{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Title: Basic Video Analysis\n", "Author: Thomas Breuel\n", "Institution: UniKL" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Reading Videos" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use OpenCV for accessing videos. OpenCV is a C++ library for computer vision research. It is very widely used, although the different algorithms in it are of variable quality.\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import cv2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OpenCV allows both live video capture and video processing.\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "video = cv2.VideoCapture()\n", "video.open(\"videos/testvideo.mp4\")\n", "width = video.get(cv2.cv.CV_CAP_PROP_FRAME_WIDTH)\n", "height = video.get(cv2.cv.CV_CAP_PROP_FRAME_HEIGHT)\n", "nframes = video.get(cv2.cv.CV_CAP_PROP_POS_FRAMES)\n", "print width,height,nframes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Frames Iterator:\n", "\n", "Let's wrap up the `OpenCV` video function so that it accesses the frames of a video as an iterator.\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def frames(fname):\n", " video = cv2.VideoCapture()\n", " assert video.open(fname)\n", " while 1:\n", " ok,image = video.read()\n", " if not ok: break\n", " yield image\n", " video.release()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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wE0qFqh7PkiCjfdVQdJO2/ajVggpom2BkLt1HNbFa1S0Yknsu5aRVJEu2KYQU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\nAy/mY7dd1DRStM8ZUimdIZmzq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zuLCRc3EKM9er1F0D5zp2nWa9hkgPBqOCsJWsuIasB4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zM/PUVPJcEaRzst2bJtGzuuvhpTeslqVZSksaI0FltarJaYUkCpKdtXODe9wMZNWzGBQIjM\ntxmMoxkqLIYXf/oDBnrqZJ0OQbWHLMv56Cc/Se4UPhXc+iTPLKPdyYjIGO5tUvT0k5oquZD0JQLX\n41CVZURcRQrl20nG0zmNNERGeKBOV8EXBYFXpDiBEL4fLboW+UB66WpFSZCWMFIoo0mCkrqUKGUJ\nlGSprbA6oHAgrHfjBspr21UgGBAZRWp5v044pUkkRFEA5LTSgEWj0LYEE+BcgeN9W3+3LWLMBzEA\n3rikfYvOe5KQofBhcl3FihQehdfqGArr0zTfNw0FQfA/W7KmK4sNQ2LpSLUgxKFUjFIVxjauZwzJ\nxLrNLCzndGYXaa/Os7osSNMQna1S6pAwKEjdMDdcM4pB0dvopb9/nAOvv8RYX4WFhSWuXFnCmIz+\nvjXkacnAQD9ZEVGUAY0kwiQhQ42om+NfAJqRmmYoqdBrN7Ft/SinpuZpKcMLSx3OW0PUX2Vd2MeQ\nWMSWJZ3LBXFPL428StwT0lzJSOoxc21Y16hCIFmaW0GrCmuHY6YXUpZmLjN3eZpK6GOxf9H17xbz\niYkJJiYm2L9/PwD33HMPf/qnf8rY2BgzMzOMjY1x+fJlRkZGAFi7di0XLlz44N9fvHiRtWvX/ovX\nveWG6zDGYSXo3BtIIiUIbElRBgQqQlUalK6NUJIk8T1yGURIAX1V53ttKFqri4TK8V9/7xucP3sW\noQKSOOH1tw/QyR22yDEqJKjViGKFxGFaGe3UEEpJLQmxocARI+KQKJbIbpqfkBatLdZpgqDks5/9\nBA995wGiikQ7kDoga/tMCysMO7Zvp7nUYnbyHFnVW+Wjag+HDh/ipltv4dmnn+PTn/0kw8MWSght\nh1OTk2zZfzP7do4RiYATp89y6txFxrauJxQao5dYuDjD1u1XsWGin4UlzfDAEI1b4Xs//B4Bjv/y\nja8xc/kCZVGyYfNmHnjwQY69N8lNN93MfZ/7HEWR8YMf/pC+3j4uXJjhhptuIgoTWs0W27ZtI89L\nHnn8CT7xybtx1nHpwhSf+dVfY+bSZZppi7GxNYyOjvLfv/Ugd33yU97tZy2R6FJhAkGQSEKXICxY\n6VAioLQFOjWoMEJKTxIKioKFxSts2bIZh2JxuUmlUWKMRglLGMUI7WWR1hUoISlyRxh7HTLSy+fO\nHX+PotPka9/4BsePnSJWCmM0R44fQ+gSYQqEEzihENbiWjm2LDCRIwKMzjh59G1G127j7ddfYdcN\nt4Dz+DcdCPIsIQyrlFbxkV/+FX74g+/y6bs+waM/fpTlZps4CYl0SiIzaklAOdRApxbVMGSmg21K\nRMUrgdrakHUy8iz1Xv1uxKyUEisDr+ARlsg6pPOgCa/6Ex4V54RvT6A8OlA6ImVRokMcaqSwKCm6\nGnafgJKXitLF5NpDrGuxYKCWo5wltQqtwYoYE0iUEV3FkCAnpF1IlAjQTgFtAqkw2r6fx0hXW+pj\ncrGeOaR8W67UiihxJNJhnaQwxntKhF+olSgRKLQwWF2yZ88eTFFw6vhx4q6fwTiHCHxLTgk/MDWA\nFQqExMgqTjZQKmLzxBDr6dBZzLlw4RLN5QVWV45z3f7rePvAQa668UPUevvoryaUSYhxCaMDFRoR\n3PfFz/NXf/Nttg6twekOy8vL1KoJur3C4nJIvVGjY6uYVpvqYEAYKC5eahHGkqZVzF1YwZaWDRN1\n9vUm/OyFo1RmS2w5yCUsuq+GjIYZsIvMriwyM23Zs3nQA87H+7DCsrywxGxnicI5rNCEseL01BL1\nJGD7lq3s3rkNjGW5rTl7/Mj/+2I+NjbGunXrOHHiBNu3b+eZZ55hz5497Nmzh4ceeog/+qM/4qGH\nHuKzn/0sAJ/5zGf4/Oc/zx/+4R9y6dIlTp48yQ033PAvXrewAhkGHizhDFKGhHFMUKsQK0knh6in\nlyiO0GVJXIm6dHuLRGKFlxIGOM6dOsYXvvR5vv/dh+lp1D1JKLcMDI/y6ONP0Gj0YaSgY0Nuvv1W\n3nz9JSoiAinJVhYJAkVzZQlBwK4de8hiOHNy0t+2UmGtJo4rUGr+4R//HgecP3eBo+8d80zIbt6z\nzlP27t1Hbkrm5i4zV+SkRRNTKup9g+zctYt3D7/LIz98hM/8xt2MjGpee+Es9/7mPTz16OOIeAtJ\nEnL5yjyf/JW7efm1NxldM0ZYFuzYvIbjRw8yfb6HeljnwPnH+J3f+TqiaLNuw0aWFxd54cUX/c2v\nJLt37eTEiROcmzrF4cOHuO+++xDS7+x27NzOm2+8RRJXSZKE733v+3z1K1+jKIsudowP+I2vvfEa\nYxPjTB49zu23386mjet46qdPEEhFEoYUWUYQSKIwJisL8k7K+k3ruHD+HBJJlCQ4BHlu+Ohdd/H8\nc89hypJaJWbLxg2UtqC13OSpwz+gUqkQhpJCa669/nqOHn6HUCgIFElSoZMW3P7LH6evXkcEghOT\nR7j/C1/goQe+Q//ICJUoJs9aLM7O8rMnniBOElbTNmlh2LH3Wl5/+QXiMEQIQdpqEUaK0aF+tmzZ\nzNHjx3n1mScQhq6tX7K60ub6628i7aRkeU6rY0jzAlOWPP3YEySVkL5KwGqnQ7NdUIgG7eU5tHT0\nV0N0qimV4qaP/hJv/Pw5TLaCbhWcOXeafmsIIkEh+wnrFUIpCXWJKTJ0keIMXsYpfFuDbhNGSkdP\nxccn1IKUQJQ4RdcmLwlCh7KO3BnyQpCmFisClPA54CqAWOWUnZLcKjq5JC0szngluRLQyUsKoTBl\ngUpq5IU3EYVBRDstfBSw9S4AIQRl6dVFHnzhv9d5kRMlAdJqKkLQLkpkEGJciRaQZR0qKkIJgbM+\nfqDRqNPutDDGEiVVv7gbqCUB7XZOURqESugbSVB6hXOTr/LRuz/Byy//jMbAEK5jWG3O02rnjE6s\n4/Y7bufi7HnOnz1HYSArJb3VCPKU6S2bWWxlLK2mtFearB0cpjQRa/vWEaiERl8vJ186xKUyo9ZX\nJzWCi+ciAt2hk6YUhUZbqCcxswtN3n6hwFGyupozWKTUetZz4sIkrbXrWFi7md2VQTaPJvSPFuSl\nA5EQVwIip1kzUqXdhHaqKYVgrKZQRUqjp8bgcC+JlCwuLjHa/4vL9f+SmuXP//zP+cIXvkBRFGzZ\nsoUHHngAYwz33nsv3/rWtz6QJgLs3r2be++9l927dxMEAX/5l3/5r7ZZShOgAomzEqREyQphlFCt\nV1EYjNaUxhKEIVEQUEm84kXGASFgjcIaQ6AUQhjfZy9y9u/ej1MBOMXzL77G17/+O1yenaWnb4hS\nGx59/FE+cudHqCY15hcW2bJpA08//iTWOe6642M8+ugjhJHinl//NR5/7Mfs27OPD121l/Nnz/Hk\nz37OF37rPv72wQc4895RfvfLX+bYiXOEUcKGdet4+OF/xDnHh2+9mdHRMfoGBmgvXeHJJ5/m2n17\ncVrz0Y/ewfMvP4fVCms0lVrMu++9wx2//DGef+ZJlEtJ4ojjx46RxAGR0FSDGMqcq/btwBjLOwff\npr+/Tpm3UcKwed1aTp6cZOv2HdTrDY6dOs2OnTu5cGmG8YkNzM0fpjQe51ZkGoRkeWmRopj1WR5S\n4vA7bW39LsrarvbYWc6ePYezglqtxvLSKgONfu697x4uXpjiuWee4c4776C52qLe14tSAT/+0Y/4\n+F0fZ8O69Zw9P8XQyCgnjp/iqaeeYsf2HVx11VVMX7rAQKOP904c48zpk9x7731kRYazhtHRNTz8\nT//I8NAgv3bPvUzPzhAFkmqlxiOPPMIdn/ksyimy0oAKSPOSu2++mTCOEa7k0e9+l9tvu5XVTpuh\nsQmOHjvKwbde4xtf/21OnzlLZ7lJGCqOH53kqr17GBhq8NE77+DJn/6ET376036QlnaYWLOOh77z\nAEpJyrxAt3PKNCfLC8pSc8dHPkxRNlk7Psb0pcv8/Ocv8eUv/AZSVrg4Nc26jWv56dNP8frTT3Hj\n9TcwOFDj+MHj/NKN1/DAX/6fNCpjDI6to2+wTkyFZlawND9N2pxHFy1U3vY7dtMdUCpBGAqSWNKI\nMvoig7GWdi66rlCLKB2B8IYbHQiqoSWzFuG8RDPNJLkI6XRKMhvQykqsDdBWowKFchJtDZ/5tc/y\n9NNPs7S6yrXXXI10hjcPHGR8dJSrrrmGqamzjE8M88oLrzI4PMzOPbt4+eWXCcKQ3/nKV/iHB/8H\n93/pSzz00LeIAslHbrmNnz77IhLD1752P9/+1oMI5wCDcJadO3ayZmyY4ZERjh2f5MChd9mzZw83\nXHsti7OXQFqee+bn3HbnnRRBhWtuvJ5kaA2P/OQpfuM3fhMnHHplBRUE/PznL3HT7bdSHxrhI7/8\nKZ587HE+tG8n1+7ex/TMFIMD4zz44IM4ci5Nz3PpwmXG1qylNLA4s8DEmojzR86xY/ta9l9/E6cv\nnKdarfD044/zxa98kWNHJxno7+fS5Vme+/nz/Oqv30esJJOnTnH9NXtZXmwxefw09111Lf/7Xz1I\n1jvIpBigt14nXllh445RymYTaiFmZRWjM4hhY72CVYKFhRITxxyZTllvFpCdReKk8u80Wf4Xi/lV\nV13Fm2+++S/+/plnnvlXn//Nb36Tb37zm7/wNSMpvWXXCpS0hIHv2wkLlSRG9Ciy3OCk8n0+6QhD\nn9EghUBJA91wIYtFG0upLUVp0NqxsDTHxKb1nDgzyaHDk2SZ4/d//2uooMTokldffRUVxbz54svc\nd9+v8Z0HHmCwFlE0l8iEIEGxOr9Mnmb85LEnSNtNpLW4okQJwfqN6zl04A2OnzjD0kqTe+75HJ1O\niziWvPnGq0xNTbG0sMLv/pevEynH22++xFXX7OKxR3/MtTffgNYFS8vLbNq0jmNH32Vi3RqSJOH2\nm24EKXjtjbfZtHETuiw9aFcqlhYWOPjOIT7x8bsYGhnlW3/7IH0DAxQI2qmmIiHPDFmm0aXDqYBK\nbx/GCnRpyHNDVng0XRLG/PYXvoTp5kk//N2/Y83IMM54Y0/Zpbl/8Yv3owLfwzx08B2WlhcYHBjg\n7OkzvPbaa2zbsZ2nn3nG47y05atf+boP2kLwgx/9mLhaYe6FF7n//vt568BBbrnlVv7mb75Fva/B\nxNgI2ghkEKFkyPe//8/UahU+/ssfo9rTQ2kcx4+f5NU33gCb8ztf+zp54ZUUtqum8Cl/oK3EGQtW\nsGffPp5+7mcgJNq+wRe+9EXePXyUSljh9dfepNNOGezvZ3h8grcPHyKs1XjuuWeQEgb7evn2gw+h\nwoCP3HEbQ4NDLK0u4wR0dEpe5LQ6GesmJnj00SeRsaInlnz1q/fz8muvUmsoHv6Hv6fat4a3D7/J\n3Xd/ikd++E9cvXs3/8d/+28szC4y1gjZ86EbmZ5bYHj9JsZGKzTiBqLWx8yVZebPneP0mWOwMkNQ\ndMhtANZhhCNSjihQDMSaWHh5a4TfFFlluxAIsMYRC0M1FITG4aRDlwZlfb/bCesB0QZwoI2hsP57\nVgrJkXffZc34OK3VNvuvuQYpHIffOcDeHTs4dewYM/Pz3LT/Wt6SL/Mrv/JxjHUceCuk0WiwtLiA\nw/iWprRs37UdKwwTY2Ncmpv2u3ghMAqiQBCFksn3jnD82EmEgq987ascOnyE2269mb996Ns0Ii+J\nrMUBzz/7DKoxxOmpM/zhN/83XCeniuCFt15leXaeWq2f3bu3c/itl9i/ZyuPP/40Vgv277uJ7zz8\ndxR5yprhYa6/8Uaee+5Zsrzt3eO5P5V22h2aq02mZ2f49Gc+wV/99QMMjY1gnGN0bDM/+v5jnL9w\ngeVWh6//9tcoihynC7736BNcnEnZsWMbP3jkx+SpZmL9ODuHejgzv8IqMacSwY7GIFfmS1xNUl9c\nYG7VsLqiWV5qkg32E0U+4ExGvVy9LufiTJuZmSsM9ISstP8/ShP/o65KLSYOFQ6DtDFKCWqxAJER\nqh5EEpDEXnsuhfYDm27aW+n8G7a2QGrIOiVZWlDkGqMtNgjIS0Nvfz8zswuMjK3lwtQMSytNEhUS\nOwNZh/Xrx5k7M0ktlkhZUpZtaok3Z1yYvkA7zcjbGWmrzejIMPNzC5gsR+clMzMz7L/uUxx4+y2k\n9RbxleVVdGoIpWb7xnGO5stUQ0clDiAQhMohTEEtrjGz1MS5CisrK1QqFaSESiXm0ORxqpUqMoyZ\nvbJEVGuwstwmLR0H336T+++/n1deeYVTj/+UG6/bz6WZGVrNNs3VFmlHU/aWpJ2MdqvD0mqHhaU2\naV5SlAWmLCg6KSJSLK0s89d/8z+w1hJFEV/57S/y1//9QbT1i2GpfZjZ3z70d15qKP285L2jRxDW\nIBU0+vo4enSS22/7MFu2bu5Csm33s7E4K9i5Yzdzs3NdeEHX7GM1a9ZOYAsPZZMqpJmm1Bv9NHrr\nLC2tEiYJZVFSaM3o2BgXLl8gKzXG+qx0V5Q46yENSvq8krIwKDSHDx7i05/9VXr7B72j2DmEg4cf\nfpgvf/mrHH1vkp//7FnWb9lFMXsRQUAQRWhdEMWSL37xXoSUhEpx4fwZlpb8e1LSEklLKEveO3qU\nX//Mr7Jm0xqEE6RFiHZgTEisYrbv3sM7r77EUH9MvSYRkSOMAkZHxlidPcvIti3MtgzVapWRtSP0\nDo8hXA/x0ACN/nH6d1zD+VPnmD17gvGwTjI0gC01ZuYQPW6KRBmscAiriGLP7zTGm4lSawkFJKGH\nUQjlF2hs6cHU2gdgCSB0MYUzhM4rY0pTghCcOnWKu+++m/OnzzA7e5FqtYoQgs1b1vPW229RZCmN\nepVYhgz11njxxRdZMz5GX72XE5PvgnCk7VXiULFz5y5+/KMn+NjHP8GPH5ujudrG4edVGuH7/UoQ\nRgKw/kSqHFIaAldQ77bG5lctH779TnbfcANjm7ZiZIxpFfzdgw/yW/f/FiYv+cnjj3Aq7uHC+ZSV\nliGKQnRkiAYUX//aFylQtFsp546fQIiIOIiIooCoEiPKgv7hhPpAQHQuAySracGG0U1cnDrGvp1r\neeH5KSq9g1yembe9oRgAACAASURBVEdSkuYWm3VwpsNYX0wlFDSqEUUUEkSKobikpy44nlvOLHYI\nhxU3hBHl7AqrlYLV5Q6Cgg3re/woXWlWmyVDkSMXMevWCAb7N+IiiGeWOPELaup/HtA51CglkUjC\n2BGEIIIcSQVju4+pCCFLtPbcwKIoKLQP3cKGyPfT6qXEWINTjnZaIEJJlpYkFU0YhjSbKXl7lU7L\nsNzRtJ2gcAaTtr3eXWuELnj+5y+yZesuiAJeeuVVFIa0s0o7XWVl2VFmLdJ2k/Zqk6gSc/LYMa7b\ndzVllvHdB7+FKgvyrENRat/hdIGfzis/0JGAFAVZuoQqYhrVBpenZ/jYbXfy1FPP87n7Pk+Rtfnn\nhx/mrrvu4vHHH2fd+FrSdIXzl6bZuX0bzz/3LBfOX2THru20m15/funsOQYHBzlx+hRBVGFwZJDL\nc7OIomRxdo603abTyenkGSvNVeIk4fr9NxHHnrD03HPPYVw3xElrXGlR2uCKEl1mfPjWm5mamuLy\npUuMjY+zeOUK6BKdt4migPHxcb717W+BFXzlK19BCbpsSYdUXjquBF7vLPxJIJB+DugERFJQrcQY\nPLBCCYezFic81KM0Fp0adGlxxpC22774GoO1Guk0rkiRMuD8pXOs37KVy9Pz/OjHTyAwfONrX6FR\ni9i6Zwf/+J3/zr591/LF37yPf/7ew/Q2erBOk5aGNDMsrazyg+8+3OVUepepUooAvzg5K1DKsXHj\nKKvtRX7wV48QhAFf/fI3aLYcaS7IpaS/JyIJBFFXVx0HEUmoqFb7iHTK4MAQyzlEvaPIeBSbjNCT\nSKo9vdT7AvpbTdbXE5auuQlZLtPXa6gimZvq5dSBA1h9EGtbPr1GADichMIIJKHPCrI+gdBZg7Ae\nRl2UHpCtCz+odBgS55DdSiDxCqTldof+vkE2bt3EkaNHIQwYWTtOraeGdRnVWGKMRgeCc9OXOX7m\nNHfd8TGcUDz/zM+IpeDC+Qv0Noao9jTIy5yR4VHG14xw7NgxADKjkYQEzg9Se5QgN11dubXEdOlG\nUlDkCqUEY+Nr+M6DDzGxeRO/+/u/R28fbNq2gx889BAjG7fx6c99nu/81bdx1YBO2iIwJU6DMpJ/\n/qcHMASsLK6g0yaNSkCSJMi4AS6EyHDxxAwnDp9CKUXWzAlEQqXTZPNIH6P9PawbbXBuocDIACM0\nwmimlzXTczmjYxGF1nQ6JQQgtcYhaRRL7FCGty4lnBCCvCboMzGNK0ugc6qhYer8EkEc4AwURmHe\nz+AhpjcJyFPD2IY1v7Cmyl/46H/glSQRYeBhsJ5VmBC4CtJJpLFQeFCyyQt0WZCmKc2lFu2VlLSZ\nk2YtOp2MtN2mWunhjbfe4lOf/FUOHDzEW2+/yczMDMcmT7B3716mTp8miQMCl9O+ski+0MKlOW++\n8gq7Nm3k5PGjVFTM1Nmz7N29m03r13Px3BRhEKALvxNPWymddkqe5xRZh9kL02xYt4U1E+sptXcp\n9gQFkWnishZlp4mwGoz1GSVdj7Ixlreefxra87SWptkysZafPP4IN113HS+/9Cxvvv46d911F489\n+igb163HFCVZlrG4uMj42AjTF89jdMHpo0c59t67nDt3lhOTk2zfupXmyjKLs5fZv+9DHHjlVS5O\nnefdt97ElZY86+DynFd//iyvPvczXn/5RV587mc88/RPWbd2Le1OC6xD5yVog1QlKtCEUcBLL79A\nu9lk165dXJiaArppqEp+ACTAQa1W6w60/LjO4Sk3SkKgIFSC1ZVFtmzayPHJ9wijwJu0yoy+/gY9\nEeSdZXbv3sHc3Fx3t2lw2uCModCaZl5QZoIizan3DfP2gUN8/O5P8PyTj/KzJ37E8XePkuc5tUoF\nXMHQ0FDXUag5e2ySOAo5eWKS/qEeXGBx0qGSmGanIOuUOBOjwjqagDCuAN7ubnUBrkCbjLLQtJsp\noRK4MmOwkuCKFkWWosucsjTMtXJS62gXlsJ5nuf69ROsNq/wG/fdw6X5GdZt3UJj7TqWXT/tPCIL\ne3B9DYYG62wa72XTts3s3T7K/lu2cd2uDWzftp5t+65nZPeNFGYcXEiohKf2SIHGh64ZC5lJyG3o\nTzLWh6DlRYAxIXmmKIxCWEckfZa6whAFllg5H3ymLEJZdu/ZybkL5zl37hz79+/HloaGKhmsaWYv\nTbF7925efeV1irxkdHSUoaEhVvMMESgm3zvO5s1bmDl/EUrN0tISu3fvZvr8OZCSez53n4c9Bz5Q\nyyDYuGkj6WqTqlKsLC6xceNmrqwKmtrinCEOQsqyJCsVSy3FykLOuclJnNBMnz5Bb1CiwpyBpERY\ng3M5hbbMXeoQhmtYWvVkq6au44IQhSIRhkoVD23vdPj93/s6SSPAiZStO7dw/vJZLi+2efTZA9xw\n+0dZWJhm05YJv7PvqbFjQ4ONg73ITCMsyMDhCo0KFWknpSgl5XKLndEqamaeMzOrHOs0yQf7Cat1\n5lqG+Zk2F09Ms3h5ls78NKo9R1wuMVbtsNQ2LLRyruTxL6yp6o//+I//+D+uZP/r15/8yZ9w0/U3\nUOYlxhhKbdDWpzY5a3HWR2a6sgSjUc6SWYMxJUVWYK1AYbFFjnXQ39/Hu++8Q1lqbr/1Vnbv2EYl\nCDl96hSXL85w1513Mjg44AeUJmd8bJDN6ybYt3s3RZ7y3LPPsXPXLs5fvEhSSeiv1Tjw+uvEcYQx\nmpXlZcIwYGllmb6+Ad47doK14xNcujDNTx/7Ka1mk3s/dw9HDh8hjGLSTgelAhYXlhkYGuHI5LGu\niy7g+uv3c3zyGKNDI+g8Q2BoxCGvvfQiM7NzzM/NcPrUcXbs2E4UhRhd4qxmZWWJnlqVPbt3sW3T\nZjZtWs/mjRs5e/oE9UaFI+8d4c6P3sGOndt48smfApqyzLj7E3exafMGiqzNts3radR7OD91nuHR\nUW655Wb27t2LMJJHHn2MG268mSiOAcnM5RmUUFx91dXs2bWX/sEhHnvsccC7LaMwJjUlzdUmtjTc\n9ku/RLtTYJGcOXmC3p46l+fnmVg7wdkzZxkeHuXU2SkmTx7jmquu4vprr6FWqXHsxEmchEOHDvLx\nuz7Gzp3beeInT4D0y0GgAjrGsDy/RN/AAMdPnmVs23akcoyvWctLL72ApWD/jbexaes2rBS8+94k\n4+NrufH6a5mfuUwlTjhz5hy33XYH1117DZs3b+CRH/+Qtdt2c+H8BcZHJtizZQeHjx7lyKHDfPjm\nm/nQh/YyPj7O6bNTFKWm3tvgzJnTNCo9nDx5hqX2KiPDA9xw3YeYn5smUYIzJ95juFHn1KlJKvUJ\nZi9eptY7wPnZWQ6+fYBbb7yFq6++mrfefotWq8XOq3YjKwlKW+IKKBMSBjEqkiSJolpJIEjoq9Xo\n76sQBzF54Ji/ssrFc5eJXYvCCqwxPl/cdh2lQpFbhQYKJ3BGoLXs5rAIdLfAC9eVI3aTSAXvD08h\ntA4ZRqgg5MTJ4xjr2LF5O0ffPUzRvEI1UszPLXPdtfs5+PYb9CiBCiN0aThz9hRVIVhptth/w3W8\n8OILWO04PzPLlq07ePvgIRIUEyMjTF2YwlnH7t27uerqq4jiiCef/Cm1quKdo+9yzb5r+NC1VzM4\nNMTZC1M4F3PL7R8l63Qgb3P48HG2bt7B/uuuYeu27Tz5k6exqoeyFERhjf3X38CZk8d489Dr7Ln2\nOm649jp2bt/E4vw8ZZaybsN6Tp4+QxQntDLH8soiw4OjnD52jncmT7Br2w727dpNo6fK4aNvUhYr\n3HXXx+ip9/GD7z9GWI1o9I1xcfoCIq7S29fLiVNTJGFCrR4zMzdPvadG70Av9YZCLeesdASdyNFx\njkYS0YNmcFBAIJDCMT01x6WLszRbmp6BXtYO1ShKS0UJTh15k3+rZAv3f2dB/f90CSH4/W98laCL\nmHrfKJAEkiAICJRDCg+FDVSIlAGpcZg8p5OXH6CpAiDXliRJiJOQuSuLzF+eJ4wUUaOHzes3s7iy\nyqXzFxBYNm1ez+XL0+zbtZdDh99ldbVFT08P69at5ciRI2AsQ0NDTKwd4djRdxkeHmJ+/goqiNmw\nfhwr4OyZKUoiBgaHWTM6ymuvv4qUkt/83Od47NEf0tNoEMUhG9ZvpLnaZn52luHRUeIoZuriRYqy\npL+vnzWjw2hTfPA7kEJ5cK+zOFt69yRdt2Q30Oj81AVPY/oAzSUZGxulUu1hpd1hem4eay3jE+sZ\nHBog77S4cuWKJ5lLHyUcRjF79+xienaey5cvY2xJb2OQbXv3oYIY40KEUISi5L333mVpZQUhBD21\nOju27abSU+X48eNkWcZ1N12LRPLe5CTziwsMD4/TbDbZsHktF85N0ajV2blzJ7Mz81y6dIl911yL\nlILD7xyg0+wQqJChteOMrFtP0Wny7oGDCCnZun0n9dERjh06TFZotu/dx/z8KqeOvUf/mi3Ux9bS\nE4bUe2JqgebshSkun72AEI5G3wDb9lzHiXffwuQdNm7cyNLSEtddew1HjrzD0soChQ24+uqrCXr6\nWVlt8fJzz7LSbDI8Pk5FKi6dPAymTU9vD2NrN9FebTK/vMTIut2cnjyCENqHaE2dpzQF/cMN0jRl\n/fptzF2eoXdokMboKO25OVrtkn03XE9vkDN55HW0caxbs56hiQEIe9GZQyiNCiMC0YesVL2qSzlM\nHOByQxTGVHoUtnOFpZXLHH1jiqPPPk01P4YiR+vUOzHJuzg5gXMBpe3OLrSjKLzCSzt/UkQ4fy85\ngRY+bz4UzodrOf8dW0k9SakSSCyKTm5QAuq1mBCP/MtKRxD5dlKrMBgriIIAFUJROB99IRUijGgW\nJYW2VCshtUBRFAX9PQWIKp1Mkxc+1TGOYlAFQktyXfrcIynpqdTJRUI82M/Yuu0srOQ0wphML9Pu\nACJkZHyYofG19Pb1MHNpmraGteuGGO4b5uB7J8jaKet7wQ0O0VPtZ/byJSa2bubckXN08mU2rRtn\n+vwVVNSPUQXzU1M4q+mt1xjatBbTzrk8u8hqc5EdmybYtG6UI6dOoYygd2CMmenzRHFIUmlw+vQF\n4tAyOjJAnIT0VSusrOZMzVtOhn0UtQhVldQd9M1Ns3skoLAFq/NXmJtbot0sGFwzyK5dW2mtpiw2\nS175yd/zb5Xs/7Ri/vUvfcETwgVda3JAqBwqCqgEMVJapAhA+oFXIRTSCYzVGOMD+5X00AIVgBN+\n4l2N4u6QFIx2GON7twIoiw7nz19k46ZNHJ88zvDQMEmc0OmktDstPvqxjzA3P8PPnnyS7Vu3EiiJ\nUpI4UEjRjeM0mjSHw5PH2bN3Lx/atxfnBAffeosz585yzd5dHlIRSqQIuzQd315BCkzpunnP77tm\nbZfc0oXWSkfgAGfx9VxijM+3sMITeRCWKJDdfAzps7Kd//+hYj9UTBTVKEEFCt53vwaKKFIEgae8\nhGGIlKBkRCECBMEHwWdKClAKIewHDl+pAoSTWCuRgTeOuEAQBBHOqe4O0VHkOQhLjNfyWwVSRL5/\n64Sn2ij/p1P4YmK1p7wL5VFiSEzpKDWU2tI2GpPmtDqWtFA+NbNWpZEEiACIrLf/BxFYR+RC4l6f\nLR8qRSQsBB6ioa0htYIsc1ibo9OM2eUWS8stTNZG5yk2axMGOcoJ2lbQaZWsZCX5akqnyCg7LUyW\nIwJFGEVEcYyKFQGKMIJKEFKJa4TVhFpvTNKISaIAmQkKJGFPiC0iZGCRoQEdEhIRJQ5nY4K4RscK\nsAGqGtFQjpxpFueWOfPGGc688TQqnyYkBVsAued6ugLp/GJvjO6SghSlCXy2T14gpXeuWiu69x1I\nKQikJggNSkq09RG03uBksVpQlpLS4t25wic8SgSlCUCVXr+vvVFIOYtziijwvVxjDVIqHCFBYImD\nEBlIKkr7e9h4FF6mbRedZ5CBQBiHDH0SvHVV1NB6tu7ezYZd29AyRHfatFKHbqWUMqQwBhWENPpi\nkvooViW0ltuEiUQXJVGtTq2iWc0ltjQEOAYaErtS0MwLmllOo15hqczIpnyrrzbYQDiH62RIJdAO\nmu02vX0N4sA7yheXZ0hUSLURI6OQvNVm+mKLixeuYM0qI6Nj1Gu91BJLoQ3znQrHbUgnlgSRoNdZ\ndlclqkjpqziKrMWBN0+Sl5aJdcP09ldZWMl496XH/81i/p+HjctKpLAE0rtAsSEilDjh6Givkw1C\n4Y+CxlDo3Dv5cBiHz2UOQkIrUAac8MV/RXdQ1kutjHZ+iGasJ5hLw/BAL8cOH8Q6R+Aa6DRDYcna\ni/zDd/6OOI7YsmUTiVJEgSMMBVJoT4wRXnttlGHfjs3MTE/x45PvoYSgv9HDVbs2ELgOVlfQLgBh\nusVQgTZYvDXbOb+4WOuw1mGk8Drg91mIHnWOMRYjHMYIhAu62dXSS/+sj5eF/2mF9oPDHCUDKAxO\nOrCRz/oIA6wLKKxEC+Xt4XmBCiUqcJTOIKT26ZMI7+gLI4R8/yTgFROBkgincC7ww00nkGUB+DCl\nPJdYBE47UlsgFAQu8GQp6+EPIgpwTnkpoZQ4DSgft2t0FzGmHAYPFC6FRTpHrkKEKKBoYYWi1Jqm\nqxEnEmEFq84QKohCCISjKAVWepVGWxsIFEoCCHRpu5wrj8cbaCQ4V1AoTdtaVlsFC6sruJalWWa0\nFpbJdYrOO5R5QbvTpmy3kIJuPkmEiEIqYYKIJPVGlf7ePhqNHrKiSrKUENeqHnJNSXYlxBQKFyqq\noSSJY5IkJMoV2rQRouPvFUC2IzLjyMuMpekFFi+dJ+usIssULXMi4VsnUlqc9Tni0lpC5fmdKL8R\nMLYkqjiw2n/GxqKdn22E3WIeB/iTgvXsVV2WvqAjQBgkIbr0rN5A+EQeKx3OeN6AdgIhNVZIEinA\neu1jFEiEsChRUK0pQlviZORzWKxChQK09ZJTwMn3NzA+rgCjPNRdR5Syh6auYIMKQiXEiSOpQKlT\nJG0KE9NpWrLVeUSthziQyLQkSqoktqAiA6QtWE5Twp4KIgnRnQhhDTUVMDwYsXK5ZGzdIDrXLLY1\nShdkqaZe8zEGgbBcOneRNNfk7RQlMoowoqJq1BqC0YEKw2MR2H5m5yQrKykxIdo66vWQOiVbSphc\nldh6QDuRnG0bRkpAg3UhW3esZ7nZJNcOYTVxGP3CmvqfVsyNLkA4tHh/J2BwNkBoC8IQBAFKG6Ig\n6H7pfAa6sRaPOLFQGorcdK30oouh8zI0Z/0Rz+IVEM4ZAhkihGHNmmGEdQiT+QGbg6HeXgbr/UgJ\nsQNpc5QxKNGlpQQBSnp0l4gVSpVsXDOIcwM+klV6vbwKYiyaPC8QDqSQnmOIA2NwQnkzDtZnQnej\nQwOpEMJRaoNV/mPpMs27CXpldyEQfpfgpA9ikv49S+GHrAKP8tIOD8mWXvZlhMNa4yWCVmFE4XNS\ndICQBilLpJIYpcAJNBJpNVIJFBKnAs+EDP17cYVACoVE41wBkcKVirL0jlmcwZQWaX14UiD9btwq\nsEVBYAKEUoD0u3rnANmFYOJjdh04aZBW+7AyZakkHuirhY9NlbqN6wSIKADlpW7WOayCqCOwMiSQ\n1qc0GgOa7lJlvcXfShCKIFQ0qgllFJIahWuVdPKQ1eUFis4qWdFGZ21smpIVOVmakrVbmLzth7xh\nTBhUMIkgCUJW84iitcrilQYuUjTiHoIoQVUChDBkQqKbObIICBsRPdUq9XqVShIgQ0UY1xAypBIB\nUUyalpSdDiZbwpkOZdkhcgXWlhhhCISPprXd4EmprAcjO0eIQQn7ASTFvs/yDCB0PmpWSE3Y3Ui8\nrzayAUgkZdE9NTrr8STKFzQDmK7JyLOhfZaAEpII4YuLEl7dhEVKRyW2xLLwmeOmpDSRf13h0x+V\n8Pdq96UIfbIB1gkKEVKpgLEpaTsnLx1KQtUJwsQQJTFxElMvLFdMijElFZmiwgpBUiUrFPWhiEbS\nQys2tK3CZIqlK4YYn8ZZygoLRYCwAR1dUuYgQoGhggkc1UbMwkKL0kpKB+1WB0WKdiU2TWllbcq0\nxvK8ZtOmXiYm+hkd78XkHeo9PcxfadNqFSQ1w2homJ4rabo6hY5YTRQyClFpQZoVJHFEVO2lEToq\nEQS1yi+sqf9pxVw6h3EaIQzOOgoN0kYgfDyp1sonK8beJBEFAdgCgUBaB65E2wJdaoz1vTpjnSe2\naE0gvDywdNZDboWjNAki8Ls38INXISWBVGANQlkkmlBKlN9fglUo5bmizgRYaQmlhCikRHcJKx4Y\n4MAjvpzDGYM1DicDCqP9QuDwkOoPAAOSMmt7TXcQ+kKL35FL6Y+yomvwUPhcCus0zvqskTCQOCu6\nOR+iu0OXFNYhlfQWbacBT2UC38aAsmvXt+hC+zlF6DA2QGjdJb0LnNMY1aXG6BxEiHMBViqgQLtq\nt8UhsCXkq6lfvEJHWRgCA9pIlBI4FVDaDtYIIqkwtkC4EJzAonCl7/Mq6ZCBB1poozHCW9hF4Oix\nDqtCMCGlNQRdeIJFIJxBhOACv9D5fBJBlmsEntDj11NLFOIxgoF3VwZCEsqAyCW0jCNSBXEs6akF\npM2QQsdEsSKoJ8gsJWy2CcKIII5xZUIYaOphiItCfxIpC9r5Ks32KkKGSKloqxARxggbYCIoUo2x\nkp44JlwKaEVV0t4e6n01kr5ekjCDQGFUDxVdUklSoEMYllQqgiRShFqghEUK45MO6QI2AJzPePGt\nLY+Pc/j3q6RnkVrnCEX3NOaEvye7hB8pFdY4lPNyQSnf/xz9z5EItN9CghMU+BNK4ByJtFRU6Nt/\nvrsICEJpCQK/0JRGUBhJXgqcK6jEJQGxT2R0fiMjpcQ6v1D5+zBhYLiPsYE6SV3ijMKiCANHWhqE\ndiwtQiUo/YFVhBQ2JNEKU0B/b0griZltV3DZHPliSZBoalKgogpBtUp7KaUocmIjWE0tJtcQKZSA\nnlpIZvxguuUM9cEEGQh0OyKMNWFcp0d6Tu5ys+MjiXs8s7fa18dylkGY/V/svcuvLdlV7vkbY84Z\nEWut/TiPfOE0VwY/8FMWhUA0QQIkGiBAyGALgcQ/gIRkjNyl4XSDjht0kBFuAU2gAULuQM9IYFWp\nMAXcwjJ2Op2P89x7rxURc84xqjHiHC7CuLhQZeOrnFI2cu9z9lkRO2LOMb7xPdhLif2iO//tHO6f\nbvin1xce7TJ+e+BsN3JbG8t8xSCCp8Qyjth/1gL3/68lum4FtuHakS6xueeN65wzaQSrRvOM9x6h\nwB7G+io9Qhla8MStC62uhG7FMZZIWcFBctAg5UjqhZpSVAoSDBpJhZQgu1EKuG3Och2QDi0Y7a7C\n0ncR3eU9/JmB2TrWNuc4KWEFC1hteA4s39CgYKqSiLSV1hrWG2IOrW+YfGDLkvOGqUc1X5NT1Cla\ntu6j4V0ZykSXjm/4J6nTV8ee2JTmCB9wVYoU1raSJDI8u9VowWtn7RrqwUmp1QJOopCTk/JAaVB9\noZ0K5Bha19RJQ8Jvtk4IZeWJ7alD8QhIcAmzJdtS2dU32KVBSwG1iEDKtJY2PncF06jeNQIr3ENR\nmBWKJAynpyGu3QIWM1ekCFmFnATXxmpgCLptPuua8FJQEYr34LqXIbDkbhwuMksvwBlaEvfujcyn\nhTIJab5hOb/FrXVhPh2p1w9J6w2ia4hePMUB0hZkXgJDLnE4uQttNXYZrpcO1ZlL4vz8nDRmrudL\n6vVt9OEz5MM546VztruLlR1ldOgzbZkpVMZxIPVGKUbeqK+O0bd4uCwRrqEiiFjcX8KW1t0jQk6d\nlON5FIfqzlrZoL8t9ceNooXqlVQ2y1vr4EpBcO3hPU9YCojCxZhRabgo1hOth/AvldAfeFNaN04n\nZamdlONndyruM5omWo/PqUQmbK1GOyRyOeD5wKnut3Dxio3GzRH85oTkynVKeE60ZaWcwuhslAN7\nEe4cJl5bTuzHgZdvOzUtzKrsxo6tibNpwmyh3D6wfK0zY2ha2O0y7ZHSOXG8ecSgnXEHl7sdvZ8z\njmf0U2J32ehrRncPSINSr47hkLk6k66YFCrAargs7A+KC/Re+eoinI4LX9wNHIZEtoE6X2NHRY7O\njf0XzQAVFJGIoOoWIQQiYaIl6mTpUaW5RQizLmiS+D6Ekb63wOQ8vFzautIb6Nb2eHcSwpAK9I4k\nwm9ZlCEP+BAxc9IdOiF5nqOqNVGwjllmSQ1qYsVZ22NaJ4aQ3lCM5uFrojidJRSS2+bde6frBo+o\nBJxCDBZTlrBbxVh6wy042bhStwoZkfCy7imGmWy+0ERaTymEI5NGhVR73ixJ43DABIYtEsyOuBki\nCyIFlxTwiio6gHWlNkVliNZWGpYSbqEQNDPoK3lVrkmBreaMq5IGwbtHcHJOMSDLQtJG7YKrklVw\nr4GrpqjAundajVgxSwYYYjGUMwS1guSEeUAwIopoRkoEGrO99F4UI6LRRsmodXKuICXcOcVCCUrY\nOvfF0JxpeWvlBcqk6JK4tZ/I8gw3ZeD87MhzdybaoizWSa1yspmb65nX7z2kjAN69QiVE8Mu+OhC\nZm2F9XQi18bxZsU2W9dM52Z22hod4pgH9FSZZcSPjevlmvHhG4wXF9RHO+Znjjy+f+D184lsN/Q3\nHvDg3uuYt7iWHgP1SWL2lCx4401gtR7DULGYs7g9HbSLS2gBqrFKPD4mm3c5mbl1UlfEFMmNnSiu\nxlKfWFrLU3iRZEyb6EzE6d4jy3VT5rbNg97puEVohaqSk1PXGofLkrEUgRqtRyaqeMIlxE+rXFKm\niTJeUM5u09NuO3iMfh/mN67obUZSAxkxPwbFOWWmoYPBqxiznjNh9EDl8FQ4O5tQydxczZg3pouA\nGPf1MWVIfPVqz+Neyb1iD5zX7jleO1dL4613B976zMhu6kzP3iJNI9cPHjK3S+bjzEzn4dWJXXIu\n9o06hxJ4g2wXowAAIABJREFUqQ0fSkAoyRn8RH+08rWrHdaMl3cjL+YB0khbKo/lxLRL33BP/ZZt\n5qSwme3uaCcqsc3oPqsiFHw54aUgSaN9J3BBR1C3oDS2Fi+1d6w1bJ5Z+kwhKuuqDnmFbdiaSkJS\nxq2SWgwVA29vSGPDiguFqNzWOlNPjVqvw371yY1LxkzeHmYNDF4iEUe2SjwNJV6SZUVSRjRh0qJb\ncMGVbeAXcV9GJvWGJd2CH5xSMqZlo54ZpYTVqRDQSu09BqyydTnmwbzxyGLsKLacgG1Q506E3ElA\nXFsKOn2jhZaM+UzTRFJlrSdkEapmdPuzzaNbcFtZdIhDaohDxsxoS4FcQpK9dStljFQhDEoeo4Uf\nSuQ+Wg2+tCqSDPcWPGgSNMN7omhBiKEr0skUSIVcOkuFron51MhJ6E1IeUuskUoRo5fCUh2/AfGO\nl81UrIZta+9KGgu0lbPdxJAT05hZ1zPqvNJ7QEfdKiYzy9XM5eGSfnqBm+vHHNcj63pFe3xFlTeg\nCMd24rTeYDUsao1EdSdJcIbHnNhPmVKMSSrH08yynlh0pj4+kdOB8eVHjGcHyjiGb8f1GxxPsMwO\n7YIk55zlIyZG6jc0i8pcXekayVYq0a36Bl8EeypQuU48S0b4Iqk+yeQM10zPQhYjpYAAS3Fa3SDN\nbWgfQ2UjbclRkhJNnswmhCzRXfUum2ZbqdtTmAeJ+Y9HQHhU+UYSiS4yFUyElcL5dGAcd4xD4eQj\nwwFy7xFxd5jo1rFlxU8PEXWuTg0rE/PpyNm5I6Pw5f/7S+x30f32UchDpvnMLu+Ymbm694j9deLs\n9gV5nzg157Y+xKrCINwslUtZaMVIHgVc251R88D5OPKVR4/p9x5jrpQpUVTp1rC+8mBN7M8EUiVL\nwuaOTE61zro0cp15plZee3zGV0ajT85bzgSRxO7gHE//RStz6/bUQjM2yS29RhXJgraGaEGqk7zg\nonRzxKPqW3Nn7Y3umwiiLmALtVb6apg0VBxtYQ8a7owdSg/MroDkvg16GlkFswqSac1YT511hXVx\nlnoD2kl5JeUYDqFs1VbBKSQ1siQ0xVvSa6f1GTcha8brQhl0Y2wEft0t/Ll9y9p0HC+Cd2Jyn1KE\nMeiA5sjOzJq3Ma+SRFCVpywC3eBSA7rZU19xsY1auFW7uNN7VEQ553ghvVD7CW9bPueYsf7kgAA0\n01Faa6gbeMJlxZiDFtozKUPSgolh7RhJ8SnRcdoS7ATVTCtrDEPN6BK/dxdlreBVkMiUIyWQDMmV\nTtvw1vC3fkLPcs0MudO80Wh4NyR5YNViiAr7ITYLNWfJLWCVLlQVhqwUnJslsk0xcCkh3MkDeWiw\na3RrqCeqrfTTyk2+YZyuOM2O3r5gf3XiuMy8wWN6vUNvr5P3mVQF5Bq1mWwG4pSUmPZ79oNSzg+U\ni+eR63vhU16c+dSZrx8wpYf0m4Hjcc+wm7BljaHmxW1sHMlnBW/OUs844ez9DXqtmECSGfUWW/UG\nsYgIYltCkMbzk7YkDLOAvyNBKIbrlqBXQYaM0kPJbOFJLvA0Oi6e3S0Byh1pE2jDItWOhGLNyZI4\nrQ3TcOVEgpocXReAsjZBc/iyF4lnpFJIMsA4oLsL+uGC/XDGqTuqt9D1xDQdqI9fI2fl2AYezzOL\nOHI6MZTMvK5cv/KINDRqvc21Je6cKZMXDvvEfAX55pr54SPy2HnQH7CehE4nFSWPQr2Cy3Hg/Dvv\n0kXw5UStjfbgirYvfOX1BzzqR5IMSDcuLkeSQD5PXN84j9+45nIoqMccTkcLSPO4cL6bOd8pj0+d\n0+uPub4ZeK3Co6PzjluKXxsp/XMx+fXWtw5mMTA6tS4k6f/sK+CRQuISm4yZ4b0ibqhYpM2z0adS\nGOa32qktgp7tiV0oPYY8gDeJ9PXuuAcsIt6pOTGWhJSKpxXXCVuh9YVaj/ReaXbCdI6KcD2jDwe0\nOJ6MbjFB02TIIPRswSN3wbxj3khaWFtwtfsSfO/eo/IwWxHttBqad7cIcx6GsomFjGaN7DdoG+nm\nFOtYGXAJw2szoaPb5qZkwNyQxGbn34Pvbj0Cd2HrboLf3rqRyggWnGnHUEl4EPTxHuZYvYXACddo\nx9sam4QG7NFmZdVETsFGEnVOScAbKW1DYYSyj7SgbGd0WegmiA6YB9ymGoeSExXL0Bt9NSjRhtvW\ntSXXTWbvSMksVzOIRwWaYBgzKk4ZUvD8Wwz2hEg7qr4lw5swuFNYSL3SNTCXnGEUwXCqjCQZNofO\nwjqMdE3xjA5Guj5xqpmLi5HLw8jj2wdO8yU3D55nuXqOm+sHXF2dmB89pkhlt1f2CaYxcd1h2E2c\nHlWsbh4qrVFsoZnR9ch4fU2yPa2vNHFqEsqyxoDbDN0gwTY8x0KnpYFyegXlEc2NnRMJOQAe0XPu\nEc+WtpK8Zac1wBQ3i1GHj5g5tTUywTLBo55PYYkUvw/xrRt6cjAErRLRDXIM2uSTSry1imrBuwXd\neHv53Q1IWIsfPm/mX1k7VZ2cIOeK3zSWsziEXTwi6sYz+rnDemJo9zlLmXwc6XklkbFmDCMIA366\n5s75jovJkTXxSs0cb+6T+ok1d15fjUJmfnhF0cR0NnA4FB7VE+vcGA6J3IUzHSMD8vyc65uHzK3y\n+I0jdnrI7VsZLp7Fe2Kd4dV7C8fHleVm5faFcLHP3Ln7HZEitBN6uwV+4i134t189fHMK48yx0Ph\nay3zfC4MT2hI/8b61m3mG7sgfFkcvD+tFFNK/zxoUUG7s7ghlKg4RRBLVG9PHfrQTMng45EuUF1I\nBuLOus5oiUqkroTJvQsLwlKCkkQ23G+CteIb+torZRJ8yztsbsjaqDpBDQpftw7aGFrCE7g20NgA\ni2qQKr2x1uBPp5RIKdNsBs/0XkOsU2sMkEjUpaPJSWXEpCKSkdRQJTDvrXoxCz5u0DXZKrKNRiaB\nS7sFNbP3EGNse1jwemHD19c4TGqm5Rikxa4fvOUnVXDbBjVB9zRUN+EPFdeEiUTFkiLcIbqFhEp4\n10vuYIn1OJGWG6R4HGoYeUgkdcQUr4k0DKg2rCmaOkoCM7yCb0KouASjH4UsTnWFJKiM0RFNQm1O\nt07qRquNIWesVZo7rYdVbDMjpQFGsLnRREAzkp2pTOx6QoaG9AhfHtqGqSZYm+E74eZQcBa4KDz/\nzI5Hx1ssz11zerSnLS9wfWospwq9MyaYr+5xOj6mLCu2O0fSHu9zaBFEaOKIx9jWpcfA3mL+kjVA\nbk05PH86NBKVSN8yRlYyhzRFfq5urC1A3dAUGapI+LCwqUBbjg6vJUFSY12XLXdyG1hv3MacY/7R\nt07DbTNW2zqAIce2os7GXY+ucO0WOawp0VuPeZB7mJdJ2gqNbVC7vecGBOgp5BJOmtaPTBwRCvMx\nAqsXNegZ40C+k7loC+e+svaGz41hgNYT8/XM/lZCdI8PA21pcP2Y4fgAT43T1ZF69Ri+As1Wdpe3\nuLh9m+XaYWlkViZLjKmTyDy8OZEePaZ3eHi8Ia0zh4sDNjr37r3BLk9krzwz3fC1B485Pjih64S8\neMly/5p5foxrYT1WJIZI5Ny5fVl43Cs3N8Y9KrIvPD9+Y2+Wbx3P3FrQ7JzgMEuOIWYTzFvwTlNQ\n8J5kAibpJNnwNQcsYWI0dVzi52kZ6dYobcBTw32Jn6Nb1qIZTgz15hZCh4Rs8viGqaGh4EGyIt1I\nE9BSVDx6RrN9COM6oAvqlWZRFUruqNtT+Mho1NXoPQOR6ZiykTTjEspVM2NZ6zZ43KoeZvKyYtMQ\nDIBR2BHX7t2jBpeo4H1jlJlYUJ4Muqc4+NxZWw0edyfYJcB6WklZorpq0DSjxVBCXBQDVY+8wydU\nP/Ut2LfRa0NLprtiLlRrgKMp4dKoJQdEJAnxxjpHu55dqfORsvGIdYQhd0wE0QQeSt+2rCGYkYKM\nzj4p2gWVjPaVoo5LCh6zwtAEnztrl6g0LUHtaN98fGLsTGsr5j3orB3cMlmEpoK3MJ9KKTQMXUps\n6iVUsZW4XykZuzNhSglTpZM5O66sS6L2AcHZ3zFOjyaWi3PqzZFWN0qpdtwavrzAdTvyyhszj6bb\n3Hz1NeZT2Dl0F9wLMSo0khZKiWFnzoWmSsklNnUEXzs9Cd07mDGfrilNWFpDhqABivomDFLGBMmC\nkilbMVW7sRJ8gpacpIXdYLQV2OYzbQPaVYPyKBaNdIdQJAOYPYX7xD2oxAqCUDzgk7bh8Wz0w2ZG\nN8U38ZyqUD0OdkPpPuHTId43T5CF4+sr7DouA622OGD2A2PLDOWMuYLmTjnNLA+usXrEUycNU9zT\noXN9fcLmxsiR8c6B01VF6nVYG5SZUjv2+AHLa5XD3Tuc38ooU/xerHM6nshWKdK5XqNKKnsodkNb\nJk7HI9d2w91nLpgOE295cc9ye+be6w945b/f53j9MrvLPYd9RnNnuZlZa6drYcjGc3vhS1eNviTu\nDZl8Z/8N99RvHWbuDfVO0qi4uoF3x/pWjZWGm5GzxqbfHQjRSUoJdaV2x1rAML1uUvI1FGvSYsin\nolDathEZUiJJ3E0xgdqVdRM8FAlMFqvkksje6W2HthHXCyxdssgZnpVEi0GcBcbrrFTvDH2rBCVo\nYH3j2gZGbYilgGJU2cwGMY92v9I3iXsMOVs3SjVSd6hOGaOlDnXeBmC6Ph2uuXu4GLqBNbTHS2Ie\ng9HewKwhbvH5ajA8VBUpIWBSK1geSTkhGq14cNRj0+p1pa4zg8DSK+4luPGiqISFgmuwi1CwpCSN\nmYX1Aesj3XSDzTpdE8UbNKFrAlNaCw54zgqpkMi4BlV1UNDNwoEcmHkgQkbKijYn9Q6LYV22ATVA\nAknMayer0mfD1Bi6YeJ4Vmi6HXDCkNNmlRDdjCqsvQNCr/EZtezJQ2FiwPPMuo606kg2mlfW8UCd\nO/PNDbUbvUEjXCBVhJ1Vyp0jNz7xYPjfuH79EfdefoPrBw9p9WEEsXjFk7LmAS+JjuE2IMMutBAZ\nbJmBwnJ6xHJ93CCUBS2QNZTBRZTsjjqMHjYYSIRwS4LBhcGFujrVlOLOCvQS74kZlBxDy5icbvOF\n7dY68cy7xFyLHta8WTO1hWbBovCMwGqNYf9K28RNhqZEV0CE3EeqacCa4yXTrWc4O78gDXvmq4oN\nj+k9oxX2h4L0MaInD3DIhYtDwbTRb51xtTswP3hEf/yQfNZxHSAluKnxzueJ5aZxdawszRBXqidq\nDU791RFEHzPcuqDWBkOm1hrDYR3CTqQ1tHfSbsdhSFTrXF8Zp0crx6sTz33nJbsxc7ab2E/P8/Dx\nNcthQCSzuzuxXl2Rx2CEUStDSYy7wsVeeLgYtcH9bwyZ/79v5n/3d3/Hz//8zz/9/3/8x3/kN37j\nN/iFX/gFfu7nfo4vfelLvO1tERt369YtAD7xiU/wO7/zO6SU+NSnPsWP/diP/et/WNiUjX3TOVpQ\nxrphHVJzUu5bNFz4OLjK1vaH50Sc1MF+6LZGWEHfXmKx8Hcx3bDCGt7l4qgUPAUn21sMWVRkg01C\nFKQqdJtAzvF6i2W6hQxnWInBWvcVpaGt0wj/ZTFhphMayUqTqETUx40ilrCkwXg2xzrBRCEe4KRP\nMOgUlX8eoiXtRspxX7JmyAmVJ5VQWBY8Za/0FoPTbrTgUALbQVn75noSmKhZxz2u35dOGRZ8HLBe\ncR+jdPaGm9Bb52Qzk0Qp37xjJHqv0WPnxOpByTQReookKR1KMFd0IKVIu1lrw+mUnJDaadsz8YSx\n3JthDTpKLiNpGslJUK3kFh1FqxKwG457SMZVgvrZrRIz9YQNcX9dlNYDblir4VXxQQInTg1bAtft\nKSOjBNV0UySmEgKvlJRew9bXxFm7kw1MBnZjYRydiQj2VqvYzljWxny2j+upRjWj+xGvkJvg+xOH\n+3DrO/4bV4eVi4sXef31h1y99jXWq68xP36N0+MTulzTW2zuFSNJY9o6lEFnmsUsKIszqDPqSk7G\nkGDKwkQchFH6OlqEkjSgLQnIRdqmEK0dNaALMwQc+sQZYPt/tqo7hu0R1hzi7I0dpds8p8fcwTZa\naUMiEYyo4DcEnpxGkiTQEdfoOsvFnrPzS6bdBdOd59mdXZDHTDNn6R1ZZ7wrXQpDMvKgrL6yduds\n5+yKYpbwIcHFnpwSzV6nnqLwGEJWTDfHSkB7t569oC4j8zGgnGYOvVKXjp8quhNu5krRRKcznGf6\nqXLnzLm8pTx8OPC4VnJvnB8yy/UKKpyOlSGNHHYjzeFShfzcxDInbCi4C/PNkf3FRK+VMjjz7NzZ\nGaeuLB6F539qM/+e7/kePv/5zwOBY7344ov89E//NC+99BI/+qM/yq/92q/xyU9+kpdeeomXXnqJ\nL3zhC/zBH/wBX/jCF3j55Zf5kR/5Ef7+7//+KVTyZCmy+X3E02EeL0kMPBTNvnHRZasgZKNT9Rjg\nSQKiXW51JXmn2YpYI3lsp8kdzwvaZ8DwpHhb0ZRpYqANl06xTO9RfYZGpQQ1Lt+mltv06S5+uETH\nCfeOtwpuDKq07PjaoVeUjqxRCUWeYorHXzK7XYlNdpMBJ9gk0sFBT8hTObpm2QzEMkkzachozjgF\nl4EnWmdhC7Y2e0IGeupp0c0CJvGOEZRJN8etY0m2zb5tni/rFsEmaAtfkz5bdAlbZwFGrv2pB8jq\nhrvGYQrYmihDKC27AAZdhW4jJplhUA6pcJyden2D7ARnQDxhDaZJad3xWmk9PoNIzBmyO0f1MJLC\nox1XRe0Emz1C3SpoQ8nFYhDcI4E+aBcVrx1JCbGGlRhSB3SitN5Qq2QZUSt0KipCp6FPqKe2ZWTi\n5KyktmJ1RUtm9Y5vHjTWFfWBMiyknNinieSdXqOyrX2PiHOOc1kvWKaV0yJcnp949u7EW17YcXXv\nnKtHz/Ho3uu88fqXeXjvVWw9UWxmN14xqFCkI7LihJd50F0FpJOysB+V3QjnauxzUHvlSccjHvcp\nBf4vKXj8zYXUc4x6VdAWpnWRIRsdpW0wonj8nrfHGAdGApLTHOQx9U5HWD0gzScMmCwJM8F9oMg5\nebpkuLiFTAM6TYjsObu8YLXEftpz/sILaBk5GZSkHEal3Thrazx+7cR+uKLlGy7XM/L5OZ5GLgdn\ntxdoiZSFl6uQrgdSAl8brYQoiVTI6pyJkcuem1zQNDGenSO1hopajHXu1FOLzIXByecDl3cHbu6B\ncOJYlaFU2qmyG4EmXJwJ1Rb60uEwcDpmqg6Uy5FaK6ueaMeF5biEEZw0kIC9Sham0dgvznwzPy16\n/sOb+f+4PvvZz/KOd7yD7/zO7+SP/uiP+PM//3MAfumXfokf+qEf4qWXXuIP//AP+fCHP0wphbe9\n7W284x3v4C//8i/5wR/8wX+5mWtY3LoIa28hYsF5suebFaIkiAcmElBiOBeDv7ZVwzz1YQnOq9Fa\nSLpdK+KdnKD5BtNZeKAEw0LQFMwXEYeeyTLSdIfvblN3z5J25/RyAcN5cNJtwb2GkpAbcs8kGxBv\nJI8WiaGTJdGTMZQUMifN5JTjQDGnaEKSBSZoBD7rQuobhzw5mhM5jzCApgFypqtutrn6lFfeXZ++\nJDjUJWYRtWuklfSICmvdab2jbaMtegM3ygTijTobeRDMM8GRaeFLYX2zKAjzq9o8ZguWoLet646/\nN4wlZgW+DRHtiLtwfb1y/egxao2syuIjZR+0tNTCd6M428Hh1A17XU+V0qKNl97IJkHrmhSlk1KY\nd6kLzRMijeRC0oTlJxEZCi0Eaa1FJ9Cp0ZWJsC4VLduGjtI0OPOJRgX6HEyhhgflrgmg5FKISAVj\nXlKkG7hSmzH0RiuA73BC7zBOAddMNoU2IRl1FW6GhQsbWOYj14+vGfeF84sd8/UZp+fv8h3Xb+WN\n117jwVdf5v5r/wTtIX0bimYdMIsNU0RIG4wy5iiOBnH2RTlM2was4XZoFgPnsvmvmAs5h6qzm4X3\njm9Qnml44Ww02L4ZgCUIDN2JWAwJRal4Y1SHnDd1LmiDYtH9Lg7mCTighzP2F8+wv/UCF888x7g/\nQ6eRHc5wuOQq3+auOOki8eh0wE8LORtYpejE3I+crmecznRe6WI8up7RcSZ9x575rFMrPHqwcvzq\nNe5HdBzYo+DB8BpSJqcK4wiuYPFOeh5J5lg70WyhHx3rRvWVxSbOmrDfK6+tjuqe9eTxXvWZm5uV\nm5trdFipSyWLcjoWWqoMhx16Kgw94zJwv67UmwXP4Z80nyoZe7pH7pOypMbx5v9DauLv//7v8+EP\nfxiAV199leeffx6A559/nldffRWAr371q/9i437rW9/Kyy+//K9+Vkh1iZcWsNa3Kj38JsSDWuie\nMTRwZ4mBXnUQCtBY+xqtkCds3fwaWsPlCpUaghcvSA6FZbUJPLybEQsKlYLaRNMDdbhLHQ/4+R1k\nf5eWz7FpR9NMcsf6Ahw3eMJZuSaTmVJBKhSZwy/aCtMhkfKAWaHoDimKFBgkNiQnhj+J/JRlIh6U\nTBeJNPYhoTmRtOC6tS4qNLOnLovmFgIkE7TFgK15obvRaw/xVO203qAt4UMj0Re3DHWB4kqm0BTE\nl2AolGBKSA+4pZuERzbBAsliSA12S0NYUE5rCqGQJpBweVPYKIsaFbsFlrvMRhl2oE6bww5Xattg\no/jsyRd0l1ktXqw1pZgX9I6OE7kYUgoQNgBWLZTCA2iJmQK9RQYmMThfukMOpk+hP/FoJYSNMYOh\nC1bYfGoMs0aTjKxOSjWUyCn48E6DGoZhrVvYSWQjmzDQWRusTTglpeewVD6MEaM3To3dNFDbGcu+\nMEwju8Oeq+trdtPM7mzm7HTg9u0z7l3e4vYzd7j/tVc4PXyVuT1G+4p4MJqGVCA7OVdK1m22FCwJ\ny8pUfPNPgUZ0vGaOP+nAxPEhRHxP39EkrGZRPDR/6uToHgI7AQb1jc0Sqs5CaDHapjgtKK5K9Q7k\n0Gl0qPmM81vPcPc73sat59/C2eVdhvMD491MO+5ACsNwwMV5fDzCOAZvvjWGDF46u6UwW8zB+vHE\no2Wm3Nlxpsb9hytcDazWWZbG1aP7uJzY1UI67GAqyNJAjiSCSSfJadlJY6EJGzQJN1VpbdmMxoLc\n4DryT288InUlDZ08VHre0dtAvXmdh48XHt5/nVZndjtl/9oDDnef5dblGZe3bzPtM3VxvAbycH11\nonl0Vd2EupzAMzsVWmrYunL6Bvvzv3szX9eVP/7jP+aTn/zkv/reE+HAv7W+3vf+6m/+fqMeOc/d\nuuD5u7efGkxZ3egZHlx0MWe1hNCfbnSYB9Zlm4KsV7xFQpG1NTYjz1veoUdl64GfO9BK4HrZlJKF\nlG/DeIfj4S4+neH5kra/oJUdVsYQRrQOJFrqgcnLhNuCY2TvIVjxRNZCkQFvI5onyJk05ojHyiFP\nF3GapRgCWiL51pduPuddQLQAuvmShJWBm9OFcBqMNy7aXpzknWqGWaL6ZgNMwvuK906uweRoVkOI\nkxO9dlQSi0GTFeqCjsI4FmyNA4/tgOltk9u7b1V0VKIuBGzTE7rOSEnB1/Z5G65myFMIvpJunPJK\nJqN9iYPZVqRKSM5bp68NkUQqcThLznH4LCsuwuJCtobUAcsTpBIycEssOG0eYrhVMk5Izq0Zva6w\nmTwNCRRnNIcx/F1i+BwwVtPQJqjlwKQJZ8HaQgpelswwxkY6pkQvRpHAmII9KDGw3Px1RGSbtyjr\n7NRRUNmRpCG7xG4YKGVPLjN53LPsT0zLgl0fqYcDh8MtXnjxOe699iKvv/4aD++/zvWDh5yu75Hs\nBOIMujIMsTEVQl8RcwV5SpdFjNFhMZhXeUqlNaBFauBTQd+pOc2VpcGK0yQ84UEQDdykIxRiOJ+d\nsOFISjKJbtAtYBorQbmUKOen3YHbL/w3br/wIi+89XnK3WdZ2h1aUfIlrGTa6jgz+6GQW+NeH8jS\nGdJIo6J7YXf7nLRc0xFqrZxeX7F0jyEndjun5HAjnamUJrS1UXLm1JW2nJBi7Aidh1pYidw0oS0z\nWcMKo+N4TqgnrFSoM4/euKZ6+ArduTxwcbuQRDi/PTOL4vcHujnz42uODxoPR2V3vbI+c4dJlHS7\n0VenpAVTZxoKrRtDLrS2oofMvVfvc3MTFiKbvu7fXP/uzfxP/uRP+L7v+z6effZZIKrxr33ta7zw\nwgu88sorPPfccwC8+OKLfPnLX376977yla/w4osv/quf977vfjEopRoihuYWopUe7aB7uBiaJKR1\nrIboQDSwWBWCYtbDhZBmGzuk030Fq7QamHtd404EeS4hruiaKGWEcSJz4DTdpR1u4dM5NpxTx0uW\n4UAdJnrJiIQTo3mjlYFcjdSMnBZcjfuvvsJbDolBjSFlfIo23MfCkEdKKZQxg+QYSaqiJPKmhBTP\nmyLunw++FiYWdCPMkjaKndXNPleCMhbqqM2G1AtdDa81RFJm9CUonV0jMLYbLFt7DHEfxUFcyGp4\ngy/ff8RbnrsbfzhtKk3CekBQVjNC7Bq8fAXS1v205khO4cFiQvfKKs407BGEYVNoSiLc/Kwhlkkp\nfMudJ9VieH3gEwAqjS6J1J11bTSUpYNUwSVwf8uF1BOeOm1xtAd099//9v/gHe98P0Ui2Sd7qGxR\nDUGSBWxlBCyACGogLZwbMx1JmbYGE0XF0BIwoDSLoaslmnVSEoYUoRq1g0nC1enayV3J1IDX5hKC\nNXeoBdGMS6PsCuojZdhzPp9Y9xMsMxdt5fp6ZLoYODx7wZf+tvOWt76V64f3ubp+TL2+x65dcZ4f\nMmRjp84kCXWnecJp4XtUMqfaWN1pCK1mkjldIZmj5pxcaF2ZO9w0wtuc0CyAkLYDQl1ohI3ulHgq\n1Ftn2WiFTvdICwo1MkD4v4/Dgf10zvnlJXJ2i7/90td44cXn0A6tr6wmqHb01Fh1otYjpV4haaJW\nR8hiPOnnAAAOzElEQVRM2RgOI8vUaWsIm9Ip5POtJdYmSInOapw7R8DSwIO6sN6sFBqzgZSJXc6s\nstLEaEt9mkHbJUgNzRzb5TDwSgJD43Rc6WvitWrMy579OaSiXD53iX75Kzzz7DNcZeV4cwVeSX2l\nzSeubm5omrd7l9CSsFapFYzK4Qy8wa1bO4ZpipCWLhwffOU/v5n/3u/93lOIBeAnf/In+cxnPsPH\nPvYxPvOZz/BTP/VTT7/+kY98hF/91V/l5Zdf5h/+4R/4gR/4gX/186oLmeCUd5dNmp43K9lONLcC\nKZE6VKt0d5C8+THbU8qcCEgZN0OuAvkINZLHW4tqtVlMzd2FlEaSTCBnaDrjencGu1vY8Aw+7Wnj\njnk8pw3nzHmzorVC0xlKtNGuhqbKlAu5Kq89foPvvn2LYYBxnNA0koeBNAykkilDAQmRR/ijC+Il\nfFQ0qlXV8vT+CGGa5O40fcI99s3HxVEJi10LOkH8OQO3zcNG2tYSB6+u+RPcN+FDIVmj9k6W6Km7\nRoq7iyC98+qrb/DsrUvKFFCJtXWr2JxaVxwLnw1JwRLaBFHVwjve1r7ZNIyRSmTQ1xN5HPBhYhjB\nemeXM4MWujpZyxaLl9ExoByjbqItp1sje2DyIrJFrgX8hgp5GFBvMXRtsg1KV0QSf/e/f57vfucH\nkDyQtZPo9G2zdYNWI1jYm1M1ONg+G2sypEdhUVJnEN18TzqkxNUV9AZn6hytsdbw4r8WYRBj7WGH\nkETILqg1WnNqEVKulHVL6vEFHBYTcKXkM4axU3JYuLb9xFAXhmGI/w7n/F9//Tm+633vZrm5y/zg\nAevNXezqPoflEWP7Jy6HK4yESCHrRJcjlqCpUUaFGSyfUZeV02mN4XnvVBKPKlScee1YiwGmWmZI\nFhU5jvSty0pAS+SkFDUqYDhrrTSiSNDt+i0o+6z9EnYXpMMdfH8B48SX/ub/5C0vvp+SVta0o58M\nbqCeGu4V8xnNJXIKNoV460I5GygpU04zPU0kqbR6wlLnuoZamNxJGLlWUu9UN6xWjimTpXB6eEUf\nNhO8FVRnumUW65TcuNhnTq6sSye3xNoqcxeKK5oqJcHxGF3x5fkZlQmrR1582/dw686zXD2+wfuR\nHc7+IjPtJlqNImzpnePxSF1X5nnGryt1VIpU+hwwXXIlp/8kmwXg5uaGz372s/z2b//206/9+q//\nOh/60If49Kc//ZSaCPDe976XD33oQ7z3ve8l58xv/dZvfV2YpRNUPfEwwHriTYIqMujmyxwj8Naf\nwAzydPhSzXBCDRc0MsOLx1CuTbTUcMtUN6oHhtykIGViLgN5d07ZH2h5R5rOseEZ2J1h48Q6XrDu\n9tQyxiaHki38Y8Q6WQfGYWWqzpAaZ93IUpnOnSlNlHFEdUKGkVxGKEOYRmlCSwwrOzzN/7QncwNC\nSh6wlfPktqlE7FyEbhjeG6tVrIETkunWWghqtIWHTQoO/5MUn94aZGVIidobra5PeumYoJtvSsLg\nbHecpTYWHHpUWPh2yHqn1YZ0A00xVDOjnsIXxImNF4nhb2sajLhBqCeDqnTPDLsYymrScK/MyqC6\nzTEcaY73MHoSM1rP+NyQodG6gSfcK56D2ta6ME4ZrG3c9sDGmwQlclkWNI/0pCQL8VbA5U4SwFrQ\nWxeoKKs2elPUQarSxbASqtekiWZHIjYD7ltjtXBlnCWxS5kTa/DnERiUTsd7eAS5Z5JlfHCclSzG\n2oxWgy65IKQpk3TgcieUvtJyZswTecxMy8J0mLjz7PPU6Ug9O6cvV/j1bXJdSPPzlNNDWr3aBvwV\n8YLkZVP/tmjl6zWpBE12bnBsI8eeuZrX8LpxwXpAJl0qTTaWi8DcjCSJ1SG7InODIdSerRMGdvYE\nm4/usglI21OGHW2cwvhuN5F2t1HPaDVaS+jIZlHdmMaCD5m5FmpfyIcExwgnyerUZaC3G7In9mVC\nLwWTFCZ5Nwun44rN9s9CRBp9TkjvaHH6roTfkVechm+eMs1bxNap0+cFT5nWF2zreqULOgzI6uGD\n48LpVBnTiLeGKNx+/g637jrPrDOjdJI3vFXW08LsiXtXHVcYShRy87xwWis3V0foK0miEFMSZSp8\no/Xv2swPhwNvvPHGv/janTt3+OxnP/t1//zHP/5xPv7xj3/Dn2nhkh8imA1q8CcOLaa0noPL6mAm\niIyAxaRdNGrMFHgxG20xScazMYwXRPZmwBatKE0yXgZ6isTzli/IwwSHA7Y7YMMZvYys04E2HbBh\nDGUqG+8qQbLMkAfG2jkITLmTqjHKiTIIZ9N5VOApbz7jUY1jEpa6XfGuWyJLHD7RrkbFbb1hljaV\nIeDBjW6dTSzS8NY3HnWntzhokkd1ba0HDJVipuep4z3Rake10FvUTJnwS2+1bWlFoeRQTXTfQoA9\nBqt9qXTLGCXmAVID015qDFIdRGVjHW2Wv7DJvzeMXRJqgVnnYUJkRevAutn9CgnLyuB5i8ILD+5h\nV9DWNpqhUENdhdWVnEdkk5lLC/VKF+G0Qs6OJQn/lupYjvvTbEbWeH4CI4p/CzQ2cw9vfHfdsG4j\nJ6PXBBIQjHfoNKoDauH10TOVoMWKO05hHhJlUlJuJElUgtKqNWNDXI8r9PVJYo9HwEQzmjjdE21d\nMREe9ZExZ6akqCzs0xkpK9N+z+XdO7RxT1smbJkYbp9RaiX7HXxd6fXEcb6hnU54W1nzgiRHZSVx\nn0lfCysLKXBMnGzgqsKxG2sNamEi4alSUsTFiRBxc9tG3mpip4mUCH9+eUL3jHvc2YRZcayQZEDH\nHeP5jt3Fnv0YSuuszn4S6troPYRpZRJKKsySoxMcEt0red+RnlmWwrIuyNrI2SPIxRN6iKLJd8Z+\ncuoMtcZw3ruRRaNTVsHWFSklMnclPIls86AxqVzNlaSZU1+phLK1zyf8iTJCwSQjWgNtWG8YhwH3\nTmuV3TAyTGdkwLWT1hUdOssJ8vKInBv5MLFe3yDrTGbgKJk6X3Fzc0WvK7kMVPvGsXHfskDnN9eb\n68315npz/c+v/1KBzt+C8+PN9eZ6c725/pde3xhRf3O9ud5cb64317fFenMzf3O9ud5cb67/BdY3\nfTP/0z/9U9797nfzzne+8+sKkP4rri9/+cv88A//MO973/t4//vfz6c+9SkA7t+/z4/+6I/yrne9\nix/7sR/j4cOHT//OJz7xCd75znfy7ne/mz/7sz/7Vn30b7h673zv934vP/ETPwF8e1/Pw4cP+dmf\n/Vne85738N73vpfPfe5z39bXA/EZ3/e+9/GBD3yAj3zkIyzL8m11Tb/8y7/M888/zwc+8IGnX/uP\nfP6/+qu/4gMf+ADvfOc7+ZVf+ZVv6jX8j+vrXc9HP/pR3vOe9/DBD36Qn/mZn+HRo0dPv/dNvx7/\nJq7Wmr/97W/3L37xi76uq3/wgx/0L3zhC9/Mj/AfWq+88op//vOfd3f3q6srf9e73uVf+MIX/KMf\n/ah/8pOfdHf3l156yT/2sY+5u/vf/M3f+Ac/+EFf19W/+MUv+tvf/nbvvX/LPv+/tX7zN3/TP/KR\nj/hP/MRPuLt/W1/PL/7iL/qnP/1pd3evtfrDhw+/ra/ni1/8on/Xd32Xz/Ps7u4f+tCH/Hd/93e/\nra7pL/7iL/yv//qv/f3vf//Tr/3PfH4zc3f37//+7/fPfe5z7u7+4z/+4/4nf/In3+QrifX1rufP\n/uzPnt7nj/0/7Z1PSyptGMav4BRBFEEUlqMglopJWRhBy0SEsKJs0R8MIiIKgqLF+QT+CTf1AZLA\nItsERZhUSBBogVjrIhQsaWO5MAIN7rOIM7wWnZciHEee325unwfvHzi3MMxc8/u3oD4FHeahUIjM\nZjN/7HQ6yel0FrKFH2FwcJCOj49JrVbTw8MDEb0NfLVaTUREDoeDXC4Xv95sNlM4HBak189IJBJk\nNBopGAySxWIhIhKtTzqdJoVC8aEuVh8iolQqRSqVih4fHymXy5HFYqGjoyPROcVisbzh99X+k8kk\naTQavr69vU2zs7MF6v4j733+y+7uLk1MTBCRMD4Fvcxyf38PmUzGH38WwlXMxONxXF5eoru7+59h\nYxzH8XuK0XNpaQlutzsvmlisPrFYDPX19ZiamkJnZydmZmbw/PwsWh/g7TmO5eVlyOVyNDU1oba2\nFiaTSdROwNd/Y+/rUqm0KL0AwOPxoK+vD4AwPgUd5mK/vzyTycBqtWJtbQ3V1dV5n30nbEwoDg4O\n0NDQgI6Ojk9vExWTz+vrK6LRKObn5xGNRlFVVQWXy5W3Rkw+AHB7e4vV1VXE43Ekk0lkMhlsbm7m\nrRGb03v+r38xYbfbUVFRgfHxccF6KOgwfx/ClUgk8v6liplcLger1Qqbzcbn0PwNGwPwrbAxoQiF\nQtjf34dCocDY2BiCwSBsNptofTiOA8dx6OrqAgCMjIwgGo1CIpGI0gcAIpEIenp6UFdXh1+/fmF4\neBjhcFjUTsDXzhmO4yCVSnF3d5dXLzavjY0N+P1+bG1t8TUhfAo6zA0GA25ubhCPx5HNZrGzs4OB\ngYFCtvAtiAjT09PQarVYXFzk63/DxgB8CBvz+XzIZrOIxWKfho0JhcPhQCKRQCwWg8/nQ29vL7xe\nr2h9JBIJZDIZrq+vAby9RKW1tRX9/f2i9AEAjUaD8/NzvLy8gIhwcnICrVYraifg6+eMRCJBTU0N\nLi4uQETwer38nmIgEAjA7XZjb28PlZWVfF0Qnx+58v4F/H4/qVQqUiqV5HA4Cv313+Ls7IzKysqo\nvb2d9Ho96fV6Ojw8pFQqRUajkVpaWshkMtHT0xO/x263k1KpJLVaTYFAQMDu/83p6Sl/N4uYfa6u\nrshgMFBbWxsNDQ1ROp0WtQ8R0crKCmm1WtLpdDQ5OUnZbFZUTqOjo9TY2Ejl5eXEcRx5PJ5v9R+J\nREin05FSqaSFhQUhVIjoo8/6+jo1NzeTXC7n58Lc3By/vtA+gmSzMBgMBuNnYU+AMhgMRgnAhjmD\nwWCUAGyYMxgMRgnAhjmDwWCUAGyYMxgMRgnAhjmDwWCUAH8AC4G0tuheXwEAAAAASUVORK5CYII=\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i,image in enumerate(frames(\"videos/testvideo.mp4\")):\n", " if i==100: break\n", "imshow(image)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Python Iterators:\n", "\n", "Remember the `itertools` package, which gives you powerful and convenient ways of manipulating iterators. For example, `islice` gives you a range of frames from a video when combined with the `frames` iterator.\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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G3gfCljdz3sbSnWjsTe+vjbaNQFl1tNqLqJdzo8uCV9o+CorZY/9Q8ezINksqBnPBBiJ8\nb1qnh35+OdlMEqWtsg6+p+jKUvpuGyrKy55ZFV7FiJAhCTkAIy91j3ckniva6MnwM/wNOEuXIJAy\nYcI7UH8sHt2Hmz/jT5ybHUx/GLfKDVOBdzYARqQcxjAjsglekAHckT4lhCOjjUOrT7yJ08qe2/6v\nyWkul1dX8Ye4yaJWPhZWjwvZI3uR8M1zAGGBcl6novp9tAZuNiVTaSfiFGVL95G6H1LB1n5uBTAN\n3zRch80Hel9FDSebFDWgVsAQppwl+CHobCVSBC0QDRF6ScVkvZdWlDLjCvJcUhzdBatatiolQmMd\n4DmoWu24uOxC1o61O+NoR91bUHxtz1/Z6P1SCC2ZyhCBqtR+axuUpTcYw6jy5hySYVMrordD1iMw\n1AoUB1I8RBW6jakMr7gc0QOkowOzd2SZ77jeM2OOGQxNsLUSwiit/K0gQRI9u7DFNsDpxGb0e0ft\nCP2CC8zaoKaih6AjDxltaJVEgVleKglzRRbCW6vTThkkb1x7WONiehDct1JhfyewTGw8u6c2wtv6\nVDOFUh44ZpP0Ylkb/t5I7gfsib1km6vjXTm5IAVDVTF9kJZE0QZb672wlmNp+Id39LvHkB3ta4tH\n43vWBnkHhrmEYWZEs3kbC28CitIwFCKf2wBa462158mDLMdjCQbaUa4b6zkObgDF3LKtzoZireY1\n9LKCHuO6jKZheK6OvJQrzLFBJ627gXEgXuQKfIbkgfRGjJJaIjdJdUnXnKpTEZprw1vRpHKP64Wb\nbNcKjwh9iNyzTZSWDB0i8zM7E2QrSgyaJ7FqSrT6fffHYBw2FQiVNcyw51AwjnMBvFhJ7WXZ+5DL\nein77Cw1L5jSej7fzCpz78PafEkbpdrxdWI1iLXgdsjBraKGnFuggKmqnhn9xToXay05hzOwXLAW\nFYlXkkt7TYFfUVHUEmGfHd/vuQLwIZmsX3tqw1ja09l7aTW5bJ6CU23gpnXhVrAa5lNqpn2y+RIe\na3J/2RV4PJNEX/cmwltqPIjIizt7/qLvhIi/d8Z8KgJ120SjqAVMeCabnInAXSx0VLXSQKkOJflU\nRFwpU1M7V4amNHpIaYBJa9sWINogb+85hrDuyUPJAlzQBCXsOnvizLb0ya8JjA5/7YpANZ07yt+b\nu47+cSsBgk772RScYJasVqs4CNpTGmcdhRdJuXNMp1aQBEeD8VnBFjFKihdtKPqudgbDs4VjdsEI\n2IaRduYjIjOVQkiO61yqibTOHs3Bk8hTTrKj0UvPrg/HLGDADB7znsU00/iXlC0OsDXgJQM+TOSY\nowzAMGpFG54lDzYhTMa9LHtMQLyJ4ybcuRBmOoez1roymPIky0lLJvrMgs4dO6XPhopkfQSxZUM5\nVWQKcyZL87E3aYl0lZpKUIHWkzDfWnQ22dlXG0lvvM5NzlMqKjlIGU7DohgJllLmbLJyb3e9fgga\nGsGsRdtCyWpLpOnWVVMPgtM7g45Oe6R6oQMhBU87ms0ocRNeWDaf4Gr5kQQLsHLuLqioakl6mUVk\nwnlKqhdBrTseSawTO4PKTQgqs5dB54pss/PRwtoxOza73qHX994/CsM7asbE2VlyFkyfRElefFRD\nRrkj6R1l1wV9bi355rkiA5d+pcUWde0l7TsFl5fx3kFTRxZbFVVdG/FtTeq3/em/4ZU2m8yadPWG\npGNogs2cuVPhNiqz7BqUutLMkkg/YatBlWEp/RchZSy0kaUplU7cmwyzlMHekX65jOloE+1Na2/M\neafCOzbXTeuPYQtsiCS19YY33dr1fZV5Gwvd2zAZcGeqYKPDGhUcdWRbBV7MMVgV+BDeWWZwszYa\n1iqXTdgoipGmX884/FlhUybTvMmZqb9nR+BN5EWE9OKlUF9qANmycDmq7CzALFs/aRd2mzzLmCql\n96U4Y8kwh+b46M1GE9Seg3rG5AeBpzS9o+dsrZAbd2QEdnwUXZgxsgFdU6ZWhU+pnNJWb/0mad36\nPfY9A7bHVAabWoJf4iEjLJNHsrpDDcZFdEHG4kq2DbAQX1BboSJcNjLkwsuAJdiiIQhxwXICSlWF\nLY+mOmflRhYavtJHzR0XXz888NkiAlwR53iO66Px821sOovYch40r27+gJi0uGlaitkQgqWy3crg\nLMNvzY2dYHkqw55B5SBYrNR9VxWspflLReVzJVULX3vcqlUt2etJ2Yyi5IIuFtsZ7YaKvOFMc9VN\nmDUvQAcXNMHtB+6LszSv0i0o09gKLG/IzqvRg0xBJWm4FxkhdVWLEiIeBn/LXKFYIXhIyqiHs8la\n4OIKypLM/0Yjc2ud5hiKfAAqTnBFJpvUVLYTjJRB3unvMYKKjbddaCXOJcoCtAn8mdfcn57YFXFU\nQx1Vm0B6RJHeGLL1TrwgSoXa1+fsIgDqkFPyApsP7Nd1j4NW6iADE7nlfFA2tAGAU2yNqklnS+Km\nCJ00yJlMVzHO6Yq+3BKryQHYuuM5tQ+z8DpVvNAgstdWgzzkjjebRHgj1uv6mSE1EVUNs0CGP5NT\nqsoxTeSuTSdeB35TqO6lak5LroX83MmlwjGwjas/1AFugpTK2qCvLtZyY3oTUinCc61kzI2NrlZk\n6L4tTjgMn4Nlk9EKkFEwbGcr0cbyQeLCjt61YaVd7+rJhly8kmV5wR67XiF6w3o70C1uw5Q/Ch1J\nzG6qWIzCa4hwrWKgTKMYVzHX/j05Pr8UMzVEKpoVswZUqqKx4QLdQ+vGbUii6xtmM8bQrjkjMFcs\nKdjMr8K5ZTB8bGk/F57Wa+CCF3bUGUtgYDl268zRqg3UYNUi0qgpQyaIqgRRVpGv7xrrFcLMc5Fx\ndoBQPSspKXF00BP5xr7kglwHyezsOFH64JRyYn3PO9puFKr691Zn/IH4i9G2qVEatnDgsa7HpRrb\nhUur18IqZWOZslcRj8rPh7Il25ZkV4qKEH2OsX+r6z3EzAc2hkxwDtJLUqZm4HNDKYnKpU2RtNx/\nYqu9bCg60O8spXVNdFg6lZIDKY3clVhdRHCpMETUVEcbDzmkS7rX3M+wVqqYEQbzwnX1b5sS+M/S\nsLo9KvysIwZB5c40eeBpxTJnZMvtwomC01XBiZsiAle5ejUpmNNYQ+qM6ZOBNrpXNsE7G7MMogzn\nRhfgE5ncbv7mIqp2jsO1seaB1lPI6ITwfLmeqdQyTOX5Lo/pHV1YLNyKdXfcB2Gt++10/Fr0mcxM\nlksjPBrSUWRp5PCG3pRxidQGIjhKqgYhWXqvwyFPw0Yqa/FWJVi3Zjg1kXM61QU6ZcZEDjsNGIGv\nRxGN4yzrlLeLnLzvm0zumYSpTD64dzBxSvUGmvN4VADGhtySdlIK2SpTpGWqZGpYwnaCDTY5XFzR\nJkdd5aKQrbsq13tXB0wGeDBjYJ7EAI/EhzgXrQFJYKuKp3Eo8vQ2cAg6S5tqE5G7fYFCp1GDqGQc\n+r3ZkIJVXQ6FcnxpnpZPVg1snKwMkkHe44IXaklFE3FXUVCoHYci9BOr1bi8HJpVNQmvAGy2VHaz\nBRvjl4Mucig73wY/mzcwm0QuuH5Pa/gq1KOhkWNQ52JkSbee27lGB0VOZnQV7y4w1PrYvEN0phn5\ngDpXRJPqpfuvYqUpKm9gL5/5qG91vYfGfArj2sTEns8ChthqVeXpCUbZxfoPpHEV+64FXCa22WOw\nsIeOvL92SC1jXVSpOo0mQVU1uDWkO4XsSB1jeCtwaGPeBmfLGIW2a2KmO+PQZ7o7eJBM9TdpsuRS\natDVb7Y1ygGreKpiWXG2ztEsBWd4EQ5jNM5nwnzLZAwargYXuVYrGcO6srAXvA0Zgn4+t8lZi4aT\nW8bVsEUV6y48fLGEbUb0Zyo0GWlkCh8tN07AGzvKoRLqtLg21mgSM2l5aBvSjUDtMR3oV3a0Xm0g\nHoBaKrJyWGVUGLjSbrck0gThaYVxUHgki6D8gHNQw/mmZZeci8AdrjL4Kghb1yb0XHg6swlu8S8n\ncOImJ5zAyI7w6Ui+ms1pHihDUjOJiQpYjCZJd6KtzL84srkEgqEib0XidIXi6EIjMzw26e0tT5VR\nNZ/d96gYtiR9tYRIjmFsOS3IOI3eb6tlm/gkPbHQKt/iAsVhDReYWlYEIYFAR82egvmiDOpkWFA+\nBWVdBPqAepDsHuJ5IorqPiWc0sdXxsUNZLQM1BIr3etuAQFdeFOCz7KDNxDHgllXzu5KXcE3mGDb\nTGXvKmjTAp2lz5zt6IWUhchYM/XxoQuJitZZaB/Uvr9nGWn1fxE76l69zoqoIGtdOPmqVDuDb3O9\nhzDL1s7aM2DfcS/BH7Phj13FV60sYbAIRs4rhaoNk6aMvBj+ceF51eW2njJSVS1PawJPmnex/OZ2\nkT+1XYEVq7gqQas2vg4bQ4yEcQxtlqESdG9JISDN+SZaTP0zrPG7ssETT9wrGPUKhooIEgQlVPK6\nThWl+GC4Nq2bM8wbO1YKPU2J+Y2EWMxx40Yxc6iYaBe4lEi7KO36WVNNr5T7CbNuMgczYejWODLS\nU5dPVqtKwiW13Hq8UP6vAqDmGqxhlHBtdEoRNPY8AkdwSzs8hSPt6VPNvipgeasX5HI5WM1TGPe1\nmA4WQQ5v9c1q+Mi5ZWPVNykHXpWzRjHKWW08R2u4F0X6wGx1gBGKwljN8SiaytD3LnKrHlGXAVVL\nmadGpcvF/eIJqrQTrn5DvelHo+2P91WZvvdesXJuCDvPbjImbH/qd8dO9cFcDba2PE/0T/b79xas\nFgXco5u9iZuh1J7iqoY2kavTjFVL2nKS8ujgxxnZ/ZBqYV1QtcwZBOmrTaiBT6wO7dcmjisTcnMT\nJ06w1l1kbipr8eewE0qFqh7PkiCjfdVQdJO2/ajVggpom2BkLt1HNbFa1S0Yknsu5aRVJEu2KYQU\npFWjVgOv3WrCubzkVusgWMU6K9pZapbeTxALBIusFPxWReWzArl3ud4zY37halUiQZHhpicjC2yO\nS/bnbt2gBirntaD25XZIstel75nrzQ80ifLVkMeuisxKeejZBN4oRSFi7BXVzxzSNaMI1K/7VWZR\nZfjsLGOKUBreZcgXxCKjsvF767xb6pgic4DfUNmuU0x21SOWjJxMv1/dFN/naljk1kSgTcyDysU0\n4YgexkiICo6KrrmSExy72qxxP5GZbYTwqyGTxlLwQoBwPNVWtZSvN39AjY2VJrWiIaY2aLPtvPdG\nLRnFgemXbSst7PrSu6tHSy5h1XRp86xilRRFZTR+KmdiubSpUUfCkdaN2hofnYllkPfuaGly/LHq\ngr82Bjw2XMAWxwovV2S+iC1hfV5lTAKKFndUb84Fa40qLKRl9g5xrdT4zSpUxFrWYc5WeTmieaVz\nr4RpN2V5WYQP5XglhRfILnb8gHFS5szjlXDaWsxylqnKdFeuZrRk83DOdcdMFY735OJPrgyjJPLz\nObVumjAfKVVO2pYbQ9XgvpaKhpqDOb3VMvmawdGMgl1waOWJqpq1rr3LhD2NNKnSn/Nb0JFyDXW8\n7NW5Z2WM3SjrWZOzxugxpGTq+fASHDlMUtnKxZEpiITgyGJYdFdPBQ7GwEc/bzqPDEYZSHRjN+0n\njfvuj5MlRxiVrJUtpw4yNgfT1brf5nrvjHn3p1DLVLFj5lOFBiUSJjsyKIrhg+nBylTfo/aW3oRV\n0kZ2V3ezUz2lOdHtSGVghFsXIhgpJ3y03E0ly01jaCLGlLGj9cg1sKEodWL4bN2tqVmTD2+cVq1a\n/VmPmYExRhcImTStXkZNTfhWwJoFtVSSzvQmw97H6EihLBjN2M85UEFSYlNRurEY/kTF4qm6s1sV\ntaQKzTopm8zGy1necEe35qpqpyoirwpVrzZOmD6ugp5VipYkG812nME9AmsOwzQQF1RFlbS5lopu\nLLHhW8RyEXfV0YtVirTd0YspQ3CXl1FV527a1glsJgwpUaJEHkcGvB74COZIzZEvkd9jtGxyi/mS\neUkBVbRUK1S4YiEZ6oZ+cnW630Z9R73NA1TL8vPCs2mn1sFKoVR8Z0e24ST1wClo6MRxDvV28qkM\ntOsZtFYPBOop2mRCpfimUVN1GtMY3cNEBr3vp/TMSoIKnwd2NvFZ1ST4m/vYAbILuHqTlBUnpxwt\nGs8KJx37rxTKAAAgAElEQVTOKNwVRM0cV3+U1Q3GKO3lrKYcI/AMwYSlDKdQrYc9A5GjvKWGKpVX\ngNhQIB00PQsAN+kf1s6487adFezeQApqklFJljD7TGVkmcX7KqmwLuYLIiQqq54PtXGQvFh8USug\nuhVu9Z9exf1UMIUlGUvB0oZ0arH+myVA2wPTcp9utaeJ8IGNx0T5kMcOM5wDP4o6dxQJimy6QaWZ\nIsNOHaNacdDR19Vyckdy/TFKfSZj6t6ep/0rEjsGmaPhIYdoFchovN6dOQXnVA1cawlQeHRJ00br\n1CXOpSqIIUxPZb3aSIsihyofmbrnWXA1MRl+lRMXSD3TCg/h4YpzZBn687PgsKtJF9uY5FABkQ8q\nhJ8WajhU1Sm1gs3mJhrqMLpLo2ARVcbCPQNtB1mJW2NS3nCJgYjOaONR3tBidZSnWc024Jvwsm5s\nFdlVntWReEeiPiBrsQvInR0Nu/B7ik2mVgmT9QzmMJgDY5Gd6cRS2r7xz7RS33ygWC0TK206YVOa\ne9qIBj2fWydujfc2ZCgwAutK2s1u7SZrnjLUKiO3q4BLEd/syFMgzGjuZSVXtbRCA43Ejs5Hj/2W\n47lPqs6rijkz2rBupwR+uAx5j/NWshQPBVf1vhPkma0t33UN1vJSg84a1LNdDnbgKgSq0WOiQpwE\nyNX8Q2NrjV8bCCNnFzO1ZDjGhYdvCS80b/XMkL+BW9ezittrvewAfX/uSbKEr9eC2gGG3n9sp04r\nnrx6Cfec1V4XD5jECPFGbdyrfz+qDXn1fuvWxhuB+nbXe2fMtTtlb6zhjx3FuqISN+l8pU4Bq9nG\nboPk+v42vM/lUVYP/e1yb9kXTZxquYxdxr5v6VKrVGdGGzuHSlViLlxYY5M8qk1p0sOmTNgQ4TXa\nmGUpeq/uySLbJthH/K83SdVkzEDQQun5c6g/eVl3UKvuY2PWWnyRgBpOPVugiF+bs3u3lyKAVWox\nILGCIJ8axlpJXguv+4QAkW3UuyVB0VJJ70i+o+MsjUeY/hct+TtT3SzVQkTGygJiqAZSm6lJ2iiw\n3QlwS02j0/rs0DYfXQkbJ03bbWUV5adldxtE2UHVZVAuY9ydIE/A8qTG0RHcal7WtDGpdgbtsEL3\nmbHJuI7maqkIqLMTdcpLKbJ6ZYp835tAY2yM/ry6MHJcAYOM9q64dLjdqJqkDVQ+LKNGKivDjCdX\nC1V6/BRg+KUIM1MjtlqNdVuobqPX+mHOfcNyrjUzDun1Vj6TAF8GjVaCaL2L/N698R2GyHcLuJUk\nxls/v8xajnuygSUV9UUHZanSfdN97AQkGytX8dWAXO0YG97KaL9tXR3af99Op3FtyUlbY9/KFDmM\nDQcqiqk4FbREcND69suUqQOoCqpkQ9zUZyB7XimT5DGrderd3K6fIyKJhlsyzyvhwwR17mz5213v\nsc7cmvDUxjFXWa+bjJyplWI35G+NdyaY40fhZ1cWCh+4Npa7y4EW2h4W1wRm1o6RiTqZvvsqIKla\nK1DMrFUhSLKYbXyh1b+mBkhpjXHDymLcBNEUinDKBemsLkEa5vreUKHKSsc7yj6H8NoAyr37KptS\neHd1X/RgVDHb6VCquJOD0GKfVI9hY4mtAfeUcWqEh617jsxWq1SndSp0iG0smzDNHa2V8L+IUxxP\nz42ZcT7PwzM7wzJqOKsrND0hvRhLhlc9xptYy67e21W6VWCrx1k3EL3ZBEn0TXVGQ2cTXjL+udPs\noZ48W+0d2aGAgy0R7hmLUU5aPDKlUmsDSm2Ua0VHqilnl4m1/ll9bTZXIwWzz47QtcKlSGgD1ImF\nHE5DgKNc91rGMBntiTpQ2rgRY0iG2wUwjshnzxuzic5sa6vMxEjUOqHSOCw6UxDIeGnv2vHswyfm\n4VgYZ+wsQwbJe3wvmSnKRAxTsNFZj0KCwCupoIvStBe8HntwpLFWpwzppCugmFZUilPxDHK1ymoo\nq7Ut+e0eOOKoTryKHDfwEqRhu3C/KymtM9bL0coJqzD7SvXbUcsgVy7NeWX/qUpqOWk5jrHtSAsT\nrgzaOktOJV87oneTo6rauvIis9eTlo9qZLcKr/b/3v167yLz0XrONp5Jp9k2NVAlI5ooPXwAKjpZ\nZPQiVTRDe3VjmQqMypKrjLkmYUH5ENnR7zXj0VhHU2xMSxalz9wFMx35jXcQn8IonZylSKoF6WXz\najJ1dBHLxuxqChM8q5jmhAfRGclC+GS20Q5Si7em0kkTEaeSduF2UTIEmcnh1prZZJoWuNdgTNem\n6io5ywILaYnTWNOJ14vI7pyXS02QDDWdalw9S988iT4QpGVtRuOUrRLZpCdASuK44mQ0l3Bm4ofk\nadnaeSsV8UzzrrJ99APxtD42bG+4agio10RJNeOjoa9KHa+W2T3DYVmoqMadSMNd5Kjw4sLycSwd\nuzTfBNvU5nZSRuAMacEdad2rVkPkZ69GLnmc7qHABxGLOfSb2V0eveblMFUc4swauE/U93yKzxkH\n65jUOEQCN6mbmLo9mlN+VwfKo+Wj62QcrvawdDa39roorV1OrdnarRb6z5YUqheO4aXn1qlV0u9f\nztTkujaqKN+nLpfGwFIa71Hb8CtKehg3h5UdvReeWsP7vokmLbPbNyCBgAK8PrQlJEUtT4qlvuHm\nnV0EVkPwUrWcsdetCNqNxysSl5FdqiyN6H+XiPUMvNdqZXKa+IQVen4vqDmuuoK0B3TzvFhuZ5ar\nghXqPxO1lTIPWamuJit2KvAu13uImR/X3y5cf8gIV03ArmrLnUprsWVv6kSVbB2xWRd5pCbNhlrb\nUn4VvoDSXUVaLd5vuGuMQSgBZ14YbjbaXH2fqSPs6MVlwpWp3fvcrja120lFGcNVyMDoMnkEu5xu\nJKoSPc25U4TJoIcLLw1Tx7Qc2XAOfPNcHKN7lnS/5zEAO1W556mKwGpdcKn3h3cBS6X6TCi4eFSc\nWWVjJDKw8cxg7oMa6O9pw2qOMoPV+H9tMmlHTnOxA68Iaet3+1plRNVGTWlvUE0w9cdWsc98leb3\nwek/b6wmjLbPtsxkZXdZNEn1RnbHPbPezPTPZFQj+ygvVcjo+RrZ2JmLSrLV6jYjuz9IdJoe12fJ\nGKppm3UgYpHMGtQpMsxwrCuY01S4ZKae3lE3kgO3gc9J+qRuB+WTOW54iuJO78gQVfmavwIv0vsI\nxoGMkalE3caAlddJWcqZHPyRCdmzsbUaD8wWnYN5rt2x1C+oQRXBBWZEnm2oXN1HuzaBDc/18XmH\n5QU3ZHaPpsugVpOej0g0QzLISO1fVY43jEn2eb3Zct3izIVP2QJBeFzZk4jmPp2o7oJGLshjKfBp\nuMNtYRmQoWKrkqx4VpOw1fUabYPSwM51qWu2c7wg4JLcN9CftboCNHUMpiqJOyNtm/MoO//213sY\nmc/LU3kXhHgJv/L2orNUiWa0JtyMq1TWdfMV2+A2NbKVLagSsuso5Qxorn6vkcYbd2YAWswn1cUP\n6jRoFK48j6hHT5NOkmUM28jrpBX1eVZbWGGEOtN0Y6fB6/772UUXVUY01h7W92BTh0AMpzi7EtE4\nXOMRrrQ3XfJDJ0iHmzXZ2RGTSJ6GmEKR4ZnRcIWxosAOzpISJMKI3ejHuvrNBGm9ZkMd2ngZyg6q\nVTAbn6yGWM57PDvDtbr3eaf4/QErFUlvw7an6BrnzWuYjL56yyulXy1ZpdfS2cbHd6K/Ca0qxtmR\n4JSDwJSAZyY+IEJ1CsNmczDxRm+IAryzFG9p4k6nvYTp5iZ5bVzQF9QFE3m6mFp/FoEhBZVxYPWK\nGhOzp0dV8XByvpJG2icq5O/VbHqPWQ0TehFpF5xeGLlO1TlkkFOE5GrSbgtU1Lf8sX8qJf1kFzOV\nsF5znej1OJAQqGjDFszmCIQ3q5gqo41baQ4P613ZkMMorWdjf7U6SIw7WUOyW8ZlGypOZS8OdLdB\n9+bDKphjkglpJ+aHsozUSK8+9CMJOX+sVVM6cEQZqiJ2bzhu9JocGDdXywVHqIHGMNmuUB1fH9eG\ncau6eYCPlto6HQaxTy6jMXX69ZfN+i6u7yRd5Dd+4zd46623+Omf/unre//0T//Exz/+cX7iJ36C\nX/qlX+Kf//mfr5/97u/+Lh/5yEf46Ec/yp/92Z+9+wfb7jb4rNzdDEtVJyrdh7GMStNpMKGfe03G\nciKm5Ig1ICeeh+RXdlDjRvpBjifSDqwPWYgxH5WfY2J+sA84KC+V9274oHWl3rjryAfh81zwb2jh\n0HxJuaL+s6NKDbRzx/h/KL45JmcpGo9w7jWIxkXvdD+Wmu0YdJ5QpRF1U3sCVPx0T9FGgoGGFv31\neSKlarVevKSNXpyCUQLWMr55BifGGaGucCFsVSF3PXNcMupOu7AKyCW8EUXExLrSyz1GKrdeXS1Z\nwihT7RV0kkw+xjqTFdv5cL3eUVQ8dyGR7YKsR2Ru49GXBeTE9kky6lXdXR3L2EfwXVlH45c6FCXI\nOjnXa41fLKrukK8hXqtVQS518cslAvd5MUc/8x6f3b/bujHTvre0KSmuSbWC65zMnDfSb5Q56zg4\n5+R8+gEYT8TxinW8Yh0H93njfruRx40aB+ccnPPA5w2OSc2W/vrAXb3Jr7VUkv7Bhqg0DosgTFnN\nXt/Xa3g49mzY+Tp/qLOwXQNRjQlbqz/MFnBiduJ1UrGwWIxKJsVgMVhY3rG8Q5yCAzta9qscPrC1\n+lyZVICVC4uTw+jXtvazzoZPWtNdi7JF1J0GNBmlhnvk0n3W6hYCi4qTsetRQti6VMLOBG7mzw5v\n5o198vzald4CCbQ+t1143hfpuT3ZY3i9x/P98G2u72jMf/3Xf50vfOELb3zv05/+NB//+Mf5q7/6\nK37xF3+RT3/60wB86Utf4nOf+xxf+tKX+MIXvsBv/dZvvWtzGAnsbww/VDNCn4iCY8zuaKhmXEdN\nMda4mkZFMmIIKsAvIkkVgAOsDSGDc5QW+jhI681z6DzCcCOGinvCTb/L3vDNmHtdvRTUe7mgD47d\n0W1Vp4zKybvFZ3viEjF631CNOWeo28K5VIGZ5XwDY6Wq087S61dBtHEtblQ630xF7a/TWThnOauV\nL+v6zGLleuDXqf4sKqn21l3X1eSn7lpMZwSnBcuz78uItSNeLcKN60mVIYhBaXvjm3vxtxrFsnoz\nBBan8Mbe5E737sjuz96GeyICc/aGeWU6f2pkXYUf1r1D5oB93F80xivSCXwVxpKyIPV5+3O7by9b\nw67GTYGbjLm77pda2HocT1Z5J89vQp0XEfbOxmH0OGxHpowTqCb2/WCTq/sg5OIVxvuUsR437scr\nlv8g6/hhyl9xf/WKNZ/akB+cTwfn7cZ5HMTtRsyDMMl3Hx0MD6nEhrfRaDXHfBz2kvbsq2oXPqrP\nUapCN2h10LNnHF76Mh2feFgwzXnywbENexvba11kMjgZBNM0F9RScRBtwG1hnRtjq3H3drQdrbvn\nox4hgpl94j1abxNBYXhQfodScQ+5oOtNrq8VWNzxWFhtyGOxJYmGCpeK4BjOUcastkzqDAYIfr2c\n2lDR0pwTP2YXPz5M7a2b7rERgRZ8+LCGi7jW5h7z79RkC74LY/4Lv/AL/OiP/ugb3/vTP/1TPvWp\nTwHwqU99ij/5kz8B4POf/zyf/OQnOY6DD33oQ3z4wx/mi1/84rd83+ddDO2Zd7seoETCXNWaJS2t\npQmWaSKGTA2aD0U2jTWn6zVkD6Q7OfRVqLR+T8AlV9pdAK0LJPbG8MJGynjHSdmdQkdXVXd028+y\nrOVbHYmuJR1yRLIiLw9sORQRFyzUfjZkepAssDP4TOpMObpU29Kz1QQL5zR4XeqyGBivY3A3k5E3\nnT35zT5ya2Wxolipvyvz6MraTUj1/LyxdNoBlG+CluuZdYIND8zVjOdR9SOqkDSt1lL6nacgk1I5\nu6dps7hxUDwZHP3llkzrqMv/dUnzPrV8E8070q/aJ9JIn1xt0B+ta+OKuPZ9UoVbb+I8qbhff1q8\nJuObIg8vLuHZMK1djt0NkyKa1AQdJTbJ0uEjYUNrcR7CuuetI/Eba96I2xP29IqaIj7jOLi/esX9\nuHE/Du7DyTl7nTcRf5sX57JAxDYi68MEy+Vw7iZqJL2PN2sVlTFlw8Kuyt/stfz8EtHX0tEdoVdH\nxujgZEfYsgxsYKgk31jd22YTpqeca8qIG0vFb6xrHbktRdsmh2sRjFJFqJcCLsvVDlmBA3HCqUjb\nbXVEf2Jxh/NO3V9T5zfI/Ia6tdZJxmtlYJfz0DPOWdzMOTCmc/Xb34Zb9kcOc4zxJtLQa3Lbmm3U\n9bp643V73b7z+lbR+re6/rMw869//eu89dZbALz11lt8/etfB+Dv/u7v+Pmf//nrdR/4wAf46le/\n+i3fo5qF2n0mqhsbXSW2zyR0en3/XJAcA0XHZYPKR4Ru3amscB0bh9hmnS7vjFZ1UM/6hlyEziMV\nUptamgiz1l+nIJd0MEn0qjHGbKM9jwmjuANzTlYhfNJ3FaYmc2VSt9HtG7qbW/Kst4zgBKmnVIyz\n+7hXwUqEIaPofvVrpyXrtJZMCaMb1dEy4iQytoa2DWyqgCbLiJSxt4Y9koY/qr9vJiy1jfo++k1X\nE3/sj+p5bBWI6qQk6bRprVTqeXIdWO1uzK4vuHoMVhOjoFPaeTNqqYJdYaCsSHpq9dkA0D34HIIU\nBuQK/FD2ocxH6Xldz7F4VO1t8koR2VbS7CMFgasJknUxEY12Omq7IKc3qCl4pXySTKZNsPdRfmDj\nRo4Dn0/gh6o558SeBjEOrE+hsiEllBB66/d/DdkcTDSftHZriKTcu6eMQyj/EUU1rjqP7L5IpIQB\nOwsbBRXRJ89LLeRmbCWfNXkpnXqC2zOH1wR2DcFtpWi2mKoraDfimx7Z0HPpH9e+N9kJ6TgDwrvy\ndQiW6UMkxFfMC8euVdrvvrkTu9ZE9AHoew7fKAbKUMMxE6Y/HEarWGi4kZZZbujRLz6I5lxKley9\nJ+acl4OnHmcKW4/hZdT3KrQH50I+amje7fovJkCf99F4t59/qyu/9n8ATdS97z9g7/v3ADpxpR/H\nu68wZmqFaTpxw0yNn4QFogi8kwwd9mDs03Ek7RORsfEYHw2rtYeNFc2mt0zOWzddu9y+o71emCcb\ny3u08GUfznAWu6vbQ+7lap5FHyjsppsoGdDMpEzd+0hN7tmaU7mZdnabpGqiV5ySWj5VDW4kZ6e9\namjUWF/vkIrUsVqRrFWSgUVLzSw4qxUm2cVDVazqJlsFUFeHvvLZsIV4BduR2d40Lq9jvcGl/x9d\nGCYrcDiUiazaeKuSKL8iXzORcZKtWnMGj9ZsmvOuUDRjNZzBrkJs9Q6z1Qxqf6lCqahufjVI6dS4\njrZri6JP2pGp7mUTdVunvIuTNrlu7eTNdbar5H0N/9lBMRrSuxE+wSfMJxhPjONGuuPHjRgTm5MY\nAz8mVS7VVJOP09S0Ig3OHOrmN53krs3vO1KVYZ10WwkvtoR5tuLKDSpXZxH2SDyyx3M7sO282ii6\nWUMpMjh0ZraL6x4KpOwmdu2U6wT6sBTy6r3UTVT1/eweLdYBnkktleXY6P5MHmxRhGOXMgmXykTi\nrA7eloIwq+yOi0Zxiuuig7rGmY52OuYKQoYVo7X91sZ8t7wlk7nv/1m0vYON59niGN39M03B3lpq\nYRL5LTJLzUnlCfkobny36z/LmL/11lt87Wtf4/3vfz9///d/z4/92I8B8Pbbb/OVr3zlet3f/u3f\n8vbbb3/rD37//6jmTFmKki71hfSw3p55F0Y4NNVtVyqiE9x3/2EEB3jreNFWpOVDgLoBuiR7ZiUP\nX848Ri9gbVP5n2e9yIFoiZOUHQDZC1Wb2m2Sqchn5FCmV30Acxbmqmqk+0dUQ8lBF9SkTIZtTK9D\nX8dIW9cBHED3m1DkaZ4qTuqUN4fU994b0FOPHZkNMXRqkw8jWVWcdEVf90NJlD2cjYl3ggvNEzgq\nxBFZ6Q1l6N5Gm7s+O0MbxWRAfeyDOLqFqxvHVYbVkY5SLBQ9cTmELYnUzx7dNHe4kD12FF1un106\nLoetcxoTOhVeKdiuhiIoKhVtN3dD8yGqTu7U+4rKdyjZhj/bET9bR2qFMDBu4DfS1AjL541wB7uB\nPWHjFeU3xnxFDGd0hJ7H1BgfMv7VkKCi5V6L3t305N9VNVqSSD6vbu6FKu1+qgWAlxNMzKRNSRtc\nB8XsamjisVdyXE7OhFOxW1jrfNFu6zySsTQvw7xHTTdhXVzje/B6b9We52fQa1nnN7UznXagrg6h\nuyqy0PNkcZ2I5aVqbE/rDETYe7ZCRusker6bKHDUMrrXlrv6+cwOkLyzY0eHdOg+RTAD3V2x37Mj\n6kzxS7mlr88M+neKtM0MH5Kk0sY+76/f9fXfETP/Vtev/Mqv8JnPfAaAz3zmM/zqr/7q9f0/+qM/\n4n6/89d//dd8+ctf5ud+7ue+9ZtEE08RLSNrDLdk2K1WN+5RvwIdMHGymlxcCvEALYlEFXpZRe5F\nb53ENaN8jPkw0NZMcpNnmLrYmeX1BUpzglZD0BPUmtllxb3unCxWH4yxKrifaqR/rjtn6Dis+1JJ\najUOec9oJYekgXFCLKOW/l2ro+hMSNfp9AmECY7J1BFaJ9Ap8cI4F+xTSSS7NipVKJOnoKk8FZ1X\nqUf5SSj6To1j0pmB52W0Ei455IXR9ven+YUHHv7ABkdHjvMY3KZdErpp8L4wbgVPCbesbuOqhv+D\n4iA5TAeVjJ2KQvMmXVXXqfzjZ1xp8j4I3MwgOiptzmEHBzOEz5Mb1zUymphs3kbl+V3PkAPjQcbr\nTEdrx6jBsKom4jtjzFu3ghiq9J0qxzdumD21quXAjpuynXGjDsEr+IDbDZ8HfkxVHPe6FXeh9b2G\noEAdZOENSzVvccGKcobenUlVhDYoH+Je0sgUGRsudVT5PlptoHNnhYVv8vBqQdvtAnw7vNJB5W6D\nUYLPDjfmUK//jSFvMnvs1r3vwI9t4+T95/Oc6cJAEwYdDFZeZDalatCRamfssfCUAqnqju0+95FX\nFuilwrtJZ4gFbtVHd+gYy2GoS6kPhk+GHVj/OceN4U/9sxtuN+Y8cJ/M8Yqyh9pMz/1M5vyO53/+\nuq16+XYICHwXkfknP/lJ/uIv/oJ//Md/5IMf/CC/8zu/w2//9m/ziU98gj/8wz/kQx/6EH/8x38M\nwMc+9jE+8YlP8LGPfYw5J3/wB3/wrjfg52t53ZCMbxs6H8WKjsTHjvGsjSpsmRRD+uSLpWd3KJwX\nQ4yp+XxhDA6c1fg6nT92W8yyC8Pf+xOQhGqTs0z2eY07O9DvQHmyWGS3vTwMosuPK4s7C25PnKHK\nNGyQrpLtXEnN0YddqDrSMJ2RaOjz2Di0sL/qU1t23wdFvGJMF8XRkWsSrEj1y15qi0As9T+praTR\nYb6rGu/tVq5R1UfBKQK8X/0xOtXcErChCFZteHvc+16lTphNhk1uI6WAGIbfDLfb5UjNjOGzx94a\nc5T0S4m0ujNKcqm8i22QLrJRSqfcAXgHCOqQWdyQc3N3SO9jxowxFdV5bXinseHsYKAKOKAWqnTc\nUe+O9k3VpYir8YbcGE9avT4FFfhBMJXJjIOyyW2+jzWfwCUxtDEZ44YfN8lkx+x6Bf15FSa5k0vt\ngen2BQCRJ55SVEnSaTJ0DTNWqkrYbTQ85XiZzgjAW0JpYNHVs94OXhGrMpVelZmaJ6oDssGBqm2n\nCdLANTbVvJW5NYTRmaijCtPdtOviQboGBTmQvSmjM7rs3Nv7lDC6LmUhXbsaky2i19FekxeUljqs\n8YIxOxvOVOtmT7Ah+MRx5vA27jo/AER+Wo0WZDRha/ONZ4jUvRTF8EN8E7Jbr8/zCoieXzvzG3SR\n5BXpf/vL6rt51ff4MjN+5MP/i07TyOyDhJs9R9DD7lNRXfa/H9hQb/FBl/L6wziaj6uV7HUIcenY\nKf2uaLSxT0IP04Z8ltqpTF2ftXkRc/q80WSfIAOdBeDqKduqAiWi6yL+dmdFxpNIr+HUHHA7lEEw\nr+wBuNIvq+5Tcw1acbHBJqlc2Wri5Q4WDAueKniimKbnPlrKGdkHE9SCFddmkc6YS+8tGNib5Ows\noR5ko46jO697HUYrQaqrYPuA5lL/8SeDrRO/+WDOjWc785mSaEMvBa0fh9rKDx4yymgndK4+7LZx\n7GjDrUpIWNWOuMO4q0LTjBy7iwlgkzhUdGJNiKrbY0N5uLpVAskJUY1Zn61hLqk9Vj2gAXfMnygm\nwxv79kn5E+U3fLxS+jx/AB9PMG/UcYMxGbcn8slhvNJa9tkZo6myt0qfRRKxOEIy1BEnr+Lk9o07\nM17jkephHwvWXZj5khqLzm6UxYiQ22Qn2YdNZ1B5cq/u3954uVte3RfVq6QPZqgunill1YMHHLpx\nYOCxt/rzggfR+oaufRfu7H8/sx3UuNaN2WizPjprVMM7oYnCzMtQz/quNXhuh6q/cYkucnGYWlDM\n0Yqqcl61bl8ZpzFaXuqDyxE9v669tesqutgs8pTNu3+Tlcnr8+w+P6cCtEx2I7l3yhKritff+Od3\nNezvYdfEuw60yQfuTKdvT6ZzBYXVNilJG9tWGKR7V6LRpAYtzt+xvKLuXPEwlI3Mji7b9gHkZrd7\nAgZX2rXDnSqHcUrmSB+BBU0AFRmqOjTojnDSdltH5lgx6pQxGBOWzhFUN8R54Y7ChvX5Vd7kS58j\n6Ii0eyNyccxCKW2VnqeMssWZ2V1Dq/uLrMa144rcckmbjSV1f/TcWNYQjAkzXLabDqDXyqVeXSFH\n9904Lbp8XWM/y+RU3JiHcZR61RxDKfzYz9zPdG5YpGScIZibmCw5mUFwP5WBqONgn/BiPV2Ndb6y\nSdUUr0JhYz4ioJIsb+AipyOYNtRuYE9kiSU3nh0wUYew81rADeOUNhmnhgiyqNEVpP3eOF4HOqT6\nif8+ZHoAACAASURBVDFvwCDtwMdB+nz0hj9eEVPVw+M2dWybI8ijC5NuWB9m0jixKVpM4DgfcjoV\nuEkXby2/1EFDo5tkgc4YbcioirR9qIT6l5wj+hANkXx7o2RVc6Iy7Fir0DpbqSZC3wkZbKe9Deou\nFFMy9iZpeO2HK0q9pu7C37UPQmNr/y9z7xZr25adZ32t9T7mWvtyTp26H6cqUDEmicuJLzhJGUFE\nAMtEKBYGS7ZsxakHgoWQ8GPZEkE8pvxkJUFBIkosIb+hoDhEkQDlwThO7CpblQQwvl9yzqk6py7n\nuvdea80xem88/K2NMfdxXQIiOp6lql17r7XmmmOM3ltv7W///7cNZxHkZRrfxpzpZNjA5z5UeU/I\nbKjPYbqXEZPFW1aJBffBkj2WhqsyzaEal8NXdhzcDnr15bVISJUQWAX6/Vqevta3/9vl/fhqr3du\nOMXYWELDAmpY6s6gMAUis8bI7DuqFHLyFoNYEukR0UR9YizQBR2oURGFdNOkoQGbLDkHk+5J4RIG\n6FPe3HUaCsqJ3DQy8VLVpwqAUMAtybIZskfNLEpMLiNsSHEqPiRmRrclFacX0BDliKdm6oyQ1/aG\nGmDkReSEmzm3LPEGfWS5O5MxMozz3HDWLLGHrGWBdUBPnHROjkPCYveukTeHSuPagLs3hdmujPX0\naJEKT2KKPjWs2mg0N/F0uzZJr7k91XDOjenpSilXPeW/hrMNyepjS67/nITVMANZJy+EHBqb1sli\nJ5XtzXe66pZMKAKu0Zg1PGjR0k1ScEt9nhKmVBmuJqxK7pm0PxC9TS59KdVmyft2YjTPzlnPZrCe\nt/Vc20uHdsJPJ6k2l/JjAWuGtZbHaGeOs3xJyEo1VG2ObWMZmlCzrIKCYGVsk76FRAgB54nmeNqQ\nchpluTO2XJONze1okIfmn1ri11qPgvY8Rjbntd6klJ7JCZ9709LNk+5bjBTBMjH13Du2C5bK6hiz\nvbk+kuN+HMTFgKlkJvKQ6DpEPD/TiD2xmKE5rN09k4Q8DpKmapHj+dwANXWbacqQu6rtmBAtm874\nvvaJCysQr2EYIi5oNkCxVDpjnnfYLkx2ynVOesKJRfO8fO2Hqb3tC297vWPBvOXUeDyH48bUhJiA\naSseC8Gkj56GV2peKrhmk6On6Y4tWGzaHHOTy5odkIWaNhCekEugznZV2sjvQ+KII5BbrMkvVcbt\nyfLyxKtb4vO6+QpMmhgTkHRHi/JpCBjylwjEOZ1Oct3PGcgd7IruudzMcBYpD1s25lKpaJZBxFZV\nBBNGy3FWYxA+RAOLnF0Zgzl1r0dAbKIibiE6mOGHECivKYYwYUuqX2tN2KEDpNjGQIM6VLLWMdsd\nFjreJbjylnCKOVg/oK09w5J4SAsallCjeU3oSrYhmUGZieY59NxA2akvaS+cGY3qqMxujN0fpiwk\nSMc9A0ZG7iBy8exHTK5YjZRbLZKK2gS1pN9H9lGROKhhtmjCnbekP8owy7zRemdyJQdEa1jToR4N\nrGC41mSMhZrOahwn1Mekk/NTM6Czrdnw3IhYRSzYBvNO67YcB7TCu9oN9KwuT4IyQ43lDaBN2rjG\n45ayhrXWGNuGmfpQNTzE0ZrEYI0hnxjI4Pp7974MzS7+Dvu9VnGlgL+xSZ8xj0a8AlrQi9prUNQE\nFYpRdp/5numZNHUYCwJMiMm7sOzWiKmvBeyCIK/PYkdPAhzbjQzyI102LC+qjnkRfCMHNI+RyuHf\nU4GwQ82VFNZrjEF3//0bzMnyyjjUeho5NiUI8DS7Z6jkxTT6rbt4l+5EdDwn3GDVgBP1btYCRLi4\nu9HmhQTXJBJylNWTzRyzQ6LulG/IULAIiXCmZdPVyj4UYXU0tqEGn7yQ83Ca0NoCQ3RC96aF3rLc\nSj+YsvmchqiMNbwiOb1zJOnSNe1EnuPqA9jMTGNsqgJGTtwZQ4MZYsA28eRM24RhsoFlpHFSwBwz\nfV4q69b3L1lSaiF6BuXERJuqD22KQW9Kd2ZLEVDrmeX0DAKeja/MWjDBFymCkleIymOPme54Q5n3\nJKdFAsWGWJbsnQS1C+YOkbFjo82y2WaR2gRQ3j05k8stG2pFiyMKuguG53CH5NU7J2ay3vd8Lxud\ns6mX466JQCRuroadgnVLZTJLYMuCd2XltMZsqhb0sGKHEXeKZmHKY6WNSR+DWG9hk4SeMZhrec3o\ncNqSetnoO0W2mZhOYdnQJ+h+yv7VeWeI9SkzN6yMxUT30ACTZMlspYWQQOTtsEC4hEZlihmmymPk\n3iufk5E6B9KwzptgwV7PLNSUtarkLDVxud+ioB+lbILi8toiWgY9ia8mgglLYNib1mBPiM04oKKd\nLJGHQSnLFX4Mkv2lKi6v1WwP3gWvjFBTtRGsln27OkgsxVimOQwxg6WcWHn6fr799c4Fc1OmSpig\nDRJjMmVkDHXsxR8RnoedYKQEOUzYOWQGHCp9LnAnawpwbo7PeUFXSw5xZYVjXCw8BWEJYkIbA2Te\nldAHSOxjaPZmWOwZeXNL/nmw08HMmXNV5xsUQBvEMGXfmyxLtxRMJZgvPN+3hJC0OEGslQoiVWH4\nzJASLsMr5AGuwzLwmdPAM1N1JmwK5iaeQn49JwyZSuOWQSWKnOApVdVJLPgG0kvcdlaLhUQi3URR\nq2akeL1J5UMTdILAbUEMGM9qIIj0e/GQ4Igob5YcEnCRrbNvVi385uI8sGc7CXE4yXRIQQnBnGpy\nOmL1SKCX/Q78iA4pgNHBI9GUu8kAiuSVNwUgZdUSJJkvYFdqZjYFdsE/Mn+DpAF21yT5hGZ2AU0I\nvxWDpJrDCqRNJj+0bYNtUzU5phoQoxppye22hcDxbCy7N6x1wYgRYr04afkqs7dGnZFH9tiEy+X9\nRwmN7h4g24eGRj+Wvhoy81SKT82KZc4juaFGD2oSgRkZhA2a1n/FCLd2QBih5G3HnbPSjNgoNShP\nwUQJiXBUBeW86pF4eUuzuzw8lRCwy/ErxsScauTnaR67ivTw4x8jWOddQkb6XKrok6effaKDOWc1\nAjZFSgcM+tVe79ykodhopK2m5dT0jJ0NKSJnPjis6XrtTNiAZRG/tLrkGuWtB0jeGHKh58PeeeNW\nmWTQshCIpjmEZZ2r1CGP+DwAxAdMiCEUuLYM9C2MSXmVCG8TG2zSKNmuZybqezPLHDQM1/J3SSE6\nQ2IHa4sCHyX+cKR4G5AZB2hzyYdbpaR48BJxKJuWN0zLDRkz0uZTflPlhBdo0YxUukXCp56fT+en\nSr6Z+PjuH5QLWWhR0ri48DXPRlQgL/cYF5mbZbDNId+lWDVUyYAw+o0hx8uAPrORVtBJhCqmue8N\nLNeNBKXVYGpMEwWyW6pzmXSXQAlLIddEPCM3SkE5czjJjI641SVoyxmqzTGXGrjRma7gaSxJV2xM\na1jvYrw0YezeKpPNTL0BLTRMOlNNCzEtWqjq2nIsXNvOLNtGrKscHdMjmzHpoUx1bFWJyi89rNOz\nYrBoGJo0Tw/mFqkCzfF3LIStEqhFZbpiJ0n9OnJYUez4NdNUlWXGesnUmmbM1Irk8UtRgy0TiJhB\nZK+gKhHRJY0i9Jfa07yYOXNP0jwja0FBJLwXO/Qq3L1ldak1nLRkxi4qg5n3RwynQyhm+5oz0qfI\nap0k48gOb5uRuhSZeM09S1fjWXBznokHzHlhbPbV8/Hj9c4F86Fp05GjYCI3jOxJ5b1d/GPp0wb0\nRvPBNhG3e534cp1m8hBTJXBDxv0RKsk101NlZXeDGDRfBEkAtveVM2S61Jt+3OHMEGYugIxgTdlY\nEDCLa5veIFZULdkQFNXKWpbLMRhrwQmgmyDjJVkDuLDqLsxa02r0ffLNLmy7jJ3UEBw5Aqu4+cXg\nIVL9VwdDLrSwtn+vZcakhV7wwvGqRRpVzqZQpeU90sbN55uwEWT2Ewe/WVm37xmbIKtjw++ZHGLF\nRGH5pmsZmazVgVObzCNVrPl8NOrOgLbT+wjbvz6s6155jTKr56jPM3K0GwRbzFSOe/YjdC0K9jOD\nZAYcbxn4NSFI/vYL7gv4AtblE1P8alcmHu7QLJEX4ypICExBouUy3WawzIGtK30b+DxLPxArPgZL\nbMKtU4Vs1mi24NazSpKQpZ6vMGxHplfqVYWbpi9Fx2xjQVh6L2+W2i2W/PqA5ssegNzajj3XgAY9\nYP2k1iQ7JIOxW+sKTksmCoLP9n6OOWUlII6/gnAldp5WHEwOKMbSndJMCtmWzW07YJGiHF4ePtUs\nP5KRrE5ybUVNi8q/FxMLkLhxDmYM5tAQ8st9VN9abD5VLFprT6lgLzLyS+fFL/d6x4L5jKFGZmTp\nxUx/jMIJD26lARgsQ2wOWZGKWhjjjsnCSZwDFmoBzYRB8q3KERHLYLrSmsn5MBs5sGU5NncZrs8J\nbRHTInKvxmCY08OZNmXWRJZvJByS2fc6yVF1vp/WZLkpk6Dk2BuqCNYNfMH6olN8OJEcZveJpQ1v\nC9hiXsBV+nCLiZ2ie6wuvhEXDcfYpfdzXyyxMz527NLkH1519NEs1q00V6a+H3JOpsBZNfixIYqh\nQG00Y78mIFWWiGdeB0bEXpVclpk25UmyZjNroPcZuU4ktAhiyJ8GoPeWPiWmQBaSuRBtb5RvkdOE\nqBK57qGDiwoLJBuhOtf5+TIbPQK6/Fdau2KQIqJAk+m95XU6rVSbF/fdXCh+C2W/1owYGzMm3QZz\nW2mrPOmvx8zxcAPGHcs66UMEgDGUMbcQpc6sYzlf1FoTDdSboDprtKZnQtuU9MzGaiOjXgbD2GAz\nmtu+piKf/872q/WSgr4RyORuV9UKp5ahnO/PTiEgxMIiqY4oGSIkvJpzS5UpB26d+85zzdbhpala\nWnc6w4Vt9hyp1+sgToBIa17iN2bBLvn5ZlYilmSGOBqplrzwoKwtUlA4K5mYbPn8ZlGC3Yhtu3Bb\nTd11FBHj4Kjve+RrBHJ4R2GWoYbA0GKOUM1vqeir2sLytNIUFZU9PYThSqSjCSc2Jn2GsOioRSWY\no5qIkBSkfPNJDp5wfY6Gxl6NKS72ROpBixWfJSs3RjPamJrdmdcTu9w4/54PtU3BLJ6JSFLB8xPU\nSK4LbNE6zLUI65nJjMQXmyygnXz4BTGAZb/guK4tN5CaVqoSImEETYtxalNVtnARgBMeCQofvLi2\nuPhdeRgMd2GpdvE9+71JncBsmdnrci7L7/rz8r/iLT8tvghve6BQcN5/SSESCRkJ5G9N8xg7PXsr\nLau2rhGDns/NXeyJfA83+afLPmCy7vwzxMAyZcseTZY/7oR13JwRgkvGRNl2SvktaacWUoEOSw/s\nhI7CjCuruUMoEwfBOJYVbD2nGcLGZ8Ca1hes6RUvtkubwuIlzkoIiM6IxmlZJLiyJuO3GbgvombO\nKeYTrsptnPU5EtLQ+vaEP3NI9w612G7nUMEoZqPGf2jNVeWktTezum124NjdDObGmgHVs8LdkhtW\n2fLlrM2IEOsj7Qxas9yJ+Ry7uORZt+5xouN7X8AjGVf5XfUys93l0JPiaG67Yjo0qJjzkPf5nCMd\nPDciD7eqMLeqkCvuXaz/rQaacAFD5td+32bmMVNcgHBmQRlBhOa7W1wEAUv8NIb4qW7Y3NJV0YSf\nN0EEPg5WiNHAViI3m7A530ullqPQ5prUqlwoPQVMzZKE1NJjxE2c0Bmc05FO3ieknBuwHDOdEuuR\nwwnk9ng4LxZpEhMzoY4Fi5WaHTkB21SGymump5puHso1siLIuYariZM9zHCbCV/lZwQiDEs2AFQg\nTbFP3mdBPzMDUWHDerlrU/bwDJxzz0YaqjB02LZdPJJTINWk9qyBdRrrMxRTN+pgESQlimgewlaU\nRJHrwhA1b3oldejYk3y7JU66sNCi0aPGfhdTR7LsfUSXGcTCufiWoQy9gawBjP17mRorJ5+ToKcv\nuAKaaGseGvHmpKNmdGX508AHk0UClLzvrYl9f6IlT1+HtyHYbG5SLO8XO1MqvklGLlhFw1sitQTN\ntQcsh7KEy++le8tCsWHNkx4riuoYqelwANfkL5Pxb2WnThrVYalU9jShyvuT8IEnTCV6gxrb8nPX\ns67zMawp4AVKojK7b5A8bDHnm7ky6j2RmLu6tJFQh76CG6ypcyBMjeU67PeYIql8zW2txPEysanX\nfjBVspGxS9AewHn/2kxluyiQCuKjsHKCGOuekdcGjlkiGO2vcqcsmKq97fN8udc7l5lbnpJzHg9V\nl3oo7vL0f/qlDd6sLnjk9ol80DrRI7Fy0oslNtlZFiYWyexgyojIctpNj2DL7MMTonAK/04b1whO\n+R5jTtYdZilfFTnX1XXsUAb57C55s3F5XZmjjwxvng1XG5m9JBQVKhmPquDgxmMaZSbQcO6wiho0\nVUHsCfRTrx3Lo+CifMuL769FvSERhnN8URs4D57E0MvzPELN2zFGUhipsotymdspqsT++7RBDE2/\nE+wz8rAFY0xltuGTbR5y/DDnlBhx857CpsTYQ2x4T/+QYh9YTHpiw2aCO7Y8hJcQjLeFnpVNg+l7\nU1Tw20IN8iAZOeZFvUwJums1LZgiVWZbixktYAnwkZXTBDX2M/EZG32YzNKmVJ7pjqDvC7n7DaCH\n78IgBXRx8y0tFKZlxh6NbtksLCz7omI6kimtiDp4xdIyMDGBlJXX+nhaZDVTKj+eOsDbAZfojmYC\n5wl9pQQ/RiJ9gvCUoCnDbe6yjs0q4O2Za0PspOZGM+kr3OSnX72UglIOqMYu9uSxBgsidfddyERE\nnSsE21NV5cgMnYwRe3VZsn1LamnK/PNs3Cv0y6r1KQz/q7zeOWqiq/AK5g6zlP1midCCkQFVS6k1\n4WjMyIxQ/Gc445GUxVRuJTQNjH3hWRi2giaZ6P0xOaqNKeVaCY4APGwPatr39hS7oyFL1xhDbiVR\n1LFgnWti27YHjAkUBm2wZ4iXryqnLEU+E6Q6dalIdxMnG7nobK9gSB74DE3YaSn/rwNEfYm5H1JJ\n7Dzw6NC96X5gxvuMw/p8+blbBux9cIa3pzKbyI1V7z3ikIaruoJI/5Q6hw64hSxjRZMcc+4qwW3T\nkAzPhaKDOel3IP5zjUnzlnYJOQMTVQv7/MXcyNOG4LBk/9RhDznjMbQWguAqKw2DLKyKiZC/c16I\nmiLXa8jNxlEwM/F8NPU14CqMZT2LZXNeRUVlI2Yj5nrQXvd+zkbMoYyw7kWAJu40Tibnv5mVVjdP\n+9zjmVo0DfDI+1q4fjkPtug6RKzhdIItm5oJ7ZBBXmgfS7i8hKxlElWydcDbbpKn52QXzb1GpXPT\nBK9EzGzIJnyIqmj5Ao0dftR9V9LSi9mW/PDI92nV/wrLQ10HyeQIknmE7QytMB0E4mIoyio+BTVC\nDho9aaqXiQg5bm+OceE5Mw68vASJln2FkJdRjINaubNu7GjG/r7GzKMMZfaAk77Y9Spc1CCmXAHr\nQgGWEgmNiXdPtkKVQjMl40BmDAoyG7t1akp+Z2RA94AtG2n1EFoGqDEFYyCuejUDR+aQ8oBJq9H8\n957NVXFjU3kXZEaZ3Owy1MlDqAJ5zJGZix7uhuuQCfRZmydk4/v1VZZTh4/HhHNQ7oZZIVOhp/SR\nkSWpfkq89dqszaQ+vMQmBXHppNwpY0Rm3Pl9yTjY0rekUQekCWOc2w57mV0GceFfATlkQttsmDLw\ncqSGKTVlfm7JpmS+Npw0QuosvujZWFrYRga4DATVNK3pM5WpNyPd9hIeSz1BKZSV63YijH6sMvnz\nG2CNa5xblKn2wsQhA6Wy0DaTRjeVwS65XnxshE3aNhk2WAhiVdLTxmQij5A7BA8awop7NlUhJJ2P\nng1X9Sq8WbKXfFc7NgRHzWSVlUo3MkorlDkxFszOEnyZVss2NllZhCrSmTa4I4rllQn1DNEIo+9Z\np/ayqiFZFovRQwpk5pwyONuN7UwVdLj+LffaPuwhIYqdgcKk5f40Dzlylp2ATZaS4ZuehU/ticuK\nuUVajRhsoR2p/CmIuYmr0JKamImSoepzxNCcga3gwrl/TvWCthTzHQdj/SmCsmyEQYnt/y8WuP/S\nXkkH21IwBOzBCzgG915sODzwXDgVlJsHjRQfZRmeMJR+hkNdKp+bDC+JFUdo4QeiD3l+NrLssywC\nZ1rAHmKDozSLIDPmHDhNsTLSLCtl+BCy8JRLERvqE4g5g7C9kvOGmrw+SW+Xw5ud9ELRDcpwahV0\ni2dbpleiLZL3JPNl3JJEWWVimhNJVJLslqlsjAxs9Sa7j3Xm67pP+gxjZsMpguGCRkZMFkvrBU+m\nwKzncHQWZwh+KVaLNkcOn8ZScp/QhMkWIeR7TNkmREB4pyYIjWh5EGdmGmXihf4tquISmBRRTI2C\nXxJmyl4LJo57AnGZ6eV7mQJtTYUSbKIqp0895+ZZaelCaWmZsIjikfTDUlkaeAa7KeZEbIOe9/dU\nkFRiyda74ISV1DpY0iTldQJNArpaM374iuwwX2WC0QSLTe221rp6BK57Uupd9WAWNl058lNSpn/Z\n3COxZMsxdi0hr6LAtraIqFCHjDAbzBZibll5Visz8zFTgB1ksnAR7MojZaQoian7JIphBv6sqjSY\nwzJ5qMQIikxYv1sqae3NOaqvo+sTRi58PxIv1wEnSLAa+TIQmLu9gsJNCtEOzKYWnWKcHXHxq73e\nUczcvfAxYVJP+VPCkfnZ8XdzZZsaDqsAbsMwFwQRiflVA2FS6r8t15XoQntpBFVPYUhM03esUNh0\nyZyr3CIkYFHOkrIRJbaQ2Jzt+Kg48t1VjbSpBzxjSLLPxKIgE/aAqs0OOwwTRv1n5vvj/pR6dfeT\nCG0sUAO0KTHc10jezP39yC2i+6QgU5/HQ/isoozyfj/eBDfT32fhhGQGo2JUfsyhLr+LRelZU6i/\nmqIiV3Y9iYsAS1I5HVI1aubMeRg4kUZqwoQNbzmGLdJ2NsqorXj3ZIbm+/2QbkENuPKor3t08Rc1\njjOZOB5YMXUmNYYQlPX3rC50Dwc2O20ELSfTG8rs+xzZuDdslpWTmtw9q6oemt3aW1P/J+AUgrfC\ng1OIMx9tFRd8UxZrJj8YXVbCLYqWOrStEiCtqy0q6Kkr495oIW2HectDJeS2aJG9A53wtj8v3dga\nxej5bJp1ym0QwL2zJSRUVYDk8TOrBUOTezQsTzCWGsItDM3HSij0osIjK3GsUHENWr981ZaOhDoj\nn3dkpn750mOswB3H3oykz4Z8kEZy21VtZe8vDpZb3R/FsNztpSjNqUbH9jyanr/vMfOZwaO57dmM\nLdXIyJJ4jP2GFJYQKSWfXmKBDPqifigOmXxACFEaQZsjI7cWeQUpE5985uQj5+iSQ3boKyuHHChc\nHNjQgmrJxqmH5vK7wIxosNBY5/E5HJhbMKa8Xfa2kuWdCXE22HH/moqk+aZiZihoR1YoSjgsYRPL\nH45cmDJBaslAMVf2UCPe9j1QdgjolhdLRdl/4nfZ2CuYJao/gTa1ZjRK4bYPimgtB19YvrExsi+g\nAR6IDeSqZmaq/GbE3jxSgpMsijDJ7cmGJo0x0zApnDY9Gx2HRmEGF/bI5bYZrKHOzdCwSNxTnWd1\nTy6N1xLYyv6J5aHXivUDSZ8kxyBGwimTzaGx7dmXzwahIN7c8LEqs0WJBQE9El03o40MANu2+4uX\n+tQ9+zeTrNpmfp6GsYgKmBWHGxkkTQejVaBKSqArq1WbJlLk1VIYhoRy06QgzUA+p3QfhNN6ZzDo\nLbPonXbpgno46VBJ2qZGxmSmn4Iub8GWhl6gRC3qinLfyzJb4xm9Da0fg/IYIitYTLFmT/SoNcBe\nBdT/lx/TwYqpw8HRwVRrodgsM+QjE5kEipyiTHzOLcvEqpSLoGCXfxyvC3YPpn5RZAK3xz7e/kNP\nv94510SM6Q0VvQYtFYfeGLWBPH0VMouWPLwk3wOLBogdkYJbqS0BmElzqqBbIgMFlIjIkrGk7bHf\nYWXfSQmccw+2ZfUq4NcvslwOVkdis6RxUUTg3ZjrFNHGlfmeOpxNUvwICRymvBmzyVrwhRbRGAP6\nxKJnVpducFnuVrbY9NQF0zRomXlQEn/m3mwRLKXMXbrVyEVTjU/Z3ZLBC+tqEM7aJ2lrSm2I7OTn\nwqwMx8fYU6GWJbowW2dYUtBIg6s52dKeQKyAyh5JYlPTNbZGOpgSmBpnWWEofnTWLVg8G825mSPV\nmjokTJOdzNiYcrLM51nr4JJVkKtAOO9+/9gDtL5Tm7DNYHNt5DCnTw15aKNp5qht+OiEDVWW6b5Y\n91YfQ+PuVMVkojM1FpzEcJvJ2A1rLG6aKFUeRDQmCryjIEjzC0GX7r3YGWVIBdGRkyPQYmNEx8LS\n1M5hNkFwvjBjI1jwWAUxROBoJNyuukVYvQj+zpgOrYY+u6oSQ/2rDMpu9TSLRKt/ky1GNUGV3M2s\niEHTtLzSKktqY1Q1y1GRRVVmvsOY5sbY0v9nXjCqbIq5FgX/HVh3JBsl5oQxmdnB0V4oCPkiDCeU\nWt5ZNRP0qfXmDdvSOhjAkrf/ZSPp8XoHjbZsb8jtOBjsZV81NvYi14ySS0f+PCReFul+hrJ5Gf3o\nlJS2o+wwBzGVIVTH2cxk2hRpNlRKvxg0DlqkRkbpzxm+Kw/fLlcOU0Cu5LhUYPX+1d6YiBuMOWMK\nhinFYsE/+4S7MEHFdCJWjJbZdy3Qi6533rCWhmWX5adRTVYQRJKsAbKcN2WFT79nBjAgojKgoxFE\nNpWkBtTvHpbmZOQEljFp3jDPnwvPLCazYgLirGGWeT8rA/KaCo02YvfObMXgKFyWhCZcBw5ZAOSg\nXZ2tOqjUuBtsVuPntD5wHZjF498VoPU9UWyDajArFFjenf0ep5LWDZYRmV2pidpnEG3DzkHvlWlC\nrJOTe67fYCbbarGWBlJNDeZUC7eZPPImMVRj0samCqkXTDBpdtr1CbqDMimzah7vPZpMHlxVpl08\nLAAAIABJREFUgPUFWNk2o7cFI/snmUdrOMVkrgArIwaN0w5dakjK0bCbQwfc7gZK0SXliY7nmrfs\nbaQnjBKHLQ+fclLcKkKLaeNADJnW5apTIljB1ne4ZeZzvEyLZ7gO1Gh7Jl9eKxaxkw4sDiz8cHkN\n1nUVDl7rhNzvVAVxBP3FG8PHPrkKjgbupf0FNGbTSRS7TYEfmPpXeH3NYP7CCy/wF/7CX+Dzn/88\nZsYP//AP8yM/8iO8+uqrfP/3fz+/+7u/y0c+ojmgzz33HAB/+S//Zf7W3/pbtNb4q3/1r/Jd3/Vd\nv+d9wypw94uJQdUBTwpgVLyYgjIQ9a8UcJY47owpUyL3LAuBbew8byiqm8EIxtvGpjkHf/rAoEc2\nUNkbj6Oy5LKsTE8YS+mxyrBAAwt0SJkNbbIYCuOJw5rrM3lA7zLrFP1NToJaFrkQPA+f2A4a4sVh\nQs3ljNDCtGIIzV3MFCY8j/IkIAODJaZ7geORz2LmYpNtbDFSIlGnWoD6t6JTzSzZYwyVmrMqHAXK\n0TzFL5Oy0R11QFx6fqBgLLdKY/pkTplD6XjZuwl7K1b07pRfo+vf8r0ts/I1NCBcePzTQbrWQ2sN\nK4uEqEas6JXuTp+tyqYdWml2VG9ZJOFI1KSIb9iWB3GSMXwzWkxGb0Tv3N1tCmBD8FXzlmtPA497\nyBCOqbV0sqxnDPmuTDEqloFoFq5s2EzVzO5PEuwqx2kQ1phsdG+cN7HMOsbV6Qr3wcC42mdbXjHj\nzDa2FN0tdOvASjFPBFVkdR1OCYLMlJn3rFjvzYU10lgvaaiqDg1omG1MW2iclCDYmtXCSJXvll3K\nfVxHQo8QUzCrEj6DuPAgwjUr1MTc8hw9Vxi/9p9autJJiJlluScn2QOJJBKE+nj62exFZW9lz7Yb\nTJs7VVmMGK1fMa5gJpvGreaKtlQHq0Fb6tuv9PqaM0BffvllXn75Zb71W7+VR48e8e3f/u38nb/z\nd/jJn/xJ3ve+9/GJT3yCH//xH+e1117jk5/8JL/8y7/MD/7gD/LpT3+al156ie/8zu/k137t157i\nSZoZ7//wNzFTFltDJ8xK2OE7LsXF6YYFrWY5ZtPSMZYK7l3c3kvZ8SbfyhzCEMS619AUz9lG4r8p\nya0g2TJ4S+RyZL8zDyKfFdwTLy9BRGIkI4PFHCT9LLF509fD7Bjr6akwrPQ2A2dBGJePaYaJShYZ\nqKztC+mgaXEMygCeoj6G+PGXz6M8lfdXkzrSUwLumblXn7ciWcYt/W+kJ8WqzHzExWCJOHBHc2dL\nVa0sb/Oe10FmOiB7X4gcvFzNoVojajyXM53MvmQ6eDSMW5bYetxpeTt1wG1R/t2kBktUsMsqh7kl\nk0YZtr5P03HqTlVVUnelaKbk2D/NiNU1y4KgQYfeTtA0pGSUx0NvaaimNd3Iafbp691nZuGhPsvS\ngiWM6Kp+PNeJKIBDkByCW0b2GcY87lGpILdV/Zyi1EnMMvAu7LwjJpjM4jR7dM6cp8tkzGp3s9+7\nCA1m1/vqoBtbsl73ikr4+zRnnZN1jD0p+MC3/jHs/V+Pv+9Z3rx5woPR2d78Ah43+KNHvPLP/hFx\n+4Q+g22s+7XvG6qq+qIg5vUbZQUtOmZpm4+mrEDVEAR+ZNZcCH/mgLkRY6oqiMDZVEEzxfqx2Cvc\nqvhqT+pGVbUsK+Lp6n+oAXyleJSft3ztjcYXX/gMXylkf83M/Pnnn+f5558H4OHDh3zjN34jL730\nEn/37/5dfuZnfgaAj3/84/yZP/Nn+OQnP8lP//RP8wM/8AMsy8JHPvIRvuEbvoFPfepTfMd3fMfb\nfnPffatHmMxnKt5nA6MmdZgVIqymjhZRZsIx2MLo1pQVx8xByqENEOmAMiZzUxZuBtlizAerrN13\nUCobEInDqTJb9o/uUYsldshHeL1glSA5zFnumk1GsdJzrFldk6WiNCJpWlTAOzLFyF96HIeRwqhj\n4RbsgiWckoQYNZMTEih4pRm7OCYqszvKvUHs0JESuaMKEN54ceBkZROhTHfkhtRrysmyDJUsIZHc\nc9Ms5f3G7utsKW33U163JZ6eayHQBmqWUdhS8p0/nhuumTEGOXghRR91HUxKmCJvlMkck2ht/9zK\n8CfDXFmYid7nIR564aLHvZjpAaTfMbNesKTyFc4dbLRwxnpHT/66RFzOmBvTA4/GhtPKEsGNJW0Z\nXAUoVy5utlgQ7OPllATpgFcmzJ6IzBky2spDT8NOHO8VqE0skQDrjZ7ToVQ9bQebxDqTRgzRXsWW\nOsD+Etg0F/fe0OKwxfbB1wasac07x8FE2kbw/uffw3d86H38s8/C49/6EvPmzBfffJUHvM5c3+D1\nx2/y1vkeH/mT/xZfePVLXP/2LxBT06Ja9hZmNp5EUUxxWHLULdWfRXSwFPVU4K1G57Heg5pRLKZN\nNdMzqUM6AbOCNWusnNZsawdcuycBbmk5kToIQ5qA0GBqbeQlK+RUqV4Mk/9yr/9XmPnv/M7v8JnP\nfIaPfexjvPLKK3zwgx8E4IMf/CCvvPIKAJ/97GefCtwf/vCHeemll37Pez1+/WWw5B7fe4Z2/XBv\nzGjSjBacg8aItNzsQ7t2uuxuiWIfWOZqjTXLfir7StxLmcCWgWfsv6MoR7O5MpzMXiMO+W7PrL9+\npgLfnJNegRkF5C0x2CrdLid3XzbVLNPcp6lHCryXv4MpoVDBPUu+T03a0aUkj9kU2AdjPyjYIa06\nHKEUCVXa1e/a8pqLFhURdLe9sUpYZqpVRagqIpDbG6aZmgnjuOBx5piQcIEJk9qv293pvYtrTFmn\nytXOhmZXuqdakTpcxBiJ4JBXTyg14RnN9iyaqO6Q7awN3d+x/+wuPgGwAZue495Az8pHVa/LFCog\nElKrRxdZgZSh28jqUkHQEpJLj5ohefo4K1Nc0kURN9pyRWzQunHKYOwGJ+90F22wsn2mREOekM7s\nHF5EkYwjC9y7AnglH63W5tyvTfx8HUw9A6P5sXbquRqR66sfWHl+f+2dWj+tekzIXVMVqARGUkwL\nJx8x6Tb58z/43fxfv/TrXN9tbPfu8YZdc982eOUl7i3Bk/UtPrA84Qs/+9N87N/5t3ntj/5Ffut/\n+e9hXRhjsG0T64dIKDFdymMxwvdEUbALO7RZr31t1o7Mv3dzhimZ9EU+PzYtbQUyKZmiG4s2+nQF\nXC6p5iTpQhqBaY0zhveFRteBZAvr47dYz2/ldfBVX//CwfzRo0d87/d+L3/lr/wVnnnmmae+9lRp\n+mVeX+5r1+9+XnLt0IT4CTvL4qngMjdd+JyJQlfpM7QZIi1t56ZByJ64ab7XYY50nKx7FT23XUpu\nZszzmp3svG9+BN8xVty7yp69zJHqUc0YGQQ57OW7hZohjdykaNEcDcnK/jO4TFi6jJlqwggIU5fv\nS/5MZX2WsG7+PqGbELGxUPadB6wkK5AarBC7m+RIAdck6LsZf96TPSfOVx1ArgEThVePUvnNy2uT\nklN9gaYpPsiCYZAKt9bo7lhvtJCLoLsmHBXW2BLgjmncEQzr2YjWL7fWKN/ouNika+L0W0wxHKKm\ntafyl7QsJUVlKCDGGGwhufwsMzeQVcBe7eS6jMuNKbEMUSW2MPQxj8rJCMbY6NMUfLeNxZ2zjxwi\noQZkzFvoJ8YK1iLZIZZB1/bRZ44qBrEgss/kVfGo+bhHpMSt7SJr3AdKWND3qrHRmmyhW9fv6b7I\nRsCumFOzYz2qcXlAdAUlxcympBUtMxhbyew1ejDoCd/UgWh83Uc+yJde+hVO/gwnu+XZPnjh13+B\nZ9//YZ7cyhah+RV9PXN/ueLTP/cz/PlPfjfvu/o4//hv/w9s05k0fMtrdcuDJbF7PJvXij1di1nw\n+kUSRfWXyOc4DVz7POWCqkqKJbRoAlfLwHFZyVZ8uUzAyMY2oMZvW3IsnnM300JhdvqD99LuvW+/\nvzdv/HO+0utfKJiv68r3fu/38kM/9EN8z/d8D6Bs/OWXX+b555/nc5/7HB/4wAcA+NCHPsQLL7yw\n/+yLL77Ihz70od/zntPsCBNRMIpOn8gpuzWZBy8OqgJ+YbVFHxJOqNp9y9NYXtf5JDgONfHW0xAr\ng285nLmZGC5PddbqYCBhkSNTq+ZfDTuIiN17sTiokJ1wKkuorDCXRDZ2A/Bu++/oBi3ZGO62B3Bd\nUvGasjnXjskpMw+9FjPd7LSYK+uvrFbfn+yMiCyXa7Pl/p9TZWsuX9GfdfPHSIHSqOax+OEHxKKA\nMmekM5/YClIiisWx9J7j0hrNOs0bvWZjVoJglloEiBkyQovJmDlv6QJqKtitDjraYBs5sSrEptly\npJ5lCa5NrP6Mk0yaDPA7S4fkWaeqUNkpgB86BxNN1rJYyZqJsGqOJ+5aCmGHsQ28q7SPVSNYvPeE\nJE6YbdAaa1ooe3PcBzXDswipe7JkcvjEU3gexVvPDzCzH5X4r66gCs58v6burA6i/VHq4edVKTAJ\n3vF2NI9LDTkCWQNnH0ljAqvqrL6O3n+Ni16NB3/xh/4jXvz5n2e7O+E2efRa8LA/x+2jG07LmWV5\ng/PyJa4eOPdPz3K6NX7nn/w813/wo/yJP/tn+YW/9w8yldbkqDksKxRNECrjh8iqQGLw41lTCmbX\n/RYMO+TQmolTmwWw6jm2SNw7B8RYy3tWhZ7VWjvSoiCwcOiN6Qvi28giuUVPq2RhDZVU+gVc8+Ve\nX7MBGhF8/OMf573vfS8/8RM/sf/7Jz7xCd773vfyoz/6o3zyk5/k9ddff6oB+qlPfWpvgP7Gb/zG\nU9m5mfGur//WfbIIKMXcsU1LCGLLEi8UkIQpa8I8IVGKIzpi0XZK1l6L8zKvNEyMkMhRVzMgmx11\nkr79c+4N0Cz7PU9vXJhqaykrr98fxV0/1G82MxS7mnxRab8fJzihCShGwkvm2lhUU4a0xi3Vqu6B\nONqJ05N0KtsumjXzqc+GGftEoFzAlUFUp79YKXrJdztgF+5MQo3FiN3PeaYEdg+AcVRZBWWYCwdu\nDr50ujWiOe4LvTlL65mVyxzLMqjng2UYKUaS+daYk/M6iKESfRtnVXKQnZVgyLhOgqmKeVzATvOg\nhVUCO0Mc3zDBdQ2pXvUeli58+uZ96AXCsi2z3xKQzeN0098LAkyxGnmoB6oq3KAvUm32vmCnE/fM\nuW6dflo49WvKIKy3ZYeMcK39pcmy1hNGHJsaaTMibZCbLDSqOoxgJlREBl9rx36qBGImpBlR90hG\nbfMCTonsmagiNdZ1EAHnbTDIWdOzRhw2IiG7Po1zTP69/+BP8W77ElePO7/+euOff94ZcY+3Hn+e\n9z285Xz3RX7nn/8uX3z9Me3B87TtSzxod9zNt7ibxru+409z/bsv8NYrr2byYPmIc/177e/sXbmz\neB3+h/+QfNDT/iOrXSWNSmtiSK9BVWMZW8or/RJWPYJJwVT6XzdV4qM3wheYC9YWRjS2IbXsRBVv\nVd7uxqu/+Q/4SiH7a2bmP/dzP8dP/dRP8c3f/M1827d9GyDq4Y/92I/xfd/3ffzNv/k3+chHRE0E\n+OhHP8r3fd/38dGPfpTeO3/9r//1LwuzZNtRcbwMcCoAGbT0Qo4RWV6m9aSxuxaqeZwXlngddaFh\neza8QyUx8oZXUxF8GGt5E/txk2qDA1KjNTs2Xs388ya2jCJhwhMz5x0rMxoVBPY3rkDi9TF3aMZQ\nU0szIVu65+naLL9nn7MZA2spDhGZHk8fb6MqhwPDvFxgFcgq833q+RT3mOrmXxxU5AEVsXf6PQUN\n7sJlY/qe+VfjtbViT0T2F4xmTRlyk792awrey7LQWgd8/zdQQO7J4dbw4YlvG8021vNZeI6piR4R\nxLZJ3KHOEmW3TB1cVNsg11Jdk+fk9xB/vKXpVAV7Q1gvkKZWRX3Uoar7CSUpaznUeFZfwXPKfTUM\nQwlFUUN71/ubO1c+IVau6ZwwTjScDfMlAZbY74/htC79gXvIRZSJn0TpnBGspWS9TFhQnPFw3Ebu\nx6MBX2wPy4psy0agqJ6Gs2TVNFlj07qemjtabCMFQp105o5t1dBWMoLB1f3Jt33jH+AL/+RFXn51\n8rkvTt7z/g8wx+f59d/+ZV548R7n7Zrof4jluWBsZ+7dvwfzTe7PyQcfwL/5zR/l2/+zH+YnfvRH\nee0Lj+XLksliJTJqAteVJ053sS8s95hnpVuVqJhhef+q4e6ZwFxubp5ueF6+KlElfzNNhyvWoJ8w\nFrCWatVMBErFXD/zVV5fMzP/l/EyMx585I9rgnkcgotI5kWNvLrE4RTIj4Yg88wy2lEGcQSdL4vf\nR8EZQ9PHU8I/t4kdT+Np7O8iW9d/iwcq6pfeUAdNBbdLapaaT9WJ7jsFr5kRrWeWp7dpeW1Sszq0\nhrflqd89kwrW9sVZ0+uVpVaQyfC3B3Fz3ma/aRR9br89At9Tnuz75wcp9WY+pxFGDM2KVCqqQGIJ\nj8VFJjqTgtbZ5ByYv9t7x5dT4sCyaFUDtLEsy/7/vYZx5P2dczJS3DNI0//blW1dWbcz27axjVvG\n3IhNCs9tFLxR1RoCUSxVfzitJfekdbYpX3x3p9NlMZCsFy9XToeuQeuCqxBdsXW7UPTNHa6z/fc0\n7t1TxhW95cG15Z9tv+7enavmGJ17J6edFq68MX0QdHJeEDMaYzPOY2Wj4fPo58zN2FZ5rUwEi8WE\nGYMxdC0xbV/HjjLr5uz+IcC+fuZsbGz6mVAVEXnaj6kDYEP2r2xoYhc1u1Pr57xt+TOea+ksNahN\nfuwv/ad86Zf+MZ995SXuv//r+Mn/6dNsD/8NXn/9PquD+6Tf3TDbLePuDbxt9DY4PX6VD31w49rf\n4Fv+wz/H1/+xP8WjR3f8d//Vf0PgOa3piAuR9HvrngdzpBozErcPWlsY86ygbyIVgCiauh7tL42j\nHHuTHDI4X7z2uFAVcFIee1NislkHv0IMoROTLo9+OzL8CCWJE3jrN/+3/++Z+b/MV1TNlq+9HE/t\nbQWUuqiWdCHmlKiDxLeok1OBbCOeCujCUtf6m0raORmjTJOq6TH3gPzlArM2pRZ1u8jiJZU/AuDO\n5XZHlCXtercOLTn1xdQRiL7jYWEGTQMVsAYmq1Uj0q3QKcy/mR9qP5/UpBcHZmyZIcsX3d3FLZ9J\nBzXhgrU590u5uGdvXzTy9ja8nfaMTd+bLAo0KzMics6ooKMWXZa85TOe99VMrI8KZL33pwJbNdP2\np5QquEyICAazOVdT6snzRJjwpupgzIHbZNsG7P2EPFCsiuPCe7MWsWQhQfqf5GtOrOdBL+xF+obQ\nTNLWFQj267jfub6+5ur6xOl04v71af/a1f17eNPf8UZbFqJ1zBTwmzvXJ8OXRluu8KGRhd5WKRnb\ngi/OqTnzfMu4u4EtK9ttY93OzO3MnGfWuzPnu5V1m5xvB+cV7rbJ+W4VUlfBeRZEOWjW2OY41sBo\nGkhcvTuzHWaLmMyRMCiBzVAzV00j4eKDvSoo8sKYA6LhDP7kx/4wb/z6Z7h62PnZv/9/4lcv8p53\n/3G+NN5HPBz4XODUsIfvYSGwt16E7TXed/WYB8+c+dKbK7ec+NWf+l9p9g+4/sg38x//yH/J3/5r\nf40gE44ghUbsz1TVt/B0d2dJIdvGxtLyh7CcMJZZfu5TNbUhotGYzIJwKmnM5CgjyK7ENvOdpurm\nGoJNJ2JJhbQfPbW9AZuaga+Rd79zrol7864dwXIv56vEs/2E0tdUOhf1hziCb/klRCpAj56Qpb/K\nQTcEEicX1/Ry8s8OI0wZfmFS4mk4bdBsxTiGJgswgpqIFCg7dctBCC12IdRIhkH0pOghaMJaU8W9\nQxCdqMyXLPciMwfArecAWuHDGtE2MZ+7dWhdSzHzC/qg/OOzKbTbfFo2Pl1eFTMtWsNSpZphvlvd\n0wN6KX+YengzD+MWRh8TcbALRkrsPDnQvfEUg6Voipd/lpJwC5W0K3BNsMZkdjXcIkSDXEb5c4s7\n3iJzmjEoarpGASoXkwowIZQp6G5pWidR10f5zCuLbA6nMKwJ8uoeXN9fuPfwAQ/v3eeZh+9ieeYB\n11f3uF5OLL3TlwU/LVxdqfLwtsDSYTnp/tPyHtThdtIaqXsSYItoonDCWmMjaNtZtEMChgyqWtwx\nslqd20Znst3dsW4rNzePubm54e72CdvjlZu7O9Z1Zds21rs77lZgXWnDmcM5g6i2FAV2Hrh5opo1\n4CI2zbecoQyW0D5Zx1AGnpl6rc1hK1e+8e9+xx/lH/69/5GXP7/yB97/r/DkrSec+xNeHwv+nndh\nr94xrx4ynnuGNjbi/Ij3PbxlffO3eOGmIRfNQYQGJ7/1m5/hH9rGu7/+j/DGb/4qFo3hkQeik4AA\nWLA0F9+/Dmu3tGlG/jA5BaiZjn6v3kbCrjY39sEscmDbA3nBvJeHxx7/zNmiZ/IgZo/WV2dLUaBN\nKUPbyM93AQl9udc7FsxH4mUjytH/gCmqIajad8ioiZLgj/0dZoiHPOsQzX9XcC+aUU3Artdltn+U\n/vrd+o7ioM5ZWLusa5t3Zg6x1TtdFBZleJVvMkymYBoX5kTLsWEtvUYyA9dBYBKshKe0WsHfZ9MY\ns6R+FT6pCUIIX3MyA042Ccr6O57KuA4eO5RkLotRi21v/GrhlX+M7Qceib9jMrLKy0x4pcZtHVRL\nEr3BNVfSTdmaGrix3y8DzKeYK905LQ1rxtKM3pQJtdYk0vELXn9MbA26BeeYOellw5p8omdzYiiA\nNMQn3nsOZkQzTm700wlri/jPY7BN5+58oyx1GwwTPXGObEB52gPHRovGyZrKdJ/cu1548OAez777\nOZ5517t4+Oxz3H/wDMu9Z1j6iXbqLK1xtTQJcTI7b75grbH0wtwz7W3gy7JLzKNL2t1NzJmTk/az\n6tD0uNaJiGuoRa7tuAhIRqo7x1SVM56w3j3h5o0nPLl7wu3Nxnp3w+AM2x13t4/ZznfcPLllu125\nu7vj8d3K3W3j9rwwZ1cVhNSdDmxDCdUIGCELiHVM5jmYlvTFGfs6U7K28SN/6T/nH/3UT/Gsv5t2\n/8yjx7e8eXPD7elVVmvEPNE++C7mOWjLPTZ/i+v7K2+99gp3t1f0DpM7IoWDY24sM3jpV/4p9z78\nr8PDZ5iPnkA4O0vT1MBuF8FR6y2Ffz53xfLe20qOk8GuLZmhZFR7XpXeiKADIyv3kfL9S9hSlN+W\nfb4FOIE5YQsjOuETyYIbzI3JtpNDvtrrnYNZxmT2lhn30VCrl9z1BhZy0esW8sYYU3g34qaZAKun\nsO4jWz8y1KPB+rSg4e1/xk4yP14TYBorK/0CitlLcBeUslMATUMWSskV6fQY2XzL+InZhOi0PI0X\nW4iW9wItLC2R9J5ITHxGI2yjeWfMTUrBiAyU1QDdkklhFJvaow6onA9pU+Uuknljx7AIVQLlBe57\no63Wf7nPXTav6/6PISpXm5r8Y35k/X6xkZamDN3MWLp4591yOHAq5AjBGdNW2f+aMs6HZoQJprB+\nRbN3MYwdZ1+aQc9N4h3rDWsLntOHml0z2sSmM7nbfbo1HWaFMZjbmZttZVsn8+7M+XzOfo2w4cXh\n/oOHPPPwIQ+eeTdXzzzH9b0HXD37Lq5O9wS3tMbijd51vd4N886pq8kb3XZIroAfc5elS/pz9EUs\nmmtzwoKlK6M7EYRd75g+sRHpgql1KwMvNYUFjWwxmeM5tjm5es8d17e33J1v2G43xtjYYqPN4Hx3\nyzbO3D15k/PtE+5ubhi3j3j8aOX29o7buzNPnpxZb+HmdrCOIKKxjeDMED+eGr/tbOtILxfx/20O\nvulj38TnPv0L/KvPPMOTmzvejMGj8x1PznfEza9wbSfunnwL413P4f0a7sN8rXP37m9je/EzeE/P\npZl8bhMOvo0NDB5/8UW+7k/9aV77h/8zSzxgnSmMelvvU/cuIHKc3Jy0pkrnouCkZU9PatuZJljJ\n+J+6x5p1Kupm5kFUDavGqvp8E0d++53p6q1t1WebJzBYEY1WDLKtaBtf8fXOWeCmEdYEbTTKdjWb\ndYFggDSzUtmvzJOhpufMYF6n7dtfl03MS9y7Mu566evjqb8/9T4BSTJlS/qdUPK8ljkJu8Ob060L\n6/JqEHZ5Q9NSxepyevSWxl0OOE7njO3y8J645GYqO3p4QglKfwX1TKn6YojFELAlj1njtbJJmtRC\nYYZH8K0EPG3OLtR7lWknpnhRwVgu6OqxlzjluLeX9zFZITtcdODjJXRRlpqKSY9UHhpLm1i7Y1nE\nP7/qi/joJ4mMwk74aVFj1TWBPtpC68lRp0NfwBZ86VhzWjvJh7vgmwZ9E9RSlWIbmnrfhozNtm1j\nZTDPK8Qgzrds6x0xNxw4nRb6cuLB6T5X1w9Z7t3ndLqHn9reI+jIoqA3iXBa2m+a5+CFbEiX53ax\njTwmI6tON0EwYU5vnn93sayAYQ5cyxI3obApGxiJgVzipW3AHOkTf3dFawv3lmvmQ9kfhMtb5LwG\n67Yxx2A7P2K9fcT5fMuT2427u1vOT265u7vj5vEdN7dvcr498/rjG7bHT3j8xh1nh/PNkBYi1KQ/\nryMbn/BH/vAH+e5vejev/+pv8Oih84VXv8Dto427x29x3YwRC3+Qf8qb22u88ca3cNPfBQ8b26vv\nhiVoV8/Rzp/d1x6m9etzavAG0M43vP6Ln+JP/Bf/Nb/4N36cjjjczsw+h6sZmtVjYeiWsmUtW5EM\nRiZXEjoG1paEGJPKm8wdPT8oLxhGMVMmWEuGSst929Q8ds1fTVUKw7KfNgV5jppgZRfjib7M653L\nzDfBJ+7Oln4IFWS8/A+YtBxQMUw4eYy0pYxKVJ+S0zzF2BDWDsmzyn9X6CTY/UeiqoO3ZewV1BMp\ny6zadGL78fNbHvNjFEY+NMUF8dG9NZ3iZGbuCb0Abhpt5lb+5DmwI/TdyYItGyOZRBErLiMlAAAg\nAElEQVTCmnPaealSLao5I2lm5Bi2ZnMvF8mJ4UHy+WNnVx/VhhWDRsF6lHgrSCEQuzVnpkTKgEOp\nSBExzYQ/7vQ20wbxBr0b3idLn5wa9JNzfX/hdDKurhauTif66cTSF5ZlwVuj9ROx//2E966MvnU1\nNHsn2jVL75g7w53eTsI0m+cB0pitSyVsE4+Osenn54QZaTalADTLPGxTNj7mHePulpgDmxtLa7Sl\n09qJpTW8dVpv9CUFX6Z+g7Gl4Kf8NI9KRutKa8htgfTtDoKOqih551zRmueB3HMmqYJGSzm6uYzL\nwiwPxSOhaQ7dJ5sHM5q47CdjPa9sc7BFUUEH1wO282CLjTEfwPYc67zj9jw5rxvrunG+ueXR48fc\nPXnE+eaWZ+9uuLtbWW+eMG6ecPPkCTePHvP48Zs8ebRyc7dyexe0U+c/+XN/mmdf/T/44hh84Qtv\n8frt4K0F1ufus93ectUWzm9tvN9f4Xr9WVZ7Ly984T799AzbvRPz+pp5FgtHo/vSTLl8mcyE3t69\nxS/+jf+Wj/yJf5/P/dL/jkXQe9u1IlZ0yaqCndR4ZIVd1U5m3aospZJWr6YxIm15SapKxqeY6vsJ\ncfEUEQoHjy3jgakqttwflUyNmf2awuLz2r7a6x1ks8gz2makw3f+N7vLysyzwRepnIvY/cE1p9jS\nN6U6vbFjj0Ec3d/LPy6gnB2ayaZO0Yf0bRfB+6K8OYQ1F00/MvuwFCm5nOCKbTz3cFYG88JZvFR8\nlhPL00hJ51HZFARmk2GWTZMclpF87qI6VZtBzctcBAmhzGjMKXvVPMcOg6iLe6FYfOD+l01R/T2v\nIjOJ/VLyLxruK3xeuLglXCTe8tVpspwa906Ne/evuHf/xL3rK/rpitPVFcvVPZblxHI6sSzX9OVK\nGHo/iUGznGh9ofeF5WrBW6e3FCK1JdV0PbFoBaZpjnnLElzN7GI4hAcWC0s57WUisGWAoGh5Iyl2\nU5Q7jXQbxLZKAdhcA8ZBnPRsCLoZ3Vf1DcZGcMZi4gNiU7ISEfk5A7MFvKejZWkmjPUMeMf8Id51\nwI3ek2bXszeTXvyBGmldXb4xobcmptOUoZMv6WlD4H1hWRprIOwvDd3WNRhXmtHLtjHimhFnTgPW\nMRkbbOuZB+cz691jbm6ecL49c3s7uF3vGOcbxt2Z7e7MdveYmyePefLoDR6/8Srf/f0fZ/72p/nS\n65Ob2TkPg/Uhr7/6GrfbrcAZg74srOfg1ALrH+A927O89sbLXH/06zlvt9rlseWfqb5t2Y+i+j6d\nYOXFT/8sSxPv313+Pw1TYCf2ubeK8Um+cInO3FtWjke1P9OHaGJgCzMrkMgkkWzKV/zQ7dUYw5jG\nNo0xJYSLLg/QyObfCClmh2fLc4qp9vsWZhljJcq5j4RJIhSkLdWVpBIxs9SYocwpGS3g+2mmm2bH\n5YZYJCNvZtuDj18IaGL/3nJP3Jt/ANYu3vcioBNPBTxM2K+7Ed5xO8lvwURqHTMSWkn8O3uvaYSX\nPuG24+rK6rNCqCohYJjuR3MxdPZGqrFPn48tm1yKpsLpUn4cKkcSD4+8f3XNWWpSh5JeNT9TAV0Q\n1Rp19OpzU7hgZubN1axzd+6djKvTwr0HJ+7fv+Lhw4fcv3rA6d4Vp3v3aL3T24mecEXvC0v+2Zcr\nWk9BUQZ0WuPUT9qESz98XXCsS01KI3Fx1yHoqnosGVLTBW1MNtwWms1905hVFZT4Zar6Ykb6ricM\nNWOHWoZPmncpk+dKzJVxvmGOgc+B+QSftByCOsdILyE9E8MId3pbtFaGDsQ5JzFWLCbTBvQntHaP\nWB7Q/IQtTu9OW07QhLA6pqZqNI3m651IqwS72G/DguXUFFBGdmWSvSV/l8kc0GbA0jNbXGhjsqQ8\nP7Zr7s+NdVyzrs8qkN8E67xjbIOxbZxv77i7veHu9pa79ZYPP/OAm1d+gw/GLZ99dObNt255860z\nr9485o7JOWBpV7z3vc/yhe3rePHFjbvHz3Fz8xA7/31437ewvv4c9tarWFsh12/1G5obztjjiVS1\nReslqzNl3705PeKAVtL3xi3FXha0rn6Ysuuj4rQml1WN79Wgaqbt8WoQCsy7sYNYU1J0urLtLFXn\nrNZq9edkqk3UkZTr9vdrZh6lnDSR+3YcN79uJM6UwgQumCyNyMGziaenY5v8QY7mZI0Ls3n4P4zc\nsLVRjaKgpcTZjoy7gr67q8M8k3HgCeNUg9BblmrO9BODK3rrDFsoU6PpNUotBSozslwLNgxrSfVC\n+N+SAo+WMIZcDWRSX0rGc2hUQzNT82Sv8YBNp/ks1atZza2mtbb7ViuJKBZR4X8k7swenLX4JnJe\nOoZ74DLccjJDdedeN+4/OHH/4RUP7t/ndHXN/fsPaKcTV9cPuV5OWD+xnO5zOp04LY12dcKunKUt\nNFPG3XunLQvTnUajtwWujJOfWPqJ6RqZZsnx7b3vHvTeRA/dMguvtVZQkcQ/y14CV+VErpveJHvH\npKyt0he4sI64Uq0Vk81gG6L0bZtJWYxhtqAGsg6EWILoK922Y82FiVJrV7qWUrpuG8QpsfUzDixt\nEnEne+PZCVuwOGOxZFKjsW3yuF+wrMpigPvR61A1rOfXqi9yUZU2a9wyFSBcTKyFxjLFG5/pa+6j\ns2wO13DvOtgeTm7nHes5iDVY141trtyOM357x7/23BX9t1/ic6/e8OjxY548ueNLb73JG+fBo5tb\nje4z+PzN8/zfr32Mq3swbl7h+v4X2eLzbK+/wCn+EINb7sXk3AQRthALLWJq4mP6yWc7gmVRdWKe\nvZtKOEBrxWVkNmMSTUwl2ZmVFYX6QbpFsiKYEyaDOcvEy7I/ZrtpYEGPNVQlMLaQzYA+Oflzzj6G\nPRQTS3GdgYuIr+7N8g4G80NgUyX/TpIv5z1TNj7GyMCif59jpAtdcriRArI5FN/78vfsWa7e9akm\n3zZruo0kfUXtuhymAYIvhGtp4+kBOXjPDeJMv4f7wuwLt03Ofmc3jYmqisPS6GfmxBtvmK2cIxit\nYdP3IFs+Hwyh8pU5Y7aPrXMz1szWR5AW3zMhm6RgxuG1PVGJ2PY+wnHd1X/wPAybeIEpJvHkik9l\nvFtZeQanxXj2dMXVw4UH1/e4vv+QBw8ecFquWO494NQ7Sz+BL/TrE9fXVyzLFf3qAaf/h7k3i7V0\nPe+8fu/0fd+a9lS7aledGs7gc4597GMH24pjiMGJ0klIBzm5AIekO1iiuSCIm6RRwhURAhFHagYF\naCGBozYX3YoYREwLQSJi0ljEduLEjuPp2GesqlPzrj2stb7hnbh43m/tfTy1ACFnHclV3qvWsNd6\nv+d93v/zH6pqo/rUrlDwlC6mUuOQr7gpGod20gVbU5UNLmFKcdbjey1FPilwgpWRN6cxGC9Qo4o0\nX9u30NTEcCtinYYsObTSn8tsIm3+qQIVUUGjc8AgMI/FYaYGmyJa2/KMIn+K5eVHSzbx+FCbYbam\nMCiMZkiJHCLaSIhz0iIe0VpjjSUXd8QNzdIgXuhZOMrWWBnsZs0QEs6OzKTzLdOoPmY8u8n/mswE\nGZqHJJvVhqmlZPxvjKXCkoNYttpKGqB6qPCV8Px9ivgQ2A2eF951iZf+4tMM9+9y+PCUm2884CS2\nHPuO9RDJBEJQTHZu8MVvLjDNwNAtScs75PwtzPxfwM2n7NU3efr9+3Trnjx0tENPWEXa4EleuuK+\nSPI1QibQJqEo2aR5/AwEWlHFXjtp0ZYYCvW2fEYKsUNIms2pTChCSFAMqrDCQDJOpcjnWC7iJBtN\nymYD0UZ15q8eVMlSUJQCTnl9gdo0owXF+TX8nbcfaDGHMwaFUqoM4yRceHREpKj2UFmOM+msaz7v\nu63GCUZhv8TyM12ERanskqMHugJCjhtZs3yQZ2kpcYR2CutDwipGXrjszCL20WQMSjtQlkE7tHIy\nfDQUtSWbtBDQm/eWodhxgkoJH8fwDHk/JokEP6riJ56kC98MtJTGFw56LKkno+sbOeBjAhXLELXg\n5AUmiOcWDUo44akUKk3BxQGyLpFoEVLxTyFjrcIqmDUNW1tzptM5860FzXRO01S4eoI1lcwLtMJp\nSzWpsFXDpJlh6wpjK+q6FiphZc8EROpsQGy0Fhq1UeXoW6T+WgZduawHV5gz2QJaghokmEROgOrb\nL4WsC+9ZocrJZTzZZC0UtxF2ycgGp5Qcf8fvJycl9FhTlKzWSpemDTFa6nKCIxlJlUeGqp68kdaL\nFUXanBA2lrQgtMkKtAqMx4KkxaFRNlqZD4x2wRJ4roUpQaFplv9Agjq0lt896VQ86mX+YbTZXBdi\n5uYJCeGHa4Ejohz2qYySembk8bl4FFWFtx+NrFsfEkMxQLvzrZf5R3/wP9I+us2iGri7WvIoHHH4\n8JgHy4Flb5g1C6aXrvH11y4z2bpO35+QbMSqQ4K5AfOa1B7xwgtP8vT8vYQ4MPiO5FeErqXvVrSn\nLe1qxWrZMrSROHhizviiPYCAUk42sBEDz7L+swa0xMy5QufNpevWWkM8yxFVWRHzmC6Ui6RfYJQU\nKY1SIkpIMTnJxppiJpUTY1AI99+48QotEKkhlRMhiOe+Vmc143vdfqByfjgr6mNnCBR1ohzlRvtY\ncpbBDmfQx/lhXXkS6RpLtyPYMHKh5vFiKptIwdlGdeGIkQJlYq3O5qdlECXHT7Xp0mIx1tdO+MBx\ngy2XxyU57o9+Hans1OPRi/L64qEurIlcpuIxBIoDiahlbbnwkmxgsrj0mfl9LuOYzZ+pdAWxLNjR\nW/HMbmAsSvJ4+cOUwSsIk9KpQNM4posZddXIZmPFEGsxa3CVpXIN09mU+XyOdQ22rtDBCgMplgI9\n0UxshWsqjLM0lUVVTvJPjSmOkVY+ZyWnMjmIyTBc4IK3JpmP2L+cJITVbJLZCGbG4eJGZ3DebOzc\n2pP1cF5JLCK1UZV53qIBpcSDJiEDDyVDOK1y2bg0yYIzI39cxF569O8hY3REh9FTHcEBSJBNWXei\nr1DZSAhLrkgOFB5bhmpaKbA1ClkPuawJY/XZGh1/piUFZxzGxXJKJLPxnhmvqZQkhV4G7kgxyyOt\ndwwAHwU15TrVUCPMKms0sXjCG5NpUmKWIi999fM865d888ERbx73POw67h2uCckRQma2vc/avpc7\n96/iLl2ge/2LpHBKXdeElKkOnifvXSIvX+btLz7LLJ3IRugDMa7p1z1+WJOTp1+f0J6c0LadMHX8\ngPc9vu+gH0Tx6uX7TzkXSEXL6s/isSNmigWOS5BCAWQLgyjGvHHElBxVaQBzOVWTRAujVCJGqQHB\nAEryR2POeFRx52RkPm+uQ51K/isa6QrTX99ifnZdneF0IyYus4u0sVIFRgTpLYPHDZXxXGFP5Viy\nYeIVD4mzk3EmpSj4c5KCp0q690Yuq0aBTy4yWjZy9LHDh4jWlfQqWYl5vaEIZjToglOPRIlYQNvR\nu320XoWS0BPlCJbE0ySlYqoVM9FIfiJEUdOhhdZZPI/Hm04RlCLkQQZXgFUJTaCyFcZA5Yzw4Ucf\nFCUS8KHrsM5QNxMW8yn1dMHOYsbe1pTpzj6LS9epp1s0rhRRlVFW4WxNVOCzQ+XIpJpQNY3413Rr\nfFpjs2Re6maCqyqicuiocY0TmKIUJKNTofwN5BiIIZEHT58VvlV4Ld7PwRqMM1RagRHoIBVzLMZs\n0ZHqB99xAYyFbLzlBJgx/V2NrHvBxjcGbcKUygiTQ8kPycmjlHwX4rlhy0kAVLFtKPKqcxebIZmI\nihVSNc75hKcygM5gUxavG8YTaFWYFgmrDZiyrrXCZpGjO3e2edkiyEqk0tnJdXYW31euKiWGXHkk\ntRcILsW4ybsdfdlHMzf5HVXB6MfTpPjMV0pYREYnJkrx6p9+nub0hJffeMCy9VzamtFZy82HjzDa\nMt0/4E37s/huCq5n/a0vMJlW+LxmaG+iFz/MoA3GZS598BrP7E8xaoIPYpTnYyTHjvUwkEIgtKfo\n/VP6rsXHQIgB7z2+XRH7Ft95gm8Z+hXee3Q6y+f13hNDICMw1xiAItYXsnON+QfSZEpjKAgDZxa/\niE4h5bHYm3LKzngV8blcu0pqTFbFYyBbNKaERJdaUQJlZK1879sPrJhrIEThHI95e2NZKjbjpTCP\n7bEUVDgr5N8u7oGRVqSJxVtkHIKM3UVKUSbLZTFvPIyVYG1j171hkcDZyUAhajM1Ytllao0iGoGA\nFJmUAyi7KQyjZF7pdPa7jg01MAZLkwUWijlgsyLiGVLE4AreLcMbv4FZxg1ILsK6bFK1GZjNNFVj\nuHThgGtPPcnW9ja2rpkutjCmASNycnE8zKToQddURjGxNapqmDaOyayhni6kI7aOxkiBMsagnXhK\nJJXpfU/sI5UNMqg0muQD2kwKdCBwQDQSjqDapSQEGU+jGxJVgdJScanLVCRC7GmGyLI9onu8Qulj\njJ1ic41SlWD5mEI3S4XHzQb79CUmEM4olvKdlIEuEGJJWB/l/6Won6W1F82CEchEkTbzG5C8yZQK\nl0T5sccTpkKWjk0469LZCSwmXiI6ypajrIjCRupqzhKhlqKSuYAZw8pBW0Nt2dDrMgnjXLlfYcqm\nM472x/BrrTSiLJP3HVUR8wR1ZpBWFn3M0kRIFN3ovy1ePSYJfpwKiWETszhOmJUMjp3x/He/+9+w\ne/yAL37tL9mb7FGR6UJPl+DhesXVawe89toBXXOE4oRqeERWnvb0K6Afodw/j86Pce1A9+h1/u6/\n/m+zkzsUJbc1iRvj4Cc0QYbKym+hgif0oirN2ROGNbHvieuW5Fd4vyb0QWCh5KUY+0TMntSLf027\nGghDZr2OBB+FuZJz8aQpdrqMsOxZ1ywdfyIGwe6N0UQVJBcgy06vk5bGcOQVpzLnKZvE2IRkkqj6\ns+U725K33n6gMIs1ZyY+b6HhQcEpecv73xQu2BTy88du+YtMpIVJV8Y5Sp4rxbETL1S8c9PikLM4\n0n3b/jB++PJ/9ObviSLozLkos77to0yCyY1witJ5U8hHDF/lXJz5BALIyRdVbCQkwVJjKhsAxean\nkGpsWSQoRa0yzSSzNZ+wf+UyB1eeYD5dMJtYFruXWexcZLZYUM9rrKuosYKxpxU5V4QoYuGoDXVK\nVFWmMhrbOGpbg9VIhG9H1JaqqVHaolJAWZGUO5sZ1BGVMbjKoRToiSIlS9Bgs0dZEWpEZQneiLoR\nR6JGuZrluiWmSNIC3ywqQ7WVSb1iMtvCVA+J7WP62JFzA7qiMhpjozjXlYxRq2WOEZIv2H+B5sb1\npST5SBtJurG6DLLyGW5uNhecIJmSESo4Zy5n4lyw75w5szvIklSlk8IPAbFOkPR5siaWEOQYR5dL\nGVZKbqct0gCZGXUktBHr5JANOim0ttis0FgwjhzThl5HFDJBLoM9MzJxGGFJQGuURQpvDHQh0UdF\nClFOM0mRDTJklvk3MWqJPiSJU6QpM5aUCxmgnJ7HOReKJsP64V0utcccnTzkmaf2qULAqQWPjlvu\nHcFy9mG+1V/FP3EZqhrefIV+/VdUzUUSEaV/GKV7Qvs5Qmz4137jN7g6yeTkUEBKGRMhZMsQonjD\nkMihQaeI9546ZZIPxBwIwROGQAg9IZySQ8THjtQFCewgEGPC9y1bPpL7E7p1z3rZ069b1uuO5XLF\n0IMfymyueNCMBTwVq+mNKE9JxnDSEbQip0iKhpFwcVbb5GvXxXtfmzKmVwKRyRzf/HWFWUoPMnY9\n6jzcUuCUzcX3ViHLiP2NGN8Is5x//NkxMgqOfk7duan7pM3fx/tGfH18rbFTO1/j5f2V4e25L0Qm\n3YDNEmCBOQtOfgubgjOWzRhBJUOCjUOkKh2FyomgxElRZY/RUCeYVoqdrSnbuwsOLl/m4uUnmO/s\nsbV3DU1Drdc4k5lNLDt7M6bzKbbWTFzFkA0+RZJvBE6Kma5tWXcRkzqcs1RmjkGThsckr1B2QtSO\nHFpyVBgbieFUHAGrPUKMGL+k99uQe+q6QWUHdOiUCYHiUKeJPpJthsGDHUgp4ldL3nzjG7x56ybz\nvQMuXb0C+9eYTRdSWCYVfljg9JxAT+iOUD4Q7AJXWenKQyLFXC7MsvEXlbEeh5pZvDOMLRzkeA4/\nL2KRsbGIhRUU0cQgKs5sTbGNTQXkNKPWRgyaylArlrmPIuOzL1L6TBo8WQV02axJmkwgaSsy9Cz4\na/alr3YZg0GbSUk40lgagqnQQVGZCkMgZvHPERLcuP6l+zPWlhmCvB+h2RXPHq1RvUxnNGKcZajI\npVkQ12SJzZP5g0QDaiJZZxH8qHPrOWcqndnSKz79P3yS5Z1buKlla2eH2yeRk6OO1+4+5o03DplM\nZ4RLPwRHK7Z2tji9+afkfMQwPMKYC1SXnqe9/xXIA3vvfj8f/fAHsDnglXg6CbShSFH49jmLxiJ7\nITn4maOOmhSEMx/iQOoDMXpi2iLFRMqe6IM4cKZIjIGh78WLx69pWs9kd02/bln0HYvVCetly3q5\nEiuD1cCoFhqH8QL3Iqe7dEa3lkwGVRwkzzehBa7ZYAPCPaeI7hQjjPXXlJoIb4VXckrfsevErIpk\n+eyeDQc8F1ii4NCb7kCpchxO557nXCEnlUI8DiJhdG1MCgmJLsMy8ZhGBiFJbbIcRn+SDW5f3pN0\nWomU9Ob1dMplGqc3is7y25NHPC7IwCsr6bgTkaSCYMdJ/LJrPbCY1ly+fJFnn3mOy9euCWsmJZrF\nNs1ij+mkZl4PGNMzq2ZYbXHNFFU5TM44VYnwBUvMLd064o2itrtko3DxIUllopmTqzlZT+jTCbk9\nZtARZabo3JLjCu1qyJ4+O9zsMcnWJfQWQujQOpHdVNRuvny+g0JP3CaQObqKyAyDJ+YW6i26POGN\nL32BV1+r+ZEf/5voqHAmM/gVEYPSM9rOUukebTPGgbKNzClMpKInh8CQB/FXIZc8xbqwiM4i3XwS\niCOMF1QxglJZTkERVeTh8o1lFCoI19hqQ0BEKE6ATaIWBpHJeXNRhuJWOMRM6AdyGsi5xyIQhzBQ\nyswmiNFTJIH3qJTou0xlGjAtlXFEVeFVFDsEPS1YrgRRZJc2VsXjKTYqRYxBmExZrFsVmiEGwJGU\nWASnWGY3KtNHcCgRoCkjG28JMylzTxSWnDJGxQ2OHJVmbgMurPmf/tE/AAb8xHDaDXztM3/F3aVi\nvR7o+oH5bMH99Tb+aEk6fsjxy19Ac4tmesDg18yu/TipuYw5fJngd/kXf/lvM7UKjKWSC11OsSkR\nvcwQQjbkkFGNIaYkqfcBopUmyydDbAZytIQ4ERVvFjg3JLHtjTkRh47sA75bkXrPat2ymnZUXYub\nbTFdrOlWa1bHK1bdmu74lNW6o48JrzM5e4GAtKJgM9hivhWyRmLJa1CekYOQlMCPaE2xHC2FvMx3\nVBllfJ96+n2Ledd1fPjDH6bve4Zh4Od+7uf4rd/6LQ4PD/mFX/gFXn/9dZ56SiLjdnZ2AImU+93f\n/V2MMfzO7/wOP/VTP/Vdn/tMtVkK5LmO+K33y8/Os0TO5OXf/fEyoCuFljPeeBKWP9+5bSA0tRL6\nkMdQ4HPv5S3vKZ97Tblj8z5lqArinDhuKEI5S6UzosArQnuUc3rOGpUDpIDJHpM9Tmd2d+a87fln\nuHrjKS7s7LOztctiOhfTJVrBajVU8wFFx5bTTGY7UG0TYgLTEMl0qaVvwRAwRrPsWh4/uEvfDlw7\neIJmviDsXia0npwCbbfGVBqYoesswiszoMyMoe0Yjh9gqznEDutPUGYLZzPOrWFSy+CnDyR6Oi9p\nQbVqYeVBa6yCyiWMm6GZEDNc2L2BfeESTbPNw5MTHh5afDdQ2SNIhmljScmStMd3NQmYTSq0qnBa\nQ6VxpiGHQIPYuobQ41MkpgEJASg+M+c6cDUajClVKKjC3ReP+HwOPhBYKG6Gq7oIkACVNylRMQlj\nJQV1FsauPLXWpCBpRtmLEC0pT9QGZSpi6ShRGV05VApUKZGM3dA8hxBQTqGHlpAN0Yp6c8gZGwXG\nwoxWBrIGQzybEakgx/aUQJmAFyyADX9+NI4qniXjMHdzxaQzosHohlnMwXl47y6f/If/LVvhFA6X\nKKP5xjceEgysupp1v6aeVXg141H6cVJy5LanunKNMNyFx4ckU7F46l/FX77B+rNfxjU1qk78zQ++\nQDRRrBGMJSfxP5LP32B8xqGIVq4rOw6urTBWQoAqaXKyBBU3yVs5ifeQzPCkofJ5Qh483k9IXcDM\neky7Zmh7mnaNr5c09ZK6mdCsPcNsm8n6mNVqyfpYs15DSl6yQrNAuGPnrlIUcZIaxCqiiNqkp8yb\nec1mfFGyDqgcVNV31K3zt+9bzJum4dOf/jTT6ZQQAh/60If4zGc+w6c+9Sl+8id/kl//9V/nt3/7\nt/n4xz++CXP+vd/7Pb761a9uwpxfeuml7xDgfPvt24v49/o35xksnP8TCun+bKg1ToM1pvhxxDKp\nl3+bsxyHJScrnpluCcOfcTvM6QwTHN/HqNJMOaBwm/ecQhIqIqCSZkxCl533jAWQ81vhHXlwxKme\nymau7u/w4gvPsH/xMrPdS2xduoIz29R2waQ+5dJOReVqBjz9asmdN++gg6KxE7Sb4vUcjSf0LdhT\nfAqEfsBVNbrawmcZ4EzqfeaNAuvQ1Q5pvaZLx8AWrAecucd0cgE9neIZSidZYZtEfzywMgmTHbrr\nqewSw0Rod0ZhaGRwEw06teRU4YNFO8TKwBkqMyM5jcYxnU7RNaTaclntcPr5b/LozjdYzp9g4R4z\nb/aZTLdZhpZ8eoqxgUk1Y91Bpsc7i6Ehm4qJm4jPOVNqt4bSjOTi+UEKkMUXQ6xvU/GPL5YIY+lK\niZxTURuPtNTyvaaM1nKs11ltlp5RYJwmZYdxiSHLoHqGJamIJhN8IntQKmBUxtgqbiMAACAASURB\nVCdNyhpdiyZB3CoSpAGrxUbAqAZn5UVCNJLgk1Z0vREJu7IEm7BaY5V4u1vj5blLoHhMAQLyu4oP\ncWFMCNdcGZkFWCfsFx/EwdJkVeYHeRP/F5VQ9ZQCo3u+/Bdfgje+zI9snfLg4WPaJrE6XHFpx3H3\n9IQL+/scPVjwcHWN0/wscZ1Q0wmp7+lf+jJ69Wckf4uknke3S3R3grK30fM98sMKbwp9WOmzaycj\ndrdAUKCViOdzzmfD/ZKCNNhMCmMkpSYaVbj7MhdJKeGyuErW2RFtA6Em1AHreqq6Zt10hNmU0M4Y\nhjlVd4pbrxhWM2bdjNVqRbfTsTo9pTs+Yrlcsm49MUZ8ylJLTMlxwMsMxFRkXZpImZJtCjrItaKq\nBusmROO+bx39p8Is0+kUgGEYiDGyu7vLpz71Kf74j/8YgI997GP82I/9GB//+Mf5/d//fX7xF38R\n5xxPPfUUzz77LJ///Of54Ac/+D2ff8MBPoeVjxTFnEuIxXlWAZx13ecqYhofUHooXaCQM2xeCPjj\nRD/HiC6S7dHYZ8NmKKotikeG6EcC2qoNS+UttThnIJSptDBONgKULJxbOaIqNtmhyGlAq8xMBxbb\nhmff9hwvvuM9XHvbO2TImHomzjDd3WdWQTKGdDyj6zu6pKinU7BTthcDYVhjZzss2xXGr0nJ4Swk\ns0UKLTlnhi4TuocEa1BMmNRCGaybOf3qDoenK+7evkuOcGl7xmJ7n5U9wq1r0FClnupCg/EN9uIV\nvE90q1PyZJt+fSS/lLE0655jY6iNIpkJxgxYY6maTApLuljDUDOYyJaBgUyOBpxmpzFUu08w+9Df\nwHhP59eEdWQymRA6S9U9IOUl2u2j4kByx8TgMNmjfEUXZuTFLk7VRNeT4oIYJzhacuzoYpC1UdKF\nxOAqI4lw0mF6LXMLU4m1bihzDAm8EL51ATKFkqiKo56GmMSp0mkNOWGUKd2yIuQJGbAuCI+ciA+Z\nOqtN/1BLu0bOmRgb8a1XEgpeaY1D0UfoVfF9yZnUg9YRbMLbCbU1JB9ZqUTfejwancWCN2Vx+ZI5\ngwVbYZMSZpKWgpi1IgVAi2YjRACDUwId6BywWTOIBzVDO8D9b6EOb7LuW9i5Tsq7vLa8y1++epvD\nQ8XR8eso+6Pk+dugPcVeepp48ggef4mqcmR9D9NcQ1fvRaXM+vF9qhtvZ7j1RRQXOPGKa1bmEnoT\nGJEZ83iNBZM0uVjyS+NHgWM0LiWSEfvkGCMhC5Uup8L/1wadM9GB92XQa7UkN2mH9RW2qQk+EGYz\n+mGBbbdoJmuG2ZrQDmzNO1bdiqHtWC0fszo65uj4MevjJcu2JYSM1x6tLDPrRMKvEFGhjHyxBRdP\nKZFqR3ZTlKsYtEXb/4+YeUqJ973vfbz88sv8yq/8Cu9617u4d+8eBwcHABwcHHDv3j0A3nzzzbcU\n7mvXrnH79u3v/rxhtTm7Ze1Q2n1HUT+PEL3F2IpxEzBs0urP3WSyTMEuzw1FRdcgFDGjJafyHGwi\nA8zEGNwspH/pBHS5kDOCNUqLLbJgXdywzw/PZKGpjYBJll6So2HKZJM4mGauXNrh3e9+B9euPc32\nlRtMt3bYmU1w2tK3JxB7au0JKeGUIc0S6XigsZY6G9xWpq6u0q2OqScNrp4R+5YYjnHaMPhHNFRE\nrfEh0bdL6noO8REhzKHOtARO247KOC5cfoFbL32Ww3zKbGeP/uSUm/e/xc72LvPFBS64Dra2mSpL\nX/VkrdGuIepdBrfHKyf3eeUPPkUYBvRsj/0X3s2emrB78SLTnT3W0RL9wJS7DOkZ1utTgqnR8TY5\n79JMpmS3y/b+NhNV04XA6ugYwwqnI6qpaJsbuDShsQGsZsiaPnpysszygLdLqgCuUnS+EmqqqjBW\nUVVKIMnYkuPYodeytoo2oM6VmGbZTEwGa1OZwcgpy6BFnVm8fSRmGWJy6KzQVgnMUozhMBCNQpxc\nhDoZfCSETEpeGE1ao5TF2jPGlAoyfFXRk4xI0lE1xhsUA0pLcEu0hphs6S6hzYEUAxlPyAEVIFtH\nKKdFoXaJ0tZmhXJaumwMwWuqypCNZORqE8nZgPISZZadzC6Q06/pW47e+ArD4SvcOzV84eaT/MH/\nfovQrIinL6HzRZTqsdbi7WPyo69ipwfEdklqD7H2FM0tBhbkcIBZVKjZBDdfkB68ic0QzRarVUDt\nGDn5KXEN1UoLNZsyI9NiYYGhZAJncbGUvqpQRJE5lTYS0FySpCSyMVMh84IIqGzE1lh7tLO4WNP6\nQAyeKnia6ZSw8HRdR9d1+L6nWkmQx2RrTrW7w+Rkn/XJY9anR6xOT+nXiSFlIo0ogI28r1F0CJCN\nxtUN3jXk5SPiY6mv6btQsc/f/qnFXGvNF7/4RY6Pj/npn/5pPv3pT7/l/u/F9z5//3f9uZl+B859\n/jFvYZR8G76+Yb+owNhNfftrjkflM1imGFzl4qCYz0n8z3f55zcLIOdYdv+EShlVYBRUoR/lwmgZ\nHyefGpnCw0V2fENgpjUXdhT7F7Y5uHSVK09c59qNZ9ne22U+q5luzVApYAlyHHeGjgnN9AmGk1NW\n/gEp1aA0JnToaFGxkvdYV4RhgLjEmAouvoP+cIkNRwSThOIUxYJVNnhH7Dv6GGmXcOveY5p6xuTS\njCvPvxd9+pisYP/qVQ6PE6+99jX6h5/jxlNX2b1xjdlkny6tcWYLN0mssdR+iW6ucPMo8cr/+gls\npWizpplfoLr4BE+/433UO1tsX7rGVF+g2e8Ij77KsPUCc1Wj628waS5yqVGY6YI8B60OmF9YEPqe\nvNbk6SV26prFTIbfPg9Er0ihIyZxVWyyo9eBruuxOcgGrA3RzMTXPEUwjpharMu4XEIichJVrxJ8\nU2dF1hqjDFF7QWhiLpincK/HAZZmTIqRg5rPgu+OykCTEll3wgBPUtKNimTdyQAcJ9TTTOGEK7JR\nmJwRQzfQyqEwOAcpV8SgqUwm6kgOEvCsyOSYhBETRiMpg3MWhSUZiN5vRFZVpfAjRIkSfUBSqACq\nDpANymSGmLHZEKMXNfOQGE4P+eznPosedvijzxv+4A9vkZzDPvEu4p0/EU8he5vUvVycHpfE2btR\nLsHpbUx8FXSgHy7C9O3M3/3DLB/fZfHOd3P0jS+xff1pTo8PSd3LVCpKyMa5OrCBPL+9thQgQ8LD\nASsSexMVPsZicldqgEYssDLFfjuXsBSIWRNzFFqqgmwN88qRvcOHQKhquhBxkymzfqDrOtbzBc0w\n0C+3ma5XtIslfmePrj3m9PSUsO5ZDi3LdcAPmeBFkRsyZG3JVUVQDVkbCdzdvQo7T0hV0Zp0+y++\naz2F/wdslu3tbX72Z3+WL3zhCxwcHHD37l0uX77MnTt3uHTpEgBXr17l5s2bm8fcunWLq1evftfn\nG4eSo+T+fDk+Gxuy8YUeb5uim6Tj1RJ7LUellNBGlFYStHNOop9BF6J/Ll+ksIfOOnOQgcPZ6wiR\nf+PdUvJKRbqdsUli3nJWqKIWcxulaMRimNcde7sLnnnhBa49/RzOTKix7O5VHOxvMVtcxJiAHlrU\naknX9SIgaLa4d3jK48NDDk//lLquaVJP3644ODjAGMP+1ScJ/jFVNQcg+kCKiphacv9NUj/QTKdY\nDMG3GDfH1tCt1qjJFg8e3sIPicHW3Pn6Z3n9wZpGW7a2a2IcePrpF3jmh97P11//S25/6Z8w69fc\nubnL9SefJTcTDk9WHJ+sqWbbuOmCZlZz9T3vY/fZD/Fo+39j+ugNQo4M7SH5/iNuffHLhGGgXkzw\numI6n6MqQ28artx4hma+YK+ZEok88fyLXJ8/yZUbkfnVOQuzRcp38KdLln6byi6YNg5HxhtHJhO6\nSK1cSSuqmeiGPg10scEk0LEjZxEYee+xtsGYgC3HdqsdxkdC9jJY0QkYfUaCrINsyFGClW2OhEwx\nOzOk5EEpQgKjxW8jIXL/NMiaTEZk4CYrcvDo6EW0ogTjFhM0oTaqLEIhzgl6RqWh0jKcTTFhrCNX\nJb2JQMoGpzO9FyMxbTXJOZxxaB1xOtB6RUymUA8VypQhNxplBpKRVJ4cAyoq+iAdZIoKw5qbL30D\n2m3+/f/g6/TLe5DuUTU7JBqGu7dQ5iKq2UXH1/FKkc11dPNBGtUSU40fOtEG9Pdh9iKE1/CvNezc\neAGzHnDzPU6GQSwa3TFvuzyjSq2wsbK4kMaYCOfICHLh6o2Fh1zPDp8jMeUz3/pSD2IsRZ3SLBb0\nLI2fM2wgNGMUZjygOYEQe6slYs87onOYeoIbBoKPpOmMtltTL7cIszWD32O+XtH3S7aHSNsPdKuO\noevwQ6CLCp8sLQoTlCRCYaXIU/Zazt7/d7t932L+8OFDrLXs7OzQti1/+Id/yG/+5m/ykY98hE9+\n8pP8xm/8Bp/85Cf5+Z//eQA+8pGP8Eu/9Ev82q/9Grdv3+ab3/wmH/jAB77n85/nl5+HWMbK/u28\nb2BT2Ef4ZPNF5uLDESNG61K0ZdihtSZQIufKBD4rMVo6C3aOmyk9nDN8Shm04OtkoW6p0Tlae2pt\nMSrQOMekkUHebLHFZDbl6pNP88RTN9jf3mf/0lNEa/H9I0zqcUozmS1wLsPQojAMIbPuIcee7Z0J\nB9cvsrjwJFsnx6i+J9tTnK2YzecQHJ0fSDjh1iaDymtWw4TQP8amlsn8oqhFYw3TbQ47z6D2ePjo\nNqxe5/Bwxcnj+9x47j1cf+HHeerFNUx2Ob53h6ky7F+5zOlQsX/5/bz+hb+gd4bty2+nuvoiF/cO\nePeFi5Loo0A3NQ8f3Ob//MyfoHPN5YvPsMyZg70LaKvo2o7QHbM6PWYdYTg8pD06YWIMUSvu3X0F\nQ+Ke0kyaxM0/2+H2cx/iXe98Nz+kf4R89XnM9pPo1SkxtwxtIOs9rK1x2jP0MKkqqjpBVEx1RLkK\nnWtyt6YLiboaCJ1QJ4ek0G5CSJpBW5yr0AZcnalShfeeFAeBOlIkhUgePIGurCfZFIw2RdzRo1VP\nn0rwtpE1EqJAKQaPyo0kyGQJk/C5xpAI2ZKCLc1CJqqIyhKCkaghO6zSIuwp/PYxHEHlhO4TgyuM\nG2PRiFlUiRmVBENnSV6D7/HUWBPBBEIymCzBGwZKwo5jzN/ts0HHRK6QDTDD3ddf5fbrM/7Dv/eP\nWfslOq5pmuusu6+C3sM6i5o+SXj8BuQrqPw16slFhrAi+dvktECpY3J+FXb+BrWd0p0GukdfZWiP\n2PE/jLm0J5fljecJ917BYiA6xChLgYoykzhXO8jFT0aLt4nUiYxTGpMzylSocEaaUEbwc5XOBo6p\nDMOVEdpoCueaN63JRpGDmGVNjMHkRK0NwVl6H6hqK6rUoWGyNWc96wltx4lfMvcDvusZ2lbiCIeB\noV3ThcjJEOjbgO8DQ4DlMND3iS4kupwIiY1a/f9VMb9z5w4f+9jHBIxPiV/+5V/mJ37iJ3jve9/L\nRz/6UT7xiU9sqIkA73znO/noRz/KO9/5Tqy1/P2///e/N8xSjjbSx5butnBYOVekR9KfYhwKld1U\nZ7QWA5qci5pSSeK13GTR5yxSbemoRfmnFBT3pjLwVKgsSjs9bhhZBkJWO3Ly0uGojDMwq2v29i9y\n/fplnrtxnYu7C5r5FtVkF0zNYGqa2SVso5jPJ2w3Bl01rNoTvDK0rcJkT3/8gDYFZtMp2ja0bcub\ndx9w6cIO7eFj8qRnFQJV07DuoBo8u3tPEVxE6YDKluH0EB8SuF1ee/0+efWIp154D6nbYo1GtWse\nnRzRDR3feOlbYCecHj6gWx9x7eoBL37gRzk5OcGHE6rKsL8z5cL8BjdfeZ0v/OlnMM0WP/rBD/Pi\nv/WrIl6pFMvVmu74Ibv7b2NYH6PUgKkyB29/mrc//07u3/oW6x/7AJoJk/mWBFA4SyLRnp5w//Eh\nj994iXbZ8trtVzi8d5vdScNi5xI7+5cJqWU6mzObTnBbO7z8lS/zVO65cuMd6K1d+jSnO32IH27T\nmAnVZIeqlvCKpBJ+kOKltSGnICyT6BnWBjWdYUND9AN+UERd4tlUJFcOtEM5sC4ShoE+9LRDYPBC\nRowx4sJp4aY7jJkCRXKPhGEY5dEhoo0jR6G8SVp7B7pC0YMWTrlWBm0HVBRLZJ0hBo/ymaxl3aGE\n4oaxxBjI0uJLUAmRPidCbFEZnKmACaqCnDLJR0xw2KjI2QuUFCMhW6Y5iq2uciUqDRwZZSwqIE6I\n+iwMJibL8YMFf+ff/J85HYwQx7oVaejp0yE6Nxj9Kn71BIutirC1S+4O6VYeCKTVZ+lVg86HZHUT\nxRPMrj5Pe/c2ZnYdlQ7I/ZLDVz6PvXMVc/EqNiZ8m/jCNx/wM89uF2qkJiVx1Mw6QJKMTG0VOYon\nTVTikRSBGEStqvMoyJN6Ekc7Bzl2y1xMldqREDpxipAt6GKBG8X3XGWB3Rotr2GzwhmFT2KoV1eG\nkBzO1fhJTdXWYvPhPX2IDH3A9z0xdQx+YLYWdWrbtYRhYDV4uvXAadex7j198PgQWH6feq3y9+IC\n/v94U0qh3c73vP87qIp6NE9SwsFVCm0tVd1sPLaDD4RBshxldy0bQiq2rhlGUUhKY0hrKukd4ten\nSxxRjaaqDbt7C97//vcxmcxQSrF34YDZYpetvT2qyrG9d4mt6YzaOcBwuuwxpqLLoO1AU2uaakFK\nnrZdcnL4gMcPH4GyzLe2SLEHlamqGbbZoouK0/uvE1JAx8hJ32KqKVU9YVgFKuvZ2r/IfOeArBU+\nBZanJ5zeu4vHoecLzOBx9FTVNtPFBHJFb2Z0/ZLh5A7T+WW297fRw8DQHrMeEvNJjXaZ2dY+jasg\nBZKqxGJ0fYpzFb4/Zd2t8EOiTw2pP2Z+4QCTM4tJBUpsXi/s7dLriu504OXXvsbu1pSh65nubDHb\nuYiuJ+ihZTa9yjKsGFQCNYBfoP1DQhDTkawyxpxymqeYRw9Rquep596OxrLq1vgYqEwj8mvX0DiP\nabZJQ48KLVs7B1Quk4aOpdek0Mmwb7Illq2+hxQYssiDjDVsTzTWVtRKwjsGH2hXS/r2MX3n8aEG\nHFr3KNWRQkJlTUoRUxJ9tLJUKkqHbCIpRdpWfHmkr6lROkghMhU5RDJrSKl0+gqiJw1ARgaiWoER\nQ4UBZPAeIsoU+XiMQtEbjoCKenEJM62wRMG/i+dOCIFoLSZlPIa6MtJJKktjLZVG2BTWElNgSKBS\nZPAeHzOrk4Z/6Sf+XaZPvwgxsXrlc+jpFrgtCEEgk/Q1jHqSlFZYd5mQjsjrP6daPE8YDslcIIfb\nuOopaN5DiBOYTKmsJixPyO0tbG0Z2hbjanBbpOFLPP8T/xyf+C9+FSfUGoF8stASNdD3xdLAlBN3\nlpO2SO2VwFHlJC7Rk3ICEory6Kqa3jq7y5EQxT+lmCiKHkSJWlQ6fI0jEQtsk5WEzfgQiSHjoyeE\niO88XiWyjwQgBA99ZNADMSb6dWAYBvzQ03Vr4mrNuu/ovWfZ9/S+Z9X2vPSP/+vvSd/+a2GBezak\nHAGwzZ3FoCWVD240Q1I4N8VU0+Iyp6msx7kV/bJHU1Lii7gDNUqYy1i7xK9JzBRYrZnUNZevHvD8\ns8/xzI1rXLt2g+tPPsUTz7+X4+Mjhr4jdGBri5tMMASaukIRyAmOHz6gPXwd09RgK7r1irWuaIfA\ntIE33niDR2++zmI+49ITT/PwXksztcR2xTqUNBi7x2J3ws7uFYbVYyZuxuPVGtWf8rZnrtDbGbdv\nv8nt239F1Int7T2G7oSTx6fMpw6XV1x84knu3j7Bmh5dP4lZzMidZ75dYfcXWF2RWJPRqLygqgLK\nTSH3tI9vk7cvQta0wxF1NaHvO7F8zZboM48fPmL/6lMku08VBox19P0KVU+plObw8CHKWrpBcePG\n82A0D958gwdvPuT+7TtMd7bJwXP9mmc6rbDNNus7x+h5JifPpDZMKk2be3oPi6jh4Brbswo72aJb\nB/SsZpYypEi7OuHVb3yJ2aRiPm/weoeGY3yasLe/DVHyWyIanxVmOKWpFsJqSoMoiZMlRMdaZ2Y5\nk3Uqg2+ZwdTOkGKHwhNyTTQzcmpADcJ7qLN8f1FOkoMFVYISxBe8xQ8ZTYPSvYRsaIt1Qi8MicIk\nKYZhyojfjMolCCKV07GoPYc+Yq0mDPK75ajoh4hOIjyzoSUPmmHImMpBTiSt6dGYEIlOXD1TDCSv\nqWe6dLdqY4ikrcYFSASyVmzbKX/rb/9HZFfT3rnNbLEDegLNPkbN8ctXMMmS1XVUeo0cBtz+hzHD\nCV14A2WuADfJwxF2chXvB9EF9A+xNz4Iy3tYHekJ5FgJrzrcg3gLVM/tz/0vvHL8q7x9rs7U4iXQ\nXGwYclFXBygeRpmMzsIoU6pocq1DxSCdeIFPUoYcCyogTTopyb8RMV/eKGslZUswD7F1iCRV5Ps6\n45QqMaSGZBIu1EQbic4yJDFW64A0JFSTCaZYD0wSffD0OeC7lrRes173DN6z6zs6v8YPHS99n1r6\nAy/mY7dd1DRStM8ZUimdIZmzq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zuLCRc3EKM9er1F0D5zp2nWa9hkgPBqOCsJWsuIasB4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zM/PUVPJcEaRzst2bJtGzuuvhpTeslqVZSksaI0FltarJaYUkCpKdtXODe9wMZNWzGBQIjM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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from itertools import islice\n", "imshow(next(islice(frames(\"videos/testvideo.mp4\"),100,101)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Fade-to-Black Detection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Videos are usually composed of multiple scenes. Each scene is a continuous sequence of frames, possibly with continuous camera movement. A common scene transition is fade-to-black. It's easy to detect.\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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++eej3p5VnX1lZWXsd3qNUB53/zovXJDvx483p55omP3znDo18rDv39mr8HsP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\nGmDYExFp4P8BF3ztYLzEAwoAAAAASUVORK5CYII=\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "means = [mean(image) for image in frames(\"videos/testvideo.mp4\")]\n", "plot(means)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Cut Detection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Scene Cut Detection:\n", "\n", "Direct cuts are another way in which videos are put together (a softer version of this is dissolves or cross-fades).\n", "\n", "These need to be detected as rapid changes in image content. However, for a good job, it's necessary to distinguish cuts from fast motion; we aren't going to discuss that here." ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "collapsed": false }, "outputs": [], "source": [ "\n", "from collections import deque" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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unihcMuLw96jKzQbk6tmzhyVsI+H/61/d63oJP4lUUZGdf375cv/986LHhyfK\nhF+cbERk5067Q5O2LSpiLiA+zbGImLJBdh3S/b9+vfs3fn3SBvr88st4LH6a+c+vb4W2FQe3ed1T\ndA1MnFiOv/+9nPvlZu+dBSCUq6e0tBSlpaUYtq8349xzz8WKFStQUlKCLfveF2tra9GNEm4HRGbx\nq+YYzZbwB+3cTScPfbZFLWkWv18islyCLH5APUG3TlgtiRc/evfDD/33z4ueWL7YpsOHe5e1a5ct\niLzw793r7S7RSdlAbSROvQrIs/WSxf/JJ9kVfqq3KPxe55Ku7549WTRTHIQS/pKSEvTo0QNr1qwB\nACxcuBADBgzAqFGjUL3PHKuursZY3fR3AqLFL7p6khDV44eYsoGG5ecSuRTHnwvC/8Yb7mX826xq\n/mi/jk8eVdoGFSrhCnPOyUC74AKWNZTqs2eP9+xXOmmZqY3q61mnbZ8+8rqS4POhlXl5bPuGBrnw\nq64dyjUUhfB7pZYX988fQ9DzqUvofPz33HMPLrjgAjQ0NKBXr1546KGH0NzcjPHjx2PWrFno2bMn\nnqIRFwERBYduDvJfJsHiDwJZ/EkV0KRE9ezZI5+/NCl07w4sXAj06xdue5nAhLX4VdZ5UKFQWbti\nrLpsn8Qf/whUVdnuocces38rKgL+8hd78BUAiJ7eID7++nrWx8Nn7JUJP28cksW/c6dc+FWQuMt8\n/HSudIV/xAjnch2Lv7GRpe2Og9DCP3jwYLxN+VU5Fi5cmFaFAODYY53/kyXx9NMsrPO664DFi9lv\nSRV+sXNXNjozaWRb+Csr2RD3Tz4Jvm0mLP7Nm1mHa9TCT+KhEn5CJwghKuGnuhG8hS1y/fXqh3VR\nkdu//+tfO/9X5eOXWfwff8xSLKjagkJKeYu/pcXb1aOCfpdZ/LrCT79T5NSgQWyKRq97ioT/rruA\nkBHxviR62Ivo6qGQztdec68TxX7igr+5c4lMR/UsWQJ8+qn/ekl/gKpQCQ1ZqYcfLv89ToufrssL\nLwRKS52/iW/WXu2+a5e8Q3jHDjv/vgodi586rNets2Pj+boRNOPX7Nn2svp676ger3oBcuH3GlfA\nI2573XUsX5CO8APO2cyiJNHCT4hRPTxJ7dwVffxBJ5vIJEEHC8WJX7IxFbng41fVkdpX1RkbpK/F\nL2ePCC+C9AAi6z7IA3/3brnwL1rkv62O8H/+uf39yCPVD0HZVI8VFcEt/kGD7O8y4efDZ0X4dNSi\nbh1yiL9PCCdeAAAgAElEQVQW8CG3cfn4Ey38qqgenqR27vIE6dx94w2grCz6OuiQbVcPoD7PfmRb\n+Ddu9A+fTKWAH//YvZzaN0huFpXFz3cQ0wxXXvDCRe4Rfj5fr33y7NkTLvYfUAv/o4/a3//5T+f6\nfJ3uuot9HzZMPj90fr53rh6vegHya9JL+Hn3Gf/Q+O9/ge9/3x3FJNaDt/jbpfATYlQPT1J9/DxB\nhP+ll4C1a+OvkwzVjZ60cM4k8pvf+Ic7plLO1CMEta+q70C0+L3cLryvXRUlxMNb/CT8qtGmfsiE\nXxRNWaBfmDEutP727fayrl3VM/JF7erp2pV9ynSJX8Yff48erEw/i58Xfq8w2HRItPCrBnDJ1oli\nP1GVJ5YdxMfvFfYWF5l09QRxkUVZbtxQ7vRFi4DVq+XrpFK2YBBlZbbw//a38u10fPwEL/Y6bh8v\ni98rlbCqnuJ5EB8+99/v3o4s4Llz/etL61Nd+Oijjh2BZcvk2/DCT3XkO9PHjXN3UNM+xHv3sMNs\nV5D429KlwO9/b/+velvwMqZ4V0/YN2A/ckL4vVw9UYqSXwdW2DJTKX2rRib82Ra1XLD4ZW20fHl8\nr8oqTjuNdZSqkGVppPb1s7CDRvWo7hl+4hEKF4zL4ucfPtOnux98tO8vvmBvAzoJyvh98HltvObf\nLiwEVq4EFiywl/HC/8wz7tBJsrzFY+rYUe3qOekk5zHKzoHfgDXe4m+Xwk8k0dWjK8bUsasr/DIf\nZdyoOg9zydWjEv5stOehh8qXp1Ly2eSoff06f3WuH16sr75avg5fB17syNIMa/ED7mPgy1Ddw3l5\ntmjT7FZ+UF348ysLh6UHj1csvqp+siR3tG8vHz+PSviNq8cDHVdPFKIUp6snqPDLyJaPn8gF4ZdZ\np14WYJx4DcSSTcFH7du9u3o7/lP8zsPfJ1dfbY+gVa1D7g1esNOx+EV0yuDvDZ1Zp/i6kvD/7GfA\nKac415s82Q4PJgGlSecBlhuJR0xqJwo/7ctP+Pn6yYRb1AKvGQbbvcWfKVdP1PDCn6066OJncSaZ\nJAm/F+J1zLt6hg51r9+3r3uZl0uSgghU/QyAU4xk/QCqqBev64DETNzmhBPYZ1GR2gXGbyPmtFEh\nWvzf+pa7bQ8/3B4bQcdMx1ZZCQwe7Fyfz6cPsLBM/kFBZfDHmY7FT8fgNdFUuxR+cQAXT0MD++MH\naqS7H/F7FPAzLoUtO24ff5JcPVF27sYh/OmcCz+LX+SXv2QdiUEsfiqfIoRoveeeA267jX3nxUQW\n4UK/f+c7zv2FEf4nn2SfV1/NjkW1LbFggTwWX7W+ON0hD3+covC/9JL3SGnLYttQm4m/ReHqUbn4\n2r3wEzJXT1ERG8FLqRuiItuunmx35MpIWlpmGUmy+Ok8y1w3QYT/uOOc5ZH1zC/zK58oKbHbSCb8\nPL17s8+773YOnPLDK5zT6xrit6EZtHT2BdgWf2Ghex98W4jC71cPv33runpUwg+o+xD442iXwu8X\n1aNquLD7CRLVE1fnrlf94iYTPv64jiXbwi+7HmThgV6duyIU701ttnGjfz1Uc7vyseN+Fv8997Dw\n1KIiZ4RKmHBOwivZmI6r58ILbR++zMd/4onpC78u6bp6qAzV9Smz+Hv1ClZHP3JG+GUNHMdctrRP\nnZwxXtCFkQs+ftU+c8G3T2Rb+Hm8onBkwswP8fdaV7YP3W1SKfe0iIC83YqK7HWDoBL+4mI28bgK\nfhsxfTHRubOdJpn2BTDhP+88FkYptkkSLH6vzl0di5+2j9rdmmjhJ1RRPVFb/IDdwLqdTH5lRuHj\nzxSZeAC0B1cPIeszEY+/pYVZsrK6UketrP11hZ9fb8oU9zqixX/kkfJyVfskA8krt/2WLe60xDw6\nFj8f+86/PTc02InMgvj402H//fUtftWDgRd+se9G5uqJWjti8iBFg2WxC6u+Pl7h56GLyC9Fblyu\nHlm52fL70yjLJD+waCq+JHXuerWX+Bvd5LLrW5UzR1z2yCPubUT45GT8Q5K+00TrYkikH3xHbNjr\nhM8p5JXJ89prgWOOcXfu0j0rDtaLw+Jfu5Zpw5tvqrcRcwnJfle5elpanFrRbi1+msCBThjf2RSH\njz9q6zwXfPyq8mXzviYNihpJmsVfV+eeV8CyWOz4NdfYy7xuaK8YeP6clZfb32XhooBTjGTCT0nQ\nvPK/y64TEl2abyKMkVJUBAwc6L1OKsVGRd9yi7MuvMXvJfy6aZQJ1T3RuzfrtNcVYtU0oSpXj5je\nJeyYCj8SLfx8Zxh90oQGALBv5sfI98l/hiWXfPx+ZLJOQYXDy8WQTeF//HH58vx8O5sk4C/8OgEH\n/LGrXD38OqqHACBPqeAFld/cHF74ZfVQ7Qdwd+6S8ItZbePq3BXr44Xs/HpF9TQ3y7N7Rv3Wn2jh\nB+wDlz35xJl8gvD442ofm4ywbxf8iUyiqOc61LZJsviD9JXoWPyyvgJ+mU5aBJVwiO3mJTBe9W9p\niV74zzpLvf5bb7G8Vjt32towdKgz+2lcnbuA/5gGQhWA4uXqUWX3jJJECz9/gavyh4TlwguBDz5w\n70+c6B1gGfcKC9mUabrwnbv5+cn28euE6SUVapskCT+gH3Hm5zLweojIRtjqWPw8uimKAeCjj+QP\nISB9i/+889zL+L4L2RtLdTUbbXvnnfZv/EjkuDp3gWhdPXybGot/H3v3sjwcXjd4WGQiT35+flld\nHfvkh8HnShy/Tux3Jon6Ak6q8MsIEp0D2Mem2o4CELyEXyxL/E7txodKyujQgWXOfOEFdz2A9C3+\nm25yl+13r69a5V42cyZA034nweKXjVYO4+OPmkQLv2Wx8C5+3skohUP21ObDL4lx44KXnRQff48e\n4SYv50myxU+kI/xffcUmUkkHv0gOFTqWo6o8sm69XD0yi5+f6Yu29arHypW2Vc3nv+fLT1f4Aff8\nsqqHFX1vbGSdwn/8o/3boYfaoaPp+PijeAv+85/lk/N4RfUYix9248Q14bDYkUuunijnx01CHP+2\nbd6/J8nVE2Xnri7PPw/86lfhtxcJ4uOnScSDlLV1K1tOwh/U4l+61P5O16ZX+upjjrHfCMQ4e97V\nky5ewi8jlQKOOMI9qlUWwRO1xa/zwFbNBWEsfg0aG+PLSS07eXv2sAEa2QrnjMOfn8T8P1Hh1bmr\nS5B8NLqEjbumQVZ33eXt6tmxQ0/4aVsvEdKpL60njqyNqnMXcKZJLilRl8U/7GVv6LJrIpNRPX5u\naRPV44NlOcO14ihfZPdu/6x9QYjCx59t4U6yqyeKvp903C0qpk4NV8YDD7BP3tIL4upRGUliqKOI\n7oNKfDOIqnMXcKagrq11/iZz9aiEX6wbYGtIJnz8hF/KDXL18GUZi38fcVr8dHHxfsodO5jwq06s\najo2FVH4+NMV3my7cv78Z/lcq1EQhatHhyDjO6JoT7+h+i0t8s5d0Ujq0sW9rcz61x0roIrqicPH\n7/cwDyL8dMyZiOrRsfhVrh5j8cN+KsYl/Oee6/z/+efZZ4cO0cXzJ8HHny7p1vuKK9hw+zigGyIu\nyyhKgty8hYXerp6WFrmrR7xX5s0DPvvMuUyW6VH3HIt9ElFa/ATNA6AK6tC1+HmiFv50LH4/4c/P\nZ/MPA8HCbYOQaOEHohH+VIqlmSVUVgtZR16NLDtZXg+DbPr4k/Sg4fOxREmmhD/dEd2DBskjPFTw\neXr8hJ8XPtFq7tqVdYDyhHmrpHa+5RbnHBhRWvximX7urjiFn+Yk8KujDGoDP+H3GsA1fbpePcOS\naOFXWfy3365fBr2S8b5JWiZOa7f//vZkF0Es/sJC4PXX1fsP4uqREXZbXbHKhCvIKx97OngJf7ai\nkWQRLqedFqwfoqDA2+LnM9YGnZw7XXciHw4aZecuQUaCqtM6HR+/Tv2OOcZ/Zj+dPpF0XD3ib4my\n+JubmzFkyBCMGjUKAFBfX4+KigqUlZWhsrIS2/ziCH1QCT9FPuiwYwf75C8culEuvtjeD2BnxvOy\nzlWx4Zs3y5dH4erJxsCvqMvRvfHChnNG9QqvIkgb6EwY7offGwzvC+bvD51ACJlo6Vr84ncxnDNd\ngfr0U3sAFo8qvTHdszL4Y/KKpBHp0sU/O2+6rh6+LrLO3TjmGuFJS/hnzpyJ/v37I7XvSGbMmIGK\nigqsWbMGI0eOxAyvVH+ayKJ6ZA2qsnTIJ8lf7Dff7F5G//tZ53SyxHVU+6cbNJ2onrCk657IBkHr\nGoWrJ+poDllO+SATmxx7rO0WUrl6du2ygxD4tylV2CYPlffgg/p14uHTIlBZn38ezXV25JEslFNE\nZrjR7GU6Fj+hI/w610M64Zy0vcyInDmTpX4WhT8xFv/GjRvx4osv4tJLL4W1rxXmzZuHqqoqAEBV\nVRXmzJmTVuWWLJFb/KLwn3KKPbm0iEz86DVOTNnAWw9BO3dVwh80V08cxOXqefllliwrCfjNhJQu\n6Vj8HTrIwztVvPsu0LOnfxy/aJV+8QVQWelfvmUBl18OjB/vXO7VXvxvb7zhLAtgncg7d8YXXcWL\nKD1Y77sP+OabYC60qIRfx9UTpnP3vvvYp98bR7qEtpN++tOf4o477sA333zTuqyurg7FxcUAgOLi\nYtRRkhuBadOmtX4vLy9HOZ9QnOOxx4CKCreo8tbd3r0sZwe5bURkwk/+fvGpqtMRq7pwRIszbMqG\nKInb4q+sZNPq0SQeURC0nbxeieM4bp0ySfj//ndg4kQWpRJ2LIpqfzt3sj4pnkMP1S/zL39xL9dt\n+7/+FbjhBhYdJN5XcV3n/H74yKJPP82Oxf/d7wJHHeW9fRjhJ/r1A556ajGmTVsMgI3WjpJQwv/C\nCy+gW7duGDJkCBbzXfwcqVSq1QUkwgu/H3v2qC3+TZvYDeWVYkGWiI2E/4svnL/xPn4VYSz+bIVz\n6u4vnTeCbA8uI+EX/bkffRTtfoJa/EceCUyYwIQ/bBt5Wfw7d4azCg89VJ1lVtfiB1jUS3Oz0/Ld\nuze+64G/73jh37EjOxb/4MH+15hf565sABfPeeeV47zzynHzzUC3bsDWrTf7V0yTUK6eN954A/Pm\nzcMRRxyBCRMm4NVXX8WkSZNQXFyMLfvMv9raWnTr1i3tCnoJv87gBl7UCRL+e+91Zty0LH+R9rpw\n+Mghfr/iW8QllzgjI+IiKovfa3vdmy6uh56sgwwA3ntPv4yoffx79zp97emKoWyfe/bo+fNF/vMf\n4Omn5b8FrWdDg7Nue/ZkRvh1B3rJ2k0ncV+6xxCFxR91nURCCf9tt92GDRs2YN26dZg9ezZOO+00\nPProoxg9ejSqq6sBANXV1RhLoxACUloKnH46+757t1v46UTrdOh5uXoAlm0wSFSP2LlL/59xBnDc\nce71ZcL/0ENAmt0fWmSiczfqKeGCIkt7CzDfb5QEiXqprZWHEka5X3GEpy7776+uj1d5MuERhT9O\ni5936Z11lnP6Slm9hwwBTjzRvVynkz2qYwiTqydTRDLshVw6U6dOxfjx4zFr1iz07NkTT9GEuQHh\nL6bdu9VZ+/iGVd0gfsLPN77MH0+vlV27st8+/NBZPt9f8O9/u+uYCz7+dH7PtvAXFjLLV6xjtiOZ\neHdEWOH3cvU0NUXf9kGv0cbG7Fj8qRQzDglZO6xY4V72+ed6/SBRtaturh4dEmHx85xyyimYN28e\nAODggw/GwoULsWbNGixYsADf8pvdQQEfXSNz9QDAqFF2GJuOq4e/QPmLiL94ZVE93/0u+/zPf9iE\nLOef7yzfL2bby8e/dSvwzDPe22eDIUP01436ggxanmrQkEr4ly8PV+egb086idNGjADWr9fb99Ch\nzmVxCL8XuhZ/HBQVAVdf7VzG71e3Hbp21Tv3UV3TYUbuZopEjtwVLX7ZjTNvnrNh/Sx+VfiV6JcX\n3TLr1rFP1c2ruti9fPzEzJnyKeeiIqyrp08feTkygopP1A8KOme6x/jmm/HXSURl8XfubOelUUHH\nJYpIHMIftLzGRud9FZfFf+WV7lH2/P2YbeNDhAaNepVvWbZ26Fy7ibP440C8mPyGoQe1+HlkFj8v\n0rJJHXh0LX6Z8MctOFG5erzIdueuagCPan9ffx1uP0Efovx6qutXdxRzfb17asSmpuhHKweJ6gFs\ni/+004Bhw7xH0aaDzDLm2zTbLi+Rk05inyofPmnBnj36Aw/bhfDzr+86wu9XFv8pxpzzDxmZP54u\nOrHh6X+V8Pv5+FOp+F/VoxLbJIdzqix+y5LXO2x9g7Ylf12prl+d829ZLGxZfDMI27nrRdC2mT/f\nvlc7dw5Xhh+TJ7OwWJEkC79f5y0J/+2363XwvvMO83BESSKT2YpiHDbxFL+cypw1y/k7f5JlPn5x\nxiGRsD5+v/ECURDW1ePVUdrU5LRS4r7pKFZcdQ0EdfWkayWHeZiqXD26Fn9zs7uMTHfuyn775hvb\nVUqhpVFf06q0EkkWfkI1uDBo+bJowXRJnMW/caMzhTIQ3NWTSgH//Cf7Loqf7Mb18serOmDWrGHJ\npPyE3ytXT1KEX1fMtm1Th9amw8MPq+s6caL37FFi5y5ZRqpO37CpHdJ5eIYJn+RpaXG7BJ59Nnr3\nWdBz2bUr8P3vA6+8Eiz7ZRSceab9PeqU3FEdg1fnrezc8VGBcZM44aeBwHzj64TDiQ1JA6T8xE9m\n8euc+A8+YOkkkuzjJ6IawEXWHd95FcUxTJ4MfPWV/Lfly70jX0SL/4or7OUy4s7iydeLCOvjp3Ka\nm+VlRD1Wwas+Yoc/4ExGF5fFr6K4GLj+evZdTF2RLlEdg5+rBwBOPtn+ftll7DPNpMZaJE74g2Te\n9ILEQOw5l4kv/1vQ9Aonn+z8XxyGzSdpE8mUxR/Vb3Rs/IUZVeeuqi/FL9yRHqzbtwMrV9pipPLx\n0/UV1LoKYkCIROHqkd0DYSd099ufjP32Ay64wLmMd4PGNUueF7TPJAr/ySezLKuq8i2LJeLr2dNe\nTp4O2XSZUZM44ZdNNRYmqieVYv7Bo49m/6tuklTKHpTlN3J3wQL/k0JTDJI4esXxxx0RoxKrjz5i\n+x4xQq980eLn2zJdVw+V5ffmRHmVZHXLy2Nhmsce6y+GJPyDBgWrZ1B0LH7dzl1VH0fUIz+DCh4v\n/NSumezsj0v4o3BfLlniHGTGw6ds4M+r6q03DhIr/DxBUjMQvKDzv4vrbdkC3HEH+y6LwCkutmO/\n+/f3v8j2ZaxoJYirZ9Mm4F//8i4/CKpj3rSJff7f/wUrh4Rf7KROB+oAk+Ww51ENdAs6gCtdH7/u\nQ1gnqieIxS+7B6IeMOUneOKx07wW/LaZFH7aV5icRTrlxkUqxc7dxo3O85oJFw+RuKieMDemyuLn\nO1dUNyw/248sqqehwfZv5uf7W5Q7dzrrJAo/Ld+61V2n736XjRCWHUsYVMdMYqu6YfxcPVFa/FQX\n2axq/Cjpbt2YT5vCBgnePUf/858i2fDxh3X1ECpXDz/4MF3OPBPo0cN7Ha+HHrVrJie9V7kH0yUT\nwv/88+x7hw52ux55ZHyjn0USJ/xRWQ7ivJUqQeAzFZKI8Nb5nj3OSa1VLgcRr0ghAPjd79zb6Jat\ni+qYqV1kKau9ypFZ/GGF/7PP2I1LdZG9ffCpngoKmJvtgQfcdePrQFaT6pj4dW+5RW/iEr68oG63\nk08GRo/2r4vXflXCH+WQf4qCCwsJv2z2rLiISySz4a4C2FzDjz+emf0mVviDInOjiAnYeH70I/dk\nFGJUD3UOk2Wcl6ffodbczDom+XhrvzEBUVqjn33m7ltoagJefNFep7GRhaXqIssfHrSfgtp22DA2\nIpWfxo//XYT2c+ml7nJldVCdJ77uv/41c63RNIdRQvtZskS9ju6brMrHH6XFH5QRI5zHRufgoIMy\nV4e4jj8TFj/BvyHFMShPReJ8/GInkc5JkK1DokuIFpsqSoIa/tFHWSI4wD9tg4yWFuCII9hsRWTx\nb98uX5es3ShPeq9e7tDG5cuBMWOc7VJT495WNYBL1rkb9iZR+fYpsoHPbgmo20aVsmHVKncZgPvY\nxDEjKtIdBCcjXYs/m8Iv3gv0f6ZcaUDbEH7eDUgRgJkgccIvNvqBB+ptJ95od9zhvKlnz3ZOXybz\nu/IW/1NPsdffrl3t34MIM4kjRdCkUuoOzGefDV6+DqKokX/8pZfsZfn5+qKWjsUvorrAaR9XXulc\n7mXBy27UWbOARYvcy8VyFi0CPvnEvd7jjwOPPAKccIJ7fzLEOui0aZDOXVl7ZVr46Zg+/9xZnwUL\n7Osgk8IfV3bLTAo//0DPpMWfeFcPpV72ghrywQedPkbewv7d71hZJPheFn8qBXTqxISTH7gS5KSQ\nWyc/3y5TJV7btsVzsYnTEtJNef/99jo6N2oc4Zyq/VKdN292Lpfla6G66dThV78Cxo6VC7LszeDC\nC937CUIUwk8kRfgJmpuC4MepZNI/nqs+fpWRkEmLP7HCT42jI/wA81VPmeL0MYqZGPPzveON+age\nCtscONC5vRd9+gBr17r3ScekEv6HH/YuNyyi8Mtyh+hktowjnNOvLcW2omgpEZXFL/Kb37DQXRrX\nweM1Ybtsf15QJ35Urp7t24GXXwZOOcX9m/hwyiT8+QuSKylK2oKrhw/6MD5+Dl3hlyETfrrJSUj4\nBwUf1UNvBPzvfidFNtUbb/EHERiesDcVv79Zs4A//MG9TkGBunwxQkMWzql7k4j78Av70+1E17X4\nAdZJLytXPC//+Id8Pzp8+9v66/vVO5VibqhNm1j434wZzt8zLfwqF18m3Ts8F1zgnhgpCjL51sJj\nfPwcQVw9gPPGFn23+flMvPr2BY46ii3jR8vxPn46AfzoO7+TohKzdIWf54sv9Eds8uGaV10lf7OQ\nHRPd4FVVbNBaHOGcXm154YXAq6/qlSMTftWNK5uiEXC3pxh++dxz+sIf5CEdRGAOPTR7AiuD7h8g\nexb/2LGs7y5qMmXx08BRol1b/OIAqqAWv5coFhSw3ydOVLt6xE4qPpeG30mRCf9++9k+UBLioEPM\n+bp26wbceqvedryrR+UP9btp+QFTcQzgkhEkllkW1fP//p983bvvlo8ApnxA48fLO4T/9Cf7e5QP\ngCBt96tfZV/4+WOSjdptKxx5ZLzl0/0s9jO2a4ufGoPEZcwY/214YfQSfrL4Cwrk1rfM4ufjzP1O\niirdBC2nfYqx60HZuFFvPV74Va4Tr5uW/OdxWPyyEcphkFn8qjo1NsoHir37Lvt8+mk2m5TIypXu\nCXy86sN/qujTBzj9dO91+Ou6qChZAsuLVpDIsFwg5FTh2tB5pUAT4+MHO/ATTrBDH3/4w2Dbe/X0\nb9rEZr0pLJQLIe/jpxMgivTrr3vXXYQGcKVSwI03smWdOnkfg6xegDPzpA46LiHZA5AXL158ogjn\nDPoaPWaMe75VHlnnrlgnvzxAfnz1lT3Zt184Jx+h4cWaNewNQ5eiouxb/Dxi525bIu60E1R+YaHb\nTd1uLX6ANYYsxC5dnnySfRYUyG9MPqpHZvED3g8WP+GnEE9VulYemUX8yit2PXXQsT6bmrx/5y3+\nKDt3dfn9772jN2QWvzhGo6Ii3L55/EZd8/WJCr5tyWWYFPi6JKleUZBJ4edp1xY/3Tiq8D0ZuuLD\nx/CrhN/P4vfqoJXVg5+Bi3jsMf+69uzJrN2333ZnIRTr/uabzsFpYn38hF8FiWocrh5d/DrFRYv/\nl7+0J7smli1Lvx5B37aidn2IFn82Ik9U5z1bnbtxEbfwk+CLBkq7tvjpRo7D4qebxc/iT6Xsk8+P\n3AVYUq9p0+Tle1n8PB076tV33jxnJA6JtGgBn3QScM017u3peL0mM+FHPx58MPv0c/VE3bn7ox+p\nf/MTFdHiP+00tyhGMcIzaE6iqIUwLy/77hWdxHdtgUwJv7H4BcQEa1FBVltBAcuzL8JHiBQWApMm\nuYU/lVL7nP1cPV7rqdi7177hyN0gczs0NDCBO+88u360z6uuUpfPu3r239+e/g1wW/xRpmzg8Zpo\nhy//kEPcv7e0OOtTUuKcGlLGqacCxxwTrI5xu7R09pmE2HkZba1zN9OuHsti12x9fTu3+IFgMe+6\nNyUJf2GhfPALb/E3NwPdu+vXQawHxf/LXD1BXtP5PgWqv6yzsrGRZd585hl7vmEVp57KPouKWF8C\npbaQ3bx+Fn8ULgevi51vu+9/HzjsMOfvdNMALKd8v37+Izoty5mvSIegU3LGIYTZtvhPPpmNJxAx\nFn8weIufrm1KN95uLX5yL0Qx2EmEyiwoYPsQ/fd8VI/Xa5fOKy+Jo8ziDwIv8mTpy1wXMpeSHwMG\nAHfeyQZqAe7wTfH/KNMy8/gJP1FQANTWusulScdpH345XFRpjr3Q7SfQjerRQWyrbAv/NdfI54xI\n0ttHFGTDx//Tn7LPdEO9dWkTwq8rqtQBSidWtAxFi191QatCOr2EPyyNjfbx0UOgd2/3ek1N7hm1\nZO3yu9+xVNGWBZxxBltWXy/fRuXqScfHL3toBhF+WXn0xkLnNw7h5/en83vcFn+SxLatde7G3baq\nqB4g+mkkVYSSpA0bNuDUU0/FgAEDMHDgQNx9990AgPr6elRUVKCsrAyVlZXYFnISybgsfoJPmsaP\nouV9/GE6WmSpI8IIPz8cnk/4RRa/bJajpiZ3lIBsvzfcYGccpQtQHEjC79svjj8Trh5CJfwVFWz+\nAYqWGjLEe3/pCL8fcQpgti1+FW3Nxx+31S127maj7UJdPoWFhbjzzjuxatUqvPXWW/jTn/6EDz/8\nEDNmzEBFRQXWrFmDkSNHYoaYVUqDMD7+sOTnA2Vl9v+ixa+6uW69FXjhBfdy3gUjCn+QzmpZxzNg\nW/wyN0Iq5RZ+P3EjISUrQ3TtULlerp6gwi9b3+vVmneTqYS/b1+Wl4nO5cUXu/Po86gmNgHcg+vE\nh1+MKicAABYhSURBVIjfAC6/9YJAZd55J/s0Fn9m0I26C4vMx59pQgl/SUkJjtkXFnHAAQegX79+\n2LRpE+bNm4eqfQ7jqqoqzJkzJ3DZUbl6fvIT/+3++197UBTtm8+drxL+gw6SW5W8i4HqT+XoCv9T\nT6mnr9uzh4l7SwuL3eePe+FCdzv4+SrpAqT1RAvfK5yT2i0Ky1MmYvw8x17r8YPueGQRQPw2eXnO\nfDNEly7O/1esAJ54Ql2WCJ3nKISQyqDO67CRYXGTpLpEQdzCL75pZ4O0T9n69euxcuVKDB8+HHV1\ndSjeZ64WFxejrq4uVJlhXT18fP099/gnQzv8cBa7TpN68yLi5+rhf6P98B2xvFVOOYJ4VHPdWpbT\nGuXFd/duZpE2N7M5dUXEPov331fXH5DHE+v4+C2LDSwDgnfuypAJ+iWXuMtXWfwy4ZctGzSIfdK5\nka0jTgCjqp8KGngYhfDTPSAbnJcksU3S20cUZNrVAwAjR7Jso5kirf7rHTt2YNy4cZg5cyYOFOZI\nTKVSSCneY6ZxCl1eXo7y8vLW/8NERYhJj4idO+3fOne2oz/4jJsAi30/5BC2T4r48RN+/mJfuZL5\n5flQN7EDVLT4+Zm9RESB43P1dOrEypZZC/Pnq8uUQZYN72uURfUQ/Axc1N8Ql8VP5fLly9wzKuGX\nhXTS8dKbmWy7mTPdg+H48+En6HSeo4jqoQcttTVf3ySJbVtz9fToEW/5MuF/5RV3VtrFixdj8eLF\nsdQhtPA3NjZi3LhxmDRpEsbue1QVFxdjy5YtKCkpQW1tLbp16ybddppq6CvSC+eU9Yj37898wHff\nzWLre/cGhg6Vb68b1QM4BYl8ywMGsKRy99/vFn5ZCOZnnwE/+xnLCklYltpFs3s3e7tobpYf6+23\nq+srg95UVK4eQO3jj1v4S0qAX/yCPbDF/Ek8KuHv04fNBSvbD7l4+JTTxJFHsuyMfFwCv98dO1jS\nNpU77oAD2ARAUXQe00OE7oWkCn+S6pIumXiAia4eOs/i+BzRKL5Z5psMSajb1rIsTJkyBf3798e1\n117bunz06NGorq4GAFRXV7c+EIIS1sd//PHu31atYpOZ02AsfmIVkSBRPbLf+IuGr7/Kx3/EEczd\nJMLfSHyZfha/H+KMZKLwi3iFc3pZzUGR7b+oCPjtb53lB3H13HWXexm16znnsE/ZAL0OHdw3P38+\npkyxU1vIoBffKNwF1N66U2Zmi7Zm8ceN2LlLRkYUb4m6hLp8li5disceewyLFi3CkCFDMGTIENTU\n1GDq1Kl4+eWXUVZWhldffRVTp04NXDZdQN/6lvcNxkMieNBB9tR3KlQPFOrQ1YnqAYLNGevVuUuW\nOz8y1MviJ+EPI7iihUvCr+vq4S1+Wp5OyCt1kMsm29GN/pFl5+TXnTzZXiaes7PPdm8nm6UrSFvT\nsUQRj+0l/NnsGBRJ0kMoFxBdPWSQRZFTSpdQrp6TTz4ZLYrH08KFC9OqEInKv/8dLuumHzrZKP2i\negD/i10l/OLgL3pL6dWLTdQuCj8vsrt22Z27UVgHJPwffeTeF/2vsvhpGbXDqlXMraY6ZzKLcOlS\n4IMPmIvs8sv963vVVcBNNzmXeT0ELQtYvhx46CH2/2WXOd/48vJY386XX9rLwgo/rUNtGYXw0zVD\nn2Ka5qTQllw9mUAcwEVu0yjSh+uSyGd1KsVew2VuEBkk/LLXdBEvF1LYqB6CH2yl8vGPGOHcZtw4\n9kn7PeQQdefu11+z35ubgT//2fmbCJ9sTfcYxLLEhx+9cchSNgwcyEJMg+yzY0dg+HD5A1smtuKb\nAZ1vL2Hmyz73XHdKbOoEJvHq0ME9daOs/A8/VBsRp53GAgbSRbT4+XrEHXKoQ2Ul+zSunmCIgQu7\nd7M5OmQj8mOrQ+Z2pUeYC4isKx2L30/4yeL3G3FLQqGaPk+nc5f4n/9huff//W/21Fe5er7+mrm/\ndu8G/vEPtkx3QJFsHlvZ8YmuHv6m3rmTiS8vtrLRyl7IrMOwFmNhob/w8wOyZMcrRv/07u0eSyEr\nv39/FjIscvfdLELjD3/wrrsO9EYmu2aTIPw1NezTuHqCc9ll9rW5e3fmz2fM6YiC43cjy+AHIumG\n24nwPv68PP2oHhLgCy5gsbiyOV39BnC99przf1Xn7o4dzE/PR5yoOvpl6RdEZG8WKlfPjh3Ae+8x\nYVTl6ikqAl5+mbWBql5eoZsqLr+cuZJk9U9X+AsKWEe1mN6ZR1X+hg3uZbLslWE59VQm/iNHOuvx\nwAPA0UdHt5+wUH0sC5g40Q6XNvhz//3sM5ViLlxVlFhcJE74gWjSAKjwm80pL88Wah1XD316zaoV\nNGWDKMh0fI2NTFz5Y7jlFvf2r72mN8vX8OHsFXP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57LPPrMGDB1uDBw+2BgwY0NpmX375\npTVy5EirT58+VkVFhfXVV1+1bnPrrbdavXr1so466iirpqYmW1VPDD/4wQ+sww47zCosLLRKS0ut\nBx98MFT7vfPOO9bAgQOtXr16WVdddVU2DiURiO05a9Ysa9KkSdagQYOso48+2hozZoy1ZcuW1vVN\ne6pZsmSJlUqlrMGDB1vHHHOMdcwxx1jz58/PyPUZaa4eg8FgMCSfxM25azAYDIZ4McJvMBgM7Qwj\n/AaDwdDOMMJvMBgM7Qwj/AaDwdDOMMJvMBgM7Yz/D6A7/M9InnQ2AAAAAElFTkSuQmCC\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# compute deltas between two frames\n", "deltas = []; nbuf = 3\n", "buffer = deque()\n", "for image in islice(frames(\"videos/quantum.mp4\"),0,2000):\n", " buffer.append(image)\n", " while len(buffer)>nbuf: buffer.popleft()\n", " deltas.append(mean(abs(buffer[-1]-buffer[0])))\n", "deltas = array(deltas); plot(deltas)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "compensating for motion:\n", "\n", "Motion causes steady deltas in a video, while cuts are very short bursts. To remove motion, we remove a smoothed version of the signal. This is similar to unsharp-mask in image processing.\n", "\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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BrOBzKqBEQWc2La8sALWBUKfP98UX+r/btQA++oj5ns1g9hnsKju1TkBLC4vtFK/wMlMG\nO1QrSzfcBnpl76dw/NnP9ONxBaUAFi4EiouN0wlbh0kNR+JLkiRMnjwZ+fn5uOuuu9qOjxgxAmVl\nZQCAsrKyNsVglyBcQGZfnlcWgBd+VrtC1cgC6NcvPPPv1VxAr70GFBb6c39expEI8OKL7qbtRahp\nq/ipAN5+W38mTVAK4E9/Mh+eJuw4UgDvvfceXn75Zaxbtw79+/dH//79UVFRgenTp2P16tXIy8vD\n2rVrMX36dEeZTMZBYLU8eO13djIG4MeMBbscOBDMfd9+m32efz4wbpz9dKyMAbiBXj0za+n5gdcK\nIBJRH3g3mia6Ywcbm7BqAcTdnsAXX3wxWjWk7hoXVaRfLiA7JOKewFr3DbsCSElR7wQEFUrh66/Z\n5+bN7uxdwN2N4jM2NACnny4fc6OO6LU3LwZd7eLVexWtyL17gcxMa/ft1Yu565zOUPKjvcfFLPYg\nYuAEPQbgBU7LUa9M3J6y5uY7N+u22LsXuPJK9+4r9hStdhSOHGFlYKTQ/v1vbwSFOBNIktiUy6Bo\navLX5WJUnmYWirW0sHyHnbgQX36bRlYalJ/hoL3GyZaQZufte9WrqanRdgGa7SmuXAlUVLiXJxGr\nCuDf/2afra2x5S/2UO10QGprga++0j8nPR147z35vlOmBLfIbvZsc4OubiHWUbXyNVOfWluBPXvc\ny5NXkAIQsCOcjBqgmOaLLwJjxli/R1gI26wGMT/l5drnmVUAbgfeEvNnVQFwYatmleoJKDPv6Mwz\ngZ/+VPt33t64C4unGdT0SL/DYYvpqsker1xPynv50d5CMK9AG6sF4FaBWZkGaoWlS4EVK9xP1wiz\ng9tOLIAwWzpeNFirz2t2VzuO2pRktfK364K0Eu+G3zcZw1KrveewrBNwg1BbAH/8I/t0Sxgb+eS8\nEPpiBeKN9bvvjK9zMy9uKka/cFOhhEFwHThg7ZnUBnXNWABmOfFE7d+0eqJBl6NyMDYoCyCRCLUC\nmDCBfZqd3mn0sk4+WX+TZjuDwEb3VKtMbswIsYJTC8DM71ZnalkpN6eYXVNh5hn8WhUt1nnlPcVP\nuwpAfNbWVuDJJ9V/E+/ntwJQlrGZUOJu3zdIBZDUs4DsCGO988S5vU7ScQK/t3JFp9c4FVrx7gJy\nEl5aiZUydFKP1MrcrTEAIFrB7N8P3HGHcR64Re43Rq5JL4lE2E5zY8dGH0sUQqsARF+5Gyt8+QCf\n3suzU6GsVAZ+rpkFPV7sJOZWqAwAuPde4OBBZ+n5hVpcJadolaXRexsyxFz6XruA9DpYymfgebnn\nHmv32LsXeOEFy1kLHKUF8OyzbPwuEQmtAhDNdjc0Pa/EfocLFhtTUNPovBgEfuwx4MMP5f/d7hXZ\nTU/tOjfDajiti2vXRv+vtUeyVQvArGuN09oKvPEGcP/9xgrA7jM//TQwcaK9a4NEWeZedCAAtr/D\nvn3m8uEVoVUASh+lU8yslPTCvyumxWde+D2d0ulzcffAxx9HHxddWUGs1lZLy69wGWaew8w5nTsD\nH3wQe1ysr1pjAOJ3q50LSQLmzQMefth4kZXVd7ZtG9vN6pRTrF1nFT/akbgOw23y84Ebb5T/D8K1\nFFoFIOLGC+BpmFUmXrx0Pg7htxXi1AL45z/Z5y9/GX08aAVgFrcG9L3iggtij5l1ASkVgJXxMr56\n+4YbtM+xkianoID5zL0OD+KkLonWq166RvfIzAReftl+PsxaFw88AFxyif37aBEXCmDbNuNzWlqA\nXbu0fzejANTmXh87pj+IKAqNXbti049EgH/9i60K5ArAzymemzYB9fXO7qtVZnYUgFdYdYE4vY/X\nikytLqrdm78bIwvggguidwoTFYASZRma3YskEgHWrWPftVxbVvCyrPv3N7dS18gCaGxk7dsMra3M\nC3DwIPDgg+yY2fr65z8D//iHuXOtEFoFIBbMzJnGc+f5snUt9FxAvCKo/fbAA+Y32ejenb0oJQMG\nAOPHA336ROeFs2mTdjjlhx5iYQ7UpuC1tmoHQOMMHAj8sDun4zEA8b5A9ABkWMYAvMZtF5AWehbA\nT34Se4yv2tXigw+ARYvk/48eja2ramMBkgQMH24+3++/L6cfJt5/PzZcydGjLFT4nDnRa4SUCtbo\nPeqtqQDkoHAFBcCkScDGjcDcueyY3nsT78sjn7rdLkKrAJQYuU2MTCk9C+CMM6L9sJIkD87s3Kmf\n7jffsGiPnG+/ja78PJ1335UDaikr1Jtvaiuw6dOBc85hW/Ep4b0+o9k4XHk6nQbK4ZUxCHeOiNEY\nwObN2qGgq6vlRqh2rd+sXx8dn0fPDbFpU+xvZsJNi6Gc1QSP0opqaWFjBFbggtQPBWA0nieOWV10\nUWyeWluBWbOAX/+arRECWJ0Rw4qYcdfyrRu14BFUq6rYVNqHHpJ/E1dk69U/r0Jfh1YBKAtDNHHV\nrAG1Y5EI8Ne/skLmlUFZaXijaGyUf3vjDbmRGcWH2bSJxXvnTJ7MNkjRg1eqrVvZizUzlY8HBxPh\n+X3lFf1rnTZGLQUgvhP+vlat0l8q77WrRkz3/POB559XP++VV2Qz3ApuWAC/+AXrKIjld+GFwNSp\n7PvChbK/18gfzY+9+y6re/z/I0f0V76rCTZ+jJfhNdewDogRkiTXMX5/M3XutdeM667RfbXYuRM4\n91z9fLS2skF4kZIS4KWXou9hNEvK6lTc1avl70FbSnGjALhQ2bpV3XepFWyruhqYPx+46ir2v2ha\n79sH9O7N/hd9lv/5j/xd7N2bza/Rvqm8QhUWsk3flc86dWps+F1lD+DRR2Wr4dZb2Wd9vboiNDv2\nYNYFxPOiJkSuuCJ2qqNZPvyQrS8w4o03WJmZUSLKPB4+zI6pXat2bMgQNl3PDqtWqfe0n32WCR7l\nO+VjTXwjGUB9DIDz1VfRAmTxYvn7ddexXq1WGanFArJr0c2bF+teMRMvZ+JE5hrlHDrErGG38gWo\ntwdx3ESpALTO1YOXcVOT9T2T9Vzb4nN7tRlQaBWAEj4Yy8MoRCLRlVhLC7drF92L5y/0T38CTj1V\nPn7kiHpDs7vhi16wLaVvT9lIxYbMUVaU++6Te4yc008H7r479lpl70zJ11/rNzJlI9CzAIBYYXDW\nWcBnn2mnz1m0iK0vAJjrZu/e6N8//JCVA5/BoZbno0ej76XMe8eO7D7K+hKJAFu2xKa3dm20QjOy\nAJTvcvdu9fOAaJ88IL9jtTAQWvfUCjJntHOXWs/z2mv1r9G6Xm2ShtmQySILF0aPbziBl5VaO+T1\n9uhRNm6nh5kxAP7O77lHHuczi9k1Kl5tPBVaBaBmARQVsR4mp7oa+MMfmHtEK7xtu3bRvZE1a5im\nVsbj0eopiZp38WLzvcEOHbR/a21ly+95/vi9H3uMCXa1WUdffRU7y0lt5kddHXtecW63kQXQtSub\nyubEAhDL77jjmEtt/Xr2/xdfaJfbL3/JetllZcyNIdK7d7Rvu39/ZjGp9crEPPboIX9fty5WSNbV\nRef32WfZp5nGaNWK+tWvtM9VKnB+fysKQFkHbr5Z/TiHj5WpCcbly9mnGcvq7LNlq1ntffCZZ3oo\ne7VmIpQ++qj83UynpakJePzx6N94ezj3XOCZZ/TvN2qUPA0aYFa38nl37WLlqucK0lIMw4bp3x9g\nk1SSXgEcPRrb05gzh42qKwWj2HPcsSNaAdx5J/DII7Hp8xkPSsRKOnkycNllTFg54ehReZFMSoqc\nl3vvja7gIu+9x1wfImr5PXaM+RjFDTT487/2mizslPzmN9G+Sb37aLmA+P/t27N9Dy68UP5Ny9T+\n619ZD/umm4CPPor+7cABYMkS9t65cGhutuYSqKiIdqkArDx4Y/30U+aTB+RjPGAgHwzU870XFMhT\nH9WwspPVxx8Df/lLdLl++aV8L7XevpaLQsvy4AuP9IStGQVQVwcsW8byprTuTj6ZlbHRe1IqAOWY\nhdr1990ndwrE3zdsiHbd8nJZuzY6hEUkor/6VklDQ/REkIsvjp0++swzTK6cdJJ2OlquodNP176G\nP98ZZ5ALCMeOxVZ2Pj9ZOUCalSUPxD77LKusIkeOqPsa1VwlSs3b2MiElZPBG3HG0fTpsbNRzKLW\nUxSFG3dd8Aa9aBETdk1NwNChTKDw3774gk15VcPsIDAvk9ZWefYNzyMvR2VaZuLkFxTIFtV//7ds\nPdmlpUV+bj4GxI8DbMMUABg5kn3+z/8A06ax78r9HLZti44T42Rwu6mJuWHEMurVS+748PyI6G2E\no8Zf/sI+3Rh8rKtj0yvF+elVVczNZgZl21KuU+CCWllnliyJ/v+bb4DBg5mg/MlPot02ata0Vv2p\nqDC35ohTUyN/f/55eSaRFcwuCjXjQrVDaBWAmgtIadZyM1Mt3ojYm1RW9uefZwN0Ip9+qj6VTkvz\nmt0CUQ0+L59jNIdbC7FhcEGwerW8MIUHHlP2Bq++GnjrLWYdiWgJL2UDVHNVRCLy+xk7VhbY/JiV\nDUiMWLCAfVoVYtu3s89nnlFf3KQ1cPnll0w47dol+8nFMnE7vLeVleLKcQSz6A3SKjtMWkyfHrsI\nauVKuSfP69ORI8Bdd0Wft2GD3Ek4ciS6V/7zn8cKeT14z7u5mXXs2rVj9RtQVwBaU8aN9oN+553o\n/885J/p/s4pPRKxHvLy2bHG3vegR1wrALLzXo0dpqfxdbfTdaa/TTXheREFxzTXy91//Wv96vlhH\nnE8OaJvs/D58O0veqFpagOeeY9/fekt2UX3+uawgvVAAZlAbg+nbl302NalbgOJ6CqXAAqIHDEXr\nqbyc9Qb1wgtYwe9QIUpee838uXfeGXuMjw1w//qOHWwmnsjgwXKdGD8+ekLG88/H1k019FxMfMzp\nN7+J/e2224zTVuPSS/V/tyOftm+PtnwA4LzzmCvYj3U2oVUAStzcrNvKlm7cTBXn+geNmvCyg9qM\nITXEilhTwwQ8wNxrt9wi/yYOqPFy42XN3UZHj0ZbC15hR+GIYyBKgaVEOWPonHPYILUbWN0+Mqzw\nMuJjci+9BAwaFCvc1fzjRh0u5XiYEr2FoV98oX+tXexEDV21SnYvijz4YPTgs2dIHrFy5UqpZ8+e\nUm5urlRaWhrzu9Gt//Y3PgPa/7/f/17+3qcP+4xEgsuP8m/CBPaZk+P9vSRJfvbrrrN+fVMT+1y6\nNPr4uee6m89HHw3+vYT1b8GC4POg99epU+yxoUPl77fd5u797rwz+GdW+5s6VZIuv9zMuXBNTnti\nAbS0tOD2229HRUUFqqqq8Morr+ATi6tpwrIVG8+HeCxo+EpFN3e60oM/u50yWLmSfSrnpZvZF5lw\nB7XdvsKEWuA4cfYUD6XgFnYX9nnNhg32F1HaxZPJRRs3bkRubi5ycnIAAGPHjkV5eTl6i1MuwOJi\n8GmQyk+10AdBEPRSbT204ty4CR9MA9QD3RnBB9ZnzIg+7veYABG/aE1PtotyAkhYMBOd1G08UQB1\ndXU444wz2v7Pzs7Ghg0bYs4rLZ0JgPUsTz21CKeeWgRJYrMCeM8xaKyMF/iNH4OFQ4d6k67eClk7\nmAkhQRBhRrtDV/nDn/t4ogAiJv03H388UycNlzJjA3FQxu3ByuOPd75FYefOwO23s8VhyqlpbpOb\n690cZCI5yM+3HiMnGdGO6lv0wx9nlmv39GQMICsrC7V8OSWA2tpaZGdne3Erz+EWgHLOr13cUGxd\nurCl5V4Lf8C9mS2Ev4jhMILGaFpyImB2z5Cw4YkCGDBgAHbu3Indu3ejubkZS5cuxYgRI7y4lefw\nMQAxhrcT3HDbdOmiH2vITXJzo/8/7zznaV5+ufM0vGbSpODu/eMfO0/DzqIkr/CrrgYBF/wZGfrn\nnXuuufT89nx4ogBSU1Px5JNP4oorrkB+fj6uv/76mAHgeKGlhcUsFxeqGCFu9KyWHuemm+zl6Zxz\n/GvgymiJt93GFn9lZmpf06MHW2x2yinA/ffH/q62eEiLsWPNn+smVpf1812fnMDr2O23O09LrB9G\nO1Z5jdGGKVYxaouDBrl3L3Ff45/9LPZ33q81ig9mdkMXv2cBebYQ7Morr8SOHTvw2Wef4QGtIDMW\nCMoVcey60cGeAAAcn0lEQVQYWw1sZY9TpXAWowSKCsDuMv70dPMbbis3crdzL5EuXVjEST2hsmED\nCwT31Vdyz0es2F26mL8/X+a/eDHQrRv73quX+rl6gbWsoiZk1MJ0c6ZM0Vf8ZuD1obDQWTpA9J4Z\nbigUq4gbpR93nPHmO6NGsZhLAPC//6t/7u9+x6IAa2FX4SmtXQA47TT5uzKECwDk5bHPrCz2qWW9\n6ckPMWii357y0K4EVvYafphRqtrTUguS5Rbff89MWCtCSxnkSjSBRReQ1Z2EOB07qlsAfHMNcQWh\n3tz9gQPZ5xNPaIfFVfo2+X3VZkc99RT7FHvPV1/N3Gc8+img3UDFzUE4vIyGDpUjimp5E41mbPH3\nwBstwASPGmLYcYAFGdOzeqZOdR4llr8rMX92ETsI06aZ6xW7GXFSrPPHHQfMnq2/dekzz8gCdtQo\nbUF4wQVs9bma9bx4MXsHYvRPIHpbS71Ogijs1UhLiy6jvDw2wA0Yu4K0Oi1AdKewfXsWdfi++/Tz\n4hahVQDKXb8WLwZGj1b3pfFNRDh6/npxNqqZKJxHjjDBc8klTIt//3103CA19BSAHZTKsGNHVvG0\nYowPHsw+lTFGRJqa5Pj7ra0sSmhaWux5yvfAY/yoNWa1nmuXLiwmvpiOljJVex6uAMSw2VqKk4/X\n9O8PvPpq7O/cEBV7emqeyTlzWBqi9bNyZex7bG1lIZzF6K5OcHOxoRh+22z9e+wx9Tqgh5agFjs6\nvP526sSeUVzAWFHBwj506ya/1/bttffivvBC7fc/cSKzwn7yE6YoOOL5AwZoPwsPqKjlrU5Li56+\n3NIit3X+jFpBIqdM0b6v2Jbat2exkJTp6HU+nBBaBaAUeiedxBYiqVVQ5bHcXNliOPNM1kB5r4BX\njO7dzbtR+Evu2JG9mPvvZ7HQtVAO5PD7GCkOgO2epUTZMzvhBPYnBiybOzdagLz9duyGI4B8jTiQ\nzHsgaj1A5TH+v9peyRddpC3ERCGkpQDUGg9vvO3aRSsDNfhzvP462xLxiSfkAHCArIS4BXLWWbLb\nQYRbmcpnUdtFrG9ffaGihVo0Uq2ys6NgxDJu315O++KLta8ZNsy6AtAKn9zSIrs2lG35hBNYZ+rt\nt5mlxS1GXr4dOlgbN5g3LzZ4n6i8ebrz5smuqYEDWWhxEZ4PrX2k27eXXT0Ae0aedmoq62DcfjuL\nZqqktVUOwqhEPF+r/LWudUpoFYDavr+A+s44SiElCotdu1gDFc/p04c1BLHB6fWShDVtbeg1FKUr\ngpudZnpiamMdyufj9776avlYUVH0OT/+MTtPKVR69Ypdhct7a2oKQPmc/H+ehpmojUC0cFduDsMV\nplqZWrEAuALg4wZ33MF66BwuVBYuZJ+8nvzxj9HpcHNeKVTsuuzUUFMabloAootQbDNaO5Q1NjLF\nZzUPSmXOXX0tLbLQUhPmHTvG+sv5+1V2BC66SP4uPgvfE/uaa2J3/RLP4+lmZsp176abopW/uJBQ\nyxWmrJ/i3htpacxyHDxYfe1QS0u0VSIiviv+7Mr34NVMqtAqAK0egNgI+SpVZY9b3GaRVwSxQnz8\nMfDCC9GFrNfj4NaEiJ4CUI7488HLxsbYc5U+QzXXhXLqJX+W005jz9DSIrt9lKg1aDHvTz4JTJjA\nvpuxAMRrU1LUy0YNsQIrGziP7KgmYLkwFu/Lw1Ir4YpXqwFz4cR7enxg7rrroscoeIN88EF5cxit\n/NlFzdpRe1czZtibGqhMn6et5aLgzybmgY+1aPnG1WZo8ZkyXAguWmS+joguIBFxEx6xHYu9byXi\nMX6eGNZFKaRFRSaWtyTJO8qpKQC1TonaWFRrq5x3pfUnKgAtueL2TCpOaBWAlgVwww3yd15ZlT3K\ndu1iXSniC+Iv7ec/B666in0Xe9PDh8vfRcEgoqcAlD1sfm8eOvnss2UXSkMDM0enTGG+UGW6hw4B\nf/97tIBXWkE8/Wuvjd1jVClUlP/fdpushKy4gPh3s0JRrwfDy15N0J14Igs/ffLJ8u8FBerpGCmA\nnj2jg4xx32taGpuxxBFnZbgxaK+GmnWmpgDEzozV9NXqqPgexN/Vdmzjx7TWfrzyivb9uYCdNMn8\nfrZaCkB8frV2rPacahaAKJiVCkDrHoA8ZqS8T0uLXD/E69UUALf4JCl2XwFSACpoFURxsfzyeA9Y\n6ctv14756MW46mqNt2NHNmAERLsBeI8d0BZcejMmlKsw+cs7+2z5f3EmzMaNbAYN75nync5yc9mz\nHXdc9L6zWg1q1ChnewVYtQCsCCcjE3boUHkHMxFJkldhGzUynjc9E57f47e/ZTtaqSHWFVEganUG\n3EJLAXC0nktt8DwtjXVElPsWiO+va9fY+4h54N+tLF7k19gJoaLlAhLfu1gG/LhauegpgJQU/Wnl\nymu1FM2ZZ6qXjbJuVlTor8xWc9clvQtIr9eQksLcKVobnLdrx6wCcS63VnpGjU7rOj0L4NRTo32t\nykpi1JPkI/7idWIlN9ujsoodF5BZeJ5VYgICYBEfjdYK5uXJ+VGWwcyZcn3Qypf4LLNmMSVghFg/\nevZU32HKLYwsAD7eopwGK/7P59vz98T3xuZoKRE1FxDHSJgLUV9MX6MGv7cyj6ICUBPsRvVWqQBa\nWvR391J2AEQ/P2fuXLa2RU0BiBMPlHlWw8yiTq/afGgVgNGc5PR0bTeR2rVTpgAvvhh73G6vS6kA\nNm/WTlfP3NRDrFxmlJIaVgb1rLqA7FRKozDQyjWDYv6XLIl21Yjk58uuLK3yVboKzaAsPy9X1V5w\nQexAoVjGfDxEfAfdu0cvnJo9m31qjQGIZaMmWMXnffppNtBqZAHwSQ7ioLmdKLrKa/hWrlp55qh1\nxkRrLSWFdR60xsmUKO+hZgGcfDKrC2plo+wkqLWTX/wCuP569l1tjIVPZPCauFUASsS49WoF3q2b\nPNgpMmhQ7LJ/MwpAeTwvTxYwkUh0Q7r6avOVT0S56bpa/oww42fm2HEBaSlhLZQKQFwxCkQ/8733\nsgFazvHH608h1et1TpwYPaBrFmUDd2OxFJ+FpCQnJ9ZCUpvQIL4DrXEYpVC0owAyM4Ef/cjY0uO/\ni4LPTiwlpYLmWyyK+RTnzOtZALNnyxvJdOjA9iVWWkNaiFNItVxAeu4xpQJRK79nnpHdUF27xraj\ne+6Rt171ktAqAKu9SzHAmJVrBw+O3X+0XTt5kZQZC+CRR5ivXjSjxYZ0xRX29vfUEmhWnm/q1Oge\n4k9/qn2uHQXQoUP0ALoRSgWgnJcuNqjf/958FFYjBWBmEE2td6lUmGbLvqpKe8aNmcBgfPxKrTMi\nvhMtV6TWcTFP4uIiPReQmAc9hS92fMyusRHhC8U4vC6I9xcH6JWKUeSEE5jfff169Y4fh8/wEXf+\nE2fmSZJ1BQBErz7WqjO8LRx/fGwe09Lkur9xo3xcGZrFKaFXAHZ6XE79ZampsmAyowDuu49Vkh/9\nSD4mVmQtQaDHr36lPUhppUwKC+VwvJdeqr6mQS9dLRfQli3yPGwrlVKpAJTvym601NRUfbeDmXTV\nFMC6ddEN0Gzd6t3b2V4SfPzKjAUAxC5M1LIAuPJ5443oGVFKC0AMRSA+s96UzpQUd9cyjBvHLCLe\nfp57js104/D3redSHTRIf7yOr0XQy7febCOteiUGPNSqM3xb1Pbt9euu+HxWQtKYwZMNYdyAV+yz\nz9ZeFq6FXQWwbh1w2WX2xgAA1qj4+WLFsLq6EtAPZ2Hn+WbPNo4HY8UCEM3pp55ii2DM4JUCSEnR\nF7hmhLGaIOGxXjhWlG9LCxvgU+7dbEVIqo39iC4F/j6U+dTqdPBnPO+86FlAyr2vH3lE/s3MYP/2\n7e77rdPSosdE9u2L/t2v3frsWABmXLbivthmFBDgfhTg0CsAOz0KuwqAr6Y1M+BqNPVMzLdSATiN\n+W3n+YyiMQLWXUCc4483Pxag7MEon+X225n7zcwK40cekXdvS0nRVx5mFIuREgFkv7SeUOS9yvvv\nZwN8yhXFVuq0uAJaDEnC4e+nR4/oLQW1LACr9wfUI6MqY9twBTRxonczVpQLLN3arW/aNHnvajX4\nfdTeuRkFoFVXRIWpVz95Wjt2sHESN6PehtYFxF0VdnqETiugeL0yxAJHr1ffqZP2DB43CHIaqJNB\n0H372DoOEWXjOOecWIGphbhAqV07bYHQs6f6GgMlZnq6fBGa3jvgPdPSUvW9D5QC+NJLtcMFKzsj\nO3bIs0dGjWJuEY44iGrH6tRi/nx5W1Ce9wUL1M897zwWc8cLxJW8gHsWwMMPx+57YXQfo/UOZiyA\n6dOBvXvZdzMKIC/POGKpVUJrATz8MOu12pk945YCOHBA2+TSamA7drAFXOvXu5cfrfy5jZpwVwpF\nJ4JFdDlw1J5FrzGKKHtZWo3x00+tp6cFDz9iRgFooVQAaWna9Uw5BpCXJw8QX3ONdkRYNxVAp07y\nFFS93rDXKMvVaxdQ165sLERvAoHWqnQzFkBamizQzbqA3Ca0FkCHDmw03o4F4HSqHm/cnTubW1Qk\nkpfHrpk5Uz7mdmPxUwFEItHx6d2ujGrPMniwuSlwogBISXEuEKw8m947sOqa0LuvmjuSp6/3vHou\nIJH58+Xpkhy9+uqX393Mvd1yAWkxfz5w661smrjyXtx/P3CgetmK79TM/sxmLAAvCK0C4Pg5BmDl\neqMelnIhipv4qQAA/Wl0TtF6FjPTP8UBZTP+eyPmzjXejYrjxAJQolU/ysvZOgjlGAAfR1G6RESU\n9XPAAHVf/tSpsQJKT+Do3dNr/FYAaoHn+HcxLLQaYhmamRJLCkCDoMcAtLBiYsezCwjwtgI6SVtU\nAHpjAGa58055yqwRVsKBb90a/b+yU6NVBiNGRLsf+HvnG+/ozQhR5u///k+OMWVEvCgAr60RrfbQ\n0mJur+oZM8zfixSABkFYAGZcSFZ69X64TdzAb79ucbG9BUMcty0AK+jVEaWQVPqJjTaa0UJ87zU1\n+kJIOQ00JcW8a1SvvgbpAvJqEFgLp+1MGZlXDxoD0CCsFkAkYm5mCT9X73+reKUAjAbcteLw2MXp\njAZxWqDfCkDLAnj8ceOd36wqALUwDjk5+tc5GQTWq59+lrERPLquVzhtZ1bKKigLILSzgDhhVQAA\nm4EhxiDyC68UwG9+E7tNHiBXQLfDITsVJkoL4Gc/sxfwzQ5a70BrCuuXX0aHGRcxUgB22oBXCiAo\nF9D69dGTEQDg/PPdXXmsxOlkElIALhDWQWAgOHPYKwXgN24qgHbt2ODojTc6S9MsVoWD2gAsx6iB\n2yknJ4pQLz9qK5v9wGgVuxc4bWdW5EPcuYCmTZuG3r17o7CwEKNGjcI3wi7hc+fORY8ePdCrVy+s\nWrXKUQbDbAEEpQDciEhpBa8qoNsWgJ846WHzOfUctxVAXV3sjnhW0MrP55+zENHJQlgsAC+x3WyG\nDRuG7du346OPPkJeXh7mzp0LAKiqqsLSpUtRVVWFiooKTJkyBa0Ons6OBeB0EUzYFQBZAAwxCJ3f\nCsCOcOjWjS1wVMb8N8q71XJyGipASwGccw5bfLZtm7P044VkGAOw3WyKi4uR8kPNHTRoEPbs2QMA\nKC8vx7hx45CWloacnBzk5uZioxhO0SJBLgQzwq4AC+sgsN84VQBi/BY/FUBqamzwNTP85z9y7CIR\nL8YAnKBXPyMR7dXHiUYYFMCf/xw79uEmrjgTFi9ejHE/tMa9e/disDCdJDs7G3V1darXzRSWyxYV\nFaFIJfCOHQvALwVw003uLrk3S6IoADdX7vpZJvv32wvxrYXbFoATXnnF+iY/iYqfLiAtOTd6NFBZ\nWYnKykpnmdFA9xGLi4vR0NAQc3zOnDkYPnw4AGD27Nlo3749xo8fr5lORKNLISoALcI8BlBUpB0s\nzkv8VgBhHQMQ8dMCcHumkVH5+mkBmFnglCw4bWc9e5o/V+8dKzvHs2bNsp8pBboKYPXq1boXv/DC\nC1ixYgXeEuZCZmVloVbYJXrPnj3IMlo3rYOdyp/oLpaw588MxcXRm3s4JYjgZG4RJguAkHFqAfTu\nbd6DEXeDwBUVFXjkkUdQXl6O44T16iNGjMCSJUvQ3NyMmpoa7Ny5ExcoR70s4OU8Xy38nmVjlURQ\nAKtWAZMnO0/n9dfZZyIrgKCEQzLzwAP+jnUEIecAB2MAd9xxB5qbm1H8Q4D3Cy+8EAsXLkR+fj7G\njBmD/Px8pKamYuHChZouIDMEUfnDLmDDnj8/uegi9hnPZUIWQPgwu8OdWwSl5G0rgJ06+zQ++OCD\neNDMFlQmCEIzei1M4sVFxcve7Y2o3YSXZbxaAJdfzqZW6mF2fwQifok7BeAXZAHE4nf+broJuOoq\nf+9plXhVAGZCieTmBuciIPwh7sYA/OLFF9mfn3gpYAcMAK680lkaXubv9ttjj6WkAJmZ3t3TDeJV\nARAEEIdjAH5hZVra+vXRGy3bxctB4A8+cJ6GlwpgwQLgySe9S98rwm61EYQeZAG4wKBB1ubeqvHj\nH8sbbjjlscfcSUdJ2Gcp+Um8jwEQBEBjAKHh7bfdS8url0q93VhIARDxDFkACYjbL/Wzz9gnKYBY\nSAEQ8UxQYwDUbDzEbQXAozySApBRbphOEPEIWQAJCLmA/IMsACKeIQWQgMSrAnjtNW/T9wJSAEQ8\nQy6gBMRtBeCXu6NHD2/T9wJSAEQ8QxZAAuL2S+XpkbCLhcqEiGdIASQgbr9UCgoWC0XKJBIBUgAJ\niNsv1c1dqPTwcg9StyEFQCQCNAaQgLgtnDp0oKBgSkgBEIkAWQAJCAkn76EyJhIBUgAJCAkn76Ey\nJhIBcgElIPEqnGgMgCD8hSyABISEk/ecfjowd27QuSAIZ5ACSEBIAXhPaiowfXrQuSAIZ5ACSEDC\nvJcuQRDhgcYAEpBp04D6+qBzYZ14GgMgiESALIAEJDU1/HvpEgQRPFlZQFqa//elHcEIgiAC5s03\ngeZm/+/r2AJ49NFHkZKSgv3797cdmzt3Lnr06IFevXph1apVTm9B+Ay5gAjCX7p0Abp18/++jiyA\n2tparF69GmeddVbbsaqqKixduhRVVVWoq6vD0KFDUV1djRQK10gQBBEqHEnle+65Bw8//HDUsfLy\ncowbNw5paWnIyclBbm4uNm7c6CiTBEEQhPvYtgDKy8uRnZ2Nc889N+r43r17MXjw4Lb/s7OzUVdX\np5rGzJkz274XFRWhqKjIbnYIgiASksrKSlRWVnqStq4CKC4uRkNDQ8zx2bNnY+7cuVH+fUlnImtE\nw6ksKgAiPNAYAEGEB2XneNasWa6lrasAVq9erXp827ZtqKmpQWFhIQBgz549OP/887FhwwZkZWWh\ntra27dw9e/YgKyvLtQwTBEEQ7hCR9LruJjn77LPxr3/9C127dkVVVRXGjx+PjRs3tg0Cf/bZZzFW\nQCQS0bUaiOCoqgL69KG9BwgijLgpO11ZByAK9/z8fIwZMwb5+flITU3FwoULNV1ARDih10UQyYEr\nFoCtG5MFEFq++AI46yyyAAgijLgpO0kBEKrs3w907Rp0LgiCUEIKgCAIIklxU3bS8lyCIIgkhRQA\nQRBEkkIKgCAIIkkhBUAQBJGkkAIgCIJIUkgBEARBJCmkAAiCIJIUUgAEQRBJCikAgiCIJIUUAEEQ\nRJJCCoAgCCJJIQVAEASRpJACIAiCSFJIARAEQSQppAAIgiCSFFIABEEQSQopAIIgiCSFFABBEESS\nQgqAIAgiSSEFQBAEkaQ4UgALFixA79690bdvX9x///1tx+fOnYsePXqgV69eWLVqleNMEsZUVlYG\nnYWEgsrTXag8w4ltBbBu3TosX74cW7duxbZt23DfffcBAKqqqrB06VJUVVWhoqICU6ZMQWtrq2sZ\nJtShBuYuVJ7uQuUZTmwrgKeffhoPPPAA0tLSAADdunUDAJSXl2PcuHFIS0tDTk4OcnNzsXHjRndy\nSxAEQbiGbQWwc+dOvPPOOxg8eDCKioqwadMmAMDevXuRnZ3ddl52djbq6uqc55QgCIJwlVS9H4uL\ni9HQ0BBzfPbs2Th27Bi+/vprrF+/Hh988AHGjBmDXbt2qaYTiUQsHSfsMWvWrKCzkFBQeboLlWf4\n0FUAq1ev1vzt6aefxqhRowAAAwcOREpKCr766itkZWWhtra27bw9e/YgKysr5npJkuzmmSAIgnAB\n2y6gkSNHYu3atQCA6upqNDc349RTT8WIESOwZMkSNDc3o6amBjt37sQFF1zgWoYJgiAId9C1APSY\nNGkSJk2ahIKCArRv3x4vvvgiACA/Px9jxoxBfn4+UlNTsXDhQnL1EARBhBEpAFauXCn17NlTys3N\nlUpLS4PIQtxx1llnSQUFBVK/fv2kgQMHSpIkSfv27ZOGDh0q9ejRQyouLpa+/vrrtvPnzJkj5ebm\nSj179pTefPPNoLIdGiZOnCilp6dLffv2bTtmp/w2bdok9e3bV8rNzZWmTp3q6zOECbXynDFjhpSV\nlSX169dP6tevn7RixYq236g8tfniiy+koqIiKT8/X+rTp480f/58SZL8qZ++K4Bjx45J3bt3l2pq\naqTm5mapsLBQqqqq8jsbcUdOTo60b9++qGPTpk2THnroIUmSJKm0tFS6//77JUmSpO3bt0uFhYVS\nc3OzVFNTI3Xv3l1qaWnxPc9h4p133pE2b94cJbCslF9ra6skSZI0cOBAacOGDZIkSdKVV14prVy5\n0ucnCQdq5Tlz5kzp0UcfjTmXylOf+vp6acuWLZIkSdLBgwelvLw8qaqqypf66XsoiI0bNyI3Nxc5\nOTlIS0vD2LFjUV5e7nc24hJJMXC+fPlylJSUAABKSkqwbNkyALQWQ41LLrkEJ598ctQxK+W3YcMG\n1NfX4+DBg21jWjfeeGPbNcmGWnkC6pM7qDz1yczMRL9+/QAAnTp1Qu/evVFXV+dL/fRdAdTV1eGM\nM85o+5/WCZgjEolg6NChGDBgAJ577jkAQGNjIzIyMgAAGRkZaGxsBEBrMcxitfyUx7OysqhcFSxY\nsACFhYWYPHkympqaAFB5WmH37t3YsmULBg0a5Ev99F0B0ICwPd577z1s2bIFK1euxFNPPYV33303\n6vdIJKJbtlTu+hiVH2HMrbfeipqaGnz44Yc47bTTcO+99wadpbji22+/xejRozF//nx07tw56jev\n6qfvCkC5TqC2tjZKaxHqnHbaaQBYyI1rrrkGGzduREZGRttCvfr6eqSnpwOILWOttRjJjpXyy87O\nRlZWFvbs2RN1nMpVJj09vU1Q3XzzzW1uRypPY44ePYrRo0djwoQJGDlyJAB/6qfvCmDAgAHYuXMn\ndu/ejebmZixduhQjRozwOxtxxeHDh3Hw4EEAwKFDh7Bq1SoUFBRgxIgRKCsrAwCUlZW1VRxai2EO\nq+WXmZmJE088ERs2bIAkSXjppZfariGYkOK8/vrrKCgoAEDlaYQkSZg8eTLy8/Nx1113tR33pX66\nP6ZtzIoVK6S8vDype/fu0pw5c4LIQlyxa9cuqbCwUCosLJT69OnTVmb79u2ThgwZojpNbPbs2VL3\n7t2lnj17ShUVFUFlPTSMHTtWOu2006S0tDQpOztbWrx4sa3y49PsunfvLt1xxx1BPEooUJbnokWL\npAkTJkgFBQXSueeeK/3Xf/2X1NDQ0HY+lac27777rhSJRKTCwsK2KbQrV670pX5GJIliMhAEQSQj\ntCMYQRBEkkIKgCAIIkkhBUAQBJGkkAIgCIJIUkgBEARBJCmkAAiCIJKU/wcJNfy6ErLDsAAAAABJ\nRU5ErkJggg==\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.ndimage import filters\n", "usm = deltas-filters.gaussian_filter(deltas,2.0)\n", "plot(usm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "global threshold:\n", "\n", "Scene cuts in a video should generally have fairly similar magnitudes, so we impose an absolute threshold. We can derive that threshold from the video itself.\n", "\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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EMlEp6jLaJLdMqwKh41VTvmQj9wol97fsT5lxqUJXi0bW8rnrBV7grSIye9HF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\nRK5CYII=\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "usm = where(usm<0.2*amax(usm),0,usm)\n", "plot(usm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "local threshold:\n", "\n", "We also don't want too many cuts within a short period of time. Instead of writing a complicated loop, we can simply use a `maximum_filter`.\n", "\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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7OPZQiP30bmx7sTEgn5zw4UZm6APpI+ABGyLUnNUG+dorJOAB2JKTpmjyhYC3kVx1ZD44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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "usm = where(usm]" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ER9VzcaQRHH19bp5sTMHQaDMEh5R1aBJO/EVIQwneSwWovlMljeBYsMDNk40p/KHRpgmO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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pred = km.predict(data)\n", "plot(pred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that most frames only occur rarely; these should be eliminated.\n", "\n" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[58, 28, 13, 13, 12, 10, 9, 9, 8, 8, 6, 5, 3, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1]\n" ] } ], "source": [ "from collections import Counter\n", "counts = Counter(pred)\n", "counts = [counts[i] for i in range(amax(counts.keys()))]\n", "print sorted(counts)[::-1]\n", "order = argsort(counts)[::-1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The frequently used cluster centers generally represent fairly coarse global illumination patterns, which turns out to be a good choice for scene cut segmentation.\n", "\n" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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kAtqkw0qbt6r141tToHVViSw5oaUwngreCXf3L4jRt2JGCwZLLsaHFU+Ihiqp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\n6XDYeP3ed4TQ4dt+ErqBvht4fPw+lEK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5Y6stF48u2O33rDYtuvBEmzazXq1YbTbEOGKt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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "for f,i in enumerate(order):\n", " c = km.cluster_centers_[i]; subplot(5,5,f+1); axis(\"off\"); imshow(c.reshape(fshape))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Estimating Motion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In videos, motion is an explicit and very useful feature. We can observe motion in difference frames (here from a car chase scene).\n", "\n" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(2, 360, 490)\n" ] }, { "data": { "image/png": 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093fNTxvZzfdJHdVV6e+a2enHbpbnFh6EvzsDbwO2boG+CXyCcz8c7AovWSki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VKpMDc3xxt6OwOJNtcA3VfC/dN4d0W5Ovg5vn/q/TB9B/KyTyAyyXNIAzUv1F4BG6PwMfCdladz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sFoxGo2pdLkSYYvUvgIewJReVEVOnTiUWi7F7926CwSB9fX3U1NQgSRIul0sFGkJ8KkSZMDDn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\nhBBCCBEy/w/bE33shHFBFAAAAABJRU5ErkJggg==\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = 2900\n", "fpair = array(list(islice(frames(\"videos/quantum.mp4\"),n,n+8,4)))/255.0\n", "fpair = mean(fpair,axis=3)\n", "subplot(121); imshow(fpair[0],cmap=cm.gray)\n", "subplot(122); imshow(abs(fpair[1]-fpair[0]))" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "collapsed": false }, "outputs": [], "source": [ "\n", "rows,cols = fpair[0].shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "motion and optical flow:\n", "\n", "- many motion and optical flow algorithms\n", "- most detect motion \"at the pixel level\"\n", "- detecting object motion requires high level knowledge and motion segmentation\n", "- ambiguity - aperture problem\n", "- optical flow algorithms return 2D flow vectors at each point" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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xv0SqfvBsynv+0//gP/J/c4o3WOQC89w0hlRRJd1+VrIJPl0tO1RSfY86LWPA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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "flow = cv2.calcOpticalFlowFarneback(fpair[0],fpair[1],0.5,3,15,3,5,1.2,0)\n", "flow /= amax(abs(flow))\n", "subplot(121); imshow(flow[:,:,0])\n", "subplot(122); imshow(flow[:,:,1])ß" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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WdBrhqnwrQdJkUbljX1Y3qdaByuIR6DFr4YioO1r5fcnvFrYyVls/b14IksQc4tbwQOtL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JI+rmsvnBF9j3BPqjNJkqUE1dNqtxYyFPc2b8g5CaIV0QPoLabVcuQ7rXCq2rQzK8EbCYjv3Thz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\ngOgJ9A26p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0vLd279Mbu8awxcG9Bj73ufxwxtsa+jBsBxhJ0I+bHyCYl1V4eZBHiDpiOk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1Uw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\n+Ty96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GVkXSgUCoXCLqco60KhUCgUdjlFWRcKhUKhsMu57cr6u9/9Lg899BAPPPAAzzzz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\nZ8qhRLJTAAAAAElFTkSuQmCC\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# optical flow overlaid over original image\n", "rgb = transpose(array([flow[:,:,0],flow[:,:,1],0.5*fpair[1]/amax(fpair[1])]),[1,2,0])\n", "imshow(abs(rgb)/amax(rgb))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": {}, "nbformat": 4, "nbformat_minor": 0 }