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| {
| "cells": [
| {
| "cell_type": "code",
| "execution_count": 1,
| "metadata": {
| "collapsed": true
| },
| "outputs": [],
| "source": [
| "%matplotlib inline\n",
| "import numpy as np\n",
| "import torch\n",
| "from torch.utils.serialization import load_lua\n",
| "import os\n",
| "import scipy.io as sio\n",
| "import cv2\n",
| "import math\n",
| "from matplotlib import pyplot as plt"
| ]
| },
| {
| "cell_type": "code",
| "execution_count": 2,
| "metadata": {
| "collapsed": false
| },
| "outputs": [],
| "source": [
| "TRAIN_DATA_DIR = '/Data/nruiz9/data/facial_landmarks'\n",
| "AFLW = os.path.join(TRAIN_DATA_DIR, 'AFLW2000')"
| ]
| },
| {
| "cell_type": "code",
| "execution_count": 20,
| "metadata": {
| "collapsed": false
| },
| "outputs": [
| {
| "data": {
| "image/png": 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MPsWX1VGXsR0vS9MWanOTN5lC9X99QzYX3CInbH2TLyoFNDGKRaSwJmOtJJRK/D6J+W5R\nao71LN9hBRJXzK0JoFYMr364nJSOPUfNl+Ys2q7TIu9zUbowTKFOp1kIk07t86b6eOubqCnuVdhD\ndc0ibq7N7+tu3POurY+nucjnuXPXwbjq74qhxXH8UHTvs5AUms9VlJu+SsZTJV6t5iu3xej7SlU8\nbf9Nded81qZjLCrU320pKvDI1X047mw0S8yaJDlMun6aL/mpRlrDLYBjQTF1fb+eBaoOhFaLrnKY\nqSP709SMprhbj02YRHUgcFJ7daY0CcuoSzTN708i4cyiOtNqjqv6rnIpd86NnMWqwiz165tOV82k\nKBVOUndLr5htJTnUzdvVGEbqRDm+6n02c2JMWl8jEFPG66Uu6Y3uaazrZeNN6u2dRgW/IEzh+Gae\nxVHPktOexHzWFKvrDKKKF6gWbjOTU32hV2JsURRHFmDzdK4vzObJv+hzXXSaCaI1cJu6+jPtvubc\nVPNHyYQrplBZkUQkOL7J8Tar77XWJCureO9HQXAw9qL0xXGzbbUmlFJg9Kkkj1nv+3jWw2p9+PLn\nEYt9EGZ7aB27fkl9ahadhClU9zVVhUrkngTuTWq7urbyyKwAxGZ71ck2CxOYBxxeZGpu8CZzhKNI\nfv35mypOxXwr5lz3XanmuyiK0WatLCvV3Oe2OJLJqgnQDvJghYmiiFarNUoSnOc57SieON4KoHUN\nNXNZWmZPnKafuexDRH5dRO6JyCu1zy6JyB+KyA/K/7dq3/1TEXlDRF4XkX936RHx3jltLErVgmmK\nf/X/6yaxSlqo3z/JRDlJbG6mW1s0/dqjRM1naMYv1NdDnSnU57EpPTnnRqe5tZY8z8mybKTOZVlG\nv98fbfy6OF9JEVVKv4oJKKUYDAbs7e1xcHBAmqYjhhLH8ZFI30oCUUqN7q0Y1SQV7KxpEmNdlBaR\nFP434H8CfrP2WVXw5ddE5FfKv39ZRD4B/H3gk8AzhPTvP+arut1TyQNjHXiWfTZQ80GP8zbvw09T\n9A59jWlcSry6bxwYFPqfrHePpYFwTzgRBKV02a7HubypJpZjkVLcK1BKaLUM1gpRZAglzUOfxgS7\neRiLH31eDUVq4JGzDb97N+5PRILF6ohaEmzbo98bi0chY8mTCYxajZmatXlj884XVWe9X+sLpPwX\n2h+Dq9aCFoXWYSMH7CSAbMYorHKjzR/HManLSLOUPM/RWtNqtfBOiOKESBu01sQmwpRM+8DnQQ1w\nJYN3oNBhPoBW1ifNM2xhOdh9QF5u/NXVVXIT2hdlkLyAElPCeQSIREFZvk2J4pjE35iPZTa0982c\nFQvfeozmMgXv/Z+KyPONj6cVfPlF4Le89ynwloi8Qcjw/JWTD3FxE+Ska+s6+GnVjLp4Wkf3698v\nw6Gr6ytnqAo8gzGu0sz7V6d6F2O9u9rF1f/hJ3xXjcsfaWMSMHXcrv0QXa79GDMHiLQ5Ms/WCc6C\nOI+ICbzLg3eeYToYncj7+/tkWcbe3h55nhPHMaoVjwBFE0W02202NjZG0oAdpGHOxYOTUINRgYgJ\nruydNrFv4ZwjTVOG+/t0u12yLGNzY4PcQ5IkKK3JnMMT+IuIIO5oktfzjKQ9DZ10VNMKvjwLfLV2\n3Y3ys2MktboPTzfqPjSBxnlI6jzAbRaINWFcM9uo67CT8ISm/j+P6lLRcfDQIVKd5u4YbjCp9HmT\nedXnsCntzJrjs8RtlqUmU1Ai2PLU9d5jaXgClvM9GAwY5F16vR6Hh4fcunWL69evs7OzM4pUzb3j\nsNfFGEOr0+bS5ctsXtri6jNP89xzz/GJ5z5M0mqDV6TDIV4JTsCLRXuHLUUwRfBkffbZZ7HWsnv/\nPtu37gCwcWmLS5efCNKpEmwlTZbMqG4xuYh0albl/fSCL3Pu+zzweYBP/vjHj9y/iL2+8Um93ZnX\nzgPkjksdR237zaCrpr47D+CZJhpWm7Q+vmYMx/GNO8l1uqZeCFQotHNjKUKEUoUZMxGtj2ezOjq2\nhtpUq03YdACq+qxLIE3wdZofhYhA6Wqcl1KTL/zIvKuUIrXFEXS/GA7o9/vcuHGD7Z1bvPPOO9y8\neZPt7W3u378/Uh2896SHPfKiQLRCRYak3aK9skKr02Z1fY2PfvCD/IW/8JP8zM/8DFubTzAcDkFA\nG00cJ/T7veDfoA2eYJKMjOHKlStc2dhi98EDdu7e47DX5YnLl1nf2sR6R1rktKOIoigwxoysEPV3\nMAmIrueFqA6QRRj0aZj4SZnCXRF52nt/W44WfLkJPFe77gPlZ480VS9imt/DuZ2izU3fEGJmQTX1\nTTZ5eNVZXG1iVW788J33Y/8LNQI9PX6UjMVMXcxN9an5dx2Mq3sQjsYu42SnFcOp39/fO6DfDzhB\nt9ul2+1y584drl+/zq3b17l37x73798fqQ9HLADdQRhPudmGBwd0I0Or1eK+Urz7gzd46623ePXV\nV/m5n/s5PvbxT6K15vb2PdrtNleuXCHynnyYBsDSZjitSZIE3YnYENBxxIP9Pe7evctgMGB9a5NW\nkmCzfDQXFZNqSpvT3uXDpJMyhargy69xtODLvwb+hYj89wSg8UeBr89tTZYzt8xsakm0dVExue4j\nMOn+87AGLIOlzPr+JPM3KYtV/XSvROBJY6jwkUqlqksL1WlXhZ43s1cBDF02dkce+pElodLH79y9\nwf3793nw4AG7u7sMh0Pu3bvH3bt36R126ff7DAYDIOj31X3WWkw7GfUlHqLyGVtxgvee+/u7fPOF\n+3zzm9/k5u3b/NXP3WNz8xJvXruGtZaf/dm/wgeeeZbIGNqtFjYL5uRBr4+KDHEr4cm1VaJWwq2b\nNzk8OECJYDY3Rypd5ZcSRdHMQ2URyXPeezwJzWUKIvJ/EEDFyyJyA/gvCczgWMEX7/13ReR3gFcJ\n5oT/eL7lAWA2MLeMfrusLrzI9XUMYdJ3TbBxEvM4CU1ySDn6/WxHmGUWVZMJ1BlA02tTREY290n4\nyVFrgR19XxQFaZrivR+Z6apTXERG9v4eGcPhkDRN2dvb48aNwAQq0+LgcJfd3V1u377N7u4uSZKE\nzwcD8EdjGJQonPMM02EYWxLRK/ooBI2glUIjFL18VFnMdAxZbvna17/CSy9/m3Znlf3uIWma8sd/\n8qf8zb/+N/g7f+tvs/pEB5uVmbzjhG6RkmcOlaV0Oh0+9rGPsbtzn3u373C4u8fVDzxDq9UaqUFN\nH4tJ76/6btk1dZr1Jw9bNJlEn/z4J/xv/a+/Of/CkpogWVP8miSSVZ/N8/k/pt82qPl91X7T7XiS\n59oknXHecy06D5OAwmnfVffOonmOV6ijEkW1wCtkXUTwSkjTFOsD0h63WgDYfp8sy9Bac//+fQ4P\nD0cp7HZ2dth5sEu322Vvd4dut0vv8JCD/X16vcORhFGv0FRXR5wvnb/KMTkpvQp9wINyI+TDADpG\n2qBLT8RImyM+B3VJaDAY0Ol0EBHSrE+7s8Jf/fm/xi/83V/iJz71k0QmoTdMWS0KvPd0u12wYQ7u\n3L7NcDjkypUrZInjuWc/gHMQKU2eWYwyQUXyntzmI0tUPc1g9YxNbKEp1U2i+nUf/PiHv+m9/+zM\nF88F8Wj8YaBpwFr13aJtnKTPh0HNhWftWO+vM2DvPVqCk4/1QUR2Hh7c3+Wge8hgMMBnGffu3aPX\n67G7uztSAdI0ZXd3l4Nel8FgQDroBWBOBUuAtUGFyAs3whuSJME6VwKpClsDg7MSkLRlDgUn4FzJ\n7JwH5XF5YDBZySiqYK8qTX/l21Ax/aIo2N3d5ctf+hO27z3gL//sX+Ev/9zP8fRTz+Kw9Po9RODe\n7jbfe/VVDvb2UR7W19fZ+sCTxKK5fPlJVCui1QrAY+GCqhSpaMSMKixkGt4w6QA8K3rfMYVpmMBp\n26w770xSIxZ9ccts9EUlipPQLKsMMHLmER9MhnkRPPiKosCV7sPOOXql1eDGrZtcv36dO9v3AMeN\nGze4e/cuh4eH9Pv9EdNJ03SEH8RGjQDCJEkwph1OUMfoFHWA9R5bi0AtfM0DFB+YgYC3FpwrGUKQ\nGo2ME9dUzKRiCNVnURTR6/UQEdbX11HasLOzy5/92Zd56+1g8vyFX/i7aFewtbXF3u4DfvDmG7z6\n6qtcvfIkLRPx6ne/S/vGNVZabYwoLl+5iokBXUa+Kk3MUZWtMl9OYwqz3v97YX14ZGkeUzgJoDNJ\nd59ktlwE3zgrJnLak2OSOnL0g7CJsyxFROhWp3uaYgcpg8GAbq9Ht9vloBd8B/YPD+jt79MtTYi9\nXm8UezAYDEZ9Vhme8CVzUSr4KtgwjqyoWVV8kBCUCLaweO3xPpgyTVzlzyxBThyuKK1I3iPOgw7f\nxa0EnB8xpMo9uSoHV2EjjoRhv4/W4cS/v32P3/vd/4det8s//If/AIflez/4Hi+//BKf+PjH+KnP\n/EVsmvFnXy74xkvfYG11FT7zU3jv6ayts35pC6s0FkdRjIHYelZymKxqzlJzfyiYQn0TzYskm7SR\nJ3HNWddNo7qVoXnyV21OYyRN2/sizGDSddPGOI2hTTpJ5vXdPIEmSTV10bV5vSv1+ixN6fV6QV0o\nxe7e/gH37t0LCHsc8+DBA27cuMG9nW3u3r3LzsHekVDyrMgxcTTafJWjkSldvJ1zqDK60TlH0lob\nxzbUMisJQYIpSlHfe4+zFqU1YgzKOVxhwZV+GiXmAeN4h2JYjHR6Ywx5HgDIJEno9Xqkw4wkSSiK\nggcP7rPaWSHr93jxha/yoz/6YYqi4P7de2xsbfLMcx9ge3ubw/19PvDB5/jEJ3+M//pX/xs2NjaI\nWgkqMrSzFZJWi0GWkufuiA8DjLGqOI6PJJutaNLaa67zZRnEhWEKi56ms+59r6nODM5azztvqkTn\nelGY+gI8flJZhuWJn+c5aRqkhO3tbWJjMLFmb++QO++8xc2bN3nnxrvcf7BLr9fjoD8o1YEgHtfD\nkEXGDtYji0i5uUXK4CUX4gqiMh7EOQfeY7SmsA5xDiVShq1IYBwOtFZYKb0JrQsWFA+iwzNWQGPl\nKFWNpz62KshJCDEfrsiI45iDvR2+8Lv/JpgZnWdra4v9vV2G/QHPPfMsn/vc5/jpn/w0v/1//Z+8\n8MILrK6t8cEPfYg7N2/w3PMfpmUiilJKCfM7Dvaq/16nSRv/LNbchWEKcPLNPeu+88AQplFd0pl0\nel9kakoJdbS7oiOShbXkacr97e1RBGCRZQz7fTJjGKRD3r19i+985zvsHx6w8yCAicYYWisdnHMM\n8+yI81IFHmpfboTSpViPvg8mUOMLPB7Rgogi8ITwvXURhRcosYJCldYHQn5GrQ05BdY5xJXu4CW4\nV3gXgpYYh7XX82HEcUxeBKxEK0WsDWk6REswq1773vfRUbAm3O102N7ZIUkSfvqnf5oP3v4oH/2R\n5/n3/u4v8Pl//s948OABNh0y6PbIul1WV1eRMgvUNEvaNCn4LM3gcIGYwqQHX/Z+mK8LnxZDmEXN\nDEuPEtXF0GqDwlFX6/pptL+/x507d0ZFb4bDIf1+n6tXn+TGvTu8+O0X+c53vsPte3dZXV3F4RAt\npDbH+3Hmo6pw7SgdWp4jUiZPLTeE0RqjNRWPWmvFR9S86vc8z/ESBxCyHHcSxeE7F4BQp8dRrB4o\nvMOWDKF6tiRJRmOpslpXjkbpIMMVBSqKiGJDnmYUeU4caWIlaCVkWcr9QY+rTz3JQb/H1779Dd68\n/TZvv/F9fumXfolPf/rT7B884Pbt2zz/oQ/RfbBPhCJZ2ziWrasZeFfRJNVxFsawDF0QpuBBHNWz\nVCHCdZoVD+GxVHMmqrnpm201mMSk64VR5J0Sc0zvr+vauu6bUAJYI4lhwknbxD6O2Ju9P3I/ExjY\ntJfe/KwZaFXvq8kAmqKniGAr010J5OFDQJBzjp3tbX7wyndxeJ555hkG6ZBemvLWjXf55ksvcvfm\nu+ze3yO3BUnS4uCwj0PhvcF6R5IJzigKseTOolSEoFDOg3UYDe3E0DERK4mhE2laRhMJRFrhTAAi\ntRa8dXibk+cZTjR9r8AkIYqxCAV+PWBRWKNwXpNbT+HAekdWADoCCc5TKIcqw+WNCtYVgyfynsQY\n8niFbJh2wj6HAAAgAElEQVRiC4dNIEpiEMfhoIeSiMgLrZU2a3FgRi7LSQcDbnf7/PNrv0mKp7W1\njleam/du8ROf/gkGaZ/uYB/ikMPBS4GOBCcWp8bxD66wE2NVBVC2+mYc33JSuiBM4ShNOt2bQMqs\n6+e1tUzfJ71m1n3TMIfjCP/5STVNqsxgIuMUcojD2xAHobXmcO8AgFu3buGV8GM//uM82N+j3+/z\nlT/7c779nZc5PDykN+iVzkWazAaHHk/I2+CcIwuKfPAf8AXGG3xRoAQSbdhoR6y02rRbhk4cE2lF\nYkLqUa01BSEXgVIKE4OzmtyE/JjKyuhZYl1t9NLlWgveKaTVYmhz0qxAicdrjSiF0ePcmSKCUaFN\no8bS31qrw36aYp1FnKe90qHfO6TIctY31o4UC+p2uyNJoygKImP44z/4w1FNEKM0h70u7bVVDg8P\nKfb2eOqpp1BeHWHcUOZ2nPH+5gURLrN2HgmmME8/n4W0Lqs+HNuYjW5P4xsw7973minUk50qZfHO\n412wCBR5Srvd5vXvv8bNW+9y9emn2X6wyyuvvML3v/993nnnHdJeH5tmDMuCu9iCwpbZosThg/cQ\nhdYoFXR6jUdcRiKalSRhJWnxZCui3QlJUEw4xDFVkRYpSFQnqBLO44MMQlQmXWmVG7swgRHkUZjD\nKvTaWY2ONR2vSU3O/tCR2SAdRrGAT0ZSVoUNHYn5EGjHEd4btIT4CREhScJ4pfzMFRYtCkvAPUQb\nsJ47N27x1DNPkyQJb751jWvvvs2nPvUprIL97QMGgwEmjkLsRzzGGE5Ly6zXC8kUmlShr6fFHc6C\nzsqycNGsEyLjSMLKecd7i7MW63JcYekNerz22mtsbKxjxfO1F77OW2+9xeuvfQ8pT+csy9AmDr4H\nWTruwEPpSgQVPuAtxjtiYL1tuLS2SrsVc0lBHBksJRhoNKHGUYH3gvIW5RW4YtS46GDCjKQyXUop\nIRgc4ZnS3OMLhTYKpxRFYmjFisP+AIxGjMZlmrQITE2bABpa70YBVXme0Y6iEK+hS/yFcRq20eP6\nEN9R+WForUmMIfWePM1GcR1vvPkmohTt1RU6usX29jaXn7wSvCjxo5T0lW/FNFrEB2ZRupBM4Rh3\nrolGTZS8KUU0H35WNN9pxlf1Ve9t0eSpTXPforTs9dPuneYXUU9gihLS1OJ9QafT4XB/j69+9SsU\nRU6n0+Gdd97h2995mfvbOwzSITYvyLKMNM/p29LsNwaJyvdkUUpCirk8J/LQ1obNTov1ToeVTkIS\nG5KiQFyBqMAKxIaiZ6IAAeUdYh0iHk2Vfj08R9uD1wqiIMZntkBpDUkAIL0VvITyb1ZgrROz2UoY\n5MGqYGODMyHXgheIkwSL5/DwkDTPUUbjXEipt7K6wmFvEBiXjL07bVHFK4Q0blrUSIqICN6R7ZUO\nWZbx8re/zbe+9S0+97nP8ekf/zR37tzhiSuXMcaQDgd4mbyhj0vAJ14ax+hCMoVF6KzMl+fBLC4C\nzfOXqH9ed1AaM4gM722ZsTjj/u4Od+7c4Wd/9t/Ge8+/+t3f5cY777K9vT3Kglz5G+QSE5JEClLl\nvKTMY6kE8pzEwXqrxVY7YX2lTWwgMiDeUvgCJYrwL0RkegtSeRkS/BAEj9EltlAy2TYaqSVQTZwN\nCVVGFoqUOK5O4eAARWuN3AYX7dwF0V0ZTYEnzTO8EqJOTB4J3dQzzAoEj/JBrYlNiK7UZeFdVxTB\n4SmKKKKISOvgfKSE4eEhRR7iHW7cuMHNmzfZ2dkhVpqrm1dZW1tjOBzSarVCejh/1DnrYdAjyRTO\nQq+v6DyZwkVQc6aNoylp1U171lqqHBdKwZ0721y/fp0nntji7t27XLt2jXffuk6ehkjH3BbB5Ien\nwFE4WzoOOYxSeFdAqfdrremg6cQRl1c7bHRaGCzBf6jAO49TCoegHVDVGfUKERWYg3GBYShCnkYc\nojWCQ6sEJQqtNF4JJpiQwhyIEMWe2JS6uhOcjTE6Hj33sHR19joEUg1yIStyhiL0vcVLB/FDMufZ\nXFvFRBFF4RhmOXHNTFp5RbZarVGKvr4vKCQoUWmewWEXozTKwQ9ee52Xn3+Zn//5n0dKS0jUShAe\nvpr5yDKFi6aTX1RalDHVUXNrLVESloa1lp2dbe7du8dHPvRBvva1r/Hmm2+y/2CP/nCAjgzDLA0h\nygqyrMBJBOIRX081FvpRClZMi80kYb3VoWMUNs/LvIyCVyGrk3OOwjmkzKpslEJ5AesRDaI9mmAz\nVCXzipQmMiaYdmGcD7FWwFjHLcQHBhhLRBxFGCmzO3nFYZ6FDStCjqOXDsmKnNy1aMcRu2kcwsYH\nQwaDAc5VAG1+JG6iYrBxHI8L8xZF8KI0GorgvqyAtZUVbr3zLl/+8pe5dOkSH/2xH+X5558vA75q\nZuiHtN4XSbLy68DfAe5573+i/Oy/Av5DYLu87L/w3v9e+d0/Bf4xYIH/zHv/hZMMrGmTr59szWpK\ns5hDszTavHwKTarE3rEePj12/fg4juMb5ZXBPIdvtD3/pU/ycZ/0DOPrHHUTynjObAD9pIoD8Fhb\nYF0RnHJweGvpPthnuHeAGwy4/e477Gzf5vadd+llA1KXU6Q5OYRgngIS1aYgLzd46FOXYn3HG9Yk\nYSvJWF9JEBmQO4WOg+4thOzJztVSz3tHpA1Ke3SkMKJAgnOP1UJSOkBFJqg+Q51hRGF9gfc2bHgX\nGEcURbR0yLBUSS2tWGOMxmghyzKMcej1Flnu6Q9TWtIizQxRu82h6ZEWB9hYMXSKew+2abXXiE1E\nL+tSEKIoo1YCOGxelFaJ0hmr10WX1hgTBZUrlcC8vPK88vrr9P7v3+Fv/+LfonN5ladXnsF2C1aj\nFbRTZGYM3FZo1kjaa668JU3xdTpp3QeA/8F7/982Oj5h3YeHR2ct0i/jI3Hatpvo9knbmnRv5UlX\nnXQuzyiyIcPhkO3toD7EseHa9be5ceMWFoNTikE2BNFBW1CCxSMS4b0FD0o8sRJW45h1E9ExMe1Y\nRgE+vhbKLC44b9nSqiAV5oHFe40vcqxSoT6G1IrG1IBb5T2ixn9rrUE8RhS6zIwdKU2SxCRRjFIQ\nRxFK1XJDCMQJtDordIcpB4c92u0W7TjhXreH9QbpdNjbO6DIU7SKUEbR7feJ8xiTBJBykA5xeFpr\nnVElKe897Xab3BajADKiEAjlpOCll75FZodsbWzy1F+7OnIhl5p1YxHg8TQ0F8723v8psLtge6O6\nD977t4Cq7sOFobqEcRYT2Wxv1s9ZtA3z/TamtVXRpHvrzjJZljHsd+l0Oty8eYMbN26ExKjv3mBn\nZ4fcWgoVxGuPIncWiwXlQ9JVr4CwCVtGsx5FrMWK1UTTifyoiKuvm5nd0WfSImitgs6tFLoh7Wit\nibXBVKewZ5QbQSS4SGutMSq4KFcp31TlLFrGV5jShdmIohXFRFH4O9yjWe20WF1pk0SGditi1Sh0\nmtLG88wTW0TeUeQDWm2DUkKeZ2RFRlpkFN6GlPL9PjsPHlAUxUidSKI4SEAIOI8rLMrDxto619+8\nxuuvvcqD3R3i2KAijejFMiydxbo+Tbng/1REXpZQVq4qG/cs8G7tmpl1H0TkGyLyjQd7e6cYxvuH\nzlryaFLlvJRlGdlwyOpKh7ffus7bb7/Ngwf73NveptsfItqQOc8wzcmcxY5Mvi6oWzgMngRY1RFb\nnRbrcUTbeDqJIirTj4lIOK1rGxXnMSqY/LQotBFMKRVoFSQPLWV+RVElw6h5isJYcijNlUYUupQo\n4jjGVAFrNoxb+bG6qiNTxjl4xFu08rRijabA5QOe3driqfUV1rTiiZUOay1Ny6jSNVvjfEGWDcnz\nNIRsa2G/e8j27v2QiSoJLtrBOhGkFYPg8wKlYH21w/79XXZu32X7zt0wMUpIbZnu/iHgCidlCv8z\n8BHgJ4HbwH+3bAPe+8977z/rvf/s1uZW/fMjprH658DEE3MZDlmvxVhvo45X1Cd+UmBQvf962fL6\nCT5NxJs11nmSQb39SnSe9sz1wJo6HjOtn8pHIcsyvPesrXbYvnObvf3dkCGp1+PevR0K6/EosqwI\nLszlnChPiI/Ak+BY0YqNOGIriVmLDG0jtIxCfHB71qU4X6U9pyYpeOtwNsf5AnE2AIllEtvKvVmV\nNRd8UVb6tkENMSacvrGJiJQODKNmctWlSlFJIFJaGxRCpE0pJWjarZh2O8EItIwQiSWJhatPbPKR\n557lmUsbbESKq2trPLmxQksssVa0jOCyFJeleFeQDUPCmSqV22h9OY94T6w0kTastDshg1Wa0Yo0\n77x1jWs/+AFawUF3n9TlR95ttS5EjlYRq9bkpPWwKJ3I+uC9v1v9LiL/DPg35Z8nqvsgMgYSH7YZ\nb5Z+dt5jmQSkPiyalDfB+5CkNIoitHiuvfUmr7/6GjduvEPhIM0Lcm/LeAZBo3HiiLUJ0oFXJFqT\n2IKVVoe1JGElMnSMDmHL1WorLQqaoL8rBCSoDOFrB+iRhKAUGKUxUYnqWwdaSEyEKoOiRHyJT8io\nnHzlBWhtEM2rxLFaQoh2rA0mKhO4aiGJIqLV9sg8aa0ljnSZQCbMU5Y6Lq2vEEeBsbTTjP10iE2H\npLmnKBxOQSFCmmY4pXFZDhYK40bjL4qCWBti0cRllqU+llYSs9ruMDjssnd/F2tzWistBsMCl4Xc\nDUkSwNKmxaj5Lut01kDjMZKyEEz5578PVBWpT1b3gffOpj+t37EZ6Pz7XsSKch59NyWjqo4lwIMH\n93nxxRe5detGcF2OwkIsHOSFA0yomyAm+Pl7Fzz3opgn2hGrrZiWMbSUIdIlgKcIeQ188EQUGccO\n6JrUEtQBN1IZtNZBdahUAWOIytwKWgleVPBR0OPTX9x4LiOlR+HP1X1RKSmY8rtRPkghOEUZhTGK\nJImITBlYBWVMiOBsxBPrK+heWQN0dY2BFXr9IdaFzFQ+szhxIfuT0pg4bP6iKFDOE6222Fpbx+Yh\n9X0/Kxh0e7SjGI3n7p1bvP3223zkxz8BJmKwOzyW1LV+mJ4V6H3Sug+fE5GfJGyZ68B/BOBPXPfh\nYtFZgZAXra86Ve7flVg5QsIJzOHWjZu8+uqr7O/vjxZybgs8ZaBQ7lGiUYCOIrR3tE3ExkqHrZaE\nU9hBVEoAXsq0696jmWwyC8xB4WU8RqXCyS4SNroTS6vVJi4ZzSgFeqleREpjvR0DmSaAkXEcgD2j\nj873mAkFCuqWDyCgUsF9mTZaBxWrsxrjMod4hRKDx4Ax6MhgW6s8ePCAw8GQrGvxrkBUVOroMppH\nCGZIYwyXLl1id+c+4oJPQz7MiWKDLQp2dnZ46aWXSNY2yJyn7aDT6ZAkCWmajlTDCkRtmuxPSotU\nnf4HEz7+X2Zc/6vAry4ziOqArIeJ1klPKKRaJzeBU9Zdd2eMdXRSVfeOchpUcelKTdy4C3HpZq6G\nKWNYVEKo97nIPXVM4hhGQ4gczPO0PJGFvf0HrK2t8Pbbb/PlL/8ZL377Jfq9IUQRubVYBXke3IHx\nBiWelciw2WmzmcSsRjFtpRDJRxYGi0UZBXgUkIhDExaxVoCWEjfwQQUAoMyRqEszowQwUOtwmkca\nnLfBkclTovkhCUqeh2etLAhBYnABoAyWTKIyO5LWmqwoyH1BO2rjnRAXroxODJGNohRaGVpJOzgx\ndbvodkK7s0pWWOKVNq29A9bjhLUNz27HcH+/y10jROI5zB0iGisw7A6wJiIyCSpusbKyBs6xlmgS\nZyB3qJVNnHOsra6zv3fIV7/y5/TzIR/56I/wkQ98lDTPRunjqvVdl/Ym4W2zsKdJdCE9Gt8rVeL9\nRnV1oYqM3N3d5eWXX+bll18hHVqcKIosp0DIckvQHCLaOkJrYaXTQrTgo4hcgm9BPDIxBicbaz2q\ndNTSNWx7dKJ5P4roEZFyI6qRBQJxofKljOtaVtfqMoVblXk5ME1bShfBimFqsQ9VDcnqsKiXbvPe\ngzKIaDwS1ITy2twWaB1hdYTzgjGa2ERsRjGiFN1uH9/vo1dW0VbAglYRpjtgb5CSFjZEZ5bSQpbn\npFlGakOQVbTSxvQzXGHZWNug1WmPcl7ubu/w/Ec+PMp6ba0dOUY1QemmKnqSvfRoMIXH3sxnTtba\nMvFH6Zff6+Kc48UXX+RrX/sar736fZJ2C7ygdESRDkOWJB2Cf9aSCCdQeIsrghWgj6dtYlaUJ/LB\numCUIDZICaI8VV3bsGhLaW4k1Y19DCqTYqVSgCsZRdjMlQXBWzcK2U6ShNhEePzIVJnEITOSeErM\nIxpJorpUKypTbGAsaiQdUp3INeAyaXUYDodYPK0kIctyNjc3abVamB2hLQqbZhQrbdbW1unsH2J2\nH3Bv9wFDW6BMFMyskSLzlsNBH5v2wVu8auEFknZrVAmr2z3kxW9+i73DA37pFzbodEJ0ZdJqsaE2\nUEYw2qCVGTGCevUsWJ4xXAimIKNFsgDwx3H1oi6m18XqRSZjlAq8YW6cRrPE9uZ3Sqan3a4+n6b2\nwORc/9UY5wGT9VRrlQhZtaeUCnkSrKXdisvF1+X6tWt84Qtf4LXXXiNJ2giKosgpXI4Wz8ZKJ9zr\nPTYL3npeAK/IXE6sNJYA1kUuJ4kjWqqCDUE58N4iUZWDsdS2XYWk+5G5zuPwEmIDtCh0ZIK1wjpU\nHPR9U2aNDibOcZ3LVpwENN5TukAHRmBKq0OVSr66vgpeiqII6yw2KzBJTKwMiGDiCBO3Ql6EqEVR\nmkOtd8RxhNaGONKsKk23Pwy+EPd3ud/PuLy+GoriHBzgtCf30O/3yjVXYIs2iVaIczgV8lbEccz+\n/j7dXpfDQZ+DXped3ftcWtniM5/5DE898/TII9QJiNHY3B55901pYRkQ+0IwhYtADxv9f9hUpSav\nmENV6LX6/fr16/zBH/wBr7/+Or1ej87qBmk2xNucWAcPRePcSPhX3pJ7yH25KPGk1lMMUopIk1Cm\nW1fBgUcpDwhVUVxfx22okt6WG9sH8E9ROjQBvrC4ym2ZMfOusiOZkkmQB+xDPCitQtxDaZGoCrpU\nxWYqRjCqQi2CiswoqawohZgyDFvAlOrMqolG5ea8DyHNWiucWNqdmCtmgwIh7gzZ6w1xRcFga4M4\nz9nv9XAKjDAqPuNyD96C8bR0RFaEhLG9w24Izoo0rcLyyssv0esd8lM//Vk+8ROfpLPeCTknxGH0\n2Feh/v9orn/YmcIk0OyktKxkMYvOGguZJFmclKrswDCu/tzpdBgO+1y7do1XXnmFP//zP2d/f492\nu0Vu83JHWigCY1g1bVpRhBIhzYShdwysZZjleDTegxfhwGXETocTFY9zGqdBTMh7UJU6GYHBMh6f\nUgrtjgJjyoPzLqgT6nixVe89vrzeaI23Npgty8QmRlTov8Q14jg+gtrXpbXIlPUoTDlKUVhX4RcB\nt4gTjS0K0v6ALMuwrix4m2jyLENFmstXNtH7fbLcspa0eHpzC987IB+muFihtKYoLIVz5FiwBS6y\nxGvrHBwcMCiL8CZxhESGVpKwu3OfXq8XsASt+PRf/Awbm5sjM28lITR9UJalHxKmcPLN0py802y8\ni8wUKkCtCszpdELthVu3bvHSSy/xwgsvBAmhE+o1DlyGt0XwUDSaJ1bXeGJ9jVgFr8d+ZIidQ+cF\nfphToHBWYa1ngA1xEQLeaTCC1QI+olViGIEhlBWrvSeuAX7Vhq+kkqrOAgTVMZYqPdlR7z6AJEnI\nsuE4hXzN1BnFBlPWVqjUj4o5jNQHJRTOYpwgJoRiVxWnQjKZUMHaFRa0wvuAzYjzFGIpxOLKlPRb\nlzbpDoZY61lttSnuK7LUIf0BvTyYTK2EjFTee3KfkWUZu4MhrggJbuJWwkE3ODI9efkKnU6bN6+9\nwTu33uWw3+UzP/1Ztp64BJk7ArbWI4mbGMM8ujBMYdam9CU4VZmTmybIulnxmCdXo7lj39dCkav/\nmxy2aQY8gm94F5iS92h1tNydd8WRv0WO6vkik/ueluu/+WLHZ+4EBmJD5iOtNNbmxElCUWTk6bAc\nV8G177/Ol/7wi3z969/g7XdvknTa9PIMpYRhtokMD9hUQ55cNXzocgfvC6wXTNvQ6jlSD50ooiOK\ngzyjawc4BbHJKBwc2Jy+xBxKzCYRymoiMRQSkrFYPImJcM6SoIkKj7cWl5SefwWIMYHlK4Mu60Fg\nFSpSwYNRXAD5lASJww5IYo1SHqUJoKaSkOex3DReQti6U0Hs1+0gHXjASdDNrYDynsJ7lDE4FFY0\nRTEMmIdzZIMhNg/l5NEQacdKZx1Li2HmSa3QWe+hEo2Io+8zuocHFIUjzfpYpch1ROoVhbO0RHHQ\n7+Oto9Pp0F5bCypUKVX0ej1yG7I6Xbp0iTdfe51nr1zlcmeNohPhVBl3olQIgUejJPhw2Jqb9Dy6\nMEzhh5Oa3DnY68PP+Zpd61WqKmZTJRFNWjE7u3f56le/yle+/gJvvfEmhQPVCrp2kWYoIrRyXH5i\nk6eeWCUpcxxmqaVwRXgSCSnRWkkMJoB1/SynW6SlE5HGFY68yBhqT89D5Ev3Zi2j2dFlncjceyI5\n7qI7ssWXQGH9c0YVpsdtVclVqv9Hno41sx0cjbMRkRI0LdF7qbmAixlJo0mSBBOtc4jRwRELgTLW\nxHqF1xajIhxwaXMd9CZxrFlZe5KDwx5pUZB5hUszclegnCKSsam0epY0TcmybBQ7kbRbJEnINm2M\n4e7du7zwwgskScKHP/nJsLKsQ5IkqIp+bImoktUsQu87pnDeIv7DpFnqRF7VPCx16CzLRoi7957X\nXnuNr379G9y4eRMvmijRDLIcpwiIuz1kva258sQa6+sr5L0eeW6x1mOtw1KUMQqC9gVto9E+QluL\n9y2sgwwoykSpmbcMVBG8Cn1BlMQoFXwUtCisLdCAN+OCOr4WvVgURQhaKsV/a+2oHoNzLqRvKzGT\nihFUqkGlOgWsIHxXJbhRpeogOvSrROEpg83KNsRolAtOSElsynGBieJSIgOb56TDFOs8WTagKNIw\nJlGsrKzQWevQSizPXn2SrLBI1EUODvHDIeItiMaXz4KEortpGoKpijLn48HBAVevjvM4FkXBzXfe\n5Qffe53O1iUuX75Mq9UamV9dWbxnWWzhMVM4z/a8Ov53taIQqnLuJ6V5GENdHblz5w6rqx1arRY7\n97d55eXvcvPmTYZ5gZOA3lvvECKc96yYnA88dYl2Ysiy4M9fOHBe4byQMyhrOArO5SilSVBEcYzS\nEf00w2UhtbnzgnOeYeHQuaWlMkwchVxLHmwRGAJKguly9Gzjwi5V7Yg8z1E6CglLlCOJTGlFKX0h\na+XoKsZQSQ1xHIMCHQVvS6pIUz22yogYkkhDZdIVjVIGL24U++FQSBTT6XSgDL9O05RhPkC8R+UF\nxXCAJUSBZamh3W7TiRI+9IHnSHNLmhd40Xh1wH5vSF4UDEsLCWos1WVF6R2q4N79HQZZyjNXnzqC\nFdzf3uEHr3+fIst58onLrK2tgVKjZ18Wi7oQTKEa88jVeAp3m/Zwyzz0vDabrsT1SW16jcFRkPP4\nOBru2DW/g8p5Z5nnbPat1HSGpGqn5uHhIa1Wi7W1NXZ2dvj93/99vvjFL3L37jZxkoAI3X4P0RGu\n9AHZWNM8sbEGtiAtAojlvMI5HxZwFXNQMjpxHhGHFthod4iVRsgY5pYCcNaSiycjYljkmDRFkhjt\ngqnPaIOzBbkPmZoq78PKbFpJARU4aJ3DevAmMAGjxibKein5+rxpHUBPYwyubEsZHZyUtMLjMSXu\nAJDmIQGtw6NVROEdOtKstTsjE28364cxtVq0VtbY232AKwo2N9bo9QbsHuyRZcNQxLaAra0NPph/\ngH6WcfD2u0Re6GhNP7cMqlySFTP0Dl9ms/Le0YlCevibd27z1JUnub+9Q5HlfOxHPsrlzS3ywZD9\nvT20UmxsbASmUKpmLLFHLgRT+OGleYjvbEmhCSwed2Ya/z6JsVTFWweDAevr6wyHQ1555RX+5E/+\nhDs374SU5M7Rz1JEaZQo8ixjtd1hoxNKs6VZQZ5ZlPEMBxnOa6yzeClP6JKx4R1CyGzkyYiMpxOH\nsmvae3IZl6MbBTA6P9LdIQCCwZvw6POMGKFnVGwmxESoUd4ILcE7sY4RVD9V8JFSodaDrYDekhmI\nlGnky76cDb4XIoTM1IUjispxqgjrhdyF/As6bqHLxKxxa5WklVO4fgjeylK0D7ka9/f26A8yNrae\nYHW1w5UrV0gLz7v37lHc36UwalRtG5EgNQmA4EJU1pGiNHEcs7KyQjYc8r3vfY+PfuwTfPDDz1Nk\nOcP+YGRdQoRWqzVidIvQ+44pXGQHpebYjnluctQ6MutRtFJBpB0OAzhWFLz66iv80R/9EW+88QYA\nxkQMbY6K4pBzgLAp2u0V2omQp5beoGCQ5ihj6afZyAVYBwi/zG4UgqsoxVnlhqgooqMCfpHmBeJC\nqndny9qOSkZ5E0fxDKWVoM4oKnLOldiDPeISXc2JUmqcMakmcdYtOa4EByuVwRgTMiuLjPAWVPB4\nTFSEaE+ROZRzOOeD9CV6LKU4j4oTlDHkzpK0Vmi1UtI8x+cpgiWJDL08Z3+3Ty9N8VrhVMh2vbqx\nykaasn9wiKQZRgQrZTSpc2VhXI+U4PQwD0lpnXP0+30uXbpEMUy58c67fP/113nq6lVWLrWDx2Ze\nhJyZ1pKmKXGJxSxC73umcL5A4XKJreaNrR4S670PtRmrniZIFRVqrZTixo0bfOlLX+KFF15gOBwS\nRTFpnmOhLPQqFN7R6azSbrdx+YDDfEg/K8icx/kg2mvxOGeRQcj6HNQKKHwWNg4ebQcYLEa3WWmH\nnITa5uS2QHk3OrmNMRjRwe+/9AxUWiPejiSD6lmstZikNcIJRCppaBwMZa0dgXWV+ldJJ/X5Sdqt\n0ALkiAIAACAASURBVH6Z0dlTApelahLwhmBGDCesjJTESjpyQJoOSTptKGs5WB9yOwAUWU4+TMkK\ny8FBl3t7B5jVFW7evYP18OCwzzB3JElEq9WiPxxAEcZsnQt5L62lwJWFZ0LCWUHo9Xq8/fbb/MiH\nnmd9dQ3x8M5b13n18mU+9alP8cTly4FpXH4CUYpBltLv9xdehxeCKVRrv9oU8xwtmj4N9b+PidHu\nuG/BIjTymMMfOZ2dc3WXiYnjGtPxk76Jm9TjLqo+p421qh8wfu66e7YfnYxZlrHb30eAljNc+/5b\nfOH3/l++9OU/5fb2PZTR9Anp1HRk8LZAWU9LabY0RL1D3m6DF03uoChCzIIRR+whiRR7Eegso5Vl\ntLUJaoMEPRjbQaxgdEHHwNZqTJYK/YEgyiCxI27FIIIrcuI4QnxZ1BUfYg2MQSgrYTuPMiAR6Egh\nNpjelNb40ttQdIhuBAulhBVHIdFLrDUqNnitkNjgQqUbtBhyC1pHmFZE4QWcoJMOua1ARgAP3lHk\nFlvmY9BGcB7cYIAuIrTz9Io+vaxHkRcM+xndniXNM4bDjDg2pP2Ce3s7tC9tsdvvMSg8rc4Kvm3I\n9j2uTNdWeEteOAoPWmIi0TgbYi20NqHGZaS5efcW/XSdrfUN3OCAV178Gkpb/uJf+hkepIeYTouV\n1gqr0Sp5snhak0WSrDxHSO9+NcwOn/fe/48icgn4beB5QqKVv+e9f1Decya1Hy4iHXGamuAsNYua\n+R4rnHAMHM6vRVl3dPI1xD3LMgCGw2Eoge4yWnHCve07fOlLX+KP/r8/5v6DXUwrDqeQE7SO8NaC\n8yRaeHJ9jZYyFMMBvf2M3AmZDQs0SAGQKEgikPU1WonBF47DdEhUAn4ioWiLV0fnKoo0K2h0FONb\nOQYfzHwQsjaVRWdNrGnrgA14XIiBiMaRkVoU3lnAIaJCWDQCziIlEOq0kCgTKj2Xnm8eQSmNLi0T\nXkrHNe/RcRREd+spOBo7UOVWrPIzWDXO86gRut0ug16fKIrIbfArSAcD8izkPUhMC9I+6SDFEkT7\ng4MDDrs9umlGkmb0e4PRugjSTu1w9OMAJ2eDGbiyzkhppRgOh5jLJQh58yZP3rjBk089xcGDPcym\npr3eRi2R62gRSaEA/nPv/bdEZA34poj8IfAfAF/03v+aiPwK8CvAL8sjUPvhNNS0QCzDFJpxFt67\nI+01r5tlbQkxAzIKsa0+S9OUPM/ZXFvl4OCAF7/5Lf74j/+Y3YN9XKmzF1mBEGoz+DwjEtjstNha\n7eDTAUNlicVQDDNibVjptIlijRSWPBviioyDwx5FHPIqKGPIywrJRgRTWV0Zh0DrSBMbjSiDMh6f\nW4xArBRaoBVHaBNMmokyJeMMAVRKVBlKW4KEypcbvLROFBmF1yhn8ZEaWRlGm0kITkY6tFOFQnvv\nS0AxAHviBcXYoama/zrA62yoxI0t350rsyl5j/OeSEVkogMYWTiGeUaWW4Z5QXewz0G3T//ggL3h\nkEIpitIHw/ua9CtBKgy5MP0xtbHKCaG1HsWxDAYDVjfWKdKM+3fvsbm5hV0pGA6HDJIhcXSGQKMP\nuRhvl78fishrhLTtv0hI0wbwG8CXgF+mVvsBeEtEqtoPX1l4VBecllVFKqqbWgMKfzw7dP1nkhpV\nVx/qKdnrIeBRFLG3/f+z9yaxluX5ndfnP53hDm+MOceqdtltu9sqt42gjSUWLBrYsUGwQCyQmhWC\nLaxYsmBYIhnBjg0SSDSNsWTUxqahu6XC5aqyXZVZOWdFZAxvusOZ/iOL/zn33XgZWRlRVbazGv+l\np4j37nTuvef8/r/hO5zvJg2fPHpIMatwztIOfU7xLQgiBsGy1BxVNZUES6CQkZmq8NZRzGYcHJ1y\neHhI8Jb16orN1SWX7ZZtO5BqwawqcYPFO0uZoNSaqcDK7zdhprQoZfJOSvm1SyWpioJZVaGLzD+Q\nMYuaxFHh2Yc8pgskYgB0RMaEigohAsInVAgQDSkpCsN1fS8VCUlAoLlGeUYSMUUqVYwlT4aNTz2I\n6bPe9RjIRDIvMmMzyNwkncpJ5xyEsNN8cCnSB8fFeoWNWa2q7zzW++yuNXii1kgfcCHigt87N/Kx\nJ5+BYpPQy3PnzqQiHgKDHPApcnx8jHeejz74kJOTUw6XRzjn6PselYqXPk9fqacghHgb+HXgnwF3\n07V462NyeQE5YPzTvYe90PtBCPH3gb8PcP/evRfulHv3/bLjeqnbXtRz2L/f/u6wOwbx/EV78/E3\nR2f7sOL9229G+/3n23+/+7oON28LIzFnCgZ93wPXZcek2+ec47vf/S7/2+/973z7O3+S+yIyj7a8\ndcSYKFOiVJKD2ZxlaZhpjR06UspdeJOyvqJOgkVdcXhwgBssMiZs11O4fBKv2w4XAoXWKKXxMSHI\nEmZRZEqwRJBiVi6CiHQOnQSFENRaspzV1HXBbLnINvFeENuWRO7yx5QYvCOEvBt7oTCjJkRiBB8J\niUcg07W0fZ715yadFHnioXT2lkRlE1qkyDBlKZEyXw6TlNzkDam13pVnQuuxFxKwfsAOQ/6efKDZ\nbDOEO4H1nlXT4Ea0ZUwZNKWUIk85AylpQkj0w4AP1yXD4B02JqSSCH3dd1Ly2qdS6zyJyQjLxNXV\n1dhwhcvzC3704ccsF4fMZgsAmr77wmvk5nrpoCCEWAD/E/Afp5TWNy62JMRN6tGPXyml3wF+B+Bv\n/cqv/JXNCfcbfjcvZCHET0VReFFDdD8g7HfFbwaT/WObfowxO/0Day2lKXa3TWXDMAy8++67/J//\n1x/xzg/fxRKRVUHvs2VZ1ilIzBUczCuO6ppCKQiWEDxJSqTRLGTB0FtWq0tMWbJcHu4ESqKPLOsF\nQimcc3S9A5MoZFYtstZSjBdASgEx0p41WSdRe0lVaOZFxWJWcXJygqkMZuRXbKLDi0QfHNZHBh8Y\nfMC6QIyJ2azGiEQRDV55XMh+k7PKoFQiJPAxZRJTGJWjkyDzp7I8vJ5KBiHGScN18N7vJzjnntOh\nmEajaQxKUkr6JtOcK52hyBeXl1xdXbHtO6pZTRoFcefzBYOQbEIEnycu/TDgfS4BpTKf22SkygJ2\nUxP55iQFcsbYdC3r9ZrXX38TIwwfvf8BDx68zv3X3xhdwH+2PQWEEIYcEP6HlNL/PP75iRil3oUQ\n94Gn499/Iu+Hv6p1s0dw80K8GRReFT3540Q14Xnxi5tBYuoVTI+bfgdGp6O8S0z6ipvNhnfeeYff\n//3f58++/+dcNhuiFDjvEEoSrSP5hAZun8xZ1jNKJZEh4YUEZfAi4ARI71jMZzSD5+LsnL7z3L17\nlxASKQlUkugyd/xj9MSYR5syCpyeUu49XYQYkCpRaIVBsaxmHC3mHCyWnBwfoUwWN93GLJIyBE8z\n9LTWEZOidY7B5mxh1Q6IBLXRHC8XLIqKutKYKJgJdvJsVhuEukakZicr0KisA6myXb2SMmMnRuzF\n9PnfNADamc4oldP2YdipRs2qmtA5unagaTpsiOiiJAmFjw5kdsNumoa2bfNURSu8nxSZi0yyGssD\nNR5KCAHGc1Gpa3JXSmGnW6m1pu97zi7OefuNt3nrzTdpvv8Dnj59yu3zcxaHR6B+htwHkb/V/w74\nfkrpv9q76R8A/x7wn4///i97f/+JvB/+KtZzAeAv4LnhOiu4ufabSDeDzc3+wnS7936nLQi5lu26\njrOzM9577z3+6I/+iG9961tsug2BnD5b78GDDLAoC24dHXNnaTBCIkIkJJ9p2FIRgiBEj0yJQmkO\nlkvWXQZBPX78mKLQNE0DpkKY7Oi8++ySHCf6YndBCS0oRhhyUWqqqmJBwfFywfHhEScHS6r5DKEE\nLvjsaaD8yINI+JjoXE8/eNre4mMgBomMCVcYhs5yOJ9xMJtjB4cKGm8KYpUoTYUpGfEcMmcKN5q9\nwE5ZKYMJrzOGCTw27dL5Ah1xCM5RVRXdtkEJifOOvuuww7Bz26rn8x2hKfcEzI7IZIzBxvx9RiTI\nPJKcjkchiDFrNSDlThhm11PYA7ZJmUVbttst6/WaB/de4/T0lMvzC54+fcprb761kwh4mfUymcK/\nDPy7wPeEEH8y/u0/JQeD/1EI8e8DHwP/1ngyv7L3Q0rPd3g/pxvwgjr+uXn9j9m8f1wPYDze537f\nb+i86PbPH/vnpa52j41+hP9mYM6UbuamdSBzcjK0dzdJcNc7U5Rm9xohuFzvl/nk6HwPgyeFwPri\ngs8++oj/5w/+gH/2T/8Jm6srktJZFFFLhAId4c5BxdeOb3NiagIZWWij20F/h8HiQ0AIGEhE12EK\nzVJpBpdo7ZZ1N3bkZR67lZUi9Q6hBVFpNs4huj73CYqahZLMUmSpFAdGcThTnJRHHB6NzMF5QVIS\nTI0IkjKULIZnbINERwlO4PpE1wVsAOsFSkCvJI2MaB0471bMhg0HVcX5oLl1csJpoVExYqJAOEd0\nmrookC6gjSYlgSdhhMCHjBQshMQXFYIM1sq7s0ISgYQZA5cWmSBFCJA8dsiB2TUtMlqKlFGQqeuQ\n3jLYFmlGuTQZkAbs0DJEkZmYMZ8bQoIMCSNzsBYpkVQGavnkqaNBkE18tZBEkcuO3lnmUhK6js3m\nkk2/pj6asT57Rt+ukKEjDC/fPnyZ6cM/5osr63/1Cx7zSt4PEwjnZdfNdPwvU+35ZrCY7Lrg+WCW\nR0viuRR0EtucGmGzev4c/39y/5nKBCWyM5G1Hc4N1HU96g1EqrJi3Vzx6NEjnjx5wv/6e7/LH//x\nH3O+vqKaVXQkCALbWUoJ33jjHq+dnnKgDXa7xduEsy7Xm1wThqaP0roBZwNCBQKg0MyrmpTAhcA2\n9FjrR0HUbJDqrSMGmAFLCUeF4dho5hqWheR4Oef26TEnR8ccHC2RhUGaAkyFrhb0fSTKhm273pGZ\nQnAQPVNer0RmWw7OEZwAEREx0ilFSgKpJaVL1C7SeI/sGg70HOEscpDM6jI3FKVCiPwzQa2ZMoUx\ng5s4BinE3eg329Zn7ceu62g3W5xzeOsYhh4XPEWR+ym9d1ytNwzBURjNZrVisA7vIwiFUjko9F2X\ne0ZFiVRggydYhw8ebTJmI+zhJ5RSMIqtOJtdo6r5jNVqxePHj3ntzbe4e+8Bn332GRdn56xWK4qx\n4fgy6yuBaIRXDwrPNQNfoc7/adeLJhT7Jchzt4nnlXWni11KyWKxQAbB+dMznj59yna7zUCYMd3M\nTaaIH6mzZZUtx7oua/QdHR2x2Q58+zvf4dvf+RPe/fB9Vps1aMk22Mxi9HBSGn719Td4++4dZBxo\nuw1DbIlBEX0gxkAapxNCZHn1mBJaSJLOaXcKEZsck0haAhZlTZDZYDb5QDdYBHBc1/zNk5rj5YLD\nQrMwmruHS5Z1yXJRsVzOMQc1s9vHqLICWaCLOUkUBGUxNrsgVVWVfRONo3MBQUTGgAuB3kcscRw3\nggiw8Q7vVpxvVly0A6uTBhsT90+OmMk5aJAqX4zSFAgzMiRF1k0AcS3ymnLzbkJUpom6PQaKHKht\nFpONWZrNWktnB4LNjcmQIm3fZ0VqbegHx9PL88x43DufpswQcu/DmIIkBdZ5fAzXfSYBgmtSGel5\nde5CaXopubq85MmTJ/ziL/0yBwcHtG3Ls2fP+MVv3Hrpc/wrExR+kvUX0Qd42bXfod6/8G8Ghgma\n7JzbRXnnHFdXV6yenu0Qac65zOOPhjTuNAIHlEy6C0+fPuGTTz6h63Kj6uyy450P3+fdjz4kabFj\n63nnkUZSKfja3Xt84+49ZiQ2TUMKPVF4kr9+HyGGvX4ApBgxqkDrXI93aUD7iAiBKLJGooh5pJhS\nRCnJYWWYVTWHBwe8vdTMCkMhFQeV4Xg+4/BgxvIw8yq6UlIcHFEsFghdg9A4K5BeokrHbDFntlyw\nsBYbE0OIuLGGTtHvQEMiJiIxjyRRDDERfcKt1rR9x2AtvevRhUCoY4xRSKnQyuTR4tiElGIyjhsb\nfaPCUxS55p/qcaVU5jQ4t1NzJuaswlmLjw4bPBpF5yxXqw0UBRBZrzdsmxZZliAjIY79HuvyqHbU\nUjCFpFAFzods07d/nt0Qkum6bufb4b2nLkq6ruP86TMKYzg5OuZytWa73hD889KAP259pYLCfpPn\nRbe9CMuwfzH+JEHiRWPD53oW8vlG5NQc3D+OqYSYgsNOg2GU8J74/dNj+77n448/Znt+zmKx4OTk\nhOVyycHBwS6IAKRgGYYBKeHZs2dsVlcURnNx3vLJJ5/wnT97nyZktSRjTAYxCUEKUITIN966z6++\n/gaVDwybNa5v8WkgyIm1GDOYSGQvh/z7KIQa4mhPFqm0QYS4QxCGEJEkknOUSuaLfj7jaL5kuZhz\nNFxRlobD+Zx5PWM+q6jnC6rFknoxR1QlxfwQszhEFhV2iCgRKWyknlnspqQoCqqqYmY9fZ0vxDza\nLFgq0B58CAQytDmJzAwlZR7EqmkJwRGDR8vr8kiKjuXpaeZgjJ91SGm0odd4ItG7584FNzZ3p3Og\nMgV9iAxdDuZ919E0DYEAMo8ZQ4SirnAo+rZl2/REqfDBZwVn74lJYkxJ9AkfcnO17/udzHxRFLQ2\nbyYx5NeNMZJ8pFCTutTY1xoRliImLs7O+fTTTzk6OsKUFdv1mubnjRB1c/1VZgBftvbxBPsBYP//\nN8ea+1iCs7MzmqZhuVzyt3/1l3PNOpYWfd9jXdjV0+vLFefnz/JtQ8vi4JA333obpQ1t13N8eknc\nrBAi4kOgLAp8Z6kEfOOk5lfv32WhInazpe8anHcgEzpJfMpYZJkgSpEDAuPFkyAIQRgBSoVSWY9w\nckxSkkoLarPkaFaxLEtqpZgXhoPacHx8h8KYXaCTylDOZ5QHc4rlgvnyiMXhLWJRgSpQyWHtlpgc\nQuZO/WS5bkxHYRSlUcSUadWyUNQ2ox6HEDOgaQrqSkEIFHWNkIJHT5/mjMInYpTIE81J73IfYZR3\n06PRTIZQX29MU4d/n6imEDvbNu89fpz+bFdrmtRRV3OKokIpiVs39DHS9gO9zdgLFxIRgdbZfs77\ncUyqNWiBDyNsWtxEMV6fRyH4LOuuFIJc1iSZRvGYxGq14sP33ufXfv2b1GXFk2dPWTfblz7Hfy6C\nwqtgA/6i176m/s01pXE7GLK8hsx2XcejR49QSnHnzh2qqsqWa264xkMoQdt1dFcdV1dXdBfrseSQ\nGFOBkVxernj//Q/54IOPOD8/xxtJiAHvA9iAiHBSz/m1+3c4kIn26izP7WWe/0tRoFMOIjszlsTo\nqZDl0JIAFRVBZESfUZqquJZOn1UV9w5mHMxnnMxmHNYzFlpSK8WsKBBFfs9lWTJfHGDqmmIxQy8X\nmLpiVp1QlIdYqXAigcwy5yEOBJ/t6TL+IaMKnRtI0aMFCCnQQlGWEIKk94EgJD4khuh3ZVqSmU4l\nhWLd9nz66BkyKoqkObyz5dAY5rNypOiOwi8REuFzjeyJlj3hTtyQM7jgPZvNhu1qTYyRw+Mj6npO\ncJFnZ5dcrlcMUdAMFuvzZ87oRSGjgCARIoCISOTIglSE4IH0XDCSKn8egYCQmS9RlmUmcI5Z3qRH\n2Q2Whw8fcv/119CmxPbDbvrxMusrGRS+yutFEOUXgZMmsMs0395sNnl2Xde7MmHbrklkuHLbtmy3\nWzabTUa69T0mSQ4OlgBIJTh/dMEHH37M+x98xJOnZzjvSUoTYmBWV9htz0wp7pze4vZ8TvCOaAdk\nobNmgpB5zBXGEym32/Pzy2sLeCEEKINOGjHW2VpCtVjsGoB3TpYc1TXLquDOwSGHZcHMaEopUQeL\nHUS4XuagUB0eohZzKDTaVyips5W9TLiYIcTRO7ztRnHY3NAbum5M04fx4BIKj5bZbEYJSRCSXkWS\nDUiVB4i9tYQdsMdy5TaUsmCmNLODQ5JUqLKiqqod2E8inw/64tqHYj8oTN4Zfd+zuVrt5O6UUvlv\nm4btdstgPUPIilXD4BiCw9S5JxAyL/paw3JsWpqiQMSwszGYlhCC4D0iQWkKvHfj7dfHKIXYSdht\nVmtWqxVHx6e5BHI/pxLvX5QRvCxmYP++L3ruF+7wL7KLz9MpEuRR1d5r38QxTK+ZUtrh46cIb0ZN\nvfV6Tdd1PHjwgNlsxjAMbDYbpBScP3nG1dUVxERdlNxeHKGkpL5XU1QZMvz48VO+/e3v8mfff4d3\n332Xh4+e0PcDShd0yRBEwbYLHBnN2wczfu3egmQTwUVU1PRbh0gyNzRTtlqXRcZOBJlPLEH2WdBC\nYITByYEYPPOiyum71NQmZwxGKd5WJcuqZHFYMZ8r5gezLI5qKkQ543CxwNQLVFnjhUaUNaqcocsK\niSMaibc9Q9PjXUZaJip6W3B2+ZSziy2PnpxzdrGiswMupUxwEhLpPSm5LMoiJSYJjIC5EtgqE5zs\nAMPEIFSRQXv6taAJa+JM09qWvm14/fXXOTg6RGhFPwwQTSY10eOjI/oBkSQqRqz12KHBth222XL+\n5Iy2twQhaVNkfdXjbGDdtKyaHi8FV21WXPIkQlkSBk8MgXlVkYBt7BGFIumAtglDwHlPUZjcl4gJ\nCNmEd9Su1CExq2bIlCHaIFh7x7w0yBjRyTFcPaO7OOf09JQ3vvY1Pvvgh1967UzrKxUUvorrZUuX\nm03SaVcZhoEQAsfHx5RluRtnCSFYnZ9zeX4BwO3btzk+PkaZjBhUSqGS4+HDz/j00UPe++Aj3vvg\nfZ6dn+NSJAhwAHLsC/iBw+Wc12/dYqY1oRvwyROjR6REdJ4UPEJItMgIugREkfG0ITgkCpUEMuYM\no9AmQ5HnC3zX4fsuS8eXJbNScXgwZ7GsqecVutCYosKYEis1KI0yZVZ31gVRqIwpENc6ENPkxnv/\n3I/1jqZruVpvWDVtFlaVeRRKSviRmi1Thi4HBEqIHDBG8ZVyVlLHwDCiIIWQyODo1lnc9KnUFEoz\nq2uKqmS2XOxwGklEUhQkZIY+pwRpkjbLO25Csm2bjCtJgeQgBMG2axmsze9hyIpHg89u3cS8cdRV\nRakNvcvW81qrzGPZo20rpRAy9zwGlzcbpXQmbzH6eoxISx8CbZ/JcFVR4IxBJDg7O+Po/gPuvPYG\n77/73kuf838dFL5kvQyi8ebEYn/0OKVti8WCtm1304oQAqvzCw4XS27fu8vy8IDeWlarFZvRFj62\nDe++/x59Z0kCNk3Lk4sLpMydaRc8MVgkgloK7izm3Ds6wvhrf8Pp+LWWVJT5pE+5ueXJDcY8lgMV\nYzZijYnDec3x0RGLugJvs1W9HVgsDzhZLqkrQ10a6qpgsViQlMbUC8qyxugSpQoCU9ffkERO6613\niOCyNiKf94X0Pgeybd9xsd3S+zzpyKpKCZECYZRVF2M9LUchEiVknjSkCMpTKUVV58xsknFXUnB1\nfsaiKNhul1xenlPUBbJU6KIgCYkfx41KKZLRBOuIKRFFxmw4F9hutzRNx7bv8TJPGpCCfnC0g2Ww\njn5wuJBAKML4/sqi4GC+yOeJfb5pbUx27J5+L0xB4XKQ3JnZTO9ZSkKcnLT8Dj4tq4q6rnGDzdyH\n1Yq2bem3P+eNxpdZX8YreNH99zEEu99fcN+bPYKbvYObxzCBjSa/gekLXF+tMnJxNsswWOdYLBYM\nw8CjR4+4dXrKnbt3UYWh6zo++dGP6Iae+XKBLA2xzTiBpmt59PgJn372EKE1usz6ilEKjFAIP3BU\nau6fHLKsDGndMaSYSTMyQYxoJQCFHbv1zmffAz0CY4hZdYAYqMuK26cnHCzn2KbDDj2FFKiypFCK\ngqyPkFJAmxJd1VBUqLJGzw4odEkgIbVB6gJlNFJlGTQ/AoS01nRt5glorbFjD8a5rOW43m5xKdGF\ngJKGOFiUyAGCcP19KCFhEsgTgmpEhhL8brw6KycS0aiP4CzNZsXQHeHcgA+WYehIMlHIOUJKdFHR\ntxsYeRMIUCqhdcGqXXF5ucL6nOpTlkQhGZxn27VYHwgkmr7DBYEqimxi4xxlmUet0ef3Wiidm7zj\nOTX1L+SIWZjOqem8nE7BSVMypWvE7A51WRQMXY8aM46yLGnXqy+9Rqb1cxsU/rLWdDJNO7wxZvf7\nNHrcp9bur6nROAmCTgFhs9nkhuPJMWZWsd1uefLsGd3Qc3BwQFGVbLdbrtZbpJR853t/ynf/9Ht5\n19E6MwdjxNQzfLdlFhIP7hxzXFcZ9ZfCmA1MxxNJPmcIiswdCErlSUNMJEIm4NiBW0fHHB8ekVTE\nDz1KC4qQiVJGaGaVpqoLpClQpkSVFcnUzI9OMbMDXJIISfZ9VBKpC0xZjwQngUqR5K7LLCnl54A1\n7dDTe0frEzYJ+qalKgSFEkg8UGYjGSnQI+xYpPx590P2YdBKjxmGoJACKccsTiiMUgTn6ZqWvu+v\nG3VSElIOAjtlo+gRyqBFxmfYwTMMjrbp6O1AZ/OF3jnPqulpuh6XsjBMQhJFlrEL5DIk+bAb9Qoh\n0CoDqqKAfZs3ay0ItcOthBAoTYUe/TS990ghkKPC1OQCxmx2jaUZYdpKKZJ7+Qneq8kN//9wfQ7M\nNK7936cTaj8VnMZpUspsHS7G+nCUXT8+PqZczjlfXfH04pzeDpwcHTOvZ4TBMTR5LPnBRx/xne98\nh/PVGmU0QmXvgqQ00WXB1ZkRvHn/DkeLOnfvGZ2RRxORLKEekAnUOH6UQuUsAbLLUcwGJreOj7Jf\nQwoMts8aCylrIio1zvW1JEpFkoagDKKsEdUcWR+iZ0ckWWTZNWWypkHK6sQTz0IpxTAMn4OLT3Lk\nTbfNVnMhsB4cUarr53EZNejH55uQjrowVLOaxXKJKYoMf1YSIUeTGiUxOms6GCURMTAMHX27xdo+\nvz+TKdSBlLkRWiNkVp1OMrMsvbW0bcumbbCDz+xKJG3fc7VaMViL8x6fMqQ6IfAp08qnDYQ009UG\nRAAAIABJREFUir6EuAMp1XtK1bPxwu66jrIsd0FhOh93I+/RKXvizkz9q+n+fd/TNHkSUhezlz7n\n/zpT+JJ1U2n5pqTaftDYDw5TP6EoCoqi2Al2TuXE0dERjet4cnGGiInj4xwQuqZhfXHJ+uqKH/3o\nIX/4h3/I1XqTX0sZnLcok5/PWctcCu6dnHAwq9BKsBlajIAYr3X/ALRSefdKGZqLyNRrIXNtroXg\n1vEJikSz3cLMYKoCnEOIrGWoCslkdK1NQVKKIBQBRVRVLiFkCUweCnnM6ZzDp0gaYbqV1jkoyGup\nsykgtG2L957VdsNquyGKAlWUQG7O6kIRotr1FJquZRhUzrwWC7QSlEqhRCI4S4qBQo9msySUrChU\nfv3N1YrN8RFXV1csb52gqoJSH+BST4zXwCUhBNE6ujGgr1cb2ral7XuK5ZLBOzbNNl+UQEq5TJoU\n+JOAmHIzdF7PdpljWZYEx27njzFDzqtqxrrZ7ijWsGfCGxJmH/U6ZgXOOULIIjWVzmPj1gUeP37M\n7Qevc7g8eulz/isTFF404tvtxC8gad5s8E3rppzZfu/hJpEq9xQ+r2MwQZL35c+m19iXVYsxKwox\nvRY5+kspcYPd3WfiQKzXa5RSLJfLTKjpHHEI3Lp/m9l8zsX5GSomoh948vBT3vvgXT5++CnJSJJQ\neff3CR09ZZKEpDnF87dv3+JUJmy3QSeF8CC1IfiIJ7s12+BISRBl7qhHJMkHREiUyrAsDUWKDF1L\n17QU3KWqNMnaDHGWilpWVHqGUDWNhdgndJconKDQZYb/ep+t1lIgiYGYPCFNMOQSlSTeZ52AkDxK\nCWS0iNjiu0vwm9xf+fQhqy4SCk2zGZirbK9WCEm9rEhCERPMlopmdYFrrmi2ZxwvT3nzzdcxlaTr\ntmw3K0xVoHU9oho7XIoUpYIUWZ+vWB1ecvu0Rc1P8LrFE0BobCqQSGTwSGcxvmPVrFm1G7reEoRm\niIJBKC6GRBtCnpSkhPMO53ODVI7oyXJUkTZVFl8ppGJ75enXHSiJ0SUpwrYfMgajMMQUqKRicD6D\nupTIblJK0jubAWsJgpH5RwmSgmpW0qzW+L4h+Y7Dk+OXvha/MkHhRevmBf+X9Zr7//+iJuPuvunz\nfwsh7IQ1zFjz7vcbppTw2cU5x8fHmVIdApUpePjZp6yvMiX629/9Xs44PAhtRhejTNghRLSU3Do+\n5fjwCOe6UbAj76DsZQk3y55rJvyecKwQdP1Av+1o2i2XjeeNu3c4MBl9p/BoPDp5khj1Apwj2h5N\nYufMJK9NYUOyWXl5TG8ZbeYn5qdIQAz0w4Ab7I6F6L0n5kkpzg9IWRMAHyOkwLAOKJ3TZpLm9PYd\nShkZ+i3dquPhw4c8eO0Ot05PqY3G9gNKSMrSQEqIJLP3ZZJ4b+nbju16w2a9Rss4Zlh6990753ZI\n1aZpaJomi72onLJvY07VdZkh686OWhkqs06VyHqQKWZWqhC5FxJjpCiK55zAcukZdlnm1C8YhmH3\n/XnvqU2Vm6wp81Smida0CVVVle3oxkZuVVQvfQ18aU9BCPGGEOIPhBB/LoT4MyHEfzT+/T8TQjwU\nQvzJ+PNv7D3mPxFCvCeEeEcI8fde+mjGtX8S/2XzIPZfb5/9eHNq8aLj2ke/TQpJU2NyyjqmIDFp\nKlZVlZ1/hMgpadvy7OKcH77/Ho8ePaKoKmKcJNf8buyWYuSg1rx299bOFi6kuEsnQwbsklKWNCdJ\nosipbbgpESczCKbpB9Zty+Wq56PNFY+7LVsig4g4IjY4Ap4kPDL0xG6Db1b4boMfGnyw42uOTtGT\nxdv4Weop44qJyhQoMWIU3IAPGYxE8PiYA2dZSMQIgxZKIEuDqfPJ7b2ns47LzQYXEkW94M23/gZ3\n7tzJLNTzC3w3cDhfcDCbUxYFRinKWU01ju3quqYwBtd3bFaXrC4v2K6uCM4Sg0NMWAjn6Pts6rJp\nWpq2w2X5V/qxx5Abf3p05w5ErsvJ/DPClcdzR4nxnOB5E+Pp+9ufKEzBYVrThb9vojsFhelngkGr\nUZHpVRwWfhrfB4D/OqX0X+zfWfwMfB/2S4P8h5d95E+/piCwX2bsQ1/3/z4e7O6xccSfA7uyQ4hM\nhJoidl3XIxR2w+Hx0e55+82Ws6fPsNby3nvv8eEnH9O5wKyEcjbLkOaUOQIpgEiB128dc+f4EG/7\ncbfXJOkymAYxlgnZXi5OgWFUfEoyIxqRYixN8lgvCEnvoVewbhpuzUrmSiF6CyogfEDHRAqBEB2x\nUzTnT1mcnCBnC6wpqRIYldWcU8paA5WUCJWt55WAYeho2w1920D0hN4SncX2A24UEKmKyOA83vVY\naTheHnF0uESEwKbJ4KZ+sDw5P8faHlMW/Ppv/B3Onj7hw/ff4eHHn/Abv/5NmC3YXDVZXxIoS0Mp\nNXpUtorB0zZrNqsKNTN4ITFCoqTZGbPYfmC9XtM0DZ0dGJIgJE/vA9ZHYoDB2VF45vo8yJ9qNt/V\nUmBMzhi6zu++Nz16TkRxbS9fVTn49X2/Y9kKMRrijJtKqTRGX+tgTsHYWgtSsVgs8N7z+PFj7i5e\nvqfwpZlCSumzlNIfj//fAJPvwxetne9DSulDYPJ9+KnWTezA/trfvV/UR4DndQ9+3G5/E1J9U7xz\nByLhmo47BZJpfDSVC1N011pfG5iOz9m2LbP5PJuWxsR2vWG72fDo0x/xzrvv8uizzzKuP+4dSwho\nIfFuQJK4dzhjWWi8HVBGj14GuX7Pfoc5INjgyeIo2QchQ7uzzTlC4mOgcx6PAF2ia4PwkLqBYgjM\ngqDwCT0ETIQCiRPkrr1zxK7BbS6JfTuO/+QOQzDpAFhr8UNuFkbv8IPl6tk53lqUFARvSdETvKVv\nB4zIRjGHVZWfk4hPEVMW3L53l8XhEVEqdDHDS83ji0s+fPSYi+2ab/7m3+G3f/u3kVLy7g9+gEhw\n//59epsDztToK0pNVWi0EmwvL/F9h223hKGHkTciyOk5QNM0bJoWl8jQZjfQOYv1eb/rbaB3OVvS\nWo/TBUllTPaEUIrjw6NMzR7JT1rmZu+UQU54l/1dfr/HNZ1Dk1jrzZHqBLqq6/o51/Ftu3npa+2V\nRpJCiLe59n0A+A+FEN8VQvz3Qoipk/Ea8Onew77Q90EI8S0hxLcuLy9v3vYqh/UXtvabk190TDd7\nDTcbmpPEGrCTaJ/KBl3mCUDfdvRty+Yqy2k9fvaUZvDUiyUgM2x28h0Y+wCHywV3lhU6uV0qGmIi\nipEUE8WuZBBCZW/CGLL3ItfYC58iPsRxvJcIQiKLkrszze1qxgyBHgKlUFSmxAfYdI6rJPGmorMD\ntm1w2w2h2aKGgeSzWhEh5hR8RBuGEPDW5rIiegqj8i7pM5KSmFApUimDQWIIlBLmlcZbR7vZYgeP\nkCqPOBG4lGh6h0OxHRzf/+h9Hp0/47W33+Tv/tZvsdlsePbsGW3fsTw8zN4RI35BC0lVGgolSdHS\nbq6wbYMfOpSAwhiC8+NUpKPZdpk/Ejy9d/Q+U7d9yNLzIZHt6UQW0hdCZLSlSGglqAqNZLSGCx41\n8m7qokSJa2WuKf2fgsA0wZo2n6nZPWUQU1Y6sSSnc2/KGqbg8bLrpYOCuOH7APw3wNeBb5IdpP7L\nl35VIKX0Oyml30wp/ebx8ec7oz9uN/+S4/yJHzse13MZxs2gsH/7i3of09/3pxbDMOz6CxO7bjab\n4UL+4rfbLZvVmquLyyy+st1iioy9d6Ok+lSXTk2p5cGCZaWIdsAofd1kAoRk11PIaLyxYZtyGZGk\nIInr9xBIOB/orCUKgakq7pwuOFyWCAIuOqLSsDjk4bbh//3gA77z6Wc8aTpaG7Btw7BaETZrjMuw\n6x2AhsmuXuJtfu8y5WAxq2q0kgRvIQWMEpTaMNMFldQUKaGDo1aaw7omeM/F2SVnF+dsmw4hFUU9\nwycYQqK1gU+efMb3fvgD+uj5F/6lf5Hf+u3fZrVZ8/DJYxZHB/miGZ2gytJQFJq6KiiVYuhamtUl\n26tLwjAQvSNYx9B2rNdrLi8vsT4HIxvimCU4XIz4mHkYCJXNbkfL+zSaDFelYbmc7wnBknEfWmV4\nc7qW6p/+BXbgt2k0OfUMUrrOLvZ1PCb+yD583DlH0/+MRVbEC3wfUkpP9m7/b4F/OP76U/s+3Kzd\nb44Nv+yx++tVpxc3ATXTBf5FU4h043j3M4WpnPDeM5vNdlmDc47lckk3DKgI7XbL5dk5n378Me+8\n8w7d0IMUdHbYlSFCZJclQuL0cMn9O7eplcaHBmUKhFBE4YC8+6cRmZfI2gS6ECPq9zrIJJFgpFHb\nMHWtDcYUVKUFEoOzaF0gZxXPbMu3P/mIhyuP+PARF/dvUX7jLarjA/r1GrfZIJ1DVvPcuyArEvsY\n0eMs3rtANApvexIB1w+kmF2kSlNQ1zXLesbxfMHgLBs/EIVgeXjE+dWKvu85Pz+ntzGLsNSL3CBd\nNyPfpOeHH37Am3du881f/pv8vX/9X+Pq6orv/fkPWJycUJQlwzCgxx1VJiirEiHHEmGzJSXYHt+m\ndPn7apqG1eUVVxcXu+DbO5cFUdLUgwIXs7blTSatFPkCrsqSOGo+IBOzokBWmQDnnSWNqMxA3JUJ\nU9Ywndsxxp1mZAZChV3TccoMglG7wKBHD47tK3AfXmb6IHiB74PIBjDT+jeBPx3//w+Af1sIUQoh\nvsZL+j7InHCNDsI5lcwjq89rFbzKEmo0+hDs/t3/uZlZ3Oxd7Efh/azhZiDYJx9B/jKnunC674RX\nn9K+6FoKLfj000/44Qfvc7XdcrVusBYSBcbletGhGYIkkS3fv3Ey45cODTEoQlmzHd2QSkpk1AQM\nXkaCStn7zSR0KZFFQqqA0h6jSqRUyFJSzAukzjtX8gm8JPWaYAUe6Ah0IXC16jBhwQLDJsI/2fT8\nH5+taVrN6VqyWA10XYsjIAsDShPRVKbKJjQiUJlEHwLBRtyqQ3QW2Q8UUlDPa8yyZLYQLGrB6aLk\nSCgWPlC2LfeLkttCsrlqWW0bWtcTNVgiDtj2gXlxi/UlfOtPfsjv/aN/zNPNmje+9hZvvnafj7//\n/Wya028ZZOLKdVitsFJQLg4QpqBGo/qIvbzAr6+w6zXdds3ZxTnnqxXbLtD0icFreicZElgh6IVD\npojW46QhZkizSgojDcXo+SBjolmt0SFhVHbB3gZLP45ugxh9JBG5TPIZtSm1RtkAPlKYa+l/LRUG\nyYHWqBEjI0zFdvD4kH07C+9p7MuXDz+N78O/I4T4Jnmz/Aj4D8YDfWXfB3hel/GvsqfwZa/9udtf\nUEJMQcBa+9xYUo3qOSllEZXoA+thvZtG5PQ0z8RFoRlSIhKyLyMS5R1v3jrkF954k5PFDN/aL8RQ\nzMrZNUszca0TKXPmEryj1lnSzA4ttamQUuNspOs3xEITCDgRmMfs00iSzArBYalZCbhstvzw/R/y\n5GTJ+mRBoQKuWzOvsxiLVArvBhoX8N4SvR3n+Im+3eJtn81mx5QYYD5fcrrcMhwdUJcFi6rmcrPN\nJrMqKzVZo0jdwNBsccqwKDXV0QkySdqQKIqCRxcX/O4/+gOOjxb8yi//CkNnee+df4h8+JDT4yO2\n6zUieAySujoetSRr3Kbb4QTCdsvF1ZqPPvmE84sLEjKXCz7rOoaUCWtJRJLIO6z3HiVBFdXuM59+\nQgy0vc3YBK4b2TnNz9nbfD7ncrPG+8yzKcvymhQ1lgODtSgl8CmiU4b27WtIeu9R2uRzb5yCXDw7\ne+lr4KfxffjdH/OYV/J9gK9Oc/FVg8J+aXMzKOyn/vujTaUUXdfR9Q1+8KNnwMDTp0/ztENk2HFQ\nObNRKaKCYwZ87e5dDsoSE1IWHvmCoDClj9Noa2pcTQpCs8JgjKIwJVIfcnFxQRIJUSiMLhiCwMWA\nSglPQiaPRGGko5KeGvAyC6g27Yqt23IQLUJBJBAJpBixfsjgGpf9L0mRMESSd0RrcS4L0wqZQVlF\nUXBQlqwKBV5BbcAXtF2PNAKbEgHB4eyI9WC5bNYUQmc5M59Y+8DJ8SFJSa7aju/94IfcPT5mNptR\nFhlVenJ0CGM5k5ufDmssVWGo6pK2bbG2p/cdF1eXNG1LO1i2bc8QAjYlXMzHEVMCmZWwbyJr988V\nIQSyKNmu1ugiw5B9BOc9IoyOVN5TFHVWrVLXI+3pOIUQowFv2AG9gshF4k2E775PhRCC1A0vfQ18\nZRCN+x/gXzaK8S9q3RRy3adYt22LGA1FhmGgaRouLi5w3hOIxJCl1kRKGWYbPK/dOuLte3cwKZHG\nacQXvjYKM+4WzjmSGNWPXZ6hixARRJaLAw4OFzw4PebZ2QWrpsvEo4HRYi3vYIvFgug8Q6kgCG4P\niWNjWEhHHSKub+mbNbOuR50KEgHvHTE4onM4a3FdBvkkl8AHbN/SNVsWiwWm1AQJCsHBfM6yrJAx\n5mmEWLASAl0YBi0wwRMlVKmg8IE+KjofCQqGJClk/oy9TXzvT7/P1x884P7hAUdHRzy7vIIYKcpq\nHO/mgFwag6xK5HgxdV3Huh3ohp5109K0PUOM2BiwUeTGYoKkssSdEM/3n/bRhdM5oGTJtu0pjUFI\nnScWY9Mw+rR7jPeeqqh3jekJ6DZNTZLIBKt4o1zd34B2z1uWuUn5CtfUVyYovEogeJXJws3nvRl8\nbk4X9glPL1o36dHqBrV6et4J0zBpFU6PnSYS6/Waw0XJ+mpFGH0gzi4uqOYLBtsRvScKzdwUuLbh\n3nLGL77+OovSUAaLtx7vr0+GqVQQQmQEnCp3WoLDMNB13e6zcONFqknUWnL/+JD7d+9xOlvy6WeP\neXp2ThE9CljUNQ/unrKczVES3GBRKXKkNALFaak40RIxdPjtBrltGLoWNZuhZEIqxTD02O2WvtmS\nps/AenzfZ+Vob5EKXIpobVjO5hwtDwjWISqoTKTUIwlqOaPcrtk0A6WWnJwe0brIZnC4lDjVdSYO\nWYtIgqvLS95//0Pkmw948OZbPH7ybFfOCZH7V9H7PDEJEUTE+4w9iCiarudq29BaxzBOHpKAOOJL\nsnbflCFeBwAXHcWoZTCNC1fNFpcCtZ7jYkSFgJSaGCc8DHsGsvn4jMmKTVPmx965lFLCh0ChNCJe\ne0J473fCMxN+Roafw6Dwz8Pan1jcnCdP/04jSoDkA1pKNpvMugvkcaEcFX0LVRCGgQq4f3jIG3dv\nU8is8Z9kQqn89Q3D8LkRVoqCocspewYSKRLXDdEgFCoGzj57Su0jt+slX7vzOiYp+sst2/4px4eH\n3L51zIPbdzk9PqHQmmQjH3zwAZVPzIuKpQKTAiE5fLAI5wjDAMYgU6RrWobthvbynL5pKbVBVAX9\npiEMNl+gPrCxG9AKXRik0pRlRVGUxJgolGBWVrvP9Pbt29ny/fyKoqpBG5JRRClRZs4nDx/x8NkW\nKxM9kocPH6II3D85YTab0bddfj6tdmXdjnMRelIKSGPYrtastxu6oc+CKiESJPgIcewpIEYadLwW\nShEik+OmrHAaHTbW4iO0XU9VlhRlPeLIBASeE1OZ1kS6izFT4YWUoCSRxOAdRphr5uoIysqbk9iN\nJFNKqFdIvv86KPwM1/7EYr+HIERW051QaG3bMpvNuLp4SvSBs7Mzzs/PgYxETCKfJ8kHZIi8fnzC\n1x484KAqsP2aFOxogHo9u95HtTnnaJt2J3c+Hct0bABJGqR3iDQwNJbHHz2kCJK7ByccffM3ON8+\nprOOWT3PWcTJbcqioNAlwsNn777LvNQcL2pkafEFWBXxMrIoDDol+q6lW69YnZ/RrbeIECBmr0RS\nREuBBGKI2aVKgIwKKTX1fMmit2TBE9BS7SkLlcyOb7HUJZfn58zmFfVyQZQRYyNvfuNrdL/0Dd5/\n8oT/+4+/zccfPaTQigd373Hr1q0dHL0oCozMO/4wDCgBRjm0UvTOjZJrDdaFjCyQgjhCxUNiRz5L\naRybi+vzQIrr3X7aCBKgjKbvB4RQzFJCqWIX7KR+Hik76VfKPSSsQo3f81iiFCZrQIyTLSmzZNxU\nWkyv/+NMmG+uvw4KP8O1H5lvElgmmazJOv7o6IjNs3xyttuGy8vLrNAz1pWQyTiF1Lzx4DUe3L2D\nwGeev0wZntz7He5hes2UUibouOudasokppJGSsngICJZVHNKrem2HY8+fsi91xInp7e49fW3WBwc\n4YNASMPh8TFVVXG0PCD5gF9fIW0kiEBQCSthEAFLpNls6SU06w3tesPq2TkyRkptsi5BsszKGR6w\ndiCJrNYUYmToHSSNEAqhzE6kptBqt5M2g2U5L1mUJQdVSRQRYUCVFUdVgVcGP5ujZzOeXV7x7kcf\ncrVecba65PDggLbdjj6VxTX03HkGAZgAJLbblqZpdpZ+ISV8BKaAPY7KI7mnwI1yM+NK4jVC0Tp6\n16Oi2JWZeUpQfA4Qt49WnL6z58pZKXZCttPt+y5lMabda0/n4899UPgyzcUXoQx/0vXKuIcbX76P\nYdcrmJhxeT4lcDGNCDaBSHFsKG5QIushmnpJv3nG9uKC4FqoBH30GFGibMRoy73jJW+9vuRg5nBX\na8qYpdAHF3Dhkt5ZXPQEHzEUCK+QvUTLUYFnsKgQs0+kkkglUQIOxZbBR7xa0Kg5PoBrB9KPPkUM\nDa/Nv869r/8CV+Q62iMIRY0qDK8d1ZgQOX/4EL9pEMlRxQMOxSF627HuP6UsCoQLxMsr2HbIwhBE\nwEaX6csmK0z7UZ1KS4kRAiECKXWUMbDU2Q1KEDBC7sRSalPhCaTKcHy6xNqeMPQUKvMYRIoURc99\n4/mtv3WP2l3QtI745ILi1jFZ/GhEneqsc0DyuMETgqG3nk1j2XaebhjNZVIE4k6uzXs/+kpkmbuc\n2psMDAsJJRJajcrZyeCToB0ctVHIIuHweOGpC8AIBu8QUrI0h1RaI30gDZZKqgwmilm9qqCgUgWC\nbOwrRC43tSrxLsOpjSno7QTmGihLw+wVqNNfyaDwquunGWd+Dj35EwSY6Tl2On9jOu+9y7NmU4CI\nbFbrHXbBe48ykt7lDnfnE05CUim7PaXIQhf88t/4BU4ODrF9m9NXBT5EbAr40amo6x2DCyg8ShiM\n0ohwPZaKPuw4CDJKlM6KxUplmTg7GpnKFFC9h8sz3Eea5ev3OXzzPnJW03X5wtZVyVFRcPKv/F2a\nZ2ecP3xEd7XCJYera9bRs768pCwKVIS+63ZpsHeWROYUNE2za55NNf316DazJCdST9d1O7xHURQs\nygVRRIboiAROTk6IzuKto1AJUxR0yVML0NWMaOHRj55m2rkSVHpGdsCL2Rbee0qTU+9usLTdwGZ0\nAJ9EWKe1A6qN50wgIWLM2gl7pDu4zhDnywVDiHRdx6I6JIbrjW1fd8ON4+p9BO3EtoQb6l9kW7t9\n4t0wDBijmNU1fpS7m5rNR8eHL30+/3MXFH7Snf8n5UpMj90XeJ3Svzjq8k0nh9aag4MDbN+z3W4R\nWuKSw8aASyC1xgMxOCopub9c8OadWxSM8+yUZdltdHSux/Zu5Pj3uJSzgKy7GBD9ZEwaRnXghJEK\n7yOF0njh0apAqIgMgRiyEKgConXM25anP3rE6f37zMo6k49ElhQrqgJrFLO6ItUV/XpN125BQhSR\nA1Vjh4G2bXDDgBjr76mJOpnuwnVz7f9j721ibcmy/K7f2ntHxDn33veRmZVVWZlVXV2m3IZ2GxpZ\nNkgGgRq51fKMAcyQB0jNiDEMYQ5iBEggIVnMPEFIRgialhkgmUblpqtxlRu6KiuzqrIy33v53v04\nHxGxPxmsvePEvfle5c2ubjuz3Ft5le+eez7iROxYe+3/+q//P60meAPLWiWllXLbj+u0aaszG3wM\nbM4vMBRiCJAitu8YsscNjs3ZBczgomG8mRiDZ/PgvFrlaQdkLAXnDCkkRh/YHY8cp5k5eGbvSRly\nqzqkTCq6jyhah9RUvW5vjBikMWWNUfUkil6/Or+891CpyK161IZzbqHHt0DYtBfXXbadM8RVMG2e\npC0wrZulQgjE8/vP51+IoPDzjp8nIKxfv5681lrGSff72FM14uzsjFC1/h596bFqER73RFDtvRAw\nOTF0Hd96+y3efPAQv7+iZEhZ69MhReYQSDESQ2H2ECqjzpOIXg1N1/vUTgxdzvRkXIpsLeQcQBzO\nGmwnZGfw1hBi4sXlNe7dH/FL3/gm9vwcNk4l3YLHiiOJw5jMcPEQMPSbgWnUlDUbzzRqR2GJKgzT\nFJm896SVAAicdABaQLdWlpbghRJeW9jb97HW0m8HBgFbW43JSaXvSWzdhu1WfRSnB0e+9uaX2Lk9\n7+6fMfSPVTwlJWJK2h5dhNkrQelwnLT7M+ZKUkKFarNRUlYlLFG0ClEouFKovZG34AWxhsN45DCN\nyxzQ7WZ/y3c0xgiuu5UlrL97jBHT9cv5WmcNpZRFwalVuFoVyjl9/WH+ArpO/6zV/hMswjt//3kw\nhU/DJT7tWNapYovwOWuzzv4wVmlubX1txqQtJXS28NMf/0i7IrsKKFVQ6Btf/Qrf+vrbzLtrRAXC\ntRFnnphmry241cFoPHqmDG4DUAhx5qYkZp8xDpyzSElc9Bs2xtIXUbeoeeLcVG0BY+mtIYh6YeyT\nhw8/4oMf/pizr36F7etvMI5HNUaNid51iOjzO+tIpuO8PwMyR/xSmz8cjmyHjWYCUjMeToG0VWXa\ntkulz8otfkcrtbUbQUTZllDUXVrUF9IUKEPCx5nNWY81BQkzm7OB8OAMi9CNT7EU+r4jRjRg5bzw\nPEKKTH5mmj1TiOrpaBwxZeakilalzQtjsMaQTSFTvRg6S86JOWvX583xAOKYszY1NXOgtmWYpmkB\ngdczbS2rpvOjY6YKuK6qWgujtW4VWnBtc7F93nEa731PfG6CwhdlLKQXTnqMbTS9hKXvXUJ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ctD09NLqWCyw6KekkYKQy8gCTHaremjZ3fY059vMf3AXArO9p86t9u4T/XhzZohICJb4G8Cf4T6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\nLPAq9PRg6Mh5ZOY49hLVMlPBWzq8ZEsKTVqzWrLd7Xh6dYkLn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| "text/plain": [
| "<matplotlib.figure.Figure at 0x7f1234062dd0>"
| ]
| },
| "metadata": {},
| "output_type": "display_data"
| },
| {
| "name": "stdout",
| "output_type": "stream",
| "text": [
| "['roi', 'Shape_Para', 'pt3d_68', 'Pose_Para', 'Exp_Para', '__header__', '__globals__', 'Color_Para', 'Illum_Para', 'pt2d', '__version__', 'Tex_Para']\n",
| "[[ 5.01503348e-01 1.52335182e-01 7.00293124e-01 2.53044601e+02\n",
| " 1.31501358e+02 -9.54638672e+01 1.42463169e-03]]\n",
| "8.72816299035\n"
| ]
| }
| ],
| "source": [
| "img_name = 'image01070'\n",
| "img_path = os.path.join(AFLW, img_name + '.jpg')\n",
| "mat_path = os.path.join(AFLW, img_name + '.mat')\n",
| "\n",
| "img = cv2.imread(img_path)\n",
| "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
| "mat = sio.loadmat(mat_path)\n",
| "\n",
| "plt.imshow(img)\n",
| "plt.show()\n",
| "print mat.keys()\n",
| "print mat['Pose_Para']\n",
| "\n",
| "print mat['Pose_Para'][0][1] * 180 / np.pi"
| ]
| },
| {
| "cell_type": "code",
| "execution_count": 29,
| "metadata": {
| "collapsed": false
| },
| "outputs": [
| {
| "name": "stdout",
| "output_type": "stream",
| "text": [
| "[-1.3094831705093384, 0.9722732305526733, -1.9449890851974487, 352.7459411621094, 269.5284118652344, -29.241600036621094, 0.0016251214547082782]\n",
| "-1.30948 -0.472273230553 -1.94499\n",
| "((191.41943852784851, 209.36230800457355), (364.58304246447949, 316.72234641677221), (172.00916310049018, 398.57403359558731), 240.24594116210938, 269.52841)\n"
| ]
| },
| {
| "data": {
| "image/png": 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eRjXF1PgZWkPt+H0h0qklrl27RqVSYXU9xVD/NmqGRbmQJ5crUjM8IoluxmZW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xMIXkUACY3x8ushgxG4DZ00fjvWO3snKvINgqcz+nnB5OiYQdGjXpUsprMui2KMYXNzs+PrbGxs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\n4VlDI/RJex1Ga2v4OsN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| "text/plain": [
| "<matplotlib.figure.Figure at 0x7f122c2bcc50>"
| ]
| },
| "metadata": {},
| "output_type": "display_data"
| }
| ],
| "source": [
| "# For pose we have [pitch yaw roll tdx tdy tdz scale_factor]\n",
| "from math import cos, sin\n",
| "\n",
| "img_name = 'image01547'\n",
| "img_path = os.path.join(AFLW, img_name + '.jpg')\n",
| "mat_path = os.path.join(AFLW, img_name + '.mat')\n",
| "\n",
| "img = cv2.imread(img_path)\n",
| "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
| "mat = sio.loadmat(mat_path)\n",
| "\n",
| "frame = img\n",
| "pose_params = mat['Pose_Para'][0]\n",
| "\n",
| "print pose_params.tolist()\n",
| "pitch, yaw, roll, tdx, tdy, tdz, scale = pose_params\n",
| "\n",
| "size = 150\n",
| "\n",
| "p = pitch\n",
| "y = -yaw\n",
| "r = roll\n",
| "\n",
| "if y < 0:\n",
| " face_x = tdx - 0.75 * size\n",
| " face_y = tdy\n",
| "else:\n",
| " face_x = tdx - 0.25 * size\n",
| " face_y = tdy\n",
| " \n",
| "\n",
| "print p, y ,r\n",
| "\n",
| "x1 = size * (cos(y) * cos(r)) + face_x\n",
| "y1 = size * (cos(p) * sin(r) + cos(r) * sin(p) * sin(y)) + face_y\n",
| "\n",
| "x2 = size * (-cos(y) * sin(r)) + face_x\n",
| "y2 = size * (cos(p) * cos(r) - sin(p) * sin(y) * sin(r)) + face_y\n",
| "\n",
| "x3 = size * (sin(y)) + face_x\n",
| "y3 = size * (-cos(y) * sin(p)) + face_y\n",
| "\n",
| "print((x1, y1), (x2, y2), (x3, y3), face_x, face_y)\n",
| "# Draw base in red\n",
| "cv2.line(frame, (int(face_x), int(face_y)), (int(x1),int(y1)),(255,0,0),3)\n",
| "cv2.line(frame, (int(face_x), int(face_y)), (int(x2),int(y2)),(255,0,0),3)\n",
| "cv2.line(frame, (int(x2), int(y2)), (int(x2+x1-face_x),int(y2+y1-face_y)),(255,0,0),3)\n",
| "cv2.line(frame, (int(x1), int(y1)), (int(x1+x2-face_x),int(y1+y2-face_y)),(255,0,0),3)\n",
| "# Draw pillars in blue\n",
| "cv2.line(frame, (int(face_x), int(face_y)), (int(x3),int(y3)),(0,0,255),2)\n",
| "cv2.line(frame, (int(x1), int(y1)), (int(x1+x3-face_x),int(y1+y3-face_y)),(0,0,255),2)\n",
| "cv2.line(frame, (int(x2), int(y2)), (int(x2+x3-face_x),int(y2+y3-face_y)),(0,0,255),2)\n",
| "cv2.line(frame, (int(x2+x1-face_x),int(y2+y1-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(0,0,255),2)\n",
| "# Draw top in green\n",
| "cv2.line(frame, (int(x3+x1-face_x),int(y3+y1-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(0,255,0),2)\n",
| "cv2.line(frame, (int(x2+x3-face_x),int(y2+y3-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(0,255,0),2)\n",
| "cv2.line(frame, (int(x3), int(y3)), (int(x3+x1-face_x),int(y3+y1-face_y)),(0,255,0),2)\n",
| "cv2.line(frame, (int(x3), int(y3)), (int(x3+x2-face_x),int(y3+y2-face_y)),(0,255,0),2)\n",
| "\n",
| "plt.imshow(frame)\n",
| "plt.show()"
| ]
| },
| {
| "cell_type": "raw",
| "metadata": {
| "collapsed": true
| },
| "source": []
| }
| ],
| "metadata": {
| "anaconda-cloud": {},
| "kernelspec": {
| "display_name": "Python [default]",
| "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": "2.7.12"
| }
| },
| "nbformat": 4,
| "nbformat_minor": 1
| }
|
|