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@zhusimaji
Created December 20, 2017 07:16
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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"np.random.seed(sum(map(ord, \"aesthetics\")))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def sinplot(flip=1):\n",
" x = np.linspace(0, 14, 100)\n",
" for i in range(1, 7):\n",
" plt.plot(x, np.sin(x + i * .5) * (7 - i) * flip)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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0lGbK86w9mYdCgPE99XTDXIr/MAibBLv/A9XGHXBNjnBHFGHdqTyj2st0IqeWwblDMP59\nsHIGQKuTVssjQ52v7jttjYkfgtIE1r1g1JAEQWBcTzd2JxdR2yjrC3U5m18Dlbm0Yz/PtoRC6jRa\nJkcYIRpo6QhDn4Kk9ZC5rxMHahzdz7Afng9lGTD2LVBID6goiqw9mcfgQAPdMJdy65vQVA/b3zWq\nebCrNWFu1qw+KRv2LkWnhV0fSjISETMuvHwsq4zi6kbGGTPxA9i4w/DnIXUrZB8yqotxPV1paNKx\nK6nYuDHIdA6p26VQ1uHPgZXLhZdXn8jF2dqUgf4OxvU76DGwcoPNr3e5tkz3Mux15dJDGzASgsZc\neDkhv4q04hpie3dAntcpSJIfiPsJCs4a1UVMb3fissoorjY+fFKmg5xeDiUpMOIfl2kCbTpbgFop\nMCrU2fi+ox6SznV2fnj1a1thoJ8DtuZquWxeV6LTwcZXwM4Xov9+4eV6jZZdScVM6Ol2eWKjIZhY\nwKh/wrnDEL+6kwZsHN3LsO/+t2Tcx74t+bXOs+F0/nk3jOHV5S9jxD/AxFrypRrB6DAXRFEqxyfT\nBei0ktF16QFhky+8LIoiG8/kMyTQyehi5gCYWsHgeZCyGXLiDG6uUioYE+7C1oRCNFo5WalLSN4E\nhWek8zn1xVyX/Wkl1Gm0jAl3aaexHkTOBqcQyV2s7TqXW6cZdkEQlIIgHBMEYU1n9dmCoDEw6uUL\nhx3NbE8spK+P/eXpv8Zg4QBR90P8n1BmuP5LTw8bXG1M2ZYgH5B1CWdWQklyi9V6UkE1mSW1jOvo\nxA8wcK4kGGZkaNu4Hm5U1Gk4JAvHdQ37vgBbb+g59bKXtycUYq5WMijAwIP1K1GqJL99SYpkR7qI\nzlyxPwVc21ifgJHSQ3sJRVUNnDxXweiwDs60zQx8VJInOPiNwU0FQWB0mAu7korl9PHrTfNq3Tkc\nwm+/7K1NZ/IRBBgb3gmG3cxG8qUmrjVK4W9EiDNmaoXsjukKco5K8eaD/i7JNJ9HFEW2xhcyNMip\nwwXvASmKyt7PKBvSWXSKYRcEwQuIBf7XGf21xfHC4yxPWn7hZ1vWNrYmSLHjIzviO70UW08p9jnu\nJ0mHxkBGh7lS3dDE4Qx5RXZdSVxHY3EiZwfMYmXqKr449gUbMzZSXFfMprMF9PW2a19mwhCiH5Vc\ndrs+MripuYmSYcHObDpbIEv5Xm/2fUG5mR0rbO1ZHL+YVSmr2Jq1lYNZmeSU13XcDdOMQgnRf4Ps\ng9Jk0gV0VqGNT4F/ANZtXSAIwlxgLoCPj49RN1mTtobfEn+77DUT7HDwHISrXbRRfbbK4Hlw6nc4\n+iMMfdKgpkODHDFRKdiWIK0AZK49tZpavjn0AT/7eaOJb6m2pzV1ZoLnvYjikM4piGJuDwMelLb1\nFTnSYsAAxvVwZfPZAk7nVNLbq3OKesi0z97EFSwr2s0Od1uaDr9/2XtK1Ji6RtHTu2fn3TByFmx7\nFw58A9O+77x+9aTDK3ZBECYBhaIotjs1iaL4nSiKUaIoRjk7G7e6fqLvE2yevvnCz+ej/ktjrRsa\nmw3ErIxhS+YWo/ptgUck+A2TCi4YmEZuYaJicIAj2xJkwadrjSiKbMncwm0rYlhIBROtA/l4xMes\nnrKao7OP8kvML4xxeRB0Jmwu/g/P7HiG4rpOCjXs/wCIOji2yOCmo867DXcmyd+Ra41Gq+GdA+/w\ntwNvEGdmyt2BU/l90u/smrGLdVPX8XPMz1g1RWNif4j7tkzl87jP0Ymd4EY1s5GSn86sgMrrHwLd\nGa6YocBtgiBkAL8CowVB+LkT+m2BraktbpZuF37Mm3pRlXk//+i5kGD7YJ7Z8QzzT83vnC3u4Mel\nbNSzqwxuOibchfTiGtKKqjs+DplWEUWRfx/5N8/seAa7Jg2L8ot4d9x3jPcbj5+tHyZKE3o796ax\ndDjWpc/xTL9n2H1uN1NWTeFQnnFx6Jfh4C+V0jv6o8HRD05WpvT0sJHj2a8xhbWFPLDxAX5L/I0H\nqurYYjuUf9zyJuGO4dib2eNt442PRTi5KZO40/W/xPjH8P2p73l5z8toOqjDD0gH7TotHJnf8b4M\npMOGXRTFf4qi6CWKoh8wE9gmiuLsDo9MD7YnFqJWCkztHcn8cfOZ6DeRT+M+5fV9r6PtqNJa8Dhw\nCJQEwgxkVKi0IpNX7dcGURT5LO4zfjz7IzOD7+TXczlE+o8H68sPR5u0OvYkFzMixIUHez/I0tuW\n4mTmxOPbHudUUSeUNot6EKpypRA6Axke4kxcVhlVcoGWa0J2ZTYz1swgqSyJj70n8WxxEerov7W4\nbmdSEToRbuvVi3eGvsOTfZ9kbdpaHt/2ODWamo4NwsEfQmMkG2KkDpWxdK849ivYnlDIQH8HrExV\nmKnM+GD4Bzwa8Sh/pPzBZ8c+61jnCgX0nQWZe6E0zaCm3g4WhLhayYb9GvHl8S+Zf3o+d4Xcxcvm\nQajqymDAQy2uO3Gugsr6JoaHSK6/ANsAvh/3PY5mjvx9699JLTdO9+UCIRMk5UcjJv/hwc406UT2\np5Z0bAwyLahqrOLxbY+j0WlYHLOY8WmHwTkMPPu1uHZbQiFOViZEeNoiCAKPRDzCW0Pe4mDeQR7b\n8hgaXQcn3uhHobYE4q9dFHhrdKphF0VxhyiKkzqzz7Y4V1ZLUkH1hdUxSOGGj/d9nBmhM1h4eiHr\n09d37CZ97pZCH4//YnDTUWEuHEovpaZB1gXpTJYkLOHbk99yR/AdvDLoFYSjC8AxWDoTuYJdSUUI\nAgwNvHiI7WzhzHfjvsNEYcLcTXPJqe5AyTqlCvrNgZQtBuc99Pe1x8JEya5kOZmtM2nSNfH8zufJ\nqszik5GfENykkzJB+86+LKkRJP2gXclFjAhxQXFJtunU4Km8c8s7xBXG8enRTzs2IL9hYOsDJwy3\nIR2h267Ym7M7R7USv/7igBfp59KP1/e+TmJpovE3sfGAwNFwfInB5dGaV2RyIkrnkVSWxMeHP2a4\n13DeGPwGivzT0kMb9WCLhxZgV3IREV522FuaXPa6t7U334z9hrqmOl7c9WLH3Hb95kj3jvvRoGYm\nKgWDAxxlP3sn8+HhD9mXu49XB73KALcBcOxnUKgu0w1q5mxuJeW1mlYrJU0KmMTdYXfz09mf2Jy5\n2fgBKRTQZyak7biuVZa6rWHfnVyEp505AU6WLd5TK9X8e+S/sTG14antT1HR0IEK8ZGzpEPU9J0G\nNevva4+pSsGeFPnB7QwatA28tPslrEyseGvIWygEBZxYIiku9pnZ4vqKWg0nsssZEdx6yGmIfQgv\nD3qZE0Un+OHMD8YPzNZLKvZy7GeDD1GHhziTVVpLRnEHfbkyAGzJ3MKShCXc2+NepoVMkyLaTvwq\nucysWi4Am5/NIYGtf0deiHqBCKcIXtv7GhkVGcYPrM9MKYLq5G9Xv7aT6JaGXXveNzk0yLHNuGQn\ncyc+GfkJeTV5fB73ufE3C42RUsiPLzaomZlaSZSfPXtlw94pfBb3Gcllybw99G0czR2laIPTy6VD\nbouWanx7U4vRiVzwr7dGrH8sY33H8uXxL0kqSzJ+cJH3QHUBZOw2qFnz2GR3TMepbKzkvYPvEeYQ\nxrP9n5VeTN4MNYWSG6YV9qYUE+ZmjbN161IkaqWaj0d8jFqh5oVdL9CkM9Kt6hgI3oOknf91Skrr\nlob9TK50KHa1BKAI5whmhc9iadJSThSdMO5majOpHmL8akmAzACGBjmRkF9FYZVcfKMj7M/dz6Kz\ni5gZOpPhXsOlF9N3Sca0952tttmVVIS1qYpIb7s2+xUEgVcHvYq1iTUv7+5AiFvwODC1kXTgDcDP\n0QJvB3N2JcmGvaN8evRTSupL+NeQf6FSnM+7PPYzWLlC0NgW19drtBzKKG1ztd6Mu5U7rw16jYTS\nhBbJkQYReTcUJ0Ku4eJxxtAtDfveFCmSYLAe5avmRc7D2cKZt/e/bfyMGzlL0mo/Y1hd1FvOTzxy\n5IPxaHQa3jv4Hr42vjwb9ezFN04tk4xpyPgWbURRZFdSEUOCHFFdpRKOg5kDbwx+g8SyROafNjLe\nWG0G4ZMl0SeN/pO4IAgMD3Zmf2qJrC3UAeIK4liatJTZ4bPp6Xg+e7SmGJI3Sr51ZcsE+6OZZTQ2\n6bgl+Oo2ZKzvWAa5D+LLY18an+DWcyooTaVV+3WgWxr2fanFhLha4WJ9de0PS7UlLw18icSyRJYk\nGPlL9egriUud/N2gZj09bLE1V7MnWXbHGMvSxKVkVGbwfNTzmKvMpRc19ZIRDZ8MavMWbVKLqsmt\nqG/XDXMpo31GM9Z3LAtOLzD+we09HRoqDY5pHx7iTE2jlrisMuPu+xenUdvIm/vfxMPSg3mR8y6+\nEf8n6JpaPTQFyb+uUggM9L+6YRcEgX9G/5M6bZ3xUTJmtpI42OllUhW4a0y3M+wNTVoO67GFupRb\nfW5lmOcw/nvsvxTUGCGpKwjQaxpkHTAoPVipEBgS6MjelGJZ8MkIKhoq+PrE10S7RTPCa8TFN5I3\nSka0DTfMvvM7pFsM0Op5ut/TaHQavjpuXN1b/IaDpQucWmpQs8GBjiiEi2OWMYzfEn8jrSKNVwa9\ngoXa4uIbZ1ZKuuiureu/7Esppq+PHVam+sllBdgGcG+Pe1mVuorjhceNG2zkPVBXBkkbjWtvAN3O\nsMdlllOv0RkksNU84zbqGvn+lJGCPD2nAKLBGstDg5zIragno6TWuPv+hfn+5PdUNFTw/IDnLz8k\nP/m75Dv1H95quwNpJXjYmuHjYNHq+63hY+PDjNAZrEheQVq5YQlpgLTd7zlVemjrK/VuZmOmppen\nLQfSZMNuKLWaWv536n9Eu0dfPHsBqW5xxh7p79FKcEVFrYaTORUGi/T9LeJvuFi48N7B94zTkwkY\nBXf+AMEtff6dTbcz7PtSi1EIEB1gWF1Cb2tvpgVPY3nycnKrjYgndQqWCmifWWlQs+ZVoxz2aBjZ\nldksTljMlKAphDmEXXyjrlxyd/SadqHm7aXodCIH0koZFNh2xFRbPBrxKOYqcz6J+8S4Qfe+E7QN\nkGBYluGgAEeOZ5VTr+mgDMZfjMXxiymtL+XJvlcosMb/KYUXXlFMo5n9acWIomE7OgALtQVP9n2S\n+NJ4tmdvN3zAzZN/K+7DzqYbGvYSIrzssDGixNnDvR9GQOC7ky2lXfWi51SD3TG+jhZ42pmzV/az\nG8QXx79ArVDzRN8nLn8jfjVoGyWfdiskF1ZTWtNoVCUcezN7Hur9EDuyd3Ak/4jhg/aKkmppGuqO\nCXCkUasjLlP2s+tLRUMFC88sZKTXSCKcpYpqoiiiq6+HM39IEgIu4a223ZNSjKWJkj7tREy1RWxA\nLD7WPnx74tsb2r3arQx7dUMTJ7LLGRpkXPkqN0s37gy5k1Upq8iuyja8AyPcMYIgMDTIkX2pxWh1\nN+4X4UYiqzKLzWkbeEw3HN2XP5A2+Tbie/QkIbIvSQ99QOoGDwp/30VDcnKLtvtTpQl0sJElzmaH\nz8bFwoX/Hv+v4Y0FQZpw0nZAjf6ulSg/e5QKgf2yO0ZvfjzzI/U1lcw7F0rWgw+SOn4Cif36kxjZ\nl+TPkzi3156SBQtpKm65oNqbUkJ0gCPqq0RMtYZKoWJuxFziS+PZkb2jEz7JtaFbGfZD6SU06cTL\ntD8M5aHeD6FUKPn2xLeGNzbSHTMk0InK+ibi8/T3vf6VWbP0fT76XxPR766l9KdFKJ0ccXzoIezv\nmoaNdzVqVxdKvv8faZNvI33adOqOXzzMOpBWipe9Od4G+NcvxUxlxv097+dowVHjch/CJ0tugCT9\ndYqsZT+7QRQVpNP4xXzmf61AfP9LNPkFmPYIx/6uu3CeNgQLp0bqc+so/PBDUsaNp+jzz9FWSxLa\n+RX1pBfXMESPUOm2iA2Ixdvam69PfH3Drtq7lWHfm1KCqUpBP197o/twsXDhrtC7WJ22msxKwwtW\nG+OOGegvnQcclHVj2kVTUEjqU/MY9dEO7ARLPP79MSH79+O7cCEuzz2L623huPUrw+fz/yN4105c\nX3mFprJSMu6ZRcFHH9FUW8eB9JIOFySeFjwNW1NbFpwyXLUR90ipWLKBan6DAhw4nl1OXaPsZ2+P\n2rg4sqf4Ro+GAAAgAElEQVTdxYQDjVhER+O76CcC1q7B65NPcP3nSzgF5eE5xZ2gHTsJWLcOqxHD\nKf7qa1JvHUvlhg0cTJcmz2g9whzbQqVQ8UjvR4gvjWfnOcOkRq4X3cqwj+3hyssx4R0uOPtgrwdR\nCSp+OvOT4Y2NcMd42Jnj7WDOoXR5RdYW9YmJZEyfTt22nSwbpsR1xa/YxsaitLpECyh+DVg6g/dA\nVE5OONw7m4A//8Ru+nRK5y8g6fapmBfmGe2GacZCbcHdYXezLXub4REygiDFK6dugwb9C60MDnBE\noxU5kilP/q0harUUf/MNmffOoUpby6p/DCL0q++xGDDg4iF5VT5k7rtwaGoa4I/XJ5/gt2wZJr6+\n5Dz9DHX/+w4rEyXh7m1W8dSLSYGT8LLyumFX7d3KsPfKTWDC7t87/It0MndiUuAk/kz9k/J6w2QC\nLrhjDKysFO3vyKH0UnSyn70FtYcPkzn7XnSIvP6AKbVzJuPtHHj5RZp6KRomNOayaBillRXub72J\n9/z/0VRWxkd7vmKAogOib+e5J+wezJRmLDyz0PDGYbFSdEzqVr2bDPBzQKkQZHdMK4g6HXkvv0LR\np59RNiScFx4QiIltpRZx4jpAlNxhl2Deqyc+i37CdsoU+mz5nTdP/YpC09ihMakVah7q/RBnS85y\npMCIg/ZrTLcy7LWHDlG6cCHFXxhxsHUFs8JnUa+tZ1myYfoegPTgZu2HWv1XVwP9HSir1ZAil8u7\njKpt28h66GFUzs7seT2WZMdGHurVsmgG6TuhsbrFQ9uM1dCh/DLzJVQC1M+bS31iB+SakSJkpgZP\nZU3aGvJr8g1r7DMEzB0gYa3eTSxNVUR42cryE1cg6nTkv/EGFatW4fTkE7w3sZYgzwginSNbXpy4\nHuz9pYiYK1CYmKB+5Q0W9IghPOEQ5554ElHTsSIakwImYWtqy+J4wwQCrwfdyrA7P/M0ttPuoPir\nryhd1LGyqiH2IQxyH8SS+CWGV0kJnSgdkBmQPj7ovE/voLwiu0DtsWPkPP0MpmFheCxayE+l6xnh\nNYIg+6CWF8evlrRh2khK0ulE1tdYsvXRNxHUarLm3EdDSkqHxndfz/sQRZFFZw0sWK1USd+RpA0G\nFUMfHODIyXMVcnGW84iiSME771K+dBmOf/8bpyaFkVmVxZyec1rmKDRUQ9pOaUfXRv7CkYwyloaM\npvGpF6nZvZu8N/7Vod2/mcqM6cHT2Z69vWMFW64B3cqwC4KA+5tvYnXrGArefZeK1R0rN3Vvj3sp\nrCtkU4aBNSvdI6WSaInr9G7i7WCOm42ZfIB6Hk1ODucefwKVmxve337DtorDlNaXcnfY3S0v1mml\n1VjwOFC1LrF6Nq+SijoNPaJ74fvzIlCryZ43D22l8ZFInlaejPUdy8rkldRqDMwcDouF+gqDpHwH\nBTjSpBM5IsezA1D81VeU/fILDg89iPOTT/LT2Z/wsPTgVp9bW16ctl1yf4VObLO/g+mlmKuV9Hj4\nXpzmzaNixYoO7/5nhs1EQODXhF871E9n060MO4CgUuH5739jMWAAuS+/TN3pM0b3dYvnLfjZ+LHo\n7CLDZm6FQlIVTNmmt6CPIAhEBzhwML30hjxsuZ5oq2vI/vtjiI2NeH/zNSp7e5YkLMHH2ofBHoNb\nNsg6ALXFEN521cXmSlXR/o6YeHvj9flnaHLzyHn+eUSt8ZEmM8NmUqWpYkPGBsMaBo4GtYVB7pjm\neHb5kB2qd++h+L9fYnv7bbg8/zxnS85ytOAos8JnXZTlvZTE9WBmBz6D2uzzYHop/XztMFEpcHp8\nHrbTp1H81VeULzdMtfVS3CzduNX3VpYnLzd88r+GdDvDDqAwNcXz889QOTqS8+yzF2JUDe5HUDA7\nfDZnSs5wrPCYYY1DY6CxStKk0JOB/g4UVTWQ/heumCOKIrkvvUhDaiqen36CaUAA8SXxnCg6wYzQ\nGVJlpCtJWCtJnraiq93MkcxSPO3M8bCT0rUt+vXD7ZWXqdm1m6LPvzB6vP1c+hFkF8SvCb8aNiGr\nzSFojDR2PcsqWpio6OVhw+GMv/aKXZOXR+4LL2AaHIzbv/6FIAj8mvgrFioL7gi+o2UDnVZyewWP\nA2XrGekVtRoS8isvhDkKgoD7G29gOWQw+W+/3SG33azwWVQ1VrE6dbXRfXQ23dKwA6js7fH8+CM0\n586R/683jV4FTw6cjLXa2nARff/hoDKXVgp60vyl+ivXQS1ftozqLVtxeeF5rIYOBeDXxF8xU5px\ne9DtrTdK3gj+w8DUqtW3RVHkcEbZhXyBZuxmzMDuzjsp+fZbqrYZoe2BZABmhM4gvjSe08WnDWsc\nNgmq8iBf/0SnKD8HTmSX09D014xnFxsbyXn6GUSNBs/PPkVhbk5lYyUb0jcQExCDlUkr34HsQ1Bb\n0q4b5nBGKaII0Zd8RwS1Go8PPkBhYUHO8y+gazQuUibSOZIejj1YnLD4htmNd1vDDmARFYXT4/Oo\nXLOGipV/GNeH2oLYgFi2ZG4xrDaq2lzabieu17vcVaCzJU5WJn9ZP3tjdjaF7/8fFoMH4TBnDiBp\nfqxLW0dsQCy2prYtG5WkQkmKtBprg8ySWoqqGojyuzxxTRAEXF97FdPQUPLeeB1tuYGhreeZFDAJ\nC5WF4ZN/0K2AAEn6n+EM8HOgoUnH6ZyOh2x2R4o+/5y6Eydwf/cdTP39AVibtpZ6bT3TQ1rXByJx\nHSjU0g6pDQ6ml2CiUrTQh1E5O+P+7js0JCRQ9O//GDVmQRC4J+we0ivSb5jQx25t2AGcHn0Ui+ho\n8t9+m8Zz54zqY3rIdBp1jYZvpUInSoWuC/RbyQmCwEB/h7/kil3Uasl98SVQKvF47z0EhfTV+yPl\nD+q19cwMa1mQGrgYedSOYT+cIf0+B/i1VPxUmJjg8f57aMvKKXj/faPGbmVixaSASWzI2GDY5G/p\nBJ79DYqeap6c/orumLpTpylZsBC7O6djM2ECIO3GliYtpYdjj4vVka4kcT343SIVs2iDQ+mlRHrb\ntZrcaD1qFPazZlH6449U7zasbm0z4/zGYaW2YkWy8f76zqTDhl0QBG9BELYLgnBWEIQzgiA81RkD\n0/v+SiUe//c+giCQ/9ZbRm2FQh1C6eXYi+XJyw1rHzIeEAx2x+SU15FdeuMctFwPShcupC4uDrfX\nXkXt7g5ID+2ypGX0ce5zuTTvpSRtlAomOPi32feRjDLsLNQEObfuqjHr0QOnuXOpWPWn0S6Zu0Lv\nokHbwB8pBu4MQ8ZDzlGpVJseOFmZEuBsyeG/2OQvajTkvfYaKkdHXF544cLrJ4tPklyW3PZqvTgF\nSpKlM682qGlo4nRu5WVumCtxeeF5TIODyHv9DXQ1hp+BmavMiQ2IZXPmZsMm/2tEZ6zYm4DnRFHs\nAQwC5gmC0KMT+tUbtbs7zk8/Rc2u3VRtNK46ybSQaaSUpxgm/GTlIkm1GhD22P+8zs3Rv1BIW2NW\nFkWff4H12LHYTL6YYHS86DgZlRlMC57WesOGasjc2+5qHaQVe5SvPQpF2/rrTn97FNPQUPLfeANt\nheEPXqhDKH1d+rIsaZlhk3/wWECElC16Nxng68CRzLK/VJZyyYKFNCQk4Pr6ayhtbC68vjRxKRYq\nC2L82zDcyeef91Zq3zZzLKscrU4kqpUdXTMKMzPc3nyTprw8ir4yrorWHcF30KBtYF26/vbgWtFh\nwy6KYp4oinHn/10FxAOeHe3XUOxnzcKsRw/y330XbVWVwe0n+k/EXGXO8uTlhjUMHge5x6Bav0rz\nYW7WWJoo/1KaIAXv/x+CSoXrq69elljyR8ofmKvMGe/XxkOZvlPSXm/noS2ubiCtuKbdhxZAOO+S\naSotpfAT4wppTA2aSkZlhmGTv1sfqdqTAeXQovzsqajTkFz418hSbkhPp/jLL7EeNw6bsRcjnyob\nK9mYsZGYgBgs1ZatN07eLO3o7H3b7P9IZimCAH192tdft+jXD9vp0yj98Sfqk5IM/hw9HHsQ7hB+\nQ7hjOtXHLgiCH9AXONiZ/ep1b6USt7feQltSSpERD66l2pIY/xg2ZmykutGAByrofLJE6ja9Llcp\nJXXKI38RH2rVjh1Ub9+O07zHULu6oNXoyI4vJW57Ojk7G5heNI/jq3M5szuH7IRS6qoviUxI2ihl\nm/q0Ett+nubfY2v+9Ssx69ED+3vuofz3pdQnJBj8Wcb7jcdcZW6YO0ahkMI0U7eCVr+M0ubonuaz\ng5sZURQpePttBDMz3F57FVEUqSypI+NUMct+306/1In0y5jAkfUZnNmdQ2luzcUdU2ONtKNrJwwW\npN1xqKu1XsV5XJ57DqWVFflvGufWnRo8lYTSBM6WnDW4bWeiXyVXPRAEwQpYDjwtimKLdD9BEOYC\ncwF8fHw667aXYd6rJ/azZ1G26Gds75iGea82DlvaoLl03rr0ddwVepd+jdwjwcIJUjZDn9Yrol9J\nf197PtuaTGW9xqhKUN0FXUMDBe+9jyogiMLQcRz46iTnEstoapBC+foyDoUJnEjJRtckPUSCQsAr\nzJ7gKBcCEnZjGjiqzdhkkIyfqUpBL0+bNq+5FOfH51G5ejUF772Pz48/GFQ+z0JtwVjfsWzM2MiL\nA1/EXKVnibOQcXD8Zzh3CHyHXPVyHwcLnK1NOZxRyuxBba9Ebwaqd+6kZt9+rJ9/lZNxtcTvO0h5\nQfP5kzU9lEPILqglS3dRZdPcxgTvcHt6++fgpm2E4FYyUc+j1YkcyypnSl8PvcajsrfH5YXnyXvl\nVSpW/oHdHa2X12uLGP8Y/n3k36xIXkEPx+vqkb6MTjHsgiCokYz6YlEUW92HiKL4HfAdQFRU1DVz\nHjo/8QSVq9dQ+NFH+Pyw0KAHt5dTL4LsgliVukp/w65QSGFWyZulRIlW6nBeSZSvA6Io+f5GhDjr\nPb7uRtH8hWRovDjXexY1Pydj7WBG2CA3fHs68l7q6+Rpz/HntFWIItSUN1BRWMu5hDKSjxSw7acE\n9ghv0d9ZS0SjFpVJ67/XIxml9PG2w1Sln5Sz0tYW56eeJP/Nt6jatBmb8e37769kStAU/kz9k61Z\nW5kU0HYm7GUEjASFStqB6GHYBUFgoJ/DTb+rEzUasj7+isSoeeQfdUc8kop7kC29R4bQaF/Jo0fv\n58lB85jTYw66JpHq8gZykso4l1BG5qkSkg6qcDd9n37V4fiKYqvPekJ+JdUNTXrt6JqxnTqV8mXL\nKfzPf7AZPw6FZRtuoNbamtoy1ncsa9PW8lzUc/pP/p1MZ0TFCMB8IF4UReMCQTsRpbU1To89Ru3B\ng1TvNEwEXxAEJgdO5mTRScOKcASNhbpSyD1+9WuBSB87FAIcvYm32lmH0ll7yIHE0FlYOtsQOy+C\ne98dzIi7Q1H61bG/cjeTQyYhCAIKhYC1gxleYQ4MmhLI7LcHM21cAh4mZ9l/0IbFbxwg6XB+i61x\nbaMU7TDQgIcWwO6uuzANDaXwgw+kGpkG0N+1P55WnqxKMUC22cxWciclb9a7SZSfPTnldeSU1xk0\nvu5Ck0bLno/Xscv9AQpsehB5qw+z3hzEHc/3J2KUF3u0m9CqG4kNiEUQBJRqBbbO5vQY6sG4h3oy\n593BDHX5gyrRi7Vfx7Pu61PUlLeU92ieHPsbUJxHUChwffEfaIuLKVn4g8GfbWrQVKo11WzPMi4C\nqzPoDB/7UOBeYLQgCMfP/7Qde3QdsJ9xF2pfHwo//hixyTClvFj/WAQE1qQZIDAWOBoQJHeMHliZ\nqgh3t7kpxZ60Gh37VqSwekEaoggTZrgz/cX++PV2urCi+iP1DwQEbgu8rdU+BEHArfxPYnus4/Zn\n+mJubcLm+WfZsvAsjfUX/54Xox0Mq6glKJW4vvwymtxcSn80rNiKQlBwe+DtHMw7SF61/lW0CBkP\nhWegQr9ci+YV5s0Y9liWX8Pvbx/kZKY1LuRzz1uDGDItCDtXqZyhVqdlTdoahngMwcm89TKYJjWZ\nRCp+ZPbdBQyZFkR2fClL3jpIwoG8yxYARzLLcLMxw9POsJWzeWQk1uPHU7JgQat1U9sjyi0KVwtX\nw2xIJ9MZUTF7RFEURFGMEEUx8vxPl8b7CCYmuDz7HI0pqZSvMOyE2tXSlWj3aFanrtb/8MTSUUpE\nMSCkLcrXnuPZ5TRp9dMR6Q5Uldaz7MMjHNuUhUf+fsb7JxE4KvyyLbJO1LE6dTVDPIbgZunWekf1\nFVKaeNAYvELtmf5SFAMn+5N8uICl7x+h+Jx0uH0kowxBwKhSiZbRA7EaNYqS+fMNDn+cHDgZEZE/\nU/WvonXhkD1Fv+Ib4e42WJoob7qw2JSjhSx9/wi1xVX0Ofklsc8Nxtbp8vq0hwsOU1Bb0ObEL3Uk\nPWvKsLH0HevDzFcH4uBuydYf4tm+KAFtk/RcHc0opb+fvUEu2WZcnnkasbGRYgPDHxWCgtiAWPbl\n7qO4zrBJobPo9pmnbWE9bizmfftS9MUXBiccTA6cTE51jmHCYEG3wrkjehffiPJzoLZRS3ye4aGZ\nNyJF2VUs++AIlcX1RJseITxzBa6PzW1xXVxBHHk1eUwKbMc/nb4LRC0ESiniCoXAgFh/bn+6L431\nTSz/4AgZp4o5mqV/tENrOD/1JLrKSkoWGFYlycvaiwFuA/gz9U/9J3/nMLD20Dt6SqkQiPSxIy7r\n5jDsoiiyf2UKG78/jYOLCVGH3iVgRChmYS0T01anrsZabc1I75Ftd5iyGRyDwd4PADtXC6Y814+o\nGD/i9+Wx+ovjZORWkVtRT5SRNZJN/Pywv+tOyn5fSmNGhkFtJwdMRitq2ZhhXF5NR7lpDbsgCLi8\n8ALaomJKf/nFoLa3+tyKucqc1WkGSAw0J6Lo+eA2uw9uhnj2rDMlrPw4DoVCIPYOOyw3LsRhzhzU\nLi4trl2bvhZzlTmjvUe33WHKVjCxAu+Bl73sGWrPjFcGYu9uyfqvT1GdWN6hwuZmYWHYxMRQumiR\nwdvtyQGTyarK4kyJnrLRgiC57NJ2SIfsetDfx574vMpuX3hDpxPZ8XMCcRuz6DXckyFNWzCtL8Np\n3mMtrq3V1LI5czPj/MZhpjJrvUNNnaSqGnx5mKNCIRB9WwC33h9OXmoFGz87ga1WIMrXsDOYS3F6\n7DEUJiYUfvKpQe2C7IMIdwjvMsXHm9awA1j064vlsGGUzl+Atlr/VbuF2oIxPmPYmL6RBq1+eut4\n9JXKoenpjnG3NcfTzrzbRz6kHS9i7ZcnsXUxZ/qLUTT99F+UtrY4PtyyvJ1Gq2FTxiZGeY/CQm3R\nSm9IgmqpWyX1zFbCHC1sTJjyTF9sfawYU6EizPg6GgA4PfE4YkMDxd99Z1C7Mb5jUCvUrE3TX2+d\noNFQXw45cXpd3s/XHp0IJ7KNEy+7EdBqdWxZcIaze/OIivFj8HBLKpYtxW7aNEy8vFpcvyVrC3VN\nde27YTL2QFP9RffWFYQOcpd2d7Ua7q4xxcvE+OA/lZMTDvffT9XGjQaXW4wNiOVMyRnSKgwsiN4J\n3NSGHcD5icfRlpdTttiwuoSTAyZTpaliZ7aekTUKpbQiS9mit/52f197jmR238IbmWdK2Pi/0zj7\nWjP12X4IaWep2b0bx7mPoLRuWQV+T84eKhsriQ2IbbvTklQozzp/IN06JuYqGO5MskpL1f4iTu80\nTvwNwNTfH9spt1O+5Fc0ubl6t7MxsWGE1wjWp69Hq+cKnIBRgKD3rq6vT/eWn9BpdWz6/gzJRwoZ\nPDWQ6NsCKPn2WwQkiYfWWJu2Fk8rT/q69G2749RtoDID36FtXuIRZMdeTyXmgsCaz09QVWpY9NOl\nONw3B4WVFcVfGuZrj/GPQSEoWJN6/Q9Rb3rDbh4RgeWI4ZQuMGzVHu0ejbO5s2En20FjoKZIin7Q\ngyg/ewoqGzhX1v1C2nISy1j/zSkc3C2Z/EQfTMxVFH/9NUp7e+zvbqW8HZIbxt7UvvUqSc00G712\nJFgB4nIq2O0Cfr0d2flrEsmHC4z9KDg/JrkEir/51qB2MQExlNSXcCj/kH4NLByknV2qfgeotuZq\ngl2sONoN/eyiKLJjcSJpx4u45a5g+o33pTEri/IVK7GbMeOCENyllNSVcDDvIDH+Me0fdqZul/IB\n1G24aoDqhiYOVVShG+ZMfbWGPz45RnWZnrvvK1Da2uIw516qNm2iPlF/qQFnC2cGuQ9iXfo6dOL1\nDZK46Q07gPPjj6OtqKDsZ/0LYCsVSsb7jWdPzh6qGvU84AwYKf03Vb/41X7nV2Td7YCsKKuKNV+d\nxMbJnNueisTUQk3dqVPU7N6NwwMPoLBo6WapbqxmR/YOxvmNQ61o57AzdatUad4hoN0xxGWW0dfX\nnvGP9MI90JYtC8+Seca4knJqT09sp91BxcqVaPLz9W43zHMYVmorw0SfgsZIh+x1+rlX+vvacyyr\nvNsJgh38M434fZL7pc9obwCKv/oaQaXCce4jrbbZlLkJrahlon/bBTOozIWi+PO7n7Y5kV2OToS+\nfV2Z/GQkdZWNrPnyxGXhsobgMOf8qt3ACJlJAZPIqc7heKF+OS6dxV/CsJv37o3VyJGULFxoUBm9\nif4T0eg0bM3Sb4WFjYcU/aDnVjvMzRoLEyXHsrqPD7W6rIG1X57AzFLF7U9HYm5lAkgPrcLWFvt7\n7mm13dasrTRoG9rP1mxqhPTdV12tl9Y0klZcQ39fe1QmSmLn9cHew5IN356iMNM4p7vjw48g6nSU\nLFigdxszlRljfMawJXOL/mcxgaOliJ/0XXpd3s9XEgRLK+4+gmAnt5/j6PpMetziwcDJktxy47lz\nVKxejf3Mma0eqgOsT19PkF0QwfbBbXfevGhqx1UH0sQPkjvLLcCWCXN7UZpbw6b/nUFnRIix0s4O\n+3tnS752AwTCxviMwUxpxvp0/aW9O4NuZdgri+uM3nI7zZuHrqKCsiVL9G7T26k3nlaebEg3oJBx\n4GjI2i+d3F8FlVJBH6/uE9KmadCy7uuTNNZrmTSvD5a2pgDUx8dTvX07DvfNQWnVevp1s++0j3Of\ntm+QfQA0NXo/tM3ZhKbmKm57MhIzKzXrvzlFTYXhW24TL09sJ0+m/PelNJXov/KPDYilWlPNrnP6\nGWq8BoCJtd7umO4m85x1poQ9vyfh38eJEXeHXHCplMyfj6BQ4PDgA622y6vO41jhsbbleZtJ2w6W\nLuDavg7U0awygl2ssDWXdoc+PR0ZPjOEzNMl7Pk92ahzLcf77kNhaUnxV1/r3cZCbcFwr+FsytxE\nk+76RTd1K8N+aE06WxaeJTfF8BWuee9eWA4dSumPP+mdRi4IAhP9J3Ig7wCl9XqGJQaMkk7ss/br\ndXk/XzvO5lZS13hj17gUdSJbFp6lOLuKcQ/3xNHzYlGL4q+/QWFlhcPs2a22La4r5mC+Hr7TlK2S\nporfsHbHcjSrDJVCIMLrYsUcCxsTYv4eQX2Nhg3fnkarMXxV5jh3LmJDA6U//Kh3m4FuA3E0c2Rd\nmp7uGKVaivhJ2aZXScUAJ0vsLNTdwrCXF9ayaf4ZHDysGPtgTxRKybxoCgupWL4C26lTUbu6ttp2\nfYa0op3gP6HtG+h00oo9cJQUPtrmZZLwV7Ors5lewz2JvNWbUztzOLUjx8BPd37VPltatTekpevd\nboL/BErrSzmcf9jgexpLtzLsw2aEYO1kxsbvThu1KnOcOxdtcTEVK1fq3Wai/0S0opbNGXrqfPgN\nleovGuBnb9KJnDx3Y7tjjqzPIO14EUOnB+PX+2Kad0NKClWbNmF/7+zLCiRcypbMLehEXfsPLUir\nMa+BYNa+UuPRzDJ6etq2KHPm7G3NmPt6kJ9Wwc5fEw1elZkG+GMzcQJlixfrXR9VqVAy0X8iO8/t\n1P8sJmg0VGRJtVyvgiAI9Pexv+ENe2N9E+u/OQUCxPy9N2rTi3+b0h9/RGxqajUEtpn16euJcIrA\n29q77ZsUnILa4qvu6NKKa6io09DPt6X++pA7gvCLcGLv0mTyUg0vuOIw514EExNKFszXu80wz2FY\nqCyua7JStzLspuYqJj7am8b6JjZ+dxqtgb4yi4EDMOsTQcn8BXpryATbBRNoG6j/AZmJJfgMkoyU\nHvS9cIB64xr27PhSDq1JJyTalYjRl8cel8xfgGBmhsOcOei0WmrKy6gpL6O2soKG2lpEUWRDxgYC\nbAMItmvHd1pTAnknpdVYO2i0Ok6eK6dfG0UTgvq7SNmHe/M4s1v/8MVmHB99FF1tLaU/6x8eO95v\nPBqdhh3ZO/Rr0GyY0vS7vp+vPalFNZTXNl794i5AFEW2/hhPWV4N4x/phY3TRV0WbXk55Ut+xSYm\nBrWXF411tdRWVlBdWkJtZQU6nZa0ijQSShPaPzSFi2dXASPbvazZtXnlih0kWehb7w/HysGUjd+d\norbSsN+pytERu2l3ULHqTzQF+rmFzVRmjPYZzebMzWi0GoPuZyydpsd+vXD0tGL0nHA2/e8M+5al\nMGxGiN5tBUHAae5czs17nMr1G7CdfHXZ1WZ3zH+P/5f8mvy29U0uJWAkbHsbqgul8nnt4GBpgr+T\n5Q3rZ68uq5e21+6WjLwnDEEQ0DZpyEtKJPdEHKlx+6ntE8y2F+ZRV13Vwr2gVKvxNqmlj6sHu2t+\nwCMkHI/QcCxsrig8nL4TEK8a7RCfV0m9RteuWt/ASf4UZlay5/dk3AJscPJqGVPfFmahoViNHEnZ\nzz/j+NCDKMyvLh4V4RyBm6UbGzM2Mjlw8lWvx94f7Hwkwz6w9QiRS2k2UMeyyhkV1v73qSs4ue0c\naceKGDItCO8wKcuztrKCnMSzpPz6C0WuNmjqSqi69w60Vy6oBAFMVdxm4o5leRZH0lbiFhiMe3AY\nStUV5il1O7j0BOv2n8FjWWXYmKkIbKMGrqmFmgmP9mb5h0fZNP80tz0ZecFtpA8ODz5I2W+/U/rj\nT8opQhwAACAASURBVLj+44WrN0Da+a9JW8P+vP0M9xqu972MpdsZdoDgKFcK0is5sTUbzxB7Avrq\nr2luNWoUJkGBlHz/PTaTYvUSB2o27BszNnJfz/uufpPA0ZJhT9sJEXde9fK+PnbsSipCbENTuqvQ\nanVs/P4MTRodo+8NIHHfNtLiDpN56hiNddLhsKmlKW7+Adh5+WBha4u5jS0KhQJtkxZdk4bDqXsp\nT4/DV2PK0bWrOPynVHrQ2S+AkOihhAwaioOHl7TDMbWV4rzbodkl0dpqrBlpVdaD3945xMbvz3Dn\nP6MwMdP/q+748ENkzr6X8hUrcJg166rXKwQF433HszhhMRUNFdia2rbfQBCkCezMSqmqkrL9sfXx\ntkWpEDiSWXrDGfbCzEr2rUjBL8IJnx4C+5cvIfnAXoqyMgBQiCI29nY4BwYR5OKGhY0tSrUapUqN\ntqmJuqoKlp/8FZtaKwriE0jbtw8AE3MLfCMiCeg3kJDoIZgokc6tBrbUH7qSuMxyIn3ar4Hr7G3N\nyHtC2fpjPIdWpzNoSqDen9nEywubCRMo//VXnB6di9L2Kn9vYLD7YGxMbFifvl427O0xeGogeSnl\nbFsUj7OvNdYObScrXIqgUOD48MPkvfRPqnfuxHrkyKu28bHxoadjTzakb9DPsLv3AXN7aeuoh2Hv\n52PPirgcskvr8HFsI9W+Czi4Ko3cpLO4+mTz6+uf09TYgJWDI2FDRuAb1oP651/CcdhwPP/1f232\n8em6FdQG2PPFbd/Q1NhIfloyOQlnSTt6iL2/LWLvb4tw8Q+kr3CY0F63oL6KkYvLKsfd1gyPq8iw\nmlubMO7hnvzxn2PsWJzI2Ad76D1pmvfvj1mfCEp/+BH7mTMRlFcv4jHebzw/nv2R7dnbmRI05eo3\nCRgJcT9K9XK9B7R7qYWJinB36xsuLLahrokN3x5DwVmK0xP54dk0EAQ8Q3twy8w52GTnov36OwIW\n/4xFv36t9pFUlsTmug94bdBr3BV6F7UV5eQknCX9+BHSjx8l+eA+ti74mtAegfSqMsMzYCTt/RUr\n6zUkFVYR07tlAtSVhA12JzelnKMbM/EKd8ArVH/dIcdHHqZy7VrKlizB6W9/u+r1aqWasb5jWZ++\nnvqm+rZ1cDqJbuVjvxSlSsHYh3qi04psXnDGoAQO29hYVG5ulBogoj/ObxynS06TU63HabpCKT24\nadv1iny40RKVRJ2OAys3c2DZ+zT+P3vnHR5Fvb3xz+xuNr3sppNeSEioCVVpAST0JkVAqnrxp2K9\n9nK9ioqKFbx2pYoURekQeq9J6KGkN9J7T3bn98ckESG7O0uz8T4PD88T5jszWXbOnO973vOe8pXk\nJscT3rsfk9/6kFmfL2LgrNlozydhUVZutCB2ueIyJ/NPMthfKpqq1Gq827Sl++jxTJozj1mfL6Lf\n9H+hq6lka7ILX8dUs3/FEqrLDWvR49KKTQ4lbkKr1hq6jQzk0rFcEg7K904XBAHnBx+kPiOD8m3y\niubtXNpJ0thUmdLYgL6AIJ9n99VwMkPyn/8zoLK0hBX//YT85AVUFGxGQE+/6f9i1ucLmfjGe3Qb\nORaL9Zuw69AB6wjDu7CtqVtRCAoG+Eq9CzaOTrTufjfRDz/BrM8XMWnOPMJ6RXHpzHlWpnXkx0Wb\nSDx2GNGAbcfJjBJEkRYLpy2h94QQnNxs2L7wHDUV8vlvqzZtJB+qJUtlq+wGBwymqqGKfVn7ZF/n\nevGXDewATm429J0UwuXEUmI3p8peJ1hYoJ06laojR6g+K6/9P9pPGqEWkxoj7yKB/aD8MhSYbmYI\n9bDHVq38wwO7KIpcPHKAhf9+jAMrPkWhqKPfjEf4vy+XMnDWbDxbhyIIAvraWoqWLsG2Z0+swsIM\nnq9JBdAU2K+GvbMLkUNHMX1yDyb4nsKnTRhHfl3Nt48/yIGVS6m5qpksr6yGrJJqozTM1eg8yA+v\nUA37V12iNL/K9IKmexswAAs/Xwq//U6WukYQBAb5D+JI9hFKamRk1rbO4NnBjCK7E5V1Oi7m/rE2\nzzUVFexfsYRvHnuQgtQ9uPiGMuH1uUx9fwGRQ0dhr5UUU+Xbd1CfkYH2gQcM7pREUSQmNYauHl1x\ntna+5t8FQaBVSBjRsx7n/3oUMaAtVJWVsfaDt1j83GwpwF/1fxOXVoIgQCcfeYHdwlJJ9INtqS6v\nY+fSBLOUVM4PPoiuqIjStfJ8+bu6d+V/A/5HlHeU7GtcL/7SgR0kJ7eQ7u4c25BCTrJ8+ZLThPEo\nbG1lZ+3e9t60dW5rRmDvK/0tIyNTKgQ6+jj9oZK2y5cusOL1F1j/0VyqSmtR2w1l4pvziRwyDAur\n328by9avR5dfYDRbB9iSuoUwbRi+DsaHlwspu/Fp5cDIF99m+rzP8O/UhcNrVvLdEw8Rt3l9c8Gt\nSTkUYUZgFxQCA6aHoVAKbF94TnbXoaBU4jxzJjVnzlB1VJ7+eJD/IBrEBvmdyoFR0kCRWtNdpX/0\nrk7X0EDsxrV8+/iDHPllFYIyAK92jzH13bfwCW//u+AtiiKF33+Hha8v9vcY7iK+WHyR1LJUBvkP\nMn7xinwsCk7TqV8/Hvjka4Y+/ix6vZ61H7zFyv++yOVLv7kuxqYXE+Jmj70ZHv2uvvbcNSaIlJMF\nZimpbLp3wzI8TJJzyjD+UyqU9PHug4WR4ew3C3/5wA7Qd2Iodhorti88R32tvEYfpb09TuPHU7Z5\ns2xXv0H+gzhTeIbMchlughp/6Y8ZW+3zOeVU1d1e7+2qslI2f/Yhy1/9NyU52bQbMBUsJtNzwjA8\nAq8NoKIoUrhoEZZt2mDTo4fB82aWZ3K28Kxp7bq+sb0+sC8IAi4+fox46gWmvb8A96DW7Fr0FUtf\neIK0UyeIzyjGQinQtpVxnfvVsNda0XdyKDnJZcRukT/L1nH0aJRarWzNcpg2DF97X/l65cB+oK+H\ntIMmD/XV2qC1Vf8hPHvaqRMsef5xdi/5Bs/WoXi1fRRrzQiGPtK3xQJldVwcNSdPoZ0x3Wh9Ymvq\nVpSCspmGMYiURofVwCgUSiVhvaKY8cH/uOehxyi+nMXyV//N1i8/pbKkhPj0Ytk0zJXo2N8Hn3At\nB366REmevJ2dIAg4z5xJXXIyFXtldh7fJvwtArvaWsWA6WGU5ldzcI3ppo8maKdNBaBoyVJZxw/0\nk4z9Y9LkZu1RkveJznSwjvRzQqcXOZlhftPE9UDU6zm9M4aFT/8f5w/uo/uYCdz33wWkn/PAK0RL\np4EtZ9mV+w9Ql5iE88wZRouR29IkbrqJwjKIyyekUXhXyRxd/QIY+/KbjHr2VRrq6/jp7Vcp3byE\njq4W1zQmyUHrLu6EdHPn2MZUclPk+ckorKzQ3D+Zyj17qU027andRMcczTkqr1PZtwcoLWW9/AVB\nIPI2T1SqKitl4/x5/PT2q+ga6hn9/Gv4d36Awmwr+twX8ju9+pUo/H4hSicnnMaMMXhuURSJSYuh\nm0c3tFYmBmEk75YGgnt2av6RQqmk48AhPPjp13QdNY5ze3fy/TP/h3f+aTr5mFapXA1BIdB/ahhK\nlYIdixJk1+wcBg82u153O/C3COwgTdfpOMCHM3uySJfp8mfRqpUkW1q9Gl25ae7S296bds7tzKBj\noqCuHLJND1aI8GnUKmfc+ge3NC+X1W+9SsxX83H29mXa+/PpOWEqe1emoheRqAsDUrGihQtRubri\nMMR4M0lMagzhzuF42187TOF3aOrQDeh7zT8JgkBw1x7M+OBzuo6egHPuWbrHfcv5g3uvy+ujz8QQ\nbB3V7Fh8jgaZFg6aSZMQ1GrZQ6+j/aPRiTp2psswgrOwBr+7ZO/qInw1JN+GRiVRFEk4sIdFzzzC\nxcMHuGvcJGZ88DmO7m05ui6FwAhXQnu0rCWvS02lYudOnCZNNNoDcKH4AmllaUT7m3jxi6L0+fj3\nlkQJV0FtbUOfyTOY+t58cHLnnoLd1Kz7grKCPHN+ZQDsNJb0vi+EnORSTmxLl7XmynpdzblzZl/z\nVuFvE9gBeowORONpy84lCdRUyqtwax+Yib6ykpLVP8k6Pto/mrOFZ8kozzB9sH8f5CofNLZqAl1s\nb+lWWxRFTm3fwuLnZpObfImBs2Zz3+tzcfb25czeLLIuFNNrXLDBTKzmwkUqDx5EM2UKglpt8DpZ\nFVmcKTxjOlsH6bNxbw92hnsRVGo1mt6jWOE1DmutKxs/fZ8Nn74vNUSZAUsbC/pPDaM4p4oj6+RN\ntVFptTiOGkXpr7/SUGz6pRuqCcXX3te8l3/eWSg33cXYpAaKv4UTlarKSln/0Vw2zZ+Ho7sHU9/9\nhLvH34+gVLFj8TksbVRE3R9qcLdWtGQpgkqF1oDLZxNk0zBFyVCaYbLb1MXHj+yeMznk2Y/StEQW\nP/sYp3fGmJ0AhHRzJyjSlSPrkpuHpptCU72u8E+Utf+tArvKQsk9M8KoKq9n/+pLstZYt22LTdeu\nFC1bKstmoCnDaKIajKJZ+SBvClMnXyfi04tvyUSlqtISfnnvDbZ98xmewa2ZPu9/dBgwGEGhoCS3\nioNrEvFtqyW8VyuD5yhavBjB2hrNfROMXqvJV8dkNlZXBRlHICjK5P3HZxRTqHZm5Gvv0mviNBKP\nHmLxs4+RciLW5Nor4ROupW0fL07syJBtJqedPg2xtpaSFStMHisIAtH+0RzNOUpxjYzdV2CU9LeM\nl39HbycUArfs5Z8cf4zFzz5GUuxRek+ewaQ583Dx9QcgdnMaBRkVRE1u02zVfDV0paWU/PILDsOH\no3I1/KIWRZGtqVvp5tENjZWJQnjT52KiIxkgLr0M2w69mf7BZ7gHBBPz1XzWfvAWVWXy6U1BEOg7\nORRLWwu2Lzony7ZEaW+P07hxUr3ODD//W4m/VWAHcPNzoPNgPy4cziHllLwBxdoZ02nIvkz5dtPz\nSr3svGjn3M6MAlmUFLzqTE9vivDVUFBRd9MnKqWciGXxc7NJP3OSfjMeZtwrb+HgKnUw6vUiO5ck\noFQp6DclzGAm1pCfT9n69TiNGYPSyXhxKiYthjBtmHFDJ5A6CXV1EBBl8neISyvGzd4SH60t3cdM\n4P53PsLK1o41c19n1+JvaKiXr0G++94g7LVW7FicIKvYbhkcLGmWf1iOvs40DTLQb6B8Osajg9TM\nlmL65W9rqSLUw4H4m8yzN9TVsXPhV/zy7hvYODhy/zsf0W3UOBSN1Ed+ejmxm1IJ6eZutMu7eNUq\nxOpqtNOnGb3eheILZJRnmH7xgxTYHbzB2XhnaHljY1KErxOObh6Mf+1toqb9i9QTsSx5bjapJ+XN\nmQWwtlMTNTmUwswKYjfLK7Zrpk4Fvd7sEZy3Cn+7wA7QZag/zl627P7hvCxKxi4qCgtfX9l2rdH+\n0ZwrPCdPHRMY1ah8MG3j22RsdbMKZLqGenYv+ZY1c1/HxsGRKe98TOSQEQiK3/7bT+/K5HJSKb0m\ntMZOY2nwXMU//ojY0NBccDaE7IpsTheclvfQpuyRnDD9jIzKa0R8hmTD2vTicfMPZMrcT4gYPIK4\nTWv58dVnKcqWZ8WqtlIxYFoYZfnVHPo1SdYa7Yzp6AoKKNtgenh1mDYMbztveUV2hVKy8U3eI6uZ\nLcLXiRM3caJSUXYmy1/9N/Fb1hM5ZCT3v/Mxbv6/Ta/SNejZsfgcVnYWRn2ZxPp6ipf9gE2PHli1\naWP0mjGpMfJomGbFVJRRm16AU5mlUmNSoyxUUCjoPGwUk9/+CCs7e35+5z/sWfb9tV41BhDYyZWQ\nbu7EbkqlINM05af29sJ+4ECKV61GXyW/X+JW4aYEdkEQBguCcEEQhERBEF68GedsCbqGemqrTGe+\nSpWCAdPDqZZJyQhKJdqpU6k+cYLqkydNHt+kjpFFx/je1ah8MN2IEupuj7XFzZmoVJqXw4r/PE/s\nxl/pNGgYk9/5qHlb3YSSvCoO/5qEX3tnQrsbNlbS19RQ/OMKyWfH39/gcWCGGgakbMynm+SIaQQF\nFbWkFVZd03GqUqvpP/NhRj33GmUFeSx78UnO7ZPX8OMVqqF9lDend2WSfcn05217991YhoRImmUT\nAbiJjjlyWWazUkBfKMuUBnmbQKSvhvLaBhLzb3yi0tk9O1j64pOUFxUy+vn/0G/GLFRX1U6Ob0ql\nMKuSqCltsLI1rL8u2xpDQ24u2hnGLTea1DBdPLqYpmFyTkFNiUl+HX4bvtLxqsYkN/9A7p/7MR0H\nDuH4+jWsfP0FSvPkuTL2nhCCpZ0FOxYnyKJktNOnoS8tpeTXX2Wd/1bihgO7IAhK4H/AECAcmCQI\nQviNnrcl7P1hEctefIrcFNMPgKuvfTMlkyqDknG6dwwKe3uKFpvO2r3tvQl3DpcX2C2swbe7LJ5d\npVTQwdvxhrfal44cZOkLT1J8OZuRz7zMgAcewUL9+2xcbKRgFCpFs2ujIZSuX4+uuBjtNONbbJBo\nmDbaNiabkqgqkmx6A6NMnrPpRRdpwNExuEt3pr2/ALeAIDZ/9iExX82nvs60X3+P0YE4uFixc0kC\n9SZUMoIgoJ0+jdoLF6g6csTkuZvUMbsyZLxoAqOkv1N2mzy0aVd3I9+R+toatnzxCVs+/xiPoNZM\ne38+QZ27XXNcfkY5cVvSCO3uQUAHlxbOJEEURYoWL0YdEIBdH+MGVxeLL0pqGLkvfpB2NCYQn1FC\n8BUTk66EhdqSex56jOFPvUhhVgZLX3yCS8dM76Ct7CyImhxKQUYFcTL6H6wjIrBq357ixUtkNSzd\nStyMjL0bkCiKYrIoinXACmDUTTjvNQjp3pOG+jp+fO1ZTm7bZDJzupKSqa0yTskobG2lhqWtMbIa\nlqL9ojldcJrsChnNTQF9pSEBFfkmD43003A2u4yaevMnKuka6tm16GvWffQOGs9WTH3vU1p3v7vF\nY0/tzuRyYim9TVAwoihSvGSJ1JDU/dqH/0rkVOZwKv+UvIc2ZS+STW+UyUPjGycmtWtlWJ9s7+zC\nhP+8Q/cxEzi9M4blr/ybomzjVJnaSkW/qVL/w5G1plUyDsOHo3R2lkXZhWvD8bLzYmuajFqMNhAc\nfWQVUAMaJyrFpV3frq4wM4MfXn6Gs3t20GPsRMa/+nazDcCV0On07FySgJWdBb0mGPHRB6rj46k5\nfVoaQqEwHlK2pW37nTeMUSTvbrTpbXnqUhNEUZQak0x4CIXe1Yup783Hyb0V6z54m91LvjVJzQR2\ncqV1V3eOb0w1qZKRXv7TqUtLo2KPPMHErcLNCOxewJXav8zGn910eLUJZ+p78/EJb8/2bz9n04IP\nqKs2zGcpVQr6T2tUyfxkunFJO0WyaC2SUQBpCl6ysvamir6MAlmEjxMNepEzWeY1KpXm5bLi9ReI\n27yOyCEjmfjm+zi6tUyvlOZLFIxvW2eDeuQmVB48SO2lRLTTp5t0R2yS+MkuiqntoVXLrn9XIj69\nhPBWDlirjTcmKZRKek2cxr0vvUFFcRHLXnqa8weMf+beoRra9fHi5M4MkxN1FJaWaCZOpGL3bmpT\njI9GEwSBaL9ojmQfobTWxP+lIEidtyl7JV7ZxHkjfJyuq98hYd8ufnj5aarKShn70hv0nDAFhYHO\n0Lgtkgqm7+RQoxQMQNGixSgcHXEcZTyfa6Zh3Lu06A3zO9RXS3WpwCjjxwGphVUUV9XLsppwcvdg\n4pvvEzF4BLEbf2Xlf18wqXnvc18IlrYqdi4xTck4DIqWGpZk9j3cKty24qkgCLMEQTguCMLx/HzT\nmash2Dg4cu+L/6XnfVO5cHAfy156utn7uSW4+TkQEe3L+YOXSTPRuGTRqhX20QMpWbUafaVxLt/H\nwYcwbZi8AlmrTpLXuJzAfsVQBblIPH6EZS8+SVFWJiOeeYl+M2ahVLX8MIp6kV1Lz6NQCPSbYliP\n3ISixYtRurjgMMzEkGGkl1yoJhQ/Bz/TN52yB/x7mfQib9DpOZlZQoRMUyeAgE6dmfrup7j6+rNx\n/jy2f/s5DUbULHfdG4S9RqJkTDUuaSZNRLCwoHjpMpP3Ee0fTYPYIE8dE9hP6sC9bLrGE+Gr4VJe\nBWU18pRA9XW1bPv6MzZ99iFuAUFMe28+/h0Nv1ALsyo4vimV1l3dCexkfNZBXWYm5du3o5kwAYWN\nccvppJIkUkpTmmtURpFxBHS1v3kuGUETLSXX9VNlYUH/mQ9L1ExmOktfeJLkOMN+QFZ2FvSdFEp+\nejnxMcYblwQLCzT3T6bq8GFqzp+XdT+3AjcjsGcBV+ravBt/9juIovi1KIpdRFHs4mpE4yoHgkJB\nj3vvY9yrb1FXXcXyl5/h9C7DzQhdh/mj8bBh97Lz1FUb33o5T5+Ovryckl9MF0AG+g3kVP4pcipN\naFcVSgjoDUm7TSofXO0t8dFay8rIdA0N7F76HWvnzcHB1Z0p735CSPeeRtec3ZdF1sUSeo5rjZ3G\nuCd0bXIylXv3oZk8CYWRhiSQaJgT+SfkPbTFaVLjSWCUyUMv5lZQVaczyK8bgoOLKxNen0uXEfdy\nctsmfnztOYpzWqbNJEqmDSW5VRxdbzwTV7m44DB8OCW//IKu1Hgm3ta5La1sW8nb1TXxyDLomAhf\nJ0RRsqg1haLsLH589VlO7dhCt1HjmPCfd7DTGs6WdTo9OxYnYGmjovd9xikYQHrBKRRo7jfekARS\n/UVA4B6/e0weS/IeabC5X8tU4pWITy/BzlJFazf5k7JAomamzP0Ee2cXfnnvDfYuX2SQmgmKdCMo\n0o1jG1MozDZOyWjGj0ewtv5Ds/abEdiPAa0FQQgQBEENTATk+VjeIHzbdWDqe/NpFdqGmC/ns/mz\nD1ukZlQWSvpPD6OypJYDPxunZKw7dcK6Y0eKlpougJiljgmMkgYYF5uebh7hozHJoZbl57HyjReJ\n3fALHQcOZdKceWg8DDcXAZQVVHNgTRI+YRrCepoeRFC0eAmCWo3mvvtMHtvkaChb5giysrEm6WeT\n5YI5UKpU9J3yAKOff42y/FyWvfgk5w+2bNbkEyY1Z53Ynk5OivGArZ0+DbG6mpLVq40eJwgCA/0G\ncujyIcrqTPjT2LlJfLKMXV1HHycEAZPfkYQDe1j20lOUFxUy5oXX6T15hkHqpQnxMenkp5fTd1Ko\nwUakJugqKij56SccBg3CwsP0yMiY1Bgi3SNxsTZciG1G8m7w7gqWpoN1XHpx85Qpc6Hx9GLSWx/Q\nYcBgjq39iVVvvmyQmukzMQS1lYqdS84bdQmVfHJGU7ZhAw03wE7cCG44sIui2ADMBrYCCcAqURTl\nmZzfBNg6aRj7yhzuHn8/5w/sZdlLT5GXem0hzCPAkU73+HJufzbp54xTMtoZ06lPS6di926jx/k7\n+hOiCZHXPh4YJf0tQx0T6etETlkNl0tbblS6dOQgS154nMKMNIY9+Tz3PPToNTK1qyGKIruWnUcA\noqYYV8EANBQXU7p2LY6jRqJyNsGHIj20wU7BBDgGmDyW5D1g5w6uxvXOIGVjzrZqfLSmZ48aQlDn\n7kx9X/LF2fjp+2z7+jPqa68djtBzbDC2TpbsXJxAg5HitVWbNth0707Rsh8QTTRGRftH06BvYFe6\nTHVM2iGJXzYCBysLWrvZGdzV1dfUEPPVfDbNn4erXwDT3ptPYKTxKU0AhdkVHNuYQnBnKTs1hdI1\na9BXVpqUOIJEwySVJskrrFcXS5OlWvAPuhpVdQ2czym/rhd/EyzUlgycNZuhTzxHfloKS59/gsTj\n1yqfbBzU9LkvhLzUMk5sN24popk6VdL2r1h53fd1I7gpHLsoiptEUQwRRTFIFMW3b8Y5zYFCoeSu\ncZMY/5+3qa+pYfkrzxC7ce01GXe3kQFoPGzYtdQ4JWM/cCAqT09Z6odov2hO5J8wTcc4B4ODl8yt\ndqP39lUZWX1tDdu/+4J1H72Dk3srpr47nzZ3y5ufeHZfNpnni7l7bDAOzqaDZMnKlYg1NbIkjnlV\necTnxcvL1vV6KSsN6Guy6QQk/jTiisak64WDixv3/fc9uo4cy6kdW6TaTNrvd09qaxX9prShOKeK\nYxuM76y0M6bTkJNDWYzxl3p7l/Z42HrI3NX1lXjlDNNyykhfDfHpJdfQj3mpySx76SlO79pGt9Hj\nue/1udg7m86Q9To9OxcnoLZS0Wei6QHxok5H0dJlWEdGYt2+vcnjY1IlGkYWVZe6H7mKqVOZpej0\nomx+3RjCevZl6nuf4uDmztp5c9i58KtrZLPBXdwIjHDlyPpkirIN1+EsAwKkoeg//oi+1rT09mbj\nb9V56hPenqnvL8CvYyS7l3zDmnf/S0Xxb/apKgsl/ac1UjJG7H0FlQrtlPupOnqUmoQEo9dsCmbb\n00zYEQiCFMxS9krBzQjCPB2wVCl+p1XOTU5k2UtPczJmI52HjWbSnPdx8jBNp0AjBfNzIt5tNLTt\nbZyuAdDX1VH0ww/Y9uqFZWvTPOv2tO2IiAzyMzEwASDvHFTmQ5Bp74/iyjqSCypvykMLEjXT5/6Z\njHvlLWorK/ihhQTAt60zYT09iY9JNzq4xa5vX9T+/hQtXGRUdttExxzMPkh5nYkORr+7JV5ZJs9e\nWl1PcoEUXES9ntiNv7L8lWeoq65i/Ktv0XvSdJPUSxPit6WTl9ZIwdgb3/0BlO9onJAk48UPEr8e\n4RaBq42M+lryblDbgXcXk4fGX8fwFWPQeLRi0pwPiBw6ivgt6/nhpad/xwAIgkDfSaGoLSVTNGOU\njHbGdHRFRZRt2HBT7s0c/K0CO0iqmdHPvcY9Dz1KZsJZljw3mwuH9jf/u0dgIyWzzzgl4zR+PIKN\nDUWLFhm9XoBjgETHyFHHBEZBdZGkaTcCtUpBey9H4tKL0et0HPl1NctffZa6qkrGvfIWUdMeMqh6\nuRqiXmTn0gQEAfpPM+wFcyXKNm1Cl1+AdrqMwd1ID22QYxCBToGmD25uOjG9zT7RWBw0ZxSejX/1\naAAAIABJREFUHPh16MS0eZ/h174Tu5d8w+q3Xv0dr9pzXGtsnSzZsdiwSkZQKNBOn0bNmTNUxxn3\nIYn2i6ZeX8/ujN3Gb8zSXuKVZQT2yCvUU6V5Oaya8zK7l3yLf6fOTH1/Ab7tOpo8RxMKsyo4uj6F\noEhXgjubpmBAkjhaeHtjP9B0ITS5JJnEkkR5OzqQfn+/u0HGpKG49GICXGzR2pp+GcmFysKCftP/\nxdiX36SmsoLlrzzDsXU/o2+Uoto4qOkzKYS8tHLijdj72nTvjmVoKEWLl9wSYz9j+NsFdpDeqh0H\nDmXK3E9wcHVnwyfvsv7jd5td3poomZ1LDHvJKB0ccLr3Xko3baY+17jONdovmvi8eHIrTbQqmzEu\nL9JPQ1ZyCj+8+iz7f1xMcNceTPvgf/h16GRy7ZWQ7HhL6DWuNfZa05PRpS7CJaiDg7DtZVxhA1BQ\nXUBcbpx5D61LCDiabnWITy9GIUAHb/MHJ5iCjYMjo5//D9EPP0FO0iUWPzu72ebV0lpF/2lhlORW\ncdhI45LjqFEoHR1NUnYdXDvgbuMuvxaTfULqzDWCIFc77C2VnN25lcXPPU5eShKD/u9JRj37KjYO\n8j8vXYOebQslO96+k0Nlrak+eZLquDi006YZnZDUhK1pW+XTMKWZUJgoi4Zpaky6WTu6q+HfMZJp\n7y8gMLIbe39YyIrXnqcwUwrkwZ3dCIpw5eiGFIONS4IgoJ0xg9qLkt317cTfMrA3wdnbh8lvfUCv\nidNIOn6YRc88wrm9O1GqFNwzM5zqsjr2rTI8bFo7fRrodBQvM65Zlm3la+8hFQxNBPaG+nq8U/cx\nNmMVxbk5DH/qBYY/9QLWdubJuUpyqzj4cyK+4VpZKhiAqqPHqE1IkNWQBNLvLCLKK4o11ELaAVkP\nLUht4m08HLC1NK51v14IgkD7/tFMn7cAt4BAYr6az+o3X6YoOwufMG1z45IhLxmFjQ1OEydSvn07\ndemGMzeFoGCg30AOZB8wTccE9gNESDU+yb44O5NxOeuwO/4LHkGSDXO7fgPNrkUc35RKYWYF/aYY\ntuO9GoWLFqGwt8fx3ntlHR+TKtEwbjYydgNN4gIZO7qMomoKKupuGg3TEmwcHBnxzEsMe+I5inMv\ns/SFJzi8ZiW6hgbJ3tdaxfaF59DVt0zJOAwbitLV5bZPWPpbB3aQuhG7j5nAlHc/xcndk83/+4hV\nb7yEQlFM56H+XDySS2Jsyxm52sdHcmxbudJow1KAYwCtNa3l0zFph6Qg1wJSTsSy5LnHyN+zjkTb\nQKwnvUToXb3NfmB1Oj3bvj+L0kIhm4IBKPr+e5RaLY4jRsg6fmvqVoKdggnWBJs+OPMY1FfJCux6\nvciJ9JJblo1dCUc3Dya89g4DZ80mLzWZJc/P5uDq5XQZ5o2DsxXbF50zWGzXTJ4MKhVFJhqWBvkP\nkkfHeEVKHbkGXv71NTUcWLWMpS88jl11Pjtdohjy/BvNNszmIDdFmgEb2sODgI7yekvqMrMo3xqD\n04TxKO2Mm7cBJJdeBw1j6wpupu2mmlRBpqwEbhSCINCmZ19mfvg5QV16cGDlUpY8N5vc5DP0mxom\nUVkGiu0KtRrtlKlU7t9PzQXDSeTNxt8+sDfBxcePSXPmMXDWbAoy0lj6whOU5W7BuZWCPcsvUFna\ncqB1njkDfVkZJT+vMXr+QX6DZNIxUdBQfY3yoSg7k1/nvcWaua8DAmNfeoOzISM5kX99w61jN6eR\nl1ZO1P1tsHUy7AVzJWoTE6nYswfNlPtRWJmmbfKq8synYQSF1HFqAon5FZTXNtzSbOxKCAoFHQYM\nZsZHXxDcpQeHflrOspceIziihPLCavatbPmhtHB3w3HoEEp+/tlow5JsOkZpIX0+Sb+XR4p6PWf3\n7OD7px/m8M8raN29J+2fnMtZ+zBOm2k/AVBX08C2hWexdVTT24QXzJUoXroUFAq0U43bNzeh6fe9\nx1dGU1LTGLzAKDDhOQOSo6ONWkmou3k72euFjaMTI55+kXtfegNR1PPzO//hVMxXBHRUEh+TxmUD\ng1s0902QGpZM1OtuJv4xgR1+e3hnfvwl7ftHc2r7ZnITP6OyeB/bvotHbMHj2rpTJ6wjIihasgRR\nZ1jb3KyOSTehjvHvJSkfGh/csvw8tn75KYueeZT00yfoPXkG0z/4DP9OnYnwdSI+zXxPkNyUMo5v\nSiWku7vsYhhA4cKFCFZWaCZNknV8Ew0jSw0D0kPr1VkaTGwCTTastzobuxp2Gi3Dn3qB+/77LjYO\njhxc9Tkq4SfO7j3ApeMtv7S1M2ciVlUZ1SwrBAXR/tHsz95vulkpMEpqZCtORRRFEo8dZtnLT7Pl\n84+xddJy3xvvMeyJ5+gWJjloXo/N84HVlyjNr+aeGeFY2sgrxOvKy6WGpMGDZTUkwW9qGHdb40Ze\nAOSehco82VRdXHoJHb2dUClvbxgL6NSZ6R98Ts/7ppJ2Kp7zez9EbNjB1m8Ot7izUzo54TR2LKUb\nNpis190s/KMCexNsHBy556HHmPHh5wR0iqS+8iBJR97n57nzqSi6VimjnTmD+sxMyrcZDtpNdIzJ\nyUqNyof8k3vY8vknfP/ULBL27yZy6AgeWvAt3UaNa1a8RPpqyC6tIaf02mYaQ6iraWDb92exdVLT\nZ6K8YhhAfV4eZevW43TvGFQaeVlyTGoMrTWt5alhakohK1Y+v55egpONBQEuprf7twLeYe2Y8s7H\nDH70aZSqeuor17Lhk5c4tX3XNW3nVm3aYNurF0VLlxrVLA/2HyyvWSkwCp0ocGHTMpa+8ARrP3iL\n2qpKhsz+N/e//SHebdoC4GSjJtDVtvklKBdJ8XmcO3CZyGg/vELl74hKGilJ7cwZso5PLknmUvEl\nBvnLffE3fi4yxuBV1+lIuFx2W6i6lqCysKDHvffx0IJviRg0nLrKsxSmfsGyV+a06F0lt153s/CP\nDOxN0LbyZuQzL3P/Ox/j4BpK2qntfDP7ATZ88h4p8cfRN2bo9gMGYOHrS+H33xuVLTXRMYaalepq\nqknYv5vVZ5xZctSGC4f20q7/IB745Guipv0LG8fff0mb/FHkem+Losie5RcoK6hm4My2WFrLLzoW\n/7BcmpA0Y4as43Mrc4nLi5OfrafuB1Ev66EFiE0vJsLH6YYbk24EgkJB274DmPnxl/S+/1FEfR3b\nvvmQbx57gAOrllGW/1v25fzgA+gKCihdZ9hNo71Le1rZtjL68i/Ny2X/zqN8k9SDDesO01BXx5DH\nnuGBj78ivHe/a2xxO/tqiM+4tlHJECqKa9m17DyuvvZ0GyGjS7gR+ro6ihYvwfbuu7Bu21bWmi2p\nWxAQ5BXWwSzF1OmsUhr04k2XwpoLG0cn+s2YxQOffIVnyN0UZ51kyXOzWf3WqyTs3019jZSUya3X\n3SzcGrnBXwweQa2Z+u6b/PD6VuoqY0k7dYILh/Zh66QhuOtd+HWMwGHq/RS9PZeqo8ewNeBLPjhg\nMJ+d+IytqVuZ3lbSgJcXFpBx7jTJccdIij1CQ20t9k6O9HZLocP017DqMtHgfYV7OqBWKYhLL2ZI\ne9OqlvOHcrh4NJduIwJo1Vp+JqOvrKR4xQrsBw5E7WtiQEYjmiclmcOvW9hIOm0TKK2qJzGvgtGd\nTDdT3Q4oVSq6jRyKnbYD27/fgtr2IofXrOTwzytwD2xNcNceBEZ2xTI8jKLvF+I0dmyLvuSCIDDI\nfxBLzy2ltLYUR0tH9HodBelpJMUeIen4EXKTExEEBQGednSwvkjAm7+gMNKzEOmnYXVsJqmFVSZ3\nN/rGgrquXs/AB8JRquTndWXr1tGQn0+r996VdbwoimxJ3UIXjy7ympIaaiH1AETKa3iKM9PR8VbD\n0c2diW88z5r3D3D50gEKM8+xacEHWFhaEdSlOwERXXAbdy/lW7dSceAADtEyn5vrxJ3A3ggrOwsG\nzerJ2k9sCO45moB2lSTs28W5fbs4uW0TgkKBfZg/Tgvm4Zs9Hgc3d6xs7bCytUOhVFJfW4O+tpbe\nJa05tWYt67flkJeSSEnOZen89g607dOfNj374hUcgvBBEGQfRPJMaxm/NSqZ5lCLcyrZu+ICXqFO\ndB7ib9bvXvLzz+hLS3F+YKbsNVtTtxKqCZXnDQNSTcGvJ6hMS+p+Uzv8sdnY1Qjr6UV24t1cOBLI\nsCcfpCzvNIlHD3Fg5VIOrFyKhbUFDjW1JM99A+fIzthrXbBxdEJQKBAEAb1OR8fiVhxKsWb1V3Ox\nL4bc5CTqa6pBEPAMDqHXpOmE9eqLQ9ZO+OVhyD8HnoabjTo37upi04pNBvYj61LIvlTCPTPC0HjI\np7hEvZ7C777HMjwMm7tMz6cFaVJSSmkKU8KmyLtIxhFJVBAYJevwuLRi/JxtcLaTJwy4HVAoBAY/\n3IUVb+mx1/ZjyKNWXDi8h0tHDzXPBdAMvJuB3p443OJ7uRPYr4B3qIZuwwM4uj6FVkEhjHr2FXQN\n9Vy+eIHUU/Fk7t1F3uUs0lcYtuMMAvSCSLbredx9g+gUPRyftu1x8fVrnvoOgH9viVMURaOeKZG+\nTiw+lEZdgx61gQyrvlbH1m/OYGGpZODMtijMcLkT6+oo/H4h1l06Y91JXvNTk0XvExFPyLtISQYU\nXoLOM2QdHpcmNSZdPb/yj0ZTO3leahkH1+Rx36sj6DZqHOVFBWScOUX2xfOkbdrAmVOx6E/FGjxP\nD7QUK89gHRBC27798QgKwb9jJLZOV7zI1I067qRdRgN7sKsd9lYq4tKLGdfZ2+BxqacLiNuaRniv\nVoT2kNfT0ISKnTupS0nB66MPZVNjW1K3oBSU8ix6Qfo9BaUsxZQoisRnlNArWIZL5G2GncaK/lPD\n2PzlaZJPOxA963EGPvQY+emppJ8+QfrZU9dQrrcCdwL7VegyxJ/clDL2r76Eq689HoGOeIe3wzu8\nHbqho0js1x91n944/PsZaiorqK2qQN+gw8LSCpWlJeXKau7bN53Hu4xhdPuHDF8oqB9c2Cj5kjsH\nGTws0lfDN/tSOHe5jE4tBDpRlGaXFmVXMvzxjrKljU0oXb+ehpwcPOfMkb1mS8oWAPOLYsEyxqEh\nqR1uZWPSjcDCUsmgWe34ae5xYr49y8inOmGvdSG8T3/C+/SnyMqRnLfewv2rL2jw9aG6VOK/RUQU\nggIbJw0/ZPzE0uTl7LpvqeGBzg6ekpY7eRf0esrg/SgUAp18nIwWUMsKq9m+8BwuPnZmSRtB+n4V\nfvOtZB8gkz4QRZEtKVvo7tkdrZVW3oWSd0k0nZXpXDazuJr88trbrpiSi8BOrkQO9iNuSxrufg6E\n92qFm38gbv6BdBkhr6nrRvGPLp62BEEhcM/McOw0lmz5+gxVZb9N3lE6OOA08T5qtsZgL4JXaBiB\nEV0J7toDvw6d8AoNo01wJO3dOzYHP4NoKiImG1dIRF6x1W4J8THpJMbm0WN0EL7hpu11r4So01H4\n9TdYhYfLsg9owqaUTbRzbmd6YHUTknaCvacsm16dXmoT72zmYI3bCedWdkRNaUP2pRL2r7z0u39z\nGjcWlbMzlUuW4R4QhH+nzgREdCEwoiv+nTrj5h/IkLYj0aEz3akc1F9qZqszPP4RJDrmQm455S1M\nVKqv1bH5y9OIepFB/2qHysR4watRffw41SdPop05A0El70V7rvAcmRWZDPYfLO8iVUWSjUJglKzD\nf+PX/7zfke4jA/EJ17JnxQVyU0zIW28B7gT2FmBla8HgWe2pqaxny9enf+fNrZ02HUGppPC77wyu\nH+w/mAvFF0guMTIg2TlI1gBjdwcrvJysm7/MVyL9bCGHfk0iuIsbEdEyg+wVKI+JoS4tDeeHH5a9\nxU4pTSGhKIEhAUPkXUSvk37HoP6ybHov5pZTWacj0u/PmY01IbS7BxEDfTmzN4sze34bmq2wssJ5\n5gwqDxyg+nTLZm+hmlACHQPZlLLJ+EWC+kk2vunGfUYifTWNE5V+36gk6kW2LzxHYWYFAx9si5Ob\n8dF1LaHgiy9QurjgNHas7DVbUregUqjo79tf3oKmweYyHD/ht8akNh63pzHpeqBQCEQ/0BZbR0u2\nfH3aYAPkLbv+bb3aXwiuvvYMmB7G5cRSdi4539y8ZOHuhuOYMZT+vIb6nJZljdH+0QgIbEk1krUL\ngpShyBhg3NlPQ2xq8e8kbYXZFcR8dxbnVnb0nyrfMqAJoihS8NXXqAMDZTn0NWFzymYEBAYHyMzG\nLp+QBicEyXvIm15gf7bCaUvoMSYIv/bO7Ft5iawLv714nSZOQuHoSMGXX7W4ThAEhgQMIS43zriP\nv+/doLSEROMzUzv5ShOVrt7VHV6XTPKJfHqOa41/e/P56Kr4eCoPHsL5gQdkdSID6EU9W1O3cner\nu3G0lGlGlrxLslHw6izr8Nj0Yjr53P7GJHNhZWfBkIelBHHj/05RV3N9XeTXgz/3J/MHo3UXd3qM\nDuTSsVyOrP8t+3aeNauZe2wJbjZudHbvzOaUzcb1xUGNA4yzjNu+dvbTkFNWQ3Zjo1J5UQ0bFpxE\naaFg6CPtsbA0b3sNULFnD7Xnz+P8r3+1KM1rCaIosjllM109usozdAKJhgHZ2+zYtGJc7NT4as3P\nLm83mrIyRzdrNn91msIsyeVPaWeLdupUKnbsMOgPMjRgKCKiccpObSPZ1yYZD+wOVhaEuNn/bld3\n/vBl4rZIxdIO/Q0XVY2h4IsvUGo0aCaaHo3YhPi8eC5XXpa/oxNF6cUV0EeWTW9lbQMJl8v/1FTd\nlXD1tWfQQ+0oyCgn5tuzRv3bbybuBHYTiBzkR3ivVsRuTuPsPmlGt9rbC6cxYyhZtYr63JbbzIcE\nDCG1LJWEIiODOgL7AQIk7TB6D1dK2moq69nw2UnqqhsY8XhHHFzMHxkniiIF//sci1atcBw+TPa6\nhKIEUstS5T+08Juqw1ZexhifXnJTJibdLqitVQyf3RGlhYJ1809Qmi+NtdNOuR+FrS2FX7Wctfs6\n+NLepb0MOqY/5CdAWcuDuJsQ6aeR/Pv1Iskn8tm55DxeoRr6TAq5rs+y+vRpKvfuQztzJgob+S/Z\nDckbsFZZ099HJg1TmCjNAg6Wd/zJjBJ0evEvE9gB/Du40GdSKGlnCtnz48Xb4s1+J7CbgCAI9JkU\ngm9bZ3Yvv8D5Q5Iu3fnhh41m7YP8B2GhsGBDspHpKTZaafuZaNxfpo2HPTZqJXGJBWz64hQleVUM\neaQDLt7XxzFW7NpNzenTuDz6CIKFPJ8QgE3Jm1ApVPJ8tQFqyyV9skwaprCilpSCyr/UQwvg4GLN\nyCc7oWvQs+7TeCpLa1E6OaGZPJmyzZupTUpqcd3QgKEkFCUYr8U0fXZJJorsvk6U1zRw5FAWW789\ng5ufPUMfaY/yOumKgi++ROnoKLlXykSdro6Y1Bj6+/bHxkLmy6Dpux8kTzHVRDf9mQunLaFdHy86\nD/bj3P5sg26yNxN3ArsMKJUKhjzcDp82GnYsSeD84cuovb1wHD2qMWu/9j/K0dKRPt592JS8iQa9\nEW4teIDkoWJksIJKqaBzK0dU+wvJSSrlnhnheJvh8XElRL2e/AULsPD1xXHUKNnr9KKeLalb6NWq\nl3zuNHU/6BtkB/YmM6u/Ar9+NZxb2TF8dkeqyutZ9+kJKktr0T4gZbv58xe0uGaQ/yAUgsJ41u7e\nVhr8bYKO6eynwbtBQdzyS2g8bBk+uyNqq+uTi9acO0fFzp1opk+TZc3bhH1Z+yirK2N44HD5F0vc\nAdog0MprdItNLybE3Q5Ha/kJyZ8F3UcFMmB6GEER8iySbwR3ArtMqNRKhj7SAe9QDTsWJ5Bw8DIu\nDz8sSQa/+abFNcMDh1NYU8iRy0aGEwffI3moGFHH1FTU0y21AYdqPX1nhNG6iwynPAMo37ad2oQE\nXB971KxsPTY3ltyqXDNpmJ2SjYBPd1mHx6UXo1IIt2Ri0u2AR4Ajwx7tQFlhDWvmxVJRb4l2+nTK\nt26l+uzZa453tXGlm0c3NqVsMrw9FwTpxZi8y/is3KxqxleqqbdUMPKJTljZXn/gy/vkExSOjmin\nyOwabcTG5I1orbT08Owhb0F9jfTyl9nfoNeLxKUV09lPpjb+TwZBEGhzlyeK21D0vRPYzYBKrWTo\no1Jw37kkgbi4OhxGj6Zk5UrqMrOuOb63d2/s1fbG6ZhWkZKNrQGevaygml8+ikNZ3sCvtnWUulz/\nAyvqdBR8tgB1YCAOw83IqoD1SeuxUdkQ5RMlf1HSTqmTUCWvaep4WjFtWzlgZWF+MfjPAu9QDaOf\niqCuWseaebHoo8ejdHQk/9NPWzx+aMBQMsozOF1gZA5uUH+oKoScky3+85m9WWz56jS1Nkq2uuux\ncbj++Z+VR49SuXcfLrNmoXSQ3/heXlfOnow9DPYfjEohc6eQfkiyEQiWp8pKzK+grKbhL0fV/RG4\nE9jNhIVayfDZHQnr6Uns5jROuo9Cp7Js8cG1VFoS7RfNjvQdVNUbaDJRqqQiauIOSSFwBdLPFbJq\n7jEqimvpP6styRZ6YlPN92dvQtnmLdReSsR19mOyZlU2obqhmpi0GKL9o+Vzp0UpUmFMJg1T16Dn\nZEYJXfz/mtnYlXAPcODe5yJRWihY+8UFKsY+SeXefVTFXmszcI/fPVgqLVmXZNgVsllRlPj7l79O\np+fgz4nsWX4B33bO2A3xIqG4isKK69NMi6JI/kcfo3J3R3O/fG4dYHvadur0dWbSMNtBqZZlIwC/\n8et3Artp3Ans1wGlSkG/KW3oOS6YlIRy4nv/l8xdJ6g5d+6aY4cHDqe6oZqdGUY40uABUH4Z8iQF\njV4vcnxTKusXnMTOyZLxL3WhTUc3QtztiJVp4Xs19HV15H/6KZYhIdgPlqlBb8SO9B1U1lcyMmik\n/EVNRbHW8trQz2SXUtugp6v/3+Oh1XjYMva5Ljh72XEo2Z3zHR8g++MF11Au9mp7BvgOYHPKZup0\ndS2fzM5NUhZdEdhLcqtY834s8dvSadvHi6H/155uwVLnsaEuZVOo2LmT6hMncJn9mGzdehM2Jm/E\n196Xdi7t5C9K2gm+d4FaHo8fm1aMs60af+c/vxT2j8YNBXZBEOYJgnBeEIRTgiD8IgjCn7td8CZC\nEAQ63ePL8Nkdqbd0ILbzc+z5eAcNdb9vNop0j6SVbSvjdEyTIiBxO5eTSlk99xhH1iXTuos7Y5/v\n0twx2NlPQ1yaJGkzF8VLl1GfkYHbC8/L1q03YV3iOrzsvOjsLq+BBIBL20AbaNQH50ocT5WKx39V\n/rQl2GksGfPvCDoP8SNbE8k+IZoLP+66JriPChpFWV2Z8XmoraMh4wi6iiJO785k5dtHKc2vZtC/\n2hE1ORSFUkE7L0fUSgXHryOwizodeR9/jDogAKcxY8xae7niMkdzjjIscJh8aWVZNuSdk82vgxTY\nI/3+OlLYPxI3mrFvA9qJotgBuAi8dOO39NeCX1tnJr/RgwC3ahKVbVn20h5O7sxo7jJTCAqGBQ7j\nUPYh8qoMyJwcvSi078v2LQrWzIulpqKe6IfaMvCB8N81H3X201JW00BifoVZ99hQVETBF19g17cv\ndj3le8KA5OR4+PJhRgSNQCHI/LrUV0sdtTKzdYBjqZLtrKv9n8eG9WZAoVTQY1QQI2e3R7S0Ysde\nWPtxHLmpv/mHdPfsjpuNG2uT1ho8jz5oIOer+rD8zVj2rriIR6AjE1/r/rvRh1YWSjp4Oza/JM1B\n6S+/UJeYhOtTT8n2hGnC2qS1iIiMCpavsmrefciUOf5VpbB/FG7IPk8UxSsn8x4Gxt3Y7fw1YWlj\nwaDXBnPs3kdIcuvH/lVwbEMKbXp44h2mYajXcL45/Q3rktbxUKPjo6gXKc2vJvtSCecOZJOb8hQK\n6om8x5POw1u3KFVr+lIfTy0mxIwBvvkLFqCvrsbt+efM/t02JG9ARGRE4Aj5i1IPNBbF5OndRVEk\nNq2Y/m3kz2f9q8GnnRtjp7hyZM4PpKvG8tO7x3HxsSO4sxtBEW6MDBzJwrMLya/Kbx5ModPpuZxY\nSuqpApJP6CgvfQIX+2KGPdoXv/bOLWauXfy1fLc/mZp6newitK60lLyPPsY6MhL7aJk9Co3Qi3p+\nTfyV7p7d8bIzPfmoGUk7wM5DknPKQNNMgi53Arss3Exf1AcAw9N8/+ZQqNWEzR6Pw1NPo3zivyQr\nwzm9J5OTOzMQBJhu+yZ5Z6v52TUWvU6k6HIlDbUSbaPxsKFnPwg9+yDW7b8Fq7AWr+HvbIOLnZrj\naUVM7i7P9Kv20iVKVq5CM3EilkHyaJEmiKLIuqR1RLhFyHdyBEjcBipr8Je3O0guqKSosu5vw68b\ngmNUb8JWLMfryH+pffVbUi5UcvjXZA7/moxa1YFxqhf4Kf0YrhZuVJXVUVVWh65ej1KlwCtUQ0+v\nGAIrliG0u2jQUK2Ln4Yv94iczCihe6A8t8/8+QvQlZTg8dqrZtMcx3OOk1WRxeMRj8tfpKuXbATC\nR8gyhgOJqlM30k13YBomA7sgCNuBlkaSvyKK4trGY14BGoAfjJxnFjALwFfm+LW/GuwHDcK2Z0+q\nv/+AAZs2IswMJyeljOyLxZy5lMj5vEyq9BU4WDkQfrcnzt52uPra4+Jth6CrgyQRLm2F0JaLm4Ig\n0MVPyzGZW21RFMmdOxeFrS0uj882+/c5U3CGlNIUXr/rdfMWXoqBgN5gIc/uoIk6+DsoYkzB7YXn\nqRg5Co8jy4h8523Ki2pIO1NIaX41O84kU1Shp5WnJ55ujtg4WOIZ6Ih3mEbawZ08D7/kS8ZqXpEt\nnr95V5dWLCuw15w/T/GPP6KZOBGrsJYTCmP4JfEX7C2kArBspB+G2lIIkV/EP5JSREcfx7+0FPZ2\nwmRgF0XRqMhUEIQZwHBggGjEBEEUxa+BrwG6dOly680S/gAIgoDHa6+SPHIUee+9j9fTKRzNAAAg\nAElEQVSHH+AdqsE7VEP7Bk/6r3odlc9l3un9zrWLVZaSKdjFrUanKnUN0LLlbA6XS6vxdDQeOEt/\nXUvlwUO4v/YqKo352fDPl37GWmUtf6AGQGGSNDykx6OylxxLLUZrqybQxGi3vwMsAwLQTp1K0fff\n4zR+HPYREbTrI1EYWe3imHN4DiuGraCtSwsURfAAQJAK0wYCu8ZWTWs3O1k8uyiK5Mx5C6WjI65P\nypyGdQXK68rZlraN0cGjsVKZoaK5tFWSOQZGyTq8qq6BM1mlzOoTaPY9/lNxo6qYwcDzwEhRFI1P\nA/iHQO3vj/O//kXZxo1UHvzNR9taZc2QgCFsS9tGWZ0B4/2QwVCWBblnDJ6/W2NWezTF+IPbUFBA\n7rvvYh0ZiWbSJLN/j4q6CjalbGKw/2Ds1WZ40lxqHB4hs+kEpIy98z9I7eDy6COoPD25/PIr6Bun\n2IM0DN1KacVPl35qeaGti+QtdCmm5X9vRBd/DbEy1FOlv/xKdWwsbv9+BqWj+RTH5pTN1OpqGRNs\nnoqGi1ul+beW8r5XJ9JLaNCLdA34++/obhZuVBXzGWAPbBME4YQgCF/ehHv6y8N51r+w8PUl5403\n0Vf99r4b23osNboaNidvbnlhk4rkomEr1zBPe2zVSpN0TM7bbyNWVeH51hyz5Y0g6ZKrG6oZHzLe\nvIWXYsC5tWzvj/zyWlILq/72/PqVUNrZ4TlnDnUpKRR89lnzzx3UDgwJGMLG5I1U1BlQPrWOlryF\nKgsNnr9Lo3rqUp5h9VR9dja577yDdefOON57fePafk38ldaa1oQ7h8tfVJQMBRfNomGOphYhCHca\nk8zBDQV2URSDRVH0EUWxU+Of/7tZN/ZXhsLSEs8336AuPZ3cd99r/nm4czghmhDWJK5peaGdm5SR\nXdxq8NwqpYLO/lqOpRjWKpfv3En55i24PPoIloHmb19FUWT1xdW00bYxr+GkrlLy/mgtX1kRm/bP\n4devhF2vnjiNH0fh9wupPnGi+ecTQidQ3VBtuO+h9UBANGr13LXxszT08hf1erJfehn0elq9O/e6\nXvwXii5wuuA0Y4LHmLfTuti42wgxRwpbRJiHAw5Wfz3jrz8KdzpPbxFse/TA+cEHKFm1irJtEj0h\nCAL3tr6Xc4XnOFt4rSkUIGUymcehIt/gubv5SzMuS6qu7VSsz8vj8n9exzIkBOcHH7yuez9dcJoL\nxRcYHzLevIc2aZc0ys2MbOxYajGWKgXtWv3z1A5uL7yAyt2d7JdfQV8r2QC0c2lHuHM4Ky+sbNkY\nzLMT2Loa3dX5aK1xtbc0yLMXL11K1ZEjuL30Imofn+u69x/P/4iV0sq8bmSQ7tslRGpek4F6nZ64\ntBK63aFhzMKdwH4L4frEE1i1bUvOq681D+QYGTQSa5U1yxOWt7woZBAgSpJBA2jKyI5f5RsjNjSQ\n/cy/0VdW4vXhBwjq6zODWn1xNdYqa4YGDDVv4YVNkqGZ392ylxxLLaKjjxNq1T/vq9hMySQnkzNn\nTnMgnxAygcSSROLz4q9dpFBIL85L26ChZQsCQRDo6q/hWAu+QrWJieR9+BF2UVE4jbu+tpPS2lI2\nJm9kWOAw+RbOIPnzp+5v/I7Lw5msUqrrdc3f+TuQh3/e03QbIajVtPpgHvq6OrKffwGxoQF7tT0j\ng0ayOWUzhdUt8KQeHcDe02hG1tHHCbVScc1WO/+TT6g6fhzPN9/AsnXr67rnsroytqRsYVjgMOzU\ndvIX6hrgwmZoPUjWiDOA8pp6zmSV0uMfnI3Z9eqJ8/89TOlPP1OyYgUgTd+ys7Bj5QUDbSFthkFt\nGaTuM3je7gHOZJVUk1H0W41HV1JC5uzHUdja4jnnzesuVv+a+Cs1uhomtTGzKJ+8G/T10ndEJpq+\n410D7vDr5uBOYL/FsAwIwOM//6HqyBFy3ngTURSZ3GYy9fp6fr7087ULBEHKaBJ3GszImlrHj14R\n2Mt37KDw2+9wmjQRxxFmdIlehXWJ66jR1ZhfNM04AtVF0EZ+ln88tRi9CD1kNtL8XeH6+OPY9u1D\nztvvUBUbi42FDSOCRrAtbRtFNS3QKYFRks/9+Y0Gz9n0mR5OlpIHsb6ezKeepj4rC+/PFqByvb5h\nDzq9jhXnVxDpFkmoNtS8xRe3gKUj+Mr0aweOpkhWE2725pmS/dNxJ7DfBjiNGY3zww9Tsno1hV9+\nSaBTIHd53sXK8yup19dfuyBkMNSVQ9oBg+fsGqDldGYp1XU6quLiyXrueazatcP9peu362nQN7As\nYRkRbhHmKR1AomGUarNkjodTCrFQCn+5MWc3G4JSide8eai9vMh88inqs7OZEDKBen09ay61UGi3\nsJbskC9sNjh8o7WbHRobC46kFDXr1asOH8ZjzpvYdDbDzO0qHMg+QGZFJpPCzMzW9Tq4sEXS4svc\n0en1IsfTiv5RiqmbhTuB/TbB9akncRw1ivxP51Oy5hfuD7ufvOo8dqS3oG4I6CtlZAnrDZ6vW4CW\nBr3Iqe0HyZg1CwtXV7w//x+K6+TVQbLnzarIYnrb6eYtFEUpewzoI1ubDHA4uYhOPk5Yq+90Eyod\nHPD+32eINTWkTZ2Gb6UVd3nexQ8JP1Cra8Ffvc1wKM+Gyy3w8IBCIdA9wJnDSQUUfvklJatW4Txr\nFk6jR9/QfS4/vxxXa1fzOk1BGqpRVQDh8outl/IqKKmqv8OvXwfuBPbbBEEQ8JzzJrZ338Xl116j\n/f5sfOx9Wi6iqm2kzPf8BoMZWWc/DUGlWVi/8jRKJyd8Fy/Cwu36TbREUWTRmUX4OfgR5R1l3uL8\n81CcAqHyaZiKWqmb8J9Ow1wJy+BgfBcuRFdRQdqUqTzoNJSC6gI2JLUgfQwZBIISzhuel9rd34lh\ne1eS/+l8HEaMwPWpJ2/o/pJLkzmQdYDxoeOxUJgpPUxYD0pL2cZwQDPVeEcRYz7uBPbbCEGtxmv+\nAmx79ST3jTd5fr8zJ3PiOJ3fwli08FFQkStx1y1hzy7mHfiSSpUVvosWYeHRkp2PfPx/e3ceV1WZ\nP3D889zLvoMoiKgoiAq4Iea+lGGSpTW/dGzRrKZtftaUNW0zTssspdNkmy2WW2P108rUNktSU9xx\nZXNhlU1AQBDZuc/vj4MrINxFLuDzfr3mpVzuOec7ds/3nvOc5/l+D+QfIL4wnln9Z6HXGXkFfX6s\n14jEHpteRJ1BMryXSuyXchwQRs+VK5BVVXjO+w83lQewImEFBnnFF7yTlzb7qIlxdkN1NSO+fIc7\nUrdTOPlO/Ba8YdJ89UstjVuKg96BGcEzjNtQSi2xB00E+5Y/kN+dWoivmwM9vFRjDWOpxN7K9C7O\ndP/gA7zun43Pj7H85RsdX2x9t+Eb+0zSxqyTLm+ZZqisJPflV8j+05+o8PXnz6Mfx+BjXlIHWJGw\nAg97D6YGGTkvGbTxdb9wcOva4k32pBVhqxeE97xuerO0mEO/fvT872cIvZ5H30tl2PcpbE2NbvjG\nvrdCQZJWn+cSFXHxZNx7H2zexBeDb2f9qBlmJ/Xssmx+SP2Bu4LvopOjkV/G2Qe0Uhn9W/7ZMhgk\nu1MKGRXYeHli5epUYrcCodfj8+KL+L76KqHpBma+EkPSq89TW3zJvGMHN+0BWdJ3ICWG8nKK16wh\n7c7fcWb1ajr94SGqF31EloOHya3QzksrSWNr5lZm9puJo03LKjJeUJqrLXE3YjYMaFdjA/09cLKz\nZOXojsM+KIje69fhdtsUpu+Q6B5+gbLffkPWXPKw/fy/+TFtOKa2sJDcl18hfcYManJz6fb2IvJu\nncEeM/rknrc8fjlCCOOfv4B2caKzMWr++vH8sxSeq2ZkoLqjM4U6q6zI8/czYPhgvn5+OqP+bwMp\n66NxjBiK46BBOISEIM8EUbt3O1XPP0Hp1n0YSkux79eP7p9+isuY0ThV1aLXCXalFDI6yNvkOD6N\n+xR7vT0z+840fuPEddqf/VvePedcVS1xWSU8Ol5V67savYcH/gsX8kOYEx7vribz0cfQe3nhNnky\nDqEhCHsHxNlgqpau4ty7O6k4cgSEwGv2LLznzkXv6srwmDR+Scwj50wFfh5GfmnXKygv4NsT3zIt\ncBq+zkbeHUqpJfaAsdrwUQvtStGmaarEbhqV2K3MMyCY6hcf4dnoD1lUMIbaxFROb4/RTggA3BHx\nW3GNnITnvffiGB5+4dbUxd6GQf7u7Ew5DRg5p7heypkUvk/9nln9Zxl/iw0QvxZ8BkDn4BZvsj+j\nmFo1vt5iN93zPFP0m4nM7cSsrJ6c+eYb5BeXPnSXOISU4/3YY7hNufWyhiojemvJdE9aIXcO8Tfp\n+CsTVlIn63hogAklKvITtcJfo4xoxAHsTCmkh5cT/p5qfN0UKrG3Aff1v4//Jv6XT4fZ8uaC76g7\ne5aqEyfQubhgu2UeuspsxJP/abRG+6hAbz78LYWyqlpc7I3/z/newfdwtHE07aQ9cxKy9sJE4xpx\n7EkrxEYnVLW+FnK0ceSh8Ed5Y+8bjLv7WUa+/jp1RUUYqqqQeanYrJ+OzW2PwZiGybOfrxtuDjbs\nTikyKbEXVxaz5vgaonpF0d3VhLoySd8BAvpOafEmdQbJ7tRCpgxo+TMb5XJqjL0NcLd3555+9/BL\n+i+cKD6B3tUVp/BwHIKD0YffiShO1a58GjEqsBN1Bsm+ZuqzNyauII5fT/7K/aH34+lgQpJN+Fb7\nM9S4ety7U4sY4O+OswlfRNerGcEz6ObSjUX7F4GDPbbdumHfuzcOI2/GJnAIxDeyihnQ6wQ39OrE\n7rSmy/xezQeHPqC6rpqHBzxsWuCJ67WVpq4+Ld4kIaeEs5W1ahjGDCqxtxGzQ2bjaufKgr0LLq/q\n1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HsYa9rUtfP2nywm+0wFdwxRV+ttVtdBMH0F5CXAmtncFeLC2apathxtYqVyaS6suBUK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\nEruiKEoHoxK7oihKB/P/3bOl/Ela7x8AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x116bb4690>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sinplot()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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M8m66dNy50hE1F1KNhtSnnkEMBBh9+cW4Xk6FVE5N2ipsPgdNk60xjV1ZnILH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JGiCiOhBtfqbV+NvaPDuRz29SNk0QKa27rdGn+qIQ+lTOFW7u54z+92ldiJgaz/3mx2v7CNKiLY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\niz0VB9Aqv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/jXv/51w+bnt5rL7bXb7fzyl7/k5z//+bBPMqPW8/bx8aGzs7P/Z4fDMWqF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\nRIi3QCAQjEGEeAsEAsEY5P8DyqU7WYWaB0IAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x119ff6590>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set()\n",
"sinplot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# seaborn样式设置"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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HDXhjRXgnk0l6xhMEPW7AGyvCO+yKOS1U7CkhidNCQBgR3pbhlBAAifCuCJwWAlAsX+Hd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\n4xImjwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11a24fb10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_style(\"whitegrid\")\n",
"data = np.random.normal(size=(20, 6)) + np.arange(6) / 2\n",
"sns.boxplot(data=data);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"目前总共有以下几种样式darkgrid, whitegrid, dark, white, and ticks,默认是dark"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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BBAIBtLe3m3YdO7gl21bkGnBXts3IteO2hL1w4QLi8TjOnj2LwcFBdHd3mzKH\n/NSpUxgYGEBlZaXwc+cMDAyguroax48fx40bN7Bt2zZs2LBB6DUuXboEADhz5gy++OILvPbaa6b8\nfSUSCXR2dpq6Y10sFkMmk0FfX59p17CTW7JtRa4B92TbrFw7rud95coVrFu3DgCwZs0aBINBU67z\nwAMP4M033zTl3DmbN2/Gvn37AACZTMaUhRyPP/44jhw5AgD44YcfUFVVJfwaANDT04PGxkYsW7bM\nlPMDwMjICKamptDS0oKdO3dicHDQtGvZwS3ZtiLXgHuybVauHVe8NU2DqqozX/t8PiSTSeHX2bRp\nE/x+c3/xUBQFqqpC0zTs3bsX+/fvN+U6fr8fbW1tOHLkCLZs2SL8/OfPn0dtbe1M4TFLRUUFdu/e\njdOnT+Pll1/Giy++aMq/vV3ckm2rcg24I9tm5dpxxVtVVei6PvN1Op02vcia6fr169i5cye2bt1q\nSvhyenp68Omnn+LQoUOYnJwUeu5z587h888/RyAQwPDwMNra2mb29RBpxYoVeOqpp+DxeLBixQpU\nV1ebch27uCnbVuUakD/bZuXaccV77dq1+OyzzwAAg4ODWLlypc0tMm50dBQtLS1obW1FQ0ODKdf4\n+OOP8dZbbwEAKisr4fF44PWK/Wft7+/Hu+++i76+PqxatQo9PT2oq6sTeg0A+PDDD9Hd3Q0A+Omn\nn6BpminXsYtbsm1FrgH3ZNusXDvux/7GjRtx+fJlNDY2IpPJoKury+4mGXby5EmMj4+jt7cXvb29\nALI3k0TeGHniiSfQ3t6O5uZmJJNJdHR0WPIYLDM0NDSgvb0dO3bsgMfjQVdXl7Q907m4JdtW5Bpw\nT7bNyjU3piIikpDjhk2IiKgwFm8iIgmxeBMRSYjFm4hIQizeREQSYvEmIpIQizcRkYT+Dwy59GnA\nK1EqAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x119fe9fd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.subplot(221)\n",
"sns.set_style(\"darkgrid\")\n",
"sns.boxplot(data=data);\n",
"plt.subplot(222)\n",
"sns.set_style(\"dark\")\n",
"sns.boxplot(data=data);\n",
"plt.subplot(223)\n",
"sns.set_style(\"white\")\n",
"sns.boxplot(data=data);\n",
"plt.subplot(224)\n",
"sns.set_style(\"ticks\")\n",
"sns.boxplot(data=data);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"移除坐标轴,正常的情况下绘制出来的图像都被四边实线的框框包围,可以设置移除不必要的显示\n",
"使用的函数就是despine"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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X8g7XUV3u3FLMLzcHhZsbnfsOYDXb73EvDU5FEITJH5o9TCzTSxep\n53bsQA1tTQOkZoWStjQMgO7Dh7Ho9QTevBWZYmolj3PtNvlkaUjqjOedMI4TnvEEHl5a7n5oKaJV\n5L2/F2J2Qr8XBIHgbTeD1epwXkZWsG3Ohe32NayWyQSSo3zp7Bul10lPcyEzZjDx9itnEUWRux9a\niruHBlEU6dyzF2QyAjZvmjLGtvIrxlPjMePKTxRFSmt78ffWEujjcsl7y3MjSUgJpL66h5OH7Q+4\nuBjX6Cg8lqQwUFiEvt2x1pRXmxvG2KvUCu5+eBlyuYxdfytkdMTx7u0ylQr/DeswDQzQf+as3eM8\nNO4k+sZQ2VvH0Jh9G2rJUT7IhMW5TG9rHuDIJ1W4e2rYdpfNCIqiSMeHHyPI5QTdtHXacQVtpShk\nClIDEmc89/m6XmSC7e/7aaLi/MheE01Pp45De6qcmrvfurXIXV3o3LvPMYdg/AF1rr3U7jETD6yy\nusXn3e/fXc7QgIE1W+KJGs870NXUMlJfj8+K5ah9p36/NX0NDI3pJmWz6WjqHGZ41HjJym8CQRDY\ncV8Gbu5qDnxYQVuzc13lAm/aAkCXg5FbV5sbxtgDBIV6suGWREZ1RvZ/4JycEzhuaDr37nVo3LKQ\ndERRpKDNvpvZVaskOtSTysZ+jLOIEllomE0Wdr1egNUqcvt9mWhdVAAMV1Qy2tSMb84qVD5TW0z2\njvbTONjKkoB4NMrpE6VMZgvVTf1EBXviolFOe8ym7Ul4+7pw8lCNU3KOXK0mYNNGTP0D9J2yv61c\nqHsQ/q6+FHeUY7YzJ2PCIJ1fZJu0jXW95J9oxC/QjbVb4idf79xjuyeDbp7eGZiIwrlcyOWkXj9D\niQRXNzU7H8jCarVtDFud6Bntm7PK5hDsP4houX7ubaeMvclk4nvf+x4PPvgg99xzD/v3Xz9PsFXr\nYwgM9qDgdBONTnjNrpERuCcm0H+ukLFu+6tTToRgnnUgBDMl2hezxUpNy+LpS3v8QA3dnTpWrI4i\nNvFCtETnPlvP18Ctm6cdVzDuEU/IIdNR0zyI0WydIuFcjEqtYMd9GYgiTss5QbfYMjY7PrZfyhEE\ngaXBqYya9FTZmZMRG+aFSiFbVBE5ZpOFD94oAgF2fCYDhcKmy5tHR+k+egx1gD9emdPr8QVtpShl\nCtICp4ZjTlA+KfPNXA8nNtGfjBXhdLYNcfp4g8OfQa5W479+Hab+fvrPOtbz4mrilLF/77338PLy\n4rXXXuPPf/4zP/3pT+d6Xk4jl8u49d50EGD3W8VORecE3rQFRHHSANlDiHsgga5+FHeW251NOyE1\nLJZNuP7eUY4fqMHNQ82m7RcaN1gMBnqOHUft74dnetq0Y8+Nr5iWhkz/PlwIU0y5QmGrqNgLco4z\n2qxLWCgeKckMlpRi6LI/v2PiQWWvlKNUyEiI9KahfWjRZFsf2VdNb/cI2aujCb9IipvcmN26ZdqN\n2b7RARoHW0kJSECtUM14/rL6XtxdVIQFXL6k+ZbbktFolRz6uMKp6JzArTYpp3Pv9eMIO2Xsb7nl\nFr75zW8CNq1VPs0ffz4Ji/RmeU4UPZ06ThxyvIuM35rVyLVaOvfut3sZJggCGcEpNs+t177qdxMe\naPkiMfaf7CrFbLaydUcKKrWc0eE2OhsOU3P0eeSr3VHfEU7D+Tdor91LX3sBRr1NZjFaTJR0VhDi\nHjhj7DTMvDk7HRu3JeLqrubY/hqnbuaATRtAFOk+dMTuMakBCSjlSrulPrB5oKII5Ysgaqu3W8eJ\nAzV4emvZuC0Jk1HHYHcFHfWHaO/Yh3JbIMaYERrL3qa9bj+6gQbEcceqsMO28Z0VvGTm8w/q6erX\nkxzlc8UCiq5uarbcloxxzMInu+wvdDiBW0y0LXIr/yxjvdfHd+dU8xJXV1u9CZ1Oxze+8Q2+9a0r\nN3Z46qmnePrpp525nFNs2p5ERUk7R/dWk74sDE9vlysPGkeu0eC3bi2dez6hv6AQn+XTd0L6NFnB\nqXxSc4TC9jKS/eOveLyvp5YAby3lDX2IojirCp7XO9XlnVSe7yQ+SYGHOo+SIxWYxi5UkZQnuWNk\nkL72SzfGXb2iGHUJQrAaWXoZCcdqFSmr7yXQxwVfzyt3HVJrlGzensR7fy9i/wfl3PnZ6XuUzoTv\n6lzqnvsLXfsPEnbv3XZ9dyqFitSARAraS+ke6cXf9cqldSc3aet7WZ4c6NAcFxp73y9DFC1suklF\nc/nLDPZUgDi+Mg8FOa4M9JXCRbZTJlfh4RtP3ZDtt5R5GWM/4Qwk2+EMAGRlR1B4upmyojZqK8OJ\nTQxw6PMEbt1M3TN/ovvgIcLuucuhsVcDpzdo29vb+dznPsfOnTvZsWNqfYpP8/Wvf53KyspL/l1N\nrV+jVbL5tmTMZisHP6p0ePyEdtx14JDdY5YEJKCQKewOrwNIjvJleNR4Q6fFm80WjnycR1ZGOQmR\nB+hpPYXVasInOIvQsG2MvdGC6rSGjI0/Ycma7xO39IuEJ+7E3SeOkYFGxLY8/snTlXS5Batlejmj\nuWsYnd40bZTFTGQsDyc4zJOSc600O7i6Uri44Jubg6Gjw6ESGxMPrAI7pZyJqK0bXeqrq+pG11fM\n1o35GAfeZ7C7DBe3YIJjt+LWG87Yq82EudxK2tr/R0rud4nJ+Bz+4bmoNF4MdJ0ny9DCFzzd0epn\nric0sTqaLlJrOgSZwPZ70hAE+GTXeYc3a/3XrkWmUtkUguugxpFTxr6np4dHH32U733ve9xzzz1z\nPac5I31pGEEhHhSfa6G9xbFa5G5xsWhDQ+g7fQazzr4yDBqFmmT/OOoHmhnQ23e9CS/jRl2mWy0m\nzh1+jYyUY4QEdePiHkps5ufJ2PAjotMeZOxcB2K3kcDVm1EotWhc/PD0SyQgcg0Jy79C6tr/R75F\ngVUES0c+pcd/TX/H1LIDjkg4EwgygVvusBnfPbtKHU6kCdi8EYCuA/bXQsmaCMG0U8px0SiJCvak\nqqkfk/n6ieyYS3QDzTSf/xNZ6ZUoVSYCItaQnPMvJOd8i+CozQzuKUJmUuG/cjUqrTdat0C8A9OI\nSL6TJau/hyr+dqqNZgJkInWFL1BX9BKmsanNiMrre1HIZcSHe9k9t6AQTzKzI+ju1FGU3+LQ51K4\nueKbuwpDRwfDFY47nHONU8b+mWeeYWhoiD/+8Y88/PDDPPzwwxgMhrme26wRZAJbdqSACPs+KHO4\noqX/xg2IJhM9J07aPW5CM7S3ocmNrNuPDrVSdvJ/kFuKGdW7EJ7yMEmrvolXQCqCIEO0WOg6cAi5\nVotvbs605+gzG9k/NEC+awyBURswG3XUFb9Cw/k3sVou5FKUjUdeXS7KYjrCo31IzQqlrXmQknOO\n3cyeqUtQB/jTc+wEFjt//wGuvoR5BFPaVYlxhlXKp0mJ9sFktlLtZNz39YooinTUH6Ly9FO4ufYz\nOhZO6ponCE/aiYt7CAADRcWY+gfwX7samXL6cNqS4V7eGTFA3A7cvGMY6Crl/Inf0Nd+oWSBfsxM\nXdsQ8eFeqBxsU7nh5kQUShmHPq7EZHSsvIn/hvUAdB867NC4q4FTxv7JJ5/k+PHjvPzyy5P/NJrZ\nNYm4WsQk+BOb5E99dY/DlTH9168FHPuiMoPGjb2dUk5EkAcuGgXlDTdWeF13Sx4Vp55ibLSLhqYQ\nBNf7CQhLv0TbHiwpxdjbi9/a1cjV03cLKhp/aKaGpBGWcCspOd9G6x5Kb+tpyk89hV5ny5Yub+jD\n3UV5xSiL6dh8axJyuYxDe6ocit4SZDICNm7AajDQeyLP7nGZwUswWkxUdNsXPDDxALuRSmtYTHrq\nil6itXo3Y0Yl+QXpZKz9EmrtpSuzroOHAPDfuGHGcxW0n0cpU5AasYqE5V8hPOkORIuJ+pLXaK7Y\nhShaqWrqx2oV7ZZwLsbdU8OqdTEMDxnIO+JYbSWv9DSU3l70HDvhcHOkueaGSqqaiS23pSAIsO+D\ncqwOLNU1AQF4pC5h6HyZ3Q2nQz2C8HPxocjOEEy5TCAxwpvW7pEbogm5KFpprf6IprK3kcnVnC1K\np7FlCSvXTd2w7j5si2SZ8H6mY8LYpwelAKBx9Scp+3H8w3Mx6DqoOPUUrS3ldPaNkmRHlMV0eHq7\nsCw3koG+UQpO299RCsajcrhglOwhI8gWdmrv6i8p6saS+sZG+yg/9XsGukqxCCEcPb6U+PQVeHhd\nurFuHh2lL+80mpBg3BMTpj1Xn36AxoEWUgLiUStUCIKMgIjVpOR+G41rIF1Nx6gteIHyelvpAns3\nZz9N7sY4tC5KThysYdSB+1SQy/FftxazTjfvMfeLwtgHBnuQsTyc7o5hzhc41ugkYOP4MuywfSF2\ngiCQGbyEEeMotX2Ndo1JHvfcFvrNbLWaaSj5Gx31B1C7+NE1dDMdHV6suykBlfrSwC/L2Bi9J0+h\n9vebtiY5gNli5nxXFcHuAQRcFLkikyuJSL6T6LQHEa1m2steJMG/1ymvbYI1m+NRquQc2VvlUN17\nTVAQ7slJDJaU2h1il+wXh1KupLjDvo1df28tfp4aKhr6r4uNvtlgGOmi8swfGRvtwS9sLUeOJILM\nhZz1MVOO7T1xEqvRSMDGDTM+xAvbbQ/MiRX1BGoXP5KyH8fDN4HBnnICxt7FTWV0+jei0SpZtzWB\nMYOZo/uqHRp7vUg5i8LYA6y7KQGZTODI3iqHvHvf3BxkKhVdBw/bfaNljnuhBXZKOSlRC1+3t1rN\n1BW+RF9HAa6ekQTFP8rpE314+7qQtTJiyvH9+Wex6PX4rVuLIJv+Z1jZW4fBPEbG+N/z0/gEZxGb\n9QWsosD9meXE+7Y5PX83dzXZa6PRDY1x5liDQ2P9160FUaTn2DG7jlcpVKT4x9E02Eqf3j4dPinK\nhwHdGB2912cXJHsYHWql8vQfMY0NEpZwG42tSYyOWsjZEDtZNuNiug7ajKP/+nUznnMivn66kEu5\nUktc1qP4huXgqR7isVXncVE6XjNrguW5UXh6a8k/2cjwoP17lK7RUbhEhNN35ixm3fxF3S0aY+/l\n40Jmdji93SOUOuDdK1xc8MlegaGtDV2VfU/0tMAk5DL55A/xSiREeiOTCQvWsxetFhpKXmewpxx3\n33gSln+FE4dasVpENtySiFw+9Wc2KeFc5kaekHAyZzD2AJ5+iRxoXMmYRYGl60P6ponUsZfcDbGo\nNQqOH6hmzGC/vuq3JhdBLqf7sH3GHph8gNnr3U94pBWNC/M3MjrUSlX+s5hNo0Sk3I1nYC55h+vQ\nuihZuXaqVz/W3c1Q6Xk8lqSgCZw+vt1qtVLSWYG/iw8h7tPnIAgyOVbPTZxoCMFbO0JV/rOYjM4Z\nXLlCxtot8VjMVk4ctD9ZUxAE/DesRzSbHe5zPZcsGmMPtqW6TC5w5JMqh2Jm/SelnKN2Ha9Vakjw\njaGurwnd2JXDNrVqBTEhHlQ3Dyy4omiiaKXh/Bv0dxbj5h1DXOYjDA2aKM5vwS/AjSWZoVPGmIaH\n6T9bgEtUJK6RU73+CYo6ypDL5KQETK/XAhhNFk7VyDnQnINMoR5/6DgX5qZ1UZG7MQ79qIlTR+3f\niFN6eOCVmcFIbS2jLfY5EhPGvmgR6PZjo71Un/sLFrOBqNT78A9bxcnDtRj0JnI3xqHWTM3t7D56\nHBhfNc1AXX8TI8ZR0oNSLrtXU97QzyeV0RhU6RhGOqnOfw6zybkVUsbycDy9tZw92cjwkP3evf+6\ntSAIDmVczzWLyth7+biQlR1BX88IJQ54916ZGSjc3eg5fsLu8gkZQcmIiJR0Vdh1fFKUD2aLlVoH\n8wHmm5bK9+lrP4erZwRxWV9AJldx/EANVqvImi3xyGRTb8LeEycRzebLevWDhiHq+5tJ8otFo5g+\nUgegtmUQs8VKUFA0cZmPgCBQV/giugH79ks+TfaaaDRaJaeO1GF0oIuY37hR6jlqn3cf5hGMj9aL\n4s4KrOKVHY+YUE9USvmCi8gxjemoPvdnzMZhwpNuxzdkGaMjRk4dqcfVTcWK1VHTjus5dhxBLp8x\nJBeguNO2KkoPmrnwGUxEMQmEJ+3EPzwHva6d2sIXsVod7xInV8hYszkOs4PevdrfD8/UJQyVlTtU\nT2kuWVTGHmDN5jiHvXuZQoFvbg6mgQEGS+2TZtIDbREXxR12GvvIhbdM72o6QVfTMTSugcQtfQy5\nQsNgv56C0014+7qQmhky7bjuw0dBEPBfu2bGc0/83WbS6yeY8HSTIr1x94klJv0hrKKFmnN/wTDa\n4/BnUmsUrFwXg37UxNmT9j8wfFeuQKZW0334iF17O4IgkB6UzPCYjvr+5iseP5EM1Ng+xKgDEtN8\nYjGPUVPwF8ZGewiK3kRAhO37Pn2sHuOYmdxNcVM27gH0rW2M1NbhlZmB0sN9xvMXdZQjIJAWcAVj\n39iHm1ZJWIA74Ul34BWQhq6/jsbzbzq14Z25IgIPLw1nTzjm3U86BMfmR8pZsMZ+qKeSkUHHwuTA\nFmaXlR1Bf+8o5wvt39CbMEw948vLKxHjHYGryoXiDvuSuZIWmCY71FNJc+UuFEpX4pY+ikJpqz10\n4mANVovI2i3xyKbR6se6uxk6X4bHkhTU/n5T3p+gqPPKej1c+HtN/P28ApYQmXI3FrOe2oK/YjE7\nnuyXvSYKlVrByUO1dkfmyLVafFauwNDega7GvkqaEyGYdks5kd5YRahqcq6t4rVEFEUaSv/O6FAL\nviErCImz9e8dM5g5fbQerYuSZaum7ybVPb468ls3szOgNxmo6qklxicCN7XrjMcNDNs2tRPH98UE\nQUZ02gO4eITT136OjjrHWpDChHcfP+7d21811TdnJYJcTs8x+2zIXLNgjX1TxbtUnXkG/bDjrb9y\nN8YhyASOH6ixO0XeIyUZpbc3vSfz7EqOkMlkpAUk0T3aR4fuynXxA7y1eLurF0R4nV7XSW3xKwiC\njNisRyYTYYaHDJw71YSXj5a0ZWHTjp3wavwvcyOLokhxRzmeGg8ivKZq/hcfV9HQh6+nBv+LYrT9\nQrMJiFiLYaSL+pLXEe2QSS5G62KTF3TDYxSest+hmNCX7d3bSQ9MRkCgyMFN2vKG69/Yd9QfYKCr\nBDfvGCJTLhSKO3uyEYPexMp1MdN69aIo0nPkKDKVCp/sqQ3FJyjrrsYiWicfmDPxaWcAbKG7cVlf\nQKXxpq32k2nLb1yJzOxwPDw1nMtrtLsrntLdHa+sTEZq69C3Oh855iwL1tiHxm/DajVRW/QiFpNj\nJWonJIaujmGq7cyqFeRy/NasxqzTMVBo349jQku0x3MTBIGkKB/6hgx0D1y/PUctZoNN7zQbiFry\nGUFPT60AACAASURBVNy8oibfO3moFovZyupNcdNG4IBNi0Umwzdn1YzXaBpsZcAwRHpg0ozt5QA6\n+0bpHx6bNpkqLOFW3H3jGewuo61mj2MfEli1LgaFUsbxgzV2Z9V6ZWWicHen59hxu/Z23NVuxPhE\nUNVTi9505RXIQln9DYz/zZUaL2LSH0aQjTcgMVnIO1KLSi2fUasfqa9H39qG94plKFxmrl46mWwX\neIWV30Uy38Uo1e7ELX0UmVxNw/k3JjOx7UWhkLNqQywmo4Uzx+zfzPdbuxpgXrz7BWvsvQPTCYza\nwNhoD/Wlf3PYe8vdFAfAsf3VdnvS/hNflJ1SzqRu3+mYbl95nXpuoijSeP4txka7CYxch09w1uR7\nBr2Jc3mNuHqoicsMpkNnoLZfR93ACI2Do7QO6+ltbkNXU4tXRjpKD48Zr1My/vea+PvNRMVlqhgK\nMjkx6Q+h1vqOe5n215AHcHVXs2xVJEMDBorP2lczR6ZQ4JuzElN/P0Pl9n3n6YHJWEQrZd1XDuv1\ndFMT4udKZUOfQ7ki1xLDSDf1Ja8jyOTEZX4epfpC+Yqi/GZ0Q2MszY1Eh0jL0Cj1AyPU9OloGhyl\nT2+k48h4FM7amaNwwBayqlaoSfCNvuxxFY39yARIiJja6lLrFkTkknuxWozUFb3ksOS3dGUEWhfl\n5B6EPfhkr0CmUtF95Ng1X8E7Vc/+eiE07hZGh1oY7C6jo/4gwTHTt7SbjsBgD+JTAqku66Spvo9I\nO0rjuiXEow4MoPfUaSxjYzPWc5kgwM2PIDd/zndWYrZaUMguX4ApKcr2gyxv7GNt1szyxXzR3Xyc\n/s4i3LyiCY3fjiiKtOkMVPQOk1/RQVOGDxZ3Fd89OPMmtuqRb+OrURJX0kislxux3q4Euqov8cwn\nYs/TrhBlcaWStQqlC7GZj1B+6vc0lL5Bck7IlNorlyNnQyxnjjdw4uD/Z++8w+Q6qLP/u9Pblik7\n23uvklZtpV0VWzYGDKbamOKPmgRICEkIhBAwphlCAoQAgS8hoTiAbdqHaTa2bFllV71t7zvb28xs\nmd2Z2Sn3+2NmdlV25t4Vkiwbv8+jPyTdOzM7e++557znPe/pY/P2XIR1lEVXwta4m6k/PMPs0WZS\nauJ7q8dQl1HJLzuf5OJkJ1sTbOGKoaLAwrOnRxiZXiQ/I/4D84VAOBRg4OIjkaqv9q0YknPwB0MM\nzC3R41zkkGMK3+50fq7w89NDca4RezWGB/IpUpjJ7R6jONVIuTUJnWrt3pldcjG+OEV9Vi0qZfwQ\nFgxFzOMi/lPrm6hZMjaxNOdgevgIjvafUVj3dtmWGxqtiu2NhRx+uodzJ4bZuffqeYEroTIYMG/d\ngrPlBMuOYYwF6/ctbgRe1MFeUCgprHs7nce/znjfUySZizCZEz/pL0XT7SX0dkxx7GCfrGAvRBUk\noz/7Be5Tp7E1NUqeU5dRyR/6DtPnHKIirTjhsSU5qaiUwi0pr1uaG2a0+zco1SaCuW/kxx1jXJxe\nwOVb4ysFg5rcJD1mvYZkrQqjWoWISCgMgXCYoTMXmFdpmNXbmRhxcmQkYv6WZtCyNSOVrRmpZJnU\ndM70rUoTE6FryI1apaAwKyXuMfqkDPIqX4+j/acMXPhfynd8EIVC3mWfnKqntj6bC6dH6emYorwm\nQ/KclNoa1CnJOJtbKPqz96y7Qu9SlFkL0So1q9WMFCqjwb5ryHXLBfvRnl/jXZzAlNVAdyif06f6\n6JhdJBTLYJPV6ETIMRux6bXo1UrUCgGlQsAfDOOedTHZ3YcnPYs2p4c2Z2T4SaUQKDWb2JKeyo4s\n85rkMsGuWYDB8XlWAqHL+Pr1kFN2N0sLI5FEZqRgVTUkBzuaCmg+1EfL8/1sayyIS19eCtueJpwt\nJ5g9cvTlYL8RqDUmimrfRvepbzPQ+mOqdv3tqjJECrmFFvKKLPR1TTM5Pk9GgqARg21PI6M/+wWz\nR5vlBfv0SLC/ONUhGew1aiVF2Sn0j87jD4TQbtCK9UYhGPDSdv5xWkNl9Cu3MHsu0lwyqJRszzRj\nnF+h69kB9uzI4xV71qdelkfHOPeL72PevpXyt/4jY4te+tweelwe2mYWeHJgiicHprDoFIiKYqrT\nMhN+Jq8/yNDEPOX5FtSqxDeYNWs7i65+XBNnGev9Pbnl0st2Yti1v5gLp0dpPtQvK9gLSiXWXQ1M\nPvkH5ts7SI2zUzcGtVJNZVoJ5yc7cHnnJB9w5VHuudvh5q6GAtk/x42Ge+oi7cPddCpuo3ckk+Bw\nRLaam6yn0prE4BEHywNu/vrvb8NiW189M/DdZ5j47W+oevCfUNfWMbKwTJfTQ9vMPJ3ORTqdizze\nNYpB6UOpzJJB80Xo0Cv5+isRo/w6W77GaM9vMZmLVi2WpWAwaalvyOfkkUHazo2xaVuu5DnmbVtR\n6HTMHj1G3jvedtM21L1oOftLYTIXkll8JwHfHI72n22IC9t9W4S7P35I3t5YQ34++uws3GfOEvJK\nN1Jr7OUoBIVsxUVFvoVQWKTvFvEud3pX+G5zM99b3suJ8GbmV6Ah28Lf7Sjlq3fU8b5NBbhbxtD5\nwuzaE/9hFmtI2ZoaUSoE8lIM3F5g5/31RXz1jjo+WF/E9kwzbl8Iva6Js7PF/KxrlEX/+sqnvpE5\nwiKSWRtEKrK8yjeiM9qZdhxmfkb+Zil7ZjIllXZGBl2MyKy4YkmA3CZcbTRotcqYycjLSEavVd0y\nTVpRFDk9MspXz07xi9BddAYysBo0vL4sk8/treLBpkq2qXT4ul1UV2bEDfRiOIyzuRml0UhKXS0m\njYpKWzJvKM/iU02V/MvtNdxbkU2aXsNCwIzJcDffb53jzISbcJz7fT0lTjxodCnk19yHGA4yePHH\nl+1KkELD3iIEhUDzs32yYo9Sq8XasBPf5BTBxauXrNwovCSCPUBm0QFMqYXMTbcyO3ZC9nmlFXZs\n6Sbazo2xIEMFIwgC1sbdhFdWcJ2Wtiw1aPSUWArodzlYXpF+/dUm7Qt8M8/5Avyw1cEnnmvlzJIZ\noyLI/ZVZ/OuBWt67qYBKWxJKhUB32ySu2SXqtuaQlBJ/p8Hs0WMIajWWHduv+j+NUsGWjFT+fEsh\nFtVh/P4z6FQqnhqY5h8PtfPzrjE8VyyNiN3I5RJZWwxKlTbKxyoZan+cgF++P8ru/ZGHWMsheZrq\niEw3FWfzcVmqnJhqSw6Vo1QIlOWlMjLlwbN87aZefyxEUaRtZoGHm7v5v63TTIoWypNE/mZ7CZ/d\nW8XdJZlkmCLXQ+x727U/fjKw2N3DitOFtWHnuktKUnUaXlGUzrtqk/As/YpUzTzDC16+c26QTx/u\n4Ozk3FWBtsvhJsmgISvOA+aq90irIi23Ed/SFKPdv5H7VZBqiaj7ZqY8sndmFP3Ze6j94ucTChWu\nN14ywT42LKFU6RnpegLfkrS2HSLbrHbtKyYcFjkpU0Jla9wNgFOmqVFtegVhMUzHTI/ksWvyuhdG\nkeMPhvh17wSffL6dIyNOkgUPt6tO87mmMg4UZmBQX878rd3I8ZtTS45hvCOjmLfWozLEp9g8K0sM\nzvVSkDzPl26r4a1VOehUSp4cmOKfDrVzcGiaYFSF0u2QV6JfCkNSFtmlryK44sHRIX96Mr/YSlZu\nCl1tkzhnpB8SglKJbfcugouLzF1slTw+NyWLFG0SrVNdsj5TeTQh6Bl+Yaq/sUUvXzvZx9dP9TE0\nv0yRMMx77f18pKme6rRkFJfQEtMTC/R1TZNXZCEnwe9qrfLbnfC926a7CIWnuafEyGf3VtGUY2V6\n2c+3zw7w5eM9DMxFvKjcCz6mXZFhqo3QJDlld6MzZTAz2rIhBVfDvsiD7Pjz8hgClclEclViGup6\n4yUT7AE0ejP5VW9CDAciwzQylocA1NZnYzRpONPiwO+TllAZ8vPQ52TLpnJqo40kORLMNLMea4qO\nriHXTZdmnZuc41OHO3iidwKNUsGdpn7uU/yWV9TUYzBdPe06MuRi1OGmtCodW3r8sfbVG7kx8Y3c\nPt2DKIrUZVSiViq4vcDOw/urubciGxF4tGOUzx7tpGNmgS6HK/pdxddirwd7/h6SzMXMz3TgHDsp\n6xxBECJ0nyj/ZrZGf1Y5VI5CUFCTXo7bN8/owoTk8bEH3M2mcpYDQR7tGOGzRzvpdC5SadZwr+oP\n3G1oZVvd3esG1Zbo97VrX/ysPkLhHEdlMpEi0eOIVT+16eVkmHS8sy6fh/ZUsTk9hT73El9s7uYH\nFx2cH4hYZWzUv16hVFNU93YEhQpH+89kV4CZOSkUlFgZ7J1lcuzW9Ld6SQV7AHPGJiwZW1heGGFy\nSN4iaJVayfamQvy+oKxNRYIgYN29SzaVs1HFRUW+Bfein2n3zRmucnlX+NaZfv7j7AAL/iCvLk7n\nwwVOin0nsWbUYcncuu55x1dv5PhZvSiKOJtbIhOR29d/nRhWJZeXqCw0SgWvKErnC/uq2JtrY9Lj\n42un+hBzjZRsIKuPQRAUFNTeH60AfyXbP6eiNpNUi4ELp0dkbSpKrqxAY7HgOn6ScFA6gYg1G+Vc\nIzHNePdNrP7OT83x4OFODg7NYNVr+cst+bwi9CRWnORX34dKczVVsjjvo/XsKNY0I2VV61sQAyx2\ndbPicmFp2IFCFV8zshIK0DnTR25KFqn6NTFFpknHX24t5qMNZeQk6Tk66uTxsWn0mQbK8+UvF49B\nb8qIVICBJYY7fy476dpodn+z8ZIL9gC5la9HrU1hvP9plhbkDcRs212ASq3gxOEBWQZpsSac85h0\n5qZSqqiylzK2MIlrWbr0juntb7QEUxRFjozM8uDhDs5PzVNmMfHpPRW8MkuJc/ApVBoTeZVvWDdj\nczuX6WqdICM7mfzi+LJV78gI3tExzFu3oNQnzsJbp7rQq3SUWAqu+r8krZoHavP4p8YKzCoVhiwT\n4zYVZyY2HvA0ulTyKt9AOBxgqO0xWQN5CoXAzj2FBANhzhyXNkgTFAqsuxsIejzMy6ByYjMFcvzt\nV4erHDd+uGrBH+D/nhvgW2cGWAoEeV1pJp/ZU4l1oRn/8hRpuY2k2MrXPffksUHCIZGGfcUJZxRi\nFhpSlV/P7AArocBlycClKLOY+GRjBfdWZBMURVKqrDzjnMPl3Xhvw57XtLq83DVxRtY5pRV2bPZo\n/2/+1puCf0kGe5XaQEHNfSCGGWr9CeGQtJeNwahh8/Y85t1eOlul/XYMebnoc3Jwnzm3ISpHTuZW\nnhdt0t5Awyu3b4V/P93PD1uHUQgC76zN4+93lpJh0EQnkkPkV927bsYGcPLoAKIYyWYScaKzx1oA\nElrVAswsOZn0zFBtL0OZYPgsP8VAoUdksW+OEPCdc4N89/wgy4GN2dWaMzaTml7H0twQ0w55Xjab\nd+Sh1ak4dXSIYFCaIoz9zLHvIBFs0QUc7TO9BGXQj+X5ZpZ8QcZk9BCuFeen5njoSCenJ+YoTjXy\nqcYKXlOaiX/BwbTjCFqDjZyyV697bmAlyNkWBwajhrpt6/skQYTCmW1uQZUkn8JJpK9XKgRuz09j\n7tQ0Ck+ALpeHh4500jzq3BAtKggKCqrfgkKpZbjrV6z4pJM0QSHQsK8o0v87MiT7vW4WXpLBHiDZ\nWhZZSr00zXj/07LO2bm3EAQ4fli6DBMEAVtjlMo5Jf3k30iwL85JQaUUbpgi58yEm4eOdNI2s0CV\nLYmH9lTSlGtDEAQmBp7BuziGNWs7qfb1fUd83gDnTgyTlKKjelNiPfLssWYEtRrztm0Jj1vjYhMP\nygD0ONz4R5f4p91lFKYYODEe+Xk6Zxckz40hIsd8Ayq1kbG+J/EtSasotDoVW3bm4Vn0035O2sgq\nubICtdmM68QJWVRObXoF/qCfXqf09bfayL8B1Z8vGOIHFx1868wA3mCI+yqz+diuMrKS9ISCKwy1\nPw5AQc1bUCivXicIcOH0KN7lAFt35aNOMC+y0NlFwO3GsnNnQgoHIteIUlBQmXb18vpLMTS+gM+z\nQq1CywM1eYRFke9ddPCdc4MsrchPCrQGC7nl9xAO+hhqe1zWw6Juaw4Gk4azxx0b2odwM/CSDfYA\n2aWvRqO3MDV0iKU5aS7emmairDKdMYebURl8aEw5IGfV2KriYlpacREbrhoYm7+um6v80Zv4O+cG\nCYZF3lGTy99sL8Gij9ywywujTAw+i1qXmnDw6NyJYVb8IXY0FaJMMNC0PDwSUeHUb0loagVrzWsp\niwTfSpDB8QWKc1LISTHyD7vKuac0k3l/gK+d7OPnXWOrih0pqDUm8qreFNFWtz4qq6G/o6kQQSFw\n/PkByd+joFBg291AcNHDfKu0smMtIZDetFUe4+2vc/XnmF/mc0e7ODrqJDdZzycbK7izMH1VYTPe\n93v8y7OkF+y9zATvUohhkROHB1AqFXENz2JwRqseW2Piys+zskS/20GptRC9Or7EF9Zky5X5Fvbm\n2XhoTyWlZhNnJ+d46GgnXU752nZr9naSbRUsunqZldHQV6mVbNtdgM8b4MIp6T0FNxMv6WCvVGkp\nqL4PEBlqf0wWnbMz2myU02Qx5OWhz8lh7qw0lbOquPDOMybDlrk830IwJF63zVUjC8t87ljkJs6L\n3sT78tJWKZhwOMhQ2+Mghimovhelev3gHA6FOXl0ELVGSX1D/JWCALPNsRs5MRcbFsO0TXVh1qeQ\nnZR4SrV/dJ5QWFydR1AqBF5bmsnHd5VjM2h5cmCKLx/vZmZZuokKYE6vxZIZaehPOZ6XPD7VYqCq\nLpOpiQWG+pySx1ujQczZLE3lVNvLEASBNhnVX0FmMjrN9dtcFRZF/jAwxRebu5le9nNXUTqf2F1O\ndtLadbDo6o8uq7GTVXxX3Nfq7ZrGObNEzZYsTMnxA7MYDuNskafC6ZiOGBbKqfxisuXYDIbNoOXv\nG0p5fVkmC/4AXz3Ryy+7xwnJSAoEQSC/6s0oVTpGu3/Nilf64bptd8Q24cSRQdkW6jcDL9pgHwyH\nZZVVSZbi6KCEPDqnoNhKelYyna0TzLul91RadzcQXlnBfUZalbORScnrJa8TRZFDjhkebu5masnP\nnYV2Pr6rnEzT5Tfh5MCzeD0T2LJ3kmyNv/O1s3WSebeXzdtz0RvWL+FjcMYonO2JKZyR+XEW/B5q\n7RWSmuju1anIy5U4hVFOeWeWmcG5ZT53tFN28za34vWoNEmM9/1BltVtw2pCID1klVxRERmwOn5S\ncsDKqDFQbM6n1zkoaXmsVCoozTUzPLX4R2+uWlwJ8s3T/fy0awyjWsnfbi/hzRXZqBRr4WGNvhGi\n9M36xmKwlijtTKDSgugglcuFZWdiFQ6srSCslbBIgIhKyaRXk2Vbc9xUCAJ3l2TyD7vKseo1/K5/\nkq+c6JXVvNXoUsgpv4dwyM+QjPkMU5KW2vpsXLNL9HRuzDr5RuKagn04HObBBx/kLW95Cw888AAO\nx7Xt+/xj8MXmbj59pJOxRenm6EboHEEQ2LmnCDEscvLokORrx7JWOU242vSIakFWk3Z1kvbay3Rv\nIMR/nh/kR+0j6JQKPrStmPsqc1BfYda0vDDGxOBB1LpUcspfk/A1Y/2MHXsSG84tj4yyPDyCuX6z\nJIWzEb5+NWvLu1o/rVcred/mQt5dl09IjDRvf9w+QkBCXaVSG8iveiOiGMLR/rikOic7z0xOgZne\nzmlmpxM3SAWlEmtDA8GFBdlUTkgM0ynD8rg834z4R26u6nN5+NzRTlqj/ZtP76mkKu3qqc7xvt+z\n4nWRXrAfY0r8im5yfJ6hvlkKSmySXlOzMikciFwjOpWWEmtBwuPmFv1MOJdWN1NdiaJUI59qqqA+\nI5Ved+Rnb5uRrp6tWdsidI5THp0Te9CdkNH/u1m4pmD/zDPPsLKywmOPPcZHPvIRvvSlL13vzyWJ\nTfYUJjw+Hj7WRfNo4nJaqdJcQuc8LrlouKY+C2OSVlaTxZCfhy4r6pXjS5yNpRmtEcvj6R5CEvyw\n3awnNUl7zZn9yMIynz/WxemJOUrMRj7VVEmd/eqbTwyHGGp/DMTwarkaD6MON2PRISprminucbBG\nW1h3J6ZwYI2jlgr2oijS7XBhSdaRZo7/ANmdY+WTjeVkmXQ855jhn1t6JGmdVHsN5ozNLM0PM+U4\nLPmZG6J2tiePSN/MsWA223xc8ti1hECat1+r/jYe7MOiyJP9k/zLiR7mfAFeX5bFh7eXkKy9OmNf\ndA8wPXwsSt/cmfB1TxyOTKE3SGT1kUGqllUvnESYXXYxsThNlb1M0iY89uCLJUvrwaBW8f4thbyt\nOhdfKMzXT/Xzy+6xhLROhM55E4oYnSOhzknPTKaw1MZQn/OWGbK6pmB/5swZ9kSXC2zevJm2to0t\nhrgeuKcsiw/UF6JUKPjeRQffv+jAnyCDi9A5u/AtTTEhQeeoVJEmi98X5PzJxE2WVVWO34/7zDnJ\nz12bXoE36KPflbgaEgSBinwzznkfsxvYXCWKIoeHZ3k4yr2+siidv99ZttqEvRITg8/iXZzAmr09\nrl46hlh53iDDt3v2WDOCSoVlR2IKJxgK0jHTS3ZSBhZD4gGYGbcX14L/KgpnPWSa9HyisYLGHCuO\nhUjT8exk4hs0r+L1qDQmxvueklTnVNRkkGLWR1UniamA5KpK1KmpuI5Le+WU2YpRK9U3tPpbWgny\nrTP9/Lx7nCSNmo/sLOXukozLbA5iCIdWcLT/FID86nsT0jeeBR9tZ8ewphkprbAn/Aye3j5WnM7I\novZ1vHAuRVssGbAnvj7hEvMzKadLQeC2/DQ+vqucNIOG3/VP8dWTvcwloMQ0ulRyy15LOOSXZbgY\n87e/VbL7awr2Ho8Hk2kts1MqlQQlpGXf+MY3KC8vv+zPgQPyl42sh/oMM59qqiAvWc+xUSdfPNbF\npCd+dp1dejcanZnJoUOSw1bbduWjVCk4cWRAcnAlpqeW04TbkN5+gzezLxjivy8M8UjbMJoobfOm\nimyUcQZavIsTTA4cRK1NJqcsse3vvHuZztYJ0jOTKShJ7P2/PDrGsmM4sqYvgRcOQJ9rCH/QL4vC\nWfPDkTcCr1UqeFddfoTWCYf59tkBHusYJRhePylQaYzkVb4BMRxkSILOUSgV7GgqJLAS4uxxCWpQ\nqYxssJpfYL498YpKjVJNpa1kdTVjIqQmacmwGuh2yLfWGJxb4rNHu7g4vUClNYkHmyoot8a3uhjr\newr/8iz2/D1x1TcxnG52EAqF2bGnSHLRS0zBZpVo3sMlSi2Z14gQZzPVeshPMfDJxkrq01PpcXki\nVhAJJLzW7O0kW8tYcHbjHD+d8LVLK+xY04y0nRvHs7DxxffXG9cU7E0mE0tLS6t/D4fDqCQaLB/6\n0Ifo7u6+7M/Bgwev5e0vQ5pBy8d3lbM/z8aYx8fnj3VxYmx96kOp0pJf/WYQwzjaHktI5xiTtNTV\n5+B2LtPbkbjJYiwsQJeZgev0GUL+xHRBjb0cAUFmsJffpB1d8PKFY12cGHdTmGrgwaaKdWmbGCL0\nzePR4ak3o4qjvonh5NEhxLDIzr1Fkk1UZ7N8LjZ2I9eky8/a5DpdxrA7x8onGivIMGp5ZmiaL7f0\nMBuH1jGn12FOr4tuL0o8Hb1lZx5qjZKTRwcJSfQFVhMCGTLd2HfRJkuCaWFxOcD47FLC40RR5OnB\nKf65pQe3b4V7SjP5mx3r0zYxeKIDZ1qDjeyS+OobiOyXPd0yhE6vZlOCIarYZ3E2t6A0GEjdVCd5\nbNtUFym6ZHJTEs90hMIiPcNucuxJGPWJq4VLYVAreX99IfdX5bAcCPG1k3080TO+rnVyTJ2jUGoZ\n7X6CFV98ikZQCOzcW0QoFOZU85Dsz3OjcE3Bvr6+nsOHI7zm+fPnKSuLr964GVArFby9Jo8/31yA\nIMB3Lwzxw9b1aZ1kaxm27J14PZNMDiR+2OzcG2lCSg1ZrXrl+HzMnT2f8FiT1kihOZdu5wC+YOIH\nQ2lOKgqFkDCzj1kefLG5i8mo2uZjDWVY9YlXJk4OPc/ywiiWzK2kpCVWOKz4g5H9siYNNfXSSx2c\nzS0RCmf71XbGV6J1qgtBEKi2S19D3Q43SoVAcc7G/U6yk/T8U2MFDVkWBqNa8vNT69M6uRXRYave\n3yf0ztHp1WzZkcfivI/Oi4kNzFKqqyIbrFpOSFI5dRuo/mKUVqIBvAhtM8DjnVG1zY4SXluauS5t\nE0M4FIhIcYnRN4mVV61nx1j2rFDfkI9Gmzjx8/T24Z+ZxbJjmySFM7owwZxvgVp7uWSSMTy5gG8l\ntCEn1BgEQeBAgZ1/2BWhPH/dNxmX1tHozeSU3U0o6GO4I7F3Tt3WHHR6NWeaHQSu48zMteCagv2d\nd96JRqPh/vvv54tf/CL/+I//eL0/1zVhe5aFTzZGaJ0jI04ePta1rlonp/w1qHWpTAw+y/LCWNzX\ns2cmU1Rmw9HvZEJC776qymmWztxq0ysIhUN0zfQlPE6nVVGQmUzf6ByB4NUPruVAiP86P8QPW4dR\nKRR8sL6I+ypzLpPMrQevZ4qJ/j+g0iSRW3GP5Oc9f3IEvy/ItsZCVKrEDTLv+DhLg0Okbt6EypTY\nR9wb8NHnHKTEnI9Rk5juWQmE6B+boyg75Zo3eOlUSt6zKZ931uYRCIf51pkBfrKOWketNZFb+QbE\ncABHW2I6Z8ee6NS1xJCVoFRiaWggMD/PQkdi/5uC1FyMGoMsy+PV6i/Okvo+l4fPHu3iwvQ8FdYk\nHtxTSaVN2kN9vP8p/Msz2PMaSTJLNFtFkRNHBhAUguQQFVxC4chq3l+DUksmzbceYhLezekpdDsj\ntM56ah1bzk6SLCXMz3Ym9M7RaFVs3ZXP8tIKrTIX198oXFOwVygUfPazn+XRRx/lscceo7g48bq9\nm4l0o46P7yrn9vw0xj0+vnCsi+ccM5fdNEqVjoKqCJ0zJEHnyG2yGIsK0WWk4zp5WpLK2RhvfBw9\nOgAAIABJREFUbyYQDDMwdnkW2u9e4vPHOjk14abYbOTBPRVsyZDOeMVwiKFV75s3Sq5wDIcjN7JS\npWDbLul9mc6o4kQOhdM500tIDFMj40YeGJsnGBI3TOFcCUEQaMq18YndFWSadDwbnUGY8FyeFJjT\n60i11+CZG2RmOP4D3GIzUl6VzvjIHCNxAm4Mtt0NgLRMV6FQUGMvZ3bZxZQn8V6GgswUNCrFVdVf\nKCzyRO8EXz4eoW1eW5rJ3+4oISUBbRODZ87B1NBhtHorWSWvkjx+sHeW6YlFquoySUmgkoJLKBy9\nHvOWTZKvvZFg3y2zOSsFo0bFB+uLuL8qB28wxNdP9fPTztHLkgJBUJBfFal4RroS0znbmwpQKITI\nkNVNti2/FC/aoapEUCsVvLU6lw/WF6FRKvhx+wjfON3PwiUr7pJt5VE6Z4LJgWfjvlZJedTJ7vwY\niwmaLJdROecSUzkVtmLUCpW8Mv2KJm0oLPJEzzhfPt7N7PIKry6OqG2kaJsYJocORembelLtNZLH\n93ZM4XYuU7c1B2OS9HusqXCkKZyNNN7WVBbXnrVdipzkCK2zN9fG6KKXzx+9PCmIrTJUqg2M9v4u\n4TKcNWvbxENWKbU1qJKTcbZIq3Lk7kBQqxSU5KYyNDGPLyoTnln285UTvfy6dwKzTs3fN5RxjwRt\nE0M4FMDR/jggkl99H0pVYvoGLlFpScgtATx9/finZ7Ds2I5Ck/i1g+EQHdO9ZJrs2IzSv/euITcG\nnYrcBLsV5CJG6/zjrnLsBi1/GJzm4ebuy5gCrcESpXO8Cemc5BQ9VZuymJlcZKBH3lKlG4GXZLCP\nYUtGKp/eU0mlNYnWmQUeOtJ5mfxujc45yHIcdU6kyVJIOCRy6thQwvdbG7BKTOVoVBrKbcUMzY2y\n4Evs03GplnrS4+Ofj3fz675JUrUaPrKzlDeUZ6OSUD7E4F2cYKL/adTaZHIrXifrnJZoANspQ27p\nnZhkaWCQ1E21qEyJdfgQydo0SjXlNunXvnIE/npAq1TwQG0eH6gvRB1NCv7tVN/qVKVam0Re5RsR\nwwGG2uNbIecVWcjMSaG7bRK3M36jNDJgtYPA3BwLXYmD+EZ4+/J8C+HocNXh4Vk+c6STXreHrRmp\nPLinkjKL9O8ihpgpnD2viSSL9O9lZnKRvq5pcgvMZMtQwDhXVTjSlV+/awhv0CcrGVhcXmFsxkNZ\n7vrDVNeKvJSI2GE1KTjWxdODU6vNW1tOgyw6Z3Xq+gWUYb6kgz2AWafhb3aUcG9FNt5giG+fHeC/\nzg2yuBKM0DnV94IYZrD10bjeOXVbc9Ab1JxpHko4ZGUsLkKbbt8QldM2nXhVYabNSLJRQ7fPy2eO\ndjI4t8zOLDOf3pNYMnclIvTNY5eobxLTNwATo3MMD7goKkvDniH9XhsZpHJ75xmZH6cyrRR1Au12\nDN0ON6lJWtIt0p97o6jPMPPQnkpq0pLpmF3kM0c6OTYSscS1ZGzCnL6JpSi1sR4EIWJtK4pw8kji\n1ZZrqpzEVE66KY00g4W26W7CcaSiMVTkm1Folfykf5xH2iKW1e/dlM9fbCnEqE7cLL0Ui66BqPom\njexSafoG4ER0qCzRftkYRFFk9liMwtksefzqsJ2EOR6sVb7lMmYwNgqtSskDtXn85dYi9Colj3eO\n8eXjPUx6fBE6p/o+FEotIwmskLNyU8krstDfNcPM5M1bMn4pXvLBHiK+GK8oSufBpkqKUo2cnHDz\n6cMdHB9zkmQpXR22Gu97at3z1RoV2xsL8S4HuHA6fpMlMmC1WxaVI5e3H130klKfhiLbiE6p4P1b\nCnnf5sKrdsFKYWLgGZYXx7BmbZNU38QQy0LklOcQpXCUSiw75alwQB6F45z3MjvnpTxvY/tEN4JU\nnYa/3lbMAzV5hESR77c6+OrJPqaXfBErZI2J8f6n4nrnVG3KIilFx7mTw/i88QdzUmprUCWZmG0+\njpggiAuCQG16BUsrywzOxR/sC4siM2oRW0MGs+HQqmV1Q7Z1Q99VKOiPTFKT2Lr4Uiwt+rlwehSz\n1UBZdWIDO4hRONOYt2+TpHAgqtRCoDpNWql1vWm+9bA5PZXP7KlkW2Yq/e4lPnO0k9/3T6LUppBb\n/lpCQV/CZTixYcQXapPVn0SwjyHTpOMfdpXx5ops/MEQ/33Bwb+e6EXIvAOtwcaU4zCL7vV/Edsb\nCyJDVocTD1nJXVhRZM7DoNbTOrW+MmMpEOTH7SN87mgXAY0C78QSr7VZ2Zq58czFM+dgYuAgGp1Z\nNn0z7/bSfm6ctHQTxeVpksd7JyZY6h8gdXMd6iTpKkDOIooYbgSFsx4EQWBvno3P7K2izp5Ml3OR\nh4508ruheTLL3xgZtmr9yboNfWV0yGrFn3jISqFSYdm5k4DbzUKnBJWTEXkox9te1e9e4uHmbn4z\nOIUABPoX+PC24rjT0okw2vMbVrwuMgr3Y0qVbsQDnG4eIhQMs3NvkSzqZCPzF76Ajx7nAEXmPEza\nxKougO6hm3ONJGnV/MWWIj5QX4hBpeQX3eN85kgnU9oKUmyVLLr64jb0y6ozsNiMXDwz+oIMWf1J\nBXuIZPl3FaXzmb1VbLKn0OPy8IWWPk4bXsOyqGWo7TFCwat/EcYkLXVbcyJOdu3xLYpNJcVo7XZc\nJ08lpHJiiovp6IamGILhMIccM3zq+Q6ec8xgN2q5JyuN+Q4XjmuwOw4F/Qy1PQpAQc39Cb1vLsXJ\no4OEwyK79ifeRBVDjJaQMxEpiiKtU10kaU3kpWZLHh+z8a3Y4PLoa4VVr+Gvthbz51sKMaiV/Lpv\nkn/thInU21haGGOi/w/rnlffEB2yOjKQcMgqbU9kpaXUMvIa+/rGeU6vn/86N8iXWrpxzEdovaJ5\nEefQ/DXtLZ6b7mB29Dh6UwaZxa+QdU4wEOJUc2SIavP2XMnjIxROMwqdjlQZFE7HTB+hcEgWhRMK\ni3QPu8lOM5Ek4cR6vVCfYeaz+6q4LT+NqSU//3aqnydDjcwr7Yz2/nbdClAR3WQVCoUl+383An9y\nwT4Gm0HLX20r5i+3FmHVazk26ecn4ddxzJNFT8cT654TozNaEpRhq145MqicuuiF3DrZRVgUaRlz\n8qnnO/hR+wgroTBvKs/ioT2V3FGZiUK4Nrvj0Z7fRJdN7JPVcIPIJqozLQ5MyVpq6qWDMUT2iAoq\nFdadOySPHV+cwuWdo9ZejkKQvgS7HW4UCoHSaximulYIgsD2TDOf31fNq4vTWVwJ8qvZDH4h3k1L\nfy/zzqtnJPQGDVt25rEw76P9XPz5jQiVk4SzObEqJ1mXREFqDl2z/fiDK7h9KzzaMcKnnu/g5ISb\n/BQDH2so432bC6mKuoBu1BQt4F/A0f44gkJFYe3bUCjk0YMXz4yy7Flh6y7pISqApf4B/FPTWHZs\nQ6mVVnXFLI3lVH6jU4t4/UFZnknXE0a1irdV5/LJpgqKzUYuzCzxqP8AzwXquXjhl+tWgJu2Rfp/\np5uHCGxga9b1wJ9ssI9hc3oqn9lbxdurc9GrNZwRa/nGaD4/OHUW5xVe12npSZRU2hkZdCXcZGWV\nqcqJeHOrODQcCfL/c8HBnD/AgYI0Ht5fzSuLM1ApFOi1KvIzk+kbWX+4Kh7mptuiGVsmWRLj7pfi\n7PFhVvxBdjRJD1EBeMfGWRocjA5SyVPhgDy+PhAM0z86R0FGMjoZQeV6Q6dS8obybD63t4odWWZm\nw8k8Fd7Dl06Ncmx48qqBrIa9EV+Y5kP9caV4glKJdXdDRJUjMWBVm15BGCPfOdvJJw61c3BohmSt\nmvduyucTu8spjSptVidpN7DMRIzOmQQDS+SU3o0+KVPeeWGRlkP9KJQC25sKZJ0Tq2KkFtnE0DrZ\nGVVqSTd+bwZfnwh5yQb+oaGMv9xaRIZJR5dYzP/Mb+ObR4/jmL98J4Zao2JbYwHe5QDnT93cIas/\n+WAPoFII7M9P4wv7q3ldUSoaghydgU8818Y3T/dzZsK9elPvimqqWw7F11SbSooTqnJEUaTf7eG5\nYR8pprcz7cvD5VthT66Vz++r4v6q3Ks8S8rzLawEwwxNyKNyVrxuhto2nrGFgmFOHBlArVGyVcYQ\nFaw91OTeyGsrCKUbxYPj86wEwzc9a7sSNoOWP9tcGOHzk3w4wya+3zbOx55t42ddo6tDWakWA9Wb\nspieWKS/O76m2taUmMrxh8KcGHfRt1BEkvE+2mZDmHUa3lmbx+f3VdOQbb1MN1+cnYJKqdhQ9Tc9\nfIwFZw/J1nLS8hpln9fdPolzZom6+hySUxIPUUGUwjl6DKXBgLl+i+TxLu8cIwsTspVaXTeJr08E\nQRDYnJ7KQ3sqeVdNNmbFMq0eA58/1sU/t3RzeHiWpUAkk9/eWCir/3e9cfNTpVsYOpWS11QUsd3k\n4mDbcdqFGi5Mw4XpeQxqJTW2ZKpsSVgLUulsncA541nX110QBGxNjYz9/Je4T5/F1riL5UCQXtcS\n3a5Fzk3OMRutGlQKBR7faT666w7qMuIH14p8M0+2DNE15KY0N/FFLYZDDLT+iFDQS17Vm9FLrPq7\nFO3nx1ic97Fzb6HkJqoYVgepZKhwQuEQ7dPdpJvSsBsTu2cCdN5kvl4KmSYdf9W4kxMn/oczc3p6\nwpU8NTDNUwPTZBi1bE5PJXNbFhcvjtP8XD8lcax+I145KThbjlP05+8DhYKZZT/dLg8XpubpmF0g\nEA0EodA4yappPrf33XEdTNUqJSU5KfSMzOHzByWroKX5EcZ6fotKbaSg5j7Zyh1RFDn2XCTR2XWb\nvMn5xe4e/DOzpN22X5YKJ2YAVydjKxVEMnu9VkVehrQNxI2GQhBozEtnc8oKzxz/GRfESvrcdvrc\nS/ykY4RqWzKVtiRKGnLpbRnB7wvIvs/+WLwc7NeBPXsru1w9lE/+GnIOMKCu4eSEe/UPxUaU2Tq+\n0tLDphI7qTo1BrUSg0qJSCQrW6zeRvfIHEeH51kKdTDp8RF7hmuVChqyLezINDPv7ePfj5+jz5VL\nXUZ8Tj0W7LocLl67JzH3Pt7/B5bmHJjTN2HLlubQYxBFkeZD/ZFBMon3iGF5dJTlIQeWHdtRGaVV\nE/0uB96Aj8Y86QcDrDVnK2+RYA8gKJTUb7kXXcvX2BHsxFfybtrmFLTNLvDkQLQxty+TaU+Q+eYe\nsi1GzDoNBo0SARCAlbDIwCvfwPToBM8fushYWMHSJUZZmSYdW9JT2J1j5Tsnn6d9uoelwH0ka+PT\nZBUFFrocbnpH56gttsU9LhhYZuDCI4himILat6LWyg+Sw4MuxhxuyqrTSZM5qbpK4TTJrPyi6qM6\nGc1Zz/IKo9MeNpXa4j4IXwgYU3JpqNhGTvcTiOZqZqx3cWLCzYXpeS5Mz4MW7K/KR3ETqcmXg/06\nEASBvKo3srQwin/yIHdsyuLNFbWMe3x0zC7QObtI19gcMyp4ZijBkostkYtb512hxGyi3Gqi3JpE\nUaoRTXQ14KI/Ynl8cbKTN1bFH2TJshlJMqglve3nZ7qYHHwOjd5CftWbNqS17u2cZnpikZot2aTK\nHF6aPSrflxw21niDSLBPNd2YYao/BhpdKoU199N37n8wT/ycP2/4MEGhgM7ZBXpdHjom5hgLi1yc\n83BxLs7qwtTsyB+/SJpBRZUtmaJUI3X2ZOzGNdVUbXoF7dM9tE11sTsv/jKYigILPN9P15ArbrAX\nRZGhtsdY8bnJLLpDcmHNlWiOZvW7byuRdbwYDuM81oLKZJK0M459vtapLlK0SZKWxgDdwxvbcXAz\nYc9rYtHZy/xsO3XWDF6155XMLvvpci7S5VzEHwrfVB795WAfB0qVjuLN/4eu4//OUNvjVDZkkJ1k\nJztJz52F6ZwNOXjiF61U7CmgckcOS4EQ3mAIAdAoFWiUCvxHj+D/xc+p/Yv3kb5rfblZkta0Znkc\n8KFTry+NFASB8nwLpzuncC/6MCddfZxveZbB1h8jKJQU1b0DpYRH/aUQRZEjz0T2njYdkHkjiyKz\nR44iqNWSG6liuDDZiSAIsvzrZ9xeZud97KzOuGHDVH8MUtIqSS+4jamh5xhqe4yiTQ+wOT2Vzemp\niBXZ/OdXDzPuXuKe92wnqFPijWbuIpE+UYpaydgXv4hxYY6m//qPuEu369IrebT1CS5MdiYO9hIO\nmABTQ88zP9NBkqWETIkVg1diemKB3o4pcgvM5BXKC64LnZ2suFzY7zggaWcMkeXzbt88TXnbZSm1\nbgW+Ph4EQaCg9n46j3+dyYGDGJNzsNlraDJoacqNX3ndKLzcoE0AvSmD/Or7CIf89J//wWX6+7pt\nOSQbNQy1jFCebGR3jpUDBXZuL7DTlGtjR5aFrbu2ovcu4TyWWE9dl1FJKByiQ8LyeO1mvroJFwr6\n6T/3fUJBL/mVb8KYIq19vhSOfidjDjfl1enYM+WV9UuDQ3hHx7Bs3ya5kQpgecVLr3OQEksBJo00\n5RNrNt5KFM6VyC65C5O5iLnpNiYGnln9d0EQ2HNHKUpviLFTY+zMsrA/P439+Wnclp/GnlwbdRlm\nyqvLUbqczF9sjfseReY8kjRGLk52JnRNtKbosZv1dMXZXLUw281Y7+9Qa5MprH0bgoxgeik2mtUD\nzB6JXPux2QIpxJr3dTKa93DpQptb8xpRqQ0Ub34ngkLNYOujkusubyReDvYSsGRuxp7XhG9pmsHW\nn6yOQqtUShr2FrHiD8YdkDDk5mAsLGDu3HmCnjilPGuUxsU407QxrPL2V2RuohhZpO5bmiItrxFr\ntrws+1IcPRjJ6hsPlMo+Z/bIUQDS9jbJOr5tupuwGGZTRpWs41cldbdwsBcUSoo3/R80OjMT/U/j\nnrq4+n8VtZnY7CYunh5lzrW87vlp+yK7nGeePxL3PRQKBbXpFTi9bsYW4w/0QYTOWFhaYeKKzVVe\nzxQDF/83UvVtegC1dmPOkK7ZJVrPjWHPSKKsKl3WOWIohLO5BXVKMim10g6rcOlktXSwD4VFuh2R\nYapk481pcl4LDElZ5Fe/eS1pDGx88O164OVgLwM5Za8hyVLK/EwHI91rA1dbd+Wj06s5/nx/XIM0\nW1MjYjCI8/jJuK9fbitGo1TTGmcsPoayvIijX+cVmf1431PMTV3EZC4iV2KX7HoYG55joGeWghIb\nOTLLYTEcZvbI0Yicbmu9rHNijbdNcrO2IRdKhUBJ7s0bproWqDRGSra8G4VSy1Dro6sLcRQKgcYD\nJYSjuvT1YCorRZtux3n8RMKJ67roAzKedUIMlzbyYwiuLNF/7nuEgj7yq++V3CW7Ho4e7EUMi+y5\ns0xyv2wM861tBOYXsO7ehaCUntfYyPJ5iGym8vqDt3TlF4M1sx573h58S9P0X/hhwh0aNwovB3sZ\niGRvD6AzpjMzfIwpRyQL0+rUNOwrwrsciJvdxxQIsSx4PaiVairTShlZmMDlXd81D0CvVVGYFdtc\nFeF/p4ebmRw8iNZgo2jTAwiKjW9xOvbsxrh6WJPTWRt2yJLTAVyY6kSv1lFiKZA8diUQYmBs/o/a\nTHUzoU/KpLD2fsLhAH3n/ge/NxJsY83usyeG192HIAgCaXv3EPb5cJ+Kv8A6pky5IBnsIw/rzmj1\nFw4F6L/wQ/xeJxlFB7BmynswX4o51zIXT49is5uorJM3eAVr1Yptj7zKLzIp7N9QMgBQKbN/8EIj\np/w1pNqrWXT14Wj/6U1fZPJysJcJpVpPaf17UWmSGO3+9Wq5vqOpEJ1eTcuh9bN7XUYGprJS5i62\nsuKO3zjbJDNzq8y3RKdK53FPtTLS9f9QaUyU1r8PtUa+b3kMk2PzdLVOkpWXSmGp/KbR6o28d4+8\n9/HMMOWZodZegVLGA6lvdI5gSHxRZG0xpNpryCl7DQH/Ar2n/5OAfwGlUkHj7cWEguG42X1a9Duc\nORyfyrEZLGQnZ9Ax3UMgjhU3QGFWChq1kq4hV2Te4uL/4nEPkJpeR5ZM35srcezZPsJhkT13lMr2\nig/5/ThbjqNNs5FcKU95dX6yA4BNmfJovo5bUJabCIKgoLD2bRhT8nBNnI3rsnuj8HKw3wA0ejMl\n9e9BoVQzcPFHzE23odOr2bmnkOWllbjZvX3/XgiHV5tV62Fz9AI/P9Ge8DPEspiBgYsMtv4YhVJD\nSf170RqkB5TWw6GnIgMs+++SXugcQ4SLbUadkkJqXa2sc9a00xvL2m5FSV0ipBfsI6PwAH6vk94z\n3yUYWGbT9lySknWcaXHgWbyaqjHk5WIoyMd95lzC3s6mjCr8oRW6Z+NPb6uUCkpzUxmenKfvwo+Y\nn+kg2VpGYe1bN9yQhYj76bmTw1hsRqo3S0shY3CfOk3I6yVt314EiZ3IMVyY7ECtUFElw9IYIteI\nSa8me53BxlsVCqWG4i3vRmuwMTl4kOBN5O9fDvYbhDE5h5L696JQqOi/8Ahz023s3FuEVqeiJQ53\nb2tqBIWC6UPPx33d7KQMrAYzF6e6Ei6rqCiwUGpzYQv8HkSR4k0PYEzOuaafZWx4jp72iJROjo1x\nDHMXLka42EZ5XCxcA19/A5dR3GhkldxFWu4uvJ4J+s7+N4h+mu4oJbAS4li0EX4l0vbuQQwGmY3u\n8F0Pse9OksrJT+E1VX0szLRiSi2kePM7ZdtlXInm5/oIh0SaDpSiUMoPF9OHIoteYg1oKbi98zjm\nRqlIK0ErYxWie8HHpHOZigLLdd1MdTOg1pgo3/4Bije/G9UG5NF/LF4O9teAJHMRJVsiAX/gwv/i\nXehi594ilj0rnG4euup4dUoK5votLPUPsDy8/iIKQRDYnFGNZ2WJfrcj7nur/H3cv6WTcBiKt7yb\n5A0OxVyKQ09FlA/7X1WxIR37zOGYCkfejRwKh2id7iLdlEa6SfqhIooinUMurCk60lJv3s1wvSAI\nArkVr8eSuZWl+WG6T/4HNZuSSbXoOd3sYN59tTLHFrM9TkDlVKaVolKoElJ94VCA6uQW6nOm8GGL\nVqLXplRxO5c4c9yB2Wqgdqs891OAwMIic2fPYSwsxJCXJ+ucC1EKZ3NGtazjO19kFM6VUGuTSbXL\no6uuF14O9teIJEsk4AsKJQMXHqG4cAStTsmxZ/vW3VSUtm8vADPPr7/aDtYyt/WoHFEUmRlpYbD1\nR4go+d8z1XiFa8voAUYGXfR3zVBQYqWwRD5XH/J6I1xsup2kcnnldp9rCG/AxyaZXidTrmXmFv1U\n5FtuyWEqORAEBQU190Vlu1P0nv02e25PIxQKc/jpq7N7nd1OclUl823t+J3OdV9Tp9JSYStmcG6E\ned/CVf8fDCzTc+Y/Ufh6GXIlc9CxU/b+gvVw6KluwiGR215VgXIDWf3ssWbEUEh2Vg9rwV5u5fdi\nD/YvBF4O9n8EkixFlG//IGptMtNDT3Hb/jH8Xj9HD149HGXZuR2lXs/M4SNx19HVplegEBRXlenh\nUABH++MMd/4CpUqHS/daHO6UqySYG8FzT0a5+lfKa57F4Gw5Qdjnw37bftlc7Lnow0suX98xGAl2\nVS8SlUU8CIKCnPJ7yCp5FQHfHIL355SWejh/agTnzNXcfNq+vSCKzBxKlBDEGvmXLzTxeibpPvkt\nluaGMGds4qBjJ22DS4Su0VVxanyB1rNjZGQlU71JPlcP0YRGELDJnL8Ii2EuTnVh0afKskiACF+v\nUAiU3uKy3FsJLwf7PxKG5GwqG/4aQ3IuSrGHPY0X6Dx3gfkrNgYptVqsuxrwT8/EXUdn1BgotRbS\n6xrEsxIZivEtzdB98ls4x09jSM6hquFvKC6KBM3OwWsL9n1d0wz1zVJckSZ77D2G6ecOAWC/bZ/s\nc85PtKNUKGX51wN0RH+uqsJrazrfShAEgcyi2ymofgvhcJCyorNUlffw/FNXUzG2pkYEtZrpZ5+L\nK8uLBftzk5EHqCiKTDuO0nn86/iWpknP30th7duoKEjD6w/imLi6ApCDZ3/fBSLcfnelbF09gG9q\nisXOLlJqa9Ba5f3+Bt0jLPo91GVUyqrkVgIh+kbnKcp6YXYcvFjxcrC/DlBrkynf/gGs2TswGRdp\n2H6Gc4cfI3yFRC5tvzSVszmjKmIGNdHGWO+TdDR/heXFMWzZOyjf/kE0ejNF2RF53bVk9uFQmKef\naEcQ4I7XbIwz9M/MMN/aRnJVJboMebbJc955BtzDVKWVoI/j+3MlOgZd6DRKCrNeeMva6wVr9jYq\nGz6MzphBQd4EFsNvGOg4fVlQV5mMWHfuwDs6hqdn/UZufmo2Zn0KFybaWV6cpO/sdxnp/hVKpZbi\nze8kp/y1CIJitSqKVUkbwfCAk96OKfKLrRtq3AOrVclGKJwYbSmXr4/IcsNUvgSSgZuJawr2i4uL\nvP/97+cd73gHb3nLWzh37tz1/lwvOiiUagqq76V4y/sIBPUk6du5ePhLTA4dWh2PTqmpRmOxMHv0\nWNxpyU32UjZpVIg9v2Jy8CAqjYmiuneQX30viugiB5VSQVleKo7JBZZ98TXX6+HM8WFmpjxs2ZlH\nukwPnBimn3seRBH77ftln3N+tfEmb1x+YWmFkalFKvItG+KJXwzQm9KpbPhrtMlbMBmXcY8+Rs/p\n7+CZG1oN+vYDtwFrFdSVEASBBnspe1VBOlu+urp8pGr335FqX/uOY1XRRqs/MSzy9G8iVcftr95Y\n414Mh5k6+CwKnQ7rbnkuqBDh6wVB2JATKkRmTl6GfFxTDfS9732PhoYG3vWudzEwMMBHPvIRfvnL\nX17vz/aiRGpaObbCP+P80V9QmD/BWM9vmeh/BnPGJpLMRVgO7GLyp7/F2XIC+/69iGKYFa+b5cVx\n5mc6WZw8zyuNOkLhAOlFt5NZeADlOlK0ygILbf1Ouhxu6svXX5BxJXzeAM8/1Y1Gq9owVy+KItPP\nHUKh0WDdvUv2eTG+fkuWvKztxTYVuVEolGpqGt7G//uRHY14Chig++S30BpsmNPrSCmTVso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RtGnQ6/u+davMesmXlGiDVTLgvK6qmua2ZQmIeo17dDIpEwYVoEi54YiYODHdkew/jq82ROJxei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\n+j2Mk86V0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nbsGElJSXzzzTesWbOmW++LcODAAXQ6Hd9++y3PPPMM7733XleH1K5PPvmE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\nItkLgiD0AiLZC4Ig9AL/H0vGnL4QW626AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x119f94d10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sinplot()\n",
"sns.despine()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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zpPcUIr2nrjqGMXsgimJe1isosxPigxHEOhMBSHr0bsrocxXq6uogyzIqNNol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\nFIiISMdQICIi3f8Bhg+mH0izpgQAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11ae0f750>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#violinplot 英文翻译就是小提琴样式图,跟跟盒形图一样一定程度上反映数据的稠密情况\n",
"sns.violinplot(data=data)\n",
"sns.despine(offset=10, trim=True);"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x11adf6190>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#对比之前的绘制图形,发现坐标轴有所不同\n",
"sns.set_style(\"whitegrid\")\n",
"sns.boxplot(data=data, palette=\"deep\")\n",
"sns.despine(left=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 临时设置图像样式"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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BCdUS0UlnQxAE9JsaiI+PEWlrJT4xjmHr9kW/23uWvGFO+HQmQ2mlnYKSLJxT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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11ae0ff90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#看到with应该很熟悉,经常在操作文件io时会用到with,操作结束不需要自己去手动关闭\n",
"#seaborn也是支持此方式来临时设置图形的样式\n",
"\n",
"with sns.axes_style(\"darkgrid\"):\n",
" plt.subplot(211)\n",
" sinplot()\n",
"plt.subplot(212)\n",
"sinplot(-1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 重写seaborn的样式"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'axes.axisbelow': True,\n",
" 'axes.edgecolor': '.8',\n",
" 'axes.facecolor': 'white',\n",
" 'axes.grid': True,\n",
" 'axes.labelcolor': '.15',\n",
" 'axes.linewidth': 1.0,\n",
" 'figure.facecolor': 'white',\n",
" 'font.family': [u'sans-serif'],\n",
" 'font.sans-serif': [u'Arial',\n",
" u'DejaVu Sans',\n",
" u'Liberation Sans',\n",
" u'Bitstream Vera Sans',\n",
" u'sans-serif'],\n",
" 'grid.color': '.8',\n",
" 'grid.linestyle': u'-',\n",
" 'image.cmap': u'rocket',\n",
" 'legend.frameon': False,\n",
" 'legend.numpoints': 1,\n",
" 'legend.scatterpoints': 1,\n",
" 'lines.solid_capstyle': u'round',\n",
" 'text.color': '.15',\n",
" 'xtick.color': '.15',\n",
" 'xtick.direction': u'out',\n",
" 'xtick.major.size': 0.0,\n",
" 'xtick.minor.size': 0.0,\n",
" 'ytick.color': '.15',\n",
" 'ytick.direction': u'out',\n",
" 'ytick.major.size': 0.0,\n",
" 'ytick.minor.size': 0.0}"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#以下给出seaborn的参数基本信息,在实际使用过程中可以重新覆盖这些参数的设置\n",
"sns.axes_style()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Z6zIqUYlKzkxcTOgZK801olGJKeW9RHp/8UskjwfrE4+hyogVPZ0Zv4CEzObs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vTpZ0TH6UhK05OWaWDGhJE4tV0caeldhRAuZuOWVvvv9/Z0dWH6/EtkGg0Rd/gXhQRQY22gzdHB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\nRK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11ab81710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_style(\"darkgrid\", {\"axes.facecolor\": \".9\"})\n",
"sinplot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 可变尺度的图形元素设置\n",
"总共有四种模式 paper talk poster notebook 也就是不同模式下对应图像尺度不一样,最直接的就是反应在坐标轴上"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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cgfWJp5lua2XqakNcstZYq5AKEi6OiRtfmZ9ENAotiQU9Lnw9PYwdfJfkxx5H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\n7lpftwkikZh9G4IgUJZUErOyFgRhxm6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IlKXnrxe99lW/4jWATK7CUf8wyegG/pVXJJ9n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LvtfmdbC5DL5MyJGHtbOODKQugMsa1TEpGsJ4BMqcTw8CP0V1bQuX/vldvnG3O51FmFuX9oQtb4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\nCMIUIJK1IAjCFPD/AeYySwzCPBVbAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11a6b6ad0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set()\n",
"sns.set_context(\"paper\")\n",
"sinplot()\n"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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HNzKCoFaT89IfM2aQaLd1AbAlZ8OU6xtCOmR5QcqUekCCSkX2t19ElZSM5PEw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\nOSbZenB/VPU+wi2q6iyNii2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OFtUwHZVrsklOlUPkwgd1Sgn3MHW3t+PpV1aeYk22nLXc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oSETbZfUuBrWlwwEiAzsG+pLMt88lEZlj47fgYNy29O83rRl2WZ9k92Akp3I3WgZzosDtlBqbPc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\nEMKpCwQCwQTi/wO0nvXpIDMemAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11a903310>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"sns.set_context(\"talk\")\n",
"sinplot()\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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1IToEaZ8ojMsnLTq0iv6cX3kTBFiYF6ie1iYkkPGtv5YVTfNnn2I+OLt6hlWp\ny+ShU8f7KvH4PLN6nXBQBISf2rYRJhxHiwomd12Mu2EzcTf6c969XnqefQafI/LB8yUJhfIA+/qR\npohGCgZ3gzzXdnlHEV7tiKJI7wu/xzsmtfCOrljE0LoyuSNnaUKRPLNhgmDt8PzPiKDRkPHNb8mu\nBEdTIyMfz64tQrBgOtIbvoZYmBVHlH+c5bnWEbyzEFAKAZxdXQz9eYd8nP6X3+Sw0Ckfr88ITSIY\nNNvlAWMFGbGT+nNF5eWT8qXH5OP+l/4bZ1cnkWLSGVmUVAZIrT7ODkU+lCxcFAHhJ3jDLc+bum9K\n6sNfIqqoGADPyAiDO96Z8rzpUAkq1qavBKQOjUd6w7ciyvMD11XTqgiIuTC6dze2amkovNoUQ/oT\nf8nx/oC2vjp9Rcj5bo+P2nbpf24yaGV/fzBqg4H0r/2lfDy04y2cnZG3RSiKLyApShJAjaMtYTd5\n1KhVstZqc3po7RmL+L0VJESfj77/fgG8Uk1Jwq23oV1SwUn/Z0Sn1rE8dUnImuBnMvhZDSZu8xZi\n12+U3sPlou+//2tWlubajJXy95EoEZGiCAg/NUGmYWlu/JTnCBoN6V/9mmwmju7+BEd7W8TvtS7o\n5h7uOSE3g5uJ4ux4NGopV+Vc27DS3XWWuIeHGHzzdfk47StPQKxJHieqUWlYllIRsqaxcxSXW7pP\nFQWJqISp04yjyxYSf5OU+SR6PPT+/neInshcAIIgsDpNas8iInKiP3w3U7Blo8QhZo/50704mhoB\n0CankHTvFzjZf0buu7QydSlRmtD00JoQJXPq2Q+CIJD62ONoU6RaJkdTI5bPI58oWJFUhlErucGr\nB2uwui9OI09FQACDowHTMD89lugo7QXP1aVnkHD7ndKBz0f/H/87Yg0g2ZBEcfwCAIYcwzSNtoS1\nTq9TU5Ql1U4MW5zyNStExuBbbyL6K1tjN23GtHwF54bqAiNnkxZi0ITmqldP4146n+T7H0Sblg5I\nufOjs0hqWJW+XP7+eO+psNdVBNU/KOmus8M9PMzgnwLz6VO//BVUer1cowKTg9OiKMrxB51GRWHW\nhWucVHo9KV96VD4efPN1vLbINniNSsOqNOkz4hW9EcWqIkEREMCZoLTRC5mGwSTecWdAA2huwrz/\ns4jfM/gDdsKvuYbDwuA4hJLNFDGOlmbGDkttClTR0aQ88EUAucodQjfnCYIzx2aaDKbS60n/6tfk\n4+E/v4v62qQ7AAAgAElEQVTXFtkwn4ygSuoOaze94+ENjEqNN5CaIAm35m4LNsfFC2Beqwy89jI+\nh5StFrNuPcaKRZidYzT6FbmkqAQK4/JD1nQNjGOxSdZFSU78jN1bTUuWYVwqWYnesTGG3nl72vOn\nYl36xXczKQICqAqqf1h4gfhDMCqtjtS/+LJ8PPinNyLeAJamVMjpjJX9VWG7mYIF2DklDhERoigy\n8Pqr8nHSXfegNplweBycGZRqFwyaKCr8AcAJrHY3HX1WADKTjWF1bzUUl2BaIT3AXusYIx99EPH1\nrvK7mSBUgM3ERAxNFKG+UxlVGwmO1hY5a0llNJLy8JcAqByoQvSnsaxIXYpwnovxXAQKxAQpjzwa\ncFfv3Y2zoz2ia82JyZKVCLPTEtHacLnuBYQoirIFoVGrZBfOTBgXLca0UrICfLZxRndHNlPYoDFQ\nllgCwJjbSuNoeJOi8tNjMOilD1VN2wg+nxKHCBfrieNyerI2JVXOSjs9cBa337e8PGUxWlVo9kl9\nx6ic4VZ2gfjUVCTf/5BciT/yyccRN/WbaBMPcLzvVNgxp7IgJadWyXaLiMG3/yR/n3TnPWhiYgHk\n4DTAivOC0xCa5BKOkgmgS0kNuKtFkYEgt1Y4CILA1yr+gnXpq3i07IGI1obLdS8gugasjIxJNQXF\n2XHotOE3v0q+734pqg2M7PwI73hkfsTgD9rJ/qqw1qhVKnmTsjs9tPYqmSrhIHo8IYHp5Ae/iEor\nxZqO9QV8/KuncC9NZC8BlEUwGUyXnk7c5q3S+7vdDO2IzI2QZEhggd+VMWAfon0svJTI4Ollde2K\nBREutvo6bGel4lVNQgJxN94ISDOnm0ZbAUiOmtz/yOP1yf9nk0FLTpop7PdMvP1ONAn+zLPqKuzN\nkY0UTTem8uXyL06yeueL615ABFdPhyv5J9BlZBKzThop6rPbGfnk44jWL0kpn6WbKWDC1rQpcYhw\nsHx+EPfgAA51NP1FN3CgVc+rvzvKq78/gvNAMnl1q8kaKCNTkz1pbW1bYJO9UIbbhUi6+15UUVJl\ntuXQgYjz3lcHuZmCBdl0xBl1ZCRJGS7tfWOMX8UN8i4Voigy9PafEIFhQzrN5ffw0Tt1vPHCcd74\n7Snyz60lvb2Mha7luJyhcZ3mbovcYn1hXsIFM9ymQqXTBawIYPjPkafOX0yuewERHKBeGEaA+nyS\n7roH/G3AR3ftxGu1hr12tm4mJQ4RGaLPR+vO/ZzIuo2DBV+kiiJaG4YYGbIxMmAn2hpPjDmFhJYF\n/PHXh/nzq6fp9muEYzYXnQPSPc1OMRIT4bAmTWwsCbfd4b8QkeEP3o9o/fLUJfKciMr+6ojdTCJQ\nr1gRM2I5c4aGPoHDufdxKus2GvoE2pqGGOyz4rGB0ZpIcu8CRg7r+cOvD3P8YCtulyQoQtJbZ7GH\nxG3ajDpeUjzGq85EbEVcTK5rAeHziVT7LQiDXk3+FMVPM6FLS5cLX3wOB8MffxjR+mA3U7jZTOmJ\n0cSZpI2qqcuMx6tUzF4Ip8PN3pcPcSh6A6OG9JDfSS3TQzdcUYTO1hF2vFzJ/p0N1ASlt0biXgom\n/qZbUPlbPI8dO4J7MPxunjE6E0VxBQCMOEfpGAuvOVvwtdYqAmJa+nssvPNBF3Wp67HpJluIXnWo\nBeZ2eTm2v5WXfnOEc6e7qQuy4ssi9EKAlPSSGGxFvLdjmrMvLde1gHC4vLL5XZabgHqWA4ES77pb\nDkaO7tkVkRUR7GY63V8dlptJEARKc6QPssvjUypmL8Bgn5XXnjtGXacH/Fq4yaBixfpc7ntsOV/+\n/lpq137C2VUf0b30OEvXZmOKDWQoVZ/s4uTHDUx4lEtnKSDUBgPxE21afD5GdkbWgmOpv8EjEPY0\nwmBXWHAMRSGAKIqcOd7J2384iU0I9F5LzYjhprvKeOxb6yh9RE3Nyk+oXbabxPUuSirS5PPsNjef\nfliPq3MMAYg36UiNn92sh7jNW1DH+a2IM6dxtIZXG3WxmTcB4fV6eeGFF7j99ttZtmwZd9xxB3/8\n4x+nNYn/6q/+itLS0klf4xEGe2dLdJSG21ZkU55s5AubFsz6dXQpqYHyeacT8/5Pw157vpupYSQ8\n83JCQADUdSgbwPl0tY2w4+VTjFulgjiVz0uxp5lHvr2RtVsWkJEdR+1oPR7Rg6jyUZqfx4Ybi/iL\nv1rHuq0LUPsr1kWXl1IE4og8/hBM/E23BBq1HdiPZyz8tMQlKeXy96fD7AAcG60jK0WaQ9DZb8Vq\nV+IQwXi9Pna9e46DuxqZqHM1OYe5damKB76ykpJF6cTERXFqSEoe8eicbFyxiJvuXsgXv76K/KJA\nQWKSCCUIlGTGTUp/DRfJirhDPh5+/71pzr50zJuA+PWvf83PfvYz7rnnHp555hluv/12/uVf/oXn\nnnvugmtqa2t5/PHHee2110K+DLOcuBQpbpeX8ZoBjIN2Tu9rxjsHV03Crdvl70f37I6ovUKwmylc\nDbEkREAoLoRgmmoHeO/1M7icUuAwxjHIuva3Wbt9EdqgLLXgzXapv7WGSiWwfF0uDz2xiiR/NooK\ngWJUDM5hUJMmLo7YGzYDUg+e0T27w16bGJVArj9zpme8j35beC6qspxAHELJZgrg84nsea+WxprA\n/zF7tIa15s8ouHm9/LMxl5UWs9RKJzkqUa45SEoxcfuDi7nxjlImpjTFIqDptGCbQ5fluM1bUfvT\naq2VJyNyRV4s5kVATFgPX//61/nWt77F+vXr+e53v8vDDz/M888/P+Uai8VCT08PmzZtYtmyZSFf\nqjnMfo4ElVpA8I/ubG8eZu8HtbPub6TPzCK6QnIFeEaGGTsZfhO+RckL5UBk1eC5sK4hM9mIySCl\naTZ0mpXOnX5aGwf5ZMdZfP6hLYm2blZ0fURsklGuWwHw+DxUD9YCoFfrKEsoDnmdhGQjeWuymaiA\nEICP3z5LU+3sH9qE7bfJadGju3fJ1brhEOJmGghPiSjLU9xM5yOKIvs+qKWxRqpMFxBZ1LOX0sEj\nJG3bJqc+A1QP1crFcUtSKiZZB2VLMnCkmXD7z3Hb3Lz/RtWkLKdwUel0IcOnIlEiLhbzshNbrVbu\nu+8+br311pCfFxQUMDw8jG2KKuO6OqlFbWlp6XxcwqxQq1Xc+8hSVH53QsPZfg7ubpy1kEi4JciK\nCJpQNhNGbbRcuj/sGKF7fOZhM4IgyFaE0+WlvS/8uMe1ylC/lV3v1jBx+7J0FpZ270Ijeki49XaE\nIMWjbqQJh1faoMuTykIGA01Q32WmEZFh/wbg84ns+vM5+rpnV7WqS0klZpXUItpnG8d8cH/Ya2cj\nIELrIRQBIYoin+1soK5aGuUqCLB4YD9p420IOh3xW24MOb9qMDAZcHFyOefj8fqoHxqnBhG3X3YM\n9lnZ+c7ZWXsj4rduk+OZ5v2fRqREXAzmRUDExcXxj//4j5SXh/4T9+7dS3p6OtHR0ZPW1NXVodPp\nePrpp1m7di1Lly7le9/7HgNzmNc6GwqKU7jn4UCuedXxLk4fjbxHO0gzBXQZ0jhAR3Mzdn83yHAI\n/gAGfzCnIyQOcZ27EGxWJx+8WYXbJbmV8griKK3bgQofquhoYtetDzk/2L20LGjzDaauXbIfmhHJ\nL5FmQ/i8Ih+/VT1rV0LC9oCf2bxvb9jKSHp0KqkG6RpaLG1htVYwGbRkp0huss6BccZssxtzea1Q\nc7qHc6e6AUk4rM22kWKWYn6x6zeijglkMbq9bmr8cxaiNYZJvZcA2vusON1enIA6Nw6dXtrYO1pG\n+PTDulkpmpr4eGL8c859dvusOr3OJ5qZT5kdb7zxBocOHeJHP/rRlL+vq6vD5XJhNBr51a9+RUdH\nB08//TRf+cpXeOedd9DpIss3j4+fLITCQaNRsXhFFnabi4/fkTSzw582U1SWSvYsUtbc99xF62+f\nBWB83y4yVk4uy5+KjZoVvNUoBabOjdTyyLK7Z1yzsjydV3Y3ANDcOzbr/8HVhsbfCG3i7/W4vex4\nqRKrRdq00zJj2ZjQR5+/l3/KthtJTAvcS5/oo3pIEsIalYYNC5YTrQ2Ne1nGXXQPSskS+RmxPPT4\nSl569gjd7aOMW13s/nMtj35jLeoZmrJNYlk5Q0VFjDc24urpRt3VSuyiipnXAWtylvFe/S4AGscb\nuSnthhlWwJLiZLmOo2fEQU7m7APtc+H8e3ap6ek0c+CTgMK2/d5yeO5fcAMIArkP3Ish6Noqe8/K\nrb2XZywiKXFyCnz76R75+2VLMll0ayyvPn8Un1ekrrqP3AVJrNqQH/G1ar5wN+eOSA0lLfv2kHfv\nnSHW76Xkorzru+++yz/90z+xfft2HnvssSnP+epXv8qLL77Ij370I1avXs3999/PL3/5S5qamvjg\ng8gbm82VFevyWLNJyjcXfSLvvlKJYxaZH8mbN6PxayLDR47gGgqv5XK6KZXMGCmFrmmkjRH7zAHR\nvKCpVTUtw9dtX6Z9H9fR7Q/Um2L0PPDYckaCemOlbQ91fTaPtGN2SqnB5Sklk4QDQG1Q87WFBYlo\nNGruf2wFRn+jvs62ET55LzxL73xSbwtcT//O8F2RqzKXyt8f7w6vvbNSdS+lo77z8knZ7bNsTQ55\n9OIelT4z8SuWY8jMDFlzoidQk7QiY/GUr3suqJ16eUESeYVJ3PVQQCHc80EtA7NohWMqKsJUImU2\nOrq6MJ8Jv9vzfDPvFsQLL7zAv/7rv7Jt2zZ++tOfXjDtq7CwkMLCwpCfLV26lNjYWDk+EQmjo5F1\nU51gQqMZHbWxbF0OrY2D9PeMYR61s+PVU9x63+Tg1EzEbtrC8AfvgU+k44OdJN19b1jrKhIW0j0m\n+UcPNZ9kY9baGdcUZcVxpmmIcYeb6oZ+ctMiL/a72gi+Z11tIxw70ApIGUjb76/AcuqELJijKxbh\nMMThCPp8HG4NtKxYGFcy5Wensi7QXjsv1SSfc+u95ex4uRKfT+TU4XYysuPIC0p5DAd1+TJU0UZ8\ntnGGjxxlsLUbTfzMmn2SkEKsLgaLa4xzgw30DY2iV09vaWcmBoRfVePgrJ+TuRJ8zy4loijy0Z+q\nGR2WZn0kp5lYvTmf7l/+f/I50Rs3h1yXT/Rxoss/bVBQkxeVN+m6fT5RHkEbrdcQF6VmdNRGVn4C\n5cszOXeqG6/Hx1svneSBx1egiaDHG0DM1puw1kuNJbt2vAf5JZH/8WGSknLhPWNeLYif/exnPPXU\nU9x777384he/mNZN9P7773Ps2LGQn4miiMvlIiFhdgVJc0WtVnHLveWyL7G5bpBzlT0zrJpM7KbN\n8vfm/Z+FPVAoJA4xFGYcIvf6TXd1Ojzseb9WPl69KZ/UjFhG9wayP+QCtSCqhwJrKpIWTvnaDUFt\nsoM7/KZnx7HhpoBi8+lHdTgj7HWk0umIu2GTdOD1Yj4Q3jwRlaCiPElK6vD4PNSPzBzjijfp5eKt\ntt4xuWfQ9UJddR+tjZKyoNOr2f6FCnwjQ4GmfImJGBeFuoE7xrowu6QYT3H8gknDowA6+q3Y/dlK\nJTnx/qp8iQ3bCknw98IaHhjn872Rt84wrVgZaL9RXYV7+PIMf5o3AfHiiy/y29/+lscff5ynnnoK\njWZ64+SVV17hJz/5Cb6gzfPTTz/F4XCwatWqaVZeXGLjDWy5LZBZ9fneJqyWyDIJdCmpRC+U/Mqe\n4cCHcSYK4nIxaaXiptrhBlzemYOKwfUQ9deZgDi4q0GOO6RnxbJsbS6unm7stTUAaJKSMC5ZGrLG\n7LTI7SoyjGkkGSYrI063V+6SmxIfNWn+w6IVWWT5U0jHrS4O7m6K+NrjgjJmzJ/tQ/SGt3EvChJo\n1YM1Ya0pzpYEnNcn0jzLDKyrEdu4i0O7A0J06+2lxMYbsAQN+IrbtGWSfz8keyllcvYShD5rwc8g\ngFar5uZ7FsrZkdUnu+iIcPyroNEQt8EfYxJFLAcPRLR+vpgXAdHf389Pf/pTSkpKuPPOOzl9+jSV\nlZXyl8fjob29ncrKwNCTb37zm9TW1vIP//APHDx4kJdeeokf/OAHbN++nRUrVkzzbhefooWplCyS\n4gFul5cDu8LPRpogbssW+XvzZ+FVVqsEldy21+3zUDvcMOOavLQY9H7ztaFj9LqZU91wrk9OV9Ro\nVWy7ayEqlRCijcdv3Tbp4T8bZD0suoD10NJtweuP55RkT3b9CILA1ttL0Wil166r6qWtMTINT5eW\nFqibGR5m/Ex4MYWyxGK5ZubsUHiZMsVBG1jDdTRA6OCuBpz+iXoFJckUlqUiejyBz4ggELtx06R1\nVUGCd3HSBQRE54UFBEByWgzrtgS6M+zf2YDHE5n1NlFYCWA+uD/i0cbzwbwIiAMHDuByuaivr+fh\nhx+e9GWxWPj1r3/Nww8/LK/ZtGkTzzzzDG1tbfz1X/81zzzzDA888AD/9m//Nh+XNGc2bCskyiBZ\nQS31g7Q0DM6wIhTTshVy2pz1TCUec3gP5pIgN1P10MwaokatYkGmVH1psbnpH73251S73V4++XNA\ny9uwrYi4BAOix4Pl0CHphyoVsRs2Tlob6l6auod+8MNfPMXDD5Kluf7GUFdTpAVS8VuDrIgwayIM\nmqiQ5n3h1MxMWBAgKRHXA60Ng3KltE6vZtMtUiGk9fQpvBbJijIuXYY2MXT626jTTKdVSoXNNKZP\naWGKokiDv6pep1WRe4H5D0tWZ5OaKe0B5hE7pz6PbGKcLjUVQ5mkxHgGB7HVhmcxzifzIiDuv/9+\n6urqLviVmJjIU089NSn4fOONN/Lmm29SWVnJgQMH+OEPf0iUv3f+5cYQrQvZAA580iC39w0HQaMJ\nbFBeb9gmYmmQhnhuqD4sDTHYR944h3YQVwuHP23GPCIJwvTsOMqXZeBxmRmt2ouY6kVdEYPh5jI8\nwjAe5wiivwGiZJVJgT+DJooFcXlTvn5D0P8weHM9n4rlmSGuppOft0X0dxgXL0UdKwn38TOn8ZjD\nu3cVyQHBFmwRXYj0xGhioqVCwMZuyzVfde92efhsZ8D6Xr+tkGiTDo9zhNHq3agrYlCXmTBsKsZu\nacLnCShV54bq5e8vpEAMjNqxjEvu3wUZsWjUU2+jgiCw+daSieJ5Th5uZ3Q4siB93KaAJ8ISQY+3\n+eK67uY6E6WL08nIkTYIq8XJsf2tEa0Pvrnm/Z+GZSIaNFFyUc6Ic5Se8b4Z14RoiNe4gLCM2jm8\nrwkQSUwws3ZNNz21z9B99ueM8Tm629LQbk1BLHbQ3/RHus/9ks4z/8Zg69u09BzE7Y/rLEwsQa2a\nnFni9flo7JL+hyaDlvTEC+ftC4LA5u0lcoDy9LFOzCPhbwCCRkPsug3Sgc/HmD/3fSYWBW1cE+1C\npn0fQaA4O1B139l/aZphXi5OHe5gfMyJSvBRXjFOsnEfnWeeovvcLxGXuNBuTUF7UypW33EGml6i\ns+rf6a39HSNdn9A+GEgpnUgIOJ/gZ6xoChdkMCnpMSxaKfXR8nlFDnzSEJEb2LRiBapoKS5pPXUS\n79il7dysCIhpEASBLbcFNoCqE10RbQC69AwMJdKHzD0wgL0+vPTdYM3l3PDMaxZkxk30DLvmfcyH\ndjeSED/IhrWVrF9zGs/4CTyO6d1/os+FbaSKqP5P+XZcNKv1WhYlTp022Nk/jtNfjV2cPXN3zvjE\naBavCmwAh/ZEFrCO3RgodjMfPBDW5pEWnUpSlOQaabG0YXPP/JkMViKu5WSGMbOD6pPNlJU0c9PW\nwxRkn8Ax1ojomz7TzGXvYaz/czZ4u3jQFMUCXRQLYqe2MCcUCJjewpxgzaYCjP75LR0tIzTXhd8t\nQqXVEbteUiJEjwfL4UNhr50PFAExAwlJRpaslsZQ+nwih/dF1qc9LijQZPk8vJsbrLmcG5pZQERH\nachOlfygPUO2a7a1c3tDHRmJu1izspqE+FBNSuU24jltxn14GG1fKglZ2zGlrCEqtghBFUi3NqpU\nbIvWkzX8OeMjkye0zRR8nIqVG/KJ8rtwWhuGIspY0Wdlo8+XYgqurk6c7TO7qQRBkJUIn+ijZrh+\nhhWhf8u1qkSIoo+a47vZtO4ohQWd6HQBl7BKY0Ts8eI5OYp73wAxsRuIy7gRU/JKNPrkkNcp1Gp4\nyKhhuOU1PK7JFvmEG1cACjNnFhA6vYYNNxXJx0c+bYmoV1PwHmI+sP+SJqIoAiIMVqzPlQPWzXUD\n9HaF78YxrViJ4K8HsZ44hs85cw+fTGM6cTrJN9002oLDM/OaoiBNpjGC67saEEUf5t79+CyvhwgG\njT6JxJy7yKz4H3jeG8ZzYAjviVESF99FTOpaErNvI7XwUbIW/x26zO00BMWQfG4zQ61vMdD8Kl5P\nQAMPjT+EJyD0URrWbimQjw/ubgxJ356JuKBguiXMYPWikDjEzEpETqoJnT/rqr7TfM1lu3mcI3RW\n/470xBPo9RMKkoro+HJSFnyJRMPdON9qw/P5MFpnOgmFNxOXvonEnDvJLP82mYv+B136bMaC7ptj\nrImemmewDp6U/1/jDjdd/hYsWSlGuZPBTBSWpZCeJT3T5hE7NRHUV+lzctDn5QOSEuHq7Ah77VxR\nBEQY6KO0rAzqqXJoT1PYD5gqKgrTipWANJLUenrmwfOCIAQKokQvDaMzuy2Kr9FAtcdlpr/hRcw9\ne1GppP+53WEkp+xhMhZ+C1PyCjxdA7i6pdoGfX4B+qzskNdQqbTUub28Ne7gvy02xtWBylGHpYHe\n2mdxWtv92SmSdj1ddspUlC3OINl//sigjbqqmWNHE8SsWScPE7IcOYzPPbMFWBxfiFYlWS1nh2pn\nnESoUatkbdcy7rqmst1s5jp66n6H6An8z12+XDLKv01ywYMY4ooZO3xY/t3EcK9gNNoY9lkt/NZs\n48NxB4Jaij2JPhfDHe8x0PwqPq+Tpq7w4w/BCIIQkvRy7GBrRFlvE24mCN8TMR8oAiJMKlZkEhsv\nZVj1dVlorgs/7TX4AymnYc5AsJspHA0xxIK4RlwILlsvffXP4xyXNCZRhOaWbBLzv05CxnIEf7ZX\n8AMTt3HqBnY1/lhOj9dHVO79JOc/iEot3U+v20Jfw4v0dhzCbJ05O2UqVCqBDdsCG8Dxg614PeFZ\nEWqTCeOy5QD4xscZP105wwrQqbUUJ0h59lb3OF3WmTXS4uxrS4kQRZHR7j0MNr+G6G/dbrNFUV27\nkoJlj6PVS3Ean9vN2NEjgJQYMNFyPRiz00KntRsvMKhNJrP820QnBHowOSwN9NW/QFtXYCZ4OPGH\nYNKz4ygoltxZDpubyiPhWwIxq9eCv6bHcuTwJauJUAREmKjVKtZtDRS+HPm0OWw3QvTCcnnerO1c\ndVjpjGUJwemuMw8ySooNVPy29I7hmcN0vCsBu6WRvob/wuuWXEp2u57Dx5YwaltOUVmGfJ7o9TJ2\n7Kh0oFZLD9J5SG0pJCssWmMgLy6H6IRy0sueRBedNfFKuId2s7WwDRBDBG64ZOUlkJ0v5c1bLU7O\nVnaHvTZ2Q0CwhRuIXBgUaK8ZmjkOEZwO3XSVuyFF0cdw+w4sfYH08b7+RPZ/vpzS5WtQBwn38TOV\n+GySW8i4bDlqo3HS650LiuOUJ5Wi1kSTnP8FkgseRlBLz5Xb0U+J4UOy4/xtOLIi/4ys3Vogp72e\nPtbBeJht4zVxcUSXS4WVXvMotprZNYqMFEVARMCC0hTSMgN+xPqz/TOskBBUKmLXrZMOfD7Gjh6e\nfgEQrTVQEJsLwJBjZMYxk4IgyBuA2+OjbRZdJK8UxoerGGh6BdEnafOWsRgOHF7O8Eg867YuCMks\nstWcxeuf72xctBi1abJbqMXchtOf3hpcZ6LRxZNW8lViUgJCZWtRB7eXNVPkv8+RsmZzIBZx8lBb\n2LUzxopFcmHleNUZvNaZB0CVBwmI8LLdYuVst8auq7flhujzMtj6J8aHpZRUEaitz+f4qQrikxJY\nUBoadA62MKcqngRJCZugIsh6j44vJb34a6h1koJn0Lh4fFU1FZnjJMVFXrOVkGRk4VJJwfG4fZw8\nFH7tTLCbaexweCnRc0UREBEgCAKrN+XLxycOtoZtRcSuC3IzhZ3NFBSIDGMDKLoG6iFsI+cYansH\n/FPcnN5sDh1ZgsulI78oifTzNHtL0IMSuzZ0KNAEIdrheemtgqAmIXs78ZmBpn5r83pIVYWXcno+\naZmxshvBbnNz5njXDCv816FWE7NaGhSD1xvWyNq06FQS9NLG1WxumzGZITpKS2aypD13DQSazV1N\niD4PAy2vYR+dqCpWUd+0lKaWXEB6PoMVCO/YGONVkiBRx8RiLJ88HMon+uS2Nnq1jgXnDQfSGlJI\nL/k6Pq20ses0Pr5QcQbX+OyCxatuyJfniJw73YN1LDwrwrRsOYJeEkpjJ4+HlfAyVxQBESHZ+Qmk\nZ/tbW4w6qK8OLxipz8lBn5MDgLO9DWfXzBtHeVKQCyGMVMbiqzyTyW6uZ7D1LSaEgyF+CQcOFOH1\nSgVta4IyhQB8TifWUycBEPRRGJcuYyqC/3cLL1D/oEtYy5/PFjExUsNlrmK0a+eshMTqzfny95VH\nOsLu9hoTJODGjsxsZQqCwMJEqYWEN8xkhkK/lSnCVde4TxR9DLa+hcPi740mqHGqb6GxUfqbUjNj\nyCsMbb0+duIY+BshxqxZKycDBNNm6cTmr6YuSShCo5p8jlprpN52E02DkkDWqLz0N72Mczzy6ZNG\nk56KZdL8CZ9XpPJweC04VHo9MSulhBfR6cR66kTE7x0pioCIEEEQWH1DYKM6cagt7JzmmHVBJmIY\nbqZsU6bc3bVhpBm3b3qNLyfVJDfua+y8uhr3OcaaGWh5A5D+l9EJi+nsW4bDIR0XlqWQlBLqPrJW\nnkL0a1ExK1ai0od2XQUYc1nl7q3pxjQSoqbOPGnptnCiM523q0rkmdZjA0ew9EU+8jEpxURxRSoA\nLo8nhG0AACAASURBVKeHqjCtiKgFhWiTUwCw19fhHp65nmJhkDskHCUipC3LVaREiKLISMcH2M2S\nK0gQNCTlP8LRQ4HP+JpNBZMKGyeC0wAxa9dN+drBTTEvpEAANHSN8+qphbQM+4Wsz0V/00u47OG5\nmoNZti4nYEVUdjMephURvIdcimwmRUDMgqy8eDL82nokVkRwAHXs6JEZN3CVoKLMryG6fW5azK3T\nnq9WhTbuGzBf3oHn4eK2DzDQ/AaIkqZniCsjNvMuKo8GNtaVGyZXtQa3pohZN7V7qWYa91IwE5tl\nVU8qw6rAQ2ju2YN18GSYf0mAVRvz5WDkmeOdYaU0CoIQ2MREkbFjR6ZfAJQmFCH4IwthBaqvUivT\n3Psp1qGJ+yCQXPAgHR1GLKPSZzw9O1ZOEJjAPTyMvUH6n2hTUogqWMBUBH9GJp638xFFkcYuM26f\nmjfPLEJnlLwBotfJQPMreN0zx4yCMZr0lC+TXFZerzR8KhyiyxbKcyJsNefwjF1cK/C6FxCiz4vb\nGdmDMikWcagtrFiENjERQ7G0SbkH+nG2zlyVXZYQ+MDWhNH+uzArEFy9GjJVvO5x+ptfQfRJGlRU\nTCHJ+Q9QU9mLwya5ZgpKkklKDbUe3BYL4/45G+rYWKLLpm7dHY57CUKDtmnZ64lLD/TRGu54H8dY\nZBX08YnRFJZJ1oDT4Qk7oylYyw3HzWTURpMXK21W/fZBBu3TWx1pCQZMBql+ornbfFWMqbUOVWLp\nDbRxT8y9G31MMaeCmiOuvmEK6+HYESbMwZjVa6dsm+LwOGixSK+TGJVAqiF50jkAQxaHnAKdnZpA\nauGjaKMkK9HrMkt1EjO08zif5WtzUftnRoRrRQgqVUDR9Pmwnpg5VjUXrmsBIYpe6o/9nJpDT2Hp\ni8xcy8yNlxv5jZkdcmvhmYhZE7QBHJ1ZQwzWaGrDcCEEl/5f6QJC9HkYbHkdr0uq29BGpZBc8CBe\nLyE54lNZD8OfHw71LasnN94TRVEWEBqVhqL4gknnAPhEUf5fRes1pCdFE5u+GVPyxOAqkcGWN/E4\nRyL6+1asD1z36aMdeMKY5qbPzEKfI2WvOdvbcHbPLFhC0l1n+IwIgkCh38q0O710D17Zjfuc450M\nd7wvH8dlbMOUtIyW+kF5jGhaZqzcVTeYcNxLDaPNcpHhwsTiC/beagpSIAqz4lCp9aQUfgm1RlJc\nXLZuhlrfjsita4zRU+6PRXi9Yth1Eed7Ii4m17eA8Hlx2YcAkdHuXdjNM2voEwiCELJxnTrcHtaH\nw7RqlVzwMnb86IwFLwlR8aQbpeFFHWPdWF3TP9CFIbnuV24QUhRFhjs+kIvgVJpoUhZ8CZVaT82Z\nHmz+dsp5hUmkpE+emTt8MBAbiFkztXupy9rDmEsy/YviCtBdYH5z75ANm98FVJgVh0oQEASBhOzb\n0JskoeLz2hlofg2fN/zMkaRUE/nFUtDUPu6m5kx47RVCrIijM6czRiIg4OpxM3ndYwy2BFyPxqTl\nxKZtRBTFkNbqK9bnTtrYXX29ONtaAdBlZU+qrp8g1L10YQszWNmasNI1ujhSCh9B8Fe02821IXUZ\n4bB8Xa48ee7c6W4cYfRRiyooCMSqGupxj0SmuETCdS0gVGodKbkBV8JQ29sRaYnZ+Qlye4XhgXHa\nmmaeKqaJiSV6oTQUyDMygr1xZqG00O9mEhGpG5n+fJNBS5q/RXVHv1XuTHqlMT5cyfiwv2JYUJNS\n8DAafTxery/Uetg42XpwDQ8zViMFKyXf8tSWQW3Q/2ph0szxB4CiIBedIKhILngAjU7ybbsd/Qy1\n7YhISwxVIjrCSmiIWROkIR47OuP75cfmYNBI6Y91w414fdPf86uhYE5KZ31DLpTURWeRmH07giDQ\n0TLCYJ8k+BNTjOQVJU1aH2I9rJlcPDnBRIBaQKA0oeiC5zV1BwmIICtdF51JUt4X5GNzz17slvA7\n+hpj9JQtTgekuojqEzMnNAiCEPibRBHr8aNhv1+kXNcCAiCt4GZi/JqDz+tgoOWNsH2JgiCwYn2u\nfBxuoClkAwjDzxzsZgonDjFR5OUTRVp6rjwrwmXrZbjjA/k4MedO9KYcxtwePj3bTVeijsFFCYxu\nSOePg8P8Pyeb+PGJRv75ZBM/OdXMT441s2v7QxzeuJ3GrXfQY3PinWITDc5OCY7lnE+ogAits1Br\nokle8LDcEdZurmVsIHyzPjUjlpwCScCMjznDSmjQJiYRVeRPTujrw9kx/edKrVJT4t/cHF4H7WPT\np17mZ8Si8mvcV6oFMdL1CS5/CqlaYyJ5wRdBUNNvd/HRuS5GiuMYXJJI+9JE/vV0C//s/4z875NN\n/PRMC3/QJbPn1gc5tWozHRUrGHFOfqaHHSP0+QtQc2OyMWqnnv3hcntp9wuk1HgDscZQSzQ6vozY\ntEAl/FDb21N2gb0QS9fkyN9XnejEHYZSF+JmCiOZYbZc9wJCEFTklD8iV0q67b2MdH4U9vqCkhTi\nEgwA9HZa6A6j175p+Qo5H9t64jiiZ/oMl+KEQtSC5GOvHZ554EhhkAshWPO5EvB5HbLbQBRhJGYD\nB2zZ/Ly6jf9T2cIupx1LYSz2tGjGDGqGnG4cXh8un4jd62Pc42VApaUzr5jaRavYm5jNr8518M8n\nm/iv+i6ODZgZd3txe900jkqB5RitiUxT+gWvaUKLFgQomKKCWmdIJSnvPvl4tHsXzvHwUldhciwi\nHAtELpqDQCuRaSgL0n5nmmWu16rlRoR9I3YsNteMr38psY3WYB08BoALHT1J9/Nam5WfVLbwdHUb\nrWlRWHNN2FMMjIg+LG4vdv9nxOn1Mez00J+YSntBKadXbuL1ARv/fqaVn55p5c9t/dSbx/H6xPPS\nWy+sQLT2jskzyoOTQIKJy9hKVIzfHemxMdjy/7P3nmGSlOfZ6F3VOafpmZ6Znhx34ubEsiwrhACJ\nIEAggZCQMByMZKTjz5/s73w//PP407El2QhhI0tYCSOMhAgyAiF2SZvzzE6OPT15OudQVedHVVdV\nz3RX9cDssqC9r2uva3u3qqenuup9nvd+7ud+XgAjs5PLQSxoSCayJVGRarcb6kq2fpGcmEBmufQZ\nE+vBn32AAAClSg9nwz0gCHbRjvnOIha4WNK5JElg824hAyhlF6HQG6Dv7gEAUNEI4kPSvipsdye7\nyARSQT7rKYbmqiuzDsEwDHyeVxBMpXCK7sSz9B34daAO7ywEsJgovEipSAJWtRIOjQpWtRImBQGi\nQN0mTTMYCcXx4tQS/t9zE/i3wSkwZDUAAm32Zt5eYzWiiQzmfazdd43TCK26sH2z3toOo5NbtBka\nK1O/AZ0tTUZcWWNBeSVbRwn44iVRkaZt25HTyUZLoJnaxGIGGRoSWF2runKSiGwqiJXpV+ClK/AG\ndQ1+Tt2J385mcDEQRTy7dsElABiUCv4esamVUBVZmP2pDI4uhfAfI3P4h/OTeHcxCZJkE8PS6w+F\n/ZcIgoSj7k4oVGwAScdnEZx/q9RfG1t2C0zE+RPyVGQezYRLt4sozcz8zwBqvQs292d4xYTf8yo0\n+iooNWuHlq9GW6cLp96dQiyahmfcD99SdI0sczXMO3YhxnUBR06ehKGrR/L4dnsrRoMTANgM0WUo\nL3psVZkBWrUCyTSFsVnW+19uMtrlwNjceRz2OTDJ9AJY+3n0SQrkUgLqSAbXbndj8yYXNKscVf2v\nv4alF55H3GACceNnEd2yE9PRBKajScS4BYQGMJcADLpPg6ajUCgVSGYpaJVrlU7ibuJiD38Otqob\nkI55kY7PgUoH4fO8jLKGL8heW4IgsHlXDd74HZsInDs2g/rmwnLKHJRWG3QtrWzD3MoyUtNT0NYX\nrrUAQLmuDDaNFYFUEJMhD5LZFLTKtY2DOTRVm/EnrhF3Yi6MLS1Oyc9zOZCmMnh75AjOpQ8igLXf\nhZogQK4koAmmYEwz+MJd3XDoNFCQwvVnGAZT//vvkPCtIGqyQvlXf4MlUoWpSAIzsSRyYZa9Vyph\nMnwBFDUHmnAWfU7ENJzUgCCFyoCyhruxOPIfAGhElo5Ca2qEztxU9JwcnC4T3PU2eKcCiIZTGBtY\nQlt38V0vwO4yfS+9CIDdZdpv+Zzsz1kvru4gRDA4tkJnZfX0DJ3CytRvwTDy20SFkuSnzgHsbGLZ\nn9XTKwwSOntGlmbalFeHkFaqkCTBN8xFExksBT5a739PNIGfDE7imTkDJpkaiINDk1mHz9eX4y8q\ny+B4fwG20RBcCRo7OtYGB4B9EEiGgTEaRkdvF66ttOHLLVX4X5sb8H+1u3FNhRUWlZD3kKQRQ2Ed\nvnthCofm/EityswKqVOKgSCVKKu/i3f3TISGEPPJz/cAWCoyZxc/7w1hsQSbi3yaSTpDJAiCr1VR\nDIUxLpkohuYrSA6dpWkcWwriH8+N4VCyJS846BQktpeZ8bXWKly3QsF5zgfzVBS7m8tRbtDmBQcA\nSM14kFlahJKi4CqzY2tdJW6qKcOjHTX431sacW+jCx1WQ97Cp1BU4WejC/jRwAyGgrG83RrDMBjn\nviuNSgF3+VonWDE0BjcslQf4177pl0BlSpMSi3cR50qgItWuSn4aYSnmjh8EVwOECARBwFHzubxt\nYmj+7ZLO3dRbBZWazVBHLy7KNr2QWi0MHM1Ex2Oy9r01pmoYlGwRbSw4IatUEWc6H1Uh0pdM49mx\nefzroBfjUSEA6ogsDlTa8Dfd9XiozY0dTgtGTwp6/96dbpDk2lszLWou1NXUQFNdzf8fSRCoM+nw\n2VonHusoRzz+BjJZIVAnKRp/nPXhu+cncWQxyBe1J4qoU4pBqbHBUXMr/zow+zoySXnKiCSJvGLk\nuePyVKRxq0AzRU6elF0wxGKG4cCY5LEOi5Yvtk7OR0BdpvkCYjAMg3O+ML7XN42Xp5cRpYXAXq0l\ncE9jBf7X5kbc2VCBaqUKo30LAAClikTnlqqC7ymu15i278z7P71SgV6HCV9uqcKesnkkksdB04Lr\n8Ww8hZ+PzuEnw7OYjbH04UooiTAnuW6oNEFR4L5cDXPFXmiM9QAAOhuFz/NySXWn6jprnirSOyWv\nqKx8+FFYrj8I10MPyx77QXA1QKwCqdTBUX8nclluePF9XqsvBY1WiQ7OxpemGfSdkS9iim/gyKmT\n0p+LINFiY7eqSSqF6Yj0Z8rjmC+zKVuKovHazDJ+0D+N/oCQ2RgQw7WqAfzP3nrc6C6DXcvqx8PB\nBCZH2LqKVqdEe09lwfeNiq6RfW/h3gcAGA2OI0NNI554De3GUfTaTfyeJUHReNWzjCcuejAaimGC\nU3kZdSqUc2IDOehtHTDYewEADJ2Bb/rFknaa7d0ufnb1xPAKgv645PFKiwW6NtbRN+v3ITkhLZ9s\nW0ehWtwwl8pQmF2+vA1zc7Eknh7y4vmJRQRFlug1xBy+XL6Cb3Q3Y7PDDCW3Q+g/PQuKYhfZTT2V\n0HLd4GIwYsknQcC4bfuaY3KYCA4jnbmASOzX+HSVFuU6QZk0EUngyYEZvDCxgAGvsEjLUZA5sPWI\nO0Aq2PspGR5FdEXeWI8g8pOI8yfk1x11RQUq7v9KUSeBD4urAaIAtMZamF052RoD3/RLoCl5pUf3\ndjfvv3PxzJzsLIB8mum0LM3Ubi99AfioLDcGA1H8oH8a7y4EwT3P0CKFa8hTuE/xexxs2QatKn8h\n7js1yxvkdW6phkq1tlYA5GeH9r17Cx4DAMOia9NbVod7m1x4vKsWXTahLrSUSOOZkTmomy0gVayH\n1XrqNDb3TbzyLR2fQ2hBfpa0UqVA91Zh13PhlDwVmS9nlFYzmdRGVBvZ4DoXW0AoJT0T5KNIIlIU\njVeml/DkwAymo0KRv4pYxB2KP+LzpjFsqs3vW8ikKfRzCRdBII/OzXtvzzSv5tE1t0BlK1w/zFAZ\njIfYnahZbcSBKjce76zFPY0VsIpECmd8EbwZi0JXxdJKpQYIAFCqzbDX3sa/Ds79EZmUvPliU7sT\nBm7w18xkAL6lS0MdlYqrAaIILK79UOm4wR4pP4Jzb8qeY7Jo0bRJcPEcurAgeTyp0YhopjhiA9LK\nqTab2HZDmkIwaFWodLCUlPcyeP9HMln8amwOvxibR4gLjAoC2KKcwJcUr6CbHIW96lpoDPkPdyop\ndBiTCgJdWwtTB+nlJaQ8bPesrrYWuurCxwFC8CQJEq3cWM4KnQb3NVfi4XY3KvVC8VbnMqBsjwtm\nt2ldDXCkQsNJX7md5sK7JUlfO7dW8S6ew30Lsp2zpq3b+M776OlTsp33+TSTTBJRdXmTiIGVMP65\nfxpHl0J8sdiqZPAZ8h3cSr6FSkUIjro7+FGyOQz3LSCVZO+pxjYnzNbCOz1xADUWGCuaw0RomndG\nbrOx9hokQWCzw4z/u7sON7nLoOGuOUUSsGyyw76tHDZHaTvMHPTWNhjsrAU9u9P8HRiZ2eEKBYme\n7UISUUo981LiaoAoAoJQoKzuDoDrP4iunEIiLL0oA8Bm8RbxpFfWxE9ciIzK0ExOnQN2LZsVTYbl\nB8Tw3v8Mq+W+VOjzR/DP/dO4GBBoigaTDl9xTGEXjkNDZKDWV+U1E+UweH6ebwxq7aiA3lhYeZNH\nL+0p7KsDACsJH1aSbKZWZ6qBTpn/UDeYdPhGRw1ur3OC5LTtpEqBMSWFn4/OIZIpPZBqjbUwV+QG\nQTHweV4CI2PJrtOr0dbFWqdkMzQGZEz8FCYTTx9kA34kJ6WLz+15SYR0gBA3zF3KHUSSovCLizP4\n4dlJnk5SEgQOuky4R/EqGshZEARgq74RKm1+VzTDMHk7rc27alAILL3E3SMEwcqEi0AsAxbvygFA\nRZLYX2nDt7vr0GERCtJqqwY/nZjH0cUg6HUkEjb3Z6BQs89hOuZFZKkE65TV9cwSx5JeClwNEBJQ\n6Zx5k8b8nldkte9OlwlVtSz1EAklMTkiXcA0dItopnPSaiaCIPiGKJqh+W1yMYgzxIlL0DCXyFJ4\nbnwe/zm+gHiWDYQ6BYm7Gipwf2USmuBR7nMrC2aGFEWjT2Qt0LOzMHUA5NdopOoPw6Kd1eqHPweS\nILCr3ApmMIjkklAHGA7F8c/90+j3l76tt7iug0rLLfjJFQTnD8meI6ZIWG5dOokwbhOyYblaVbO1\nAUouqRkOjEnuijQqBWo4OfaiP45oCT5A68VUJIEn+j04OifQK3VGLb7ZWYPe7LsgKfZaa83NMDi2\nrj1/zIcQp8JzuS0oryysNEtNTyGzwtFLLa1QWovL08X3SDF7DYtaiZ06PfznlkFxu5cMzeAVzzJ+\nOjyLULq0a0UqNHCIqab5w0gnpLvpNVolP5aUppm8Z+Ry42qAkIHJuQsaI9ukRmUiCMy+IXtOr2gB\nuHBKutBEajQw9LAFT5Zm6pc8Pq8hSq4OcQkb5qYiCTxx0YMLosW03WLAt7rqsMWmRmDmVf7fLVUH\nodKu1f1PDC8jGmazo5oG25qBQDmkl5fyjNd0IvXSauRnh8Wbn+LJDOYXogj2+UBOR6HneiTiWRrP\njs/jN5OLaySxhUCQCjjqbkfuUYosHUUqKv2d2xwG1DXZAQCxaBrjg9IDZ4xbt4poJmk1k1o0MjOY\nCsk2VV6qWhVFM3jDu4IfD3kR4HYNapLErbVOPNzuhiE5xo8NJRRa2Gs+V7AGdEFEsfQWqT0A+YFT\nil6KZ+K8FUmFvrzoACmAdSFI+5JYObaAKkKoi01EEviXfk/JiYTW1CDMPWco+KZflhU19IjqmQNn\n55ApwQn4UmBDA8Tzzz+PG2+8ET09Pbj33ntx9qy0RnxkZARf/epXsWXLFhw4cABPP/30FTcFjSAI\nOGpv4x0bY/5zsq6vdc2OPPuNJRk/JLGaKXpK2t9dnPHISRlzDXMAe7NvxLWlGAZvzvrw4yEvTxdo\nSHbX8EBLJcxqJQKzfwSV4bTjxlrh4RCBYRicPyE8/D07ClMHQP41MUk8/DRDYyTAKn3UpAr15uLv\nOSH6TlqMOnyrqxZtFsGL5/RKGE8OeDAXl9/eq/UuWFzX8q99npdk/bzEv+/5k17J70ZpMkPPq5nk\naaY2e+n3SF4SsUE0UyCVwY+HvDg8H+BrDfUWPf6f3a3YU2EFk40hIPbict8EpXrtzmB5IYI5D2td\nY7JoUd9SuLmQYRhET4vopa3F6aWRwDgY7lMV22HmMMElVQzF4Fa3E19tqYKJE1AkKDaReHFqEekS\nEglL1UEoNSx9lknMy04qNFm0aGwT5omM9EvXMy8VNixAvPjii/j7v/973HbbbXjiiSdgMpnw0EMP\nYWamcDbl8/nwta99DQRB4Ac/+AHuuece/OAHP8BPf/rTjfpIGwalxgZr1Q38a//Mq5JUE0EQ6Nle\neuOcobunZJpJrFSZjc4jnC5eWyBJAg3cljyyARPmQuksfjI8i7fm/PyDX2PQ4q86a7GtjFUBJcJj\nfPMYQapgr72tYGa4MBvGMlcXsZXpeUO7QoicFmWHEtzybHQBUa4pqdnWWHC2cA55/v5VFphUSnyl\npQq315VDxUkrV5IZPDUwgyOL8uNbza59UItEDaE5aaqpus4Kh5PluFcWo/xCWAzi31uuViUWMwxf\nZrVbvz+KJy564OH6CAgAn6qy439sb0a5QcPZvP8eNMXSRjpLG/S27oLvJd499Gx3gyQLq8xWq5eU\n1uK7gqGAmF4q7r/EMAzGOFpWrSThLjegzWrAX3XWot0q1CZOLofxo8EZLCZk+p5IVR7VFFp4R5Zq\nElORF2SSiEuFDQkQDMPgiSeewD333INvfvObuO666/DUU0/BZrPhZz/7WcFzfvWrXyGbzeKpp57C\nddddh8ceewyPPPIInn76aWQyG8+FFsPrk4v413OTmIxIdxsby7bzzS8s1fS65PFt3S5otOwCNTG0\njGi4+OK8Ws0k580k3kWMyKiZNmoBGAnF8MRFD6a460QAuL7Sjkfa3Xw/A00l4fcI1JK16lNQaewF\n3+/CSSFx6NnhLioxzSwv881x6qoqaKqK00ti1Y6Ueyuwyr6Zu0YEQWBXuQWPddSggtPFUwyDVz3L\neHZ8AckCXkA5EIQC9rrbAa7OElk+Jkk1EQSBHpGg4YJMEpHXNCdDM9Waqnn775HguGRTpdMqTJib\nnA9/4AlzWZqVrz47Po8kl1Fb1Eo83O7Gp6odfMdzPHgRidAwAIBU6GCv+WzB7z4WTWGMo97UGgXa\ne4rbToinqonrNYUwLLL3brEWHkEKAP5wip8gV19p5hvkjColHmiuxG11Tii5z72USONHAzM4vSz9\nfGmMNTA5cyNlaVmqyVVtQQVXRwz6E/BMyMtkNxobEiCmp6cxOzuLgwcP8v+mUqlw4MABvPtuYX34\nkSNHsGfPHuh0gsrkhhtuQDAYRF9f30Z8LFkksxReGlvAheUw/n3Ii8Nz/qIKBZZqulVENZ2XpJpU\nagU/c5amGV7HXQzraZrLs/+WlTIKFMLEB6hDUAyD170r+I+ROd4szaRS4Ott1fi025FndRCYfVOg\nlgy1MJYVfljZxrgVAIBWp0JrR0XRn5+/e5B7+OWLjwBrg567Fgatkp+fkUOFToPHOmqwq1y4dhcD\nUTwx4IE3VjzQq3XlsLj28699npclqaaWTeXQGdj7iS3GFm+cU5rNQtOcz4fkZHGBgoJUoMXKNlUm\nsknMRIvfewRB8BbnyfQHmzDnT2bwb4NeHF0SFsgOLtuuNwnPdzYdRWDmNf61zX0TFKrCdaf+M7N8\nsNrUWwm1pvBukGGY/PqDxA7TlwhgKcHed7VmN/Sq4rLVQglEDgRBYHe5FX/ZUQMnlxxlaAa/mVrC\nCxMLkpSTpep6KLmkiaWapCdZrt5FXG5sSICYmpoCANTV5Q93qampgcfjAUWtjZJTU1MFjxe/36WG\nRkGi18l++QyAN2Z9+PnoHGJFCkJrqabfg6aKLxhdW6v5bfHAuXlJn3dDdw8IFXuzyXkzNVkaePvv\nYb+0UqVRpGQaW6eSKcxRSm/PC92kLWY9/qqzFk3m/EU1GZ5AjBsqTxBK2OsKU0sA0Hda3BhXBWWR\nxjggPztcbZ0gRobO8v5DRpVB0t570S9MkGuoEqSeYqhIErfXleNLTS5eEx9IZdmFUIJyMldcA5WO\nGwCT8iE0f7jo51AoSXSJGuf6TskkEWKa6bR001xbXlNl6bvM9d4jFwNR/HDAg1muVqMggM/VOnF/\ncyVf+M9hduQlgVoyt0Jv6yr4ntkMhYGzrPyXIIDubcWL02nvDDJLLFWjbWou2hwH5NdjNsnsMPNM\nHItYsFTqNXisoxZbHMLEwzO+CH40OIOlIu7Ehamm4iKFxrYyGM2s9Ns7FYBv+fI2zm2Im2uUM4oy\nGPKNrAwGA2iaRiKRgNFoXHNOoePF77ceWK2Fh33I4VFHI14anccfJtibbCQUx5ODM3iopw5N1rXG\nXBbLtUhHhxELToDKhBFfPgx3+51FP1N7twsD5+eRSmbhGfdj2566gscCevi2bkHg+AnQsRhI7yQs\nm3uLHtviaMDQyhgCqSBSqjhcxsJunFarHpUOPeZ9cXiXotDpNdCoiy/IOQz5InhmcAYRrhBNALi1\n2YUb68vXLKhUNoX5AYFaqmy6CWUVRbpdkxm+gVChILH3+mYYTYV7H1LLy3xBVuuuRkUn+1AruUYz\n8Xc+uDyKNJetd1e0w24r7qZ7ekyQHnc1lkneO9da9WhzWfGTC9OYiSRAMazUcTaVxv0dNdAVcIjV\ndt2D0VM/BBgakaVjqHBvgd5SW+Ddgb3XNeHMUQ+oLI2hvgXc8LmOgjYSAKA/cC2Wnv0lwDCInT2N\n5r/4WtEgvIPsxn+NvAQAmIhMwGot7vTZ01qO37zNXmfvcrykZylL0/jd6Dze8qzw/+bQqfFQdx3q\nLWvPj/j6EVpmmQGFUov6rruh0hQ2vjt3woNkgmtk63Khpq4wTQkA3tfO8X8vv/Yayc8+MSIUtJQc\nWAAAIABJREFU97fVdkkeO7Uo1Pa2bKqA1aQteuzDDiOOzvrx3JAXGZrBUiKNpwZn8MVNbuyqLBCw\nrO2gEtdgxfs+wFAIzb6K5q1/CYIs/Fzu3NeAt/6bnaA4fH4Bt9wt7fy8kdiwGgSAojfreq2mCxm1\nXSooSAJ3tlXhsc0NMHCZbDCVwfdPjeGPU0trMkWCIOFuv4unmvzzJxCRKATu2CdYNJ98fxKMBMcr\nbgDzH5OeNNfpbOP/3r80JHlsay17k1I0I9sPQTMMXh1fwBNnJvjgYFYr8a1tTbipoaJgtr0w/hoy\nKbbIqrfUweEuboNx4ZQXaS577+itLBocAMB/THAwte8u3hwHABeXh/m/i69NIYx4hB1R7tpIoVyv\nwd/saMZ+t9DEdWYxhP9zfAQzBWpXOmMVyuuu514xmBl6ATRVmGrSGzXo4gbXZ9IUzp8sXrdQ26ww\nbWKb5tJLy4iNF1czVZkqYNOyme+wbwKpbHGrmGa3FTmmcGRG3iDOl0jje6fG84JDr9OM/7WrtWBw\nyKZjmBl8kX9d2XwrVJrC/QwMw+Dke1P8a/HzU+hY/1Gh8cy2u/hoUYZhcHGZdUFWK1RosRd/30yW\n4inIcpsONongkMOeajv+dlcLKrgu/RRF42f9HvxqYKYg5eRq/AzUOm5eecSL5Znis6x7d9TwjXP9\n5+Yua+PchuwgTCZ2ixWLxVBWJkjRYrEYFArFmp0CABiNRsRi+Xxn7vXq3UYpCAaljc+KIZdFuFVK\nfGNTDZ4bX4AnlgTNAC+OzmNwKYy7GytWbZd1sFQeRJArVHsGX0Bl+6MgFWsXO71JDZfbjAVvGIGV\nOM6fKT4LgGjeBEKpBJPNwn/sBKxfuA+EonBWUa8XzTqeHcB2+7aiv2ONU7j+54YXUWktfMNHMlk8\nP7GA8bCw6DWadLi3yQUTSRa8xsnIJHxzbDAjCCUsVZ9DqIhaiqYZnHhP4M7be12S39vyu4IUUNW1\nmT82952Jzz03N8j/vVZbK/m+g5PsDoIAUG7WlHzv3FRpR6VaxUobaQZL8TT+v+Oj+GytEzud+V5O\nGstuqLT9yCQXkYovwTP8h7ymSzHael04z3ULn3hvEi1d5UWTJN3mrYgMsCKG+cPvwllW2NgQAFqt\nzTi+cBpZOoszngFskugLqXYaMbMUhXcpirmFEPTawruYgUAUL0wu8oVokgBudpdhb4UV6VgKhcLQ\nyuRvkeXUZVpzMwhte9Fr7pnwY4XzHyqvNMFgVhc9NuWdQXKOtWnRNjYhodQjUeTY2eg8wpw3VZOl\nAbFIBkDhoD0+G0KW+/3qXaaS7w89gEfb3fjd1BLO+9mf9f6sHxP+KL7YVAmnLn9UqbX6s1ga+zkA\nYGHyDRCahoL9QgC7k+o/MwsqS+Po4XFs31df0mcqBU6nqej/bUiqnqslrJa0zszMoL6+vuA59fX1\n8Hq9a44HgMbG4uqCSwmrRoWH293YVyHI5IZCMTzR71mjcjI5d0JjYGsmVDok6dXUs700tQqp1UHf\nxUr+qGgEiZHhosfWmWqg5QLSSGAMtITHSymF6tFQDP/S7+GDAwHgYJUdX2+rhklVOI+gqTR8nlf4\n15bKA2usEsSYGl1BOMgGj6paK8oqit+YGZF7qarCBXV1cR46kU3y7rZlWjscuuKURCKV5Z1LK8sM\n0GvXlyP1Okz4RkctXNzDnmUYvDS9hOcm8lVObAPdbRBcgY8U9WpyOI1w17M7mWg4xRfwC0GsZpJr\nmsvrmZGrQ+R13a+9R7I0jd97lvHLsXyV0iPtblzjshVlCeLBIcSDrMcYqdAUbYjLoVR1G4CSi9NA\nvtxXSsAA5PeDrMegD2Drmvc0VuCOunJe5TSfSOPJAQ/OrORfV62pXhByMBRnC174Oe7ZIdSq+s+y\ngeJyYEMCRH19PSorK/Hmm8IimclkcPjwYezZU9gWYffu3Thy5AjicSE6v/nmm7BarWhvb9+Ij/WB\noCAJ3FLrxAPNldBxA2tCmSz+fciLP836+DkCBEFwGn9utvTKaSQjhbf8Da1lMFnYrH12OoiVxeI1\nFnEjWORU8UKkglSghTOii2cT8EaKe/q4yw1Qc7z92KqGOYpm8IeZFTwzMsdPZDMoFfhaazVuqHYU\npJRyCM79CVSapZbU+mqYyqVpoPMldsUCq4vTOyQXirHgBB8g2yRmCwPA1HyY7+FoKjB/uhQ4dWr8\nZUcNdjiF8/ty+v+okEio9ZUi/ykGfs/LRb2aSh04pbRaoWtmf8fM8jJvYFgI+Q1zcv0QxRvmlhNp\n/OugF+8vCr0a7ZxKqdZYXAlEZeP8hEYAqGr5XMGGuBz8KzHMTLIUl8Gk4RvFCiHPewnSDZRAfoG6\nTa5Bbp0zQlaDIAjsLLfg0Y4aODTsTixNM3hhchH/NbGQ16FvrfqU4Aoc8yKyVJhattj0qG/hKKlY\nBqMD0j0UG4UNCRAEQeDhhx/Gc889h+9///t4++238dhjjyEQCODBBx8EAHg8Hpw7JxSU7rvvPmQy\nGTzyyCM4dOgQnnrqKTz99NN45JFHoFari/yky4dNNiP3ALALOwPgT3N+/PuQF4EUuzVVaR2wVAnS\nXp/nFdDUWn6QJAl0byvN5tnQsxmEkgs6Z06DKaAAyyHP3VViAVCQJOq5hrlQNA0/Z2/BPvgzeGdB\n4J2bzTo83lWL5gJcshjJyCQ/WB4Emy2v9loSY2k+jAUv++BZbDrUNRffaQBA5HRp3dNAvuWIXHY4\n9iGyQzFUJInP11fg3kaRyimdxdODXrw15+cTCYvrWqi07EKXSS4jtPBOwferbbTDyrnvLs6GsSDR\ns2LcXpo3k1VjgUvPugvPROb4JsJCaCzg7MowDE4th/BDUUc5SQC31JThgQIqpdUIeF8HneVoY3sr\nbC7pLL9P9Fx0b6uGosBEwRzSc7NIL+TopUaoHMVHuFI0hRFO4WZQ6uE2FncCBoTfX6kgUVuxfro7\nhyq9Bt/srMVmu7BTPuuL5CUSpEK9yqvpEDLJwvYovTvymYjL0Ti3YdXg+++/H9/5znfw0ksv4fHH\nH0ckEsFPfvITXrr6ox/9CPfeey9/fHl5OZ555hlks1k8/vjjeP755/Htb38bDz300EZ9pA8Nq0aF\nh9vcuK7Sxg+cmY4m8S8X2e0iwzAlU03tPZWCQ+PAIuJFCk0KvR76Tlb+R0WkaaZ1UQhiKeNsEMeW\ngnnyRBLAjdUOPNhanFLKgaZSedSStfJ6fhEsBnFWLEcdZAIBJMfYRV9VXgG1u7hlBiB0xxIgZAPE\nRN584Q+2gxCj12HCNztr4DawdB8NsFYkg16sJNMgSCXbQJc3gGot1UQQRL6Hl8QuwrSqq1qSZuKy\nZQYMb0NSCC67HoZcY+dcGOF0Br8cm8dvp5aQ4YQVDo0Kj26qwT4JSimHeHAQ8QCrWiJINdxtd0qe\nk4inMdzPZsVKFcmb1RVDPr0knUBMhj1Ic/NcWu3NICUSmUAkBR+XQNW7TFBKBKlSoFGQ+EJjBe5q\nqOA79P2pDJ4e9OLNWR8omllLNU0Xppoqayz8xDnfcgyz09Ld9xuBDZULff3rX8fhw4dx/vx5PPfc\nc9iyZQv/f//wD/+A4eH8xa67uxvPPfcc+vr6cOjQITzyyCMb+XE2BAqSwGfcZXiorZqfdZyiaLww\nuYhfjM4jkqHXUE2J8NoHUaNV8t2gNMWg/0xxSii/aa44zVRpqIBZzWYn46FJZIooZQBhq6zQKvCn\nYAQvTy/zD75do8Ijm9w4UGWXpJRyCM69KVBLBrcstRQNJzExxGZFGq0SbV3Sw9ijZ0qnl4KpEBZi\n7MLiNlXBqC4+M1g8X1inUaCyTHq+cKlwaNV4pL0G+11CIuGJJfHERQ+OLQWh0uVTTb7pwl5NrZ0V\n0Oq4RXp4GeFg4e5+pdUGLU8zLSE1U3x8aXuJthsEQaCRu0coswo/6PNgMCjsOLY6TPhmZy3cBnlF\nD5WJ5VFLtuoboZYwxQPYAVs5Xr29u/DEODE+ML0kl0BINMh9UBAEgW1lZnyzoxbVeiGReGvOj6cG\nZzAfT+VTTfHZgrbgBEGsapyTnzj3YXHVzbVENJr1eLyrFt0iff1QKIYf9E/jQlQFc6VANfk9L4PO\nrn24xQ6NF8/OFnVoNPSWRjMRBMHTTBk6i4lQcT66scoMvdsIxy4XoqJnb3uZWZZLFiMRHufHJxKE\nEo7a2yWpJYBtjMt1xXZsFnZSxRBdV/FRZO8t0/y0FEzwltYNlYUb5D4olCSBm2rYRCI3lSxDM3h5\nehk/HvIiZdkNlY6zBU+tIFTAFlypUqBzC0tFMgxrBV4M4kVRypupxdbIZ8xDMsZ97ioTrN0O2HrK\nkKQF+/YvNrlwd6MLmhKyad5rKcvWFlkb7y2S52SzVJ7TgLggWwip2Vmk59kES9sgTS8B+YFR1oJl\nVr5B7oPCqVPj0U01OCBiJObiKTw54MFbCxFY3MKs82K24M2byqE3shT89LgfAd+lHRV7NUCsAzql\nAl9scuGLjS7ouaJvkqLxm8lF/NpfjYiO1ahTmQj83j+sOd9s1aGhlaVikoniDo3ropnEHbNF6hDe\nWBLPehZhbrOB5D63UanAl5srcWdDRUkPPgBQ2QT80y/xr1kbb+laQjqVxcA5bmIcSeR1DhdCJhBA\nIkcvOcuhqS3WWMhiPcXH8dkPV3wsBblEYnuZkH1OR5P44eAsLmhvQhZsdI4sHUMyujagd22tAqng\nuu/Pz/M9I6thFDmWSnkz6ZQ61JlYim4l4cNKYq2fD8UwOLoYRJ+WhrZcqD21WfT4VlcdeuzF1War\nEQ/0IxFi+3JIhRb22ltl6ajRi0tIxLnA3VoGi026/iXeVUtZewNAMpvEZJjdYTm0NpRJKNyA/E7y\nD1OjKgYFSeBGdxkeaXejLOdhxrC7iX+bJrBsvo49kKHgm/rdGlGDQkHm1TPFjsiXAlcDxDpBEAR6\nHCZ8u6sub8bxVDSJ/4xsxvv0diQZNeKBPsQDa033enfmq1WKPdimEguR7RJ1iGgmixenFvHUwAy8\nMaHmEZ+L4naHDR0S3carwTAMAjO/B5VlFVgaY31BG+/VGLqwwC9yTe1OGM3SFEX09CnkfDhMO3ZK\nLi4Mw/AFaiWpRJOlePMTsFq+uDH0QSFoFQrc2VCBB1ur+N0ExTB4ezmN55k7MEbXgmEA3/Tv1li1\n6I0atHDeVJk0hcHz8wV/hspuh7aJ/e4zi4vSNJNYzbSKZhoNxfDDix684llGlrvudJoCORPFV1qq\nYFaXLgPOpkPwe8VeS7dAqZIOLgzD5DUHyqnbAAjW3oDk5DgAGAtOCgo3W7Pk/ZSlaEzNs/0LdrMG\nNokmzg+LOpMOf9VZm0dL+lIZ/MZfhTeYgwgzBmSSiwWtWjo2V0GpYpfukf4FxGPFmyA/LK4GiA8I\no0qJ+5or8UBLJWzcQ0QD6KNb8Cx1K87QHVj0/AHZdL5k0FVtgYtbnEL+BKbGCk+cM/RuyaeZiowu\ntWmtqNCzuxJPxItYJo5ElsIfvT7844UpnFwWZJ06EPCfXUZ4MADvOkeQxgP9iAfZgEeQGjjqbpfN\nDGmazuNJe3dKF5uB9WWHi/ElhLjr22iph1ohzVuLe0AaL9EOQoxWiwHf7qrDvgorvwiEKSXepK/B\n76gbMJ3Uwud5bc15+QOnvEUnzpl2CAFaPI95NcSDk3K7zNlYEj8bmcUzI3NYFPkGEf4Ulo8tYH4k\ngKSEd9hqMAzNzlzmAp7Ougl6W6fseTOTfgRWWDqqvNIEl1v6e0nNzSI9x9JLmvoGqMqkxRFihVu7\njAR6ZinKN8hdqh2mGCqSxE01ZXisQxA5AMAEVYHnqM/hXWobFhbPIBnND/5anQqbetgiPkXJG4F+\nGFwNEB8Sm6xGfKurDgcqbVBwC2Yaapyge/GL9Kfx2vBJxFbZl4sXyvMnCheaFHo99B3sA0ZFwpI0\nE3/jE1r8dnIK/3hhCofm/UhzvL+KJHBjtQNfqnYi7Wcf4PVYf7OZoWjAS83NUKrlH6DxoWVEOEVI\ndZ0VTpd0Npnx+wT1UkUFNDWF/YtyEJvQyZmvpdIUZrgO3Qq7nre4vtRQK0jcUuvENztr0ShyNl2E\nE6/SB/HsSgUueC/m7SQd5fmNc+NDhWWPxm2iprlTJ4ruRuvNNVArWN56OBjAz0Zm8eTADIZDQg9S\npU6Nh9qq0UwpwGRoMGDtv0tFePEIUhxlplCZitp4r8a546U3xgH5gVCuOA3kux1LzX8AgLENVriV\nimqDFo9uqsHn68t56poGiYtMK56lbsXvRoewEsvvnWKvFfv3i2cu3cS5qwFiA6BWkLjRXYa/7q7D\nFoeJzxaT0OJoshbfPT+Bl6aX4I0mwTAM6lvKYObsLuZnQkUnzpl2iNRMRTJEhmHg1LdCp90Pk+FL\nGAypkMjZIIAtQv91dx0OVNlRX2GCirsBS50exjA0fFO/BcP1d7CZYeEBL6s/l/jh37xLerEHVk+O\nk6aXgPyai1z9YWohzFu5X86HP4dKvQYPtVXjy82VfPMUwAaK5+bV+F7fJN5bCCDBNStu2S0kEeeO\neQou/iqbLb9pbrqwSIFmSFSZ9sCgvx1KzU15gcGkUuDO+nJ8g3PozWuYKzGJSMVm86gQR93tUCjl\nDf+WFyK8VNNo1qCpXXo3wDAMousIEGKFW41RWuEGrKpRXYL6gxRIgsAOpwV/3V2P/S4bL4nNQokL\n2QZ8f2AOz47NYTQUA80wq+qZmUs2cW5DvJiugoVNo8IXGl3Y57LhjWkPhqMMAAIZhsTxpRCOL4Xg\n1KrR6zCiensVQm9OgACbRd14x9rteI5mYrJZRE+fQvl9XwahUIBiGMzHUhgMxnDeH4E/pYJaJRjU\nEQC67UbcUO1AmVZoOlQqSNS7TBj1hhCIpOAPJ2GXqQmE5g8jFWMX+vVkhnMeoWPc7jRITozLQUwv\nSVl7A2zz0yin69crdagxSRe/xdlh82V++HMgCAIdNiParAacXwnjTY8HQZq9/r4Uhf+eWcEbXh+a\nzXpsshlgqTQhNB+BbzkG71QANQ1rC6ymHTuRGGVN6CInj0PLWdsksxSGQ3EMBqMYDsaRolsh7msz\nqRTY77Jhh9MCtUikINVRXQg0lYJv+kWwBCtgKt8Drak0q5xzxwXqpHdnjaxJZ9rrzW+Ok6GX8hRu\nEj5UOeQUTEoFgVoJG5hLCb1SgZtqWG+rP3nncdoXAw0FGBDoD8TQH4jBpFKgx25CxeYKjI8ug6DZ\nXUROAbeRuBogLgEq9Rp8dVMLxqcP4chyEiNMAyiwT+dyMo03Z1klCbm/EupgCqFoEibPCmocRugU\nJHRKBZQEgbRKjey2nfBPTiFssWP4wgiWDWZMRZJIFahJMEwa6cww/rJzH5qt5QU/W1O1BaNcR/P4\nXFgyQCTDEwgv5lwmCTjq7ywpMwSAcyfyaw9yQSXjWxG8l1wuqN3SxcqJwDSS3K6m1Sbd/ASski9+\nRAEiBwVBYKvTgi5rI96/+CouZGqwCHaxyzIMhkIxDIViQIcZyjod1KE0Xhucx36bBha1EiaVgqcz\nyc1bEfjD60jojBjzRZCaXMRsPIWFRAqFjIMpKgCbahn/o+dmqAosyJUOPfQaJeKpLMZnQ6AZpqgc\nmGEY+D2vIJti72eVzgVr5fUFj12NUCDBU2carZLn1KUQOSm4+5q2ywskBtdRfwhGU/BxUx/rXMJO\n+6OCWa3E5xtrsNfYj/c8A7jItCAJ9lmNZCje9oS4rgrqYAqqlUtTqL4aIC4hGmv2w5D4KXbFz2Oc\nqcUo2YGFrLDNpVUkkk4dkk4dXlkMAIsFrJY3Xw9s5v6eBRBa6yxZb9KBpGdwduFVABnMx6qKB4iq\nfAphR3vh46hMFCvTgkWzpfI6aI3SktMcfEtReMbZRcNgVKOlo/DPECOS1/gkTy/1LQk1Gbnh8wzD\n8DsIrVqB6g1qkPuwUKsM2Nu8B02jP8MKY8EA3YwpshlxSvjdswYVsgYVpgBMjRZprvyCqMF0ZW3W\nryYJdFiNOLPwW0RTU0iRSoC5EYUYZpIg0FhtRv+EH7FkFov+OCodha9XdOWkSLigRln9nSAk5oCL\ncf7kDD80qmtbtWxvDMMweTSrnICBYRjef0pFKtFkqZc8/lL2P3wYVJR34UBiAlt8L2OScWOMaMUM\nVYZcesiQBFJ2LVbKL809fTVAXEIQpAKOhruQGfoxOukxdGIMtOvTmFdvwlg4jvFwnC8krwc6BYkG\nkw6NZj06rAZYNSqMB7M4u8AWw4f8o7i2unB3cykzqhmawsrkf/E+OhpjvagTWB5njgnUQfcOt6Sn\nTg55xccd0vQSAPQtCfbecsXHpYDQINdYZean/F0J0BhrYa06CMz9CfsVp7CfvIh0/YMYjgITkQQW\n4il8EMedMq0KjSY9OmwGNJp0UJIk4kkbTi5OIUNnMR6aKppVN1dZ0M/NPx6bDRUMEKnYLAKzb/Cv\n7bW3FrWqXo14LM0PjVIq83X9xZCankJmmZ28pmtphcou3c8wF1tAOC3Ye6tkFG7jl7j/4cPA5r4J\nqdgMWlLTaME0YO/Bovl6TIYTGI/EEclQaDB/sIFpcrgaIC4xVBo7HHV3YGXy1wAAcuVNbGmuwJ6K\nRlAMgzcPj6F/0oeMQQVrjRmmciMSWQoUw0BNklCRBJixEejGR2AO+dByyy2o29yzZttfb2btv5NU\nirf/LkS7WI0aOMxa+MJJTC9GkMnSa7bTgdnX+boDqTTAUf952W7pHEKBOMa5YfMarRKdm6WN0QAg\nvbiI1BQ7J0JdVQV1lfSCEc8kMOafAsDae5frpRemK6H+IAVT+V4ko9NIhscAOgHD0ou4ufVrIEkn\nYok0/uM/zyKmJkFrFHB3lSNNEmDAgGFYEZOeYUC/dxj6WARl6QS2fetx6NVrF8RN9lacXDwLgE0i\nigWIJnf+LvPanvzvkMrEsDL1AsD1FxjLdsBQgqQ1h/7Tgl11e48LOr28OWcevVRCAjG8DnoJWN1E\neflFDFIgFWqUNXwBiyM/AUNngPAFtBkrsKNpDxiGQZpmSm52XS+uBojLAL21DeaKaxBefB8Ag5Wp\n38LV+hCUGhuu2VaDqZNzoJeSUM7Gcfdju6FZNawlEpnH/G/Y4ebaUzaQW9aOImXtv5vQtzKAeDYB\nT8SLenNh5VBTtRm+cBJZisH0YiRv0Yz6ziK6klMTkXA2fEG22UmMs8cE6qB7W3XRYfN5v98JweLY\ntHO3LL00sDzCNz+1O0opPl652SHAFq8ddXdgYejHoDIhZBIL8E+/BEf9XTDo1NjZWoFT3JS1ar0e\n1392rR2+9/cLiA+ycxcwNQG0rp2qJ14oB/0juAO3FPw8jZVmEGAdjMdXzQ9h6CxWJp8HlWavqVpf\nBVv1p0v+XVPJLPo4CxGCKK03hqWXcs7BhKw5H5Avb5ULEFmKxhTXF2QzaWSFGx8F1LpyOGpvZwMz\nWD80td4FrakBGsWl2xFflbleJlgqr4fWxHb60tk4lib+E3Q2AaNZi5ZOoXO2kP+OobsbpJa9aaPn\nzoFOFXaCFfvMDEkYs4kDwphXWDxTsRn4Z4R+B5v7JmiM8vLUHKKRFIb7OOpARaJ7u3xXLMMwiJwQ\nZ4fyxce+RWHEqtSUtBzG8vjlKys7zEGh1MPZeC8/yjYeHEB48V0AbKDNcfQjFxcRKTCxz7RLoBQj\nx4vMFNCYUWVgjRK90TmeglkNnUaJaifbZT+7EkM8ydJzOZ8l8e6yrOHukusOANB/ZpbvrG/uKIfZ\nKu8BlpwYR9bPNpTq2tqhtEgH+QydxViAtfc2qgyoNkoXwD2LUWS4Hc2VuMPMQW/rgKk8N1+Hwcrk\nC8gkiw+X2ghcDRCXCQRBwlF/F5RqVu6ZTa5gefK/wNBUnub9/EnvGv8dUqWGYctWAACTSiLWd6Hg\nzxBnSlIBosUtOGvmsutMcgXL488BDDc0yLEFxrLiY0wL4fyJGd6Ur3NLlawjJwCkvTN5xmvqigrZ\nc3L1B5Ig0WptkjyWnSDHym2rygxFR2leCVDrXXDU3cG/Ds0fRjwwAK1OxXtY0TSDs8fX2moYt27l\nO+8jp0+CyRb2cBIHVOkkYu2EucjSEcT859l/JBRwNt4DpVrapVWMVCqb1xi6bU9pogdxwCslgZgM\nTSPNueW2laBwu9IpSDGsVZ+CxsglmlQCS+PPgsoUH0D2YXE1QFxGKJR6OJu+BFLB7gZS0Sn4Z16F\n1a5H8yZW6SPegouRZ6tQJEOs0Dth07AP7ERoGsls4dnQ7nID1JyXy+hsCNl0GEvjvwJNsQ60GkMN\n7O6bS+p3yCERT2PgHLvQkwoib7iJFMLih3+n/MO/HPdhMcZmTfXmGuhV0hnohGiCXPMl9F/aKOit\nm2BxXce/Xpn+LRLhcfTscEPJ1YqGzs+vGVyv0Btg6GapRzoaRWzgYsH33ySi5Ab9I0U/h5iKG5sN\nIea/gODcn/h/c9Texs9BKRVnj00jlRR8uWwlqMmYbFaoPygUst5LADDgExRuJe0wvcJchWYZq4+P\nGgTB0r65+StUOojliedAU5dG5no1QFxmqLRlKGu8FyBYyiDmP4/g7BvYulegcs6fmFmzizB0dII0\nstv+WN95ULG1Nr8EQfAPBMVQRQfEKEgSjdyEuVQqjvnRX/GcskrrhLPxi+uiDQDg7DEPspmcn78L\nhhKMzhiaFuglgiip+DgUEBa1kpqfvJfewXWjYXbtF7rVGRork89DgUVs2iz475w/vtaipRSaqcnS\nABX33Q76R4rac4gz6WRoCD6Ri6+5Yh8MdvluejEyaQrH35nkX2/bW9ruIT44ACrCUmGG7h4ojPIG\nk+LAt0mmRiWWQKuVJGrKP/gEucsFUqmFs+k+KJTsZ03H5xAQWeFs6M+6JO96FZLQGuvyxgxGlo+D\nTL2P5k2sGieVzK4x4CKUSn4BZbJZRE4XdngtNUNsdlugU2Xwle39YNJsw5JCZYKz6T7sMXHLAAAg\nAElEQVSQytJmQ+QQi6b4AUikgsDWEqmD5Pgqbtkq320tbn4qKTsUyRev9OwwB7ZofRu0ZpYyZOgM\nlsb/E129Gt4K/OLZOcQi+bsIQ0+vqFZ1pmCtSq1QodnKdjpH0lHMxQpbNJTbdDDqVGguC2BX5WmA\n24cZHFtgKbEZToyzxz2862hDaxkcJS7E4WPC4BzzrsLz7cUIpSLwRtl7scrgglUj/Z37wkkEo9zn\nqjR/6AlylwtKtQXOpvtAkKwCLBmZvCQjSD8eV+MTCIO9G7YaQUUSWT6Oro5p5B7EQrsI8+69wvHH\n1k6cAthCdY5zFW+1V6OlUo2v7uhDtYXlLwmFFs6m+0sy4VuNs0c9vGyxo7cSJktpKpCwSL1k3ik9\nlQ5g7TVy9gl6lQ51JukiOM0wvArHoFWiwn5ptOKXAgShQFnD3bxIgKGSiMw/hy3b2Ow/m6Vx+mi+\n9xKpVsO4la0bMakUoufPFnxvca2q2D1CEAT2tcRx7+ZBKEj2ntTbukq2WhEjk87i2NvCbrbU3QOd\nTCJ6lh1ORWq1MPRuljkDGFrH7gFYVX/4mCQQOaj1LpQ3PwC9tRM29y3r/l5KwdUA8RHCVLYdNvfN\n/OtM9DSuucYDkqCRTKytRWgbm6BystxjYmQYGd9aBYNepUO9mRsQk/RjKb72mGw6DHv6ZbhMbFd2\nIqNCRfMDUOvkO55XIxpO4iJXe1AoyZJ3D0w2KxivKRSyk+MAYDoygyRnJ93pbIWClO6+nffFkcjN\noqi2bOgEucsBklTB2fhFqHUstcRQSbjsb6PSxTaxDZ6bXzOW1CTKsovRTKUUqiMrp7DLdQIqBRv4\nY6jlLN7Xv2RcODWLGJel1zc7ZF19c4ieOwMmzZ5n3LodpFq+X2LALwS8Dvtaqe9qiFV8V3qBuhA0\nhmqUNdwFvVX+d/0guBogPmKYnDvygoTVOI1dOy5ArUrj3HEPEnGRVz9BwCTeRRRZAMQPhviBAYBk\nZAoLwz8GlWapnUhSjZ8e7walkDY+K4bTR6ZBU4JyqZTaAwDE+i6AinLcck8vFAb5guWAT8gOu8s3\nyR4vLj5eqfJWOZAKLcpbHoAmZ3PCZLGl5yLqauZA0zTfH5GDvn0TFCb2d4319/H8vRhVBhcs3Czz\nsdAk0qICJ8MwCM69hcDMf4Mg2O91YMGBo7PbQBDSAbkQkomMYMpHADuvkx7qJEb4mEjAsFueXqIZ\nmg94alIla68BrLL4/hgGiEuNqwHiCoDJuQOOus/zhWu7LYxrdp+DXhvA6SP5NIKYhw0fPVKQd+xw\nCAFikFtUGYZBeOkolsZ+wVtoJCk9njnZjeWYnpcyrgehQEKwTFCR2LK79J6J8JH3+b9b9l5T0jli\nOqS7Ym2z2GqMirJDsbT34wZSoUV50/3QWdjfmSAYdHWMYWvvICaGvQisCIIFQqGAaRenBqOoPBqP\nP4Yg+AJ/ls5iNMj2DGTTISyN/UJk0Agc91Thv863Y9i7vgFTOZw56kE6xUqnu7ZUw+EsrfaQDYcR\nH+gHACgsVujb5ROCmcgsohn2WrTYmmTtNZLpLD8jpNJx+WaEfJxwNUBcITDYu1HR8hWQSjaT1uuT\n2LvrHKjoOwj5hYVO7XJB28AWGdPzc0h51s4AqDFVw6Bi+faRwBgS8QUsj/8Kwdk/Ilfj0BjrsKL6\nPPxxtiA9to4BQjkcPTTO9z10b6uG3iBPAQAAFY0ieuEcAIA0Gnl5phQi6Sg8EXb+bpWpAuUGed+f\nUW4HoSAJNHxMdxA5EKQSZQ13w1gmdBFXulawb88Z9IsaDQHAvFfwzQq//x4KQZxEXFwZQixwEfND\n/4ZUdIr/d2vVDRgJ9YIBgeVgEsFo4QbNYoiGk+g/zX5npILAtTfIW17kEDl5HOAci807d4GQsQIH\nVqmXShAwTM6F+a7/q7uHwrgaIK4gaAw1cLU9BJWO7XYlCKChbhbL4/+OqO8cP8BcvN0OHz2y5n1I\ngsQmeyu0BLBXQ2Bp+MdIRib4/zeV70Z58wNorBE6TMV0TCmY8wQxOcLWN7Q61bp2D5ETxwCKzSrN\nO3fzDV5SGPANg+GCW2+FvO9PMJrCclCwb9ao1k+PXGkgCBL2mpvhqL8LBMlSeXpdCnWV72Gm/z+Q\njrO7OU1NLdRutg6V8kwjNbNWErvJ3goCBOqUCjRE++Cb+g0/LpRUGuFsug/mir1ocQvKMjFfXwpO\nvjcFiqMft+6qg3UdIgFxYCuFXgLyKciOEgLE6MeoQe6jwtUAcYVBqbbC1fYQDM79oGm2qKpWxuD3\nvIzZi/+C0MK70PY0AlxGFTl+NK9rlmEoJCOT2EPG8A2LAbu0ahDcwqpQmVDWcA9s1TeCIEhUcFJG\ngJ0NQZfoLMswDI68JQxj2XFt/Rr/KCmERPSSONuVwkWfYK+x2dUhe/xYHr30yXr4DbZOVLY/giwj\n1I2YjAcLw09jaexXiPnPwXyNoAoLH8nfRWTTIdDBi/ia1YIvmnSoIIXvXWdpR+WmR6Ezsxbq4ms3\nso4kYnkhwtOPKrUCew9Kd7yLkfRM8ztjtbsGmlp54UMim8BkmD3HobWhXC9fUxPvmj9p98hG4apZ\n3xUIglDA4T6A2Vk76NhbsNvY+gCdjSI0fwgAoP2LBlBzMSBFY/HCz6G025BJLiOTXAYYCnr2jQAA\nFAPYXNfAXHEtSIVa9HMINFdbcG5sBck0Be9ytKRJWsP9i1heYLlbm0OPjs3yw15ySM3N5Tm3aurk\nH36aoXn6QK1Qo80hv9iIF7Pm6o9v/aEYlBob6nofxtsvvwy3awRaLVtoTkbGkYyMA2Uk1F9yg4lk\nEU1eADGpBU3Fkc2EkOX8e5wiUVea1KGy9mborZ15ckmxs+toiTsIhmHw7huCOmrLrhoYjKWJF4D8\n3YNl3/6S5JvD/jHewHGTvVX2HJr++EqgLyeu7iCuYHRs60T/8C4cPdGDxaVV/vcqBoo6PRStRqQJ\nL+KBPmQSC7yXEgCkGeB0Mo2fhGNg7NvygkMOLetcADJpCifeFuiqPQebZEdFiiHOZs179pX08E+F\nPYhnWTlnu61FtvgIrC5QfzKzQ4VCidYt1+PQuzswONKAVEr8/dIg7Wr2HmnTIR7sQzIyzgeHHAIU\njd/HknidtsJg61rzfZj1ari4xXNmMYpkurDHkxjDfQtY5EQPZqsWvbtKt+SgMxmEj7G0KaFUwlwi\nvdTnE+aDdDrkBQze5SgvgW7+GEqgLxeuBogrGEqlAtfe2Ap/wIpTZ7tw5MQuGMoOQGtu4TnoNeeo\nbdBZ2mGvvR1D5m14M5FGgGbQL6JoxGipEbLrkRl5CuHEO5O8pr2mwYa6JkfJvw9DUfzDD4KAeU9p\nD/9FkXpJXFwthmQ6ixluHnaFXQ9zicXzjyPc9TbUNVVgYrIGbx7ehcXQDTA6d0KpsQNM4UVPpS2H\nuWIfylu+jl8nSfSnsxgJTiBVxM8nF2BphpFVu6WSGRw7LCQQ+25ogVJZev0ndv4saM5GxrB5S0nW\nGjRD8xSkklSirYT5D+IEorXmk7fD3ChcpZiucNQ1OdDQWobJkRUEAhpc6CvH9bfsB8PQWH751wi9\n+xagIGA5eBBlN3wepEIIHJ1KK17zvA0A6F8ZLDhlrt5lglpJIp2lMeINgmGYoln94lwYF04JqpRr\nPiU96nM1YhfOgwqyQUjf2VWStQaQX3/oLCFATMyFQXPylE/q7kGMvZ9qwvSEDzQFnD6eRl3bXlR1\n3AQ6k8bE3/8NGDIF0ARq/+ffQ22tyGt263BswtH5k8gyFEYCY+guW1vfaXZb8O6FeQDswtpRX3ya\n28l3p5CIs06qdc0O1DWXnkAAQOi9d/m/W/ZdW9I5M5FZRNJsQtBqbYKmwE55NcTJUMvVAFEUG7aD\nOHPmDB544AFs374d+/btw3e+8x2srEh7lb/++utoa2tb8+eXv/zlRn2sTwT23dAMJee+OnRhAfPe\nEAiChHX3QTDBDBhfGrFDp0EQ+dRLnbkGRhUrmx0OjOY1ROWgVJBo5CSgoWgay6s6c3OgKBqHXxMy\n+W176kpy4xQj+PZh/u/W6w6UdE4oFcFMhO0orzRUwK6VDyp59NKfgTrFbNXxKjKGAd76/RCyWQqk\nSg1z9y4wCykwS0nEjp1d0wktpmMuFrHdaBX1kIxKFKrnvSHeQ0yhILDvhvUlEBm/D/GLbO+D0maD\nvqOrpPP6VgR6qatMvl+CYRi+RqVWkqgvsbP7zxEbEiDGx8fx4IMPwmAw4J/+6Z/wt3/7tzhz5gwe\neughZDKZoucNDQ2hrq4Ov/71r/P+3HTTTRvxsT4xMJq12LGvnn996PdDyKSzUFdUQMdNDsusLCMx\nnE8jkQTJLwAZOlvU3VXcRDYyU7gOcfaYB/5ldutvdxqwZU/pstbc54tf7AMAKKxWGHrkfXWA/E7w\nUrhlIH8R+3PJDrftrYPdyQbswEocp95nFT0WUSAOvXMIDE3nndduF+YlXPQNFWy8LLfpYNYLajdq\n1XsArN/SW68O8n0FW/fUlTQMSIzwkfeRewPz3n0l9T6wn1sUIEq4R5aDCYQ4mrSx6uNj0PdRYEOu\nzC9/+Us4nU488cQTuO6663Drrbfie9/7HoaGhnDkyFqdfg7Dw8Po7OzE5s2b8/6UlZU2/PzPCd3b\n3SirYPnYUCCB995kZaaWa/fzx4TefWfNeeKMSlzIE6O1VhQgCmSIvqVoXkf3gZvboFjnQxV6523+\n4bdcex0IRWm8dP+KuPgoTy9RNI1xjic36VWosK1vkfq4QqEgcfCz7TnhGs4d82BpPgxNVbWQRCwv\nI75qToROqeMtKfzJAOZji2vemyAIPolIpSl4l9ZazR95axxhru/E6TKtO4FgKAqhdw7zr0uVPwdT\nIXhEO0yHrjj9lYM4Cbpaf5DGhgSI5uZmfP3rX4dKJVAcjY1st6/X6y163vDwMNraLo3J1CcNCgWJ\nG27bJAyNubCA8aEl1sRMxy6CkdMnkQ3lL/Cb7K18hti/MlgwQ2yqMvMqjtWF6nQqi9dfvMj7LfVs\nd6NinV3JTDaL0Psct0wQeUFNChkqw+8gdEotmizyPj7epRhSaVbJ1VxtuSQOl1cqnC4Tb5bIMMBb\nrw4hncrCckCw5w4efmvNeeKdmTggi9Es0Q8xPebDwDm2RqFQkvjUre3rTiCi584i62dNCPWdXSVN\nFgTy61NdDnl6Cbhaf1gPNiRA3H///bj//vvz/u2tt9gbMRcoViMajWJ2dhYDAwP4zGc+g87OTtx6\n6614++23N+IjfSJhcxiwV1QYPvzaCGJJBuZruGIeRbGZugg6pRYtnP9/MBXCbHR+zftq1UrUudjd\nyVIggRBnqcAwDA799zBCAbYuYXcasHN/6WZrOUTPnwUVYrM2Q08vVPbSCpfDgTG+btLpaJd1bwWA\nYfHD/zH2X/qgyKOafHEc+u8hGLdsg8LE8uyx8+eQ4RbiHHpEhekLK4Un0eXTkMI1joaTOPSasEjv\nOdAIm2N9tSkACB4SptVZD95Q8nkXV0QBooT6AyAEOJIgPrYmjpcLsiqmTCYDj2ftDNwcysrKYFk1\nRHx+fh7f/e530dXVhd27C/v8j4yw06y8Xi/+7u/+DgqFAs8++yweffRRPPPMM0XPKwar9YM1uuQy\n8g96/uXG3gNNWJgJYWRgEelUFm++Moi7b7sZwT/9EWAYhN85jIYvfgGkSvhqd9T0YjjAUlJjsTF0\n1awtHnY1OTE5zxqyzfoTqHPbcPK9SUwMs8OE1Bol7v7KtpLN1sRYeF9QplTfclPJ13p4QrBO2FO3\nlT9P6jubmBdkmNs7XR+b73UjcdeXt+JnTx5BOk1hYngFQ/V21NzwKcy/+DuAYZA6eQTOe+/hj7da\n61FprMB8dBGTYQ8YTQY2Xf4z3WvSQqtWIJmmMOoNwWLRIZOm8JufnUYixtYZ65sd2HewBQS5dtcm\n9Z3FZ2aQGGJ3LpryclTv2w2ihB1ImspgKMA25BlUemyplU8iApEklriEp7HaDFf51QAhBdlvYXFx\nEbfcckvRPy+++GLe8fPz83jwwQdB0zS+//3vF93iNzc34+mnn8bPf/5zXH/99di/fz+efPJJNDU1\n4amnntqY3+4TCIIgcPNd3TCZ2aE8C94QXvvTHMxbtgAAMoEAAqtswLe4/v/2zjy+qTrf+5+TrU3S\nvU33Jd0oULpCwYKFCggIuKGyiI87jjN69V4dnWeeR8f7uuMyzyyOvhzFy6hXxAUQR0BFRIrsO23Z\nSluW7mu6N0mzn+ePk54kNKUnaaFAv+/Xq69Xfif5Jb/m5Jzv77s7okFKms+4fd+JiQ7bbVl1B6ov\ntGHXNsfubOF9GV4JB31dHXpOnQIAyMLCEJgtzDltY20obrI7tRkxMiOG3h3abCzKqu1mCh8JEqPG\n5sUfFuGPxUsdBRD37KiENnkKn1mv2VkEm8U14W1KdCb/uP97d0YsFmGCPby1R2dCTXMvtq4vRat9\nUxEYJMddy7LdCoehaN3+E/84fP48QcIBAMrbzvO5G1mREwVpmOeqHNrTBLVnIbhjkSE1iNjYWFRU\nDN6ZzJnKykqsWrUKFosFn3zyCeLjB3dUBQQEYNasWS7HxGIxpk+fji1btgwya3C6uvQezwEcOxpv\n548WC+5Lx+YvSmE2WXGxQgMmPg/xKAYDoGHrDxBPyuVf6wslIhQqtOg1uNhRg5qWFgT6uIb2RQc7\nusBVlLWg82i9o1LrlBhExQd69R01f7OZfxww6zZ09xoEzavqrkWXkdMGxgUnw6RjYQL3+YOds7pW\nLbT2GPyU2ED0Cvysm5GI2ABMnp7ABRewwA/bqjB1wi3wLTsEc2cn6ov2uJSOH+c/DsDPAIDDdSWY\nHJI74D2TovxRUslplNs3n0FnDWeqkcrEmL8kHWarddDfyGDnzKrXQ7ObM4syUilkk28R/DvbX3WC\nf5zmnypoXklFK/84IVx5w133VwOVavAw3xGL7zp58iRWrlwJsViML774AuPHXzncrKysDF9//fWA\n4waDAcHBwhKoxjJhEf6Yf286RPYd24VaI6riZ4EFYLh0EYaqSy6vzwzjKqCyYHGqbaAW4a+QcTXx\nAQR2GWCxtxCNTwpB/m3CC605Y+nu4lujMj6+LiGXQ+FsC+9f+1CU13byj9Pix57/4XLyCtR8prvZ\nZMURaxo67JWCO7dvcwlYUAfEwV/GaYiVHRfQZxkoXMfHc9dlPBheODAMcPtdEwX3mL6cnoP7wdp7\nZ/tPyxeUOQ1wGuYpDfcbkTBipAv0P5x38VHd/Dkyw2VEBERdXR1WrVqFsLAwfPXVV1Cr1UPOOXfu\nHF555RWUlZXxxwwGA/bu3YupU6eOxLJueuISQ1B4hyMKrEqWiNORhbAyYnQW/ezy2iyVw8xU2ure\nzJQcKEcqGIjBCZ1YdTDmL0n3OCKln65dRXyl2cCZsyBWCHdenmpz/C4yVUNXbwWAylrHxZ8WR5sM\nhmFw+90TEZPACUuLFTgZfTvaFDEw1tW5hLyKGBHvrLawVre9qmPDlEhlRIiAw4w0fU6Kx9nS/bAW\nCzp/dpiXgmbPETz3UncNes1c9vT4kFTIJUP3QdcbzHyDoOgwJfwVN28JlpFiRATEm2++Ca1Wi2ee\neQZNTU0oLS3l/1pbOZVOq9WitLQUHfYIigULFkCtVuP555/Htm3bUFRUhMcffxx6vR6//vWvR2JZ\nY4K0jEhMn+PY4Wv81DgRcwc0xWdgbtPwxxMCYhHkw+2YKrsu8p23AC5L+uCuizBe6oTEfvFL/GVY\ncN8kj+roOGMzGtH1iz2kUiRC8NzbBc9t1beh2R6Pn+Afx6/7ip/HsnwEk49MzEdljXWkMjEW3p+B\nuCTOf2BjxDgZNQcXQiej7ccfXV7rrKldHs3U3anHj5tOI8iudLBgkTkjAZlTYr1eW+/RI7C0c61v\n5eMnwFdAWe9+SjUOP0mWKkPQnIraLvTrTJT/IIxhCwiz2Yy9e/fCarXixRdfxLJly1z+vvvuOwDA\n2bNnsWzZMuzevRsAoFQq8emnnyIjIwOvv/46XnzxRcjlcnz++eeIihJePpoAsvLisGBJOl+Oo9c3\nDIdi78be9QdgNHA2eREjQrZdi7CxNpzWlIFlWdRVdeDbdSU4edTRVKYbLJp8JZAOo8lO94F9sOk5\nIeQ/JQ/SUOHJjy7mJYHaQ2ObDto+7n9NjQ2E2IMKszc7EqkYdyyZBHX/Tp8RoSY4A7v1qag+6sie\nTgtOgcxex+hsezksNgvMZiuO7q3C+o+OocmeYGYDiwtgYVJ636KTtdnQse17fhy66E7hc1mW14Kd\nNZ+hOOdkgpyYQBqmEIZdrE8qleLsWfex085MmzZtgLM7KioKb7/99nCXQABIHKfCPSt98eOmU9Bp\nzbCJJKjUBqFm9WEkTwhHRHQAUpRpOKw/BYnJF6VHa1HdakNXh6P2EsMAXXIJKvUmMBottH1mr/r0\nshYLunY4TAfB8zwrneJsAhPqf6hwMi/128oJB2KJCPPuTUfxoVqcOFAFlmWglwXhx13NCCztRurE\nCMTEB2GieBLO9VZC1uePrd+eQHeDBQa9o1yOzFeCkwYTtOByTm7L9U6D0BafgKmZy8nxTUqCXEDP\n6X5qe+vRaeTOd0pQEvxkwkyX5TXko/IUquZ6E6GK9McDj+dh36c/41K3HCwjgtFoRVlpE5/pmgJH\nhcwuOISDf6Av5t41ATvPNqOyuAEsuJvu5LShO3NdTvfB/bx5Sz4uDb5q4cl17X2dfGewCIUKUUph\nGbUVzg5qMh+4RSwWIe9WNRISAvDTp3uhlXLfU3dHH47vr8ZxAEAkUsE5slvgunnImByLnOnxOPbB\nQcBiQ3ntlav/DgbLsi7aQ8jCOz16j1KNYwORrRJW0K9HZ0K9vZZYrMqP/A8CIT38JkOukGH2yhnI\nb/wOEb2XAHZgYTVnImMCMOfOCVixaioiYwIxwUn1do4KEorNZELHd44w5dC77vFofnHrSf5xbniW\noBsH6+x/kIqRQNU5r0h4XAjmZ7BIaz2IwL6BtZecEUtEUKeE4oHHpmDG3BQoFDK+7EaPzoTmDs/D\nRHWnT7m0FFVmCcuNAezmJRf/g+cRbhPIvCQY0iBuQiSBQYiaMQXynT8jTXMYtvz5MKZORlurFnqb\nDmd0Z2CRGhEbH4x7by10mZsWHwwGAAtXlVwoXb8UwdLJzVOkT4LCA9MB4CogJkdkXeGVDhrb9eh1\nyn+g6pxDEzpvHuJ/2YnYhkr0SfxguvtJGCVKWCw2lGsuQGNthTawDQ9OX4Ssy3qAp8UFoayaO8cV\ntV2I8qC0BmuzoX2rIzcmdOFij7SHJl0LWvVcG4HEgARBAQwAUO5kgiQBIRy6km5SgucvBCORQGoz\nwffIj8hMU2DBkkm4e8kU9CbWoj2yGmWWMwO6iPnJpYizV41taNOhW+e+y5g7rH196PjxB34cdu/9\nHq25Vd/GV+aMVkYKNi+52JbJvCQIsULJO4blFi0iz/6EGXNTUHhHGqYuiENzwjlogzQoaT81YG6a\nk4/nnIebiN4jhxw9ySOj4Dclz6P5xa2O9QjVHgDHOhmGIpg8gQTETYo0OJiv4slaLNBsXA8AEIvE\nvOPXbDPjpGZgToSzk9cTLaJzx3bYtFycud/kKfAVkA/jjDfaAwC+vAYATFDT7lAogbfNgSSUi2zq\nKz/HN+uZFDqB78p2qu0MTFbXni5J0QHwsUe4navp5Lv3DYW1zwDNN47k2LClywX3fAA489Kx5mJ+\nnBsu7DfS2WtEi90Upo70h8KXDCdCIQFxExN65z0Q+9mreJYUQ2e/AeRF5vCvOep0wfXjjR/C3NmJ\nzv7IJYZB2D1LPF7viRZX/4MQLFYbvztU+EiQGDk26y95g0gqdTlPbd9sBGuzQSaWIjOMc/4arSaX\nktoA14WwPwpI22dGbUuvoM9r2rLFpeWsMiNziBmuVPXUoM3AbQZSg5IQKhe2GXDe5Iwn85JHkIC4\niRErlQhb4jDztH71OViLBeOCkxEo426k5R3n0W10bUQ/Li6I7w8hxITAsixav/gMrJErzxAwowCy\nqGiP1tqobUajrhkAEO8fg3CFsLyJqqYeGOz9Hyaog/nSI4Qw/KflQxYbBwAw1tWh294vYoqTBnei\npXTAvHSnvtRnqzoGPH85Rk0bmrZu5QYiEVTLVngc/XS0uYR/7LzJGQrn3zD5HzyDBMRNTsCtBfBJ\nUAMAzM3N6Cz6GSJGxF9gLFgcv+wGIPeRQB3FaR6tnX3o6Lly0Tvt8WPQlXIXr9jPH2H3eeZ7AC43\nLwmPanG+OTnftAhhMCIRVA8s48eaTRth0rRifEgqFBKuEdWZ9nMwXFabybn671ACgmVZ1K79DKyJ\nM1UFFd4Gn+gYj9ZpsVlQbNcwJYwYOSph2gfLsjhXw61PLGKQGkP+B08gAXGTw4hECH/wIX7cvnUz\nTM1NmBY5mT82lJnpbPXgNwCrVovWL9fxY9WKByHx98zMY2NtOOa0O8wNF256cF6b802LEI4yfRLf\ndIo1mdDyPx9DDBGy7SUszDYLTmpck2GjQxUI8uP8FBcaumE0Wwd9/56D+9F5mCtBL1IoEXrXvR6v\n8Wx7BXQWzo8wKWwiFFJhrWQ1XX1o7+GKASZFB8BH5n11gLEICYgxgDw5he/xyxqNaPzwA0TKQhDr\nx5mB6rWNaNQ2u8yZ6LQbP3NpcAHRuuFLWHs5G7QyMwv+Uz1r9AQA5zsvudiWQ3yFmQH0BguqGrnP\nDg+SIzxobPSfvhqoli2HxF5Fua+yAl27dyEv0qHJHWo65vJ6hmGQbhfIFis7oFVtP6bmZrR++Tk/\nDl+xUnDFVmecndNTIweWIh+M05dIwxwOJCDGCKoVKyG19/k11ddBs/5Llwvtci0iNTaQ322VVXfA\nahuYcNe9dw96Dx0EAIh8fRH+0MNe9YA+0HiEfzw9Wngl3/JaRwQNaQ/DQ6xQIlBRPI8AABmESURB\nVOLhx/hx26aNiNf7INSX+17Pd11Cq17jMmcoP4TNbEbTmtV8Oe/QmQUIyJ/u8dr05j6cbuc6zikl\nCqSHCu9jf/pSO/84I5kaBHkKCYgxglguR9SvfgNGwoX4de/djfRaCxh79dZjLSWwOWVdS8QivqCZ\nzmmn3o/u7Bm0fL6WH4c9sFxwr2lntGYdH2orl8h5s4YQXP0P5HwcLsqMTATcOhMAZ2pqfOfvKPBz\n5BocbHTVIpy1zMvNkCzLou3rDXzGtE9EBNRPPuHVukpaT8Fi48rG50RkQiISFqZqtlj5CCY/uZQy\n7L2ABMQYwjc+AaoVK/lx75frMaOXixbqMnYP6AGQkeS44TvvxIwN9Wj68H3ArlUEFs5G4EzX7oBC\nOdZcAgvL2a+nRuZAJhZeHLD/psQwFJ0yUqiWreCjmiydHUj6+iDk9lzJw03H+Rs1AAQoZYi3Nwpq\n0OjQpeU0BZZl0favTejatZN7oViM5H9/HmKF5/3BWZbFvoZD/HiaB+alyrpumOyNryYlhfCReYRw\nSECMMQJnFvJ+AtZkQu62c0it4SJU9jQcdHntpCTHDrFfQBjr6tDw7tuw9XGF3BSTMhG+YqVXpiWW\nZXGw8Sg/nh4l3LzU0qF3NJ+PCoDC1/vS04QDsVyO2H9/gU+gszY1YekBI2RmG3rNWpdGTsDAXuYs\ny6Ltm6/R6ZRRr1q2An6pKV6tp6qnFnXaRgBAjF8UEgOE94xwMS8lknnJG0hAjDEYhkHEY49Dmc2F\nuTJWG+440IPMCj3K2spd7MxhgXJEhXK7vuqmHjTvLELtm/8Fi73pk09cHKKf/jUYsXeRIdU9dU65\nD7GI9ReeO3HyvGOdE8n5OKJIgoIR+x+/hcjuTA5q6saD2zoQ3WpyEeiAqx+ivLIRres+Ref2bfwx\n1bIVCJ491+u17Kk/wD+eFTPdo41Iv4BgAKQn0W/EG0hAjEFEUhmin34G/rdwTesZALed0OLBHztR\n+ss3Lr2KM9TBiOtrxt0te9Gzfh1YMxfLLouNQ/RzL0Dk633kkIv24IFzGgCOlzuaz0+ii3/EkUVG\nIea5/wDjw7XyDNTZcP/OLoQWFaO11mGKHBcXCB8JkN1dick//RPde/fwz6mWr0Tw7fO9XkOPqRcl\nrVzlVrnEF1M8SI5r6+pDU7u9vEaUPwKovLdXUFGSMQojkSDy8VUQK5S8rVjVZYHq28O4tKsckuBg\nSPz9kXOpCrk6Vwd1QMFMhK94CCKZ9xddr0mLYy1c5JRUJHXJ3B0Ko8mKU3YNwk8uRXI0NZ+/GsiT\nkpHwh/9E88drYLh0CQyAyef06Pqvt6BTqSCLiYVZo8FzTU0Q2xx5EIxEAtXyBxFUOHtYn3+g4Sis\ndv9UflQeXx9KCKedAhgmkXnJa0hAjGEYkQiqFSuhSJ+E8+s/hlLDCQJrdxes3V0wAnBW6E0iKWIf\neQRBM24d9mfvrj8As93hmR+VB7lEuCZy8oKGdz5mpYRSeY2riCwiEnG/+79o2PI1tD9uh8iuXJo1\nGpg1nJB2NjB2xaYh+5knIFOFD+tzrTYr9jce5scFMZ7l15yh8NYRgQTEGIdhGPhlZSMo4UVs3vw2\ncs/pEaJl4WO07wjFYrQGx+GYKBqVyji8lJiJ4RYrMFgM2FNvz59gRJgTP9Oj+cfKHE1uslM873hH\neAYjFiN2yXJsVOnQV1yMhCYTototYFgWYBiIQ0JR3ueL40ETYIhOxtRhCgcAON1Whi4j1wN7Ykga\nwhXCz7PFakOZPbxV6StBUhQVcPQWEhAEACAxSA3zpFRsjK8DAPx64v9CmjQaIoUCdWXtOP1zJQCg\n9EIbkqKHd8HtbzyCPgsXgZQbnokwuXAfgo1lcbycExASsQjpiRTeeq0oyF2M180VOJqhRAjri/89\n/knIwyMhksqwft1x1DT0AB16NLXrPGoidDksy2J7dRE/nhmb79H88tpOGO0FHNMTQ0jDHAbkpCZ4\nZsc6TEff1xZBHBIMsVyOnFRHZdUTFa3upgrGbLNgV+0+fjwv4TaP5lc19qBbywXmT1QHw1dGe5xr\nRZQyAln2HtAdjAHH2DqIpJxfIDvF8RspvdA2rM85qTnDh7ZGKyORHjreo/knKhwRbs7rIjyHBATB\nkxuRhWgl17C+TtvIN4cPCfBFol1Nb2rXo7FN5/VnHGsuQbeJKy8+MTQNMX5RHs13vvnQxX/tme8k\n0HfW7IHV7pzOTnWYgErPey8gbKwN31ft4MeLkuZBxAi/TdlsLEoqOQEhETPIot/IsCABQfCIGBEW\nJ83jx99f2sGX35ic5rgBeKtFmG0W7KjZxY/nxXumPQCuNx+6+K89CQFxSAvmkt46jV042sJV4Y0O\nVfDFEi80dKNHL7xVrTPFLSfRpONMiHH+McgKE95WFADO13ehx96ffKI6BHIf0jCHAwkIwoXMsHQk\n+HOlFlr0rXwRP1cBoXE7dyh+qd0HTR8XXZIUmICUoESP5rd26tFg116SYwMR7O/j1TqI4eFsFvzu\n4o/osxjAMAyy7aZIlgVOX2wfbPqgWG1W/FD9Mz9enDjP4wz9406/TeffLOEdJCAIFxiGwZ3JjuSm\nbVU/w2KzICJYgVgVl1lb26pFa1efR+/baejCj9VcvgUDBven3uXxxe+sPeSNj/BoLjFypAWnYELI\nOABAt6kX26q4m7qzRldc6fkm4khzMVr13DlODIj32PdgY1n+c0UMg5xUEhDDhQQEMYDxwalIDUoC\nALQbOvFTtb0NpdOOrNhDLeJfF76Hycap/tOj85AQEOfxuo6cc5i28iZGejyfGBkYhsHScXdDwnAZ\nELvrD6BB24TU2EAofTmTzulLHdAbLFd6Gxe6jN349sL3/Hhx0nyPNxBVjT3o7OUKBk5ICIKfnOpz\nDRcSEMQAGIbBPSkL+VLg22t2oaq71ms/REXHBRS3ngIAKCRy3JV0h8draunQo6qJc27HhfvxLVGJ\n0SFcocLtCYUAOMfy+op/QSQC8sZzORAWq03wb4RlWXxZ/g309tDnrLB03s/hCScqnc1Lw8/FIEhA\nEIOgDojnbc021obPytYjNFiKyBCueN/Fxp4he1UDXLOX9ZX/4sd3Ji2An8zzGPlDZx0d7wpyYryq\nHkuMLPMSZvMNhS511+BA41Hcku7Q7A47JTReiUNNx3C2vRwA4CdVYvn4JR6fX5ZleYHEAMgZR+al\nkWDEBMTTTz+NtLS0AX863eAhkSaTCW+++SZmzJiBnJwcPPfcc2hpEfajIq4+CxPnIs7elrS1rw3f\nXvzBI2e11WbFx2c+5+3KcX7RuDVmmsfrYFnW5WYzM8uzhvfE1UEmluKBcXfx468rt4BVtiE0gAse\nKK/p5E0+g9He14FN57fy4+VpSxAg81w7rG3RQtPFbVhS44IQqKTifCPBiAmI8vJyPPzww9iwYYPL\nn1w+eI2d1157DVu2bMGLL76It956C+Xl5XjqqadgtQ7eAJ24dkhEEjySvgJSewev/Q2HIQmv45/f\nf7rJpfKrMyzL4uvzW1HeeR4A1y3usfQHPYpp76eqqZfv/ZASG4jwEM8bzxBXh4ywiZgelQcAsLJW\n/PPMOkyawAkIFsCRK2gRXcZufHDyExitXEhsXkQOcsKFdxR0Zv+pJv5xv5mLGD4jIiB6enrQ1NSE\ngoICZGdnu/yJRO4/ora2Fps3b8Zrr72GJUuWYMGCBVizZg0qKipQVFTkdg5x7YlSRuDu5IX8eEfT\nNoSl1gNgUdeqRU1L74A5LMuiqG4v3wlMxIjw5KSHEKH07sI97GReyp9I0UvXG8vTlmB8cCoAoM/S\nhwrJDkDK7eYPlzW7ndPe14m/F3+IZj1nFgryCcTScXd79flmi5X/HImYwTT6jYwYIyIgKiq4+vBp\nacKbiR8+zFVqLCws5I+p1WqkpqZi3759g8wiRoPC2BkojJ3Bj3XBZyCJqwAYK/adbHJ5bbexB/99\nei2+veDoKLZ83L0YH5Lq1WdbbTYcPcftQsUiBlNod3jdIRaJ8WTGQ3wWfre5C4rMgxCHNqK2pXdA\n5n1NTx3+XrwabfacmCCfQDyX8xQUUu80wxOVGujsEVO541QUvTSCjEiaYUVFBWQyGd555x3s2rUL\nBoMBs2bNwquvvgqVyr2zqKqqCmFhYVBc1qc2NjYW1dXVI7EsYoRgGC5vQSlV4Ad7zLs0qhoSVQMO\nd8YiV8NAZ9WiVa/BnvqDfDQKANweX4gZXvgd+imr7uQzYzOSQuFPjV+uS+QSOX6T9Tj+cvwf6Db1\ngBWbIEs+BWtYAzad0WOhYgLMNjO2V+7Gha4qfl6obwiez3kKoR4UbLwc501KQabwroTE0AwpIMxm\nM2prawd9PiwsDBUVFTCZTFAqlfjHP/6Buro6vPPOO3jkkUewefNmyNw0ltHpdFAqB0azKJVKNDe7\nV0uvRFCQd7sPiUQ0rPljiQeD70ZoQCA+O7kJAMBIzICqCh+c/mjAa/1kSjyavRS3xOQOK+LoSPk5\n/vHsvHgEBSnonF2nBEGBP85+Cf9TugElzVwdL3FgOyps+1BxeKBVIMovAv+n4N8QIve+gHxLhx7n\n7KW9VUFy5GfFUPXWEWRIAdHS0oKFCxcO+vzvf/97PProo1i0aBFuuYVr6pGXl4fk5GQsXboU27Zt\nwz333DNgHsuyg944KITx+mV+ciHUQXHYUPoTyjvPgRENdFLnRWfhsexlCPQdXllwTVcfDp/hNgt+\nCinyJpBt+XonVBGMF/N/haONpXj/0JewigZm3EcowzAvuRCF6nz4SoZXLmXXcUfQxOwpcSQcRpgh\nBURsbCzvY7gSycnJLuOsrCwEBAQMOtfPz89tCKxOp4O/v+dhbl1deo/nAI5dqLfzxyIR4ig8m/sI\nfvfPX9AtqwLjo8f87HFICIlEtF8kopQRYA1Al2F43+nmXy7AZuME0KysaPTpjejT0zm7EUhTpuGR\nhKexumgPGJkBYWEMpmeHI0Eej0lhEyBiRDBorTDA+3Nos7HYeYyzbjAApqSG0W/CC1Sqwe+3I+Kk\n/uGHH3Ds2DGXYyzLwmQyITjYfUMXtVqNtrY2GAyuyVb19fVITPSsiBtx7RExDArSE2FpToS5Jh2W\n5mRMjshClHJkdvkGkwV7SrmeAGIRg9m5sSPyvsS1IyclEhFiNayt8Wgpi8O0oNnIVKV7FersjlMX\n2/k8i4mJIQgN9B2R9yUcjMiZ+uqrr/DGG2/AZrPxx/bs2QODwYApU6a4nZOfnw+r1Ypduxzln6ur\nq3H+/Hnk53vWQYoYHW7NiILYrtL/UtIAbZ95xN774Jlm6I1cZEre+HCq3HoDImIYzJ3iqLn1/YGq\nK7zaM1iWxfeHqvnxrCxyTl8NRkRA/OpXv0J5eTleeuklHDhwAF988QVefvllzJ8/H7m5uQAArVaL\n0tJSdHR0AADi4+OxYMECvPrqq9i4cSO2b9+Op556CmlpaZg7d+5ILIu4yoQE+GJGBhfaaDRZseNY\n3RAzhGFjWfx8vJ4fO99kiBuL6emRfAG/g6ebBJVnEcLZ6g5cauRqc0WFKpBLpTWuCiMiIAoKCrB6\n9WrU1NTgmWeewerVq3Hffffhz3/+M/+as2fPYtmyZdi9ezd/7K233sLChQvx17/+Fa+88grGjx+P\nNWvWQCwWj8SyiGvAwnw1RPaggqITddAbhq9FnL7YjpYOzpacEhM47B7YxOjhIxNjZja3u7fZWOwq\nbhj2e7Isi637q/nx4ulqck5fJRh2sFoJNxgazcCMXiGQw3P4fPx9GQ7Yo43uuTURd93qvQ/JxrJ4\n47MTfOXW39wzaUByHJ2zG4uOHgNe/vAQbDYWvjIx3nrqFgT6eW8yPFfdgb+sLwUARATL8fqqaRAP\nUrGBGJqr7qQmxjaLpqvRH5m841gd+ozC+wBczoHTTbxwiAiWI2cctRW90QkJ8MWsHK7AosFkxTd7\nLg3r/bYeqOYfL56uJuFwFaFvlhg2kSEKTLPnKOiNFmw/Mnhi5ZXQGyz4ZvdFfrxi7ji6+G8SVs4f\nD18ZZzref7qJ9x94ytnqDlTUdQEAVEG+VHfpKkNXHzEiLJquRr8VeNvhGlQ3e34D2Hqgii+rkZ0S\nhszk0BFcITGahAT4Yumccfz4i58rYPPQuq03WPDpNkdm/aJ8NSRiuoVdTejbJUaEmDAl5k+LBwBY\nbSz++V0ZTGbhZdsb2nQoOsFFLknEDJbN8byjGHF9s2hGIiLspdqrmnpx4HTTEDNc+XJnJdp7uLyH\nlJhAPoKOuHqQgCBGjHsLkhCr4uprNbXrsWnPxSFmcPQZLfjnd2dhtWdNz58aj4hgqrN0syGViLBi\njqOq74aiC6jXaAXNPV7eioP2QAgfqRhPLp5A5sdrAH3DxIghlYiw6s50SMScsWnn8XqcvNB2xTlm\nixXvfXMKtS3cjSIkwAeL8hOu+lqJ0SEzORQ5qVzggd5owdsbStHWPbBekzNt3X347CdHyZ4Vc1MR\nThuIawIJCGJEiQv3w70FSfz4H/86jV+K692+1mqz4b+3lqG8lnM6yn0keP7+LPjKRqQKPXGd8sSi\niYgL9wMAdGlN+NuGk+jRm9y+trKuC39ce5zP0s9OCUNBZtQ1W+tYhwQEMeLMnxrPO5itNhbrdlRi\n3U8V6LXfBGwsi9ILbfh/X5aguJLray2ViPD8/Zn8jYO4eVH4SvDC0iyogrjaSS0dery+9jh2lzTw\nfiujyYpfShrwl69K0GsPXAgL9MUjd4ynas/XEEqUo6Srq4LFasOGogsoukx7CPb3gUTM8A3mAa5m\nz7/dl4GsFGE5D3TObjzcnbPWTj3e/LwYPTqH9uCvkELhK0Vrhx7ON6ZxcUH4zb2TEEANo0acKyXK\nkYCgm81VZXdpA77YUck7oC9HFeSLFXPGITtVeEIcnbMbj8HOWUObDuu2l6OyvnvQuYU5MXhwbiqF\ntF4lSEBcAbrZXH2qmnqw/1QTalt7Ud+qg9FsRWJUAO6YFo/ccSqP6+jQObvxGOqcXWjoxvYjtSip\n1EAkYhAVqkRcuBI5qSrqQ36VIQFxBehmc22xsSyMJivkPt47oumc3XgIPWcmsxUiEUPawjXkSgKC\nwkWIa4qIYYYlHIibG5mUKjlfT5CYJgiCINxCAoIgCIJwCwkIgiAIwi0kIAiCIAi3kIAgCIIg3EIC\ngiAIgnALCQiCIAjCLTdNohxBEAQxspAGQRAEQbiFBARBEAThFhIQBEEQhFtIQBAEQRBuIQFBEARB\nuIUEBEEQBOEWEhAEQRCEW0hAEARBEG4hAUEQBEG4hQQEQRAE4ZYxLSA2btyIefPmITMzE8uWLUNJ\nScloL4m4Ap2dnUhLSxvw99xzz4320ojLKCoqQk5OjssxlmWxevVqFBYWIisrC4899hguXrw4Sisk\nhDBmmwN/++23eO211/DMM88gIyMD69atwxNPPIEtW7YgLi5utJdHuKG8vBwA8Mknn0CpVPLHg4KC\nRmtJhBuKi4vx0ksvDTj+/vvvY82aNfjtb3+LmJgYrF69Go8++ii2bdsGf3//UVgpMRRjUkCwLIv3\n3nsPS5cuxbPPPgsAmD59OhYsWIC1a9filVdeGeUVEu6oqKhAWFgYZsyYMdpLIdxgMpmwdu1avPvu\nu1AoFDCbzfxzWq0WH3/8MZ599lk8/PDDAIApU6bgtttuw6ZNm/DYY4+N1rKJKzAmTUw1NTVoaGjA\n7Nmz+WNSqRSFhYXYt2/fKK6MuBIVFRVIS0sb7WUQg7B3716sWbMGL7/8Mh566CGX506ePAm9Xo85\nc+bwxwIDAzF16lS65q5jxqSAqK6uBgAkJCS4HI+Li0NtbS2sVusorIoYioqKCvT19WH58uXIyMjA\nzJkz8dFHH4Eq1l8fZGRkoKioCA8//DAYhnF5rv+au9x8Gxsbyz9HXH+MSROTVqsFABc7dv/YZrOh\nr68Pfn5+o7E0YhCsVisuXrwIuVyO3/3ud4iOjsbu3bvxt7/9DQaDgTcVEqNHRETEoM9ptVrIZDLI\nZDKX40qlkr8eieuPMSkg+necl+9y+hnsODG6fPjhh4iOjuY1v2nTpkGv1+Ojjz7CqlWr4OPjM8or\nJAaDZVm63m5AxqSJqT9iQqfTuRzX6XQQi8UDNAti9BGLxcjPzx9gFiwoKEBfXx9qampGaWWEEPz9\n/WEymVwc1wB3zVEE0/XLmBQQ/TeZuro6l+N1dXVQq9WjsCJiKFpaWrBhwwZ0dHS4HDcajQCA4ODg\n0VgWIZCEhASwLIv6+nqX4/X19UhMTBylVRFDMSYFhFqtRlRUFHbu3MkfM5vN2L17N/Lz80dxZcRg\nmEwm/OEPf8DWrVtdjv/0009Qq9VQqVSjtDJCCDk5OfDx8XG55rq7u3H06FG65q5jxqQPgmEYrFq1\nCn/84x8RGBiI3NxcfP755+js7MSjjz462ssj3BAXF4fFixfj3XffBcMwSE5Oxvbt27Fjxw68//77\no708YgiUSiUeeughvPvuuxCJRFCr1fjwww/h5+eHBx54YLSXRwzCmBQQALBy5UoYjUZ89tln+PTT\nTzFhwgR8/PHHlEV9HfPGG2/ggw8+wNq1a6HRaJCcnIz33nvPJbaeuH554YUXIBKJ8Mknn0Cv1yMn\nJwd/+tOfyAdxHcOwFEROEARBuGFM+iAIgiCIoSEBQRAEQbiFBARBEAThFhIQBEEQhFtIQBAEQRBu\nIQFBEARBuIUEBEEQBOEWEhAEQRCEW0hAEARBEG75/y+yBBXvsRzzAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11a0ce4d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"sns.set_context(\"poster\")\n",
"sinplot()\n"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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M8m66dNy50hE1F1KNhtSnnkEMBBh9+cW4Xk6FVE5N2ipsPgdNk60xjV1ZnILH\nF6R7aOkkPNxuuJqbcJw+haqwCPOeB4FwC6vagXOkqC3k6XNmjWnrt+ELhObddV+JYctWNCuqcDVe\nxH40vi7xVcnLkUvk1I6cjekZK8wyolRIEw08Fkj3f/wnQacDyyOPIb8Upnx6uJ6QGGLDPAlUEXv3\n9Zq3CIJA6tNfBqmUsd+9QsjrjUvG9ek1iIgc7o69ZlI0LAnlPWFzMzzpovQax50r0a1Ze3nlrD0d\n12duSA97qk+PxNYmbdWlwv+N3YmdVTyIoRBjv3sFgNSnn0WQhP+/z41fxBv0sSates5EiuuZTK5E\nEATSvvI1BIWC8TffiOvlVMmUVCVXMOoep9fRH/U4mVRCeW4SI1Y3Y1OxhaMmCDPdeJHRTw6izM0j\nadflUtFnRhuQCBJqUlfOGiOKIo3dVoxaRVQt8RTp6STdu5vA5AST778bl5w1aSuRCVI+7T5xQyLQ\nloTybrhUCznaCnGCIJD6zHMIMhmjv32ZkCf2lyTfkINFlcT58caYPMaVhckIQkJ5x4v9+FG8fb3o\nN25ClX+5hGdkEV2bNttkAmE/g1QiUJwTXUEgeVISSffuJmibwvpRfF1Q1qZXA7GbTiI7v+aEbyRm\nZhZ3iSS8AEvDvo8J9yQ99j5KTIXoFbpZ4wbGp7FP+yjPT4o6i9Ly4MPIksxYP/wA38hwzLJq5eGI\nl377ENP+xS8HvESUdzi+O5bynoq0NJLufyD8cu6PvUGoIAhUp1bhDfpomow+bEinUZCfbqBj0J6I\nKIiRkNfL+BuvIygUJD/2+Mx1h89J82QbBUm5pGlndz1xefz0jjgozDSglEdf/My8+36kej2Tez8g\nYIu9mUa5uQSNTM2ZkQZCYvQ+jrJLz3HCaRk7jtMn8Q30k7JtK6q8/JnrdaPhvIzVaXPXOWqK2Lvz\noq9EKlEqSXnyKcRAYOY0GCtPljzGD7b9BTpF9A2wo+W2V96iKNLQNoZOLSc7dfaKei2S7t2NRKvF\n+uFegq7YV77VqeEHIfJgREtFfhLBkEhrX+LljIXJve8TtE2RdO9u5ObLcbh1o+cIiSHuyls357jW\nPhuiCKW5sdUukajUWB5+FNHrYeKdP8Qsr0wiozq1EpvPTvtUZ9TjMpO16NRymnutiYSuGBADASb+\n8BZIpeQ+/aWr/lY3eg6JIGFlyoo5x0ZOwrE2K9fVrEVdXML0uQY8XdH/H8+MV2ipSi+PeVw03PbK\ne3jSxYTQCf16AAAgAElEQVTNQ3leUsztrKRqNeb77ifkmmbq449i/uxcfXZcppNIOGMi3jt6Ag47\n1g8/QGo0Yt69B78vgNPuwe3yUTvYgCAKbMqtmXNsc2/4dy6Lo/GCccs25Gnp2A4dxDc8FPP4NWlh\n08np4ehNJxJBoCzXhNXhTdi9Y8B+7Cj+0RGMW7ahSksjFArhtHvoGhyk195PaVIROvnsHW4gGKK5\nb4o0s+aakUhzIQgClofD5V3jWeBvJHHX875ZRGKm4+2IYtq5C+tHH2Ld9yGmu+9Beo3Kh59FEARW\np65kX+9BmiZb5l3VP0tRthG5TJKwe8fA1P59TIeUuKsf5sIbzQz32wiFwrtSDeVUKIo5reonuyCJ\nlHT9VXbL5l4rMqlAYRyNhgWZjOTHv8jQT/6NiXf+QMY3vhXT+CLTMowKA2fHzvNU6WNRN/IozU2i\ntmWM5t6puDqXf94I+f1MvPsH7No0ejUr+ej/+gin/bKjuVxyD8ZUJaccXayozkSju1yJr2vIjtcX\njHnXHUFdVn55993djSo/f6FfZ1G47XfeEVvV9eK750OiUpF0/x5CbjfWfbE7pqpTK4HYTCdymZSi\nLCP9Y9M4llCZzVuFe8rBydpxTuQ9xtl+KYO9U1hSdRRXpGLIleAwjiITZJw83MXr/1nHq7+sZXQo\nXJ9k2uOnb8RJYaYRRQz27ivRVa9GkZWN4/Qp/OOxlVaIHNVdATftU11Rj7ts906czqKh+e1POa7Z\nyOmM+2lrtSIgkJFtpKg8FV/6JAGFF+dwiDNHe3jppyc5+WknXk/Y5xTxLZTHaFaLIAgC5oceAWDi\n3dtn933bK++uYTspSWpSTeq45zBt34nUYMC6bx9BZ2wV3eI1nZTmhqMe2hJd5a9Je9Mov/35aXp1\npWiVsGNPKV/580088dUadj1cgbWilZ7SWh79RiVP/fE6CstSmBib5o1f13HiYCfNXZOIxGcyiSAI\nAubdeyAUiivyZOWlGhoN49GnQmdaNBg0cpp7EnbvaxEMhji6r5VP22TYlcnk5ht58Mkqvvu3u3j0\ny9WsvCeV1twTyHeM8PXvbmbrfSUolDLqjvfy0gsn6G4fp/XSAlmSG39rMk15BaqiYqbP1uPp7Vms\nr7cgbnvl/cS2Qv7yyblje6NFolRi3r0H0eth6tMDMY2NmE5ijTopvRSy1pKIKJgTURQ5daiLfX9o\nxOcXKbSf50vPr6WsKgONNtyBxOV302JtJ0efRarOQklFGvc+upyHn16JzqCi/kQvtR+1ISfcCHoh\n6NeuQ2a2YDtyOOaqg8WmAjQyNQ1jF6NWxIIgUJqbxJTTx4g1YfeeC5vVzZsv1nPuzCAan427M8d4\n4KlqcpaZES4VHquPRJmkrkSpkrO8OpNnvrme9duWEQyE+OC1C0z12sgwqzFoFHHLIggClsju+zax\nfd/2ylth9+IfW3iVPsOWbUhUKqY+2Y8YiC2EL2I6qR89H/WYgkwDMqmQiDiZg1AoxKd7WzlzrAed\nUmR97x9YvSYDpeHqYkEXJpoIiSFWJl/ta8jKS+LJP15DxaoMQu4A5UhI0cb/YkLY9p10325En4+p\nT/bHNFYqkbIiuZwpry2mhJ2E6WR+rBPTvPliHWPDDrKCQ6zrf5f8Pdtn3dcwfhGJILmqUJlcLmX1\nxjweeXYVSrWczBDkCxKCCyxZoalYjqqggOmz9XGX3lhMbnvl3dkyxvuvn+f8mehfirmQqtUYtmwj\naJvCcTq2dNVcfTYmpZGLE81R1zqRy6QUZBjoHXXg8iTivSMEgyE+erORpoYhklO1rBndhxY3pisy\n5SI0XKrItip1tqNYrpCxeusyBhBRAu/97hy2OPukRjDetRWJTsfU/o8JeWKr1R1xZjeMRV9PPnJa\nSCTrXI3N6uLtVxpwu/ysq9RT1vUhxuqVKFKujvG3ee302PsoMi5DK5/t9E3NMJBSnc40IoEJNwfe\na16QiUoQhPBzKopMHYg9d2Sxue2V9z2PLEerV3JkXzttC+xSk7RzFwgC1n0fxvSfKAgClckVuAJu\nOmPojlGSm4QoQlt/YvcNYVPJ4Y/a6GobJyvPxM7lIB0bxLB5y6wGwb6gn8aJFlI1yaRrZifmQDi+\nexARQ74Jp93LWy+dxWmPTeleiUSpJGnnLkKuaWxHDsU0ttxcglwim1lwoiHdrMGoVdDSO5Wwe1/C\nYfPw9isNuJw+Nt1dSHpnuPZM0j33zbr3wngTAJUps8sDR+gYcdKMiCVdR1vjKCcOxh6rfSX61WuQ\nmkzYjxwm6L615q7bXnkbk9Q8+yfrUSilfPJuM70LKGQvT0lBV70ab28P7rbYCk5VXjqWnb/0wERD\nxGmZMJ2EOXe6P7zjTtNx/+OVuA5/AoBp592z7m2abMUX8rMyecW8/o6WS+aGtZvz2bCjAJfTx943\nLhDwR18J8rOYdu5CkMuZOrAfMRT9MVspVVBuLmXYNRp1mVhBECjLS8I27WN4cvHTp5caXk+Ad37X\ngNPuZcP2AspzZEw3nEVVUIi6qHjW/efGGwGotMytvEMhkbZ+G8lJah5+ciVGs5qzJ/sWdIoXZDJM\n23cS8niwHz0S9zyLwW2vvAHSM43c/0QlgkTgo7casS3AwRNZwWNN2ilJKkQpVXBuPHqnVFGmEalE\noCWhvOluH+fYJx1odAruf3wFofER3M1NqMvKUWZmzbo/soO9Vmx9a98UcpmEZRkGVq3LobQynbFh\nJ59+2Br3Tlaq06Ffuw7/yAiupsaYxlbNRJ1EbzqJOLY/7wu8KIoc/KAZ26SbletyqN6Qi3Vf+B1N\nunf3rPs9AS8t1jYytGmkaCyz/g7QN+rE7Q1QkmNCpZbz4JeqUGvlHNnXTnd7/L1Mjdu2I8hkTH3y\ncUwL/GKzJJQ3QGaOiW27S/D7guz7Q2PczgdVUTHKvHyc9XUxtUuTS2SUm0sYc08w4opunFIhJT9d\nT8+w43Nd52Rq0sXHbzchlUm4//EV6AwqbAfDTkHTjp2z7g+JIS6MN2FUGMgzZM85p8sToG/UybIM\nA3KZBEEQ2HpfMakZelovjHD+TGzd3a/EuD18Epg6+ElM4yqTy5EIkpjs3sXZRiBsAvo8c662n86W\ncTJyjGzYvoyg2439xDFkZgu66tWz7j8/0ow/FJg5Ec9FZEGMLJAGk5oHvliFVCbhk3ebcTriK/Uq\n0xvQb9iIf3SE6Quxlc5YTJaM8gYoXZFOyYo0xoYdnPw0PtuVIAjhMpKiiO3wpzGNvWw6iX5HVpJj\nIhgS6RiIv+ntUiYUCrH/nSb8viDb7y8lNcNAyOPGfuwoUpMJ3crqWWO6bL1MB1ysuKQM56Jj0IYI\nlOQYZ67JZFLue2w5aq2cY/vbGRmM7zdXLVuGMjeP6bP1+Cejz5LVybUUGvPptvdi90VXzz0jWYtW\nJftc+0WG+22cONCJWivnnkcqkEgkOE4eR/R6MW7dNlM58EpqB8JKsyp5dp/KCC2fUd4AKel6Nu0s\nxOsJ8Mm7TXGf0JLuvgeAqY/3xTV+MVhSyhtg673FGM1qGk7109MRn/1bt2YNEo0W25FDMYUNLreU\nISDEpLwjdu+Wvs9nREH98V5GhxwUV6RSsjwNAPvx44Q8HkzbdiDIZldouDAR9iussJTNO29E2RVn\nXx3frTOouOfhCkQRDrzXTCAQu/1bEITwiUAUsR06GNPYFcnhIkSNE9HlBEgEgeJsE+M2D9Y4d4JL\nGZ83wL63GxFFkXserkCrUyKKIrZPD4JEgvGuLbPGhMQQZwbPoVfo5j2ZiWK4MJzFoCT5Mwl+y6sz\nySuyMNAzxdlTfXHJrczJRV1SiqvxIr7R2FrhLRZLTnnLFTLufaQCiVTgk/ea8bhjbzQskSswbNxE\n0G7Hea4h6nF6hY4CYx6dth6cvuhiz4uyTAgCtH4Ok3XGhh3UHu1Bq1ew5d6ww0kURaYO7AepFOOW\nbXOOuzjRjEyQUpJUNO/crX02BAGKsoyz/paVl0RlTRbWCRe1R7rjkl2/bgMStRrb4U9jWuAjC86F\nieaox0RMJ5/H3feJg5047V5Wb8wj61Lcu7enG29fL9qVq5CZZmfOdtv7sHudVFoq5j2ZDY5P43T7\nKZmjvrsgCOzYU4pGq+DUp12MDcfX9Sry/NpjjExaLJac8gZITtOzbssyPC4/xw90xDWHcWv4h7cd\nit10IiJyMcqXU6OSkZuqp3PIjj+OXeBSJRAIsv/dJkIhkR17ylCq5AB4OtrxDQ6gX12DzDT7xbJ6\nphhwDlGcVIhKppz1dwB/IETXkJ2cFB1q5dy11dZvK8BgUnH2ZF9c5hOJUolh810EbTacZ+uiHpem\nScWiSqJ5spVAlDkBxZ9Tp+Vg3xQX6wdJsmio2ZQ3cz2SBW3aun3OcZGTb9U1QgQjv+VcyhtArVGw\n88EyQiGRA+83E4rD8airWRNe4I8eQQze/Hc7LuXt9/v53ve+xzPPPMMTTzzB/v2xZaQtBlVrs7Gk\naGk+N8xgHA+9MisbVUEhrovn8U9Eb36Jx+5dnG0kEBTpjnOFX4rUn+jDOu5ixepMcq5oTWY7Eo7b\nNVxj1w1hE9V89Aw78AdCs0wmVyJXSNmxp2xB5hPT9rAz1fbpwajHCILAcks57oCH1vHoNhb56Xrk\nMsnnqg5OIBDk0w/CpqXte0qRysKqKOh24zh1EpnFgmb53JFGFyeakUtklF7jZNY2EP4t51PeADnL\nzJRWpjMxOh2Xg1uiUKDfsImgbYrp8zffcRmX8n777bcxmUy8/PLL/PznP+cf/uEfFluu6yKVSti6\nuwSAQ3tb44o+MW7dFrZrxnDsSdOkkKwy02xtizrbsmjmWPz5eDntU27qT/Si0SlYv61g5nrI68Vx\n+hQyswVN2dwF6iPmhhWW+QvYz9i7c2abTK4kM9c0Yz5pOBV7bK8iPQN1cQmu5ib8E9GHli23lAJQ\nNxRdwo5MKqEgw0D/qPNzk4175lgPU5NuKmuySL/C9DXjqNyybaZ/6ZVMeW0MOIeoSC1BIZ2/JEJb\nnw2dWk66+drldjfuKECpknH6cHdc0SfGLVsBYk7qWgziUt67d+/mL//yL4GwDVM6hzf4ZpCeZWT5\n6kysEy7Onozd8aBfux6JSoX9yOGo4zUFQaDCUoo74KHL3hvVmMgOsf1zoryP7m8nGAixcUchcoUU\nn2sY++hxRhteRnaXHsWj2Uz2vY1t+BDTk+cJ+MK/iz/op2WyjTRNyryxu3B5EbzWzjvCuq3LUGvl\n1B3vievlNGzaDKKI/fixqMeUJBUhl8ioH4w+27I4x4gItA/c+c/I1KSLsyf60BmUrNu6jKB/Gret\nDfvIMWz2Q8jvTyNU6may7z1sw4fxOvsQxfBGKeIIrs6YP8rE6vAyYfdQlGW8bkE7tUbBhu0F+H1B\nju1vj/m7qHLzwpFJ5xoITN3coIS4mjFoLzU0cDqd/MVf/AXf/e53rzsmKUmDTBa/kk9J0c95/YEv\nVNHTNkHdsR42bi3AGFNhez2ObVsZ+fAjZH3tmNfM3anls2z0V3No4Djd7i42Fs/umfdZWVNS9KQm\nqekYtJOcrFtQhcQbwXy/bTy0NY3Q3TZBcZmM7JSzDDc14/deUkhykJbpCeFgevLqY6bWlI9Lk45E\n9LM2u2pemSwWHe0DNtLMGkoKkqOS6Z4HK3j7dw2cPd7LY8/Ojhm+Fkm7dzL2yktMnzhG6Vefifr/\nbkVaGfVDF0DjI0U7/0IUYc3yDN491sPApIu7N+THJONisZjPwbXY/04TohjknvtVuMfewjbeDJd6\ngAo5EqRocTtb4FL1ZhsgkSowWIoZs4efpVUZy0nRzy1v86Ww3JWlqVF9p613l9DRNEZH8xj2STeF\npXOXY5iPwJ576Xzh3wk21JLxxBfmvOdG/LZxd9IZGhriT//0T3nmmWd46KGHrnu/dQFFg1JS9IyN\nzW8vXrd1GZ+818wHb17g7odi6xenXLMBPvyIvg8+JphXEtWYNEkmMkFKbd85dmVcnWQyn6wFGQZO\nNI5wvmWEDMviNyONl+v9trEQDIQ4+P4xqle2kZk+xvgASKRqNEmVyMUURn/2a5RZBWR/67sEgy4C\n3kkCnglcthamp7phqptvGbVI/B5GRiaRSOSzZD3XPIzT7aeq0BK13Jn5JlLSdZyvG6CoIpX07Gub\nWz6LtmYNjuPH6D12Bk1JaVRjSvRF1A9d4FDrGbZmb7zu/Sk6BYIADS2jjK3NiUm+xWAxn4Nr0dc1\niXPyHLt29OCb8uAD5OoMNMYS3PWtOD45RepTX0VbtQIx6MPvHcfj6Mbj6GJq9CLVQJZRj9o9zqhb\nPediWtcY7vSeYVJF/Z027izktV/V8v4b5/nS19cgmcNkMx9CxSoEhYLBvftQbN01S6aF/rbzKf64\nzCbj4+N8/etf53vf+x5PPPFE3EItFiUr0khO1dF6cSTmsB9l/jLk6elMn60j6Iou/E8pVVBkKqDP\nOYjNG93n3el2bzEUoOPsm1SvOEZm+hhydQbJy54kq/KvSM5/DP/ZEcQxH6aaLUhkKuRKM2pDEfrU\n9aQV/xGZy7/LKb+UkAjyqQaGGn+MyzrbKXzZZBK9AhYEgbt2hUMVj3zcHnNihnHTXQDYj0VfyyLi\ncL04EV0tHLVSRk6Kjs6hsDP2TsTjHMTe/xLVVS0o5H50KetIL/smGWXfwJB6F9P7LyD45OhXrkOm\nMCJXp6AxlWPOuZ/Miu/gS7+PNl+AVIlI59lfMd71KkH/7OYqbQM2ZFKBZRnR73aT03SUVWVgHXfR\ncj62AnhSjRbd6hr8Y6N42mM3vcRLXMr7hRdewG6385Of/ITnnnuO5557Dk+MJTQXE0EQ2Lgz7Bg7\nfqAj5oqBho2bEQMBnLW1UY+ruOSUirZBQyQe+U60e/tcQww2/wyV9CIutxpj9hOklz6PxlSKIEgQ\nQyHsx44iUanQrV4z5xyTAS8HnDaOynPRp24iGJhmvPs1JnrfIRS6HMvfOk9yzvVIzzZSXJHK2LCD\n1ouxvZzq0jJkFguO06cJeaOzm1vUZrINGbRYO/BH2YGpONtEIBiie/jOysYVRRH7yDFG2n6BXmfF\n4cois+JPMWfvRqEOJ265mhoJ2mxhP5RcPuc8F12TvDHtwZl2L7qkAty2Zoaa/jfTk5d9Cx5fgL4R\nJ/npBuQxmmnX3pWPTCbh9OEu/DEWNzNs3AyA/UT0vpGFEpfy/sEPfsDRo0d58cUXZ/6pVLF1ZV5s\nsvPN5BSYGeiZorcztsa/hg3hY20sP3xEeUebSZedokOtlM6EMN0pOMfPMNz6C4Lecbp7M3EJX8CY\nUnHV0dHV1EjAOol+3Xokyrljt5sm2wAosZSTlLWLjLJvIVenMz1Rz0jLL/B7wvVk2vttaFUyMiyx\nN+1dv60AiVTg9OHumKKTBIkEw6a7EL0enGeiX+BXZSzHH/LTbouut2UkeuZOclqGgh7Gu15lavBj\nfF45tfVV5FU+i0x59eJrP3YUuOQgnoeLE83IJDKK0lZTsuabJGXvRhQDTPS8wWT/XkQxRNegnZAo\nzpx0Y0GrV1K1Nptpp49zp2OLTtKUVyA1GnGcPkXIH3viYDwsySSd+di4vQBBCO++I53Ho0FuSUZd\nUoq7tSXqBrTpmlSSlCaaJlujChmUSAQKMo2MTLqw3wFNiUVRZGpwP5N97yFIlNSeraKrt4KqNfmz\n7nWcPA6AfsOmeeeLnGDKzWG/g1xlIb3k6+iS1+L3jDLc8gsG+psYt0UXRTAXeqOK5asycdg8NDUM\nxTQ2olRsMZhOVqaH/S9NE9GVH77TTmcBr5Xhlp/jtjXjD6Vz+Nhqsoqq0Bmu3ugF3W6c9WeQp6Wh\nKiicc65IiGCxqQCFVIEgSNBfMrvIVSk4x04x1vk7OvrDIZ3Fc2TeRsOq9bmo1DLOnuzFHcN7Kkgk\nGNZtIOSaxnWTilXdUcrbkqqjdEU61nEX7U2x1RuIvJz2E8ejuj+cjFGKK+CmJ8rWV5EHqmOJv5xi\nKMBEz5vYR44iU5oZGLubkRETNZvzkCuuPqqGfD6cdWeQmS1z1mQGCIQCtFo7SNUkY1FfTugRJDLM\nOfdjyXsMUQww1PiflKRMxLWrirB6Ux4yuYQzx3piqvutSElFVVSMu6U56pCw8uRwyGDTZHTK22xQ\nkaRX0jFgW/LNGfyecUbafkXAO4nGsp7DR8oQBTWr1s12xjrPnEb0+zFs3Dzvotx4aQGMnHgjyJVm\n0kq+hkpfgMfeRq7sfXQKH4VxPiNKlYyaTfn4vEHOHIut0bB+Y3hzEktY6UK4o5Q3QM3mPCQSgdqj\n3THtvnU1axHkcuzHj0X94lw2nUSXKj/jtFzCx2IxFGSs61Vc1gsotNlo0p6m4YwDg0lF+cqMWfdP\nnztLyONBv37DnEkXAJ22HrxBH+XmuSM5tOZKUgqeIiQKPLWqidLk2HbNV6LRKqhck43L6eNCXWxZ\ndYb1G0AUcZw6GdX9ClnYsT04PcyUN7r/86IsI3aXn7GppduU2OcaZqTtVwT9DkyZ99DTV4rbHWLV\nupyZMglXMmMy2TB/VE7jpZNZxRzPiESqIqXwGbSWGkxKO1/fcBGtPP7T7fLVmegNShrrB5mOITdA\nmZOLIjOL6XMNBKcX3nf3etxxyttgUlNamY5t0k17DG3TpGo1ulXV+EeG8XRFV262NKkIqSCd2RVc\nj4JMAxJBWLLHYlEMMdHzJh57Gyp9AalFz1F/coxQSGTtlmVIpbMfp8hJ5lovZmRnWmGeP1RTbSji\nk571eIMyFM59TFujr5n9WarX56BQSqk/0YvPG31Go37NOpBKsZ88EfWYiBkoYtO/HhHTyVItIexz\nDTPS/mtCARfmnAdQGtdw9lQ/KrWMyjWzKwD6JyZwt7agLilFnpwy55whMUTLZBtmVRJpmrnvEQQJ\n04otHOvOxKyeZrT9RYL++BSoVCph9aY8gkGR+pPRJeKFZRAwbNyEGAjgqD0d12fHwh2nvAFqNkV2\n3z0xFZyJHHscUZpOVDIVy4y59Dr6mfZfP45dpZCRk6aje3jpFakSRZGJnrdxTTWi1OWSXPAkTnuA\n1gsjmCwaispnJzYEnU6mz59DkZ2DMmvu0p0QVt5SQUpx0tz2TgB/IMjJdin7utYhSJRM9LyJ2x5f\nWJZSJWfV+lw87gDna6N3TEn1erQVy/H2dOMbjm73H1HezVGaTiKns6XotAx4rYx2vIwY9GDJexRd\ncg0Np/rxeQOsWp+LYo4iYo7T4VOMfv2GeeftdfTjCrgpNxdf09fRPmjno5Zl2FmO3zPGaPtvCAbi\nO8GUVqajMyhpPDvEtDP63bd+/QYQBBw3IerkjlTeeqOKsqp0bFY3bRejt31rK1Yg0Wpx1J6KOl2+\n3FyCiEiLNTpFUpQVLlLVMzw7PvV2xjrwIS7rORSaLFIKnkYikVN/opdQSKRmYy4SyeyXynGmFoJB\nDOvn33U7fE76HAMUGvNRXqNWRc+wk0AwhNmcS0rBk4DAeNereKfj60dYWZOFUiWj4XQ//hi6HEWU\nTLS77wxtGialkebJNkLi9Z+pnFQdCplkySnvoH+a0Y6XCAWcJGXvRmuuwuP2c662H7VGzorVs1vd\nAWETlFSKvmbtvHM3Xzq1lF3jZAaRBU/AnHMfuuQ1+D0jjHf9DjEUe70YqVTC6o15BAMhzp6IvvSG\n3GxBXVqGu601pno48XBHKm+A1RuvtH1HWbdEJkNfs5ag3Y67JTo7dpk57ISLdmdVmBXukr6UXk7H\n2GmcY6eQq1JILXwGiVSJ0+6h+dwwBpOKooq504kdJ4+DIKBfv37euSMmk3JLNC8mFGYZUenzSV72\nBGIowFjHy/i9sYWGAiiUMqrWZOP1BLhYH70NXbdqNYJCgePkiah8I4IgUGYuxumfps9xfRu7TCoh\nP11P/1i4/+JSIBT0Mdb5CgHvJIa0zehT1gFwvrYfvy9I9YbcWY5sAN/wMN7eHrQVy5HqdPPO3zTZ\nioBwzSqCAB0D4TDSdIuWpOz7UZvK8Tp7meh9Ny4HcFlVePd98exgTLtvw7rwAu84fSrmz4yF2155\nu+0dTNuitztF0BtVlK3MwD7lob0p+l6V+nVhRWM/Fd3OKlefjUampmmyLaoHpCjzkk1zcGkob7e9\nA2v/XiQyTXjHLQt3Jak/0RfedW/KmzOVeMaWWVyC3Dx/bY/Irmo+Z2WEjkvKO2IT1hhLMec+SCjo\nYazzt4SCsRedqlyThVwhpeFUX9SRJxKVCt2q1fhHR/B2Rxe/HavduzDbiChC59Dtb/cWRZGJ3j/g\ncw2iNa/CeKlchM8b4PyZAVRqGRWrZjuyARyX3jH9uvlNJp6Ah05bD7n6bLTy+WP77dM+xqY8FGQa\nkQgCgiBgyXsUhSYTl/Uc9pHDMX+38O47N7z7jqHwnW51DUilUTu24+W2V97W/g9oPf0CPnfsrYaq\n1+cgCFB/ojfqlVddUorUaMJ55kxUHVQkgoTSpCImPVbG3Nc/JlmMKoxaxZIIB/N7xhjveg0ECSnL\nnpxJrJh2emlqGERvVFF8qbXZZ3HUhncd+muYTERRpGmyFb1CR5Yu/Zr3tQ/YsBhVmA2Xk3x0lmr0\nKesJeMaZ6H4z5t9TqQof513TPprPDUc9LlbTSZm5GAEh5mzcpRBSah85gnuqCaUuF3PuAzM26caz\ng3g9ASrXZCNXzLZ1i6KI/dQJBLkcXfXsPqYR2qY6CYkhys1zh5lG6Jg5mRlmrkkkclIKnkKqMGIb\nOjhnuYXrUVaZgVavpPHsYNRdu6Q6HdrlK/D29uAbjv65ipXbXnmbMu8mFPIz3vV7QsHYUvANJjVF\nFalMjk1H3e9SkEjQr11HyDXN9MXoSnpGTCfR7KwEQaAwy8iU08ek/fbtWRgKehnr/D1iyIsl92GU\nusvxuQ2n+ggGRao35M4ZYQKXjowSCfrV81dqHJwexu5zUJZUMm87K4BxmwfbtI+yfPMsh5Up6x5U\n+pxs5ooAACAASURBVALc9lZsQwdi/Jbhph4ymYT6k71RZ11ql69AotPhOB2db0Qn15Krz6bT1oMn\ncP1nuDCSrHObn87ctvBvLpUbSM7/IoIQNo0EAkEaTvcjV0iprJnb1u3t68U/PIx25SokKvWc98Dl\nd+q69u7By2a1K5HKdaQUPI0gUTDR+4eZTN1okcokrFyXTcAfiqlhg35t+AQfccjeCG575a0xlZOW\nv52Ad5KJnrdi3l1Vr88Fwo1wox0bMZ1Ee+wpm4koiDEc7DZ9OUVRZLL3HQLeCfSpG9CaK2f+5vX4\naTw7hFqnIK88hTG3j16nmz6nh4FpDyNuL7bhsElBU16BdJ6ynXClyeTau6qIvbs83zzrb4IgwZL/\nODJFEvaRI7imou8dCeG47/JVGTjtXlovRBdaKshk6FfXELRN4W6LztdRZi4mJIZom7p+GKpBoyAt\nSU3HQDjV+3bE75lgvPtNBEFGSsGTSOWXK2W2nB/B5fRRXp3BNDDk8tLv9NDjcDM47cHm82O99G5d\ny2QCYV+SQqpgmTH3mvd1DNgRhHD1zs+iUKdizn0IMeRnrPPVmE1sFSszUKpkMzb8aNCuqkaQy3Gc\nOnnDTthxl4S9mWQV7WZqvBu3rRX7yBGM6bM7Ss+HJVVHXqGFno4JhvptZF6jLVIE1bIC5MkpOM/W\nEfJ6563HESFZbSZFbaHV2h5V38IZp2W/jXXlc5sdbiXO8dPhkEBtDqbMuxFFkRG3j06HmwvdEwys\nMvP/s/feYZLc5b3vp6o65+6Z6ck5z87mrBwBCUlEIQHStXwMNmAwGK59j338nHse32vje4+52Bjb\nGGwDNvGIJIkkIRRX2pxnJ+fcEzrnVPePmp6Z3Z3urlmtpF3Q93n2n32qumuqq97f+/u+3/f7Ziw6\n/vr8eN7P0D32WZxaDbVjHuotBuqtRkr02osy51zwbncVLkQVCt4AksZIadNDeAb+leXJJ9EZKy7z\nziiEHftquXBqljNHJ+nYVqGq9d6yZx+Bl14kdOIYpvb8I9ty6HC18vTEc/R7h1ZH6RVCS7WdV3rm\nmVuKUF2Wv5j3ZkDOplka/4GyK6t/DzpTJclMlslInLFglGPLPhI3lDNtlPlZvmekfiemR1upMZVS\nOb1EncVAk9WEft1Ozhv34Yku0l3SiUbMH6rSmSzjc0GqS/PPNDU7t5CMTBNaPIp38ilKGt6n2mJB\nq9PQvbuak69M0Hd2jm1788tec5CMRsxbtxE+dZLoxCSYN352Xwuui+AtiBKlDe9jfuBrBOZeQG+p\nx2ApvBKvx66DdUyMLHP68KSq4C0IAtZ9+/H+/KdEzp3Fundf0XM6XW28NHOY4eVxSihs5t5QYUUS\nhWsy805EpvHNPIMgmQmWPcCRyWUG/BH8OTmdCIJJS6VJh12vxayRMGkkZCAry6SyMvMXLhDU6PGW\nuPEsBTmxpBTeXHot3U4L3S4LboPEsH+UihUpXSGMTAfQSCKNVXb8vo0bL3RGN87ae/BOPsXS+A8o\nb/1dBFGdq5zFZqC1y81Aj4fx4WUaW4sPeTC1dyBZrYRPnMD98IcRikyTarTXoxO19KuUlDbXKMF7\neCZwzQVv38wzpGIetM49DGTrOT84w3AwSiaXYNp16LMy1RYDTr0WgySiEQQkUSCZyRL0B/COjhFy\nVzIYijMYUqgkSRBotBrodFjYXmJdJxEsvDObWgiTTGdpqb48614PR/VdJKOzSmKyVLeqilGDrbur\nOXt0irPHp9iyqyovXbge1n37CZ86ydLLhzC94wHV36UW10XwBpC0Zkoa3svC0DdZHv8RlR1/sKp8\nKIaKGjuVNXYmR70secKUlhd/Gax7leAdOnFMVfDucLXy0sxhznl6ub28cPDWaiTqyq1MekIkUxl0\n2jdnjNylyKbjTI49RW+mnSF24B1WJHgGSWSby4I5kGTslSl2d1dw44H6DT8jOT/H+I+/iXnbdio+\n9Rk80QQT4ThjoRiDgQgvzft4ad6HQwdILbQ5CgfKeDLN1GKY5mo7Wk3hF8bs2kE8NEHUdw7/7K9x\n1rxN9d++fX8tAz0ezhydUhW8BUnCsmsPgRefJzY4gKmzcDatFTW0OJro9Q7gTwSKLljNq6qkILfu\n2Jg3fjMQ9fcxujjKBeE2hpcqySwqVFOlSU+L1cjMsRkSEwEe+S/7sDs3fj8XDj+L/9lnqP70ZxE6\nm5iNJhgNRhkMRBkOxhgOxvj51BIGMYskVdHhVFusLHxPBUGipPH9zPf/C76ZX6G31K9a0haD0aSj\nc3sl50/OMNy7QPvW/AX2HMxbtyPo9SwdeoXat99/1SdoXfOc93oYLHXYK24hkwqyPLU57ebOA0qm\nfvaYOsmPrqZGGdJw/hxZFV7lbc5mREHk7Lw68/3mahuZ7LUzUd6fSPGDvtP8R+w2jmZ3EEwL7Cyx\n8nvt1fy3nU18oLGC0PF59PEMO/bkn/SS07Za9+5HEgSqzAYOljv4UEsl/21nE4+0VLLVZSGQlDEa\nbqI31M4vppYIpzZW9ozPhZDlNYllIQiCgKv2XjT6UkKLR4gF1NUgAErKLNQ1u5ifDjCvUoOfW9TV\n6nlz9NCAt3j2XV1qxqCTVgPTmw1ZlulZ9PC14QA/yrydgXQlTr2Wu6tL+OzWej61pY6tWQ2pYT8t\nTaV5A7eczRI+eRzRZMLU2YVJI9FiM/G2mlI+uaWO/7q9kXtqS3HpNUQyJVhM7+SHEwnOe0N5+f+R\nWWVnVyx4A2i0VkrqHgA5w/L4jy7yii+G7ftW1GtH1dXPRL0ey67dxOc9ZMNXvynvugreALaKm9Gb\n64j5+4gsn1J9Xl2zC2eJieG+BcLB4sFYEASse/YhJ5NEzp0terxRY6TeWsuId4KYipbca6Vo6Y+n\n+PG4h789N8aZeCkmIc19taX82Y5GHmyqoNlmQhIExoeWCPhitG0px2zNXwMIHT+KoNFg3nG5/Esr\ninQ5LXywuRIrz5NInEQvSbw87+Nvz43zy6klopfYBuTuT1NV4S1xDqKko7TxfSBILE8+uSl/i5zj\nnVpNryIrtRM6dQI5U7zWsdoq7yu+qIiiQGOljbnlKJH4G+MPvRFkWWYwEOGf+6b4zngQj+yixZTm\nd9uq+Ex3PbdXuSg1KJ2xucRox/78i3t8ZIS0z4dl524EzeUbf5tOw80VTt5XryEceQKr5GMumuC7\nI/P8Xc8EF3zhywLnyIwyKb48z4JxKYz2thWr4UX8M79Seyuw2pWGNN9SVPXMAPfDH2br5//vgoX7\nK8V1F7wVdcF7ECUDvumnScVVSgAFge37aslmZdWSH+sepWU3dFKdyUyHq0VRFPiKKwrebAOiZCbL\nr2eW+YsXL3B8MYiNMHdIx/lsdzU3VDgxXjKF5IyKFzMxM01ydhbz1u1IxvwvUjQVZTo0SrXRy59s\nb+T+ujL0kshLK0H8VY+fzIojZO7+qMmqctAZy3FU3kE2HcE79ZTqHVpVnYOyCitjg0v4vcW9agRR\nxLp7D9lwmGh/8R1Xpbkcq9bCgMqGrlxhe2z2zXlGPLEE/z44wzcGZ5mOJGgSJnnUMcDvdnXQajcj\nrqMBlhfDTI56qayxU15goV3V/+/N3w4PMOAbJpNd4M4qDX+8tZ49pTa88RTfHp7jq/3TjPqVRTkQ\nTrAUiNNUZdsULeGsvhutwU146QRRvzr9PcD2lfmianfwktmMrWtzc3XV4roL3gAanR1X7X0rUzR+\njKzCMwKgdYsbo0lL75lZVW5yuuoadBWVRM6dVUWdtK9wc2qKUm+md3OvL8wXz0/w61kvOknkDuMQ\nH5B+xoH6LegNl1fF52cCeGaC1DeX4CwwPDlHH1iKvJiDvhFkZDpcrWhFkYPlDv73bQ3cW6twzT+d\nXOQfLkwyHIgwMhugxKbHWSDb3whW9wH0lgZigUEiy6dVnSMIAjsPbO7ltOzJUSfFZaWiINLuaiGQ\nDDEXKS5LzPHeb7SVQiydUX6DnklGgjFaLBLv1zzNPfqztDXeuWGQPHtM8ZjZXmBxl7NZQiePI5rM\nmDoK1whyXkHtzlZKDTre21jOH3XX0+UwMxGO8/lXB/jRmIcLU8pYvJZNDl8QRA0lDe8FQcI79ZTq\nHVpZhZWqOgczE36WPG8u5XldBm8Ak7MLk7ObZHSWoEfddBONRmkaSCYy9J0r7mchCAKWPXuRUylV\n1EmjvQ69pGNAbRt0lY1AJMly4I2Z/+lPpPjPoVm+NTxHOJ3mtkonn25Ypi11AouzE7Nr24bnrb6Y\n+/JLpGRZJnziuNIxt21Hwevo812uItCKIjdVOPns1nr2ltlYjCf598FZhHoL9VcwFUVpj34XgmTA\nN/O0av+TxrYyrHYDgz0eVZNUjC2tSA4H4VOnVHXk5opvaozMclTR6BuYeff6wvxdzwSvevw49Foe\naXbzDvlpSvHiqn8ASXN5i3oklGDoggeHy0hDS34rhPjIMBm/H8uuXRtSJjmkMimG/WNUmSuw69fo\nBrdRxyOtVXy0o4Yaq5ETS0F+EQpirDSpptXWQ2d0K02A6SjeqZ+pTqJy9FruvXizcN0GbwBXzT1I\nWiuBuZdIRmdVnbNlVzUajcj549OqDKtWi1InihelNKKGLncr89EFVeb7b1QnnSzLHF8M8Hc9E/T5\nIzRajXxqSz23lWRZHnsaUWPGWXvvhhlV0B9jbHCR0nILVXX5ZZbJ2VmS83OYt25DLDLPdMA7hEHS\nU2+9PEuzaDW8p6GcT3TVYhNETFUWFqv0nPduPsvR6Oy4au5FzqbwTjyhaocmigLb9tSQTmfpPaNi\ngRdFrLv3KuOvVFAnmzEys+aadWZf/2adYCLFd4fn+NbwHNF0lruqXXymu47K6FHSiUUspXsx2jbW\n458/NUM2K68U9PJTF6vF7D2F1VtjwQlS2VRe/X+j1chf3NjBPbWlZGQZe1cJh+NRAsnN1wasZfvR\nW+qJBfqJeNWNL6trduHI1c82MazhauO6Dt6ixoir7gEgy9LET1RZPxqMWtq3VRAKJhgdKO5Foquq\nRldZpVp1srVcadhQoyjIbYtHX0feO5BM882hWX48voAoCLy3wc1H2qspM0grHasZXHX3bZhRAZw/\nMYMsw/a9NYVfzJXFzVLA2hNgOeZjMbZMq7MZqYAOu9psoMabITTsJwt8d2Sefz0zRmyTPugm5xbF\nXS4yRWhBZcfstgp0eomekzNk0ira33fvAVBlwO80OCg3lTHoH1U1+7Spyk4skWZ+uTgHf6Xo84X5\nHy/3cd4Xps5s4JNbarmjqoR0dJrQ4hE0eheO6rs2PDeVytB7ehaDUUtbHp8byFEmJxDNZkwdhTng\n/pV3p5BEUBIFDpbZ8R/zIIRSjIRi/H3PJKeWgpuiIQVBoKTuAQRRh2/6l6STxRMpQRDYvreGbFam\n5+Sbl31f18EbwGhrxlK6l3R8icDcC6rO2bYy0UPNhOj11En43Jmix+eCtxpFQX2FZaVZ5/UJ3ue9\nIb7UM8FgIEqrzcSnu+vYU6YM7w3Mv0wqNk9J1V5M9o0d/RLxNH3n5jBbdTRvMGxhPcInjyNoNFi2\nby943ECOMimi3QVFaZKYDvOJzlpqzHqOzvr4Us8kw0H1gUwQBFw19yJqTPjnniMVV7Fg6zV0bq8k\nGkkypGIWqrGlVTEzO63OzKzd2Uoyk2QsWNwtM9d48npIBhOZLD8a8/Cfw3PE0hnurS3l9ztrKDfq\nyWaSeCefBBT6SRQvH18GMNgzTyKeZsvOKjQF+hViw0NkAv68KpP16PcNIQoiLY7GgsdNL4aJR1K0\nJUXe0+AmK8v8YMzDd0bmL1MtFYJG78RZ83bkbALv5JOqgn9bdzkGk5YLp+c25Qd/NXHdB29QzKsk\nnYPgwmFV5vwOl4n6lhI8s0FVmt7cNi98vHhmVWuvWlEUDBd9CNY361zNyTrJlZfyuyPzpGWZd9W7\neaytCrtOeQGT0TmC8y8jaW3Utt+f93P6zs6RSmbYurumYEdZYnaG5Owspq3bCpoMwXpj/cIt8YlU\nhumFMPXlViotBv6gs5YHWisJpdJ8fWCGX04trSpSikHSmnHV3qdoeyd+ooo+2bq7BkGAc8emiv6O\nCnWym2wkQlSFD3zHqt67+ALftK5Z52piJhLnyxcmObEUpNKk5y9u7OCmCueqgsQ/9xzphFcp/Jo3\nLkLKsszZ49OIkkD3rqqC3xde2ZXkFFz5EE1FmQxO02irw6ApTL/llEgt1Xb2ltn5dHc9DRYDF3xh\nvtQzycgmFnmzawcGWwvx0JiqArdGI9G9s4pkIs3AefXjFq8mfiOCtyjpFOE9yqguNfTJ9r3qs299\n9Qp10lOcOllTFATxRItnbc1VSrPO1ZqsMxdN8OVe5aWsMun5w6469rvtq5SHnM2wPPEkIOOqux9J\nu3GwzWaznD85jUYr5vVjzkHti5mVswz4hrHrbJSbCmfyE/MhMll5tS4gCQL3t1bysc5anHotL837\n+Gr/NN6EOp7T5OjA5Ny6UuAuPqLKajfQ3FHG8mKEmQl/0eNzqpOwCllpq6MZAUFV0bLGbUavla5a\nP0BWljk07+MrfVMsJ1LcUuHk4521VFvXnoN4aJzw4jE0+lIclbfn/azJES8Bb4zWTjcmS341kJzN\nEjp1YkVlUpgyGfSPIiPTXqQlHi7vAXDqtXyko4a7q0sIp9L8+8AMz0wvkVE5NMNVex+CpMc384wq\n+mTLrmpESeDciek3xd75mg/e6ays6sYYrA0KfZJQR59U1TkocZsZHVgkpELtYdm9R1GdnC9e1FiV\nDKrhvauvjhxMlmWOLvj5594pluIpbip38LHOGtzGi0eLBTwvk4p7MJfswmjLPzNydGCJcDBBx9aK\nDSd+r0foRI4yKawymYt4CKcitLtaimpyR/JYfNZYFE52h8vKVCTOP1yYpEdlMdNZ8w5EjYXA/Iuq\nrEG3rWh6zx0vLhtUqBO7ojop0rBj0hqps9UwFpwsahEriSKNlVZmFyOvebJOJJXhP4dm+fnUEkZJ\n4nfbqnhHbSmadSPsFLrkKXJ0iVDAEOrsyn3J3ad8iI+MKCqTnYVVJrC2G1FDq43OBDEbNJS71uo1\noiBwe5WLP+isxaHX8MKcj3/rn1ZVzNTobDir346cVe5BsbhjMuto6yon4IsxMayu3+Rq4oqCdzab\n5b//9//OQw89xKOPPsrExMTVvq5VfKVviv/z5T48seJVXUfVnYo1qAr6RBAUVYEso6ppZ7VhR4Xq\nJDeuSQ3v3bwqB7vy4B3PZPjeyDxPTCyikwT+t9Yq7q0rQ3PJhJtkdJ7g/CEkrQ1n9d0FPzO3I9lo\n4vd6JGZnSc7OYOreqp4yUcN355pzNpCAGSSJDzRX8P7GcrKyzHdG5nlyYoF0EfWQpDHiqn3nCn3y\nZFH6pLzKRkW1jYkRL74iBUNBFLHs2k0mHFJHnTgVi9hhf/FpPE1VdmRe22SdiVCML1+YZGCl/vGp\n7jpa7Zdr9v1zz5FO+rC5D6I35/dUWfKEmZnwU13vKOoVlGtyK7YzA+Wd0Us6GmyFFwR/KMGCP7Y6\nOedS1FoMfLKrji1OC+NhZZEfDBTXcptd21fok1FV9EnOYfCsih381cYVBe9nn32WZDLJ97//fT73\nuc/xN3/zN1f7ulbR4TAzF47zT71TnFoq/PCKkg5X3f2A4kddjD5p7SrHaNbSd3a2aNFBV12DtnzF\n6yRReCEpMTopM5Yw5BspqigosRuwmXVXzGnORRP844UpzvvC1FsMfGpLHR2Oy19KWc6wPPkEkMVV\ndx+ilH+bOz8TwDOrNOU4XPlHT8EaTaDmxVxtvCjCd8uyzMhsAIdFh8uWn/fcVWrjD7vqcBt1HFkI\n8C9903iLtJKbHO0r/QEzhBaKT8LJvZxqpsznhuiqoU5yC7wa6qT5NRQts7LMS3NevtY/TTCV5m3V\nJfxOWxVW7eUZcDw8sUqX2CtvK/i551buRzF7VMXL5MSql0kh+OJ+FqJLtDoKK5EABid9wMaLew5G\njcSHmit4oL6MREbmG4OzRWmUVfpEVEeflLgtVNc7mJ1845t2rih4nzx5kptvVjy1d+zYQU+Puokz\nV4K7qkv4+K5GJEHgB2MefjjmIVlg4olCn+whFV8kMP9Swc+WNCLdO5WmnWJjsBSvk72K14ka6sTV\nSjyTYCJUfAfQXGXDF0rgVeG5kkNOu/3PvWvc5Uc6alaLkpciOH+IVMyD2bUjr143h1zWrca3OEeZ\nmLfnH2UFkM6mGfKPUm5yF3XUWw7GCYSTqlri3UYdn+isZXepjZkVvv+Cr3D9QKFPzATmXiiqPmls\nK8Vq0zPQM190DJaxrR3JZiN86mRR6qTJXo9W1Kga4LEqKd3kAh9NZ/jW0By/nF7GrJX4vfZqbqty\nbZiprtElUFJ/f0G6JBpOMNTrwe4yUt+cvykHID42StrnxbJjpwqVibrFHaB/Qmm6Ku4kKHDArVCI\nLr2WF+Z8/PvADMECyZpGZ8NZ87YV+qS4Ad72VXrtjc2+r8gSNhwOY1k37VmSJNLpNJoCP47TaUKj\nuTLr0zKg1mbiK6dGObkUZD6e5GO7mqiwbJyVuZzvpvfVEYILr1LVuBuzLX8QuuWuNk4dmeTC6Vlu\ne3sHopifizXedSvenz1FqucMZffckf96y6zsi2/l0MwRphOT7C/rLvj3bWtzc3poiaVwivbmsoLH\nAsTTGb7VM8nRWR8mrcTHtzewzZ3/IY6F5pjyHEKrt9Gy/b1oLilSlpWtdbEFfFFGB5cor7SxY0/h\npovo9AzJmWmce/dQUVe4ANm/OEwyk2RnVddF37fhsdNKkNre5r7s2HznfqzCzqvTy3y7Z5JvD89x\nV4Ob93VUXUYdKbCiF9/L6Nn/JDj3M9r3fgKhwBi2A7c286unepkc9nLjHYUDS+jGg8z/4ml0C1NQ\n4Sj4t3aWtXLO04fWKuMw5M8gy8qgosTE2FyQ0lKLKg+PMX+Er5yfwBtP0lli5SM7GrDp89cupgae\nIp3w4q6/hZqGwhnyCydnyWZkbritBbe7cGfj2FNKZ3L1nbfiKvK7j4+MA3CwaTtljsLHDkz4EATY\nu7UKs7FwTQaU56at2sU3z01wyuPnH/um+OiOBjpLN77+0tKbSUcGCC4PIqYGKK3Ov7MsLbFw9MVR\nhvsWeef7tmHZYLdY7Jm/ElxR8LZYLEQia/xRNpstGLgBfL4rbzIoK7NCJMnvtVbx86klji4E+L8O\n9fHuBjc7Sja++Y7qd7Iw8i1GznyXivaPFjTmb+1y039unhOHx2lsy+/lLFtK0LrLWT5+As/MMqJO\nd9kxZWVWFhdDVEjVCAicmr7ALe7Ck38q7AqFcapvnraqwj/yfDTBd0bmWIqnqDUbeLi5Aqcgsri4\n8ZZNlrN4Br6LLGdwVN+Lz58G1o7NXW8Oh58fQc7KdO2sZGmpcAa7/KsXANBv25n3+3M4Mqq8xHXG\nuqLHnupXdkHldv1Fx156rZeiVa/jY521fHdkjmfHF+hfDPDBZsW69DKIjZgcXUT8vYz2/hqbO/84\nrtpmJxqtyJGXRmjuKisom9R0bYdfPM30sy/i2La14PU2Who45+nj8NAZ9lQU3rk0lFs50uuhZ3CB\nigJUlizLvOLx8/T0ElkZ7qxycXuVi0QwziIb7+wS4SkWJl5Go3ehc9xY8JrT6QzHXhlDb9BQ3eAo\neKwsyyy8/Cqi0UiqqrHosefm+rDqLBiShX/nbFZmcNJHZYmZaDhONKx+x/q+2lKq9Fp+MbXIF48N\nc3uVizvy7EYsFfcQ8o0z2f8EKarQ6PIvVF07q3j5mSFe/NUg+265WJ9e7LkthnyB/4pok127dvHS\nSwolcebMGdraCg8HvVrQiiLvqnfzcFMFAgL/a9TDj/LQKAZbE+aSXaTiCwQ8Lxf83G2rssHCqgJB\nEBTVSSJBpOd8wWPNWhO11ipGAxMkMoU9MhoqbIiCUHBbvEqT9K2pST7aUbNxYFqHoOdVkrE5zK5t\nGO2Ff6dUMk3vmVmMJi2tXcVN6sMnj4MkYS6iMgFlSywg0OrIr3DJYXQ2iCQK1JdvPlupMOn5RFcd\nO0qsTEcS/MOFSXrz0CjOmnsQNSYCs88V9D7RG7R0bqskEkoyOlBYpWJsa1cm7KigTjo2YWTWvOpC\nmZ+DjaYzfGt4bk1N0l7NndUlGwamHLLZFMuTTwLgqrs/bzNODkMXFohHU3TtqESrK7yTjo+NkfYu\nK0OGtYU/dy7iIZgM0e4srkSaWYoQT2YK8t35IAgCN5Q7+P2OWuw6Dc/NevPSKBqdHUf1XciZRFHv\nk/buCvQGDRdOz5JOXb2ejUK4ouB99913o9PpePjhh/n85z/Pn/3Zn13t6yqIbSVW/nBLLVUmPSeW\ngvxT39SGahRn9d1IWhvB+UMko/l9KkrKLNQ0OJmdCrBYZDhCrjAXVtEK3e5sJSNniioK9DqJGreZ\n8fkQ6Q0Wong6w/dG5/nx+AKSIPBIS+WKmqTwQ56KLRKYfxFRY8FR/fai19t/bp5kIkP3rmqkIlNr\nkp55ElNTmLd0I5nyOw0q1x9nPDhJva0WUx5d+eo1pzNMzIeoK7dc8YQhvSTyYGM5721wk87KfGt4\njqcmFkhdokaRtGacNfcgy2m8E4U767au68otdJwyYWc3mVCQYG9hr5MaaxUmjZF+FRaxOS1zvsJ2\nTk3S54/QZDXyqe46WmyFi80AgbkXSCeWcdfdiMGy8XSkHGRZ5tyJaQQBuncVn+4TPqnOywTWCrfq\nlEjqJucUQq3FwCe31NHpMDMaiuVVo1hKdqO3NBAPDhX0PtHqJLp2VBGPpRjsfWOadq4oeIuiyF/+\n5V/yve99j+9///s0NxfPpq42Sg06PtZZw0G3nYVYkn+8MMWRBf9FL4Eo6VfUJ9mV5p38K+I2lU07\n+rp6tGVlhM+eIZssnFGvTk5RJRm0k85kmbikYj0ZjvHl3inOe8PUrahJupzFx7jJclZRl8gZKqsW\nFwAAIABJREFUXLXvRCoyMi6bVV5MSRLo2lm4Ww4gfPIEUNzLBGDYP0ZWzq4qLAphwhMmk5VXOwuv\nFIIgsKfMzie6anEbdBxeUIq7C7GLfzOTowujvYNEZJLwYn4ZqN1ppKG1hIW5EPNFvGhy92TplcMF\njxMFkTZnC76En8VYYZ1wrduCViMyeknmnZFlfj2zzFf7pwkk09xZ5eK/tFdvqCa5FInINKGFI2h0\nTqpa7il6/MyED+9ihOYO94a87nrIskzoxHFEgwHTli1FPzv3jqgpVm52QEc+mDQSj7RUcl9dGfFM\nlm8MzvLzycWLJKeK98n9CKIW38zTpFP5k7vu3dWIolB0gb9auOabdApBI4rcX+/mkZZKtKLAkxOL\n/MfQ7EUjtYy25hX6xFOQPqlrWnMKi4TzSwEV6mQvciJO9EJh6qTZ3ohG1KgzqVqRg+VMqjKyzLMz\ny3y1bxpfIsVtlU4+2l6cJskh6HmFZHQWk3MbJsfG3iXrMTG8TNAfp627ApP5ci7/UoROKJSJZYOJ\nOZei36euJR7WZ1Wv7cXMQaFRatlXZmM+luQfeycvWuRzo9NEyYh/9tcFh3uoNeI3tXcgWawsHz6C\nXER73qFygddIIg0VVqYWwySSShLiTaT4t/5pfj3rxabT8JGOmqI0SQ7ZbGqt07b+ASRN8d88Z4Gq\nRoWUGB8jvbyMeftORG3hz85kMwz5RnEbS3EZnEU/e2QmiMmgoaq08I5PDXI0ysc7ayjRaznk8fNP\nvRfv5DV6J46qu5Ez8YLqE4tVT3NHGb6lKNPjvtd8bcVwXQfvHLqcFv6ou54Wm5GBQJS/77lYLqaG\nPsk17WSzMj2nCjftWFcN+AtTJzpJS5O9genwLKFk4eLf2sDZAEvxJF/tm+a5lZfy99qreVtNKVIR\nmiSHZMxDYP5FJI0FV01xugTWdcsVacoBSC4skJicwNS5Bclc/AUa8A6jFbU02huKHrs6j/A1Zt7r\noZNE3t1QzoeaK9EIyiL/jcHZ1a47SWvBWXuvMtxjMr91bGWtnbIKC+NDSwT9+UfdKdTJLlJ+P7Hh\nwkF5U924VXZkWWnoOr4Y4Es9E4yH43Q7LfzRljoarerGgAEEZp8nnVjCUravKF0C4F2KMDnqpaLG\nVnBSTg4hlZYJABOhKeKZhKqW+HAsxbw3SlutU9UipRZVZmVXuze3yF+Y4tC8b9WK11K6G72lsSh9\n8kY27fxGBG8Au07DY23V3FtbSiKT5dvDc3xvZI5IKnMJfZLfOratuxyDUcOFU7OkkvkpFn19PdpS\nddRJxwpVMOgbKXic22nEYtQylknxpZ5JpiJxdrisfGpLHU0quMsc5JXuQeSVZpwidAnA4nyIuakA\ntY1OXGXFg/FmGnMCiSCzkXlaHI1oC2iHcxidDWAz6yi1F96WXwm6XRY+3V1Pm93EUFBZ5E8uKpOM\nzM4tmBxdJFeohI0gCALb9tYiy2tNKvmQo07CRTpyy4wluAxOBn3DZIt0fDZX2xD1Ej/1eFctfh9s\nLOeDzRWXja0rhHh4YsXqtQRH1Z2qzsnRiduLtMLDCmVycoUy6S4sk4U1++QOFbRarqjf3lA8Q98s\ndJLIexrKebSlEr0k8vOpJb7aP81iLLky3ON+xTp2Jr91rLvSRmWNnalRL94l9fNTrwS/McEbFF+D\nmyqcfHJLHbVmA+e8ylSQ00tBDNam1eYd/9zzG56v1Ups2VVNIp5moCd/086qTawK6kQt7z0fS+LY\nXYZUa0EnCnywuYIPbPKlBAjMv0QqNofZtb2ouiSHtaac4i8mrJjqq6RMVgtRKrIqpVEpQfMm5xFu\nBjadht9prVq1EP3h+AL/NjDDcjyJs/ZeRI0Z/9zzpGIbq0qaO8owW3X0n5snUaCb09TegcZqIXTy\nZEHqRBAEOpwtRNMxpkL5d3xZWcZnECg9UIFPlGlZsfjdWbq5e5XNJFmeeIJiVq/rEY0kGeyZx+Yw\n0NCaX0qbQ2JinPTS0orKpDgd0+8bUpRIzuK1sxyt1lF/+bi+q4VOp4VPd9ex1WlhcqW1/sU5L2js\nOKvfhpxJrNgrbEyf5CZOqR2ld6X4jQreObiNOv6gs4Z31JSSzGZ5fMzDvw7MkHTegkbvIrRwmHh4\nYz+W7l3VSJJSdMgWsBxd8zopTJ3UWWswagx5t8WxdIYnJxb48oVJ0nqJ2FyEO4xmtro2L5NLRKYV\n7xKdHWfNO1SdE/DFGO5bwFlqoraxeDaT9HjWKBNL8cJproOwfRMqgtdaiCoGQRDYW2bnM931dNgV\ntcHf90zyvCeGtVqxjlWGe1y++5Ikka27a0glM/Sdza9gEjQaXPv3kwkUp07WputsfNxkOMY/907x\n3IIfAUgMB3istTJvN20h+Gd+RSbpx1Z+A3pzcYoM4MLpWTIZmW17awo2seWwGcoknk4wFpik1lqN\nWVt8h5krVrbXX/3Mez0sWg0fbKnkQ82VGCSRp6eX+dKFCeY07RhsrSTCY3kL3PUtpdidRgYveIgW\nqJ+9VvxGBm9QsvBbKp18prueToeZsVCML/fPcUR3L1HZwPLEE2Qzl99Yk1lHW3fFilNY/tZpfX0D\nmtJSwmcKUyc5RcFy3MtidK0Yls7KHFnw8/+dn+DIQoASg5Y77VYCvV6mr8AeVsmofgLIlNS/u6B3\nyXocOzRGNiuzo8gIqxxWKZMiQ4ZB2T4P+IaxaM1UWyqKHp97MTc7TPZK4dBrebS1koebKzBqRJ6b\n9fKVSR2TpltIRucIzL+w4XldOyrRaEXOnZghU8CqoezmG4G18V/50LZqZHbxAu9LpPjeyBxf6Ztm\nJppgh8tK9WIK30SQpeDmg0I0MEB4+SRagxt7xa2qzkmnM/ScmkGn19CxtfhvuDrLVG/AtGVr0eOH\n/aNk5IyqnVk2KzM6G6TCZcJqKp7RXw10uyz88dZ6DrjtLMdTfH1olqczN+IXylYK3Jfv0ERRYNve\nGrIZmZ5T6sYzXgl+Y4N3Dk69lkdbq3i0pRKnTssJX4bvZt/FkVgNc5PPbHhOzuv7TIEBo4IgYFWp\nOllrxhgiK8ucXgryxZ5xnpxYJJXN8o6aEv5oSz03NpQiCFdmQOSf+dWKef4NqgpQoEzKOXl4ApNF\np6opB9ZTJruKHuuJLuJPBGh3tiAWaD/PYWQ2iCgINFS8vpn3egiCwDaXlc9ubeC2SieRdIafB6v5\nYfadnJ2bIBa8XKO/1rSTYLjApB371m5Ei4XwyeMFqROrzkKNpYpR/xjJTJJAMs1TE4t88fwE57xh\nqk16fr+jhg80V9BWkVMlbe4ZyaTCineJIFHS8J6C3iXrMXjBQzyaYsvOKrQ6FfLDiQlSS4tYtu/Y\nsAP5UvRvYrLS7PJKc85VUiKphVEj8UC9mz/cUkedxUBfIMH3U3fyfHoX46O/2HCH1r61AoNRQ8+p\nmddt0s5vfPDOodNp4TPd9TxQX4Ze0nJS3spXl5r5yWAf/ksM/Z2lZuqaXcxPK+56+bA6nLiI6kSR\ng2k4uhDki+cneHzMQzCZ4aDbwee2NXBLpQuNKGDQaagps+Rt1smHqD+XUZXjKOIGtx59Z2dJJtJs\n3V28KQcgOT9PYmpSacxRoTLp34R2N53JMjEfoqbMjL5I597rAb0k8raaUv54az3bXVaWZBtPZ2/m\nnwa9nFpYvqzBZ9teZdLOmaP5J+0IkoR11x4ywSCxwYGC39/uaiErWPjO8Dh/e26cwwt+LFqJBxvL\n+XhXLQ0rSpK1Tkv1JlWyLCs7zXQUZ9Vd6IzqFmpZljl7dApRFOjeXbwpByB0XJkTqmZnBgpVpBW1\nNDkaih57NZpzXguqTHr+oKOGR1oqKTPo6Zeb+WZkP9/qPcdM5OIWfa1WYstOpX525nVSnvzWBG9Q\nhpYeWAmYd1eY0JHmWEDD354b5z+GZunxhlYF+rmq+pmj+ecM6usb1lQnG9jEyrLMZDjGkUUZu+XD\neNONBJJp9pbZ+OzWeu6vL7usmaK5ykYqnWVqQR11kk4G8E4+gSBoNpVRZTJZzp2YRquT2KKiKQfW\nvMzVdMzBehVB8axq0hMmlc7SXPPmvJg5OPVaHmqu4DPd9XSZonhlCz+Y8PL/nB3jF1NLq00+NoeR\n5k433sUIU2P5Nb1rC/zG1Ekyk+XscojJWBtW8wcYDArYdRre2+Dmc1sb2Flqu0gSV1duRSMJDG/C\n/z20eIx4aASDtRlLmbrfDmB8aAm/N0bblnIs1uI0nCzLhI4fQzQaMXUXp0z8iQBzEY9qJdKax/ub\n94wIgrAiTa7jffUlOIQIfTEL/9g7xb/0TXFsIbA6JLt7t1I/O/rSaMH62ZXiioyprnfoJZHba6vZ\nZVzi2MQRethCvx/6/RGMkkir3USrzYS9xsrowBJ+b3RDX2tBELDs3YfvFz8jcv4c1j17iabS9PvD\njAZjXPCH8a1MP9GIAuH4CT7adQOdrvyZT3O1nRfOzDIyE6CxsvD2UJazLI3/kGwmjqv2PnTGws5+\n6zHct0AklGT/LY1FJ+XksGr/qkJlkslmGPSNUGosocRYXBmQmyTU8ia+mOvhNur4cNdWBvq/x7mI\nmYFsBy/P+3h53kepQUuXw4J7m5vBgUXOHJ2krmnjv1HxOrERPnUC94ceAVHEm0gxForR648wHIiS\nlmVAIJOexSLN88dbP4CUp/6g1YjUV1gZmw2RSGaK7lIS0Vn8s88iakzKZByVyhRZljl9RFFL7Niv\nToUUHx0h7V3GdvBGVSqT1cVdBd8NSk3EoJOovgrNOa8VoiCw2+2i2xznxMDPOCd3MRF2MxGO89Tk\nIq12Ey02EzU7q5haGVKs9j1Ti9/K4J2DrWQbO8MjtPt+SrzkFkakLZxdDnPOq/yj3YZUb+bf+qbp\nqHVi02owakQMkogMJLMy0S17mFqOEvUmCJ+fYDGeJLfG6kSBnSVWtrmsBOPDfKP3NBNBN52u/Jz0\n6rZ4NshdRa4/MPcCycg0JkcX5pLiATUHWZY5c3QKQYD9NzeRKmKgBJCcmyU5PYV5x04kU3FVwERo\nmngmzh5n4WnyOaxuid/kzHs9BEGkpfmdWPq/yt5ML96qD9Mf0TAYiPLS/Eq2fWslC+E0/gtTlNuM\n2HQaTCvyTnsqxXIgxuzb3oVvfoHnzw4zh4bYOkrMbdDR5TSzq9TGt3ufY9A/Qix1HxZd/gDVUm1n\nZCbI+HyQ9rr8qotsOsbS2A9AzlBS/24kbXF1UA5zK5RhQ0sJTpXBMkeZWPaqy+5ztFqnq7ikNRJP\nMbccpbPeqUrx8kZBb65ia81WameeIWltZ8ZyF2e9Yfr9Efr9EbCD+556hCv06SmE3+rgrbRGv5Nk\ndA6D7yVubSznHTUdLMSTDAWijASjjCZDLOsEXvEUGEK78wYA9MkULU4LtUYdjVYjdRYD2hU/6XCq\nBQGBfu8Q72jI3xhR7jRiNmiKFi1jgSGCnkNodE5cdfdtSus7MbKMdzFCa5cbh8ukyq5yM/IvgH7v\nIICqrjlQMm+bSUvZ69Cc81qg0dkpqX83i6PfpdL3JDvbP0qaCkaCUcbDMYaXwsybZPqjcfqjeaxJ\nS+uUfxlw6SVa7SZqzQY6HGZKDGsZarurlUH/CAO+IXaX53dqVGiDKYZnAnmDtyzLLE8+ocgCK24u\nOoDjUpzJZd0H6lQdL2ezipeJyYy5q7iXiSzLDHiHsGotVJqLc/C55pw3i+8uBGvZfuKhMQgOsN3i\n5tbu2/ElUkr8CMZAK/J6tC38VgdvUMyrShsfxDP4byxPPEFFexnlxlLKjXpuqnDSG5vl+WeGaNxX\nTeP2CmLpLPFMFgHQigJaUUQ+9irCz5+k4cMfpuXg2zcMhhatedUiNp5OYNBszCEKgkBztZ1zI8sE\nIknsG/iMpBJeliZ+rCgHGt+HKKkPeLIsc+pVhcffeVDliynLhI4eUTUxJ4c+r9J4oaZrzhuM4wsl\n2Nla+ro157wWGO2t2Nw3EFx4leWJJyhtfJBOp4VOpwW5ppTHv36ShVCM297fTcagIZ7JIAMWi4F4\nJIFFIxL6hy9iCvnp+vz/m3eiTKerladGf0mft0jwVlG0DC0cJhYYRG9pUC0LzGF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JGiCiOhBtfqbV+NvaPDuRz29SNk0QKa27rdGn+qIQ+lTOFW7u54z+92ldiJgaz/3mx2v7CNKiLY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\niz0VB9Aqv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/jXv/51w+bnt5rL7bXb7fzyl7/k5z//+bBPMqPW8/bx8aGzs7P/Z4fDMWqF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\nRIi3QCAQjEGEeAsEAsEY5P8DyqU7WYWaB0IAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11a044d90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"sns.set_context(\"notebook\")\n",
"sinplot()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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