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@rbeucher
Forked from jmansour/demo.ipynb
Created August 12, 2019 23:31
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UW28 blog post demo2
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{
"cells": [
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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CyzUsy9R/hhqK8YiEGESJejvzMfnJSK7lw5lpyifacRK/smGMV8IFH3y4n5MdBNueqLwhKXSQrmXIZe9FAazAgryOMSkEoQIywwOf5dmFlpAsPznBHCtFP1cHmxubTQWF5saE2pVI3p2tJiY3mxubzQ8NzTEagTgAMQ8fgvMbHSUEZ2VQCu5y4uNReWGouLzW4nqVZ9L/AWFxsLS42FpUZ9ahRrSWZWijJBWZqlKBBrJ6ceEQYimftMjkQjycG8+igkoavKc0UGDtQkRnxz8u07jVjZN9lo5o5EzRcl2fayJjAXd8Ungokb9iCYQVRax0w+MPPuXnTjq62NB/uaeG6m9uyF+aXW9FAvXFjxX3xh9f6DXdI0O1NPpW5MhZfWF1+8cu7iM+P2vR4Pa8gIXjh+Z09mEzw59x1irUgV0M74zIXWlWvnup0krPoH+5Hve8urM1eunXvh6molHK7FmJk3N/a+vrnZ3uk4jtNanD6/vtBoVssTf+aPS4f56FxspTN60cRi3o1ZpK3IyOJjpBqxLqJOewTyMfk+lVjZN/Fo5kgi9ArNt/ZIMxPpnH31eigNTlCt5Hg4YsQpwiCXIj+tIZXhEcCkWabwgwF33I3N/V//7suPr9/b2NzXmudmapcvLf7DD9Yvrbf6PIq5bx5UCHHxwsIbxLMz9bvffGvg8upLz0xP90kKm4cLSLiVQyG5RExNh6//3XPVanDu/Nz+XhQE3vLK7LXvrV1YX3jybTBAizDzrS8f/OG3N7787H57p+O6Tmuh8dzVlR/83XMLi0dOsdMEScLsLZ8YqRY5hY6I0ZVOrlNxGdl4jCIunpnai3U5xsiZBYWiibDo64tN8vawsu80oJjj8jo8pCawCIOCrASJoMn8lNtiYIZU5puFlYLr4Yg0a5zIP/zl9u8+vPXRp/c2Nvc18fxMrb0f+Z4zN1ufm6k9sUlCGsGvPhlXc13n8qWl1eWZ9m5XKl2vBrOz9f4jdHuQBhMmd3bw0wODjy03nJuf+vufXL76vXPdTur5bnOmVq9X+n5hIOZEU1+Vttvu/vn3N//0wZdffn6/vdN1HTG/2Oh24jAM/v6NF47yJmQgJfO+epLznZyRH1mDS2Ew0CnJGHkSzGKOxbZ09LCy75Rw2OFRlPZ6DJ3ZERfV1ZvNUsuvmIwZqYRALofgfKybj2Zrp/PFV1tffLX1xdeHSd72XuT67spi4869dh/ZBwyI9QghpqfC6akTm32QgozhV0+lTD9taJZ923gfxQ+8E7aGHCUhN75p37754Oubm1/f3Nzd6TiOiDpJNfRX1+baL51bWimoRyfXT1LmKZ3rB5UY3aK6d3sGMWVNYIvLm/l7QmxtXw8r+04PxKxI+GWEwYi5m6LqF2QlyAyVg/vxo2iCZuTxbJgRJQgrJpPIA+2gu1G6fxDvH8T7+/HeQUzEvucc/uYgNrYHy5nhYD8+2I87B/HBfnxwEDuOE1bjg4P44CCOumnfh+gcsnuKESsnJx1DLGSeXn3ZCSlMCClGR5aj+ahUs5iTY5O8PazsOz0Q0JFU9x2/jCI/Yo4lwqJMpFMJkbP7cSoBNlyHlx8yZQHh92lz9n0vCLwg8IKKVwk8TRwEXuAf/qb4nVpOO0HF8yueH3hBxQsCz3GcIPCDwPMD7yg3QXVop2wYzqHfghmJhsqnNbiHYnR1QReWWEFSaZpPl9o4fHJstK+HvSucNjqSayxKuZ1rhubi3jJKwXWQXzkjMzRh6BmqE8f8TO3ccnNtubm7F/meQ5rnZmprK81zy82VhSMK8JmhJYSwNXlnE82sj06gLiw1lldml1dno24aVn3XceYXG0urs8urs83ZoUcqTyDEOZq2MBfd2cAozRj5sHW3nIMPR85zWE4TVvadPjhSzHAq+QwZG3zoRDLgBIUcWmukMl8bPMrHvTkrT6wEGNwMYYipeuX7187t7see525sHmiirJP3lRfPLbWOHoCrJYQDL0+XRMukQszp0cJkfqFx9aW1bjcJQ7+903Fcp7XQeP7qypXvrY3m/zcCiRKSHeN6ggsZIpIy0pyjiRnMWadwAYfqc+hIQZVnFjMstqWjh5V9pxAGEkUCIihqeNpjh0ZRh9YaSuc1RRcAEaIE1cr4XnGPk7kDngytqRPJVKrAd2vVwDsqwKkUO86Tg9qEEM9fXPA8Z3mxsbG5T5rnZmuXn1144dlFOwzNMgKe5157+XxYDVbX5nYz376FxqUry2sX+vgB9SZxHYXWFHUTJZXve9VaxTlZ/J6BPAJyBHSVk5/yywZUFGNWTFm2uth+4d6h05IOPTI2ydvDyr7TCQGRYiFK6PBgRqrgOXDzP27WcpurmUuW6hXC/CFOZj29sxd99Nn9W3fanUjWQu/8ysz3nl+an+3XfksEpRD0UXKu61y60Fpbmel0UyKuVYNa1S/QZFuZclq2HAUzKU4Li60EFf+FF89deHYh6krHQbVeCQLvqHeUIiGPMMNtbx/c+OTOvTvbcZRW65WV8/PPXVmdbg7KFOc3MI2+DfXl+NFISRQjhhhIipKYj5IZ05Ry6HGwLR09rOw7tXBW5+eVUOdHzIlC6BUxLzgbShv4eUkKBuIUYQW+6cDYCayn9w7i3/z+1gd/vXPrzk4nkrXQP7/S3N7t/uOPLs43+xqvHIkQIqz44RGeav0xaI9hxGmZjW5pMjAo1IwMpz35CRZCVGuVam30rO7uTucP/3b9kz/fup/Jvlpl5fz8frv72j9cnhpoAB4rR+UwVEETusrJT/NlxnXFvIVlgcfqwQAY6pT0cDyGjfb1sLLvdMPdrM7PK7q3V2oWAhVRhI+g0vA8PHWBJGa+/uXmh59886dPvrl1p92J0mrob7W7juMszk/93Svn3SeVLhETCVPWNjoFAK+0IcJPwJAREMI9/Y02DyHSmuVETR9JtDYVjsriZ30XI01fXr/76V+/uv7Xr+7d3o7jtFoL93e7rufMLzWufX+9xCG/OfHQsDr3o2iCIiTHGDjmQqQhT4Ndy5PY2r4eVvadfjQxWBTv6ZIqBkSYvwEKM5IUyGecWsahe7PpbLLWSLJQZZ9lk1Tfvr93+172Z7cTy2rFd4RYnJ+6c283Tlbq1Sf6LYiQJAhDc/ucPFt9G/DLH1MbYiBSDvW7+CSJ3PhmZ+ObnY1v2hvftOM4rdYC1xPzi42NuzvPX10L+kWmFUNq87V3D0eH5XilSgrUQ0kZE9h65t6l53ZH8/G2Sd4eVvaNDkudSx/osKTEnKJWxgAPTaxJFDBIjQha5yj7iKAoF7MYpeC76GcMrYmSVCWpSqRKpE5S5QqRpCpNVZJqpSZPkFksJ0YrShOVJipNZPbHdZ3D36RK6yPf3opEXx05JsRC5enhQQyZ/xC5rIGmlG9GJQ5/e5IRpsDlUDVwWrGyb3Q4JR1pp1p4O+2TSOZIIvRFAW0Wj6KJY4VaUMQJkBIQCHILLmZfZgs8f77nTtcr01OV6Xplul5xHFEN/empytRUZapeCfq1bmT7ZD6dM0otTxeDgy5+4NamwvpUpT4V1qdC13OqtcOf6/XQK8Tb6Nt95rx+pAtyUWEgLupYj5LllIucO3IUmkccBGejfT2s7BsDBqRmBwjcckblPkpKLLI2i2J3QsRS4eguP2MwoHWO71ilwISwcmzv7XAwQyoI58llfc+5uDb77NrsdrvrCJHV9j2z0nx2bfbZ87PhkRNKGHHElVB4Jk4FaZCCM7aYZrL+z/lBTMwGKrmIWRObihUpRqSOtNYLKv65CwvnLizs70au62ZJ3pXz8+fWW6sXWp7X532iCIrN18Yx0JU5+jPj0Mk+9wuvpnJCfUpD8kSU9CmComMMg47CtnT0sLJvPBgcaxZwirfQe5JEM4Bq/grsURiIMyuZ/D2ctUaUIAxy6+plEMExnUqWCo775KA5IcSz5+def2nNccTSfP2gK2uh/8xK89UXVy+v9zFIywVmqBSBayDOqVM4bo5TVc4wDNaQRpaSxAarBxg46p0jhLhwaWl/t+O6zvxiM47Saj1YWZu/9sr62vpi37c3sUi04U7bh6Yt5oe8ZShGrIpIfWa2KVGxIzEyMx3JiMtoH3kMPd4ZsC0dPazsM0GkmSHCCTiZiWZmUfOLrjiMJDOKsJKhPL/tEiNOUQ3gGi8i7L/nSuC9/vLawnz9q7uHvn1ry82La7PD+bBYLBNJWA1e+sGl+YXm/TtZJ29leW1u9XzLz3XW9nchRlc6nGf1hs4hQvkkiUZUhvaK1SiFdHmQ6LHUp03y9pgApfJUwLHWmp3QFaVHO1IilqLmF5ztZU0gzv2gzIgShJUc2zvyIEkBwO+TSw189/J669L5OU3sOOLIER2PQRpcwnQ+iwUAPzQjP5ZK6F+8vPLMs4tE7LiOe8TbmxmxzrflIg+yjtq8RRFzOUV1mhFNQA9HFuYcP6Rqk7w9rOwzhyRSJGqeY9z4d/idcFx4nZ/UzIxq/g3F2VyNnGQfMxKJCk4S8GPm9kFyd2N/7yDxfXdpvr48X/eP2tjAWW2u6wwXYZSSAeEbstzjXKMhlomADZg9f0tKIj2xSnO9k7y7j2zgVVJvP2jvbOxKpevT1dby7FSjdpIqCKmh8jHS66Uc8i7py/pRMre8IlEaKUFzyQ5P2QzljjLgGmM7eXtY2WcUBncV1VC+8ks1PKfvIK8cUcTdFDU/9+kdaQowgnxy2ZqguZ/jyndg5i/vtj/46JvPb7f3DmLfd8+1pl96fuG1K8vVsF+KlghEOaSPx4YJMoYXTuLeLObQTKk2WdhnCmaoo5uCkzi9/udbX3zy9da9HaVUfaq2ur545dVnl88fX/9KPIQ2HZZuzkaAGQQcyDImsAHpBPRwpIRIm3n6ZHMjD7GyzzQMjjQxnOKn5T62jVixKFyAHg6iLeRA+fmtSAkBeIOyqFvt6D/+cue3f7174+v2bicOPHd1YXo/SsKK9+oLy86TIU9NiFNUK8b6UUyOVjMUCMosPcZtCjaxyATAhz7NY57YrPHWzGttZBXjfigMxNqlfmEzJr51/c5HH3z2xcdfbd5vK6nr0+H25q4mqtXD5vz0gE3m58/cc64pIL3LRkbyDUmR1tNHwYxYQxmc/GujfQ+xsi8HiLP2XuGVqvw0I1YsUISdcg8Gd1LUApG33Mwm3ubU1UsMNSiPnIX6rt/avn5r68bt9t5BEvjuQTcNA/f8YuP5Z+Ya9dEnmZ4UpZghKoNm/haNisE87rQ3nYIZ/iQ9r1FRJAlqzEU0G1jEIAx0leir0owTdeOvb9z7+sY3X31xb/teW0pdn65qzVPN+trFpcbc1ICAn2ah8tkkAwdaFBCBk4ROsdNvsytfZpJSIsSQ2TbMPfkCBsifFqzsywdiipSo+Y5X6q1LMXcV6kXbOHMsmeH4br4VY7l29Q6MOWninb14ey/O/t47SHzPDQNvey/e3os7kewv+0YbKjRwl0ZXM4KZiJKJRSz5IUxVgw7+TETdZH+3s9/u7Lc7e+2Okpo07bc7++2D/XaHNLn9vpsx55gVfegIk7MFNBCrokNu2XlLyrCDfhTKZxviSIvJM4eVfblB4I7kmi/8Ur9laOYDibov+vmj5gUxNCHvgF+uXb1aI6KjcrICcBzhOiL72/3uz30yvAVseCwYWkI49hvx04oi1sZ8mk2iGV3lHrUxxxGO4wjXcRzHcYUg4bhCPPzlUcqTgK4yP9i3t+GOKsKxhVG0/NKMjix/SrdmHEjzetexsu8hVvblCYO6UlQ9p+DWiscg5o5Ezcs98fooqSKwCP18bYczg2XOJ4udLS7Ek4u7rrM0V1+cqy/O1fe7Mgw833OX5uuLc/XF+fp0LTC/mSN2yETCSCsGKWgHTv65aUsZELORtB3lFUjr//mt1sOZVmOu1dhZaJCmrLZvbqE5u9CcazXcfu/8R3Zo/pqg84wj9iBGtxAL6EdJNJJivaD7Eisk+cQ4nSK0+unAyr6cYXCiSUB4TpljPIg5UkCx5YZSsxAIcvaRSeDA+P4AACAASURBVFIwkIe/MQNRirDSN2y5vtp88VLroJuGFX/vIPY9d3Vh6sVLrWvPtqoDbKuZkUoIYWaaBRGSGBXbhGspCGJ0lTH3Y0nHGKxUwmD9hXM7D3aJaLpZV1LVp6urFxbXX1hdPt/q+xBN6CrDoz56pIRY53v91ISUoPK3A+zBjHTUiWfG9tDbBue1DTs2soeVffmjmTuKPeFUvTLNnDVzpFDzRWHlhvzQR8b4uLPH0BrkFpygnK5X/uHltWrgrS019jqx77nnFqZfem7h0trsMfpeayhth5hZLJpFSoMuDkKIc+uLpGl6pr51ry2lqk/XVtcXL790oTZVLWyf6Hkm5y+MGEh0oZpPMWTZPRyaDgOc+Z1gm+TtYWVfUSimWDshSlZ+XYmp/B2VezBzkkUZ81R+Wh96o+QRyEwfmrk8QWum9o8/uPC95xY7Uep5ztx0dboenCima9CjhJnZUL+ikV2RhBZwDflIn22YmViO6ZhrsKLPsGXQyXBd98Lzqwsrs/vtrtY6rFYas1N9x7vxQ39mY7v8LrGGzLl/OS3cOYWBqPCE8mPIh9bQue7Cyr4eVvYViCQScEJR8Ni070DMSsN3i8s4K2JoOCJfD2ciaEIeVjVEA8xcKr670poaek0pwYzQkDZKYkZFeGOnuUlCMvxwrF0xQyu4fm6eimcLAo0/KCHWZKQiLSWRaGMVUl3lnHDEhRCiPl2rT9eO/ZfEQubgz0yZobTxdR8hi7opQlJg1E0zdKn+fIfPmot41raTt4eVfcWSErF0qkUPzP0WBjqKaxBBgRNdleYYoprPUI0MZsQJqiHysKrJw0DYbLrI2Gr2yvh0Yu79YfJTYHA14ybSj0JApETeyiTRSAvUfJndQrdYX8BHyS6rqS5I6VqXgh5W9hWOZGLp1MpTfgC6ipidvjPEckITK8q3oYQZUkH4OPGJlYp29uODWLqOmJ2qTNeOSNEqhdhccM5SDGModQYz5510spiEga480kSamaODqLPX1cRhLZhqTnknLjtRlHuoL3MnLthfp/TWXQYOCswvC9vJ+xAr+8pAMXVlyR0esSYWTlhUzI+Yo5SrQb7D4qSE68A50bu6fZB8+PmDz++02wex5zrLc/Xvrc9fuTDn9X1RMlsIg6FErREnqBiaMvK0DDQ7ZOyn4wDEGKcQS/NYY+iZS5mqlReHT8bQs9GM5MQZ3pPw0PO5v4m0Vvr2jbtffXp750GbNNUatdX15YvXLtQbx2eNs91GeXbvEkMzYl2cAGLOvX/iWCQdPuXC9mBr+3pY2VcSpXd4MJAoEhCBW1DckYFuynnPbZPq0B5loGiIYvnbj7/594/vfX6nvbMfe66zMl/f3I2FwLX1+T4xPyJECaqBSasUbS63ISUzi2DsphYiaAk3z3T8SWANGSGonmbTBVaUjl+WNybErMhMU0eshTTXLaHZ2JwPZJ7Psv9dnZnvfPHNX//jk6+u397ZaGtN9UZt6962TOW1H12phIMsNjkbEZazWlDFTmDTdDj3rMS3ZqohuejeYSv7eljZVx6SCHCq5XV4MA6H9hZY58eakKuFodZQAu4xhslfPTj46ObWX7/cvHFnd+cg9lxney8GxOJM9ZmlRkF+y8zQ/e2gy4OhUzguxBjqlglEcIXt6hgHZh5fNTIgyWDy0MALmpvhM/puL+7GX1+//dX127c+vd1+0Naa6tM1mcpqvbp4fuHcxZXBKypGmltrMANERfg/99AEzUjK03yZD45iJLroQ5/ir5CmsbKvVCSRSkXFFZUCW2sfhbM6PzhhUe+ERDEgKn6OkkBpOAq+d5ScIuKNne697e7GTvfeTqe9n3iu4wCtZvX+dme3k/SXfcxIFSrCZG1wnCCswDdx8ido8hZDRhDVE2bbLX1hkOJ0EtLEZrslFIlIm7RTlgR1dH9xZy/a2dxtb+62N3d3NndJkUxldSpsb+7ubu6tXFg+apQiMdL8E68JIS5EAGWXB8XoqiIO1xdNSMrzhbbRvh72ulw2DE40BBCUpPwARJnyKyrmp4mJcsxuZ70dnjfgzqKINJHSrDUrIojDoaWKeJDXhdJwXQQT+bVRa05iEfQfImyxjMxhH2vOlnUjQ4z0aNMWJiL93T/q258BHiBAUxb5CZTMu6TIL2uRgixP+WiGZqQFOlE/hh3O1sPKvgmAwZEGIIJBSiVfNDG7BclORdxNUQtyVH5ESFJU/L4ayHHE3FQ4Nx3ONipze6EQ8FxndjqcnQpnp8Op6sAMr3zo3mzqZBm1bjawiMXyBHxEt8Rwi3C2lDEy+4/B/sxhPZxq1qeaU1PNmkwlKao1alPN+lSzXm/WnCO+IylCqnNMvzKDGJHKvXCwd7gsZFtkQvnbowPgwxLGErG+fT2s7JsUONLE7OSa/RyAJO6kqBc1wIOYuymqfo7TO7QGeThCWJ5fmn5ubebBbiwgep28l8/PXF6badQHyj7iAe7No5CkYEZQdhdFD2aQgihwdrMlH4jZZF2fCWJt2E5Zs1A8aMHadHX14vLWvR2ZpNV6NWvpWF1fWr24vLAyf9SjGEg5x+iQZnQkCitvY6BT6iiOrirUkrAvNgvSw8q+CYIT0qycsKRsr2LuShRmK0Pmpor1hRlJCgR9JdrsVOXvri07EIsz1Uz2rczVX3y29fKlVn8Dl8dWNuuWYupyTMRpAj8QY7YbqxRwMP7YD0upaOZk7Fu9JKRamFOPxhp4+WQZUtd11688k6aqWg93NttaUb1RW1lfuvzKc/Vmve9DMtvkHM2f2XC55GAkISnWKuVRekHN0r9/2GhfDyv7JgkGUs1CoJJnr+sAJLFQCItSfl3JVYh+4zXNkE1s6yf7hBDPLDaa9fDKhbn2QeK5zvJcbbVVr5yku0JrRISquSo6raEcM4ljreHZq5vFJIoNNGUTQ5EwmGRkoKOckywY1sOrP3h+aa3V3tzNZF9rZa42XTvqGsuHTzkvUo2oKJ9kqaEKt0rp0TOLKbxttw+2paOHlX0TBoNjBceDX5LyS4mhUZStDMeSGU5+DjJpCsHw+6RQhRAzU5WZqUpmazbc2c5qc0xpYyKkEq77FBmeMGQMrwLXhgxHQbMiVpPQxmuQlIxZND/iAnOiBf3AXzq/uLi2gIGfdGZEOsd6O+bDvooCXtfM/keWYZWSkdlQFyZwj8W2dPSwsm8S4a5iT4iKK3K1uDuKVDOzqBdSbcaZa3GeBs6KMFB7jHKGGYgSVCsmi/wmi7EvkUzgsst5TjOlWz1PMpoQKWfYfPFJPunEMDg+pM/6KK7GLpLltO4yIyVIKr+e71Gsb18PK/smFcXMGlUhvHKyvXQgRa2QbK/UBBZhbt0kWiNKEBoag5YTRIhihBWMf8KTmLki/PHCbCoBUOa4DmaQhjNRXtYnhZmYqcRYHQOpJj12SjVWQprQQIoQ6xMlZEtEM7oqx15XzejKgjSfIkR5PpcBZIHYTPZNFDbJ28PKvglGM3cl13zhlaFXFHFcVJ2fJIZE6Oel/CifOeepBGAs4HfCGvUTLWXiiltyrI4hY/hVuKfvGkXMitNy98AwEy00ZddH5qaxZaYtZj/P2YePWOT0pleEhDDWmOcTk4XZSunhyIpfDkpSnIOxsq/H6bukni0I1JGi5jm5zrE9ipTgca4J2G+RGr4LZ7iDKU3b+8leJB2BZj2YrVf6e+4zI0oQms7J6iNbRiwWS04QG3aBASAJER2p+Yiou9eJ9iMirtbD+syUO+SnPpv5UYzuyI5VCikhytPvcBxsJ28PK/smHgbHmgDHK6HknxPFDhyvCBc3TiQLOCe+nu5H8o9fbF6/s7u1H7uOWGhUX3xm9nsXZsO+rcHMIAKbfiJmzZaPdpwZDqVYCOFNjBeg5bRBjFQLIw2tqYYkM7fcPEL2mZnwACtjmaS3r9+++/ntva09Yp5qTi1fXLlw7UJYr57wELGGytMRpgczEg1VRpiegURDTqrmg/XtewQr+04DmjnWXIVwCzfR1YxIcdUTBSg/zYgVh0K4zrECN5H6g882fv3x/et3d7f2YscRi83q5l4M4NVLLbdvzC8PY2SpwIwwMLPm0Y4zw8EMrcc13iMN0nDGaLLurWA5MQx+WBo46grMisFjSyTFwkhzA+MYR+VhlkIkzezqUSKN9IhRH0R0+/rXf/vdJ3c/v7O3ucfMUzNTuw/aWuvLr73gHWc+lZm7q0KaG5gP3VKKb+PoPc0Sh78di7CdvA+xsu+UoJm6StR9xy08fqOZuxL1oIjmEk2cSFE9XkXd2+l+9FX74692Pr27u72fOAKbzRjAfKOyvjTdaoT9H0amnZaNr2ncC3r0nRBUgqA6umcbKSjAr07E0zk9aFY8htMZA1LTJNTTZ6bEpm62vdpXUzWCeOhygqM32d3t3Pnszt3P7tz9/M7e1h4z1ZtTWulas754fql1rnXsIeI8HWF6ZEV1sS5hFEfv0MUMmhsZW9vXw8q+0wOBDyTXy+jwIPBBirovCigx1ERSi+CYUSWbu/H9dnR/N9poR1v7SSaGW+1wox23O8mRsk8pMCEMYbB3hAjdBNUAY87GyJASTAgrVipZngIiZcyrTzO60vCtm4GuGmTO3Nnr7G3t7m3tZX8zsVa6Nl3f29zd39kbLPsys+JitIZidGQ5reOacSBPgduQlX09rOw7VTCoq0TgisApaHjuI4fmrkIVIshZ+TEQSxYQ/qD0omYm+vYPBDSxZtbZfw5an0H09GceteYkFoG5USKWM4MiJNrYRA2DwTkA488L6fGI5/ORMDETExERkybm3n8SD4yoaoZmxLoIPRSrfKfJ9eXQDlojoVOg+WB9+x7Byr7TBjHHirVwan7RTs7EHCsIFFHnF0nGoLlts1OVuenK7HQ4Nx0z4DhibroyN12Zn640asGglYkRm+7qZUaqUBFmNJYmSAXfG/ck52RbY5lgTL3eemy/lawpxJR2VARp2rSFGAfqmDWrU9V6s5790Uozca05NTVTrzen6o2pAQ+UhK4yut1+ZMbIiovO7Wa5+0hNliHzYGy0r4eVfacTydSRTi03o7uj0MyRQs0T+buWsCYQH/UEV+Zql1ebG7sxwPN7ieOIxWZ4ebV5+Vxzfrpy3NIMTTDbH6M0XBeBCdnHDCnNjOgddyeENIIfPv3B0acFIk5oMgr7AEkOGQrOESPVJsM1mk7Uczo1O7V0caX9oE2KatP1rLZveX1l+eJKc3Gm70OYoc1ZcA6gZ4xcfOsuFWg9bQo7nK2HlX2nFsUUKafqlaD8DiSmkLvySzUToxb0DWpOhf6PLi8AvNCsbO0lriMWm+G1Z2Zffbbln2RjaQoBBEYnxkoFIVCI2c2JYGaZAoEYp+hwTBNpzuICo56QUxitHKeNwUgLxJjnTOYQVxsHZqR6UPndaEhGpI9f0/W89WvrpHS9Ud/b2iOmqebU8sXVZ1++FNb6FBBnXSyxzj0MljVSdMowRpb60A56Er5dnByb5O1hZd9pRhI5yqkUrvwYfCBRR+4dHoq4m6Laf27b0mztn14+98LazPZ+4jii1QhX5+vhybekNcg1WfpGBKVhpOGGGUrDH3s0mdZwyUyvyWiwRhrBr454nlUMMLyBWfsJQ5PSPGp6j1lxUsZ4hW8hxvhmyJqzNLEZNAtlzp85i8adXC1Vp2uXf3hl8Zml/Z09Jq43p2aWZvtqPgAEdAoJg8ls/Frux/kO2QR1xSWUEo5P8R4YE4uVfaechIiVE5ah/DQLL3+rkcN8Sf+jTFX9y+f6p1qOR2lAGrPcy8i+7I+/HgNJCiHgPwWf0PFuEKcw4FfiNN4JQZOItDP+J8HgwMJHiTWGmjXsV/yF84sL5xcH/7NstwY9a/of5eFlpmjNx2AgJcQljQAZk4LvkJPMU3BTKQ2eED/ylIilUy28zi9SxOyEY3ceDIaZOwlqQS45Za2htMkqOq0P+0Um5xqjFbuuGD2oySAJx7E5kskna2Yf+arEDMXGhvAagYGOcgxeaIlzNFXJ2jgKa90tGAYOJqOeL3OjH5bJuSSXjpV9Y5AqJhrjhmoOycTSCd2ix3gkmgARevn2FGeRRTeHyCIz0hRuaHJlMmcQk6QAxlWlWkOmCMYwAtQKwoF3XKOMpWw0czqeRJI07rhbBhJlZqrbI6E+c/7MQKyPnL07DpR/nC87SqSgi60DIIYmJHT4HMslK2rUw79LJ+A+PSlY2TcGinkv5Yoriq+u67cZOlCi6jqVAl9TBhLNEKi4+Z6BWBKzExrtwMgghpTwA2NfBtmcQUzWcZx/07TFYhCG0CamsSlCpEy6bqg8/ZNjjUTnq4oy/2dVuE9eqhHl/NROiNZQWsjUUXLoy3Xpt+jJwcq+8WAg1iyASs4RrxNuJ9aa4VYK9P5gIFbsAMfN1RiXRBHgVHLIKacKjgtnIj8LmffeBLy1LJZjySx8TesDc/7MQHzE7N1xYM5GfeSu+TL/5yLlVzFP7YRogiaRpi6PFEu2sq/HRN7qTh2R5pQ49By/bPMOzhKvQlScQmVoVzGxCP3RLtHMrImZ4brCGbBtRWy0AeNbpIQQxpz8GEglBAy00B4WC443TU5rVlJ4/ujPbhwfFiboBKJiqwMHQ6yJR0zfjX9XNuKuzIfT2Ay80KmGMucjw9mCOYiXLBNNAw2TmZm0BoTjjnJZzjLdkhAV20tBjEQfjhspF2ZIKaRy9BjejVb29bCyzxCaESkWXhETLAbD4ETB8eAXq/xiTQynOnQ0bi9Kv7h/cH83UsSz9eDiwtTSTLW/+NOZn4svXNMCQhOUhsFlNUGV6pzyKMxQCu4YgVItAcAbtUBQSzieydP7lEIY3fkl0TTm7VmymJx+DuJxqwwfQzPSHEJ9mtFVRwojJt7bbG/feRDtdRzXmW4159eWwqnqsEfpqqI9mfUj9XzlQgSicTUfrIHLI1jZZw5i7kjU/dzd7I4lm59bcwcMN8uFVJMYrsNjcz/5t88efPR1+14m+2rBc8vTf/9c6/mVxpHKL5YIc1B+SsERBkai9cjiAOOvxoMsbIqDT5c565mjgH6CYzZgyGzFuGNLL2plnPShcXHftZl549Y3t/782eate9F+13Gc6VZz+fnzF79/uT47fcJD6IebL/LjlxUVd1T5ud1sgnoUj5jYfRQb7ethZZ9RGNyRHJCoeKLsLxfc1URwwmI7PFJCwCf8YpUq/adb27+7sfnX2+37u7Eimq0FO93Uc8TcVGWh0d8QFYoOR6uZJXNI9jxj+koqMBCOkVrNIEYcI6yMFTtkZq2FGNv/2fI0koV2xrzJa0akzExj60qhjcYdFZuf84GHF7yj6LT3v/7rF1/95cbmrfvR/mG0T8ZpEFYu/eCKe2JLTll4yC3Kvz3lWJihtVBKSCWMfBOwsq+HlX2myZpbiVH8wNwn95JoDTiVnJstHoWYI4nQFycYVtHupF88OPhi4+CLjYdJ3lrgOGKpGd7e7h4p+wBOFAOOb7pzRWskKSq+sdEdphoyxo/kMCNN2BHCPW0f+VGDpgIAMQsxrA5hJs2jVLE/tMwrPUQyNMSItcPjuytDjBmW5ofzM8bfTIYixNq8bGJGrCEHhuDa97a37mxs397YurORJXnTOPHDysxKa+X589PzzWOPIjUSKtSwPDOIKb2HI/vQSyWkNJY6syUmPU7bPeC0IIn3U664IsjZ2WQwmQYVAkGBdX6SGQpV79g8bDfV+125Hx3+UcSeEL3/JOYj2zuIkSgWwnwlpdZgcx8KIkQJwsq4sUlmSAVHmBwlNyxE0OMVCI54XAnJ8If2Vsz+9Wh3Lxq1IVVSyih6iAExKx7DptkEisyE0w5DhkafizI3Ji4j83xWNKhHhJmTTpQcRPFBlBxEyUHkuE4QBtkvZZwOPgQDSkPxMcrSLIcGMWX3cBy6tEiHjNZilh2EmSCs7MsNypo8IIIC7VSehMGR4kSImucYGRd7EiQx1LHxTt91At8JfKfiOYHnOkyB7wSeG3hO4B/3ISXmWKJeMXxqmRGnqATG3PJMXUCVgusgKPErK0MncEZ9MxPBGTnwefriZ8PCzONEWKQueYadZpFogzXNZj7Vic5remxygr5gz/c83/MC3/U9N/Ad13ED3/N9L/CcgZeXzAdHMpICv0Ek+rCIsNw3UtbAMbJLywCs7OthZV/OdBWlWoRld/gSc6S4WuAYD0ncSVEPBii/mbp/brZ6brbW7qSuK7Ik79pc9dxsbaVZPT48ScypQmDaK5sIRIAp2cdIpcnE8ThIxcIpZ66MTgCGXym/N2Ui0awIspRDS20+HjYaiqDITCFXBsN8SV/m+XxsPFIIMb0w01icay7OyiipVCvCdRqtZnNxtrE4V23UBzyWga7MxW6m/+EY6cM4X4lkLi1KO0rlcokou9h+grCyL38Uc6RQ84VX6vtOM0XaqYniek0UcydF7ciu21rgvfTM7E5Huo5Y2g0fdvI2vn9hdnX2ZB4HiWIBBKa9spMUDASGEppKw3UNBOqSFMwIxugR0QpKILBj1izfolmkY1ilMCNWQpnw6iNGMp5JRw9mdDW06QzpUJ7JjYXZ1SvPyDjxw0q83xGuO91qrjy3tnr5fBAGRz1K0eH4tWJghmZIKmHI76MQm3FpGYCN9vWwsq8QNPNBWr63i2bqSKeeg/vJUWSSNwt2PoEQ4tmFaVeIpWb13m6kiWZqleeXp6+sNvyT51hjxQxhfG6b1iY/HVll3vih1nJNtDgHdw3LeJiyTRlrDxBjNvDyYbWcmTszPxyPq02HltNhPJM93zt/7WIQBrMr89F+N4v2LV9am1lpHfU1NdWFRt2yBppOgSrzyG0Q4sjN1TbSmYiI9kRgZV9RZN4uFSp5gC+BOlLU/Amp83MccXFxenW2dpAoIq4Gbq3iDRrU0RdNTGQ4d6k1ogRhYCY5S6btoMfYyRjniiEjIMSpawd+elFM6aiFfVmkZ0JuhpqM+TMT0FHjThx5jMNzNeSafiU4d2V94cKKjFPhiEot9IL+X1Cz9VWxUbds8keJ3yUzwaeUkNJwH8+TTMDFd1Kwl+8CyQb4EqNaqrcLgSNFVXdwWbFJJHFXivqR2cmK71bGiYMq4m6KWsV8kZ/JOiMTSymFVIyX59VIE1SGbox9SOmuwJbHGfn1YCDRY+VnNSPVYsxYkdmAZbaa2bdptmakIIdfVAhRqYWV2pF2VD2OdYQxS6yhqMw4X3ZWU+kYdGkZgE3y9rCyr3BSYp1y6Aq/QDu9x9DMseaqKC7bq5kV5djXopm7CaqByWfEjG6MagWeiY+J0ohShMG4lx+lTI4SsVjGQ9G4Fs0MdM2ZtkhGpIRZ+aQZHZVjVIwYqkB/Puase6bMej4iKC3S1LBLywCs7OthZV8ZaEZHca1UbxfF1FWi7jnF9HVmk+umghz7WoiZWBj/3kiGZqyhFz4cb6msHuc0ZizYkHn108XpNXk2EqV7JDg3vln0t6sZhB7GDnN6hbIPdGHJ1t7hSuzbJYLWIknMu7QMwMq+Hlb2lUdXMSAq5b0Emnlf6orrFOMpzci3r4WBbspV3/Ak4qx/tnJk590QMB/WC46TXmcgihFWcOLhTo9DxEoJb9SQoVYQDpzhnwIppBGCKsRpFK05ojgZYeYqZ0WtoyovTVA8VgGcYhEpZ0zxoBldOe4iPWKNlAyX7ktCN8/ptHmv/yiZ+0yiC53w+yRSOmlq7EU/IdbApYeVfWXCkWKdDfAt6UbIQKyJ4YSFZJyzvpYqO4G50bePHSGW5ue2aQLx0/NtkRkyheOMOOSXFLSAKNCHkhlMMB/INQlzZrJb6L1MM49cDZYV9o0ZY2PAkBHj2KG+h8LZbElfrpPKGIgVZD6G0o8fi0GZO0zRQ2S+uwdCmjqaxn3jjcBTc/0eHyv7SoWBhFhK1E80xDYvEk3MbrWQirFMaArkVdrIgCKYDShqjThBtWJiui5DKggxbldvb5GzkDNlgozgV0cJMRYFgySlpzFXOwIMSC3Gd0KWGspQcI6BrjJpztxL7OaUDCVGWtQkNH4oMZOyzfmi2CUad3DzaFjZ18PKvgmAmDuy5AG+KWlWTnVccxlm1sRCCHfAOodj63KYqJshNYFFOGhAyNAQQZMZmaU0HGdc2ac11BiLMB/auJwF1Wh5An2CORPHrMAG/FbGdIruQTk40TCjI/PSZNmGU33M+kzEzMIZd6J6rs/lJEfPGjgejtkt55pjK0t6WNk3GWRKSJOojeHNMSaSSGgnHFF6EvH9/fjWdncvloHrLDfCC3O16lFldgR0JOdX53dosWXuTDIfBvxGS4w+uVrpzQ1pwgLCG8nmunSD4DPPmI0LmhGZHKE7NGbfQcToGu3e7bWG5BEdyyz6unLQ4jJOdu9tHmy2tdKVerW50pqaa45mt6nocNhuKZG+7ExK6aSFuLQMwEb7eljZN0mkRDoVoSf8ksIwqWYBVIZWfkT8t/t7v7u1fWOzsxdJ33NWm+FLq80fr89PHzU/g8Ediayd2TjE3E1R9YVBb0JmaA0jETKpwEA4nsTPZgcbkaFDH1pBRvBD25xRFgxONJVitMsMZaKHtyuFNpGTzQammT0TKk/HlkQjoUEiLOlEd/76+f3PvjrY3NFSh1PVmbWlcy9eaq2vDqv8FEEx0kLKB58k69hNpSBDRtzjYGVfDyv7JgzN3JFc9xyz7agnhhPNYCccbsrt/f34d7e2//Pmzo3Ng71Y+q6z2qxGqa5XvB9dmD8y4ctgTYLz0bjEHCuEMKn8EgkIHOGzPxw0tpuJ1kiA0Bn9ejZO0HG02z5rqARexerFDGKtecSegdEsRbLXbRwRwECiHT2GyXPP+cVIXb9idLXJC0iikY6dBO9LL0Y7YHHStHHj6zt//Xzjs6/2H8q+TnsfQHW6PrUwO9SxZHk9HMzQJOJiXVoGYDt5e1jZN5F0FHN53i4JkZIidIV3opoSZr619G36nwAAIABJREFU3b2x2bmxefDFZmc3loHrRFLXAveZuc7V5cZM9Wj3k1gTs1PNJ7WdxQHMnkWl4boGxqwRIUpQrZgZ/jYaacrMwg8KDS2TAvtW9vUovv830sLU9NvRIDbjz5zFHY2XrBHnOC0jUscsnnajndv3d25v7Nze2N/c0VKFUzUA9Znp9r3NemvmJNfkbM5bclztYK6kmUvLxNSD2GhfDyv7JhSOFBOXNsBXM3cVqp7w3WO/kGvivVjuRXIvlrux3Itk4Dn1irsXy71YRqmeqQ58fEIEJcJcniknkgHHoC221kglQhNSafwLotZIElTGGBw8OVdlS4GMHGZThEQ7ZCZ+Y2CRlJCak7DM6GrofDSfZsQnsIORSZocRMlBN+l0k4OuVhpAfBDFB1HSiZhIHFfXQQwqb9ju4ci11NFaTEicL8PKvh5W9k0q2QBfSaj75bj6MbirqAbnuNo7IUTgOr7n+K4TuE7gOZ4rfPfwP72TfNoOawpzUH4MJMqwX4zWUBre2FKSGalC4I91QdIFDnV6FGZoCbfYSKEFQOa3zVyWYtc8lumaImgS428+i8kZVDbESHMbU5v5JKuBJX0Zjuu6nuv6nuO5rucBcH3P9V3Xd92TXXOK9H9+EmJEUWkuLQOw+YUeVvZNNlmpX3kDfDlSxDw4WuY6YrkRrjbD1WY1krpecbPavtVmdaVZPbKl4zuHAeKHys/402RGouA6xoo7mJFKM2YuUsF14IzxMWSGptEbTTKHiFEey1ASwoVrryFFw4AcaTpHNphrZMhEJwcxYm3gFsxAQsKgRGMgzqekTxM0IdEnkmKVWji1MDvVmum29wGQ0pV6bbo1O9WanWrNDJ6lmflLy9z8pQcfmhhaCanKdGkZgI329bCX7IknG+BbIZFTAdxgso5BCBEMqvO7MFd7abUZpboWuL2WjpdWGy+uNMKTW7REmhkizME1mpgThdAbzQGh34KEVCLwDVTmjW+8nKQARmw0IUISoxKWWWJoKQoGumOkaCWJeAzbF+Ys4mWijYOQGg1zS4LMIW6erZcS4hP3VXiVYPHS+W57HxC1mWktVWWqNru2uPT8M82VhQEPPIxWFuL//BjZeZOpk8rsMjKJCsvKvh5W9p0SkofeLjlZHA+AwLGCM+jQ1cD78fp8veI9M9fJfPtWmtUXVxrPzNWGO9bhpDjP/GdUahYCFWEsjywVPM9A5kATlDbQI3JaYAZpiCFT5IePmlB/aWIaIedKTGXEZcpEkwGTZwAMY7N3OfsIDqPMhlic0R3eJ7m53Fr/wbXazPTBgx2tdGWqOru2tHjpvH/0ZPDM/znJJ0M9GCJoEjIVmpzJFHwZjuFZzacYK/tOD4q5I5GfxfEAGNxRVPecow89Hfo/ujB/dakRSe05Yjr0h4jzPUqqCcilwyNVDKPRxCQFAoxvEDN+kGE8KxYuuPRaJYCAd3R/95GPwtCPKgRmUpwO/SiQHv5RI8NjpGjNvEPHXeOQREMZNaLLjPSMo0f1SRaOmFldmJqfSboRae1XgqBeHZDezfyfD2RJuV1CHE+KS8sAbLSvh5V9p4rM4rjKpXi7cEdRlZ2jD+06YqYWzIx7GEASAs7lY6qJNRlz8iOC1gZkn9KIUoTB6E85lWCgMlIZADOSmCvhsR2CTz4SpOGY65K2nABNPFJdHxQjVs7I8ibSQo0RqGOgK4WRFmBipIZEBnOOlXDZlWzkE+5VfK9yosqNWJ+0cNA4k+bSMoAzk085Hiv7ThsMjjUzShngy7GmAg5NzJFE1TPptJyhiSOJmjDWHC0VIBCMHUHM3JvHSZGMe+kd6eE6hQC8yniHtgyBZk5H7TtgYIz32OgNvA8DjWO1AOOwHQTKkMjIuhAyUxXjpBppzlIs239ysgZh44dmRionzqVlADbJ28PKvlNINsA31agHomDr8Ux0puTU/XwPrZhjjao5fdaDmDspaobmtmUT28b/HDEjShCOkTI2ZStjsXwXYigS47S4akZXOkbuupphZKQbsglsAwfjjgbz4Ug0mbPMIOBAoZT6UGZ0J9KlZQD2utjDyr5Ti2bupChlgC8xdaWoeo6XZ+BcErNE3TfWftuDmYnFmLPRemiNeDzPZCOMYyuTVeg4hk6IZfIYx3uFgYSMWDSPtULWdWHKYCU7IcYFUxaBSwlpzvG3RCPRRWs+Bpgyx/qsmO80XS5stK+HlX2nmYeufk7oF/0B1Myx4tATrpPjoRXzgcRUYD6nHEmT4++MeCYzQyo4ohz5mKbMEMEkNkxYxiclkRgdXHtypIZiM7dczcKUmkp0LsNqGeiofNtpOTullEtu+ljSyXZpGYCt7ethZd/pJ9ZELDIFViSKKVZONedsr2Y+SPMYVcKxZGanYqKx9zBFWxm3vUNpOA4qoz7TbM5vGGDo5owxUCkY8IYc16FiMA/9qKcFBmuShOF0BzMnmsYId41yqiUh0WPV7BOLdGx/5qzZ1ojmY85LmUltMh7Zl6xpt4Bo4mMQgVikqSA90S4tA7CdvD2s7HsqSIllWoK3i2LqyNzr/A4HBLu5dHiYSmxm0zKMmLmMsyciEGO0XYx8aB7pFsQ5BFtOGUMLBMbQ0mfsMLTQo6bzjDR49hYxUtKXJXYZ5mVfqiFzjsBlGeRuPj0oxx43iibFpWU0KyKb5O1hZd/oqPTQv2IiyLxdahDHjdA1DDF1pVPLOdaoiGM23+GhiKMUVUPlg2kKMILxhqlIBYxqxTImSjJYBJWzGYF7iomUMNUGMcqhxx7LEWlIQ8EtAjrD+ycPJovAqfwjcIrRVflGE/sipUjlpLi0MENrIdOhIw022tfDyr7RIQUZCb/KE6T8YsXMIjAwwDfV1I7SriTfETNVvzZgKLBmipSouMIbNMBtXCT//+y9aZck2XEsZn4jIpeq6m16VmAGAAEQICiKkt7hkY6+6d+/D5Se1sf3QAICRWIbzNIz3ZUZEfe6u+lDZOb09HRVxpqZ3RN26vCghxU3bmZlRli4u5mRKjdj8yF1lgmrkZrINsaF3x1DvFxigkjPuuOFXNrHRLe3cozU2YsDAe/1eYqG1Je0ca+Z6HfqbxYZsP9XkGyXYzH6n7icsgLXfCKjI90bwkFSq1jfblwtXy6WD66zYtD9vfkLphTM5EJEu432rC5z1axrGOU823fATPuGgUglsgJZAbmEj5URW2U0XA3ydvliU/+ff37+u2fbF5Uu8vDDh6u/+/DhXz2+Cnc9MSmpykUI63xC5udk8vGVyzqgMfoKzHbTdUPKh+aoBiwylol0e9BP5NvsBvf2b4sAgXB06Fw73Zjat1/ZyMKn900jaeyRADcITlH2/CQ7UGoYWJoicKuDvGNeWS2NGu+BnbvN5HLaWz1yFro//+Nfvvjtv28++9KSFlfrhz94/91f/Hj96EHvk16aS4upmEpMGXs9isjc5N1jpn2DQbEIS8wKZBcyoa7kNqJvgO/zKv3Hf3/2j7//6nfPtre1LnL5wYP1szJlP5WfPLk3Yze6Q8MUuWoNnNwmXhf3ZMT1A6tEIhTZCNc3H0nVO2gPvaf0SLIzcadDaxTr6WmfwgBZtT9Rv7i6Tr9tbg7tc54uIFBb549FM5XV53T7MtsQEBjiz3wY4Rp+uyZQK+IEnM+IckoZhxGlHq9Qvvj08z/+H//l83/5t81nzyyl4np9++nnWtU//A9/u7hedz2pE2ZI8VJcWkjUVWYWfIA2aG7yHjDTvpFAsUQRhHMMZb0GSt4mrrOw6lYLJ/m7Z9v//Onz//zp83/9avu81mUWnm1TFvDBzfKjB8vl/WWk5BTDcrIYDwK3ideUxagfXSfqREE/ovwtjKLqdSIpiqLntUoVJbHuPqXnjqrEcnUKLbAbTJGNF5H8hoBsdDenqD1YU3LrfiCBrYbeE4HqMJeBDy9KbHSEEo1zJ7YYvQ+bHKVO+IdUR/LjFUqN6cvf/f6L//f3X/7u328/e+YxFVdrrep8tbj58Om7P/9x1we5GEPaDfOd/7vpBtVgJkM4H2ZJx0uYad94oGgNScwWCBdyLyvNrZu3izk/va0/va3/clv/+ba+rXWRhVzk0xf1n2/rTbQjtI9gbRSE5QjzhXeeZKskwmLUrqKTtSJbjLBkM4HCYQwyKkJ2MYqhKUBYjSy7hFvLieGcLgn2tegfyNbvMCcqG1QoGuIv/V3U40W6NSBR6bR5vodS4lFoWW2/+Lr5Kb/42lIqqpivlpsvvt5+8TX/qm0KeXPdijGYnz9yran1qgaNwcZwjbmEIawLwUz7RgZdtEIomF+IIDI6NeG6kHaJGgTUqaSS6lRnkN0/zdm2y1QZSZnORJpAZQ6MIl75Bu6MisUYTeo6gsRymPtxShD0DN5wQ9QRwoLbYn6SfntgjtS3VteYCQ9X79aGavAiAMwRfeQmrBPRoJzWlrk2VO08jkjSnW7ewJzm9N1P+++mO7blpTR2AcQ6S7EhrCPsZ27yHjDTvkngSZIzW5xizL3FbshNwlXextUvC/JkVTxeLR6viierRS6yzMLj/X+5aj1Ux9qNadI5P5TKICO0ZQ8gEA15GKfG1rTyhrx8c6ihn8SYQErIQ+d2Lcm6wnIpWZeLA4m0RbF+q8uTZ4O6R+9Mw6Kh9p4d3uih91ieuUTvX1shYeM9RhCobUzFje8Nk6fjfE5sU4fyZL5cLB9cLR9cLx9caVlb0sX1evngenlztXxwLe2uADE2Li3n53zucJMYMx9WMH4Fc5P3gJn2TQWaaAnJmC8Qzv42O1kqCSmOeKwEkZ88ufr506uvypgFeVHrIgs/fLj6+dOrn797ve6kpUjuYmHyOb98zDk/krUCGMEaWg2s+wzYfXs/Q7fR76Q9zkuCjnEU0TNeRb961RhBuh0wVsptqdAxdt5YKI/4FSKhxDZNWNw2R+3QLuLwfLV89PGHL/78hVZ1sVxqSour9cMfvP/okw8ffvTe/Rf8b3qphksQ7aYoapnG8bNAzl9/uRicnY+85aCJRhbhAuxdjNgkFgFXxf087IMHy//p4yeZyPs3q9taF5n84OHq7z989Mt3b0Knr04jPhTgBHN+Y6XrAlCnGEIYga26w7xnl3a3GUMVsVz0qRqSMEMY2+9mxlsN8/5kkUCZBllDN7W0EaS7ewvlelRrncrGlwO/DHMoETuWJ0XkyY9/qHXMV8vNZ1/63sDl/V/99Oqdx/cfS6KsMr+MYT4zMQsaJ3l0PPsd+HIw077JQZO4YSiQLy6A/CXnNqERedzxNQ8iv3j35unV4vdfly9qXeThowerjx6sil7dRlbG6LLKwuh+e7sTADYs0Oy7SEZA1oNV2SSqGuvlIGHszhGm107qBAgWXZ1NgZQIkWziGYVdHNyEZ7g0kGNVxO4/C6JDe83GKaWyPh/XvT+zDPmLOrBVGYWqNRRtLBzK3xN5tZCoDOpIvdbPl4v3f/Wzm/eebr54ZlEX1+ub999ZPXpwz/N281SYUjg752ukJClmqoEDxgPux9zkPWCmfaeBeEJMzNfoNDE1CZIzxfu9XUTk3evlu9dLb2Y9Bt77nazMBVPFeNTmZLga1TvHnOrj+LnosJKbc2cBfUoHZneYdmarppCsi8s0ETcori7gW3EiEK6MXeyg4c4eVGOI03I/GFGmPqOEB6hDxyDFjWPL6PMRmy7zdp2ws5jpy/kaZHn+4MN3bz54inZX7BhDvAyXFk2hriaXksySjgO+L1fby4BoRS6QXYK3X2VOCasj5ZxuXd174ORWcVVIMc0rj+5Isj7Sv+4AJ8uIq8UIQ34xQQLGNRrsdHYAxUkkva4wgXQdZ/y+PYV3e71KppPksJKoTYYM1REYcuc2orShn1JnYx8zpuRCHbVNkuqGsTfchvCRqOrgdv4iHx0pBdNTyIfnat8BM+07LShWwyKzs5M/ArV6GNsD5d4zcpP8Oh89Y2OH6BTFiNphgpuIq0UbBfQRqCILPTW5aHSyiiB94tpImKN7m/dCcUkmzySNo9SnLgUOsV41QrVBIgzySOBsh504NqNaKO/qcJON9I2+4fvhjqRiJj5ZO7UNzGAaUgzu46s3XouzD1hdDmbadw5QrAbA8zO/rbKylt4u45xzq74eKQbtu2gUJKsxc4FpjuG9aTOkhDAgvE8NWYZF35TeHrOPqgRkcSH+k3uQsHg5Js9OO0Egbyc4UZp4x8G+JsatN/kwSj0sRCERcZhRX2NxPK5u15uI7Hb+eZ3XB6oJIuPuQYySNNioxig9sLNoqfNTlhsv6jJ2Xsy072ywWvwSIj2cLBvLkpNIPgk2TsvHrGR6onGKHq7GOKBWErIa/EdSQzAUA0QSvYeV3FHWWC87Fwv78MW3p/R1dvR+K53iHe/rBLaW9dDwjjKKFwfH2jZHt7c4brugjqwFPsB3sptpPZ8bNFcOVTGTM3K+b8xiUjA9dfVtbvIeMNO+c6KJ9JCM+apP+240GHmbWAQ55u0yDpysFJJPRTRrd4465xfVSVkNW5Dc+Sf3fskxAcTiEiZD74YpWKFYXoBq/c0HWZufgBYMAlGqDIzliJSBL5PEJo1JoUhsR13wZew8n8eOjLsLF+LSQpeqzM+1jVnSccB8aT4/aGI1fJo+QgckZ5loJ+lYObhV18nOFZ2V9hFA3gXrkHF0J9wRE3zAq+791+nnwOzOFNl1w11PpBGm3Q55M2Guxm6vlB0/duaorXOuWr9PB17yZ+5aXDxAHZUNVd3uvWNGa7ero1JM1L9vPAWn0wW/ci411PGcLi27Il+SWJ9zG6H7z9uKudp3EXAVV4R8l+d2NkRnjLzKx3Q/vgsEt2oLD8tpAtyioRgpZg1NwF3E1UJ6yzIaqCHP+19RzHdmLl2Lw2xcYJadXWDMkE98d6LB9fvg4cJd8Nikp0Dyzs55Sql6ueU5UKYw5PGKQPSh7beGRY1I0YhJRu6akI9kiH6igdCzu7SQMBVNQTU7r1nM3OQ94O2/1L5BcBU689W5c01LcyIsp48TJlC7WwpTNJeJ3cziWGoVJ8uEVT7I0oVEHYEBJny9CyNnyXmb8YaA6Dnyxd2xfVCPEZ5WG5JhjGr8fkGdRLfbFL3qUU2k7z9dXQc7q0tL48Mc69yGyX1GwdzkPWCmfZcFuqQtswLZGSM9yJ23S3ESbxelb1K4KiQb+1zWDBHKPZEkHRd0GId+aZrEtt60z4mkPSf8ervAdAIbq+fLnkG8eDhp5Am4eqMq6HGeJklsyA4dSINJCYE40rt08JEZYpt8Fxy41alCPl49l+8FHOdzaVEVU0kxO3vsW4O52nfATPsuEGIJlpgtx7x1RvM/b+rPt8nBx8v8o+vl9T0Gwg5slJnhqpB8+guH0csk6zwMbKF+F0qWCVfF0ObsHqwTgbAYVgqNcZA4IypChh5VTFUEwXLR4RASdc3lQjo0YQmNCAEyX176g0S0bpyqNkndG6bqUnufhxAnKu1pukaiHCxo2C0yUvGssbCJjjRBNS4aahvZX+bOcyWklLkd6fWnsiq/fBZvb0XC8tHD9TtPsmKcLyyJusrMgp/bKeZlXMo+LgDzdfliIRYpQBiD+b2I+p8+/fqfPt98to1GvrMufv746h8+fPTB9fK+w4wsFev7AnxHg5KVsgkLHn3l24SbkZhfY3Mtg0uhA6UzDYEb/b16Lehwx3kHD2a0AAE7SWWFjT/zMPWuc9BuG9uXJs9tFExXjYsDwnY7gYRaK5eW8tlXX/z6N8//8Mf6xW2QsHry6NGPPnn6i58VV+uBe3CHpuAmfgGN3ZcxN3kPmGnfBYOiNWSwt5+6/19/efEf//DVP32xp32r4rNtBPC/fPLOfTU/AOp8EbkIY/qh3IVEh4W1jH8iJ28TrkeqXJKoFfkwx2mznuKMBmqQgNCdjscEAssL68DSQX+LPV9IdlflTg4nKusby0GJfRuISpSDCRaBejzTu2gjCIq/i6aCmDiV+d/LcEdVBfdw1HwxldUXv/7NX/7p1y/+8Mf6xa1IWD95VN9uJA/v/eqXoWsSN4D9GJ+ppJS5nSh4oxPk8rZ0Lsy079LRePuFnPmq5536WZX+5dn2X56Vv3m2/cuO9i0AvLte/OKd679ukxU7eu7ZXUjunsL1BBTzG0HGGGaBTtYJy2H79GFx8Tsm0X0DPRxkVClBsvat7Y4zX66IJRbrVsyPDk3Ii/PSRKc5OwzFKVN7GW/XjwWJ6H0qyKR0tWgearYCYGco3R/qiMO+PS/vp6nGjW7R12g4Njq5UUtDuZIG91Z/zfKLL7/+/R+f/+GPz3//x/jiViTEzQYhW7/z5OHHP1w/ftRjAwBSzFJsKOMlEix5e58qu2KmfW8GXCWVO3uXrqTlebQvq/hlFb+s0pdVchLAl1X+ZZWeVantKrUxGq4KWUzc7TP6JskyGz/GQ8lKMZZ2JBpFsBhAhXubqjRQRUUsF6foXrhDEzqVAVIFANk0YcCWELIT9bjvAIGuJnztkczVu7EaddFedbuuIFCmzmTxgGiohtmXqEMdtY1QO20cVRoSOS4avUs1OH2kDWKUpJk7WvKt+sVtfP4iPn8Rn9/WL24lhJBl8cWL+sUL3ZboSPt2SWsxu6hJvtfhkvd2Usy0740BTbREvmZXg7MABJH9DwgJIgESgG49QoKlkhwqaDgKI7eKVSajm8gouUm4HmnOr1YCshrAbJrndPYtQO7qhR2PNUNMKIrJ+eJsGTMAU3cFzRG9s+Xe3hi5c/gbXvo49KaMDeJIIblNB7Yauxq3K30R2+k9yEnEGKxjBLOEICGIBAnhcGMQCUE6D42QcJeqLC5ErnsP5ibvATPte8OgpXjBrMtI2KNl/t7V4r2rxedlIuDkk1XR/Jd3rzpSFicqY5ATBPiyMiOz4WG4r8CaOb9h9nvfrOY0H0Qi6wj2VfU6UdVYLbrV4QAkRZ6hk0zDnWZd+rwzTgQnrLvPXD9jZyPKFHpT0tIQBwhBmuLcWPWz0U2eD9joJHLgV+CNE7J2dmlZPnqwevxo9fhh3GwkCyKh+efy8cPF9XXLRUiYiaagOzvoS8cpzMjeEMy0782DJ/GEUDBftroFP14Vf/PO9edlJPB0VTj4ZFX8/PHVr57efHi/kvf1pydvE3OR9fTeLtENFlZj2wc66ZRec3GvQp1VkvWwTmvj69BvgX4X3B5pXCRijdV6pn2XBgKVhU7ltyFOIgR6fFgPn7ghDIFAOVJxzvd5buPCuEt1m5oIpYSUMuuVdXb1zjuPfvRxvN1IltUvNhJk9fjRox9/8uhHnyxuWtE+N8SYmQY/ny9gV8zVvgNm2vemwpOYMFscvwsHkb979wbA09XiL9vaiSer4q+fXP337z9Y9a54NXNy6wn8Vl4GmxE6YJGNLPLYKK8go2TQmbvaID8XVdCxWvXhjiRSo+rteGxZYwWM5NT1epgiNPl48wW3LUgY2XGurzPUpbLQ3eEP1rdWR2Bj0AGtQPMxwzN20t2RVmvQDB2miYPXSJjBPGjfWbpsUTz95c8kz1ZPH8fntxLC6vHDRz/+0ZOffCItukhmMG2KfG8M5wMgb3PKbjfMtO8NhkWxxGxx3NV5mWf/wwcPf/Jo/XWtRj5c5O+si2JgWkNypshVJqt8wvo5wcooCIuRa34slaNk0BEoE5sUuN5LOeHeM5UvKUJAG0X2K5i6IkGDJhTtnG5oSBXy5bmjCceH04zK1mRA3afWfqJX0c5cql5mbD64M+uENQqJQcsAjZJKoWMX5IwwohybSr4Cd9R1MJeBZbbF9fX7f/vLR5/8MG23ImFxc724ub6f85GgI6WgevnqjddhblPsMdO+NxwUq+HK4ljzLYg8XS+errskNLRBbQSwnNjbpTQSshr143owXh6FUDbMrwf32m2mmdLrq+rth5R2ns8tXz7JFFEs2pQE+oB2ac52Y4FjZsZ+C+rQLskcTf7YkKpbDxix0UHZWNHHUUjsTJ45vl1LbeMITe6BGZLKcM7XIOT5+snj9ZPHbQ8gqrI4agR9sZibvAfMtO9tAE3Sdqirc99zA5WxntzbpVF4hHEriw6UShlWqNuD5nAO8nMx70DCXsZOF9Lxz++OpMi6PAmoIssmT/Wd0RpO1B1JgDKkjoeQqFT6kUUbVuojYcOSfw9oSoa1j2yqchpzvjpKSh1cWkaEG8wkxdz9TeV8mGnfS5hp31uCxtVZArNlH2+/wacHKyUQiikVvtFdLIw758fx5vyi0SlXLcYt71whAsCylyPMwLS3ifBGaPwuBlOIDIaj2RX7Gq8kR2l9JwLZPFcO9dUjAEIdm1FNVRoLmNphU87zkUja2aVlrFNrDGpB0yUGb3TCPNt3wPxG9McF3tHoYjU4ca/h9TCiUtpI3vmvBYHK/EX0NPIr5Fa90hFuueq+jRxSTDDrk6KBfdpb12PdOx9ixvZ/Yhpi2fMVjQW2/K7S6e0n8KYAwVqtZf+RgHUsXPWrnDmwTaFHAi8JHVZac+A2jWOGUhrKsS+M0fFCUVnr9JXu2PukiOqpb9bNqZMGTZelyiLhPd5xkc4/bynmal9/pDqk+uwZUa+CLqlEyHZlv5PCyBeJRZBJFb4ES3MgjOsdWKmDshzcRN7dV/suYoY6YtXOm+cV9CDc7qgi1ssOfVtViKBoX9Sc4jGA0BoAWniXZ41bR4vNOs3Rqhxkrj7N01Wn4N7o3YJxCZSW9SjaEejq8NegMqS+c4R7a+ihHyAnautMke8HidqQxu4XvwJVpBTUwonNkMkmXTeYXpZcdxdDF0OMoav32NzkPWCmfQNAsZRZYlb4pZE/N/EtsiXzsSUcx5GcYljLhCIPJyvjGtJvEu61IJAci8GPtSQ3Na4W/e2gzaGGvHurnoQaijf2OZWEK3YJMkd/2eHWhvZNAYLersTjdHIqPccJYE1YbY8HCkKH+a0kx1bHqb6qjzl7t5PFONJ0jQ02l4GQ9Azd1VhnKWYkLqq8/UecAAAgAElEQVTIpyqmElNgL1HLTPsOmGnfcIiljPBiwUu721oNOvLFySlpNCbjckpvF6NvVa6KkI+3vpLbNIIZIcEycYVQ9GJ+JGJEtupO+4A6QQI6nbcp+C0X54243UEjEHCGh5WpQLihdfL1lEiOaJ0DFZwoezEPAqVJb9JWKeIYA3PqqGxM3e4u0s0m1HC4o95Frp30K7mvpWV28vri/Wjqvpokxv6MZU7pOGCmfePAU4jGrPDs9Fra+yCeEBNDcXLyR6A2imA5dsbGAQ5uEq8KKcZ7YckZDKvBpcomMKsf7WsOT9ozNlcVmXQT23rHiUwzhtZBbXRYglxYPfzyYM72U5Pea2zO2C2NLfU1WG4qYQMDOYbzKjWkwUXHV9ecLNKtgTlM5fScT1VMQ4oN4buge5gbVCXGoYkgs6TjgJn2jQa6aL3r+V4g+TMw6zUw1h/c26MsJpMWE14mYR5G9I5pnAjXg+uUtToQln0/CjEhBITu31A1hIBll2tc85jP1h1zd6SIbNX29mARIVxENfGCQTB24XHRg7XmZN7LA8Uosa8/czVAvbsd7IdCwoHEkb30xqpB3oVGYVXH7JTFtqaWZiaxviDpxq7Cp5JiNpJZ4KW8tLNjpn0j42LJnyVxO4e331Y9mqxyGVeBcYCDtblA8jBaWbE2OuX6WPjJUUR1QBZ9vaxTgnSxUz6guWR2Oqpx/lu+Pd3VGS8jutS9CFxXEEjWf+jNHNGhLQcn795Dk947igR4tyZROxKn6u2SSCqqQfWk9wx3aAxpF7xxKWh0G6rBdrsaYW9zk/eAmfZNghOTP5IEwrHTHLz98tVpRb5KloqrQkacw3sZNsH6yX2T5KoY1O1t7oF51qdXi722o0eRLCkALAfT1ntA0l3CGysfeZPhPUMmOvylnCiT9DPqUyIOiO6tB5fTnNimMTW2zRs+hM7ej51Li4YTu7Rokljn5tJG6N4MIExNnmxnDZ25y7glz1nSccBM+ybECchfqfaHTfXZNir5ZFl8fLN6tDjSnaSL1swWp3V1NvJF5CKT9TQxbg7eJitCWOWSjbR+cpaKgRt2MiZI0VMmooogKLp/ehoDxU5HdaoRkqhrLleSjf0A0aNUeZHYz7aNzxQamUXLKb0evV2y2b14xzvlzru47ytOhjjY91MN0WHjGV83u4qjDgi+DFUkDaqnU1E077CmQznt3vsFmTab8vPP4vY2hLB49Hj9zrv5sqt9yvEtkU3gr5hOUpOYZ/sOmGnf5NiTPy9WHDfU6nmd/vEvX//XZ7d/KaORjxb5zx9d/cP7jz++WR1hfiZaQrKTk79oFGA1WYBvchcNI64/yoaTE4pVr8IhCVXkeecnVXeUEetFB21HUhBYDUgZuW8/hpC1UnVYDRD5iQdRJ4F5atOuJOA+yOT7fmy1wxQgACPKFPqV3LRX4C8JJZSoBxT6Gv9q5WgUbZRd3Q81mIV0wgwMd7hJS7kuyfLzz5795te3f/pT2txKCMtHjx9+8qPHP//l4vp61F1JVY41w/d6zE3eA2badyLQJdXIC45Fs9T9//7ixf/6l6/+y7PNX8rayMeL4lmdROThIn/UIuCrIX/5mif1PquN0bjKRjBGfi2iO1NYD2vOvozaCMi6GHQ5SkaBrHp1Xc1RRyyLzkm47D7GP13CiiUAKJatLusXGIDTH61ei5JpSuffrmbLBLregNVRW//WarQR2FV01CNpOJpvzyi7ei2ciDGYiZ1k5rIBCTepqoLtuvBpu332m3/+8p9/vfnTH+PmNoSwfPRYqzLki3f+5m/C4DvHvu4oqmH6wN+Z9u0w076TQWiSjJJxFPL3VZ1++3z72+flb59vPyujOh8vVQTvrha/eHzThvY10FK8YNalKjQUBCqjCBbTeLskOlMYOJb3MsxpNtQaWp3mPRcxg+edexQkkkFCh8lC7+IUTUITg8jszHJCdHIeNsJcOrFo9f7xzonSg/U5R4i76Odocw8I3OqYhn8vo3FpUT2dS0sTvKEaNHXwbqy++Hzz5z81Pw3tS2UZFov1k6cPPv5k+ejRkC25N2N8wXZ2ktPSsnm274CZ9p0Yo5G/TfKvo34d09cxfV0nJUXwVSy+iunrmEi2Z1SexBNCwdM11nbeLiLFNPJepW9TGCsjrrFxvloMkow4uY24WvZZhEQdgQW6Jn8kRQhYtP6aNycKS7Sc2FNFCCjOpP+1CAGyabrSd4CkejpjdK+xgyaXQG2h04ieEZV1Hq6qrWdr1bkLTxuikOUYi7yMtDd5noL1nd6lxR11lXtHL0CScbtJL/1ICFIUabNJ243W1RI9aZ873BBP6ws9N3kPmGnfWTAC+QsBuUgukkvIg4D7f4aQ9/p8u4oJT3cPJbBJXgRZZWNmrB2g9MrCCuMwPwM3CdeF5ANWI7jtm9vW3Ctw4pTli4fb6d8S7lzhZnwDoqexsxG3aSi7slEtlNMEJs8NGiM6tZDS6SiIGUyDqfRI1w0hyEs/IYQQMsmChKxfjb8J21BtxhlxysbrLOk4YKZ9Z8Qg8vd4kX9wtfzgavllnQQw8vGy+GC9+GC9eH+96PNkQ1gUS8wWyKa0/vgWkpPEVTGa/PbbizsQxkoHdnKTcJVL7+wNAATNkfWyGKwjCCw6qnrrCLCDFphEVWPVuuDnrSXDlkCgeBu0GiOCZG3eppnYkM32HbpoiN5BmUGiUukk/miOKvuW2WyMtmxtqG0cztdUDUc3ef5mcZd0KpeW5nSaRHeefJ2/dCKyfPRk+fjJ8vETLctQFBLC4b8UHSUd+5ZuZjayM0trzJedHWbad3bsyF++9LztPB4A3BT5r55cf1lFAd5dxUbS8bNHV3/75ObD6wHqeorVcGWxOlWYlu69XaZQ+CZ3jbLMZJSMOCdLBTDIerpSErLq8sc+wKzPd1Ydnc7WNN5akltVkrJslyDMdndnV1g64cPH+CDdaC2Lgmzt8lKpaIeaTcPh2vm87H860b7mEGe3ow6IjnIAwSIRHWmAZczLMDZEeZJ5PjVoknQql5ZGj1JXmfXKUz5g9c47D3/0Y6vKrCj2St4nDz/50cNPfpyv1+03A8BUyrK5dp3nSz3P9h0w074LgWgd3Jgv2pq8iMhfP74G5Olq8VkZlXy8LH72cP13Tx8sB1up0SSVJ4z04D4SbQrmR7A2BEExRozHKNbQ5nT2eaVmKGusOgpwzFBGrLprgc8GwiKy/I1+QCfa0r5LAIltd39mJ7a9dA8krFde3MunNiL5OFEcRpijHlUU8s3iBjeJ6UTRZ24wD7HOOFgbmxXFk5/9dZYXq3feTbe3EsLy8eMHH39y84MftryW7pyok+jOje9s3+h5tu+AmfZdDsRVojLkbclfHsLfPLn+5Gb1PKk7r4v84SLLRrq1HyI9suWpvP1qY3Ius7Ac+3wEt4p1JovuBnjfhXHonJ86tzWuln2Yn/cytO16SEwQIGst6Z0xMdhFXkAiuaSOURmEdPJ5aUpK3l2927yWUvuHXjTd2HIMpS0BEOrY6NClXrM4ERsL4tMk4xEpBUtNH3mcS2i+Wj/+61/c/PBjrSoRya+u89URX9jDZtwQU6MdPv8D51ztO2CmfZeGbuRPRG4W+U17qWZH0MVqyhJymidVJ2pjmEThy9KcCMsxmJ+Tm4jroo84o4GR2xrrRWfFCYmywmrVTdVLQh1F6yy1xsml9Xgfq1KWq+PVRDpcTx4Lfblw0ptoxaO/iW4WysYO7WAjvHvNLBGlSo9amxEbHVRXU8dWRyulbkdN7z2gmWbTJHYSl5ZGL2J6qKuNhhCyxc2Dxc2D9jtpXnhK2QmcWVpilnQcMNO+y0Tnyt90oEsqEfaRHpN/hZ3cJl4XYYhy4g6wNgPCOHN+oFGyATFi3rfLxabm14UZH5xZ2pPFpibT8gxtXwihNYoAmSXJwH66ofV718p1uYdLt3uHtLfdTvrqmZ3fzBH2w2GF4XCi0kma8STcUdWncGmhw1xSDKZnrqvtKnwxs45mMafA/Ki5x0z7LhkXRP7cxEtkS+Yn8GgjcJt8YbIayXjv5ZXrxil6jDm/rToZ+okzABDcRKwL6VGsrSNILDqKHpIiSNsJPzWwwmr55kwEzgAaZyQL7af01GHdG7WVIXZsIjdIjq0OIm2NdHc47TNHciSOrOEgoSaqotrNKLs3YspSfea62s4O2iTFRrZycRyrj5P4W4qZ9l0+xFUUXix49jQEq0FHvjiJyDc6PeG6kHFpB8FSIfk4feTKnAir/l1LVkogFN3HGZtiYaej1BAClq3fzy7TZHQXad1EbrEg3DEu6T8VyE6TeMfRvS7c4b6r3sH/GfimyNdjpK9U6IC35jDPN/zNbRQh5Rj08WU0H9uUTuHSsjtXzOxUAuEjO0khpQuu4re0EfgeYKZ9bwZcQzRmhZ/b1EI8ISaG4iTkT8nnkctMliMrfLlVX2VhNfjzT6A2F5FF1nOHJMzRo6OtChKrZYfsta5wR1IURatT1BWXK8nHuqQQqQRWyO4tprqf0urF6c7jrINwZT3iedVRtmNm5kgd09i6gsBWe5ozE/2DNJrinPo4DdnaBnnHvBZmUJW0i5edFqpiGi6htGYGTSGlU7zqQZhp3x4z7XtjQIrGzNKlkL8TRXrsAnyBZT6uAp+VmTMss6F9ZAKVUiCLvgLkaE7IqnuIcBPdEbpQxphAYtn6A5QUWdbtFPeDRCqRrzA4x71ZDhYRspMNCzp1pLkyRHNtJec4oMVgHxC97ZSed/dn9r4t0cbqZQjnM45gy9xYUjbBa+PCHeYS0+TDfE1pzU1ifSJHmHu2oSop9bSDPjVmw4E9Ztr3huFyyJ9FcT2Vt19pjM5VHsZV+EZ39XA1LHINuwLIoDm/1FDbjsyvSdRYt07UaGDeQavRCS0vrOT85N3gqJqVGItkfmdl7mPmOtK+jXaeklJH7Fuoaz5TSmwHG6w0ti+3w0TEr132NC4tjYymsWix7rnJI28jhqTBT2JMMw7ma84eM+17I3Eh5O/g7ZevxqwHvR5GlErJByVkfBcO3yS5ykcQDpfD5vySo+hYusO+Rxy6vCfuKGus23k+kzBDy9DkWBOU/A1O17hAVCbarn1m3oHDGVFpN39m65tgQQwSYQxx+HsZyVHayJzPHe5yGmc+M6mrnH6ucLN94JtKik1L9436ms+0b4+Z9r3BuCDyV+/sXabdg+99ksf1diFYmQMhz4Zex2pzgfTrR5OsFCt09gKsIwAsuhQaO5l8xAQIlu3WnzspE8DbfS4Tpe5SBHJ282dORGmdP9i1IXlPztc0ZJVDuRr32xhdtOuOspq2sburdybR87VTmwtGjME0nMZ6enzMl6Y9Ztr3xmNH/tSLJScvud21BxMtIdn05I/gJnFhshzV28XI2igiWRh0USUQHYu+V2Zz1opmG90ONHjWwWmF3Kl6z/Ws4Ab37601DImWLs0ToWvdjuzDvZqjmg5vb+hgrkYiETpSjNthTTOohjSxSwsdaqIxMwtntGgxk6rM3rwK38uYq317fE8vu28f6CHVoRF3nm0PJloJx9bHfec0QO0sleN2a5ReJu8RVvAKjNxGWt911Fl1/yuqoU7djoqK1PpPlVLb9dnOSdcVWh9bkNAallru8UJgnozH95zc07H3s31NlkSpbXvB2HV4s06lvtpRd5dqVoa671chGbaD5/Caeb5KB1HP765JImmIKSNHi0F77YncJVa5anYWxW5TzoxRYv0GdnVfQfNn6/TzlmKu9l00yB23yVpM+tNFq8wCs4W3DFMdH0QqJRTM2k2O9UdyvohcZv2dU74LA28Th4Tt7vZGiqK317S5J5OiY5SIGdSQT/OHb4obbS4XqnTKajXONuhwO+LhcmEgMFboA4Fta6WtU2yahAYnUvcg6H5HHZAMyhHqc0bcpjFDOMygJlP7lezcj7UJtD0P2doJdWNwb1toZJMYHsYwwx8dc7Vvj5n2XShIPqvjv22qr2LMRN5dLT+5Xt0Ux+9/l0D+PIknhAXzSR1enCiVgCzHe52Eb1WWmQyM8YhOKNbdPVnQ6HMTBdKJw5GIqa32YrfJCAAtnaKbskl2eVfztxzHSyzs0n5ld9MWApVLp6rbwQy5R62usYNORD2gb7BbxBD7jhW+Fo2AI8Zph/ncUVe5ny/fzB2mEmPmreUjWm2rzz+NL74ivbh6sHr6QXHz8LLI30z79php3yWC5L9vyv/ti2e/fb79KsYg8t5q+ctHN//w7pN3lq3C0S6C/EUYkBUTuzqX6mRYj1cQcrJUaghXw5wCo9OTXLfzOn4FBLaJa5FFl2lNd8SERdG20Ep0cIp2R1nhatVi8abPe0lX/LcaDmw1tJR9oPmzd4lu61G0S47NAL+Vberv8HdAOWpjt0FKoY7TUrHG/fhcnI+OpKLfpIy0+pzE26+f//afNn/8t/jiK7jn1w+u3v/hw5/+zerdDy+I+b29TduumGlff1iaair9edT//cuv/tMXX//2xearOgWR91aLW7VlFv7n954uWrcOz03+xCIsMSsmJn+VuXPkAN/kvtWwHpYOot64w/TbGM3BjkXHnbty69OpoiKWizGjPtxZVViujqTquSJVKJYnSfrD/UF2JAGfyiLv23CyNj9aBlNHZe1rbK3mrpwoU0d/ZqD2DkZ9BHxAb1d9F782BEZs05iiXRJmElNDxSa5jO68URq57jmm6Mzg1q3C18A1vfi333z9u19v//T/xa+/Ir24fqDbF8hCfv2guLoZd59kY1Xd46IxV/t2mGlff5iGuA0hZ77guOTvz1X1r7flv95u//W2/KqOmchGbZllP7ha/epRfH+96rRaQ/64sKJVoXBsUCzCjcV6St4ZnSmO7O2S3EXDaijzY6lY92J+UUnKuqM3T0oQQXsXmE59uA6GzG30H2NciEloRL68h+yGfdfvnpupUu+fyXNv9K8jsImWkb1tDFZaSmi+WRNtTVsIJEPq8oKb19VbxpEccfBbrI7aYWPNV+5lDVWVdfI47HoKErHO9ByZts031SxUZZ/Yj7R5UX325+qzP5V/+VN8/hXour0VCYsHT+qPPh+R9pFwQ0pBU+jzRs1N3j1m2jcQ4ipROS75e5H0NumLpC9iepE0E1lm4UXSFylttOfAi8VAY744j8kLTdJ24kiPxttl6WMG+EZ30TBwweSUvnN+yRwdc9vMYdaB9jVyDWlRDSZR1lgtOyw+HG2sXlzh+dR2MASN93UuCZInKhkekFxqlzY3NCe66suNiF2ECwQ2vcpsJKyxehkyz7fP7Y0DrKFf2dU+fyyMaxvwMtxgFmIMPEtXlzCVlES155fa60rLjZZbK7dWbeiUkGm11Wpr1Xa0TZpoEtWM9z+93b/KDAAz7RsJI5O/XEIuUogUIRQhBEEhoRApJOT9+Ye4SSwZsvOQv0OkR7YcKY71NecAKqOzJ8d6LWp3Dq75RSdUrnpxXmt6Zh1bvRAs2p2ORB0h7chc2zLeePYHNGiJ4uqNSP4wKjGCg1Gn98/bWXuYo9QOcb21dRuw27le9O2l1TZoFK85dXRUIxlI7SpwKaTpKnBETMF2g3RnMGcxQ4qZqnCIBjxkkueS5bv/K5QsD1kuWS6DL/T7Cl+mKkNp8Vzt22OmfSNiNPL3/mr54Xr5wdVyo7bKQhC8t1p+eLX8cL183CmM4bWbPDf5s5oChOlixKPTIldZZw+Uuxd0pjCQSppTvU+ynJPbiHXRIb2jvd/K7veBZAih1YSfGrJwvLRWV+RS7teekzDFebOlTwsnrYVPc3Sp7chEHQH1ti36HqbHSmiXtqYSm15WKU7ogHHABgRux5vnOxT5bDKXFjrMxLR/ma3/qXcVvqA6ggV0cX2zfPR0+fgd276QEOheXD9YPHpn+eidxcMnAzepFjTKKJ6F57RHvzDMtG90jED+3lsvfvX44UZtFfJnjYHLcvnLRze/evzgJh/lT3ZO8keXVEIy5ovJyJ8RG+UVZDGSkiXRkcKqkN4OJkZuE64XkndfwUmn3CtK+M7pDFWNZWv7RFWEdglsqhDBsg1XO3qdJbSGyJvlzDcETtbtuEmbspx6iO1KIOpSt87UUkdt3SiU70t9XdEU1aqOp3sF6qgMPsrcZWNfYlJP5tLiDjekmJud2pOvOXVMmelop85WV9cf/yRtXkjIiufPSC+uHl598MPrj/9q8agP7dt5RNfZyHLmudq3x0z7JsIg8leE8PdPHq4y+ehq9XWdQpB3l4tfPrr5yc31qHr4s5I/k1QiWzKfTmiybVz9RvqQJw5VeDh421d3Uiay42tRg3Txc5kxA0gOdSR2UO8CqA1Vr4m6pkY4hK4l3/2MVcyZ2qVFU6jrDKdN3SChKqohpYBRQ95E5PqDj0XC8tGT+Pyrptq3/uCH1x/9KHRv8qqKqcQYxn9/Ztq3x0z7JsVL5K8gBCJt6zWrPPu7J49++uBmqyqQmyJfZRNZn4ubaO35amQ9chtYDTryxVQmHiyV5qMF+Eb3FLHMst4G0QS3yjVCJ0O+5tAqEQwtJ/YaJEUIWLR77TEBaDURmBJALI+ZccdIQPLvUQ93OEhUJke7q05U1qoF2eS2tTdtcaLqJOMgtgrtVWlrMtN607XDqUfp7e6KTCmYTTJp11i0pBjMJuA0LU6tk80pSsiuPvh49c77VpWkZ8tVtly3v1u5AxQCsZ7SsHBu8u4x074ToCF/ACgZ84KhHWcIIjdFflOc4m/kHuKWWeH51O7Kr0I8ITbeflOQvybANyUMj1z7ZkFzkf4xHk5U6kAous/5qaNrcbRhfi3TO8zAvNX9yLyVJfPwjGM0veLL938+7qTS8rZDoo1XiFOOWjQ3e2q5IInoSJ1kHNhpOLoSr+ZcQxhbIzqxUTlfWU3lmWfa6BICT+vJ10z5NvbLk6bJiUi2WGaLZae9AdAUmkHDw0rjb253vrnat8NM+04JoUmybuTvhBBLmaXzkD9LgDCbKMzNyU0aLcCXYKWQHEVf5mdEpQy5ZFm3q5y6b6OsiyNOyC/DHUmRtWOL5qhqrKYOVP42UgUC+d3jfTTEEsX6krvVTjceMbmL5jadEcjrYI5Kpb3hnBKpCznwRsbRPa7XidhRKfwyGrYXu+tUvoudS8s3MbsTcD4TM0lxOhXba7ArLu78n3FpT03ujTt08JMNOM60b4+Z9p0eM/l7PSyK62Tefk2Ar7lcjdFzJLhVXGWy6PsNMvI24Rqd5/zUWSlWeQfmZ4aobf1cWg7GuyPG44ODZkxJimPv+fEr8qn98HqALQp+979OI2KLZA5zRG/rJMd2/sxGxI66iibxtqu7cpMgvNE+cb2HFcyx0RE+EI2gJKUQJ+h+NotrCpqC2elGpxsim2JT4busJ6Vdha/Jf0unta2Zm7x7zLTvXJjJ32tw8PbLJ6rsRHeLssqlR4P1O+DW3BFWfb9EBDcJjdy4E5KhyND+/SGhiqLdh6xpC4UWU6hqyPMj22hOnU9n0v22Qdu1bpMfJ3O7UJHWN7tE6UT7Gp+8rvfS6Kh0UIRGaeMYMjeK3X3k2vhwk6rMT5m0trM1Vknp1N3kNmg8a5rpxhNLmHennwFgpn3nxkz+XgO6aMVsgUneECM3idd56F2oewmszQFZ9jUIJGgdnVma46pEIOSte8TuqCMWC7SRttQJIjg6VDqiJ/NwWIRgohAYgubqHMkIeBjav+tGVO084ZKjtg7lNwK1dhbPHhxeet9+nagUR0L0Wm/GTKp6fJeW/ciaJD1duu6+wpepibd26jkNDhW+lIKPZxzTcx8zZtp3GXgTyJ96sWJ2qk4FTbSEZJORv4129kN5LQjWhiD95/wqdTCsOvIVJ6rENaSlVgOAGoqxL3xVDRJDLcQBV1g26C9NhxvCVBc07kN9ex5OKscxjI0utYXR72Da2rGlcVdWdhN/NGiku/3QpLelkTQcMYUYw+hMwL1xQs7cRnBCbg8zKbfZKLbG46Ipqequwodzbm+u9u0x077LwWWTPwatycKzE/braKIVihVlgs8pS6VzhABfgqUCAxrHVRO8m3cjjk5WiqtFh4MaA+c22vA6gWjVFz5uyeysKyyWcs9DAx0asVgf39gbC3W/n68kRzRpFX13tAtM1CbaTpxRKY5IUb57SHc1hhOldh4EfPlwd5TDusPYTxamGNRkijofiVjnJ5uo248PSkoXx/n2rtTZeVq638VM+/aYad+l4Rvyl2WA8JQ0637QRetdz/d0uyJSKSHflf3GXRmVMTpuiqGufgS3armEVdah/PYyaiMEy45CY3dGxaI1c21aQR1+s8U7rorsmEGMD8/eIjSiWJ5YYd4STnPacNGJ3nvnJpG8rQMfiba/iQ4hbNYYI3fNefPdT48b787qxQc5/L28WllO0nvVJKohxdPJFNyRkqTY6DYu4ybR5NolAcRMdGfLchl7m5u8e8y07zIhNFEDgFPTrGM4C/lzFVeEgvly7DO+7O0ycGmlVxbW0ifAjUClFGLZpeZHoFaKdMigiwlEq2i1pCCxXBwJ6nVHSsg6+HX1hCdYhglDXfqDoENPcKLkojxCfJ0o25m2OFF2qds1GpHKurG3w1H9otuMSN6/NXxYp+k2TuHSQqIqM7cTyWZ3r0UlpczsUip8L+/KL2ZX38Jc7dtjpn2XjvPU2I7hTOQPJshGF5cYsVWay3qwt4vSNxqu+4aClEZCVkW3a2aVumXQ7TyZ25m5jIWUKCLhnqIg3wRP5j44autCIFmHkttROI/Tvqb24e2cnBskx7aLrKU5RXKUvcQwB6uXgcN8u21M4NKy8/xLJ+J8B7sZ3UWJXAQOu7JL2tVrMNO+PWba92ZgJn8AQLHYlD8nIH/13tslH+bt4vSNylUe+oWCVOZEWHd7N2kOZ9tWrzvKGuvlcY+cxiFNjr0h7jA/1uc1mCLcXaujX74ncz84WZvf32IySrqXN7ucwggAACAASURBVDQWxy3OBWt3dzNi21q921TdejwFbBXa927b8MWBjx7uMJcUxUalZfu4s8YM+RTFLTOYhRgDffypxN4wg1/erl6Pucm7x0z73iRcMvmje77gKbZEsQh3Fqux3wElNwnXRWcL5VfgZKm+zkLea51oLh0VHslIYr3oNuTXhvbVEbLA/S/EibrGevjf47jd8RsK9pUyfLMCUGp21NLPiVJDG80HALZT7zabr6xbp9X24Wn9WF9tSINDOJqPeVWN7NKyq2/FkOIpbqB7A5RQV5dyv/7GiVrF9IImC+/DXO3b41I+Rt9PkEzuBuQieWg7zH+Z5M+SuONkGmSqpO0EkR4EbxOuONTbxcjKuJY+3d7GBndBdJoRVOc24qpdbhuJssYKrcz51BDCkQm/GRcA9balvugorbVjC3DbPYENQPI+R5FQ7jQcAzGFS4s7TEOMp5rk2wfHmV5KFdwNZhJj5i5oz6dJd6OphCBZMXSQugfmat8eM+07G16k9LvN5s9VFd2v8/yT9fpH19eL1h2uyyN/pzagOUR6ZEtko36QWRmJoQG+St9quO6SonaAk9uEdSGdOsXucHZI73CijVN0Uohgea85nxNVxLLAPS4tKRFyPKjtHtBbbfiEYBPJNqCW50RtR/S5yRD9uFefutTHhqu4j5BrueODO3SnVxgNsZd6u5nnazxlemNnpJKCje3SEuugGk5Q32pewjkzLV63JTTvagpdpSSuqf7ij/WzP3u9lbxYPHpv+fTjfH093W5ft4mZ9u0w077z4HlK//jll//09dcN7bvJ84+vrv67lP7+8eP2zA8vk7+cEGbZ2Q0uzkD+rCYwqqtzE+AbDdeLPrLcA4z+IkkjE+7KIJWsFOsu6hCCm4irRdsmdYygY7kY540zg+dHLF/cgLvpIwlLELnzQ2wRAMaXcw+CMd0j4zWnHaM/xiO0j5D7vV06oTSkdpZ+AFLH9FsCalAida/Vqe/zQjof+u09ENuxXVpIqIqZWLvgkyHYSWI1mJ7b4hgAYCruQkCjmHWmvK5p8/tfb//9v9Zf/snrUrJi8fi99Q++vPnJf5uvbyba82swN3n3mGnfGWDu//zixf/z9dcH2ned51+llAFPF4u/uun8TaCLRgGgOHWQ2h04KfmjTxPpYeQmcpVL7wQOAAQrIxB6BLglJxRX3eqFLBPJttFzLQt+MQHA4lhV2QdX4yxBwr0uLXczEEvA+KSQpHrsHdHhZBxQZmC7uUASlcpRLTD3soxWI32Nk3MXt7wmySQ56o7vVnOg9tX8HuAOM8SUjZhI6w53iTE7QbDYzmUmZqPXKXtgH/gWzMIQT5b47NPt7/95+/t/rr/8k9VlyAq9fUa3fHVz/eO/lZHtWO/GXO3bY6Z9Z0Bp9oey/P12+/uyPFT7BHi6WPyhLH90dZX1FzOeJ0X3rs2clPyZaIl8xWxwVNg3MKJx9Vt3NFV5BZXRKR31uQCQnJuE69ZaDezv7S29UMzaqnrbTI0dNQU0Y4pSjFRf/C7cpnCB4QiSjNfDHMmPJHPUFmKL4lwbKxYCG5P2OgmiWxoHgW3qHODRoNLOZPG7iDHEsS2CTUNV5uOu+V2QSElUw4VYHJtCNaQUBhJousWvPo3PPq2ffVo/+9TrUvKC9LC+qZ99uvroZ/nqasRt34eZ9u0x074zILlvzcr9T3QPIqXZ1qz0ltkI9+PiyJ/SiyVl+uc6reCGfDHqq67NQVkVQ0b9GN2gYdU9C07JTcRVlyiRWp2UZbsN71xa5AgVM0MZsSqGGqyoIsvvGwH8PoFAdDkqvL3/vmuO6th0IBpvl9Y3Pie22o3Aqe/i17qix7leu0hVBe/egrwLJPxbWoppOZ+baAo6fQf5+E52xjTj+FqT7rHyWHqsmv8hbod/7ir0p8Hc5N1jpn1nQB7CKoRVlq1CWIUQgOaf6/0/R8IFkT96iCVDznzBiX3ZxBNiYrYY1dsvOkUxMMA3usPCqtecX6loPAXbnssIoA3z27m0LI+4tACtgt1mudx4aF9jdB7njkZstJV61xx1xyy1aEjeh7o1it1+uW0Ndr1IDW6tsknawAwpZqqBk8p1CQJm0BT2obpnw856OoY06qsWhFAspViGYhGKJdwkL0KxbH5G1uLdj7nat8dM+86Aqyz7wXr90Xr9VYxBpHa/yfMfrNc/uLr6aL0e0OF9LS6H/ImrRD0R+bMIgNlY7cQmwLc2XBWyGPBEHo2Cztm7OMz5dak4JkfhrZKMSZgd8Vtufk0dxb11QVVUxHJ5p+ELSbP74jrcQD97jXo4SNwvZrVj/iYESg33l/GsqeEdu6NpFw88ArG1rqJxcu7nt6IOJepeuW0HpCQxBh9P8mLW5MlOy8N2Qt3UnAhn7Oruao0qw1u634VkWfHo/cXj9/XFl3T3eiv5YvHo3cWj9xaP3w+L1YjnOoL5iXSPmfadAVkIv3jw4OsYM+Dd5fJg4PLfPHz4yXo9zTm/j+TPonhitkAYHLq2A8FSSQ4J8GVtBEMnN+YGyblNct36xZCsFYC0cY1uRBvLY4m3jXvz/W5/Ry+vKVIgxR3nckUC7jLjNgUi8smmA7uApDERd8oQkvk9BTClVEf9VoD7y3jmKFt0BhNRWat3bOe90uZX96iss253YG4bXs4EM4zC+Q4mzGZhUrkuCTfEFDQFHktYnhQk6IgxmE5oQ7h858OrH/413LP1gz3te2/9g5+tP/xJOJmeA+2aFd8PzLSvP4Y8PDxZLP7Hp0/fWS5f9u376c3NctqZp+8d+SNFa0hisR7p9TqxVUbD1QBvl9rdU7jq7llqpHqH+Dh15Gz7LTfbZawNhBNqKCaS8BCegOLsM+8N9vKZ8eGEHlN7tEHjfty+weXoULdzQnv58wG47Sv+aDC6SwtdyjLvZkHc9RSEmWiSlBpR8Dk/w6ZiKnGCCt8rCMXi+ke/ytcP6i//dKj2rd7/UX71sOeKpLT0Jf/2UT1P99Zhpn39kaoQK+nNWh4vFv/hyZPKzMhFCIswwCWkG3bkL2SA7DS2Z8KpyJ9LKkeN9FByGzEkwDfRtxpWWbcYD+8cH8daCYRFCxJmjjpifcwApW58Uu5ekESMCC2GBWfcDScquy9mjURtoi1EvpXhqLdLs2BpHSJ0G8l419jcRlnS5Lb1uw83EdApZqMwp50xskpqbF+m4XzN5FysMzM5TbzHa+HeeLJkoDjhx4rNYyErluuPfrp67xNaQshCvuhjYo/dZ66oPe8xUjDP9u0x075BcA0NawkZRDp7lASRq/xcfwJxAyBRGTLmi/OTv2Ll0w34fhPpMRb5U/I2cZ2FVV/DmOSeXK7y0GlYsImPu0Fb5kciqgdI3qIx7Y50rFDXKH8HUjpVhuy+Cb+3Gs2Q5MDAWezm6o5M/rWsxjmRfDds1xLJse3i5DzkqJcRU0ixySwZ+uFxR+OZYhYw5YCdqlTlODy1HxpqqxpSaqjtqbchIlIscNdox/0gQ3IBxJlFFyL04HBzk3ePmfYNh7iKK4DTRVOMCnGTWJ6f/KU6uHs+1hze60AXjSwEMtYHvzQnwqo/kWSpTraqxr181CZxzbDIW129m7ir6+z4LzeFumx5xGAlKXCvPx+Jqsbq7oKfOzRhsbzj/6tIFYrlmyvscDKa30PsEiXdXfWpTdK9aWxOVHrctIVAZdLmdkegsrZMtIeTM5pqoiINaIqTqKpgrSxvWqzmcBeNmU1W9CJBSoqieraubmM3nergfs5CY084xVhEE+PxdML7MTd595hp34j4xp04ywDhZUTltsQFkD+KxZdGDyd661xSiZDvIj1GQG0OSG9vF4K1uUi3LBAClTnQVlziZJ3a+rlExVKO+POZH/FFbtpavT0opzDZaq7733m7nO7s3XK8EwOH/lr48B3xK0nelpk1OtyWt0XnznKlU7XSiWjQLt6BL4OAG1TFhnMXAoDuSl9h0q6uppBGMsDrvgMASCqmIcVmA2/I3YgAmSUXQpxZcoyy9bnJu8dM+0aH0EQNABoGM5O/bjgJ+WsKtNliDIeXg7dLl5G7b+8GLBXScVLQiUoZpO1R0SiCZQsFsSry7Ajt25k8D+jSutNdxtUw0RFLFKvvMnoBAu4yJaHDXmuC4jT11DuZ7fUnI4yDSg8tjZedqFtM/qlDva2LSnPq2Lou+PJR9YC+dooSxzIQBqoqM51KynB+wtd8oF0aVTJb5y9fAsRcjHn04GxlMtkes13zHjPtmxB00boRTxDCPH9TelbfF/LXWMSP4+p88HYpenm7ENyoX+ehE3F0YJPYnm7WSkDaDCPGBAGye3UbjZnLPUN+SSFyp/jDHbHGctU59oMOrZHf0QLmMEr13fXuoENO61cjdKC0cFehjkT0I0INJ8p0RO0Rva2pSnRU7VxUGsK6SZ17u0bcdjzqcCwJ1aCG4RSq8StJKXObxIf5YAGjGqZrHN+/AQCmkpqQt3On+rYFCWeeHEBQZsOHXl+Ludq3x0z7JgddzAWARWaFhwwShgZcnQTfA/JHsdgUZccgf0ZslIXhqkuE7svb2aivEZYdFR6bhDWk5VHmND8uH3aH2pEJv6Mmz80i/cQfu8XvsIY2RShG8JoZBoe+/r+Txv7c01z0bjs3a1czUyIdnfwjtAtJrq2PtXLV66gGJMoqc5eBzsk7R2KTFLOJinymzfrnq/A1oo0kqmf2f24LMhgBiHqeXHzaHQ/4Rr5tmGnfKdE4pwA4u36iPb5F/hpidOqeNcViRnqx4DROcGIRdOZ3OAR3QyK3CatcstDjMsYmTnfRJcaDYKVEO12IOsuI9eI482tqdYt76XZUQLC8u3zYFED6vK2EVpD1SeObRoKTda+KRZtKpfoRk2dnK3HGzn6lXRguicq6Rag163cNeXv5cDM0fdLhnK8xdk5xks8S91N0sT71Z/XwaWnS5EzlvP7PbUGKeRY908FCjfaYq317vHmX1LcC33CpLCcEFy/+3W0YApEdYT3xhj2FaMwWfk/jcdD6Kmk7kr1LcqbY09vFwcqYPFwVHeygG/uNlkYwRm4j1ovjCb9qKIa9HWYo/3/23rXJkSRJElNzjwggs7q6eh67M/veJXfvKDx+IP//j6AIl0IKeUfZu33c3u1Mz0x3VQIR7mam/OARSCARgTcykdVQmUdWAvDwQAIIhZmpaoeH2Xh9252mItcUb98YiqPKVO3LgcV0//dwKGUv7Svt2sMzMozHuSs78EVP17WkFFIO51et3KAWcrpWCoUb1CTn8GoeeM+HdqiKDod+BxU+Z1ACCOa9YuM1j36f7Rtwp31vCHEr5nmU8DZc6kgIih9B+zYbpou20cK1yN+zt99FIsJbc0qYn7RRoy+yPFRhLzNbIbsvVB4OExQ76ZS9dTh3tAmzZlc7NWcIdrLDndf9lBiCvMOS3mkoJsw7L8+TLUISrfUTI1PIju4A/2QneDAhM6LV49QYydDaiZyPRNsFs3OLfABSCpqD6e4n/BQMQ4eSe8+/1/scXPOXDm7hqsHBlwEBMqhX2YNdWqhxOO7VvgE/lU/b24bQey4Vq3fh/PK84a+S/FkicHYJlkCnHg72WHkBI1vlQ3VEjEcyBuBAK5llImpp9n0C+D5jDwLm2FHWdCIr6hqnGdz8ZKC+P43N9/kzA9ADLqzJsTzMM1n9CCMYAASyIR9j+7wOd2SV86MsSGgOrnINzlfKbLknlHjNGtuqwvf6hz4BYh6UAoh61LeuRt5p34A77bsdCF00AYP4I9567+urJX800SUk9t5+py9OYKFsDY/VKd4uSm81PBxgtrdCawQwP8ClBWCbyX25bcV4edagnv6sUEObMKsnlUopIwSEiRXcESbqjrkFZ6i2SSXh9oazEeRkJSuZ68QFxnZm4xLS+SRHseLPvLPU1xrSPn5GYqHQA+pwHGLQDhdkFNFudnQn9dNSkpyDnSeJcIeb5BTNL+9dMrR0o1+iGHncob1PkHv9Qx8NUhxBLWaGvV9TXg33Ju+AO+27RZCiKVpmqCiCUF0xr/Zs3AT5qxq/+KEL+avmjKemr/VwcqkATgnwzXTP4cORzI+QhwMqxgT0gInAPo1tZ0f4nOCjlEjKeGIHJz+srQOAeiLn48pwmiGP3sRJd0BkK8Tu5INOTkNx+N/dF1kO/9kv+ABwjLcLhhNfHKYR2Xjgyli4b2Gf+jYmCJhJuyjv2Et+HPSikCyvXGYbWrpBs+gtV/iKFbqVqh6DejDgpvZ6r/YNuNO+2wUplgUAEkPFqrmTv3HQRTup5oyX7+dAW7ihas6zdzHyS2Yd5PEYAjc81p9yeDym29uZk3JImVDNF5SHfY4zOQPEbNrbundvnvBbAfYTx58wSl1tx1XJuI9X8yC+5cQiHzSlx4PvuYI6FnrKtfUiLi3FoiVrsHx5brTufnzBZfeiVC5TdwELm+uCFGPMHvXqPiyn427gMuBO+66Ozu0PObVuFcKnuv4QD2rAbUJcJelQ/Is3K/54M/JHhrykxYEcX/K44hmpePudSf6yczl4uxwFoy81zKv92tv1Y4lifsCcnzrbjPk+jrg7jY1AmzCfYaqXnTOwM8b3YriYXTMPVz2cjeQhTRcCzbGcnlEr2ySw+4KbDclhB0SOlMbuIfdcobOj49owfFk436Wl2JdoDpe1L+Eqxi2HIVT3NbDSi1hxXb5NHkUCCMqgLkDYnSG9axlaWuryM11DNa8fP4aqufBWC87pSHxduNO+K4Lg96n7vz7/8M/LxZNpE+SPZw///sO3f/X4TTzl4ieuAsAyJTL2FPAG+d+aQqV+zU1u+ktfmvxZBuTsMLfkTImPVZgd+dbr5/wOpoxcpbEdYAGoBot7IordsWwnrVjOhDndZdzkxfoxvsOhLUCcffEwqlH3KJHXwDLxN3b3MvR2pS6TAYsse69pxP7JPwDmUB50z35ZQgk9aZ7vIi4tZmIqmuNlaVkhXq/sfmwGUkjkLpjfaMyGGIUEEbNFJc7wYaH78nf/8vRv/5A+f++WY/Mw/+7X3/z6b5sP311BrHev9vW4074r4nPO//sPv/v7H3//z+3ii2kj4Y9nD581VyJ/8fjNGS/q59hfCTcb+yt00Q4ARF5ToXJF8mdJPDM2CGeey1KdCLMj6bDSP2c0IRxSw0OpwCkCsJdiEmwzgT3RcHtVvSkB9WQam2aIoBl7sbr1QW3bN9GgHeqHI5/xS33EH7dOch+teBFobXy63YnOZGomj0BS5OlC4MqKZfdGO0V3GJNTYjEePjICGwyfj2W0JLrzXFqGJLRoKrbHE+fIlR3myCm+WoVvlepmGszOUrRcET3V85A9XkaowfYP/+2Hf/r7p//2D92X31JznD12P/7Gtfv01/9rPf/mAkdYx322b8Cd9l0LJP+pXfynxef/tPj8T+3iybSR8NlyFeSPmvmvZg+zS4TQr2J/Y0UIY7zF2N+VQuUrIH+kaAfJrB/OeKpX3i4nBPhmp9hBNbxyqGyowgFpbESXKZAdYWsAFi0eZqimNLlF/DHxwiZgdv/M2YZxkvYB8J23ZsfSdjm2kMiOfIDZcrnn4Y1a9d7e5djLaXEhMRM7Q+BCYvlUXzYJra/wadBLOEUfCDOYhjdMddsLUQ9OADFZcFzKeM80L377j4vf/OPit/8lff7eLcXm0XMX6/n806+qX//tKb5XO3Bv8g64fwRfC0Z+n7rfpu63qfu+655M6xCiyC+77vvULV0vQvsK6KJJAKgwVl6dHy97BXxV5M8lL8+L9HDgSRkNj/URE3sACHZGQZgdRhkzyYwP9XgLdR1GdiqP+3qj5ojT4oysEExGupXErtH0EZLkcR/01kGAc/vux4GgeT5m7K0/6WNvQvF21l2FwEPqfAA6Qz4sqy070gFnxt5BEMvjw3ZTRu9Ccuq70R1W0nV5MZ7kDnekVJnJxW1fRkGCjmL+d6MVPlKcMXmwq/iweG7T0x/S0x/S0+/T0+/dcswp1PPyy0e3C7u435u8A+6071pgH4VAZ3mD9z876NdLhaZYjqbD5N/tOb+8IfmrZ36uFcsaniM9ziF/Ri4VD3FPjW0bxaVlXh10sVDyS8aHZn/am7kn2+MvnTK4U5yxQ/yxGhDc/s7jjnaJ2Xzkph1ww6sHWxM8ivYZsdDxeXcjFhp3fBg4ZUdWW2vodnIUc6SdGuHnAwFPx0RxdHaEt0tBL1MwOZnl0FG0uhe3MjGV5bK67Jq7DmfQHDTfaIUvZAtehHIerqbMXV0Yy1e+4ef+Unn5492bvAPutO9aqEQ+1c13dfNd3XwxjSE0Er6rm09186lq5pcr9Y3g5p1f3oT85S64X7gUShdNrAPk5L+nOj87Z0H2amlfHLozIw+d8zPyKeFDvafbW0bJYkC1c80y5Df1Z3PCHXK8SeHk4Qx5iWp+FTXJhWBkMt95ZdnxbIzP/O3ydibsgDofgc73U9Q8ZKkdAj/MLObloxxtG8xPn5ZzL2+3YHa5PgnhLjm9kiUeueG6fHOEzynOKlkwhut3RGM1qx6+reYfq/lH1+Sa4uyxevi2evhYP3wrR6m4DsHdrnnAnfZdCyLyF/PHv3r45nPOUUJR8v5q9vDXD9/89eOH+cVf0xO76J1fIiXcnPPLq5M/sdwf7pLkzyUvEKo+0uNEJCcO81tZR3YXCwfO+Rm5yHioZGr2rsDJlCE7CaIZlh0e5uN5ayTahHkzMeS3yxWFU9pF+uVUGtfCaHDHjrr+3hy2RQ47/JmXCt1JoUrHdm9jIR2TpWaOzqEHUMmNRxmynujSUvZvKqohp3gpqkTCDTkH1XBmENyBhyuiDdXgr2v+tweDUEMIkDG9Xvkx1LOHn/9p9+O/uXaxmbvl2DzOv/vVw8//bP7dry482Id7te8Zd9p3Rfyimf1v3/6sFvxyNiuSjl/N5v/TN5/+5vGby7+md0HcBAbLb2OnvBtfB/lzFVfE5lSHFwKdUQ7NVXv5qAPn/JRsFQ+yp+ZXPP9mO6uPJMwgE6+kYsg22rkmsGwxn42kvZFoW87mMiUZeYdIjjThaJZcpm6ynZ3ZMle3W8ZhxVRlZx92dbdD5vmw8naxozmfmeR8ep2vXUazkrR2gU8HEma9M4s7XoHkFIuZGxRtiFOMVWfiPM1176yjizz+4i9cU6znvaRj9jj/9Ccf//Tv6g8/u/zx7rRvwNfz8XqDEJG/fPjwXd38W9d+MW2C/LKZ/6KZV2/GuZ4d9UIsviq3wv9W5E8iRRDrazemr0L+LANAPHnB1pic87gnJ3cTbI1gnB02YJhJz/u7vckIyHz69UGiS5DZpG43DXYtUw+fwlc3eb1jOG/qJnVpp2tCRjzpHj1lZ3uM9IqGY3lYu7bPT3MsjpnnI5FSMBM9qb7Vix5SdA+8REGu9Fj7ktuVK3yramL51v3K8R67QIKokgkBZ9xdMb4yQlV//JO/m337y/Tl97QcmsfZx19U86uURXinfQPutO+6EJFPdfOpvo7t+IkQupgDwOtO1+0HKRwsqV9lKvHS5I9iCZZZzXGiCs2J1hjkuADf1k1zmMWDHmXkU96vIDan+S6tCQk1hDDe6t2zB4PHI2b1SLiOzAvS4HqGpuY4kPSxmbqi1jpmndPdm/eGYRQflv22zCV+7YAj+uDGrMdU+ZwwFT2D8ZhK21YXKfL1FT6VnMIF9b+7j6XXP9axEGNQ731Y3nozBRLi7OMvZx9/efUj3WnfgDvt+0njucYWivPz7Yg/nvPoXof8kV43vEzZj2IdwVPZiJNfMiuRh2O8XZRuKh/qsFuNsTrEjhpUgZGLhMeZ7FgwZ4hgNiGQThkg6rFnQQ3ImI91xMsY1MhDEiAvszdIaIv68aWmZmqRwzAo7UdG9Yx5+/dGdltcbHe0W/IwasJMojPRaX2uEkubvLXU8FrbU8Pzw5xfVgsu7bjgtZyRc7STh/nYT91divORyLmMBl4RfTWxi2byCvOCh4KEs+o8EOBVrFjeB+60b8Cd9t0BUmiAiWWGmiFA5Ebm/16P/LmG5BeLPLmAvUs/h3dMgC/BL9k/VHvCNgAQeMoEZaoJu1pw0eGx2aUCUUUME2N8hDmONc3JiXRpZmf9GSyDRD0W+3EY1JMfVAvbhXYngZuCE6OX5kPslJV4ygdIdx1LPYj2ZcfTYfdcbdJM1ERPUqq6QXvv4svYbJrBVFK6eldXs5hJSiVR7e0/Oov9igDiiOkMm8SvBnfaN+BO+06HO90ZTuhw3S7E+3BPhshY/7TI33PkyUXJXzXnicwvO3PiLMrDEToPLtQfEOq492OeC6Xvy4gj6JRddi2OnBFn47eqoU2Y1SP93N0uMBfATXzKb19tS/1sysavU7Fpppgcedek4J4SYzl6mec7xPyl1eNCONzRdcH8xFqXO9wlpep8w+Shwiea41XNkOlwIqXoejMVvpUPi76BUOPqIIWQ4zncfbZvhTvtOx3dAovIqqGIVDXiXi/c9wRxEzcWzxcIbyD2972SP21FYm/vcspqqWh1D/Z2IdiaC6QKe8gigc5csMefeZndGebTVTtzZB1v5mI6E8kdyw4Ps1t247sGHFhYmOqxG2V07Mq533i5Myx3FiidSAbj/o5tOZweEOm2ghmyymmcj4TmoCqaL9CHdUfOIefgfTf8Wp9cqqJZNN/GDJ8zlvKeMeZXkSi/LkK26AQR1Zr24NzoFe62fQPutO8skMgdAKYWVc1mJhCEfVfb94NC/oCV+ONO/k5bzUSXCBWr2fHCEQKtUeRQlxYAXsI/aqlkz2e/E0vdryDp1MkwJewlkTOqnWYuIkc8iaoEpG5eMkLtAL5yGttukEhm29zIieV0rhowwhL2+DMDncnUlYvEU95D5ortSzogdbe/574BwXWYw1xyjicM87mjXVZuQp73fibMYSopR3eZsoA8HyTcJGcxvQlPFjGKeZU8OC8VmHsj6EvfRJ00+LOJ9CnP+L3admoDnQAAIABJREFUN+BO+y4GzdBMACEyVggBdS2Qr4QCrmhQiISwqt429neD/JVn+BrP82XJn6uosGpOeuqWymScV6E+TOHr4CL742Fzfl8yP1R75vzMd7VknejyeDOXQJswn2F7J+5IGc1EC3h8t1u/5yt5vnDiMFPaCMfIPJU6ssvoQuZY6PhAW/ZdzdZVMu+OSh8JdSwOmNIrKuNDBgRX9885qK2CLo7A4HISz+d8pcKnOVzJKmX1J+tNnnM4l6SevyGySgQQjOGEGdLbRHmiyTo7CCGrfKFTu9O+AXfad3m4oVTIUtszpGYm4atoAdP7b1+WGasLB50dj578iQCB1dUmEUsklIifv75nSZmhxinkz4hWGapDA3wJLtQaDwc0iPmkJMJs+gOhF/bWMlViVUV1jCdLQVbECme9ioi8BOa4YOLyGJw2KuM9CoSk48UK5K7sXSOedM9FrTWkfVN6JJR9tsfhnM9Msh7t0jJ4JgfVyLMbku79alfifO5wk5yCeUD/1ePtPs8JMQ/qVfbxgYB3CjIYY7bKiGIlfdnl77RvwJ32XRG9E0FCTqxqiqBqpITxvvsaIMVyNGUIlPAK7so7ICRgko0Sr0b+KLkNF1pfPCMb64dTmB8/Z9ZBDlT4EujcPYeHAwJ/W3PuVHiYc5kxr2QqUTplCBDHVni+aXuTY2YrJI/oF05V4i6Og47Cie1M/h5IBh2zZSHQ2S7DvGT9zN+OWmBr0H1zgWVvnR2a2AFAtdT5jo7fKMdKXTQ9a5KvPJmaJWvQfBnl7/b6plLcZK7XNT5wN2IeM/vpvaMMdW4Tw5shqkd1AEE9Xu+07rRvwJ32vRI0A0BOLDNO9YwiEiu8byEwn2PfXsVgbzeE1yV/l1yfLmnB2OAUr+wSnjav5cAScqZ7Do/77u9Edsx2XomLWfDUXdyhjlFSuOOmrgNrzLYM+dol53N5YXvtDrdT1TEXBslRSawSSx3RUHZWSn0jcIpONA2du9S7xH6ipgdE7jrwZV/J8PmghBnUQp7oSu+AqZhL7qKf17tzL4qKYBZIXJ7zOdRE07XWP2YrDMqgXpJz3/51fzaCupBCVGl4n7zCed1p34A77Xtt9N+qlwAoghAZAuqZvHMh8NBvjRC8rfPL+yF/FOtgidXseG+/5MwdZ1EOzPA1+jLLQxV21wjVfZFlJ6Fkq0QxiBm7T84QoBkjszlDOH7T4aBDOzQPbz5HD4BAtqkhRIzucPvq5kSnMhqR5UOhbvzoRGvIOzlfieXde71Lhm5nyXBjV44uhRMciUmkLpie66jiDjPkFO34QuOB6/s11z8IvbWyx1S8957VDO8VpBjrbELIW7hG35u8K9xp31uChCkMfRc4VhIC4hEebbcGoYEQN0pgrN7Q+eU9kT9NrHA88yPQGUXQxIO8XZRslfN93eFUSonT44AkOqVMi3/NwHr8sm7v/dp1FRgnB5mMsGk/l91lvOxFQbKHzCXr73bQVh2qcgLnc4dqMDtr/I6OrKJ9SxfX6OpqvuL6B8E8GkEE9ahvW2a8BJxRXVDm9t5U9nynfQPutO9WsC4EFkFVoap7O5i33toJELpoAgBLjM1bOb+8E/J3cqQHgaVSIM1hx850WHiQPTSxBI3t8Ih2slPEZvx2c7QdZg22+WWJr9pu9aYMArOtQmDXsaFUJ2k1SNDXQ9sECIRjY47QqM6NmF2ShJ8s3WhVdMtGw4nWxLao0g7TFvU9kWg7DFbKCZij3WnjV+6Wie4wzucOd6R0nEuLexmPi35G8ayIKrpUNL9XqvBJTtGus/5+kOIIajG/8/w09q/+mK1SRylV3gLjutO+AXfad3PoffIUXUsI6prNrL9Ov8cqICnaRUsMFUUQqtef/9siZ7jsV85+/arxF4GxR6FEesSG1UTgxSQW6slkXu3x3ivI7szhcZ/CozOS8jjdkDVnp5Mm0iWBY+T3xDLhoRlhfqPN0kITR36/9Re0DAkbM3905CXqx3VxcSk2vNgZN3WrBNXTesOToLtx0yBlxzVk9KrtYz7MTixyGEnyKIYsEy5s6rusm8tjW90z81fu9pQPMucjhzKbHvHOKS+BnENqy4XmlHddr9vQ0C7jyYvsWBmA5lB0G5dd/4AdAIBYqeoxKIO9z/Le8EyKeaVeZVu9cG/oXO60b8Cd9l0STrZurZsAj7FqQtjnlrsPgxC4lACbmYiUS9sNvZsOASmWBQASQ83qDZS/A/kTQHAF62nRFNzP1bVYEnof6XEElFwqHmupDur2+iKHvVrg5M4sOwhiUgagGSsKkn3Br976hCnuzWGLobrDfDzb9+UKhc/NN54jGjwf+awdAcJfRPSaM/mOwb5n+EQqhk1Tt87QTTRni6ims13S3ae8/xpnjoXut27GymxFw1HOfL23Sypd3RPfacMiYnZhzmdWVo6gkHiDCh8pxliEGu/Wh6U39HLUWcv04UWMV0i6ZU1LgLGaxXp+/iXvPtu3wp32XQyd2T90n/+xe/psOUB+Uc/+Zvbxz2aP4RLkopQAl1q6wIgVRVA38g5bwNJ7160V/16RxEpx1bls/Npq8YskiLiKK0LFeFRumZGfE5sgh3i1KL3VMCsWgNN3y85255xfq4Bg1O2vFOpGLZ67DAheuEMXpvgwe1kInLB3eS3Hll14sYWpHTmx1Dhm3Szt1qDbsy3wxNUz+64ENnUkg3PSeK+vwDmyww7QcKgia1A9rj9bIstUTwntWO3TDDlHzWend2wuW4LgTEXPs4858fBAkeUKELLfRPfzWJBCVoPWJF7aKZruix//+5ff/WO3+APo9eybh+/+9OPP/jzWx/ZBNnGnfQPutO8yUPf/e/nD3z/9rtC+CPl5Pftd7hy/+MvZh8sW51Z20LljPWOMEgLemx20uAqAEvsRm1cmfwAun7074GLkD6AcG+a2V5CxQqbnjFmI850nX+b8phekGqowXjicmtg7CiWorZnd/ogDsTuQ7VA8KUaFvcVOecfFqyg89toyPyn0MENmNZiFfIwlXgkuM5Oc48ld3VLhU7uAk/M63GAmqYvkWwzwkUEZs0Xla/iVXByD/FbMq2QjowmXOQiffvjX3//L//nl+3/sFn8gvZ5/ePz8G9fuu1/9uxDPYCx32jfgTvsug99o+x+XP/zH9sd/6p5+tBQRfm6NgR9j/Uf1/PGcF+s0SKQWZbAiVpSAqpYqAvKOusDiJr5kiIAgxNcWf9wy+SsrxBrxqEiPzpiM8yizAzThyQ0W5jvTfjujiDxMvIbV2erkFOBUwS9lAHjhAkOiTZg1qLYKfu8HL66GybBd0ynGyNtVEg6sbuqEdzu25H0aDiNahU3XAlfwYrYyJkOZQinv5hRNw7E639UKxZlF9fIVvpyDZTmn43zisYGYPBgLbXpP5b2VnXKhqkC0q5cnTdvP3//nz9//58/f/2Na/J7Oev7BNMV6/vDNHz18+0cnr3xv8q5wp30XAMHvc/vb3P4mt79J7WfPAeLkt6H9bdN+tnwl2rcOUwDQ1M+u1Q1DeEd20FLql67XYGD7ccPkTyzDlPUc4fAXEYF28HbZfTIEklEEs7DrnmrUMNkRNvdsUo8dywzLDg9b7eoy4Tea0uuOST/otX17RghvFQ6oTuNBbJQY92F2jtQFHfhiMnp5Kl7aU4ckkfflcOjg57KX85nDVPRIlxYzaZcVT/LoIKEqpiHnUoe7ZIVPTXIK7q8es2EMpTDmGNfm3CqC9u56paoHvIqdMgAgt0/d0++7L7/rvvwuLf5AulsXqnn39Ltu8fv5x1+eXtG4074Bd9p3CRBKZlDpGZ7oEZLhGcxw3Q6Pv+peCKyqgIK6YdNIqf+9iwrgioGJQKJX53UITzv0Ncif0qvZqT1finaMPMbepfd2Ean3tc8JtkqJYQdHVHKR8aEeb+aSaDNFpBrNXnM4R1J3VdERs2b/KZmx66RpNrijKRCwPu4zOgV4Nkiyl70+w8m8eRVRR2cHdXiN6MZ6wT49r1hEIcsJ4+VSI0yGPH1dW62w99JXiHd3sEvLalpOcziZ87lDc8j5YsN2w65WQb2v9iFCccbkwQniPVmxlGFSsk4WjPGNSBJdadlN6eqe6d7/bNlLbeNk3GnfgDvtuwBE5EOsPoTqQ6g/hNrJgPAh9L+ZX01duB9E7pC7vgtcVSIBVf0OWsB0IQDrSdhXQP7cQlqefi48wduPwFP2Ksg87vd2WRoJmU9/IBj5JeNDLdUo8wMWiQ+NNFuvdgLLFvPZiKrXxlrAqgjhpaTXbX+r1xV5gebx4iVAYzqgL1r8Vp73XCpwo9f9UX9mJZ4m7FGyY6GTjM2Ip325ap2h3cf5SsmtGLXsvOMzBroW3E50PzEbVricMMAdmuWcXZ0GUS8RauEdKXOdlVphqCtxxhtuPtbzqnmsmseqeTDt6D7887FqHs66ct2t4gfcad9l8Mf1w5/PHn+nnYGfrYoIP6+bP589/tns8dt4hpnb5WAKK57vASKs6nciBKZYGop/4fVif9fJXzGDuwD/G87lLPLXoQKPKPupsyX2BvICbM3IsCPtzcmnjMda6vG/Ac3BiWbx6JBfafW+eHLNkRW38a45E8qQN/uko/7MnC71cXjmphhbZ+h2UmISC8VodvCLu7lLPsalZWVxfMIk33OFT4Ofl9W2tqAAMEXO0V1eqaXrFGfp5AK4gKLnFVBKkuq3ZacMAKhnHx4+/frh829Mu1jNnd7MPzx++6vHT7+ef/zlOSvfZ/tWuNO+y+DbWP/Pj98Z+W2sVwYu/8P84797+LZ+dYe63aCXgS7kjlVNEVQD/7vdImDx1vJ+Ti4ESHiN2N9C/oCSMudVfYlC0pnkj9BWJPbefgc9XIu3S5S9Ct/kFNuV9ubkMgMT1tBJScrD2FmNqnoJtAnz2cshv20WQ1IzROTG3k0F2aG+Mb41RdTMsdCRnmNn6MYUHgRaG0/R4JDPNuW9V5q/XbnPzv2r9QzskMZu75+cg2kYLI6PQC+wSKXCd4G/5opB6oUWPOiQRFAPDpAxu9y4Mnd4QwVjNAcR1W6zJBli/e0v/8Y1xXpeZvvq2TeP3/3ppz/+u3r2zVlLH+JR+dPAnfZdBiLy582HD7H6y+6bz5YCwi/q5k+axw/xpFypVwGJnAAgdQyBElDPJNy6HbS4igMA++Lf9clfOZrlaHor5I8mukSoWB3o8NIH+GIyV2O4G1tjZ/JYhW29RYGRrU6WD7M5IPMx70B3OHGI01ARgsw3h/lUEePGb9xA33X+JNyOKtWSzp1lAZI+5tiXNgkHgYWGQ5xriy3LVKnvKY9frcheorEjiiP55DjgOnrj4rGwkKkNd8vKXHgkxyoFub79eol01mIWoyp6oQUPgjMYY2fhlopkUxDzF+KMi9gpXxXNw7c/+7P/5eHjH/UGLrMP829/NXv4dO5V6V7tG3CnfReDiPy8mv8szgwUIL6RxvA0uAPed4FDGOygZ7fcBRa65JZ92S/wNcS/N0b+XEWFsTnY1bk1JucshtlOskywNQfC1ESgkk/TCo8ysbd9DTZDl/Cw5cCXMgSnmLbQkFvUD7vORVvIHAd/+3K6Mu2+TzI/KNwCL2tAadS0BWhtxKivVMU4NpJUynjtzkzezvZre0mkFNSKrcl+PFu02NEGK+5IKZiGA4910E5yMF0N8F0TJIhYmBMZ820zJ1KcVXYpP7zDKlfdPNS//Otv3AiI7DQZOBj3Ju8Kd9p3YYhIdYu18yPgDi9VwMS6YVWVRLjbrAAKXcwBwBJj8yrOL9cgfzmInLJ5z+IZoT6Y/DnRGcM+ha+RrfEBMpWWZuSXhA/FKPLlIbhIeBi9yaGGapN0lli2bdqnhvoiM5WvDSPMZbvL65TtUT+dsGXRkrE2tr4Si4mbMEhJlLuEvSjPuknWg1xa+ny2Itc93mDFiyPMhZqwpmIq6VTh8LEQYzCP3Y12RZ8x2CmHIRX3pnd7AOSyIQR32jfgTvvumMamEFgEVY2qktu0gyZFu2iJEiDhQoRs1/EuSv54lnzYs9BZzQ9lflxkfqgn27gFRl+oPNZhKufXQaPEMc8UJ9uMOV4yPxJdQthKYCvuzc3amff3DBt0MCUSUk0/QXTkFtXsUuG8TjPukkOwH557Qeak3Uwx8GnTloWNeLq1Ommw50MVcGo/uwuBq0Xc0XYHubQM03hRjzRY6V1UVDRH1XMpGgk6Uo6mcvUKHwlnlVwIcd6oDwtZXjpRezvlcH075XeMO+0bcKd9dxyE3g46Q6S3A7xNITAptE3nl/dD/s7xjqFJXjA2iIc0iwl8yd6YzKvxRm2Bg0+Z09JdLJSAjGbyGmEc+YAhkRUiLymqHeCvUGb1dn9qHWL1cgwIx04V7Kjx8jZs627qkwU5YvKmtNOKZUeNsF+5GCObZA2HPE9mMA05xWMNVtyh2vskn5+EZipmkrpTao3HQtSjMqabLpiJeVSv8/Cl4Ya3eiu4074Bd9p3x3FY2UHnjiEyBNQzkVu0gxbL0TJDBHDl2N8bIX8U62CJ1eywYbbkdMWHapc8lvClCmPYNuQrty+VxOiwILtMIDRbN2VFCGi2cju2BR/u4M4/m9tQ3nuNUVojk/nuy8e2FcuoaQsAJVobGekrfivbILHcacXSKtLOEI5+JO5gl5auC5rjUQYrpcJnKilF93Ojb4dpwmB2GZ+XSQw+LEKI36LuoYS3iLPKFrzU9m5uk7eM+2zfCnfad8eJIGEKA3Lqu8CxknBzdtAl9q3E/r4a+aMIitHM6YudQ/4SgcNcndX5Y+Isyg6Fr5OduUCqsdlqAp26QLZDPspNGLspb3kyu2PZ4aHZ6P92CSRmax5+ZjSV9WeEtrsad1n4GutyIvvLLLVk0m0N8C02dbKDk/PI4p1BOX5TmrgJg5lL5q7erhmKFfMhdTueJJjofZI1Wu87ffo7LWdxFxBXV+kSIVs0hvRqYuBj4KyyCRCM4QbslN8x7rRvwJ32nY6U3LT/MA/hprjOG2BlBx0CmhlDEYLcUBdY3MSXlFBM+K6m/KVYFgBI50TxDoudRP6Oi/ToA3yB2bRRs5FLxWMto3N+XoLgIPVWYY9EUlRhpIy37clc3Jt3E3MSOR/sWHh1JB8tDD3/xibktJlIY6reNEYHS8O8m1jKDwlnc5hLzvuH+bz4uaTqqFpdedT5FT530CWl4EcmAh8LMYp5Vf4Gt2bFwj7FJahX2Q/yAfoJQGx4wxCx2+1EOYKLjn68b9xp3+nImU9P/YsvBFS1iKCunysit3Fhem24o12iDJtUNYMg1hKj4CaeEKEDEDVYZoiE8GrJb+La+0tfhPzRrTogwHbjUS1iw2q2/85YGn3CabnAwS/Z6hDm1YhjH4En5ePYnJ+TnWK+1Uo2Q1bUm7S0y4CgWVukZLVVt8LzdqAU/15YsSjR6kZ/3IhkI9xOHd2WqpcACHM8TeSRZkdypOlpv7JgzqFLewQZvQ+zhq6tjurqAsj9o05EWcRUVCXneK2ADRJklfoOadh203krrOyU1aMR6O2UC25lk6+JtbdBMaMBEJRxmAAuvzluyXs424A77bsM3JE6AkidlcuTCJpZEJEYsCca4WsFocUBraMEiqCZQcKtPCH0/tvjlWN/L0b+LAf60X1qS0JjPETb2rlbkvlEAkdBdhcNE2kfXEzM+WWjCGay8aii7djL53y42xR6T+bVngnXi5QDnb4exeuk76sYqIsdYGiXuNEaJmDFe3mMvS11vIxHwgh17Ch8uMNdUt7vzFcsWnIKpkfIdekwl2LId/ijRg+tWTRHElfhOYS4B2U1UZ59KwRzEELWnQl6ce7tbO/18ewv3dmqBLv9JzvhKTpfV/TV4E77LgyuDXQvFw5ABFXdv+DqOpTJpZ9aR7gkwrULAIX/sWrkVlQgg2dyiBRBrK8R+3sR8tf3qY8dUnQTXyBUjHuVDysf5h3eLsmdOTyM5XAAaNVB2e4XJyUg83rjA9sdXULTYF1NnAf35nUzl/U8X3fmVCKlh213gKAaZCyWIIKDipy7QJohr/5pZLdWo1NHMlm92bdNVcgRf+ZcuN0WjUuOdou9lVE/G43xZe/JPJrbtrqPO5bt/sZukdyahgNNmIe6IDRHPSzSbWodMxx16GMPIMaYXQAxxhsxLi5PH1knj+a3sqvXx/A2iOpR+9ex2LX8pe/VvhXutO/qIHvRA4CcrCRFNbOe8oTQN0B/OiDRteg6CljVfXP87e2gKa598e/8ytwE3pT8qQCUvWFuBJ8yG5PZtLdLpjOHxzHmRyA7mrHv4+Y0e+n/rIaKWCeZxcJ4vbxX1B7zNbWHGSoHDnsGTSFxr9SXIDfLe3uha6UZI5YaXzzYKLrJZghkvkzv3RGnoT6h6gW+6K40XjOohZxlX4ESpuIqqoe2VosFTBF8nFycu3qFjwzGkP2GAnPJQm6CeZVd8JN0XSGD9fHVQlRJ+1729Z+Ke7VvhTvte22Ur+ntkiv5YawgkLp55n+3pIS4GggCOQ1C4EgJqCqUKuCb7qwnZxIhYKwvHvv7ZuSvP26NqtlJ/gh0Tlc8Tnu7KH2Zw6jtn5KLjIetm8y5zHhsXo4Gpg7SoNqc5+uAWb1R8DsZrjCBbIXCbcFozokZugNQrmX9MYl205+Z6APTXnA+m3BXVkc7NgIIIDs629AUb2yjuCtryDvdldeS1g6V67qXaZZodkaFryySop1RJpxYumcVMVEAcYY3F2+SQsRspaT3k7NT5vNXnCJPQZmqfAt5xb3at8Kd9r09TAFQB1GwAFUtMUopBN5EG/T6MAMMmhE6Vg1FpKrflv4KDYS4USKrr4f8iWckZf2wb9ovOz9nzqI0cbyfm+mwMJcRhUd2imJev7zJyaeEx83cNifMX34UlWDfyTQOQpUSdjkOXhPZMdQsJmF8OZJEvszeNeLLmLuyGnLJbds+tCHzJX18XrAoavN+lxY3WS6qA92Ph7CNkDXgnAqfimrI+fRFJuEM6lE9Km+hiibq0QmwSj89KS4ZtQ84qZKtf/V5w+fhruRd4U77bgns/ycnZpQaGMqHY1WhqsONWaJcBe5ILQB2LWKkCOqZBCkj+29y7kKTbCyagVBdNvZ3qCwGiJxcWRQ3Yef1nIc+lqLtAfYuTixLDsfEtnYoPJITioetm0g65QWl68PZNst7TshwNxJtwqx5bv6qQgKawQJGW4CHRZQcDQLJ3NZKR8YNc75kSGt1nG1/ZieW9jKIZGpoz4HMkVG/HTf1R3GYS5d2DfMNgWlB06GJFyTcJaegx6g9NnbV63PLUpdj6qQU173cWxm/YS3t2U45WSBB/FTYXjlNokq2UtoKGW6susab0W2/Oe6076ZhhkIGzdB1BqCu+wKHBNR1+JrFIVwlwhFAiKhqiqCu5S2EwFJUKW6nJ+fuW1zcKIFVcwr5o4e0OCKP7ghvv6U6GR4mcj+KwuOxHnkhJiMpH7ao2DKTW1YvZuCa4IPEssPD7Jnn+fQE3HBKaz9f+PpP7B76K/3cYc7PsdRnf+ayFSdsk2Nlw2KTwJXJj6Vi256i3LQYuwkbLi27/vbu0BSyluAN7OV8/YxgDlnDsVfNIa4jaJYhFORCbxj2B4jJojLYldS/B+1E3KO6AMH4rEt4k828AlbvKrJ6zoVjlYdxvTfa1yG4V/tWuNO+s9C5/c66z54F+BSan1Wz+roRsMhrXg5dZyKootR1+Opdo92QDABSy2bGWImEt6l99hbKiRCEeNnYX6FLbk8mf30e3XHkr0MF7mF+rblzMsA3079kmceRGI/s/pRla0aQ5nBu0HdztC3mO8XGbuDak+JG9/E+ryUAqPbP842CoHoalXeUKuS6gHcqe+15L47l5pReGenbfpATizyyWrFrbnX8QEUekbK4hR1XXne4Sc7xkHpbX+HLojm649gLuhvcJaXodm4+24ttiTNmj9qX1vY02q8E9lODPxE75Q2fZLXq1Z98t7xc/pC6zwRnzTfzh+9OWOQ+27fCnfadjs+W/o/2d/+Un370JMCnOPur+pt/33z7eFAe6gVQ6k/JmNLgGh1RRSmFwNX17isjgkUIXL54Vg1FUFUSK8Hr2kGTAsI8FuWvCGJJY7vAHl6X/BHaikTGZqfbXXLmNOntYuST4iGO2DVn51LxwvAlG0k8NBu/dMJ9g/aV5u+q4JcVBOaDabUZUofZfHzTF/iYH7+stbahz+085M2Gr66N/RVjl/VLZPlNa0ibG1TrIzo2NB8ACJ22ay7KjLaNU9yjN1vJQTVo3v8CXcXg5ny0qcqqg2x9he8Sb0gWgsWgDiCqv0H3cM1qJBjL7Fr8KqtH6z7JZJW8dKvj21lb57T4/ff/348//EvX/giymX3z8dOfmqX5kevclbwr3Gnf6fgv+UtyX9G+7+Lss6UA/IfZz6o3mjR3Q7LeNbqv/wmaJkiQGL82/gf0dtB5ZQfdvIkQeM35JQ76jPdG/miiS4SK1QSJAgZvl5lPBfhyaU6EWfXy9FNReGw+Sp2LhMf6uVxXGrtzoB4+l8xhvsureR1ucEO88GcaSSN4cIvIKRss0NGarBMVB57yZvGv2DVz3IRvR2PXHKr7XVraRXWI9rY3VVHJubR0j6zweW/47GfofLf3FJQxW9A38zEWYzSvkhbm/rVKcaWojMkq2UoBLf7GfVt3/cPv/uH7f/t/fvzhnwfa9zF1n0Os50eW/O5N3hXutO9EkPy3vPzsOtA++ewqkJ/F2V/UH34ejv0qcvHt9aUKA5ZLBxACVgYxdfO1uUb3dtBLhI6hYgioGxF55RMUN0nLkvmGUDFeQPx7OfJ3QLCbq2jH2Ew3Wgm0RufL6t3q9s4MCLMtCXpnBORhy67Z+dJ9zzc1vFkBoBma0KpIsiH+eD62QzuEcMGmOwY9x2iByYnOnlt8vunPXKp6L4YCSz3s2b1pQBoL23D2Hi7bR+9dWvIul5YSX5IiZ2E5AAAgAElEQVRztANycoszi+rRSbhDNbF38rvANx4SQEwejACDvrpQo5ySs84upJBRv65K0VoW3Crl7DZPs2s/f/7hv37+4b9+/uFfU/sDwWb2EUA9+8BPR74s7pKOAXfadyLM7In6o6fyn0Iwys9Prj9/6+1twx0+fIfL2UQgAU09uEbHr8Q12h2eACC1feO12EHHrdiIq0HKvLwrLDA2fhvkL4j4ITpXz+IZod5J/pLTUu/t8mJFAp1RBM3WnJ861TaS3wg+JTw2G43jlME1075S1NpYx56TfL1YQL9SYq+xN5Z53sumS4v5hlff0pC3UjoWukHjijv16DxfdmQfse4rLi05i01QtJVViuaD5LpmsL5qeBznc4eqaAruF6rwGYN5b3ryymzP+8jXoF7pV2enTAblqixcJYveO0fc8jnmtEjdl5Q+p+5zlz6Xb0up+ywSzI7Tld+rfSvcad85EAEEJXcD5Xuu3PSb6BkkaGht3TVaRNA0UnQSr14quzxIaF4JgdnMe3rwaudFF22jBYpA4vmxv5vkL/QvvgMfqylaZmwO0iB7FpLVDn2FEQslIM0W5SK4VEgl9aaRoLG3a6427s82Ewj1ZizHesHvRTjbxoPZj/fFndeA9RXK613A4hhe/svRGtzWMkBnYbTxtZ7KiEHqgbUVCbSK7C+LfyWB7YVdc7EyXOqY7MPhO11aSNChOeS85+N9KBmK5mh2aFd3daYXa+kOQo3Qexq/IuEb/ISDeWFCb6MRuTjWfJLFvM79iN7b+1cfCZFyRS2f2oHia5fc43CXdKxwp30noqqqD6ES4EdXEQTgU5x9F2ffxeZjeCVJx2VhSgxuKRiihGOQUgh85wwQbmifiN74hhKkqhBepcDJMuBva5N2lyB/AEQQ64NqeP1O2GuQDyF/VMnG2Oz0wlsoCZmPfIxwof4Qw0uXFvBLxje1VGt0snCcddpn1ru3FNbpjkWHhyGczR1ZUdfYreN2g+V+967IjuYBEgLgZHE4VGai762upLukbykrRmAO9eehOiMWec26D3gyeVGoI17Su2LXvH2kztDa+A52u7T0dbsU9vZq3ZBVcop+zBifWwnwjWt20Oe9ms2Dekw+zqavhqAWnCCKFLffzCtu4CooPslOIapk6xT2nZ5a3XyYzT/N5t/Ous8AymzfbP5t3TxW1XGBOndJxwp32nc6fl09ZLpAVpKOv6w//GX9zcfXUvJeFSVKuFySQuyrmMU1utzhnZrF0JE6AOyAGImSjxxe5XQolqJliuC5YnciBKWcmQYfwWuQP4p1sMRqhqkXNZdK81FvFy7NjGFWbWR1kHzKeKikWeN5nTop8zXzvyIoXX2tL2WxMFTssiLGPmaEJF0YIAI6Uot6hhABwhJChBxtMmzUUqczZxpmI/xFPQ/ovDfn8+fOr2DCrnmxFaHbKtJYVlsp/r3gfMVRJWWxaZeWrg3ae/JN/lHL81r8k4+q8K0etXv9g0CK9fEVGDwPrwtCig8NUSeTr8BO2Z87tnFjRA/vrqS3A83sm28//VlqfwTQzT4CbJqPHz/9aQgV8K9HLXWv9q1wp32n46/qj48h/izOymzfd7H5y/qb/7H5GK9s3ff68C3XaACxKmYxUtf9ZeDdkUAzACWHAiGgmbOq5epCFwoJ+nMyWzncyQcl5erkLxGYdnVOTs34sFnDG25yTeHxZXmPrUKwMeeXy0TgoPbt7ZrnzzLektLRVP2t6xSs6ziDVDVQ1D2XvOytom/VsRzGiV70g5VYriVYGPGkz6UWcySHrrV3SSSH8qWZnxNPW+wQA+tatnE0cu3ZNmVnum7f0k1BNdhhds0vHnWgyfPEQv3/i3nMHrO/hjK3vBLIKjNqH4yLd1f62pweqDJlaIuvn8g7O6nDEEL89PO/BtDMv+3aH0AUA5ecl+CRtO/rIcPn4k77TsdjrP7D7Lu/qD88uQL4GOqPsf76ON8UTEtfmF3bX7tDlKYRgYR3aBbjjnYBEYqwalBVInLtLvBzMhvk3Njfq5K//ZEeTj5NBPg6fJHloQ712lvDyKXisXoO5yWQDFXcaN2aIU4kDbcdQNRvU1nvTLKPC0y39RkEOnvmfM5nucY6smNpW48l3KEmOYdRObEb3EPXRe6U65odXeF7ftSRjeCxXTIYY7LgAHh1W5DBTjnmPkIDfMvctpMhzpL5VqVnzvpOz+VkVNXsZ7/82w8ff53SE8i6eZzNP37/b/8v0nHr3MPZVrjTvrNQSfh5Nb9B3e5rYlV5cWcZDYxxMIsproF9NesdvOvKuaQWqdhB1xRBrKW6ohBY6AAkGyX25A+nFv/OIX/uXje7Un0L+YszVvUYBygBvubYDmpzsFVHDFV8fqCRXzK+kedCIMkuA2tcsNg1z4bg3awQwapG+KbNrD6JdNO0BUB2tGv/TIa81sktJb3FZt4Gh7u9nAUcXFrSmEtLr6vQ0LbV7q4uAM2h6w79tO/LhzloDjZdPty/CgCgGO/FfOWOKgmUQT0HEXWCld8sVlMC/px7JsSLkt5PEyHE+cOn+cOncxa5V/tWuNO+Oy4PM9hwBUudiSDEwv8EQHijULUToBkAcmKIbGYighhxtURgoUk2FqXaObG/p5E/z5IMew1irBNqH+kxQjaKt8s8Sr2pAzKyM4psdHt7A5e15A91whDk2cO5ODbHQduhhmrsJjOGKCEAhOtF3PvM6Sw6X9hKmbv283BmfWgHCV27qfzzhQlzdiz1pZg3E9lfhnYU9+Mhcu0lSKiK5mC6a3KxXyTtav6+POtnUcjpFT4xBvPYWc+9rtnPfeEz/J7YHhGec89K6Fw/gPg+Ph/fFe7VvhXutO+Oq4OEKZarnHJBjCIBTTPQv5s3i3FDu+iFwDFSihCkzAFeeOOCUmvpomVKgMiJsb8b5K86xO3lUHdAN/ES6dGM6SWMeFJ+EKnjxuVL6UuVxyqsiz8cNEq15s+ixrYYOwtQ5kkTHoZ0XVUk9HbN6zdpcXWeQQSWIYJq9nIE8AAMTi7lPJhWVpcuadDGdhYKz3Oi02dBAoHWsG55260lsBEjRs2l+NfqS4VvCcxou3GXFlXJKZhOhqcVt/aSt6EWcEA+R3GzKcse1Qh+cTJVciHEGa4n1CABiLMuYlUyvoIo5Hw8v7Ig7nVyAcQZt2c577gC7tW+Fe60747XBglVAsjJVmqGuhYJUlVy44VAOgp9zYkiCJF1IxBU1eWZK730f48J2N1ehKIpauqDQ6p6r3z4YPKnomA1m9jVU+YjX0b0GvmU+ULhsVQHw2wtwMOc6s+Cj96xZRXU4RjtMo+AyAvgYVKHvH1SMOMRQ0Mru+aSrra6tDiRt4b8OkO3actSDFy2Z/ZSDimF0QuVqpiK5tFaK4CV5DaYlRX2PFNlwZwCIIfcfxSiHpUx2fUqVeIelCjC1eLg/U6qYqE3VWGV7LkY+U42/9XgruRd4U777nhLDEo7dF1fB4mDl29dS1WVpvCNfjyWKmbxOwwRzYzxWhvuM9ZCfBZ/HLsCCM+SMkN9MfJXJCmhRtWMkD8ulc6XAb4OX6g8xA1/5tackPkwQenkMvGxCVVv0YKUEUPv21dkDoN7y5oPM0mOke+zvuaXghzXfu7Pgy/n81bZu0W0UXLVVnde6kszwE7RbRm4uCPlYPZSn1FuyimaTnryDam4cfvh4+dVotuOD2RbnZU4iz+cOOQafigrO2W1Kvs7qOptbrjfrSN+RaYq7xR3374V7rTvjtuCDe2u8oNISdfthwKr6vJd1YvADe0CAEVQNRSRqsal8+7EDYAkZYg9GztlkQuTP/GMbKwftpgfgdaYHN/UG65+TrZGrBm4cBXpNgiBCSwSH4bcNhJJMROEABJth/kMVYQ7Fi0eZogRZuhazObT0SKngMBiyKY3YKmx53aOhfa1myLLXV3Y1fG0FrBhjjxm4JI50tsdXFpePtF0aRfV1LzdELYRVMu576/wlVC1Q6LbRkAEtaCM6UyJ7yRC7tPDYi76X+BmPUrIKg/O3XwPG/5J4l7tW+FO+04H78MC1weJNBQC0XtEo64lDl3CsBX9+rYgkTsATC1CpAjq2cWFwOImadk7v8Sax2fSHk3+NHk945TzMV3ycsLexckvmfPNAF+jPynqEB6qZ57XKmUt7Y2gOarhD6yKGNHso3TlCJpAopo976avEY5MOJLk5jWBZGe+WaCRHT870Q2VHdvs7Zr3DsyrA1ixbt5kgcWlRfNLIcXgkxxynnRRKYOAOcW9qtvi+ZyTmJ6i2BCnmFfdYIly6euouIuxTl6S826zQiZrPslh8EmW9yUlee9g72tz5IOusZV3iTvtOx3t0pd4VgeFiJVxccFN0ZGvA8W6zIzAyjVaYkQMUt2ea7QbAFgpzlUlF04upwLpnV/UYIGx8Xi088sR5I8e0rL3lx695y5vPycWSnV53NQVZ3fRMF9jfgt1MsyHUbxOScp8eFTOCECMgCBlCBDjRiGwLCL9hl5sELlFPUd8+aFHeGZ60QsmXo7c5ZLGBgBIBvMiJ+jrdhiuK52jted/KrFYC5FSR+cvOR8x7tLijpyD5fHU+X79UrfLkxG9qzu7laDeSSHI5CNRilgelL3U9IjHH7I4S2issLcgvpV38GYqSynpCfsa5wq3stuvCS84GlFnX8uaY51Nj3ze703eFe6073TQkbuNV2cXnl9ZvdhzmGoSubm61NcBU5oCoHT952+MUjdB5Ibi49yQDABSSxHGGlUtF3xJ0EXbqEIRxOoI0xYAx5C/3l96D/nrWI1GeiR3ZHmoN0b9krtoWJ//W5oTYT48PpkDYVYjCNyRrZ/wM4d6/7Mqqlj6v3STk5LaR+FrQRpkEfOW8t6zsFeJMsRF4ClveO8t1iS6HLacNlUdBNp2xB6vDOppjlMGLmaSs5hG38nEyj01i2rkkZxNzFed3Eu6BPtgp6xeaV8tu4k36oDBJ5kxezX8CWWY27vj8hheEgUlQ2/j9bb58otGPZK83Ju8K9xp3yXBzQHt5WLDriFWL4f9qxpVtfG98TZYyrvE6sl3Z84GlNTWvv43uEa/8TNcFAje9V8YYsVmLnHY5Nmry0ZK70GmLStcjvxRtIXE3ttvYwPJiYwXAb6dOzU8rDXCO3OsKTzMSZZUaJghKZoKIr17cx0h8uzVkhJnQeJaeUwTINPRcs/7Nl8fwAN6KUaf3bpSdXSDP7Ov6TbK8Vc1wtLYXXf7I5CGQiCGpbYFHIO7smiOqiPxuyTM+rS03XW7QbQRVAMPF22sAs2SB72cvchagGz5z610Rdn/V5x18uFnRL37vF0IwzO8QhxR5zDqdRvl92rfCnfa93owxeb3fOQEWfv+GCLqIdMCQAgX1wT8tDDmGi31ECER49ubxZhi+YUilIC6QQgS4gWEwBumLXGyMjeGZ/JX7AllIhptL/mjiS4Raq7P1wFAcqaEx2rD2yW5M4dVIbAoPIKgjAMauUh4aKQKxf7nmeqpoWg+ugSy9/Prd+BwRaiA1Q/7nrdixkwaXw7utiZ5YE7mz159SikvMSOecj95UMxc8to8XykEvhBw5By6NOKx0i4r05Hfryp8muMOpxUSpQFmJvko0QYZjKEE5uJiDiPBXJwgqkGlcQveJf2uAAAxvTNHmFsHGWyjMlple/H94fUtqe/VvhXutO+NsX51MYXpxmuzWktdCgFNE168V96cuLwjkKUjPLRs1lyjV/aBb1IMJEFDt0QRAseqF4IEOdMOWsDBYyUCwlgdGPsrnsUzAIbIuCssuCd/sWI1Gwl28ywKxualuHbE2yXToWFeSRyY31IRpGd1TrYZ80qKerdNmDWI4YWBS/+/dJQymHY9QTwGhXMS8A2zZyFk3cAlO7ohQrczpM3U3eWakle9Lwqu6oXkiEtLX5xL0cfsV8yQumi2y2yFDhtMXo6obTiDeczsbZbPFFJwqKs462zlWbuidfNBW1qjIIPJ89vv6v1iu9lN1tll7doV3OON0ay7pGOFO+27aahu/DN1/uISVtXPRncAbt/u+HYw7hrdiMhbukaTz4lwEMTIZibxXCFw7/zi+hz7e9iC4iZu+8mfKSCsmpE7FAYZ6k3yV7xdsuNDI6uS9pbCg50hSN8RXpfIumPIgcayw3yGja5xx4ZSNzgPySXZxgXO+p5v/08dLn9Er+oAkA2ZG5zvhb0LicVyQ5Zb6nOqIeeSqLHF+RRqpas7WeHTLKpBNWC6EPgSztC3XHmZQpczqke1ym6iqhfUgg8N69Vl/6139e4Q1DcG75z1dlLwzT+r93C2Fe60753hxVeWnJDT2htSNrzcqkrqWlZvx7eqZt0+nl2jW5YPsFV7vWn62bs3IIJ9qB17I5gasT5zJ33sb2ndhurA2N9DyJ9YjqZDmsgY+YNT5pvefkY+bQb4JnexMB/+mZ2iGJq/bDOJ0EQAaDvMGtQVfHBmyQoAszHueSoIcaK1oVE5VIpbQ/I+b22pz0peBzLR2do/Hcthnq9ECr+wYimmKqohpy2JMQcx73RgmjvckVLlut+iuSwqRFCLmSjhuedUQYbCT8xWhuHezMrk2SfZq2z9E+EINyYWuUVsVe+qbNX6RAK/hqfRb6z6+Ia4076vCiU3YgVTdu3a7GBvIDL8M96u+/Ebg8+u0cuVa/RqKLCSGF/1eRuMYIAlRVDVlCCxQoyn7UKK/MXtWfxxGfJHsbQWJbd5BzdJC8YacT1lrgT4zotLCwCgM88usyhNEBEkpyd8aCRIr4bFWlZHQZswb1BXMO8NXNa8Ho5/fl7CKA5Rx1LjatFVh9AxqDqAxTDA50RnyL4xz1ci1wCsCJwZNAftieDmQYsaY8vJ7/nECM1ipUa4tuYuOGPyqB7s8JLgGIioFoaJvRVpeO2PEjLm50LU3Sf5UPT+0s+/iOovZ+9ee09XB2/SBvJNcKd9p2CxWKSU/sm+NAgf0fw8zpopH9tbgnvJQHtGCBul+f+/vXPbjeu61vQ/xpxzFUnZkr11cG/YnRjdSADFN0ZgwDcJ7DxB8gh+BD2KHsEXuQ7yAo0oSHwRxH2zA9g7RmN30tk7iWWdKJJVteZhjL6Ya61aVaREFiWKpGp84A2rWKtWHcj6OeYc3yAgTGjcR3JxHCjniyriUFVt9Ryt0apIEUDfCDwh4tO/TCqUW1e65o+TjP19sfCnVCJKUj9ZHpM7L6JKW31Lh6jOM8hTYBAhqx5E7ARyjFQESlsNMSEmKDAZt3EoioAYKSqUQoM0Q9gCOag857Gp1h5cTSJJVBSzTEVpLHAZ7uEgY2jjmPbGlizd+DUAosiKKEvD2eZzlrLUmRtbTnFVwtypmxM9x88sAikUI0uh4yV8qiTgvn5DcnoLCZWu1SPEzC9YJjwFosNCLWXp1hnNk3yIlZeYijRJVv79oZeo43mF5BKns8cx7u8+/S9+I06n052dnRPe1lLfgMW+tXn48OEf/vCHhw8f/nvefSjzqzR5V3Z+4K+9yS+6l+jVc7juXVakM25572BYCoUbGwgPW6O9J3ZwjgYjzyuIgXUJGAA7OK9VB03rFyJVCYoii6x2nPnlxcOfYsXtF0WRMd7YN82y47jxAJBVZxlbnjwjiVLCJBATSoEGEBAziOAYbQvq57ZhEKsUpDma531CZE0KQf/xoICARDHLTpRSQVaqHpZ6VS5oBaWu5JYu5NVl3/FwtsVCbd+oUc8oJ14ZldG1ekTOmZ/l6kPnZ+Ycj3C7rP4oAFGfxCU55USN2jCs6qMAYNFXpzUZbcVzqXCVOcfTDQ9+vTjsQ8nqyuIFJlGfL/2a7GHadv/Bk/94svf3tt3bn33XtI/u3bv38ccfX79+/SQ3F8t9PRb71mM+n//xj3/84osvdnd352X/obTXqNl30YF+FN4Ol6HmtxZjBwqA2C6pOpxDWG4u3lgrdc6Kao3uA9OrtEZL6RaC01xB6n2vg157FZhKciVVdcuxY39PH/6OGOlRG2hjwU6gpl9LnRZRcFW91H1+HIgJqSA4sIMIZnNsTwAgl6XGjiNQSFlxCYqKnkDtUJSScAGmqWtYVCBK53Outb3KrN/2V0mJYqw7owiAFJTCMbIKj119UigXSvHZS7rSCVlKOa5LV5Wzcq/MIFl/wa7v5/WLg7yqGDGYnGPfFwK8TFP0peOojmOXRk8OAD0HH8orppT0YPf/3n/0ze7e3+dxL8aDSU5ffPEFM3/66adbW1vHHsEELgMW+9bj22+//fOf//zNN99Mp9M9aXcp7VMm4C2avCtXbrjt8z7BM2dcIBRBSqu/TGMrdV01HifF1z4SDtrg51ijz+5JUAV00ehTV4HrNLJ17pRUoYXiTKv2r66OPtPh0oe/qgk8YqegUolORcKy5KWGPzfRxVgRhc6yqg4DfHVeBOi+jaKasBOISedJt8C1qicC5s7e3Hi0EWjq0I7VUykRBPjJcIFoKZqWNgMO4ueCJFwUsVCppb6+2tfWbKedvblmvmpvztKZX1RrkQ9D5qvivfnMr6zq1p+McTViD3VBEVLF87Qsw+pnERflNObbsU45icuvpK7W/apoSELDFLiLY3J+NSy36XERn8ertGfuMb4UzNunT/f/sbv/z939f7bxaSm5wH3zzTe3bt26ffv297///WOPYC0dAxb71uPJkyePHj169OhRSqlFbhUM7GnY03Sg+cZ5n95FYMVKHePSJ31o4EYlmcOTS14/DlujXe2wBgB4R3Rmz0BdBa4FyDBRIlrzCScpFGcKAlFX/HtO+AMgGc9qE5HMUY64qrQkeTTSow7wjQU7DTmCQucFRAhMREiiBxFXGgLQZgWRY8xabAHBIxcED6lTb0XbOU22UDLIwR1fiS+iolDgILPUlVxlAElIlKJgVki0DudFEgiwn7tF4aLdhcPQjrGlRQW5UE5c8tJplNLX8A6lrHpVjnVu23NfsuphSf2u/DULP5zrqFn4mLkX0pzd7yTlhUuFs4S0cZ5kzkvtFCwSlof8btSzcULaNG3jQYz7bdxv2wOFuDSpn8VPnjw5Wezb+OzcY7FvPbinbqBiEIOYiIFVk7LRM/5vNrYYz7gnWvo49oF8WHoaXz/pjCpy0tx73l6BNborSs3Qu2k6HfSJG4EJClVKc+1Wfvl5m/+6NpGjwt+zrqojPcirn/Ruv6w6jd1mPpDOMuApONRcKAomZFEk2mkAWlTYVBchqSsmZRSCO/5vXVZNMrxbF/vwUNXNfUmwrWa+/ipF55CZZQi6zJmiG8ZjlIzY+jJqv+jLeJQyl+UJbMNVObuSj17w7X8OAIbAt16jhiiL+lgIIFF3Rp+IYzOIaoiF5HX3JB81t3dlRgUpXudn4GzgummZmImJCVK/6TjJEazaN2Cxbz2uX7/+zjvv3Lp1q2maMMsN8VVqrqG5RpM3yJ7MtamjtgZyVsx0ZbNgCItlYqK6a+31+Zs5tkbXS5g7azQA5+glD+jrFT85qQvqPRHBhxMGTVKhNO+MNi6IO0rR193PKcJfpkJKTd9xm1X3k2473gq1w6ME4Ykjx7ofcSVQcCgisVDjKEaoYNJg1mKrAWc4Rjjlr6QCsZAoFcU0sShmBUmo1CJf37p7kCGKKMiy2M+3YmnJmUpe2pAngpy7XXrDjy2uSpTTMRU+KsJZXJS1fSWiPhcAXLROYHv5v0gKl8tixTYtmUFen9/bHlppc1H1RzXQvH4P/BXTNG9sT65tTa62cZ9AWWLT8K1bt955550TtnSYwGXAksp63Lx584MPPnj06NG9e/e29/Qqh6vUvMdX/ru7cvUSdvJeUMablRXxkHRmkSEIzWRposZr0FAi0lujAaAufVLTdA+zNs28lDsqCSUpOk2P+gAfCMcfvyuD5ejyuPnjqH+51w1//URg+CH8zYoIeNuDCElElbc9EetB0h3lxqNNSqDgFqM7AIggJjjWdo5mQi5ACuIM4Yit36JS+jbeWBCFRZGkW+FVrZvzkBVFMRcIMM+Lfo4k3d4+VczmLMJ1c6RIl+2kNy33S7quCGF5LFvfseGepWWGKom6ttPUnbRc1Ls8XC4+C166Tll1GMlFRZpUanvBi054u0jUgcIDXGRlRoWV7l4BW82b1958t2a++WSvjXuTnfaDDz744IMPbt68eZIjWLVvwGLfeoQQfvzjHzPzL3/5y3e/o3fcdo1977s33XHGM+OlsPLbO8vLxhkP75f+CFcr9fij9HLlQikAdDYaJewDMcF5HgqBL/iIeh8N2rmCEELVAdLxR66NDkIxK3v1jXaJcflWJwp/jbhu4yBJQirqt/sF31iE0A3wzSoHma8EcoR5ERAHxixp7VmZtdie9DIX1z22oYVP5Vn25tGsXQzrpakgCwlwUKgMWhZFK8iKrBB0Dr9OtpdJhGr7hQjmUz/s7RNBTpwz57z0BC06PzKXfOi5G9abi7gkLsmJGjb7W3ERV0dW6OHX5FSMBb/pCF3zy7mXV8nK20HVL2+8Q9XWHJpFdske5uWH2V2/9j4RbU2utu3e04Nvw5X7n3zyyYcffhhCOP72FvtGWOxbmytXrlRX0I/+yj9wb10hf4WCu1xR4vWl5MWAjYGxlZoJYUI8vF6jOWyXAtV+HF9bhgKbDxQCE7qW4Re7g64RmPstgExdxfG5NyPJFLMSA3T02N/jwh/TllQPdnfJrNe7AJgXbUu3sCsq08TbnsCYZWVPzmkRiBJVXXOGY9RWj+p2qeHvubpmgaoqupYSFqWiNC882Jjr7sGiSAVZkQumpUuLKVHsx2mUQiUvyZalVvLSsKrbUUq1LjuVo+aqiXJRF+vkCT2Jh6XqlEkWzRkvR7yivVSlRs/+0lO6AM+X/rFUSOBHsz1waT3Gm4D3zY23/+fVK/8tpul3j/8P7ZSPP/7Y+5NmGFvkHbDYdxq8986567z1r+6kinDjHFmSztQdhKN/831YWtZsGqJLYpwZHldsNbYF1fco+AwAABF6SURBVBrNQDeIj/EC3SH9RLhuFdgFJVpsOnxWP68KAEpFyXXhb+WHV8Lf4lqlNGN26ppuCMqq2w+92yU4KpB5pi3H3ul+whUQQVWx3VAbQRPkDKZ66Ql1zW2R0u/PE6V5piIoiv1MddLavNRJcovBa0UgipwpFxIhFarj1EpxGNmV64XD4jgw6JopL/dzDIvUnNWl4tJzQ9sgbRH1SQhKRX154c+2/hT9MPfscklVVnwoK7U6hb9Ej8VYhom3Jm9uTd6czh+1zp0888GqfSMs9hmbTk4Yp8DY6jj2hYb8cgmN3cWVzuRRpbOtQTBQCN3jcccX7Y5GBNICQJwrsbJDc0wjMGmhVKr5Bc9a282dXHAYCkdSSGa6Gv5a9bXiWAf4hoKdhjJ0XnSbyLEeJOyAANWInYZKQWGkAu+RS51ISM3xQtd5obZQXeXLfalPFfsJRREF8wxRJO16OEQxmzsRUqWhpCd95suZakNuHXUBoGTKhVI7RMDlpvWiXNS1J7OoqHIWn8XVHXsvpvygsjz3LJYXP+ar4KimYCoaYhlfeAkeiHH2iFrY77DYZxirjH3uca5xdZ4lvF+UsFxtvB1de0EKhPWvXIo67hFmR44RmtEq95pnq4IimCWt4+B8gHf0jEddzS84urwH1LaGklzJ+rzwB8ozkOvdfkl1mrDlSFk08xVPzHXzI1e9S0x18R4qaCOI0Jz0L34SnvZW5KSY5W5D/zQj11Fs2vVzlIKYXB25VkfoVhWLKkpGTK7kzthSOzZidKXQ6tS1UccrVw/LM5/3XqecissKwJVTVa3GH36iIRUSkOjz7vocWYnGqj4u9cny2dlnjNcLq/YNWOwzjDXRpQJhBtq5jlIUQrMwMBPB+4sSBEUgohlo21LPiPsI6P3aWpxOBBNBpCCERplpGEmyQlfeaxU0Lu8NV9Ox4Q+F8gwc1E9ASTSJbjumIPuZd7pZvQisBy12GuKMyIBie1zkU5SEnIi9ggVFNIsW1bJ0qkoHidu6gKs4SF3aq528nbQlckysClWaz3zJXFtbct3Dl3lc4SuFYmQ95EuhLFzUx77l4sj0ouDS6e58Ki+iU6YidaPikkbuglXCSJTzUpOzT8WNn5kLdsLGZcGGsw1Y7DOMl8BicLwu6VdQa2zLJZ4VK/W5KKnrCZeCMhN0J9mdQzPhusB6wrOqE+HiHPVRh0bDhOrNDx2AoIvyngsgjPLfc8Kf7xwxkihrV/bDvIgSbzmZZZo4ggqBtj1mSRVcm3nr6LaUdNhbR0zsKEwEOUvM2kaJ8yKzTElI+glsbaG9RFGQFbOMKGgzWkERzFuum/lEEFsvhVSpZLStG/x8fYVvSeBSnyxSQNVF4az8rJYL6Y4SYuGyfkGrlwZTtY10YfG8PcmHVMYuiS/Ln8aKC1p3NC45NqVjwGKfYZwtNXiM6azUPewQRinQOXL+VefAWgjsT690Z+W7WRzer2GNHk8Edp6Yj9JB14RXrYF+Wft3ZPjLyECX/DJJBnt1DRhZ6nicoshMdd144ql0aQ+zfqAFM6Q8S+Aiiqw0zW4/8TRxK93abp2xmwUHqVvYTZlyobZ1JXOKdZce5Vy/eBjLkTOntFrh41Q4q+sncR3xhFadsoLLQgJ88jcCV6kKgDpad5D+nPgILxlVn5YHkWU53HRiIc94Bdgi74DFPsM4Z6SgXfosVHaLz8JuHXa5XvgKrNT9WSmAFqgNHGEda/Qg0yEGkbqAEGjZMkMABvMLkbrB/LIa/jpBDAf1oQt/gBKBplnnBTseQEHmWtZjCMAK+ONH8a4+cNC80F5CLCiKacZBRla0iWJkESqFS+YUfXUyx0i1pKdKIrWNY1ThE+UiPkot8q1KT6TrpXD9wutJC3KqCzmLaIhCqlC8yo1uJIcGkdXypC79jLXNGhcBE7gMWOw7PbHVNh/9H8RhRfCxXIzdX8aFQEabzUpBSqtvM+cx7i/2zdKokrN4L5WiGHUKr2WNVoECUlAHu/mgzdYiPtabqkBBUvqxv9X8gkPhrxvjoT4oMsWiLsAFxSwDoGrn07oDjISIPJNjOIfgMXmWq7k6WWieaZZpljHLyIpZwX5CLEiCNlHOnBOn5HLiUqgU5MQpsSp3uubIObMIDw4Ul6SOQcPK2F0AVaecxKcTVPVGfRguCxetM9CWhHPPufmpWW5+dGVpmZiO8hif1ZkYxoth1b4Bi32nJyVtD5mBB4jX26ESAjm/Xky8XJ5h4yWyYqVu26XZaM4jNIvvx/v2XhZHWqNDIOf52LvLCTlpHbIXJlT3PvZNMP3Y32p+6fb/LcKfqz3Ui/BX+zTUb6krSQPTFSgDBFEwAcHBZ/iEeavOwTcUln5nRTUJppnb0n3NC9XANy/IinnBwcyJUGxdbJ1IzX+UsysFtTM3Z8q9rpmKcNY6UQPL7l8qQgpS9bUkpnqMW0SVuxKg+LjwJJ9E3Xwaqsp4dMI+ix//iTv2hA3jomKxb8Bi31mh8oxtRM+gbRXtelVo74cPy+MJgdya610XpP/UOAlLSuqIFBffE6GGp/otV+PM8mv7Iq/1cNdtq+it0XVV2j3bGt1NhJsqutphp4NmRwvzSxyZX6huBwRQOzwwDn+lVSgYgmkWBakykRCImYmIGd5hW5BahDiU/RSaRedZkrhZ5mmmuqQ7y0iCtmAv1rYMiq2r2/VS5Jy5FC4FKfaWlt7D4mPmrK4sRyXROsGMZfmqFYaDDFv0Xq4n+bC3TLGyJnua9hHDuAxYS8eAxb5LTM541hb1w6Soa32y189gt06ViNgKkBcRVeSIFSX10k/QqpXauTX+ozjMsBacemv04vhUtwmu6NiQYndioVEfiAjsiAiqlKPLUUFgXzf29fv8VsJfVufVpeK6PXVgKIg0OGoy2oTpDJMJSos0R5gAKBqL5gKaZm4LRaFppoOMecHThDYhJ57PfNu6FF3NfKJUMufYe5gVVMRl6Ro1hmJY3zbL/VTcZ3XsDkGQigye4aNlLmvCRWkU9bjoyvxcmMrY2BhM4DJgsW+DWMtSflhEchLGHuOTEMIaSfFcRCevJavvBF21Ulex8/BtCBjvQFjrhaj3FdvF8euYk2qNPnzAcSMwEXyA9wQCYWljHxGVRDIKf1mEuj/uhWOh5GtLrHoWZnaErQZtq5NtGidgQZspC00z7SUcZDyNmGVM59wmaqObT4MIxeji3BWpFT7uTH+qIQpldaKDnWTUnHGoULfQtVTtsELV5dP6SnTVZjzu3gVAelElzIbxyrFq34DFPuNlslYBEkBOoBNXNsYzYU+I9xd3kNpFZuxzwaGXiR18WHoh1rJSS4GUZWu0Qwir1uhOB50AUgLCRGsfcQ1/ANipC1Adwh+rqGtElTiplwxAk4dj9qyOKATsbK3s8VFQW2gv8l6i/UR7CU8jYqLpzLWti63PmWLrUqzNHKRCnMUl9bWdS6vBRdxQqztUPxs8yS6LH5rA1iyzkSjn1f4Jt+JDqa6+dQ5rGBuCpb4Bi33GOXPyGuTpCpBunfc4AaHhk2+C3JwC5Phl6htKll4I5oV4mYAwWVL9HaVuXhy2ZJQs/UEIABOaCROBCARSIM6RWmWnxGgmdf2XpWgX/oRKVufVF3JOXSOS4ebZXykoAlUQsfe0M8f2DDnVe26LTJPuJ7eXaS/hwRyP5ziY+elBSJFjrGmPY+s0QYRRNKTF7j2S2pyxJF4hWb2qFh2Pf5csq5u5yIr0zh0WphiGcTJM4DJgsc94zalFo5OTnyHlORLnuiXIkxMCvZYFSBFg9Mzl5Vzol1fzfTja/yzS/VdegJQK6jMcOhdSCFRXNXPsqn216BgCEROxuiAr4U+hgTJoDiJqHKZz2pnpzlRzzFzmBdNE+4mfRnowo905TWdueuCnB7727ebMuSWO6rKEXFikKkuqTrmec93Ax6UrxXFeuuo5cJZxhweJ+kM+lNfwjWIY54F18g5Y7FubGOP9+/en0+l3mN3C9lU0Hnz8zYzXkVI6od3Jia3SOu8XJjSHdM3H3IQvXA2ySluGb9t5Z+areN81/A4MOuj+GVYA7RzswERNQ8TVnKfMFFsQqXNoJuw8QGAvzbaEQiVqmklzEP28QNWBMGnozRY5Zi+zrA9b948p//2A/rnrn+z52dS3c58i5xnpHBylUXVZfNvv2BNZlO4EPuaqCVwds3bYzAy4VJZ8KFA+IxWLYRjLWOwbsNi3Hk+fPv3yyy+//vrr77777hvMk8q/0s77uLptz6RxMlSh5fgfG5A1C5AAmNeoQTIhBFqrEeelRMqxkjoWxHb1MYZmEV6HbZ0lo0BT6trSqzWaCCFwYaSoPhAxfOASOTbSbAnPOc5kqxXgAICbNPTmVb06L4zdyPdn+PsB/WPX3f9ua+9pSNEhQ6fKUZu21GZYl4VFOasrUj3JTlZ3J5CoT+Pkpy4d4V6xkGcY54K1dAxYWFmDGOOXX375+9///quvvtrd3VWkBNnTCMIP8JbV/IwLgghiXONvXNuuJ/dxbkkHfcKbrFuATMvSmbbV8dp4aDq9eUoKwHsZls6rNdp5OEfNlmMm32ial1LKTpk14Qm9dVVv3Yjefztr/t/T8LeH7sGDydMHje6qj4VEmza7JATlrKHtpCpcZGVGRYhLa7Ik1jZrGBeUsxO43Lt379NPPz2ro58BFvvW4P79+19//fVXX3319ddfT6fThFLfSG9q8w7t/Au2zvn8DONUqK4n9xE5Yl7c82G3ntORCM2KU1oxLpKW2fLcMLcy5KY4j+0dpr26KRA7b7jZvps+LlcePX2j/D2/fe0/33rn3/4W/u1v2w/vh/yEmv20dZBCfVyqk1leXpAFvYhsxTCMc+Usqn2ff/75nTt3dnd3r127dvfu3c8+++yl38VZYLFvDR4/fvygJ6WUIAWzOfJTxP/Sg6tozvsEDeOikoE1e2vQrrEk6sNRpp7HiyOwo9BQ05APtP2//4P+179//S/v/ud3Owe7RK36WHwSFoz9xtY2axgXk/3pd+/9j/WmTp3F3r47d+7UtHf37t07d+5clthHuta/+ZvNn/70p1/96le/+93v6t4+Vd3Z2bl58+b3vve927dv37x587xP0DAMwzBef95///2Tx6yX0uK2Epbu3bv3s5/9bLiQiH7zm99citVeq/atwdtvv32jp15y48aN27dv//SnP/35z3/+3nvvne/pGYZhGIaxwlmUt548efLJJ58M3167du2l38UZYbFvDW7dunX79u2HDx8CePDgAYAbN2786Ec/un379q1bt8777AzDMAzDeBX85S9/GX/74YcfntOJrI3FvjVomuajjz4CcP369SH23b59+6OPPmoa29hnGIZhGBvBhx9+ePfu3eHb3/72t+d4MmthsW89rl69+pOf/OSHP/zh48ePAbz99tu3bt2yzGcYhmEYm8Nbb73117/+deWS8zqZtbCWDsMwDMMwjPV4//3379y5U/t57969u7Lse2Gx2GcYhmEYhrEev/71rz/77LPq7fv8889/8YtfnPcZnQiLfYZhGIZhGKfh0k3psNhnGIZhGIaxEdgYWcMwDMMwjI3AYp9hGIZhGMZGYLHPMAzDMAxjI7DYZxiGYRiGsRFY7DMMwzAMw9gILPYZhmEYhmFsBBb7DMMwDMMwNgKLfYZhGIZhGBuBxT7DMAzDMIyNwGKfYRiGYRjGRmCxzzAMwzAMYyOw2GcYhmEYhrERWOwzDMMwDMPYCCz2GYZhGIZhbAQW+wzDMAzDMDYCi32GYRiGYRgbgcU+wzAMwzCMjcBin2EYhmEYxkZgsc8wDMMwDGMjsNhnGIZhGIaxEVjsMwzDMAzD2Ags9hmGYRiGYWwEFvsMwzAMwzA2Aot9hmEYhmEYG4HFPsMwDMMwjI3AYp9hGIZhGMZGYLHPMAzDMAxjI7DYZxiGYRiGsRFY7DMMwzAMw9gILPYZhmEYhmFsBBb7DMMwDMMwNoL/D4H6D0ipWi3tAAAAAElFTkSuQmCC'>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import underworld as uw\n",
"from underworld import function as fn\n",
"import numpy as np\n",
"mesh = uw.mesh.FeMesh_Cartesian(minCoord=(-1,0),maxCoord=(1.,1.))\n",
"swarm = uw.swarm.Swarm(mesh)\n",
"# add some particles at known locations\n",
"n = 40\n",
"part_coords = np.zeros((n,2))\n",
"part_coords[:,0] = np.sin(np.pi*np.arange(n)/n - np.pi/2.)\n",
"part_coords[:,1] = np.cos(np.pi*np.arange(n)/n - np.pi/2.)\n",
"swarm.add_particles_with_coordinates( part_coords )\n",
"# let's create a variable to record the particles local index\n",
"index_var = swarm.add_variable('int',1)\n",
"index_var.data[:,0] = np.arange(swarm.particleLocalCount)\n",
"# Note the colour will indicate the closest particle index.\n",
"import glucifer\n",
"fig = glucifer.Figure(figsize=(850,400))\n",
"surf = glucifer.objects.Surface(mesh,index_var,onMesh=False,resolution=500, colours=\"spectral\")\n",
"surf.colourBar[\"align\"] = \"right\"\n",
"surf.colourBar[\"position\"] = 0.\n",
"surf.colourBar[\"size\"] = [0.8,0.02]\n",
"fig.append(surf)\n",
"fig.append(glucifer.objects.Points(swarm,pointSize=10))\n",
"fig.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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