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Cats vs Dogs image classification fastai v1
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Speed test Cats vs. Dogs image classification task with fastai v1.0 and PyTorch v1.0 Preview\n",
"## By: Jeff Hale\n",
"## Oct. 2018"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.0.0.dev20181021\n",
"True\n",
"True\n",
"1.0.11\n"
]
}
],
"source": [
"import torch\n",
"\n",
"print(torch.__version__)\n",
"print(torch.cuda.is_available())\n",
"print(torch.backends.cudnn.enabled)\n",
"\n",
"import fastai\n",
"print(fastai.__version__)\n",
"\n",
"from fastai import *\n",
"from fastai.vision import *"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading http://files.fast.ai/data/examples/dogscats\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b7ed6bb43de04032b6419c8cd25355de",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, max=839285364), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"PosixPath('/home/jupyter/.fastai/data/dogscats')"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"path = untar_data(URLs.DOGS)\n",
"path"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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sHSkEOgApcf9tZOl22LPdbo8LBJS8zFpLVVXknPGVxzmHCHhfUbmysrdte/xcMJZIYh8jIQa6oUOIiMDMV9St5enTr/Oz777DyVigbNoycCfnzMl6TUqJeL2jXfc8fvMdvvknfol933FxveUf/vZ71Ax8cr5HrEON4oaaGMri46zDOTCuP0LScIMUcuteqCohBGIMGGMZhgKE5DyCEKMuDUPA2Zv8qoR4/gbSHvVt8myqWsoGX7QcBynhRsqQJd9cNKHE5M5QsoVbCeb4u4xliQIKy2gwHH9Or5uvkjuKONUrkuZxL2DGi6k5gygx5ZJUGiHncd/T907Gm4WctIAcWe/kClMYKOYmOU1aFoRdN5DFkkmEqPiQIQlJKJDqeDPziO7dNp4QwghamDvfBzfhTonjBWsL+jghU1OIFDIEFVQMfYzsuz21VyRl5s2a0wdz3nrtCWdnZwAkFUK2zBZLfFWjrsIaoTVzSAlnEvGwI6Gs58ov/uxXOVu1fPDh9/nes2tCyjSxJoggyWOdLWidiZROCO6cA9xN2icE0SbFwgh/m1J/ma7NsThdIoqcEpoVA1gR7FiIO9a6hoiRuwjeT5JXw3DguCoX+LUYjjUWCAw5UWsmA/HWiRnAaCmEDmKQEZoudJGxEjz+AyBljBW8dZBL0WykIBT0ioSaTJICb8Zk0JzpQyKqUFlPVXmMsVhfkUkgAwaLZIEERg1wU7OYzg0KiyBLCRm1atju9nz07DkBRzaCVI597KmcB3M3t5sWk5eT7VIUdse/6/ueruvKyjpW5o0I1jricGC73RJTZrleFxSqcgQTCWSaWUVlTnj6oKGtDe9+7S1OTla0zYr1eoWtGhSH1kvEVeyDstspQ4ysl49wohy6He2sZlnNOFkH4v6SR199wp985zX+7nvf5Yc/vOQ7391w6BWweGPxLmNsj2p1U+u5tRDc/l1EGIaBrFA3jmEYRsMZSxVj5JBHZFCzIfQFlc0poTGjsVwTYwzb7Za6mR0h9PxFgqPDEMrNHyHD7WaD975cLCkhyG6/xzlH33clUc9KjgmxBdO3KpByQRyRsVYzKtdY/0C1JPGm1DEkK85YYow4Y0v1P6aS2I8JuKpibKnbeF+jREQMIaTifUQwUtCy4qBuQqcjpJpSgdrFHBeFoJkYQqGVIOXmiyLGlYJjuvEyE0o2IWi36yWTMU3vvfc0TcMwDMdQx1cV3SYX8DBnnHM36FcGY2yBz4eBmbesFzMW84pH6wWz1tPMF2SAnBliwHjIg9JHCNlQt0v6oOzDQA5KJNF6T86Jdj4n9AdElH/mT/wCi9n3Of/kPSQPmKphyEOBVOSGjgN3aTsTuDAha0pBykK4gbPhxhiGEZhghHSsGUPpnHDOjuFe2af3fkTwDCnfFHl/krwShpM1I8ckXm+tMMXt4opLz2RSull57JirFPdcFMmMIZEAJeoduVwI1lZjLcOW/Ag5fqa4b8WYwmdz1mKtIxOPYeAULppR0ZHiJQtjxeKsQyWhehchmgqJNze5hIEpRTSnO7Hk5C2Vu2HXFJJNYdntMGYy0NvoVEEUb9Cmsh9G+k2RwpIIxNzhSfjaMXfCatbyYD2n8ZbamiNMW7kG5z3DkEhiSNmAWlIsgXFSU0CTGPBisUaZrR+R+h0p9GQjvPv2W/zub3848sQGpJISGmdB3A1f8bax3Oa8/Th5+f+dtRhTFjvNJe8d+mJwqkoYBrIWVLOqKhhDvVyw/s+ks6+G4aQEKZGykknH1dSYAjlmAbWGpIXaYa3BZoeQMTFBytQuk1NgIgBO3iaNiqki9CHQLheFdjLCluTi2kWAFDGAN5PiKtZ5hphICnHKZ4zFiiuIW9VgKZVohyXmeISqb5MuVbXkGVrCRB32dJtLUugw4oBSRzhmaC99/kjcHOlAt8/xSJC8lVwDHPb7kRjaj6Fbwo8LQl3XpJRoNSIxMm8rVrOaRe04W8w4WczJXU+fE9af0rQNYj373YGr3Y6kjqyGmD0xK4hS1Q3NfIbKHMUQMzTNGdXsAVYTi805F7sL/sy/+Iu8/8GH/NNvf8BlHBc7be6wBXa7Hdvt9uhJJ2P6lO68VHcyxpSQWczRw8YQmM9bdrs9MUSWywVddyj5M4KvmjGn5TPTnl8Jwym5zU2lRG+tkFOiPYwkT4C+68nDgIaITcUAsnYFcZsSyQltGkvgIgZxDWbMCSa3roBkizWGuvYjwmeZCJAT+jJBB2aEvOEmLytgg+CcH+lBE9p3tyI9kgaQwusmx4DREo4W3G887+kPuUmQbxvgrSt3U8i7cz3L7ymnsVY10mBE6PseblXkc3/AA7X3VCK03tNUvoSszkCG3eGAa5aQC8ztrGd3teXicgumoapr5osFmjPdvoemwpkKdbDvC0JoxTBPYFSY1cKTsyX7/gGX779Ak6L5LmAzhW23PerL5znJbcOBojMYjrqQcy73eySlas5H7sDtXFEMx+jgJ8krYTgT/0rG/OT2anpEkIYwwrlwOBwIhwN5CHgtipi1u9ndrZVrgoHFlDqM9x4dWxictagZe0PGOHi6ojfHoMRcUJnShzNy2fJIOBhzBZECn8vtEGs8Fh2LcToCGaWzQQvhE0UmaHA0KMGgmDtG83KoZkZq0rQd7oYsxpQQRcZFw1qLZFuS53E/KSVk6Gm8p60qmsozbxuMGLpDj7EeERjMwKHviEHZdT3nFx0hACpsri7Z7HacPnhIu1ghVc3q8WO6qw2VN5g8klwNrMTS1g3nlxc8fe0RaoT3frjB+UK8zHm4sxDcptu8fH6TvPx/Jeccw7/pdo6FU+8cfS/0XY+IKeUI78k6EjwzpR7xGeSVMJwqZoK0ZCJg0MMLFjZzaQPR1sxyBZoLkhV6nDOYxkPjaP1oIOYBznlUhKyC2FLhj6koflblkAJXzz6m7wesGrrt/o4SbQZTeGYaS5HTWmpf4WhwqaGVOZYOaz3dmPP0cUAdiMlgetRE1FTEWHqMrAgmgzUOtMJULSEO7NM1caxUO82kpGgC52eU2DxRuTGPE2XoOlIcSLEHFCOpsA1sYUWrsfiqIWQhi8d4h609tvEkU7zabD7Hi3JSGdZ5z6kX2tMK0YTRC85OHrNaKVeXzzAYlnrGsAto2uPnAw7BeiG0EHxGjefj5x/z7JNn/OZ3fgvnapytWS4e8ODBI87OHvHGm09wrsLVFZ8M5xgqsHM0V7z95jv83Ds9H11sCf0l7WqOiZBSoOv3KAklkXIgpgCipR1IQNWQk8NIi5EGYwJZO2Ia8xgtSGgwgjpDsCXsX65WaE5sX2yxtgBDmoUYAnZEWz+LvBKGcysuAUp94zZBME99Obl0HzazFtEGI4qlgAgdjqBKiIH9oT8WSzUbck7EGLD5wDEUTJG2KigZlGKopEyMoVBacsQZqFxRYiUiVhDj0NEj5Dw2UOWMEdAkCBEjGWNdCQ9tImkmEck2k60p3Cotr9KXU6g/XoSCqRlUMk5KOXUIHXVVU3uLpBKKOAuHvsdJRjNY56lMprWl/tPHnkoMMy/MvWWwUFtlVnkereecrJYs24p103B5cU5VC4vF/IgyyQiADEMHdYv3nq4f2B8OhWlsCoS+2WzYbreEIdEdBlLacP7imufPP+GDD2qq6pd58uQxMQbWixXEnpoB0dKo9/TxGVks1/uBcMuzTMXK23WrSSavewyxRD4drqkycoiOxXOLYARsVR33dVMGuSGefhZ5JQwn59tNZcX6m6YdjceQNJM1MG8b+kPgux//ECOFtNgddogIe6mPeYXmjDWKdY44wrKttzxdGtbrFScnp5ycrOn7gbfffpuu69hut/zoxRXPnj0jhJ7r3UBVG8TEApPnLTnuSVP/jzGEmDh0HcYYKmeKJ4ygKZT6kCl0FBVLJKPWgvfkJPSx0HEAbM54oxhViHu8c1TO0DYVTVNh7YKmbairikNnj5Dt0LWEGIgxE3NmaQfs4QVNiOTuQFut8DZgW5Cqpa0qFm3NV994jbZ2zOoKb2u2m2sePToFCk9w6BccdgcuLs5xroKc2e/3WOd59PAhi2zoh8RhCMeWgO5qQ4paEKo4sNte0bYt//uv/jXOHj/krZ/5Ct989y1mlWPhaoxGDMrrj9YYDXz8o+f8MNwUefu+v9MBOvUaWTFUlSvkVSlhrmoaia8F8icnkASUeNobQ+MdYhLdYU9T+SOgknMuvVZT3e+z2c2rYjg3+Uzp6LxJCEtHXqFIGCuoUS6ursaYtBT5nHMkVdq2QXKi7zeItcxqBzXMZy2nqwXfePuEx2ePefToIQ8ePsRaS9u01E1NTpkf/PA5733725xfPOe7H7yPsZaYM0MAx0AOe6BBc0K8RTShKZS+muyOpE5VA7kgZeSxCShXoA7RuhB0ch6LdYozSuWkvMfQNJ4HqyVnD0+pm4r9fk9VOarak2JF1pFa42q2uz1hCGx2exDhcPUJzlc0ouhhgyFRa6RtHIt5y2JW01aGOHScby8x0rBarcacqSBYdV3Tdz0xlrqJCYFhGJh5j68qtpuOQ9ex74ZjDpJzIMbiLWMwVFVDShHnhO32mu998F0eLBpOVwvMqqZ1Quo7QgxYMrUFHe4SOl9mQkyNbLfRxmPX6Piy1hKglDFGjxNCT4wBjT2H3Y44uGNx+ph7Hj3OZ5NXwnDgJiGs67owdW+57bEH8YZu4Ryg+KrisN+RAZNg3cw47LfUvkFINDnxxmuPeXJ2xltfeZ1vfP0NnHd451ivTwp864rxWGtoqwXrxZzN9pKmFrqu4/Lqiu6QcNrj6Bn6QIiZ+YmDPBTvojqiNQpqyyv7EkIJhKDsr3uIpYvOYXAacTkhBloPbeVYLWbMq7KyLtuGtnYYC7N1i7WWYeg4Wc3YbjcgiVXj8VoxeENbmTL4YuwEDSlz2O4QA4vK0DYODQfiIXD+IlJ5x36/4fTkNU5PT1ksG7wt9Zq6rpnP5lx21xjjjh7OOc9uu+WT5xdkDNe7A6pK0zQYo4TYk6PgbFvCaCOkHBAqQuj5x7/7LR6crMg/85S2srSVHRncFmvvNr+FULxZP0Lp3hfE01lDSsU7OGep63oET4Tr60AIheiJKjIaDqpcX13ROghhwIy1vZTy8fsKiqd34Pw/SF4JwxmGwGw+h9E9X282LHIxpr7vaJ1gjWW/uSYPAWcddlwZZaTa2ODxmrCVxVvDaj7j5955m3/tX/mznK7XVE1FbOaUC+6JMYzwcanRIJblosLZmgerE14/e8DHH33IbrthOBwgwfVmwxAh1sL59UeYIePjnrZymHE4SE7F24gYrCmexeWAHw6Y7TXzpRKHLaccWJ3NqesTlrMKJCOaqH1ByzwR7TrUGFztCIeBFAOJgA09dVMzbM/RGKlE8N4SU8J5X0IYb3iyeMjFxTlnT58SYkBMuZ4imf1hiwJ9P3B+/oLZ/DXEyZFZMF/Maao55+cXbIfAdlv+Xo0r021i4uryiu985zv0Q6DvtuQYSbFM8EFLcdqJIiREI/uuZ/P9H/K9731AZQ1t7Xm0XiAoYejZy+y4gFpbQtJPF3UDeRy00rRVqY85g3U1h86VHDXkkWiVEc0YMvvtNdW8wVlIcQAmVPIGsSzsji8SHD3JuOIcDgcqX91QI1LCjg1aImNHJIKmTBwKbT5kqLJBcmAxr/i5b3yNX/j61zg5XTBrHdZ7BluKfmIqgkJWyxBKi7Fi0JBIySDWs6qWxJNTaoGDRuZNSyuJkDMhKbv9Fbt+QMMBJ0pMCRhRLmtxBrwBTQnNHbVYdLiAIWKGPQ/njsq3GCM0jS8NdujYyQqVcWw3V1hjURLeWZwVhnAg54TmUoSNOZGBqvalYu7tkW5CSjx+8BBnXRnuMcLuCCwWS2KOLOcLUHOcEuO9RSpHThljyoo+YBiGAXZ7rK9RtQzDwG6/Y7/f0/cF9RItw4WcNaAJoTT8iSpoGqcNWba7HQIMMdOHiBPwzqBte1SF24TWG4+QwNxQjW6Gq0y1n9JUV7gZcEPxLXCz9x5DKnC0GQ1kDM/ysWTw2Z568koYzgQLFjStHNJEvfDewxDJMdHOairrsL46zgMYhoCxFnUQJFHVlnf/+Dv87De+xuPXzhCvuMaUHv3UEMNAGiBGQ23dyu62AAAgAElEQVQrYlYkj5BuMgwhY8WRYsesbdChxg0VjTcwq4h5YEjCg0XDEDMbb6krTx4CMmp9jB1ODNYZkMjpcsbJqmXmA7VssF5ZtnOcd8QQmS9nWGsQIxy63RiSCIvZHNVMCANtWxaO/WF7pCNNK3IJLxTnPcZa6qY0nIVDz4OTUzbbDev1ulTKBfrQYayldQ1DCJAhhJpdt8E5y5tvPMU1jv22Y7Vasd8e2PU9/RBoF1DN1mz3B3JKBRjoB8SUWQwTw+gmPymsgokNklICW+onrq0xYwdqVXtw/lNt17cb3aYuTeCOUcHt9u/xO29x5I2UNhBk1CfNxMSR1PlZGdG35ZUwnMI/y4jYYvVZsNbT1AuijaR6VujovsJZQ+VsaS3ue/xsRk5Ko4FHjfC1r77Ov/Qrv8hivuL0wSNC8waXLBj6RM81rqoIfWBWt+wPHa03WDI5DLRNobPsD1t26YARj1mc4pIQhoHlg5YQe0JWviINp4s533jrDS6uD1xcbPjk+TnPry/JbaZywpNHD3n88CEzD5V31M7gRKlnM1xVsd1ugYq6vhlWYW1h6oYhslqtETL9Yc/Dhw/ZXl/y8HTFfrcjxsj51Z7ValEUZpz4YkRIocxpWK5nfPzsfdbrNav1giE6+iHw4OFrHA4dYg1h17Pb7vjk4wPOOZqm4cMPn+OcYzabkXPE6AFiV/qHBsA7hnAAq7TzBizkTWFyG5QctjS2paLQkOqccAm6vCvNh1bRHOh6xS1XJOtIdYuLGYNgnCFHxWAZciKmUpepjMWMJQDn3FHpxRRACSlDDg8DeOMR1dGTl9LyYVCqqsYvFvj99dirZHjx/GJEB/0x7/lJ8koYzlHGRerHISrcMFiIKZV+i7HOIUaZGcvbX3mDr3/tHdq2Zblc0bYzxFhCjIQYUW8Y+oimTJc6Qt9zfX6FMaXT8bTxI6fMMYRx4MbY85JHOntMA1mE+XyGr1vqZsbJQ8PTpwPnF9f8xj/5HarW8ejBCTlF6qZivZyhOeCtYdZ4UirARl3XyAizhmE4eooYI/PFgqEfqCvHfLHkcDjQdR1QozrCs02D9wVa9abw1PquK0zvnDkcDjx8+PCm6c0YmqYtbHDn8HWFzWU+wtSKEGOkbVumfp+UEjFEUOgOB1wGfGC33XJ9ecXQD4Rx+OKRX/cSOjWt7BOBd+qmuvESQowJz93w7PYwyJwLRN24uzSZiRI1/d8Uxk38NriJaCavNzEG7EgGreu6UJEwt7zWHyyvluFM3WncJe8ZVZIWtq9VU3rVUbwq3gk5gdOBr/+xt3jz6RPWixWr1RrjKrpYippdLBM3w2HAGksMkVlbc3XRk2JH21aYbnLpGe8r1AT64TDe+MItG0KPcY6qqrFe8LWnti2rtWWxWtCnDhkNsfIOK8rpyYI4HIhhwLcV+6sty6pBdbrxFqWMMVJMmbtmDE+ePCGGge3mqngRKRN9nHcIsK7nQGlBMMhxYqjzpa15N+yY1/MxxOvLbALg7PFr7HZ7rHPM1y2zpmWz2XA4HJi6cY99L7ksIFM5OqdM6ANxiIjCvG4RDPu+oFnH6QzjpM+JLqjKcf6DUki3pdNj6pLN5LEl43btZlLyODK0c+ao3CJyrPVMxw3ccAXhaDBTCFi2J/qhPxKJ7xzDF4s5cFeMMaUzr+9LQ5st4VzKmZiVSsoQPE2B+ai8v/zOU37hnTepqprTkzOy1Oz2iWAzQ6ZU/HvwtkJTYrN5wdX5Cw77C5zJGOlZLk6pvCdp5LDrcFLGpe4313TbHd3ukpQP1G3Lw7NH+LpFrKcLSgiRmTG8+8feKPOhTRkUIiKE3DFfnTCEnvlixsMnr9H6GefnF3Rdx2q9IobI4VBqMd45mrrl/PyCxXyGr5qC0jlPTmV6jwK2cvRdj3euKKwqq9kMoSjHG2dvsNltECljYGNKZITz83NOTx/w8Y+eIVlIMXFyckI9axmGge1+fyRael/mNBgxVFJYD1aFR6cPqeoFu8N7xJiZLWZldhwQutIGLcYQU0JSxGom5BEdk5IL1nVzDJeMMeN4u7tM574fyj5Ho4sYYizQMUzz6yYvVQaAiOTj8U81Gu9L/nQ4lGY+ZELsDM5Wx3kVX1BUrfyYXPAUUsjY0lyIviX/wQVIhkXT0Daerzx5QDjsaaqW623HEHsGdfj5nEM/lBUwRNqmJfQDoY94b0lDQLwS+sRQDdRNTeMbQqwhJWIcb1wM7Pd7fJWIaRyzZA2kSB8STTPn5MEJ890BSYnN9oq6rkrSnGuyZqqmZgiBjHB2usa5mv1+D0BdCXVdUKUQAkMInJ6e4pzj4vycuvJgcim+GodSGtSGEFAjxKEUKd0Y+pHL1Bnvy9yBEDPD0FM17XEmwdnZGTEkNtcbrHdU1mJ9GaTe9z1JM07KqCzjDV13IOOxM8UaT11B28wQ4+iuS3OZ5kyOWowDU9oztBjcMfyeAK0jG7q8L+WBfByqOHm8MicgH1vep5DsxlO8FNbz6UGItz2OtbYMjx+lNEgWDuDv1/PzsrwShjPFmuREiJnT01OGYeDQja0EKSCaQDxxdPVlSJ/y+GTG19/5Km995QRfz1A74/pgcc2CfsikWAiOlXcYMRx2O3bbLeGwZxM6nFhyKMp/Prxgu9siJrNY1uQYSDGyWCzYX1+VyfbdNX3clwJdVdG0nmq2oB8Gum5PSAOSlcevvTYiYoGYE21bcxjzCO9qrneFKjSkxGKxGD2r5fLyEm8tM7ek2+/p+oHl+oQUwghdl96RGAKHGECEpm3Z50xtGnaHA10YWC2XHLoOpYyRatsZq/WakDIxZaqqZrPbAobFcklMie1ud8y72tmMjz76iH4YWM0W7LuBLiSGlNi9uODZ8wteXF1zue1BDKapMa6wv/s+4usa5z0uK26sycSuhILGQVLFV4njQBS9CauAO7mGMWXcbs4ZNaUxY2qzL2RaO46jssdB7tNMNmMK42AyQigULzEcw7Ou647vv1AF0JsCV/n9NoVCRMZuzbE7cmybrYzQh4FZ7Xl4uqJq55w8eILUKzZxRhcN7XJFTIG2qZi1NS8+esbmaksYBrw4nLHMmgVIIgwHch7KRSSCBGrvikLtdywXS/bXl9RVS0iRxWJJ1czACGlUZCXRLuZlKOCoCMZ5fHKkIFS2ZTZryt+PN3eK4yelaZpmNK4KZoLpCuwLZWSTRUmpQPcPzx7R7Q9478eh4xln5qQYCxkzB5wrs80akZEC4xFjj7mDs9XRw0+r9ARzT9NQh5y4uL4mq0GdY3t9xdVuy2Z/oE8ZX1VHhSsoVwmNnPeFWiQjUVZv6C2lXWbqILzpvbqrD59e/QVL6Wsfh2sk0CygJewqe453PjHp1Mv7LN8jnxkQuC2vhOEo09TLG7kTo44FrqlloIADGWsMjx6sOVnPwdfgW5JUqG2w4kA8TWOxFi4uztlurxGgbRtsFrIV2sYhkujUcHlxSdZM03pESlW68hX7eIX3halwOOwAhxFPzkqKGfGCamnZNsewaMBQ2AMpJnKMzGdzNBYGdzdSW6buw5QhpeLdoCBY3lfH1WS33RBTJo5FPus883lJ/FFlPi9AQRpCafTLqTz5YBiO8XvfD1RSJp8Ow1CGnGshOrazlpQzm82Gqq44HDpOTk+5uLhgs98RtHib+WzG5uqKPkWM94UZ4DzKNF2TUkqYzfHWkYYw5iY3BE6g1Ly43aD3aUP5cYbz8gCUz6JdcEOluZ1D/X7f+1nklTCcMAwY4wu8bG7IezCtClpAmrE3XKxFw8BiPucXv/FzPDl7wCGDVnPEr3jy4G0ur3eoZP7RP/w13vvWP+arb7/Jr/zpf5a+D5w/vyyomRiGbsBZMOo5e/SIdj7DV4aLyx9RWUvXd5yenrK5OKdt5njXEDUjUir/Yg2HEPGuxjjLMESSQFM3tHVL6HoWfkmKEaOCJFjOZsycst/v2e/3tG3Lo0eP8N7zwQcfICLM5wvOnz8/0vwnelDbFOp/dyjH5b3nxYsXWOfY7/es5gtO1msQYbu5xNpyzc7PLzg5LTPQHj85I4Q4sg7MWBiVkt/NWrbbLb6u2e12nJye8OFHz7B1w8x5nj1/wbYP9DETBdQ7XN2go3IaMePzZgzOe7yvsEhhIKThOHSEcWG86e7kOGfhpvzw4w1neooBcAxxpzHAnzI+5Ajfw9RGcGM4ZZ/THO7PBgzAK2I4xrTHlUREMOPIJpsThIG+npFFcVmZO0fV7Zl75dF6ycOTBSIZUz9C/BwxNbvdFiuZrjvwN/6fv85+f8liVrE/hJI3VTUvttdYhcZEDvuCoM0bS86R/bbHxEjUROsrQhLULYlGEXtNYy19f03WjqZpqIywWFbElPB1hZiKvg9sz1+UsHJ9ims8wxDoQo8bMrNqjq9bXFWG+x36wMXVhsevvU4IgYuL58zWM1LKeFPTLleFJe1qjHHMa+XyYo+znnmzJqWIxWEo85TFCNY1NE1LCIG5aamaRUEJD5G+H1ifnpLTQOj6sSZWQIb1Ysl+v8co/OhHP+Khr9l2B7a7a1qrdJUQIuRoyNqQe4faQrlp2wXX1zuamUNcVWZIe09ICbU1RgqF341e0Ep5BIkzFpyh67rCl/O2kMpjKmFYKtOHjK2w44AVKLnQ1Ao9dX8qgYwlCgxSRmM5U5rwplkSJpccScXQti0pJ4wtx/lZ5JUwnDzCthMXLU2Qq5aGqaQKmhE1iGYkw2qx5N1332axWGAEkqkAAVOGG15dXfH973+P73znOyznFd/94H2uLi/phoGYlaYeWxB2O2ZVRWWFGA6QIt4b/GyOaioD043H+Zrt9SWpH0Dgad2CNQVRm7Vs9yW06jZbfNXifT1W3vU4RMM5pWnKU+L6vme/3zObzY5z0SakyFrLarXi/OJ5KUaOhNe6bhAsdVXoN0MPxgoz67i+usDXDd4V4/fWYcZZzgpUI2LnvON6s8PXNSFErBVcVXIZ6x1zv+T6+ppmNmOIEes99dxxudsShkifIln9neKisw61n56LcHuIyJSzAnfe3175pzzvD4KEX0bRbrPoj63mL31marmf5Hb9SOz4bCG1hbr1RYKjc060I8EvpfKUgAkyDWEAUayCB1yCR6tHfPOPv8svfP1drq6uOFmvqNsFWctTCH79N3+DX/tbf4tv/dPfo/Fwcf6C0/WKjz76Ae18wcOzJ1S+wmjm8VdehxQY9nuuP/k+JitDGFifzmhnLWLKyFqRntnDR3RXiTAMbENmXhXqzKbvWK8fFqVXyCHQ933JYbwtj9bLegwZQko4Z5jP5ywWi+N0f+ccm02pu7Szemzms+VBWc7jraeuW2azGSEE6uUKgL4/sPRNIViaQqqs6op+v+X00SO6fmA2m3NxeUlImflqjfN+ZBF0GOfHmkmpvzx5+joxRvoQOXvyhGF3wFycs6gqpBuIQQnj0+YGVdRkmqY5wsRTODUxrSdjum0Qk8HcfhzL7Wmlv1/C/uMg6Nu/58n7TN+jFIDCTI85sUAee9zKZ5wrbHtEwHyBnlYgUnorUoqEMGCt0DQ13heauMkljLBSRjmdrhesl3PQMlAuI3RDIOYtu0Pgd37nN/nw+x+wXi8Y9pecrFY4a3HeMpu1zGZticXrhqr2dJvAMARCF/BVefBQCAnbD9SzhrptwVXI5hpfz4hZEFuDuNL+jCNhsc7R73ccNhus9SNalWma2QiHaqF4NA2b3Zap03FaNKZCJUBVWbpuz2q1JsUS/2elPBzJeVJWBi2KV48Nd1bKqFsBfNPQHfaoGJq2JQkY51ARXF0XQGCxIMVC90Egj0hVLJaKr1qSCstVQ0zfIUtZ2FJIpBBJ2aI2f2qi0stKfXtKzR20VO4+6HjyvFPb9B8kd/q1XvI6E+Vn+plHZoUVg1iLlVJEBWAknhpbRnx9oZgDMt7wGHXsk3FUlT8ajqiikktyrZknjx6wni9ASggyhET2wvnVJT/65Jzf+q3fwDlDd9jROFean8LAYjlntVxS1x5jPN75Mj1HCu9Llmu6YY+IYblcUzUe6x37EDG+xlUNh5Q49D1qDF2MkBKzxZxD11PXcLm5RoaBk5MFbdvS9wOb6w1N09A0DX0/MPQ9y+WSxWLB9fU1Xdcd+WHTYzrQmtrVnJ9fMJ+v8FVFfyh0nlbA1xVJy8OpnHUsVqfEOLBeLsoj/IZS9M1ShqxfX1+DsTTtHGMdQxpIOVO3DWKL8lQUAGazuS4FUJSqaZGUOIyGH1OmrRtiDkiEXaYM1bilvHCTjN/c37sD1ac6y8uh3e05Az+ukv+yt3lZ7sDNFOPRPOqPMUXh9dbA9RGKtzmVwZNfJMPxlT3S6evG88H33j929lV1RcilQt+0nsYKD05OwAhdyFx1W1JSnv/gu/za3/nbfOvb7xXYNvZIzjhfMavmfOXNNzg7e0jbzvGVY9auMAqtzAiHkgjLYo3Pc7JGnl9c4SuHoizWp4WBlafwoqKuG05O1rSzOc/PXwDQdT1C8QIhBC4vL0cPU1NVFbvdFlWhamrquqbrCriwXC4xxnB1dcVuLIzmMeex4vB1AQTWD2bUswXOO1QhbA+lFWG/52S9wAylma4fSp3n9PEZMQY21xvqxZJV1TDEhHEe27Z0KRK7wljwjWVuLcYa5qtT+r7n+voaEeH6+pLTsyecP3/+/1H3Zj92ZVl6328PZ7xTRDDIZGZVd5e62xIMQ4bshgRDL4YeDPjPtQHDgOEnQwKM9tRCC+pB3equrKxMJocY7nSGPfph7XMjyMrqyvIAsE6BRSYZDEbcu9fea3/rG1hZzf48o2KGlDFWEXmCiJdB4/PCeS5/WFq5hUD6fKEu7Z2wCAT+Xwa+8zyX0YT6lTsSPBWdAAQS01gZmfeYYnecs7DIczFkzzmjtKJuGjlxUxZnzx/xfBaF86lTo8Q4CHVkGAa8bjA54apAoyv2hwMxR/rNGtt3HM8Dv/z+gb/8D38t5hVRpuwqJ5racrO74qtXX7Ba97RNh7JlsOdmVNYYFLvdNd3rF3g/EYLnw50kwN3d3/P48A1VVaOzkB21AjcMnGyR9npP1/cSq6EyKnpOp4HXr19jjOXh/hFqUavO8yy0lhg5n8/UdX3p9Z+7ckYf8H6maTu2my0hZ5q2F5p9ElpO24rYz1uhw5Ai0yRRim6eqE2LtRVN1xFiImtdFjrsrq8YzpMkxRW5+mq1YhxHqromZej6XhLwtldstzv2D4+4aZaBdMnczDngfaKq2svCfw4Nf2qi+PzXz1Mjcs6g80enzNLSLaxmYwwa8xGQsjwf/T0lGcex/HspiEORLvw2qzWhOOBd1J/IlQH1OwQOvH79BQ8PD4xjKrwly7pM4B8eHsA2WK1w0TE5z5t3H3ilNE5b/t2//Qt+8c0vefduIKpISBFrBZmzWtG1Nbe3N3z55Rd4N9M0XfGpFuO/zWaDyRDdzHcf3vO4fyClGWsytVHcXN+QfGI4jbz59ueE8S1102A1bLqGtusYJ83xfOS49xit8NPEZrPh8fERUMSQLize7XZLv16jjOb6+poQAsfj8bIDr9frAiy0RC9s4Pv7B7ZX10Kv6VdCpbGGMI90dU1XbyAlgpshi2Novel53O/R2jA7h6krUWhWFSplzuOMj4Gm63ExQUwM9w+gFOvVmsZYmn7Ffr8npMAXX33FPE28/fY7jPMkL8VRNT2RJ2j407QBpSQvCLhsjoup4xK7uKBpIfhLoSxRiGJT+8Q9U/oJuXvOcnj+ax2TrIWcSg4PFycbozRVpQnOi393aTONNTKI/10qnMPhidK+7LyCzMiRao3FGEUOjpATp3FCP+w5f/+Ov/qbv2FyAbRlmme6vuF0epRkZKUIhSz6nDhoK02/acGKDkWnRJhmJjcRoid6T9Nb6ra+KDtXq562qbG1DBEVmfF8Fnsoa7BaE5WWuwUwTdMFQh7OR0HHUqZtO4n7QBbSuYjS6lpmHufzWZIEppkUM03XUjctPkTm45GX642E7mYFRot7S85CAlWyi7s50Pc99ThiK9H9fHjYk2KkblvW2x3DMLK7uiKGjNZiCTzOIzcvXlxEdT4Eum7FFCbquuHF7S1hmvmQHxhjhFG8uQV1XDbrj08Z+f2lbSuLvvxP/NuWv1fuGtqUFGmZ5T0nc8YYMUuEYSqf5RmR83J6qefRk8VAXxtSfErnE6mIxILk5SPVhWf8G5/PonA+vN9T1QCZ8/mItTXOeciWpt7QNaWQtMLVDX97fyC+f2CeZ8ZJhn3BTKgqMwWPrjqZTOfE4XTgw+N7vnv7DT/56ZecI6zWmkM+YJVhpTPzNBLHgXD/C+L5SFYRnyw4K6zmWmY2KR3JfhLqulHUfUPbrdgfjozniXlyaJ2p6id/aYDtdoO1Av865xnOZwABDKxEJi7w++FwoLIVx/OZzfU1k4/ofkvdyJDu/dsP4rdWWYYC+4reZgIUPmRM3RGUxWpLLvmgq6oiaE1T1fS2ot6I+G3OYoGL0tTVmqapiFnQQG1rbJMY54lq09PHDep9JuiZMQ7MKRGSKQhjQOmIypG6NjIfsk/yZ6UEibRKE+MEWfiAWgVsKbbRBVSlsAiKuqRQLN4T2hiUi9hYiqYUnLzXkqqmjcGHiMUUWFqKIwbJTk0GoklCcQKM0XgDyWpSiOj0O2SB672TCxrPjOeMxRoJl60qdclzWYJil+M85yyxGylIOK5CJsxKnF++fHXLv/gv/xn/8l/+V2hdY2yN8wOgeDwcUZsNbWWYksePJwyBkALD8STI3DQQA/iYmM4nVuueq5trabn6nv3hyJs3b+iqhq7rmcYT4+hYrTakJMzbrl0Jtb+oSa21nM9npmnCGMPV1RXDMHA+ny99//XVlrpv2VQdlREtf11V8rUOZ6bhRM4SnnSaTlxfXV9AiWme8N7LMLTQ53e7NcM4kcpFO5Hp+zU+JBKavt+UxW0l0tEoQs6YquH1l1+yaQ3n7ZoX2xX//s//HUr9kvThEZ8nQnCkqr+YEy5qVWF9P2uzKE4AGqyuqGtbOH2SwVrXdVHbciG+6pwIGUkFzwGjrKRXlH1pgRYuthw/0GnJGEDmhTElQkgoij9CMe3Q4sTGjz1zPovCWXyxPkUZBZ3hV1zrn3rigvfnjFG5JNkIldpoSVhrKsu6a+mbGh8yfp4IMWGUEfvYLDtZ3dQ4Nwj1QmXGcY+YQga0soTJiUVtQXuudldkI0f+ZrNBxVyCimpU4kJVbxoZDC4FXxdSZ13X5c9lw1jQqEtEeYyYEKka0EZUr855GiO0khQjj48PMo/pOqZxpGtbYX4bkQ4Pj2dsMZgXBK+RtkobFvfUmLO0mVGwscZYrK0wVYX2MrjVlWZAuGd1VfPF7QtckRq/uT/Lfad9mkUtbfFziFoSJGR5C/K4BB0nVFFhYhSJxdijpLguJF/RxorxR1ncST1xz4RpvZTPp+ur/F+Z0yhVzO8LS1uXNlCoO79DsoJcpLULIvOEkPwq/eI5krKgLtYa8A6rhHKjUiY6T9AlvqKypBBw04wPic12xzSeqYwmxIkQFKbS1JVhGCaykUJM0aOi5EkmN3Nz/YK+7y+n32E4cTgcJQ3RS3DubrtmcjBNT877SitSTBhj2e12kipWoNul+Nu2LSetKUUU0FreXKsVtZXvIabI6XRgGs/M83wpOKXUJU/m4nzzDJ1y0yQ0/9L75+JJoJQlJ4GCKbqWqmkvy89WFU1TcQCaqmYozjG79QqS4ng8k+eZkWWj0x91A/CxDB4EvZKTVZxbjdEXk4zLHEipy8LQUHyfF1OOZ7Fbz6ed+dcVjkZrYdaThcGhcgQKq4EEMUMCbX5cSXwmhZPLZfppOLb8fggBfkAKC1zga63FBM8YIxCjtWSl0TnycP/I11//gt12w+uXL9h0DY2aGSaZsdTtDbM/ATJPYpSUgZurDSkGzqczh/tHkgvUWlCeum04HA8Ms7Qjx9OZum3xs2ecRqraAo7dbif6Fwx1VROj3GGWOcVCN1lcK2OMwkyuKpRKWK2YpwFMfXmNpuEEMRCc43yQyMfj456HD3f87Gc/48WLF4JIpUzXtqgi1HLOMc0zbdezu7qmappiZOKpbSb4CW0tcxDW+TwNcjIbw3g448aR4XRkfzjx8HBit7umbVc83D+ivOdUrKIW9vPi/dz36pIgfjwPpOioG4XSmWke2fRrUAlrJeBk2fmNBnJCp4jJibaY7mdlSErhYyhJfiLN0TmRkXSIeBltPNuAi+xBrMWKvMIuqXpCBPXeYz51Gvk1z2dROPD8JFmmxvrCN/ohDcZzXUXOGW0sSWlIqQSgarTRTLPn3ft7fvHNL3n1Ykv2mWEeaGwWL4M0gzLMPnIeR3GdaVuqOpOjYZ5mjLVUtqFtWkwjl3g3O9nhxxmlDQ/7B25vbsVYT8VLr980maaWePSFSWCMYbPZEEJgHMeLud4wDLTF6UYRCd5h6479YS/cMCXWWKYROXmKGedmpmHEec/5WO46RnbSpDWpZIl2XSdoXFnUprJM80BjxYKpaVqaWpgIYT5fcnyIQHD4eSyRGJnr25es+hUhRm5fHTiNE3GIF16a915kG79CvRF5yGLZJPB1JGuhvCgSqqS75RzJOZZcCFgIaCmDQhETcsGR7o24ZK8uA9VyobpA14ssuiRDpBRJPqKypaosOZfQqd8lQ0LgMuR63plJjuOTqG35+dPAoRilRYhZDM9TFgpPJuNj5nQeeXw8k/ws1s4LA7oYc6AVIXmGaUbpzMoIw3iaHRlF362pq4YQIoGZtphaOOfQOlE1rbCoq4rj4ZGYPUqZZ2Z6gizJFFwSAR4exMurrusLFP8EjBhCEFMJW0ecMhc58KsXN1I8SuFdwGhN8EIQnaaJ4Xy+FJ81cpFWSrHqV6hxIhTDik5Ly6lshpjR2RLdSPIRmrpEAeYiawBiwo0TMSaafstpmtg/7umPWNgAACAASURBVJl8xtgOpfzlfVnuab8yAC0omFLy3ij1PIo+lsSty4KQ+2oq5vRK7sCNNYKgpUhUEAqz3iCGHjo+H6LK31koXOMk98yYwKRMyKAJ2JwxZNDqokL9Tc9nUzhy6a6pqsWQIaJYnDrDpS1b2reln15anDEbMCILtlpeKGIkqczgM4/HgfNxz6q55nrdUdUGWzc8Dp7jNLHfD1A1bHZrdtc73HikbjsxwTiNjKeRx8cjV7c7oaEcD4zTyNXVTdlpDcfjkb7vOQ2Hi49ACPESf7jf71FK8/j4yPW1xGosbj7LifTw8ADIG4qCOY94KrSNzLPj/Xff0nU1fduxWm0FaSt5nnWRMOeUmJzDmmJ8Xib5lNlJyqLVN8YQhiPRzZgwM84e5x0mvy4ONaI4tVqjshifh6T5H/+n/xkXxM9hdo7KWmwvytWl+J3zH9k4yf01SAqdep6iHQjlOAk5P8nEraYymq5phaCpNTlGLHLiT0Y2gbmwTGJOTDGTY8aZp8IB2bTEO+1ELOQAyXoVgCH4uVjnGkJx1fmN6/X/m2X///JRoI0psejyhuUMqMzsPFm5osOXlIKnE0fydFKKZIyQQJezG4E9Q5mS3+0fOR2ObPuOSkNV9wznEzkbTM40VqHbhs1mK0pO72hrcZPxMTK6ma7vadpO0gpWa6qmvehtlIYUEjEnTNXQ9Su8D6DEPVKGsSNaGZTRPB4P1LbCFMSsbmoWf2PnHKdxoG1r+tWK4TgT5yBJc6pimDyn80h38lS1xCc2tYWcaGuLMg2KjJtnFAI/xyQDTUkzkDmLsRU6G9zocM4wjwOH44ntdlPkDGKiMbgz0ySf4/t3d/zt33+LKt50MTpurq+x/Qqtn7hosLRn+sIxk/erXOyzsJaTzrCkrKVITvFy2iltSsaQImvxz4N8yW/VOWEoGEhehquXrk4+p4IQHMHryx1aTjJhIUjidSYGmSkt5oq/6fksCkfbRFW32LrF+4SLATk8axyJHGsgk4NAmoqA0RL/YbRkmJEMRisqDd6NzNGhVGZWifPBsR+P/NmfWfZ/eGaz7Xn5asftzTVkg/GRDYr84hplFOM8YRoLRlG1FWq0nOZRfA2GiG1q3OOAqQyvXr3iu7dv0EVf03Yb1qbl8XxCK421DadxYB5HjNE0dUVQlusXtxz3D0yHE7VWnE6PohB1UDcNu9uf8P27b3nz8A3ffv/I6ZQ5HCK//P4Nynhsk/jy5R9xs+u52rT8/qs1XWux2cF6RdP07PcPxctB8HmjEjkEzm5GseHu/o62NgTnePP9txgFbpr4YDX99oo5GmLKzNOZ+1Pk/uT513/6Fzh1RV03NF2kr2bWfcNsFnMPVe43DhmrmVJIktKtrZjFZwXn6UytK7KORGYssWw2lhRBm4ZgKlJOZJWYc0D7GasNOQWi98QYUGhcDCQLPkQq3SAhU7K+FIHpPBUQCdC6JOPJFNQUEDrFhPmR6unPonAUT+3EBZp+pj/PuYHSE8ucRtgCKgXxd1YOH93lu5HWIEo8OgXmTon7/ZnqzXt244q6q1Gm4ssvvkKZwFgm7wvfqrKWShtS9uJgk2GaJ1Td0lfiW0xMHE4nCXJqW9arjXz9JHbbHU1dEUNgHI7M04TW0LfXaGM5H46E2WOVIsyeHBJujhxOE3pwHE6ev/37X7I/PfLNL+8ZR03wFZ5E0o50HiG/I4Qtw1Bz1RvmWUvbhmZy4r6viitO9oLkJRIpCoG0qi3z7LBKaDpd2xB8YhhmshpwuSKEyHk88e27I9++3fPuwwPYisl7kbG3K0wlWpZYULgnLlkqPwIpSUMm85mPwSBIZRyxsKWFDRHiUzr0BdI2WoacRpGNKlhAJqREtopUhHz5GTQt5M0sLGlVotyf3b0W48Wlpfwxz+dROErh3EzKkJICZcsLX7hKSnhYSsuEN4QFs7ekrElZEDTgMkSUY1lJ2nSBQ3/5/gP3pyPb7Yqqa8m65upG2j1ta6pGQAGZKYgLpXeO81lCdpu2lZkRmfVmQ0yJx8cDdVszzQ5jBZ6ubcUwnIm+IkbPdD6LJW5dMw0DqkpkFUporeL+7pFxmplcZA6a4/DIaQj8h7/7O8Z5wAWLMVtU3UMKhBCJueJwHqmriuA9Hx5OrLuGFzeQBo92icaILZP3juRnmralbmpyiozjQCYznSfqqkZlg8qKlBTjMOM8TB5ciBzGgZ9//Yavv/uAj4lu3YtSVdsCa2dyTDIPUTLnIafiIBkKklUGj6J8ICEsZb0ML/OTTW3OmZwy8+zISu4vMUm7HlJCobAlDVwV3l9CLvshgy6AgZDaQJmldVM8u/oAhW3wbFD7Y5/PpnBiiCgd0bqSyXD5Hqy14nCDwJhaQ5UsWktPXFcWbKRWAu8qnWkacYQJoZA6rRWj9dlTjR7zeObhPPGH/+gPqPsdbVtTGU0dHJCJ0WFUJAfH+XjgcX+ApOgSNF1D13U8Hk4M40DTduyuRefTr1bM81S80cKl6KJ3BO/pupbhfEIpy3ZzgxvF5eb+fs/D/sjoM999OPHm3Xt8rDC1oW6vQRmyXrNa3+KHg3CuoubsAu7ugZ++esnb92fCTvHLb+/YrDrW6xVTPmCVmNPP3hH8RAwdIcyYbAQ21hY/BXLMHB8HFIb7u0fqquXsMvvDkYfB8fdfv+H7uwP99ppqvebxuCeoRLteoVJEF7mBUYbKaqacUEjh5BwhOwxgVC55OQmrIUdPSAGfxWtOvJzFt/pw2GOnSYqitN4hyynUmYqcEk1dk1LEq4xPmZih1UWToxflqZw4Wpdh5zPB2lJQy1D6xxbPZ1E4QpdA8uYpMHShihhThEgqk2Kgqi0xiFw3qYCEpHrmWdAYDZzPZ6w1pV0zF8f9ShlEQ2w4DZ7v397xF3/11+y2K3bbNTerNZCZ5zOvbne4lJlnj9GWECVCsW4blNHiPTZPhBCpq7bImRVV1aJszebqhhwj/XpD9DPTOEqSgK1JSYntrFLEmHk8nLnfn4m6ZgyZZnVFmhLalnZFi0/Zf/2v/hX/3f/w37Nar9mfJpq6xo0j9/d7Xq3WzKOHpNDI91ybJwp+KEl2KYoIwBS/AIXCOxHguXmmsmILvB8dPoucPUSZGbVNQ86J2Y2XjcsojY+eFFJJ605YbYSRbAAipEDO4TLdTzFAihIOluSumpMMMEEm/TEJMz6GQCQXzl0ikTH6KVXAh4CPoYBJyL8pf/UTOPwpGDfzsT1uluHQpcv5Mc9nUTiq0MCX3leXU1a+sQy1HP8xO0JMeD8BctFNtcEHB744tWSFJBALpG2rIoZSmZS11E1WxKwJKXN/d09wI24+Me1XhDBjraZrDKfDnjA56rrGTV52w3L70kbQnqquafoeoyu0tti6EvO9BE3bsdrueLz7QMJQtz2TD5z3R2wJqtXWcvPqNd8/DuiqxWXHP/vn/4L/43/7M2Kcyr8lVJi3b7+nbWswM33fkoN8n8HLieHnSGMknFfFJKiiC0zOyaakDOMw0a1XMhOp2xKOLfILuXAn6rrCn0eGcSRnhcqG6D0KSClwPj1gbUblQIqB5J3QWFRpi2uLscI/hEjKnpR8EQGWVq7cbYByqZU5yvJYIyOF2YdCgJYg5UuSmlJCrSqjCfk9Lry15/cXlmYul9MHIX4+LcCndfg7RfK01ko7XL5wuSguPW/GOdHkKNWilb7YzUYPxkoMITlcBl8ijpLJs7EF01diy4QyaG0hK4bjgJ9XpF5D1Li5RmmFc55vv/0WnTN+mtFZs15vxO0yJ1KY8VFsoXbXL9hub8QIHgVVhaprmX0g7eVNvSKEwDSPNJsbagXz+Vhc8w35MPGP2y1fv7njpzd/gNrc8OKLL3j/7d9ijGKaTyQLf/WXfw44rInELDEbSWeaytDXHa92G8b9gSo19LuWyU0YowhzYL3b0rcrEjAMg0QvakV0Mzl5wFHXMhyubU2/uiZ9OPB4OLJuVhAiBIfColMgeseYAtv+Z7w/3NNUGxm6ao0BamOwSloxlQOaiDWLs6kX4qaSew454cu9cmEY9KseY2o+3N3hYqDMwosEWk4gLcdEyUhSF/gZntxusir3LSimluXzqI+zRZeff/dOHM3lqJYLonr6s9yhlJzB4hMsKE1OC+JmSOlwmSHIpF5/tKvkQkuXk0I2GV/Ul6SRHFf8o5++IiZp+6Zxpq0MVVWTnPCepkl4VpKAzIVTNzuHNYqqka9ldom+r0o7qXBhJvhAylr8C/zMeNpTNTXr7RWjOhFtD28f+L2f/SGr3QuGx0e+//qv0VphtEIRORwesI3m/Yd3tJ2iokaR6ZqGrq6F/2YyfdPQNy3vv/0OilwbLPMc6Poea0U/470nBk/OnuhnUgiEIBCvTZm2rWhdxWlIdHVNIDGlQAwzisR61WF1hvRx/ODTzv30QynpJOSPyp1DSV7okhO0SJ1Rotik0WLbFHyRBoj5Ogp0AlNmMGjZFHPZdJ9UnGV+9GytLXOe53xI758soX4kqPaZFE62WJULpTyidIWKoLOmsh1jFDqNKcd1REGWCXhOCpVE/JQAZSq8Wo5og84NOivIEWUddWtoasWXr3e8ut7wxz99Sd9IqCrjO3brNZ7MkBAoVRtmMk1raa5W1KsaWzVQaTI1WVecp0zXa7zzbPsOqyl8t0ZcVJShUok4DuQwES30X7zm8PjAcZ5YtTWbbsXuT/4pf/p//nvC7gYVzhxdwERzYRnEGKhsxcvNC6Zp4qdXOzave17eXrOqMk0fud72KBUZ3ImczszzgDIa5yLadMzDSNOvSEEIrBIe3BDrNdlGpmHAzyOMjzR1Td9mmlbz3/y3f8L7hw8Mw5m3//Ebdusdm90176NnoCSyaSWcMZ7kBYokmv8k6dNkRSZIlo4CX9qqqBQqikFgRqOaBqUj/W5LIDHPE7VS5CXyMRfnUe9RSpfikc9VVU/BukJlevJuW5ShSdvCTJe71dKpSGX+5ufzKBzg1/WWsgOpZ5TxVFJXohivZ9GUUKBQAJUSukyoSzmhcsKgJD/GWvq2YbfZ0tY1yTtC9Kxq4ZtN88zLly95OOwZx4mqrrGVpWlaQopkF3lx+wXWdtI366qIsOT70NqSUmZ27kK38YWakpJmnmYyCTdNjOcBq6XdvL1+xRevXvD27R112/JP/sl/wtu3b3n79vviwdDi3FQWA9ze3rBetVgN61XHpm/YrFuim/B+YvFg1kayPUG0TMzzJfUtlUzNEEKBjAv9JUbiOAq4kgNf3t7S79Z4P3NlO6yq6FYb/v6v/6bcS6VVukC+5T1ddDJKCVL6DyFXKSXIkawhJTHQaBpxBIoxkKIXhrPWhMkVdE4AiZwhXhgjT9GGy8/Pvd3UZT09SbOfG4P8mOezKJynonnS4C30jJRS0ZCXF4UsWoosOaAWjyIW9kCGHAHB+skZnVM5rhMxBPwEY/ScHmtOrcW+2pFR4vCoZGr/06tr9qczSwpaVTWoglRlRQlrlUViq5qUdfFq1lR1Q9N1DLMjhkhVKeGQaVApEGdJZthuV1RkHhSEOZBSJriB17dXbPqO7+8eeP3FLde7NT//WpLXtE40TYO1lq7r0GkmTonV7Q3bdc+mq6isxo2O4CaatiGpiLUV6+0WhQz+xtmhs7hvhiRamJQ9OT1lZIYQRLNUVYSoOZ9OtJuO3XZNPWfc6FGmxsdA169weeGHpaf3rvy8LNLn5Nzlx3NzfYW4lkoBia6orkVZG2PEDfGyyH2UOZHRmpwTESmcnMEpT/rEgH1p0ZZnKSat9Ueiu9+pAahMqdLlBV5OiZSDDObKd6xzQpPQ2UN25Oyok0QGjstnSlJU0m9HbObCkzLWsGlaNl3Nly9ueH11TVVYBTpn+n7LMEwMsyfEyBevv6JuWuHOKcXheMZ0LauVZb3eYW1LSjAFz+RmcJmqbwjDSL/eiZlGzGidMUbjxjO6qllrxXg8oHNi3VpccniXGB/fsqlrfu+LV+w2DaNPvH//nm37xApf7hJKKf7pz37KbrMBAqvW8OJ6y+n+Pc4kss0ELK3psbbCX6b6WmQUTkibbb9imh2N1rh5RheRmbHVxftNh8TD/QfWeUNdv6BuW+4+PPL1L/6WlDU+ySYWYyYo8MHJDzczz2NZxB+738DHp8/CM0sx41IiG1s2LYNRgiqOx4P0GjEWZau5nGIpZdJSGWVz0xeWtDzPC9eX+BOJOHxicl8cPn/D83kUzkXFB3K8p8u1LucS36cyisQip9WKCzSpFKKVF/CWjMipl/ZO9OQJnbWcSDljirDJzTNWZyprmbzj9vYlSinGyeF8wDaw2V2BUiSlmUsLhpL0r2GccDFQtzVNU7FarQlJMcwTVd1gbQXFJdLYCkuLn+JFB2+V4v4g6c3dak3dVaQw8fLFlsNpZtV8yX3f4L0nZaGGNHVDJnO7Wwsjwba0tVCQQnKgxHQvZ0VdibI0oWWDQCJDMpqs9QWGMtaCExlFKnJyW1U0GWY/E71jniamceR0PIl173rFy9014/t3xCAZnJnFIio8I3U+0V+et06/0hZlcN7jY8Y0DWQpDl0KPibKADNTm+oCDizZo0pREqfriwI1PSvSJbz38s/ljz2qFxn2j3k+i8LJecHay1pXT5HeIk4KH2k15NpjhCOlQWmDMRZdBmR6GW4t4qYyJzJGIiXWq57VelXGBgmjZRbkp8Td3R0pK168fEnbdrT9iqbtOJ3OEpOXNau6k69B6+JbPWMqA7omFo5H13dl7iM3MoOCFPBzKhwQYUuY2qIVzPOAc44bW2GtYt1vSCESa8Wm+6LcvaaLP1gIgVUl/X5TW2or5NaYxDsgG4VVFm0rlLXUVuZMqXDKdFUiOLA0rS40nAnvHbnI10OImKpivTK8OdyTK8U09QzDwMPjnm59zaI6VkrACzCXkDBV7nwysHxiTC/t0CJ8WyQjShumcWL2iU2zRWlNDPL+1FVDUzeM/kkprJAk68XQvq4qcX6dY+E+LlqfX11zCwIoXmwf21n9mOezKBxVTo9UTpJELjoWTd91TJOHiFDLFdh2DSqLhPZitaoI2VNVBp282AF5j5iVC5gQsmeYM9U58/6+IoUVFS3eKDarnqtXr1lv1qL4rFtCzPgQOd8/MAfxj355dctXX/0EU/VCDFWaFy9eogyE6BiniabZFIKixlaGGLyUdILZ+UKnr4k+omICo7l99RLnHD6MuOPI4+MjxjSXAN2UEl0hk4p5IXRNQwyBrMG2DT57TNvRGI0NLc75C2zetD05Q9v1nMeRmDJV3eIjVLUqEL7ldDpy3D8K90zu9azbhlt7xZgD79++43R/JmfoVivuvnlDzIrKFG+F0rYtQ0fZBAGeLuhLq9kUHdGyiMfZczqNuJDYvBDk1BgDWWQce1uT9FNblUqLVVUVfvK8fHnL6Xzm6EYo51zMYtzya5/fgp/2/PksCkdrVZAXIOeCksRy1CNQdc4y29GWpNSynRFZsiADGIuLAAqjLdlIu3Y5dYwIs8ZZjCvqrsY2NeP5BCRerfoibRCTjqqqqZuGyT9ibUW/3tL2a5QyXO2u6VrHw/5RwqIQ9uLie+B9IIeMUpambeXUNAo/VkSliLEB71Eq063W8uZehrSaeRRrpPF8JOfMdrOlbSpi8IRZELNEA4uBuVIkpVBVLWec1mQnDPG27dDGikTAObQ22MriQsAqDUpOnKbtLhGH8zwznEdWqxUpRbqmQVPhY2ayM/2qIcXMOE04HyRQq7TaUgfPjZuWnz9Bti7vv8zfpnEu2ipF8BFtJOR3gZyd8/KeXj6r3G2yimSQr8W5gu49GRn+2mdBDPLTr39sGX0WhRNjAJ0vPWlmGU7JLp6xhU+kyToTchE3KaGDZDJWG5quxblZ7jQJIIpncKZ8/FyClCw+BqZpRu86mlYYA8MwcXv7hciZZ1f8nQe0FhRrd3ODsj3W1MzzzLmoN2OWJLa6qbCVxH1YUxMWGS8arQ1K1cKQzgqlHGhJCqPrmYYjs5eov6wVKii6voboaZuG2ipy9EyDtHR935fQWimc4OcCjRuUsZAFhm7qmq4T8V1VG3GyidIuTdNM067EqMIlSYmuBEhwTr7/aZpobYVpOrqmwaZE3im07jic52cjzqdW7NMgp/zJcnxu8/UcBl7+zRCyeFg3XWnxcsmwMfgwy1o3uqzyTIziH/H4+Cjzo5QubqSXss2ftGEXmK1cCVQhfP7INftZFI7JET+J9HfVr5lnz6Qmchppc8blrbRwWpedtSpuJ7JbKqV5eVOz267ZP9wxnw7EtMwkIkmDRmFVV2LzKj58GKh0y+MJatNRWc3d/h7eGq6vX5C0oetX1P2K680V3WpNCB6cZ573uDgyTBNKG7a7K6yt0bbCqxUuW6qsRBQ3nQlGU1lLjJ71i9es/Mzp7h2xacgxEFXLavWKmxDZ398xDANRDUV7pAgJ7vcn2n7FTE292dKsN2yuNtS1ZZ5nZu+YfabrNuThjNGJbb8Syk3xaw4porJCVxaSZrPbYGxDTCLOi8nTqYZtuiI9WqbUcJhmjknxKla085IENILJVGtFcGdMzPhUC3vdaHY3L+jXK2pT0qUBbaBOhqTFIQ0lQ22lRfF6PnlUn3Bnz5QzD4czqlpzU/doLfOdrof5KJtCjGCyhmwu9J2cFKkATZd7kxJU9SmeXdZcfDbHSWnxuP4dO3GEwAdVVdP3PSGcimGF+D4bJRdelYMo9kxFIqOyJmVD1pFp9OQ448Yzwc9CXzfChTJaLtGGhPczOc70tmWeJ06nPbv1mq7txdusbsS/WonEuG46bJEzO+ewhbVrtYS2aiM7urEVubB5s1bkZ2bgS7uoEPq6joG6bUkhkGIkorDCoMQaxTYESDPWKEGZUiZlhTZWcku7jnbVXzJnFpspW1WM81QiFCPBDegssxuUtDXRO7pNS8pBqC4pFTg2kLIQJvu+h2wZz3cMw0h0mWmeMG1NozV13TL4yOwSXW1Js8SKKGPQWlFXNSYnlC7nUY7kBJWVeBJ5BTUqw+Qc4zCJ74LVxRdOTOpPpyNXuw3aCLhzfXXLMH8geI9GP12fLv0WF7Lw8zZM/UN3nPL8Nloc+EwKB4QOPg4D0zgJrJllF0gpYfVYXhYLKpBjLIvBkJWGBNPxhC8I06oT9gBZKO2Kp4ukplDRfSbEhqbZ0rQGYyPH47kkKBtef/UT0CJhmMYZlKbvW8bDXmLPU8bWDU2J6YghluCmFkzFPE1yz4mZ4zhAFp1QCBGjM03bYFKNigFdWYwSdkN/fSWDVxXQKuFcKNwrRUiCyIUi+NKV5TicZSFZQ902dK0wGIZhIKRc5isJtEZZS9tWKGVQOrO73hQybcD7iZiEsX3Yn6jqiu12Q9t2nMaBw+mxmJ4HVque2rZ0tuQU5ADBE5NHJyE/xbgAHwsgYEmpcMqS7Pi2rhn3R87TKJLn4iKa54mUPQ8Pd6xXLbvNmrqGq6trqm7N3Yc7Ht+9pzbVsxPi4yZrab3KHPxHo2U/9vksCieEeEFJZMBnPrpA6uwAhbai9HR+JJdYOq3Fj0B6X0V0ilQZcoyQEzqLTkQyaBoZoqqKftXRNDXTPEKamdsa065pupUELdUtKEPK4FIipcjxGInzzDTNVG13iVIXP+iaXPp2VRwi5ZGi8t5JrEQVqCuDVoIWpSSol/AbNLFAuC7EIqUQN1K0wiax4J3cDPBEqS+CrbZp0CozzxO2shwPXl4b70GbYrdlIDlQCu+fGOWpsI6VUrRtR84OpUa01vSrnnk4krPCZ8VxnOR+1vTc7LbM01Ssgk2JU7So4otGIV7GAsxLl1Am/LMTY8HEZd4C0n2YSotp/uFA9I5V37BZNUWivuKg74sT0sftVUaQwOd18iuc0x94FgbDj30+i8JJ6XlO5BNvCIrZYHHyrHREKQh4FEYYArnMfHS8BKPqYmqnFU/TY6XECC8J4bOuLat1z2bTQwzEEAmz4+HhAR8Cf/CH/1gu+6ZCJQnQ9UFUgjJc40muUN70qqpQthWvMS0ygxAdxlaFdZyoKrGScl5QQ62UDB+1tBkhJ3KM4mgDpKwIk5N7glKsrKVtJd5+MRbUORPLqRODI+ViyqiUFGsQuXNVN8SYZVis9SVQapmiC6iSUCqU90XmIcpYqrYV50xtJQ3PBWyeqSpDXRlOJ0fOlqauMFqDtcSoiLEQQIuRbS7IVcypWEgJ0ifeeIqcl1xQea/H8UzwEyF01GaHIQsiWlf4aWZhUz81asW08Dk48YydIDS1fFlbT7//bEj4I57PonDUs6b006QtgJSdLKpyMsmpoVFJ3PG10qL1MEuP/Ok+RGHAWnIOGCx11dK1K3a7a7arDqMzDyfJ33l83PP1z3/B1c0tXb+i3+wkDsI72rZjtVrz3dv3POz3rNc7br+yaG3RKRNnR0IGjsfjkWmUpDRyRtnMcJ4Zz4NQ6q0RpWotC5kcizzciL4nZoxJhXqfGIeB+3sxWr/a7shaoZUlek9ScBoGghORH0ncTbO2rHeCwCll2F1v0Va4aD4GVM4FgaqJSV2QrXEcL3k9TinauidGyQq6ur1iHEfOw8DrlzckPzFMj1SVRadEjgLGqLKLx2Iin6MnK4gx44IUzcOjWAmTFeMohvhCRnWgNbPz+BnG85n93T1BeSprWdcdulFMaSzSwqf3W+fiPQ2XU1RsvJ7RiT85YS6F8yN7us+icGCpeqEHLHecS45kOYHkvzN9312+UWPKn8UndaGYTnxSOAp5UbKcEs4FHh72bJsalTKrXoaN+9OJ+4c933//jqZb0fVrHh/3Qt5sGtz5AQoLYWnThmEQh8sQ2V6/pNYdZEmbVijCPDFNo8iZKznFRHuvICkqLWYkKUNMuaBQMjw1CgEalKSJbbZXPNzf8eH9B7pednhfHIKUlsWaY0YZRb9ala/VyMahxdC9UhpTVYyTXxx81AAAIABJREFUo7byOjrn0IaL29DCmPbec5pnQtdjrcGojI8SWhxSoq4tX7y65c27I/M8oXINqkIZacliSKSFe0imJKUTghTT6GZiGRbHGEm5aGxLf6U08jpl8C4STZHBozGprJvlw5+xs5/PiawxJJXEty9nYkofFchv4zVw+Zy/1Uf///RcpsnPeDXLTrFoJAQ9ssQULrZPF15bBpuQogGyziwdnGwvSkAELfeInBELJB/YtTV+niBd8/rmJaZuSAkO+z1v374jxszuxSuMsZjCHJ6mGWMsIUaGccD2K+oSjKWVRluLK6YdGsXZewkDBsZxQNcSRR9DJMdM7ihDX+FTRQXKiq+BAkL0GAVWS1hU37QMceBwPNL3rfgJVFbi+ZDPQc5UxXk/Z9DWCKVlmnk4HqmrlqwV43kiBsf5fGS1bi/RgYvAS5IZPJlRXH6y0IiarqFuKs7HR3abDau+Y54KodNDjtJ2pQJrGaMvGhyyBGKN00wMwqhISrg7mVxMqzOQSHGJ3hC8TF63wDzNkk5RZjlksX1SWoF+Ctd9zsDW6kkrlD7tan6sgq08n1nhyLahLkhIRhsRCVS1aF7mSXpio2V+Y61BKw3FMlY+YWEjyC+eflMuEsSo2A+euYq8vX/ki9sd9XjiZYgopVn1a+72E+8/PGKqjqrtSNER2wo3TYAEy/oQUIU6czyccC6CbrBtoO1ajLHUSmYL8ziLN4LNTCFS1YZs5AI8ByAhJNAyVwlJcZxmOWnIuBiprRStUpa+X6HnwOFxzzgM7HZbmUksZMuUxRYqSxbP7c1O7mbFUwwU333/hjid2axXnE8SGxIinAfH/cOZ795/kCiRbJhPE6gjKSUGn7DGcHt7w6q7JjDysz/8I9p+xd39HfvjoZjXd2x3uzLUDDitCCniQuZwGtjvD6Qkpyw83UelbooozZgLCUFXCueinCAIi1opVXzSloBdC5XYguUslro+inBOLXKHmMF8TPb8ndTjXFqyZ+xopdXl11ppSJkUojAIskIpU+5D5YJunl8SuZhnLwOw8pulv7XMKaJQ2L6jWnVMaSY4h7E1xlRoUzNMnmF2xdUl0HdrjGQuorSkiPmYSMNIzpoUMoF72l2iW7fEkIlkTN1CKL19cpChe2bcN4ZE8oEqKda9DGN9DoQcsEbJTqxhjgmLdJspgx9Huqqi2Wz49ptf0nUdX3zxBR8+fBCGgh8x1uJTYn88FqtewWlDkKDfmL1Eb9Qtbbfh7fsHjufE6DVTzEwJppjxQdC6GCPj199hreXuMPLixQuUUpimZbW74v5wlHmTlZlOLkaERmeSFkZ5iJlpFr6dvDviVZeXwUx+Oh3I+WldIAULSPGb8n6XIskxo5WwALQqd6visZaUSK2lRVtCmp/oQDmnQtP5XZIV/APPInZdjNaf61GePuZJmLTo3VNeHAxKUKvSJQbeUFUG7yJGWYZhxPs1Td9xPp9YrzfUtsboiJs9p8MD9ie3YqfkAlWzoir3A2kDLMbKjAJgGkdy3cjXGwuXKokxoHy8JkbF+SzxHsaYJ+Zygnn2whquFJUR21iVJM80RPFqjn5xF5U3vmlbrm5uOBwO3D08YKqKD/f37K6usJUMHZ1zrFZrTLGqVUqz3W5JrWW9XvP4OBCSJWaNC4kQYQ4JFyLTLNSjlCIhRu7v91hreXjY8+b7d1xfXfPidlOCeTeM80SMHrEozKXpenq/lkAteJqxPN/o86LkZAnaRdSeP3Bxf862XjaiTwVzH138/x+SOj99Pq/C+YEXR+70H0d4Ly/OQg5MaWHjFkgbLr2sKhP7iNgjyUQ98MWLKypjadorPjwqvn17ZNWtULYCRipG6t5y1RvWXUPXb1jvJKngfD6zWq0lCGqYy7R9Td+vOUwj58Oe/X1HXxz8p8mTo8yUHu8fOJ+PbDcr2lZiDqdhvEiCpYg0SmfaXqx/bTH1yzES3YifZ1yY6bTk1XRdR8qK7dUN0zhxODyAgqrpSqisAAUhRmJOVE2HqTJ123M67rk/j6h6y5/+r/879w9HbLPmzbt33B9ODOczzvHRzCenitM4czxHmjbw/u5M/MsH1usNv/d7P4WsEa9oWwCf/GzeJXEkEm1YrjyfrGXFr66BXN5X9cn6WIpmSa741Brqt7r0/xYf+nkVzg9Cgc/QtfI8F0ItO8oyA1ruRk8j4yf2hdKK2hqshug8t69foqotwxQJrPC5JagGciDHIJkpYSI6h7ee4BN1Y1mtVmhTlxlHXdqOchoq4UUN5zPTOFLVLcZU5EKr7zoxBA8hcXcnydlGaVTO9F1PvZZZi9Waru3QChqrqawGEm48MU8jbnbcv/8Fp6Okya3XK1brNe16RdW2PDw8iM1sSURQWkscYhJ9S0oSRByywTYrjFnx6svf4/3j3/DhwyOHYeZ0nkmIkKzW9cXb29aamHW5ZGtSVORsuHvYgzbi+eZm0EbmPlkMBz8NPf6Nz7MPuVxfP91Yy38rpUqsSrj896cf+xufX51i/NrnsyicT/2tjLEf1dBHbZj62NrnOWQtw0hYIG3IWFvaOqXRZJpKs+lbXty8Arvmwb9iHxtMd8tfvH1H9d6xayOv+4boB0x0EtGutkIiTInVaoUqhhx1Cztd8d13bzkc3tBt1phKZisRiD7Qtj1VVWGsoqsr3Dzzf/3bP+ebX3zD3d0HYohs12vc7Fj3K25urtnt1vzzP/kvsFbTNhV1Y1EqMY0D4zgQgqcyHeuthO9eX1+TU+L9h3uMMay3NxxPDqU8V1c7um7H8XikaXs50ZJhnAbOs1CFfvF3X/M3f/dL/uPPvyMqi/MBXa3wbkJpWwaNBc4F6n5VqD4VMUVU7lFx5sPdgZfmBW3bE6IDo/GzJ8RACE/qz+X5qEX7gWL6dPEvp8ry8QuwpLXm5uaGlBL39x+Eb5ieWN4/9HkXQE6scfm4rfsNz2dROL+J7vCxX9fHH7/8XiQKoU8ZlDISfKsWY0KBK41VUNdUGtq2Z3P7e3z3Xc9JbTifO9rqht56OhVIeGobIGfG45G22xB7T3ZIixWkNcxqsXsVGydPIpKZnaQfmCWQtqox5sm26PUXr/nmF99c5k3n01nCbLMoIx/uPvCf/2f/Kd3VTjhviHXWMI4Yo9istjy8+47zeZDXpK5ZrXr+0R//0WVxqSz8v8PhgLU16/UGYySBGkpejtZoY3nYP/L4+AiIFFlrjXPzAvCL7Fo/5bPKIFruMKLvr9Emk6PidDoDHahEDIuo4GMU6+n9eyqe37RwlzjC5z+ef05JXqs5nQ6X6Hig5Ms+nUyXX1/+D37Ls+nzKBzUU1d7IbWWFzHz8Qnz8W71rJ+9oCRicxRjSQDLUnhWG/qmo28rqsriQ2IKioe5xbVfcp577iaLax3VNHBrbBGPaXGizJnaGnyWaXrT9ogOPvHtz3/Ol1/+lLbtGP3MME9M81z08BE3Obxx2KomhiDUmdWa3e6KN2/eMJzOWC0oVNd1rNdr3r898a//l3/D7atbfv/3f8Jut2a17vjqyy+JWQzlX7/+itP5LFCvD8TDiXkOtG1DVdfUxtK2PXXdSjBUSb4Opej7fs1xGHh4eISUGc4DfbfiPAVCodsYU6IhrUUbSVtb2B3OOcZxxGhTmNtyR3XeEVOmbmQQapUt3cD8g4v+aRn8w8tXPaPJfNqmL0ngVSVji5SSWBe7p4S1H4KbFyrTb/t8HoVTSH+X6tdPXqUaLj3xD+02y+UwFdcTrY1ICIyVyL9+zXLd3NaJ623Pi5trbr76Y77ZVwzVF7w7rwnt77M310zTHbU9Mfi3uDiTIv83dW/6Y2l23/d9zvosd62lu6rX6elhk0NKXCRTFARZii1ZkN8YYQy/z4sE8F8QJH+H8wcETgIESALoTYzIgGVHCkRFli2FIjkkZ6Znpmd67+qquuuznSUvzvPcqu6hxFEAA81nUFPVt7q67r3P+Z3zW74LVgnaek30LgFN+xlS13W0LnLnzh2cSzdxNpsxFdP+OSbQ52q1YbPepp8XEq0Ek8mE73znO1hree+HP8JozXaTdA1evDihqRrKsuRgb5+PPvqI2XzCfD7j5dlJQhVoRZnpxAC1lsl8TgiB6XSKEIKqqlis1hidNNWm8/kOMW2yNOh0vX+OEjDKMw4O9nj69CVtXeEjPYxJIbOMclSyWW+wmUEqRde2iRa+cWS5RTaaGH1S/WmStnU5Kvv7I14RCNx90J82P6Ou2C2HS+tiuN9CiJ0PT57nu4ZD1yUf0jzPOTk56ZdW3AX6DjS8o3tclNXp9PniAfRGBE4M7I5V4JU32QePkuoV7xS4OHKNtVhj0Ub2x7VBSYPSBtWjrIfCPchIW29YbwzVNucnLy0bfYzMMpQ/p8s1XuSchsBJM0WdnzLJFEYFvF/SuAXCHmCMYVMnsb5iVFK3ic0ZfCB0HdaA7KVDrFGUZUHXOdquTd42wSFEpCgUt29f40c//Gs6lySoWpdYl5MyIxA4PL7C4Y0rvDh5waqtuXl0O/FliIx7+VcXIypPYh6JpBYp85xMJvhNW9d8cnLC8bVjhJIIm2xStr6lrj0RmxwWpjM+e/yM1ic0dZSSLkRE0xJ8YLPZsB3s5Pv7YIgI7/ARfGgTYnkYl/TDRiUTXAgu6zVfSpWGojxcDCKdS3To2KMDpFTQDzojvUTu8LO7eV9M+nUibVjDaTOsp4umUh+wu0BJTzhh2n6B5jhpztC9UsQN9hwhBJoejay1SOJ649EucIqioChyMiNZLlOHqesS/N9FsaPegiSfzihLRTka87Qbc+ImLEKWnAPimirOKLIxyxDYqn3kyFKHBVVdIVEIExBa0gZH6xpKO0ZbhdQ5Pkg6nygSmU4YuthLQI1GBRCpW8fZ2TmDQ5lSmv39KZPJiO22QZvUVDdZhtKKKCImyzi6eQxW8eTpE77/w/f42le/ysHBHvWLc6IUdCISupZAYLPd0DUNmTZcmcxpQ4uUkqIoqOoa6RzKd0itQSukyZHBobOC0WTC/GAfkZW8ePkSH3tgbXCsm1Vv1+6SHpsxaC2xUiKco+mF8KWELDPppsaQWtIxQogoqXcnULrx7FrSQohkUTIsYCGIfQYxiD8KqRmkpmyeM7juxRh6eeBkZzksft+r9bwuR5UCW72yCafPA1/1519vROC0rqNt0k4VIvSbJrPZlLIskTKdLEQoRyXr1TqlSW3Lar1isVrifIKpp5ZkmgILkrBeAn86gpTIYoqeXOX9+8/YUCIyhXcOayxbdZXWLbhSenzmaYvIxipWakZmRjw78Vj5GK0Ve3v7xLZm1WwpxhOstUniNsJi4ZJHZp4nHo02zOdzopDkec7Z2SlPnjxF60hR5Lz99tt88MEHdG2XXqvJ2CyXvHy24MGHn3H3zpe4d+seX3nry/zgRz/ge3/8Z4ynE371nXeY7E0Zj0o6GaiammKcY2bJ1/O8rlL6qi1KKDof2SwX5DZZwpeywNGfnFnO4eEhEcn3/uI/sjff48nTZwwmT2po0PRNAxECQtieEu7RQtDFCCJwdHREtV33O3sEpZDaQK8xPczjwuWGAfSqnL3goDbYvGA6m9M5z3K5REjN4f5ekvnSivV6iWu7HaJBKUXTNCyXyx5rl37fwJBNL4BdE+nzJ9EvmLEUCEbjkqIoaJoWYzSjUcm1a9dYrdZst1vqOlGX15sNi8Vy96KT/XjEx74FLZP3TZLkBhETx10JCEIi8hGtKPGxwMeUzimtkKJDiYzJdIryC+7du8HXbiq6xae07RYZc8ZmRLd+gS6KpCQTfBJGDI7QBqIgeWKWI9o2zUlMFESaZC2iJONJQhk/e/6U7XZDnhfcfusmy+WKB/UDlstFamYEiW8cZydnLF8uuX7jOkLC8eExf1V9n8ePPuTetWtgDLXzZJOCzGaEmChjnQssNxueP39B8J6v/9LXU2NC1v3cCJq6JjqHEqp3kUvqntEFslHGrdu3uf/hR7t2r+zVMQfFzAHJMaC+vWvShhWTSS5S0LmAUAn4Ct0uMIaT55Ua49I1CLeMx2MQEmuT+Ml4PE6dOO8YrGAgnRp1Xe+aFsNwfOi2Df8mfZqWGkfxc6fOL1TgjCdT9vf2GI/HrNdrVqsVm82W5y9OWCwWuK6jbTuUVjvozXAMJyHziBPJWl1GgfMRbVInJ/Q+KFLAalsx7hTLjcerMVaMaduObFygFDShwYaKqa54986UabbmfOM4P10jly2FyhllGq0kbdMijUFr06fZSUfMdS0o26MUuDS3SOBLKQV5Ybh9+zbPnj2nqVsODg64e/cOp6dnvGzO6LqOq1euY4Si3jQ8f/KMelMxmU0xOsfojPPzFc+en1COp1iherJdYLvdcNZ1nJ+fsre3j8kKtFKcL5I9vNWWalOTZ5bnj5+hswIhFavlhtZ1yAhHR0csVmv+yX/+Xf7oj/4tDx89otpuyfMcpQTVdgM+mfM651I90SS26Hg8IsSkMmOMBREIQeC8e2UxSyl7POFF9T/cU0jvW3IT8JSjxLbtXEgKQILkA8sFmkRKueMQpRNLX9QrsUe6hQslnhgvUrehWfB3QRmIvysP4T/FNRnncYBjNE3zSq0j5YVt3WUE69AlScBFSRNTy1qpZBqVdrM0X5FSoiK8desaev9tVhzy2fJtIvvocp+OliA7rhaafXXCN2+0/ONvbBiVgfPNlhcvW5SXqNYx2R9TTuaUe1cQJnFPgnfkVpEZyXy2hxOGGCN1W+O8YzxJqZyLjgHmbm1O1zkWiyUPPnmE94H3f3qfP/3TP8PajHE2wW86JJFvf+ub3H37bd6+d5dWBCYHcx48esgf/Mv/AWsMs9mM4+OrZEXGrTu3iAJccExmMxaLJfP5nMXpKdWmotlWEAJllifApJLJvKkLnC+XbKuWDsGjx0958uw5UhmU0RATtKdta87PTvFtR9e1CUzpPbHbsr+/z2xvzmK9QpleQrfIe42HBtckvN39+/d3C/zy/TTD16R6IwqJzXK0sYzHY/YPrhB65Ptqcc5yuaCptrguDTlVP5KIInG7Lm+wg/DhcOLJXk318pW8ZwV10/7c9tobceJ0zoFI1hLN5XxaJO20BAYQOzJaenPSzw4mQiIOdh67SRAiht5NOaFltZ1Ru4LTVqOzfbrWIqIjy2DjG2z7lBtXBYd6xSQ0NKuWtvZcv3mHaVZw9vghjZCcLdfcf75lvn+V8WwfazJk78hWVYDpC+i8RCpB3dZJyEJrtNZ0XRL967qWvb09Prr/gKbpODq6gjGapqmTe5qMlHnBs2fPuHLlkBA808M5+1cPaaLn2tXr1NsN67MlJwEODvdZnS6xRcZkPuWH3/8hIAjXPGVR4LTH28Di9AznIlevXmV1fspmneZSeZ7Ttp6u88ymM16cnLJar9Pi7zrW6zXOtQSfBFOAXdq1N50xn82IIfbFfpKACsO9kppI8xpE6mcLE16GE3SuS4KHvZ06/RD0dURACsCwo3oPutWXv//K1z8jNAQ/+/Gfdb0RgWNMtsNBSaEuTZKHTaEXn4sD0U1egtWm00XhIKaTJdLXOCKiokTGxLY8OQvUs5JKH7OuLKXOCd2KLtZke5ayecDZZ4+oW1jP52xkQX7jK+TH93Ddiptfydj6DKlLzj54xv/5p38NsmA+3mdkNNMi5xtfuc7+gWBvb05e5knsoiwSLEUJlAZjUz0xHo9wzvPLv/xLPHnylIcPH/Ptb/8qP/3pB5ycnZNJjd82aOn5qx/8JU50/PY/+T3W3ZZsXnDr6BYPH3zMtWtXmY1KlssF//oP/hW37r7F9Zs3sEoRfOCjn3wAPdBzOpuhsoyoFD98/6dUi3OmoxFlOaHIMsbHUz559JjCZty4fp3F+ZLT1WKXOrVNhRCghSTPMybjMXmek9PhQupuKZW4VclbJwmOKGOSdkKMu1TtdSjMkFGk2indamMsRVFycHCQTmudDH2rqmJApwef0kVJ3P385aB5fY4z8L52mJv/H7i2NyJwpFa9G1s6Gi7DxAdYOhcxsoOaX34skZ16tmDf3RmCpy/7cE7QdtAKhdA5beeZTzRoQdNtqbZnqHpJjDlnZytmb91Ejw4IdowQAZspFGOiyvjq168jR8fcv/+QBx8/pF1tEF1Ds3nJvXfGfPnL99BWk+mMzWaTgsZoiiIZ11qbJGQTOFExHo+Zz+f4m5HVakPtHM22xmY5bddyvmj58fs/5pvL7yCdJSrJtaMjzl+c4FsHeWQ+mfG1r3yV882Sn/zkx1y9cowxlqZuODi6wnZb0Xan1F3LeDJGGsvB/gG5tTx8+JDVeo1Ulsp5lLZk1nLr1i1u6rd4+vQp6/Wa5fKcarthVJRMJmPKIk/drMVzfEh6nkqp3kdoUM8RINQrKfZQtL+eeg/3nd5djTgQ1FQKCJfkrNJQPGBUcs8exNUHgcFXaSZc/Lvpi/7z7n/9Q18c5flGBM7rvik/61gdTtcBT7AzmhpOJeERlMRo+oK0IwqHQvRIBEtb7KNMCU3LeCJpXIunZZorqnbJxL9EhIpKTTmRJXvjEYXtKOMKZQU+GgKpgI7bJRNxxpeuFzz82HNeN0DJk8Zy6AIfPPiIW80Vblw7JAstQii6qsWbDNc7n4mQ/D2VlRzMRvhmzOrlC65fnXF+VvB4vWZbr3FCkduczbrio//3p9z7yrtcuXJInY04PrjC+dkZXRcospwbe9c4nlylrrf89MP76MwwmkzwpUN6Qb2pWTUV1aZlMptRC0fVBrZB4ITFt4GiHGOynCcnJ7hYozPDdDxjNt7j6t4Rzx89Zj6dkFmBd1voOlbtGql1QoL3oFoRAlakAamWgbYPgOHjsm+ocw4fuj6x6JEkMfY6dBqBREtNiC1t2xBct/P7GdwKQr+TDmS0y+iS11PDGF/boHeNii92vRHNgfF0FC/QAnCZhSel3NUtr77wi45IwrRVyDgHLEI5hGhBeDQ5ShSgCsK136YVewRzjVoeo41iop9C+5Svf+UaN5o/5/2f/Jhxafiv/st/xmw2RivFZH4I0hKiAJmKTSUN27ql9ho9vstfvfeAv/zBR+AFYv2cg3nOtaM9Rrnk7p1DRqVBG5jPRqAFQSaRCSJoqVBCUlc1H334EU+fPmVVdfy7P/kevuvIhCXTGdF5puWYt++8zd07d8mRrDdpkn92eopRmr2sZHO+hM4zPdxj2zZUVcXzs1M2bUXjHXVwCK0JIlKFlsPDQ/Znc1aLJav1mrppab0jm4zoQiCzCiMspy9OwcOkKHCuplqfU21f0rU1+TilYxHJukknVpTJWKvrNRc2/Ujh008/BegF0sWuYBcy7CA4sU8lRuWU4+NrjEZjQojUzYqXL1+yWq0oy+TUtlqtXmlLJ1e4i3Wttf5c61nKdGYMCOrL1JWq/gVpDly+LqNlLz26++qi7nnt20O3YMDi9ncgiCG/U1hT0oQMLyzR5NTtiqulZ1Yq7t0Ycdxe4/lnH3L92hVU9GyXZ5SjEUYnwUDXOIwGrSVN16AkmBiwNvDtv/dVrt+8yf/xB/+OelmwUGOW25amXSGKfa4fW0zbsL+n2GwrpE3FrowpVY0iIpRiMpuy2qxpwoavffWr/PX3vw8SVuslWhly5/j0s085Pz/n3XtfZn9/nxs3bvDD7/819XpDLVqkkhQmQyNRUTApR4ynE9bbLWfrJZ89e8LZ6Qsme3NyKdienGIal4h0IWKLnGI6YdFsyJUldh3b9Tnr5UuCCzRrie8a2mZN167Ic8uVvT2QirpzbOsNkkAUChciXQCFeqXFnO71xSYohno1Dpyq1BXNMovWiVrtXJoDXW5BX7Yh3K2RgTXKxcZ6+fcMP/vq46+us593vXGBM9Rrf9Nr+JtquLjriKS8OMQAIiJVsu5Dajqn8GRUTiBKjUAT21NuX8u4cyApVzlfu/c2hwdz1osT5vMZSkQyo+iCoBWR6HxS3RGpTslNztatyazl5rUJv/L1d/nLP36fR082FPMpjS94/9GGTlrmZeDGVQghOaXFvl2qkcSQXvZ4PGZvb49N4zjYn3Pz5g0efvwpxlhi8NRtzWaz4Xy55Jvf/lXGh3sEI7ly/Zj7P3kfBIxGY6a2oHMdBkGIkNkcqw2jsiTLMj579BCdZ1SbBXmWUZ+eUVVVUgLKLcvVORWOxjX4uub8bEG1rVLq6x0Ch5SRzAgm45z96QikYrWpOJNLpEjWgs57ugCGix39sv/m5dpmaKgNC1kIQZZbjNG9OGK3m+O9TpPerYPhVAFer3GGWmmQIft8d0984WTtjQicocbZXT8n8H8WEC8KlbBhRFTffxZKE3VB1FO03WPdGEJZYosxbbPAmoo7VxRZ95D3/p+/4Dtf+xplpjk/ecbRniZTM6yCsxfPaL1gtncFXzf4NmDKgi6m3H1kA0pvyaXnH/7WXX7r197lg+dbfvrpM967/4B//9PP+ODBI+4ez+kWW/YPMg6vS4L3yfXadEiSQKFQhvF0zi2dEcNDvvHLv8R6uWJ5tkApRYcnyIDH8Yf/1x9x48YN3r33Fb7zrV9hu9nSPDulCx3bCDoKCpOlhegCWmmMFti9K0xNThQwKb6EGFRKBay2K06rJWebJT/9wQ9ASjIlaDYr8ElAJLMaoyXTyZibN485ODjkcJY6hfNRgdaCs2VF5ZK/qg+R1sWdKe+AbB6C4KI5oPp5S49yV4r9/X1sZqjrGucbXrx4QVVVSXqrT68uDzBTty68EpCX0QNDQ6LrBtc2v0vl/i41zhsTOK80Bl47cV5P314nJaV5TxJfF4BSEakMgUATBJFeY1rnhCgIrkMYCW7FevGU7eonuPMPeff2HW7dvsN7P/o+o9EkiWlIQQxdssdr6mQVHkIP5u11jqVMcrsyYktHLDruzibc/Moxv/LrX+Wv/vI97r/3Hh9/8ilqfcrN23OidkymY7xvsF0SONQfvPPuAAAgAElEQVRdcjQry5IsL1ksVpy0L3j77Tt86O+zWCxRWTLE8t7TVDUffXCf7XLNN979KsYaNsHj+wWVaNLJGdU7D94TBBilyI2lrmsUGqV75X8pCNbh8WituHn1GlILrITPHjZsNw2IgNWR0chy5WDO/mxO2Tthe+9BeHIlmI9z2DqsdHTD1H6Yvf1NdXVUKb165ZQA7zu873aijq8zP18fkg9d7ldrGrlLEwfkwN9VS+3y9UY0B2xudk8i8dgTe5G+vSh7AtPrzYEL5ICgCh3W52ihsNrT+oZoDIxuY8urqOwKC/MrWJsjlUSGJXulZ/ng33I4ahmZilhHRoXh1o0rXJ0pRrnmypV9vvylL2OzgnK8TxtIOmtZSZAGnRVoO0WrBEJt3ZaYtZhsig8KHxWSEcEJROzrJNmxePkZXdeilaSuVhgjsUaRZQYR0+mw3VQsFgv+4j/8R7wLnLx8yUcffdKLM1pslTpIWhuu7B9Q2ozre4fMihGFNBTapomWSoPFroe9KGtQSvHs+XOMHTEZjRMkn0iIjkV1zqatWHUbApHV8owHn31ICA3GSqaz1IKezefcunWHPC/ocNTbNV21IbqW5WbL2arik5c16zYQlaHr0vzl4cOHuyHm5RPH6NFu0q80lGXB9evHeO9omoZHjz4jxnQ6jMfjZABWVazX61fUj7qu6W0xL3g7w2l3gVu7SAtf10DYbOtfjObA5+Ddn6tx4s/8+5f/POisKaHQGqQtiMbQaoOLAucgWJHmMTKi/Zaj6ZRVDKzrFqNztIHaez5++BTfZlw73GM/JJ5/DBGlMpwuKG1OJRRSZwhTENC4RDzFB4N3Chk9Ak+mFEpGdJEjdc7LRSJbHV45oqq2WC159jThvKq6SYFg5G6KXpZp+GeMYTqb8fzkNCn4x4apmiTbRRcInWexXTAzBaXOUFqQqSQNhUi+qlLKHWZLCIE1hrrtMFl6nlEk76HcFjjvkwacEFCOUTG5SWTaMpslop5WEhEFRV5SlhllUVAtNdvVKVpEZAxYBXnfRWyacCmduvD+vOh4SaRM99ZoQ1mUuzrGe5fq1h6yNECpXh9d7NbSz+giDT+XuniRy6a5iNe1df72640JnFco0Z9DPrw6mLrcOhzePK0EJlisVGRGETV0UtIONoLGII0mhA7XtFyZaN66ccjiySHnpw+pukgmJQiN6xp8EIwnE5TSNHWdFsg4kBcFUQiMLRC2SGo3UeFTLwKte/NdGgwOIwKRNllyiBZpIRMG6zRFkdN1LVeuHuFdkzxqXEvT1LRVjdUG5yKj0Yiu65hMp9x5+w5PHj/h/PycsO0o8pQmrZdLiJFttcVPZnil0gmDwMd+N+6R5PS7fJ7nrJs62aDrAd8n0MpitKUQBcoo5rMxTbPi2fOHOF8jY1LPsTajrmu2my2j8YisKBGhI9RrKqOxOpnqah/xl6wOh3s9CGoMgRM8pOARPWQp3933JH2s8I5XZkGv8mxeDYTh0j3UaVDA2a2qywPXv2Pm9UYEjuiHXVLJHdvzYucAetFxY/SuuLuc4yIihVhRdXO2ZHixITZnRCDb+2WCuYsXV2ibiB2P0aLid35pyrdue37z8F3+zX9o+PHjU6JbMpkdEP2I/cO3UWaPB58+QwTB1auRcaiwMv3ecjzDYalan7pXYkBqr8CTLBe1JZqStk28kNzk7ClPCA4vHFJoilHGaHK8a6uu18mNbrM+5fmThwgEN25c5/HDhzx78pTj6RhdzdgzihenG1bVCuMlI2mRMfLy5XOKwnL1yhVcA5nsnRAISGOwxuKDRyqFkYqyrGj9OWOzD0Hhg0CGjIKI9QJ8pKHgSze/xfHsNk8eP6A+fYGZCDq3otOezWYDW80oL1A6J8sPuGr3yPMldfuAQmyomoqt1nTaozNFVEnrObiIlRoZYOMDzjVoEbkym2Jlh+iF36PrkMogosFoS54lekZrW7SWPXZtGHSqfhY4tJ0vhuRpRw5kOhKjSu7bxtA2bodG+SLXGxE4O1WWSzXMEBhKKbIsPc3LKivDLpV2kUigo/U1CIERXYKsK0WWlWy8QGYmaS9XS2YzmEwz2u6Mt966xq8jOP/e99muEhnMSMWnDx/x6LNPKDPFteNZogoYu9u9lJJJND04rEpkOURAaUmUCXI/OGkrJXsIflIStdYmynKfhgw7p1Kqh+4riBOK0ZhxOeL89Ix8NGa+d0C13lCMJ9SdQ5qGUCdrQFQ/12g7mqoidj4V27EvtoVItolicA1I73Oe56w3W4SQF/pzIjExff8+41K1PR1NaOZ7PD85w5icYmIpxjlSS7abFcI7puUYNSr6zc9T5Jamq+mcQEuJlmJnWxJJTZEESu5PIW2wPdPXGEXdNMkihF7Gqd8sh9r29fFEjJ/L8189WRiwaheImwFXF2LY6Vj/vOuNCJzLJwhwQQXo/S0HIb3OuR7Ql0yZQoy7HUUKQYyeSLe7KZnOETrDeYEiCeU1myWlDRR5hTE1SlruvX2bOuZ878+/x/Nnz5jsT1mvVmRGkI8KzjcN9uSc/avHNE1DXk7omgofNUaqnc61IGK0wos0lEni4YE4SCvJhIoQO8hQQBAgps8CiNETfEIUXzk6ZlSO8C6p9hAFdVWT5QXabIhaoazBNUnDzWpFqDuabU1wnrzIyJTpwZaBtuvp6VJAiPgY0DZtRM45tEhMydh3m5RMgNtMSrzryDLD3mTGi5cKgaIox0xmI1BwtnFU2y2jrCDPM9arNVJJRqMRVV337gISLQQyEWT61xvTawsDfk1irenf09Sy9s71WEy5S9iFGNw+Lw/HL7WgL33n9Q354u+JHZZRaUn0AvwvkOZAURS7r3ciHf6iz769NGke0rOhI5Iel4SQIYRHqTTRL/IDrt/4Eg+2BUGXRKVhe8rxtOEbbxfcPqqZ6paiiLSbim++fYM/+eOGu3fepqoqzkNkWycH5PDgMQ2KvZMVR3KM1itU65EmIwqJySe9YktEmwLfefLMorXAuRopBK4LGJUjkMTgseZCfdR1qc2qrCW3SYapi5J8NKOqasbzPZS2HF454vHjpzQhOR5kowJPIEjBuqpxUrFns+RUVreM94rUZhaQZclxu3MuKeMoRes6qrahzAtOX5xwdHjc82YlQio6IIZI3FYUeQa1Z5rNuHZwi61bs1l1iFFLMSk42k/qOkale6OMot20TMoSFRPXplm20ClMjEl+KmmN0npHdBFpM7I8o8wzuLQGuq5LW0zwSGl7kpzpQZ2vdlrTmlCfy7heQQuIZPfyOQxkBDB8kesL+PH+p7+EEDtX50GdZGAWht3MJFFpI0mFPv2Z3fecTy1MhEPJiBKGvJgTMERpqFxHrjquTiRvXS0ZZQFBS5YbJmVOu10xLjIO53OM1rTO0/rApumoWs/ZYk3deqptYhm2dYVwLVZEfLshhhYpI029wbsWok8Eq67DO4frGtqmQYiAdy1apfmQ6yoSyzjiuholIyL6NH8RoHQS1ivKgizL2NvfZzqbkuf5TndBSIm0miAE2pgdU9Z1HcReO7vrkj9NTN6hzjlEhCxLLttKSpq2GVD2BO+xWiNIMlGxc4mG7iJlNsGoHKvyZPUYBYqUilVVckgYTydMp1OyXiuisBmuqjBEZPTkJol4JCt5tbNjUUMGIdWuZd12HQheSWlDCAkV0l+vz3bS37uY8wzrDEAO6IFh3CEvzKik+GJnyRsROD8LAg6XsEzi1Y/Qt1eRw2MCITNCdAiZhDf25odMRgd0XhG1QRnD2Ha8c2PK1VESMm+alrrtqJoKYkUuJcvzlxxdOSDisVmGzpLdx/OTU05PFyyXKzarJfgG167pmg3RVQRXE323M75SSqC1RCoQePI8671MA1JADBcnKqSdM32dJthaS5RIKIgYHV1bI0WkyC1tXXF4sEdmLVJKsjwjK3KkTp20wZV6YJtqlfwwhnpHSdmb3CoUg52XwLddSp986PUJ+kUXBmCrRqLJdE5uRoQuIqPACI0IntB1QGCxOmexPKfzLeMip8gMVkumZUFpNHhHtd0gev6MVAkpIERCsu+G2j0xLfZYnAHDNgTG5VTt9bb067CaV9bVKz9HqkWlRAqF1tkXWrNvRKo2iEQMbMIdE5ALVDS8mp9eLuGEEAg1Ar1AihajBffeeZfztSGoMcKOiQJ+59vX+Y17M/Z4Rnu6QRUTzrcRqyVv3T7g17/xLmfLFcu64fjqPuVkwvliwd5kRL1ec//Dj/FNw2az5pu//C6+bnH1mk5IZFagbAHaIKXAdTVCpGLd2gIreiRuE5KXprhINV3XT7FjoNompK40mug9Go8PLVp4NosV09IynxQszs/55r13+fTRQz59+BBbFChj2ZyuiCJQk6AkRundjhv6k7oL/Wg9BHznCBG0TOjs3OTkyuCFpKnqJGphEoqrcx4RJSrkHI5zltUJcuPQOhBlh48RYzXGZoTgaarI2ctTZAjkUnF9b8Zya2nuvMXjkzNOVxs63zcuANvL1mpjSBoNF9CZ4bPRJvm+ygv3g6HVPKDqU7B8Hqt2+UoU7UhyMIIYFRGFNaMvtGbfiMB5pf/Oxa6y41OkVg+QOkKSC6WV4X2RMVljxOCYTyeMRlOevWwxtqCOgoDjnVv7jFXDCPDZBDXa4zyAipHO1Xzjq+/yyaOHnG8rfJ6zaZpEQHOeIstZLBZ81NVY/SXapqJrG7LcorICHxyhbXBdi9EXkHXvAsZkdF2DlIm92HVtcsDub27nmh08pu2SFXuhigRq7FxyJ6hqlIgUuWY6zmhrRfSCW9duECN89NkDtJAUStL5QN2l4eXlmddQh4UQkCTn56jS87TGsG1qqm3FeC8naE3dJQlfbHLdxgeUEMQAwkcyaam3G0SRoUepOvIh4KPHO4cxmvF4hEGwaFu0CGTGUGQ54/GIqvNsXHvB/pUynYZ9+3yXfiWVwVc6rWku9WpqdrlR8Dr/5vUrxgFFHYlc2NVrZb/Qmn0jAkeJfggWEh9DquT56EPqJil/CUkLO2vxGCMqpiO+yl5ytNijVAVHt6a8v3nE95c50r3DrF7xtbtj3pkvMbFDZTnjvWOatmXatRAFAks2L/jm0TexxYgmWIRMufe//J/+R05eviCEjnPf8uGTJ3z0rx7z5S+9w7Xja+SZI8tyvFth8pLGZKxPF2RZltwKiPguLaQizxA+0okkgxtjpGualIpIhe+9Y3zrEu3YOTJrMDb5ANki49bbt1GZ5uP3PoYAX33rGuv1GZ89fYIzBaLuKJYLQtMRvUIqiYkRGcHF5MpMjAghERIIEWEEQke6UNH6HI9DSIU2GbFqSHodEULyFnVtRyFL6tUGW4xR1xVaCqRRRBmSzXrbcLZ+QXSBfKp52W1oupq9iaVrDdPsCqv3P6Hr7/nYSnIlkSGCUHQtSGHRwYODIqZBtwyeTKXgMhK0EMQu6UYPs3JPTG7fXiT3iwjBD7ssROEuhp5RIlWGwKD0FwucN6LGuWgbXnxxGeo9/De0MIfsNv25N5ISARmS+/ThlWO8ymjJUVJSKMcsd+QmATHRiqppEATK3FLmGTGCySwmTzyZTCtyazFa8du//duMJxOK0QibF6yqihenC14uNjx9fsJ6XbNZV7RNg5LJJLZtHV3bsd1u2a43nJ2+pNom/WjX1sgQ2S5XbBZLQtvS1smHRwMa0RfOHh/CbpbhvEcZjc0yirLAhaSs6buWW9evcXztiPVmQ+cdbdclI18h0DJ1mWIIiKGjQnoD0wA5vfFKJUiO924gpxMBFRPOTsSUsllrMFqjlcEIQ1v55GjddWzWmyQEGJN8cZZnCAGbakM5Kdk72KOta0bWMh6VHM6nWJXcrLVJ8zE5GERdrlv6Wkz2N36A32iVtMKlTM2AJGoY+qbIRcs7hosPYoLbiJ3euE6/QepfLFoBXB5SXRR3SiT0sSRJyYb+REoCA5FkINWr22AJqkNkgun+LZaPzsGNMDawN4OrR72WtE5vdJQSQUgmuD4pu1ij0FoSggMcNivwAe7evc3v//4/4n/73//XNJMRIKVmsVhQbyraumM6mTAqS3TWcLraYPrO1ma1ghBYr1c9DVjiY8T2Q7eiKDg/P08K+33qobUkSE3dpV2x6zqUhLZOwW60xlrD8bUjlqfnnJ6ecnD9Gt4oHj18itWGqtoidKqVkJLoL9q1w6YTSc0D6T349O82XY13fidFm3rLvZtzAPrn7VxCbBilUyCIkhiSHYihD1JEUmKNEHxH03pkEJRZxjYmONCV/QO6EFluqp3Ul1AJDBtCSLaGfQSkmXaaO3nnQF/M+owxlxzZErTmspzYq7Mc2e8VSSOBKPvHLsqDn3e9EYEjpSQMHRDovU0Mrlc7kTHs+vUXL+wyf0KgQkkYb8gP5/zopy0nTw4ZibcZ5y/48lc83/gVTW4UWhVU6yWl7V2Jo6BzEWUsWjmir5DKYjKNFJ4kv+U4ujrnn//z/5rv/d9/zve+92d84+vfoGs7Pn7wGScnKw729zm6csTHn73gycsXzCYTQgicn55ydPUAIWB/Pme1qTBGcvvWdZyH54vTFCwyUnd1r7lmcSIJo29Wa5QEH2GzWbE6P4NISvvGBbnVPH/ynEefPuDg+jX+wX/292lervj0xx9yXq8xmUUGjxQRa3QKwhiJUuC6DuU0Sgh8jGQ2w7WOtmmSpaIYbO7TSCD2Ahr1turf9oBRSe5KIijynFhXbJYrIh6CZ3W+IPrAqCwxVqbBqHOMtaJuIzf25xzOZ5wtljzbVkiRar3z1XlSBuqHLXIQ6+iH3l3nQKhX6h541c1g4OwM6IwhkKSUNL4DBgF2ixAGrXL8L1LgDNfAxXmd3nrRQwv9TjF03Ibpu0CjcKplHRrqF47opggkh3O4dqSZTj1NXaHLDClICIA8JwLleIyQiqraEJHk2QhjHd73qGsRyTPDSBt+/dd/A5A8fvSY46NjXr485eXZOW0b8F7SuI7ldstmUyGloKlrxtsmOaiZHBdOGI8yjBY7yaOTkxPG4/Fu5+y6jjYIpLGsVgtGRYFzHcElbemmqVFaJJc2rdjbm/Ps9JSPP7rPN775q4yPrjNWlsV2xagsKWyGIc1iYu8mQIyE4HsMWCIBCi0wShFd8htFqgS9iQkVMQBEUycroQraNqbAcy4l/jGipExazwSKoqBr2vTe25LxaMQo27CtW2xvz+ijp7Aa2wqUAq2A4BBEYpQpPxMQxdBt7WdNfef1FaBoSLrhQ8dNCHFJcveikyll6qKl+tYkuoJQfFEy2xsROENPXkqZDF59QGt6GdN6p9A4XJcJSLEfjArn2caaLM6wbYGRJVbA1Vng5tEE6bYoNU4tXiUxNsdmGTYvEFpTtz6BBRtP1zXkg0t0ppGO3bT66MpVfucf/EP+xb/473ny5CnW5kkFc7XGB8Gmqam7lrIs+9RPcbpccTif8+zFS4xWGBl4+khjjObevXucnZ2zWm4oy4KrV494eXLCeD7n5MULurZDAUqlXCXPM7zr8F2LznIKZRHO89atGzw6OeGjjz7g2v4Rd790h/VHz9m6tp8hSYgJ/Oi6tt9uYgoQIdFK4doO04vWR9IQNPQQnQhoo/GOhOpuE+K7yDKapu90htD/nmStWG/WtOsWLSXZaEzjIlXTUuQZfnC0bhuIglwJijzroVMx1TKxF6EkFfhpnBN3p4g2ZteCHjqWl2E3A3Vh2IgvB0+IA4U6BVBAggdtvljZ/0YEzmDUBCTdZ93zJoTAWosISY0+uU/2XinQH8lJF7oUgaoc0TCn3VhyvWV/csZ3f/dL3DqyyNjiVx0oKHILMQ31XBRslhuUzTFKkhmFtlkPou35PVKheri70IG9/TH/7X/33/CjH/2YP/2zP+Pl+ZLcZJwsl1RNQ+sC56tt4qsgUBI+kY85PDxgs15zsD9mVCrapuVkseb4+JjHH9zn9PSUX/vOrxF8YLLecHx8RFkU1NUGYkBnFkEglbIRSsvEFkyL5DSw//KQ9z/5hJOTZ5w+fsKEgsq16MJQ6BKjBTLIxB2KAURAS4XRBt8ldPBQg0WfQksh6GQq3I025JlhtVpSZhnjcsR2c0phMlbLJXlZIELEaN131Tq0Uui+Dup8EmXsfINUkcJYHA0qBroAB8LQNInCvV+WrDdb2gBCCrQXtC6AvQieoXk0pGquP5Evz/6GdfI60JO+DZM+DEqZtK7kFwuJNyJwLl+XC7rQnzJJzjR9pJ3D96mcwhiNkpKRgJiNcXJCDIrc1ty9bbl5aMmjRlLQmXOK3GK1oq63+BAgeIzNycsRtMt0zAuNjBKPIHQBYiqERZR9k8IxnY351b/3LcazKc/+5/+F88UK7wIog1YS17a0zmOUJvqAcx1fefeX+OST+wTfUNUdq9WG6XyfxWrLtm7JijH7B0fs7c2xRmGUSMEaI1mekVtDtd1SFImD01mSTaCJaCmYzya8fectquWGFw+fcvZ8gSsD87YGXSS+P30nUsRENR8WVP9eq14lNcbQp2oSqYYdPIDwaJVs74OPScq3P33iJQRIYTNwHavlOWWWeDV126b6Kc96MG4ProyCGAK5T+zfAIyswbeWdttAgCgDmkvFfo80GAJnIKV9Dgl9aYxzETQChtNGKFIYKEIUyEvSZH/b9UYETgghiWuIvgnfP9a6hITGX3DFh9x1GHwNOKs8eho9xlFijWU28bx126DCEuEPyNQUYTe7dqU2STgvimQFKIzGxqRJEEOkaTqiCCnHVgkpnGZJHqEl3ncURcbb79zhv/in3+X99+/z6WeP+OD+A1wApQ06pgm40QajJA8fPaRtHOPJiLpeceede8ymU46Pj/mN3/wtZrMZ48kkdbJCS705B6AcFZRFSWY1eI8alSipWNOggyC0fRqXWa5evcK2GDPJSn549h7nqyWFNrxVzjEyyQHLS8DGEEJKyS6RwUKMSTZYXCC/k+hGQEvIs4zQazfnxtCGZE6rtcZYw+n5C4SIjMoSX5fp1KorpFaIToKKIBLaG5nSPC0ltot0PdmuzHKUMHTdgtZ7RIg76Gbs66jLgfNqwFxWr+nVXC99/zJcR8ReBYkkwh5/kWqcEBxaQvARiafbNrt81BqDkgFtEyPwMv1AIFJe6yNnRqOaG0zUHu/c3vD3f/NLvHVLp4LaVAT1Au8CtU+723g8RhtN1yUwZAyBWhpCf6rlBrSMRGps3+c30iCEJIiI9x0SzbTMeOfOW9x75x3yYsz5cknddfzhH/5rnj9/wXq7Yb3ZUjvPx08fc/PmbcazMe6kRirBjdvX+OD999huT/jd3/09puMyvUYfqKVEyMBydYKWDik8k2lJCKlFXXgNEZyUNDhG4wn75Zhur8NdCyDhyacP2ZwtONuec3U0RwRFdLanKoAJPlmWKInOFD46pA74JtEIZAwEJejqFhkESgu6Nnl8Vu2GICNdDuUop2krts2K+f6ck+fP2W5b2srhm4Y8z7BNhxRZEri3aZPSncel1hZ5psjzMdttjbISB9ixYltVrLZblqsViAOi9EQZaLoOgURojRcSnRU479CdQss0WJckC0uEJJIRgiIKg4h5Qgx4j1YBpRLdI+mT//zrjQgcYEdrFSTAo+x3eK01ViYwIzHthq5zfSp3gU2KyqCkQIrI3XeOme/llIXEWok2Gi01TqSdKiFrU3HovN8N0qI2lzS/0oCs3+MSCcylCbf3nihNeqyHfWmlscYwGpVMleIf//7vpdTIWBbLNS4Esixnb3+fTMGf/Js/BFKb/fj4iOOrV3ZwE6VSJ88bA8JjrQESb0XsUhNF9L4HuCqKIsNkOWkH1mgb2T/cx0jB/fVP2DZb/Gia6jWl0QR8VSF1JIrYe/dcyC2hFaIfkBqZ0ADBh6TKqXRv4GuI0iVqdmAHKO2cSy31LsnUOmC73WKzMj3/psMFh+tt4XXf+epqh+xJboTET8ozm+5D//g2JDaTkrKfcSUQaAwRqRQKkI6e5CZ2HcR0SSIpNRyE+wW9fWJ/ny/+7t9+vRmBo1LKFXsQYm5M6ur0yo9bF3Guoeu6RFvupU9DSGa5UihCkzMZRW7cGPHNbx1x5dAwKSOTfEpuxuAlvj7fdWSkMjjvyLJit2DavgvzOtN00H0LPiBIgWsLS/SOpu0wSmJtMpzKtCLLJEf7M3zwlOUId/WQqm0YjyfkRQnB893vfjfh1WQkhgarFN5fsFplgCgT7Ehoi/ctUmqaxlFXFUVRkE+myXALQ5GXiSqgDEJFtlVFNi6wmaaptvzlH/17NrfW3Lt5lyzPcVWDFRHXpJNJqIjzad6hZNIcCKGnKdSekciIOgVYiI7OOZyIbOotVVexF/O0kNsOqzKm0ylFkfPi4eM0TxFQ1YlCbq0lNJHQNjRNg4upVsqkIoTIyFiIXTL61YYuCxTKEJoW4dMprEn3QihBJyUK6JwnOIdWJs1+hE4dQR8QQhMT9qD/uBBzF73jW4wQg/hZK/Rz1xsBudHKoqRBSoNAUVUtm3XFerVlu6lxPlkVIjVCGloX8AFCTBx5F0CQkVvFwZ7F2haocG5LFwRNF9nWTYLz9anecOIorXdBcvm6PGy76MrE/vnK3c6kpOzhJyrNFnxH6Bqia5CENETFo2JABIcKHhHjzpeyrqtdzTbwkrquI0R/AWCVPd5KqMQOjQASoTRCa5Aq9RtlGhxrY5BSMp1OEDJgS8t5veTBk095evYcWxpsbsh1Gn5qqSBA8IHYO60lmaYk7pcpjUaggkSE3mXAJJeHOrbYcb4T9svzfOfDCYKyKBBCsN1u8d7vBAl1/75fVrqBQOznN6FriZ1LpLy2Q0eY5iWjLCNXEi1SE1kJgRI9VaDHO4YeOeBJqqmp5ZwCJ/YD1d0Z9BpX5xcKOeC8o6rrvnMGCHZaV0pKXO/jGYXAD03SAUkgBTEKdMywFrIiMBkL8oEdC2MAACAASURBVCzx16U2hCBovMcomTpFJJWWNM8L/ZxC9ClRehOHG5xl2U7IznuPkgGlDN47RN8KN0btHI+1EmgRU46tk2K/ERKsxqgE5xG7E+1CwTSSZkVd4/rnFtOu7jtcfxI65xIlPC8R0uAChCgTpKbvNrZtkwCNzoHq6FyLyTTzq/s8ffyc8H7g9vFNpAJrVTpxhEzD0BiJMgUQPiBM0lVIypgQY3q9TgTA08WOrauY5zlCJNGOYpRjraFxLj0XKZlOpxitOF/0+mda70hoRVEgeqESoxJxTkiJhBQQAnyIaCDXGq8lnesSNEcGXNsRvUfGFERh0A4gIvpWdhp0pjq1n6SmjU+8aguSPn+xNftGBM66Z1UOO7vWOiGT+9Yk0AM/0xQ5iH6YrAZ2n0TLkhs3Drh755Bcg5U5o2yK0JbOO0QpMCL//9p7sx67siy/77fHc86dIoJkDlWVWd3qbsESJMAPhgEBhh/sD+EHwx/XEyBbQrekVrdqyOqsykrmQMZw7z3DHv2w9rkRTJW6syk/sIBYAJPIYDAYce9Ze6/hP8gtYzSpVqrWF+6I4dERzDlHCOGiTnmRISqpMTUXllQxJoFxqIpQhilNLbOKDYUWhc9cM1a38gDBShkn057NZoNoJbTdCnLrJCXigGhNLZqYM7lAKrIXqTis9yiVyDkxn0+oWikpiQ5Ciux7zW08sdlYfv7PPgdb+M1vvuL/+vf/mr/4/M/YWMdWeXEBmM5Y71A1UYqwVq3bgrWUGEmlkeO0IpSF6bTwxddf8Mk//ZjgJnrk1pznmbpO3rKokt69ecM0TXjviTES2ya/73sejpJMXdfhlWYJimma2O4GlmURsURjmecZPxt0WsjGEJLoV6da8FR5/VsZiRWwaspA0VQ8Uo8K3bqodqgqqRyck0PUNMDoj4kPInHW0kPikVehG721NjTr07GjPJRrYyfN/NXVjuurHao4OnvAmq28XiphakUX84S/IacsiG/oCst4mryr9sEF42Q01MQyj1TdgZHturYOqqjYGGNQyMdc16GNJRVBDxtjKYhgO3AZfpTLbfbojpxLblKwtcFJxK3OGiMjcgy1ZOEFLTOGwrLMqJRIRpOXwKLAKghhod90fPSzTwgp8cXrL+k6z5++/Cl9rXTWMfQOdEtyCzVlQpzou45qFGlKVAOpJm7Pt3zx+y84xSMfqWuU86SUcJ3Hek9RgkhIDTy6bu11I9XFeUYZTUqRYdgQiyQPnaHEQiytTKyVJSxClKuVaR5xXn42qwzVaCbE+Vu3nsUaS9Lp0uNrJWKRqx61ALUa6PPpMKQ9dyvH7x+KDyJx3t30qssPLTuEdRYiQhDwriCd3BJgraLvnTSCtcewo0RP1SP4LJyfuZUBDUqfcsY0AGCpFfNE+GG9dS7foRKyU4lLS7BCyYlSNdZAjJGURY62VNE/MLZrbM5WyytNTAmlrdyYSnqXWsLjmN20gURTW3nEZrU9kpUGWisNOUHNUBL3b98SWxLpImhygqOrijkGiqrcfPwSpQ3/7ut/y69/+wWvtgdq9lTfo2sipUJqT05MCw8Pkdj3TDpfNonjNPK3f/e33D58z8vPXqB8BZMwqr8cOn3vOT8coVbGcYQqJdk0x0t/E6KUW1RBhxQR4WZ3dcB4x8P9CevdheagtRLz3niGFNHW4I3F2YKNuSEdNJ33pBJlF4VGDJQ90uc87mkEx/auaPs/Jj6IxFHWIIPEttxqze2lkU/5ouyolGJu2mfONoSzqji3llKG+aQYlWGzGbDbSFZHsgr0Zi8nWamEsGCMAzQ5V5zrqEXkk0IIl8nd2sTXNgbPSwAK8zThe4XzPaVmOitDgilG0BrXbyjKiEtZgZRE8FyZDqUtKc7o1gdZKzTp2shlzjmyroQYCTE0T00xaaKN6ZeYePP9V/zut1/y+uuv+frL37BMI51uovK1YkrgxYsXmGHgn//3/x1JGT756U/QWfHtb77i3/7Hv+Jn9poX1zd02w1ZPS4653ni7fHMdD7zRi3c3d8yjmdQ8Cd/8VP+xV/8M7q9Q5lAUYrjMeL7Hl8cqeYLoiBpjbKG4/GeUh+X1toajsczKT8aPk1pwVZLomI6RwmRZQk47dhsNjJlO07oznMcR4p2qAKdd+y3A2/uR0KJ1B4ojTVqLM70xCwHlfcW6wy20fLX3rVWGjj0Px8U/aH4IBJn9U55SoP1zl90CLI5YYzHu5s2sl0oJMFIlw25aEK94v6U+f233/Dnn38EJrK//jmnaFB8SgwLavDkUkR5s9++M01LgKmFEGY2mwHFxNArKDM1QClV7DBi5Hye6PfXUv8bS3GeaB0xV4r1+BVUmPNl1Or06jwWKPOEURlVFc54xln2HqXKaFhrTU5Fkq0YtB0Isyjn9CrgjSIx8zd/+Zd8+eWXhBDoYqF3w0VcfFkWlLEc50g8zXz+3ZGPP/6EiuLnf/4nqN7y13/9H5njW/7u/pbrcmA/bOi857dvXnOaJ14/vGVMEVv3pDRDV3n5csOn//QVnTNoldFTxRYL2w1zDMQ58WrTk3PEWM1cxNJ9uDmw3E2AqAJpZdg6ze3x3AQdO8Z4z7D1EAsGR6A29ZyOXvWMcUaxI6Uzh82OZVkoOqBTYd8rlqgY54yb95R6QzUbtHZEO6JtxBuHMx6DJZSGJtCWlXf0wyrj74sPInHW6dVT35QVYq+UoqTLeury36ehEHxZjIW+21AUdK5nPE9k41mh5+uS9WnCrOSnVchCrnD5qrUWpnGkcx1gLuNUeIqpezQ5AgE4qrb3WUuXVcmm1voOgUzExOWmiTFeGub1e1WqLRW1pjrLNC6EKnpk4+mBt2/fsCwCgN1uBXHgWgPuO4+z5aIa85/+5q8ppfKzzz/n5atXGOd5/e0blm/viDVze3zg7v6enDLnMDOngLKWm8Mekwf67obdzvHJxzfs9j1GSYmoqkD/a+ECfxrHkb73eOfpu17s3WtlzDJit9Y2ObDUAL1WGvtVXL1klkWS39oOpYQ+YAwY77DJkbNM7Lx1VITwtu0rWhumUWNcR9GeogSBoPTjbSIL0NJuGXV5DlanhB8TH0TiDMPAvhG/1oxfa2GAVNYZexawpUhkIpYrFoVjiQ7f39B1V2gG3t6PHPY9duMpsbDZbYmz+GVeamoeJ2nr4tH7jpQTKScoiZgzzmlqqUzTxDwvl9Gvykkg8RtFCgs5F/xmSyGTcsR7jzZcUN0o0AaoQrSKMV6WumtSOucYx5EUE9Z5Suufzucz5/s7bIl8+cUvefvd96R45tOfvLzc1OveaVmkDzsMDk0RVLHt+eLXv+BXX3zBv/of/2cONx/xv/yv/xvn44n7uzv+7he/Eqkna/n8s88kuTYdISV0iPz6l3/L69//lq4zTOPE4bCn7w+c7k+is9AsOwA+fvVCIDq1YLVjWhLTNKNM21MlmbBNy0xIAV0yznZ0naPWjHMWIWY5whJIKZBbHziXSnVCfCy5JW+pmAoH37ExnjsbOE8nUk5U47DOiD6d6iE7SjIo+wPsmtLEGP64EmeN9eR/Skp6qgX8KP9TL58vluwObQfu78589fV3/PTVlsP2qnE0ClXDeD6z9+Yy4Xk6NXtczFmB1KRMRZFSYRXGq1WmMM77xlUp6CJo4dwGA9o4YljQVbQkVRF699Pmc+WaPDVIekrtjVG26+J7SfveslgnWsuXv/wFD/d3OAPDYeD6+nA5LddbcthIX+ZrofeWZYk8LJlXL254c3/i2+++Y391w4uPP2Hz8gX++sDHP/0Z1hgZwmgDpXKaRqZ5gflIv7Ecbnac7u/onSPFyt145nw/k5OjDgJ9URVqVjjXQ1GCQjCZc5owxmFMIWUpzZ0zWCeab9ooNMLsXBewUDFWUbIsR611WK2JIdMp6YWEAS3wHKUEoybVnpY+RxuqB6hQtBy02oEO7Vl65Oo8ypL9w/FBJM5TM9Wu6zifz5dTVGvNHOSWUVqUXkpN5JTxzlKLw7kti95ynCOpWJwTAF+IkavDnkzBOIUq6ZKUT1+wi0uXMSwxo7WipNIa10ItEa1t0yBITNNCmo/YEOm6nmleMLajHzbkHMHY5tmZqEr0yNahjTGGqlWbBEryzk3ZZmV/KiUL35jlpHbGYrXi7ZvviNOJXWcgFw6HF20HYlFKbtJxHPF+y26345vf/B3zGOj6HpfB+56rm5f8H//n/87u6oaXrz7CXh+wQ0/xiVSgd3IbO23xNXMeTyiT2Ow9Ke8wpvDN77/l9e9+TYmw8VeUdI/qF7bbDZ/99KfkANv9jvF8ZDoH4pIhG07zjNaKbtgxTWdCKmwPe6gyKaxJoVRuaq4iBL/fi9nUsoip1WB6qJFSIl1nqSlR9eMUUlNwXaVPgsROVZGasK+qDskiK4qpSnZr6w2ttf7RSp4fROL8MC7YsB9kvyALMsaoBqUAqoD2juPMw2nh9sHy5vYtn7z8iBgXlmUk1YhJpi0MH6/ip/Z3K227ItK6mabqj8Y4j1bCsUkpU9tuJcdE1IF+u8M52/jyBhTEpo9Win5yc0LO+p0y9F1SFu/U2fO8yE2oNPe3txzvb0UNxmi0cW1xVy992opyCCFwOp24efGC0m5Pl0aWlJlPD7x6cc2b2zv+/V/+G/7sX/xL+t2WYRja5NKRlkAtibCM6CrKY6fzmVorw2aD1obt7gBZE0ZAGebzPSlkKF+zTAu3/pYQZmiKMzFGarHNvMrQdZVpjixzlOmisZQiJHhnLZtBNxt103ZuRUbLtSHOlGpwp8YGrbIorgpsk3qqVcvXNKrtb3SD5qx7Gxn6yL8debpD/Ifig0ic9RZ4Okt/92Orw7BYRwgwdlUl0dRi0M5xnu6Ylw7fdyIUaJXI4jYBiKeJ8rgfeeRu5CyJ8uijaDBKCSeIQgjxApcJMVBqAAXbrWouCiKAmIvIx3rnxMQpP/5bzsgS7ocmR2ufs96GpRaWRZIv58w0jdRa2Aw9JkdUzXR+pVkYcsnSoNuOnCspyp83EDH7K4+bF97e3rHxljh4fvnXf8U3r1/zp3/25/z8z/8MYy3Dp5+gSoJcyWERuodyKGVAJxQG73s2m0KOCl3aYjbFJttrUFWTYiFHWb7mIPCbKHJp7Itol3m/ISxS5uaSUDhyLi2RPLVGYkjtZtDUolAUTFO40qyLzQq6NAyaApyUZMoh3giC9Faq0aWb/+cPqw9ZNv+4Z/aDS5wfnsCXPqAUUg5AFtXMIvrRqp00qcLh5ortfsc0nzmeLaVGlEsoW9GmA7P/z072tc8RVqFtE5falmWKmAvLONF3A9735NS22NOE0pquVubpdMG9lU2hat+mg6EtBPsLFmqaIjRw6dPv5an8bwhBBNCRcu58OjGNJzSV3hk2GydNsROXh81GkNFd53nz5i37nfR3MYOzXsbBVLYxyuf+5gviObPpKvXujt/86/+HX/yb/5fhsGN/c82LVy+FB5VEIncsieubazotzfv19TVgON2N3LzcY7Sldy9k36QUNQs0yfaebS/7sJwS5wVCnLi7u6eU0BRNRdfMaEXfbaFkgRDNZ8Iii22tK9Z1Qp2YF5x13J+OspDQiqoKRWWWUkjA+cGQgkMx4KwnIJrWal20K90waXLDSLLaH93fwAeSOPAuDWIt0x6d2dpVWwqV0h4yqWdNW1w5Z7m7/5bv38wcjz0bb9kMA95bYgmEuKDio+4wcEHoXoCW7UZTWqA0KSdKyk1gTzGVgkYcAuZ5xnmxnKBWvPNobSiIDOwKEt3tdpdJ4br8+6F30Q/LxxAC0zTjOzmZl2VGgYxe64TVDoVYfTzeyLAskb4f6Pte/k2l6HpBJ+e4YGul7wf2mwGrXvD9N6+FEVql9FEpMR0fuEVEN/a+J8XEGeG6HHY7Ot+zu7qi77ec+jPTOeJMh8qRkivOG6wVqrRtryM1CMlSFYz1eN9RsY11qtDG0fcberfBbkV59P7+Ld53jNPxcjsnZ+m9RxWR8E25CEJca2HrtttVymPNRXXPCHRLynEFql5QJ6sjwuNz+EeEjpapULrsPoBHi49aiWrB6O4CNdF4ClB0R6iKqETAbil7Hr63PNwHPnoZCOmO27s93r1CKUssX8gDrTXbYYPVsiO5QF/aqbMm7XorpZhJcaLmiEVg/ymcoQQMGWdeUrKALWUMraEoOr9B10BVDjBYJxvsVCOb3lNTJi0Bi8IqS0jiA0MGVQs1jDLVO97Sl0hWhavDC9Excx7jrYzWjSFlAZXmVDlPI33fY00klwXnBqiGnCaMDgxDQVVDnDzncsb3nv3hBRiL1hbFhorhdhL0dYp3bK0lZDB+wAZFb3r6647fza9Zyhl9lLF6Wgx6FVsBQntfS6kseZEHNRlSqqD2l32dto6oE5mCrhq33WCGngAcj0eOp4AdrpnMLRMBNi8gzNR4h6dQ8oJNN+Ss+X2tYENLggSxA+XIWqN0QikpvdfS3RjV3ut3NQr+vvggEic1n8c1cZ4CK0XtxqOKGKoqILcy5qm+WlXgnW9fL/Pm7R3OK7pB4Pm1gjVXoCu5VO4fxCktN3FyasVakY6llWKPxlWrGGImpVESuhSsicxLptbfcjgcuL66pqbCw909JSvyrmC1xfcdoEhxYtNvqabntJxQKQufRFvmeUIbw93DHSjFpu8wKJZ55Hg80XtHN/RMYWHfSrOiH9X63c4wT9PlBgRwrvGc2uuYjSbHwna75c23XwFw2OxRRjN0Pd73oIz0TsYwbPZ8//1blmnm2+OJ76vGGcPG9DjXYZxjsB3GGjov3wtGU1atMwCjH3uJKnu6aZ6Fqr4sLMtMXALzODEtp8saYq0Maq3stzvKULh98xb6CY1l02+JyjHVmZhmgrLMwDgFst0IjaCKCIe+WH40ZVBoVInHFcEf4mT9ffFBJM4PnQouGLXWiOcqME+tzGWH84ggqKDkxY45c54i9/eZ/X5HipWu81g3ULHk2BDQRuE7oS3c396JTCZwHG9xzmOtYVyCQN19946HZ62FqhKlJGIukBLedahamccTIS7M4wJK45ZZSiTXCe1ZO+IyEhAD3aZ3zuk8th6lo9YESqOVZ5lmIZdRQSuM69BV45sZ1KLyZYxdkL+fVCS20qPve4x21GpQRZOTJYYVHfGIQO+6Dl0UJWU2m4HOWnKB09tb4jRyvb/CKY3Vmt54Nq7HaEtVWnxCFegoD5+yMlUsspYH84SoVqTs3Ww2AK0knS4mYjFtLqVqCOEyqk/tQB26jjGOsqzWFYUB7ZvCkxFKQikkbVHFNUGOlSKdGxp+FbJ813ntjxPk2fY3a8LUWvHeP9KXk5QgrHx0mkoKog1WayaWQEUTYmaaDaVaUoElJ4wvFCqpnc4KOXFKKWxfvBR7jRAotzMP9/dst1uG4bqNQg1dNzRackZ3e3KO1LQQl4kSA9988y1OK/bbDUorxhDJufBwd+L2zS1X1y+kHNGavuvQQ980IcQyYzrei6poqoJDS5Hvf3+HVZZcM2hLt922csLw+tvv2PYDu1cHSaBlocREyYXOexEiNwbvHDm3CV4V5wOjDV9/8w0PDw94P3B9uMFaJ8td5+m1wyjFbujpb142NHHAKSPEsFxQqS10lUI3tSDWhbVWDNvN5c+Lelxs986Sc+F8PhGjlMzLslzK4mU+yWSsFKZ5IifZ36x///bulu3wCSUpHu5Efqt2PZv9nuwDp4czixsoSpwmVJVfpjkbqJqhNmav6t65cX4sYmCNDyJxrH3c6K+/ViiKcFY8JUqDWIvgr6zSFAp934mnZTZtXK3w/cBud83Ny48AzThPQCLriYII66UShXleKjFLYg3DFq3t5Y3KRbSrl0VQ00WBctIXLSFCtWgtY/KQCg9lZLvdEZbK6XzCWtERiPE7drtd495X0YJWQuPVpaJL5f7NW777/nu+f/uGWAt5ruRUqQY+/9PPMNazpJHOWjabHUY9eqfGuPKA5CEYhkH2On1PWOR1CzHgvGc8HS9IiWEY6LrhQnm+urrG+w6tZGhSCxhrKcrjqnB0Us3QlodKicKMaJwJSDJVsRjM7X0yRl/6Va00VVWGrqfvuDTlOWdKLjj1aCbljehcd1aWwjlnynZPTAtLyry8fsUSZ97Mr4mx4F1HLSOd7yEUfNejiibGcpmRchk7i/fB+qz9cBXyo57Z/38e/f+6+Ae/56qe/L7O2xUVEfpTJmGsRltN1zuuDi/YbPcY7eiHnpwdIRa0h5wWwjTSe7H2KKxoAlG+WVVsjJWtdAiBuZ16vu8wRVMqdF1P0ooSNcRKLoEQCyYUinKkoolLZg4nrvbb1rslgeDkgrVivDuOE1/8p18yTZOcskqkjMQBWiZD2/1ehDuA1AyeqjaM43gpu4y1YIQUtz4MIQRKAe86Ql0aKkEeWN91OO3ww8DhcGC72bXSTqNq4wY15ZqEFvv3VnkJe1ULgNQ60KrtXoyQyoyM29fhwFpJOGMxSgu1uxSwDqvN40BGl0tv9BRQqxAJLGctioobNNQeZw1BbQkkllJRFcIUGLo9cZqpVQCk6vJVmuYA77YG7z6Lf0RTNVhV5rmQi94N0T2GdeMrD0YuipQnqlKcET2vGCP/7j/8DXP4iJA+5zM9oN0BrR2EilYiFXW8O8sp3RCyDRDNsJHT+ng8Ntndevld1YpKkZwym92OYizReLLxOKQBd12H15Zu94KwLIQwcX++4/40YjUMg8frno3dcbq75/7NW1SWZvhgd5hmgqvQ1I3Fbjs+//mfcne8JaRATcIUdc5zPp/p+56+7yELsniZZnJrrG3n2jQrENt4PCsZsniX2G/2vPr0J1zdvBDZKK3xVhMX6S+cWo1sPUuZqEVhOkun14WoQlnZWakqUCGMxlhzIQo+FZB0+XFPlXMWmvWTBzXyuM9S1lFsxmsjPc8S8Fp0GozpOD+I3+ru6lOmPHNeIuXzA/f3E9+cRpJVpCKJsjSkQNL2QmS7vO8/SJwfLqb/S/HBJM5K4vrD8S4Uotb1ZKgyPtRiLz7NE5gsCIDapH+0aArnki4QDaMNFCeW9g3qT61kdbrAWDIZ5YSd2G06mfShRHhDFwFzKoM1jpRq+xKKaVxItSnxaxlB769uiGEkxYX7hxMqnHHxnmWcyPNC77zoLA8WY0X4owC669hfX6NXbQVlKDVfICcrbAfk4FktQlbtuBgCMcqD1nUd43kEJT+TtfGiHOr7Dqt14+E3eH9MGLcqwGhs14POsvPBPCnVJIFqiDw6QauLXprCPD6gOVwmp6sNx9MySadAJFJUY7+iUF5UeEwThjdeQTUYKjlFQsl0OLyLgGPfB7rtma++/p6SIlUrcVNokzWU3GiqNNl5qW8fv4c/Js2Bp/GHm7QffqxePq60utAMlNGkvPD6m2/ZDIHtTvPyk59RKsxTYjPsBdVcC73fsYTlouJZcsbaeFm6+rbcVO1BCyGwjKPIPyU5LZ3rcN7TEKgoLQLrznYYXcSFWjf5olrQShHCTAiB8+2Rzjo2/YYak4yMlUYrjdNy6wybLS9ubi6LWrllC7oINMT7R9s9GQAApVzkYa21Mu4NE4PfCF9G+cvPtN/vMdZRasV5j7OC7nZOEsg1EGpRVnSzjZV5TGqntV6naIqifgjTFz2I0prxnDOOp1Rw9Q4X6in05Sk6fuVpgfB9MoGaNH1nqM5Qg8Vbh9KGUnscA2boiRHujxOnKRJr83NTAOvYWejgUmmod76vHxMfROIILkn44aWAUpac60Ulk1zRuhLLEXGR8JQkJ4bjgZJHXLnhrBzD9sCuu6JoOB9vWcYZ5TYoO5DSTCmZFBaMFleEkhZqKQIX0VC1kodhJ2IQ1li8sWiTmY+BUhTOGXIKqBIhg7OaVCOpCLVAlUq1mmqq9GUZjIOaKt2Smd7eo46Jrt9gdWa32YNzzDET9w6928rgYLvH9Ftqht713ByuCOMR74QW7LVGKXFAC8uIc1ZKHEA5R6mazjuWPJHmtzgUCY/vfsocZ179k79AuY6KorMOXRXGGpY0iwBJ14GC/ZKZopS2GHD94yh3HeCk2rHESAGCEhmtJQSG3lNSxmkISlGrboeEWCPmmChJFDXt1pNGeaB71zVXN1Da4N2G0+lEOUacc1wd9oSQqPkaYwybTWZnT5zUmRfV8bPtC6YQuT9P/Pr7B+7Ghd+PlaI9VWmRAkZo+5kqid8OpR8TH0TiXJaYl3q3PvkFK3SPC//i8dNkPJ3RSoCCKWlmAtOsmOaJOC84Le5dIQVWf0iAGAKKIizGAmUR9UhrLLYqasw44yjTwvRwFGMmZS6sSjngC6iV3SkmS6sQB2vjizi/Ka1ZSiaUTIlBGmNTcCmijZaJVYwQAgW4sfYRsd1OZevEqS2nJIS6Wpqfk/xMpRRylQd6DJNgxrwnjiJVq5SiH3qWVEHLTkgwyRpKJatHtuq6/S9Ni+Hpfu1paaOUwjjXfIxkXZDaVK2kLG251ujLkKeBKeujmqZWioIRBzkrpVnNmfEkFJPedwDYzlFR4quj5PONE5CrVR4bPZ3dyJQ0V/rNwKIc3XHmnI5MOYuCkO5YcsQa4Stp00TXf6TMzQeSOBKPFOQ/FA2AV1cEUmm4JEkwY2VUmlJiToFvvztyva3c3r7lSm/pN55QhGylER3mlKLMrUoWGEaNKGuEyGWD6KW5ntvv3/Ld19/QOY/pOmnGW+LEkvHe4htcR2lBCGutUQYyGu17itJkrXF9j+08p3RiRJFNRluPBaoz6FpF5ALEdbrK91pqxThLzloMc1NCe0+IAbLoEzhn36lqRRykaWQ3sletle3hCt1tMa0fko1lwwLmIvi8nPBNHCWkSG5w/ss7sZZUDZgqmtdWdlxtSW2MIafYJK1q24sJc7OWLHK51jU9M0OqpknRVkrKlLpSnrU4HWhNakpEGamQbd/JAjwXer9BWcO8REpMqJpRNXHo+/vKbgAAD8dJREFUHVTFaUrcHSfGEIjWoalYsd1uPBxF+ZHath9I4pQnv+oPfhcouVrxygq0anN5MtQsp249Y9hidIemJ4YzX/7dV/yTz3/LbveS/nDV0M2ZkhPH+weMNsSUxd8lZ66VjE7H72+JSxCriY8+Zvz+DXaOnJcT0RmuX9zgd6LZRnNqTilRS6VzhpqDnOLVUmNEK0WnO45pRhvP1YtXnN+emFMh5MA8HfE5gtXsNx2bzrHEwOZ6T26SlsYZ8rIu4w1YEeXou47eWebTQ+sJHEYZkcVV+rKENL4jLIts041ld72naqEL66oEwhAzKUZSDBgrum3H0wmTCq739G1vFJry5juQpCqWh0uWJPPe4p3nPI2isAlUvcp5FVKMIqjfOFJaaVJS2Na3LWUCqzlcXV0S/ur6iiU3qnnSGOvZXV2Rc+I8nXjz9jVjWqg5YbTCeUNnPBvr+HineLXd8XCeOJ8X/u9ff8Wu81BnBmcIWaoS/cdkLLU2giDCg8aspUCVhrtqslJQhXNitBZ9VCOMvVI1Ic8oJ8tI03WkpZJaHzSdHjh2A/sXO4b9FkqVMinLqWe0kQHBeCcmUCGw0Y48Lhy/f4vJlUM/YJTmpIpM17xjyTJYsErIUs5oNJVUE2Tpg6yWFzlOC05ZLAZlLC8/+ojbt7fkkIi1MI4nMbC9vsaGKJQJY4g5Nbs/wdz1zpGXuaGvNSlV5iIyVl3XcTqJBkA3OLb9htP5JPSIKPoIp9OZ3VVziM4FoyDFhKqKzjtSmFEU5CKOiAO3wmrFkiJd12G1Z5omYoz0fU/KmZJkD1aB3W6H1jDP80UNtXMe3YYN3ns6JwiHHB/FT1znKVlEjmNKIvbofIPONKSC1tQKm92Wrhtk+W09hUH0EYxhe9gQp4laCt5oOquJSciFw/Wec+f5/HTN2+OJVAIlZDq/IRVh/f6Y+CASRzfIORdr7tqYmJlaNbURt8QgiPaiAmiUjpSsUPUB0kw1HvBYt2EzGL784lf0bqDznt0L8et02nFzcyNc9grLKAtOMzope8YFlyu2yLa8G9YJm1zrV4cDbr+jozKFhZqLaAxUUKpinaaMC7bxq/IUmM9nwrKw9Z7ievRLTbffopSm5Mrbt/e8fv2ar776iuvra7afvsJtepbxiDKGZV6EOek0uekkb/sOrSvj6QHnHKfTCW09vqkDpRDRVdNZh98cePvmLWnJxPPC9rAlh8RSIxY4jzNBCyW77xwpZx5u37LZbTGux/tOMF/W8nB/Lz2P0Wjv0DhOpzMpzNjON10GmU6GZUHXJvPk+otyKaVyOp3Y9IOMzksg1yLVg9L4towtKUn1WcRGcqMtKSY0uo3MFeM0cx6PHHY71GGPDZpkO5mYpogxlpAzKMMUIhrNf/unH3GcD7w5jvzt778jxBNUhab/Uc/sB5E4tQq0Jbctc60yHtbKyseyKDVqW6HIIlL2L3ISKSpWiQGSsZ5+sMQHOJ0nFHtKjuQolhLWGDb7QWAq2tJ5wYgB1MUIhspoeqXpjBOVfmOERn06gqrSyJZC0UjDvYI6iihhZpMZrMYVBSHy7e++JgdpsO1+D7sON3TEKr1Lt9nyynfYvuNXf/tLQgj8N3/yM07nM1OYeWEP9ENPnCdqFSfnsSkCOafpfMfD7Uk0DFS7XUpF6x5dEdGQCp1zTCiWcca5Cd/tKOTLKFnei8r5dGYOM91mIy4MTbYr10JtAvSsaIX2d60VSw3fdVStiEuk5IzRWmgTbaRujNz0WqvLYlQgVolqZB+mjHgaKaDmdsuogs4aititWCPPTEpZ3MJrpfcd4zRiSw9FC77Oi19PDFH4VTXjO8OBTOcHtruB4xK5PU08nINoBv+I+CASZ52hr78/5cLUWjGNwPa0813fa6mvKyUHYlzIeiFEUYtRZcRZS04RhUipXiyEGsxG3KTFuOo+BKbxTKcMxm6wDRPnnLtMpER905IbCavUKhaBiE1gzrHRIjwlBM53d4y39/TO47UmnRaiKuxffUJBcR5Hlhi4u79nPJ/57LPPOB6PhCXw+ttvuLrei3msdtQUyWECY1AooVYrR2ekV3FuEGwZAui0OuG0wFrmOEJpzbxV1FypqYBupWUp5FyYziPTeURbw+HmRspYJYvCUqUURsthYp1s4mvbA3mjMd5d9jYo0XmzKKyxsvMCklIYbfC+XvZNq1nY+v+lkfR0w+DRpnclZUrK6E6YnNM4opXCWU9VQWA9xQiFPQdSFNLhvCxijGsU1nnMfELnymA7PvvJx3T3J/rjxHe30496Zj+IxFFV3sjQNsuXyVrDSpmuJ4dALA2SYyqlRHnTtPRGhxIJ9p5AQeUDm2I5mCuch+TOfDd/yU/sp/S9w+R5RbszNhGKEgvTd29YpgnjO+x1T1gmbD8gpKdIrgnXi1baHAspwaY/EOeJVIU9CgWVCrffvub+d6+pDyMf93t8MRglw4h8F3CfwM1woFeeu99+Q/fdyME4ind03Y5vfvEb7sYT/+p/+h9kH6I1PlV6P3CajwRd2Q7XnM73zCXSdRuMMSxxxnovG3xTqFYgN0Fr5gznUOlSpLML5fhAjhEQ/tH5fMZay4sXL9hsNmzcQFuzM49HWhuKw+BNj9WOHKXn7LraaBFNL3opdNqTa6YaQ7YO295WbeTgibUypyCku+3AHMX9zfUD0/ENne+IJYFRZCoBg8PjfBXV0DjSOZnIQSUGuOm31KFAqtzfRUJcWOaA9x05ZaxwiNkertk136K9OvPzruN8MPzK/hFBblJK71zlq7bYH8IS/QCj9+QDwrmgCoReG0sISViYymJt945Ye631IoaxondzFr5IaIjq1Xq8IjrOMQZykB5LeRHNW3cbJQqnxFSZGMkES0qYFTKilSjplJQ53T9gt1Lfj8cTtv15qVUOkWXh48OBvusFBpRSEw5J7+yO5OepxGmmFAGSkg0a8SqNMVJTaVoJclOL8GPkmI7M00gtQm7b7XZ47y+KN+shtkxCkwDVHlIJrTR+cBhjMUaUN0XFs2cYhgvHSCl1oZN7L7d7XD1xGgM0pQSxoQPaz3g+n+mHoakNyU3fK/m+liLoDd25y+7IWivlckpyAFqZ4vV9T6pgnZaRvqJh/owI1yO6DX4w/MwMP+qZ/SASZ02QFVqxomX/UOKo+m7erGmjdEHVgEJuIqU0GYPWHdo4DtsDu93uIqK+agKsmmbCTJw4jyNmkOSwzV2gts/PTX9g9czJ9ZECUWNE5YRVirokVAYyDaIvlvLy1Ga8deQQWVLEDz1GaZwBSxORqJVaKj/77DN2u50kxjxjWuJd+sCVX9JemIt4oRO5JdcJ3TyXBKq0QykRYyanysb3dL4j58Rms3nnYAEuD3dCplXGWJztEI8hi7UG75rkVo6MxxPneaLruguA03XCENVVjJ5Wgpox5hH93N5n18bTy7Kw2WxlsKC1DImQpBq86ImHebqIm+RcLpYvobGJU854LRoT/SB+OtYJqiLmJBPYHFHGcP3yFcpYzlPAT39EN84K9lu30CuN+qkGwX85ZBKXTMRwwuVCTQey7tHdK8bZ8rPNSz598SmHw+EiAriOUlf4fa2V3X5PXALaOcZ5YnAem0QMQhmD7zsimRQiGy27EqUtUYkajkqZZV5QU0CHRG8s3aDbDSc3RAyBUBKvfvop393fUavCFRisxymD0ZAomEXx0UcfCV3cZLT3dKUQpiAeMCWRY2AJk4iWgAw1/AbremoVuSujDVVXYlwYxwnQfPzxJ2z6DRs/QBVfHVEsFaBqrSKYuGp3K+VYvTK1Fp3ouCyEeWYxcvDMpwdykb40hMB2u6VSGZcZnaRPTCG1r9l8WJ1oSOvmK7TxW+ISZJe0zFAbBk8LZ8t1HSrKzXI6nS58JOeELj6No0zSFOz2e5mWNsT71jqq9wKvqeI/GkLg4eGB729vKVWRq6J3f0R7nKeyPE8T5VH36vFz6w+vnHbnFFUxdaauID7jCbmA7ui7AVUfKcOrMuTaiI7jyOo9s050rLYyBMhZaMB65agkaspNvUUUU1SpWC3ChSpm4jIznWZ2rqfTtmGxEIu9AlZbakiEcaLrvDS0DcNljcZWKz3GZoN1lkLB9z0uRs4PgWqkxInnEaUE5pNDIueI0k7oANpSyro0Xk1iZaiw3+0Z+g3LeUZRKaVS60rDBmPWsq6JIypRq1k/R050GbRst9vLpl8bYXSatu0/jmdSyVjtiO12GafpIshYasU6J5O4KsOb9UCbgxhrLSEIekCt2nfpkpy73Y5SxPqRWpoaUb0MKFYYjfUebR0BsK00fHs+8fDwwHkcub55QS4wjhNz+iOC3Kx9zTpFW0XRn5ZqT7UInk7c1igodI04FQjTiO57SrV0ww5nHNt+uNxqIAu3lQW59jvfnn+Hbm+qd1Kb990g0yMlL3rXBhYKSUBnPd57XNfxYr/li7/6D5Cy+Flqje08L19ckVPi/u4O7SxD37UkEa1m7xweR4mJfhh4uJ/o+15u3lyo+l1xxhAWqBalBeVsFJQorgW73ZZ5CVivsK4jhIS3tumryfIw55Vha8g5XOwtnlKIn8omiZPZI15udVLQxrCE+cJnqrngrBPNuebFudluiSmxpIjK8vX7vqfUQsry0AvfCZZpQqMu/664NsQmyN6hrGW36/jqq6/YbreXZ0fB5ZDrvAerSU0cf2glqPNiKly1JsQgwx4q2/2eXGUy29WCWhZ+THwQifOPjR8mU0WTVYfLI0pNRJ3JyhKMRTnHpjcixL3W7K35XOtsQdduGOdZ9gQKXN/htZETqo1R/TJzPs8c7x/YffQJ07QQliP73YYSFl5//TXj8cwnwzV+d92IYY7d/orz+YynYnZbrrYbfvP1V8zzxItXL7n5yYFDv8Ubx5HM4hTeiSzScLPDdPK9qycmvoUCccJouXFDWNDaMvQDrtNo65lDIcVMnCO6miY84hu+r3mSKktYFkDwZtO4EEP+AcR/fa3FAds6cdimZpZJlsd9E2EsDeBqrcXjSbWwZLmhvJKRdFWwLC05amFaqekxyqLUGLx3DR5VWG1PjNF8+90b7u/vuT7ssdayHToUlWWZRSui7znnWXB2aEwTH7Sdpzr5t4sG13lebTbEVDFOEBe+69D5xyWO+sdyrZ/jOZ7j0bH2OZ7jOf4R8Zw4z/Ec7xHPifMcz/Ee8Zw4z/Ec7xHPifMcz/Ee8Zw4z/Ec7xHPifMcz/Ee8Zw4z/Ec7xHPifMcz/Ee8Zw4z/Ec7xHPifMcz/Ee8Zw4z/Ec7xHPifMcz/Ee8Zw4z/Ec7xHPifMcz/Ee8Zw4z/Ec7xHPifMcz/Ee8Zw4z/Ec7xHPifMcz/Ee8Zw4z/Ec7xHPifMcz/Ee8Zw4z/Ec7xHPifMcz/Ee8f8BabVm7rC5RfoAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 216x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data = ImageDataBunch.from_folder(\n",
" path, \n",
" ds_tfms=get_transforms(), \n",
" tfms=imagenet_norm, \n",
" size=224,\n",
")\n",
"img,label = data.valid_ds[-1]\n",
"img.show(title=data.classes[label])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Downloading: \"https://download.pytorch.org/models/resnet50-19c8e357.pth\" to /home/jupyter/.torch/models/resnet50-19c8e357.pth\n",
"100%|██████████| 102502400/102502400 [00:01<00:00, 88008778.30it/s]\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "ad46d6b8d02e4d1f8100d2a9c93d4cac",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HBox(children=(IntProgress(value=0, max=1), HTML(value='0.00% [0/1 00:00<00:00]'))), HTML(value…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%time\n",
"learn = ConvLearner(data, models.resnet50, metrics=accuracy)\n",
"learn.fit_one_cycle(1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"%%time\n",
"learn.unfreeze()\n",
"learn.fit_one_cycle(1, slice(1e-5,3e-4), pct_start=0.05)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"%%time\n",
"accuracy(*learn.TTA())"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@discdiver

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discdiver commented Oct 31, 2018

And we've got breaking changes with fastai v1.0.15.
create_cnn() is now the function to use to make a cnn.
Changes happening quickly. Will update when more stable.

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