From d7310d6d2e74d6f38e3e9c8eb9995c943a68b8ea Mon Sep 17 00:00:00 2001 From: Leonardo Mariga Date: Fri, 22 May 2020 01:22:03 -0300 Subject: [PATCH] Answering https://stackoverflow.com/questions/42827978/image-perspective-transform-using-pillow/61947776#61947776 --- ...elping Nikola from e-mail-checkpoint.ipynb | 6 + .../perspectivePIL-checkpoint.ipynb | 167 ++++++++++++++++++ 2 files changed, 173 insertions(+) create mode 100644 .ipynb_checkpoints/Helping Nikola from e-mail-checkpoint.ipynb create mode 100644 .ipynb_checkpoints/perspectivePIL-checkpoint.ipynb diff --git a/.ipynb_checkpoints/Helping Nikola from e-mail-checkpoint.ipynb b/.ipynb_checkpoints/Helping Nikola from e-mail-checkpoint.ipynb new file mode 100644 index 0000000..2fd6442 --- /dev/null +++ b/.ipynb_checkpoints/Helping Nikola from e-mail-checkpoint.ipynb @@ -0,0 +1,6 @@ +{ + "cells": [], + "metadata": {}, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/.ipynb_checkpoints/perspectivePIL-checkpoint.ipynb b/.ipynb_checkpoints/perspectivePIL-checkpoint.ipynb new file mode 100644 index 0000000..a0039a4 --- /dev/null +++ b/.ipynb_checkpoints/perspectivePIL-checkpoint.ipynb @@ -0,0 +1,167 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 4.03308375e-01 -8.71003260e-01 7.99489604e+02 2.89119155e-01\n", + " 5.52445219e-01 -3.02469153e+00 -1.48932683e-04 -6.21141904e-05]\n", + "[ 1.16355459e+00 1.73049415e+00 -9.25015559e+02 -6.08197919e-01\n", + " 1.10060268e+00 4.89576884e+02 1.35513586e-04 3.26090183e-04]\n", + "[[ 4.03308375e-01 -8.71003260e-01 7.99489604e+02]\n", + " [ 2.89119155e-01 5.52445219e-01 -3.02469153e+00]\n", + " [-1.48932683e-04 -6.21141904e-05 1.00000000e+00]]\n", + "[[ 1.16355458e+00 1.73049419e+00 -9.25015582e+02]\n", + " [-6.08197917e-01 1.10060267e+00 4.89576896e+02]\n", + " [ 1.35513585e-04 3.26090187e-04 1.00000000e+00]]\n" + ] + }, + { + "data": { + 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\n", 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dRKqGr/rYoDHpKkaQqL+rgSeQuz7XXf79PPK5L7G+ssILXjSG5w955PCY+x+Z4ftfdimD8kFGwyGFlFi5SZYHzAY49tGfFvAZHHuYO//4MC/4hy8gEGqbZZBKgvG0ve9brZIikQrMTSZwK8dQdfuVv3xTJ9c8TdCRe4fvCbz0Fy8ghKgZq2vIJNTl/a1y+9C02o2I0Tq4FMG7+FMnTqMGL2h0TbYIri5KUqgKluJvybtuaf8tHvUQAlki7mjZCTH2F0VMolUyxHYDZp4yVkChZthaHzumlMeWOf/SWXoP/BHPOfch9l+3m6WTS4yGxs6LZ7jk4kV62Zi+5niZYzAeofkMm8M1LEC2YwYJq6yP4vFnxLH8jZMsXDyPSA4aFx4VxU+QeXVl0s4jKLSSvtvZMs2idRM6uebpgG4SU4enHLf90oVAiDJHIhjnXCu6TMnPtm+7HpSRx6RpSnyqZKhmSZaJTBSIak3lRoGKvGKEG68TNEXp8RgiDjXZ4jBpCNI5h6ri0o+qNh55Vy0qcRGK0XOg76c4eucmn/mvX2XpG0e54IIDXH3lHs7btcHuPRnzA2P3woDdCz127t7J/MJuXG8PNnOAqRwG/Zy+W2dmVpFBnx4wbY+S+WXOnTvJjdfuZHRyEyFDXFOo5dnyumtnTCziahbO7elg+2hfMXO84pde9N19+B1OG7rIvcNThpf98uXJ1500dRoiCSGgFgjJhy3BJ0950rvFYZZFXzsOJEXuEvX24EE0RtGZOnwaqIE0ThiQqC1XzyGKw8WWBY1oXfd8b0e6dVVoq1AqYNFjX7f1jeVCmQaefcHtfP7Dn2LfzvOYffYUt770ENf8N1cwHh1Bi5LxibsRZ+Qzi+RTI6ZlQH+sZHO76YVVhpxkvLnGuCyxXh98gNwxHA8wneWccwpetJDxrOnn8fmlE4wZoZqcQsmHXzURy6yJyi00ryEWXmW1zl61Z2gXWTVymNRSz8t/8YUAfOB/+cQT8nfR4YlBR+4dnhK8/H98VpI7DHVCCFZLIrG4pwQ0Enylc6fEKSYYWZJiwMgwsomovq461eg1r3o8KgFRRxWpN+0HNFWuRgeNhir56GqSi1WuTQQbUm1UTEYaarHIyQIIBao509kUP/n33sTxI8c4+MpzmNqxwJEj93HVs66CMCaEJSzsIsuFE6uexd07seAJCP1snjzrw+hBpgfGeKqHJydzAcjo4QllAXhKHyizeeYXF5laH+JDGXMEwdLrjeeuNnkF1OQKjFBdEalAaIqg4lUM0dEThwrSNGRrulV+3ztuxPB88J2fPF1/Nh2+DXTk3uFJxff/sxsIVkXhydqIS7p17AsTQiTdoGA+oNb0TsE06smmmGUYk7JC1Ny1TnzG/bXWzKOfvZIjUsLUKgnINf52bVoSTA7KaLR6l4qZYqGSpNdjqBhjEX7wpp/hkl27CFay/7xz2X/ePgzhkosvYXO4hJXGOJvDyv1ofwrzgkiJmaD5LJr1kZ4nZ5PgV5mddng3hW04mNsNXpibUoIJm+senKLZbkp/f+1db0p4HVqTOsQFtFqc0nuT7g9G7QAyM9LLjJ57BLGAt+p9SBG9lXUZwu1vvx4R6Uj+KUanuXd40vDqX70p+dRjl8WmI6O0/ObVvwoB1OJ80xixK6SIPeAwaRp/qWZUbpkqIlUTVKr+7uDSQqCqOBGcaK2rV9FpvD+r9epK+2+3GBAlJn1F6mEfpOEbInDu1EXcvPdW9k7NU5KDxfP3IeC9rz3kkvXIXA90CsuvxLKCbOoymHsWQabQbIbM9dHe5WT5NG7gcPkAN7sLlQX6PIhzI/q9HOst0nObeEpcGOO0tXgltBepEK9hasdQ9Q5505Q4FdSqHjtxHx/LrlK7g6oNcZKscLEdcetzvP3t1z/xf0QdHje6yL3DaccP/fPbMPNoUNAsmhrNCBZ7rkT/+hgLJYLWlZ5pSihYlqLGnNi6MYuSClnS5AULp05MCilwTSVMiDgyzYEow6hkmBguRfPGpAtn8t+qQVeM0iPBRakDC7Hfy/Gcv/jdv2bvnru58g1vZDDdR1yO6nR8rOXRueLLFOED+RTq+4zLPfRtN0EeRTaW0WwOsR1YEHy5TrBF1I3QEJju72WjP2I83GR+NqMMEPwGq3IJc70eZS/D0gJSpZ1jdJ22VUnh+mokVabGYoK4T4Cg0a0Ul67mqiWEZm5sFb031bWuft8w42VvfwEAH/xXXb+aJxsduXc4rfihX709sauAc7Hfilm0CloGUsao2KooXmPFZjBCELAMTSPnzDTtF388SQtuEXJD7jFqzSSriV01S1ubgqY4O5WJKtQK7apUM1/3lPGpbYAm3zwYy3d7vvyJz7M5Djz3mt1ccYkjlz5lGFNli2NVaiRHh2BSxv41+TzOHsasRCgJ/YsxNgn0cS7HlxvQ20m/t5fltfuADWYGmyytjBjKXjScZHZ2FpN9PHDkCCGM4sKl7fOvJJdTB4NUCdSQtsVPIkb1TomfxYQn3mqZrOlueerQkfbzdiT/5KMj9w6nBT/8q68AtdrhUpXje0vtaa1pv6viY4IUhzEC64P5FNVHDdhM0xQiwVyGhVh1GSP7VsfE0HQ+VDKEPDUAy2IKNUlClSJZJRgNmSD39vi82Oqg6tsbn8dS1D7d28OFMxfhrv4UL7jqeew99yC753fRn17EMsOFHoUfIYwI0sNCQDJhVHgchhdF8z5ZX8jzOcxdjoUVVC8k14LShKz/DBg+jOYzzOgcI79ITz9HvquHqbAZBqyVe7CZKznywBcx14tJXROkPZ4vVFF8XaXVShZXbqIWiQNYvJKS9PInrmKqaU+1XbWRrraDQkfyTyI6cu/whOM1//yVdWJOJHY7NBykplneB6qy+ODLRBhphBw5ZoFgUS6x4CJ5B2LUK1o3tmqPj4vMpThifxXFJZdI1NHFBFGXyC3p9Fa1fZGm1UGN0ESmqcqz1spTb5kXPOsHuercedaOfYCgz6E3swvp7cYVm6ALOAEvJV7A6RzOckotUfE418PCCKc5eZYzWLye1eNHKYp7MLuMQsYEG9DPdmGjB9G8z3Dj7xjLiJl8DvGbqGasFIHBzB5O6OWMvWeNTRxZlFSoWhZvuSqxpp5ga9HSdo0E4/sX0vGIiWObnD5VYeu29u8mgqX3+Pa3PT8mXTuSP214PC1/zxeRj4rIl0XkiyLyhrR9p4h8SES+lv5dTNtFRN4jIveIyOdF5Lmn+0V0+N7BP/ifX5kSdu1h0tHRUcGJi66VoAgZVNWjZInM43ZvWYwqRQnpRyWDmmQAoplcyZDURyY6ZFwdsQsxMarSuGRi9WhVyCP1PNMQQmoVkLzqLSkGQE3oZTmve9Wv8Ixze4TxN2CwhzwvyfMefRWgh1HERcFl5BqvTkQLMgWVPpkqmXNob4a8P0fJmHz6KsL8DzLu7SeUntxN47I+ZA4fclz/QjS7kk1OQD5LPj3FYOZiNkezzM3tQnpTiA5iorR2xLQWqYQ4i5Xmx5rtjxV1l7Qlq1OrWJuIfvvjtCWatmW1iuQ7PPF4PJF7CbzZzO4SkTngMyLyIeAfAx8xs3eKyDuAdwBvB14OXJZ+bgD+ffq3wxmM/+6fvrQmVCQWw0TvdOWVDohkMa9IRQQFMRmqjexRuy4UgsNLJKikCbQ042SLTD3YsXYXxFhhGheJWMhkyZQukjRm0WTxs+bKIf2LVHZIi6QuICFw4f5reekNr8Qv/Q1L9/1npqefweKeZ2Cba7WFUvuzZLZMKDZQUUoxNBuAlThVPIKGEulPMxp73PgEvjhGzy+TTc0wPbiIUdnDpGAUlD4AcwR3DB+W6OkOQnGcgp1k056e3025cYxHT3g++fVP0d8hlNom25REtcnJTNW22MgsTBB8/LwmJSpNC4Wvid0lj/vkwuFcXl8BVfwenzt9ZlTDvVMqwoyXJ4L/QBfFP6H4lpG7mT1sZnel31eBLxOHXr8KeF/a7X3Aq9PvrwJ+2yLuBBYkjuLrcIbi1f/TLU1ELO3CoEQElRvFiB71utd6k0TFXNThU4+YekKSufR4oY4YcTgcmWRonWRNPmxxLQm+IqK2AyYlbSfIrGnfW/W1MTNKK2Ov+LHjgU8+yu++87f4rX/xk4xHS/RnLmUYDHSafn8eL8N0wBEun2Y4GiNq9LKMXp7jskHsZDk8TDF8EGEDG6+heJAFwuyNaO8y1lf/grFtELKMQc9T+oeAVcrsKsydh2YHmV64CRsfxmXno5rh7Tx07hzyWceYcqKwqHqN7QRn498Xmp6Wk4hXMJN96avPuNm+ZfBJfQV0Ktp/F5UVVSF19wRvxm1vvYHb3trFgU8Uvi3NXUQuBK4BPgmcY2mEnsVZqnvTbvuBB1oPO5y2TYzbE5HXAa8DOHjw4Hdw6h2earzyV25E1SWpJEXmCcEAiS7raJUTRLJkx6uqPWObACzUPvYYDKb+4zjEore6itwBxFzs7FtPIWprvEmOST1TzCRZHNO5WZx9yoSkUP1rMeGZCCxjhvv+6lG+/Km76E/nHLxiP699/R14mcVlAxThkeOPsrhzH73e/lT9agTvKIYnWF87QZbFK4jgl7HiUfLeImY91M0ymO0jFnBunfHwMOsrX2Yw2ItkJ6GYYlg6Bv1zsdxwo3tQJ2xsfJqcy5G55xNcyepwnqEYn/3qXUgv4NJC1iQ/kwcfJjppVtG01FF+9f7JNgtBtEp6Qus+f4q7aKscUz1fe4C3qqYkdvycK/mrnRS/7a03gAQ+9K5uput3g8dN7iIyC/wu8EYzW3ksbY72N63BKVkaM3sv8F6Ik5ge73l0+N7AK37leU3vEpFou0tmktCaSxq/8MmLbhYlEqvcFq1LdottaePvGVKlA02RRP4VD8RBGVpHg9H9oUmfbycJDW05Y2JQGW2IoSbxU6UFTHjli/8xx+9/mL3+s8wuKLe/9Daec80zkXwe8Wm6UjEic4KFEm9C1stw5rBc6A2myBXK8ZC//NgfcsttL8Okj7gZnGb4omBz7TDTU1M416Pf24FNX8Bo7TP0B5dE+YYSC8sUo0eQcoyb2svM7IBggdxlmM6zMYZhH8jX6/qBVnojae4NwVfveXyDkgt+C6GTPp1g1vLCx0rV0No3vsenJk+309bb9/vY6B4nSrBQz4BtE4eZcvvbnk8IgQ//679+fH+UHSbwuMhd4rX07wL/t5n9Xtp8RET2pah9H3A0bT8MnN96+AHgoSfqhDs8tfi+X7oMIUOzKeoyo8S6RnRExNtaJzzNYiIyhBQtJmdMqErYRaOLwjJSE13MXE1MFhxqPtkVkwtbHKqkK4AMVEEEh0ZXjQpiQhDDEfDeUoWq4MXqYR9VwjHmCgLn7bmcV9/yGvzGw1x09WVc85xnUJSOYrTOsCgJ5Yip6RkYj5HMEbzSy6YpwzDaN/OMoijJ2WT3x++i/8VPML1vzMqJP2J2/gcgm8bGGzi3zvT0Io5A4T0q/Zir6F+LJydYiWqPWDg1hegKjO/Bj45S6rn0Z87hxNImK+sD7rr7UxQ9j6UpUFUUHIJPn1qjv09E6WjN+dvFamlJhFSZmgyj9dXS1sgcTvW31881YbGUeEUmk9bJdsI2avLxuW5/S2pn8GtdO4NvB9+S3CW+8/8H8GUz+/XWXX8A/DhxOPaPA7/f2v7zIvI7xETqciXfdHh647Z3HCBzg2hpg9oiKIkoE23HUvR06R25PibtgsQpRCGkZcEUH3xqCBbL3UOwRO9QLR5VmXuzrSKD1G4ATc+qNSFUZfdiUSKKSdd0BDN85YYBnCrB4O+/9Kc4d9Yx3w/Q28fmaMTq2jouz+lNz1KO1hgXYzRM0R9MEYIjy0aplbClSU2OnJLnvPU97PjSPbhRyYX9jJU/nOez/+YAO2ZvJBSb9HSBzTDE5UqW7YBiGRHB5cNY+MR+KB6ltHWkXEXlJHAQ+oqyl3G5iGXT3PPwlynzlRiEm2ISJiLnungp+G9pW2xH7Zhh9aLdrk5tZsBujdS3I/aGsNP7nSqJUUOC1dWyzfGqwSLN86Lxdd3+luv5ky6Kf9x4PJH7C4EfA/5WRD6Xtv0SkdT/k4j8BHA/8EPpvvcDrwDuATaA/+EJPeMOTzpuecseJJpavckAACAASURBVIsVnqaS7IHpS67RyRIHMVcSTCPHqCleAsEnF0oQ1JTSAmKxd0x0xwR8pe8mH3YI0RNfXQFUC4lqcsFURL6l53pz1ZB8ORobkplY1X2GSDYZGBx6/j/ginP3MRyuc+zECXYunM/a+jqD6UXmdJqygH4urAxX6PVyvC9w2sNEcBJ73bhejlpAZIPZP/4/2fGle8iGsY1CNizZ8ZUlFv/s/Yx/4Gqmp8+nLFbJHVjpCa5A1ZO5KcblTJSWQvTIaxjT6/XQsINhuYxz82T9c1gfLXJsdYmjm/fGql8JBDwW2kVYnPL7VjTe9/geV06hrftUpB3f63DKMc2aBmO+tb1ZPNKQ8VR4pqaYNLmARpf3zTBvHKLVwJOo+b30LbFfTSfVfGt8S3I3s79gex0d4CXb7G/Az32X59XhewSH3rKIcxnUJOqjW0U0zty0ps9I23kiZIlQheBjNBbjaU9IRBB3T90UQ0r+WaPDB3+qFh5b81Zaf4oQpUm2Wut86oe1IkklgMVip/POeRaHnvUibLTG2rhALMNpjwcffIBsoJxYPcL0zG6CV9zULBaMvKeUPvrhXU/IJMfbJjp+iI2lDxIKYfdXvogblRPn4EaeXfed4BvH7yQ/5yUIBSoB6fUx6cXmaG4Rl4H5FUQ2cX4NZRkfhuT5fsb+QTLdR7kZuO/Ig/zhR/6YhQszgpdkZ5y0MX4z33rr3Uk519gQLbZeTuMAtxB4c4XWvh2h6eOLye/GZhlaCWqpr7hi1cB2tkvRZHGdeOZ0u7WxctV8qJNqHhNdhWqHbfHiN8+jKqhTTC32GCHEbSpE/TaP/dIJKZImuV1SdCZ5HUmCI4QyfU2jW6YqbLLUltd87DMTQpJnLPrWYfvEnYjDqhmmUYCvpQNVTSXzlQVTUMYUZGShzxf+7H4+dt97+PotX+InfvrnoyTSd/REWFk/yr75S8F5vA8Mejm5y8icMMgcQ9en53KkuI+1jeOwcS+9QYFkM/TcmM0rduP7WR25A4S+Y+WinCwryX0BukjQZSwMQWbwpSK6jlPDQob5I6CbIOdQFIcxhenBFawXgeDO48Mf/3/YfcEMozCKxJ5ItG1h3M7NshUiiqcZ6J28SbWEVblitnoiJhYNa3rBb5Vkmv3iFZhr1LGmfzwNwcdhKY1Bs2oeZ49hs7ztrTdgZl0kvw06cu9wCg69aR51SRd1la5uuHrqUDXYovpSSrK1Cd5i//Ut332qQqQYwZEIvOmDHvu4h7SvJZKv/NWN/FJF7KmyKF5BIJi4lDNMZfUGUltsMkzHhOC44dmv5MDiQa7e/yXyqSmuufrZ+LFRlgUuy8kGfTY2Yo7A+xFTvRl6rodqztzcAuOigOV7WLO7yXGoTrFZHCfLFCd9ytJ46KpLOHD511i8+2HcqMT3HatXzvPI1eexgxMUqsAIpz28ZQQboplRFMZoLJiVbK4+xMLUbkblI7jeFZTSx49Wmd1xgK/e8yjTe6FgRNvTHovGQIKlqUvWtOyVypWUkqcSveVYK3KWMHEVVL3P34ywq8ZrlR9+q9Zf6efxeFVmJjpx2stF4+BpP7/UCzatxSoe200c+7a3XM+HOoKfQEfuHWocetOuaB/MBLL4ZVLRVhm/S0MgkoJq1ZcyuSVCtDpWCCGAJ04nqqUYw1tRX/ab2QSxh1BORJ+Vnq7VnFKApJ0LQgjC8b99lH5vBzsvmGN6117Er3Nw504KVji2XLI0HqKl4x/+t29mOg/kOuC8c19IGJbI8F68zTLI5hkN15mZG7BrYZHRyqcZLX8G6U2xWuxhdu5KTi59hp4Js4v7yMMs3q8yXv8qO6Z2p86SKziZpciW+Py7fpRzP/0ppr76MGsXL3Dyhr3s2nkQZAcWRmhvB37zUbJsjs0wxmwOlZP0egNyW2Yws4OSVQI7EQrGmyMWdl3KQ488zMPLxwn5MiFkE9F5tJq2iB2S0lW5XKJs4kQILf97RezWIvX4uVREXlFy5appXw34FpGTEreNzTQmwhvbKzDRmRKaSsrKfmm0pCVS8VS9eFSPSJ59CViIV4q3vfl5AHzo33T+eOjIvUPCLW/cDQriDJfFS2bnXNK5Y6inqkkmUUxiF8e2c8Us+tLjV9KS48LqDoUhRZkhGCQLYkXs3vua0LcS++SwbOpkai9M85Hf/hBTOs/8ziEyLHj9255Jz4HpLJAjwNjN05/aQemPMVy+B+uNmMkChV9mNMrw+gz6gwV69iBhdRO/fidqOYPBuVh/P6G8m9HGB8h7s2TuAE4H+FCAeQb5LkJw+PIRMjdAtMR8Hzc9Yun5BzlyzQJYjtkJhsMlcn8Ezc9DevsQ1wMceTbHaPQoIYwpSmXpxFfYMT9HUWygupsS2DF/IUUwjp4sufeRT6FuENsjWCWRNdGupCg9EK9erIqGk0XVW6rIlUYPt9COtCflnPj5Pna/mDaqz2yrS6a9AG2FSYi2WFoTt6r7kuQXUl4g/r35+r5qMGz7zF7yputAhI+c5STfkftZjhe/fg+iHgiIi64XE4fT6IGOhUpRhpEgcdiGudjwy6IFsZJbFIdWzbhI8krMnKUI0tdSgJngfSAEj/dpgHMoJ77cZhYXGEgJw3TJD9z6zJfwid/937jqqmfx3Gefwyu//xA7pgNZuUQZClRO4L0wGi2DBMbLq0zN7WN98zBSzLGc9ck1RzSnZ2tQfJaBnaAoBHov4Oj63eyfm2G4+SXyfIAf5qjr4RSCjDF/jPHY42SDnhsjOodgbG5s0B8sYEXJiJMgswQ/pD8NoSjYlCmmhifQ3pCyWMZljuDXCH4ZX+YwfpS9i7sYhT1ofzfFGFaOPUq+73yWlza4694/R7KiekuBGNlqqjT1aVGtiVgaMoy36wF66T1vVa1iDX8aVBG7aKxLeKyE7cTtlBBtDwupAoRJ0vZUffVDSA4s24b8rZF9GrkntZGmCiRCDCrMqkbECMatb7oOBT7865/+dr8WZwQ6cj+LcdPPLdZ6evRqxy+uSw6U2Ask6d1BQBTxGSZ5+mKlNrmW2uyKVIFUHBZdFS21vvyE6IwJqW0sxPu9b5KPFam3o/Wq/NXpFK+/9Wqmyw/z3J8/hMlF5L01vF9nOr+CoAHKTUZ+TFGs4MMGFgxfjpl1jkGSUFzvPIpinUxyis1j9Ae7WR+eQ1k+ioY/xQ03wC4hyxcoR0t4l6HZPNlgmnK4SfCgtknPQSl7sLIH3IdzB8j9MeABnMxgcpJBr8+o3EDCOlm+n95gN15OUpbL9LJdFAamOxFdZbh8hHzPIqV/FB/mGRdj9p5/NcNhwV/+zV14t56cJiHp5TZBuhmCl7YEUrai7kZDB8NXLQQgWQ6jtz213EeR1Mvd1R+BIpG4a4dUaiEgTSGUTZghDaTd8C3mM0QECR5VpaxqJNpaO9VrONWHX+1T5WSqGbvx6Cmiby1+L/2F60HCWUfy3QzVsxC3/sy5HLpjL1nucBkpWo/9zp3miGh0LVicO+osjbczl+SYlPMKFnurh/hlK1tauffR9VL97kPRSC4ThUmaNPbm8j3L4nPEL7mrt9927ct5400LzPi7MRmQZfNk2TKKI5Mxw2KFfOoidHAB5ktGm8t4ZgmWMxqvs7b2KIGSstzAj4+CbNLr78GYZmOzIC/vRst7EZsic1PAbqwcIyFAqTj6SBhjYUSmAVFPYSUq66jcTxEy8sEMpR2DbC/BOUajTUqG9PI9UUIYDxmuHyeURmbzlOUJrFxBZI6xX2fxnAvx5Sa48ymHq+xaeAZFuc7RYwXH1r8ax/lVtsItBUsQo9aq4UJFsjExWlXj+vQTYtxb5z2iU0msOorHU2ICnjL6083qxaL5LCfltCZ/0p7UxMTv7SRtaUkzDw2JN9BTIv72saoZr9XfSrzqiO0Mqp+qqRymkeTPInSR+1mGQz+7D3Uh1XRaE6E7xbkMlWoUHWRYbMcrGSI5WI6TnECsxFTT1Eem6sxokdCDIalBGFCT+VaI2IQjptLZ4+U90WJnnh+57b/n4NT9zBafYLhxhJGbhd5etDyB0z6BObKsRzlepszm8KPDDNeHhLCJDTcxFdTlLK3cT7BdLOy6hmNrwlQ2x9Gjn2DX7PPouw3EzTDdX2Bl5WsszC6SMSQwIlgWh19nAbM1QnEYcwGXzcUxeMUIxKG6D+cfIAiMyim0HNOfWqAsNhFzWFnA9DnsmF5k3QrMVhj6WbzrEdbuQ/wYn5WY7GRUnGDHjr2M/FFG4x189r4PwqBEfHxPEKhmSjUe8fjeWyraaiJ7qKs+Ux4kEmxFsi0S5tRKViDNt6Xp0x9O/Ty3/4y3yjlVwzFiIZvE10Da7quEfMoPkFpGPNbxK3gqmag6l/hLSHVZ1WFf8sbnISJ8+N1nvrOmI/ezBDe99iDqPM4paPSri2qcIO1Aq/a5Evuf1z1HcCg5YgOCxaEb1RV+CO0vb7I4WoiX7tYa0rwlemv00/ijElXSYIFq3B0inDO7j3/0oquYG/8nNk4MyXZeSD7YYBj6iHqC9SIplBv4EMidcHzp6+Q59OfOwdbWcBogFIwZsFmOmNvxYk6ODtPXFXw5RK2P662RqccHh/kT9MWR9WYpy3ViC+IAOiDvzVGMHkAcBO9QN81odBK1EYWfYWrgkkwxRR7WGGEM8p0Mcs9w9Wvo4CBT/XlQjy8VtIf4DabyBY4MH2JxxyLmx2CeqVxRHSO2i0eXT3By7e9q2QRixJoc6XFKVHKtBAktM0sVrUcS9cRxgZWTpW7vQJjISLaj7Ip8awkt7kCbZ7eTU7a2IWhaF0y2HW4WmypRHo+pkkXnzDdZMEKSiXzLDhqfw8W/xzoBT7zKlEo7Ul76C8/HzPjIb5y5RVAduZ8FeNFrL0A0ul+cA8k0JeB8vLw3qHquS4jVp6RWAjFid2mKXeVpj8etIqXG5SCJ4IEtxC4WI01TqS/dk++GYLEAqUoKqjcGZY8fecGIKf9XjHxJQWBl9SQzO85nuPQQDsHlA5zvk6mBNzbGx9jYFOYXLiTT4/R7A4bFJhkZ5IvkpaPv7qKni4zHgvc5/d5UbCXgTyJhmVCuUZYbTDmh8IENP8Rbj142h7OCohSCB3EO8yuojinGSpBZ8MdAltLgjhFT+SZ+6BlRIHkfyS8ik/sZygsxKzAvFCGnXLmPxRnHeHQSYQT0mO7PIdku7r1vlY9//vcx9ZTWEHdI0W/Uly0VIoEF3yLOJMuoEdJ+k1F5iNWoLTKOj5tsDezD5OPa1sc2gW9H3lW9galMHGMioicmSKsFRsRFRxWTnSW3c9wEJs+96hlfQStZpl7xmsVGRLjtTS/AzPjwu+/c/svzNEanuZ/BuPm1l3Lzay/GqaBqaKZolsXCH5HYLz3p2iYO8S4VIDlEMrAcQj/+i8PKSP4hCHiHWIZ5CN4TkuMlmZUnvoxK5XJphlwT2h0G40JiJI1flDv/81088GggyC5G+XlYfz8bI6PYCGh/nqIM+DKALxFRQvCEYh1jhY31ZSADWcRJj0DAj4/j2CTr7UStB0XANMpPvWyTNCOJ8XiMcxni+oSQXBkuBxkTwiaoIjKD9wUiU4RyCmM3M4MZnAaUOHTEwhg/3sA5YSCBcSEM7NNMZzmbRYYvlyhCifoh68tHQKZxMqAoN8ltTOHh5GaPj/7t71FkS/hKxyZGut58chD51GfdJzKv9PU4KjDSfuUPh2b2aVoYtCFxs3buIx2v1bc9TORUJoun8AEJTX+Z2o1DjLC3096bPEE7AasT5N1+zDfT37dud0i6uomvPz5fNRVsshajIvnb3nRmjfzryP0Mxc2vuwSXGVku5D2h18vJ8zz6kFUgpF7olhFQ8IKTHJUcIYsECECMVIPX2OulNKyMLXq9L5OdMaXxWtGWEqtEM2siNgFUBKkvmUOSdhRdKvjiB7+CjAc88jdH+IEfuJgrLr8AP7UXc/P0e7txMzt4dLRE1r+Cfn8RkRGlBNZGBeL6mGSYKaPiJKNyDst6mB8TxhtxxioG4zV8uYSyihUl070pRqPYBqAsVyhtk8FgnnFZUFoRHUGlkOVTjH2MVrEClSl8UcbofzCLDw9T+lWKcoyTVbIMRKYYD4+zPC7o9+eZssC6XoEWX6fw66gPLB/9HHM79hK8Z7xxmNn+LD1/lPXxfj7w1x9kyAreE8cNSmyTG8msIvM6dUiVKA3iMY37m7TJr+roWFX/tsm86mtfJVwbq2Swsk6kVm2b42NOJepKKorvkyIhdX/cQsA1YcdrsBbhtv36jx2xbyXzuj/oxOZoDFCaArjJK5dUnJcGu4gIt7/5xjOG5DtyP8Nw009exM2vu5gsA+eIZfFZTpY1gzUkiuygQjDBkaPJlRKHY8Sh1EI/OV6iJ92CRDK26F+vLNOZZDhLw/PqFsCgopi2L8WNplcJaMhQBbcsfPIP/obh0YLVo8f5sR+4gB99zfWYDlCZJRvkhGyAy8/BdI7lpS8S/ArePD6s0MuHbPoRlu8m618J4STD1aOYL1CXI3mfEgNbIIR1srBC6aEsAs71cDpiNFrF+4Jcd9Kf3knwI8wrQXKmBrsQGWL+GOqPAgUiENigxJHZGClGqCxSFmMqwUnEkesMZdiN2jp5bwfBC6IHEMvBlphb2EMZRqyvfI2Z/jTFyhdY12dx39IKR1fvASupKjLNPBpiPQCkqFQqp0tysWhVaVqxnNXvOyRSlIrYK9KdJPoaW5w48XFVhG+x2ZlF8o5N4iYj6XbOpZoxO2FnrOSYGlWv/u0TqNtF//U+Ur0f8TheKw/8FhknxjVV/S6B2Iah2jcI4JSXveWFPN3xePq5D4CPA/20/38xs38qIhcBvwPsBO4CfszMxiLSB34buBY4Dvywmf3daTr/Di0ceu3FUX+WIkbOThAXW/WqaypHQxlAPEaOVFWoqkCfIAbWhyCJ1ON0pOArV4yLXR0VnGQoWpeLi0jtZ9ZU8o4pptWXvPK0x9veeS7beSkXXLSD6y+7gGc++1oGvZKZPKBunUzHiAUIO5BsAZOT5P3dDDfuZXlzhd17biZjFV8MyfJFrDxKzucxhgyLB8k3L03DqQtcKFE5gtlekFk8a2R5j6xfoBZlIe8zBnO7YuI4aPR4Mw+Z4P0YfEFw86j08L4g2Bxz0/OU46/gfUEZlum5ZdQE72fxmcOKjLl8gxk28fnFjLMLCOMHyfJZNjcfppfNsbb2ZeandrNx4s/R2at5YHmej37uP8TPq255W5FYlFgqKYbKd040LEW9nPoxJgHaES+pGjVZyC01aJskdkNbrZsnI/SABOpGZZBstJIGf1hyYFmUZMrWAlHbNquWzFJF0tVP6wwmiL26v0kOn7pP1NvrbalXfPTwN0NJ1OKksGq7EFBx8cqEKAuS/k5f9pabUIUPvOvPH8e373sPjyehOgJuNbM1iROZ/kJEPgC8CXi3mf2OiPwW8BPAv0//njSzS0XkNcC/An74NJ1/B+Dmf3IxWvVWF486w5whKohTEJ/a83piZjT6l50qQSzNQO1jMhU1YxzqDO/HhCCps6NiIfX0SBKMZInIaxcCuDoCEpzGHt6hautrk33Ab7j4RVxzMSxOzeBHYNk6I/qsl45xWGSq53G6gWT7GGVzeL+A2f307CirqzOcPPG3nLdnmsxGbG7eTa4DfFmS5Y5QlGxunGRucSfeD1HdBKYoveHDJphjemoesU3K8TjqyKWSyQCRAZKVhKJIg5w9XkaIBcRGlOUGIQj9fI5QnsC8x+XzUB4jhDxesZinp4LXA2TyWbIcVsOz8OPDlMMNJDvB+toRphYWmRnsww8fZGZ6L98oX8xHv/C+6BySAOnKqRqQYUbs3R7ivNZqYa3fWwVLi6fV1ahNDUGlMQeM2I2zcjrFegNNz+NDiBJaq1ioejwWhxdOzmRtLQ4tghXXtBQQSYs9pP42TVI+oq3/b6expxR8q/it+jfuN9mwrjqWpOI6ReLVyNYqWouvv91ouHld8H1vvYkgxp+86y+2+fZ97+JbyjIWsZZu5unHgFuB/5K2vw94dfr9Vek26f6XyHbG2Q5PCG76JwdQLZFsBFmRfkrElbHPCQXGGKNANGAaIBesF6Dn6fVBskBwm3gdUroNLB/iNSDqkLxH1h/gNI+NpFJUUw/OyGIfcBzgosfaVMizNNOUZsJ9u6vj8668nRsuWiIf/TWMPsvsXI+ZuZ3MzF/AIINBz+j15sh6B3DyIL3xV5gb/xkL7nNM6Sq7ppaYlkdYPf4ATmDQm0ZcbFql6uhlswRZJSA4V+LcQmyZAIj2KW2OqcEAYUyWx86SLtuklwfMjymLgmBKrz+DD6vgA1keC7lCyCiLOVSGUD5IplOE8RBkTJZnlDYA84w2e1B+kZ4EyC5Hxvdi5QpOlvCjMfOZMAonGIchebHJI/r3+eCdv8fK+CFM4hVTjL49QQIej5cietE1krKJESjjoA7zBD+uE6mkhGgtpbQSqzGCbkXmeLSyp9JE7W1il2BkuCjDpL+/rYnW9k8k8+b5qv2rIiat/zYaOWarhh9/nxzG0vw0Wvmpj9n6NxeLnEzTVUo9mLs6dlxsqn29Wbod32eH8PK33fTtf0GfQjzeGaoO+AxwKfC/AvcCS2ZW1YwfBvan3/cDDwCYWSkiy8Au4NiWY74OeB3AwYMHv7tXcRbiptdegFiJc4ZmAcsCKj4WsojFnCmCWMCpI4iS5xlgOI0dGMswpsARLCaVArHas2oF4IPHaZ/C+vTyeQZ5jhWAgGbxi+OcIwg4Sx39NEVcQDCPulh9WBUnqQ649tIbuPpgn9HS3ezoG5SrSDEmyCNoOaDfmyJ4z9rGCvNzu3F+GtyQIqwjKIPMCE7wvsdo4yhhnNPvzxFK2Oz30GBgQ1Q9GyvLzM+dj2VfB8kRGTAaewa6ysryOjMz8cs/6AsuP4hPXn7KIbCL2OCsBPOUwShNEDdLT3pY+UB0rYRlhDW8V5QcTQU/TkZkrKC9KYKdg+vvZ2P9k5jfw8aDHyffcxX94SpT5QMcmzrESulZ17txYQYYNZElQghliywt6duhVVgU9XCskmQmo+J4FZCSnr6srYyRaNvOlZhTqeQVSIRssb+Mr/rNbImotyPl6nEqjnpQR7IqBiS6ayTWVsT9W4M9WtH4Vn1d1W3R3WVivwrt2a7V42NitVks1MWhME6FNHsmvSLS4ie1YvR0k2ceF7lbFPeeIyILwH8FnrHdbunf7aJ0O2WD2XuB9wJcd911p9zf4bFxy89eiMsCRok6QzJP5hymBpI8zRq/BE6VLBNQDzKG4BkHIw6jzmLkJSOwLCbIRFKrAMCI/Ud0nU1OoAiDmR2o30EmM8SyvxjVBLXosU4Wu6oYSSUOX1BVRI3pbMBVe8fYiQ+wMOexYppclxluHiaMdzGYXSSEh/Eyppefgx8fQXUaR4lzM4iOKOhR+g2cOUI2x/r6UXrFOr3+TvJMyMI0I4xcYDRcxmQHLt+FkzGjseCkRFnDuQGrS/cyt3AJha1EealUSr9JkD49B77cwIlQmlEGEHJCyOjJw/gwRClASpxmZAZYidMcC30G7hj9rM+AXSwPH2IUBPU7OHn86+zYdyMuM6ZWP88xeyZH+xfz/jv/baob3qhbJ3tSLUJtLUyEH2JitDDD1b1brCH/miDjII64CBQAMf/i0+g6AGKWMVjTj70i7GrEnTOXcjZbpZIk68ik/LJVZ6+Itbryi393EouuEjGLaEzWE0m9es2PFZlvt6C0b3vfJO/b7p92kjjKW1GmChYtlFUnhDqXFIwP/NrTS5KBb7OIycyWRORjwPOBBRHJUvR+AHgo7XYYOB84LCIZMA+ceOJO+ezFLW/eD+bQTAhWoJRIz6MqeClBBKPAKYgTVANZHi8tvS/xIVUjpiRcsHEi+KilI7Fro7cyTlRCcRK1WbOCoMJmcZx+vk7mFujJTswGBAt4G8XL+Uq2kTz66U3RPPaXcZZzYNdFGMfZOH4PBz5ZsOdozvrlOzl+7QZim/jNnHFYRooClxcEEQqbotfbiWpO8Os4GeCyaUbFvfR7AyzAaPP/Z+/Ngy3LrvLO39p7n3Pu8IbMfJlZU1ZKpamk0oCQCoGEMQiwm1bjNsa0kSFocLix3RE0hug22NE4ggjUYbBsg8MO0zatdtOYsGxjupkCjYhZCJWkkkoqDTVXZVbOmW+8wzl779V/rH3uvS+rJIqWhFWqXBEv3p3ns/ba3/rW9+3hJdEMTzLPu0hOaJwT/JDd3SfYOHYzXYSsc2ovtPM5Me6jecbO1Yc4svVCvBuD1LjsiVEJVUWX9khxbk3KXJO1og5TaBOiCRcylQxIeUbsOpwbkvIRfPoobuAJ1ZBphEZmdPP78eqpw2mkOU61ez9Xdte5vPXnecfv/CypyocGgUztsEydUhJ7DycUXZlQkn3GW5Lvfyy98UZ//YpTE9lmAwRZVKomC7yC3duDGDsKZ4t2XlbKfQ/g+lruqcNOplEk+IUg2aICR61x78puoAxLmazFU+u9pzZQDw9PXX/bVebW9dG7da0+bo/Nr8Y7f+rZVa2vxjNhy5wAupLYh8A3Y03S9wHfgTFmvhf4lXKXXy3n31+u/y29/lu5EX/qeOP/egIJNb4TqDLiE0o0KzgXy1Y1I2S8qyzRC0RN5NQtoBLNkBKgnpQyVRVxfk7MLaoViMP7miwRULK2xgXODl85VCMdu3Rxj9qfZ+BuJeUxUSMQCL7BS8CLL1jpkgmxVh/n7uc9jzOf/g/85X91ntvOTAkd5MET7N65ycf+0RuJcQfRPSTvk9t9onrIFdOcCDJkbXgMZZec9hgMj9J2mZyHhNDRtpkcdqmqLSo8OV0iaSZJy8HeHFVhbXyMrtu2nU+agWyg3YTgPF1KpDQpFL8B6hKShuCVmCpIEwYeJJ4j+5rcOiRGEw9jSHAj4jzQ6D0MqobgAhvVGtO2YzuPqfb39KS2FQAAIABJREFUuBJb6uOvYfPaJ9g+OMMHu2/nEx/+97R+dmi6lGJ9Z8mmYOjSY+e9mmOZSlXBSVfmDdR+FyqAuRX1EE4BGsruLGJoa/mO8lILCEpy1GImrsaOWb62Xq/GkrEXt9CDt+i/92Wzcil7YPd1TkB7dsuySgcOJdh+QVrdCSwed2VHcP1lq+9jNZ4K+zwNlFQue7Y1UK+PZ1K53wL8vCx/Cf9RVX9dRO4H3i4ibwE+Aryt3P5twC+IyINYxf7mL8Lrfs7E1/+Yx8kAcQPjcYWi7eKUVJqk/fZbSkLtSpLw3i2rcgKqvVFGtWiQpXmNVEKoMuoTMbYoLeJqDO2FnGLBLykUSmvAzWNLGJynDifQbp1AjXc13ldFX9veg0kNBL7ulV9Ne3COW+49w61nZlStXe+nkY1P7XD8Q9tce90JUpwTVXGieDdkMrtMHRO5rtlOt7A53sC5DhdOkzhHnp8jNBuklOhm0IRMxRStPG3XoRro2hnD0YCUr9rnQCC4mpSmZN8gIZDiLrNWCK5hNLIp1Jz2i8qiQNggpUfQLpP1CpXbAlFc7JAq0x0Itb9ArUfJ8Ro+Bmbb+7SziOdBwvrXsDnbxk8fwsczfKZ7M9XajGk831tSADYolIuSo9kXRnCK5t5gA+sDlCRrFNRUmqQFQ3dYv6CXvy0sGi0JvleKNHpNn2BXquoVGd3e+arfFqgcTpq5PKpg1f1CK0ZkwWVfwiPL/ov0VMisi+Yu9q6WUEzWIjPMIQ/Vp0v0q/FUps3hxP0UnvzK/Zxzz+qKvY8/Mbmr6seAr3yayx8GnqKhqaoz4L/7gry653h8/Y/Y1GUkU/tSdYUZOINUNJv2dlWFJfSSVsfFFbAmq/Q9MhVSnptGt9TglODW8bKO9xMmeg3n8lI0Sxt8sC210i0wXSGTNbM/u8Z4oKwNtpA8Lm5NS60Z1CiXMvX8i3/0r7h2+Sr/6aVDqu665tc8svnIFQ6+5lZ0cJLWT3GaSThCfQLhCo6WirNMpi3j4R3EdIHKJ2LwCFvktiOkBzjYvcpgfQu8x7GOzgOjUYN3NTHt4NQom5ozrU5YG9xOih3ztgEqYrwEkwYXHOSOlAQVh+c8uIw0I4QjkGYEqfDVmDSdMsgXyLMDpO5wlbJebXLw5CfJTqhHW1w78wnWjm4xefwJHtr6a8Sj6/zhh/6dUVWzN4qjFkbTAj/vsITfJ287jRQJgVKR96eXw0os/i8Sn2Pxm7GK2KCRHi6BpRbLIvkVk45eWTGlBN6wcVlhuuAKZda5MghX+PNk1HlCr0lUFobPtpnvMXBV6+X0b2JV2fH6qvv6Cvzpqvenq85X79Offvdb/+BpX9ezMW4Ih30Jxjf8T0fIIUIxH8YFsle8z0A0SmNqgUxdD8g5EnMuW+tlI2mB3yboJxLBTDUSIJLxweN8onI13m3RuJZ53jMWTM5onpNzwLsxqskGe3oPU7EpzIPZDsP6PI3fAo4DApJxfc2bHQ995hHOn7vEN7xuE/eiIeldjjBbVmKpFvZfeBoXRpDnDKuKtp0jJAZhn5wyTjpSvoZ3MJl2jNZuIqUZtT9C2+5Sh8SsG1NVNZJAspDjPsjQVC9DxHU1Ke2QZI1MSxVOsnH0+bRRkNDgUgI8w9EWs/k1cgqkTmmaTDub2gJTgWiE2KG5Yh47Qr6AttsEASVR+RPsfep3GDJkevNr0LRGfXyMf+C9XLvrpzhgyLvf/6/JpdmpYs3OLMmYKVqkAqTvk+RFIkdSOW/fa86l4Vpub1GSsmOhla6lAS7ONH5MvbN3uIKUlLBa1a5Y2KnqAnpx2TB60cIMN1C9768vmDYCJHG4nMjl9iygmcMJebUR2z+Glsp+RavOPqMVvHw1+t/8cmfwVGXKPg49Xzn/5ZTY4UZy/5KLr/s7mzjvkc4bBBOKFgwZpcX5TCpJO4RAzF3hGRurobB7sWbYkgpniovlYMZUIZ0IzonRwVzEi1KFLVLKxHSAJRJFZV6UGyuDCfoBG5Zsiis7F6n9DpujSO1PGJ6ae60PZXIl8drX3MKbv+fbuKr3sfPix9h8YAc/T6Tace1Fazx0+0MMrpxlfOQliBviGoXZNildNc2bCCFkRFtElNlsyHjtVqb5cXxYI6Z9xA1BE12eIG6T+axFZYgMlZTmOBfIrmJQ3UrrK2bt44jfJLaXEGpcWCdzKyIRTUpOLaNmSOqepMKjWYltJKhQUTNPSphv411k3u7jmzHeHcE1R9hcv414x7ch5+5n1p5n48kdHrn527n/Cfjgo79AV88Wioyr8ryWqDtrZBflxmWiT4gshbZU0yEYY4mt2+cONn1stMSSfbMUoIPFbVNK1lwvC4VqaS6WpO4K8LJIqVkWFfaigs+pPJ8sEnxQMc3/UnZLj9WXp/5sFfaC3XId/v50t1k9v5rYP1s83WO855/84We9/bM15Euh13n33XfrPfc8tyywro83/A9blmgBHPgKXFNBlQuNMaEYSK2YPVlKyVgFvXFCEe7qqzb7oS9hGhNSkjLY480T1NfFfUkIrjapAufY3nuELN2SVhYT5ArHCCSWhcKYOiAQA0iNZE/lj3DLsZcV9gUM3ZA3vuglTK78JpU/zk03vxoXP8aJj1xg+OBF9m7f4PKrKzoysd1jbTTi6M1fiXaJnPZJziPthHZ2DlcdIbjKDDEY46tXMx40TKafIqdIO5+haRtfrxGz0MUtnER8UxPcjK7bI3YHVNVJUtxnND4BQYjzGbMWhAZiZDg+ybydWvWTd5E0IcZ1Uj6gchlSi08DmF8jSDLMfnIRGTrWxyepP/kOnM9Mb30N29uPMerGXF57NQ+tfSu//qH/k9plOt8n6YJ/98NHReDLKlctw0eFPeN6TntJTJIpbc+F9IMNMB12MbL/vjxN38x0pCLn7MrtjR3jQZWUbaGwCv+pmPYSljmcYBe/NCla8CKIJhSzZlwm3rJzW9Ef6n+3h6Zfy/WuLAzqPntF3j/G9QsBxYP3+ts825O6iHxIVe9+uutuCId9CcTX/I2tYjXmEFdRhSFVvUZVNTgXQI173tuOCa5ovlhi7wcRU7aGaS64aooZjQrJ1BdzzgvVvszKdh9FJOBcMBU99RwZnUazK8yRZKCsi2SdkZNpzGgUcidIqlCFOBc0D5nOIruT8yiRrNmw73qIcxmJT3LpyhN01SvYef1tnP+uV7H9+pP4wYgmBMZrtxDbjvNPPkxdZcbNJmMXaWqPr0fkuE3KE+gOGLqaQfoMO7tnGI5eiLpj+AC4gKjgU0eMl2jqdSqE3HWkdpfUdXTtLm3cIbiIS5BSx6BqIM5NNwdHN5mQ53N0Hsl6BM8eQRXtxkgHvj1LFRIEIcc9nBe8G1FN9lEP6dhXc/GxB1ibHeWJPc+549/F1fkUpaXViMZkUgEmu4mmzkTA6ErSti/WSQKJZmQuS7vCng6JJptQLX8ixdR6QYy0BVjKziCX8+YDW/xuVRe2iD0zxpWR/J6WeX30Tk4m47zkuZOX0EtSLc1fq/171cYlS4anSERfn7h7O71+QelPP5NYqmdS3sOy2n+2J/Y/KW7AMv+F4+7vuQXvKnwIBB8MA68C4inqixOStiA2G+icL1Z2tvO1bXR/kGRQc5Xvbce8c7Qx4fxyWxuCL6qPAagIUuOkLudNb8T7huObd7K99xiJCc4ZtptoAUW7ym6bhHlOeAKaM123j9cRl648TlybsLl+CucCqo+zPh6g7S5t9xGuXDiL3vxaRv4MtYuIbECagmtheArNnvOX/ogjw1uo6zGhOc6YQOcuEDubuPWSwEMTZuzsXGJtNGSWN40akhMxbCBxAMEh2kEXUcYIB8TuCs4NQCKz2YwmbNC1Qk6e3M6YdxPG1ZAu7pO1IXQRiTVeKjReRmfbRF8jucV7R4qJUNWMZYBce4R22rB//gGOjW7ncT3F9su+h3fc8+tsT+63BOxMI8XYTgWGoUyWlsEgxOQUtOe4FIgLErJgpGAL6GIDvjqV2fPA+92bwXVWsQvqfIHo++RvwHkvE7N0a1ra8VlVbfdZza9WabuebLl4doPPjQqp6sCVZztEm8R0e/qdhuohnfnVXcH1PPSnw9X7haK3GDwcynv+yfs/1yH5ZRM3kvt/oXjdf/98k82lwvuqGGrUBFeBeNAZMe8b48Ub9urUW5WT0yK59wfz4oBW02PscVWjxYmNWHs7UGO2pO+cjYVrOVCzRnCenPJCZ2NtdIqU9tmfnSdUiZStApZk+LsNxWSkqohxhtCQiZAjV3bPMBpUZH8U9AUk7ie7AZJ3cHKRC2c+yNbxuxjVSpAptQsoAecjOW8zdMeZdZH1YUM7v0TbTq2v4BKeCSkpuatRd8CgOs506gj1GG1bDroOFzZYXwvkNKGLc9tBaAUa0OgYDTeJXSCnFqkMwvLakSMgNVmvUEuENhG1QQlImuGSIqMNmO0T6hpNEedGuIGDj72Lg7VjpL0Zx26/mU9dTDxwx19is27YOfgoSWvE9V9eL8WrCAkhoxKL0mYqtMZcFBzdolLvHavgMM5s0VfYZfHok57a94z2h3xAs5LFFTZKcVbKq7BG+Q0VQS5VoWcjSqFrejzLHuiySekXz1teW2mwairN0HL9wkfV+UWFLdIzb66HVux59ToYx96z2SGWp3pKLLH1Lz/Hpc8WN5L7n3F83f94l6kIhhrxxlwRF/DeEXwwJUcyMZnjfMa456Hy9LrqEEy6VMWkVwGyknKiF1nqm6lJV9tgHu884gIhWOVtmSPSpXJgajKTbBG8a3DSIP4Y4+YOxCvT+WPs7l/kYH6A5DUWZg95jk1Pzg2iSUoVIucvPgonThBTZK0a2UBRO8DnjE+XuHz5AxBexYmTL2AQH6Ly56m6hGSHiFE2L117nEFYZzhcI+o+OXYotU3pCkRpIELtDlB/nFAHQpoznU5p1mqCb8hUdHGC6h5SBrQGw9vYmzzB2ug2ZtM96BwSA0pDNztH8JCS2GRsjIR4DWWGCzV5PqWqGro2MvQ188pT3f8euk6Y70Z0dIKP79zC1Vd9H66d88vv+9+IubLnzmUAyVuSL8PviEsYCSTjeva49KP9feLT8t0uM9gqPt3L3i4q2GyaKahDqG0hZ+l6pcVoJeXeMavALVkXXHcptEwvDpVlkz5Ir9DoV0bV7L8pTBahNjksRZAEpAxgOemT8WHYp5d0edqho5Lg7bJeYiAfug0crvrf/dbnRrW+Gjcw9z/D+MYffgGuUlwl1E3NYNDQDEb4KuB9BU5MiMpFkI6UJ6hGvIBkB8kZD1kdmn0R/PPkVLbcGgwnT+Yi36X+QPXlQBNyaUrFlJfYfLb7Cg1eRgQ/pnJjG/MvDVbnAk6HrIWXctP6G7j5xB2o2lQlmum6OTm3JmngWuOod442Rq4efIyogrprhLCF90OiZlIQ5tM9pju/x8XH3kuW21Geh2uOk0MNMkakIvh1pvOJCZlJTahPIhJo6hHiWoZe8X5CFmH78mdw/ihNVeHKxGbKkflsQuyuwnxG7FqGwxO07T61q4ntNsxaJDlihKClMs21LX5tJKSJDRKlDu8606HRCvyIuRuyfvVewn7HdgTnM+cuXmXvzr/JtPO89/1vNyonpUrvs2OWBXsEery6MGNWHKzM6xaWdFbK5Z+bDOHwC9lem1YF1Mb7XV59/L5yNpaMU7vvohJXZwtCUUi0tNvDM+7wcFH/3BIOLzIrf64wgK4fnIIlXNPL7z4tDr8ykerc4fr0eg69URyfe4kdblTuf2bxxh9+MQnPaDQk5IZZO7cDjbDgFnd5jveRmPdRd0DOcxDBSW3TiaqggeACXbRx8bxohAFYMzVLz5Yx3LSfLtVcFA/FGOiIR6TCifmqeueNOUOwMaUsKBVkweXlT0U00PBinn/T7Tx67vfpWle414oXSGmOppqcIVRw9doV7j3zCf7rl96JU08VKuZph/3JEPFXyAeXES5x6ex7keoop2/etF2MtDifaHUNV9ccTC4gbovhYJ/YTuhiwrmGec7AhNq3rG+cYPvS7+EHr2T9yAZk8A40TIjRkf2QIJ7R6Ah7O0+yuXacdtYBDcSM0zVrIiP4NCEwMYNpVUiBqt4kpYxvEnSZUB3l2KX3cPDoZaYqDIdHuXDsNZx/4bcy6RLvff+/JdOi6g0AU0zWgIJNL5gv1uwzyEZsISmQ2qIJqK5cvpTi7avivmLvIWstlbglugDZ49RmE3LuzTmkLOqFHqk9Zm7Jc4mvlypaV+rz8u+psNAKni6U/oL9NvsdpGZM5E4PC3s9Zcq0SBQry8ud4Yf4BSZ/WNu9P90/3nM1scON5P5Fjzf92BtIqcVV66yFDY6tHyc0FZcun2U6ndqeVKDrJmRmCC3IjBhbcI4gtnV2xawZV5kmVM6oOMgZV/S1tTcAzrrgIKPeqGjFFN7oad6EvXy1oNE5v2xwpWzVPtkjOKOgSWnKpWU1lbqa0cizvdvhaEi5I+ZEECV4b8YPGiDBPZ9+F3rttcwv/jaxE06evosN57j77q8kTcdsb59lfnCNGHc5c/40N990msY/TIwN3h0gbouc57TtHmujo9ShIqYJKQ3xFWStiGkKzrM2Psn+wQVwx8npMmFYgxa6YJwhBHJMDOsjtNMJsTWd9um8oqmU3LV4t0dA6WJEYyZohfO7KMepwxRJAcIag8kH6D55ETzoWsXZvY4HT72JNK/53Y/8LFphA18LHngPN9iOIpNxLho7RkqlKz0P3CrlJQ/eoJJVUFmUxSCRyRAUauRiTTAfUau3nc0rABAMqrGHXjxPP9C0aMyqmXasLiZ97f50vPKnJGuV5QKGNfutd7BMwshy8KjfsSh5xe0p0f+Arf2wAtWwSvVceUyem1DMatxI7l/E+Cs//ibWBlt2QOYaEU8XDfNu6jWCH3Ew22HeTVEOwE3NeCHaCLZXj6blAAhkKhq6OC+MhoxDyK5CUzKfUy3bbHXgc8FwreMlVEVbuzAgEohJvJMiiKuI0cbRyfbYognbI9iBv0qLSymh8Qjj0SX2d1sQj9NMFzOqMzw1uRg07+9P+MPpp/iOV91FO5mQ8w5ZHR/4wK8yrka89M5XMh2cZ+/aHmn3Pp44eJJTp++k9peQrHh/DR8cvhpx8eJnOH7keeQ8Qdijmw8QapIEpBYSHS5murhHyuBjhZMZKc/RNKcZbNBOrtL4TeazDpF1YhwyHDZo2sH5hKRMlhYvmZT3kWYdSRsEvwcSyXHMxtV3ofddYU+gq8dcvekuLt36A+yeu8yHP/U2XC2Hq1EXQIwWmMnUQYpFnSBSoT6bvIGY6qJKMT9ZUPmW05lSkHpWi13VlWrdsapzLkWn3qr7wjXve/BQtMz7xqnh6jknnLcm/upEqKhV0FkOV9yHpj6LyJn9+lYbo7ZIebf0MO1plGB942U1rouqXRZNUxbXsZLYVz/n51LT9HPFjeT+RYg3v+WvoE4YD9asYRUdLjRoBh+sCqrrdaBl0u3h1LbiKbtFs8xrvazKKI3RXBOGQ9q2RcS8TzOOHHvIpUOzJ/ue2mbbf8l5wTzI5UCV7MEVLrwrTVcVUk44DZjDWyzbcaNWejF996zZitDc0lRHmU0u4WtlPk1QGmSqShLjcjux5m/nrrEdb2LsHY33eJcZj05Ajtz/wEc4sbHFrSdv5/JkxOTajMce/hi33/5KhvUFSDOqUIM7Rl2fZHv3AkePHmU6mZNRvHhwFWQI1LTdRcZyBKVFkweZ43yN+MCgOULtprQHHS7XZDeGnNG8h9AhOeOqDWgvWuNaBMcEFyqSNrh0gvHOr7H98T0mOIYD5erxEzx85Ps5/9hZ7nvyl/FeFtXpoqKWHmpRQuE2ijNhF3Ul4QlkyYhfqd5lISkGpSWqqgtc+nCYwqIWBoyAzVCUh9KsBKektCQsepHCsrKaXCyzWwNVs2XcXmSsxKok7xIaeqqb0lOmSBdzFv2rLYlc7TPKhx5DWFmDDmH4Iv1jHt41vOsff3lz1/80cWNC9YsUf/0n/iqoByfUYYCXwLybE4Jj3s3o4oysU2Zxj7abkfKMHOeIdgRng0lObIgIDAdt6jXm7R5ILo1RIWUhZquiE/0BlqwJK4AslSOD98ZQCDWmMVMjOSCussUiemxRCHY7gk0uqmG6SFpwqlNuAbP3u7L3ScBQh+mB5QIR8N6GgXJWQgik2BE08J2vfy2hu0zWiooOL2Yg0QRF2ynj4RDfjJnPMjllNje3OLmxBy7ThDFdOydSk+OM4WiTGCOzZBZwbngctObytUuM1u9gPrnAcLCJyB6xjQwHJ0jzq/icmLeK56VsH+wzHnagc1xOOGcDRS4dlH5GR1MP6bTCScvgY+9Et2E/wtFTx/nYC7+P+drLeff7fod9fx/ilzxzyzsFI3EKGq16l84arB4KzgZ+Wd1mlwss0ydWSCyTmy5YUEtlyL5aF5FiYl0wcvWQbfDMWEh2u6RmmdengJzVYBMO67/0/MLrJz+t8evKgm5VdV/h5yIpbO/fniPL8v5m4mLvy7NcBMAkB56Ov25SDQ4nrlT1y3jnc4S7fn18rgnVZ1y5i3179wBnVfVbReQOTMv9GPBh4HtUtRWRBvi/gdcCV4DvVNVHP8/38KyLf/8P/zMAf+Onvo/KN3SdCX3NZga9KB2T+b5xy7F+pOBxhb6mWRfVUcpQN2tGn+z20dQfNCbclVJH0n4M3BnmqoISiTkhydt0YjDqo0ser0NwHiEgZRQ9EMrBZH9aLNCyykLlD6QM2ziUJTdZFebZtuAh9JOy4FyPvSrem5vPpy7N2IpTGj+j8mbQfWRzAyUxGAbmaUKYCXXV0bXK9rkrbKy9jkF6jKyRMHCkWYt4R9se0AzW0ORo8wDyPrQjvNZQkkCWOSRP6ia0LjJoNpjttog/ymQ2ZzjwODdFckeOEzNDSXNMlCsSQmCWHHX3OPXDH8XvwF4L4eYTPHzHt7M9fjmPfPpBDpp7QTpgUMiGumgm2ulYMGaTGDAs2pK4OBbJTl2htwrl8y1891VopNAHVUt/JYOICQdL32AvPY++eSsiRiHsFwPFzhf5Ctc3ZhaoeqmWC1TSJ+qebmsN3j75FsxfssnFOcPYcz/YVNa3JVa+lFBYVTbQokuzupD0Xrw9/dGOibzgUT7XsfXPFn8aWObvAp8ENsr5nwJ+WlXfLiL/O/A3gZ8t/6+p6otE5M3ldt/5BXzNz6r4tz/6f/G33/r9aI6mr5FbYp5zMN+lSzNijFReUDXampMKTZkUEzF2+NDgfUD8gLad4f3aoqEUkzDtZtZkLX6azvnShIXJrCVnEwcLUpNSRe0byJUlZqnN5V4DXgIJq6hMF8RUaLKzdmDUMmRTKqysmcQMjdasdC7hgDCA+WzpLO8DgBK7jPNChXDvZ+7jW55/jGt7HU3T0FSenK6wNgh0A6OIZsnMO4OxGuc5+8gfcdOpO9kMU5gLTQhM55GYo+HpaY73xxGdkxnjwzqONWKnOD8giDDcOMqAioOdM+Q0YjoTQujwbg9JLe38gCBlSEsT6hua4TFiCjQXf4XBJ6d0HVx1wmP1iIOX/QiXrykf+/A7yKP7wPXAxQRxbpEMe5s704jJiHZkl8oamgwyIxuDxAGuMEukaLhDWYhLMpcVjHqF3+5KA5VS+doAkUMkgBcbglNHxi8W3kN4tbPK3XorERFL0rkkdu2Tra5MiopZMyK9DR+kvj7IReFy5XjooZTlaUPTkSIxoGVpWcHQe3E1Mw4xeqvz8M633sDWP1c8I567iJwC/hvg/yjnBfhG4JfKTX4e+LZy+i+X85Trv0meqRDEl2n867/3c6hm2jRn3s1pY0cqCnoeIUU7qIIb4KRBqYy7ngPeDanCiLXBJnW1TlOv48MIpKHD4UKNEzOe8OVPkyO2So4VxJrcVrSdQ7J5e2qsyNGTW4HOmUZMAo2CJmeTnzmjSZCkaIrGXMiK0pE1krQjJ4dmR+Ur8CZ21pWk42jwXjiYKm1b6jSt6FRIzQA9cSdbGyPI0KWW3emEK9v7XLq6zf7elOnUegyiAq6jco69nX1mbSB2E9r5jFB5vBsSU0CJ5LRdJnOvFPoiaO5wEonzFm0zs4PHICtdN2B96GB+hYCgyePxhAqUSEII9ZCcWwZP/L+sfXpKdwBThSerhoPX/wT7+QiPnr+Pdu0ekkyoXIe4iPMRWZw2FUfxHUiLl0R2ERMByyWjRbLrKYM997BU977QBskLCVzIJvzm3GKn5kUX0Miq8q8vmLrkw9CHFxtCCrJ8nGXT1PijUrKtc84SOKXS7l+PWyZu22FYX8EXnXicsbT6qr63vTuMzS9ZOFmWWL6uVO+yeI5lYfHOt37gC3NwfhnHM63cfwb4EWC9nN8CtlULpmC+qbeV07cBTwCoahSRnXL7y1+QV/wsjZ//sV8E4C/9/W8qLBNrbiZVmqoiRyWXpBq7RNclxmvrDOoh6xubxNQxHKzT5Y5MR85QVZ4gFTn1B71hqJ1GNHUMgyfF0lT1FV49LtaI82WiNePEFcZcMbrGmruaI4KjS6lsyxMdmYQJMWWKE5AkNtaex7X9TxMw5mPlEvN9c3KqPATn0KTM2jlNbXzyP7jvUV53K6wfO8Vk9yxpdoAORsROuLZ3wJFxJqeaQVB8lxgNA/PJWa7kAVtHN/EaCdIAkTzvqAebJFehOZOSIs7j3B5oC91VxoMK1Wt0M0H9FsPREWZ7jzIYBHLaNjiGTJrOCdUQGJBn+ww//G64DNsObn3dV/HAxgvYW/8LTPcdf/zJnyM35/G5RSWQpcVa3NZrkRVvWkQQl62qVYNQelMOw5hXoZoCfymmiS+OLAlHtTCxzjkTxGFSFUtnXCNdlkScTU8/p2WjVLPipKRQKRRNnPnwar/LKK5Q6hdJ1q9QHq2nUoaXBLzvn4OyA6FQIHuBMymc9VUTbb9Sna80cjnMfnm6y95VQGeeAAAgAElEQVTzz/74C358fjnGM/FQ/Vbgoqp+SES+ob/4aW6qz+C61cf9W8DfAjh9+vQzerFfDvFrP/le/uL//IaCP0eCM841ORNjZt6a6t9wtEbTDNnYPMpsNisqf0rMyca3veHzOQshmAOilGaaIzAMgyJV4KiCuRApSuoy+zv7gBbzBAfOBlxATEWyYL3RmTlzjqkwYEpSF6PnJTV+9mR/gA/QtYb1qvSUvQahI8al5kfXRcRn9vI1BsOXs331U+zuR44eexHip6jOqPyInd0djh6tiNgC5boZdVUR2xnTbp0q75ncQr2Gq4R5t0fwY7SoW46aY0y7S3ht0dRRyUnmsxm4oyQ2yZMnjF+eknHf84y6GdDS0ObA6MrHcR9/HDeF+Zqn9fDhk6/nSf0anLa898M/SbW5D7nGF2ciYKlljtqwkkiZSQCkcLedXe+cI5EJUlTbpdAgy/VSRNwSxUIxp8UkqVvoo2fUOXxhu7iVhWFxKJqmb7kssBxgMltGEUe6jk4oeNPsL49jTdClvG/WdNi71PX/ncFHUgajFo+5pL0sLBvL5asw02osGTaFCfPPblTrf5p4JpX71wL/rYi8CRhgmPvPAEdEJJTq/RTwZLn9GeB24IyIBGAT81I9FKr6b4B/A8aW+XzfyLMp3vVP/5Bv/uHXFYXHDkSJMZK6TOoy4h3D4Yj19U12di7RabSBI2fMGO8d4os2exkBRx2+V9irBqBKI44gAe+DjZNnTycRHcB0Mim4bKn8Un/gWiPMbPsSqUwYmhRtLhV73wQ0DDh2Lb6q8HS4BtoZuGDaIrkMsjhXGDdZITlwjk9sr3HX0Zej8/vYvfAAl5Jy6vaX40aBIJF2NsdlRxVqJtMZg2ZAO92l3d8ljLcQnSDdDKlqiB1Jp6gIOUVoAqSIcxGnNe38qkkSD9bx3WXatmM4ULo4QVIkSGA2dUi1hTz2m6TPTAgdXFsXrkxqdv/ij7PDCbo05fc/9jPUR/cNesnLpN7T9+j53yXJ9hrtNhzcZzir0j0Urnte0CQNivCoJFDB40uG8zbX0PuQFnEtyT00Q7FWdGV3IPZ5ixSbRLXGeEmoFtas7X1KvSu0Sy1MGAdotiIkZ0Kvte7CEotXW+zFm9bLglnTU2yBBAUewhrd/XNwuHm6Sp+EZVV4I7H/6eOZeKj+A+AfAJTK/X9R1e8Wkf8EfAfGmPle4FfKXX61nH9/uf639EuBb/klFu/56T/mz//dVxrkavYZoFBVjmPHjrG+vsnZ8w+BB+c9MXeoeMQ7UjJ8NKsjuAonNUEqgqusus7Fpk2Nahe8bbtzMkx9MB4RQmAymaxsd+3AjGo68b0uOJLIqSQnIjYtaFW8EwqjBiS/kNHaY0zbKcMRTHNHNxGq4OhIhOCIHeQU8CEyTy0H3UX++HLFq4+/hLD7GBev7vHkkw9wbRuCG3Ly2M2cOPE89q58HCfCtZ2Wcb3O/s4VnDr8MIKbgK4Z04hI1kDbJqrYkWc7iEa860gttP4lNFKRpmdwDcSuo50dUPsBqR4zDEJ833/Gz6COMLnlFPOv/quc46VcujRlXz/BQ1f/AzIwSAowHSCAouNirBa7elEHS88wMbx6MeUpZYgJELeUhOhFsIS6PEjRE1JrzIZ+mtM7ozhSPEvL0y2HmHprvDK0lG0nIIhV8yv0xb4yX+i/OEcqTXprrou5WJGRwnrqdwus8M17ds9qklZV/OKzsUZzLkYgvfKlFnOP/rlX4903Evv/r/h8hph+FHi7iLwF+AjwtnL524BfEJEHsYr9zZ/fS/zyjd/95/fxxh+6C1DUGw96bbTO+vomT5z9NBIiIo1V1hpxVe9io8TY4aQi5kzjKYqwhpZWweN9IKaOlCNtnOPFZIV97ajU49yAGCNt2y6HQpxSiWcejQaYit6JczYt6ZDCmEh4Z2PkUmhqMUacnqYefIaYlMEY0lyREE25MScjcmRI0RabZjDmYHuPzUfg7v3AwxX80fHETDzjgWc62+ZTD+ziXGBjsMnNx2qm8ycYJOXa+cepTp1k4D1V7YwD7mrmk11S21LJnKz7OJ2RkzBPt9AMN9H5ZVpmVLEhqxBCQ2ZAdeFD+I9cQrxRzx8ejLj6mh9Em1uJ0wm/8dv/kVOvehBxSioLsWPJ+LDKvDQLS77rE53rh4GcpTOg7GpWvEClYObiUHGFzQKWuN1CJRFW8OdiQN3TVCXbIJDrKaoqOC8Lvns/ROUoDBTUvpDsTBYaQMT0WyjiXUtyS2mMWspwavd1UrB1/Iq5dd83WL7fVUy9T+z0E0oLCiaLhQ9uJPXPN24MMX2JxBt/6C7G1RFGgw0uX32MmPasQhJTZfShwrlAl4uIVcTkXHPAUxvlDahCQ9MMGA6H1LU1NVNKxVFJ8OJIUYg50c062tmcyWxC1syx4+t4H9je2baq3kWj7hUoIeeIKzB92fcXpUDKSLxDHPiQiDzIZNckcxFo5wW+0MZ0a/CcOnE7P/lrj3LXxRmDmOkq4dGTjre8UZBQcWzjGMHD1pHjpHbKoPLkNGOY97nl+IDphSc4/cKT+JBpRrdx0O0znUQiDcPN48TJVeh2iIOX4sNtVCTme2epfSDGBHqC8OTvUD12CZnDKMN2CMze8N18fO1rGDRr3PfxezgX/x9yfRXJFX2zczFmX7R3rNfRUwrd0it0hRnSf1ZLTjhANppjGUzy3peKuTBfRMhpRWCr6K07Z5o99r1Qpk9ZVL6WQB29ZIT09Fb1Jh6nvjxvaajjDumk25OtNjUPv28blipKj70jFCuiZkUeoG/2LyCrQ3G4Qu+130WEd/7TGzTHZxKfa4jphuTvl0i872fuZ9Cssz+5ijLFBYf3ECqHrwI4IWpEtcPlBElxUSBB13bMZzMO9mfs7e0zmUyIMdJ1HWAJI4QKH7wNwnglVJ6qDvjaMxoOAJh3MyKmgT5eHxKCR1xvU5bxpj3MgqdcGngG3wimjSU4xvj2payvnQTvaCqPOKgq8CETQsCJ5+5H97jr4pRRtMGXplOefynz+stVqX6Np93lmoM2M5kcUFc1oWq4ujslSsOVq9mEzg7OIwpdO2E6z7hc4dtrdIOXIP42ZrPz5OkukgM5DlhLHbzvl6juu0Q1h0phP8NH3/DjPHH0WxjUY548+zBn5G3k+mqBNHr4YcWUojRGD9H8VjjoPQVQhSV1UcxJSlXQMkSW6RuVYhBMP+STlzrlyz9Z9EMWQ6TCAvLpvXUtwffUyt5ir8BqYlLNudfjd4eLvFXKop1n8T7B4b1fXB+cQYI9nbJf6NElvXKJ8feP7w+dLzxPuJHYv2BxQ1vmSyh+6S3v5Bt/+DS+zqgH7fX8XDYcHeOi5yhINlGx3EsPREqDNjOdTlDJjEZjquhpQkOoagK2/XaSLfF7pWpqVJXx+oidgysMOk89GlINAxoGHBzMcChZu4K/ijVZFwnOL5gbZHBO6GYmVazdSTRchQBJHZUI3itJE+Ia7rw2ZxAPJ5WqVV4yH/HEyYYrezMqCYT5NuPhiDqsMc2R9Y1b2b98js47ZmcvsbV1G1Nn+u3IJmuDE+Q0Zz98JV5uYqaOxo84sX+es+/6Y0KGzsGGBxnAfAJn3vQjXAgvY3Cs4fGHn+DDZ/85ebRdHIWkSO8aBu3FHcbU+7CJH8P/V6iDRj8MBaKwKR1XjC9yTkUF0pQbc8Hb7WY2atqrJQIspAaylonS0l/pJX9N1Qu06MKvTJTaziGV1+7JYr8tVXs+t5LgexbN8rwv52WR6JeG09YsDhIMnnPeFpK8MvTmEpLcIqnba3blfdnu7rkqIfDFihvJ/UssfuunHwfgm37kFqM2+jKlqA4XvXG4szkyadRFgpdFFy+Tc2I+U0QyXTfAjwPOZyq/PEB9pYh3zHSOHwgaYcNt0MUpXTfBhwEiUDdDZvP9hUokxTXIiyu0PgwSSkLKlpAkZ7xUVGnA2Q82NBtQ0XDu3A4hNRy//SbuePkxHjx6lVm4zCguzR7mlefs7S9kNN5lZ/8iGo4x2ZshTWYaaoa55sy1y4waz2AwZnis4t4PXuXFX/VyuurVxPBRKn8r3UGHO3sP4dIBPLHD3h5cOgInxsABzIbgIkxmcN/Xv4U8vINmJHz0ng/ycPdzSOOW05JFTKB0Po0PbjW3LW7Opjpd0VkxWYgitwmmNaP9kJFpbFpDM6ywRExuQhUW3qV5qQa5aOAWKQjrw+TFZapLaKToPy9YK7ponqblIsAqnF7u17OtFgl4uYDb/yUVcvG/QFOi0T4p17szrUgFiP1+c1lcRMS0ZXJeSB684603BL++0HEDc/8Sjr/w929Dc0BzReoaclQ0KrETcudwyXBb8b1gVD/tZ8d2CGbd19RFDbEeMRyMcK5abt9zpo0zUkrENCOljnmckSUSfENMhtnHds8mVbVw3lkacTstTk+qCBVeYe+CcOzWmp3uMQabUzP5RphOLfm0FwasdSd46+8+wVdnYZiVefA8cttJ/qvRgFfc9WJoM4Q7uP10ZH/vYaazluObc9ZvegWntl7B6ODtbN58F40/ggxvYe6PUA2O0V5+kuNP/gvcucepdzNuDtM9IJq6pj8CwwiXTr2CJ77mRwlSM2vn/Prv/gyz9XsJuUZCLh6zlrCd9FVnEa7C4XB4KS5aYNchCziib1Sr9AyWZbMxF/prD2dn7YfDbOAHSnK97vCURTKl8OmXHPFeKTLnWDjsK01MpLgjmXa9LoaI/Aq+v/xvk689eyVweOhomeBt0cuHYKOsPSyUDl2++v7tOd0NFcfPMz4X5n4juX+Jxzf/vReSoiN2QuqA6Emd6a87jBoJLAZgvGCNMrFNvpVngjpH5TyDZo0QaobNcIEFqyptamnbKTG1pNSaQFdtLk3tPJFzJMUJObU2YauJXkjMURlVruiSBPEksTRFtUesz+GCmXrnDlIHeb7OsfFtBJSvO+e582rL47dv8PGX3kHdeDaGRxh2T+Jnlzhz5mE21o+Sp5GNtRG/+YE1vusbd1m75aVM080MTnwt9977EW7eupWbbz3BndN3UN/7i6QWwhy6fZDOGo9NY5/r+7/hJ9HNm1kbj0jzzNt/+4eI1R7exRUxLMH7ni4YDG4pU50iAY8rly/xdi99oi/DOaU+7s2qc7ahJCWRcm83Z8ykXCryPqkbcyQtHs/oreW50MKWMf19U+VdAeBZJmCKxWK/OPXKj5lgOLkElu03t/J+emjGcahah2XT1i0Xlp4Kqap0Oa4kdQ5BNJQF8F3/+Aa2/vnGjeT+LI+v+4EXEjtPmidyZzowzgWcD1blFe6wNe+WZgkGAQgxZ7T368QaYFVdMRyM8bXJ/ebclqorklMk0zFrp4yGG4CjawufWxNpvsd0PjN2Ru4Pel9gGzP9NqMPEJdp1z5DPZRiBCK0c6U7aNganmY42GS0tklVVQyqIVVT42pH44eM3ADdOyDOLiHpCq0/geTXc/ORszQbW1xtj1APRoTgGFSOT77zX/IdNz/C0ckurrU5oTQBbSF2UG0KD77ub3Pp2N0IA4bjEf/uV/4hafiITQAHm9p14nC+pyiakYb1i83ysOeNi3g0C5UL5XoPzpG1MpGuwinPYrTDXFQmAbJENFnCSxoLdbFw1dWq3v47lbx0SUIN0rFdWg+B9LBcWUA4bKDhnJm0mDidp2fROKnM7kU8zoUF06aXJDgMySyTew8jwVILxqif+VAyz7K0A7SCYJlr3vVTH/zCHiTP0fhcyf0G5v4siN/7lw8B8Nrvfj4plsqqaLP3QyHitCT2XCCT/uA2JooKpLLN7uKcLnamSFk1VEOPd0KoAkM3pm2npKxIqEmzXerhEXKAlDLBV1TNFuzt0c7mdCVZmZnbkttsid0hztMd1AxGrRXEQamzMFzfomJsFL0yRSkVuOCp5hXMHe/76Pt59Ve8jFAfp+IE999/lVO3nOHc9javeM1XcO3iJba2Rly4eI4XHR/xuiPXCDsTdmawXkHtYXwEJgfw3nQXL/6OHyD5A7Y4wdndAy5cOMuJW+7g/LXHzXUohyKdYO/C+8qmMzFjFFekGlCjcgqVsUGcqSwiAZdN/iDrEtPWnNDCXtGSkHMGJRbowoaCUizJWXNhm2CVeT/kVj5XFp80C0Ev78sAkggple/EuYKxZ1J2OIfRLCVgBiCWxMGqcO89PaF+mcyXFMZVoa/+st51NWu21yameyMixZ7RLXYtAO/8yRu6MH9WcSO5P4viQ7/4KK9+84sK511xXnEo4qVUeanYssUFZzixxE7tIE448eSszLoZbZrQuIrRaGSLQqhxCdrO5Ilns6ukdo/B5q001Yiu60hdoh6vEUZjuv0J7cG0Bx8WTA6rQCO5E/AVqi0iBic1DTRaEyY1w2aDsdtkcqnlPR/4AC+442Ze9bVfgT+aeN3Wi6F1zPcyH/rQGd7whm/ik5/5NK/8itfwsXs/wfknH+erXvNaXnL6+awdfJorM9hujjEKMz6y+VV0nObT7RE+ef4B/s4P/iBnHn2ERx+5xtapC0RtcDLk+c97FQ89eA93v/ZNPP7kh5ilJ4o+ilXJQSpcmSMARZPtdISA6bTYHypk543NUiQDCnJeFoOMagd4cupQdeRsSTVrV/TvZQF1WdM042xFRLFhpF53hqwLOqKKEotwl+kAebQIvInYwJT1WLQwc/rLDXpxCnhXNOEp065KEMP2U9kBWpSmeoGHtO/z5GVvoZcD7nchlN/GjcT+Zxs3YJlnYXz1995FqPptuNoB75fY7jKRm7JfSgaHSEnqPRSraj6hwzoxGA+pmoombCJJmM4mtO0VunZC7QQJ6zSDLVwYklJkMp0Dgq8b0sEB8/2DQ1ixU2/aM62jC+fwN20XHRUIPjDmDp78eMfm0U02j47ZPHGUZm1EM2iofUXwppuT2oZzj+6yvn6a8fqYxx57nJMnbmbnYJ/nn7qNSxcvQhaed/Io8zMf4mB0ik9+4lN8y1/7btr5lLXRkDYmrl3aJrrAtcsXufX0HczjnDSZ8cgj93P8piPc9+AvM+Uq4xpcVdsOSBq865kvAs4wak/RapcGCqxhkNiy59BPWpaWJylFUk5ksp1OscBgHTG2qApZ25Xvr+y4slXxBoXYRKsTWXjjirfhMlzPsukrbNtkWGO0NERxOFeX0VdrpFrfwC+aqXa6VOWyhGr6hL3E8WG129tj7l3vHLbS5EUSv/ETN/D1L0bcgGW+zOIDP38/f+77X4bzAGqa3736sqQi9WqlVEqFeofdVoQlnusSlU8gc3Ju8YyI6YDKjamqTNfNqSpLMKQdpgdCqNYYDY8gI89kOkNVCWtrgDDb3iUnRdSzf3FCWB8wHDpgjMg2vrKXm1OkagbcdLuHOlOv17Q5UqWO2Jq+jvMNQdaYR+HIsXUmkyky85w6fZr10ZgTN5/g3PmL3HLrKbwIDz70IC98/p/jYHeb57/8VRzsXkbo2I9X+dRnHuL2215AN4sc3TpGO73KH773d6hGR3nFi1/GY498lN2LM259wQm0OwExcmR8nA/f+wlGazXnH7nKX//u7+Kee9/D8eOnmckFmnoEosQMaMRXQuWGxC4tmtuuGG4Y7m5wFTkWVz2Hcxkz6DJaaVJbfB1KsqkmbPFIVv2Lw6uxabyX8h1bn8Ts8lYMqilNdyc4l8lisgopzXHa4EtvRnqdGnpNlyUM08MrqefmrzpBIUWTbJngV20A+/+/8ZY/+KIcAzfiT44byf1ZGr//c+Zb+vU/cCdZu3I8lr1xXy/2x526RVIHS+oiCtLiXUsI4MgoHc4pUXfwVY3ztrVPTvBSo3lKaiMHUaBuaAY103lLjMJgfY3GN1x55AJ5llg7ObABGZchj4ixd2UC8UI3U2bzGbUT06iPiYPJjOFoSOX+v/bePd6yq6rz/Y4551p77/Ood1JUSIokGIK0V4UbFQMCig2ifuBqi623Py2gNr7aT3u12+ahfrzg5eKzodvbPARpULBBHhLxgRobwpuEECAIIU+TSlUqVanXeey915pzjvvHmGufk1BAJVTqnFTW7/M5n7333OucM/c864w11pi/8ftV6MSonld/6vN815OeyeLiFBdqJpMJx44dox4NSJMxS8snOHDnXUxXVrnhxs8R6sxofsTtd3yeIwcPUQ+H+NEc1JETh+9iZeUQT/3eZ3PVh2+gWZ1y2779/MNfXsHF37SX44cmhMUDiCSmy0e44NIt5LZh13nncf0dV7G4Y5HldIS5sIXlu6a002WWJo4Th1d45HkX8ZlPX8cll1zALTffxuXf823sPv88aB3HVg+S8zIu1YzbCa6tCUPPZLqC6hgyVpLJGY1CW1yT1IFLicv3Rx57dIUvbvN88oJFslfbE9EEmqxT2HUyy/dltmSyBMhC6hrPNNFm2xT1GYKv7bji2tVJR3e3eE6ZSRPMNmq7ixXrvFa5d8b+vpd/+ME5+XucEvqyzFmAp/38XjKJrEpWT04B8JZZqSNlq7WvZWsRiHg/Llz4hA8OXzm8t43E4CqWTyyT2wTFri0nIacKkkdzhR8tIKMhKVmdt/JDpvuO0k5XSM7uGDp98WbPDWxZNNcpVccWfRxLB08Q6orhlq2WHbrIloWtLCxso5IRx+5JLCzsYOfW87lr/yGSRB65+0JSVK695hra1ZbxeIWLLjmHMEgcuWeZelBz3iP3cuLoMudfcD7bd53LysoSH73qKr77e3+Qv/3HT1FJxec+/PfsvvDRPPnJT+H7nvFk3v+Bt3Dzvs8R3RjPAOdLu32Zf3AmAeFV0GAljEGocL6yJqJknZ6V60o6mdjUOBLj5TGMG44cm5CdMqwGNG1EY+Lo4WUOHjjMt13+RG687TPMLS6y7ZyG6JTQOF79oTv5F/dMGMTMGNh38bk8/6lCcl2/QTQKZtlsdWEdhbF4jK7JAHSaMMYzFx/wVHgCzlkzVqbQPsV0iFjnW7qe5w4Ujfh7B/ZU2DN/+bIPPbgnfQ+gp0I+LPDkn30kOUNMjpwDihlbm+a7qTdWAZAW7yaIi/igOC+EYEHddEE8rtR420ZJ05bY2mZfiorkATkH2hggQz0aMVicR33RHAmBUXbsv+V2glpul4jknbexeE5xEAoVj9n9b7n5n65hZXIMPxiiqgzmHAsL86gM0Rxopsp82MJ4JTLw82xbvIj9++5m3+23sH3Xdr75my6lbVuWVibMzQ257eZbmduywPzCAuN2zGR5zHc+8dv5+MevYt8dR9n1iD2cc+557N9/kMdd+s0Ma88H/vG9+MERtuypQE1mwLmAc+DMW6pw3Z35y3rrrlxPE/R05RMpWvVq9Wi1DclGY9k4TWhsmcaG1ESmukKKxv9vVhIrq1PicgvLNdOVhicfOsIfL8eZ/RnAaoCXPnULV11gUhIiUspzQuUsMCNFSdJJoTwaj9046MyCv3cmRmdyxY4Q7LggbmZGbe9jF4N1nHYzwGbGs7c7R+UvXvaBM3C29+jQ19wfBvjwa+/kshecjyqlOcY23qyC6vEOxE9xTPCVOSiJM3qcuf1Q7NdMvhUCQglKuWtCccSUkZwgCbHNxCaSc8vCuecSYySnxKpk5ufnmSytGJEvUVrPBe8GoIkjR8Y8Yu9jOXDgRpZOHEMCLNYLTGKLw5lxSRKWxkdZuqtmZWmZx/1vQy75xl18++U/xNFjS3iEo8fvZOu2BVaXj/OYx+5lmhLzwxFt2sKuxy5y/ec+ycqRQ1QyJk+HHLnb8ZhHX8qxwwdQEtv3jNF6gKQBhAYvZiLtcDODEVXFe9Mel3UbqGD8/qS2Ymhhj6hpptjmKMatVEXbRKOZGIuLVTbOes4Jhsr8oMLtrAFB8Xz35+eZu/74vf7OwwiPOdrykYvmCmWx9Hv6QBajHnpxKMHmIZCy3UPZBaiTBAbbdAfvinNTotTyu5JeR21dkyOAtdq7kspGvaDO8xe/+XcP2vnd4/7jlIK7iNwGLGFdMVFVLxORHcDbgQuB24AfVdWjYmf9q4HvB1aB56vqtad/6j3ui2vetA+Ax//bC0ugAaRsvrkJQgNF01vF7C1UISWlcp7cZnwN4pU8bc3PNafSjOJKI0pA1Yyxu27E5aMThsMVwrYF2mnhWO9aYOvOHRz80i0WYE4Ec9L1U3ALrDT7yHmRnbvOZ9qsoK5hmlYJWpOaOdzSpXzq2n/ksqc9isGelsEFY+5xtzO+5ygHDu1HJwvMb3kEj3jELrZt30k9+gaaNrI8uYe7j97CRI5z4tYFVo5NuPCii5k0E5rVSDWsobmHLVu2csNNn2TbjkWmboXQLKBOSWHVem272rWuZcgAIgFVW7ss2AaydI5La41F6owSmrNdIKOmworJ5JSIuS3yDzozxeiCdTZxGL60s2YShPl14mqTAF/aGezv11EZXemUlY6bEwr7JRSZAms1EnG4rDhXZAaKhIIpOFtQz0X8zTpX3Yz3bscXXZrObLv0WLznZVc+qOd1jweG+yP5+92q+q3rbgFeBFypqpcAV5bXAM8CLilfLwRec7om2+PU8Ok/uc0aR5ziXMaFKU5z6SZ1ZAKoBSktNn0pJaJG2rahaSZEbWjiFKWoBjqP+AFoIEalic1atodw+MAh0vKYQR3wYuWZKInt5+9Gc8BLILtIBrYunI+qY3l1lclkhZ3n7MGHCJMB07t306bEdP6zfPPlO1hpj9Dko8i4ZemWyPKBZbzM8dh/8Tjmt+zhtlsPc8fSl7j1no9xy+EPcueJz7CSDpOayLWfvJb54RYG1QIHD6yw6/xLWNy1iF/MHG2vY7RriVi3+DAgDye4UUvlB9RVhXcVVRgQgmnHWKnGsmqnhfqXSjZbHjvt9FQ09O1LaWMkRdPxMQ2fdqbrY1rrxWBa3EwV0lWOD51fc/2uilWrgLEa4PpzAh97VF2ap0x61/uKTq/duyGeGpGq3D10wszWnTrrSJWyV1DuVGtOCCsAACAASURBVNb05V2hsrpi8L3mzpQxz7BcPGFVpQ/smxhfT1nmOcDTyvM3Ax/A3JmeA7ylWOt9XES2icgeVT3w9Uy0x/3DdW+9hcuefxHOl6DujEqnonjNOLEWdnGQYiZJMnYMGWu0sZqx6Z34YpEnNI1CW2QHsrXGm9G949i+Yzzi0jmiK5ooweG3jNh67g5W3e0WhHwCDSDKtB2jSRjqblg5D9l2EKp/Jud5XK6YEpEmc+LglMVzPNUFE3Zs/waqOMJXFbfedjUnbj/C9scOSdmhTNGUkJyZjKdccvkjOHz77UwHc+x+zDwHlq4jaQsu4bXGDwezLHXGzy8VdFE30+2hy1RZC+pl39CUICldrV1naUdRLHLMORaj6Wxdvl3gFIWs2Vy2vODE1hJvV80cIr/4ffNcvq/m0qOJG88NfPyCIc57nK8K593q5MaFd6Yj01npzYxUAByIEFxtHUfd86J4aY1bJp8Qs1K5Ii3Q6dU4sbUVo0D+5cv/4cE+hXt8nTjV4K7A34nd971Ozdx6dxewVfWAiJxbjn0kcMe6791Xxu4V3EXkhVhmz969ex/4J+jxFXHN/7gVgO/4qUdhHHdPEDPkFmcbfLmNlrFpJngTtzU3HU/TZFJrpYkUhdR6UkxItm5Jp3YbX+x2aFLL4Tvv5py957A8Bbxt1O66YC+33f5pcnJUIVNV21lebchHBjQDSFtvZPsFO1ladnhqkgqRhvFhRV2ivuAIiMe5EU4TeSpM23t47DcHPnYA8nSAupXZ3kCMrdEFm0zYmZjk40xXlsALzpsDESihsEIU69b02AaiZsEX/rcvdngd5zsns0Q0XnnXll/2T9WkA8idoFdGE6WMsaaQGM2t2oKnFMtCTITLezFfVt/gxZqTPnZx4OowJGOZ9iBUOILV1V3RihGPS6U8VFySbG+AGfe9q52bYbkv54TQuSeJKJpt47jNCVcIssAaPRL4y1f02fpDAaca3J+kqvtLAP97EfniVzlWTjL2ZZSccoF4PRhb5hTn0eMB4BNv/Gcu/3d78a4InkhLjEUTXoVEtDZ3aajrgKRAnAiTFUdOYRagcoq4ZDoqTl3ZsLMSjDFKMvFY5h45zO5v2MvyyiqDep5xHvOYb3wmJ8YfQOK53PVZ8ANoF47iXSLHyImV29mx4yIO3X0YXQ2MV1fxu46CO2GUO+dYmH8kUsPkSEWbj6Pq+cYnbeNj79rPE354Cxoj42lLahJN05DabEmqc+VC43HrHIS6DWdfNFgcpRwRSgYvghdfNpWtnp7FGCc5mW697ZVmS3BzWc/UzgJ595VSImsyaYbsrPFIOkng1gJnUHAtzrUEl8k+ldKaNRdVVUCK7aIQEAJZS8adS6OUlu7VTj1yHX1xJkPs7I7MFR2YrIp3rrhAKSrRSkWzf+W1n/XXv/2BM3vy9njAOKXgrqr7y+PdIvIe4NuBg125RUT2AHeXw/cBF6z79vOB/adxzj0eAD76R7fzXT93HjknEgGiEkutOCNQJbwbWldrW9OsBmIT0VwVjXKovKeuB3jv0bZrljFxMClZbNQWotCsLLM4WjQ7uRRJSyMmdz+ebXtvZ7xtlVYz2kSyJoImRBri9DDtEcUNMsNzWqY6LsEIfPCMRnOMhvPECpq8THarDHzgW59+IZrupGkicdrQtonUJjQZQycLBKMFFT0UC+ziHKEENeecmW90tWtvn0noDDl0lr2nlPAiJEA1WRUmZySb4YaolTM6q7uutp5zLtm6lYbQVDw1HFK1IIlQJdTZV5BSGvIO7wJIuRAVrRlBTNMla9kcLwJs+DWdH/iyAJ9SssfcyRl00sSFq64AqWTrJh/9t7971Rk9X3t8/fiawV1E5gGnqkvl+TOAlwFXAM8DXlke31u+5Qrg34vI/wS+Azje19s3Bz70mv086acvQGNAXCbkRWNoeEflYVh7hJqYa0YhEUYNouA7k26prMGprkwF0pWM3YkxTZIVlmPbkqaRJkwQDchYaBdWeeQ3nEN2R1ka1MTJ2Kh00hJzIp7IKIc479JHc+jgEq2OQVqUKSIwmiuG3+KYtveQnPD3f/olvuc5j0bmDzNZjTRNw3QcZ5uVzhWjjXWBPc/6eqyt3otQeQdS4UsjjytNP12pRd1a7TmVunOkuBmJJ1FkfEvw1iK8ZUHduoHVJVSSKTb6jGl0Aj7ifIv4qW0qO/DOulN9sLsO50OprXe0RFcuKFidHYgonQ57ViupFPc8nLPSi2eti7W7UK2VlvJMG8gkg7uLd+LKV/X2dw9FnErmvht4T7n6B+Btqvq3InI18A4R+SngduC55fi/xmiQN2FUyBec9ln3eMD4yBtsO+SpL/jWNRpd7amGxnfPSfDZ2BmhmitZrODF6HV1PaByAVd5FIcPvuzVlU1HgZjMF7TVZMXoRQVXsbIa2b798dTudtQn1K2W72up5hKLOxzDYSRxDJUVcG3R6xK8r3Ehojmxc9t2bvnYPi5/zm6W03Em4ynNONI2idi0Vi8u7fI+2AZjFpPOdSVLnzkUCXjxeHGI6y5izgyxnakzWiB0xcTaxLmcc+SUSyAVkuZZd6Yh08nlqmuLaXbGuTxTZkwSqaox4jISLAjjwHUuUCIzXXlrFjWzD81C1mL9p8w0003Kxq/TgLEGo5mmumSro3f7BzMDbTcL7J2SY6ePc+V/7QW/Hqr4msFdVW8BvuUk4/cATz/JuAK/cFpm1+NBwwffdB3P/NnvgkrxtZJdg8umEhh9LqqTRRhKu2xQmTSJqQiuCRAEHy17r0JtEgYuWEB1QqVKypms5fYfz3g5UdWLZKwLdNIeZm4uUg9AXEt2R4huXLofrcU+eKEKFYdvWOXmz3+Rp/1wxflbE8tLDavTCaurE5rVhlxohyKOUAXEKXldCUbWCV91+uWWedtvM60Wz0yzS3VWdVanhcUiSF7TV4HOIq/QYTC+uzjbLE0aUSJW5sj4kEkyxrlIcJbFh+BQZ+qe4stdQ7cR2skII2Q1FlLWFqUykbFus1Q6PXeT513rPHdrrBk8ZomX0aRW2hFHSq3tCpe7AFXlqtd8+sE58XqcMfQdqg9jvP+1H+JpP/MEgiTwdmPfTgOrKxNyMiErD7Rd5pczodjOVWGAc47BYEhdD5ibm0fcwNgfEvA+ULtA7hp8VI0CCYSqZikfoSHiB/OE4TIqU7IksmvATUl5DA5C8Eh2XPfnI57xw/875z3mKJPJMu10yvLSEtPVyOrKmEkzBSyj9iGQUzJpXMVKKqVxtLPNW1NO1Jk2flYl5cJeKT31XV06xbimdijMSh7qTLLAaJDmtiTYxSCXkkzWZNRTIkkaKhcRH+0iUDnEZXzhrTsfbHzGcLEA3Jl65Fij6kt/gpQLiUfzmvl1pxgnshbYJZvjEyJoLuWXmcdpdzFI5AQf/aPPPfgnX48HHX1wf5jjA6+7lif93G6CRsaTIZPViriScVgQW21bxMmMXdGqgndM/ITgPNNmlaqqaeJ4FujrwQgfK7wPVGGIq8yqDjyaPE4GjIYJ3zoSSqgnTPLdxjSJKwwGNXGyisMxf+wSWq9803fsZsnfTBjXTJcblpdXWTm2zGQ8YXW8ijrzO62qGnHZuNypGElophJwKiRa44mXurMnGdMEo3iKT2WD0s+CeU5ptl4dZRAy4sGJURvFZesNQDHrw4RYdxPOZZAJyNgupC6izi4q4o0x4xzmroWULlgtgm1FxiAHYy6pLxl2Z9Lti9aLXUQd0u0GrAX6zjyFwlotEhXr2Tw5Kx9/w1cjwfV4qKEP7j34yGsOAvBtzzuPoAFXewjG5faDihgb6iqQ2jjLXDsxLVWlbRt0xYJE00wZxojzFYOBGXsEqfE+4mWE856cA9VgERFhNU7wsg3NB8g6xQ92ktujpAaWbrsYf8lBJgfOY+GSA7TTXTTTxPjEhJWVFZaOHGfcTEEghArnjK5JNj57TtBKi4taFB0VJzWaFfUecZ4sebYOKjrrGBVXsuJ1pYqu9GJBH5w3s2ucNS1J6W6yRrCESkQl4vzYSjOSoCu/iCJF8KvbvNRsrlprgd2UOMFDHlhQdxU5adHb7EpnhRWzruSvavsLXces5DU/U9R+V8fkyTlz9ZtuejBPsR4bgD6495jh6jfv5+k/822IeJp2QptaXI5UgzlSaqmrAfk+/O3CkgQH02ZC8IEmtgTnWVk+wWg0wjcVc4s1yAq1nwcW8W5I8kNCnmfSHiPGikEtSN7KoasnnPtN58H2/SzvX2DXxXfQNjuJ0wlxIiwfXWJlZYm2bfHBU1UVUgfqQUU1CLi6O60tY1VNtE0LwVyZvA/Q1bZLC79qZZroGN0wZyuveLcW3K0GjqW/rrheSYJQxL+6cRJIwklEZWIbqhIt+IuVcaT4Yohfa+8X70rDU2eG7c14RSty8ogESJ35+Nq8uuxdVa0MpYoWzZqOBZPVLPhUQFMX1CGpct1bbj2zJ1qPM4I+uPe4F6583dX86G/8IOPVJdrUMJ1OEVGmU4gxWgdr5/2Zu/b2tQ08M0p2TNuW1I5p25a6qajnIecFACo/oM013o/weZGsNWiNRuEvX30jF//AKpN0hOXlLZxz0bL5wE4FmcCxI8dJ04j3FdVwwGA0xFWB0cIcoQpk30KYEtMEycJkIhYQc0DbhhZPjMbzdpXtDRgdMKEqeG9CaiIZJ9746yJlY9mOwSuaWhLJBCA1IS6imkvtPaLSoH6KagSJ4BLOOzKpk3Jc1+4nKIKmrgyDNSilCs2hBPyiNNlViDrHIxVSGTTqJVA2smcX4fI8pjXOPVn59J/cfqZOqx4bgD649/gyvONl7+O5v/EM6lxR14FJ29CkBo+pGIr1zhf3H+j05yyjtKDTThNxPKFtJoxTYhChrk4wibsJMm8Zs1swHn2u8XGe267JPP1n93L7jddx+J6acx4xRv0Yn3aRokcnkcpVzO+YJ/tsfPvaU80NcR58WEX9CZQppDEpOlwaEmNAc6aJoNrYXkBVWXZeWQbuzPmCzr3IS0Umd8orFnClu2MxqqcSUUmIptKwZBvTyBSICAkJqbB+TA7YdSWYrnMVcNnRGWNbMHeoBnJ2SLYLjGIC6rOLaI621jAL2JKVuE4DpxMqg06WIdoFAuWzf7rvzJ5UPc44+uDe46T485eZNvezX/JUvAbmF7bQNg2TySq5NdGxmZhWBpxxsImJGFvSRGnbFnWRqvUcO3aEbTvmqKRmNQ/xaSujypn13uouqtzyjU86zt13H+XALXNs3+OR4SpBKtABi6NzyOIJw2X8aAiV4JxSDWtctYK4VaLczSQeRVzGqXH01bWojNA8IqeO+dKacqX3pJQI4olEQsA2IF0J8N4XOV7r1DTp3Misri7RsmYXETLORVRaMhOQVLTdTaSr443DGu/cJHlK2382YbecPBodWQMOIWcPKrY5m0pgn1EdpdTP82zTtPvZWmQFZq9TYQxp5rNvu/PMnEQ9NhR9cO/xVXHFKz7ID//6M0kZhgMtwXmVJjWQIzG2BF+RUzK2SFI0QmqnTKdj6pESW9Mwb/JxNDiquJ2sjoGfRxMkMlO/H8kXcPDWQ2zfOcdo67HCwx5RD3cx8lvJw0weZzRkslNccKg/QnLHyKzQpGM4nzEzacukTe2xBUb3br0vnaYu211Hygki5kxV3Iey5qJ7L6ULNc8ye5VIorEuKEkmFCaxOBQV/niO5GLMtLYhS8nALVNPsUgiZAGtZqUZs8MVNMe1mnwuYmCqZBJOHZp1FuDX/w4rvZTfm2z8M2/ts/WHE/rg3uNr4t0vfz//58v/NeCYq7azbbFhOpkynU5YXl5mEGqWx8ukZmp1Z4QmtqbCKAN81TIYOIgNTT5G8vtx7TkgEYlbyXIUyecwOZSYHG8Z7D5hwlxSsTi/mx2DRzGstrAyOcFKWiHSWOdmtYJWR8juBDGNCwtFrIFIsdcacNmTNNpjVpIaXbEzI9F2SlVVs8+bckJ9VbRldE3HxSUL+C6hGsuGaoO4ZGUTicQci66LzmrbnTxB1yQEmBhbV3jPQk5mfuJmBPpOrMzMVUiYLrt0EghlDyAX+qW4svZalBxtX0SzrUlfX3/4oQ/uPU4Jb/v1twPwgv/nhcQQqevEgvecK9bQtHriGHfc/iWm41W8F+pqSOUb1DUkhVG9GxnuZzLNOD1EcmOa9Cjm5yuWTzQgMD3eMjdcoG2PQnRIqhn6bYyGW6ikZkUwn0+pwC/hwgpCpo2TdTxAKfrpEWGASGGTSE2b48z8WZw5HnnxKJGoEMSj4lARyA3iO3tsoAiCKa01RTkh6RQhm8aLNGs1caHID5v6o9EdKXcSxmMvNRQQ6zwVS9VNb6drfSUUNoyVYkSS1dqLfIEiiLNN1FwkiDNdxp7Kz3dc+5Y+sD8c0Qf3HvcLb3rp6/np3/kVvNjGahCT0R2cM880Ntx925fQlBkNaoaLsNyuMm0H+HqFJhkPvE1Tcmxx9RaaJkBsmS5PmTQrHDlxkArFeajqAWk6gpGQndkF+sqyaVclNDTEPAa0lDBAVPEyQLQGFxAGZKmsWzQUCmFhv4izTVEnDi/JNNpLB2sCPN42ScXYMybPa4YmkmUWaBUtgT3NMn3ERL00e7IWSd9sx4pGtCgumnJlRIsmpbFdyuZupw4ma4wka6DqpA7WiZTRouJKZ7FJMn/qTw5u0FnSYzPg/tjs9egBwBt+9ffxBCpX41yFV2FAxZ4d55e2eMW5yHhqKohbtpzLtGnwUoFCyi2RluSOMG3vpqVl665F6q0DWibEJhDTiNzMQfK0ccw0TZimBvGJQR2p6lAUEi24dRmuqFnV5QySKjwj02b3tYlx+dJEVPRbMiavCxi1USM5R1QTKU/JmBSC0pJ1QsoNObek1FgjUNJSVikU0WQSvCkKmrJ9qZBay7C7hLpjs9AZgeRUjD4SYL8/59YeUyKlhpxtMxeJZG3JkkAiKlPL1DHmjtJyzZv7wP5wR5+593hA+O//6Xf4xd97CcPafEXRiATPngsfzS03/hNtu0QcNCRVdszNU1UgzpPIpGgqiOgE/BLez9NwhK3btrP7Eedy9J5jSDMi54ql8QmkEgvKlV006kGA0JKmJtAl2SE5WwadFbJH1BE1ktWTEXxQ2my1764uLw6TKyaTpEHIpKK1IskC7ZrY2JpOS1araUu30SmeVFr/cZ6cUpF3Ka39hY8eczJ7PTElRieKJmPjpGx3NbOfLebqZBetTlKgNCOVi4IqxLJZahuxcO2bjpzR86DH5sUpBXcR2Qa8Afgm7J7wJ4EbgLcDFwK3AT+qqkfF6ASvxmR/V4Hnq+q1p33mPTYc/+0/vgKAF/3hb0HtyH7KwtYt1HMe1QAp4lJgfrSIkpjmSDZ1AIK3gOtyRT0akTRSzcPizu2srrSIq2mayOp4BVdPGQ5H1PWQ2tcIYzSbFEKO5hGrWYwXbmx7NNdoHpByBg1GYXRa2DNYrdpJCbRd8OyqICXYi6m3AKRiUSdamC2lw9TMQMy5SDVDYqYyadTJcjErF4b1omCpMFo63Xjo7PwynZiXMXvaokBpmj+5/Nzuc6Mm3/vp/3H8DP71e2x2nGrm/mrgb1X1R0SkBuaAlwBXquorReRFwIswg+xnAZeUr+8AXlMee5yleOW//zV+9vd/kZimrMQj7HzUVo4fSkwmHhHHyuQoo4VAbCdGNRSo/QDN4KtI0BanqzgXGFUjNAttaqglE8kkV6PO47XCSSSnZVJqiWmyTh/FWvdFayCgOSDtPCEHVGIRPstrao5CqbtbYSfl0mjU1bmxJq0mKd4NkEI5FCmZfJLSndrpwFg9vPNxFXGgoXTxSpFtWBMgM79STFhMXPmVxrjRZPIDznlrPIJyIckkUvl9mFdrFq5907Ez9Jfu8VDCqTgxbQGeAjwfQFUboBGR5wBPK4e9GfgAFtyfA7yl6Lp/XES2dXZ8p332PTYNXvsr/42n/NJuWhoGA0cYLkAzRWVAm49RlcCmKHUIeAkM6yFOAnOjASvjBu8aEhlVzzB46kGkHq5QyTYq8ThaNDXE3NDqhFYakmZyCqAVjhphAa/zkEcQPDElJEaiKioOyQn1CSmiODlbDZtSRhEXixwuxAjBDwrN0eFcMCcj8ThLumcSDJ2EgAmIBXJuTfpXrUkpqxljaCm7qLb2Oju8dN2p5edoscOLRnXMpKLxngrBRq1jNwuffUsf2HucHKeSuV8MHALeJCLfAnwK+A/A7i5gFx/Vc8vxjwTuWPf9+8rYvYK7iLwQeCHA3r17v57P0GOT4KpXHeTyX66JsWJhfkDltrKyOqYajPE403mvHY4Bc6Ot5JwZDioWF4ZMYsKTcR7qYUU9P6AanoDCIW/bltyuon5CkgnZJZQayQOCLlidXBdxLFgt2wUEyH5M6wOkFnIiaizNQMZ+MSaMmmIjIFlw2YK08dKDZclieujqPCqFiJiZaaib+UcpzajiqEhpWurlFaiWjdQ001F36gCxnlfNgF+7C9BUKJM6041XAt0FQVW4/k/7+nqPr4xTCe4BeALwi6r6CRF5NVaC+UqQk4zplw2ovh54PcBll132Ze/3eGjio3/QAPDMF5/P4s6t7Ni1h2k6QZQWkQaoGA0WCDLC12amMZkeZFA50MzS8SmDebPUExdNubAVUl7FhRYyeBkiriXpCK8jVBdxboBmj5faeOcIuERyGecjohO0VNBN3CyvcePFqJfM9Fss6DocGtW6TsXolqJA6CwF3azu3tnWzYxJMCplohht5IBmSEnsDiQLqXP9QCCZlnvHcRcRUsw4X/TdIyCuaNwEPv+2Q2fuj9rjIYlTCe77gH2q+ony+p1YcD/YlVtEZA9w97rjL1j3/ecD+0/XhHs8NPD+/3cfz3jJrlLcBqkbnKtAHdNJZsoKu3aeSxOXqKoBmYrYOAg1c97hqkiW43hqs9oLFdl7q0mTreyiC6BDKjdPcANcGCDZoaHUt1NCQyI1DckPyNMVciodqq5Y6AVwDNDYWqZM8UtNzro+yUVXRkqDkzORx1J7V1G7JmQpGUyplyso3i4GqmhOaHZIntKkgdXlNZt5iQsmwKbFIKTTUMaYkaUvCnHwxXcePuN/yx4PTXxNnruq3gXcISKXlqGnA/8EXAE8r4w9D3hveX4F8BNieCJwvK+3Pzzxd684jA8BVylOrOTgfQAxo+iYpgRqvMvUlUcI1MHhveAkQesgD0FGZGrjkauS8KRUkQh4GRD8iCoMqfyAqh5QhQG1G+KrIeYKK1aKKZK8Th0uOwIBUjA6ogZINaQBGiskuRJkA5ocJAfRpALIa+qXZNC204yxjVFzcRJyNjG1nP2ak1KqIHqIgdQ6NAXaxqHRI9Eh0eYk0SGpMq6+1rhc8cV33v3VlrtHj3vhVNkyvwi8tTBlbgFegF0Y3iEiPwXcDjy3HPvXGA3yJowK+YLTOuMeDyn8zcsP8H2/eQ7gcM5KDyE4nAPvOyGvItYVRzh1VEPjw8fpyJqkpHSNFuEsCCADnNaIBJzkUjqxrF6ltYxaPeoyVAAmt2tZdQCENlE2Kr1tfop1j7pObz3V4Lx1lzqgXCTMscnhxJExVyay2mZq2RC1ungmqpCS3Q14MjFX5NSS2gRUJj1QXJgyDlHBOVdYOOXGRx1feG8vIdDj/uGUgruqXgdcdpK3nn6SYxX4ha9zXj3OIvztb1p9+Nm/dYHpn7sG5yvQCo+3QJprphPP4vw8VLA8WaWq5swwWoWUWrJMcalGKiVnM9YQn6GKJDleZHU9joBoJuUGV6/ic0NVO1NgpAYcjoACVfamT+/Mq9RKMNb5Cs7kAcSs94KIabyoMwtC74FEKh6knU57zqYFY1l78WHNCjPLvFSOS3i78iAEnFtTsnHOIRr4/HtvPeN/rx5nB3r5gR5nDFf82h0EEaowJPgRaG2mGSkhMiZpBq+07ZTYJsQ7KldZVttG68x0U6JOQITkpkg4Af5usj8K4R7wR9BwiOwPIeE4yAqwQpMmqIJPgZArgnqq7HAqJk+gDk+FZ4BTDxpAXZH4deaApGIMl1ITz9maltZkdsuxWdBURMIyxQfVtmitQ9UuHsaWycapxH6OuO5uQvrA3uPrQi8/0OOM4j0vuZPn/v5eRDxtW+HcAshRNFWsTiLjGFkdnzAP0qhEHI6M6gpJV2iDJ4QK8XcR6pYoDUkcQkUlHqTFSQ2S8dSoNqSo5OmQPHUEDXgn+GwbpFZK6QKriXuJOLMTVCUVJoxzYmxJJ2uyXaVUo8leCxTBL3tTi6Wey8akiW1rYmKFBpk7A24pZRtvipWff3dfgunx9aMP7j3OOP78Vyx4PfeVz4KBw4uSZI6mbU1fPRcJXFfRxkyNo9EpYU5wteKqJcRHa9/HWv9FElmF2tVkCaCBuKpMlxPtcoW0FTWOIA4vrtAhjfbonM1h1o/U0RsBLTV4jdh9rkBOndsR5rYkpjMDrBlmFI0a8zCNhfLoUc2mXCBSyjrgpYiaieP6d/WBvcfpQR/ce2wY/vxFf8ML/+iZqHjaZkDbjmkmExPkkoEJgEkgs8Rwm+AWQNwE3MR0z+kq1AnnLPamPMWpJ64I09XM+J7taFNTJ4dzUuqQinOelCxw52yaLeoVsgl75WKPh3rjr0tGsiflSHJFisApODfrINVsNfNZBq86U8lU7XRjhAwziz8RD074/Lt7l6Qepxd9zb3HhuL1/+79rIx3c2I5U3mjLuICtdTUMkflE9U5E+oFxckY3IQumHsPVYA6MMuGJc3Trg6YLm+jObILaWvL1r037XkJkJ0ZfIsxXryK8cyjK3z04qCUkknxYh2o0zglaZoZUieFVJ7ndY8ppbUMXkqWrzrL1Ok6XEu55wvv7ttAepx+9MG9x4bjj3/2r5hOhJyneO8ZaM2gHlKNEsNzl6hGU3CreK9UThhUFtSHAbyjeKGOcJPtxBPbicd3H2ZwbwAADlBJREFUM71nC3nVOOJBapxUIIGu9iIixr1PSixGG1Y8L9rpURBV2pxo25Y2mpdpG5OxHiWbjzbF6LqoRnY/257k2ZhzbrZR2j2KKF94d98C0uPBQR/ce2wKvOfXrsLlOURNV2awKLit96B+FZGEc4lQCVUtBO8IvmxiqkObRfJ0gbiyjfbEubQn5vGpQtThxNgwYNlzEvAdd53SYVroi0kzmhw5BRKJWMayQHJK9EaZdF7sDsCVOwKHKY0VzFyeimSvjcksm885c8O77uKL7+klBHo8eOhr7j02Df7hv3wUgB/8zW+ndbeDn+JDxvtSU3epSPJ6011PA9rxiNzOk6eLpMk82jg0YvV05/CuKuURD9oiClEz6iCnSBJHLEYdoKTB2GrztaIul4Ym04iPmoGA8w7nE0KN0pKSlE1gR9BMLM1M3QXEuUKbxIL8F9/ZZ+s9Hnz0wb3HpsP7fvOTPOvlO6gC+CrjfDYD6ISJrOOJ05o4nSfFLTDdDu2ocMrNx9Q7KVK6lCakaLXzlMlEK8EEQdwqwa1CmCAuUPli6iECIZOdGXuQKPRJD4zwCCIr5DSHpGpWnxd1uOSIKRXza7szAPjcn/VMmB5nDn1w77Ep8Te/foR/9aotKJGUwAS5HBqF3M4RmxG5PRenC+QUkGxa8U5Nmtd5E/3KgA+eHBPRreKrBlhBRi1ULQMPUSISzHRbhGKUUSQAsGwdiohX0ZRHBeIAFyIkj8QhaAUpWxdrlnW1d+G6t9y8IevY4+GLPrj32LR41y+dAOCH/mAByYGYApor4nRATvM4HRGkQkNtu0exZexXUYlUtUPdGK3GeJdpGeM1E2WM+IivBOczzqv5vxZddgvopT4+ax1ty+vSaVo0cnxoyKnGOUi05OQhVYgozpWLkSY+3Qf2HhuAPrj32PR4zy8v80O/swdSJrYeR4138zjv8QjRrRR9muMMFg+DNkjdlmqIoDT4rDiJBCdALOYekBKo9aPamDirvquVZsx4O3fOe4XSKEXz3ZqooCaEDJJI6sjZgQ988o2f35gF69GDPrj3eIjgPb96gB/4rR14Dy40eLkDZASuoVKHuEjSlaLa2JCSgMtkNUGwLGWTUyFr0WdHUPUmE1BgwmA6s+GzgA/iLAsXSXSa74LgvZi+DJTGJ8V7x0de0wf2HhuLU/FQvRR4+7qhi4HfAN5Sxi8EbgN+VFWPihUaX43J/q4Cz1fVa0/vtHs8HPFXv2a2cv/H786TyageBoSUQVOeqTBCZ7ahZog98zUFUW8BnE6BUUpXqhgvPZtUsJDIySPROlgFSBIALfr0AQnBOlidOTblbOJgV/1hH9h7bDy+ZnBX1RuAbwUQk7O7E3gP5sZ0paq+UkReVF7/Z+BZwCXl6zuA15THHj1OC/7iP63wA6+srYuUSLEtLRrqgRTtOO9DUZL0Rmcs8gBu5nsKZpHXeZ9WSK7IWWmXgkkEJ9tkxSkERZwjtx6tWlDzTUUqYs588L/ctmFr0qPHfXF/yzJPB25W1X8WkecATyvjbwY+gAX35wBvKbruHxeRbZ0d32mac48e/NWLGp7xcjPdiAk0B8hCTjJrHEoRULsIZHWzLlJ721uDk3jL8NWRmoqmgXY5kMa1XTCiknLCeajqgAQhVAMcDSk3UGcEzwd/r6c59thcuL/B/ceAPyvPd3cBu/ionlvGHwncse579pWxPrj3OK34u1+PPPUlgTYKDiGnyjxUARe9yfR6cM7jgpgJtjo6hiJOkSToZJ7psjJedeQIMUbSONqxCGhFFCXXDvEOWRA0D/F1DeK58vc+s4Gr0KPHyXHKwb1Y7D0bePHXOvQkY/plB4m8EHghwN69e091Gj163AsffEXk8l/aRmzn0ZRNIyYOcSHincP5jASPSDIJX2cBHBU0eiZLQpyIlXPaRJwmcit2TIokFZyY5AG5MjXHVnAucNUf9ltJPTYv7k/m/izgWlU9WF4f7MotIrIH6Nx79wEXrPu+84Evk71T1dcDrwe47LLLviz49+hxqvjoq44B8G0/fQEuBzICeY6UlBSV1DpCW5GcI4tAjsTGowlSE8maSE0yA+zk7SIRY3FfyuAr81LF48Tj1PORN/aBvcfmxv0RDvtx1koyAFcAzyvPnwe8d934T4jhicDxvt7e40zg6jfcYfIAvgKnuMrhXIUQ0OxJSciNkJua3CS0zeSUkeRwyeiRZCCZQ1LORqVEBAmeqq4QX/Hxt/aBvcfmxyll7iIyB/xL4GfWDb8SeIeI/BRwO/DcMv7XGA3yJowK+YLTNtsePb4GPvnG27j85y5BMMs6deBcMPXIxMzyTjATDqdhpt6YcwQEXCC3Ec3CcDSgGg0ZzI342Nuu3uiP16PHKeOUgruqrgI77zN2D8aeue+xCvzCaZldjx4PAB99zY08+ee/ERCc85DF9GJKFp6zZebBB7P1i+aSRC5m19G6U+tBzXBhnno0x0f+9GMb/bF69Lhf6DtUe5yV+PB//wIAT/m5x1swz6WLNCkeZzoxac36TorfKQlwSnCBqqq4+l09E6bHQxO9WUePsxpXvebTgCOEyrJ3EURC6UgVKlfN/E9dMct2zuErx7Xv+8JGT79HjweMPrj3OOvx4dd92sowBDPtEABHUsvmnXjjw1cOFwKf+5ubue59X9rgWffo8fWhL8v0eFjgH1/7CQCe8pOXzcTEgnN4H0gpzXxNP/Xuz23wTHv0OD3oM/ceDytc9cfXIE7Bga8qXPB476iGAz75jj6w9zh70Af3Hg87fOiN1+Bw1IMh1cDzwTdfzUf/5FMbPa0ePU4r+rJMj4clPvSmnrPe4+xGn7n36NGjx1mIPrj36NGjx1mIPrj36NGjx1mIPrj36NGjx1mIPrj36NGjx1mIPrj36NGjx1mIPrj36NGjx1mIPrj36NGjx1mIPrj36NGjx1mIPrj36NGjx1kIMeOkDZ6EyBJww0bP435iF3B4oydxP/BQmy/0cz4TeKjNF/o5r8ejVPWck72xWbRlblDVyzZ6EvcHInLNQ2nOD7X5Qj/nM4GH2nyhn/Opoi/L9OjRo8dZiD649+jRo8dZiM0S3F+/0RN4AHiozfmhNl/o53wm8FCbL/RzPiVsig3VHj169OhxerFZMvcePXr06HEa0Qf3Hj169DgLseHBXUS+T0RuEJGbRORFGz0fABG5QET+l4h8QUQ+LyL/oYzvEJG/F5Eby+P2Mi4i8l/LZ/isiDxhA+fuReTTIvK+8voiEflEmfPbRaQu44Py+qby/oUbMNdtIvJOEfliWevv3OxrLCL/VzknrheRPxOR4WZbYxH5YxG5W0SuXzd2v9dVRJ5Xjr9RRJ63AXP+3XJufFZE3iMi29a99+Iy5xtE5Jnrxs9IPDnZfNe99x9FREVkV3m9MWusqhv2BXjgZuBioAY+AzxuI+dU5rUHeEJ5vgh8CXgc8DvAi8r4i4DfLs+/H/gbQIAnAp/YwLn/MvA24H3l9TuAHyvPXwv8XHn+88Bry/MfA96+AXN9M/DT5XkNbNvMaww8ErgVGK1b2+dvtjUGngI8Abh+3dj9WldgB3BLedxenm8/w3N+BhDK899eN+fHlVgxAC4qMcSfyXhysvmW8QuA9wP/DOzayDU+o/8cJ1mg7wTev+71i4EXb+ScvsI83wv8S6yLdk8Z24M1XwG8DvjxdcfPjjvD8zwfuBL4HuB95WQ6vO4fZLbe5QT8zvI8lOPkDM51SwmUcp/xTbvGWHC/o/wzhrLGz9yMawxceJ9Aeb/WFfhx4HXrxu913JmY833e+yHgreX5veJEt85nOp6cbL7AO4FvAW5jLbhvyBpvdFmm+2fpsK+MbRqUW+nHA58AdqvqAYDyeG45bLN8jlcBvwrk8noncExV40nmNZtzef94Of5M4WLgEPCmUkZ6g4jMs4nXWFXvBH4PuB04gK3Zp9i8a7we93ddN3y974OfxLJf2KRzFpFnA3eq6mfu89aGzHejg7ucZGzTcDNFZAF4F/BLqnriqx16krEz+jlE5AeBu1X1U+uHT3KonsJ7ZwIBu619jao+HljBygVfCRs9X0qd+jlYKeA8YB541leZ14bP+RTwlea4aeYuIi8FIvDWbugkh23onEVkDngp8Bsne/skYw/6fDc6uO/DalQdzgf2b9Bc7gURqbDA/lZVfXcZPigie8r7e4C7y/hm+BxPAp4tIrcB/xMrzbwK2CYinYbQ+nnN5lze3wocOYPz3QfsU9VPlNfvxIL9Zl7j7wVuVdVDqtoC7wYuZ/Ou8Xrc33XdDOtN2WT8QeDfaKldfJW5beScH41d9D9T/gfPB64VkUd8lXk9qPPd6OB+NXBJYRvU2KbTFRs8J0REgDcCX1DVP1j31hVAt6P9PKwW343/RNkVfyJwvLsFPlNQ1Rer6vmqeiG2jv+oqv8G+F/Aj3yFOXef5UfK8WcsM1PVu4A7ROTSMvR04J/YxGuMlWOeKCJz5Rzp5rwp1/g+uL/r+n7gGSKyvdyxPKOMnTGIyPcB/xl4tqqurnvrCuDHChvpIuAS4JNsYDxR1c+p6rmqemH5H9yHkTLuYqPW+MHcIDnFTYnvx9goNwMv3ej5lDk9Gbs9+ixwXfn6fqxeeiVwY3ncUY4X4P8rn+FzwGUbPP+nscaWuRg78W8C/hwYlPFheX1Tef/iDZjntwLXlHX+C4wxsKnXGPi/gS8C1wN/gjE2NtUaA3+G7Qm0WJD5qQeyrlid+6by9YINmPNNWE26+x987brjX1rmfAPwrHXjZySenGy+93n/NtY2VDdkjXv5gR49evQ4C7HRZZkePXr06PEgoA/uPXr06HEWog/uPXr06HEWog/uPXr06HEWog/uPXr06HEWog/uPXr06HEWog/uPXr06HEW4v8Hjv7hL1uaaikAAAAASUVORK5CYII=\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import os\n", + "from PIL import Image\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "\n", + "def find_coefs(original_coords, warped_coords):\n", + " matrix = []\n", + " for p1, p2 in zip(original_coords, warped_coords):\n", + " matrix.append([p1[0], p1[1], 1, 0, 0, 0, -p2[0]*p1[0], -p2[0]*p1[1]])\n", + " matrix.append([0, 0, 0, p1[0], p1[1], 1, -p2[1]*p1[0], -p2[1]*p1[1]])\n", + "\n", + " A = np.matrix(matrix, dtype=np.float)\n", + " B = np.array(warped_coords).reshape(8)\n", + "\n", + " res = np.dot(np.linalg.inv(A.T * A) * A.T, B)\n", + " return np.array(res).reshape(8)\n", + "\n", + "\n", + "def warp_keypoints(keypoints, coeffs):\n", + " a, b, c, d, e, f, g, h = coeffs\n", + " new_keypoints = keypoints.copy()\n", + " for idx, keypoint in enumerate(keypoints):\n", + " x,y = keypoint\n", + " x = int(x)\n", + " y = int(y)\n", + " \n", + " new_x = (a * x + b * y + c) / (g * x + h * y + 1)\n", + " new_y = (d * x + e * y + f) / (g * x + h * y + 1)\n", + "\n", + " new_keypoints[idx] = (int(new_x),int(new_y)) # after transformation\n", + "\n", + " return new_keypoints\n", + "\n", + "\n", + "coefs = find_coefs(\n", + " [(867,652), (1020,580), (1206,666), (1057,757)],\n", + " [(700,732), (869,754), (906,916), (712,906)]\n", + " )\n", + "\n", + "coefs_inv = find_coefs(\n", + " [(700,732), (869,754), (906,916), (712,906)],\n", + " [(867,652), (1020,580), (1206,666), (1057,757)]\n", + " )\n", + "print(coefs)\n", + "print(coefs_inv)\n", + "\n", + "# The lines below are the Openc-CV equivalent transformation\n", + "# t_matrix = np.array([[coefs[0],coefs[1],coefs[2]],[coefs[3],coefs[4],coefs[5]],[coefs[6], coefs[7], 1]])\n", + "# print(t_matrix)\n", + "# inverse = np.linalg.inv(t_matrix)\n", + "# print(inverse/inverse[2][2])\n", + "\n", + "image = Image.open('sample.png')\n", + "\n", + "img = image.transform(((1500,800)),\n", + " method=Image.PERSPECTIVE,\n", + " data=coefs_inv)\n", + "\n", + "# note, y coordinate is first, then x\n", + "keypoints = np.array([[136., 72.],\n", + " [250, 420],\n", + " [350, 200],\n", + " [750., 370],\n", + " [50., 100.],\n", + " [400., 500.]])\n", + "\n", + "new_points = warp_keypoints(keypoints, coefs)\n", + "\n", + "plt.figure()\n", + "plt.imshow(image)\n", + "plt.scatter(keypoints[:, 0], keypoints[:, 1], s=100, marker='.', c='b')\n", + "plt.show()\n", + "\n", + "\n", + "plt.figure()\n", + "plt.imshow(img)\n", + "plt.scatter(new_points[:, 0], new_points[:, 1], s=100, marker='.', c='r')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}