diff --git a/docs/examples/02-SIR.ipynb b/docs/examples/02-SIR.ipynb index e0bc55a..2f2552e 100644 --- a/docs/examples/02-SIR.ipynb +++ b/docs/examples/02-SIR.ipynb @@ -47,19 +47,19 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 2, "id": "8c34c62c-ada0-4eb7-97d7-d1f825689971", "metadata": {}, "outputs": [], "source": [ "# generate a random graph\n", - "n_agents = 2000\n", + "n_agents = 1000\n", "graph = networkx.watts_strogatz_graph(n_agents, 10, 0.1)" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 3, "id": "56ab7b07-9e43-4b94-a222-d6458597f01b", "metadata": {}, "outputs": [], @@ -69,7 +69,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "id": "de195a4f-56ef-4d2e-b37f-827be8e0bbcf", "metadata": {}, "outputs": [ @@ -77,8 +77,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 82 ms, sys: 32.1 ms, total: 114 ms\n", - "Wall time: 83.5 ms\n" + "CPU times: user 42.8 ms, sys: 20.2 ms, total: 63 ms\n", + "Wall time: 48.5 ms\n" ] } ], @@ -92,23 +92,23 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 5, "id": "42b32014-c813-4f6f-85f7-cf5263ed6206", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 13, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -151,7 +151,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 6, "id": "6161ee02-94a8-4b37-b93f-2ff625e02cca", "metadata": {}, "outputs": [], @@ -178,7 +178,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 7, "id": "d34d4e48-b269-42e0-934d-1f0bb8c4ecce", "metadata": {}, "outputs": [ @@ -210,23 +210,23 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 8, "id": "b6a25c11-774d-4d3e-9fd1-b86dbe982211", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 16, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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r5/HU3VcVrN9uUw4pXgDiqcJlygP59Kgiy5QH3ZQHPAV/FUEv5QEP1aW+w/kIxgxLwBTJ/JoAsZTOglo/tUE3axq72doapiua4kBPgobyfjnyrp3iQOzwQc1xI45kuB0KxzeUcnxDKaG4yoHeeCbVFCee1mnsitHYJcJ6FX4nMyu8zKjwUhNwIRtp2PaUSBeBeM2KuTDtFCFgsrRthjX/DY2viAOCMwArPg2LLhFpoqOFmoS2jdC6DmJdwy/n9IluJldw8GPZmoNsDU7Od6QfWe+d7t2ivsHuEqLS4YWKeVC9ADyV4x9tOhKMVRv10UZLifRPuEUI2WxbuhoX7yGbzumP0wfeSvBWie9x9jtzLP6/WkxomptbuO/+H9HT20t7ewcHmpo40NRMX1/foGU/cNN9VFTkT3B3vn4fT7z8v4d8je2dKpz6hYL7TjxzDzHpFcrLyygvK6OsrJSA34/b7cbj8eB2uXC73Zy88iRYsTz3PA+wa8tlVFSUEwgECk/GD4biOPQyRwhLwBRJtojX7bCxtL4Er9PG5uYwsbTGG3t7CgVM5w4hYPw1BemjYgh67AQ9QY6bEsQ0TbqiafZ1x9jTGaMllKArkqIrkuKNxh48isH06NvMlNqo98i4ahcI4TIw8rPnZXj1PuhtFJGNqkXwvnug5Cga/4VbhCNxx5ZC7wqnX9QcuMvEpTfThu3wFv8aWloU4nZsEcLF0MWPLTBVFCDXLBb/L5OthmWyYhiQjoj/l2y6T894n6jxTMdPxhgx0pbp+hoi8pYVYe5S8d3wVWfEStXovicWFgfBNE2am5tZt24dmzdvJhwOF9SStLe3s2PHDu65556cfQhANK3z/R/cP6LX6ArHqajLHzvc/sEnai6XC6/XS3l5ee6vuroa0+4uEBsP/Ozno36vsxYcN+rnjgeWgCmSbAOBkWlD0g2T2hIXezpjHOiJ0xZKUhN0ibPHjk2ipsRfMyZ98pIkUel3Uul3csL0MhJpnb3dIhqzt72H+P6NbFGTbJErkGoWUR4qp3afTk0wRF2Jm1KPHWn38/CvH4qCVadP1Lic/iVx/Uijq9C+WQiX/jUF3gqYslwIqcNNW+mqECudW0ULeH9x5K+GmiUijWYd6I4cWkoI1HCLSNMlwyJyko4Wnwp0l0CgDvx1mdReIN/lZUVVLMYAwzAIhUJ0dXWRSqVyo3GyLFy4kG3bth1yPQOXKS8vL7jtcDiYOnVq7q+6ujonRCorKwuW/eQnP8kHPvABPB4PHo8Hl8uFbJnlDcISMEUi5dqoxY5YMwycNoWppcLU7s29PVy8tE4UxEa7hNFT1YIj4rDrdigsqA2wIKihR16ipSpOY7qExpLl9KgOuqJpuqJpNjaLGo55oVc4ofU3+NRuFFcAZd57sZ382SMvXqKdIkXUtjHvKiorohanbrkolD3cg5GuCWG0/7XCQl93iXid6uOObmrs3YSuikLo7t1CGMc6Dz42wuYc4LZqF78TuzvvmeMpg8CUoyOsLd4VRKNR3nzzTVavXs3q1avZuXMn3d3d9Pb2ouuigP/444/n7bffLnje1KlTDylgAoEA6XRhTUlZWRkvvfQS5eXlVFRUUFlZOWIREgwGCQaHSJdbFGAJmCJR5EIfGCPT4DCrykdHOMWujijd0RTlndtFMaqnfNTpoxER64J1j6OkY9SXlVK/9MOc4S4hltJoDSVpDSVo7UsQ2PVHFrU+CVqEPtnNXseJbIqdim1tL5X+OJV+J1V+Jw1lnuK6nA62XR1bRdt2/9oWd4loR65ZPDZREEMXwmjvq+IsH8RZetUCqFwgol/WmfrYkwyL9Fz3bpGKHGhh7wqKyEmgLj/2wBkQ/+fW/4fFESQej2O327Hb8yeNP/rRj7jpppswjIN34B04cGDQfWeffTY2m42lS5eydOlSqqur8/UkbjclJSVUVlYOqhmRZZkzzjhjbN7URERXxT7X4R1sXnqUsARMkeRSSP0iMAAlbgd+l53dHVHeauzigu5t4j+3bIaotzgSqAnY+HvRgeGrhCUfz52xep02Zlf5mF3lg41PYCb/gebSSUoltJWeQHvwLGK2KkiohBIquzqiAPhdNpZPK2XxlCD20QiZzu1i9EB/0SIrUDZTCJeymWNzADNNUdvS+IroUgJxkJx+qkgTWXUtY4tpioLa7l3iL1I4qwxXQAj1kmmiNX9gca2FxRFCVVXWrFnDc889x/PPP8/q1at5+eWXc+7vADNnzhwkXjweD5WVlbkISXl5OVOmTBnUTfqf//mfR+29jBv9B/AOrE1TE/kZXqmocCZPhUUDBsDiD0PFnHHZbEvAFEkuhdSvBgZEZGZ5fQm7O6Js29vEKq2LgGIXO/WhOmcOF9OErX8RbrmuICy9Qrh9DqRtE7zzv0h6Cru3BHv9SvwNJzNn9rkk0jpd0RQdkRSdkVTOHfil7Z282djD8mmlLJkaxGkbgRhIhmHnM6LzCoSAKJ0BVfOFp8xYtWSbpjiANr4kUlMgUg/TThHpKMX6So8ZiT5h6te3Txj8pfsZWklSP0fm2SI9Z0VWLI4SiUSCp59+OjdiJhqNFjy+Y8eOAgFz8skns3jxYlatWsUpp5zCqlWrmDNnzsg7bSY7ppkfi6EmhACJtgs7iWhHPnpdLIp9ZMNGjxDW3r5I8hEYcZkVMDZZojbopr7Mw4Fdu3k7rHBWafmRi77sfUWE72UbHHfZ0OIl0Qev3Cu+sJIM9SeJ7Zl5NiBqaLJzmAA03WBra4Q39vYQTqi8urOLNXu6mVHhY261j+kV3sFRGdOElrdhz4uiu0SSxXCv+pPH3kemp1FEd8It4rbNCfUrxTj3cQphTnoMQ5j4JXrzxbapcMZ/p69wWcUuImjls8WlVZ9icZT5xz/+wSOPPMJf/vKXIR1iAWbNmoXHU7g/LC8vZ8OGDUdjE8cP0xS/41hX3ksre6nGD11Ar/QbB5O1XbB78qaONpf4zeccqQPj7spuCZgiydfADI7AAJw4vZQD21JsCrtYWe7DfTj1L7omiiJT4bwHRjIMoSZofkssU7sMdj07+LmmAVv+Ar17hFlb2SwhAAJ1sP7xIV/OBiwGFnlMWtUke7tiRFMatMAeYL8iU+lzUO5zUuZ14JY0aH5b/EhAmL/VLBHbF3pi9O97IIlekZrKTqmWZBHd8VeL+ovexrF7rXcDuip2ctF2IVT09DALSqJmyVMupoq7S8SOsG2D+LOwOAJ09IT426vrOdDew+2fuaTgsSd++gt+8+SLBfeVl/i4cNUSzj1pEeecuJBpdRVAEt45tI/KpMI08gNFdTVzmS5M6xzKhVxW8rPtnIHC8RhDNZoYKqTUg0dopp0qSiXGAUvAFIk8qAupUMA0lHmokkJ0GPBOsoZT/HXFv0i8R3TUtG0U0ZP+qAlofUd8UQN14kvdN7jwjPZNooDWNISw0NMizD+wdmGo9whMAeoqTGIpne5Yiu5omlTKIBYXnbH7dRV3sp2AnCLoMPFVTMUZrBNjE5J9xb/noUjHRPqiv3Dx10CwXvwIR/BeLDKYJiR7xeiERC8FU5RlW2ZKtjMzPduROdsKZCYhk8mFDxzjYGFx+Kiazpvbmnjund38bc121mxtwjRNHHaFm953HH5PPro6NSDS2WUBN5eetoiPnLmYs4+fiT2X5k4MvT+cTJim+K2lIoX1J1ry0GNAJDkTNcl29WUuFYcQKEO5T2edrEdL3TAO2EcBS8AUiTSgiFc38ykk8bjESud+/gK8ozWwXDdxjbQWtncf7F8tIiVZnD7hKur0iy/inpegfK6IPsx/n5iSO5DO7aJGxFMuCip91aJVed57i3uvgC/z14Aw0TvQE6e1rZXuph2Ytmpx0CufBYoLb0qh0u+iwu/E77LhdSh4HAouu4I0YudXUxxk2zaKKIE346ZaMUcUATvHbjDnuwI1AV3bRUeYYeSN31wlUNog/Il81ZatvsVRQ9M0nn91DRu37uD5V1/n5dVvEY0NFsdpVeefneV86L3vyd330WuXcNr7r+SMVScUdBlNagxN1KFEWvNRUS0tTh4Guk1Lkji5sDnzl65gJkpannGdPsq/5XGcRm0JmCIJJzSaeuPUlQjfF10XAkaW8wfoWUo7FYqHLluAdQf6OHlm+ZDrKiDaCet/IxS2JPXr2pkFWe+A3S+IL6ynDE74t6E7PZIhUfciyWLAVqBOiJzFHzksp10JqKyCSvd6iO4kORuabQ3srziDlphJVyRNj2lyIAEMEOQ2WaLc52RBrZ95NX48jiG+doYuDrJNb+QjK75KqJwP008H7wg+Q4s8iT44sAZa14vP1uYSO7eaJWKy+EHmcllYjAWqqrJu3TqcTidLlizJ3S/pOu//xHJUVR3yeccddxzvf//7ufjii1m5ciUo+ZO0BVXzWXDEt/wIYhjC0DEZEuUBvXvFpHSjvxt5ADw2Yd7oq8q7knvKxGPvlsLjEWAJmCJ5Z38vTb0JUlonx00J5Nqobf0EjKQlOMnTx99sTt7Z38fxDSWH7uTZ96/M0MdpMO8iYZPen3ArHHhDXJ930dDixTRhw28h3CQOVg0rIdQizrLHYkxA81rY8QwArtoFzJr/fmZlun7SmkF7OElrKEl7OEkkqRFNqcRSOpph0h4W97+8o4sZlV4WZmZJeRwKUrQDtvwpnypSbOJAO/VE8aO1GDnxHhHFa9uUDzcHakWH1hEyVLR4d6OqKo2NjezYsSP3t3nzZt566y2SySRXXnkl//u/+XoURVGYPXs2W7duBaC6uppzzz2Xc845h/POO49p06aN11sZPaYp6lOybcfpaKYovl9hfCoi6lWGSgM5fWI/HZwqDBy9VfkTV4thsQRMEZimyZxqP6/v6Sap6jyzuZ2OSBKXTcnVwACgJZnj6KXU66JX1dnYFOKE6Qc5EMe6RL0KCGv/geLF0GH7U+KLX71w+J77ji3C0E2SYda5EOkQ908/dfRvOku4FXY9J643nAwzzyo4E3DY5IKOpiy6YRJJquztjrOlJUx7OMnujii7O4St/NTENuZG38BjM3F5/XhmrKR09kpkp2X1XxTRDtj3WqbuKVPfUjpdtJeXTsIDgsWE59FHH+X+++9n06ZNg1xo+7N69epB9916661omsbJJ5/MwoULJ3Y7s2mKGkI1Lly+k32FHT5ZT5RD1adkkWQhWPw1UDJd/D495VZkZRRYAqYIJEliZqWXpfUlpDUDh02mN6bSG48xrcLD8Q0Z4aEmkCU4cUYpzzTD2n29LK0vGd4Ybu+r4kdSOXdou/t9r4kUk90tBM5QpOOw5c8Q6xZK3l0qcqnBKcJc7HBQk7Dlj0JIVcwZJF4OhiJLlHgcLPM4WFZfQlc0xdbWMI2t3ZS3PE9ZbA9xoNndwG7bWWgtLhwdrUwtddNQ5mFOtR+f0/qaDku4VUTvsv47INqcp50i/u8tLEZBU1MTzz33HC+88AJbt26lqamJV155hZkzZ+aWiUQig2z3+zNz5kxWrVrFqlWrMAyjwEb/qquuOqLbP2pS0cwcryZxGe8REZWRihMlMxbD4RNRclegsO3Y6RePWdGVMcE6MhSJIknIkkRDuYdLj5/Kvc9upzeeZkd7VIgaycwZ+8yfUsmangShhMrG5hDLG0oHr7B/9GXaaYMfj3aIlADAnPOHt9/f/Tx07xQV6A2rRPs0iBa3w1H2pgk7ns4b5s1/32Gtr8Ln5PRaOL37BYyqPpJaKT01p2LzL0YLp2jqjZNSDfZ0ionbL+/oYlaVl6VTS5ha6p7YZ2pHi1RUmPl1bssXfEsSVMwVwsVfM77bZzGpME2TvXv3snr1al555RWef/55duzYMWi5AwcOFAiYZcuWIcsyc+fOZfHixcybN4+5c+fm/kpLh9jfTTR0TXQ6du8W8+uyrt5DodhEV4+7JF+X4i4T+0W7W+x7LSPNo4r1aRdJvo1aGMHNqwmwrTWCBHRFU9Q5U2RbVBVPCSdOd/PPre2s3dvLkinBwXOG9v1LiISKOaKzqD+GAdueykc+qoYpX+vZI3xhoh1ixpDdJX6Y/hpRDHw4tLwDHdtE2HPhB8UP9XCItIliZTWB7C7Bs/CDeIJTmJp52DBMOiIpDvTG2dMZpaUvyc72KDvbo5R67CysC1JX4qI64BrdqIPJSrxHpAi7d4moS5ZssXbDKqsw16Jo0uk0M2fOpLm5edhlJEmiurp6kHHcypUriUQig0zjJjSGISLT4SZRQNvTKDxVskhSpntzqmiA8FXn25Kt+rEJhyVgiiQbADBzRnYGXqeCLEm0h5PU+TOGP7INbE4W1jlZ09hNJKmxuSXM0vqS/Mpi3aLzBmD6ENGXlrfFAd/mhLkXDB350NKw4x+ikt1XI87CQxkfhMONvkTa83UvM886/JREuEWIFy0lCksXf3SQg7AsS9QEXdQEXZw4vYzOSIqNzX1sbY3QG1f51y4xY0mWJKoCTmqCLkrcdvwuO36XDZ/TJgqDj4VIjWmKKc9NbxamiEB8fuWzoWqhVehscUhisRhvvPEGkUiED3zgA7n7HQ4HFRUVBQLGZrNx8sknc84553Duuedy0kkn4XINdtUeODBxQpKOZ1JCzZm/lkLBAqIepXy26PgsaRh7B3GLI4YlYIok2y6ddeDVDBOP04YkQUckBY6wWNDmAklCkeCE6WW8sK2DN/f2sKgukI/CFERfBoT9TVO43ALMOHP44XgH1mRs33uhdqk4a4i0iRqYwxmwpWuiM8jQxI+7/qTRrwuEudTG3wnBFZwixMsIdhSVfifnzK/m1NkVbG+LsK87TmsoQSyl0xZK0hZKDnqOwyZTE3BRW+KiLuimJujCZZ9Ewx0NAzq3iv/b/mZ95bOEQC2fZQ1LtCggHA6zadMmEokE8XiceDzOnj17WLduHevXr2fHjh2Ypsm8efMKBAzABRdcQE1NTa5e5ZRTTsHnm6RjItIxkQ7q2y8ES7xn8DI2h+j0CU4VosWaWD9psQRMkSj9UkggUh4+pw1ZkugIJ8GXETD9Ui3H1QV4a28PkaTG+qY+Vkwry6cEYOjoS7hFtBUrNqg5buiNMQzh8xFuFe60gVpRHwFiiOLh/Cib14rXd3gPu+6F3r2w8Qlx5lPSIDxpbI6iVuG0KSyZWsKSqSWYpkk4qdEaStAeThFOqERTGtGkRiytkdYM9vfE2d8jzLEkCeqCbuZU+yZ2UbBp5qd5Z1vKZZtIC0490fLCsRiWDRs2cPrppx9yue3bt7Nz507mzMmf3Hz3u989kpt2ZDFNcQLXvUtEKSOtg2f+eMrFiV1wihAungqriPYYYYLuyScu8oAUkmaYeB0KKc2gO5ZGTYSxgyj2ymBTZFbNKueZze2saexhUV0QV/Pa4aMvIJxoASrmDT+osLdRtPTFOoXp3ZQVsPOf4rHKw7B7SsdFdAhg5plDD4ocKbGuvHgpmyEGTx5mLlmSJIJuO0G3nfkDPjrdMOmOpWjtE540raEEfXGV5r4EzX0JXtrRSV2Jm9lVPhrKPJR7HeOfbjJNUcfU+FI+4mJ3CdFSt/zwPn+LY4poNMr//M//cPbZZ7NgQf437nYPX5vmdDo57rjjWLZsGeeeey41NZO8yDvRK1zLs5PS0wNcfP3VovYvkKljsX4/xyyWgCkSKReByQ9zdNhkbIqEaUIoFKICBhW7LqgJ8Pb+ProiKdY09nBmtE08MFRhrq7lozM1i4ffmNZ14oDnLhV1EJJNpHw8ZUO3Y4+Uff8SdSq+Sqg+yOsfCi0Nm5/MR16O+/ARr9JXZIkqv4sqv4ulGe++SFJlZ0eUne0RWvqSNPcmaO4VdsFep0J9qfCvqfQ7KfHYD206OFak4+L/uW1DXrgodpGum3qSlYu3yNHU1MSPf/xjfvrTn9LX18fNN9/Mvffem3u8rq6Om2++Gbfbjcfjwe12U11dzbJly5g3bx422yTb1edSQfvEdTUu7BzU+OAaFsUm/FTKZ4l0t8saN/JuYZJ9q8efbARGN7KXJiBR5XfSFU3TFw4LATNEceoZcyr4w9vNrN/fyzK5h6CECGcOpHunEBCugDAjG4pUNB8yrZwvDnhd28VjlYeRPor35GtvZp07+lBrtv061iWK5BZ+cNxaDP0uO8sbSlneUEo4qbKrI8rerhgtfaKWZltbhG1t+WmrXqdCicdBuddBTVDU0ZR47GMTqTFNEe5uXS920Fl/CdkGU5aLbiLrjNEiw5tvvsn999/Pb37zGzQtbzf/2GOP8b3vfS8nTGprawsEzaQk1iVSqN27hk4FZZFkEVkpnSb2j/46q335XYr1v14kWcfdgdOoqwMuuqJpwpHMgdA++CA0rdzLtHIP+zr6eK3XxkW1mZa9gWTTR9XHDS9E2jcJbxbZJnwJKuYILxgYvt16JOx+XhxUy2cf3oj0lrehfUu+/do5MYoCA/3EjKYbtIaSHOiN09yboDeeJpbSM38iSrOhKQSIlvnaoIvp5V5mV/nwjqaOJtIGO58RHWNZ/DVibELVAku4WACiY+jXv/41Dz74IGvXri14zOFwcOWVV/KFL3xh8kVVhiIdF52YbRvE76M//mpRZOspy09VzprEFVlDZ3Fscgz8Ao4u2bNws18KCaAq4GJzS5hYLFNEO8zB6LTZFexvbmFb1M1yHFQPPHNIRUQ9BAyfPjJNcQYfaRM+BVULRdW9oQlB5K0c3Zvr3SeiOpIMs84e3TpAFCD3b78uaRj9uo4gNmXw+IOkqhNKqPTE0nRGUrSGEnSEUyTSes5c74XtHUwt9TC32sesyhGIGTUhCnNb3hH/d4pd1CzVLBFpOguLDOvXr+fMM88kFAoV3F9eXs7111/PDTfcMPlrWNJxsY/r2i6ikIYu7pdkUbtSkWlptlJBFofAEjBFkk0hGaYQMVkBUxsUhbapRALdBop96IhDVcDF/ECarW3wcl8FHzbNwtRE+2ZxkAtOGd7fI3RA1EwkekXet26ZGDcAo+8+Mk3YnREdhzOtWE3A5j/mzfcOt/36KOOyK7jsCtUBFwsyU+I13aAzmqKpN8GujihtoSQHeuIc6Inz3NYOSj12aoJu6kpc1AbdVPgyhcFaWpxZ7n1VfC4gTOdmnm3tnC1Yt24dnZ2dvOc978ndt3DhQtxud07ALF++nOuvv54rrrhichnGZTH0/GDDcLNID4WaCtNDvioh5qsXDu80bmExBJaAKZKsE69umGjZQhgg6LbjcSgoRoK4ruA/yDDCVaURdkomTWkvjV0xZlZmxI5p5tNHBy3e3QCxjoxj5BRRxJuN2oy2+6hjixBFNsfQbd0jwTCEd0wyJLZp/vuPCX8FmyJTG3RTG3Rz4vQyQnGVnR0RdrRHaQ8n6Y2r9MZVtraKFvpKt8kp7iZmxDcgaRmfGm+FGAVhDVZ8V5NIJPjd737HAw88wJo1azj55JMLBIzdbufzn/88O3fu5Prrr+fEE08cx60tAtMUv/tws0iRRtvE7XRs6FoWX6VIU1cuGOxAbmExQiwBUyRbW8Ps7oxS4XOi6fkfpk2WqQ64sOlJYqaM/yBGY0Gti2XBOG/ZPby6q4vp5V5hkBdpE4Vssm14IaImRc440iYiHLXLxFmNoYuD5GgjJ+2bxeXUk0Z/FrTnBWHNrdhg0YeO2S6aoMfOCdPLOGF6GUlVz7Vrt3b10bp3G52RTv5kmtS53JxS56N+/nLx/yRPIjM9izElEolw11138fOf/5ze3vy8nTfffJNwOEwgkI/I3XbbbeOxicVjGNC3F9o2iZbmdGzo5WRFGC96ykVqqHyWqNuzsDhMLAFTJC2hBJ2RFB6HgmrkIzCKLFHlsyMZKWKmDI5hBIxpQryLE0tTbDZ8dEfTbGoJsWRqST/vlznDH/w7tuRNztxlUL0Itv5F3B5t95GWFjsgGH0BcNtGOPCGuD7//e+asyqXXWFGhZcZcge0/Y1EeZy3ZC/rUrW0+KfwhF5GXYubungPlX4nlT4npR5HztHZ4thn9erVfOITn2DPnj0F9y9ZsoTrr79+8hXjxrqhfaMQLql89x6SLH73Wf8Vd2lm+rL3mIjEWkw8iv7lvPzyy/zXf/0Xa9eupbW1lSeffJJLLrkk9/hwrabf+973+I//+A8Apk+fzr59+woev/vuu/n//r//L3d7w4YN3HDDDbz55ptUVlbyuc99ji9/+cvFbu6Y48iMATAMUDMRGJssiYFnHugwDaKGAsOlkNJRUJO4bBInT5/KCzt7WL27m3lVXpwdmSjIQdNH60WLoa9GOPRmTdBACJjR0NsoIjjukqG7og5FuAW2/11cn3bK4XVBTTYMA/a9KmqQTBN3oILTT3ofxzureKOxm03NYVr6krT05Uce2GQxx0mkpVzUlrgnrjuwxajRNI277rqLu+66C10XhaoOh4OPfvSj/L//9/84+eSTx99E8VAYuoj2ZmcJhZoLRYvdJZoIKucL0WINPLQ4ihS914zFYixdupSrr76aSy+9dNDjra2tBbeffvpprrnmGi677LKC+7/xjW/wmc98Jnfb789HLMLhMOeffz7nnXceDz74IBs3buTqq6+mpKSE6667rthNHlOyJme6aZLO1MBkz6ar3DodpklEd6DJzqE/3JgYRoi7lMUN5axvidITS/Pmll2cpiZFm2DpMO3LsS4xUyjRI6r1a5cJz5hs+mi0HS3du8Rl+Zziz5RSEdj0f6IDqmIOzDhjdNswGUlFYMufRQcYiOLn2eeBYscHnDO/mhXTytjfHaczmqQzkqIrmiatGYNETanHzqIpQRbVBfA4LDFzLHDllVfyu9/9Lnd71apV/OpXv2LWrFnjuFUjwDTFSUnbRhHx1VKFj2e7hWoWizoWy4PFYpwo+pt30UUXcdFFFw37+MAWvz/96U+cffbZzJw5s+B+v98/bDvgY489Rjqd5pe//CUOh4NFixaxbt067r333gkgYEQERjdM1IyAsWUEjE9KYZcMkpKDrqTCkO8um/7xlKPIEqfNqeDP61p4Z08ri30ywYqpw5vHdWwRxbvOIJRkZh/tXy0eG230JWusBqJ9sdjnbv6jMNXzVsCCi989oeJQE2z6g8j7K3aYd5FI5w0g6LazeGoQCAKic60vrubqZlpCSbqjKXrjKq/u7GL17m7mVPlYPDXIlBL3xD9DtwCExX8qlaK8PB/B/H//7//x+9//HlmWuf322/nKV74ysdNFib6MJ8vG/H4KxElVcKqYIxSoA3+t5cNiMSE4or+m9vZ2nnrqKR599NFBj33nO9/hm9/8Jg0NDVxxxRXcfPPNuR/36tWrOeOMM3A48j+SCy64gO9+97v09vZSWlo6aH2pVIpUKn+mEA6Hj8A7EpOOJYSRXbaIN2tuJ6lJvDadHsNDe4KhBUysU1xmim1nVnipL/NwoCPMaykfFy0YxjPFNPPFu8F6EX0xjHztStnMoZ93KMItwpfB5hTrLYb2zeJAbnOIGUfDzWw61mhdDzv+ISJfvkpYdOnwLe8DkCSJUq+DUq+DhXWicDOl6exsj7KxOURbKJlzBvY5bdSXuXNeNQGXFZ6fSOi6znPPPccjjzzCk08+yS233MK3vvWt3ONnnnkm9957LyeffDInn3zyOG7pQUj0Cffbzq1iKGwWxSbmsNUsFm63lpC2mIAcUQHz6KOP4vf7B6WaPv/5z7N8+XLKysp47bXXuO2222htbc1ZYbe1tTFjRmEapbq6OvfYUALm7rvv5s477zxC7ySPXZGRpMIITFbAoMbxKjqa5KAjMcwKsimkjNmcJEmcMbucx9eH2Ka7OV6uGlr4RDtEqkJLgr9KnO1HWkV41+YUZ0WjoXunuCybWVyXjK6J4YMADaeM+AA+qTEM2PM8HHhT3K6cC/MvPuyzUadN4bgpQY6bEqQ9nGRDU4jtbWGiKY2trRG2toqagxKPnYaMmKkv9eB2WF1N48G+fft44IEH+N///V+am/Ouyn/9618LBAzATTfddJS37hCYJkTbRdS1e1ehaJEkcRJTc5yI6L5bTkgsJi1HVMD88pe/5Morr8TlKuyoueWWW3LXlyxZgsPh4LOf/Sx33303TufofjS33XZbwXrD4TD19UVGFEaAEDASxhApJNQEPllDlez0DtVRmOlAAgpmIFXZYizwRNkS9fJys8RH6szBqYPOrcK4zl0GZbPFziUbfSmdPvqZRV0ZAVNeZPqo+S1hTuX0w9QTRvfak4l0HLb+WbSJg/DKmX7amJ+ZVgdcvGehi7PnVdIaSrI/Y5jXHk7RF1fpi4dy4w0q/U6ml3uZUemlNuCyOpuOMKFQiG9/+9v88Ic/LIj2ApSVlXHKKaegadrESxPpqnDZzoqWgs6hjGipmi8iLhNk5IeFxUg4Yr+0V155he3bt/Pb3/72kMuuXLkSTdPYu3cv8+bNo6amhvb29oJlsreHq5txOp2jFj/F4LBJSIgi3nwKKSMe1AQeRUWTHHQnDDTdwKb0ExaZDiSkATOQ+vZzSnmUnXoNzaEUuzujzK7q14adTR8lekWkpTyTLurNHEyHG/h4KBJ9IiIkycKbYaSk43nn3xlnHPudBz17YNtTotZHsYmoS9Uoa45GyMAxB0lVp7kvIRyAexN0RVJ0Zv7e3NuD26EwvVws73XYcNkV3HYFp13GaZOtWprDQFVVfvazn3HHHXfQ1dWVu99ms/He976Xq666ive9731HZf8zYlIRcXLSvVuc6Bj5QZAoNtEoUD5b/FmixWKScsQEzC9+8QtWrFjB0qVLD7nsunXrkGWZqqoqQFTrf+UrX0FVVex2cXB89tlnmTdv3pDpo6NJQQrJyAqYzIPpGE50FJsNHZnuWJrqQL/oU78OpILK/VATfpvB8mmlrEnAKzu7mFHhy6emsgZ36VgmAjNTpI6yQwFHO3QxW7wbnCoK9UbK/tfE6/sqxcDJYxVdgz0vQlMmZeQpF4Mpx8HjxmVXmFUpZi8BxFIaB3rjNHbG2NsdJ5HWC9JN/fE4FCr9Tip8ztyl32WzhM0IaW1t5Ytf/GIu6uJ0Ornpppu45ZZbcvusCYGuQtcOUYTbu7fQAdcVEF2G5bOgZJrVOWRxTFD0tzgajbJr167c7cbGRtatW0dZWRkNDaIANRwO8/vf/57vf//7g56/evVq1qxZw9lnn43f72f16tXcfPPNfOITn8iJkyuuuII777yTa665hltvvZVNmzbxwx/+kPvuu2+073PMsCsyEhKGCaqWrYHJKJh0BEkCv0MCWaE9nCwUMP06kAoINQFwwrxpbNoKfXGVdQf6WDEtI9Y6tohoibtUzA1xl4qzK9MQ192jFHW59uki0keJXmh+W1yfefboU1cTnWgnbP2TuASYshxmnTNhok1ep435NQHm1wQwDJOWUILGrpgYPKnqJDN/qm4ST+vs646zrztesA6HTcbntOF32agrcbOgNkDQPTHe33jQ1tbG888/z/bt2wvq6RoaGrj55pv5zne+w+WXX863v/1tpk+fPn4bmsXQxT4lWx/XuVWYUmYJ1Alrg/LZoubOEqsWxxhFC5i33nqLs8/OTyrO1p1cddVVPPLIIwD85je/wTRNLr/88kHPdzqd/OY3v+GOO+4glUoxY8YMbr755oL6lWAwyDPPPMMNN9zAihUrqKio4Gtf+9q4t1CDEDBkIjCakTeyA3K55VK3ApJEWyjJkqn9njygAwkQdSTJEEgSjtKpnDIrybNb2nmjsYdFdQFcNhk6twnvF09Fvtuof/3LaNBSef+Sijkjf17jy2LHWTp99J1PE522TbDjaRGBcXhg3vuKbzE/isiyxNRSD1NLBw/7S2sGvfF0Lt3UGUnRE0+TSOukNYMeLU1PLM2+7jird3dTX+ZhQa2fOVV+HLZjVJxmSKfTPPPMMzzzzDM899xzbNmyJffY9ddfX5Cuvu2227jkkktYuXLleGyqwDDEINfO7RBuElHZ7CTnLK6gKMKtPu7dUVhv8a6maAFz1llnYQ41nKsf11133bBiY/ny5bz++uuHfJ0lS5bwyiuvFLt5RxyHIiNLkO5XxJsrnkxFASjz2ACJ9nCy8MkDOpCAXPQFXxXYnCysdfDOgT66Iile39PNWTVpIXBS4cwckYxoyBaTjjZ91LNH7Pw8ZSPf0YVboX2LOJObdfaxd0Zn6LDrOWheK26XzRBjESZxjYDDJmZ0FUQCAVU3iCY1oimN3niaHe3R3ITtAz1xnt/aQXXARU3QRV2Ji5rgseEWbJom77zzDo8++iiPPfYY3d3dQy73t7/9jauvvjp3OxAIjI94MU0hWjq2iROZgfOGbA7wVoG/BirmQknDsfe7tLAYhsm/RzrK2G2SSCEZBmrGHjwXgUkLAVPpd4EB3bE0KU0X7r3DdCDlBExQpN9kWeKMORX84e1mNjSFWJreS2k6JmYr2Z1iuWRIhI4lSeSzR0Ox6SPThN3Pi+tVC8UO81giGYYtf8zXFU0/FaaddsymyOyKnPOjqS/zsGRqCaGEyrbWMFtaw/TFVZr7EjT3JVibmfox2du433jjDa699lo2btw46DFZljnxxBM599xzOeecczjttFFOZB8r0nFRy9LyjkjbZrG7hFApmyVqsVwllmCxeNdiCZgiyRbxAqTUfkZ2uiY8WgCv24NftxFJanSEU6KTZLgOpNABcRnM55qmlXuZUeGlsSvKq9sOcLG9V6SdSqaL4rv2TPQlUDe6ic+GIboTYOTpo+7dIuUk2469cQG9e2HLn/KGfgs+MKFTRkeKoNvOypnlnDSjjN64KiZs9yVpDQu34P5t3JIEFT4ndSWu3EynoNs+oYuCFy9ejKLkRZfT6eRDH/oQH//4xznrrLMIBoPjuHVkLPybhWjp2JbvHLI5RItz1YKMZcLkEo4WFkcKS8AUSXZwI4jWVgBFkkCNC2GABA4PtQ43kWSEtnBSCJihOpDUZL4uJjil4HVOm1PB3uYWdvVBk8tg6pTSfu3Te8XlaOtfws2gJoT4CUw99PKGAXteENenrhBDH48FBgxiLNZV91hFkiTKvA7KvA4W1YmDekEbd0+crmi+rmb9AeFL43GIydxLppZQExyFsD7CuN1u/u///o/PfOYzfOxjH+OjH/0oJSUl471Zoh6tfbMQLtGO/P3+aqhbLiKelnW/hcUgLAFTJJIkYVcyAkbLCBhFEoLA1EWXis1JTdDJjvYIbaFMHcxQHUjhZnHgzI6d70eFz8lidw8bTIMXI1O4Ahm5bKZYPidgRts+nXXfnTWyFEnbBiHA7C7hunssMHAQY+1SmPOeCdNlNNEYqo27pU/McmrtS9ARSRFP62xuCbO5JUx1wMWSqUHmVo9fMfDzzz9PfX09c+bko4wzZszgueeeG5ftKcA0hT1C2waRKtJVcb9sE5GWKcuF59MEjmhZWIw3loAZBdmal7TWrwtJjYkiUNkOiiNXNJkr5B2qA2mI9FF/Vvnb2a7H6TRL2Jz2sdhdKgpp1YQ4IwvUje4NdBVR/6KlYW+mmHraqaNLWU00evbA1r+IlJFih7kXis4NixHjddqYU+1nTrUQ3ppu0BpKsrklxI72KO3hJM9uSfLCtg78Lht+lx2fy4bfacPtUMSfXcFlV/A6bWNaIKxpGnfddRff/OY3WbhwIa+//jperxdg/FNcqaiItmRPCrJ4yqHuePE9LMaTycLiXYwlYIpkU3OI9nAKzTBIaf1TSNkIjA0UO1V+F7IkEUlqRJIq/oN1IA0lYAwDT6Kdk11tvJSay79itcxRdVzZ6EvJtNHlwuM9mQJgeeg2aNMUuXddFZf7V4sdrTMglk/0Ff+aE4nObbD9H4Ah/i/mv1+kxCb7+xpnbEC9G+pnuTmzwcHm1hgbWqKEkhq9aeg9xGzVCq+dGeVuZpS7qQ04kEcpNHbvaeQTV3+W198Q5oObNm3igfvv5Us3fW5U6ztstKSItIRbxOyyUJPwbwLx+y2bJQYmButFtEVLiT8Li8mC3TNuKU5LwBTJvu44sZQorktpBrIkiSJeNVEQgXHYZMp9DjojKdpDCfwDO5B0LT9Ibagp0PEuMFSW2vazSZpLt72U1Xu6OTu2S9Tb2N3QuUNc15LiUk3mb2upQiFiZELUoSbo3iMO2qt/VPiaJoWW43oamt4SwqxiHrzx8zH7HMeFSIt475hCvCgOWP/r8d6qYw43cAKwwoSQrBDRZSKqQlSXiWoKcV0mqcskdImkIRPTZLqQ6ALeBNyKwQxPirm+JA2eNMoItIxpmjz6j7f53I/+QjQhzNwUWebrV53DzSfK8PoDR/AdD9oYiLZloqVDDEVzBoRtgrdSpDCzaUwLi8nIwg9C9cJxeWlLwBRJbYkYmpdUhRGYy64gSWCmY0jZGphMHUVNwEVnJEVHdy+zB3YgRduEWHB4hi4ajbRCOoZis3FmRYI/SF42bFjH4shfqZAigAStG4p/A9FOIUhcQSGiDkaoCTDFsoFJnI83EQeJ3r0i8hSoE+mzSfp2JgsSUGKDEkxg+O9aUpfYG3PQGHOwN+4godvYErWxJerFpRjM8qWY40tT51JxKoM9qJIplWu+93se/+e63H2zppTz2FcvZ+XChrF/YwcjGcoMTBSWCkiyONlwBYRwcZeIM1YLi2OFcTwuWAKmSOqCbhRJOJymVB27IvO3jW0cUOJcZuiiCE8R4bSaoIuNzSG6ejM+DjZXvgOpr1/9y1BfgEib8H+we5jmSjCr43V292q8lKzj0rJ9SP5aIX7sbvFnc+ev291iGxR7JiJkFztSLQVrfirOEE/8NyFMCpAy228Xhllv/FykjZZdPvqOp/Em619jaEK4TD8Vpp8+ecXYMYgLmJ/5MwyT5r4Euzqi7OyIEEvpbAY2A5IO5W4ntQEXtSUu6oJuSMf40Ic+xEsvrcut7+qrr+YHP/gBfr9/yNc7IqRjsPsFUZBbs1S0408/XZyZOrxHbzssLN5FWAKmSCr9ThRFxjBNIikVmyKTUnWaY2lMRUfKigfIFfL2hiOYThPJ1q8ANpqZtu0fphA30ipETCoMdjdnlirsC5Ww3z6T3fUrmL3qE8VvfPtmsWP1VhxakOx5UeTqS6dPXvGSioop0j17xO3Z50H9ieO7TRYHRZal3BTuM+dW0tyXYGdHhMauOOGESlckRVckxcbmEOlkgh/d9DGa92wHwO3x8NAvHuaKj3/06G1wOgYH3hDuzdlOotolMPMsS7hYWBxhLAFTJIos4Xfa6ADCCY2Ay4EkSeiahiYZ2DM1MADlXlELYySSJGQdT/9Cp2SfuBxqEKOhQ+8+MS7AWwH+WoILLmC5p5c3tu7hpe4g03UDm1Jke+pI3XdTkXx6atqq4l5jotC1U4gXNSGiSvMuFMWSFpOG/mIGROt2ayhBayhJa1+S9rDEwlXn0rxnO95gKdd+82e0ly/hoVf2UOkXk7frgm6mlrqL/60cimRYCJfWd/KpWH8NzDl/kKeThYXFkcESMKMgO7E3nNTQDFNYqRgqKV3CruQFjCxLVPmdJEIq0ZSGp38EJinMv4Y0hcu6cZqZWUWn3QwODyf2PMVWm07YdLN2Xy8rZ5YPfu5wGHreffdQAqbpTZFyCU4Z/aiC8UJLi5RRyzvitq9KFJn1b1+3mJR4nTZmV/mZXSVSQ7ph8uEV9/C1cg8rz/8QcrCWUELNdP5p7OkUBbQOm0xDmYcZFcLh2ns4LdvRTmh6Q0Qzs4MUA7XCYqB8tpWatLA4ilgCZhSUeIRAiaU0tGwkRFdJSeDrVwMDog7mwP4U0bRGlc0p7tTSwoMEBtehGAas/50QOHaPyKM7xBmoI93LaeVRnjZcvLm3h4V1AfyuERqvhZpEDYzdDYGDnCGqCWh+W1xvOGVy7ZBTUdjwG3GQAag/CWacma87spjUbNiwgaeeeorbbrsNENHQ2hI3P//hf+WWSao6XVHhENwRSbG/O040pbGrI8qujiiSBHUlbuZW+5ld5RuZ/4xpQm8jHHgzn44EKKmHaacIQ8nJ9DuxsDhGsPbso6DUI0RDQtVJaYZwGjU00rpZ0IUEohOpxRQRGJSMgMlGX2zOwaZVe1+Gzq0iLF0+R0yXzZLoZZ4vyQZ7kOakyas7u7hoce3INjrrvls+++Duu01viVy+rwrKZ41s3ROBZBjW/0Z43Di8sODi0U/qtphQ9PX18fWvf52f/OQn6LrOqlWrOOuss4Zc1mVXmFrqYWqpEP2madIZSbG7M0ZjV4z2cJLm3gTNvQle3N7BlBI3Myt9NJR5qPA5Co3uYt3it9ixNW86J0limGL9ScMaUFpYWBwdLAEzCrxOG4osoxsm0ZRK0CWDaZDSpZwPTJaaoAubIWzWVdmBHfICZmD0pX0L7FstIgmeUjGbx58RKFoaUuIM8qxFDTz+djvb2iIsqS9hSskhnDtNc2Tuu1oKmt8S16dNouhLok/4uST6RLvq0svf9fOMjhVeffVVLr/8cpqamnL33XfffcMKmIFIkkRVwEVVwMWqWeWEkyo726PsbI/QGkrS1JugqTcBiFlO0/wwR9/NFLURV6onvyLFLsZNTD1h6Lo1CwuLo44lYEaBwybjtMkkVZ1oSkMyhCNuylBEu3I/AeNz2vApurAiSctUQr8C3pL8StMx2P6U6PzxlEIkDQ6/GOgGoqUawO6mqizIcXVJNjaHeGFbB1ec1IAsH0RsxHvE82Xl4FGJlneEGZ6nXBjXTQbiPUK8JMPi81x6+bEzbPJdjGEYfPe73+X2229H10Wtidvt5qtf/Spf/OIXR73egMvOimmlrJhWmhMz+3tiNPcmcIQa8ex5iQ4jQQfgcdpxV8+mbPpSyqcvEh2GFhYWEwZLwIwCuyLhsMnE0xqxlI5sih1sGpuIWvRLIUmSRJlL2Hh1JykUMP0jMC3rRNrI4QVfjXDxtLvEdcgLmMzZ3ymzy9nREaEzkmJzS5jFUwd6uvQj231U0iDSVkOha6KrAqDh5JENeRxv4j2w7rFMxKpMiBdXYLy3yuIw6ejo4JOf/CTPPPNM7r6zzjqLRx99lIaGsTOmy4mZqT70nc8Ra3yDUBA69Cq22RfQ7ZqGjgv2grO5mdqgi9qgm9qgi5qgC6dtFKM8LCwsxgxLwIwCuyLjUGQME2JpHclQwTRJkREuSuFciDKnQQfQmZCYD/m5O65MKNow8l0zwSmiC8npE5GQbOt1IhPOzqRGPA4bq2aW8+L2Tv61u4s51T5c9mF2qFmr8qFmH2Vp2yCiQK4AVC8a6UcxfqTjsOF3Qrx4K4R4cfrGe6ssDpM333yTD37wg7S2ijEbkiRx++2387WvfQ1FOQKCIdIGW/+CEusi4LITmH0K9TPPYoEOe7vi7OmKsq87Tko12NsVZ29XPLNdohh4ZqazqczrGP9BkRYW7zIsATMKnDYFuyJhmia6bpBSVTyYpMiIjQFRjlKHEDDtscwQt4E1MN07hfdK1lE3FQWHT/hKZBkQgQFYMrWEjc0huqNp3mjs4Yy5/QZFZjHNQ069BkRbKMDUE0c3JPJoomuw6QnxmbiClng5RjAMg2uuuSYnXqqrq3n88cc555xzxvaFEn1iqGfHViFgIFP4/f6cyPcosLAuwMK6ALph0hVNZfxnErSEkoQTaq4Y+JWdXQTddmZUeKkvczO11DP8yYSFhcWYYQmYUWBXJKTMEEfDhHhKpdQ0SMsOcfAfIAD8dgMJCGsK4USawMAUUvNacVm3TLRppqPgrRpGwOSLUxVZ4vQ5lfzxnWY2NPWxYlrpYI+LWJcozlVs4Kse+g2lIiLqA1A5v+jP46himrDtLxBqFkJxyUct8XKMIMsyf/jDHzjttNOYO3cuv/vd76ipqTn0E0eCrkL7Jmhdnx+iCiKUUjlfGNA5hp5RpMgS1QEX1QEXy+pLAAglVBq7YjR2RTnQkyCUUFl3oI91B/qQJKjyu5ha6qbEY8fntOF32fG7bDhtshWpsbAYIywBMwrsNhnTNFEkCcM0iae0TArJWVD/klveSON12tAkJ63dvQQ0MS0XV1AIjN59Ykdas1jUoaSj4kywv4CJZ1JIAzogppd7qA26aA0leWtfL2cOjMKEM90bgSnDR1Y6twthEJwy8WtI9rwIHdvEeznuUsug7hhj9uzZvPzyy9TX1+N2j0HRbDomfI1a3s57L0mSqAernA+V80Zl+R9021lWX8Ky+hLSmsH+njgHeuLs74nTE0vTHk7SHk4Oep5dkfC7hKjxuWz4XTaqAy5qgy48Dmt3bGFRDNYvZhQ4FBkTsR/UDYimdLAbogZmQP0LAFoSv8uGLtvp6OhgHoizPZsD9mRM48pni0iJmhA1MYozHzHRUmJHDIMEjCRJrJpVzh/ebmbDARGFKTDnCvUTMMPRuU1cTvToS8s7sP91cX3eRZN3RpNFjieffJL3vve9OJ35tOvcuXMPf8WJPti/Gto2CVdpECcMU0+AqoVjGrVz2GRmV/mYXSXWGU1pHOiJ0xZKEk4KD6hIUiOR1lF1k55Ymp5YetB6Sjx2aoNuaoIuKv1OKnwOq1DYwuIgWAKmSGIpjZSqY+gmsixh6gZJ1UBTGFrAGAboKgGXHU120tPdATbolUpZv6WZlR2bcANMWSHy8emo2Ll6y/O1NNn0kcMjOpMG0FDmoa7ERUtfkjf39nD2vKr8g1kBM1z9SyqSX6ZyArdO9zTCjkxXyvTTrLlGxwA/+MEPuPnmm/nwhz/Mb37zm7Ep0k1FhXBpeafQ6r9+pbAGOArddT6njQW1ARbUFkYzVd0glhEzkaRGNKXRF0/TFk7SHU3TF1fpi6tsbQ3nnlPisVPhcxJwi6hNwCUiN6Ueh1VnY/GuxxIwRfLi9k5e3N5OTNWRAJsiIZkGUU0m5bAPTiHpKQARgTHsJMI9qEGDZzuDNLftxIPCSVPKRTShY+uIC3j7I0kSq2ZW8H9vN7GpKcQJ00rFiIFUVJyJStLwEZjOHSJ9FKgbbKw3UYh1w+YnhUdO9SIhYCwmNffffz8333wzAE888QR//etf+eAHPzj6FaoJEZ1rfis/XLF0mhjFEZw6IUwZ7YpMiceRG0XSn6SqiyLhUILOiBiFEElqOVEzFGVeR761u8RFudUJZfEuwxIwRaLIErIkIwGGYeJQZDB0IppMyhwiAqMJAWO3Oyh3eHD1RtgdgmbdDfE2Qm4bTFkudrCR1nwBr2/kAgagvszNlFI3zb0J3trby9nzq/KRFW/FkJEbIJ8+qlowik/jKKAmRMeRlhI1OvPeOyEORhaj58c//jFf+MIXcrfvuOOO0YsXLSXGXxx4XbhVgxDjM86YVKMkXHYlN2wySyKt0xlJ0RVLEc1EbCLJ/LDKbCpqc4uI2DhscoFXTXXAhdthRWksjl0sAVMkiiyJ46dpYiB2GnJaJ6opwshuGAGDzcmUUjepPRHWhN3gU0GNE3Haofo4cdYY6zpEAe/w9vgiClPOE2ub2NgcYsX0UgLZAt5g/dBPSkXzLdYVY1B3MNYYuoi8xHtEcfFxl1mDGSc5P/nJT/jc5z6Xu/31r3+dr3/968WvSNdEYe6+14TIBTF6Y8aZx8xUaLdDoaHcQ0P54O6oRFqnNZSgLZSkJSQKhtOawb7uOPu647nlXHaFUo89E/mxE8h0Q2WLiO3KJDCstLAYButoUCS2rICRJExTFPQ6JJ2YrpA2bZiyg4Jdp5bpRLA5mVLiYVc6xvZIkEpHBICwa6qIjkQ7hNgZWMALI4rAANSXeagv83CgJ86bjT2cGz9EAW9XpvsoUDvx7PdNE3Y+Izq0FDss/sioukUsJg7f//73+dKXvpS7ffvttxcvXmJdwnSxbVO+sN1TJlJFVQuOCeEyEtwOhZmVPmZWisJhwzDpiqVo7RNpqNZQkr64mklNifTUUATcdupL3TSUiwGYI5rObWExQbC+rUWiyBISQsQYpokimbhkgz5TwpAUUtgpSNbombC2zUld0MmLMYmUZuIzwkSxEXFUYpomUrxHRF/sLlHA2z/lkxUwIxhQePLMMg70xNnU1Ms8rYepLoYv4O3Idh9NwPRR6zoxXkGSYOElYjq2xaTEMAy+9KUvcd999+Xu+8pXvsKdd945spoNNSEGnbZvLPRwcQVg2qlQs2RyjL44gsiyRJXfRZXfxdKMV42qG5kamjS9cZXeeLogFaXqJuGEyuaEmktDlfscVPiclHjslHoclHoclHkdOGzv7s/XYmJiCZgiyUVgEEECGRO7bCJjopkSaWmAgMlFYFy4zCRNaR+yobHME+VfkWo0u5+EquNJ9AoBY3MXRl8O0kI9FFNLPSyoDbC1cT9/6/Rz5Wwn3qGKc/unjyZa91G8B3b9U1yfcSZUHGSCtsWE59577y0QL9/4xjf46le/enDxYpqiJqzlHejYki/MlWQonyW60MpnT3zX6HHErshU+p1U+gfPPzNNk6Rq0B5OCg+b3jidkRTd0TTd0cIWb0mCcp+Tun71NUG3/eADZC0sjgKWgCkSWZaQABMRgQETt6yjSELApMwBXUjZGhjFwdb9bUiyHb8co1KJ4fUFiEoykaQmBEwqKlql/bX55/dvoR5uEOMAzplfRefeLXTpCn/rm8plJgza13Rluo/8NRMrfWQYsO2v4oBV0iAGS1pMav793/+d3/72t7zzzjs8+OCDXHvttcMvbJrQtlF0E0Xa8/f7KqFmKVQvtFKJY4AkSbgdCtMrvEzPFA4n0jotoYSI2MRExKY3niaW0umKpOiKpNjQJMag2GSJkkxtTanHQaXfybRya4SCxdHFEjBFIiIwEphZAQNum4GCgWbI+YGOWTICxrQ5eWdfNw6bzFyznWjKib+8gigQSapUJzIpJE85+PtFYEZQwDsQh03mfVVd/LrdoEkNsnpPN6fOHuBYO1G7jw6syYwJcMD8971rahqOJczM7yIbYfH5fDz11FO88847XHDBBcM/UUsJ8dq5Q9yWFWGuOGW5qOOyvgtHFLdDYVblYIO/aEqjLZSgpS9JW6ZgWDNMuqJpuvpFa2RJoq7ExcxKL9PLrQGXFkeeohObL7/8MhdffDF1dXVIksQf//jHgsc//elPI0lSwd+FF15YsExPTw9XXnklgUCAkpISrrnmGqLRaMEyGzZs4PTTT8flclFfX8/3vve94t/dESDXhSSJk0XTNPEqBjbJyERgBmjCTAqpPQ494Rh+B8yztRFLaXhKhO1/OKlliniTYqBjkS3UgzBNylJNvKcqDK4AbzT2sKez3+erJvITqidS+ijSDntfEddnv2diRYYsRsTatWs5++yz+cc//lFwf1VV1cHFS6wL1j4ixIusiDboVTfCwg9MGB+Xdys+p43ZVX7OmFvJR0+s54azZ3P1qTP40PFTOGteJUvrg1T4HBimSVNvgpd3dPE/q/fxkxd28avX9/HXDS38a1cX29rChOJqTuBaWBwuRUdgYrEYS5cu5eqrr+bSSy8dcpkLL7yQhx9+OHe7v004wJVXXklrayvPPvssqqryb//2b1x33XU8/vjjAITDYc4//3zOO+88HnzwQTZu3MjVV19NSUkJ1113XbGbPKbYZOEBgykEDJj4bAZKtgZmoIDJFPHu6EqDBku9PbgNhZDkRrX5gQTRWFwIGBDFqkMV8BYjYGKdoKWYG7TTXDmFdU0h/r65jStXTiPotovOHtMU/jDFrPdIomtiSKOhQ8Ucy2l3ktHX18fnP/95fvWrXwHQ1dXFeeedh802gl1Mx1bY9pQYuOj0w6IPCc8fiwmJLEsEPXaCHjvTyafzQnGVxu4YezqjNPUmUHUzl3rqj9ep5GppGso9VPqcVqTGYlQULWAuuugiLrroooMu43Q6h50iu3XrVv7+97/z5ptvcsIJJwDwox/9iPe+973cc8891NXV8dhjj5FOp/nlL3+Jw+Fg0aJFrFu3jnvvvXfcBYwsZ0LjkomJiWmCT9FRJIaNwKi6QXPURNKTHO9oos/tIeSYQlwTVufJcJeIisj2Qv8XgEQmhTSCDqQc/eYfnTGvivZIitZQkhe3d/DBZVOgt1E8XjqBjL72vgzRTlHrM+8i64x7EhGPx3nve9/L6tWrc/elUikOHDjAjBkH+Y6l49D4kug2A+Gcu/CDVo3LJCXosbPMIwZcGoZJKJGtoxGdUB2RFB3hFLGUzq6OKLs6orBTuJTPqPAys9JHXYkLh2JN7LYYGUekBubFF1+kqqqK0tJSzjnnHO666y7Ky8sBWL16NSUlJTnxAnDeeechyzJr1qzhQx/6EKtXr+aMM87A4cibwl1wwQV897vfpbe3l9LSwVGDVCpFKpVX+uFweNAyY0E2AmMaYPSLwNgAzYAUA4rYtBSaYaLJDpxGH0Gtk5SnjpBtCpGE6KxIR3pAjYv0kae88PmjicDk5h9NQZElzl9Uw69W72NPZ4ymnjhTezICZqI4lYaaxRRugLkXWQewSYSmaVx++eU58VJSUsIdd9zB9ddfX/D7LcAwRJt840ugZrr0Gk4WHWfv8nboYwVZlij1Oij1Fn4HVN2gI5KitS9Bc1+CAz1xIkmNDU2hggJhl13B5VBw2xWCbnvOjK/UYyfotmOzDPgsOAIC5sILL+TSSy9lxowZ7N69m//8z//koosuYvXq1SiKQltbG1VVhZ4eNpuNsrIy2traAGhraxt05lZdXZ17bCgBc/fdd3PnnXeO9dsZhFJgZGdimiY+m44iSZkU0mABYxgmOnZsWhz0KL6gl5A8hWhSxa7I6PFMBMbmKhQwalKcpUJxAibcLC4z/i9lXgfHTQmwoSnEK1v28fF0CElRhnfoPZroGmz/m0hpVS+CygnoCGwxJKZpcsMNN/DnP/8ZAL/fzwsvvMCyZcuGf1KoWRgURsRvHV8lzDlfdJxZHPPYFZkpJW6mlLg5ASFomnoTNHZF2dMZI5LU0AyTaEr41QAcGGI9HoeCz2XD77Ljd9oI5nxrhNuw1eL97mDMBczHP/7x3PXFixezZMkSZs2axYsvvsi555471i+X47bbbuOWW27J3Q6Hw9TXj/0B2pYxsjMMIxOBAb/NQEEibUqkjMECRjdNdMCmxcAh4S6fgpIKIidUYmkNEn0YahzZV10oYHIt1N4Rt1CTjg05wPHkmeVsa4vQ1tHCTruTuVOrRafPeLPvX6KA0+GB2eeN99ZYFME3v/lNfvaznwFgt9t58sknhxcvugp7XhLt0aYpvnszzoS65VbU5V2MXZFzM6DOnmeS1g2SqkFS1UmqOvG0PsiML60ZxNPisY5watA6FVmi1GOnJlNnU1fiptRjt9JSxyBHvI165syZVFRUsGvXLs4991xqamro6OgoWEbTNHp6enJ1MzU1NbS3txcsk709XG2N0+kcVCx8JMhGYIzMbdM0Cdh1bJKEZkikjAE7Yy2JaYJuGDi0GLidSGWzqEu42ZXSiKd13GoveiqBXOIaWsAUVcDbJS5dwQLR43XaWDGtlNUtm/hX2Mes46YPTHYdfSLtYoIwwJwLhIixmBQ89NBDBWMAHn300eFPUEJNokg3awlQcxzMPBucg1t2Ld69SJKE06bgtIm00VBkDfgiKZVoZqhlJKnRl8jU2sTSBS3em5pFWsplV6gNuqgJuqgLuqkOOnHaxn0PaHGYHHEB09TURHd3N7W1wpxt1apV9PX1sXbtWlasWAHA888/j2EYrFy5MrfMV77yFVRVxW4XX+Rnn32WefPmDZk+OppkBYyZCb/IEnhlDcVURAppoIDRRQRG001sakx0GJXNoDbqYndHFN0Af6od3TCxu4KF9R9FjBDIEc8IGE/FoIeWTw2yQe2lT7WxIVnF8cW88bHG0GH7U6KYqHIeVM0fz62xKJL+9Wb33HMPl19++eCFdBUaX4amN0XUxekT08TLZx3FLbU4lsga8LkdClX+wY+bpkk4qdEZSeVmQrWHkiRVncauGI1dscx6oNLvZEa5KB6uDlidUJORogVMNBpl165duduNjY2sW7eOsrIyysrKuPPOO7nsssuoqalh9+7dfPnLX2b27Nk5D4gFCxZw4YUX8pnPfIYHH3wQVVW58cYb+fjHP05dXR0AV1xxBXfeeSfXXHMNt956K5s2beKHP/xhgR35eJFLIWXSR7IELllDkYWASRn9fgSGDrqGYZho6RQ2MyVGBQTrqZFFDEdLJ3BrfegYg/0ukn3i0lUy8g2MdYtLb/mghxyJNlaVhPhndxlr2iUWzNbHzznzwBoRgbG7RA2ExaTihhtuoLS0lHXr1hWkbnP07oUd/+gXdVkMs88VheoWFkcISZIIukWh7+wqEeHTDbNA0LSGkoQTKh1h0RW1prEHj0NhRoWXCr8Tf2ZSt99lx2NXrHqaCUzRAuatt97i7LPPzt3O7ryuuuoqHnjgATZs2MCjjz5KX18fdXV1nH/++Xzzm98sSO889thj3HjjjZx77rnIssxll13G/fffn3s8GAzyzDPPcMMNN7BixQoqKir42te+Nu4t1JCPwOimiYlwAnRJGjbJLlJIer+FMyZ2hmmiJ8PYJUP4W9hdVPrFgm4tjKIlUG22wS3U2RlIxYTa4xkBM0QEhp5GFgUSvGME6VYN1u7rHezQezSIdcHeV8X12edZqYRJyhVXXMEVV1xReGc6DntegNYN4rbTJzrLrHlWFuOEIkvUZNJH2ahzNKWxvztOY1eMvd0x4mk9N9CyPw6bzLRyDzMrfEyv8OBxWOb1E4mi/zfOOuusgzopDnTgHIqysrKcad1wLFmyhFdeeaXYzTvi5NqoTfGPLJm4JA0F0JFJqv0UTGaMgC7ZIRlGwRAD6BA52TKvA40YkpYgZXcObqFORcSloxgBk0kheYcQJr2NyBKcOq+OP7fA2/t6WVQXoMRzlIt5d/1TRKfKZ0H1cUf3tS1GxdatW9m+fTuXXHLJ0AuYphi6uOuf+c65KctFoa7dNfRzLCzGCZ/TxsK6AAvrAuiGSXNvgv09cUIJlWhKJZLUiKV00prBzvYoO9ujSBLCfK/MS0O5h5qAC8WKzowrlpwskqyRnWGIFJAsgRMVm2yAKRPLtP4BOQGjyQ5IhbHbjILZQ9UBJykpiqQlSBMcLGCyEZiR+qKoSTEQEgavS01CuBWAmTNm05CMsb8nzvPbOvjQ8VOOXv63ezf0NAq7+NnnWYZ1k4A9e/Zw/vnn09LSws9//nOuvvrqwgUSvbDjGejZI257K2DuhVAyAdr0LSwOgSJLNJR7aCgvbCIwDJOOSIo9mRbvzkiKlr4kLX1JXt8j5trVlbiYUuKhzCt8akosj5qjiiVgisQmy5kuJAkTMmMFdDyKBrpEUtXRDVMocz0TgdE00NPY7CZU5H1OqgIu+gyRQkpSUSg6DEOY28HIIzDZ6IvTP7jtum+/KJj1lCF5Sjlnvpf/fX0f+7rj7GiPMq9miIq4scYwYPfz4vqU5cUVJ1uMCy+++CIf/vCH6e4Wqcmf/OQnfPKTnxTF9YYhCnT3viz8fGQFpp0CDavEdQuLSYzcL/V0yqwKIkmVvV1x9vfEOdAbJ5HW2dsVZ29XPPccSYKAy05diZuZlV4ayqwJ3UcSS8AUiSJLGdEi0miKZKLqBj7ZAElGM0zSmoHboeQiMKoq5iEpdocQFxlqAi669C5MQydmOjFdQXLxCDUuXkOSwD7C9uLYwdNHQG58QKnXwUkzynhtdzcv7ehgWvlR+KG1rRfbaHfBtFOP7GtZHDYPPvggn/vc59A0EVWcP38+Tz/9tBAvkXbRRRbJ2B2U1ItalyGKxy0sjgX8LjuLpwZZPDWIaZp0RlMc6EnQEU7Sl1DpiQmPmlBCJZRQ2doaRpYkppS6mVHhZVal9+in649xLAFTJDZZAkkU5gLYJFA1E7eiI8sSqm6S0vSMgBFFvJqqAjbsTk9ByqTS76RE78IwIayUE9fAm9UQ2fSR3TNyo6+DtFCTHR9QOj1314pppWxri9ATS/OvXV2cu6B6hJ/CKNBSoqUWYNppVjfKBEZVVb7whS/wwAMP5O674IIL+PWvf01pSQk0rYXdz4k6JpsTZp0DtUutdKDFuwZJkqjyu6jy5+u7TNMkntbpjqbZ2y1atntiaQ70xDnQE+flHZ2UeR054766ErdVQ3OYWAKmSGRZQpEkTEQkRpENVMPELevYZAnNMEhpGZs7TUReNE0IGJuj8KBtN1VKCaNJ0K5UEklqeJ2Z/5J0ppalmLlA2ZbVgWfBiT5RpyDJYmBeBpsic+6CKn7/VhMbmkIsqA1QV3KEhMX+10Vxp7tUpI8sJiTxeJwPfOADPPfcc7n7vvjFL/Kd73wHm6nB5iehc7t4oGKOqHWxusgsLJAkCa/Thtdpo6HcwxlzK+mLp9nTFaOxM0ZTb4KeWJqeWJq1+3px2mWml3uZWellernXSjWNAkvAjAK7ImFkjGDskoi6uGQdRZbQMykkIBeBSasiBG9zDdjRJ3rxySo9sp0uyogkVWqCGUWfFTDOImpTsimkgQW82fRRoG5QbczUUg+L6gJsbgnz3NZ2rlg5bezPCpKh/LDGWedY9RETlGQyySWXXJITLw6Hg5/97GdcddVVEG6BLX8SYlhWYOZZMPVEK+piYXEQSjwOljc4WN5QSlLV2d8TZ0+naN1OpHW2t0XY3hZBkqAu6Ka2xEVtZgRC7mTWYlisT2gUKLKMgahPsckmacPEqZgoioyWSSEB+RqYTA2BzTNAwMR78EhpOmUnnbqPcFLNP1ZsB5KWFkIBBqeQ+jLj0PpFX/pz+pxK9nTF6IqmeWVnJ2fOrRzbrqTGl8HQRJ1ExZyxW6/FmLJz507WrFkDQCAQ4Omnn+aUVaugeS3syqSMXEFYdIkQwxYWFiPGZVeYW+1nbrUfwzBpCydp7IqJfW8kRXNmQjcIB/ag206F30lpZlBlicdOmddhedH0w/okiqSxK0Z7OIlumCKFhCkiMJKRSyEl1UwERs8KGCFobK5g4coSvbhIoSku2nUv4cRhCJisgZ3DM3im0IDp1ANxOxTOmV/FUxtaeWd/Hw6bzCmzxsjgLtwCbZvE9VnnWmfsE5jFixfz3HPPcdlll/HrX/+aU1aeCNv+mv//q5wL895n+bpYWBwmsixRV+KmrsTNqbMrCCVUmnrjtPYlaQ0l6I6lc8XAA/E5bVT6nVT4nFT6xV+J+905gdsSMEWytTVMY1cM3RAeMDbZRDXApRgoipIp4u2XQjJN0npGwHgHzHGKtuNAw1QChPDT3n+yarEmdsMV8PafTu0f/qx5brWf2DyNF7d3smZPDw5F5oTph9nmbJrC2AzEAL9A7eGtz+KIc8IJJ7Bz504cegze/h+Idojvzsyzof4kS4BaWBwBxPiDIIvqxEluUhWTtnviaXrjaTGNO6YSTqpEUxrRlJab6wSirCEraKr8LqaWuil5F0zgtgRMkdgyKtfMtDjbJZO0Dm5FR1EUkgU1MGnQ06QNCZCweUoKVxZqQpJA8pajGo5M+DBDsRGY4VqoQ5noi6f8kGfOxzeUohkmr+7s4pWdXdgUmWX1JQd9zkHp2CpeX7EJR1aLCUUkEuG+++7jtttuyw1NBXBEDoh6Fy0lonkLP1jQvWZhYXFkcdmVIc310ppBdyxFZ0TMceqKij9VN3NznkCUEvhdNurLPNSXeqjwO/A77bjs8jElaiwBUyR2RcYEYWIngSKBapj4HKZIIelGvxqYJGhJMaFaVrC7BoiRiHDGVUqnQjeFEZicgBlpBGaYGUjZ9FFgyohWc+L0MlTNYE1jDy9s68AmSxw3JXjoJw5EV8VMHICGU8AVKH4dFkeMrVu3cumll7Jt2zbC4TD33HOPiJgdWAN7XhTXA3Ww6EPW/52FxQTBYZMzRb75blHDMOlLqHRGUgVDKyNJjS0tYbb0m/FkVyR8ThsBt70gBVXqcUzKlm5LwBSJTZGEekG0zSkSqDq4ZJFC0tT+KaQU6CnSpgKyDcXZr0VZTeZEh796BnRDTyxFWjNw2OTi26hzAmZA2ifcIi6LKLpcNasc1TB5e18vz23toDrgotLvPPQT+3PgDUiGxcGv/qTinmtxRPn973/P1VdfTTQqvmO/+MUv+I9bbqa6by20bxYL1S2D2e8R0TMLC4sJiyxLlHkdlHkdOUd1VTdo6UtwoCdBU6+Y8RRP66i6SW9cpTeusq877yBsy7gOz6z0MrPCR6l3chjuWXunIhEqVSgYGcA0Cmpg9FS/FJKeAjVF2nCAXRFGdlkSvaAmQHFQXtOAsk0iltIIJ1Qq3IgIBowsAqNrYn1QmEIyDIhkBMwwBbxDIUkSZ8wRhWW7O6K8sK2Dj5wwdeShx1QE9r8mrs88GxT7wZe3OCqYpsltt93Gd7/73dx9S5Ys4f9+/SjVrc+KWVmSLGZUTVlu1btYWExS7IrMtHIv08rzJ8CabhBNaUSSGqF+EZvOqDhxbupN0NSb4OUdXZR67Myo9DFzghvuWQKmSOyKjG6YmKaJJElImKQNEYGxKQq6YZJIayIEr6VAjZMyPSDbsPVPIWUFjM2Fv7QGj6ObSFLjQG+cCiUT4lHsYBuBEk70iNezOQsFT6xDiBvbEJOuD4EkSZw1r5IDPXGa+xJsaQ3nCswOyZ6XxOsGpxQMr7QYX7761a8WiJcrr7iCn33jc3jaXhYpS7tLpIysehcLi2MOmyKLgZMeB/3HrJqmSV9czbkHN/UmRJRmXy9v7+vFYROGezMqxBRu3wTyp5k4WzJJsMmSKOBFnKBKiC4kp2xisymAQTSlC98TQxcCBjsoDmz9xUisSwgYXxWyr4JKf5RIUmNfd5zjA5kampGa2PUv4O1/1hzqV/8yirPpgMvOyhllvJIp6p1V6Tu0W2S4Fdo2iuvWtOkJw7333su3v/1tQIjTH3zz/+Nz505D2p+pU/JWwHGXWQM2LSzeZUiSRKnXQanXwfENpaQ0nf3dcfZ0xdjbFSOe1tnRHmFHu+iMDbjt1AZdmT83lX7nuEVoLAFTJHZFxjDFf5YsgWQaqIaEJEt4bA4gSTyt5UzsTDVO0rSDzSXqZ7KEmwFTREycfmqDbvZ0xmjui0NaGN+NvP5lmBbqXAHv6E3Hjm8oZWtrmK7oCOYlGQbs/Ie4XnOcZXY2QXj44Yf54he/mLv9oy9dzg2n+EXkzu4W06OnLLdSfRYWFjhtCnOq/cyp9mOaGcO9zozhXjRFOKESTqhsbxOC5oy5layYVnqItR4ZLAFTJDZFyg1yFCkkUDNt0l6nHUgSywkYE0NLZyZKuwsFTKYDCX8NSBJTS0WBb0tfElJiBEHxBbwD0kTZAt7gyDqQhkKRJc6eL+YlbWwOsbAuUFABX0DrOhGBsTmE1bzFuKOqKt///vdzt+/89LnccNFx4v+ofqUYB2ArskDbwsLiXYEkSbmup1NmV5DSdNpDKVpCCdoybdt1JeNnbGkJmCKxyaIGBkCRJDB10qYEkoTPJVJE8ZSOqSaQdC03Mwm7B1v/qdKRdnHpF+ZuDWWiwLcrmiKdCOOAkbdQD+UBk47lC3sPYmA3EqaWelhYF2BLS5jnt3Vw+YkNg10f0zHRfgvC86WYGU4WRwy73c4LTz7KRR+4lFMXTuH2T54joi3TTx/s2GxhYWFxEJy2Qn+abDnFeGEJmCKxKxJmtgtJkjANHdVUAB2fW5zJpnUDTU1h11PopgSSgmzr12dvmvm0TybNUhN04bLLJNI63T291MLIIjCGkRcq/SMw2eiLt2JMrN9Pn1PB7s4oHeEUG5pDgw3udr8gok7+aqizpk1PCHQVdr9AZfNaXvr+1biD5UgL328V6VpYWIwJ422KJx96EYv+2LJdSIAskxEwMih2vJkIjKabpFJJ0FIYJqIDqZ/TKemoKOBFytnrB9x2SjwO0ppBZ092rtEIIjCJXlEsrNjEoL0soSZxOUIDu0Phcdg4NTMf6fU93SRVPf9g335RuCtJMOcC8cFYjBuapqFHu8QogOa1AHhnrURe+RlLvFhYWBwzWEeaIrHLEtmskCxLwgfGVEBWcDuUzEBHk1RSuPBqpgSyUtiBlAwLjxibA1wlAPgcNsq9Dkygu6dHRHlGEoHpX8DbXw2PwsDuUCyeEqTc5yCR1nmjsUfcaeiwI1O4W7vssOptLMaG2266nveecxpdzY2iSHfJR2HehVati4WFxTGFJWCKxKbIoq7FBBkhYNKmDLINl11ByYwTSKdToGVSSLINm72/gAmJdIvizNm0y7LE1FIPsgRqIkI8rY8sAjNU/csoDewOhSxLnD6nEoB1B/oIxVVoektsg90NM615R+OKafLkT7/NPT95iGfe3M7KG39GavEVUD5rvLfMwsLCYsyxBEyR2BSJbPJEkUQRk2oqmCh5AWOYpFIpEYFBCBh7fwET6wDTELUpjnyxa7nPQYlLQVIT9MbSI4vAJDKREHc//47DMLA7FNPLPUwr96AbJq9ua4K9r4gHZp0jRIzF+KAm2PXUj/n0F7+Ru+sLX7oNZ7BqHDfKwsLC4shhCZgiUSQwDDEqIJtCMgFNsuG2K9hkWQx0TKdBS6HpgKygOPqF76OZDiRnsGDWTNBtp8ploOs6vUkN7CPoEskV8PYTMP39X8a4yEqSRBRGkmDHzu20RBGt4DWLx/R1LIog0k769Yf4yM13E44J/6GPfvSjfO4LN43vdllYWFgcQSwBUzQS2c4xScq3kamIUeXZCExazQgYMxuB6S9gOsWlt9D1NOi2U+FU0QyT3rSdhDaCFrWsgMnU0gD96l+OTD1Kpd/Jogo7RNp4uduPOeMMy3F3vGjbCG//Dz/837+xbpfwFpo3bx4PPfTQuHcIWFhYWBxJLAFTJHom+oKwfsEmiYSSKg1IISVFF5KGKPC1Ofq1MscyAsZTWbDuEo8Dn5REliXSioe93bGDb4yWgnRmoqi7nxNi6PAdeA/FKvt2HJJGK+XsSFce+gkWY4uuieLprX+lub2bO38lRgJIksRjjz2G32/58FhYWBzbWAKmSFKamZmBBJgStkxFTNq04bJlupB0g1QiBqaOKtlBdqDY+s0QynYO+Qtt+Uvcdhx6ArsskZbd7O06hIBJ9IlLuzvv9dLfwO4IRWBI9OLr2sCKkjiUTOPV3d35CdwWR55oJ7z9CDS/DcCXfvUmsYRIHf37v/87K1asGMeNs7CwsDg6WAKmSFKajpwZIQBgzwgYFRvOTArJMCEWj4kWa8UDih27kvmotTSkouK6r1DABNx2HEYch00mgYu93fG8k+9QZIWKuyR/X9b/ZYwM7IZk32tg6CyfUYW/pJxwQuVfu7uOzGtZ5DFN0fW19hEhYuxuXgw38Ju/Pg9AeXk5d9111/huo4WFhcVRwhIwRZJUDVFbIAlHXlt/AWOTc0IllkyDoaPJLlDs2LIuvKmwSP3ItkHDFxVZIqCkcSgyacVLUtVpDScPsjF94rIgfXRAXJY0jMXbHUy8Jzdt2jHrdM7LDHdct7+PAz3xI/OaFkL0bvgd7HxWTDovnwUnXsv//fP13CJ33303ZWXWNGkLC4t3B5aAKZKkqiMh6l8MkwIBI0kSHodIFUWTKpgGqUwEJjfIMesBY8t7wPSnRE6BJOHyihqGg6aRchGY/gImE4EZQ/+XAhpfFpGAijkQnML0Ci+LpwgH4Ge3tFuppCNBok+46vbsEcJ3zvmw+CPg9HH//ffzhz/8gcsuu4yrr756vLfUwsLC4qhhCZgiSWkGsixSSKYJNjRA1MAAeJwKYBJL62DqaIoHZHt+kGMiBHpamNg5BwsYvyxqGZwe8VhjMQJGS+eHRB4JARPtgI6t4vr003N3nz63Ar/LRiih8q9dVippTEn0wbrHhfD1lMEJ/wZTV+S6viRJ4kMf+hBPPPEEiqIcfF0WFhYWxxBFC5iXX36Ziy++mLq6OiRJ4o9//GPuMVVVufXWW1m8eDFer5e6ujo+9alP0dLSUrCO6dOnI0lSwd93vvOdgmU2bNjA6aefjsvlor6+nu9973uje4djTCobgUG0UOcjMOLg4XUoYJrEVcAwSGcjMNkUUrQNMEXh7RBGdb6MgLG5fEgSdEZSRJLq0BuTLeLNtlBHWoRBnitQOBdpLDDN/MiAqvkFBchOm8L5C2sA4dBrpZLGiIHiZdkV4K1A1/VDPtXCwsLiWKdoAROLxVi6dCk/+clPBj0Wj8d5++23uf3223n77bf5wx/+wPbt2/nABz4waNlvfOMbtLa25v4+97nP5R4Lh8Ocf/75TJs2jbVr1/Jf//Vf3HHHHfzsZz8rdnPHnKSmiy4kScIE7JkITE7AOG1gGsQ0AIN0tgYmW8QbbROXnrLB3immiRdR8xLGRW1QFOHu7RpCEOiaqKeBfATmSKaPmt8W61fsMPPsQQ83lHtYMlWIpme2tJPSrIPsYZEMwfpfi0t3KSy9HJx+UqkUF1988YQR9BYWFhbjhe3QixRy0UUXcdFFFw35WDAY5Nlnny2478c//jEnnXQS+/fvp6EhX1jq9/upqakZcj2PPfYY6XSaX/7ylzgcDhYtWsS6deu49957ue6664rd5DElpRpke5BMExQp30YN4HPZwTRI6DKYoMtOkULK1sDkPGCGsPjXUrgUUUPSnbKztNZLS1+S/T1xFk8dEFFJhjIbYM9Hco6UgEn0wR7hM8LMswu7nvpx2pwK9nbHCSdUXt7RxXsWVg+5nMUhiHXDxt+Jz91dKiIvrgCapnH55Zfz9NNP8/TTT6PrOrfddtt4b63FGKHrOqo6TLTVwuIYQlEUbDbbYZttFi1giiUUCiFJEiUlJQX3f+c73+Gb3/wmDQ0NXHHFFdx8883YbGJzVq9ezRlnnIHDkZ8fdMEFF/Dd736X3t5eSktLGUgqlRLzhzKEw+Ej8n6qgy5KvQ7298QxTBO7qQEyqikiLD6nDXSVhGnDBOED0z+FFOsWl74hZtSkY7hsCrpsJ67LVPuFe++B3jimaRb+Z/dvoZYkMcAxJ2Dqx+4Nmybs+DvoKpTUw5Tlwy4qUknV/N/bTWxqDjGt3MPcastQrSjaNopUna6K/9tll4MrgK7rXHXVVTz55JMAuN1uTjvttPHdVosxIxqN0tTUlHP2trA41vF4PNTW1hYc54vliAqYZDLJrbfeyuWXX04gkC9Y/fznP8/y5cspKyvjtdde47bbbqO1tZV7770XgLa2NmbMmFGwrurq6txjQwmYu+++mzvvvPMIvhvB8oZSZlf52Nwc6lcDI6NmIjB+pw0MFc2USclOMUpAyRTxGkZeeHiHEjBRFFlCykyhdtoV4QmT1umMpKgK9PN1GdhCHW0XBz2bE7xj6IzbtgF6GkX3y7z3HnJkQH2Zh5Oml7GmsYd/bm2nOuAi6LaP3fYcq+gq7HwGWjeI26XTYMEHwOnDNE2uv/56Hn/8cQAcDgd/+tOfOP300w+yQovJgq7rNDU14fF4qKystEZAWBzTmKZJOp2ms7OTxsZG5syZgyyPrp/oiAkYVVX56Ec/immaPPDAAwWP3XLLLbnrS5YsweFw8NnPfpa7774bp9M5cFUj4rbbbitYbzgcpr5+DCMR/ZAyVbwSJrKpA3bUTDmR12lDNjRUQyZl5gWMXZEgHQUtKZ48TAQGwO4WUYtIUmNqqZs9nTEO9MYLBczADqT+0Zex2gGmIrDrOXF9xhmFAyMPwsqZ5ezvidMaSvL3Ta18ZEW9GHxpMTSxLtj8pLiUJJh+GjScApkf9e9//3t+/vOfA2Cz2XjiiSd4z3veM55bbDGGqKqKaZpUVlbidlsT3S2OfdxuN3a7nX379pFOp3G5Rme6ekTaqLPiZd++fTz77LMF0ZehWLlyJZqmsXfvXgBqampob28vWCZ7e7i6GafTSSAQKPg7UtiyLaymiZIbJSCKeF12BcXU0EyZtOJGMySQ7SiylDGxS4ooiXtwFCknYDIt1KGESn2ZmEi9f2BnzyABkzGwG8v6lx3/EJ41gVqYeuKIn6bIEhcdV4vDJtPSl+T1xu6x26ZjjXCL8HiJdYlapqWXCwGTES+hUIgvfOELucV/+ctfcvHFF4/X1locQazIi8W7idFGXQrWMQbbUUBWvOzcuZN//vOflJcPUaw6gHXr1iHLMlVVIiqxatUqXn755YKCtmeffZZ58+YNmT466mRmIUmSgYIous3WwLjtCoqpoiORUjxokh2kjENvMpw3sXMOURuSjgDg8goB0xdP05ARMM29CfT+YwX6t1Cb5tgX8PY0QtdOkBWY977cAXWkBD32nEvvG409Vmv1UPQdEJ1GWgqCU+DEa0TqqB//+Z//SVub6Fy7+OKL+cQnPjEeW2phYWEx4ShawESjUdatW8e6desAaGxsZN26dezfvx9VVfnwhz/MW2+9xWOPPYau67S1tdHW1kY6nQZEge4PfvAD1q9fz549e3jssce4+eab+cQnPpETJ1dccQUOh4NrrrmGzZs389vf/pYf/vCHBSmi8UTKzEKSTBPFzPjAZASMyy5jM1U0UyIludFkkRKLpFTCvV3CBn4YE7tsBMbjywiYhEq514HXqaDqJq2hhFjOMAprYBK94rmyAv7aw3+Dpgl7XhTX644H3+hqaubV+FlUF8A04R+b20iqVmt1jt69sOG3wnywpAGWfHyQL9Drr7+eS796vV5+/OMfW2fpFu9apk+fzg9+8IPc7YE+ZEeLO+64g2XLlg37+IsvvogkSfT19RW93urq6nF7XwfjUO95vChawLz11lscf/zxHH/88YCoZzn++OP52te+RnNzM3/+859pampi2bJl1NbW5v5ee+01QKR6fvOb33DmmWeyaNEivvWtb3HzzTcXeLwEg0GeeeYZGhsbWbFiBV/84hf52te+Nu4t1P2RJAkZAzlrZJdJITmzKSRDIoUTTXKg6QZ/Wd/K79Z3o5sSOL1DD1rMCRjRMh2Kq0iSRH3pgDRSKgyGLgSLM5CPvvhrQRmDsqaOrRBpA5sDpp1yWKs6a14VpR47kaTGP7e2W10WAN27YcPvReFu2QxY8lHxWQ9A07RcMfs3vvGNAhsCC4t3O62trcNaegzkaB6ATznlFFpbWwkGR24munXrVu68805++tOfFvW+DsZEFR1jSdFHu7POOuugB6FDHaCWL1/O66+/ftBlQBT3vvLKK8Vu3lEhOwsJjEwNjETaEGfGLruMYmoYSMQkN6pkJ6UZKLJEJB6nWfXT4B4mrZYWU6r9gVLAIJrSUHWD+jIP29oiIg0zi3z9iysoUjtjWf9i6GLeEUD9yiHdgovBYZO5aHEtv3njADvbo2ypCLOoboxdgicT7Vtg21/F51w+GxZ9aFjRedppp7Fp0yZ++tOfcuONNx7lDbWwGHvS6fRhtc32Z7h6yPHG4XAUvW27d+8G4IMf/KAVZS0CaxbSKDARIk02yRXxZlNIDkXOuPOaREw3uuxAM0xkCUjH2J0uHb7NOSUEjNPjx2nPFHH2K+RtC6WEw+3AFuqx9H9pXScEksMDU086/PUB1QEXq2YJ0fbi9k5C8XehWZdpwr7XYMufhHipnAfHXXrIiJnb7eamm27KeSRZWEwUzjrrLG688UZuvPFGgsEgFRUV3H777QUnsdOnT+eb3/wmn/rUpwgEArko+quvvsrpp5+O2+2mvr6ez3/+88Ri+blvHR0dXHzxxbjdbmbMmMFjjz026PUHplqampq4/PLLKSsrw+v1csIJJ7BmzRoeeeQR7rzzTtavX58bXfPII48A0NfXx7XXXktlZSWBQIBzzjmH9evXF7zOd77zHaqrq/H7/VxzzTUkk8mDfi4DU0iPPPIIJSUl/OMf/2DBggX4fD4uvPBCWltbAREpyRbmy7JcIGAeeughFixYgMvlYv78+fz3f/93wWtNlPc8XlgCZpSIFJKOzcxGYMiZzXmlJJgQMtzokg1NN5AlCdQEu9MlmEN5wBg6qKLGRXL6ct4pfXGVoNtOiceOYZo09yYKO5DSMYj3iJBQcMrhvSktDXv/Ja5PO23ItMZoOWFaKVNK3aQ1g79vbsUw3kWpJEOHbU/BnpfE7aknwsJLRApwAOFwmM7OzqO7fRYTCtM0iae1cfkrNsX76KOPYrPZeOONN/jhD3/Ivffey0MPPVSwzD333MPSpUt55513uP3229m9ezcXXnghl112GRs2bOC3v/0tr776akGU8dOf/jQHDhzghRde4IknnuC///u/6ejoGHY7otEoZ555Zq6MYf369Xz5y1/GMAw+9rGP8cUvfpFFixblRtd87GMfA+AjH/kIHR0dPP3006xdu5bly5dz7rnn0tPTA8Dvfvc77rjjDr797W/z1ltvUVtbO0hEjIR4PM4999zDr371K15++WX279/Pl770JQC+9KUv8fDDDwPktg+EI/3XvvY1vvWtb7F161a+/e1vc/vtt/Poo49Oivd8NLBO60aBaWbSSJhiGrUEhimR1g2cMnilNGAjZLhAyURg0EFPEzEcdMiVDDLZz9S/IMlg91DidtARThFKiGhFfamHvniI/T1xZqr9BEw2+uKtEAMiD4emN8V2uEugbtnhrWsAsixxwaIa/vf1fbT0JXljbw8nzzx0h9qkR00Ij5fefUJkznkPTFkx5KLJZJJLLrmElpYWnnnmGavm5V1KQtVZ+LV/jMtrb/nGBXgcIz8s1NfXc9999yFJEvPmzWPjxo3cd999fOYzn8ktc8455/DFL34xd/vaa6/lyiuv5KabbgJgzpw53H///Zx55pk88MAD7N+/n6effpo33niDE08U9g2/+MUvWLBgwbDb8fjjj9PZ2cmbb75JWZnwq5o9e3bucZ/Ph81mK0jtvPrqq7zxxht0dHTk/Mfuuece/vjHP/LEE09w3XXX8YMf/IBrrrmGa665BoC77rqLf/7zn0VHJFRV5cEHH2TWrFkA3HjjjXzjG9/IbVvWqb7/9n3961/n+9//PpdeeikAM2bMYMuWLfz0pz/lqquumvDv+WhgRWBGgYk4FkmmgYyBLVMUk1QN0JL45DRgEjacoNjQdBNZT4sOJElhd2qIFmot8+Wwu0CSKPGICEwoIbq3GspFGulAT7ywhTorYAKHWf+SjsGBTG3SjDOHjA4cLkG3nXPmi+jTmj09+a6qYxUtLdqke/eJmVWLPzKseMnOOXrhhRfYvn07H/zgBzEM4yhvsIVFcZx88skFKY9Vq1axc+fOgonpJ5xwQsFz1q9fzyOPPILP58v9XXDBBRiGQWNjI1u3bsVms7FiRf63Mn/+/EHjaPqzbt06jj/++NyBfCSsX7+eaDRKeXl5wbY0NjbmalK2bt3KypUrC563atWqEb9GFo/HkxMvALW1tQeNKMViMXbv3s0111xTsG133XVXbtsm+ns+GlgRmFEg5f4MTNPEKWlokiTqU8xUJgIDYd2OV7aLmhk9hV9KEJGd7A4rDOrtyaSPsIkoSv8UEpDrROqKpogpfXglRASm6U3xvMBhtk83vSkOuP5qqBr+TOdwWVAbYG9XjG1tEf6+qY0rV07DYTsGdbRpwvanINIu6omWfFx8tkMuanLdddfl8vler5cHH3xwTIyeLCYfbrvClm9cMG6vPdZ4vYWNANFolM9+9rN8/vOfH7RsQ0MDO3bsKPo1RuNgHI1Gqa2t5cUXXxz02MHE0miw2wvHqUiSdNB0XTQq6iF//vOfDxITiiL+jyb6ez4aWAKmSEzTxDRFSkTWhYBxyToxJFKqAUYCv5wCEyK6Ha/iwDABLcU8ewdvq9PpSin0xdOUePrVmGQFTKa9eqCAcTsUKv1OOvsiHEjIzA9IooU6mnEsHqquZqQYOrRmirimnTp2owiG4ez5VTT3JeiLq7y0o/PYnFq9fzV0bBORrEWXDiteAP7jP/4jlwO32+08+eSTg3ZaFu8eJEkqKo0znqxZs6bg9uuvv86cOXNyB9mhWL58OVu2bClId/Rn/vz5aJrG2rVrcymk7du3H9RXZcmSJTz00EP09PQMGZFwOBwFUaHsdrS1tWGz2Zg+ffqQ612wYAFr1qzhU5/6VMF7PNJUV1dTV1fHnj17uPLKK4dc5lh7z6PBOsUrEsPMH9/ljJhxygZIsojAaEmCshAjMV0BxS6UdjpGiZxgqks48e7ujBWuWCuMwGRTSJGklnPgbSjzgJZkf8IhnHz1lBA+kiRqYEZL105Ix8HpE629RxiXXeGCRTVIEmxqDrGrI3LEX/Oo0rUz34o+5z1iivcw/OQnP+H73/8+IDoQHn/8cWvOkcWkYf/+/dxyyy1s376dX//61/zoRz8qGH0xFLfeeiuvvfYaN954I+vWrWPnzp386U9/yhXxzps3jwsvvJDPfvazrFmzhrVr13LttdceNOJw+eWXU1NTwyWXXMK//vUv9uzZw//93/+xevVqQHRDZU1Xu7q6SKVSnHfeeaxatYpLLrmEZ555hr179/Laa6/xla98hbfeeguAL3zhC/zyl7/k4YcfZseOHXz9619n8+bNY/TpHZw777yTu+++m/vvv58dO3awceNGHn744dzQ42PxPReLJWCKRDdMZElCRkJCxzBEBKZ/DUyJFAMJYroNQ1IwMgLGJWnMKgEkmd2d0cIVq9kaGPEj9Tlt2GQJwzSJJEUUpqHMA2qC/XEHpqsUYpkcqrtM1FiMlpZ3xGXNkiNS+zIU9WUeTpgmzhqe3dJBNKUdldc94sS6YOufRQppynLhZDwMzz77bMHO/oEHHuDDH/7w0dhKC4sx4VOf+hSJRIKTTjqJG264gS984QuHNBxdsmQJL730Ejt27OD000/PGaHW1dXllnn44Yepq6vjzDPP5NJLL+W6667LjZoZCofDwTPPPENVVRXvfe97Wbx4Md/5zndykaDLLruMCy+8kLPPPpvKykp+/etfI0kSf/vb3zjjjDP4t3/7N+bOncvHP/5x9u3bR3W1iJh+7GMf4/bbb+fLX/4yK1asYN++fVx//fVj8MkdmmuvvZaHHnqIhx9+mMWLF3PmmWfyyCOP5Mwtj8X3XCySeYxao4bDYYLBIKFQaEwHOybSOj95YRd/3dBCebqVW9x/IeKsY+uUSznj+AWsUBrZ+qfvc0f7Kdh9FSxevIz9vXFmxzfwYf1pgjOO5xfSpUgSXHfGzHyoePfzsH8N1J8Is88D4H9W76U7muZDx09heoWXtGbw0z89h9ZzgCtPqKGqvAx2vwBV84Uh2miI98Can4oozsp/Fx1IRwndMPnNm/vpCKeYVu7hQ8dPmdwmTum4GMyY6BXjAZZ+fFhBuG3bNk4++WRCoRAAX/7yl/nud797NLfWYoKQTCZpbGxkxowZo57KOx6cddZZLFu2rMDe38JipBzsez/S47cVgSkSzTCQJZAlCUUy0Q1wKiKFlFQNUOP4pDg2ySSNDc0whOeJGsclawRKyqkKOMW4of5ppGwExpYPk+bqYDKt1A6bzAy3SDVtj/sgmonAHE79S7b2pXTGURUvkJ9abVck9nXHeedA31F9/TEl0Qfv/EqIF1cQFl1y0GjWL37xi5x4+cAHPsC3v/3to7OdFhYWFscIloApEsMQRXY2WcxCMkwTpyTM7FKaDukobtLYJYO0qaBqBrphgJrEJWngq2FWpQ+gMI2kZuYc9ZuRlC3yzXrBAMx1hQHYEXFgZgWMb5QCxtChbYO4fpBUx5GkzOvg9DnCmfjVnV2Tc2p1pE1EXuI94ArAko8dcgTD9773Pb7+9a+zbNkyHnvssYMWPVpYWFhYDMYSMEWiZbw5FFlCwsAwwSUb+RqYdAwvCWySgYaNpGagGCoYmljOV5UTMPu746S1jNdHzgfGk3utklwnUjp33wxbFw7ZIKIpRHuzHUijmxZN145+xbuzDr38EWLJ1CBzqn3ohsmf17fQHp54hknD0tMI6x4TPjq+Sjj+k+A9tEGfJEnccccdrF69Gp/PdxQ21MJibHnxxRet9JHFuGIJmCLJdgSJCIwpIjCKEDAiAhPHRRqHZGBKMtGUhg0Nu5nGblPAFaDC5yDotqMZJvt7MmmknA9M/whM1swuE4FRk9j1BDM8adxmiu5IQtj9u0Y5HLFlnbg8isW7QyFJEhcuqqG+zENaM3jynWZ6YulDP3G8ad8CG38v/HNKGmDZJ0QEpggmU82DhYWFxUTCEjBFomdqnu22fhGYTAopWwMjmToeRcOUJBJpHcXUcJESnULOAJIk5QY0dkRSYsVaYRcSQIlbpJD64qqoo0mJ9NHcUhOPHqInlsb0Vo7OtyXeA717xXNrl47qsxhLbIrMxUtrqQm6SKR1/vB2E+HkBB762LFVdBsZujD+W/KxgvTfQDRN4xOf+ASvvfbaUdxICwsLi2MXS8AUiaZnBIyioGQETLaIN6XqopbFNPArKiYycVVDMTWcZgpkW+4M3esQEY+kqouW21wRb/4g6HfZkCUJ3TCJpjVICgEzvdRFQO8lpRl0SyWjeyOt68Rl2cyjXrw7HE6bwiXLplDucxBJavxhbRPx9ARsr+7aCVsyrdK1S2HhBw85VfrHP/4xjz32GKeeeip33333UdpQCwsLi2MXS8AUSf8UkoSZicBkamA0Q9SUmAY+WcNEIpnWsRkpXLIGigPsorjTnREw8bQOuqiRAQoiMLIsEXSLA2MoruYiMDZPkOkukXpqTI6ifsLQoW2juF67rPjnH0HcDoUPHT8Fv8tGb1zlL+tb0PQJNBOoZ48Yzmga/P/snXd4FOX2xz8zsz29h0BC700ERa4iCApYuBbsXEVFsYDlWq8/K4q969WrYsGCilgRFREFlCJN6UiHUNL7ZvvM/P54NxOWJJCEhKLzeZ482c1OeWeT7H73nO85h7Ru0GnEQSNgu3bt4v777zfuDx48uJkXaWJiYvLXxxQwDaQqhWRTZGR0dF3HJmsQHiWgBytB14m1CAHjD+lYVB9OKSS654bn21QJGG9Are7CKytC5OxDVSVS6T4CBnssrayie+2mCodILzWECPNu83febSgxDisXHN8Ku1Vmb6mPuRsLDjg35LBRmg1rPxcCMKUTdBlp/D4PxC233EJlpRCcN9xww1E7GM3ExMTkWMIUMA2kKgJjtchimCMYJl5NUwkGQ6BrxFpUdEkiEFJRqiIw9uop1C6riKx4g2pk+mi/T/NxrqpeMAEjhYRsJcESwCJLFOpx7Clt4FTniM67R+efQGKUjbN6tDDGDazaXXZkF1SyQxh21ZCo2Op2Xr2eu6+++soY0piWlmamj0xMTEyaiKPz3esopsoDY7NURWBA1kGRZdBC+EMaoBFnFRGYQEhD0QKiB4y9ukLFYRNPfUQExlpz1kf8vkMd/eGZQXoIWZKISUhBk61symvALCFPMZTsPGrMuweiTXIUAzuKGU/zNxZE9IgpKipi8eLFTJ8+ndWrV6NpzZRm0nXYvQJWTRPVRgmtRdfjelRtlZWVcfPNNxv3X3rppWNy4quJydFAmzZtIsq2JUkyPhwcTh5++GGOO+64w37eY40pU6Y0++vdsTHy9CiiKgJjU2SCaOg66JKMw6pQ6Q8SDL+PxodTSAFVR9YCOJVIAVM1QsAX1NCDASSIMPBWYaSQvEEgHIEJicqlpLRW4IYt+W5O65yKLNejGukoNO8eiOOzEthTWMbMWXP48tVf8OZsYeuWzRQVFUVsl5KSwpAhQxg6dChnnHFGnZNWG4SmwubZ1eXmad2h85n1mjul6zrXX389u3fvBmDEiBFcfPHFh74mExMTAHJyckhISKjXtg8//DBfffUVK1eubN5FmRxWTAHTQAwPjEXGq+togC5J2K0WKr1egiHhh0mwBtGRCKoqshrAbgmBs7pfi8MiIjCaruP3VuKAA0ZgyjwBdLlCCJ1w196ktFY4AwqegMquEg+tkw7c/RU1BDnhzrtHmXl3X4LBIH/++Se//fYb3377LT/++CMez4E79BYUFDBt2jSmTZsGwOmnn86NN97IyJEjsVobMegyUAlrv4Cy3SJa1W4wZPavd8n6lClTjLXExcXx+uuvH9tznkxMmoBAIIDNZjv4hvUgPT29SY7T3Oi6jqqqWCzH3tutqqpIkoR8lFoNjs5VHcWo4VSF3SIjSeK2jojAoIYIhkIgycRbRBm1puughlNIzkTjOBZFxhYWMQFfuJldLQIm1mlFkiAY8FMZ1MUbaDiVJMek0TFVVCFtyKlHGqlwk2iYd5SZd3VdZ9q0aVxzzTUcf/zxREdH06tXL8aNG8fXX39dQ7wkprZg8GlDuPHGG3nkkUcYOXJkjYFfc+bMYdSoUbRp04aHHnqIgoKC+i/I74Y/PhTixWKDnhdB1kn1Fi9er5d7773XuD958mRat25d//ObmBwDDB48mAkTJjBhwgTi4uJITk7mgQceiDDct2nThkcffZQrr7yS2NhYY1L1ggULGDhwIE6nk8zMzAijO0B+fj4jR47E6XTStm1bpk6dWuP8+6eQdu/ezWWXXUZiYiJRUVH069ePJUuWMGXKFCZOnMiqVauQJAlJkpgyZQoApaWlXHvttaSkpBAbG8uQIUNYtWpVxHmefPJJ0tLSiImJYezYsfh8B+4UPm/ePCRJ4vvvv6dv377Y7XYWLFiApmk88cQTtG3bFqfTSe/evfnss88i9l23bh3nnHMOsbGxxMTEMHDgQLZu3QqApmk88sgjtGrVCrvdznHHHcesWbOMff/xj39wzz33RByvoKAAq9XKL7/8AoDf7+fOO++kZcuWREVF0b9/f+bNm2dsX5X2mTFjBt26dcNut5OdnX3Q/ar2zcrKwuVycf7559eIkjcHx54kPMJUeWDsFhlFF2XUGhIOmxW0EKGwgImxS0iSiLDoahCnHAJHfMSxXDaFQEjD7w3/49aSQlJkiViHlbLSCko1hWiXTfhYAKJS6GZzsnp3GVvyK/AFU4SQqouq9FGL3keNebe4uJirr76aGTNm1LlNWloaZ599NgOHDqMorhOyLYrMRBfnHpeBVRHXEQqFWLFiBbNnz+a9994z/un37t3LI488wuTJk/nxxx/p3r37gRcU9MHqaeG5RnHQ62KISm7QNTmdTn799Vcuu+wy+vTpw0UXXdSg/U3+5uh69Wy0w43V1aDGmO+99x5jx45l6dKlLF++nHHjxpGVlcV1111nbPPss8/y4IMP8tBDDwGwdetWRowYwaRJk3jnnXcoKCgwhNC7774LwFVXXcXevXuZO3cuVquVW265hfz8/DrX4Xa7GTRoEC1btmTGjBmkp6fz+++/o2kal1xyCWvXrmXWrFnMmTMHEFFRgIsuugin08n3339PXFwcb7zxBkOHDmXTpk0kJiby6aef8vDDD/Pqq69yyimn8MEHH/Dyyy/Trl27gz43//nPf3j22Wdp164dCQkJPPHEE3z44Ye8/vrrdOzYkV9++YV//etfpKSkMGjQIPbs2cOpp57K4MGD+fnnn4mNjWXhwoXiPQXhoXvuued444036NOnD++88w7//Oc/WbduHR07dmT06NE8/fTTPPnkk0a0d9q0aWRkZDBw4EAAJkyYwPr16/nkk0/IyMjgyy+/ZMSIEaxZs4aOHTsC4PF4eOqpp3jrrbdISkoiNTX1oPstWbKEsWPH8sQTT3Deeecxa9Ys4/fdnJgCpoHsm0JSUNEBHZFCQguhqkGQZBxWK7IkIekauhYSERhXZL7WaVUoJUjIXzXIsWYEBsRIgbJCP6WSQitJmIVRrOBMIN0JSdE2itwBNue56dmqjrECR6F5d/HixVx66aVkZ2cbP5Nlmc6dO3PcccfRu3dvhgwZQt++fY0QZm6Zj89/382uYg/frs7hnF4tsCgyFouF/v37079/f+677z7mzJnD66+/zowZM1BVlZycHE499VS+++47+vfvX/uC1CCs/UxM+ba5oPel4EqsfduD0LFjRxYtWoSqqo3a3+RvTNADj2ccmXP/396DDiLdl8zMTF544QUkSaJz586sWbOGF154IULADBkyhDvuuMO4f+211zJ69Ghuu+02QPyvvPzyywwaNIj//e9/ZGdn8/3337N06VJOOOEEQExv79q1a53r+OijjygoKGDZsmUkJor/2Q4dqqPM0dHRWCyWiLTTggULWLp0Kfn5+djtdkCIra+++orPPvuMcePG8eKLLzJ27FjGjh0LwKRJk5gzZ85BozAAjzzyCGeccQYgIh+PP/44c+bMMdootGvXjgULFvDGG28waNAgXn31VeLi4vjkk0+MtHenTp2M4z377LPcc889XHrppQA89dRTzJ07lxdffJFXX32Viy++mNtuu82IblU9L5dddhmSJJGdnc27775LdnY2GRni7+vOO+9k1qxZvPvuuzz++OOASOG/9tpr9O4t3ifqs99LL73EiBEjuPvuu411L1q0KCJC1BwcHR/DjyGqTLx2i2JUIWkRAkYFSUa2OlBkkPUQmqbhkNWIFBJU94IJ+mrOQdqXeJcVVD9lQQsQDs+GRwhIkkT3DJE+Wbf3AKXGVaXTie0bPzupidA0jWeeeYZTTz3VEC9JSUl89tlnVFRUsH79ej766CPuueceTjjhhIj8a3qcIxx5kdheWMn3a3Nr9MGRZZlhw4bxxRdfsH37duNFsLi4mKFDh/LTTz/VsigV1n0FpbtE2qhX48VLFTabDaezdlFqYvJX4KSTTorwdg0YMIDNmzdHCPd+/fpF7LNq1SqmTJlCdHS08TV8+HA0TWP79u1s2LABi8VC3759jX26dOlywIqWlStX0qdPH0O81IdVq1bhdrtJSkqKWMv27duNCO6GDRtqfOCpbx+nfa97y5YteDwezjjjjIhzvf/++8a5Vq5cycCBA2v17JWXl7N3715OPvnkiJ+ffPLJbNiwARCFDMOGDTPSbdu3b2fx4sWMHj0agDVr1qCqKp06dYpYw/z58401gHjd6tWrl3G/PvsdyvN0KJgRmAYSCr9ZOixKuA+MhC7J2G0KaCE0VaSQsNixKjIWXUXTdGHa3e+TjTOc7gn53GCjzghMnNMGIT+lmgJqeHZSdKrxeJf0WBZsLiKnzEeh209ytD3yAGqouvNuxnGH/BwcKrfccguvvvqqcf+UU07h448/plWrVvXav1WCi5G9M/h65V625LuZuSaHEd3TDU/RvmRmZvLTTz9x7rnnMnfuXCorKznrrLOYNm0a5513nthI1+HPb6Foixj30PMiiElr0DV5vV4mT57M9ddfb3yaMzFpFFaXiIQcqXM3MVFRka97breb66+/nltuuaXGtllZWWzatKnB52jMBwW3202LFi1qeDmAJin/3fe63W43AN9++y0tW7aM2K7q9aIpPuyMHj2aW265hVdeeYWPPvqInj170rNnT2MNiqKwYsUKFCXSahAdXd3R3el0RojS+u53JDAjMA2k6tO+3SajhBvZaZIivCf7ChirExkJKyFkVBSLpcaLQ1UEJhSouw8MhCMwIT+lwX0ETFS1gImyW2ibIv5Z1u8tr3kAw7wbIyIwR5BFixZFiJd7772XuXPn1lu8VNE6KUqkj2SJrfluPluxG7e/9rlJMTExfPfdd/zzn/8ERCXEqFGjhAFQU2HDN5C3Tvzeup8vJks3kGeeeYZbb72V7t27s2DBggbvb2JiIEniw86R+GpgpdySJUsi7v/222907Nixxhvdvhx//PGsX7+eDh061Piy2Wx06dLF8LRVsXHjRkpLS+s8Zq9evVi5ciXFxcW1Pm6z2Wqkc48//nhyc3OxWCw11pGcLHxvXbt2rfUaG8q+htj9z5WZmWlcw6+//kowWHOIbWxsLBkZGSxcuDDi5wsXLqRbt27G/XPPPRefz8esWbP46KOPjOgLQJ8+fVBVlfz8/BprOFBFV332a6rnqaGYAqaBVEdgZBRJ9IFRdQW7RXhTdC0YFjAOFEXCqgexoArxsp9x1hUWMFog7IGx1CFgnFZQA5QGFfRgWOxEp0RsU5VG2pBTbqS5DPaEXwhaHNnOu6qqMmHCBOP+Cy+8wOOPP97o8sJ2KdGM6tsKp00hr9zHJ0uzKaia7r0fDoeDzz//nCuuuAIQaazRo0fzx6dPV4uXriMhueHVWdnZ2Tz55JMA7Nixo0FhbBOTY5ns7Gxuv/12Nm7cyMcff8wrr7zCrbfeesB97rnnHhYtWsSECRNYuXIlmzdv5uuvvzZeGzp37syIESO4/vrrWbJkCStWrODaa689YITisssuIz09nfPOO4+FCxeybds2Pv/8cxYvXgyIaqjt27ezcuVKCgsL8fv9nH766QwYMIDzzjuP2bNns2PHDhYtWsR9993H8uXLAbj11lt55513ePfdd9m0aRMPPfQQ69ata/DzFBMTw5133sm///1vo8jg999/55VXXuG9994DhMG2vLycSy+9lOXLl7N582Y++OADNm7cCMBdd93FU089xbRp09i4cSP/+c9/WLlyZcTzHRUVxXnnnccDDzzAhg0buOyyy4zHOnXqxOjRo7nyyiuN9PrSpUt54okn+Pbbb+tce332u+WWW5g1axbPPvssmzdv5r///W+z+1/AFDANxvDAWBVkXURg1H3KqPWwB0ZXHEiAlSAWPQS2mqE2h1UBXUczIjC1e2DinFYk1YeqqoQCAfHDfSIwAG2Tooiyi54w2wvd1Q9U5IV7mciQ0edQL/+QeOONN/jjD+HF6d27d4SYaSwZ8U4uPSGTxCgxwfrT5bvYUVhZ67YWi4UpU6Zw+eWXA8Jt/89bniKn1As9LxTDGRvB3XffjdcrfocTJkyI+ERkYvJX5sorr8Tr9XLiiScyfvx4br31VqNUui569erF/Pnz2bRpEwMHDqRPnz48+OCDhkEU4N133yUjI4NBgwZxwQUXMG7cOFJTU+s8ps1mY/bs2aSmpnLWWWfRs2dPnnzySSMSNGrUKEaMGMFpp51GSkoKH3/8MZIk8d1333Hqqady9dVX06lTJy699FJ27txJWppIIV9yySU88MAD3H333fTt25edO3dy4403Nuq5evTRR3nggQd44okn6Nq1KyNGjODbb7+lbdu2gPAB/vzzz0ZFVd++fZk8ebLhibnlllu4/fbbueOOO+jZsyezZs1ixowZRvVQFaNHj2bVqlUMHDiQrKzIaPK7777LlVdeyR133EHnzp0577zzWLZsWY3t9udg+5100klMnjyZl156id69ezN79uyIAbbNhaQfFVPymp7y8nLi4uIoKyur0SPkUFi1q5ScMh/xDivffvoa3QLrOK17S0KnP8r0r2dwRvFUekRXEjzuX/zr9y5U7NnAUPs67uhrgzOfjDjW9sJKZqzYwWkF79OrZTwMvEMYSPdHU3nr/XfQfG4ua1VMTEIKnFwzf/zr5gKW7yihXUoU5x4XzrP++a1oXpfaFbqf12TPQ0MpKCigU6dORhj4119/5ZRTTmmy4/uCKt+s2svuEi+yJHFRv1ZkxNf+ic1XtIfTBg3kt3XbATjh+OOYv2BRo3LQ8+fPN6ZLJycns3nzZnNcgEmD8Pl8bN++nbZt2+Jw1P4h5mhk8ODBHHfccRHt/U1M6suB/u7r+/5tRmAaSO/MeEb0SKdtahRyuCIohMXwwOiaCrKMpjhRFBkrIRRdBUdMjWM5rQpWzSd6y8iWulvU+8uJt6g4dC8+TQZn7e2zu2eI6qLthZXCDxLwQN568WDLvrXuc7j4v//7P0O8XHHFFU0qXkBEsy44vhUdUqPRdJ3v1uTgC9ZSwlyRh2PDdL6aeClZ6SLVs+z3lVx99dUNnnitqmpE+Pbxxx83xYuJiYnJYaLBAuaXX35h5MiRZGRk1DpMS9d1HnzwQVq0aIHT6eT0009n8+bNEdsUFxczevRoYmNjiY+PZ+zYsYZLu4rVq1czcOBAHA4HmZmZPP300w2/umZEkSUUdCOFVOWBkTTRgTdocaFIwgMj6yrYa5YuO20KFs1PUNXQLfa6DXT+CuKtIRwE8YW0OgVMYpSNlvFOdF14YchZJXrGxKRBXMNMsk3J0qVLefvttwGRC26u36UiSwzrnka8y0qFL8QP63IjRUl5Dqz6CIJe0lp35JuZ3xku+mnTpvHII4806HyTJ082unYef/zxXHPNNU12LSYmJiYmB6bBAqayspLevXtHVJLsy9NPP83LL7/M66+/zpIlS4iKimL48OERjX9Gjx7NunXr+PHHH5k5cya//PJLRN60vLycYcOG0bp1a1asWMEzzzzDww8/zJtvvtmIS2werLKMJVxGraLgkHXQNWRdRZdkQrIDRRZVSApajS68ICIwFs2HpkNIOUDo2FdOvFXFIQVEVKEOAQPQraonzO4S9Crzbsu+Da4uaCpUVWX8+PGGkJg4cWKzzjCxWxTO7tkCRZbYVlDJH7tKxQNlu8PixQdxLaH3ZfTq25+PPvrIKBmcOHGi0XL7YBQWFkbkeF9++eUDVl6YmPzVmDdvnpk+MjmiNFjAnHnmmUyaNInzzz+/xmO6rvPiiy9y//33c+6559KrVy/ef/999u7da0RqNmzYwKxZs3jrrbfo378/p5xyCq+88gqffPIJe/eK3gdTp04lEAjwzjvv0L17dy699FJuueUWnn/++UO72ibEokjIkjDxhnQZi+ZDkXQseggNCVVxosgSFkIoeoiQrWYKyapI2HVhyg1KB+gd4g8LGPz4gnVHYAA6pkVjs8hIRVsoLy0WpdmpR85U+sEHHxiO/u7duzeJcfdgpMY6OLWTqNJasLmQguxNsOoTCAUgPhN6XWIYpkeOHMljjz0GiL/fMWPGUFFx4LlSVZOmq2Z9jB49ukaDKRMTExOT5qVJPTDbt28nNzeX008/3fhZXFwc/fv3N8rZFi9eTHx8fESXwtNPPx1Zlo068sWLF3PqqadGTC0dPnw4GzdupKSkpNZz+/1+ysvLI76aE4siISOGOQZQkNQADllDQUXTdYKKE0kCCyoWVCrkmikkSZKIUkTNf0A6wIRWfwVxVhWH5jtoBMZuUejWIpb0irXklHlF47q6vDXNjMfjiYhSvPLKK42bDN0IereKo2NaNE5vDjvnTyEU9ENiWyFeLJFi8e677zZab+/YsYPbb7/9oMc/+eSTsdvtJCUl8eyzzzbLNZiYmJiY1E2TCpjc3FwAowStirS0NOOx3NzcGuVwFouFxMTEiG1qO8a+59ifJ554gri4OOOrqjlQc2GVZZSwidevyRD0Ypd1ZDQ0DUIWJ5oONoLYpBAl1N6xMEoWERgfB4jA+MqJU/xYCRLSdHzWA1dVHZcYINafQ4k3RFlCz8ZdYBPw0ksvsWfPHgDOOeccTjvttMN2bkmSOL1DDL3K5hEMBFjhTiLQ9YJaxZyiKEZrc4C33nqLb7755oDHvv3221mxYgUff/xxs6bETExMTExq5y9ThXTvvfdSVlZmfO3atatZzyfLEhZJRGCCugIhPw45JAY86joh2UEoFMIqqdgIUazXTCEBuGQRgfFxgMiEvwyb5sVmtRKSHZQGDuy1SChZQ7zTSrGzDasKtMZd4CFSUFDAE088AYjZRE899dThXYCu49gyi+5JEkF7PEscp/DVqjz8odqHK7Zr144XXnjBuH/ttddSUFBwwFN0797dGNZmYmJiYnJ4aVIBU/VJNC8vL+LneXl5xmPp6ek1xqKHQiGKi4sjtqntGPueY3/sdjuxsbERX82NEiFgvDikIBKIFJLshJAPGR2rrFKs1j7h1UlYwOgHTiER9OGw2fBZYin1BureNuiDvLWkxTnIje7Our3lBNXDL2ImTZpkeEnGjh17+Ju77VoKRVuIdjroPOQKLHYHe0q9fPH7ntrLq8PrPPvsswHIz8/nhhtuiKhi2v/v1sTExMTkyNGkAqZt27akp6dHTPstLy9nyZIlxmTKAQMGUFpaGjHn4ueff0bTNGOa5YABA/jll18iZkL8+OOPdO7cmYSEuv0fhxtL2APj1xUI+oiWfICEpoNPciCFvCgSgEJZoPYeIw5JXKO3LgETCghREvLisNvwWWMp9dSclWGQvx7UEPHJLZDis/AFVf7MObAptanZsmULr732GgAul4uHH374sJ6fsj2wbZ643WEoaRmtufB4MXIgt8zH57/vxhuoKWIkSeKtt94iKSkJgC+++IJ3330XgD///JN27dpx99134/fXPq7AxMTExOTw0eAhNG63my1bthj3q+ZLJCYmkpWVxW233cakSZPo2LEjbdu25YEHHiAjI8OY/FvVQvm6667j9ddfJxgMMmHCBC699FKjlfTll1/OxIkTGTt2LPfccw9r167lpZdeigjxHw1YpCoPjAIhH04CIEmokoJPlbCqfmRJR5WslHtrFx0O/JQBlXrdTewA0ELYbVZ8WtyBBUzuagDkFr3prcfzy6ZCVu4upUfL2IgJow0m6AVPMfjKQD9wROe+O+4kFBKDFe+4/goy5GLIrX3IWpMT8sP6r8DvFqZd2Qq5a0kFRrVS+WKDm/y9Op+V7uW8LlHE2CM1fDrw+pP/x0XX3QHATTfdSO+WUdw96QUqKyt55plniFf8/N+t1x2e6zH56xPUQNXFBxXl2G6MPvj04RzXuxcvPvfMMXHuP//cyFXXjmPlqtV06dyJlcuXHHynw4hkc/Hl9E8479x/Huml1I1iFY1YjwANPuvy5csjzJhVFRtjxoxhypQp3H333VRWVjJu3DhKS0s55ZRTmDVrVkSr4KlTpzJhwgSGDh2KLMuMGjWKl19+2Xg8Li6O2bNnM378ePr27UtycjIPPvjgQWdsHG6sUnUVEiEfTl1EYEKSFXcghEXz4ZBDBBQHFb7aJyU7wmXUHq2OCIy/uprKYVXwqbHodYgh3AWiWZskQ1p3ustOFm8torDCz+4SL5mJrtr3A9B1qCwQAsVfLtJWvnLwlQrhUjVE8iAs2bCLT2f8AEBqQhR3DU0X054PB5oKBX+Ct1gMxnQlwp8zjYdTgIusCp8XJFBYqDBtr8r5GSUk2SKjMRe2hxv/2Z//zViC3x/grEvHkl8q5iu1a5HIbacmHr5rMvnrI7sgtr/4v6vrg8yxghYSHyK8pfXafN6vizjtnAsp2bmB+PialZoN4Yv3XhdVjvU8N8BDDz1IlMPOxuW/Eh3tatC+dSHFZfDl1Lc575wzD/lYAAQqm2RdzYYz/tgRMIMHDz5gy3VJknjkkUcO2NU0MTGRjz766IDnqRotfjSjhCMwAU2GkA+H5AdJIoQVr19F0QI4pRAByUGFr3bRYUMImEqtjl+FLyxgdE0IGCkWb10emFzRFZak9mCPxgF0bRHL6t1lrNpdWlPA6Lpo8Fbwp/jyu2scMgJ7zAH/WDVN4/Y3pxj3H77xEmJadTnwMZuKkA92Lwd0cCVB65PFWvcjEbg4Eb7cYaXEL/FpcRL/bB2kZVTk3/SLD0zgjx3F/LZ6syFeAB6ZcBmujM7Ney0mfy90K0gWUGy1z0I7lpBkkJQarQrqpKoq0GKv/z51kJja8GrArTuyOXvEMFq3a39I566BYj3k62mWYzUH0pGrBToysukvggWNEBDQZWGyxQ9IBGUrnmAIixbAJYfwyS4xm2h/dB2bLvwUbvUAKSRNDQsYGR9xhPwqvqAq5i9VoamQu1bcbnGc8ePemfGs3l3G1vxKyr0BYnU3lO8RPpGizZGixWIDZ6IQKvZYcMSK764k0XvmIC+ub0+ezKJVmwDo3Lkz1z78OhyOvi+VhbD6U4htKcRb9wsgoXWdm8cBl/RW+XrlHnLKfHzhlTizQws6pFaXutuAz747jR49ehgznJKSkrj0npfA7Lhr0pT4fLB9uxDcx9Awx8rKSm688Ua++OILYmJiuPPOO8WHG6tDRD8RjSxfeuklNm7cSFRUFEOGDOHFF18kNTWVHTt2cNqZ5wKQ0LIdUB3JnzVrFpMmTWLt2rUoisKAAQN46aWXaN++bqGx/3DJNm3aMG7cOLZs2cL06dNJSEjg/vvvNyL5VSn1FX+s4pEnnuGhhx7i4YcfZteuXdxxxx3Mnj0bWZYZOHAgL730Em3atDHO9c477/Dcc8+xZcsWEhMTGTVqFP/973+Nbc6/9EoAWrduzY4dOwD4+uuvmThxIuvXrycjI4MxY8Zw3333YbGIt+HNmzczduxYli5dSrt27XjppZfEyewxxvNpEslfpoz6SFBVRh0IVyHZ9CBIEkGseAIqiuYnSg7ik5xU1iZg1ADW8G/ArdahJf0VIrqg2LHYnLiixJtsQcV+RtKiLSLNY4uCxHbGj5NdVrpZ99IxfxbFs5+BJW/Ahpmw9w8hXiw2SO8BPS+Ck2+DfldDzwuh0zDIOgnSuolZSgcRL3l5edx9993G/ddee+3wNK0r3g6/vy9SX84E6HPlAcVLFU6bwqi+rWiXEkVI05m5ei9r95RFbJORkUFKSopxv6ioiC+//LLJL8HE5FjkrrvuYv78+Xz99dfMnj2befPm8fvvv0dsEwwGefTRR1m1ahVfffUVO3bs4KqrrgIgMzOTzz//HICNGzeSk5NjvGlXVlZy++23s3z5cn766SdkWeb8889H0xpWUfncc8/Rr18//vjjD2666SZuvPFGNm7cCEBOTg7du3fnjjvuICcnhzvvvJNgMMjw4cOJiYnh119/ZeHChURHRzNixAgCARH5/t///sf48eMZN24ca9asYcaMGXTo0AGAZcuWAfDuu++Sk5Nj3P/111+58sorufXWW1m/fj1vvPEGU6ZMMbqAa5rGBRdcgM1mY8mSJbz++uvcc889Df2V/O0wIzCHQLWJVxZ9YAjgkSQCWPEFVSx6EJesUiw58AQ0dF2PNNIGPVgVCU1S8GkKIVXDouynKX3lQsBY7OBMINlip9wXotDtj0wJ5QjzLuk9QZZF9VLuati9jH7uPDZ53RQFJLLikpFjW0BsBsS3hoS2oBz6n8Htt98eMW16yJAhh3zMg5K/AdbPEKbiuFbQYxTYDuDz2Q+rIjOyVwY//5nPmj1lzNmQh90i0zFN9Oz58ssvawwiveKKK4wXNBOT5qJfv351Nu1sTtLT043RHwfC7Xbz9ttv8+GHHzJ06FAA3nvvPVq1ihwau++A03bt2vHyyy9zwgkn4Ha7iY6OJjFRRBZSU1MjJrmPGjUq4jjvvPMOKSkprF+/nh49etT7es466yxuuukmAO655x5eeOEF5s6dS+fOnUlPT8disRAdHW205/jwww/RNI233nrLeK1+9913iY+PZ968eQwbNoxJkyZxxx13REyiP+GEEwCMDzzx8fERLT8mTpzIf/7zH8aMGWM8F48++ih33303Dz30EHPmzOHPP//khx9+MIpZHn/8cc48s4l8NH9RTAFzCFRFYEK6AkE3Vl2kkAKSDW9AeGCirSG8ShRBVcMbVHHZ9nnKgz4UWUIND3L0BlVi9hcw/nIRWbFHgzOBFLudbQWVFLr38cH4K6B4q7id1EmUEO/5XZjpgIS4OIpCncixZBLXpQcd0pu2FP3HH380PE2JiYk899xzTXr8WincXC1e0rpB57MbJcRkWWJoV9EZes2eMr5fm4vdotAy3s4DDzxgbDdkyBB+/vlnfD4f5557LtOnT+ef/zyKKwNMjmlyc3ONLtZHI1u3biUQCBitL0D873fuHOkPW7FiBQ8//DCrVq2ipKTEiKBkZ2cfsDfU5s2befDBB1myZAmFhYUR+zVEwPTq1cu4LUlSrX3I9mXVqlVs2bKFmJjIxqM+n4+tW7eSn5/P3r17DdFWX1atWsXChQuNiAuIQbc+nw+Px8OGDRvIzMw0xAtgtB4xqRtTwBwCiiSqV/yaBCE/1nAKya/b8AZVFD1IlBwkaHERUjUq/aFIARPyIiEhWZ1AWMA49km76LoQMCGf4UNJjhJmrkL3Pimk3LWgBsXXmvDQQhB501b9kNN7kbC9jM3bi1m9t7JJBYzX6+XGG2807j/zzDMRaZdmoXgbrPsyLF66Q5dzRNSpkUiSxJAuqfhDGpvyKvhm9V7k7YtYv349IF5IvvvuO/71r3/x2WefEQgEGDVqFB9//DEXXnhhU12ViYnBkRpP0ZTnraysZPjw4QwfPpypU6eSkpJCdnY2w4cPN9IxdTFy5Ehat27N5MmTycjIQNM0evTocdD99mf/NLYkSQdMQ7ndbvr27cvUqVNrPJaSkoLcyNcZt9vNxIkTueCCC2o85jiGfE9HG6aAOQSs4VlIAV0GLYSVAMLEa8PjDyHrQaKUICFLNDpQ6gmSErPPH2vQB4BsCwuY/ZurBb2ghsT3qhRStBAwRW4/mqYj6yFR0pu3DhLbiOnT0SnQ5lRI7gjhMGiPjDiWbi9mZ5GHMk+QOFfT+FMee+wxtm4V0Z+BAwdy9dVXN8lx66Q0G9Z+LkzLKZ0OWbxUIcsSw7un4Q+p7CzyILfsyyOPP8XLzz/DpEmTsNvtfPzxx9jtdqZOnUooFOKSSy7h/fffZ/To0U1wYSYm1dQnjXMkad++PVarlSVLlpCVlQVASUkJmzZtYtCgQYBo/lhUVMSTTz5pzKbb/7qqBvaqavVrX1FRERs3bmTy5MnGkNUFCxY0+zUBHH/88UybNo3U1NQ6u7m3adOGn376qc7ZblarNeJ6qo67ceNGwyuzP127dmXXrl3k5OTQokULAH777bdDuJK/B6aJ9xCoSiGpqhAyiq4iSRKqbMPj8yPrKi5ZFdU8QIlnv08PIdFbRQn7Nrz7t7iv6gGjq6JUzZlAvNOKVZEIqjplZSWw+L+Qs1JEI5I7Qbdzod9Y8ea+j98mzmWldZI4z9q9kWbVxrJ+/XqefvppQPzTvv7664fWLO9glO0R1UZqSFQbdTuvScRLFRZF5pxeGbSIc6DJVtJPvpBlazYafh6LxcJ7771n5PU1TeOKK65g+vTpTbYGE5NjgejoaMaOHctdd93Fzz//zNq1a7nqqqsiIhRZWVnYbDZeeeUVtm3bxowZM3j00UcjjtO6dWskSWLmzJkUFBTgdrtJSEggKSmJN998ky1btvDzzz/Xa0J8UzB69GiSk5M599xz+fXXX9m+fTvz5s3jlltuYffu3QA8/PDDPPfcc7z88sts3ryZ33//nVdeecU4RpXAyc3NpaSkBIAHH3yQ999/n4kTJ7Ju3To2bNjAJ598wv333w/A6aefTqdOnRgzZgyrVq3i119/5b777jss13wsYwqYQ6BqlIAaDklK6MgShGQHfp8XSddxKBpWpxAwNTrohpvDKXYhLDz7R2B85ZFdb50JyLJEUrSdKH8+oaXvQM4a0W2203Dof6Pwg9QhInq1Eo2i1u0tQ9UOreOnruvcdNNNxriHu+++u3nnHXlLYM2nIk2W0Bq6nw9y05cz2ywy5/VpSXK0Dbc/xMz1RWzKqx7FoCgKkydPNtJmuq4zZswYVq5c2eRrMTE5mnnmmWcYOHAgI0eO5PTTT+eUU06hb9++xuMpKSlMmTKF6dOn061bN5588kmeffbZiGO0bNnSMLimpaUxYcIEZFnmk08+YcWKFfTo0YN///vfPPPM4ens63K5+OWXX8jKyuKCCy6ga9eujB07Fp/PZ0RkxowZw4svvshrr71G9+7dOeeccyLM/s899xw//vgjmZmZ9OnTB4Dhw4czc+ZMZs+ezQknnMBJJ53ECy+8QOvWomJSlmW+/PJLvF4vJ554Itdee22EX8akdiT9QF3pjmHKy8uJi4ujrKys2QY7Ln55DFuLA/yZOJRJPQtg5wJyS72sSRrOF5W9Sc//lTHp25iSei8b8ioZ1bclF/fLqj7A5jmwexkrpS7MDXanf9tE/tEhufrx3StEW/ySHdCiNwy8AySJxYt+QfvzW7LirGQGtkJSRzjhGkhoc8D1qprO2wu2UelXOadXC6PapjF8+OGHXHHFFYBw1K9duxan09no4x2QUAB+f0/0e4lJh+NGN1vDL1VVURQFX1Dl+7U57Cj0ANC/XSID2iUZESZd17nqqqt4//33AfFpc/ny5c3v/zH5y+Hz+di+fTtt27Y1/RAmfxsO9Hdf3/dvMwLTWHTdKKM2TGG6jixLBGUHoYCIrthtNqKdwrdS7t2vF0w4hWSx15VCKhM+mbD/BUmCbfNpkz8HWVfJ1+MgtRtEJUNcFgdDkSW6Z4gozJo9jU8jlZaWcscddxj3//vf/zafeNF1+PMbIV5sUaJUupnEi6ZpnHjiiYwfP578nD2c27slx7cWhucl24r5ZnUOgVA42iZJvPHGG0YVRnZ2NhdeeGGDTYYmJiYmJo3DFDCNRdfCk6apTsfoIoUUkOzoIWHQddjtxDiEV7rGOIGwidfqqCOF5K8QIkcJC5iCjbBzES6bhT2xx7GKTqLzZUqXentBemTEIUmws8hD6f6enHpy//33G6WIF1xwQfP2Kti5EAo2iXRRjwsMP1Fz8OWXX/L777/z2muvccUVVyDLEoM6pTCsexqKLLE1382Xf+w2RIzD4eCLL74wTHe//PILt912W7Otz8TExMSkGlPANBZNRaEqAhMWHrqGLEl4JBdyyI8k6dgc0cQ6qwRM7REYuzMKqC0CUxGOwNhE9GHzbAAc7U9mV1w/yspKRQl3av3nDUWYefeUH2TrmqxYsYLXXnsNgKioKKNtd7NQsAm2h+dhdRoumtU1E7quM2nSJOP+f/7zH+N294w4LuzbCodVYW+pjxmr9hJUhYjJyMjgyy+/NKop/ve///H666832zpNTExMTASmgGksuoYiVwkYPWy2FZ12PTiQVT92QsiOGOKc4s2thoAJm3htjrCAqRGBcVdHYIq2ivuuROwdBhGjloGmUkQcxGU2aOk9WzbOzKuqKjfccIMxzPPhhx82yiObHHc+bJghbrfqJzxAzcjMmTMNI26/fv1qdNrNiHdyfp+W2Cwyu4o9zFy9l1BYxPTv358333zT2Pamm25i8uTJzbpeExMTk787poBpLLpmTKPWdU30JUFClsCLHVnzY5dCSM444p2i50plQBVip4rgASIwul4dgQn6oHSn+HmnEaBYSFbzACh0tq+z6qgu2iZHE2234AmobCs4yATqfXjzzTeNPg7du3ePaKXdpHhLYNUn1RVH7Zt3LIGu6xHlnffff3+t5eDpcQ7O69MSqyKxo9DD92tzjd/nmDFjDF+QruuMGzfOKDE3MTExMWl6TAHTWHQNi6SjI96w0EKAhCRb8OkWFC2AXQoiO+NIcNmQgGBIozIQjsLouuiwCzjCAsYX3EfghHygBoTIKcsGixMyjhNv6GqQ5IDoSVBga3haRZh5hZdk9e76mXn9fj8TJ0407v/vf/9rnmGN/gohXgKVoiFfM5VL78vs2bONoWu9evU64IiAlvFO/tm7JRZZYku+mx/WVYuYZ555RkzkDXPPPffwn//8h79ooZ+JiYnJEcUUMI0lbOLVkUX6SFNBkpAVMZjRogdxSCFkZwJRdgtWi0xQ06rTSCG/EDGAwyUmTOs6+ELhKIy/QmwTqBBCxpUI7cKdH4u2kmzxg8VOoRbdqOV3bynMvNnF9TPzTps2jbw8EfUZNWqU0SGzSQl6YfU08JaCMx56XSI6Czcj9Y2+7EtWkouze7VAliT+zBWjB4KqhiRJPP300zz++OPGtk899RQ33HBDjc6cJiYmJiaHhilgGosuTLw6khAvWggkkBQrPk1B0YLYpBBKVAIOq4zdIqOqOm5/lYAR6SMUC4rFisMqogyGD8ZfAd5iEYmwOKDjMLCGa+Xz15NsC0JUMoWVgUZ9wo9z1t/Mq+u6MeYe4N///neDz3dQQgFYMx3cBcKw3PtSsDe+T019mT9/PgsXLgREO+/9p+DWRbuUaM7p3QKLLLGtoJLPV+zGGxCdmO+9915ee+01Qwi9+eabEYMhTUxMTEwOHVPANBZdR5F1NCTQVXRdpJBkRSGoihlFTkJIzgScNgW7RSaoapR5w9GOsP8FqxARTqv4VXj2FTAlO8UIgcS2kBKe8hoKQPFWEmwqSnQKgZBWs79MPamvmXfhwoX8/vvvAPTt25d//OMfjTpfneg6rP9ajAqw2IV4cTbtxOy62Df6ct999zVoWFv7lGhGhauTcsp8TFuWTZlXlMrfeOONTJ06FYtFVKA9+eST/PTTT027eBMTE5O/MaaAaSyGB0ZC1lV0VYgIWbESUkNIaNhlFZzxRNksOKyi6LqgYj8BYxFRlaop1b4qI6+nEDxFos9L5onVRt2izaCGUFwJJCYmAlCw72TqBrCvmXfrAcy8L7/8snH71ltvbfp5R7uXQdEWUCzQ62KITm3a49eBrutccMEFZGZm0qFDBy655JIGHyMj3snF/VoR47BQ4gkybVk2+RXC23TZZZfxxBNPGOe64oorKCgoaNJrMDE5mhg8eLDZC+kI06ZNm+Ztb3EUYQqYxhIWMBoykq6iGQLGQkhVkXQNm6yDNQpZlohziVLqgoqw2AgbeKs8Hg6bSCEZEZi89aIKxx4Nie2qz5u/QXxP7UJytBA/hY0UMPuaedfUYebdtWsXX3zxBQBpaWlcfPHFjTpXnbjzYds8cbv90Gbt9bI/kiQxfvx4tmzZwrfffmtESxpKUrSdS0/MIjnGTqVf5es/9hqpwttvv51hw4YBkJOTw9VXX22aek1MwsybNw9JkigtLT3SSzE5BjEFTGPRVORwFRKAGgwiUkgWtFAQGQ2LIhkCJSlKCJiiyqoITFjAVEVgqjwwVRGYgk3CVxOVUp1OCfmheLu4ndqNlBhxzMYKGDi4mffVV181DKg33HADdru90eeqgRoSqSNNheSOkNGn6Y7dAGw2G506dTqkY0TbLVzUt1X1EMhVok+MLMu89957xoykb7/9NmJyrYmJSfNwLI/1OJbXfjgxBUxj0TVkdCSEDyakhgAdWbEgq+KPT5ZlQ8AkRwuxUVJZFYGp8sCIx522fQRMRR6480BXISq9WsCU7hKixhkPUSmkVEVgKhovYOKcVtokiTLu/c28Ho/HaNBmtVq54YYbGn2eWtk2LzzjyAWdz2xwP5ujDYdVYWTvDMMT89Of+ei6Tnp6Ou+9956x3V133WVOrzY55qmsrOTKK68kOjqaFi1a8Nxzz9XY5oMPPqBfv37ExMSQnp7O5Zdfbowh2bFjB6edJiorExISkCSJq666CoBZs2ZxyimnEB8fT1JSEueccw5bt2494HoGDx7MhAkTuO2220hOTmb48OEArF27ljPPPJPo6GjS0tK44oorKCwsNPbTNI2nn36aDh06YLfbycrKipgEvWbNGoYMGYLT6SQpKYlx48bhdouU++zZs3E4HDUiSLfeeitDhlT3r1qwYAEDBw7E6XSSmZnJLbfcQmVlpfF4mzZtePTRR7nyyiuJjY1l3Lhx9dovPz+fkSNH4nQ6adu2LVOnTj3gc/RXwxQwjSUsYAB0JLRwWkCSLchaeOaRbDF6mKTGCLFR5g2JNvTBSAETUYWUuwaCHhGdcUSDXZhtKd0hvie0AUkiORyBKfUGjdb2jaFHHWbeDz/8kJKSEgAuvfRS0tPTG32OGhRvE94XgC7niMqjw8SqVau45ppr2LJlS5MfO95l46ye6UgSrN9bzspdpQCceeaZRvVWIBDgoosuIjc3t8nPb2JyuLjrrruYP38+X3/9NbNnz2bevHmG2b+KYDDIo48+yqpVq/jqq6/YsWOHIVIyMzP5/PPPAdi4cSM5OTlGtWNlZSW33347y5cv56effkKWZc4///zqwbl18N5772Gz2Vi4cCGvv/46paWlDBkyhD59+rB8+XJmzZpFXl5eRCr83nvv5cknn+SBBx5g/fr1fPTRR6SlpRnrGD58OAkJCSxbtozp06czZ84cJkyYAMDQoUOJj483rgNEx/Jp06YxevRoALZu3cqIESMYNWoUq1evZtq0aSxYsMA4RhXPPvssvXv35o8//uCBBx6o135XXXUVu3btYu7cuXz22We89tprhkD8W6D/RSkrK9MBvaysrHlOULxDL3/7fH3yQ2P0Wyc+rpe9/y9df+dMXf9qgn7b82/r9z5wjz7/tZuMzVdmF+uXvrFIv/795Xqx26/r677W9Z8f1/Wdi3Vd1/X1e8v052dv1D9btkPXf3lO1984TdffGKzrC16sPufSyWKfvPXGj96Yv0V/fvZGPafU2+hLUVVNf3P+Vv352Rv1jbnluq7ruqZpevfu3XUQvfqWL1/e6OPXwF+p6wtfFtey8YemO249ufDCC3VAl2VZ//7775vlHMt3FOvPz96ov/jjJn1nYaWu67ru8/n0Pn36GM9p165d9dzc3GY5v8mxg9fr1devX697vZH/w88995zesmXLg36NHDmyxjFHjhxZr32fe+65Rq25oqJCt9ls+qeffmr8rKioSHc6nfqtt95a537Lli3TAb2iokLXdV2fO3euDuglJSUHPF9BQYEO6GvWrKlzm0GDBul9+vSJ+Nmjjz6qDxs2LOJnu3bt0gF948aNenl5uW632/XJkyfXesw333xTT0hI0N1ut/Gzb7/9Vpdl2fjfvfXWW/UhQ4YYj//www+63W43rmns2LH6uHHjIo7766+/6rIsG7/z1q1b6+edd17ENgfbb+PGjTqgL1261Hh8w4YNOqC/8MILdT1NRw11/d3rev3fvxvnWjQBXUNCR5JA0+XqRmUWG5ImDJx62N8CEOu0Ybco+EMqbn+IhFA47RPexhmOwFhKt4FeJtIpFidEi08CBCpFjxSA+CzjuMnRdir9HgrdftLjqs/XEGRZonvLWJZsK2bJtiI6pEQzb95c1q1bB8DJJ59M3759G3XsGug6bPpezHWKSob2pzXNcevJqlWrjE9LKSkpDBo0qFnOc3xWPIVuP+v3lvPtmhzO79OS9DgHX375JYMGDWLnzp1s2LCBIUOG8PPPPxuf+ExMqigvL2fPnj0H3a62eWQFBQX12re8vOEDXUFEFQKBAP379zd+lpiYSOfOnSO2W7FiBQ8//DCrVq2ipKTEiKBkZ2fTrVu3Oo+/efNmHnzwQZYsWUJhYWHEfj169Khzv/1fp1atWsXcuXOJjq7Z8HPr1q2Ulpbi9/sZOnRorcfbsGEDvXv3JiqqOkJ88skno2kaGzduJC0tjdGjR3PSSSexd+9eMjIymDp1KmeffTbx8fHGGlavXh2R3tF1HU3T2L59O127dgXEDLb9136g/TZt2oTFYom45i5duhjn/TtgCpjGomtIugZIaIAWbmSnK47wWAHEEMYwMQ4LNouM2x+i3BesrkIyyqiFgIkpXg8xfrBFi/STU5RKUxKehRSdGpFuSYmxs7PIQ26Zz0gFNYbjsxJYuauUQneAP3MreOONN4zHbrnllkYftwY5q4RBWVag60hQmmEcQR3ous6ECROMKqC77roLp7N5Ov1KksTQLqmUegLsLfUxffkuRvRIp2Pr1sybN49BgwaRnZ3N+vXrGTJkCHPnziU19fCUj5scG8TGxtKyZcuDbldlEN//Z/XZNzY2tlFrqw9V6Zfhw4czdepUUlJSyM7OZvjw4Qc1qY4cOZLWrVszefJkMjIy0DSNHj16HHS/fYUGgNvtZuTIkTz11FM1tm3RogXbtm1r+IXtxwknnED79u355JNPuPHGG/nyyy+ZMmVKxBquv/76Wl9Hs7KqP4zWtvYD7bdp06ZDXvuxjilgGktVBAbQJRldVcECAcWBogsPjGapfnOMcViwW2TKvDrFlYF9BIwQOQ6bglX14HLvRHeFkCwOEYVxxovtSnaI7wltIpbRIs4JlLC3zHtIl+OwKpzYJpFfNxfyw4qNfPnll4B4ITzvvPMO6dgGnmLYMkfcbnsqxDShp6YeTJ06lQULFgDQsWPHGjnopsaiyJzfpxXfr81hW0ElM1fnMLBjkL77iJhdu3YZIuann34yIzEmBrfffju33357o/adMWNGE68mkvbt22O1WlmyZInxJlxSUsKmTZuMqOaff/5JUVERTz75pBElqhoGW4XNJnx8+47aKCoqYuPGjUyePNkYWVL1f9tQjj/+eD7//HPatGlTa5uEjh074nQ6+emnn7j22mtrPN61a1emTJlCZWWlITAWLlyILMsR0abRo0czdepUWrVqhSzLnH322RFrWL9+PR06dGjw2g+0X5cuXQiFQqxYsYITTjgBEF6iv1NJumnibSxhASPqkDAa2QUkFxY9hISOX6lW1HaLQrRd/AMVlPtFSTQYJl6XVSG5cjO6rhG0xgK6EDdVFUh1CJiW8WL/InegegxBI+mdGU+Mw8K8mZ8TDAoRdtVVVxkvMoeEpsKGGaK3TXwWtDrx0I/ZAMrLy7nrrruM+y+//HLTloTXgc0iM7JXBsdlxQPw6+ZC5mzIJ6t1G+bNm2e8sK9bt46TTz65WYzFJiZNTXR0NGPHjuWuu+7i559/Zu3atVx11VURnayzsrKw2Wy88sorbNu2jRkzZkR0vgZo3bo1kiQxc+ZMCgoKcLvdJCQkkJSUxJtvvsmWLVv4+eefGy3kxo8fT3FxMZdddhnLli1j69at/PDDD1x99dWoqorD4eCee+7h7rvv5v3332fr1q389ttvvP3224AQJg6HgzFjxrB27Vrmzp3LzTffzBVXXBHxYWP06NH8/vvvPPbYY1x44YURry333HMPixYtYsKECaxcuZLNmzfz9ddfH/QD1MH269y5MyNGjOD6669nyZIlrFixgmuvvbbZospHI6aAaSz7eWCq0kYB2Y6ih7Ci4pNdEbskhHvBFFb6q8uowxEYiyyR4RNvXh5HmojQKDYhYLwl4CsTYwXiIvPdTptCUrhE+1CjMFZFpn/bRH777lPjZ7V9KmkUOxdCeY643q7nQANa9jcFEydONKp+zj33XEaMGHHYzi3LEqd1TmVw5xQkCdbuKeObVXvJbN2GuXPnGiJm69at/OMf/6jxKdXE5GjkmWeeYeDAgYwcOZLTTz+dU045JcKPkZKSwpQpU5g+fTrdunXjySef5Nlnn404RsuWLZk4cSL/+c9/SEtLY8KECciyzCeffMKKFSvo0aMH//73v3nmmWcatcaMjAwWLlyIqqoMGzaMnj17cttttxEfH2+IrQceeIA77riDBx98kK5du3LJJZcYlTwul4sffviB4uJiTjjhBC688EKGDh3Kf//734jzdOjQgRNPPJHVq1cb1UdV9OrVi/nz57Np0yYGDhxInz59ePDBB8nIyDjg2uuz37vvvktGRgaDBg3iggsuYNy4cX+rVLSk63/NtqDl5eXExcVRVlbWPHnenNX4v7uXqXvSWKp1ZWLKT6S5ZHLaXsDri/Ow+Qpp27UPl196pbHLOwu288O6XPq0iuE/rm/ED0+5TURhKotY9cXTuIOQ2aEXWVunQmJ7OOcFyFsDG2dBfCb0+VeNpcxZn8eaPWX0a5PAwI418+ENYf78Xxg8WISA+5z4D35fsvCQjgeI/jUrpwoDb7dzIa1u815zsG7dOnr37m184tqwYQNt2rQ5rGuoYluBm+/W5BBUdbISXYzsnUF+7l7OPPNM1q5dC4hc+PTp0znzzDOPyBpNDi8+n4/t27fTtm1bHI7GGfFNTI41DvR3X9/3bzMC01i0EFVt1yyo6OH2BAHsyLqKlRCVRJqyqprZVVS6MXr4Vhl9S3dgVWTc9jQqKyvEz5zxYj5QVfoovnWtS8kIp5H2lh5aBAbg7bffMm73HHpB9fTsxhL0wZ8zhXhJ73HYxYuu69x8881Gjv3ee+89YuIFxBTr8/q0xGaRyS728NXKPaSkt+DXX3/l1FNPBYT5ceTIkbz//vtHbJ0mJiYmRztNLmDatGmDJEk1vsaPHw+Ibon7P7Z/h9fs7GzOPvtsXC4Xqamp3HXXXYRCh/hG2tRoKhKi2kRBFY3sJIWgLiOhY5U0PHqkxyI1VqjMoM8rGsZZbNWplNJsbIpEmb0Fle5waWNUqnjjr6pA2s//UkWVDyav3H9IDe1KSkqYPn26OHVsHN1PHsaSbUWNPh66Dpt/AG8pOOKgwxmNP1YjkSSJu+++m44dO9K2bdsIH8yRolWCi/PDImZPiZcvf9+DIyqGH374gVGjRgHC1HjNNdewcGETRMBMTExM/oI0uYBZtmwZOTk5xtePP/4IwEUXXWRsc91110Vs8/TTTxuPqarK2WefTSAQYNGiRbz33ntMmTKFBx98sKmXemhowXAERsJKCBUJZAW/KrwxiqThk2xo+3S2TXDZsCgSWtCHP6SJPi8g3uhLs7EqMuWOjOpW0TFpYthh0CvKjWNrz5nGOi1E2y2omk5uma/RlzR16lR8PrH/JZdejtVmZ+2ecvLLG3nM3DViKKUki9SR9ciEx0eMGMGaNWuYNWvWUWNwy4h3cmHfVsbYgc9/300QhWnTphmCXlVVLr/88r9VVYGJiYlJfWlyAZOSkkJ6errxNXPmTNq3bx/RMMzlckVss2+Oa/bs2axfv54PP/yQ4447jjPPPJNHH32UV1999egacKWGkMLDHAvVaHb4Y0G2EFB10DUUNDTZVj2cESE07BYZPeglENIMAy+VhRDwYLHZcSsJeKrSNjEt9kkfZRljCfZHkqRDTiPpum7MPQL498030SktBk3Xmb0+L2LEQL3wFMPm2eJ224EQd/CeFM2J3W4/5IGNTU1arINRfVvisinkl/uZuiSb7BIfr7zyilE+mp2dzbhx48wJ1iYmJib70awemEAgwIcffsg111yDtM+gvqlTp5KcnEyPHj2499578Xg8xmOLFy+mZ8+eESVqw4cPp7y83OgMWxt+v5/y8vKIr2ZFFx4YLzaKNRebAwnosoWACug6Fgl0xU5loDr1FeOwYrMoSCE/vqBqNLGjNBsAKa4luhaiMqiDbBWdaksPnD6qomVCWMA0shJp6dKlrFmzBoCTTjqJHj16MLhzCk6bQkGFn+U7iut/MDUE678SJdMJrSHzpEat6VDw+XzHxJt+aoyDS07IJC3WgTeg8tUfe1i8vYT33v/A6Kg5ffp03nnnnSO7UBMTE5OjjGYVMF999RWlpaXG8C6Ayy+/nA8//JC5c+dy77338sEHH/Cvf1VX1uTm5tZo5lV1/0DD75544gni4uKMr9raazcpYQ+MX7cho6FqoKIYERiLrKMrdjz+6ghMlE3BaVWw6gE8AbU6AhMe0uh2tsTn81IZQvhj7LGGuDmYgMmIF2Job6kvIm1VXyZPnmzcvu6668R67RYGdRJVTUu2F1PorufU6+3zxURtq1MMajzMJdMA48aNY9iwYYYoO5qJd9m4uF8ro1fM8h0lLMmXePm1141tbrnlFjZs2HCEVmhyODgWBLeJSVNxsMGc9aFZO/G+/fbbnHnmmRF161VjwgF69uxJixYtGDp0KFu3bqV9+/aNPte9994b0eyovLy8eUWMFkKSwI8FBQ1Z1whiIRAIoUM4AmMTQiWMJEnEO62oBPAEQuINPux/8QVV5ux1sD2nkNiQJKqTgh4RxbC5IOrA5dHJUXZsFplASKOw0m9Mv64PJSUlfPzxxwDExMRwySWXGI91SY9hU14F2woq+XF9Hpf0y0SWpboOJaZM71oa3vlscDRfq/K6WLp0KR988AEgpsVmZ2cf9eWpFkXmtM6pZCY4mb0+j5wyHzGtTuCqsdcy5e238Hg8XHbZZfz2229H/bWYNAyr1YokSRQUFJCSkhIRrTYx+auh6zqBQICCggJkWT6kRqnNJmB27tzJnDlz+OKLLw64XdUwsC1bttC+fXvS09NZunRpxDZ5eXkApKfX3Xrebrcfls6qBpoQJkGsyOhIaAR0hUC4WkpWZBRFEUJlHxKjbJTpASqrIjDufAj6yPNoeOzJyME9uIMyQWss1opwxCm+tRgrcABkWSIj3sGOQg97S30NEjDvvvuukca78sorI2ZySJLEkC6p7C7ZSW6Zjz92ldC3dWLtBwr64M/vxO2WfSG5Y73X0FTous5tt91m3H/wwQePqTf8DqkxpMQ4+OqPPRRXBuh3yW38tmghf27YwKpVqxg5ciTTpk0jMbGO34HJMYeiKLRq1Yrdu3ezY8eOI70cE5PDgsvlIisrK6J7c0NpNgHz7rvvkpqaGjETojZWrlwJiMFaAAMGDOCxxx4jPz/f6Cj4448/Ehsbe8DppYcdTbTaD2BBRkNGRGB8wRC6DrJiRZElIVT2ITnajkcPt/23OKA0G03X2RqIR3ZZcGqVBEIabnsyCcVbxU6Jbeu1pIw4Z1jAeDkuM75e+6iqyquvvmrcr629dYzDyqBOKfy4Po9FW4polxxtdBWOYOtP4K8AV+JhnzJdxSeffMLixYsBMcfk+uuvPyLrOBTinFYu7NuKz1bsprgSLrn7OZ668QJ8Ph9z5syhf//+zJgxw5hia3LsEx0dTceOHY0RHiYmf2UURcFisRxytLFZBIymabz77ruMGTMmYoDW1q1b+eijjzjrrLNISkpi9erV/Pvf/+bUU0+lV69eAAwbNoxu3bpxxRVX8PTTT5Obm8v999/P+PHjD2+E5WCEZx/5dSFgJF0jqMv4QiKvJysWFEmqrigKkxxjI1cP4A+qaLIduXQnJZ4ABUo60Q4LcbjRdNgTjCGhKgKT2K5eS6qqRNpT4kXX9Xr9cXz//ffGRNYzzjiDLl261Lpd94xYNuZWkF3s4dcthfyz934l3YVbIGe1iBR1PuuwTpmuwuPxcM899xj3n3/+eazWw7+OpiDKbmFU31Z8vmI3tGzPLc++xzsTJ1BYUMCWLVvo378/H3/88UE/IJgcOyiKgqLUXmloYmJSk2ZxV86ZM4fs7GyuueaaiJ/bbDbmzJnDsGHD6NKlC3fccQejRo3im2++MbZRFIWZM2eiKAoDBgzgX//6F1deeSWPPPJIcyy18egisuLHKjwwaAR1BX8wnEKy2JFlKcIDA6LqxKYHCGo6Pl2B0mzyy/2U2TPonhFHC5uoItpVEhD+mJg0sMfUa0npcQ4UWcLtD1HurV/jv1deecW4ffPNN9e5nSRJnNYlFUmCrfnuyH4zQS9s+l7cbnWCGHlwBHj55ZfZtWsXAGeeeeZhnXfUHESHRUyCy0p6p+O489XP6d5TCP2KigpGjhzJCy+8cIRXaWJiYnJkaJYIzLBhw2p11GdmZjJ//vyD7t+6dWu+++675lha0xH2wASwiggMGgFNEg3qAKtNRIv298DEu6w45BCqpuOpLEf2eijyg8eeTI+MOPItleQCRZ4AlQELUUn1H8FuVWTSYu3sLfWxp9RLnOvA0YeNGzcye7bo1dK2bVvOOuusA26fGGWjS3osG3LKWbytkPP7tBIPbJkDfje4kqDtqfVeb1NSXFzMk08+CYAsyzWGxh2rRNstXNgvk8+W76KENK587H1+eO0Bfp71Dbquc/vtt9OnTx8GDx58pJdqYmJiclgxZyE1Fi1EQJdRdbnaA6PL+INCwCg2MYl6fw9MjMOKSwqiajr+snzyK/yU21vQOjmaOLtEnF6BVZEIhjTyynxioGMDaEhDu30nqo4fP75e4euT2iUiSxI7Cj3sLvFA4WbIXStSR13OPiKpIxBl9GVlZQBcddVVR5df6hCJtlu49MQsOqZFY3U4Oeu2pzlvzE3G4+PGjcPrPfQ5WCYmJibHEqaAaSyailu1IUmEy6h1/JpEINyDxRZuWe8NqBFdbKPtFhxSEE3X8ZXkkF/ho9zegp4t48BXgkv3YpN1PLqNHI+E19Gw0eiGgDlIQ7vy8nKmTJkCCDf4/um+uoh32eieIUqjf9uUg74xnDrKPPGIddvNz883UmF2u52HH374iKyjOXFYFc7u2YIzuqXhsFk45bKbadu9DwCbN2/m0UcfPcIrNDExMTm8mAKmsWgqbs2GBCiSioyKJyihhkTExe6MRg6baPdNI9kUiSglBLpOSf5ugqpOKDaTtsnRUL6XaNmPIoNmcVLkyGRtTkWDlpURJwRMkTtc6VQH7733Hm63G4B//etfJCQk1Psc/dslYpElyP6N8rJScCZAmyOTOgJITU1l5syZ9O3bl5tvvrn5mxgeISRJokfLOEb3z6JlgouLbpuEYhERr2eeeYZVq1Yd4RWamJiYHD5MAdNY9BBuzYokQazkRUajMgR62BtjcUTjsomUTISQUIO4rDIO3UthuRdVttGuTTsUWYLyHFyyKKO02R2UOjJZtau0QXOInDaFhLD3JbeOIYyapkWkj2ornT4QMQ4rx6XKtKhYza5iD3q7waA0a0/Eg3L66aezdOnSv0UkIt5l46J+mZwz6ASGXirKxEOhEGOvvRZVrVu0mpiYmPyVMAVMY9FC4QiMToJUiYxGQANN17FIKoojBmdYwET4YEJenDYFh1ZJuU+lwtGC7q3C0Y+KXKLwARJYHQRiW1PhC7GtwN2gpbUIp5Fy6vDB/Pjjj2zatAmAwYMH07Nnz4ZdO3CCvgYrKntIZjtHdlBjFbIsH1NN6w4FRZYY2DGF5x97iPTWwie1YvlyJj39/BFemYmJicnhwRQwjSWcQpLRceLHRoiQJqIbVklDtjmJsocFzL69YEJ+omwKiuonqOm4UtsS5wwbXyvzcakVIFvxWePp3Er4X7Y2VMDEiTfxnLLaIzD7Nq47UOl0nZTn4CjaQHqck53xA1i0rbhR85cOlZKSkr/9/JjuWcm8+/bbRs+fxx95iO8Wrf7bPy8mJiZ/fUwB01i0EBWqiMA4pQAWNEKqjq7rWCQdxebEZRNplYheMCEfUVYFq+ZF1XTSWu5TZVRZQFSoHMliRXMkkBYrhMiuYm+D3pBahH0wueU1Bztu376dmTNnAtCqVSv++c9/Nuy6dR22/gxAWse+BKPSKKjws3ZvWcOO0wScf/75DBw4kIULFx72cx9NjBg6iHHX3wBAwOflpmvH8M0fOwmqhz4szcTExORoxRQwjUXXhAcGHZfkR5IgpOtomhAwFquDKEPAREZgHEoISddQkXAl7dPRtrIIWfXitCrgTCTGacESbkxX4ql/i/GkKJsx2LGoMhDx2Ouvv26IoRtuuCGiU3K9KNwsJmTLFuydTuMf7ZMAWLilqEbPm+bkl19+Yf78+SxcuJCxY8c2yWTTY5mnn3qS1q1bA7Bzw0qeeuj/+GTZLko9gYPsaWJiYnJsYgqYxqKpuDUrMuAiKASMqqPrWjgC4zA8MPtHYHRfBRoKJVI8UlXfFE2DihxAxxUVBTYX/qBm+Fmyiz31XposS0b0Zt+OuV6vl7fffhsQXZGvu+66Bl8z2+aK25kngCOO3q3iSYmx4wuq/Lq5sGHHOwQmTZpk3L7vvvsOaSDYX4HY2Fi++OILwwO0aObHfPfZR3y0NJst+Q2rZDMxMTE5Fvh7v+ofAqFQCE+4CsmJHwmdoCYJASODxeao3QMT9KH6ytEkhWI5mdKqyIq/HHylgER0YgYgURkIkZUoGuLtaoCAAcgI+2D27Qczbdo0ioqKALjooouMYZn1Zs/v4CkGmwuyBgBCLA3tKkYMrN9bLprbNTNLlizhxx9/BKBdu3ZcdtllzX7OY4Hjjz+e119/3bj/+SsT2bJuNd+symHW2hx8QbNCycTE5K+DKWAaSWUI0HWskopNCiEBQU2CsAfGanfuk0KKjMBovgp0yUKZNZm8qlLnijwxU0hWcKW0NvbLTBQRmN0l3gYZZdPjIiMwuq4fUuk0/grY8Yu43fZUsFQP1mwR56RHRhwAc//Mb1DZd2PYt1T63nvvbXga7C/MmDFjuOkm0aU3GPDz0eO3UllezIacCj5YvLPBFW0mJiYmRyumgGkkFWFrQZQURJFFk7GApqPpOooEVrvT6ANTuY83RA140HwVoCi4bSnkVkVICjeCFgKLg6hE4Yup9IdIi3Fgs8j4gioFbn+911dl5C2uDOALqixdupQVK1YA4pN6//79G3bBW36CUABiM6DFcTUePrlDMk6bQqE7wMpdJQ07dgP4/fff+fbbbwHIysriyiuvbLZzHau88MILDBggImR5e3fzw8v3EmPVcftDfL1yL7PW5uL2Hz6/komJyV8UTRX2hyOEKWAaiTsoATpRchAZkABVF0U6iiJjs1qMKiR/UCMUrggpL8wBXQOrE68ljryKsCgpEH1ZiErC5RLRk0q/iixLtEoQYqQhaaR9G9rllPkiSqfHjx9vlN3Wi+LtkL9BzDvqNFx8r+V8p3RIBuC3bcVU+OpvOm4I+3pf7rnnHmw2W7Oc51jGZrPx2WefkZaWBsCCX+Yx86X/0LtlDJIEG3LKmbJwO79uLjhgt2YTExOTCPxu8V619Wf440NY8DxU7D1iyzEFTCNxh8SbeJQcQJZEBEbVJHRdR1Is2BQZh1UWHXYBT9h/UFm0GwA9Kg1dUsgv94mqoNId4sAxGUTbhfCpitxkVvlgGugvSQ9HYdZv28W0adMASExMbJhnRA3BZjGxmpZ9ISa9zk27Z8TSMt5JIKQ1i6F3zZo1fPnllwC0aNGi3vOb/o5kZGTwxRdf4AzP5Pr6q694+7E7GdUng4x4B0FVZ/mOEt5ZuJ3FW4vwh0whY2Jish+aKj7Abp4DS96ARa/A2s8hewmU7hLvD+U5R2x5pnmgkVQEhd8lSgkii5uoSOgAshAwkiThsilU+EJ4/CqxDiv+0hxsgCMpE6kU3H6VCn+I2LI94sDxWUbqyRMO82cmCAGzp0T0jqkSRQcjI97BhpxyPnp/CoGAyHldc801xptavdi1JGzcjYI2Aw+4qSRJDO6SwkdLstmYW0HvzHhaxjfgXAfhscceM27ffffdf5uuu43lH//4BzNmzOCcc87B7/fz0Ucf4XQ6eeONN8gu8bFwSyEFFX5+21bEn7nl/LN3BknR9oMf2MTE5K9LoBKKtkLRFijZLqwDVUgSuJIgrpWwE8S2AlfiEVuqKWAaiTsoglcuyY+MjiopaOEUkiZZsVnCj9ssVPhCVAZCaJqO6i4AID69DY5KBV9IpaTCR6xH/Jzkjob5t2oEQXK0DZdNwRNQySnz0iosaA5GepwDTVWZ9dmHgBAYN954Y/0v0lsCOxeJ2x2GgvXggiE1xkGPjDjW7Clj/sYCLjsxs2HpqgNwww03UFBQwNq1axk3blyTHPOvzumnn85nn33G+eefTygU4u2338blcvHSSy/RJimLzfluftlUQKknyCfLdnFmj3TapUQf6WWbmJgcLjQVKgugeJsQLeV7xRtZFbYoSGoPSR0gvnW93gcOF6aAaSRuVQZ0oiSRQkKSUXXxRq3J+wqY6oGOheVurIFyZAlSWnXAmR2iwheiqKiQ1gEPIEFyZ1zh8utASCMQ0rBZZDITXWzMrWBXcf0FTHKUne2rf6M4T0R3RowYQbt27ep3gboOm2YLY3FCG0jtVt+nhgHtk9iYV0FeuY/1OeV0D1coHSqDBw9m8ODB5OXl4XLV7zkwgXPOOYePPvqISy+9FE3TeOWVV6ioqOC1116jU1oMrRKczFydw54SLzNW7eXkDsn0a53QZMLTxMTkCKProsrVXyG+vCXgzhNfniIhYvYlJg0S20NyR4hpUavv8WjAFDCNxB0SAiVaCSJJOrokoxEWMIrNSPMYlUj+EAXlecToQSxWB7HJGTiteyiuDJCfswvUgChNjmuF3aIYnXQ9gRA2i43MhCoB42FAuPvtwZBlid9//MK4f+2119bv4nQdNv0gFLmsQMdhDfoDjrJb6N82kV83F7JoSxEdU2MMQdcUVJlTTerPRRddhM/nY8yYMei6zpQpU1i9ejWff/45bdq0YdTxrZi3MZ/Vu8tYsLmQwgo/p3dLw6qYNjkTk2OOoFd0TC/ZIb77SoVfpS4sNojLqo60OGIP10oPCVPANAJV06kMyaDrROMnhI6uS6jI6IAmV/sIouzVvWBCuTuI1TUsrljsjigSomzsKfWyOyfs4rZFQZSo5HHZFAIhjcqASrwLo6FdTpnPiMocjMLCQpbN/wGA+MRkzjnnnINfnK7D1p9g7x9CtHQ5G6LqJ5j25bjMeFbvLqPMG2T5jmL+Ea5QMjlyXHHFFdhsNq655ho8Hg+///47ffv2ZerUqYwYMYKhXdNIjrYzb2MBf+ZWUFQZ4JxeLYh3mZVeJiZHLWpIpIDceeDOh/I94nZt8/NsLrDHgCMOolIhOg2iU8X9ozTKciBMAdMIKgMhdF1HkTRcSpAKSUIGQroQFSFLtXG1KgLj9odwFWwFwBEVBxYH6XEO1u4pI7c4PAjRlWL8EUXZLJR6gkYX3ziXlVinlXJvkL2lXtokRx10nR988AGhoChnPmn4+fUrOd7+C+xaJm53PhPSuh98n1qwKDKndkrmm1U5rNhZQveWcdVTtxtATk4Ol19+OXfccQdnn322mdY4RC655BK6devGBRdcwJYtWyguLuass85i0qRJ3HvvvfTOjCcxysZ3a3IoqPDz0dJsRnQ3fTEmJkcFgcpqoVL13VMsWnPsT1Sy8KwktIaoFLDHgvLXesv/a13NYcLtC4kKJCmAIunI6OhAUFfQAVWuFgpVEZiiSj8J7r1IgCMuGWRZtPvXdUo8AXwWC47YFsZ+rlrGEGQmOFnnDZJd7DmogNF1nbfeesu433vo+fiCKg6rUvdOOxdVm3Y7DoMWvev3hNRB+5RoWiU42V3iZeGWQs7q2eLgO+3H888/z7x585g3bx5PP/00d9111yGtyQR69uzJ8uXLufLKK5kxYwa6rnPffffhdrt57LHHyEx0cXn/LL5dnUNOmY+vV+7lpHZJnNQu0RSQJiaHA3+FKE/2FIG3WIgUbzEE6milYXVWR1Ni0iE+S0Ra/uKYAqYRiC6mOjGyDwVNVCGhIAEaMppcHWlwhgVDQVEpPYOl2CwySrSYQZQS48AmhfAFdUqUaFrEtjT22zf1VEVWkot1e8vr1Q9myZIlrF+/HoAOPfuSltWe3DJf3cInZzVsmy9utz8NWvWt79NRJ5IkMahzdVn1cZnxZDSgrLq4uJj//e9/ANjtdv71r38d8ppMBHFxcXz55Zc88cQT3H///QA88cQTSJLEpEmTiHFYubBvK37ZXMCqXWX8tq2I3HIvw7unGw0aTUxMmgBdh8pCKN0JZbtFFZCvrO7tXYkiohKdVi1a7DHHZAroUDFfiRpBhS8Euka0JIY4ypLwwCCJOuqQVDMC4y/ZjYyKxR4FdhGOj3dZcRLAp0Ix8bSIqTanGqXUEREY4YMpqPDjDajGtOva2Df68s+LrwCoO/Xkd8OWOeJ26wGQdVJDno4DkhrjoHtGHGv3lPHLpgIuOaH+ZdUvv/wylZWVAIwdO5YWLRoewTGpG1mWue+++0hISGD8+PEAPP7448iyzCOPPIJFkRnSJY30WCc/bchjR6GHqb9lc2bP9HpXwpmYmNSCGhKCparfyv6CRZJECigqVQgWZ2L1d4vpSavCFDCNwO0XKaTocA8YCQghI+k6Cjp+vfpprfLAKO4ckELYYmLBIurohYDxU6jJlEixEJ1eY7995yhF2S0kx9gprPCTXeyhc3rtIcKKigo++eQTAGJiYrjkkotYuMNNdrGHf9S2w9afIOQXpXNtTj2EZ6Z2BrRPYlNeBTllPjbluetc975UVFTw8ssvA2CxWLj77rubfF0mgptuugld140Bn5MmTUKSJCZOnIgkSXTLiCUlxs53a3Iorgzw2YrdDGiXxAltEpHr2VTRxORvj98NxWHBUrwd1H3GrcgWiM8MN4hrKZrEWcymkgfDFDCNwO0LAjrRkg/ZSCEJA6+Mhk+3ipECkoTdIqPpOtGBArCGcETHGwImzmnFoXsIqZCnx4t6+zDGOAF/ZH1+60QXhRV+dhZV1ikEPv30UyNycdlll9ElM4WFO9zklvtq+mCKt0He+vCcozNBbvqy2Wi7hb6tE1i8tYgFWwppnxKF5SDlua+//jolJWIo5OjRo2ndunWTr8ukmvHjx6PrOjfffDMgJn4XFBTwwgsv4HA4SImxc9mJWczdmM/6veUs2lrE7hIvZ3RPI9bRcHO2iclfHl0XJtuizeEGcfu13LdHi5LlqgZxZmSlwZgCphG4fUHQhQdGAmRJR9MVQBh6VdmGL6jhtClIkkRI1UhXi7DbNSyOWENZ21FJpIwd6OxVE4T6DlNl4vUEImv3Wye5WLGzhOxijyGS9mff9NG1115LrMNKYpSN4soAu0s8dEgNCx81KJrVgZhzFNt8KZrjsxJYs7uMcm+QlbtK6dem7vbTbrebZ555BhA+mnvvvbfZ1mVSzYQJE9B1nVtuuQUQInLx4sV8+umndOrUCZtFZnj3dFolOJn7Zz7ZxR4+WLyTAe2TOK5VvBmNMfl7o2mi30plYXVXW39F5DYx6dWiJSb9b+lbaUpMAdMIKqoiMPjQdRuyBKouIwGKpBOQrFQGQoZHRQ6UY9N9WGVJ9HqpKrN259FCqQAs5OtxqI5EqmIjVR4YT0BF03TjzSEj3olFlqjwhSiuDNSYXbNu3Tp+++03QFSb9OvXDxAG4OLKADuL9hEwOxeJjoz2GGjb9KmjfbFZZP7RIYnZ6/JYsr2YbhmxdZpBX3nlFQoKxGiFSy65hM6dOzfr2kyqufnmm4mOjuamm27C5/OxatUq+vbtyxtvvMHll18OQPeMOFrEOZmzPo89pV7mbyxgY24FQ7umkhpz9LQZNzFpNjRVmG1Ld0JFrqgS8pXW7GirWCChbVi0tP9bVAYdTsw2mw1E03QqfSJ3GS37kSUNCZ2QDqAjSxDAimef1I/NVwSAZHOCJFfnNitySJNLUSTwSC5KfdXRFqdVQQoPiayaZA1gVWRaJggBtLO4ZjXS448/btweO3asEaFpHW6Et7MovE9loRjUCNDxjMOSb+3WIpbUWDuBkMaSbcW1blNaWsrTTz8NCJPpww8/3OzrMonk6quvZunSpXTp0gUQEbHRo0dz4403oqribzExysZF/VoxtGsqNotMbpmPj5fsYsHmQoJqLT0pTEyOZXQdKotg11JY/SkseAH++BC2/wqFm6vb8csWYb5teTz0uhhO/jf0vBAyjjPFSzNgRmAaiCeooulCtETpfrxEIaMT0iVAQpE0glgjzLfWsIDBGq7cCHtgqMghQS/HISfgk2Io8VRHVGRZIspmwe0P4fGHDE8MiDTSziIP2UUejs9KMH6+evVqPv74YwCSkpK4+uqrjcdaJjiRJYkyb5CyygBxm2aJf7jkjpDcqRmeqZpIksSpHVP4bMVuVu8uM5qm7UtFRQWnnnoqM2bM4MorrzSjL0eInj17smzZMsaPH8/7778PiJRSMBjkzTffRJbFtPVereJplxLNvI35bM5zs2xHMZvyRDSmddLBmy2amBy1hAJQsVekggq3iGj1vlidot9KfFZ1hdAx2tH2WMUUMA2ksqoCSQ4gSyFAQkYXk6gBSZLRJMXwrlT6QzgD4T/8qimeVdGO8hwS9BKcSit8spPiymDEuVx2Bbc/ZEylriIrMQooZHeJh5CqGYbY+++/Hz3cPvr//u//iI2tnmdhtyi0iHewp8RL7raVxJXuEuHNDqcf1n+4zEQX7VKi2FZQydw/87ng+JYRPp7MzEy+/vprli5dSnp6+gGOZNLcREdH895773Haaadx3XXX1ZhmXfV7i7ZbOKdXBlsL3Mz9M58yb5Avft9D1xaxDOqUcsByfxOTI04oIGYGlewQaSB/ufCuBH2R28mKECsJbcWA2+hUU6wcYUwB00AqfKKJXbQcAECWCHtgxOO6pKDrulE9lF/hJ04vRZZlQoSrNaxOMWzLW0KcWoJT1ijFQXFlIOJcwgfjj+gFA5AcbSPKrlDpV8kp85GZ6GLRokV88803ALRs2ZIbb7yxxtpbJ7rYW+wmuHkuJACZJ4EzvqmemnozqFMKu4o9ZBd7WLe3nB4ta06rPvHEEw/7ukxq56qrriIqKipimrXL5TIa31VR1Xl50dYiVu0qZUNOOTuKKjmtcyqd0qLNLr4mRwe6LqIpJdtFH5aSnaDVMejQFgWJ7USkOqGNWdp8lNHkHpiHH34YSZIivqpy6QA+n4/x48eTlJREdHQ0o0aNIi8vL+IY2dnZnH322bhcLlJTU7nrrrsIhQ4wSfMwUt0DJgDhKiBdklB10JHQZQuaXl09lF/mIVYrw2qR8IVnJWGxC+MXEC9V4pRVQrKN/IpIxV/VBM+9n4CRJCkchYEdRZXous7//d//GY8/9NBDOJ01O95mJblIdf+Jt6wQzRoFmUdGJMS7bAxoL4Y7zt9UEDZFmxzNXHTRRbzzzjvG/aeeeopJkybV2M5uUTitcyqXnJBJcowdb0DluzU5fLsmp0ZFnYnJYaEqwrJzEayeDgtfgiVviArMoq1CvDjjoVU/Mf+t18Vw4nUw8HY4+Rboeg6kdDbFy1FIs0Rgunfvzpw5c6pPYqk+zb///W++/fZbpk+fTlxcHBMmTOCCCy5g4cKFAKiqytlnn016ejqLFi0iJyeHK6+8EqvVGmFQPVJUzUGKVvygiiZ2EpIx+FOTFLR9IjClRfnYJY2QxUYgGN7I4hB5VXRshEiyeECxsbfUG1EaHesQz1uZt+YbfOskFxtyytlZ5MG7/UfmzxdjADp27BjhfdmXNCe0cf9OSNMpTjmB5CP4D9knM57N4eZ2P/+Zz58/fEibNm246KKLkJuhF43JoTNmzBi8Xq8R3XvwwQdxuVzccccdNbZtEefk8hOzWLq9mKXbi9mc52Z3iZchXVLplGaaGU2aCTUk0kAVuWIqc/kecBfUHHYoW0TbiKqSZleSmQ46BmkWAWOxWGr1L5SVlfH222/z0UcfMWTIEADeffddunbtym+//cZJJ53E7NmzWb9+PXPmzCEtLY3jjjuORx99lHvuuYeHH364fhOVmxG3X5RQx0gBhOulqhOvhI5ESLKjabrxadNdnINLkgjak9BCZeg4kCx2UYIXCgAS6ZZKJIudcq/wu1QZdhPCBtdST6DGOlonCUNwfrmP5/fpk/Loo49GCMZ9kXcvIdmmspt4tijtSW6qJ6URyLLE6d3S+GhJNsvXbuKpBx8kGAjw0ksvsWDBAlPEHKXccMMNeDweQ7TceeeduFyuWlOWiiwxoH0S7VOi+GF9HoUVfr5dncPG1AoGdU4xG+CZNBxNq/ao+CvEbV+5SAl5i0VL/qpPk/tij4G4lhDbSnS5jUkXnhaTY5pmETCbN28mIyMDh8PBgAEDeOKJJ8jKymLFihUEg0FOP/10Y9suXbqQlZXF4sWLOemkk1i8eDE9e/YkLa16LtDw4cO58cYbWbduHX369Kn1nH6/H7/fb9wvLy9vjksjNdZBIMlB8m4P6GIOkiZJhMLpoZBkQ9V1KgMq3oCK6i5AkSU0RwK6r5igqmNT7FC2S4xGlxWSbCp2uw1/SKWkMmAImHineIEv9dSMwLhsFlJj7fz47Qz++P13AI477jguuuii2hfuK4ddy4hzWlnkPBFXqZ+mm3jUOJKj7fRvm8gNj95KMCBE2qBBg0zxcpRz++234/F4eOCBBwAxisDlcjFmzJhat0+NdXD5iVks2V7Esu0lbMl3s7OokhPbJnF8VvxBuzKb/E3QNAhWCvNs0AMhn3iN9JaIr7p6reyPxQauZNGSP66l+O6IPfA+JsckTS5g+vfvz5QpU+jcuTM5OTlMnDiRgQMHsnbtWnJzc7HZbMTHx0fsk5aWRm6u8ITk5uZGiJeqx6seq4snnniCiRMnNu3F1MLxWQkcn+CHDWVQqRkppJCuABKabEXTdLwBlZwyL65gCU6bgjUqDnzgC+nYfGXinzTkA8VGvFPBabXiC2oUVwbIDPdsiXMJAeMJqDVHAABZCS5+eP8V4/5jjz1W95v/jl9BCxGT1paS8taUlfrwh1TsliP7KcS9YzUr538PQFxCEvfcc88RXY9J/bjvvvuorKzkySefBOCaa67B6XRy8cUX17q9Ikv8o30yHVNjmLsxnz0lXhZuKWTd3jIGd06lbV1T0k3+2gR91V1ri7eJ4oaDISsiomKPAXus+O5MqC5ltkWZ6aC/CU0uYM4880zjdq9evejfvz+tW7fm008/rdVY2lTce++93H777cb98vJyMjMzm+dkuibClOHmdQABFDRJRpMtVPXx2lXiwRUsJtpuwR4VC0Xg1a3Elu0WG8gWkCDe5cCJQrk3RPE+6SK7RTGqjcq8wRoCJm/zSnJ3bgbgpJNOinjuI3DnQ+4aAFxdzyB+bYBST5DdJV7ap0Q32dPSUEKhELf/+zbj/vCr/k2eTyH+iK3IpL5IksTjjz+Ox+Ph5ZdfRtM0Ro8ejd1u59xzz61zv5QYOxf1bcWfuRX8urmAUk+Qr/7YQ+/MOAZ1SkUxxxH8tQl6Rfq8fA+U7oKy3ZH+FEkSHkGrM/zlAkc8uBKqJzLbY02BYgIchjLq+Ph4OnXqxJYtWzjjjDMIBAKUlpZGRGHy8vIMz0x6ejpLly6NOEZVldKB+oLY7Xbs9sNkSlVDYQEjBjkChHSLqEJSbGETrs6ewgraBMuIinHiiBKlwl7NAmXZ4jjhf8L42BgcXoX8cj/F7ki/S7zTRqXfS6knSFpsZJv2rz5537h9xTXjai9TVYOw4Rux3pTOENeS1kl5lHrKyC7yHFEBM3nyZFavXg1A5x69OXHYBfz8Zz4tE5wRjftMjk4kSeKFF17A4/Hw1ltvEQqFOO+88xg9ejSPP/44WVlZde7XtUUs7VKi+G1bMb/vLGHVrjLyy/2c3asFMaY35tgnFBCeFE9x9Xd3nugAvj+uJEgOm2ljWzXLQFmTvybN/pfidrvZunUrLVq0oG/fvlitVn766Sfj8Y0bN5Kdnc2AAQMAGDBgAGvWrCE/P9/Y5scffyQ2NpZu3bo193Lrh6ZSFXmR0dGBABYxylGyYFEkQqpOSWEuEjouVxTRTiGu3KoiPnkYx4H4+EScVoWQptcopY53VflgIoVNSUkJn3/2GQDO6Fh6nzqs9rVu/lFEYKxO0bQOyAqnqLJrGUVwuCguLub+++837k/+36ukJ7jwBVV+XJ9rNOQzObqRZZnXX3+d0aNHGz+bOnUqnTp14t577z2gF81uURjUKYVzj8vAbpXJKfPx0ZJsdh3Bv0uTRqLrotpn5yL4/X1Y8DwsfxfWfy3a7eetqxYvzgRI7wGdhkH/66H/OGg/RDSJM8WLSQNo8o+5d955JyNHjqR169bs3buXhx56CEVRuOyyy4iLi2Ps2LHcfvvtJCYmEhsby80338yAAQM46SRhKR02bBjdunXjiiuu4OmnnyY3N5f777+f8ePHH74Iy8HQAobTXUJHw4KGhC7JSFYbVkXCF1SxVggRFpWYTpxNxwNU+jUIeEUeNyTEijUunRS/uLaCCn+E3yXeJSqRSvYz8k6dOhWfT+zfd+i5FNT2mp+zGnJWiUhPt3MNI1urBBeyJFFcGaCkMmBUOx1OHnzwQYqLxTyk0aNHM/CUkyly+/loSTY7Cj2s2VNGr1bxh31dJg1HURTee+89TjzxRCZOnEhxcTF+v58nn3ySt99+m/fee6/u9CbQLiWay0/M4pvVORRW+Pni9z30bZ1A78w4MxpzNKIGq021VdGV0mxRAbQvNld12seZKGYExWYIj4qJSRPQ5AJm9+7dXHbZZRQVFZGSksIpp5zCb7/9RkpKCgAvvPACsiwzatQo/H4/w4cP57XXXjP2VxSFmTNncuONNzJgwACioqIYM2YMjzzySFMvtfGoohsvCB9MQBdiQ0dCUWzYFJlyX4gUfzEOi4w1No0YVHKACm+4Uio6DfauFLdjM0j22LFbZHxBjfxyP1nhMumqCEyZtzoCo+s6kydPNu6fdNZF7Cn1omp6tYfAnQ+bfxC325wCiW2N7R1WhcxEJzuLPGzOd3Ni28SmfoYOyJo1a/jf//4HQFRUFE899RQASdF2/tEhmV82FfDLpgKyEl2GgDM5ulEUhVtuuYUrrriCxx9/nJdffplAIEBBQQEjR45k8uTJdfYnAiHULz0hk5825LEhp4JlO4pZsbOEtilR9GoZR+skl9nJ90hQ1bW2bHfYu7JbRFJqi5DKFtGtNqm9+HLU7LBtYtKUNLmA+eSTTw74uMPh4NVXX+XVV1+tc5vWrVvz3XffNfXSmg4t7IFBQpJ0guESakXSQXFgUWQqfEGcwRKiXBaISiHaWwlApT9IULNidSZCyC8iMVHJxLtsRNst+IIqeRW+GgJm3wjMsmXLDO9I//79adepm9iv3EdGvFM4+9d9KYRWYjtofXKNS+iUFhMWMBWHXcCkpqYyZswY3n33Xe677z5atmxpPHZ8VjzbCkTTsx/W5XJR30xk09h5zJCQkMAzzzzDjTfeyK233srMmTNRVZVrrrmGPXv2cN9999UpRKyKzPDu6XRIjeaP7FJ2l3jZmu9ma76beJeVbi1i6ZoRa/aPaS585UKoeIoi/Suhmn2osNiFd6UquhKdBgmtQTF/NyaHD9Mp2Rj0qggM4UnUMug6CjpqOIWU7wvhChaLcQBRSdi8JVhkiZA/QFnQQbI9GlS/8KY44khw6UTZLVQGQuSXV/eziQv3gvHuU0q9b/TluuuuIzXByZZ88aafEeeAjd+JFx9HLHQdWatjv31KND9J+eSX+yn1BA5rpCMtLY133nmHm266iR49ekQ8JkkSw7qn8+FvO9lb6mPJ9mIGtE86bGszaRratWvH119/zR133MGLL74IwAMPPMCePXv473//i6LUXr4vSRIdUmPokBpDkdvP6j1lrN9bTqknyKKtRSzeVkSrBBfdWsTSITUam8X0TDQKTYNABZTniDb7pTvFa0ZtyBaISQv3VQk3grNFm5VAJkccU8A0Bk01QqiKpBMMe6FlSSekOLApMj6fF7taQZQtGaJSkPLWYZc1VE2nLGQlWUeUD1ocYI8l3uUhym6hqDIQYeTdv5Q66PPw8ccfA2JaqJia2QAAahhJREFU8CWXXMKWkhBb8t3sKvZwYnw5FGwUkZ1u54k8dC04bQqtEpxkF4s00gltDm8UBqBfv361/jzOaeW0zqn8sC6X37YVkRxto6PZfv6YQ5Zlnn/+eVq2bMldd90FwOuvv05ubi6ffPLJQT1tSdF2Tuucysntk9mcX8GGnAp2FXuMr183K5zQNpFeLePMZnj7o+vhgbHhSIqnSKSCqrrXBiprpoEkSXSojUqtjqy4EoXp1uxaa3IUYgqYxqCKcQIAigQhLSxg0JAsNhQJbIESNEnHFRMrTGshHw7dR0iKocyWAp4Ccazwi0OcU0yY9gVFN979jbyVfi8lngAzvplGZaVIR11++eVER0fTChGx2VviQd32GwpARh/RhfIAdEqLIbvYw6a8imYXMJWVleTm5tK+fft6bd8tI5b8Ch9/ZJfyw7pcYp3WGmXkJkc/kiRx55130qJFC66++mqCwSBfffUVF110EdOnT6+XMd9mkemeEUf3jDjKvEE25JSzbm855d4g8zcW8PvOEvq3TaJbRuzft4+MGqye/1PlVwlUHngfWRGvPwltxFdcJljN/zGTYwdTwDQGIwKjI6GjSqIfryyBbrETUHVitVIkC9hiw12Fgz7smpeQZKXMmgrlG8TPo8REogSXFbtFwSJLBEIaBRV+oyNvvNPKnhLRC2b/9BFAUpQNl03BWraTyuAOYl1OyDr4oID2qVH8/KdEfrmfMk/Q6PzbHNx+++1MnTqVl156iWuuuaZehsxTO6ZQ6gmyvbCSGSv3cumJmWZVyjHK6NGjSU1N5bzzzsPj8fDNN99w8cUXM3369AbNN4tzWjmpXRIntElk/d5ylmwvosIXYs6GPJbvFOnGzmkxf23Dr66Lip+qhnDle4Rpv7YW+47YyEogR2x1B1uzY63JMY4pYBqDVu2BQdfRdKnqHopiJRBSiVPLUGwSqjNZRERCPhyqm5BkoUxJBHd4LEKMaM5nUWSSom1E2S24/SHyyn3VAibsT/n9j5UsW7YMEHOP+vbtC4hPuZkJTqzZyymLChLb8R/iReoguGyWfdJIFfRrpijM119/zZtvvgnALbfcwogRIyKMu3UhyxJn9kxn2rJdFLkDzFi1l4v7ZWI10wXHJGeccQbffvstZ511Fl6vlxkzZnDxxRfz6aefNnhIqyJL9GwVR9cWMazeU8ay7cWUeoJ8vyaXZTtKGNBODJE8ZoVMlUhx54OnUBhs/eXVgwyDvpr72KJqDiw0TbUmf2FMAdMYdNWoQkICFVnEYsJN7Mq9Gi31UqyKjN+eiAvAX4FD96JKVsr0KJGTBoipfiNPi3GEjbwq+RXVRt6EcGTk03ffMH523XXXRbw4t1fyKQ7kU2pxkJlZ/zGNHdOiw2kkd7MImPz8fK699lrj/osvvlgv8VKF3aJwbu+WfLwsm/xyPz+sy+Xsni2O3TemvzmDBw9m5syZnHPOOXi9Xr7++msuueQSpk2b1qhJ8xZF5visBHpkxLFyVynLdxZTWOHnm1V7SY9zMKBd0rFRgu0rr46mVOSJrrUhf93bSzJEp1abamNbirLlo/06TUyaEFPANIZ9PDDooIbLqFUU7IqEL6SSoJdhVWQ81gQhYNx52GWdkBKLz+NDD/qQZAtEpxiHTYt1EG1X2FvqI6+8+hNWnMtKaUEuC374ChDjGa644orq9eg6rcpWUAxstXami8VFfT93dUiN5uc/88kr9zVLGumBBx6gsFB04Dz33HMjxEx9iXNZGdk7g89X7GZznpsFzkIGdkw5+I4mRyVDhgzhm2++4ZxzzsHn8/HVV18xatSoQ5qXZrPInNg2kV6t4lixs4Q/skvILfPx5R97SI620ScrgS7pMUfO7Ftlqq0y0VZFUrwlIhXkq6VjsayIUuXoVCFOjOGFseCMN6MrJn97TAHTGIw+MICuEUJGlyRCkgUnEPJ7cekerEo0lZZ4knUdKguxyxqaM4mQ34M/GMRhdYkXozBpsXaibBYq/aEII2+808YvX76HGhK9YMaPH09MzD4poqKtuPx5WK02dkX3Iqe0uo/MwRBpJBe7miGNtHbtWt566y0AYmJieOONNxr9SbhlvJMzuqUxa20uy3eUEOe0mp16j2GGDh1qRGJ8Ph8zZ87kzDPPZMaMGcTGxh78AHXgsCqc3CGZ4zLjWb6zhLV7yih0B/hxfR4LtxTSq1U83VrENp/fq6rxW8kOIUyqhIq/PNwAsw4kWXyYiW0JMS1EX5WoZLP6x8TkAJgCpjHo+3Ti1UIEUNCRCGIhpEK0WoosSYSs0Xg0qxgZ4CtFkiAqPoWA24M3EMQRExvhVUmKtmO3KiiyhH8fI6/HXc7ib6cBYmjlzTffvM9adNjxCxISest+hDQnu0o89RYwAB1To8MCpmnTSHfddReaJibN3nvvvaSlpR3S8bq2iKXMG2Tx1iLm/llAjMNK22SzLfmxytChQ/n+++8ZOXIkbreb+fPnM2TIEL7//nujc3djibJbGNQphf5tE1m3t4w/skup8IX4bVsRv20rIi3WQae0aDqmxRi9lhpNwAPF24RoKdkhBEtd2MIfWqqiKY5Y4VWJyQCL2XXaxKQhmAKmMajqPj0UNEK6BQ0ZDQVvSCNBL0WRJSqUeGIDIfBWihc5SSE2KZ2S4rUEAkHRxG4fAaPIEsnRduGD8YfIrxBG3v/973/4w518z7v48kghULhZ5MwVK1Ht/wEbyxs8DK9DajRzN+aTW+ajzBs89Bd0YPbs2cyaNQuArKwsbrvttkM+JkD/tomUeYOs31vOd2tyuKhfK1JjzNLPY5XBgwczd+5cRowYQVFREStWrODUU0/lxx9/pFWrVod8fIdVoW/rRI7LTGBzfgVr95Szu8RDXrlI0/66uZC2yVGc3i2t/hPQwxFViraIr/I9kT1VZEVEUuKzRJmyPUYIFVsMKOZLrolJU2H+NzWGqiokXQdNI4iChowqKfiDKql6uZiHpMSTEFChZJvY3hFHXEwMVn8pAVUSVQO26IhDp8XajUqk/HI/Pp+Pl156CRDVRqPG3LjPOlTYNlfcbtWPlilJsLGcvHI//pCK3VK/8HOU3ULLeCe7S7xN0hNGVVXuvPNO4/4TTzzRaG/D/kiSxOld06jwhdhV7OHrP8zy6mOdfv368csvvzBs2DD27NnDn3/+yYABA/j000+NKfWHiiJLdEmPpUt6LJX+EFsL3GzKc7O7xMP2wko+WLyTM7ql0iG1luo9NRguWd6nbDmw34eE6BRIbC/a6cdlmv4UE5PDgFmP2hh0VbTihrAHRgiYkK7gC6nE6BVYLTLlUhyegArFO8W20anEOyzYgqX4NCmc4478FaTFOoiyKVQGxGyj999/n7y8PAB6nTKMmLR9PpXuXia6bNqiIGsAcU4rcU4rmq6zt7SWMssD0LWF8B2szC4lpGqNe17CbN68mdxcUSZ+wgkncOmllx7S8fZHkSXO6dWCpGgbbn+Iz1bsptwXPPiOJkct3bp1Y8GCBXTo0AEQQ2FPPfVUnnnmGSMN2VRE2S30ahXPhX1bceWANqTG2vEFVb5ZlcOP6/MIhDTwlsLuFbBqGix4EVZ+BNvmiYhnwCPa6ye1h07DYMBNcMK10P40MXvMFC8mJocFU8A0Bk0Fql9UA7qCJlVHYKJ1N1ZFxi1H4Q2oULZLbBjbgjjZi0314tMU0bJ7P1Jjq1NIheVenn7mGeOx0y6+ltKqoY7+CtixQNxuN1gMVwOjd0xD00hd0mOIcYjIz4acA+Tw63OsLl3YvHkz//nPf3j++eeR5ab/M3NYFc49riWxTiulniDTl++mzGOKmGOZNm3asGDBAk455RQAQqEQd999NyNHjjQq2ZqaxCgbl56QxQmZMUjeEtau+YOp0z/hj1lTcG+YI7wtWkikgVK7QIehcPyVcMq/odfF0LKvOXXZxOQIYQqYxqCFqiMw6ASxoiOjouALqETpldgUiTI9ikp/SISeAeJaEauXY9N9+CU7OGqGq5Oi7DjDRt4/FvzI1i1bADjl1EFkde5VPZV623wR2o5tAek9jf1bJYhUza6ShgkYiyJzfOsEAJbtKEbT9IPscWDi4uJ44oknjDej5iDOaeWifq2Id1kp9waZvmIXJZW1TM41OWZIS0tj7ty5EVOrv/vuO4477jjDU9VkVBbCjgUoKz/klNz3GWX5lRjPLkrdPuYVxvJWbns+DQzgj5aXUXn89dD9fMg8UTSLM70sJiZHHFPANAZNRVQhiRECARQ0JFTJgk2rxCbrWC0WyjUnXo8b/GVi29hWxGml2DQ/QawElJoVNIoskRxjx2VTmDutemzAPffcA4AvqOIryobcNeKBDmdENK+qisAUVPhx+w9QtlkLPVvG4bQplHmDbMw7tCjM4SLWYeWifpkkRtmo8IWYvmIXRe4DNAAzOeqxWCxMmjSJH374wahG2rNnD2eeeSbnn38+O3bsaPzBK4tE5HLpZPG1/VcxO0jXyExw8a8TMhh0Qm8yeg5CT+/FHjmDeTsDvL1wB7PX5VJo/m2ZmBw1mAKmMWhBMUkaHVWXCGoKIBOUrLjUCpxWhZAtBm9Ix+MuQw8FhE/FGY/dX0SM5AXFSiW1G1vTYu0UrFtMztZ1APTu3ZuzzxwhqiR0Hf+GH8SG6T1rDGyMtlvIiHeg67Axt2EixBruagoiCqPvP632AOi6zuOPP86uXbsadM6mINpu4aJ+rUiOsVPpV5m+YjdbC9yHfR0mTcsZZ5zBqlWrGDJkiPGzr776iq5du/LII4/g89XD56VpUJoNW36CJW/C0jeFaKksFNVCSR2g8wg46QYYcBOOHmdz/HF9ueSk9owd2JZTO6WQFutA1XTW7S3ng8U7+fKP3ewsqmzQ/4eJiUnTYwqYxqBpYQEDQUmEknVJJoQFp+bm/9t7z/A4qvt/+57tvah3WZJ7b9jIphsIxZSEEBKaSYeY0BISEkJC+VES8k8jgTyQQggd4tBCtQ0YcMXGvUiWZfW60mp7nfO8GGlt2bItGdmSzNzXtV7t7JSzx7szn/lWi0FLXO8gEk+SDPtIJOKKD91gg5AHpxQCjR6f6Dv9N9NmZPXLf029/uUvf4kkSbgsejKDFcQ6G5SaEaWn97n9+BwlIHdncx/VPY/A1AInRr0GTyA2IBGwZMkS7rzzTiZMmMDf//73AR/382Ix6PjqzAJynCbCsSSvbWxk2Y4W4p8zIFllaMnNzWXp0qU89dRTqfIBkUiEX/3qV0ybNo3Kysp9KwuhxIZ5qqBmJWxdAp/8AT57BurWKu07JI0SfDv+Qpj3Q5h6udK53ew+6NgOk55ZxW6unFvEFScVMibbhiTB3vYQSzY08OzaWna3+lUho6IyRKiO3KNB7KsDExU6BAKNBmKSAWuyE4tBS7PegRyGZCRAPBlH77IrVphgOw4pRJc2g65k3xaYjZ8so6lqOwD5ZRM4f+FFALiNYOhaS8QBFM8/ZMPGsdl2PtjVRqsviicQJd1m7PdHM+m1TC9wsaa6g7XVnZRl2o5YPdfv93PzzTcDEAwGcbsPvhgcD8wGLZfPKuCTKg8bajrZXN9FfWeY8yfnkOVQa8WMVCRJ4pprruGSSy7hnnvu4Y9//CPJZJKKigrmzyvnf397iJNKHOBvOji9GZR6S+llirXFXQL6gX8X8lxm8lxmukJxPqvrZFujj1ZflNc3NZFhM3BSSRpjs+xoNGovIhWV44VqgTka5AQ9WUhhoQcBBkkQFYoFxqjTIhtd6DUSsbCPRCKpiA0hIBHDKkVBo6MzeXDlTSEEv3vo/1Kvz/jGD/AElcDdIt969MkwfskOBScdcnhmg5ZRGUoszM4BupEAphe50GslWnwRavuRzXTPPffQ0NAAkIpTGCp0Wg2nj83kspkF2Iw6OoIxnl9Xx+Z675CNSWUQEAKHLsH/u/06Nr3yFyaV5gHQ1u7hjK//gLfefLO7WGR3eYLsiUpa84yrYd5NMOEiyJpwVOJlf5wWPWeMy+Jb80uYW5KGQaehPRDjrS3NPL2mZsDZfyoqKkePaoE5GuQkdGfpBJMGQGDUJInIeqyyH4NOg8Geht4TR8SjxI1aRcDEAiCSmPUakCQ88YMtI6+88gobN24EIGPUeIpmnEaLL0qBIUx61xY8QJWrnIlH6JEyPsfBnrYgO5v9zCtLH1APIotBx+R8J5/VellT3UFx+qHL9W/ZsoU//OEPAJhMJh555JFh0fm3KN3C1ScXs2xnC5UtAZbtaCUcSzKnJG1YjO+YkUx0Z8nFlSw1uft1z9/JuGJBHAkkk0rRuM5qJdA2HgZgEvDx/13MJfe/zoptDYQicS76xb/52wM/5rqrr+ydIRT1QdvAXalHwgzMs8PMsTKbmmN81hTFE5R5uaWesekGTi024zCq94cqXwAc+Upz0SFAFTBHw36VeEPoEUgYJJmEpMcqgmgkK2Z7Gnq5HZGIE7d2V9wNdUAiisloJJEw4j0goUGWZX71q1+lXp/29R8QiiWp7Qgyq2slJi14TYXUSbkIIQ57IS7NtGLQafCF4zR2Rch3DawS7qxiN5vru2joDFPjCfYpYmRZ5oYbbiCZVC6IP//5zykrKxvQcY4lZoOWC6fkssrqYc2eDlZWeYgkZE4bkzEyRUw8AuEO5XvU8xwPdT8iygVeHljm2bBDJCHcBaF2JWZl/88jaZTfkdGOy+7gnV9fx9W/eYX/rNhGMinzzZ/+hp2frebeb56NQX98Tm0mYC4wzSSxqsPGpi4zFW0S1bsEc9ICjLNFceiSjMSvm4pKv5h4iSpgRhSiO4hXgqCsCBiNBFoJbESQhRWLIx2d3IBGjhLXWsCoBPCSjGE0mYmFrfgjCZKyQNvtN1+yZAlbtijp0VNmzGLG/LPY6wkRqN9J0robk8FAffo8onGZjmDssLEteq2G0Vk2tjf62NnkG7CAsZv0TCt0saGmk48q2yl0Ww7y77/wwgt88sknAIwZM4bbb799QMc4HkiSxLyyDEx6LR/uamNDTSfReJKzJ2QP/3iFWFDJoOmsUZoEhjv7v60kKdVitXrQ6LuftcrfGi1KCYBhQiICgRYItEKwrbtMAYpY0ZuU7sz2XDC5enVnNgEv/G4Ctzz8FH9+4V0Afv38Ct7bVMuzD9zIuFF5x+0jmIAzM2BSWOKDJh0NQQ2fBN18EgSrXpBjlsmzCIpsMpkmoQoalRMHQ/8bBw82qoA5GnosMLIgLPQIAI0WB0EkCRKSHrvdjj4RgmScuMbcbYFph0QUg8lCMmFFFoJAJIHTokeWZe6+++7UIe6861c0GnUkkwnyO1bi0wjc408mzZtLoCNEbUfoiMG5E3IcbG/0UdES4IxxWSmh1F/mjFI6+bb5o+xo9jEpb1/F0Xg8zl133ZV6/ac//QmTafgGys4scmPUaXhvewvbGn1EEzJfmpSDQTfEZn4hFKES6eptXQm2K48DMdrAnAaWNOXZaAOdCfQW5WKvM4HWoFgrhvoqKSeVzxD1dT/8yiPWbTVKRLqfu4sPWjOVh8kB6WOUyrfOwsN+Di3wp+eupHTuH/jpT39KPB5nw469zLjyLn73u9/x/e9//7ha27KAy4VgR5OfzfVeWv1RgrKgCqgCCECGZGRirp3xOQ6s/W0gqaKichDqr+dokHt6IQmCsgGBRFLS4xBBNJJEROfAbZTQy+FuC4xRETDeWkjGkMxudBZFDHjDMZwWPS+//DLbtil1X8rLy/nqxRfy2IdVTBEV6KNePPEM3MXzKdYGqe0WMDOKDp/tU+A2Y+tuDFndHmR0lu2w6x+I2aBlzqg0PqpsZ1WVh7HZdvRa5YL/j3/8g6qqKgDOOusszjvvvAFO4vFnUp4To07Lm1ua2N0aoCNYywVTcsm09z9L66iJhfazMrQqgqXngi4fJibFlgmuUeAeBc6Czx2EelyI+KBpIzRtgmg/UvElSbGwpI9WHrasAYkvSZK49dZbOf3007nyyivZtWsX4XCYG264gbfeeosnn3zyuGbGSZLExDwHE/McxJMyrf4oTd4wDd4wtZ4Q7f4oK/xRPq70UJxuYXK+k9IM6/C3CKqoDDNUAXM0iJ5KvIKQMChtBCQdzm4LTFhrpyTpQa8RaEVcKXSn0SkxCoko6C0YtIqA6QrHEULw61//OrX7u+++G61WQ545iT2xlVhSZptpBqN1RorSBVRCfWe4l/upLzQaibE5djbUdLKz2TdgAQMwvdDFxjov/kiCjXXeVKfqtLQ0CgsLqaur4/777x/wfoeK0Vk2LptVwFtbmpQMpbW1nDEui8n5jsG9UxdCcfu0bFVcQNHDZINJkiJwe6wqPc/2HMXCMhJIRMFbpwgXT1WqThI6o+IfNzq6H93lBPRm5aEzd7/+/MJs5syZbNiwgR//+Mc89thjALz22mvMnj2bJUuWMG3atM99jIGi12rId5nJd5mZjVJJu6LFz/ZGH01dEarbg1S3B7GblMD5yflOpWCliorKEVF/KUeD3F0HRgiCwqg0cqTbhQSEtTYskRYsWhmTlCQcl/cFI2q0oNFisbnABy2+KK07l7FhwwYAZs2axTnnnAPAuPAGurQyNck0mjWleEMxMm1Km4FQLEmjN5xqHXAoJnQLmOq2IJF4EpP+8NlLB6LTaphXlsE725pZW93B5Dyl3cDll1/ORRddxDvvvMPJJ5880BkcUvJdZq6aW8w725qpbg+ydEcLdZ0hFkzIwqgb2PwcRKhDafPQslWxROyP2a1YF2zZ+13U7crjCFllw45wpyJYfA1KhlDIk6qNBICrSCkQlznuuH42i8XCo48+ygUXXMB1112Hx+Nhz549nHzyyTz++ONcc801x20sfWHSa5la4GJqgYuOYIxtjV1sa/ThjyRYVaUEm5dlWZlW4KLAbR6ZweYqKscJVcAcDT29kIRMSBhICgmh1eNMehFAUGNH8jeSpk+g0yQIxwUku1OOtHoAMtMzwAf1nSGe+81vUrv+yU9+opy0/C0UxqrwSRKbLXPIEFDdHmRGkZuiNAs7m/3UdYSOKGAy7UbSbQY8gRi7WwNMzh9459wJuXY21HbS5o+yptrDGeOULtomk4lLLrlkwPsbDpgNWi6Znsf6mk4+2e1hV7OfVl+EhdPyyBhA4b8U8QhUfwiNn+27kOuMkDVRqT9iz0l1DB+RRAPgrdkXUBzpOngds0txAeXNUGqxDCELFy5kw4YNXHbZZXz66adEIhGuvfZaVq9ezcMPP4zFMnSBhz2kWQ2cOiaT8tJ0KlsDbK730uiNUNkSoLIlQJrVwJQCJxNzHQO+8VBR+SKgCpijQY4DgpjQEBNakmgQWj1pIgwC/FjBV02mUUtEihGNa0hEI8pkS0oMSVZGBtJeP1s3beS9994DoLS0lMsuu0y5AFYtw27UEnSOISFy8Ybj1HiUuJeidEXA1HSEmHeEoUqSxIRcBx9XtrOtseuoBIwkSZw6JoMlGxrYXN/F9EIXLsvBRfhGGpIkMXtUGnkuM29uaaIzFOeFdXWcPSGbcTl9Vzk+CCGgvQIq390X75FWCrlTlUDUkdi1WJaVOJ2uBvDVK93Uw97e60gacOQpvbgcBcrfw8zdVVRUxEcffcRNN93EE08ojVEfffRR/v3vf3PFFVewaNEi5s+fP+RWDp1Ww4RcBxNyHbT5o2xp8LKjyU9HMMaHu9r4pLKdkkwrY7PtjEq3Dn3guYrKMGEEnl2HAXJCqQEjd99RC0ESI+naMHICgnEg6ifDYKVNSpKQJUKRMA4hpwSM0eoiyx7nqZf29Q368Y9/jFarhfbd0FmDpNFjHn82rpooDZ1h6jpCxJMyRd1WlxZfpF9uoYm5Dlbu9tDojdDmjx5V0GpxuhWXJsRjv7kP8w9/xHcXHkk6jRzyXGaunFvEm1uaqesI8eaWJpp9EU4ZnXH4zK2wF3YvhfbufjyWNBj7JSXgdiQSbN/n/jow+FaSFPeXq7g7oLhQ6cc1zDGZTDz++OPMnTuXxYsXE41G8fv9/O1vf+Nvf/sbo0eP5oorruDss8+mvLwco3ForWSZdiNnjc9m/ugMdjX72VTfRbs/mrLK6LUSJRk2RmVYyLKbSLMaBpxdqKJyoqAKmKMhqQiYIEZAoCVJTKPBrpHpSkhEo2GworhuNBJxWSIcDOJIKgG8aHWgM6EJtLBxxVsAZGZmct111ynuqarlynEKZlGWkc/aphpCsSTRhEx9Z5iSDGvKLVTXEWJM9uGtBVajjrIsK5UtAbY2dHHm+Kyj+tgrX36Cde8uYf2y10g+/neu/9a1R7Wf4YjFoOMrM/JZWeVh3d4ONtR00uKLcN7kHBwm/b4VhYCOPYqryLNbeS1poOhkpT/VSLC4CKGkL/dkQYU7oXU7+Jr2raMzKJYVZ75iXbHnjYwMqEPw7W9/m7lz5/L73/+eF198kUBAEWi7d+/m/vvv5/7778dkMnHKKaewYMECFixYwMyZM5UbiiHAqFNiZabkO2ntFjAVLX66wnEqWvxUtChB4VqNRJrVQJbdyOgsG8XpVlXQqHxhGAFn22GIUOrAhIQRBOikJDqRUJo4RvQQ7kQgcNssaCWJgDASCodAG1MEjMEOksSbz/4NISvZGjfddBNmsxka1isBkXozFM0jW2fEaTZgN+nwhmLs9QQpybBSlGbBE4hR4zmygAGYku+ksiXAjmYfp4zJSKVD95cVK1bw9/9PyezQ6nRIeROPWA14pKHRSJwyJoMcp5F3trXQ0Bnm6dU1LBifzbg0LTRvhsaNvQvKuUfB6LOVdOfhhiwrQiXUrqRv96Rxhzr6rtjb06k5ZwqklY0MMTYAJk+ezN///nf+9Kc/8d///pd//etfLFu2LNVNOhKJsHTpUpYuXQqA0+nkjDPOYMGCBSxcuJCSkpLjPmZJksh2mMh2mJg/Oj0lZhq7wrT5o8QSMm3+KG3+KNsafVgMWsbnOpiY6zg+5QFUVIaQQT9DPfjggyxZsoSdO3diNpuZN28ev/71rxk3blxqnTPOOIMPP/yw13bf//73+etf/5p6XVtbyw033MD777+PzWZj0aJFPPjgg+h0w+Ck2m2BCQkjAoEOGS0JbEYdQY0VbcSLEOBw2NFIEv6kjkBCAzqNEsRrtNPW1sbLz/0bAIPJwrXf/l53IOhHyjFKTgW9CQmlu3R1e4D2QIy97UEYp7h0Pqv1UtMR6peQKEqz4DTrU3dw+xelOxJer5drrrkmdaI/7+rFhLQO9rQHKcscXnEPg8HoLDsZNiNvbWki0FZDxQdLkbSNlKYZ0Wk0inUiZ+qwCFYFlP5G3lrFIuRvVtL14yEltflwGKxKBpTJobiEsicpy05wrFYrV199NVdffTVNTU0sXbqU5cuXs2zZMurq6lLrdXV18eqrr/Lqq69y66238v3vf5+7776bzMyhEav7ixlQGr/6Igna/FHqO0PsavYTiiXZUNPJhppOMmwGSjNtlGRYyXGY1DozKiccg64GPvzwQxYvXsxJJ51EIpHg5z//Oeeeey7bt2/Hat13cvzud7/Lvffem3q9f1ZAMpnkwgsvJCcnh5UrV9LU1MS1116LXq/ngQceGOwhD5zuIN6gMCAE6DVJLJoEVoOOgGQlLeojKQusFis6rUQkrscT04Gz+2JvtPPnP/+ZcFhpTnfy+ZcTkkxQu1K5+FjSIXdG6nBjc2ys3qOnqjVIeyCKNxQj32VGq5HwheN0heNHDKqVJInJ+U4+2d3OlvquAQmYG2+8kdraWgBOO+00fvTj29lQ18Unu9spST8BC3Alorg6t3KF9BkN0RoagmE8QFvSztiZp5FZOmPo4z/CnUo2kKdKaXaYPEwPJLNrX/q2NUsRXSbnyEvdPgbk5uZyzTXXpAT67t27WbZsGcuXL2f58uV4PB5AOSc9+uijPP300/z85z/n5ptvHvLK05Ik4TTrcZr1jM6yceqYTPZ6guxo8rGnLUh7IEZ7oIO11R1Kh/p0K2WZVorSLZ+/XICKyjBg0AXM22+/3ev1k08+SVZWFuvXr+e0005LLbdYLOTk5PS5j3fffZft27ezdOlSsrOzmT59Ovfddx8//elPufvuuzEYhvji0Z1GHRJGkgLMksBhTKLXaYhpTCSSXSTRoNfqMeo0hIWO9phOKdqViNAVk3jkkUcAxR1z+mXX0dzcwviu9cr+y84CzT4XT6bNSIbNiNWopTMYT6VT5zpN1HeGqfGE+pUVNCnPwaoqD01d/Q/mfe6553jmmWcAxaT+1FNPkZ2XwY6WAJ5AjG2NPqYUDDyzaVgSaFViW5q3QDKOBijMcGAZNZN3O3Nplt1sqNOwwBZhYt5x/g4eKY3ZaFdSmN2jDi4Up1GzVvqDJEmMGTOGMWPGcP311yPLMps3b2bJkiX87ne/IxgM4vP5uOOOO3jssce4+eabueqqq8jKOrqYssFGq5Eoy7RRlmkjEk+miuTt9QQJx5LsaPKxo8mHViOR7zJTkmmlLMOG06I/8s5VVIYhx/zM1tWlnGjT0tJ6LX/mmWfIyMhg8uTJ/OxnPyMUCqXeW7VqFVOmTCE7Ozu17Etf+hI+ny9Vbv9AotEoPp+v1+OYISdAVoJ4ZSGBpCXHEEWv1RAXOmJCS9ycAfEwZoOOiKxTLDDddUB+/9TrdHYqcRSXXPY13Fl5iD3vK/t1FytxCPshSUpFXZfFQEdQiXsBUh2iazpC9IeeYF6ArQ191PE4gJqaGm644YbU60cffZTi4mJMei1zS5T/z1V72okl5H4df1gS6oC6tbDhKVj3d2jYoLhkLOlKbMu8G0mf9WW+fPpJlGXbSciCd7Y1s6KiDVkWR97/0RKPQFsFVL4Ha5+AlY/A9teU8vyRLiVexVkAJafB7G9B+WIYd57SP8hVqFhZDFZVvHwONBoN06dP595776WyspLvfOc7aLrns6amhttuu438/Hwuvvhi/vOf/xCNHsFldxwx6bVMyHVwwZRcvn9aGV+dVcDMYjdui56kLKjtCPHhrjb+8Uk1z66p5dO9HXSF4kM9bBWVAXFMA0pkWeaWW25h/vz5TJ48ObX8yiuvpLi4mLy8PDZv3sxPf/pTdu3axZIlSwBobm7uJV6A1Ovm5uY+j/Xggw9yzz33HKNPcgDdFpigbKQ1acMTy6Yg2IzWpSOBlqjQEDNnQSyAWScREVo6YjrQCDxdIX73xLMA6HQ6/u+eu/lkdzOmzgqijjSMZQv67AMzNtuOy6KnrjNEdVuASDxJcbqFT3ZDXUcIWRb9cuX0BPNub/Ixf3TGIWtKRKNRrr766pQAvfLKK7nyyitT708tcPFZrZeucJwNtZ2cXJp+FBM5BMiyUtukvUJxv4Q69r0naSBjDOTPVNKF9/t/MOm1XDQ1l1V7lGqp62s68QSjnD85d/CKjAmhxLI0fqaM78AeSbYsxcIygtKYTxRyc3N54oknuOmmm7j99tt55513AEgkErz++uu8/vrrOBwOvvSlL3HRRRdx/vnnk5ExDOKjUCwzhWkWCtMsnD42k85gjD3tQfa0BWjwhmnxRWjxRfiosp0cp4nxOXbG5dixGIZBvKGKymE4pt/QxYsXs3XrVj7++ONey7/3ve+l/p4yZQq5ubksWLCAqqoqysrKDtxNv/jZz37Gbbfdlnrt8/koLCw8uoEfCTmBV1hYlRxLvZyBCR3GZABf2EoCiZisVQRMYDsWTZwwJoRshmSQh19YgT8QBJTUzgljR9O15Q0E0G4dQ749u89DZtiMFLot7G4N0BaIsbPZz9R8pax/OJak2Rchz2U+4tAPDOY9VGG7UCiUatZYVFTEX/7yl17va7szdv63uYlP93YwOst2dBVsjwdCKOXu23Yqj/1rnGi0ihhIH61YL4yHzuiSJIl5ZRlk2Iy8u62Zve0hnl9by4VT8z5fxkc0oIyr8bPeHagtafvqrriKhrRtvYrClClTePvtt9m5cydPPfUUTz31FA0NDYByznnppZd46aWX0Gg0lJeX84tf/GLYNTp1Ww3MshqYVewmFEuwuzVARUuA+s4QzV0RmrsirKhQiudNzHVQkqGmZqsMT46ZgLnxxht54403WLFiBQUFBYddd+7cuYBSk6GsrIycnBzWrl3ba52WlhaAQ8bNGI3G41KEKikLNgQzWRXNpVV2IkmQpw9h0Eo0B+IkEkmiaIiYMqAjiE2KEpZMRGUTzc3N/Om/q1Lj/cUvfgFtu8jBQ4Oko9I6k/zDHHtsjp1tjV14AlG2NHQxrcBJodtCRYufve3BfgkYSZKYUuDk48p2tjYcujKv2+3m8ccf57LLLuPf//43LpfroHXGZNkoTLNQ1xHi9U2NfGNO0fAoeS4nlZThrobuXj11vUWLzqhYWtLHQFrJgEv8j8224zLreW1TI52h+MAaQiYTSlpzz9h8Db2r3Gr1SjZQ3gyl/YDKsGT8+PE88MAD3HfffSxfvpynnnqK//3vfynXsCzLfPLJJ5x//vnceOON/OY3v1HKJAwzLAZdqjdTMJqgosXPjiY/Lb4IVa0BqloDGHQasuxG8lxmcp0mcp1mzIZh8DtX+cIz6AJGCMEPf/hD/vvf//LBBx/0q3bCxo0bAcVMC1BeXs79999Pa2trKkDuvffew+FwMHHixMEecr8RQvCfDfU0BApI4MEuhciS/Ix3WLAZdXQJM+1xAzpdjLDODfEQVkJEMCKSOh585n3CUcXPfP3111OQmwPrnsBh0rOOSYQChz8pjMu2k2E3UtcRprEzTLMvQmmmlYoWP5WtAcrL0vtVl6WnMm9TV4TOYAy31cCOHTtwOp3k5eWl1lu4cCGVlZUUFRX1uR9JkrhwSi7Prq3FG4rz5pYmLp2ePzRZSUIoQa71n0JH9cF1TnQGyBgLmRMUi8bnrHGS5TBx5dwi3t3WcviGkEEPdFR112BpUV6LPmKGbFmQO10RLyO4YNwXDa1WyznnnMM555xDIpFg1apVvPHGG7z22mvs3LkTgD//+c8sX76cZ555hunTpw/tgA+D1ahjRpGbGUVu2gNRdjT52NnkJxBNUN8Zpr4znFq3wG1mQq6DMdk2NaNJZcgYdAGzePFinn32WV599VXsdnsqZsXpdGI2m6mqquLZZ5/lggsuID09nc2bN3Prrbdy2mmnMXXqVADOPfdcJk6cyDXXXMNvfvMbmpub+cUvfsHixYuHtNS3JEmMzbbTIUWZpt2GJGSiGhNWg5WSDCtr2/V0xA0YtHbi0RAIgVUEiWIk1tnGi6+vAZQMrDvuuEMpWhf2Yne6aDJMJRmMEYwmsBr7/m9xWw0Uui3UeEK0B6Jsru/ijHGZ6DQSHcEY7YFYv1wZVqOOwjQzNZ4Qu9sCFPpjLFiwgFmzZvHaa6/1EkGHEi89mA1aLpqWy4vr6qjxhPhodzunjz2OdTLkpFJFtm6tkkXUg94Ejnzl0dOvZ5ALs1kMuoMaQrb4Ipw9IZsCUxSp5mNo2da7SzMoFh9HXvf4up9V0TLi0el0nHrqqZx66qk89NBDPPbYY/zoRz8iEomwfft25syZw913383ixYtxOod35l6GzcipYzI5ZXQGnmCMJm+Epq4wTV0ROoKxlKD5YFcro7PsjM22kecyDw8LrMoXhkEXMI89plRrPeOMM3ot/+c//8l1112HwWBg6dKl/OEPfyAYDFJYWMhll12muFO60Wq1vPHGG9xwww2Ul5djtVpZtGhRr7oxQ8XUPAfjbGtpj7QjAAMJLFqZDJuRrIgWJImmuI1IoAvkBDqRxKoTbFz6IrG4EpT5wx/+kJw0B6z5BAD96DNIq7HR5o/S4A0z9jCVdSfnO6lo8VPVFqSi2cfpYzMpzrBS1RqgssXf71iMMVl2ajwhdjZ4+eld36GpqYk33niDF198kSuuuGJAc5JlN3HupBz+t7mJDTWdZNqMTMxzDGgfAyIW3JdO3FG1zz2k1e1XYC6zz2DowebAhpBBn5f1771PR2I3eQ4D6VYDmvRSJWPIlq1YWoyO4zI2laFDkiR+8IMfcOaZZ3LllVeyceNG4vE4d955Jw888ABXXnklN9xwAzNmzDjyzoYQSZLI6C7j0FMuwReJs7PJz/bGLjpD8VR6NijtU3IcipvJZdFjN+mwGXXoBlj5W0WlPxwTF9LhKCwsPKgKb18UFxfz5ptvDtawBg0NMmaiBIQRAZg0Cex6gVYjMcmdwCAJ2mUj1S2dzJUDoDUgAq1UrlI6TjtsFm6//XaoWalUSrVlQvYUCnztqYqahxMwY7JtpFkNVLcH6QjG2dnsZ2y2japWpVdKf91IZVlWlu2Ep/7yMO+//z6guPAOFJ79ZWy2nfaSKGuqO1i2o4U0q4Ec5yBZFYQAf5MS6Oqp6h3oCkq6cMFsxQVzvANdI13gaySvq4FFxjrqWqppD4YICVhPFh2mkxnrHMv0Qpd6Ev8CMmHCBFavXs1dd93Fb3/7W4QQBINBnnjiCZ544gnmzp3LV77yFRYsWMD06dOHrPfSQHCY9MwpSeOkUW6afRG2N/qo7QjhDcXxBGKp+lD7YzFocVsNlGRYKc2wkmY1nFBtSFSGBjVPbqAIGYTcLWAkTJokVp2SVm0TIYrMYVoi6WxsCHCZK4hWo+fDF/+O6E6Jve2bl5FulqBxg7K/7qJ1BW4zn9V6qesIH/rYKE3exuU4qOsM0xaIsqXey+WzC9BpJDpDcdoCUbLsRxYOFoOOlq0rWfqc0r5Bq9XywgsvHJS+PhDKy9JpC0TZ0xbkjc2NXDW3+OiD/WQZAs2KaGndeXDhNluWUjPHXaJk6hyvvj1CKAKqbYcyrpAn9ZYeKE03U1BUynbzTLZ0WglGk7RUtrOloYvTx2ZSegK2XlA5PEajkd/85jdce+21PProo/z73/9ONZNcs2YNa9YormW3280ZZ5zB+eefz+WXX95n4PxwQpIkcp1mcp1KcHIolqCpK0KTV0nL9kfiBKIJ4klBKJYkFAvT0Bnm48p2nGY9JZlWxmXbyXWaVDGjclRI4kgmkxGKz+fD6XTS1dWFwzGI7ox4BB6bz4ftdlbL48kzxZlTms64TDPISf5Snc0LXROZavPxVcMqNq1cwS1PKieojDQnVSv+gwM/tO6AtFKYprhrIvEk/9+He5CF4NryYtIPk5Lc1KU0GdxU52VagYurTi5mfU0nu1sDzClJY/7oI9efqK6uZtr0Gfh9ijD47W9/y49+9KPPPT3RRJLn1tTSGYozKsPCpdPz+3dySkSVVGdfg5Kh42+ERGzf+1qdkjWUMba72uxxtLQkouBrVLKZ2nb1tgBJGsWK1hNv48gDsxskiURSZmezn1VVHgJRJai4NNPK6WMz+1U5WeXExO/388wzz/DYY4+xefPmPtcxGo1ceumlLFq0iHPOOWd49IA7CoQQRBMyvkicJm+E6vYgdR0hEvsVgXRb9EzIdTAhz9G787vKF5b+Xr9VATNQYiH463z+15bJVlHKaGuYWSVZjLLLYHLzj4Y8XvGNpTDZgL3hE/7wh8eIxpWL189u/jYP/PBqqF2lxEDM/pZiSejmtU2NVLUGmD3KzaljDh0IK4Tg36trWFvdgc2o48zxWYxKt/LmliZcFj3XzRt1WNEQjUaZP38+69crrQsmzzubj5f+D6d5cC6qbf4oz6+tJSELysvSD13kLtShNCD07AZv3cHZOVq9UpU4c4LyrD3GJzchIOqHcIcytkCrUvQu2N47EFejVcRn5nglHfsIadjRRJK11R1sqPEiC4FOIzExz8HEPAc5DvXu84uKEIKKiopUI8n333+fjo6Og9bLzc3lu9/9LosXLx42bQs+D7GETG1HiN2tAaraAqlK3pIE+S4zpZk2SjOsuK2qyP+i0t/r98iU9UNJMo4sy4QwIQCnJobeYISkHzRajFYX5rCWUbTxyHP/SYmX6acsoKC0DNG0EQkge3Iv8QJKenNVa4AdTT7ml2UcMh1ZkiQm5Tmp8QSpbg9R0eynvDQdvVbCG4rT5o+S5Ti0G+mBBx5IiZfsgmK+8eMHqWoLMrNocE4YmXYjZ03I4t1tLaze4yHPaaYo3aJkDHXVd4uWql7uF0CxXDh7MnMKlEDcY1kKPxFVhJN3r/Ic8ihtBPrC5FTGlV6mWIIGkDVk1Gk5dUwmk/KcvL+zldqOEJvru9hc30Wa1cDEPAfjc+zY1bvPLxSSJDFu3DjGjRvHDTfcgCzLrF+/nmeeeYZnnnmG9nbF0tfU1MS9997Lr3/9a6655hpuvfXWIS0n8Xkx6DSMzrIxOstGLCFT2epne6MvldlU3xlmRUUbbouekkwbLrMek16LWa/FpNfg6H6toqJaYAZKsIPIX8/khc4xNJHJqe4Oxo6dQKbsAUceL8dP5qVqE4Y3bufpN5Qso8yCUq64/iammxr5+jgtVrsb5n5PuSjuR1IW/O2jPYRiSS6ZnnfYeIlwLMnjK6rYWOelLNPGBVNzafSGqWwJcNKoNE4Z07cbaefOnUydOpV4PI5Op+Nfry6lRZ9LvtvM12YPbuXi97a3sKO2hZxkAxflhzD7axTR0IOkUSrMpo9WhIEl7dA7GyyCHiV+pWMP+JoOtvpIGqV7szkNrOn73EKHqdA7EIQQ1HWE2d7Uxe7WAPGk8vPTSBKT8x3MKUlThYwKsViMt956iyeffJLXX3+dZLJ3W4lzzz2Xb33rW1xyySVD3hV7sOgKx6lqC1DdFqTBGyZ5mF5jmXaj0h7BbSbfbVZr0ZxgqBaYY4UcJ5boscBIGDUCo1aTitcw29PpqPmU5W+uBJSGcBf98F58iSh5sRo6IqVYJ8w+SLyAUp5/fK6DDTWdbGv0HVbAmA1aRmfZU52lN9R0Mn90BpUtSjbS/NF9ZyPpdDrKy8tZsWIFP/nJT1h41jz+/lE1jd4wgWgC2yFq0AyIYDt4dnNmuJKs9m2EogmqOnVMyHWgNVq6rRijlQDcY13/RAjFHdS2UxEugbbe75vdSjCwq1ipfGtyKi6iY4QkSRSlWyhKtxBNJJW+VI0+GrxhNtd3sb3Rx9RCFyeNcqu9aL7AGAwGLrnkEi655BLq6ur405/+xOOPP55qUvvuu+/y7rvv4nQ6ueKKK7jmmmsoLS3FYrFgsVjQ6/UjzjXpNOuZWeRmZpGbaCJJrSdEXWeIYDRJOJ4kGleeg9Ekbf5o6rynkSTyXCZKM62UZthU19MXCNUCM1C6Gmj/y/n8K3QSMYxcmNXG2DHjMUXawT2Kd1xf42sXnIWvaS8At3z/WtLPuQHvjg84g/Xklk5k1uU/O+SFu80f5enVNWg1Et89tfSwWTw1niAvr69nS0MXk/OcnD0xi48r24knBVfOLSL7EG4kIQTPPfccX/7ylzGbzTy/tpamrghnjc9iWqHr6OZFlhXXUN0axU3UTSSeZE2bljZDIcacsZx78gyM+mNoYUhEu2NXGvYFBMeC+96XNEr7gJ5gYLPr2I1lANR3hli520ODV8lCM+g0TC1wMr3QpVpkVAAl+Pcf//gHf/zjH6murj7suhqNhuzsbKZNm8b06dNTz+PGjRtxwuZAgt2VgWs7QtR1hOgK93b7ui16ijOs5DnN5LpMamDwCEQN4j1WAqazhpq/XMJL4dkkNAYuzWplbEkxGiFDziRuWlLPIw8pXbFnFTtYtfZTVu6oo/ajZyAZIz7uYi696BLSDnOX8MyaGlp9Uc4Yl8mMIvch1xNC8PePq9nV7Eev1TA+106a1UBly5EDgfdnfU0HKyraKUyz8NVZh+9bdRCJGDRvgfp1EFb6wCBpFHHQ7Rpqihn572cNROMyuU4Tl87I/3w+7J5UZl89+JuVFOuoH6K+3plLPWi0ioUla7wiXPTDrycNKP+fNZ4Qn1S10+pTXG0aSWJcjo2ZRe7DxjWpfHGQZZkVK1bw5JNP8vLLLxMMBo+8UTf5+fksXLiQhQsXsmDBgmHZn2mgeEMxqtuDVLcHqe882PVkN+nI6e7hlOs0kWU3qjWZhjmqgDlGAibctIvqJ67hf9Fp6DVwUU4nZbnpYEmjwTyeMRcsJhwKIknw6d1nMPPnbyN/9EfeXv0ZNcl0Ps78Bj88Z/yhM3OAjXVe3t/ZSqbdyNUnFx92PGurO1hR0crWRh+Tch3MLHazub4Lh1nPt+bvy0ZKJBKHTMXsCsX5xyfVSBJ877TSI7suIr59gbide/f1HdKblCq4+bMOihlp8UVYsqGBSDxJlsPIV2YUDKxGTCwELVu7Y1ca+hYqPRht+5Xqz1dcQ8c6g2kQEUKwpz3I+ppOGvbrP5PvMjM6W8nQUNOwVQACgQBLlixh2bJl+P1+wuEwoVCIUCjEnj17+sxq6sFsNnP66aczf/58ysvLmTNnDnb74MR6DRU9rqf6znDKvS4fcInTaiSyHUpzylHpVvJd5qHp36ZySNQYmGNEqy9MROgQgFUTRadFcVE48rn9988RDil3QxeeNIoZE0aBpEXTvIFiS5ylial0RpK8u635sAJmfI6dFRVttPmjtPojhy1MN7PIxfbGLtIsBmo7QuS6zBh1GnzhOLtbA4zJtvP+++9z/fXX89hjj3HWWWcdtA+nRU+2w0SLL0JFS4DpB7qReirh9qQ8+1t6v29JUyrhZk9Rmib2QbbDxFdnFbBkQz2tvigvb6jnKzPyD9n3KXVcXwM0fqYUjdu/QaNW3y1S8pSAW6NdKdFvtB9yDCMFSZIoy7RRlmmjxRdhQ00nFS0BGrxhGrxhPtzVRprVQGmmlQm5DjIOUzNI5cTGZrNx7bXXcu211x70nhCC+vp6Nm7cyKZNm1i5ciXLly8nGlWse+FwmLfffpu3334bUNxOkydP5owzzmDBggWcfvrpw75n04EYdVrGZNsZ013NPJ6UafFFaOqK0OgN09wVIRRL0uiN0OiN8OneTox6DSXpVkoyrRS4LYMTB6hyXFAtMAPk03WriP3vp3wcH0eJvoPyAjMFpjAftLo580d/B5Rmjf+6+Qwunj8Fw8QL4IOHqIs7eNR9O2tr/WTYjNx98UQm5B765PC/zU1UtPiZXuTizHGHr/1Q1xHiubW1fFbbyfgcB9MLXexpD5JpN3JOiYm5c+dSU1MDwNKlS1mwYMFB+9hQ28mHu9ow6bVcW16MVSsr1hVPpWJp6RVHInWnFI9WHgPoO+QJRFmyoSEVMHze5BwK0/YrSpdMKK6hzhrl2PsH3dqzlV5HzsJjn2I9zPBF4lS2BKhuD9LQGe51V1mWZWNuSdohY55UVHoIBoMsW7aMN954gzfeeIOmpqZDrqvRaJg9ezbl5eUUFRVRUFBAYWEhhYWF5Of3s0DlMEMIQVc4TqM3Qm1HiL2eIOFY7wwvh1lPntNEjtNEpt2IxaDDpNdg0mlVS81xQnUhHSMB89ay9zGu+D8+TZQxTV/HlJJcMvEz4+6P2LZXsUxc8ZUL+OYMA+Unz8chAlC/Fk/mSTxlvIqPKtvQaSQm5zv5yXnjDxkLUt0e5JXPGjAbtHz31FK0R/jhLN3ewmubGugKJ/jSpGw6Q3FCoQjP3/MdNqxTKgHPnz+fFStWoOnjwp+UBf9ZuZVE627G61uYYe9C2j/FWGdQsoZ6Up4N1qOcQegMxnh9cyMeXwgpEebkbMEcdwCNv0kJAN7f0qLRQdYEyJ8J9ly1CSJKYHSNJ9Td1DOQqrE3KsPCnJJ08l0jP65B5dgjhGDPnj2sWrWKlStXsmrVKjZv3owsy0fc1uFw9AoOnjJlCmPHjh1xFhtZFjT7IqkYmvZA9KDm8ftj0mtxmHW4LQZcFj1uiwGHWY+5u06NUadRRc4goLqQjhHzisyskxQXkk2KoJMEf162NyVeTpo9m/NmF0OyiWhSA8FG0BpwjZqFoU0xVTZ2KcWalu1o5YIpOX3eyRSnKabMQDTB7tYA43IO75s+ZUwG25t8rNzdzqd7OzljXCb3PfDjlHjJy8vjhRde6C1eZFkp2d9eidazmwuDzWz1dhEV0I6NzMzsfVYWV9HnTy8WAnyNuJu38PVEBR94tWzzmVnVCPXmGOdnd2HVyYo4co9S0puHcdDtUGHSaxmXY2dcjh1PIMq6vZ3savaztz3E3vYQBW4zc0vSKUwzj8i7ZJXjgyRJlJWVUVZWxtVXXw2A1+tlxYoVLFu2jOXLl7N169Y+t/X5fKxYsYIVK1b0Wp6dnc3YsWMZO3Yss2bNory8nMmTJw/bVggajUSey0yey8z80RlEE0lauqI0dSkxNJ2hWHcKtyLqIvEkkXgyFWR/IJKkuLFsRi02kw67UY+tuyO3w7Tvb4Pui2M9PpaoFpiBUruat/7xf2yO53OucQtmVx5z7ngNfziOJEmsfudl2jYsQRMPM3NCGdmxeiVGY853WNKcwa5mP03eCG2BKDOLXSycmseE3L7Ht7KqnTV7OrCbdFxTXnzEYk27W/38/r0KPIEYic+W8J//77cAmMxmPl6xgllTxikpxoEW5dFZA/H9mkdKElUxF5/60wnZS7j8tGnYPk8KohCQiChBvx17lGylA6rvbo+k8X5HOjGtGaPZxtTSAqaPKfp8x/0C4g3FWLe3kx1NvlQWRq7TxJySNEoyrKqQUTkqWlpa2LVrF/X19dTV1VFfX091dTWbN2+mrq6uX/uw2WzMmTOHk046KVV5eOzYsaSn912rajgiy4JIIkk4lsQbjuMNxegMxukMxfBHEoTjyVRLhP5g0mvJshspSrdQ6LaQZTeqlpv9UC0wx4pkgqAwIgAzUX7y1Gr83XUIvv3tbzOn0MwnG3wkJEEs0X0Bt+eAI4/8iJYaTwizQUOey4Q3FGdFRRslGdY+XUmzi9PY2eSnKxznk93tnDX+8J2iR2fZmTc6g0f/+Swru8ULwPU33sjMyCew8r2DN9IZ9xWWSyulRGtizbo6vL4Iy3a2cvG0vP6dZGIhpeFhKrXZp6Q1H1iaX6uDjHGQMxkc+UzUGckJxnhzSxNt/ijrmpNsaN3L2Gw7M4td/eqsrQIui4FzJmYztzSN9TWdbK3voqkrwqsbG0m3GZiS72RCrkMtwa4yILKzsw/Zod7j8bBp0yY2btzIjh07qKiooKKigubm5l7rBQIBli9fzvLly3std7vdzJ07lwULFrBgwQKmTZvWp3t7OKDRSFgMOiwG3SEb7SZlQSRVbC+BP6I8AtEEgWg89TqWkInEk9R2hKjtCAFg1GvI77YE5TpNZDtM6NVU7yOiWmAGStX7PPmvx2lOOrBWvMVNLyt3IRnpaezYuYuMLX9j7ZqP0cgR0oqnUGqNKo3/TrmN+q4IL31aT5s/SppVT7MvSr7LzPRCF2eO7ztQt64jxMvrlcJwX51V0Dvg9UASUT58+xXOvmwRiZhi4jzvki9z7oUL+WpeB4XWBFjSlR5Mtux9PYcOOGm0B6I8u6aWpCw4d1I2k/L68GtH/YoFx1ujxK2EDp2uid6sHDN7ktIAsY/mh7KspA5vqO2dOlyaaaW8LF0VMgMkGE2wobaTzfVdqTtDvVZiXI6DqQVOsuzGEXP3qzKy8Pl8bN++ndWrV6dia+rr64+4XXp6OgsWLODCCy/k/PPPJzOzf3WsRhrRRJKucJyGzjB1nWHqO0MpF1UPGkki024kw2bAbTXgtuhxWQw4zfovhLBRg3iPlYDZ9RZ/evolWn1RHn3iBTrDSgT7i88+zeVfXghv3cGuih10yFYcmQVMKilQBMyMq0gkZR79oApfOI5GIyHLArNBi1Yj8Y05h66cu3R7C1saunBZ9Fx9cnHvL3A0oJTJ9+wm2LSbsit/TUtnAIDiGafyle/cTGGmk8KcLL46b0K/66Gs29vBx5XtGHQarpxThNusg65aaK9UspOC7QdvZEnf14zR7N6X1jzAGizNXRE21HZS2RJIZduMzbZTXpZ+2AKAKgcTiSfZ2exnc70XT2Bf7Ry7SUdpppWSDBsFbvMX4qSoMnTU19ezdevWlJWmoqKCzZs309LS0uf6kiRRXl7OwoULmTp1KoWFhRQUFOB2u0844S3LglZ/lAZviEZvhOauCIFo4pDr67WS0tzSoMWk0+K26smwGbsFj/GE+C2rAuYYCZjk1tf4zXNv8uzLb7K1QrG+XLFgJs8vXQ+NG+HD39BaX8kWuRThKmbBGBdScTmUnQnAi5/W0dAZIhhLYjXocFn0eENxcpwmrphd2KcfNBJP8vTqGvyRBDOL3Zw+JgO8tUp9lPYKpctzN29sqOfyO//G6IlTmPCth0FnJN9tpijNyuWzCyhwH8aCsx+yLHj501r8LdUUy7Wc7vagT0b2rSBJilXFPQqcRYpwGeRg285gjNV7POxq8SOEcsiJuQ7mlqbjNKsxMgNBCEGDN8yW+i6q2vY1kQTlhJhmNSpBhyYddqMOp1lPvtus9mNSOWYIIdi5cyfLli1j2bJlfPDBB3i93sNuY7FYGDduHF/+8pf52te+xrhx447PYI8jQgh8kQQtvgieQEyJtwkp8TZHirORJHCZ9d1WG0MqW8pm1GHq7uY9EgSgKmCOkYDxr3+Jb9/7V156TfHnZjmMbHv9UTJO+xZseRlWP0aX388H8nSwZ3FmkQHH7CsgU/mhrdzdzprqDoQQSJJEpt1AV1jxiy6YkMXUAlefx61uD/La+hqyQru4IK0Rp+zb96YjT0k1Th8NljTWrFnDuHHj+efaFlZXewjHkswe5SbfbeEbcwqPfFFKJqB5E9E9q9i2p5ZoQsZt0TO2IAtN5jglZsZVdNyyg9r8UVZWtbOnTalFo9VITMl3Mqck7fCF8FT6JJ6Uqe8MU90eYE9bEH/k0Hd7GXYjhW4zRWkWCtwWNXtC5ZiRSCRYvXp1qkbNtm3bjrjN1KlT+drXvsbChQuZMmXKsI2hGQyEEES742cicZlwXAkq7gjGaAtEaPVFCR1Q0+ZAJEkJILYatKR3W20yu58tBu2wETeqgDlGAmbTq49w8td/TCSimOOX3HY6X77xPiieD8vvgx2v4ZUcPKO/jJJYJZPzHBQt/EmqtH6NJ8iSDQ0YdBqSsiApCybnO9na0IVRr+G6eaMOFhiJGDR+xs51S+n0dmLWa5lclIEudzLxzMno0wr7HKs/EueuV7fS0BEmIcvMG53BqHQrX5lZ0HddmUQMmjZC7epU4Tp/UseHHW5aTaWMGz+J+WMPH0h8LGnqCrNytycV+KbXSkwvdDN7lFsNTj1KhBB4gjG6wkqQYSCiBBy2BWK0+3unimo1EoVpZkoybJRkWFUrmMoxZc+ePXzwwQfU1NRQV1dHXV0dtbW1VFRU9Ll+RkYGZ555JgsWLOC0005j9OjR6I9l49hhSDCaoD0Qxdttsel5DsWOnCUlSaDTSOi0GnQaCb1WoxTw02sVl5Vei9WoWGltRp2SEm7QHZPsKVXAHAMBI4RgQfl03l+zGYDLp7t48ReXw+m3K9aId++ChvUE0yfxhPbrFDW9S2FuNidd+cvUPqKJJH/9YA+yEJRlWqlqC1KYZiaakGn1RZmQ6+C8yTnKyrGg4paqXwvxCAlZZl1Tkr2WybRGjOxdt5SnnnqKO++8k9tuu63PMe9u9XPv69sJRBMYdBpOKnYzo9jNWeOylCaIwbZ9adXeWoh3u4lMDig8GXKnsrMtzFtblMyCC6bkHrEmzbGmriPEyqp2Gr3KWA06DbOK3cwoch0x1Vyl/4RiStffuo4QNZ6Du/5m2AyKmMm0kuswqWmgKseF2tpaXn75ZV588UXWrFlzyPW0Wi2lpaWpujQzZsxg3rx5lJaWDhtLw/Fk/ywpf0QROm1+5dEZih22gN+hkCQ4Z+IhEj0+B6qAOQYC5vXXX+fiiy8GIM2qZ/2PxzJq5gI4915o2gzv/RJiQZLTvs5/2gqR9ryPlDmOc772g153q8+traW5K8KpozP4pMqDLAQLJmSxfGcrQpY5Nz/GJLlCKeHfUw3X7CaaM4v/9+IKHn387zRU7eg1tgceeICf/exnfY777W1N/OvjaoLhMDoRZ156hC+lNTHF6j14ZbMbik6GnCm9Ctd9VNnGp3s70WslLp2R3+9YmmOFEILq9iArqzy0dVsKzAYtJ41KY1qBU+02O8gIIegMxVNup0ZvpFc7A7NBy6h0C4VpFvKcZlwW/RfyIqFyfKmpqeHVV19NxdD4fL4jbpOZmUl5eTkzZswgMzOT9PR0MjIySE9PJy8vj8zMzBPaFdUX8aRMLCGTSAoSskxCFql075S7qjs9PBBJ4O9+loXgkul5lGbaBnU8qoA5BgImmUzy4+9+jT//+1Ue/koh352bhnXKhXD2PbDqz7D2b2B2wSV/YeNna6ndtYFqxxxOP+fiXg0SV1S0sb6mk6kFThKyYHujj7J0A5nBSlZXNKETca4o6CDLmFBqyBTO4e31Ndx0yy1UVlb2GpPeYOCSiy/mvvvuY/z48cpCISDiha4GpRmir4G3d0f4V20a3pgWvUZwekaArxd6yc9wKCnVtmwlKNdZ1GePIVkWvLqpgb3tISQJ5pSkcXJJ+pDfdQshqGgJsKqqnc6QYiGwGLSMybYxJsuudpo9RkTiSfZ6glS3BdnrCRGJ9/a9mw3aVD0Lh0nfy+x8ImRJqAw/EokEGzZsYNmyZWzatCmV7RQMBo+88X4YDAby8/MpLCxk1KhRTJs2LfXIyMg4RqMfeciyIBRPYtRpBv03rRayOwZotVouPudUjHYrC53r0Gp14BqlFKurWQUiCc4CyBxPgfYdWvVaauJOqtt6d3jOd5tZX9NJgzfMRVPzqN1bhW3r+0zJFLSaMtgTtfN6ZBpXzp1KS1eEW6+/lVdeeaXXWCZOm8mE0y5i5hkXcs0Zkyh06qF9976O0VF/r/XPywaLycBfq7NojelZHsxAq81j0cRS3P1ITdZoJC6Yksv7O9vY0eRjzZ4Oaj0hzpucg8sydKnNkiQxLsfOmCwb25t8rN7jwR9JsKmui011XViNWkZn2Rif4yDXaVKtAoOESa9lfI6D8TkOZFnQ2BWmuj1IkzdCiy9COJZkT1swFXi9Pz1+dr1WQpvytSs+dpNeg1mvxWUxkOcy4TSrlhyV/qHT6ZgzZw5z5sxJLRNC0NTUxLZt21izZg0rV65k9erVdHZ2HnI/sViM6upqqqurD2qVkJ+fT1ZWFmazGYvFgtlsxu12M2bMmJSrasyYMVitR98rbqSg0UhD3rlbFTADxBdJkmHTo5fi6PQGJRunaYti6dDooagcEmHc2igWg47mpJudLX5iCTmVwdHTbM/jj2BuXssZwbdpj0eoCbr50lln8lyVAW84wZt74vzfd77Mxo0bU8c/5ZRT+OMf/8iMGTNY+tlu2vZuY9d7a0hP92PZP/xDo+0uVpffXZsln9NMDox7PDyyvJL6zjBvb2/FH5O55ewx2PtRut+o03Le5BxKMqws29lCU1eEZ9bUcvrYTCblOYb0QqPpbpA5IddBXUdPo8MgwWgyJWbcFj0Tch1MyHPgUFsVDBoajUSB25JyKyZlQas/QlNXhDZ/tDswOIE/EieeFCRkQUJOEokfYcco1rQcp4kchwmHWZ/qKWM1alU3ocoRkSSJvLw88vLyOOeccwCQZZldu3ZRVVWFx+NJPdra2mhoaEi1TOhL5DQ0NNDQ0HDE4zqdTtLT01OPrKysVDfvnuesrCzS09MxGNTaVkeL6kIaIJue/jnhXUsZp6nHVTgZ6aLfw9b/ws7XweiEM3+mpDVvXcLGTj2/6zyVTLuRH5w5mrL9/IQvrNiMq/Y9Zrv8mPVaPuhwU+U+jW+cMg4h4IV1tcSTAlG/iR9962vk5OTw8K9/zVUXn4XUUQWe3cj+FrY3+vBHE0qV1eJ87PkT96U5H6KA3PqaDh5ZvpvqtiAJWaY008Y9F08akB/TF4nzztZm6rur5hamWTh7QtaQWmMOJCkLajtC7Gr2s7vVn6p9IklQ6LYwIdfB6Cybmhp8nOhJA40mZBJJmaQsiMuCeELxsfcEGEbiSdr8UVp80VRfp75wmPW90kAz7UYcJp1qsVEZFAKBABUVFal2CZs2bWLr1q34fD7i8X6o735is9lIT0/H7XanrDoWi6XX3z3PNpuNtLS0XuKoqKgIu31oEysGGzUG5hgJmPqnf4Cz8j8YpATG0WfCBQ/Dmz9WAm6LToZTfwzevVC3jhrTGP7f3jL8kThXzS3m7InZSuZPzUr2bl1FkzeEyWRi2hlf5c32TDZXN5NvlVh0zkx2Nft5c0sjxEJ0rXmZW780FqfcrqQ69yBJRC05fOhxsEfOI2lO55J+BthWtQb418pqPqhoIykLrAYdX51VwMXT88lx9q9svywLNtR2sqrKQ0IW6DQSJ5elM7PI3Xea9hASTSTZ3Rpge6MvJbpAyWAak2VjQq5DjZcZZiSSMq3+6D5LTrcVJxBJkDiEsDHqNWTajGR0C5tsh4l0q0H9f1UZVBKJBOFwmFAoREtLC5WVlamYm8rKSlpbW/F4PHR2dnI8LrG5ubkpF1ZZWVkqKLnn2W63p0SQyTT8XemqgDlGAqbib98iv+4N9FISw5RLYdSpsPE5pcvyxEth9rdg4zMgJ4iMvZiH1sOOJh9nlFi5vqQFqXEjyAniSZkPPQ4q7XOZOXYUH735Evfdey/ZhaW88OLzzDA08NHmSj5tVoIjJ9jDLMj0oTeawFUMGWOUFgUGK9FEklc3NtLQGUankVg4LY+SjP75YN/f2cL/e7eCzlAMk07LuFw7C8Znc/6UnH5XYfWGYizb0Zqqz5JhNzK72E1ppnVYpjV3heLsaPaxvdHXKzXYpNdS0F20rTDNglvNpBmWCCEIx5N4AjHa9ksF7QjG+rTYGHQachwmcl37XFF2k25YfjdVTiySySRer5fm5mbq6+t7dfVua2vr5cLyer2Datk5HGaz+SDrzoFurwMfPWLI7Xaj0x3b6BNVwBwjAbP1z1dS2vYeOknGMOc74K0GfyvYc2H0AjBYlV5B7mKY9g1eXFfD1rXLKdfu4LRSB1aDDlyFUHI6m3xWHn70H7zz70dob6xNHeMX3zyPmy6dS4bNyAafnY+DechGFxnpGVx00lhctoMtJPGkzJtbmtjTFkQjSSyYkNXvuJQaT5CH3trJ7tYAkXgSm1FHUYaZS6cXcO6EbLT9iDUQQrCjyc+KyjbC3dUgdRqJ4gwrY7OVwmfD7YLRU15/R5Ofiu44pf1xmvVMzncyKc+hVvwdASRlgScYpd2/T9i0+CKHLOBl0Gmwm5QOwz3Bw2a9FpNBi8usJ81qwGHSq9YbleNGMplMWXZCoRDhcDj1OhwO4/P5DorbqaqqoqKigra2tuM2TpfLlRI2p556Kr/97W8Hdf+qgDlWMTC//wpjvSvQSmAYfx6EO5S05aJyJQ053AkaHZz0bYj6qFvzKpt27UYWgsnjxmIunsPGvR1s+mw9T//7Kbbt2t1r/+ecNJbrv3o69vxxjJ8xn8KxM6jzJXlzSxOhWBKjXsOC8dmMybIddGJNyoL3tjezo0nJQMqwG5lbksbozIPXPZC6jhAvfVrH5oYu9rYHSSQFFqOWfJeZyflOpuQ7mVbgItNuPOy+wrEkn9UpjRg7gvvcXXqtxOgsGxNznRS4h5+rJikLWnwR6rpb3Dd1RVJ381qNMvYp+c6DMrb0WmnYCTOVfciyUmm4qStMozdCWyCKPxI/qPvvodBIEi6LHodZh92oV6qPdlcjtZuUoGI1hkplONDZ2UllZSU1NTW9RI7H4yEYDPYSQgc+B4NBYrHYkQ/SBwsXLuT1118f1M+iCphjZYF5+EuMDnyKRgJD7iQw2CBrotIqIBEGoxORP4t4JIDes5NYQmZZlZ8ViUl88PLTrPnwvT73O2b8BO6/8XK+esEClnuz2dwuodMoReMK0yz4I3He3NKUqj5rN+mYku9kcr6zl3VACMGa6g7W13Sm7jzTrAZmj3IzLtt+2MyNpCzY3Rrgo8o2VlS0sdcTJCkrmSAOkw6jXkuGzciYLBvTCl2Mz7GTaTf2aeURQtAeiFHZolg3emq09Ix9Qq6DSXmOYRX0uz/xpExlS4DN9V6auiKHXffAYFJnykUxMhqnfRGJJeRUTE1PT5lIXCncFYwl6AzF6QrFejW9PBRGvQa7SY+pux6GTiuh02gw6CSsBqX2jd2ofCcsRi0Grfq9UBl+hMNhPB4P7e3tBwmgQz06OztZtGgRTz755KCO5YQQMH/5y194+OGHaW5uZtq0aTzyyCO9cvwPx7ESMPx+KqKrBoFEMnc2AXsJcVs+kbZqqrSj0MYDGLUaEokkWimJz1LMOr8bX0c7q5f+jxXvf9hrd8VjxnP6FdfjGD+fbKeFy2blk0zC0p0t1HhCaCQ4qSSNMZk2DDotFS0+ajxKMTmQ0EgSpZlWHGY9+u76GlqNhEmnwROMsa3RlyoyZtBpKMu0MjrLzqh0yyHFTI9r5ZPd7ays8tDSFaEjFEMjKXn/PQG6Rp2GNJuBsgwrhWlWCtxmitOtZNgMvU7QQgiafRF2NPnY2ezvdfc7KsPClHwXpRnWYWeV6aHVF2FTnZdtTT4CkUR3poySOSOEwGnW47LoD7LEGHQabN2dnfe1u1c6xA7Xz6qyDyEE/mgCbzCOL9LdKyqq9IryRxL4I4kj9pfpC61G2tdjRqdFr5PQajSp369Bp+lVE8eo03IkvSNJSpmDnm3UFHOV40EymSQajWKxDG5l9hEvYF544QWuvfZa/vrXvzJ37lz+8Ic/8NJLL7Fr1y6ysrKOuP2xEjA1D8wmM1pDAi3V1mlE7YXIQT8NtdVs79RS601S2+zhs6pWbv/pj9GlFeILx+kIxajctoUta1biKhhNZtkUZp00l9xRYxDA5novkbhMhs1AYZoFvVbDziYfvu5OwRaDNhVYmpSVpl2hWJKELGPvrm6q0yonwR7xIEmK9SWekGkPRInEZYQQJIVACMhxmShwWciwK75+WZBKZY12P3sCMXa3Brq3V3poBGNJQlElEFmSFDO7UaecePVaDVajjjSrgXSrgQybkSy7iXSbAZtJhxCCem+Y6rYgbf4oGkkRYTaTjnyXGZ1GQtIoXrl4UkYjSb0Kn2kOOJNLkkS61UCuy0Suw4zDvC+NNpGUCUaVO2qlUZmyD51WQySe7NULpCMY676w7CuoBpJywYrECUQTfd6NJ2SZUPcxepqf6TQaNJJ0SNeCTiNhNmjRaSS03f9neq0Gs0Hbq3maYb+7eb1WSgki6zFqoKYycKKJpFJaPZIgmpCJd6eHJ2QlXTyQEj1HL3iOhh7XplIocF+Dvv2/TzqNBo0GJI6kjkCvUb6LPdtZjdqUC204dTFWOTEY8QJm7ty5nHTSSfz5z38GlOJDhYWF/PCHP+SOO+444vbHSsDsuXca7mg9q+tl3qo1s7I6wMY6P8k+zku3X30ON9/wbZrJ4H/VMmG9m0BCgywgx2HEZtJjM2mx6nV4w3E+rekAJPQaiQy7kaI0M7GkoLotQCSu9KewGrRYTXqEEGgkKXUCBUWwSEhoNBKxhCJAegSCJIE/kqArHCcUS6TiOySk1MXRbtJ3l4VWLqj6blFi1mmJxJO0+CKE4km0kiKSookkwahStyOelEkK5a5VkkCDIi6UMXUPDtBK3fvWKuNMyDKxuIxGI6GTJDQaRWhIknLStRg0WAzKSdJm1GHQaw463eq1mu6LvRKUaTXqCEYTBKOHby1/NNhNOtwWA26rHpdFEYd7PUGauiK9mqHJQkkrtxp1aCTwhZW57wrHScgCIQSyUNaTZUFflzVlrvZVq9VpJQxaDWa9DrdVj9Osx9gtmHouLFpNz4T33k/PhUt5PrqLjUmvTcV/qCLq6Ign5f1uEuTu386+/jPxhEwsKSsurYRMJJYkmkhypJO06L75iMTlXj2qjgdajdRt9ZFSN1Ha/W6ketBI7BNS3d/pA7+rEsrvef+uyP3RRqnfiGY/YXaEDSVQRJlGg7b7+Wh1mL7b8q0yOIzoVgKxWIz169f3ak6o0Wg4++yzWbVqVZ/bRKNRotFo6nV/mnodDXlyI7Of8LKtTQa8h1xPp9Pht5aSP+8K8gF7mZ81ezy0B2LEEjJ1nSGqPSEM3RdyjSQhBIRjCSIJmbZAlIoWP9puBRCOJQnGkii/EaHc5SWVQmDJpIwsQEBK2EgSygVSFspF8oBzmmD/9/a9KbHvh6/8rfzT87eEBEIg2LeOjHIRFvRckJUjKK+Vgx3xBNzHsgNPB/05LQ/kFNLthdu3jXTwQaQD3z/kEZQPKe/785CrDWBxv9cZ6KnzuJ5qB3Aw9RIwOBz2+/Q59c2wvONVGTJmFTh5+cZThuTYw1LAtLe3k0wmyc7O7rU8OzubnTt39rnNgw8+yD333HNsB5ZMYiJGeYG2W8AojC9wUz6phHETJjB29pmMnX4yZWVlmEz70p3HZiv9ehq7Imyu82I2aInGk/i6rSK+sBJMCIqLoSewMJqQ6TllyAJiiaQiVgT0iISeC6Ys7xvT/ieZHn2y/8VYkiQkBNpuUdJjDegRQftvJ0Rv+0CfJzBx6PeO9oR3NNsNZBuR+ucwGx+0bHievgc6quP6KYbnlKmoqAwCuz0Da5Y5mAxLAXM0/OxnP+O2225Lvfb5fBQWFg7uQbRaMKVx6fgWEkYXZ11xA2edUk5+QT7YcsCWedjNJUki32Um32Xm9FiCuo4w8aTiN0/IAl84TjCq+NJj3e3No91m4WgiqbxOyIcsry4QJGVIyjKyrFhGkrIiSPp1DRHKNkqcjGKh6XF1KONUTN2i28oiC0gKGdHtAukRBIep/n7oQ/eIJhQh1nP8gwbYBzI91iRIKgrsEMc4cC/7FojU+A+YK9Hnn8OCPrVXX5/9gM/9eT/HYY81WPtWURlBHOqc8UVgZpFzyI49LAVMRkYGWq2WlpaWXstbWlrIycnpcxuj0YjRaDz2g7ujmguBCz/nbiwGHeNyTqz+FSoqKioqKseLYZlrZzAYmDVrFsuWLUstk2WZZcuWUV5ePoQjU1FRUVFRURkODEsLDMBtt93GokWLmD17NnPmzOEPf/gDwWCQb37zm0M9NBUVFRUVFZUhZtgKmCuuuIK2tjZ++ctf0tzczPTp03n77bcPCuxVUVFRUVFR+eIxbOvAfF6OWSVeFRUVFRUVlWNGf6/fwzIGRkVFRUVFRUXlcKgCRkVFRUVFRWXEoQoYFRUVFRUVlRGHKmBUVFRUVFRURhyqgFFRUVFRUVEZcagCRkVFRUVFRWXEoQoYFRUVFRUVlRGHKmBUVFRUVFRURhyqgFFRUVFRUVEZcQzbVgKfl54Cwz6fb4hHoqKioqKiotJfeq7bR2oUcMIKGL/fD0BhYeEQj0RFRUVFRUVloPj9fpxO5yHfP2F7IcmyTGNjI3a7HUmSBm2/Pp+PwsJC6urq1B5Lxxh1ro8P6jwfH9R5Pj6o83x8OJbzLITA7/eTl5eHRnPoSJcT1gKj0WgoKCg4Zvt3OBzqj+M4oc718UGd5+ODOs/HB3Wejw/Hap4PZ3npQQ3iVVFRUVFRURlxqAJGRUVFRUVFZcShCpgBYjQa+dWvfoXRaBzqoZzwqHN9fFDn+figzvPxQZ3n48NwmOcTNohXRUVFRUVF5cRFtcCoqKioqKiojDhUAaOioqKioqIy4lAFjIqKioqKisqIQxUwKioqKioqKiMOVcAMkL/85S+MGjUKk8nE3LlzWbt27VAPaUTz4IMPctJJJ2G328nKyuLSSy9l165dvdaJRCIsXryY9PR0bDYbl112GS0tLUM04hODhx56CEmSuOWWW1LL1HkeHBoaGrj66qtJT0/HbDYzZcoUPv3009T7Qgh++ctfkpubi9ls5uyzz6aysnIIRzzySCaT3HXXXZSUlGA2mykrK+O+++7r1TtHneejY8WKFVx00UXk5eUhSRKvvPJKr/f7M68dHR1cddVVOBwOXC4X3/72twkEAoM/WKHSb55//nlhMBjEP/7xD7Ft2zbx3e9+V7hcLtHS0jLUQxuxfOlLXxL//Oc/xdatW8XGjRvFBRdcIIqKikQgEEitc/3114vCwkKxbNky8emnn4qTTz5ZzJs3bwhHPbJZu3atGDVqlJg6daq4+eabU8vVef78dHR0iOLiYnHdddeJNWvWiD179oh33nlH7N69O7XOQw89JJxOp3jllVfEpk2bxMUXXyxKSkpEOBwewpGPLO6//36Rnp4u3njjDVFdXS1eeuklYbPZxB//+MfUOuo8Hx1vvvmmuPPOO8WSJUsEIP773//2er8/83reeeeJadOmidWrV4uPPvpIjB49WnzjG98Y9LGqAmYAzJkzRyxevDj1OplMiry8PPHggw8O4ahOLFpbWwUgPvzwQyGEEF6vV+j1evHSSy+l1tmxY4cAxKpVq4ZqmCMWv98vxowZI9577z1x+umnpwSMOs+Dw09/+lNxyimnHPJ9WZZFTk6OePjhh1PLvF6vMBqN4rnnnjseQzwhuPDCC8W3vvWtXsu+8pWviKuuukoIoc7zYHGggOnPvG7fvl0AYt26dal13nrrLSFJkmhoaBjU8akupH4Si8VYv349Z599dmqZRqPh7LPPZtWqVUM4shOLrq4uANLS0gBYv3498Xi817yPHz+eoqIidd6PgsWLF3PhhRf2mk9Q53mweO2115g9ezaXX345WVlZzJgxgyeeeCL1fnV1Nc3Nzb3m2el0MnfuXHWeB8C8efNYtmwZFRUVAGzatImPP/6Y888/H1Dn+VjRn3ldtWoVLpeL2bNnp9Y5++yz0Wg0rFmzZlDHc8I2cxxs2tvbSSaTZGdn91qenZ3Nzp07h2hUJxayLHPLLbcwf/58Jk+eDEBzczMGgwGXy9Vr3ezsbJqbm4dglCOX559/ng0bNrBu3bqD3lPneXDYs2cPjz32GLfddhs///nPWbduHTfddBMGg4FFixal5rKv84g6z/3njjvuwOfzMX78eLRaLclkkvvvv5+rrroKQJ3nY0R/5rW5uZmsrKxe7+t0OtLS0gZ97lUBozJsWLx4MVu3buXjjz8e6qGccNTV1XHzzTfz3nvvYTKZhno4JyyyLDN79mweeOABAGbMmMHWrVv561//yqJFi4Z4dCcOL774Is888wzPPvsskyZNYuPGjdxyyy3k5eWp8/wFQnUh9ZOMjAy0Wu1BWRktLS3k5OQM0ahOHG688UbeeOMN3n//fQoKClLLc3JyiMVieL3eXuur8z4w1q9fT2trKzNnzkSn06HT6fjwww/505/+hE6nIzs7W53nQSA3N5eJEyf2WjZhwgRqa2sBUnOpnkc+H7fffjt33HEHX//615kyZQrXXHMNt956Kw8++CCgzvOxoj/zmpOTQ2tra6/3E4kEHR0dgz73qoDpJwaDgVmzZrFs2bLUMlmWWbZsGeXl5UM4spGNEIIbb7yR//73vyxfvpySkpJe78+aNQu9Xt9r3nft2kVtba067wNgwYIFbNmyhY0bN6Yes2fP5qqrrkr9rc7z52f+/PkHlQGoqKiguLgYgJKSEnJycnrNs8/nY82aNeo8D4BQKIRG0/vypdVqkWUZUOf5WNGfeS0vL8fr9bJ+/frUOsuXL0eWZebOnTu4AxrUkOATnOeff14YjUbx5JNPiu3bt4vvfe97wuVyiebm5qEe2ojlhhtuEE6nU3zwwQeiqakp9QiFQql1rr/+elFUVCSWL18uPv30U1FeXi7Ky8uHcNQnBvtnIQmhzvNgsHbtWqHT6cT9998vKisrxTPPPCMsFot4+umnU+s89NBDwuVyiVdffVVs3rxZXHLJJWp67wBZtGiRyM/PT6VRL1myRGRkZIif/OQnqXXUeT46/H6/+Oyzz8Rnn30mAPG73/1OfPbZZ6KmpkYI0b95Pe+888SMGTPEmjVrxMcffyzGjBmjplEPBx555BFRVFQkDAaDmDNnjli9evVQD2lEA/T5+Oc//5laJxwOix/84AfC7XYLi8UivvzlL4umpqahG/QJwoECRp3nweH1118XkydPFkajUYwfP148/vjjvd6XZVncddddIjs7WxiNRrFgwQKxa9euIRrtyMTn84mbb75ZFBUVCZPJJEpLS8Wdd94potFoah11no+O999/v89z8qJFi4QQ/ZtXj8cjvvGNbwibzSYcDof45je/Kfx+/6CPVRJiv9KFKioqKioqKiojADUGRkVFRUVFRWXEoQoYFRUVFRUVlRGHKmBUVFRUVFRURhyqgFFRUVFRUVEZcagCRkVFRUVFRWXEoQoYFRUVFRUVlRGHKmBUVFRUVFRURhyqgFFRUVFRUVEZcagCRkVFRUVFRWXEoQoYFRUVFRUVlRGHKmBUVFRUVFRURhyqgFFRUVFRUVEZcfz/otDpW546/IUAAAAASUVORK5CYII=", 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", 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" ] @@ -264,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 9, "id": "bbf1b65f-bfe7-46c1-b530-25a2e70671e1", "metadata": { "tags": [] @@ -274,30 +274,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 1%|██▎ | 6/500 [00:14<20:32, 2.49s/it, Forecast=1.51e+6, Reg.=334, total=1.51e+6, best loss=8.45e+5, epochs since improv.=4]\n" - ] - }, - { - "ename": "AssertionError", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAssertionError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[17], line 19\u001b[0m\n\u001b[1;32m 15\u001b[0m calibrator \u001b[38;5;241m=\u001b[39m Calibrator(model \u001b[38;5;241m=\u001b[39m sir, posterior_estimator \u001b[38;5;241m=\u001b[39m flow, prior\u001b[38;5;241m=\u001b[39mprior, data\u001b[38;5;241m=\u001b[39mtrue_data, optimizer\u001b[38;5;241m=\u001b[39moptimizer, w\u001b[38;5;241m=\u001b[39mw, tensorboard_log_dir\u001b[38;5;241m=\u001b[39mlog_dir)\n\u001b[1;32m 17\u001b[0m \u001b[38;5;66;03m# and we run for 500 epochs without early stopping.\u001b[39;00m\n\u001b[0;32m---> 19\u001b[0m \u001b[43mcalibrator\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\u001b[43mn_epochs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m500\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_epochs_without_improvement\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minf\u001b[49m\u001b[43m)\u001b[49m;\n", - "File \u001b[0;32m~/code/birds/birds/calibrator.py:152\u001b[0m, in \u001b[0;36mCalibrator.run\u001b[0;34m(self, n_epochs, max_epochs_without_improvement)\u001b[0m\n\u001b[1;32m 150\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlosses_hist \u001b[38;5;241m=\u001b[39m defaultdict(\u001b[38;5;28mlist\u001b[39m)\n\u001b[1;32m 151\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m epoch \u001b[38;5;129;01min\u001b[39;00m iterator:\n\u001b[0;32m--> 152\u001b[0m loss, forecast_loss, regularisation_loss \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstep\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 153\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mpi_rank \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m 154\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlosses_hist[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtotal\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mappend(loss\u001b[38;5;241m.\u001b[39mitem())\n", - "File \u001b[0;32m~/code/birds/birds/calibrator.py:107\u001b[0m, in \u001b[0;36mCalibrator.step\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 101\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mpi_rank 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\u001b[38;5;241m*\u001b[39m compute_regularisation_loss(\n\u001b[1;32m 118\u001b[0m posterior_estimator\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mposterior_estimator,\n\u001b[1;32m 119\u001b[0m prior\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mprior,\n\u001b[1;32m 120\u001b[0m n_samples\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mn_samples_regularisation,\n\u001b[1;32m 121\u001b[0m )\n", - "File \u001b[0;32m~/code/birds/birds/forecast.py:74\u001b[0m, in \u001b[0;36mcompute_forecast_loss_and_jacobian\u001b[0;34m(loss_fn, model, parameter_generator, n_samples, observed_outputs, diff_mode, jacobian_chunk_size, device)\u001b[0m\n\u001b[1;32m 72\u001b[0m \u001b[38;5;66;03m# Rank 0 samples from the flow\u001b[39;00m\n\u001b[1;32m 73\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mpi_rank \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m---> 74\u001b[0m params_list \u001b[38;5;241m=\u001b[39m \u001b[43mparameter_generator\u001b[49m\u001b[43m(\u001b[49m\u001b[43mn_samples\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 75\u001b[0m params_list_comm \u001b[38;5;241m=\u001b[39m params_list\u001b[38;5;241m.\u001b[39mdetach()\u001b[38;5;241m.\u001b[39mcpu()\u001b[38;5;241m.\u001b[39mnumpy()\n\u001b[1;32m 76\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n", - "File \u001b[0;32m~/code/birds/birds/calibrator.py:110\u001b[0m, in \u001b[0;36mCalibrator.step..\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 101\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mpi_rank \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m 102\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptimizer\u001b[38;5;241m.\u001b[39mzero_grad()\n\u001b[1;32m 103\u001b[0m (\n\u001b[1;32m 104\u001b[0m forecast_parameters,\n\u001b[1;32m 105\u001b[0m forecast_loss,\n\u001b[1;32m 106\u001b[0m forecast_jacobians,\n\u001b[1;32m 107\u001b[0m ) 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\u001b[0;32m~/miniconda3/envs/torch2/lib/python3.10/site-packages/torch/nn/modules/module.py:1501\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1496\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m 1497\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m 1498\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m 1499\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m 1500\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1501\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1502\u001b[0m \u001b[38;5;66;03m# Do not call functions when jit is used\u001b[39;00m\n\u001b[1;32m 1503\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[38;5;241m=\u001b[39m [], []\n", - "File \u001b[0;32m~/miniconda3/envs/torch2/lib/python3.10/site-packages/normflows/flows/neural_spline/wrapper.py:225\u001b[0m, in \u001b[0;36mAutoregressiveRationalQuadraticSpline.forward\u001b[0;34m(self, z)\u001b[0m\n\u001b[1;32m 224\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, z):\n\u001b[0;32m--> 225\u001b[0m z, log_det \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmprqat\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minverse\u001b[49m\u001b[43m(\u001b[49m\u001b[43mz\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 226\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m z, log_det\u001b[38;5;241m.\u001b[39mview(\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m)\n", - "File \u001b[0;32m~/miniconda3/envs/torch2/lib/python3.10/site-packages/normflows/flows/affine/autoregressive.py:35\u001b[0m, in \u001b[0;36mAutoregressive.inverse\u001b[0;34m(self, inputs, context)\u001b[0m\n\u001b[1;32m 33\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m _ \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(num_inputs):\n\u001b[1;32m 34\u001b[0m autoregressive_params \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mautoregressive_net(outputs, context)\n\u001b[0;32m---> 35\u001b[0m outputs, logabsdet \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_elementwise_inverse\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 36\u001b[0m \u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mautoregressive_params\u001b[49m\n\u001b[1;32m 37\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 38\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m outputs, logabsdet\n", - "File \u001b[0;32m~/miniconda3/envs/torch2/lib/python3.10/site-packages/normflows/flows/neural_spline/autoregressive.py:134\u001b[0m, in \u001b[0;36mMaskedPiecewiseRationalQuadraticAutoregressive._elementwise_inverse\u001b[0;34m(self, inputs, autoregressive_params)\u001b[0m\n\u001b[1;32m 133\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_elementwise_inverse\u001b[39m(\u001b[38;5;28mself\u001b[39m, inputs, autoregressive_params):\n\u001b[0;32m--> 134\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_elementwise\u001b[49m\u001b[43m(\u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mautoregressive_params\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minverse\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/miniconda3/envs/torch2/lib/python3.10/site-packages/normflows/flows/neural_spline/autoregressive.py:116\u001b[0m, in \u001b[0;36mMaskedPiecewiseRationalQuadraticAutoregressive._elementwise\u001b[0;34m(self, inputs, autoregressive_params, inverse)\u001b[0m\n\u001b[1;32m 113\u001b[0m spline_fn \u001b[38;5;241m=\u001b[39m splines\u001b[38;5;241m.\u001b[39munconstrained_rational_quadratic_spline\n\u001b[1;32m 114\u001b[0m spline_kwargs \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtails\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtails, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtail_bound\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtail_bound}\n\u001b[0;32m--> 116\u001b[0m outputs, logabsdet \u001b[38;5;241m=\u001b[39m \u001b[43mspline_fn\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 117\u001b[0m \u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 118\u001b[0m \u001b[43m \u001b[49m\u001b[43munnormalized_widths\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43munnormalized_widths\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 119\u001b[0m \u001b[43m \u001b[49m\u001b[43munnormalized_heights\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43munnormalized_heights\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 120\u001b[0m \u001b[43m \u001b[49m\u001b[43munnormalized_derivatives\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43munnormalized_derivatives\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 121\u001b[0m \u001b[43m \u001b[49m\u001b[43minverse\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minverse\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 122\u001b[0m \u001b[43m \u001b[49m\u001b[43mmin_bin_width\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmin_bin_width\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 123\u001b[0m \u001b[43m \u001b[49m\u001b[43mmin_bin_height\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmin_bin_height\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 124\u001b[0m \u001b[43m \u001b[49m\u001b[43mmin_derivative\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmin_derivative\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 125\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mspline_kwargs\u001b[49m\n\u001b[1;32m 126\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 128\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m outputs, utils\u001b[38;5;241m.\u001b[39msum_except_batch(logabsdet)\n", - "File \u001b[0;32m~/miniconda3/envs/torch2/lib/python3.10/site-packages/normflows/utils/splines.py:76\u001b[0m, in \u001b[0;36munconstrained_rational_quadratic_spline\u001b[0;34m(inputs, unnormalized_widths, unnormalized_heights, unnormalized_derivatives, inverse, tails, tail_bound, min_bin_width, min_bin_height, min_derivative)\u001b[0m\n\u001b[1;32m 70\u001b[0m bottom \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m-\u001b[39mtail_bound\n\u001b[1;32m 71\u001b[0m top \u001b[38;5;241m=\u001b[39m tail_bound\n\u001b[1;32m 73\u001b[0m (\n\u001b[1;32m 74\u001b[0m outputs[inside_interval_mask],\n\u001b[1;32m 75\u001b[0m logabsdet[inside_interval_mask],\n\u001b[0;32m---> 76\u001b[0m ) \u001b[38;5;241m=\u001b[39m \u001b[43mrational_quadratic_spline\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 77\u001b[0m \u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minputs\u001b[49m\u001b[43m[\u001b[49m\u001b[43minside_interval_mask\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 78\u001b[0m \u001b[43m \u001b[49m\u001b[43munnormalized_widths\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43munnormalized_widths\u001b[49m\u001b[43m[\u001b[49m\u001b[43minside_interval_mask\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m:\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 79\u001b[0m \u001b[43m \u001b[49m\u001b[43munnormalized_heights\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43munnormalized_heights\u001b[49m\u001b[43m[\u001b[49m\u001b[43minside_interval_mask\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m:\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 80\u001b[0m \u001b[43m \u001b[49m\u001b[43munnormalized_derivatives\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43munnormalized_derivatives_\u001b[49m\u001b[43m[\u001b[49m\u001b[43minside_interval_mask\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m:\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 81\u001b[0m \u001b[43m \u001b[49m\u001b[43minverse\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minverse\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 82\u001b[0m \u001b[43m \u001b[49m\u001b[43mleft\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mleft\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 83\u001b[0m \u001b[43m \u001b[49m\u001b[43mright\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mright\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 84\u001b[0m \u001b[43m \u001b[49m\u001b[43mbottom\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbottom\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 85\u001b[0m \u001b[43m \u001b[49m\u001b[43mtop\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtop\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 86\u001b[0m \u001b[43m \u001b[49m\u001b[43mmin_bin_width\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmin_bin_width\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 87\u001b[0m \u001b[43m \u001b[49m\u001b[43mmin_bin_height\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmin_bin_height\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 88\u001b[0m \u001b[43m \u001b[49m\u001b[43mmin_derivative\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmin_derivative\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 89\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 91\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m outputs, logabsdet\n", - "File \u001b[0;32m~/miniconda3/envs/torch2/lib/python3.10/site-packages/normflows/utils/splines.py:175\u001b[0m, in \u001b[0;36mrational_quadratic_spline\u001b[0;34m(inputs, unnormalized_widths, unnormalized_heights, unnormalized_derivatives, inverse, left, right, bottom, top, min_bin_width, min_bin_height, min_derivative)\u001b[0m\n\u001b[1;32m 172\u001b[0m c \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m-\u001b[39minput_delta \u001b[38;5;241m*\u001b[39m (inputs \u001b[38;5;241m-\u001b[39m input_cumheights)\n\u001b[1;32m 174\u001b[0m discriminant \u001b[38;5;241m=\u001b[39m b\u001b[38;5;241m.\u001b[39mpow(\u001b[38;5;241m2\u001b[39m) \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m4\u001b[39m \u001b[38;5;241m*\u001b[39m a \u001b[38;5;241m*\u001b[39m c\n\u001b[0;32m--> 175\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m (discriminant \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m)\u001b[38;5;241m.\u001b[39mall()\n\u001b[1;32m 177\u001b[0m root \u001b[38;5;241m=\u001b[39m (\u001b[38;5;241m2\u001b[39m \u001b[38;5;241m*\u001b[39m c) \u001b[38;5;241m/\u001b[39m (\u001b[38;5;241m-\u001b[39mb \u001b[38;5;241m-\u001b[39m torch\u001b[38;5;241m.\u001b[39msqrt(discriminant))\n\u001b[1;32m 178\u001b[0m outputs \u001b[38;5;241m=\u001b[39m root \u001b[38;5;241m*\u001b[39m input_bin_widths \u001b[38;5;241m+\u001b[39m input_cumwidths\n", - "\u001b[0;31mAssertionError\u001b[0m: " + "100%|██████████████████████████████████████████████████████████████| 500/500 [6:00:26<00:00, 43.25s/it, Forecast=1.02e+4, Reg.=145, total=1.04e+4, best loss=503, epochs since improv.=138]\n" ] } ], @@ -310,7 +287,7 @@ "optimizer = torch.optim.AdamW(flow.parameters(), lr=1e-3)\n", "\n", "# We set the regularisation weight to 10.\n", - "w = 100\n", + "w = 10\n", "\n", "# Note that we can track the progress of the training by using tensorboard.\n", "# tensorboard --logdir=runs\n", @@ -325,10 +302,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "dc36b073-ee5d-4885-a45e-8aba7f2aa112", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Let's have a look at the loss over epochs:\n", "\n", @@ -338,10 +336,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "b9d5ee47-44fb-4bfb-a73a-6441b7fd077f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# We can load the best model to check the results\n", "flow.load_state_dict(calibrator.best_model_state_dict)" @@ -349,10 +358,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "6fd3de85-f004-45f4-ae36-0e0e9df51b4a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot the final flow posterior approximator and compare it to the real parameters:\n", "samples = flow.sample(10000)[0].detach().numpy()\n", @@ -362,10 +382,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "13d9b6b8-8cf0-4f8c-806e-e3557434665c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# compare the predictions to the synthetic data:\n", "\n", @@ -384,14 +425,6 @@ "\n", "ax.legend()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "106d2de1-4eb0-4c02-a57d-da9ee948f984", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/mkdocs.yml b/mkdocs.yml index 7ce73ea..b6cad3b 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -66,6 +66,7 @@ nav: - Examples: - examples/01-random_walk.ipynb - examples/02-SIR.ipynb + - examples/gpu_parallelisation.py - API: - api/calibrator.md - api/forecast.md