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natanielruiz

2017-09-27 c13dba86b2dbe581353b72602d7fa6e40991964c

 practice/BIWI.ipynb

@@ -2,7 +2,7 @@
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 93,
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
@@ -26,7 +26,7 @@
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
@@ -73,18 +73,18 @@
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "DATA_DIR = '/Data/nruiz9/data/facial_landmarks/biwi/'"
    "DATA_DIR = '../data/biwi/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "execution_count": 75,
   "metadata": {
    "collapsed": false,
    "scrolled": true
@@ -94,17 +94,17 @@
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.838266  -0.473853  -0.269765 ]\n",
      " [ 0.50802    0.858436   0.0707407]\n",
      " [ 0.198055  -0.196345   0.960324 ]] [  105.45    153.168  1028.92 ]\n",
      "-11.4232476173 11.5552682223 31.2174029749\n"
      "[[ 0.656463   0.453685   0.602683 ]\n",
      " [ 0.0883416  0.747202  -0.6587   ]\n",
      " [-0.749168   0.485654   0.450431 ]] [  12.7645   92.4332  871.506 ]\n",
      "48.5183398179 -47.1549085642 7.66436797924\n"
     ]
    },
    {
     "data": {
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kUTP1aWNSPCcS5VxnOJZLNBx90/xwlcuc/PkHsqM1lP6rXv8nyc7duPAH33je3zr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\nS1ioJQLBweup7/h7IJMP+daKJ7m/ZwAm2mu6a7rKSiIeqUvPPBAP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rlsmnTvITvd8ALce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/YOUcczUfXC8vVgXXItLW1RgxobaHfnOlffQ7H99DclaSXbqb4gW16a6Cl4wytrESpAxO8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V9\nqvxTv4OKQFuqQUaaADomnEydfhoCgWHMFwP/8YG2CJD7AcbDA30xlriBY9COK1yUDtrVYKOIMiZY\ndyzknxWnusKyc5pgfpB/MaKM5gVGHPGmmhorpTf7ogyBpdJa2anSo4QjccZ2CPKyyeFtTRVm6Xje\nXJ8CyU95zbqmdTw26Fa0A/g8EPYZnkFyANtwM1o0gk7mos5S4wI3SwlZSndz0/cwuysaAtKMiI+w\nXBV1U8UnTcBllvVZqrVPd2VSIU6/BeXGWHBXJZvRaOlkLFjCZuDWsJQIZ+0eiYNGchTlheMzyRzV\niWkpTT1UTMGXTD3HFo5f/03+o7/5Kd/87jfh4w/47ttf4jt/+8+4S8d/Br7hix1P5Tx+Yizf/Zw3\n12+P/OJurcQmS+gOaY1Z6r2CEcOHTOR9aYxpHGY1HhuJL2VyJpkKpLAoztfyOtFyiqvLFuI8I69i\nl0eBZSsy1oM4V5q8K/O9KSve7T/It4obw5yDOZsbS4Ozdc2pU8Oj4ZtSc0UsO+XrZAbusrDhjcf6\n5/aoAhPQekXXyNbjfk3rs7yL7GJKG0UzmC7Gnt5mF/iR6oY0jbYlvhhsYJZ0jJlyCmQ2bK649yv9\n0faOQNnrzm0lupTdyRUpUz0IBNgNFwOLtykBkUaOdzh9JNN5WFmtBqUiVjVPyscKj5YiKttgt2ok\nEMVlW2WU6DrUQpFMwjpN3BFuk2mU5WlRpphJeOC50TE2vHowVBFITiZZfPL7jacBmsCH3/qY3/nm\nx+B3ALz8bgN/+Qs+qy/H2CfuPtrPUBL2RQ3bvUqIosD8Wi3VDo3DoZHD6d2Y5lKgj8FcC/B2I743\n1XlXbXhm0vq89gjYa9wnKrmUuq7I0zKrbdwiDrfU5UxoJNPlcSSEGz4Tb5OjU15gVwegDOx4kjjl\njd5Q9IrALgt0DcdLqU9boJpnyPki0cidarqhSAwrgMoQjdD6HpDqGsya+G0/9lrRnfg6NSxpGAt5\nWmE70HwjYxEAJlybNxcQixMU96ulbM9GJALhqrn3hBkp4HMEpmFkFn1FkmYki6LqCLWJg6voqc/X\n0ZWWQ7Picdm7RSs9Lo+7rmmq58BiKkH1QuPHHgYpv2bq3FXA1yUU1vNnsdMz+uzVdg7UcauepjTa\nTku85/jFz6592N3nZ76/v0P/eXx+PKUrZ6b0SsMRBagp56ZHeASYK9VtZcy2DPGLgHuWBzyZISD0\nXpzkpggSo0oVtYQ01MTYPMhWVp2TE2dFKlERqIXUdtlz1N+xmWwz3q3Em6T5kaVM53JwCHgi7AoU\naSYgctOe2TJ3AAAgAElEQVRCIZwnUBnoTCn8sgVVBPpONNUxNhF1SPEuzj0NS7XcC3M8xU5agbtH\nZ7YVO99Ac2I67o2OqfkICU3m9gx9XjPU/CRMIJR1Pi4LVppJoNyB1azOpcoOzcprKU52r72/ft9M\nzDcyey0PJUAZ6h+QiXkvSjOAM3CSP3TTktIow7qSfvU0qAjBUim6XDPV66AsWGTRGz6q3FlVhMOC\nU6i3UvgkOULVsPvPEGo+mfn1/ozC8/jJ8QWwu3+5w5Bx3o2JM7MrvmgNzOhNANrM8OYFOq5afdc/\nWap987L/pEMY1p3WFxnbUSpqVePv3jBUEkkDW/fzcNw0mcz0M9VGDOuMpujMm3FEQGUOnv6YPiLR\noTV9lhUBkdW0YsZk0gXYZShzs7K67DO/Ul8M7MBqLt7Pp0QTK1HIdWw10t2T2Yqu4jGUizTcNnVm\n8mBLWb4aJm45u65pE0A2UyWceVxNER6GD79OSCtJXyq2zOY7l2qeclt4EgdxsVG8a8MkYmUqgkZi\nkZVBHYOtnBtZnZYiTY2nzXHL3azFDlNaVhctdDtnClxcGcEwo6fTskskMlPXqUg8jUNZo8xTglC6\nTAqeTHv/WfRkIs0nP/G/RONaEfaULmqGJsynF9rLwFYBToYEnrmKpDc3eqVZEYpI4pL4oRMPCacB\n28QWF4dZKbl3SbGWqrxKT/FWLapfpJHI9lOZKdeO3XYgosDjPmQ7OnSpq574eoTLwE5H3BR5Zjtg\ncWaHQNxVMGF7tY96G5CbSilzV9X33pVWhF5xn6jjZEyVkO7xVaKtJDROmG1Q0aZlyKAfDhfD+AHM\n38T8NWpucytReU6SC7CUjScVbVdtuarFJNplG2Uq39TzIRT1uk98TsLAWyNPYGtii8vLvC30lLk9\nr+0CXyGP5hnLJnGOxOj6917ORAP/CMt7RYU+YKqgIpqum4Xq952zPK8oqmzFRyZWkXdWBdnCdS+j\n5urWPhRi53DcXpO8wPJEVi/O9x1PBjSfx1/eyCcImraX9PiBK+teWR9V5aM2cH6t7rEiwfwEOaQY\ne3GjWYBpVQ6atNpTaMpKZmX3ibLWpJp0JNpfR5+wc1mj0uUSX/woMaW5pAOzd6xFpiiXvQMPOlIi\nKiD2iLUqukwRjXi1lOne8x3O1yAbhAQioqrXqGDPHhTZoW496suZ8hlTekmuSp39K5i95tobIAfM\nrPT/UOfTIAZwwF1d6/GNNpoEqTlV1ji71GiLK+3wrrfTGljt25N2BP+sehDEtUeB+l462FEeygwp\n5NV1qZjb4qoHaR2jrELN1Y29vMRW/HXSr+eSLBirPH0JlvfAJpkq72VRylRVkinTyTwUyb5/+lq8\nzns4Ymo8mfT8efwljpqLT25UlLav1ZZKgan/mntVWRUL5ilrjgIy+WKvLfsQkJXhv7qSKTVH3Kaj\nNoJm1PEXjKb2aSjq0/tleHYvlbxlyRPqM+B2UeqKFbjyzt+ztwgQV0mAzeJZ8/q+Qm6sNfYbtCvR\n5qGtLhiy/7hAwWxB3rUGdtL364ktuxlcOrCVCmw8VIzrKg2tqirVOtbChTqmm12wnNi1c1aZzatR\nhopGdB28FGt1N28lIK2FHhPLt8AAU9kk3lS2aXvZ8d5n8whmtWC4Iuo01ahXhV1WDXiGjpG2G4P2\na7hfv6qsqog91Y5fz5YZUHuB2IF0uUnMmsqcyw965WszUL37+41n0PyrOJ4qaIKirD1Aa2oQ4t3e\nsXyUTOR+RaMcmmhtWXBfsOa47SxiNRxxE794rZpSBLdzoladQMwNW8C2nfssYKvJZ/2NgD0N66YS\n5lOj+5HmTVxre5z4OygmXh5BkxXImkzw1nAC84s4Puae0Fcl00B76KDClmqgYlXiqK7iDbNjgZ/B\n2QqEDkrqrcDCX+Ft4lzwfqiO6uJe60zBtioBrsh9F3eQaKZ37p7og6xNcVTVk2VVOD1gdsB7aGFi\n5x5PAutEi1Odt7OJpuBBgosP0lb27SoEcBuWQ3YxK+Dz/bhNzTZSi5ooEUFXMiVYxe5bVTu+tDsw\nNT60uu5KYGpBqbJUOD56Xt9zPKfnfwWHPcH0fB+7YGMGdqFaqZnSaaiKmrKtlEDgR6rjUqovKaFm\nyaHJDipp1VDSZVUFs3OpKrnj8Zoc97QwsL1FIA55Ups5q67eE2yuWOvVw9PoVfKnJjkp0CklV/X2\nlZrzoONa2+nLIlP36KgVJ3m+6lBe5aG6GA3YsNBOmnJeOnkzsSEVO32nMeqL5UssznhONVtKge+1\nlj8HoF0Yc7vB+iTzXvzprEjUBXK1b4nsRC1hTZV35p2ibKwA24lS3tWhuy50jooAU/eApYSrpc62\n6JB9D6EdlFF5aV49S0HzKbuTUce9raqqWngdRm31q34EO7dc0al1YBP9YZ1wLQTEVnzr+5dRPkea\nfxXHU440X4CtzjXzBMyM1qvaZa+GcbuW5zWo5iyVqoc8i61LSXfvFT2JS/TW8NbxZeJHgYovimib\nv8PNpdGWm6tS791pY3A6HbiESoVOCdODebPyo//1n/GJ7VVAtS1KXezWRDE8qvILFvJxRnGJXlya\nFPJUVx7Tdw0r5V85uLyPqebS4WV8t4SceA6sbeBDC1C22jTOaDZoWK0n1fSDWZH73mbuBcFB2wRX\nd/QslT5TPiY1vCg/6c4x76txgscH11aI7N2IwmksYDL9K0Leo78DnmWhMjX7SBvVd8Ew137obovM\nA+UqmFn175QgZIhmsVVWpRQlqb6YocqjpEpKF8C0T/0MOaZQWat6bMrta2Y0P733I/wMms/j5z6U\nfoIm4u5uKX/jIvtRT9if48SulSOJSaDxXVW14tjUlNerJyjp2ixv39AsUd/I3WYkPw/MTefjht8a\nfmmMLXh4WMkZDGvagmFzyE9oOK0ndkh8Jwjkw/mcVxOD7LMa4+r8BWpgV4bONOOzXVP2APGCJXA1\nz6ti75bgjdi5vjKpW3HAbhuzV8RVWzt4CWtZW5HqcwPfu4MgvjcaZEXx5o9UBta0rUQIUBW5bTi3\n2Owl3O3nNxkM0kZFt1K2PeXHnF5dkbJj2dWU2qj6TgH6jCDMiFoEFwu1vCMF+plklDBkyhLcdv+q\nQRxVvR7a38vKUjV9qEACIBKbrmcklbCMn0E+fwbNvzLjy+F0DbRbJVA1wPpXXv2Ggo/AxDsigPMC\nHzfUAzXERbqLe/Ty5WXCmOIrvXVadFi8apYfA3CrvxU/Zmpdem6Mh8mMwfpwz9hCkakt9MMNzUqp\nn6Zew5TdScoT9R9FThk4nVap+P494p3ymNy7cliCgs93PJBetp1qeWaKuLT/ZL92IDJQjX4Ul3tW\n13mFwa3EmH3/4Dq2XJTIGCR+1KMA0XWXqP6tuzcz9jtWLd/oQbvZuzo9XtP2rlCW1D7uifmsqp5q\nyg3ln/x8RZU8/8XZXiue9iVmFMWyEubl59wzB52XL9CtjAjp1+0zvCiVvaGHat0Nq9p6j/fv0fCk\nQPPLMe2f6MjHq/eUs3NH9Jge/l2NrrNVhqW5bRJzvIzntn+rx0AObY2QyFmzy0LJ7lXX9sSujJD9\n+aqwswhOpfZxBWybwdG1O6b5BtW9KNuCrdrnPJ3rDpz7eVLRYJgzp6KytKVa0vnj+SQ6gGLDOueN\nRIAaxcEVUYE5NK+dd1TYo/R4P5F0rBaJ4Ij5ibQs8LrG84rwrCJQ05YSrbabntkEzGlcN3WrqE7I\nneyB6c4imwOXd14g6xgNz0Um9MoQtMvmBpGiDSiawbLM8L2AtBaYuZQLs2rJ67wfDf4pwShdZZ4p\nsW1mknNVE5RZUSwpwY19OdZTaI3qzVrnaLsw9H7P8JMZT3Wif9nGno0+zTHx5nrwUum01OhKYTOl\ncNtjJe31u5jUZTfKVicxx/2xJJPqArTXMKp5hnyWiqTEX0qRbY88Gab2gh0m6rajRg5BzhWLIRGE\nppTTH8FdKae6ozuN5r73lLhW8+hsd8Be9HdeX4pFW4xcl4Zd0db1mEMVRZlRE1a5dlZMntVftPvE\nj+LzKoYU4GNVHmnlhMqq2lmAdv1cN672yas3IfcixF1gq6qk84k8iEu9hnDXTCGvjTnM2t58DyyL\nY72gDcDU4Snr+qsZyaxqHqXkfj0iTO/iIn3B24W99Ybt/UiBq12NnR9WBVCrUleq6kgCWYNxh6Vf\na9vfZzwp0Hwe/z/Gu2VgTxk1P4N84exlxIAmaQGlQkJFHFdQxQosFdXlriWY4U0pqJt6WbbuuHe8\nLe8EsEOR2pKKOk27SjbAm6tlXZOAw8tkuxzxhLYu+NLItTHvV+a/sZGjTJn7pEuTx9AXrm3iXF5N\ns/UaEbtrD6i0BqXMW52ddkRXpNn8sdTSQKLPXmVkMK2oBxxrm8omOZE07d093hItCyxKoNrr3CtK\nF7kpl6dVj0t1lnKp37aQKTHnSjsgU38Lffd2a/RLFPDHY6/NEsc8XVtSM0lfiGptp7JTORUkqSXG\nJ2TBvDY6rA3s6GoIXqm+BfLYTsh4KX7aQ95OGxiLVHwzsvu1ITVxVzs1OGYHmi1qTJKJtrXxarDy\nfuNJgeZTnedfhhG1rQM8bcx8jEEUbDy+/sg5XX2Ve8psxdcJ1vR61ZDvMZyiNy+aIsqOBFdzd9mK\nsrXqfJTqaD61FULmg3ruPmxcfvCpor3Q7pm2rIqwvJpU2KEQLyo8k9UoPfWlcvcMnvTfUPs2o3i9\n3BXp5dHqmRSY9IqQqprIj9eIFuu1cRgSw/IoXpSLrDwB0DE+Q+3Y4vG7IktN2gFZF9T1Ccq7mrpO\nae3KHljxrcLBim69LF5tkT92T/uv3K0AW02VHexBFUOIP9y5aPZSyDC0oWFn35DO7OHKa5p1ZqZa\n8dmxKp9Umrk/OZYHLA54qoWg7R2jMpCJPcim/dhlQRPPqcXNd9bnvcfTAs35F7/nefw54woST3zs\n4FB+7Nx7X4aiHaW69V3Kr0mIA7u+zl6GWLsnBpoY8ZiaaeJ7KcuSPZS+x66H4Lj2knKdjILGI8cP\njjqPQ8JZ+9l7X2iHVpHRWtFgqNQwKr3MisjKeK8UFHBZiNhpA5vlC9yQEXRUWrlX5XCN+vYqI+1h\nY2i/m9qK97ptxRHiLLzOOyxrK4GZ9RmjLFkmo3mxnJXza9sXP2N51nuvwFKmd6Lu2xTPaY3WnObV\nAX7f4oNRDZ07+46g5O3VSK6/9Yr+AmKrNPyEJK6tlsWNTKXvO+ipR8ClFplW4K99g3aQxnfCQv1K\n7brgqgm1gL92ia1WgUpqspqAvN94UqBp7y9gPY+fGO6PF+9JC0FmeOtXAWEvS9Tif30RRSbBtTrO\nmlRgb+XhrMnsxVtdv3CBQXWMo0BMv1/ER9r+vp3PrNTaDK+9p7Kpc9I8Vf027TqpFcU0oNcupkpL\nVQlTCi8bV9whuG4HvXdeskUPfEVpYfIUahJ0mI2sSFCvrVzN4OIwKjI3iSztQLaG2RvM3gBNijon\niGNVEC08Ljgl7rhke6n0xr6dhKLhXR3fK6y6DOE43maZ0qu0EpVPytx+VvS6c70ZFd0edQ653/CB\ndrQ/F59dJvdckBE/iNwKtHXN1f5tAbupyHZw3Ws9mpqw1HttXxTKndDMSV9KRNvK3K5u/ruC/17P\n8Hu/8+cwnupE/9KNJ4yaGUnsKYW9k463Xd29FhlqopcwcQXJ2BsPS+01qFZnlV5epfU9hV+4mkFz\nPkaWgZpCoKa6SvMALlibtKNhS8e2gzgvOhHbI/jsKak5tAN40QMcwE6YHbiWPe7f1UM7kVYppUA4\nCwK1PW5mkb2LYdSETvTePZX0XmD/zlYb86LIFG2x4XvZZVEb8pLWvkT7jo9w/Q5xbY+3R6+9ZBjZ\nc5R4p/ZK56zXfa/9NkjXpn2xd6zPR3AEgRQBeSZrm2ft+bMUlVHvtR+DhSxChr5D6xKc6FjeaiGK\nP1MEXn1Azbz2HIq6vuNqWyJ1/0htqR0kGV8Vl53yl8JzRdBfvzEf0/OnzGly2GgPCkqA8lUmEbEH\nbGRqfyHgCqwycouf86uvr8rzpl5XRKMYbBd1M6pDeNV071xddieqi85V3W4d+9EtcdNYAkZWE40G\n/pUBn3Vt7R5KSa3tgcyg26a02YJgEOnsPTFB6XbSySmgUJrqioxwWgk8WhoCT23/q92pBUraqbMz\np2w2WS4Ad4flFpqTfscWru1qTeChraEHxCBSUW2y4FSEmVLQWyawVDd27REUtmhRy3aFd4GhQB33\nq20HT1mEErWU44KoA6sqnTKhX7lT/VeAPbUDKrUrK868djOSOJY2SHtTCvyhNohONjYsNzwVzSvC\nrNTbpqqDMmGOygYCz0stQlbi0ftXlD8p0HyyE/1LNp5woKnJdbDr+RkK+KSMKyXcq4KsFz9p1chi\nF4iq1dpe1KPdPexa5bL/Divb0nUV0YSfqaTSzKv6Jev/A5ZdhVda392YAWlH7BX4ijg9p1R9pchR\ntIDTrwq9CuvVdq7Jji6rkmvTuNjF5nQZsdknZHVKSu3xvl8nL/+l12T3q6jWYbtIVfYLLQR5XD2k\nKrU003bYuwUorndBR9nMqPIDLFXWqnRcKa552cEwfBEPaDRxw464X6v94X1gLmHGm3iKcFWpH4pn\nPpRLoKWATZSKFo9HHdCYZlo82K9pxcD1Jjc1sx5AtE64XevYPQ6SSJOqpCrHQ3X4zz0DeE7P/7qN\nwfnNY3qxY8T6BJchB2Lao9b/bvCSpnKOLYUu067A+LlvUhHZnKktf6uRw94zkbZzcIWc5uISC+As\n850j7n5JV3XKy415UZ+5BEYo4vkX/8cf8yeXLB5UnOoI1VzLklkcIa1Epsdsd3c5zswyYxcT6LUo\nILuOyiT3vp9O+CKuz50wbf2Qe+f3lBCU1L48E+IAbVXLNen88Xh0K8sRqpKJLDGlZp1RhnlSar8l\nabVvexUHkKrjTpyRagK9ZwYWO9Gwf1cn8yBjeVb0GhLjqvkbq6BdZYwGM1cJeNmL61YZZq+u7nIW\npLbtADVbqebOlkZLw7OV57JcEmaoOeq43vFMyK79jSwcj479DOjzZEDzj77/KX//n376udnxcIbP\n/uDtzr48jz9nfPonZ37/+2+vPw8llbzd3rXePI0hAfXzjbgSCjBsz6TLBrOzm5U+Fx8F0ka8q2LI\nrCw7+s21T6Iq7CRI7Ok6CHiUpuc7oK0J/+nlzPfvFw6+0M05VCfwj7+68Wvf+yU+oDr3+E7IVmlj\nNQu5NoHwvfZZW3tQfT5bRTS78IGJNRQHWCWDVfLpZrW7peEFCjpxNZlwWzAWpk2MIy2C6Edori7w\n8versVDxi9fC0Wt7/1CT3n3lou4D5aG0yW4Tq6UN0ukWolhmiTRVqaNuUkajqowq4rX0azS3f2/P\n/XyGmnXUOZlTgCy6I9OuXa326tBdZdupUKGtVPPJSnCUbmaPe6nvKnxa0iJpk9oyeK84e7/xZFrD\nbW9+xBzAtz64vuYnWPJM4+4Xd2JfgnETP+LDD1fga4BEE9z4YHmCiXopme+Ofa5K5Q79WvswlAhi\nWt6nJjLXHpi7u3MHHSrtyscjp4AsQ405pPM+Ateey6sD/MJt6/z6h0f6rZLYdQbNktuPvsPNksRl\nqn48oZtVbXOBbnF91zOoLu1SZ/d7URVL1SAiLa+A1XBm7mVQ9bdBpehWPGEnyxpgTFqaQCg3pa4t\nIBfCoBc3MagIGdgb8CYSvrTrp6LlYcDu00yqmUiVLhqPdfMW0EeJL7PsYuqCFBgdUQ2WoyI8iVEK\nYtX5KItblLhEKd6iLYwOeZYGqBC37tgEa9p1lL2UFWThKnqHoZ6duV//gdX5QKKCS2ea+OqYreif\n93+Enwxo/ubf/NV/5bUjwG999ed+Ll+2sfzyd/m1d34ue52qXZ7YyBXyrrETeDtuZdmINDl2ds+u\n4mvNe6WCKZDb0XYHnZyOtxBXaPuGZVnq8S1Z3bnd2juewQRf6sQglo73wd3dHWDEhEbASKx9iPk9\nzIG26RXf52Zyz1iSrUlcylC/zWvXoNROi7FHWsp55QTQXu8jxfntka/FStoqEGE3+Adeuy6a1Z7d\nDGiLxKd1oS2fkXFX16fjqA3brq3pxFwiSVEb4aHvdVX2qaYYsNuGMqyMCAl8jdzUo9J4QDzzhtGv\njUxEkRyKi1xJNro5MyggU4Saewsm9jQ/sOp6RKj35r9k791ibU2z86xnfN8/51xr712HPlRXuttO\n22lisE0cBTUORBEHAQoIiRAJISOEbAhYAiQEIVKcC7hAiuQbFCEhIkUQMBcQolwAMggIJiEEjCMn\nkS2DD23Z7T5XH+q0a6+15vz/bwwu3jG+OXe1272rj8u4/1JVrTXXPPzzP4zvHe94xztUaNognGFH\nNC9JgVgV9EFnZdCJSK/N7mqVtZGzjlZOzWhjp0XGdrR2IuKad5J035ug+e3tq98q8Jy3e4YuLzbz\nMUdWEEyUMtFngORDyUmmnVdserxZSZYsdYz5Xga2RCJWpYXWZPQrWHM6g1FIwrGBD+CEqq3iShl7\nWjvkeFtjG2BNAnIAa2rx85L8eJBmjUj2E0C25vkJQnO2p6luTymMrxA7SLOK9DXKs5dO497zWHTM\nNi0nImGxdObRbPYb5O5+Itq15qsPk/i+1AZmuegM5pEwZgXfzTFfNBK3nJkixDysYG3oeLWQXVu8\nJRQZhd8LRQZzjrsZFvukVSy5AvV+a9EYEBvGFZGSKK346dKeBbOq1itAPszMolFuTBL8X6Ggnwg0\nzoWqUldYZNISV8xuMfZg1WH0lbevGF7N7C+Y2efM7BcuHnu3mf0VM/to/v9dF3/702b2q2b2y2b2\nR555T769fdXbO/Aa+JZvYZGaRrJGY1loiAxu54Af9VjZh1kacGTvdNlbyI8S/S15xlgz+MRFB4xV\nLM402UsLmEEoELJpC2ZXckBiVZwgZstjlBQmu0iiFZrMAF2+k3GE6hq6oALI4WB2iVliqy+d2LlB\nXEPqNOGGCI2iFQKrNkhXWh4PEHur8RKtdaXGfQ5Pyv0KIS+GgnAMyqXdkiAMHLXnncCOStPJqnZp\nY9NeTg7rZ5PgNrmWhrfMAGKdnKi3PRbplB/ZvokGtJ3Tij0Re+TC3mlNXVPKINaUUgH2QPvQBrRB\n9HQqspxnboaxywVKwVGpf0s0PbQosD513X2l7Vkw6X8B/JNve+zHgJ+KiN8L/FT+jpl9H/BDwPfn\na/4Ts2/3+Xzzt3saRQPYsr2tfg/ORRVQWpeBEtDNlzxg8YdmO2rURV3qlu154S7k0uP8cwVfkGZw\notPagfoskGWZHMCbDyLn3uiDDkmyZeU1VsrIQggyHYVAhrep3aRHtnXW9x55BNLrsgwjwrLym6kq\nK9UxFRwyKNaUy6GUOQJih8UxtYwnYBFB6QfwfX7WjurQISTEn/pUczyHwUWhwBwXIe9JFUtkvjRS\nzpTnyPbJr2b5MWyi58aaVfiS9KQPavasRyLIOq4xWc63kPbjpIBYSJsyr85yYLyV6iw1K7RYcyF5\nC3G3G8FRLZUmVaeRwTyF+2ZqG+Xr2UYZEX8dePVtD/9R4Cfy558A/tmLx/9iRBwj4teBXwV+8Jn3\n5tvbV7W9/XRb+Jc8di82I0cbbBN5xURvPA2Zy/wBFGzsosVvVr9J4WPWvrtS57BFoyXsAs1NXV5d\n8n5x4CpVzbSyHMuXTtwF/aDnNo66+VqID+sNM/Uyx0WZWoO6oNJuOZX3LKy0LGaRQXtLtOOcZ9m0\nDGAjgXMuDhZ4BmKJw/cZdLtMLEwthkHI+bw1qAq23yWatQxkSyoZFjSOIrt+Qp1Z0XbJ2S5gGpvh\n3mAnlKj3MSQg2vRza0mZbGhQWgr58xAX2nfbNNu8GeGag5RfMI9JtZZqX3y0PDZbLqZaACpjiNYh\nFiKuc0FOo+PYIHYKnP2GYGWwqf0z50BFLLmQPLvK5KutFLwcEZ/Jnz8LvJw/fxD4xMXzPpmPPfN2\nTzHSvd7efrqt273t448R+JMdVSSuQDhlRoV/epNkBpl5uF8Y/kZMZFKoVMUHE0eW5ZGyPKvLXHGz\n6u0VdTP1pCkAHyNj3ZCusDkbjvWd2pgqRY1VNx07mu2FFDOw95AA3aLnUDSh3iCBWMigY5oCozZO\n2sZmNYPdqBZGi45bw0O90haGuWM+CFaME9t6YLVGMIQwkZmGAkXyiFQffs2+sHz+liisgvfAYlPg\nsUEkyotE721Afz4lXb2D7fEcTLeRgc4si15r0g1SHYRtQuhRnVqJQGuJ9EGEqI9dct6eZ0zdTId8\nXvHGMDlwC1EVriBoIY4z7Ap4QDf5uFYXlCgB9cVbe/ZQ+DWXV2Pambyzzcx+1Mx+1sx+9vOf//z5\n8a91h35Hbk+fAh9fGkjvzbY32sHmhTdn/0QWpXEFyxEUb9kKaebvFsyfs6qTb1ZgNUcyVJQCSNnM\nfBgqC1bq2E00wbxJJeL2UXrJ5CLTWSkQ3vJM8VuUP7ocxhmSxHjL3htTtdsssNanYUnpqipVtgwx\n1e6HIeQc2o9eqvnWEk2rYNJbsCfEKSaXqNu7sRjI9i350NhD7HEXQpNrUP6txhpby9S+BsK54ktU\n8STd6V3oNRMGKQ1QJ1A0yf6Tr1AHUbq0i4RIKuLCUq4KRxYaxxHZXgryEG3RNZpjpxMYbcv2yjxe\nzXL0z5JItadfQGdkGwKmgXSEMaLhjKeSnK+0fbVB8xUzez9A/v9z+fingO+8eN535GNfskXEn4+I\nj0TER1566aWvcje+vUEuuk9ltuOdr2LfpC1uYdxIi3lRRAcyvVZ5GKp4UwL3ODu71ytmPCyC1OLM\nbaaFmYoXnJFE8mitXlOBdSCE0j1DjQKyG+xVt9H+zYANHkGPAr7CuG6mQNrBemiuuGKwAnRxoFb7\nElhbUsYYicZI38oqvGT/VBjDAOr4SX4VBmMLtoOzmZ+NoXKeT7Vs0qSljAoSCbZFIpQlR0q9vJ+P\nPa9anWUAACAASURBVOR3SF1l5ETOttOxGojTrAUrkWPJpMyqCUH946vpGLbL987PtJIhWXkMZCaR\nvgKKdU6sppOTfe1K/TstpEP1VtdHemxWi2YG6EFpOsHs7h0JNb/aoPnfAz+cP/8w8N9dPP5DZnYw\ns+8Gfi/wN7/Kz/j29oxbexvS5O7e4kzMg+UqtW4R5xXe6t6ZNXFqzMFZXxjnf9wTrZU9mV40xe4w\niyiSNJXhhG6wqIhbmDHhbpxSYoMT6aJzHKraR4uzID4cjb7Vlr7neg+GONCcXaP2Tqj2T1c/I7Yj\nUWiC3sjUvvq+M5CJuujZ+RSTftV31P4vzdmvwd6MJYtnUX6b2Vpoc18bva1UiWmK/X2huc9HsVUy\nnTyumnuk79F2Mfd7tFzU8piJ71TQVX/6OYgZxjIF+aWfr9+FPL1vYJ0RCvZm6q4t+8CIlgX96lNP\ne7qs4lvkKGMbmK/qwrLLfVP3kY6pCWRsX0fDDjP7r4GfBv5uM/ukmf1x4MeBf8LMPgr84/k7EfH/\nAH8J+H+B/wn4NyO+bS38jd7eTpC8vU3xXm07dchUdpqNIheO3nraDE7YVINEpXHpfyiUUrKhQpwm\nVFm9yynWZpoyVItlPac2ExIbKnK01rDeNTeojfO+FTxKNKygMmbXjNn5ZESa4i7All+oRnfIRDyf\n68G5QbRs2BxvLr8MA7PkBNEURn1n8a3F223WWEfZLeu7N4bGBncdNw/wbniirCiol+hXRSxTs0Ee\n30ltJGK8K5Q4zgh4jvHI7qoWATZwcwVlP+tQa2sYLd3VNbtpw1gpirc0ldRZTHBp1qV7zcA5EkFq\nwTqo2FdStbaxFV9qG802qQW2LTniIjGeHWh8xfAaEf/Cl/nTP/Zlnv9ngD/zzHvw7e1r3hQUzr97\nC11497F1IQw/iLfszYgRicJkB1eDwLDsPzbNktkQ+RlJRuo7Z8rukvDUpMNIAXVUQGZHjQUw1EWj\nUQqVJotXi2HwsMvg2zb8DnxZsLhSencq9/jAYg+x0poO8hieXGK1AXawUy4QLRPWzmhgvs0uljAN\ncetEitkzMNDlVp74LRNQPR6Rt3ij4zIBWW6w8T5a39TDnQ0D1UGlxQSZkhBEO2BjkxdpuKZCjkBy\noZMWlDaIrRPedUxjBd5isUG7bdi+xiLL48B8JIdY2tgiOhZUmILw8iLdCFw0QFXnW1X0Q8cmGj1E\nRoQb0U7IFf4EsdBiELFRbfQBRLtToS3nyYc9D3YL4TRbElUH1jtEzkJ3pOh4xu1e3FaX/Nvb9M3f\n3p5h83jbA/dY7R6xoTEOEFtIwzjKGDevBR+UgYZlkl7YaRY4rGUgzCTTM/UC1HGiYFCGu2YZGzmb\nM8R0ik8hOEGMG+C9hHXMgjEMuyKDyKL35ji5NYnMzx06KqYM1JaZFej8vsR67qd2MNtlUi+xOQBb\no+1z3neTo4/MdnO0bqSwP+RCRATRbgh7QOMO6SYPWNxAUQzW1ZYYD/V9q3LdBmyBM6Z/aYn9zfVZ\nVvyIhSrlpxeI1WWjV8WbdHOfX872OvbV5qiG6DwOR+HopGaaORF3oDIWWhAPhEmfGeZicK0TcVC6\n7yNlU+Bc0brDOGX6XfKk1NpGz0JPttu6OM6tOpe8Q1zj6b30LNu9aE5+49Ynr8KXBIBv+u78ttu+\nxMioENR93Kxj7JNCrJQq08FCfOdcO3nPSsuVIkZWaFXQyBlAWRa3RGUB8JRetdLe1Bm2ngG5AQuV\nq8Z4Ip6s7bBdw8dREyF1q+mtmsZGCE0WnxpUy2d9z7CHyWOuSn/LfJh9cmzFK2TgtY7tbQYrM9NE\nxxyLUeYePgeGZYDyLl6vzEPtTjyhSQ4kPeJex8vTWDmSW8Xm+0OK22uJskYNolegD+AW8ydJgSyY\n+TmNb+kcX/N3vFpPb5gzmlpLDNqI1lOpcMj92EvPykkouaeUzHZ5HD251iNkMwBsxNjEa8cO8x24\nEb4Q7DnPbk9FiUUqHkzvYasaAuK32dzzVz72Wf7C//EJXkPtuJcxIMbpnehOf2duU9enLbZxf4+Z\nybhCGr9Ek4U6ST0QY6Ll8CH/x0zZNculEGTP21vpurSfIh6jrNqq4hqV4kq7eNYmgub5ZOBdcoYN\nJ2JbwRv2xLTPcuBgvimNKkJZ84tuplLsqx+btgPbMD9lDrkyTY9zzG9DBswRep6hNk/Z0rcMyuJd\ni/Azc5jth28AarM0X877MNHpLWFXyKH8SufCWy4WCz12GbBqsarSVhbWwiFOWFuI5QXMFowDxEJ0\n0QyMnbq1yH/biRoDYrXghBHbIhlQ0imlGDDuklLJgDaUprdZ6u/QrgjbY9zlvyr8qIZkxBwhIqTq\nKafSNdAJDrjt81LMyZy2w/KxZ9nuRdAMHvMf/Bv/Ov/Mv/zn+Cs/83GefHadJrX+ZOBTm/Dt7Tfb\n3P3pcRc3Lmrqnm0BcAfjJhU+AFXVbeTNL5OFSI7SEj1Z9kMrbV30ukzBNdNb7o0l3bHIvuJK54nU\nHxbHl6ybDUkdI/DFidfQ7K9hWDNWc/oDDTmLgvRp20Z2v+hGr4s003w31JGyZcBeZCqMeEYVx5eU\nwGRK2RQsRtszbGS//ZINQpYc5z4d7BEPiSQ9xKNs1NEMpKDEBelZFAs2blMQpPEWS9rCGUOpfs0S\ncrLbJttHqyLTRT+EOXYYhN+JOlgbY5jE77ZhOTHTcuX2CIbtUphusDitBdFUkGvsUuK11VWirrYw\neixKpTy1qy4HJLMdGmGsFlCPQfRsuWwNuvrJz6OLm3S14Qw32MDshhZHemzzmniW7V4ETTA+/OB1\nfulnfpJ/9c/9Jf7sX/47fPKtG/3l0LTi2rej5pfbstfk/PvJ76W43YDYx9RCQgKvTL0j254902wz\n/ZwqG/GRQRpzgHi5euO0s51A7OxrKV5QQcgoRSKAbORYhX4xYGvJbhjRYWkAcnVvS8z9IM4jGSqu\nXFbxpWDo1CTMkhaZaTyHxm2ocCT9t7w0zSRiF4LSPpJjJfQ+I/d8wSI7XGyqIvM9dbRne3im+taK\ny7UcPdbOqTUI1dqQvpQ0R0k/TbIrXF05V3MUCeY0G/SWsqzQORshx3gjhfksRByz4u0MBq2GnM1j\nugPfA50VI2Pb1KYWTRABYwy2NPzQrKJFFIq3LCiKL47qIkMFxQ5cgzSnPghTL73bs4fCe1EIgmBZ\nHvLhh0+4/ZWf4q8+OfLSE+cP/cj38vc8vKbtHRuWUwe/vb19a2+D4eV4fp+22qO4i7oLJgUorknB\nItzT6qwKE+I4c0hs3mIKKlGp68Vm+Ry3mEUM7y1vrmz6qQw0ZU6uWgzxQAizmUHr9HZ2LbfFiKMr\noA4t4uHCiCOSHqBGSzBHcIh7qICtgKZe6vzbooJES81p6ce8uppYieygUbKd7aRhqZM0bDSsb7nQ\nxJl2MHL/O7DLRyWRUuVZnKXWIEV/WbVVQWbDsDQGruObcq1boCeajEgknufGyPKW5ap1LjJZyBWp\nVpoYnjSDeHhrjfCRDvedwOmTKhj6vCY+U11E1YHUCJMeddiqBSUcjwV5eTLbcteSTFkjOMzU/Vm3\ne4E0hwevPxF3uT+9wade+XU+8Idf5fCZx5w6+OoMy/7dexgQvtXbOAWCWLnd47XFGrQl5TN1M+W/\nQpQXO59cZNakgQy+F+gTI8cCP52MNNSdE82eenyNNgPTlNGH0Fo42FKhzxgD8GDzQGmx5XTLWgRi\ntvkJRWYxB3l5mm3IzzFntpNjh7P4b1V9DwVeJfbpxpn6UwtSiD0mhdHCVZxKdUAMSXuEssTj1Tjk\nMvwo/pB8T6NrlMQ8A6II5u/mMyDVcdI/GxaDto/8fMfdBPpNw+NEgSiVJtF0+IYPw6PRYlFhKhYt\nlLHoPSLE59rIYwLkiIqZirjMlr2CLsbIguJWTQMh7tmLJ0Zu7dEatJZBGvCGx0HqgndwDd8LpOkj\nuH3zjtZVNTzZx/i5T3V2n3+LR9/9u3jPweHoUxcGTCEzA3j2ReL/l5s/XQfCT/cxOc/NSwiT99Ps\nCoqLNsky4jj/XCm8ZZdLkMgmUzezHD0R1TNUz+1ozraAXAVQDwm1MeQbgcNqc1iYcQaxCxCb4S2L\nVhWtzRMBQSElFVC0nbPv2vfkF8+AMt9Hz1cvO5OWaOGpS0x5VVjKL7PlsfxFzQjb03dNQ8jQ8Sza\nRj3Z0jV6GJsFFp2WDZeByRouCn2JLlB6u80EGvR9tjzsI8R9Whb0RnT1nGcbjzXxknIhcroZ7iuu\nshduVKe+0uUQeo+kBWpPRDfmzwt5HBaCGyJkFtLDWZAywGKHRhY7kZrTlhSFuryc8Aa2Jtf725LT\nHNz6G7y1PubJ6YbDq6/y3/7H/yF/7fgZPvda04mOjeHBiKk+08rzOzxgQiKJ/RlO2fOBrb/FC77J\nW1WVw0VZ+S4nBbrNVkfp9hyPjRHjYtJhzUQvFNbO2UY5t1cWOHFSjbkNgruMUNnWFxVQBxErMXJm\njhlx59h7RAVEW+m+cXqzybHIRupH6yYmK8g2P7nCFCl1UaV/zedJMjTbWsIgutJCDx2HBkSolXFo\n2g7elJLaKllWbxrX0XoG7J1m5bQn+CaTi+khap1mclki7iCPYA/HuGUGpMqWCc7eodmHbtlR5amX\n9aCfwDbSrLlle+kJqtMrKugepAEF3E74bOU8YpzY+aB57tsARvWsI+u47jJTzql4kj0dITTtnOwE\nWsqLM0Yi7E2Ll5FBH40DaQ1afmbTNWFs0PaM/uwZ7P0ImgG3YYyjnG5Oi/Hma8HP/m8/xd/6P3+R\nV9cdeDDGho+Bb+qCqIzjd/q23Z6RAMCsTtyXbTrowGzTIYPMNBOuAk1KeEz8m16X8Ks6gUp4N1FR\nQjPreMqWzvOGcm43WwblyG6cnp/VktNbUqMIvqnlMgbwvE2HdqHJLrQaue+xEmyTSlDpYtX72lUG\ndHWuqIspg6d5Rp7Kl0UbmIWq2K30iUXA7hSgXceNKK3qKg7THmHtQR5X8Mhg69lNwz55wLSlw853\nv0e+LzrGsQHVqok6pBqYW7aP7jI1P+GucRVE6iarI8qFjtWNpbRa0VMcq8WOIJ2XLKD1LMoMRjjO\nIgs3IufDN85VrWpGOIpLzY6kVoYiKfpXlN3RxoBxh40Ntpoln16nlnpf/20mOQLDxkJfbxjHtzit\nJzjCzSv/F7/4N3+ST/zGG8SysHnNunbGaeAj8LF90wLnfY3P3p4OmuHbt16nObnnmLyd4oNGF8yY\n3pJPs5IFSRSjt3CmhVOU3vBivk1U4hiZdg199yg3ngqcmbBbIgxLTjFIpBjUaArf1gyMV3hr9KFe\n5ewaz7h/VKDuJSi3LO7ukbWaii0ULVBGF/ndJaFRx0rZnmVkQNMmq/vnlN+hblON9J3fhYY80rIx\ngDskeapF04BF5frWUxxfGljJsogUo7csnJX+NUgkvOh7RqPGVMZqKflZkDxsES6NUIsoR4L1rOqI\nRLHmKR91zDQK+awFPZ3VCNZU7eeiSMXA4omOc2wEO6I9lPay6bpokfKi2CPdWM821V3yvLk4kQWw\n6RNwnNfcs2z3ImiqvekIVwbXHZaNdnqd080jPv7KHa985tdYt8Z2WhnrRljgaUyrdOCbMxn9vgbN\nvO3nFjNYfOs26QMrIdTdoLQtZvfC+ecMrIRuYhIRVmueQbkSqRVyydcrtVZ8EGo86xZrR0owL8HJ\n+e/JQdaNk/vLPucXNQUHzQYTGrTZLbNTB06o6ttm4NV1eOY89xMhC/61qRwQd5hTEYEor03Uk00h\nsLSOs3mSywsyv0sGQYu3sitomZ08VnyvFyINrF0r0FqXBnbOP7cpAp9a03Jl95OCLQbrQuydZlvS\nCZ4Ux12i55z/k1oHVfIrQ0i+1+XF6TO/yHiWa1onm4pKoD/P0QuQbust9nnencaC2QHimvLvCxOX\naWHQs6kh5xGZ5aiN5Ma1v8/OZ92LoAkwVmc9Ndw3mh3Zn36D3/WhT/N7+s/z8HjNug3cpf9aXfo6\nBc5guFKq+EbDq291JPpym71t1yZquSdbpq6q0wzd8FYZVJl0XCDlcKoOFC6EU4UJAc/qeNozL+Eq\nFlTLn1WqvycsjTFCKKXGw8razfO1Sza9HFUw6I2+d2Jz+TrGksyCgqc+Qn9XjMyxETUeN0Z2AGUK\njskjM9asGSkgBDWBMavrrWJESWpICkB6yYgTc/aQymlJRTyAOEoUzkqlGvOoKlpB3OVr+zy2dQFF\nSYesJ6Lfsgq+5LqzwW6DGxfN4Dsd6wYWe3XfTDal57lMvpEmiiG2RNE9gyKZ1i+JWK+EbuuNpz4M\nLHYZYDeIVzHWGU+DjrOgeUN3VFsqEcR2q4KUO/iKj3QgiAMWPd/v2W+Ye1E9XwhesFu+uDa6Nyx2\nfOGtN/kH/94f4V/8V/4+nn/4EjePb7naJ7Q+eqZAndiM2DdYBn00olr0vgGk3jsosH1TtyA0gbS6\n415v8IFvyY7MAO7VBhm5h1rQibFIq5nZrSf36JDFBgATqouGtWCk+1HNyokZAFqmr/JYtLKJS9G0\nZdoXLNNZKGyZ+6ZupCUX2w1/qH1oHWIdWKR8ZzFVY+fAyAUj2FyTEstJcoRMibWT6fKO0kw5MjVY\nEv20rp5hDgS75BHrGAhdyehCDkBqFWxgBw3zSK4zYqP7RvS9ikNeLYk5k7wnh+tMZFeLS6tjNxcb\ng22XiLlhXGOAt8fgHY+Bb0G8aCo0dsdGx04nokk21VChy+aqGEg0dkxe9xqyA6lFS8UDae6xKnse\nwdYGO4ejNVq0HBAsOsHbQvCQ8C1lYNKVyjVpwzno+ki0iUmmZC0XaGv0seIt8E2o9Z3gx3uBNPf7\nzguHax4Q+FC6cbx7yGu/sPCqf5j1yWBsG9sI1i3YRiQtFNREvnFyRnwjQuXFdp/Q29wCH/H0Qvkl\nDh7fpM2e/vGpf5fs8LkdxF5PXFMNMYvhVt0nqfNLFKq/6V3nc0pwnbJLoZeSvksYHhS6tVIvQfFm\nZ4CF6IEghrpDwsqRvXivltOzhcxK6r3YfDUQdCspUFrQp4xnunZZmYZI1O21X5XO5/eUa3lNT8xW\nx9ZS+9lmw2YqfRjLkkh0pyCYBRTytTpI+ntxx4ptRkyOuJBtKDfOnfE4s8ZC5QlYeu24E31RUwAo\nMCV3Gi3ApOs0pEKQa1EtlMYw0QmW7k3h8uBsqbvsef4aBrZiLWjcYQE9HFyC9xZCxt6c1k6zO4kY\n+fl1HMBcbKpvOk/qCHr29PxeIE0Dfvlxo/nKWA48dLj6jsG7Xj6xxMbmEGujd8F4IzVzEbB04uQs\nO5up3iT3v84ec/cyZgKysL2gsr+JDQBR/7GnHwtIvZ0e8zVytMw5SrbJ/akI4VmxFh+aKDKg8OeY\nb5yV9gghw3YOPh5iGcFVv5j704S2Qk0SCpg2U/26VCxR3Aa0lmk4jdiZCiDNmPUpO7d6qrNGAdZa\ngjUiDTFSg2glEIdplKvbV0Esj19LusJa6EtXlJy5rxaUEYnotjXbGiPNjcFtoEFzbWJuffAOGEJe\nmSbLPo45JgMXlRBeRhtCjTpGKdT3QSSC83GH5pLv0lwjDVbyVMtGrtLs7SILmCor8mxQQ/GGGdGN\n5jLsGDRahCZihhbYaBs1SVK0CWCD2CI1uQu0I6DFuQVgKl2drLq7FCviHbRp34ugebsFtI0Hbcdh\n13l05Xz443+Qf/rf/oM8fzxy1xu7k4hrO4CfOrveGNnBkV1wxBrYLmeLZKuUAy3s64Cps7r4dQ7E\nX/MWRr+44QBBkJPD/hufSFwyITNQgu4Er0DBvOniNPC9CgJ1KD0NJi0qyBR2M1pjpnAztWxZyGlb\nBqxKzyoQ673cU96TLYrFec9TmDFdPdmGrYbZgkejZ894vb2nGj82n2i02rzdav90nYWvYC0xpR63\nQqFkKirIQ1GqUclzGmh4ZPW4VVTOynMWfiJBoWRXt4Slb2csCSbz0+pYNlRslYSelgst1aAaGwuq\nD4hPJc/fmIuDAlSHZQ++YbsF60WVaXjwMBWp9KGn3L/I87RScD/yvy00UXNywa0DG230CcDlBG9n\nA+OWV0e0LO4YPqmQAW2f1wdYdDyga/UlTKU284CRbQI2y4nPtN2L9Nw3uMKxdsWjqz3PvQgvfecf\n44XnPszp7o4xBt6HpEbujJErdwOGvDjH6viQv+KZAo+paPmat1z0791msMbT/ed+DHz5xu9sXPx/\n2qJRtElOjHFPazfUllgdfk+90TkF9LzBqtIeKYiuUtEZwebMSOOcWSQ6q3ezlh1k7hPZRcpOIupV\n2hmzhWgr0fbQ1H8+nJnLtx7TePecoIPiZFXm+wXqTmlQIFlMVFW5KrY+u5vEX1aCrH9bjuOwmncB\nzE6oIHvpMw0/pp1dkzDdk/+sIgyIv6wgLwXCxpgFOKF9zCVCyPZEzTTPo57852iBdcvmkg3GhsdC\ntF6e+OeAXqtSGN0a3Y2wdKTKNs0gsoCU582N2Foe5TqOWVQqSsUabicG8hpt84JqeGgKpbxJPO/Z\nrswhgi1I5dd+YlsuA/0zbPciaA5OtN3r9N1rjOMNn/6FJ3z/v/Q5Dq99kaN/nhEaJzBGcLrTTTjc\nxXGOYNS4125sq+PD8U2rZryDFeS33Kam675tgQ3wq4vv+d4Bp288Ij6Hqsvqd/KIpSDKc1U3nh+s\n7tqnAmNE9o+TfdcpWSFcvd8mRB3zPsxRutlJBKR4OgMVTY+HJ/m3nd2VIsXr2VutPGUlbhuxW9Qn\nYgoM1lJXuR4VOJrIEAW7pIsiu42yIBVe9iImNNlWrOuz3FTBDsrnsfSp4Gzi5uaxGXjbMtDL4FdN\nUIv4vwiaG1zVOF2J6s2yyoz0ojU2RObJ+6kk6Dm5sU20azj5XAzSvZ4hyG1tE6p8vNI4QLvSqtXJ\nc4yOlSnFjlhwk3O6x2CYYwwVy9K0IyLoIUrEOaHizaBzwpuogcgWVaXQT7AIWlzT8hyPdKKPGMkB\nt9nEYHGHESwGJwt2oTnxkWgq4i550We/t+9F0IRGu34XXL0f74PvsPfzA3/kX2NZDozTc5pTEoGP\nFR8bwzeGbfjw1DxnoPQyMBAK9VFqf59pyle/hSDdvdsiZ09fzK+LSum+kZ9aS0jxUw0PnzWoGkdw\nrvJWPKt0uWJnIb5QoSQD7RlfJn+V2r7pMB63EyUF4rfPODBSUJ/dIlXFDU0tlBymSlSgm6cR2x3E\nRttG9oAbsVa74jVwWYha8karY1839zaPSmS6TSywNWYLpV1htuWxKUdykMVZP5szU2ZmDc0qT+TY\nNIMnTPsWvs3pjMq7Tkqpu4Tyra3IGzOQ6fGQ1CYDhyZXVoFIInmdm6y8W3YRxYrZEbtuep9xq2Yg\ncyzWlDDp2jNfYbZ09vPi6Ck1clEsjuEhZ3k5Jl0jyqBj+X4BWcxxsIeZbdSs8pByIh2b9B1E90id\nsEe0RXl1NiL2qJmhaAHgHWi97wWn2VunvXnND77/cxz53fyj/94f46WHbzCeDDaMXSzUHJMuSoYY\nJvu9OHOXw4PeIHrgQ+z+7FQDWX59Lds9WWKe3nQj1zBHIHmwjW9oY35EgYUMSCo86G/FsBbpF/VE\niKF0jEQOm5+fmtXm/JVZ8o6sxlbKh8EUuBdXmDdXppbWjEiTizowUwZD2pMhhBMsRKzi3NoqJ5zy\n4+wh6zXuZqqp90tDZFPaauQ5iA05lyfSLS7QzsWKyBtd72HACc3I2VQEihRoz4U+Ev2F7vNdYfwq\nIj1/rnhzC/ZA7xkq9LSQHjTI3vs4ELbLjijXLKKiP90VoK04wCFNZltge4Rte9p+n7zsNYECJ/ai\nUGKlAiXMD5glpjBoOo/JQGM2Um50zGB6kxxjO3eDmYGlNCwGxApxSPOSg1C6HZOKgcjecx3pBYtb\nCGjWGcOyi+sgtI+LAx3PPiPoXgRNM+PmhRf5+3/4n+Kl7/n9vP/d38mL732ZVz/zSdw6YzymrTu8\neSKYRJM9xbil1wsFDF8j5RlGLC0XoMgTfUY/72wLxaFnb1H9Jm2h7pVLGuKiv/sbtmWVpDi2SHef\nCJ/FXp76v6opMVbYPZdxJ/WLFQgnL2pCGJlGlqysJDCWaFXv3ZBBQ8ybhgpWFJJLRFpwN9PCaPo9\n4ii8awbL83qTWGEMYmt0Ux+5c5PftwL3OL9vfYYtuWNlRpILyjwaoZQwHmGh9r2Iq3QDykBY1mWx\nAx8JinPC4q5dfL+C667h4xxoDSIO89yYVTtjnQzPQtpd0hqqA1Sx6YzASyDfkvZIQ1+Ps0mzndBo\n5K0OPEGjWZwXM9NCacnnemgSg9a/QbM02iju0laqBbIQ45Q7USd4IWwFTup2qtPawOyIGhFqYXkM\n7PD6vQ9aSGyvLiDPBeXZZXr3AjuNdeOfe/mDfNc/8A/z8vIBxs0DfBv4dsK3Gzbfp/ON4RpmCK4B\nUx6abOcOYca4i0TcDTr4KW/E1mYB4atLXeMsir5XmxNraPxsbV/1d/zyW7zt58j+6Sj+LX8nq5Tn\n9DtfM9QPH/EI/Kinzcpwopwy4a0Y5Ao4VEDLx1XxrIJPDmUtpERcvEWfMaV4z6jIahXAshDUDLwp\nAGQabDsjjiYD4nF38Tky4Jgtg9nCOYOOweyRz6rIOcYFGiQWYDsBsBZYW2WCYfmcqGCjgWQ2YX2i\nwxwoZ7aDeE3pfjuhSs4pv59BXGNxnWh3p2IR6erOuZpfkyOnmQcdaggdkcHsyLANe2C5SO31Xexx\nvq4GwGX2nS5O6vAZBHc6XtGlPWUvVJvIUTfunuBRflFP6RM5TG6f11PNQHqYBZ+0MKARPMKSA9XB\nvSZSHaA0fkfEovhA0T1jAqpn2e4F0nzpfS/xJ/6zP8HnX+187MkXGBxZ14V1bZweN4gn2NY57HYE\nG77CxkL3xiCn8u3Bbgf90KZLjW26GDwCXwetN1qXgLbNlewZN83Yun/bgM2MfjJlhYC/avCuS7my\n6wAAIABJREFUr13gXkGi6I3yhZyqolrMazPdq1UtP+s0M5D2wMZJqVeDLRFkaeV8Blq/QGnSYDaY\n9nGS5pw/W1mcAvjIYDAXjVaotGewq1RRX8SsxueaFDXrFdGdbVUxrT3oxNJky7ZmIMpU0SP7zqPQ\nbGLsKfy0RN4Dp6X8KoX3JeMZnWaDYI/mf0dyjTp2GsPQZX5sYjnD9smErtnK+Txcd9w6bRPCG3TM\nhoo3uEKvH2Gkg6UVn5f1fCMDh2WQr2LSqVq3IHYsWT3HgmZr2sy9qOJdbNOt3eoKiqKOAg0yY6bZ\nOi6d4CoXGY3rDX+d1g55Hp3FLMt1VWRyLJJrTpVBS/AUtibmL43DYGR62OkMc1YGi+e1ZZrrTjx7\nCnkvgub++povPjlwOj3mdHzC7dphrzEF27rR4sjSD4xtMDq0rp5zWeyrs8G2xmgGI0UWjQnJI/t4\nIxzfOHeLeCTPmafY47cYqeGzDfZebQ1sVnTzobZlMeFr3ypgXvJrZ32lVvgCmBVk9bTz8+fj4fgT\nZ1w13QShFtqagS0aWsHMrZ0lMpVgBomuqJiSQVQBXXxmmyiKbJ10y77jasMk6zEeuZsNFnWlKDOW\naW1YsPnQoIht4e00gNLPNNbIlN0SUkaQ0yRD6egFSiYzI0u5EV4LUDsfN0OpbwX/LtjuXvSSCdXR\nMH+dOD1SpX1JFBkja/z5HUu83VSciouLuYDtuWlgTHUCoYq65/cdBhe1ebZTBtw4ax0bUh/oeA2W\nPOphVenWNnIhUdGmynhQxs1mCnmlD1WJb68Cjy5KegQnU3VcHLKMSoarS6qHlpBB0POa6mFgA7MD\njDvIkRfPut2LoLmeHH/1hm17wpO3XuW07Vm3W06P71jvgrZqFIDvV7bV6C2gOX5j6rdeU7PXcwpf\nOVxXAcKUPbQQWtSgrbxxAAUCUwcG8Jsewbjg2u/T5kpxT54DoyCRVQmI39n2m72mNHRGybjOlGEF\nvNIkEucg6egczBs3jNg1rKd1r1dQzKJSAbUKigHNVA+uirp4tUyhk6KZA8MSgU5jYLsAwiVgDwUN\nlQDSBKP29zSInVCiExce1wG7qBHgWoRTG+gR8z0AMCOGE+1A+WwWr6qJmQa+0VuOGY6sbCucooZD\n2KIW9FTg1kFpOh9tjrbVQWu7oO9VtAK1YVYaK/Sm9FnIfSTyvrze1e+vrlHHtpxhnleSEPlKZwhY\nDKMtLlR+yt0zjRAelopT13ceUSi7vk/NVNIj7uXIVIJ8m/dop4yJDfxcMLMRGCsbroCpQy+aPNbs\nErOUeBk7YPiqUSFo0bbhSQFVtf/ZtnsRNMfjE//jT/wK7/mOHdd7uHp4g11BbI8Z24HtdmO0wbo2\nug3cBz4aviDZRw+sJyE80rghUzUjYLRzy60D5mxu9G7nVJPQ+IMi+d8eOTpsdVyTH78XmwlRt4v9\n8SXmQvIsWwXBuPh9QrlC65xBUCfYLlLvyBu7itWNMo6tIKMbvWi28zyjuBBKnUVGxd9dCt3hrOPE\nzwGUAM9WOh0P52wj18WFWd2OMdHQvBHRF4sYCZ1V3e3WMojpudkYo6Dout2V0kYSeHksciVuWVn3\nODtG1j7oqZ4UqILE4EQLVe29aYFX1buDD6KV3ZqOkcf5fUa70kI0OvRFErw4X6Kijp0YZ3F8AQX9\nrBMXAd6C2Bpu8hHVnyXpCmDzxs4z89gGkqtokJm1XWYm6UKWSDjKwxRmEJfmNj04TQjXTSgyaAyT\nb1Ek9WEWRFdKE656hSVP2UQi0KPWRsvsJ4CVsENKscpyMGmDthKuhoDLK/ErbfciaDaC5bOv8OnH\njeO28iqf4/HnP8ThAyfe9fyJF59/jm2sjLWx7QZtDPrWiZ3MCTyCkeoaM6Ebc3Hiraqzlm10vc3b\nfLhWPw130i3bBskNvg1zjWArKZe97W/f0i2wTRP75iOVQr6jdzmjPqvgdIHUDMWUS2lTRdHCWdb1\nWHGabV68dQEHkc7dVcaZqXYGvxgjEYjnXV/h/Jz6Wks/RA1Gnzd/Wcy1qrK3aqfM9zGh0HO9KbJA\nnFxhbMTY0Qz1Plt6O1oItG2WhZyzEqOHZ5GiunmgpkgSeq1jF/x55IHKGd0h/WQ2llbs1TGyINgS\nKS657+JgLXFY2KDFTqgufXYVjBsWW9JYSVv0oLtrIQgBjqIyRiE/J4+FxsxI8F4Xw15zMRuYubK2\nsWeJ1/C2J3BGovj6quqQ1c2oAlHSKVELSF5QIZWLMMugkbRKSLq1lD7X19n9pvu6ZZvkltx3I+Ja\nYCrKtu88T515pBeMW0bfazF+B0XeexE0o8HrN28x3rzl+IEnvOvJNbd/4z/l8J7nWd//g9x+3wv0\nDze2507YsWG90fdwOjWWxend4diIBWIx+irpFRvidw3a8Bzlio7f5D+Dtjd8JamTNps5qAplN2mD\n5w7HDMQXDXXfmq0Be2PsFDQD4GEFqdouUaN+zzA3f9Y3ETwvP8oqlhTKtPw9G7CE1jwbCHIGT3F4\n5ICs8JSGuY53HG7w9hK+Oj6C8ywFibQj83bZiLV0cJIpBwnqdDK280LoI5Fs6jPngajUMg9BVfZr\n3KxZIr2WjY0DWzQRwEINNNsJDteGnyI9XCHYIx2kpS1ZzNu4KtsRK8ROx0gMStrGtbyZt4woO1SU\nWRBb6CrwYLMoJupzYLYnGPQwhrWkCxaivwljD/tUmIgRTKWQpF6XEi3jmMJ4LQxsXdTWKt63lly5\n28tEmF0QR+MUwXMgraM9IOJxBkyhNYuWvs8O3EEclA6HzmMJ0FVRb7p2LJFk3OY6bOA7zLfZFqvq\nu7wBwk/U8LU6D7QDoMFtZeARZjLtGFqOnK5JmESK8aUMML8i4u6Zb7l7ETS3Mfj0+ioPX32Vh7/k\nHN79Ia5+3/fSDgvbWyu3H/0Vdtd/iPH8F+i7HeNuY2vQD5tSEvKGscDMhS5Xg2b4ySCrn21Uz2u2\noKU7jo9M90LIw3xNK67sC94MW84APnwj+i5TxURE02zzN0ntv47bJfKrzUxC/3pCVJsiFRbtqd2q\nm2KG1TJ3ICYKO/81q4yFCgpdFkBInoq5sge+isNsqceLtRaZnu2VoddYptZGuovrm1VxZnKl4iBy\ncFbonEyTXen2wM+yGT/76KhvuXSEg/B+/h5FMZjSC7MOfUfrXalsQMVHo4xqA00KMGko60AHVP92\n+WieT4hlsaeguwGPkNenJiEq0dnm+1mPlB7JIV5I6HQuXJU4P5zgDrO9aI0cQjYtoSwnQtoiCoJ9\ncr0uiRUbsQQcBfOqVUQL5Vk2JYP5VbrVnUZsWDzRPWM7HePc37p+gmswCeBFgUj90rAsLHkduFwN\nc/kOGXl4XZtBLnI69jEvQId2hbvJLzUXxBrhG3bW67op1LV8npD8AyxugNd4J6HwXgTNOG68+5XX\nefF7v4f3fuR97AOuulIvuOP45iNufvXnedf3fkh6Te9sd4Olledgx6Mx2sC2hbGztLVSj66qFy0r\nynmSimhy0tlFhHBzabZauHpYJ/mveyRCxDVtljwJb+IUHbLs+psEzgphX/PRyv/qBjQL/LjRN9MN\nbjDFa/WKC572qWA7/5ap4SzMzI/R43EOmNFkhjCKROcce8775dQc8nptVGWcK8I3ho8MCpVCSQIm\nF/JAd+mO89jVC6QYG2Udp89Yp+8jwqfaFzNiHHXuzcD2SllnsDlzmkKueZjCUzwdMup5mB0xdiT8\nFku3Z01hrOrgoiaD7P9++nwFky4nkVzcItSnYG4XTiZmRoyg3JugqTMnkRYMyZQ2E0q152ZLZLVD\nKsjnwh5HaCehq9DgN4tOxEmoNExzdiKIMcBOkHN/tMhlFmGSS9nOshi2CahQi3THm2c7ZJmkrHme\nhtCcPaBGjQjkR96feyzShSm1k9JW5jlvXe/BRbdS6DG3YOGUhcVy485Z5rFg2b3Vzit9KtKOefof\nUWNHnmW7F0Fz2e353f/QD7COK14Po3PNft1xiBPL/pYeG/aFFZYbttMVrRltF2xr9gIjjgVXShUD\nFoexuFy4oynQlT4Oh6FCQtubVqrcF4+B9S4+x0WQt5Yi+TURWj65Kqk6C/kAl3VBLmLlbxEwv0I8\nnWjrbU+MKJS5YG3WeXUB+zbBT0bHp4pe529sMwxfFggmquIy3bXkJOv9MiBGPSdbD7Ni6Vnh1vNa\nNiEcKZ2jnhuUnlP7UUFor31xlwqipeC8kFqYTrSgJe6eIWhHaxJTu7fsWc8bzzZIjaDnTd4sB/OZ\n3m+6NfXQpIp0SY6UL8l2LHfRz6J24wIZZj+zZVIYnrrTWNBAsXZxGhdK/C1LuER7tjCRJ0d0q55l\nT+peykXHvwDxHWcElt83TAYf3sp9qTSuJVjP3vUBYdl8YBq9C9tUCOicrNBPRF9oc9Ln88AXZ/eN\nqBLTAtAaszEhur6f7XUtLxu25SIVO+b0zomC9zS7zX0EomERjFiUDdQiDvq8htLwFuAvorZUUq51\no0DbIu/5gDhBq2mXyiLeAaV5P4Km7+BXf+E3WN46sR9vsL85srz8kOuH3831ex5xeOBwaozXA5bG\nRrAsweg3NN9jY8m0omtgvDV4LhhrwM5hVEHIZ/ri6GCz6iY5S98seZyWSC7TfDNsl8hpaLzpzMgr\nuIToAd1cOgslf6HStJm15YX/m23zqRepX/UmGkS4OuEueEe/fG0ciVjOyMYveD0u9zt/j5SHTCRX\nf+F8cebzII3NAtEX1X4Xem4J1MV9hgKR53FxmSUIwZiKPhkMiXPfeZEB+l6Zlnne8J7axpA3o+Jt\nUgSZVXjAsGD4liiDgnlaPGuzbCE0A180ICyabqhTGWm41BksmN3pBmOHeNVTFjkAevYDiaeb5hHV\nd948g3ymN+lmrtbBqmjbGf3OTiejunKMLZG4Xiczkh22f45oaRlne1W9w8AlxzLPKjwjA6Ynmmzi\n9Q1ipNwoQnZ0pSZIYw0F2Cti7fQHAQzwJxpf4jK/CD/oG9gqJBoQccoq/BOI63lPBU0+pGOjjFrm\nFWm3mYarwDXsRDMnuGIWHOq6txPNzxKlaCeCG+DFRJ2LZGm5oDUabgvGnrAN4kTYgbBn92m4F0Fz\nF8H3f/fLXHWjt5U7DF+f0zC11lnjxDgNtrs7eNjo3lmPexodmXHqAjXbs6ZJzHYbWA+2u86+CUV5\ngN1Bv1aqqB5UbeFKoYhGzbMhQmnRGsTqKmZ4SCPq5XiTLFATegsrHjRoy9NpmjgaBdJzaszsfinU\nVwGzWLtqN4xSe2ew8ED90SPwO4NHeS3dLNj7YnYeJtA8x0NP1uoiQNbvkvXEBRKyC/7wvI/GUJy7\nEER7NgBH5l6WC0NY0986+O0dfv0cvhPKrGUlpmmvdI6WFTu5dkd2xqTDUKAL3U9ZGXdi2zhuWhQ9\nnNNpw9mxw2g76DGI3cqbj/Wa22PQW2M5yMl8G3fcfWGF647FCV8OxE2jHXZEawQrPhoROx2JcSMu\nz5Y6eqlxNJ0TOoHMiIlloukRKLU2HTOLc4VdV9DIinbSD4jv86YqvdW4iKoW+0acDPY1sE7TJw3N\n6qx6iXuNAxYK00RH8cDDgxaNzQzzE2HHee2HBbHbiKMQ2jg8gvEA2+2hOTHuUCp9RbOe163QcOTx\naL4QPMiagOMu2mwJZzTUmGFaaIJOc5epS57rFoeUUGURBw2PCwtJhmJR9d+y6tAeSQDPitkVg5FL\nhhM+soOsRgYfdM19icnrl9/uRdAMFh6//pBf244ch/Ng2bHwmOu2Y9kpqHZWtiFYP7qq4WMN2hK0\nLWiL474xNojuhHdaN5ZFs0rcNePF9qQzkuObqq1VcY1j0K5yxZqdRZV6SkCeCzhhEskqhokPbJlq\ndiucALE6tmvYGtjeLhBZBsxm84YSmoyntI1nI/N46v864fqjO4zs8Qxz/Bhwmq6PjFqFQWg6/z+R\nZ6LMniDOLHAvqVZP7lIBrvSBSpfONHEdh/nWcT5uQWgIl+lmEfopmWJIZ8oED3VRgHUGSosnJ3j5\nhNGgP2HcGp/44qtsm/PgsGOXpgwbr/IWLxLbFV/44hu88otfpL/Q2Tfxsbvdjv3hiqsr5+pRY6XT\ngVdvT1zvG2xDFE0LBb52Sm/JyGCY3zWr+J3s9ImSR4GjOerkuWzFO160WopXrGMcsyZiPvB2AE7J\nWrTkY/XMkaqD1kqdlWqFFqIVOGcHNk96h5BH53CFH4kdiqNuRNuSa0TGN6uwrQ1pR0WDRC4Y29Sb\nOmNec6AC1NRFmgKzrh0t+iJX6uLJbMUaI3nlIru0ZCeCr+8UHdkD7vJSFs+qY2sokKuqL3f4YBeN\nkTTEEjsYja0pZf9tJ25vFjx4/sSHw3kcWhGW05HNyI6CTuzER40tWJdB6xtuA187IyULGnwvpNOS\nthlDeXTraW1Ptsg1p5nRXKmCmWgkPMpVCiifxiBwCUK2wFfHdtKdWWhAVtmzmdm8GHyEuDGvFCgD\nJdKp9ZxzNIu4GRQKRT4VMNF9poiXnTmGRgy0IU4XdK3k06pzrupTFaSw5AbXkEwr33/Lz9L1m7RF\nznfRd4in9GytCjcVjavdLheGkYUaTxI+FtJXcjDu1vyoDAIXC4Vu/jOmnR1CdRwdzAan5TGf/8wX\nePO08Is//6u4bxy3mi7ZePLqJ9nsmru1sb71Otw9xl+45sFhpbXGrj3H8+97L4fdwmEYy3ONR+Nl\n3v3cYOUG327x7cjd6YrpFFRVcLvCONXSSKCCBHQVhHJMsLJJPeuyXVEmH5khVWjIwFq4fqq4kteD\nDDjZethrwTTLGUHjPCMoAvBkXBtTXjR0gqyGr+V1EReD4CJUVVea7kn1ZKHIi6N08Cud9ib1gjHU\nwROqHYhJyVEXbslL6yDWMq5M4rzJ9FjfObKzaLYYZKeQg+wP05dTuuTQd1DE1f7ke0cYw0LHzTVr\naATQBuYqmFV1/Vm2exE0zRqHq+e49RNhN7A3jicYbzrhK7vh7MaJ0ylgGSwbbDbYupr+2yYBrF8H\nY4jL610rZ7eFs9GEi1N/YDR3omed1TMCLWKZNIIU3byRLXVbMAbJFwUMl8i6IpK+SUWMRI76WV1L\nedPn04QwzoGyUGMFUEhKiVq59abV7VKayfDAhnMcI4+lYYeuVj4jBcyFDvW+MQLv0JZMh/Przxbq\n/Li5TxiYMUJpX3XmnANGlkIKcWQxxcqUODLQqFCsUbOt5CZDlCLpcRlJB2TgbdmC6ARjC07bYDkM\nbp+8yqc+8QYf/eQrfOrXn3Dz5Fd4882Vu1tnO95xtzovPNqz378JW2d9suJtxd448EXbMIP1eID1\n3Tx8X+OFFxv7OPDopVd53wsf4YXeOa0r0QZsG8dVDuAZi9S2GJqoSXLMRMue+QqGUBMoye/QWhk1\nX1A0UU7vaFgaee1hNE4XyoNRfva6iMLRkTPausA+/2KLUusQksy3w6wRbaTrU0O2N+rdnvdiGM32\nSmVz/nl4y+4eZQnLnEQZEvwD6mqS2CrJxdnbbynFiryvhHo9rxsZi8zA7WUFV4i0cG3dBXlHjI6Z\nesa96Ry4OT2RhqN0vYycF3pe30Y359gWpfD13d/BLJuvGDTN7DuB/xJ4OY/Un4+I/8jM3g38N8B3\nAR8D/vmIeC1f86eBP55Xwr8VEf/zb/UZt+sdn757zIv7zvPb4NaMz775RfB3sx8dc2ky122FdacW\nLFvYjVWqr7bDbMCx0w4Ds87YItOXItzzws3pqk4R5eLSmpk4q27YMWgPRPBZngTrxm4nsbWfwB7a\n2UwhLJFhkMoNnfiRgcGaWtGsEFy+rAjV4g8rYFaQA7rZGbVmEIwkKQdCuOExzXxjRel5zegu9MYZ\ntQoUnqvm+lvecPnZhdYKQVZqPEiCP6mIMnJQRPRsaZSBiBfVkBysFqETxvMsCxzvELVRaDPOhaSa\nQbNbdvrbWFm3O7bXbvipj36MV37uNzi94Ny98gqnuxsYb9BPK7t1Y+l3vLA0bl5vvHHqxAsHFhx/\nMjgut+zsiBns+i08eIMnX+y88ck3Wa5epn/xFR695wG/70PfxdGPrB58sAc3b91h1uiL0XdGbDJT\nriPYkmlr5XhkLSVcZ4MRKUTPC3PyP+c0I2CxnuUnn6YaUzsbkfJWo3n2zrdGa0fMnheV0HM2kKlv\n2yt5zdas2rfsrWTDp7x0VFYzu8sS5iadoWyq0SJZeZcsqzGI1tiFqfHBK3bkAum6GJuZEPk0ZU60\n6WgGuhmwYG1NeiWLXzjGkv3zea1NDjzHA9OybmWZTR0kN2t7BkGLLu2nBVsOoIvWYByy4v/1baPc\ngH83Iv62mT0H/C0z+yvAjwA/FRE/bmY/BvwY8KfM7PuAHwK+H/gA8L+a2fdExJfdq0fvfw3/6L/P\nL3zse/joR/4w3/fe9/De9rxWiaHOiWGwcYK74G57wMEaJ2twJYcjbNXKeDRpf31h2RtjBdsNYZYU\n/8YpO0x2hg0T5eSB3KMX2tIkNwld9I5BH5yeOPFgySmoIU1adly4Z621qa1vrmBUb0Zd+enPuGW1\ns1UQGtTMm0IhXuRlrrS6xBJtlg9la7TdDrtujADfGTxKs+Yt31PXmJ7vtW9xka63CW8vu310keaN\nmwHdqk/PgwihhIgE66C/WeT0gAz4nqMdtk480lO200KwYrFLmc2QxjE2rD2is3Jzc+LjH/s8/QAf\n+/hj3vzbv8Ev/9rP8rHtC3zH3/Vu+uc/zePXGqfbB/QHd/i6sY7OwgNOV539Bz7AA/84681gHU5/\nwVgiwBc2Bo0FO+2JvtKvdmy8yenzv8xf+0sf5a/zMh/6Q3+Al9/3IW7es+O7v+tAizeBPbsraNE5\n7Pc6/6XYCMNj09kLMKSpnHZ2WKaeK7ROxIpmkQM52kGIy/JGNiSA382FNYbTTG5DQBbAFxZrKjAl\nHWXecgJl4fS8dngAcUKiY6hQLlchw+2EPDCzV3uS36HsYHPaixvj9qC28yawUZkBcZ7LPqg2O1Fg\nEtR3Lf61hPjIz9D+OGsu2oOwQXPDu2HjjiBVMnEiWBiWBh7huMsKzs1xBpq8eaVsE3WYeYjn77kK\ntdhpcW8Q4+orBsLavmLQjIjPAJ/Jnx+b2S8CHwT+KPCP5NN+AvhrwJ/Kx/9iRByBXzezXwV+EPjp\nL/cZ7zl8mD/5k/8OP/fz/zn/w5/9C/ydv/GD+B/8/XwgrmgccZ7Acs0IVeWaL4zN2Pqevt2xRRqb\nmtNtZaxAD3wsWDdN3Ruhr2uDRlfBZNi5im4SDpd+sSQMs/9tA0a+V5bXI5AYGMtWt7qylQYU+T7T\n2CpobJGBouKosEpM0jLTdKuAVRfuOSWe/01buLFKq+hueKyc3dxDKbNfxHF0UUIS51RbYf7NoeDR\nU+L3UMJMpUxpNiE05RAL7jdEFBdWC0h2o2RHh95OM56mkUozaIs4uu3Etga3pzs+d/MFlidv8cs/\n/QoPPvjrPPnkZ3nhReP0xmPuXnvAaf00bbfA7Vtq0LEXWK6uNfLk7hVOY2F4Sn56x7Yd1mEJx6yx\ne+4OixeJ1dnT8N0HOB4+x93tJ/j5v3rHB9//RV77gR/g0bsWXjg4u6b8sndj5yNPXaOVFGqWLiZJ\nTkTPMRYjFyS1TE7WNrqOSxr4VoDS47tJyagSowVNHGEDH1kBPiXK0jycqC61zIdVIHlCxFHXjYFR\nIy+E5sQq7IEVOa1vWGlhM3VuHvBWVtZHELbX4qdafSbWCMDEkhdTjV5pSa7r2rTiP9FANL30hFnO\nQ4quotgw3K6phocz63tN8679tZGqguo6O9HsOSKeIJTTpUWNIbmbub4f6DtecPVfaXtHnKaZfRfw\nB4CfAV7OgArwWZS+gwLq/33xsk/mY29/rx8FfhTggy+/xP7Tz/OR9/5Jfs+P/xp/+X//r/hffuIz\nxPs/xAd7Qu5lZX2y0R9IHOxb4Etn2x5httFcPOXYFvrB8a0xTIxy2b75UPdQLPo7vSkt17U9syQM\nrEUaeTispop8KPANP9Jc1l5m5ND5EIqtdi8DLoKomeHDZ+tmobBKS+eCniu+WSLNnjdIXARBclVH\n+7fdbNgLy0VavamSOXwWTuYlYZWKl5N9OeckZ5T2OOcCVSLL6jRJ4+Ca++0RhI/ctw2JtWMWKwKm\nRZgc9J9TL3/E1MQGED0Yp2A9ObfHE2+9/imenF7gE588sn7ql3iy+wz+2sLwA8vRJaFpnf3VB+i7\nwf9H3ZvG6rZlZ3nPmHOt9TV777NPe/tbdW+5ylXGjikKE2OMDDLIKJ0cJ6ETQigOKCgRSviRIBEp\njSKkREpQEuVPgESygEQQJTQGh84kgC2MbdxfV7nKVbdu3fb0u/uatdacY+THGPPbp6QE30gQXS9V\n6VTtc/bXrDXnmGO8433fkWzFvkKymWoj82VCc/FGhBbHY1OCMlK7RNkIMhjLxZKOc18HcozJI3K6\nyckSar7P1fkX+MpPfpmj5e/h0598ledOe/p5pGMmKeRUkNLR9V0cSoaTtbvYsDkgFb8n0lx7WgDV\n4JEeKBPRNdboFpvgpVBk4dI7zU6iC+4FNlBcS91cOzSyRDNEfLRDGwvj2avTg1x2GNVBBDRX1jjB\n3ZgOggKvfCr9UmCungGzjwOzehYZFM9rCWaOABXZKhnNemgy+XtA8xZNTdYm5uBCG5imI9ZoRoQe\nngWNekXg7qLtAMqebSZ1KlJtUEdkuJGtut6/7a0Pd33ooCkix8D/Bvz7Znbx7JwdMzORZ/OYX/ky\nsz8F/CmAb/30p2zc9ozTns5e4F/55j/Kmy98P19885Lu9W/j9mTk1ZaSIZXOGzjhLqN1j+YVaoWq\nHTkpOmnMAnGqkVVFs/jNbDCjtGYQWCiLEJwInPHTzf25fB+YMFuKADG4kxL14NvXfKIb9ORfUqPy\nvS7NTSzGvnhAPGQRLQhih9IbwSdgyjP/3xxquMa4FERJyY0vnLsovoYRp1xHY8IsRaYvp7yUAAAg\nAElEQVTiv+ufM9qthyCpTreSBhXE528abmuZb3tdiazC7++BQhIQRRiO03Ba0w3oIpKFA+nEpct1\nohbh4uljHj3ecXZxwVt/528x3RpJLChpppMFaejBdthiwriNzu8xTxPz1GOzMKaJMoMmQSZDy0gt\nJZpdiXGcmSZl1AXr209ZLF9g0X2A6J5OIPUn5AwneSBzh2m85Od//M8wXf7rfPIbvombJ084ufkK\nOu5YHC9I6g0eMSFl52USeDOBQWvYQzmmXp85vJybKOFITkBC/qvR3GOH2YJWKQWn7fr5B1zjCp7A\nVFPv8M9hIB34qAkFGRFZuQ4/PO9EW0URsZu9P+cDHAM+PmRBWmZs9MqAJplkQmThwV48A/Zv4uOK\nDxvDXMLpIybm2Iw9Zs0EpU329AzcB9w1YtQCbAG24dor1AIaqYiM3tswTwIsz4eD6OBK3zBaa1LN\nitjk0N2HvD5U0BSRHg+Yf97M/vf48X0RedHM3heRF4EH8fN3gVef+fVX4mf/hDcoVDZMdUexzPnT\np3z7b/6PePfh/8SbT09YrW5y47nXPbtMycf11p6qhaQr52xWIc2C9pUi5sC/uqRNrXNqAb1jN1Wc\nULywUAuZn1LScc0F81NLwnlYzMcDWMukLChBABJkd71uOBHltfiL+cLtHShvpbAUL2ckBQ7Usk4T\nV8q0hRwBl1YeS7xGwx07QUuky0SDIZQqbStoEiiRAZc2TuIQstqDjtd8tjQP5QmFRjsBiX0kBxJ6\nkD6+Lmsmguv1IDLFnWx80IFViXVsB0u4/Vx4+N4l959suHzy00ynI/P2HFIhna7R25V6qdRamKYe\n0wdYEea5o9hM1QK7wiwlGoEgOvvezkKmUKSiw4zWHdP5wP7BD5GHb6Nbbhn6Pf2gdIuOrptd3SIw\nXd3ky1/6Yao94eMvnjLrCXePFliGfiikuSA509XwlJSY1yMa68IVS9dZUu8B0LI/CxVa481SF53n\n4tmQNRVU3NPwC/FDaPZgKTkyRdoTh/i/WYL2g+uwsZuYjb5GutawsmCChNRUZ9rY3sYjFpL7tJ57\ncS0y+/ozQWQdAoSoXgIeMAaEHmzvh2vKh8rJR1dYfJfJA3+bZcQUmTmHteXXDg+uA35yNCWTYjo4\nciyNxpX83+kUUFjsMzG//zZhhELtn6Zhh/ju+h+Bz5vZn3zmr/4q8AeA/yL+/CvP/Px/FpE/iTeC\nPgX8+D/pPbRWLp5eME0Vnfdsd8ra4Jt++8d4479/D/m+2xzfuePZpCWnmtWCqhNcVTN1OkZSReYA\n4Xt/gAkhVe9E5n728iVl53mN5mMxIrPLXVjB+dBrD4rFA4NOyd1vzJtL1rtFl+Vmw8/BgVqeyTII\neglm2OQ+gW0xKBbk9phtE5mHHBozdsg8iJeJle0Hppg3uqxic+PYVThfk059JEANWaE3ZgyKReMJ\n3zRNbQRcj0Aw1OJkpsESz4ypFa6zKJVDyeTh0xsc7oN4zQJoQ8TkcoDbkFJiDEJ4CSpRv0ycn/0s\nn/+Jn+Z+VvTxQ8b9hqLeDa73N2hJqCXmaUZ144eoKPsyMu8m9uNEyhfYPnE1H9Mh5G5imXuG1YIb\nfUZtJpeOPvskSNafpk+Czhdsd4Xzp4+50SeG1Q2GZc+QO3J+xO6x8sbZlrNf9618cxo4yfcYq1Js\nyXKx4vS4x7KR+gVJOpJ0uEWSH1K+cQ2VMBRWdcJQuDKFwR6pVjd5dj2TP4Mwm1Rz+e81Q6OnGPQ5\nsj4BtaA9ieedagKWnC4nlQNVKWVKuN8fGp5xMKv2WPJmisrO4Rgq3PYDjmEJuFtRTerqPDOyOS0q\nm/iQCRVMRsTGyEAdCtCocASHdxpGZqIuhawJ0c7XqRjZ1EdoWME44qCXi5tRgWpKr+AHfMakpzlS\nSby2yykTSnHXLGZPFtI/XXL7dwK/H/h5EfmZ+Nkfx4PlXxSRfwt4C/hd+KJ4Q0T+IvCL+Jn47/6T\nOucAcyk8eHKfefLRF5MUpmFBfrzkuU8pdz71ulfJKkFmDafw4hkZyReE6oyFCsArIIlZQa5msE49\nK4/RB2oSTu5yIGoTWGRzgnfAPfBrNVT1oJZwGPCaQgSRELTmBk0bHQHn8A88mFQzOpoWWCKIZdRq\nKEfiFG5NpUMm6mdjNSGbMaurO9rH0KJoSlRTMtfKILNGoaqHe+hwxeFf0DJbCyWQiJCybw5tXDYL\nZ5wo+a0RkjkkuLRuO4fMM363FqyDYsU3jLmkMI97fvrn3uPtx1/jzYdf5P0PVgz5jG7RYbZFZWZb\nMsepo9iCcVuZde9BCGVfJ3Te0ikc5zX7IZRMoqQ8u2fBXDmrwSY8nA976jgwAWZKnzJHeaKWzLi5\notaOo8UaHZQ0QZ2+xDs/t2S+/4jb3/nd5HXP6arSpZm5CMOiIBW08/LvWcOUuGNc48mRWwZ+3cXf\nlsOD8T8PGXwwHZoLvmEsxNgL5FpIySulZG2teLA2HE+1uB9Cj6SMU3sV5zF4BuxvHeIH9QZec2IC\nY6rmlVkNXTvxmdTXb40MeMKi5A0np7yG6mWy83Hx52B+olsKzLeC1CFKaj2sKS/HPXtu3GaIai4O\nh94UzT1WR1KoW3yfhYtPGD+bOV9VYpawSe8Z9oe8Pkz3/Efisf8/Xb/t/+V3/gTwJz7sh5jnwtee\nvoftKjov6DvYzGvO/sI9+t+74IhjqhV6MkoNLak3eioOXEtfyEkwzc63xLAcdJhRSKuAWRR/eH3n\n1AMC8wjqRMrRxKgutcwplpIFDtKIhFm88dN+Tix+uFbBRNYJ9mxPyDeLtBkweNnc8XXBxbge9eDG\nttdZYOvCNvlhqp4tqlZqEV8A2Ut3Mw4qHjcuiNfRdlJLS2jjtS1A+9iszR/hGaVRy3I8IGh46zXc\nNppCcWtb1uH4pmG596wnuv0FWNY9P//WfX7sR/8u9y8vmC8vIV2ymyfETll2iaEfuLFcogb7h5Wd\nVYQVvW6hm8nFifBTVe5rR5dc223VCdyqSjdU6Jd0KZgKWtmPhWoFs3PUlP0sXKlyLCvQwvmuIJZY\nBsFXq5Ef7nicf5kf/+ILfPMLr3P23B2+5VhIokxbpVtWmNwkJvdBK0IYLUZfHErodJDTYtFNlpCv\nH37O9QHcHpREi818gFkydbFCVALPjj12NyfPViVKDFfoNAqbm5u0l7bqwd6yYFWQg0+mghV6AclO\nH1Kyn/fJIQINrauoudu9PPuZpWUe0ZjSOLgFxOf+GNUFI4WYAS9RmkfiYIJpj0qNr+dQgB6+k1Kz\n68gFI9mIWaWy9r3WqjmpZHWaksVe+GfSCPpnedVauXp4wdUW1GbSSrhQYX+65I7dQsuE9D0+iNTB\nW9RLZdWKiTdGNKzxVSs1t+mCinU5cOmEDM55NI3BrSmkZsahM5xyczFyMoRTD0OWZQpzdSu2KOsV\nCwvLwPgiSXD/iliQasGVDC5eRE/F3AUsNkEzjW2kihZtLXAaAvP01/AgV5I6cVcl5kSHF6SvUW9a\nRbRzwnmzWOOQvfiCioYRhvs7emZyqBNaSdiCMMSCc62/d1ctOsT++ZI902HvFE09urtgGgRmo4wT\n714+4qffeIP33nwXq088S1EYOuWluz3nZJZauKo9OimLo9H9CLqlY80mlGVC6jHjNLEdL9hPFgTm\nmToaoxVsb6xXymp5RD/AakjuhMXMZDArmE0sw5/VkrBOipaZXTVyb0juqfqU9OiU7Qdf4aeK8GuT\n8iDfYbk+5vYdoxs60qw+MqPIwc6zjzVhUn1NcS2Vtca4oNFxgmVhRHbppU0bflYttrkRZXWsB5qI\nIh8er6elJaoCgeYMb04f84DtQbUdeDIn32upFV8h35QM2pFXPXrl3y2ZXnspmFzDN+GA5Zxfwz06\nS8AQFccmEyIDSZqTf++NmgjpQmYwD6kqM5q7Zw6ROAwQBhJFEp0VNPmgOudedzRPqGZg4vKCCbFj\njxdWEH6VjfCdinJ2pkylcyB/Ljz82Y79x7aYvY6lDcgNbz4oPrMYr4P9gXh2oxUfrWB4Z9DA1DMa\nUUGSolPyyYLmmKSqZ2y54W8SwUP8cE1BhRALJQMdVdQd4zs/7Rq/MuKmn7btZAsVg8h1x7vZupnh\nSg3hIC1DJYjG4BlqlHLaAqsiqU0vDFJ9jaCazGu7qsgk4daBZ6HPNGyiKwJiVHOZXJZrqP2Q5BTP\nEA8dVNJ14MU3hmfWUaIfvDPjvSKoO6m4oBtjZs/52Y4nDyvjXCCNyNW77B+/iZbCVAqVPclOyItj\nnmpi2hd2OjGXyn43UfbKqDukc6WLpC2L5V2GBPSZVUr0g2HWUfQx897Qy0y1GR1HrtTI48x+kVmt\nb5GYKJeJXCe0T0ws6cUP512FlRrJlE7dhkX0nFoyj57e5FPDu7zxTkGsIEdbKi9zNy0YTJHeZ9tU\nLVGx5AhQNWCYdqMdnmliwRYr/ZBqlYwbniiFw2RHM9BCtYyq+y0k1C3uCK9MATl4hrYF4clFI683\nAw13XLaAXhz31OKvI42fmxOo1xOW24L3BowFxQ+aD4NnkxzMQPzfZ4/wuEO7Um3yfSw9YY5JqtGS\nNaWENBeBXNVdp8wblrMlsh58pjDJ7uKulWqZJO5iVa01ndx7oggO7YVWXZ+ZsfUrXR+JoKnFeHpR\nqTJTTbFt4smDL5DuvULrVGtkLGrupZLNMyovQQXVDisdNkRQ0MmxmSgZrK5R9pCCyFr94ebsJUAt\nkHNs9+YtKF6upCwUE7QacykUnUipixktHixlabHmWkkSmYP5wFBrQc7kMBjMz9JWQoMkHwfQovez\n6p3WiEHkEJhMja7Hs+1ljaaPoLfx7xhOR9eZLVHkhVdks6UXjXvb/h6EmYYeuNzTt7MRJiPxHcFz\nCYXoSoaGHAfttTqJfTcLm8sND8dLtpvnePDOP2JTe6oodfMmH5x/hTRA6pfkbsUwdORsLKiUriCa\nGEjkYYD1DGkd59OSMi25vJ9JPECPlfnoRY5t5vJyi3HE8mbi9J5SHk9czMKcCnnObPfGPFaG4YTl\nSUc3nVNMWPQbllXZzK7TnktFzINcJ4LV95nqxAdfeszlxSt8w2ce8Plfmnnp9ddZTr/M1cWv47lX\nX+ZmpyCJpDFyolUwdi0QaAHTLIGGqs2aExEgA9gcASeaGhZTHg2078hjQXTw9dOUceZjNPwXm49p\nD7r3QzoJPqSsqX7Us0iZHctOGp8HP7grmBXSXNGFJxGkIQKYB+OkPc3vIFFQm4Cj6F4njCuEZWCr\nTmivdCGfFE8wdQNydM0Mki4O3tGrFqnhiepDwPr2PmGwXBsU3FwLzCAGzxEczdLup126I78VUv1V\nFjQNmIp5YDJFZuPuS69Sju6Ruh0iR4CEr6EDyWYzThdQlN6Dp7g8Ufs24L5zrTQVbBcnc1BzOv8b\nqU3JEbZbTYcaeGejnNmQnKaoFVMfcNXmX3e4Xv3aTCEqk9ZwIoB7M3fbfhYCbIFGNMpqv5rZAYfy\n6vqkPvD5gh9sSBjNuqdlmwuuAlLjkIgYZ9l1vE4qnqGZFVsDrt1NxnnQGu8PbeLjtbDOIthGp9/8\nULBgC4i4zFSLsNE9Z49Hnj56l4eP32CsT3nw7hfY1TO2457xMkNas1jtWVCZ64DOwqx70pHL/uos\nyKIj9+Izr6VDstLnDlsXVrdHernN9v0ldepZrI2x79lcFS73iXLjJZbrAbm4QncTk+4oKtSSqIvK\ncnVEGjqyjuhVYVy+TO6MYf+IMk9sZcsyu0N+n+6RRJjSAnv6lKdvP8ftVx7w8P6a2585xs5+iUdp\ngz73MU5WiVWfsGygNQ4W42Dl08rwwPP8BC1cdxpnGrXG2kNn9t9JmTaPRZIiaYoDq0fSFLDMM9Q1\nohFKjUDXxWsHdSdwbhHvuLds01VHIOKYv9SJlG9R7SnuOj/554wuqGeZ4IBEZK/MYO567+wQ9+Ok\nplh33qCTYMe7lyego8/30sE5mFRESiCdFdMe0hJ3eKqIrjHb4tr2YJToFGKCBFooYogtaEbJMEDz\n4vwQ10cjaJqyt0eUsdBNA7IYuPmZT0P3Pmm441Er18B1oit22KxN91pRZudL1oS2pkzBFQgSNASc\nfuRlu9t4STJS7x6SEB3N1Eb7ZkgFmwo2deiyj6Dq4SstB95ddhxJ4u6uUOYZDd5hK6usBW4kfA49\nUDZWkt+EOOkCbNQIll75t3a8HUw+xMw7+6uK7jPQOX/VwKKctOoZqlmjEKUoR1p497EE2B4f4xAZ\ncExr9HipNPdr51LibAWg2XK17+iBOShIVVGraCk8/tpjLscNH7z/Szx8f0lZvsXl+Ybz/cg0ge6N\n1FX64SUkPcJKoUwj81gZH1xG8FVqV+n6jqFXUoIa+umU7pDTA3Rb2L9qnEomyR3uLR9yerzh7KJj\nf/4P2HevU8tM0adcTR3rtKbkS1L5gGn8BHnoyWlBNwhXu3dZYPTrY05WPbv7bzLpJ7Hlmn4x0Sfz\nEl46dhtj8/5I/+Lnuf/od/Lc6SO6sfD4vV9mPnmF26+s6VTJpXPPg+y2HUiPEc7mMdIB2hC1dgC3\no/J6/g/kw9pxfLpE5SGxjkocnBmRkA+yB13EYmvVmByCuIUSSGiCixqH657DzKmaYBnySH2CVolD\nM4b2PkNp8oqkP9QtLssMXJbWfOq8IZX8YLCQN7tHZ4YkCJ3zmZP6WpY2QTAmWeLf2VC3HZS9H0bq\nHXhRg5SoNoTpctC/FM962Tplz36VObcryuaxkGXB8QnsLs74YPoqd14UTm48oJN7sUmVNibAFShB\nfdHeN3mKrjXinbEMVrMHSfPT3ij+oJsctmVpU/IFjQW47bNLJDkeqjS1y5LmuG154Be+MvMj/90P\nc/Txj/HNf/ib+I6jnv3VGJlFk7v5QhBZRtnucsSDVDJKI2ntTGvYY+vpKa1Lf408OgKm2xJAtqHW\n48OrBpcqSgQxbcqb5ooUW9EmXJcbAbMqzaLGAqC1oJs0m7G4RYcg2XBO37TXIymqOl5c5sLTfeXq\n/G0enFUevveTTKsbjPuZi/cMTTMk5yiu1/f9Hec9dZqp8wNSPsKsxKbJ1HLEJJmcJkpJTMVI9ccY\n6i3Skx03T1/luW+A/miPnL7CrrzEan/C03fOOXu4oMhT0CuyvMDRyTHb8oAsL6LzRK2JfvEcx/0l\nlgdUt6CZ/uiY2zc/xbjPTHXHXIS8XLLqekRhv7vkio50dIPFu3+FtP8ebj3/hEU2+uE2+wfKsFzS\nLYU+J3LT7oey5Zqa1qSFrSHjWdw12zVjTBwkiYF3q3pw8qAaHuXiWm+vuDKSbmKyj/U1YDaRZHRT\nDWm9eW3lCK7zbioj5zOqVKw4kV44xcr7TsJI14KQxgJwj9mGcfXX30ti76RrvrAE1usV1xpjhDyB\n5kMzKjarO9VHA8jXnldnIjXgrDnWdAdsA2sPhRYVMSHHyBWXZgI0+OPDXR+JoFlGKNuJTCIvbyHP\n36W+95RH77zE5Tjz8kszyxszJCe7Wk1Y1wVg3Wa5dP6/a0JzjcplcHlhkQiY2e2gcpSf1ReKY9Wd\nO6+HztB0QlM08nAaAzWxr4maepIkchnYv/sPePV3v8l0+UP8wz/9ST77H/5+VAbaHG6XaYlLzrTE\nQ5SD61Dkq6H1du12yywduxcv1QOI97k2LaiCJsOGCeqE9C5REwnCbixUtYNB2CFoE4YIEhwpc4oA\ncA0xeBo80HTErXy3pjYyOZRAvpR22IFP5zZcMxsu3n7K+faMs/s/xna8x7y7ZD89Yb/1AXlpKTBO\nyKJQpUPlFirvkhdHpHSElgI20pFJdUdKt1nlc/q+Y3GjZ3F0xKJ/jvWra+7ceYHuxqtcXApv/dhf\n4fL8mMuzR2weG1fnb3K2X9Lne2gtzLtzhnXHoltgpVLqu6Tak/pK13mwyTKyvyoMN/bk1R3YXDBv\nZ+rckW8vOFqDlvuUccOj91/j1i1h9/SH0PJt3LqnLI+VxVFCdcu8y0haI112Mng4ukP4HNQ4HDQO\nK5loVYk/8crBgg5FqjlMlXqslcUppIENDie5oMLGmBmvGBcYS4whmkDqGm1L+AC5Z4PnztdOyljt\nSMseoQd5gquaxjhEzeWR2oLt4FlngyLAS/lUYm065k2qmHl5bMGOMavx3qApY5qcCcEUazo797rB\n6jL4zLwsYE8jqM4ge0zWcVAQvQ8j6eyGLqKY9WCnnkB8yOsjETRTqiyWS9Ki0C039GPihX/+Ncan\nA7v3fp79zZt0a8iDl561d4cSYxnliHfBpJuiu9J58KR6WWmZ5v1I6UlLL3NNghAe3fiqfmLRTHor\nFDVXAhWlJOFv/PG/xpcuFqxfEmpv/KMf/Bq/cO8dbt7Y8euf3/LuT93n9osvglbyUuhUaNptlQoq\nB736IWts7kaSg7Ix4whhcuq7OleQpPhgMacRqQj9nNDaU0p3yCD1UQe3ogQqlVqdM1glBrOa00lS\n6tAyYzkF7sVBXukZozagE9e8PzPTOgJ3EqizYjIFkKUO3stI3e45f/SUaX3BxYNHXN5P7MZztuMl\n01SZZSSRWdmCdLRmv91RLh9QFzv6NawWS3K3wFiS6gnW+UC9WzdvcHT3NVbLFYvlQG9Lhn5FN13x\nM2+cs33ySzy5fx8u1rDYU+ctlUy5hJI2HOeeC9tx/wJO7A79y3dYz+ek+RVIxknOXFWlmLC1nqFX\ndpvbjPMZmjty7tifbbi62nLr3hHHt9cshmOku+L88Sl254Sj3VssNy+Rhl9gd+tzyHJwUvg8oeNA\nvzaSLUjJg1SyTE0tCPj999I3Minwgw4Oa8OyolOHdAWfL17REHwcdcZbn3+L/+Nn3yatF3zP93yO\n5xde4itLrBaHoyQyPIuxG4fRJgnBJ4eW4DamqMxdhNEjFFwQK4E3Ziw3l3dvfl1XSeJKPGserCnY\nBF7Z1JjJnm0msQTZU6WLtWq4MYi7kZFmb0TRR5Y7U3NrUK5CiglWlw5PaI0ArohkcnLvClKKxGnf\nQNgPdX0kgiYipL5Sr7Z8cRRu3TziY6+9wsMHT0jf8J0Mtwc/lPHFFL1ZDA2sLcccIP/TK1w/4VRd\ndoeaE9dzDAQL4m+8vb+aRmZHCrkVQdVRdC6UWfm+/+wlqpMfKYvE5z73Zf7cn/0Rtlcddz7xaYbj\nFbVUV9EU99tIHaRWah+64fEZD5uEqDgsCJ4cGkA1Rk2gGlTO65ZQSn4fvBBzaEFS9Zk8NQjyQSdq\nc32aaN6bCe1e+nseRFEHAnY0IBTk2Uw0MF0fKe9Z7fW0yon9bkS10OVMz8i8NUz2VMvM01NKTRTd\nMZeB1CfSODPqzGJlnBzNdN0psxXEevrFgpUo2zrT557++AapLmHqfcvmkc2DM9744JzF1Tn7MjJe\nPmFadpwuvHt9tC7Uez1vvjOjZWYuE+NcOD9bsXv/nOc+p5wsEl0RLidXWUlODFphhj4paajUqcNW\nHWsrvPn4ivm9RJlX6AkcLY3xauZCL1l8+gZ13DCNia88OuPlkyWp78j9kvWRIVNPTpFBirfl/ECK\nfF6CfmTpWqkWUyvbsqHhx7NBP5ERVBLFEm994W3+15/4GVZf+xoPuoF/sLrDt3/XS5xOLp8c+ra8\nGjWsBTd/uCbuhG4qPh5CE2KZ1Dn7I9mA6KPAwieUTOiDYo0EZt4toezCF2bioMYyh6gSPugsi/tC\nVBGuLRbroYnq6rHemS2OinpgFg23+6ilwmrOJKFdhloC/7WDOfIcQ+oUQ1PnUFn9VYZpGsrx8Ybx\nZKR72LO96Bg2z6N2Tpl7mLMTa4OP5TBgivLDTQ2UiurgHV5Vunw95Enbhq9AH2Tbqkh2TloLw1Yn\noPOuJNHeOHDE/LTdT9/AXJSiM3opvPDaMd/5G78G3OXXftu3kdLAWAsLyS5ZFIshZYlOzEskiaaQ\nyDPGGU23fu2g3RDFNqRMIsdoQDvNbq5lfmboHPpkU0rgpkZgp5JCpeRUpANtqDUeAk8ViMZRBPBD\nBqQH3AppbMx4nSSgHaYztcxcbZReJvbbcy4enqGSyaUyXhm2e0rf32LRF0YB08Rc96R5BUcrSqoU\nNWSCoRdqndnVxC6vuHnS0dPFwbFHbcuDtzPvPr4iTRNjV9hd+PTS43snrOqIHfV06Yh8PPH608Tj\nzYiOlUzBeMQGePKLA/pa5vbNNTJeoBVUlKHLzrEsFdUV9agwzwZ3b/Fanbk6v+LifEI1o2VJ7iHN\nxuatDf3rHZwtyMOGOVfSyQLddtR1dYXK7KV2l0IoEEGzcXw1TKC9rA4sH7yEBTAlq1IUyqTIINik\nzAl+4ud/lM/dWjLcPqWaUu59ni/+xGOePpm5McG3ft/nuFmCu9iSBwAJDi4CltFUPIDaSJ2NIaoN\nHQztFd27O7xFdudq+gARTMP3wxAJSKftSnGYyEIK1/jDgpC0MsYk0Xwo77PzNlLDg/ugQvnnbyhn\nSycwiSkK1RMmITJ5x4KzCVZrQHKC/WqbETSN8LNfzDz/6pJPvewL9PJ5If/cjqFf0xzNnXbmp4+a\nS9CSuZIgdd7w0NqRsvMVs4Y2Xbw7VqVCyaS+6abb4iBG8Dp61LTVKUp7QbGaKGYYlVJLOOoIA2u+\n9Td8JzWtOL17yn6c6c3QbEjpSF1LJTXIunHqtYZKnLokx0B9QJpEJqeHAOr/9lofnyMDrVUhCbPC\noq3/3PniT4KVeujGtiFW8iy9wpz4nts9tkaEj6utRrFDR70i9BYbIA4kCxjCJaiV9x9dIuWcsrkk\nU5mtYNlYLCupG+j7E7bzSJ6MaXKhAblHdcf28opue8r6VSHnzFUxbq+F46OBbugpVVEpXL1f2dSR\neVfoUVga+1GRZKyPF6R9x942pG5gkXv64Zibd96mlsp+mEhdz/5qpqQL9t2Cy7dPScU4XXcMdcO5\nGcv+eRZ01NUTcllT7IqzCvPlMevntnSLC756MZO3T8AGloOS9yuuVveRrxrb1SliSLgAACAASURB\nVD0+efsSrR3zPrNaFsomkxaKdUKqJSx/o+KRdtOD+iXJifPtDMOC3SCHtSsGMnTuG5oU3RUWj77E\nf/1Tmc+cgGTl4isP+dT3zHzm5g1OX5hJV4Z2jpM6I6lJOh2+sWjoSdHDuhiTcRLrQdjALrwyIzNs\nc6saYd4zwT0HG8/DYioHiCFJjvVZDrhqTUZnkSKYyytT+JI6+X6H2dKD5gFprygVkwWYG3xYY64c\nAF7f81mFqr2T/n3z/39hHH00gqapcP9Rwi6FJzdnunzFr3t3x2ZZYDKOAASSJVLTpLV6VvtoGPrp\npZGVeUAN7C/89FIF6WJlaiT0OSjDpqTUKBLEHCELQ1ZP51FjDju3JAkWyko6sj5Hn08oyyPMIosg\nukiHMri6VryBVl4vezwNAv8hkIv/eeDpNp4lcSOyUDR4aA7U0qkT1E1wPeAMWuUaozILu1euu/Th\ntu0TN6Flt/7ZmkrEA7qpZ6+I0Hk/KdyhWvYZeacIUne8/+ZbXFw94eTEyMcd3aPCOOP0kmHFvgrj\nzg8yvw0rUgfT3AEdJ68khmWiV+Hu6Qm3O+G8zox7o/SKTBtsENJOkGwMi+KwyVbJ/YKjRcf5ZsM0\nb8lpja46utUpt+6eUbVysYGaMgs2XM4VnQvTsrA5v2I9nLLoKsM4MiVhcZxJW2VOHZYGjo96pnFD\nmZb0t474testjy+eolUoqz37cUN6uuLotXfpjnseboSjZc9ClpwuBTooJTJdA9FCt+jcWSH4kQlD\nY7ysSyAdH/Q8zfnBjtI41izV5+TUOSFl5vaNnt90+x9T+lNSd5sXPn7ON3zHd/DZj73EQrtoGCUk\nZpVLCzJCNC1Hh4qaUbQNhDcOVbyctv4CK+7wTsphmhVVm4g3aw6YzyHq08a9CckZF8mcVngw3Om9\nokIRqUGW9yqtqZxMGsHeg3yKfeY6DBeiiKWA88THm0hDvZqoI2KBJOyfpmHH/x9XEnhpSAz9gtWV\n0d15jXsL2HU+GspkwsoKHRJqnVu9yYxaDqeiiqaKUkB7tGYfSOb1Bu6zR2RLFZsNTRkl0UWAcNVP\nGzLVkxgQ2XiSlTo3KRhnuiPBph7poHaZN37iIX/1L/8Z1scf57f8y/8C3/FbPkG99CCtWoNr5kHF\nisbrpUOpFamfG7AALfCoQZehViPJsw85fqfhPoPP2ymaGExQLejNPUlruJgLziQJe6wkzmVtGsvW\n+FHPalMiNLt7P7W9TnTaj3UeYC3cYiQHIdo3NJjb/O1mbt+8YLd7zP5KmJ6OXD3+KuN+wW4c2e0r\nRZ941q4TZhNz7TkVYTU8x3B0m/WiY0gLcjZ0P3ImPf0iM1nH/mKkbGZsgK7PrIfEdJzYfHlkN+6p\noky5cP7kgnHaQ75isVixWO5Ydj3Ht1cAPDqb2A+OLUrtQGaqCNs95Fsdt6VjO99nu+05Xr9APz9k\nP11Ceo4bRwt200Mut5l9Hljeu8n+zR333znn9LhjLlvmLyxZrz7PrVsvUV59Qn10l+NPfJLPfu4m\nizLCes2wOiLVc2yemCUheQGGHybotcgh6qAsDYH2NTF34tmgTM5NToVZOn7689/Lv/jvfS/lwQVz\nWfDlv/bXKZvnuLpvjMsVy5UyZHOuvDR4IBTaugEqlkaX0gKStv7Mj5RilTd+8Kvo86e8/LzLcEFR\nMZI2ZNNCy+65oHOkFySdMOmjTHczE//9juZpKVYjJ02gPSISpKASjaFlVI+LA5xUWPj7yhbVAaSE\ndHkEW5MC0jFm/10JVVFjiPDhu+cfXjv0z/RKSBpI9Yiu3kSPj6iLG6hV5lYWWnW+YQ2Wv4QEjYqb\nRbp9vQWX02IUgFXXnvugqPhv64CoYkUjkzK0gJZGu9hH91KxOmN1R0rm9AgU2DPNwv2v/l305Clp\n+Bp///98G3iKJnfV8bPSwrDCDZEbMbwlcQQAb3gw0vCiRAyrQR5vQL3ipPz2uu11CkiOQGdRKjcL\nLkIR1NQgDpI6fw8OjYZr6lZ1egm937MGezIEPOKYkJp4ZkClKX+VylyFD945g+XACkPLBem0MAyv\n06VL5v3IVKBUcU5e6WIAXKVfHjGsYdEv6XpB8jHVeqTvoVtROmE/PWa3ecRed+y2V4yzUhcvcPU+\nXD3as90VLs+3PHlyzmZ7yW66Yrsdubzccnm5ZVcE8pIbd1YszmbqrsfK9cREZWTaJPa7m6ThBl2/\noO4XzPl5hsUdUnfX/VvLklx6Fp0bwyS7yelLCd3N7Lcb9mXLZFv2dUd3V5jOC11+n6df/BHef/wi\n2gvz1VeZyrkHltwFbu/31A/5Zn2VDmdkc2dqjZskvhK8l7nwjI3C7mjiVhZWi4HbpxMnt/bcWkOX\nnDlhOmEURJs6KIFsfU9FsiG1ce4MdAnz2oEES5xvfoZNv4xkLSqY4kolb1YGHVAMlUsv3dhhEsPW\n6HyN4ZWcXS80jJ4iFVM3HBbwAEgFOfd7UhPOYe0j2G8xNojF3CPLiCbEFr7HVF0vr24kjkrstwps\nuXal+ZWvj0SmaWpcjpV0s1LzCr70yzx9+xuhPu8lQgW6gtNZyqER5JLKEUIS5QJ1LzT1MBWvBaU2\n7TFs43BeWc1CLuIlvrQmS/IF1RoeIk4WloTp3ilA1fW1aXnK6t4LzPcr+fI+miu1GCkVXxyWIpmb\nvaxqtMYUoS84a3Ge0wZAYThFCTDJNFOQa16kA/KZGZERqwuXe0bzSXIYNoSZh3fApd3x+E8LqsVL\nIumCehQh2WZEjvx0jhJfo0nh3ykHodg5dKX27K4ecP/pfdK0YXhuzf5hRz+MLG9OrHcTZ1crUjmH\ntMKYgqqYWZUFw/KIvlsiuWPWPVp2DHlByUqZP2B8csV+W6GckHrPUEvpubz8Ak/efpddMcYLZZ4L\nU5kYxx2WRsQm5nRKqRM6w+rGbU66gdUrI9vz+6icHrIHLcIohW63YbdesBiOKPIe0+UDhhsTkhNS\nCmM5Z5kzPYW9dKRxT7cw+jQyTR0pGTkVdH6Fq6uZl1+4Td8Zgxpv/dyPs/6uj/N8t2TeF7oBcu+W\neVpcPpg7iW5zW+chL2wHmxBYXEK0IpQwLzG6YWDx4hlX+ZgvXA3cuLWk+/jHuXf3mMEMyZWUM0IX\nMOM2vKiPwEbcFX0DNBpPhbxDpaezAjaRLR8kiL4HFVLnWaXgdGOWwBblBshw6M5LI9ELntiIBL+4\nw+wSAiST3NFELGJCYhlrtmWFCZEJzMUojnwdAVv/awlFnuxBFiQTdzwrGWP0vRlc6lbnfZjrIxE0\nfcTHlulp5eJ4wb27L7H54JfoulV0ngXjyJsUNIyyHEpGOwSBOKxaL6VU55VZwTRdu6PgdnRd1iDK\nJ9pAdCOR8oDJiFn4AlrvGVzKwf0U0AVC4eV/7ht5/wd+hFlu82t+3zdRN3eodSI3SIDQvKYA1lPD\nefAPGdxGV1kEeT34c9cWbOYPNkBYJ8OHV2gimjCGafHAaS41Va3xuy1ANqjAM0OfzbKPm+VB3Bd/\ne5/QqFszHCF4ogEOHQw/Z6axsp+eMG62TLUidYRz6LLRp8xULiB/M/3yH7OoA5oq27mikyulVieZ\n3N9E2VCnc6odM/QVujO2uyu2T0cun3TkmlncLiwskWSF2g0uH11weSHMtme33zNNW3Sn7GWDiJdt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e8/gYupAxpZ0tSVue9nhRPreKSYA510tSquiVseNvQ7KyCQugqn7jvGRj3Sf1p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\nobAAJWgWCoXCApSgWSgUCgvwL2tHsikrfkReAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff464047a90>"
       "<matplotlib.figure.Figure at 0x7f176c7fbf50>"
      ]
     },
     "metadata": {},
@@ -112,7 +112,8 @@
    }
   ],
   "source": [
    "img_name = '15/frame_00500'\n",
    "img_name = '05/frame_00870'\n",
    "# img_name = '19/frame_00231'\n",
    "img_path = os.path.join(DATA_DIR, 'data/hpdb/' + img_name + '_rgb.png')\n",
    "pose_path = os.path.join(DATA_DIR, 'data/hpdb/' + img_name + '_pose.txt')\n",
    "img_name_list = img_name.split('/')\n",
@@ -126,8 +127,8 @@
    "\n",
    "# Loosely crop face\n",
    "k = 0.35\n",
    "x_min -= k * abs(x_max - x_min)\n",
    "y_min -= 0.6 * k * abs(y_max - y_min)\n",
    "x_min -= 0.6 * k * abs(x_max - x_min)\n",
    "y_min -= k * abs(y_max - y_min)\n",
    "x_max += 0.6 * k * abs(x_max - x_min)\n",
    "y_max += 0.6 * k * abs(y_max - y_min)\n",
    "bbox.close()\n",
@@ -159,7 +160,7 @@
    "print yaw, pitch, roll\n",
    "\n",
    "plot_pose_cube(img, yaw, pitch, roll, int((x_max + x_min)/2), int((y_max + y_min)/2), size = 100)\n",
    "cv2.rectangle(img, (int(x_min), int(y_min)), (int(x_max), int(y_max)), (0,255,0), 4)\n",
    "# cv2.rectangle(img, (int(x_min), int(y_min)), (int(x_max), int(y_max)), (0,255,0), 4)\n",
    "\n",
    "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
    "\n",
@@ -169,24 +170,48 @@
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "execution_count": 90,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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db/01/dockerface-frame_00096_rgb.txt', '../data/biwi/data/hpdb/01/frame_00252_pose.txt', '../data/biwi/data/hpdb/01/frame_00324_pose.txt', '../data/biwi/data/hpdb/01/frame_00490_pose.txt', '../data/biwi/data/hpdb/01/frame_00328_pose.txt', '../data/biwi/data/hpdb/01/frame_00020_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00139_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00339_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00029_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00417_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00233_rgb.txt', '../data/biwi/data/hpdb/01/frame_00291_pose.txt', '../data/biwi/data/hpdb/01/frame_00347_pose.txt', '../data/biwi/data/hpdb/01/frame_00206_pose.txt', '../data/biwi/data/hpdb/01/frame_00184_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00398_rgb.txt', '../data/biwi/data/hpdb/01/frame_00238_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00157_rgb.txt', '../data/biwi/data/hpdb/01/frame_00149_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00409_rgb.txt', '../data/biwi/data/hpdb/01/frame_00092_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00306_rgb.txt', '../data/biwi/data/hpdb/01/frame_00405_pose.txt', '../data/biwi/data/hpdb/01/frame_00479_pose.txt', '../data/biwi/data/hpdb/01/frame_00315_pose.txt', '../data/biwi/data/hpdb/01/frame_00007_pose.txt', '../data/biwi/data/hpdb/01/frame_00413_pose.txt', '../data/biwi/data/hpdb/01/frame_00082_pose.txt', '../data/biwi/data/hpdb/01/frame_00148_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00061_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00202_rgb.txt', '../data/biwi/data/hpdb/01/frame_00057_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00010_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00491_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00107_rgb.txt', '../data/biwi/data/hpdb/01/frame_00111_pose.txt', '../data/biwi/data/hpdb/01/frame_00299_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00087_rgb.txt', '../data/biwi/data/hpdb/01/frame_00453_pose.txt', '../data/biwi/data/hpdb/01/frame_00237_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00070_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00366_rgb.txt', '../data/biwi/data/hpdb/01/frame_00196_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00351_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00380_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00007_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00136_rgb.txt', '../data/biwi/data/hpdb/01/frame_00427_pose.txt', '../data/biwi/data/hpdb/01/frame_00288_pose.txt', '../data/biwi/data/hpdb/01/frame_00473_pose.txt', '../data/biwi/data/hpdb/01/frame_00429_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00343_rgb.txt', '../data/biwi/data/hpdb/01/frame_00360_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00064_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00461_rgb.txt', '../data/biwi/data/hpdb/01/frame_00461_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00192_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00108_rgb.txt', '../data/biwi/data/hpdb/01/frame_00158_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00036_rgb.txt', '../data/biwi/data/hpdb/01/frame_00042_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00479_rgb.txt', '../data/biwi/data/hpdb/01/frame_00232_pose.txt', '../data/biwi/data/hpdb/01/frame_00200_pose.txt', '../data/biwi/data/hpdb/01/frame_00153_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00381_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00453_rgb.txt', '../data/biwi/data/hpdb/01/frame_00384_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00177_rgb.txt', '../data/biwi/data/hpdb/01/frame_00104_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00273_rgb.txt', '../data/biwi/data/hpdb/01/frame_00176_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00158_rgb.txt', '../data/biwi/data/hpdb/01/frame_00399_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00429_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00199_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00121_rgb.txt', '../data/biwi/data/hpdb/01/frame_00362_pose.txt', '../data/biwi/data/hpdb/01/frame_00251_pose.txt', '../data/biwi/data/hpdb/01/frame_00337_pose.txt', '../data/biwi/data/hpdb/01/frame_00359_pose.txt', '../data/biwi/data/hpdb/01/frame_00154_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00329_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00115_rgb.txt', '../data/biwi/data/hpdb/01/frame_00243_pose.txt', '../data/biwi/data/hpdb/01/frame_00033_pose.txt', '../data/biwi/data/hpdb/01/frame_00126_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00396_rgb.txt', '../data/biwi/data/hpdb/01/frame_00283_pose.txt', '../data/biwi/data/hpdb/01/frame_00110_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00146_rgb.txt', '../data/biwi/data/hpdb/01/frame_00010_pose.txt', '../data/biwi/data/hpdb/01/frame_00087_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00354_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00193_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00171_rgb.txt', '../data/biwi/data/hpdb/01/frame_00187_pose.txt', '../data/biwi/data/hpdb/01/frame_00415_pose.txt', '../data/biwi/data/hpdb/01/frame_00173_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00006_rgb.txt', '../data/biwi/data/hpdb/01/frame_00449_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00443_rgb.txt', '../data/biwi/data/hpdb/01/frame_00219_pose.txt', '../data/biwi/data/hpdb/01/frame_00168_pose.txt', '../data/biwi/data/hpdb/01/frame_00249_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00206_rgb.txt', '../data/biwi/data/hpdb/01/frame_00028_pose.txt', '../data/biwi/data/hpdb/01/frame_00481_pose.txt', '../data/biwi/data/hpdb/01/frame_00312_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00074_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00317_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00420_rgb.txt', '../data/biwi/data/hpdb/01/frame_00066_pose.txt', '../data/biwi/data/hpdb/01/frame_00361_pose.txt', '../data/biwi/data/hpdb/01/frame_00472_pose.txt', '../data/biwi/data/hpdb/01/frame_00071_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00092_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00424_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00471_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00494_rgb.txt', '../data/biwi/data/hpdb/01/frame_00319_pose.txt', '../data/biwi/data/hpdb/01/frame_00090_pose.txt', '../data/biwi/data/hpdb/01/frame_00253_pose.txt', '../data/biwi/data/hpdb/01/frame_00116_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00255_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00394_rgb.txt', '../data/biwi/data/hpdb/01/frame_00167_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00320_rgb.txt', '../data/biwi/data/hpdb/01/frame_00349_pose.txt', '../data/biwi/data/hpdb/01/frame_00102_pose.txt', '../data/biwi/data/hpdb/01/frame_00100_pose.txt', '../data/biwi/data/hpdb/01/frame_00162_pose.txt', '../data/biwi/data/hpdb/01/frame_00408_pose.txt', '../data/biwi/data/hpdb/01/frame_00214_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00309_rgb.txt', '../data/biwi/data/hpdb/01/frame_00258_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00428_rgb.txt', '../data/biwi/data/hpdb/01/frame_00235_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00455_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00059_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00213_rgb.txt', '../data/biwi/data/hpdb/01/frame_00080_pose.txt', '../data/biwi/data/hpdb/01/frame_00434_pose.txt', '../data/biwi/data/hpdb/01/frame_00036_pose.txt', '../data/biwi/data/hpdb/01/frame_00431_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00383_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00278_rgb.txt', '../data/biwi/data/hpdb/01/frame_00341_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00004_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00153_rgb.txt', '../data/biwi/data/hpdb/01/frame_00467_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00067_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00173_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00267_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00415_rgb.txt', '../data/biwi/data/hpdb/01/frame_00139_pose.txt', '../data/biwi/data/hpdb/01/frame_00290_pose.txt', '../data/biwi/data/hpdb/01/frame_00142_pose.txt', '../data/biwi/data/hpdb/01/frame_00327_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00162_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00175_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00356_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00330_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00312_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00112_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00474_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00114_rgb.txt', '../data/biwi/data/hpdb/01/frame_00475_pose.txt', '../data/biwi/data/hpdb/01/frame_00482_pose.txt', '../data/biwi/data/hpdb/01/frame_00035_pose.txt', '../data/biwi/data/hpdb/01/frame_00488_pose.txt', '../data/biwi/data/hpdb/01/frame_00220_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00450_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00399_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00276_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00091_rgb.txt', '../data/biwi/data/hpdb/01/frame_00308_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00244_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00149_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00094_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00084_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00038_rgb.txt', '../data/biwi/data/hpdb/01/frame_00094_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00229_rgb.txt', '../data/biwi/data/hpdb/01/frame_00279_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00291_rgb.txt', '../data/biwi/data/hpdb/01/frame_00440_pose.txt', '../data/biwi/data/hpdb/01/frame_00128_pose.txt', '../data/biwi/data/hpdb/01/frame_00247_pose.txt', '../data/biwi/data/hpdb/01/frame_00144_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00081_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00204_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00055_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00293_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00290_rgb.txt', '../data/biwi/data/hpdb/01/frame_00358_pose.txt', '../data/biwi/data/hpdb/01/frame_00386_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00021_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00283_rgb.txt', '../data/biwi/data/hpdb/01/frame_00441_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00104_rgb.txt', '../data/biwi/data/hpdb/01/frame_00068_pose.txt', '../data/biwi/data/hpdb/01/frame_00417_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00152_rgb.txt', '../data/biwi/data/hpdb/01/frame_00034_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00388_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00046_rgb.txt', '../data/biwi/data/hpdb/01/frame_00222_pose.txt', '../data/biwi/data/hpdb/01/frame_00088_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00127_rgb.txt', '../data/biwi/data/hpdb/01/frame_00390_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00179_rgb.txt', '../data/biwi/data/hpdb/01/frame_00296_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00063_rgb.txt', '../data/biwi/data/hpdb/01/frame_00221_pose.txt', '../data/biwi/data/hpdb/01/frame_00439_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00344_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00236_rgb.txt', '../data/biwi/data/hpdb/01/frame_00444_pose.txt', '../data/biwi/data/hpdb/01/frame_00211_pose.txt', '../data/biwi/data/hpdb/01/frame_00208_pose.txt', '../data/biwi/data/hpdb/01/frame_00231_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00062_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00297_rgb.txt', '../data/biwi/data/hpdb/01/frame_00113_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00230_rgb.txt', '../data/biwi/data/hpdb/01/frame_00160_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00322_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00487_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00350_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00371_rgb.txt', '../data/biwi/data/hpdb/01/frame_00060_pose.txt', '../data/biwi/data/hpdb/01/frame_00107_pose.txt', '../data/biwi/data/hpdb/01/frame_00197_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00027_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00268_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00341_rgb.txt', '../data/biwi/data/hpdb/01/frame_00332_pose.txt', '../data/biwi/data/hpdb/01/frame_00030_pose.txt', '../data/biwi/data/hpdb/01/frame_00014_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00085_rgb.txt', '../data/biwi/data/hpdb/01/frame_00114_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00151_rgb.txt', '../data/biwi/data/hpdb/01/frame_00025_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00050_rgb.txt', '../data/biwi/data/hpdb/01/frame_00501_pose.txt', '../data/biwi/data/hpdb/01/frame_00466_pose.txt', '../data/biwi/data/hpdb/01/frame_00255_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00164_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00068_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00331_rgb.txt', '../data/biwi/data/hpdb/01/frame_00480_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00386_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00216_rgb.txt', '../data/biwi/data/hpdb/01/frame_00368_pose.txt', '../data/biwi/data/hpdb/01/frame_00181_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00353_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00072_rgb.txt', '../data/biwi/data/hpdb/01/frame_00282_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00250_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00124_rgb.txt', '../data/biwi/data/hpdb/01/frame_00402_pose.txt']\n"
     ]
    }
   ],
   "outputs": [],
   "source": [
    "import glob\n",
    "image_list = glob.glob('../data/biwi/data/hpdb/01/*.png')\n",
    "image_list.extend(glob.glob('../data/biwi/data/hpdb/01/*.txt'))\n",
    "print image_list"
    "image_list = glob.glob('/Data/nruiz9/data/facial_landmarks/biwi/data/hpdb/19/*.png')\n",
    "for img_path in image_list:\n",
    "    img_name = img_path.split('.')[0].split('_')\n",
    "    img_frame = img_name[2]\n",
    "    img_name = img_name[0] + '_' + img_name[1] + '_' + img_name[2]\n",
    "    pose_path = img_name + '_pose.txt'\n",
    "    img_name_list = img_name.split('/')\n",
    "\n",
    "    img = cv2.imread(img_path)\n",
    "\n",
    "    pose_annot = open(pose_path, 'r')\n",
    "    R = []\n",
    "    for line in pose_annot:\n",
    "        line = line.strip('\\n').split(' ')\n",
    "        l = []\n",
    "        if line[0] != '':            \n",
    "            for nb in line:\n",
    "                if nb == '':\n",
    "                    continue\n",
    "                l.append(float(nb))\n",
    "            R.append(l)\n",
    "\n",
    "    R = np.array(R)\n",
    "    T = R[3,:]\n",
    "    R = R[:3,:]\n",
    "    pose_annot.close()\n",
    "\n",
    "    roll = np.arctan2(R[1][0], R[0][0]) * 180 / np.pi\n",
    "    yaw = np.arctan2(-R[2][0], np.sqrt(R[2][1] ** 2 + R[2][2] ** 2)) * 180 / np.pi\n",
    "    pitch = -np.arctan2(R[2][1], R[2][2]) * 180 / np.pi\n",
    "\n",
    "    plot_pose_cube(img, yaw, pitch, roll, 350, 250, size = 100)\n",
    "\n",
    "#     img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
    "    cv2.imwrite('biwi_out/' + img_frame + '.png', img)"
   ]
  },
  {
@@ -198,9 +223,9 @@
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda root]",
   "display_name": "Python [default]",
   "language": "python",
   "name": "conda-root-py"
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {