python-pour-finance/11-Quantopian-Avancé/03-Analyse-Portefeuille-ave...

879 lines
778 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Analyse de Portefeuille avec PyFolio"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pyfolio as pf\n",
"import matplotlib.pyplot as plt\n",
"import empyrical"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Définir un algorithmique de benchmark pour SPY"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def initialize(context):\n",
" context.spy = sid(8554)\n",
"\n",
" \n",
" set_max_leverage(1.01)\n",
" \n",
" schedule_function(rebalance,date_rules.every_day(),time_rules.market_open())\n",
" \n",
"def rebalance(context,data):\n",
" order_target_percent(context.spy,1)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100% Time: 0:00:02|##########################################################|\n"
]
}
],
"source": [
"# Obtenir les rendements du benchmark\n",
"benchmark_rets = get_backtest('5ea05f494e836745cf5adb9f')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"bm_returns = benchmark_rets.daily_performance['returns']\n",
"bm_positions = benchmark_rets.pyfolio_positions\n",
"bm_transactions = benchmark_rets.pyfolio_transactions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Utiliser l'algorithme de la vidéo 'Effet de Levier'"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100% Time: 0:00:00|##########################################################|\n"
]
}
],
"source": [
"# Utiliser le même algorithme que la vidéo 'Effet de Levier'\n",
"bt = get_backtest('5ea0559950e04245b1a90ff4')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"bt_returns = bt.daily_performance['returns']\n",
"bt_positions = bt.pyfolio_positions\n",
"bt_transactions = bt.pyfolio_transactions"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f63db9fa128>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAzwAAAHLCAYAAAAN/p1mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvXmUJHd17/nNjFwqa+9ae29JLam1NXKrBR5GWBLnNcb2\nkz02Z4wlw/EZxmOe4bw5thl8jgFbsg/IsvETmPew2YUxNjQyIIyxsEBoQVZLSOputaTe1+qqru7a\nt9wzlvkj4kb8IjIiMyJyqcyq+/mnl1oyMjLiF7977/d+b0TTNA0MwzAMwzAMwzBrkOhqHwDDMAzD\nMAzDMEyj4ICHYRiGYRiGYZg1Cwc8DMMwDMMwDMOsWTjgYRiGYRiGYRhmzcIBD8MwDMMwDMMwaxYO\neBiGYRiGYRiGWbPEwv7gQw89hCNHjiASieCjH/0odu/ebX7twIED+PSnPw1JknDnnXfigx/8IPL5\nPP7kT/4Ec3NzKBaL+MAHPoC77767Hu+BYRiGYRiGYRjGlVABz8svv4yxsTHs378fZ8+exUc+8hE8\n+uij5tcffPBBPPLIIxgZGcF9992Hd77znTh58iR2796N3/3d38Xk5CTe9773ccDDMAzDMAzDMExD\nCRXwvPDCC9i3bx8AYOfOnVheXkYmk0FXVxfGx8fR39+P0dFRAMDdd9+NF198Ee95z3vMn5+cnMSm\nTZvqcPgMwzAMwzAMwzDehAp4Zmdnccstt5j/HhwcxOzsLLq6ujA7O4uBgQHza0NDQxgfHzf/fe+9\n92J6ehqf//znazhshmEYhmEYhmGY6oQKeDRNK/t3JBKp+jUA2L9/P06cOIEPf/jD+P73v1/1tQ4e\nPBjmEBmGYRiGYRiGWUfs3bvX9f9DBTyjo6OYnZ01/z09PY2hoSHzazMzM+bXpqamMDw8jKNHj2Jw\ncBAbN27EDTfcAEVRMD8/b6sGBT14Zu1x8OBB/rwZvg6YMviaWJ/w584QfC0wQOXroFKRJJQt9R13\n3IEnnngCAHDs2DGMjo6is7MTALBlyxZkMhlMTk5ClmU888wzeNvb3oaXX34ZjzzyCABdEpfL5XwF\nOwzDMAzDMAzDMGEJVeHZs2cPbr75Ztx7772QJAn3338/HnvsMfT09GDfvn144IEH8KEPfQgAcM89\n92DHjh2477778NGPfhTvec97UCgU8MADD9T1jTAMwzAMwzAMwzgJPYeHAhpi165d5t9vv/127N+/\n3/b1ZDKJhx9+OOzLMQzDMAzDMAzDBCaUpI1hGIZhGIZhGKYd4ICHYRiGYRiGYZg1Cwc8DMMwDMMw\nDMOsWTjgYRiGYRiGYRhmzcIBD8MwDMMwDMMwaxYOeBiGYRiGYRiGWbNwwMMwDMMwDMMwzJqFAx6G\nYRiGYRiGYdYsHPAwDMMwDMMwDLNm4YCHYRiGYRiGYZg1Cwc8DMMwDMMwDMOsWTjgYRiGYRiGYRhm\nzcIBD8MwDMMwDMMwaxYOeBiGYRiGYRiGWbNwwMMwDMMwDMMwzJqFAx6GYRiGYRiGYdYsHPAwDMMw\nDMMwDLNm4YCHYRiGYRiGYZg1Cwc8DMMwDMMwDMOsWTjgYRiGYRiGYRhmzcIBD8MwDMMwDMMwaxYO\neBiGYRiGYRiGWbNwwMMwDMMwDMMwzJqFAx6GYRiGYRiGYdYsHPAwDMMwDMMwDLNm4YCHYRiGYRiG\nYZg1Cwc8DMMwDMMwDMOsWTjgYRiGYRiGYRhmzcIBD8MwDMMwDMMwaxYOeBiGYRiGYRiGWbNwwMMw\nDMMwDMMwzJqFAx6GYRiGYRiGYdYsHPAwDMMwDMMwDLNm4YCHYRiGYRiGYZhAZHIlfOxzz+PI6ZnV\nPpSqcMDDMAzDMAzDMEwgxq4s47Uzszh0Ynq1D6UqHPAwDMMwDMMwDBMIRdH0P1VtlY+kOhzwMAzD\nMAzDMAwTCFlRAQCKqq7ykVSHAx6GYRiGYRiGYQJBlR2u8DAMwzAMwzAMs+ZQjAqPygEPwzAMwzAM\nwzBrDZkqPAoHPAzDMAzDMAzDrDEU7uFhGIZhGIZhGGatIrNLG8MwDMMwzNrk5Ng8rsxlVvswGGZV\nMSs8LGljGIZhGIZZW/zZF17A33/7yGofBsOsKpZLG0vaGIZhGIZh1gyKqiFXkJHNy6t9KAyzqlg9\nPFzhYRiGYRiGWTPQJk9ug6w2wzQSmefwMAzDMAzDrD3kNupbYJhGYs7haYN7gQMehmEYhmEYn7ST\nMxXDNJJ2uhc44GEYhmEYhvGJ5UzFkjZmfdNOpgWxsD/40EMP4ciRI4hEIvjoRz+K3bt3m187cOAA\nPv3pT0OSJNx555344Ac/CAD45Cc/iUOHDkFRFLz//e/HO97xjtrfAcMwDMMwTJNop6w2wzSSdjIt\nCBXwvPzyyxgbG8P+/ftx9uxZfOQjH8Gjjz5qfv3BBx/EI488gpGREdx333145zvfidnZWZw9exb7\n9+/H4uIifuM3foMDHoZhGIZh2gq5jTZ5DNNI5DaqdoYKeF544QXs27cPALBz504sLy8jk8mgq6sL\n4+Pj6O/vx+joKADg7rvvxosvvojf/u3fxq233goA6OvrQy6Xg6ZpiEQidXorDMMwDMMwjaWdNnkM\n00iUte7SNjs7i4GBAfPfg4ODmJ2ddf3a0NAQpqenEYlE0NHRAQB49NFHcdddd3GwwzAMwzBMW9FO\nmzyGaSTtVO0MVeHRNK3s3xS8VPoaADz55JP47ne/i6985Su+X+/gwYNhDpNpU/jzZgC+Dphy+JpY\nn7Ta5z45XwQAFIullju2tQ6f79biytQCACCTzTX1swnzWqECntHRUbOiAwDT09MYGhoyvzYzM2N+\nbWpqCsPDwwCA5557Dl/84hfxla98Bd3d3b5fb+/evWEOk2lDDh48yJ83w9cBUwZfE+uTVvzcu8bm\ngf+YBiLRlju2tUwrXgvrnQNnXwWQQSKebNpnU+k6qBQIhZK03XHHHXjiiScAAMeOHcPo6Cg6OzsB\nAFu2bEEmk8Hk5CRkWcYzzzyDt73tbUin0/ibv/kbfP7zn0dPT0+Yl2UYhmEYhllVFHZpYxgAoqSt\n9fvZQlV49uzZg5tvvhn33nsvJEnC/fffj8ceeww9PT3Yt28fHnjgAXzoQx8CANxzzz3YsWMHHn30\nUSwuLuIP//APTZnbJz/5SWzcuLGub4hhGIZhGKZRyHL79C0wTCNpp+A/9BweCmiIXbt2mX+//fbb\nsX//ftvX3/3ud+Pd73532JdjGIZhGIZZdWQjm62qGrvNMusauhfaIeAJJWljGIZhGIZZj1CFB2iP\njR7DNAqVHAvbwKKdAx6GYRiGYRifyEKQwwEPs55pJ1tqDngYhmEYhmF8Imaz2yGzzTCNop16eDjg\nYRiGYRiG8YmssKSNYQChwqO0/n3AAQ/DMAzDMIxPZGFz1w4bPYZpFBTwq21gS80BD8MwDMMwjE9s\nkrY22OgxTKOge0HVLAODVoUDHoZhGIZhGJ+UbD08rb3JY5hGIhp4qFpr3wsc8DAMwzAMw/hEDHK4\nh4dZzyht1M/GAQ/DMAzDMIxPRNMCmV3amHWMvZ+tte8FDngYhmEYhmF8Im7yWr1vgWEaCVd4GIZh\nGIZh1iDttMljmEYiXv+t3s/GAQ/DMEybcvHKMr75xAnOMjNME2FJG8PotJNjIQc8DMMwbcoPX7iA\nb/zoJC5Oraz2oTDMuqFZkra5pRw+9rnncWZisWGvwTC1ILq0tXq1kwMehmGYNqUk6xm1fEFe5SNh\nmPVDsyRtR8/N4bUzszhyaqZhr8EwtSDeC62uNOCAh2EYpk0hzXShqKzykTDM+qHUJEnbYrqgv0aL\nS4WY9YvcRhbtHPAwDMO0KbQRKpQ44GGYZtGsOTxL6WLZ6zFMK2E3LWjtwJwDHoZhmDZF5QoPwzQd\nuUkyniWq8LT4RpJZv7STYyEHPAzDMG0KV3gYpvk0y6WNAh6u8DCtiKZpbEvNMGuB187M4JF/OwpN\na+2bmFm/mD08HPAwTNNQmuRMRZI2rvAwrYjz2mdbaoZpU3544AIee+YMFlYKq30oDOMKPXBY0sYw\nzYPcEQFLVtoIWNLGtDLO65IlbQzTptDNK8v8sGFaE3rgcIWHYZqH2LfQSAc1U9LW4htJZn3i7F9r\n9euUAx6G8YDkQpxdY1oV1azw8BwehmkWzehbKMkKMnn9vuZnENOKyI5rv5HVznrAAQ/DeECZO37Y\nMK0KV3gYpvmIkrZGZbWXM0XrNVp8I8msT5w21FzhYZg2hbIVrX4T14vDJ6fx3afPrPZhMAGga7NY\n4qCcYZqF2JzdqEbtRaF3tMRJN6YFcVZ42LSAYdoU2kyW1kkPz3efOYOv/uAoSjJXC9oFyrCxaQHD\nNA9ZbrykjRza9NdYH88gpr1wBjjOAKjV4ICHYTygm3m9yAkosFsvAd5awHRpK3EPD8M0C1ltvKRt\nKWNVeMJsJM9PLuG+P30cr52ZqedhMS3MxPRKUxOWzmu/kUN46wEHPAzjgenStk6ya5RF5ICnfaCN\nEFd4GKZ52KbLN+j5QA5tYV/jP49MIp0r4cz4Yj0Pi2lRpuez+MBfP4Vv/+R0016T9kaRiP5vlrQx\nTJuy3gIeeZ2937WAwqYFDNN0SkLFpVEVHrGHJ8xrvH5mFgBQ4P6+dcGiESA3c24gqV8ScUn/N1d4\nGKY9UdeZLTVXeNoPS9LGAQ/DNAtbhacJLm1B1+R8Qcbp8QUAbFm/Xigaz4BiEyVttDdKxIyAp8Xl\n/xzwMIwHli11a9/E9YLeJwc87QNtvIoc8DBM0xA3do2StC2KkraAUqETY/OW3JXXhnXBavTgUs9O\nMq6HEq1e4Ymt9gEwTKuy3gaP0oN7vbzftYBZ4eEeHoZpGqUmVHiW0gXEpCjisUjgpNvrZ+fMv/Pa\nsD4orYJCg/YKcUPSpnIPD8O0J5S9WC+WoHIb2XBPzqQxs5Bb7cNYdTiLyzDNpxmStqV0Ef3dCUjR\naOBnEPXvALw2rBdWo8JDSeEk9/AwTHujrDNJWzv18PzZF1/AJ7/+8mofxqpDGTXO4jJM85AVFfGY\nIeNpoEtbb3cSsVg0UNWd+nc2DXUBYLnreoGe23IzKzzG8yfRJpI2DngYxoP15tLWLhI+VdUwu5C1\nDeZbr8iCaYGmtfbDhmHWApqmQVa0hma180UZ+aKC/u4kYtFgkjbq37n9xlEAnAxZL8iGWUGpic/v\nMpe2Ft87cMDDMB4o603S1iYVnlxBhqo1142mVaFrU9Na/3NjmLWA2aidaFzAs2wkc/q6E5CkYJI2\n6t/Zc/0wohGWtK0XLElbMwePUoWHJW0M09aYEq/1ImkzJXytvXFO50oAgCLPl7A9YFi6wjCNhzLo\njcxqk0NbX3cSMSliVnL98PqZWUQjwM3XDCKZkDjgWSesRg+PzD08DLM2WH8VnvYwLUhn9exnMzNZ\nrYiiahBVbLyxYZjG04xG7SUh4AlS4aH+nZ1b+9HZEUcyHmNJ2zphdUwLeA4Pw6wJ1l8PT5tVeFo8\nMGs0TgtQ3tgwTOOh9dGUtDVgk0f9if3dCcQk/6YF1L+ze+cQAL2ZnCu/64PVsaWmHh4yLWjtZzIH\nPAzjgdXE39pZi3qgqhooUdn6FR494FFVreWDs0bivC65wsO0K5/8+iv48r++sdqH4Qsz4DEqPHID\nNnlU4eklSZvPZxD17+y+Vg94WNK2fqDAtqkVHtV+L6gsaWOY9oQy6K2etagH4nts9SAinbPc2dZz\n9tIppeEKD9OuvHTsCg6emFrtw/CF05mqEZu8pQxVeJKB5vBQ/85NVw8A0DeivC6sD1ZF0qY6XNo4\n4GGY9qOdKh71QMwgtvr7pQoP0PrH2kicmyDe2DDtiKZpKBSVtkleUEWnsZI20bQgClWrvpl09u/o\nxxhjy/p1As3fkZXm3UeUHI3zHB6GaV/EG7fVb+J6IG6emzm4LAzUwwOsb6c2ZyWusM5NHJj2hCRX\n7dKTR+tjIyVtpktbVwIxKQKgunkO9e/cYvTv0DGyZf36YDV6eJwGHq2uDuGAhzF56egVzC/nV/sw\nWgKbxMuxgKiqhu8+fQZzS7lmH1bDsFV4WnzRWslakrb17NTGkjZmLUDXbbtUeBTHHB61ARWe5XQB\nyYSEjmQMkqRv06ptJs3+nZ2D5v9RM3m7nFsmPCWzwqM1rZfG2c/GPTxMWzC9kMXHH/kZvvXjk6t9\nKC2BeOM6HzSnLi7gqz84iq/+27FmH1bDqBTgtRpihWc9N+RSdi2iJ4A54GHaknYLeEqOCk8jFACL\n6SL6upMAYFV4qryO1b9jBTzJeAzA+l4n1wtiZadZScuyHp4WN3jigIcBAGSMTeTCSmGVj6Q1UCoE\nPPmiDAB44Y3LyOZLWAu0Uw9Phnt4AFhBameSNzVM+0LXraxobSEfpk1dTIoiGqm/jEfTNCylC+jr\nSgCArwoP9e9cs7UfXam4+f9UheJkiD8UVcPTB8fNWW/thKh2aNZzUWFbaqYdoYdOJrc2NvC1ImYq\nnFkLCg6KJQUvvnG5qcfVKGw9PC0uaWOXNh26LlNGgzJvaph2hBJIAFBqg/uZenZiUhSSFK27jCdX\nkFGSVbPCEzcCnkrZc+f8HcIMeNrgvLYCx8/P4VPfOIQf/eziah9KYGwVniZJvSnAYZc2pq0oGc3f\nogPWekbMVDjLw2JA8PQrE007pkYivqdWr5qsCNdouzQ6NwJ6uHR26BWe4jruZ6rEiQvzePnYldU+\nDMYDMVBvh405SX5jUgRSNFL3rLY1dFQPeCRD0lYpEeXWvwNYsjtOhvgjV9CD73ZUbtgDnuY8F2WH\nRTsHPExbQA+adBve6I2gUoVH/PeRMzNrwrygkoSv1RB7eNohI9wo6HPq4gpPRb74vdfxqW8cWu3D\nYDwQg5xWT7YA1lopSVFIUf9DQf1iWVLrkraYD0mbW/8OYG1EeW3wB3227ZhIE++dZvXhkjIkGVvj\npgUPPfQQ7r33Xtx33314/fXXbV87cOAAfvM3fxP33nsv/v7v/978/1OnTuEd73gH/vmf/zn8ETMN\ngUqgmTbUrjYCWwDgyOBRxefqzb3QNODZQ+1f5WmXCo+qarbsWzs+mOoFBd5U4WmH7PhqkC/KZuaW\naT3ywma8HSSqtFaSpK3eWW1xBg8ASFGypXZ/Ha/+HUCo8HD11xd0jtsxkbYaPTx0L6xp04KXX34Z\nY2Nj2L9/Pz7xiU/g4x//uO3rDz74ID772c/im9/8Jn7605/i7NmzyOVy+MQnPoG3vvWtdTlwpr4U\nDElbJi+3fFmyGVRyLaOsxt23bUNMiuDpg+0f8ChtYkudzZcgztBrhw1SozBNC7jCUxFZ1pvheV1r\nTdpO0qbYJW1qnSVti4akzXJpq1zh8erfAdi0ICi0prZjIm01JG2WS5txja5F04IXXngB+/btAwDs\n3LkTy8vLyGQyAIDx8XH09/djdHQUkUgEd999N1588UUkk0l8+ctfxsjISP2OnqkbYkYjx7K2ioNH\n6cGzoTeJ228cxYXLyzg/udTU46s3cpsMHqX+nXjMmC/RwsfaaMoqPLypccUayMfnpxUpiKYFbXA/\ny4JLWzMlbV4Bu1f/DsA9PEExDYnacK1YlYDH0cPTiJlU9SRUwDM7O4uBgQHz34ODg5idnXX92tDQ\nEKanpxGNRpFIJGo8XKZRiJnyNDu12efwOBYPq2k1irv3bgOAtq/ytEuFhxzaNvR2AGhP6UG9oA1Q\nyrSlZtmWG3S/tnIgv54RqzptUeERTQsaIWnLOCRthmmB1yb29MUFAOX9OwC7tAWFqnVk4tROiM/t\nktKcz5sqOn5nUsmKionplYYflxehAh5N08r+HTGm31X6GtO6iJlydmqzBwDOMq2sUoYvgrfcNIqu\nVBzPHppoa8mM3CaDR+naHDQCnvVc4aHPjHT7xTZ8SDcD2gis52ullSm0WQ8PyZ7ItKDekralFbtL\nm1XhcX+dfFGBFI2U9e8AXOEJimVa0H7nazUrPLGYPpOqmmPhD/7zHD74yadWLeiJhfmh0dFRs6ID\nANPT0xgaGjK/NjMzY35tamoKw8PDNR3kwYMHa/p5pjrnx5bNvx9+7SiWpjtW7Vha4fMen7UGsK6s\nZGzHdGFMv1kvnD+HRPEybtiSwMEzGXzn8QPYuWn1zlstnJywnOYWlpZb4jNwO4Y3xrL6XxT9eMcu\nTuDgweWy71sPnBrXz8HstD4LanZ+sSU+t0YS5v0VDcnUocNHsKE71COPaSAXLlpy4OMnTgOZ8mp5\nK13X586nAQAXxy6gWCwgX1Drenzjl/X909lTRzEmRTB1RV/fjp84hdJS+XyYxaUVRKPu52jsSh4A\ncGFsHAcPtrfsmmjktUCf7VwbrqX5vGU4deKk+31Ub2bn5gEAb7z+GiIRYHk5XfG8vfzaPDQNOPDy\na9i5sba9UpjPJ9Tqf8cdd+Czn/0s3v3ud+PYsWMYHR1FZ2cnAGDLli3IZDKYnJzEyMgInnnmGTz8\n8MNhXsZk7969Nf08U52jU8cA6Avr5q1XY++tm1flOA4ePNgSn3fHuTngR/qDJ57osB3TmYWTwKtL\nuGHX9dizawQdG+Zw8Mx/4tJKCu++57bVOuSaKMQngZ/qWvBkR+eqfwZe18F04TyAeezcsRHHx89j\ncGgEe/fe3PwDbAFysUvAc3O4asd2JN84hkQyteqfWyMJuzao+y8BAHbdcBO2jfbU+7CYGjk4/joA\nPYm0bftV2HvbVvvX6/RM0DQNT70yjjfftBG9XeHl9ROZs8Ari7j+up145dxJ5Eq5ut53X3vmaXR2\nKPj5t9wOABhbPg28dgzXXLMTe2/aWPb98aeeQkeh4HoMXRfmgaeew+DwKPbuvalux7haNHp/cCmr\nf7apzu62W0vVf7kMQK9Mbd9xNfb+3JaGv+YPj/wMQA633bYHsR9Mo6Oz8t7hOz97HkAWO3Zcg723\nbAr9upWug0qBUKiAZ8+ePbj55ptx7733QpIk3H///XjsscfQ09ODffv24YEHHsCHPvQhAMA999yD\nHTt24OjRo/irv/orTE5OIhaL4YknnsBnP/tZ9Pb2hjkEps6IJVDu4XH08DgHj8pW0yoA3HjVAEYG\nOnHgtUl84F1vQkey/bLINglfC0t/6NocoB6eFj7WRkMNtpIURTIusU7fBVVwZ2v1+VLrlbxgGd5I\nSdsb5+bwt/sP472/fAN+a9+u0L+HXDolKQpJaoCkLV0w+3fodQDv67dUUk0TFyfcwxMMeg62g7TS\nibyKttSxqOFYWMW0YGZRV2iI8uuF5Tz6e5JNaX0JvTOjgIbYtctaQG6//Xbs37/f9vWbb74ZX//6\n18O+HNNgxAUxk+NZPKIWVXE8aOhrFPBEoxG8/bat+NaTp/DiG5dNI4N2QuzhaeUggnp4NvRwDw9t\ntKRoBMmExDp9F8RNYjtuYtYD4rOnkffz1Jy+2aq1R7WRLm2apmEpXcR12zrN/4sZc3i8XqckK6Yt\nsBPu4QkGJUda+RnohqKoEFuIm+VIqQhJNykaqdjDo6oaZhd1iSUZ7ExMr+ADf/0Ufv83duO/vu2a\nhh9v6MGjzNpCdCXhCo9z8Kj9QUOLIbnnAMDbb29vtzYxqGvlTPiKMRh3oM8IeNbxJtbaeEW4wuOB\nLeBps03MeqFZpgVzy7m6vIZ9Dk99XdoyuRIUVXOt8DgTb0RR9q7wJDjgCQSd43Z7rjgDtKZVeFT7\nvVAp+F9KF8x7h67H6Xn9npxZzHn+XD3hgIcBwLbUTpRKttTGTSs+ZLYMd+P67f149dQ0FpbzzTlI\ngfGpFYxdCd+8Ly5UrZzdomtzkCVt5jUajUaRTEiBH9Lzy3kceG2yEYfWMqyGcxETjKYFPEt54zVq\nuw5o/ZeiJGnTytxpw7JozODp77ECnphUrcKjIi5Jrl8jSVs7uo6tBpZLW3utFXS80WhlC/N6oyga\notEIIpGIeS94IQY1NOieKj3NOt8c8DAA7Atihm2pbdk0Z5lWUew9PMTdt22DqgHPHr7U+AN08Df/\n9AoefOSl0D/fLhWejBHw0Iag3TJx9UQRMs2JmC5pC7Lx+s5Tp/HQ117G5Gy6UYe46ojX8nqe2dTK\nhJ3Dc2JsHgsr/pNL80skp6m1wqPfY/GYLuMBqs8f8ctSWq9gi6YK1WypS7KCOEva6oLcpkOK6Xg7\njf7hpgU8qmreA9UkbfaARz/evHFdNus5zgEPA8Ce9eIKj/0BVpLtDzMzwyfZm+zu3LMFUjSCZw6N\nN/4AHcwu5jCzmAudaZTVNqnwZEtIJWPmsM11HfAYn5lkVHhULViwSvf5wnKhyne2L7YKTwsH8uuZ\nfNEyLfC79qSzRXzk7/4Tj/zbUd+vM7tUH0mbaVoQjVhys7oFPEaFx820wOXcqKoGWdE8JW3xWBSR\nCJsW+IUqFG5VwAuXl3FmYrHZh+QLum86O5ob8MiKZlYgq8k7Z8WAx7jnKRBv1vFywMMAsCo8MSli\nZtHXM6JrmaKqtkDC0nDbb5++7iR2bOzFpenmZsxVVUMmV4KsqKEzee1S4VnJFdHTGTcf8O0mPagn\nihB4h8nk0gaK+qLWInbTgvV7rbQy4jXrd2O+nClCVjRcmPQv452rW4XHWP/FCk+d1kwKeMQeHlPS\n5rKZpCA+EXOXtEUiRn+fEFSKzC7mcOHy2p1jls4WK8qsnFD1zq3C8+lvHMLHPve8zVXQDVXV8JXv\nv4FTFxeCHWwNWAFP3Ph34wJcTdPMJIWiqJCilnlTpYBnZqG8wkN/csDDeHJlLoN/+cmpQDdyNYol\nBfFYFN2pBNLs0ma7cTXNaVPtLmkDdM10szfhuYJsOrSshJQjOnt46qVJrzfpbAndqQQikQjisWjb\nSQ/qiXkdGhUeINhmjjZLK5m1e7+vRm/asfNzGJ9anUni7Ui+qMCIG3xXX7J5fcN1eS7ja62SFdUM\nJmqVdzld2oD6VXgWDUlbX7claatkWkDXtFeFB9CNC7zWhb/79hH8yWefq+teolXI5kt438d/hH98\n/JjvnyFJlqxoZecknSsim5dx4PXKfY+XZtL43rNn8R8vXAh6yKGhIJyUD42sZj99cBz3fuxxXJ7N\nGBUe/dpR5qVXAAAgAElEQVSTpIgtUexErPBQ8okCJ5a0MZ48+uQp/OPjx3FuUp+crGkaxi4v15SZ\nL5ZUJGJRdKXiLGkDymYryGr1Cg8AJOJRQ2bQvKBH/LzCBqv0MKWNRz2dh+qFoqjIFWR0d+pZrERc\nWtdZe0vSFq7CUzIrPGv3fi/ZZlM0/qGayZXwsc8dwBcee63hr7VWKJQUdHfqG/ySz/s5W9Cv2UJR\nwbwPk5j55TwoLqq1gV92k7TVyZp62bXCQ3N4XCo8xkaxUsCTTEhmk7iT2cUcMnk50DP/a/9+DN99\n+rTv718tltJF5IsKrsxnff+M+Dk6gwb63H/80sWKv4PW4GbKCJspaTt2fh6KqmHsyrLewyNZPTyV\nZlLRDB5AOEckaWvSfokDnjaESqV0sZydWMJ//x9P44kXLoT+ncWSgkRcQncqjkyu1LIZ/mbh3PCL\n+mnRltRJ3JAWNLO3RJQkhZUnUUCXTDRXAxwEeih3pYyAJxZd3z08oqQtTIXH2PitaUmb3NwKz2tn\nZiAr6poOIutNoSijxwh4/F6/VOEBgMmZTNXvJ8MCoB49PG6mBfW5thZdengsl7ZwFZ5kXELRIxGS\nM+RZVP3yww9fuIAf/WzM9/fXm/GpFV+9NBTY+g2iAUfvruM6oV7eN87O4fKs9zVH13Azn01OSVsj\nh4dPGwHkcqYIRdUcpgWVKzz07CZ3NjPgaVLikgOeNiNfkE25BC2A5FSzsBK++ZgCnq7OOGRF85Up\nzhdlfOlfX8fcUnM81JuJM5smPmxoMfGq8ADNDRhEV72wGy3FLInrG+dW7OOhgIc2R/F48+WDrYTN\ntCAeJuBZZz08TajwHD45A6D9XJ5WC1lRISua6UoWVNIGwJfL4JwQ8NQuaRNsqc0envq6tPUILm3U\nI+G2JtM1TfN23NArPO59J3QelwPIWoslZVXX3c986zDu/8KBqklZ2kQHue/FwNX5HsXz/5OXvas8\nVsDTvHNkurQ1ocIzbfTiLGeKeg8PSdoqzOEpyQrmlwvYOtwNwDo35rlq0nrJAU+DeP61SUzO1L95\n/eylJbNfgy5qy0qxBkmbrCIRj6LbiMD9lLgPnpjG9396Dk9WKfG2I4owUEv/t2hiYE0XdpIIsfGs\nFZukLWyFR2mDCo/x3rqFCs963liKboG1SdrWbsAjSiUanUXUNA2HTk4DgKeEqJlML2Sb2jgdBgpw\nSKbqdyOdy1trnp8Kj5iUq9ccnpgUESyj6xTwZAro6YzbkmnmM8hN0kYVHpdnEaGbFrhb1lOFZznj\nL1mqqhpKsrqqlfWFlQJWsiVbEOuGWeEJ8CwTz7HzPcqKiqs29SKVjOEnL1/0/MyLjob8ZlBuWtCY\n9UfTNNNemoxDTJc2yVvSRp/VpuEuAIItdYFNC9qehZU8/uprL+Mff3i87r/79LhVynUGOrXoIM0K\nj7GZ9OPURnrj2SoLTztCDYu0kRRLxCVZRTQCM7snQm45zQwYxL6dmis8RsDTyJJ4WCiwM3t4Yuu7\nh4eu0ZhkmRYsBqjymgFPZu3Kr5z3bSO5PJfBlCH3CDrzZ2E5X/fg/TP7D+Njn3u+bg5ijYDmcKQS\nsUAS1azglHV5zk/AI1R46uXSJkXNQY/1krQtpQu2/h1AsKV2eQ0z4KlQ4UnE3S3rS7Ji/h9VlqpB\nQcRqBjzkklbNDZXOTZBjtY+jsM6Xpul9uV2pOO7cswWzS3kcOTXj+jsKTZ4tAwTv4dE0LdSA9OVM\n0Xxfy5mCzaVNikahOgyeCAqSRjZ06hVHsqU2Ko/NSlxywNMAaNMxHaBZzi+nx62MnbPCU8sNVpRV\nJGJSoAoPba7XoqRNMSseRsAjPGwUVXWVswF61QFo7mKXztahwqPa328rziyh90nXaDzOFR5AD7xv\nvGoQ0QjwpX993Xdleb1VeBotmzh8Ylp4Lf/3z+JKAb/30JN49Mn6NYKXZBXHL8wjX1RaslpL0OYw\nmZB0iWqoHh7/krahvo6aAx56NkhSfSVtiqphOVMsC3jiFYwR/PbwAOXVX/EcLvms8FCCaTUTTVSV\nmqjyuZuJ4ADXv93G3jpfqqpB0/Rq2763bAcAPOkha1uNHh5ab6zBo5Vf+9EnT+F3/uIJjF0JZkk+\nvWDtaZczRciqZjMtAADVpZJIltTD/Sl9SDZVwczgkCs8bQttIBoRCFSs8IR8sMmKClXVDEmbrh32\nU+Ex3+fi2qvwUKYn4VLhkWXNVc4mfn9TA55c/Xp4OhLl77dVMCVtRg9PMi5BVrSWdJRrBpa0MoIb\nrx7A77/rTVhKF3H/F1/w5Vy1PkwLmlfhOWT072zoSQa6/y/NpFEoKrjio1Lhl/OTS3Wp/DcasqVN\nxiUk41HfgWLWkLQl4hIuz2aq2irPLecQiQCjg101u2jKgty5npK2dLYITbNbUgPWgGt30wKjh6eK\nSxtQXtnKCVWyZb8VHuN3KKq2KpVDxZDUAfp9U4liiMBD9ajwlISq3q7tG7BttBsvvH7Zde0srkIP\nj2xcB+ZA7gr30fRCFo8+eQoAKpovuP+stafVe3g0xGgOj4v8nyBL6qH+lM01MM+DR9sfkogsrBTq\n2vydzhZtFyg9zOUaAx66QeMxS9Lmx96YGh1n12KFxyFps5W6Fe8KTzze/IGYdXFpo4An2cI9PDlH\nhcd4yAeVD60VzEyz8cD55f/9avz2L+7C1HwWf/6lF6omLdaDLbW4/jbymi7JKl4/O4Mtw13YPNwd\naJYVbQbqqfk/cWHedmytCr3nZEIybOb9nQParF+9uRdFWa3azzG3lEdfd9KU/NSSkJJlFVI0gkgk\nUldJ26KLJTUg2lK7mRYEqPBUCnh8mhaI562ZPSrm6wuuixNVZl3RuQnyLPZaL8TZS5FIBPvevAOy\nouLZQxNlv2M1banjcQkxKVoxYfn1x4+b5yRXZYiqkxmhwrOSKZbZUgPu86JI0ja8IWVzDbQGj7Kk\nrW1ZNjadmgZfmVa/kBXjxsFOAFbWwfwz5EVDmYhkXDL7I9I+NkG0uRZ1nWsFummpYiMufoqiIh4r\n798BhB6eJmZ37KYFYSs8+oJuVnhaMCtc1sND1bQW3tA1Eso0S4I9+r2/uAu//NarcH5yGQ9+9aWK\n96WocV+NzUszKDWpwnNibB65goI9u0bMDabf65I26/VcQ0+OlUufW5FCgQKeGOKx4JK2a7f2A6js\n1KZpGuaW8hjs6whl7uFEl/FQ30L9JG1kDd3X5ejhifqRtFV2aQOqSNp82lKL68RqXFeiGUi1Ck8p\nxGZaTGyKEljTmdUILN9++1ZEoxFXWdtq2lLHY1FjILf7Z3Pq4gKeOTRhXrdBAx6q8EQjeoCuy/zs\n94JbtZWSOsNmhYdsqY3Bo1zhaV/EPor5Ojb0k5ztxqsGAJRXdkJXeIwbOy64tPmRtImb62oZtnZD\ncfS0iA8bWbBidLIaLm1kS52ISzXM4WmDCo/Zw2PYUlOFZ5328ahC1pGIRCL4b+96E966exNePzuL\nh79x0FNuI0qdwvZ+tTpemvx6c9hwZ9uzayRw5ZGkz3Wt8IyJFZ7WvT/oPXckgknaaKO2c0sfAGCy\ngjQnkyuhWFIw2Juqy/qsKCriRpKhnpI2Mg7od0jaYrEKkjY/g0d9VHiW2qXCU7LO88xiruIxFEPs\ni+wubWKFx+6Gt6GnA2++cRRnJ5Zw7tKS4xhbIOBRyl9b0zR8+V/fAAD8+l07AQC5fMCAx+hL3zba\nYwbM1hwe73thZiGLro4YOjviumtgSa+AF1jS1v6I5eF6yr3MgOfqQQCCaUGdJG3JuChp8+HS1qD3\n2Qo4JW2iaYFuxegV8DR/E57OFZGIS9jQkwy9cbUqPEbA04IVHgrmegSXNmB1G2hXE7PC43ALlKIR\nfPg9e3HLzkEceO0yvvDd11zlVeJ6EWQORzthk6g08Jo+fHIaMSmC3TuHAlce613hmV/O27T2rZi8\nIETTApK0+ZECZvMldCQkbB3pAVDZuIBcRMUKT02SNtvskfpJ2swKT49/SVstpgXhJG3NSSB4vr7N\nOa3y525VsAMEPMLnKD7DRWc+wsu8wGzEDyBrrRVa2xIVKjz/eWQSxy/M4627N+H2G0cBhJC0LeaQ\niEvYMtJt/p/zXnC7TmcXcxjqTwHQr0e9j04ze3jUJvWEccDTAMQs+2wdG/pPX1zAhp4kNg7okja5\nTNIW7oKhn0vEg7q0We9zbnGtBTyGzM+liV9WVNN73onl0tZcSVt3Ko6ezjhWfHxubtC1lGpl04Jc\nCZGINWsgYfZLtW4G240jp2bw0tErNf8e0S3KSSIu4WPv+3lctakXP3zhAr76g2Nls6RE6UFYKWSz\nSGeLWM4G/5xtkrYG3ZNL6QLOXlrCjVcNIpWMWdelzw0hJYvqtWacNKo7tAFp5YBHNC1IxCVoLvbJ\nbmTzMjo7YthszPWo1HxNFbTBvo66VHjE2SNR01Cg9o3toqekzfs1KABI+JC0Oa9HUdK2nC742pyv\nuqTN6OGh4dMTFaypKWAhUyY/eFV4Sg5JGwDcfuMo+ruTeObguC04Es9Rs6RaorTRLeAplhT8w78f\nQ0yK4H333GyaG4Tp4RnZkLJdo2aFx8O0IJsvIZOXMbxB37eKJhrNPlcc8DQAca5FvZzaFpbzmF3K\n49pt/ZZkwhHohN340UWXiEVNB6xqkjZV1WzVhLU2i4fkQgkX0wK5gmmBld1tri11d2cc3Z0JFIpK\nqMyb4hw82oIVnkyuhM6OuNkovBqOePXgM48exsPfOFhz9s90aXOZBwXo5g5/8f63YtNgFx575gzu\n/8IBc/aCswK53OKStoe/cQhfemLK98aFEAP3Rt2Tr56agaYBe3YNAxArjz4lbXU2LThxQe/fuW6b\n3t/SygGPJWmLBarYZgsyUsk4ersS6EhIZlO0G3NihSdRe1VYXP/JoSrodekGOaU5XdpM2VyFCk+s\nRklbUVbNbHslWkXSdu1WXcpYqY/HFrD4fJ5Vr/BYa21MiuLtt2/DSraEl45Omf9v28Q36RxV6+H5\n/nPnMD2fxT1vuwabhrqQ6gge8OQKMlayJYxs6ERvl3WNWj087vfCjODQBljP7XxBth1nM84VBzwN\nwF7hqU/Ac9owLLhu2wZzcTNd2kJUeJbSBfzDD44iX5TNCy0Rl9CZjCESqV7hyeZLUDXddQNYixUe\nu6TN6dji6dLWZJmVqmrI5KnCoy9CfqpzTqwenuYPTvVLOls0K5CAJeNoZjXtK99/A48fOB/657P5\nEmYWcsjm5ZplZG4PYScDvR341B/eiZ+/eSNeOzOLv/76K/rPOj7fVu/huTKXwUpODbyeihudRl3T\nh4z+ndt2jQAI5tSoqBrmjblt9XrgnxibRzQC3GRIn1uxWkvkbZI2/5UxqvBEIhF0JGIVf4YCnoG+\nlPkatfbwmDIeyduZKiheLm1ShT4h05Y67sOW2kPSNtjXAcCfcYF4nptpzGO+vnEtX2sE85WGj4oB\ni99+OrGKVnSoOgCUPff3vXkbAODHL42Z/yee5+YFPFYvV1ySbGvdwkoejz55Cj2dCfzWO3YBsOyr\nswECHprBM7whZQt4TJc2jwqPOIMHsPZUzudfM4ySOOBpAMuZIno69Ux0vZr5T1+kgKffbJxzVniC\nPNCfPjiO7zx9Bi8dvWJuGOMxfXJ0Z0e86gaIrGyv2tQLYO318NDNZ9lSOyVtrdHDk82XoGl6I7/l\nsBd886ooGqIRKzvtd5N0fnIJFy4HG14WlpVcyezfAUQHveac6+mFLL737Fn8+/PhA56LgpVqrXNX\nKJMWjVZexrs7E/jY+96CjYOdZkaU1gp68LV6Dw/NXblYxYrWibiBacR1omkaXj01jb7uBK7erGed\ng/SJLK7kzc+xFucwkcuzGYwOdKHH2JS0YrWWcPbwANWDEVlRUSwppsV0PB6tEvBYkrb69PBYkjbK\nast1MS0oIBqx5FqEFI0gGqmlh0c/T87zSvfUxkFdFuhnDRBd0lajwlMwKjw7NvYiHotiYtp7PSja\nqrt+KzyipE10adP/33met2/sxa7tG3D45LSZjFmNKphZ6ZPKKzzfeOIkcgUZ73nnLjNhGEbSRoHL\nyIZOc22h1wRgWbQ7rlNnhYcC8GXHsNtmJC7XdMCjKCr+v888i289ebKpr7uS1aclD/Qk6yZpOz1u\nyRRipjuVo8IT4OYiR5gVwVKaHgZdqXhVSRtVsbYMdyMei65Zlzbn4FHV6H2oJmlr1kInWjXTgzLM\nXBVqxI055JKV0DQND3zxBfzFl19seHNmSVZRKCqmQxsg9Es1KYN92BgsuVJDcHDxihjwZCt8Z3Vk\nRUUk4i1pE4lEIkglrUw4rR0DvXp2t9V7eKjfoNIGx41Gz+EZu7KC+eUC9lw/Yj7w4wGs6cV1s17Z\n4ExOl7i2g4uhs4cHqP450SaNNm2JmFRxs2RJ2lKhbalLsoJ/fPwYpheytoQXZbXVuthSF9HblTSv\nIxFJirrP4THl6N49PGZVy6PCM2r0BPsJeIqrINeyvb5xbXSl4tg81IVLM2nPZ0+YY1XFxKaPCg8A\n3HHrZqia5Yxol7Q1u4dHf4bLim6YcOHyMn704gVsG+3GL731KvP7k3EJ0Ugwlzaq8Iw4KzymS5t7\nhWdWmMEDWHsk5/XWjDaANR3wrGRLOHVxES++UXuDsF+ot6WnM4HB/hTmlvI163s1TcOZiUWMDHSi\nrztpVnjKbKkDZPLoYlvJlazhZcaF2J2KV5VF0c/3diUw1JeqW2DXKtBnZpoWGA80xWX2iUjCtKRt\nzkJnWjV3xs3qR9gKT0yKmJskWVYxt5TDl773urkpcTIxncbCSgGzizlMzde2ea8GDcLtcqvwNOlc\nk/XwcqYYOsAbr2OFR1E1M8Psh0RcEhyE9D8p4AlrZ94MFNVy8xEDRj/YNeL1v04OnbDsqIlkADMN\ncd2sh6tTsaSgKKvoSokBj/v7zuRK+INPPYPnDl+q6TVrwT541J/cjIJfMi/RbW69f2Z+KY9kQkJX\nRyx0399Lx6bwLz85je88dRqy4jKHp04ubc7+HSImRVxNC+iZX7GHx8O0gAIeqvAElbStxvwz6uHp\nSOhOYbmC4jnrMMwMLi9JW6lCwEOfGV2XrdDDA+hB2tf+/RhUDfi/f/UWm7kNJcDCVHiGHT08kqOH\np1zSZkjhqkjamiGjX9MBD23UrlRwcKk31NvS06kHAoqq+R7q5cXMQg5L6SKuM4asObPwYewXqZy4\nkhUrPPrv7U7FkS8qFTWVlkVwAoP9HVhYKbTksMqwlNlSK1RNK599IlKLacH3nj2Df/rh8UA/Q4FA\ndyphVj9CVXhUFVI0asklZRVPvTKO7z93DgePT7v+zLHz1qyP48Jk90ZgzeARe3iaV01TFBWvntYr\nPIqqBXa3IepZ4dF7CapXd4hkXIJi2H86KzytHPDk8tb1PB5U0ma6WHkP46uFw6eMgOf6YfP/gvTx\nOV08a91EZoxz1ZWK2+5lN85P6jNEXjkx5fr1ZkABeEciZpOblWTF87lJ914nVXji0YpVrLnlHAZ7\nOxCJREIHPBcN2e5rZ2aNOTz2TV6tLm2yoiKdK5X17xBSNOpuWlCyrm8vvCVtFPDoFR5SfVRitSs8\n5NKWSsawZVi3RvYyLgjTEO85eLRCwJNK6s8kui5XR9JGPTySLdFx9Nwsto12Y+8NI2U/EzTgsffw\nWNdpzFHhcSb4ZxfziESsXjEKwJ3XWzMSl20d8JwZX8Q3f3TSMytGH2Y6V2raA502mz1dcQz26x9w\nrf0tNH+HXHecFZ4wpgUUXaezJWF4mSVpAyo7tdkCnt4UNA2emZZ2xGlLrSj2c+1pSx33v9lx8sMD\nF/C9n54N9DOmpC0lVHhyYSo8ukwjJmSH6BpZ9Nh4HDs/Z/79+PnmBDyivr2Z/VKnxxdt90PYnpeL\nUyvo604gEgGuzNde4Yn5kLMRotyS1or+niQikXBBcrMQ7XPHp70lLG7Q/drZEa/7dZIvyjh6bg5X\nb+7FBiNwBILZpVOFp9/Y6Na6icwI60G1Cs/Csn5fr2b/ltnDE5dsUsCv/ftx/N5f/thVOUC9J+Q0\nlYhLkBXNs6l/KV3EYJ+9fyDoRnTMCLQnptN6ZbVKo3ZQ6DPwCnh0mZL3LK24D1tq5+aW/j2ygSRt\nPio8TXbVKnt947ma6oiZM5i8rKltBgt+e3hECaw4eNR0wytfbynwNis8NZgWFEoK/uwLBwKPLXCr\n8KSzJeQKCob6UohEyo871RG8whONRjDY2+Fe4TEt2p09PFn0dyfNa9Sq8OjXGz3CWNJWhW8/dRrf\neOKEZ9N0vmCdwEo+/fVEDASGjEW21v4Ws39nuxHwCJtSwN7L43czYEraskWzETEpSNqAcrev6YUs\nnnplXP+5jBXYDRmB3VwdZw6tNmTTbDbxGw80c+HzdGkLPxsmX1QC20qvCJK27pp6ePSHuJgVpmtk\n2SPgOX5h3pSJNLzCY1ayBElbEx3xSM4WRO/uJJsvYXYxh6s392GwL1WHHh6tqmGBSFIIxq3ZW1F0\np+ItXeHJCBWeTK6EhRX/FXOqgqeSsbpLcI6dm0dJVrHnenv2NEgVgZ4Nm4Z0WVGtxgUU8HR1xK0A\nwuN9z6/or12rAqEWLFtqyVQYFGQF5y4tIVdQ8Nyr5XI7p6St0vmeN4I6M7tsVoWDXQsXr9j3GGRH\nbWW1w11bp8cXcOrigjV01EvSFo24yuaKPlzaaHPqXLNyBRmppIR+Y9Bp8B6e4O/5zMRi4Cqt7fWp\nwpOIYasx/NLLqc1W4fH5PFZUTegNLa/wxN0qPA6L51qGs07OpPHqqRm8+MblQD9nC3gk/Rons4D+\nHvcguiMRvMIz1NcBSYqiI2FVkpwGHmLwr6oaZhfzZv8OUN7D02UoU1jSVgUqZXptHHJC78FkkwIe\nsbeFFtlaLZupwnMtSdocUoUwjbm2Co9j0fSaxfO9Z8/i0988hDPji/YKjxHYrSWnNsXZw2Oea0PS\n5iEhSARoWHZCD/8gm8+08DlQhSfM5pWsVuM+KzwLK3lcns3ghqsGcP32foxdWQ5lh+0X0ZyBiDex\nwnPo5DSi0QjedutmAOHOMTmMbd/Yg42DnZhbytV07EqFAbhuiLa/spAZ7ulM1GTE0Ghog0tJyiAb\nJnqfqY5Y3ad5O+2oiSCBOK2ZFPDUXOExzpWfHh6aybSaFR6SnScE04JiSTErO88emij7mZwZ8FiS\nNvo5J6JDG72O1/d6UZJVTM5kbMkWWv8pux1W0vbJr7+CP/38AbMH0lPSJkVdnTNLVRJw4u9cdCQK\ncnkZqWQMfUZA5EfSZh8UGexaVRQVf/r5A/jEIz8L3atGLm2ipG3CQ9ImHp/f4ExRVHQYFRtbhaei\npI0qPCXjGK19Z9DAmj7P4KYaKqKGgQ3d91bA0+H6M6lkDCVZ9dWKUJJVzC/nzeGhkUjEVFtEHYNH\nRQOPpbTe6kAObYDo0kZ7l7jxGlzh8URVNTOImfKQhuSF6LXWBmG/uAcC4SsfqqobFmwZ7jYzWl4V\nHuffvVCEoaF6hccpadNvYKdzEwVA5yaXzA1Sb1fCqvCspYDHYUtNc2rMhc8js17LnAda5IJUaEQJ\nCwWqYRy3ZEMeJQbTdC0vuWyISMJ209WDuPGqAWiaNeG9EdCxiC5tlK1tdPNsOlvEqYsL2LV9QyAL\nVyfjRv/O9tEebBrsgqahJrMH3bQgpKRNsTKCPV0JrGTDGzE0GspCDvfp61+QgIfeZ1cHPVTrd60c\nPjWNRFzCTdcM2P4/SCA+t5RHf0/SlMXUqvm3KjwxodfT/XfOmwHPKlZ4igoSxjgEW8BjHNuZiSXM\nLtvXs2xB/7fVw+MdYIoObUA4SdvkjC5je+vuTebmrJozlR9KsoKp+SxyBdm0uveUtEkRV+trq1Lr\nLWmLx6Lo6UxgYcW+D9ErPDF0peKQohF/krYaenguTq0gkythcjYTOgFdlHVnymRCQlcqjv6epHeF\nRxw8GqDCQwGMGDCVZO9EZ6dQ4dE0rSZJG31/zsMoyIuSoiIWkxCJCAGP0XPT71E1FK2ps/kS/uzz\nB/DqKfd+3bmlHDRNd2gjqHIYKzPwsK5TCrqG+zvN/3OaFlDgxLbUFZhbypsXh1eFR3SXapqkjT7E\nroQZ1dZS+ZicTSObl005G6BH1JGIe4XHT9Ylk9ONFQB9c1wsk7TRAEv7po4eEhcuL1sbUCGwIxeP\nRnHxyjL+xz8dNDMpjaTMtMBY8MyAx6vCE3I2jKJYmZZAFZ6c1aRMGch6V3iWXTJ/x8yAZ8AccNjI\nPp5M1rvC02gt+ZHTs1A13YmLFvkwFRGzwjPai1GjUbgWWZs4ANEPSVsPjzWorqczAVnRfE1aD8LZ\nicWyrHIYaBO/bUg/90Fm8ZgVHsra1qnCM7uYw8UrK9i9c7Csf8KvbErTNMwt5vT5MB5OWkHJCOtB\nwmcPT64QTEZbTwolBckE2Uvrx7u4UkChqJhr0esX7PdImaTNTHy4VXgo4KEKT/A1Y8yQs121qRe7\nrx0CUL7JCyNpm1nUN5EA8Oop3RDFa3MakzxMC4T7uBIbepPm501kCzJSHXFEIhH0diVcE1tO7HKt\nYO/5xNiC+feDIY0yirKGjkTM7EnZOtKN6YWsawAbxqFRVsSAJ2iFR4asaBDj0sABT8gKjyyr5jVQ\nXuFxD6JNKV5extmJJbx6egY/83A0Fh3aCHoWmv1sLo6FMw5LaqA84OnurH8yyou2DXgmhTKmV5Y0\ntwo9PMvGZrO3M2E6INXS2+I0LAD0cmJM8OUPWuERMzmiS1tccGkDyiVt9H1jRsCTiEtIxiVsHelG\nJIKGD6B84mdjePbwBF4/M9vQ1wGsgIfOiVJW4XHPrNOQuKAPA3HBDrKZFm2pE3EJyYQUypaahumJ\nM57oOJZcMn/Hzs8hJkVw3fYNuGHHBgCNdWoTzRmIZvXwkBPXbbuGzYFrYSo8tFHftrEHGwf0StFU\nDYVRlrQAACAASURBVJVnRdUCStpEFyyhwkNSyDpKm/JFGX/8v57Dl773es2/i6aBbx7QzR4mpryn\nqzuRFV3q0VGngII47CFnA/xXeNLGSIChvlRNZiciYsAjWsy7MS9k/Ctdz7WOVahEvqiYwR6dA8r+\n3/GmzUjEJbw+lrNVHyngSSXDS9qCVHjIWXH7xh686Vrdjc+aw2OXtAU5V1MuyQ7R/UpEn8NT/ruL\nJUvKVIkNPUmkc5Z8XaHhrcY57O1KePZqitRiuSwqAA6ecK8kVH991fzcAX0OoKa57+/sFRr/c3ho\nrfAraetIWJUSOj8k8wp6jshAymsUhOfPyUp5wLNAhijekjY6bnrGZz16esQZPIRZ4YnS4NHyHp5Z\nx9BRwEXSRgOSmyBpi1X/ltbk0qz10POSq4kNWZebJWkTPsR4LIr+7tqGj1LAc/22Dbb/F6fp2gZk\n+Qp4rIebomrmxS4OHgXKTQso63B+chmpjhh6jY1SZ0ccW0e6cXp8MbDMJgj04GmGo5RqvA9nv5RS\npYeHrE+D6pttAU+A9yfaUgNATyoe6vzozkOWLXWhqJifv7OpOV+Qce7SEq7d1o+kEfRu39iDkxcX\noKqa6+C8WrF6eKwMaDyAG1ZYNE3DoZPT6E7Fce22Debgy+UwPTxXVjDQ24HuVNy0gr1Sg6QtsGlB\nwiXgkaLCwNoiRgY6PX8+CEvpom58UQczBLKl7k5FMbKhM5ikTba7D9Yri3jYyMjvcQl4/AbitBkY\n7Ouo28Bimy11FdOCBcFVcyldsG1KiO89ewbffuo0PvH7d+CqTb01HZsbxaJiZnjpHNDmdctIN/63\nmzfip69ewpmJRVxnPANJ0kYZ6mSFc1cmaQsxeNTqvevFyEAnohHLXECU8fzj48fwnafPYGRDCpuH\nurF5qAubh7uxebgLW0d6TMMTghK1t984ileO6xUPr2y8PofHpcIjSJkqscHo41hYKWBkQ2fZ8Na+\n7iTGrqygJFQK3LDP4Qka8CwglYxhqD+FN87M6tW9ClI819eXNfT3WD8jGhc4r0+bo5yP+15V9epM\nPCYhJkVsG3BZSBA5iUYjSCUlPeAxApWezjiW0sXAPTx0nGKy3g8lW4VHPz+zVSo8nWLAY6g4vEwM\npgNVeARJG/1cf3mFh65nU9LGFR5vyLAgHotiaj7rmlmhHp6OhITFlUJTpFCmLbWxiA/2d2B2KR9a\nH39mfBHRaARXbbbfzLYKjxLsxnZm8+aNhwLdMN3mAEv3Cs9KtojZhawZmQPAdds2IFeQcSngJPRK\nLCznbZkb2ug0w1FKUVVbAyDdxJUyPUS8yuRvN8QHcJD3t5ItISk4pnR3JkIOHlX1Hh6SlaStzdBK\npmi7v06NL0BRNdx4ldW7sHGgC4WiEno+TTWsHp7yCk8j/fsnptOYWcjh1uuHIUUj6O0MV+Ehh7bt\nG3UrVeoFqqXyrKoBTQuEjbitwtNlBTz1gn5XPWZzUSN+RzyKbaM9WEwXfF/jsqJvBCypaeXjefKl\nsTJHLieKquHVU9MY6k+ZGy4Rv7IpcTNeS++fSNqlwuP2nkuyYkuMeF3Pp8cXsZQu4i+/+lKodaUa\n+aIsVHj046UE5kBvB+66bSsA4NlDllub07QgXmEdmFvKIRrRKxwAbLN+/DJ2eRk9nXFs6Eli81A3\nHv6Du3DvL+4CYJfxvHF2DpqmS0MPnZzGD54/jy9+73X8+ZdexP/z4I/xzMFx2++lgOfXfuEac13r\n63KXtHnP4VEqzuAhaNNLElPK5FPQ2OtzDQjr0pbOFjExncb12/tx+42jKMpqKKVGsaTZKjymNfVM\n+b6jFPBY6RmvP/clD0mb+3qbSsaRy8vm61h9KUEDF/37C4ErPNZsKKekzcv5z5TiFWSzuuf1/J5x\nrfDo1xS5s7mZFsws2oeOAuWOgj0plrRVZXJGXxRvvmYQJVkta8gDrMYvivxrtYH1w4qjEWuoL4Vi\nSQnlYKUoKs5eWsKOjT1m2ZSIx6JWX4lN0lb9BqNonhZZahB12lJn8s6Ax3odGq5KXG9I7qgiVQua\npuFHPxvD+x96En/0t8+a5482CGE2ZkvpAh4/cN635IBsmumBRueYgstKAx+TVQbhuRFa0pYrmQsG\noH8mmbwcyI1K0zSrwmMsluJMJVWzn/NjgmEB0V2DQ5wf0tkSotGIuckBgs07CYtTutQTsodnfMoy\nLAD0DUYqGavJtEAOWE1NCptqcX7HoCG9na5jDx6dHz8V52pQoioZj5jXmd8MqKyoiAmzKSo9VM9P\nLuEz33oVjz55uuLvPDuxiJVsCbftGnHNrPsdPkyV/6H+jlAbcTf8zuFx9nN49W/QaIfLcxk8/I1D\ndZW3aZqGQkkxn2103maEyteeXSPoSETw3KsT5oaUNuudSaoMeQeLZApB0rOg0sFiScGVuQy2b+w1\nP+trt/Wbzz5KfCmKhsWVAvq7k/j6n/8SvvXgr+DTf3QX/vi9e/Hrd+0EYB/UDFgBz9aRHvzur92C\ne+642lRXOIlJUahauWSuWkWGMCs8xrqey5dXeIDqFuV+LZedv+eUsS/YtWPAHIJJLod+UVQNJUUz\nB30CsJzaXIwLigH3RYrwbHcOsy1VSXTSEE+6BsMGPHR+g1Z4ii49PLQWeBlh2CVt1So8NHS0vMLj\ntKWWhR6e2cUcYlLUdgxJx16WVBulGtc+P7RtwHNpJo2+7gR2bukD4B7M0GJ99Wb9e5rRx7OSKyKZ\nsCw2STs8G8Ka+uLUCoolxSzli8Qk64YM28NDiwUtgnGnpM1R4RHtFgF7wHPddv0YT11cQC1k8gr+\n8h9ewv969FXkiwoyuZLu3S9MqA/TP/H9587hc995DW+c85dV0qVZ9kGcgLUouvnxE/G4FHzgWMgK\nTyZbtMm8UiHcnmgjEZMsCd+8w1lQPOfHBcMCQpRFNYJ0roQuo8GW8Ju1rwVTumTMWolJUXR2xAJf\ng2IfAKBLHzcOduLKXCZ09TeoaYG9h8dqdt48XHmeRRho7ahHhYd6NpLxqGtjbCVkWUNMirrO1nBC\njePV3KooCN6za9j16+Z1WVXSZlV46hXw0LnS5/B4BzzUvzMyUHnoJG2Afu76YbxyfArf/NHJmo5P\npCir0DQr0UZ/0u0w2JdCPBbFzds7Mb9cwBtn9bXbWeHxOneapmF+OY+BPiu7HDWq9s5nmRcT02mo\nmpWocBIVZDyL6bxZSensiOParf24c89WvPeXb9R7zxz319R8BjEpgoG+Dux7y3b8t3e9yVOaFpPc\nr/ui34CnVz8ummGVM4NGe4XHzaBGpFBS0GWcd69r9cipGbz3gf/A80cmzf87aRgW7NqxATddPYiO\nhIQnX7qIB774Av7u20fwLz85hWcPTeD4+XnMLeUqK3aSlqRtZKATMSnqunaJG2i/7rWAvnGPS1Fb\ncFdJ0gbo12I2XzLPCT0Pg1Zsi7VUeBwBDx1HpSAN0M/rYpUKz/RCDn3dCZsEcYtR3Sa5qLk2K3ZJ\n21B/h03m7pQxkhqqGZK2tuzhkRUVU/NZm03s1HwGN18zaPs+ukGuNoKiZvTxrGSKtkCAdNFzS3kz\n8PLLqYvlhgVETIqam2TbHB4fmSvarG0e7sLJiwtmMyRtCrxd2lREoxFzMRIlbVdv7kVMipiZnDAc\nPDGFzz0+hXRexS07B/HmGzfiqz84ihMX5m2ZrzCbajK5mF/25xpFkraYoxGPzlWljWYiFsVKpgbT\nAp/vT1E1ZPIyrkq5OZep6HTvVSxDNjNbViacZETJhIRCUcFSuoBtoz1QVA3HL8xjy3CXLWvT00UV\nnsbIRjO5os2hDbAW9lplQF6UZAWvn53FttFum8tMr2HjHATRoY0Y7u/E+cllZPKyTarnl7C21E7T\nAlMH7zHPIgzUu1OPYNSq8ETNLKLfSkNJVuw9PBXWxyOn9YCnWjX+0MlpRCPArdd5BDw+r0uxoZ6y\nsfWwpY5GI/p9a/wuN1tqSnJdtbEX0/NZz41urigjEZfwx++9HX/0t89i/49P4tqtffj5WzbVdJx0\nrIC18XJuJilZuHtHJw6eyeDZQxO49bphZPMlxCRLbuw1W2c5o/eRUQWTSMT9S47JoW3HRveAh+6/\nbF6fat/vkk1PxiW998wh956az2J4Q6eve1g0R4gLuzZZVj2rQiIk6VvwkLSZs3iqBPtFWUFXKo5s\nQfbcoL5uBKZPvHgBdxhzy8iwYNf2DYjHovg/7tqJx58/71nliUlRjA504r//5q24ZafujEeN/KKk\nTYpGsGmoC5dm0tA0zQwYNU3T+5ukCGRF85VIMAMeKYJ4XLIFHX4qPEVZNa9peh4GNy3QX6coq4HW\nd1lWTGmneB959e8A9oGpyxV6ePThoTnscPRI7bl+GP9w/y9aAY9k7+EpyQoWVgrYbXx+BElYiW6z\nh4crPK5Qz87m4S6r+delwkOSNqoCNaXCky2aOn/AWrTDGBecmTAGjroEPLppgUuFx0dGlQIeqvDQ\n76PFIh6LIpmQXF3aNg12mg+YHtEiOCbh6s19uDC5VLF8rGmarVkW0BeyL3z3Nfz5l15Etqjifffc\nhE/8/h24c88WALoUQLSiDTNnhprD/U4VVxyuZdbg0eo9PLppQS09PP7eXzZvyVcIP9IdJ6YRQzRa\ntsDSNUIyyLHLy8gVZJucDbAyWvXQ+SuqhuWs/RpayZbKgoJK2v16cOzcPApFpawxvaczgeVMsLk1\nokMbQZnKoNk8QD9Hmlb5OnRim8MjBDy9XQl0p+J1DXjq2cNjVXgitoy6H3T3wajV7+VxX8iKiqPn\n5gCUu1Paj6WEE2MLuG7bBltiSyTus/Jo7+Gpj0ubWAmtWOExEj/UG+otaZORSkro7UrgY//XW5CI\nS/jUNw+Z5h21QFn5zcN60lKcJZOIRc37ffuIPsT7wGuTKMmKbqectKq9lrTV/j5JlkvPYCIZj/oO\nLK3KrLthA91/9Fl6bTC3jnRjccXqPaNGcaeRgRdU4XHeT0XBnasSlmmBu6St1wjUqlWuiyUFibiE\neEzyPIfk1nrkzCwWVwrQNA2nLi5g42CnmSR77y/diG98/FfwrQd/BZ/98NvxZ7/78/j939iNd919\nLe64dTO2jnTj0kwaLx2z7Kud7nzE1pFuZPOyzQJfVvT1sStAf4gpaYtGkIi5V3i8zIromGh/EXa2\njHgN+30uKIpqmC2UV3g2VAp4XFza6LoQWUoXUJJVW/8OoKsUBoXqqdOine4JmtNIOGdG9bAtdWXo\nwbxluBujZO/qooUnSdv2jT2IRBof8JRkFbmCYkb3gFXumw1hTX16fAHxWNTVHScWi6KkaPr0cOHh\n7yejYAY8QsOt8yLs6oiXu7SVFHQkY6Ysp9fRYHn99g2QFQ3nJ72bfv/jxTH8zl88gdPjeok7X5Tx\nx//zOfzg+fPYNtqD33vnCN719usgRSMY6k9hqD+FE2Pz5oMnHouGkrRdMT573wGPIWkze3icttQV\nengShqQtyIY4TIUn7TKbxtrY+c+WyIJ2WdwoAcA2oymUFsTj5/VNoShnA4CeVPj5NE6efmUcn/re\nZYwZD07aoDs3mLqLXqRhmaFDHtbDvV0JlGQ1mNOT4NBGhHGMIuihEqyHxz3giUQi2DLSjStzmUC9\nX5Wga7gUcgK9SDZfQiIuQYpGXJ2AKlEyTQsqS9pOXVww5xA5exdFjpyehapqru5shN8Kz+xSDl0d\nMaSSsZquBZFMzkoMVHJpMys8xrPFS9KWN4ZTAsA1W/rw//7mrcjmZfzlP7xUswmQmQQw5GKi1GWw\nL2UGNNFIBHfu2YpMXsYrx6eRzcuOXj73Co/ToY1IxmO+z7NTiuqEAnBKaHpNtbea6/W9C/VE+A14\nrAqP/bMsyWpZE7gbTtOCnGN4Kz3Ll6pI2ijgScSinj0XVBVTVQ3PH7mEZw9NYCVbKsv0A7r0b8em\nXrzlpo34r2+7Bu/71ZvxJ7/zZvzxe/cax2ltwJ3OcgRVqEXJID3/aOCwnwSkJe2O6rJ0m2mBMabC\nI8FE1+OiI+AJWrEVn9t+DYBKDrldXLLuI6/+HcAe8FCFJ2sMTxWxLKkrX6uSQw1jzeDpdHxfxJao\n6zF7eDjgcYXkSZuHdalJNOJuTZ0zHGA6EjEM9qUaLmmjh7y7pM29wnNpJo0P/8+flgVjxZKCC5PL\nuGZzn2sWNy5FIcuK6wJY9TgzRcSkiO0CTjoWze7OuK2Soml6WTgRk3C18ZB0bkCvN4ajVurj+Y8D\nFwBYfSDHz8/jwuVlvHX3Jnz6j+7Cpg3233nTVQNYShdx9NwchvpTGOjtCCwnSmeLgsWyf7mYeGM6\nDSIqu7S5P5wqYavw+Awa3K43q1chQIVHWOjFPwFg26i9wkONtzc6KjymaUEIcw4nlD2mxEbaxaGN\niMekhi2Uh09N6z0EDqls0Fk8pkObow+gI0S/FeFHWunEsqVWzUowbYq3DHdDVjRMLdTH2KW+pgWy\n2Tdg6cR99vCQaYFUufJ55LTV25fOljyTFdX6dwCYSYNqSYe5pTwGjedDmIGYbmTyJXSl9HNFSRn3\nCo8eDFAy0GtdzBUVm2HO3Xu34dd+4RqMT6XxmW8dDt1/BgATFPAYwYCYdBtwVGXuMqr9zx6eQC5f\n8hnw2GfwWN8f9X2ex64so7876blxJBmPWeHx+D5zU27MkKIErd+Ah65fsT9C0zSjd6O6tXNPZwJS\nNGIGupakzXCHI9OCKpK2QklFMi55ygLzBRlX5rLYNqrP5nvy5Yv46g+OIhGL4rfescvHO9WhobJi\nxcFN0gYIxgVChZqOjSo8fj5vel5HjQpPSbaSltWUHXRMFFCafSkhTQsA/8kPay03nt9+JW3GMWdy\nJVOCrKpa2d7BsqQut60XcVbfyZLaze6enkWkJgJY0ubJJcOhbctwN2JSFEMbOj1MC2SkjMV681AX\nZhdzDdP7A/YZPATph71MC14+NoWTYws45Jg8fH5yCYqqufbvAPqFomrlN5Q/04IiersSto2yc9Hs\nTsWRzZdMrbysGA2mCQm37NQ3gE5LVjJX8Ap4xq4s49zkEgAru0d//sKtW1w9+W8wrI9LsortG3vQ\n05WwBQSLK4Wq2V5x1ol/SZvRw0PBi1nhsQcHbliZ9AABj6PC42cj4TaM05o3Eq7CA9hL4pSZJNvK\nYxfm0dedwOahLtvvqKe1MUkXSFpkWu12lgc8yRAzj/ywsJzH+cll3Hz1YJlDotng6/O9mg5tjiwx\nXSf5gI48gN1C1S/iptqZFdxSZ+MCkmXWpYenYGX06aGq+txok12rJTPzaLQ+PYNIRO8xUFTNdbOh\naRoOnpxGV0cMu7aXG8mIOCUxTnIFGZlcCUN9FPDUblpAVUfa5FHg5RZ0Ui/HUF8K3am4a/CuaZqt\nwkO871dvxi07B3Hgtcv48UsXQx8v9bTQc0S0V3YGKdds6cPWkW68fPSKIWmzjikZc19vrQqPWw9P\n9fOcL8iYms96VncAa+ginb9KkjbASubQ0FH/FZ5ySZvs2OhWIhqNoL8naZkWOF3afCRxZEWFqmpI\nxKOe6y49z2+9bhi3XDOEMxNLmF8u4P/8L9f7fq/icdkqPB6Sti0j5WsXHVsQSZsqJP4SMQmaJvTu\nVpG0UYBG5zfVEYcUjQQPeIRzmvcb8Mj25JWth8dHhWd2MW/riXTK2mb8Vnioh8fYI9Ged9gt4DGe\nRR0Jqeq8MC/OTy7hDz71DI4YZjN+aMuAhyo8m4xN18aBTswv58uCmXxBNnXyprlBA6s8s0ZGaYNw\nkXUkY+hOxTG75C5pWzQ0tfMr9o042Tu79e8A1o3nnIzrZ6O7nCmgtytp68Epk7Sl4lA1a8Ghh0ky\nLuHte7fhSx/dh1077LKmLcPdSCVjntbUzx6aMP9Om0CSLW3f5P5QuVGQTm0f7UFvZwJFWUW+qD+M\n3vfxJ/DdpyvbyIoTrYNI2iQpgpjDltqPpM3UzgdY7MQNlqxovha7TLY84AnTCyD28AD2YI4e1Ivp\nAqYXsphdzOGmqwfL3ISsHp7aKzwkKaI/0y7vk4gHyNYG4fApyuSXS5eCzuLxCnhoordfxygRxRGk\n+sHew2O5tAHCpqFOfTx17eHJlcxMdBBJm6Lqkt+YVNmWOl+QcXJsHju39GHU6Al1k7VNzmYwPZ/F\nz10/UrWyVm1T7aw+JBPWZxOWrDB0lBAHVIvML+eRiEvo7IihtyvpKmmTFb1xusPRZByTonj/r+8G\nUJsr5/jUCkY2pMxKpyRZEuIBh9FAJBLBXbdtNZ3daIMJWEYtzmefp6QtocuVqhlfUEDm5dCmH7P9\n/vMOeAxJ23S4Ck/MRdJGa7yfgAfQ+zkW03pPjdOlrceHSxtdz4m45Lnu0vP8qk29Zg/uyEAn3vX2\na30dI0HXBA2ZBay9SIdT0jZcvnbRNR+mwiNFI4L5Dxl/+KzwpK0h7kHMMczjFr4/tKQtYIXnyrx9\nT+x83WmX4aFuOB00ZyoGPJbDYpi+43Rewccf+RnOXVrCa2f9z3Nqy4Dn0kwawxssK09aNKYdfTy5\ngmxmZyk4amQfz7lLevXiKocb22BfB+Y9JG2UEXDaAFPQ4FnhMW48ujgTPi8aWVGRycvo7UqgsyMO\n2rc6dcC0uaTsOjXQJeKSYalrz/ADehbpum39mJhOlzX+qqqGZw9NIJWMYWRDChevrEDTNFycWoEU\njWDzUPkAPwC4elOvuRnYPtpjSacyJYxdXoasaDh8snKEL8odvZpzneiStiii0QgiEWuDRRtNr0wP\nIM7hCFLh0c8vZWT8yNrIRa/LRdJWjwpPNGLdN8uZoiVnu2qg7HdQ8Bymv8oJVXjo2ku7SPeIRCza\nEDvLQyf0a+q2G8oDnqCzeMau2HsVCLqu/WbyRMzAOxpA0ubh0gZUnmcRhnSdAp6SrKIoq5akzUXa\n44UiZMDFoatOjp2fh6xouPW6YWvdcwncD53wDoKdOHsAnDg348kQiQonFKR1dTgCHg+XtoHeJCKR\niO466BguDFizQJwbTMBqgg+b4EjnSphfLmCr456wxjmUb5JoAw1YG3XxZ5zBorekzZ+EZuyyEfC4\n9NASUUeF1atJvK87gZ7OuBDw6M8k6kGuhpvlL93DCR+SNkDvL6Lh0FlHP0xMiqIrFa8oaSsIAU8i\nLrkqGC6YrnZ6wHP3bVvxoftuc1VvVEIynAZtFR5jnXRWeLo7E+jvTtqMNMyApyOAaYHg0uY0Oak+\neNQuaUvGJSTjlrHD1HzWte3CiXhN+pa0OZJXfis8VDV3qqOcAQ9J00aqBOdOR1uzwuMihaNnXzIR\ns2T4PpM9JVnFo8/NmceV9xkYAm0Y8OQKMuaW8tgibJAta2rrg9M0DbmiYl6IZsDTwOGjZyf0gGfn\nVkfA059CJi+7NnmSpnZ+pTzgSSUlbBlxzy7FHAFPp8/mPFF2F41GzAe8c9GkzAgFLkWhwlMJCtDO\nOKo8xy/MY3ohh7fu3oRrtvQhnSthcaWAi1dWsHm42zNLJUlRUz6yfWOPmV1P54pmqfXMxELFjC9J\n2uKxqCnNqoaqqmYTvxSNCoNHLa9+L8LIU2hxI0cTP9IwN0kblYfr0cPT3ZlAIi6hqyP2/7P3puF1\nnNeZ4Fvr3bETC0ES4E6RokgK2ixLsmTLVhwrdjYlctKTpZ196XGcPDMZJ7HTbTuedGecccbxk8Td\nnk4/PbGdOHHiNY4dR5ZkyZIIUZTETSRBAiBA7MDd16qaH3XPV1/Vre1eXJACxfcPJQB3q/vV951z\n3ve8B+lc2dOwADA3fEkU2uLSRveJU9Lm3cPTXoZH1w28dH4BPR1RVzvajiZ7eJgltcPpiQawtdKo\nzh/OYcECw4qV8NB3PdSXgCBYA53Xi0zemsOznj4P5/4mCuQEFPycvO7er4pIdtS37d1izSBz6UXz\nMrFwQ9DwYX7oKMAH7e6H95efvIhf+vi3fdcc3S82hkdqZHg03UA6V2YsSmdShW40fmavJnEg/KBh\nr335yrw7e0KFN2eSAgBb+5KsTzTG9fB4JYvL6RJiEdnGBvn9vRNTHu+Rh7Pi7xVgCoKAbf0pzC3n\n2ViNiCqhM+nu9Of1OrYRFAGzYZzo5owLmDyMu46dCTWA4bFiAGePC4EpNgZTiEcV/PZPjzX0QIZF\nPCLb5FVs/pLLehzuT2JhpcDuOTp7KagPI3vWuLNdYUF4PeEJMYcH4BIeVTJ7xeqv+9HPPof/9N++\nH/ge+Hu1GNKlja0DqTmGR5El0/Snfq0oCWlkeAqIRaTA0QmiQ9K2uFpAPNp4/wHWfR5RJUiSWVgO\ny/A8+8osphYr2D9ixoXNFAw3XcJDDA1ZWQLgrKmtw7pap6yJjh/qJYanfdarTlycWUNHQm2g8Ein\nvewia3NjeAqlKq4sZLF7W5enRp8WtXPjClo0dGBS0EYe6I0Mj30Wj0Vn+y+ZfTSAdNoudXjmFXMI\n2YO3b2OB34vnFlAs1zxnHBB+5ME9eOsd27F7W5etYZwo02JZ87VJpXWxa7gT+VIt5NRlywNfkQXW\nw6OF0E03W7EArOoZNfiFSXiyLi5trdDDXgwPMSqdyQjSdYZHVSTsGm5kHQVBQCqutmUOTwPDU2z8\nnATzUGkvwzMxm0Y6V8Gx/VtcBwE2O2R1er7RoQ3genhaSXhCJN5O8HJHZ7AUUSRs6Y5jZtHfbvjJ\nE1fw11877ZvE6LqBfH3fMLjp8JNXMyy5AIBnXp7F47/3NfzFP7zsaepCyW+MyZ7CDx5lSZ3MWzQ3\nXuuTFxYhSyIO7uxh35GbJf/LF5awYzAV2LwLmMGEv6TNzvD4SVEvX83g//3qKVxdyrMZJ25wTXhk\nqWEvSOfK0A2gmyU8EfZzHmzQo9pY5JIlEbGI7HsPfOFb5/DTH/oGnj450/A7knlu6/dieNzdzt5y\nbBsAexLm59Lm9jxhHfGmAmbwAPYeOkFodC7lsa0/CU03MHk1g7nlAgZ64p6DRp2ghIdPIJ2Vakiy\n7AAAIABJREFU/SDQ972aLTdI2gBzHWQKjUwfoeJgeAyjkcGdnMuivyfuGuQ2i1hEtkn2LUlb43oc\n3pKEbpiyU8C69yOKZA5pD8GcapzzpXO/qAXst05bakvSZj7+6nIeM4v5QCkuf6+GtaW29jlKeKzr\n48fw8O8bMFtDADeGx5wXFbRW3SRtXjI4krRFOfOCsKoUKto/cNRkfG9ohoe3pCa4MTxOvSclRe2Q\ntH316Qn89ie/a0uwcoUK5pYL2D3c2bAw+nxm8VBFYJVjeC7OpGEYwJ5t7nI2wI3hoYTHf9E4Ex6S\nIjl7eCi4dA7Ec/6dE5TwOPt4iMrfP9LNpD1P1ycxe804INxxywB+6723Q5ZEW7C5yBlBnPfRks8v\nF9CVimCgm6aKBweqJGkDzE2OAsymeniakbRVHAlPPjhxcJN6UULaDOuhOeRRtHHSGulMRpDJlTE5\nl8G+HV2eB2wyrjQMq20FdMjR2ssylzYXSZtiBnTrYRGcIKb20E73ymQzDE+hVMXiaqNDG8D3bbQy\nh6f5Hp4Ip0u3KpbW/bxtSxIrmbKv3fBXnprAF79zntn1uqFQqoI/1+k++Kt/fAUf/qtnWQL7nePT\nyJdq+Nr3LuEX/+jb+Mw/vdIwo4uSXwrirVkPwZ/XjeFxJsfZQgUTM2kcGO1GVJWRYIUe+zU4fWkZ\nlaoWit0Bgk0LSO5BAbmXlbWm6fjkF06wgOvs5RXP58wX69eKCzZllx4ecmgjhsdrPRc9XLEIqbji\nW+AYP7uAfLGKP/4fx/GXX3rZ9j6m6+cBuUASSGngJmkDgLfeuQP3HdmK+48Oc49pLDCVqxqyhYpr\nwhNa0kZW8h7zlgC7pC0VV317u6gf8o/++/Molmueg2vd4GZa0CzDQ8Hvarbkyt51JFSzWOFx/5e5\noqebMU86V8ZathxYwAyLWFS2Bd9eLm1AozU1rQVFEW1Mix8s50uhQZZeq5sYOSWMBIq/KKFRFZEl\nPKVyDeWKBl03WM+2F/g1XAxpZtNqDw/gSHjqcTTPquWLVeRLtUDDAoDfmw3ki1UUSrUGS2oCk7TV\nr3Mz0vRa/RrTmRCWCQM2YcLDW1ITqIeHT0BKDr1nPKqgKxVxdXMDzETh6ZMzgU2j2UIFf/2103ht\nag1/8JfPsMOD3Md2uyQpPR6zeDRNZ5rZdK7CNjOSg+3b7u0ERIuaNoF4JJxW1ZPhcUraonYte9lB\ne3qhtzOK7lSkoZl1frmAVNzsG6Lg76V6Y7ifC44TfP8E73z32pS7UYKm6VhYLWCwJ45OxywCLxiG\nUZ/DY97AfNBQZWxIGJe2Fhie+lrJhkgc2iVp4zd6wKLGaY10JEzJi2GgYeAoD2J41pt8FIp2SVve\nhckiqC183iBQIul1WHQ00cNDB7DbGmemBetieMInPLIkQhTMtVapaRAEe+JOrLmfcQHtq997edbz\nb5xBMO1r+VIVmm7g5PlFaJqOVy8uYbA3jt/8iaPoTkXw5Scn8At/9G189iunWKWUgi+qRDuriH7g\nAwEKYJz748sXlmAYYMGnF8Mzfja8nA0wg2pNNzzts50MjyDQsEP7WvjyUxO4ML2Ge28bgigKODfp\nXdjJuTI8jQkPJZUkcepI0NBJD4bHI+FJxlVPCathGIzZ3D6QwlefvoTf/fOnWJ/t9Lx7XxsVbJym\nBew1Ywr+95+5kxXWzMc0smMrHoYF/Gv4MXDMSj7gbOIlbUHBJbFZC6tFHNnbh59/9KDv37u9js20\noBauCEno7qgnPPWihqpItnPMmsXjfj4y6RPfaM5dw8ucYUE7EI8oKFc0lkT4SSydTm18f5MqhzMP\nIGbLLmmzTAv8+nad7ymiyvUeHp0ZGQDuKh8erTE8xPTV2ZL6dxqPyoFrwy3h4Vk1msEThtXm5/BQ\nbOZmSQ1YMRLtLW5MtBdoT6V9rpnzc/MlPC6Sto6EilhEsiUzJZebY6g3gfnVgmsj7V9+6RX88f84\njqdONNLvPL7y1ARKFQ17tnVibrmAP/jLZ1AoVXFh2r1/B7B02ssZO8OTzlfAx4ar9enXzLBghw/D\n45C0xUNL2szXoEOOBkY2SNridi07v9n5QRAE7NvRjeV0iTFahmFgcbWAgR5z8Q/3mx79FGg3UxFi\nzfF1hqcrFYEiizjnwfAspUvQdAODvQlmvRlkXGBtfPWERxRYgKUFDCADwk9a59HI8AQH0+4SlubZ\nJfpsskMDzEvaCG6GBYRkXIGuG6wq3woMw2hgeKzErrHS2oojHmF6PuvqMuX3eoB1XcLYUpMsxhnY\nAesbPOrsuwoDQTArl5WaxuyaeTbacjvyZsEp6PBPeOzXhYoEFHScOLeAizNp5Etmlfsdd4/gL373\nYfzajx9BR1zBl564gF/42LfwvZdnG/Y30dEY6wfXHh7HOiGJ3ZE9ZsJDM2ycDM+5yVWIooCDIfsR\ngoxLltNFqLJoc8qMqI0yuO+9PAtJFPDrP34Uo0MduHhlzfPezrsWQNwYHvMMCGR4yLRAdU94OuIq\nShXNVVWwmi0jV6xi/0g3PvG/PoCHxrbhtak1vP9Pn8DxM/OYns+iKxVpMCJ58PbteOebRkOzFoC7\npM3LsAAId99NeTgrOiFy90+QfGh0awdEAdizrRMf/Lm7Qs3PIVgMT6NpQfgeHpK0mQyPsxfGkja6\n72tOSRtgL+rRwNEgxUZYOK2p/RIep1NbhZP7KQH9dATrHBQaCiS1mu671zYkPIrZw6Prhi3J8ZLu\nEtZjS606GB6/oaNu73uot1HSthjSoQ3g5caGr0MbwPXwKJykLeQZTveAmcyKod3sgE2Y8Mws5iCJ\nApMnAeZBPtCTwPxKnlWXiebi9cdDfQnousGyVsLTJ2fwze9PArCspd1QKFXxlacmkIqr+Piv3Ycf\nvHcUU3NZ/MMTF3Bxpm4j7cLwsB4eB8PjlG+QrO389CpSccXXspJuPmuAWL05L2DRhJa0OSqddDiE\nqSZRokaJ22q2jEpNZ440EUXCYP2/ZUlk/VVhwILNXAXL6RKGehPYPdyJy1czrowKsX4DvXFPrboT\nzhknMjfLwtnv4oZ29PCECaZzhSpiEcm2Ebfm0mZneCiZTjFJm/mvIFhzkdzQbG+LG4j6B1wSHtce\nntYZnk9+/gT+8DONjaRWpdw90FMVCVFVCiVpm/SZ1E6BZGuDR83P6yWx8ALJLMyBhfbt322ehRPE\nKE/NZVmV3gnn9+8c2jt+dqEh0VBkEe980yj+6oMP41d+5DCqNR1f+rcLTF4Xb8GWmm/mZQmPo9j1\n8vlFxCIS27MoyeUZHsMwMDWXwfCWRGi3KWeF2Iml+tBRPuFUOVcnwuxiDoO9cXQkVOwf6UalpuNS\nXU3gRN7DltppHEHnTDdnWgA0Brp+EiKAK4q5yNoo0d8xkEI0IuO33ns7fuOxIyhVNPzH//p9c76N\nSxHgRx/ag1/78SOur+cFWRIYc0lgDJoLUxSGgSeHtpGA4F0UzdcGghme/u44/u8PPIiP/9p9Tfe4\nWINHOUkbs6UOyfDU39/Xn7mMmcW8bZ0A1jrw2teoYKHKks3xkUDXrF0MD0t4SsEJz0BPHLIksL2r\nwl2bsHIpOgdp8CjA9/DovkVO5/dJkjYAtnjTqfJxotJGW+qgBBywX8sBkrTZEp5wM3gAbvCoprOE\nx5PhqZ99pBhqpheXH8kQUeUb27TAPAASDZKiwd44imWN3ayuDI+LNfXCagGf+tuXmD1z2kfu9I1n\nLiNXrOI9D+xCNCLj5x89hK5UBP/03Ys4NbGMRFR2TVJomrYzmVplU3nNjWY5XUK23gu0Z1uXb5MY\nMy1wNB86D3Qn6DUbTQvcXdqaZXgAS4pH1XO3IWtU8d7Wn2xqWjy976m5LHTdQF9XDPt2dEPXDUxc\naQwEiPUb7El4HuxOWA5YVg8P6UaDJi4D63Npo4pkGLvXXLHCeg4IitIo7wiCs4fHKWmjRHFksMPX\nqaUds3h4Op0CuGyhAkkUXJungwJLP8yvFJAtVBqSQ5Lp+Gn3OxJqqIRn2sfpaT221FqIAbhuIDtZ\ntwntw1vM9+gnaeN15WRE4oSTnaR7hq7z0lqRFZgO7+mz/a0iS3jXfbswMtSBS7Nplvg3DB4NYUvN\n7lWbLbX1/pfWiphZzOPQrj52HZ3ulObflZAv1ZqqXPs5gVVrOtK5cuBAzGyhgmyhyuTbB+quRF6y\nNi+XNsAuhXL28HTW2X6nJbF1hrrv+X4FjilHoi8IAh65ZxT/5TfvZ/20bqxnKxAEAYoi2e5jSnh6\nXCVtwfvz1LzlNhYEOieCEh4A2Lm101MiGOY1bAxPE4NHAfP7VmQR+WIVt4z24NcdiaXF9LnHQEzW\nrojWnBouSJ2cy0ASBVt/9XpA93yxPouHYp2IC+MoSSKG+hK4smCOu2CshyKGdvLkB486peE1Tfft\n23VneBoTniCGp9qSLbV9HcSiCg7t6sWdBwcCH0trMRaR2fdftEna6pbUTfTw8JI2Lykc7Y8RZloQ\nXtJW476nWERihZkw2FQJTyZvHgBuNxSxB2Rc4DZDgDSKc1zC8+3np5Av1fATD+8D4C13Klc1/OOT\nFxGPynjXfbvYc//kw/tQqmhYTpew2yNJSURlRFWpgeGhBrbdw6YMbjVbYtU7t14gHl621EGLZmIm\nDVGwmvxSCbKl9nBpYz08tIGEYHjq1tTn630181QlsCU85usHVdCcoEP2Yn3m0ZauGPZ6OMMBFsMz\nyDE8Xhs6oYHhkQSO4QkONFWXwyAI5aqGiCo11RCfLVRtkhigVZc2e4LHGB6StNXf0y0udtQ8UiGt\nav3AB5rFsgZN05ErVJGKq673VsQhPQgLvn/OmaC5SYOcGOpLYGmtGGiCMjWfRU9HxDV5YqYFTWzY\nhFZMCwAzWKlUNFdNem9nFKoieTI8mm6gUtWwa7gTsiTgmZNXXf+OkhRay8wqlvuO5lcKGB3q8AwS\n92zrQqWm49xl855uZHhCVGzrzJIiu9tSM5aJax63Cj3WGiapTjOVaz9XuNVMCYZhMf8E0vwTWL9q\nHyU85v3nmfC4zuFpvD8ae3gCJG0BDI+bcYGXFfvubV340996EP/unQfwngd2uz5vK1Bl+7Uj+biv\naYFPUYglbCGSMlqTYSrqrUJ2WfesMT9kwhONyPijX30zPvH+B/Cff/P+hmIDydzDSNqcDI+u11nQ\nfu8RE82CkggqgpXKNSiS4Nm3OLwliXyphrVcmd13qmxKy8KcD/zgUcv8h5O0+Xwu/h6RJQGSZBk7\nLKxYSU5QD0+laiVWTdtSy1SgFfB//vp9eOxt+wIfS9e4M6k2SAgBK1nr7wmWtFFMpOsGY4aakrSF\nVKU0MDwhzR2AdSQ8H//4x/H444/jve99L1555RXb75555hk89thjePzxx/HpT3861GPCwDIsaJRA\nOa2pS0zSZi3ErXWGZ3bZzvAAlt2ll9zp289NYi1bxrvevNMWCD1yzygL5HcNN/bvAGYFqrcz6snw\nUN/PSqaES7PhDtcGhod6eHw2cU3TMTGbxo7BDnZdUh4MD3NpK1HCU6+uhEh4knEVW/sSOD+9Cl03\nuCFrVsJDB+HIUHNVvnhUhigKLKg2GR4zwXLrx1hgE60TLOEJMi1wTrGXZZEdNJT4+CU8LMhokuGJ\nKFLoeTaapqNYrjX0mbQiaeO1y0Ajw3N4Tx9uGe3BO+4a8X2eZBskbU4aP1+qIV+sNsgvCM6J2GFh\nThw3/9v5fnPFKlSu0d0ND9+5AwDwz89e9vwby6HN/V6+1rbUgCWbqtW0hsBEFAUMb0lgZinnajxB\niVlvZxRH9m7BxGzatWJJCSQF1JRQV2u6LcG5bW9fw2MJe+pFE5qiTfsbcwIKYYxh6+FxSYythMd6\nHzTglBzPAKsZu5leQxYQugRaS54DMe2mBdRLRefdUF8CqbiCc1PuTm15FymmW6K3milDlgSLwU1F\nIEsiXjy7wD4rwEmIPHp4LEbXneGh9eREMqbgJx/ezxQX7UDEce0sUwgXSVsId8SpuQy2dMdCSc9o\nTXoNHW0HGMPDfY/O3o0wODDag70eZkiBkraaVfS0zjjzZwurBRTLGkbb1L8DWDJ9XtKmKt4FHiqE\nzyzkLElbneGphHDy5JUdlqujZUvtd+bzCgTmPObK8ASZFmjsvgzN8DAmu7nhroClDOpMRBokhIDZ\nwyNLAuv/8gOx7zVNx9JaCYLgbS9P9yDFoaosoaYZIXsz60Vn8RoxPC+88AImJyfx+c9/Hh/96Efx\nkY98xPb7j33sY/jUpz6Fz33uc3jyySdx8eLFwMeEgZslNcFpTV10oePdJG3Eugz0xM1Jwy4JT03T\n8fdPXICqSHj3/faqlCKL+Ll3mW4rfhO4eztjyOQrtk2ZEh5KlFbSJVyuJzw7t/pvHA0MD0nafALd\nKws5lCuarc+IZA3O/oioKkHkAm82dCzApY2wb0c38qUari7nWYWDT3juP7oVP/ODt+CdbxoN9XwE\nc96L9V63dMcw1JtAMqYwRonHcsa88Xo6IoypCGJPNN0eTMqiyG6ymh6c8LhZdgaBGB5rno3/e/Tq\na2mlp8XJ8NBmTxtvb2cM//k372dBqBc6WMKzDkmbwxI1V6wgV6y49u8AnEtbkxPqV7j+Oef7zRWr\nnq9HePORrehIqPjW81OeyZafQxtgVQVb6eGxTAva18MDmHtruc5YO8EHwFTkcRvQSZI26hHhJW0D\nPXFWzPGz5d1TLwJRcYIxPI7hdn7gh6s6A3/DMHDy/BI6k6qNZZbq82VsDA8lPM0wPD6yKadDG4Es\n1klaM1ufGUdDtgVBwP6RHswtF1yLNvliFaJgL/K5JTwr2RK6UlHGmEYUCb/8I4eRyVfwwU9/j6kM\nWNHQU9LmzvBQz9NQb6Kpxvz1wCkHXEmXIIoCulwCNTVgf84VKljJlEOxOwAvaQsOCluF7Gpa0BzD\nEwQvaSPBzvDUbdTr74EYsWbukSDEXUwLIj6fdah+n8wtFziGR2QJoZtZFQ+NY3gUx7lS1fxNCwCL\nLeH7UgCrD0YSBd8eccA8t6mQEL6Hp/V1QEllhw/D09cVC9UrSon/1aU8phey6EpGPO9/msPDJG1K\n+EItX5COqjKqNd3TDdOJlu6UZ599Fg8//DAAYPfu3chkMsjnzSRienoaXV1dGBgYgCAIeOihh/Ds\ns8/6PiYs/BIey5raXFxulpqpuIpETLHZVy+li+hImBPlOxOqq6TtifFpLK4W8cg9I64SjPuPDuML\nH/tBX8tSat7iAy36711M0lbGpatpKLIYqIP1GjzqF+iSiQAfuB7e3Yff//m78HZH9V4QBCRjSkMP\nT9DgUQLJ2l6bWmUMDy9pU2QJj71tn2+fhBd4Z5++euPvvh3duLqcb0hmVtIldCUjkCQRiZgCSRRs\nNpFucFr+yvXGX4BneMLM4WmG4amxRCmVUNikei94ya5oU27KpY318Jifia6vV8OhF6wm5nVI2urr\nmYiL5XQJNc3wlJepjkpcWKxyAaPz/eYK3owSQZElvP2uHcgWKp6OZX4ObQA3e6UFhqfGDclrBpG6\nXXKp0sjwAPYqqRPEREUjMks03RhlCoCpmEJBfE0zoMgiHr1vJ/aPdOPwbm+GZ3Sow3aPUfDTskub\nZF8nM4s5rGRKuG3PlobDPBFTbNLKybkMVM5oJQz8jEuIFSP3ToLFCtWHFdYZniGOJdnP+ngaWZ58\nsYp4VLF9HrdEbzVTRk+H/Rz7gTeN4jceO4pcsYI/+8IJANwsOw+Gx8no/unnXsSffeEEVjLU89Se\nHp0wMN0HOUlbuojuVMT1/ogEsMKW0Ui44J1egxiSjYA1eLSR4WlXUsmkjQGSNr4/hX7WCgsaBCZp\nC8nwkO12Oldma0GRpVASRsBeRFIdAXgtwJYasFhoej0maav3wWwfSGF5rejJNBmGgWpVY/dw2HOh\n5pC0NYMYx/BEHQlPpaphNVvGlq7g/h3AWqNnJ1exli37tmXQPcgGj7owmF7ge3hobwqrkmgp4Vla\nWkJPj6Xn7+3txdLSkufvFhcXfR8TFrOLjZbUBOcsHtIfO+n4ob4Eri4VoOkGDMNsriItdWcygkze\nPmlY0w188TvnIUsCfvTBPZ7vLYj6JmqPnx2zli1DEEy77KgqYXG1gKm5LHYMpgIb+Z0MjyKZbl1+\nC+bClbrdNZfwiKKAu28dcnU+SXIHP1/dCQOak2AmPAV0pyKhHY6CwCc8pBG1nOEsWZthGFhOF9m1\nFwQBnUnVc0Mn0KFCgYMkCjAMcy2wTdFnc2mFZSlXNFbtSMVV5IveE68B95kbttdugjVwMjw/8fA+\n/PFv3OfrEuiGVBsYnmKd4emMm5+DDC+c9rWEVizAAbtDIv9+DcMcvOdlSc3jB940CkEwzUzcMDXv\nz/AIgoCIKrXWw+P4zsKCt1t1cx0ip7YrLsYF/KRzq0+tcZ1RAMwkbTWdJR+qLOGRe0bxJ//hAU/3\nL8AMVPhqcTzm7OEJwfBwTd2iKECWBJagnTxvnj1HXGR1/L5X03RMz+ewYzDVlCOe3x5ATk1uDA9g\nJcAzSzmosmjr9WHGBS7yXTfpp+wovmQLVdQ03VWi8sg9I9gxkMJVVjS0z7Jzgjct0DQd333xCr71\n/BS++J3zAJqbr7Ze8HJAXTewkil5y2nq1WWvgJIKFWGDd6uHZ+MYHjfTgso6Al03RCPm3BYvhocf\nPOpkQKjPrZ0MD5O0lWuoVDUUyxriEe/Pyo+d4PubnPI0L1gubWKDcqDmsV/a3i8xPKwvxdprkzHT\ndbdS011ZccDc03TDfHxUlUIzPGwdNHkW8O+5M6lCEs3ziEwiiI0KM4MHMBPmx962F+9+YBf+8Bfv\nwQd/7k7Pv923oxtb+xJMXtlMzGRneEgWHu5aNW8XAjRkqIZhMHrc7Xdez+HnQsZjfHwcAHBhahGK\nLODS+VO47PLYVEzE1NVVjI+PY7LOZly+dB6V9CT7m6hYRk3T8cTTzyOqiChVNMgoY3x8HEatAF03\n8L3vv4B4ncZ/dbKAmcU8bt+dwOTF05hseNVwKGTMAOKFl86gvGYGklcX04hHRLz00gnEVYFVllJq\nlX1mL1yZNhO7lTXzMZOTlyCJBtLZnOdjXzq7AFEAVuYuYnwxxLXXK8jkzfcyPWMesBfPn0N+KTgY\nrNYMiALw4ukrWFitYmuPGviZCEF/p1fNA1mWgPNnX4EgCBAr5s35xPdPA/krAIBCWUelpkM0yuw5\nFVHHcrrg+xrLGfOGX1tdwfj4OAp58xq/8MI4lpbN6/DKyydZlcKJmWUz4Ju+MovxcfdBtzwMw6y4\nV8tFjI+PQ6sUoBvAM88dR0x1f40Ls2bQlFldtH2WbNHc1OcXlkJf70uXzbU5NXkZ48IC+/n4yuVQ\njyes5sxN5/L0VYyP+7NoPL79UhozyxX8zFv7cPa8+V464zJWcxpeOnUBAFDIrbp+nvn6PXPm3HkI\nhSuhX/PVs1avwtnzE+iWzH6OcrXORlT81whh10AEZy6v4DtPPofOhH07feWcGVSvzE14XktJMLCW\nyYf+rgjnp8x1NXPlCsbH3YfuuqGQsz53qdj4GbP1tXvi1AQGo3YW4fKC+Z2uLS+y4P/U6bMortgD\nvbnFVcgSsLZirqUz584hu2wmP/lcJvRn7Ypah9iZV09CFAVcvjRhvpfJSYxH3XtZCOcvm9dodmYa\n4+OrEAWw/fG7LywDAMTyPMbHl22PMzSToXjhheNYytZQ03QklUpT3xFbl2dfg5Gbtv3uwmXz9WYm\nzyO7aBWBcllTSjb+4kvoiEuYnsugMyHhxIkX2d+UKuZh/8IrUzg0YJfHZPJl9KRk2/tcXTbXxsuv\nnMLijIr5NXNv08pZ188jGhXki1U89/xxzC2Y7/PsmVdd96GF+nNdmpzFE9/LsiT0q09fMl+jEH4P\nCkLQ85RLBVRrOl44fhyFso6aZkDUS66Po3U8OXUF4+ON1urHXzH3+PzqDMbHFwPfW61mXoeJ86cw\n1aTENCwmp83v+tJla91fnjTv5cnLE4hU3Q1EmkVMAZZW3GOI6XrBdOLieSxnzHvz/MUJdAoLODsx\nD0UWMH3pDGYut+cazNTPuAuXJhE3zO8hEZU81wKdPxOTs4jUmaAL588hmzG/4xdPnERXwjvk5c9B\nSqwuT03jheNr0HQDxYL/Pl2rlti/4+PjWORs+yOKAb1i/v+Tz4xjsLsxhiKJZSGfhSToSGfDnQtT\n9RmQExMXoDv2miDMXzXjyMyaGUfIooHVtPm6E3Pm59FKa6Hv40NkDJe/gpdP+p/Hv/SObqzOXcD4\nHJBJm/fciydOojvpn5bML5jr/8zpU8hlzWt6/MWT6OsI7rdrKeEZGBiwsTMLCwvo6+tjv1tctDaJ\n+fl59Pf3Q1EUz8cE4fBtRyFLIta++DVsH+jAHXfc4fp3258t4OzkKo4cPYZnJ14GkMOxI7eyCccA\ncHrhDF6dfA19Q7vq8rRZ7B4ZxNjYETw78RLOXpnE6O5bsH0gBcMw8NdPPAFRAH75J+5hbjmtoBa5\niq+98Dw6ugcxNrYXAFD8+69hoCeJsbExDH3/aazkzAPmzsO7MDbm72BTEGeA7x8HRAVADQf270X0\nxIuQFRVjY2ONr6/pWPjbr2F0ayfuucv9+jkxcPwZzK4s4tbbjuJ7F14GkMexI4eZTWoQRr+Xw0Td\nTW3Xji2u78uJ8fHxwL97+vwJnJuZwkBPgq2F3fvK+Nx3/xm5Wow93tTez2L3DvP7BYChF57B/Noi\nbjty1FMKMD2fBb46j4H+LRgbO4Kvv/QccHUOtx05gq+/9AKAEu6843bPx/ddzQDfXEB3Tx97XT9U\nqhrwuRn0dndibGwM3zl9HOdmZnDw0GHPieM54QqAJezfO4qxsZ3WzwsV4EtXkeroDHW9AWCmcBF4\nYQ179+7G2G1bQz3GDYVSFZ/88tehxlKhXxsA/ubp7+LSfBm3HDqC8ysTANLoTJjXVohtKRQbAAAg\nAElEQVR0Ashi58gwxsZuaXjsYuUyMH4S23eMYuz2baFf87nLJwGYAUNXzwB7brPBdBbDQ32hPsOl\n9Hlc/NppRDq3Y+yI/dr9+Tf+BT0dEdz3Ju9KV/IbyzCApq4XAGSFK8DTK9i5cwRjY6OhH/fdc+M4\nPW0eRD09jWvkQLGKz3zz66gK8YbfGWfmASxi5+h2CADwymmM7tyNsYODtr/Tv/ktdCQkjI5sB06e\nwujO3aYU64uz6OvrCf1ZFyuXMX7hJGIRCXfeeQfGx8exd+8e4OnnMTy8DWNj3ow7AKxqUwBWsHvX\nKMbGRhD78gJkRcXRY7fjT770DfT3xPH2t9zd8LhvnHwOkwtzuOXQbTjx2iKAeYzdujPw9XjMlS4B\nJ17Gjh07MXZs2Pa7LzzzFESxhAfefKdNcvXMxZfwyuVJ7L/lEOJRGZXaDPa47Js7nv4O5lYKOHr0\nGFf511H5myvo77V/p69cPQWcu4A9+/bjwEgPXjy3AGAe+3Zvx9jY/ob3/Z0zx3Fpfga79x1CZPxF\nACW86a4xVyZxJVPCp7/+TUQTnRjctgvAHGIRiakrHnzTkbZU/MOcCV9+8VlMLizg8G1H63LMq9gz\nOoSxsdsa/jY1tQp8exE9ff0YG7u14ff/8Pz3AOTxjrfcGcpCOvntf0VNL+PukOdqK9Bic8BTy9i6\ndZjFD68tnQWQwcED+3Fkn3c/XDPY8uQTmJrPuV7vFybNmOrI4UNme8GzKxga2obbjuzE8ue/ij3b\nunCnR2zWCuI9K8ATT6G7px87dm4FMIdERPRcC6VyDZ/88tcgRZLo6owByOPobbdiYuUCTl6axP4D\nB22xoBOzhQnzHNyz24wN/+1p9PcP4ujRfcDnZtDd1eG7Dr9x8jlcnp9jf3e1OAG8ZJpzDfZ14sCe\nfrxw/gwGhndh7JZGy+h0rgz83Sy29PUgV0mjWK6F2itPzp4CkMXhQ7cwZU1YjO4pYmLpRfzYI0cw\nvCWJjn9ZRblivu7Kc5MAlnDk4G6MjfkbFq0X3790EicvXcb+AwcD7eq/c/o4gAKOHrkNEysX8OLF\nCezZe4BJ6PySs5a40De/+c345je/CQA4ffo0BgYGEI+brMXw8DDy+TxmZ2dRq9XwxBNP4L777vN9\nTBCW1opYyZRQrmi+vS2DveZg0aW1oicdT0Mu55bzzLCgt4sGsNkHUx4/M49Lsxncd3R4XcmO+Rr1\n4aN1KU2pXEOxXGOyDz6wHQ0wLAAAWa5bFzJJm6lT95L2TM1lUa3pNjlbEEijnS9WraFjTcjS+Juv\nWXmU//syM3leW9qViqC/J47z06uMVbRmMVjXNmiaNOA2eNT8t1rTLfmXjzuW1YAXTmbF5huQy4tq\nl7acn17Fb/7Jv+HKglUxynn08CgtyOnYTJcm+0GciEXkutFFc5I2uk4rmRIzLaCEJ0jSprbo0maX\ntFlrgfVGhRwMuH+Hu8QoyKGNEFHllnp4dDLPaGHwKMFNApGIKehKRVx7eCzTAsl1DgchW6iiI6Ey\n2W1N01tylCJzlVjE+i6YS1uTPTwA2P54aSaNXLGKI3vcC278DDJmWNCk+xRr6vbo4elx6S/h1zKT\nb7s4mR0Y6UGpojHrZ8CaiO7su3PaUq+yGTzujmLUo7qWLaNUqUGVRU/ZZIobPEpmQT/58H50JSNQ\nZTF0YawdULleJTpjnZJBguXS5tXDk8Fgbzz0vJyfeuQAfuE9jYlTOyG7SNqYZDNkX20YdCQiqFQ1\n1gPNg5e18xKk2cUcNN1oq5wNsEvayKQjGfO3hlYVCZlcmcnX+B6eoPOYzn1RFDgZnLV3BfXwOCVt\n/F7blYywnj2vWTy8s1w0IoeWaa3HtKC3M4aP/eqbWVwdi8hsn29mBs960cw4Dd44iu7RsD08LTE8\nx44dw6FDh/D4449DkiR86EMfwpe+9CWkUik8/PDD+PCHP4wPfOADAIBHH30UIyMjGBkZaXhMWCys\nFpj8ze0AIPB9PG621IDdqY2e0+rhsQZTGoaBv/32awCAnwjhZx4Eeg3q4aHGeXIysiU8Q+721jzo\nIKPFKcum9apXPwAzLAiY78ODHfyFCrPwbCrh2d6Ff37W/O92JjzUXOk83Pdt78LTJ2exsFrEQE8c\nKzSLoYNPeMzHruXKnk35pBEVyZaaa5Suabo5Xdsn0AwzyZsHBbzMucTx+DOXVnD5agbnJldZhYpc\npJy9JhTE+tmTO8HmD7SgAeZBDnrN2lLTRr+SLrEG1c64eS3I8MLLtKAVC3DAtOYl8Aka/XciwKWN\nsGd7F0Sh0RKdHNq2B/QBRFSpJVtqq++qedMCgtcBObwlidOXllGtaTYWkzeCoYPJed01TUe+WMXO\nrR3s+Wtc0NBMg/XIUAdkSbQ55kktmBbQa9L+eOI1U2rn5RKX5BIeasZudnq8lWjYr4+uG1hOl1wd\nD/n7nkYwDLkU2vaPdONfnpvE2csr2LnVPCvcrP/N92EPJMgop9uDOaZZMmu5MoplzTfoV2Sz1yBb\nrDDr3dGtHfjIr9yLTL7ctt6SMOB7F/0sqQF+KGzjfZfOlZHOVbB/h//MMR73Hx0O/qN1QmbuhPwc\nnvb28ACmWxdg9sE4v3u+h4dPzjfCsACwu7RRETrh4RhI6EqqWMtVMNBjXRs/AxEezLxHEqwkqaqF\nmr0HWAma6pLwdCZVloB7WVNXNWt2ULR+LoRp/eDdKNcLM+HRoOsGu6e3hJjBs140Yz7E9686e3j+\nr/9vHA8e8H5sSwkPAJbQEPbvt+jxO+64A5///OcDHxMWC6tFthj9qkY0i2d2Kc85zNhvEDaLZynP\nNj6W8HC2jMvpEs5OruL2/f1tqVxQxZOyewq4LIbH/Le3M8oCej84bSqpOS9XcA90ybAgyFqYR5JN\nHa81bUsNbBzDQ9V+ZzPdvh3dePrkLF6bWsVAT9zV/pUNHw3F8NQHedG1rjdfB20sbsP+/OBkeJzG\nAxQQ802MFJg77ZPN5uzwQ7yA1i2O3ZCMqc0zPPV7ezlTZHOfuuoMz0qGKntBLm1N2lJnS+hMqkjn\nKrYEzSuR9EIsImPHYAcuXFmDpuksaQw7uDCqmna6um401RTvXKNhwd+/XoHStv4kTk0sY3Ypb2M2\nihUr4RGEupOP47oT85iKqzbHwFYYHkUW8ds/fbvNEKYZ04IaF8DQ8+UKOp4+OQtJFDzHCFChJ1+o\n4uKVNXQmVc8BqV7wasJN58rQdMN9PgxnWjBbH53gNseGnNrOTq7infeaclZyJ/VKeMjMhtwJezws\nlLu4WWXFci2Q5UjGVWQLVTbvrL87HihJ2QjwyeLymvfQUcDaS9xYfnbfXkPDhTCg+7zGrXt+uGa7\nQDFQJl9uWEs2hke2zqiNMCwAHAxP/btKRP33j45kBJNXM+4GCyEZHkm0jA7KVc0qnASc+3GHLTXf\n49uVjLgaV/GgIqUqm8yFYZiv7+WSyB7XRvOKGGNMahZr7MGUthPNxEw1zlWWubSVze/piRev4MED\n3tL2a1eCWQcWVgtsCJvbAUDYNWxZIXvR8V2pCKKqhLnlPJbSdklbFyd3mq7LBZrVRHpBFAX0dEaZ\nQ89q1l5po3+pYhcEZ6VUlsxKhteCOTWxhIgqNSXNSHJTx9kG0sRNtW0gxRLO/jYmPFRVP7Sz1/Zz\n3hkOsOSDdkmbxfB4ocGWmuQEOiU8/oFp2IoSgTE8HpI2uvZ8wuNlSw2YG19zc3jaw/AAZmKfLVQC\nh7zxIJZgOV1iNuskaSN42ZdbEr7wCR5Z8w70xKHKos01hyWSAbbUPPbt6Ea5ojHTEYCfNB/A8LTg\nqgc0DscNC5ukzSNQ8rKmLnHOl14HFCWPfMJT03T2+YJkIU7cd2TYZvcvtjKHp/6aqiwiW6hiYiaN\n2w/0exaW6Lu/OLOGpXQJh3b1hjbYIXhJLakI4xZE8IUOmsHjVuDb3p9CPCrj3KTFKpKkjObREbwZ\nHvcErjNlybpL5RpiAQWuVFxBrlDhJrJvvPzFDbz1sNecI0IipiAeldl8FB6TTTq0XSvIXNGN0M5A\nl0D3hFsyyMva+YR+8qq51zXLggaBt6UmSVsiGsTwRFCt6WwWmClpC6d6sAaPWu5f5YpmjaIIkrRF\nfSRtqUggw0NnmCyLttcPwnpsqZ3gWbXFNdNdtxlVT6tg+1QIZYoXwxNGWbIpEp7F1SKbwePH8Gwf\nMA+Cs5dXPOl4QRAw2JvA1aU8y7RpITI6N1dmkpRt/e3TIfd1RrGWLUHTdFZpI4aHeovC9tg4g26T\n4ZFcA93F1SKm53M4vLuvqZuC17KXqxpUWWzq4JdEAQd39SIRlUN7uYfBnm1d+Mf/8u6GRs3dw50Q\nBUu+t+IibaAN3e/mIFtqCibZDATNCJy4DPBDB0MyPEzSZvfvp0Sn7MbwsMGjjUGbqjTJ8HCTi9eL\nZFwxHW1CWmoCjT08siQgGXUmPO4JSIRJD8IneLmiZc2bjNsZKWKYggaP8tjn0sdD1rbBDE9zw0fn\nlvOYqWvmgeYZHr4a7CdpA6y5ZwR+EKXVM2F/33QtU3HFskTW9LYFZ6JADE+ISqBD6sEneA/6GFzQ\nvvfMK6bz1W0+84K84DUQl6xe3YJxPmifXcwjFpHY+cBDFM25YzOLObaP0TgGb0mb+T2t1gcxU3HP\nCV7SVqoEMzypuIpCqYarS3l0tXH0QLNQuCLTCutTcmd4BEFAf3ccC6uNM1GmmpzBc63AF90I7Z7D\nA1gFwYyLNTVf9LRJ2uYy6EpGmHqiXaAirk3SFsDw0PtfXCtCEMw4yWJ4wknaJFFgrHK+VG3oBfSC\nXw9PZzKCWERGIioH9vCoisTOhTDnaFVr3zqgpG0tW8bCSuGa9eH5jTlwwurhEawennItlLJkUyQ8\nC6sFzC7m0JFQPZuXAXOh7t/RjZlFM5nx2qyH+hIoVTRcnFlDIqawhdrFmRZQg3h7E54YdMOUFdCi\nJ6nE/pFufOh9d/vO+uHhvPlomrjOzYohvFTXrB9r0smFgj7TtEBrSs5G+MB7b8cn3v+Wtuu53RKv\nqENetJwuQpFFW7XeOSzPDc5gkgK3mhZO0ibVZ36EZR2oP8opaWMJjwvDQ+/fbUCmIktNzaWptcgW\nuIHuT37AbhCYpC1t2gHHIgpURQCv8PLu4fFuDvcC38fg7DliPTxNMDw0G+U1ruI+PZ9FT0ckcLBu\nhFWowr3/P/zMs/jwXz3bMsPDyyw8E55+94SHmRZEZM+kPsMxPNYwOYMlH+utFtLnDWNawM/h4f+N\nqhLucjjL8aC1RgzKYQ9zAz84BxcS/PpL6NoUSlVcWchiW3/Ks8BkDSA13+P8SgGyJDYE+U6GZzVT\nRmd9ELMb6AxcWiuiphkNc+ycoDNiYbWIgWvQ3OwFnildyZQQi0i+c54GeuIolmsNM1Gm5rMQhfae\n++0AnTn8QNzKOprVvdDBJG1uDI9V9KSEPp0zA+ORoY1hxGJRuS5pC8fwkCRvNVuCIkvme22S4ZHr\nzIEomOxS1SGN9UKjpM2e8ACmedWSVw9PzUoom2F4NkLSdvrSCnTDLCJfCzQjadM0A4JgxoBR7vx0\nW7NObIqE5+pSHnMrBV+HNsIto2azYdGHjic2JZ2roI87eFIcnUsMz3AbNz5yaltKF5nsiiRmgiDg\nzoODoZ1hnIubH7DlPGRfes20CffSrHuBb96tVLWWgpXOZOSauvWQvGhqPsuGz/FBQwclPD43h9Ol\njf6taTq0EJI2oJ50NMnwRL0kbRVr0jQhV6giHpVdJ4krshiaXQLsG/16cXCnef89+0r4uRAkaVvJ\nlFAsmZ9LFARb74ZX4hDWgYcHc6pKmQlJvlRlAbSX+50ftg2kEItIjOEplmtYWC2G6mWw+jaCK3nL\n6SJmFvOYXymwYanNsnJ2SZv7Ywd64pBEwVPSFlVlzyZTuq9SCZVjeDQrOFvnGmuuh8e+runz3nN4\nyHef5ZPdrmSkpZ4UZ9GCQIUuN8MUSkYvzqRR0wzs8gk2DoyY9xmf8Az0xBr6wBSpfn9oOgzDwEq2\n5Nm/A1iStrm6RC4a0CRuGwIdckDhRoBnx1azJdfBqjzovZIUEDClrpNXMxjqS1wTGU8zGOxLoKcj\niifGr7B+XNYX10aXNt64yQk+BqB/L1wxx04062IYFrGIzCRt8agMJeDspcTCMCxpediGeCr8iaIA\nQRAQiyoolKpNSNrMfcON4SGmtrcjinyx6u6CxzF2rDclxLmwHpc2JyjhOTVhjkjZve1aJTzusasb\napoOOkZoHy9WauZIjgBsioRnOV2CrhvY6tO/QzgwarmreFV4hjint17u4JElEam4gnTeZHj6u2OB\nDWPNgJKrueUCzlxexchgqmUa2HnzEcMD2IM/XTdw4rVF9HVGm65aWS5trSc81xr7dpiSwDOXV7CW\nLTdUPJOclaoXdEfCw1/XMAwPYG56oV3aqgGSNheGJ1es+jbyNyNpayfDc9+RYaiyiH99YSpUH4+m\n6aDYlRieRP3goPWnyKKnVKbZfinAatzu7ogiGVNgGGB22FYPTzjTAsBcJ3u3d+PKQhb5YpX1/4WR\nxTTD8JxzMEjAOnt4PNaxLIkY7I03MjwVi+FRPaSE2YJlWsAzPO2qQhLr6sfwnJtcwWq21BAI0Ht+\nyzH/eU18wnPr7ub7d/jXdCbiSz4N9bQWzk6ag/X8+jmZjHJyBYVSFZl8BQM9jeejzL2PYrmGckXz\n7N8BzL0nFpExVzdNCDQt4K5VO41pmgVjx8pVpHMVTxc6Ar3XBS7hWc2WkStWX3dyNsD8Xt7/+DFo\nuoFP/M04ylWN3Xsb08PTKGmrVHUu4TFfk9Zzuw0LCPGIwiRtYWIlStgAntkNZ1qgOwp/iaiMfKkW\n2rRgdKgDyZjCChV8Ikrvvc8xnoQHMy1QOLvlcvC5UKnqEAS4Fj+bBcXMr06YMzN3D4c3uVoPrHM8\nHMND0maeCbthengIYRie/SPdoPPJT9JGcDaPdiQiWFgpYCVT9h1S1QpIt/3cq1dRqWq4tQVtOIEq\nd+z/ZZHRzPwhOzGTRrZQwbH9/U0f3BT05YtVlCvaddNnNwMKBJ4/NQfdaNTKU0Uy43NzOBMACsBz\nxSqqNSNUc7/SRB+N07SAVYcZw1NPeEq8aUHFMyhXlOYkbVpI280wSMQU3HN4CDOL+YbZNG7gD6HV\nTMlkZus6YkpOUz79NM064tHrAKbGP8UkjvWEh1zamujhAcxCi2EAL19YCu3QBgTPBOFxlkt4yBSh\n2UOOT3j8KpbDW1LIFqq2wIc5X0Ykbk6Fg+FhkjbFblpACc96JW0BDE+uWMXv/vnT+OyXTzUwPA/f\nuQOP3DMSKO3l76vbWpCzAY1Oi4QwkrZLs2b/1y6fhKcjoWJ4SwKvTa1aDm29jQkHn3gF9bYQupIR\nxnQGSdp4hud6GRYAVnC5sGIG4EGfkWaL0KwRIHzf3fXCsf39ePTNOzE9n8P//MYZTmrVTobHW9JW\nrmqu7AXQfsMCQixqzqNJ5yuefWc8+KRIcSRnQaMLalwPDwDEowqKpWpoW+rhLUn8zUfeiTvrclm6\nVrIkIl4/03od40l48LODnHbLfqhqOpPvrReU8KRzFaiyeM2knfRdhZ3DQ98R3+uUvVF6eAhhpFHx\nqMLoVU+Gp5dPeOwbY1cqwqqt7f6yyQ3u+VNzAMzqYaugYZjW/4ssgOEP2ROsf6c5ORvAmxZUUK7q\nmyLh2TGQgqpIOHnerFA4Dz5VkRBRJV/6kx9ABlgOequZEjRdDyXLUZtwSrMYHrsGuOLB8NQ0HcWy\n5hmUK1KLLm1tqBABwNvu3AEA+NcXpgP/lt/g6LozhocxPd5sSzPNjgSyuu5KRdg1pEA9X6xCFIUG\nO/sg3HOrech97+QsS0bCSKGYaUEIhufs5RX23/P1JvVmgx2+D8+PsSUpLw3ABMzGUEEwD3IvKSFL\neBIq26Nqmo5amyRtYkDCk86VUdMMXJpNN7gX3XVoEL/x2NHAgkUiZp0brfTvAN6mBcvpIjqTqmuD\nMV1TqjQH9UXsH+lBvlTD8TPzAIBBl4SDT3jYKISghIczSghjS024FgMKvUDXm+YRBSY8xPBwTm3k\nsrhR8qx24GcfPYih3gS+8tQEri7loDRpJBSERFSBKArePTz1/VaWRJt8cqOsyGN1e2ZdN0JZw/NJ\nkepgeMIOHqVCZzwqo1CuNeUwyX8XdD93pSLs51TocHNqq7gwPMWQLm3tYvn4mHl0a0dbnFvDoBlJ\nm6bpICU3f36+IRkewOrj8QpaertiLFDo7XIyPNYG3u6Eh9gkCkYP7Wo94XEGDl6SthPnFiEIwG17\nmz+4KeHJFkynks0gaZMkEXu2dbIg3q2SmoopyPhJ2jS7aQENLl1Jl1Cr6Q3JphtURWrdltohaXPO\n4WGW1B4Jj6rUzSu0cElPOxkewBzo2NsZxVMnrgQyF24bHFXDaP359dPw2v2wIEt4nuHJMYbHlAo2\nG0Ts2daFgZ44nj99FRfrGvsw1rYRB5vnhWpNx4Ura2x/oni/mdk9/OsB/lIYy6nNstoulc2ZEILA\nTSJ3fL+shyduBfX84NH19hswhsdjbZM08epS3rJ5bXJdxyJmb1xPRyT0meOEWyJuGObQ0d4O914X\n/rsZ6kvYetjcQGYZT564AgCukjY+kFjhetf8wMuC/Br/ATv72n8de3jo2lHvUY+PbA/gGB5O0vZ6\nncHDI6rK+NlHD0LTDaxk2j/cVRQFdCRUD0mbXdZOPWeDvfHAddIq4tzzhpG0dXBrl5Jg614MSHgc\n5348asqd6Wxodh9hCQ/3npikzcWpjZ+rZEm1wvXwtC3hiVrX+1rJ2YDm5unVNIOdA7F6j+ENyfDw\nUjQ/UB+PV3VKEgU2pNQpaeMrBO2WtHWnIsx5alt/MrCx0g98tUEUBUiiNR2Ygv1iuYYzl5exe1tX\nS71Cpj2jzOydW3Fpux7gZye5VfpSCTWA4bG7spDmfSVbRk03QlkBq7IU3pbaq4fHKWmrJzxUyfCU\ntIXULBNqDhvu9UISBTw0th35Ug3PvepvXuBWdaOEhxIdP3lZSz08mbJpzZuKsICNrqlfb5QfBEHA\nfUe2oljW8PKFpVAObQCnQa76H2yXZtOo1nS86fCQ7eBt/hDmXNp8Hkvzzq5wxgXFSo0dMKrHGrPZ\nUtfXU5WXtK3Xlrq+geoe/WGFojUQdb4u9Wr2GgmCgF98z634pR+5reXquZukLV+qoVTRGNPv9RjA\nX85G2F83LiBmIkjS5pz95oUu7lyKNWFacD0ZHqW+ron5DPqMqbiCWESymRZMzWUgicI1NdlpBfce\nHmJF3XYOHSV0JFSkHQyPYRio1OxFTzpnNpIR4wNwPhH3gl3SRqYFxPAE2FLrTkmb+dpk0d30XiuL\nOLZvi80RMgzDoygiJ9UK59K2EQzPtTIsALiYJcQ5rmk6i6MjPMMTwqVtY9LyDUBfVyy0pOrYvi3o\n74njIGdg4MRgbwJXFnINhw9fIdg20N6NT5JEdHdEsZwurat/B7AHK6w5T7IHf69eXEJNM5q2o+aR\niClYqR+U7XSD2UjwCY8rwxNXcWk242lA4HRpo6Rpaa0IXTdCbS6qIqGm6dB1I7AK7zV41EvSFuQk\nxgc5sRB5rrYBWvC33rEdX/zOefzr8Wk84NMkTp8xFpHY5m5WtmuM4fG1oq9LK5yJ0/xKAZ/6u5fM\nimVcRTKuIFX/d3bJtLiXJZEljbliFYZhIFeotlypvu/oMP7+3y4ACC/xCGtaQHK2gzt7cfrSMqbn\nzURkfYNHfRIeF2vqUrnGDkQvq9dMoYKoKkGRJbaeqjV+Ds96e3jM5/SStNEcJQCYmjd7MpoddgoA\n77pvVwvvzoIkmrbqfNFjec1/cjm/v+7cGhxEjgymEFEltn+4S9oslo2knEFyLz6wDDLtIWfTzqQa\n2mF0I0Drep56eAKKiTSLh4aPGoaBqfkstm5Jtp01aTcEQcD73n0Iv/NnT7Ggvp3oTEQwNZe1nY9U\nsOBjMLrmG2VYANgD8O5kBEDjsFgepumGeZY47eiDCpDWQEt77y4lf0EOcU4IgoD/9Mv32n7m18PD\n21Ib9cscjuHR28aw2RKea8jweJm8uMEsOluGUrIkoFipeRbBeGyKhEeWxKaa4ro7ovhvv/d23795\n9L6d6O2MNrA4xPAkYkqoJrlm0dtZT3jWIWcD6oGeYEpbmO2qYl80J1q0o+aRjClYrDd2bgZJG+BM\neBqDC17G5KYLtnp46m4tMQWqLLLDMUyvi8JJWoKChiCXtoqD4WFOYl6StpAVLUJNsyd47cD2gRT2\n7+jGS+cWsJwuek49p7U60JPA5atmgNqMpA2gfin7Z33ixWlmx+4GGvBrufZVUK5qqGl6Uw5tPHYP\nd2KoN4Gry/nQTk9hJW1kWHBgtBtb+5JWwrMuSZv3/dyVjCARlTHD9/BUaqxy7jXML1eosCCYDrFa\nGwePsjk8mgfDwyU8lEBfjwDWnP8h2e5BP8MCwP7d7Awx/0KSROzd3oVXLy4jEZVdGUUWSGg6K5QE\nsR/dyfA9PMSQXk92B7CuHakb/JzoCFu645icyyJXrKJYqqFQquHY/tevnI3H/pEevO/dtzbdaxgG\nVPTN5i23u28/PwXAbj1O7ProBjI8NklbKgKEmGfdmYygWC5wkjb3vcoJ5/w9i+ExE55WCidOpOJm\nLOHm0sbbUtO+HmrwaE1HR6I9exxdb0kUNmy2khuaGS+haToULiSIqDJK9V6roMRvUyQ8H/vVez2r\nYq1i7MAAxg4MNPycBldt60+2tRmQsK0/hYmZ9LoMCwhyvTm9oZJBCc+5BURVic1saAV88LcZTAsA\nU0vemVSRzlXQ4xJc8I3qrgmPo4lfEAR0d0SZo0+YjY+3WYwGxM+BLm1VMiswUK1pgQyPNQU7bA9P\n+xkeAHjbndtxbmoV/zZ+BT/+1r2uf2MlPHEu4bGbFgQmPEqjfPDMJZMR+cwHHwz6vBsAACAASURB\nVIYkisgVK8gWKsjmq8gWKmxeEO/SRr1RzQwd5SEIAu47uhV/96/nQzs9WfMWghKeFXQkVAz1JmyS\nm1Z15YB/IiAIAob7k5iYyUDTDQj190gHiiwJEAR304Kh3qTtvZkJT3uSjyCXtnypMUBo97oOC0WW\nUObW5VKaLKmDe3h2DoWTkxwY6cGrF5cx0Osu91Y4lo0N3A3q4eF+7zXLjv1t0uxzOroOFUE74FQf\nBLFYgN2amuR+r2fDAid++C27N+R5mTV1PeGZWczhs185hVRcwXvfsZ/9He0lOzYwMOYlbV3JCMpr\nwY/pTEYwt1xoiIuC5uLVNLuUnc4h6mdqxz4iCAJ6O2OM7eVBagdVEdlrhRo8qrVf0rZjMLVuNr4Z\nNCNNr2kGpIgVm8dUCaWKBk03WLHNC5si4Tm4c/3JQVh0pswLtlF2fP/+hw7hPQ/s9jz0moFSdwJj\nDI9kyRcWVgu4spDDHbcMrOtm4B2LNkvCIwgC3nXvTlxZyLm+ZyvIddd8Ot1aAPMAJb13mI2P+ehX\najYjDDc0MDycVbFhGLZNr1CqIU89PB5SL2v2RjiGx/q87Q0M7z86jM/806v4zvEp/NhDe1wLCBQw\nD3IBG1XWqHoctIk55w7puoGzk6sY6kuw5/Uaisgnv60MHXXiRx7cA1kS8Zbb/We9ECIhmlOX00Us\nrhZx18FBMxHh5pE1a1oQ1pYaMF0xX5taw8JKAd2pCAzD6jkyjQvsxhzmrBcNqYQ1P4l+3r45PJTw\neJkW2K+j2Kb5FK1AdVjTz9X7S7wYHvpuUnEFfR59Pk7srxsXeM3AcfbwJGNKIFPf2QTDI0si/uJ3\n3xbqvW4k+F4WRRZDFS0sa+oCcyN8PRsWXCtQ0TedK0PTDfzp37yISlXD+x8/ZotbupIRxCJyy8Ye\nYRBzmBYshEl46u/fOSQ1LMNDe2rCyfC06Xzs7Yri1MRyg6Sel/1Gm5jPZvbwtCc260hGMHagH3fc\n0kgGbCTkJiRtZg8PZ56hysgVKyhVtMC4fVMkPNcS+7Z3486DA8xat93oTEZaHjbqhOyoYKicpO0l\nJmdbX+WNZ3g2i6QNAN77yAHP3zmduZxw9vAA9ophmI2P5le4TVR2wovhqdQlVnwxu1iuBTM8zZoW\naO0bXMYjGVdx96FBPH1yFuen12xSQwJtcJ1JlWmvE1EFKAF33zqEH3toj28PEGB6+PMJw/S8OQD0\n7kODPo8yQWshX6wGSgXDIBVX8VM+a8+JiGpn89xAA0cpuF0PwxPWpQ0Atm2x+nii9eZ1PgA2E01r\njeUciThjeGq6Vb1c58EcZEvNS9r493A9oCoS1rIlnJ9exVq2jC89cRERVcKoR3+OIovo7YziwEhP\naHXB4d192Lu9C/ceHvJ8ToBc2hoHMbuBl3JvlPtWu2Gbat8RDXX9eIaH+r1erzN4riWohyuTr+Dc\n5ArOTa3i3tuGcP/RYdvf/fpjR1Ao1Tb0HotHrL24KxXBQojH0PtncVHIYNo5eDRWZ3jaKWkDgN6O\nGAwDWMmUbFJQ5mQpi+xcODWxjPd99F+wZ3sX/o+fvavhubR6n3C7GB5JFPCHv/imtjxXM6B9JoyE\nj+/hMR8rYX7FnJfk1+8L3Ex4GhCNyPjQ++653m8jFOjGZAwPNwzwxLnW5+/w4IO/zZTw+IGYA7dZ\nAwDfvGhtIrw0Tg7RvGgxPMEVGpKs0fWVRAGyJKJc0Roez9sv+tlSA8EUPkHTwjnPtYL7jgzj6ZOz\nePnCkmvCU+GkTj0dUcws5hGLyqiUzE3w5x49FPgaqiwim7c+62nW4B8s5YxFZIiCyfDk28DwNIsw\ng0f5/h0A2Mq5VTabpMqSwHr/gg5J3riAqrj8IEpVEW0MDzGmHfVDR2KSNqNtDA9zafOStNW/w46E\niky+cl0b0B+5ewT//Wun8TuffBKiKEAURXzofXd7unMKgoD/53ceampWUSKm4BPvf4vn7ylIK5Rq\nyBer2BPCeck2h2eTOHPykrYg220Csb4vnlvApdk0ZEm03VtvVBBDksmVWQHhDhf5/6CHjLKdIEmb\nJAqh92UqKDNJm8cQYCec8+iI4SFJ23pniBGIvV1esyc8/OBR2mev1lnhTL4CwzAaEnnaV9uVjF0v\nUO9QvuRvLW0YRt0IyvpZRJVZH3JQwrO5r9IbHE6NKtGa5YqGk+cX0dcVW7c0j5cGbBZJWxCoAp0r\neknaGgdx8rr3cAyP5Q8fhHJFgywJtueNqBLKVa2h8m8yPAG21KTb10KaFuh6qCSuFWyty6/cXGkA\nO41PcolEwPwRJxRFsrFZpy8tA7DmcflBFAUkYiqyhSq7rq328LSCMINHz15egSgAe7ebCU9PR5QF\nos3KEKmZHgg+wNksnoUcm/gdjfAMkf26UyJOEkRJFCCKgtnDo10blzaStJEpxfUMBH7srXvx0V+5\nF/09cUiSiA//wt24bY8/456Kt9ftjK43DdgMMiwAzISfTTLfJAxPxMHwhAExPONnF7CSKePxt++7\nZoMWX8/ge3jIHGWjBosGgSr/nclIaNaTEh7nPhd28CgVVeIxB8PTprVBxdPljP1MrDoGj/70DxzA\n42/fj9v29KFU0VwLtLSvqps84ZEkEbGIzApWXnAzWOJZ6FSAOmNz7GY34Qqrd8ee+Jy5vIJsoYp7\nbh1at/FC0pbwbO6bikAbutegKt1F0tbb2aSkLRqeoi1XtYZkMqLUE56qS8ITwPBYFa0mGJ4NOui3\n1AetkdOfE3wzOwUgHQkVq028RqTuhkUVsDOXVpCKK6HnaKXiCnKFinVdW3RpawX0vXsxgTRwdHSo\nk23sgiBga18SE7NpyC3IEFXFbPIMYmxp7tnMYo6tY/5wURXRdggTw8MfOoosoqrp7DBvVw+PF8ND\nFem927sxfnbhukraAHMI76f/t7ehVKkFVh83ApR00v0XZNcMmOurMxnBSqa0aSRtCreWw8j2AHOf\n6emIQNeB97/3mKuJ0RsR5NKWzpVZ3+pG9TQHgfo5m3HMpUGflASIogBZEgIZHk3TIYkCi5mIdaBE\nKMzA8TDoY9bUdqe2isPY5fG3mwYRn/nHV/DyhSUsrBYa2iHaZff/ekAyrgQmPGSwJHJxLT8f0txj\nvWOuzbGb3YQr6MZw9vIcPzMPYH121AQ+4blRJG2sUd1D0lZzTFwGYJOhhJl9Em2yh8c51DWimPM1\nqPIvigJ03WA9PIIAz0nsKqfbDwOzeXJjGJ5EzBzwt7jmPj+B1y3/1CMHcM+tQ+jrimGyiddQZBGG\nYX5v2YJ5SN95cCB0Q38qrmJhtcBs3K+PpM19ndDA0f2jdjngW+/cji0XYi0NA2aVz4DkI6rK2NId\nw5WFHEp1i2feYl1xDNel+4kP7GVJRK2NpgWiaLrD+TE8/BiD653wAOZnVuRrn+zwr0/7SFj2oytl\nJjxBlvqvF/AV7jCW1ICZ2H3yAw9BVUTPvfSNCAqqM/kKphdy6EqFG6K8EaCE281N1QukFOAd3iRJ\nZJI1L2i6vfDnZPrbtZf01YuAy2kvhse+p/dTr9lqkbH87DFt2ldfD0hEFTb6wws1Voy2fsbLrE11\ngfdzbI7d7CZc4WR4qCE4k69AEMzq4nphk7RtEj13EDoCXdrqVQTetKBJhoekIMVQPTwaIor9Voyo\nErKFCgtUupIqVjJlFOta/HhU8ezfoGpnGMcTXTdQqmgb1sMjCAL6uuKeDA+bLi1L6OuKscOgGajc\nlGayow4jZyMk4wpqmoHjZ+YxOtTBzAGuBWTJHJzmxfDQwFGntfx7HtiN9zzQmi0tMbVhDsnhLUm8\n9Nois+3lJW1OdzyL4bGCI0UyjQ2oetmO4cWiILBKnxP5UhXxqMyklDdCILBeKJKIMszr3xMyGXho\nbDtGhzo2zfUTBKE+j0sPxWIRmgmk3yggBcTiahGLqwXcumt9Q9LXg+6OKLZ0x3BLiH5MwqFdvfiN\nx47gnlstIw9ZFFgh0wtmL6t1pjqT4La5tJGkLd3I8Li5StIg7IWVxkC+XXb/rwckYgom52q+w9oZ\nw8P9nj+TbkrabmAw0wK5MYDZs60r0A45DDarS5sfeCtiN+gettSEMJsL9fCEYXhKFa1B7mJJ2szH\ndyWjZsJTriFbqPiyEJQAB0nadN3Ap/7uJSytFTfUhnJLVwzT81kUStWGQ4RVqNYRCPNDXi/NpgGY\nbothsWu4E6cmlvH42/fj3Q/svuaHB7F5bnAaFrQDdB+HOcAp4bk4Y15Xu2mBhJpmmJVRUbB6eGwM\nj2AbPNqOoEESBV+XtkRUYXK81wPDc72h2NiPcMnARs142Uio9V6+sJ/xJtwhSyISURkXZ9ZgGMC2\ngesjZwPMvfGzv/+Oph4jigIeuWfU9jNJEj2t7AmarjsSHnt43K5zoSsVhSgKDX2tlZoORZEa2hB4\n+3Qn2Pl5A+xzyZgCwwAK5ZpnfGMZS1g/41noVFwF3GurAG4mPJsaDaYFXNDYDjkbcGO6tJHPvVcP\nD9PscqxHMqaY/Qg1PRQb0lQPT6Wxh8ec0q6zx1MlkiRtfppqy57cm12iZOdbz09h97ZO/PZP3R74\nPlsFuSEtrRWxY9CZ8NQrVOvYsJmEr6ojU09im6nc/i/vvAXvfceB61Yli6iyT8JjDRxt2+uFlLQB\nlnHBhWlzAAYvE+EtjyVVZgWEpK2HR0KlpqFWnxfWjmHOkiRAN7wlbd0dUURVGW+/aweTg7yRwX/P\nYftbNiNURQSKN/ZnvFboSEZwdcl0CNseshfy9Qyz8OLP8NQ0w1YgkSWxPtRaY//fDkiigO5UBMsZ\nO8NTrWqu5gNM0rbSGMnfKC5tgKUmyherngkPOejyPTx2hkdF3ifh2fxX6Q0Mxuw4pG0AcKxNk69v\nRJc2wNR65poYPCoIAqschmlepKpDUMKjaTpqmt7Yw1P/f0rKKIDP1GVuvgyP7C9p03UDf/7FkyzZ\n+egv37uhGm1mXODi1MZ6eNaxtvjBcvkWZumYQzSv31ZoOvI1rhMaONrMXJYwSNRduMJcc7KmJuYs\n6mB4AOs7ZLbUHLMsyybDU6lpbZGzAYAoiuzg46FpOkoVjbn8/YefPMYaf9/IsDE8N7CEi9Zj2B6e\nm/BGJ3cPXy/DgnZClkRPGSzBTUrFszztZIv7OmNYSRdt5isVjwGiyZiCWET2Z3huoITHKy4DTEdZ\nwIfhCVA1bf6r9AaG4iFpi0Uk7B8Jr3n1Q/JGTXhiqncPj4tOFLDmO8hhGJ6Qc3jIhc0ZfNK1phkA\nFKgQDe7nJGbNY2rc4CnZ+ZfnJq9JsgPYGR4nKm3YsPnAm4ayXktr6fUiqkqu68Q5cLRd+PlHD+GD\nP3dXqAOcho/S++Ndu9g6q6/hbL5xjpFc7+Exp4G3r0LqJmkruDjJ3YRVAImq0g3dnK8qEkRRYHNk\nbqJ1dHDX8HpZUrcTpmlBAMPjMp4hsUEJT29XFDXNsLlcVqvuRSFBENDfHXNNeGo3kEsbFar8ZvEw\nhofv4eESniDDoZsJzyaGM9Ghw+zw7i1tCy5URWI0a7sqtK8HpBIKimXNlQXRXGypAcu4IAx9HNal\njRIeJ8ND15o2RGJ4qPnfj8GwBo/ag2hdN/Dpv7eSnY9cg2QHALZ0mZS8m3FBO5ouaX2WqxpyxQpk\nSdxUyblXD89G9O8AwMhQB+46NBjqb/u6YjaZBT+IUpUbGZ5EVLY5HfEube06lCVRgO6ix89vwmT3\nWoD2qxu9t+UH7hnFjz64J7Q74014o7Nu7RyLyLaRDJsVsiQE9/C4DODmCwTtsqUGLCe5Jc6pzYvh\nAUxZW6FUYwU9gjXfbPPHZhTT+FlTu/fwWNcsKJ65WQrbxFAckra+rhh++6fHcKDNFeFETEElW0Zk\nk1iUhgEbPlqoNAQCmostNWDNsAgz+yRsDw8Fug1zeOrXmlgosgplCY9PUMcCUY7CNwwz2fnm961k\n51rNBSGGx0/Stp4Nm0n4qjpyhSqScaWtErCNRlSVoelG3R7cug7OgaPXA6IoYOuWJC5fzQBwMDyK\ng+EpVBoOHLluB1utaW3bP0QPhofuNWez8RsddD7c6L0tP3T/ruv9Fm4YkCx1W39yU+2lXpDEYIZH\n03VIkn3v4PeSdhoD9JFT21oRe7aZQ5KrNc3zHGTGBSsFJIc72c9p793sg0cBjuHxSXjcenjoTErE\nvJ1rCZv/Kr2B4ZS0AcCDt2/DYBsbnAEr876hGB4fa2qN6UTXw/CYQXhgwuPB8FACxBieesKzVpe4\n+VUyZCY1shKeM5dX8M3vT2LX1mub7ACWDac7w7N+Sl7lXNpyPg2Pr1fQd8/L2twGjl4vkHEBYNmt\nA5wdOGN4qg0aakUWoRtmYt9OSZvb4FHG8NzAsq1WQNf9Ru7fuYn2ggpsN0L/DlBneILm8DhsqQEn\nw9O++KenzvDwxgWVqu6ZuFDCM++wpr4he3iK3jGTWw8PnZ8dIWKazX+V3sBgc3g2eLFTALGZZEJB\nSDFr6sZqgptpAQCMDJrDDImO9oMsiVBkEaVKawyPU9KWqLvEEfwZHisBINBQyAfHtl3zie+KLKE7\nFXEdPsoPHl3P8wNmtWszJzxlbq14DRy9Hhjmgh6bpI1JJ3WUqxoqVa3h0KEgoVCuta0KKYmiew9P\n6SbD4wbaN250hucm2geStN0I/TtAuB4e5+BRwF482QiGh/paNU2HphueRjL9PXWVxOqNm/AkY00w\nPGIjwxPGqOjmybCJQYt8o2dN7NnehdUbTNLmz/C4S9ruPDiAT/3OQ9gxGO4QiKoyiuVwpgXOiebM\npa2eqEQUCbGIjGqt0frXCdo0a1x/Etn4Xi99+5buGCZm0g1OOETJr2fDjnDJoa4b120qeKugZJfv\n4/EaOHo9MLzFYoz5PYAlmjWNOes41yUFCYbRvsZaL0kbNbveyI35rUB5g/Tw3ET7cM+tQ/ih+9N4\n+10j1/uttAVymDk8mu7C8Jj7nSC09+ykoikNHw1KXBjD40x4NLKl3vzFaGZL7WNaYPXwWN8FxUpB\nDm3ATYZnU+NaMTy/9MOH8Re/+7ZAfeRmQorr4XHCbfAoYLqljAx1hNY0x6Jy+B6eBkmbudESwxNR\nJZu0KRXGpY2TtNFeL14nPfaWrjhqmsFc5wis6XId7CEF0isZkvttroCXZGIFbq1slGFBKyBJW0SV\nbHsAm39U09k6bWB4uGJM2yRtkuBqS00Mz01Jmx10f/TctGu+iZCIRxX80g8fbmqe2esZkijAMOA5\nsBgwf+csHlPxpF0zxAgk816umxbQOejF8Az0uBv/tMP05/WCRFMMj/WzVFyFIFg91n7Y/FfpDYxr\nxfAIgnDDTSwnSVsm33hzuVURWkFMlcK7tDXYUpvXm1xZnAlPwieo5yvvBEririfDAzQaF1Sr658U\nTdKq1boeerNJ2qh6d3Uxz362EQNHWwUlPDEHC8mbFuTY/KPGHh63/14PvFzaCsTwxG4cJrodsHp4\nbjI8N/HGBMUvXn08hmFA85nD0+74R1UkdCRUxvAEKR06EipURWro4andQJI2aw6PD8NDPTxc8tnT\nEcXv//u78VOPHAh8jc1/ld7AcNpS30R4UOXquy9eafC319qUHEQjcvgeHo/Bo+z/FXvCE6aHh7fc\n1q63pI2Gj7pUqGRJWNf7shgeSng2l6RtdMiUSF6eM53QNmrgaKtIxlX0dUaZrp/AmxZk6kxpKmFf\nlxvB8HhK2urFgXhkcyW8Gw3aK2hi+03cxBsNpNaoeSQ8VBB0zuHhGZ52o7cziqW1IgzD4HpZ3Rke\nQRAw0BPz7uG5AQrS8YgMQQiaw0MzEu0/v+vgICuq+mHzX6U3MJhL2w2w2K819u3oxlvv2I6J2TTe\n/4knMH52nv1O97ClbhaxiIyaZrjO+iF4MzyOnh5FYlbXgL9Lm8ISHheG53pJ2hjDY9+wK20YSEkM\nD0t4NpmkbWTINMOYrFs/n3sdydkIf/C+e/A7/+4O28/4eU/Ua+Y0xOCdjbwO82bh5dLGTAtuMjw2\n/OhDe/B7P3+XzW3vJm7ijQTG8HhI2moefbuJ+l6itHEGD6G3M4ZSRUOhVLMYHh8n3C3dcWQLVcZk\nAzeWaYEoCohHlYA5PO4zEkO/RkuPuonXBW4yPK1DEAS8//Fj+PUfP4JiWcN//K/fx//8xhlouuE5\neLRZECPj18fjxfDwFuCyJEKSRPZ8gmBWQ7wgSSJEUXD08NBnavJDtAl9ngzP+gdSku55s0raupIR\ndCRUTNYZHurf2d/meVrrwa7hTozWEzOCwjE8ZP7RkPBwFdN22bp6ubRRZfBmD48dvZ0x3HPr0PV+\nGzdxE9cNdJZ7MTwWc+BgeCIby/AAJqNfCWB4AGCgu7GP50ZKeABT1uYcrsqj5sHwhMWNcZXeoKAA\nOHqd53T8/+zdaWAUZb42/KuqOunse8gCEcIaICQkYRXDooiIiCwiCqOir6KeGV/lYRYZnxkZj0dx\nYUYUOKiAgAMOwogDjAMiiAqExYBARBYRkJCQnYTsvT0fOlXp7qwkvVZfvy+SdJtU0pXq+t//5fZU\ngiBg4sgeePP/z0SX8ABs+vIcXnr/IMqr6iDaYSqLPMK3tT6eOp35saYbj0pN/i0HOYF+Pm0em69G\ntM7wuLykreFibdvD08pma+0ll/CV3WgYWuBhAY8gCOgRF4JrJdWoqdO7xYaj7eFrkUmUx7sH205p\ns3gDt3dJm8lkHfRwLDURNaexh6f5DI+hpZI2f8f08ACNi4DF5bVKL2trex3KVRKWk9raGnbgaYLa\nyPAYOtlfzXcGD3ZbajwMRhOG9I9x9aF4tN7dwvD2/DF4+x/HcfiHawDsc4GTA9GaVvp4Wp7SJjX5\ntxzgtmcfHR+NZFVK5+qSttAgX/hoxGZrkDtf0mb+/chvWp42lhoAbokNxsmfivHz1XK32XC0LfJk\nvXqdUZl2aDsa1PIGwl5vyvKbndEEWN6fVNfqIAhNR7wTkXdrq4fH0EIZu5wttuemozJ5L57S8hpE\nN2RvWqt2kCe1FVoMLpBL4dTS1hDo74OaOr15RHgzP5NS0tbB+xh1/Ja8VICfD+4e2UNVG4K6SlCA\nL158bBgemzwAoijAX9v536mckWk9w9PSxqNNMzzyDXBrE9pkPhpRSZMDrs/wCIKA6DB/FF+vtfp8\nva7zJW22AZOnZXgAKOViX2VfcZsNR9tiucFtRQs9PJbNtPZqrFUCHptJbdW1egRoNS47x4nIPbXV\nwyPv0WO7FYWjprQBQESoRYanHRtwy9M8C1Vd0tZ0iwZLLQ0taC8uhRE1EAQB08f1QWqfaNTWt75h\naHv4WfTwGIwmHD9biLR+XazSse2Z0uZnE/C054be10eETuc+Y6kBc0r+xPli1OkMSoCnN9ijpM36\nd+dpQwuAxsEF3xzPBeAeG462RQ7KdTojKmt0EIWm/TMaB4ylls9hg8EEy9keVbU6BHhgsEtEjtV2\nD0/zfbvylDZHTEGTMzzF12uU7xsZ1vKksS7NZHjUNJYasN6Lp7lKFn0n+6vV8VsisqNe3cIwsGdk\np7+OXFpTU2fA18dy8ZdVh/Dd6WtWz2nM8DSdymb7b3lKW3sCHh+NpNT3Aq4vaQMa+3hKLPp46nXG\nVle12sO2VMojS9pizKOpa+rM54M7TWhriY9NhifQ37dJQG01lrqV+vSbIZedGJvp4eHAAiKy1VYP\nj7y/i20mx89XQqC/T5NSXXuIbMjwlJTX4vAP1yCKAjKSurT4/LAgLTSSaLWNhrJxt50mYLpaW3vx\nMMND5Kbksrjaej1yC28AgFL6I2tXD49thqddPTyi1ZQ2e02e6wzLSW3x0UEwNkzE6/yUNussgieW\neAb4+aBLRAAKS6vdZsPRtigZHr25h8d2YAFgs/GoZKcenoayE8vyFJPJhJpaHQL8gu3yPYhIPeR+\nkLYyPLYLNoIgYMlzox1SJh3gp4G/VsLFvHKUVtQiuWdUq/25oiigS7i/dcCjsgyPvIdeS4ML2MND\n5Kb8LXp4ihuyGrYXXCXD00pJm5z9aRxa0I6SNtspbW5S0gY07sWjrE51cuXfMmDyxP4dWY9Yc1mb\nu2w42hb5TbZOZ8CN6vpmV0EtV0xbm0B0MyxL2mQ1dXoYTY0lKEREMnl4SksZnsaNR5teo7pGByE0\nSGv3YxIEAREh/igpr4XJBAwbGNvm/9MlIgDllfXKhubye7xaAh65h6eyhc1HO5vhUcdvicgNWfbw\nyM36OtuApyHDY1vWpZFEyLGJHPz0jA9FWJAWAxLbLrfz9ZGgN5iUC7mrhxYAQLTNXjxyj1Fn66M1\nkgA5PvDE/h1Z9zhzdsITytmAxt6pG1X10BtMza5OWpW02W0fHjnD0/i3xJHURNQSuQxWb2w+w6Pv\n5LjjjooK81P+Pbw9AY/NXjw6vRGC4NrKDXsKsujhaQ57eIjclL9FD4+S4dFbrzDV6QzQ+kpNVvQF\nQVBKhuQSrS4RAfjoLxPbNYZcbhaXAyy36OFRMjyNF2ug8+OKBUFQsjxyStwTZQ7uir63hOG21K6u\nPpR2kTM2JeXmYL65zKMjhhY0BjyNf0vV3HSUiFogZ3j0+hZK2uQbaSePd5b7eG6JDUZcVNtlzF0i\nzM+Xy9p0eiN8JNEjKgLaQ75+txTwsIeHyE35NfTw1NTpUVxuvsk3GJtmeFrqOdH6SqitNzQpd2sP\nZVPIholo7lDSpvTwNAQ89XasP/bViKjXGZSmR0+UGB+KJc+NcfVhtJscZJZWyAFP02DTqofHTo21\nojKW2jLgYYaHiJontTWWuoUpbY4W2TCprT3ZHcBiNHWpRcCjknI2wHpKW3P0nXyd1PObInIzcs9N\nYVm1ks2wXWGSMzzNkQMhvw4FPI0N5QBgcIOSNj9fDUICfS3S8farP5azRJ5c0uZp5FJCZQ+eZnp4\nfBxS0tYwpc3i5qWqIcPDHh4isqVpa+NRo2tK2tL7dUFcVCBuH5LQrufLjkryDgAAIABJREFUAU+B\nZcDjgUN6WtJWwKNkeDr4MnE5jMhB5IDnSsEN5XO2PTz19YYWb9JtS9puhkYZGew+JW2AuaztSkEl\nTCaTXSfMyOVVnjy0wNPIpYTybt/BzfzurYYW2CnD02xJW405wxPIDA8R2ZAXSVoaWqBkeJxc0pbc\nKwrvLxzf7uc37eHp/D527kQZS93C0AL28BC5KXkfnrziKuVzeoNtD4++5QxPw+c7VNLWECTJN6NG\nNxhLDQBRof6o15n3bWncXbrzN8Jq6OHxRJbDNpqd0qZpPN8c2sNT15DhYcBLRDbazvC4x/tjWyJC\n/SCJAgpsenjUIqjd+/Aw4CFyK3IpmmXpjeUF12QymXt0Wurh6USGR765lL+ffAiuLGkDrAcXyMGY\nPTM87RnZTfZjOWq6uf2hLPfesVfAIyojZhv/lqqUDA9ffyKy1tjD08KUNmXjUfcOeCRRQFSYP4rK\n1NnD46/VQBRa6+GRSw879vXV85sicjOSJDaZQGbZw6PTG2EytRzQKCVtHcjwyKVr8sqV25S0hTWm\n5O1a0qZhD48rWA4iCGluLLVDMjxNG5DlKW3+LGkjIhuNGZ7WS9rEjo7/cqKYiACUVtShXmeAzqCu\ngEcQBISH+KGkYciTLeV14sajRO7HX2sT8FisSre06aisMcNz8zdxks0kK3fYhwew3ny0MeDpfElb\nYw8PS9qcyTrD03oPj90yPA2nsHxOA41DC5jhISJbjT08rQ8tcPcMD9D4Hlp8vaYhw6OeoQUAEBcV\niKLrNVYbp8v0RhdkePR6PX77299i9uzZePjhh5Gbm9vkOdu2bcP999+PWbNm4Z///Kfy+SNHjuDW\nW2/F119/3bEjJvIgch+PzHJogbzpaEsBTWd6eGxH97rDWGrA8mJda9cMj3zR9+Sx1J7IKsPTXA+P\nVcBjp6EFUtMGZI6lJqKWyNehtjI87t7DAwAxDYML8kuqYDSaVJXhAYC4yECYTMC1kuomjzVm4pyY\n4dmxYwdCQ0OxceNGPPHEE1iyZInV4zU1NVixYgXWrVuH9evXY9WqVaioqMCVK1ewdu1aDBkypEMH\nS+Rp5EltygVX34EMTwcCHtvG7saStpv+UnYVLe/FU1atrOBYZgk6SsnwsKTNqeShBZIoKOe6Jcs3\nY3u8zvL3Amz34WnI8DDgJSIbktz310IPjzKW2gMGAHSJMAc8V4sqAVhv7qwG8gas+SVVTR5zSQ9P\nVlYWxo83j9LLzMxEdna21eMnTpxASkoKAgMDodVqMXToUBw7dgxdunTB8uXLERjY9o6yRGog3wTG\nNOyQrG8mw9PSPjudCXiaZHjcpKQtLNg8Zaboeo1dNx6NDPWHRhIRGeLX6a9F7Sf3mQUH+Da727fl\na6ux081EYzDf+LckZ3iaC7qIyLupKcMjj6a+WmgOeNQ0pQ1oDHiuFTcNeDrbw9Ohd4fi4mJERESY\nv7EoQpIk6PV6aDSaJo8DQGRkJIqKiqDVajt0kESeSg5mYiMDcbWoyuqCq5S0tRDQpPXrgnNXypDQ\nJfimv2+THh43KWmTRAGRYf42Qws6X+o0954BmJLZs9lJYeQ4ckATHNh8ZsVqHx47bZAnNjOWuqpW\nB62vZLegiojUQ1kkaWsstQdcP+QMT16ROSCw13XVXcRFNmR4mgl4OtvD02bAs3nzZmzZskVZvTOZ\nTDh58qTVc4xGo9XqnslkHUXbfnyzbDNIpG5qer1ra8yrMJLR/MdbWnZd+fkuXKsFABQXFSA7u+lU\nEgnA7NuCcOb0ySaPtSU/vwIAcObsOehv/ILColIAwOkffkB+kGtXwf01elwurcdPP18CAPxy+SKy\nDdeaPK8j58HVS508OLopVZXm8wzG+mZfr9r6xhuMUye/7/QKanZ2NvLzzRv5nj13Hqgy94+WXq+E\nj2RS1bWDGvF1JVlHzoWLBeb32iu5V5GdXdnk8Z9+Nl9TrvxyCdmmgs4doIMZjCYIAvDzVfN7ekV5\nmar+Pmp15veMMz/nITvbejx1efkNCIJ5mltHfuY273xmzpyJmTNnWn1u4cKFKC4uRr9+/aDXm0sJ\nJIv9FmJiYrBv3z7l44KCAqSlpd30wckyMjI6/P+SZ8nOzlbV6/3NuWP48coVDEpKxJFzOfAPCFJ+\nPn1OPoBi9OyRgIyM3nb9vpfKzwMnTqNX797I6B+DfWezgYvVSEkZpKTEXWXf2WxcLsyF5BcOoAL9\n+/VFelIXq+eo7TxQq70/foczuVcR3yWi2derTmcAtuRBEIChQzKaLXtrL/mcuFJ5AThejp49eyEj\nOQ4AYNz2H4QF+/KcUSFeC0jW0XPB/2IJsGc/usTEIiNjQJPHc66dBlCO9JT+GNgz0g5H6lhRu0pR\nVGZeJI2NiUZGxmAXH5F9hf7nP6jSaZq81hu+/Ro+kjnmaOk8aC0Q6lBiaNSoUdi5cycAYO/evRg+\nfLjV46mpqcjJyUFlZSWqqqpw/PjxJgfX2awPkSeQewqiw/2hkYTmx1I7ICUt2WzOaHSjnaTlwQVy\nSl5tU2a8SVv7H8klZj4aqVPBjiXbgRyAeeNRTmgjoua01cNz/UYdACA82DPaLiwXLdXWwwOYy9oK\nS6ublCAaDKZOlR126B1i0qRJOHDgAGbPng2tVovFixcDAN5//30MHz4cqampWLBgAR5//HGIoohn\nn30WQUFB+Prrr7Fq1SpcvHgRP/zwAz766COsXr26wwdP5O5iIwMhCkD32GBoJLHZoQUdGUrQFrmp\nTx5W4C49PAAQ3XCxzituaLq00/Qucj75tQtuoXdKEgWIomDXoFYO5o0NNy/1OgP0BiMCuAcPETWj\nrR6e65XmgCfMYwIef/zQ8G+1TWkDzIMLzlwuQ9H1GsRGNg450xuNndorqUMBjyiKeO2115p8ft68\necq/J0yYgAkTJlg9PmbMGIwZM6Yj35LII90zKhHDB8YiLioQGkm02jukMcNj/5XpJmOpTZ2bbmJP\ncoanpNxcV63GFSpvIWd4Wgp4APPqql0DHpspbdx0lIha05jhaTng8dGIHjPl0SrDo8qAJwgAkFdc\nZRXwGAzGTmV41PebInIjPhpRGbOo0YjKZDLAwRkemylt7jR2Uw54ZGqbMuNN5L11gpvZdFTmIwnK\nfj32YBvM13DTUSJqhZwFsSyDtXT9Rh3CgrV2K7t1NHlSG2C/DZ3dSVxkw+aqNpPa9AYTNJ24h2HA\nQ+QkTUraHNjDI4rWF3h32YcHMPczWVLjCpW38FEyPC1nV/z9fOxabiaf23IwX8VNR4moFfIiSXMZ\nHpPJZA54gjyjnA0wl7TJ1Pj+qWw+ahPwdDbDwyUxIifxkUTU6w3Kx47M8MjXhCb78LjBClaAnw8C\n/TSoaliZV+MF21v0iAuBv1aDHnEhLT7n/zyUbtc+Ldt9eKprGjI8HlKOQkTOJZe0GZoZWlBVq4fe\nYPSY/h3ANsOjvvdPuaTtWolNhsdogtbXyT08RHTzNBoB1XUuyvC40dACwDy4oKphryA1puS9xchB\ncRg+cFKr59Wg3lF2/Z62JW1yhieAGR4iaoY86KS5DE+5PLDAgzI80WH+EATAZFJnwBMc4INAfx/k\n2TnDo77fFJGb0kgi9C7q4XGnkjYAiApTd0remzj7nLIdWlDdkCkMZA8PETVDyfA008Mjj6T2pAyP\nj0ZCeLAfANi1P9JdCIKAuKhAXCupUu5hALmHhwEPkdvTSCJ0zU5pc0RJm+1YavPn3aGkDbDu41Hj\nBZscR7IJ5qvlDA+ntBFRM1rr4VECHg/K8ABATENZm0alFRJxkYHQ6Y3KNFdAzvBwaAGR23PqPjzK\nvgPumeGRJ7WJAjqVoibvI9nU41dxShsRtaK1Hp7rN8w31J6U4QEaFw3VWiGhDC4oqVQ+pzealNey\nI9T5myJyQxpJhNFoUtLqdTrzjZojxjI3t/GouwQ7QGPA48OR1HSTRJvsJTM8RNQaqZV9eK5X1gPw\nvIBHzvCoNuCJlCe1VQMwT9MzGk2dyvBwSYzISeQdgg0GIyRRQl29ARpJ6NSKRUskySbDYzS5TTkb\nYB5aAHDTUbp5kmAztKCGY6mJqGWSKEAQWujhaRhaEOphJW3jMhKQV1SF5J6Rrj4Uh2gcTW3O8Ogb\n7mU608PDgIfISeTNz/QGI3x9JNTpDA7p3wGaZngMJvfM8PjacVwxeQfRJpivrmNJGxG1ThLFFnp4\nGkraPCzgSYgJxguPDnX1YThMY0mbeVKboeG1Yw8PkQeQMzm6hkltdfUGh/TvAE0nWRmNJrhTMiUi\n1A+ioN6GS3KcJlPaaljSRkSt00hCi0MLRFFAcICvC46KWhIerIXWV1I2H9U3ZOc6UxHDJTEiJ/Gx\nqSM2Z3gc8yfYOJYaDf91r5I2jSSizy3hCGIZEt2kplPa9NBIAqf9EVGLJElsfmhBZR3CgnzdqgKC\nGkZTR5pHU5tMJrtkeBjwEDlJY0lbw9CCeoPDVpWaZHjcrKQNAF59ZhQENwrCyDNINpvqVtXqEODn\nw3OJiFrUUoanvLIOsQ0N8uRe4qICcSm/Atcr65QFLu7DQ+QBGkdjWmZ4HNTDY7vxqJtNaQPM0+nU\nOmGGHEde4bPM8ASynI2IWiGJTTM8tfV61NQZPK5/x1vEK4MLqpTXjj08RB5AntKmMxhhMJqg0xsd\n3sNjFfBwBZxUQLSZ0lZdq4M/BxYQUSs0kgC90TrDo2w66mEjqb1FbGRjwCO/dtyHh8gDKCVteiPq\n6h23Bw9gsfGosXHjUcnNMjxEHWF5bhsMRtTWG5jhIaJWmXt4bAKeSjng8XPFIVEb4prN8DDgIXJ7\nlkML6nQGAHBghsf8vdy5pI2oIySL/aw4kpqI2sPcw2Nd0qZkeFjS5pYsR1PL/VeaTtzHMOAhchKN\n1Di0oK6+IeDx4h4eoo6wHFpQXWsOeLjpKBG1xtzDY53hKVcyPBxJ7Y6iQv3hoxGZ4SHyNFYlbQ0Z\nHj8HZXjk2MaypI09PKQGSn+ayYTqWnkPHmZ4iKhl5h6eljI8LGlzR6IoIDYywKaHhxkeIrenbDxq\nMDZmeHwdc6Mmr4IYTeYLvIEZHlIJJeAxmFDFTUeJqB2a7eHh0AK3FxsZiMoanfJaMcND5AE0zfXw\nOKqkTWBJG6mT5dACpaSNGR4iaoVGEqE3mGAyNWZ5yioZ8Lg7uY8nt7ASAHt4iDyCT0MqVm+V4XHs\nWGoDx1KTylhuqttY0sYMDxG1zHarBqCxhyckkD087iq+YTT1lYIbAJjhIfIIzfXwOG1ogYkZHlIH\nywxPlZLhYcBDRC1TKiwsAp7rN+oQHODbqb1dyLHiooIAALmF5oCnMz08rAMgchLLkjb5muusDI/B\nCAY8pAryCp+5pM2c4eHGo0TUGstx9mhYaLx+ow7hIRxY4M5iowIAAFcKzCVtzPAQeYDGoQUm52d4\njCZILGkjFbAsTZGHFjDDQ0StsdwWAgB0eiMqa3QIZ/+OW+sSHgBRFFDTsOcae3iIPIBywdU7s4fH\nPJWGJW2kFpYDOZSNR/2Z4SGilinviQ2T2pQ9eLjpqFvTSCJiwgOUj5nhIfIAGsuhBTrzjZrjMzxo\n+C8DHlIHURQgCA0lbTXs4SGittlmeK43BDyhzPC4PXlSG8B9eIg8gjK0wAlT2uRVcIPRqJS1cUob\nqYUkCjAYjKjixqNE1A5KD0/DKmDjpqMMeNydZcDDDA+RB7BcYXJ0D498cTcaTcrmoyL/2kklRFFU\nhhYIAuDnoA18iUgdLIcGAdx01JPERlpkeDpxI8N3CSInsdp41GkZHhMzPKQ6kijAYDRBV6tHgFbD\nck0ialVjD491SRsDHvcXb5XhEQBjx74O13yJnMSn2X14HLPmoPTwmCwCHt4UkkpIomAeWlCrQ4A/\n+3eIqHW2GR4OLfAc1j08LGkjcnvOzPAIggBRMK9mNZa0MeAhdZAkQdl4NEDLQgUiap3l/l0Ae3g8\nSUxEAOQCFYlDC4jcnzxdRGewyPA4KOABzH0OlhkeiQEPqYQomIcW1NTqEMAJbUTUBsspqQB7eDyJ\nr4+EqDB/AJ3r4WHAQ+QkGk3TfXh8NY77ExQb+hwMLGkjlZFEAVW1OhhNQCBL2oioDVLDjbJlD0+A\nnwa+DhocRPYV1zC4gBkeIg9gVdKmM0DrK0Fw4CABuc9BKWnj0AJSCVEScaOaI6mJqH2ay/CwnM1z\nyH08nenh4TsFkZP4WI6lrjc4bCS1TJQDHmZ4SGXkYB4AS9qIqE2WPTwGowkVVXVWzfDk3iaO7AGD\nwYRe3cJwsqRjX4MBD5GTWG082pDhcSR5dG/DPmsMeEg1LPvRApnhIaI2KD20eiNuVNXDaGL/jifp\n3S0Mzz2Y1qmvwZI2IieRU7E6vRH1zszwsKSNVMYy4GGGh4jaolEyPEbuweOlGPAQOYl1D4/e4Rke\nUbAuaeOUNlILkRkeIroJkkVJ+fUbtQCAcPbweBUGPEROYplSd0YPjyQJMJhMMDTUtLGkjdTCKsPD\nKW1E1AZNwzXDYDDiemU9ACCUGR6vwqUxIicRBAEaSUBtvR5GExxf0tawV4kytIAlbaQSksVeDNx4\nlIjaYpnhuVHNTUe9ETM8RE6kkURU1ZjH6TpjaIHRZEJDvMMMD6mGyAwPEd0EucLCYDQqJW3s4fEu\nDHiInMgy4PHzdezKtKhMaeNYalIXy83nAjm0gIjaIFn00HJogXdiwEPkRE7P8FgGPCxpI5WwPJe5\n8SgRtaWxh8eE6zdY0uaNGPAQOZFGEpQSM2eMpTZYjqVmhodUgmOpiehmWGZ4yivr4KsR4c/+P6/C\ngIfIieTNRwFXZHgc+u2InEa+eQGY4SGitjX28JgzPGHBWgisevAqDHiInEhjcaPmrAyPgT08pDJy\nhkfrK1n9TRERNUfJ8OjNY6nZv+N9+E5B5ERWAY/DMzyiOcPDkjZSGflc5qajRNQemoZR9hVV9dAb\njAgL8nPxEZGzdejdQq/X44UXXkBeXh4kScJrr72Gbt26WT1n27ZtWL9+PSRJwgMPPIAZM2bAYDDg\nxRdfxJUrV2AwGPD73/8e6enpdvlBiDyBVUmbs3p4GjI8EtP3pBJyhsdfy/4dImqbPNmxuLwGABAa\n5OvKwyEX6FCGZ8eOHQgNDcXGjRvxxBNPYMmSJVaP19TUYMWKFVi3bh3Wr1+PVatWoaKiAv/6178Q\nEBCADRs24JVXXsFrr71mlx+CyFP4ODHDI0+yUkraJAY8pA5KhsefGR4iaptcXVFynXvweKsOBTxZ\nWVkYP348ACAzMxPZ2dlWj584cQIpKSkIDAyEVqvF0KFDcezYMdx333144YUXAAAREREoLy/v5OET\neRbrHh7H3qzJq+B6vREAx1KTesjnNie0EVF7yBmekgpzhocBj/fpUMBTXFyMiIgI8xcQRUiSBL1e\n3+zjABAZGYmioiJIkgRfX3Macd26dZg8eXJnjp3I42gssiwOz/A03BTqDOaAR2IPD6mE1FCPz01H\niag95MXG8sp6AEA4e3i8TptLzJs3b8aWLVuU8X0mkwknT560eo7RaLQa72dqaJJu6eMNGzbg9OnT\nWLlyZbsO0jaDROqm5te7qvKG8u9LF3+CUJ3rsO9140YFAODc+QsAgKtXryI7u8Jh38/e1HweUMfI\n50RpaRkAoLryOs8TL8DXmGQdPRfKKvVWHxfkX0K28ZodjohcoSPnQZsBz8yZMzFz5kyrzy1cuBDF\nxcXo16+fktmRpMbV6piYGOzbt0/5uKCgAGlpaQDMAdS+ffuwYsUKq/+nNRkZGe16Hnm+7OxsVb/e\nu04dAfLyAQApyQPQ95Zwh32v/5w4DORdQ0JCdwCl6H5LAjIyejns+9mT2s8DunmW58ThSyeAC1W4\npVscMjKSXXxk5Ei8FpCsM+dC8fUaYFtjgDMsfRBuiQ2x16GRE7V2HrQWCHWopG3UqFHYuXMnAGDv\n3r0YPny41eOpqanIyclBZWUlqqqqcPz4cWRkZODKlSvYtGkTli1bBh8fliKQ9/Fx8j48QGNJG8dS\nk1pIHEtNRDdBshnaExbMkjZv06F3i0mTJuHAgQOYPXs2tFotFi9eDAB4//33MXz4cKSmpmLBggV4\n/PHHIYoinn32WQQFBeGDDz5AeXk5nnzySZhMJgiCgDVr1kCj4ZsWeQersdRO6uFRhhYw4CGVkM/l\nAH8unBFR2ywHBkmigCBeO7xOhyINURSbHSk9b9485d8TJkzAhAkTrB6fP38+5s+f35FvSaQKGidm\neORVcB2ntJHKyEMLArRcLCOitlkO7QkN0nIB0At1qKSNiDrGFVPa9CxpI5WRmOEhoptgudgYFsSR\n1N6IAQ+RE1mWtPk6uodHYIaH1Emux2cPDxG1h2QZ8HAPHq/EdwsiJ5KHFmgkwWrFyREaS9oMAJjh\nIfUYlRKPwtJqJHWPaPvJROT1JFGAIAAmEwMeb8WAh8iJ5CDH0f07AKe0kXolxofi/8zmqGIiaj9J\nFKE3GFnS5qVY0kbkRHJa3dH9O0Bjhkee0iaxpI2IiLyU3EPLDI93YsBD5ETyBVfr4/jkqmg7pY0Z\nHiIi8lLygmMoMzxeiQEPkRP5aJyZ4TF/r8YpbQ7/lkRERG6JGR7vxlsgIidyRQ+P3mAyf8ySNiIi\n8lLyImA4Ax6vxICHyIk0Lujh4ZQ2IiLydkqGhyVtXokBD5ETyQGPo/fgAZpmeCTWtBERkZeSJBGC\nAIQE+rr6UMgFOJaayInkjUf9XJLhcfi3JCIickthQVoYjSarTUjJezDgIXIiHyeWtDXp4WFJGxER\neamFjw5VppaS92HAQ+REjWOpnRDwCDYZHg4tICIiLxUe4ufqQyAXYl6PyIk0ylhqx681NG48ygwP\nEREReS8GPEROJA8r8HdiSZvOwCltRERE5L0Y8BA5UVL3cMwa3xfjhiQ4/Hs1yfCwpI2IiIi8EHt4\niJzIRyPhV3f3d8r3ErkPDxEREREzPERqJTXZh4cBDxEREXkfBjxEKtUkw8OSNiIiIvJCDHiIVErZ\neJT78BAREZEXY8BDpFLKxqPs4SEiIiIvxoCHSKVE0fznbTQ1fMySNiIiIvJCDHiIVEqyCXCY4SEi\nIiJvxICHSKVsAxxmeIiIiMgbMeAhUqkmAQ//2omIiMgL8RaISKVs991hSRsRERF5IwY8RCrFkjYi\nIiIiBjxEqmUb8EgS/9yJiIjI+/AOiEilmpS0McFDREREXogBD5FKNR1awIiHiIiIvA8DHiKVss3w\n2H5MRERE5A0Y8BCpFIcWEBERETHgIVIt2wCHJW1ERETkjRjwEKmUZQmbIAACMzxERETkhRjwEKmU\nZUaH5WxERETkrRjwEKmUZYaH5WxERETkrRjwEKmUyICHiIiIiAEPkVpJYuOfN0vaiIiIyFsx4CFS\nKWZ4iIiIiBjwEKmWxKEFRERERAx4iNTKMqsjMcNDREREXooBD5FKWU9pc+GBEBEREbkQb4OIVIr7\n8BAREREx4CFSLcsgh0MLiIiIyFsx4CFSKcmqh4d/6kREROSdeBdEpFIie3iIiIiIGPAQqZXEfXiI\niIiIGPAQqRWHFhAREREx4CFSLUEQIMc8zPAQERGRt9J05H/S6/V44YUXkJeXB0mS8Nprr6Fbt25W\nz9m2bRvWr18PSZLwwAMPYMaMGSgtLcUf/vAH1NXVKV8jJSXFLj8IETUligKMBhMDHiIiIvJaHcrw\n7NixA6Ghodi4cSOeeOIJLFmyxOrxmpoarFixAuvWrcP69euxatUqVFRUYNu2bZg6dSrWr1+P+fPn\nY+nSpXb5IYioeWLDtAKWtBEREZG36lDAk5WVhfHjxwMAMjMzkZ2dbfX4iRMnkJKSgsDAQGi1Wgwd\nOhTHjh3D3Llzcc899wAA8vLyEBsb28nDJ6LWSA1/4czwEBERkbfqUElbcXExIiIiAJhXkCVJgl6v\nh0ajafI4AERGRqKoqEh57Omnn0Z1dTXWrVvX2eMnolaYMzwGZniIiIjIa7UZ8GzevBlbtmyB0HDD\nZDKZcPLkSavnGI1G5XH5OZYsP46KisKWLVvwzTff4IUXXsDq1avbPEjbDBKpG19v+zEaDQCA6upK\nj/u9etrxkuPxnPBOfN1JxnOBgI6dB20GPDNnzsTMmTOtPrdw4UIUFxejX79+0Ov1AABJkpTHY2Ji\nsG/fPuXjgoICpKWl4ejRo+jXrx9CQkIwevRo/P73v2/XQWZkZLTreeT5srOz+XrbkXZbEWrq6hAa\nEuJRv1eeB2SL54R34utOMp4LBLR+HrQWCHWoh2fUqFHYuXMnAGDv3r0YPny41eOpqanIyclBZWUl\nqqqqcPz4cWRkZOCLL77A1q1bAQBnz55FfHx8R749EbWT3LvDkjYiIiLyVh3q4Zk0aRIOHDiA2bNn\nQ6vVYvHixQCA999/H8OHD0dqaioWLFiAxx9/HKIo4tlnn0VQUBD+67/+Cy+88AJ2794NnU6HRYsW\n2fNnISIbSsDDoQVERETkpToU8IiiiNdee63J5+fNm6f8e8KECZgwYYLV4+Hh4Xjvvfc68i2JqAMk\nBjxERETk5TpU0kZEnoElbUREROTtGPAQqVhjhsfFB0JERETkIrwNIlIx9vAQERGRt2PAQ6RicoZH\nYoqHiIiIvBTvgohUjD08RERE5O0Y8BCpmBzoMMFDRERE3oq3QUQqxrHURERE5O0Y8BCpGEvaiIiI\nyNsx4CFSMXlYATM8RERE5K0Y8BCpmNy7w4CHiIiIvBUDHiIVkzM8EkvaiIiIyEsx4CFSMW48SkRE\nRN6OAQ+RinFKGxEREXk7BjxEKsYpbUREROTtGPAQqRhL2oiIiMjbMeAhUjF5WAEDHiIiIvJWDHiI\nVIwlbUREROTtGPAQqRhL2oiIiMjbMeAhUrHGKW0uPhAiIiIiF+FtEJGKsaSNiIiIvB0DHiIVkwMe\niSkeIiIi8lK8CyJSMW48SkRERN6OAQ+Rions4SEiIiIvx9sgIhX2tfuXAAAgAElEQVSTS9kk9vAQ\nERGRl2LAQ6RiciUbS9qIiIjIWzHgIVIxSTL/iTPgISIiIm/FgIdIxeRx1BxLTURERN6KAQ+Riomc\n0kZERERejgEPkYpxLDURERF5OwY8RCqmZHhY0kZEREReigEPkYoxw0NERETejgEPkYppGqa0aSQG\nPEREROSdNK4+ACJynJGD4lBYVo2U3tGuPhQiIiIil2DAQ6RiUWH++P+mJLv6MIiIiIhchiVtRERE\nRESkWgx4iIiIiIhItRjwEBERERGRajHgISIiIiIi1WLAQ0REREREqsWAh4iIiIiIVIsBDxERERER\nqRYDHiIiIiIiUi0GPEREREREpFoMeIiIiIiISLUY8BARERERkWox4CEiIiIiItViwENERERERKrF\ngIeIiIiIiFSrQwGPXq/Hb3/7W8yePRsPP/wwcnNzmzxn27ZtuP/++zFr1iz885//tHqsuLgYw4YN\nw9GjRzt21ERERERERO3QoYBnx44dCA0NxcaNG/HEE09gyZIlVo/X1NRgxYoVWLduHdavX49Vq1ah\noqJCefzNN99EQkJC546ciIiIiIioDR0KeLKysjB+/HgAQGZmJrKzs60eP3HiBFJSUhAYGAitVouh\nQ4fi2LFjAIBDhw4hKCgIffv27eShExERERERta5DAU9xcTEiIiLMX0AUIUkS9Hp9s48DQGRkJIqK\niqDT6bB8+XLMnz+/k4dNRERERETUNk1bT9i8eTO2bNkCQRAAACaTCSdPnrR6jtFoVB6Xn2NJ/vj9\n99/HAw88gKCgoGafR0REREREZE+CqQNRx8KFCzF58mSMGjUKer0ed9xxB77++mvl8SNHjmDTpk1K\nb8/ChQsxceJEvPfeezAajTCZTPjll18QGRmJpUuXolevXi1+L9tyOSIiIiIiIlsZGRnNfr7NDE9z\nRo0ahZ07d2LUqFHYu3cvhg8fbvV4amoq/vSnP6GyshKCIOD48eN48cUXsXHjRuU5CxcuxPTp01sN\ndlo7cCIiIiIiorZ0KOCZNGkSDhw4gNmzZ0Or1WLx4sUAzCVrw4cPR2pqKhYsWIDHH38coiji2Wef\nVcrYiIiIiIiInKVDJW1ERERERESeoENT2oiIiIiIiDwBAx4iIiIiIlItBjxERETkUqyuJyJHYsBD\nRC7FGx0i73b27Fnk5+cD4PXA29XX17v6EMgNZGVl4fTp03b9mgx4yKmOHTuGgoICAHxj82bV1dXY\nvHkzSktLrTYtJu9VU1ODt99+GxUVFa4+FHKS6upqrFy5Eg8//DBef/11AOD1wIt99tln+M1vfoOc\nnBxXHwq5yIULF/Diiy/i6aefxq5duwDY716xQ2OpiW7WpUuXMH/+fHTt2hU+Pj5444034OPj4+rD\nIhc4dOgQ3nrrLcTHx6OkpAQzZsxAdHS0qw+LXGjz5s3YvXs3rl27huTkZIwfP97Vh0QOtn//fqxY\nsQIjR47EypUrcfHiRQCA0WiEKHIt1ptkZWVhw4YNAAA/Pz/Ex8e7+IjIFT777DN89NFHeOqpp/DY\nY49h165ddr0eMOAhhzGZTMpq3U8//YQJEybgmWeeQWlpqRLsWD6HvENxcTHGjx+Pp59+2tWHQi5W\nWlqKpUuXora2FgsWLMDBgwfRp08fVx8WOYFGo8Hrr7+OhIQE7N+/HwcOHMCMGTMY7HiZkpISbNmy\nBbNmzUJmZibefPNNZGdn484773T1oZET6fV6pKSkYMOGDfDz88POnTshiiJEUYTBYIAkSZ3+Hryy\nkEPo9XqrWtyTJ0+isLAQALBlyxasXbsWubm5DHa8QH5+PvLy8pSPz507h7CwMFRXV+Oll17C3/72\nN3z//fcuPEJytsrKSgBAcHCwUs7Ur18/FBcXY9++fa49OHKI69ev48UXX8R//vMfAMCIESOQkJAA\nABgwYAAiIiJQVFTkykMkJ9Hr9fjuu+9QU1ODyMhILFmyBJmZmQCA6OhoJePPsnd1y83NxT333IOc\nnBxoNBr07NkTfn5+AID+/fvj8OHDqK2ttUuwAzDgIQcoLy/HlClTsGjRIuVzDzzwAM6ePYtFixbB\nZDLh6tWrWLJkCU6cOOG6AyWHu3HjBh588EF88sknSsA7dOhQvP/++9i8eTPS0tIQEBCALVu24Msv\nv3Tx0ZIzbNq0CU899RR++OEH+Pj4oHfv3jCZTDAajejbty/i4uIA8GZHbX766Sfk5+dj48aNMBgM\nAKD8t7S0FAaDAeHh4a48RHKSl19+GUuXLkV2drbyOflcuHr1qvJ5XgPULTc3F7W1tfjwww+bPObv\n74/09HRlmIk9MOAhuysqKkJqaiqOHTuGs2fPAgDCwsIwYsQInD9/Hk899RRefPFFREZG4ty5cwB4\nYVMb+fU8f/48YmJicOPGDVy4cAFGoxGZmZlITExEVlYWpk6dioceegj9+/fHxYsXlTc9Uq9Lly6h\nd+/e2Lp1q/I5k8kEURRRWVmJb7/91oVHR/Z08uRJ5d+HDh3C3LlzER8fj5UrV1o9r3fv3jh79qyS\n3eN1QH3kio8bN27g0qVLSElJwY8//qhk9eT3jPvuuw+nTp1CdXU1yxtVRqfT4dChQygpKQEAXLly\nBW+99RbOnz+vDCgwGo0AAK1Wi0uXLqGurs7q850hLbJchifqgIKCAqxZswZ6vR5dunRBfn4+xo0b\nB19fX3zyySeYMmUKfH19ERERgW+++QZxcXFISEhAbm4u8vLyMHLkSJa2qcShQ4fw97//Hb/88gtS\nUlIAAPfccw+uXr2Kn3/+GQkJCQgNDcWgQYOwZs0aTJkyBWFhYfjmm28QFBSEwYMHu/gnIHs7deoU\nvv/+eyQmJkKv12P//v2YNGkSjh07BkEQ0LNnTxgMBoiiiD59+mD16tVIT09HREQEjEYjrw0e6MyZ\nM3jppZewd+9enD9/HiaTCTNnzkT37t2RkJCA1atX47bbbkNoaCjq6+shSRKCgoLw0UcfYfr06bzR\nVZGCggK8++67OHz4MOLi4hAbG4vk5GQkJCTg5MmTMJlM6N27t/KaV1RUoKCgAIGBgRxeoAJyn/bh\nw4fxu9/9DteuXcPmzZuRmJiI22+/HXFxcYiMjMTKlSvx4IMPQhAEGAwG+Pv74/Tp09ixYwfuvfde\nu7wPMOChDpFP4mPHjuHll19GQkICTp06hV27duGRRx5BcHAw0tPT8cEHHyAqKgq9evVCZGQkQkJC\nsGbNGly7dg3//ve/MX36dHTv3t3VPw51guW58Ne//hWTJ0/G9u3bcfXqVeUGJyYmBnv27EFwcDBi\nY2MRExOD+vp6ZGVlYevWrbh48SLuvvtuvsGpiF6vx2uvvYbPP/8c+fn5+P777xEREYH7778fMTEx\nqKmpwZ49ezB27Fj4+vrCYDDAx8cHBQUFOHXqFEaNGsVgx0Nt3boVYWFheP3112EwGPDWW2/h9ttv\nR1BQECIjI5GXl4evvvoK48ePV+rzIyIicOHCBfTu3RshISEu/gnIHqqqqrBw4UL0798f/v7+ytSt\nYcOGITY2FhcuXEBubi4iIyMRGRkJAPDx8cGXX34JPz8/9OnTx279G+Qa8jV8w4YNGDlyJJ5//nkY\njUasXbsW48aNg7+/P3r16oXdu3cjPz8fQ4YMUYLfjIwMfPnllxg3bhw0Gk2n3w8Y8FCH1NbWwsfH\nBydPnkRZWRkWLlyIcePGYfXq1QgMDETPnj0hiiLCw8OVyB0AevbsiREjRqCmpgZPPvkkBg4c6OKf\nhDpLp9NBkiTs3r0bQUFBeOSRR5SSxqqqKiQmJiIqKgolJSXIycnB4MGDERAQgIyMDAwdOhRarRbP\nP/88gx2VMRgM+PLLL/HKK69gwoQJKC0txYYNG3DPPfdAkiQEBgYiJycHBQUFSElJgSiKEAQB9fX1\niI2NRWJioqt/BLoJn3/+OYqLi5Wpa0lJSejVqxd69OiBy5cv49///jcmTZoEo9GIXr16YevWrYiP\nj8fPP/8Mo9GI+Ph4jBkzhsGOChQVFSEwMBD5+fnYtWsXXn75ZaSnp6O6uhonT55EaGgoYmJiEBAQ\noDSs9+nTB9evX0doaCgiIyMxdOhQ+Pv7u/pHoQ4qLCzEunXrUFZWhq5duyr9OmlpaRgwYAAOHTqE\noqIipKWlQRAEJCcnY+nSpcjIyMC2bdsQEhKC6OhoTJo0CT4+PszwkPOdPHkSf/vb35CVlYW4uDjU\n19ejvLwc3bt3R3BwMMLDw7F161aMHj0aWq0Wffr0wbfffosjR47g22+/RW1tLQYPHow+ffogKCjI\n1T8OdcIXX3yBRYsW4cyZM9DpdBg4cCD27NmDESNGIC4uDtXV1Thz5gyCg4MRHx+P5ORkfPPNN/j2\n22+xfPly3HLLLejRowdvbFVk27Zt2L17N6qrqxEfH4/169dj2rRp8PPzQ48ePXDkyBFcvHgRQ4YM\ngVarRUREBL744gsUFRXh9OnT6NOnDxITE3lOeJCff/4ZzzzzDKqqqvDZZ58hPDwcJpMJR44cUfZT\nGjlyJN59910MHDgQ8fHxCAoKwpEjR/DGG28gPDwcd9xxh7JVAcsYPde5c+ewaNEi7NmzB+fPn8ft\nt9+OXbt2ITg4GImJiQgKCsLVq1eRm5uLtLQ0REVFob6+Hrt27cJ7772HiooKDB8+HLGxsfD19XX1\nj0MddPz4ccyfPx/du3fH4cOHUVVVhaqqKhiNRsTGxiIkJATdunXDypUrcffdd8PPzw8RERHYsGED\nNm/ejGHDhmHs2LHK15NLnjuLhbLUboWFhXjjjTdwxx13ID4+XlnRu3HjBnJzcwEA48ePh8lkwvbt\n25U3LT8/P+zduxdpaWm46667XPkjkJ2cOXMGH330EX77299izJgx2Llzp1KO8tVXXwEARo0aBaPR\nqExnKy4uxnfffYe8vDz8+c9/xsiRI135I5Ad6fV6LFu2DJ9//jn69u2L3//+9ygsLESPHj2wdOlS\nAOapOw899BC+++47lJSUwM/PD9XV1Th16hT+85//YNCgQdBqtbzZ9TD79+9HWloaXnnlFfzhD3/A\n+vXrMXPmTOTk5ODw4cMAAEmSMGPGDHzzzTcAgFdffRUVFRX4+9//jhdeeAEBAQHK12P/jud6++23\nMWbMGLz++usoLS3F2rVrMWvWLGUUebdu3dCzZ09UVFSgvLwcAPDll1/i3LlzePTRR/Hss8+68vDJ\nTvbt24ennnoKzz//PCZPnoxz587hzjvvxIULF3Du3DnU1taif//+6N69O9avXw8AeOuttzBy5Ehs\n3boVDz/8sNXX41hqcrr9+/cjJiYGd955Jx544AEcP34cI0eORFRUFL777jtcvnwZADB37lzs3r0b\nAPDJJ58gOTkZe/fuxb333uvKwyc7On78OEaPHo3U1FT06dMHoigiMTERt9xyC3JycnDhwgUEBgbi\nlltuwRdffKH8P/PmzcOHH37I4QQqo9FocPLkSTz77LOYMGECnnjiCaxevRoLFizA9u3bUVBQAACI\niYlBt27dkJ+fj5KSEqxcuRK//vWvsWHDBpa3ehh5qlb37t3Rv39/mEwmDB06FAEBAfD19cXs2bPx\nwQcfKAseWq1W6decPXs2li1bhsGDBysjyclzmUwmXLlyBV26dEFmZiZCQkKQlJQEX19f9O3bF6Io\nYtOmTQCAlJQUHD58GJIkIS8vD2lpafj0009x3333ufinoM6SrwndunVTStTHjBmDU6dOoUePHkhN\nTcXx48dx6NAhAMCwYcPQq1cvAOb7xj/96U+Ijo6GwWBwyORejd2/IqmGTqeDj4+PssvtxIkTMWDA\nAADmBtOwsDAAwN13341NmzZh69ateO6551BaWooRI0YAAKZNm6aUKpB63HbbbcqeGXFxcSgpKUFI\nSAhGjhyJwsJC/PWvf8Xy5ctRV1enTGvjztnqVVVVhTlz5ig3tLfccgsMBgMiIiIwadIkvPrqq1i6\ndCliYmJQUFCAqKgoREZG4qOPPuKKvgcxGo3K6yVn4saMGaM8fubMGdy4cQOCIOChhx7C5cuX8f77\n78PHxwfHjh3DU089BQDo0aMHACjvLczqeTZBEBAbG4tnnnkGMTExAIBr164hOjoa3bt3x4wZM/DS\nSy9hyJAhSk9HXV0d4uPjMXPmTBcfPXWG/DdsGaBYvqaHDh1Sgp+pU6fiq6++wrp16/Dll1/i1KlT\nWLx4MQAgKioKgPka46hBFXynoWbJNfVAYzrR398fSUlJAICysjIUFBRAq9UiMTERDz74IAwGA556\n6in84x//wK233goADHY8XEurrwkJCUoP1pkzZ+Dn54eYmBjExMRg3rx5iIyMxHPPPYejR48ys6dC\ntudEYGAgxowZo5wTp0+fVq4bf/zjHxEQEICXX34Zc+bMQXx8PIKDg5W9d8hzyK/XhQsXUFNT0+Tx\nM2fOIDMzU/n4iSeewEMPPYSgoCD89a9/xe233271fE7g8ky2+ySZTCb4+PgowQ5gHkednJwMwLzZ\n9COPPIINGzZgyZIlmD17NqKjo516zGRf8nuA/DdcXV2tjJS2fDwnJwfjxo0DAAQEBCAzMxOLFi3C\nqFGjsGXLFvTv39/q6zryPYEZHrIir+DduHED+/btw8GDBzFp0iR0797dahXu66+/RnJyMiIiIlBb\nW4uKigosWLAAFy5cUFKU5PkEQYAgCLhy5QpEUUTXrl2Vx+Rx1NnZ2Rg4cCAkScK5c+dQVlaGl19+\nGeXl5QgNDXXh0ZM9FRcXo6qqCt27d4coiqivr1caiy1X/uvr63HixAm8+eabAIC6ujr86U9/Qn5+\nPq5fv46MjAyX/Qx08+QVXMC8aeS7776L0tJS/PnPf1amaMnXgoKCAowZMwYXL17E8uXLMXHiRIwf\nPx6//vWvATQOJGBGxzPJ54IkSaipqcGPP/6I9PT0Jq9nbm4u6urqkJ6ejvLycuzevRsPPvig1XWC\nPJv8Ov7www9Yu3atMpVN/rz838rKSvTu3RtZWVnYsGEDpk6divHjxyvVAJbXF0djwEMAGt+w5JPU\n19cXGzduRHJyMubMmaM8BzDfBPv6+iIjIwPbt2/Hxx9/jGnTpiElJYXBjgrI54LRaITRaMSyZcuQ\nlZWFnj17YtKkSVYruACUm961a9fiq6++wuzZswGAwY7KLF26FL169cI999yDtWvXIj8/H6NHj8bU\nqVOtbmLKysqQmJiILl264K233kJOTg7efPNNXhs8jHxzKkkS6uvrIYoiLl++jOPHj2POnDkICQlR\nniPf8B44cAAnTpwAAIwdO1aZ0gaAGT0PZnkuAOZpra+88gpqamowd+5cjB8/HqGhocrzDAYDdDod\nduzYga1bt2LAgAHQ6/XM6KmIwWDAq6++isLCQtx222347//+b+zbtw9jx46FXq+HRqNRhtKcO3cO\nQUFBmDNnTpNhRc48JxjwkNWqy9GjR7Fz505MmzYN8+fPR1lZGc6ePYuhQ4dareIcPHgQn3/+OaZN\nm4aXX34ZvXv3dtXhk53Y3ryIooji4mL89NNPWL16NW7cuKFsDgc01vD/+OOP2L9/P+6991787//+\nr9XEJfJsRqMRJpMJkiTh3nvvxaefforc3FxER0dj9OjR+OCDD6DT6TBz5kzlTc7f3x+ffvopcnJy\nMGbMGCxfvhyBgYGu/lHoJsnvCZ9//jmWLVuGsWPHol+/fvjVr36FPXv2YPLkydBozLcQ8irt8OHD\nUVlZifnz5zfJ/jCr47ksA9UFCxbA19cX7777LnJzc7Fjxw5lWIH8vJKSEpw/fx779+/HH//4Ry52\neDj5bxgwT+TMysrCsGHDUF5ejkcffVTZLPQvf/kLxo4dC41GA4PBgICAAAwcOBCxsbF47LHHmv16\nzsR9eLxUfn4+jhw5grCwMPj5+UEQBGzZsgWrVq1Ceno68vPzceeddyInJwf5+fno3bs3/P39lXno\n3bt3R3p6Oh5//HFERES4+schO5AvQEeOHMHBgwcRGhqKwsJCXL16FcOGDUNUVBQkScLVq1eh0WiU\n/qzAwEDcf//9mDhxInu2VERekRVFEZWVlUhMTMSlS5dw/PhxzJ49G2lpaYiNjcXy5csxffp0JdNX\nWFiI4OBgPPPMM5g4cSL30/AQR48eRXBwMLRaLQDg6tWrWLJkCcrKyvDcc8/Bz88PO3bswKBBg1BT\nU4P8/HwMHDjQqsk4NTUV48aNg4+PD8vXPFhz+54sW7YMZ8+eRWZmJj7++GM89thjSEhIwOnTp1FU\nVISuXbsiODgYgHkrioyMDDzyyCO8P1ABy7/h7Oxs7NixA5WVlQgMDERZWRmSkpKQkpKC9evXQ6fT\nIT09XXn/yMzMRFpaGgDXl7Qy4PEyRqMRy5cvx7Jly5QNv7KzszF69GgcOXIEEydOxH333YfBgwcj\nKCgIoiji/PnzqKiogCAI6NKlCwDzlDZmdTxbWVkZNBqNcrOi0+nwzjvvYNeuXYiLi8O6deuQnp6O\nPXv2ICEhAQkJCaisrMSGDRswaNAg+Pr6QhAExMfH801NJa5du4Y9e/YgKSkJoiji2rVr+OMf/4gj\nR44gNzcX06ZNw9GjRxETE4PY2FgkJibi+++/h8FgQN++fQGYSxmHDRvGc8KDFBUV4Ve/+hWys7MR\nFhaGHj16QKvVYs2aNYiOjsa0adOQkJCA69ev4/jx4xg/fjz+9a9/YdiwYVYbSMsZH/ZqeCaDwYCl\nS5fi0qVL6NevHyRJwpkzZxAVFYWAgAC8/vrrWLBgAbKysnD9+nXlPuHo0aPQ6XRISkqCIAjw9/dX\nJnOR57Fd/Lhy5QrWrVuHtLQ0REdHo7i4GEVFRQDM9w2SJKFr167Izc3FZ599hgcffBBarVbJ5Mjt\nEK6+JjDg8TJ///vflYbSO+64AyNGjMCaNWsQFRWFI0eOoKKiAiNGjIDRaMTZs2dRXV0NPz8/rF69\nGv7+/khLS+OKnYczGAxYtWoVVqxYge+++w45OTno0qULwsLCsH37drzzzjvIz8/HF198gblz5yIg\nIAB79uxBZWUlsrKycOLECUyZMoXZHBWRz4lVq1YhKSkJ/fv3R1lZGZYsWYLJkydjzpw5mDt3LsaN\nGwdJknDy5EmEh4cjPj4e27Ztw5133smpSx5Mr9fj0KFD6N+/P77++muIoogBAwYgLCwMBw8exK23\n3org4GCIoogLFy4gIyMDJSUliIyMRFxcXJOvx/cIz/TPf/4TO3fuRG1tLWJjY3H06FHs2LEDAwcO\nRK9evfDTTz/hu+++w29+8xu8+uqrmDp1Krp27YqLFy8iPDwcvXr14mvv4Vpa/HjnnXcQHh6uLIZd\nuXIFkiQhICAA27dvx65du9CvXz/U1tYiNzcXw4YNU84Fd8n0MuDxIvX19XjvvfeUWfnV1dUIDg5G\nWFgYsrKycO+992LVqlVISUlBbGwsPvnkE+j1ekyfPh0TJ07Ebbfd5hYnLXXc119/jaeffhr9+/fH\nH/7wB6SmpiI/Px//+Mc/kJSUhEOHDuHNN99EUFAQ/ud//gcGgwEpKSmIjo7GwYMHodPpsHDhQvZk\nqIh8TiQlJWHBggVIT08HYH6T+vbbbyEIAj7++GMMHToUs2bNQv/+/bFv3z7s378fBw4cQGBgIO69\n914GwB7KZDLBz88PBw8eRGRkJCZPnoy1a9dCkiTcfffdOHjwIE6fPq0EQxcvXsSvfvUrDB8+3Gpq\nI3m+gQMH4oEHHkBOTg5qamoQFxeH6upq5OfnIyUlBUOHDsXixYsxY8YMFBQUYNeuXbjrrruQnJyM\nvn378v5ABVpa/AgNDcXWrVsxcuRI9OjRA1lZWbh27Rpuv/12pUfrySefxPnz55GamqrsteVOGPB4\nEUmSsH//fmU/HXnDt549e2LdunVISUlBcnIydu3ahU8//RS//PIL7rrrLsTFxSkNqOTZzp49iwMH\nDmDp0qXw8/NDaGgoBgwYgLy8PHzxxRdKULto0SIEBATg7bffhiiKGDlyJEaNGoXMzEz4+fm5+scg\nO5LPiXfeecdq4ERubi7Onz+PAwcO4Nlnn8XMmTPx2WefQZIkxMbGQqfT4fHHH2e2z8PJN6k1NTWo\nqanB9OnTcfnyZaxfvx5GoxHTpk3Dhg0bcPHiRZSWluLRRx9FdHQ0RFF0WfMxOYZer4coiggICMDe\nvXvRt29f+Pn54fz584iJiUFcXByOHTuGHTt24I033oC/vz8SExNdXqpE9tHa4sc999yDAwcOoKSk\nBIMHD8aPP/6IwsJC9OjRA4MHD8aFCxewZMkSSJKE2bNnu+V7AgMeL2IymVBYWIiioiL07dsX/v7+\nqKqqgq+vL65fv47z589j7ty5yMjIQEhICObPn99suQJ5rp49e+LcuXP44YcfMHz4cJhMJmg0GoSH\nh+P48eMYNGgQ8vLy8OmnnyIrKwuXL1/GlClTEB4ezjc1lZLPiR9//BHDhg1DYWGhMoEpJiYGAQEB\n6NatG7p164bVq1ejd+/euPXWWzFixAilSZk834kTJ3D48GEcOXIEJ06cwLx58/Dxxx/Dx8cHVVVV\nCA0NxZ///GdER0dz8ppKydf42NhY/PTTTygoKEC/fv1QWlqKo0eP4vLly4iJiUGvXr2QkZGBxMRE\nFx8x2VNrix8mkwlTp07Fzp07sWzZMuj1ejz//PMYOHAgtFqtsqnorFmz3DLYARjweBVBEBAYGIgT\nJ06gvLwc/fv3VyYo7d69G6NHj0bXrl3h5+eHnj17uvhoyREEQUDXrl2xZs0a3HrrrcpeOVVVVdi3\nbx/mzZunzMkPCQnB//2//xfh4eGuPGRyMPmcWL16NXJzc7Fp0yYkJibimWeeQVJSEmpqavDhhx/i\nk08+wYABAzBjxgxXHzI5QFxcHBYvXoz09HS8/fbb6NevHwYNGoSuXbvi7rvvxooVK9C7d2/ExcVx\n8UPF5Ela3bp1w6ZNm3DrrbdiyJAhOHDgAPLy8vDkk09ixJnqc4YAAAJZSURBVIgRrj5McqDmFj82\nbtwIk8mEu+66C3fddRcefvhhBAcHKwMJIiMjERUV5eIjbx334fEyvXr1wtChQ/Hhhx+ioqICSUlJ\n2LhxI4xGI7p3784SBS+QlJSEMWPGYNmyZXj99dcBAPHx8aivr0dlZSUiIiIwZcoUFx8lOVNSUhJu\nu+02bN26Fbt371am80iShLvuuguDBg1CQEAAwsLCXHyk5CjBwcG47777MGnSJADmG9/k5GTl8QUL\nFqBfv34MdlROFEUUFhYiNjYW3bt3x5kzZ5CcnIy//OUvyhQ+Urfx48fjjTfewKxZs7Bp0yYAQO/e\nvVFRUYEhQ4Yoz/O0aYw8e73QuHHjEBQUhO+//x4bNmzAuHHjMH36dFcfFjnR7NmzMX/+fJw+fRrR\n0dFYtGgRkpKSOErYiz388MM4duwYzpw5g9TUVNTX1ysZYI6YVT8fHx+cOXMGOp0OQGN5k7wINnbs\nWBceHTlLQUEBXn31VdTX16OqqgrTpk0DAAY7XqS5xY8BAwY0eZ4nBTsAIJjkfBR5JWZ0vNfmzZux\naNEijBgxAlOmTMF9993n6kMiF9u8eTM2btyIrVu3uvpQyAVKS0u56EEoLS3FkSNHcPvtt3PjYC9k\nMpkwZ84c/O53v1M2DVUDBjxEXqqurg5btmzBzJkz+aZGAMznxPbt2zF9+nQ2pXsxLoQReTc1Ln4w\n4KH/164d2wAAwzAMy/9XZ84BHSqQX8gwAAAcpfHjrwMeAADwXCV2ZgQPAAAQJngAAIAswQMAAGQJ\nHgAAIEvwAAAAWYIHAADIWjWkhoIE49TyAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f63dbacea90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bt_returns.plot()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.14140644478845052"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"empyrical.beta(bt_returns,bm_returns)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Graphiques PyFolio"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"benchmark_rets = bm_returns"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA+QAAAI0CAYAAACUFOOKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBeQiIiIiIiIiLqCAXERERERERMQF/j9EcqoN3B4lkAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f63db5427b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Rendements cumulés\n",
"plt.subplot(2,1,1)\n",
"pf.plotting.plot_rolling_returns(bt_returns, benchmark_rets)\n",
"\n",
"# Rendements non cumulés, quotidiens\n",
"plt.subplot(2,1,2)\n",
"pf.plotting.plot_returns(bt_returns)\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABCcAAAF3CAYAAACWgyH0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8TXf+x/H3vVmRoIjEUm2H+lmKEold1BZLqVAatZRq\njVGl7ZQOVTGW2qpK0VbVqLQV1aD2KK3SGhrRqqHakS6WEGsSJJrt/v6InElkJ8lJrtfz8cjD2e73\nfM698b3ffM73fL8Wm81mEwAAAAAAgEmsZgcAAAAAAADubiQnAAAAAACAqUhOAAAAAAAAU5GcAAAA\nAAAApiI5AQAAAAAATEVyAgAAAAAAmIrkBEqEwMBA9enTx7Tzr1+/XsOHD7+jMi5duqQvv/yykCIC\nYE/q1asnf39/devWTR06dNCoUaP0ww8/GPvffPNNrVmzJtcyvvnmG507dy7bfR9//LEWLVokSerY\nsaMOHTpUoPgy1l8//vijnnnmmQK9/na9/PLLeuSRR/Ttt98Wy/nSbd26VdevX5ckTZw4Ue+++262\nx9WrV0/R0dFFEsPatWuLpFwAJUe9evU0bty4LNsnTZqkevXq3VHZP/74o3755RdJubdjhwwZok2b\nNt3RuXKS2/dSUbt+/bp69eqlyMhIrV27Vl26dNHgwYN17do145hDhw5pzJgxxnpISIgmTJhgRrjI\nJ5ITMN2JEydUvnx5VatWTYcPHzYtDovFckev379/P8kJANmyWCwKDg7W9u3btXv3bvXp00ejRo3S\nwYMHJUkvvfSSnnjiiVzLWLlypc6cOZPtvkGDBmns2LG3HV/G+qtx48Zavnz5bZdVEFu3btWqVavU\npk2bYjlfurfffjtTAzYnd/q9kJOUlBTNnTu3SMoGULL8/PPPRjJUkpKSknT06NE7rl9CQ0N1/Phx\nY72o6qvc5Pa9VNTmzZun3r1764EHHtD777+vzZs3q3379goNDZUkpaamau7cuZo0aZLxmsDAQJ09\ne5b2eglGcgKmW7dunbp3765evXpp/fr1xvYzZ86obdu2Cg4OVq9eveTn56dt27ZJSssQjxs3Tq++\n+qr8/f316KOPKjIyUlLWDHHG9V27dqlXr17y9/dXv379MlXq2fnuu+8UGBioF198UePHj89URpcu\nXTRixAjFxMTo2LFjmj59unbs2KG///3v+u6779S1a9dM5aSvL168WK+99poGDBigVatW5Xot3333\nnfr27atHH31UPXv21Pbt2+/07QZgApvNJpvNZqx369ZNzz33nObPny8p8937jz76SD169FD37t01\nYMAAnThxQgsXLtT+/fs1fvx4bdu2LUs9kr6e7t///rcCAgL0yCOP6K233pKkHOuln376Kcf6KzEx\nUUFBQerWrZt69uypOXPmGNfRsWNHrVmzRv3791e7du00Z86cbK/97NmzGjFihLp166ZevXrp888/\nl5RWN6empuqZZ57Rnj17Mr1m/fr1Gjt2rNGz4umnn9bBgwcVGBiotm3bGr0ObDabFixYoO7du6tH\njx6aOHGibty4YZS/cuVKPfnkk2rfvr3+/ve/S0q7Y/nbb79p6NChRg+TmJgYjRw5Uo888ohGjBih\n+Ph4I5bU1FS1bdtWR48eNbZ99NFHev7557Nca8eOHbVkyRJ1795d586dU3R0tEaNGmX0mtm7d68k\n6emnn9bVq1fVo0cPnT59Oktvl/T1M2fOqF27dpo1a5aGDBkiKe1O7Oeff66AgAC1a9dOK1eulCTF\nx8drzJgx6tGjh7p06aIpU6YoJSUl288EQPFp0aKFvvjiC2P9m2++UaNGjTIds23bNvXq1Us9evTQ\nsGHDdOrUKUlpbcbp06drzJgx6ty5swYMGKCLFy8qJCREn3/+ud544w2jDrDZbJo+fbr8/f3Vq1cv\nnThxItM5xo4dqxUrVhjrv/zyi1q1aqXU1NRMx02cOFGzZ8/WY489prCwMCUlJWnGjBny9/dXp06d\ntGzZMknK8r10ay+0jOu31o051c+StGDBAnXr1k3dunXTsGHDdOHChSzvaXR0tMLCwvTkk0/q4sWL\nqlSpklxcXNSgQQOjDR0cHKwOHTqoevXqmV777LPPavHixbl8YjATyQmYKjU1VTt37pS/v786duyo\nPXv2KCkpydgfExMjBwcHbdq0SRMnTjQa2ZK0Z88eDR48WGFhYfL19dWHH36Y67lSUlI0adIkzZw5\nU2FhYerYsWO+7lz99NNPGjhwoObNm6dz585p0qRJeuutt/TFF1+oRYsWmjJliho0aKDBgwfL39/f\n+GPj1gx2xvU9e/bo/fff19ChQ3O9lvSM7+bNm/XOO+9o586decYLoHTo2bOnfvzxRyUmJhrbrl+/\nrkWLFik0NFTbtm3TiBEj9PXXX2vcuHGqWrWq5s+fr+7du0vKWo9kdOzYMa1fv16hoaFavXq1fv75\nZ0nZ10v169fPsf5auXKloqOjtW3bNq1bt04HDx7U5s2bjdcfPHhQa9euVWhoqIKDg7N9BOK1115T\ny5YttX37dr333nuaMWOGoqKiFBwcLCmtAdm+ffssr/v22281duxY7dixQ5GRkVqxYoVWr16tGTNm\naMmSJZLSel7s3btXGzZs0NatWxUXF2c01CXpq6++0sqVKxUWFqb9+/fr+++/1+uvv26ct1mzZsa5\n5s+fr127duny5ctGXWuz2WS1WtW9e/dMSe+dO3eqR48eWT9UyXi/vLy8FBQUpIYNGyosLEzvv/++\nXn75ZcXGxur111+Xo6Ojtm7dqpo1a2ZbTrorV66oQYMGxvslSZGRkVq/fr2WLl2qBQsWyGazaf36\n9Spfvry2bt2qsLAwOTg46L///W+uZQMoerfWH5s3bzbqcUmKiorSlClTtHTpUm3dulV+fn6aMmWK\nsT8sLEyTJ0/Wzp07ValSJYWGhiowMFCNGjXShAkTNGzYMElpj3k8/vjjRlsyY10oSb17985Uf6e3\nv63WrH8O7t+/X5999pn8/f21atUq/frrr9qyZYu2bNmi7du35/i9lJuMdaOUff184sQJbd++XVu3\nbtX27dvVpUsX7du3L0tZu3btkre3t8qVKyer1WokzVNSUuTg4KCLFy9q06ZN8vHx0ahRo4y6V5La\ntGmjP/74w0gAoWQhOQFT7d27V40aNVLZsmXl6uoqX19f7d6929ifkpKivn37SpIaNmyos2fPGvvq\n1Kmj+vXrS5IaNGigqKioXM/l4OCgffv2qXHjxpIkb2/vfFVM6XFJ0pdffqlGjRqpdu3aktK6h335\n5ZeZ7ojmR5MmTVShQoU8r6Vy5crasGGDfv31V9WqVUtvvPFGgc4DoORyc3NTampqpscLXFxcZLFY\ntHbtWl26dEn+/v4aMWKEsT9jXXNrPZJRr169JEmVKlWSj49PpvEtCuLrr7/WgAEDZLFY5OLiol69\nemUaH+LRRx+VJFWtWlVVqlTJ8uxxcnKy9u3bp4EDB0qSqlevrhYtWmj//v3ZXlNGderUUa1ateTk\n5KT77rtPbdq0kcViUd26dY07aV9//bUCAgLk4uIiSerbt2+m+Pz9/eXs7KwyZcro/vvvz/QdkvG8\nfn5+cnd3l9Vq1YMPPpjlOnr27KmtW7dKkmJjY3X06FE98sgj2cadvj0hIUFff/21ce333nuvmjdv\nnuk7Lj9SUlLUuXPnTNsee+wxSWnfi4mJibp06ZIqV66sH374Qd9++62Sk5MVFBR0x8+0A7gzFotF\nLVq00IkTJ3T58mX9+eefOnz4sFq2bGnUQfv27VPLli117733SpL69++v7777zuj51Lx5c+MP+vr1\n62dq72asx2rXrm20JevXr5+lHmvfvr1Onjyp33//XVLuSdZWrVrJyclJkrR9+3Y9/vjjcnR0lKur\nqx577DHt2LEj2xhyc2udmV397O7urpiYGH3++eeKi4vToEGDjPouoyNHjhi9T6pUqaKrV68qNjZW\n4eHhatiwoebMmaMXXnhB8+fP1z//+U917NjRuPHn4OCgBg0a3Pb3IoqWo9kB4O62fv167dmzR76+\nvrLZbEpJSVFcXJy6dOkiKa0CcXV1lSRZrdZMXc/c3d2NZQcHhyzd0rLz4YcfasOGDUpKStKff/6Z\nr+fzKlasaCxfvXpVhw8fNipzm82mChUq6MqVK/m74Jtu/YMip2uZNWuWli5dquHDh8vV1VUvvfSS\n/P39C3QuACXT6dOn5ejoqPLlyxvbHB0d9eGHH+qdd97RokWLVK9ePQUFBenBBx/M8vqcEhNSWlIi\nnbu7u3HHqKAuX76cKb7y5cvr0qVLmcpOZ7VaszxGEBMTIyktEZNTGTkpV66csezg4GCsZ6wjb42v\nQoUKBYovXcb4svs+efjhh+Xs7KzvvvtOUVFRatu2rfHddKv0z+Xq1auy2WxGzxabzaaEhAS1atUq\nz2vPKOO13xpv+h3DlJQUdevWTXFxcVq4cKF+++039e7dW//4xz+MPzAAmMNisahLly7atm2bKlWq\npDZt2sjBwcFog95aj7m5uclmsxn1Z37bu3nVY87OzurSpYs2b96sfv366cKFC8bNt1tl/H6Ji4vT\nG2+8ocWLF8tmsykpKUlNmjQp4LuQe9s3vX729PTUokWLtGLFCk2fPl2+vr6aOnWqkZxJd+nSJaPn\nmyT9/e9/16BBg/SXv/xFvr6+SkpKUtu2bRUUFCRPT0/jcbh0lStXztf3EIofyQmY5urVqwoPD1d4\neLgcHBwkpd0h8vPzK/Af+xk5ODhkaoCmN8q///57LV++XKGhoapWrZr27duX6Rnt/Khatapat26t\nhQsX5nrcrY3g9C+YgqpUqZImT56syZMn69tvv9WYMWPUvn17lSlT5rbKA1BybN++Xb6+vnJ0zPxV\nXK9ePS1cuFDJycl6//33FRQUpE8++aRAZWdMRsTGxqpixYq3VS9VqVIl03ExMTGqUqVKvuO45557\nZLVadfXqVaMhWtAyChpf5cqVC6XsW/Xs2VPbtm3TuXPnjB59ualcubIcHR21bt26LImMWweQu/UP\nibi4uNuKccCAARowYIDOnz+v559/Xhs2bFD//v1vqywAhadnz5568803VblyZT355JOZ9lWpUiXT\nXfzY2FhZrVbdc889RRLHrFmz5Obmlu+bXVWrVtUzzzwjPz+/XI/L7jvmvvvuK3CMLVq0UIsWLXTj\nxg3Nnj1b8+fP17x58zIdc2tvjU6dOqlTp05KSUnRwIED9fbbb0uSUa+mP6KHko9PCabZtGmTWrZs\naSQmpLQGWrt27Yxn4gr6uIQkeXh4GM9Xf//99zp58qQkGd1ePT09lZCQoHXr1ikhIaFA52jTpo0i\nIiKMx0F+/PFHzZw5U1LaHc/0BmXVqlV14cIFXb58WSkpKZme8cuv5ORkDRkyxOi+3KBBAzk7O2d6\nvwCUTtu3b1dwcHCmQcCktAHKxo0bp6SkJDk6Oqphw4bG3TUnJyddvXo1X+Vv2bJFNptNly5dUkRE\nhLy9vXOtlzLWXxn5+fnps88+U2pqquLj47Vx40Z16NAh39fp4OCgNm3aKCQkRJJ08uRJRUREqHXr\n1vkuIzvp9bafn582btyoGzduKDk5WWvXrs3xcYuMHB0d8/1epuvZs6e++OIL/fDDD3k20qW0a2/f\nvr2RWEpISNCkSZMUHR0tR0dH4z2V0r630gdo3rp1a6ZxSPL7HbV06VJjlPqqVauqZs2apozeD+B/\n0v//Nm3aVBcuXNB///tfo7dC+r70tuXp06clpU132aZNmzz/mHZycipwIrN169aKiYlRcHBwjo90\n3KpTp0769NNPlZqaKpvNpnfeeUfffPONEUN6XZqx/X3q1KkCT2ktpY3/M23aNNlsNrm6uqpevXrZ\n1mOVK1fO9kbmypUr1bVrV3l6ekpKS5CfPXtWP/74o/FItpTWWyVjD0OUHPScgGk2btyY7UBunTp1\n0rvvvquOHTveVsNq+PDheumll4zHRdKnqGvfvr1Wr14tPz8/1apVS5MmTdKRI0c0ZswY4zGSvFSt\nWtUYNTk5OVnlypUzpihq06aN/vWvf6l///5au3at+vbtqz59+qh69erq06ePUWHnl6Ojo/r3769h\nw4bJYrHIYrHotddek7Ozc8HeEACms1gsGjp0qKxWq65du6Y6depo2bJlatCgQabj6tatq5o1a+rR\nRx+Vs7OzypYtq6lTp0pKez73hRde0Lhx4/I8V6NGjfT444/rypUrGj58uNEo69evX7b1Usb6K31m\nIkkaOnSozpw5o549exoDQ6bfbctt0N+M/vnPf2ry5Mlat26dnJ2dNXPmTKPhmN86Pqdzde/eXf/9\n73+NngwtWrTQ4MGD84yvW7duCgwM1IwZM/J93rp16+qee+5R/fr1c6yHbz3n1KlTNWXKFK1du1YW\ni0W9e/eWp6enbDabmjVrpkceeUTvvfeeRo8erSlTpmjNmjXy9/dXnTp18rz2W9cfe+wxTZw4UcuX\nL5fFYlGTJk2yfVYbQPHJ+P+1a9eumWYCSt/n6emp6dOn629/+5tSU1NVo0YNTZ8+Pc+yO3furHnz\n5un06dOqW7duvmKwWq3q1q2bdu3alemxiNwMGjTI+B6QpIceesgYhDPj99ITTzyh5557Tv7+/mrY\nsKG6deuWbQy5rfv4+Gjz5s3y9/eXi4uLKlWqZNwEzKhRo0aZxi6S/jeDx+rVq41tL7zwgp566im5\nu7tr6dKlktJ6Uxw9ejTbcmE+i+12bk0DAOzO3LlzdejQIaWkpGjkyJGZknb79u3TggULjLvBo0eP\nNjFSwBwjR47U4MGDs51dBABKg+XLlysmJkYvv/yy2aHctvTH63bt2lXgR52/+eYbzZ8/X+vXry+i\n6HAneKwDAKADBw4oMjJSISEhev/9943pFtPNnDlTixcv1urVq7Vnzx5jHnHgbhEREaGoqCgSEwBK\nrcuXL+vTTz9VYGCg2aHcES8vL3Xu3LnA4zFJacmZ5557rgiiQmHgsQ4AgHx9fY3RtytUqGCMx2Kx\nWHTq1ClVrFjR6IrfoUMH7d+/P9Pzm4A9mzRpkr7//vssg7IBQGmxZs0a4zGymjVrmh3OHZswYYIG\nDRqkRx55RH/5y1/y9Zq1a9fKw8Mjy/TMKDl4rAMAkMmaNWt06NAhzZkzR1LawLIrVqwwRr/+7LPP\ndOrUKb344otmhgkAAAA7Qs8JAIBh586dWrdunT744ANj26057PQeFQAAAEBhsbvkREREhNkhAIDB\n29vb7BDybe/evVq2bJk++OADubm5Gds9PT2NKW2ltBGxPTw88iyP+hhASVKa6uPCZtNXZocA5Ono\npQNFWv4/vjlapOVL0qaHmxRp+b8EfJD3QXeg7ud/LdLyJcly7ws57rO75IRUer98Mt6JLM1P20RE\nRJTKz2BKSLixHBsbq4V/Ld3Po5XWzyGj0n4NpemP82vXrmnevHlauXKl3N3dM+2rUaOGrl+/rqio\nKFWtWlW7d+/W/Pnz81VuSf/8SsvvWE5xnjx5Upr8qGq552+K4ZNXE6UZm1WrVq38HV+A8h/Z8LPi\nk1Jkrd1E//73v/NV/h07fksPnnr5++4sLZ/7li1b1GjNxCL7fAsqu9+H6/HxKle2rCnxFERpqo8B\n4G5ll8kJAEDBbN26VTExMXrhhReMxzZatmypunXrqnPnzgoKCtJLL70kSXr00Ud13333mRwxAAAA\n7AnJCeCmaYE+xjJ3WHC3GTBggAYMGJDj/ubNmyskJKQYIwLyIZ89JQAAQMlHcgJAobLZbEpJSSm0\n8pKTkwutrKLk4ODAIJEASpTCro9TU1Ml13JKdvnfYx0pqVYlu5TJ/vgkJyk1tdjrcepjACidSE4A\nKFQpKSlKTk6Wo+OdVy+enp6FEFHRS294F8Y1A0BhKcz6WJLKly8v9XxacrIa2xyTk6Ucyi+flCqV\nL18o584v6mMAKL2ouQEUOkdHx0JpGFqtVhqYAHAHCqs+ltJ6JCg1WY42B2NbamqyHG3Z91JwSE2R\nHByoxwEA+WLN+xAAAAAAAICiQ3ICAAAAAACYiuQEcNOUkHDjZ9XBK2aHgzt05swZ1atXTz/++GOm\n7X379tXEiRNNigpAoTpuyfyDEon6GACQHyQnANitWrVqafPmzcb6yZMnde3aNRMjAoC7E/UxACAv\njFAEoMhNCQnPdvu0QJ9cj79x44ZcXc/keXxOGjdurH379slms8lisWjLli1q27atEhISdPDgQS1Y\nsEBOTk6qVq2apk+fLovFoldeeUXR0dFKSEjQ888/Lz8/Pw0ZMkRt2rTR/v37FRMTo3fffVdeXl4F\nigUASoScepjUs+V5fAVJqn9zJfK9Ap2W+hgAkBd6TgCwW05OTmrcuLH2798vSdq1a5f8/PwkSTNn\nztQ777yjlStXqlKlStq+fbtiY2PVtm1bBQcHa8GCBVq4cKFRlru7u1auXKl27dppx44dplwPAJRW\n1McAgLzQcwKAXevWrZs2b94sDw8PeXl5qWzZsrp48aL++OMPjRkzRjabTTdu3FClSpVUvnx5HTly\nRGvWrJHValVsbKxRjre3tyTJy8tLMTExZl0OAJRa1McAgNyQnABg11q3bq1p06bJw8ND/v7+stls\ncnJykqenp1atWpXp2A0bNig2NlarV6/WlStX9Pjjjxv7HB3/V13abDl0fwYA5Ij6GACQG5ITwE0Z\nxzOIiIgwMRL7U9CxItKPj4qKUvXq1e/o3I6OjvLx8VFoaKi2bdumY8eOqUKFCpKkyMhI1a5dWx99\n9JF8fHx05coV1axZU5K0Y8cOJSUl3dG5ARSxnMZJQM4K+p5lOD42Nlb68hNVcHa4rVNTHwMAckNy\nAoDd69atm65cuSI3Nzdj28yZMzVx4kQ5OzuratWqeuKJJ+Tm5qa//e1vOnz4sPr16ycvLy8tXbpU\nFgtTFAJAYaA+BgDkhOQEALtUo0YNzZo1S5Lk5+dnDLzm6+srX19fSdKnn36a5TUbN2401h999FFJ\n0ujRo41tgwYNKtK4AcDeUB8DAPKD2ToAAAAAAICpSE4AAAAAAABTkZwAAAAAAACmYswJ4KYpIeHG\ncmxsrG5Oow4AKKmO3zI4IrN3AABQapGcAFDokpOTC6Wc1NTUQiurKCUnJ8vRkeoUQMlTmHVoSkqK\nZHVUsuV/HW+TrTZZLdlPLZpitUgpKcVaj1MfA0DpRe0NoFA5OGTfSL0d0dHR8vLyKrTyioqjo2Oh\nXjcAFIbCrpfi4uKkLStU3s3Z2JackCDnMmWyP/5aotSki8qXL1+oceSG+hgASi+SEwAKlcViKdS7\nVtwBA4DbU9j1sdVqlW5cl6NTkrHN4Ua8HK2p2R9/I1GyWqnHAQD5woCYAAAAAADAVCQnAAAAAACA\nqehnB9w0LdDHWI6IiDAxEgBAvjA7BwAAdoOeEwAAAAAAwFQkJwAAAAAAgKlITgAAAAAAAFORnAAA\nAAAAAKYiOQEAAAAAAEzFbB3ATVNCwo3l2NhYeXubGAwAIG/HLZnXmb0DAIBSi54TAAAAAADAVCQn\nAAAAAACAqUhOAAAAAAAAU5GcAAAAAAAApmJAzDuUmpqqs2fPmh0GAAAAAAClFsmJO3T27FlNf2+n\n3MrfY3YouEPTAn2M5YiICBMjAQDkC7NzAABgN0hOFAK38veo/D1VzQ4DAAAAAIBSiTEnAAAAAACA\nqUhOAAAAAAAAU5GcAAAAAAAApiI5AQAAAAAATMWAmMBNU0LCjeXY2Fh5e5sYDAAgb8ctmdeZvQMA\ngFKLnhMAAAAAAMBUJCcAAAAAAICpSE4AAAAAAABTkZwAAAAAAACmIjkBAAAAAABMxWwdwE3TAn2M\n5YiICBMjAQDkC7NzAABgN+g5AQAAAAAATEVyAgAAAAAAmIrkBAAAAAAAMBXJCQAAAAAAYCqSEwAA\nAAAAwFTM1gHcNCUk3FiOjY2Vt7eJwQAA8nbcknmd2TsAACi16DkBAAAAAABMRXICAAAAAACYiuQE\nAAAAAAAwFckJAAAAAABgKpITAAAAAADAVMzWAdw0LdDHWI6IiDAxEgBAvjA7BwAAdoOeEwAAAAAA\nwFQkJwAAAAAAgKlITgAAAAAAAFORnAAAAAAAAKYiOQEAAAAAAEzFbB3ATVNCwo3l2NhYeXubGAwA\nIG/HLZnXmb0DAIBSi54TAAAAQAl09OhRLV68WJJ0/PhxPf7442rdurX69u2rw4cPmxwdABQukhMA\nAABACTR16lR16tRJkjRnzhxNnDhR+/bt07x58zRr1iyTowOAwkVyAgAAACiBkpKSVK9ePUlSuXLl\n5H3zmdPatWvL2dnZzNAAoNAx5gQAAABQAvXq1Uv9+/dX9+7dVatWLU2bNk3NmzfXnj175Ovra3Z4\nAFCoijw5MXfuXB06dEgpKSkaOXKkGjVqpPHjx8tms8nDw0Nz586Vk5OT4uLi9OKLL8rNzU0LFy40\nXv/BBx9o06ZNcnJy0tSpU9WwYcOiDhkA7kq//PKLnnvuOQ0bNkyDBg3KtC8gIEDu7u6y2WyyWCx6\n4403VLVqVZMiBYC7w4gRI+Tn56evvvpK8fHxstlsioyM1MCBA9WkSROzwwOAQlWkyYkDBw4oMjJS\nISEhiomJUUBAgFq2bKnBgwfL399f8+bNU2hoqAIDAxUUFCRfX18dO3bMeP2JEye0bds2rV+/XseP\nH9euXbtITqDITAv0MZYjIiJMjAQofgkJCZoxY4ZatWqV7X6LxaJVq1YVc1RAHpidA3eBOnXqqE6d\nOlm2HzhwQC1atCjUc/35Z5JemfAvWa1WJSUl6/VZT8ndvQzlF+M5uIbs2Ww2bV5zTOtWHdaikH5y\nL++SaX9qqk2TR21R14B66tA96/+X/Gru2UR/bTREz+582dgWWPcx1b2ntiTpRMxv+uTn9bd9DR+u\n+4/eC/lB2z7or4rlXTPtX/rRIf348wXZZNNDD3ro+aEFmzrQrUMnVX72b0o6GyVJurDwDSWdOmns\nd7rvfnlOeFWJv/+m8/Nev/1rCP1R760+pG3/GpjlGkI2H9WX+35XSopNHVrepyEBjQpUfpGOOeHr\n62v0gqjH7iMFAAAgAElEQVRQoYLi4+MVHh6ujh07SpI6deqkffv2SZJmzpyppk2bZnr9V199pe7d\nu8tisah+/foaM2ZMUYYLAHctFxcXLV++PMfeENeuXSvmiAAAuVmyZEmhl7kudJ+a+zyoNxc8o65d\nm+rjj3dTfjGfg2vIXtyVG3qgbiXV+ss92e7f8NERedYof0fnKOdUVh3vbasL8Zcybf8l5ldNO/Cm\nXg9fpJbVCpYwyOhK7A3Vr1NZde/P/hoa/Z+H3p3ur7df66Jd+34vcPlWd3dd+SRYUS+PVdTLYzMl\nJiTJuWYtXfn4zm40pV1DFdV9oFK2+6MvXNey13vq/Vk99emWowUuv0iTExaLRa6uadmUtWvXqkOH\nDkpISJCTk5MkycPDQxcuXJAklS1bNsvrz5w5o0uXLmnMmDEaPny4jh8/XpThAsBdy2q15jq4WkxM\njMaPH6+BAwfqrbfeKsbIAODuNW7cuGx/xo4dqxMnThT6+Y4fP60GDWpJkuo3uFfHfzpF+cV8Dq4h\nexUqldFDzaopu/5yJyOv6PLFeDXxrX5H5xjR8EmtOrY2yzkOnT+ifnV6alGHGVp9m70mJKlSxTJq\n0aR6ttcgSe187tXyTw8rYPQ6PTe4WYHLd3AvL3f/Hqo2Y448X50qi2vmXg3Xv92j1Bs3biPy/6lU\nsYxaPFxDthwuYtzwtLFwIv5zVo3reRa4/GIZEHPnzp0KDQ3VBx98IH9/f2N7+rPLObHZbLpx44YW\nL16siIgITZ48WZ999llxhAwAyOCll15Sr1695Orqqr/97W/64osv1KVLF7PDAgC7du3aNfn6+mbp\nXWyz2XTqVOH/0SpJttT//dXh4lr4M4KU9vKL4xxcQ85u/csxJTlVn7wXoXFT/bR/9++3XW6baj76\nPe6kzsWfz3IOSQo9sUWbf/tCc9pOVnj0YSWnJue77I8+P6qvD5xUh5a1NKh37kMUPDOgiQb1bqhB\nL22Sn28tOTs75Fl+xSeeVLm2fkr44ZDOTZuslIsXVDFwsCr2H6grwf/Kd5y5XsOGI/r6wB/q0PJ+\nDXrsoVyP3bTrFx08clZTX2hf4PMUeXJi7969WrZsmT744AO5ubmpbNmySkxMlLOzs6Kjo+Xh4ZHj\na6tUqaLatdOe7/H29lZUVFS+zlmc4wWcP39ecXFXZbO45H1wAZT2MQ9Ke/wS11BS2MM12IPAwEBj\nuUOHDvr555/zlZwoDZ9faYhRyj7Oc+fOqXZCgq475K+RFJ+QpMgjR4xei3kpSPkpqamSpOvXr5eK\n97Q0xChJ8UX4+RZUTr8P1+PjTYnnbrBgwQIFBQVpyJAhWXoZu7m5Ffr5GjSspR+P/C7v5nV05Mgf\nql+/JuUX8zm4htzdesP+l6MXlJycqhULDujs6ThJ0v89VFXVa1UoULktq3kr2ZaicU2fVU336upX\np6dCT2yRi4OLXvb+m2Z+95b+TElUqs0mB4uDkpX/5MTgxxpq8GO5JyXiE5I0fvZXWvLPrirj6iir\nVUpOSZWz8k5OxKz5RDFrPlHZlq1lufmEQuq1q3L0yGHg8lw6B+R4DX0aaXCfvMePCNl0VFevJ+qf\nL/gV+BxSEScnrl27pnnz5mnlypVyd3eXJLVq1UphYWHq1auXwsLC1K5dO+N4m80mW4Y+Iu3bt9fq\n1avVo0cPRUZGysvLK1/nTZ8DujicOXNGu45GqHzFgv0HyEtxXkNhi4iIKNXxS1xDSVHar6G0/PGT\nlytXruiVV17R0qVL5ejoqPDwcHXr1i1fry3pn19p+R3LKc6TJ09KZcqoXNn83ZUqm5KoRo0aqVat\nWvk6viDlO1itUkqKypUrV+Lf09LyuW/ZskVli/DzLajsfh+ux8erXDaP5hZHPAVRWuvj8uXLa8GC\nBdnu+/DDDwv9fAEBLfWPf3yocWOXyWq1aObrQym/mM/BNWTvl/+c1/qPjujUrzF6e9oeNW1VU0cO\nRmnCrE6a/GZXSdLubWmPOhU0MSFJ8w+9ayzPbD1R30V/r0k+Y/V6+CIdufiTprZMGyBz75n9+jPl\nz9u6hh9+itbyNYd14vcremXebnVseZ+aNfTUog8j9HZQF/k2qaZnJ22TJPXoUFtlyzgVqPyUS5fk\n9epUpVy7Jouzs84FTZLzX+qoyui0MSg8Xp4o13oN5OjhoepvLNK5oIlKvX69YNdw7JyWr/lBJ/64\nrFfmfKmOre5Xs4e8tGjld5o3sbPe/GC/WjxcQ2OCtstikea/2kXOTnknWNIVaXJi69atiomJ0Qsv\nvGA8wjFnzhy9+uqrWrNmjapXr66AgAClpqbqqaee0rVr1xQdHa2hQ4fqueeeU4sWLbR3714NHTpU\niYmJCgoKKspwcZebEhJuLMfGxqoUtFuBQnP06FHNnj1bUVFRcnR0VFhYmDp27KiaNWuqc+fOatmy\npZ544gm5uLioQYMGmR7RA0xz/Ja7P8zeATuTlJSk0NBQ7du3TxcuXJDFYpGHh4fatWungICAQj+f\ns7OT3nzzmUIv117KL45zcA3Zq/tQVb0yu1Ombd371c+0fiezdGT06r5ZkqTXwxdJkjb+GqaNv4bd\ncbkP1/fU4qlds2x/OyitJ+pTfRvpqb4Fm90ioz//+7NOjxmZaVvi1ThFvTxWknThjVm3XXa6hxt4\nafE/s96gentq2rbvNoy4o/KLNDkxYMAADRgwIMv2FStWZNkWHBycbRnM0AEARa9hw4Y51sOS9PTT\nT+vpp58uxogAABMmTFD16tU1bNgweXh4yGazKTo6WmFhYZo4caLmzp1rdogAUGiKZUBMAAAAAAVz\n4cKFLI911KpVSz4+Pho8eLBJUQFA0SjSqUQBAAAA3B6LxaKwsDAlJSUZ2xITE7Vp06Zcp38GgNKI\nnhMAAABACTRv3jwtXLhQ8+bNU0JCgiSpbNmyatWqlWbOnGlydABQuEhOAAAAACXQkSNHtH//fsXH\nx6tDhw567bXXjClEhw4dqlWrVpkcIQAUHpITwE3TAn2M5dI65RgA3FWYnQN2btmyZVq/fr0qVKig\ntWvXasSIEVq+fLnc3d1ls/H7D8C+MOYEAAAAUAI5ODioYsWKslgsGjBggJ599lmNGDFCly9flsVi\nybsAAChF6DkBAAAAlEDNmjXTX//6Vy1cuFCurq7q3LmzXFxcNGzYMMXExJgdHgAUKpITAAAAQAk0\nYcIEHThwQC4uLsa2du3aqWnTptq6dauJkQFA4SM5AQAAAJRQLVq0yLLNzc1NAwYMMCEaACg6jDkB\nAAAAAABMRc8J4KYpIeHGcmxsrLy9TQwGAJC347cMCMjsHQAAlFr0nAAAAAAAAKYiOQEAAAAAAExF\ncgIAAAAAAJiK5AQAAAAAADAVyQkAAAAAAGAqZusAbpoW6GMsR0REmBgJACBfmJ0DAAC7Qc8JAAAA\nAABgKpITAAAAAADAVCQnAAAAAACAqUhOAAAAAAAAU5GcAAAAAAAApmK2DuCmKSHhxnJsbKy8vU0M\nBgCQt+OWzOvM3gEAQKlFzwkAAAAAAGAqkhMAAAAAAMBUJCcAAAAAAICpSE4AAAAAAABTkZwAAAAA\nAACmYrYO4KZpgT7GckREhImRAADyhdk5AACwG/ScAAAAAAAApiI5AQB25tq1a5Kkixcv6uDBg0pN\nTTU5IgAAACB3JCcAwI5Mnz5d27ZtU0xMjAIDAxUcHKypU6eaHRYAAACQK5ITAGBHjh07pv79+2vb\ntm0KCAjQwoUL9ccff5gdFgAAAJArkhMAYEdstrQBAnfv3q2OHTtKkhITE80MCQAAAMgTs3UUgmtx\nV8wOAYVgSki4sRwbGytvbxODAW7TAw88oB49eqhSpUqqX7++NmzYoAoVKpgdFlA0jlsyrzN7BwAA\npRbJiTtUrVo1vfbXzoVS1vzxhVIMgLvYjBkz9Msvv6h27dqSpDp16mjevHkmRwUAAADkjuTEHbJa\nrapRo4bZYQCAJOnSpUs6cOCAvvjiC+MRD0kaN26ciVEBAAAAuWPMCQCwI6NGjdKJEydktVrl4OBg\n/AAAAAAlGT0nAMCOlClTRjNmzDA7DAAAAKBA6DkBAHbE19dXkZGRZocBAAAAFAg9J4CbpgX6GMsR\nEREmRgIUnJ+fnywWi2w2m5YtW6Z77rlHjo6Ostlsslgs2r17t9khAoWP2TkAALAbJCcAwA588skn\nOe5LSEgoxkgAAACAgiM5AQB2IH3WoBEjRuiDDz7ItK9fv34KDQ01IywAAAAgX0hOAIAd2Lhxo5Ys\nWaKoqCh16NDB2H7jxg15enqaFxgAAACQDyQnAMAO9O7dWz179tSrr76q559/3thutVpVtWpVEyMD\nAAAA8kZyAgDshIODg2bPnq3jx48rJiZGNlvaYIG///67WrVqZXJ0AAAAQM5ITgA3TQkJN5ZjY2Pl\n7W1iMMBtGjt2rH766Sd5eXkZ2ywWC8kJ2KfjlszrzN4BAECpRXICAOzI6dOn9cUXX5gdBgAAAFAg\nVrMDAAAUngceeECJiYlmhwEAAAAUCD0nAMCOWK1W9ezZU40bN5aDg4Oxfe7cuSZGBQAAAOSO5AQA\n2JHWrVurdevWZocBAAAAFAjJCQCwIwEBATp9+rSOHTsmi8Wihg0bqnr16maHBQAAAOSK5ARw07RA\nH2M5IiLCxEiA27d69Wq9//77atSokWw2m2bPnq0xY8YoICDA7NCAwsfsHAAA2A2SEwBgRz7//HNt\n27ZNLi4ukqT4+HgNHz6c5AQAAABKNGbrAAA74ujoaCQmJKls2bJycnIyMSIAAAAgb/ScAAA74uXl\npenTpxuDYn7zzTeqVq2ayVEBAAAAuSM5AQB2ZPr06QoODta6deskSQ8//LCGDBliclQAAABA7khO\nAIAdKVOmjEaOHGl2GAAAAECBkJwAbpoSEm4sx8bGytvbxGCA2/Tuu+9qxYoVunr1qiTJZrPJYrHo\np59+MjkyoAgct2ReZ/YOAABKLZITAGBHNm7cqPXr18vLy8vsUAAAAIB8IzkBAHakTp068vLykoOD\ng9mhAAAAAPlGcgIA7EifPn3Uu3dvNWzYMFOCYtasWSZGBQAAAOSO5AQA2JFZs2bpsccek6enp9mh\nAAAAAPlGcgIA7EitWrU0ZswYs8MAAAAACoTkBHDTtEAfYzkiIsLESIDb16RJEy1atEjNmjXL9FhH\nq1atTIwKKCLMzgEAgN3IMzkxZMgQBQcHF0csAIA7FB4enulfSbJYLCQnAMBktKkBIHd5JicaNGig\nxYsXq1mzZnJycjK2+/j45PIqAIAZaPgCQMlEmxoAcpdncuLIkSOSpH379hnbLBaLPv7446KLCgAA\nALAjtKkBIHd5Jic++eSTLNt27txZJMEAAAAA9og2NQDkLs/kxLlz5/TJJ5/oypUrkqTExER9++23\n6ty5c5EHBwDIn9DQUPXr109r165V//79zQ4HAHAL2tQAkLs8kxPjx49Xq1atFB4eroEDB+rLL7/U\nnDlziiM2oFhNCfnfAIKxsbHy9jYxGKCA3nnnHSUlJenDDz+UxWLJsv/xxx/Ps4xffvlFzz33nIYN\nG6ZBgwZl2rdv3z4tWLBADg4Oat++vUaPHl1osQO37fgtv+vM3oESjDY1AOTOmucBVqtGjx4tDw8P\nPfXUU3rvvfe0evXq4ogNAJBPEyZM0JEjR3T16lVFRERk+clLQkKCZsyYkeOsHjNnztTixYu1evVq\n7dmzR5GRkYV9CQBg12hTA0Du8uw58eeffyo6OlqSdPr0aXl5eenMmTNFHhgAIP+6du2qrl27Kiws\nTP7+/gV+vYuLi5YvX65ly5Zl2Xfq1ClVrFhRnp6ekqQOHTpo//79ql279h3HDQB3C9rUAJC7PJMT\nw4cP1969e/X000+rd+/ekqRHH320yAMDABTcww8/rEmTJunIkSOyWCx6+OGH9cILL6hSpUq5vs5q\ntcrZ2TnbfRcvXsz0+ipVqujUqVOFGjfSpKam6vTp01m2nzt3TidPnsyy/cyZM6peHIGVELe+P7Vu\n2X/re5Samiop7fc7o5zeT0mqWbNmluMLS06fb07Onz8vHlSxH7SpASB3eSYnMt6B279/v65du5Zn\nIxcAYI6goCC1a9dOw4cPl81m0759+zRp0iS9++67t12mzWbLsp7duBbZyc8jJXn59s2Jus8xKd/H\nX2vRW/VatM/38YURY2E5d+6cyix9TtXLOmXaXltSfDbH/34pQW4VHHXdoWy+yo9PSFLkkSO6cOFC\nvuOpnZCg6w7JeR6bcjMRcP369SJ7T7O8P9Mz74//e6dM699fSlBlJ6lW+TKZtuf0fkbFJ+nI6CXy\n8vIqvKAzyOnzzYnrpQTFFeHnW1A5/T5cj8/u3Sz6eEob2tQAkLs8kxNnz57V3LlzFRMTo3/961/6\n6quv5OPjo1q1br1fAQAwW0JCQqbBLOvWrasvv/zyjsr09PTM9MdFdHS0PDw88vVa70IYWfa6m9Te\n8Wq+j99T1SPf542IiCiUGAvLyZMnpcrlVcs9cy+W6/HxKlc26x+oV1Id5OqsbPdlp2xKoho1apTv\n7/CTJ09KZcqoXNnse9Vk5GC1SikpKleuXJG9pzm9P+nqVa2Qaf1KqoOqOEsPVnLLtD2n97Ps1USp\nAO9PQeUV/62i4pPk6upaZJ9vQWX3+5DTe1kc8RRESUhCmtmmDvtjW5GV3a1Gp7wPukPjvv2sSMtf\nFHKkSMuXJAdnhyItP2noI0Vafp8z2fc2K0yf9xiU90F3YNNjLYq0/OJQ91DJabMUhTz7LU6dOlXd\nu3dXUlLaXasaNWpo8uTJRR4YUNymBfoYP0Ob32N2OMBtSUhI0Pnz5431c+fOKTEx8Y7KrFGjhq5f\nv66oqCglJydr9+7datu27Z2GCty5t70z/wAlGG1qAMhdnj0nkpKS1LVrVwUHB0uSWrZsqSVLlhR5\nYACAghs9erT69u0rDw8P2Ww2Xb58WTNnzszzdUePHtXs2bMVFRUlR0dHhYWFqWPHjqpZs6Y6d+6s\noKAgvfTSS5LSnpG+7777ivpSAMCu0KYGgNzlKzlx9epV4/niyMhI3bhxo8gDAwAUXIcOHbRz5079\n/vvvkqQHHnhALi4ueb6uYcOGRoM5O82bN1dISEhhhQkAdx3a1ACQuzyTE6NHj1b//v118eJFBQQE\n6Pz585o3b15xxAYAuA2urq6qV6+e2WEAADKgTQ0AucsxOfHUU09p2rRpatWqldatW6eff/5Zzs7O\nql27tlxdXYszRgAAAKBUok0NAPmT44CYAQEBGj58uJYsWSInJyc1bdpUDRs2pBIFgBLs1mk/AQDm\nok0NAPmTY3KiT58++vzzz3XlyhUFBATom2++0alTp4wfwN5MCQk3flYdvGJ2OMBtGTp0qNkhAMXn\n+YjMP0AJRJsaAPIn1zEn3N3dNXHiRE2ZMkXjxo1TxYoVZbPZZLFYtGvXruKKEQCQT/Xr19fChQvV\ntGlTOTk5GdtbtWplYlQAcHejTQ0Aecs1OXHw4EFNmzZNjRs31q5du1SxYsXiigsAcBt++uknSWn1\ndzqLxUJyAgBMRJsaAPKWY3Ji/PjxOn78uKZOnSpvb+/ijAkAcJvSpwNNvyMHADAXbWoAyJ8cx5x4\n8MEHtX79eipRAChFjh8/rr59+6p79+6SpCVLlujw4cMmRwUAdy/a1ACQPzkmJ0aOHClHx1yf+gAA\nlDCzZ8/W66+/Lg8PD0lSjx49NGvWLJOjAoC7F21qAMgfakrgpmmBPsZyRASjvqN0slqtqlevnrH+\nwAMP0CiG/XqbO9EAANiLHHtOAABKp1OnThnjTXz99dey2WwmRwQAAADkjttpAGBHXnnlFY0ePVq/\n/fabmjVrppo1a2rOnDlmhwUAAADkiuQEANiR//u//9OmTZt0+fJlOTs7y83NzeyQAAAAgDyRnAAA\nO3LixAm9/fbbOnHihCwWi+rWrasxY8boL3/5i9mhAQAAADkiOQEAdmTChAl68sknNXbsWElpg7uO\nHz9eoaGhJkcGAAAA5IzkBHDTlJBwYzk2NlZMR47SqFKlSnr88ceN9dq1ayssLMzEiIAi9PwtMysx\newcAAKUWs3UAgB1ITU1Vamqqmjdvrh07dujatWu6fv26du7cKR8fn7wLAAAAAExEzwkAsAMNGjSQ\nxWLJdtpQR0dHjRo1yoSoAAAAgPwhOQEAduD48eNmhwAAAADcNpITAGBHoqOjtWPHDsXFxWXqRTFm\nzBgTowIAAAByx5gTAGBHRo4cqWPHjikpKUnJycnGDwAAAFCS0XMCuGla4P8GDYyIiMjlSKDkqlCh\ngmbNmmV2GEDxYHYOAADsBskJALAjXbp00caNG9W0aVM5ODgY26tXr25iVAAAAEDuSE4AgB35+eef\ntWnTJlWsWNHYZrFYtHv3bvOCAgAAAPJAcgIA7Mjhw4f13XffycXFxexQAAAAgHxjQEwAsCMPPfSQ\nEhMTzQ4DAAAAKBB6TgCAHYmOjlbHjh1Vu3btTGNOfPzxxyZGBQAAAOSO5ARw05SQcGM5NjZW3gwC\nj1Jo1KhRZocAFJ/nb5lZidk7AAAotUhOAIAdSUlJMTsEAAAAoMBITgCAHVm6dKmxnJSUpBMnTqhZ\ns2Zq1aqViVEBAAAAuSM5AQB2JDg4ONP6pUuXNH/+fJOiAQAAAPKH2ToAwI5VrlxZv/76q9lhAAAA\nALmi5wQA2JHx48fLYrEY62fPnpXVSh4aAAAAJRvJCeCmaYE+xnJEREQuRwIlV+vWrY1li8UiNzc3\ntWnTxsSIgCLE7BwAANgNkhMl1JkzZ8wO4badP3++VMcvcQ0lRWFdQ7Vq1e6a3gMBAQFmhwAAAAAU\nGMmJEmrB6tJ75z4u7qp2HS298UtcQ0lRGNdwLe6KXvtrZ9WoUaOQoiqZOnbsmOlxDpvNJovFosTE\nRF28eFE//fSTidEBAAAAuSM5UUKVv6eq2SHcNpvFReUrVjA7jDvCNZQM9nANxeXLL7/Msm3nzp2a\nP3+++vXrZ0JEAAAAQP6RnAAAO/P7779rxowZcnJy0rJly3TvvfeaHRIAAACQK5ITAGAn4uPjtWTJ\nEn399dcaP368/Pz8zA4JAAAAyBeSE8BNxy7FGcvJSSlqbGIsQEFt3rxZixcvVt++fbVhwwY5OlK9\n4y7w/C1j0jB7BwAApRatVwCwAy+//LLuv/9+7d27V998842xPX1gzFWrVpkYHQAAAJA7khMAYAd2\n7dpldggAAADAbSM5AQB2wN6nSgUAAIB9s5odAAAAAAAAuLuRnAAAAAAAAKbisQ7gpgaVyxvLsTGx\nJkYCAMgXZucAAMBu0HMCAAAAAACYiuQEAAAAAAAwFckJAAAAAABgKpITAAAAAADAVCQnAAAAAACA\nqZitA7jp2KU4Yzk5KUWNTYwFAJAPz0dkXmf2DgAASi16TgAAAAAAAFORnAAAAAAAAKYiOQEAAAAA\nAExFcgIAAAAAAJiK5AQAAAAAADAVs3UANzWoXN5Yjo2JNTESAEC+MDsHAAB2g54TAAAAAADAVCQn\nAAAAAACAqUhOAAAAAAAAU5GcAAAAAAAApiI5AQAAAAAATMVsHcBNxy7FGcvJSSlqbGIsAIB8eD4i\n8zqzdwAAUGrRcwIAAAAAAJiK5AQAAAAAADAVyQkAAACgBOrWrZtWrFihxMREs0MBgCJHcgIAAAAo\ngapUqaJKlSppyJAhWrx4saKioswOCQCKDANiAgAAACWQ1WpVnz591KtXL+3YsUOvvfaazp8/rwce\neECVK1dWUFCQ2SECQKEp8uTE3LlzdejQIaWkpGjkyJFq1KiRxo8fL5vNJg8PD82dO1dOTk6Ki4vT\niy++KDc3Ny1cuFCS9O677+rbb7+VxWJRamqqLl68qO3btxd1yLhLNahc3liOjYk1MRLAHLNmzdLh\nw4dlsVg0adIkNWrUyNgXEBAgd3d32Ww2WSwWvfHGG6pataqJ0QJidg7YPZvNJklycHBQ9+7d1b17\ndyUkJOj48eO6cOGCydEBQOEq0uTEgQMHFBkZqZCQEMXExCggIEAtW7bU4MGD5e/vr3nz5ik0NFSB\ngYEKCgqSr6+vjh07Zrx+1KhRGjVqlCRpw4YNunz5clGGCwB3rfDwcP3xxx8KCQlRZGSkJk6cqE8/\n/dTYb7FYtGrVKhMjBIC7T5s2bbJsK1OmjJo2bWpCNABQtIo0OeHr66smTZpIkipUqKD4+HiFh4dr\n2rRpkqROnTpp5cqVCgwM1MyZM/Wf//wnU3IiXUpKilavXq3g4OCiDBcA7lr//ve/1blzZ0lS7dq1\nFRcXp+vXr6tcuXKSpGvXrpkZHgDcldJv0mXnwIEDatGixR2Vfy3mT61+8wc5OluVcC1JQ//hLbeK\nLpKk6FNXtW7pEVWt6aZ+zzW+7XP8+WeSJkwMltVqVVJSsmbNGCR39zLG/pBPv9WuL48oNSVVHTo0\n1JBBfgUqP/58go6FnJCDs4OS45PVcMiDKutRRjabTd+/c0wWi2SzSTGRcfKb5SsHZ4cCX8OM3qNU\n3+t+lS9TTiM/nqXfLmYe+yNkxAwdPfurpm9dUeCy003vOVL1PO9XedeyGrVmrn67lHaOXg+11ai2\nAUpOTdHRs79q0qZ3C1y2zWbTh9v+q/c+/0nb5ndXRTfnTPvf+vQ/irp4XRaLRXVqlNezvevd1jV4\nV22iZxsN1qhd441t/vc9Il+vZnKwWBUe/YO2/PbFbZVd1L9H2Z3vlQn/Ms73+qynMp3vThV1+cVx\njqIov0gHxLRYLHJ1dZUkrV27Vh06dFBCQoKcnJwkSR4eHkaXtLJly+ZYzo4dO9SuXTs5OzvneAwA\n4PZdvHhRlSpVMtYrV66sixcvGusxMTEaP368Bg4cqLfeesuMEAEAGSxZsuSOyzjza6w69Kut4ZN9\nVL95VR359zlj38Wz/9/evQfWcOf/H3+dhCTiGglxKUq0VLa+685aRVewWu1al4TmpFS1ZanSupR1\nrW2oLnkAACAASURBVKqlLm2jF0uXoLSuv3TXtynddem6hLTaLNr9oqQSScQlIRe5ze8PdSrJCUmc\nmHPS5+OvOTOTz7xn5nw+M+edz8wnQ90HBNz1NrZsO6gO7Zpr6ZvD1Tvof7R+w74CyxMTr+iv77+g\nv37wgj7+ZH+py8/LzVdg6ANq80Ir1W5RS5dPpkm68Tuk7ZhAtRkdqKZB96nRI/XLlJho3+Qh1a/p\nq4ErpurZtfOVn28UWB7SPkjXc+9uNJX2jVuqXg1fDf5wmp7buED5Rr5tWesGzfXkisl6csVk9W7Z\nWZXcSr8Pl69m66H7a+nBRjXtLt95+JwWjumkBS900K4j8WXah6qVvfVoo98qJfNigfm+XrX12qHF\nmnPwTfVp0rNMZUvl/z0qbOuW/Wrf4QEtWfqsevduo/Xrd991mfey/HuxjfIo/568EHPXrl3asmWL\nVq1apT59+tjm33x2+U42b96s1157rTxDBIBftJvPNd/6+db2eeLEierfv7+8vLw0evRo7dy5U0FB\nQfc6TAD4RRk/frzd+YZh6OTJk3ddfou2N94dlJ9n6NR/Lqr/yFa2ZYEd/XXy25Ti/rTEvvs+QX94\nooMkqVXL+/TFP2MLLH/pxcckSTFfnVbr1k1KXX71BlWVeSlL0Uu+lUVSuxd/VWC5YRg6tSNObcYE\nlin+TvcHKisnW+Ehr6i6p7embPs5KeRfo7aeaN1N7+3dqh4Pti1T+ZLUsUmgsnKz9fagiaru6a1X\nP33Ptuz1z1dLkh6s21jnriQpNz+v1OXXruGpTq3qavnWoj3UJWlYUHOFzPqn3CzSkEeblWkfRrQa\nqrUnNulP//NMgfkffb9FkvRQ7Qf138unylS2VP7foyLb++6cnvxDZ0nSQ60a6YsvvrnrMu9l+fdi\nG+VRfrknJ/bt26cVK1Zo1apVqlatmry9vZWdnS0PDw8lJSWpTp06t/37zMxMJScnq0GDBiXeZkxM\nzN2GbTpXfyGjq8cvsQ/O4m734WraVX377bdKTEy888q/YP7+/gV6SiQnJ8vPz8/2OSQkxDbdo0cP\nff/99yVKTjiiPU5NS1O6V0aJ1z/9ww+qWortOtM1IzExUQGZmUp3zy2yLD2j6DHIzMpSVr6UnlGy\njpAZmTk6FRtb4hfp3S6ewvLyb/ynLz09vdyOaWnikW5/fOwdz9Ien9IqbfySlJWVVW7nt7SKi9/e\nsbwX8fwSXLt2TR07dizyjgnDMPTjjz86Zhup17U5PFY9BzaXf6PqDilTktat36vde4/pwMHv9cTj\n7W3zvTyL9oSO/PthHYk5rTkzg8u0rSq1vdRxYmvF7UnQmZ3n1Oz3jW3LLnxzSbVb1JJ75bJ1GK/i\n4alLGWmaEfmB+rTqrBn9ntGfNi6SJC0ZNF6Tt4WrmV/DEv3DtdhtVPbU5fQ0zdzxV/Vp2UnT+wzX\nuE2Lbct/92B7De/8mEIj5pSq3HVRJ7Xn6Hn1aFNfT/Vubned69l5+n/7zmrDnEdlGIZC5+5W/982\nkUelkh+v39TvoDNpPyoxI1n2DkP3hl3UyreF3vt2danil+7t96gw45ZeMp5eju/BX97l34ttOLr8\nck1OXLt2TYsWLdLq1atVvfqNxq5Lly6KiopS//79FRUVpW7dutnWNwyjyH/vvvvuOzVt2rRU223X\nzvXf3l2zlv1uV64g9UqqS8Z//GKabTo3J1et69W+zdrOz1XPw60csQ8W47pat26thg0bOiiqknOm\nH7130rVrV4WHh2vIkCE6fvy4/P39bY/bXb58WVOmTNG7776rSpUq6fDhw+rbt2+JynVEe5xeo4aq\nVir5j7lmTZuWeLsxMTFOdc2Ii4uTqlRRVe+CF/j0jAxVtfP4YxWvfHl5yO4ye7zzsvXwww+rcePG\nd175NvHY4+7mJuXlqWrVquV2TIvEM65QHSs0ekdxx6e441na41NapTmeN2TIy8ur3M5vadmLv7hj\neS/iKQ1Xao9vtXTpUs2aNUtWq7XII9DVqlW76/Iz03O0YclRDfpTa/nUtf+suGF37p2FPvWIQp96\nRJ9s2q/Y2LNq3y5Asf+J00MtC16PN3z8pa5ezdTcWWX7QXn6sx9Vo1FV+QXWlmdND2WmZBVYfv5I\nspr3v7+MeyHFxp/SIw/8WpJ07Xqm7bGKpn4N5F+9tuY8Pkr1a/rJv3pt7TwRrQOnY29XnF3/STil\nbs1/2kZ2ZoFHNx4L/I1+16KDrKVMTEhSaJ/mCu1jPylxU05uvtzcLHJ3s0iyyDAMZefklSo50al+\nW+Xl5+nFXz+rhtUaaEDzftp2cockqW+TnvKu7F2mxIR0775HhbUKbKxvY8+oXfvmio09q4ceus8h\n5d6r8u/FNsqj/HJ958SOHTt05coVvfTSS7JarQoLC9Po0aO1bds2hYaGKi0tTQMGDFB+fr6sVqsW\nLFigI0eOKCwsTIcOHZIkXbhwQb6+vuUZJgD84rVp00aBgYG2FxTPnDlT27Zt065du+Tj46POnTsr\nODhYw4YNk6+vb4FH9AAA5aNGjRpaunSp3XezrVmz5q7L373llK5cyNTW92K1ak609kWe1qo50ZKk\nre/Fasfq73TicLJWzYlWVnpOmbbxhyc7KPY/cXpxwofas++4hgz+jf7v5HmNHb9SWVnZWrLsU30b\ne1Z/enGlxo5fqezskiejJalBp7o6+0WCvn7/uH7cc151W/vq6/eO2ZanJ2XKu45XmWKXpKjjB+Xj\nXUMfPTNX038/XMv+uVExr67RDykJ6vXWOI1c+7re+GyNtn+zp0yJCUmK+u6QalWprnVhs/VqUJje\n3v2Jol+58XLNZQMn6P7a9bV55Hxtema+Gta8fa9ze47+30WNXfJvnTyXpinvRevjL07r/86latzS\n/armXVlB7Rtq4jsHNWn5IfXucJ+qValcqvKXfvWB3j66Um8fXalzVxN0JPGopnZ4UR5ulWV9aIge\n9AnQqx1e1NQOL6qSpfTvzJDK/3tU2IABnRUbe0bjX1yhvXv+oyFDut35j5yo/HuxjfIo32IU7qrg\n4pztv2ClcWt3sDkrD5gYyd1x1f/Y03PC+ThiH9IuJ2vC0Ham9Zxw1fbIERy1/3uf761HKpV8KOm9\nPV/SI4NCS7Sus52juLg46c+Pq3H1kvWcOJB4TX4e0gO1S/Yf1Lir2dK8v5eu54SdeOzpuf17ZeTk\nyS3gf3TgQPlcw4rEc4eeE8Udn+KOZ2mPT2mV5nhK0j/PpKhRDa9yO7+lZS/+2/WcKO94SsPZ6npJ\n5eTkaMuWLdq/f78uXLggi8WiOnXqqFu3bhowYIDc3Uv2Q++zs5PLLca+DX9XbmXfNP7fm8u1/Lc3\nli2pUBpleRlnaeSElf1lkyXxh/i4ci1fkv5fv6fKtXyjEoMrOAOLiv+u3pMXYgIAAAAoncmTJ6tB\ngwYaPny46tSpI8MwlJSUpKioKL366qtauHCh2SECgMOQnAAAAACc0IULF7R06dIC8xo3bqwOHToo\nNLRkPcQAwFWU6zsnAAAAAJSNxWJRVFSUcnJ+ft9Ddna2Pv30U3l40EUdQMVCzwngJ618a9imK8IQ\nnABQ4b3jeu8QAEpj0aJFeuutt7Ro0SJlZmZKkry9vdWlSxe9/vrrJkcHAI5FcgIAAABwQrGxsTp4\n8KAyMjLUo0cPzZgxwzaEaFhYmCIiIkyOEAAch8c6AAAAACe0YsUKbdu2TQcPHlS7du00cuRIXb16\nVZJUwQbcAwCSEwAAAIAzcnd3V61atWSxWDRkyBCNGjVKI0eO1KVLlwoMQQ8AFQGPdQAAAABOqG3b\ntnr++ef11ltvycvLS7169ZKnp6eGDx+uK1eumB0eADgUyQkAAADACU2ePFmHDh2Sp6enbV63bt3U\npk0b7dixw8TIAMDxSE4APzl+Mc02nZuTp9YmxgIAKIFxMQU/M3oHKqBOnToVmVetWjUNGTLEhGgA\noPzwzgkAAAAAAGAqkhMAAAAAAMBUJCcAAAAAAICpSE4AAAAAAABTkZwAAAAAAACmYrQO4CetfGvY\nplOvpJoYCQCgRBidAwCACoOeEwAAAAAAwFQkJwAAAAAAgKlITgAAAAAAAFORnAAAAAAAAKYiOQEA\nAAAAAEzFaB3AT45fTLNN5+bkqbWJsQAASmBcTMHPjN4BAIDLoucEAAAAAAAwFckJAAAAAABgKpIT\nAAAAAADAVCQnAAAAAACAqUhOAAAAAAAAUzFaB/CTVr41bNOpV1JNjAQAUCKMzgEAQIVBzwkAAAAA\nAGAqkhMAAAAAAMBUJCcAAAAAAICpSE4AAAAAAABTkZwAAAAAAACmYrQO4CfHL6bZpnNz8tTaxFgA\nACUwLqbgZ0bvAADAZZGccFJpl5PNDqHMrqZdlcW4bnYYpZab83NHotzcXJc+B5LrnodbOWIfrqVd\ndlA0AAAAAMoLyQknNWGo6/7359tvv1Xr1q7X7+Ctnadt02lpaZow8NcmRnP3XPU83MpR+1C/fn0H\nRAMAAACgvJCccFINGzY0O4QyS0xMdMn4vbwSbNPXr193yX24laueh1tVhH0AAAAAcGe8EBMAAAAA\nAJiK5AQAAAAAADAVj3UAP5kb0sE2HRMTc5s1AQBOgdE5AACoMOg5AQAAAAAATEVyAgAAAAAAmIrk\nBAAAAAAAMBXJCQAAAAAAYCqSEwAAAAAAwFSM1gH8ZObGw7bp1NRUteMl8ADg3MYVGlmJ0TsAAHBZ\n9JwAAAAAAACmIjkBAAAAAABMRXICAAAAAACYiuQEAAAAAAAwFckJAAAAAABgKkbrAH4yN6SDbTom\nJuY2awIAnAKjcwAAUGHQcwIAAAAAAJiK5AQAAAAAADAVyQkAAAAAAGAqkhMAAAAAAMBUJCcAAAAA\nAICpGK0D+MnMjYdt06mpqWrHS+ABwLmNKzSyEqN3AADgsug5AQAAAAAATEVyAgAAAAAAmIrkBAAA\nAAAAMBXJCQAAAAAAYCqSEwAAAAAAwFSM1gH8ZG5IB9t0TEzMbdYEADgFRucAAKDCoOcEAAAAAAAw\nFckJAAAAAABgKpITAAAAAADAVCQnAAAAAACAqUhOAAAAAAAAUzFaB/CTmRsP26ZTU1PVjpfAA4Bz\nG1doZCVG7wAAwGWRnAAASJLeeOMNffPNN7JYLJo2bZoefvhh27L9+/dr6dKlcnd31yOPPKIxY8aY\nGCkAAAAqGh7rAADo8OHDOnv2rDZu3Kh58+bptddeK7D89ddfV3h4uDZs2KC9e/fq1KlTJkUKAACA\niojkBABABw4cUK9evSRJAQEBSktLU3p6uiTpxx9/VK1ateTv7y+LxaIePXro4MGDZoYLAACACobk\nBABAKSkpql27tu2zr6+vUlJS7C7z8/NTcnLyPY8RAAAAFRfvnAAAyDCMIp8tFssdl90Lp/K8JPmU\neP0LadcUFxdXonUTExNLvO69EB8fL6VnF5mfkZkj77yi8xMzcpSdI3lWLrrMbvnp2VJ8/F3HY09W\nnqHreflyz84ut2NaOJ7GhZbHXS0Ya3HHp7jjWdrjU1qlOZ6SlJSZK3f3nHI7v6VlL/7ijuXNeBqW\nWzQAgIrGYhS+63RxMTExd14JAO6Rdi4y7Et4eLjq1q2rIUOGSJJ69eqlyMhIeXt7Kz4+Xi+//LI2\nbtxoW9fHx0dPPfXUbcukPQbgTFylPQaAX6oK13OCCw8AlF7Xrl0VHh6uIUOG6Pjx4/L395e3t7ck\nqWHDhkpPT1dCQoLq1q2r3bt3a/HixXcsk/YYAAAAJVXhek4AAMpmyZIlio6Olru7u2bOnKnjx4+r\nevXq6tWrl44cOaI333xTktS3b18NHz7c3GABAABQoZCcAAAAAAAApmK0DgAAAAAAYCqSEwAAAAAA\nwFQkJwAAAAAAgKlcNjkxYMAAhYWFyWq1KiwsTMnJyTpz5oxCQkIUFham1NRUSdK1a9c0YsQIk6O1\n74033lBISIiGDh2q2NhYRUREKCQkRIsWLbKtExkZqdWrV5sXZDGOHTum7t27KywsTGFhYZo3b55L\nxf/f//5XQUFBWr9+vSQpMTFRVqtVoaGhmjBhgnJycpSTk6PnnntOwcHBOnr0qO1vx4wZo6SkJLNC\nl1Q0/nnz5mngwIG2+rBnzx6njl+SFi5cqJCQEA0ePFg7d+50uXMgFd0HVzwPjpCYmKhhw4ZpyJAh\nmj17tiQ5dXu8ePFiWa1WSc4Z58GDBxUcHKxhw4Zp+vTpThmnq1y/CtdRZ41Tkq5fv65evXpp+/bt\nThtnZGSknnzySQ0cOFB79uxxujgzMjI0btw4Wa1WDR06VF9++aUWLlyooUOHat26dbb13nvvPe3c\nudOUGF1B4XsMRytcLx0pKytLL730kqxWq4KDg7V7926Hln/TrfXV0W69x7ZarZo3b57Dt3FrXd67\nd6/Dy9+8ebPtXshqtapt27YOLd9eXXc0wzA0c+ZM27X3hx9+cEi5JfkN4uhtSNLatWv1q1/9SpmZ\nmQ4v//z58xoxYoSsVqueeeYZXbx4seyFGy5qwIABReYtXrzY+Oqrr4zt27cbmzdvNgzDMBYtWmQc\nPHjwXod3R9HR0cbzzz9vGIZhnDx50hg8eLARGhpqGIZhjBgxwsjOzjauX79uDB8+3MjJyTEzVLui\no6ON+fPnF5jnKvFnZGQYVqvVmDFjhrFu3TrDMAxj6tSpRlRUlGEYN74zH330kbFv3z7j/fffN86f\nP29MmjTJMAzD2L17t/H222+bFrthFB//d999V2A9Z43fMAzj4MGDxnPPPWcYhmFcvnzZ6NGjhzF1\n6lTjs88+MwzD+c+BYdjfh1dffdU4ceJEgfWceR8cZfz48cauXbsMwzCMuXPnGufPn3fa9vjkyZNG\nSEiIYbVaDcNwzutG7969jaSkJMMwbhzb3bt3O1WcrnL9sldHnTHOm5YsWWIMGjTI2Lp1q1PGefny\nZaN3795GRkaGceHCBWPGjBlOF+e6deuMJUuWGIZhGMnJyUafPn2MZ5991jCMn+9RUlJSbN9fFGXv\nHsOR7NVLR/rHP/5hrFy50jAMw4iPjzd69+7t0PJvullft23b5vCy7d1jO5K9ulyeoqOjjblz5zq0\nzFvrelJSktG3b1+Hlm8YhrFz505jwoQJhmEYRlxcnEPajTv9Blm4cKGxYcMGh29j27ZtxpIlS4ye\nPXsaGRkZDi9/ypQptnv4devWGQsXLixz+S7bc+LatWtF5l25ckV+fn6qU6eOLl26pISEBMXHx6tT\np04mRHh7Bw4cUK9evSRJAQEBSk1NlZvbjdNRu3ZtpaWlafXq1XrqqadUqVIlM0O1Kz09XUahgV5u\nxuns8Xt6emrlypWqW7eubV50dLR69uwpSXr00Ud14MABpaamys/PT35+frp8+bLy8/MVERGhUaNG\nmRW6JPvx2zsfN+uDs8UvSR07dtRbb70lSapZs6YyMjJ0+PBhPfroo5Kc/xxI9vfh6tWrRdZz5vPg\nCIZhKCYmxnbuZsyYoXr16jlte7xgwQJNnDjR9tkZ49y6dautfvv4+Cg1NdWp4nSV65e9OuqMcUrS\n6dOndfr0aXXv3l2Sc15P9+/fr65du6pKlSry8/PT3LlznS5OHx8fXb58WdKNup2Xl6fatWtLktzd\n3SVJ4eHhevHFF02JzxXYu8dwpML1MjMzs8j9y93o16+fRo4cKUlKSEhQ/fr1HVb2TYXrq6PZu6dz\nJHt1uTwtX75cY8aMcWiZt9b11NRUWz13pDNnzqh169aSpEaNGik+Pv6uz8udfoP87ne/0/79+x2+\njd69e2vChAl3Ve7typ89e7Z69+4t6cb14GYPz7Jw2eTElStXNGnSJA0dOtTWyNWrV09xcXH64Ycf\n1KBBA73zzjsaPny4Zs2apdmzZystLc3kqH+WkpJSoCL5+fnp9OnTys3NVXJysvLz83X06FFVqVJF\n06ZN05o1a0yMtqiMjAzFxMRo1KhRslqtOnTokHJzc10ifjc3N3l4eBSYl5mZqcqVK0uS6tSpo+Tk\nZPn7+ysuLk5nzpxR/fr1tXnzZj3++ON6//33NX36dJ04ccKM8O3Gn5GRoeXLl8tqtWry5MlKTU21\n1Qdni1+SLBaLvLy8JEmbNm1Sjx49XOocFLcPWVlZCg8Pd5nz4AiXLl1StWrVtGzZMlmtVi1dulSS\nc7bH27ZtU6dOndSgQQPbPGeMs2rVqpKk5ORk7d+/X927d3eqOF3l+mWvjubn5ztdnJL0l7/8RVOn\nTrV9dsbraXx8vPLz8zVhwgSFhobqwIEDThdnv379lJCQoN69e8tqteqNN95QUlKScnNzZRiGTp06\npZycHJ08eVJ//vOfFRkZec9jdHb27jEc6dZ6+cknn6h79+6yWCwO305ISIgmT56sadOmObzswvXV\n0W7eYz/33HO2e2xHsleXy0tsbKzq168vX19fh5ZbuK5PmTLFoeVL0oMPPqh9+/YpPz9fp0+f1rlz\n52wJkbIqyW+QCxcuOHwb3t7ed1Xmncr38vKSxWJRfn6+PvroIz3++ONlL/9uAzTLxIkTNXv2bK1b\nt07Hjh3Tzp07NWjQIP3tb39TdHS0/P39VbNmTR08eFD9+vVT3759tWHDBrPDtimceTMMQ8OGDdPT\nTz+tPn366IMPPtDYsWP14Ycfav78+Tpx4oRTPZ/esmVLjR07Vn/961/12muvaerUqRo0aJDCwsJc\nIv7Cbr0wGoYhNzc3tW/fXsnJyZo3b56Cg4P1xRdfqEmTJnJ3d9fMmTNtSTFnEBISoldeeUVr165V\ns2bN9M4777hE/Lt27dKWLVs0Y8aMAvNd6Rzcug/BwcGaNGmSy52Hu5Gfn6/ExEQNHjxYa9as0bFj\nx7Rnzx6na4+vXLmirVu3asSIETIMw9YGO1ucN128eFGjR4/W7NmzVbNmTaeK09WuX7fW0aFDhzpd\nnNu3b1ebNm3UsGFD2zxnjNMwDCUlJWnx4sV64403NG3aNA0dOtSprvuRkZFq0KCBPv/8c61Zs0YL\nFixQz549NXz4cIWGhio8PFwvvPCC/vGPf2jevHn69NNPlZube09jxA27du3S1q1bi1z/HWXjxo16\n99139corrzi03ML1tTx6ONy8x16xYoXtHtuR31N7dbm8bNq0SX/84x8dXu6tdX316tXl0vvjkUce\nUevWrRUaGqq1a9cqICCgXM534d8g5ZGsuxfy8/M1adIkde7cWZ07dy5zOc7V3/4ONmzYoB07dsjX\n11fLli2zze/Ro4e+//57BQUFaeXKlZKksWPHav78+Vq0aJH69eun/Px87dixw6zQi/D391dKSort\nc3Jysp5++mmNHj1aZ86c0ffff69WrVrZGiN/f38lJCTI39/frJALaNasmZo1ayZJuv/+++Xn56f2\n7dvrySefdIn4C/P29lZ2drY8PDyUlJSkOnXqSLrx0jdJeueddzRy5EjFx8erQYMG8vT0VHp6upkh\nF3Czi7UkBQUF2V5K6Mzx79u3TytWrNCqVatUrVo1lzwHhffBFc9DWd1sj2vWrKmGDRvqvvvukyR1\n6dJFJ0+eVPfu3Z2iPb4Z55EjRxQQEKCnnnpK169f148//qgFCxZo6tSpThWnr6+v5s2bp1GjRmni\nxInq0qWLJKlu3bpOEafkWtevwnW0X79+6tevn1PFuWfPHp07d07/+te/lJiYKE9PT82ZM0fr1693\nqjj9/PzUpk0bubm5qVGjRqpatao6d+7sVMfzq6++Urdu3SRJLVq0UFJSkqxWq55++mkdOnRIAQEB\nqly5smrVqiXpxmMFly5dKrdHGGBf4XrpSMeOHZOvr6/q1aunli1bKi8vT5cuXXJYt3979bVevXq2\nttoR7N1jJyUlFUhg3g17ddmRx+hW0dHRmjlzpsPLvbWut2zZUklJScrPz7c9uuco48ePt00HBQU5\nvAeIVPxvkPJQnomPV199VU2bNtWf/vSnuyrHpXpODB06VGvXrtWsWbP03HPP2S6Ahw8f1gMPPGBb\nb9euXerYsaNq1KghPz8/JSQk6Pz580518enatauioqIkScePH5e/v7+ty014eLjGjRsnSbY3tiYm\nJjrVD/stW7Zo7dq1kqQLFy7o4sWLtvhcIf7CunTpYjsfUVFRtgZPkpKSkhQXF6eOHTvavk9ZWVm2\nbonOYPTo0Tp//rwk6dChQ3rwwQdty5wx/mvXrmnRokV6//33Vb16dUmudw7s7YOrnYe7cbM9Dg8P\n13333ae4uDhJN24MmzZtalvP7Pb4ZpwnTpzQ3//+d23cuFHh4eFq1apVgW65zhLnsmXLtGDBAo0Y\nMUK//e1vi6xndpyS61y/7NXRm5wpzqVLl2rTpk36+OOPNXjwYI0ZM8b2Q8eZ4uzataute/mlS5eU\nkZFh+zHjLHE2adLENipSfHy8qlatKjc3NxmGodWrV+vZZ5+Vj4+PrUdHSkpKufzYQPFuVy8d4fDh\nw/rwww8l3Ti/mZmZDv3Rfbv66ii3u8d2hNvVZUdKTk5W1apVy+UdNMXVdUf67rvvbL1K9u7dq8DA\nQIeWf9Pt7n8drbzeZRIZGSkPDw+NHTv2rstyqZ4TN/n4+Khz584KDg6Wp6enWrVqpT59+kiS8vLy\ntGXLFoWHh0u6MeTo5MmT5ebmVmCoK7O1adNGgYGBCgkJsXXvlqQjR46oadOmtqzZY489ppCQEAUE\nBBR4TtpsQUFBeuWVVxQVFaWcnBzNmTNHlSpVcon4jx07pgULFighIUGVKlVSVFSU3nzzTU2dOlUf\nf/yxGjRooAEDBtjWf/fdd203XR07dtTq1att/yV0lviHDRumcePGydvbW97e3po/f77Txi9JO3bs\n0JUrV/TSSy/ZurD95S9/0fTp013iHEj292HgwIEudR4cZdq0aZo1a5ays7PVvHlz28sxXaU9dqY4\ns7KyFBkZqbi4OH3yySeyWCzq37+/Bg8e7DRxusr1y14dXbhwoc6dO+dUcRbH2Y6nv7+/+vTp7A/q\nDgAABiRJREFUI6vVquvXrzvleQ8ODta0adNktVqVl5dn6+odGRmpPn362JLBrVu31rBhw9SpUyfb\nizJxg717jPDwcNWoUcMh5RdXL+vVq+eQ8ocOHapp06bZesnNmjXLIeXeS8XdYztKcXXZ0S5cuFBu\nyb/i6rojtWjRQoZhKCQkRDVq1NCCBQvuuszS/gZx1Da6du2qL7/8UhcvXtSoUaP061//usyPPNkr\n/9KlS/Lw8JDVapXFYlHz5s3L/L2yGOX5OlgAAAAAAIA7cKnHOgAAAAAAQMVDcgIAAAAAAJiK5AQA\nAAAAADAVyQkAAAAAAGAqkhMAAAAAAMBUJCcAAAAAAICpSE6gQomPj9fDDz+ssLAwhYWFyWq1atiw\nYTpy5Mht/y4yMvIeRQgAvwy0xwDgfOLj49WyZUt9/PHHBeYfOXJELVu21OHDh0td5tdff61z585J\nkqxWqw4cOOCQWPHLU8nsAABH8/X1VUREhO3zqVOn9PTTT+vLL7+0u35eXp6WL1+uJ5544l6FCAC/\nCLTHAOB8mjRpoq1btyo4ONg2b+vWrWrWrFmZytu6dav69eun++67z1Eh4heK5AQqvICAAOXk5Ojy\n5ctavXq1vvrqK1ksFj388MOaNGmSpk+froSEBI0cOVJz587VsGHDtGfPHklSeHi48vLyNH78eLVr\n106DBw9WXl6egoKCtGLFCtWrV08nT55UpUqVtGrVKuXl5enll1/W1atXlZubq549e+r55583+QgA\ngHOgPQYA89WtW1c5OTk6deqUAgIClJWVpZiYGLVp00aStGXLFm3cuFFVqlSRn5+fXnvtNVWtWlXt\n27fX6NGjtXfvXqWkpGjZsmU6e/asPvvsM8XGxmrq1KmSpAMHDuhvf/ubzp49q7Fjx6p///5m7i5c\nCI91oML74osv5OPjo0OHDikpKUlr165VRESEzp49q927d2vcuHHy9fXVqlWrJEkWi8VuORkZGere\nvbumT58uSfrmm2/08ssva+PGjXJzc9O+ffu0f/9+5eXlad26ddqwYYO8vb3v2X4CgLOjPQYA5/DE\nE09o8+bNkqSoqCj16NFDFotF8fHxCg8PV0REhCIiIuTv76/Vq1dLkq5du6YWLVpozZo1+v3vf69N\nmzapV69eatmypaZOnarOnTvbyl+xYoXmz5+vFStWmLF7cFEkJ1DhXLx40fZ8c69evRQREaEPPvhA\nhw4d0tGjR23LEhISbM/HlYRhGGrbtq3tc0BAgHx8fCRJDRs2VGpqqtq2bavExERNmDBB27dv16BB\ngxy+fwDgKmiPAcD5WCwWPfbYY/rf//1f5ebmatu2bbbH6apVq6bAwEBVqVJFktSpUyfFxsba/rZj\nx46Sfm5rbzIMo8g69erV07Vr18p9f1Bx8FgHKpxbn3HeuXOnIiIi1KRJE3l4eCg4OFgjRowosH58\nfLxtuvB/6XJycuTm9nMOr3LlyrZpd3f3AusahqHatWsrMjJSX3/9tXbt2qWBAwdq+/bt8vDwcNj+\nAYCroD0GAOdUs2ZNBQYGasuWLUpJSVFgYKBt2a2JBsMwCrTHlSpVsrverW5tk4tbB7CHnhOocG5t\nBIOCglSzZk2tW7dO7dq10+eff668vDxJ0vLlyxUXFyc3NzdlZWVJupEtTk1NVXZ2tvLy8kr9xuJ/\n//vf+te//qU2bdpo0qRJqlatmi5evOi4nQMAF0J7DADO64knntCSJUv0+OOP2+ZlZGTo+PHjysjI\nkCTt37/f9i6K4ri5uen69et2l5GcQGnQcwIVTuH/ts2YMUODBw/W+vXr1bZtW4WEhMjd3V2BgYFq\n1KiR8vPz5e/vr4EDB2r9+vUaMGCA/vjHP6px48Zq1apVseXa07RpU02ZMkWrVq2Sm5ubfvOb36h+\n/foO30cAcAW0xwDgvHr27ClJBV5YWb9+fY0fP17Dhw+Xp6en/P399fLLL0sqvu3t2rWr5syZo9zc\n3CLrlKS9Bm6yGKSzAAAAAACAiXisAwAAAAAAmIrkBAAAAAAAMBXJCQAAAAAAYCqSEwAAAAAAwFQk\nJwAAAAAAgKlITgAAAAAAAFORnAAAAAAAAKYiOQEAAAAAAEz1/wEGd6VBYaTlzwAAAABJRU5ErkJg\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f63dbe5d358>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(1)\n",
"plt.subplot(1,3,1)\n",
"pf.plot_annual_returns(bt_returns)\n",
"plt.subplot(1,3,2)\n",
"pf.plot_monthly_returns_dist(bt_returns)\n",
"plt.subplot(1,3,3)\n",
"pf.plot_monthly_returns_heatmap(bt_returns)\n",
"plt.tight_layout()\n",
"fig.set_size_inches(15,5)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAzwAAAHrCAYAAAAKUphQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAIUleAAAgMISPAAAQGH9f8MK/1+thqdRAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f63dc524240>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pf.plot_return_quantiles(bt_returns);"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAAHUCAYAAAAA3AjKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f63dd2540f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pf.plot_rolling_beta(bt_returns, benchmark_rets);"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAAHUCAYAAAAA3AjKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f63dc5241d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pf.plot_rolling_sharpe(bt_returns);"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0UAAAHUCAYAAAD1IoN6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8VfWd//HXuWv2QBISMBGQRdmEICriUhRRWURHLYg4\nWmlHrY6OM9oZf46tK1aqdaZVp63VtlaqtY6otSpSbcedRaIYZAchC4SsZL256zm/P25yIWaXe7O+\nn4+HD5Nzzj3ncxeS88nn+/18DcuyLERERERERAYpW28HICIiIiIi0puUFImIiIiIyKCmpEhERERE\nRAY1JUUiIiIiIjKoKSkSEREREZFBTUmRiIiIiIgMakqKRET6ufvuu4/58+czf/58pkyZwpw5c5g/\nfz4LFizA4/FE5RrBYJAf//jHTJgwgcrKyhb7fvvb37JgwQLmz5/PvffeSygU6vR8r776KsuXL49K\nbB3ZuHEjF154YcyvE23XXnstO3fu7NZj7rrrLn71q1/FKCIRkYHN0dsBiIjIsbnvvvsiX59//vn8\n9Kc/Zfr06VG9xo033khubi6GYbTYvmnTJl588UVee+01EhISuPHGG3nhhRe45pprOj3n188VKz11\nnWh67rnnejsEEZFBRZUiEZEBxLIsvr4m94EDB/jud7/LvHnzWLRoEX/5y18AWLduHZdffjk//vGP\nI/u+/PLLNs972223cfPNN7c699q1a1m4cCEJCQkAXHnllaxZs6bV403T5N577+W8887jyiuvZNeu\nXZF9//7v/85PfvITLrnkEt59910aGxv5l3/5F+bNm8f555/PY489BsBjjz3Gk08+CYQrV9OnT+fV\nV18FoKqqijPOOAOAJ598knPPPZfLL7+c9evXR67j8/n40Y9+xLx581i4cCE//elPMU2T22+/ndde\new2A0tJSJkyYwMaNGwHIz8/n8ssvZ926dVx99dU8+uijLFiwgAsuuIC8vLxWz7Oj19Tv9/PAAw9w\n0UUXcf755/P0009HHjd79mx+8YtfMH/+fEpLS5k9ezb5+fkAvPnmmyxatIgFCxawfPlyDhw4EHnO\n1113HXPnzuWmm26ioaEhcr7f//73kerdlVdeyVdffdXm+yoiImFKikREBrgf/vCHnHPOObz99tv8\n8pe/5IEHHqC0tBSAnTt3cvrpp/P2229z9dVXt6g6HW3q1Kltbt+/fz8jR46MfD9y5Mg2b8Dfe+89\nNm3axNq1a3nuueciSUezDRs28MorrzB37lz+8Ic/EAwGefvtt3nllVf405/+RH5+PmeccQabN28G\n4Msvv+Skk07is88+A8IVqzPOOIOdO3fy/PPP89prr7F69Wq2bdsWucZvfvMbqqqqWLNmDatXr+aT\nTz7h7bffZtasWXz++eeR8+Tm5kbOm5eXx6xZswDYsmULM2fO5K233mLx4sU89dRTbb4m7b2mzz77\nLIWFhbz11lu88cYbvPnmm3z00UeRx1VUVLBmzRqysrIi24qLi7n//vt56qmneOuttzjzzDO59957\nAXjqqacYMWIE7777Lv/5n/8ZOVddXR2/+MUveOWVV1izZg3f+c53+OCDD9qMVUREwpQUiYgMYH6/\nn/Xr17N06VIAcnJyOPXUUyMVlJSUFObOnQvAhRdeyNatWwkGg10+v9frxe12R753u900Nja2Ou7T\nTz/l3HPPxeVy4Xa7mTdvXov9Z555Jg5HeET39ddfz+OPPw5AamoqY8eOpaioiFNOOYXt27cD4eTl\niiuuiFRhmpOXTZs2MXPmTIYMGYJhGFxyySWRa3zwwQcsWbIEwzCIi4tj0aJFfPzxx5x++uktkqKr\nrrqqzaQoNTWVb33rWwBMmjSJkpKSNl+T9l7Tt99+m8WLF2O324mPj+eSSy7hr3/9a+Rx5557bqtz\nffzxx5x55pkcd9xxACxevJj169djWRabNm2KvI7HH388M2bMiLwHAC+//DKVlZUsWLCA6667rs1Y\nRUQkTEmRiMgAdvjwYRwOB/Hx8ZFtKSkpVFVVRb5ulpqaimVZ1NbWdvn88fHx+Hy+yPderzcylO5o\nNTU1JCcnt7jW0Y7+ft++fdxyyy1cdNFFzJ8/nx07dmCaJvHx8YwePZo9e/ZEkp+EhASqq6vZtGkT\ns2bNorq6ut3rVFVVtfg+JSWFyspKRo0aRX19PfX19WzevJl58+ZRUlKCZVnk5+dz6qmnArQ4r91u\nb7ehxNdfU4Da2lpqa2v5yU9+EhnW9sILL+D1eiPHDhkypNW5qqqqWp0vFApRU1PT6jVtPs7lcvG7\n3/2OjRs3ctFFF3HNNdewZ8+eNmMVEZEwNVoQERnA0tLSME0Tj8cTSVaqq6tJT0+PfN2spqYGm83W\nKmHpyJgxY1oMl9u9ezfjxo1rdVxqaip1dXWR75uTsrbcd999zJgxI9JJbcmSJZF9M2fO5LPPPqOg\noICRI0cybdo0Pv74Y2praxk5ciSpqans3r07cvzRnfLS09NbPN/q6moyMjIAOO200/jwww8jlawx\nY8awdu1aRo0aRVxcXJdfj+bzNqupqcEwDFJTU8nMzOTmm2/m7LPP7vK5MjIyItUxOJLkDhkyhJSU\nlBav6eHDhyNfT5o0iccff5xAIMBTTz3F/fffz6pVq7r1PEREBhNVikREBjCn08kZZ5zBn/70JyA8\nB2jz5s2RIWENDQ28//77AKxZs4apU6dit9vbPNfXmywAzJ8/nzfffJPDhw8TCAT44x//yMUXX9zq\nuNzcXD788EP8fj8ej4e1a9e2G3NVVRUTJ04EwkPeiouLI00ETj/9dFavXh1JvHJzc1m1ahWnnXZa\n5PtNmzZRU1NDMBjkjTfeiJz33HPP5eWXX8Y0TRoaGnj99dcjQ9ZOP/10nn322UjXvtzcXJ599tlI\n84buaO81nTNnDi+99BKmaWJZFk8++SSffPJJh+c666yz2LBhQ2So3h//+MfIEL7p06fz7rvvAuH3\ntXkI4I4dO7j99tsJBoM4nU6mTJnSLzvwiYj0JCVFIiIDSFs3vw8++CAfffQRCxYs4LbbbuPhhx9m\n2LBhQLgxwrp167jooot48cUXueeee1o9vrS0lPnz53PJJZdgGAbLli1jwYIFVFVVMW3aNL7zne+w\ndOlSLr74YiZMmNCistNs7ty5TJ06lQsvvJDrrruO8847r93ncNNNN3H//fdz8cUXk5+fz0033cRj\njz1Gfn4+p5xyCjt27OCUU04BwonBF198EUnypkyZwhVXXMGll17KkiVLIskSwHXXXUdaWhoLFy5k\nyZIlXHjhhZG5PzNnzoycv63zdkd7r+m1115LZmYmCxcuZP78+RQVFUXmAX39fWv+/rjjjuP+++/n\nhhtuYOHCheTn50caLXz/+99n//79zJ07l5UrV0bWY5owYQJZWVksWLCARYsW8atf/Yr//M//7Pbz\nEBEZTAyrrT/9RdGuXbv453/+Z6677jquvvrqFvvWr1/Pf//3f2O32znhhBN46KGH2Lp1KzfffDOj\nRo3CsixOOukkfvjDH8YyRBGRQWndunU8+OCDvPXWW70dyoCh11REpH+K6ZyixsZGVqxY0e5f2u69\n915WrVpFZmYmt912Gx988AHx8fHMmzePu+66K5ahiYiIiIiIADEePud2u3nmmWfIzMxsc/8rr7wS\n2ZeWlkZ1dTUNDQ1tjlsXERERERGJhZgmRTabDZfL1e7+xMREAMrKyvjkk0+YPXs2Ho+HvLw8brjh\nBq655ho2bNgQyxBFRAatWbNmaZhXlOk1FRHpn3q9JXdlZSU33XQT9913H6mpqUyYMIFbbrmF8847\nj/3797N8+XLeeeedyKJ+bcnLy+vBiEVEREREpD9qbnDzdb2aFNXX13P99ddz++23R+YdjRkzhjFj\nxgAwevRoMjIyKC0tJTs7u8NztfcEB6ug10/Flt3YnEfe4pDXhzPOiSPe3cEjWzKDIVLHj8bucoa/\nDwXxVVVi2DovMlqmiTstHZs9uh+zvLy8mL3f3gYvX7z7OU63s0vH+xq8pKfEEZcU32pfKBAk57QJ\nOL/2etfV1vPnl9cQF9f190HaVlBQyKhRI3s7DOkj9HkYnAbC++71+rj02/NJTknq9mPNQADPgQMY\n7bXSD4VIyM7G5uza77Wj+T0+dn+4BYer+4/tjqA/wPhzTsaVcGy/F7t7f9BQ5+GdP7+PO679UU1y\n7HxePxdcOpvE5NYLe3emsb6RT9asx+Xu3nvU1s8Fv8/PkDEp7Tyil1tyr1y5kuXLl7dYyG716tWR\nBebKy8uprKwkKyurt0IUEREREZEBLqaVoq1bt7Jy5UoOHjyIw+Fg7dq1zJkzh5ycHM4++2xef/11\nCgsLeemllzAMg0WLFjFv3jzuuOMO1q5dSyAQ4P777+9w6JyIiIiIiMixiGm2MXny5EjVpy35+flt\nbv/1r399TNe1LItQKHRM5+jvgsEgIawWnfxMLEKWhWGZANgwtMq5iIiIiAx6A7IEEwqFCAaDg7rC\nZHPYSRqe3mLujxkKYbPbsDkchEyTYE0tdpQUiYiIiMjgNmCzBofDMaiTIhMDu82OYT+SFBkW2O02\nbE2TMYO9FZyIiIiISB/Sq40WREREREREepuSIhERERERGdSUFImIiIiIyKCmpCiGDhw4wCmnnMK1\n117LNddcw9KlS3n33Xe79NhNmzZRVVUFwNNPP82iRYsoLCxs89i77rqL999/nw8//JAXX3wxavGL\niIiIiAwGg7cTQQ8ZM2YMzz33HAA1NTVcdtllfOtb38Ll6nhl3tWrV/O9732PtLQ0PvroIx599FFG\njux4xe5zzjknanGLiIiIiAwWSop6UGpqKsOGDSM/P59f/vKX+P1+7HY7Dz30EAA/+MEPSEpKYtmy\nZbz77rvs2bOHq6++mm3btvGjH/2IRx99lPfff581a9YAMHfuXP7pn/4pcv5XX32VXbt2ceedd/Lc\nqlW8+fpfMGwGs886h+uWXd0rz1lEREREpK8bFEnRb/+ylY+/OBDVc541LZvvLprc6XFHL55aXFxM\ndXU1r776Kt/+9reZP38+a9eu5YknnuDWW29lx44dvP/++6SkpDBx4kTuvfdexo4dyyuvvMK9996L\nw+Hgz3/+M6tXr8Y0TRYvXsxFF13U4nqGYVBcXMxrf36NVU8+hWXANd+/ngvOO48Rw7Ki+hqIiIiI\niAwEmlMUY/v27YvMKbrvvvt45JFH2LJlCzNnzgTg1FNPZfv27QCMHDmSlJQUIJxMNSdUzV9v376d\nadOmYRgGdrudadOmsWPHjlbX3L59O7nTciPHnTxxErv27OmhZywiIiIi0r8MikrRdxdN7lJVJxaO\nnlPUzGazRRIe0zSx2cK5qdPp7PBchmFgmmbk+1AoFHlsq+OsI8eZlonNZnzj5yAiIiIiMpCpUhRj\nRw+fa3byySezfv16ADZu3MiUKVNaHWuz2fD7/S0eN3HiRL744gtM0yQYDLJlyxYmTZrU6vwTJ04k\n/6jjvty2jZPGnxjNpyUiIiIiMmAMikpRbzKM1hWaW2+9lbvvvpuXXnoJl8vFQw89RCAQaHHsaaed\nxr/927/xi1/8IrI9OzubJUuWcPXVV2NZFosXL2bEiBGtzp+dnc3ixUv4p3+9BYDLF13K8MwszGAo\nRs9SRERERKT/UlIUQ9nZ2bz88suttmdmZvL000+32n70sbfccgu33BJOao4efrds2TKWLVvW4nEP\nP/xwq3NdtXQpl553AYZdxUARERERkY7ojllERERERAY1JUUiIiIiIjKoKSkSEREREZFBbcDOKQoG\ng70dQq8ygyFCZgiDIx3tTDOEFbKwGQaho1p7i4iIiIgMZgMyKbLb7b0dQq8zgyHqD1Vicxx5i02f\nD4fbiSPeBYANrV0kIiIiIn3T/pJafEELlzv21xqQSZFhGDgcA/KpdZ3DxI6BrUVLcAO7YWA3NGpS\nRERERPquw7Ve7vr1Bkan2rliauyzIt0di4iIiIhIn1JYWkfItPjqcJAab+zX2lRSJCIiIiIifUpJ\nRQMAFrD5oDfm11NSJCIiIiIifUpzUgSQX+IlaFodHH3slBSJiIiIiEifUlIZToomDXPSGLTYUeaL\n6fWUFImIiIiISJ9SUtFAvNvOzOxwk4UvS5UUiYiIiIjIIGFZFgcrGhielkBqnI3UOBsVDbFdg1RJ\nkYiIiIiI9BlVtV78gRBZaQkADI234wlY+IJmzK6ppEhERERERPqM5iYLw49KigAONyopEhERERGR\nQSCSFA2NB45OimK3XpGSIhERERER6TOaO88NT/96pUhJkYiIiIiIDALtD59TUiQiIiIiIoNASWUD\nLqedIUnhdtypcTYMlBSJiIiIiMggYFkWJRUNjEhPwGYzALDbDFLjbUqKRERERERk4Ktt8OPxBhmR\nkdhie1q8ncaAhTdGbbkdMTmriIiIiIhIFxWV1vHzP31OUWkdACMyklrsD88rCnC4McSI5OjXdVQp\nEhERERGRXrX6/3azs+AwaSlxnDl1BBfOHNlif6zXKlKlSEREREREek19Y4APNx9keHoC//PvcyJz\niRrrGyPHRJIiT2zmFalSJCIiIiIiveb9z4rxB0JcOHNUJCH6uli35VZSJCIiIiIivcKyLNau34/d\nZjD3tJHtHpcSZ8NmKCkSEREREZEBZndRNfsO1nL65OEMTYlr9zibYTA03k6lJ4RlWVGPQ0mRiIiI\niIj0ir9uKADgwpmjOj12RLIDf8iiIgbzipQUiYiIiIhIj2v0Bfng82KGDY1n+kmZnR6fneoE4EBN\nIOqxKCkSEREREZEe98HnB2j0hbjg9FHY22mwcLTslHDj7AO1wajHoqRIRERERER63Nr1+7EZcMHp\n7TdYOFp6gp04h6FKkYiIiIiI9H/7Dtawu6iaUyZkkTEkvkuPMQyD7BQH1V6Tel90F3FVUiQiIiIi\nIj1q7fpwg4WLzui8wcLRIvOKaqNbLVJSJCIiIiIiPcbrD/JeXhFpKW5Om5jVrcdmp4STouIoD6FT\nUiQiIiIiIj3m4y8O0uANMvf0Udjt3UtHhic7sBnRb7agpEhERERERHpM89C5rjZYOJrTbjA82UFp\nXRB/KHqLuCopEhERERGRHlF4qJbt+6vIPXEYw9MTv9E5slOcWEBJFOcVKSkSEREREZGYMk2LfQdr\neH7tDqD7DRaOlpMa/fWKHFE7k4iIiIiISBPLsvisJMiHv9lIcXkDHm84iclMS2Dm5BHf+LzHNTVb\niOZ6RUqKREREREQk6hr8Fp8fMrEZtWRnJnLGlKGcPDaD0yZl4XR88wFriS4bQ+PtHKwNYloWNsM4\n5liVFImIiIiISNT5mhohzD01m1uXzojquXNSHWw55KOiIURm0rGnNJpTJCIiIiIiUedvmvIT745+\nHaZ5vaJoLeKqpEhERERERKKuuWV2QiySouZmCzXRabagpEhERERERKKuOSmKj4t+UpQWbyfeYahS\nJCIiIiIifZevqYgTi0qRYRhkpzqp8ZrU+ULHfL6YJ0W7du3iggsu4Pnnn2+1b/369Vx55ZUsW7aM\nu+++O7L94YcfZunSpVx11VVs2bIl1iGKiIiIiEiUBZqHz8WgUgSQnRK9IXQxTYoaGxtZsWIFs2bN\nanP/vffeyxNPPMELL7xAfX09H3zwAZ9++ikFBQW8+OKLrFixggcffDCWIYqIiIiISAw0d5+LRaMF\ngOzUtpstBExYvaWGneW+Lp8rpkmR2+3mmWeeITMzs839r7zySmRfWloa1dXVrFu3jrlz5wIwduxY\namtraWhoiGWYIiIiIiISZf4YDp8DGJ7swG5A8dcqRTtqnOytCvDZgcYunyumSZHNZsPlcrW7PzEx\nEYCysjI++eQTZs+eTUVFBWlpaZFj0tPTqaioiGWYIiIiIiISZf4YD59z2AyGJzsoqw9GrlXvN9lV\nG75eSV2QkGl16Vy93mihsrKSm266ifvuu4/U1FQsq2XglmVhRGGVWhERERER6TmxbMndLDvViQWU\nNA2hW1fgIWgZJDoNgiaU1XdtvlHsIuyC+vp6rr/+em6//fbIvKOsrKwWlaGysjIyMjI6PVdeXl7M\n4uyPrEAI82AVhv1I3msFQ7jjHeDsxttumuxrqIam8xhYJBvQlZzbAOoKi7CIflIbq/c74A1QXFSE\n3Wnv0vEhXwBvXTyOOGerfVbQpMLpxeZq+Xp7GhopKizG5W79GOm+goLC3g5B+hB9Hgan/v6++30B\nNm/eTEJifLcfa5gmcT4ftPcHZMvCW16OZev+38FDviBVxQexObr2O/GbMoMhGjaHsEfhxrk79wde\nj4+iokKcLv0+jpXahhTAyc4dX1JUFNftx/sb/RQVFuNwtf/ZcPnsgJuthRXUVobYfDCOJIfFxJQA\nn1a6+bKgHH9KkKA/yJAxk9o9T68mRStXrmT58uWcffbZkW1nnXUWTz75JEuWLGHbtm1kZWWRkJDQ\n6blmzJgRy1D7naDXT4V9N7ajEqCQ14czzokj3t3l85jBEKnjR2Nv+oFhhoL4qioxuvDD1TJN3Gnp\n2OzR/Zjl5eXF7P32NngxKiycXUxYfA1e0lPiiEtq/YssFAiSkzsB59de77raegr2lBAX1/X3QdpW\nUFDIqFEjezsM6SP0eRicBsL77vX6yM3NJTklqduPNQMBPAcOYNjbTlysUIiE7Gxszu7f+Ps9PnbX\n2XHEOGkI+gOMzz0ZV8Kx/V7s7v1BQ52H8oIa3HHtT/WQY7Oh2oMzaHLK9OkkJnd+P/91jfWNeEq8\nuNztv0fDAiYflVVRRyL5dRYWQaYN9TPphOF8WnkYjz2JUaNS8Pv8HV4rpknR1q1bWblyJQcPHsTh\ncLB27VrmzJlDTk4OZ599Nq+//jqFhYW89NJLGIbBokWLWLx4MZMmTWLp0qXY7XbuueeeWIYoIiIi\nIiIx4A9ZdHHwzTeW4LSRlmCnoDo8fO6kDBc5iR6GxNlIdBocqAm2mp7TlpgmRZMnT2bVqlXt7s/P\nz29z+x133BGrkEREREREpAf4Qhbxjtj3BshOcVDlCRHvMJg7PomKkmoMw+C4VCe7K/zU+UziOgmj\n1xstiIiIiIjIwGJZFv4guGJcKQIYl+7CAC44MYlE15H0pnlx1+Lazpst9OqcIhERERERGXiCZrgx\nl6sHSjDjM9zcdrYLl71lOSg7JTwfruCwn7EpHc8dU6VIRERERESiqrkdt9PeM0vrfD0hAshKdhDv\nMNhyyMdLWz0dPl5JkYiIiIiIRJU/FP5/Twyfa4/DZrA0N5Vx6S5K6kMdH9tDMYmIiIiIyCDhD4Yr\nRb2ZFAEMS3Rw+ZQUDlU3dnicKkUiIiIiIhJVvh4ePteZtPiOszMlRSIiIiIiElV9YfhcdygpEhER\nERGRqIoMn+sn2UY/CVNERERERPqL5u5zbXWF64uUFImIiIiISFQdacndy4F0kZIiERERERGJKn8w\n/H/NKRIRERERkUFJw+dERERERGRQ84X6xjpFXaWkSEREREREoqp5+Jyzn2Qb/SRMERERERHpL/wh\nC7sBdpuGz4mIiIiIyCDkD1m4HP0jIQIlRSIiIiIyCL3xyX72VZu9HcaA5Q+Bu5/MJwJw9HYAIiIi\nIiI9yeMN8Ie/7ibOAeMzrX4zxKs/8Qctkl39p/7SfyIVEREREYmCotI6ALxBKKoJ9XI0A0/ItAhZ\naPiciIiIiEhf1ZwUAewqD/ZiJANTf2vHDUqKRERERGSQKTgUTorsBuyrCuILWr0c0cDS3I67vyzc\nCkqKRERERGSQaa4UTRxmI2TBV1WqFkWTv7lSpOFzIiIiIiJ9U1FpHUOTXEzKCI/v0hC66DpUF56n\nlezuP0mRus+JiIiIyIBgWRalVR7KDnsoq/JQdriR0ioP5YcbqWnwceNlJzP++KGUHW5kyglpJLvr\nGRpvUNGgZgvRYlkW28qC2AwYn+GAUP9IOJUUiYiIiMiA8MzrX/L6B1+1u//V9/ay7KKTAMgZlgiB\netwOg+pGC8uyMIz+U9noq8rqTao8JmPS7CQ4bfj6Sb6ppEhEREREBoTPd5bjctq5bPZYMtMSyBwa\nT2ZaAsOGxPODxz/k851lTBs/DIDsYYlwMNwMwAKCJjj7Ube0vmp7WQCASZnOXo6ke5QUiYiIiEi/\nFwxZHCyvZ9zxQ/jH+RNb7Z89PZvfHajh1fd2A5AzLInig+Bu6pDmC1o4+1G3tL4oELLYXREkyWWQ\nM6R/ZZhqtCAiIiIi/V5FbYCQaTF6REqb+8/OzQagqtYHNFWKAFdTiaC5Y5p8czvLgwRMmJjpxNbP\nhiIqKRIRERGRfq+sOjyhf9TwtpOizKEJTBydBsCQJDcpiS7gyFo6/WXuS18VMi0+O+DHYYPJWf1v\nMJqSIhERERHp90prwnNZ2qsUQXgIHcDxWcmRbe6mtXT8WsD1mGwvC1Lvt5ic5STB1f9SjP4XsYiI\niIgMWnuKq3n0D5vYuO1Qi+1l1eGkaFQHSdHZudmkpcQxY0JmZFtzpUjD57655iqR3YDpx/WvBgvN\n+l9tS0REREQGneo6H6vWbOedjQVYFhSU1HL6pOGR/aXVAdJSjgyLa0tqkptn77kQwzBoqPMA4G66\nG/b1j+V0+qQd5eEq0dQR/bNKBEqKRERERKQPCwRN3vjoK158Zyceb5CRw5NxOe3sKaqm8FAtI4en\nUN8YoNYTYvqJaZ2e7+trEalSdGxCpkVecf+uEoGGz4mIiIhIH2RZFp9uO8Qtj/6d3/5lKzbD4PuX\nnczjt5/LP3xrLAAfbj4IhKtG0PHQufa4jmrJLW3bVR6g0tN2J4qd5UfmEiX20yoRqFIkIiIiIn1M\nUWkdz7z+JZ/tKMNmM7j4rBO46qIJkaFxp08ejstp58PNB1h20UkUHmpKitrpPNcRt1pyd6jKE+Ld\nPT6GxttYOi2+RaUtZFrkNc8lyu6/VSJQUiQiIiIifchfNxTwi5e/IGRaTBufwfWXntyqAhTvdnDa\nxCw+zj/I/pJa9jdVijrqPNeeI8Pnjj32geirqvALc7jRpOBwiNFpR9KHneVB6nwWJw/v31UiUFIk\nIiIiIn2ibNf2AAAgAElEQVREIGiy6q3tuF12/u2qU5g5eXirOUDNzsnN5uP8gzz+0mbKqjwYBhw/\nPLnNYzvicvTs8DnLCl+nvefV1+yrCmIAFvDZQX8kKWquEtn6+VyiZv07pRMRERGRAWP9lhKq631c\ncPoozpgyosPEYcbETJLinewpqsbjDTLthATcTnu3r+m0gUHPDJ8zLYsXv2jk//b6Itv2VAb5tMgf\nSZb6kjqfSXmDSXaqnZFD7ByqMympDVeOdlWEq0STs5wkuft/SqFKkYiIiIj0CW+t2wfA/DNHd3ps\nnMvBz24/F483wPFZyXyx+fNvdE3DMHDZwd8DLblrvRaHG00ON5qMSw+S5DZ4d7cX04IRKTZyUvvW\nrfn+w+EXZUyag7QEG4XVjXxS4GPeSXHkFQ+cKhEoKRIRERGRPqDwUC1f7q1k2vgMsocldekxWWkJ\nUbm2y2H0SKWoqtGMfP3BPh9uh4HZdNlNxf4+lxTta5pPNHqonUSXwdg0O3urQjz/uYegCVMGSJUI\nlBSJiIiISB/w9voCAOafeUKPX9tlN6j1mZ0feIwOe8LXSE+wUekxwWdx0jAHjQGLwuoQB2pCZKd2\nfwhgNJXVh3h3txen3aCiwSQz0RZJfC48MY7PDgbYWNhUJernHeeOpqRIRERERHqVaVp8+PkBhiS5\nmTl5eI9f3+2AgCc858cWwwYIzZWi88e5WbPTi2XB2aPdHG40KaxuJO+An+zU+JhdvzOWZfHBVz6q\nvRYOm4UFTMg8kvgYhsGMbBejhtgJmZA8QKpEoKRIRERERHrZngM1TQ0WRuKw9/yNdnNb7kDoyLpF\nsXDYY+KwQVqCjSunJmAY4LQbDE+2c3yqnaKaECW1IUak9E61aGdFkLIGk3HpDi4Y7yZkgcPWOknM\nSOzdalYsDJz0TkRERET6pbxd5QCcNimrV67fnBTFsi23aYWbLAyJt2EzDFwOA6f9SMJxak54YdpN\nxf6YxdCRQMhiQ0F4IdZZo1wYhtFmQjRQKSkSERERkV6Vt7Mch93GtPHDeuX6bkfzAq6xS4rqfBYh\nC9Li2779HpFiJzslXC0qrev5lWQ/O+CnIWAx/TjngBoW11WD7xmLiIiISJ9R4w2xr6SWKWPTSYjr\nnYn7rqbRYP4Y5iLNTRaGJrR/+31qTvj593S1qM5nsvlggESnwfRsV49eu69QUiQiIiIivWZnhRfo\nvaFzEG7JDbEdPtfcZKG9ShHAcSl2RiTbKKgOUV7fc9WidQV+QhacMcrVYkjfYKKkSERERER6zfby\npqRoYs93nWvmtsdm+FwwZLG9LEBjwKLK03lSZBhGj88tKqkNsacySGaSjRMzBm8PtsH7zEVERESk\nV9X7Quyu9JIzLJERGYm9Fkdzpcgf5UrRB/t87CgPMiwxQNAEuwHJcR1XYnJS7WQl2dh3OERFQyim\nnd4sy+Kj/T4g3BrciGE78r5OlSIRERER6RUf7a8laMJFp4/s1Tia5xT5ojhibWd5gB3lQRw2KG8w\nW3Se64hhGJzWVC3Ki3G1aGd5kPIGk/EZDoYnD7w2292hpEhEREREepw3aPLx/joSnTbOPyWnV2OJ\nDJ+LUqWoymPy/lc+XHZYPDWBkUPCCUdHQ+eOdvwQO5mJNvZWhajyxGZuUSBksb7Qj8MGZ4wcnM0V\njqakSERERERa2bCtlD9srqQxYMbm/IV1NAZMzhyViNvVu1UKVxRbcgdCFn/d5SVowrlj4xgab+Oi\nE+OYNsLJ1OO61l3PMAxym7rA7a2MTVL02QE/noBF7iBtwf11egVEREREpJW1nxbyZZmX/82vwLKi\nO9cmEDL54Kta3HaDWccnRfXc34Q7isPnPtrvo6rRZEqWk3Hp4en7TrvBWaPdZCV1PfkbkRy+Ta9o\niH5SZFkWO8qCxDlg+nGqEoGSIhERERFpQ1FZPQD5JR4+KaiL6rn/b28tNd4QZ45OJsHZ+7ejrigN\nn9tVHmB7WZCMBBtnjj62ZCPRZSPBaVDecKRSFzItzCgkqNVei4aARU6qY9C24P663v8UioiIiEif\nUt8YoKrWx3HJThJdNl7fVkVxtS8q5670BPj7nhpS3HbOHz8kKuc8VnYb2IxjGz53uNHkva98OG1w\n4YlxOGzHnmxkJNqo91t4AxaBkMWqzzy8t/fY34fi6iAQ7nQnYUqKRERERKSFokPhytCYNBfLcocR\nMmHVZ+VRmV/0+tYqgqbFxZOGEufoG7eihmHgthv4vmFSFGwxj8jNkC42VOjMsMTwecobQhysDeEJ\nWOwsD9LgP7b3obgmPCRPSdERfeOTKCIiIiJ9RmFpOCnKSnRyUmY8549LpdIT5KUvOp5f9OUhDx/t\nq21zX8i0+Mu2KraWNjImzc3043pvXaK2uBzgD3Z8zI6yACV1ref4bCz2U+kxmZTlYHxG15opdEXz\nGkUVDSaF1eHrWsD2sk4C7YBpWRyoDZHiNkiJUyrQTK+EiIiIiLRQWBpObLKSwjf4F544hDFpbrYc\n8vDx/vbnF72xrYrXtlZxsLbl+joef4jffFrK+1/VMizRwZW5GX1uoVCX3ehw+FyVx+Tve328+mUj\nf9vjpTFw5NjCwyGcNjh7lDuqMR2pFJkUVgdx2sBhg22lgW88t6i83sQfUpXo65QUiYiIiEgLhU3D\n5zKTwt3T7DaDq08ZRqLLxl+2V1HUxvwiX9Ck0hOuYLy3tyayvbTOz+MflbCr3MuEzHj+5ezjSE+I\nXjUlWtwOg6AZHgrXllpfeMiawxZe9PS9vV4gXHmp9poMTbDhiHLTgmS3gdsORdVBarwWOal2Tsxw\nUO+3KKr+Zl3pijR0rk0xT4p27drFBRdcwPPPP99qn9/v58477+SKK66IbNu6dSuzZ8/m2muv5Zpr\nrmHFihWxDlFEREREjlJ4qI6M1LgWc35S4xwsmz4MMzK/qOVNeVl9gOZ0YvPBBqobg2wr9fD4xyVU\neILMGZvKd0/LJL4PdJtrS0ZCOK59h9semlbnDSdF545xk+I2OFgXwrIsarwWptX1hVm7wzAMMhLt\nkVbhI4c6mJQVTii3lga6fT7LsihsarKQneqIWpwDQUxfjcbGRlasWMGsWbPa3P/II48wadIk9u7d\nG9nm8XiYN28ed911VyxDExEREZE2hDvPeZk+PqPVvpOGxTNnXCp/21PD2p3V/MOU9Mi+krrwkLnR\nQ93sP+zjt5+WUVLrD1eZpmcwPbv31yPqyKQsJ5tLAmw9FGhzXlCtL5zypcTZGJZoY29ViHq/xWFP\nOFkaGoOkCMId6A7UhrOikUPsJLttZCbaKDgcotZrdnlekDdg8bc9Xg7VmYxIthHv7FvDF3tbTFN1\nt9vNM888Q2ZmZpv7b7/9dubOndtiW0NDQ9QXCBMRERGRrik8FJ5PdHxm20nMhScOITXOzsai+hbV\nokN14crF/AlDSXHbOVjrJyXOzi1nDu/zCRHAkHgbOal2DtaZVHpaD02raxo+l+I2SG9qgFDZYFLV\n2JQUJcTmtrp5XtHQeBvJ7vDXU0Y4sYAvD3WtWhQyLV750kNBdYjjU+3MOyk+JrH2ZzFNimw2Gy5X\n+wtXJSQktNrm8XjIy8vjhhtu4JprrmHDhg2xDFFEREREjtI8nyhnWNuJjN1mcNboFPwhi41F9ZHt\nh5qaK2SnuPj21HROPz6Jfz3nOHKGRLf5QCxNbh6adqj1ELo6n4XdgHinQcZRDRAONyVFsRg+BzAi\nxY7dgPEZRwZ4jU93EO802F4WINCFNuJVjSbVXosT0uwsnBinKlEb+txgwgkTJnDLLbdw3nnnsX//\nfpYvX84777yDw9FxqHl5eT0UYf9gBUKYB6sw7Ef+gVrBEO54Bzi78babJvsaqsOrmgEGFskGdKWW\nZwB1hUVYRP8fXqze74A3QHFREXZn1yYfhnwBvHXxOOJal9mtoEmF04vN1fL19jQ0UlRYjMvd9yaZ\n9kcFBYW9HYL0Ifo8DE79/X33+wJs3ryZhMTu//XeME3ifD5or5ObZeEtL8eydf2GfVN+NQDemoMU\nlVZgc7T+nZhts3AY8N7uw4y0H8ZmGByotkh2QmlJEYnAzKFQVdpAVSfXM4MhGjaHsLuP/ba0O/cH\nXo+PoqJCnK4jv49tFrhtQ9lR5iPbOMTRyyjVNA4lzm5RWFiIL2QAaRRW1NEYtGM37FQdKuJwjHKN\nOVkGzqBFQcGRbdnuePbUJ7B+ZykjEzte0LWwwQ0kkRiqoaiwLDZBtiPgD3++4xK6nxz7G/0UFRbj\ncHX/s/H1nwtBf5AhYya1e3yfS4rGjBnDmDFjABg9ejQZGRmUlpaSnZ3d4eNmzJjRE+H1G0Gvnwr7\nbmxHJUAhrw9nnBNHfNc/lGYwROr40dibfmCYoSC+qkqMLvxwtUwTd1o6Nnt0P2Z5eXkxe7+9DV6M\nCgtnFxMWX4OX9JQ44pJa/yILBYLk5E7A+bXXu662noI9JcTF9Z+/nPVVBQWFjBo1srfDkD5Cn4fB\naSC8716vj9zcXJJTuj/EzAwE8Bw4gGFv+495VihEQnY2NmfXfq8drvVS/M5HAMw56xSKN27H4Wr7\nsac1VLKuoI561zDGpMfRkF/ExMx4Ro3M6tZzCPoDjM89Gdc3uGk+WnfvDxrqPJQX1OCOazmq6WS7\nj03FAbwJx0UqR4GQhf9gA1nJdkaNGoVlWXxS6aHBjKMxZJGWYGP06FHHFH93pftMvvrcw4FACmeP\njO+wxXnBVz6oCXDSyGFkJfVs1zmf109ubi6Jya1HiHWmsb4RT4kXl7v9kWdtaevngt/nb+fosF5v\n/2FZVos5RKtXr2bVqlUAlJeXU1lZSVZW9/5xiYiIiEj37Cmq5vafvc+B8gbmzRpNfCeVm3NOSAbg\nb3tqKGkaOjc8uf+PgpiU6cQAth4KRO5Rm+cTJbvDiYdhGKQn2qj3W4Ss2DVZ6EiS28booXaqPCaV\nTc0e2lPeEMIA0mM072kgiGmlaOvWraxcuZKDBw/icDhYu3Ytc+bMIScnh7lz53Lbbbdx6NAh9u/f\nz7XXXsuVV17JhRdeyB133MHatWsJBALcf//9nQ6dExEREZFvxjQtXv9wL79/czsh0+Q7CydxxXnj\nCDR2/Jf1zCQXucclsvlgA+/sDq9LNCK5e3/R74uS3DZOSLPzVVWI0nqT4cn2SOe55KM6vWUk2ihu\nWvMnrZeSjfEZTr6qCrGnMkhGYtsVINOyqPQ0raNk01yi9sQ025g8eXKk6tOWn//8521u//Wvfx2r\nkERERESkiWlarPjdBj7dVsqQJDe3LZ3OqRO7PkLnohOHkF/SwN7K8EKmw1P6f1IE4YYLX1WF2Foa\nYHiynfrmdtzuI0lFc1c46J1KEYRbdDtssKciyMzjXW0OoatutAiaLeOV1vTqiIiIiAxSe4qr+XRb\nKRNHp/HED87rVkIEMCzJyenHh+dC2QzITOz/w+cAclLtpMYZ7KkI4g1Y1EaGzx25dU5POFKZiVXn\nuc447Qajhzqo9VmUN7Q9hK6iIVzNylBS1CG9OiIiIiKDVN6OcCeyS781liHJ36zRwQUnDsFpMxie\n7MRhHxjDswzDYHKWk5AF28sD1DUPnzuqUjQk3sBhA7sByXG997zHNbXq3lPZuo04EEmWhrUzvE7C\nNFlHREREZJDK216KzWYw7cRh3/gcqXEObjlrOC77wPpb+4RhTjYU+tl6KIDbYWAzIOGo9X1shsG0\nEU5MK/x1bxk5xI7TDnsrg8wa2XoIXUVTUpShJgsdUlIkIiIiMgjV1PvYVXSYSSekkxR/bMPeslMH\n3jITcU6D8RkOdpQHwWeRGme0Sjhmjuz95+2wGZww1MGuiiBl9SZZyUcqQpZlUdEQIjXOwOUYGFW8\nWFHKKCIiIjIIfbazDMui2/OIBpPmdYqg5Xyivqa9IXR1PgtfSEPnuqLvvrsiIiIiEjObtpcCSoo6\nkplki3RtO7rzXF9zfKodlz2cFB29/mfzfCI1WeicXiERERGRQSZkWny+s4yM1DhGDU/u7XD6rOaG\nCwCpvdRhrivsNoMxaQ4a/BaH6o50oWvuPKd23J3TKyQiIiIyyOwuPEydJ8CMiVltrm0jR0zMdHDR\niXEthtL1RePSWw+hO1Ip0vC5zigpEhERERlkmofOzZigoXOdMQyDsekOXH283Xh2qp04R7gLndk0\nhK6iwSTJZRDv7Nux9wVKikREREQGmU07SnHYDaaNz+jtUCRKmofQeQIWJbUhGvwmnoCl+URdpFdJ\nREREZBCpqvWyt7iGyWPSSYjr20PCpHvGHjWErkKLtnaL1ikSERERGUQ+26GucwNVdqqdeIfBV5Uh\nEpzh2oeaLHSNXiURERGRQWTTjjJA84kGIpthMCbdTmPQYmtpAFA77q7SqyQiIiIySARDJpt3lpGZ\nlkBOZlJvhyMxMC49PCTSE7CIdxgkutRkoSuUFImIiIgMEjv2V9HgDXLqhEy14h6gRqTYSGjqNpeR\naNP73EVKikREREQGieZW3JpPNHDZmlqIg4bOdYdeKREREZFBIm9HGU6HjZPHqRX3QDZluJNhiTbG\nZainWld1KSmqr68HoKKigk2bNmGaZkyDEhEREZHoqqhuZH9JLSePyyDOpZvlgWxovI3FUxPUjrsb\nOk2KHnzwQdasWUN1dTVLly5l1apV3HfffT0QmoiIiIhES15zK251nRNppdOkaNu2bSxevJg1a9Zw\n2WWX8fOf/5yCgoKeiE1EREREoqR5PtGMiZm9HIlI39NpUmRZFgDvvfcec+bMAcDv98c2KhERERGJ\nmkAwxBe7yzkuI5HjMtSKW+TrOk2KTjjhBBYsWEBDQwMTJ07ktddeIzU1tSdiExEREZEo2PZVFY2+\nkLrOibSj01l2K1asYNeuXYwdOxaAcePG8eijj8Y8MBERERGJjk07mofOKSkSaUunSVFVVRUbN27k\nnXfeiQylA7jttttiGpiIiIiIREfejlLcLjtTxqT3digifVKnw+duvPFGduzYgc1mw263R/4TERER\nkb6vtMpDUWk908YNw+XUPZxIWzqtFCUkJPDwww/3RCwiIiIiEmV5O8sBdZ0T6UinlaJp06axd+/e\nnohFRERERKIsb2cZADO0PpFIuzqtFH344Yf8/ve/Z8iQITgcDizLwjAM3nvvvR4IT0RERES+KX/Q\nJH9vJcdnJZOVltDb4Yj0WZ0mRb/85S97Ig4RERERibLtB+rxB0y14hbpRKdJ0aOPPsrPfvaznohF\nRERERKIov7AOgBkTNJ9IpCOdJkU5OTm8/PLLTJ8+HZfLFdl+/PHHxzQwERERETk2xVVeAE4cObSX\nIxHp2zpNit56661W2wzD4G9/+1tMAhIRERGR6DhU7Wdospt4d6e3fCKDWqf/Qv7+97/3RBwiIiIi\nEkXBkEl5nZ+Jo1QlEulMp0nRf/zHf7S5/ZFHHol6MCIiIiISHeW1fiwLhqer65xIZzpNimbNmhX5\nOhAIsGHDBnJycmIalIiIiIgcm0PVPgBGpCf2ciQifV+nSdFll13W4vslS5Zw4403xiwgEREREemc\nZVmsWV/AiUkhjstoXQ0qrWlOilQpEulMp0mRaZotvi8pKWH//v2xikdEREREumDrV5X86rWtJMXZ\nueuycYzNalkRUqVIpOs6TYomTZqEYRhA+C8SycnJXH/99TEPTERERETal7+nAoB6b4gVq3dz56Xj\nmJCdFNlf2pQUaU6RSOc6TYo2bNhAampqi21FRUUxC0hEREREOpe/pwKbAd89N4ffvV/MY298xcpl\nE0hPDq8reajGR3KcnaR4Zy9HKtL32TraaZomt9xyC5ZlYZomlmXh8Xi4+eabeyo+EREREfkary/I\nzoIqxmancv6UdL4z+3jqGoM8vmYfwZBFyLQoq/EzfIi7t0MV6RfarRS98cYbPPHEExQUFDBx4sTI\ndsMwOOecc3okOBERERFpbdv+KoIhi5PHpgNwwdQMth+oZ92uw/zpk4NcMDWDkGmRlaqkSKQr2k2K\nLr74Yi6++GKeeOIJbr311p6MSUREREQ6kL+7HKApKfJjGAY3zB3JV6Ue3vyslLSk8JC5rFRXL0Yp\n0n90OHwO4IYbbuD555/nscceA+CLL77A5/PFPDARERERaVv+ngrsNoNJo4dGtsW77Fw7OxvTgj9+\nfABAw+dEuqjTpOiBBx6gsLCQ9evXA7B161b+3//7fzEPTERERERaq28MsLe4mpNGDSXO1XLQzykn\npDI5Jwl/0AJguCpFIl3SaVJ04MAB7rrrLuLi4gBYtmwZZWVlMQ9MRERERFrburcC04Kp44a12mcY\nBv/4rRyMpu81p0ikazptyR0MBgEiaxV5PB68Xm9soxIRERGRNuXvDa9PNHV8Rpv7T8hM4PKZwzlQ\n5SUpzt6ToYn0W50mRfPmzeM73/kOxcXFrFixgg8++IBly5b1RGwiIiIi8jX5uytwOWxMGDUULLPN\nYxbPOg4AKxTqydBE+q1Ok6J//Md/ZOrUqWzcuBGXy8V//dd/MWXKlJ6ITURERESOUlPvY39JLbnj\nh+F02DEDbSdFItI9nSZFDz30EHfffTdTp07tiXhEREREpB1bOhk6JyLfTKeNFux2O+vWrcPn82Ga\nZuQ/EREREelZ+bvDSdHJ45QUiURTp5Wi//3f/+X3v/89lmVhGEbk/9u3b++J+ERERESkSf6ecuLd\nDsbnDOntUEQGlE6Tory8vJ6IQ0REREQ6UFHdyIHyBk6dmIXd3ulgHxHpBv2LEhEREekH8veEh85N\n03wikahTUiQiIiLSD+TvKQfaXrRVRI6NkiIRERGRPs6yLPL3VJCc4GT0iJTeDkdkwOk0KaqpqeEn\nP/kJP/jBDwD4+9//TlVVVcwDExEREZGw0ioP5YcbOXlcBjab0dvhiAw4nSZFP/rRjxgxYgTFxcUA\n+P1+7rzzzpgHJiIiIiJhXzS14tbQOZHY6DQpqqur49prr8XpdAIwb948vF5vzAMTERERkbAj84nU\nZEEkFjpNivx+P4FAAMMIl2orKirweDxdvsCuXbu44IILeP7559s895133sm3v/3tFtsffvhhli5d\nylVXXcWWLVu6fC0RERGRgaZ5PtHQZDc5mUm9HY7IgNRpUnT11Vfz7W9/mz179vD973+fSy+9lO99\n73tdOnljYyMrVqxg1qxZbe5/5JFHmDRpUottn376KQUFBbz44ousWLGCBx98sEvXEhERERmIikrr\nqK7zMXXcsMgfqUUkujpdvHX+/PmccsopfP7557hcLh544AEyMzO7dHK3280zzzzDr3/96zb33377\n7Rw+fJi//OUvkW3r1q1j7ty5AIwdO5ba2loaGhpITEzs0jVFREREBpLm9Ymman0ikZjptFI0e/Zs\nnnvuOcaMGcP555/f5YQIwGaz4XK52t2fkJDQaltFRQVpaWmR79PT06moqOjyNUVEREQGkk/ySwCY\nNl5NFkRipdNK0UsvvcSaNWv44Q9/iN/v55JLLuHiiy8mKysrJgFZltXq+66UivPy8mIST39lBUKY\nB6sw7EfyXisYwh3vAGenb/sRpsm+hmpoOo+BRbIBVicPCx8LdYVFWES/1B+r9zvgDVBcVITdae/S\n8SFfAG9dPI44Z6t9VtCkwunF5mr5ensaGikqLMblbv0Y6b6CgsLeDkH6EH0eBqf+/r77fQE2b95M\nQmJ8q32VtQG27K1gdKab4n3bKd7Xcr9hmsT5fNDevZJl4S0vx7J1f2nKkC9IVfFBbI6u/U78psxg\niIbNIezubtyftKM79wdej4+iokKcLv0+jqWAP/z5jktwd/ux/kY/RYXFOFzd/2x8/edC0B9kyJhJ\n7RzdhaRo+PDhLF++nOXLl1NcXMxvfvMb5s6dG7MGCFlZWS0qQ2VlZWRkdF4unjFjRkzi6a+CXj8V\n9t3YjkqAQl4fzjgnjviufyjNYIjU8aOxN/3AMENBfFWVGF344WqZJu60dGz2Y/8hd7S8vLyYvd/e\nBi9GhYWziwmLr8FLekoccUmtf5GFAkFycifg/NrrXVdbT8GeEuLiuv/DQVoqKChk1KiRvR2G9BH6\nPAxOA+F993p95ObmkpzSuonCs29sBUq54oIpzDglp9V+MxDAc+AAhr3txMUKhUjIzsbm7P6Nv9/j\nY3edHUeMk4agP8D43JNxfYOb5qN19/6goc5DeUEN7rj2RzXJsfN5/eTm5pKY3HqEWGca6xvxlHhx\nubv3HrX1c8Hv83f4mC792WDXrl088cQT3HTTTezZs4d77rmnW4F1xLKsFtWhs846i7Vr1wKwbds2\nsrKy2hxmJyIiIjKQBUMmf9tURFK8kzNPHtHb4YgMaJ3+CX/evHnEx8ezcOFCnn76aYYPH97lk2/d\nupWVK1dy8OBBHA4Ha9euZc6cOeTk5DB37lxuu+02Dh06xP79+7n22mu58sorWbhwIZMmTWLp0qXY\n7faoJmAiIiIi/cXGrYeorvOx6JwxuLo4rFtEvplOk6Inn3yScePGfaOTT548mVWrVrW7/+c//3mb\n2++4445vdD0RERGRgeLdT8NzIi6aOaqXIxEZ+NpNiv71X/+Vn/3sZ3zve99r0eigufHBe++91xPx\niYiIiAw6Hm+Az3eWM3pECqNGpPR2OCIDXrtJ0Q9/+EMAXnjhhVb7GhsbYxeRiIiIyCCXt6OMYMhk\nluYSifSIdhstNHd8u+eee8jOzm7x35133tljAYqIiIgMNuu/DK9NdMYUJUUiPaHdStHrr7/O//zP\n/3Dw4EHOPffcyHafz9etBVxFREREpOsCQZNN20vJTEvghOM0dE6kJ7SbFF1yySUsXLiQu+++m1tv\nvTWy3WazxWzhVhEREZHBbsueCjzeIHNPH9mlBexF5Nh1uE6R3W5n5cqVDBkyBMMwMAwDn8/HkiVL\neio+ERERkUFFQ+dEel6nLbmfeeYZfvWrX+H3+0lISMDn87Fo0aKeiE1ERERkUCkqreO9z4pJSXQx\naQb5V50AACAASURBVHRab4cjMmh0WCkCePvtt/nkk0+YNm0a69ev56c//Snjx4/vidhEREREBo3a\nBj8P/mYDjb4gN/zDydjtnd6miUiUdPqvLTExEZfLRSAQAOD888/nb3/7W8wDExERERksvP4QP352\nIyWVDSyZeyKzT8np7ZBEBpVOh8+lpqby/9m78+i67/rO/8/v3bWv1mLZlmx5i5fYiRMSJ4EsOCQB\nWkjLFhig/E4DHcq0B6alDadTOr8fFOgcCjPtUAqUaSdDSZkCAUpDFhKThDibHTu24022tVmStW93\nXz6/Pz5aLFvLlayrq+X1OMfnSnfTR9aV7vf1fX8+789Pf/pTNm/ezEMPPcSaNWvo7OxciLGJiIiI\nLHvRBPzlw4doaB3k1mtX86F7tmZ7SCIrzoyh6Ctf+Qo9PT3cfffd/NM//RPd3d389V//9UKMTURE\nRGRZG44anm70MBgd5M49a/iD91+Hy6WOcyILbcpQ1NLSMuHz7u5u3vGOd2R8QCLLXSiSYCgKgUC2\nRyIiItnUOWx45ixEEi7uu3ktv/fbCkQi2TJlKProRz+K4zgYY664zXEcrSsSmQNjDH/9L69zssnL\nu7YZCgN68xMRWYnO9Rp+3QjGwPVVCT58z2YFIpEsmjIUPf300ws5DpEV4bXTXbzR2Ac4vN4Ot63P\n9ohERGQhGWM40g5H2sHrgtvrocyfyvawRFa8GdcUffazn530+r/6q7+a98GILGfGGB5+7AQAuV7D\nuV6HndWGIlWLRERWhETKVoca+yDfB2/dCMU5DpFItkcmIjOGor179459HI/Heemll1izRm0iRWbr\nxWMdNLT0c9O2CjxDF/h1i5cjbfCWDdkemYiIZFo4bni6AbpDUJEHd9ZDwKuTYiKLxYyh6P7775/w\n+fve9z4+8YlPZGxAIstRMmX43i9O4HLgPXdu4JVnWinNgfN9cH3UkO/XG6OIyHL2aqsNRBtK4ZZa\ncGv9kMiiMuPmralUasK/Cxcu0NjYuABDE1k+njt8gaaOIe7Ys5aa8jwcB9aX2tt6w9kdm4iIZFYs\nYWjqgwI/3FanQCSyGM1YKdq2bduELnQFBQU8+OCDGR+YyHKRSKb458dP4nE7PPC2LcDI75Lf3j4U\nzd7YREQk8873QdLApjLbwVdEFp8ZQ9HJkycXYhwiy9YvX2mhvTvIfbfUUVWWx9DgMKBQJCKyUjT0\ngANsKMv2SERkKjOGoosXL/LEE08wODg4Yc+iT33qUxkdmMhyEE+keOTJU/g8Lt6/b/OE2xSKRESW\nr5QxJJIQikN3EGoKIc+nKpHIYjVjKPr4xz/Otm3bqKysXIjxiCwrT7zSTHd/mHffXk9ZUc6E27xu\nh4DHMKhWrCIiy86TZ6BjCDwjq7c3lmd3PCIyvRlDUVFREV/60pcWYiwiy0o0keJf958jx+/mPXdt\nmvQ+BX57BjFlDC7NMxcRWTb6w+B2bCjK98HaomyPSESmM2Mouvvuu/npT3/Kddddh9vtHrt+9erV\nGR2YyFL37LlBBoIx3n/3Zory/ZPep8APXUEYjkJhYIEHKCIiGWGMIZqA8jx4+1ad8BJZCmYMRadO\nneJnP/sZxcXFY9c5jsP+/fszOS6RJS2WTPHLhkHyc7zcf/vGKe9XeMm6IoUiEZHlIZ6yfUb9Mx5l\nichiMeOv65EjR3j55Zfx+yc/0y0iV7o4GCcUT3HPdTXk5XinvJ+aLYiILD+xhL30u6e/n4gsHjNu\n3rpjxw5isdhCjEVk2egJxQGoKs2d9n4FI9UhhSIRkeUjmrSXPlWKRJaMtFpy33XXXdTX109YU/S9\n730vowMTWcp6gjYUVZbkTHs/VYpERJYfVYpElp4ZQ9Hv/d7vLcQ4RJaVnqB9R6womb5S5HeD1wWD\nCkUiIsuGKkUiS8+Mv67JZHIhxiGyrKRbKXIch4KAYSBsuxU5asstIrLkRUcrRQpFIkvGjL+u3/jG\nN8Y+jsfjNDQ0cP3117N3796MDkxkKRiMJnmjcZg7rvHjdY8v0esOJcjxuqZtsjCqwA+9IbvreZ4v\nk6MVEZGFoOlzIkvPjKHo4YcfnvB5T08PX/3qVzM2IJGl5NX2CC+2RWgJJvmdN1XichyMMfQG41Tk\nzxyIYGJbboUiEZGlT9PnRJaeGbvPXa6srIxz585lYiwiWZVIpnjxeAeRRCrtxwzG7H0Ptgzz06M9\nAAxFk8SShrLc9N4NR0NRf2R24xURkcUpqkqRyJIz41HbH//xH09Y59De3o7LNessJbLo/eiZBh5+\n7AQFPhfv3l7CxvKZd1MdHglFFflenjzdz5aKXAJe+/uRbiga7drdGwRWzWnoIiKyiMRUKRJZcmb8\ndb3lllvGPnYch/z8fG699daMDkpkvsQTKb716FGqy/J411s24HZPHugTyRQ///V5vB4XwXiKh1/r\n4T07SthZPX33uGDckOt18aEbKvja/gscbhtmU7ltrlCaZigqzgG3A92h2X1vIiKyOI1WinyqFIks\nGdMetbW0tHD//fePfR4Oh+no6CAnZ/qOWiKLxY/2n+EXBxoBePZwK3/4/utYv7roivu98HobvYMR\n7rtpHVXRIf7X4T6OdoRnDkWxFMU5btaXBsjxujhxMURJjv21KstLLxS5HIfSXEN3EBIpg8elDnQi\nIktZLGkDkUsdRUWWjCnnwR04cIAHHniAoaGhsetaWlp48MEHOXbs2IIMTmS2hkIx/uGnxzhxvpcL\nXcP8y5OnKS30c9cNaznbOsCnv/YrvveLk8QvWzf00+fO4Thw383rqCn0UpLjprk/SsqYKb9WPGmI\nJA0Ffjdul8OWihx6gglOdoaB9KfP2fuCAfrCc/q2RURkEYkmVCUSWWqmDEV/+7d/y3e/+10KCgrG\nrtu8eTN/93d/x9e//vUFGZzIbP3k2bM8+quzfPZvn+Oh//k88USKj99/LZ9+4Hr+4sGbKSkM8MiT\np/j01/ZzpqUPgEMnOznV1MeerZVUl+UBUFvsJ5wwdA0npvxawyOTxgv99tdoa6WtKp3psskm3elz\nACNflp7g7L5fERFZfKIJ7VEkstRM+yu7efPmK67btGkT0Wg0YwMSmStjDPsPthLwuVm9Kp9zFwa4\naXsVt+ysBmDP1kr+5x/fyT/+2xs8dqCRP/rvz7K+poizrQMAvPv2+rHnqi3xcbg9RGN/lMqCyVtr\nD4/0XC0YaS90TeX4VLvCgBvfFOuXJlM28lCtKxIRWdqSKUPSqFIkstRMGYqCwalPWff392dkMCJX\n42RjHxd7Q9y5Zw1/+IHrOdbQzZa6kgndE3MDXj75nl3ctns1f/ODw5xtHeC6zau4/46N7Nq0ikjQ\n9sWuLbF9spv6Yty0dvKvN9p5rtBnw095npeKfC+dw3HKctPbo2hUUQA8LruJq4iILF2jexSpUiSy\ntEz5K7t9+3a+//3v88ADD0y4/tvf/ja7du3K+MBEZmv/oRYA7rh+LW6Xw67NU/e3vnbjKr7x2bcS\nisQpyvdfcXtpjpsCn4umvijGmAnBatTQZZUisFPoOocH0m6yMGq02ULXsJotiIgsZWN7FCkUiSwp\nU/7K/smf/Am/+7u/y6OPPsrOnTtJpVIcOnSI/Px8/v7v/34hxygyo3gixXOH2ygu8LNrU3laj/F6\nXJMGIrDt52tL/By7GKY3lJw05AxHRypFl4Si7VW5PHt2gMoC36y/h7Jc6By21aKK/Fk/XEREFoGY\n2nGLLElThqLCwkJ+8IMfcODAAc6cOYPb7ea+++7jxhtvXMjxiaTl1RMXGQrF+M03T70X0WytK/Fx\n7GKYxv7o5KEoNlopGv9626tyeXBvFVsqcrD95NI3uq6oR6FIRGTJ0vQ5kaVpxl/ZvXv3snfv3oUY\ni8icDAxH+dajR3Ec2PemdfP2vHXFtop0ojPMnpq8K24fmqRS5DgOu2tsoknGp+5cN5mCkaJVOD6X\n0YqIyGKgjVtFlqb5OaUukiWplOGv//kQ3f1hPnTP1kk3Zp2rinwP64p9nOmOcqLzyg2EhmNJ3A4E\nPPOz/sc78gYanV2WEhGRRSSmSpHIkqRQJEtWMpniW48e5dCpTvZsreC9b72yhfzVcByH39xWjNuB\nn5/oJxyfuOHrcDRJvs81aROGuRgtOI2+oYqIyNIz1mhBlSKRJUWhSJakgeEof/6tA/z81+dZU5HP\nZz64B1cGOratyvPylg0FDMVSPHVmYOz6lDEMx1Lke+fvV8g3clYxrlAkIrJkjZ7Y8qlSJLKkKBTJ\nktPWG+PTX/8Vrzd0c9P2Kr76h2+hMG/23d7SdVtdARV5Hl69EKKxz25cHI6nSBnI883fr5DbAZcz\nvkhXRESWHlWKRJYmhSJZUp56uZl/eKKT7v4w/+HerXzud95EbmB2G6XOlsfl8JvbSnCAn73RTzxp\nxtpx53vnrzrlOA4+93g7VxERWXrGGi2oUiSypOhXVpaEeCLFd35ylH9/oZGA1+FPPnoTN1xTuWBf\nf22xjzetzeOlliDPnh+irsRWpuazUgS2W5HWFImILF2xpK38axNukaVFoUgWvUQyxZ9/6wWOne2h\nrrqQ37whd0ED0ai3bizkZFeE5xuHSKRs2+38+Q5FHhiOgTFm3ho4iIjIwokm1HlOZCnS9DlZ9J58\nuZljZ3u4cVsl/+0/vZnSguy82/g9Ln7jmmJSBg40DQPMa6MFsJWilIHk7PZ9FRGRRSKWVCgSWYoU\nimRRi0QTfP/xkwR8bv7Te3cTyPI7zabyADurchjNLPNeKRpty611RSIiS044boglIaBQJLLkKBTJ\novaT587SNxTl3bdvpKQwkO3hAHDfliJyRypE89loAS4JRVpXJCKy4IIxQ/wqSvXneu3l2uJ5GpCI\nLBidy5BFaTgU45mDrfzw6QaK8n3cf0d9toc0Js/n5gO7SmkZiFEwzz1XR7sVKRSJiCysgYjhp2+A\nxwWbVxm2V0BgFie+jDGc6bZbK2wozeBARSQjFIpk0TnV1MufffMFIrEkHrfDJ3/72oy33Z6t2hI/\ntSV+osHIvD6vX5UiEZGsONpu13QaA8c64OIQvH1r+o/vDsFABOpKwO9RoxyRpUahSBYVYwz/8NPj\nRGJJ/sN9W7nnpjqKC/zZHtaC0ZoiEZGFNxQ1nOuF4gC84xp45iy0DUJ30FCel17AOdNtLzeWZ3Cg\nIpIxWlMki8orb1zkRGMvN++o4v37tqyoQATj0+eiqhSJiCyYYx1ggJ1Vdn+hbRX2+lNd6T0+GDM0\n9kKeF6oLMjZMEcmgjIei06dPc/fdd/O9733vitteeOEF3vve9/KBD3yAb3zjGwAcP36c22+/nY98\n5CN8+MMf5gtf+EKmhyiLRCplePixEzgO/If7rsn2cLJCjRZEROZXyhhSZurmCaGYoaEH8n1QN7IW\naHWh/fx8L0QT0zde6A0Zfn4S4inYVgku7TEnsiRldPpcOBzmC1/4Anv37p309i9+8Yt897vfpaKi\nggceeIB77rmHUCjEvffey0MPPZTJocki9MRLTTS2D3LXDWuprSrM9nCyQqFIRGR+PXMWgjH4jWsm\n3xT7+EW7lmhn1XigcRyHLasMBy/A2R4bdibTPmh45qwNRDesgW2VCkQiS1VGK0V+v5/vfOc7VFRU\nXHFbS0sLxcXFVFZW4jgOd9xxBy+++CLBYBAzzRkdWZqSyRR/8e0DfPZvnuN///sbvHriIsFwfOz2\nN8738Pc/PkpejpcP3TuLla3LjNYUiYjMn1jScGEA+sLQG7ry9kjCcLobcr1QXzbxto3ltpPcqS4m\nPS4522N48ozdbPv29bBdgUhkSctopcjlcuHz+Sa9rbu7m9LS8Z6V5eXltLS0UFJSwsGDB/n4xz9O\nOBzmU5/6FDfddFMmhykL4PCZLg6e7ATgRGMvcAaXA3Wri9i+oYxnX2slZQx/+pEbqCjJze5gs0gt\nuUVE5k/nMGObbTf3Q1nexNtPXIRECq5bDW7XxFAT8DisLzWc7YELg7CmyF5vjOFYBxxqsyey7qyH\nqgIFIpGlLmvd5y4/62KMLWtv3bqVT33qU9x55500NjbysY99jCeffBKPZ/qhHjx4MJPDXXJMPEmq\nrRfHPV4MNIkk/hwPeGfxY0+lOB/sh5HncTAUOONvMtNxgKHmFgwOP3zB7mj34TvLMQaauqI0dUZp\nah/g3IUBAN5+QzHJoRYOHmyZ8bkz9fOOR+K0trTg9qa3/1AyGicylINnkpbhJpGi2xvB5Zv4/x0K\nhmlpbsXnv/IxKQOwlsFghKamNFf4rnBNTc3ZHoIsIno9rExT/dzPBosAOx27oStOaaJj7LZEyuF4\n32q8jiEQbqep6cp3tpKkF6jiYFOEZFEXKQMNwRLaIvn4XQmuLegi2pugqffqxh+Lxjl8+DC5eTmz\nfqyTShGIRmGqtUzGEOnqwrhmPzkoGU3Q29qGyzO/e/JdLpVIEjycxO2/+sPS2RwfREJRWlqa8foW\n17Yfy008Zl/fgdzZN8+KhWO0NLfi8c3+tXH534VELEHxhm1T3j9roaiyspKurvGDvosXL7Jq1So2\nbNjAhg0bAKirq6O8vJyLFy9SU1Mz7fPt2bMno+NdahKRGN3uM7guCUDJSBRvwIsnJ/0XZSqRpGhT\nHe6RPxipZIJobw9OGn9cTSqFv7SMaAK+9K+/oLo8j/e+45YJc7pj8SRnWvqJxBLs2TrFpO3LHDx4\nMGM/70gwgtNt8E4SWCYTDUYoKwwQyL/yjSwZT7Bm91a8l/1/Dw0O09TQTiAw+c/hhT6DyxOgtnbd\n7L+BFaapqVn/TzJGr4eVabqf+9ETBpcDlfnQPuSlpHIthQH7HnS03ZA0sGs1bKheO+XzXzhtaB8K\nkFO2lqMd0BaBkhzYt9FDrm/1vHwPkUiU3bt3U1CYP+vHpuJxQhcu4LgnDy4mmSS3pgaXd/YH/rFQ\nlDNDbjwZDg2JWJxNu3fim8NB86Vme3wQHArR1TSAPzD5rCaZH9FIjN27d5NXMPuZQOHhMKH2CD7/\n7H5Gk/1diEVj0z4may25a2pqCAaDtLW1kUgk2L9/P7fddhs//OEPefjhhwHo6uqip6eHysr0DpZl\ncTpwtJ1oLMmd16+5YpGrz+tm+4aytAPRSuBza/qciMjViiUMvSEoz4P1I7P1m/vtZSJleKMTvG7Y\ncuWy5wlGmyw8fhpaB2zL7Xu3QK5PU+ZElpOMVoqOHz/Ol7/8Zdra2vB4PDz++OPcddddrFmzhn37\n9vH5z3+ez3zmMwC8853vpLa2lpKSEv7oj/6Ixx9/nHg8zn/9r/91xqlzsrjtH5kOd/ueNVkeydLg\n99hOSSIiMncXR9YTVRXA2iI7pbu5H3ZUwekuiCRsxzmfe/pwU1MIRQEYiNhmDLfUqu22yHKU0bSx\nffv2sarPZG644QYeeeSRCdcVFhbyrW99K5PDkgXUPxTlyJkuttSWsLp89tMCViLvSKVodJ2diIjM\nXseQvazKh4DXoSLfcHEYDjQZWgfA45q61falHMfhznpDXwhqS9DfZZFlKmvT52RlONnUR8rAm7ZV\nZXsoS4Z/ZFp4XFPoRETmrGPYttReNXI+bm+tXQt0uhtCcdhcbjvMpaMo4FBX6igQiSxjmpcmGdXQ\najvLbVxbnOWRLB2XbuB6ebOV5n7D+V77Rp/ng92rNY1DRORyiZSt7JTngWek1XZRwOEdWw2vd9gq\n0g6dqxORSygUSUadHWm3vXGNQlG6ptqrqLnfsP/sxHboa4qgQrMSRUQm6A/bv5WllzW7crscrpuf\nhnEissxo+pxkjDGGhtYBKkpzKcxTu8t0jVaKopeEoovDhmfP2e2i3rYJbhjpWTEQWfjxiYgsdn1h\ne1ky+21/RGSFUqVIMqZnMMZgMMaO+rJsD2VJGZs+l7CXfWHD0w12Y9e76qG60MHlsvUihSIRkSsp\nFInIbKlSJBlzriMIaOrcbF06fW44anjyjP341jpYUzQ6N97eR6FIRORK/QpFIjJLqhRJxpztGAYU\nimZrtFI0FIVjHRCO2+ly9WXjDRUCHge/2zCoUCQicoW+MOT7wDvDHkQiIqNUKZKMGa0U1SsUzcpo\nKDrWAYNR2F4J2yuvfGMvDNjglEyZK24TEVmpwnFDJKEqkYjMjkKRZIQxhnMdQSpLc9RkYZZGQ5HB\n7p6+p2by+xUF7H2GYws1MhGRxU/riURkLhSKJCO6B6MMhRPU1xRleyhLTr7P7rS+tghuqZ169/S5\nritKGcNwVNUlEVmexkJR7vT3ExG5lNYUSUa8croPgE3atHXWfB6H911r8LimDkRgp8/B7EPRyy1w\nugt+a4ch36/59iKyvKhSJCJzoUqRzIoxM1cYBoJxfvBcMzl+N3ftWbMAo1p+vG5n2kAEc6sUReKG\nM9122l13aO7jExFZrPpC4HagwJ/tkYjIUqJQJGlLpQyf+e/P8z9+1kBqmnD0vf1NBCNJ3v/mNRTr\nXSljCvzgwKw60J3qtvsdwXjLWhGR5aIvbOiPQHEOuGY4sSQicilNn5O09QxEONc2yLk2WFXk54N3\n1F5xnzNtQzxzpJPailzuub4qC6NcOVyOQ4HfMBCxFbyZKkvJlOFUpz2DmjQKRSKyPCRSDqe7bBV8\ntAJekZ/dMYnI0qNQJGnr6AmOffzjFy6wdlUub96+asJ9njjUAcBH3lqH26WzdJlWFIDBAYgmIOCd\n/r6NfRBOwLYKaOgZn3cvIrLUGGO4OAwN3XC+dzWpXls5rymETeWg5awiMlsKRZK20VD0G2+q5qkj\nnfzdvzVQVRJg0+oCAOLJFK+c7qW0wMeOuiJIY/2RXJ2iALQMwNGLsLncUBSYPIimjOFYhz1ouKbC\nnk3tGoZEyuBReBWRJeZUF7zUYj8OuFJcU+WivgzyfPp7JiJzozVFkraOXjsv4fr6Yj797s0kUoa/\n+r8n6RmMAnCscYBgJMnNW8s0l3uBVBfaoPPGRXj0OJzvnTyInu+F/ojd9yjf71CSY5stzLZznYjI\nYnCmB1wOvG0T3FTSzrXVjgKRiFwVhSJJW0e3rRRVlgS4rr6Ej7y1jv5gnL/615NE40kOnOwBYO/W\nsmwOc0VZXejwvl3wprX28wuDV94nmTIcbrMHELtW2+uKR1rVal2RiCw1wzFDbwiqCqC60EHn4ERk\nPigUSdo6eoN43C5K830AvOPGau7cVcG5jiB/+7MGXjndS0m+j81rCrI80pUl4HHYsso2UOidpM32\n6W4YjsGWVZA/cia1ZKSdt0KRiCw1Lf32UuuGRGQ+aU2RpK2jJ0RFSQ6ukTUojuPw4L0b6OiN8OJI\nlei+G6o0dS4LXI5Daa6hOzhxnVA8aXi9HTwuuPaSZoCjlSI1WxCRpaZ5NBQVZXccIrK8qFIkaQlF\n4gwGY1SX5U643ut28Z9/awuriux+RHuvKc/G8AQoy7XrhC4NOic6IZKA7ZUQ8I6HVb/HIcerSpGI\nLC3RhOHiEJTnqqmCiMwvVYokLR09dl5W5WWhCKAoz8tffGg7J1oG2aqpc1lTOvKj6Q3BqjyIJGzH\nOb8btlVeef+SHGgbhFjS4HPr4EJEFr/WAXvyZ52mzonIPFMokrSMtuOuKr0yFAFUFAeoKA4s5JDk\nMqN5dSS/cqwD4im4YQ2Thp7igA1F/WFtdCgii99w1HCk3X6s9UQiMt8UiiQto5WiqkkqRbI4FOfY\nDnM9IQjGDCc7IdcLW1dNfv98O+ORUHzhxigiMhd9YcOTZyAch51VUJyj6raIzC+FIknLaKWosjQX\n0FH0YuRyHEpzDL1heK0NkgZ2rwb3FJuzekZWFCZTCzhIEZE5eLHJBqIb1sD2SgUiEZl/arQgaZkY\nimSxKs2FlIGzPVDot5u1TmU0FMUVikRkkeuPQFFAgUhEMkehSNLS0RuiuMBPjl/FxcWsLG/84+tq\nmLY9+mgoSiQzPCgRkasQSxhiSRjZIk9EJCMUimRGyWSKzt7QlE0WZPEoH/kRleVC7QwLkcdCkSpF\nIrKIDcfs5eg6SBGRTNBpf5lSImV4+o1eDu+/SDJlqLq0DCGLUkkO3FILVQV2c93peNz2UqFIRBaz\nsVCkSpGIZJBC0QrSE0pQ5nWn/UN/9fwAD7/YAUD9miLu3VuXsbHJ/HAch01p7p+rSpGILAVDUXtZ\noEqRiGSQQtEK0RuM818ea+GOTcV89Pa1aT3m9ZZhAL748Zu5dovd/TOVTGRsjLKwFIpEZCkIqlIk\nIgtAa4qWqe7+MD860kM4blfRn+0Kk0jBS41DpFJmxscbYzh2YYiCgJtraksyPVzJAjVaEJGlYLRS\npDVFIpJJCkXLUDSe5C//z0EeO9HHi+cGAWjqjQAwFE1y5mJoxudo64/SF0ywrToP1xT73MjSpkqR\niCwFwRh4XeBzZ3skIrKcKRQtQ3//o9c53z4EQENXGICmnsjY7a82Dsz4HEdb7dS5HTX5GRihLAYK\nRSKy2BljGIraKtFMzWNERK6GQtEy8+RLTTz5cjMbVheS73PR0BnGGENjb4TSXDcBr4tXGwcxZvop\ndEdbbajaUaOOc8uV4zi4HYUiEVm8okn7N0rriUQk0xSKlpGzrf1880evk5/j5bMPXEf9qhy6g3Ea\nusKEYik2lAbYVZNH91Cc5t7IlM8TT6Y42RakpsRPaZ53Ab8DWWget0KRiCxew1pPJCILRKFomRgO\nx/ny/36FWCLFZz54PZWluWwqDwDw1Mk+ANaV+LhurZ0O98SxHi70RUhO0nTh9ZZhYkmjqXMrgMel\nUCTpCcXMjBVmkfmmPYpEZKGoJfcykEoZvvbPh+joCfG+fZu5cVsViUiMjatsKDrUbKfCrSvxs7k6\nF5/H4dlTfTx7qg+v22FNSYC1ZQHWlQXoHorxxLEeAG5cX5S170kWhscFkXi2RyGLXXO/4ZmzsKEU\nbq0zuLS2QxaIKkUislAUipaBHz5zhpff6GDXpnI+eM/WsevXlQTwuBwSI9Wg2hIfOT43f/Hu/YFE\ncgAAIABJREFUjbxxYZjmngjNvWFaeiOc7w6PPa6iwMdHb1vNluo8UurXvKypUiTpOG73cOZcLxgD\nt61XMJKFoUqRiCwUhaIl7vWGLv7PYycoKwrwRx+6Afcl7bO9bof15QHOdIYpz/eSN9LPdG1pgLWl\ngbH7JVKG9v4ozT1h4knDLRuL8Xk0s3Il8LogaSBldJArk+sJGTqDUJVvXyvn+yAFvEXBSBaAKkUi\nslAUirLoOz85RiyR5INv20pxwez/4vcMhPlvDx/EcRz+9CM3TvocmypyOdMZpvaSEHQ5j8u5IijJ\nyuAZ2fcjmQKX9gCRSZzstJfbq6AyH55qgKY++JWxwcitfcwkg4Zjdn8in1uvMxHJLJUDsqR/KMpP\nnj3LYy808ntf+SU/f/7cpE0PppJIpvjK/36V/uEo/89vbmdrXemk99tenQvA5oqceRm3LC9u7VUk\n04jEDed6ocAPNYW2+rxvI1QVQHM//Oocs/q7JTIboZjdo2gO5wxFRGZNoShLzrTYjnDbN5SBMXzz\nx0f5zNd/xcnG3ivu2z8U5WvfP8SBo20AJJMpvv3oUU409nLbrtX8xm0bpvw6W6vy+PN31HHnlpLM\nfCOypI3OkowrFMkkzvdBysDWVeMbZ3rdDm/dCNUF0DIAz5ydGIySKcO5XsPjpw3/csQwHFVokrk5\nftG+/javyvZIRGQl0PS5LDnVbEPRe9+6iQ01Rfzjv73B06+28Md/8xx3v2kdH33HNopGJlF/92fH\neOZgK0+/2sLt162hqWOQxvZB1lTk85/et3vGXb5Hp86pZYJcbjQUJRWKZBLdQXtZc1kjSo/L4a6N\ntiPdhUF4+izcWW9wgF82QPvQ+H0vDms9iMxeJG441QW5XqiffCKEiMi8UijKkjPN/QBsWltCYZ6P\nTz9wPW+7qZZv/uh1nny5mRePtfPZD9+A1+PmmYOt1FUX4nY7/Oq1VoCx4JQb0OaqMnfe0elzC5CY\n24cM53vhutWQ49X6gKWgLwxuZ/LpSx6Xw131hv3noHUAnm4Av8cGojVF9t+LzTAUXfhxS/YZY+gO\n2ddOwDP73/c3Om1jjx1VaN2aiCwIhaIsMMZwurmP6rI8CvPG+4xu31DG1z99Oz97/jz/9PM3+Py3\nX6Rk5Gjk99+zi/o1xTz1SjP1NUVsXqfpcHL1PAu0psgYw0vNMBCBtkG4q95QmqsDncUsZQwDESjJ\nYcouc26Xwx0bDL86Z6fSAVTkw+0bIDyy/5VC0crTMWQ4dAG6glCeC2/faqad0TD6WusN2epkz8hl\nwAObyhdw4CKyoikUZUF7d5DhcJw9WyuvuM3tdvHu2+vZvK6Yv/zHl+kZiLDvxnVjjRTu21u3wKOV\n5Wy0+1ym1xRdHLaBKN9nu0k9dgr2bTRUFigYLVYDEbueo3SGHi1ul8PtGwwvNtv2yXfU2ypSns/g\ncmBQoWjF6A4aXmuzJz4AcrzQHbL7W9WXXXn/zmHDwQs2DF16YsYBinPg+hr7WhIRWQgKRVlwemQ9\n0eZ1xVPeZ9v6Mr76h7fzq0OtvP3W9Qs1NFlhFqpSdKrLXt5WB+EEPHferj1522ZDeZ4OehaLnpAh\nGIN1xQ59I/s5l+TO/Di3y+HWuonXuRyHfJ/JSqUomVKr8HQYY0ia2QWPRMquHbv0/7c/bMPQyKxw\nqgvguhrI8cCPj8OhC1BbYiZ8nf6w4ZcNEEvaamRpLpTl2spSSa7CkIgsPIWiLBhtsrC5dvopcJWl\nubxv3+aFGJKsUAsRisJxQ3M/FAXs1Co7jcbw7Dl48gzcu8VQkqMDoMXg1412HdF7dprxUHQV3fwL\n/DA4CLGEwTeHdSVzcaLT8Gor3L/dkO/X62o6R9rt2p37t5sp1/kZY+gKwplu6By2lb88n32M2+XQ\n1GfXlQGsyrNhqPqSCvC2SsOxDnjyNBgMjmNDU0OPDUS31UF9mX5OIpJ9CkVZcKa5H7fLYcPqopnv\nLJJBngVotHC2x07D2nJJW+e6EodEneHXjfDEaRuMigI6MMqmUHw8CDX2QV/Iflx8laEI7LqisgV4\nt0kZONphL/sj6no3k9YBiCftdLfJprdFEoanG+zaILCbqOb5IBizVaG6EsPr7Xa62x31sLaIK9YO\n7ayyfwM6g/Z+YMMV2KYrCkQislgoFC2waDzJ2QsDrF9diM/rzvZwZIXLdKWoN2QPmjyuK9vqbixz\nSCQNL7XYs8j3bjXk+3SAlC3tg+Mfn++1jRJyvXPrHDZqQijKu8oBpqE7ljPW4CGayPzXW8oSKUPv\nSPBtH7oyFMWT44GophC2VdoKz2AUHj0Op7tt6OwNw7piO+VyMj63w7u2GWJJG6gSSegYtn9z1qtf\nkIgsIgpFC+yRJ06RSKa4fpImCyILLZOhKBSzawbiKbh9PZNOn9pa4RBP2U5Vr12AN2v5XNaMLo4v\n8NvuX2APhq9God0ibcpmC/GknU41X+tHWsMFYx8rFE2vNwSj2+p2DNlpcqNVnpQxPHveBqINpXaK\n2+htRQGozDd0DMEhu0MEW2bYXNXvcfCPHG34PDZEiYgsNq5sD2Ax+Nlz5/j+4ycZHj3FOI2hUAxj\n5rZD+5mWPn60v4HK0lzee9emOT2HyHwa7T4336EonrSBKBS3HaTqSqc+6N1RaQ/Em/vt4+ZbOG7o\nGJr/511OjDG0DdpuYTurxq+/mvVEMLFSdLnOYcMPj9qGG/OhJ2QYTPgJjBx8KxRNb3RKnMdlp8MN\nx+znxhheaLJT61YXwi21V06J2zwSgjqG7c+4ugARkSVvxYeigeEo3/7JUf75iVM8+MUn+fH+BmLx\nKxdYGGP4lydP8cH/8hiPPHFqVl/DGENDaz9ff+Q1UinDH7x/NwG/inSSfZmoFI2eZe4N2z1GdsxQ\nFHUch/pSO4am/vkbB9iQ9YtTdt1SKK5gNJW+MEQSsLoAaothtHCTTue56eSPbMN2eSg632t4/DRE\nk3Y/mrmeaLrU6ZEOh9tHXm/RBdiQeCnrHglFm0f2AeoYspeHLtg1QGW5cMeGyTdOrS0Gv3v88dPt\nQSQislSs+FB06FQnxsDO+nIM8N2fHecTX/4lv3ylmWTKvlFHogm+9v1D/J9fnATgh/sb6BuKpPX8\nLx/v4MG/fIpPf+1XNHcMcd8tdVy7cYa5BiILZL5DkTGGl1vGzzLfvC69A6YNI+sZzvbMzzhGx/JC\nk526ZYD+8Pw993IzOnVudaGd5lgz0gOm7CpDkdvlkOcbnz5njOH1dhua3Y6dipVI2UB2NYwxXBgA\nj5Nk/cjaNVWKptcdtMFm40goah+C4xcNxy5CoR/2bQSve+pNe7dX2tC7UZurisgysWLKFR09Qf75\n8ZPceE0Vt+xaPXb269UTFwF48N07KC/O4V9/eYafPX+Orz/yGj/e38At167msRca6R+OsnldMXu2\nVvL9J07xw6cb+N137Zjy68UTSb73i5P88JkGfB4Xt1+3hr07q7l5Z/WCfL8i6Zjv7nNvdNo9iUpy\n4PYNdq+adBT4HSpG1ikMx+an4cKpbttFzeuy65oGIvagX650YSQUVY/8/9y8DjaWMS8dAQv8tgoR\nSxpeabGtmPN88NaNNgQPRGwlKcc7968xGIVgHFb5ogQ8NskpFE0tEjcMx+yaseIABDzQ0m8bbOR4\n4e5NEJiiRfeondUOejsTkeVkRYSiSCzBF//XyzS2D/LMwVbWPpnPZx7Yw/rVhRw62Ul5UYC66kIc\nx+Fjv7Gdd962gX9+/CRPv9rM9584RY7fzQfu3sJ73roJlwNPvdLMYy+c5/476ikrGp90H0+kOHKm\ni+ePXODFo+0EIwlWl+fxpx+9kfVqvy2L0HxWipr67P4wOV57wOub4izzVDaW2Va953rg2qs82EoZ\nw5E220L4zevtuhVViibX0GPDaEU+Y3vV5HqdeVsMXzgSin5xyk7TK8u1r48cr0Oh31bjB6P268/V\naOe8El8EtysPj8ss2lCUMoYDTfbjydbrLITR9UTlefbrVxWYsRMI+zai/Z1EZEVa9qHIGMPf/fB1\nGtsHuWPPGrxuF0+90sxfPfwqv/fb1zIcjnPb7poJb0yrSnL4ww9cx7tvr+dkUy8376im6JINLz5w\n9xb+5geH+f+++xLv37cFv8/N84cvcOBo+1izhvKiAG+7uY4P3L2Z3MBVnAIVySC3y8HBXFUoGowa\n3rhoN3f0uOwBb94cKj21JfBSs60e7KwyV3Ww2DZop2RtWWUXgTvYioRM1BMyvNhkw+OtdZn5GqPN\nFvrCdh+bN68fn5Y11ojhKn827SPrYUq89on8nsVbKXqtzVbLwHZ2q85C9XJ0PdGqkTbp9WX2ulvr\noDRXgUhEVqaMh6LTp0/z+7//+/zO7/wOH/rQhybc9sILL/C1r30Nt9vNW97yFj75yU8C8KUvfYkj\nR47gOA6f+9zn2Llz55y//k+ePcvTr7awaW0xf/C+3Xg9bvJzffx4fwNf/d5BAG68ZvKV4LXVhdRO\n8o511w1ree1UJ88faeMv//HlsetLCwP85g1ruW1XDVtqS3DNU5tZkUzyuOdeKeoOGh47ZTfLzPPZ\nM99lczyo8rkd1hbbM9bdofEDtrk432sv60tt8Mv3G/oViiaIJAz7z0LSwB3roTBD1YFV+TaUbq2A\nG9ZMnFJZMEPL7nSkjK105fsgx23ngfo9MLgIf95NfYZjHbaaGo7DkfbshKJLK0UAa4oc1sz9bVZE\nZFnIaCgKh8N84QtfYO/evZPe/sUvfpHvfve7VFRU8MADD3DPPffQ29tLU1MTjzzyCGfPnuWhhx7i\nBz/4wZy+/s+eO8c//PQ4pYV+/vQjN+Id6T/8oXu38tKxdtq6g3g9Lq6d5UpRj9vFn3zkRh7oGOSx\nFxrBgdt21XBNXamCkCw5HtfcQ9HZHhuIblxjD3rTXUM0lfoyuw7obM/cQ1E8aWjut1WI0YO+4gC0\nDNi1FDOtlVgJUsbw3HnbhnlXtT0ozpTKfIcPXmcm3Ysoz2s73U3WsjtdvSGIJW2lcZR/JOgnU2bS\n7mnZ0B82PN9of9/u3gQHW+1arotDhsqCmcc4GDX43Fe3mS7YTVsvDtt1f/6rfC4RkeUko93n/H4/\n3/nOd6ioqLjitpaWFoqLi6msrMRxHO68804OHDjAgQMH2LdvHwD19fUMDg4SDAZn/bV//uvzfOvR\no5QU+Pnif7yVitLxNkp+r5s/eP91AOzevGrO7bHXVRXyid+6lk/cfy3bN5QpEMmS5HXNrdGCMYaW\nATv1aj4CEdhGCDkeaOxlrPvjbLX02wPiDaUTN5wEVC0acbjNTjGsKbShKNOm2pzVcRwK/CMdAtNo\ny51IGdoHDYcuGB47ZXi6wXDc9sqZsFfO6J/0q+1qN19iScP+c/Z1eUstlOQ4Y+vmjrTP/Pi+sOEn\nx+GXZ66+ffnFIXsiQ01HREQmymilyOVy4fP5Jr2tu7ub0tLSsc/LyspoaWmhr6+PHTt2TLi+u7ub\nvLz0Txv/4kAj3/zR6xTn20C0puLKneW2byjjq3/4FlZd7e6EIkuc22Wn8sxWX9hu+ri+dH4CEdjn\nWV9m1yi1Dkw8+5+ucyNT59aP/3mheOTXfCACVSt8o8nmfsPRDjvd7M3rs7/HTKHf/lyiScY2Xr1U\nV9BuLNsxZBtxTJWVqwvsAT8wYQPXvMnfghaMMYZfN9rvcVsFrB/ZyLgi3zY4aB+CnqChLG/yn0Nq\n5PEpY6eVtg7A2kmaYJztMRy6ANsq4ZppTlKMdhqsUSgSEZkga40WLj/bNdXZL2PSW3D9w8deoK7C\nz6GzQX76Uh+5fhcffEsxna2n6Wyd+nFDXbMa9pJh4klSbb047vFioEkk8ed4wDuLH3sqxflgvz1y\nBhwMBY7d92UmDjDU3IJh/g+6Dh48OO/PCRCPxGltacHtdad1/2Q0TmQoB88kzTRMIkW3N4LLN/H/\nOxQM09Lcis+/OBpwJOMVxFM+GhtbmM3xcWOoECgiJ95NU9P8tXbLTXiBKo61hmBw5o2Lmpqaxz6O\npVxcGFxNgSdG/8VORveCDcV9QCUtnUMEQvO8Q+wSEkp6ONhfiQvYmttJx4U5pOF5ZqLFQAGnGy9S\n5I1NuO18sJCm8Hjnznx3jGJvlBJfhCJPlEjKQ0ckD68rycU2m4iampoJB+1rs/lCJ0O+q5ibNw+a\nQgU0h4op9kYoT3bR1DR+W4UToINVvHwuyLbC3ikf3zPy+P64n5cb4ySLL074XR2I+zg8UIHB4dVW\nONURZUt+H/meK3++TX1VuHAT6b1AU998f7fZc+nfgaUoFo1z+PBhcvNmf6LWSaUIRKNM+QfcGCJd\nXRjX7CcHJaMJelvbcHnSe0+cq1QiSfBwEvc8bGw/m+ODSChKS0szXt/ieD9eruIx+/oO5PpnvvNl\nYuEYLc2teHyzf21c/nchEUtQvGHblPfPWiiqrKykq2s8kVy8eJGKigq8Xi/d3d1j13d2dlJePvOa\nn/3Ho7yzpIafvdxKQa6Pv/zkrdRlYwXrIpGIxOh2n8F1SQBKRqJ4A148Oem/KFOJJEWb6nCP/MFI\nJRNEe3tw0vjjalIp/KVluNzz+zI7ePAge/bsmdfnHBUJRnC6Dd40A0s0GKGsMEAg/8o3smQ8wZrd\nW/Fe9v89NDhMU0M7gcDs/zhkwqmoYXAI1q5bO6v1F6+fMLgc2FVfPuv22zM594ahN5JLZU3utGso\nmpqaqa1dN/b5iU4DvXBNtZ/aivHr40nDocOQ8hZQW7sy/y4kUoafn7CNFd5cBxvKFscmM5EuQ2sz\n5JVUUls2/rM+3WVo6rYVrRvWQGUBBDx+wA+M/wy3j31UMvZ6CHUamlqguLyC2pLsVcLaBg2N3ZDr\nhbddEyDHu27C7euMoeUEdIXzKKvKu6IVdl/Y0HTCTim9d1uAF5uhsc+Hq3gt64rtfYMxw4sn7P1v\nX2/Xzp3r9XNooIqdVbCzirHf6+GYIdQNa4pgfd3EsSxll/8dWIoikSi7d++moHD2velT8TihCxdw\n3JMHF5NMkltTg8s7+wP/WCjKmSE3ngyHhkQszqbdO/HN4aD5UrM9PggOhehqGsAfyHJJeZmLRmLs\n3r2bvILZ7wgeHg4Tao/g88/uZzTZ34VYNDbFva2MrimaTk1NDcFgkLa2NhKJBPv37+e2227j1ltv\n5fHHHwfgjTfeoLKyktzcmf8TG9sH+dv/e5j8HC9f/I+3rOhAJDIboycAZ9NsIRgz9IbsVLT5DkQA\nG8rsdKHzk588n9K5HluhrLts2p3X7ZDnXdltuZv67JqqzeWwoWzxrH8ca8sdhVjCcLrb8Hyj4cVm\nuzbo7k1QW+LMqsGA/5Lpc9kyHDU8e86evL+jfnwPqEs5jsP2Slt5f6Nz4m2XTpu7udY2RRhd//VK\nC/SGDAMRwy9O2bVTN66FulKHN693eOtGO4XwSDv8/KTtEgnQNmAfr/VEIiJXymil6Pjx43z5y1+m\nra0Nj8fD448/zl133cWaNWvYt28fn//85/nMZz4DwDvf+U5qa2upra1l+/btfOADH8DtdvPnf/7n\naX2tglwvKQP/7ydu0UapIrPgvWQD15nO0XUOG15rsx2/wO47kwkbSm13rrM9dn1EOgYjhu6QXSsx\n2QFoUY5tLhBLmowEucVutA3zLJttZlzhyIuuOwj/fmo8uAY8cNdGKAzM/mflHwn62QpFiZThmXN2\nndTedbBqivVCYAP8oQt2n69d1WasI9zxi9ATsr8Lo1Wh4hyH3dWGwyNhx+2CeNI2y9i6avw51xQ5\nvGu74WArnO6Gfz8JqwsNwyMnSRWKRESulNFQtH37dh5++OEpb7/hhht45JFHrrh+NCjNxv/4z3fi\ndjuUjG58ISJp8VwSimZysssueC/wQ02RPWDLhByvQ02RoXXAtjIuzpn5wHi0wcJUYyoK2FA0WuFa\nabqCtv116SLrLZPrs+MabQCwqdwG4aLA3Bt4ZLNSZIytcvWGYFOZ/X6m43Y5bKs0vNpqg9D1NfY1\nf7jNTpt709qJ99+12qEsz1aRogm74erGSSp/PrfD3lqoKzW81Dz+/1voHw+iIiIyLmtriuZbefEi\ne6cXWSLGQlEabblDI2ea37WNjO//Ul9qO22d7YU9NdPf1xjDuV77vUzWmQvsOooTnTY8rbRQlEgZ\n+kJ236bFsm/PKJfjkO8zDEZhY5mtrFxtR7xshqJzvbbCWZYLN6X5vWxZBcc77Ovzmgq7n9Gl0+Yu\nt6bI4d3bDbEkFMyw6W51gcO7t0M0YRiI2DVa2e44KCKyGGVtTZGILA6joSieRqUoFLdnrxfiwHpN\nMXjdcKwDHjliePyUITFFP+bukF2Tsq7Yrh+aTHWBbc/c2GsbL6wkPUG7bmWuG+Jm2q5q2xBgb+38\nHLCPhaI57L81kwsDhr7w5K+fWNJWfNwO3LEh/d8Tj8thZ7Wt1j526sppc5Pxe5wZA9Hl96/Id8j1\nKRCJiExGoUhkhUu30YIxhmDMTndaCB6Xw41roCLPHmR2DNtGCmAbPfy60RBO2sGPXr9+mul8juOw\nscyGv+YV1pV7dD3Rqtk3tloQG8ocrq9x5m2/K6/LNtyYz0pRPGkbQDzVAL84ZV+DlzvSbpse7Kzm\nik5yM9lcbrvUDUUnnzYnIiKZpVAkssKNVoqSM4SiaNJO6VmoUASwqdzhvq0O79hqD3JPdNpw9koL\nNPTA2WAxKWNo7LML82daQF5fZi/PdE9/v8UiGDM0dJsp93FL11goWqSVovnmOA5+T/qhqKXfcKBp\n6kpkf9jw85N2WlyeD2JJePa87RB36X1OXLTT03ZUzn7MbpfD9TX2db53imlzIiKSOctmTZGIzE26\njRZG1xPlZmGPu1yfQ12J4XwfvN4OTSOVnu5YLq+PnJ3fumrmhfkFfoeqAkPHEAxGDYWzPJu/0H7d\nCO1DkO+f+zooYwxdw5Djzc7PLlv8HginuTftG522gchwDO6qNxOmvTX02EYFiZRtALGnBp47b1+D\nr7bC9TWGoSg8dcZOUbxx7dynl9aX2df5Ylv3JSKyEqhSJLLCpbumKDgSivKytMfdaGvuw+328vqR\n5gtHRj7fUJbe84x2Azt8Yf7Glgmdw4b2Iftx2+DcnycYh3DCVolW0gL7gMdWdFJpVNkGR9qAtw3C\nr85BKGarRs832i5vzsgaoTetdXC7bFe3PJ+tXP7wKDx20q63u75m+nVA6VAgEhHJDoUikRVudFF6\nMDr9/UIjZ92zVW0oz7MdvcDu7bKzyqHEa49mC/xQnuZG2XUl9r7n++DC4OJtuDAa9hyuLhR1D9vL\nlTJ1btTo6zo2Q7OFeNIQikNFvq3GtQzAvx6FHx0b7yL3G9fYDWTHn9tO6dxRBUlj/71lvX1NiojI\n0qRQJLLCVeTbRgYtA9PfL5TlSpHjOOypsY0X9qyx123I68fl2JbG6VZBXI7DzbU2bNhpUYsvGHUF\nDW2D9iC9ssB2I4vE5zbO0c1QS9IMjctFum25h0ZOBpTkwL6NcPM6+3E4bqdk3rdl8rbXOV6HPTUO\n790J79kJ60sViEREljKtKRJZ4Twuh9WFhpYBGIwYCgOTH9wFs1wpAqgudKi+pJlCgSfOB3aNTwFM\nV1muwzUVhjc64YnTcONaw6q8xXFQG4kbXmyyH++qtk0SOoagbWhum+Vmu8KXLf6RroozhaLR0FgU\nsFPXtqyyITuWMPjSaHbgdTt43Vc5WBERyTpVikRkbMPT6apFY40WslQpmorX7cxprczu1VBbbEPH\nv5+EX50zDEUnVmOMMSTnWEkajhrO9xqa+gzdwfSeIxgz/OI09IZti+bK/PGOenOdQjfabCBnpYWi\nkVN+w7Hp7zc4Uikq9E+8Pp1AJCIiy4cqRSLCmiJ72doP26doJxyK27PvnmWyENzrdrijHi4OGV5p\nhcY+u3/R1lWGa6ttheHZ8zYMvmu7SbtFciRheL0dTnXZFuajblxj2FY59XMMRgxPnLENLbZVwg01\ndkpgaY4h4LGhyBgz6wAYToDLGa+crBSj0zyfOw+nuwz1ZVBbAr7LNvcdbbJQGFjgAYqIyKKiUCQi\n5HgdVuUZLg5DNDF5AAjGbEOD5aaywOEdW+1eR4cu2PbMDT020Iy2KT/XO979bjrhuOHfT9rqRL7P\nTsNyOXDsIrzSCgGPYUPZlf+3vSHDk2dsa/HrVsPOqvE1Uo7jUF1oON8L/RG73mU2wnG7GehK6jwH\nNgDdauBst9349+KwXUO2rsQGpOoCu75sMGJ/RtlaKyciIouDps+JCABri+w+K62TTKGLJQ2J1PJd\nl+I4DutLHd69HW4YaeLgADettZcNaWz2mkwZnjlrA9H2Snj3dthR5bCt0mHfRvC64flG6BqeOJWu\nc9jw+GkbiG5aC9dWXzkdsLpg9L6z+76MMTYULdOf23RcjsPGMod7tjj89g47XTLXB+d77Z5Cz5+3\n/z+DURv2Z9rjSkREljeFIhEBYF2JvXypBdova1Wd7c5zC8Xtcthe6fCenfDbO2FrhcOaYrvGpyc0\n9bogY+x+Nl1B2wxhT83E/WZKcx3u3GBD58st9v4AbYO2QhRPwm119utNpnyknXZPcHbfj92nZ2WG\nokvl+x12VTvcv912kysO2JbsvWH7f3T5eiIREVl5FIpEBICigMNtdZBMwZNn4Ez3eAhYDJ3nFpLX\n7YxNIdw0sinsmWmqRUfa7UH2qjy4pXbyqWrVhQ51JdAdsvdt6jP8ssGGljvqoX6SaXWjigK2bXp3\naHbfR2iFNlmYiuM4VOQ7XDOybu61kQ18tZ5IREQUikRkTH2Zw92b7FSvF5rg0AWDMWbRdp5bCDVF\nNlSc6518T6NzvYYj7XYN0Z31EytEl7u+xq5febkZfnXOfrxvI6wrnn7qlstxKM2F/vDs9lWKKBRN\nqq7EhswLIx39FIpEREShSEQmqCpwePtWu87iaIftwDa6weVKDEV2bYqd4tbUN/G2zmHkhICcAAAg\nAElEQVQ7bc7rgrs22oYV0ynwO1xTAdGkDZ5v22wrSOkoy7XT7/pmUS1SpWhyPrdDbcn455o+JyIi\nCkUicoWigA1GFXm2VfWxDnt93go9uN5cbi9PdY1fNxy1jRWMgds3QElOeuFmV7Vd9H/fFma1Yezo\nuqLZTKFbqXsUpaO+bPzjIlWKRERWPIUiEZlUwOPwts2wvtRWKGBlVorALtSvKbSNFHpDhljSrgeK\nJOBNa6GmKP1w43XbRf/FaYaoUWW59rJHoWheVBXYxiF+DwS0OYWIyIqntwIRmZLb5fDmOkNpjp2K\ndfnGlyvJllV2DcrxizActXsGbV01dce4+VYYAI9rdh3owiusQcZsuByHuzfZVvMrbQ8nERG5kkKR\niEzLcRx2VGV7FNlXU2QrC+d67efrS+DGtQv39W2zBUPXMMSTBm8aATWcsJeqhEyuKKAwJCIilqbP\niYikweU4bBlZW7SmCG5bv/AbfpaPNFvoTXMKXTgOfvf0HfFERERElSIRkbRtr4KyPKjMX/hABPZr\nAzx+GkpyDKW5dq1R6cg/z2XhJxzX1DkREZF0KBSJiKTJ5TisLsze119bBNdU2IYPfSHoDUNDj73N\nAYoCNijVlUB1IcSS4w0aREREZGoKRSIiS4TX7fCmkXVMKWMYiNipdD0j/3pDtgHEuV67KSyo85yI\niEg6FIpERJYgl+NQkgMlOeN77hhjaOiBF5rgtTZ7nabPiYiIzEyNFkRElgnHcagvs0FodD+jgEKR\niIjIjBSKRESWEZfjsHXV+OeqFImIiMxMoUhEZJnZtApGG9FpTZGIiMjMFIpERJaZgMdhY5ntSFfg\nz/ZoREREFj81WhARWYbetBZ2VEGeTxu3ioiIzEShSERkGXK7HFWJRERE0qTpcyIiIiIisqIpFImI\niIiIyIqmUCQiIiIiIiuaQpGIiIiIiKxoCkUiIiIiIrKiKRSJiIiIiMiKplAkIiIiIiIrmkKRiIiI\niIisaApFIiIiIiKyoikUiYiIiIjIiqZQJCIiIiIiK5pCkYiIiIiIrGgKRSIiIiIisqIpFImIiIiI\nyIqmUCQiIiIiIiuaQpGIiIiIiKxoCkUiIiIiIrKiKRSJiIiIiMiKplAkIiIiIiIrmkKRiIiIiIis\naApFIiIiIiKyoikUiYiIiIjIiqZQJCIiIiIiK5pCkYiIiIiIrGgKRSIiIiIisqIpFImIiIiIyIrm\nyfQX+NKXvsSRI0dwHIfPfe5z7Ny5c+y2p556im9+85v4/X7e/va386EPfYjjx4/zyU9+ktraWowx\nbNmyhT/7sz/L9DBFRERERGSFymgoeuWVV2hqauKRRx7h7NmzPPTQQ/zgBz8AwBjDF77wBR599FGK\niop48MEH2bdvH6FQiHvvvZeHHnook0MTEREREREBMjx97sCBA+zbtw+A+vp6BgcHCQaDAPT19VFY\nWEhxcTGO43DzzTdz4MABgsEgxphMDktERERERGRMRkNRd3c3paWlY5+XlZXR3d0NQGlpKcFgkObm\nZuLxOC+99BLd3d2EQiEOHjzIxz/+cT784Q/z0ksvZXKIIiIiIiKywmV0+tzlFR9jDI7jjH3+la98\nhYceeoiCggLWrl2LMYatW7fyqU99ijvvvJPGxkY+9rGP8eSTT+LxZHz507KTSiav+NykXKQSySke\ncSWTvPK+xqQglcZjTRp3WoQS8UTa903GE6QSSZKTPCY1zfPEorE5jU0mikXjRCLRbA9DFgm9Hlam\n5fBzv9r3BJOa+v12utv+//buPC6qcn/g+IcZlmHYN4dFYlVBEAWUQEXEMPcFzSVNs16V+ape5cu6\n3epW5O1607S0sGuL5hKaS+JNMxG3EgVxV0IESU10BAQU2QRm5veHL87VW93fvbmM4Pf9jzpzODzH\nOXOe5/ss3+e/YWj679sM9/Lv+D1NjU1m+933i1v9P25u/O/bZTf+zL9/r/6/81iY7uBctdTUVNq1\na8fYsWMBSEpK4ttvv0Wr1f7q2A8++ICQkBAGDx580+tjxoxh/vz5+Pj4/O7vOXjw4O0tuBBCCCGE\nEKLNiY6O/s3X7+jwS69evUhNTWXs2LHk5+ej0+luCoiefvppZs+ejUajYefOnTz55JN888031NXV\nMWnSJMrLy6moqECn0/3H3/N7FyeEEEIIIYQQ/587OlIE10eAcnNzUavVvPXWW+Tn5+Pg4EBSUhKZ\nmZksXLgQrVbLU089Rb9+/aiurubll1+mrq6OpqYmnn/+eeLj4+9kEYUQQgghhBD3sTseFAkhhBBC\nCCHEveyOZp8TQgghhBBCiHudBEVCCCGEEEKI+5oERUIIIYS458lsfyHEnSRBkRDinieNISHubydP\nnkSv1wPyPLjfNTbKPn/iuuzsbPLz82/b+SQoEvekQ4cOUVpaCkgFeL+qq6tj7dq1VFZW3rTps7i/\n1dfXM3/+fKqrq81dFHEX1NXVsWjRIiZNmsTs2bMB5HlwH9uwYQPPP/88eXl55i6KMKPi4mLeeOMN\nnn32WTIyMoDb01a8o/sUCfG/OnPmDNOnT8fHxwcrKyvmzJmDlZWVuYsl7rKcnBzmzp2Lt7c3FRUV\njB49Gg8PD3MXS5jZ2rVryczM5OLFi4SHh5OUlGTuIok7KCsri08++YS4uDgWLVrE6dOnATAajahU\n0qd7P8nOziYtLQ0AjUaDt7e3mUskzGXDhg2sWLGCqVOn8sQTT5CRkXHbngkSFAmzM5lMSs/fqVOn\nePjhh5k2bRqVlZVKQHTjMaLtu3TpEklJSTz77LPmLoq4B1RWVrJgwQIaGhqYMWMGe/fupUOHDuYu\nlrjDLC0tmT17Nr6+vmRlZbFnzx5Gjx4tAdF9pqKignXr1jFu3Dji4+N5//33OXjwIP379zd30cRd\n1tzcTEREBGlpaWg0GrZs2YJKpUKlUmEwGFCr1bd0fnmyCLNqbm6+aX7wsWPHKCsrA2DdunUsXbqU\nkpISCYjaOL1ez4ULF5R/FxYW4uzsTF1dHW+//TYffvghR44cMWMJhTnU1NQA4ODgoEyf6tSpE5cu\nXWLXrl3mLZy47S5fvswbb7zB999/D0BsbCy+vr4AdO7cGVdXV8rLy81ZRHGXNDc3c+DAAerr63Fz\nc2PevHnEx8cD4OHhocwckOn1bV9JSQlDhgwhLy8PS0tLAgMD0Wg0AISGhrJv3z4aGhpuOSACCYqE\nGV25coXhw4eTkpKivDZ27FhOnjxJSkoKJpOJ8+fPM2/ePI4ePWq+goo76urVq4wfP541a9YoAXGP\nHj347LPPWLt2LZGRkWi1WtatW8e2bdvMXFpxt6xevZqpU6fy008/YWVlRXBwMCaTCaPRSMeOHfHy\n8gKkUdSWnDp1Cr1ez8qVKzEYDADKn5WVlRgMBlxcXMxZRHGXzJw5kwULFnDw4EHltZZ74fz588rr\n8v1v+0pKSmhoaODLL7/81Xu2trZERUUpSVhulQRFwmzKy8vp2rUrhw4d4uTJkwA4OzsTGxtLUVER\nU6dO5Y033sDNzY3CwkJAHoBtSctnWVRUhE6n4+rVqxQXF2M0GomPjycgIIDs7GxGjhzJo48+Smho\nKKdPn1YqRtG2nTlzhuDgYNLT05XXTCYTKpWKmpoadu/ebcbSidvl2LFjyt9zcnKYMmUK3t7eLFq0\n6KbjgoODOXnypDJCKM+Btqdl1sjVq1c5c+YMERERnDhxQhkdbKkzRowYwfHjx6mrq5OplG1QU1MT\nOTk5VFRUAHDu3Dnmzp1LUVGRklTBaDQCYGNjw5kzZ7h27dpNr/9R6pQbu+mFuINKS0tZsmQJzc3N\ntGvXDr1eT2JiItbW1qxZs4bhw4djbW2Nq6srP/74I15eXvj6+lJSUsKFCxeIi4uTaXRtQE5ODl99\n9RW//PILERERAAwZMoTz58/z888/4+vri5OTE126dGHJkiUMHz4cZ2dnfvzxR+zt7enWrZuZr0Dc\nCcePH+fIkSMEBATQ3NxMVlYWgwcP5tChQ1hYWBAYGIjBYEClUtGhQwcWL15MVFQUrq6uGI1GeTa0\nMgUFBbz99tvs2LGDoqIiTCYTY8aMwc/PD19fXxYvXkzv3r1xcnKisbERtVqNvb09K1asYNSoUdIY\nbkNKS0v5+OOP2bdvH15eXnh6ehIeHo6vry/Hjh3DZDIRHBysfObV1dWUlpZiZ2cnCRfaiJZ14/v2\n7eOVV17h4sWLrF27loCAAPr164eXlxdubm4sWrSI8ePHY2FhgcFgwNbWlvz8fDZt2sSwYcNuuR6Q\noEjcUS03+qFDh5g5cya+vr4cP36cjIwMJk+ejIODA1FRUXz++ee4u7sTFBSEm5sbjo6OLFmyhIsX\nL/Ldd98xatQo/Pz8zH054g+68T744IMPGDp0KBs3buT8+fNKI0in07F9+3YcHBzw9PREp9PR2NhI\ndnY26enpnD59mkGDBkkl2MY0Nzfz97//nc2bN6PX6zly5Aiurq488sgj6HQ66uvr2b59O3379sXa\n2hqDwYCVlRWlpaUcP36cXr16SUDUCqWnp+Ps7Mzs2bMxGAzMnTuXfv36YW9vj5ubGxcuXGDnzp0k\nJSUpawVcXV0pLi4mODgYR0dHM1+BuB1qa2t57bXXCA0NxdbWVskkFhMTg6enJ8XFxZSUlODm5oab\nmxsAVlZWbNu2DY1GQ4cOHW7LWhJhXi3P8LS0NOLi4njppZcwGo0sXbqUxMREbG1tCQoKIjMzE71e\nT/fu3ZUgOTo6mm3btpGYmIilpeUt1QcSFIk7qqGhASsrK44dO0ZVVRWvvfYaiYmJLF68GDs7OwID\nA1GpVLi4uCg9AACBgYHExsZSX1/P008/TVhYmJmvRNyKpqYm1Go1mZmZ2NvbM3nyZGXqZG1tLQEB\nAbi7u1NRUUFeXh7dunVDq9USHR1Njx49sLGx4aWXXpKAqA0yGAxs27aNd999l4cffpjKykrS0tIY\nMmQIarUaOzs78vLyKC0tJSIiApVKhYWFBY2NjXh6ehIQEGDuSxD/pc2bN3Pp0iUlm1xISAhBQUH4\n+/tz9uxZvvvuOwYPHozRaCQoKIj09HS8vb35+eefMRqNeHt7k5CQIAFRG1BeXo6dnR16vZ6MjAxm\nzpxJVFQUdXV1HDt2DCcnJ3Q6HVqtVllg36FDBy5fvoyTkxNubm706NEDW1tbc1+KuAVlZWUsW7aM\nqqoqfHx8lPVDkZGRdO7cmZycHMrLy4mMjMTCwoLw8HAWLFhAdHQ03377LY6Ojnh4eDB48GCsrKxk\npEjcm44dO8aHH35IdnY2Xl5eNDY2cuXKFfz8/HBwcMDFxYX09HT69OmDjY0NHTp0YPfu3eTm5rJ7\n924aGhro1q0bHTp0wN7e3tyXI/6grVu3kpKSQkFBAU1NTYSFhbF9+3ZiY2Px8vKirq6OgoICHBwc\n8Pb2Jjw8nB9//JHdu3ezcOFCHnjgAfz9/aXh28Z8++23ZGZmUldXh7e3N8uXLyc5ORmNRoO/vz+5\nubmcPn2a7t27Y2Njg6urK1u3bqW8vJz8/Hw6dOhAQECA3BetxM8//8y0adOora1lw4YNuLi4YDKZ\nyM3NVfaaiouL4+OPPyYsLAxvb2/s7e3Jzc1lzpw5uLi48NBDDylbNMh0ydarsLCQlJQUtm/fTlFR\nEf369SMjIwMHBwcCAgKwt7fn/PnzlJSUEBkZibu7O42NjWRkZPDpp59SXV3Ngw8+iKenJ9bW1ua+\nHHELDh8+zPTp0/Hz82Pfvn3U1tZSW1uL0WjE09MTR0dH2rdvz6JFixg0aBAajQZXV1fS0tJYu3Yt\nMTEx9O3bVzlfy/TqWyGTcsVtV1ZWxpw5c3jooYfw9vZWegevXr1KSUkJAElJSZhMJjZu3KhUbhqN\nhh07dhAZGcmAAQPMeQniNigoKGDFihW8/PLLJCQksGXLFmXqy86dOwHo1asXRqNRyTp36dIlDhw4\nwIULF3jrrbeIi4sz5yWI26y5uZnU1FQ2b95Mx44d+dOf/kRZWRn+/v4sWLAAuJ5N6NFHH+XAgQNU\nVFSg0Wioq6vj+PHjfP/993Tp0gUbGxtpFLciWVlZREZG8u677/Lqq6+yfPlyxowZQ15eHvv27QNA\nrVYzevRofvzxRwBmzZpFdXU1X331FX/+85/RarXK+WQ9Ues1f/58EhISmD17NpWVlSxdupRx48Yp\nadjbt29PYGAg1dXVXLlyBYBt27ZRWFjI448/zgsvvGDO4ovbaNeuXUydOpWXXnqJoUOHUlhYSP/+\n/SkuLqawsJCGhgZCQ0Px8/Nj+fLlAMydO5e4uDjS09OZNGnSTeeTlNzinpSVlYVOp6N///6MHTuW\nw4cPExcXh7u7OwcOHODs2bMATJkyhczMTADWrFlDeHg4O3bsYNiwYeYsvrhNDh8+TJ8+fejatSsd\nOnRApVIREBDAAw88QF5eHsXFxdjZ2fHAAw+wdetW5WeeeeYZvvzyS0mo0AZZWlpy7NgxXnjhBR5+\n+GGeeuopFi9ezIwZM9i4cSOlpaUA6HQ62rdvj16vp6KigkWLFvHcc8+RlpYmU2lbkZZsYX5+foSG\nhmIymejRowdarRZra2smTJjA559/rnSK2NjYKGtHJ0yYQGpqKt26dVNSsYvWy2Qyce7cOdq1a0d8\nfDyOjo6EhIRgbW1Nx44dUalUrF69GoCIiAj27duHWq3mwoULREZGsn79ekaMGGHmqxC3Q8tzoX37\n9sqU+ISEBI4fP46/vz9du3bl8OHD5OTkABATE0NQUBBwvd345ptv4uHhgcFguO0ZiS1v69nEfamp\nqQkrKytlN+GBAwfSuXNn4PrCWGdnZwAGDRrE6tWrSU9P58UXX6SyspLY2FgAkpOTlakRom3o3bu3\nsqeIl5cXFRUVODo6EhcXR1lZGR988AELFy7k2rVrShY62aG8bautrWXixIlKw/eBBx7AYDDg6urK\n4MGDmTVrFgsWLECn01FaWoq7uztubm6sWLFCRgdaCaPRqHxWLaN5CQkJyvsFBQVcvXoVCwsLHn30\nUc6ePctnn32GlZUVhw4dYurUqQD4+/sDKPWKjAy2bhYWFnh6ejJt2jR0Oh0AFy9exMPDAz8/P0aP\nHs3bb79N9+7dlfUl165dw9vbmzFjxpi59OJWtXyPbwxibvxcc3JylABp5MiR7Ny5k2XLlrFt2zaO\nHz/Oe++9B4C7uztw/TlzJxJsSC0jbknLHH/419Clra0tISEhAFRVVVFaWoqNjQ0BAQGMHz8eg8HA\n1KlT+frrr+nZsyeABESt2O/14vr6+irrwQoKCtBoNOh0OnQ6Hc888wxubm68+OKL7N+/X0YH26h/\nvy/s7OxISEhQ7ov8/HzlufH666+j1WqZOXMmEydOxNvbGwcHB2VvItE6tHxWxcXF1NfX/+r9goIC\n4uPjlX8/9dRTPProo9jb2/PBBx/Qr1+/m46XzGKt07/vI2UymbCyslICIrieijs8PBy4vmH35MmT\nSUtLY968eUyYMAEPD4+7WmZx+7XUAS3f47q6OiWd9o3v5+XlkZiYCIBWqyU+Pp6UlBR69erFunXr\nCA0Nvem8d6pOkJEi8Ye09AZevXqVXbt2sXfvXgYPHoyfn99NPXo//PAD4eHhuLq60tDQQHV1NTNm\nzKC4uFgZDhWtm4WFBRYWFpw7dw6VSoWPj4/yXksq7oMHDxIWFoZaraawsJCqqipmzpzJlStXcHJy\nMmPpxe126dIlamtr8fPzQ6VS0djYqCyIvnEUobGxkaNHj/L+++8DcO3aNd588030ej2XL18mOjra\nbNcg/jctvcBwfePNjz/+mMrKSt566y0lO1jLs6C0tJSEhAROnz7NwoULGThwIElJSTz33HPAv5Io\nyMhQ69RyL6jVaurr6zlx4gRRUVG/+jxLSkq4du0aUVFRXLlyhczMTMaPH3/TM0K0fi2f5U8//cTS\npUuVbHMtr7f8WVNTQ3BwMNnZ2aSlpTFy5EiSkpKUWQU3PmPuJAmKxP+kpWJruZGtra1ZuXIl4eHh\nTJw4UTkGrjeWra2tiY6OZuPGjaxatYrk5GQiIiIkIGrlWu4Do9GI0WgkNTWV7OxsAgMDGTx48E09\nwYDSKF66dCk7d+5kwoQJABIQtUELFiwgKCiIIUOGsHTpUvR6PX369GHkyJE3NXaqqqoICAigXbt2\nzJ07l7y8PN5//315NrQiLQ1YtVpNY2MjKpWKs2fPcvjwYSZOnIijo6NyTEujeM+ePRw9ehSAvn37\nKtnnABkVbMVuvBfgegbad999l/r6eqZMmUJSUhJOTk7KcQaDgaamJjZt2kR6ejqdO3emublZRgbb\nGIPBwKxZsygrK6N379789a9/ZdeuXfTt25fm5mYsLS2VRDqFhYXY29szceLEXyVZulv3hQRF4r92\nYw/O/v372bJlC8nJyUyfPp2qqipOnjxJjx49buoR2rt3L5s3byY5OZmZM2cSHBxsruKL2+DfGzgq\nlYpLly5x6tQpFi9ezNWrV5UN9uBfawpOnDhBVlYWw4YN4x//+MdNmaRE62c0GjGZTKjVaoYNG8b6\n9espKSnBw8ODPn368Pnnn9PU1MSYMWOUitDW1pb169eTl5dHQkICCxcuxM7OztyXIv4HLfXB5s2b\nSU1NpW/fvnTq1InHHnuM7du3M3ToUCwtrzczWnp6H3zwQWpqapg+ffqvRpFkdKj1ujGYnTFjBtbW\n1nz88ceUlJSwadMmJcFCy3EVFRUUFRWRlZXF66+/Lp0hbUDL9xiuZxrNzs4mJiaGK1eu8Pjjjysb\nrr7zzjv07dsXS0tLDAYDWq2WsLAwPD09eeKJJ37zfHeL7FMk/iO9Xk9ubi7Ozs5oNBosLCxYt24d\nX3zxBVFRUej1evr3709eXh56vZ7g4GBsbW2VfPF+fn5ERUXx5JNP4urqau7LEbeo5QGVm5vL3r17\ncXJyoqysjPPnzxMTE4O7uztqtZrz589jaWmprBWzs7PjkUceYeDAgbJ+rI1p6d1VqVTU1NQQEBDA\nmTNnOHz4MBMmTCAyMhJPT08WLlzIqFGjlFHDsrIyHBwcmDZtGgMHDpQ9R1qB/fv34+DggI2NDQDn\nz59n3rx5VFVV8eKLL6LRaNi0aRNdunShvr4evV5PWFjYTYuiu3btSmJiIlZWVjJVrhX7rT1hUlNT\nOXnyJPHx8axatYonnngCX19f8vPzKS8vx8fHBwcHB+D6FhzR0dFMnjxZ2gZtxI3f44MHD7Jp0yZq\namqws7OjqqqKkJAQIiIiWL58OU1NTURFRSn1R3x8PJGRkYB5p9BKUCR+k9FoZOHChaSmpiobpx08\neJA+ffqQm5vLwIEDGTFiBN26dcPe3h6VSkVRURHV1dVYWFjQrl074Hr2ORkdar2qqqqwtLRUGjRN\nTU189NFHZGRk4OXlxbJly4iKimL79u34+vri6+tLTU0NaWlpdOnSBWtraywsLPD29paKrw25ePEi\n27dvJyQkBJVKxcWLF3n99dfJzc2lpKSE5ORk9u/fj06nw9PTk4CAAI4cOYLBYKBjx47A9amTMTEx\ncl+0EuXl5Tz22GMcPHgQZ2dn/P39sbGxYcmSJXh4eJCcnIyvry+XL1/m8OHDJCUl8c9//pOYmJib\nNuBuGTmStSOtk8FgYMGCBZw5c4ZOnTqhVqspKCjA3d0drVbL7NmzmTFjBtnZ2Vy+fFlpI+zfv5+m\npiZCQkKwsLDA1tZWyTYmWqd/7yQ5d+4cy5YtIzIyEg8PDy5dukR5eTlwve2gVqvx8fGhpKSEDRs2\nMH78eGxsbJQRoZalF+Z8LkhQJH7TV199pSyEfeihh4iNjWXJkiW4u7uTm5tLdXU1sbGxGI1GTp48\nSV1dHRqNhsWLF2Nra0tkZKT0/rViBoOBL774gk8++YQDBw6Ql5dHu3btcHZ2ZuPGjXz00Ufo9Xq2\nbt3KlClT0Gq1bN++nZqaGrKzszl69CjDhw+XUaE2puW++OKLLwgJCSE0NJSqqirmzZvH0KFDmThx\nIlOmTCExMRG1Ws2xY8dwcXHB29ubb7/9lv79+0tGqVaqubmZnJwcQkND+eGHH1CpVHTu3BlnZ2f2\n7t1Lz549cXBwQKVSUVxcTHR0NBUVFbi5ueHl5fWr80n90Dp98803bNmyhYaGBjw9Pdm/fz+bNm0i\nLCyMoKAgTp06xYEDB3j++eeZNWsWI0eOxMfHh9OnT+Pi4kJQUJB89m3A73WSfPTRR7i4uCgdZufO\nnUOtVqPVatm4cSMZGRl06tSJhoYGSkpKiImJUe6He2HUWIIi8SuNjY18+umnyn4CdXV1ODg44Ozs\nTHZ2NsOGDeOLL74gIiICT09P1qxZQ3NzM6NGjWLgwIH07t3b7De2+ON++OEHnn32WUJDQ3n11Vfp\n2rUrer2er7/+mpCQEHJycnj//fext7fnb3/7GwaDgYiICDw8PNi7dy9NTU289tprsj6kjWm5L0JC\nQpgxYwZRUVHA9Yps9+7dWFhYsGrVKnr06MG4ceMIDQ1l165dZGVlsWfPHuzs7Bg2bJgEyq2QyWRC\no9Gwd+9e3NzcGDp0KEuXLkWtVjNo0CD27t1Lfn6+EjCdPn2axx57jAcffPCmbJSi9QsLC2Ps2LHk\n5eVRX1+Pl5cXdXV16PV6IiIi6NGjB++99x6jR4+mtLSUjIwMBgwYQHh4OB07dpS2QRvxe50kTk5O\npKenExcXh7+/P9nZ2Vy8eJF+/fop68aefvppioqK6Nq1q7If2b1CgiLxK2q1mqysLGW/oZaN8wID\nA1m2bBkRERGEh4eTkZHB+vXr+eWXXxgwYABeXl7KwlnRep08eZI9e/awYMECNBoNTk5OdO7cmQsX\nLrB161Yl6E1JSUGr1TJ//nxUKhVxcXH06tWL+Ph4NBqNuS9D3GYt98VHH310U6KMkpISioqK2LNn\nDy+88AJjxoxhw4YNqNVqPD09aWpq4sknn5SRw1aspSFbX19PfX09o0aN4uzZs2rVwREAAATbSURB\nVCxfvhyj0UhycjJpaWmcPn2ayspKHn/8cTw8PFCpVGZZLC3unObmZlQqFVqtlh07dtCxY0c0Gg1F\nRUXodDq8vLw4dOgQmzZtYs6cOdja2hIQECBTJduQ/9RJMmTIEPbs2UNFRQXdunXjxIkTlJWV4e/v\nT7du3SguLmbevHmo1WomTJhwz9UJEhSJXzGZTJSVlVFeXk7Hjh2xtbWltrYWa2trLl++TFFREVOm\nTCE6OhpHR0emT5/+m9MjROsUGBhIYWEhP/30Ew8++CAmkwlLS0tcXFw4fPgwXbp04cKFC6xfv57s\n7GzOnj3L8OHDcXFxkYqvDWu5L06cOEFMTAxlZWVKdimdTodWq6V9+/a0b9+exYsXExwcTM+ePYmN\njVUWV4vW7ejRo+zbt4/c3FyOHj3KM888w6pVq7CysqK2thYnJyfeeustPDw8JKNcG9XyjPf09OTU\nqVOUlpbSqVMnKisr2b9/P2fPnkWn0xEUFER0dDQBAQFmLrG43f5TJ4nJZGLkyJFs2bKF1NRUmpub\neemllwgLC8PGxkbZmHXcuHH3XEAEEhSJ32BhYYGdnR1Hjx7lypUrhIaGKpmhMjMz6dOnDz4+Pmg0\nGgIDA81cWnG7WVhY4OPjw5IlS+jZs6eyl1BtbS27du3imWeeUfYQcHR05C9/+QsuLi7mLLK4C1ru\ni8WLF1NSUsLq1asJCAhg2rRphISEUF9fz5dffsmaNWvo3Lkzo0ePNneRxW3m5eXFe++9R1RUFPPn\nz6dTp0506dIFHx8fBg0axCeffEJwcDBeXl7SQdKGtWQHa9++PatXr6Znz550796dPXv2cOHCBZ5+\n+mliY2PNXUxxh/1WJ8nKlSsxmUwMGDCAAQMGMGnSJBwcHJQkCm5ubri7u5u55L9P9ikSvykoKIge\nPXrw5ZdfUl1dTUhICCtXrsRoNOLn5ydTItq4kJAQEhISSE1NZfbs2QB4e3vT2NhITU0Nrq6uDB8+\n3MylFHdbSEgIvXv3Jj09nczMTCXrkFqtZsCAAXTp0gWtVouzs7OZSyruBAcHB0aMGMHgwYOB643j\n8PBw5f0ZM2bQqVMnCYjaOJVKRVlZGZ6envj5+VFQUEB4eDjvvPOOkl1QtH1JSUnMmTOHcePGsXr1\nagCCg4Oprq6me/fuynGtKdOk3L3idyUmJmJvb8+RI0dIS0sjMTGRUaNGmbtY4i6ZMGEC06dPJz8/\nHw8PD1JSUggJCZEUyve5SZMmcejQIQoKCujatSuNjY3KSLKk2G3brKysKCgooKmpCfjXVKqWTrK+\nffuasXTibiktLWXWrFk0NjZSW1tLcnIygARE95nf6iTp3Lnzr45rLQERgIWpZUxLiP9ARobuT2vX\nriUlJYXY2FiGDx/OiBEjzF0kcQ9Yu3YtK1euJD093dxFEXdZZWWldIwIKisryc3NpV+/frLx8n3K\nZDIxceJEXnnlFWXj1dZOgiIhxO+6du0a69atY8yYMVLxCcW1a9fYuHEjo0aNksX09ynpKBNCtLVO\nEgmKhBBCCCGEEH9IW+kkaT0T/YQQQgghhBD3lLYQEIEERUIIIYQQQoj7nARFQgghhBBCiPuaBEVC\nCCGEEEKI+5oERUIIIYQQQoj7mgRFQgghhBBCiPuaBEVCCCGEEEKI+9r/AVQdKw4rODg+AAAAAElF\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f63db2a10b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pf.plot_drawdown_periods(bt_returns);"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0kAAAHUCAYAAADvHmP0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkCBJCCGEEEIIIR4hQZIQQgghhBBCPOJf3nqf8G1CCqYAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f63e3b8e860>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pf.plot_drawdown_underwater(bt_returns);"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0UAAAHUCAYAAAD1IoN6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f63db4e99b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pf.plot_gross_leverage(bt_returns, bt_positions);"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>Top 10 long positions of all time</th>\n",
" <th>max</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>AMZN-16841</th>\n",
" <td>50.99%</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>Top 10 short positions of all time</th>\n",
" <th>max</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>IBM-3766</th>\n",
" <td>-52.04%</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>Top 10 positions of all time</th>\n",
" <th>max</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>IBM-3766</th>\n",
" <td>52.04%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AMZN-16841</th>\n",
" <td>50.99%</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0UAAAHRCAYAAACl7xLJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRGo1BUUiIiIiIlKr/R/pd5dxMQB79gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f63e2ac6c18>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pos_percent = pf.pos.get_percent_alloc(bt_positions)\n",
"pf.plotting.show_and_plot_top_positions(bt_returns, pos_percent);"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0UAAAHUCAYAAAD1IoN6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f63e2b74390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pf.plot_turnover(bt_returns, bt_transactions, bt_positions);"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA00AAAHUCAYAAADm9cOOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f63e09f9b00>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pf.plotting.plot_daily_volume(bt_returns, bt_transactions);"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>Summary stats</th>\n",
" <th>All trades</th>\n",
" <th>Short trades</th>\n",
" <th>Long trades</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Total number of round_trips</th>\n",
" <td>250.00</td>\n",
" <td>109.00</td>\n",
" <td>141.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Percent profitable</th>\n",
" <td>0.74</td>\n",
" <td>0.45</td>\n",
" <td>0.97</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Winning round_trips</th>\n",
" <td>186.00</td>\n",
" <td>49.00</td>\n",
" <td>137.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Losing round_trips</th>\n",
" <td>64.00</td>\n",
" <td>60.00</td>\n",
" <td>4.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Even round_trips</th>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>PnL stats</th>\n",
" <th>All trades</th>\n",
" <th>Short trades</th>\n",
" <th>Long trades</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Total profit</th>\n",
" <td>$1980690.67</td>\n",
" <td>$526009.56</td>\n",
" <td>$1454681.10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gross profit</th>\n",
" <td>$2152761.28</td>\n",
" <td>$695137.94</td>\n",
" <td>$1457623.34</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gross loss</th>\n",
" <td>$-172070.61</td>\n",
" <td>$-169128.38</td>\n",
" <td>$-2942.23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Profit factor</th>\n",
" <td>$12.51</td>\n",
" <td>$4.11</td>\n",
" <td>$495.41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Avg. trade net profit</th>\n",
" <td>$7922.76</td>\n",
" <td>$4825.78</td>\n",
" <td>$10316.89</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Avg. winning trade</th>\n",
" <td>$11573.99</td>\n",
" <td>$14186.49</td>\n",
" <td>$10639.59</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Avg. losing trade</th>\n",
" <td>$-2688.60</td>\n",
" <td>$-2818.81</td>\n",
" <td>$-735.56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Ratio Avg. Win:Avg. Loss</th>\n",
" <td>$4.30</td>\n",
" <td>$5.03</td>\n",
" <td>$14.46</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Largest winning trade</th>\n",
" <td>$999650.80</td>\n",
" <td>$590207.58</td>\n",
" <td>$999650.80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Largest losing trade</th>\n",
" <td>$-18940.73</td>\n",
" <td>$-18940.73</td>\n",
" <td>$-1177.78</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>Duration stats</th>\n",
" <th>All trades</th>\n",
" <th>Short trades</th>\n",
" <th>Long trades</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Avg duration</th>\n",
" <td>179 days 00:14:59.524000</td>\n",
" <td>168 days 03:03:18.165137</td>\n",
" <td>187 days 10:09:59.156028</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Median duration</th>\n",
" <td>181 days 01:00:00</td>\n",
" <td>167 days 01:00:00</td>\n",
" <td>189 days 01:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Longest duration</th>\n",
" <td>364 days 10:28:01</td>\n",
" <td>317 days 00:00:00</td>\n",
" <td>364 days 10:28:01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Shortest duration</th>\n",
" <td>0 days 13:31:59</td>\n",
" <td>0 days 13:31:59</td>\n",
" <td>1 days 00:00:00</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>Return stats</th>\n",
" <th>All trades</th>\n",
" <th>Short trades</th>\n",
" <th>Long trades</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Avg returns all round_trips</th>\n",
" <td>0.07%</td>\n",
" <td>0.15%</td>\n",
" <td>0.00%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Avg returns winning</th>\n",
" <td>0.10%</td>\n",
" <td>0.19%</td>\n",
" <td>0.02%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Avg returns losing</th>\n",
" <td>-0.03%</td>\n",
" <td>-0.03%</td>\n",
" <td>-0.03%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Median returns all round_trips</th>\n",
" <td>0.01%</td>\n",
" <td>0.02%</td>\n",
" <td>0.00%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Median returns winning</th>\n",
" <td>0.02%</td>\n",
" <td>0.03%</td>\n",
" <td>0.01%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Median returns losing</th>\n",
" <td>-0.01%</td>\n",
" <td>-0.02%</td>\n",
" <td>-0.01%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Largest winning trade</th>\n",
" <td>8.37%</td>\n",
" <td>8.37%</td>\n",
" <td>0.10%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Largest losing trade</th>\n",
" <td>-0.19%</td>\n",
" <td>-0.13%</td>\n",
" <td>-0.19%</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>Symbol stats</th>\n",
" <th>AMZN-16841</th>\n",
" <th>IBM-3766</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Avg returns all round_trips</th>\n",
" <td>0.00%</td>\n",
" <td>0.15%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Avg returns winning</th>\n",
" <td>0.02%</td>\n",
" <td>0.19%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Avg returns losing</th>\n",
" <td>-0.03%</td>\n",
" <td>-0.03%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Median returns all round_trips</th>\n",
" <td>0.00%</td>\n",
" <td>0.02%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Median returns winning</th>\n",
" <td>0.01%</td>\n",
" <td>0.03%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Median returns losing</th>\n",
" <td>-0.01%</td>\n",
" <td>-0.02%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Largest winning trade</th>\n",
" <td>0.10%</td>\n",
" <td>8.37%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Largest losing trade</th>\n",
" <td>-0.19%</td>\n",
" <td>-0.13%</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>Profitability (PnL / PnL total) per name</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>AMZN-16841</th>\n",
" <td>73.44%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IBM-3766</th>\n",
" <td>26.56%</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA9YAAAT3CAYAAAAMvuivAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3WmgVXWh9/HfPkwyhAICjhRqRqYgkVOKOBSa1+41vWYp\ngz6WliihhYrlkE9eBbNupuZjclNAzXkW7cmL5ozihDiloojGeBE4ghzgrOeFDyeOIqLrwBH4fN7o\nXmfttf/r7MU++7vXsCtFURQBAAAAPpWqxh4AAAAArM2ENQAAAJQgrAEAAKAEYQ0AAAAlCGsAAAAo\nQVgDAABACU0bewBriwkTJjT2EAAAAGhAvXr1apDlCOtPoKF+6QAAADSuhtx56lBwAAAAKEFYAwAA\nQAnCGgAAAEoQ1gAAAFCCsAYAAIAShDUAAACUIKwBAACgBGENAAAAJQhrAAAAKEFYAwAAQAnCGgAA\nAEoQ1gAAAFCCsAYAAIAShDUAAACUIKwBAACgBGENAAAAJQhrAAAAKEFYAwAAQAnCGgAAAEoQ1gAA\nAFCCsAYAAIAShDUAAACUIKwBAACgBGENAAAAJQhrAAAAKEFYAwAAQAnCGgAAAEoQ1gAAAFCCsAYA\nAIAShDUAAACUIKwBAACgBGENAAAAJQhrAAAAKEFYAwAAQAnCGgAAAEoQ1gAAAFCCsAYAAIAShDUA\nAACUIKwBAACgBGENAAAAJQhrAAAAKEFYAwAAQAnCGgAAAEoQ1gAAAFCCsAYAAIAShDUAAACUIKwB\nAACgBGENAAAAJQhrAAAAKEFYAwAAQAnCGgAAAEoQ1gAAAFCCsAYAAIAShDUAAACUIKwBAACgBGEN\nAAAAJQhrAAAAKEFYAwAAQAnCGgAAAEoQ1gAAAFCCsAYAAIAShDUAAACUIKwBAACgBGENAAAAJQhr\nAAAAKEFYAwAAQAnCGgAAAEoQ1gAAAFCCsAYAAIAShDUAAACUIKwBAACgBGENAAAAJTRt7AGsVSqV\nxh4BAAAADeGJJxpsUfZYAwAAQAnCGgAAAEoQ1gAAAFCCsAYAAIAShDUAAACUIKwBAACgBGENAAAA\nJQhrAAAAKEFYAwAAQAnCGgAAAEoQ1gAAAFCCsAYAAIAShDUAAACU0HR1P8Bbb72VwYMHp1+/fvnd\n736XLl26pCiKNG/ePOeff37at2+fYcOGZdasWfnjH/9Yd79x48blxz/+cf77v/87m222Wb1lXnfd\ndbnxxhvTpEmTdOvWLWeccUZuuOGG3HrrralUKimKIpMmTcqTTz6Z6urqnHjiiZk7d2422WSTXHDB\nBWnWrFkeeeSRnHfeeWnatGkOP/zwHHLIIav7VwEAAMA6aI3ssa5UKqlUKjnggAMyatSojB49Ol/9\n6ldzww031M0zderUzJkzp+722LFj06VLlw8t67333svYsWNzzTXX5Oqrr86rr76ap59+Ov/+7/+e\n0aNHZ9SoURk8eHC+853vJEn+8Ic/pHfv3rnuuuvSrVu3vPjii1m6dGnOOuus/PGPf8zVV1+dhx56\naPX/EgAAAFgnrZGwLoqi3n+TZPbs2encuXPd7d133z133XVXkqSmpiavv/56Ntlkkw8ta4MNNsif\n/vSnVFVVZeHChamurs7GG29cb56LL744gwYNSvL+nu8DDzwwSXLcccdlhx12yKRJk/KFL3whnTp1\nSosWLfKb3/ymYVcYAACA9cYaO8e6KIqMHTs2AwYMyLe//e08//zz2X///et+vv/++9eF9bhx47L7\n7ruvdHmXXXZZ+vbtm29961vZYost6qZPnDgxm266adq3b58kmTVrVm6//fYceeSROeuss1JTU5Op\nU6emdevWGTZsWA4//PDceeedq2GNAQAAWB+s9nOsl1l2KPjJJ5+cJLn11ltz+umnZ8SIEUmSTTfd\nNEuWLMk//vGP3HnnnTnuuOPyxBNPfOTyjjnmmBx55JH5wQ9+kF69eqVnz55Jkuuvvz4HH3xw3Xw1\nNTXp2bNnBg4cmNNPPz3XX3992rVrlzfeeCPXXHNNFixYkIMPPjh77LFHNtxww5WvxHJ73AEAAFiL\nTZjQYItqtKuC77fffvXCuVKpZL/99svNN9+c119/Pd26dav72TXXXJP+/ftnyJAhmTdvXt39mjdv\nnj333DNPPvlk3bzjx4+vi+wk2WSTTdK9e/ck7x9u/uqrr2bjjTfO9ttvn+bNm2ejjTbKF7/4xUyZ\nMmV1rzIAAADroDUa1sufY/3000+na9eu9X6+33775corr8xee+1Vb/r3v//9jB49Ov/5n/+ZxYsX\n59RTT83ChQuTJM8++2zdcmbMmJHWrVunadN/7ojfdddd89hjjyVJJk2alK5du2bHHXfMSy+9lJqa\nmtTU1OSNN96odzg5AAAArKo1cih4pVJJktx9992ZNGlSiqJIVVVVfvnLX9abb/PNN0+XLl2y3377\n1bvf8jp06JDjjz8+/fv3T9OmTdOtW7fss88+SZKZM2emQ4cO9eYfPHhwTjvttFx00UVp3759Bg0a\nlObNm+fYY4/N0UcfnUWLFuXoo49Ou3btVseqAwAAsI6rFIUTh1fFhAkT0qtXr8YeBgAAAA2gIRuv\n0c6xBgAAgHWBsAYAAIAShDUAAACUIKwBAACgBGENAAAAJQhrAAAAKEFYAwAAQAnCGgAAAEoQ1gAA\nAFCCsAYAAIAShDUAAACUIKwBAACgBGENAAAAJQhrAAAAKEFYAwAAQAnCGgAAAEoQ1gAAAFCCsAYA\nAIAShDUAAACUIKwBAACgBGENAAAAJQhrAAAAKEFYAwAAQAnCGgAAAEoQ1gAAAFCCsAYAAIAShDUA\nAACUIKwBAACgBGENAAAAJQhrAAAAKEFYAwAAQAnCGgAAAEoQ1gAAAFCCsAYAAIAShDUAAACUIKwB\nAACgBGENAAAAJQhrAAAAKEFYAwAAQAnCGgAAAEoQ1gAAAFCCsAYAAIAShDUAAACUIKwBAACgBGEN\nAAAAJQhrAAAAKEFYAwAAQAnCGgAAAEoQ1gAAAFCCsAYAAIAShDUAAACUIKwBAACgBGENAAAAJQhr\nAAAAKEFYAwAAQAnCGgAAAEoQ1gAAAFCCsAYAAIAShDUAAACUIKwBAACgBGENAAAAJQhrAAAAKEFY\nAwAAQAnCGgAAAEoQ1gAAAFCCsAYAAIAShDUAAACUIKwBAACgBGENAAAAJQhrAAAAKEFYAwAAQAnC\nGgAAAEoQ1gAAAFCCsAYAAIAShDUAAACUIKwBAACgBGENAAAAJQhrAAAAKEFYAwAAQAnCGgAAAEoQ\n1gAAAFCCsAYAAIAShDUAAACUIKwBAACgBGENAAAAJQhrAAAAKEFYAwAAQAnCGgAAAEoQ1gAAAFCC\nsAYAAIAShDUAAACUIKwBAACgBGENAAAAJQhrAAAAKEFYAwAAQAnCGgAAAEoQ1gAAAFCCsAYAAIAS\nhDUAAACUIKwBAACgBGENAAAAJQhrAAAAKEFYAwAAQAnCGgAAAEoQ1gAAAFCCsAYAAIAShDUAAACU\nIKwBAACgBGENAAAAJQhrAAAAKEFYAwAAQAnCGgAAAEoQ1gAAAFCCsAYAAIAShDUAAACUIKwBAACg\nBGENAAAAJQhrAAAAKEFYAwAAQAnCGgAAAEoQ1gAAAFCCsAYAAIAShDUAAACUIKwBAACgBGENAAAA\nJQhrAAAAKEFYAwAAQAnCGgAAAEoQ1gAAAFCCsAYAAIAShDUAAACUIKwBAACgBGENAAAAJQhrAAAA\nKEFYAwAAQAnCGgAAAEoQ1gAAAFCCsAYAAIAShDUAAACUIKwBAACgBGENAAAAJQhrAAAAKEFYAwAA\nQAnCGgAAAEoQ1gAAAFCCsAYAAIAShDUAAACUIKwBAACgBGENAAAAJQhrAAAAKEFYAwAAQAnCGgAA\nAEoQ1gAAAFCCsAYAAIAShDUAAACUIKwBAACgBGENAAAAJQhrAAAAKEFYAwAAQAnCGgAAAEoQ1gAA\nAFCCsAYAAIASmjb2ANYmlUpjjwAAAIAyivz/sHviiQZbpj3WAAAAUIKwBgAAgBKENQAAAJQgrAEA\nAKAEYQ0AAAAlCGsAAAAoQVgDAABACcIaAAAAShDWAAAAUIKwBgAAgBKENQAAAJQgrAEAAKAEYQ0A\nAAAlrFJY33777dl+++3zzjvvJEkuuuiiHHDAAfXm+fvf/55u3brl8ccfz/Tp09O/f/8MGDAgAwYM\nyP77759jjjkmSbLPPvvkqquuqrvfW2+9lWHDhq3wccePH5+vf/3ruf/+++umVVdX54c//GG++93v\nZvDgwVm8eHFqa2vzi1/8Iv369cv3vve93HrrrfWW88ADD6Rbt251t+fNm5ejjz46P/nJT1Zl9QEA\nAOAjrVJY33nnnenSpUvuueeeumlLlizJiy++WHf7jjvuSJcuXZIknTt3zujRozNq1KhceeWVadeu\nXQYNGpQk2XjjjXPttddmwYIFK33MN998M1dccUW+9rWv1Zv+hz/8Ib179851112Xbt265cUXX8zf\n/va3LFy4MGPGjMmVV16ZX//613Xz19TU5LLLLkunTp3qpp155pnZeeedV2XVAQAAYKU+Nqznzp2b\niRMn5pRTTskdd9xRN33PPffMbbfdVnf7wQcfTI8ePT50/9GjR2e77bar+1mLFi3y/e9/P5dffvlK\nH7dTp065+OKL07p163rTx40blwMPPDBJctxxx2WHHXZIu3btMn/+/BRFkXfffTdt2rSpm//SSy9N\nv3790qxZs7pp55xzTnr27Plxqw4AAAAf62PDeuzYsdlnn33Su3fvvPHGG5kxY0aSpHfv3nWHaD/3\n3HPZeuut07Rp03r3/cc//pFrr702J510Ut20SqWSww47LOPGjcvs2bM/8nFbtGiRSqXyoemzZs3K\n7bffniOPPDJnnnlmFi9enB49emSTTTbJvvvum29961v56U9/miSZPHlyXnrppey3334piqJuGa1a\ntfq41QYAAIBV0vTjZrjjjjsyaNCgVFVVpW/fvrnrrruSJC1btsy2226bJ554Ivfee2/222+//PWv\nf61331/+8pf52c9+9qG9zlVVVTn22GNz4YUX1p17vapqamrSs2fPDBw4MKeffnquv/76bLvttpk+\nfXruvffezJgxIwMHDkyfPn1y3nnn5Re/+MUnWv7KLNfmAAAArJX+f9hNmNBgS1zpHutp06bl2Wef\nzfDhw3PQQQflwQcfzJ133pnk/T3P+++/f+6+++48+OCD6d27d7373nnnnWnRokX23nvvFS57//33\nz9///vdMnjw5SbJo0aK6C54tf7GyD9pkk03SvXv3JMnuu++ev//973nqqaey2267pVKppHPnztlo\no43y3HPPZfLkyRk6dGgOO+ywzJw5M/3791/13wwAAACsgpXusb7jjjtyxBFH5JRTTqmb1rdv30yZ\nMiW77LJL+vTpk3PPPTe9evVK8+bN6+aZO3dufv/732fMmDEfWubyh2QPGTIkw4cPz7bbbpsWLVpk\n9OjRKxzH8vfZdddd89hjj2WXXXbJpEmTstVWW2WTTTapC/7q6urMmDEjX/nKV/KXv/yl7n777LNP\nveUXRVFvuQAAAPBprDSs77rrrowYMaLetIMOOiiXXHJJDj300GywwQbZcccds99++9Wb59prr011\ndXXdudVFUaRp06b505/+VO+86Z133jkdO3Zc4WPff//9ufzyyzN58uRMmjQpo0ePzsiRIzN48OCc\ndtppueiii9K+ffsMGjQoLVq0yAMPPJDDDz88tbW1GTp0aL3QT1L3uLW1tRk4cGCqq6szffr0DBgw\nIIMGDcouu+yyir8yAAAA+KdKYbftKpkwYUJ69erV2MMAAACgATRk463S91gDAAAAKyasAQAAoARh\nDQAAACUIawAAAChBWAMAAEAJwhoAAABKENYAAABQgrAGAACAEoQ1AAAAlCCsAQAAoARhDQAAACUI\nawAAAChBWAMAAEAJwhoAAABKENYAAABQgrAGAACAEoQ1AAAAlCCsAQAAoARhDQAAACUIawAAAChB\nWAMAAEAJwhoAAABKENYAAABQgrAGAACAEoQ1AAAAlCCsAQAAoARhDQAAACUIawAAAChBWAMAAEAJ\nwhoAAABKENYAAABQgrAGAACAEoQ1AAAAlCCsAQAAoARhDQAAACUIawAAAChBWAMAAEAJwhoAAABK\nENYAAABQgrAGAACAEoQ1AAAAlCCsAQAAoARhDQAAACUIawAAAChBWAMAAEAJwhoAAABKENYAAABQ\ngrAGAACAEoQ1AAAAlNC0sQewtqqtrc2cOXMaexhrVLt27VJV5bMYAACA5amkT2nOnDnrVVivb+sL\nAACwquyxLqFdu3bp0KFDYw8DAACARmSPNQAAAJQgrAEAAKAEh4I3kKVLk1dfbdhlbr110qRJwy4T\nAACAhiWsG8irryZf+lLDLvOll5Jtt135PG+99VYGDx6cG2+8sWEfHAAAgFXiUPB1QKVSaewhAAAA\nrLfssV4Hvfzyyzn77LNTVVWV1q1bZ/jw4XnxxRczZsyYVFVV5bXXXkvfvn1z/PHH5+GHH865556b\nTp065Utf+lJatWqV448/vrFXAQAAYK1hj/U66Jxzzskpp5ySUaNGZaeddsqVV16ZJHnuuecyYsSI\n/PnPf85VV12VJPn1r3+d888/P5dffnmefPLJxhw2AADAWklYr4NeeeWV7LDDDkmSr33ta3nhhReS\nJNttt12aN2+eVq1a1c379ttvp1u3bqlUKtlzzz0bZbwAAABrM2G9Dlr+nOva2tpUVb3/NDf5mEuM\nL5sPAACAVaek1gFFUdS7ve222+aZZ55JkowfPz7bb7/9CudLko4dO2by5MlZunRpHnroodU/WAAA\ngHWMi5c1kK23fv/rsRp6mavi9ddfz4ABA1IURSqVSgYPHpwLLrggVVVVadu2bc4999xMmjRphVcP\n/8lPfpLjjz8+W265Zbbeeus0bWqTAAAA+CQqxYp2Y/IhEyZMSK9evepuz549O0nSoUOHxhpSg3jo\noYfStWvXbLbZZjnjjDOy66675oADDvjQfOvK+gIAACQfbrwy7J5czxVFkUGDBqV169bZeOON07dv\n38YeEgAAwFpFWK/n9thjj+yxxx6NPQwAAIC1louXAQAAQAnCGgAAAEoQ1gAAAFCCc6wbytKlyauv\nNuwyt946adKkYZcJAABAgxLWDeXVV5Mvfalhl/nSS8m22650lquuuiq33XZbmjdvnkWLFuXEE0/M\nbbfdlv333z99+vT5xA/5l7/8xZXBAQAAPgFhvRZ76623cv311+emm25KVVVVpkyZkp///OfZYost\nPtXypk6dmjvuuENYAwAAfALCei02f/781NTUZNGiRWnZsmW6dOmS0aNHZ9iwYXn00UczevToTJs2\nLb/+9a/TrVu3XHnllRk7dmyS5Bvf+EZ+8IMfZNiwYWnWrFneeeedLFq0KBMnTswll1yS4447rpHX\nDgAAYO3g4mVrsW7dumWHHXbIvvvum2HDhmXs2LFZunRpkqRSqeTyyy9P//79c/PNN2fq1Km55ZZb\ncs011+Sqq67KXXfdlTfffDNJstFGG+XCCy/M0UcfnZ122klUAwAAfALCei03fPjwjBkzJt26dcvI\nkSNz1FFHJUl69eqVJOncuXPmz5+fF154ITvuuGMqlUqaNGmSHj165MUXX0ySdO/evdHGDwAAsLZz\nKPharqamJltttVW22mqrDBgwIPvvv38qlUqaNv3nU1sURSqVSmpra+umLV26NFVV73+u0qxZszU+\nbgAAgHWFPdZrseuvvz6nn3563e25c+emtrY2HTp0+NC8X/7yl/PMM8+ktrY2S5YsycSJE7PddtvV\nm6eqqiqLFi1a7eMGAABYl9hj3VC23vr9r8dq6GWuxCGHHJLXXnsthx56aFq1apUlS5bkF7/4Re6+\n++4Pzbv55pvn0EMPzRFHHJGiKHLooYdm0003rTfPVlttlZdffjnnnXdeTj311AZdFQAAgHVVpSiK\norEHsTaYMGFC3XnLSTJ79uwkWeHe4XXR+ra+AADAuu2DjVeGQ8EBAACgBGENAAAAJQhrAAAAKMHF\ny0qYM2dOYw9hjZkzZ07atWvX2MMAAAD4zBHWn9L6Fpnt2rVb79YZAABgVQjrT6mqqsoVsgEAAHCO\nNQAAAJQhrAEAAKAEYQ0AAAAlOMf6E5gwYUJjDwEAAIDPmEpRFEVjDwIAAADWVg4FBwAAgBKENQAA\nAJQgrAEAAKAEYQ0AAAAlCGsAAAAoQVgDAABACb7HGpK8+eabOeecczJ79uwsXbo0X/3qVzN06NC0\naNFihfP/4x//yMyZM9O9e/d60x999NH89re/TZMmTdK1a9ecc845SZJzzz03zzzzTCqVSk477bTs\nsMMOSZLRo0dn+PDhefzxx9OyZcskyYsvvpif//znqVQq2XffffPjH/94Na45De2tt97Kt7/97Wy/\n/fYpiiLNmzfP4MGD06NHj0+9zGnTpmXYsGFZsmRJmjVrlvPPPz8dOnTIbbfdllGjRqVJkyb57ne/\nm0MOOSRJMn78+AwZMiTnnntu+vTpkySprq7OiSeemLlz52aTTTbJBRdckGbNmjXIOrNmfHDbqlQq\n+fKXv5xhw4atcP5hw4Zl//33r9sGVmTEiBF58skns3Tp0hxzzDH55je/mWnTpmXo0KEpiiIdO3bM\niBEj0qxZs8ybNy8nnnhi2rRpk9/97ndJkksvvTQPPfRQKpVKamtrM2vWrNx9992rZf1pOLfffnuG\nDRuWBx98MBtttNGnWsaVV16ZO++8M0VR5Dvf+U4OP/zwVFdX56c//Wnmz5+f1q1b54ILLkjbtm1T\nU1OT008/Pa+88kpuvPHGJMkNN9yQW2+9NZVKJUVRZNKkSXnyyScbcjVZQ374wx/mhRdeyDnnnLPS\n15uVqa6uzsknn5z58+enKIqcffbZ2WqrrfLwww/Xva/ac889c9xxxyVJXn755QwaNChHHnlkjjji\niCTJT37yk8yZMydFUWTu3LnZcccdc/bZZzfYerJmNMTr0zJl35dPmjQp5513Xt3r1KuvvppLLrkk\nO+6444ofsID1XG1tbfFv//ZvxaOPPlo37b/+67+KoUOHfuR9brrppmLMmDEfmt63b99i+vTpRVEU\nxeDBg4v777+/GD9+fHHssccWRVEUr7zySnHooYcWRVEUN998c/Gb3/ym2HvvvYsFCxbULePQQw8t\nXnjhhaIoiuKkk04q3nvvvfIryRozderU4pBDDqm7PWXKlOLAAw8s3nzzzU+9zFNOOaW4++67i6Io\nijFjxhTnn39+sWDBgmK//fYrqquri/fee6/Yf//9i7lz5xZTpkwpfvzjHxcnnHBCcd9999UtY8SI\nEcWVV15ZFEVRXHzxxcWzzz77qcdD4/jgtvVxTj311HrbwAc9+uijxTHHHFMURVHMmTOn2Guvveru\nd8899xRF8f52c8011xRFURRDhgwpLr300mLw4MErXN7NN99cjBw5cpXHR+M59thji29961vFn//8\n5091/ylTphQHHXRQUVtbW9TU1BR77713UV1dXfz+97+v2wauuuqq4vzzzy+Koij+9//+38UVV1zx\nkdvv+PHji7PPPvvTrQyfCR/3evNxLrzwwuLyyy8viqIo7rvvvmLIkCFFURTFAQccUEybNq2ora0t\nDjvssOKVV14pFixYUPTv3784/fTTV/herCiKYtiwYf7OraXKvj4tryHely8zb968ol+/fit9PIeC\ns9578MEH07Vr1+yyyy5104466qg8++yz+Z//+Z+8/fbb6d+/f/r165eTTz45s2fPzu9///uMGjUq\n48aNq7esm266KZ06dUqStG/fPu+8804eeeSRfOMb30iSbL311pk3b17efffd9O3bNyeeeGK9+8+e\nPTsLFy5Mt27dkiQXXHDBR+41Z+2w5ZZb5uijj84f//jHJMnVV1+d73//++nXr1+uuOKKJMn8+fNz\n7LHH5ogjjsiPfvSjLFy4sN4yzjrrrPTt2zfJP7erZ555Jt27d0/r1q3TokWL7LTTTnnyySfTqVOn\nXHzxxWndunW9ZYwbNy4HHnhgkuS4446r+3SWdcNvf/vb9O/fP4cffnjuuuuuuun33ntvfvSjH+Wg\ngw7KCy+8UO8+O++8c92e5w033DALFy5MbW1txo8fn7333jtJsu++++bhhx9Okpxzzjnp2bPnCh9/\n6dKlueaaa9KvX7/VsXo0oLlz52bixIk55ZRTcscdd9RN79+/f0aMGJEBAwbke9/7XqZNm5bx48fn\nRz/6UQYMGJDnn3++bt4tt9wyV199dSqVSpo1a5ZWrVqluro6jz76aL75zW8mqb/tnHTSSXV/B1fk\n4osvrtsTydrt5ptvzvDhw5MkCxYsyD777JMk6du3b0aOHJl+/frlsMMOy4IFC+rd79hjj83AgQOT\nJO3atcs777yTN998MxtttFE6d+6cSqWSvfbaK48++mhatGiRyy+/vO791gdNnjw51dXV/s6thVb2\n+vTKK68kSa666qpcdNFFWbJkSYYMGZLvfe97+d3vfrfCoyXKvi9f3siRI+u20Y8irFnvvfbaa/ny\nl7/8oenbbrttXn/99fz2t7/N0UcfnTFjxqRTp0556623cvDBB2fAgAF1bz6XWRYzM2bMyMMPP5w+\nffpk1qxZad++fd08HTp0yKxZs9KqVasPPeZbb72V9u3b5+yzz84RRxyRK6+8soHXlsbQrVu3vPrq\nq5k6dWruvvvuXHPNNRkzZkzuvvvuTJs2LSNHjkzv3r1z1VVXZbfddqt7M7rMBhtsUHeo7dVXX50D\nDzxwhdvVzJkz06JFi1QqlQ+NYdasWbn99ttz5JFH5swzz8zixYtX+3rT8Iqi+NC0J554Im+//XZG\njx6dK664IpdccklqamqSJFVVVbn00kszZMiQ/OEPf6h3v0qlkg022CBJct1112WvvfZKVVVVFi5c\nWHeaQMeOHTNz5swkWeFr1jJ/+ctf0rt37zRv3rxB1pPVZ+zYsdlnn33Su3fvvPHGG5kxY0bdz9q1\na5dRo0anW62sAAAgAElEQVTlwAMPzJ/+9Kck7x9y+1//9V/Zbrvt6i1n2elLDz74YNq1a5fOnTtn\n5syZadeuXZL3t51Zs2YlWfm2M3HixGy66abp0KFDg64njWf5v0HL/n/JkiXZZpttMmbMmGy++eZ5\n5JFH6t2nefPmadr0/TNUl22DH/w7t/HGG2fGjBmpqqpa6WvNqFGjfMi3llrZ69MHPfDAA1m8eHH+\n/Oc/p0ePHnV/q5ZX9n35MosWLcpDDz200g8IE2ENSZLa2toVTmvSpEmef/75ur00P/vZzz50XvUH\nzZ49Oz/+8Y9z1llnZcMNN/zQG+Hi/58buSJFUeSNN97IkCFDMnLkyNx00011n9Cx9lqyZEmqqqry\n7LPP5o033siAAQPSv3//LFy4MFOnTs3zzz+fr371q0mSgQMHZt999/3QMmprazN06NDstttu2XXX\nXVe4Xa1MTU1NevbsmSuuuCK1tbW5/vrrG24FWWMmT55ct/0MGDAg/+f//J889dRTefbZZzNgwIAc\nffTRSVL3ZmTZkTjdu3fP5MmTV7jMv/71r7npppty+umnJ3k/xpdZ2evV8m644YYcfPDBpdaNNeOO\nO+7IAQcckKqqqvTt2zdjx46t+9nXv/71JMmOO+6Y119/Pcn7HwwuC54Pevrpp3P++efn17/+9Yd+\ntqrbzvXXX2/bWU/06tUrSdK5c+fMnz9/hfOcf/75adGiRQ455JBP9P5pmcWLF+fJJ5/Mzjvv3DCD\nZo1a2evTB7366qt121SfPn3SpEmTFc5X5n35Mn/9619X6foBLl7Gem/rrbfONddc86Hpr7zySrp2\n7ZqqqqoVhveKVFdX54c//GFOOumk7Lbbbkne/wOy7FP75P03vBtvvHHd7eX/MXfo0CHbbLNN2rZt\nm+T9P0KvvPJKttlmm0+1bnw2PPfcc9luu+3SvHnz7LXXXvnlL39Z7+eXX375x25jw4YNS9euXesO\nl+zcuXPuu+++up9Pnz79Iw/TTZJNNtmk7kOh3XffPePHj/+Ua0Nj2mqrrTJq1Kh606644ooccsgh\nOeaYYz40/4r2HC3vgQceyGWXXZaRI0fWfbLfsmXL1NTUpHnz5pk+fXo6duy40jEtXLgwM2bMyGab\nbfZpVok1aNq0aXn22WfrDtV977330rZt27rDG5e9Di3/RvOjLnL44osv5vTTT89ll12Wzp07J/nn\n37s2bdqs0raTvH+xxTPOOKP0urHmzZ8/Py1btkzTpk3rdkYs/zqzZMmSevN/VPgsc+GFF2bOnDn5\nj//4jySpOwpimVXZph5//PGP3QHCZ9PKXp+W366WP+Lu4/7GlX1fvsy4ceNy+OGHf+w62GPNem/3\n3XfPW2+9lb/97W9106644orstNNOadu2bbp3755HH300yfsv+o888kgqlUrdoZbLO++883LUUUdl\njz32qLf8e+65J0ny/PPPp3PnzvUON1n+k7Mtttgi7777bubNm5fa2tq88MIL6dq1a4OvM6vX8s/p\nlClTcsUVV+Soo47KV77ylTz22GN57733UhRFzjnnnNTU1GSHHXao28auvfba3HLLLfWWd9ttt6V5\n8+Y5/vjj66b16NEjzz33XKqrq/Puu+/mqaeeqvvkdkXj2HXXXfPYY48lSSZNmmS7Wkut6MiEHj16\nZNy4cSmKIosWLcqvfvWrup9NmDAhSfLUU09l6623rne/6urqnH/++bn00kvzuc99rm76brvtVvea\ndc8996R37971Hv+DY3jxxRdtT2uJO+64I0cccURuueWW3HLLLbn77rszd+7cvPnmm0n+ub08/fTT\nH9pelldbW5uf//zn+f3vf59NN920bvoee+xRd1X4ZacHLLOibWfGjBlp3br1R+4R57PtrLPOyv/9\nv/83RVHktddeyxe+8IW0adOm7oiZJ554YpWX9cQTT+TZZ5+ti+ok2XzzzfPuu+/m7bffzpIlS3Lf\nfffVe3+1IhMnTqy7Tg1rl5W9Pn3uc5+r+5Bl2bcHdOnSJRMnTkzy/ikpS5cu/dAyy74vX2ZVtyuv\nZKz3KpVKRo4cmTPOOCMXXnhhamtrs9NOO9V9gn7CCSdk2LBhufrqq7PZZpvlhBNOSFEUOfXUU9Ox\nY8e6C0K99957ue222zJlypRcd911qVQq+fa3v51DDz002223Xb73ve+lSZMmOfPMM5P882tqZs+e\nnR/+8IfZcccd87Of/SzDhg3LoEGDsnjx4vTu3Ttf+tKXGu13w6fz+uuvZ8CAAVmyZEmaNGmS4cOH\n1+3RGThwYI444og0bdo0++67b5o3b56BAwfm5JNPTv/+/dOmTZtccMEF9ZZ39dVXp6amJv3790+l\nUsk222yTM844Iz/96U/zv/7X/0pVVVVOOOGEtGnTJvfff38uv/zyTJ48OZMmTcro0aMzcuTIDB48\nOKeddlouuuiitG/fPoMGDWqMXw0lreiT9J49e2aXXXbJYYcdliT1PlUviiI/+tGPMn369IwYMaLe\n/e6666688847GTJkSN0eyhEjRuSEE07IKaeckmuvvTabbbZZvvOd76S2tjYDBw5MdXV1pk+fngED\nBmTQoEHZZZddMnPmTOfHriXuuuuuD20HBx10UO68885UKpW8/fbb+cEPfpDq6upceOGFdYeDf9Aj\njzySqVOn5owzzqjbdoYOHZp+/fpl6NChOeKII9K2bducf/75Sd7/GqRp06bVvTYedthh+Zd/+Rfb\nzlpu8ODBOeWUUzJq1Kj06dMnW2yxRTbaaKP84Q9/yIABA+odnvtxexavueaaTJs2LQMGDEhRFGnX\nrl0uvPDCnHnmmTnppJOSJAceeGA+//nP130F0ttvv52mTZvmnnvuyUUXXZS2bdtm5syZ6dKly5r5\nBdCgPur16a677sp3v/vdnHXWWenatWu23HLLJMlee+2VG264IUcccUR23nnnD301V0O9L0/e/yB6\nZedgL1MpPu7EPAAA1mn9+/fPmWee6dQjYK3wzjvvZPz48enbt2+mT5+eo446qt63YjQGe6wBANZz\nq3KhMYDPijZt2mTs2LEZOXJkiqLIaaed1thDsscaAAAAynDxMgAAAChBWAMAAEAJwhoAAABKENYA\nAABQgrAGAACAEoQ1AAAAlCCsAQAAoARhDQAAACUIawAAAChBWAMAAEAJwhoAAABKENYAAABQgrAG\nAACAEoQ1AAAAlCCsAQAAoARhDQAAACUIawAAAChBWAMAAEAJwhoAAABKENYAAABQgrAGAACAEoQ1\nAAAAlCCsAQAAoARhDQAAACUIawAAAChBWAMAAEAJwhoAAABKENYAAABQgrAGAACAEoQ1AAAAlCCs\nAQAAoARhDQAAACUIawAAACihaWMPAABYdyxatCj/8i//kuOPPz7PPfdcnnrqqbRq1SqVSiVHH310\n+vTp09hDBIAGJ6wBgAZzySWXpF27dkmSBQsW5Jxzzkm3bt0aeVQAsHo5FBwAaBCvvfZaXnvttfTp\n0ydFUaS6urqxhwQAa4SwBgAaxPDhw3PqqafW3V64cGEuvvji9O/fPyeffHLmzZvXiKMDgNVHWAMA\npd1yyy3p2bNnNt9887pphx12WH72s59l9OjR2WqrrXLhhRc24ggBYPVxjvUqmjBhQmMPAYD1SK9e\nvRp7CJ/I/fffn6lTp2bcuHGZNm1aWrRokV/+8pf5/Oc/nyT55je/mbPOOutjl+PvLQBrUkP9vRXW\nn8Da9ibns+o///M/kyRDhgxZo487YcIEz+F6wPO89vokrw3r+vO8Nsblb3/727r/v+iii7LFFltk\n9OjR+cIXvpBNN900jz32WLbddttVWta68tyua9up9fnsWpfWJVm31mddWpdk3VyfhiKsAYDVol+/\nfjnhhBPSqlWrtGrVKv/xH//R2EMCgNVCWAMADer444+v+/+vf/3rjTgSAFgzXLwMAAAAShDWAAAA\nUIKwBgAAgBKcYw0AAKxViqLIvHnzGnsYH6u6ujpz5879RPdp27ZtKpXKahoRq4uwBgAA1irz5s3L\nbfc9n1atWjf2UFbqzanVmVXzxirPv2DBu/nXvbbLhhtuuBpHxeogrAEAgLVOq1at07pN28Yexkq1\nbNXmMz9GGoZzrAEAAKAEYQ0AAAAlCGsAAAAoQVgDAABACcIaAAAAShDWAAAAUIKwBgAAgBKENQAA\nAJQgrAEAAKAEYQ0AAAAlCGsAAAAoQVgDAABACcIa+ExburS2sYcAAAAr1bSxBwCwvCVLa/PSG3Py\n5Esz8tRLM/LK1HfSolmTtGu7Qdq33SDtPtcindu3yr47dcmWnT/X2MMFAABhDXw2vDl9fkaPfSFP\nvzwjCxctTZI0qarki1tulCVLivzP/Pfy/OTZKYr357/pvley6/ab5t/3+WK27dKuEUcOAMD6TlgD\njWrxktrc8N9/z3V/fTlLltZms41bZ9+vdUrPL3XK9lt3SKsNmtXNu3Rpbd6pXpSX3piTG8f9PY9M\n/EcemfiPdN9m43x3323TY9uOjbgmAACsr4Q10Gienzw7F13/TN6cPj/t226QHx3cPbvtsOlHzt+k\nSVU6bNgyX+/eMrvtsGmefWVWbrj373n67zPz7CuzcvBe22T7TYo1uAYAACCsgUawZGltRt76XO54\naHKS5Ftf/0IGHrBdWrds9jH3/KdKpZIeX+yYHl/smJenzMlvrp6Qm+57JZO22CDbd1+Sli28vAEA\nsGa4KjiwRi1eUpsRo5/IHQ9Nzpad22T48XvkuEN6fKKo/qBtu7TLrwfvme7bbJyXpr6XUy96MLPe\nWdiAowYAgI8mrIE1ZvGS2gwf9XjdedG/+UmfbNe1Q4Msu02r5vnlMbul1zat89rbc/PT392fl6fM\naZBlAwDAyghrYI1YvGRpzr1yfB6bNC09vrhxTj96l2zQwIdrN21SlQN32ihH/+v2mTN/UU77w0N5\n5c13GvQxAADgg9absH755ZfzzW9+M1dddVW96Q888EC6devWSKOC9UPN4qX5jysez+PPT0/PbTvm\n9KN3zQbNV8850JVKJQf12TqnDNgpNYuX5ld/eiz/M++91fJYAACQrCcXL1u4cGF+9atfZbfddqs3\nvaamJpdddlk6derUSCODdd/S2iLnXvl4nnhher7arVN+fuTOad6syWp/3N27b5aBB2yXK+58Pr/6\nr8dy7qA90mINPC4Aa6+iKDJv3rzGHsYnVl1dnblz537kz9u2bZtKpbIGRwTrn/UirFu0aJHLL788\nl112Wb3pl156afr165cRI0Y00shg3Xf1PS++H9VfWnNRvczBe2+TKdPn57+feDMXXvtUfnZEL28s\nAPhI8+bNy233PZ9WrVo39lA+kTenVmdWzRsr/NmCBe/mX/faLhtuuOEaHhWsX9aLsK6qqkrz5s3r\nTZs8eXJeeumlDB48OMOHD2+kkcG67YkXpue6v76czu1bZWj/r63RqE7ePyz8+EN75O2Z1fnbU2+l\nyyafy2Hf+NIaHQMAa5dWrVqndZu2jT2MT6RlqzZr3ZhhXbNehPWKnHfeefnFL37xie4zYcKE1TSa\n9UtNTU2Sxvl9eg7XnLnvLsmld89Ik6rk33Zuk5eef3aNPfYHn+cDv7pB/jGzScaMfTE11TOz3ZYt\n19hYWHWf9LXBv2cA4LNivQzr6dOnZ/LkyRk6dGiKosjMmTPTv3//jB49eqX369Wr1xoa4brtgQce\nSLLmf58TJkzwHK4hS5bWZtjFD2bhotocd0j3fOvrXdfYY3/U89xlq7k5+fcP5Pbx72S/Pb+aTu1b\nrbExsWo+yWvDuv7v2YcGALB2WW+uCr68zp075y9/+Uv+/Oc/59prr03Hjh0/NqqBVXflnc/nxTfm\nZM+em2f/3b7Q2MNJknTdbMP86ODuWbhoaS6+8ZkURdHYQ4J10qJFi/KNb3wjt9xyS6ZNm5b+/fun\nX79+OfHEE7N48eLGHh4ArBbrRVhPmjQp/fv3z80335xRo0ZlwIAB9a746GJG0HAemfh2brn/1Wze\nsU0G/XuPz9S/r32+tmV6btsxT744I/c9ObWxhwPrpEsuuSTt2rVLkvzud79L//79M2bMmGy22Wa5\n8cYbG3l0ALB6rBdh/ZWvfCWjR4/Ovffem3vuuSejRo1K27b/vMDDvffe24ijg3XH3OpF+f11T6d5\nsyY5deBOabVBs8YeUj2VSiWDDt0xGzRvkj/eMjHvzF/U2EOCdcprr72W1157LX369ElRFHn88cez\n9957J0n23XffPPzww408QgBYPdbLc6yB1eOKO57P/AWLc/S/bp8vbPrZvDpp5/at0v9bX84fb30u\nf7xlYob2/1pjDwnWGcOHD88ZZ5yRm2++OUmycOHCNGv2/gdsHTt2zMyZMxtzeDSgtfX7npe3ou9+\nnjt3boo4VQj45IQ10CAmvTY7f318SrbabMN8e481d7GyT+Nf9tgqf3vqrfzt6bfS56tbZOevbNLY\nQ4K13i233JKePXtm8803r5u2/KkgRVGs8qkh69LF29aldUn+uT7V1dV5ZNKMbNBy7b4Q5FOvPVjv\n9jv/MystW7XNRu3bN9KIPr03pqz4e6wXLqjO083npE2bNmt4ROV83L+d6urqvDm1Oi1bffbX66Oe\nmxVZG56vde11raEIa6C0xUtqc8mNz6RSSY779+5p0uSzfZZJk6pKTjhsxwz5zX255MZn8pWtOqR1\ny8/WYeuwtrn//vszderUjBs3LtOnT0+zZs3SsmXL1NTUpHnz5pk+fXo6duy4SstaV674vq5dvX75\n9Zk7d25m1byxVn938htT3sjnu3y+3rQZ099KVVWzbNyxUyON6tNZ0bos8271vOy44+ez4YYbruFR\nfXqr8m9nbdkGV/bcrMhn/flaF1/XGoqwBkq79W+vZsq0+dl/ty/kS59fOz7l//wmbfPdfbfN1X95\nKVfe+XyO+/cejT2k/8fencdHXR/6/n/PZGayE8hCVhIIO2EPWwQEBFxrrdpStMSeXu/11FZ79Nzq\nbT229dFr1erpr8c+ah/WqtdTtcfaoh5bERQRCFvAhDXsS/aF7CH7MvP7A6GiIElI5jPfmdfz8TiP\ng6MZ3p/5zkzzns9nPh/A0n7961+f//Nvf/tbpaSkKD8/X2vXrtVXv/pVrVu3TgsXLjSYEACAwePb\n00oAfF5VXav+64Mjiopw6ds3TjQdp0++vnScRsRHaN2OQhVXWvu7goAv+sEPfqB33nlHq1atUlNT\nk2699VbTkQAAGBTMWAO4Ii+8vV+dXT36/tenKSLMZTpOnzgddv3TTRn6vy/n6o9rDunR/zHXdCTA\nL9x3333n//zyyy8bTAIAgHcwYw2g33YcqNDOg5WaMjpWSzJTTMfpl9mT4jVxZLRyCyp1uLDOdBwA\nAABYEMUaQL90dbv10rsH5Aiy6d7bp/Z6t19fY7PZ9O2bJkmSXnnvoDwejlkBAABA31CsAfTL+p1F\nqqxt1fVZIzUiPtJ0nCuSkR6j2ZPiVXCyVnmHT5uOAwAAAIuhWAPos46uHr3x4REFu4K0Ytk403EG\nxF03TpLNJv3newfldjNrDQAAgN6jWAPos/e2nFJdU4e+ujBdwyJDTMcZECMTh2jxzBQVVjRp8+5S\n03EAAABgIRRrAH3S2t6lv244qvBQp25bPMZ0nAF153UT5Aiy6bW1h9XV7TYdBwAAABZBsQbQJ29v\nPKEzrV26fckYyx2vdTkJMeG64apRqqpr1drthabjAAAAwCIo1gB6rbG5Q/+9+biGRgTr5gXppuMM\nihVLxynEFaS/bjjGrDUAAAB6hWINoNf+uuGY2jp6tGLZOIUEO0zHGRRDI4N13byRqmtq16Z8vmsN\nAACAy6NYA+iVmoY2vbf1lOKGher6rDTTcQbVV69OV5Ddprc2HmeHcAAAAFwWxRpAr7y5/qi6ut26\n89rxcjqCTMcZVMOHhenqGckqqTqjTw5XmY4DAAAAH0exBnBZ9U3tWr+rWAkxYVqSOcJ0HK+4bclY\nSdJbHx83nAQAAAC+jmIN4LL+tuWkurrdunXxGAUFBcbbxsjEIZo5YbgKTtbqcFGd6TgAAADwYYHx\nGzKAfmtt79KabYWKinBp6exU03G86vYlZ8/pZtYaAAAAX4ZiDeBLfZBbpJa2Lt28IF3BTv/+bvXn\nTRkdqzEjhmrHgQqVVTebjgMAAAAfRbEGcEld3W69s+mEQlxBunH+KNNxvM5ms+n2JWPk8Uhvb2TW\nGgAAABdHsQZwSZt3l6q2sV3XzktTZJjLdBwjsqYkKSEmTBs+KVH9mXbTcQAAAOCDKNYALsrt9mj1\nx8cVZLfplqtHm45jTJDdplsXj1FXt1t/33LKdBwAAAD4IIo1gIv65HCVSqrO6OoZyRo+LMx0HKOW\nzk5VRKhTH+woUle323QcAAAA+BiKNYCLWr3hmKR/nOccyIKdQVo2J1UNzR3avr/cdBwAAAD4GIo1\ngC84dKpOB0/VadbEeI1MHGI6jk+4PmukJGnNtkKjOQAAAOB7KNYAvuC/N5+QJN326TnOkJLjIjRt\nbKwKTtaquLLJdBwAAAD4EIo1gAvUNrZp+4EKjUoaosnpMabj+JQbrjp75Nj72wuN5gAAAIBvoVgD\nuMD72wvldnt00/xRstlspuP4lLkZCYoeEqwNn5SovaPbdBwAAAD4CIo1gPO6ut1at6NI4aFOLZqR\nYjqOz3EE2bV8bppa27u1aXeZ6TgAAADwERRrAOdt21euhjMdWj4nVSHBDtNxfNJ1c0fKbpPe335K\nHo/HdBwAAAD4AIo1gPPe23pKknTDVSPNBvFhccNCNXtSgk6UNupYSYPpOAAAAPABFGsAkqSTZY06\nVFinzAnDlRQbYTqOT7vx003M1mw7ZTgJAAAAfAHFGoCkf8xW3zR/lOEkvm/6uDglxIQpZ3eZmls7\nTccBAACAYRRrAGpu7dTG/FIlxIRp5oR403F8nt1u0/XzRqqz262PPikxHQcAAACGUawBaP2uYnV2\n9eiGrFEKsnPEVm8sm5OqILtNH+0qNh0FAAAAhlGsgQDndnu0ZmuhXA67ls9NNR3HMqIigjVrYrxO\nlTfpZFmj6TgAAAAwKGDO0zl69Ki+//3v65/+6Z/0rW99SxUVFXrkkUfU3d0tp9OpZ555RjExMaZj\nAl6Xf+S0KmpbtHxOqiLDXKbjWMrS2anKLajUR58UKz15iuk4gFHt7e360Y9+pNraWnV2duree+/V\nli1btHv3boWFhclms+nuu+/WokWLTEcFAGDABUSxbmtr0+OPP66srKzztz377LNauXKlrrvuOr3+\n+ut6+eWX9dBDDxlMCZixbkehpH/sdI3emzUxXkPCXdqYV6p/uilDTgeLgBC4NmzYoClTpujuu+9W\neXm5vvOd7ygzM1O/+MUvNGHCBNPxAAAYVAHxW2BwcLBefPFFDR8+/Pxtjz32mK699lpJUnR0tBob\nWcqJwFPf1K5dB6uUnhylMSOGmo5jOU6HXYtmpqippVN5h6tMxwGMuvHGG3X33XdLksrLy5WYmKiW\nlhbDqQAA8I6AKNZ2u10u14VLXENCQmSz2eR2u/WnP/1JX/nKVwylA8zZ8EmJetweXTuH71b319JZ\nIySdfSwBSCtXrtTDDz+sRx55RC0tLXruueeUnZ2thx9+WE1NTabjAQAwKAJiKfiluN1uPfTQQ5o3\nb57mzZtnOg7gVR6PRx/kFsn16awr+ic9OUojE4do18FKNTZ3KCoi2HQkwKg33nhDhw8f1g9/+EP9\n4Ac/0NixY5WWlqbnn39ev/nNb/Too49e9j7y8vK8kNQ7/Gks0j/G09zcrJLSZoWGRRhOdGWKiosu\n+Oe6mirZ7U61tLUZStR/nx/LOW2tzdrjqldEhLWu1eVeO1Z6Dl7q2lyMFa6Xv72vDZSALtY//vGP\nNWrUKH3/+9/v1X/Pk2hgdHZ2SjLzeHIN/6HwdIfKa1o0dWSYjhzabzrOgPL2dR6XYFNhhUevv7tD\nc8f77v8Q+rq+vjfwevYtBQUFiomJUUJCgiZMmKCenh7NnDlT0dHRkqTly5frscce69V9ZWZmDmJS\n78nLy/ObsUgXjqexsVE1nUUKjxhiOFX/FRUXKS017YLbQoMdstudio0bfomf8k0XG8s5Lc1Nmj49\nTVFRUV5O1X+9ee1Y5Tn4ZdfmYnz9evnj+9pACdhi/e6778rlcum+++7r9c/405PIpJycHEnefzz9\n7Y3gSm3+r3xJ0sobZmjKmFjDaQaOieucPq5d6/d+oKNVHn3vTp5j/dWX9wZ/fz1b8UODXbt2qby8\nXI888ohqamrU2tqqRx99VD/5yU+UmJio3NxcjRs3znRMAAAGRUAU64KCAj311FMqLy+Xw+HQunXr\nVFdXJ5fLpezsbNlsNo0ZM0Y//elPTUcFvKK5rUtb9pYrMTZck0dzzNyVGhYZolkT4rXzYKUKK5o0\nMtG3Pz0HBsMdd9yhRx55RN/61rfU0dGhn/3sZ3K5XLr//vsVFhamsLAwPfHEE6ZjAgAwKAKiWGdk\nZOjVV181HQPwGZt3l6qzq0fL56TKZrOZjuMXrpk9QjsPVuqjXcW6+6uTTccBvC44OFi/+tWvvnD7\nVVddZSANAADeFRC7ggO40Ie5RbLbbVo6m93AB8qcSfGKDHNqY36penrcpuMAAADAiyjWQIA5Udqg\n46WNmj0xXtFDQkzH8RtOR5CunpGihjMdyj9y2nQcAAAAeFFALAUH8A8f7iyWJF07t/c7VKJ3rpk1\nQu9tPaVN+WWaPSnBdBwAPsDj8fjN+d3Nzc1qbGyUdHZHZo88hhMBgO+gWAMBpKOrRxvzShQ9JFiZ\nE6x1lIgVjB0xVIkx4cotqFB7Z7dCXLzFAv2xcfs+0xEGxPHjRaqoa9fBU3UaPcr6H2aWlDarpvPs\nebw11VUKj4iSDx+1CwBexW99QADZvr9CLe3duuGqUQoK4psgA81ms2nhjGS9uf6odhVUaeGMZNOR\nAJQzg1EAACAASURBVEtql3/srN/jilGHIiX7GZ8/a7c3QsMizo+jpeWM4TQA4Fv4zRoIIB9/UiJJ\nWjp7hOEk/uvqT8v0pt2lhpMAAADAWyjWQICobWzTnqOnNT5tmFKGR5qO47fSEoZoZOIQ5R0+rea2\nLtNxAAAA4AUUayBAbMovk9tzdoMtDK6rZySru8et7fvKTUcBAACAF1CsgQDg8Xi04ZNiOYJsWjid\n7/0OtnOP8ebdZYaTAAAAwBso1kAAOFnWqKLKM5o9KUGRYS7TcfxeQky4xqcN077j1apvajcdBwAA\nAIOMYg0EgA15ZzctYxm491w9I1luj7RlL8vBAQAA/B3FGvBz3T1ubc4vU2SYS5kT4k3HCRgLpyXL\nbpM2szs4AACA36NYA35u95HTamju0KIZyXI6eMl7y7AhIZoyJlaHi+pVVddqOg4AAAAGEb9lA37u\no0/Prr6Gs6u97uoZKZKYtQYAAPB3FGvAjzW3dmpnQaVGxEdoTMpQ03ECzlVTEuUIsrE7OAAAgJ+j\nWAN+bMvecnV1u7Ukc4RsNpvpOAEn4tPvtRdWNKm4ssl0HAAAAAwSijXgxzZ8UiKbTVo8k2Xgppw7\n03oru4MDAAD4LYo14Kcqalp0qLBOU8fEKm5YqOk4AWv2pHg5HXZt3UexBgAA8FcUa8BPbfp0wyxm\nq80KC3Fq5vjhKqo8o5KqM6bjAAAAYBA4TAcAMPA8Ho825pXK5bDrqqmJpuMEvPnTkpRbUKlt+8r1\nzeXjTccBAAQQj8ejxsZG0zH6pLm5+bKZGxsb5ZHHS4mAy6NYA37oZFmjyqqbNX9aksJCnKbjBLw5\nkxLkCDq7HJxiDQDwptbWZq3bXqfo6BjTUXqtpLRZNZ1FX/rf1FRXKTwiShERXgoFXAbFGvBDG/PP\nLgNf9Ok5yjArPNSpGePjtOtglcqrm5UUx28BAADvCQ0NV3jEENMxei00LOKyeVta+HoVfAvfsQb8\nTI/bo827yxQe6tSsicNNx8Gn5k9NkiQ2MQMAAPBDFGvAzxw8Wau6pnbNn5okpyPIdBx8am5GgoLs\nNoo1AACAH6JYA37m3G7gi2YmG06Cz4oIc2nauDidKG1UZW2L6TgAAAAYQBRrwI90dfdo695yRQ8J\nUUZ6rOk4+Jzzy8H3MmsNAADgTyjWgB/JO3xazW1dunpGsoLsNtNx8DnzJifKznJwAAAAv0OxBvzI\npnO7gc9kN3BfNCTcpaljYnWspEGn61pNxwEAAMAAoVgDfqK1vUs7CyqVHBeh0clRpuPgEtgdHAAA\nwP9QrAE/seNApTq73Vo0M0U2G8vAfdW8yYmy2yjWAAAA/oRiDfiJfywDZzdwXzY0MliTR8fqSFG9\nquvbTMcBAADAAKBYA36g4UyH9hyr1rjUoUqKjTAdB5dx1ZRESdKOAxWGkwAAAGAgUKwBP7B9f7nc\nbo8WTmfTMiuYR7GGH2pvb9cDDzyg7OxsffOb39TGjRtVWVmp7OxsrVq1Sg8++KC6urpMxwQAYFBQ\nrAE/kLPn7Pd1F0xLMpwEvRETFapxqUN14GStmlo6TccBBsSGDRs0ZcoUvfrqq/r1r3+tJ598Us8+\n+6xWrVql1157TUlJSVq9erXpmAAADAqKNWBx9U3tOnCyRhNHRit2aKjpOOilrClJcrs92llQaToK\nMCBuvPFG3X333ZKk8vJyJSYmateuXbrmmmskSUuXLtW2bdtMRgQAYNBQrAGL27qvXB6PtHA6m5ZZ\nSRbLweGnVq5cqYcfflg//vGP1dbWJqfTKUmKi4tTdXW14XQAAAwOh+kAAK7Mlr3lstmkq6Ymmo6C\nPkiOi9CI+EjtPnJa7R3dCgnm7Rj+4Y033tDhw4f1wx/+8IKj/zweT6+PAiwqLhqseF5XUlqi6up6\nvxnTuXHU1VTJbneqpc3apxt8/rpYeVyXeo5ZdUyXe81YaVx9ef23tTZrj6teERG+uxltXl6e6Qg+\nid/kAAurbWzTwVO1ykiPUUwUy8CtJmtKot5cf1R5R05r/lS+Hw9rKygoUExMjBISEjRhwgS53W6F\nhoaqs7NTLpdLVVVViouL69V9paWmDXJa7ygqLtKIlBHq7AnyizEVFRedH0dosEN2u1OxccMNp+q/\nz47nHKuO62JjOceKY/qy8ZxjlXH1Ziyf1dLcpOnT0xQVFTWIqfovLy9PmZmZpmMMmIH8kICl4ICF\nbd17dhn4gmksA7eirMmfLgffz3JwWN+uXbv08ssvS5JqamrU2tqqrKwsrV27VpK0bt06LVy40GRE\nAAAGTcAU66NHj2r58uV6/fXXJYkjQOAXtuwtl51l4JY1OiVKccNCtetgpbq63abjAFfkjjvuUG1t\nrb71rW/pu9/9rh577DH94Ac/0DvvvKNVq1apqalJt956q+mYAAAMioBYCt7W1qbHH39cWVlZ5297\n9tlnlZ2drWuvvVbPPPOMVq9erZUrVxpMCfRNdX2bDhXWaeqYWA2LDDEdB/1gs9k0b3Ki/pZzUvtP\n1GjmeN9ezgZ8meDgYP3qV7/6wu3nZrEBAPBnATFjHRwcrBdffFHDh//jl9adO3dqyZIlkjgCBNa0\ndV+ZJHYDtzqWgwMAAFhfQBRru90ul8t1wW0cAQKry9lTJrvddv7YJljTpFHRigxzKbegQm63x3Qc\nAAAA9ENAFOuL6e8RIIAvqKpr1dHiBk0dE6uoiGDTcXAFgoLsmpuRoLqmDh0trjcdBwAAAP0QEN+x\nvpiwsLA+HwHCmW0Do7OzU5KZx9NfruGWg2ckSanDuv1mTAPJao9JXOjZMzjfXr9b184YajiNOX19\nb7DadQYAAP4rYIt1VlaW1q1bp5tvvrnXR4D405ltJuXk5Ejy/uPpT+fuvbZ5o4LsNq38yjxFhrku\n/wMBxIrXecrUHr29432dOu3RzJkzA3YFTV/eG6x4nfuCDw0AALCWgCjWBQUFeuqpp1ReXi6Hw6F1\n69bp3//93/WjH/1If/7zn5WUlMQRILCM8ppmHS9tVOaE4ZRqP+FyBilzQry27itXceUZpSUOMR0J\nAAAAfRAQxTojI0OvvvrqF27nCBBY0da95ZKkBdPYDdyfzJ2coK37ypVbUEmxBgAAsJiA3bwMsKqc\nPWVyBNk0j93A/cqsifGy223aWVBpOgoAAAD6iGINWEjp6TM6Vd6kGeOHKyLUaToOBlBkmEsZo2J0\npLhedU3tpuMAAACgDyjWgIVs+XQZ+MLpLAP3R3MnJ0iSdh1k1hoAAMBKKNaAhWzZUyan4+y5x/A/\n567rjgMUawAAACuhWAMWUVzZpKLKM8qcMFxhISwD90cJMeFKS4jU3mPVauvoNh0HAAAAvUSxBixi\nC7uBB4S5kxPV1e3WnqOnTUcBAABAL1GsAQvweDzasrdMLoddc1gG7tdYDg4AAGA9FGvAAooqz6ik\nqlmzJsUrNDggjp8PWGNShip6SLB2HaxSj9tjOg4AAAB6gWINWMCWPWWSWAYeCOx2m2ZPStCZ1k4d\nLqwzHQcAAAC9QLEGfJzH41HOnjIFu4I0e2K86TjwgnmTEyVJuQUsBwcAALACijXg406VN6m8pkWz\nJ8YrhGXgAWHqmFiFuIKUe6BCHg/LwQEAAHwdxRrwcTmfLgNfOJ1l4IHC5QzSjPHDVV7TotLTzabj\nAAAA4DIo1oAPO7cbeGhwkDJZBh5Qzu0OznJwAAAA30exBnzY8dIGVda2as6kRAU7g0zHgRfNmhgv\nu03aSbEGAADweRRrwIdt2VMuSVowPclwEnhbVESwJo6K0eGiOtWfaTcdBwAAAF+CYg34qHPLwMNC\nHJo5frjpODBgbkaCPB7pk4NVpqMAAADgS1CsAR91tLhep+vbNDcjQS6WgQckvmcNAABgDRRrwEdt\n2Xt2GTi7gQeupLgIjYiP0O6j1Wrv7DYdBwAAAJdAsQZ8kNvt0ZY9ZQoPcWj6OJaBB7K5GYnq7OrR\n3qPVpqMAAADgEijWgA86UlSvmsZ2zZuSKKeDl2kgYzk4AACA7+M3dsAH5ewtk8QycEjjUodpaESw\ndh2sUo/bYzoOAAAALoJiDfgYt9ujrXvLFBnm1LSxcabjwDC73abZk+LV0NyhY8X1puMAAADgIijW\ngI85eKpWdU0dypqSJEcQL1FI8yYnSpJ2HKgwnAQAAAAXw2/tgI85txv4gmlJhpPAV0wbFyeXM0g7\nD/I9awAAAF9EsQZ8SI/bo637yjUk3KWpY2JNx4GPCHYGaca4OJVUNau8utl0HAAAAHyOw3QAAP9Q\ncLJGDWc6dH3WSAWxDByfMW9ygnILKrXjQKVuWzLGdBzgop5++mnl5+erp6dH99xzj3Jzc7V7926F\nhYXJZrPp7rvv1qJFi0zHBABgwFGsAR+Ss+fsMvCF01kGjgvNmpggm03aeZBiDd+Um5urEydO6I03\n3lBDQ4NuvfVWZWVl6Re/+IUmTJhgOh4AAIOKYg34iJ4et7btK9fQyGBlpLMMHBcaGhmsCWnROnSq\nVo3NHYqKCDYdCbjAnDlzNG3aNElSVFSUWltbdebMGcOpAADwDtaaAj5i3/EaNbV0av7UJAXZbabj\nwAfNzUiQ2yN9cqjKdBTgC2w2m0JCQiRJf/nLX7R48WK1t7frt7/9rbKzs/Xwww+rqanJcEoAAAYH\nM9aAj2A3cFzO3MkJeuW9g8otqNTS2amm4wAXtX79eq1evVovvfSSduzYobFjxyotLU3PP/+8fvOb\n3+jRRx81HREAfJbH41FjY6PpGJfU3Nzcr3xDhgyRzebfE0cUa8AHdPe4tX1/uaKHBGviqBjTceCj\nUoZHKjkuXPlHTquzq0cuZ5DpSMAFcnJy9MILL+ill15SRESEli1bdv7fLV++XI899liv7qeouGiQ\nEnpfSWmJqqvr/WZM58ZRV1Mlu92plrY2w4muzOevi5XHdannmFXHdLnXjJXG1ZfXf11NlQ4WdGnI\n0KGDmOjK7D65pU//fXtbq7IyhisiImKQEvkGijXgA/Yeq9aZ1i7dvDCdZeD4UnMzEvXWxuPad7xG\nsybGm44DnNfc3KxnnnlGr7zyiiIjIyVJ9957r376058qMTFRubm5GjduXK/uKy01bTCjek1RcZFG\npIxQZ0+QX4ypqLjo/DhCgx2y252KjRtuOFX/fXY851h1XBcbyzlWHNOXjeccq4yrN2P5LF8fV1/H\nI0ktzU2aPj1NUVFRg5Sq//Ly8gbsvijWgA/Ysodl4OidORkJemvjce04UEGxhk9Zs2aNGhoa9MAD\nD8jj8chms+n222/X/fffr7CwMIWFhemJJ54wHRMAgEFBsQYM6+p2a/uBCsVGhWhCWrTpOPBxE0ZG\na0i4S7sOVsrt9sjOCgf4iBUrVmjFihVfuP2WW24xkAYAAO9iV3DAsD1HT6ulrUvzpyVTknBZQXab\nZk+KV11Th46XNpiOAwAAAFGsAeNy9pRJkhZOZxk4emduRoIkKbeg0nASAAAASBRrwKjOrh7lFlRq\n+LBQjUsdZjoOLGLGuOFyOuzaSbEGAADwCRRrwKD8I6fV2t6tBdOS/f5sPwyckGCHpo2NU2FFkypr\nW0zHAQAACHgUa8Cg87uBswwcfTRv8tnl4MxaAwAAmGeJYv3zn//8gv8/EFpbW3X//fcrOztbd9xx\nh7Zs6dtB58CV6ujq0c6DFUqICdOYlKGm48BiZk/ie9YAAAC+whLHbW3dulX/+q//qp07d6q5ufkL\n//7pp5/u832+/fbbSk9P14MPPqjTp0/r29/+tt5///2BiAv0St6hKrV19Oim+SwDR99FDwnRuNSh\nOnCyVs2tnYoIc5mOBAAAELAsUaz/8Ic/KD8/X4cOHVJWVtaA3OewYcN05MgRSVJjY6Oiozk/GN51\nbjfwBdNYBo7+mZuRqKPFDfrk8GktnpliOg4AAEDAskSxTk1NVWpqqmbOnKmUlBTV1tYqLi7uiu7z\nxhtv1FtvvaVrr71WTU1NeuGFFwYoLXB5bR3d2nmwSslx4UpPjjIdBxY1NyNBr75/SLkHKijWAAAA\nBlniO9bnlJWVadmyZcrOzpYkPfnkk/r444/7dV/vvvuukpKS9MEHH+iVV14Z0O9vA5ezs6BSnV09\nWjg9hWXg6LfUhEjFR4cp7/BpdXW7TccBAAAIWJaYsT7nd7/7nd588009+OCDkqR//ud/1ne/+10t\nWbKkz/eVn5+vhQsXSpImTJigqqoqud1u2e2X/qwhLy+vf8Fxgc7OTklmHk9fuYZ/21QjSYpxNfhM\nJn8SSI/pqDi7dtR166212zUmMcR0nCvS1/eGQLrOAADAt1mqWDudTsXGxp7/5+joaDmdzn7dV1pa\nmvbs2aPly5errKxM4eHhX1qqJSkzM7NffxculJOTI8n7j2deXp5PXMPm1k6d+PNajUoaouuvmWc6\njt/xlevsLc6oau04sk31nZHKzJxqOs4V6ct7g79fZz40AADAWiy1FNzlcmnnzp2Szm449qc//UnB\nwcH9uq9vfvObKisrU3Z2th566CGWgsNrtu+vUHePRwunJ5uOAj8waVSMIkKdyi2olMfjMR0HAAAg\nIFlqxvpnP/uZHnvsMe3fv1/Lly9XZmZmvwtxWFiY/uM//mOAEwKXt/nT3cAp1hgIjiC7Zk2M18b8\nUp0sa9RozkQHAADwOksV68TERP3+9783HQPot4YzHdp3rFrjU4cpISbcdBz4iTkZCdqYX6qdBZUU\nawAAAAMsUawff/xxPfroo7rzzjsvuoPy66+/biAV0Hdb95XL7ZEWzmC2GgMnc8JwOYJs2lFQqTuu\nm2A6DgAAQMCxRLH++te/Lkl64IEHDCcBrszm3aWy2aQF05JMR4EfCQtxasroWO0+Wq3q+jbFDQs1\nHQkAACCgWGLzsvr6em3fvl09PT0X/T/ACqrr23TwVJ0mp8cqJorig4E1d3KiJGnnwUrDSQAAAAKP\nJWasf/e7313y39lsNmVlZXkxDdA/W/Z+umkZy8AxCOZMStDzb+1T7oEK3TR/lOk4AAAAAcUSxfrV\nV1+94J89Hs9Fv2sN+LLNe8pkt9t01ZRE01Hgh+KGhSo9OUr7T9Sotb1LYSFO05EAAAAChiWWgp9z\n+PBh3XbbbbrhhhskSc8995z27t1rOBVweeU1zTpe0qDp4+IUFdG/s9eBy5mXkaDuHo/yDp82HQUA\nACCgWKpYP/XUU3riiScUFxcnSbrxxhv15JNPGk4FXF7O7rPLwBexDByDaE5GgiRpZwHfswYAAPAm\nSxVru92uCRP+cZTMqFGj5HBYYjU7AtzmPWVyOuyam8EycAye9OQoxQ4N1a5DVerucZuOAwAAEDAs\nVawlqaSk5Pz3qzdt2iSPx2M4EfDliiqaVFx5RrMmxis8lO+9YvDYbDbNzUhQS1uXDp6qNR0HAAAg\nYFhquvf//J//o+9973s6deqUMjMzlZycrF/+8pemYwFfavOeT3cDn84ycAy+ORkJem/rKeUWVGrq\nmDjTcQAAAAKCZWasDx8+rJiYGP3tb3/Tvffeq4yMDC1ZskSjRnGsDHyXx+PR5t2lCnEFafakeNNx\nEACmjI5VaLBDuQcqWdEDAADgJZYo1r/61a/0L//yL1q5cqWef/55FRYW6tvf/rY6Ozv105/+1HQ8\n4JKOlTSosrZVczMSFeKy1AIRWJTTYVfmhOGqqmtVceUZ03EAAAACgiV+09+xY4fef/991dfX66ab\nbtKWLVvkcDi0dOlSrVy50nQ84JJyPl0GfjW7gcOL5mYkaMvecu0oqFBa4hDTcQAAAPyeJWasQ0ND\nZbfbFRMTozFjxlywE7jTyWZQ8E1ut0c5e8oUHurUjPF81xXeM2tivOx2m3IPcOwWAACAN1iiWH+W\n3X5h5HM7hAO+5lBhnWob23XVlEQ5HUGm4yCARIS5NGV0jI6VNKimoc10HAAAAL9niaXgu3fv1uLF\niyVJtbW15//s8XhUX19vLhjwJTbtLpXEbuAwI2tyovYeq1HugQrdtCDddBwAAAC/ZolivXbtWtMR\ngD7p6XFr695yDY0I1tQxsabjIADNnZyo59/er+0UawAAgEFniWKdnMyMH6xl7/EaNbV06qb5oxQU\nZLlvXMAPxA4N1dgRQ7X/RK2aWzsVEeYyHQkB4Omnn1Z+fr56enp0zz33aMqUKXrooYfk8XgUFxen\np59+mr1RAAB+id/4gUGQs/vsbuAsA4dJ8yYnyu32aNehKtNREAByc3N14sQJvfHGG/rDH/6gJ554\nQs8++6xWrVql1157TUlJSVq9erXpmAAADAqKNTDAurp7tH1/uWKjQjRxZLTpOAhgWVMSJUnb91cY\nToJAMGfOHD377LOSpKioKLW2tmrXrl265pprJElLly7Vtm3bTEYEAGDQUKyBAZZ3+LRa2ru1YHqy\n7HZ2rYc5KcMjlBwXrvwjp9XR1WM6DvyczWZTSEiIJOkvf/mLFi9erLa2tvNLv+Pi4lRdXW0yIgAA\ng4ZiDQywjflndwNfNCPFcBIEOpvNpnmTE9XR2aM9R06bjoMAsX79eq1evVo/+clPLrjd4/FwRCYA\nwG9ZYvMywCpa2rq0q6BSKcMjNDolynQcQPOmJGr1x8e140Cl5k5ONB0Hfi4nJ0cvvPCCXnrpJUVE\nRCgsLEydnZ1yuVyqqqpSXFxcr+6nqLhokJN6T0lpiaqr6/1mTOfGUVdTJbvdqZa2NsOJrsznr4uV\nx3Wp55hVx3S514yVxtWX178VxtXX97O21mbtcdUrIiJikBL5Boo1MIC27y9XZ7dbizNTmJmBTxg3\nYpiihwQrt6BSPT1udqnHoGlubtYzzzyjV155RZGRkZKkrKwsrVu3TjfffLPWrVunhQsX9uq+0lLT\nBjOq1xQVF2lEygh19gT5xZiKiovOjyM02CG73anYuOGGU/XfZ8dzjlXHdbGxnGPFMX3ZeM6xyrh6\nM5bP8vVx9XU8ktTS3KTp09MUFeV7k055eXkDdl8Ua2AAfZzHMnD4FrvdprkZiXp/e6EOFtZpymjO\nVcfgWLNmjRoaGvTAAw+cX/b9y1/+Uv/2b/+mP//5z0pKStKtt95qOiYAAIOCYg0MkJqGNu0/UaNJ\no6KVEBNuOg5w3rwpZ4v1jv0VFGsMmhUrVmjFihVfuP3ll182kAYAAO9iTSAwQDbvLpXHIy2eyWw1\nfMuU0bEKC3Fox4EKeTwe03EAAAD8DsUaGCAb80vlCLJp/rRk01GACzgdds2aGK/T9W06WdZoOg4A\nAIDfoVgDA6CwokmnypuUOSFeQ8JdpuMAX5A15eyO4NsPVBhOAgAA4H8o1sAA2JhXIklakjnCcBLg\n4maOHy6nw67t+ynWAAAAA41iDVwht9ujTfmlCgtxaPakeNNxgIsKC3Fq5vjhKq48o9LTZ0zHAQAA\n8CsUa+AKFZysVU1ju+ZPTZLLGWQ6DnBJV009uxx82z5mrQEAAAYSxRq4Qhvzz55dvTiT3cDh2+ZM\nSlCQ3aZt+8tNRwEAAPArFGvgCnR29Wjr3jLFRoVocjrnA8O3RYS5NG1snE6UNqqytsV0HAAAAL9B\nsQauwK6DVWpp79bVM1Jkt9tMxwEu69xycDYxAwAAGDgUa+AKfPRJsSTpmlnsBg5rmDc5UXabtG0f\ny8EBAAAGCsUa6Kf6M+3KO3xaY1KilJY4xHQcoFeiIoKVkR6rw0X1qm1sMx0HAADAL1CsgX7alF8q\nt9uja2almo4C9AnLwQEAAAZWQBfrd999V7fccotuv/12bd682XQcWMxHu0rkCLLp6hnJpqMAfZI1\nhWO3AAAABlLAFuuGhgY999xzeuONN/T73/9e69evNx0JFnKyrFGFFU2aPSlBURHBpuMAfRITFaoJ\nacNUcLJGjc0dpuMAAABYXsAW623btmn+/PkKDQ1VbGysfv7zn5uOBAv5aBeblsHarpqaJLdH2nGA\nWWsAAIArFbDFuqysTG63Ww8++KBWrVql7du3m44Ei+jucWvT7lJFRbg0a2K86ThAv7AcHAAAYOA4\nTAcwxePxqKqqSs8995zKysp011136eOPPzYdCxaQd6hKjc2d+urCdDmCAvazKVhcQky4RqdEae+x\najW3dioizGU6EgAAgGUFbLGOjY3VjBkzZLfbNWLECIWHh6uurk7R0dGX/Jm8vDwvJvRfnZ2dksw8\nngPxd67OqZUkJYY385zwUVyX3kmL8ehEqUd/fm+HpqeHm47T5/cGrjMAAPAVAVus58+fr0ceeUT3\n3HOP6urq1Nra+qWlWpIyMzO9lM6/5eTkSPL+45mXl3fFf2dTS6eO/XmtRiYO0U3L5slmsw1QOgyU\ngbjOgSIhtVkb9n6k0kaX7vaBx6wv7w3+fp350AAAAGsJ2GIdHx+v6667TtnZ2ero6NBPf/pT05Fg\nAZt3l6q7x6Ols0dQqmF5yXERSk+K0p6jp1kODgAAcAUCtlhL0ooVK7RixQrTMWAhH31SIrvdpkUz\nU0xHAQbEgulJ+uOaRu04UKFlc9JMxwEAALAkdl4CeqmosknHSxqUOWG4hkWGmI4DDIgF05IlSTl7\nyw0nAQAAsC6KNdBLH+aePbt66exUw0mAgZMYG64xKVHae7RaTS2dpuMAAABYEsUa6IWu7h5t+KRE\nQyOCNWdSguk4wIBaOD1ZPW6Ptu/nTGsAAID+oFgDvbDjQKXOtHZqyawRcjp42cC/zP90OfiWPWWG\nkwAAAFgTDQHohQ9ziyRJy+ewDBz+Jz46TONTh2nf8Wo1NneYjgMAAGA5FGvgMqrqWrXnWLUmjYrW\niPhI03GAQbFgepLcHmnbPjYxAwAA6CuKNXAZ63cWy+ORlnMUEfzY/KmfLgdnd3AAAIA+o1gDX6LH\n7dH6nUUKDXZowbQk03GAQRM3LFQTR0brwIka1Te1m44DAABgKRRr4EvsOXpaNY3tWjQzRSHBDtNx\ngEG1YBrLwQEAAPqDYg18iQ/YtAwBZP60JNlsUg7LwQEAAPqEYg1cQsOZDuUeqNTIxCEaO2KoAN6j\n9QAAIABJREFU6TjAoIuJCtWkUTE6eKpWtY1tpuMAAABYBsUauIQNn5Sox+3RtXPTZLPZTMcBvGLh\ntCR5PFLOHmatAQAAeotiDVyEx+PRhzuL5HTYtTgzxXQcwGvmT0uW3W7TpvwS01FgQUePHtXy5cv1\n+uuvS5Ief/xx3X777crOztZdd92lTZs2GU4IAMDgYDcm4CIKTtaq9HSzrp6RrMgwl+k4gNcMjQzW\njHFxyjt8WqWnzyhlOGe3o3fa2tr0+OOPKysr6/xtLS0teuKJJzR+/HiDyQAAGHzMWAMX8f62QknS\nDVkjjeYATFg08+wqjU35ZYaTwEqCg4P14osvavjw4edva2lpkcfjMZgKAADvoFgDn1N/pl3b9pcr\nNSFSGekxpuMAXjdvcqKCXUHalF9KKUKv2e12uVwXrvBpbW3Vc889p+zsbD388MNqamoylA4AgMHF\nUnDgc9bvLFZ3j0c3ZI1k0zIEpNBgh+ZmJGjz7jIdLa7X+LRo05FgUStXrtTYsWOVlpam559/Xr/5\nzW/06KOPXvbnioqLvJDOO0pKS1RdXe83Yzo3jrqaKtntTrW0WfsEgc9fFyuP61LPMauO6XKvGSuN\nqy+vfyuMq6/vZ22tzdrjqldERMQgJfINFGvgM3rcHq3dUaRgV5CWZI4wHQcwZvHMFG3eXaaN+aUU\na/TbsmXLzv95+fLleuyxx3r1c2mpaYOUyLuKios0ImWEOnuC/GJMRcVF58cRGuyQ3e5UbNzwy/yU\n7/rseM6x6rguNpZzrDimLxvPOVYZV2/G8lm+Pq6+jkeSWpqbNH16mqKiogYpVf/l5eUN2H2xFBz4\njN1HTut0XasWz0xReKjTdBzAmBnjh2tIuEtb9pSrp8dtOg4s6t5771VFRYUkKTc3V+PGjTOcCACA\nwcGMNfAZa7adksSmZYAjyK4F05K0Zluh9hyrVuaEeNOR4OMKCgr01FNPqby8XA6HQ+vWrdOdd96p\n+++/X2FhYQoLC9MTTzxhOiYAAIOCYg186nRdqz45VKXxqcM0OmWo6TiAcYtnjtCabYXalF9KscZl\nZWRk6NVXX/3C7ddff72BNAAAeBdLwYFPrd1RKI9Hup7ZakCSNGHkMMVHh2nHgQq1d3abjgMAAOCz\nKNaApK5utz7MLVZEqFMLZySbjgP4BJvNpkUzU9TW0aOdBZWm4wAAAPgsijUgacf+CjU0d2jp7FQF\nO4NMxwF8xqJPP2jamF9qOAkAAIDvolgDktZs/3TTsqtGmg0C+JjUhCFKT4pS/uHTamzuMB0HAADA\nJ1GsEfAKK5p04EStpo2NVXKcfx9cD/THklkp6nF7tHl3mekoAAAAPolijYD3t5yTkqSvLhxtOAng\nmxbNTJHdbtNHnxSbjgIAAOCTKNYIaI3NHdqYV6LEmHDNmshxQsDFDIsM0awJ8TpR2qhT5Y2m4wAA\nAPgcijUC2rodRersdusrC0bJbreZjgP4rGVzRkiSPtpVYjgJAACA76FYI2B197j13tZTCg12aNmc\nVNNxAJ82a2KCIsNc2phfou4et+k4AAAAPoVijYC1dW+56pratXxOqsJCnKbjAD7N6bBrcWaKGps7\n9cmhKtNxAAAAfArFGgHrbzknZbNJX1mQbjoKYAnLZp9d2fHRLjYxAwAA+CyKNQLSkaI6HSmu1+yJ\nCUqMDTcdB7CE9OQojUoaol0Hq9RwhjOtAQAAzqFYIyC9e/6ILWargb5YNjtVPW6PNu0uNR0FAADA\nZ1CsEXBqG9u0dW+50hIiNXVsrOk4gKUsmpmiILtN63cWy+PxmI4DAADgEyjWCDjvbT2lHrdHNy8c\nLZuNI7aAvoiKCNbsSfEqrGjSyTLOtAYAAJAo1ggw7R3dWru9UJFhTi3OTDEdB7Ckc5uYrWcTMwAA\nAEkUawSYD3YW6Uxrl26an65gZ5DpOIAlZU6M19CIYG3KL1VXd4/pOAAAAMZRrBEwetwevbPphFzO\nIH1lwSjTcQDLcgSdPdP6TGuXtu+vMB0HAADAuIAv1h0dHVq2bJneeecd01EwyAqK2lRd36blc1IV\nFRFsOg5gaddnjZQkrd1eZDYIAACADwj4Yv273/1Ow4YNMx0Dg8zj8WjroTOy26SvLRptOg5geclx\nEZo6Jlb7T9SopOqM6TgAAABGBXSxPnnypE6ePKlFixaZjoJBln/ktKoaurRgWrISYsJNxwH8wrlZ\n63U7mLUGAACBLaCL9S9/+Uv96Ec/Mh0DXrB6w3FJ0m1LxhhOAviPeZMTNTQiWBs+KVZnF5uYAQCA\nwBWwxfqdd97RjBkzlJycLOnsUmH4p6PF9dp/okajE4I1OmWo6TiA33A67Fo6e4TOtHZp675y03EA\nAACMcZgOYMqmTZtUWlqqjz/+WJWVlQoODlZCQoKysrIu+TN5eXleTOi/Ojs7JXnv8fxzTq0kaf6k\nSK5hgOA6e09yZLck6S8fHtAQnb6i++rrewPXGQAA+IqALda//vWvz//5t7/9rVJSUr60VEtSZmbm\nYMcKCDk5OZK883iWVzfrcOlHGpMSpVHxwVzDAJCXl8d19rKcw9u0+2i1YpPHKi1hSP/vpw/vDf5+\nnfnQAAAAawnYpeAIDG9tPC6PR7ptyVjZbDbTcQC/9I+jtwpNxgAAADCGYi3pvvvu09e+9jXTMTDA\nTte36qNdxUqMDddVU5NMxwH81pyMBEUPCdbHn5SovbPbdBwAAACvo1jDb/11wzF193j0zWXjFGRn\nthoYLI4gu5bPSVNLe7e27CkzHQcAAMDrKNbwS9X1bfowt1iJMeFaPDPFdBzA7107N002m7R2O2da\nAwCAwEOxhl/664aj6u5xa8WycQoK4mkODLbh0WGaNTFeR4rrdbS43nQcAAAAr6JxwO/UNLTpg9xi\nJcSEaUkms9WAt9y8IF2S9Leck4aTAAAAeBfFGn5n9YZjZ2erlzJbDXjT9HFxGhEfqZw9ZaptbDMd\nBwAAwGtoHfArtY1tWrujSPHRYVoya4TpOEBAsdlsuuXqdPW4PVqzrdB0HBhw9OhRLV++XK+//rok\nqbKyUtnZ2Vq1apUefPBBdXV1GU4IAMDgoFjDr/z13Gz1snFyMFsNeN2imSmKDHNq7fZCdXT1mI4D\nL2pra9Pjjz+urKys87c9++yzys7O1muvvaakpCStXr3aYEIAAAYPzQN+o7axTet2FGl4dJiuYbYa\nMCLE5dD1WSPV1NKpTfmlpuPAi4KDg/Xiiy9q+PDh52/buXOnlixZIklaunSptm3bZioeAACDimIN\nv/HXDcfU1X32u9XMVgPm3HjVKNntNv0t56Q8Ho/pOPASu90ul8t1wW1tbW1yOp2SpLi4OFVXV5uI\nBgDAoHOYDgAMhMraFq3dXqiEGGarAdNih4ZqwdQkbd5Tpn3HazRtbJzpSDDEZrOd/7PH47ngn79M\nUbH/nIdeUlqi6up6vxnTuXHU1VTJbneqpc3aGxV+/rpYeVyXeo5ZdUyXe81YaVx9ef1bYVx9fT9r\na23WHle9IiIiBimRb6BYwy+8vvawuns8WnX9RDkdzFYDpt18dbo27ynTu5tPUqwDWFhYmDo7O+Vy\nuVRVVaW4uN49F9JS0wY5mXcUFRdpRMoIdfYE+cWYioqLzo8jNNghu92p2Ljhl/kp3/XZ8Zxj1XFd\nbCznWHFMXzaec6wyrt6M5bN8fVx9HY8ktTQ3afr0NEVFRQ1Sqv7Ly8sbsPuigcDyTpY1atPuUqUn\nR2nh9GTTcQBImpAWrfGpw7TrUKXKa5pNx4EhWVlZWrdunSRp3bp1WrhwoeFEAAAMDoo1LO8/1xyU\nxyN9+6ZJstt7t8wQwOC7eWG6PB7p71tOmY4CLygoKFB2drbefvtt/fGPf9Rdd92l++67T2+//bZW\nrVqlpqYm3XrrraZjAgAwKFgKDkvbd7xa+YdPa+qYWM0Yx3JTwJfMn5ak//f3An2YW6Q7rh2vyDDX\n5X8IlpWRkaFXX331C7e//PLLBtIAAOBdzFjDsjwej/7zvYOSzs5W93ZTHADe4Qiy62uLRqu9s0d/\nzzlpOg4AAMCgoVjDsrbtr9DR4gbNn5akcanDTMcBcBHXzRupyDCn3s05qbaObtNxAAAABgXFGpbU\n0+PWq2sOym636a4bJpqOA+ASQoMdunnhaDW3dWndjkLTcQAAAAYFxRqW9MHOYpVVt+i6uWlKivPv\nM/EAq/vKglEKDQ7S2xuPq6u7x3QcAACAAUexhuU0t3bqtfcPKTQ4SCuvHW86DoDLiAxz6fqsUapr\n6tBHu0pMxwEAABhwFGtYzp8+OKKmlk6tWDZe0UNCTMcB0AtfWzRajiC73vr4uHp63KbjAAAADCiK\nNSylqLJJ7209pcTYcN1ydbrpOAB6KXpIiJbPSVVFbYu27C03HQcAAGBAUaxhGR6PR394Z7/cbo/+\n5y2T5XQEmY4EoA9uWzJGdpv01w3H5PF4TMcBAAAYMBRrWMaOAxXae6xGMycM1+yJ8abjAOijhJhw\nXT0jRYUVTdp1qMp0HAAAgAFDsYYldHT16MV3CxRkt+l/3TJZNpvNdCQA/fD1a8ZKkt744Aiz1gAA\nwG9QrGEJ72w8rtN1rbp5YbpShkeajgOgn9ISh2j+1CQdK2lQbkGl6TgAAAADgmINn1dd36Y3Pzqm\noZHBuoPjtQDL+9b1E2S3Sa+9f0g9bmatAQCA9VGs4dM8Ho9+//Y+dXb16Ns3TlRYiNN0JABXaER8\npBZnjlBR5Rnl7CkzHQcAAOCKUazh07btr1BuQaUy0mN0zaxU03EADJA7rh0vR5BNf1p7WN2caw0A\nACyOYg2f1dzWpd+/tU9Oh133fWOa7HY2LAP8RUJMuK6bN1IVtS1av7PYdBwAAIArQrGGz3rl7wWq\nP9Ohby4bx4ZlgB9asWycXM4gvfHhEXV29ZiOAwAA0G8Ua/ikAydqtG5HkdISInXbkrGm4wAYBNFD\nQnTzglGqbWzXmm2FpuMAAAD0G8UaPqezq0e//cte2WzSfSumy+ngaQr4q9uWjFVYiEN/+eioONYa\nAABYFY0FPufNj46qrLpZN101ShPSok3HATCIhoS7dOviMWpq6VRre5fpOAAAAP1CsYZPKaxo0uoN\nxxQbFaLsGyeajgPAC766MF1DI4LV2tEtN+daAwAAC6JYw2d0dffoV6/nqbvHo+99fRpnVgMBIizE\nqbtunCiPx6PmNmatAQCA9VCs4TNeff+wCiuadN28NM2elGA6DgAvWjo7Vc4gu9o7u3XwVK3pOAAA\nAH1CsYZP2H+8Ru9sOq7E2HDd/dXJpuMA8DK73aaIMJck6Q/v7GdJOAAAsBSKNYxrbuvS//df+bLZ\nbPrfd85UaLDDdCQABjgddoW4HDpe2qiPdhWbjgMAANBrFGsY9/zqfappaNPKZeM0nl3AgYAWEepU\nsCtIf1xziF3CAQCAZQR0sX766ae1cuVKfeMb39CHH35oOk5A2ry7VJt2l2p86jCtWDbOdBwAhtnt\nNn3jmrFqaO7QGx8eNR0HAACgVwK2WOfm5urEiRN644039Ic//EFPPPGE6UgB53Rdq363ep9CXEH6\n1ztnKigoYJ+OAD7ja4vHaHh0mP6Wc0Jl1c2m4wAAAFxWwDaZOXPm6Nlnn5UkRUVFqa2tTR4Pm+V4\n05N/3KWWti79r69NUVJchOk4AHxEsDNI/+PmDHX3ePS7v+7lvRkAAPi8gC3WNptNISEhkqQ333xT\nixYtks1mM5wqcJxp7dTxkgYtnT1Cy+ekmo4DwMdcNSVRsyfFa9/xGn24k43MAACAbwvYYn3O+vXr\n9dZbb+knP/mJ6SgBo72zR20d3RqVNETfvW0qH2gA+AKbzabv3T5NocEOvfzuAdU2tpmOBAAAcEkB\nfa5RTk6OXnjhBb300kuKiLj8UuS8vDwvpPJvlfWdOtPSKZts+kpmmAr27/Xq3881DAxcZ2vq7OyU\ndOH1Wzo1Qn/f1aAnX96slQtjLvggjusMAAB8RcAW6+bmZj3zzDN65ZVXFBkZ2aufyczMHORU/q2l\nrUu//49NipVHURHBunbxXK/+/Xl5eVzDAMB1tq6cnBxJF77XzpjhUWHdVh04Uas2R6IWTk+W5P/X\nmQ8NAACwloAt1mvWrFFDQ4MeeOABeTwe2Ww2Pf3000pISDAdzS+53R49++fdqqhpUWqsU8HOINOR\nAFiA3W7T/d+Yrvv//WP9/u19mjY2TkPCXaZjoQ8KCgr0ve99T2lpafJ4PBo/frweffRR07EAABhQ\nAVusV6xYoRUrVpiOETBeX3dY2/dXaOqYWEV0nDIdB4CFJMVF6FvXT9D/+/tBvfjf+/Wvd/rvTLU/\nam1t1fXXX68f//jHpqMAADBoAn7zMgy+9TuL9Ob6o0qMDdfD2bNMxwFgQbdcPVpjRgzVx3ml2nmw\n0nQc9EFLSwtHpgEA/B7FGoNq77Fq/fYvexUZ5tRj/3OeoiKCTUcCYEFBQXb9yzdnyBFk17Nv7FZT\na4/pSOil1tZW5eXl6Z577lF2drZyc3NNRwIAYMAF7FJwDL6SqjN68pWdstls+rfvzFVS3OV3XgeA\nSxmZOER3fzVDv397v97aXqer53sUZOe4Pl83YcIE3XfffVqyZIkKCwv1ne98Rx9++KEcjkv/ClJU\nXOTFhIOrpLRE1dX1fjOmc+Ooq6mS3e5US5u1j8L7/HWx8rgu9Ryz6pgu95qx0rj68vq3wrj6+n7W\n1tqsPa76Xp3CZGUUawyK+jPteuzFHWpp79b/vnOmMtJjTEcC4Adumj9Ke45WK7egUn/96Ki+uXy8\n6Ui4jPT0dKWnp///7N13fFRV/v/x90zKSAqBBBKkGKQICoQSQSIgPShrAXEpQljEXfmiYAORqqgs\n1bogIsYGoigGFHdZsYGiKCUJ0QQBKdIJoYSQRkhyfn/wY5aQUG9gMpPX8/HwIXPvnZvPOWdmzrzn\n3rkjSapdu7aqVKmi1NRU1ahR45z3Cb8u/GqVd0Xt3LVTtWrWUl6Bl0e0aeeunc52VHB4y273UZWq\noS6u6vKd2Z7T3LVdJbXlNHds0/nac5q7tOti2nKmst6uS22PJGVlZqhZs3AFBQVdoaouX2n+Cgen\ngqPU5ZzI16R31ujgkWzd362hOkTWcnVJADyEzWbTY32bq6Kflz5cvkkp2w+7uiRcQFxcnObPny9J\nSktL0+HDhxUWFubiqgAAKF0Ea5SqEycL9MLba7RlV7o63VxLfbve4OqSAHiYQD9f9bo1WJL04oJ4\nHc/Oc3FFOJ+uXbtq1apVGjBggIYNG6bnnnvuvKeBAwDgjpjZUGpO5hdo8ntr9du2Q7o14lo92ruZ\nbDa+/wig9IWHOtSvW0Mt+HKT/vVxosYOasXrTRlVsWJFzZ0719VlAABwRXHEGqWioKBQMz6IV8Km\ng7r5xjCN7H+zvLx4eAG4cv7a+QY1qVtFvyQf0OIVW11dDgAAKMdIPrCsoNDolY8S9fNv+xVRr4pG\n/62lfLx5aAG4srzsNo0cEKmQoGv0/rKNWpO839UlAQCAcor0A0sKCo1mfbJB3yfu0Y21gzV+8C1y\n+Hi5uiwA5URwxWs0/oFb5OPtpZc+jNeOfcdcXRIAACiHCNa4bCfzCzTjg/X6Zt0u1asZpGf/3loV\nHHxtH8DVVa9WJT3Zr4VyThTohXfWKP34CVeXBAAAyhmCNS5L7ol8vfD2Gv2UtE+N6oRo0v+1kX8F\nH1eXBaCcatO0uvrf3lBpR3M0+b21Oplf4OqSAABAOUKwxiU7np2nCW+uVuKWNLW8KUzPPRRFqAbg\ncn263KDbmtXQ738e0axFSTLGuLokAABQTnDeLi7JkYxcPfPmau08cFwdWtTUY32by5urfwMoA2w2\nmx7t21wHjmTpu/W7VSnAoUF33sTPcAEAgCuORISLtn3vMY381w/aeeC47mxzvZ7o14JQDaBMcfh4\nacLg1qpRNUCLV27Vwq82u7okAABQDpCKcFFW/7pPo2atUtrRHA24o6Ee6tlEdjtHgQCUPZUCHfrn\n0FsVFuynD7/arMUr/nB1SQAAwMMRrHFexhh99NVmTXl/nWySxg5qqT5dGnBqJYAyLSSogib9362q\nEnSN3v33Rv3nx+2uLgkAAHgwgjXOKTcvX9Pmr9eHyzcptHIFTR/eTlFNqru6LAC4KNVC/DVpaBtV\nCnRozpLf9PWana4uCQAAeCiCNUq0c3+GRrz2g35K2qebrg/WS4+11/XVg1xdFgBckhpVAzRpyK0K\n9PPVzEUb9MUqjlwDAIDSR7BGEcYY/Xf1Dj356vfadeC4ut9aW5P+79QRHwBwR+HXVtQ/h96qSgEO\nzf3sN81btpGf4gIAAKWKYA2n49l5mvL+Os2O+1W+Pl4aO6iVhvZqKh9vHiYA3Nv11YM0fXg7Va/i\nr0Xf/qFXFyYqv6DQ1WUBAAAPwe9YQ5L069Y0vfJRog6l56hRnRCNuD9SVStXcHVZAFBqqoX4a/rw\ndnou9hd9t363jmWe0OiBLXWNg6kQAABYw6HIci4zO0//+jhR495YrSPHctT/9ob659A2hGoAHiko\nwKF/Dm2jyIahit90UGPe+EkHj2a7uiwAAODmCNbllDFGqzbs1dDp3+nrtbt0ffWKevGx29S3awN5\n8fvUADxYBYe3xg++RV1bXaetu9P1+MvfK2HTQVeXBQAA3Bjnv5VDBw5n6a3PkrV24wH5etv1t7/c\npB7t68rbi89ZAJQP3l52De/dTPWvq6y5S37TxNif1adLA/WN5sNFAABw6QjW5Uhmzkkt+maLlq7a\nrvyCQkXUq6JH/tpU1asEuLo0ALjqbDab7oiqrXo1gzT1/XVa+PVmbd55RCP6RyoogF9CAAAAF49g\nXQ7kFxTqv6v/1Edfbdbx7DxVrVxBA7vfpPbNa8hm48gMgPKtfq3KevXJDnr5wwSt/z1Vw19coaG9\nIhTVpLqrSwMAAG6CYO3BCgoKtWrDXi38erP2pmWpgsNbA7vfqLtvqyuHj5erywOAMiPQz1cTBt+i\nxSu3asGXmzT5vXVq27S6hvSMUKVAjl4DAIDzI1h7oJP5hVoZv1uLvvtD+w9lyW636Y5ba+v+6Ia8\nQQSAc7DbbbqvU33d0qiaZn6yQT8m7VPSH4f0UI/Gat+iJmf4AACAcyJYe5CcE/n6bt0uxa3cqrSj\nOfL2suv2qNrq1bGeqoX4u7o8AHALtcICNeWRtvrPT9s1b9nveunDBH27frcG39VI11cPcnV5AACg\nDCJYe4B9aZn6z+od+nbtLmXl5svX266729VRzw71VKUSv0cNAJfKy27T3e3qqtVN1fRG3K9K2HxQ\nj728Uh0ja6n/7Q0VWtnP1SUCAIAyhGDtpvILChX/e6qWrf5TCZtP/f5q5UCH7r6tru64tbYqB17j\n4goBwP1VC/HXcw9FKWHzQb337xR9t363Vm3Yq7vb1VGvTvUV6Ofr6hIBAEAZQLB2I8YY/bE7XSvW\n79YPG/YqIytPknTT9cG6s00dtW5yrXy8+S1qAChtLRqEqmn9qvo+Ybfm/3eT4lZs1X9+2qGut4Tr\nntvqKiyYI9gAAJRnBOsyzhijP/dn6Jff9uv7xD3am5YlSQoK8NVd7eqoa6vr+M4fAFwFXnabOt18\nndo0raH/rt6hz7/fpi9Wbdd/ftqhthHV1bNDPdWrVcnVZQIAABcgWJdBBQWF2rjjiH5J3q9fUg7o\n4JFsSZKvt123NauhjjfXUrMbqsrbi6PTAHC1OXy81KN9Pd3Zto5WbdirxSu26ocNe/XDhr264bpK\n6tLyOrVrVkMBnCYOAEC5QbAuA4wx2nMwU0l/pGnDljT9tu2QsnPzJUl+13jrtmY11LrxtYq8MVR+\n1/i4uFoAgCR5e9nVMbKWOrSoqcQtaVr6wzYlbj6oLbvS9dbnyWrd+Fp1bllLTevzQSgAAJ6OYO0C\nBQWF+nN/hjb9eUS//3lUydsP6fCxXOf6a0P81b5FTbVufK2a1K3C96YBoAyz2Wxq0SBULRqE6vCx\nHK2M36Nv1u3Sqg17tWrDXvlX8NHNDcN0S6NqatEwVP4V+IAUAABPQ7C+wgoKjfYfytT2vce0fe8x\n/bE7XVt2HVVuXoFzm4r+vmrXrIaa1q+qpvWr8JvTAOCmQoIqqFen+rq3Yz1t2XVUKxP2aE3KAX2f\nuEffJ+6Rt5dNjetUUUT9KmpSr4rq1azE0WwAADwAwbqUFBYaHUrP0e6Dx7U7NVO7U49r14EM/bk/\no0iIttmkWmGBurF2sBqGV1bD2sGqUTVANpvNhdUDAEqTzWZTg/BgNQgP1kM9mmjHvgytSTmgNSn7\nteGPNG34I02SdI2vl26sHaxGdUNUv2Zl1a0ZpKAAh4urBwAAl6pcB+spU6YoKSlJNptNY8eOVZMm\nTc67ffrxEzp4NFupR7KV9v//f/BojnPZiTMCtCTZ7TZdFxaoOjWCnP9dXz1IAZwGCADlhs1mc84B\n/aIb6GhGrpK3H9Zv2w4pedthJW5JU+KWNOf2VStX0CN3hLiw4tJ3qfMtAADuptwG63Xr1mnnzp1a\nuHChtm3bpjFjxuiTTz45731iJn5Z4nL/a7xVvYq/aoYGqlZogGpVC1St0EBVr+ovH2+vK1E+AMBN\nVa54jdo1q6F2zWpIOvWh7aadR7R1T7q27k7Xtj3HXFxh6bqc+RYAAHdTboP1zz//rC5dukiS6tat\nq4yMDGVlZcnf/9zfb45qcq1CK/spNLiCwir7KTTYT1Ur+3EEGgBw2SoFOtS68bVq3fhaSad+KSIh\nIcHFVZWey5lvAQBwN+U2WB86dEiNGzd23g4JCdGhQ4fOO9GPHdTqapQGACjHPO2aG5cz3wIA4G7K\nbbA2xhS77WlvZgAAcLXLmW/t+elXsqSrxuQclj3frsL8E8rKzHB1OZblZGc625GTnS27l7dbt+vM\n9vxvmXu2q6S2/G+d+7XpfO353zbu0a6LaUvR7ct2uy61PZKUnZ11haopW2zm7BmvnJgjFfOiAAAg\nAElEQVQ1a5ZCQ0PVu3dvSVKXLl20dOlS+fn5lbh9fHz81SwPAFDORUZGurqEUsF8CwAoy0prvi23\nR6zbtGmjWbNmqXfv3tq4caPCwsLOOclLnvMGBwCAq4n5FgBQHpTbYN28eXM1atRIffv2lZeXl555\n5hlXlwQAgMdhvgUAlAfl9lRwAAAAAABKg93VBQAAAAAA4M4I1gAAAAAAWECwBgAAAADAgnJ78TJ4\nlilTpigpKUk2m01jx45VkyZNJEmpqakaOXKkbDabjDHas2ePRo4cqW7dumn06NHat2+fvLy8NGXK\nFNWsWdPFrcCFXOo4+/j46MUXX1S1atUknbo68ZAhQ1zZBFyEc42zJC1YsEBffPGFvLy81LhxY40Z\nM0b5+fk8nz3A+cbdHaSkpOjhhx9WeHi4jDFq0KCB/v73v+upp56SMUZVq1bV9OnT5ePj4+pSz2vL\nli165JFHNGjQIPXv318HDhwosQ1Lly7VvHnz5OXlpd69e6tXr16uLr1EZ7dn0qRJSkxMlJ+fn2w2\nmx588EG1b9/eLdozffp0JSQkqKCgQA899JCaNGni1mNzdnvWrFnjlmOTm5ur0aNH6/Dhw8rLy9PQ\noUPVsGFDtx2bktrz448/uuXYnHbixAn95S9/0bBhw9S6desrNzYGcHNr1641Q4YMMcYYs3XrVvPX\nv/61xO3y8/PN/fffb7Kzs82SJUvM888/b4wxZuXKlebxxx+/avXi8lzuOL///vtXs0xYdL5xPn78\nuOnYsaMpLCw0xhgzePBgk5SUxPPZA1zs87ssW7t2rZk8eXKRZaNHjzbLly83xhgzffp089FHH7mi\ntIuWnZ1tYmJizIQJE8wHH3xgjCm5DdnZ2aZbt24mMzPT5Obmmttvv90cO3bMlaWX6Fzt2bRpU7Ht\nynp7fvnlF/PQQw8ZY4w5evSo6dChgxk9erT58ssvjTHuNzYltWfMmDHm999/L7KdO7TnP//5j4mN\njTXGGLN3714THR3t1mNTUnvcdWxOe/nll819991nlixZckVf0zgVHG7v559/VpcuXSRJdevWVUZG\nhrKysoptt3jxYkVHR6tChQpF7tOuXTvFx8df1Zpx6S5nnLOysmT44QO3cr5x9vX1la+vrzIzM5Wf\nn6/c3FwFBQXxfPYAF/v8LstKer1Zu3atOnbsKEnq3LmzVq9e7YrSLprD4VBsbKxCQ0Ody0pqQ1JS\nkiIiIuTv7y+Hw6GWLVsqISHBVWWfU0ntKWmc3KE9rVq10muvvSZJCgoKUnZ2ttatW6dOnTpJcr+x\nKak9x48fL7adO7Sne/fuevDBByVJ+/bt07XXXuvWY1NSe0p6PXaX9mzfvl3bt29X+/btZYzRunXr\nrthrGsEabu/QoUMKDg523g4JCdGhQ4eKbffpp5/qvvvuK3Yfu90uLy8v5efnX52CcVkuZ5yzsrL0\n9ddf68EHH9SDDz6oTZs2XbV6cXnON86+vr565JFH1KVLF3Xp0kVNmzZVeHg4z2cPcLHP77IsOztb\n8fHx+sc//qGYmBitWbNGubm5zlO/q1atqrS0NBdXeX52u12+vr5FluXk5BRpw8GDB3X48OFi41UW\n21ZSe7Kzs/X6668rJiZGo0aN0rFjx0p8/JW19thsNl1zzTWSpEWLFqlDhw5uPTYltSc3N1ezZs1y\nu7E5rW/fvho1apTGjBnj1mNz2un2jB07VllZWW75vJGkadOmafTo0c7bV3Js+I413N7ZnzwbY2Sz\n2Yos27Bhg+rUqSN/f/8S71NYWFjsPihbLmeco6Ki1KxZM7Vq1Urr16/XqFGjtHTp0qtWMy7d+cY5\nMzNTb775pr766iv5+flp0KBB2rRpE89nD3Axz++yrmHDhho2bJg6duyoP//8Uw888ECRD3jcsU2S\nitR8ug0ljZe76Nu3r+rXr6/w8HDNmTNHM2fOVNOmTYtsU5bb88033yguLk5vv/22unXr5lzurmNz\nZnt++eUXtx6bhQsXatOmTc5rvpzmrmNzZnseffRRtxybzz77TM2bN1eNGjWcy67k2HDEGm4vLCys\nyJGNgwcPqkqVKkW2WbFihW699dYS73P6jY+Xl9dVqBaX63LGuUmTJmrVqpUk6eabb9aRI0fK5As/\n/ud847x9+3bVqlVLQUFB8vHxUWRkpFJSUng+e4CLeX6XdXXq1HGeXli7dm1VqVJFGRkZysvLk3Tq\nIotVq1Z1ZYmXxc/Pr0gbQkNDFRYWVuRozunl7qBLly4KDw+XJHXt2lWbN29WtWrV3KI9q1at0ty5\ncxUbG6uAgAC3H5uz2+OuY5OSkqIDBw5IOvUBW2FhoSpUqOC2Y3N2ewoKCtSiRQu3HJvvv/9e3377\nrfr06aNPP/1Us2fPvqJjQ7CG22vTpo2WL18uSdq4caPCwsLk5+dXZJvk5GQ1bNiwyH2+/PJLSdJ3\n332nW2655eoVjMtyOeM8e/ZsffXVV5JOXRk2ODjYLY8YlSfnG+caNWpo+/btysvLkzFGycnJql27\nttq0aaP//ve/kng+u6uLeX6XdXFxcZo/f74kKS0tTYcPH9a9997rnGuWL1+udu3aubLEyxIVFeUc\nm9NtiIiIUHJysjIzM5WVlaXExERFRka6uNKLM3ToUO3fv1+StGbNGt1www1u0Z7MzEzNmDFDc+bM\nUWBgoCT3HpuS2uOuY7Nu3Tq98847kk59rSU7O1tRUVHFnvvu0Bap5PaMHz/eLcfmlVde0aJFi/Tx\nxx/rvvvu0yOPPHJFx8ZmOHwDD/Dyyy9r7dq18vLy0jPPPKONGzcqMDDQeTGcu+++W++9957z+xOF\nhYUaN26cdu7cKYfDoalTpyosLMyVTcBFuNRx3rt3r/N7NQUFBRozZozb/YRPeXS+cf7kk08UFxcn\nb29vNW/eXCNHjuT57CHOHvcGDRq4uqRLkpGRoZEjRyo7O1snT57UsGHD1LBhQz399NPKy8tT9erV\nNWXKlDJ9NkVKSoqmTp2qffv2ydvbW2FhYXrxxRc1evToYm346quvFBsbK7vdrpiYGP3lL39xdfnF\nlNSe+++/X7GxsfLz85Ofn58mT56s4ODgMt+eTz75RLNmzVLt2rWdp69OmzZN48aNc8uxKak9vXr1\n0vz5891ubE6cOKGxY8fqwIEDOnHihIYPH65GjRpp1KhRbjk2Z7dn2LBh8vX11csvv+x2Y3OmWbNm\nqWbNmmrbtu0VGxuCNQAAAAAAFnAqOAAAAAAAFhCsAQAAAACwgGANAAAAAIAFBGsAAAAAACwgWAMA\nAAAAYAHBGgAAAAAACwjW8Ah79+5VkyZNNHDgQMXExKhfv34aOXKkMjMzL2k/DRs2VGFh4UVvHxMT\no59//rnY8rlz5+r777/X3r171b59+yLLJOnf//73JdVVksLCQvXr1099+/ZVQUGB5f2d1qlTJ+3e\nvbvIslWrVunNN98stb9xJZ3ZL8nJyZo0aZIkadu2bdq4ceN57ztr1iy99tprxZYvWbJETz311GXV\ns2vXLnXq1Omy7jtw4ECd7xcRL7QeAHBhZ87VZ7rQe4K1a9fq/vvvL7b8zNf9M+d+K7Zt26bff/+9\nVPd5pilTplxwjjyXV199VbNmzSrVegB35O3qAoDSEhISonnz5jlvT58+XW+88cYlBSKbzVYqtTz0\n0EOSTk3Wp/d5epkkzZw5U927d5fdfvmfbaWmpmr37t368ccfrRV7lpL6oF27dmrXrl2p/p0r5ex+\nady4sSTp66+/VkhIiG666abL2q+Vx8bl3vfMx/PlrAcAXJySXqcv5rX7XNuUNPdbcXoOu/HGG0tt\nn2caM2ZMqe8TKG8I1vBYLVu21Mcffyzp1FHY7t27a8+ePXr11Vf16aef6uOPP1aFChVUpUoVvfDC\nC/L395cxRnPnztX69et15MgRTZ8+XfXq1dM333yj2NhYORwOFRQUaPr06apevbok6bvvvtMHH3yg\nXbt2aejQoerevbvGjBmjyMhIRUVFOesZM2aMWrRooQMHDmjnzp3629/+prp166pKlSoaNmyYJOmt\nt95SRkaGRowY4bxfTk6OJkyYoAMHDig/P189evRQ3759NXbsWB07dkwDBw7UO++8I2/vU0/ntWvX\nas6cOQoLC1NycrKaNm2qBg0a6Ouvv9axY8c0d+5chYWF6aOPPtLnn38uHx8fORwOvfrqqwoICHAe\nAc3Pz9eQIUN01113yRij1atXa8aMGerUqZMGDhyoVatWae/evZo4caJat26tlJQUTZgwQf7+/rr9\n9ts1bdo0bdiwociHB4cPH9aoUaNUUFCg48ePKyYmRj169CgybkuWLNHXX38tm82m1NRU1a1bV5Mn\nT1Z8fLzeeOMNORwORUdH64477jhnv2RkZGjgwIEaMmSIXn/9dY0aNUoffPCBAgMD5efnpxtvvFHP\nPvusvL29lZmZqccff1xt2rSRdOpIw6OPPqo9e/bolltu0dNPP12kvk2bNmn69OmSTh0df/rpp3Xj\njTcW2SYxMVHPPvusatSooTp16jiXZ2Rk6Nlnn1V6erry8vLUr18/3XnnnTpx4oTGjBmjffv2yWaz\nacSIEbr55pvVsGFDbdy4UWvXrtXLL7+sChUq6MSJExo/frwaN27sXH/ixIkifXHPPfeoX79+WrJk\niVavXq3CwkLt2LFDNWrU0MyZMy/1qQQA5VphYaEmT56s5ORk2e123XLLLXrssceKbJOQkKCJEycW\ne90/8/3A0KFD1a5dOyUlJSk7O1tvvvmmqlatqk8//VTz5s1TSEiI2rZtq2+//VYffvihcx8bNmwo\nMof9+OOPzn0OGTJEbdq00bp16xQcHKy7775bn3/+ufbu3avXXntNDRo00ObNmzVt2jRnW0qat2Ji\nYvTwww/Ly8tLc+fOVbVq1bR161b5+Pg43/+c6ZVXXtEPP/yg8PBw2Ww21a1bV5KKvbd45ZVX9OWX\nXyohIUFTpkyRJC1btkzffPONhg4dqgkTJsjhcCg3N1cPP/xwiWcOAG7DAB5gz549pn379s7b+fn5\nZvTo0SY2NtYYY0zHjh3NokWLjDHG7Nu3z7Rv395kZ2cbY4yZOnWqmTVrljHGmAYNGpjly5cbY4xZ\ntGiRGT58uDHGmLi4OLN//35jjDFvvvmmmTZtmjHGmAEDBpjnn3/eGGPMzp07za233mqMMWb06NFm\n0aJFReo6vez03yksLDR79uwx0dHRzrrvvfdes2PHjiJte/PNN51/Izc313Ts2NHs3r27WJtPW7Nm\njbn55ptNRkaGyc3NNREREebzzz931jBv3jxjjDHvvvuuycrKMsYYM2HCBPPBBx84+2rnzp1m9OjR\n5t133zXGGLN48WLz1FNPOdcvXLjQGGPMkiVLzMMPP2yMMaZfv35mxYoVxhhjFi5caBo2bGgKCgqK\n1LZx40bz3XffGWOMOXjwoLnllluK1b948WLTtm1bk5uba4wxpn///ua7774r0q6L7Zc1a9aY+++/\nv1j/r1mzxqxbt84YY0xiYqK59957jTHGzJw50/To0cMUFBSYvLw806VLF/PHH38Uaf+dd95pdu3a\nZYwx5vfffzc9e/Ys1oY+ffqYVatWOfu5U6dOxhhjnnvuObN48WJjjDHZ2dmma9eu5siRI+b11183\n06dPN8YYs2nTJjNq1ChjjHH24dChQ82yZcuMMcbs2LHD2Yen15+rLxYvXmy6dOliTpw4YYwxpkuX\nLub3338vVi8AlGfnmk9Pv8Z+8cUXZsiQIcYYYwoKCsxf//pXs27duiJzzLle9898P3DTTTeZrVu3\nOpe/99575vjx46ZVq1bm8OHDxhhjRowY4dznmc6cw87e586dO40xxnTq1Mm8/vrrxphT89mUKVOM\nMRc3bw0YMMCsXr3aOdceOXLEGGNMTEyM+frrr4tsu2PHDtOpUydz8uRJk5+fb3r27GlmzpzpbPvZ\n7y2ysrJMu3btTE5OjjHGmOHDh5uffvrJTJo0ybz11lvGGGMOHz5sPvvss3OOEeAOOGINj3H48OEi\n3zmNjIzU3/72N+f65s2bS5JSUlLUuHFjVahQQZJ0yy23aOHChc7tbr31Vuf27777rqRTp5mPGjVK\nxhgdOnRIzZo1K7b9ddddJ5vNpiNHjlxUvcYY1ahRQ+Hh4Vq/fr3CwsLk5+en2rVrF9kuKSlJ9957\nryTJ4XCocePG2rhxoxo1anTOfdetW1eBgYGSpEqVKjnbHhYWpoyMDOfyf/zjH7Lb7dq7d69CQ0Od\n9585c6Zyc3M1aNCgEvffqlUrSVL16tV17NgxSdLvv//uXN6tWzdNnDix2P1CQ0MVGxurt956S15e\nXs77nq1FixbOT8ebN2+urVu3qmnTprr++uud7bqcfjmtatWqmj59ul555RWdPHlS6enpRdpmt9tl\nt9vVpEkT/fHHH851R44c0Y4dOzRu3Djn4yw7O7vY/rds2aIWLVpIklq3bq358+dLktasWaPk5GQt\nXrxYkuTr66s9e/bo119/Vb9+/SRJDRo0cB5ZOO3OO+/UK6+8ol9//VWdO3dWx44di6w/uy+aNGni\n/K5cRESEfH19JUnVqlUr0lYAwClnvoew2WxFrl/x66+/Oud6u92uyMhI/fbbb0Xmm3O97p+pcuXK\nziO7NWrU0LFjx/Tnn3+qZs2aCg4OliRFR0fr/fffv+i6K1eurOuuu07SqTn+zPl+3759Fz1vnalu\n3bqqXLlykTrPtGXLFjVq1Mh5ptzNN9/sXFfSews/Pz917txZX375paKjo7Vt2zbdeuut8vX1dZ6t\n1b59e91zzz0X3W6gLCJYw2Oc/R3rs50OF2c7PYmedva/8/Pz9cQTT+jzzz9XrVq1tGDBAiUnJzu3\nOfNU50u58Nlpffr00ZIlSxQeHq5evXpd1H0u9L0vLy+vc942xig1NVXTpk3TsmXLVLly5WJBzt/f\nXxs2bNDWrVtVr169Yvs/PZme3t/p/5+u61zfHX/11VdVu3ZtvfTSS8rOzlZkZGSJ2535hubM/fr4\n+JyzzdLFf5f5hRde0F133aWePXvqjz/+0P/93/851509nmfu09fXVw6H46K+23x6P2deWM7X11fP\nPvtsieHfnOciZN27d9dtt92mH3/8UbNnz1aTJk30xBNPnHP7M/vs7MfC+f4OAJRXJb2HOPt06TOd\nPd8YY0p83T/TmXPn6fuc/b7hUq+9cvY+z56fL2XeOu1C88aZbZX+997nfO8t+vTpo6lTp8rHx0fd\nu3eXdCqQ//vf/9bPP/+szz77TEuXLtVLL7100XUCZQ1XBYfHuNjA0KRJE6WkpDg/sV29erXzE15J\nzqt8x8fH64YbblBWVpaMMQoLC9OJEyf07bffKi8vr9j2O3bskLe3t/NT5/Ox2+3Kzc2VJHXo0EG/\n/vqrvvvuO91xxx3Ftm3WrJnzQlzZ2dlKSUlxBrPLDUmHDx+Wv7+/KleurPT0dP300086efKkc/2D\nDz6oiRMn6sknn9SJEycuap916tRRYmKiJOmrr74qcZtDhw6pVq1akqQvvvhCdru9yN89LSkpSSdO\nnJAxRgkJCWrQoEGxbS61X2w2m7MtZ9axbNmyIuO5du1aFRYWKi8vT8nJybrhhhuc6wICAlSjRg3n\n1Vh37Nih119/vdjfqlevnrMvfvrpJ+fyyMhILVu2TJKUm5ur5557ToWFhWrRooVWrVolSdqzZ48e\neOCBIu2YOXOm8vPzdfvtt2vs2LHasGFDkfXn6wsAwIWVNG+c+Rq7evVqSaeuP7J27Vo1bdq0yLb1\n69cv8XX/Qn/juuuu0549e3T8+HFJ0jfffFPifc+cwy60zzNd7Lx1KerVq6eNGzcqPz9fJ0+e1Nq1\nayWd/71Fw4YNlZubqwULFjgPInzwwQfav3+/OnTooEmTJum3336zVBfgahyxhsc439HKM9eFhYXp\nscce06BBg+RwOBQWFua8WJi3t7e2bt2qjz76SOnp6ZoxY4aCgoLUo0cP9e7dWzVq1NDf//53jRo1\nSsuXL5fNZpOXl5cefvhh7d69WxMmTLioWtu2bas+ffpo9uzZqlWrlm677TZlZWUVuziIdOqCIhMm\nTNCAAQN08uRJDRs2TNWrVy9yxfFL7ZebbrpJ9evXV+/evVWrVi09+uijmjhxom677Tbn9m3atFHb\ntm01derUIm8gzvU3R40apRdeeEFhYWHO/Zz9yfuAAQP0wgsv6IsvvlCvXr3UunVrjRgxQv/617+K\nbFe/fn2NGTNGu3fvVoMGDdS2bVutW7fOUr+0bt1aM2bMkN1u1+DBgzV+/HjVrFlTDzzwgL7++mtN\nmzZN/v7+ql+/vh577DHt2bNH3bt3V506dZSUlOTcz7Rp0zRp0iS99dZbys/PL/FKqiNHjtQLL7yg\nGjVqqGHDhs7lw4YN0/jx43X//ffr5MmT6t27t+x2u2JiYjR+/Hj1799fhYWFevLJJ4v0dXh4uAYP\nHqzAwEAZY/Too48WWX+uvjhbaV31HgA8zfmuCn7HHXdow4YN6tevn4wxio6OVvPmzZ2BUjr36/6F\n/kalSpU0ZMgQ9evXT9WrV1ejRo20b9++YtudOYeda5/neo2/mHnrUuaHunXrqnPnzurdu7eqV6/u\n/LWNG2+8scT3Fu3bt1eLFi109913a8WKFapWrZqkUx/IP/nkkwoMDFRhYaFGjhx50TUAZZHNcF4g\n4FJ5eXnq37+/pk6d6vzulTtas2aNKlWqpAYNGiglJUUjR47Uf//730vez5IlS/Tzzz87r7wNAIAn\n+/zzz9WxY0dVrFhR7733nnbs2KHnnnvO1WWVKmOMhg4dqoEDBzq/rw54Go5YAy70ww8/6MUXX1Tf\nvn3dOlRLp472jxs3Tg6HQ/n5+Xr++eddXRIAAGVedna2Bg4cqMDAQPn4+Dh/lspTbNy4UePHj1e7\ndu0I1fBoHLEGAAAAAMACLl4GAAAAAIAFBGsAAAAAACwgWAMAAAAAYAHBGgAAAAAACwjWAAAAAABY\nQLAGAAAAAMACgjUAAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAAAAAAAsIFgDAAAAAGABwRoAAAAA\nAAsI1gAAAAAAWECwBgAAAADAAoI1AAAAAAAWEKwBAAAAALCAYA0AAAAAgAUEawAAAAAALCBYAwAA\nAABggberCyhtW7Zs0SOPPKJBgwapf//+ys/P19NPP61du3YpICBA//rXvxQYGKilS5dq3rx58vLy\nUu/evdWrVy9Xlw4AgNuYPn26EhISVFBQoIceekhr1qxRYmKi/Pz8ZLPZ9OCDD6p9+/bMtwCAcsGj\ngnVOTo4mTZqkqKgo57JPPvlEISEheumll7Ro0SKtX79erVu31uzZsxUXFydvb2/16NFDXbt2VcWK\nFV1YPQAA7mHNmjXatm2bFi5cqPT0dPXs2VNRUVH65z//qYYNGzq3y8nJYb4FAJQLHnUquMPhUGxs\nrEJDQ53LVqxYobvuukuS9Ne//lUdO3ZUUlKSIiIi5O/vL4fDoZYtWyohIcFVZQMA4FZatWql1157\nTZIUFBSk7OxsHT9+vNh2zLcAgPLCo45Y2+12+fr6Flm2d+9erV+/Xq+++qoqVaqkZ555RocOHVJw\ncLBzm5CQEKWlpV3tcgEAcEs2m03XXHONJGnRokXq0KGDjhw5olmzZunYsWO69tprNW7cOOZbAEC5\n4VHBuiTGGF177bV6++239cYbb+jNN9/UjTfeWGybC4mPj79SJQIAUExkZKSrS7igb775RnFxcXr7\n7bf1yy+/qH79+goPD9ecOXM0c+ZMNW3atMj2zLcAgLKmtOZbjw/WVapU0c033yxJatu2rWbNmqWO\nHTtq5cqVzm1SU1PVvHnzC+7LHd7kXE3x8fH0yVnok6Loj+Lok+Lok+LcIVyuWrVKc+fO1dtvv62A\ngAB16dLFua5r166aOHGiunXr5pHzLY/Z0kNflg76sfTQl6XDXfqxNOdbj/qOdUluu+02/fDDD5Kk\nlJQUXX/99YqIiFBycrIyMzOVlZWlxMREtxh4AADKgszMTM2YMUNz5sxRYGCgJGno0KHav3+/pFMX\nN7vhhhuYbwEA5YZHHbFOSUnR1KlTtW/fPnl7e2v58uV66aWXNHXqVH322WdyOByaNm2aHA6HRowY\nocGDB8tut2v48OEKCAhwdfkAALiFZcuWKT09XY8//riMMbLZbOrVq5eGDx8uPz8/+fn5afLkycy3\nAIByw6OCdaNGjTR//vxiy1966aViy6KjoxUdHX01ygIAwKP07t1bvXv3Lrb8nnvuKbaM+RYAUB54\n/KngAAAAAABcSQRrAAAAAAAsIFgDAAAAAGABwRoAAAAAAAsI1gAAAAAAWECwBgAAAADAAoI1AAAA\nAAAWEKwBAAAAALCAYA0AAAAAgAUEawAAAAAALCBYAwAAAABgAcEaAAAAAAALCNYAAAAAAFhAsAYA\nAAAAwAKCNQAAAAAAFhCsAQAAAACwgGANAAAAAIAFBGsAAAAAACwgWAMAAAAAYAHBGgAAAAAACwjW\nAAAAAABYQLAGAAAAAMACgjUAAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAAAAAAAsIFgDAAAAAGAB\nwRoAAAAAAAsI1gAAAAAAWECwBgAAAADAAoI1AAAAAAAWEKwBAAAAALCAYA0AAAAAgAUEawAAAAAA\nLCBYAwAAAABgAcEaAAAAAAALvF1dAMq2P7btVE5ObonrDh89dpWrAQDAdYwxysjIUGZmpo4dKz4H\nVqxYUTabzQWVAQBczeOC9ZYtW/TII49o0KBB6t+/v3P5qlWr9I9//EObNm2SJC1dulTz5s2Tl5eX\nevfurV69ermq5DJt254jkm/lEtelpRGsAQDlR0ZGhpau3KjDRzJ1KG9nkXXZ2Vm6u8NNCgoKclF1\nAABX8qhgnZOTo0mTJikqKqrI8ry8PM2dO1ehoaHO7WbPnq24uDh5e3urR48e6thY2d8AACAASURB\nVNq1qypWrOiKsgEAgJvw8/NXdm6e/AN4zwAA+B+P+o61w+FQbGysM0CfNmfOHA0YMEA+Pj6SpKSk\nJEVERMjf318Oh0MtW7ZUQkKCK0oGAAAAALg5jwrWdrtdvr6+RZbt2LFDmzdvVrdu3ZzLDh06pODg\nYOftkJAQpaWlXbU6AQAAAACew6NOBS/J1KlTNX78eEmnLjpy5v9PO/v2ucTHx5ducW5gx/Y/Zfer\nUuI6P5XPPrkQ+qQo+qM4+qQ4+gQAALgzjw7Wqamp2rFjh5566ikZY5SWlqaYmBg9+uijWrlyZZHt\nmjdvfsH9RUZGXsFqy6a0TPu5L17255Fy2SfnEx8fT5+cgf4ojj4pjj4pjg8aAABwLx4drMPCwvTV\nV185b3fq1Enz58/XiRMnNH78eGVmZspmsykxMVHjxo1zYaUAAAAAAHflUcE6JSVFU6dO1b59++Tt\n7a3ly5dr1qxZzqt9n/5tSYfDoREjRmjw4MGy2+0aPny4AgICXFk6AAAAAMBNeVSwbtSokebPn3/O\n9d9++63z39HR0YqOjr4aZQEAAAAAPJhHXRUcAAAAAICrjWANAAAAAIAFBGsAAAAAACwgWAMAAAAA\nYAHBGgAAAAAACwjWAAAAAABYQLAGAAAAAMACgjUAAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAAAA\nAAAsIFgDAAAAAGABwRoAAAAAAAsI1gAAAAAAWECwBgAAAADAAoI1AAAAAAAWEKwBAAAAALCAYA0A\nAAAAgAUEawAAAAAALPB2dQEAAMD9TJ8+XQkJCSooKNBDDz2kJk2a6KmnnpIxRlWrVtX06dPl4+Oj\npUuXat68efLy8lLv3r3Vq1cvV5cOAECpI1gDAIBLsmbNGm3btk0LFy5Uenq6evbsqdatW2vAgAHq\n1q2bZsyYobi4ON1zzz2aPXu24uLi5O3trR49eqhr166qWLGiq5sAAECp4lRwAABwSVq1aqXXXntN\nkhQUFKTs7GytW7dOnTp1kiR17txZq1evVlJSkiIiIuTv7y+Hw6GWLVsqISHBlaUDAHBFEKwBAMAl\nsdlsuuaaayRJixYtUocOHZSTkyMfHx9JUtWqVXXw4EEdPnxYwcHBzvuFhIQoLS3NJTUDAHAlcSo4\nAAC4LN98843i4uL09ttvq1u3bs7lxhjZbDYZY4psf/btc4mPjy/VOktLZmamdu/JVAW/AO3ctbPI\nupzsTG3wPaqAgAAXVee+yup4uxv6sfTQl6WjvPUjwRoAAFyyVatWae7cuXr77bcVEBAgPz8/5eXl\nydfXV6mpqQoNDVVYWJhWrFjhvE9qaqqaN29+wX1HRkZeydIv27Fjx3Qob6cOHTmq8OvCi6zLysxQ\ns2bhCgoKclF17ik+Pr7Mjrc7oR9LD31ZOtylH0sz/HMqOAAAuCSZmZmaMWOG5syZo8DAQElSVFSU\nli9fLklavny52rVrp4iICCUnJyszM1NZWVlKTEx0izdaAABcKo5YAwCAS7Js2TKlp6fr8ccfd572\nPW3aNI0bN04ff/yxqlevrp49e8rLy0sjRozQ4MGDZbfbNXz4cE6VBgB4JII1AAC4JL1791bv3r2L\nLX/nnXeKLYuOjlZ0dPTVKAsAAJfhVHAAAAAAACwgWAMAAAAAYAHBGgAAAAAACwjWAAAAAABYQLAG\nAAAAAMACgjUAAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAAAAAAAs8LhgvWXLFnXt2lULFiyQJO3f\nv18PPPCAYmJiNHjwYB0+fFiStHTpUt13333q06eP4uLiXFkyAAAAAMCNeVSwzsnJ0aRJkxQVFeVc\n9tprr6lv376aP3++OnfurHfffVc5OTmaPXu23n//fc2bN0+xsbHKyMhwYeUAAAAAAHflUcHa4XAo\nNjZWoaGhzmUTJ05UdHS0JCk4OFjp6elKSkpSRESE/P395XA41LJlSyUkJLiqbAAAAACAG/OoYG23\n2+Xr61tk2TXXXCObzabCwkJ9+OGHuvPOO3Xo0CEFBwc7twkJCVFaWtrVLhcAAAAA4AE8KlifS2Fh\noZ566ilFRUWpdevWMsYUWX/2bQAAAAAALpa3qwu4GsaMGaPrr79eDz/8sCQpLCxMK1eudK5PTU1V\n8+bNL7if+Pj4K1VimbVj+5+y+1UpcZ2fymefXAh9UhT9URx9Uhx9AgAA3JnHB+ulS5fK19dXw4YN\ncy5r2rSpJkyYoMzMTNlsNiUmJmrcuHEX3FdkZOSVLLVMSsu0S76VS17355Fy2SfnEx8fT5+cgf4o\njj4pjj4pjg8aAABwLx4VrFNSUjR16lTt27dP3t7eWr58uY4cOSJfX1/FxMTIZrOpXr16euaZZzRi\nxAgNHjxYdrtdw4cPV0BAgKvLBwAAAAC4IY8K1o0aNdL8+fMvatvo6Gjn1cIBAAAAALhc5eLiZQAA\nAAAAXCkEawAAAAAALCBYAwAAAABgAcEaAAAAAAALCNYAAAAAAFhAsAYAAAAAwAKCNQAAAAAAFhCs\nAQAAAACwgGANAAAAAIAFBGsAAAAAACwgWAMAAAAAYAHBGgAAAAAACwjWAAAAAABYQLAGAAAAAMAC\ngjUAAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAAAAAAAsIFgDAAAAAGABwRoAAAAAAAsI1gAAAAAA\nWECwBgAAAADAAoI1AAAAAAAWEKwBAAAAALCAYA0AAAAAgAUEawAAAAAALCBYAwAAAABggberC4B7\nMsYoOztLx44dK3F9xYoVZbPZrnJVAAAAAHD1EaxxWbKzjmvz3hx9s3Zn8XXZWbq7w00KCgpyQWUA\nAAAAcHURrHHZfB0V5B9Q0dVlAAAAAIBL8R1rAAAAAAAsIFgDAAAAAGABwRoAAAAAAAsI1gAAAAAA\nWECwBgAAAADAAoI1AAAAAAAWEKwBAAAAALCAYA0AAAAAgAUeF6y3bNmirl27asGCBZKkAwcOKCYm\nRgMGDNATTzyhkydPSpKWLl2q++67T3369FFcXJwrSwYAAAAAuDGPCtY5OTmaNGmSoqKinMtee+01\nxcTE6IMPPlD16tUVFxennJwczZ49W++//77mzZun2NhYZWRkuLByAAAAAIC78qhg7XA4FBsbq9DQ\nUOeytWvXqmPHjpKkzp07a/Xq1UpKSlJERIT8/f3lcDjUsmVLJSQkuKpsAAAAAIAb86hgbbfb5evr\nW2RZTk6OfHx8JElVq1bVwYMHdfjwYQUHBzu3CQkJUVpa2lWtFQAAAADgGbxdXcCVZrPZnP82xshm\ns8kYU2Sbs2+fS3x8fKnW5g52bP9Tdr8qxZbnZGdKknbu2lniug2+RxUQEHDF6yuLyuPj5Hzoj+Lo\nk+LoEwAA4M48Plj7+fkpLy9Pvr6+Sk1NVWhoqMLCwrRixQrnNqmpqWrevPkF9xUZGXklSy2T0jLt\nkm/lYsuzMjN04OBRhV8XXuK6Zs3CFRQUdDVKLFPi4+PL5ePkXOiP4uiT4uiT4vigAQAA9+JRp4KX\nJCoqSsuXL5ckLV++XO3atVNERISSk5OVmZmprKwsJSYm8qYOAAAAAHBZPOqIdUpKiqZOnap9+/bJ\n29tby5cv14svvqjRo0fr448/VvXq1dWzZ095eXlpxIgRGjx4sOx2u4YPH15uT1sGAAAAAFjjUcG6\nUaNGmj9/frHl77zzTrFl0dHRio6OvhplAQAAAAA8mMefCg4AAErfli1b1LVrVy1YsECSNGnSJPXq\n1UsxMTEaOHCgvv/+e0nS0qVLdd9996lPnz6Ki4tzZckAAFwxHnXEGgAAXHk5OTmaNGmSoqKinMuy\nsrI0efJkNWjQoMh2s2fPVlxcnLy9vdWjRw917dpVFStWdEXZAABcMRyxBgAAl8ThcCg2NlahoaHO\nZVlZWcV+vjIpKUkRERHy9/eXw+FQy5YtlZCQcLXLBQDgiuOINQAAuCR2u12+vr5FlmVnZ+v1119X\nenq6rr32Wo0bN06HDh1ScHCwc5uQkBClpaVd7XIBALjiCNYAAMCyvn37qn79+goPD9ecOXM0c+ZM\nNW3atMg2Zx/RPpey+jvemZmZ2r0nUxX8ArRz184i63KyM7XB9yi/MnIZyup4uxv6sfTQl6WjvPUj\nwRoAAFjWpUsX57+7du2qiRMnqlu3blq5cqVzeWpqqpo3b37BfUVGRl6JEi07duyYDuXt1KEjRxV+\nXXiRdVmZGWrWLFxBQUEuqs49xcfHl9nxdif0Y+mhL0uHu/RjaYZ/vmMNAAAsGzp0qPbv3y9JWrNm\njW644QZFREQoOTlZmZmZysrKUmJiolu80QIA4FJxxBoAAFySlJQUTZ06Vfv27ZO3t7eWL1+u+++/\nX8OHD5efn5/8/Pw0efJkORwOjRgxQoMHD5bdbtfw4cM5VRoA4JEI1gAA4JI0atRI8+fPL7b89ttv\nL7YsOjpa0dHRV6MsAABchlPBAQAAAACwgGANAAAAAIAFBGsAAAAAACwgWAMAAAAAYAHBGgAAAAAA\nCwjWAAAAAABYQLAGAAAAAMACgjUAAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAAAAAAAsIFgDAAAA\nAGABwRoAAAAAAAsI1gAAAAAAWECwBgAAAADAAoI1AAAAAAAWEKwBAAAAALCAYA0AAAAAgAUEawAA\nAAAALCBYAwAAAABgAcEaAAAAAAALCNYAAAAAAFhAsAYAAAAAwAKCNQAAAAAAFhCsAQAAAACwgGAN\nAAAAAIAFBGsAAAAAACwgWAMAAAAAYIG3qwu40rKzs/X0008rPT1d+fn5euSRR1SlShVNnDhRdrtd\nDRo00LPPPuvqMgEAAAAAbsrjg/WSJUtUp04dPfHEE0pLS9PAgQMVGhqqCRMmqFGjRnr88ce1atUq\ntWvXztWlAgAAAADckMefCl65cmUdPXpUkpSenq5KlSppz549atSokSSpc+fOWr16tStLBAAAAAC4\nMY8P1t27d9e+ffsUHR2tmJgYjRo1SkFBQc71VapUUVpamgsrBAAAAAC4M48/FXzp0qWqXr26YmNj\ntXnzZj366KPy9/cvso3NZruofcXHx1+JEsu0Hdv/lN2vSrHlOdmZkqSdu3aWuG6D71EFBARc8frK\novL4ODkf+qM4+qQ4+gQAALgzjw/WCQkJzu9PN2jQQFlZWcrJyXGuT01NVdWqVS9qX5GRkVekxrIs\nLdMu+VYutjwrM0MHDh5V+HXhJa5r1iy8yJkB5UV8fHy5fJycC/1RHH1SHH1SHB80AADgXjz+VPDw\n8HBt2LBBkrR37175+/urfv36zjctX331FRcuAwAAAABcNo8/Yt2nTx+NHTtWMTExKigo0PPPP68q\nVaromWeekTFGTZs2VVRUlKvLBAAAAAC4KY8P1n5+fnr11VeLLV+wYIELqgEAAAAAeBqPPxUcAAAA\nAIAriWANAAAAAIAFBGsAAAAAACwgWAMAAAAAYAHBGgAAAAAACwjWAAAAAABYQLAGAAAAAMACgjUA\nAAAAABYQrAEAAAAAsIBgDQAAAACABQRrAAAAAAAsIFgDAAAAAGABwRoAAAAAAAsI1gAAAAAAWECw\nBgAAAADAAoI1AAAAAAAWEKwBAPh/7d17XJR13v/x93BUQElkoMVT6W54r2kajzyEpHjeDu6aSuqK\nt22ulVrqlnkqLeteFSxvN+1WH+J9i7p5Ir1tt5Wy1U6YBzzclWulFormAAooDHKQ6/dHD+bHSUUv\nYBjm9fwLruvims/3Oxfzmfdc18wAAACYQLAGAAAAAMAEgjUAAAAAACYQrAEAAAAAMIFgDQAAAACA\nCQRrAAAAAABMIFgDAAAAAGACwRoAAAAAABMI1gAAAAAAmECwBgAAAADABII1AAAAAAAmEKwBAAAA\nADCBYA0AAG7Zd999p4EDB2rjxo2SpAsXLig2NlZjx47V9OnTVVxcLEnauXOnRowYoSeeeEJJSUnO\nLBkAgDpDsAYAALekoKBAb7zxhnr16uVYtmzZMsXGxmrDhg0KCwtTUlKSCgoK9M4772jdunVKTEzU\nmjVrdPnyZSdWDgBA3SBYAwCAW+Lr66s1a9YoJCTEsezAgQOKjo6WJPXv318pKSk6duyYunTpIn9/\nf/n6+uqBBx7Q4cOHnVU2AAB1hmANAABuiYeHh3x8fCosKygokLe3tyTJarUqIyNDFy9eVFBQkGOb\nli1bKjMzs15rBQCgPhCsAQCAaRaLxfGzYRiyWCwyDKPCNpV/BwCgsfBydgEAAMD1+fn5qaioSD4+\nPrLZbAoJCVFoaKj27Nnj2MZms6lbt2433Vdqampdlnrb8vLydDY9T039ApR2Jq3CugJ7no76ZCsg\nIMBJ1bmuhnp/uxrmsfYwl7XD3eaRYA0AAEzr1auXkpOT9dhjjyk5OVlRUVHq0qWLXn75ZeXl5cli\nsejIkSOaO3fuTfcVERFRDxXfutzcXGUVpSnrUrbatW1XYV1+3mV17dpOgYGBTqrONaWmpjbY+9uV\nMI+1h7msHa4yj7UZ/gnWAADglnzzzTdatGiRzp8/Ly8vLyUnJ2vJkiWaNWuWNm/erLCwMA0bNkye\nnp564YUX9Ic//EEeHh567rnnOKMLAGiUCNYAAOCWdOrUSevXr6+yfO3atVWWDRo0SIMGDaqPsgAA\ncBq3CNY7d+5UQkKCvLy8NHXqVN1zzz2aMWOGDMOQ1WpVXFyc45NMAQAAAAC4FY3+U8FzcnK0YsUK\nbdq0SatWrdLu3bu1bNkyxcbGasOGDQoLC1NSUpKzywQAAAAAuKhGH6xTUlIUGRmppk2bKjg4WAsW\nLNCBAwcUHR0tSerfv79SUlKcXCUAAAAAwFU1+kvBz507p9LSUk2fPl2ZmZmaPHmyrl696rj022q1\nKjMz08lVAgAAAABcVaMP1oZhyGazacWKFTp37pzGjRsni8VSYX353wEAAAAAuBWNPlgHBwerW7du\n8vDwUJs2beTv76/CwkIVFRXJx8dHNptNVqu1Rvtyty85l6QfTv8oD7/gKssL7HmSpLQzadWuO+qT\n7bZfqeKOx8mNMB9VMSdVMScAAMCVNfpgHRkZqTlz5mjixIm6dOmS7Ha7evfurV27dmno0KFKTk5W\nVFRUjfblCl9yXtsy8zwknxZVlufnXdaFjGy1a9uu2nVdu7ZTYGBgfZTYoKSmprrlcXI9zEdVzElV\nzElVvNAAAIBrafTBOjQ0VIMHD1ZsbKwKCws1b9483XvvvXrppZe0ZcsWhYWFadiwYc4uEwAAAADg\nohp9sJakmJgYxcTEVFi2du1aJ1UDAAAAAGhMGv3XbQEAAAAAUJcI1gAAAAAAmECwBgAAAADABII1\nAAAAAAAmEKwBAAAAADCBYA0AAAAAgAkEawAAAAAATCBYAwAAAABgAsEaAAAAAAATCNYAAAAAAJhA\nsAYAAAAAwASCNQAAAAAAJhCsAQAAAAAwgWANAAAAAIAJBGsAAAAAAEwgWAMAAAAAYALBGgAAAAAA\nEwjWAAAAAACYQLAGAAAAAMAEgjUAAAAAACYQrAEAAAAAMIFgDQAAAACACQRrAAAAAABMIFgDAAAA\nAGACwRoAAAAAABMI1gAAAAAAmECwBgAAAADABII1AAAAAAAmEKwBAAAAADCBYA0AAAAAgAkEawAA\nAAAATCBYAwAAAABgAsEaAAAAAAATCNYAAAAAAJhAsAYAAAAAwASCNQAAAAAAJhCsAQAAAAAwgWAN\nAAAAAIAJbhOsCwsLNWDAAO3YsUMXLlxQbGysxo4dq+nTp6u4uNjZ5QEAAAAAXJTbBOt33nlHLVq0\nkCQtW7ZMsbGx2rBhg8LCwpSUlOTk6gAAAAAArsotgvXp06d1+vRp9enTR4Zh6ODBg4qOjpYk9e/f\nXykpKU6uEAAAAADgqtwiWC9evFizZs1y/F5QUCBvb29JktVqVWZmprNKAwAAAAC4OC9nF1DXduzY\noW7duqlVq1aOZRaLxfGzYRgVfr+R1NTUWq+vofvh9I/y8AuusrzAnidJSjuTVu26oz7ZCggIqPP6\nGiJ3PE5uhPmoijmpijkBAACurNEH608++UTp6enas2ePbDabvL291bRpUxUVFcnHx0c2m01Wq7VG\n+4qIiKjjahuezDwPyadFleX5eZd1ISNb7dq2q3Zd167tFBgYWB8lNiipqalueZxcD/NRFXNSFXNS\nFS80AADgWhp9sF66dKnj5+XLl6t169Y6fPiwdu3apaFDhyo5OVlRUVFOrBAAAAAA4Mrc4j3WlT3/\n/PPasWOHxo4dq8uXL2vYsGHOLgkAAAAA4KIa/Rnr8qZMmeL4ee3atU6sBAAAAADQWLjlGWsAAAAA\nAGoLwRoAAAAAABMI1gAAAAAAmECwBgAAAADABII1AAAAAAAmEKwBAAAAADCBYA0AAAAAgAkEawAA\nAAAATCBYAwAAAABggpezCwAAAK7vm2++0aRJk9SuXTsZhqHw8HBNmDBBM2bMkGEYslqtiouLk7e3\nt7NLBQCg1hGsAQCAaXa7XUOGDNHs2bMdy2bPnq3Y2FgNGjRI8fHxSkpK0qhRo5xYJQAAdYNLwQEA\ngGn5+fkyDKPCsgMHDig6OlqS1L9/f6WkpDijNAAA6hxnrAEAgGl2u12pqan64x//qKtXr2rKlCm6\nevWq49Jvq9WqzMxMJ1cJAEDdIFgDAADTOnbsqClTpig6Olo//vijnnzySZWUlDjWG4Yhi8XixAoB\nAKg7BGsAAGBa+/bt1b59e0nSXXfdpeDgYH399dcqKiqSj4+PbDabrFZrjfaVmppal6Xetry8PJ1N\nz1NTvwClnUmrsK7AnqejPtkKCAhwUnWuq6He366Geaw9zGXtcLd5JFgDAADTkpKSZLfbFRsbq8zM\nTF28eFGPP/64du3apaFDhyo5OVlRUVE12ldEREQdV3t7cnNzlVWUpqxL2WrXtl2Fdfl5l9W1azsF\nBgY6qTrXlJqa2mDvb1fCPNYe5rJ2uMo81mb4J1gDAADTBg4cqBdffFHJyckqLi7Wa6+9po4dO2rm\nzJnasmWLwsLCNGzYMGeXCQBAnSBYAwAA05o3b67Vq1dXWb527VonVAMAQP3i67YAAAAAADCBYA0A\nAAAAgAkEawAAAAAATCBYAwAAAABgAsEaAAAAAAATCNYAAAAAAJhAsAYAAAAAwASCNQAAAAAAJhCs\nAQAAAAAwgWANAAAAAIAJBGsAAAAAAEwgWAMAAAAAYALBGgAAAAAAEwjWAAAAAACYQLAGAAAAAMAE\ngjUAAAAAACYQrAEAAAAAMIFgDQAAAACACQRrAAAAAABM8HJ2AfUhLi5Ohw8f1rVr1zRx4kR17txZ\nM2bMkGEYslqtiouLk7e3t7PLBAAAAAC4oEYfrPfv369Tp05p06ZNysnJ0bBhw9SzZ0+NHTtWgwcP\nVnx8vJKSkjRq1ChnlwoAAAAAcEGN/lLw7t27a9myZZKkwMBA2e12HTx4UP369ZMk9e/fXykpKc4s\nEQAAAADgwhp9sLZYLGrSpIkkaevWrerbt68KCgocl35brVZlZmY6s0QAAAAAgAtr9JeCl9m9e7eS\nkpKUkJCgwYMHO5YbhiGLxVKjfaSmptZVeQ3WD6d/lIdfcJXlBfY8SVLambRq1x31yVZAQECd19cQ\nueNxciPMR1XMSVXMCQAAcGVuEaw/++wzrV69WgkJCQoICJCfn5+Kiork4+Mjm80mq9Vao/1ERETU\ncaUNT2aeh+TTosry/LzLupCRrXZt21W7rmvXdgoMDKyPEhuU1NRUtzxOrof5qIo5qYo5qYoXGgAA\ncC2N/lLwvLw8xcfHa+XKlWrWrJkkqVevXkpOTpYkJScnKyoqypklAgAAAABcWKM/Y/3BBx8oJydH\n06ZNc1z2vXjxYs2dO1ebN29WWFiYhg0b5uwyAQAAAAAuqtEH65iYGMXExFRZvnbtWidUAwAAAABo\nbBr9peAAAAAAANQlgjUAAAAAACYQrAEAAAAAMIFgDQAAAACACQRrAAAAAABMIFgDAAAAAGBCo/+6\nLQAAgFvx3gefSp5NqizPz8/TpSulatLE2wlVAQAaMoI1AABAOV4+fvLxD66y3PBoootXMpxQEQCg\noeNScAAAAAAATCBYAwAAAABgAsEaAAAAAAATCNYAAAAAAJhAsAYAAAAAwASCNQAAAAAAJhCsAQAA\nAAAwgWANAAAAAIAJBGsAAAAAAEwgWAMAAAAAYALBGgAAAAAAEwjWAAAAAACYQLAGAAAAAMAEgjUA\nAAAAACYQrAEAAAAAMIFgDQAAAACACQRrAAAAAABMIFgDAAAAAGACwRoAAAAAABMI1gAAAAAAmECw\nBgAAAADABII1AAAAAAAmEKwBAAAAADCBYA0AAAAAgAkEawAAAAAATCBYAwAAAABgAsEaAAAAAAAT\nCNYAAAAAAJhAsAYAAAAAwAQvZxfgTAsXLtSxY8dksVg0Z84cde7c2dklAQDQ6NBvAQCNndsG64MH\nDyotLU2bNm3SqVOnNHv2bG3ZssXZZQFwUYZh6PLly9dd37x5c1kslnqsCA3ZzY6XxsRd+q1hGMrN\nzb3ueh4DAKBxc9tgvW/fPg0YMECS1KFDB12+fFn5+fny9/d3cmUAXNHly5e1c+9x+flVfQyx2/M1\ntO+vFRgY6ITK0BDd7Hj5dWsfJ1RVN9yl39rteUred0lBQS2rWcdjABovXljGrWqsx4zbBuusrCzd\ne++9jt9btmyprKysRtfoAdQfPz9/+Qc0d3YZcBE3Pl6K67WWuuRO/bZpUx4D4H54YRm3qrEeM24b\nrA3DqPK7K74yUteuFReosKDqEzx7fp6KCguUn1f11Sa7Pf+Gl8M1Znl5eW479uq403zk5ubKbs+v\ndl35/wl3mpOacsc5udnxoqDGc8baFfttSZFdJSUZVZbb8/NUWJAvlXpV6X8Fdrs8PKsul9y7L96M\nO/7/1wVnzuPNbtfV7l+Oydpxo3lsrPNrMSp3PDexfPlyhYSEKCYmRpI0dD73IAAAGB1JREFUYMAA\n7dy5U35+ftVun5qaWp/lAQDcXEREhLNLqBX0WwBAQ1Zb/dZtz1hHRkZq+fLliomJ0fHjxxUaGnrd\nJi81nic4AADUJ/otAMAduG2w7tatmzp16qRRo0bJ09NT8+bNc3ZJAAA0OvRbAIA7cNtLwQEAAAAA\nqA0ezi4AAAAAAABXRrAGAAAAAMAEgjUAAAAAACa43YeXXbt2TXPnztXZs2d17do1vfTSS7r//vt1\n4sQJvfrqq/Lw8FB4eLjmz58vSVqzZo2Sk5Pl4eGhSZMmqU+fPsrLy9MLL7ygK1euyN/fX2+++aaa\nN2+ulJQULV26VJ6ennrooYc0adIkSdLChQt17NgxWSwWzZkzR507d3bmFJjW2MZTXlxcnA4fPqxr\n165p4sSJ6ty5s2bMmCHDMGS1WhUXFydvb2/t3LlTiYmJ8vT0VExMjIYPH66SkhLNmjVL58+fl6en\npxYuXKjWrVvf0rHVUBUWFuqRRx7RlClT1LNnT7efk507dyohIUFeXl6aOnWq7rnnHreeE7vdrpkz\nZyonJ0clJSWaPHmygoOD3fIx9bvvvtPkyZM1fvx4/f73v9eFCxfq9di43lyi9jTk48+VVO63AwcO\ndHZJLq18n/7d737n7HJcUuXe/tBDDzm7JJdU3XOC3r17O7us+mG4maSkJOO1114zDMMwvv/+e2PE\niBGGYRhGbGys8fXXXxuGYRhTp041Pv30U+Ps2bPG448/bpSUlBgXL140Bg0aZJSWlhpvv/22kZCQ\nYBiGYWzcuNFYsmSJYRiG8fDDDxsXLlwwSktLjSeeeMI4efKkceDAAePpp582DMMwTp48aYwcObK+\nh1yrGtt4yvvyyy+NiRMnGoZhGNnZ2Ubfvn2NWbNmGbt27TIMwzDi4uKMd99917Db7cbgwYONvLw8\n4+rVq8aQIUOM3NxcY/v27caCBQsMwzCMvXv3GtOmTTMM49aOrYbqrbfeMkaMGGFs377dmDVrlpGc\nnGwYhnvOSXZ2tjFo0CDDbrcbmZmZxiuvvOL2c7JhwwbjrbfeMgzDMDIyMowhQ4YY48aNc7vHVLvd\nbsTGxhqvvPKKsWHDBsMwjHo/NirPZXx8fH1PQ6PWkI8/V1Jdv4U55fs0bl11vR23p/xzApvNZgwZ\nMsTJFdUft7sU/Le//a1mzZolSQoKClJubq6Ki4uVnp6uTp06SZL69++vlJQU7d+/Xw899JA8PT0V\nFBSk1q1b6/vvv9eXX37peGW1f//++uKLL3T27FndcccdCg0NlcViUXR0tPbt26d9+/ZpwIABkqQO\nHTro8uXLys/Pd87ga0FjG0953bt317JlyyRJgYGBstvtOnjwoPr16yfp/x8Xx44dU5cuXeTv7y9f\nX1898MADSk1NrTA3UVFROnz48C0dWydPnnTOwG/i9OnTOn36tPr06SPDMHTw4EFFR0dLcs85SUlJ\nUWRkpJo2barg4GAtWLBABw4ccOs5adGihbKzsyVJOTk5uuOOO9zyMdXX11dr1qxRSEiIY1l9HhvV\nzWVKSko9z0Lj1pCPP1dSud8WFBTI4Etqblv5Po3bU11vx+0p/5wgNzdXQUFBTq6o/rhdsPb09JSP\nj48kad26dXrssceUnZ2tO+64w7FNcHCwMjIydPHixQoHQ3BwsDIzM5WVlaUWLVpIkqxWqzIzM6ts\n27JlS8e2lZdnZWXV9TDrTGMbT3kWi0VNmjSRJG3dulV9+/ZVQUGBvL29Jf18X1d3XFR3X3t4eMjD\nw0NZWVk1OrbK9tEQLV682PFilCS3n5Nz586ptLRU06dP19ixY7Vv3z5dvXrVrefk4Ycf1vnz5zVo\n0CDFxsbqpZdeUmBgoGO9uzymenh4OPpLmfr6f7neXDaUuWksGvLx50rK99stW7aoT58+slgsTq7K\ndVXu07h11fV23J7Kzwlmzpzp7JLqTaN+j/XWrVu1bds2WSwWGYYhi8Wi5557TpGRkdq4caOOHz+u\nlStXVtsUy/6mvNLS0irLDcOQh4dHlW2v98prWR2uqrpxuvJ4qrN7924lJSUpISFBgwcPdiwvG2tN\n56Bsu8rb38o+nG3Hjh3q1q2bWrVq5VhWvk53nBPDMGSz2bRixQqdO3dO48aNc/s52blzp8LCwrRm\nzRp9++23ev755+Xv719hG3d9TK2vY+N6c9mQ58YVucr/pKvYvXu33nvvPSUkJDi7FJdVuU9z5v/2\nVNfb9+zZ4+yyXFL55wQnTpzQyy+/rG3btjm7rHrRqIP1yJEjNXLkyCrLt27dqr179+qdd96Rp6en\nWrZs6bhkQZJsNptCQkIUGhqq06dPV7s8KytLAQEBstlsslqtCg0NrXAmqWxbb2/vCsE9IyNDwcHB\ndTTiulc29jKuPp7KPvvsM61evVoJCQkKCAiQn5+fioqK5OPjU+H+L/9ga7PZ1K1bN4WEhCgrK0vh\n4eEqKSmRYRgKCQlRTk5OhW2vd2xZrdZ6HWtNfPLJJ0pPT9eePXtks9nk7e2tpk2buvWcBAcHq1u3\nbvLw8FCbNm3k7++vwsJCt56Tw4cPKyoqSpIUHh6u/Px8FRQUONa782NqfT6GXG8uUXsaew+sT5X7\nLW5P+T594cIF+fr66s4771SvXr2cXZpLqa63X7p0ya0uY64t5Z8TdOzYUTabTaWlpfLwaPwXSjf+\nEVZy9uxZbd68WcuXL3dcnufl5aX27dvr8OHDkqQPP/xQUVFR6tGjhz755BOVlJTIZrMpIyNDv/zl\nLxUZGal//OMfFbYNCwtTfn6+zp8/r5KSEu3du1e9e/dWZGSkkpOTJUnHjx9XaGio/Pz8nDP4WtDY\nxlNeXl6e4uPjtXLlSjVr1kyS1KtXL8d4k5OTFRUVpS5duujrr79WXl6e8vPzdeTIEUVERCgyMlK7\ndu2SJP3zn/9Ujx495OnpeUvHVkOzdOlSbd26VZs3b9aIESM0efJk9erVyzFOd5yTyMhI7d+/X5J0\n6dIl2e12t5+Tdu3a6ejRo5J+vpzO399fv/rVr5SamirJvR9T6/sxpLq5RO1xteOvoaqu3+L2lO/T\nI0eO1KRJkwjVt6G63k6ovj3VPSdwh1AtSRbDza4ZWbp0qT744AP94he/cFzCtXbtWqWlpWnevHky\nDEP33Xef4/0AGzdu1M6dO2WxWDR9+nT16NFDdrtdM2bMUE5Ojpo3b674+HgFBATo0KFDWrJkiSRp\nyJAhGj9+vCTprbfe0oEDB+Tp6al58+YpPDzcWcOvFY1tPGW2bNmi5cuX66677nIcG4sXL9bcuXNV\nVFSksLAwLVy4UJ6envrwww+1Zs0aeXh4KDY2Vo888ohKS0s1d+5cpaWlydfXV4sWLVJoaKhOnTpV\n42OrIVu+fLlat26t3r1766WXXnLrOdmyZYvef/99FRYWatKkSbr33nvdek7sdrvmzJmjixcv6tq1\na5o6daqCg4Pd7jH1m2++0aJFi3T+/Hl5eXkpNDRUS5Ys0axZs+rt2LjeXKL2NNTjz5VU12/j4uJ0\n5513Ors0l1bWp/m6rdtTubf37dvX2SW5pMrPCaZNm6bu3bs7u6x64XbBGgAAAACA2uQe5+UBAAAA\nAKgjBGsAAAAAAEwgWAMAAAAAYALBGgAAAAAAEwjWAAAAAACYQLAGAAAAAMAEgjVQi86dO6fOnTtr\n3Lhxio2N1ejRo/Xiiy8qLy/vhn83e/Zsbdu2rZ6qrD99+vTR+fPnqyw/deqUjh8/Xu3fvPDCC8rI\nyKjxbezcufO265OkGTNmaMeOHTXefty4carptxT+9NNPevLJJzVkyBD95je/0dSpU1VUVHS7pQIA\nblP5/lzWo8eMGaNDhw7V6e1u3bpVs2fPrnbd9frXZ599plWrVtV6LUeOHFF6enqt77c6J06c0Btv\nvFHj7d9991098cQTevbZZyv02IkTJ+rs2bN1USJQ6wjWQC1r2bKlEhMTtX79er377rsKCQnRf/3X\nfzm7LKewWCzVLv/oo4/0zTffVLvuzTffVEhISI32f+3aNa1YseK267sdiYmJ1x1XZatXr9bw4cP1\nzDPPaMGCBQoMDNT7779fxxUCAKpT1p/LevTrr7+uadOmOaWWG/WvqKgoPf3007V+m++99169hdSO\nHTvq5ZdfrvH2f/vb37R582Z16tTJ8WLHjh07dP/996tNmzZ1VSZQq7ycXQDQ2D3wwAPavHmzJKlf\nv34aN26cPvvsM507d06vvvqqevbsWaP9zJ49W02aNNGZM2eUlZWlYcOGafz48SouLtaCBQt05swZ\nlZaWqn///ho/fry2b9+uPXv26MqVKxo/frz69OlTYV8+Pj764YcftGTJEv30009avHixvL29ZbFY\n9Morr6hDhw6KjY3VpEmT1KtXL507d05jxozRJ598otmzZyskJETffvut0tLSNHz4cE2YMEEXL17U\ntGnT5OXlpfDw8GrP7B49elQbNmxQs2bN5Ofnp88//9xRS3x8vEaPHq1169bp0KFD+uijj2SxWGSz\n2dS+fXstXLhQnp6ejn3NnTtX58+f11NPPaUFCxbomWeeUXh4uO655x7FxsZq5syZys3NVX5+vgYP\nHqw//vGPjvGfOnVKbdu2VU5OjmN/H3zwgTZu3CgfHx81a9ZMr7/+ugIDAyvU37FjRx0/flzvvPOO\ncnJyZLPZ9OOPP6pHjx5VnkRYLBZlZ2crICBAhmFowYIFNbqvAQB1r0OHDioqKlJ2drYCAwP15z//\nWV9//bU8PDzUo0cPTZ06VQcOHNB//ud/6q9//aukn/tHRESEevXqpWeffVZRUVE6duyY7Ha7Vq1a\nJavVqo0bN2rTpk26++671axZs2pv+0b9y2q1KiUlRfHx8erXr58ee+wxHTt2TDk5OZozZ466d+9e\nYV+xsbH6t3/7N/3rX/9SYmKi9u/frxUrVsjb21teXl6aN2+eTpw4oV27dumrr77SrFmztGLFiuv2\n98o9ubrnLevWrdP777+vpk2bqmnTpoqPj6/QL8vPW2xsrB588EEdOXJEaWlpeu655/Too49WGIO3\nt7ckKTQ0VFlZWcrNzVVSUpL++7//uzbvcqBOEayBOnTt2jV9+OGHeuCBBxzLmjZtqoSEBO3YsUPr\n16+vcbCWJJvNpoSEBF25ckUDBgzQsGHDtG3bNoWGhur1119XaWmpYmJi9OCDD0qSvv32W/3973+X\nl1fVf/WCggIlJiZK+vny5jfffFOdOnXS3r179dprrznWlVf+TG16erpWrlyp8+fPa+jQoZowYYIS\nExPVtWtXvfDCCzp+/LjWrVtXZR9du3ZVVFSUIiIi9Mgjj+jzzz+vUEv52/jqq6+0e/du+fr6auzY\nsfr0008VHR3tWP/cc8/pyy+/VEJCgs6dO6cffvhBy5cvV7t27ZSenq4BAwZo6NChKioq0oMPPqgx\nY8bo6NGj+uGHH7RlyxYVFBRo4MCBevTRR3XhwgWtWrVK27Ztk7e3txITE7Vy5UrNnDnzunPwr3/9\nSxs3blRhYaF69uypqVOnVngSNWHCBD377LPKzs5W3759ZbVadffdd9/4TgYA1IuPP/5YQUFBatGi\nhf7+978rPT1dmzZtUmlpqUaNGqXIyEhJ17/66tSpU1q6dKlmzJih2bNn64MPPtDw4cP1l7/8RR99\n9JGaN2+uSZMmVXmBVrpx/9q+fXuF22zRooX+53/+R/v27dOiRYv03nvvVdmfv7+/1q9fr6tXr+rV\nV1/Vli1b1Lx5c3388ceKi4vTX/7yF61bt06TJ09Wz549q5wtL3975XuyVP3zlrffflsffvihgoKC\n9MUXXygjI6PKOCvvc/Xq1Tp48KDeeOONKsG6tLRUxcXFOnXqlB599FHFx8dr6tSpevvtt5WRkaHf\n/va3t/R8CXAGgjVQyy5evFjhfbgRERH693//d8f6sleaw8LClJube0v7LmvyzZo109133620tDTt\n379fNptN+/fvlyQVFRXpzJkzkqRf//rX1YZqSerWrZsk6cqVK7p06ZI6derkqO9Pf/rTTWspP478\n/HwZhqFvv/1Wo0aNctx2QEBAjcZVVoukCme577//fvn6+jq2OXnyZIVgXVlgYKDatWsn6edL/g4d\nOqS//vWv8vb2VlFRkXJzc/Xdd985bq9p06a67777JP383rPMzEw99dRTMgxDxcXFat269Q3rjoiI\nkCT5+voqKChIOTk5FYJ1WFiY/vd//1cJCQk6ceKEnnrqKc2ZM0cDBgyo0bwAAGpP+f78008/qVWr\nVlq9erUk6dixY44XpT08PBQREaGvvvrK0Rur06JFC3Xo0EGS1KpVK+Xm5iotLU2tW7dW8+bNJUk9\nevTQiRMnblpb+f5VWe/evSX93HNOnTpV7TZlfe27775TZmampkyZIsMwZBhGhYBbk88IKd+Tpeqf\nt4wcOVJPPfWUBg8erCFDhuiuu+664T7L7+Py5ctV1j/55JP6wx/+oPDwcF29elUWi8VxFvvPf/6z\nJkyYQLBGg0ewBmpZ2Xu4rqd80K3ph2BVt31paakkycfHR5MnT9agQYMqbLt9+3ZHU6pO2brKr8SX\nb8Ll1xUXF1fYrvwl2eVrK/83165dkyStXLlSX3zxhSwWi9asWXPdWiorP97KTw5uNCZJWrdunYqL\ni7Vp0yZJcjRkwzDk4fH/P16irEYfHx916dJFK1euvOFtlFd+Dqq7L0+fPq327dsrKChIMTExGjNm\njFatWkWwBgAnKN+fP/roIyUmJqpt27bX3d5isVTpO+U/gLLyC9fVBdmyXm2z2fTiiy/KYrHo4Ycf\nVlRUVIW/vVG/LtvHjfpg2d/7+PgoLCzshs9DysZWpnJ/r1xLdc9bZs6cqZ9++kl79+7V5MmTNWvW\nrCpjKu9m/TI6OlrR0dEqKSnRk08+qeXLl+vzzz9XmzZtZLFYHHMANGR8eBlQy241LN+KsrPSubm5\nOnPmjNq3b6+IiAj94x//kPRz8120aFG1rwZfT0BAgKxWq/7v//5PkpSSkqKuXbs61l24cEGStG/f\nvuvuo2zMHTp00JEjRyTJ8Z4zSXrmmWe0fv16JSYmysfHRxaLRYWFhTet7dixYyosLJRhGDp8+LDC\nw8MrrPfw8Kiwn/Jzn5WV5Tjj/PHHH6uwsFBFRUXq0KGDjh07JknKy8tzjLtz58766quvlJWVJUna\ntWuX/vnPf153rDUxbdo0x4ewGIahs2fP6he/+EWN/x4AUHvKP34PHDhQgYGB2rBhg6Sf36aUkpIi\nSSopKdGBAwd03333KSAgQDabTdLPlzOX9YzK+yvTtm1bpaenKy8vT4ZhOHpnaGioow+OGjXqhv2r\nsi+//FKSdOjQoSp9sLK7775b2dnZ+v777yVJBw8e1NatWyVV7Jk17e/VuXLlipYvX64777xTo0eP\n1pgxYyrMy83caKwJCQkaMWKEAgMDFRQU5KixpKTklmoEnIEz1kAtu9FZ1RutS0hI0M6dOx2vSM+f\nP99xiVmZ5s2ba/LkyUpPT9fzzz+vgIAA/f73v9fJkyc1atQolZaWqm/fvo5L0Gpq8eLFjg8G8/T0\n1KuvvipJGjt2rObPn6+//e1vjkvRbjSucePGadq0aRo/frx++ctfXvdMQM+ePRUfH1/hzHHlfUnS\nr371K82ePVtnz55VeHh4lRpCQkIUEhKi4cOHa/HixRX+dsSIEfrTn/6kgwcPqn///nrsscf04osv\nauvWrXr//fcVExOjsLAwxyVvISEhmjt3rp5++mn5+fmpSZMmWrx48Q3ru9nyN998U/Pnz9eFCxfk\n5+entm3b3tLXjwAAak/lx+lXXnlFI0eOVN++ffWb3/xGR48e1ejRo2UYhgYNGqRu3brJMAyFh4fr\n8ccfV9u2bXX//fdfd3/Sz336mWee0ejRo9WmTRu1bt1aBQUFVba7Uf+qzGaz6emnn5bNZtP8+fNv\nOC5fX1/Fx8dr7ty5jrdSvf7665J+fjvZa6+9ppKSklvu7+U1a9ZM+fn5Gj58uAIDA+Xt7a3/+I//\nqPE+rjfW9PR0HTlyxHHlWPfu3bVu3To98cQTGjly5HX3DzQUFqMuT68BqDVln0Q6YsQIZ5dSL7Zv\n3659+/YpLi7O2aWYtmPHDrVq1arCh9gBAHAz/fr107p16/jKKcAFcMYaAOrY7373O2eXAABwQTf7\nbBEADQdnrAEAAAAAMIEPLwMAAAAAwASCNQAAAAAAJhCsAQAAAAAwgWANAAAAAIAJBGsAAAAAAEwg\nWAMAAAAAYML/A8lJOvOx6no+AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f63df33c668>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pf.create_round_trip_tear_sheet(bt_returns, bt_positions, bt_transactions);"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.5",
"language": "python",
"name": "py35"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.9"
}
},
"nbformat": 4,
"nbformat_minor": 2
}