXbsGLt27WLv3r2YTCYqKyt5/fXXxfgRNIvIyEgiIyNtkZUxY8awatUqMY4EbnHgwAFiYmJs42P06NEcP35cjB9Bs3E1ZiIjI8nPz7ctV1BQQERERKu3JyK/XkKWZZYuXUpCQgJz5syxvT9ixAg2b94MwObNmxk5cqS3TBT4MDfccANLly7ljTfe4KGHHmLAgAE8+OCDYvwImkVYWBiRkZFkZWUBijOTmJgoxpHALaKiojhx4gTV1dXIssyBAwdISEgQ40fQbFyNmREjRrB9+3ZqamrIycnh3Llz9OjRo9XbE00uvMTRo0d5+umn6dKlC5IkAXD99dfTs2dPXn31VfLy8oiKiuKRRx4REjGCRjl06BBfffUVjz/+OKWlpWL8CJpFamoqS5cuxWw2ExMTw3333Ycsy2IcCdxi2bJlbN++Ha1WS3JyMvfccw9VVVVi/Ahc8tprr3H48GFKS0sJDQ1lwYIFjBw50uWYWblyJZs2bUKj0XDbbbcxdOjQVtsgnF+BQCAQCAQCwUWDSHsQCAQCgUAgEFw0COdXIBAIBAKBQHDRIJxfgUAgEAgEAsFFg3B+BQKBQCAQCAQXDcL5FQgEAoFAIBBcNAjnVyAQCAQCgUBw0SCcX4FAIBAIBALBRYNwfgUCgUAgEAgEFw3/D/KnUNUAaK69AAAAAElFTkSuQmCC\n", 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epochs:75\n", - "Training : Negative Log Likelihood:0.005759 Log Lambda:-0.006584: Integral Lambda:0.012343\n", - "Validation: Negative Log Likelihood:-0.000053 Log Lambda:-0.000232: Integral Lambda:0.000179\n" - ] - }, - { - "data": { - "image/png": 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\n", 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eZMpLOZYaSx1uC0BuiePCKQQCgUAgqAvr16/nwoULzW2GXert+Y2IiGDEiBG89NJLKJVKunTpYuPhFQjaCzbit6ywRUGpKc9uVeK3JopKi1ApVKiVdUsdaC1+c0py8Ne0nmFAgUAgENgnIUHJwoUepKQoCQ42MG9ePp07N3yOx4oVK/jvf/+LTqdj0KBB9OnThytXrvDqq68C8PPPP3Py5EneeeedSm3ff/99lEolERERPPjgg0RHR+Pi4sKyZcuIi4tj06ZN7Nu3j08++YSvv/6azZs3891336FSqYiIiODLL79ssP31pUHZHm677TY+/vhjFi1axFNPPYWTU+sbYhUIGoo5w4JSUnJfH1N5yK5eXQHwcvaqJH61ei1JBUk2y+btnGfzPmJ5BDf8eUOdbXl086OW18LzKxAIBK2fhAQlc+b4snKlK3v3OrNypStz5viSkNCwsImLFy/y559/smrVKjZt2oRSqcTV1ZV169ZZ2qxevZobbrjBbtvff/8dgKKiIgYPHkx0dDQjRozghx9+IDIykkmTJvHqq6+yadMmunTpwpIlS9iwYQPR0dEsWLCgQbY3FFHhTSBoIGYhq5AUzOo2i6SHkyxFK+x5ft/a91alffxw7gfL6+WnlwNwMuNknW1JKUyxvHZkCjWBQCAQNA8LF3oQH2/rXIyPd2LhQo8G7XfXrl2cPHmS66+/nkmTJrFr1y4SExPp3Lkzhw8fJisri5iYGCIjI+22TUhIAECtVjNp0iQA+vfvz5UrV+wer3fv3jz55JOsWLGi2Sf7iamGAkEDeXGnqUiFJEmV1nk7e5Ory8UoG1FIpmfN1KLUavf3yp5XHGKXI1OoCQQCgaB5SEmx7+FNTW2Y51eWZW699VZefvllm+U//vgjq1evpnv37kydOhVJkqpsC6ZMG+bfP6VSiV6vt3u8b7/9ln379rFx40Y+/vhjtm7d2mwiWHh+BQIHUVhaWGmZt7M3RtlIvi7fssxc9lhC4qmBT9m0l2XZ5n2nrzvx84Wfqz1uqbGUYn1xpeUi7EEgEAhaP8HB9mN7g4IaFvM7ZswY1qxZY8mQkJ2dzZUrV5g2bRobNmxg1apV3HDDDdW2rQ53d3cKC02/i0ajkeTkZEaPHs2rr75KXl6eZV1zIMSvQOAg8nR5lZbZq/LmpTaJXxmZXj69bNrvS9ln815G5o09b1R73Gkrp9FtWbdKHmUR9iAQCAStn3nz8gkLs80KFBZWyrx5+VVsUTt69OjBvHnzuOOOO4iKiuKOO+4gNTUVb29vIiIiSEpKYtCgQdW2rY5Zs2bx5ZdfMnnyZC5fvsxTTz3FxIkTmTJlCg8//DBeXl4Nsr8hiLAHgaCBTAidwJbELYzrOK7SOmvxG0YYUO75tV4PpolzCjvPo/ml1d/gzmadBWDwD4NtlgvxKxAIBK2fzp0N/PRTFgsXepCaqiQoyHHZHmbNmsWsWbMqLf/2229r3fbixYuW1zNmzGDGjBkAREZGsm3bNsu6VatWNdheRyHEr0DQQMI8wvB29rbk+LXGx9kHsBWi6dp0y2tvF2/L6zxdnt191BchfgUCgaBt0Lmzgc8/z2luM9oMIuxBIGgAG+M38lfsX5bJbBUxe3Zf2f0KOoMOgG/OfFNpPcAta25xmF19/foK8SsQCAQCgR2E+G1FPLHlCTp+LarotSTu33g/ado0lJL9WbdmcRubF8v/zv3PZt2KGStsxO/ZrLNo9VqH2OXr4ktWcZZD9iUQCAQCQVtCiN9WxKqYVZbX35/9nt8v/d58xghsqEr8Wsf3VpyQ1tu3N55qT5tljhKsfi5+QvwKBAJBC6ViZh9Bw6nLNRXitxVSrC/mpV0v8dTWp2puLGgS7OX4BWzKE2eXZNuss879a8Y6HtiajfEbqzy2uaSyNX4ufsTlxVXyNgsEAoGg+VEoFFXmwxXUHb1ej0JRe0krJry1QjKLM5vbBEEFzPG81WH2xHbx7EJcXhw+LqbJcOfuO0evb0wpz85knrG77f0b7yfp4SS760qNtilwlk9ezqnMU4CpAMedve6s3UkIBAKBoElwcXGhuLiYkpKSKp0ngtohyzIKhQIXF5dabyPEbyvCRelCsaFYDGe3QGpTUML8ubk7uTMieIRlubXndvmZ5QDc3uP2SsUtZFmudJNMLkimxFBia4suFz8XvzrZLxAIBIKmQ5IkNBpNc5vRbhFhD60IXxdfADK0GZZleqMYNmku4vPiLa/1cs2fQ05JDlq9llOZp2yKWdh76rcXymAv32/kj5GVlmUXZ+OnKRe/RaVFNdomEAgEAkF7QYjfVoR5mNw67EF4gZuPNG1ardq5KE1DMVnFWTWGR5g9tvf3vb/SOuuHnuro5t3N8qAEsOfqHlZeWlmrbQUCgUAgaOsI8duKsOf5ra0gEjgeTyfPmhtRXsgiuzgbmepno5ofZtRKNZ+P/5x3Rr1jWRedEE1haXkt9KQC+zHAE0In2IQ93LfhPp7c+mS1k+YEAoFAIGgvCPHbitiZtBOAn8+Xx4JmFAvx29IxV3nTGXUYZWO1bc3iWELixu43cmvErZZ1b+57kx7Le3Ax21RK8u39b1vWXd/1epv92Iv5vX/j/ZXigwUCgUAgaG8I8dsKuZBzwfI6UysyPzQXRqoXsmb6+vW1vP7lwi8ATAmbYtOmm1c3m/fmFGhuTm6V9nco9RAAHk4elmXZxbZp1KyLZ1gjRgoEAoFA0N5pkPgtLCxk0aJFPPvsszz33HNcuHCh5o0EDkWImcYnqSCJPF1epeW1Tai9YMwCBgUMAsq9teM6jbNps3b2WoYHD7e8N4tfe5PhzmafRZZlfDXlcb0Vxa9SYb/ohugvAoFAIGjvNCjV2bJlyxg4cCB///vf0ev1lJSIIdXGpJtXN2JyY2yWiZy/jc+wH4cR7BbM4TsP2yyvredXo9LwYL8HeXLrk5ZlErai1l3tTj+/fuxP2W93vTX/OfUf/F388XfxtyyrbT+oqoiGQCAQCATthXp7fouKijh79iwTJkwAQKVS4eZWeYhW4DjsxYuKsIemIaUwpdKyE+knar19xRjco+lHK7WxztBQU9LzVTGr8FCXhz1kFWfhrHSu0Y70IiF+BQKBQNC+qbf4TUtLw9PTky+++IJ58+axdOlSiouLHWlbm0ar1/Lo5kdJzE+s9Tb2MgWICW/Nx0u7XgLgjp53VPIKV8Q67y5AWlHlNGnWbaxDKtbMWlOpbUVPr0E2sOf2Pfx5w5+WZRtvqpzdQXh+BQKBQNDeqXfYg8FgIDY2lgceeICIiAiWLVvGqlWrmDNnjk276OhooqOjAViwYAH+/v72dtfuWHNxDasvr6ZUKuWP2/6o1TaSorI3MLc0t1VeU5VK1ersrmivv8aftKI0XDWu9AvrV+22Ec4RNu/z9fmV9hceGG553btzb8vrSf6ToEIXydBm4OZePtLy5bQv6RfWj36U2zHO3zauGCBfrnzclkZr7BuCpkH0DUFViL4hqAv1Fr9+fn74+fkREWH6UR8xYgSrVq2q1C4qKoqoqCjL+4wM4akEcNI5AXA192qtr4leX7mKWEp+Squ8pv7+/q3O7tS0VJuJZLPCZ/H1qa+5vtP1NZ+Lwfbtvb3urbSNU6mT5XXFdd7O3uSU5Ngsy883VXx7ZtAz3NDphlpdz/Np54m/Gm83i0RLoTX2DUHTIPqGoCpE3xDYIyQkxO7yeoc9eHt74+fnR3JyMgAnT56kU6dO9d1du8Mcn1nbKmEAJYYSVJLt84oIe2g6KlbT6+Rh6u89fXrWuK1aqbZ5PyF0QqU29nLzmrGOBzZjDoO5u9fdVW7npHCyeb85cTM9lveo1laBQCAQCNoyDUp19sADD/Dpp5/ywgsvEBcXx4033ugou9o85slrdUk9laZNQy/ben8LSwvR6rUOtU1gn4oPKua43Jomp9nDXjaHINegKttXJ4yrO/6LQ16sm2ECgUAgELRxGpTqrEuXLixYsMBRtrQrzGmySo2lDd5XWlEaYZ5hDd5Pa0aW5XqJ0LqQXpQOVhrUuhpbXbFna3WhCK+PeJ2Zf8y0WWZd6rgqnhj4BE8MfIIDKQe4cXX5w2lTXC+BQCAQCFoiosJbM1GflFMqScWTA55kRtcZNstTi1IdZVar5GTGSTr9uxN7kvc06nGq8vyaC1LUBXvbVCdGBwcOJunhJP7W/2+WZW/ue9O0XS3E97DgYbw09CXL+4LSgrqYKxAIBAJBm0GI32Zi7sa5lte1rRRmkA0oFUr+FfUvvpzwJT9f/zNgPwdte+Jomiln7spLKx2yv98v/c6Hhz+stLxierK6en5/n/G75bWinl89e+EPtfXgBmgCLK/b+wOTQCAQCNovQvy2AFKKahavsiwjI6OUTNkGbuh2A339+tZ6+7ZMsFsw4Ljr8NTWp1h8ZLHlvdlL29CY3+EdhlvEq72czQB/6/835vSYY3cdwJQuUyotq634DnAtF7/t/YFJIBAIBO0XIX5bAEP/N5QNcRsAU0aHXUm7KrUxT5CzHi73dvbGWenc7r147k7ugOMFnd5omlxovvYVQ1XqE/O76oZVzBs6z6Y6mzWvj3idReMWVbl9d+/uHLvrmM2yWotf4fkVCAQCgUCI3+bAXpjDyhjTkP2Hhz7k9rW3czjVtmKYQTYlirUWv5IkEewaTGph+xYyZhFaG0F3KPUQd669s1YTDdO16TafVcXqaPXJ9hDuFc4zg56pdXt7VEx7VtvjB7oGWl4Lz69AIBAI2itC/DYxb+17i07/7sTtPW63WW4WsOah9Ys5F23Wm8WvOezBTJBrULsPezCL0Iolf+3xwo4X2J60nYvZFyuti8+L51DqIcv7q4VXLdcdKovrqkIXGhvrQhsgPL8CgUAgENQFIX6bmK9OfgVAvi4fL7WXZblZwJrjV68WXrXZzizwKorfYLfgdu/Fsxahm+I3Vdu2qvjg+Lx4Rv08ill/zrL5DMwhD2Dyllp7ghuS6syR1Nbzq1KUZzZs7w9MAoFAIGi/CPHbhJQaSy2C6UrBFZu8rmYBG+wabPPejNkDWVHoBLkGkVqUWuuMEW0Ra/E7d+NcdibtrNQmuzib2NzYKq/vqJ9HWV77Ovta2pivu7/GnyJ9Ebm63PLjNqDIRXPRxbMLIDy/AoFAIGi/CPHbhCw8uNDy+krBFZv4XZ1RB5SXo63omasq7CHYLZgifRH5pfmNYnNr5EL2hUrLZv4xkzG/jCn3/FqJ3xPpJ2zamivmXS28ahG4ndxNpYyTCpIs7cyiuz55fhuK9YOTwWiopqUtu2/fzc3db273ceICgUAgaL8I8duEnMk6Y3mdVZxlVzStilkFVA57MA+/VxK/ZZ7Mdi1mKji9kwuTKzWJzYsFyq+f9cPFtFXTbNom5CcA8OWJL7lpzU1AufhNLijft/kzaY6wB+tSyJ7OnnXaNtgtuN2PFggEAoGg/SLEbxPSwa2DzXuFpLBZVqArYO/VvUDlYXlLqjOF7Ufm6By3rZGKE88qPjiAqToeQGJ+YpVtzFhPcjuZcRKAUI9QwL6wbg7xe1evuwA4eMdBnJXOddo2yDUInVFHVnFWY5gmEAgEAkGLRojfJuJY+jF+PP9jpeVm8Qq2gqxi5gJLqjPsi197oqw1k5eXQLad8AV7VPRgXi2oLGw7uncETOEmUPdUX0GuQTgpnGw8v80Z8/u3/n/j9L2nCXEPqfO25mvR1vqMQCAQCAS1QYjfJmJzwuZKyxSSgg6u5Z7fhYcX2qwv0BVYXpvjOiumuQpxC0FCIik/ibbEzz+P5LffxteqbUXPrz1RZxZ8tfH82kOlUBHsGmyz7+bM9iBJEt7O3vXa1hzC8e2Zb+1ODhQI2jLFxdnk5cU3txkCgaAZEeK3iQhxq+yhU0gKpnedbnm/NnatzXproVVVzK9aqSbYLZjEgkRHmttiKC0trLSsxFDCU1ufIiHPFJtbm7CHih7y7JJsy8Q28yTD6lBICkLcQ4jNi2XFxRWWctPQurI9AHTyMInf/53/H3PWVl1KWSBoixw48B6//jqO48e/RLZKZSgQAGi1mejLfhsEbRchfpsIHxcfu8tnd5/NgTsO2PUeWos4e+WNzYS6h1o8mm2NzMwzlZYdSTvC75d+55lt9iulGWSDpTSxmYoPDVA+ea1iLDaAn4ufzXuFpKCje0eOph3l6W1P8+flP1vthDEvtZelJLRA0N7Q64swGks5cOAd1q69g8J2niddUI4sy/zxxwy2b3+uuU0RNDJC/DYjmVpTXG9H94421bemdTFlH7COLzVnILCX1qqTRyeu5F9pTFObHM+yfLSZmacqrTPn4T2QeoCPj3xsV4TWphqb2Qtsfe3NdPbobPNeISlsvPdnss4gIzd7gYv6IEmSZQIflKd2EwjaBzKenl0ZO/YD0tIOs2JFFAUFbStsTFA/8vJiyc9PIDb2L/LKRhYFbRMhfpsI60ph74x6BzANvZsxD0UDOCudUUgKy+QsgHcPvAvApoTKFcxCPUJJLkyu5O1szWjKBGlGxinydfksPbHUcg2thewHhz+wG/Jh/eAAtpPi1Aq1qU2Z+LUXtlDRU6+UlHRwL/cQX8m/gizLzZLj1xGY436BNjtqIBBUhSRJ9Op1JzNnrqKkJJvLl9c0t0mCFsDVq/sA0+/F6dP/aWZrBI1Jg3+5jUYj8+bNY8GCBY6wp82yPm695fXAgIGV1od5hFlepxalEuIWQrzVpIwI7wgAAl0DK20b6h6KQTa0qTLHsmwS8pmZp1h8ZDFv73+b1ZdXA7YPElAu3h7p/4hlWVI1npwObh1QSApLzPCh1EMATA2byhcTvgCgqLTIZhtJkiyC0QXYl7KPT499asnCkZl5iqtlaeoAzpz5hvXr78Fg0Nm1ITX1MN9/P8iux0mrzSC9QuGNqtiy5Un+/HN2rdpaYy1+zaMKAkF7wPQgbHrg9ffvh7d3DxITtzSvUYIWwdWre9FoAujWbTbnz/+ETieKR7VVGix+165dS8eOHR1hS5tmxaUVltddvbpWWm89DJ1ckEyYZxhx+XH8GfMnWr2WUSGm8ruPXfNYpW07epRlMmhDk96MZeEd2dnncS7L0Xsp5xJQOYThx3OmFHJTg4fzXcRtOIGN1xxAlg2Yo35zdbmWh4vckvJyxf+Z/B+7ldzMhHmEMQl4ESgoTMEFmAPk5l7m99+nsGbNLaSlHWXr1qfZvfv/SEzcwtGjH9s9v6yss2i1acTE/Flp3V9/3caqVdMwGkurvkBlxMSsJDX1IBcu/EpChYwisixXGZdsPdIgPL+C9kznzhNISdmPziq7jqD9IcsyV6/uIzh4OP37P0xpaQHn7aQnFbQNGiR+MzMzOXLkCBMnTnSUPW2e9Teut5uiKsyz3PObVJBEF88uHE07ymNbHuPZbc9ilI1EAheOfsqaNbdahmfA5PmFyiLmRPoJfr/0OwAGg46tW58iM/O040+qETCWhXAYjaV0KMnmTuBK9kUAivS2XtlcnUnAplz+k5iLvzDcyd3Gaw4QcWUrrwERQFhJDl08u7Aubh0Tvu0DwAxg06aHLJ9DRfGcqc0kP34jowElEAB0BHoBv/wy1tLujz9mcKnsQUeSFBw79jlpaUds9lVaWsiuXS8BcLnMm21NdvZ5m/+1Yfv2Z9m//21iYv7gzJnlGI2lbNr0AJs2PWC3vbXnt+K1EgjaNrJNqFNo6ASMxlKSk3c1o02C5qag4AqFhcl06DCSgIABBAUN49Sp/1ocMYK2RYPE7/Lly7n77rtbXaqn5sQcb1oR6wlW3037ziYMYl/KPgyFKUwH4i78RErKfmJj/7KsD3E35fqtOOlt2qppPLX1KWRZJiPjBJcu/U5SHfK6Xr68hoKC5imEYDTq0WhMIR765F30ANxTTGEFs6sY5s+8Yjq3QUiWcsZmNGUe3knAGEwPG50MxTwKhAIDnH1ISNiMl8oNgFEho/hjwlLu9L8GgJyknRw++B5xZfvzAdxqOIfeve/BzS2YbduesUmds2PH3y2vMzKO2+QctfbUpqbaiuaayMm5yJYtj7N79yts2vQQ8fEbSUk5YLet9UiD8PwK2hMVR0OCgiJxcnIXoQ/tHHPYWocOIwDo3/9hCgoSiY9fX91mglaKqr4bHj58GC8vL8LDwzl9umpvYnR0NNHR0QAsWLAAf3//+h6yTeDh5YG/vz+fTfkMrV5ruR4DnAYApolVNw24CfmMnrHAUOBHbQYuGjXFZfsIDh5MQcFlm2sZ4hFCWmma3etr0BgoKDClDFOpDFV+Bhsvb6TEUMLMiJmcPv0Tmzf/jWuumcv06f9y2PmbUalU1fYFhULG378niYlpGMpiUjtrM1h96jO77TsChpIsAgL6QfopsvMu291/IJAJ9OnQh4JzpmW+gKq0AKOxlNLSOC4+fhFfjS9/rbyD3tkX6AYEJO+mc+dreTdhB/PLtimqtHdbOnUazIABd/Djj1M5eXIxkyZ9BEBOzjmbdqmpWwkPfwGAwsLyLBUHDrxDYGAXevW6qcpjKJXOGAwllZYnJETj6xtBVtZFPDzUODt72qwf6DrQ8jpZm9yivpc19Q1B+8URfcPZ2Rml0nY/4eFRJCVtw8/PTzhzWikN7Rv79x/DxcWXiIhRSJICX9+7OHToXc6dW05k5H0OtFTQEqi3+D1//jyHDh3i6NGj6HQ6tFotn376KU8//bRNu6ioKKKioizvMzIy6m9tKybYLZjcklxClCFkZGRwU2eToDFfDxejC2DKUXvixJ8k7ngFczBJX6CgwBR4f03k/1Gce4nExG0217Kze2fOpJ6xWRagCSBdm86h2EPkX94BQG5uapWfwcyfZwJw5rZdrFv3BAAXLqwmMvItFIrKeXIbgr+/f7V9obRUh1rtj6RwQjaWch6TcM3YuwAVoAd6A8OA74BIlSsKYynXXvsxv62IIrgwlcSURDQqDaUVYmeVQIDkR8+y98GAVNbm3LkNDB78LEUl+SQm7sZgKOYewMe7O9ddtxT9t33JRsYHsDeVrXPnKBISTA97kuSDu3t/+vZ9gEOHlhAefgdeXl0pKEiztA8IGMSpUz8RETEXgLQ000S30aPf59y579m48e9cuXIShULJNdc8anMsvb7YRvgqlS4YDMVldkyie/cb2bLlceLjj6PXF5OQsInBg59HoVDZeL8uZ18mPT29xfzo19Q3BO0XR/SNkpJiDAaDzX4CA8dw/vwqLlzYiZ9fn4aaKWgGGto3YmO3ERQ0jMzMLMuy3r0fYO/e1zl+/Hc6drzWEWYKmpiQkMoFxqABYQ933nknS5cuZcmSJTz77LP069evkvAVlKNWqC35e+2hVCj5x4h/8N3It/nrr1tRyEZ+ABKArmDJGuDm1gFv7x5otWkUF5enSuvm1Y3LuZdt9tnV0zSxLiYnhtTUgwDEZp1HlmXS009w9er+ynYAm7c8hkKhYtiwVykuziQt7XCDzr0+GI2lKJVOOKm9ALgC/AX4A/3L7JyC6dpEAF31Wjp2HIuvb2+cfXoxAIgtux5v7XvLZt8KwKc0D9ey96FW665c2YrRqCcj46RNdbnQ0Ak4O3vR2aMz2Zg8vxWl4j33nLS5QQYGDgKgZ8/bAVNGCINBh05XPskuPHwGGRknyc01hWmYP2cvr6706/cwhYXJHDz4HgcOvE9RUSo6XR57975OdvaFSjORu3SZAkCfPvczefIyPMpCafLzE9m793WOHv2EnTtfQpZNMY939bqLbl7dKCgtsEm7JxC0fWy/vaGhplLqIvShfVJQkEx+frwl5MFMr1534eHRmb17/2GZhyJoG7TOJKWtkNrkhH24/8P4lXnybrpxHReBWCAE2HdlKwBKpRofnx4A5JRlPwDo5t2N7JJssorLn1rNeWkT0o+h1ZqeiA8k7+KXi7+wY8fzbNhwL9qyQhtmooDMjJNce+0ieve+G4XCibi4po95kmUDCoUTBr1JgKYCl4BCoDMwAPDG5AGeBHgh07XrDAA6d5uFD3A+bgMAOyvEOfs5e1OafpJSIBswT/3q0WMOqamHWLfuLss5KyqUPl4wdgHFSg0+VP7yqFSuuJWVUe7SZRouLqZiHF5e3ZAkBdnZFyyfgxmzzSdOmEqtGo26suOq6dJlCh07jmXw4OeQZT3nz//Erl0vc+rUf/jrr9tITz9qsy9zjLS7ewiSJFnEb1zcBtLSjuDr24cLF35i7943MBpLWTh2Ia+PeB2AUxmn2JO8x/6HIRC0KSpnQHFzC8bPry+JiVubwR5Bc5OSYppA3qHDSJvlKpULw4e/Rnb2ec6d+745TBM0Eg4Rv3379mX+/PmO2FWbxYixVgURtNp0lEoXnJ19cFW5chnTh2TIMWU6QJIs4tc6G0C4VzgAMbkxlmXm6mM5GSdNC5QuOANHr+wkK+sspaUFHDmyyNK+JwpGAp6do+jSZSpqtQchIWOIj9/Q5KV8jUY9kqREKhOf5ml3SZjEb5RCzRXgMCZvMJi8pQADe86hGEiN3wjYppbz8ekFRgNJidHEYIr/NTNy5D+49tqPuHp1L8ePL8Hbuwf+/v3K1pqu5bUdr+XhyHm4gMlzbPWZKpXOFu+AQlEeUaRSafDw6Ex29nmKi8uP6ObWAQ+PTvTpcx/nzv3AunV3kZp6uGxfTqjVnlx//U8MGfICISFjOHRoITExq+jV6y5AZuPG+03n13UGI0e+aSkMIpXZ5OLii0ql4cKFn1Ao1Eyf/gt9+z7I6dP/Yc2aWygoSLLkj35g0wPc+tetnLJTUU8gaGvYC/EJDZ1AaupBSqzSHwraB1ev7kOt9sTXt3eldV26TKNDh5EcOvQhJSU5TW9cC2b9+ns5efLr5jajXgjPbxORVJBEQS3ySGq16Wg0AUiSRBfPLlwBSoFuZeu9nH1xd++ISqUhISHaEvrQzcvUwjr0wZwPV85PQK32xNmrK85AfvpxwPSUe/bs92SXpRCbqFSTCeQEDbPsIyxsMnl5cWRnX2jQ+dcVo1GPQqGiz+j32AqYr1wS4Ae4GnUM6P8o3nbisHxcA7mkdEHKOoNOV2CTOSMkZBSlpfkUFl7lLGAOHCiRlKjVHvTseTtuZWWMO3QYgZ9f/0r7N5deNoU+lH+FJEmy5Oat6DH28elp4/mdNOk/3HLLNgBGjXqX0aPfIz39OIcPf1C2vW1WkH79HgRMw3CjR7/PtGn/s1r3UNnfAwwc+BR9+txnsce9LA2ev38/XFx8GDXqLcaPX0JW1ll+/30yUu5lnJXOlhLHJ9NPVjpfgaAtUdVzfGjoRGTZQFLSjqY1SNDsmPL7DrM7t0WSJEaOfBOdLpcjRz5qButaJkajnsTELRw8+D55eXHNbU6dEeK3CdCVxXGujVtbbbvU1MNkZJzE1dXkywz3CseAKe43qKyNUumEJCno2fMOEhI28b//DWXXrvl4GIpxUjgRkxPDSztf4lj6MUslNC9dHgGBg1GoXHEGXAqu4OLix8SJS1GpXDlwwFRu2UWSSAVi8stTb4WFTQZo8nQvsmzy/Lr79GC71XLrZG7je87hAysRaE2uZ1cUsoHY2DU4q5wxYPIeOzmZIn0lSUmhe0fyytrnWW1bUFYspEOHkRbPb75VFTSPMjHth+nGaD1UJkmmm6eTk7uNPT4+EeTmxlJYeBUAX99eqNXuZdtI9OlzH3fcUR6DXVE8h4VN5t57TzN27EIUCiV+fn0tIlwuqzKnUmmIjJyPSqWxbOfubiqA4l+Wsg2ge/fZ3Hjjelxdg9my+W8McC8vUnMptzyURiBou1T2/AYGDsLZ2VvE/bYziorSyM2NITh4RJVt/Pz60rPnnZw+/Y1NuGF7prg4C5AxGErYs+e1Jh8dbihC/DYB+rKh8ICyYWl76HQFbNhwLzk5F3F29gFMcbwA1tPYzMPpo0a9zc03R9O9+41cuPALK1dEMVfhRNKV7Xx/7numr5qOUTbiAgQgo/GOQFK64AJ0MuoweHbhn8c+Z+DAp0hIiCYpaRcqowEdtt5jN7dgAgMHEV8WQtBUGI2mmF/zF+q/k/5Lb9/eWGcd9vAIRZIkzFlqdbpyCRsQMJAsScH58z9jNBopxuQ1NovKDh1G0sk7wuL57WxVZMSMtec30yocwNPTFEvrjSnEYNq0H7jvvrOAaQLbwIFPM2zYyzb78vHpiSzruXJlG5KksMTnWqNWe+DtbQppkeXK1d2cKxRHCQ2dAGCJM7aH2RMdEHCNzXIvr3CmTv0WpdKZ64rSMUvti2WjAAJB28X+j7RCoaJTp3EkJm5FrlBCXdB2MReMqjjZrSJDh87DycmVffvebAqzWjxarSlrUXDwcBITtzTL3KCGIMRvE2D2wD5aIVWVNWq1O6NGvQtgufHeGnGraXurAhjWsaS+vr259toPueOOgwwZ8gIBsp6Bmad4AlMcrIxMJ0w+jkIXP4qR8QTcgZ/TDvP1qa/p0/d+3N07sX//2yhkPTrKywibCQubSnr6MYvXsikwGktRKJRoDabheEmS6O7dHa1VG5XKlB5u8ODngXKPLEBPv14ckY2kph5AKslGBVwXGoVUViq5a9dpTOo8ySJ+nax+7MxxX66ugZY4YutiHyqVBldXk+B0c+uAUumMWm3Ko6tQOBEZ+ZLlvRlznHZ8/EZ8fHpaPNAVGTHiDZyc3CyT1apj+PBXuemmDRYPsD3Mdvj49Ky0zt29I+PHf46mNJ/pZcsqfvYCQVukqrR+oaET0GrTycgQse/thZSUfTg5ueHvXznEzRqNxo9Bg54lMXEL+/e/i15fXG37tk5RkSmEb8iQF/D17c3eva9TWlpT9vuWgxC/TYChbFi6pglv3bvPZvz4zxgx4h+AaaJW0sNJTOh1l6WNWbxZo9H4MXjwc+T1eZDfMXkkh2DKMNHbyR0jcEmvZevV8tn8Zt9uijaDIUP+TmbmKVxkIzogXZtOrtWkj7AwUwqtpvL+yrJclu1BxSu7XwFAq9fS3bs7AOsA6znZs4f8nYceuoKPT4RlWU+fnpgimyWcs86iArr79sLFxRtJUhEWNoX7+tzH2+M+BrBJG3bDDX9wzz2mHz9z+EKPHrfZ2OhZ5imubU5Qc8YHo7GUwMDBVbYLDb2OuXMvVBLP9lAqnfHz61dtm9Gj32XkyDfx9x9gd32nTuNw63I9A4FBQHx+fK2Gr3S6fHS1iGEXCFoa1fXvTp2uAyQSEzc3mT2C5uXq1X0EBUXaOJaqol+/B+jRYw4nTnzBypVTK5Wub09otemAaeRx1Kh3KSxM5ujRT5rZqtojxG8TYBa/SqnmQhHdu99kI+IAelkJrOq+oH0C+nMCuIopPVpaURqdZCOZCidOZp/HXA4hhfIJZGezzhIePhNVmcgzF244n32erOIsdAYd3t7d8fIKJ64sdVhjY45hlSQVpzNN1QNjc2MtmQmK/PvzwR22ZXsrenJ6+/Y2eXW9u+GafQElJrHYo8ccbrllM25uHZAkiUGdTBPmrMWvk5MbLi4+lv3ef38MY8a8b7N/jcYUl+3rWzvxa874ABAUNKRW2zgCV9dA+vV7qNoCFtcMfJIYYDqmnMnJhdWXtNbp8lm5ciorVkykqCjdofY2NXFxG8jKOtvcZgialKrFr0bjT0DAQC5fXiPyurYDiouzyM4+X2PIgxmFwolx4xYxder3lJYW8Oefszh8eFHNG7ZBzJO3NZoAOnQYTkTELZw8+a9WExMtxG8TYPY01Eb82qOnT0/LhKzqxG/vsuH6ZKADcCHzDH76YkpdgzidedoifmOstjmbdRaVSkOnMu+uvqxLnM48Tf/v+nP3+ruRJImwsKlcvbrHJq62sbBOF3ZfWeaCO3rdwdiOY3FRuvDKsFfoaDVJyx7+Gn/8XPxI1gSh0puGYpRKNSqVC95lHmQAFxeTiO3a9foq96VSuVjSh5kxD3l5laWYqw3m0IfAwKYTv7Whu08PfsOUS3kOcPj08irbyrLMrl0vkZ+fiFabwaZN96PXa6ts39LZvftl/vrrNvLzr9TcWNCGqPphsH//h8nOPteqvFiC+mEu9FRb8WsmNHQ8t9yylW7dZnPkyEckJLS/kQJzWlbz6OiwYa+iUmnYvfv/WsXkNyF+HYBRNlpSRZmRZZkdV3ZglI0Wz299y8eGuIVg9kFUNxHDnOs3GVAD4QYtKox4+PUlsSDREi8bZyXCz2adRavXUuzbC4BpETfh6+Jr8bjuTt4NQJcukzEaS5skCby1+PUpm/wX5BqEr4svMQ/EMLbj2Frtp6dPTw7ry4fmlUrnSm0UCiV33XWUceMW18nG7t1N5akDAgbVepuQkNF4eYXXSTA3BRqVBi3wLZAIpJz4grNnv7Pb9vz5n4iJ+YMhQ15gwoQlpKUdY9u2Z1rtBCGDQUdxcRYbN85tVfFqgoZQ/Q9zt26z6N79Zo4e/dhSGVPQNsnIOIEkqaoMC6sOtdqDa6/9EG/vHuzaNb/dhYGZ0rL6W3SNq2sAQ4e+RHLybi5f/rOZrasZIX4dwOt7Xqf7su4YjAbLsv0p+7lj3R18ePjDOoU92EOSJMwRuNWJDJVCRYhbiCUjwvCy/13KxOIFYAUQapUb92zWWd4/+D6PHniXbwCV/zX09evLmcwzljayLBMQMBiNJqBJZnTKcrn4lam5Ml5V9PLtxbmcS2jLsmzYE79gCg1QKtV211VF9+6zeeCBWEvmh9rQr99D3Hbbzkpe5JZCCbBG7U2eaxC7ds3n+PEvbNZnZ19gz55XCQkZw4ABT9Cly1SGD3+V2Ni/OHhwQfMY3UBk2YifX1+ys8+zfXvrFfGCulGTI2L06Hdxd+/Eli1PNclol6B5KC7OxMXFt873fzNKpTPXXvsBhYVXOXRooYOta9lotRm4utpmsOrd+x78/fuzb9+bLf5hoGX+CrcyVseuBmxnypuF7rrYdZZsD/UVcQA+/R4mzq8PXl7dqm3Xy7cXmZiETAhQrFDRP2QMYCoFPHv4a0zsHGVpH5sXS3JZJoNYQKlyoY9vH85ln7O0SchPQKFQEhY2mcTELRgMJTQmRmN5zK9RNqKoZzft7dubwtJCtAZTiIJKZV/81pf63jBbIneVTaocGDyUP5UawsNv4MCBdzlw4H2MRgP5xdls3vwYarU748d/ZkkG37//3+jV626OH1/CuXP2cy63ZGRZT4cOoxg27BViY9eKoe52QG2GZNVqD8aP/4zCwmR2l026FbQ9iouzLGXo60tQ0FD69JnL6dP/tVTobA+YC3JZo1AoGT36PYqK0myqx7ZEhPh1ANeUFRA4nnHcskxZJg4u5FywiN/6en4BXhz5D969aVONHovevr2RKS8HXIrCpryvk8KJfv7lGQKMstFSBhlMJZH7+vWlxErgniwrjxwWNpnS0gKSk/fW+zxqgzk3bXx+Ap8d+wy9XL+JJwMCTENZ2rInUIXCseK3LbFgzAJO33uaQQGDiMmPY8jo9+jV6y6OH/+cb1ZOZf53/cjOPse4cZ/g6lqeo1iSJEaPfoeOHcexa9fLJCXtbMazqDumfNJK+vf/G92738zhwx8SG7uuuc0SNDo1h6AFBQ1l8ODnuHTpdy5d+r0JbBI0NY4QvwCRkfNxcwtm584XMRh0NW/QBrAnfgECAwfTq9ednDr1nxY9mViIXwfQpSzP6vH0cvFrtBo+NRe5aIjnt7b0Kcs+YBa/eqMOlUJFV8+uFhv6VMhQcMqqgINCUtDXr6/N+pOZJvEbEjIGlcq10au9mbM9HLG6nvWhp09PXJQuKMpi/KoKexCYPndvZ2/LA8OZrLMMGv46XQY8TmnWWQYChIwmNPS6ytsqnIiKWoq3d3eiox9p8lLYDUGWjUiSEkmSGDt2IQEBg9i27ekWfdMWNJTaT8YZOPApgoIi2bXr/8jLS6h5A0GrwlHiV612Z/To98nOPs/x40scYFnLxmg0UFycZcl6VJHIyPmo1Z7s3v1Ki538JsSvAzB/uNaeX+sP/GKOqWpWU4jfSWGTGB0ympn9/waAT9nya8oqfBllI65WBRaC3YJJsCrdK2EqJuGqKm9zMt0kflUqF0JDxxMfv7FRYyPNE95CPDo1aD8qhYr+/v0x+9sdHfbQFjGPYpzIOMEre15h7vEvKOhxG9uAYy5+VW6nVnsyZco3KJXOrF9/ryUNTktHlg2WktQqlQuTJv0btdqDDRvuLyvfKWiL1HbysUKhYvz4zwDYtu0pkf6sjWGO+XUEYWGT6NZtFkePfkp2G6+UWVychSwb7Xp+AVxcfBk27P9ISdnPxYu/NbF1tUOIXwdgxCQEz2SeQVc25GHt+T1Slgi7IWEPtcXNyY1fpv/CpLIUYWbMosYcl/z5+M9ZPG4xgwNsCy4k5CegUqgsHkAwiXrz+YSFTaGoKJX0Bnplq8Mc9qB2gKd2QMAAi/hVKNpOjG5j4afxI8QthBMZJ0gtSgXgcFGqSfxmnKh2Ww+PTkyZshytNp2NG1t+CrTyYirl30s3t2AmTfoPWm0a0dGPWPqioO1QV0+Uh0coY8a8R2rqIQ4f/rCRrBI0NUajgZKSHIeJX4CRI9/CycmVnTtfbNOTZ80FLqry/AL07DmHwMBBHDjwDiVWRbNaCkL8OgBzlocSQwnns88DptLCZszit76pzupDxfK4o0NGA+BelpPvxu43cluP2xgUaJuqS1WWR3hwWRWyAE0AOSU5FtHcufNEJEnZqKEP5glvxlrE5dXEwICBwvNbRwYFDuJw6mEGlKX/OViW7ikuL47SGsRgQMBAxo//jLS0o2zf/lyL/gEw25ZrVeAEIDBwEGPHfsDVq3vZu/eN5jBN0OjU7d7SvftN9Ox5B8eOfdYuc7q2RXS6XGTZ6FDxq9H4M2LEG6SmHqwyXWRbwLrARVVIkoLRo9+nuDirRWbCEOLXAVh7efenmJJmn8syZUtQSAr2Xd0HNI3n10xFod3fvz8rZ67k+SHP2ywfbFVqd9nkZTx2zWMADCrLX2sOfzCfl7OzNx06jOTy5TWNVtvcnOrsfFm4yPdTv6/3vgYFDrKIX6XSpaGmtQtGBI/gSsEVMspucIWlhZZ1ZzNrjoXt2vV6hg17hcuXV7fIm54Zc2z5V6f+XWldRMTNXHPNY5w5802b/hFrj1zKuWTJYw619wSPGvU2vr592LbtaQoKkhrLPEETYQ5rcqT4BYiIuJWOHcdy4MB7FBRUXy2ztVIbzy+Av39/eve+l7S0wy1uIqAQvw7AKBvp4NaBMI8wi9B9ZY8pPc7okNENzvNbX+6++wR33FGepH1Y8DA0Ko1NG3M4BMB1na7DRWUSiEPKSvD28+9HgCaAAynl5YT79XuQvLw4dux4vlE8e2bP754ywd3Hr3YlhO0R5hEmwh7qyPAOpgzR+1L2VVp3KPUQAHuv7mX7le1V7uOaax6lV6+7OHbsM86f/7lxDG0gZvFrBLse7cjIlwkNncDu3a9y9WrlayFoncTnx6OXDVwtvMr5rPN0+ncndiXtqnE7lUpDVNS/MBr1bN78txb3Yy6oG8XF2YDjxa8kSYwZ80+MRn2rqXZWV8zi1zrzT1UMH/4qs2ataXGpQYX4dQAG2YBCUjCiwwj2Xt1r4wkeGjTU8ropJrxZo9H44e4eUm0b68lv1t7iQNdAfp/xOwvHLmRY8DAb8RsWNplhw14hJuYPDh36p8PtNsdZmq+i1IDwB0mScCq77iLsoXb08umFp9qTuLw4m+XuTu7suboHgFvW3MKd6+6s8sZuSoH2Lh07XsvOnfNIqoW4aGrMD1kycCK9cjyzQqFk/PjP8fQMIzr6YfLzE5vYQkFj4K5yA2BP8h5ick3F3j+pZX5nL69wxo37iLS0o+zf/06j2ShofBrL8wvg6RnG0KEvkpCwidjYNQ7ff3Oj1WagVDqz4PBifjj3Q7VtVSoNirJwypZEvdVYRkYGb775Js899xzPP/88a9eudaRdrQqjbEQpKRnZYSQ5JTmWkAeA4cHDLa+bWvzWFnPcb8ViEsM7DMfb2ZvhwcO5UnCFpLKhPq1eS0C32fTqdTfHjn3OuRo6f12x9shBw6+bi8IJEKnOaotSoSQyKLLS8ms7Xcvu5N02lQzN4sEephRo/8LbuxvR0Y+QY1UEpiVg3c/Mor4izs5eTJ68DKNRz8aN91NqFQIiaJ24OZWLX0+1p+l1FZ+/Pbp2nU6/fg9y+vR/uHx5daPYKGh8GlP8gqmip7//NezZ86rFy9xWMJc2/tepr5i3c15zm1Mv6q0qlEol99xzD4sXL+bdd99lw4YNXLlyxZG2tWie3vo0czfMBUziVyEpGNlhJGC6kfbw7kFPn56M7TjWEjerVDRt2ENt+XX6r0TfHF2lfebJcuZh7hd2vEDkj5EMGf4anTqNZ9eul7lSzRB4XTGnE3KU+DUPTwrxW3vMfdmacR3HkafL40TGCULdQwHYcWVHtfspT4HmxPr196DVZjaKvfXBLH5lYHfy7irbeXt3Y8KEL8tKID/LlfxEVl1a1TRGChoF82dupHyUrqCsGM7mhM0sO72s2u2HDXuVwMDB7NjxAjk5VT8ACloujS1+FQoV1177AcXF2W1ulECrzcDFpTzeN70ovRmtqR/1VhU+Pj6Eh4cDoNFo6NixI1lZ7Scv5opLK9iUsIkSQwlGTOK3k0cnunh2YVviNowYifCOAGBEhxEAZLfQpz+NSkNv395Vru/p05MQtxC2Jm4FsEwW2Z96kIkTl+Lj05Po6EfIzDzjEHsqit+GI4pc1JXrrIpZdHTvCMC1Ha8FYGfSTjqV5WDenlTzQ4+HRyiTJy+jqCiNTZseaLSJknXFHK9uBA6mHERbTWq20NDrLCWQl/x1G09sfYIr+e3nYb9tYbofJBYkEp8Xb1lqjnG/d8O9vLrnVYpKi6rcg1KpZuLEpSgUKjZv/luLT+snqExJSRZKpQuqCvNg6kJMTgwb4zdWud7Prx8DBjzGhQs/kZS0E1mW+SPmD4pbyD2wvhQXZ9s8NNTmd6Cl4ZBAjLS0NGJjY+nevXulddHR0URHRwOwYMEC/P2rnx3Y2jhdeBqVkwonlRP+/v7M7DmTfx35FwGuAWhcNPj7+/OP8f9gy7dbGNN9TKs9/2kR0/jlzC94+nhyXdfruHj0IrvSdnHroFu5447VfPvttWzadD/33bcTD4/q44wBVCpVldciN7fMU65U80Lk00R0jHBImrigoI4tMvaoJTLGb4zl9b4H9rE5djODwwczIGgAe1L3oFSZRgn2Xt2Lp48n6homM/j7T0ahWMbKlXewb9/LzJr1DVIVHv3q+oYjyc83jQj4uPhSXJzFifwTTI+YXmX78eNfobAwFk59T09gT+YeHu/6eKPbKSjHEX1DkqSyeQQyW5O3WpYfyDzAnMFz8NP4kanN5Gj+UWb1mFXlfvz9/Zk16xt++WUWhw+/w/Tp/2qQXYKGUde+IcuFuLkF1rk/5ZXk4elsCpcZ++tYLudcJvW5VLxdvO22j4p6h/j49ezZ8zIjbviWx7c8zs29buZ/N/6vTsdtSej1eXh69ibANYD0onT2pe/j0ZGPNrdZdaLBSqC4uJhFixYxd+5cXF1dK62PiooiKirK8j4jo3VUfqqJXj69OJd9jhUnV6At1oLRdG5jAsbwmeEzkvKTKNWVkpGRQTfnbiQ9bIqXba3nPzpgNP/R/Yd1p9dh1Jk8ZmsurOHVwa8iSS5MmrSM1atv5McfZzBjxu+o1e7V7s/f37/Ka5GTYxpBCHHryHP9nyMz0zFD5VlZOQ7ZT3shQBNAujYdhVbBpOBJZGRkMD5kPJ8e+9RS0ruwtJDVJ1czrtO4Gvfn738tkZH/x8GD7+Hi0oGhQ+3HilXXNxxJQYFpqK6rVzjuBh0rTq1guM/wareJjHyT4+f/YEhpPivPrOS2Lrc1up2CchzRN4xGAy5KZ3p6hrHh8gbTfjX+rDq3ipcHvsyQwCFsjN/IipMrGO1rCvmSZZmN8RuZ0HkCTmVzCAC8vIYycODTHDv2KT4+19Cjx+0Nsk1Qf+raN3JyklGrvardZt/VfTy+5XE237wZHxcfkguSifwxkjdHvslD/R7CRWHKjvTLsV+4qftNVe5n9OgFrFlzCyf3maoFrji3otVqAYD8gjSSC7MxGk1aYEPMBlLTUltkaGdIiH1nXIOCKfV6PYsWLWLs2LEMH179j0Zbw+zp2pSwyZLtAUyTxMyTKBqSpaClMabjGJyVzmyI22Ap4HGl4Arnsk2T+/z8+jJx4r/IyjrHli2PNagM6I9nTRPoZAdNEOzV6y6H7Ke9se3WbWy4cYPNsmldp2GUjVzOvcywoGG4Obmx5nLtZzMPGPA4PXveydGjn3DhQvOmQCspG3pUKpwYHzqeTfGbbDK12EOlcsHo5IoSk9c7T5fXBJYKHImMDJLE5LDJlmXTu04nqSCJ4xnHLSkpoxOiLZM7T2Sc4IFNDzB/5/xK+xsy5AU6dBjFrl3/R1ZWzXmwBS2DkpIsnJ2rj/f94dwPpBal8nPZvcr8fX+jrPjNwICBAKyLW1ftfjp0GEmvXneRdOE3OpQty2glJeArYjTqMegLWRm/AZ1BR4AmgKziLPZe3dvcptWJeqsLWZZZunQpHTt2ZMaMGY60qVVgFoBJBUkcTTtqEb9OCicmhE4AsOT3bQu4ObkxIXQCqy+vtuREVUgKG+ETGjqe0aPfIzFxC3v2vFrv/IZbEk1hMokOSiQ/duxCHnpIxGfWFW9nb/r597NZ1te3L2EeYQC4qFyY1HkS6+LWoa/lw44pB+Z7dOw4lp07XyI5ufaz7B3NnzGrADiQeojJYZNJ06ZxOO1wLbY0PdaWGkvZLKp9tT5kGQmJKWFTLIumhE1BJalYF7vO8gCUWZzJgVRTikezI+OnCz9V2p1CoWTChCWo1Z5ERz+CrkLFQEHLpGLcqhlZli19wFzsyd4Dfr7V57w1cWu1cwYAhg17BUmhxHxHrS5WuCVjLlWsBfJL85kYOhFXlSt/Xv6zeQ2rI/UWv+fPn2fHjh2cOnWKF198kRdffJEjR4440jaHsid5D3/E/OGw/RllIyOCR+CsdCZNm2ZTwGJWN1OcWHUzyFsjs7rNIk2bxt6re/F18WVMyBh+v/S7jcjt3ftuBgx4grNnv+PkyfrFwHXz7ApAkcFxkwKasrR0W0aSJKZ1nQaYvCDTu04nuyS7TqmiFAonJk78F56eXYmOfrjZUqA5l43e+Gn8mdR5Ei5KF36/+HuN28mShBKJELcQVlxc0dhmChyM6W4lMSBggGWZr4svo0JGsSZ2DQbZQFfPrriqXC39wbpcfZKdh3JX10AmTvyCvLw4du58sU0WNmhrFBdn2RW/1/12Hbf9ZQpnMn/uR9OPkl2cbTMytDF+o+W9Vq9lU/ymao/n7OyFyskdc53R1iYWzZSUmCbum6W+m5Mbk8ImsTZ2ba2dIC2BeovfXr168csvv/Dhhx/ywQcf8MEHHzB48OCaN2wmbv3rVh7f8ji5ZU8t9UVv1PPCjheIyYnBy9mLqM6meGZrL+91na4DINQjtEHHamlEdY7CzcmNSzmXUEgKbup+Ewn5CRxKO2TTLjJyPuHhM9m//20u12FI3IyX2gMAD7WXQ+wWOJYbu90IwLH0Y4wPHY+n2pNfL/xap304O3sxZco3SJKSDRvus6QdakrUkmnKw7195uKh9mBal2m1moktI6EAbo64me1J20ktSm0CawWOwyRoFJKCfn4mP1yJoYSbut9EXF4c+67uw13tzvSu01l9eTVavdZG9FSV5q5Dh5EMHfoSly+v5syZ5Y19EoIGYDSWotPloXb2IqvCvedSziX2Xt1Lbkmuzee+JnaNzUPQyksrkZEJdg0mxC2EXy78UuNxlU6uOAMD/AewK2lXq8wYYxa/5lwoxYZibgi/geySbLtVP4+kHWmRI2Qts+pCI2BO19RQT01SQRI/nv+RYkMxCknBLRG3ANjUilcr1ey8bSffTvm2QcdqaWhUGqZ3Nc2GLywtZFqXabgoXfjlvO2XXpIUjBu3mKCgoWzb9gypqYfs7a5qyoLoV8xc6RC7BY6lr19fwFS9UKPScGP3G/kr9q86p/Lz9OzM5MnLKCxMYePGpk+BZix7YHUuS3V0a49bydXlsimheg8OSCiQuCXiFoyysVbeYkHLQZZNMb8A3079lrl95tLfvz8zwmfg4eRBQWkBCkz39vzSfBsPH5hCH6qKDR8w4HE6d45i3743SUs72iTnI6g75qITO1IP0/+7/pUEMJSLWzDph+/Pfm/53Pv49mHblW3E58WjUqi4rcdtbLuyze6ogDVKlRvOwO09TRMjf27meQ/1wXztzJ7f3cm7mRA6gQBNAN+d/a5S+2Wnl/H63teb0MLa0W7Ebx/fPgB8d/Y7hw1JZWozGR863u66cK9w/DR+DjlOS+K+PvcBpmEed7U7N3W/id8v/V7p5qFSaZg8eRlubsFs3Hg/eRVK5VaPSZR4VpE6RtC8SJLEhbkX+GW66aHnrl53UWIoYcWluj9YBgUN4brrPiY19SA7drzQpMPF5kmZ5vR3Y0LGEOIWwjdnvql2O1mSUEjQ3bs7kUGRfHf2O5uqd4KWjzkIKsg1iHdHv4uz0tnyIAeQq8tlVMgowjzCWHZ6maUYxi0Rt3A593KVxV1MD/4f4+oaxObNj7aZyl77r+4nswUVqGko5pGm5JIcAP53rjztmLmAzw/nfrCI3bl95nIq85RlTsDdve9GISnYl7IPCYnbetyGjMxP5yvHhFujcHLFBdOo8LUdr+Wn8z+1qlABgJKya9bdrz+TOk/i1WGvolaqmdNzDpsTN1d6AKhpEnFz0W7Er/kJ7kLOBXYm76z3fqw/yAOpB3BSOPHbjN/4dXrdhn1bK+bZrWYe7PcgxYZim5uHGRcXX6ZO/Q5ZNrJ+/T21H9ouE0CSJHLytlTcnNxwLisa0tevL4MDB/PfU/+t1408PHwmkZEvExOzkiNHFjna1CoxF7lQlPUzpULJg/0eZO/VvZxIP1HldsmFKZZtH+7/MPH58ayPX9/4Bgscgum3wP4cgLt73w1AXF4cCknBg/0e5GDqQY6kmuazzAyfSYAmgP+e/m+V+3dx8WHixKUUFaWybdszlr7SmrlpzU1c8/01zW2GwyguNgn5YC/T/JJlZ5ZZJnKbH3TOZJ1hV9IuwBTi5Obkxn9O/QeAELcQJnWeBJhCZsI8w5gYOpHlZ5ZXO/EtpTgbZ0CBgrl955JcmMzqVlYiu6jsIciodGb5lOWWOSB397obWZYrOQ9k5AZXaW0MWp5FjYRRNtLLpxfBrsF8cuSTeu/HLKKDXYP5eNzHgKkU7KiQUY4ws1UQfXM0yyabyn/28u3FmJAxLDu9zO6X3ssrnMmTl5Gff4VNmx7CYCip+QBlw9GKFpgzUGCfJwc8SXx+fL0nlQ4Y8AQ9e97BkSOLOXnyewdbZx+jbBLqSqvCJ3f2uhN3J3eWnlxa5Xalst4inaaGTaWzR2eWnlgqJjm1GuQqJ8D29etLsFsww4KGAXB7j9vxVHvy5YkvAXBWOnNP73vYnLjZJtStIoGBgxgx4h8kJm7m+PEvHH8KzcSpzFPNbYJDMDtiDErT9LOUwhRLLLdRNnJjtxsJcg1i6xVTERRPtSd39bqLy7mXAVO8+MP9HwYgTZsGwJMDnySrOKta7++F/HjMdUajOkfRw7sHS44vaTX3joOpB1l04B2MgKFCwahOHp2YET6D5WeW24wEG2Vji0z72m7EryzLaFQaHh/wOPtS9tUpJ935rPMcTjUNd5g9v68Nf41be9zaKLa2dHr79rbJkfns4GdJKUqpcrg4OHgY1133MSkp+9m+/fkaPSFS2Y1AYZVMXtCymRQ2iV4+vfj02Kf1CgEwpUB7n5CQ0axd+yhXmyJnZJmdklWmFk+1J/f1uY8/Y/7kTBXlut3VnmjKvN5KhZLHrnmMI2lHahErLGhOzD/INQmN/XP2s2KmKYTHXe3O/X3vJ11rKoiikBQ81O8hvNRefHj4w2r306fPfXTrNotDh/7J1at7WRu71m5saWuiIY6jloRZ/BqVLqgVavr59eOjIx+hM+iQkXFRufC3/n+ztJeQeOyaxyzvFZKCER1G2OxzWPAwIoMi+eL4F1V6f4sBF0zzghSSgicGPsHZrLOsj2sdI0cXsy+iwRTva69C57ODnqWotIivT35tWWaUjcLz25yYEpubPDtBrkG8ve/tWv9Iz1k7hxv+vIGrhVctN06ROquckR1GMr7TeD479lmV2TS6dZtVNrS9ikOHPqh2f5llPzTWokTQslFICp4b/ByXci7x/bn6eW4VCieior7CxyecTZseIicnxsFWlnMm8wyfH/+87Li2/ezxAY/j5ezFuwfetbuthAInq755R687CPcK5/0D77e6+L32QmJ+Iv2/688HlntP1fdvlUJl82P96DXlZVslJLycvfjbNX9jY/xGDqYerHI/pge6haaUfpsf47nohxnyw5AGn0tzYE7luTZuLQdSDjSzNQ3HLH71KicUkoKXI18mIT+BH879gCybhunv6X2Ppb0kSQS6BjKyw0gAdAZTafRT95xi/5z9lnbzhs4juTCZr05+Zfe4ktIZZ2BEsKko2Oxus+nh3YN3DrxDSW1GRZsZNyc3XDGJ330p+yqt7+XbixnhM/j3qX+TXJAMiLCHZkNn0LE+bj2lxlIUKNCoNLw6/FWOZxy3m7DcHuY63m/te8sS9tAS3fjNyfxh88nT5fHegfeqbGMa2r6TY8c+5fjx5XbbaPVa8nUmAa1QiJjf1sT0rtMZ1WEUCw8trLeHy9nZm1tvXVWWAu3eGuPEL2Rf4KuTX9V52PCv2L8sN7+K/czb2ZunBz7Ntivb7HpkjMg2334nhRPzI+dzIecCy04vq5MdTYHeqOfnCz/XmIS/NZFbkssfMX/U+nPPKZuk8/HRj9EZdNTFd2EeDQAspY0f6vcQIW4hzN853xIrag+12p2oqK8o1eVzM6A36ohOiK79wZuBTfGbSMxPtFlmlI080v8RQtxC+L/d/9eqH/KyirO4lHECtdoTIxIKScG4TuMYHTKaDw59YEld6OrkyuJxixkTMsbyuf970r95pP8jFq+vj4sPnTw6WfY9KmQU13e5ns+PfW4380NJ2Z1Dry8ETA9ab4x4g7i8OP598t+Net615WrhVX67+FuV3y0NpjRnEd4Rdte/MuwVjLKRf+z7B2AaaWmJeqnNi99tV7bx4KYH2Z282/L0cWO3GxkRPIJ3979bqzx7nT06A6ak1OYyhi3xSaY56efXj4f7Pcz3575nTxVVu8qre41j/fonuGJnxnSJocTSKYXnt3UhSRJvj3qbAl0BL+96ud5xbD4+4Uye/F8KC6+yceOD1caJf3r0U97c96bdFDvV4a/xt/QzZ6VLpfX3972fPr59mL9rfiUhL0sSErbndn2X65kYOpEFBxcQmxtbJ1sam6NpR3l++/PcsuaW5jbFYfx0/ice3/I4i2o5QdK6L+qMOqrz/NrjnVHv8Mv0XxgSZPLcujm58e7odzmXfY4lx5ZUu62vby8GDX+VrsCLwLbov7H/8EekpR3BWI1wbi7mbpzLiJ9GUFRaZFkmI+Pm5MabI9/kbNZZPjv2WTNa2DA+O/YZO+M3YlA6W7y8kiTx/uj3Ld5Xs1i7rcdt/Dz9Z8vvvbezN2+MeAMv56pz0L82/DUAnt/+fKVMB+Y7mXUVwOtCr2Nq2FQWHVnEuaxzjjrNevPF8S94Ztsz/HDuh0rrjLIRDdA3cAg/X28/TVuoRyhPDXyKv2L/Ym3sWpP4bYEj5W1ewVnf9MxDVJIk8dG4jzDIBp7Y+kS1T+5g+sD7+vWlv39/Fh5aaNmHwJYXh75IF88uPLX1KdKK0uy2MQ1t/ws/v15ERz9CVtZZm/VG2WjqlGU3JEHropdvL14c+iJrYtfw4/kf672foKChjBu3mNTUA9WmQAtxDwHgzX1vcj7rfK33b5qEYcLLTko9tVLNx9d9THZxdqUfMaMsI1UwR5Ik/jn2n6iVah7f8niL8rKaC/AcSz/GnzGts6pURVxUpgeWxUcWcyqj5klY5hG7IYFDkIB8XUGdjqeQFIwOGW3j9JgcNplZ3Wax6MiiKh/4zYSGz+RHQOvZFTdDMSeOLOKPP2byzTe9Wbt2DkeOLObq1b1Nnuu6Osy5WS2hfkhM6zKNm7rfxEdHPmL/1f3Vbd5iMQ/dJxZnkpCfYBG63by78cKQFwAsE9vqQ2fPzrwx4g12Je/iXydsq5yaP92KJbD/OfafeKg9eHLrkzYPHc2Bj7MPYPr8L1WovmmUjbgC7q4BBLgGVLmPxwc8zgD/Abyw4wXi8+NbpLOw5VnkYKwrsowOGW15HeYZxsKxCzmUeoj5O+dX66UyykZclC58OeFLm2UCWzQqDV9HfU1OSQ6PRD9SpQBQqz247bZVODm5sX79vRQWpljWybJsEb+C1snjAx5nbMexvLL7lQaV+O7WbRZDh77EpUu/c+TI4mrbeqg9uHfDvVU+dFXE8pBF1SMMff368o+R/2BTwib+efCf5dtCJc8vQAe3Dnxy3SeczDjJCzteaDH3COt74PM7nudoGyq+oJJUzN041xJfWBXmz+LJgU/i6+xrKXrUUP455p909ezKY1seq9bjb5SNnAeC+z+M34g3+AAo7DKdnj3vQKvN5PDhRaxZcwvffNOb1atv4uDBf3LlynZ0dRTpjkCtMJX9/vH8j6aQIquKeGYPaWePzjyy+ZEWN8pRG5SSsixuVWJD/AYbYfZI/0d4qN9DPDHgiQYd465ed3F91+t598C7bIzfaFleXKYz8vLibCZ++2v8WTxuMeeyzvHk1iebNW+42emkUWm4b8N9ZGgzLOtkZDSAk9q72n2olWq+nPglMjJns85S0Az9uCbavMIw3/RWzlzJfyfZ5mac1W0Wzw56lp8u/MRb+9+qUgAbZSOSJNHVqytfTDClrenk3slu2/ZOH78+fHzdxxxKPcQDGx+oslSsp2coU6Z8Q0lJDhs3zqW01BQDJSNjkiJtvmu2WRSSgqUTl9LFswsPbnyQQ3Wt8GfFwIFP0aPHbRw5soiLdqozyrKMi9KFb6d8S2ZxJneuu5P0ovQa9ytbxe1Wl096bp+53N3rbj4//jkfH/m4bFv74hdM3sCXIl9iVcwq5u+a3yIEsNmGLyd8SYAmgHs33NvqU1aZ79XfTfuOAl0Bd627ixSrh+iKmK+BSqGih08Py4hBQ/FQe/CfSf/BYDRw+9rbq6zwZS0gH+73MDN7zOGDuL844d6Rm2/exD33nGTy5GX06/cABoOO48eXsG7dnXz7bR9WrZrOvn1vER+/sUmKZsjIPH7N40zvOp03971pGf42e0jd1e58M+UbDEYDd627q1J8cEvHKBtxAwaXxfJajzAqFUreHPkm14Ve16BjSJLEp9d9yoCAATy2+TG2JW4DIL/sUJs2Pcg33/Rh9eqb2LPnNc6f/4lrNAH8Y/hrbIjfwN93/L3Z4qrN35Vvp3xLSmEKd6+/21LgxGDQoQbU1YR9mAnzDGPpRFPKyPj8+Eazt760eYVhvul4qD1wV7tXWv/CkBe4v8/9fHXyK57Z9oxdsSYjoyi7VLO6zSLhwQQGBQ5qXMNbMTPDZ7Jo3CJ2Ju3ktr9uq9Ib5+/fj4kTl5KZeZrNmx/DaNSXe+REjt9WjbezN99P+x4/jR+3/3V7vVP5mOLE/0mHDqPYseMFrlYYajViejC9JuAa/jvpv8TlxTF79exKw3UVsfb8KhRV3wYlSeK90e9xc/eb+eDwB7y+53UMNQjaJwc8ydMDn+aHcz/w2ObHKCx7sGsuzD9mQa5B/DDtB5yVztyy+pYqq5S1Bszn1M+vH8umLCOpMIlZf86qMvTFIj4b4ScvwieCH6//kXxdPjP/mGnXs262V0KyhMhM7zqdt/e/zZv73sRJ7UlY2GSGD3+N2bPXcN99Z5k27UcGDnwSpdKFM2eWs3Hj/Xz3XT9WrIhi9+5XiIn5k6JajnTUBaNsRKVQ8el1nzKu4zjm75pfqU137+58N/U7ckpyuOGPG6otCtPSMA/dd/btxb8n/dsmhZkj0ag0fDPlG7p5d2Puxrn8euFX0pHIjLidsWM/ICLiZmTZyIULP7Njx99ZuXIqHHiP1zQBlF78lTd+n8yl+E1NXiXQ3FeHBA3h60lfczH7IrNXzyY2NxajznQvq434BRjXaRw/TvuRb6d822j21pc2L37NH2RVNz3zJJ0Xh7zIiksrmL5qeqXk5RXz1CmFMKuR23vcztKJSzmTdYapK6eyIW6D3XadO09k1Kh3SEzczN69r2MwGkTYQxuho3tH/rjhD3r69OTBTQ/yyu5X6iUElUo1kyZ9jYdHKJs2PUCuVTye9Xfz2k7X8vP1P5Ony2Pqyqk25UkrYgmvoeaJlUqFksXjFvNQv4f4z+n/kFOaD9UIYEmSmDd0Hq8Nf421cWuZvmq6JU94c2DJUCNJhHuF8+cNf9LRvSN3rruTd/e/W+XoTEvGOuvOyA4j+W36b5QYSrh+1fUsP7280udu9hSb+orjCwr09+/PqpmrcFY6c/Oam1lybImN5872+CYP9JcTvrQ4Xm5eczNxViXgnZzc6NTpWoYOncfMmSu4994zzJjxO0OHzkOjCeTChV/YsuUxfvhhEL/8MpYdO17k4sXfyK/FBO6aMI90uqhcWD5lOTeE3wBU/t0bFDiIlTNXolKouOHPG1h6YmmryAIhG3U4YapAGtU5iicHPtlox/LX+PPr9F8ZGjSUZ7c/S7GhGJ2LN7163cno0e9yww2ruO++c9x22y4mTlzKgAGP0cW/PwOdPOiSfZ6tG+fy3Xf9+PHH4Wzc+ACHDy8iLm49+fmJjVYYwzo12YTQCfx4/Y9kFWcxZeUU1l76DTBl5akt13a6lomdJzaGqQ2izSsMyxN3NZOnJEni2cHP8t3U78gszmTqyqnM2znPMoTVUmcrtnRmhM/gjxv+wNfFlwc2PcC96++16yHo0+c+rrnmUc6c+YbL575Hgf0E2oLWh7/Gn99n/s5D/R5i+ZnljP1lLP87978657R0dvZm6tRvkSQF69eXp0CrWD1oSNAQNt20iUEBg5i3cx4z/5jJzqSdlX4obMMean6YNQ+HLhm/BCOgrKF/SpLEo9c8yv+m/Y/80nxm/TmL57c/3ywxkhVzk4e4h7B61mru7HUnX5z4gmt/vZYVF1fUOPG3JWFxapR9DtcEXMPGmzYyosMIXtnzClNXTmVb4jbLuVvEsKWrOP5+3tO3J2tmrWFi6ETeO/geU36fwrrYdciybBP2YEapUPL2qLf5bPxnnM8+z4TfJvDWvrcsQ8zWqFQudOgwnEGDnuH66//HffedYdasNQwf/hpeXt2Ijf2Lbdue4aefhvPjj8PYuvUpzp37gZycS3UWSdbiR61U88WEL1g+eTl39brL7jlvuGkDUZ2jeHv/20z+fTIb4ze2iHCfKimbUObi4tskh/Ny9uKn63/i6YFPAxDoGmizXpIUeHl1LSvzPp+pU7/j4bnn6DN5GX85+7IJSATSs85x9OjHbNr0ID/9NIJvv+3LmjW3sHfvG1y48AuZmacxlOUfbgimUbHyfjoseBgbb9rINf7XEFMWLuWk9mzwcZqbdpNItTazDSeETmDLLVv4+OjHfHvmW348/yNTwqaQUpRCiJtjYsTaG339+rLuxnV8deIrlhxfwrRV0xgRPIL7B9/PaL/R+LiYZpYOG/YK+fkJnDn6CX0BRJqzNoOLyoU3R77JzPCZvLnvTV7c+SL/PPRP5vScw4yuM+jn169WD5eenl2YNOm/rF17O5s2Pcz11//PbgL1YLdgfp7+M79f+p33D77PnLVz6O3bmzk95zCtyzS8JQVknsYcuFSXlHqzu8/GL/UgMZcqxx/bY2zHsWy/ZTsfHv6Qb89+y68Xf2Vi6ERujriZqM5RaFSaWh+7vtgb/XJ1cmXh2IXM6jaLt/a9xdPbnua9g+9xZ887ub7r9fTy6dWiH/gril8wiYrvpn7HnzF/8t7B97hr/V1EeEdwZ687LTPYJaORvLw4AgMbp9iEn8aPryd9zV+xf7Hg4AIein6Irp5dLZOtK+Y7lSSJm7rfxIjgEXx4+EO+OvkVy04vY0b4DG7ufjMjQ0birHSudByFwonAwEEEBg7immseRZaNZGWdIyVlP1ev7iMpaSeXLv0OgEbjT3DwcIKDR9Chw3B8fXtX6VyweKit+ookSUwKm1TlOfu6+PJ11Nesi1vHuwfe5f6N99PFswt39bqLaV2m0dWra90uYmPTxOIXTJ7+lyJf4v6+91ebJs2a0WGTGXjHPj479hlLT35FiaGESR2vY0ZwJN2d3CnIvURm5mnOnfsBfdnkcoXCCR+fHvj59cPPr2/ZXx/UdRCr9px9Hd078tO0n/h+21OUXv6TYK/w2p98C0WSm7iodHJy9bNyHc3KSyt5cuuT7Lh1B928u9V6uyv5V/j27Lf879z/yC7JZkLoBL6bWrdcogJb8nX5fHvmW3668BOXcy8jITEgYAAjO4ykr19fenp149TOF8gtCzt5+GH7k0cErRdZltmRtIP/nv4vWxK3YJSNhLiFMDx4OIMDB9M/oD9Duw6FwqpHa2Ji/mDLlsfp3v1mtqg9+T1mJafvPW23bZEun1Un/sWu8z+iKkohFPCu0Ob223fj6dml1uewb99bnDz5FX5+fXBycsfJyQ0nJzdUKjfLa9OfO05OrpY2+YYSVsdtYG1CNEnFGciSEwODhjAiZCR9fPvQy7cXYR5hDg+r2pK4hXvW38OaWWvszlUwykY2J2xm2ellbE/aDphymw8LHsbgwMH09etLuFc4Ps4+zS6I/f39ycjIYOmJpby9/20uzL2Am5NbpXbF+mJWX17NstPLOJ5x3LL8qwFPkHx8CVOn/kBoAyc11YTeqOePmD/44dwP7E8xxap/Pv5zbux+Y5XbXMy+yDdnvuG3i7+RX5qPm5MbI4JHMChwEAMDBhLhHUEHtw419hFZlsnNvWwRwykp+ygoG8lUq70IDh5Ghw4jCA4ejr9/P0speYPRQOf/dOaFIS/w3ODn6nzOpcZS/rr8F8vOLLNMdO3u3Z1hQcMYFDiIfn796OLVBc9G8Bya+0ZNfLD5Ubwvr2bmzFUEB0c63I7GIL0onW/OfsMPZ38gTZuGs9KZgQEDiQyOZIDfNXRUueBSkkNu9nkyM0+TmXkKrVWWBg+PzlZi2PTn5hZi9/v83oH3+Pepf3P5AVN4WUlJDhcv/sbZs9+Tk3MRFxdfbrttF861FPHNTUiIfcdlmxe/Ky6u4OltT7Pztp2E1+NpRWfQsS9lH53cO9Vre0FlZFkmrjSOlSdXsiNpB8fSj1mGXN2BF8raCfHbtsnUZhKdEE10YjSHUw9bKiuBqapWqEcoAZoAfF188df44+Psg5uTGxqVBvnKdopi13DcxZdoQynn5pqSwxcXZ5GWdoTU1EOkph4iPf2YxSvirAmgyMWfGKOOQwVJ3GkwxbrOmbMPD4/QWtudkXGSEyf+RWlpQdlfEaWlBej1heh0hej1hTZpjKrDiCnxvc7yJ4FSjVKlsRHVzmp3nNWeaNReFjGtVrujdnLHRe2Bs9oLF7UHarU7SoWpZKsCBUqFkt3Ju3lu+3P8NfsvBgYMrNaetKI0NiVsYkvCFg6nHSZdW545w0vtVfkzcfHBVeVq+nNyRaPSoFFpcFY6o5AUqBQqVJIKpUKJUjL9qRQqlJISSZIsE8DMHlGb13bW+fn6kZmVyfLTy1l0ZBEX517E1cm12nOKzY1lQ/wGzmScZkzWKRQouPnm6CYV8rG5sRxMPcj0rtPtivWKaPVadifvZlP8Jvan7OdSziVL6IRaoaaTRyc6uHXA18UXXxdf/Fz88HL2QqPS4KJ0sXwOGpUGJ4UTSoUSvTaD/MzTFGScIjfjJNoCU5YGpUqDj/81+AUOxidgADM2P8pzQ17k2cHPNuicE/IS2JSwia2JWzmaftRSZQ9M3uJQ91D8NH74ufjhp/HD19nXpg+Z/1yULpa+pJSUNn1JqVCikkzlqP38/MjOyrZ8rhL2+9fSLU8QkLSDW2/djrd39wadY1NjMBo4nHaY9XHrOZBygJMZJ9HLpjhrlaSio3tHAlwDCNQEEuzkho9Bh6suF5U2E6koBaM2A3PMu9LJHY1XOO5e3fDwicDLpxfunl344Mgi1seu4+ANKzl79nsuX16NwVBMQMAgeve+m/DwG3Cq4TvXkmgU8Xvs2DGWLVuG0Whk4sSJzJ49u8Ztmlr8/nbxN57Z9gy7b99Nlzp4dwSNi/VTus6g41LOJc5kneFy7mV8jn4CCPHbnpBlmeTCZM5lnSPNkMap5FMk5ieSWZxJpjaTjOKMSnmjZwMDgeNOHtzadTppaYfIKcvyIEkq/P37ERQ0hMDAoQQFDcHdKrer3qhn1cppZGed4a67juDqGuTQczEYiiktLSz7KxfI5ctMIrm0tABtSS6ZhVfJKUqnqCSb0tJCjHotGHQoZANqZJzqcPxSKgpq019k8DA81F5IkrIsw4UChUKJJCmRJEXZf9NrhUIJSBTqtWSX5JCryydHl0d+aT6FpcUUGbQUlhahk/XImES8vf/1XVebNgbg8H3ncFV71Oq6XLmynXXr7mTcuMX06HFbHa5o85Ony+Nkxklic2NJyE8gLi+OtKI0MoszySrOshGWtcUd6AyElf0FYYqE1gNKtRcBnp1Rq71wdvbC2dkbpdK5rO+oyvqNCoVCZVlW07r04kySC1NI02aQok0jXZtJbmk+2SW55OryKDaWYoQ6/dVHvAwHpgH33HOySUMfGoOi0iLOZ58nJjeGSzmXSMxPJF2bTnpROmnatEr9Qo3pcw62+gsEy/1FD6QBTpKCANmIk5Mb3brdSO/e9+Dv36/JzsuROFz8Go1GnnnmGV599VX8/Px4+eWXeeaZZ+jUqfr8t00tfi9mX2TblW3c3vP2RhlqEdSP6oaovv7aJFKE+G2fVNU3ivXFaPVaivRFaPVaCnV5nN71MoWZp3B29iEoaKjlLyBgAKoa4ml1ugKSkrbTtev0xjoVhyDLMoW6ArKLUsgrzqCoJIeSknx0pfkU6/JNQrq0AF2ZaDYaSjDqtciGYmRDCUZ9CQpZj7faE1k2IMtGjEYDYPovy8ay5davjZZ2tssNtfZqNxXOzt5oNP5oNAFWf/6W/66ugWg0/uzY8Xeysy8yZ85elEp1c5vtUPRGPfm6fIoNpu+I9Xel1FiKwWjAKBsxyAYMcvlrfVl6SYNswKArwJAXB3nxhKg9kPVaSkpy0OlyKSnJxWDQIct6jEYDRqMeWW4hmR0kRVlFUCUyCsv7Sn9Ipv+lhVBawIMPxpc95LVdjLKRYn0xhaWFFJQWUKgvRKvXojfqLf1Cpy+muOAKxXnx6PITKM1PxEVSMKjvXLp1uxG1nRSxrYmqxG+9J7xdunSJ4OBggoJMHpNRo0Zx8ODBGsVvUxPhE0GET0RzmyGoA0FBkZbZ/AKBGReVCy4qF3zwsSzre8MfFBWl4OERVudhbLXavcULXzAN1bo7e+Du7AG0jHuZWQzbF881rzOtt14nW72uep27uxt5eTkYjQYMhhK02gy02vSyvwwyMk6i1WZQWppv1+7IyP9rc8IXTBOqzJOHmxLTA5K+7DPT27yubpmtiK5Ne3N/0lv9t97GgIuLE4WFBZZ1lduXb+fr27vNC18wTQh1dTKFJAVQdTni9ki9xW9WVhZ+fn6W935+fly8eLFSu+joaKKjowFYsGAB/v7+9T2koA2hUqmq7AsPPLCria0RtCSq6xv2aVkP3ILGQ6VSodfX7HEsLdVSVJRGQUEqRUWpFBamodMVMGjQw60qXlFQe2rbNwQCaID4tRctYc/zEhUVRVRUlOV9bWZjCto+tZ2ZK2h/iL4hqIq69Q03nJ3DcXYOx6fMKZqbWwQUNZZ5gmZE3DcE9qgq7KHelQT8/PzIzCxPxp2ZmYmPT9MPuwgEAoFAIBAIBLWl3uK3W7duXL16lbS0NPR6PXv27GHo0KGOtE0gEAgEAoFAIHAo9Q57UCqVPPDAA7z77rsYjUbGjx9PaGjtc2UKBAKBQCAQCARNTYPKGw8ePJjBgwc7yhaBQCAQCAQCgaBRqXfYg0AgEAgEAoFA0NoQ4lcgEAgEAoFA0G4Q4lcgEAgEAoFA0G4Q4lcgEAgEAoFA0G5o0IS3lk5CgpKFCz2Ii1OSnq4gMFAmLEzPvHn5dO5sqNM+UlKUBAcbuPvuQv71L3eOHDGVyAwLKyUpSUVRkQJPTwOffJJDSIiRN97wtLTx9i7l0iU1YCoColabCoQYjaZj+PgYCQw0kpIikZ+vxGiU8Pc38PrruWzapOH8eSVnz6qQZalsHzJKpamoiL+/gSVLshkxotTG3vPnlcTGqlAqJby9DTzySAFffeVOXp4SjcZAjx4G9HoJDw+TEVeuKGza/9//5bFpk8Zy3uZrVvF61OVa1oZ9+5x4/HFv0tOVGI0gSeY/CR8fA1266Ll0yYnCQglJAoVCRqeTMBollEqZbt0M9O1barFr3z4nHnnEm6wsJbIsoVDIuLiAr6/pHP/3Pzf271dTWiohSTIuLjKybNo3yPj4GEhNNV17Jycj11xTil4vcfmygtxcpeUztUW2LO/ZU0dYmJH0dAXJyQpycxUUF0tW28m4usoYDBIqlUxJiYSpSJH152xqqVCAi4uMWi2j1UoUFpb3h/L/WPbt6WkAJLRa0/m4uJiOFRJixN/f9Jnl5yssfSA/X2H5TIEqvzvmdY3VB2pLfftiQoKSN97w5MABNVqthKurTGSkjjffzKtx+337nHjmGW/y8pSW77v5u9cSaezva3NQn3Oyd190cyu/D1bs946+77WWz8GendAyvu+OwPr8qrvv1Xd9ddfFfN8x64LBg2t3z2lKquunFfWUl5dMbq5Ura5qyf1eku2VamtEkpOTm+Q4CQlK5szxJT7eqdK6sLBSfvopq1Y3zIr7UChkjEZ7gqd8vY+PgcxMRzxXlIuo6lAqZX75JYOQEGOV51zbfVXVPiyslI8+yuH5571t9l/ba1kRe9V49u1z4tZb/au9vrUlLKyUl17K4/HHfan6vOt6TdoHISGlSJJEUlLlPmxvXX37QFXUplKTve9mbexISFBy882+JCdX/o507Kjnt98yq9x+3z4nbr/dH72+vM+oVDI//5zRIgVwfa9RSyY/358pU6Q6nVN1vwXWVNW3G3rfay2fgz07m+L77ihqum/U1A+qu+/VZn1116Wq+05N95ympLp+CtT4Hap4/i2l3zu8wltLZ+FCjyo/qPh4JxYu9KjXPmoSZkaj5CDhC7UVZgaDxDPPeFd7znUXebbt4+NNHq+K+6/ttawNzzzj7RDhCya7/v53b6o/byF87ZGc7FTlDd7eOkf2gdpir6/Xxo6FCz3sCl+ApCRVtds/84y3jfAF0OtN372WSH2vUUvmH/9Q1vmcqr8vllNV327ofa+1fA727Gwp33dHUFM/qO6+V5v11V2Xqu47Nd1zmpLq+mltvkMVz7+l9/s2G/aQkqKsdn1qavXra7OPlkRenpKUFGOjH8MetbmWDdl/fdHp2uyzXYvDUX2gtlT13azJjobcF6rqn47ut46ivteoJXP1qv0H1urOqaH38Ybe91rL51CX69TSbK8NTfF7XtV1qe7YLeVaVtdPaxsfYH0uLb3ft1l1EBxcvVs9KKhmt3tN+2hJeHoaGt1eUwxpZWpzLRuy//qiVjfuw4CgHEf1gdpSVV+vyY6G3Beq6p+O7reOor7XqCXToYP9X+Hqzqmh98WG3vday+dQl+vU0myvDU3xe17Vdanu2C3lWlbXT2t77azPpaX3+zYrfufNyycszH4cXlhYqSV4va77UCiqfwRSKGT8/PS1N7Raave4pVTKfPJJTrXnXNt9VdU+LKyUTz7JqbT/2l7L2vDJJzk1Xt/aEhZWyqJFOVR/3k0a7t5qCAkppWNH+33Y3jpH9oHaYq+v18aOefPyCQmx/x3p2FFf7faffJKDSmXbZ1Qq03evJVLfa9SS+cc/DHU+p+rvi+VU1bcbet9rLZ+DPTtbyvfdEdTUD6q779VmfXXXpar7Tk33nKakun5am+9QxfNv6f2+zU54g/KZhvHxStLSGpbtITVVSVBQ82R7uHBByZkzdcv2cOGCksuXq8/2YDBIuLubjEhKUti0N2d7MJ93xVnPFZfXlaomJ7SGbA8Gg0RMTN2yPWRkKEhKannZHgoKFJY+UFCgsHymQJXfHfO6hvaBqqjNhDeo/N0U2R4q46jva0vB39+fI0ey63xO9u6L5mwPBoNUqd87+r7XWj4He3ZC437fHUVtJ8qaz6W6+15917eVbA/2PuuKeqou2R6as+9UNeGtTYtfQcultgJH0P4QfUNQFaJvCKpC9A2BPdpdtgeBQCAQCAQCgaAiQvwKBAKBQCAQCNoNQvwKBAKBQCAQCNoNTR7zKxAIBAKBQCAQNBfC8ytoFubPn9/cJghaKKJvCKpC9A1BVYi+IagLQvwKBAKBQCAQCNoNQvwKBAKBQCAQCNoNQvwKmoWoqKjmNkHQQhF9Q1AVom8IqkL0DUFdEBPeBAKBQCAQCATtBuH5FQgEAoFAIBC0G1TNbYCgbZORkcGSJUvIyclBkiSioqK4/vrrKSgoYPHixaSnpxMQEMBzzz2Hu7t7c5sraAaMRiPz58/H19eX+fPni74hAKCwsJClS5eSmJiIJEk89thjhISEiL4hYM2aNWzZsgVJkggNDeXxxx9Hp9OJviGoNSLsQdCoZGdnk52dTXh4OFqtlvnz5/Piiy+ybds23N3dmT17NqtWraKgoIC77767uc0VNANr1qwhJibG0j++//570TcEfP755/Tu3ZuJEyei1+spKSlh5cqVom+0c7KysnjttddYvHgxarWajz76iMGDB3PlyhXRNwS1RoQ9CBoVHx8fwsPDAdBoNHTs2JGsrCwOHjzIuHHjABg3bhwHDx5sTjMFzURmZiZHjhxh4sSJlmWibwiKioo4e/YsEyZMAEClUuHm5ib6hgAwjRbpdDoMBgM6nQ4fHx/RNwR1QoQ9CJqMtLQ0YmNj6d69O7m5ufj4+AAmgZyXl9fM1gmag+XLl3P33Xej1Woty0TfEKSlpeHp6ckXX3xBfHw84eHhzJ07V/QNAb6+vsycOZPHHnsMtVrNgAEDGDBggOgbgjohPL+CJqG4uJhFixYxd+5cXF1dm9scQQvg8OHDeHl5WUYGBAIzBoOB2NhYJk+ezMKFC3F2dmbVqlXNbZagBVBQUMDBgwdZsmQJ//rXvyguLmbHjh3NbZaglSE8v4JGR6/Xs2jRIsaOHcvw4cMB8PLyIjs7Gx8fH7Kzs/H09GxmKwVNzfnz5zl06BBHjx5Fp9Oh1Wr59NNPRd8Q4Ofnh5+fHxEREQCMGDGCVatWib4h4OTJkwQGBlo+++HDh3PhwgXRNwR1Qnh+BY2KLMssXbqUjh07MmPGDMvyoUOHsn37dgC2b99OZGRkc5koaCbuvPNOli5dypIlS3j22Wfp168fTz/9tOgbAry9vfHz8yM5ORkwCZ5OnTqJviHA39+fixcvUlJSgizLnDx5ko4dO4q+IagTItuDoFE5d+4cr7/+Op07d0aSJADuuOMOIiIiWLx4MRkZGfj7+/P888+LtDTtmNOnT7N69Wrmz59Pfn6+6BsC4uLiWLp0KXq9nsDAQB5//HFkWRZ9Q8Avv/zCnj17UCqVdOnShUcffZTi4mLRNwS1RohfgUAgEAgEAkG7QYQ9CAQCgUAgEAjaDUL8CgQCgUAgEAjaDUL8CgQCgUAgEAjaDUL8CgQCgUAgEAjaDUL8CgQCgUAgEAjaDUL8CgQCgUAgEAjaDUL8CgQCgUAgEAjaDUL8CgQCgUAgEAjaDf8Pj+yYPx9mu1EAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "parser = get_parser()\n", - "config = parser.parse_args([])\n", - "\n", - "path = 'data/'\n", - "\n", - "if config.data == 'exponential_hawkes':\n", - "\n", - " train_data = read_timeseries(path + config.data + '_training.csv')\n", - " val_data = read_timeseries(path + config.data + '_validation.csv')\n", - " test_data = read_timeseries(path + config.data + '_testing.csv')\n", - "else:\n", - " raise NotImplemented('only exponential_hawkes')\n", - "\n", - "\n", - "\n", - "train_timeseq, train_eventseq = generate_sequence(train_data, config.seq_len, log_mode=config.log_mode)\n", - "train_loader = DataLoader(torch.utils.data.TensorDataset(train_timeseq, train_eventseq), shuffle=True, batch_size=config.batch_size)\n", - "val_timeseq, val_eventseq = generate_sequence(val_data, config.seq_len, log_mode=config.log_mode)\n", - "val_loader = DataLoader(torch.utils.data.TensorDataset(val_timeseq, val_eventseq), shuffle=False, batch_size=len(val_data))\n", - "\n", - "model = GTPP(config)\n", - "\n", - "best_loss = 1e3\n", - "patients = 0\n", - "tol = 333\n", - "\n", - "for epoch in range(config.epochs):\n", - "\n", - " model.train()\n", - "\n", - " loss1 = loss2 = loss3 = 0\n", - "\n", - " for batch in train_loader:\n", - " loss, log_lmbda, int_lmbda, lmbda = model.train_batch(batch)\n", - "\n", - " loss1 += loss\n", - " loss2 += log_lmbda\n", - " loss3 += int_lmbda\n", - "\n", - "\n", - " model.eval()\n", - "\n", - " for batch in val_loader:\n", - " val_loss, val_log_lmbda, val_int_lmbda, _ = model(batch)\n", - "\n", - " if best_loss > val_loss:\n", - " best_loss = val_loss.item()\n", - " else:\n", - " patients += 1\n", - " if patients >= tol:\n", - " print(\"Early Stop\")\n", - " print(\"epoch\", epoch)\n", - " plt_lmbda(train_data[0], model=model, seq_len=config.seq_len, log_mode=config.log_mode)\n", - " break\n", - "\n", - " if epoch % config.prt_evry == 0:\n", - " print(\"Epochs:{}\".format(epoch))\n", - " print(\"Training : Negative Log Likelihood:{:2.6f} Log Lambda:{:2.6f}: Integral Lambda:{:2.6f}\".format(loss1/train_timeseq.size(0), -loss2 / train_timeseq.size(0), loss3 / train_timeseq.size(0)))\n", - " print(\"Validation: Negative Log Likelihood:{:2.6f} Log Lambda:{:2.6f}: Integral Lambda:{:2.6f}\".format(val_loss / val_timeseq.size(0),\n", - " -val_log_lmbda / val_timeseq.size(0),\n", - " val_int_lmbda/val_timeseq.size(0)))\n", - " plt_lmbda(train_data[0], model=model, seq_len=config.seq_len, log_mode=config.log_mode)\n", - " plt_lmbda(test_data[0], model=model, seq_len=config.seq_len, log_mode=config.log_mode)\n", - "\n", - "\n", - "print(\"end\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f13b5237", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b4bed945", - "metadata": {}, - "outputs": [], - "source": [ - "# class CryptoTraderPL_NLL(pl.LightningModule):\n", - "# def __init__(self, config):\n", - "# super().__init__()\n", - "# self.config = config\n", - "# self._model = GTPP(config)\n", - "\n", - "# def forward(self, x):\n", - "# return self._model(x)\n", - "\n", - "# def training_step(self, batch, batch_idx, phase='train'):\n", - "# \"\"\"\n", - "# Training step which runs for N steps, and get loss over all of them\n", - "# \"\"\"\n", - "# x, l, r = batch\n", - "# y_pred = self._model(x)\n", - " \n", - "# # we have multiple targets. So move them to batch\n", - "# l2 = l.reshape(-1)\n", - "# y_pred2 = y_pred.reshape((*l2.shape, 3))\n", - "# loss = F.nll_loss(y_pred2, l2)\n", - "\n", - "# # record weights\n", - "# self.log_dict({\n", - "# f'loss/{phase}': loss,\n", - "# }, prog_bar=True)\n", - "\n", - "# assert torch.isfinite(loss)\n", - "# return loss\n", - "\n", - "# def validation_step(self, batch, batch_idx):\n", - "# return self.training_step(batch, batch_idx, phase='val')\n", - " \n", - "# def predict_step(self, batch, batch_idx):\n", - "# x, y, r = batch\n", - "# y_pred = self.forward(x)\n", - "# return y_pred, y, r\n", - "\n", - "# def configure_optimizers(self):\n", - "# optim = Ranger21(self.parameters(),\n", - "# lr=self.train_kwargs['lr'],\n", - "# num_epochs=num_epochs,\n", - "# num_batches_per_epoch=num_batches_per_epoch,\n", - "# weight_decay=self.train_kwargs['weight_decay'])\n", - "# return {'optimizer': optim, 'monitor': 'loss/val'}" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "53772db8", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "74cce1fb", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "100a57c0", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8093bccd", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a9892538", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d5b5a45d", - "metadata": { - "lines_to_next_cell": 2 - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "jupytext": { - "cell_metadata_filter": "-all", - "formats": "auto:light,ipynb", - "notebook_metadata_filter": "-all" - }, - "kernelspec": { - "display_name": "cryptotrader", - "language": "python", - "name": "cryptotrader" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.10" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": false - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/module.py b/module.py index 7158849..1d076f1 100644 --- a/module.py +++ b/module.py @@ -3,7 +3,6 @@ from torch import nn from torch.autograd import grad from torch.optim import Adam from torch.nn import functional as F -# from optimization import BertAdam from matplotlib import pyplot as plt @@ -61,7 +60,7 @@ class IntensityNet(nn.Module): return [nll, log_lmbda_mean, int_lmbda_mean, lmbda] -LEAK=1 + class GTPP(nn.Module): def __init__(self, config): @@ -70,27 +69,16 @@ class GTPP(nn.Module): self.batch_size = config.batch_size self.lr = config.lr - self.log_mode = config.log_mode # TODO mean to be used here? + self.log_mode = config.log_mode # TODO meant to be used here? self.embedding = nn.Embedding(num_embeddings=config.event_class, embedding_dim=config.emb_dim) self.emb_drop = nn.Dropout(p=config.dropout) - self.lstm = nn.LSTM(input_size=LEAK+config.emb_dim, + self.lstm = nn.LSTM(input_size=1+config.emb_dim, hidden_size=config.hid_dim, batch_first=True, bidirectional=False) self.intensity_net = IntensityNet(config) - # self.set_optimizer(total_step=1) - - - # def set_optimizer(self, total_step, use_bert=False): - # if use_bert: - # self.set_optimizer = BertAdam(params=self.parameters(), - # lr=self.lr, - # warmup=0.1, - # t_total=total_step) - # else: - # self.set_optimizer = Adam(self.parameters(), lr=self.lr) def forward(self, batch): @@ -98,27 +86,10 @@ class GTPP(nn.Module): event_seq = event_seq.long() emb = self.embedding(event_seq) emb = self.emb_drop(emb) - if LEAK: - lstm_input = torch.cat([emb[:, :-1], time_seq[:, :-1].unsqueeze(-1)], dim=-1) - else: - lstm_input = emb + lstm_input = torch.cat([emb[:, :-1], time_seq[:, :-1].unsqueeze(-1)], dim=-1) hidden_state, _ = self.lstm(lstm_input) - # FIXME wait we pass the target time into the LSTM. Is this data leakage? nll, log_lmbda, int_lmbda, lmbda = self.intensity_net(hidden_state, time_seq[:, -1]) return [nll, log_lmbda.detach(), int_lmbda.detach(), lmbda.detach()] - - # def train_batch(self, batch): - - # self.set_optimizer.zero_grad() - # nll, log_lmbda, int_lmbda, lmbda = self.forward(batch) - # loss = nll - # loss.backward() - # self.set_optimizer.step() - - # return nll.item(), log_lmbda.item(), int_lmbda.item(), lmbda - - - diff --git a/optimization.py b/optimization.py deleted file mode 100644 index 741689a..0000000 --- a/optimization.py +++ /dev/null @@ -1,304 +0,0 @@ -# # coding=utf-8 -# # Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team. -# # -# # Licensed under the Apache License, Version 2.0 (the "License"); -# # you may not use this file except in compliance with the License. -# # You may obtain a copy of the License at -# # -# # http://www.apache.org/licenses/LICENSE-2.0 -# # -# # Unless required by applicable law or agreed to in writing, software -# # distributed under the License is distributed on an "AS IS" BASIS, -# # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# # See the License for the specific language governing permissions and -# # limitations under the License. -# """PyTorch optimization for BERT model.""" - -# import math -# import torch - -# from torch.optim import Optimizer -# from torch.optim.optimizer import required -# from torch.nn.utils import clip_grad_norm_ -# import logging -# import abc -# import sys - - -# logger = logging.getLogger(__name__) - - -# if sys.version_info >= (3, 4): -# ABC = abc.ABC -# else: -# ABC = abc.ABCMeta('ABC', (), {}) - - -# class _LRSchedule(ABC): -# """ Parent of all LRSchedules here. """ -# warn_t_total = False # is set to True for schedules where progressing beyond t_total steps doesn't make sense -# def __init__(self, warmup=0.002, t_total=-1, **kw): -# """ -# :param warmup: what fraction of t_total steps will be used for linear warmup -# :param t_total: how many training steps (updates) are planned -# :param kw: -# """ -# super(_LRSchedule, self).__init__(**kw) -# if t_total < 0: -# logger.warning("t_total value of {} results in schedule not being applied".format(t_total)) -# if not 0.0 <= warmup < 1.0 and not warmup == -1: -# raise ValueError("Invalid warmup: {} - should be in [0.0, 1.0[ or -1".format(warmup)) -# warmup = max(warmup, 0.) -# self.warmup, self.t_total = float(warmup), float(t_total) -# self.warned_for_t_total_at_progress = -1 - -# def get_lr(self, step, nowarn=False): -# """ -# :param step: which of t_total steps we're on -# :param nowarn: set to True to suppress warning regarding training beyond specified 't_total' steps -# :return: learning rate multiplier for current update -# """ -# if self.t_total < 0: -# return 1. -# progress = float(step) / self.t_total -# ret = self.get_lr_(progress) -# # warning for exceeding t_total (only active with warmup_linear -# if not nowarn and self.warn_t_total and progress > 1. and progress > self.warned_for_t_total_at_progress: -# logger.warning( -# "Training beyond specified 't_total'. Learning rate multiplier set to {}. Please set 't_total' of {} correctly." -# .format(ret, self.__class__.__name__)) -# self.warned_for_t_total_at_progress = progress -# # end warning -# return ret - -# @abc.abstractmethod -# def get_lr_(self, progress): -# """ -# :param progress: value between 0 and 1 (unless going beyond t_total steps) specifying training progress -# :return: learning rate multiplier for current update -# """ -# return 1. - - -# class ConstantLR(_LRSchedule): -# def get_lr_(self, progress): -# return 1. - - -# class WarmupCosineSchedule(_LRSchedule): -# """ -# Linearly increases learning rate from 0 to 1 over `warmup` fraction of training steps. -# Decreases learning rate from 1. to 0. over remaining `1 - warmup` steps following a cosine curve. -# If `cycles` (default=0.5) is different from default, learning rate follows cosine function after warmup. -# """ -# warn_t_total = True -# def __init__(self, warmup=0.002, t_total=-1, cycles=.5, **kw): -# """ -# :param warmup: see LRSchedule -# :param t_total: see LRSchedule -# :param cycles: number of cycles. Default: 0.5, corresponding to cosine decay from 1. at progress==warmup and 0 at progress==1. -# :param kw: -# """ -# super(WarmupCosineSchedule, self).__init__(warmup=warmup, t_total=t_total, **kw) -# self.cycles = cycles - -# def get_lr_(self, progress): -# if progress < self.warmup: -# return progress / self.warmup -# else: -# progress = (progress - self.warmup) / (1 - self.warmup) # progress after warmup -# return 0.5 * (1. + math.cos(math.pi * self.cycles * 2 * progress)) - - -# class WarmupCosineWithHardRestartsSchedule(WarmupCosineSchedule): -# """ -# Linearly increases learning rate from 0 to 1 over `warmup` fraction of training steps. -# If `cycles` (default=1.) is different from default, learning rate follows `cycles` times a cosine decaying -# learning rate (with hard restarts). -# """ -# def __init__(self, warmup=0.002, t_total=-1, cycles=1., **kw): -# super(WarmupCosineWithHardRestartsSchedule, self).__init__(warmup=warmup, t_total=t_total, cycles=cycles, **kw) -# assert(cycles >= 1.) - -# def get_lr_(self, progress): -# if progress < self.warmup: -# return progress / self.warmup -# else: -# progress = (progress - self.warmup) / (1 - self.warmup) # progress after warmup -# ret = 0.5 * (1. + math.cos(math.pi * ((self.cycles * progress) % 1))) -# return ret - - -# class WarmupCosineWithWarmupRestartsSchedule(WarmupCosineWithHardRestartsSchedule): -# """ -# All training progress is divided in `cycles` (default=1.) parts of equal length. -# Every part follows a schedule with the first `warmup` fraction of the training steps linearly increasing from 0. to 1., -# followed by a learning rate decreasing from 1. to 0. following a cosine curve. -# """ -# def __init__(self, warmup=0.002, t_total=-1, cycles=1., **kw): -# assert(warmup * cycles < 1.) -# warmup = warmup * cycles if warmup >= 0 else warmup -# super(WarmupCosineWithWarmupRestartsSchedule, self).__init__(warmup=warmup, t_total=t_total, cycles=cycles, **kw) - -# def get_lr_(self, progress): -# progress = progress * self.cycles % 1. -# if progress < self.warmup: -# return progress / self.warmup -# else: -# progress = (progress - self.warmup) / (1 - self.warmup) # progress after warmup -# ret = 0.5 * (1. + math.cos(math.pi * progress)) -# return ret - - -# class WarmupConstantSchedule(_LRSchedule): -# """ -# Linearly increases learning rate from 0 to 1 over `warmup` fraction of training steps. -# Keeps learning rate equal to 1. after warmup. -# """ -# def get_lr_(self, progress): -# if progress < self.warmup: -# return progress / self.warmup -# return 1. - - -# class WarmupLinearSchedule(_LRSchedule): -# """ -# Linearly increases learning rate from 0 to 1 over `warmup` fraction of training steps. -# Linearly decreases learning rate from 1. to 0. over remaining `1 - warmup` steps. -# """ -# warn_t_total = True -# def get_lr_(self, progress): -# if progress < self.warmup: -# return progress / self.warmup -# return max((progress - 1.) / (self.warmup - 1.), 0.) - - -# SCHEDULES = { -# None: ConstantLR, -# "none": ConstantLR, -# "warmup_cosine": WarmupCosineSchedule, -# "warmup_constant": WarmupConstantSchedule, -# "warmup_linear": WarmupLinearSchedule -# } - - -# class BertAdam(Optimizer): -# """Implements BERT version of Adam algorithm with weight decay fix. -# Params: -# lr: learning rate -# warmup: portion of t_total for the warmup, -1 means no warmup. Default: -1 -# t_total: total number of training steps for the learning -# rate schedule, -1 means constant learning rate of 1. (no warmup regardless of warmup setting). Default: -1 -# schedule: schedule to use for the warmup (see above). -# Can be `'warmup_linear'`, `'warmup_constant'`, `'warmup_cosine'`, `'none'`, `None` or a `_LRSchedule` object (see below). -# If `None` or `'none'`, learning rate is always kept constant. -# Default : `'warmup_linear'` -# b1: Adams b1. Default: 0.9 -# b2: Adams b2. Default: 0.999 -# e: Adams epsilon. Default: 1e-6 -# weight_decay: Weight decay. Default: 0.01 -# max_grad_norm: Maximum norm for the gradients (-1 means no clipping). Default: 1.0 -# """ -# def __init__(self, params, lr=required, warmup=-1, t_total=-1, schedule='warmup_linear', -# b1=0.9, b2=0.999, e=1e-6, weight_decay=0.01, max_grad_norm=1.0, **kwargs): -# if lr is not required and lr < 0.0: -# raise ValueError("Invalid learning rate: {} - should be >= 0.0".format(lr)) -# if not isinstance(schedule, _LRSchedule) and schedule not in SCHEDULES: -# raise ValueError("Invalid schedule parameter: {}".format(schedule)) -# if not 0.0 <= b1 < 1.0: -# raise ValueError("Invalid b1 parameter: {} - should be in [0.0, 1.0[".format(b1)) -# if not 0.0 <= b2 < 1.0: -# raise ValueError("Invalid b2 parameter: {} - should be in [0.0, 1.0[".format(b2)) -# if not e >= 0.0: -# raise ValueError("Invalid epsilon value: {} - should be >= 0.0".format(e)) -# # initialize schedule object -# if not isinstance(schedule, _LRSchedule): -# schedule_type = SCHEDULES[schedule] -# schedule = schedule_type(warmup=warmup, t_total=t_total) -# else: -# if warmup != -1 or t_total != -1: -# logger.warning("warmup and t_total on the optimizer are ineffective when _LRSchedule object is provided as schedule. " -# "Please specify custom warmup and t_total in _LRSchedule object.") -# defaults = dict(lr=lr, schedule=schedule, -# b1=b1, b2=b2, e=e, weight_decay=weight_decay, -# max_grad_norm=max_grad_norm) -# super(BertAdam, self).__init__(params, defaults) - -# def get_lr(self): -# lr = [] -# for group in self.param_groups: -# for p in group['params']: -# state = self.state[p] -# if len(state) == 0: -# return [0] -# lr_scheduled = group['lr'] -# lr_scheduled *= group['schedule'].get_lr(state['step']) -# lr.append(lr_scheduled) -# return lr - -# def step(self, closure=None): -# """Performs a single optimization step. - -# Arguments: -# closure (callable, optional): A closure that reevaluates the model -# and returns the loss. -# """ -# loss = None -# if closure is not None: -# loss = closure() - -# for group in self.param_groups: -# for p in group['params']: -# if p.grad is None: -# continue -# grad = p.grad.data -# if grad.is_sparse: -# raise RuntimeError('Adam does not support sparse gradients, please consider SparseAdam instead') - -# state = self.state[p] - -# # State initialization -# if len(state) == 0: -# state['step'] = 0 -# # Exponential moving average of gradient values -# state['next_m'] = torch.zeros_like(p.data) -# # Exponential moving average of squared gradient values -# state['next_v'] = torch.zeros_like(p.data) - -# next_m, next_v = state['next_m'], state['next_v'] -# beta1, beta2 = group['b1'], group['b2'] - -# # Add grad clipping -# if group['max_grad_norm'] > 0: -# clip_grad_norm_(p, group['max_grad_norm']) - -# # Decay the first and second moment running average coefficient -# # In-place operations to update the averages at the same time -# next_m.mul_(beta1).add_(1 - beta1, grad) -# next_v.mul_(beta2).addcmul_(1 - beta2, grad, grad) -# update = next_m / (next_v.sqrt() + group['e']) - -# # Just adding the square of the weights to the loss function is *not* -# # the correct way of using L2 regularization/weight decay with Adam, -# # since that will interact with the m and v parameters in strange ways. -# # -# # Instead we want to decay the weights in a manner that doesn't interact -# # with the m/v parameters. This is equivalent to adding the square -# # of the weights to the loss with plain (non-momentum) SGD. -# if group['weight_decay'] > 0.0: -# update += group['weight_decay'] * p.data - -# lr_scheduled = group['lr'] -# lr_scheduled *= group['schedule'].get_lr(state['step']) - -# update_with_lr = lr_scheduled * update -# p.data.add_(-update_with_lr) - -# state['step'] += 1 - -# # step_size = lr_scheduled * math.sqrt(bias_correction2) / bias_correction1 -# # No bias correction -# # bias_correction1 = 1 - beta1 ** state['step'] -# # bias_correction2 = 1 - beta2 ** state['step'] - -# return loss diff --git a/run.py b/run.py index 11543c5..481ef53 100644 --- a/run.py +++ b/run.py @@ -38,80 +38,6 @@ def get_parser(): parser.add_argument("--mean_first", action="store_true", help="in model take mean first") return parser -# if __name__ == "__main__": - -# parser = get_parser() - - -# config = parser.parse_args() - -# path = 'data/' - -# if config.data == 'exponential_hawkes': - -# train_data = read_timeseries(path + config.data + '_training.csv') -# val_data = read_timeseries(path + config.data + '_validation.csv') -# test_data = read_timeseries(path + config.data + '_testing.csv') -# else: -# raise NotImplemented('only exponential_hawkes') - - - -# train_timeseq, train_eventseq = generate_sequence(train_data, config.seq_len, log_mode=config.log_mode) -# train_loader = DataLoader(torch.utils.data.TensorDataset(train_timeseq, train_eventseq), shuffle=True, batch_size=config.batch_size) -# val_timeseq, val_eventseq = generate_sequence(val_data, config.seq_len, log_mode=config.log_mode) -# val_loader = DataLoader(torch.utils.data.TensorDataset(val_timeseq, val_eventseq), shuffle=False, batch_size=len(val_data)) - -# model = GTPP(config) - -# best_loss = 1e3 -# patients = 0 -# tol = 30 - -# for epoch in range(config.epochs): - -# model.train() - -# loss1 = loss2 = loss3 = 0 - -# for batch in train_loader: -# loss, log_lmbda, int_lmbda, lmbda = model.train_batch(batch) - -# loss1 += loss -# loss2 += log_lmbda -# loss3 += int_lmbda - - -# model.eval() - -# for batch in val_loader: -# val_loss, val_log_lmbda, val_int_lmbda, _ = model(batch) - -# if best_loss > val_loss: -# best_loss = val_loss.item() -# else: -# patients += 1 -# if patients >= tol: -# print("Early Stop") -# print("epoch", epoch) -# plt_lmbda(train_data[0], model=model, seq_len=config.seq_len, log_mode=config.log_mode) -# break - -# if epoch % config.prt_evry == 0: -# print("Epochs:{}".format(epoch)) -# print("Training Negative Log Likelihood:{} Log Lambda:{}: Integral Lambda:{}".format(loss1/train_timeseq.size(0), -loss2 / train_timeseq.size(0), loss3 / train_timeseq.size(0))) -# print("Validation Negative Log Likelihood:{} Log Lambda:{}: Integral Lambda:{}".format(val_loss / val_timeseq.size(0), -# -val_log_lmbda / val_timeseq.size(0), -# val_int_lmbda/val_timeseq.size(0))) -# plt_lmbda(train_data[0], model=model, seq_len=config.seq_len, log_mode=config.log_mode) -# # plt_lmbda(test_data[0], model=model, seq_len=config.seq_len, log_mode=config.log_mode) - - -# print("end") - - - -