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@monkeybutter
Created December 2, 2015 23:12
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{
"cells": [
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 178 ms, sys: 281 ms, total: 459 ms\n",
"Wall time: 894 ms\n",
"CPU times: user 846 ms, sys: 198 ms, total: 1.04 s\n",
"Wall time: 1.05 s\n",
"CPU times: user 813 ms, sys: 170 ms, total: 983 ms\n",
"Wall time: 985 ms\n",
"CPU times: user 767 ms, sys: 134 ms, total: 901 ms\n",
"Wall time: 903 ms\n",
"CPU times: user 1.01 s, sys: 141 ms, total: 1.15 s\n",
"Wall time: 1.15 s\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/pablo/anaconda/envs/python3/lib/python3.4/site-packages/ipykernel/__main__.py:87: DeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n"
]
},
{
"data": {
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gLlCH5Vj6DAR03gLeDRDPQ71vvg/NeE9ATJWFywckeGaGF5N3ZXZaunPdAJFT\nxdMxzio410M1CXHJcA5DM9pg+iZJ0y5CqBqr0KkxyW3tiM22dNBmbVRRgMJleWBC1IQKE1N0ZmtY\n4TvnO5Rn/nKm5eaIxSNRHV36/+RSvHOi7L26WGsOKRtuk7FTpxlu5C6Oq+N8nAO3SUixFEUjGjK9\nsUFnZcziXX06V4XEO8A98QiGzmPEWSil9iM02peBHVrr4yCAgnjQIK/y4dJuR8xnuxFj2Mr95rPH\nTa5Zu5adR3rUkyHTo575VBPWpABqTJ2NahOQWWZr/worqecwdVMGU5BQ4cRCQ96EEQTHpdlu/U6K\nmNMIAY1V0JchHIPJxXDWEGuhAep+hHNYhGCIuBSHEBfGEKL6XORcNcTdGMrnNIA6jC+F/ss9cXn2\nQutDCdOHIlwSgoFm0kbcmgSx90ByOhw5R3dPACfA/yaSpOWZsS5A9/wqi6/psfTFNjXG5u4pIir4\nJCz9YRvebshIFTDaq+ASaHYTKjpEL0K/0oYV2c8uPp0aotFmbGaGuKya8KpjIg9VYjRQJc6tAFtY\ntvUZSaJVNbdWTg4Um4u+rNuytVjQJTFRCudBAccqcTkjNTUhZQtDJ2cVtanWrbC1QC01oV7f9And\nCJrYvqWRqlJPRtgIjUtKIxPebVhp4E1AdYFfgqWPgdeHz6xeftIRfCd51KFTpdQU8NfAL2mtB0qp\nrcD5mIZbPnvN9fnv+648jf1X7nvYx+hNV5lyJ7hpRhhUSJSfL/5jvc56MmTiBbmP6JDSDDdo3JOx\ncqHkDEz8Cs2pMQRiIiauy/pChek0giOgYkS5J4h1ARL6HIL6PKLIIMlaWj4nhOgcqPQpEq5cJAV8\njNhvHdAeqMQcYwmxKO5GGt98Gya7K0wfjqR61eZ1RMaiOobUm9yP8BDT5vu9oO4AWtD5aggvhUkN\n/AhUHcnfCMF/ZUL3rwJcUjo/ENL9B7kMl5T5nx1IGvoK1K4dMbWSkTSA20A9Gzp3Tjhybof5bpfu\nKwPD+FfZfaDL8f1NikWmy4SgTf/WJMbKsOHK4gXenLUAxVq19rPykgQuiQEqSQqzhWq2RkRIxgS7\nCoodi00gi/GwvTZcAyAFZ1FYCBa4bCZqOSLikeQJfpJX4ec8je0OJhZTUZtk3RNb1aTQTLwqcYnL\nCE13+Soh7tdhcqHDl87P+MRF4P0sfOp7H5mN8KjAQinlIUDxZ1rrD5uPjyuldmitjxsXY9l8fgTh\n8K3sMZ9+QS2/AAAgAElEQVQ92Ocnle+75oWPZsiA9GsYTolpHpsuS2ArB8Uv3fBaJrOzKBqaBBUa\njZD5uwYsnd0ioUL3WZrO7SHN9Rg1NH7sEOESjLWg26CWkJn5LsSiOBNxFSyHsRPhNxKoTCEAA8JT\nKPP9GHERpsE5YT6bUPAeNo+jD9P3GhKrhlgpOyCdk0MNz3GorWeceEWduamR2HsTik5bMejThD9J\nWoqw7lGtxgSGH2l+LYXZlOEel/5HPDpfDll5/hTNsE/3jwM6vxHC1ySRiz6MdnikL3OZXpqgvgqc\nC5U7IXp+hRQPX0cc2d+hSkiGYyyUGLtIUbHkYeFG2JXIisWUbS5GobAWALYuUg1F2fpmKTfgU3lI\n1UOSxfyTNO4pErJsXkRqrBwBkbIFsnXfosZkc0cu15xHIkfyXnokKJ3iKJcIn6m4j6M1UcVHZeA7\nRZ9YnwmLN4egILxEUV3KeNbvVrlsMGE4VSVVL+T63/j8Sa7/X5ZH64b8MXC71vodpc8+AvyM+f2n\nkbYs9vMfV0pVlFKnI+pyg3FVekqpSwzh+VOlfR4XsS+RRXXbG9LGpq3YkFkQjZnt9aiGE9ZP8wl3\nycsxPezR6IfQRtKfJ0BfOAcNeeJV7CEzeQNxyhwk96KOhE0byOzvIIByHzLr7zLHTBAXoQvJMyQH\nItyLnKQFnA/hfnNsE1XJk7oihC3ywf0otNdCGt/IcBIIopD+ZT58D+hnIkB2j5xffUhqTBrLmmAU\nE6yZ8e6E7Bky7sZfpySuC38LlXRiOoB5wjhdCHFb+nqEfsDMpyao24FzTNp2TW61Q0qmXGyRWIYN\nH1peKc0LwuyTKWb4Ithqt7EKadXeWiT2mFt7kWyVzV2yxOKI8qpTm8xVhEbLYhPKHJMlUnaHyqSs\nFW3CvAm2F6hNCfdyDkcqWBMJl6pK/u6Gfo1RpY7WDmOnvsUN89i4wGVwnkNwuUYp6Nw6IXVdOh+f\nPGAcD1UeTej0BcD/BrxYKXWzUuprSqlXAv8FeJlS6k6kZctvA2itbwf+F2L4/gPwJl1khL0Z6cF0\nF3C31vofH+m4vpPY9UESkw+g0DSyAdVsnCcNCftcFAv1K21W223qI00QxlQjUY7qAKqHAQWjGZm5\nmYC6C9QEubvT4MegZxDScoQofg+Z0auIq7ILIS1PQ0BmGrFQbJ7ENBCD9zWoHAeVIYTpOoRtCNYR\nZZ4HLoJ0F8JhnGeOd7kcw10y51wTy6p1NIbjhic5HwGuroxDfVbOPWpUJB+jC+mLYNxy0AFwJXS+\nPYF/BfWNGJeESjqR3IxXQbfdRCo9XLovDmAA0X5RsKWL27nfXaxIr2mkAySb0ym5BCLC826eqa0F\nAkVRH+bJks/MRVu+cu1PcdTCbdiaU1Gs9F7M/kXF6mYP2zHvTjlhz45X5yC2GTRsHkli3K2t12At\nDwsmtpBRzqOZqACbV2HPu/DBAcPKFKnrwnWg6zA426X+2pS3vvKRJzU+YjdEa/0F2HJnC3npg+xz\nLXDtST6/CXjmIx3LwxWXhIiAGiO8NCVyvXwmstaGbdpaxOhd1maqdA5PiFtQDWPWdgR0RtKRu34I\nsgVE2foIITmDcBdTyJ1OEAU/jFgB1pAZIX5+H7Ew6hS1H20EWBzEtVmS/auG74h2QvB1xCWxzXEm\n4H4Vwp+B6gyozyEk6V3ArZC+BNxVqI5STuyt02mMcI5BvAD+TgQs5sw+MfhxIkAm+Wk0ficjuxrU\nzyONeq4C//+Azr8LWT/bhzOg93Kf5nhAWJOIyMwXJiTPVXTnWygypgc9vBjWZqZKZF5G5FaYXe+x\nPF308bRSJg2tEhYdr6zCFMpfrkWBovQbNFmJKyhcAJ3/bXts2EbAJ6PethKVZTfDukSbF1R6YBRF\nofOkMAHDrNSDtOA9bIKZPU5ENT+WJYQXb+qhF2DlR6ZY/JUevBGYlcmrdlFK730+j0ZOyQzOFI9G\nusGYGkO3joOmGkVUdGjMVttKTWHTiQHcLGO4wyEKFG4MzV7IeAd5lMJZIV+0GBCTPjTfOwgQnI7E\neiqIYtvU7kMUCwul5vcG0nJvRJ5ZSWqOf1DOWbnNHOuAfKd3QnY2cDYEHxCCkt1m/0U5l/v3iJXg\nw+yJEZMqsARRVQlIWGAYAp8AL8nEssnA7QFngfPnwFUwfIsCDyb/DfSsgChDaB2OGdeqpHgEw4il\nF7Y5sbfF4uEeO27doNoF76/lNmkgyMZoHOaODDg6PY9ttFtWUs88myqbTWnbdLcccbDPrGAwinM9\nGHdQ3rpoE2ib3RRuRWFhuCVXQz/gmOWsTStlF8g1/IZvrscuomQT3raeQ0r8pZrWWiQBI6qEzK71\n0Pvh+N421SRk6ffa3H4OcAKWrmzTmwkYu8VSDY9ETjmwsC/G0G2CyQ9I8dioNBmrxiY/tGwyuqT4\nUUIlzGgc1PgHwR+B0jB4hiPE4gailIp8VmYGUb4YUf57EathQFGBGiL7254XCeLTJxSJXDeav23u\nxCrCV7jm7w05r7oPnM9CfCmy5GEK4QUwnHZkDOcjgNCGmqmEdVL5rPF3mv55vnQjn0MArAnBUTOG\nOgz3OFLbcjnwEqiNNHwcqkvC29Tuh/hloI5BJY5JcfBSUaTpQR/+yRC+t8Pa6ypGqVwip8KuY12W\ndk9LlzJSw/cXvESFCXUt5o3tpynbZJs4hLKrYpccUMgqZ7Zvid3fNSwBpfNIK2HHJJt5JeIbyqDg\nlvYr2xnW/bCuTrkcffP7JeRrZpKqrIvhE1PLRjm5WW5kXF4QqZ4NqEQxs18JWZ9pMK4rFv9Xj+o5\nCYu/2OP8t8PK88UEfbC6l4cjpxRY/Aq/h82GswgfEeTEGmxutGofkpVJUKHfDhjvQWbp+yHowtRR\nybXARdwGTVGbYXMgAsSdmDLfH0UU3xZv3WH+7lMkYa0hgBKa7Tzz961IRugJIIJspyEoHcTV+Jw5\nxhXCbYwaVVSaMb4U4S/2IS7QBOIaTBo+0X5Zvaz11ViAaBn5eboZRyDX01jO4GPmWiITlRkDn0Ss\nkaYAKDPi5jTDDfw1WHxHD5VpuBXUR+R4GsVMv8fug10qRBzf2TZK6hrTOyklzoXMdoeMVYCEU4V8\nlCIzx6xValdAk9fa1lkAuUtwsmhI2by3Jeh2H5eUmWydPfetlqydcoObbBM42SMlODywpmRzT88E\nL6941YbY9EiI8Zk4VQNaChvStceQUvoJMzdEDCtTUAc3TQnbGn4Tqj8HS/9vi5VfnconxxTvUTfL\nOaXAwkvTfKbYirSbE3CKpfEqpgNTioMfxcwuhcRVD+0DeyBqITO7TY5KgDUYn4UomE3EaiOm/JL5\nWUfAZUyRtr2BKHPPHGcasVQ6CGB8gaK+ZMVse0gUVn3TDN6RcfmHgAFsTAdMn5Cy8rjqoXcCRyHb\nA8xI4ljrvpjKAXBGkJ0hhBgeQpYeQnI7rod0FsazislrgS8hevh5JE8khP5ZPvTBO4xwHX1ofMC8\n5N8P1esRZioGfTo4WlO9Dpb2tfN2fAC7D0v9jVVum3x0vNNm78oqiSE/LQldLhu3LgNgMj2zPHHM\n2WIpln8vuxiFkgtYdJ0O952+gww3P1a5NsTyEi5p3vKPk7xjJ0/H0qXrzHLrwYZTfZO/KhW0CfVk\nRGM0QmUZS89vs/iDPfhj6DwzZBhD72s+yRtg4USf+U8O8rE+FnJKgcXI+GxbSaaimYm1JAq/N6JC\nYmaQXnUaYmgtm6q9BHwz2fR3eGIt9OTv2teQIjEfAYZ7KRQwRQLHeyma4mwgpGeMgIiHcBRthHO4\nHZnhb0fAYoIA1HMQwrSGuDITJFPlA3L+zv0hzjehc++E1qEEnQE7wTkgx1OHEADrIm7Ll0HdjADY\nEkXGi1lrpLaqGbYC6Sp+1Gx3OvBKWU6Ae2SM2W5QKWSvlHF1z6oKeCrgZRDOwfRfRbAAi+/usbja\nY/GmvpzrEOz+my7lzlPKhKqPznfwjfJYItI2wLEKBjYDUxQxMjUm5dbMRePczPAA2aZz2WPYnp82\nZ2LnLb38O/uOiNgjbHZHHrhgEWzOJLVRDJ2DmYU8C1xJyQpKXJdJ4BM7FdqjviQnXAK8HPa+H9qf\niOnNBKzPVll5ydRjWsNySoHFg0lVhznZVK5NsD6tNYsrRCztbbOyqyFbGf5N+9C6IxF+wk6QEfK3\nRjiLRUTxO0hi/CWIcjcQfsDWkMjbLyATQdZGFHkRAZFFpCnvDeYcLuhnI7P7/Yjr8CUElJ6NpMzd\ngSR+ueCsg140xzyIgNNxxErRSAZoB7FsrkeA6F7gU+DeDRyD+iBk8r3QvaIKL4NoH4xPM9fryXU6\nQ9jY7eKsynk6V03ERboJ+BukIvc5kP2AXJPqwdJzxYdbfUFA9DLF7sNdij4ODr1Gi4VelxiP3Ye6\nxmwXhdQmV6Hc+s4a7imOyZVQ+boulkCU5Ce7nqpmWq/h5HkZYi2Um+8evHh+E/Fo3Vrb+FeS/DZ3\nGbeVsVbsZGWLxuyWUhAmPIhHTETFMCwOASNJfFcVJk6NhS8MqB3WdH+0Cu8GDsH4KuBMmBqEdP5i\nQnntmx1HejxaOWXA4s2880G/C1UNl4Qa43wGqTGiNe7TnGzkrggUs4ICCEHdKS86HYoZepc5cAXp\nW7FOUQUKRWh1EbEabkX4B/tOTRAlPgDOISTV20Yz7oTsfAQcPg58C9SNiGIj3/NC8+8LWPo/X80s\nnYNxQ0mJvEaAxIXoLIrFjjaQ72fNuHch1sMfAfdBcAyq90Mlikn2Q1RzqB2W8XIEAZ/rofntlGwH\ncDMkf464VaaepXKrtPZzvgg8Bwa7Lc8QE1LHi7WkiQPN8QY7l3qkeIzqHov9Eyyd1soVP8M1EZJi\nVreVmzZCUoRaK0hEpSgUtJOBAtbVDGAT9UTZLA0q2xYFazaC4myCpq11IVIIV5ZyOBdg97EuIO9W\nbM6bmFqQ9mQDl9SsvybAsfjNnrh/t5gr/gng7TBqBHAv9JtTrP5kjbkPjEjxmP/GgP9796NvGnXK\ngIW75QGVxZJL5V6NKR7aUdQ3Mvx0QorL/N0DamkIwKjhoKeQpxUiIGGTqe5FlL+LzLYDxH04ioDA\nl5FZto+4FHvNcVYQhVtG3BmbtzEG5iF6EeCAcycy48+awd5ntrW9M1aRNUWuQJoBrCKA5YN7EOrL\nWpKqAjO2FtKoxyZk9RCe4nIkenIQSVG/FKk/Mb1Bp5YzvJtkCKPTkG7jM8b1OAPGexTDpov+BfA+\ngVhOPwlcAMPnuQybVfrf79PdW2XqW6KyneUBLimrsw2826FKyEatyZHFDovHu0R+QLfVNoSlV3If\nPeM+SE1FmeiUCENi3gEHW3Nhow1bi8bs+yLEt21PYNsZbF7a0DNnKZOnZWbCM1SnfdNkDIr50Qou\nKbuPdDmxs3CPJVFNriOmwka1gWsK51wy5u/rke2EE79WgxdCpCqMflpBCLNHQrFSgdpoDH8BU8Mh\nvQseXX6FlVMGLGxTESgqCrdWGlqxHEZYrbAx7eGYz+IF8Rm9NKUyzlAK4Qcs2Tgkr8xkHuEqKhTd\nsibIYsYd8/fQ/NRm27PN3w5CjA4ouAwHKncjXEEPeBniyjwXUfLEfH4ZRar4IWQGipGuWpkQr+Gs\nsYZ2IKTsMah/GwG2HchaprvMmBbN8U1CFtoc6zYEsHYi7Qg9F/ZD+DJjDbWg9lua5uFUuo3XzXWb\nW974VMrMXRNan4mZWZ7ACsz/6YDuQoMdK2JFHPneGRqDkMW7ekylG6zsaOFnUZ5rUKxsJrO7ncFt\ndMRaiRqH0EQdaoS51WF7klspk5YeyaZlB8rvTmFHaBOv2foGFdsmJnW73LXcRVO/VwrdwmlZ7tEl\nZfcHuhxW6zhkzA6l8jAzNGcjGdIebuDeCc7fwNyRMd1dAb6OqH9Us3Rhm6XdLViE+b8fMKw34KVQ\nu1vTvv6x4S1OGbCAzaTU1kQZhVSOltnwDI/WsYTaQEqkE0+W/2sdivEPIArURxQMRNEDxDKwHT4S\nxDRvmO9s78zbzD5HyFv4kyJWSRPhJ26Vz/QUkrxVN9srJKLQRlyfGeRJ9hC3ooNYNjciFsUryIvY\navdD8Fmz3e0U3bZsGHdEQZQ6SDXqQbPNK82x91Cklv81tO5LaH46RQcQfNBc6x1ITUoFsYzuQYCv\nhwDQAjnIZhVYeVmDlZ9uyMWlsPj5HhVi3BA4AO1vSD7M9MGIfQekIYMypGBq8iBs0pZ9xo6xIBIc\nAiICLVahXfdja6GXfFd8Zpvv2J9VUyJu3xdJZLdWwwMjHeWELZtoroDF5S6T/dBZHqNScb3a632i\nK2CfblNJI3qNJrsPdLG5HCOvQe2+jNEVCq6Cld1TpHh0/mzCymsa2IWgOQSrrwqY/1dDufd/i7ig\nj4GcEmBhG/NuBYjy3xqYuFWqaZEdmOLS3+UznvKZ6w7JPIfMUYx2QLwfMcdBOIFVRBHs7LwbUQgP\nISRvQZSrgoDIMqJ4TeQpTCFKdRqinCYhijtM3sIS4gJoRJkHpnZjYs7VQJQ4RRTzm4ib0kGa+SZm\nnMtAAJMrzXhvQniKI+ZYn0Sa1xw2YzqEgEgEvMMcY4hYK19CrCFDtKqbEFdlDXGtjiHtj75q9gN4\nJgwvcGR8JoHNvRvq4Yj5e4fEeGzMelCB+S8OWJ+rkzwXTjy7jkvK0ultVvZPmWfmmPB2YmbvGOuG\nWLsjxs9XJAtVgGNclHKvTihAwkFqhZRJ3LJuSoK7aTlEK4WFU17XpGi4a8lT1xwPYHmhTfXX4PhC\nm+pvy9KQtd/XjHZUWPxij4lbpT0YsrS/baIrBohmYFhvsLJzimoswLfyU+ILe1lMZ3kANZj9cghv\nMc+hDW89/bFpcn1KgMXJpAwUlhXPUEzc6qbtNNDsxYRVSUgKQk39CPgriCLOIUDRkLJu7kDcjuPI\nbBwiyrjXbG8TtcxKYzlgrCMz/eeROpEQARcXeUrfY7abRRT7HjO4jyDWQGz2WUBckxlEIZcRsjJB\nAOAGOU51iJT5HUaUfWLOvRchVO+hIGWPmWPsM59dj5Cn6whfos35n2GufS/EZyFgsMuM4VlINKgL\njbVMrCwX0jOAaWjcplk5o0FAyMhvkJ4l15DicmK2lbfHD9JR/uws4M+tCdNve1OU16wV7kGeaY0x\ntjrTKVkhNpRquY6+0yY2q5gVqeGaGuO8S5cVGympEpHh0GCYJ1BJp3Kdv1tSZjBgcXePpXe2aY96\n/OW1wF/A0jVtpu+POHZ5m4WDA9anmqS47HrvOoCkhL8D5v/TgOnugNY/JNQmI6aGAxwSZr4nwv0Z\npPLqd5Hq59ea5/UYySkEFg/eg6cIohXoX0/kLtcGMaOGw7heJZwxVZtNxM24D5ntq4AHahkx97uI\nUt9DsbDQOqK8PhKePAt5V/vI7LyMKLvJU+BFCFCEyDqmdyNWQAfJ3lwz//YjNbz/QGFRHEC4i9Mp\neIk5pNnvLKK0INbOJeZ6pszYXoK4GC8y54zN+WLEbVhBAOES4BNmfJ9BwGQVAck12GgHcD9kr0Aq\nX2829+KQ+f1C4Ai4BxAw6sP814egNdVszKjhs3ReS7gDPWHXoTWmxkOmb4nx9cQ4kkIrSjGa2Aa2\nm1WxVEDRocICheUiCv5BCrFs+NVaHFUmeXjTIWNMLS/0suHQogGOvENDGuy9/wQZtijMMTkeZps0\ng3+Exc/2qN0IP7YM/LAUNxLC4p09NnYJ9+ITsfQ6eVidoyG8Qe61/yHgIogrPrWPQ2s9hJ8E/SfI\nBPVTSKbs1ZA9hmsrnxJgoTb5lg/M3lP5z4zqJKKWjhh5ErcLp3zINMF4IjUSAeImHECshARpcNM0\nBzwT4QtsB6pV8/cYmcEPIlGRluzHYaR7hy1O3I8o6ccQgLHuwOmIgtqw6hoCBJ9ArAjb+2IfYh3c\nQ5FBehuiqA4CFAcQbmQKUf4Ncx0asTys2xMhAOUC/2TGo8z13A/8LOLK3IZYVIaPGZ6j8JKE9ddV\ncG4w37fMudeBWdA7zHVUzXgPAgPofH6CApr32ZXKPFSWsXJag41ak/AccHVGmlsIKbablE1rbk36\nRFRoZMM8+gHk2RTS5q5IvLKWgEeaR00qph27zc7McEuJXQIQiQGaucmqgRNpKnxozxx2RbViKcaU\nxet7NP9zIg2AQtDnQ2I7qaFYOrvNsXOmyRxlxuvSGkkW5qijCA0QjH8J+AOYed0ElsH/P+VZqUuR\neu8vAz8KnA/vzX6Sx0qe9iuSyXqmCocEW3FYLke2DHiCy9z6gNQHP8zImmMSp4IfxhJCXUWUwfbE\n3KBYmCdAWug5FOuBDJFZdA9iaWxQNOzdj8zqz6PgPc5B3I5/RGb4eykSvD6N5E1MUTT6XUAUdh6x\nPKrAqxBXoo8kfoXm36w5/9eRGd12d5aGozKGNvLSaormO5cjYHTCfHc6AjRz5lo+aba/yIzZAEYw\np0ndhMo9CFj+MEWjH0O0KsvTbJhr2oFYGHtg+iMRXIyUtndDVARKxSwttgi+DulzYsJajWa4wTCo\n51ER1+RQrlenJZdBuabWIwFsybos61AuZYeiqCspRc0cQ53afI2iJ4bOLYr58QlWanP5Pj4x02mP\nsVvHJTarhhm5GQHgWUmkC+tQ+yPgpaYwLB7Sujdh+dypfJd+XX5v/J5GvwE4CrU3Iy7fJbDy7Abz\nB4f0d3u0XpDIMpavkHYD6lfg0Hy5Cd2jk1PCspCXwCvl3WebsuzszLE+PUXqOXgmOcohwUugvqoF\nAGz7uRVkhrXhyW8ipOA95rudiBJXzfcXIjkIFhDuMT/vRtK1XQR4bkYU6LA5Tsfs65t9rEWzz2wz\nQshNE/5kGgGRi81lfcN8Z6In3ItEWL6BWCMLiPWxFwG3afP784DnI6ChEBfjLARYLjDnvJSid0fX\nbFuX3907QdvoTFvGGp1lzp8iCnMfQvR+1dyj2xAQPYaA5JfE9B42XdQq8Dcwu9Zn9QUBja9oFu/t\nMQrqNMLhJv4hM2a/S4qfxHn5ul3lXaIYtoVNmudH2JwNWWdVmTQ8nzojbNeqKhPT1UpKAvYdXWGt\nNpNzGNZdGbhSwBURsPvvu3nyGA1Y+q0WbIB6J/QaLfg2rFzYYKbfY+Q3WDpXoiHld3Px4h40oT/j\ni+X6Uybz9Y/gqBrCNdB6eSKgvlfur/8fpTv7YymnBFiAbeluI+IORRVfQXbGeGRK4Yyg1Yvw0xRv\ngijSzcjDWEZe+gmiwLYtnml4m3fAShAuYL/Z5gSFMh9DzP2jiPLOIk8iQl4GO1F1EB3IEBBZNdtd\njwBIYsZwJsJ72PqTbyNWxCUUtSd22QGHormOQgDHRZKvfGSmXzLjvgghVmcQcGtSrAr/LXM9Z5hj\ndhArBOAgVD9srnkD2AWVg7K9fjYCgAkCYNPmup9j7sW9CCB2QN0GzT9PifbIPfCHMPulkP73eiyd\n0SLFYT2Yob0hpno9HOaZFykurU8k2CY0vulgVbwFihizuhyRyQDVpkGzkJkeGSNqxi2JTa6OgJJP\nxJFdHewSi4BJ0fYBuyhzyrFXtVn4siSabfxbl7leH34d9LtlDHwO5u4bstZqs/iXPRZf06M6KcBi\n8f4+/F/AGFLXpfdjPnoWHAe4CS76n8jE8hrgLygWtHq1PIfHUp72YOGbbsnS9DTGViZuXiuqWEEq\n9j1Yl05SrUNxntadt80/RtGMt4k8kAh5wTNE8c9CFPICRBkPIUp93Gz3rxGz27oG1pqwbscl5nwn\nKBrirCGm5wABrzOQmd4uPhQjrkPP/D5PHqVhCbFcnmc+30BATyNW0DRibdyKuAQJ9M/2xaVRbF4O\n0bpTyoxJIcB5EAHLWXMcF7E6AiQa1JP7pT5L0UXsTDO+M81xJ+aenmuuwXA7w1ZF7s/nIDkPWqsJ\n1Sxk8b/16Qy7VIbg64iNoGlWLxHlXfr+tsnUdHJ3s2itp/NIh5SUeyQm0lFlkncFd43jOiJAo2hl\nfabT9fz9sceQNU58k4VJTqIqYPQsmO/2aF6f4t0N+sswuUfcHP1B6J4esPhnPZZ+og3nwMC4Hg6p\nuHZ/Ql5unrqu9Hv9MPBzoH/D3OObgCsRovu5wK/BW9/02K0LLON5GsubeWfeds0x6bPSI8D2WrRd\nkKzfmhGpQJRHJiuZhazrsRsxqz+NKEIHUfoqMnufQJR4hCjDMvLSW4/HKCJ3IICyA7EIbEObowig\nrCC8wqLZ5yIEIGymqK06XaQoY1825ynnbQwRALENeEJEKU1Hr3jBXEPd/DsDAZQ+tD4Wi8KvAl80\nx7wbefuXzbjq5tiLCAidg4DCFeY+DYDnQPoas/8xBFifhQCNY8a4ara1rQPPNvfpmcBhmPlQlC+y\n5P01rO6oMb0UCReiIHMhVr5hEhQ2w1L+FT0tyyngdh3VrS6EJUnL+2Q4eeu71HHZcJuEBNi1SeuM\nc5LcLn7kGJBRZNRvgZVOG07A+nN81AoMGnWawwGjnS6znw/hv5p3JIb5HxFLJMNl5aUNydZFE0Rj\nOkdCceGWgZtA2VC5WW4h/iYyAf0Bj7k8rcHCK4XICoCQBBzLdlsps+KjOcXkDMBHFmgxi/+whrzE\nuygIQVtSHiLKEyE8QQcx5QNEIebN9mcjEYHdFJWmxyhWE7NAsYAo9tnmGL4Z7hlmW1s16iJ1Jhcg\nM/gsQkQOKVLFFylmfWttXAr+wJSOZ0iF6ukI93IaAl53IMBkV3KMzPXuNWOyZG4NARILIJG5rp3A\njeD+sdxD/UIzLhspGiCW1irFAtEHgH9GeJf7gTkYf79CvxaW/m2L46+XBXayGlI0VW+yMt/CthOo\n5CHN4unayIl8pvF1ZDI+E1IDLhNTB2KjJzY6JquuV5lQoan7bG2lF+Ezopa/Rz4RARNk3VWxNLjP\ndMi6DBLlwzLMvXNEFPg0/kMKH4DeTT7NcIN/fDt0Pxjk72QlicTiRBH7voSpZyF9CwLKFrxNfZL/\nIhALKpkAACAASURBVLkv/CaPuTytwcJPEyrG9fCQVv8VHebpvoXY1u5iqjqZZlL36S960oTXJk3V\nzO+25X6GAMAhRKE+gyi+Lf6yJekHEMWbMacbIA/0AgqrxJjp7DG/jxDz3Db4tZWtdURZpxEQuJdi\ndj8DAaWbzPk3zHnvQBQvNcfoI0lVEcx0JwKAd5p/P0hR55Ihb0iGKP8yRfTkNMTiOYGQk3Y9Hnst\n95vPTAs/IlCfYPOK8oqiDeFxxLJK5Hr+f+7ePMyyq6z3/6y9zzn7zKem0109Z+pO0kk6cwKGQBKG\nKCAgIN4Lzt6rXBW8ioqouQ6oQX+OcAUVFCMioKCigIYAhilkIGMn6XSnk567q+pUnapTZ9xnT78/\nvmuf3Vy5/niEhB/Zz1NPVe2zz95rr7Xe+X2/b1JADHIbFFcSkmlo9NfZsNAlJEd7usrJF06RNhRO\nmyT7k2hGGg4NLB5JNHFkpj1tU//E6UcaDh1b2BlQvoXHmNDkJ8WGWe1JGpY1+BQm5ovK3JVRuvC6\nBpvvWSMuw8z8AN4JrZ+oEDkOg99w4AHVHHWLNS5xYOaNI5q395g70SMXhKz/IjS/o8fMJ335itbA\nfTd0ftDO7UWIcfwo0tp2k3Xr+QYez2hm4Y0Cyv6Aij8gH0uTSEymTRQY23oQpQe7Vs5ErsHrB9TW\nQpwhWZn2Y0gKQtbUuISYQwFFCHKIYXjIKfosJsTCQ6heI/VtjOx1y2TJWA+ROSIT5Pi7CDGENiLW\nvfb5i8iPsc4kMWziH0iBgC+0Y/SReno6avgRCPJMwr/sQCbHY0waJDGHiNtFTMpB2k6qbaR1LCnu\nxgHEwDz7zANI43iIzLRasmM/G2lhVb3n6q8WJs5icwKSyyA6T8lunWmPbqXKelPEqmbHCXnGhORs\nGnfOomAnk3yK0KpkY2tauDa5qhQOJ+YDQCPukCegHnepBUr3LkyAY8zESEmdmeFpmgpgw7Kp6ZIj\nZVbCy4hYvLLG8lwV53bgd6H5z31qq2MK/RieDY+ZETNrHeb/BNgEwSVgfhkGpQpHu9D6l6r20A1I\nYAyhca9dq3+D/d8LD73AzucS3HTfN9ZfAc9gZvHWQzdTXIVKJ8YNY9zQ2o/9EV6kDMBav0duHDLV\n6VnoPFdxdmMYF12603lIINwKyRSZ6eAyAaeZoEXNIAKYRdKzg4h3LyL2BDGHErLt9yKfRQp+c8Te\n8zWIIXlIm/kyYlaziPCL9llp+PECZO7cSeYMbSLibSJi3WCv2UnG2A7qXKFnx+ah3XAf0kw+Ye/d\nI+t25iKzo42Y0X4mpe82JinCT0v3+/b7gb2+h/BBR4gxfRoxv4LeZXrvWMTwuNLAzSlw7wB/F0wt\n++QIGbol666WR2JEmbRzmcKk4rKpFpEeG7sr1oUtqb+Wm7Il6Do6jkwZ3/EY5MuT0LpqQvSCp6Nr\npU5zx4biY2u+pA2iIxuKTetXJgA4dwO3QOs7K6zM1FluNuClcM2roDNV5ZYfBV4Jq1NV7v1LaP54\nj91HofmFHnwGeK+d5xcCPwfcBDxLp/a83+6XAzwlxzOWWZAgyboKxRNQW4yo9gaUelBvBTQXexR8\ncIOE/BLMPD4ix5gCPqW+NkptLSD2YOyB6SFmsY4WpImI5Fr7rMOIiFPtAEQsOUiep9+cz1fa6nfa\n+wC8mMyUKSEC30nmn4gQkaX5EJsRwT1h77HJvu9xRMBHmYDy0kK5IIfsveeRpnJA9w3OQczjJCLc\nPCRvRybBs+zYnoc0oq2ImW1FpogAqMQQIjsO7Pm0nUGKUn6nnbNvRz6OBmJSG+w9h0iz2QPrUwXd\ntwbeMvgVJqZGwukgu1kwNE3WLtjy8lQXKDNkvZaB17qEzK+3UH+OLJS67f0rkzurFkXmRokRKdhu\nmrqdI2Lb7Suog1o4SdZKEbdKSZ88PiUGFCweSoxD9HJo/XqVerdPCrnXem4FroWpTo8f+FPgg9Do\n9rj8u2HtHQX+Yrsd1mNICP2l3T832T3nwNnvQ36nF9n1fwqOr5tZGGMc243sn+z/08aYTxpj9htj\nbjXGNE679i3GmMeNMfuMMS867fxlxpiHjDEHjDF/+PWOCZCavmJ/LwAdKD4E/bohiQWFZyLwTiJo\nuhnwxmNMkjD2oNSPMG1dU24hyf8wkpqbmLT5YwERQ58sqlBFhGPTwc0Aeay7KCtyMyKiVLW/2n7v\nHHufO4DjkOxCm2QTIux9yGTZas/nEVNImxBZ5sRB+9luFIact3OSJhNuJUsNPwpuwGTTcaVV/Z+E\n4PtRCftWe88r7TMcxMAW7bjz9ty0vQ6y0OpJ+9kiMl/OQsVvbcT0tiLNbFbvHH27AIOnnxhPzic1\nWKvWSZI0ne4razgySa8fnzw+BZtWNZ44LUuMMAj6brk+w/aTLSDLs1l4XWPydxr6jHAZUiK0Jkje\ntikIcTlx3Yx1WxUmUbUJUorJM/u5Ed7Ip74UsOFQj/n966xOlzDErNYabPi5HoVkRPPVfeLrIL8C\nPAitX6ni/RbwCpj69TH/7T5Y+baiQqP/BUa/AaOXG5LNED7XzvEBSFJks5fxlBzfCM3ip5A8TY9f\nAD6VJMm5SHF6C4AxZjdSss9H+E3vtL1NAd4F/EiSJLuAXcaYG7/uUa2RefLTHJcpKK8nmEgqromZ\n5CeYRah0I8o9H2IhRwUbwHTRRt9BFoLcQRZqPImI5Rr7nBWkfczbazpkOQ0lhGCVdlS3TIwcWU6G\nIJGUEr2ENIs1xJDOsb8P6F3YhJyMKaiuh9T9S+33TiJT4WEyH8jjZCXjtso0LCAtxgLodL6/SO8y\nR5v3I8iEuQJFP2b0HebsGIx9hzYZNkffzr1hEnnhXHv9SZRHcsZp3/WYMA5nBXVyHyDmUlBEyotH\n1HoDAtRMuUAwYQ+GNDVbJkEa5jQkuEHM3MI6cwfVh6PR6SvpKuljfNi41p5oIekRWJ9DCrir3Itg\nkp8TomK0vHV8zo2WMcQUQ2G5pg2AOACV9yWa+4eFSzK1PGTuAwNVkb4YZv7ehwtg6eIGOBD8JjQf\n7cHlsPTaKq1fq7JwaYNKf0TrzVUJvQ4U359g7oLcJ1DR4HPBfAR4EG76jm+8vwK+TmZhjNmKlNT3\nnHb65QjFAPv7FfbvlwEfTJIkTJLkMNq2V9lO67UkSe6x1/3Vad/5Tx1vve/mTIruICv46oFpIanv\no42bgs6cBOcgeC1wYij2IT+y30uxKk6hyMQJxCBuQwziSQSMGyA/xF5UeJXC6H0JOSq3IIdgCbHM\nFDnrMeCz9vPn2jHPICbzpD1/vX1W1Y5p2Y59gAiyRwZYE9mxrpL1F7EqPbOIkHv2unuhsIaI9ZS+\nP3NyRPVorLG/HPrTRszAQ2bJHsQQm2QFaGmX+NRXkTLNAZmT86i9Ni1yW2ei3aQYo2bhtHe06OaD\nbYbQ5FmtNcifpi2cfpSDwcQISKV8giHKu+RuhvUzBFWTG8LUaI2hKXPizBlaU7rntrtWmH+yg4Pg\n99O6odSpqeKzcIIUXojHzLT7uISYGIrRiFonpHlXj+m1Hs07exKJ36Z3Ca8FcyeszlXpvCZPTI6F\n6+vE1wM3KEy6cEaD/KPICb4AG/6tZ2VHRJh3KI8GtP9HEVxo/VhFNUEfBC6F9etytF5fof27RZ6q\n4+vVLP4AuVlOjz9tTJJkEcB2SN9gz29BpJYeJ+y5LcjSTo/j9tx//kiQ7d1Adv5JRHwbINmAJHda\nCZojMx1yEMxAmDe0NlYZVSDeCL0bHJkOW1EB2BwZzFwa2TgDmRlpivOYLDszlaCpOn6bPd+0PycR\nQM2fIeaAHf86Irwx0gY6yPQ5acewHzkjK0jLSCs4c4jQq8hhWbfje9Te0zZUnqB7r9trRxpzAiLW\nJ4FjUPl0kqFppebQd5K1LvDITBCDmJCLGMwWslYHASqBT5Cv5zI799fp9/IZZdgGrcuqdPbkGWw2\ndDblGXt5HBNTG3WZWeuR1macDrvv5wVNl6Zt54gYUWRAiRN/NEM/V8EhYmm+gUmgyJC8Be3tUeXE\n1TOwmOXipElZaXe0zMixEQ/HZVDLMXtsRH6c0PipQC0UDkLutXbuHgV+D8xf2TqNk9C8p8fY9SiE\nI6p+X/N8u97Bi4ck8xDfgLSvU9l4hl6JKK+0r/6UwQt8Or+TZ/WfPAYNg58rgjEqV3+Kjv80szDG\nvARYTJLkAb4aplh2/N+BJJ6qYwoRcA5t5CqTUKc5CVEZ2c5pYtVxRCgHIL8PyocSmv/Uo/iQGvhU\n/ymWtrAXEcxBtPFrSBrbnhusIEdgDkkHmwU6SeJqkhHlCbJS9c0ot/9C+4wcmUTehjSPNtp8z0JM\n40kyBpZWi15ofy8jZuPbe60hP0iXDMUrzQg9ad9h2d7vDXLmJmlOxxpiVkeRhnYC7ZoP2u+mDs45\nMjzRMVleyGcRU06QKfKvdlyfsM/8sp6TbIW5fQM4BcVgyDjvQZIwzJVw4pgRJQbFEmE+TarzbejU\nt8aH+n3kgtCC3QhyL2/za1JSh4T1Uo3Zx0cEFDDE7NjfYsuftBldJOaQpnI7RDbRa0yKy5rgsHmx\njZPE1Fsh3Av5t8Hdf2zXJAF+FXqvcjTX3wnB/4DgKlj7iQK8G5onezQ+EVI9EOF8DngpzJ3qUVsf\ns3xmBecOWLmqxOC7DBsXOxgivGhM6AqvY1CsEORzhG4Ob+hT7InEGp0eg+pTV0j+9dz5GuBlxpgX\nY9OVjDHvAxaMMRuTJFm0JkaaHnICbf302GrP/d/Of9Xjs7/6+cnfO67bzhnX/XuAwXAGcrb3Jz4i\ngseZdAZz0+IqDxHwAlnmZEzWZ7SMdKFlpBFst9c8ar9bRIRTsW85Z6/djQjzFDIzNiA/Qlr3kBLg\no0gCX4SIexWp+A+SpXMXEOPIIwdjmsCU1jRVycKvn0d2fgqHt04GsHNaTw8esb9TFPED9n8Hkgpq\nb2CQ5nIRknyhfaeRvVeaVLVM1pJxYOdui71ujJhbgnweDyMGmmo/ISQvgKQOK3MVinMjglxOKffA\nsFSkPuziBgndOswd7tPZXpCpEUW4bkDaDd0nT46YIiMqYZd+rjqp8UirScfWERnhcmLnDNWoy9At\nc+rcBpuWO7SrUxhbgWwYE1KgYFsMSGFyKeCzuLHOhpV1whKELwD/JXl2/ZZhxXGY3Tdi9TyPwOSp\n7u/BheoKN8ajOu7Ca7Xfejc6VDox/llQ/CkwPwW5L0Fzrg9bYPavh1CE0bcbir6PN4zJHQ8Y74D1\nWgUnjhk7HrHrsNbMM7fcY3muwtt547+jB4DDtx/hyO1Hv+pnX+thkuTrF/zGmOcBb0qS5GXGmN8B\nVpIk+W1jzJuB6SRJfsE6ON+P3F1bkDK+M0mSxBhzJ0INvAf4OPD2JEn+9as8J/nl5D923rwp+j1q\n62PcASK+abSJYyTFx+DPgHfAnp9FjGSIiNoF/zKF61hGxBQh7aOMHIEPIGZxABHClP25yA7iD+3f\nbeS4fAR4NbLPv2y/n+Y0nGevezFK4qojreUKxFSmEDP4O0Sg2+znA7JuYBX7nlY7Io+IMgX4Tf0f\ns4jBJfaZbeRJytvPlqH/akO5nwhP8whiWiuImTxhv592P8M+u4+Y6DqZ3yTNTK2Slcmn4MIJSuc+\nDMxB62VVDDGziwNMG5bOr06IsxQNqC8FnNo0NcnUnBp0GBULDJwqaROHNIoRkcNLhvimRCnpMzYe\nCWai+nrxkKFTPk17UI5EgYC55R6DmkN5LcaMoLVDBV0BOYrJkOJwTPlgorkdw9q1edwoprIegYGg\nAEEhR7kX4hyG7h6XUV6p4Pl4zNTDYzH1d5NFgbYixr8JCbURRJvkYPd+EInka4B3QfQ2WN1UnuSS\n5OOAwClQDIbUFiJa26q8nTfwtRy/YW4mSZL/yCL4d8dTkWfxNuCFxpj9yEJ9G0CSJI8Cf4vk6SeA\nH08yTvUTwJ+jrf74V2MUX+vhkDAsOyRpVuHYhpQ8YARhA7wOMAX+xTDcgRbsPNRceAoKARkWQ4BY\n20Zk968jzeEw0hTm7b23Isl+EEUo9qJNdQUisH9DaupGMryIV5H1FDmAiLCFmNxfIELfZ5+5gaz5\n8lHkuDwTMbolsnRs1449QUScdh9L4fwdOx71x5GWkqI1zUCYzxGmbRbTNgcriJGljOYUWW3IMTLf\nTd7+pHkiY8TgjthzDaT5pCXy83qX6bUecycGmFjmT2U0ICGhHPYZumWWNtVI+33GuHTKDdYdReTF\nVKRdqAAsxDclgfcaY5O2M9yKcm/M5r1ruMRs6KxOch2at/cI8zD0PMwpOLWjgZsoquISMXOfjzEO\ni3tqYn5bwY0SnCTB+QD06y6FPlRvE6NYvqxEdSFierVH89Eepf5YmKJF4IcheAUSEH3tl+ACJBBO\nCQvEawGvgeR1SEA8F9w/hrm/Ud4GGCLHpdrvMcqXaG3LAHOequMbolk8XcfXolm89ejN9DeIYVZW\nEhhDMA0mgdwaMIL2eR7TSz5mHVo7q9bjHFIcjXHDmG61ytxyD3McQe5vA/N5REAGEcpJMj9ECxHh\nMfvZ3yGN4W6kZZwks/lHqJPY89CmewLZ8RWkhaSqfY0sFTqwPwlS5V1k/ydkdSRpZOII0hKqiHHl\n0IZMwcF2I+aWRm0q9v+zgCsgGUMwD4X99vr9iCH17HtOk2kWaad32z2dBDEY20mMRfvsc8lK5AuQ\nvBIGdUO5m9CdUbuFicnUhs6z8yTGEDiFicbgcHrDYh1pktWGVodTzZnJdalWMttrU1yD1tYqJX9A\nx5uimAwo+j6FUQJGQ86NwfkMtL+nSMEf43sFW2am+1cHfSChfIdd1/2Q7IHlZpXmz/bgpdC9xqW2\nL2J9d476Qkh7i8fYFClFA7xhQD5Qan3xUUEKmj9BzP5cuzb7kJAZQnI+KkNfsXP8+0icTpFpe3ug\nvbXIzJ0jdZQ7F95a/9pDpv9/0Sy+qUdSgHI3YVCs0Jtz6M8b8mPIDYAhhPMwc9DHrAJFaB7rMbva\no9odEbuGQdWKzwAxgzIMpgzBCxCxPI4WLMWsSFX+NAKQqv8p2M2fosWtQpj6LdJ6kFSqp+HUnv3J\nI2JMIxAXkVWCbkPEuQ8xp5RAu4gpTdv7brTP7ZDVZKSRmzaZU3KAzCMPuA3Mp6HwqL0+zXXII01m\nD1nNh0fmwE1zLlItZg4xwy0oGe1sFP3YhEBt7gG/WGBYM3jDEL6kKFWwGUaXQOjmmNo/JhenLQaT\nr4DhT7UBl4jacJ2TzZnJZ8pz8Nmy0CYXqCfJmDwmTtjycBtDgl/08EsOUQ4KQ+V28AQUxmOqj8Tk\nw5BCqJKAqU6P8p0J5cfsGvwUtJ5fwfwWNH+sB/8s6V9Ziwi3Qn1fKCK+w6fmdxm7HsW94H4cin+m\nPWSO2Lk6TGZ2Nu3fDpgnYG1LHvKwvjsvrXMaWudU6V7rwlaISmKInSvz0LO9Y5/i4xnFLN5y6g80\n2T2od3sMvSKBl4c1GDWACuRS5+AUEMPalgKxgVE5T+1wRK2jxBoTM4GrL3cTckNEOJvtz0lEkI8z\nKeyZlHBP2//PR5L1H4BPi2El56P6hz6S7BJamS9gG1ko9CAiuBOIAL+ACD+NoITIl5ISb4OsduQI\nmXlwmMxESR2TQ/sOVeRQ3Y78CNfb54/su+23n6WwfHnE3NIK17Ps86bsOC5AjO4JO/Zz7bXbILkG\nwhfq3HTLp18qkxg19DVDiHIQeKr6XDy/xtApT5CnXGJGNnqRYpQAdEoN+5oCNxJmSQ4CGJUdFjfI\nXKnsV9euSs9n5s0jnDhR5iqa9/YvFvELHmyE+hdDGncGFEOftUaVkzdMkWyF8Tz0368M0vAXgB/X\n2o4eB+ftNmT60zC9fwSfg8rPxjQ/3pN37jKU4DYDvatdBj9q4DIY7bRrFoK/CZiHYDfkwgiOQv2x\ngOTDsL4jR/NAj1GhRHtPEfcUNJ/o03g4gLJtWv0UH88oZlH0RhgfwinZfGV/ROAU6G83FI8gAhiq\nfV/iAi2Y2jcmv64K1WQK+lVBovRnjYhlGcxRSIo2nJiGS9PGO1uROrkdEc8DSCLX9V3OtNcEwH0i\nivGzEVHNI4lbQtJj1t6zhgj2GkTYXUT0mxHjWLf/u8iPcgoxni2IGaS9Pipk3ddPIqZ0EqXN7SVL\n6job+HvE/I6gvNt77NguQCbULuCHyBDBW4jJjO340mzNw3ZsxxCRJPb758LaZo/cAfDnYXlDlUI0\nplctMSgXaW2v4rVgPd9g9viAfDKmEqkdg2PrLtTJIyBPQIrsnfYGzdlGQ2mjn/ZWjyjnsunBDluO\nrDI4VxicfjHHwm83GBULRHlbCl+E6ZURs4tD2ps9hlcAO6F+PGDDYz0BJ3nQr3pUPh2zcW+X3LJ9\n3+NQOoH8D38IvBHMG5FA+p92vr8PeIed5y9B9XciynclcA4U70dUeCl4H9Iezf++DdcfBz4Ky5sq\n1B8OIYK5xZ58NKegfUaR/rkmi9w9xcczilmMSga6MC4aVs/0cIOY6dWe4oAVJmhPxUVbGDYF0WbU\n8yOWZCuMBbCGMeL4BaAGzkmIKkxqPoI0wNtHBVIDpIKfjwh0OxlGQ4EMp+IuKKQRlhbwMfvdnRob\nm+xnCzC+DEnyIZLWCV8ZlUmLy9btBBwkYzZphmpo73EZWRn9I4i4tyNGchckb0CaC8A1kDwf2cyP\nIYYxZcd7o32/00FwNpL1bd1o770PZaMeRlrRYzD9mA9nqMu3S0joujbnUj6jtR3W1MhL8xi65Uko\nM7YVoz5FZWISWPwRMYq0FDzCJZcEJMYhcPMsXlxjNAPlwwkbPtqj0g0pB33GpsigUmRUhPXZHEEO\nljZWKYwDepUK/bph4YwG7fOKJECvUWR60WfhJY1JtmvrnCoLL2oohb8FrfPKev/32DkbAs8TbB43\nAD+CwtANWL8ml5UKRMiB7EM8TZaS+Am49Zeg+T19VvcU4OfAHIPmR3twHsw8OaJyMIEZuOmipybF\n+/TjGcUsyp9MSOahV6oQGZfiujzLleOxHEVdRMweLJ9ZJpkC9wFgP3iPQ+5JMHFCwR9TORgrWWg7\nUIZgG+QeQwSxVbHzZA/SCtL6kQQRrovCojkkYVcQkT9OJpmN/W7qU9iACOs4E0Dgwsfs865E/oGL\nEcFXkfS+GGkbaVl6apLE9tkpSE+KTVFCmzJAms/j9rsvAPMocBWEV8t/YB5A5tS0Hc+YLJS8Hfgu\ne7+Cvcfl9p5X2Oc+DzGQC+377wUOQnu+SHkoMAzlQ6rWNyRHpafkp9bGKisbJCpTcBoxBaVxq4lQ\nip8ZT+4T2cSskSlCDNXugEIyplOrQQInXj7N0kyDXGBz1JOEYbmIn/MYVtVsueMJUGetNEUenzEe\nhoQRRRY31Zg/3IEYll5QpXmgx9xSR+XiC9D80iADHcoDS9DaVWX68VHGWC/UXFUWQmlch5AZd772\nhXMQaXHWSb0d4ARM/+UY3qy/hy8w+q7NVZkIi6f4eEYxi/6NDuZx2LDUo+SPaG8uEhton10UF7fA\nL0kB3Dhkea6qjX0EEUMTSo9D2ZaoR1vALAN9yC+R1Sv0oDjw6TXczDmZIk2lOJVn27/TpKoUNv82\nlKK9CjwHSd3Ut7ARMYczyVC1WmhjpAlfJbKCsSeQ5D+PDCV7yf7eab/zJHJgppmWfVSQtsOOp6vE\nqPbzirAM7gjMWMAz6+flxRxutOOq2+esojDx5cgnsZOsSfQpO+7IPsO3z3VgdD3MHBjhlwrkIhF+\ncTzEJWKu3aNdnxQoE5KfODdTWMQ0MnI62HLKNNJmUSA8zdhxWanNMDBl8gQMzjQWGAfCgvqMKQcD\nvFBajBeOyDMmII+DskazgrKEDQtdpaR/BjZ8vMdwCwS2erj/fUaMwkX5JABboN7pYXKQnIW0wGdp\njtxbkfZxEpmA77V7ZCdZXsz/gvN/DWmDT9gq5O1Q+uNEe2Gv3RtPXTnIVxzPGGbx1kduprIU07/Y\nwS9C5DqYJMEkMHPXiOBcGF0KDMB0YPrIGJdQRHk+2uhjoAHOIcCxTqMxIuQI4gv1d7AR8uNECTch\nWuA0v+BKJBmmybAfVvV9XoxClxWyqEb6U0CMKw1FpkwD5ES0zWkm5kta+t1CiV5px/bTC7c6aEMe\nZAKjRxdB9vfs/QpgPmqfk1M5feesvErzu4EYS5kMIu8oqnKs2XN3oI17KXKQziGTqYPMnccQQ7kE\nhhWPYKMUMN/18EY+sWOYWuvTbeQpxD7VYZ+sCRSkBV0pI/hKRpEdaZgzbUGYZmvmCXCjiNKqzBBI\nSIzBJaQ26hKRY5CrUPO7+LkiLqFtAxDZ0vccpfGQAj6dDQXcOCR6id6rdARKDwJt5ackF2qPja6E\n3nMcKMN6owpDMHuZwBsGL4Te9zlal/NQvs1zyExRm5kbbEDaow1rmzvJkNSeRMwnzW15Go5nDLPA\nOixjRyhXBT+kseoTeA7tqzyVWzuwfH150jqwNLBFNwPEzftkVajHkAPvIJIYI3C+CMsXlBjW8qxN\nVakM+5pBY689gMyRo2Tl3BegKMUqyq/4e2QGVJAmsQ2NZzcyI3pkSVJ7gQJE5yDt56C91zxZjUkd\nhTRT9K4LkMRP2yam5fIpruYJ+35pePQ1mgtAPpxpqLcDurMuuSegfaVHe2dRz3I0vv7lbuajmUaO\n0C323etIq5q216dJYCdh+o988sdh9s9HzKz08IselfWQbr1IqRswdgqslRoU4yFpn/OsCXIauoC0\nFCmt9QjIWfydFJVbkZENKx0SDGPXo9MscPzlM8zfs87Y9djYWqdbrFMeq9Fyz6swpiBNJRQ+Z8qW\neoWa3KpOgXJvTHeuoPUaQv8yAw40lgPMEfnDvBFU98v0bd7Vk7BpQvwq7a/856H6nlj75e3A/4ME\n1l8BPwt8DNZeXCD/ZYtXcT1Zd7mx1olzIXo+cCbctPup91fAM4hZxBsQgrQxjAolwpzDykwVoR/y\n8wAAIABJREFUN4qZ2e/DIhTfCbMnByxurJEkUFqB/oyBsyE+CxHbAiKoFGWqT2YmnAWzS0N816O5\nt0d5LRERT5F1+HLJ8ig8JPlTvMw2ktQLSEIEiAHsRExihgyod4wk9APgrpGZKLNkwLmBHd9tZC0P\n/xYxi+1I2s/Y76wjUfxc+155ZDY9CDwHZu4dkcyA2wezCrkgYv2SPBhDLopoXVFlvAfC74TKwUha\n07OZ9D8ZTBmS6+2YdqIozXchonoCkhuBV0HrgiqrP1TAWQE3iliZqeEFY9amqjjEVMMeoVOgudgj\nPC23AhxSBPbTy9MTDPVo3RZ7icHo6pjWbA0HNQ7q51Ur0r7Co3m8R7tZJMJlWPhK34hPkRwhc6ur\nRDhUoi7zix2qo75q9OozTN02ZnStYf2SvByMp9cGueCX7H6IyPxWBXDeijTP44hZF+w8PYnAdv8n\nYrwvgal3jGEMuTtQcl8qUHbZ9R1Yf9u7eNqOZwyzMBEwC7XVkGIwpOCree5apUGQthO8wPoVwyFJ\nCdY25+kXK4wbYEJE6GchIltHzsNZhEdhU5bNWFWDE7i47Ur0IkHOqgEKO7aRw3JEBi+XpkCvkjXu\niRH2hYewD1Kkqz5iFmehDM/DZM2KAmROrCOiPwNtpu1k7QRqiImlAK9phuf99rMBIniXSX8Tcwjo\nQfdMl/wY6gsB3tCfVDt2GyV6tTzJJohehDST3bD6HI/yYoIZQHgxJA0YXgdJE5lSeRWn8RA0D/co\nDgOWd1UZux4JDn2vTDEcCfzLD8nHY5Y3lAUQY4/xpGWxexqQrhhBz61NytbTXqVpCrgwN2MqUZdq\nf8DQVGAd64/AdhkTpH8adu3lqnSn9XnfrdGvG7rFKsVwxJbDbTgbEgP1WwKiLXYNPo6I/x4JLL8B\nw2ky5/MKYgZvAp4N/tvs/L3Y7oXXIqd4CjG43e65JhIeD9h9c7/dC30yx+jTdDwjmMUv+L9Nq1ll\naVOV5Q1V3CBmrV6d4A+sNBoilFlgALV14TgGrjzdgWcIPBhsY9K4l7MRkQ2Q9GwBHQiqMJgS1BvH\nIdoIuRGSGC5ZOfZusjaEBxEz+BIi+BTtehfqen0pmV9jC1lpfQlpJDW0EVM08bSyNYXzS30YFcSM\n0vYAD6Owbh2ZAlfa8UwhRjQgyzSt2e8dgNrxiNxBGE2BN0owcUwuUrp1Lozp1nN063la51XpX2Vw\nw4ikoorV3Ar0NuXolSu0m0VWt3h6xjysvKTEsAmlFQHqNg/0yCc+G+7t4eeKNNZ7lJZg5JQITR4n\nzvAjcrb9YG6CtpM29cn+/z+PxKJw5gjouzVKD8lZubi7xpbjqxQYTRhE4TQzx7HRFo8RBXwGpTKV\noE83V5sAFJfuS+A54B6x838edObzDF8MpaUEv5TDJIb1C3PyF30KpWzvAr4M3ie1n/hrSP43WUTs\nemRiztl1uwWB3MyQAUGn+KUHyCATn4bjGcEsnDC2loJep1+uTNCUU5s33IgIyAPziNJjXULK/lBV\nlgmMSh52R4qoe2QJL3OwflGOzlSJ8qI9XwJ3H3IuFpB6eNz+nSZZ2czRSWVhD0mLtMZiM3IALiDk\n6yW0ac5F2kmCpEwROcPSFOp77XUp4G+M/BVnkhWTjVGC1X577TGybmWX2XvuQZpQgjz1fSZgQcVj\nEDuQOA5uEOJFPpVuhJ8vErsuXuQT5VycOCbKqVaitbNKYaQ00ZgcoZNn5ZVFKMLsnw8BWNtawCFi\neWeZ2ZMjOpfkiXDJrwJ7tS4uEVMLQsTKMSaF3E/DpK5NzAJFOVJEqYnZkmQMZYzHhrW2mD5qMrSw\ntU7zuEK4+a/wh4iRWehmwNA83qfaiigyFAGnGmRqZsyD/3yor+k+3a0ufr5Iv+qR90Npd89HzHod\nRT4+jAREFcyHyaqePc09R5E5911kcIW3AVdD8r127c6Fm17x9Pgr4BnCLEqrwGkNXwwx/yfsWq+e\nF9HnmEC5TbVHDLwy5iTkH4GZL/tatLTmI60mnQEqEOZyJLisb8+TeEgSHyOLhJyJHJYjJE3rSBJd\nbq8ZIElwEHgY4oqtiG3bc6tk8HOHEKM5gTZRDqmfHXuPFFrvBchUSes2UjDfi1FZ/B5ktrTIak/2\n2XOXoKK3PnK0fQgxuHtRxuFDULgXZr44YuwVcEKVYk91epT7IyJjcKOY0iBmXDTU+j1cQnq1kiJN\nMMGY6s87LP1IlWJLmkNAgcQYlreUGLplcgT0NrksvExdxGcXe/RnHebvX2fuYYVXZ9c6ahSFj0mE\n8Z23YDW505yhAI7JtJICY1pTU/S2OMzvXWe65VOMRwQ1rJfDnTAIMKQd61wi3CTg5NYpgopMl4Wz\nGrAToqsQ8d4DYRO8P4b2bAmMS+2+iOaDPWbvHVF6FFoXVaEC/bcY7YUXIcZ/FXAFxC8j03w/DvyJ\nXfd77P66QfsqeTFiLncg5n6Yp/V4RjCL/pxhrjWgeVePerfH3MKAXBxONizAyC3T3lokSJOo8rI7\n3SQQQdtOTzyKCNVFC9UDajC4NgvZ1e8JlDyTQxJ9CTmhdiECPAdJ6TTvP+2+PkIMIwdcBs7nbR7H\nDIKp24G0gD5iNKn5sJ+sJ0da3j2FVi9F0WqThdP2I/s3hQ1MgXKs/4BHkD38RRTDP5sMeftRe+57\nUVl9WddOf8qn2o6JYxh7hjDnUFsdk/djgjzkgoQoJ3SJfBSSi7KiL4eIkSdfwuIZyqUQGI03cWI6\nxJgkYf5kh8pagPMXMPI8urtzEMHsp4bk12B6ccTM8RGxEdK2UjikDRSSEer84lOM/AkjGFNg891r\nVA/HdM9z8ctQ6o/pNhQq9fBJgC3vbpP2GE19GSZJqAVdWo0ZNi+vMv/RDlEZ3BZErwUWwT0K3AiF\nYExxEMHdQv7q7lEejheOSLZC5clE+CENMm3yGnDejRj9F+xeuAElb6Va4jadNx+z67rZfjcFfn6a\njm95ZvHWQzdT2ZtgfAjOhdVaHQw4SdoNIkNtjnDJt1XjMTpL6eEzD/lKJAohvpwsD2IrMhs+hxKK\nSiqX9sKR1M/NiLtfhiTCDUgjOAupmjlka6ahTusv4Sxkj7bsuTokV5B1+7qRSVcpzkRmR2I/O4Q0\nkBXEFHoouvEce10TaRJnI9PlSsS80pDwvyGJdg5iNj+HmMhBshYDF5M5WK9Gm/hyJqE7vwLlfkLe\nj8l1IXIVri4sQbmnuR64JUauhyD402BSzqZ1R8z/bYdar4dDRCFWT43K+gjfK9DeXGR5tk73TS5F\n3ycXhiQ2a3Z9a45Bw8AR2PCuHmV/MFlbl5DCOGDm+Ijp4yPyI5kEKc4mm2WKxo6D50NhrM5haWvs\nut+l88N5XMLJdyJyjJwS3XwNh4jFuTonXj7DwvQM/e0G12JOGAtEVFuKMEe1HuZhlIdTgFIvxCyo\nNJ0C+D9s12A3Sv++ASW5XY2YQ5pOD1ntTxP8HyDrPfMi+/2n8fiWZxYTWHsfhtUctWGXhY11xq5n\npYNtMIsvD3lJi+uN1BYAH5LrgLPBGSDn0WWI0I+iYq4u5CLhINYfCEXsd5NBxT2BpPoSoowGWmQB\nK8h34KNS84CJCRFeiBDHP4uIc7fOc719tzRXo0PGAGJ7ziPDQXgISaWjyIRInZ9PkjlRe6i5z3GE\n97kLMYCPo6Y1KYZGDTHJBXt96pDdDhyA8j4ltXkHNIbSg1BeSlg7Mz9J7prprNs5HwMJThTZoi/x\nvcXX1OhWq8S4DJ0ykLBab9iEbuVKBIU8seMw9nKsbiiycF6D2HGo3JNAos7s1QMxzbtk+kS4jL0C\nJ7bOsLy1QmkRasMeMQ7Ndkf7wFfjqHEBFmcb6kyXBJR8+VIahwLmTvYpjweTfaOaFGfiK0kzOjvF\nBgvnN2idVZWEr0F/1tC6rDppl9B8rEcwqy7vrYuqmGVYvdBjXHQZnWf3yFmIkX+v9lnyKkSVZ2gN\nk62IWRwB751IkN2vdb7p6qfPXwHPBGZhQWSTEtQXQqK8y1RvHWdSi41Vcu2rJhDMQb/hYLSHMGOk\nCTyOTJERJC8DrlVZNasQOQ6+WyDejgqH7gXa4N+IVHVH4+A2RKR7kVNrhazvyDpZH5EC5L6MNIwE\nmUYJ0lgOI3v2uchcOGB/DNIUeojYz7E/lyFmMkaMLAXg/TJiGql2kEPq7wxyYt6BkrJeb+fyxyE5\nE5knQyTtHrVjn2PSFjEZQnQGtOc9pSA/Cm4cw0aZdYWD0GgPmfnwiObtfQLXI6CAS0iMa80Gh1I8\nmCRRpf6GwOalR+TIBSHlfsjMh9QtLnAK9K9waV/j4S7ZeXwYTKS8TZKEatiV8/SskrJDV/u49yNm\n6gj6LjeCje0O5V7A9KpPdSmmshTDMixubtAt1CYmTOoH82xXMg+fyOZ8nL4Hhxc4DIoVIlwWdjTo\nbXFp7yySG4F3AmYXe/TOcAhNntpHI4qfJENbO8OuzSYwtwJ/B8k8BM+1WZt27YZvcLK8mW8CZtW3\nPrOwHcXMUWAM9UX1cTBJQjEaCNzVLniz3YFFVZdWT8WSzCVkarTIwp57wewD2mC+BP6zFBEoRGP5\nPK5BWsIihAVHvomLyTAeLkV+gvuQ9uEhjWCXfU6Kev0gYiZpNethJDVSuLsFpKKmeBJnIJ9DlSyc\numivbyJGl96jhFZ3n/3/HDuGa8hSv5+DEqsuhv4fO/DjYB6H4A1IWk4hRrhfc8E8cABWd3u4J6E4\nGqsz+kVQOxrBFpj5gA8nIfCg/SpPuRXvk8mRMow0ijF2PEuUzgRJ20N+B4eQUckjKBi4CubuHVLy\nLZiqMTAFK9eXaP1whWrPJ0fE2BRp/GPA9LI6j1VWY/I9Oz8zApXxViEqQOhAvm/3jQW/IcgES9p0\nOWNieba8Y5WQPKVkiHqYal8tX1jGG2bO9fljHYZeCcfEmNuB47C6sUiYy1EZ9Fl4dYOFVzZYuL7B\n8nUlls6tgqdiRS6B3v9yMJ8SDiebtI7BDVB6NIY6xJfC8IVfA218g49vaWZxU+dm2APBdYgIHwKO\nCEIPBCCStrZLcHBPAXMwLHtiFIeRfb4DEaODCGINEdsYuBz69SLV9RGNhwK8J2F4MVLhPweVj8SZ\nU9QWZk0Qwb+ApF+K09nV8ymSdVE5iQj+fsQU5sn6hbj2OalpkGYG+sgB5pEl64SIYW1AxNGy97sQ\nMadjiNmcg3IvXgKtC6uTKtnyyVjMIYT8K+0EP4QYyr1IW7kVuAim2z7tPUXKH0jkI/lHSMr2Pa4A\n/gHcCGb+u0/yPeC/wpmEsvORKktdQporHTY/sTYp8PIYTjSK2UdHjE2R9VKdzrYcrcurBIU83VKd\nIWUGU1AZDMEY1hplQhtOXXp1lcBGwM06cubmBcVPDAyg8CDkT9o1e4BJS4PFa2sUCFB3sjT0qjyO\nGJeFNzRwCZg+ojKBBIfmR3rk4wBnUVPmkNDaJqhGYlj77gKt51eY/ciIwC0wKJVI+62WowGOSXCT\nkPYuj5VGg4ULGrhBQut1ZZxIcH0UIH8U1i/O0Z73cL4Ev1V+ek0Qvdu38FFYgsSD/GNMiq7iXdCv\nFYhMjup9aRsayz2mBWIz/UVfRLgRaEOyE6n9aXWnRZLyrwVWYWZhROEUIuCRzRZ9gqyR8SN2QBvI\nGhq5yAm1n0mLRNL+L+mz0799xEgaSDtJq1RTphUibSC2z0pBci6z411EGkcHMRUf+SJuRclAKb7G\nlUiL2qj7GiIWdtdpXVhV67uGHf+rUdiuDLwPmS7HmKSfmyehOPThXPC3Qe9HHeGVnoXqG95ky+sT\nrIRMyI8DCoxtIhwYEtZmSyyeXSPGZf7RDnMHFCId5CusnudNSs4bbw9p/kOPsSlQCgfM9FcZlot0\nqxWKwRBwKI+HNJcGeJHPoOrh+WP6OxyBMBcgv4w0CEfrk8xrjZnRew0u105RZ3UV/EQTP4WxWBkO\nY4pwDcz/hWzY/g9AtR3A66H5xhRnEDYc6lFfGBMZh+ZDfVqvEqDu3E8PmFrqU+8OqH84oL42ojge\nM/OoT9XvkscncWBuecCgVmBUKE6wRCq9EBxD6yUVvhnHtzSzoA+BRZUanAXMq2+nG8fMrvRhI+Ti\n8SRLLypa/4RLhhtRRswh7Ssa6n58Gbx7ELEfgPYuT5rCF6H4p8D3IOJrIiKtI59Fis5tNyXfQQZT\nlzbtccm6olXIOrKnXccOIC0gBcHdjLSfLrJfHyNroXgh2vSHkd27gJhN2thor73XBdDeUZTkfwWM\nz4O5Xxsyf3Sdkj8g+SHgj1Btwh+g1OTL7f0NSkUvI7/OuiIg/kXQrxWpHow1hjrwY0hL2gPxrwMb\noPKuhNrBiJmPjZh7sMfcco+5hwfMPj5k4ztEIMMdgpWr9IYySRyZLAkOJ39mCqZh4xe7hDmXYVkE\nHeNg4oTmoR7VIxGtpogoNC5+IU9sDH4depc4msuLkblXAZO2L5jS2pSPJ6QAwMCkcZGOhE2v6LDl\nllU8Rpg/Az4IMyc7VM4RzufaF/Os/75SzJs/34MHwflXMcX2xUWLFJ7ACyB/f8J6rULre6qsTxUp\nd2OoQbUVM3vXiHI3wXRh+uSY5ok+g5phdDW4j0G1M8I1p/lLnsbjqWtf9HQca8gmdaB8CIhgVM5R\nXwpF/AMobA4ZFMtaep8MAXsPIsDbwawgzeROspx7h6zX6Eao7/Hlm7gfEc3dyG9hgX8nzYc3kHXt\nuhsR6nbERCJEwDWkDewkqwdoIuaVINU/7QI/tPcfIxNiLzI/HkcO0AHK8vusPbcVMY4UbWkzclS+\nUPUSSVHaV6deZeqn++TvSwi25hhUQ6K/dokch6nbfcx9KEqSZqEu2eeeA+Shen8MR8G7dsT6rhy1\ndshgyqFyJNZ73Q1OF4HgdJFJsxPYBH7RUOwk8BAk3w2zD49YvLBGKRhSXwk1FlskDlCOBiQXgDkI\nAR4F45OPQqaODcSEbaHf3EpfwiAKSByN1yzA+rkO7I01p9dqjaNN4KZgRc+CwZYsXwNkfoQ4dkGM\nNLhpmHv5QCHOzVBYgVsehGdPwZZBzKBUpBD6Ypi/Aq2/ljZR7fco/Tmw7mstb4XmdquFLMPgCkM+\nl5BfUT2NOQbdi1yKw4ix51BZiInqEO2CwjGY8UdZU9Cn8fiW1SzeevBmmLOITlXkgOtD/aBs4+4F\nLlSgOIiVFIMhSQFgUnCRTyAp/gDadNZBGV9KBmBrO6HnbkM5CpcgApxGDGAT0lL6SEtoIAl7JRMb\nmT5Zc+ZZpK0UyRCoLkc+gRQH4hCZAxO0US9FpsUCWe+RW8nqOnbZ99pDhhjdRQR6oc7Vuz2G0y7u\nQWju65Hfl0xqC3yvQK0VMP2Ej/lRxHx+GjHUexAD3A+DF8DgCmR+7YI4DziG/pRD5XCs8wVkIjWQ\ng/UCe+4omI/I+cx2vYP5Z13jxT71z4VwCqaWR3jhCC8WjkQ+COnXHYZ7oIDPzF+NtI6PwOquAv5m\nvXuYs3O6qvCusU2a6kdDvee5EFU1524HOAiLL62xer7HWnkKUF4GCHxHYVI5Lhfe01A+zDth+RfL\ndP48D4/DDzwfdv0kVB6NuMP0afxSQFKD5GYAaT1h3tUa34GI/AeBL8N4E/SvMJTvS8gvQ+vsKkNb\nlFi7IyI/gNg1jGbB8aEzK5SbmzY8/f4K+BZmFqwBEazfmBNRbJcTq31ekdX5ArUnItigTLvQdZlb\n7gvZ6hBMEjvPsb/XmXRWD+ahV8+JqNOmwmXEHO4mqx1JcyNOIAbSRD6PDiLeI0gojciaMUZk9RhD\npJVYfEoSZPNvRWPcRwbxn/op8mjFQhRJiZHWkGod6bO2ISbWt2M+DBwH7xSUj0cwB/5W3TOZU6LS\n9MoIM0SM7B0I1HcKOBPatxelIV0B5duh/D77PgswrBrqXwyoHovFtJ9LlldyCH0vbXdgczm8kwjp\n+hiS0jWYunsMscYzqGlbFsbKTArzLtUHY0p/h/pkOPb6XTB1ZIz332BYM4xLDjQh2aK2AlRV+McT\nGisFcO/SvCU1aN1QxZAw1fbZfHCN+nCdDQs9BJozxrXOcY8h81/sYP4auk0XJ4kYumUJiVtQXsvn\n4MWreo55PZibwJvrQwC1VqScifciJn4BJM+GwqdRn9JztG7Nv+xR/hQkmzXvPAm1wxHF3xPs4cwD\no6cNQu+rHd+yZoh/Lnifh/paOMl4zAcw8/CI5BwYbofSk8jT3/Pp1aXW0UAEnYYd02rPOvS/y6Hc\njSn1Q+VLHESSwPYPIURayHUocWofWefy2+x9r0AEdwIRbJusKKxEViSUNikuoE3XsNfUkSbwPEim\nwPhkgDrnIL/GdrRybaQ5VJBjMW3+U0XEutu+2zZgGuIZ9RRt7u3jLcLq2Z7QxFA4ee3MMnMfGjC8\nDkoxxFPg1GDmNSNt3hEql78BOW+PQOVDCZxt+8t+zL7rp4EfQAxnPxlCuGfnMAUBTtHE0yK/u/W+\n1Z0x/TOgvJpQKI/In4LBRWpKhI8Y58PALjBnAwtQ+t0EDiTwEjDbIL9Vz8n7iCGnCWdVWNtRIM45\nzLZ7OJ8HzoDWxVViDOslmR5eJKg9lwifEgvXFOAa2LjUwfxrBB/waf2LzIzmxT34L5B7G/Az9t2f\nDwdX4LInmLROMEO7XlWtd++lDtUTsfbC39u9MQPmX1CFclqN3BSknvkkEhLfxjfl+Lo0C2NMwxjz\nd8aYfcaYR4wxVxtjpo0xnzTG7DfG3GqMaZx2/VuMMY/b61902vnLjDEPGWMOGGP+8Gt5treEiPFJ\ntAkLSJXfIW/9sORNYPOLbaiuReR8JhoJX0aflxFTOCpgX7NqPedpOq2PJNMUsncLiEj/DUn2Q2jz\nT9nP0qrR5+iebCYjkhQSz7XXGySFK/ZeRTueWeAOMLfZezgoPAsi2MeQP+MsSC5AEvpcsmrIFF7v\nMBlm5iI4D0IxGGnDvRumb/WZer9yCVYbVeY+PmD0k4ZcAOwF572oW/orEIN4BfCLZM2dUx9N05pp\nG+2z2+gZt6H05L2IQLYiLel9ZJGXdRhc6JKUIPh+xARugfwwxjwC+WPA56H8nkR+mDfb+ZlDzPrn\n7bq8iiwjcoiYeopcVkCtA21+SpArEJFjZaZK/G2wuscDkgmeJxhiY74i8WrjFxT9iCO9L2dC8xU9\nmq/s6X3+CMwvI3yKNwHvhcueC93nu2LWS0hTBUWiFqG6FGsfWgAiPq51J4dqhTwklLbYlPKQzBf1\nTTi+XjPkj4BPJElyPvI1Pwb8AvCpJEnORQXSbwGwjZFfg7bPdwDvNMak1VnvAn4kSZJdwC5jzI3/\n0UPf+sWbiWzIi81Ioi+gjeLC4BKYXvWx2cbQVcGWCe31PbQgTfv7arQ4n2ECyR7VyZCy88CvkvXs\nSEFJ5nRv9pL1COmQlXmfjRx7jyGpUbPPm0E2dOpbKCPfQBpxSPuqpo2Wj5GZJ1eT+UWKYD6EmMEh\nsgbEW+2YdyKJXYbwWo0t70e0vrdC763uJL28eadQoJKzYVx0yR9CvV9/CGWr3m/vVdf8csI+bzPS\nigJgBONn2Xfcba+73r7vLjsvh1FSWArw8yBwKZRPRZjjqET9Ko238Cgi+DsR0XwA+BvUg2OA/DX7\n7DxVkek0svP9Hp1PXoK0rQ8jP8UxGFYV6XCsLdpulpg+6OMmWZWsdWlOjlLSZ/E5DebaHVqbGix8\nR4PWO6vwFnjyH8D/R7SrRxpH8lloX1WEX4La6yOt/wH73nNo/62iNuG3kEEivtTObRvt7UtRjstG\n1Pv2U3DTm785/gr4OpiFMaYOXJskyXsBkiQJkyTpIOXzFnvZLUgegertPmivO4x891cZY+aBWpIk\n99jr/uq073z14wz5IjgH8MG/EJiF1c0efg3KbehXHUnyLrBibdgUhm4XjF+HFmmAFuYutJDfBnwJ\n3M/r3qwh6TmNJEMqtR9EUiENhar8UQxiicyhaRAjGSOtoog0oClEfC8lg47vIi1jys7OJ+w9zkca\nVIusG7qxz28hwrU4j4RMwoEcZFKdmPtbvdewXGCu1adXqDKaNmJwh4QFsnRejfqTIfEmaJ1fVb/N\nNTLmYNXkCUP7fcQoE+CDUPgo0riadn7uJEP22oOI5X6y3qk5ZLKkGCAn7bgvQgwyRowvREzyAuC3\nEQPwmZhjR96CNKuTqJ7lNzXH5guIOb1e8+vvhE65YaMeOZp39nDjiJWdJdwoDZYKJXzklCa4GpER\nIm7ut6Hvdph/lbSM9tVFznoODE8U4HeRsJoC87Mw86GR5qyEGJiPNIxbIZlGXeqeD/F77Xz9DYRv\nRJGt1yAN4mHgedC9wlWB4W/yTT2+Hs3iTGDZGPNeY8x9xpg/M8aUgY1JkiwCJEmyQBbkSXMW0+OE\nPbcFbZf0OM7/l7IVyhHGUeAC+S76FxqmD/kkBsIKiv1vRZtwh0WzOoZU1B1QeBip0wUkod6PsB06\nEL2SrNYCJpWnk1yJz9i3GiAt4zHESL6EJEjqtKwi6Zu3z0n7bOxAZsQm5ICcJ+swtoQ22Qay0Gyq\npVhbF+z3T5AxmtSWP5MMKXy3HeNu+1kPpvePMZ+BXBLQrZVYf0kOWjC3ss7Gt3ShA04bmh/qkTyI\nNu/r7Px8AUnydEV/2b7DzyMGcIis+/yzUT+NJaQF/IGdv00oMnCGnf9rENP7HJn5sh/po3+LJOvb\nkUZxH4rQ/BhS1y0g0I6f1J7gUuBf7JztRlqKUY+YoAZBwaEc9qkMepTGQ5KzYPojYyFyRep2BmkH\ntJjY5ppOrfWYf22H5Gdg87qBb4eR6THzIyO4EKZuHotpv8OO9xOai+hXEBNLYfIs6pn5gtaCMSof\n+Cfgv0LutxADfT/Qh+5/deEY1H4j+n/Ze/Mwu6oy3/+zzjzXeFKVVOaQOYEwJGEQDAiISnPFq4iK\ntAN2e7HVbu3rdUqrjZeoPdjetr1tg9raOIG2ggKKgGEUCEMg8zxWUqnhVJ0659SZ9/5ihCPAAAAg\nAElEQVT98V377ODVX7fgkNC1nqeec2qfvddee+31ftc7vzAI4/N+T2m8f017MQpOm5WB97iu+6Qx\n5vNIBPnlEJffasjLA598iE8WgQqsWQFr2oAlUIlFSTYrxA5DbmGUzgPVlqOQm4axjgiR9roSrHqZ\nkr2MVF4sRgL4NASvQQt/KSIy74Veh0DjVHwuI4wEMM9/Yx9SgA7hp8ULIaIp2c8mYuu96mElBBbj\n9poJREheUt+G/bwMAcdsJN96upDD9h5VO66LEQBZHxT2IVPuKAwuTlFfHCFMjVS5ROKgy9D7UvIv\nWKc57hjPEw3anJzvQLv5+fiBafsRp7VPfXId8EOko1hhn+tZOw8pO841yKw6HRH1j+3z7kR6CAf4\nJ7Si7rPf9yNl7yBKzHMZ2m3fjUCnYP+iSLHcIUuI+TrwRoWkh26HeG+Z8G5wFzhE1juwAoZmxUnX\ni+ReH6VpwrgRhdGHqZIqVKnF5PAVrk4w0p6h97Pj1KNQTCaov73KjIcaeo6Ddj1chTiprwI3Ah+A\n4HsQZ/caxDH+AgnuX7Tv5gMQXQz8D73z4g0BUkccvcdvQNptwiLIXR6jc2uFzJvqAtAX0PavP8CB\n9Qdf2MW2Gdd9YbRsjOkBfuG67lz7/8sQWMwD1riue8yKGD93XXexMebDgOu67mft+T8BPoFI7OdW\n74Ex5mrg5a7r/o9fcU93rBGmbVOd8nyIPwL5V4Rpe6YONWgshNCYishmjjRaUX3udKgkFK8QaEBo\nFyLQHvSyd9m/veglrkJcyBx8OX2jHUQCEWsZv5p5DwKAw4hNn2mPe/qJCiKaowicjiJim4aIZ6u9\nZx2BTycipCzycRjCz8C1zI7tMSQiNGwfCXvOZgSCNu0fR4GXgXMJHJ3SYc2BAQK2kpdXRxQM2ZE8\nwX4oLQiQPOpoTnsgdNT2tRZ4P/A+xEFciLiOXqTUW2GPn2ef/0KonAqxATvfNt7F7YbyNENir+vn\n2bjKPvMeO3/vQxzFRtt/HlkMPgx8GgG0Z1laACPvga6n8MU+L3PZA8DZUG+HYB0FGU4ggtwNztmK\nRG2EDbVIhLaxKqYpBzAeBect8sSkBJVrFW5eTsTp+pey3pUX/7PCvtNddu6nwthnoP1KtGFcgUSQ\nZ8G8wq6VDyHOst3OzS7geqgugainHH4ccm+L0XlnhbWv+e3pKz5t1uG6rvmPz/TbCxZDrKhxyBiz\nwB56BdJ134HcTkBGJK+EzR3A1caYiDFmDtI4PGFFlbwxZpVVeF573DX/T2vrr5M7LYoTNIxdHKHt\nQJ2mzQAVegLYBpnNDdw4WmRPgHkEwhWIHITQAbQY5yIC8xyf5qMMy0vsrHhE/AySyzvQ7rAdEeQz\n9ncbfMUxBAh7EdHPBFvMQuyypygt4heGsVXaWY52oDxaxAdtvx54tOMn0TmAwCNkz48i8Mjhl87L\nI1CxVgC+CoH90JMbtZGSpgUUvcN5wNB7b55cV5Kjp7aR/ILD0JwUpVmG0AjaCe8CPoM4lz/CL/T7\nKOIqXmWfZw5SRFaAmyHmiVEhpMH6Gpi7IHGHKzn/6/b5H4XxxSGNOYlW0F77LjYg0W4NEhVfQ8tZ\njhma567r7bxV7Tx4qQdXAXdC+DkIfBnMfvs+gaHXpAiUFXhYi4TpeLBKYBuYB4GfgHstBD5j18c9\nELsIEtdB12fK8CQ0PgScDhM/B94K7hsROL9TY2+/zo5xCLhJ383r0SaQtevnasSRXYDENuuU5a6G\nidkG2qDzRxX5E/2B24u1hrwP+KYxZiPC+hsR03qJMWYHApDPALiuuxUxUVvR0rve9dma9wBfQUzp\nLtd1f/Lrblhvg87dShHfvrkG+yHQtNm2XbSwHgWzE3EWswEHQlsQclfBicrakZsTY2xNWEARQGzi\naUgX4MVXlNEinKBVhR2DFG5exqkBtHjjSB8xihZ9DBFzDoFCJ+JCKmhRPWXHWEdcgmP7dZCce/S4\n41EERl4syDF8z0i7wGggEaCECDZvx3gBsB6GOzM0rOTpJXY51i0lSP/FnTQJMfX2PFQhe3OR5Gdc\nsdVvRaz2bmheafsuIlEpithx177V++0zFOxzfs7O3212LNPQbl8D3ovEiZg+Mz9t6BmuBPfTwFpw\nP2L7+hnSZJ2GuKqNCDjziBtZhbjAFOLytul310ujOBdVgQ/YzGQpyN5ZxA2J2+j4dk3vroa2tQGb\nS2IFuK9C3EyZloXL/XMIfU7vP3Gf3ofZYt9/EG2bWeBt8NxWcHNoA9qIr0sySJ9zDdLTdAFfEvdi\nNkJ81NU6ADJ7/RSRf6j2ouDKdd1n8RPMH98u/jXnr6MlGT/v+FP4hsL//3taxskJBCDThMNyOQ4W\n0IuK4psrPeXhWYjwmsAjEAiBOwOi1RrVaARidRFfHr20XvxYiDIijF1otmxOSkbRwvf0DDZFPOAT\nbBgt/ioipixaIKfb77vQrtOOQKTN9rMYmfvOsff23NnLiKspIsKp4Be4WWzvMY4A8oD9LalxHP2Q\nQKHvwVEmVgYoxFWkMzNRIDHk4Mbh2JQ2Bv5bG72P5AUEE0gvcY+duyUqQsQ/2nn6F6SM24BWQQWJ\nFBvsGI7YOfC8HDfaOX49IqavI47hX9G28nK068fB/BHwJJhu/ETIH0T+CFUEXu32Ha3Gt0btBJZB\nNQvRr8qfgW8j0eiLWgvmUpQwaRUU24Okv9LUu70fqldBNIwycP8NsAjMXARqH4Sht6fI/qCI+Ss7\nB9fbd7MLrb8z7Lt/r31fn4JT1yE9jMf5Ddn5wY73CuCvkMVjIcS3ax7NPtvXDvws7n/AdtK5e1dj\nQRXwbTQZmp2CJgQfAI7ZTNkG7VT9iGM4il/9aStibX8A5k5I/sIh4DhayK9GO/VpCAiW46fxn2X7\nTSGfgV700kv2c8Kek0YLZxyfM4jjV+gKIXl6K606JDSReXGBHZuN6iSFiK6JOAsvZH2vfb4lCDQc\ne98EfpX4GiKiHQgo5WhIgxD9F3QyGm+n+2gBgNFEOwOz2hRMB/RuylP/iC2Z6AWxRRCx7kDcQcBm\nmv5zZOju1pib1yCiPAfxnNPt2JYhoPD0OV/EL9+YsX3ugl1vRorRD0DjI+B+E0X3rrZz9VVkVL/e\nztchBDL77fv+V6ADin0Bosug+nYEqj1IbLwQgbcN5DO3qUYKP6JVJSw6Ys99P7K8fBQpVx/U3Gcf\nKkIWRr4Xl5K2B3Gk0/D9ZjbonY9/EIlM42gtTUd8dgRxaw8hXccxBIghBLhd9j0esetkN6w9+w/n\nX+G1kw4sPhf5kFi/Y8pqVLrE0FiDdpowEgkcNOG7kZw7iFj+CCLc1Yi474b2QzWKHQHfYuHpNHYi\nwu5CsxTEz0YVtH15KfHmIODwnKXiaCfqQIDhosU4y97fW8BZ+38bIvReBAb77D08J64MWlABRJhN\npCvwxubl1yjb6wr4sSEbdc7UnXmibpUpYzmmHc3RSMlE6FX9GlpscyQUIPx+CP4zWqyb8Cu5X4o4\nhx+h/BVLoP4h+7xfgeBO+2xvRpaP8+w7ydjjZTsfETj2V3bcO/W7uw3m/wUiuk9BcCnKMuX5rYwi\ncPg+UnTehbxKw9aLdRtUPg5Mh9QGB14L0Ydtf5fgW172IzHIs9KU7Dj2IZC7GerXANdC7soYpV4j\nz6EOlLs0C3wSur5VFoB4iYZKdqwrgdeBuwQyu4GnofQFBAJeaQfPQe2tiMP6AuJIPmvXyqcR13Sa\n7fsVnBDtD681eQFt7eLjUDYGr4t9n1OSe6mEo2RXlMTyuYj4ajqHnYhzOIYcsKah3elpSHVI808f\nWjhH0Ms8gi+DDuBnxt6KCKSMiGEIv/hMFe2ankjgJb+9AnEdbfjZtI/aYyCi9Eyxg/jJdTwvlB60\nyDrx62h6RYgW49cu9TxbPMWoXZz9CzrpLo4S3gW5M2NUA1ECrkOsWSVUK5O4x2HgtW2ahxvsmN6F\nzx1Nx9/JvVSEiyCch9J5AZKOA3FwXg4Br1LWafgKxzSq59kP/AB6PIvTFFQ68YPAP4Bbg9wIdP0J\nArp/1/y7yqmLeSUS49bbOfi/YDLAJRC7G/lwfA8BlQt8Ce3uz4L792CWIy5pt30XFyHB+GeISzrN\nem/+EDoPVmT3T6AN6GbEcbwacQWbgY8BbwZnPgQeRVm450E1HqbWFab72gmSpyNnv3n2uotppSp0\nP269cDcCr0P6mCR+tu8z8f19/sDtBZtO/xDNGON+3P2P2bFlA1t543O3i6jbEOEfQ0R2BiLqLrSg\nxhBRb0MEbNAC34pEiRjaFQ4jlj6BdnfPpbsLP6fCuL12FD9+YgTf96AHiTd7aIkG7MDPrDXTXrMI\nLZYIIrIgEmNGkD7GY8vL9lgOLbAcIkYvPqJNYzn0nc5WZoawW6fnewX99iUofSvEWCLDlLGc3Lz/\nDgZvSTHlg0Up+i7CL8403z5rDO3Cjr1nQ+fUl0J4PTir5dhFEwHfDrToH0cEs4iWS3bL/HjAHt9t\nn/kSBMJDyL+jC+k0vmb7WoriVvLIcrLIvudFCMhmI64rgbKMXYXEJo/tv86+r2Gk+HwS6bg2A++D\noQsTZK+doPpFiP65nd8HwL1Hc2DWIcVx2Y6lgrgOa+0aPSNCW65G4JtQeHeQ9P6muMFtSBm7GHGA\nn0L2v3vRunw7Wl93oI1pPfz9V97NaLaD32Z7IabTlyRY/D/XuS5//fef0aJciQh/GiLePrSr5xAR\n1BHxesf2oR1yGAHEpWiRldEC9wjJCzAr2XO78f042tCO7KBd2TOhuvgL/Kf4cR2nIyLwsmF5IlKn\n/e7asRbxC+l6HEkZWvFPC4G7of/RThoECOG0XJhrtrhPvFEmXqpTzESpm0grZ2nvu8d9zmAEEfxp\niFtZCTwK7uvBfMuOeR4CtdsQIUzVsXpW+SM5ADwO5Q9DMZki6Nbp/EFV83UW2lHPQmD5QwRAbeD+\nsXbeJz4Gq1YjncVT6otF4G62nMD5+GH/SfsOzkEK0WF7/Kew6WFY/nIUHdqDOIp2BOanI4D5Y+AO\nKC4MkDrbEXF7nNubYOQdMbpuqjD8rgTdt07AAch/IEzbw3WIQmM+hMZheE6c7k1lvbMJ+/6+hkSo\n16JCVD9CynjsuJ+zc+lFR/fA2m/89vUVLwQsTkox5DdtrjGs/eBHpE237YYb12mRhNGi2ol2By87\n1SKk6OpDBBNFC+rnaNfqtJ/70c6yBS3KufjelEX8QKcjSK/i1RHZjLiMMGJBu9DOPdf2WbDjmI/P\nMm+y16Tsp5cz9Bk7HvBrs5b8+4eo0yBmYcIwbaTASGeApgmSytcZ6UrhEKB7dJzhjlaQsO4/YOcl\njojmGFrcLwdzFNy3oaxaVvSprIXYDjvGpyG8HEqnGJqLgmQWN4j/G8QvLsIeKFweJL2lKaVmG5Tm\nB0i+19Fz/iXsegPMfw74EKz6MwSG3wR6JJbkH4D2U8AWD9O4OhBhnmLn2fP83Ke5DT6MIlTvA/bC\nxh/DitsQ0HfZebwf+BKkXucIxIs2BP9BrZOu5yoQg87hCbgF+BNo+0JdqHWJikNThO56mcYMCH0Q\nmAPuW8EsRaBzKgKq8+y8BpBodTkCwrfgm+xPkPZfgrP4z7QbfrhOhLYVfU7h+XkpvIzbLlqENfzU\n/gsQgdfQyw3iu2lX8ZPzzkFEH0LczWwEDl4GrLq9l2ey9aJkvQS+dQRmfWhhLkEs9hC+ReYYPgg2\ngSIc+M7xdjeVzHExRKnRIEy6Nk7mmQYDq9N4BQf7No5K3nfteM63z1XDL34UAVLgXmDzbozgK2Rv\nwnenj0Huohi4Lu2jVQJ2XptWcRco25yYG23/FY2bMTsP30QePDuAOFQ/B9Ez7Bw2EZGn7RxcgsS8\n7UhR6CLvngeRheYptHMvQZxECVVmu173zb05Ro0ovQfz8iB9Pdr9r0bEnAa2gftnqJzgJYi470P6\njHsRB3aL5mz8bWHixTrhu8G9GKpxiH0aAYEX6DgNcWtz0eYwZufPAv/av5/kLE6o9svVqG/4wDoR\n7gi+q3ISHzSmokVZRC+9hHbfNFrwGXwLhxcgNoQ4jDa0wI8hZdeFiCCy+DqQKYhruB9xLqBF7llh\nPAtMBgFDB610kVRouY0fuDlLiCaNVvJZeW/qWJgGQTLbG4ysjhHEpUaAvkdH/eJCIeRn8Wr77M8g\nFjqHCC8ApguqqyHasGOrAqfD+OtCZLY3KJ1i6NxQgQlwl2menDVQi0C4BoWeEJmdDb/0YwwRnhdm\n+Bf4uTqmQvRWO7cbEQHPQ5xhEekepiFuYgsC06XAm+xvAzB6KySHoJwK03awTvM2CD5qx+269N6S\nF0B6+owEbL0RlvwMPxbFip5OJ4y+JU7XirLe/cO2H4CFkHmoTn0FlP/IEP+gS2wR0lHcgcDfWw/f\nRdzs95CVZLXM03/V9Yc3mXptkrP4T7YbrlhHKwu4g4hzxP4tRDugp8RM8vyw86jtJIusC8sREeTw\noy+PIAVbHgFREwGDl65vFO062/DNtFkEKmXb3x78PJ7n6voDb87a/A16z7NuG4IOyK8JMx7K4BAg\nZJPee8lqw9SYsqsIBSgsC5L+fFOcRb8d/yH8HXwB1M6ESD8QgomZhsQel7HFYdoH6tqV50NzGaoM\n9jk77g+huJ0kVNohPojEjy5gJtQyELkKOSoNIy7gp9D8DARvt3P0OPBzaG6B4NX2vA777Ovte/hT\nOx+zgD9D7P8qe71Vek+sMCR2ueIK2mDwnSkS1QmlCrzLnncZAqMu+y4zyJ/iXKj0GNyAC66hEQ6Q\n3tDUNY8hH5PT7DvrRaC2Da2l7yMQC9jfy/b9zbXrqgBrP/e7We+TnMXvsK2945c4j/ev0yLcgsDA\n84HI2+9t+ERcQTtyEu2Oe9CC8NLebUD+IHvxTbi70W5aw7foeGn+k0gvkUAg4yDZt4IW4kLEZezV\nWIM0W1mgDr2hyy/lCGTLI4zG23Fb50HQacIETCwMkr6lydD/SpFdX9TztSMA/AxS0I0pyzUxcF4G\n8ZILCWjfX9cOuxCYBcHDdpxtyL15K7AMirODype6CVmqBoGdEOlGwLIH6IWhN6TI/qJI8FK0g/9v\nRLivguB8BKb9CNQ+iwIIQraP19j5fCsKlX83cFQenJQgkXMVVPZmCNRhyt4iPA7uGihfB4mrdD4f\ngZH5cbquKGusCWA9xJouhbcFSRabjCcTJBYXlDk8b9/t95GCe76emSoSqT6JHLq8wDevHMizdt7m\ncUK1SbB4gW3tF34JPNZYL/YuxEa3I2LPokXs+T5MR7vIz5H23yPyB+3nebQyVNOLOJUQApYQ2nk8\n5eW19rp+tJMtQiKNly5wmobk2rxPBvd5QBGiyVC8i5BN+OJgcAlQCcQ4clqUad8bgzN1PH++1faP\nIdDwFIjXIu5hHjQDEB5SnI55zI5/C5TOMSRHXYlj/4yA4TnNU3pfE14GuatidB6qkDs3RsfhCmaX\nHeRZQBnSxaK8OWcjXcV6pCs6gjiwM9Fufx/wD3Z+z0H+LTdB7qdROm+rCoivARZD/UaIPAojb4rR\nla4QsBnQ8rPCZNJ1zLnQ2B6GVF2E/TR0/aCM+wmYWBZQNbpnNe/pp5o4C6HnaAGMnLLM2UhcfNy+\n+/0CKLPUro1b7Du/DvmSLLK5Lur22Y/TNZ8IbVIM+R21G65Z52etGkYLuonY4T1okcxEO800dO4A\nIqhpyFqSRgvtNPx8nvvwlao2+zYle/0IIpCHgAvgwEW/OqCgqzLKSEx2e0+fEbVV5oM06TmYxxSg\nOhNG08rV1/umvHb9j8HE2ZAYRIrDGq3o1vpVEP4XaF4HwRGk0+jFz9VZR9xFxI55GmLL+xTwZYL2\n9zLUshD5ObASmlFwQhD+Z7Qjz0ORr/fa79sRiIzafu9HnMVO5ICVRwDeZef73+zxEjKtxqE4LUjq\n0aZAeTuUz4L4J6FwY5D0d8RpsRjcxVAPQ+TT9v1djhL1eJ6ic6HZqVilSi/EhpG5dKsd62wUobuN\nVg2RVsyRFwx5JtAPa1//u1vrk2LICdTW3vJLnMen1okVzqFZd9Bi3YIW8Dy0Q48hltfzW1iD2P5T\n8bN1ddpjCRRL0kWrxB2bkC/IXWAuUji6x1l0VXKMxDpbQAHQsMrOzvFxhjKdKhnoAEdgdKl0GtO+\nNSZOJqLxJW5CHNMKpJjbAbwNwjcDKyG4l1be0MLKIOl7m60ExaUFhmS/K6IYElE2QwFS+5znKWzD\nXsr7eyA4D0rnhgm9s455LQLEO+wcLMVfxduRXuI85IV6icbTAusHkWiYsueMoPR2fwz1SIihC6N0\nH5tgYpUh+VEX52OQ/m4T59VQSRhK8QTZr5eIdCHryXuReIjt7zbgPRAMADGIeekC34KAzbPE/BDf\nu3eGHdOZdm04+P44J1ibBIvfU1v7iV8Cj7PXicgjyJvRi6l4CBFMFb9kwULElYwhIkuhxTZkf/O0\n6t7OnEQJa38p9Gck1olvMnl+G8p4jhouR2e34c42hFBlMCJI3CggzuZStMC3ImXtDSjPxTSkS7gW\nOAS1d9uaGYP+dcn7rThyO3AxxLuh0uZozIaWV6gZ1P/FNwVI3eGQHqurHuvn7TlVJNJ8GylLPf3R\nK4G/B+cbEPgq8mVoIHHGc7hbYecrgdIG7oWO3dWWRatwUYZkJs9gd4bgNU2y3ywRutwl+3clcSK7\nEfgtQ0T+7wgMFiPLUQpxHRNIT9Fr7zmO7wPjvVcvm5qXCrEXcZieGHYCtUmw+AO1tY/9EnisXafd\ncjoy8Z2FuIl+RFwdaGdK2f9nIDbb41Q84KmhpDLv/1V3/VVAITG0YYsQTz+co396FxFqTNlZpH9B\nh0SeHGLRP4p26234EZIHEPGuQOLBSo098ig450CgHblqe9GXSdVBDYzTks+dGATy0OiD0L20gudS\nOxyFld8LzpU27mQY6S1eYUPKd9u+32L7vxMCCxHxjiOO7EHkJj9GC3QbsyA0qPG0FNSP2zkx0Pvs\nuIooXwiRJ+3zb7DvJgDDn43T/VAZ558gsBmBSBS9xwtRzvpTaVlECh8Ikr6zKVFkM+IkD9lxD+I7\n2DXsNSdYm9RZnKDthk+s067nhUCn0IJqR2ARQOx/Eb+Y0YVol6rAgSuzLXNohBo1Ir+Gp3j+0Sg1\nmgToLI0Rm3AZ7wyTHqsT2I8IL21PvAv471Dvs4lwn3AEVl8E9x/AeH4QWWCLXMNHs3LMCjeapA80\noKYq7NG9qMbnJsSdPIsAIY9EhTcjoPREryZi5z8B/B3aoR9G4slj9vqfo13/LGhcAaFP2OvehhSL\nb0HEiXKkmAeA1TCwuI3eLXnq0yF8FNxOKLUFKEcTBGgSnyiTuAHpnZbC0CeSZL9SkhXmhwgoAwgE\nf4o4hwHgXCXRqccg8m38GKAC0rFcjG9tisHa036363wyNuQl3G7423UiGq94zgStNP6MIppfRWsB\n1pbB0bashQIXF/MrgOL4pjMTlGkQZMpInuABoBfGp4RIjzYwN6EdbzsyR/4A6Qw8tjsuRWUlCfFb\nEQG9H1gL5WUQmwAzpnyYzTjE1kPzHAj+Au3unwf38yi3Rtn2+a9IRIsiEeN2cP+7DeTKAAsg/4Yw\noXqD5PddqldA9BFEzDvQLr0cmTrTyIrSgaw8WQhsAqZYkHhcStzipQGMC5VYhGi1RuqwAwYK04OU\nIimCNMk+WWwplifONTQiIdJH6qrlctTOzSIE8Avw85EsRYrNrfieuM8gjma5PW8brP3kiQcWk2LI\nSdLW/qVdPNOAV8MNH1ynRf8okqOPIBCxJQaOtnUz65Yhhq5JMmG1ZTEqGBxCboOCyQAc592pdZPd\nVGRsaUQZyRLAQch8owERaLwbQnejVHMxcN4FwT2Io7Cu8s5KJcbFQbv7m6G6GMIluXTXegyVZIhG\nIMDY5TF6D+U19ieBG22ejHlQTUP0Pvu8qxHHdBQ4156TBpJQvRza/rUO50Lumhjhep1oe1M7dgqZ\neA8hU+0Ictv+HnAGBEatiXMn9B7MM35WmFowhMGlc6hCoFEhPgDlaQHi73FIrWuSnsgzPiNEfT6E\nb9dzJ/a5sLmusc5BFq/DiAOcC1ShsRpCmxGXUbb37cePdL4AiZYHEUd0ArZJzuIl0m740LqWo9Dw\n5Qm6chMc7M7SJGgVlQHfi/OJIcjCoTmdOC03cLVZdw9pJ+yH/HlhysEETYJ0F3JE90N+SZi2DXU/\neMtmF6+lIHIjYqUziBOYDePnhcj8qAFdUFsBoQkIPIb0HT0wfFGCBmF6P5hXUpp/RPqPEtKFzABq\n4L7MJtsN42dVbyBdyA8QKKyyY/L+DiNdxXSk/Nyle459OUL7D2swE9weODajjd4HlXuURZqHoRkJ\nsk9PMLoiCrh07KtRmBEiOd6gHrVA5pnCM2jsZ0B1AUS/hsBsjX3Ox5Di+h3AVKX8c40htsGV9apu\nnzOKxJAJWPvqE4+zmASLl2C74Rfr2H9Olgh16oRxUcWxBGXai+PEdsHEIsNovMNGpIZbsSMdjVEy\nt9uaGI8DZ8HA/DY683kiD4N7BpgnEDfwcpTAZRGYLyKX6AGkY/GiY9ugvArqsTCZW+q4l4HxQtbP\ngYnOAPGcgzmCxI7bkZ5mCVR7IdqP70eyG+3Wy5D+JIcUul9CzlediOiG7Hcv1d1P7Zi6kBhwFHJ/\nGaXz0SrOIokiIy+P0bWhQm5llFi5RnzApTAzRLDeJNQE03SJHINGB4T2qhpZ5/0VWYHmI9Bo073K\n10L8m0hfcYZ1UjuIlNU9iAP0UiTcb597KuLEemHtu3/3a/z3Wgpgsp247cA5WVwMVVvnwADtzhhl\nYoym2hg8PcVYvI0GQZLlMg27DAI4ZL7VgJkwOjMK6wUUIadOZBsSeRwEBCvQbh2xSXH/CC32hVD8\n64AsBgehcF6Q+EbI/KyOe4msGvw5YrVDkNjg4ETwE8PY3Z8cRDeiBDf7UUBYFCVOGRUAACAASURB\nVHEVNkNZ7jVRgcPfIuAaxQ+i60GRrTEEGO9FcRg20VHnDVXohEAFBta0UTdRBla10bm5SmKHS6ML\naqEIiZJLOREmsh5GFsQJ1iC3KkrnTRUB1RsRoQ8hUQmI32Wfzzp8mUfxAwrbIfeumK+wbeKXhPTA\n7QRtk2DxEmyeyGFwadqQ8879VWJUiTg1ysQJ2cLAo/E2Zu0dBiCAy9C1SuE1EUqKuFDehrGVEfhT\nhaI7XhzDMrTQN0JlvpE15hlIPeOIDV8MyUJTRNxhXcC97F8/gvHOEAxC8ClEeN3ABTC6KqLve5Gz\nk4NEDC9OJgQ8AB0DVeoLUFzKdHu95/j2MNADjrd3ejVWepF35ywETA70PpgnO5qnd31etUscCH8O\nuvdPYCagHojQWANde8uYndDZX4WzoLYa3LC9bxSqS5FFZg4wDq5XIyaGOClXn50PViQ2GeCNUD7P\nqA/PJHyCtkmweIm1t/M1gjgtg2gQh6mlY+yd24tDgGIgSdwtUyfCrHuGcAhweG4nIZteK/vjIoUV\nIfq25BhcI+AodIZo31Vr7ZyBAajNhsoMlKl7GcTutuLsdOAJqNsyBIG3I4DwCHUq8GXgIKSHGn7M\ny2koHf5j0LGuJh+EoPrgbOS7EEYRpfuh+Q4wP7NZuOLKicE4rRgc90rgSxA+BJwPE2egrOQvsxPl\n5d34DlCC4N/C0JoUmccb5M6MKUHOTcBGaD9WpJQKU5pqaCxHJt9TIFKBQneo5Wof/Zl9PgfYDObn\niBPajpSsRT03m/Dzr26G+B2uIo7PgeaKE5ckT9yRTbYX1LzIUW9DdTAMJrP0FQZsgSGDawx9t+Y4\ncGmWWQeHWhaRBkEOX95JYrxB/9IOpnyzSJMgbTc1YAiqi4AQNGZD5B6IPQjuhxHReaZJB8avDxG+\nERHux8E5HQpLgzJnzgLuhLHPRKimoTEVcR4/Rp6hVyIlYxEp+36CiMtLh7gP3PMheDcCkSGkN/g3\nBDj7kBPXERT89Yj6TjwOI/NjyurVjrigNuSjYaNjsx8p4iyAzl9UGD4jIT3IBgjvhbaddZIbXELr\nZR6OfgVcBzJbGtLTnKkcHTyGfFC8TGa/QIB4Ln7CnZR9nh4EiCkkhtThk5f+rxe7BH5nbRIsXoLN\nIFHEsXEhIZoU0nFcIE2BCjEGrkoz66EhBmemSFULhGiSdsfFjRQgmx9l6C0J+nblJAocVtKZZhqC\nZWAuVM6Hagrt+BWoTQemWJ/Qv0CWiIchUIXU0SalNwTkU7BGeVFjT0Pox4jol6Hd9kGUOayOn9bv\nFiSS2Foq5iH9XpgdlHNWD2LjNyE9QQGZlbF9N/XX9fmKrzvYbc+fiQg3BVwAgfuABHTvnZAOZqqe\njVuhuQRIgqkDZ6Iyh88gfcsxCNyo37najnuGHU878qv4GQKzYfu3HwqXBuW4FkN6jBO4vSiwMMb8\nhTFmszHmOWPMN20d0w5jzD3GmB3GmJ8aY9qOO/8jxphdxphtxphLjzt+hu1jpzHmH17MmP6rN0+c\nCNIkYvUS4hoihGlSIM3U8SEahBk6P8mUR4qMRLtwgbJJMm0wBw5ENkH26gkRbxztjKdD8IdQzIag\nBOWkFKg0wJkG4SowgDiRERh6R1LE4oAxEK46qpHxMLQ9XYcNkHtrDDeACP40RGx7ELewGYGBx8ov\nQxzMHmAY0seasibEkQ/FLAQCe6DUY0SgU6H0ViMEPQcdO4x28sXIyW0CEXYf0AkVr0ThVYjQN2l8\nwS/rfCeFOJpzEagttPc9DXgSalOBMExchwCnjly8FwN5GH9/CPcc4FRIDzR136zt5wRuLxgsjDHT\nkI75DNd1T0VS4JtQnet7XdddiF7lR+z5S1BC9sUoSPdLthAyyIv+na7rLgAWGGNe+ULH9V+5XcfN\nrShSMDb0vE6UGlUiTDusQiNHM1lSzSKJygT1JYYppZGW2HJ0Sjv8LYyujlL/Z+BMmOhD7EInsBzS\nDzaYOBM6ttZwAsAA5LoSmBwMXZTUG45C9tESuVUxXFt3ox4x6mMKMAPcq6FJCDOOuIl2O4guXc9D\nSFfRjkSC9chiUkPcwnoEEM8hUcLLgF6A5Pdc6UoOQPJul8pqtEIXIsLcZ+81EypTBSbFhQEoqpiz\ncz4UZkrZSRBxV906P3A34lAiULlaz8YiZM24ACK36bfEKH6CoyHEvSyGzJcbmH9EALYF2CF/j7Wv\nO7HdAl6sGBIEksaYEML3flS/6ev296+jjI2g1/0d13UbruvuR7roVcaYXiDtuu4Ge943jrtmsv2G\n7fh8m7O2D7X8k8LUOTK9EzDEqFAKppiIJRnqaCOXFJXGnLIiVT8MHYNVwrvkqZn4NlJu5pCoEIPE\nw5BbEiPxBFSWG6L1KiQhe6hE8ewAE9MNzIBkoYLZp50+2HDhU1C+BLgfzBBkv630fZyD2Plzkcdm\nJ3IXPwuJOQ8gd+kAvsu057h1MyLIB5Cu41REmAY5Qb0CnKARCBXts5SBw+AuhNhGF2cOpJ5wxOFs\nh0ABMvc2YDE036x7Vd5ixJGcApVTgR9BbJe9n1e2sow4jDmI23gUAUUDhi9NQAhK7zRwigCCOdA4\ny7qIn+DtBYOF67pHUBiP526Sd133XqDHdd1j9hyvPhaI2Tp0XBf9+ClZjzcYHbbHJtsLaI3jPDLL\nM31Fp+ecFbSJel1Q7gpcGgQI0KQSiMvnYh8iPhdoh8brgBDU5yBCAEYuidN5qEJ5JQQaLumNTepp\nGO8NEWq6hGouTEB0FHJnRUmMuwQcYBTipyPW/km0xTwDnAvNd6EEuUfx/Q5eh+p4rEZ6gGfRrt5A\nzk2eT8W9aCXuwM8bYZPJRH8Oia2utqcM0kOsAfqgkUT+Fo+j36fomfkuUlJGIfg0MANiz7gqQzAN\nYs8gy88o4nAiiOtJ23HstMeusuNNQPeBCTgMyZ2udB51YAJCBSRyneDtBceGGGPaERcxC1mxbzPG\nvAUv5tlvv1UX0Qc++VDr+6w1M5m9ZtZvs/uXRGsSJEiTwUTWRpEKQKbvyzEwO4MxLgFcGgStAtSh\nhgoMRakrnqEA9IPJ2niQAITbgQfBvRy6tpYhDvECjE6JEhmpEpoFmf4G44sUqUoQClODuMZQ6AyR\nOdRg7JwI7R+t4V4I5i60K/87MARBx37fi0QQrwxDCnEVn0I6h5sRn7pI13EVynO5jNYuzpcR3/sK\nRLzPIU5kJZCG6tkQHYCglzdkEQKJcfvslwF3I11DO7Kq2Hq3Zhda1cMIfM5BotGrUQKclUj30o2f\nNzVvP5fhlzlos3/32z5+h23/+gMcWH/wRfXxYgLJLgb2uq6bAzDG/AAxkceMMT2u6x6zIsagPb8f\nqZG8Nt0e+3XHf2V7+SfPfxFDfum267i59T3YKknmOWg1idDkwJws4BKjSt2m0GsQJtUs0PaDOv2v\n76T3/jzVlVDqi5KZVqUaD5Cc4yj8+iLI/XGUTL6K6YVgEZwIdDxexT0VclNidAYqpMbqmCGgBuk9\nTYpzXWITDtUuSI8pJsM8DcV3Bkk91hShNNFbn2c/h1ESnR8iFn+R/RxBK8QrwbAYv2jzGciE+ixi\nqTqRq3cfIvgBBAZHIGqLQAVuQP4dEfv7YlocFReh/BVRIA/uFWCGYXyRrQWSQiLNnUhv0Y44o91I\nmH6zfY40Ep0OIuCLoFR7+xFXtBTWLvjd6itmr5n1vI31oU89/Bv38WJ0FgeBs40xMauofAXC/TtQ\n1gAQA3m7/X4HcLW1mMxBPmxPWFElb4xZZfu59rhrJttv3HxGLkqNvodHcQhSt/tCCKfl3dkgDLi0\n/azO4OtTTDuWgyREh6Dzu1VCm8E4rgjmXVBtg85nqoQGBRRuUO7S7nyx1F0HpZ8IHEC7cEKfqa0O\n5USQaAGCG23V8ymQurfZisqsnq7aI04auUq/Be3W+xEBb7H9zUDbVNX+PYSUlmcjIfdlyBwaQH2P\n4RNpFjk/jSOLSgPcLyOLTxFxHsdQ0t8CVKYgnckh3d/8NRCCzE11wo+jbbAN3HdqTO5VSLzKIC9R\nD0wOI/PvkP3ciSjjdYhz8soXnuDtBXMWrus+YYz5HpI46/bzXxCO3mqMeQdSP11lz99qjLkVAUod\nuN71o9jegzIXxIC7XNf9yQsd13/ldrxyM2QT3wydp/zyMx8aYej8FDUi1gcjSN+hHLUMDFzWRmZi\nHLOdVtV392Iwd0L8FFc79Hcg+gakI2gABowL7AAzH2WnDqCK5vL90luuA+2Q3toUcS6SYtNjwd0Q\nmChEd4E7HahBeYYBXOIfQ0LuECKsAiL82RKFzJcQd3ELAoa0HVsP8rPYaCcmjhSNp9vxe9nRz4FS\nV4jUyobAo4lMtnngGxA7qntxClK5z0di0hoU6QqwF8wqBCYZ3bd5AQS3IdDKI5AbR2KIl/8jBJSh\neGaA1FHnhbzu33ubjDp9CbTruPl5hYQAZj40xJHzO0jXC1TCMcrEaWvmwUAlEKdJkL6nchw7M21L\nBATp3ZOHbVA7HyKPAU1wVkFgHyJ6r4RiGO3696Gd/gxEAHv1+9hFEdo31jSQqYhIDBIhjoG73Ka8\nj4B7KhTmhch8v4F7oeIpAs8gAv0BsAyaF0LwC0i5GkZAMxMogDsVzJcREFSB7VB9L0Q3IRA5xY7h\nQd2P05G4sVLXE0DlCN9mOaUvI5HCoLwXV+NnDY8hBerHkSv4ao2PrSgK15sfEEBNsaC7w455BL9M\ng1drJqRr1l72+13Xk1Gn/0WbQsV8oIhTZmKloXd0lIlwgjoRwtQpBVOUAkkaBOnbmYMm9DxUIECT\nMFUqPcApKMJ0IZCBwJNID+AAE1BdEIBecDyX6Q5kLnTFNRCCtuGa9AQOYrlrwBi4s5GC8BgSNdrE\nZWSeakBGRBVwESEN0XKyCj6CX/G+H4FMQuNrhGHsoxEBQhXohOjtyM36tYjT+HeUo+N05I35Jlrl\nB6nomc29ENiCCP4CjY0P2TF4U3sMmV+/jTKF7UHKyYv0XMxAnEO7nZcSmH9C1qXtSOfi6WSy9jn7\nf/9A8ULbZKasl0Bzef4G0SBENRohH4vjEqC9MkotEqbjJzWGXq3gsIEFGcLU6Bis0H1fWZxBF9q5\ns/j1WmOoOPAOYBZENzoQskl4H8Ev9DMiccRZBIFtiKWfZvvcrE/zoPogDtU+q2Q8iJ8ecA5SCIKI\n1bXXH0Icwn4kbrjKbkUewoug/cGaRKWpCBy2IJ3HU7aflYiz+N+6N4NADzR6IbTJjukhlL8jhqwt\nN6K4lBHbxzB+GcIFdrw/s3PzN7RqopJFnMsxZA2Zh8DD80KqI+3eBmSqvfA/fL0nTJvkLF4C7fiU\n/zMPDOFiqJkoXYU8CafIWKyDjq01Bl7dRnKiRI0wbaVxHIIEhmHswgjjp4e0q9oCQE4HIqoKNBei\nBT4TPztUGPkhBKB0sRFB7IVAP7JWeEWkHaSHOA2a59nrAzZJ7zR8eX4mrarhLASmQm0VIrpTkOy/\nGO3YWeTTEEUm0SkISBrgvhLc9yCCrdqxDtjx/DOyjqSAIoRG7PhcBAgX23v8ERItvLqja2jlx3Sv\nRwR/BfJVXo5fZuAxJJ7sRZzEHgS4TyFRzLFj9Xw9FiMQPknaJFic5E0mU18EMTGIN8sAjKVTNEyI\nAE36l6mAUCMSpO8bo8TvhezmEsOLEwQbTYJOk1rKaFEHZOWorgbmQHArUlXvQsS6HRFvP5CE5Bfs\n/aOIIxlGRNFJi2DjByA4hgDBheZMMF7Fc1fncAxGl0YEKJshMkiLkyCKACqIRJtuNNZDiKijut5s\nA/MUEmNiSGE5G7ldj9gx7UAEuxkBz+Nop9+CX2N0BCk0vefcrWc1Q5ofDiKVfsSOqYrEkCX2L26P\njyG9Rso+y2akbO1FepFWhNSJ3ybB4iXQvOCxJEWqCQg5DRwCxOpV4hNV2kt5+n6co6M8imsM7sVA\nCYaWpYjVKqSHm+AaIsdUL4MA8KRVEv4D2ilnIAItAwXlmmQh2rHPRAScQsRVg0oW2A2VmUBUKfWd\nLp3jdiiylaDG0aoM1g0dT9eo9qFdt4HAoI4Aw0ajup5icSkixnb8lHVe2cduJC7MR5xFH/LVeM5O\n2negcjHa7TP2fgsQkLQhoHkOcTVxlN9iue0/iJLrePddjpSgXbTiQNwr7Jx14etuDtl+KwhcFsPa\nuSeHvgImweIl0RqEiFCj+41logOQ+WGDMDUitTqpR5rE7wHCEGy4tN1Vx9wHE681ZPuLpPY5uAFI\nHnEkAoCIw6sheibaBZ+1xwNId/EsuHPwnYxsvRI6gCMQewqYaj/rSrYb2Ah0yyGr5Vy1A4khx1kn\nogPIN8GW82t4CWsWAbvB/ASBhFeB7AFaAVvulYj4NwH3g3s6cvryCih7/hmXQKzfPmMY6SD2IOK/\nSTkziCFw8GrR7qRV/Iiy5oGZSGTxnK5maQ7MXjSfRfs5gTiuBH6B69pv9Jr/4G0SLE7yFqFGkCYG\nVzHAu4BnILtxgkIiSf+lnfRf2QHzIfpviCVPQ+KrrrJRHQbzTSj3IiIII8IKo1R2WWh69UiaQJcN\ngHLANNQXW9FO7gJFqL/SnuvYflJAh5yxyu2IwMaBp6B5GSJ0r2DyDsRteLVOV0DoPo2DLH4N0Gft\nNQ17bC8wiGqbHIDiewIwZFP5jSGLRT/ifDZCw+OKZiJO4gr7DDuBc8DsQUBxDn4VuEWIe+lBXMMU\n3ZM0AqdOC6ADiOsYRVxRAb9yXMTOyV58Ze5J0ibB4iRu7+RmktUJ2mt5Yk5FQPAx4DmozIe6idA9\nPobBpdQXYOj6pBZuGppvQlGd04DLIb4X7YLjiDvwUu5Ph+D9SCdgfQLMMCLSA0iWn4nYfVvQN9xv\n/w/bY23gtOm6+A60m+8GuiHo1Qb1DDqLEdcxpnG20tF1IcIcRqLBLHAugPKZwVa2b+dVaOfeDakH\nHHl1dqLANBDng+4bugXpKbxK9buQGbSMgCgI/Imeu9kF5bORjmKfvb8X37Ec3LOR5yhgtto59Uoz\n7kLK1ywCj4ydu5Uw1ObVlz052iRYnMTNAOFmndS+Jm2HawxOT8G3YejHCWLboO/7OUYzKbJjYwQa\nDpFmTYTZBMemc3O70SoIItEjpt8p0ypSzDK0wL2U/OXjzonawYSRuDIGzlTEnWD77lfINxvxOYYA\nUkLuRsR5ABF6BO3KFWTxmIr8Izapb3oQ8Y0qA1f8F00d74bAT+35NQSKzyEfi1EEBDvsuDrsuI/i\nR9g2ELAsQCbSA7Q8MIM/Esi5l9t56gIuR4QfB1OhFQxHN1KqbrPzE0HWktm234C9dxP+z7l/+h+9\n4hOqTYLFSd1c4vcCVTC3Qp0ITED2ngkt6tnQ+5Vxwpshfh80giEhTNLu/sYW7kkiAs3rs+aZRmfq\n0/W8MLOIIOxib4kTXlX0ceAUCBzEd5yy1clK041AZz4iaC/d3RX6nRQCgR2I2FKIyJuoMvlsfLNp\nBO3ef4MIcgSJQKN2fFci/UGFVgJfDAKdDsQhTUWrP4vKGmxFYBG119nEw+xBADAE5l+RonSbHXPZ\n3vOo7W8eAq4Fxz3fFFqAyVYEmGVayY9PpjYJFid1Mxy6opP+Uzs5+JddZOp5hWrvQAS8HhHWc8Ag\nZEbLDC1PUTorQGMaYqV/jBSDEVksmIBwDcZOUc6L/OlhiR0Z/UY3Iri5+OHgs1D9jDS4SXusBmZQ\nfTMGyadcmn0IkFzEKXjWhxTiLkbxAcLL2lO19xtGXMiT9pnGEfBstecUEGhkEXDF7PX9iOCHEIHP\ns3NTQOBxKxJDXgY8ZhWb05DIMWLHuxNxJFvtnC32n6OyyAiY6nbssxEYHbLjM3bsS+zzpm3/J0c4\nyPPaJFicpO06buJ4d6wgDsVwSlaFFYgIwojQuoAChL8A2X8rkvyuQzVmmJhjcK+H3PQopXQAJwLV\nbjA1iJXrVDNQC0YZWpCi0mMgDE4fuFGkxEuoQllLZAmA2WSzgB9fRnAOFFcGCW6AxlQjMWEc7a5L\n0Y4eppUdnDgi8CAizhAizg7Ezbj22BASjS5D4hIIJPrwq713Io5mFCkyR5HScj+yoixCAPgcsArM\njxGQnWHvM4a4gwJy2qoggOvQPWLfcEVFvbb/MaAO5XPxUzodtddstc82AWsvP3lMpl6bBIuTtM26\nc5hZtw4zNZcjSIO+7ygUnWlIrFiEWN5daAd9JVrox4A2SL7DJbHfpR6HzsNVUjsd8u1RVQ/PQDNs\niB2G7KEi4FJKRsnPD1OzAVDufKATTBmIQ7PXgkgHRA8ggKoDvVDqM6TuaEIQQo+5ImSbhYoDiJiG\n8X0VyiiRzBkIVJLIC3I1vuLwACLiLEpSswQpbHfbPoIoUnW2PcdFBO+iXBNH7TlNJFYYjZUQyrcZ\ntONYYPuL6dkoIqD0vDOziOMqIkBYD2yH+N0IkIY1Pxw47n4nmcnUa5NgcZK20cuknwg8Ab1fGocp\nNulNL1qkVRQwZVDcw2fRrhxCC/cK4BmIPAGjfRFog/bBKsaFaAESYy6l2YbxqSHCTp3OkQqNQIhg\nQ9XQS10BEW0V8vPDIgSPGHLoNy9h7qOuRJVlSAcyAykza2gF9iFCHMJn/bcg1r9oH7hIy/uzFW/R\nhgi3gCwb99h+d9i/Tfaexl6zBXEus1CR4podZ8oefwY//8SPkXnTs8ZEkTgSR2bTCXmhthLyWmUn\nL0MgNgeZa107H2kEPkfs852EbTKQ7CRtTlDRn9xJK0Ft7715LcghtEA77GcDsdqDiBgd+1cAtkNH\ntEbughidgxUqEUMpFSJZqBOsu8RKDUwTymlDwG1SiwcAh1DNYXRelPZclWowSlulTiUDsSQCqoPI\ncpFFxLoN7cBVMJ6j02mIqG0EKWEEAml8S0gPIq7T7HinoRiMARSE5XEncxFhjyBuAAQOQTRPeSTy\ndOmZWzVRjR3jMFJqPos4MsfefyESdbrAJjEVV+JCcDcCEM9pbQ4SNU5FytGz7LvoQeLQbATkI/+5\nd3yitUnO4iRsHy+so+tQRWa/82DgXRmGVqWkp9iOgOEitGCtazdt+KAxGy3aMpKxD0Pnv1RwA+Aa\naN9SJ1SDUjpG8HsQ+KQyZmXyNZIHHYIOxI5BtFLD5CFZKUFZogsB/FiPUQQEOUTYA/YBHCQuVBF7\nP4wILIyuTyKRYikCGMvB8C3EQey1z3AYiTM5RKzdtOqUUEZizDY0Lx63MoYI/xjiCA7jO6F5wDWM\nCH0QcWWej4ljxzQDPxOXsddfggBoFgIbz6oyH+mRsva8Mqy95uTTV8AkWJyUbTSdobHJwDZorgGD\nS8ipKUw6hhbwBhSk1ImII4EWdAnfV8DbOYMox2QA3ICBKWAOQHuuol2xDYINZX+q9UApHYQIRCou\nA3PbSBRcRudGSA64uH3g9iInqWWIaGYCRXAuUl8k0S5uPTuJI66h234PIULbbc/PII7jclRxpotW\ndCx3IZ3MlQhAtiBibiDivwB4AwIuL4eEV1m9ZD+7EHdwGN/BbLs95ll9BpAe6CB+st4NdnweoPUg\ncOpElFWx/W2y33P2uU/SNgkWJ2HrPThOaK8Li0XEUw4XqAZiYsdfiYjiVShR4Rfxg1IfRG88j58g\ndzuSyQ0Evgep/+kow1SH8mxSBlYLSBiFyJ2Q/nqTsb4w+fY4seYEE+kAHXtqNNqV2MZUwZ2rZL4c\nAGqqD2pAhOlVEPOiP6v4BBdFO7jnUh2zz3MIEehmxDUZ289U/HwUh5De4bu2j5X2/yF77TwECNMR\n2PSgFNMNe/wSO4Y+BFwlO0/zERe3yd73sL2nsecsRyC1HXFIbfZ6L4eop6/oREB5krZJsDgZ2xaU\n/vgOqLSD+Rp0jBYhD04Yyc5PICXmHHy9RQEp/LxcFXG0qPuRUi6CCHQGMiv+BFgAudfGGE+naJyD\nCO4gtD9Sp2FCZPJ14kUHyhB6HAFPWBmsQsNQWQ2VuYojMTZdnTtT93NPRwQ2FblQL0fcxgpE3F46\nvjq47wDnlbQqj7MYcRJTobg8CNfge4F6zleDiKhzwPvws1l5dU6jyMfCxfeJsKDIYcR1hZGT2Dtt\nX3tRzEwagRz4mcSzCABHESdRts9wxJ5T0dydrG1SwXmStffwJTkmBYEzIfY1YAlEr3bg/0JgBO2y\nHhscR4t6JfIl2I92dxsMxhjP92eYgZR03o4+CLGJCsEmhAYR4Fyg83seKYjNNohI28VR0LDJfJMQ\nLYPpRwRp9RFmFEiDyUH+lWHSg3UCw3YsUxFIdaIdPgQ0JRaZJjAP3NNsLoxh4FWQeqap/l+ue7MI\ncRk2KS678a0cHUhUuNDOwygCUE8B7JUYuBjNMwh8nrZ9duD7WSSQqJKzf9PsvNWR2NKwczzdjrUG\na689OfUVMMlZnHStJ5eHHAz/DJzbEGE4UNiFKpffhxZuHIkbFUSA30LydxOBxzy0O3vscg5fIWl9\nKBgBnoHEByD6I5RGLoN24/t1fqUdxqeGKc4MKDT7qMAgZLNsmTK4nkUkp6S4Tc/6kAMnEKAZx48A\ndeznXETc1uGrttieEwTzU0SI5+seda/YUACJAdh++uw1p6LdfQZ+Dk4vYGwqsmh4Is4ptp89+AF1\nLr551Kv5ugdxMuP4KQG96NcBO5cpxLV5uTti/7l3fKK2SbA42ZoDXAzd/w0CtyKnqxKkL0TxCAkk\nh7s6zlJESGch4utG4kYvIsqVaKFHkSjiKRW9TE9VxO4HEeHdi3bODYgIDWT210ntdkQcYUQUA+Ak\ndH2hJ0RtDhRODWJyENwL7iwoL4OObfLtoIeWGFC4IEhtlhG7nwQqEPEcoTqQONAJuUVRqEL4Kahe\nCCyH5hRE2BOIk/JiWfoQMJyFOIMeOz8DdryeY5WLHwE7BZlhbbJiFiMQO6pxMhNxKV4ym4Kdby/Q\nbj++GTlk5+YkbpNgcRK1KRyjHkamwDJa7N9CJfP2IwIGEYDnfJRDALEQ3wbUyAAAIABJREFUscle\nTQ1vgXu5NM9Aq+FctLgDSC7P2GvqaPedicDmNUAeIjX8SuOeq3YEmK7UfKQgM9gg4ED6SFPjiUIz\nCvEhwEBoHz64jUOi0CSy3RXHcQgowPi8EPRCbQm4C4EEdD5dbflvRJ/V9cFtdvwDdszjMHGZEfHG\n9D95JGpdau/5/7V35vFxVefd/z73zqbRSGPJlixbwhubgbCDSUoCDhBKE5K0kK3NJ1ubT2hImqVv\n3iakdZuUvDVv2r6Q9oU2vJB9oc3SQJKWEEogQMISNhNsg8F4QUay5JFGGmnWO+f94zln7kgYkEE2\nkn1/n8/Yd87c5dyre37n2c7z9Nh7e13TM3kVqqY8aPvmjKIxQsLag0plMTSbeD8aTbqbMD/HUtST\n4wzJ8xgRWcwjvCf4FolfotGHSeDb6Ky/Bq06+4eo3h5Dg5jWoLNdGRW1C4SivnNP7kQHw0ZUNdlE\n+FaMoy/+EShpnEyYxCWmq1O9PTQqmtcyUGvTbdMG1ax1xAxAbAQdPIu077E7UTtCDLWNbIX80XF2\nn5bBz6ERqUWbJasA7UM19dBUQFwsx29RQpi053rQfsbtfSYBH9LfNSo91ez1XodKDDvs84oTrl51\nyWk2299H7D0PoIblgn0WwyjJ+PY6p9vfDrP3g91nFFWBToB175m/9gqYAVmIyPUiMigiG5raOkTk\nFhF5XER+JiLZpt8uE5EtIrJJRM5vaj9FRDaIyBMiclVTe0JEbrDH/FpEls3mDR5sMKejtoO/AvrA\n3AvmanS1aYzQy+HiCpyFP0DVhI223SXTTaBE4qEqyCp0ttyBzqBr0Jl4AtXN29HZEkhsQ2tofA1G\nT9RVqrFxKPdo8eBSq0/VGj6rnRCk7LnFXsct1X5Wz5vdVKV7oKD2j4fBxG0G7m6UGH4L1RQUuj14\nCsoXodKP80YM2n37CKUnV45gzLavQqWwBJjXoxKBW7QWEKpgrbZ/fSghtdvrLLPfXfBVK6rqPEKY\n2MYtkHPxG6+xz3aeYyaSxVdR730zPgPcaow5GjV1XQYgIsei5QqPQT3919j6pQD/AvyJMeYo4CgR\ncef8EyBnjDkSTQ/7xZdxPwc1As9D9qAv543AIyCL4ekhlCi2ooN8NTognAg9gc6WLhO2m4lXoHp8\nL+GahZvt7wvBvMG2bbNtR6ID0BWg/Dk6Mz8CC3ZViY9qP5O7gU5o2xrgB1DrhPgYlFISJulNQOF3\nPB3Me2B8tU/dklDmrjq1tSCT6P7LwJyqx6SegMxjdTgJks+gA3s5SnjHEnoinkXP7XJu7kQJtKz3\nxkKQ+1BpahlqywBVuRKEaQGXoIRZt8/oZnuNe1FietQe4yqlt6N5S++2z2oXKq2FNYnnLV6ULIwx\nd6GPuRlvBb5ut7+O1n4C9ezfYIypGWO2oea3NbaaepsxxmnV32g6pvlc30crVESYho9zFbFaoE+u\nE80u3QlUYNWF6KDJoS/+HnTg7EZnvpMJxetedPYroNZ8tyZiOWocdWHOHshV6MAeRmfOn6F6eRwl\njCXojLmGMIApZretquNNQi0G9Qy0bjcq1dhqXa35OiPLk9AGbU8HeEWo2ZWrsQ32fLa4sjyDqhLt\nEKy0HpYsOhANapM5hrC0QAEYh/prCI2LjxKmDnRu2la0T066uB8lgQk9ng6UdG1OEIpocNsSe45j\n7H4p+1zLtk9OOkkThtrPc7xUm0W3MWYQwFZB77btvSiHO/Tbtl7C1f3Y7d7pxxhjAmBUROZXcsID\ngDItZJ+swt0wtD6jT60d/T9AZ7Wz0Jd+D0rvS1EJ4hF0UB+NEsph6OB5wG4/jUojJfTlPh5VFxai\nYn4PWnhnO/rGZFCbSB9qz1hqf4sTugorQAEkrxm+vTwqxg+hgyytgVodD5ZhsYaRIxBz61iWopLS\nOLANjHODPgl+PxQW+XovF6GD30MH9QANaYVh8B4nTOzrlpr32XO3Q+3VqFTg6nqcgkZ9+qhdYxQl\n3sWot2kcJR9XqWyTfeaD9m9gVSqGCV2lk7DubfPbXgGzZ+CczerK+1Ss9VCBTwBfAvN9kHqdypWe\nDpLHoHQn+gJ/H6XtPSiBPIVKH4tRHXobOiBKqIU+IAwwepapy7Bd1qfjCFPfv54wdNnFHwyhA6+F\nMK3/BDqQB9GZtg0dPM620ILO8BM0PC2JbVDs8Ki02XM4d2oeOBxkF+GgF2i7KWD3qzJKDoKS08ko\n2d2O5qRwK2wFOFqrlZGx93+MXifm6oR0E5Y+bLfne1j7xk32WZVQb9EK27fH7PNZgRLQAhpBZLyK\nsNjS6hf6y84fvNQIzkERWWyMGbQqxm7b3o/OVQ59tu352puP2SUiPtBujMnxPLjjc3c2tpevXcaK\ntQeBMjgDxKjAiTDUk6GOR1zqcDjs+QosXIy+sCVUlz4fVQC70NltkHCdhU1ui0EHzKOEcRZFwoxP\nq3V/swzkYpRonDv2R6jr1IVTL0AHV5rQpevZa46ib1mFMMnvJGHauwqNcoItm+p6/bT9PY6SUQEY\nhuqpEH/ato1D97cKYaBUPyohHYXaIeooSdnK7ZwBchONimusQEnELUtPoQQQ0MhTynb76bXncetG\nthBKdTnCGqcLCJPzlFFVpWQLQr/C2Hb7drbf/vJizWdKFsLUGf8m4P1oSpX3oeY21/5tEbkSfZRH\nAPcZY4yI5EVkDaoVvhf4p6Zj3oe+5m9HDabPi7M/97oZdvngwQe5jkW/LjLw4WzYeD4Qh4XngrlH\nDZ1sRNdVDKJi9BGogW0lOkOPoy6+J1FR3cUePALmjZrUhiPRwSRoAeIqOhDuRg13eZQoTkbzShTQ\nQeLS/ucIjZiD9lw124edhHaVpH5KCyE5aV+uVqi2QtxlEd+GktYuvUbcTi8DZ7fTMzamBx1r912i\n9ze5RkgnDfwKzMUgd9tz7Nb74ffsvTiCuwGVtlzJABeunUClg83oOplz7D1ttn3f3HSOSXvu7bY/\nHfYZxIEY/HXfK6+CrFi7fMrEeufn79rnc8zEdfodtDrjUSKyQ0Q+AFwBvEFEHkcNklcAGGM2oiFD\nG9HFw5caY5yK8hHgelTQ3WKMudm2Xw8sEpEtwCdQT0uEJiQpw7Mu6tin5+o88hfoDPsUyBmEdTOX\noIO2SlhU2M34PYQDqxudgbuh8h4769r6G3iExXGqqC3gNEJX7FJ77RWoFCL2/Gl0QJXRWdpZsnaj\nViq38GqYhlifciUDBK2KPkIjboNlqMvUVTsb0nP2/GyM6llQXqv9m1guekwZ0g8ZJZdukIfQh1ZC\npYdu1JuRQo2UGVRC6Lf3nbPXsDlLKaFT3im2jzVC9+gKQu+KWzn7GrvdBoMntWEW2u8HCV5UsjDG\n/NHz/HTe8+y/Hli/l/YHUNPZ9PYy6m6N8DxoqRUZuCirVccwDH0kQ9fFBcwYyJdR53YvOuO1ojPd\n0ehM6az8LYQGyzZ0Rtyg24nf0qgSTgk1KJ5hF3zlURKowcQSj1ZThzKU+iC1ASWe7ejAcQWDnMHw\nTHTwGbufse2ONOraZ9mOkk6ChuGwvgS8zTTWg1BFB7kNVY9VQQaAIrT+yCghnYGSUhsqKbi8E9tR\n1etV9v4q6MB2+SxaUSkgq9cyy6B6EiTGUMkpC6YO8rB9zg8RqiQlwkplE7ZaWwxayxMU22Es3SQN\nznNEEZzzANnhKgE+ATGSlOi6u8AvfghyHKoK/B460x2GvsTOgBigs/Iy+3uNcPn0ICppnEjDMDfR\n5+kAWGpzUnRpO1kdBOmJOsECqHdD6rOomvBn6FtUQEkgSWjENEAv1N8E1SVKMBPdHrkjUlSsPcWk\nbck/N2izQNyuMF1ozzeBSgWj9joFkJ00iKd2ASHZZOxD24DaMDrt/fuovLvKtu9AibBgn4ezM1Q1\n/iLxJNRbodYFPAsybq+xAbVz1PR5F97tNVyzpZUwvjDOcGeGQrKNibTrzMGBiCzmOD7IdTzT04lQ\nxyfQDN73wFq3WjJLuEJ0D+Gajj7CgVtHyaFgf68QuvVG7T5Z9bI0wp777QCZgNzxKchArrOFXEcG\n71dQ+zwquXwGnWlbUXuJtfwHF6Op/n4B3n9AMRMndQW03lAnIEYhm2JoWYZyEiYzHsYtsqoAeSvV\nOE/GItTr4QLIkkAL5PpSkILYzfb6zmWcRFUlD/XQ7EGJdMB+X2SvtQxVrTbZe1hB6OwfBO8ZyC3K\nEKwkzM51JBTPFDgFCms84uU6o6cmGDgsy2gmy6SfpmJXjAX4XM2l+/w3n6uIyGKOI0ZgI7YNAR7J\ntxSo/C1IFpUo3oKSw1Z0pnd2hofQgeZqcgrquegnDOdeCmOvjUMAY8fHSP8clQaWgekDdkPhJJ+O\noRKlFixd+QxcmGW4I8vA/8gydHqm4Zodelua3DlJeBb8u6DrvwraxyFo/2xV91sPXU8WqJAkwGes\nLUOiVKecRBP2tKLkBSoNGHSQdup6E0CJcAI6nyzpG7wUJc0xdFBX7DGnoMRxBGHSnHZUksjY7wPa\nd1ahKtsYKilYlaf7vwuMZxNMtAuTx8PkyYKx+TuKyTT59gwlz1Vrdt2ehxWEZoAo+c0ch0/Q2O6T\n7/FGvsNPV38FMwSyDM0Q9VpUlViJuvV2oDkpH0at8zvRWdkZHmOoTQNo/1EVfgPtozW4BB1ou0Ey\nQCfEKgH57gR1T+eVBGUC+9oIdep4TP6uUG5J0NU/Cf+A2jhORE3dbah5/GJUDfgoDB/udBSVl0az\nGbL5gtoc3EKtOjrwR22fukCeJFwkNoYO+jxKFHV73V2ohDCEqgzHoWn9j0RzeN6FEshDhNnHHeEM\no4FXGfubJc6S30LJbyHAb/wtRlZO/dscCogki3mAnifytASTmB+cx2q2qE1hLarHn48a9TzUnTeI\nEsNTqE3Cid270IHnFpgZVO9uQ1dhnosOxCGUeB4ENkLqUWgdr9D5TIl0ebLRJ58aHnW6f1FgIp2m\n4/tllWxeD8RhaGVGB/Ox6Kqg3fYaSyFZq+BTV8/OfXkCfGpxqLapbYMxdPC7iEgPJbqVaHDVEntv\nLldnCyoZLEddwwvRAT9kP2egBOnWtByOkkIPqp64FamH6fkbBZI8jSxtCSbtPQdTPocaIrKYw/hT\nvoxHwJVHQ8vyKve9C/6u3QalXYA6p0dQ0d2tKn0HOnhsvVHS6GztMkkdQehZcDU1lqNxE1lUv3fZ\nt9v1vPFL1D5ggLp9ZZw/fOy1Mbp+NYE5EfgRDL01A+dCS3lSYxPu0NWj/BiMLYxcjicJ8HTA/RvE\nKdNSgPiPIIjZ/rv0+8ehngrnmSnbdSIunqNdVSbTgUpQgd1/MTrwO/QYXJHmo1HJZBS1TbhoVecl\negSVSAB2Q649S9V/btaamYQsH0z2CojUkDkNn4DuSwp88nggBmsEnfWy6IpPJymcic6s2O8uP8Nx\n6AB7EB18BcI6ownCalw5VHR36fhdhOMOe44vQLJUJj1hqCTrGOqkJ0q0/ASVYh4EORnog67+AjwM\nk2elyfQV4CibqPeTaMX2xyGzUmfq8Uwrxb+FeK2G3EEo8QzY/9vs/ymgDrUlECui9pclNJLlSNbe\n2+H2/l2AlKCkWbPnGEGNsCWUNBKEFc7cepYlNMoRlI5xAthUslDS9A856SIiizmO6s3wmx36hzr9\ncGAPDP4WFn8afdnfgKoNEA4OVwB4FB0IbvVjBR0ULSiZWD29fBIk+7Ucn7/BHrMVJZVfA2dAvGwY\n7UySmiwzkW6lxS4YG/8Dn/SxAX7RXvd1wHuh++oCrIGBP8zS8908uT9M0bmpxNAHWum6dwJug1Rh\nAjqgJVbTdS1nQmoJVI+GeBGNFP0BmAxIq02gI1BdCLGaLkTDFkaSUd1mgb23Fag01Y96aFxFsn5U\nmlqgz6EeB0mAbKKRmMcshsl2j4lkekrYch3Bw2Bsq/t+qCAiizmKU3mAnkfzmBq85i9h9O9RiWE5\nLP5dVP93tT8n7bYTwV3lr6dRu0YKHRy77b5pwsCpMUhuBhZqbsxG0FQfcBiYRVBOQ7klTutYmUJ7\nkrZCgdISGP1gFp8q0lbCtAsZP2Boa4bu2wsMrA2DkfLviNMxUKLWZY2C/wsN9r8HzfZ1MbrMfRew\nFeLbgdNg/F4fDFQTcdpGS9TahZZRw+iCDMlaiWSiRrwGXhEGTmqj55lxVaN8VCraY+9zo94LnfZZ\n2Grt+d447cNVzZuxiMYS/vzCxHM8HBB6pByMi4nn0CCOiCzmKE7nfg0++h3gVvhKBT7wFHRcBLwN\naittnY7d6AB3WZy2EuZ3GESlCbc6dBUqWYyjUsOtqFjulltPAl1Q7oakLVAsY5AykBquwghkjihT\njQtBPIZvaiwYm6Sc8kgWA3JLU9TxGVibxafW8Jpkf1mFboi9CzpXl1TU/yqYj4G0oFLAU2iEZRZV\nm3LQtjAg99YUFZJMtgXU/Bi5Vh3ElViC8UYotaFnZATTAvSB3IUSRpowmMugktTTaMmCbsiMVSEG\n5RZIHgETnR6B71H1EoASW7MHRKsZ1Bt2m+blUtOJ4mCzV0BEFnMYAo/D7pvgW5VeVtBPx9+jhkiB\n2H+jROFyUTiDZRdKEhtQaaKKqiSvQUVxQSWHVYTGv27Us5ABBiD5U2AtWim8Q6uR+VUQHxJDMLki\nDsbQNjFBPpsmHlTJZ1NUSBGnggABMdon80ykWxl4vZUyHjX0/OOY2lgGrA3DhnxzIbqEsIiqTXng\nbKiQBKDop6cMXIVBMBg8Bjo6WTiRI7UbXfA2inpSulC1K26vA5QP13Dxuge5jgwVEnjtgV0tWcdY\nMmi+XjqYZNJPW8kiJIm9SRQHq3wRkcUcRR1hz/tTdD9T4s8X9uuLf4q6DeVWtADOYeiSbJdBeoRw\nkZZLh2+L/bAbfcddAl6ba2JwbRvdw+NaCMipMkcCz2pGKj+HEtFTELwK/DykxysUM3EmW5OIqdM+\nUmWiLYCkh0eNlmKZ9OeNDvbzapi4EK9XKHstjPx5ko6flRn4/Sw938pTuxBGFmTo+nlB3ZkTaN3V\n87UIUdeSPP56IAsDf9DekFYU0rAf1PAYbO0iubJCnDILTUnVDpv/wqXKC5bpmo/B3uwUMqjb7WY6\naiaGCT9trzU13UqzKhL26uBE5Dqdg7iEL+NhKNESxhi8HtgIcjuqjy9BDXYuqGg7qmrEUNLYhUoV\nJRoRkNUTUMnkNzTWYCy+Zxx5EGouX9kJgNHFVH4/jC/zNWJxF/ibwbRC4lEQY+gYLpMqVyi2CqVk\nEp8adWKkJg1cAPnz41TicQTo+FaF7j15On5TZviCFnwCzAWwZ0EbXb8okDsvqaPse2DO0aXlQ0dn\n8P8PSpQbaBBFDf85n7g14AT4FEnTf1gH/Us7yS1LUej2qKagf2knA52d7Ort3IuUEgZZBdOGhYbZ\new2JYyqksf/04w42RJLFHESAj0edOAHFj0PLjcD/sz8ehtobzkFJJCAM5y6ihrpWwkVlLrt3HeJb\n0YH3RnRdSQaVRNIQe0KPNQZkiVYWA2i7OdB4hNPQFaIbgRi0TNSQIiQSdeITkJws4pdhvMtHajBy\nVoKOgQrFbJVia4qB96oq0vNwnkWfKNJ/VQfyGCweH4c2iFdrahRdC12P5PGXwqJnC/As1C8BrxAu\n0W9GzA7wKnE8G2YtTf9WiVNMpiGps79P1e67t+eukoTYgLGp7S8EoY7gU8cA1xyE9gqIJIs5CmMt\n7z6VVBxzARpl2IuSwKvQgKlVhMV7XX7JjShZ5FCrv0v6sh01ZGbQNEMuLZ6r97kRTdI7ipJPO0pK\nO1FiidntLsi9Nkl8GIIMxAtQS8FoZwv5xXGMCDIKRoTxRT7VlJYI6N6ikZr953aw56oWXT/xY9hz\noS5Sa/ubgBgVeh7Ikz8hqcR0nfbf+zfoX9a5F/FeCSBouDI9YlQb7UK9ESPhJJCAuJUSmHJsolGj\ngL1IEM9VP/b2FwvwGurMwYhIspiDiDUtRCr4bWRHcxo23Ye6RT00tBrCrEx7UJWjj3DlqYeqG66W\nSBk1/t2FqiYLUFKpoER0D7qmoxNVdVw4uKC2hE49LlGpUuqBWsyj3q4Dq6VYpJRO4QcBe45qIV6v\nkSwF1P2AaqvP7iOzJKiwaGuB4VUZAjwG/l5tEAOnJuFUQ8/dY9ACpu4zeGIbtRPj9P44x843L2yy\nTjRDqBmPmNQbybMrVmrw3ApdlCimP98aHjHqDZtDhcS+/ZEOQURkMcfwp3y5sd1w3V2NqhcuZHnC\nbudRb4gjB1CpIE4YeNVm91uCEsy9KEGU7GcAJRCX9HcTSj5HowbSqj1+E3AaVBZCOZkgXi7RUqoz\n2SYkSgET7SkCYmQKJUoZqPk+5VSdWsynTow4FaokMB503VHQ1HaTUP0UxHZqIFT/mZ10TOYo+Ul6\nrxlh+6WL6H9zB631AkWv9TmDHgCR57TXEWLU8RrqhPvdUMO3qotSTzMxx6g+J1pzX/E4R76s4+cy\nIrKYY9BBFSdGDYNHS32C/BfjZK+thqnlXIbqJPrOuxT8CXSAd9j/+1BicNW02mz7Mvt/gKo3z4J5\nG1ABeQIlkDFtp2T3a0MrtL8NFm4sNbwubT0BuWNS1PFYmCvgjcNYe4xFTxUZPLwNn0DbbwFzbhH5\nge3/v8DunRkEqC8QFv/7OL07c/T/j048ArZf2kWMgBqxRoCUs08EeHuVMyCMdyiRJEYdoU6SCmUS\nOIKoNUkc7pz6/eVWLhZ+wTkv8xxzFxFZzDHU8ekaHSGxzWbWrqKzu0vEewwawOTS1+VRsuhB80Ec\niRJEDpVAXCX0AcLSe9DICuUS3soASggJVHXpI4xNsJ4TswwSO1DyaEqB1/lgCfZAZQ0kDLSUSxR7\nIG4qAHgbwJwLw11pul47Se70FJ13lkjVSrTfXaP/7E44EvrfoYksKiRIUiHAJ00Rgxoqfep4BNTQ\n5eJu9WeAT8yugnWqR4x6Y2VshYQlnmYJxFiporls+svFwRphoYjIYo6h57f5RiIbOQ3KJ3gkf1LX\nv9SDhEuzCygRuDqgS9CVlq6Iggt2clHLAWrk7KYRfMWxaK6JXlStcYlxD0ONmgvsOQI0x0ULOq7q\nhFLHt9HilkugmvTw2+u07jYQQEuijIlB+RRI3gNdt0xiPgWdd5bgU1CKpZg822fpcI7Bk1WPanZf\nppikRNqSQrOno3k/JyXE8AkDq6pWSvCpEKfaMFrWLMnUG2eazaiIgzXCQhF5Q+YQLt+5Xj0O/WgC\n3T5Ibqqrd8MlmW1D7RerUeJwkZuCkkUPYV2LzejALtt9xtBQ7x2oJ+W3KOk8jhLR06jEMISqJ532\nPDnC0nzWdcokGsvxamA7mE5o/Wkd/0bti7FJfqUCfgC5NyQZ+ocM8jF7f1dAslJh8VN5BhdlNd6D\nOj135HGzfZWEjQhViUKsJKBEYfCsiuE+MbuPhyFBpSF1TI+wDPBs1IQ75+zgX7lk1s41FxGRxVzC\nfahHooQOzJ+inoxOdLBvRiWFAbtdtJ+1hDknh1CVZYk9ZguqfhRQgnH5Nx9CpQmnptdRMnG2jzHb\nB+dlKaHlDp9Aa3K8wZ7X0/7IrwhLEPSDbFHCqLZB7EnofKBM140Fzcb1EPAmyF5SQVqh58/yDK9J\nY/BUJUGsm9O3koKhjo+xVCCWTARDmfiU+AuD1xQnYd3PJKwb1akhLhLDPE+gVYS9IVJD5hJ2ELot\nXfLdXtRG4dZyNJcZXEij/icno+rFAhq1K1iOGiLH0UjPJ6ExkbaikshulEDi9rgUWgB5NWFBX5cJ\nPIGGineD/BCVcCqofSMDTEBwLvj/oX2X5VDK+sQ3Bjo+T4Wxo2O0F2tUPwrVjZC+DbgAFp0zCZdM\nQh0G3p21A1vIjhTIdbTbsCdDHc/aLirUrYHS2EAqsZQCuuDLIMSp2BUkISmIXT0q0eu/T4hodS4h\nRejhiKED/W60htvjaPq8nP3N1sxoFDN+0H53maZcWcCjUIKI22OTKAH4hCX/rHTQWMDl6pZuI0zv\nP4KS2LD9rRWVPsSedynUTwV/DCWu84FfQdsnbAToEsgdlyIzVoPjIXYPpD+B2kP+Cc1dkVSiKDcZ\nJBPXY8mhWZUwDZXDtwu/aviUSKFSSRwPQ8zUGoFZU1ePOnklwr5AwoJhcx8iYv7KvPKl4A4ULv/k\nehXrbabtRmbqlejg3Y1KB2V00KbtPs7QWUYHf83+H6DSQtmep2jbYoRVtnzCimM5VDpxRlNnv3DX\nmUBJaInuX70I4veAORHkcXQJ/Ebgw2COsaUFijB5rCB1CGJC5td1jfFYjCYeHsKqIoC1PdStq9Rv\nUi+mGxOfu/pTk9S0BEWqfoIiyYZ04ZaZO8KZDVVkvtkrviDrMcbsk0X2ReUwEbkeXUA8aIw5wbZ9\nEXgz+to9BXzAGDNmf7sM+GP09fu4MeYW234K8DV0/vxPY8wnbHsC+AYaGjQMvNMY8/IquB4kWHfl\nVGK8/Pr1ShIuZqKPsNBwFZUO3KrTFagk4mIkSqgkYOuGEqASxS5U+sjbTw4N7Eqhas4TqJTiKpw5\nd+wEqt64UPN2iN8BLAf5CeHitxOAHdYFvArYA9V4jLZ8FW+Xga/C2HUx2s+vMfShVro+PAFnQ7Je\nouylSJeLBCZO+0fKcD4MvNMl1XHKRd2SSQwhaBr4Og6KfotVXdSyUbNySoxgVoKwDiW8qGQhIq9F\nzWPfaCKL84DbjDF1EbkCMMaYy0TkWNSZdjr6Kt8KHGkLI98LfNQYc7+I/CfwJWPMz0Tkw8DxxphL\nReSdwB8YY971PH05pCSLF8Pl/7w+rKXZj6oLZXTwOkmijhJKDR3cdmk6h9n9nkZtD84lWrH7FtCp\npAOVHKqEU8sEagPZhqocztsSR4nLB86y59iJkkSA5thYCGyBoU+k6frlJKVTIPVNGLg021jI1RoU\nWPDDCiMXJen45zK1iyBWh4EVWRvG7TVsElOlglDi8AkokyDAI0GXR8BwAAAMyUlEQVS1EX9hgNZg\ngkm/dUqCnpeLQ0GyeFH5yxhzFzqfNbfdaoxxprJ7UGIALXlzgzGmZozZhtri14hID9BmjLnf7vcN\n4Pft9luBr9vt76MJ4yLMAOv+7DLWvU8/jXc+htoWBtCBW0aljT7UeOqkkkdQFSGJxl84l+pjhK7S\nFKGN4m6UaPoJ4yx67b73oeSRQtWXim17xLaNomHmfcAxYN4BXT+fhCWQuhNYBT1X5el9YoQEZSb8\nDJwMCzaXMafC4LJOyguhZ1Oeqo3EdN4R5/4UW77Ms+5SF6hFw7IRjoui3xLZK14CZoNW/xj4rt3u\nRVO8OrhicDVUKHZ4xra7Y3YCGGMCERkVkU5jTI4IM8a6v5imsnx0vUoM26BRlq+ESgoTqC1iHB3s\nxv6fQCUOWwKAzaj9ogOVDlYRGjQHUfvHMnvup2gUUGY1SjKgEaVFNHDrMWAnWpowqdtsh+J7ocXW\naK2QpIZP/xFqt+i9Nkfv9Tme+VoncoyGw9fxcQWOatNe4YAEPgHVRpCWukzd/xqgJY1sXrOB+SZV\nvFS8rKclIn8JVI0x333RnffhtC/04x2fu7OxvXztMlasXT6Llz54sO7/TiOPd69XI2ICHewufZ2H\nek0y9vt2lL4fRlUGlwX8YeCXqOy4HZUY7kKJ5TiUNPpQaeY+NKjsHrtv0m7vRElqA6q+rAbzFmh5\nCMxpUFjks3Qwx67FncSoUiLF9g91sfyYIQRjU9u1Ereh4FN9GqqCaJIwlSp0PWkoPLs1Iupudcce\n3FGXDttu387221+eKfAlk4WIvB9No9K8cqYfnZsc+mzb87U3H7NLRHyg/YWkirM/97qX2uVDGuu+\nPY083rpeJYxJQulilf1/G6pWLEDHkqsy/jY0T+ZZKFGU0SXtLr5joz1+GFVAW23bmwkXpB0B5kLr\nLQFkN5ijgBpkcgE7FqsBJWgexBkN586OlOm4rswzn+kkExQoeymM6H6BlSQULjdneA7nXo1RI2gY\nPA8NogBYsXb5lIn1zs/ftc/nmClZTMn+ISIXAP8TOMsYU27a7ybg2yJyJTo/HQHcZw2ceRFZg0YN\nvBf1rrtj3odqtW9HX8cI+xnrbpxGHh9arwP8aDTOYgyVAFai5uo0cC3wIeAOVEI5EbgFNYAOoOHo\no/aET6Dqy5GEq2XfiHpGHoPgeMgtaqVr1wTPdi/AJ7CeiTABjYu12H5yF3GqeI8Da6Hv7Tn6v9dp\nA6502MfrFepec+EfmZKjwpGHQCNwK8K+YSau0++gAcULRWQH8DfAZ9HX5eeizH6PMeZSY8xGEfl3\nwqqSl5rQ3fIRprpOb7bt1wPfFJEtaNziXj0hEfYv1l0bksflV65Xm4Sgrs/77XYHmt7v1cCjMPhN\nWHwtGh/xNZRgbrf/96CqyTBq6GyDWhvEklA+ARIVTVAztDRDjFpTwlyVKWrThvTSvx3l2b/WgC35\nnlMhlAw8AmperJFdzLU1w+BCwQNiTE3x/3JwqNgrIArKijADXP7Z9Spx+KgNooSSwE9QqeNMdDQe\nhcZt7Lb/96JksxqdlvageT7bYXhRBqCx1NwFW/nUmbRLZRO2rED5ebJY+U3Kit9I463QZe0xjK2p\nGuA3lr3PJuYrWeyXoKwIEdb93TSV5cz1anV6IyplFAntF3nUS7IcrTJWBLaAORWteVrRFP+yKKBG\nojF4XSSlZrlS9aPSpJbsDc0D3y0S65rMMZQOI0Cb9wusC/Vgrxy2vxCRRYR9xrq7p5HHbevVdboV\n9bjUURvHM+h4LYM8hebS8KC+ALKjRUYW+I0BXLWZrbCE4aQBn4Cl/Tl29na9YJ/cviFROO9Hcsp+\ncaqz5jI91BA9tQgvG+vOuWyKT+zyX69XD4uLplmNqjAjUD8CvBxUe9TuEDcVUrUSY/H2hnSRpEz3\nIwUqK2Ao28nO3i6mlxKcjr1VNC+TJEZgVRSstWL2Xvn5qoK8VERkEWHWse41TcbSn67XhWJjwGng\nPQAcA/m2Vur4LB4eo9QK8XiVuKlQlFa6HygweayQ/pqh7YNjjMQ7pkRg7gumr/+YrYVjhyIisoiw\nX7HuTdNUln/SbGAdF08Qq4L8AFoWQ8vx42o8faDMyKcSdHyhwtC6VgJpTqqrUoJLvhsjwCN4Thp/\n5yZN2uTHoOqHptubqpZEmDkisohwQLHuY9PI46T1MAylJZAaA/4IOu6o0P/XnfgE9GzJM3xkC2Va\nGiHeSVtIKCD2HHmjOTGvkoohQRVpRFnMDg41FQQisojwCmPdq5vI4xS4/PH1jJyl6zt6Hsqz++QM\nNWIkqFAh0SCCJJVGlbFm6DoQgwFbO0Tdq1USJClOKT4UYd8QkUWEOYV1RzeRx8nwV2PrSd4A/R/q\nnEIMVWJTBn7ztlNB1NPi25Y65ab4jZdTgUxLHR56iMgiwpzGF9ov0xBzXLW2MGy7mTwcUUgjtsKz\na0Dq+ATEqFEjTt0Igfj0/qMWNJopfAI683mGsp2HbKnDiCwizBtMtxN8kOues4+xWb9BaK+Pkfc0\ns1ZgEwD37sixe3kr1ffN/LrOLTuW1RomVx+kVdJfDBFZRJi3uI4PTvl+KddQIYFBqOGR97INT0rv\nfSPsWrOAPYelqZJk96KZe0UCfDLBONn7qxqpevZs3sX8QUQWEQ4aXDNtxv8I19BzbZ7tH1pE/xpV\nOUpeikwwTtFv2acArYLfRvyEHKnSrHZ5XiEiiwgHLa7m0oa9A+Dyn6yn/8JOin56nxaUOePpSLoT\nP/3cSNFDBVEo20vAttu3v9JdmBN9gLnRj5n2Yd2Fl/GvXLJXm8P0Je3NaPa4vJC9Yi48C9h//YjI\n4iXg5aYnO1j6AHOjHy+lD//KJVM+dXyy5dHn3b95Ofxs9mN/YH/1I1JDIkTAelqabJ7qpo3QjIgs\nIkTYC6a7aS/lmkM+8nPeZcp6pfsQIcLBgn3NlDWvyCJChAivHCIDZ4QIEWaEiCwiRIgwI8wbshCR\nC0Rks4g8ISKfnuVz94nIbSLymIg8KiIfs+0dInKLiDwuIj8TkWzTMZeJyBYR2SQi5ze1nyIiG2w/\nr3oJffFE5EERuekV7ENWRL5nz/uYiJxxoPshIp8Ukd/a478tIokD0QcRuV5EBkVkQ1PbrF3X3scN\n9phfi8iyfejHF+11HhaRH4hIe9Nv+6UfU2CMmfMflNSeRHNGx9Fieqtn8fw9wEl2O4OWAl4N/G/g\nL2z7p4Er7PaxwEOoN2mF7Zuz/9wLnG63/xP43X3syyeBbwE32e+vRB++BnzAbsfQfN0HrB9owcSt\nQMJ+/ze0ENV+7wNaBeUkYENT26xdF/gwcI3dfidaSHym/TgP8Oz2FcD6/d2PKX3an4N8Fgfzq4H/\navr+GeDT+/F6P7J/mM3AYtvWA2ze2/WB/wLOsPtsbGp/F/Av+3DdPuDnaFEnRxYHug/twFN7aT9g\n/UDJYjta1iiGVq07YH8PbEXW/XHvwM3AGXbbB4Zm2o9pv/0+8M0D0Q/3mS9qSKPSukVzFfZZhYis\nQBn9HvQFGQQwxgygyez31h9XLb6X568WPxNciZaFbHZRHeg+rASGReSrVh26VkTSB7IfxphdwD8C\nO+z58saYWw9kH6ahexav2zjGGBMAoyIy88QaIf4YlRQOWD/mC1kcEIhIBvg+8HFjTAGeU41mv/mZ\nReRNwKAx5mFeuGLv/vZ1x4BTgKuNMaeg5ZM/s5fr7s9nsQB4KzqzLgVaReTdB7IPL4LZvO4+JwYV\nkb8EqsaY7x7IfswXsuhHK2c6NFdhnxWISAwlim8aY260zYMistj+3oMW5nP92ddq8S+GM4G3iMhW\n4LvAOSLyTWDgAPYBdPbZaYz5jf3+A5Q8DuSzOA/YaozJ2VnvP4DfOcB9aMZsXrfxm4j4QLsxJjfT\njojI+9FacH/U1HxA+jFfyOJ+4AgRWS4iCVT3ummWr/EVVL/7UlPbTcD77fb7gBub2t9lLcorCavF\nDwB5EVkjIoJWi7+RGcAY81ljzDJjzCr0/m4zxrwH+PGB6oPtxyCwU0SOsk3nAo8dyGeBqh+vFpGU\nPfZctNj2geqDMHWmnc3r3mTPAfB24LaZ9kNELkDV1LcYY8rT+rc/+6GYqeHrlf4AF6Beii3AZ2b5\n3GcCAepleQh40F6vE7jVXvcWYEHTMZehVudNwPlN7acCj9p+fukl9udsQgPnAe8DWrX0fvs8foh6\nQw5oP4C/sefbAHwd9YLt9z4A30HLOpdR0voAamidleuiy9X+3bbfA6zYh35sQQ2/D9rPNfu7H82f\nKNw7QoQIM8J8UUMiRIjwCiMiiwgRIswIEVlEiBBhRojIIkKECDNCRBYRIkSYESKyiBAhwowQkUWE\nCBFmhIgsIkSIMCP8fzKReZVIfi1jAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11416aa58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"\n",
"import matplotlib.pyplot as plt\n",
"from osgeo import gdal\n",
"import numpy as np\n",
"import numpy.ma as ma\n",
"\n",
"class Raster(object):\n",
"\n",
" __class_description__ = \"\"\"Class modelling a Raster image based on numpy arrays\"\"\"\n",
" __version__ = 0.1\n",
"\n",
" def __init__(self, filename=None, array=None, geo_trans=None):\n",
" \n",
" if filename is not None:\n",
" ds = gdal.Open(filename)\n",
" self.array = ds.GetRasterBand(1).ReadAsArray()\n",
" self.geo_trans = ds.GetGeoTransform()\n",
"\n",
" if array is not None and geo_trans is not None:\n",
" self.array = array\n",
" self.geo_trans = geo_trans\n",
"\n",
" def get_corners(self):\n",
" ul = (self.geo_trans[0], self.geo_trans[3])\n",
" lr = (self.geo_trans[0]+(self.geo_trans[1]*self.array.shape[1]), \n",
" self.geo_trans[3]+(self.geo_trans[5]*self.array.shape[0]))\n",
" return (ul, lr)\n",
" \n",
" def get_x_index(self, x_value):\n",
" ul, lr = self.get_corners()\n",
" dim = np.arange(ul[0], lr[0]+self.geo_trans[1], self.geo_trans[1])\n",
" return np.abs(dim-x_value).argmin()\n",
" \n",
" def get_y_index(self, y_value):\n",
" ul, lr = self.get_corners()\n",
" dim = np.arange(ul[1], lr[1]+self.geo_trans[5], self.geo_trans[5])\n",
" return np.abs(dim-y_value).argmin()\n",
" \n",
" def merge(self, new_raster, nodata=0):\n",
" ul, lr = new_raster.get_corners()\n",
" cul, clr = self.get_corners()\n",
" \n",
" x0_idx = self.get_x_index(ul[0])\n",
" x1_idx = self.get_x_index(lr[0])\n",
" y0_idx = self.get_y_index(ul[1])\n",
" y1_idx = self.get_y_index(lr[1])\n",
" \n",
" canvas_chunk = ma.masked_equal(self.array[y0_idx:y1_idx, x0_idx:x1_idx], nodata)\n",
" canvas_chunk[canvas_chunk.mask] = new_raster.array[canvas_chunk.mask]\n",
" \n",
" self.array[y0_idx:y1_idx, x0_idx:x1_idx] = canvas_chunk.data\n",
" \n",
" def show(self):\n",
" plt.imshow(self.array)\n",
" \n",
"def get_raster_canvas(filenames):\n",
" \n",
" ul = [float('inf'), float('-inf')]\n",
" lr = [float('-inf'), float('inf')]\n",
" \n",
" new_geo_trans = [0.0, None, None, 0.0, None, None]\n",
" \n",
" for raster in [Raster(filename) for filename in filenames]:\n",
" \n",
" if any(new_geo_trans):\n",
" if new_geo_trans[1] != raster.geo_trans[1] or \\\n",
" new_geo_trans[2] != raster.geo_trans[2] or \\\n",
" new_geo_trans[4] != raster.geo_trans[4] or \\\n",
" new_geo_trans[5] != raster.geo_trans[5]:\n",
" return 0\n",
" \n",
" new_geo_trans[1] = raster.geo_trans[1]\n",
" new_geo_trans[2] = raster.geo_trans[2]\n",
" new_geo_trans[4] = raster.geo_trans[4]\n",
" new_geo_trans[5] = raster.geo_trans[5]\n",
" \n",
" extent = raster.get_corners()\n",
" if ul[0] > extent[0][0]:\n",
" ul[0] = extent[0][0]\n",
" if ul[1] < extent[0][1]:\n",
" ul[1] = extent[0][1]\n",
" if lr[0] < extent[1][0]:\n",
" lr[0] = extent[1][0]\n",
" if lr[1] > extent[1][1]:\n",
" lr[1] = extent[1][1]\n",
" \n",
" array = np.zeros(((lr[1] - ul[1])/-30.0, (lr[0] - ul[0])/30.0), dtype=np.int16)\n",
" new_geo_trans[0] = ul[0]\n",
" new_geo_trans[3] = ul[1]\n",
"\n",
" return Raster(None, array, tuple(new_geo_trans))\n",
" \n",
"rasters = [\"/Users/pablo/Desktop/LC80900842015226LGN00/LC80900842015226LGN00_B1.TIF\",\n",
" \"/Users/pablo/Desktop/LC80900852015226LGN00/LC80900852015226LGN00_B1.TIF\",\n",
" \"/Users/pablo/Desktop/LC80910842015217LGN00/LC80910842015217LGN00_B1.TIF\"]\n",
"\n",
"%time canvas = get_raster_canvas(rasters)\n",
"%time canvas.merge(Raster(\"/Users/pablo/Desktop/LC80900842015226LGN00/LC80900842015226LGN00_B1.TIF\"))\n",
"%time canvas.merge(Raster(\"/Users/pablo/Desktop/LC80900852015226LGN00/LC80900852015226LGN00_B1.TIF\"))\n",
"%time canvas.merge(Raster(\"/Users/pablo/Desktop/LC80910842015217LGN00/LC80910842015217LGN00_B1.TIF\"))\n",
"\n",
"%time canvas.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
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},
"file_extension": ".py",
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}
},
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}
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