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October 11, 2019 05:14
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# 1. Multinomial Classfication(Softmax)\n", | |
"\n", | |
"- Labels are more than 2\n", | |
"\n", | |
"\n", | |
"- repeat bianary classfication by number of Y(label)\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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oem2MZ2H4oUhj8DHA4ENEWnYLPqKD4etM7ODBg5V3E5EeBh//MPyQHTD4GGDwISItuwUfgc/2ISobBh//MfyQ1TH4GGDwISItOwYfQUxkoNf5UIuYdYmI9DH4BIbhh6yMwccAgw8Radk1+PDZPkTBY/AJHMMPWRWDjwEGHyLSsmvwEUSw0et4qEUEIz7bh6g0Bp/g+Bt+OLU+hRODjwEGHyLSsnPwEcSQNr2Oh1rYASEqjcEneP6GH06yQuHC4GOAwYeItOwefPx5to+YDIGISjD4lA3DD1kJg48BBh8i0rJ78BFE50Kv06EWPtuHyB2DT9n5anfUwvBDocbgY4DBh4i0oiH4iFDja6ID8eBTInJh8DEHww9ZAYOPAQYfItKKhuAj+DP0hM/2IXJh8DEPww9FGoOPAQYfItKKluAj+Hq2j5hmlogYfMzG8EORxOBjgMGHiLSiKfiIqav1OhvaMnfuXOXdRLGLwcd8DD8UKQw+Bhh8iEgrmoKPwGf7EPnG4BMa/oYf3nNIZmLwMcDgQ0Ra0RZ8xEQHvp7t06NHD+XdRLGJwSd0/A0/4r5EIjMw+Bhg8CEirWgLPkL4nu2TjaS+dXX//uJStx3ipyYh3aH8CpEFMPiEFsMPhRODjwEGn1iSj/SkvzCpbzNUdWtsb0OzvmORkJgsddso1kVj8BHEVR1tB8OziKtCZX+2jx/BRylVWyQgLZbDT3oCmhVvjxpolrBf+QFFAoNP6InJVDzbAb3C8ENlxeBjgMEnRmRvQ0K7+rqNrFupH4/kmOyM7UdCsxol26FZAtKVn8SaaA0+4Xm2j//BJy6uMeKTc5Xfi0EMPpbC4BN6og1i+KFwYPAxEGzwqVUr8EIRkr0J8c1u021cS5UafZFUqPxeTGHwUQUTfPT2d18lEsQMbm71XaekpqYq7w6GZ/D5AAnpyg5Vaj+M8c4+g4+lBBt89PZtoxLrGH4oHBh8DDD4RLvjUkesoXuDWrUZ+iZo7jHITkbipL5oVlX6GYOPqzD4BNQB0tvffZVI8fVsH/Hz4BkEHxRKff0PND+ri75J/g4uzUJyYgLi3a7aVkXddsN0hqh6fAZ5nxa/H492datKy7SfyZOX353X39U+iGWi/ZinNyzWITUli5AQ3w511d8XRdzTlLAIydlqg+O5HXRKzLZDkcPgEz4MPxRqDD4GGHyiXFYi2qkdFrk0lDpbx5UfunOkL0P/D4b41+EQYSlhmNKRUv/u+mgXn4DE5CzlTS6FSX1Ro/g9orOXJf16otKJMz7Tq/+7c9C3+My5uD9pjqZTpeHvZ3Q786xXAumg2l+0Bx9xRUf/ey4pwT/bx3vwkfcv7RWfuv2RpFdvPTnSkNjeaJiqFIDaz9NMluDxGaq+jnattb8fQPCp+gKava53tfg2tEjYJ0UdVT7SE7u4Bx7PUrcLEtPzpfcy+FgRg094MfxQKDH4GDAj+Mw4qCxUnQIWDQbqaN4jCoWbQ8o97d0mMqjaLhHusSRwjvR5aO8WJjxLfbRPTCvuFLmHFymotGup6SAFEnxuw+vNXvCYmMFVPG8UD+gzMvi4KXPwaQWUahJ2AoOl5dr3RZK4l0f/u3YVcS+Q6JgEzjP46JeqzYZglRwCfNG5YqtbtEHE12cIIPgYleL7AR3ITupvHHqU4tpPGXysyIzg409fgEoEEn7MmXWSYgWDjwEzg88MqWNT5zOpH6l0QJd0dX8fhVsukuMbaxpPE8bRZ69CX8NAoZSqLZGQ5urYuYcXzxJI8DEqmhvFA/2MDD5uTAs+0v+1kl5/NkN0jSUnga51St4XSaLDEZpn+/gbHOqj3chVvqe09rxiW3zVRCfcV22PxCzxF3petfEY2mqo9O/2X5Xu+v4871Eq/veOILFdrZLl2pMKpa5W1UK7xCPiJx77He/xiTQzg49RX4Dc+Rt+xMmYst1/SLGEwceA2cFH+3rdYPf3Ubh5dsLK2oH3vIKkHWJTeqiLenWp1BWfvglI8utst87v9l+m/HtZ2BbfQvNZ1A5VcJ+R9/iUMDv4FL8uBAY/UvK+SBNnUIu/by9FPP8nMAFcMSk1RK009/qvCQ0yz7quhn+PzxDQ1ROj3/U8kaJcOSpMQt8a6jLtPqVwC29VUT9+mysUMfhYitnBR/ta2xeg0hh+yGwMPgZCdsXnlNTJaeT+Pgo3s4OPx99XfMZX5XHmVxkK4955C+wzGP2uIzke9Yt/pnacgvuMDD4lQnXF59Q6oJHmfVZg/rN9PPc57bAycfN/gsc9Z0ZTWnsOCSv9Xv1gZBRefDH6Xc/Po6ybW4DRBBuVt2DE4GMpIbvi49EXIH2infE13b4oDD/kDwYfA2YGH62DSVKnRzOsRRQKN7OHunmEg1LP/NEPHaEKPvodp+A+I4NPiVDc4yN6wklDrTfWPzMz02dnIyEhQXm3P4yCjxDIPsngQ+FjZvDR8uwLkHci0DD8kBkYfAyYfcWnltTAjd7hem3FM7yxxezJDRh8YoHZV3zqSK93nJLfZskhL/4820cEJP8EGnw8h6+50w82qnAPdfMSfDjULSqYfcXHW1+AjDH8kBkYfAyYHnyk149InRv5WKl0fNT3UQQEMJ21fPOy4XTW3kKDKrxD3fQ7TsF9RgafEqbf4yOVwcqERAdnlLzPSnyNr/f/2T5GwScf6auGlDwPRy5GQ90kZkxuEOrgE+zkBh7rVrXZSGzzZ3pvCgnTg4/0Wq8vQL4x/FBZMfgYCEXwUTs5J5dYb2hL7DHzAaZmTG4Q6uAT7OQGHp23qi0Qvy34a2N2ZnrwaQSsU674WHV2JzGJQfF376X49ywNz+BjXDynYS/NhOmsQx58Ap3O2vW3wbEN8fW9zL4Y0GcmM4Qi+Oj1Bcg/DD9UFgw+BswMPlo7F0mdHt7jYw3+Tu8siq8OR5mnsw518JEE8RlLD0HSlsA+s92F5B4fGzzPw5xn+wQQfDRXbwyV9QGmIQ8+QumTCqVKqfU12OcYfMLOzOCj5dkXIP8x/FCwGHwMmBF8/C0UOaWeGu+tlLonprSyPcA0DMFHEuhnFNxnidMWBh9f9PZ3X8Vq/JlVafBgKb0Z8iP41G2H+Kn+PldHlYXkxATEt9MGICnwtBuGhMRk6V/VikTwEcSsdYuQEN/OPQCJ9U1YhGS9YWyOdCRNHeYx053vab7JfGYEH38KBcbf8COG6wY2AyVFMwYfAww+sUR0nqZiUt9mbhMeyA9TjJ+EqUnKgwr9IYbHJXh2WMTfk4DEZPchYpEIPrIAPqNLPtKTZnh0LqXi75n5KBGrwUcIzbN9iKyPwce6GH4oUAw+BoINPkQUnYIJPtFETGSg16lQi+hcEEWbYIMPhYc/9yGKwvBDAoOPAQYfItKK9eBj/rN9iKyPwcf6xAQreu2RZwlf+Cn9yIzSM6lSJDD4GGDwoWgjGnwxZIlnvYIT68FHEMFG25HwLCIY+f9sHyLrY/CxB2uFH8+p7EUxfjZZTPE1HD+EGHwMMPiQ3YkOqDgYiBvPn3/++eIGmPdiBIfBx0Vbl/SK/8/2IbI+Bh/7sEz4KfWcQFcp24PSowiDjzUx+JDdiBs9xdP2e/ToYTgkicORgsPg4+LPmHpxZZEoGjD42Evkw4/7MLeqdeuijvrvcribC4OPNTH4kNWJDqgIMb5uOvcsPCMfHAafEuIqol7dUosI3hxSSdGAwcd+Iht+tFPfV0X9YeMxrPiBxMEMdyvrlP3i9+OVWVw9p9rX8vK78/q7HuIulomHvM/z/DcFf6fs95z6X6eE+FllDD4GGHzISkTjLM6ii4dJBhp09AoFjsGnhKiPviY6EHWVyO4YfOzJ3/AjRkiYyrEN8cVBpzHik/e73e8T0HC3sj6kuerraNda+/sBBJ+qL6DZ63rPOLwNLRL2aR7xEchDmhl8LI3BhyJJe3+OOCul20CUofA+n8Ax+Ljzp2PBp6aT3TH42Je/4cf3A5j95/bAb3loW6H7DG9+D3c7LgWRhm6fU79og4hHeClVAgg+RqX4ge4OZCf1Nw49SqnaIgFpDgYfS2PwoXBS78/xnIggVEX8WxQYBp/S+GwfinYMPvYmjnV6bZNnMSf85CI5vnHx36le3XELQ/4Od/OcIEHzwHBH+jy01z6AvDhMeV61aYa+CUmaK0JGSv9u/1XKw9uzNyG+mebqT/G/5zl7XX20T0xz/U6pq1Wa9eY9PtbE4EOhpN6f42siglAUEawYfALH4FOaCOx6dUxbWNfIzhh87M/XPYlqKXP4cRvmVhX147cpIcDLcgOFSX1Ro/izeYYlz+cEiSF1udJyj/AS0NUTo991D3TFV44Kk9C3hrpMZxifW3jTrDeDjzUx+JBZxP0QwU5EYEYRZ93F/Rbisj+fsRI8Bh99fLYPRTMGn+gQjvDjfmVHDSOCx5WR4qFi3ngOCdP+XS76wShUwcfz8yjBxy3A6AQ6b8GIwceaGHwoWKKTp05EEIr7c3wVEa7Ev82HlZqLwUefqGO+hmeafgMxUZgw+ESP0IYfz6siRqV0kHHH4BMqDD4GGHzIX94eFBqOIs6mi6AjzrpzwoLQYvDxTtQ9vfqpLXy2D9kRg090CVn4cRvO5qv4Hu5mraFuXoIPh7pFFwYf8sbfB4WGooh/T/y74t/njFnhxeBjTNRLvTqrFnFSgFcgyW4YfKJPKMKP+zA3P4qv4W5mTG4Q6uAT7OQGHutWtdlIbCt+1k9oMfgYsEPwqVUr8EKBi+T9OaKzKBpf3p8TeXYIPnr7vK9iFn+e7SP2IyI7sUPw0duvfZVY52/48a/N8hzmpjeUzZ/3aJkwnXXIg0+g01m7/jbDq2MBfebAMfgYYPCJTaLzZuaDQgMt6kQEvD/Hehh8fPNn6lheqSQ7YfCJXv6GH3Hi0ZBnR97L1Rz3q0K+h7uV+QGmIQ8+QiAPMFUZ3A/F4BM5DD6xQXt/TqQmIlDvz2HQsTYGH//42o9EnSeyCwaf6GZG+PE70HgOX/M5u5uQheTEBMS30wYgKfC0G4aExGQprmhFIvgIDmQnL0JCfDv3AFS3HeITFiFZbxibIx1JU4ehnXbIXqkgZz4GHwN2Cz6tZigLNXYukpbXcX9frNPenxOJiQjU+3M4EYH92C34zDioLFSdAhYNBupo3iOK2fhsH4omdgs+kdrv7UqccPT3pKfPKz9keQw+BuwafA5K/60lhZ0Z6a7XJ5e4N3ixRr0/JxITEWjvz+HwHvuza/CZ0UpqAz5D8Vm0JV3d3xcKYrim3j6hFrEv8gon2YFdg08k9nu7YviJHQw+BmwdfDSvC9cBj2jeF81E4yXujYnURATq/TmiYeREBNHHzsFH+3rdYPf3hYLYF31dURUnI4iszs7BR/s6HPu9nTH8xAYGHwPRcsUnmhs7KzwoVIQsTkQQG6Liis8pYHAj9/eFitgv9PYbbeGQT7K6qLjiE8b93s4YfqIfg48BuwYfLYfUAA5Vzvqoxc7EcDHR2IjhY5G4P0c7EQHFHtvf4yM5mCS1FWG878+fZ/sQWZldg49WuPd7O2P4iW4MPgZsfcVHvB4tn+QpdabHTrQTEUTi/hx1IgLen0OCrYe6SZ2e0Ttcr0+tAxpp3hdK4qqsr31XnEwgsio7X/GJ1H5vd4GEH54ItRcGHwN2Dz61HgHWKbMNqmN9RbEydSKCSNyfo52IgPfnkB673+PzyGAxKalEWt5K875QE/u03j6nLdznyKpsHXyk15Ha7+3O3/AjTuzw5Kh9MPgYsHvwaSQ1dvIVn5NAV80lbqsQjUok788R/yYfFEqBsHvwGbzO9ToSMz362sf5bB+yKrsHn0ju93bH8BN9GHwM2DX4aJ3aKTV6mqs9okSKOKOr3p8TiaDD+3OorKLhHp9IPdtL7Hd6+6W2cLw8WZFdg48Wn+kXPH+G64rC8GMPDD4G7BZ8/C3hor0/JxITEaj35zDokFnsFnz8LeHCZ/uQHdkt+PhbyH+iP8PwEx0YfAzYIfhYifb+HH8aCDOL9v4cNjoUKnYIPlYmQo2vtkHsx0RWYofgQ6HH8BMdGHwMMPh4p96fE6mJCNT7czgRAYUTg0/Z8dk+ZDcMPqRi+LE/Bh8DDD4l1Ptz+KBQimUMPubwdbJEtDFEVsHgQ1oMP/bG4GMgloOP2FnViQgidX8OJyIgq2HwMYc4kaK372uL2P+JrIDBhzwFEn44KsVaGHwMxFLwEQGDDwolMsbgYx4RbPTaA7Www0BWweBDevwNP+IKNkeqWAeDj4FoDj7aiQj0dtRQFtEI8EGhZEcMPubydTVZtE9EkcbgQ94w/NgPg4+BaAk+6kQEfFAoUdkw+JhLnIDRazO0RbQbRJHE4ENG/JmwRRSGH2tg8DFg1+CjTkQQiftzRFEnIuD9ORRtGHzMJ9opvXZELeJsKjsLFEkMPuSL6HPptV+eheEn8hh8DNgl+IhLrVZ4UCjvz6Fox+BjPtEJ8DVURFwxJooUBh/yB8OPPTD4GLBq8NHen+PP2FIziwhW6v05DDoUaxh8QsOfDgPbG4oUBh/yF8OP9TH4GLBC8BE7hhg/GsmJCNT7czgRAcU6Bp/Q8dW+ibaIKBIYfCgQDD/WxuBjIBLBR70/hw8KJbIeBp/QEVd09NokbRFDaonCjcGHAsXwY10MPgbCEXzU+3P4oFAi62PwCS3RFum1VWoRbRavPFO4MfhQMPwNP6L/R+HD4GMgFMFHBAx1IoJI3J/DiQiIgsfgE1rizKevE0CiDSMKJwYfChbDj/Uw+Bgoa/ARB3HtRAR6lT2URVxCVSci4FlSorJj8Ak90WbqtWfawmf7UDgx+FBZ+LqSrRaGn/Bg8DEQaPARQUcckCN5fw4fFEoUOgw+4SGu6ui1cWoRV4XYxlG4MPhQWYlQo9eWeRaGn9Bj8DHgK/jwQaFEsYXBJzxEqPE1FFi0fUThwOBDZmD4sQYGHwOewUediCAS9+eoExHw/hyiyGHwCR/R1um1hdrCtpDCgcGHzMLwE3kMPgYmTJiAV155BXXq1MGdd96pWzlDVcQVJFHxeX8OkXUw+ISXryHD4qo3Uagx+JCZGH4ii8FHob0/J1ITEfBBoaEXN/WFgAuRisEnvMQVHb32UlvElaGy0NvnfRWKLQw+0Udvv/ZVzMTwEzkxG3zU+3Mi/aBQcX8Ob9INH73GzFchUjH4hJ9oo/XaULWIYcBlaUP19nlfhWILg0/00duvfRWz+Rt+ynpyh9zFTPBR788RFS3cExGo9+dwIoLIK9WYTeuEvjs3IsOpvMF5GElb+qGu5j1EKgaf8BOhxlebXZazom7tgVSqLorHlIzDcCg/d2Svx8gVLd3eQ7GFwSf6aPdnUSK13/sbfsSJejJH1AYfETBE0InERATq/Tni3+fNt9aibcTipn6CvhlZ0tICZKT8KIWdxqi7YiqSsvdhyqLXit9HpGLwiQwxBFivrdWWYE8qubUJc0YiKV/q+jgPInGl6PS0RLst65Fxci7e0ryPYguDT/Sx0n7va/p+tTD8mCMqgo84IygOeuKKSqTuzxFBhxMRWJ+2sau6YgVE7EHeCrSbVrLcsxCpGHwix1fnQJxwCkbJvt4c7VJE++1AVsoAVNW0AZ6FYguDT/Qp2Z8jv9+LPqy/t1ww/JSdLYOPCBd8UCgFo6QRew1v7UyXlxVmxKOGpnHzLEQqBp/IEe2+r6v3wTzbp2Rf74Yp2UXSkhwkrflAs7x0odjC4BN9SvZna+z3DD/hY4vgo05EEIn7cy6//HJ5Outff/2V9+dEgZJG7AP0zciRlzH4kL8YfCJLBBu9dlpbAr3qXryvz4hHkjzAn8GH3DH4RJ/i/dlC+z3DT3hYMvioExFE4v4cdSIC8e9PmzatuLETDzAl+ytpxHjFhwLH4BN5vjoGgT7bp2Rf5xUf0sfgE31K9mdr7fcMP6FnieATyftz1IkIRAXyPFOobewYfKKDthHjPT4UKAafyBPHC722XFsC6RCU7Ou8x4f0MfhEn5L92Xr7PcNPaEU8+PjzgDozi6hM/t6fw+ATfdwasmndMeVkgbRUndVNTGk5Bqs4qxt5weBjDWY+20fbJlRdPBdpYmr74tmdmuKttUmc1S3GMfhEH6vv94GEH84eHBhLXPHR+yLNKmV5UCiDT/TRNnZymdMP8Sl7kK38nM/xISMMPtYg2nJfw6BFOPKHW3sgT2k/CYmZxS0Cn+NDDD5RSLs/W3W/9zf8iLaQ4cd/lgg+Zg1x096fY8ZEBAw+0UfbiPlbiFQMPtYhhnjoHQe0xZ/jgN4+76tQbGHwiT56+7WvEgki/PgzqRfDj/8sEXz8malHr4T6QaEMPtFHrzHzVYhUDD7W4uukmThb6ovePu+rUGxh8Ik+evu1rxIpon/r6wq3KAw//rHM5AZ6X6JnUe/P0ZuIIBQYfIhIi8HHWsRxQO9YoS3BPNuHSIvBhyKN4cc8lgg+gt4XKM7mRfJBoQw+RKTF4GM9vkYMiI5AOE6UUfRi8CErYPgxh2WCjwg52okIrIDBh4i0GHysydcYeHFsIQoWgw9ZBcNP2Vkm+FgRgw8RaTH4WJM/w6XFyAGiYDD4kJUw/JQNg48BBh8i0mLwsS4x0Y3ewV8t4qpQJIZMk/0x+JDVBBJ+2O65Y/AxwOBDRFoMPtYlDu6+OgL+PtuHSIvBh6zI3/AjJgZj+CnB4GOAwYeItBh8rE082kDvwK8tHPpBgWLwIati+Akcg48BBh8i0mLwsT4znu1DpMXgQ1bmz8OcRWH4cWHwMcDgQ0RaDD7WJ86A6h30tUVcGSLyF4MPWR3Dj/8YfAww+JCZvvvuO7lO5efnK0vIbhh87MEOz/YRxxQxIcPWrVuVJWRVDD5kplDt9ww//mHwMcDgQ2ZS6xIDkH0x+NiDOKj7erZPjx49lHdHhjimqHWJAcjaGHzITKHc7xl+fGPwMcDgQ2ZS65JaGIDsh8HHPvx5tk8kH5atDT5qYQCyJgYfMpN2nxfF7P2e4ccYg48BBh8yk7ah0xYGIPtg8LEXcVVH74Cvlkg+20cv+KiFAchaGHzITNp9XVvM3O8DCT+xJqaDjzjwGJXZs2cXV8i1a9fqvoeFxd+ibeD0CgNQZIntrve9aUt8fHzx96X3cxZrlc2bN+POO+/UPeCr5ddff9X93VCXdevWue3/eoUBKDz0vh9t0fYF9H7OwhJI0e7jesWs/d7f8CP+vVgS08FHr8KxsES6MABFhj8HJBb7lTfffFP3YK8tn3/+ue7vWqUwAIWW3jZnYYl0MWO/9zf8xNLDnRl8WFgsVhh8IoPBJ3rLXXfdpXuwV0udOnV0f88qhcEntPS2OQtLpItZ+70INXrtnlrELJex9GBnDnUzKBzqxmJm0TZoeoWBJ7I41C16y7///qt7wNeWsWPH6v5uqAqHulmH3vejLRzqxmJm0e7jeiUU+734O/XaPXGPTyyFHoGTGxjQ3tAoKitRWWgbNm1h4LEPTm5gX/6c9QznRAdGHSAGHmvR9gWIykq7r2tLqPd7z/DDWd2oFAYfMpO2gROFgcd+GHzsSxzgfT3bR3QMwkUv+DDwWBODD5lJu8+LEs79Xg0/sRp6BAYfAww+ZCa1LjHw2BeDj72J4WWeYcezhOvZPtrgw8BjbQw+ZKZI7/cJCQkxG3oEBh8DDD5kJgYe+2Pwsb+2bdvqBh61iKtC4SCOKQw89sDgQ2bifh9ZDD4GGHyISIvBx/4yMzPl+3n0Qo9axBlRIhWDD1H0YPAxwOBDRFoMPtFBBBu9wKMtIiARCQw+RNGDwccAgw8RaTH4RA9xc69e4FGLGBJHJDD4EEUPBh8DDD5EpMXgEz3EJAZ6gUdbxFPPiRh8iKIHg48BEXZEgyfKyZMnlaVEFKvEDalqm0D2Z7Vn+5A1afsCRGRvDD5ERBSTRKjxNdGBCEdERBQdGHyIiChmieFseoFHW8L1bB8iIgotBh8iIoppvp7tIyZCICIi+2PwIQqrHKStHI9+nTuj2/CVOOoQyxzITV2EYd16Y9zGLPldRBQ+YupqvcCjLSF7tk9uKlaOG4DOnXti+MpDUmsg5CA1cTi6dRuPjTmuJUQURbjfRwyDD1EYOdKWYqLUyBWlJWJA56FITMuH4+gqjJ+ZjFzlPUQUfr6e7SPuBTL/2T75SFs0EyuP5iAtcSg6D0hEmqMQR1dOxcydp5T3EFF04X4fSQw+RJHgSEXigL4Ytz4ZK8fPxc5cnt0hirTnn39eN/SoJZTP9nGIkyHdxmN9ykqeCCGKEdzvw4/BhygisrBxXG907jwQ03mGh8gS/Hm2z7p165R3myxnI8Z164zO/WbyRAhRrOB+H3YMPkQRka+5xK0sKlaIzJ0rMX1YT+WheT0xbOZWZLJNJAq5wYMH6wYetYirQiF5to98Fbg7BiSmKuP9NRyZ2LlyOoaJDpJoE7oNw8zkzNLvIyJ7Mdrv2RcICQYfokjITcbMYQPQV+8mxsyVGNZ5AMZvPCo1hMrNjp37YfpOXgQnCrXIPNvHgdydczCsX290G7dR2uu1iqQmYQQ695uMjZmFUtuxD4miI9R9OnYWKW8hIhsy2u8l7AuEBIMPUdidws6ZU7EyJQnj/JjJrWjndHRXJkIgotCbO3eubuDRltTUVOXdJhAnQsavRMr68X7M6JSLndP7eblaTES2EdB+z76AWRh8iMKqEJkb5yNR3NejucRdlLkeE6dvKn3GR4Sk6UPQb/x6Xt4mCqOwPdvHcRQbZy6Wx/fLNzrLHZscqZ2Yiel6J0WkztL0fgOVs8BEZEuB7vfsC5iGwYcoTFyNW08MS9ynzNwiQtBk1zN9hi1CaqkbG8Wl7REYwIaOKOzEFR29wKMt4spQ8JT7/LoNR2KqcspDdIbGu57tUdJOaMjD3IYy9BDZVhD7PfsCpmLwIbIkNnREkRaZZ/t4wdBDFIPYFzAbgw+R5YgHmY1E9+ErcVRu6MQZomEYtvKw/FMiCg8x0YGvZ/v06NFDeXcIOQ5h5fB+JU94l4fJjsTKTM5uQBS92BcIBQYfIotxHF2J4eq0tcWlOxs7ogjw59k+4j2h4+r8dHNrD0QZweBDFMXYFwgNBh8iIiID4qqOXuBRS8ie7UNERKZi8CEiIjIg7uPx9WwfcT8QERFZG4MPERGRD2F/tg8REZmOwYeIiMgP4tk9eoFHLcuWLVPeSUREVsTgQ0RE5Advz/YRgYhXe4iIrI/Bh4iIyE+jRo0qDjzivp+yPcSUiIjCicGHiIjIT+qzfcRMb2F7eCkREZmCwYeIiCgAnLqaiMieGHyIiIiIiCjqMfgQEREREVHUY/AhIiIiIqKox+BDREREFGbaKdGtVoKh9/ewlBSyBn4TRERERGEmOsMnT560XAm2k87OvXfcNtbBb4KIiIgozBh8Yge3jXXwmyAiIiIKMwaf2MFtYx38JkwmKrdVSzD0/h6WkkKkR6+uWKUEQ+/vYSkpRMEQdUcveES6BFunuS94x21jHfwmTMaGLHZw25A3bAdiB7cNBYvthPVlZ2dj9erVKCgoUJYEh+2EdfCbMBkbstjBbUPesB2IHdw2FCy2E9bmdDqxfv16NGjQAFlZWcrS4LCdsA5+EyZjQxY7uG3IG7YDsYPbhoLFdsLaRPBZsWKFvF7Hjh1TlgaH7YR18JswGRuy2MFtQ96wHYgd3DYULLYT1nfw4EF5vRh8oge/CZOxIYsd3DbkDduB2MFtQ8FiO2F91go+hUhP+ED+u/RKjb5J0jvIF7bYJhOVT68hiXQRnysYwf6ele3fvx+dO3fGqVOnlCXBicZtQ+ZgO2APZrQFbAcoWGwnrI9XfKIPvwmTsSGzNofDgXnz5uH888/H8ePHlaXBYUNG3rAdsD6z2gK2AxSsWG4n0tPT5VBx6NAhZYlrn9S+Vp0+fVr+XJHA4BN9+E2YLJYbMrtISUlhQ0YhxXbAHsxoC9gORLN8pCd2QV3pOxbfc1yzBKQjF8nxjV2vpVKW4UXi9/X2U89yYsc89Gpyi/JvPohvl2QoP9uLmZ/VRNy132LJMdd7jy35Ftcqny0urgXG7DhW/Pf4W8TvBsPf38vIyMCAAQMwadIkfP/998pSYOvWrZg1a5byqoTYTxMTE3HixAllSfhs27ZNXq89e/YoS4IT7DYtkY2kvnXlv0eU4npXmIS+NdTvuy76JmXL7ybv2GKbTFQ+vYYk0iXYnS7Y37Mya53B2Y+EZjXkv6t0YSNmV+L709sPI13E5wpGsL9ndWa0BeZsG47dt64jSGxXC3FV2yMxy+FalJ6AZnFVUbddApKzlWVeJCQkYPDgwcjMzFSWlBDfrd5+Wrocw44xLaT334KmY7bghLzsBDKW9MKDoo5ogs/JkxlY8u2D0nvroc3MZOW9gRXxubxJTk5G27Zt5f96Mvo9rU6dOqFPnz7YsWMHXnvtNXmZCEPt27dHXl6e/FqlDkMdMWIEJkyYUOrnoTZ16lTcddddmD17trIkOL62zfPPP49ly5Ypr7zIXoW+dau618XitqM+2iemwbg2khCdR7MI8r8hC2/xt0HyFOzvWRkvXVOosR2wB+sEH7IuB7KT+qNuXGPEJ+dKL9OQ2L4h6rafh3Q/epki+Ig6IopnABLL9PZTveK6kqO52nNiC8Y0Va4CaYOPvLwmHvx2ETI0vx9IMarTIvCo6+MZgIx+TyWCzI033lj8QFARZMQQty+//BIrV66Ul6mOHj2KhQsXKq+ATz/9FPPnz1dehYf4nKKUNXD52jbqNjUOQOrVRqUuCnIYqoUWCfsYevzEFttkouLqNSSRLv40SHqC/T0rY/ChUGM7YA8MPuQXxzbE16+B+vHLsKpvQ1RtkYA0P3uZ2uCjFjUAiT/r7ad6xT34KFd76n2LH7s8qAk+R5E85j1c9mAvLMk44fb7gRTxubzRBh+1qAHI6PfEM3HE/TviCsp9990n/1kNE3v37kXNmjXlPwuFhYVITU3F119/jZ49exa/TwyDq1GjBnJycuTXdmK0bQTt9hTFWwByJMejflxVqS5ugyN7E+Kb1UWz+E3g2BD/xV6LLZ+tqa9UrhpolrBfadSqKsvKNrxI/B16DUmki/hcwQjk96ZPny5fDl6wYIGyBMjNzZVvIPYkZlPSu1QeDpYJPl7G5hYm9UUNeZlUavRFEse4hIA1xu6Hu4jPFYxAfy+W2oJgt2kJjt23vpK2oWqzkdjmMbxNdPzV7y/Qoref6hW34HMiCT/We0b681bXsDY1+ByYic8ue1Janqr7d/hb9D6nv8UbcdWke/fuaNiwIe699175z1u2bJED0auvvor33ntPeSfkUCSGwJUrVw7vvvuufJ+NICY5qFixoty+eBJBcvfu3V6LaH88iWXiCpSZRe/fEfS2lT9FrL8btb9atyXaNauFun1XMfQEqKwttj1lJaJdVakBa5eILHlByRjJdgnbfFaidevWyTugHlFR9RoS93IUOxb1Q5PLlMqtvUwtN1xxuPbbJTgmv1cdr6u8t8kY7HD7u/wr4ne9EZ0OvfHHgtHvaU2bNg0dOnSQz1C88MILylLINzDu27dPeVVCnLEZNmwY1q5dqywJH9FoivXS64QFwmjbiO3pbZuWUIdQaOuioNz3U7cLEtPzlWVkvrKN3fe13+jth57Fajctewsgvn5PK9bagmC3qRuO3bc2xz4ktLhN+i5qoV3iEWVhCXF1QnzPekVc3XHtsyVFPZsv/qy3n+qVE2t/RL24mvhs5m4cmNkG1zYdg+QTSv9AbidSpT8/U6YhbmoRn0tvXUSZO3eu27qIol0fX5577jmMGTNGeQXk5+fLYeaHH35QlrgMHToUl156qXz1R6t69epuIUnVu3dvVKtWzWv5559/lHeWSEpKwowZM0wtnsP1VGLb6G1PtWi3pyj33HOPfLWwdF9TDeHSccrP4Zbkzv+jWVQ5jqS+DRFXPx7JUqVxpM9D+7oN/T64iLM73iqlqLB6DUnpshVjmlyLuMvew5jko8oy0XA9Kf8dJcFHKseW4NtrpZ3hwQ6YuUN9b2BF/J3eqJfi9W7ANPo9rSeeeEIOhFlZWcVjcCdPnozff/8dRUVF8muV2MmFnTt3ypeyDxw4IL8OFzE7y5QpU+TL62VhtG3UhszbTa3F1LM3Sl0sDkNVWyIhjaEntMwZu+9tv9HbD0sX69y0LIif69247Ov3tGKtLQh2m7rj2H3LKm4XRiK+dS1NW+0f7VA3z+FLYpnefqpbdoxBk7hr0eTHeHz7oLjaI67qqMGnC2YmSm2GW38i+GJUp9Vjm7f1MSKu7lxyySX4999/lSXAkSNH5N8bPny4ssTllVdewWeffaa8KvHSSy/JxYrU+5b0+No26jb1HnhUOm0FBcT/o1mUcY2TlCpO0qKADy7ay9qelVQs02tIShftmRrXshPJY9BUuQqkDT6u5WW7fC3+Tm+0DbMo2o6c0e+pxGXoWrVqyTcoCqJzI87iPPnkk6Xm5BfDX0QHSDVo0KDSl3JDTHxOUTw7YYEy2jbag4PnNnWnbcRykL1tJJrVaIH4bSXXfyiETBy777nf6O2HesUqNy0L6rqIou2s+/o9VSy2BcFuU08cu29FrpOkrnbBgazE9qgaYIdTtBPe7tcQdUJvP9UtcvC5DPc+eK9ytUcsV/oRl92LB++tqTl5UrZiVKdF/TVaHyNiSKm4uqMlZnMTv/frr78qS1wB6frrr9edSU0MgRNXjTyJIWZiumtvxfPKkZb4mfg3y0L8HX///bfyqjRf28Z34FEpIxUCDOBUwr+jWTQqvq/nNt2Di6iA3orY6UUl1ha10oo/6zUkpYtn8HFdpq43YBC6XKsJPiZ0dkQRn8tzPdSiDXLaIjpy4r/eiB1dXLIWv3/HHXfIf1aHsvz0009o0KCB/GdBPCCwX79+8nYSl6nFvPyCmM7yggsukMf62o3YNnrbUxR123kWvQCkdnjqtm6NZlUbom9S2R6sSoEwHrsvDu56368ovvYbvf1Qr4T7pmW9dVGLdj3Uoq6nkVhuC8S20duWatFuS7WI7VQqAHHsvsVkYVt8C1St2x9JartQapi8b/onvFxEXdDbT3WLHHxE/dGeBFWvAsfhsuIwVPYi/j5vjDrmRr8niCmp7777buWVi/j7ypcvL5/4UImgUqlSJTmMeAaShx56CE2aNFFelejbty+uu+46eSicmABB+2fx39WrVyvvdCfaLjFEzXfgKE18NvH74uSJGC7brFkz5Sel+do2/v77jrQEtAiwDpI7428iiqmVx31MdQlRSQMtaiDSa0hKF/fgI4/fFZ2a1EXysDZX8Dkhj+Uta2dHFM/P6k9R18cbsbOLcbNiHP/nn38u/1k08mL5zTffLM/VrxLj+Dt37owzzzwTc+bMKT4YiEajcuXK8vhcT6LT0KJFC69F78zprl275MvoZpbt27crf7s7z+3lT1EDspviEM6x/GHnY+y+t3BjVMR3LP6rtx/qFbvctGx0YI7ltkBvW/lTREB236Ycu28ZjnSs6t8MVcV3VXyvZRaSE9orE6KY01aLeqC3n+oWZcj7ZZ/NxIHi5eoVH3OGuKlFfK5g+Pq9Vq1a4Y033lBelahduzZat26tvHLde1e3bl35JIn2waEiaJx11lluDz1VrVmzBiNHjvRaxEQmnkT7JIbYic+tN8GJ+LkR8TtiGK9oa8TfI9ozb4Ldpm7ke1DVNkSZnIsCFpPBp/ienknD0LqqMrRA+Zk/PDtD2su+4rVeQ1K6HMHaH1+QGqw2mHlgN2Z+Vs91mVpp3OTgkyGFoOKxvHp/h/9FfC5vPM9Keq6PL2IaSu3TlsW/J87giDO9Wu3atUO9evVKNSYPPPCAbmMoOk/iBkdvRe9+ANG4iUbIzOLtvgOjbSM6YtptqgYe3c5jqft8KCxMHLvv+R2L1577oLcS7puWjWjXRxT1CqWv31PFYlvga9tot6coeld9XTh2P9aI+uC5j1qhiM8VDF+/d/HFF5e6l0dYsWKFPMW1Spz8ECdMJk6cqCxx2bRpkxx8xEyQZklPT5c/t17wEROy+Ovhhx/WDVeqYLcpmS/2vgm3G0aDGyupBh9tQFCJ5XoNSemi3tTcFD+O6YIH1as6xcHnTyR++6Rpl6+Ndjq1A+dtfYyI+fXPOeccufFQqVPEejZw4hK19nK2StzEKP5tK1KH4egx2jZq8DEMPCp5+ETgAZzKwpyx+96+Y7Fcbz/ULRa5aVkQPxfFs3Pu6/eEWG0Lgt2mpXHsfqwR9UJvP4108VWnvTH6PTF8Tfzc20Qir7/+enGgESFE7yquuFLsOftbWaltlF7wEdNsexLbR1zBbty4sVubIMKaWEdvgt2mZL7Y+ibkG0a1Y6fVDo/+MBdvRo0aVSogqETl9mxE9IsafGpKoefekpsS1cvZDz6Ie028fG2004l1MVofI2LqxiuuuEJ55SIuT4vf057lFTc4i7M9YvYmT88884zuLC2LFy+WGxPxALNevXq5/Vn81+isj/h3jGZY8Yf4O/r376+8Ks1o24jpTX0GHlk+0hJaBlwHqSzMGbsv9hlv37H/7YBULHLTsuCtc+7r94RYbQuC3aaeOHY/9gTUToSx+LO/69H7PTGpiRjGOn78eHnGR2+TCIhApB0S6/m+jRs3yiedyzopkae0tDT5c6vBRwzFFcPrRBHPHBL3Koo/i1kqxVVfMQRPHN+bN2/u1u74+lzBblMyX8x8E470ZejfTIzl14yfzt6GhHbKw0xNemaK+Lv0GpLSRQ0+0r+tvYdHnbrabXrbspdgdzpfvyc6HvXr11deuYhG7vLLL8e3336rLHFdor722mvlmVc8z6yImw/FfQGexGXut956S75hUPxX+2fxX70zQqKxFHPzN23aVF7vQIlO7ObNm+WOihi7+9133yk/KS3YbVpCfU6H64xwXNwHSEjn00pDyopj9y1y07IRf34vVtuCYLepG47dj0ni+/bcR61QzGwnxEkOEXrefvttwxEUYn9dv349Pv74Y2VJCdFmtGnTRr6qbDbPKz4LFy6UJ0MQ5dxzzy2eHGHs2LHypAri/qKuXbvK7/MW4vQEu03JfPwmTBZIQ+a6qVmM7d9bsly94mNiZ0cUMxsyLTFOXzys0FP79u3dLhP/9ttv8pAg8XwP7dnPw4cPy2N2Z86cqSwpIc7EiI6Lt5KdXXrOI9EQiQZJ25BpeZvZRSU6O6KRPXr0qPwMAaOHKrIhI28CaQei4aZlIVbbArYDFKyA2okwFjPbCXFVXNwrI64I+5osQFw18Zz2XhCBR1yJCQXPe3zE1WFxpVoUcfVZ/bP4DJdddpncbvmaHlsP2wnr4DdhslhoyFTqmH69p56Ly8Pi2R3i3xbEDc+iAyTO6GiJRlFc/hYNi1nU5wLodXbETdWexNAbMWxJTGmpfl5BnE0WnR5v2JCRN7HUDgix3BawHaBgxUI7IfapU6dO+R0UArmKUlYiiC1fvlz+3GIonSfxzCCtOnXqyJOpiDZMBKBAsJ2wDn4TJouFhkyceRENxoYNG3DVVVd5Hb8uxrarMzyJ3xFndLVER6Jjx45YtGiRssQcnmdwRIMrxueKIs7gqH8WDbI4cyMuYU+YMEG+uVJ7KV504vTu31CxISNvYqEdENgWsB2g4MVKO2Flu3fvlq9GaafNVolni2mJ90yaNEluG0SbEQi2E9bBb8JksdCQiVlVxJh6MeZdjOv3RnSC4uPjdZ9mLH4mxu2LRsRsnp0d0ViJzyzK//73PwwcOFD+s+isiY6OuAdgwYIF8rp467jpYUNG3sRCOyCwLWA7QMGLlXbCysTJELV48pywQJzkEVevgplgge2EdfCbMFksNGRPP/20PD2t6ByIs6VGxNj8YcOGKa9KiOEvo0ePVl6Zy3N4i7hBWdwwKcr1119f/GcxpEU8N0Sc4RUdL70bpI2wISNvYqEdENgWsB2g4MVKO0HcNlbCb8JksdCQibOj4gZkb/PxexKzN3kye0pKlRgfLC5Pi88tppz05DlmV8zWkpiYKHe+ArnaI7AhI29ioR0Q2BawHaDgxUo7Qdw2VsJvwmRsyCJLdHb+/fdfeVpdcXbXk3jmh5a4wfmXX37BkiVLdJ8rYoQNGXnDdiDywtUWsB2gYIm6Y9USDL2/h6WkkDXwmzCZqNx6HY5Il2B3OjvurGI6THHztN60mJ7DccQNy2JWl2BmkmJDRt6wHbCGcLQFbAeIiOyDLbbJ2OGJHdw25A3bgdjBbUNEZB9ssU3GDk/s4LYhb9gOxA5uGyIi+2CLbTJ2eGIHtw15w3YgdnDbEBHZB1tsk4mDoFVLMPT+HpaSQqRHr65YpQRD7+9hKSlERGQPbLGJiIiIiCjqMfgQEREREVHUY/AhIiIiIqKox+BDRERERERRj8GHiIiIiIiiHoMPERERERFFPQYfIiIiIiKKegw+REREREQU9Rh8iIiIiIgo6jH4EBERERFR1GPwISIiIiKiqMfgQ0REREREUY/Bh4iIiIiIoh6DDxHFjrQEoKrU7MVJpW5/INuh/IAo8tKnA3VqAbV0Sp2WwNQlwCnlvUREFDgGHyKKEblAfGNX6JGL1JtMPKL8jCjy1g3WDz3a0uhb4CDzOlmII3sjpibHo9m0FxA3VSlz+iF+xz9IzmdlJWth8CGi2ODYBtSvClRtCfR6wRV+2iUqPySKPDX4PCL9t1BZJjsFLJKWqVeDui5RlhNFVDaSdwxAXTXs6JVpHdE//RAYf8gqGHyijWMf0OI25Yx2QyDpuPIDm5FayemfuZ/p1JaWUidgyU7lvbZTgPSMxZi0piOqFh8gGqPuiglISNkjHUooJJLjS8KOOuStansgi4dksgavwUexpKvr53Wk/55UlhFFRja2bf5GOYaJ49ckJGZqjl75e5C4uZ8rFE0bgMQ8trNkDQw+0Ubt3KnFrme0paP+4Efcw45e+XaJnJHsI383Ela0LDkbplOqLhqDVdkFyi+QOdRhblKlkYe3SaWd9GcOdyML8RV8Dk5X2r6W0p+VZUTh50B2xkjlSk9TNNuc7PWEnSN7GdrPHcTgQ5bB4BNVNJ27vl+7go9dz2hrgs/gdcoyxamd0jLpwC93AOoAS+xy6jM/GfGLmioBpyXabV6hGf8sHUgyVyBeCUVVV6xAlvITMkHxMDd1f5BKovRnO58coKjjK/jsHK20eww+FFGZSFzR3HWsWjwXaU5lMZENMPhEE23n7vgeZcibdJS04xltg+Ajk8JOVyn0iJ/bY7x7FpLWfOIKPdO+QfxRb+fHCpCe8iPqM/iYSzvMTZUl/Vke7ib1ItPylYVEkWMYfKSsPvo1189fkwKQDU9nUbTIW4F28kQGzdEuJVNZSGQPDD7RxK1zZ/Mz2r6Cj2S6ctWn5XRlgZUVHyiaosWONHZawuo40LehzkkAdbhbVSB+m7KMKHL8mtygkfQ+zmlNEeNAVsoA1709vHeHbIjBJ2p43sMgKT6jbcPhbr6Cj7Q66tlP6wcfHigiyut+IP1ZPTlQP15+SRRJavDxWuw0tJeiVB6SN7d1jV6YEY8ktptkMww+0aLUPQyCekb7NiBhn7LMJnwEH8dO4DWlMzDa8rO7acZDcwhbmGnCjd6VTzUUxTUGknOVhUSR4TP4KMV2k7pQFMlB0poPXMFn0VykK0uJ7ILBJypIh8Ck/jqdO02nz25ntA2Cj3Zyg0ZSR8Hyoz6cuxE/t7F8oKixZqP7EBYKMTX8S0X3XjcOdyPrMLrHR7R7o5XprPXaRaLwYPAhe2PwiQoGnTu7ntHWBB9vxTbPsnBsRN8Z0kFi6mtotoOHibAqrv9+FA53owgznNxAkOqn+nwzPsuHIkMTfOZOQjJndCObkY72ZHuG9/LY9Iy2H8FHLo2AJVaf15XBJ0I0Vzz9KhzuRpHlM/hIip/lI7WP67y9iShkipC+o5sr+PCeVbIh6WhP9qbp3OnO3qb5uZ3OaGuCj96Qjp1LgK5S6FHDj6VnOSoOPo1Rf/Nu23wF9qeG/hpAwn5lmR7NyYG+q5RlROHH4EN24MichPoi+HA6a7IhBh/bUztt4oy1r2KjM9o+go/gSAc+s8WzfNKRsOg1+QwZJzcII7+HeWpODthxBkSKGhzqRraguW+VxzSyG+lIT7YWyD0Mdhru5kfwEdRn+RidIY08zfSfHBoQJlLQkad3l+q9P1c6i/cjqTLZ8YG/FBWMgo/joNTeScvlZ/n4aBeJQqsAaTu6ux7R4OPZdI7sJPRf1AcJ2UXKEqLIko70ZF9SU6OeqW6WoCzTo3lf3f5Atg063lEVfKRvgEMDwkud3t3vsK+5cmrHB/5SVFCDj6/SdboNZrOk6OZMQ8Lipq4TelL4abZmJhIzs5UfSvL3IHFzP9TlCT+yGAYfW9Pcm+Crc2e3M9p+BB/7DHWTaA8S07oj4WSB8gNPBUhPH4NmizlNaJmkJ7hCTFUpGaflKwuNaE4O1Ohr7RRNUStdCjTqFR290nU0sMTyzy2jmJG/GwkrWirhx0uZ1hH90w/5vOhOFC4MPnaWHO/qqPl1747Nzmj7CD4HpWXqs3wsP7mBwnFyLlpMKzkY9E3+B8n56uHAgezMFYhXDiIcN01ERNZXgPSMxZi0pqMy9E0pc/ohfof2GEdkDQw+thXgPQzaM9p2uIFbE3wMixR6ptvmDKgIN3PRbo7rplBvpeqiMViV7e2KEBEREREFg8HHtvYDzWpI3+BtQMI+ZZkPxcPd6gJJmrG4ViTlMnX2It0iBZ7R04Gddhzo7jyEpJ3T0XeROj5alMaou2ICElL2wOLfDBEREZEtMfgQEREREVHUY/CxM/n+HguWMtK9wmORQhamVxdZWMJdAqTXzrCwRKL4Qzssm4UlUqUsAm+lyRJyTp4I6iAbciZ8Jn8b4HAry+fS23GtUEQ9yi9yKp/S5qy4P1BsCTL4EEVaIMGHKJLKWgfZU7AhR8FJ/NanqzU7egw+uqx4sBCf6c8fu2Ph1kPKEptj8KFIY/Ahm2LwIbtg8Ik1Tgf2LRmOu59vZ82OHoOPLqsGn12zf8BDTbviyMk83xMDWh2DD0Uagw/ZFIMP2QWDT4zJydyDdxs+hsnr0q3Z0WPw0WXV4IOiLHR4rR4atPsD+0/4ehaUxTH4UKQx+JBNMfiQXTD4xJKibAxu+RTe7jMN8l0ZDD5hFZXBR5KTtgpNa16CRl+NQKGdb/dh8KFIY/Ahm2LwIbtg8IkRTkchTqzsiupV7sTGLKV3yuATVtEafITCbT/ghiq3YfWRfGWJDTH4UKQx+JBNMfiQXTD4xIisPYvwzDXnokGb4a6rPQKDT1hFc/AB8tHv3YfQpOsE+87yxuBDkcbgQzbF4EN2weATE4rwfYsHcMaVz+KfDM0ZeQafsIru4APk7F2Aq/97A/qvPm7PiQ4YfCjSGHzIphh8yC4YfGJA0ckNuPX8c9FoVEbJ1R5BOcg6HQ4UFOQjLy9PKvkoKCyEw+2NTuSezlP+XMJRVIj8fPE7edLvFypLy8js4OOU1i1fXTfpcxYWuW8D6VVe7ulSywoLC5CvbI/CInO68aYFH5110nI68pF9Kj/k61S68XDg48eq4Yzb2yEl3/1ftwUGH4o0Bh+yKQYfsgsGnxiwZmwn/Of6Z7DVM7soB9m09fPR8eOXUfPG63B33efRqcf3SNqbJf9McGTvwIuvfopcj77skoSf0fS5h3H9jf/Du18Pw0kz+romB5/Taevx8RsNcN111+OWu+vi6+9HIU3T53cWZOD9F19Fmja3FRzEzz2/wasP3Yxbaz+OYX/9q/ygbMwKPnrrpN62Jez463tcclenkK+TXuOxcGhLVCh3DvrM2KEssREGH4o0Bh+yKQYfsgsGn2jnyESL+6qgaa/pygINt4NsNprceS5e/Gac8rrE4qGtUO7s6zFsX+mrBD9//ARqvDcTOWad4Dc5+Aj526agSvk43PTiN8oShTMXy7s9iLPLnY3fk44rCxWOQ+he+0y82WuasqDszAo+gtE6tXrsKsSVuyjk66TXeBQdTcIzVSrgugZfoEBZZhsMPhRpDD5kUww+ZBcMPlGuaGtPVKtYCSNXnVCWaLgdZIvQ6tHL8WSb35TXqjy8/1AVlCtXHvf23OZx70YhWtSpiX673YdalUkIgo/j0GLcXSkOVz/Zxm34V2HqfNxaqYK0buXwyS9LlaUuhXtnoUbFsxC/4piypOzMDD5G61SlYnlpM4Z+nfQbDwfWfX0nKpx1I9Zlm5WGw4TBhyKNwYdsisGH7CJywceZhwk/DsC8dBM7zVYkrWfS8Pb4fd4mZUEYObMw+uWqqHDR3dh5WqcT6naQdaLT8zfggfcHKa8FB1Kn/h8eebkl6l97Jird3BopmtP4juNrcN/DzZBpzi0wLiEIPs7T6/DMOXG49IH3pXhXYnqvt3D1S7+gRf1rcf+7A5SlLmvGdMAZ1/2f/nYLkpnBx2idWn7yMS4oFxfydfLWeDhSRuDGcyui/5y9yhKrc2DphB9NqXtEZcLgQzbF4EP24JTr4KaM08rrwAXZU8jFyPZvoMPIv93OVketoqPo2/IV/Dx/m7IgPLI3T0K1inG445Vu+tvZ4yA74J37cGvjbsor4GTyTNS8qAbGrjmMgR88hLhy5+O3FUeVnwIbJnRG8+90htCVRQiCD4pS8Pn1FXHmrY2Lh185TibjycdexVYpBMwf+AHOuOYpJBffE+NE51cewv/NzjS1fpoZfPTWqejATHmdDp9ORfs7z5TX6WhxKDV/nbwfwArxxVNSmHynv6nbLxQKj+/C92/VQdMOI02pe0RlwuBDNsXgQ3Yh6uArL7yO6duzg+qjBNFTcCJ9Sgvc8vB7OO0+dVhUKzyShHtqN8IukyY/88eK+NYoLx1Im3oLJx4H2fjW9XHN022Lh7NN7t4E17w7E+ICwcrf2qCc9P4PhyQqPwV+alUfI/7xuI+krEzofJZqgJ3H8f3DZ6DCNU8XTwKwZXJ3NOs9Va70x1f+hooVq6BTkvLlOA6i/gPPYK/JFyNNDT6e6+TMwaQ3r5DXSVzB2DugrrxOiQeUbzME62R0ABvb8XmcfcvLMLl2mG5qjzdwXs222H1a2k4m1D2iMgmiDjL4kBUw+JBdiDqYNLo9zqr2ItYGMWQp4FY6ZflI3HbJlRg834azPpWF04HRnV7FdQ27YldW4Bs6GD+2rCsdR8WQo33KEg8eB9lJ3Rrjvw9+4LqCUHAYTZ58FgsOucLAyQ3jUaVCHO5p1seVkB1H0PTxJ3wOm8rfvxjTFqxTXnlwFmDbtp3FQUsWiuCDfIx75QJU+O+DOCB3/E+jY5MnMW/3KfmnTjHd93kVUePDOfLMdae2TcUTzb8r+VyOk1iXOA8LEhdi8eJFWJi4APMXJGLLvsPKGzT01klhavDxWKfDa8bi2ip1itep6MBYeZ36zNwpvy61Thp5J9KxbP5M/DHyV/wSPwp/zl2OtGM5yk9dsg/vwf4j7peGjQ5gGyd0QfmzauBns9OjibJTlqPOfU9j7t5cV51m8KFIY/Ahm2LwIbsQddCRk46f37gVDT/5SbdfZCSgVtqZfxiv3Xsbmo/ahFy7Pt29DAqyduKbupfhpQ6/B3V5LSDOU3jl9vMQd9b9WHrYS+fT4yC7YPAHOPv2VyG6vOvGd0GrQfNQ/DUVHkLfR87HmVfWw0Fp4bE5H+HpFn0MK0z23qV47qbKuPGZdm7ru3/TEgzq8gXee/lxXPHwB1IXXiMkwacI/3a4HRXOvh1bCwqRPOI1vNhqEAqLP1QhPq9/DcqdL22rg0WY2bcF+sxwBQaZsxDHMw5gaOtn8GiLrvhn1b9YOm8Knqh5HR5vOwMixxquk8Lc4OO+Tl2aNUSnBRkl6+TMl9ep3qe/yC9LrZPgzMG0n3vg614/YMykaViwMBEJY4eh7TvP4LGmXeHIO46V039H5y8/Q63ql2Dg3BTlF12MDmD5e2fhonLlccMnC605u5u0f3R57V50Gb+mpI4z+FCkMfiQTTH4kF246qAThacP4KMna+H3fw64fuCngFrp9CW/4IoH3kFWQaD5Klo4kJs8CDddWQd79HrGZsrfgtvPKYdKNTvB6/wRHgfZ1aO+RIXqDZHhKEK7lx7H8sPaLqsTR0a/hLMrXIy5+zLx81MXoN2IVcrP9P3esQVa9f8YV9d8za3zO3fMUExak4G9c37AJfe2CEPwAQ4OfQIVKlTHqr0r8cTFFyN+ufvVmnHfvCT902fgh7n78FWj+lh13H2jOZ1ODPukHj4cvABFRUUoKizEL5/VR4XzXsT6XB/rpDA3+Liv0+MvtsVpj5MJYp0uvv9d5En1rtQ6OU9jwVf34+kPByIv3/XQWrFehQUFyMvZi/6DR8JxfCO+bNkL6/dn4oMHL0P/2e5XDg0PYAXJqHmeVP9u+Bz7LHjRJ3/tt7jmigewJ0/TFjH4UKQx+JBNMfiQXZTUQSdW/vYF6rzjPhGULwG00g4M+ehRvNVnpvI6Rjmy8flTN6PvrNAO9cvb/ifOL1cO1328yPsZd4+D7PYpPVHhsoexePG3eK5ZZ3g+fN9xbA7uvqgiugwchJoX3IKZO92HQ2nlHVyDdz/tiWNHx+H2ax5Whpi5FObnoUDqpGcs/DFswSdnWjOcW+EydOn6GW56/Tcc8li5ndO/Q0Xp327SZSBeeO5d5JTK5g50euFmfP/XHuU18MN7D6LKk4NwWHqv4TopzA4+2nXq/McaZWkJeZ0urIkp+5aWWqets/rjiouln23OVJZoncauPfulNqEIp0/nokj670ePXB5Y8HGeQqObz0bcGXdggfbLtwBn7j50euAi3P9WH7cZ8Rh8KOIYfMimGHzILrR1MD9jGW6ufj/+Svf/gozfrXRRyljUrHotEvfnKktiV9LoDrjp+fa6nWOzbJvSHeXLnY8WM7OVJTo8DrIHFw1FhUoX4Lrqd+KPfzOUpRrOPLR/9gZcdnk13NpyFrI9rjAUcxbgh7YfYOnu41LfORUNr6+OZSXTixULZ/Ap3NgFl1WohBsefRsbj+eXGmpYdOxfPHNxeVx02eV4t8/0Uj+HIwPP33QFZu/JwfHDqVj053C07jQA2zOV+0MU4Qw+2nXKOF06XIh1uuHcM3D9HTd7rFMR2jx9HW76eEGpq0QuTjgc2u/LEXjwkX6n/bPXS1/nGaWGyEXaxsnf4pxK52NIohTutBh8KNIYfMimGHzILtzqoNRf7fDiHaj2zI844uc5Wj9b6UL83e5WnH/Li8j2P1RFLXH/Q5WLa2O26z70kJgz4B3EVayOoQf1OrYKj4Ns9urfUSGuAqq/Nw2nSm6AcSMmQChX8Sr03OLe4dfK2zcfTVv/hEJ51r5cvHv/FZi4uXQUCGfwwcGhqF4hDm/0mOJ+ll/lPI0JTS6VwmJF/LzkkLJQI+dP3Hn+Objlzpq48eoquPORlzB95S6pe+8unMFHu06634W0To1vOwflK57tvk6OI3j8yvPx+iSDUOwmmOADDPnwIenrjEOb31YqS6xh0PsPovxFjbDeszFi8KFIY/Ahm2LwIbvwrIOz+r+NcmfWwMyd/t2R7Fcr7Ty1DW9fXQm1mvb22lmOKYXpqFvtAjw7bG+pjrNZRrR9Wurc3YelecoCPR4H2fwN43HOf+/GpD3er8ptmdwN5934PPZ6rR+FiP/mbXzQ7lsMGTJELg3+dzkGzktVfl4irMEnewxuPue/+HPzMWWBJyeOTHoD/znvRqzxuL9HyFvyGS6/sQFSDh3GoYPpWLNwLGrfVgvdEg+51emwBh8/1qnbq7ej/H+fd1+nwj24p3Jl/N88o8qhFVzwmdi1sRx8XuueoCyxAOcpNKlZGTXeny1P0+7GAsHHmXcY08ZPQELCFCRMnoQJ46cg/ZTmgxYcxcxfp+CQ2/5XiCUzJ2Di5ATp9yZjyvzVynIysmvNQkycKG2vKVMweeJEzFvl/py15FV/Y7NHU5i5dz0mTJwk/86kiROQnOF9uG9QoiD4iO06fsJEuQ6L7Tpu/PRSdfjvVVuVFy5iu46T6v3khAR5u85ce0T5CXkSbcTc8eNcdVfaXhMnjA+o7oo2YsL48abXXfsGH6d0PJ/m2jbSfj1Rqn/jpyfBvcomY9VWjxOiebswc4Joq111dv7q7coPSM/hXWukbTxRbjsTJkv/nbfKre90NHkVpnhU2sLMvZgg2hLRRk+aiNXbdUYiBcGzDqZL/baz4iqgw5jStwzo8auVzlg6DP8p7/4MmNhWhK+evQHn3N7WIECUhRNdG9+KM254Hkc9O3daHgdZR84RrF6/A9r7vT0VnMjAv5t26wc252msHtoMn/Yaj+NZJ5GdnS2Xnz97Ep8MW6q8qURYg4/jCNatXo9cL1eyBGdOKv79d1Ope5tEx3LxZzfgpufaF693UUEO3r6/Kmq0mif9tERYg48f65SxZxNWbNjvvk7Oo6h/1dm4p9t6t8/uXXDBZ8nPH8vB54H3BylLIq8oYymuPOdyfP1vjlujK7NA8IEjD1sWj8D1l1TGZY+0xfLNu5Cryaxbpn2HKhdWw9h/tfdmOXEodSeW9mqIGve8hDW7da5YhkFhoX+1ySqyj+7HN80eQeWLKuOdb8fgQOZJ5SeSouN4+8Gb8OxP7ld1804dx/ppA3D5RZeg9eCZyNJ+OWaIguAjtuuysa3kOiy2666UjFJ1+H+NOpXarnt3bsYnz9SUt2vqcb0WNDScRYWaGT5tQGojMnZtkuvuJTfVw5QVmwKqu6KNmL1mu+l1177BR+p079+Csa3uwyWVL8G3Y5YjJeO428iQad+9jUadxiqvFEXZSN25Hs/UrIEmP8zG7kNZyg/CQ0ywZKdqm5d9FCO+aYbKlS9CvXe+xa4D2mNYEb57+0FUe/YnaB+r48w7hZ3rp6Hh5RfhpdaDcSjLnFtlPOtg0Yl/0fDC8njgvYHKEmN+tdLLh3+OcnEVMWh+mrKEhreuj7gzbsa8/aHoLBTi48euQOXab8PwnL7nQdbpRFGRtqnU4XR4fc+JjQm46ZqnsGi/+xi+Of3fwUvfjFdelQhr8JGaCDFrmTGxbjrvcWSgS62z8MRnvyoLJM6TePbGqvho3gllgUtYg48f6+RwFKGw1PdVhLYNauDMaq9ig1/PlAou+Gya0EXa7+Nw80vfKEsi7+jy4TizyoNYpdd+WiH4SN9pYc521LqgPM5qMAzZhUWag5sT3V+rKW3Tcvj4lyXKMhdHUR4WtKyORz8chAJf+3BIFOKbtu3g/qQna3NK+8afvZpKX3s5tB+1WtpXSrZ09sbJqHxGBZxXuzsyNJtTzO64a0YfVDyzNubvl8Kz2T2PKAg+YrvmH58l12GxXcXxomQzOeQ6fMYVj5XarkVFp9D8/tvk7RrOZ5svG/EN3p7g7aq5FTml/b1QrrsVr3sWh/MLA6q7oo3ILZA6zSZvYzsHH7E9j896HxeUr4hRq7NRpK2A0vH/tZqVccVjH3ucKJTqbN4u3H/bo0g6nuv+O2Ew4pu22GyjBtcp9R23/9lLnkTq2fajpO1VUjmd2RtRs/IZKHdebSxxr7TI2zUD1SueKeWH/VK7YM42LlUHHcfw/UNn4NIH3vfrZLBfrfSYDs8hrvxl+HObv0Nrot+cAe9Kx7izMWxZKC7p56Jprf+gWr1P9O9nUZnY0XMWnECXt55F8xEbkKupt8KaMR1xb/PvlVcl9s7uhwv/9wbcYpIJn8nsjoAjcyUeO6883h84T37tLMhC4qhv8fKHvZEqnniqobtOCvODT/DWTO6Jq84/D89/3Bc7M47LZwYdhbnYvGI2vu/aBf/u1d7/U4AW912CXlOTldcuvj7T3ln9UEH6Pi9/tJVxPQyjNWM64Pw7myBLr/00cX8oE8dRPF6tPCo90AfHNPtS/sEkPHZndengHIf73xmg6UxKv3JiA1696mx0mbhRWRJueXj7pcY47rHvW93fwz6VvvY4fD58ubJEcOKPb5rgymr/RbmzbsXsPe7HrQmdX8E1r/8BnRGxZRdEHbRa8JEV7ZDrsOd2PbVxmFyHz6r431LbtShlDB548NXQbFcDM/q8jYf7hW7YeaiIulv+yiewy217+a67oWoj7Bx8hKIdvVGtfHkMX64Jwc58bBzWBHdWvxIV/3s/Fp50P3Cc2DABD77aRfdEZ6j1efslrLBZg3v072GoJLVxT3w+XFnikvTHN6h+ZTXElTsLA2aXzJwrbJjQGWdf8zo2mtgwlK6DhVje+kacceXjfk1w4Fcr3fP1OxF3zhNYfdL4Szp9KBkjB/ZGnx+GI+2kmruKsGrWGPTs8ztSc8xJe4EI1WfaMvlblI8rh69GJylLTOQ8hGeuq4gbXuikLPDCtI6eEyumj0DHr9qj34hJ2LjvqLLcgbTVMzF8YC980bE7Rk2YjYOnnSg6noKEiX9gSJ9u+LRNJ/z8+x+YvXyL61dM+EzmdgQcWDrlZ7T95GN07NobgwYNwuAff8HUBSuQfjSr+GBpuE4KKwWfgpwT2L12PoZ81wX/9947ePfDT9D6i/YYPv4vbE87jFzlWVv5e5Zh3O/D0aHNp+je7ydMmDgF+0+4fubrMx1d6mrkzr+rqV9nUcJhSs/XUaPhV/qdHE3di2xblIdXbj8bFa5tiT3FG86Jid2bo/vYqWj3v7NxTvUGOKRpoLdM7YULa7yB9ZmROAQLeXjrhUZuQc0/Drnt6N69NxIWb5LW0iXn8E789MNP+EfMFR9CrnY4Ds2//0tZ4sTprb/hmefexeheLSBGKrQdoZmcw3kSzeo9ijE7TxV/VlMF0f55a1eKMjdjxMC+GJ6wGOr5maKcw1gwbih+Guc6iRM62XIdLtmuUptzeC3eqlVDrsMPXHZmqe2a8M5NaNJ5XGi2q4Hp372FB/t6Gb5tqEiuu6KNWH1AneynCEe2LpDrbqj7K3LdvfAeJBbv8v7V3VC1EWYEn0PJK9C3dx8Mn7oaJ9XxhwVHMGvMT1i2vvR9wqbKnozbzy7v9siKw2snolaN+zF26mhcduY5eGLAFukbLjG1VzN0HrdeeRVe3731ApYH3uDK23hg7+74YXhCyTYuypG3cZ/f/3G9DpG8LZNxcfk43KM5Ee48vRXNn3kOU0f3wtnl4tCg7QjlJ4ITvZrVwxtjdurcghA8vTp4YtLrOPfM65DkEW71+NFKO/BpvWqocOX72OXjfpZxXZrg8ir/xUUXX4pOo107bObmabjpCmlZNSnxReCyXqg+U3riELlT+M6AOcoSExUlo1618qj5ei9lgRdBHGS9yTl5HEePHsXxE1lSp7mkaSg4fRLHj2VKP8uUfpaNQmk/dRYVIOvECWRmHpV/59jxE8jOUc5MmfCZzA0+0rpludatuGQeQ/Zp9zNphuuksFLwEZxF+cg6fhTpBw4g7UA6MjIO4njWKbfx7s78HJw4fkxep0xpvU9I36/69fr6TKfXjMGZUkNW6aaXjIdcenIUITf3NE6f9q/kaeqbL8M+rYdaTfsorzxo6l5k2yIH3n/gEpQ7rxE2qn2Ugi146dGG2J19Gjv6P4YzKlXBgv0l6/1bm4a4v9taUw8OgQku+BQd+Rf3XnMZKleujMtrviw/E0uK2+jz/mO45LLa+CPEI5BS5w+S2+FGXSa4FhQdxg9PX4GPfpiDIyuG41yp/j70f0NcP5M4Di/Hg099jGz/q1xggmj/dNuVoiP4ufEtuOy/l+DSy2vih62uDzytz/u4osolqP1md/l16BTIdbh4u0pWjvoKl9bpKNfhNk9eW2q71r3wPAxdlK4sCZ9gg0/+1p/luivaiOrP/CDXXdFG3F/9Crnuhrq/IupuhUq3YKw6vMDPuhuqNqLswScfXZrci0suvgiXVq2O0SsPS+uUiQkf3o8rpHrcb3KIr2YX/IMHLqmALhNK/p1RX72EOh0XS8f7I3jy2jNwzp0dUNLsFqFNwwexKD0yJ5uCCz5F8jau8t/KuPjSy13bWLJ5Wh95G1d7/Q/5dag4Uufj5kpxuKVRF2VJEbb88DQafvQDTh9ZgcfOLYcqD/1fSbh0HEbDB5/CWpMbXL06WLCmI6pUvAhzUnyfpvWjlS7E27Uro9IdnWD4fKD8wxg7chzWbUpCqwa3os67A+A4vRffd2yLMRPGoV//qW43PYVFCD9T1j8jcIb2gGumgtV48NLybqlalwkhw3QmfCazg49ZrBZ8ysrXZyrYOAHnSQffCtc+DT9OosicuWkY0fkLfP7ZZ/jMz/J56/ZYtuO48jcY6/d2bbfOgBu17kW8LXKi7dPXIu6Mh11DGZw5WNqjAV5p84t8QChMGY1bzq+E72YoD0GWfv7Ok/Uwbl+krvYIwQWfrUunYtaSlfirf2NcfNZ/MWfHIcz5viU69PwJo0aMx64QXyrM+mckzpS+9/qt4+XXKUuGocb1DbF4bzaKTmxA48sr4OK73yqeAXDnX9/j9a4TXS9CIYj2T69dObx1Kb4f/idWStv31ovPwq1tFuLQziVo26En/pw5DeNnLlPeGSquOqxuV1FH2zRugN6LM+Q6PP7rRvJ2VfcjsV3Pr/4mNp4wt4Pjj6CCj9RGJPzwvVx3RRtR7pxb5bor2ojBo/+U626o+yui7laocDX67XVts0jX3bIGn1NbEzBy3CxM/aEVzixXDu8OmIMlY75Hyy6DMWHcKKzcpvewbRM50/D0tRXQOn6F62VOCho3eAWLM0S7WoSvG92CuLOux4wdrkTrODoHT9Z7HRGosrJggk/+4a3yNt6U9Bca3HqxvI1P752Djm07yNu4/9RdyjtDw5n1Dx47Mw5X128t7285KUvQoMb1+GXxXmkTn8Doxpej0sV3Y4dSaXN2/oV6r3c1fSihXh10pg3CtRXOxIRNvk/T+tFKF+C1289GpQf7Gh8UnYU4cSIbDqcDa8d+jYtvfxzfdfwWC9btxqnTOdLPcpSGyYnTh3Zg9vhf0GdkCK6WaPn5mdI2Lca3Hb/A++99gLbf9EbSbleKNpK3fpzrst6XI5Ul3jiRubQfnqn7CCYm+jldYt4S3HtROdwvddgMMfiEVawFn0LpQCYua4tx6H53AhwFOHogFan792O/nyU1NQ3Zef4dfbq/dnup8cXF1LoXQFu0b/Ny/D6om59tkROb/p6J0QkLcdTj3jBPvd/4H+IqXIfZ+wqxf9kI1PxfIyTuUC5/SAeITx6/Bk985lqP3D3z0eDNLjjpYxOs/KMHHni6c6mZJAtOHZXb0zYffIH1R/z9ojwFF3xys11XiPNO7EajOyrjlY+6Yfjcdcg4moVTp065hkg687E44Vd88elH+KBVa/QeOhaHc4xXtuBEKiZO+BPJPsbAFyRPw+VSHb23RX/p3zmNjk0boc+CPcgVD/Z15CGpd12cc841+DtdfBIHBn/0PMatU4fy6nNk78f7r7yDRdrZgqV1SFk1A/2/7YgPP2yJL7/5DnOSdis/1DAp+BTmZuNoVi6KCnOlDtsdOOO6Jug2aBh2ZxxFbl4uTuWUzO5xdN9m/NLna3wxaptSr70T23X62FFIXOs+Dl+PqMPydpWIOtz0y59xXLnccGDpz/J27bVWfA6nvF3fHJ2MvOLdogj/LkjAlx+1QMtvfsCwYb+g+9dfok3XQVifUjKhjBl1N6jgI7URxw9L21Kqu6KNKF/uDLnuijYi65S0faW6K/99jlNB111fbYSou+dXqIxPFkvdwiDq7sm07Rg5sDuaN2+Obt8PxdBB3+PLT1uh3+i5xVf9A+nblDX4OHKP40R2LnIz1+KNK8vj9sdfwbAJC5B2JAunc04hTxl+LdZFtLt9vu6IUdv8ODMihe6/Z07E2j3G+63UzcYb/zsfLfrPll8tG9ERX/6cWHyFbOnPn6BcuYr4bPjf0t+Zi4Vf3Yc3u3gOzXTgZOoGTPptMDp3/gYd2rTCe82b4u2P2mJ9mnIJ0FmAzctnY1C3Nhg5J/hhcsEEH6fUHoht7JTqx9ivG8nbuOO3w7Fud4a8jU/kiO0pHacWJ6DjF5/ivQ9a4ZveQ7H7sPHU5+Ie75kTJ2Bhso8TkAXJeOfy8qh8bwupbXdiRMemaNRnAY7JMww6cCKpN6455xwM/9t15Xf+4I/QZdw6+c9aeVnp8jbu8s03+Lp9W3kbv/z6u+g9ai6cyvHimy8/l9tasc9tPeIenXTr4MnfcVOlChi1WjNDohd+BZ+XbzkDZ9QdgBPG+3Gx01sn44ILbsUvG9KQU1zZBSdmDvkC99WujyYv1MNjHw1Wloee98+Uh4+evgvvftEJX7d+D7VuqIY7nv3cZ0evYNNEnC8FnyfbKGfEvHLi0Pg3cEGlivhupOtMhE95ibj7gnJ48AMf24fBJ6xiLvgkT8VlIvhc/qgyhCnyur58i7TP/aa88qBT93y1RQ1ffRMv3Xqpf22R4xjeuPdqXF6tOkYsNh6vPvSjRxBX7j+YuCkfP7Z6AW+O2u7q0Cj++PpFXHz/O/IsauvGd8anQxe7fuCN4yia3XslKp57P5YeUtfDiSOrRuL1Z56U29MLL7wd81J8pCdHBrq+9wKefvppj/IUrqxSFY+XWt4AL37wKw76/P4d+Pa1O/B8u3hkygffEnnbZuGu2o+j0zed8N6L96Fa1Svw+dD5yk/1/Tu+K6pdcRUe6Wo8Zt2RsQh3iaEXL3dF3t4FaNC0C46V9L5RcGAkbjm3EvrPkTr6jjS8+tRzyND8XM+aid1x8YXV0XNLybaU1+G669Ho3S/wxQcv45pLL8U1dzyL3Z4PkzIp+GhN/vY1xJ1xBeKXpkpbuYTzVBpGfv02nmz4KurVvBK3t10mX40xIrbrlVdcjtuea6ss8U7UYbFdBVGHx64pmcin6OQ6ebve9HkiChwn5e26Lkv7rztx6sRBvHxnFTQatguHDh1C6oZpeOwq6XWHUfLPA627C0d0RcMGnvXzadx905WofHPdUsufbvAsPvh1o9s20yPaiKpSOyfqrnsbAZyY1irouuurjRB1t2qFM9F4fE5QdbcoPxfLR3bEeeddhvgl+3EwIx17FnTGndfeieXyzFonAurblDX4FJNCXMKbVXHBrc8j9bh7h/tU2jp8/faTcrtb88pr0XaZ72sBjt0/496rq+G5tl5OeBUrxEePVMXL8lWxk2j1QgOsOVJyguDkuj9wqfQ93/9Ofzik+vty1QsxdLH7c2XS/52AR+u8iEnLtiA1NRX79+3Fnl3b0fvDVzFL3OvhOIIhX7yOV99sglsvvRAfDfZ1r50DI7q+V7puSuWmK6vg/sdLL3/mxQ+wxneDi62Tv5W38Ya0TGkfVBYKedvw9F218UWnb9D6vRdxQ7WqePbzoYb7wbF/x+Pqaleg+iOu/d0rMUPuXZVw5i0vIz9vL15o0BTbj+VJe7Oi4ABevOVcvNNfnEh0oPOrT2FxhscVGMdx9PrwjeJtnLo/Rd7Gi8d2RfO2g5CrHC/adukht7Vin7vp0fZuba1uHcwZh1vOrIDfVvgePeJX8HnltrNQqc53fp/1dRz5G1eedQV6bPFM806snDcNC1dvwbgezYvPJoWD18/kSMXnH3+DfQcycDA9Fcsm9UTl86uj7wbjG5ryN4zD2dJB7pn2vytLvCvM3IaJv4/EjnQ/n7SftxC1LxTBx8fzUxh8wirmgs/2P1FFCT7FfW0fnIVZWLtoLubMno3ZfpY5c+cj5ah/8/t/+8pteFw7LbmWTt3z1Rat2fwPWt9ayb+2SDqgf/t2fdR66EUs2O4+DbqnMR2elT7OGfh1zj9o/PL72Oox7Xjy9F6oVLkmphwswtBPXsakTcaN9cbpg9D2o+aoVP4ijN+gdiacOJo0FVPnLpPb07iK4gqTr67vaSyZMQ6///67R/kND99dGz+XWj4a42dtgD/3eQ/79HHU++Rn5VWJ1Pk/45tRS5Fx8CBS92xFz3ceQ/Wn20hHFu9Slo/FA/c/ig7TUpQlXuSswdPnxOGap77AX/1botcUj/sIHIfQtNbFaNJ9CrJXdkPDZt0Mw4EjaxO+avUZXrz/Wrw85mjxAV2sw70fjcaWfQeQnroHyyd2wfWVz8dvyz0eyBeC4CNm/yoXdyZ+XuL+fCdnzgFMHT0By9ZsRvP7q+C6T5f4DD5iu9a753945ctflCXeiTostmvuvmlyHT6sDYzOU/J2rVS9OdZvWyRv11JdWEc6Hql2Db5Tz+oXHESX2pVw5+s9pBeB192UDUswerRn/fwdrV97GDe+3r/U8t9Hj8WsDSXfoTeijbj/rHI6ddeBlV/eG3Td9dVGiLp7faUKqDswJei6u/DHD1Hu7AewTLla5szZgLrV/oMp26RPWLAyoL6NacFH2m7bet+Ps66o5zaBi5BzYBtGT5ght7v3V7kEny7xHXycx5bi7foP4MtfjAOnqFMdnr0eT33xK/ZNa42X3++luQIpqmwyPrjhDFSu2QTbFg3Fpdc1wybNTGMFx3fi3SZN8eu8TThxWnu8cGLVhHgp2Evb2HEU86ZNxeZ/xuHWSnHFV5eMbFgyo3TdlMprD9+Nb34uvXzM+Fk46EeDe+TvYfI2Lt2lnY+PvxmFAxkH5bZqUs93cH71p2HUpT2dshz1H7gfL3aYpizxJgfDnz4HFa55Cv/81R/v95riEagc6NW0Fmo26Y6i7JV4uWEzt1kexTbu3fxxfNxzbKltnH8yGcN//7P4eHHg4GH584t9rlylS93aWt06mO264jM6yfeDff1opYvQ4t6LUPHmtkg1bpcURZg3bihqX/Uf3N9jXakdNefUKTmdLvzxozAGH4PPVHQMGzaXPN+k4OQG3H5BFXRYZdS0ASdWxsv3+Lzq11PtHdJ6i7nllZe+5C/H/ReX51A3i4m14FOwNQGVy0nBp9rjOOpn3XUWHMfy6ZMxYcIE/8vEKdh1yHdjJfRvcS/qeHtIWam657stchRl4JuafgYfqXE+tH83tu/ch1P5xhtkZl+pMxdXAQ1ffAO9J/1b6t/OP7waN/7nHNRp/ytea9QCR7xehXAiZ/d0fNG2O/auS8B1FSqi97SSacmLcrKQk1cot6f+BR8ncnOycfLkSY9yFG888zz2Z3kuP4ns0/nSbxlxIHPdOLRv2gBX1vukVAf42N6t2JdVsnTDuG9Q5aEPDDuPBTnHsWPHLhzM9gysHgr3oOW1FVD59sfw5putkKb5d1wcGPnlM7jy4VfR/elr0VVn2IWqIHM7Or/+MobP2YDvmt+HK9+dWdxxEuuwPFUZ/iQpOp2Ol2+/AIMXeDzbzuTg48jJwND2TXFB+XL45BePh0g7xIQsYsKZIvk5Xf4EH7FddyVvx74M3/dbiDostusXT98j12H3Gu+Ut2tcxYvw1tvNdLdrUfpiXHNdfahPwcjavQCPX3MNuo1fJb8OtO4W5ueWqpuiTOj2hrR/b0RWqZ9l47SP/VTUD9FGfPTgBXLddf8ERdizaGbQdddXGyHq7j0XVkD1N7oGXXd/avUYzn24L46I3cRZgP2J3fDoY2+4ZqQr2BNQ38as4JOxcR46d/8IV/3nSixNd9+ijoI8eaiWaHcfudy/4APHaezfvQMZmb5PHPdtfg9uf6whnr7nCUz612PfdOZj60/P4z/nXIm3m72GZqO3uwWjyb3exrs9xiNLZ/aI0yeOK4/5KMKpUzkoyliImn4Gn/zcHI966Srd3ngG8/dnlVqenX0amsEB+ooyMW5oe3kb91jnvg2Lju3F5n0lD2M9uWEcLqjyEIy6tM6CHOzesQP7DvraxoVIbHktKlS+HW+8+Sb+TSv90NfVI7/EOVc+jF+7P40WXd2HEoptfNV9rbD2gN7DYgvlSaX0jhfl485wa2v16qAjZQCurnA2Erb6rlN+tNJOtK5/Jcpf0hTbjbOAxImTq/uj10/T0LLeVTj3zvaQn+/pdHo0muEMPj4+k7MIBYUlO2fB/vm49qansNHH3dxp8wfJD3L6cEiissREhWvw0H/LozYnN7CUmAs+m5TJDa55Wv+5OXqk/Sn7+DFkZmYGUI5pxn8bEw8OvrOJOGOsw63u+dkWOQIJPv5b8vPH0scph4tueQa7S3VoJI5TeO3OC3HmJdXw7Kc/uh0ctJx5Kej21F0YMmub1Aleh2fPL4eWQxcpPy3hf/DxJtjprKXfTFuBN17tgiV/DsBZlz2E5crFO/HARaGooMCtQzl/0Ad4qk2813UOiOMwuteuhApnnYdPB88tdZwRtiZ0R6Vz/oMqF4kZnLzf+Lp4eEc823UujuQUYGzHF3DmXV2g9tvEOhRoP/Dp5Xjo2puw4qDH32dy8Fnxx0BMW/InHjyzHB76P3U4pkNUYw3XA4r9CT6BEHVYbNer63XRrcNiu1aQ6vgFF9+mu12P/TMCVz/yEfIc+di3cQk+/b9WiJ+7ttTT28tad4OfztpVd0Ubsb7Xg3LdVZ9H7qq7ThScljqhrkUys+vuY1eUxxmVLwuy7jrwxVPVcdc363Eq6zAmDemCJh9+g/lr97o+sxSEAunbmBJ8nHkY2KsXtqWuR72rzpI6q/tdi90rrPTRAwg+Afj548dw1nkXoV6XxVKAKb1FCw9PwZ0XVsLFtz2LtW6zGuTi/QerYshCjyu4XjgCCD7eBDudtdjGq/u/gZ+mLZG38Z3tl8v3UqrbWMxQq/nasV/qq970VBu/Jygy5sC27rVRvsJZeObTwdDL9mKSiwsrnYNqVS7Cj26zPBbK27h253WGMxPqHS/KX/KkW1urVwcLVn2JSytWQaJH2NbjVyvd+83/Ie7MBw2+JCd+H9gDf4wYhI8+6ojlu45h2GePo9yZV6HjkNEY/tsk7PWo36EPPo6AP5P4nZkDPsEnA2cYntERxFPty8eVx9ehmAO+aA/qX1Ve6uD1VBZ4EcBB1hmupxJHIPiIJwqHQ/iCj9Q5D8P35esz5SSNlmfMqnTjC9JhwRqm9X4TV9Vvrd/Bk+tegPt9iIJP0uj20seJw2MfDfHSGXXiu6Z3S+8pb/gssJVjuuDORz/En4v+QdLqv9D06gp4oVPpKUvDH3ycyEhoh+6DRqFHx/b4ZcFu5KT/javPvRBPfjkM48aMxIJ1JWebVY6sLfjk1ecwY71Z0x7n4Jcnz0T586ojcbfeWUQpo+ycgYvKl0OV54YhU+nYenJkp+DtF1/C4BnL8G9SEoa0eQHlLnwO67JL74fOPKmT+VUDvPLJQOR4bq8g2j/PdsWZvRU9ug9Cwqj+aN91MI7lpKP3QxfgwusewehxY/DjL2Owz+1hgKEJPqIOi+3aNfGA7t8rtuv1FeNw7g3P6W7X9eO/wfWPNsP48WPx88DeeOOV19Bu4GTNc7Vcwh98XP2ViVMT5Lor2oi89b3luivaiJE//xi2uvtMjYqocFm94Oqu8xReuqUKGnQZhbG//4avW7+PZ59tihHz9aaN9t23KUvw2Trvd7T9cSJGDOqBwZOXS/9aHj57/Go80rQjpk0eid8mLXCvQyEKPqPbP4Pzqj+GxANe/l5nJprefRFueO4r6RNqFGzEo9UuwJRt/n2eiAQfaZsN7NFd3sYfdfwFu47lyNv4zKuexJDR4+RtXLpLm4UBn7yKgTPM66ce+eVJVCx/HoYk6kzuInGe3om7LyqP8lWeQ5K20joOytu42VS9x8PrE22t2Oc6/bHWra0tXQedODGuMc4+6yas92Maer9a6QmdX0ZcuUswfoO3D1yEHzu8h64DR2HV1hScLnQiZfUUvNHwSXz67U/YvOsATnt8v6EPPgUBfSZn3lHMGfIVuvQbgf1HfX8xs75/W755eeSqEEzR6MxCo5vPwPXPtpe+TgPKQfbwjlX4+fv2aP76a3in1Zf4ecRYbEsvWQdn7gF07DyoVIO3btGf6PZlS7zW5C30/GWqX+P4fQriwO9J2wDnHd6Bfp3b4NXXmuDNd1rhl7Gz3G+0d5xA346d3YdiFWbiz5HD8M1Hb+LNdz/B1OVblR+UjVnBR2+dTmm2/YFVE9CwRXzI18lX8Dm85Gf5qqaVHmC6cUJnnHvzS/r3HMl1L7D9PlTBZ8+S0aj/1KuYus57J+mfCX1Rv0FzLNuvP8zvdMZafPFFJ4xOmIflK//BPyuXYugrV+N/r/co1S6EP/gUYcuIlmj+QRtMW7TWdVN2YTZ++OItvPBue0xasBpHTrgfgY7u+Fu+f2bE9L99DwPyWyEWdnsezb8chGzpu9bjzEtHq8Yvo9/yI146xw78Ofhr9JNC8d9iO//zD/7s/wnKV7gcf273iPzOPIwf1A1dhkzEpv06s0yZEHyKDq/De80/QK+fJ2Dtzgzpuy5E+vLf8NYrr+InqXOze18aTrtdfgpN8BF1WGzXg15mJxPbdXCLp/Fhrz90t6voNzTpMhYHDhxA6v59WD/7Z9x+dQ10Gr1ceYdL+IOPq7/S8qtect0VbQSkdRF1V7QR/2zdHba62+29Rmg/bl1QddeZvRG3XXk3puw+gANpadi7ZweWDXkNt9/zKg5oNqW/fZuyBJ91M37EK2+1xMBR05Bx3LXtVk/5Aa82/xS/z/oHuw4ccW+zQhR8lozuhi8HTS1+4G9pTkzo2wq9/vCYDj7/b9x3yXmYvKX0lUs9EQk+BVvQ4b3m8jbemnJMnrlPbOOGT76Ab3+aJG9j7d+Wd3QHhnzVCv1GTMfRU+Zt59yF3dCo+ZdI9zYMWWoj+7ZqjOb9lrufGCpKkbfx65NPGvdrVVJoE22t2OcOnXL/t0rXwXws/Pg6nF29oV9zEfjVSq8Z0wHl4yrgu+nKcydKcSJ9bzL2Shte3d+K8k5iz/Zt2L0/Q37opafQB5/APtPyMT3xevfJSD7gX5AZ8uHDKHfG/fj7iJmHGlUe3q59Ia54zHPMsQflIJuXfQx7dqzEUzf+Bw0/G4Q9+/bjpDy9oEv68hGoUv1xJHkknxOHD+DH1s/iP7Xb4N/d6eYcNE0OPo68bGyePgAXnXM2bm74GfZI3522acpd0wc3VKmOxW4tfT4OpCTjh2cuxsMteiD9qO/pDf1hVvDRWyftth/RriEqXXBvyNfJV/DZN6sfKkjfZ9W6rQLoVITWyTVjcPYFd2GWXlaQ616AbVGIgk/eySPYtn0Xsg2u6eccPyi9Zy+8zY47s/+n+GX+drfx3yk/N0A17QPiFGYEn7dfaozjfh2RBCdOHdyN7ck7pbam5KB09MAebNuxB5knPQNDDnq2+QyT/9mCTBMPwuJznDwgfd/pRlPdFiFl104c8dKncaRMRPN3OiDjWMl2PrQ8HueVcx9XLuxfPgYdfpiMPYdL7vdxY0LwceZnI3l7MlIyjpfU1wKpDu9IRkam3n4fmuAj6rCv7Xp073akHNSfmKPXG3eh28RNyiupm79vDm6SOotv95+lLHEpa92d0edtPNxvr1QT/OVqI7bvTClVd0UboTl0uoSw7qbt2YmMU0br7b3u5m+fistub4xMzYqfXvo5/nvxvVAeDSTzt29TluCTnZmOrVu348CRkvqZd/IoknfsxqETuaX3lRAFn5NH0qRjo/F9KscPpuCgx2xzcB7AM9edjX6zfU/zLpgRfPq8/RJW+N/gSp/xFPYml97G27dtw/6MTI9t7MSYnm3QffI/OJDp/xUWfzhPHsDOvemG+9vBlF3Y61lpnVnyNr7h04W+n+sj7XPL+r0pt7V6+1ypOliUho53noUrH//UrzbQr1b6WNJoeRrAsnzJnsRsJKENPv47uGUhuvUegn/2ZcmVx+ksQn5eHryPNirCx49Vw3/q9EBGSE6FF6FN/atxwd1vGQ8xcjvI5uLteyvj2Q5jlNeqIgxv/TTKVfovWi847lFZnfi2yYN49sdN7uPXy8Lk4CMU7J2FGhXicP2zHdw+v/PUPvR+rjoqlaskNVjul12dJ7eg6bVnot0o1420ZjAr+AhG6/T0TZURV+6ckK+Tr+CzcXxnlJO+zxte6GTYyIWT41gSbjj/Uny2WOesUTB1z5GOr+80P/iUjdSZlzo17779MVI9nnidn9QBV974XKnx2qI9jatYA7O0PZ6AFGHGlD99H5CCUoSF44dgyLgFUGc8LiosQJ6Xs9zhlHdkG7q98gh6TVytLHEpOpCIOyqWR/viYYhFOLxhGnp16411Ka6OvhhTX1DgcQAwIfgEzoEPH66KGp8slj6lVeThvTpXYNTqklC0a3Z/VL7wJoxY5j5TX1nr7q4VM/B7krmduxIFlq27++f+gOsbtiv+zsWMmvO+qoO7nm1XPHojkL5NWYJPwKR29+Gql7ieYWQJBejV9B489l4/HC3Vp3PiQNoBt+ONI30h7pSDj3uID8SKGVPgbUReWW1ZOB69h4zDPqXSOosKkZcXks5qAIrkbXzmVU/hr83uM1SKbZxzMBmHjouw5DpedOz5U0lb6yhya2s962DRwaW495xyqPex79kqBb9aaUf2bnxR6zzc3rhL6c5GgLIP7saCuTPR/o2HcGWdJpg+ex427jmo/DT8TqWtxWv1auGmO2qjQcOGeOqpJ1GvXj089sRbSPLy8BLnqR249/IqaD5hb4iGADnRp9ndqHTt00jR/wgubgdZB9o1uBaPtByqvBacOLx8AF565U3UuuwsXNFwEA5pPrAzeweefqwRVh32OWuF/0IQfBxZq1HvrDhUfaSl21mNFaM7439PtsFTtS7DM1+KZ0OU2DF7AKpc/RyWp5l3QDQz+Bit05uvvIhzy5UL+Tr5OoAlig6J9H0+8tGPyhILcGTjnTpX4pomo0tfnQiw7om26K+EoXji0vJyWzR7wQocjHTP0ZkvNfoD8PIDN+PF/+uOtBMl++bhlM2YO/ZjXHFBdQybpT7fpgAbls+V29O48hfgyx+nBN2eiisdZW3f9aydMRi1br4etR+uJz+H5cn6T6DeY4/jrZ+3KO+IjGP7N6B9i2dwTc1X8MfizSXr7szByr+G4u6zy+Hhpp2wOzVTXocn7rkZ1910B558ugGeerI+HpeOEy9+7DEBTZiDT0H6Bsz9KwEPVT8XFzzQBlNmL8BBnfuSwsmZcxhLpg3CnZdejK9/mYA/p07B2JG/onfP7xA/fQWOFA9bMafu5uecxAkfDwsNhvycpE5NLVl3HYe3ov/Hz+Kmx9/GpMlTkDBpPH784Xt079lfntzAKf3v0KqRAfVtwhN8ipC+YZHc7lY/92w80Ga03O5GuMrK9q+bg6YvPI2Gr7yP7v1+xPgJ4zHy1x/xQ//+mLSw5B6Zg7s3IGFoe/liQJ0mX2LBCr17qnzLkdrbUOTntLUzUK/Wzbij9sNo2NDVVtWr9xieeKv0owbCTWzjL958Bk8994q8jcdMmIw/fo+Xt/Hg3yYj5Vh+8fHixv89KLe18j7n0dZ61sEdf/WVr9B3nbxZWWLMv1baWYBdw1/CpdfUR0YZOwa5J49gx44dSFq5BAv+XoXdu3chXffyfXjkn0jHnBnT8NesOZg7bz5mz/oLU/+cgskJc3DQ8+F0imNJf+Di6vWwxuPZHGb6vf2zKHdhbSz0MjxD5nGQ7fn6nbir6XfKK+lry92DTo9egzY/zcPnT16LcufXxIKUkuRzZPVo1H+vn3lXe4QgDvyeSjXABdvR/LLy+I/2XhNnLj59vj76LkvFT58/icse/sDt6tjor17E/9oswikTvyIzg4/+Oh2X12le0mzUO7+cvE6anGr6Ovk6gE3q2lgOPq9+68+U7eHixJgOz6PCRQ9jmWdjFGDdE21R8rZNWDJ3ttwW7dqVYtLMN2VRhD1bkrBgzmys3rANWZpxN9nHMrBrxzosmDsfG3e4ZksSJzwO7HW1p7PnzsW6LTsi2p7qSU9OwrRp0zFnzhzMnzsHf82YjikJCZizMQT3Rwbg9PEMrFiSiHnL1mNvesnDOUX43L9rC5ZK9WLJyiQcPZ4jr8PUKX9i5l+zME9ah9l/zcS0qX9i+kKPiSmCaP/K0q44sg5gR/I2LFkgHb+WrMWOXbtw0uvU6OHhzMvGru3rkDh7DlavXYOVK1djy/ZkbNuxF9ke9yZZue46809g3ZJZlqy7zpMZWLfqbyQuWY51a1Yjae1GbNu6BTv2H0a+PBeyEyf3rwuobxOe4ONE1oGdcru7QNqmS9Ymy+1uhKuszFmYi23r/sHc6a4QOWDQTxg3cwnWb9qM1MOa6aGPHMC2TUmYO3s2/l61DrtSzJrswhwn0pMxY9o0zJK277z5czHrrxn4c0oCEuYEF9DMJLZx2o4NWDJ/pryN+3z/A3774095G2/ffUC+3049XsyW2g/R1op9buqfCW5trWcd/KPjCyh//sNYbDBrp5bfrbTj8CLUve5aTN+mP/uIv+RLVoVFKHI45aECjiLx59AFCF9cn6dQ/gxiNkAxQ1iR9LqgoEB+rWfBoP9D7Td7wcTrJKUkDvkQcZWuwQ97DJKmx0FW3Hd04wtfS02Ly/Y5A3HDnU2wIiUb475+EXHlzsR3M0ru05o/8P/w1e/uQzzKLBTBpygdne6o6JpdTFm549vn4Lk32uOglAzWj/salS65G38dVn7oPI3/a/gYhm7y79kw/jI1+Hiuk7MQe6a3l9cpu+AYRjWqJq/TDnXWgxCsk68D2JAPH5K+znJoE79CWWINexMH4+IK56L39G3KEkWAdU/s+4VSW+SQdnTRFhWJPys/i6QiqU0Un8khfT7tkBTxuqhItFOuz6oS7ZXcnor/ifdEsD3VU1RUWLydRaMq1qOwsAAFPh9WEVqubSW+e6nNl7Z5CaUuSJ9VvEfMsCjWQT5OKNvfKW1j17KyhW+hLO2KdACVtmWh6zNJRXwmbZ2JCGl7iu0itlFBfh5ycrw/l8TSdVesh9QPsGLdFd+7qIsO6fvOzzuN3LzSvRFHkZjO2v++TXiCj+tziW3qqrPiM0l/Vn5mBY6CbGSkpWDvvv04fOJ0qf1J9FkLpaLuc+LPViJ/Pul7Fu2Wa79yyK8LCqzzOZ1F+fI23rNnL9IPHXPbxsXHC7neuvY5ud5Ky1RuddCZg/97pAbu/Giy28NSjfjfSksdr987vIImXSdaqpKGm/P0djR/pCaGzvc20YM59s3uj/LlzsHLYw56394eB9mxnZ7H5Y+2cl0lKDyBr5o3Qb/ZW+Wbp1MWDkHl8nF4qrXyDALnCbRp3ADLUo2HTRUe3oCV63Ypr0oU5WYhdc9O7E077D4neyiCj1Sx4589DxUuf1SZ0S0fv3zVHL8u2C6vS07KQlxz7vl4ou+/8mfJ3b8UDV5ti0PqsUCqu7vXrcG6deuxYcMGrF+3DmulknLI/cnaXtdJYWrw8VinEzsWoNEDdeV1kpouHF7WVV6n+OUH5LeXWieNglOZ2Lx2FRbOm42/5szHijVbcORkyZmPU8cOYceOnTjhcZOg8QHMgTZPXSOF5XPxy1LP8biRVZi1Dz+1qIkHmnR1P1NoQt0jKpNwBx8ik4Qr+BCVlbYOHtkwFTVrP4PZu7L8ziYBtdJHt07F7Xc+h3/NPZFuI0XY/ltT3FLnVR8zsZRd7q4ZqFyuHK58b7b3G449DrIz+76FC+5uJs96lrV5Ol54vyeOKj34wuPr0Oiy8rj0vnfknzvSx+Pphv9nPGyq6CjGfPgoXvzM/R6P9A2z8e5LT6Ne3UfwaL2n0Oyrn7D7mNIjD0XwkaLc/I+uRoUL7sZuKdU59k/ACy+8j0PqdFiFx/Hizefj3Fs/w25p5TZP6YH/66e56VAKGTuTVmFwx3fx8rtt8duo0RjapyMaPvs6Rqx13ddguE4KU4OPxzpN7/se7ms1qXidnHn75HV6Z4BrQpFS66Q4dXArOnzyAT75oiN6f9cLn777Ourc/yBeazcUTinwrfmjKxo3fAKPPPIIXnyrNebvKZmm1fAAJp4RcfPZKFepFhaGZgaPMnDgePJU1L39TqxI0+wdDD4UaQw+ZFMMPmQX2jo4qetreLXT2ICGSwbWShccQ5sX6+LZzlNxxGCa1mh1YtdivHr75Xh/wF9+J8tgOXO2oeZ/yuGMW9siRecsv8zjILv0l09w5s0v4YTTiYSe76PfTM2NXs5sTHvvRpxxUU1szcrD2n710aT9aOWH+rbOi0ejJ+/ANY98KEU+lRM/d2iB5p98hW97dMcHr9TDxZdUx0f9p7m2SUiCjwPbetRGhTNvxvqsg/j9wzpo1W+m5jtwotcbtRB3Rg1M2ZqF4W1fwejV2qsURcjJOoGfPq2PZ1r/iF2792D7pn/R/LFbcWPDfkgr9LFOCnODj/s6vd/4VUzafkrz7znkdar5enfp0ztLr5OzCBlrp6N39x4YN+UvLFu1Blu2bsW/KxZi7E+d0eTj75C9fS6eevx5fNa+M7p2aoO7brwWdz/zGdYddIUFowOYuLJZ84LyOOuOL7E/RDPPlIkUZn9t8yJaDppTss0YfCjSGHzIphh8yC5cddCJvJR5ePHhB/DXpsBGpQTcSu9cNgnvPP8Uuo9e4tYpjHbOguP47tNmaNr+F2w+ULb7nPziPIV37r8M5c6+FbN2e5nU2uMgu2lCF1SoVg9rNv6Bd1p8jpQT2h6rE8fXDcINF5yPHyf9iSa33ILhy9QbpEsrOLYLXb/ujrkLeuGmG5/SPEyzEL8OHojNew/g8JEj2L15Ob588EJUe7SVKxyFJPgAx8c1xlkVqmHoyB/w6ItfYnWK+zC1lfFfoEJcRXzy4yS0aPwm9md7XsqSwtGbtfDN+A3Ka+D7t+9D5To9cKDIxzopzA0+7uv0ed/J8PzIYp3Ov/ZxLDu0qdQ67V+dgJefeB5Dpy53exaFWM+CU6lY+HcSUv+ehE/jl2LvgYM4lJGKsV3fQvlKF+Hnha7v3egAdnLzZFxQ4WzU67tWd9ifFRzeuQzvvt4UP8zZ6Trbw+BDkcbgQzbF4EN2Ierg8T3L0brxk/j8u9HICrCTEnAr7SzIxpa/x+HNF1/DlqPeLkVEnx2Jv6LR+12wMS0bRqPDzOPEL5/Uk46jZ6L39GRlmQePg2zKnB9Q4T818FajO/HlsMWlg2lhBl7/30WoW78+LqvdDntLhYMSK8b0wIA/16Ao/188dM3t2Fw8XagDqamu+05c8vFns//iCikkyH9biIJP/t+tcVGF/6BO/UbotzSlVGf85LYpuK5CHO6sWx+NWg3Q+Y7y8G6dyzFmjWvWIGdeBpo1eAqD5u+S/i4f66QwO/ho12nxXvcgJ4h1uuiMi9D0yw9KrdPwNg1w0cNdkKL79OQi+YbiU4cPYLdm5sFtU3qgfLmz8NPiDPm10QFs/fivUf7cm/DbXite7lE4C7ByYl/Uuf85zNpy1JS6R1QmDD5kUww+ZBeiDv76ZRM8/smv2J4R+IWI4HoKzjzMGt4dX/UZhbQQzJ9vLUU4uvkvfP1ZK0xZWfom/1BaPepL+cn5TXpMUZZ48DjIZv79KypUOAvV7mqC5Sl6Ty92ol+L+3De+Zeh4ZBNXmelK8pOQ/tP22CHuMfFeRSNb78a81L17/PIP7oJ791eGc16KZ8xRMGnaOd3qFahAu5u3NHtWUQq5+nd+Oz2s3DOeefjq5E6D/gs2Ih6V16CXr9Pw/jff0Xfnt+g59DJOKbzd5VaJ4XZwUe7TnoZVKzTff+thIurVHFfJ+dpNLunCur02up2RcqYE5O7NUW1hz7ya6jb6PbPovKdryFN53NZSeHJVIzr/Rk+/qqPKXWPqEwYfMimGHzILkQdbPX5N1iwK7hnzwXdUzh9LBWzZ87DHis8eSqkCpG+IRFzElfilKkPvPHt5O4FeOy/FVD9iU+Lp3F243GQPb12LM664Hp0mrxBnslNz7Jhn+Gsag9i/gGvsQdzR/bAe592xrQZMzFz5jQ8/7/L8euyw8rPNYpy8MeATmjZcRDW7FWeaxCi4OM8Fo8bzroA/WZ6mYteCuNr+9TDOWdVwxxpZ/BUsPE71Kj+AJZv3Iy1/y7HxPg+eLXJ+xi3/oT7jqO3Tgqzg48/6/RZ/WtR7oL73NepKA0PVbkQzaf7/yDTw9sWo3XrTpi0bCdylTDj9QBWdBDvPnAFGnzxm86VM6txIi9zDxJnzzSl7hGVCYMP2RSDD9mFqIMrN+0L4MSvuzL1FPJP5yBH/0JAFHEi92RWZObtLzyBaR/cgjMvqonNWTr/vsdBtihjPTr3+Q0HDK7CnUheii6DJsDLs1lRmDodH7dqj5VJ67Fp0ya5dHz1brd7Y1T7VozHV9+NwMa0kyUd5BAFHxSsw/ed+yD1pPcKV5AyE126DNK5iuPE7h+fwFUPvu+a6lt6nX10L1783xWo3XGJssxFd50UZgcff9Zp6aTBaNd3qvs6FaXg/kvOxct/HHcPbd44T6F/hzb4a/UOt3X1dgAr3PoTbrjgLPSfs1dZYn1F+adNqXtEZcLgQzbF4EN2IepgWXrk7ClYmhMnVw/ADZUvwK/L0pRlGp4H2YLTOHjUeLyjsyAHB708HTv/2G4Mavk8ev3h/sDKCZ0b4Z3+rmmVZc4iHNkyFwN79cTfyZonnguhCj7O0zh08KhxZXdK63ZQ54naUsd/3KuXodYbvZQFEmc+3rrnMtzTdZXrrIHROilMDz5+rFNO1lEcyPSYP955Eq/cXhk13hyLo76uQkrruWLGKHw/LKH4So9K/zOdQuKX9+K8S+7AusPeA5klMfhQpDH4kE0x+JBdlLUOsqdgdfkZ+Lrx3Xi69a9uZ+tlJnb0nIU5GNunLd7+ejh2Hil51ouw7NfP8Virn5RXTqz5azjefesdtO3cB1Nn/oUZM6Zj6p9/YtdBc866m90RcGZvxhtXVkSTbxNcr6V13bBwHF5t8h6mbRUPvfKxTgrTg0/QHJjc+x1UvfIufPPzFKQfc02D7SwqQMr2Nfhz/DjsPJSLvOP7ML5fW7z/QSsM/X0SZs6YgWlT/8SMRWvkv0XvMx3bNgdPXHUW7n+jO05bf5ybOwYfijQGH7IpBh+yCwafGLAp4Vtccv1TWHHS4+y+aR09J2b9+g3uuPYa1P+8H1ZsP6gsd2DPwlH44vXHcOnNddFz0B9ISdmMl+67EWdfcCXuqn0fateujXvuvht33VUL41dKv2e54OPA9EEf4bIKcaj5+Kvo1KkDPv/4U3TrOwhzVmyRJ3hwZG4xXieFdYIPcCJ1M0b1/giPP1IXr775Nj7+oj0+b/UBPuvQC1Pm/42ME/mY80tb3F7tfFxe/Vbcd9+9uOeeu1Hrrrvw6Fvd5L9D7zPN/eF9nFG+MvrN8jKToJUx+FCkMfiQTTH4kF0w+MSA/EMbcH+Nq9D4h2Xus3+ZGHxWzf4Dg4f8jLFTZmBLyrHi5elr52Lc7/EYMvQX/DFlAQ4e3IefB/6AgQMHYfDgIRgyZDAGDRqIgT8MxHoxk5zlgo8TK/4aI33OIfhx6E8YNmwYfhk2AolJO4rv4XFm+VgnhZWCj1B0Yi+mj/0FX7f/El926opu3/bEHzP/xhHlEcZr54/HD9I6DBo0SF7/wdJ/B0rr+fOE+fLPPT+Ts/AEPqp3E65+vB22Hw/2tsEIYvChSGPwIZti8CG7YPCJBc58jOn8Bv5boz4mrdY8dNTEjp6jqAhOpxMOR5FUSq4sOaXlRQ6H9DMHipT3FIplRWKZ9D7ld8TP5F+zXPApWbeiokLk5eWXmrRArIPhOimsFnwEp6MQmUcOIT3jII4ed5+QQay3vA7S9yfWySn9V7wWRfD8TLuX/o67aj+JEUv3eZ3q3NIYfCjSGHzIphh8yC4YfGLE8b0r8eE9F6Peh4NKpvCzYkfPgsHHLFYMPmXh9pmcp9C72QNo1iMBygUj+2HwoUhj8CGbYvAhu2DwiRkF2PFnZ9xX+1Gs2HPctYjBJ6yiNvg4crH9r+/x0D0PYemuE65ldsTgQ5HG4EM2xeBDdsHgE0vyD2Hsd5/j7XYDcTzfac2OHoOPLisHn+Slf6DZcw3QYdCUUlNe2wqDD0Uagw/ZFIMP2QWDT4w5fXgnPny5AUYu3mnNjh6Djy6rBh9n/mF88dpz+GDAFOw/nqf8xKYYfCjSGHzIphh8yC4YfGLQmumD0fSjztbs6DH46LJq8Fkzcyje+KArdubY9cYeDQYfijQGH7IpBh+yCwafGFR0+igmjBxlzY4eg48uywafuROwaGOqssTmGHwo0hh8yKYYfMguGHxilKOo0JodPQYfXVYNPoWFUj2KFgw+FGkMPmRTgQQfFpZIl7JgT8HOGHzCKhqDT1QRdY+FJdIlQKJdYWGxQiGKBYG30mQdQRxkQ86Ez2TVBrgsn4vBh4iIiCiyGHzsjMEnrBh8iIiIiOyLwcfOGHzCisGHiIiIyL4YfOyMwSesGHyIiIiI7IvBx84YfMKKwYeIiIjIvhh87IzBJ6wYfIiIiIjsi8HHzhh8worBh4iIiMi+GHzsjMEnrBh8iIiIiOyLwcfOGHzCisGHiIiIyL4YfOyMwSesGHyIiIiI7IvBx84YfMKKwYeIiIjIvhh87IzBJ6wYfIiIiIjsi8HHzhh8worBh4iIiMi+GHzsjMEnrBh8iIiIiOyLwcfOGHzCisGHiIiIyL4YfOxMhAwrljISAcOqJVgiZFixEBEREcWKsvdSiYiIiIiILI7Bh4iIiIiIoh6DDxERERERRT0GHyIiIiIiinoMPkREREREFPUYfIiIiIiIKOox+BARERERUdRj8CEiIiIioqjH4ENERERERFGPwYeIiIiIiKIegw8REREREUU9Bh8iIiIiIop6DD5ERERERBTlgP8H5eBnsAU6HaQAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 2, | |
"metadata": { | |
"image/png": { | |
"width": 500 | |
} | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./softmax.PNG', width=500)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## 1.1 Basic Concept\n", | |
"- 0~1 값을 가지며 모든 출력의 총합은 1이된다.\n", | |
"\n", | |
"\n", | |
"- matmul(X,W)한 것을 logit이라하고, 이것을 확률 값으로 나오게 하는 것을 softmax라 한다." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", 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"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": { | |
"image/png": { | |
"width": 500 | |
} | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./softmax_1.PNG', width=500)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 1, | |
"metadata": { | |
"image/png": { | |
"width": 500 | |
} | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./softmax_2.PNG', width=500)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"**One-hot encoding** : 하나만 1로 나타내주는 것을 one-hot encoding 이라한다.\n", | |
"\n", | |
"**tf.arg_max(a,1) : softmax 값으로 나온 값 중 가장 높은 값을 리턴**" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
" " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## 1.1.1 소프트맥스 함수 구현" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[0.01821127 0.24519181 0.73659691]\n" | |
] | |
} | |
], | |
"source": [ | |
"import numpy as np\n", | |
"\n", | |
"def softmax(a):\n", | |
" ex_a = np.exp(a)\n", | |
" sum_a = np.sum(ex_a)\n", | |
" return ex_a / sum_a\n", | |
"\n", | |
"a = np.array([0.3,2.9,4.0])\n", | |
"y = softmax(a)\n", | |
"print(y)\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
" ## 1.1.2 소프트맥스 함수 구현 시 주의점\n", | |
" - 오버플로문제가 생길 수 있다.\n", | |
" - 소프트맥수는 지수함수를 사용하므로, 조금만 커져도 아주 쉽게 큰 값을 리턴하고, 이런 큰 값끼리 나눗셈을 하면 불안정한 수치가 나올 수 있다.\n", | |
" \n", | |
" \n", | |
" - 다음과 같이 개선시킬 수 있다,\n", | |
" \n", | |
" $$ y_k = \\frac{exp(a_k)}{\\sum^n_{i=1}exp(a_i)}= \\frac{C exp(a_k)}{C\\sum^n_{i=1}exp(a_i)}$$\n", | |
" $$ =\\frac{exp(a_k+logC)}{\\sum^n_{i=1}exp(a_i+logC)}$$\n", | |
" $$ =\\frac{exp(a_k+C')}{\\sum^n_{i=1}exp(a_i+C')}$$\n", | |
" \n", | |
"\n", | |
"- 결국 소포트맥수의 지수 함수를 계산할 때 어떤 정수를 더해도 결과는 바뀌지 않는다.\n", | |
"\n", | |
"\n", | |
"- C'값으로는 주로 오버플로를 막을 목적으로 입력 신호 중 **최댓값**을 이용한다.\n", | |
"\n", | |
"## 1.1.3 개선된 softmax" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def softmax(a):\n", | |
" C = np.max(a)\n", | |
" exp_a = np.exp(a-C)\n", | |
" sum_exp = np.sum(exp_a)\n", | |
" return exp_a/sum_exp" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## 1.2 Cost function\n", | |
"\n", | |
"예측이 맞다면 0, 아니면 무한대로 발산.\n", | |
"\n", | |
"실제로는 시그모이드 값으로 0~1 사이값이 들어가므로 그것이 Si: 모델 값에 들어가게 되고, 실제 값과 비슷하면 0에 가까운 값, 다르면 다를 수록 무한대에 가까운 값이 나오게 된다.\n", | |
"\n", | |
"X가 여러개가 있다면 이 cost함수들의 평균값이 최종 cost가 된다.\n", | |
"\n", | |
"처음에는 cost 값이 무한대에 가까운 수라 하더라도 그 곳에서의 기울기도 매우 크므로, train을 통해서 최적값에 최종적으로는 수렴하게 된다." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": { | |
"image/png": { | |
"width": 500 | |
} | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./softmax_cost.PNG', width=500)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"**\\* 미니 배치일 경우, 교차 엔트로피를 batch_size로 나누어주어야한다. 데이터가 하나가 아닌 덩어리로 들어가므로, cost의 평균을 내주기 위함.**" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## 1.3 Example of softmax_01\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"WARNING:tensorflow:From C:\\Users\\helov\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\framework\\op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n", | |
"Instructions for updating:\n", | |
"Colocations handled automatically by placer.\n", | |
"WARNING:tensorflow:From C:\\Users\\helov\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\ops\\math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n", | |
"Instructions for updating:\n", | |
"Use tf.cast instead.\n", | |
"0 10.843052\n", | |
"200 0.60701466\n", | |
"400 0.51018554\n", | |
"600 0.43335596\n", | |
"800 0.364052\n", | |
"1000 0.29453033\n", | |
"1200 0.23667032\n", | |
"1400 0.21496977\n", | |
"1600 0.19680384\n", | |
"1800 0.18133482\n", | |
"2000 0.16801846\n", | |
"[[6.5144554e-02 9.3484551e-01 9.9188928e-06]] [1]\n" | |
] | |
} | |
], | |
"source": [ | |
"import tensorflow as tf\n", | |
"\n", | |
"# data\n", | |
"x_data = [[1,2,1,1],[2,1,3,2],[3,1,3,4],[4,1,5,5],[1,7,5,5],[1,2,5,6],[1,6,6,6],[1,7,7,7]]\n", | |
"y_data = [[0,0,1],[0,0,1],[0,0,1],[0,1,0],[0,1,0],[0,1,0],[1,0,0],[1,0,0]]\n", | |
"\n", | |
"X = tf.placeholder(tf.float32, shape=[None, 4])\n", | |
"Y = tf.placeholder(tf.float32, shape=[None, 3])\n", | |
"W = tf.Variable(tf.random_normal([4,3]))\n", | |
"b = tf.Variable(tf.random_normal([3]))\n", | |
"\n", | |
"model = tf.nn.softmax(tf.matmul(X, W)+b)\n", | |
"cost = tf.reduce_mean(tf.reduce_sum((-1)* Y * tf.log(model), axis=1))\n", | |
"train = tf.train.GradientDescentOptimizer(0.1).minimize(cost)\n", | |
"\n", | |
"with tf.Session() as sess:\n", | |
" sess.run(tf.global_variables_initializer())\n", | |
" for step in range(2001):\n", | |
" c, _ = sess.run([cost, train], feed_dict={X:x_data, Y:y_data})\n", | |
" if step%200 == 0:\n", | |
" print(step, c)\n", | |
" test= sess.run(model, feed_dict = {X:[[1,11,7,9]]})\n", | |
" # feed_dict로 여러개의 값을 줄 수도 있다.\n", | |
" # all = sess.run(model, feed_dict = {X:[[1,11,7,9],[1,3,4,4],[1,1,0,1]]})\n", | |
" print(test,sess.run(tf.argmax(test,1)))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## 1.4 Example of softmax_02\n", | |
"\n", | |
"- **softmat_cross_entropy_with_logits_v2**\n", | |
"위의 cost의 복잡한 식을 대신해서 한 함수로 표현할 수 있다.\n", | |
"\n", | |
"**\\* 인수로 model이 아닌 logit(matmul(X, W) +b)가 들어간다는 것에 주의**\n", | |
"\n", | |
"- **one_hot 함수**: Y값을 one_hot encoding 형식으로 바꿔주기 위한 함수\n", | |
" - input의 차원이 n이라면, output은 n+1 차원이 나온다. ex. shape = (?,1,7)\n", | |
" \n", | |
" - 하지만 우리가 원하는 결과의 shape는 (?, 7)\n", | |
" \n", | |
"**\\*one-hot encoding을 쓰지 않고, 그냥 a,b,c 또는 0,1,2,3 이런 식으로 하면 연관성이 생길 수 있다.**\n", | |
"\n", | |
"- **reshape** : 전체 크기가 변하지 않는 하에서 shape를 변경하는 함수\n", | |
" - -1은 나머지 전부 라는 뜻.\n", | |
" \n", | |
"- **argmax(Y, flag)**\n", | |
" - flag : 0이면 열, 1이면 행, 2이면 면을 가리킨다.\n", | |
" \n", | |
" - flag에 따른 행 또는 열, 면에서의 최대 값을 찾아 그 위치를 반환한다.\n", | |
" \n", | |
" - 즉 softmax에서는 결과값으로 나온 확률을 0~6으로 다시 바꿔주는 역할을 한다.\n", | |
" \n", | |
"- **flatten()** : 1차 벡터로 평평하게 펴주는 함수" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Step: 0\tLoss: 26.926\tAcc: 40.59%\n", | |
"Step: 100\tLoss: 0.135\tAcc: 91.09%\n", | |
"Step: 200\tLoss: 0.007\tAcc: 95.05%\n", | |
"Step: 300\tLoss: 0.035\tAcc: 89.11%\n", | |
"Step: 400\tLoss: 0.073\tAcc: 91.09%\n", | |
"Step: 500\tLoss: 0.015\tAcc: 89.11%\n", | |
"Step: 600\tLoss: 0.023\tAcc: 89.11%\n", | |
"Step: 700\tLoss: 0.003\tAcc: 91.09%\n", | |
"Step: 800\tLoss: 0.009\tAcc: 90.10%\n", | |
"Step: 900\tLoss: 0.091\tAcc: 89.11%\n", | |
"Step: 1000\tLoss: 0.002\tAcc: 90.10%\n", | |
"Step: 1100\tLoss: 0.003\tAcc: 91.09%\n", | |
"Step: 1200\tLoss: 0.014\tAcc: 89.11%\n", | |
"Step: 1300\tLoss: 0.015\tAcc: 89.11%\n", | |
"Step: 1400\tLoss: 0.025\tAcc: 89.11%\n", | |
"Step: 1500\tLoss: 0.043\tAcc: 89.11%\n", | |
"Step: 1600\tLoss: 0.001\tAcc: 90.10%\n", | |
"Step: 1700\tLoss: 0.034\tAcc: 89.11%\n", | |
"Step: 1800\tLoss: 0.002\tAcc: 90.10%\n", | |
"Step: 1900\tLoss: 0.001\tAcc: 90.10%\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 4 True Y: 4\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 4 True Y: 4\n", | |
"[True] prediction: 4 True Y: 4\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 2 True Y: 2\n", | |
"[True] prediction: 4 True Y: 4\n", | |
"[False] prediction: 3 True Y: 7\n", | |
"[False] prediction: 5 True Y: 7\n", | |
"[False] prediction: 5 True Y: 7\n", | |
"[True] prediction: 2 True Y: 2\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 4 True Y: 4\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 2 True Y: 2\n", | |
"[True] prediction: 2 True Y: 2\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 2 True Y: 2\n", | |
"[True] prediction: 6 True Y: 6\n", | |
"[True] prediction: 5 True Y: 5\n", | |
"[True] prediction: 5 True Y: 5\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 6 True Y: 6\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 2 True Y: 2\n", | |
"[True] prediction: 4 True Y: 4\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 2 True Y: 2\n", | |
"[True] prediction: 4 True Y: 4\n", | |
"[True] prediction: 6 True Y: 6\n", | |
"[True] prediction: 6 True Y: 6\n", | |
"[True] prediction: 2 True Y: 2\n", | |
"[True] prediction: 6 True Y: 6\n", | |
"[True] prediction: 2 True Y: 2\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[False] prediction: 5 True Y: 7\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 6 True Y: 6\n", | |
"[True] prediction: 5 True Y: 5\n", | |
"[False] prediction: 5 True Y: 7\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 2 True Y: 2\n", | |
"[True] prediction: 2 True Y: 2\n", | |
"[True] prediction: 2 True Y: 2\n", | |
"[True] prediction: 2 True Y: 2\n", | |
"[True] prediction: 4 True Y: 4\n", | |
"[True] prediction: 4 True Y: 4\n", | |
"[True] prediction: 3 True Y: 3\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 2 True Y: 2\n", | |
"[False] prediction: 3 True Y: 7\n", | |
"[True] prediction: 4 True Y: 4\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 3 True Y: 3\n", | |
"[False] prediction: 3 True Y: 7\n", | |
"[True] prediction: 2 True Y: 2\n", | |
"[True] prediction: 2 True Y: 2\n", | |
"[True] prediction: 3 True Y: 3\n", | |
"[False] prediction: 6 True Y: 7\n", | |
"[True] prediction: 4 True Y: 4\n", | |
"[True] prediction: 2 True Y: 2\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[False] prediction: 5 True Y: 7\n", | |
"[True] prediction: 4 True Y: 4\n", | |
"[True] prediction: 2 True Y: 2\n", | |
"[True] prediction: 6 True Y: 6\n", | |
"[True] prediction: 5 True Y: 5\n", | |
"[True] prediction: 3 True Y: 3\n", | |
"[True] prediction: 3 True Y: 3\n", | |
"[True] prediction: 4 True Y: 4\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 2 True Y: 2\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[True] prediction: 6 True Y: 6\n", | |
"[True] prediction: 1 True Y: 1\n", | |
"[False] prediction: 6 True Y: 7\n", | |
"[True] prediction: 2 True Y: 2\n" | |
] | |
} | |
], | |
"source": [ | |
"import numpy as np\n", | |
"import tensorflow as tf\n", | |
"\n", | |
"zoo = np.loadtxt('zoo.csv',delimiter=',',dtype=np.float32)\n", | |
"x_data = zoo[:, 0:-1]\n", | |
"y_data = zoo[:,[-1]]\n", | |
"\n", | |
"nb_classes = 7 # 0~ 6\n", | |
"\n", | |
"X = tf.placeholder(tf.float32, shape=[None, 16])\n", | |
"Y = tf.placeholder(tf.int32, [None,1])\n", | |
"\n", | |
"y_one_hot = tf.one_hot(Y, nb_classes) # one hot\n", | |
"y_one_hot = tf.reshape(y_one_hot, [-1, nb_classes])\n", | |
"\n", | |
"W = tf.Variable(tf.random_normal([16, nb_classes]))\n", | |
"b = tf.Variable(tf.random_normal([nb_classes]))\n", | |
"\n", | |
"logits = tf.matmul(X,W)+b\n", | |
"model = tf.nn.softmax(logits)\n", | |
"\n", | |
"cost = tf.nn.softmax_cross_entropy_with_logits_v2(logits=logits, labels=y_one_hot)\n", | |
"cost_all = tf.reduce_mean(cost)\n", | |
"\n", | |
"optimizer = tf.train.GradientDescentOptimizer(0.1).minimize(cost)\n", | |
"\n", | |
"prediction = tf.argmax(model, 1) # 확률 값을 \n", | |
"correct_prediction = tf.equal(prediction, tf.argmax(y_one_hot, 1))\n", | |
"accuracy = tf.reduce_mean(tf.cast(correct_prediction, tf.float32))\n", | |
"\n", | |
"with tf.Session() as sess:\n", | |
" sess.run(tf.global_variables_initializer())\n", | |
" \n", | |
" for step in range(2000):\n", | |
" sess.run(optimizer, feed_dict= {X:x_data, Y:y_data})\n", | |
" if step%100 == 0:\n", | |
" loss, acc = sess.run([cost_all, accuracy], feed_dict={X:x_data, Y:y_data})\n", | |
" print(\"Step: {:5}\\tLoss: {:.3f}\\tAcc: {:.2%}\".format(step, loss, acc))\n", | |
" \n", | |
" pred = sess.run(prediction, feed_dict={X:x_data})\n", | |
" \n", | |
" for p, y in zip(pred, y_data.flatten()):\n", | |
" print(\"[{}] prediction: {} True Y: {}\".format(p==int(y), p, int(y)))\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## 1.4 with Keras\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"_________________________________________________________________\n", | |
"Layer (type) Output Shape Param # \n", | |
"=================================================================\n", | |
"dense_5 (Dense) (None, 3) 15 \n", | |
"=================================================================\n", | |
"Total params: 15\n", | |
"Trainable params: 15\n", | |
"Non-trainable params: 0\n", | |
"_________________________________________________________________\n", | |
"[[9.081135e-02 9.091233e-01 6.536526e-05]]\n", | |
"argmax : 1\n" | |
] | |
} | |
], | |
"source": [ | |
"import numpy as np\n", | |
"from keras.models import Sequential\n", | |
"from keras.layers import Dense\n", | |
"\n", | |
"#data\n", | |
"x_data = np.array([[1,2,1,1],[2,1,3,2],[3,1,3,4],[4,1,5,5],[1,7,5,5],[1,2,5,6],[1,6,6,6],[1,7,7,7]])\n", | |
"y_data = np.array([[0,0,1],[0,0,1],[0,0,1],[0,1,0],[0,1,0],[0,1,0],[1,0,0],[1,0,0]]) # one-hot encoding\n", | |
"\n", | |
"# model, cost, train\n", | |
"model = Sequential()\n", | |
"model.add(Dense(3, activation='softmax'))\n", | |
"model.compile(loss='categorical_crossentropy', optimizer='sgd', metrics=['accuracy'])\n", | |
"model.fit(x_data, y_data, epochs=10000, verbose=0)\n", | |
"model.summary()\n", | |
"\n", | |
"# test\n", | |
"y_predict = model.predict(np.array([[1,11,7,9]]))\n", | |
"print(y_predict)\n", | |
"print(\"argmax : \", np.argmax(y_predict))\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"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": "3.7.4" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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