{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import sklearn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Multi-class Classification" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import scipy.io\n", "data = scipy.io.loadmat('ex3data1.mat')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Zsk7b7Tbu7++hUCjgdrvh8XhYN+f1elnKIXUQ+aFsW3GNfExqIq4nsfCqSJYo\nC3CZLK0KogFK81etVhGLxfDu3TvEYjGkUink83m4XC64XC4cHBzgL3/5C168eMF9+ijE3e/3WXtH\nNaoGgwGsVis2NjY4kYOMoy814tanKQx+HRQdRGKvOXKpf2k64KpA7lO6XPb29tBsNrkUf6fTwcXF\nBddKmk6nuL+/x/X1NbLZLNrtNgwGAwKBAF68eIGDgwNsb28jEAiwzgBY3aEs4qFnWA7nUGpsqVTC\n/f09crkcFAoF/H4/XC4Xk6Rut8upoGJ/QSqZIHVQ761CoYBWq7WwbunSXgeyRHWlqGdepVKBRqPh\nQo4k/l21l3cymXDmLNVpo1RsjUazUAPrS0IRRJioqS5Zt9TXkAy5Xq/H5xRpnqTg5SXvktPpXOhp\naLfbWQRfKBTw/v179Ho9nJ6ewuFwsHRgFaBQGgl77XY73G43j2c8HqNQKGA0Gi20KqHGwNSyhDKK\nV93P7lN4qLYT8PBZThKGyWSCRqOBZDKJd+/eIZ1Oo9vtcpHVw8NDzk4lcfcqQ8Kkx6Wm1peXl1wD\nrVwuQ6FQcAX1ra0t7O/v4+joCFtbW3xmEmq1GtLpNN69e4e7uzuUSiVYrdaFDE6r1fq7i8SuFVki\niGnl1BZEoVCwm1Xql40oWlepVHA6nXj58iUcDgd++ukn1i/9+OOP+PnnnzmEUK/XUa1WMZ/PYbfb\nOeR2cnKCjY0N9qo9lNmxCnzM+hH/mzYMCdwLhQLu7++Rz+dhtVrh9Xq5/xJp1aju0ng8htvths/n\n45i8FLKNHsN4POau7/V6HWq1mtNYqZieVMNwYkIC6QqazSbq9Tq63S5fRmKV+VVY8mLyhNiGJZfL\ncQ+3wWAAjUaDfr//u7VidHkbjUbY7XaWAVCPNfJ+S0mLtuylIOOSaidtb2/j6uoKl5eXaLfbeP36\nNSqVCpd7WUWfPzF8SKEpn8+HYDCISCTCtYSm0ymTYhKlWywW/v7j42McHx9zuyXSc4oeRSnhY8+z\n/HU6VyeTyUJrl3/961/I5/MYDAZwu93Y29vDf/7nf2JnZ4fLD6xy7HT2U+mKN2/e4H//939ZV6jR\naBAOhxGJRHB0dISjoyM2wmw2G5fzoESZarWKq6sr/Pjjj0in0+h0OggEAtje3sbJyQn8fv9C4/Iv\nHfNakiVSyy8XK6SicVInS8Bic1Wq+Gu321EsFnF9fY37+3ukUim02+3fiCtdLhdCoRAODg7w4sUL\n7O7uwu1iR2ssAAAgAElEQVR2c30pqYi5yaOwnBEmuj/FVhnlchnpdBrpdBqVSoXLBUynU9RqNbRa\nLbbY6YDQaDRwOBwLoRGpWO8i6HmoWvv19TWLau12O2srlvUIUgPNJzXypJT50WgEh8OBg4MDzjSh\nOjfPLeoWQbVWqIBho9FAp9NZENhTKP/37Bmx8SoVsyQZAIn3paJZEkHviTyzZIEHAgGuMk/6weFw\niO+//55DcuQVX0UIkfaL3+/H1tYWer0e19uhun2k9RwOhxx6s9vtTKj6/T57+ahMhFQ9TF/yjqlQ\nJ4WhLi8vOericrmYNFCfOLorVkWU6JkbjQay2SwuLy/x008/YTweQ6VScbjwm2++wcnJCU5OThYI\nLt1zlByTzWZxc3ODDx8+YDKZQK1Ww+VycfjN5XItZIZ/KdaSLAEPx8iXL2epYlksTMXhaJOLbnsS\nrpOLXzwoNjc3EQqFYLVaOexGxBF4/sJ/4t8lHQGJmAEwkSWdAVnetVoNyWQSyWQSl5eX3G+LNDDD\n4RCpVIo3t1arRSAQQCAQkHz2oyhgpDTzTCaDi4sLjEYjLrdPlp6Uw4m0niaTCYrFIi4uLpBIJNDr\n9aDX6+F2u7G9vQ2v18vJBeLPrQIKhYI9J+RtIEHwx8IZX/K8ZPBQyORjGVd/5G98DYje7OWvE6gC\nPbU/MZlMMBgMnJklkvhVzKlIlubzOTQaDYLB4EIjVfLkUV+7er3OOtCbmxt0Oh0Ui0WUy2Xs7u6y\n50Lq58jnoN1uI5lM4vr6GoVCAb1ej0PEkUiEvWl6vX6lBqX4t9vtNhKJBK6vr1Eul1nITZ6w09NT\nnJ6eIhAIsK6QNE7kUUyn00ilUvjw4QNSqRS63S7XA6OyEU6nE3q9/g8999qSJWAxC2BdiBJBJExi\nbSESdQ+HQxb+0iW0+X/1TzY2NhAKhRAIBLhkgki8nnsM4r/FzCOxX5ooWCSPIGVsZDIZXF5e4uLi\nYiErp1arYTKZIJ1OM0miS5nqH61DbS3a3CROJbLkcDiwsbGxcIiJLXqktJbpgKMQXLFYxOXlJRKJ\nBLrdLvR6PTweD7a2tuDz+WAwGCSRXEBaHLHO0afq63wpKJwuVtAnfCyj7jmxnHH80P8nwkdkiXpP\nUtcEsV3LKkBjINJLPRWp1AjpwyiTmOry3N/fcy2wbreLu7s7FItFDudrNBr4/f6PVuxeF8znv1SS\np76HRJaoSTeRJeo8IO7n58SyVrXVajHBq1QqXNB2c3OTJSYnJydcTkEso0OayVQqhbdv3zJZ6nQ6\n2N/fx/HxMY6Ojrjd0mMGzOdgrcnS8mSvOkX5U3hooZDYNx6P4/7+Hufn59yIdDabQa/Xw263IxgM\nsqKfOpqThSD+zucEuUHpsGo0GqhUKmg2mwvV2amvGpEl8ja1Wi0u3kfpot1ul4uUkieNGj9SqINc\nyqTTovcgBZ3WQ6CDrFAo8GHd7XZZdBqNRuFwOCTbRFfUllENrHw+j3g8zvoQsWeeyWRaWR+4ZUJA\nmiKqau9wODhkM5lMuCs96VpI9Cr2A3vody/rROr1OkqlEncVoAuddExms/mjdYqe4h0s//7HiA6t\nNyIetVoNmUwGKpUK+/v7CIVC8Pl8Hy3W+ZwgYkokmIwoo9HI+iSn08l9RCkbLplMci/Ser3OveRM\nJhMX+7VYLM9WjfxrgJ6TDOxUKoWbmxvc3d1xC7BgMIiTkxMcHx/D5/P9Ic3O18J8PufEByJKd3d3\nGA6H8Hq92N3dxbfffovT01MuREzrju4TMjpFQ7tYLMJiseDk5ARnZ2d4+fIltre3YbPZvkq5mbUm\nSw9BqotcFJ1SCKDRaCCRSODq6gpv377F+/fvUa/XUa/XuX4IuZ3FDtkej+c34ZpVWKsUZms2m6hU\nKlzbIplMsl6DevyROJMaz5Kwj7xp5ErX6/Xc/Z1SQzf/r02Bx+PhKryU7SI2D17Fe/hcNJtNro9V\nLBa5iGgkEsHW1haTJUB6YxDJUrfbRbVa5b5cnU6Ha2FRFWyTybTQCua5If5d6qdFoWyXy8X960hs\nf319DbfbzaSVGnIv/75loiQKyPP5PH+0220W7rvdbni9Xm6g/NQecPq9YhFQ8ho99L1iWINE+6VS\nCfF4HF6vF0dHR9jZ2ZFMyHt5Dij8qdPpFspDUAIMeePv7u7w5s0bDtfF43EMBgO4XC6Ew2EO8a26\n7tDnQiS/lBiTSCTYmzabzfh8efnyJU5PT+F2u7l35SpBxmOxWEQ8HsfV1RXu7u5gsVgQCARwcHCA\n77//HoeHh7wfaT0Ph0PUajXk83lcXFzg4uICd3d3uL+/x3w+x/b2Nra3t/Htt9/i5cuX8Pl8Cxlz\nf2Tsa0mWyJrrdDoYjUarfpzPgkguKLYei8VwdXWF6+trxONxVCoVFreJblKNRrPQDoaKw60q9EiL\nlorDEcO/ubnB1dUVUqkUa3SWLxoAnMk2Go1Ym6XT6WA0GjnNl6w9p9OJra0tbG1twe128/gp5EHP\nI36WEqjEAYll7+/v0e/32eoNh8MIBAIrEUN/LuiZhsMhKpUK12+hjBWv18vhNxKpS2EsRAb0ej0s\nFgs8Hg/C4TAnCZCeJZ1O4/7+nmvxUDd6Cq2JRFz0wpAQOplM4u7uDqlUaiGU4Pf74fV6F7xtT/1O\n6Lko/EmarYeSXogkAb9cuI1Gg5Mrut0uTCYTNjc3sb29DYfDsXKPBGE5/C8SKPq30WiE0+nkM9Ni\nsTARpLIds9kMiUQCt7e3XC1bLKIqZdC5T2dLIpFAPB5HLpdDvV6HzWZjbymdMWIkYlVjpFIdpVKJ\niV2hUEC324XX60UkEuGMN5PJxMVG6b6g7hWkc4rFYqjVahgOh3A6ndjY2MDZ2Rn29vYW6vJ9jfGu\nDVkSyUOv10OlUkE+n+dS8KLnRkqhDFHgS6EnqqVE7sN6vQ6dToe9vT2OvVPhNaojRYJpkRisIt5M\nz9BsNhGLxThzLx6Po1gssjibWhCItTDIi0QWLNW2oaqy4XAYe3t72N/fh9/v58bJVGST9BMPNSSV\nwlwTxAOJSlzk83m+UPV6PU5OTnBwcIBwOMziQ7GTvRQgjmM6naLVarGQslAocJ8pEmIGAoEHe26t\nEgqFghuT+v1+HBwcsBufUvorlQpisRinnh8fHy/Uv1oWNisUCiYXVM/m/fv3uLu7Q7vdhtlshsfj\nQTQaZfE+abie6n3QeUelEGazGVQqFTQaDe+b5e8HwGnX+XyejbZqtcqeXa/X+8UNR58Ty9510Tij\n0gFkWJVKJe6fSYWNc7kc3r9/zzXrnE4ne+JWvXYfA+3JwWDAXpZ4PI5mswmlUsmaLofDAYPBsKBr\nXQXIM00lYhKJBF6/fo3b21sWovt8PmxvbzOxzeVyPKfdbhe9Xg+JRAKXl5eIx+Pc845qSJHO6fDw\nEH6//zfV2v/ofK4FWVoWY1JX70KhwGRJ7I0jtRRyheKXgmFE8q6vr/HPf/6TyYZKpcLJyQkXpmw0\nGlAoFKyrWLVIlsZAILZ/e3uLH374AdfX17i+vubu6nq9nnv0OBwOeDyehSq7o9EI/X4fAFjbQRbB\ny5cv8c0337B4/XP6UUkRRCzJg0Ean1wux/VeSA9CpQ+kOB4ax3Q6RbvdRjqdxtXVFcrlMmazGRwO\nB3Z2dnB8fMxtBIDVzw+RGro0yWO0v7/PacYUDu10Ori9vUW1WkWj0eAMVLvdzp6ZZVCK9s3NDd69\ne4dXr16h2Wyi2+3C4XDA6/WyeJ+yVZ/SA0qXJ603CisZjUau0vzQeUiXVy6Xw/n5Oe7u7ljv4/F4\n2MMrFa/SMpafRyRLRHiNRiP0ej3y+TxKpRKHgFqtFvL5PBQKBQKBAI6OjjjlfDmjUUog4jEajZhU\nXF1dIZlMcgiY+jOKxSdXNR5RfjIajdDpdJBOp/H+/XtkMhn0+332BIZCIWi1WtTrdTSbTSbzpO+9\nvr7Gzz//jEQiwcWXqZUJCbr39/dZEP41jba1IEsEcn9T+idVsiahHlXRXXXV4OVnns/nHIa5ubnB\n+/fvEYvFoFQqcXZ2BpfLhc3NTQQCAVxfX6NYLGI+n3Nvo+3tbezt7cHn83FMfVWhJwonirHjdruN\n+XzORSTpkPV4PHzwEAEU9UvUFiMajeLFixecuUDW4Mc2txTm9THQ/AwGA2QyGVxfXyOZTHItIrEB\n5EP9tqQGmvPxeMw6s9lsxo1LqawF7btV61oIYthMoVDAarUiFApxIsJ4POb2CKPRCO12G7lcDu/e\nvcNgMGCPpugtI11MsVhELpdDKpVCPB5nw0alUnHNIup0/9Qp93QB0QeVcqBWSmLFYvHS6vf7HBrO\nZrNoNpswm82IRCKspbNarZLxEtIzEDGkitViSJ7mh+rwTadT9kzUajWueUW/h9Y01dqaTCaSrnNG\nczEajVAul5HL5ZBMJpHJZLirA6XMf/fdd9jb24PVapWMt5fmjcJq5AwYjUa898irR0YaEcPhcIhu\ntwutVoudnR1uaRONRrmPYTAY5FIXhK813rUhS+LLI0FbNptFt9uFQqGA0WjkbJw/Wk/ha0BM5Z/P\nf+l5dnV1hVevXrEn5vj4GGdnZ1xU0mQysbVLZCkcDmN7exu7u7vcO4ywijAczQM1LCSyNJvNYLPZ\nsLm5iZ2dHS4o1m63ucs7CWKBX3pq+f1+7nC+u7uL/f19mEwmTqGXCuH9Eiy/o0wmg59//hmpVArj\n8XiBLJEYWup4iCzN53MYjUYmS9Q2g75fKvMmepisVisMBgP6/T6njlPNKLpYs9ksxuMxcrkcbDYb\ne0iJ9JMGrVgsIp/Po1qtcrFUytAisrSxscHeqacCGSCUVUqXi06nY63WcgYbrc1ms4nr62v8+OOP\naLfb0Gq1nGn63XffwWq1/qYZ96qJMD0HZe4NBoOFBrlEoCjkT/NKGYv9fp+1lPP5nL0zIllapRfm\nczEcDlEul3F/f49kMol0Oo3xeMw1lY6Pj/G3v/2NDW4pSFNE3S6RJdLXDYdD5HI5tNttLgExHA75\n/qQ1TC1sqFMAaZPIQ/8UHiXC2pAlYPHQpo1C/YzICjSbzZLpDTefz1GtVlGtVnF+fo7z83Mkk0ko\nlUrs7u7i8PAQR0dH8Hq9GA6HKJVKHArQ6XQIBoMcqrHZbLwIVrXgRRc3VcX1+XxQKBQs1KZsKbpY\n6HJtt9s8JioBsL29zeEo0guI7QdWvbm/FLRBxdYtJP4dj8cstoxGo3C73SvtzfQloLIQVMyvVqux\n18JisUi+Nx9d8uS293g82NnZYfJXrVbRbDYXiGCn0+EQDhWzpPAHNRAmfd58PodarYbH4+EMMsre\nNJlMT/ZeyItCYbREIsFePgq/UfiPQsKkh6xWq9wDTqVSsaFJJM/tdkuqmjy9QzK+arUayuUyqtUq\nZ9lSXS+KPnS7Xa7MTtqefD6PSqXC7W5IFEzJCUSKpbgnRc1op9NBPp9ngXS73Wb5AxVkpFIYUtmb\non6Q7o7xeMzEiOat1+txk2QqKEvdHAKBAHuRIpEIl4+hiNJTenHXjiyJHiYA3DWcMh/0ev3KarwQ\nxBhtNpvF+/fv8f79e5yfn6NWq+HFixd48eIFdnZ2sL29jclkgkwmwymU1WqVXeFHR0fw+Xx8GKzK\nahctdJVKxS1aTk5OEIvFOMOIsmnENgJEroxGIw4PD3mxU2FNIg6Phd7WCf1+n2sqJRIJpNNpBAIB\n7O7u4vT0FNFolEWXgDTCGx8Daeey2SySySR7UwKBAJMlqRgnj0H0ipAHVK1Wo9PpcIf2bDbL5IdE\n4KSbo0OYzh5qY0KZnCaTCbu7uzg7O8OLFy+4HATphb72vhV1K5TFdn19zaFs8ojROUQEr1AoIJfL\nIZPJoFgswmg0YmNjg611n88Hp9P5YDmOVQuEFQoFarUaYrEY1xO6u7uDVqtdIHYUAqf2JjR+qu1D\nRMpgMCAcDuPbb7/ldhir7pf2MYiRivF4jHa7zWSpUqlgNBpxnSmxyK1UiBJ5h8jbGQgEsLe3B5VK\nxRl8tM+oybFWq+USMX6/Hz6fD6FQCJFIhDOI6c4XHQlPdYesFVkCfpsuT5cwkaRVF00j0ITVajXc\n3Nws6Fb0ej12d3fh8/mg1+tRLpeRyWQ4y2g4HMJkMiEcDnNsVgpEghYikaVIJIJ+v881k6rVKkaj\nEZrNJlqtFgBwNpzRaEQgEMDm5iYODg6wv7/P4sPl2iZSOqS+BGKmIFXSpYxNg8HAIkSXy7WQXi/V\n8dI+6na7KBQKyOfzHFLV6/VMdKXcW2sZFLInb0S1WkW9XgcAJj/kiaB/i4YCgcoKmM1mzhw7PDzE\n999/z2UUzGbzk7wXMcOWSB0lEIRCIX422pekyclkMkin08jlcigWi2g0Gtjd3cXW1hYikQhCoRCc\nTudCyEYqRIk+d7tdFItF3N/f48OHDzg/P18o8SAa1Mu6TvpMF7LX68X29jZOT0+xubnJ+jSp7kmF\nQsFeazGFnkg9tcKikBRlDq96LLR/lEolZ0hTPSW1Ws13OIEStUwmE9xuN9xuN8LhMJdAoCgE/c7l\nu+Opxrt2ZAlYbMhKWVW1Wg21Wg3NZlMy1i4RC1Fw1uv1kE6n8fPPP7MmoF6v4/3790gmk1Cr1Vx/\nx+fzcRwWkAaJoIPLYDAgGAxyanIgEECj0eAGlvSsVqsVdrsdbrcbPp+PBeA0LnEzS2F8vwdi+I1i\n7+fn53j79i36/T4ikQg2NzcRDAYX0rCleigvg6o6i6HUw8ND/PWvf8XBwQG3EgCkP4fiwU0px9Pp\nlL1k2WyWM3GIaNA80c9Qyx0KXVHxVGoiLFaVp7/5FBBTsRuNBje/rVarPMbxeIxCocChGtJ4RiIR\n7sQupphLyZu0jPl8Dr1eD4fDgUAggFarxW2hyMtG2iOz2czNYgk0FopGBAIBnJ2dYWtrCx6PZy0K\nUlK5isvLS9zf3yOXy0Gr1SIUCmF/fx+np6c4Pj6G1+uVTAgVWFxPGo2Gi5z6fD7s7Oyg2Wwu7DPy\nQtlsNv6gbg5Go/HBvfXUc7d2ZImIEpElqhJNcexWqwWtVrtQtXOVUKlU3FtpPp8zWQJ+bSxL9WuK\nxSKHp0Sy9NRpx18Kss6DwSA8Hg/8fj8ODw/RaDTQarXQ7XZ54VO7B6fTCZvNxpluYmquFMb0eyGu\nRTGjisgShVMp25HSsNdpzCTmJ7IkVtkNhUKsy5H6mMQDm9LKNzY2uNWFxWKBw+FgwSydLxTyVyh+\n6VLvcDg4Q5VqKZER4Ha7OSTwlO+ExMyDwQDdbhfNZpP1kdRTcTqdsog7FovxWRQOh3F8fIzT01PW\ngqy6Ds9jEEOoBoMBTqcTgUCAPYHUbqndbgMAl7Tw+/2sYxHvDYfDwSGdvb09bG1tST4sTs9er9dx\nd3eHq6srxONx5PN5RKNRBINBHBwcMFkSMyClBCJLFFYjMbdolCxLN0iiIa7RVdwda0eWxBdEqZ8k\nLKasFJvNtuKn/HWDUwXqer3OsWW1Wo1er8dWKjHmk5MTvlz39/cXevlIaQPT2CjsabfbOb7c7/e5\nF9x8PufK4xQqXS6Ot+4gl/9oNEI6ncbt7S0uLy9Rq9WgVqsRDAbx8uVL7O7uwm63P1hJWapYdp9b\nLBbW4JA3Yl1E6iLEA5k6mYfDYahUKjidTmxubqJcLnNG1WQyAQAucmg2mxEMBtlYIMuXqpc/h0U/\nn/9a2Z/qR41GI9jtdtRqNXQ6HfY8qdVqhMNhWCwWrr9DZQ3E5sJSnkN6NqPRyH3qrFYrwuEwt1Si\ni3cwGHCGJpEGMYwq9pDzer1MlKTkiVkGhRWpxyT1l1QqlZxhS+E3Uegs1TklAkvPSmVHCBSVEdtZ\nrXpMa0eWRFAKKWW1kHBvPB5LJizgdDqxt7fHtaHIDT4ajZgskbgyEAiwW5yyWlYtVn8M5C4lIkRi\nSrESNQlkH6q6ve4QxbP9fh+JRAI//vgj7u7uuGbNxsYGvv32W76cpLIuPxc0h+QSV6lUrPcwm81M\nntYNYoacWq1GIBCA3W5HNBpljQ9dwrSeiTSK2TmUCUhe4uc40EW9JhG3s7MzWK1W9Ho91Ot1rl9D\nuiqy5P1+P1wuF0sApJBS/jmg56PQmsPhQCQSYc8fdUig9H86W5f72dGcU7mBZRG01N6DWIqECsNS\nVupgMIBWq4XT6WTvEvUglDLEd0zhtoeMaCJIy3Mjk6XfAXqZarWa22t8rA/Sc0KcTKpzQu1L9Ho9\n90YjPY/f78fm5iaHBEicJ5VCYh8DPRsdNqKLlCAK8tc95PYQ5vM56yXa7Taq1SomkwlcLhdsNhu2\nt7cRjUY5w2gdQYJMumCILJFXZp3nlvYYeYyI/BLxp6KGwG873i9XmH/udyA22o5GozCbzaxPIt2g\nVqvl8CClk1MX91Vm1/4e0HhIJLx8roiCfGqwu0yU6PNyc2Gpvwcig51Oh0PiarUaLpeL0+kDgQC3\n55H6eIBFz/VDBO+5hNufi7UiS8tMk9x4KpUKHo8HgUCAa0us+uWK1p9CocDW1hb0ej2Ojo74ECbL\nxmQycQE8snSeuurv18DyYv5YjHzVFsFTgi7XyWQCvV7PJMnlcsHv92N/f59rf0mZ+D4Eek7K9BoO\nh6wdcDgcUKlUkutn93uw7P4Xw1LL4yKjYLkdxnMKTcW/oVQqua2QwWCA3W5HJBLh0KFKpWLdB3mA\nxXW4rvO2bJjN5/OFQrbLobeHfva55+z3giIog8GA62SNx2OuLUiNxn0+n2R7+H0Kj71/qczNWpEl\n4FfrTqPRcC0fimNTt2IpVPAmiA1lNzY2Pvn9y4evVBbKY1inZ/3aEF3kBoOBCxHu7u6yp9BkMi1U\nt14nkEjf5XL95uvrfNkSlokSESGar+XL9iFrd5XvgISwjxWsXfb00ud1nzvRoHxsnh7COoxfJHXU\nI41Cw1RINBqNsveaSsysG6Q+D4S1IEuiFUWi2f/+7/+G1+vleimnp6dwu91swUtpAsQD6lMZCuti\n7cj41Zolcfvm5iYXVHO73VweYd08SstY1+f+UtD+/BIrd9VEScTHnkVKz/w1IZ6nXzKmdRm/6CGj\nEi27u7v4n//5H9Trdc40pnPnz+AxlDLWgiwRyJIIhUL429/+huPjY9YNUK0TqZGlP+tBJeMXUBhE\nq9VyRWAK5ZBmQkrr8fdi3Z//c7Eu+/VLPSl/VvzZxy0mIqhUKuzt7cFms2E4HHJUxWazcQ8/+hkZ\nXx9rRZYAcLovVX8mlzml7X4sTi1DxlNA1EYst6QRhacyZMiQ8XtBGjmqaj2ZTDj8Kmb9yUTp6aCQ\nX64MGTJkyJAhQ8bHId0qXDJkyJAhQ4YMGRKATJZkyJAhQ4YMGTIegUyWZMiQIUOGDBkyHoFMlmTI\nkCFDhgwZMh6BTJZkyJAhQ4YMGTIegUyWZMiQIUOGDBkyHoFMlmTIkCFDhgwZMh6BTJZkyJAhQ4YM\nGTIegUyWZMiQIUOGDBkyHsGTtTsZDAZrXRpcr9d/smfKaDRa6zFqtdpPjnE4HK71GHU63aNjHI/H\naz0+ANBoNI+O8d9hnf47jPHPvhfXfXzAn/+8+dRZA6z/PH5sDteuN9y/A76kt53crmb9IM6vPH8y\nZKwGnzpn5b0pfTw0h2KPvK85hzJZkjAe28y0COTmiesJed5kyFgdxLN1+ZyVz9b1wENzuGyIfs05\nlMmSRLA88fP5HNPp9MGJfmhhyJA+5vP5wodCoeBu4jLWA49dso/hKSxdGb8ftAdnsxlmsxmAX+bz\noQ/6fhnSwDIhEueSvqZUKr/62SqTJYlg+RCmTbxMmGgDi4tB3tDSh7ihp9MpptMpVCoV1Gq1TJjW\nAMsGirjvxK8vQyRJs9lM9lasGPT+yRidTCaYTCb8/5RKJVQqFVQqlXy+ShAPzQedp9PpFLPZDPP5\nHGq1GhqNZuGeXL5Hxd/xOfjTkKXPuWykvNiJFI3HY4xGI/T7fXS7XQwGg4WDFgDUajX0ej30ej2M\nRiOMRiNUKtWKRyDjY1AoFJhMJhiNRuj1emg0Gmg0GrBarXC73TCbzXxAy5AWxMsV+HWf0qEsfv7Y\nzysUigViLDV8LAz1Z8RsNkOv10On00G73ebPNEcajQY6nQ56vR5msxlmsxk6nW7t9uenyPu6QjQ4\n+/0+er0eut0uOp0OBoMBxuMxZrMZXC4XXC4XTCYT9Ho9NBoN7+Xfa5iuNVn6VMySsLxApLRgyItE\nl2m9Xke9XkepVEKxWEStVuPFQTAYDLwYwuEwwuEwDAYDH8xSGt+/O2hORqMRGo0GCoUCLi8vcXl5\nib29Pbx8+RLRaBQGgwFq9S/bUZ6/1WP5PKE9OBqNPvrx0O9Qq9VQqVSwWq2wWq3Q6/XswVj1PD/k\nHROfadXP9zUgjo+8D6VSCff390gkEsjlcshms1AqldBqtTAYDLBarbDZbIhGo9jc3ITH44HZbIbJ\nZAIg7ffyuRINKY/hIdB4yBvY7XaRy+WQz+eRy+WQy+VQr9fR6/UwmUxwdnaG09NThEIheDweaLXa\nP0SUgDUnS+KEi5bdQ+42qRKJ+XyOyWTCDLlQKCCfzyOVSiEej6NYLGIymbCLcTabwWw2IxgMIhwO\nQ6VSwe12Q6fTLbiNpTbOf1csk6VUKoVXr17h73//O/7rv/4LLpcLbrcbarUaRqNRnjcJQDxQiSRN\nJhMMh0P0er2Fj263i36/j36//+Dv0Wq10Ol08Pv90Gq10Gq17KFY9T79mEdsmUStO+g9j8djDAYD\n5PN5fPjwAW/evMHNzQ1ubm54/1mtVjZEG40Gz49SqYTRaFzxSD6NZW3cQxKOdTxjiOjQXVmr1ZBI\nJBCLxXB9fY3b21vk83m0221MJhN0Oh0YjUbo9XpYLBZYrdaF3yWK+D8Xa0GWlgdEpGEymWAwGGAw\nGKDVaqHVaqHX62E0GmE8HkOj0UCr1cJut8PlcsFut0Oj0Sy45FYFukCHwyEqlQqSySTS6TQmkwnG\n41wNBhoAACAASURBVDGUSiWi0SgikQgvchrjYDBAr9dDIpFAIBDAYDCA2WyW3Gb4PaHRhxbyOh/c\nNJZut4tyuYx8Po9arYZer8eX7HA4ZN2EjNWDSASFaGq1GsrlMur1Oodu+v0+BoMBfx4Oh+xFot8B\nADqdDjqdDmdnZxzWWWUojsZG4f5KpYJKpYLJZAKVSgW9Xg+32w2Px7Ogp5PKmfIlEBNl+v0+4vE4\n4vE4Li8vcXFxgfv7e/R6PVitVni9XoRCIdjtdj6DSqUSfvjhB2SzWZycnPD70ev1kvAMLoPIYL/f\n53VKhrZOp4PD4YDdbodWq4VGo4FKpZJ8GROaQ7oX8/k8EokEz2U8HkepVEKtVsNkMoFWq2VS22w2\n0Ww2MRqNMJvN+L4dj8e83o1GIwwGw2c9y1qQJeC3tROIKDUaDTSbTWSzWWQyGZTLZXQ6HfR6PT6c\nNjY2sL+/D7VaDbPZDK1Wu/KxEFlqt9vIZrP4+eef8e7dO9jtdjgcDni9XkSjUbhcLiZ9+Xyex5nJ\nZJDNZrG7u4t+v4/JZMJhHCngcwSwD1lBIlla/n3rCBpPr9dDuVxGLpf7DVkaDAYcZpXFpKuDqE+a\nzWZoNBrI5/OIx+O4vb1FKpVCq9VCs9nEcDjkDwrD6fV66HQ6AOD5pK/pdDpsb2/D7/fzJfWccyz+\nvel0iuFwiE6ng3g8jqurKwwGA2g0Gtjtdrx48QI2m43Dhcs/vw6g84e8gp1OB9fX1/jhhx8Qi8WQ\nSCRQq9VgMplgtVqxubmJ09NTOBwOlMtlVCoVFItFFItFJJNJaLVaBAIB2Gy2Be/gKt7Jx85Suk9q\ntRqHp4gcWK1WbG1tQaFQ/EYjKXXNmkKhwHg8Rq/XQzabxatXr/D27VsOoY7HY06YMRgMMJvNmM/n\nqNfraLVaGI/HmM/nGAwGzA0GgwG0Wi0UCsVne/Slc7s+ArIOiC03m01+Ed1uF71eD9VqFbVajT0v\ndBhoNBpm1mq1Gj6fDwaDQRIW03A4ZPY7HA6hUqlgs9kQCoUQCAQQCATgcrnYYiUvFC30hzI2VoVl\nMisKXymEKGYrAGAh+3A4ZD0BEYjZbMZCS7fbDZfLxaFGKVp1HwN5QTudDiqVCkqlEnq9HtRqNXQ6\nHVs2ol5pXcYm9UP2cyFmn5KLv1KpIJVKIZVKoVAooFQqoV6vYzweAwCHbOhCns/nnGxBB3u320W3\n20WtVkOpVEI+n4fL5YLD4YDNZnu28dHYGo0GarUa6yJrtRru7+9xf3/PnjGbzcaE0O/3w+fzwWKx\nQK1WS8oY+xzM53N0Oh2Uy2VkMhnc398jnU5jOp0iHA5ja2uLjdPt7W3s7u7CbDbD6/WiUqlgOBzi\n7u4O+Xye14BKpYLFYmENzHODPCzD4XDhrJzNZqjX6ygWiyiXy6jVaqhWq0yWjEYjKpUK0uk0ew4t\nFguHqnQ6HbRaLZ+vUoAYKWm1WigUCojH47i7u0MikUCr1cJwOITVaoXD4eAPp9MJn88Hv9/P9ydp\nnNLpNAv5bTbbgpH6qfmU7OoXLWwSVhaLRaTTaSSTSXa/PfQzSqUSBoMB/X4frVYLSqUSOp2ONQRe\nr1cSFtNgMEC9Xke/34fFYsHW1hZ2d3ext7cHl8sFs9kMg8HAz6dSqdiFSITPYrFwtsaqCJMYLltO\nyyXLm6xwylagDVCtVtFoNNg6J0Ixm81gs9ngcrlwdnaGs7MzXuTi35Iq6Pko5EGHdrlc5sPLZrOx\na1yv10t6PMtYJuikKfiYV3D561KZP/GcmUwmqNVqOD8/x+XlJZLJJJLJJIf0dTodXzBOpxNOp5Mz\nUclrbbFYeK6z2Sxubm5wfX3NejWr1cpG0XOMTQxhpNNpXF5eIh6Pszi20WigXq9jMplAoVDAYDDw\nc5+dneGbb75BJBKB2WzmvUfvS6oQz6FGo4FYLIbLy0u+YH0+Hw4ODhCNRll4b7PZWKYRDoeZNJ+f\nn6Pf76NeryOfz8NkMsHr9a5sXKPRCJ1OB7VajYkRlT8gL1ipVGLjk/6fQqFALBaDXq/HxsYGotEo\nfD4fPB4PE3iHw8HeFrofVz3PNJe1Wg13d3e4u7tDJpNBrVbj+29rawt7e3vY2NhAIBCAz+eDyWTi\nD71ej2azibu7O7x58wZutxvhcBgWi+XRc2sZkiVLoveBvEn39/eIxWKIx+NIJBKoVqtszdGiNxqN\n0Gq1UKvVbB30ej3k83n2LJHLbtXeGNJdqVQqeDweuN1u7O3tYW9vDxaLhRcsWRDdbheNRgP9fh8m\nkwlutxsOh2PlZIksG9JBiOSIrGsKOw0GA/65RqPBFjvpzDKZDFKpFMbjMVwuF/x+PywWC7a3t2E2\nm6FWqyVz0X4Myxk44/GYPQyU3Sge0OQWXycQ4f1UqBX47YG7TK5XDfIODYdD1Go1XF9f48cff0Sp\nVEKpVILFYkE4HIbX64XT6eR1KYZlSCtBFnw8Hsd8Pkcul8N0OkWz2UQul4PL5YLH43m2sU2nU3S7\nXbTbbcTjcbx58waXl5fI5/MolUoLnlrygA4GAxSLRSiVSphMJigUCng8Hszn8wXNpxSxnL1Yr9dx\nd3eH8/Nz9Ho9aDQaRCIRfP/99zg7O1sovbL8s69evYJOp8NgMFg4e6mMyyrWL4XzyVOWSqX4/K3V\nasjlcmg2mzAYDDAYDDyWwWCAZrPJP18sFhEMBhEMBhEKhRCNRjmEvIow8WOYzWZoNptIp9MLUhuX\nywWn04mdnR1888032N/fRzAYhM/n44hLr9dDq9ViA+Dt27fY39+H0+n84oiM5MgSPTwx4kqlgpub\nG9ze3iKZTCKVSmE6ncLj8WBrawtutxtutxsWi2WhpoJSqUShUEChUEC9Xkez2USxWOQYJoWxVrXo\n5/M5H8JOp5MvHpfLxenFFGel2OzFxQVisRgmkwkODw+xv7+PUCjEXib6vc81FvEZKRRaLBZRqVTQ\n6XTQ6XRYlE6i2OFwCI1GA7VazURiNpux6JAwmUzQbrehUqnQbDZZl/WxejZSgyguJcLebDbR7XaZ\nJLndbhiNxrUggMAiGaLECgAcoqGLFFgswjmfz3+TqfmQeH+V4yejrFqtIpfLIZPJwGAwYGdnhzWP\nGxsbrIO0WCywWCzQ6/V8lozHY9YgXl1d4fz8HOl0Gu12G+12G41GA+12+8EyA18T4trr9XrIZDKI\nx+N4//49YrEYisUiVCoVE0Cv1wu1Ws0eKKpfU6/X8erVKxQKBUSjUUSjUQ7hkKdeSqRJfBYaB+l3\nisUiwuEwjo6O8OLFC4RCIfaWPRR2UigUPK+0tkmrtEqjtFKpIBaLIRaL8Z1Ia9JoNOLw8BAmk4kz\nwGgd1Ot1xONxTiK6v79HPp/H7e0tQqEQvv/+e1gsFigUCp7bVSdAAb8am/1+n/VGJOT2+/3Y39/H\nixcvsLu7i1AoBKvVynfLZDJBuVzG7e0texczmQyCwSDXKvyS0LLkyBLwq4ZgNBqhXC7j3bt3+OGH\nH9jSC4fD+Pbbb3FycoJIJIKNjQ0mSuRVAsBi6MvLS7x58walUonJkrjwV0GUACyE2Uh/RJ+BXzYH\nkaX379/j/PwcsVgMdrsdNpsNp6ensNvtMBgMUKlUK9O7kNA+lUrh6uoK8Xgc9XqdNRK1Wg3tdhv9\nfh+j0YitHnKTWiwWDkcBvwr6Wq0WJpMJ69BIqLfqjfwloPpZ3W6XNXZer5f1aESWpK5VWvYGkd6O\nQttE8MXkCZEwAVjwntE8imGwVc6rSJby+TzS6TRevHiBnZ0dDkft7OywF4meXSSAZCTkcjnEYjF8\n+PAB5XKZyVKz2WSy9NRCfnrv/X4fmUwGb9++xYcPHxCLxdDv99mjcHR0hOPjY+j1ehYIJxIJJJNJ\ntuZvb29xfHyMfr/PXm8xm0pK65aehwrAUvisVCrh6OgIf/nLX7Czs4NgMMhhGPH5xUxcpVK5YATQ\n3fKcZGk56aBarSIWi+H169eIxWJIJpMIBAIIBoM4PDzE4eEh9vb2WLsD/HKPZLNZvH79GgqFAre3\ntws6NXoXu7u7MBqNTJpWNbf0t8XaZiTO7vf7HBb3+/04OTlhsuR2u9koE8nS+fk5Xr9+jWQyiWw2\ni06nw2LwtSZLYtpmOp3mzIVGowGn04mNjQ1sbW3h8PAQOzs7XBODFrJYJZeIh0ajgdFoZC2T+D2r\nuKRos4nESFyc4/EYzWaTs6dubm5wf38PAOxq3NzchMPhWPBCrQLkIiViWigU0Gg0AAB2ux1WqxUb\nGxvsKp7P5ywoNBqNMJlMMBgM/DWVSoVarYbxeAybzfb/2fvO5javJOuDnHPOgTmIktO4aqs2fNq/\n/W6Va3Zsj20FSkwASRAgcs4ZeD9ou30BU7JsS8QDDU6Vajy2KOHipnO7T5+Gy+XiVBwJvKV0OL8P\n0+kUrVaLD+tms4nxeAydTge32w2LxbIQTZMqaG1OJhN+4V1dXSGRSGAwGECpVLKhH5H/ZXG/GMkl\n0L8jLyKj0cj6CSIljyU27Xa7bAKrUqkQCASwu7uLp0+fYnd3l3UQy07OlOLo9/tIJBL86r+/v8do\nNILdbofb7cbOzg4ODg74IvtU54540RABLBaLuLm5Qblcxmg0gl6vRygUwvHxMfb29rCzswOtVsvC\ndKvVCq/Xi4uLC5ydnaFareL29haz2Qw6nQ4+n2/BXFNqhAn4VetK608mk8FgMMDlcsFqtXLKaZn4\njEYjjoZTObpGo2G3fVoDj3FviHNJUgby4KtUKqyv2tvbw/7+Pra3t7G1tYVgMMgPUdqH3W4XZrMZ\nBoOBzxy9Xg+Px8Pk0WKxLNgirHpOKbtA6cVMJoNWq8X3RjQaxfb2Nnw+38K8kMVANpvlIEM6nYZM\nJkM8HkcwGOTOCX/k/JUMWVpm0IVCAS9evMDFxQUymQx6vR729/fx5ZdfIhaLwe/3sxmjVqtd+LNE\nkTF5FplMJo5mrKr0czn1IG5U0TuKXGbfvHmDRCLBDqWhUIhfu/F4nHVNqzqsaK6azSbbGZTLZXS7\nXSaxVqsVVquVNyml20gwS1WKlHbt9Xq4ubnBeDxGMBjE1tYWQqEQi6ClspHfB/psk8kEjUaDSSSR\nJa1WC5fLtRZkSYye0HgKhQJ+/vlnfPfdd6jX65yyIA8aWhfir+W0N0WhVCoVpwwCgQC/jKni6FO/\n4umzdLtd5PN51Ot16PV6bG1t4fDwEF988QW/vOkVKrYeIvF+rVbD+fk5/v73v+P+/p4NDb1eL+/b\nw8NDhMNhJkufEqQh7Ha7KJVKrPGcTqdcRv7s2TNEIhGEw2FoNBomWF6vF+12G+PxGLe3t+wD12q1\n4PV62VpACn51D0EsrqC5UiqVMBgMsNvtrH0Uo0iiRpYe6mIxhtVqhdvtXtCSPhaI7NDjOZPJcLuk\ncDiMr7/+Gn/7298QDAZhs9k4FUXkYTqdctUtZV8UCgUcDgf29/dxcnLCgQfSb61K7iBGmylokM/n\ncX9/j7u7O/T7fR43CbvpbgB+tcW4v79nO543b96gXC7zvRmPx9mVXVwHvwfJkCXgV6+I4XCIQqGA\nRCLBAja3241YLIbj42MEg0FuHSCG6aiPGuUiyXvIaDTC6XSyTmjV6TexSS6laejzk17g+voap6en\nuL6+5v+m0+kQDAYRiURgs9kkU52iUCig0WhgsVgwGo1gsVjg8Xjg8XhYU2Y2m5kc0cVJpInKXulV\nP5+/bYTodDoRiUTgcrmg1+sX9DBSB71warUaV6hQFMZsNsPj8bA4WKoQdQNUKZZKpTiCcnt7y6k4\niuDSBSo+fgAsNLaky0ur1bLeTqPRrESTRp+P9C2tVgsKhQJ2ux0ul4vTpRQFFh90JIimg/z6+hrp\ndBq9Xo9Ty7u7u9jZ2eGDmkqZxb/7Y0PULFF0iapugbfpf4/Hg1gsBrfbzUaFVDlHDxm9Xs9SACK3\nlAqXKsRzXVxLtD5FsgAs+qARsby6usLV1RXq9TqTJI/Hw9WPjx3dHo/HqNfryGQyKBQKqNVqmE6n\ncLvd2N/fx9HREfb39+F0OvkBQnuXimpE/ahMJoPVakUwGOSfDwaD3AfvU6eIPwQUUaMioVarhUaj\nwZWkfr8fXq8XTqeTH9HD4ZArrBOJBN+f9KBzOp3Y39/nxzdFFz90rJIgS+Lh2ul0+PWazWbR7XYR\nj8extbWFvb09eL1ertCgRdDtdtmJFgBXiY3HY85L0wFltVoXurw/xoIQNzAdYCQGpfGSLwaNI5fL\nIZ1Oo9lssp5nWcAuvoxW9cKTy+Xwer1QqVSIRqPo9Xr8kjEYDPyiIZJEOX+KRiiVSgyHQxbGkq5s\nPn/rW0OvOfEAkPJhDfx6AI/HY1QqFdzc3KBUKmE+n7Mdgs/n43STlCGTydgROJVK4ZdffsGLFy9Q\nqVSg1+s5Miga3In6Dqq2Ih8X+r1qtRomk4kfMi6XC263G16vd4FEPtZck66s2+1iOp0urFMxukX/\nnyo/y+UyXr9+jefPn3N1WSgUQjQaRTQaRSgUQigUYm+lx47GiMSB5ob6n9ntdnYvJmJB1XPlchmN\nRgOdTgez2Qwmk4nXLD1c1iklvqyfo3mkVF2xWEQqlcL19TUuLi5wcXEBl8uF3d1dbG1tIRqNwmw2\nL8zfpxy7+HcMh0OUSiUkEgkUCgUMBgMYDAbE43F8/fXXC59teU4oDXt9fc2pc5VKhXA4jP39fdb7\nLFdVr2pel4s/xFSvTCaDVqvlalSz2czRZ6o4JR+m09NTXFxccGWg3W5HPB7H7u4ufD4f91L9I/Mo\nCbIE/MokaaMWi0UUCgWOKpHfh9VqhVKp5MONDOQymQzS6TTkcjmi0ehC5Qq9kgDAYrE8ehhV1G/Q\n5+71ekyMisUistksV71ls1k23aQFEgwGmUGLjXeJcNB3+NiLXC6X82VHn+FDQRtBdDInQSyV9FJu\nmS7edaiGo/kmE9Hb21tUq1UAYLJEpEDqabj5fM4v7pubG7x48QL/+Mc/2PqAQvtKpZLXuE6nYyJF\nlY8URRL/PxUqUEUWHX4iUfrU61mcK6rgpMgn/f3iL2DRUbhYLOLNmzf43//9X9ZsBYNBfPnllzg+\nPua9IZ45j5lGFi8cukwNBgN7fC2TN9KJUAuJbreL+XwOs9kMv9/P0RVRTyZVwrR8FlGElKqhiYgM\nBgNks1m8fv0ar1+/ZlLxX//1X9jZ2cHJycmCL89jzh+tzWq1iru7O7YesVqtiMfj+OKLL2A2mxfs\nR8Q0MYn0yaPo7u4O29vbiEajXFEdj8f5HpGSxIHWrWi+rNVqWQdIqXHSDVarVSSTSTx//pzb2ajV\nagQCAcRiMWxtbWFnZwd2u/030p0PgWTIEgBevO12e6HHW61Ww/39PV+oRKqoeoUccskTRaVS8QtI\nFHYDWDB5fIxFQRdIpVJBNptFsVhEs9lEo9FgQziqFKNU297eHru0UuNclUqFQqGAfr+Pm5sb9nmh\nELHYSHdV+qUP/bsfOsSov99oNOJIBFXKiaFhqYNeOf1+n+eZBOsmkwkej4dz7FJ9nYsh8OFwiEQi\ngRcvXuDNmzds0qjRaNhziHQSpB+kX1QxJaZcifRSSoTaE9AafywtIY2RPMzK5TIKhQJyuRxksrfl\n0/f398jlcpjP50z0ls1Tz8/PkU6nWUPi8/kQDAbZPZgeaQ9VXH0q0F4Ue73FYjHM53Oo1Wpsb29z\nOlCsvJ3P5+j3+ygUCri6uuIohkajgcvlQjQa5WIaqUd5xbQwaXBqtRqSySRqtRrLNOjBSoLg4XCI\neDzOJEkU969qrCqVCg6HA7FYDEajkQXKpFtdPh9pHofDIVKpFF6+fMktbejnvvjiC+zt7XGKWYra\nM7oH6BFCKVS5XL5wZ5DG7Pr6Gufn50gkEpjNZtje3mYBO/kXLmtf/wgkRZbogCayRI0BiSxls1nI\nZL8aTYml6a1WC+12mw+pcDgMt9vNdu7UkuAxD2NRZF4sFvHq1SucnZ3xBiX/IXqNk8I/FouxUJbS\nde12G/l8HhcXF9DpdIjFYojFYjg8PFxIU63ytfdH/k7xsKWF3263MRwO+bKiMlYp+H58CMTQPrnH\n0xoVtUpk9yDF1KKY0qXD6OrqCt999x3Ozs54XxJZCoVCbARHrtaUchMF3ZSOE0Pq4n8TK+Ues8qI\nysspmp3P5zGdTqFSqZgsUWsEjUbDaf+7uzukUilcXFwwWYrH40yWSOv02Cl/cYxElsiTTqlUQq/X\nc89JsVEuPer6/T6KxSKurq6Qz+cxHA45+ke+dutQlUqREvo1n89RrVa5fQmJ+qkpK3UXsNlsODo6\nYluaUCgEi8XCkahVQKlUwuFwIB6Pw+/3c6VwPB7nljti6orIUqPRYCPSVCoFlUoFl8uF7e1tfPnl\nl6z9lVpEiSCXyxfMXsUzk7R0rVYLNzc3eP78Obu053I5RP+vUm5/fx/Hx8fY3t6GxWLhzNKfuU8k\nRZbkcjm0Wi2nKlwuFxqNBodJxYoaCid3Op0FgkCdhG02G1e+0Yv2sRcDTSqZalEkicz8KJVBY7Za\nrVydQpGwyWTC/eOoXQY5yt7e3nKqgw5nk8n0qGP8PSxHhETtABFJsu7PZrOsVyL9WrFY5PJR8YUh\nGiBKDeQETYao1NncZDJxNY4odpYiSLxMa448hORyOUdrKX1aqVT48FEoFGy2Sb9v+TAXIR7Sjxnx\nXf4MFIlQKBRcaHF3d4cXL14gn89zdR7pmvL5PP+i/lQulwuBQID7qS0bdD7meEhET43ER6MRpz9d\nLteCgzHNHTUnJwPfTqfD2kGbzcbjEvVpUrtg6bsmLRJZB4xGI2SzWcznc74X5vM525zY7XaODB4c\nHGB/f591ZiQEXsVYSWdms9kW7FdoTkSfIBpvu93mnn8XFxf8AAiFQtwDz+v1cnsXqUIkS5Tap7Yu\nCoUC9Xod2WwWyWQS5+fnyOVy3DosGAziyZMnnGYkXS0VEP2ZuZQMWaIDixrJhsNhdtIdj8fI5XIc\nrnc4HPB4PFCr1chkMjAYDHygu91uBAIB1jetuo0E6YvIEoAqbdxuN2w2G1u2k4ibyqjFMmXqr0YN\nMHO5HG5vb5lAEnlSKpVMlqRwkC1fkKLYlNyFO53OQmloo9Hg76xYLOLi4oIXOTVIJMd2qZUu08Uz\nGAxQqVS4hxE1STYajZweFj22pPT5CWQGWigU0G63MZvNOL1GRJ4eMoVCAQaDAR6Phz2FqKIKwMKr\n/H3pqFU8ZqiS02g0wm63w2KxsB4plUpxayGKpohtfDqdDlfchkIhBINBTpGQJmJVRIkMFal3lt1u\n53+n1Wo5IkEQdZBUdELrlvoYir3wpAbxjKGxiP0o+/0+0uk0crkcN161WCwwGo3sTRSJRPjRSRHS\nT125+C6Ifx9FNsX+kTSPNN8U0e71eiiVSjg9PcU//vEPZLNZ9ijc2dnBt99+yz3xxM4BUjyDxHQ9\nFQyVy2Vu80IFRLVaDeVyGfP5nO/Wo6MjfPHFFwgEAjyXf/WukBxZIqFaJBJBvV6HWq1msTNtcqfT\nCb/fD51Ox+7R1KU+GAxyWmDZ1G6VFyv5yVC3Z5PJhEAgwC0HLBbLQkh1OQdNQtt2u43r62s0m02k\nUimUSiX0+30Wsoki1FVXNRApEl94YjVgs9nkcvS7uzvkcjn2xRKt6imk7vP5OJXwZwR6jwGZ7G2z\nS+p7R341NP8iWZIa0RNBr/PRaAS1Wg2XywWVSsUHlHg59Xo9DAYDHjdVrFAkcJXu8u8CXTJ0GNts\nNvh8PhY1k4apUqkspAhJJEwEnoxTqYt9IBDgyqJVj41cinU6HbxeL4B3F2BQ9KXX67Hb+Gg0gkql\n4vYudGFLLRpKn4ei+CSIpvmjFhmtVgu9Xg9ut5sfXy6XC+FwmBuYU5N1qaxZmkeDwQCj0cj/7qHH\nB0W0qWHyP//5T04pO51OdqOnZtCr8Bp8H8QzhSKdVHU6m80gl8u5+Xy32+W0PsHpdMLr9S44mdvt\n9gVt6F8pEJIEWRLZsVKphE6nQzgchlKpRCwW454wRDKIRTcaDe5v43A42F6AHGaXX+6reB3QeAKB\nAORyOeLxOLtVE0ES/S3epW+Qyd76nJjNZni9Xuzt7XHPH+p9NxgMeFGtEqS1Go/HLGQnEXuv1+Nf\njUaD+8ldX1+j3W5z6HU0GqFarUImk/G8TyYTTvVI7cAWQeOnTS6mhh0OB7vNSk2vBPx6YBFBogdM\nOBxGv99nkeXywUbNV6kT+s3NDabTKfx+v+SIrXjeULl0IBBAt9tl403yd6OIsPgIAcAEKRQKIRKJ\nsL6FxMBS0IH8kT1CKdVarcZ7li5pcn4W/YkA6a1bqogqlUo4OzvD2dkZu10TyVOpVIjFYvj6669x\neHgIl8vFaUm6W4BFjyapjPOhIhoxMtRoNJBMJnF6eop0Oo16vQ6Px4NwOMz98JYF4VJcn7TnGo0G\nstksMpkM7u7uUK1W0e122euLfpHlSDQaxd7eHvdxpHMW+DgRXkmQJeDXSaMXGwlHyaSSeopptVqU\nSiUug8zlcri+vobVasXW1haOjo7g8/mg0WgWvtBVj0er1cLr9TKZWRa8ij+3fDATqNpoPn9bNahW\nq/Hy5Ut2dB0Oh/zzqyITok6LQsKZTAbFYpEPYdJgkREl6Xq63S6L+EjL1O/3+bU3mUwAQNJaH2Dx\nhSsSZiJLpOWRGsS0KYlBScRNlZnvsqqoVqv4xz/+wc7HND6j0chRDalcOgQqRZbJZAgEAlAqlRgM\nBkgkEgCwoBGhy5PMNV0uF46Pj3F0dMQ+PPQIkmoLkPeBCkloPzabTVgsFk7BSdkugIjvcDjkaPSP\nP/6I7777Du12m33eyAA3Fovh22+/xTfffMPSjnedwVLDMlGidUbGvtfX13j9+jVLGiKRCLa2trC/\nvw+/37+QvZDCGB/63smFu9Fo4O7uDufn578hS+Lvp71I7Xu2t7dZMvAxIkoEyZAlERR6pINZ8I+F\n2QAAIABJREFUrVZzSqDdbiOTyeD169c4OzvDYDBAMBhENBrlnDOFK6UCGs9yJRDl0iliMp/PuZLo\nXZ2wKURMJZWUnqMqpVVtdJEkdbtd3N/fI5PJIJ/Ps+5F7BNmMpm4VQSRCaVSyTb25EZLETir1Qqf\nzwefz8evIylsdhHiRichMAAYDAZYrVbWSUgt0gL8WjpOj5PpdMprkS4a4LdEleaAHjJUeUq2CVTM\nIDXQ56a91263US6XUa1W2bFafOhotVrWSzocDuzs7GBvbw/hcBgej4flA1LU87wPdF7UajVcXFzg\n+fPnyOfzmM1mcDqd3KbF5XItnGGrhvgZer0e+v0+UqkUXrx4gdPTUzQaDXi9XsTjcZ6fXC6HfD4P\ntVrNfQ4pTUznl9TOlPeBUlWUXaC+hHd3d5hMJvB4PIhGo9jZ2UH0/3qJSumRJkpLKHtEaeB2u81G\noXd3d8jn82x4DIDtLNxuN46Pj/H06VNsbW0t9In72IRQkmRJjKzQBp3NZuypkEgk8NNPP+Hq6gou\nlws7OzvY3t5GJBKB2+1eEMJJAe+KFJFNAr3aAbzXJVaMGhGRJMddysuviigBv+oems0mkskkfvnl\nF1QqFdTrdcznc64IE53ISetCr/iDgwP827/9G6LRKF/U9IvsFch9VSoQx79scEhpRJEsrVLPsgzx\nZTqZTNDtdtFoNDAajbivH0VTHiJJdMEQudDpdEyCyTdLShD3FY2ZopjZbBb5fB7tdhsAuBJHbH2y\ntbXF/i1kpElrWUpr8kNB30W1WsXr16/x008/oVQqQSaTwePx4MmTJ3jy5Am8Xu/KxM7LWC4coQ4O\nyWQSP//8M37++Wf4/X4mCVtbW7BYLPjxxx/Zx436+ZE56jr0nCSIe3Y8HrNh7NnZGfdStVgsCIfD\n2Nrawu7uLqLR6EIEbVXjXE7fdzodZDIZ5HK5hQ4W9M/VahX1ep3F+uLjLBKJ4OjoCEdHRzg8PGQd\n86dqAyZJsgQsfqlUpZHP57lvT6FQwHA4hMPhwPHxMba2tuB2uyWxIH4PomC7XC6j3+8zISDm/Hs/\nTwe9mNZbJZYvXTLvoyiSWq1mHx6qbNBoNKjVamg2m5xijMfj3CyYXvYPefR8rNDqxwRFZRqNBm/0\nyWTC4lgSVq6qpPx9oBddoVDA/f09Op0O9/ejyJIoeiXRvqhNK5VKPOfkkyWWNq8adC5QRLfb7XJK\nOJlMci9Kcs63WCzw+XwIBAJcYSs2sRY7uEutquhDQYJ1avicTqcxn78tr3e73YhEIuzHI4XUzfK9\nMJlMUCgUeP5oDdrtdhweHjJR0Ov1rG8FgHq9jnw+z33y1gX0ICMfNzGilEgkUCwWMR6PYbfbuVWL\n3+9nmwEpzCGw2IT99vYWFxcXqFQq3Gan0WhwJIk0gxQkICuFSCSCJ0+ecDWj1Wpd+PM/9jilc5I9\nAKosolz669ev8f3336NYLEKpVLJG6auvvkIgEFgbokQLvl6v4+7ujjt9i5b1yxBfrWQeR743ZrOZ\nHZSl8LqlyjyySlCr1dBqtRwVov5gCoUCt7e3kMvl3AKEqolI1/NQ2H/VuiwRInnr9/ts7ZBOp5HJ\nZDg6I+o+pJKqET97vV5HOp3GxcUFXr16hVKpxKXwYksTUdBN6UYKo1PD53A4jGg0ing8DpvNJgkS\nIUYjut0utxa6vb3F7e0tSqUS24/U63UAgM/nwxdffMGHMXnTUOPZZbHzqsf4R0DzTtpCMtscjUZc\nUEE9NskXTCqQyWQcBW2327i8vMQPP/yAfD4PjUaDp0+f4unTpzg5OUEgEIDVasV8PmeTW7IloXOH\nKnDpz5biPIpEn+w6qC1LKpVCKpVCrVbDZDKB0+nE9vY2vvnmG2xvb3N0WEqEnu5BSv/+9NNPfI7Q\nI5jmS6fTcaSJHt8+n4+rGN1u96N4YUmaLJGGgsohz87O8MMPP0AmkyEUCmFnZweHh4d49uwZX8Lr\nEE6l0H+9Xsf9/T2m0yk3D32o0ms5/UEHXKvVAgCOWpDWaZUkgiqM/H4/O6aK5EehUHC1Q71eZ4Gt\nzWZDLBaD3++H1WqFXq9fEOjTfEpxXukQon5/5BtFL1fy0BIbkEoJ8/kcrVYL2WwWZ2dn+P7775FK\npRAOh7nHohglorFSZIa8pKj9iU6nY7JksVhWPLrfhv7b7Tbu7+/x5s0bvHr1Cq9evUK/3+cKxtFo\nBJlMBrfbjZOTExwcHCAUCsHpdC7oWqS8Jj8UJAWgi4oKaTweD1wuFzfwXqWD9UMgK4BSqYSrqyv8\n9NNPGI/HrLF68uQJjo6OYLVaIZPJ0G63OZVPju3T6RRbW1uspZTavlyGSBLz+TxevnyJH374AYVC\nAYVCAQqFgqOhu7u7+PLLLzlVTL0bpTKHRJYajQaur6/x8uVL3n9k1mw2mxEIBOByuXB9fY1erweF\nQgGr1QqPx8Mmm6Q7E//sTwHJkSWxsmE4HCKfz+Ps7Azn5+coFApQq9V8iD158gShUGjhlSdVokTj\nmk6n6HQ6XA3W7/fZwI8sBETCsxxRIvFsJpPB1dUV+v0+jEYja2FE+4HHAn3fZCJGF6votk2fi1pM\nkGag3W5jNBpBq9UubOxlkiRlkHaAUhnkfaVSqeD1enF4eIhoNPqXrPY/JSjlFAqF0Gw20ev12MiN\nIgrT6ZQLDMg81uFw8FiUSiVHXaLRKDceJafkVUMkeKlUCm/evMH5+TkGgwF8Ph+H94lI1et1JvfL\nYtFlHeG6QdyLtVoNNzc3uLu7Q7PZBPBWN0nkUKfT/aYJ8CpBF36j0cDl5SXevHmDYrEIs9kMq9WK\no6MjPH36FIFAgIsNqAtCuVzG/f09RqMR6yYp4iKFKPX7IN6LNBZ6lA2HQ6hUKgQCAezv7+Pg4AAH\nBwcLlbernreHIJO9tQqilP1wOIRcLkcoFMLe3h4CgQBrAuv1OlKpFGsjxSbd4v78l4osiZVi7XYb\nuVwOb968wY8//sjl8sFgECcnJ/jqq68WSAKw+s38PtABRW08iCxRxR+1ElhuEUEQNTFEluiCojTc\nql5H1Oma2suQy7NY/Qf8emlVq1VUq1UWAYtk6VMJ9D42xA26TJYGgwHUajU8Hs8CWZKK2R2B0pkU\nASJSZLfbuaKN9CEAuNeWzWbjX7QGKX1jMpkWiL9UxkoawVQqxd3lXS4XR0FNJhPbVdRqNXa8XvbE\nksp4/ipI2J1MJrnUnAoxRLIklTVL5ydprC4vL/Hdd9+xOWg8HmeyRDYOVPUmNlyl82n5ISd1LJOl\nXC6HTCbDrYWCwSC+/fZbfP3113A6nbDb7ZxtkZq+k75zsbKbHmLhcBh/+9vfEI1GmQukUikOiBBZ\norvmsbJJkiNLJOaiQ030WPB4PLwhotEouwqvQ+qNQBcPhb8rlQrbIdjtdhgMBja1E3UF4/GYBXDU\n6qTf7yMQCCASicDv98NgMPzm73pM0IGz3DyULmQxslSpVNDtdlmsZ7fbuY2JFAz9fg/LQtPBYMBV\nKeVyGUqlEh6PB36/H4FAAA6HQ1JVcMCvRAkAWzQEAgEmS1SSLFpWEFkigiQSJfECovVLf88qQOtt\nNBpxafnV1RUuLy9Rr9c58re/vw+j0QidTodsNovr62soFAq+mNrtNhwOh+TX5IeCxkBR7lKphEaj\nseA0T10Flg1IVwU6P2guq9Uqcrkcp4spbajVatn9nyLYzWYTpVIJlUoFGo0GDocDkUiE28CIve6k\nivF4jNlshkqlwhqlarWK8XgMg8EAv9+PaDSKaDSKUCgEnU63MHdSA50per0eTqcTHo8HtVqN+zLW\n63WurO33+6hUKgtZFKfTCYPB8KjjkwxZWiYG9/f3ePHiBS4uLpDL5TCZTBAIBPDNN99gZ2eHnYGl\nltL4I6C+aOPxGGq1GuPxGD6fj0sgFQoFR6La7TZXfFDDWWpaSo6l5EC7ikP9obLyd0GsAqQKMer5\nRiL3dZlT0YCzWCwikUigWq1Cr9dz1ELKJJA+Cz06XC4X9Ho9/H4/i7iBXy8rev3Ry51+USpcKs7k\nYtq72+2iVqvh/Pwcf//731Eul3mv7e7u4quvvmJNx3g85rnq9/soFArs5yK11/mfAZ0PVMlI2sde\nr4fZbAa1Ws1+UiTsltIZSy11xNLycDjMDtzD4RCZTAaFQgH5fB7VapUrbsl7KB6P4/j4GDs7O3C5\nXJKqElsGEf7hcIjBYIBcLofz83MkEgk0m01uZbK9vY1YLAaXywWj0bjwWJEi6CwxGo0s1h6NRigU\nCsjlcnj58iVubm4wHA7R6/WQzWbRbrfZ2Nfv9y84rj8GJEOW6IXearW4nPD8/BypVArT6ZRLBZ8+\nfcp6CHJkXadDTMzTimQom80CAFekUFhyOp3yd5JIJHB1dYVWq8WXMUWWPB6PpMwO33XwzGYz9kUZ\nDAb8onc6nZxSlaJL8EOgA5YihdR+Zzwew+PxIBaLcQUVeUNJdUwUNaIIE4AHBaGilu6hFKtUtGZi\nJLPb7aJareLm5gYvXrzAcDiE2+1ms1CXy8UVphQ5UygU7EBPL95Vj+lj4SGyREacWq2WexhShFsK\noPmkvUb9CKlRLkWsc7kcSqUSstksstks6vU6Nzz2+XwIBoPY29vD3t4eIpHIOw2ApQIiSvV6HZVK\nBTc3N0gkEtxg3mazIRgMskUCpU6lrquj+TQajQgGg9z/NZfLodvt4vb2FjKZjA1HaY7J6kF0I38s\nrHwn0IE2m83QbreRSCRwcXHBESXqpxaLxXB4eMjVNpSHleJCeBfm87fNgqn0cX9/H7PZDKVSCZPJ\nBO12Gzc3N8jlcrxJxuMxV2vIZDK+hJ1OJ1wuF7a2triUWcqbng5osoKgsCoRJXoNrQtRegj0WqIm\nydvb25wqlvIrD3j4+37XZ16OIkr1YKbIEvUhbLVabAKr0WhQLpdxeXm58Hq/v7/nSqnBYIBWq7XQ\nj0rq8/g+PJQ6Jn8taphMNiRGo3GhXcSqIUZAieRS9WW9Xsc///lP9m4To5wOhwOxWAxWqxVut5t/\nuVwuSdl4LIOIIVWDn52d4c2bN3jz5g3bzbjdbjidTpycnOD4+BiRSARGo1Gy+xHAb/aQ2WxGJBLh\n+4G8l8jKgkix2WyGx+PhPoxktUN/5mOMc6VkSXyVUv48mUziu+++Qz6fR6VSgcfjwfb2Nv793/+d\nUzVqtRoA1iqiJFaMmc1m6PV6AIDJZEI6ncbNzQ1SqRQ7CFM0aTAYsIBvd3cX+/v7iMfj3DuPOoI/\nVkXAnwFdRstkaTqdwuPxcMh/XawfliGmqMgHJBgMYmtrC06nU3KpjHeBPp94mL2PHEi9dH6ZLJH+\niApF1Go165eIQIhl5SQMXiZLUkgz/lmIcgeRLJEUgFz2lxuuSgVEliwWC+scy+UyEokEa650Oh1i\nsRhisRjC4TD29vawtbXFrWqWLVakNo9iCpn0WWdnZ/h//+//IZvNolgswmAwwOVycVX48fEx7HY7\n342A9MZFEPeR0WhEJBKBwWDg4EcikcD19TW3jCJiSFkUIkuPrQFdeWQJAFdH3d7eci8YnU6H/f19\ntmunnmBSEI7+WSyX2FO6Q61Ws2Mu9cfpdrvodDoYj8fcmyoUCiEcDsPn88Fut8NqtbLWRGqHGkEM\nn7daLVQqFdzf3yOVSrFWyWg0SlqM+C7QplcqlTAYDNjf38d///d/w2Aw4PDwkNeslCN+D+GPRFCk\nvAdnsxmL0QOBAI6OjvjFqtVqodPpuJEqEXRqseP1erkXoc/ng16v/0O6PKlDTFNSeT3w69xLqQ8c\ngSwqqHL25OQECoWCG3KPx2NOJdP8+f1+BINBeDwetgtYh+j1fP7WDyydTuPq6grJZBLpdBoAeEzP\nnj3D06dPEYlEFnz26Oeljvl8ztVwFosFkUgEcrkcbrcbsViM25yMx2N4vV7u9ef1eqHVahfsgh4D\nkiBL5Kh7fX2NVCqFbDaLJ0+e4NmzZzg+PkYsFoPD4Vgw9FuHxfAuiKyaForP5+NmuGSMRz3TqO2H\nyWTiqBS9jOnPkur3IZKlRqPB7tY3NzfweDyYz9+2VhBfROuAZeJrMplwcnICr9cLlUrFrt1SK5//\nUKzb512GmLahaMJ4PIbRaESr1eL09rIonUTe1EjW4XAgFArBZDL95s9eZyxH9anNEkXrpUiUAPDl\n6na78cUXXyAajaLf76Pf73OTboVCwSTYYDBAr9cvNMyVekSUPhdpd09PT3F9fY1cLodQKIRYLIbj\n42N8+eWXODk5YdNYKXq4vQtiFJvmKxwOw+l0YmdnhzsC0F40GAwwGo1sWLkKacPKyRKFhCnkRqaT\n0WgUBwcH2N3d5X5inxNksrfmWtSs02KxsHaLcrdko0CvPNGES9zwUt8cYjqEhHydTgdOpxN6vR5W\nq1VS4vQ/AvEV7vV64XQ6+d/R4SylS+dfBSKZJef0WCwGg8GAVquFfr/PjTnFtIDo/0KPE3Kg/xxA\nYxVJvsvl4jUqVm5+is7tfxViJJecxqkjgDg2Uaj/UOpUSmN6F+bzX/tf6nQ6tjw4Ojrifqh+v3/t\nU8Oi0a3ZbOZIJ92DFFEU22StYrwrJUvLG9dms+H4+BihUAi7u7uIx+Ow2+1scEg/8zmAxi4ybHoZ\nLOt2RE2MVHVJvwcixdRKgkgSlWWTR9Q6jo02LmmulqvENlgNls8XciUfjUYcWRLX2nKlH6XkKA2+\n7vMpkkJy2A8EAjg5OUGz2cR8PofVamVbFqnYQCxDnFcitqJ+Vfxv4s+I/yt1yGQymEwmFj9T9iEe\nj+Pw8BCRSIQd9IH1GdfvgeaT1qj46Fk+Ux97zJKILMnlcmg0GtjtdgSDQej1erjdbs4zfy4LYRmi\nNkRcCMv/u1zdsG6Egggeue+q1WpYrVY2IxNF++sK8UW7bgfz5w7x5Uqdyd83N++KQnwO80ljIO2P\n3+/H8fExer0eALDHFrUCEX9GanioLdRDcyXVz/97MJlMCIVCMBqNnG0JBoMcRFjXgphlLBeWEGES\n/50U9uLKyRIAGAwG+Hw+mM1m1uJQddTnsOjfh4fEtOKCeCgMvk7fA5EketlH/8/CnqobAoEAVCrV\no4v1PhU+p4v1c8HyPvq9uXlo331O80nnjUKhgN1uBwCu9lOr1exqvQ7R0d87G9d13ij1ZDAYOJhg\ns9lgsVig1+s/m/NShHgXvu8OXNWYJUGW9Ho9NBoNd35eTjl97njfGD+H8YtkicSZh4eHMBqNa+ND\n9CH4HObqc8UfJbGf+1zS693hcMBqtf5GcCum4KQKKVygnxJKpZLF2zabje9H0kgCn9+4HxqPVMYo\nCbJEHb+X85HrZjq5wW8h6iSoA71KpeJKQLGUd4MNNng80J5c3n/r1hXhcwUFDMguR5QzrHvqbR0h\n23zhG2ywwQYbbLDBBu/G5km/wQYbbLDBBhts8B5syNIGG2ywwQYbbLDBe7AhSxtssMEGG2ywwQbv\nwYYsbbDBBhtssMEGG7wHG7K0wQYbbLDBBhts8B5syNIGG2ywwQYbbLDBe7AhSxtssMEGG2ywwQbv\nwYYsbbDBBhtssMEGG7wHn8zBezQarbXbpVqt/l2v/3+FMQ4Gg0cdo+hOu9xc+M+0X9Bqte/9occe\n36fA5z7G3xsf8K+xFx9jjKJJsejkTc2IRfzR/fh7Y1z3OQQ+/zFKZZ1+SrxrjJJod7LBBnRI93o9\ndDodTCYTqFQqqFQqaLVaaLVayfeq+hA8NIbPwUV/uVXRBusJmUyGyWSC6XSKVquFZrMJmUwGq9UK\ni8XCLTjWfS++q3n5OmOzBz8tNmRpA0mAokndbhflchnD4RA6nQ56vR4AoNFoftORet0gHmbiWNa9\nYfTyxbPu4/lXhLgep9MpRqMRarUastkskyOj0QgA3PF+XSFGq8UGwuu8ZsUxEdZ5PFKE5MjS+14s\nv/cq3yyO9cN8PsdoNEK1WkW1WkWxWESxWIRCoUAwGIROp1v1R/zToAOY1iWlNJYbRMtksoU0x7qR\nwuWmnusedfhXg0wm4zXZ7/eRz+eRy+XQbDbRbDZhMpkwGo04qrTueF+qf93wrua6D6VN1+U8eR8e\nepg9BBrrxxyzZMjSh2hT3kWWlr+Qz2FRfO4QiUS/38fd3R3Oz89RLBZRKpVgsVig1+sRCoXW8rW0\nvFZJ/zGbzTCdTjGZTHitKxQKKJXKB1McUh8vzaH4OcVxSP3z/yuDyAL983g8RqvVQjKZxIsXLzCf\nz6FSqSCXyzGZTD6LFBwRw8lkgtlsxqRindbsMsmjaOB0OuUHGc3b5xjB/hCuQATyY45ZMmSJsPzq\nXv5v0+kUwK9fFL3K130Ti1j3Rf17oHmaTqcYDodoNBq4u7vDy5cv0ev1MB6PodPpIJPJoFaroVAo\n1mpu6fCazWYYDocYDocYj8cYj8cYjUYYDAYYDAaQy+VQKBTQaDQwGAwwGAxQq9VQqVRQKpWSX9Pi\nxTMej3msOp0OBoMBKpVq1R/x0fGh8yW1/T0YDNBsNnF/f49EIoHT01PY7Xb4fD4olUooFIq1jiyJ\nhKLT6aDZbGI4HEKtVv9m/60L6JHS6XTQ6XTQ7/cxHA4BACaTCWazGWq1Gmq1+jdRpnWDSPrEKBr9\nIpIocoKPvV4lQ5ZowKPRCKPR6Df/fTabodfrodvtMktWqVTQ6/V8MIuvc/oz1wEPhRaXUzifI/r9\nPmq1GtLpNJLJJC4uLhAKhXB4eIidnR1Eo1GYTCaoVKq1IpCTyQSDwQCdTgflchnlchmtVgvdbhft\ndhv1eh31ep2Jktlsht/vh9/vh91uh81mg8lkYmE7IL21TGt0Op2i1+uh0Wggl8shl8shFApha2sL\ndrudDy6pff6PiYfSOL8nGRD396q+G/oM0+kUlUoFl5eXuLy8RCKRQKVSgcvlgt/vRzgcZnH3us4j\n6SHb7TZub29xcXGBcrkMm80Gu92OaDSKra0tOBwOyRNCce2Mx2NkMhkkk0kUi0XU63XMZjNEo1FE\no1G43W44nU4YDAYmEOs2h+J8kJ5uNBrx44weo7PZjKP0ZrMZZrMZKpVq4bH9V8a+crIkXoKz2QyD\nwYAJkYjZbMa6lul0CoVCAa1WC4fDAQDQ6XS/ydOuwwX7EFFaXtBSH8OfgUwmw2AwQKVSQTqdxs3N\nDS4uLhAIBHBwcIBnz57BarXCZDKt1fipmqjb7aJareL29hbJZBKlUgn1eh3lchm5XA75fJ7Jvtvt\nxv7+Pvb39xEOhxEKhQC8TWfpdDpJjp/I0mQyQa/XQ7lcxuXlJV69eoUvv/wSLpcLVquVxcDrsBf/\nCsRIN/1/EcspL/F/HxOioJnILpGl169f4/nz5yiVSqhUKpDL5fD7/QiFQjCbzWv3CCVQBLTb7aJS\nqeDNmzf4n//5H9zc3CAYDCIYDGI8HsPlcsFut/PPSBWiTmk0GiGdTuOf//wnkskkstksptMpvvji\nC/T7fYzHY2i1Wmg0moVgwrrM4fI8iA/RdruNdrvNQZTZbAaVSgWNRgO/3w+NRsMR0Y9BEldKlsQN\nOx6P0Ww2cXNzg2Qyiclkgvl8DrlczpNMXxDlmlUqFYxGI4xGI+x2OxwOB+x2O5e5Sg0PHaCkY6EX\nXqfTQbfbhUqlgsFggE6ne2cIfF0W/DJGoxEmkwny+TxOT09xdnaG6XSK3d1dxGIxeDwemM1maDQa\nAOtx0c7ncwwGAwyHQ+Tzedzc3CCVSiGTySCTyaDf72M6nWIwGEAmk8FgMHCarlqtIplMotPpsMA9\nFoshHo/DYDBIMh1Hlz89WjQaDXq9HnK5HDweD7LZLPR6PcxmM4xGo+Tn70OwXDlF+5dSrO12G61W\nC6PRCOPxeEEyQOkeSrOq1WpO/TxmdZlIeCaTCa+309NTXF1dsV4wHA5jf38fXq8XJpMJarV6beeQ\nztZ6vY50Oo1sNotyuYxKpYLZbIZOpwOr1Qqv1wu1Wg2LxQKLxSLZyD6dNdVqFaVSCVdXV7i6ukIm\nk+HI0tXVFT9GG40GIpEIPB4PXC6XJM+Th0D7azKZcDS+UqnwmCiqRLIGii7J5XKOrPn9fni9Xths\ntr/8eSRBlujSqNVqeP36Nb777jsMh0MOq+l0Omg0Gj6URMW/UqmEUqlEIBBAKBTicKrVan3wNbeq\ncT70z8uC39FohFKphHw+D71eD5/PB7lczgx5eSzrQCIewmg0Qq/XQzabxatXr3B+fg6Xy4WTkxNs\nb2/D6XRCr9dDoVCszfjm8zmno66vr/HTTz/h9PSUD2Ui9lqtFjqdDmq1Gt1uF51OB61WC71eD5lM\nBoVCAYVCAd1uFwaDAcFgkEPLUpvv+XwOpVIJnU4HnU6HwWCAYrGIXC6HbDYLi8UCpVLJJefrhGWR\n/XKkV0yDkDcYEeNms8n6ETrjTCYTrFYrjEYjDAYDjEYjfD4fdDrdo2i7xLOQ/v9kMkEul8Pr169x\nenqKRCKBZrOJeDyOb775Bru7u/B4PNDr9WuZvhExmUzQaDSQTqeRy+VQq9XQbDaZdDgcDvj9fhiN\nRsjlclitVv5ZKY6bqhYTiQSurq44dTqZTAAAiUQCmUwG1WoVzWYT3W4XMpkMNpsNCoWC7xMpjg1Y\nTBEPh0Pkcjkkk0mkUimk02mUy2X+fcQLBoMBa1739vZQLBZxdHQEjUYDi8XylyUBK0/DAeBQfrVa\nRSqVwunpKZeqGo1GzrtSWoJArzo6pIlZ6vV6WK1Wfs2tusqBDqbxeMxVGBRCJWZMF2c2m0Uul4PL\n5YJSqeRcMx2oUl3cH4rZbIZGo4FCoYB0Oo1isYherwebzYaTkxPEYjFYLJa1EgfTpm61Wshms5xS\nvLi44Dk3GAxwOp1wOBxQKpVQqVT8MqxUKmg2mygWiyz69ng86PV6Cykbqb0GKfKr0Wig1WqhUCj4\ne8jn87Db7XxI0e9fF4j6yeFwyNEiivDSAd3r9dBqtfgiTqfTaDQa6PV6LLaVyWQwm80QCXs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8t90UiMKJIlcQOsEx6qsqRDmjRmzWYTl5eXeP36NS4uLtjpmcTBfr8fOzs7ePLkCcLhMLsIrxNZ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SdSwWQ7fbFe81EAgIaZ+cB3aQJpfg5uYG29vb6Pf78uyP8ZK6by5J+qeXzq/JZCLhaB7Y\nyxo3n52Xic1mw2w2Q7fblTlZbCyr/qoaIWozWi1BJbSzYrVYLOLy8lKMJTXqR14EuZNajzSp758y\nFSRy0yDs9XqiV+fz+UTmIR6PIxaLiWFRq9VgNBolVVmr1cR4UtMjyxonqQ4kq2cyGeEl8bLl/lp0\nrg0Gg+gWUal82SApfTgcSnUpifesEmMjWZK1AUjajdV90+kUq6uriEaj2N3dlXZKn7q0/j+FxWKB\nw+GAx+OB3++X9ibkIi+uLd6DACQtRxthkZj/KaBZY2kRaoiOEzyZTDAajaRHlRp200J0CQDq9TrO\nz89xfX2NWq2GyWQi4d5EIiFh3/taJ6jjYPSB2iDcRM1mU/K6Kt/A7/cjGAxKmTd5BZ/rvag8s2Aw\nCLPZLGkk8rQKhQKsVqvwz5g65dzSK+z3+8jlciiXy3C73Y9aRkGFejirPDYqY5OHEAgE5EB7KENR\nTaWxxNpms4kxTh7T5eWl9H9j+puVm4tRGqp+kyS9KIanBZDzMBgMRL/l4uICnU7nViuJ0WiESqWC\ni4sLOBwOBINB2VNaOW8WQcI6qyxzuRyOjo5wcXEhxk84HIbf70csFkM8HhdjieR9poBUYjvJwvV6\nHf1+f+kRmNlshkajgbdv3+LHH38UMvdsNoPNZhNxVPWOYIVyo9HAcDiU/qNGoxGhUOhWK5RljI/7\naDqdYjweYzQaSdskBg/oCLMCjjIQ1PLL5/NSdLG5uYlnz55Jw241Eris+VOLYxixpiQAU4Rms1kq\nbhksUR0wAPI+gsEgYrGYiPp+SmjeWFI9VbUPHF8Uc5QUEFtMQy1zE8/n78vh2WOJaSaS8tbX1xGN\nRuHz+e608BfTIvR86CFSt6lUKkmPHCqBz+dzbGxsIJFI4Obm5sFImEzDBAIBIdnNZjMYjUacnp6i\n3+/DaDTC7/fD4/FItQLnt9frSag8n8+jWq1KSodK2I8ViylRjpHGUrFYFEHOYDAoWiEPXeHJuWB1\nCtPD/X4fhUJB0nJ+vx9erxder/dWlIlaRCSqZ7NZ6VavtTJzGniTyUSEQfP5PK6uriSdyEN7PB6j\nWq3i4uIC4XAYqVRKLi+tpP9VqEYrOTtHR0c4Pj6WqBLbK6VSKezt7eHJkyfSxZ2Gwmw2g9VqvdNY\nonilevY+lCG8yMVqt9u4uLjAt99+K2ck1+na2pq0LuEdQuX8y8tLkbyYTqeIRqPY398Xw2kZTpp6\n9qtVmJRcUZ+JVajkalUqFVxfX+Pw8BC1Wk0cZ8rT0En9pUzGQ4GcKs7P+vo6njx5IpFsk8mEtbU1\nSR1SP4pG5Hw+l/ZQNPp/l8bSXZwclefByJKW0nAq+LzqQaJuwvsIwPyeyWQiZfXMwVerVTkM+G+j\n0Uh4Lvx/GZKm/L3X633QVg0qT4KXUaPRQL1eR7Valb5+JpPplqfAvHO73UatVrsVMl/2xiY+dCHc\n9YxqapaVKdlsFm/fvhUhQOC92OP29ja2t7cRCoVgs9nk0rrvZ3/K8ah7i3pDlUpFPNRcLod3796J\nxk4sFsP6+ro8q9VqRbVaFTHSN2/eiHERiURu7V8ttFtgpIEyF+/evRNeiNPplLU3HA6xsrKCZrOJ\n8/NzJJNJaSCsVUOJDlY2m8Xp6SmOj49xfHyMdDotZ4Ldbhe9mu3tbTx58gRerxd2u10u4sWzSzUu\nWTXI9NBDpnYWI6Eejwc7Ozu3qhbdbjei0aj0neTzMbLr8Xjg8XhECVt1vJdZVk+n02q1wuVyIRQK\nYWNjA9VqFe12G9lsFt98841IHsRiMRF25B7N5XKw2WxIJBLY3d1FPB6Hz+fD6uqq5tYrYTAYEAwG\n8fTpU8RiMTGkksmkRJ4YLaWQcafTgcFgkBSez+eTquvfBWdpEarBwUuVxpK6wLUGHlqq56WmE3/p\neynAmU6nRYgsm82KscQQOw81dXHk83npaxUKhbC9vS1eyef2/tQLhERFyvTX63XUajW5cFdXV8VY\nUoXjaCyFw2HNzO0i2VeFenjfR7TnBdbpdMRYevv2rXiAdxlLiz//c0F9RjVqS3Jpq9WSjR6C/wAA\nIABJREFUCBF5Z1tbW9jf30fy3xWPbrdb5CJYop3NZiWayJ/PtbqsVIDqkMznc1SrVZycnNwylhwO\nB8LhsFxCPKDb7bYULai6Lw89hvugjm0wGEiPO7as4VqjNx4MBiX18eTJE+GIMu2zyO1h2pLOGiUW\nSJZWn+Ehx+zxeLC7uwu/3y9OIdtIuVyuWz0nVWPJ6/Xi8PBQ0nGLWlPLgtFoFPmUcDiMRCKB0WiE\narWKXC4HACgWi1IkRCXrfD6Pd+/eIZvN4smTJ0gkEtjb28P6+rpkMbRIaeAeCoVCWF1dlSwJHRe7\n3S7G0nA4RKPRQLFYRLfblcgUK/7uqtT9T/FojCXgJ8NDPeToAZMbo6XJJxaf6WNCn4zCFItFnJ2d\nSauQ8/Nz0UOhrL3KBWHYnf1xzGazlF3y8w9JxKTXR5Kwy+VCq9XC27dvxTOw2+3C62q1WpjP57DZ\nbHA4HNJLTCscl8Uo4eK/qX+v/srUVLvdRjqdRiaTwZs3b3B+fo56vQ6z2Yz19XVJgUSjUTidzgcL\nlTOUTwkHtmAplUoYDAbSsZ0XZavVkmjmaDQSbpnH45EO7uwnxsOLJOHr6+tbqbyHJu+r/xe5f6VS\nCZeXl0in02i328LZstvtEkWh88LDelHJW/3Zyz6HVGJwuVxGOp1GqVSSvmGRSATRaBQHBwc4ODiQ\n0nOKxqoGEqEaS1S6Jm9LTRcvA3wmjkEVfl1dXZW2HotGn9lsFmdWdWqXPX98/2ymvb6+jpcvXwpf\nh9mFy8tLEWmez+ei0l2r1TCbzeD1epFMJrG1tQW/3y/GrJbBdL16nnI+ydltt9uoVqvIZrMYDAZw\nOp3Sq1BNtX5KPBpjSQ3fq6RLVbqfL3fZC13FXc+0OA71UuU4G42GhM2Pj4/x9u1b6WY/Ho+F+U/y\nM9M1k8kEuVxOOoMzOkA+E/knD0UY5kJn25pYLCYkWRK92RuOXysrK9IeIx6Pi3bIMvlnxOL6u+tz\nNBDVy4bVKdlsFt9//z2+++47XF1dIZ1OYzKZSCoklUohHo8L6f+hoknj8ViUgs/Pz8VAz2QymM1m\nCIfDsm4ZBu/3+8hms2g0Gjg7O5MiAu5Js9ksaTq+g3w+L1y+vb09ucho7D8kL4vVbWx7cX19jVwu\nJ9pSPKDVqOdidFuNvBBaSBmzdJwXJ6vWGL18+vQpnj9/jr29Pezu7krJ/OKZRHBN84u8y52dHdGI\nW1Z1FZ+VzWFp1HMOacSp3ejpwFDHp9lsYjKZiGO2TOdMXU8rKytYXV3F5uYmbDabaCOdn5+jXC6j\nXq9jPB6LrpLav9DhcCAUCiGZTGJjYwNut/vWHaNVqJEv9T2oKTg6AZlMRtKU0WgUbrf7s9EWHo2x\npF5Ei5fXorGkJSxGGchDYs8pRsVoxHCxl8tlnJyc4LvvvsPJyQlOTk4kj726uipePAmaJEqT+H1X\nqu0h34/qmTJEyobI9AoGg4F0MOe4WdVA8bRIJCK56mXyWrjO2GCVY1TB920ymURRnn9H4vDp6Sle\nv36Nf/7zn+h0OhiNRvB6vVhbW8Pz58+ls7bL5XqwA3s+nwsJ+OrqCoeHhzg9PUW9XsfNzY1EEGw2\nm0Ry2SaDKUWmhdn3jevT6/XC5XKJKvtwOJSyfF66Pp/vwSOI5I9RB41NjdkjjAcz16XKBwQg7Wko\nbEgOlprmWSaGwyFqtZo0Ja3VasIr8nq9SKVS+NOf/oRUKoWtrS1JcaiGnurU8QKmxEAkEkEqlcLO\nzo70/FPX+zLAfbd4Vqi/V3WzWA2Xz+cloq1Wly3bYAJ+EnmNRqPw+/0yLxwnhTfZtBp4b1jQsHI6\nnfD5fPB6vfdWXGsNauZIpa6srKxIKrxSqaBSqaBcLotRuLa2dovY/anvC80bS6plSXHKxW7Qd71c\nrWDRI6P2Uj6fl8OZirGUqa9Wqzg9PcXJyQnOzs7QaDTkkAsGg4hGo9jY2EA8HpeLqdvtSsoEeH8o\nsAlhIBCQvkEPWQqrbniHw4GNjQ3ZyB6PR1p6MFrW7/fh9Xrh8/lEAJHl88tIb/DSYxSFB2uxWPzZ\nWiP/xmB43/zZ5XKJeNp8Pkc+n8fFxYV80bBYW1vDxsYGvvrqK3z11VfY2NgQJfeHAI33QqEgnB3y\ndsLhMJ49e4ZwOIxwOIzV1VUxlthTiyKTnGMaS1R/pho0jfjr62tJKbPce3d3F3t7ewiFQmJkfu55\nJnmZFXBs3Kmm85naYASKyuMGgwHFYhGvXr1Cv9+Xbug0ENVo2TKgVoYdHh4inU5L5IQ9C3mWqGeC\nCp5VjFDVajUUi0WpNnr27BmeP3+O3d1dhEIhTeigfUxmYZHPVa1WpRqOqUWeOcs2/oCfnE4+Szwe\nF/5fOBxGLBbD9fU10um0UC3UAg3OXaPRgMVi0WRbGoLGObUTmeqeTqdylrAa9fT0FJVKRarLNzc3\nRe7ic91vmjeWgJ/rvqjaM1o0kFTcZSy1223k83kRTItGozCbzdJElQ1IT05OcH5+Lh6Dz+fD1tYW\n9vb28OzZM+zt7Un/ouvra0ynU+TzefGarVYrvF6vlOmzwgV42DJ0AGIs8VIJh8MyRqYMe70e/H7/\nLWNJ7U6/jPC+wWAQrlE+n8ePP/6Io6OjnxnnjPqxrUAgEIDH45HPsGz76upKWvSQIP3s2TNppLy6\nuipphM85ZnXvTKdTFAoFvH79Gqenp8hkMgCAg4MD/P3vf5eGqXa7XaqMarUaarUahsOhrE+HwyFt\niZgOodHATvYmk0l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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# pick random 100 handwriting\n", "import random\n", "indexes = random.sample(range(0, 5000), 100)\n", "\n", "figure = plt.figure(figsize=(10, 10))\n", "for index, i in enumerate(indexes):\n", " plt.subplot(10, 10, index + 1)\n", " plt.axis('off')\n", " plt.imshow(data['X'][i].reshape(20, 20).transpose(), cmap='Greys')\n", " \n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn.multiclass import OneVsRestClassifier\n", "from sklearn.linear_model import LogisticRegression" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9438\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python2.7/site-packages/sklearn/utils/__init__.py:93: DeprecationWarning: Function multilabel_ is deprecated; Attribute multilabel_ is deprecated and will be removed in 0.17. Use 'y_type_.startswith('multilabel')' instead\n", " warnings.warn(msg, category=DeprecationWarning)\n" ] } ], "source": [ "clf = OneVsRestClassifier(LogisticRegression(penalty='l2', C=1))\n", "clf.fit(data['X'], data['y'])\n", "\n", "print clf.score(data['X'], data['y'])" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.9" } }, "nbformat": 4, "nbformat_minor": 0 }