{ "metadata": { "name": "Day_14_basemap_redux" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "BaseMap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Working through http://matplotlib.org/basemap/\n", "\n", "* http://en.wikipedia.org/wiki/Map_projection\n", "* http://matplotlib.org/basemap/users/mapsetup.html" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# http://matplotlib.org/basemap/users/examples.html\n", "\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# set up orthographic map projection with\n", "# perspective of satellite looking down at 50N, 100W.\n", "# use low resolution coastlines.\n", "map = Basemap(projection='ortho',lat_0=50,lon_0=-100,resolution='l')\n", "\n", "# draw coastlines, country boundaries, fill continents.\n", "map.drawcoastlines(linewidth=0.25)\n", "map.drawcountries(linewidth=0.25)\n", "map.fillcontinents(color='coral',lake_color='aqua')\n", "\n", "# draw the edge of the map projection region (the projection limb)\n", "map.drawmapboundary(fill_color='aqua')\n", "\n", "# draw lat/lon grid lines every 30 degrees.\n", "map.drawmeridians(np.arange(0,360,30))\n", "map.drawparallels(np.arange(-90,90,30))\n", "\n", "plt.title('contour lines over filled continent background')\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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qmZkYyvuHS5i/5jAPj47DKeBfo+PYWVJPfZuFdzJKMHlo+fy7rURE/DIC/4+M\nWxD9zLS3tzNxfBq79vxwPEzZ3y8ltItlyek4hWBHcT2eChlDQvVnXXc4BXankz9/c5g1OTX0D/Tm\ntcuT8VOrMKi7tx36OdhbZmR1ViX/nviDkeHDmzMx2xxcFR/Mh0dL0Ht0OLb6eipJ8NOSFuXH1qI6\n9pQaeWBkrMvs4ERNM5M/3sODI2K5c2gMTiH4JqeKWSsPMCBYx99H9CbJX0ugRoXV4cRTIetydmN1\nOLn+q8OsnP7D4X1ZdS3cve4Yn80czOxvMykSSjKn9+m2bW02O9/m1jAm0oC/RsU3OVU8tCmTYzXN\nVNx7Ga1WO8VNbZyoaeajY2VMvPZGnn7+Rffs6GfELYh+Rg4dOsT0yyZQXNPA6AhfVs0e2qOuRwjB\nwYpGKlramdjLH42ya11Eq9XOzJX7CdR6MiDYh5GhPvQL8Kb/m1sYFenHZTH+zOgT8osOjq1FdcTo\n1Z0cYfONJnaU1BPnqyHWoOG7/FoidZ5UtVow2ewMD/Ml/rRZYJvNTr7RhK+nknfSizhU3cRrl6d0\n0h8t3pWLt0qOQiZFJZOiVsgI9fakrNlMm83B3OQOW6ZLlu/jr0N6MTXGv1M9hRA8tyuX3EYz6dXN\npN8yqkf3ls8zy7E5BNcmhfHAxhN8ll1NL50Hm/Nr2HzDSFKCdKzJruKSGH/u/PYoJVYpn27YQXT0\nuV1V3Jw/sscff/zxi12J3zoOh4OHH7iPp+6/i8Xj4vBWyVk5cyheXQgVu9PJ0epmNuTXUNZsJq/B\nRKK/N6khPud0SP3keBkNZhvbS428c0UK46L8CNF6IpdKMVpsxBu0rMurZliYL59lVjAg+JfZel6T\nXYm3SsHOknoqW9opaWqjyWJjSKievgHeaE7t1EX6qPk2r5pJvfyJO2Mpml7ZyH+PlDK7Xxh2Ibht\nYBQhS9bxeFpCp3S+nkqm9wkhvaKRihYLNSYL1/YL5URNMzn1rVS1Wmi32vBVyQjXqckzmgg4zc7q\nU00IkRI7+RV1XBkX1OWzOJ2KZjPeKjlReg2X9ArgtUMlpMUEYvBUkFHRwI4SI8mBOrLqWliQ1gc1\nDu547GmKSsuYNPly9+zoJ+KeEf1EsrKyuPem2ZQVFXGsupmbUiJ49fLks158u9PJhvxa1Aop/QJ0\n57Wcsjmc7D0VQ+j1Q6WsmjHQtbyxO53ctf4EN6SEMSykYymXbzSxvbiOQC8V7XYnV/c5f+NDIQQn\nalvoF+CxWK5dAAAgAElEQVQNdCwVz5xFNLbb+CyznBf35hOgUbHlxlHnnT90LO+y6lqZnhDMjavT\nkUokzEkKY0NBLbcNjGRQyNlLUiEE3+RWMyWuQ9/0+oECRkUYqDV1HIQ4JNSHv6w9yogwX2J9NSg8\nPZi7OoPy2kYuSYrirfFx1JksfFdQw79Gx5+zbo9syiRar6bN5uBPqVEUt1r5ILuGRUMjWZNTyVXL\n97Hz5tEMC/NlbW4VA4N92FpUx/w1h/D38WZn+hG37ugn4BZEPxKHw8GiJ5/g0zdexmK18sS4RA5W\nNnJz/x8MFL/nWHUTJ2pbuCo+qJMRXneYbQ6qTRYe35qFv07NTcnh9DX8sC0f+coGhkb6E2bwRjid\nSGQyfLVqZkV4Y263YnE4+Sa3iktjAhgR3r3XucMpWLInD4NayS0DIqk3W/F7bi13jkvi1TE/uD4U\nN7ZxxzeHidSpefXy5HPGNeoKm8PJwm1ZHKlq4uvcjuOHb0+NRCaV8trlKeedzyObM1k0PhGA+jYr\nGZWNDAvTc7iqiY+OldGs1vJQXz9sEimpAR2zsUH1BiRWK5fV5vFwoh+3bMnj2SHhtNkc1JutvHGg\ngN6+WoaG6aloaafebKW0ycyMPiFUmyzE+3nx8t58Rkf60T/Qm/7BPhysaKDN5uDzAiOl1Q2sza3i\n7nvv49/PPeeeHf0I3ILoR2A0Ghk3ahhHT+YCEOKlZPElSQR7eTAuukNf8VVuNUpJhztBSqD3WQHG\neuKGL9K5tl8ol/cO4rq1x1k2uS8VZhvP7M5HJZeRoFczPzm000tf2drO4wdKuSbGj0kReg6UNxDp\no+aObw7zzpUD8PXsPAtrMFtRyaWMencHV8UH8/DoOPKazIz+cC+bbhhBenkDN/cN5t7vjtPYbqPF\nYueGlHB8PBSMiex+p+5AeQMtVjuN7TacQvBVdhVSCfTSa1iwNYsDt41lYLDPeYUmOZ1tRXWMjPjB\n8fV4TTPTV+xj0bg+JIfo6eP7g7Ben1dFY7udV1tUZFolxBVm4bTZ+duQXuQYTYyP8qO4ycym/Gri\n/bTMSAylob0jwmVFSzvbi+oYGWFAKpFQbbLwVXYlh6uaUMkkXBYbxPhefh2z4P6RvHUwnwVbszD4\nB5Cdm4+Xl9cFteuPjlsQXSDHjx9n9JBBNJotfDZzCP0CvEl4bSO3DYggMcCbOwZF801hHTOW7cH0\n0BTUPegmzqTWZOHZXbk8OiYeb5UciUTC6oJ67v/2MAqZlON/SuvRXePW707yyPBoorUeLneLEK0H\nT27P5oPpqQCYrHYe3XISlUxKndnKpF4BzOobCvwQuMwpBClvbmHFNYNI9O9Ysm0urEWjkDE0rOtY\n09+zubCWFoudEK0HWXUtHD7lbjKxV8B5+7p1RZvNzoKtWSye9IOLiGThavL+Nok/bc3n9THRlDS1\n8dr+QhICvHnrcAmNre0AJPQKpd1YT4ROw7zkcD4zKQhpbyZM1hHILUSrYk5SBEp5R/2qWtvZUljH\ndUkdZ76/e6iIK3oHkVHZyHO7cqhrs/Gv0fGsOllBUqA3A4J03PplBlKlit0ZR9zhay8At7L6Alix\nfBlP3DaH7Npmdt0ymktjA9EqZXxXUIM2PJR2IeHKKF9u/fowO24cdU4n1XNR3dqOk45t6UEhHWd+\nOZyCdXnVXBkfxFuTk89rBnFVLz/GL9vPnwdEIJFIiPJRo1XJsTmcLD1UzMoTFQRrPbhlQCTjo/2R\nAI5ToUUAPj1Rjr9aSV2blaQAb0ZF/DD7CfP25N+7cpncO7DbJUi0XkOCn5ZQb092lxrRKOXMS4n4\n0T5v36OQSWlqt9Hvjc08npZAY7uN2wdGsnBbNnMTAvnHxhMkGLRcEhvA8cZ2Vk7rz+LdeQB4e6p4\nblwCJmtHuJEregfwxOAImix2/jQompP1zfz926NUtZpZm1fD1IRgpBIwmq34qVUMCPbhu7xqbE7B\ngyPjuWtoDLtKjcQZNNz33Qn2lDbw1IREPCTwyLMvEBrZi35JST20yA24BdF5IYRg/NjRVGxexcgQ\nHevmjiDSR0NVazubC+t4anwiOocFT4edtfk1eMplzDv1FT2dZouNL7IqXQrhM3knvYi71h9nUmwg\nfp4KVmRV8sLeAqbEBXJlbNeB7LtCIpFwoLqZCJ0nwaeEYYvVzpD/bGPFNYMZFu7Lp5nlROvV+KlV\n9NJr+PM3R2g02yhpaiPaR80r+wvwVMjQKOR8lV1JH38tQnQIggazlT5+2vPSEe0qqSfE24NrEkPP\nu/49Uddm5ZMTZUgQ3LQ6g0gfNYEaFeOj/bh3RG9SgnRE6zU0S2TUOyQ8MiKG1/YX0NDSxsoT5Sg9\nVOB0crSklgFBOqpNFvaUGon20VDTZuWZif2oN1v5LLOcGX1CyDWasDkFek8lfU7NDIsa2+jlq2Fw\nqJ6yZjNxBi+SAr35NrcavaeSyTH+/Pn5t8g+cYwZM2e59UY94Hag6YGamhpGDB5Ie2M9X9wxAZ/T\nQlccKG9w7UxdFhuEEIJh/93N9Smdd0/MNgdvpRfhKZcScmq5dPqLKYTgz98c4V+j4rh9UBRrC+r4\n23fHmT8gkmXTBlxQfbPrWjhU1USqQc3lH+xk1ayhWB1OZn12gBcu6edyLB0W6ou3SsFjW07yeFoC\nu24Z0ymfoWG+FDaYWJ9fw6v7C2i02BgZ7ssHR0rJN5poszk4XN3EP0bG8eCG4yy5NImndmSzaFwi\nq05WcFP/CMx2By1WO7KfYRA2W2wopB3OrmqFFLtTUNzYRmWrhVePVXH0puGd0juFYNuJYkZH+FGl\n9aDloSln7WQOfWcbA9/eyv0jYgny8sDuFEyODeClvfncMyyGFcedPLcrl4EhelaeKCdY64HeQ8Ho\nSD+0Sjm7S+sZEW5gakIIGoUclUJGvdnGqpMVvDu1wzF41apV6HXe1NYbUSi6dzn5I+PWEXXDgQMH\nmDXlUopqGqi+71ICvH4wurM7nfx17VHemtLZE31jaQOT3t1G0z+vwFuloKndxvWrDjI1PhilTMqY\nSAOrsyr5+2ne4eXNZjJrW0iL8vtJ+hPo0Gss2JrFm1ek0GSxszSjGKvDyT9H9e4yTOxnmRWkhvhg\nczgZ3IVFt9Fs4d8785gQ7ce1nx9kXlIYK06UU3jPJewpbWBEuC859a300qs5WNFIvJ8XK09UMCLc\nlzvXHuH+EbE0WezM/xHHCAEcrmrCQy7liW3Z3DIgAn+1CrkU+r2xhaEhem7oH06Cn5Zak4VrEkPJ\nbzBxuKoJvYeC5/fk8eYVKQRrPXg7vQi5tGOZmhyoY0N+DduK65BIJIyOMBDm7cnGghrSovzIrGlB\nIZOgkknReSi4uk+IKwyLOBXhoLTJjM3hIMrHi+HhHfqynSX1RPl4ct/643yaWeFqQ6yvmnobbNmx\nm5SU898h/CPhFkTnYOfOnYwePRop8O31w7kkNvCsNB8dLXVZ+Z7OnC8Ps2xqf8pa2/GSy3hxbx4L\n035wM/gmp4orTtnFVLe2c+Xyvey+dcwFbYefi2XHSgnQqJgQ7X/ey4Fvc6sx2eyEeXuSGuyDQiZF\nCMH1q9JZcmk/XtlXwIKx8VSb2nk7vZgInZo/pUadM788YysfHy1FIZUyrU8IJ2qaT7lJmHl4dNx5\nCdudJfUUNpgQgMFTyeVn6KSEEEif+JKr4oMYH+XPrQMj+eR4GQZP5SndToey/aOjpeQaTajlMiJ9\nPMmtNxGi9eDafqEoZFJqTRZ2lhiZkRjiMig1mq0cqWoiu76Vb3KqiPfz4vlLOut6hBC8uCevQ6Ef\n5OP6iCzcepIHR/bmXxtPcFV8MBE+anrpNaS8tYUGi4NX3v2Q6dOnn9dz+SPhFkRd8OEHH3DPHbdh\nbLOycd5IJvTy7zKd0Wxla1EdYyIN+KlVNFtstNscBL6wjhl9w8isbebNy5MZHWHoNIhqTRb2lTeQ\nFODNurxqbkuNuuBt7DM5VNnIK/sLeHJcny7DbfSEEIJ5X6Tz5Lg+vLK/gHFRfug9FAwO1f+kONXQ\nMfOKfeU7Wm0O5iWHMzk20CUsTsfqcJJZ28Jzu3J5bGw8lS3tLnOI7pAsXE2cr4bkQB3X9gtheLjB\nFc/7TDbk17CztJ6BQT5MTeiIxphZ20z/N7eQHOjN5htH8eq+AlRyKbenRqFRypn/ZQZ6tZIXzhBG\nWXUt7C83Em/Q0mSx4+up4PGtWUzpHYSPp5y3DhYyMzGMaL2GGF81t311mD1lRtZt2Mj48eN/ZG/+\nPnELojNYuHAhe5a/xXfZldw3PJbFl/TrNr0QgtcOFKL3UKDzULAmuwqlTEKTxc7k2ACuS+o6xvPn\nmeX0D/JhX7mROedIcyFsKqjlmZ05TOrlzz9Gxbl+dzgFVa3tPTrdQscsZMXxMu4c0otIH/VPFkCn\nI0THEUESQCqRMPb9nXw3bwS+nkrKms14KeUMeWcrh24fR3lLO3GGC7PDSa9oZNA7W7kjNQqFTMqM\nxJBz2joJIfjkeDm1bRZq26zUtVm4fWAUtW1WPjhaSpBGSaK/N3bhZP6AKMx2B+8fLuEvg8/ejv/H\nhuPMSw6jyWIn1FvN+4eK+efoOBRSKR8cKSGjspH6Ngufnazk4dHxKKUSFu3M4YOPlzNj5swf05W/\nS9yC6DRef+01vvm/Z2gzW9haXMeOm0czKqLDKrnd7jhrYFrsDrYX1yOXSnAIQY3Jwt6yBhQyCduK\n6rl3eEyXQsZid/D0jhzaHU6endj9kTkXQrvdwaLt2WiVcmb3CyPM24OHN59kfJQf/96Ve06XDCEE\nbx4sYlpCMNUmy1mHKv4SlDa1Udxk5kB5AyszK/jkmkH4eCiQSSQcrW4mJcj7vK3QvyfP2ErvVzfi\n66nAaLYBMDcpnBv7hxNv8OrWqLTNZmfuqnQ+mJ7KmuwqatssGNusHK1pZv6ASAaF6tlbZmRybGCn\npeUre/PopdegksvwkEvx8VCQXtlIvMGLMG9P3jhYSLzBi8LGNhZuyyZE68GjY+J4/WAxtz20kL/d\nffeP68DfGW5BdIpXX32FRf/6B60WG/vmj6W61cKoCF9y61t5fk8+1aZ2Xrw0iZ0l9ZisDposNoSA\nib38UStkVJssbCuu4/GxCd3GlxZC8MLuXOYmR2B1Oom4QIvrrlhxvIx6c4dFsK+HEovDSWqID09s\ny8Jsd7CtqJ6Prk5lWBdGiEIImix23jhQyO2Dos6yvv4lKW82s724nqZ2K2E6NZfFBPDCnjyM7VZm\nJoZ26Xt2PjRbbHxxsoItRfX890gJ3io5zRY7q2cPRa2Q0W53EOWjPssVx+pw8sjmTDwD/NhXY2JC\nkIYHkoJYnVVJcqA34d6efJ1TxbSEH2Jr7y0zUtzYRoROzaaCGuanRpFZ28IHR0oYHW7geG0zOpWC\npEBvNhTUklHZyM0DIqhutbD8eDn/fPYlbr711p/cl7913Nv3wBMLF7Ljozf59rqhTPhwN04hMNns\nJL2xGavDyX3DYwnXBbM+rwa708lXOVWsmjWUt9ILyaxtYVpCMAOCfbisC4X2mRyvacbiEDy1M4dX\nJ3cfhP58qTZZuHvdMUz/mtJpFpESqKPN5uChUXHE+na91NlX3sDTO3L46rphP0tdLoRQb0+kErhj\n7VH+OjiKqtYOP6+hoXr2lTVQ2NBGntHEQ6Pjes7sNLxVCm7sH8mN/SN5f9pAHE7B2twqvs6t5u30\nIvzUSh4fm0BJkxlPhQwhwGTrMDNwCoG/3puTpSaGmjsca6+MC2J/eQNHq5uZFBPAPeuPMbtvKPVt\n1g69oF0wPNyXuraOGbGHXMplMf4Y1B6M7+XP3749ikYpZ31eNZf1DiTOV8sdg3ohk8C9d96BUqXi\n+rlzf4ku/s3whzdofOP118j97G2ujPFjfUEtW24cRaCXB2a7kxhfDVfEBTE+2h+j2crc5HDCdJ7c\nMyyW8mYzKYE6JvQKOGcMoa64cXU61yeFMzbKgFoh6zgYUK3k/cMlhGo9eG5XLtE+ah7flkWsXsMj\nWzKJM3jxj40niDN48eT2bGL1Gl7Yk0eUjydXr9hHjF7DrL6hROs1pFc24qWU8W5GMfkNJh4aFXdO\nC++j1U2Y7U7uHhbzs+zY/Rj6BXjjrZLzyfFyjtc0E+mj4e/rj7M+vwaVXMq9w2N7DPnaE1KJhHg/\nLVfGBfF4WgKROk9e2pfPi3vzCdSouH1QNPF+WuIMXoyO8OO25Tu4OsCDV3Zm8fDmky77o5krDzA2\n0sCyY2UsGJtAvJ+W5EAdOXUt+GtUeCrkSCXQx0/L+rwadCoFfmolO0vquaZPCM9fmoROqXAp4MdG\n+VPa2MbKVV+gC474Q1th/6EF0YpPPuHlR+5nVkIQS/bkE6Hz5NavDrH0UDG3DIjgcFUTk2MDeX53\nHncNjUEikaA7ZdBoUCvRd7OMaTBbcQrBmuwqtEoZj2/LwuCp4LUDhdiFYEtRHX38tOwtbyDO4EV5\nSzuxBg0KmZReeg0BahXReg0ROjVRPmpifTVE+ajx9VTSS6/hcFUTOfWtJAXquC4pjD2lRvoGePNW\nehFRPmr+uSmTZyb05bpVBxkR7ssT27Po569lfX4Nod6eGM1WihraqG2zuk4TuVgMD/clyMuDb/Oq\nyTGaGBVh4OOrU/nL4F4/WQh1Rb9TPoFjIg3c/vURAEZF+CKVSFDIpPTx07LseFmHV//t4zhc1YS3\nSkFZs5kPj5YSrVdT2Gh2KcP7BerYUVxPvJ8X6RWNGNRKhof7km3s8LGL1Knx03RYsD+/J4/+Qd6u\nON39g7zJqW/lwKZ16GL7Ehvb9ekjv3f+sDqir776iif+egtfzx5MgEbFDV+k8/60gZ1mBpd9tItI\nnZo3p/Tv0SbnUGXHC/jR0VJGhht4O6OI+QMiOVnXwrgof47VNLE2txpfTyUvXNLvJ5v8byyoYWKv\nnt0+qls7jsfZWFDLmEgDT27P5oERvRmxdBvzUiJ4ZMy5Y/T82kz8YBfXJIZw28Con+yTdr58b48E\nUHDXJA5UNDIgyJvrPk/n02sG8WV2FZfFBvKX704Q6a+joLwOT5mEkmYzJ++c1CmfL05WEKXX4HAK\ndpUaSTBoWLI3n2CtiqVXdSwRr/v8IPOSw6lsbeeOQdFIJBKy61p4dlcOh6tbeOmTLxkzZsy5qvu7\n5Q8piA4dOsTCG6aSFqrj9tRo1zE0Z/LvnTk0tlv598Szt/Cz6lpwCsHa3Gr81Coa220kBXij91QQ\novU460TSf+/MYUK0PxmVjdw+6KeHF/08s4IZiT/+1NXCBhNNFvuvskN2vpQ1m/FTK39Ws4HzwSkE\nl3+8h/X5Na7fEv20rLluGNF6Nc/szGFecjg3b8zmXwPDWJ1VwcaCWsK8Pflu3sgu88yqa2FfmRG1\nUsayY2WsmjWUGpOFVScruWNwNF+crOBwdROPjolHLpWyt6ye8uZ2Fu8tYNnW/X84z/0/nCCqqalh\n1phBtDQ3c+C2tB4NCb2f+Zqmf16B3dmxPX+oqonsulZCtB5IJDAy3BcvpbzbZRrAiKXbqWuzsOKa\nwT85lOuO4joCNKpOsaAvBJPVzpTle9k4b+SvNvM4H6pa2xnz3g7+Miiaa/qG8umJcmb1DeWr7Eqm\nxgfzbV41V/QOYktRLROi/Tle08LAYB2lzWZi9BosDic6leJHt+mNA4X8Ze2RLq/V3D/ZpWtrsdhI\nr2gk0MuDNw4W8so5Nh2+OFlBu92BVCLheG0L/p5K5qWEo/dUcsWyPbxyWTKLdmTz3tSO4P9fZlWw\n7Hg5LchZsecYWu2Pe76/Rf5QgshqtTJ5xED+EqtlXKTveW1Vv7qvAINagU6lYE1OFQ+PjqPN5rhg\nIbDsWGnHl14IdB7Kc1prd8dX2ZVYHU6ifNQ/emsbOqIlHq9p/sViW/8UKlvaWZNdyVUJwWwsqGVS\nL3/W5FRxRe8gvsiqYGp8MMuPl3FtvzBe2pvPXwZHs2BrFo+MjuP2r4/w6uQk7l53jNevSOHlffn8\nY2Qc3+XXMD0hmIqWduL9vFDJpOe1ND5Y0YBOJcegVp3zXdmQX8Pq7EoWjetz1sfIbHNwz7oj9PH3\n5p5hsZ3C734/o91UUMv6/GoeGhWH3lPJkaompq/YR1J8LF/sPoT0Im0i/Nr8YQSREIIbZk4jzVlB\nQ6uZ+0f0Pmdam8NJs8XOzV9mMCJcf+qMq551KU4hyDeaqDZZGBisw1Muc73wSzOKkUrg5gGRfJPT\noXe4kC/3Hd8c5uHR8T/KfeNMVp2s4Gh181kB6/8XmLlyP/cMjWFkRPfhbbujxmRB76FgV6mRQSE+\nvHmwkJv7R3LLVxm8fnkKEz7YxYZ5I3hxbz6PjInnaHUzw8P0KM8QUHevO8rN/SO7Xb5a7Q4+O1mB\nEBCgUTEppkNvZ3M42VVqZEdxHbG+aqJ8NAw/FbJXCMHSQ8UuR+B1edU0ttu4tl9H6JhPjpWR32ii\n0C+B/6xY9aP74bfEH0YQLXr8Mcq/XcaQIG9uHhDZZZqKFjN6DyWpb29ly40jyTOaGB7u2+PyraLF\nzPGaFqQSiDN4EXxqByjfaHJ52Zc3m7E4nIR5e/LS3nweGBF7QQrrEzXN6DwUP4sgMpqttFjsPZ41\n/2uxr8xInMELvaeSGpMFnUrerVHoT6XVaketkPHx0VKu7RfG1Z/u55MZg+jz2iay7pzAS3vzeXBk\nb0qbzBQ1tvXo71bXZmHIO9v4+7AY5FIJJquDWIOG3HoTgRoVgV4qvs6t5oVL+rGrpJ78BhNDQ/Uu\ng8r6NivP7Mxh8aS+SCQSLHYHQ/6zjasTgvGefBN//8c/f7G++F/hD7F9//WaNeQvf4V7h0QR6u15\n1jS7qrUdo9nKfd+dIFqv5p+j4jCoVUTo1GcJC+dpsYRO1DRzpKoJmUTCiHADvfQadB4dOop4Py0S\nCZysbcGgVnDl8n0opBLSKzqCvUdcoBA4XNVE/yDdzxJga3txHcuOl3FpTM8GmL80Jqud9fk1tNud\n1JgsPLU9G79Tpgu/FN/PfFKCdMikHSeJKGVS5qWEo5LL2FVqpH+QD6lvb2FNThXlze2Mj/aj2WLv\nUpGuVsi5ZUAEDe02vjhZyYK0BMqa2tB5Krg2KZztxfVMiw/mSHUT8X5eeKsUbCuqw0MhI8jLA7VC\nhqdcikYpR62QI5dKGRik41hNM/mH9uHfb/Dv/oSQ370gysvL49U756JwOnAIwdioH75uTe02Miob\n2VBQS2WLhSfH9SFcd25nT6foiAgYqvUks7YFg1rJ4FA9gWfskH1PmLcnUT5qthTWkejvzZykML7J\nrWJCrwBsDucFGUJuKqghWOvxk+1qhBAIYGSEwWUT9WtT2GDi0xPlnKhpAeDlffk8NjaeW77KIECj\nYk6/sAuO9f1z8L0QGBPph4dcxt+HxVDW3E7/IB0quZQ5q9JJi/Ljv0dKGRTigwRcHwaVXEa8n5ay\nZjMbC2ox2ZyMiTBgOBViNruuhVf3FxDq7cnR6iYGBvvwRVYld3x9mDiDF2lR/p0Ct1W3WihoMHH3\n0F4sfPVt0mbM+V0H5P9dL82am5u5esxg7u3rS3KgjhCthytOzY7ierQqOSszy3lmwvk7nja12/j4\nWClDQ33ZWlTHfSO6NkBrtdrJrW+lf5COVScr2VZch59aieyU0Vyo1oPru4hl1BXf5laTa2wlLcqP\n5MAL325vsdhoszlcjq33rD9KXZuNffPHXLBj6U9lb5mRj4+VkRLozbAwX57ZmcOYCAN7yxu4pk8w\nN315iIdHx1FtsvDU+EQsdidNFht6D8Uvulw7F6tOVhCj15ASpEMIQWmTmYOVjQgBX+dW8eCI3h1h\neEM7Tk3RquTkG00UN7Wd5a2fW99KoJeK3aVG2qx2JsUEUNdm5Wh1MzKphKGhenaW1DMi3JcAjYr1\n+TV8eLSUyTEBLCtq5Yu9R1GpLiwO+m+F360gEkIwZfJEHuklZXdeFaMjDQwJ1ZN9yhz/tjWH+HB6\n6o8aiE4hKG8282Z6ESqZlBHhvkzsFeDaFWkwW3lpXz4jwnxZfrwMpawjtk2UjwYvpYwak4UWq911\nMkZ3WOwOblydwXX9wjDbHS6FZk9ttzsFL+7N50+pUfR/cwuZfx3PsmNl3HpKP1bU2EaI1uNXH9yp\nb2/B7hQ8NT6RzNoWevtq6BvgTW9fDQcqGujt26ErKmwwsbOknke2nESjkHNVfBCPjY3HUy5j0fZs\n5qVEEPUr6Lg+z6ygt0HD/3N33oFRlVkb/00vycyk994TCAm9V2kCCop1FfvaVnct61p2XVc/XV13\nLWsvawfXLqIgIE1qqCGhpPfeJjNJppf7/TFhJCSBAAHiPv+RuXPnncudc897znOeZ1iwlpWFnq6l\nRiFlVlwQFqeL3XXtbK1q43BTB3KpmEtTw9hZrWdkuI7rRkT3m8EeUzy4a2w8ObV6tla1UdDayZyE\nYF7KKWPZiGimxwZhdbo8fKXyFtYSxucrV5/z73wh8D8biN55+21Ma/6DtcvMnMRgRoX70Wq28+TP\nhVw7PMor73E2sLvcyCVi3s+tItxXyfaaNtKDNIT5KojWqmg22SjVm1hZ2EBKoO8ptY1OhqYuK6uK\nGvntSZQR15U2MSUmkAnvbWX99ZP4z4FKHpyUhEIi6dWh21TRwpv7KvjyynFnvKYzQdZbm8hv6qDq\nvrloFTLaLXZvPWjZN/tYkhbOmAh/byH9mL63/P++I85PzYLkMI40d3DfhESyw3QD0lk6G+ypa6eh\n08ribnfa7wobqbxvLvesySMtSMOMuCACVXIqDSZidGpe2FVKebuJydGBJAX4cHl6RL9b4H/uKOGP\nxzUtPFP8KlYVNTI9Loi9de38VN6M3uLg2uFRrClrYtL9z7L0iivO6Xe+EPifnL6vr69n09v/YMWi\nTLZV64nSeP5z15Y28dYJGtNng2PSord0ZxmjI/zwV8q8ejWpQRqmxgYhEcGeesNZfVaIj6IXA9zu\nctv/vjMAACAASURBVONwufnXzlIWJIfyU3kLiQE+bLphMsE+Ch6f3n97flpsICNCtRS0dJIefP6I\ncxfFByMTi1FIPNo9x8wIfihu5ObsWEZF+DHro+1sunEKmypavOYE9scXA/CfAx7t6Vf2lJMRrOGq\njEivZvS5gEQkQtodxEeH6RAEqDaaeX/xKL4vamREqJZ99QaMNicZwRreu3QkbgHu/OEg02IDWbBi\nJyuvmdDn4HGCvw+1HRavTpLX2CDKn3cPVHJZWjhVBgt3jI6ly+HkwfGJ3PvkA8yeMwedbugw4gcD\n/3MZkSAIXDZ7Cm+O0vHUlgJmxwfzzLZiNtww+axYt2eDi1fsZH5iKH+YkHjqg/tBYWsnSqmEOD81\nL+0qRaeUktvYwfhIf5ICfDyDsqfpo7alspVVRQ28OO/8TX2/d6CKYn0nl6aEe7lCgiDw1dF6kgN9\nye6uxZS3m/k4v5pFyWEUtnay7ARnlHaLp+WdU6vnjQVZDAvRnhPLnqLWTnbXtXNDVoyH4f3Z7h6v\nf3PVOPY1GBCLRDSbbLy9KJtWsw1BgJWFDTjdbkJ9lby2p5z1yyYBeOcZBUHguyKPvtGJeH5HMYn+\nvsyIC6K+08KKQ7VcPyKaLpuTl6pcfL5h+6B/1wuJ/7mu2euvvsL49iMkapW0mj16Mo9PTyXER3nW\nutD9obHLSl2HhSB134EgO0xHTm37GbGpj+GbggbEIvj8SB3tVjsmu5tnZqWTHe5HlFZ1Wh24Y4jz\nU5MVpuOhnw4zPylk0K9PtdFMTq2eL4/UI5OI2FbVRpG+C4PVwV3dhVxBEFj4aQ5XD4v0EgdFIhEB\nKjkz44LpsDlxuj0qBjUdFlKDfBGLRKhkEl7ZU0610cKmihY+PFhNSVsXObXtjInwO6lAf0W7iYc3\nHCG/qYPffL2Pe8Yl9PuAMlgdNJlsDA/RkhqkYXZCMLeMjOWpmemMCNWxqbIFlxtuHRVLor8Pb++v\nZGJ0AA+sP8ywYC3Jgb4UtHayND2CKqOFRzceZW5iCCJAKhGjU8h4bOMRYrQqQo7rvroFgamxgWyt\namVMhD8KqZiP82q4ODmU/cWVtMm1ZGefntXUUMb/VCCqq6vjsz/fzaMT4rhrdR4SkYhLUsOJ9Tt3\nnBS3IPD45kIuTw/v9+a/5NNdBKvl6BSyPhUZW802Clo882vHw+p0sb1aT3FbJ//cWco94xKI0Ki4\nODmUcI2SiEGojxzP/lbLJGdtZwSea/KXzQVkhmgJ0ygZFqyhrN3Mz1Wt+Clk/P2iDG9R/+uCBn4/\nPoGkAJ8+M5pgHwVJAb5EapVEa1XcsiqXCI0SX7mUyTEBvLK7jBK9mYnR/lyREUmHzcn0D7dzaUoY\n4Zq+aRX1nVakYjH3jk/k2uFR3L/uUJ9ZCXjIhuXtJu84TIxOTYxOjVYhIztMR4iPojvgtrM0PRJ/\nlYyClk42V7aikknICNJweXoEr++t4K6x8cxNDGF5fg0by1uI1qmI0CiRikRUGixEaVUouu2uY3Rq\nNlS0sCA5jFVFDTSbbNR3WpgcHcCS1HD++PqHXH7zHSiVfX/HXxv+ZwZZBEHgd8uu5NkZKRS0dtFu\ndfDw5OR+lQkHC2KRiJfnZ560+/btNeN5cd5w1pU1c+PK/bjcPXfD26v1PLGlwPtvp9vNk1sK6bI7\neXNfBZsqWtl601QiNCqywnQEqOSDNjXvEgT21Rt4ZXc5++oNdNmdZ3U+QRD46GA1f5qUTHKgLzE6\nNe1WB79bk0d6kIbL0iOQisWU6U2YHC4q2k3dA8Qnz8ZidGqidWo+WjKK8ZH+TP9wG4EqOX+Zmsb2\nm6fy5sJs3sutoqSti08vH8N96w5xpLmjz3PF+6v57EgtNqeLcI2Sm7NjqDaa+zxWLBKdVA0gSqti\nRX4tErGI/CYjRquDaJ2KKdGBXpcWkcijae5yC/zm630YrA4au6z8YW0+26v1lOpNjA7XsaNGz5t7\nK3h9b0U3w9qNWCRiaXoEi1LCeGxqCrM/2Umjyc4lyaFcMmPSwP9jhjj+ZwLRm2+8zuXBAl8eqeXZ\nbR5uiu85ENU6Ezy84Sjbq/U8NTOdF+YO508bDuM+rjS3p9sx1uFyc9lnu/n0UC06pQyFRMzvxyVw\nSUpYv1IlZ4O6Dgt1HRaC1R6NpKQAH6a8vw2Hy82ZlA4FQeCJLYXc+2M+a0ubsDhcON1u4v3UpAb6\nUmkwIwgCLSYr9607RH2nlcenp51WbUer8PCJDt45E5vLzfryZpICfFj27X4yQ7S4BVh+qIYNyybz\n1v7KPs/RZXcxKtzPS12YFhvED8WNfR5rtDm8xeq+EKVV8dDkJPbVG5gZH8zClDDe2V/JX6encnl6\nBF8XNGBzurgoPph/7ixBLII/T03h1QVZzIgNQikV8W1RA8XtZpwuN5ekhpHg78mas8N0lLR1IRKJ\nCPZREKlV8/21EzjcbOS6zGj8LXq++OyzAV+7oYz/ia1ZfX09bz14GwFSmJcYgsXp4oGJQ0fpbmqM\np5UrFYtRy6RMiwliS2UrUVolmW9uYmpMIOvLmilu68IhuPFTyvjDhEQUUo+WzWDYDZ0Ik93Jt4UN\nVBkt3DEmHplEjEYh44asaD7Jq+GLo/WMj+w9CHoy7KzRc9N3B9h04xR0CplHlVKtID1YQ02HmQhf\nJU9vK2Z/g5EHJySSFqQ5Y+0hsUiEViFj2YhoDjV14HB7dKPXljZR3m7i7rHxdNmdtJrtPfhGXXYn\nd6/J4819lYwI1Xo7hp8eru1Tc7zFbMNkd55UbWFspD8HG41kBGvIazIyPymUgtYuYv3UXDUsEl+5\nlCitiotX7GLrTVPxkUsRdY8FuQUQIcLpdvNDSROFLZ1cnhGOr1yGv0rO/gYDiQG/lBYcLoEbvzvQ\nTQj157Xln3HpDb/91W/R/ie6ZgvmzODpZCk7KpqZGR/M5ooW7h1/5h2qwcYLO0txut09/Mbe3ldB\nib6LAJWHbX332HhUUgmrS5pYnBaOIAhsqWxFp5QxapDlOgxWB1Pe38r+22f0SWh0CwKdNiePbjzK\nlJgAIjQqhodo+i3Gg6dgf8cPB4nQKHlrXyUTovxRSSU8PDmZaqOFj/KqUcskLL98NGV6EzqljLtX\n57P5xsmD1u368kgdUrGIVrONBclhRGpV/GtnSQ+lhVazjeB//gjAHyclcVlaOF12F/WdVm7K7j3P\n9fnhWhIDfE4pu7K6uJFPD9dS0NKJWiZhflLogNUv15Y0MSshGLlEzGt7yjjQYOTvs9IJ06jYXt1G\ndpiux/iH0erA5HCyp7adDw5WI00awder1w3os4YqfvVbs40bN5JgbuSuVQe4Z1wCKw7VnJMM4mxw\n66hYft8dGDtsDt7ZX0l891P60SkpPDwlBY1Chsnhoq3bOWLhpzl8VVDPyEFWUPzXzhI2V7Sw+7bp\n/bKqxd3a3K8vGMHVw6JYW+pxv1j8WQ6VBjOfHqqh0+bgcHMHdpebaqOZr4/WE6tTMysuiNRAH6bF\nBHG4uYP0IA0/ljahVUj58bpJfHW0niitioxgLWuum8DftxVjtDoG5btdOSySy9IjMNqciEUintxS\nSJPJ2uOYILWCbTdP9Wah/9pZyht7K7gxq+97xlcuHVDWtjAljBWXj+HAHTMxOVw8vrmA9u7/y1NB\nwBPIAe4Zl8irF2dy0cc7+eZoPSPDtOyta+9x/OqSRv69u5w5iSFMiw1EUnWYvLy+Bd1+LfhVByJB\nEPjrfXexIM6fjTdMRgCS/H29JLmhgtoOC3M+2cETWwqwu9xUGc1clBDCv+Zm9sgG1pc1c1N2DIIg\n8OxFGfxmeBQmh2tQ1mBzuliRX8PC5DCmxgYOqN0vEomQiEU8e1EGJoeLx6akEO6rIK97K/TAukMY\nrA6u+nIvBxuN/FjaxIEGI3KJmCPNHbwwbzhNJivfFjbQYXNS32khzk/tJfCppBIC1XKsThd2l3tQ\nvifAHycl46eU4SOXsL1azz93lPR4fUpMIFtvnsrGGybz9VXjeGPhiD6zMkEQ2FjRQnLA6XVd99w2\nnQ3LJg/4PhweoqHaaPH+20cuI++umRhtDmZ/shObs+c9cO3wKK7P9Iz8PDgpmfmJoTz221+3HdGv\nOhCtWP4J04NkGKwOfOVSXtxVSqRWOaTkTwHWlTbz12lpRGtViBDxzKyMXmt0uQUqDWZqjBYWfLqL\nKK2KDpuzR0rebrGzo7rttD/fYHVgsDrIbTSSHOhz0i1WX3gvt4pLU8IYHxWAQirhH7OHEaCS8/vx\nieQ1Gtl16zSenZ2BVCziw4PVvL4gi7RgX2749gCVBguH7ppFnJ+aorYuXG6Bv28r4u7VeZToTdw5\nJp5X9pTz4cHq0/5ep8LXBfWMCvMjMcCH7wobWH+cJjV4siORSESEpm8ahNMtkBzg62XQDxQyiZiL\nEoIHvOUM81X2ygqlYjE3ZcdwS3YMmyvbeHZbkfc1kUjEZ0fqKGztAuCa4ZEE242sX7v2tNY5lPCr\nLVY7nU6uXjCba1J/8Zf36xYOu1DyFifiu8IGVhc3MT7Kn2e3F7MoJZxhIX0PujpcbpZ8vpsFyaEE\nqRUcaDAwLETTgwuzvqyZ1CBfdtS08UNxIw1dVp7fWcJ7uVXMTwrpt7P2l00FWBwu/jgp+YxIi21m\nO1E6Ff4qOe/sr2RNiWcW6h87iqnvstLYZWN3nYEFSaEE+8h56KcjhGs8HJmbsmNIDdSwrbqNW7Jj\nSQvSsLe+nYNNRmbFB+NyC1QZzDgFNy/mlBLvp+43MJwOZBIxt42KQ2+xc83wKNotDjRyKSvya4jU\nqgaUrRxrvZ/oCDvYsLlcvYrq4Ak4ob5KtEopErGIz4/UMaG7gTApKoC8JiPpwRpkEjFKqZhXl3/F\ntXfee04Y5ucav9pA9NQTj3OFr5GLE0NQSiUUtnby1y2FXvnNC4kyvYl71uRzY3YMSQE+ZIf5cUVG\nJEE+8j6DhdPtZldNO28uyibWT83oCD+SA3yJ9VP3CBz1nVayw/xIDvRlYnQA6cGeocv5SSHkNXbw\n1NZCLkv7xdmjscvK1V/t5Z1F2WesT72mpJEtla0kBvjgp5RRpjdhsDmYFhtEaqAvPjIp1UYzLkFA\no5AxPtK/ey5OzMf5tdR2WilvNxGpUTEpJhCxSITZ4UJvcaCQiHl8SwF/mZbKiFAdTreAXCzmh+Km\nbjmMsx9MDlDJ+OBgNVcOiyRCo6RUb2JYsIantxUxPTbopNmz0+1Gq5AOSmA8GQQ8FI7M0N4PKa1C\nRkX39asymEkL1tBssuGnlPHy7jIWJYchFomI81Ozq7KJFqkv2SNHndP1ngv8KrdmFouFFW+/hkYi\n8j7ZEvx9+L+Z6Rd0XU63m7mf7ECjkHLfhESitCovobK+08rcT3b2+b52i4OvC+p7cHe+PFrHV0fr\neGlXKbUdFnJq9aT30UL2U8qI0KiYEOXPJ3k13nrCtqpWDFYH/zcz/YylPoxWB3qznbRAX97cV4HN\n5UKjkHLVsCjazHY2lLewOC2cRSnhLEkNZ3d3UfXNfRV02lw8Myud349LINhHgcXp4lCTEYDZCSG8\nOHc4GcEavrhiLOEaJSE+CpaNiOaB9Ye5ISuaVrOd336fO+CCb3+I1qkp0Xd5CYs3ZseglklI9Peh\nqK2LL4/U9fk+m9PFYxsLyDrH2RB4ts4VBhMAb+wt9xauj2F8pD8uQWB0hMeKe3VxE24Bfjsqjj3d\n11wqFnNlegTfvfQ0Ltfg1BXPJ36VgeiWm27kmYuGsTD5F97HNV/txTBI3ZczwZ9+OsxPZS08P2c4\nwWo54yJ7tnsTA3z4adkk6josvd5rcrjwkf8yatHYZWVjRQtXD49iUUoY26vbeD+3Cq2i/wKzRiGj\n8Y8X8/ftxegtdqqMFho6rWfc+jdaHQx/YxMPbTjChvJmJkT6IxaJuCQljFJ9FwEqGZO7p97TgjxO\ntcO7B0/XXDeBorYufGRSHlh/mNxGj5BYcuAvLPdjW57jnS8UUgk5t01nY0ULvxsbzxsLsnhqaxE3\nrtxPboMB/RkGpcwQLX/dXOj9t49cym2j4nC5PfpR3xc1UNFu6vEesUjEveMSBmXk5VQI8VGg6ybf\nSsVitlW19agZaRQyzA4XvnIJHTYH12ZGMf4/P1NttGC0/XLctLgg4nwkvPTCP8/5mgcbv7pAZDQa\nKdm5iQx/lfeHKwgC714y8oKYBf5U1sxfNh3ltlFxzIgLOqmu9PL8Gr4rauj19zg/NXcdZ7qY12jk\n8yvGAhDqq8DicPHugSoc7pNTvnQKKUargxkfbueKjIhTir6f9FxKGWuvn8iCpFBkEgnry1v48kg9\nO2r05DV62vbvHKjk1d1liJ/6jp+r2tha1cq/d5cx9t2tWBwuIrVKPlg8kiWp4YT5Kmgx2U75ub5y\nKe0WB0abE5EInp6Zzsd5NUz7cDtj391C2L9+5MeSpgF/j/pOC3etzqOv/5KsMB1LMyKo7bBicbr4\n8kgdju7u3bJv96M5SeAfbFycHIroyZXkNxm5IiOCnTVtPTKjY82MidEB5DUauWtMPGIEPjxY7c2k\nxSIRl6eHs/2j17DZTn2thxJ+dTWiefPmck2sikuPy4b21hu4e02eVxfofKDVbOPWVbncmBVDWpCG\nlEDfUz49x0cFYOp+sp04m3Z8gd3icPH2vkpmxAWhkEowO1wk+PswPTawhyX2ifjscB1+ShnzEkPP\n2M/e5RYQBM9NvfizHO4cHc/nR+oI9VEwKTqAnNp22m0O3txXycdLRnHjd7kE+8i5LjOKG7NjmBnn\nqbt0ORzE+/mwrbqNO0bHkR6s5W9bCrk4+dSC/aMj/PiprJnl+bUsSgnjuswo7xhKdpgfiz/fTbBa\n7tGNPkVhVqOQ8frecj5aMqpfb7Kxkf5oFFLe2l/BxKgAjrZ0sjQjgnh/9Umv92DCXyXnbzPSiPfz\nYXt1G9Nig9hY3oJMLCJIraCxy8q4qADqOi3MiAvGJQjIJCJqOqyEquXeAegYnZqc6jb21OqZOWvW\neVn7YOBXxaxub29n6bgM3luQ2cPlwel2Y7K7zlu37LGNR7llZAzVRgsz44JOq0vx5JZClqSF9xko\n9ta1E6lVEqFReTINkYgFyaEDcrRYX9ZMgr8aESIqDWZi/VRnNPC7qaIFqVhERbuZcZH+pAX58kNx\nI+8eqMLidPGnSckUtHYSrJZTqjdxaWo4F6/YhUIq5uphkUyJCaSh08p/cqv4zyXZhPgo+OxwHWqZ\nhFg/NXO7fb9OBavThdHqYHddO5emeibjC1o6WVfahNXlxmj1BMO6B+adkhOV/voGttw4pV+Tg+Ox\ntaqVRzYcYX5SKI9NTTlvgeh4uNwe37Mbs6LZVduO3eUmSC3n+e3FPDwlhZHhfticLvbVG3gvt4rd\nte0cuOMXlvzPlS08n1PBN3nlvxqN619VRvSvfz7PUl0X48J6dhduW5WLSxDOeZt1V42e/Q0GkgJ8\nSA7wJSP49MW4ZsQF8e7+SjJDtahkEtaVNvHfQ7WYHS7W1RppMJgwO1yMjwqgpsPCtNjAU7bczQ4n\nT28tYml6BBFaFQn+Pvxc2YpULCJQfWo322OwOV3kNhpZkBzGhvJm3tlfSYBKzsKUMEK6M6LhIVpG\nh/sxMtyP6XFBhGuULEwJ5f4JSegtDiQiEb4KKW5B4HBzB3vq21mYEsbClDDUMgn76tupNJiJ1KpO\n2rGSisWY7E4+OFjN/KRQ7+DnVwX1bK5s5absGL48Wk+lwczifiQ8jkEuEdNqtpMxACVKlUzC0vQI\nVhU1IpeICfNVnHddb7FIxMhwHWtKmojUKJGIRLx7oJJrM6OJ0npoFFKxmKMtndw2Ko7fT0jgkQ1H\nvfSVGJ2arZUtNKFmzNix53XtZ4pfTUbkdrtZMiaN7y7J6PXjtzhcSMWic1ZY7LI7+bagnuEhWppN\nNub1MRx5Onh3fyV1nRbuGZfAlV/sYfNNU7nrp6M8PSWJQJWcffXtuNwC0f6+vJRTxi1ZUX12zMCj\nAri+rJk3Fmb1em1DeTOzEwaWgQiCwCf5NVyXGY3Z4aSorYvR4X7sqtWTFODbS/3xmJa0IAhUGMzd\noxBiVhY2EKCS83JOKX+bnk6H3UGHzUlha1e3/5s/KYG+fJRXzaNTUk9JPnW63Sz8NIePl4wi1FeJ\nWxCo77QSoJIx48Pt7K03sDg1nJXXjO/3HC63wIpDNTSbbDw48eTGlsdccJ+YnorJ4WLcuz+z7/bp\nPXSbzheOzcWt+c1E7C43i9PCWVvaxMzuLfvOmjZqjBY+zKvm6ZkZROtUGKwOUgJ9+bGkiTeONPH9\nwbLzuuYzxa+mWP3jmjVcGh/Q62Zwut1EvbS2h6zGYCK3wYDZ4eJISycjQnVnHYQALk8P55P8Gu5d\nk4+8+2mrtzgwOd1YnC5WVuh573A9nxyu49mZqf0Gobf3VTA2wo8n+7GONtldbK1sHdCa3s+tZkGy\nxwa7rN3MSzll/HNHKbkNRtYUN3o7kq1mG//cUcK7B6rosDn46mg9v/0+lw9yq/iusIE4PzWLUsK4\nIiOSXXV65ieF8uKuUnJq9Tw+PZXcRiPv5VYhE4uZ8dF29ta1Y7A66LT13fGUisX8c84wOu1OrE4X\nYpGIKK0KtUzqVeDcWdNGm9ner3SJRCzi8vQIfq7yuIL0h/31BpRSMX+b4ZEm8ZVL2X/7DL4vauSx\nTUcHdB0HE0FqBcITS5gYHeC9/nMSQvipvAWAiVEBHlPHq8czOsKPnFo9n+TXAB5N8kCc7N+//7yv\n+0zwq9maPXrXLTw9KrjXE9QtCDwwIWnQ02e3INBitvPv3eXE+6m5IStm0KRU1TIp02MDkYnFXJIS\nRoK/D21WJ2/n1/FRbhUvX5TGlWnhTIny7/czW0w2DjV3kBGs7bP20dhlxeESaOiykhLoe8rMI1gt\np83iIMRH4RmV0Si5b2Iik6ID+LqgHpPdxa2rchEEmBUfxNcF9cyIDaLCYGZ/g4FIjYr0YF9UUikH\nGgzUdVjYV29gSVoEJoeTEB8lM+KCmPrBNrZUtrGhooV5iSHctTqPd/ZXIhOL2VbdSovZTrhG2WPQ\nNNRXyeObC/BTyHqwj28ZGcOz20uYmxjCp4drWTYiut+sRS4RMyxYw3Xf7Odv/QTuGqOZzhMkP2QS\nsdfy6Kmfi4jRqU57ROZsoZRKvB1hcbcltUsQ0CpkBChlJL26gT+MT2B4iI6UQF8e2XCUxWnh6M02\n3vvhJ66+6bbzut4zwa8iI6qpqSHN1d7n1mt3bTsLP80Z1M9zut38UNzI45sLePXiEaeUgDgTZIbo\neHVPORsrPE+3O7Oi+O+C4fxw1Vgvp6Q/HG3p4Oqv9nL32Pg+5VBdboE9de1MjA5gZnwQObV6pn6w\njT/9dJiDjUbWlDTyj+3F7Kxpo6m7RRytU7O1qpUfihop15soautCLfPo5jw9K4NNlS1Miw2kttNC\nVpiOZSM89syFrV18ctlo/jo9lS1VbVQZPdu0ByclMSJEi1wiRiOXsqumDUEQqHtgPu6/LkZ4Ygnv\nXDKSvDtn8uN1E6nrtPDnTQXsrNFz9Vd7+fmETO71BVl02Z18nPfLTJpGIeObq8axsrABm9PNBwer\ne73veBxrEPQlgvZyThm5jUZvYfx4KKQSorQq5ieFdG87y85IOG6wkBmq42iLxyU3IcCXTy4b7Z2H\nC/NVsDA5FIPVwc/VeqTN1RiNxgu21oHiV5ER/flPD/D7WDF+ffA6gtUKbsyOHrRsxeZ0Mfbdn/nb\njHQuT4s4Z4L7IiBILcdfJcdHLiFAJUfcPe1+Mry5twKpWMzj01KR9NPRWVvaxJyEEK8Q2/qyZo/X\nmk5Nh83Jzho9Xx6tQyOXIRWLidIqkYrFjInwo6C1i4sSgiho7eKD3CqGh2gJ8VGwKCWMOYkhbChv\nJiVQQ5vFTkawlqxQLbtq2qk0mmkz23lhVylL0yOI0am5b90hbh0ZS2aIjncPVHJTdgxahQyRSERt\nhwWNXEqYr5IorYoFyWGMCtexqriRzZWt5Dd3MDMuqEex3S0IBKg8YzLHMqb0YA23jYrlvnWHWFXU\nyCWpYbxzoJKZcUF9drxuyo7hpZxSXG6B4d1zfzVGM9lhOlIDNSflDiX4+2ByuDjc3IG/SuYV8b8Q\nqGg3k9DdTb1tVS4hPgpSgzTecY8J//mZi5NC6bA52Fdex5yLF1yQdQ4UQ75YbbfbuXlSBisW9W15\n88LOUow2B08NwnjHhwerUUnFzIgLGlCr90whCAK/X3uIa4ZFUmEwkxmiZXiI9pRBqLC1k06bkxAf\nhdcD60QcaDAQqJL3eL3UaOHvu8p5f77HWtvqdCETi5GIRby4q5QH1x/G/NglqGQSvitsIEqr4nBz\nBzKJiGHB2j6pBt8XNXDJcW31rVWtRGiUWJxudAopM+KC2FzZwtdH64nWqbE5XfxpcoqXYnHvj/mY\nHU6uzIhkXmJIjy3Vivwarv92Pw9NSuL/ZqZT1m7yuuLuq2/n8c0F/HhdT71ml1tgdUljD7sf4Ykl\nfV6jTpsD7XOrMT6yEK1Cxn1rDzErPqjPbKg//HNHCXF+auYlhfTr5nouUar3TN4nBfjSbLJS22Fh\nVPgvmbvd5ebOHw7yyOQkfreugPXFdUN6GHbIZ0Qrli8n3VBEZmDfXJrsMC0z43rXjk4HJruTTw/V\nMjbCj3h/H6LOsXuoSCRCIoLiti5uGRnL+rJmvjhad9IOl83p4qov93LPuATC+gmSzSYbTV22XjSG\nR/bU8O6sFO+NKBWLvZne+rJmZsYH4XQL/FTWQn2XlUtTw2josqGQSqg2Wnh8cwGXpYX3yDCMNif7\n6g2kBWkI9lEwJsKfgtYuJkT5E6NT8+XReo52O5McaDTir5Ijk4h5MaeU278/yPykEG7KiuXl3WVU\nGy1kh2m9W+/MEC2/yYzmw4PV3PxdLm/sreDlnDIONXfwzNZiPls6ltUlTT2Y9GKRiNQgDY9OZedt\n+AAAIABJREFUSabFbGd/gwGFRMy4SL9emZFcIqa2w8pVX+3F5HDyyJSU0x6FmRwTSKyfmgnvbeWm\nrJjTlgo5WwSo5OyobiMl0JcnNheyp85DkzgGm8vFutJmZsQFs7qonqCUTJKTk09yxguLIZ8RzZs4\nktVzYvollj2w7hDpQZqTWjGfDHUdFmQSMS/nlPF/M9PPOKB9W1DPqqJGHpmSTKivckAyE49vLqDN\nbPd2hQ40GFiQHNbruK1VrawuaeK5i3pTF47BLXi8v/ri1PxjdzldDheXpIQxLqR/Ls3eOj0by1u4\nf2ISG8pbWJgShiAIdNqdaLp1lo9HTq2enTV6rz74hvJmxkf6o1HIGPn2Zr6+aix6i4ORYX4cbu7g\n37tLSQvS8F1RI99fM56A7qLvE1sKKG7zyOY+OiWl14PgGLXg28IGtlS28uSMNGo7LDwzK6Nfysaa\nkkZv7XDl1eMZFa4jWqfmp7Jm5i7/Zfj43UuyuTEr5oypHxaHi6+O1lHXaeWR46SAzwdazTbK282M\nifBjfVkT85N+uXc2VbQwPTaI+9YdItFPxcdVZg4Ulp/X9Z0OhnQgKi4u5o1bl/DyRf1r/3bZnSil\n4jNiwB7bIs1LDGFRSu8AcLrYXatnwntbeWleJkvTwyls7WJ6XFC/T8u9de18U1jP4tRw9ku15OQc\n4oNLs3p8l9wGAxEaJY1dtpOObfxY0sTM+KA+ZU0FQcDidPGHTUW8O29Yn+93uQWWfL6btxZmsb26\njfzmDiZHBxDSne0cQ4vJhlTskZJNeXUDiQE+rLt+Es/vKEEjl6BRyDxyFUEarvhyDw9PTuaRKSn4\nKWUsWLGL9y4dicXpYnNFK7eO8ozklLR1cri5ky2VrURqlfymm7h3DC/sLGVyTAAlbV0cbunkv4dq\nqbxvLvOW7+TDxaOIPEkG29BpJfLFtRy7yVVSCRKxiAClDJcgUHP/vLPeshi7hee+Lqjn1pGx51UP\na31ZM4eajeTUtPPp0jHIJGIEQWBtaTMXJ4eSU6sn0V/Nok9z+OFgMcHBZz5/eC5x/qb6zgArln/C\nkoyT79vvWp3H0vSIfg3y+kN5u4nbVuWy4YbJg1aQHh8V4K1LVBnMHGw0Mnf5Tv42PY0RoVpmxgcj\nl4hQy6Q43W6ONHcwJtyPsRH+NJslfKLSMeadLcxNCCHYR0Grxc53hQ08Ozujh87QiTjYaCQtyLdf\nbWWRyPOZ0pM89UUieGhSEpFaFVcPj2K+1cH3xQ1oFTKauqzIJGJyavW0WxwUtXVx1bBIpscFMiM2\niH317bRb7SwbkcjHedW8c6CSontms+66SXycX8326jZmxgUxJsIPscgzKFx9nApBXaeNRSlhyCVi\nFqaE8U1BvTcQudwCf/zpMHePjeezw7UEqOTMiAtCLBLx7/mZWJ1ubE5Xv/SNcI0S9xNL6LI70Vvs\nuNweU4JwjZLZp6GieDLolDJ85VJcbgGby02lwdxL5OxcYU5CMHqLnRfmRrKnrp3JMYFsP07Fc0JU\nAJf+NwelVMKK5cu57/77z8u6ThdDun1/YMP3TA87OS3/7UVZLBjAIOXxeGd/JRaHi/cXjzpnXbFY\nPzX3jEvgp+sn0WK2cfkXe/j6aD0HG418driWf2wvITIiiN0yPyRiEaPdJpb6urh/QiLJgT4YbQ52\n1+q5KiOCkJPwVlpMNrrszgHNo3mm2vsmDv5h7SGv9IQgCDy4/jBxOjVKqZhNFa2Ut5tYXdzEoxuP\nsrKwHpdb4PZRcSzLiiEpwBdBgOd3luASBO4Zm0Cb2c6cxGB21ugR4Xly+ytlhPoquWNMPBMi/Wnu\nnsafHB3Aj6VNjAz3ZHy5jUavXIpELEIllVDbYaH03jmoZRIauikHGcFant1ezN56wym/u69cSoxO\nTavZzvAQLckBvoM6RyYRi3hocjJ76tp5c18FTvfgaXCfDCKRiDaznXvX5mN2uGjotOB0Cyilv3y3\nT5eO4ephEfz3rX+flzWdCYZsIGppaSFNYj3lE+t3a/L5vqhvc7wTIQgCxW1dhPgoUMsk5/yppZJJ\nmJ0YwmsLsmh4cD5bq1uZ/P42NlW0oJCKySmuJULfyIIVu9hT187VwyP5uaqN23/IY0tlKxcnhfJ/\n24qZ8sE2Xt3dm6rvFgR21uiZEjMwJUOlVOzlKP2nxcW/20Q83+jmEVcw9dljSAn1FGxFIhF/m5GG\n1eWmvN2MWOTxLIvRqbh5ZAxfXDmO/Q0GlFIJdpcbk93JP3aUUKo3cbSlk0nRAURqPTItHy0ZRZiv\nEh+ZxCuxAR7ZiwMNngAik4i5NDWcCI2K+k4Li1PDemy3Oh5dyO/GJhDw/Brymzq8EingqfG0mGxs\n7GYb9wdBEDBYHfzt50KGhWh6eIUNJhalhPHcRRlM/3B7L42jc4XbR8dx3/hEpsYE8K+dpUyNDcTq\ndHuDoY9MwprSZpydBqxW6ynOdmEwZGtEr7/6Chl5K5kZdfJBVpvThQCntHwRBIHaDgu3rMpl3fWT\nzlkmdDpwuNz8dUsBz20vQSISceeYOP41dzhPbilkR00bxW0mfjsqjiitkhd2lVJ875we719b2sT0\n2KABc1lWVeppszq4OS2UdyqMbLfLKVLp2DtjAaF/vI8bJ6Zyf2ogoX0Mym4sb+HRjUfYccs0b2H3\nYKORgpZOhodoKNWb+LmqjRWHajhy90Xe2bRXd5cxJsKf+k4reoudUF8F9609xDuXZJMVqiPYp3e2\n958DlSxIDuW/eoH2kHCeVBi8TYRSfRcLVuzig8WjmNwdgLdVtaJRyBgeouk3y3lxl4c79NDk89M5\najbZqDKYyW/q8NbCzhX+nVNGpcHE0oxITA4nTpfA3MQQ1pc1eztpdpeb7Dc38eeX3uC6ZcvO6XrO\nBEM2I9qy6gtmRPYtNH88Htl4lBX5tac87smfi9hRo2f9EAlC4PkhP7e9hKxQHXePjefl+Zk8vOEI\ncxND2HrzNOofnM+UmAB21Oi5NjOqx3vzGo2kBPqeFqHu0rgAdlU002axc2O0LymRgRTPvBhpeBiW\nt95hpcgfH/mx2Tc7jxf84qc1OSaAvfUGKgy/eMRnh+m4NjOKzFAdl6VH8PL8TP67dAw+x63pktRw\nzA4XSzMiGBaioUxvwk8po9Jg7hWEvj5az7v7K4nWqgj1UeJsbWNPaT21Js9MWUlbF1FaFcsvH8OU\nD7Z53zc1NogjzR08vOFIr+9ssDq444eD3JAVzT3jEgZ8rc4WIT4KAlRyorRK8puM55SJfdfYeF6Y\nl4nV6UIuFuMjlyKTiMkK03k90SQiEUabg8ceeuCcreNsMCQzIqvVygMzMnlj/vBTHmt3uXG43P1q\n0rgFgU8P1TI1JpAAlQzNBSCfDRQ5tXr8lTJidGpvgHG5BZpMVq74Yi9vLswiK0xHm9nOkZYOpsUG\nnfZnON1u7tpYxCMTE7lLnYpl5y727srj02snYXK6WRanw+F2U9Fh5am9NdySEc6s7gfC8STGE3Fs\nGv9E7K9vZ1VRI0/OTMfpdvPSrjIuSw/vpZXkdLtZXdzEwpRQ5i/fxcaKFn4/PoGHJycToVFhtDqY\n9uE2Kg1mOmxOAByPX+rNgMwOJ112Vzexz8+73oxgLflNRpakhV8QQp/LLbDwU08GF+qrOCcPwQfX\nHyJWp2Z4iBaxSIRYhPfe2FvXTrjGw17/tqCehzYcoaS1c8iRG4dkIFq1ahUdnz7H9WmnLkK/uruM\nJpONp2dl9HrtWF3gqa1F/H1WxgWj4w8EFoeLq77ay/LLRvfZ/v2huBGj1cGBBgOTowO5PKP/Ltqp\n4HIL3q3O15UGLgpV43eceuHhdguZr6yj/eGFTP18P3eOT+J3ab2DnlsQGPPBDlpsLmYmhfHxnN40\ni5waPb/5Zh9TYwJJDfIlOdCHFpOdMF8lI0K1JPr7eOVE/rGjBLPDxcgwHYvTwqntsBD78nrmJASz\n8prxyCVi3s+txmT3BKL7u/lLx7C3rp1P8mt4bnYGR1s8lIARodpBt+w+E3x0sJqydtOgTACcCIvD\nhVIqZlt1Gw6XG4nYMx1wDD8UNzI3MQSDxc7Mj7bz4ZpNjB1iOkVDMhBdd8Vi3knpP8s5Hm5BwGh1\n9BBhP4YV+TXsrTfw8vy+x0OGCvIajbxzoJLXF/TWFDoe7RY7N608wLykECwOj8vn2eLFXaWoZRLu\nPE4zG6DeZOPlAzUsSQ5h1vs/Y33skn7P4RaEfp/0giBw/7rD3JwdTbXRQofdyXXdPnRFrZ0UtHYx\nLTawXxlXQRD4v61FdNqd/FzZyrhIfyZGBdBqtvOHCYm9jv+prInlh2rxU8j498UjBnoZzjnMDidG\nq5NvC+u5fXTcoHbs5i/fyZ8mJ2N3uTDZ3QSq5T0CkdPlZkN5C/OTQ1nyWQ51qhD25g4ti+ohF4gE\nQeDyUUl8u3hgN9Geunb+urmAtdf3nD16bU85i1PD8FMO7e1YQ6cVidgj73qi80df6LA58HtuNddl\nRnFDVgxZYbpeomUDhc3pYm+94ZRdt+pOK2FqeZ/ETKvTRW6rCaVUwiPby1i7OLNX2r+mpJEEfx9K\n9SbCfZXE+nmkNF7fU06z2Ybe4uC+8YnYXW5yavXcfJz2uNXpGpD3fG2HBR+ZhKVf7GHZiCiuG3H+\nxy5OBYvDxXM7irlnbAL+KtmgBaMuuxO1VMyfNhxhRmwQOqWMkeF+PVyC85uM+Ctl/FjSxF9/Lqax\n03ySM55/DLlZs9zcXNpz1jIzemDSGxEaJXMSQ3pc9E6bg6Mtnb3saoYi3j1QSanedEq502NQSCWY\nnZ7i745qPQn+PqwrayYl8PR5MVUGC6/tKecnsZbDEh8mK3tyX+7Y08Bz24vpdMK8j7aSFB9Bpq5n\n0Gu0OPmqysjz+6t5Y1oiXzRY+bdeTGltC0k+UnzlUj4/Usdre8q4NDWcoy2dNJvsiEUiIjRKpsQE\nkuDvQ2aolmAfBXF+avbVt1PWbuLLo/UYrA7e2V9JldHC6Ag/3CfUototdtR//56Clk5i/dQ8NTOd\neH8fxv3nZ24bGXtBNKf7g0wiZmZcME/+XEhDl21QXGdcboHIF9fy4MRkgtQKJGIRY8L92FTR0kNX\nKdRXyY6aNhICfPjP/kqWXnU1QUGnX2M8VxhyGdE/nnuOzOJ1LIgZ2L5eEAQSX/mJ/Ltm4SuX0thl\nZf7yXey7ffqQuglPhCAIPPTTEe4eG0+8n/q0iof76w2sKmogOdCXoy1GWs0OnpmVwdcF9b22WCfD\n6uJGJkQFoFFIKbK4SVWJe2QRBqvHplkiFlFjcrDd6ODaiJ7cK7PDhfq42pvd5cbscLGr0chbOaUY\nrA4MFgePTk3hmuFRNHVZu6VjOxkfFcDuWj06pYxpsUHsqG6j3epgbIQfzSYbw7qLrwC/W5NHaqAv\nha1d3TbWvhxsNFJtNPPqnnJSAj3eauuvn4RMIqbdYudIS+eAOVbnE3aXm4ZOK6/uKeefc4adVeHY\n4nAhIOBwCawtbWJBciiFrV3E6FRUGMxMiArwHttssrGzpo07vs/jmX+/xm23DR3BtCH3S929bROz\nB9C2PwaRSMSBO2bidAvsq29nV42enbdOHdJBCDzSsDPjgojQKE/7RgxSy/mxtIll3+7n2e2lPDd7\nGFanC6dbYHNFC2/vqxjQebZWt2FzuZBLxGT6SvlNTgNbDb8wr18o6yD9491sNTiI9pH1CkLvGcSE\nvvVLG10QBOQSMX5KGRfHBfHdNRP48spx3JAV7SUzhvoqSQ705ZLUcA43d+ASIC1IgyAIbKxoYVKU\nPx/l1ZAZqutRd3p9QRa/H5/IP2Zn8NKuUtosdr4uqGdZVgx76w38eWoqWaE65E+votpoxkcu5YVd\npRfUdLM/yCViQn0VTI0JpLzdfFat/c2VLfz2+4PsqWuny+5Eo5BhsDoI9VV6u4vHEOKjwE8hI9Ff\nzV8ee+Rsv8agYsj9WsUtNae9t//HjmJWFtYjFolQSMW9PMOGGoxWBzM+2s5FCcEDqn+ciFg/NbUd\nVoYHa/jDuAQq2s1E6zwjJbF+ajJDtTy5pZD/Hqqlqcvap573gQYDs+KCevi6X58UwBXZS/i42cHD\njSKe/mobJVWN7K/pW/VQjZustBjyupzkGe3M2NrTvrnNbCfyxbXcmB1DQ1dvw7+pMYFMjQkkxEeB\nSCTi4qRQ/FVy0oJ8cR1nJul0u3G5BZZ9u5/Nla1UGc2Y7E5e6S5GT4kJpK7TwsvzM7l2eBSxL6/n\niyN1fH3VOJ7ZVjQkg5FSKuHS1DB+vzaforauMz7P6HA/Plw8iglR/t4ao0jkuWZahRSzo2cwQiTi\n1lGxdHUMLdXGIbU16+rq4ol5o3hhTt8T4v3B5nRxzVf7uH103IAM/C4kGjqtrClp4oas6LNyHRE9\nuRKdQoq/SsYLczO5PL1nO7/NbMclCDy84QhXZURidriYHhfo1VveVaOnyWRjSVo4f9hbT4vGj7XX\n30X7RfOQFBUy47P3+EZUeUrRr0aznYRXN2J++GI2NVuYFfJLYBM9uZL110/iogRPXeSJ6WkD4tEc\nbengm4IGFqWEEaiScc+P+TwwIQkBGBfph0oqQfnM93x15VikYjG5jQbGRvgzp9sz7djISVKAD3KJ\nmPlJoQOSZbkQEASBbwoaqO+0cO/43l3AU+G2VblclhbeQ4vI6nSxs0bP+Eh/DjYavQx0gC2VrSgk\nYia9vxWXy4V4iOwchsYqupGbm0t6RMCpDzwBr+0tx+ZyMS9pYNY5Fwout4DV6dnTD4b1kdHmpNJg\nwVfeO6sKVMsJ8VHwweJRzE8KIbfRgMstMPOj7TR1WXlzXwVzEzySEA8PD4H0dDIaq1j09EPs/+BR\nflLUDkh5MEwtx/zwxQA9gpDd5ebOMXHMSQxBLBIR7+dD+Slmr7rsTho6rRxoMNLQZeXbgnqK20ws\nv2w00+OCmBEX5NXR/k1mFItSwnh7fyVXDYv0BiHweNsvTg3nxpUHkIpFXPLfXeQ3eTIAq9N16gt7\nHiESiZgQ5c/cxBAONZ1eluJwuXl4cnKPIASebEuE5zqYHa5eWdGocB1jInSUlpae7fIHDUMqEG1Y\nu5ZZkafXSXC43NQYrTw1I512y9BLwY/HyzllfF1Qz22j4s7qPMeS2LERfsRolcglJ9/eHRPAD/FR\n8Mr8TBRSMbvr2nEJAgtW7CJEIebWsn1sr93C97I6svxV/datBEFgeXFLj61TX8hrNHL5cdIlcknv\n87Vb7BS1dvJzZStv7atgRX4NH+dVMypcR7Bazo3ZMVyUENwn/eKDxaMQiUSsvGZ8n462oyP8aHno\nYkr1JrZX68l6azOyp1Zyw7f7ufOHg3TYHF5i5IVGpFaFr1zKnzYcOeV1PR5VRjP3rzvU52sGq4MO\nm4PZCcHsqvllVEcmFiESiXC6BL7/7ruzXvtgYUgFosKDOcTrBi7TWt9p4dLPcnhx3nC+KqjncHPH\nOVzd2WF3rZ7rR0Tx27MMQgBWpxuJSERZu4nUQE3vOkA/EIlEZIbq+OJIPW8syEIhlfDnqSm0mOx8\nmFdNqb6LSe9tpdlk4x/bi+mwOdhe3YbT7fZmEi5BYNl/d2B2OPmkzsNFWVnbwbXrCnt8VmOXldkJ\nwdicLjptDtyCwLrSZj486NEnuvOHg+yrN/BRXg3ROhVZoTruGBPPw1NSyAj2MK7PVh0hSK3gkSkp\nVN03l1HhOjbcMIVVRY0sGxFN4PNruHtNHquKGs7qMwYLkVoVa34zkbtWH6RMP7Cpfadb4OPLRvf5\n2qhwP17ZXY5LEHo8BGwuN21mO5emhvL9FysGZe2DgSEViGhtGHAHyeFyY3cJPD97GGKRiL9MS8U1\ndMpdvbCquJFKg3lQ1PtUMgkfLhnJ9JhAFqeFY3eenvZNdpiOWD8VcomYyTGBhGuUfHLZaBL8ffj2\n6nG4BYEIjZKGTisf51WT19jB3E92sq++naVf7OGnG6dw++p8nt9dzgPrDvFCfgNdZiuHmozctfog\nuQ0GXtxVxvbqNhZ8uoviNhPfFTWiUUiRiGB4iJZHp6QwJzGEv1+UQYK/DxOje27JazosrClpQm+x\nn/X1itGp2X/7THbX6YnSKpkcE4j+Twt479KRLP5sNzm1+rP+jMGASCTi+hHR+MgltJh6F/dPxPL8\nGq+UyomI9VOTFOBDfae1R0MiRqdCb7FjdgiYWwcmn3M+MGQCUVdXFyHigW+t9na7ORwTirc4XF6X\ny6EEtyBw08oD3D0mnvFRp1//6g9Wp5s99Qbu+TGfvCaj19XhVCjTm3hrX0Wf2xmxSESor5JgtYLZ\naZH81T+dH2cu5glnAFPSo3GLJbyzKJtx4ToenpTElvnJXJkRidBl4paMMGJ0au4YHU9KoC+3jYpl\nSkwgG2+YwugIP95elE2lwcyyrBj8lLJ+XUiO4bGpqSxIDmVNSRONXaevoaO32DncbunxtxaT3TsM\nqlF4mM2Ghxeyo1rvFWm70JgWG8R/D9Xy1dH6kx7XarYxJyHkpIYLMToVxW1dRGl/MVvwaI9DVpgW\nlduJ+zwJuJ0KQyYQHTx4kPjQgbGpcxsMNHTa+HjJKO/fgn0U3D0mnv0DUOs7n2gz21k2IrpPI8Sz\nga9cSl2n5wf6cV4NRa29A1GhvjeNP9RXcVLSY63JzuQttWR/vJs5hmo2uYp4L9DCn0dFEa9REOqr\nRKuQkR2mI1CtYGJ0ANuvGsVlqWHolJ6/+8ilSMUi1pc1U9uttKiSSgg+TYdUcXeGkNsw8CLuuA93\ncNXKXB7LqSLzlXWInlzpfe3y9AjUMgnrSpu8fzM5nBxu7uDrU/zwzyfum5DI9LhAntla1O8xtR1W\nNp/CTnx4iJZSvamXjG6nzcm8xBBSg3wpK+stuHchMGQC0d69e4kfQE3gWKFWJhH12sbVd1ppMg0d\nBbp2i53Zn+xgamzgoMo/mOxOFiaHMqe761VuMPfqnAB8Umkk/4RgdPN3B3rIiJ6IKB85H44Npf7W\nidwWKCZZpyLUR4GPXOrVDzpgcvF848m7T1dkRFLebiav0RNEVDIJeovdG5hOB2G+ClrNNvYYHSzZ\ne/If349Xj+XLvCre3nqEkSnR1D/yy7DuxOgA7h2XwKhwP6xOF112J6/uKWditD9219DIDMCzRYvQ\nqMgK0/XLgTrYaOT+PoZ+j4dWIaPGaO7RjdNbHETrVF5X3QMHDgzq2s8UQyYQ5ecfZELgqQvVr+0p\nZ1t1W59meIvTwjnYaPRqL19ItFvsfFvYwP7bZwz68OUHB6tZ/Nlu3l6UTaRGyRsL+h4QjpK6mfLe\nz9y1qRi3IHikNmYPIzWw97bseKRp5L1slTodLmzdP9Y7NhTR3Gkl9cOcflnBErGIu8bGkxTgQ1W3\nmFpqkO+Ar4XF4fJmM9E6FVUGC+N0Mr4Z4+HE/KsZqk2960eBKjnCE0so+v0cQuViwhU9s4HUIA2P\nby5gdXETo97ezEOTklHLpIhFcMO3+2notDJ/+U5e2V1GjfHCDYb6KWVMiw1kyvtbsTh6Bn1BEDja\n0jGgaxmhUfHp4VqvbGxakC+FLZ4RkCMtnVRXV5/iDOcHQyYQtddXE+Z78tS9zWznmuFRXJkR2e8x\noT5K7w/mQsJoc9Jpc56TUZN7f8wnOdCXOD81UVpVvwJpd2ZGsHhYFK/PTEYEfHa4jpdyyvp1vOgP\njWY7w/6by7ZWTzbz+bRYylR+JF76ixVPbksnV27uPVqSGqThUHMHP5U1c7i5g0/yaugaQNt8R80v\nThSbKloZ1u3HJhaJsDhdGBqaiPHpf6A5xd+HH5eO7PO11xaMIFqn4taRsQSo5IT7KqnpsLC6pJGI\nF9fy6sUj+MPaQ9y6KpeSs2A9ny20Chn7b5/B8vwaOo8zPVhxqJal6RED0tf63bgErs+M5j8HqnC5\nBeYt30luo4FxEf7clB1NZf3Q2JIOmUAksXScsmP2UV41H+VVn7TecklqGI9vLjin0pynwuriRl7d\nU9anXs5g4aJ4jxWOgOfmau+juyQSifjLxETEIs829rL0cP42PW3An9Fld3LfnlrC1HKqbxjD7FCP\n4HyCvw/W/2fvvMPbqu++fR8Na9iW996JRxLHcfbeIYQQIMwyyyhQoEApq6WUUkYpLeWhtOyHDaWB\nQtghm0AGJHGW7TiOHe89ZUvWXuf9Q44Sx9uWbYX3ua+LiyuyxpF09D2/33d8PtXVzBbcgclod7D0\n/R+5dnZ3fSRRFDlU387SZLel84zYYA7WtXOgrq3bfc98f9ZHLsJsd3Z615360alkUv6cPfQOeplE\nwu6qVkydK41qvZnlKRE03L8a16NrSQsLoPDOFWwtayb71R20mMYuka2QSdFZ7ehOmxsLV/sNqvqa\nGalhUWIY+2q1vLwmm/PTonnnSBVLEsOpqPeN9gWfCURKW9+5g9wGHSvHRXhcRXsjXO3H6tSxG/No\nNdmYFRfCr2aOnD7yNVnxnNOZH1qSFE6j0crHRQ2EPLuJJ/dVdLlvRog77yaKIpNe2t7j3FlvbDVK\neHv3sW63f1urY9OWvTwY4N665LVZ2HXrMi72777SEQSBR5dMQC51O4h8V9HiMZ3cVtbEtrImGgwW\nbE4XJVoDe6paPbKzTpd7ovzGqYkDPuaBYLQ5sDtd+Ekl5NS2MSVKw+uHKpBLJQiCQLvFTn1nIeDO\n2SnsKO87LzXSPDA/jf/5sYSviur5uriBgqYOJoT3bbN1JpmRGgqaOghWypkYEcia9GikEoHa/wtE\nXQkQ++4XKW0zUtRq6DfpKxEEQlVybvrisDcPb8B8WljHG4cqRsyuBmBxYhh7Ok309FYHsYFKbp4S\nT8NvVhIuF/jTnu6VEIPNQe7ty3p0zegNU7uOqxZ0n/tbFqtB/NPF+HcOF8+LDGBKYP9X6BCVnBmd\n3mVTooI4p7P8fLzFwL4aLR1WB/5+Mg53JribTVa2lDUxmDS/webgsd0nev3b18UNvJfu/S2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alRvH6wgnqDhUf7mby+cN1eXjo/e8x1W86krsPcLd8DbuGx/kq/fZEdqaHojmXdbpdLJQRLJdQ8\nuIY6i6Nb/1dfmOxOrjeGodq/F83+V7kjOZALEiUoD33MK7UFTDK2co3QzvfTI3n8eBuvuiaizt9H\nxw952MvLeefNl3iu+QjLT1MAiAtUsb1WR3ygistS3QnxJLHrhSUjbOCi/acT4a+g4kQjOypaeGzp\nyEzma802Cpr0fHzF7GEVCk4SopQPqqVEYrMhCxh7zSWfWBEpZHKe/bGUEq2BolaDV76QgXLL9CRu\nnZ7MvZvzey1p59S28fmVczwqfr5EboOeKVFdj6vBYOGD/OrBV1AGQZxazqxQFZ+WDVzdQCGV8Im6\niS1iCZtSBR6JkbAwXM3McDV3tBznYEkti+dfzxPj5zPnklXEpiejvf932PPyif3THyhcci6/afLD\n3LkKc4ki/k9/zVU/1PLYwlNJ54fmdBVRyx+GFfma9Cjunj1uUCu/geISRUq1RnZUtHhtpX1RRgyP\nf38c4wAMCgAULS2Eh/dsvjCa+EQgmjVrFiszYtAo5CwYpO7QcBEEgTC1HwsSQilrM3bR0znJ+3nV\nVHqh/8jbFLcaaDXbuq3S/OVSrp48MkOuZ7JnEHbNUolArNqPCLWCnJo2Pjpa6/nbB8EpfPiPtymb\nu5hJ9eW8Yy3hu+MbCHPaoLIS59q1PPP6kzwcL0Mlk7LTILJanYn/FZchXH0V1j4q0NEBSua88X2v\n9sx9Ea5W8MiOY3xx3PsT6rd+dZg2i73f1fhgkEoEfj4loZsdVG/I6+uJieluzTXa+EQgiouL45nv\nj7O1tAnzMIdch4KfVMLlk+J4dMdxDjd0PVm/OF7PrdOTeh26HEsq2k1cN6W7fO4L+8v6rAh5kwaL\nq5u180C4dGIsF2a41RqtDiff6l2ICYlc+MJTZNWUABCv9iO2xR0AMqpOcM+4QK7yd/ClScb54bNo\n0hlZMi2dtw2FRPahK/1ebhXLU8KZNsTv8PlVWWRFaYbevXwGdqeLNw5V8OSyiSxP8f5qJDlYzZWf\n5AzoOMS6OmJje59lGy18IhClpaVxaVYimZEaJoaP3X71g0tnoLM4+P32As9tZoeTES7iDRlpL7mA\nyybGDqlHaijEq6Tsaxj81qei3cQfdxQC0GBzManNLUUx3WXgTzPdwfVTg5SIIzlcsncTVQ2nVl5G\nJEz95N/sk5bzcUc+a5Q9dwab7U7ey63igflpPL0ic8j5PYVMyuPfF1HsBY8zm9OF1myjrM1EhFox\nIg2TqaH+PLtycr/d8zKJgM1HVkQ+kayOi4vjy4Jq2nRG7pg1MJH0kUAQBGbHBRMTqOCzwjqaTTaC\nlXKPrKivIdL9RNOabdy+IZdvr18w4q9f0m7i7zsKsD5y0aAfOyVKw8ML0wFIUstJTHb/GPxsNs9Z\nuVJpZ7ashXJtC481S3GNh6MtRp42hmFJn4RE6D0P0mSw8PzeUkwOF9d7oSnx35fM4KOCWiaGBw6r\nYPHi/jKsDhd/WTFwE4PBIpNI+KigFpVMyv3ze7ff2l7ejL29nYiIobmCeBOfWBGFhYUxMzaYyzNj\nh9xD4S0CFXIywgLZVt7M5IhAJozhCq0vHC5Xj9WRQD8ZL6yeMirVvdRgNW2/W4N8gPmI05FJBC7+\naJ+nNG5QupO1m4ISPLdp5FISVDJqLS5+IbZyuTOeqTOvpiMmls2J9j5XExeu20tSsJq/r+xuhzQU\npBKBfbVtA3Kp7Qmrw8lNXxzi51MSeHBB39583uDu2eO4eXpSn/dZlhxBYEQEUunoKov2hE8EIolE\nQonOygNbChjCOd0nQxnulEoEZsWG8OddRawbgvDUaLC9rJl5PXRC/3lX0ZCSskMlWCkfUtBTy2Ws\nu2ym599RereQ0MHla2g/QzfqX98X8Josks8Ss1jRWsm3rhJSlH3/eC6bFMttM1O81nwqEQR+Oz+V\ntw4P3iu+Rm/meIuByyfGEqb2G5X5NY1Cxtw3vvcYRfbEzV8eJtwHtmXgI4EIICIinD8uTveY9nkD\np0vkmT09m+31hUsUWZMWxVtrp/PwwnSuXp9Ds3HsbId7QiIIPWpk3zs3lTVp/Vv2+AIPbz/m0aLO\n6GgCh4NAvbZbx7M9K4sjOhs/r8nna90RUlS9ByFRFLE5XSQGqb3eiKhRyFHKBveTabfYOVTfzp7q\nVtakj54CpCAI5N6+rM/q2Strsn0iUQ0+FIgcqgBu+PyQV/s1pBKBhzrzEIMht0HHNZ8eIDpASaBC\nzq3Tk9FbHWwrGxkB+qHQ0wltsjuY9tqOAc0qnTA50A1xm+Etnj8vy7P1vThYwoK/P8Z1ezZ0C7Df\np0JjpsB7ktp+Gyif3l3MrzfmkVPX5vXtaZBSTpxGxYv7ywZ0f4vDycK3drI4KZxfzRo5C/Le+LKo\ngT/vLOrxbya7g+R/biHRR1ZEPpGsBvAPj+Ffq7O6aMh4i62lTawcP3CRNavTxcZr53n+vTwlgr01\nWirbzRS3GkgL9R/zDuueLnQKqZT9tywZ0NJ/k1VBiUXOP0PHTq/4P/luG6k7ZqWgkErYZTmK0MMb\nG+gq+b3cKv7wbSGbrp03YnpCmRGBpASr+zV8fONQBTaniwO/XNrnTNtIcvmkWKZEabA5Xd06y10i\nfHvDQj6O/L8VURfGpU3gL7tP8OL+8v7vPEj2VA+86U5nsfPE90XdnD/mxofyi2mJ3Ls5nxNa44h0\n2g4Gpyh262v5+w8neO1gxYAef2OgnUMHj434HFVf3DI9iWunnGq8HG5wX9mp6CmXStg8QvZJKSH+\nvHG4ks97aXDUmm08/t1xzh0fyWUTY8csCIH783xo+7EeVQRezinniT0lxPnI1kwQx/JMPI3PP/+c\nzc8+xGNzU4gKGLvK2br8Gs5LjexVtF8URXIb9Ty49Shbfz7yJfLesDic7KpsZXlKhCcPYHE4cYni\niEmoeJvNJY3891gtb17Ut132QMl8eTsGm4MqnZn9tyxh1ghZPFXrTAQr5d0kZHZWtpAeFsDnx+u5\ndXrygLubR5JmoxWd1U5qaNfqb63ezL9LWlj8+xeYN29eL48ePXxmRTRjxgxyKpqY9toOr8uYAgO2\nEzrSqOvzyiwIAlOjg1j/s9k8vP0YXxWNjTmdQirhyZ1FHoMBURSZ8OJ2DLaxXakNhoWJYTxzziCF\nvPpg3y1LqNKZSQpSMyN25Ky/4zQqZr7+vaeAYXE4KW41sLOylSqdmdtnpvhEEALYWdnKp2cYWprt\nTs55fw9l9W1kZ2f38sjRxWcCUXx8PKH+KvbfsoQWk/eFyzUKWa+WzCf58GgNazOiBzT9r1HIuX1m\nMrPjQrjpi0PdSs4jjSAI3DEzxaMNbXW6KPjV8h4n8X2VDpuDle/v8drzBfjJmBgeiEwiYLKPXECW\nCAKHb1uKzemi2WhlV2Urrxwo55HFGWNitNkXF0+IYeYZQbneYOGHXyymTapErfYNWRufCUSCINCK\nH499X8R7uYPv1egPq9PV7xxbuNoPzSAUGxOD1ET6K7h0QgwtJisv5wysmuItZsUFe4L21tImfvn1\nkVF9/eESoVbwzbXe3RYU/Go5t81IJvDpr736vGdytFHPjV8cZPl7e5gbH9JFHdOXEAR37vD0fOJH\nR2vZXNqENNw38kPgQ4EIIHVSFvfMGcfS5HCvDRiCe9sSHaDgQF1br/f5rqKFnNr2QUt9CILAhRkx\nyCQSIv0VfFlUP2oNhUabk9DOXNbsuBDeu3jGqLyut5BKBM7/4EdqvOi7JgJvH3FfyHpSUvAGNqeL\nF3PKuS4rkfU/m+UTPmi9IREEnlg6kTaze8VutDmYGx/CjLhQMqbPHeOjO4VPBaKps+fx+O4T/P2H\nEq/Y/pyO1mzH2Ef+ZFJEIKtSh+6jlhys5vJJcZ6T/41DFSO+XZsSpaGocxDz9g257K/tPdD6Kpuv\nm+9Vk0qb00WN3p2s9naexuFy8cmxWn69MY9XL8jG7nJ1MW70Vb4qbvBUzqr1Zr4qbuD7Wh0rV503\nxkd2Cp8KRGvWrCFCreD1C6dyrHngcpf9IQgCP8uMY+2Enpu32sw2LvjPj2R7YWL9komxTI0Ookpn\nxu508eL+shErkQuCQKCfjBqdmedXZTFvlLWcvMHvt3tX60chleASRU+A9gZWh5Mmo5Xpr33HmrRo\nnls1GbVcxi3TkwlSyr1qZT4S/HxKgsfSfW9NG48tnUBhvZZp06aN8ZGdwqcCUVZWFl8X1dPQYeUb\nLziyDpQAPxn/uWym166gEkHgiWUTcYpui50jDTo+K6zzynOfyfSYILaUNXHXxrwRef6R5tlzJ3NB\nuvdGUraXN7Pl5/N71GkaLA6XC6vDyeJ3dtNhdbDjhoWo5NIu7RFHm/Q0D0DzfCzJbdRxoK4dlyhy\nrFmPn1RCjVPuM4lq8LFAJAgCyeOSSQhScmN2It+caBiV173ko300Grx/MkUHKHlgfhoi7nzI+7lV\nXt8+SSUC7RYb/1jlvTL4aLIuv4Y/fXfcK89lc7qobDczv9PLbKg4XC4aDRYe3FrAuqO1bP35fMaH\n+vfoZXfHzBS2lTUP6/VGmoWJYaSHBfB+bjWXT4pDKgg4wwdmMzVa+Fzn29T5S6jsKEVk5JKNp2Ow\nOfj3pTPx72GA1FtMjwlmekwwG080EqKU86sNufx2QZpXdIplEglGm5N1+TVckRnHhGG4QIwF12cn\nIPPCSrS+w8Kh+nauyRq6RK7d6aKguYOCJj25jTqeWj4RlUzaZ1+ZSi4d9daNwVKjN7O9vJmZscEE\nK+XsqNMza+HgXU1GEp9aEQGcs3IVm2v1zI4LoaLdxI7ykb3afFpYx2PfHR8Vr7LVaVGkhQVw8YQY\nNAoZC9/aic3pwmQf3vDpueMj+f2idOxO14hoK48k+U161vxn77Cf54P8atakR/eoSNAfVodbybFK\nZ+Yvu4q4JiueZ1a680D9jZ0E+MmYHKnhyzFqbB0I40L8sbtclGiNpIcFsLdez5KlS8f6sLrgc4Fo\nxYoVHK5w54dmx4WQ6gWTwL6YExfCc6O8rTl3fCQhSjmvXTCVwuYOVn/wIy0mK1W6wTuLOlwuHtp+\nDICsqCAmR2rIbdB5+5BHjBkxwXx59ZxhPcd3FS0sTBzaduz32wvQWR3k1LUTE6jgv1fMHvTMW3SA\nwquVP2/TZLDQbLRyzji3EmNuXRuzZs0a46Pqis8FooCAALSBkYiiyJz4UO7emO8ZY/A2JruD6z47\nOCpbwDMRBIHMSA3Z0UFsunY+ObXtvJxTzq7KFvYNwhmjyWjlpfOneCbux4f6j0hn+kghAvHPbR7y\nWM/bhyup0ZuZ24dd9ulYHU50FjsPbj3KNycamBkTglQQeGH1lCHP6M2MDeHF/eU0GsZOyaAvKnVm\n8hv1TAgPxOJwIklI9wlVxtPxuRwRwKLVF/ND2RYWxATx3KrJI2a4WNFuYsM188bcQloll7I6LYrV\naVFsPNGIXOri0R2FLE0OZ1ZscJ8NcwVNHRyoa+9iM7y3RuuRCREEgfEhahJG0ONsOPhJJVTdu4qh\nZIkcLhfbypv54NKZ/d63RGug2WhjY0kjMQFKbpuRTGyg0msDwjdNTRxVP76BIooigQo5EzvPj68q\n2rj06jvG+Ki643MrIoCrr72OLSVuGYfkYDXL3t3dp+TlUNlQ3OhzTYCr06I4Z1wkV0+OZ3Kkhos/\n2seh+nY+OlrTY7+KWi7llzOSu9x2fXYCGoWcZSkRLE4KI69RT6EX+7K8zfJ3dw/JBPFf+8pI6iPA\ntpps5NS28Ydvj1GlM3OsuYPHlk7gjlkppIYGeFWlQC2Xcv+Wo157Pm9R1mbi/s35/LxTbmV3WSMX\nXjR4s4ORxicDUXx8PMfN7kOTCAI5ty4dlJ/3QDDYHEyKCPRqD4s3mRgRSKS/gs3XzWdqdBB7a9sQ\ngRXv7cZkd3C0SY8oinxV3ED9GVuCeI2K0ja3MJhEEHCKIiq5lI0nGqn14jiFt/j+xkVkDcFF938P\nVnDfvFMOr6Ioorfaef1gBQVNei75aB/jQvxZmxHD8pQIbp6eNGJSrRPCA7hv7pgCL5kAACAASURB\nVPj+7ziKuESRIw06Xlg9hR0VLYiiSJ0ihAAfsJg+E58MRADRU+dRf1pvz4s5Zeit3iuTNhut7Kwa\nuF3yWCGTSJAIAv9YlYVGIeOvKzIx2138akMu1TozBU160sMCaDOfygsJgoC/XIooihS3GojXqNhR\n3szEiEBaTDY2nmj06mc5XO7emMe/86oH/bh1l82kot3ER0drMNudpL2wDQEoazcyMSKQ725cSJja\nb1Qm4gMVcp7bW8rXxaPT+zYQtGYbW8uaCFTIuCgjhkPNBmau9L3VEPiQMNqZHD58mB2P3sJ9M9ye\nVBaHk6d2FfOnJRlecUHYVNJIRlgAKSEjW5UbSQqb9fxuWwGPLZ3Iw9uP8ey5k9l4opFbZyTzxfF6\n5saHkBCk4nC9jvkJofy3oJYrJ8cjiiK7q1qxOUWkAsikEhI0KtosdrRmGwJutYKlyeGjojBodTiR\nSyUDWq2Iosj6wjpWjotk7Yf7uHlaIj/UaHl6RSZWh3NMRfXqOyyEquQoxlCV8SRGm4Pfbivgn+dl\nsaW0ifoOKxUGK7e9t5n4+NGxIx8Mvpdd62Tq1Kk8XaeHzoFyhVRCTIACm9PllUBUqjX6dMl1IFid\nIk8sm8TU6CA2XjuPug4LU6OD2F/bxsH6Nqr1ZqSCQHKwCj+phNhAFR1WO4EKOYuSTlkdnxwUNdgc\nLE9xl3idLpHPjtdxYXr0iP+wXjtYQZXOzLPnTkYURd48XMmW0ibkEgFBENhV1crm6+azdt0+bp6e\niNZsZ2ZsCG+vnYbJ7mRWXEhnQWNsp+AFAbJe+Zaiu84Zc01zgKVJ4cgkEoKVcrIiNdz9Y51PBiHw\n4UAkCAJ+aVNpNBmJUisQBIFbpiez9J3dfHPtvGFV0lpMVuRSyajZMo8Ule0mnKLI1OggBEEgTqMi\nTqMC3L1K/8mvJjZAyY6KFgx2Jx1WB68eKOfSibHYnC4mhAcgCALjQtTEBCgZd9rqUCoRuGRCLF8W\n1bM8JYKgEapcukSR8SH+GGx2rvx4PzNjg9lU2kR2VBBmh5PLJ8YRpJDzQV4N396wgNhAJRtL3Lmu\nBZ29Q8/sOUGgn8zz3seK6AAlB365FIvDNaTGSm/RbLRy3gc/sPfmJQDk1LZT3G5h/LwVY3ZM/eGz\nWzOATZs2kf/Kozw47dRcTHGrAYVUQtIwxiOqdCa+Lm4YE4sXb/JxQS3LUyJ6nIE6ycYTjSxNDue7\nihbOS41kXX4N02KCcbhclLaZEDsn1eUSCRaHkzC1HyqZlCCl28MrQC7lYH07K8ZF4ieVoJJJEHGv\nUEVA3rk6lUoEjDYHcqkEo82BQiahxWRDLZdSrTMTrJRT0NxBvEbJgbp2YgKVfFvWzJz4UDaXNLK1\nrJnYQCUfXT4LjUJGqMqvz+D3cUEtV2S6z4vjLR1U6cycOwinlpHi1xvzmBodxC+m9e2yOlKIokhB\ncwehKjmxge7A/O+8agp0Nn727Ls+NXF/Oj67IgJ3l/WLv72jSyBKDfVn0du7+OjyWcQP8Qq4v7Zt\nwA1wvkxek57FSX13FK8cH8HW0mZCVHLK2kx8U9LIjNhgsqKCyDpjRai32nGJbnF4P6mESp0ZqcQd\nUMraDNToLfhJJeyraSMqwC1JmxYaQJXORLxGRYvJRmygkmaTjZgABR02B1H+Coq1RnIb2rE4XCxI\nCCUmQMGh+nbGh/ijNVmZHKmhoFlPpc5EYpCqV+OC09lbq0Utl7ImPZoJ4YEUtxqo6zB7fnwArx0o\np95g5bGlE4bw6Q6N51ZNpnUMG0rL2kz84dtjfH6lu1vd6nDyfUUL5U4//jJ16pgdV3/4dCCSy+Wk\nLl1Dbmsx2WHubYNEENh90yJeP1TJpRNjCFcPXqNZLpEMya/dl2i32EkN8e8zOVuqNVLXYeave4r5\n/sZFfFpYx/uXzOCjglqSg9Xdcj8nZXKDle4AldE5QDsnPoTvKlqYEaOkrsPC6xe5r6pfFdUzLSa4\n3wvC24crmRETwj2nlbevneL+v9HmoMVk47WDFTQ+sHrAUr03Zid6bKK2tTvYExyLpL6+SyC6aVoS\n92waXXkUncXB0nd3c+xXK0Y9T1TdudL/4qpTyotFrQYmRIeQtuRKn8hb9YbPlu9P8sBvH+LfuV1L\nu4Ig4HSJGGzOQYuOOV0iO6tayBxC34ovYbQ5uvUPnUlCkIqKdhMXdFpQR/oraLPYuXRiLB/k11Ci\nHZh4mEQQWJ4SQWpoAMs6k9kAF2bE9Dp+43SJRD+7kQkvbmNufGiXIHQ6/n4yEoNUVN27isBBdCZn\nRQUhinDXN7ksD5JyX5CNgDMe7yeV8Mqa0V0FhKn92HXTIlrNo7sqOjmmFOHfdTWpNdv5prie2+/4\n1agez2Dx+UAUHx/PPqMMnaXrF3vHrBRezilj/SAFx2xOF+mhAaPmQT5SlLUZ+92W+UklrBgXQVpY\nACVaAwsTw9hZ2YqfVMKNUxPZVDI4E8IwtV+3IkFmhIaDPWiBp/xzCy+snsKxO1cwMaJvaRJBEEh/\nYRu1g+yev2NWCtNjgnnnSBVRSjmlp7m7Nhut/O8AzSa9zUv7y9k8yM92uLxzpIrXDlZwTVZXQbh9\nNVrCJ09Ho/HtC6/PByKAex56lEd3lXS7/ddzxrMoMWzAV3aAA3VtHtnMsxmT3Tkgy5zYQBUrUsL5\nqqiBE60GgpVy3jxUiUQQmBUb3KehwEBIClYjiu4iwkle2l/GQwvTuCIzbsABv+TX5xAdMPht9i+m\nJZGgUXHVJzkcajhlWvDNiUae3HmcnGG+v6Hw0MI0sqJG74ef36hjTXoU981L7XK7SxTZVtnKb//4\n5Kgdy1A5KwLRpZdfTr29+wkdr1Gxo6Klm4FcX4Sp/Uj00QHQwVDWZhqwxnagQs6981LRWe2EqeSe\n5fuc+FBaTTae2XNiWMcyMy6E8rZTq5G/7jkx6KrRJR/tZ2vp0LSnVo6P5L1LZvDS+afMAm+Ymsgr\na7J5Yd/oWTyJokiLyYrWbOcP3xaO2utuLm0ip7bN4+jyxx2F6Cx2Pi6oxaLwZ8YM33d3OSsCkSAI\nTD7vcvY1dp83u2pyPJdOjOHezfkDyhdtKmkiROW79i8DxexwDlrZcGZsCMeaOwhRyjHY3GJs8xNC\nKfTCHF+4WsGRTh2kl8+fQsMgpXc/v3KORy9nKPj1oKBwQXoM713S949wMPIjTpfIrsoWcnoZlN5e\n3syrByqICVTy1PKJI149E0WRa9Yf4PJJcVyY4TaGyGvUcai+nbI2IxUGGysuvWZEj8FbnBWBCODX\n9z3Qq210vEbFeeMjqRtAjiEzItDjjnq2orPYcYnigMrcp+MSRbaWNbMgMYw9nXN2CpkUjULGD9XD\nm7ubERtMuNrP3REtlfDqgfJBPf532wp4OWdwjxkuuQ06ft8pKneSRoOFnNo2ytqMbDzRiN3p9tc7\n2qRnfWEddR0WEoN6rhIuTQ7n4UXpOF0i647WdNmujgQlWiN3zU5xJ/t1Jp794QQGm4O7Z49DIgi8\nfbiS3//hkRE9Bm/h0+X70wkODkYfP4kag5X4M3IJSpmU5SkRzH9rJ99cM4+IXmyXRVFk3dHaLpWf\nsxG7y4VqCGMXEkEgMUjVRRLETyrhn+dN4cdqLe/nVvHz7MQhH1e8RkW8RsXPPt7PzzIHJ87+zMpM\nz49+MBxv6aBaZyavUU92tIZGg5UAPxmC4D4vJIK7QLE6NQpBELA5XZ7VU7jajz8vmwi4g/sHedXM\nTQhlXIg/W0qbsDpdPL+3lDtnu629w9V+LEsO77UMLpNIcLhcXPXJAV5ek91lu+ptGg0Wbv7yMDtu\nWEh+ox67y8UD89MAt+uv3iUyecFSFIqzw4Lcpzurz+TQoUN8+MD1PLM4rce/u0SR/z1YwfSY4B4n\nrl2iyIdHa7pVFs429lS10mq2cVFGzz5tA3l8k9HKvto2/rg4wyPodc+mPGbHhnDtMK147thwhBdW\nTxnUTOD/Hqwgr1HHi6flefriUH07uypb8feTYrY7uWpyPC5RRNnZFV7fYcFgcxCq8uP5faWUaA3c\nmJ3IJ4V1XDohFq3ZxpLkcH6s1npWOXaXi59ldur2VLVisjuJDlAMaRToQF0bXxU38PjSiYN+bH9s\nKmmkRGvkzlkptFvsHKxv55xx7q7yDqudfbVtXLn+APvzjjF+vG9Jk/TGWbM1A5g+fTqHbGraenFN\nkAgC40P8ifRXUNfRXXenst00JAEuX0MhkwxpRXSSBYlhxAYquT47oYsVzj/Pm8LWsmaPK+hQ8ZfL\nBj2YfOv0JJ49d2Da4Zs7Pe+SgtX8YloSqaEBrC+so9lko7Clg40nGmkwWMhv0lOlMzEvPoQXVk9h\nVWoUDy9M53hLB+NC/IkLVDIvIZQ4jZKp0UHYnW7ZlH/tKyUpSMW54yOHPI84IyaYKZFBQ5bA7Y2y\nNiOZEYHMiw+lzWLnnSNVrDhthf/2kSqSwwKZMXfeWROE4CwLRABP/+MlnjvQc64I3BWUap2pR7U8\njULO0tOmzs9WDtXrhjzecpI58aEcberolvB+5+Lp5DbosA1hm3SSlUNIOu+sbOWidf27eRysa+eN\nw5W0me2UaA18eLSG1WlR3D4zhcmRGubGh7I6LYppMcFcOjGWxCA1dqfItrJmtpY20WFzcM/c8cxL\nCEUQBGr1ZjQKOe/mVlPZbiK3Qcev54wftrSuIAhsONFAh3V4Di1n8odvj1FvsJIQpOKl/WXcNXuc\nZ6vocLlwukSe31/OK//7pldfd6Q5q7ZmJ7lk1TLenu5PcB/jABaHk3s25fPXFZM8Sd2dlS3kNeq5\na/bZPez6ybFaZsWGDGvwty+MNgdvHa7scpIPhs+P13NxL/bevSGKImaHs1/51iMNOuI1SsLVCtrM\nNpQyab+T7vtqtMyKC+nS0+RwuXhwawEuUeSi9BhmxwWjkEmxOJwDHjPpj/21bQQpZJ5RmeFQ32Hh\n/i1HeXZlJvtq2/iyuIG3107vcp+NJxoZFx7AX5qCeHfdx8N+zdHkrElWn85f//Uqz9x2CX9ZmtHr\nfZQyKeeNj8Rgc2BzuogKUJIYpO6xzHs24RY10w76hz4Y/P1k3DQtiR+qtR6pjcFQNoQkbaPRyrw3\nd1J+z7k0Ga3kNeqQSSTU6s2khKg97q1To09tlQZaNZzTw4CzTCLhuXMndwt+3jo/Wk02jjV3EBeo\n7DcQ7apswexw8bc9xYSr/Yj0V/LC6imev5e3GZEIArmN7cT9YzMA5j9c2OU5HC4XLlHkXzkVPPPZ\nLq+8h9HkrAxEGRkZVIel0mi0EeXf+8l4ycRYXtxfhkIq4ZbpSRyub8fscJ7Vk/cOl0hGWIBXxOH6\nIsBPNmQH07xGPRaHc1DqjlH+Cl5bk8220iZCVH6e5Gu1zkSreeiytqVaIye0bpmT1w6W89DCdKbH\nBAPu7ZM3BfTBHRD+nVeDye7gwvRoClt6L+GXtRk52qinRGvkvvmprBwXwdayZirbTbSZ3bNzUonA\n5tIm7tiQy+RIDbtuWsRTu4q6fbZfFjWQGBqAZEomUVFRXn1Po8FZuzz4679e4S8/dB/7OJO7Zo/j\nooxolr67m9RQfyaf5cOuZW1GzI7+Rzu8QWygckimj3fMTB60n31OXTvXf36I2fEhzIgN9tye36Tv\nsgoaLFanE1F0f25vrZ3uCUIjwbflzdy9MY/DDe0opBLqDVYKeimOfFlUz/pjdYSq5fxyZjLgDuBT\no4M4Py2K+7ccpbClg8yXt/N1cQMld68k/47lTI7UeCQ+TiKKIhaHk5cOVvHUM8+N2PsbSc7KFRFA\nXFwcjknzOaqtY3Jo37mSqAAlr184jTcOVRCnUZ7Vyoz+fjLSRtj9Ftwn95dFDTy6pPftb2/MiQ+l\nxWRDFMUB55gMNgdl96zssjU60WpgU0kT56cN3WllUoSmi+fbSNBosPDawQrSwwIIVPqxJMFd0Xpq\nVxEmm4Ps6CBaTDai/BU4RRGrw4VEEAhKTuDpg8U8NkPKrLgQWkw2sjuDbkyAkr/sKmJWbAirU6MY\n3/md96RMmlPXTlCAiqRzz/X54dbeOGtXRAB/fuY5/rqn/1URQHpYACFKP+ICVFQP4SrvKxyqb2e0\nqgszY4OHrGGzMDGML4saBizTYnW4WP3Bj+Q2nFpBKGUSMsJ8z/rmdFyiyANbC7hxaiJXTY4nIiKU\n53NruWZyHI8sSidY5cfS5HAON7QTqpJjtDmYEx/CBenRZAg2vrwgC53VTk5tGyq5++e4t7qVA3Xt\nzI4L5f28ai7K6D0Q6yx2cmq1vJ5Xx0OPPDpab9vrnNWBKCQkhJTzfsbXVe393xm3umOj0cq1nx70\nen/HaBEXqCIucOS1mQVBYHKkhq2lQ5OzCFLKWZQURk5d39+NKIp8VVRPWpg/m6+b75la31ej5cGt\nBYPu0B4N7E4XXxc38FVRPZ8cq+PVNdmeQWqT2cKVs1KRSNwKlwsS3KvDB+enkRUVhNZs9+guLYl1\nv9fjLR0IAsxPCMPhcnHZf3PIjAjkd9sKOPTLpX06yL5zpAqXn5JVt96PUnn2mkGctVuzkzz8yKOs\nmTGRVXHZ/VpHTwgPIDMykDtmpfDg1qMsTQr3DAueLeyoaGZ16ugkI5OC1UglAuuP1ZEVpSF9kKuT\nUJUfems7v916lFumJ5MW6o8guLWt91RrcbpEDta3E6H248KMGK771D3AOTkykEqdibTQgF7HdUaS\nk1vKIw06j/+bye5kTlwIVTozjUYri5PCaDXZPHZUoijyx53FTIoM4prkIGxOFy4RzHYnRpuDlBB/\n2i12MsIDPOdpZbuJ9cfqWJUaSWakhnX5NXxVXE+dwYJUKnDztCSm9ZHTcokiP9a0UicNYMdtt438\nBzOCnJV9RGfy6fr1HHv9SR6Zm9Ln/baXNVPcauCOWSlU60woZFJe2F/Go4sz+g1ivsLGE41MjQ4i\nZpStkPbVaLE6XcyMDR50pcnqcFLcamBPtRaT3YlaLmVufKgnCX0yH6WSSUAQaDRYuGRCLHtrtZ7q\n2Wjxz73ucZB756Xy+fF66g0Wnlg6EavTxUdHa1iVGkXyGf1blR1W7t12jPtmJ7Poje8R/3Qxxa0G\npILA0SYdqaEBZEZqKGjSU9jSwYqUCGo7LGjNNhYnhWNzunhoWwEPLUynsLmDa7/KZeu1c5nYTy5w\n/bE6tlZp+fn/vMOCBQtG8mMZcc76FRHApZddxkfvvckJnYW0oN5/oCkhaoKU7recEKTGZHeQqHHL\nqark0mF3K48G6wvrWJ4y+t3hc+JDsTldHKxzt0CoZFLmJQysDUIhk/Yo1n+SD4/WkhkZyH/ya0jQ\nqMiM1KCQSTjzEimKIh02B5tLmvCTSliTHuXVNoaKdhMiImlhAVTrzKwaH+mRFFbJpdw2s+uFThRF\nPitr4dWDlWy+wi038umNSwGQSwRy6tpYf8zttJIZqSEzUkNCkIoNxY1YnU4uyoihsLkDEZHpMcFY\nXGABfpaV0G8QAmg02SBz4VkfhOAnsiICaGtr4/YVs/jwwsm9JliPNun5b0EtTyzrOoj45qFK/KQC\nK8dHEj2GTqH94RJFPsir5ropCWMuhN5gsHCwrp1AhYxZsSHD8vEy2hxsKmlicmQg8RoVOXXtVOtM\nrEqN4miTHgFwdZbgs6I0ZEcFUdFu4mef7OfSCbE8vmz4g6VVOhPFrQZMdid/23OCz66cQ2Qf20Kr\nw8lNm45x87RElsQEdguILlHk08I64gNVbCtv4pHFbieRug4zB+raWZMWTbXezJ6qVhQyCRHBgeyr\na6fMDq/O618B4VBdO4/sq2L93qOoVL5/Ae2Pn8SKCNyJ60sffILXP36eX07pOcEZHaBgWXL31cTN\n05NwuFzMfv17Nl03n1CVfMQbBodCfYeFvCb9mAchcJsJrkmPxuZ08WO1Fqco4nCJLEwM7XHr1mKy\nUqO3MD5ETeBpIxSlWiPVejOhKjn/ya/B5nJx+cRY8hp1iMClE2M9ovgrcM+w7axsodVk43/OzRq2\n1IbV4WTDiUaSg9W4RFiTFoXOYudgXTur03rPxd205TivrJxAUC/jIBuKGzhnXCSH6ttxdY7tNRut\n5NS6n7fJaOXaTw+w88ZF5LYY+biwjqeXpA9oxk8URf65v4zfPv/OTyIIwU8oEAFcefU1XL3uPVZ1\nWEjqIYcSqvLjhf1lLE4KR3rGsKdMIiHn1qVsL2/mg/xq3r3Y9+Q11XIpS3xsaNdPKmFJZ3B3iSI/\nVmsx2t3qkYF+MmQSgRaTjRCVnPEh/hS2GGg2WpkdF0KY2o+i1g5Pn9CipDDMdicV7SaumpzQpbHx\nJEUtHShlUi6ZGAsw5KoewHcVLbyUU8ZL52cT6a9gZ0ULtR0WtpU3c1nn8/fEw/sq+d2clB6DkMXh\nZOOJRhYkhhGslBPlr8Bod6Cz2PmhWstFGdFcvf4At05PZvdNi8jR23luXxkfXjjF83n2xwf5tcgy\n57B02bIhv3df4ycViABefncdt58ziw8v6L5FkwjuSoRLFJHSfVUhlQisHBfB1Ogg7tucz9qMGM+P\nzBc41twxomJbw0UiCF1m03QWO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} ], "prompt_number": 1 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Mercator" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# http://matplotlib.org/basemap/users/merc.html\n", "\n", "from mpl_toolkits.basemap import Basemap\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "# llcrnrlat,llcrnrlon,urcrnrlat,urcrnrlon\n", "# are the lat/lon values of the lower left and upper right corners\n", "# of the map.\n", "# lat_ts is the latitude of true scale.\n", "# resolution = 'c' means use crude resolution coastlines.\n", "m = Basemap(projection='merc',llcrnrlat=-80,urcrnrlat=80,\\\n", " llcrnrlon=-180,urcrnrlon=180,lat_ts=20,resolution='c')\n", "m.drawcoastlines()\n", "m.fillcontinents(color='coral',lake_color='aqua')\n", "\n", "# draw parallels and meridians.\n", "m.drawparallels(np.arange(-90.,91.,30.))\n", "m.drawmeridians(np.arange(-180.,181.,60.))\n", "m.drawmapboundary(fill_color='aqua')\n", "plt.title(\"Mercator Projection\")\n", "plt.show()\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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+uapG6NQRmUwgPVlK1yJWsefiqNa8dego9zZtAoUCp8vnibc0p6mLLdEZOmLe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IAAAg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\nr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} ], "prompt_number": 2 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Lambert Azimuthal Equal Area Projection" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# http://matplotlib.org/basemap/users/laea.html\n", "\n", "from mpl_toolkits.basemap import Basemap\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "# setup lambert azimuthal equal area basemap.\n", "# lat_ts is latitude of true scale.\n", "# lon_0,lat_0 is central point.\n", "m = Basemap(width=12000000,height=8000000,\n", " resolution='l',projection='laea',\\\n", " lat_ts=50,lat_0=50,lon_0=-107.)\n", "m.drawcoastlines()\n", "m.fillcontinents(color='coral',lake_color='aqua')\n", "# draw parallels and meridians.\n", "m.drawparallels(np.arange(-80.,81.,20.))\n", "m.drawmeridians(np.arange(-180.,181.,20.))\n", "m.drawmapboundary(fill_color='aqua')\n", "# draw tissot's indicatrix to show distortion.\n", "ax = plt.gca()\n", "for y in np.linspace(m.ymax/20,19*m.ymax/20,9):\n", " for x in np.linspace(m.xmax/20,19*m.xmax/20,12):\n", " lon, lat = m(x,y,inverse=True)\n", " poly = m.tissot(lon,lat,1.5,100,\\\n", " facecolor='green',zorder=10,alpha=0.5)\n", "plt.title(\"Lambert Azimuthal Equal Area Projection\")\n", "plt.show()\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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dKxbH4jlVo6Ig/io0L+k7bUQrX7gSXP1+k2XYvRmDTSb/1z2ghBh4KyWLcE0u\neAPJYtPQPVejjNe/OHqdBs52LC7FF7M4LiSmY+uvMOuzunbWtPWqg71ahZO9mis2mSy5dLd674UI\npoiT83BxKfArpYCrKtzAUqmAjn6wf2vNEKfrYeBXbHzY2gpmRaWCLk2LiOSkSWLevvaa4CIrmS+Z\nhARwUJZkogpRr65YAE6dtHy9skhLEnTJEpxsob4M+3ebn8/KEmqG554TzGAhPviAH7o+Wm6VVSe6\n06fD48XUBCGHoZFL6c9ka8CzFH3MX38JwnHggNA1LV8uLKMDBwqCURxhZ8FPXXKFMoXKqmb8iG/f\nhjq6os5p3BhatEB+5hnColMAGUkCK1X1lfw5Wh13NDm4upZtfMlXIxYhEByOh4iAmxjoSws7JVaL\nvhODvjxd7I2L4FvSH9UMDjZicFrC7dtCZWBlJQwsDRsKrjo5WXBPpoiNhTqUbQxRKsBeKjKwVRVX\nrsDyH0EFX528xZmYVLPLLQsXGUdQ+opvt/3ZLsRlaQiOSuFaUiY6g1xhb4TEvDysbS3f6+tki6+j\nLU39HIjN1/DE+lOka7RVfrU8vQGVVVGeXoMlSdbeGmzzoSZSWyqVJfssLEx4u4CYg14KiLgrbAzD\nhon5Gxcn6v/6axEZl5ZWtsoShBRb+sYTAg2d4eyxKr+OGdy8hRqtNDTxgvPHQWvSX3q9cEdVKgWN\n0mgKVDDz0H31dblVVp3orl5dFAoK4mNGh5fOMQHcS4GWHUzuj4ZDh2DcOGEp9/ERFtJC7rYsxEYK\nEaA0GGRIlUvX/YSFoZpSAaMPCK7LuthIOHnSKHYYZEhL09LEofpuYhqdAUlVdu4LWZaJi8wU3/Dq\nVWEU/OknlCOe5GhSDi+1q486u4JirEFXvkU4IxfqWgg5zsoSng+nTsH//Z+5++BDD4kQ0WnThIcJ\niAXAUE5dsgx5hmobZqRHHhGT1wAvBNWnpbsjqZp8vjp5y3jPk8296V2/LlJWDpIk8fj6YLy/2sOi\nkLsMDvDEy8GauxVUB3jZWJOXUza1aFzXHiuVgne6NiY2S8NzWyq240ZxuNioQQM6nQGDLBORVooo\nr5ZqhtNt0BQSTb6DwSDcyEwCLXCwhhSTbesVCmFzGTFCuCC2aye43717RfRfWjHVWCHc3cFgVzYh\ndHWAhBraN61pK0jIL/26lUpIzEkmTEdyctGYBiF9V2K8Vp3ojhsnXMYKIcuiM0qbwLn5EKuAth3g\n119FvPv/m5gCAAAgAElEQVTo0dCpk/AVDQqCHj0qXr+VDejK8Eu8EQuN2ll2qYqLg6AgdHMq4PwP\nIrhCU+y92rWD7dsJcLUHGbIj9fTzqX4EmpO1Ciutgvz80ifwjagsSENwG2PHwrp1sGIF+vUbudP9\nIT48eovs19+sWIUNW0BsKRMARL/ezYQOPc3PR0UJveB77wn3s+KQJMF9d+oEdeoILxN/f2GFzre8\nlQsAcWng4F11VzhANWsm8r17kAOqHIkGzrbYqZUsDL5DVr6OsHgRSt3aw4kjocnkRcWjblbkhzqo\nsQfPBdbjfFw6C07drtB2OG3c60CcIISlISUln2aODvRp4E5jF3sm92zCsrPhfHn8ZqX2QLNWKeld\n143YKA2rwu6xOqyAm23RvOgmWYZMA1jYiqfSaN8REpSQU0DAs7OF/tYUWXngWkqfNWkimJ+1a+Hh\nh0UEXW6uIMIZGYJuFEKphF6D4VJs6e3J14FVOYEbFUXr1qCvC4kZpd8jSSXbWI2gsKoT3UOH4KOP\nTEpSgKcvJFlovN4Ap+7B1XghPhw7JibgwYOCo61K4pbmQRBVit4vNhUiVfDkKIuXlcML1CImm/SV\niSZNIMtGWDQLceE8ALeSs9l2KJYuKheauVac003OyWfi7yWNUyqFgkFeHkTdzi0xEXO1ejafi+b0\n0VTATohwwcFF0WBKJTm/rkeXkysGd0XQsw/EW1sedAYZQiLAq73RTQaA998XaoWjR8v3aBg2TAzY\n1NSCJD3NIDhSjIniSMuG82nw1Niq+2PKMrpPZoj/teAYrWLmH9eZefg69Qr0utuuxSLLBiLDc6BA\nQs4fOEioNLZu5ZNQwUUNCvBkwaBABqw+TlxZnBcinPxxdy/CL+VYJLx5eXoyb+kYVl+o19RKBW08\n6zAq0I9RgX6M336OA3cT0VvUFZTE8EbeOMWoGeDhztg29VApJKRbJvkSrsaAT8uaSYrk6gqDn4Pj\nUYJ5Sk83d63M10GMAdqU46MtSWK8LFwoFtWePQXxDQoSIvqtAimk30CQ68O1UgzT4UnQooaSravV\nMGI8nEkuWlRMka+DPMl88YqNLXK9qwKq7jKm14vK/UwMWcGnYMci6FVgmTYYICkdlu6EHs9A205C\nR1uRDEblIT8fFnwOVveglY8QA3Ly4Ho8JNvDi+8KEcgStmwR6oxikSdl4vw5WLcQmliDd4Eu9WgI\nZNih3H4SfYwQP34YEsQrHct3L7qamEnLH4R1uXiCjXy9gcVhdzgrpeHoq8bWVsnGsCjaOzhz4lQy\nibFapDffRDZV71QH16/DyoXgkg1ejqBSQGo2RGmhcVcYPV6oDqKihGjYtav4tpX1t961S3hBJMeB\nIQECHMHFDnQGSMiGVFsYOQnaViLAohgkFxfk4qKrA+AFOANKcLOyYnAdD1wyrPjuSIHxaft2GDYM\n6cknkbdtwzD9cWMfXk3MRGcwkKc30NGndJuFQZbZcSuO7YmxSD7g4CT06VkZOqRoeKF+fXrXsywN\nJWTnYadW0v3nI/w1tgcutmpU5Sxo8Vkavrt8h3t2uajdFPx8KQICmkLzbiD7wqvvF+n9qwtZhj/3\nwZ/rIfsGtPCHRg0gKROupkOPEfDosKqVnZAgaMmcOfDJJ8Ig2LUr/LgADJHQ0gPq2Akm4E48RFjB\nO5+IOVxTOHwIdq+ANnXAx0UsEHoDBIdD0yEwwmQvv/37he0iIMByWZJ0n/x04+KErqZgi2hA3L/v\nD9i5FpS5cP0W2HrAmNfgsaEl4pqrjcxM+H0rnDsGsg7UdtC5D/QfXDN+nsUREQF/7Ybw6+I4JAym\nfy6MBy++KNQmBbj0aj9aeZTehhmHrgnfSiB98qMlopYMssy5uDQm7juHi6MV2bk6Jrb0R0Jiwo7z\nIk9CQUrJGkFmJoSchtuXIT8PvOpD246CuEqScI53dxf+0q+/XrU6MjKEjnHOHJG7Y+1KCGoJTs7Q\nqLlwRK/uglxAKG0d7MnNKqaPtYJujdx4qaUfnx24wZudG/HevoJMXbm5wr2wXTum9m7Gpw+1MHt0\n1404crR6HmniaZbu0xLisjSExKVys6D+AAd7unq74mFfvkicmJ1HUk4+L+88z4EXeqC0sLGlKbR6\nA+fi0jidnMqBe0lsuxwLHbrDnwfKz51QFdy4Ad/OB886kKcB7/rQexAEBtZMtFhIiKhDpxPtd3WG\nk39CZrLQ0TcNguHP1myARCGuX4ff1kLaPbBTCPVMYC8R/GFqkF+2TKgXO3a0XM59I7ogAiF8fIos\n5FFRcPiwOA4LE+4jfn73J0zQFHq9mMy2tvcnTLA0XLsmxOxHTdxEgoPFKg2ETOxTKmeUna/DYbZI\nVnJgbA8ealikD9MZDEw/eI2T91IYG1SP5m4OdKsnxJux28+xzqclul27LZZ7X6DRiGCYjz+uHqH/\n+WfhDvjpp2JSffmlSLDzwgvCIJeZWT0dpEZjNGgsHBzIW3suWrztoQZuzO7fkq4/HxEnAgPFeP3w\nA/hyPllTHsPeAmFNzc2n14qjnJ3U12L2qZpEUk4eGy5Fk5iTz396Na1wmPnE38/xU2iEkOIOHar5\nhkVFwapVYizcT1y7Jubyp5/CmDGCs2zQ4P5nNZRlYSDPyBBqFUu5TVatEoFhpTF25RDd6iUMGDVK\nuI2kpwujmkIhOOCRI4Ufr7///Se4IOqws3uwBBeEm0hysvm5Ll2MyVM6LTvMvtsJFh6EuceLrJ9t\nvYTLVlJOHgtO3ML6sx3MPnaDT/o0Y3w7fyPB1RkMrD4fge72nfvwMqVg926Rf2LNmuoR3JMnhfFh\nxgxxrFKJkNM6dYRIeeOGMMjduSN01bm5lXewL9gGHGBgYw9+edxcTbFgUCAAB8OTWH4usujCxYuQ\nm4v03ffM6d/SSHATsvM4EpFknEAutlYEv9SH5eciOXGvWL/XMNzsrHmlY0Pe6dqYUVvOcDg8iXxL\nevBiWDa04J0PHzZ3c6op7Nkj5v39RvPmIlz9hx+E/vjVV4WkuXmzWXKiGkehATggoPRkUlfKD4Ao\nC1Ununq98KsdN04Q3b59RWP/7/+q1aB/FNq3F5bcGzfMz6vVYsVcuZLhe67x0aEbGExWvnSNlk+P\nCBWFzfBhtFl5gsWn7+I1fw+zTt81+l2Gp5snODHaWD7//H69URFkWXChbdqUmyilQoiLE7/ii7Ba\nLZKjt24tDKt6veBWDxwQ3PW+fSInwIULQu96+7aQJu7cEX+vXBH3Hj9u5qh+OjoVgwzhbxcZFKce\nvs7R8b1YMawdDV3M9dGKiS8hazS083Zm5404Xt55nk7LDtHnl2M8vOaE8T57KxUt3B2xUir4/vRt\nFgbf5nxcevW/jwUoFRLONmp+HtaOjj7OtFl8gMw8bbnE95GAAuOZSWKfGsWDzCzo5CTGw59/Cg+I\nvXsFF/rfyuGbnS0IcjXUl5VXL+TnC//Mt98WxHbQIBH69yA42r8jtm4VmZZKM9rFx2PftzdrglwY\n3tybhcG3i7bc2bdPDKROnbBu1AArR0cyj4tIm8FNvVg1rB3uJnpAjU6P7ee/Cw6wJhOMFEdkpOAq\nNBqxmFZXF//ZZ2KBqkwKwGPHhBTRtasQ97RaEWXn6ip8k5s3FyJoUJAgwLt3ixywTzxhVsyGEZ2w\nVyt5bN0ps/Mvd2gAQBtPJ17fLThk9Ssvo12y1GJzCo2dUw5cZc7R6yWuz+zbnDaedejbwI061qr7\nssdgmkbLjeQsZhy6xo5RXUo1tC04eUvoqh0dBYGqKRw8KNRD48fXXJlVQWKi6O969YQHzbRp9yeZ\nvyUkJQnue/r00u+pMZ1uXp4Y3Lt2ieNJkwQrnppaesz2/wLS0sS2RT/+WLp6Y8ECXtiwmMX9m2P3\nxe/i3G+/CdeZevVgyRLBPcgytj5e/NitXol8rqm5+Xx06AZr3ZuQs/M+6nPj4wXnHhZWdYOZKVJT\nxUB1cqqc+1JIiFjUBwwo/Z49e0TE06hRYgF7+GGRD/VR81DMR5p48sfNeLNz65/qSP9G7kiA25cF\nHLIsi198PFLrVsjJKdiplWwc0YkhTTwZviGYHdfjhNrszBnh7jh+PERGYhUTRX5EUfRX9sePmeVx\nqEmkabR8e+o27vZWvNKxIQqTcffnnQQGri7gzP38aiYirRA3bwpPg8r4099PpKSI99uxQ0Stjhwp\nPBruJwE+f14Q/YEDS7+n2kQ3L0+scE5OQoH8g8kWMbt3i2tfflmt9/hHQ5aFC9qTT5be2TNmwMyZ\ndA7wJjRHRvfm2yKr09mzJZ6R1q/D5qUJ3JjU25gvYOGZcN7eJfyCiY29P5ZbEMatLl1Ev9bUppdj\nxoggmMGDK/fc1KnwzjuluwVpteZGlTfeEGkKO3QQk6JhQwJc7Tk2vhdeX+0BwEalQKMz8Hm/FrRy\nd+K367E426j55tRtEWH5/PNF5RVbQIe2qsfvlwsImOlmkNeuCeIbGSnqrl/fGKnoYKXiwisP0cil\nBlNVFiBPpydPb2D4+mB+eDSIZnUdkCQJ9afbjVv74O4uiGRNICVFqBK3b3/wtpPykJ8vpL933hGE\n19NTSED3Q/o+cUKoycraF7BahrTFi4VFee1aoXdbssScSAwaZD5Q/xchScIXsqxdE3r0QFG/Huc6\n90UnKcW9585ZJNLyMyPJzc7ldopwN4rKyC0iuCAMUvcDa9cKV67g4JojuHv3iv3VBlneWbdM+PuX\n1JuFhaH8v/eEdFF8Qn3/PUz9Dzg4oB78MDRtyq2UbCPBBRFiDfCfA1cZviGYHvVcGdOmwM+8+CSJ\njoZ581AMehg7W+sighsSYu6K1by5UMWEhIj+vHgRfvkFXF3JytfReOF+Oiw7zOnoVLOJaCjPM6gc\nWKuUOFmrWfNkB5ysVfRYfhSDLKOdZpIPZfHiatVhBnt74bHwdyO4IBZfZ2dYsUKMtenThcS2YUPZ\nu2lUBRERQp1YDZRNdFNTBfezerXlxCk6nbBsG8q3qv6r0aGDSKNoqYN/+gkUCgyuddG+8aZwuSnD\n7cWmq8jd2d5beDR8/JewlHbzc+X7R9pgv3Z1zbZdq4X580XKxwkTanb3hsOHxaJd2Yl68qTgJk2+\nk1X3rhAUhP7rBVhPFzo86eVJAKgUEkOaeKIIEbkMbMPvokxMQD1+XFGZFnwqJ/5+ng4/ilSj0pzZ\ngoMphI8PfPABht1/kLN5K6xfL9Qdlnwze/YU86Bjx6I0icnJYjzY2BAak0qXnw6jmLUdaeZv1J23\nG+Ws7byw4xzJOdWzxPs42uLjaMvaJzuw8XI00w9epU/hhqh3atDLZfDgmgu0uF8ojHjbuVMsjMeO\nicXzp59qro6cnPJdactB9fx0QTgUu7v/O7Zhrg4mTxbZxyZOFMfHjonf1avCA6AiXh0XLkDbtuR8\nPBRbteDkwtNyyNPpaebmyIW4dNotO4xcU6t3ZqYwtKxZI8TzmtqxQZaFi8/kycK3srKIiBDieuHG\nooDq9dcwbNqMlJmB/MUXGN59D86cQdmnN/qcXMvlfPstPPUU0o8/ItetK4y/JrBWKckzyd9h++gj\n5FZHX56cLPrc19ecOM+eXa5f64YRnXimlW/V60aEiSdk5xHw3X6hYjh9WuS+qC7S04Xx3Mfn78np\nloVbt8Qi7ugoFvJnny3/mdKg1wuj8PTpZX+H++qnC2IVuXSp2sX84zFlisiOdu+e4Bjv3RMqhJUr\nK+5G16wZANYq0S3XkjJp+O0+AgpyOvx+JxGbR8oR1W/dqpirkCwL8WvVKpFDoya3yMnNFTov0xDx\nyuDbb4X/7qlTQt2Rno60fDmu2enoNXkYhjwqXHd27kSfkgqyjGLqf8Szs2Yh1SlIVfn227BiBfKs\nWWYEd9/z3Umf/CiTezTB18mWp1v6YGutQpuSaqExlUDduoLTUijME19/9FFJF6dik3/k5hAG/XqK\nxOyqZwWzVSvxd7Zj89MFOx107iy+U3UxbZqw3fzTCC4I964xY8Tcat4cPvxQ6GWrAo1GzJNqfofq\nc7rJyYIrqcyGhP9GGAyCw/nhB5E17ciRykfPHDmC1Lcvk9r783KHBozbHkpYfAbzB7bmrS6N6LL5\nPOcW/mTZcpqQAJ6e2Dk5IFtZkXv4qAhmSEhA9dV8dPMKjJ379gmpZOJEkcPY2blmJ5NeL3Ref/1l\nzPFbWaiffAL9jh0YCv1Rz5/HqltX2nk6ERyeIL51Sgq4uSGNGIG8aVNBovmDYuG7cAHbmZ+gCWiC\n/OFHsH8/qqNH0C1ewpMtvOld34139lqIVrt2zbjwVQvXrwvvnkOHzL6tuk9vtEeOIllZIZ8+je2g\ngQQ4WGGTryHEJNji1yc78kwrX5Rl5YouA1q9AavPdoiDOXPEIlgYlFJZxMeLPvXwuL8bhz4ohIUJ\nZuCJJ2DjRmGorajB7fBhwfUPKyfHxH0NAwbBjezYIRzY/1cxb54guBs3CkX+q69WjZB98QX85z8W\nL3Vp4kvwzWjhJ2max7QQOh2o1dx+ayCHI1N44+ANctJFFrZJ3ZrgJMnMP3HL/Jn586F/f0EgX3pJ\ncJfVxaFDQsddlRwKGRmoxr2A7b49/PxIIM9sLsjrkZkJZ88ihZxGfuJJocYBrP3rkRcZVTROn3sO\nlixBGj8eeetWcU/jhuifHYV89iz6PXtL1rl+PVy+BCmpQgXg41OFl7YArVZIP6+8Yp4YJSpK1DF7\nNu7zZ5OrNaDRG5Ds7KBRI7RnijLfFU+EVBnMPHKdW+ka1oQW7FSxcKHwea6sumHTJrGITJ1a5bb8\nLVHodfLUU0IlJEnl+6OHhIjFvbQd0Atx34kuiEighx/+3wuQOHZMLDhKpfC3feUVkd/2m2+qlgEp\nNrZo0mdni3LPnkUxYQKGp59GuWoV+suXLasCcnJQuTijnSJ8VKMycglPy0GWZXoVGFauJGawNiyK\nH87c5Z0ujVl2PZHouAIO68MPBYdeHeTnC/ewn3+udMSOtGolNv/5mA7WBiS9jqPhImubFBiIfOZM\nkdSwdQu2i74nd9+fgus4cEAkTHdxESknFywQ/6emMrt/S6b8ZSFkMzBQ3JeTg91/psCtW+TkFoj1\nGzaIIIuawJ49IigkL69kMv3kZKRXX0XavIn3uzchO1/HojPhMGUyfDEbgLBXHiLQs+oLYb7egHUh\nxwvCIJ6cLJIzVWRRjIgQqqryOLt/MuLjhbph506xw4WjY+mun7NmCeakvIX5gRDdF14QrkE1mWrt\n74y0NBE4MGGCcMvZtKnoWna2ILpVca/R6cQ3T02tvGgeHY1TYEvS3+pn8bJGp2fwmpNsHdkZV5M9\noey++J1cbYExqTpW2ULObtasyqd8BIvfSnJ2Rk5Lw7ZbF3LXbRAEozB5tEYjjn1LMT7Z2FjeHHP0\naNE3ISEwbhw96rmy9/nuqBQS9b7dR2JWnjAu1kT6URBE/PJly2Grly+L8GdTyLLZt9gzuhudfV1w\nKW0fr3JwPi6ddksPFp347DOhWjp1qnxiev68MMZNmlSluv9RyM4WKpiWLUVwjaX5t2qVUEuUNzbu\nuyENxGSLiDA/l5UlclSu/gk2/ipElGq6WpQKWRaGq+PHRVhgePj9q+utt0T8/+XLgvtauNC8Lltb\nMeErm5Rjx3Yh3qxfb97hhVmPTp8Wk9HNTUzk3GIW+0OH8He1PBhWno9k9rEbHHyhhxnBBVg+zEQX\nHx0tCFVsrCBolfmGej20alW58GS9XtSTnCy442IozIubd+q0yDJlmlzoo4+MOxSrHjOPQOvU3F98\no5MnQafD5kkTMX3tWtHOceMAOPZib6IzNSgkCanwdaubKEaWBRceGysm8LvviqxUxbfOadVKJHAp\ngHL58hJFDV57klY/HCizujSNlrup2cRmakokQW/rVYe/xppEkFlZiQjBy5fFr3jCpkKEh4tUpcUJ\nbkqKeO7q1ZoNMbaEhATRh0ePiijJmva5NUVaGvToAnIu9O8r5ptpNF9YmOjPGliMa4bT3bVLdMaY\nMeL40iX4dTHUyQYPO5F9PUIDXZ+AYU+UXVZlkZIC61ZA9EVwBSQgGWjcBcZMqLlUcFu3igH6y8/g\n7yJ2tFUBWbLYDeH5iUVpCRMTBRe8bVuFVS62Y0aTu+ZX1AMGoP3jD2G0uHQJdqyDjBjIToFNO/BT\n2hGfqEGrNWDVojn5c+bC4MHY+nrz17DWdKtX5LqnN8gsOHWLsUH1UUgic5UlXE/K5I39V/gzIhZe\neR4c1KAHbFyh/+PQo2fZXHtamhDxg4Mr9r01Gti/B07sAzRiMumsoFVnmDrd3F8W0E17HNWn2y2X\ndeSI+N7FtgySfHxQO9eBmGjynx1F3Z1r6N+4DldSM/FUWjPEx5PRzeuRla8n4Lv9ADjZ25A/5FE0\nkz8WaoGq4Pp12LEeEsPBWgEaA/g2AZ8AYaRr3Fhs/1QWLHzrvKnDUCvMc+smZuex5sY9wnLSUdhL\nyFpwzFfxVD0fetaraxYeLM38raiwwnk9b55oU6tWJRNyJyeLiMnCHUg0Gtj0K1w6Ck4SyEA60LY3\nDH+6Zr1fZBl27YCjv0FdWcyzdAmsvWH0y5ZtGtXBmRDYtBj8JHC0gZRsiNDC3hAILtDjyrLQA/fv\nX355D0S9oNOJdHwTJ4qGrZgLXd3EBnKFyNfBwXswYVrpGdcri9RU+PYz8MyA5iY+hAYZTt2FhgNg\n1Njq1ZGQIPb30uvh1GHoUU9sb13IMcoyXI+FOCf4YKYYfLIsCFDr1uVPsEJkZhbpQcPD4fZN2L8K\nglxFwuj9++HESZ5t7IvijkTE3Vzq2Nmw90Ys+t1/wKBBTOnZlC/6i/SLeTo9STn5bLgczcT2/jha\nl24kuJOaRadNh0nx0sK0t8GlYPfllCw4FQ29n4XHHi/1eW7cECqFiriIZWfD9/OACAj0hsKFIEsD\nF2Igqy7kGMw3PQVm9GnOjIKk75IE9ZxsicvOR/f8GAyaXFi/wWJ17/VqzILou8heBh4P9MLdzpqf\nzkbQ1dGFU0dTwZRZ+/xzkUZw506YOBFp9Srklq3ErtcVSQh+/hys/hpaO0ID94K9tWSISobLWRCj\nhUmviGCKcvw8S0OhcS0hO48ZZ6+ha2zA28fGSIxzcnTE3tDwkMqNca38jYRXb5CLFi5T/b1WK3Lv\n7tghFnpnZxFV9957YsyBGM9LFkLmOehQv2h7dJ0eLkZDrje8ObnmVDInT8DOxdDHX+wIU4ioZLik\ngYmTjcbUaiM9Hb74ALo7i90pCpGbD0cjwbUN3Lwt9LwvvVSxvdEeiHpBqRTENjUVfl0CnVzNCS6I\nj+engkP7a6RKZFlwuB4Z0MLXfKAqJOjkDyf3CWJWVXz1lXCH27gRunaG7vWgZ8Miggui3uY+oIyD\n4JNF5xo0gO7dKy4SmW45HhcHe1dDbz/wchZlnAkBCdIkLS6t1PRq7sqhW3Ho9QYjsZt97AZRGULt\nsPtmPPNP3uK9bgFlEtxcrZ7vrt6lQ19nqAPSOZN941wdYEBjOLZNfAdLiI8Xg9Hbu2LvuWUdqCOh\nSwPQZAuVRmwsaHMh+xYkhUC7wBKPFRLcbSO78ERzbxY/GoTS2grDL79gdy5UqLMsYFt6LHbNrFC0\nasL263H8dC4CFHAqOxWaAT51xLvJsvAt3rIF5s5F3bIFb+xbh/frL2Md0EiM77KQnQ0bfoReXtDQ\no2g8KiSo7ybO+9iIRdx0Q1dLKDZhC0f28OZF33jH3VjyGujx8bU1437t7FQ0bGPPQV0Sx0zc0PSm\nZc6bJ9qn0QiV1vHjQl0wYYJQizk4CKNbIa5ehfDTYk6ZJlNXKaFdfbCPgw2ryn6nikKWYddGCHIz\nJ7gAfnUhyA5W/1AzuxyD0FvX0ZgTXBBzvFd9SLwm8j3n54skRzdvVlt1WTNEV5LEgF33K9iml74N\nu0cdyEiyfK2yiIyEexegRSmWRLUS3K0hppTN7cpCcDCEhopcE3q9+NiHdkAH39K5kIC6cDm06NjL\nSwzmI0cqVqdOh8qzQJe7YjE0sysi7nfu4GprzX96NaWLnytubtbEK/KY2a9gSxmTLZNsVQqGrTtF\nkFcdvn64mJHGAkLj0kh1yad707p08nFGPnoM9aqVRQPLSgX1VHD2VMmHc3KE7vTw4YqpUVJT4dIJ\nCBKWfNWqlThvXIfLxnWoly4RnNKjXeDaGTGp1qwxPtrKx5VmXs48sSGYrVdjefTXUxjGv4hq+jQR\npmtvLzi0AQMEUUlPhz6duGubg9bFBUO/foKLffxxEX33zjsw6yPo6I/1uLGC2LZoQecd6wAY3NiD\nBQNa8mEHP/KiYlA8Pkz4vFoyzoHI6+uYC86liNkONuCvgJyCrHQ7dpQdPm9C5AuneEymhjSNltlH\nb7DhThTePpbz2ioUEt5Nbdh8L9qo47VSKjBMf5zEDx6hs29BOK+tbZHhrlcvsav0iy8K/bNpUqU7\nN8HPuvSxH+gHt0OqNteKIysL8tMFrbAEbxewSoazVdu+vgSS48G1FCnG1gr8lbBmufhWkyYJD6XI\nSGHXqSJqLgeaVgs3wqB+GSKG3gDKGnKwvn4VvBRli2kKKpcXQqMRSVpmzBAT/uZNkXXr3j2wzYey\n9riyVkNuMa5arxeEW1fGluOFaNwYXWycUNjbKQR3VAgfH1IysrmVUhRdJNnAsCZeuDnYGI1CAD+f\ni+Tzfi1o6GxXoZyuVzIysasr+mRIEy+m9W6GMiZauDsVwtkO4izsfpqVJTiAinppxMZCHcnILSkk\nGNnEnbeCfJnUxlcEbnz7Nco/dwoO+rnnsO/Tk6b1PbmXoyWqY3cxsQtSMOZ99z26mbOKPABatRLX\n3npLqGq6doAP3yY/KRmWLkVxMQzrkydQXr8G1taof/4J/6w75B08BCNGAHB4VGc6NfRg1814Gnz3\nFx+GxuHp7IDhxk1hMLa1RTlntoj8mztXJFnRaiElCRzLmU6+LnD3unAf+/13oQsvjWtq1kxEM5rg\ndHMoJN0AACAASURBVHQqLnN38fGBK8Tm5ZGQm0euzrIkZWenIkstwoILIUkSbnbW5oY1U/eotDSR\ntvHwYaGjLzSU5WSJjWZLg0ICN+DWzdLvqSj0elFeWfBzgIshZd9TUajUJrsDWEBDd4gPFyk8JUkk\nU5ckId2lppZuiCwDNUd0+/aFS+eEIro0JGVB/RrS5ybFlU0EZVlsLFdRN7bQUGGtff114Xf89ddF\n13JyoDyVXnoOuBdzX3J2Flb5Dz6omEVckgoiogzmYlyBXnjD5WguJYiJIGvA0UrFuYl9jDH7zg62\n5Gh1BHrWqXASbZ3BUEwzI9HM2U5YbwtVHhotOBbjPG7dgjffrNxOIQpFEZFJT0eblY22IOrM1daK\nQA8nPOyt8MpIQz1rJkgS2bv2cGPZKjJOBJP9+66y1RiSJLwFYmNFvoP4RFi5CvLzGdXaj4dc1DST\n8iA1DY4exVOfR3t3BySrIoKi1Rs4ProrNgqISstCm5hEfJq56kI/5WNo0gQmT8b3g3eE8XDoMKTV\n65HmzhULp6X+VipAX5CSctkyQbTXrSv9fcaOBVlGNfSxEpeiknNZdiaCecdvMvPwNe6klgz3ldRY\n3GXCwUrFtpFdik4UessUJidydhY69StXRNpWN2/IKMcbx0YJmTWwg4aTE2AtdKql3mMLKTWUstK3\nPqSVwRTZWgmVaKGaUJJE+s4DB4TOe+5cMd4qwdzVHNEtTHGoLeUFDDLE6MQOszUBhzqQVwYhi0mF\nug3KJ7oZGcKFpmdPYVC4davkPY6OUEpOFUAQkogsaNul5DV7e6F8r6gbkloNdepCRrEKP/kEhgxh\ny9UYzoenUVdnhaeDNX5OtmwY0YmHG3twcHRXZvRtYbncUhDg4EB2unmfDW/uRZ9GHmKbnqwsiMqB\nliauZbIs+nry5Mr5Ivv6CsOVJh/ViuUMbOBGvQJdWkhMKk7WKkYF1GOkvxf2WzaJSDl7e2FBb1Hs\nvWJihD/0xo1GQq5++y1hAGrYUPjirt0CkSKfQhNXe3rWcyUsPgO9uzucOIGVbECXBEpVkY4+I0+H\nWqkgJ78C0gkQnVzADWp1yBG5yDka4bUye7aIPjNFfDr4Ny06fu89YQ3fXXaSHd32HSX8RtNTdWAi\nWK25aJ6s3GCQkbPB1dYyh9qvocm8SEwUi8CiRUJ8BhFA0qCBiGK7dg1uZ4K2DPtEth6cq7GpaCEU\nCmjfE4olnTeDRgt2NWS0a94c0tSlE3lZFsmLmjY1Py9JIohm7lwxDw4cMLfLlIGaTbHesh0cK0XX\ncjka/NtXLeuUJTRtAXE6y+JZbj5cTIdhz5ZNFDQaIU7NmiVEq9IsovXrg+QCCaWs5FdjwLGZyCZW\nHJIkdjbo0UOsiOVBkqDnILgYJ9pnaiBq2BD0sH1/HPP336Lf6hPcSM7izT/C+H1UV+MGl5VBZ28X\nbOOVZGWZEhmJvvVc8XCyQ7nwFwgTScGNuHJFOIlXNt+GoyN0fhjp59/RpWXQ0buove29nOnu40rS\n9TzcZCtslRKqKZPN9NVGRERg/9QT9F40F/c3XhFqCb0e7UKxl9u3gwN5vLk3aEFh1ZgeXnXNOf+C\nfMEeemuayvYoKRpDWcWI7ZAmRcRO/mQ40e+VkXAoBUhAKGFlWfgEny0wTObmw40c6FO0ZxuenkJE\nPX26bIOrJAl1iywLjmrKFMgHIhB/gYbOdkVBLkDMvVw6ObmUMKJeScxAmvkbC4Pv8GgTk7zJkyYJ\nkdkUXl5C16tWQ6uesO146fMtWVlyYawqBjwCsWpILsUIHpkGrSrgRfD/1J13eFRl08Z/Z3ez6b2R\nkACBhN4JvUqTDvbeRUV5/ayoWBCxK3ZFUVAUQVCUIl3phGronRAghfSezWbb+f6YbOomJCQBva8r\nF2Fz+j5nnnlm7rmnNnB3h+smwv5Ex/cWsx9OxIv37wiKIiGmvn3lHa8moVthlwahjNmxfTvMewdu\n7iyJAxAP91gS5PjD/71cr4ZuFWCzwdefQMHhMhqLqoo3cTALRt4LQ6tp9WKziRf34YdS5ujjc/kW\nHydOwA8fQAc3yaJqFKE5HUsBa1N4/PnqvxiQWfDUKTFU1TX2U1VJvp08iearj7Dln4Ag4Jmp4OEF\nCZlwugjmrYCsXPzdXTj22BCOp+dXaOFeVxxPz+OT03HYmkFAoB6dTqGw0EpaQjHF560k50Ds0DEU\nz/1OJoKYGBlgtaFRVUZMDAwbwLB+/rRr74WHhxabDb7ZEU+HYk+OnjFSaLTg4+7CoCaerMqxYflh\ngYSv9u+XVUPJ89M56XDVO5G/YhVKQQHMmYO6fj1OGgWzPU43eTIRmxaR6mvEoLeCXoHJU+Htrxit\n9efnUdF8tS+eV3bGlRa0qDMmoaoqv5+4xIe7zvDjpB5E+Tum/sVlFTJy4U7OZZd0LtYDocj3Zn88\ndz4E8WYYeTcMcyBWZDaLR7luncik1gZmM9opj2L9/XtoDngAWsAKzWyu3OERxkvdWuNdKRare2NF\nRSaDHVOn1tyA9NIluONG6BMGHQIgrGQyysiH2HQYcV/179uV4PhxWPARtHGCFkHyvqkqnE6BVG94\n7vUrq3x0BIsF5n4OOQcgulkZa8JshS1xMOAeGD368scxmcQGDh9+FXi65XHLTeCngQgP8aOzgYju\ncNu9DSOoUh5FRfDbIji8A9w1UGwDjxCYeGfV8ko78vJkmXvwoBjfqKjan+/cOSG+J5yRAe7kAf1G\nwLCRteuQOnWqLN8cXVuJJ+bt5U63pn4cvJhOjsEI7kBIAEqxGfXGO+HhJ9BF9+DdgZFkG80MbxnE\nkBb1L79OKyxm/cVUYrNzMVqtNHF1YXCgP/3C/Mk1mgn7YhOmM2eFGvXll1V4tLWCwQDu7sy6ri2j\no4LZnJJBgqEIi81Gfq6FxSez8NAqrL6pO33D/Qj5eD2p+UYC/b3JcnHHmpSMJjgYW2oqf97Rp6zZ\npMWCR7s2FJyRjHKPEB/6NPPnyz3yfxcPN/RqMXlaFe69CyKi0Lz7KXc29eSniV05m1VA2zmbsZYk\npWyvTSz1jM1WG3uTsunfrOal86GUXALc9PSYu5nUQhO4AnZ799zLMGyMJGW//bYqO0BVxaidPSt1\n/XXhsSclwZABkHZe3jcrYIDPRnTiyZIGqKZXJqBRFLQapWKRRHlYrZd3PKxWeGMm7N0EbVsKZcw7\nGEbfDN17NLz0Y2Ii/LEIEk9Ictlgg6ZtZRJraMkBkwlW/QF71kuRlQbIsMLCNXD4RN3Od1WKI8pj\nzx5JdqSnl8kdhoQ0rhZnfr5kEd3d5eFUd64RI8Rjio6+shYydhiN4p14eNT9vubMkclnxIgyryY3\nF3x8UBSIf3IkpzMLGLkwhq6hvswe3p6/z2fwdknLdo/WkQx2sZCakcOfd/Rh2l/H+PFQQr0UqWqD\nXgtiOKjzxDxxkqwQrgRmM5rbbiU4ZhvH7utTqifQa/72UmnDt4a2Y/pAkVfs88MOmnu7MSYigPtX\nxFY41MFHr2NjXBovJ1ownTiJ69THKfpyDpF+7gxuHsB3E7qx82ImA77fjrZLF6yHDgmtrYRJon34\nIXptWk3MvX0B2JOYRZ95Qu87+78RtPIT6pfJauPmpXtZdVqq5LY/MJB+4X4Vqr0qw6aqaN+opoKu\nJnzzjSRS+/evu4yiqsLMmfLeffVV7c7Vp4/8e8MNNTcArQybTfb99lsJqTW2zm5Ojvx4eoosaWOe\nLztbuk5bLGJPmjWre9HHVSmOKI+QkLLKjZ49r47avKenxIoDAx2fa9Uq8S4efVTk/+pjcEG8Wk/P\nK7uvgQPRrZLEiOaD92WG/fRTAI4/PozmPm7MjT0PwIHJgxkaEchb17VDnTGJDXf349VmzvTydSEx\nt4gms9fx46EEAtz0WBq5ZdLOu/twpy/o58+TF+BK4OSE7fc/yBw5mi/2n0dVVYotVk4XWtHdcQcD\nokJ5omdZK/vd9w9gyQ3deeGvY6WfjY6UOOTZrEJu7tAUbZrovRZ9/iXapqGczSqkdYAHBSZL6dLa\naqc+Wa2SNAWsb7/DP5dy2HI+g093x1XQrp2x5UTp73qthh8mlZUED/x+O9o3VtDxq7+5mGtweJsa\nRWHNnX3r3gni7Fnhg1Yqaa4VFEWojl9+Kfd57pw0Z3SElBSpHn3iCdGFqIvBBfGIN22Sc9anE0Nt\n4eMj77e/f+PbEl9fKQHv1Us46OW44g2Fhvd0bTbht0ZFXb1e9NXBaBQO6/Tp8vDef//aXk8JNJMm\n4rV+LTlGM8q996D+8QfkF7D9gYEMaObP9gsZDPphB/d0acaP5V74P0+nMH5xWZFC/3A//rq3Py66\nxpfU3J+czVvbT7Mvy0jSMy+I4ExtYLGUdVOwY/Fiwp98DDMKKRm5aEOaYL0knmSEjxtvDm1HS193\n+oRVbQG17UIGg3/YAUjstcW8GC78sKisJn7XLpSBA3BSVUwO+JduHdtj2BEDXl64PPQA5sVLsNms\nqCYzAV6uvNYvkn7h/vQI9eHHQxcJcNOzNymbT3bHkVtsQWnfHvV4mVzkxnv6Mah5AHptzWPdaLFy\nODUPBaHH2fUeykOZPBn1m2/EW129Wpq+Xk7jtTbIyhJHwc1NJnmdTo7fq1f9mpBarVICvnWrcKTL\ntVf6z8NolImrXbu6G/qr7ulqNPKFvvtugx+6Tli1ShIvqanilf5LDC6ArWcvcoxCIVN//AnyJeOZ\nnC/VTgNK4oc/HbpYWlGkzFxeanAX3xSNOmMSOx4cdFUMrsVmI9jdmU9HdWJIEw+cZn8oE7J9FaMo\nkkDYu1e8A/tnmzeDkxPanpVogkOGkBnZlpQPP4W9e7H+9XepSl18joG7fv+HvvO2OfTee5dUUz3e\nSzzi13uE4f5cuU7Mffuivvd+mcFduxaAYE8XbK9NpLdaIFKcioLxsy+wGo0MaOLFX/f0JyOvCB8X\nJzoGeZJrNHPf8ljGLtrNzK2nxOD26I66caNkqFevhtBQRvwUg/ObK1FmLmfW1pOlvOPKcNFp6dXU\nl55NfWnl5446YxKnpw7nm3FdS+9J/fZbeW5+fuK45OY2jFqen19Z0kmvlyX0ypX172uoLWEstG8v\nBR/z5tVfoe3fgrNnpalAI3jWDe/pggwWi0Vc9avt7Vos8rJ//bXMvo50TK81TCapbd+3F33MTnzP\nnyM1v4hWgV6cfVz0cMsnPEI9XUjON3J66vBqs+iNiX1J2by38wy/3doLi81Gu+93cTYx/fI7lkd1\nY+n0aRFg6d8f51em88HQdnRt4k3vML8avUdVVVEUhc/2xPFMzAWsueXofLfdJkZg3Djx8Pr2xfra\nRDSKwjvbTzN903HxzgYNEiH6ajw0fesoTKfPQMuW0jkhLKxiqyStVlZ2wcEyuZdg3+TBRIc67pz7\n7T/neeHvY0wf0JrnN0rYZEp0BHP2x1d9Tv/3fxLfbShRdRCGxLp1wnFuSBQWyrv2zDMyviuLtv/X\nsH69jIsr1Ia+uok0O4YMkQy3I+5qYyE5WShJTz1VlZj+b0RBAXh6suTmaHo19cPNSUtQSZVdhqGY\nLeczeHzNYdILiwlydyb1uVrQVhoYmQYTm+LTubl9aGlGPymviLCPpfXNwUevY9a2Uyw7kUzKs6No\n/unGCh12Pxrdhec2HMV25Ih4RFBxXJ05I5NzURE0a0aHZkFcTMliWv8oCq0qT0a3IKSGKkd7soz9\n+4WOp9HIMcPCJD6alwfe3oyIasKGO/ugqioe7/yJwWwVBkuXLnLu114TI7dwofBggaggb86UcLPd\nOnfE8PSzMknYW1Nt3Qp/rsJt4U+YbGBJK6uSsoeKyqPIbMXt7VU1P3CTqSykkJEh/z92zHFfvLoi\nNlYS2wUFDafSVRnLlokGxrRpDUfputpQVQlLfv75lVFcr3p4wY6NG69uIzubTapG/PyqV8T6t8HF\nBecWzZgdm0jEpxt4Y2uZyEmAmzM3tQtlYpsmHHt86DUxuADphmIS8ooqFBc09XIl7skRNPd2pes3\nm/nt1l6oMyYR7OHCp9d35OiUoeS+OJa050bzdK8I/Py8ywwuyDI0JkYG92+/SWgiPBzWrOGYEfJN\nFl7dfIL3c51p+sl6en6/A2M1GgP9m/kz7boOEB2N0q6tTLbLlkmYA8DLC72fL4PCxPNUFIVAu5xk\nSVINV1cpdw0Lk+qiEmy6qw+21yYyfWBrDIePQlKiJJ7sojeDB+P6w/esHBGFj7kIrbsbzg8/BKtW\nMfD77exPrthduPxKVTd+nCR2K6NEAwIQJk5amoi1N0SidPly4Yo3lsEFSQLOmCExdkfVnf8FrFsn\nrZ8aqqagEhrP6ObliYRdI2fVAZGkGzlSdGiHDr32CbzaQqejeH8seydIBvhwapm464n0fMYs2sXc\ncV1pX51qWyPjZEY+38Ve4Jm+VXmjIR4uXMitWhv9aHQEHYK88HJ2IrDEax/atCLlJmrGi4TdMgnX\nW28WhsvEiaCqON15B23cddzYM4r7ekfRIicV1aay/2IG8w9cqHIuO94bFMWGu/vRMi8TwsNRjEY5\npsUiAiWjR/Hq5hNsik/nXHYhT/cpMTrDh4slTE4WqqPdOympIgv/eD2KojC+tXBq3Tb9LeW95fQS\ntK6uNPVy4evh7XDv0Y3ib7+DsWPRubjw6Z5zZJcrLy0ff7es+lOkPw2Gih2IKzd47dpV3qOePWXb\nK4G9meLzz0tIpbGhKFIlmJcnLIn/GnJzG0460gEaL7wAQtxOTq57B9La4tQp6fO0bJlw6sqXqv5X\noKqwbBn+j02muV5l78ND2BSfTnMfN/RaDS18rt0SLdNg4mhaHoMdFF98tieO/1t3hIKXxuFeWfe0\nEsxWG3P2x7PkZAoJ+UZ23dsPfzc9XX/cyylXb+mQodWiD/BnwdBIbu9YJoaeXWTCx8WpRgEfVVXZ\nl5xD7++2AqAJa4pt4iRh0Dz1FAC6Pr2x7N5Tus/7wzswrYSKpnnkEWxz5+I2djSGxUsq0AHVGZOY\n/vdx3tlxWur0Dx6UpF/z5uDsjMuTU+m2bjlGq43j42+m+JOSopGS/c89OYII3zK5x7xiM97vrnZ8\nI+vXl3VqqIyEBAltdO8u4ZjaIjFR9vWutNq4GjCZRLdh/34pDOnQ4eqe/0oQGysJYbsGxZXgmoUX\nQDQna6snW1c88ogsD2+9VQbTf9Hggry8t9zC+4Mi2f3QYF7bfJzdSdlkGkzX1ODGXsrhzt/3OzS4\nANlFkqV2c7o8e8JJq+HJ3q3YeV9/Lk4dRlMvV1x0Wr4ZGkWbohxcW7aA06cxPT+N/206xdJjSexP\nzqbYYsXXVe/Q4B5Pz2P7BQkPGC22UoMLoHniCWllX2JwW/h7isHdubN0m2f6RpbqKNjmzuXTUZ0Y\nf+kUro8/BikpeES2ZM/DgwEp2Ogc7C1G78wZSRiV0MaMsz8mdshoDkybQfEHs+XgiYm4e7pjeXVi\nBYML4OXshPnVCWRNG1P1+73+eml55Wh1GB4uSb8LF2rvDJlM8g7+88/VN7ggTInOnSW26+4uAkb/\ndvj6SuK0EdG4RnfQIJnd9uy5/La1RXKy6IyqqlSizZr13wknVIIyaRIkJBDq5cqDncMottpYdDSJ\nuzo1xUN/7drZW20q7k5aFt1YvSLcUyVL9LGLdnPnsv2sOlULMZ9KyC0281zXUD7pHoxL/76wYT0Z\n2fk8cN5Cz2+34vKW46ST1aYSPW87g37YwbzYC1W0BCz3PyCeFfDa4DbETy3h8PYv05H961waoZ6u\nfDu+KwB7Mgz4aaFo4SKcBw2kMP5CqYymoigceHQIn4/ujNuAfjLhnzghY9DJieK530p81p4A27KF\nNoFlIRWrTeVoWl4pnUyn0eDrqif+/0aS9txoDj92HT/dUCLgsnBhGSuiMmbMEMNfLu5cI8aPFw93\n6tTabd9YuP12iZsvWCCFNbXRl74WSEmRibohkpY1oPGtlc3WcHHdEyckyD1njpQgjhrVMMe9RlBX\nSKlocl4RPedv59djSRx7fCgZBjNf7ovH1lgdjS+Dkxn5TN90HH+36ptMers4cUO7ENaeTWXx0UQm\n/LKH3Ym1k7azQ6Mo3NK+KY90a86mSZ3xKWl3ZD12Ah58kCHtm1XYvthi5cbfY9HNWoE1vBlOrVry\n8KoDeL7zJ81KJCJ1oSGSgHrtNQDe2HqK3vO3M6FNidZBCTPhYIqwEu7pLNSmjJwCWpV4ntZ+/VCt\nVjoGlcXSNYrC1OgWTGjhC9u2Spfa6irzhg7lVFAzdLNWsDEujYu5BjrN2YT+zZWM/+Mg+eUkSQPd\nnekU7M3dncNJeLpcpWTbto6PPWaMsCy2bKn+wZ47J7z0n3+WmPC/AcHB0sL8k09g7txrfTWO4esL\nr77a6FVvjW90x4yRrGk92lsAkjGOjpZBtNtB65j/IlRVkhyPPML+hEyyjWbcnHT0aurLnLFdGFki\n3Xg1kV9sJiYhi2W3OtAGroTfb+0tilwlug8v/nX8MntUxIa4NIpLvL++4X5kTxuD6ZUJPBvdDObP\nZ8vxiwxY8g/KzOUoM5fj/v5a1phccHJzw3Q2DnPcOTnQe++R+PAUmDkTS0KisGYWLCgtjNibkMnK\nUyUdhqOiCA7y44UBoo/qrNOS/9I4Vt7Wiyk9W9A8NAClRD1tT8kkYjBbSC0wYlNVfjl0ETp0FKM+\nZ47jGwsNpfCe+wCIScmvEGL48/B5Zm0v67Bgttp4edNxsotMHEvLK/W8OXNGqGyVYW90Om+eY2fm\nzBlZzjdr1vCiMA2BV1+VSrvhw2slg3jVYLVKvLyhpGdrQOMm0uz4+28xlv5XKHJ8xx1SyrhiRe3U\nvBoLVqtkZL28at1avVYYN04qnEpgT75cyDFgMFvZmZDJw91bNNz5akBCroGlx5J5tl/dOnwoM5fT\nzNuVC0/VTtfiUr6R/cnZjG9T1gnCpqq0//JvTtknmoULy9gF/fuL91ddFdXy5SLCYi9rTUyUDHQl\nxa6QQB9+GtWBYS0dSyhmGIoJ/ECM9cIbehCbksNHu8RheHdEB17ceEw8XFdX8dieeKLMMyoogLg4\nNC9Px7Z6DQ9Et2T+2M6kFBj5MOYMs3fF8UTvVrxzXVs8nZ04lZFP2y9riHPaecSOoKpCz/r447KW\n5FarMB3uueffX5J76JA4HFlZMv6vNdJLin1qK61ZE65ZIi07G7Zsht8Wg2qTJEEtldVLERcnCYBX\nXpGZvSYd2gsXJOt48GBZb6eGQnq6vFg6Hfj5Sfxxxw5ZvtVntk5OlvjgH39U+Hh/sixbm/u4UWAy\nowCbzqVXWJY2Bi7mGnhl8wnu6xJOYS07J9gxb0I3LuYW1Xq/bKOJUxkF5BebyS82o6oqBSZLqcHV\nzJwpBvTkSfnp31/Kjl95pfQYIR4uHJ0iFXxMmoTz+HGSdW7RAsLDcepb1VvPLyhicIvqJ/8AN2f+\nuqc/T/ZuyZAWAWQay+7nxY3HZCLw9pYkUc+eUgRgh6cndO2KbfUaXhoQxff7z6HMXE7I7HXM3hWH\n+dUJfDGqU6mwuJ+rnrYhDiaR8eNRRo+uOTmsKJIsBIlFbtokscg5cxrX4BYXiwrX2bP167TdpYvE\nwPV6Eap3ZKSMRmG27NkjsezGjAU/8ohwxpf9AhvWNUyTzWrQOJ7urhhY8T34m8FLL/2Vzpvh4edq\n323gtdeEPrN6Nbz1VvXJstRU+Pk7yDwjTQ+tCuRoYcxdMGhww8RnVFViUbGxsGYVqLkiGq0BfMNg\n+vsw8SY5l8FQO91gexeJQ4ckNv3LL2j27sX28ccAdA/x4bEezXlk0yH0PlpcXBSGhQQywM+foSEB\ntPB155PdcaSaVbZfyEBns/LduC50D/GpUXawOmQaTCw+ncD6S2kE+jqjWlSaOblxV2QYrf0vL223\nPzmbnt9uZWqvlnw+uvoqRJuqsjsxi4/2nKXQyUqTAGdMZpUQvTMTwkLoFerLlvMZrLmQxba0Ig6d\nlkKXZ/q2KvU4AfZPHkKP0DLReLPVxps7zvBGiULYp9d3oqWvG0UWGy/+fZRzxUXgAmhhdLMg7otq\nxtiIJnhUQ3ez2lR0sxzIM9psZWMqJ0cMUJcuoNGg7d2LW83pdAt15/eLyexOywYzYAAqNRE+8cQw\n2gbIc03OL6L9l5vIrTypXk7j1mCAB++BswehfzdQdOAVAiNvhH79GzbBrKqw+W/Y8Bu4mEVPOk+F\nzv1h0q11lz+0w2oVj33OHFETc3WVz0+cgIVfgUuBfG+FgOIPdzxStXVOfbF1K6z5Fbzzwd8Zisxw\nSYW+42DCjXV/jle9DHjfXlj2BQwILeseAXAxFV5ZDEcu1GyU7NoJP/4oxuiuu6rfNj0dPp0FLUzQ\nKrjsZTAUw9YEuOEJ6NO37vdQ3XV9+yVc3Ao7/5BBB9CyFbTsh3LcgLpoGQD6W2/G9P6HsuxTVRlY\nlavzPv9cZnl7VVJxsXhoKRJ7/G5iF9YWpLFTX0CKIR8U8NRrcS7QknHEhJvqhqGgKll+fJsmrLy9\nT51uLTGviOn7j7HWmsZjQ1ug1WpQVZW0tGIM56w83jyC3qE1i6MEfbCGdIOpAm83IdfAB7vi8HNx\n4rczaSRkFxAY6MtFkxGzVy4EwgM9mxHu5SqdKuKK6a/4MblTC4cTx/kcAxGfbgDgf71a8lkNxn3B\nwYscS8/julYBLM5IxDdKz/6sbOKyDdzZPozsFDOBqXpe6NK62oThwmNJ3PPbPiliePZZuPHGqhvN\nmSPf2cyZoNEwoJMvbXp6MO/sRVAQce9mbeG8CnP/AENZnHZ0ZDBrz4pmww8Tu+Ou1zLtr2PE27tQ\nzJsnLdEdobgY3nkNsg+Avw2Ki8TTzSmE2BRoMxTuvL/hkkKrlsOOJTCoRVlDWIsVjiZBQTA8+VL9\nKrj++ENi8HPnSkXpp69BX38IKGfMU3LgQB7c/3zDtQZSVbhxNLQHRpR7b0wWiLkAXSfCpJurigsh\nBgAAIABJREFU3d0hrqrRLSyEt56H3h7g7YBj+tdxiBwN9z/geH+DQQjiTzxxefdeVeHzD8A5DsrF\nBUuRmgtHVHjjo4aZ8Tesgz2LYECEDOTsbDGmAQHSkmjOOli2j6Z+nmXNCsvB5eYbMc75RjLL06bJ\nMrVpU+kcGxeHftrzmOLOcXuncN4d2pYZJ04S2sMVvV7DZ3srVjZhcALnbrgeP8Mb3UPJMtl4Z+sJ\nZgxpy+RuzfFy1lXpjVUdzFYbL+89TmJYEc1D3HCupFpWVGQlO9bEe907lIqOO8LYRbtYcyaVJTf3\nLNWRfWz1Ib6xC7nY8eC9UHQYkg/SK8yHlEITF3MMzBjcFlVVOXe4kMm+LRjUzHESqLwQUPkOD5WR\nX2wmPsfA7PizhPVwxcmp6hhITiqiZYo7L3SPQlEU0guLWXIsiSnREWg1ChabDac3V2JvoebUry/m\n556Xqke745CTI96vkxPcPhYytoN96D/5ZFkhQ64BdmXDrVNEa7o6+PiIqPhNN8lKrzppx0U/wYGl\n4FLSNj09Xa7JywusNtgSD2OmQN9+1Z+rtsjKgveeh+uaOG7FfjgB3HvAQ49f+TnsFNBp06BlU/BO\ngDahVbdLz4PDVpj+bplXXB8sWQJrv4P7+lWdoEwW2JQIU2aWxc1rg6sa0439B7wNjg0ugJ8W5n9d\n/f7Nm4vhrY1YTUICpJ6A1k0c/z3YG2x5ZQHy+sBigc0roVs5QXZf37LssEaBEV3hx3lk3H63w0MY\nf/sdAgMJGDOSgGOH0LdrCxoNngP7wU03YYo7x6ejOvHLkQTe3XcG5xZa9HoNNlUlu8iE0ixcvK1p\n09C0CkR/5h/uaubJ030ieXtIG8a1DWHmlpOEfbwer3dX1/ill8eRtFwuOBvYk52NXld1OLi6ajEH\n24hNrVm4fOXtfegQ5MVtv+0jpUDW0k/1bskD3Zrz5ZhyHukfP0LvlqDA3qQcLubYvXVRDQtu5cKq\npBS6z9vGc9uq1u5feraMJlhTlVp8joFbV+7FpbnWocEFCAl14aQtnwu5RXz7z3mCPlzL/9YeRjdr\nRWnzRn1QEM4ueiICvTDH7CL08cm4d+mIbvLDUgnp7S2G4qefoGcrePx+EcyfPr1i5Zi3G4RYIbGk\nuKHyT3GxyCJmZ8P8+dJKvrLBLS4WA282w8wXoEuYaBy4uEgC6JdfxBHQaqBbMGz4vWGS4SdPijft\nyOACdGgKp/dWUFqrMxRFJowbboCLp0CppuQ50Atcc+HggSs/V3mkpUGAxvGKQK+DFk6wY1PDnKsE\nDWt0Tx6CkBqkB4MDYfT10ja7PL77TgbPtm0STqiNZ3ouDvzUmpdPzsqV16uXx6VL4FRcMVxSGV6u\nkJNO8RdfynLzzBkJKXTvXmGzDh5OpD4+mDf7tMBDr2PrHb1If3402x8YWMpzXRqXxIG8HGZuPcms\nbafwdHNB6+4udKH338d2KRmTzkpcViGP/XmQFzYe5cHOFaX0NG+sYG1NbaxLcCq3gEStkbs6haPg\n+Fm6eumIL6z5OWo1Cocfuw6AkNnrKDRZaBvgyfwJ3RjZKoggb3cUDw/o0wGKCkVcZuxYAALd9FBy\nbnd3LacLCjiQmMXszUcBKkwgTTxcGBVZsR15ZVhtKiczC2ka4MrcY+d5P+aMw+0URQFfUU27p0s4\nG+/px1P9y3QQnt1wFFNqGk6BgfwysRsFL40j8ZEB/D6wGdNObSf0iUdQ3pgpCTWbDdyt4jhERTlO\n+oT6wOnDji9ar69ZIGruXDGuWq3oGYwZAU3LPQcXF/l8507xGP08oCjryrt8lEd2hvQgrA5aDfgr\non1SXwweDAW5kJ5a/bsb4ganjtT/XKtXiyJauAOP2o7wADjRQAa+BA0rA5aTAa1qMEwFRvApUU4C\nGaiPPy4/ZnPd4jT5ueB6mcs32qT8sL4oKiprMljtNibwKFlyBgfLj13QOTVVXsyEBLZeyKjQP6v7\n3C1VDpVlNJN1Kcduh8jv0KlqAtICmxMz2Xwhs+LnK1eKHgWQVT4kUQ3yii0YrVY0NcxdVquKi+by\nFDmNomB5dSK6WSvweOdPcl8ci8lqI+rzv9CGNMFpwABMe36DopL2OyUrmjFRZauVYou1NFyuK9dI\nMeP5MaWx17V39avSKt2O5Pwimn4kspN4Ap2p0Jq8Ckru20WnZXjLIIa3DOLu9iGkG4oJdnem+9wt\naFq2JK2wmF4lYuNdm3iz4Vw6XTydSH59ZtmxXr5RVmDz56NotajPPFNR3tBmQXn3HdyXrsTQJBTb\ny6/IpGz3aO2Ti0Ovq1xoZ8EC8AY63AOR5UpWFaWspY3VCjqltMNxveDuCcYaniGATi1TX6sPnJ0h\nMAR6BsHin4XnX5nG5eYMqXVkQlWG1SphnpwcSPyr+u3c9FBwSWxVAyUmG9bTdXGHmmhNqSboP0Q4\nu9OnCx3E3jBwypS6ncvLB4pqoJBkF4KzX8MQxH18pBNpTUu1SwZoW01i5+BBoZjNny8iQPZM786d\nEtONiZHlqcEAycnoQsOh/Luyb594OoWFUgrabzAMHi0l0B98AKNKuLELFohxL6nG+uaf8zXeltFi\n5ddDSbRz9YBqvFyA4kwrbb1rJ56u1SgceFQ83huX7MXNSUvX8AA0BQWYfv0NCgAbBHq6Mn1Aa14b\n3KaCBsF7m87yx6EU3h/eAdMrE0o/D/hgTYXzVMc6CPFw4faOTYnwdaO7jxe3tghlxmDH1V2qqkI2\nVfR6e4T6MCoymNhLUrVm7N6DZfFlL/nL288wO+YMa8+m4qbX0SHIC6ce3eFUOgQEou3aBV1UpBjK\n4mIxRmvXwgef42lW+aGFDtuqP4VXrNfLOJg/v6ytUeXuCy+9VFqhNrJViXdrBL75SRJ45T3CDh1k\nvOzdB8XI2K0vWraCTGoe/0alYbp9Kwq07QoXM4RvXFxcgcMOSKLcu55dL1avluc6ciRkIXFwRzBb\nwUnfoFVqDWt0ozpCcjUc2ZQcUAPFm42KkjjRY49JOeWVqA9FRkE6jh+WTYVDKTBsYsPMToGB4NMM\nkqqZXS9lg8kfujqgw5lMsGiReNwPPCBc07w8GcD9+kGnTtC3r1TpuLrC7A+xnEyANEoTOKUoLpb7\n1YbDEy8KZ/W552DtOjlenz5S5/7kkwBsv5hZbfsYEM/08Z4t8cxyorDQ8QSWkVFMUL6zCL7UEl2b\neDOiTSidg71wc9Jx4MEB7LxNkkeeJic6ajx5pEsYTlpNhZCG1aoy2MkfCmHaX8fQvLGiVJQG4H9r\nq1mal4OiKCy+qSfnnhyJp8aJwngrxmq8tNSUYlqp7tUKC8Wm5MBLL2G6fhS/HUsq5SBvO5eG7pHJ\naOZ9h+Gd9zj+6P9hXvgz5GngVCrWiZMw33QzyvvvS9uq996DXXvRJMOn13XgpvahnHhiGJ+N6iQn\nGjBA5EntSEqSfzdtkrjxkCGlRndDXBrpz48Wg5qAtFz/4AMR4bEv7wcMAJs34CGeY30RHg5hneFE\nNcntAiPk6eW9bggMHQ1nisBik0a3PXtKGMBeoZdYCO2713yMmmA0QseOUlgSGAhR0VCddkhSFkR2\n+Bcb3d59IUMPWZUKBrIK4EAu3DFZDEdUlMRuqqu2qQ2aNoUOg2DP+YqG12SB3fEQ2lu4ig0BRYFb\n7oOjhoqGV1UhLhUOG+HeJ6oWb+zaJYZ2wYLaV+PN/kiMbSKQgrxUIB6u4gxb4yHqOug/oOq+rVtL\n9d+8ecIAQQyvI5isNrp/s5mhEYE8FhlBxiETaWnF2Ep6i1ksNhIvGlBOwZMdWl228WJlbLi9Fx9d\n36n0/z2b+qLOmMTG2/rSPMuNhNNGiork5lRVJSfHzPkDhUwJjSD12VGlHl1KQTE/lQjvfLH3XK0T\nhADzJ3bjiYgWHNqey8w1J5m55SQpBUZMJhsX4w24xWt5tH1EBXqaqqqlZcdf7YuHiRNxeegBrEYj\nPh+s5cClHE6n52GZ9Sa2Bx9CCQ6CAH8xim99CH9fhC0n4O+tqGYzLw+IYmqnCCbqm7ByWB/u7ypZ\n8LYBnvyvdyvMr04g5sFB2F6biDpjEp3DA9AMHiwdov38JEx1/fXisd5yCwBPrj2COmMS3/frBmeB\nIsTRWLAATp+B4ymQ7gkBoQ2je6IocMcDkOErTIXygvI5hbAzCcbf0zChPJCikEE3wdYLwpkNCirT\nuN1/Bpwj6qcpceiQTFL2VcCNd0CyK1yolHQvMsGpQriuYRsINDxP99gxWPgZ+BWDuw7yLJDnDndO\nEUHpzEyZufv1k2qu3NwqpZq1hskES3+GI1vBVwM2IEeBvtfDuBsappNqeZw9C0vmQ2EKuChQaIOw\ndnDT3eLBlkdMjHgIVmvd6rnXroExY0vCIlZJ4E0cIcspF18YPunyxHd7NryEUvPnHX0YHRVcwbic\nzSrAx8WJgJIuCudzDPwWn8Sx/HzQgZNVoa+fHxNbhuBXA1WsrriQY+BoWh4aHWxISSfHZgKbQnNX\nVyaGh9A12LuUlZBpMJXGcYf8uJNuwV58XM6Q14Qv951j6ppynrEL4Ao9w33Ydz4HDBDp583ZtFzu\n6hTGV2O7YFNBr1Vwf/tP2WfbNhg4EPe778SiqljdPfBZvJCiDp0o3Pg3mtAQWvh5cO5iqozFrCyc\nunfDnHIJbr4eNq1nUpsmdPTy4qZmoXQpd2+OcCm/iFB7PHroUHlfym2vTH8J9Z13ubFdSKk2xoqT\nyUz6cy89I33Yl5YjYYcCYGuMODdjx0poqyHehbw8WL4UjsSAuyIOgc0NJt4NPXs1rFCMqoqw0Npf\nwMMkOZVTyXAiFdZuvvKwyaVLsoK4886K15ucDPM/B1sy+OvAbIMUBUbcAcPqqDp2TXqk5eTAoYOQ\nkwXBobKE/u23sr/93//J78uXi9bnrFlXdh470tJkSabVSva4IWJL1UFVJTFmMAglyJGgtKpK8UPn\nzjLB1AcWi9CItFo5V10G9vnzMH8eyrvvcXOncGb2iaBtgAc2FQb/sJ1lt/YiuBIjo9hixWix4aHX\noa0pu3aFeHfHaa5vFUS3EB9UVaXIYkWrKFX4weVRZLay9FgSN7ULxfPdP1l2ay8mtGmCroaJJ7/Y\nzJ+nU/B3deblbaeIDvbk01GdWB+XxoTFtZAajY+vOllmZqL57FNsj02BnBxco7vz49hOPJiokB8j\nx9R7exGktZH41gdoCguwPT+Ne7uEs2BSDdxc4NdjSSTmFfHMhqNE+rlzNqtQlr8lmsAA3DAJlksS\n1i4yZEeu0cQXe+M5nVnAj4cThOf7228yBhISJITVUO2zCgqEiunkBE2aNG5brqIi+S6KiiQUEBoq\nDKdZs66sMu3UKalAe+SRqn8zm0Un+WI8uLiJsFFlZ6o2uGaNKe2wWIRC1b27JI2aVOLVHj0q9Kob\nbqj/uf4NMJul9v3PP/89Kk+XLuHUqyfmxCT2PjyYs1mFjI4Kxqc63mUjYnN8Ou0CPTmXXciF3CLu\nKNclojJSCoyEzF5X7d8rG57K+P1EMstOJPNzJV1g+5BXFIVii5XcYguPrDlMW1833tt5xr5RzTey\nbx/06iW/L11auvR3evUVzG++VVpNpm3XlvFOBv640bHR/Sc5h5MZ+Xg662ju7UaXJt7YVLWU4eLW\nOhKLsRhTq0jYvJmmXi5M6RHBy4PaODzemJ93lVa54eoqCaNHH5XxGBgI338vob3okmfyxReloaj/\nDA4ckHfr8OFS2mGtEBMDv/8OH37YeNcGlzW6jd850m5My3VKrYKGoJr8G1BQILKTv/zy7zG4ACEh\nmPf/A02a8M6OU2y/mMWYuCZ8N74rTnWM1dYHuUYz8w9e5NNRneg/fzsAXi5OjI0Mdrj97N3nSn//\nelwXInzciUnKZuZm0Vewt2GvDIPZwoifYtDptPx1V9Uy8PL7OOu0BOm0/HFzNKtOp/Bc/9Z8uPP0\n5W+mZ0+UOV+hBgVXcBjMs96E4ydKV1vWe+5l+csvM7uJdwXltou5Bj7aFceU6BZ4OesqqK1pFAU/\nVyeyisyMdypiX2Yu5zZvBiD2ketKO0Y7wtfjutD8EymVpqhIwhRQsQ9beUydirJ5M+qyZWWf5eY2\nWlPGBkG3bhKXPX9eVp3BjsdPBVitEm6523Hx0tVE43m6GRlSC75okWQga4rBbNsGv/4qS/L/KlRV\nRDoWLJBs9b8RsbEo/fuhGqXp3o4HBpBttDC8ZWCFpomNBYPZwo6LWYxsFcS0jUf5IOYsk/u2Zu5I\nx61kLDYbJqsNN6eKvkGxxUqO0VwlNGLH2KX7WHNCGABRfu6c/p/E5OKyCgl01+PloETaLtgDiCdV\nn0RNWpqEg/z9JX44bBhNvd248OQIbKrKhF9289MNPdh5MYsJbZo4nDi++uc8T/x5kH8eGYKzVkPH\nOVIVZXx5fI2hGDsKTRZ+PJTAoOb+TPhlN+eyy2hl7w/vQE6xmbe3n2ZyjxZ8W5laaKe6/duhqsLU\n+Omny7fYWbdOtvv558a/rmsSXoiNlaD7kiWShdVfJhFTWCiBbE/PquGH/wpmzpQY4H33XesrqR6q\nCvfdCz8tZHRkMH/c1otH/zzE7JEdmXfgAs/3i6wx0VNf/HToIjYV7usqHSGKLVb0Wg0f7TtPUzen\nCg0p7UgpMPLZnnMEuTszsU2TKj3HKqPIbMXtbWnzo9Mo5L80Dmethqe3nuHTrceZEh3BV2Orsmbs\nRRjKpEmolaQ26wxVFWbOunUSEzx2TChKwK6HBqFVFHqE1l4NLqvIxC9HE3m855X17lJVFc0bKxjc\n3B+9VsPvt/XG8x1JFua8MBaf94QHq86YhOtbKzFaShgPBkPD6Bs0JiwW6Tx85Ai88ILjbS5cEP2I\ntm2vzv1cdaNrMMD//ichg7rMKvv3w+uvS+zpv4YNGyRZ6ObWuEm8+uL++yUJMXIkzX3cOP9/0nk2\nw1DMz4cTGdDMn8VHE3lnWHupBmtgAxyfXYjZptLav2KhRYvP/+JCVgFP9o3ixb6tSosVlp+8xA1L\nKia9vhjdmSd61Wx8bvh1P8uPJ9IuyIsTaXn888hglhxP4f0dpwAwvzqhQhKuwGQpNUIUFlasIrtS\nFBeLeFNYmKz2tm2DffswvzIB3VUM6ZSHqqok5xt5eOUB1sVJuM8eF7fYbOg0Gr7Ye64iH/oatYyq\nEzIyhJWQkCDKhJUTrBs3Sl3A//53da7nqgre5OTIkmrGjLq78dHRIue4ZEmDXlKjw2Yru+Z/s8HN\nyoK335bl2OzZXMgxkF1kIimviAA3Zwa3CMBstXF7x6bMP3CB6ZuOcyazgNSChou3v/DXMdwddA8+\nOFm67n626wy9f95DjtFMaoGxisH1d9PzaHSLy57nj1uiiX1kCPElfPEec7fy3rB2bL5vAOvu6luF\n9TB2kfRmY+XK+htcVZV4o71gITZWfu8s1YqWa2jEFEXBQ6/jVFYhAJOjy0TS7c/k0R4tuPjUSLo2\nkbGsGXV9w+g3NCYCAiRmvXSpjPPyuheLFglN9WoZ3Fqg4RJpb70lLIWDB6U/05VAVSWeduutjd4c\nrkFw6pRUhK1c+e+/3lmzpNb87rvhmWfg2Wfxe19Ka110mtIlpTpjEj1CfMgviQn6ujhhtNiIDvWh\nc7BXvbzfZ/tGOkwCZRWZiPB151JEFGlt2tDks+VYbWXG6euxXbi7c3ipTm9t0C3Eh+OPD6PT15u5\nqZOIAQ2ppp38wBaBbLuQKdzxK4HFItTHwEC4917JT/ToIWWs8fEyNkoKZ5yvkZdrh7eLE8MjAvg2\nu5DRDloWOWk1hHu7MSyyCQdTcrGt3yCVj198cQ2utg7Q6+GHH2D2bPk+XnhBVt3R0f+67sMNMwKW\nLJGZvFu36rOktYG/v2gyjB7972c0JCQIP3H27H+/wT1xQvied9zh8M+lMbwSKIqCl7MTU3u15K7O\n4QS46fFy1jFyYQyHU3PZFJ+OwVy3gbw3KZv5By+WsiWWHU8mJiGTVacuEfX5X1zq3B3jM89RvHAR\nxUt/w/rCi3h5upH49PU8Gh1RJ4NrR4SvO9nTxjBvTM0FFW9tPSm/1KWHn9EoGfGpU4W18uqrUgyz\ndKkkjkePlsz6kRI1rJJy3MaMmduxLSGb237/B5A4ekql1cqGOKm88tDrHIoBmaw2ZpeEYgBcdmxr\nxKttYEydKsLvzz8vP/v2ScuvfxHq7+kaDHKjW7bA+PH1vyIvL3jzTSFfh4dffvtrhZ07JZY0deq1\nvpLLY/dueenvvLPss8OHS5e8dnQKckwTmthW6EyLb4rG29mJ+1fE0iXYm3v/2MuPN3QnPttA+0DP\nGg1Kh0BPnunTqvT//7f+CEl5ZV0UjOs2gIsLbtcNxrBlGz2imrL4/n409apf4uPDmLMUWay8cd1l\nFOwm1cz5BWQl9uOPYlBHjJBuB337ipe1oYSmVZ5M36uXJIh37SrVdb7+13+4oaU/wyMCiPSrnYjQ\n5RCTkEn/+dvJfXEs849e4rUNh8k3WVh6JKHs0stxmn+/rRfuTlrmxp4n3Nu1tG2QHc5vriz9/bYO\nTVlyyIGM4vHjaH79FVvfPjCyds1IrwqcnYUppapifFu1uvw+Vxn183SnT5clWXr6lYnWVIfu3eG2\n22onZn4t8Oij4tH/Fwzujh2y7C1vcEESf5VwND2PkT/trPZQAW7OOGk1/HxjNN4uOh7u3hyrTeXh\nVQfIMZp5YEUsJquN4+lVRY9e2XxCqqxKcGbqcN4f0QEfH09cWkXg2rkjroH+GLZsI+XZUey9I7rW\nRslqU7nj9/1sOZ9RJYExrX8ULw1oze3L9rPgaFXBlvxiMxqNRqq/ykNVZVm6Zo2Eke67T5TC8vPF\ns927V2hKd91VcxzY1VWM8o8/wqlTbHj4aab8eZCoz//iSGpure7vcohJED0Q73dXs+jgefIryV4e\nf3xYhf93D/GhTYAns0d2Yt3ZNH45WvaePfrnQfmlxEOfaOcPr1yJ5o7bpRT+kUegQwdsr78O149C\n+8nHaBq74KAucHKSn2++EcrevwxXxl6w2SQ2+OKLUnMeHe14u/rAZpPqmdGjr6wUr7Fw5Ii8jO3b\nN4yCU2Nj716h7w0fXvFzVXWo33BXpzAW3lj377PAZGHHxUwi/dyZtvEYs65rx0e7z/LOsA4cSc2j\ntb877npdFR2HTIOJfcnZZBWZ6B7ig7ezUxWpxcth9ekUxi3eDUjDx32XcukZ4k3bAE/+PpfO8JKJ\n5NuJ3Xm4a8V8Q2nL9dRUCRfs3SvUxVWr5Dt2cRFlvObNJfxwJap1jz8uDkpYCSVOVeGHH/B59ikO\n3deHZtV1WqkDyrcxsuPVQW14sFvzalXUAE5nFuDlrEMBgj1cyo6jSoOAB7o24/uDFx3u2z7Qk+Pp\nZR2BdU8/heWjjx1ue9VgsYjS3ldfibNx+rSEfpYsuXphwAZnL9hsUrpbWCgE8MYwuFA2uO2xs38D\n8vJEN6Jt2/+GwV2zRmhLlQ0uVDsAfz5yZasLD72OUZHBRPp58PttvWnu48aTvVqRWmBk6/l0+s/f\nzv3L/2FPYhbv7zxDfHYhW89noNcq9Grqy52dwmkb4FlngwswsHlZLLaJhzP3/r6fXiUVb9dFlCXP\nxrYK4lK+kbNZBWy/kMGaMyn8eiwJRaMRts2qVaJv4eUlTI+HH5ZkWHS0vMBXKhN6yy0VK7wUBR54\ngPxnn+fu9SdLP1ZVlYRcQ52U1OwonD6uymeztp2q0eACtPb3YFN8Oh/uqtoaiS++IF3REeSgCCXY\n3ZlvxlUsILF8/Inc2xEH4YirhZQUyV8EBsq1REZKq/r162WF8i9A3T3dr76Cd96RRNLVwPvvy/Ks\nvPDHtcD+/bBiRf3Fea4WVFVizmlp1Yd+fHyk5LPyrpfRNKj7pagk5hXRxMOFtMJizucY0GoU/knO\nIczLlY3n0hjUPIB9ydmMbBnE0bQ8+oX7EZ9joGOQFykFRpp7u5FuKKappyu5xWa8nJ3ILjLh7eJE\nVpGJvZdyuZBdyPCIQEYujAGE0+ui0/DwKlky39M5nLFRwaQUFNM7zJdCk5UOQZ50WrCbjNXry7QU\nGho5ObJi2769ojhMcTFuEc35a3Qb+ob78fGeOJ5ZJwYr/6Vx1Qq1Xw6nMwto88VfPBodwdcOCkEq\nQ1VVkvKNrDubyjMbj1HQuSvqnr1CtQoI4Pdbe3Hj0r18Mboz0aE+HEnL4/pWQYR7u7H6bCrjft5V\n4Xju48dSuPIa8O0vXZKS7J07xSEsjxdekEm0WbPGd5gaVHuhb1/pwxQXd/ltMzKEkFxUJMuqNm2u\nzFOYPFlEZPbsgd69HW+jqqIylp0tS8Pw8KoPvT5ITZVjjippimgyyf1pNDKjNuS5HMFgkHN6etb+\nXDt3yoS1cmX12zgwuCDlus5abYOpjH0be4HzOQbeHtaepl6upcmxPmF+WGw2xrVuQrHVypAWAZis\nNoLcndFqFPxc9eQXW0gvNFFktpKQV0SBycrJjHzaBnhyJrNA/s0qoFOgJ+5aDX6uer4b35VvYs/T\nIciLCzll5a/zJ3RFRamiNzEkzIffNm5sWKOrqjL27YmdBQtKWuiUe+WcnSl6+RVe/uoDNoX7MSGq\nCX8l5ZFfYMCthM/89T/nWX0hm1U3OhDILz2VSr7JgoKsOFr7e9Rp4lQUBWet0AZVRUF96mn5g590\nZ7hx6V5SnxtNkLszqqrSys8do8WGwWxhbGQwPZv6sa+cznThqtUSB68Pk0luTAxpZqZo9TZrVr2i\nmV09LCbGsZ157z1RNfzwQ4n1OjrXxYvSe1FRoFVkoyXya+fpWizw9deSMBg1quYYq6rCxvXw11II\ntIkOZhbg3w4eekKaK9YVe/aIl/n221X/lpQEP38HeeeleV6RCvoguPuxuunY1oRXXhEZudtvh/Vr\nYMda0JtFv1fjCcNvgEGDGz5mdPIkrP4VkuNArwHVGXoMhvGTqgqml4eqysQYGFhzwUb5Y8oKAAAg\nAElEQVTl69VBRJgbg1v5g0Uh2teHm1uFVqtxUFuYrTYKTJbSFu42VWVXUhZrk1NJKjJiU1WiPDwY\nHx5M56CqmrOnMwto+9XfqDaVIW2aEuqsYXK35kT6uRPs7lyjaI+qqjT7ZD3XtQlA66bBikqAXs+w\n4ECGNRfNCZ/3VpNrNMOUKSj5eagfzq6diIoj5OfDn8vhn+2AGdBC+x7g7if83WXLJKs+b55sv2kT\nXpMmkPtMVc3W17ecZObWk4T7e3Fx6tAqf7epKpsvpLMqKYVcxYKiQoBGz6TwUPo29a0zPe3gpRy6\nzd0ihquvCAUp/n6oWdkcmTIUJ63Cj2cTSFaNKDrIyzUTYHXmm13nqx5s1ix5b64UWVmw8DtIOQEe\ninTKUL3h1odKS6pLYTLJyvvQIbjxxuqPabPJcb/6Sjpr20XXLRZYshCObgE7dTkd6DAYbr3r8jIG\nlVHvMmCLRehFN9wgEoyXu4BNf8HfC2Bgs7KWzaoKBy4CreHpF6/MOKWmCltg8eKy2S45GT6fBa0V\naBFYdtykLNiXBy++Wz8tB1WVwfPgg6JeP/dzyDsM3ZqCPSGUUwg7E2DE/TByVI2HqxO2bYXV86Gz\nN4SW6OgWmWD/BXBrB088V73hPX9e2r9UEsGugvJ/8wQiAG94fmAkekVDyiUjmosK09pF1Yve1H/+\nNuaM7ULnYG8sNhtzj5xnN9kEROjx9NShqpCTYyY7zsRE7xBuigotuTyF7w4nMvmP/ShNmqCmpFQ5\n9kPdmvPdhOq9wD3JWXwVH49zSw3BQS5oNFBUZCMtwUizHDee7xqJm5MO3SyRUvRzc6bwrrspnvtd\n3W80Kws+fwc8M6BtE2mgaLbCuVSIs8D4B2DQINn27FmhM33yCTz9tEPPtP/324m5mEn2C2OryHCq\nqsr3xy6yyZJOcCuXkueoUlBgJe1sMSOcA7mnXXitDe/KU5eY+MseoRF+842sKhVFnK0pU3DSwi2D\nwvDvqMfX14mzWYUsOpwIOUAcUAj6yFaYzpasgk+evHJPt6gI3psB/pnQMaxsnKbnwf5MuPNp6FIu\nnjxzpryftemzaLOJ0b31Vomzu7jAH8sgdhkMiZTOxiDdaPach7DBcM+DdbNZ9U6kjRkjZYwXLlze\n4ObkwPol0D+szOCWXATdmkHKMTh3rvr9a0JQkCSxzp0TY6iqsHgeRAERQRUfSlM/aOcMK3+9snPZ\nUVgoWWtfX9j8N+Qehr4tygwugI87DGsFfy+ViaEhkJgIq3+AwaFyL/Z7c9XDgEiwnIX1qx3vq6qy\nMli//vIDZU9Jma0b0AYY2AG0UGSxodNpCAt3w62Dji9OxmO0XFky06aqrL+7H+0DhQu68Xwau7VZ\nRHR2w8vLCUVR0GgU/Pz0tOjuzsq8FB5dexjNGyvo8d02Jv+xH4B7wj14a2h7Ft7Qg8Snr8f62kRM\nr0yo0eCmFhiZG3+eWK9csnVmtFrRk3Bz09KijTtJwUUsOJmAVqPw9739GdkqiFNPDEW7ZEndx6mq\nws/zICgXujcXgwvgpIU2odDHD2aWy0sclfbySmws3tV05tj5wEDUGZMc6h7HpuSw2ZROy87ueHqK\nE6IoCp6eOiK6uLHRmMbe5OzLXrbRYuWpdUfE4AYFSdnyhx+W9Wkr8SqHdQ6iSTdn/Pz0KIrCoqOJ\nYj38gEjAGUxr1kpYy2KpX2hh2xZwTYNO4RXHcKAX9A6EJd+WNeNctkx6LdZWaEqjEefts88keVpQ\nALvWQv+IMoML8nvvFnByqzAgGhA1G91bbpEvoDKHsTociIUAc9mAKw9FgTA9nDx+BZdZsn///lJl\ncvKkxF+yz4nBdYTIYDh9oKyZXV2RkSFLrDvvlLjcllXQJcSxIXNxghAVDuy/snNVxtaNEKGr/jl2\nDoWYDY7LG/PzpVClNjNzr17i1fQIAw9KwzGxKWWxXh8fJ3J8TBy+Qk7psbQ8hi7YgU6jwWy1sTI5\nhaZRrg49MK1WwbeVE+uSZfKKLYkTzhrRiQVjOjJ9YGvu6hxOUy9XNErV2OyFHAPKzOXoZq1AVVU2\nJ6ajhMMNHUNo7cBTD2vuyj9F2aQUGBkaEcj6u/sR4ObMM9HNcH35pbrdaFISXDoGbUMc/93PA4a3\nKXvjxo4FqxX1p594smeE431qwLrkNPwi9GgcxN01GoXASGeWJ1yq0eOKScgk7OttfPrPBVlqp6ZK\nzuC336Q78aFDkjQH1uWm4enpBKjM3FrGuKBzZ/ABpW2whLL69at/jmPfFmhdtUQZkOfoVQgHD4jX\nGhsrOZ+6ama8/joMGyYG29ta0Um0Q6uBlm6wa0sdb6Bm1Gx0MzNleV7bJXrccQiuYRnq6QJZVZeI\ntYaiSDB8/37RxvRVqzcuWg24KbLkqysSE0UVavduIVmnpYHWCDXFNv3cITG+7udyhNOHIayGklRX\nPThZ5PspD1WVhMFbb9V+4IcEQUEJTayk1XXMxcwK1WJ6Hy1n8wsd7X1ZRPl7sO2BgQCkFRZjcrHh\n7Fz9tfn4ONG7uTddw/zZO3kQR6YM5ZV+tasqsmvOWm0q+jdXcsfqf/Dx07MvOdthg05FUcAXEnIr\nTszTekWgW7sWjh9H+XoOzr7euE8cL7zxxYtl0q+MS5fAR6l5smsRBEN6S0sYnQ799Bfp0CyQV6rp\nAlET4gsK8fKqFHJAldg04OmpI8VaTIGp6sRstam8vvMso/84ROa8BbKiy8urKGwzYIDEtQdIA9TW\nrbw4mpbHzK0l5cFhYSJs1bs3yqCBqLdd3zCMJpsNMlKhJqpbkCsc2C0GfubMMv5zXaDTiV3r3BlM\nOdXXJIT4wrkTdT9+DajZ6G7aJEuO2sKQDw4EokthtYFTPekaiiIPKiwUTJfxYq1q3fs32WzCgkhL\nKwu0m0zgdBnP0aY2HIuh2CjL0pqgUvUFt9nEW62L2ll+rsNR8N2BCxU9mmqgzFzusALNjhlbTjK3\nRCTbqqq1Yoa7O+vYc39/eob60bGa0mSAhFxDBaNi/31YRCCWEsEcg9lCr1Bf+odLJn7m1pMV7kvV\nlFxXOXg6O5Gfmw8dOhD59utsu7kbH1gSmPTlO4z58DVce0bjMXqkaFqUHkgFLjNGtBoYMVwKMBYv\nxuf7eWy5LbrOnZahqoaDisryk5f4ZE8c38WeR1EUFC2YbRXv7XRmAS2+3cF72U7k33AzXq+9jMbV\nFUXvJGG0pUtlw6FDReTG1xftuLFYTBaW2VuwT5tW1jI+NBR16FB5PxpC+FxRQKur2OG7MqxmSE6S\na61PfzYXF2mttS+2qgNjh7MODA3L721YySMvPzDU8OCzjBDeALXQXbqA1gk276p+myITWPR1EzEB\neO01UYx67LGyz3x8pPNvTaT19EJoUU+KjB3BYVXb2JeHoRhszlXv7c47ZRDVxfhHtIZqnFi7Ipgp\n10pLj+rFwx9YcaDav708sDVPlIhvB7o5QyFYrdU/x/x8C6HOLjUaIlVVuWnpHpp9sqFMBxdYcbtQ\nCv+OF50DZ5sWS5FKQl4Rv5+8RH6xuXTbYqtV2v3kKQRX0/6mhY8bR+7tTa+mvkzpGcEf4zqwenxH\nEh8fzP+Td95hUlRZG/9Vh8k5JyYw5DhkBSSLCggqqKtizpjDuqY17eLqqquunxgwYlYUFJScc4Yh\nMznnPJ1DfX/cydPd0z30AOO+z8Oj011ddav71rnnnvC+L1oKRcfaO+/A11+LrXmluXmO6PXC+922\nTezKACrqIC5ZvHbjjbw/qVeTGrOr6OXnS3V18/3kVutILRGLX0GdnqyKelQmiQBPYZRMFiv/2pXB\nsCW7Kbj/IfQHDiF/9hmTDZU8M743IYH+ePdObq2Y8eyzcPnlWBISyczSInl4iOfDFhG4TmFbpNVV\nSBLE94RS+ws5+cXiX2fZDFsiOhpGTBFUBtu2tX9fa4SATioP24F7NdL6DYGNu0QWvC10RihXtS/3\n6CxmzYIjG+DXFXDp1PYxnZPFMOYy11bCLVsE72bbcwUFQVw/yM6xHUOu10OFBwwb7vp92MJFk2Ht\nhxAV1N6blWVILYRx17Q2rjqdKNFxVc5+8GCIGQaGQ6K8rwX6hvpRV2fGr1LFkF72Pc69BVWsSiuh\n3mhmSlJ4k2y6LMsM+WATB+6ZRKiPB95qJRNCw9icU05Cz/bbR1mWKc8yck9MosMhF9bp+eVkEQAP\nXdy76fXZfaMpefIKIt9cBcCAoACMuVZiR3gxp28Ub+wUXVeJYQF4KpWUlRmIt3iTYGMr66jONcTb\ngyfH9sYKrFr8Nj6eHpysqCe3pgLrQT9UCSGYGrL40UF+FFXXQ+oxKPSDeydBn4Hw6adc+9M+7htZ\nxgczXZcGuiwmgv9kpxMcrEahkIgP8ibcx4MyrRGAjCwN94f1RKVQUGswMeTDzZTEJaA/eFjU38bE\ngq8v61b8yu8xsZj/MUcs2C3nm4+PCKUMGgRe9yIPVdkOn1RrQO/TsWSOsxg7DVb+H0TbmP+//AKG\nGHj67+65Vnw8eISDTx0MihK5opbGPLcC+k12z7Ua4F5PN2UYGENFyVZLmC2wJw+mznUf0XdwMIyf\nBRp/MJlFCACEUTpTDHWhMN0FpVBZFoTH9fWiCaEtrr4RTpuguA2hc40WdhTC7Fsd68C5gtFjICxF\nlKy0jMmZLKJkTN0bLm1Tnnb77aKEzpVFpq4O6a03RWldgRfccHvzezJ4GhVUHTWyoE9SO52yRjS2\n4M74dhfXLd1H2Bt/NL2nN1tJvX9ykxEGmNsrhphSL3IyNJhbUErq9Rayjmm5WApmbFyIzWt9sC+L\nwjodMf5ebLltPOa/z+G/01t3250ub+YCuHpgLNeGx5JxUMu7W5sbem7sF0VRoR75jMw9/RKdls1p\ni6fG9mbTtcP5ffYgMm+/iAN/GUf4CR2jSqv429jevDixH/cMjWNSTBjS78dg7BxIShKk2z+JypoP\n92d3qjJkaGQgk73CyTqmwWCwICFx74hEhkYFQjWoshXM7ilyMd8ezSenWoP+t5WiTM3fX7Sya7Vo\n//4i5jffEqVstr6Hyy+HUaOgygjH9NC2IqJWB7tL4Kpb3NfpNXwERKTAgVwRtgPxfJ44ARH9YODk\ns2+8aIRCAVffAie1YFWIPI61YV7W6iBPhglTHZ/DRbhfricnBxa/CcF1EO4ntsI5Rhh2Gcz7S+f7\n123BbIafvoMv34KeftCnN1TJ4JcEty0QzQHOoK5OSNl8/bVjDaX0dPjmI5DLRZJODxh8xIQb5eYW\nUoMBfvsF9q0XlQUA9cDwyTBnbutx5uYKryQoyCWjK/3nLeQnnhR/+PvBvfPh5D44eoD+/n78JSGO\nm3v1cKhLZrJY8WigArS+MEe0oDZQBW7KKmPR/ix+urb1d1NvNLMsvZAtFRXIPjJYwdOgYE5sNFMT\nwtspOwDUGkwEviYSfW3ldlrdUwviF+2zV+KlUnCguJpFJzJJ1dQyNDYQq04mxS+IG3rHOVTW7QzK\ntQa+S8vnYF01Cl8FslmmqFjPJlMohkNHm3cnixaJjqfZs7lpSA++vtq2RLsjWKwy67JLWF5YhMlX\nBhUcTq/h4Kkadswfz9gegnfiqY0neWP81fDqv+D0aXxnzyJSX09mbkNSe/NmIctuC7KMcugQLCnD\n4OGHYfVSMJWAb0PDgtYTrroVxlzk+pflCDodfPMZZO6DMMBkhPUHYMatcPfDnWuycoStW+D3LyFO\ngoO7RBjIGAHz7nX92T4vwpQ1NbBnJ+SmQ0AoDB8tVtiuYvnJyxNf2nffwRtviu4xZ+OajS3EGRn2\nJ15LmM1CDaCmRvzwSUld28tdXy9igyDiT7Ym25tvCoN7112unbvt71FTI1QlGrqlrC/Mcaq4/rqf\n9vLTicJ2W/KSej2BXmq7SsN6s4VyrRGlJBHu62HXkAKcKq+j//sbAFh/8zim2lA9ABj76VZ25VdS\n+PjlrchzxizezHszhhLt50mwt0eneQ2cRZ3BRIXOhIdSwk+tYtovh0m95iYMrzUoRR8+LGLymzej\nuv02Dt8ziYEOkoYt8cTao9QazHw8KwVJkjCYLRTU6TFZrJwoq+OaH/cCYP77HJQKiff3ZvLXsMHo\n/rEQr+EpvDs+iXuGJVCmMRDx5ipR7fLss7Yv1pKNLjlZqDPExIiqIJ+GkIKj7sizQWNr7uKPIe0M\n/GOhCJ+503FrieJi2LsLjh6EmHjx77JOcAWfF6N7PmA0ivZFPz+RDHDW4zt8WFC/rVjRtePrKpw5\nIzKvDW2bLqGlQW1o/VT07Ik1K4uZvSNJiQrkmfF9OlRtqNQZWZVewk2DW/eqP7r6KBMSQrmm/9lT\nc9626jhf7k0DIP+xy+ySm8uybHOhqNGbUCmkTilQuAO78yuZti4TzW8rkX77FXn+zWKR/Pjjpjh8\n7dMz8XdU/QOcLKtjwCKx+NhaFC1WGZ9XV2C0WLlxSDxfzE7hgXUn+NYjEmQrT3vX8fxYcb1SjUHE\nv2trbYfUGuDh64NR26JS6MwZ6N3b7vFuRSO9q0olwjLnCuvXi4T6U0+57iyeU2HK8wkPD+Gp/ve/\nIgzgzIKxc6fwWn/9tevH11XIz29duuQKWhIIJYnspzVL1Br/nlbCwm1n+COt4y67EG+PdgYXYMGo\nJK6y1yzgIt6d3AeAcF9Ph2oS9jzzp9YfZ31mWYfXqdabeH9vJpuyOj7WFYyJDSbQoIWUFOQXXhQe\nYmON6b59AAS8ZqfLsAVuXNms1Nv2Xovr9fi/tpLPZw9DkuDhUYlM+GIbi/eko5swkV6FOTzToN7x\n9t4s5v/WQFgeEGD7eSkthWPHUPm0+b7dlbvoCDU1oklJls+twQVBh3rffaIhy83SYX8eowtiRVqy\nRHBFvPCC42ONRhEX9ffvuu1KVyMzUwh53nFH5z7fWMoEzS3ea9a0OuSZjSeRXl7e9O+5jc51FBrM\nFq79aa/bNkuBXmq+vmYE6Q+15wa++peDSC8v5/Lv9tj4pMB/pg9qxbtrDyM+2cKDq1K54Rc3dRc2\nQJIk+gT7IKlUeE6dgufkScKYjBolRCwXLCDATjtwSxzJE4vBplvHt3tva04FOpOFm5YdYM7AHoyJ\nC2F3vkh8eb33X5bOHIBSITH4o808vuoI684UNX+4tlZ0ojUsurz3HkRGIl15JYrA5rCH94hhYr41\ntgl3FY4fhzlzhPBrtHsWbpcRGCjsyZ49dhn5OoNuam06wIwZghLy00/tK4EuWCBiwbYIvrsLPDzO\nrkyn5RaxgcaP6dNb1VsOiGquNkkK9uHVbWe48ef95NY0UybaQp3RzMobLnIbPSTATYN7EGBj+738\nqFA2CHXQMfjlkVw+2Ndxx2BmRT09Q3zJf8z9ul+brh/JyutGYtiwEcPQFFGKtXUrlJUh/fgjtTpj\nKxVkW5iYIDy+r1Lbqzlcv1R4zIGeah4dkUBRnfDQPPr15ZWxSfQK8UOWZY4VV3Pr0HjmD43nuYn9\nAJBmzRJt/z17Cufl4YcBkLOzqc/IbrqGbuG/hIeuUHRd+HHRIhEzXr36/Iu+9uolQg0ZGW673z9P\nTLct9HrRX/3EE2L71DLZtWqV8C5CQs6uo+V8oqRExATPVv59+nRYt07EtGc1qA+0ON+HM4dya0o8\nHkoFCklqqg54/OJk3ppuX2V3xekidhdUsXBK1yux7i+sQqVQkBJlvxxRZzJTqTM1hSakl5czNj6U\nHQ0tyo3424YTKIAr+0QytoeLjTVO4qn1J/ghrZQyk4x+3nXINTVNnWDH7p/iMKG2LqOU6V/v5O8T\n+rYT28yq0lClNzE8Wmz/j5XWMviDjQQFB1C0YGJTQrNl3DuvRkv8O2vtXk8Z3wNLbov23o8+Ehpp\nM2YIqtUU12uM7UKWRRxVpxOdlReSMO3SpWJsDVwUDvE/k0izh4ULRXLtkUfE37IsKOBefPH8bVvc\nAZ1ObMHOVi6ppET0oLdMjixeLB6sBszsE8XKG0RJkCzLyNBhbevx0lp6BHrb9EzPBxoXi023jifa\nz5N+DZUQbSsuGo8bmRjBvlvHdumYjhTXkPLRJgCC/LyJ8FSy7PrRDAh3XMWwIbOMyUlhDn8DWZaZ\n99NefjlZxP1j+7LoUsdqyO/vzeTBVantXn95ygAeG53UHG9utAkWC6xcKZyXznAftB+wSAjffrto\ngFBfGPOmCfX1gh4gLU20SDvC/0wizR7+9je44QYRh6qoELzA77zTvQ2u0Shaod1RIB4ZKSZ8y1DD\n3XejHNLsxf5+ppmkSJIkp5oJPtifxenyC0OTytriAXhvfxaDP9lm8z2AnEens+7msey5pRPVIC5i\naFQg4xPCGBkTxCMjEzj94LQODS7A1J7h7X6DR3dk4fnqSs5UiO9chqbE4eXxHSe+Hhjdk0P3Nnde\nvTSxH14qBY+OTuL5TQ2J2gMHmj+gVIoSq/LyDs/tFN54A77/Xuy4LjSDC8Jx8/QU7Gv2QpZO4s9v\ndBtLTebOFexkt97adXWF5wqFhc2qtV0EyzffNv3/jjsucXCkjc9aZa4bGMuoWDf04rsBr+1q7kaz\nmK2oZs4AvR7PxHg+OJjT6tj4QB+m9YzodJeaq9h223h23DGBgWFn91tmV9RjNJkp0wjuE4Uk8XGD\ncKSvnW7CthgS2WzwX9pyCr3Zyi8ni/jvnkxhcIa3aXO/915BivXNN50fuF4vdqO33ioalC5kRESI\nBqobbxS7zE7iz290QQT9ExOFuKWnp+hA6864+273EabbQwsBTldjmxU6I/+3t5Nk9V2AljSVv54u\nQvf7H3g89VcMf6zmwZWH23m75xpKSWJtZik6k3PtwHvyK5FeXs6+guaW3OWzByO/eBXj4pt/q58z\nRTv+oAjnDPovjSxiDbhxcBy3/3pQ/GEvez97Nlx6aecoVMvKmvXPgoPd32XWVXjxRZEnyuo4MWsL\n/xtG98QJQdxx7JiIgY4fL4iPuyN27xZlLO7qPbeHRoo/cFkSvM5g5h+THccQzyUW7WkjpGowYvzq\na+jfH5+hg1l8qH0lwLmEUiHx1NjeLD9V1OGxBrOFiz7dCsDoT7bwycFsu8fuKhQ8Ic60OpdpDDy4\n6QxcdRVJ0aEUPn453x5twbNsr+uyVy/RCWpL7NERLBbxuRUrhDPkqg7Z+cTAgbB2LWza1KmP//mN\nrtUqYqBWq4hDRUTArl3w/vsiEdDdsHVr5yWPnEFuLr7jWscz/7H1tEunOFRcbZM0/Hzh7ctbV1mk\n3jcZH6sZVq1C+8FH3LfikMsLi7uhkCSniG+q9a2dhRsH205imSxW8ksqmdo3psNW7gqtkYg3V1E5\nfDQsX84jQ2KaOYbnzhWVCo7w4IOi3Gzdug7HD4ik1KhRovqmJYVqd8Kdd4rmonvvdfmjf/7qhRdf\nFDpnbRsIjh8XW4S1a0U8qTuUjm3dKhaQrqwtrq62y4v647xRjIgJoqcDAhwQ2fURMUE2tb3OJ6SX\nl+OhVmF4dhZr0ku4/JtmPub3rhjCg6PdRE3YSXx5OJf4QG8mJzkmasqq0qBSSPQItK2uYLHK9Hxv\nPbV6I8VPXI6nHe4LgE8P5nDXigY+5I0bYcoUVt5wEVN7huO9cIVwUC5ygsxm3z4h79MR/8d334mm\ng5QUx6ri3QFGo2hOCg4WfC+N+J+uXkhNhQcesC3LPHCgaGdMSxMZ2KqORfzOOySp67vn2rR4qnyb\nH+zrlu7jnhWHOzzF8tOtCcMvJBhNZqSXl1NYp+f+sc0hmodWpdqUtjmXqNabmLJkB9LLy/nmqH3p\nm6RgX7sGF+DK73eTW63hx3mjHBpcgJuGNHjKY8bABx8AokTwpc0N6hqjRjk3+FGjxDP15JO23zeZ\nxM4yOVk0YHR3gwsiJDJ0qChzq67u+PgGdN0TXF4uSkwOHux6gybLok88O7t1kuzjj0Ww216vuL8/\nvPaa0F1bvFjEmZyB1Sq+ZDf3ZDu83p49TZ5IV0N5RTNX7/p5rdV2N2SVOexGqzOYuLRnuEOjcL7Q\n2DQAcMdvh/j3xN7kteg8u+rX9nWqLaExmhn3+TYyq1pLbVisMhd/thXp5eVnlZSLbcGK9va+HAdH\ntodVlrFYZcxWK6vSSnhgVBKXJncstXXDzw3tzu+9J+TWAfU/fuX1HYJcyCZbn8kk5n/bvMigQTB/\nfvukW0WF+Pfbb6Kut18/529Mrxd0sYWFzj+fnYVWKxy1vXtFt6ozv6WXF2zfLrrojhxx6jLu31Nb\nLPDbz7B7lZBnliWolGDy1XD5TPe39eXkwA+fQVUueCmg3gr9xsCJNEFX58yKet99YqswapQIN9gj\n1zAaYd1q2L4aZD2YZOjRB2Zf7z7W/JbIyIA1y4Xgp04LqGH3LkFy7m6PV6OBTevh4A4s/WPhWDAU\nVHH9z/sx/X02/m+tRa8Vi0y/9zegeWaWzVhhld7E9twKZve1XwctyzJHS2tZW1hKZr0Gs0VmRGgQ\nl/WIJNGRIGEnUa41sDa3lNF9g4iJ8WTlyRLQwo/HCrhjeAKPjEnm3T0ZFGhte+f3rz7Gh3vSm/72\nb8NUtj6zlN15Ins/78e9PHRRT1bmFVNjMeGrUjEqJIjLEyI7lOaZNzCWXYHeDAr3R+WkbtrR0hpW\n5pWQVl+PDKw9LWpz/zPdsULLT8cLuK6hbRho8mil227D/MUX4rWnn279ofJyWPkLHN8LKiuYlTBs\nPMy6WoTq/P1FDetf/iK6PkE4DE8/DVddJZwgZ2E2w6qVsO138LGCWQZFIFx9s/sUWlri0EH4cTH4\nGUAtC17uniPhpjs6VhqWJKGsHRHhlIPp/pju8qVw5Fe4OAEaJ6feBKtPw8y72isenA2ys+HDhTDA\nE3qEipu3WOFgNhysgQ+XuKZUUVwsGMrWroVXXmn9ntEIH7wDmmMwNBZ8PQWrfXYppNbDPc8IzSx3\nYfs2WPEJ9PeDQDX88jPMmgeHS2DgNLjxNvcZ3vJyWPRv8C6F3uHg7y0UMV58Cy66a9AAACAASURB\nVLLh6M2TuX1lKvvzmpNjhudn29QxO1hUjUKS7LbkWmWZb07msU5bRkCiisBANVarTGWlCUO2hVti\n4pmS4CT5vBM4VV7L26czMPeQMXhaOF5Zx8DAAL7ZmA/5kHbPNE6U1THne0GW08hB2xL/3Hqav29q\nZnLLeXQ68S08+UY+YYDBSUEMG+FPaA8P/PxUGI1WyksNKPMUPNEvmT6hjsu3TpbV8cjqVNbePK7D\ne1ufXcqS4lz8eqoJC/NAkuCVtacZaPbn6Z69ualfD7tJNOUrvzZ75WVl7R2NurrWdeClpfDOKxCh\ngYFxQjjVaIaTRVAVDI8815wLqKwUMd6wMFF6uHSpazkTWYbFiyB/B4xNapZHr6yHvSVw1QK4yI3N\nK8eOwWevwYRoCGrIV1hlOJQLngNhwePOPWuffiqS3K++eg5jusXFsOv31gYXxJc2vTes/1mwGbkD\nVit8txgGeUF8WLMHbbXA3lUwyA+2bXbtnFFRYos0e7Yga87Obn5v/RphcC9OEgYXQCFBz0gYHwHf\nLBLbE3cgPx9WfAYTYiAxHHx9RBY5MhCm9YIzm2DnDvdcy2KBzxdBVC2MShSTTqmAED+4YhT0g8Ff\nbuKyxFAUAc3F8z3s9OvnVGvJqbb/PWzNK2etsZTE4T6EhXmiVivw9FQSHe1FzAhvvizKJd2RKKcL\nqNabePd0Jn5DVPSI96FnhB/jEkLpFePHxeNCIRnG/rCbMQ1NHFcNjm8yuAazpWkcz13ShyP3TWbb\n7ZdgfWFOK4MLIgkHgBpMiVYS+nsTEKBGYzKjUENcvA++g5W8eyqzw1h3n1A/PpszvMNKhqwqDV8V\n5RE33IeICE8UCon8Oh14wSUTQlmjK2VfkX2vq1GwkooK2zu7lgZXluHrxdDTDCkJzUrVHioY2gMi\nauCHJc1OmlYryPDDwoSisKtJ6iNHIHcPTOzVbHBBzMlxMbDsc/fakeVfw+iwZoML4tkeHg9lqYJz\n2xncdpsg0uoA7jW6Rw5CFK0NbiN8PCHUJFYVdyArC3SFENeicF+WhcG6805IiYcda1yPAwUFiVpe\ng0HEszZtEludbX9ASqzt8EiYP/jVwWH7qrguYcs6SFI1eNNWUQPZ2EWnVMCwKFj7i3uqS86cgfpM\n6B3Z/r0ZM4RUUAQs3HYGa20t6nDxgJbW245nGy1WuxSKFqvMz3mFxPT1RmGDfczDQ4Ffsopfczqu\nV3UGW/PLMURb8fcXD67BbGVFQ0vz8MgACAcp0IpSIaF77kp+ubo5fv3SllP0fm89W7LLkSSJIZGB\njI8Ptek5Rvp5Uf7XGUwfEc4pay0Ld6bzn4O5vHMgh8VHC7HIsjDCERZ2FTpuIlAqJL49ms9bO9Md\nHrcqrwTvJCUeHgqOl9by8pZTfNZQb1yuM6KOU7A8r8imxyW9vLy59CzEth5dK+TkQGU6JNuYIwD9\nYiDrkPCG9+8X/M4vvSQ6zTqTMNuxDvoGirneFv7ewo4cOuj6eW0hLw8MJUIEti0kCZIDYN9W586l\nVDqlIuNeo5uTJnTR7CHIE/I718XRDgUFENhmQtXXi1XS01MYLIWhc50yIOrvJAm+/FI0V1jrxcJh\nD5E+kHGqc9dqi7RjzYtJZaWIObdsXQ72BWONexKUWRkQprAfa3/2WRGbV0LN0zMxlTX32jdSB7bE\n0dJau/SEpRoDGg8L3t72M+qhoR6crKtzS5fY4eoagsKaPSVvtZKZvSOxyjJhPp48Na43M4aFkVuj\nw0ulbDKo6ZX1vLZdJJImfbmdWicqMbKqNaytLAMJrDfeRN0N87E+/QzV4VEsSyslu1rLQW0ta/JL\nOzzXw2N6cufwhHbfwf/tzUR6eTmPrj7KjrJKQkM92JhdxtKThSgbxh7s7cHSk4V8fiKXIpMeTZsu\nt1ZGWNM6IWgXeXkQJNufIwoJgiURRjAYBBnT3Lkwc2azYKyzkGXIThO7OnsI94acM66d1x6Ki8ER\n3UV4AORmODigDZwgW3ev0TWbbK9OjVApwGRw47Va/F1WJrKOV13VPDkUnB05RVycCDOsXAlppxxP\nIJUSjG66N6Oh+Xvcvl1sAdtdT3JPV51RJ8ZuD2o13DIf1AoS/29jq7f+2cYbq9Aa6RPqR7idDiiT\n1YrUgXSdJIEZuUNeWWdgtFpRKlsbilXppU1bd2+1EpQyJou11THRbXh5v0nNY8kRx11r/3cwt3k+\n9uwpCJUUCszXXseZkGi+L9ZzrN7EaSdCJ14qJX9Zup+0itbHNt7Ju3sy+PZoPq9uP8O2nArGx4fS\nuHG4d0QCEf7ewvgrwGzve1y7tuMEUSPM5tbPWltUVYFJL7rLxowR4TmFAiZNgmHDhCF2BWaT4zmp\nVLjvWbNYHFtBpUKMx41wr9ENjRayxfZQZ4CwKPdcKyQUtI1xXKuYQMnJze9brKCX3SMt8vDDkDwI\nPv9CTDBbXli1FqLdxP8ZFQdVGhEqGT9exJpbwmgGg2S3icElRMZBbQeTqlwLBiv1bSzmot2tja7W\nZKZUY/9hCPPxQNaC1YFB1WothKs9UTuZvXeEBB8f6upaL7pX9olqnSirl9pVFZRpmxfXFyb1Y8Ef\nqdy6XKhTTF7SPpZuscocrNBBWKLQ22sJDw9M867FcN/9yBdNYG1uPT8d71h1Yc38i9GZWy8GD4zu\nifziVeifu5JBIf4MCQngjmHxVOmNmKwydw1PwFOpZP7AGLBASaWhXaVFqcaAh4+3cyKsjQgNBY0d\nL1evhy1boLhOlJ21jN8GBormCmdjoiBW3bBIkci1hxodRLiBThLEGHUOKqpqdRDacemdK3Cv0R04\nFIrsPHSyDCVW6OumDH+vXlCjBp1RbP+3bBGkNo3ILoPkIY4l1Z2Fnx8kD4WJM8Sq//XXrd83W6DQ\nCkOG2f68qxgzCc5UCQ/XFtHIqSIYOs49/eqDBkGVJ9TZWSzr9VCuws/fj++vGMBFfe0vLJlVWsY5\nIMfxUau4KDCEwnzb15JlmdIcA5dGuWeST4gKRZdnaWXkd+ZVUqYRRrWy0kik0bNdmVpikA/HF0zh\n1ANTeXliv1aVGpvbaKdV601MXXqI9JhEmDIXimvEfGwje4TZAqZwGDeJ65bu43R5a9Ilo8XK5uxy\n/m9vJh/tzyK1pIZXttgOV3mqlPzfpCEMVQYS5+/N8dI6hkYGEusv5rq/pxqq4EhGjU3lDoWr1Im9\ne4PGq7VDZbGI+9ywASZMg5Dk1s9fI9RqEd91Jck8fDxk2KGMtMpQZIZBQ125A/tISoJapaiwsoWc\nShg8xvZ7nYR7jW7//uCTBOk2GLCOF0DcENGS6w74+cHUa2DtcQiLEExHjajSwBkjzJzrnmsBzLke\nshVgUYsQxq5dovHDZIGdOTD8UveQOQOMHAXGMDhZDolJza/LMqQVQ3mAqI10B/z94arbYGeRKMlp\niWoN7CiEmx7EovZgTGww266zv7DozJYOs+7X9Y4lMF9NQb6uVXzRYpHJSdPSX+vH5Hj3iBD2CfVj\nmm84WUc1GAxiXBMTQgn0VFFebkB70sw9fRNsGqYB4QH0baBb9FAqMDw/G/nFq7C+MKfpmJxqLYO+\n3M2uyTPRbd4K8++Db3bDkp8EMVEjdEZYcRgpvRrTCkEG3u/9DfxjyykWbjvNxT8cwHPhb0z+cjsP\nrUrlvj9SGfPpNjxUSnbm2eawGBsbSj+9Hxv3l4FMkyS9LMsUFui41ieGBcOS2n0uxNsDfU0t0mD7\nqh/t4O0Ns2+G3YViEdbrRSNFnz4wbhLsLYW5t9nmwfX1hWXL4N//dj7Ud8kkqA2C3DaGV5bhQA4k\nX9QkpHrW8PGBS2bCgfz2O9jyOqjwhnGuUZt2BPfX6ZaWwqLXwa8CEkIaalmrwBILDzzlWt1sR7Ba\n4W9PQNZemNgPfDygSg8VHnDDAhjiptWwERkZsOR9UFWCpwH0Flh9AG56CO590L38DYcOwbdfgKJW\nJLIkoAYI7Q3z7xKF2O7EwQOwbAko68Ab0Etg9IGrboZRo0GSyH/sMsZ/vo3sFiVhLZUX3tuTwQ2D\n4zpsAqjUGfnqdB6HddUo/CUxzWpgSmgYc3vFilirm2CVZdZmlbCssAizv8yxylo8jUomB4dxR58E\nEjrZjGGxyoz8dh+pt92H9fmGkMLhw0ijRyJ7WCAIFGMGYu01AI4X4L3tEDcO6IFCgsW7mpNA0uwr\nkX9b0frksiy8w5dfJjrAmzMPTMWvTZhAZ7KQ/N5aivQGCIbbJscjKcBaDQOUftw1IJEQO0KXjeoY\nREWJRJLV2nHTkizD1i3wxB0woS9Eh4DFA6o94OrbYYwDfgZZFqVjd97pfBy5oAAWvw0e5RDhJZyb\nQiPEDIPb7nXPDrYRJhN89gEU7YPewaJMragG8hVw2+OuddDBeZLrqa+HrZvg1CFQKGHQSBg/0f3k\n4e+/L+K4/ftD6iGoq4aoHjB8RNfJRBuNgiaypET88FVVosTsxRdFaZc7Ou6Ki+Gpp0TlRHk55OaK\n7VxUlNCN6iqCbZNJXKuuTuwkEhKavRdJIsjbg2pdc7yz6InLiWqRdHpzZxr3jEh0WqKnXGugpN6A\nUiER4+/lsrRPlc6Ij1rZil+gTGMg4s1VTX9/PCuFu0ckojdbyKvRUVJvQJJgbI+QDtm3HOGfOzP4\nZ4EZw/0L4J57UL/2L5T/eYtPpvVl/s/7eWxMMmuL6sisqCPQ14sN84aRV6Pj6f0FHD4tknLqkSMw\nfbkE/vMfqK9HsWcPREVh3b1bvHbppdDgkbZc3Mq1BsLfWNVqPDvvuASVQkGUnydxAd4O7+2PtGJm\nftvCE9++XUiNO8LSpaIy6MYbRcirrk7kFPr1c44H12iEqVNFK7CzuQi9XjgfOWng4QX9BonrdQX/\niMUC+/bCge2grYfEvjBxWuecmz+tRppWK8hqAgNtx5LO9Vi2NUjA5OV1zLTkzPn27XMt2dGVaKDF\nHBoVyPqbx/JNaj4LRiW1SnYV1ulYeqKQh8ckOzjR2cNksbI7v5IlqXl8cjCH4THBHLi7+XsqqNUR\n9/YaEoN8mjzyNfPHsr+wmttSenCwqIb9hdW8NMlF76UFWmqbASgjIxjgo2TZrEEkhzQX2MuyjN5s\nZemJAp7ecoZKlOhfeqVJr88rOBCPwYPRXn0N5kcfEx/avRsubt1t1VIEdGNWGdf/fpzyigaCle++\ngxtuIP2hS1td2xECXltJnUFs9aU77kD++GPbHAsgFuEFC+Dzz8U8iLRTq+sMTp0Sz2t3lspyBn9a\nozt/Ptx0E1xxxfkeSTOyskTp2pYtgn5xWCcSaxaL6INfv965wvVzgfT0Jg01e+2/BbU61meWcWtK\nfJcNI7WkhqEftieObisu2YgXNp1sxQW89bbxDI8OIrNKw2BHdaAdYGtOOQ9uTuedCcn8nl5CvL83\ndw5PaBcCAOH9/3Vdg7SLXi86qSIi+OW60QyODGBrTgV3/nZIzJ1G5+GTT+Duu/nbuN6E+3hSrTfy\nyuT+LNh4mi/PVKD74kuYPBm2bsXr/nt5a0AQC0YkOj3+pvDCk0+KWKstr1iWYc4cERaoqhJsWmeL\nxrm9Zg2Eu6/V+4JDB0a3G5DI2sCWLfD226KU5UJCUpL4V1UlVvMHHhCSzQGOqq/bQKcTiYcLxeBC\nU33y6Nhgu00L+wuriQ90Y5zNBgY3SJN/NCuF+UPiKKk3UKGzXzv98qR+PDO+D+mV9QyMCEAhSaRV\n1PP6jjS+vqbzKsoTEsJIvVUk+6Z0wH27q9Ig6lafflo07TRsV+f0i0YhSSQH+/JNejkb//ijqYXU\n4/BBXpo2kGfG9UZnsvB1ah6fp+azpEpC9/4i/J58HN2ZNKLDg3lhZBx3pDiXnJZlmWc3NyxCH35o\nn4D7zTdFUviVV8R/4920kCqVopb+hx/g+uu7B4d1F6B73vXPPwujdqGulpddJjK1l1wiyr6efx7+\n+1/nPnvLLfDQQ+6r8nAH3nkHgD132Q93BHmp8fVwXwLMFiRJauXVJgWrSHJAqC5JEt5qZZNX+9ae\nTOoNxnNKVr4xqwy+f0uUOC5e3PR6o/ClJEmMDfdlx6YNGAYMgAkTUOflEeUjkmDeaiXB3mqe2J6B\nNmUM3rfdwmdXDGTePNssb/ZwvLSWcV/uoEZrEEm6tgZXlkX512+/CSWIiIiuyYsolaJud9q0swtV\ndGN0LxJzWRZEGk891Zqp/UKESiUo7kJDRYnZ9993rCNVWCjo7yZMODdjdBJeGWk8fFEvh8eszyrr\nElpGdyKzoo6XNp3iybXH3NLx1hF25lVQXVmD72Mihuvzw3c8dnGvVlLnsiyzPLcaw9Jf8Jh+KR5P\nPoHm6rl8m91Mij04IoDrekcwKf0wOo2OT4/ku2Rwq3RGxn29m5rGduaWKioWi0jcjh0rEsJPPime\nra5KREsSvP46PPdc9xAO6AJ0L6NrNossa3daIQMCBPH4hAni3yOPCNkdq7X9sb/9JuSs7SU1zgcM\nBuR9+3h2nGOjmxjo47TU9/nCJQ1KuS9O7IuhqwmxgS3ZosbWvHMnANaYGHoG+bSivazWmziWJUh4\nsh6aivqzT8DDgwP5zfW5oT4efHIghz0mUd0xp49r8/+aH/dSU6cFixX144+KChijUfwbO1a06X73\nnTC07golOIJCAVdfbbuu938A3cfoWiyCdf6SS7rnjxUTI0rbHnoIhgwRpMeFhc2dOmVlQuG3IbN9\nwWDTJsL8vIn0s1/ul1WlobBO59b62q7AzAYmtTk/7KWozk29+w5w+7B4PpqVgkIpFiP1qVPteB2C\nvT34fM5wlt1wMTH+3jw/JgluuoknRyZQpTPy0rYzhL+ximqNDv3kqQxKiuYOF5KVWpOZzdmiyUD6\nZDGmV18T5Y733Qd//CEW+oSEc18BdPnl4lkuLj63170AcGG7Ji1x8KCgWbzQkmeuoleDx/jbb2LF\nHz1alIcdOwY7d4qs9AUExd49jI12nAj0USvtkpZfSDA1hBR0Jgt+XRx/Bojy86J/mB+qBjrMussu\nZ9vGH5k7oDXd4W0tjOg1fSJQWQfy2JgkIt/dQO2Vc+CrZ2DXLhQff8Sqh6Z1qHvWEjpT845KHj4C\nPvtMbOvff9+9DQauQqkUpDsVFe25Rf7k6B6erl4PL7zQPT1ce4iJEZNt715hbB9/XGy50h3zqJ5T\nmEx4LXqfp0c69qw2Zdvpk7/AoGwRB00tcRMJdgeIC/DGUtbA13DNXN7dmdbkedrCw5vS+Ov64wz9\naDMVtRpMX30NYWF4f72En64ZQZiPa3wbXioFf5/QIMD5wQfCw3322fNrcBsREiLGU2KDNuBPjAvf\n6JpM8OqroozKldKr7gIfH0GHd911cPSoKIdbtkyQiZxvvPQS2pKyVoKOttAn1M9hFcGFAItVJuY/\nq5v+7khG3l3QmS1IjZ2Yw4YhjR3LF2n2je6a46Jb7Xhpragm+Hkp/jdcx/p5w9hfVM3iA9lOXVeW\nZR5bcxS92Uq5tiGU8u67XdfN2BkolQ33+PPZUbB2M3QPoxsd7RQje7fF66/DtdeK2sU77xTk0o2V\nGtnZtpNuXQ2DAV59lSCvjncXX6XmEezEcecTBoullULx+syOycTdgeRgX7x0GqHmDMgffsjaLNsk\nNk0VFZKEeuE/oaYG77vvYvN1IxjbI5QXJvRl3oBYu9eyyjJ6s4WHVqWyLbeCd3ZnsCuvolmX7ULw\nbttCoRD5DHfJ73QDXNgx3ZISseXetu3CWqHdjZEjW8e15s8X/508WcSwBwwQMihlZe5jV+oIX37J\nxAHxbL62Y+XVqUnhThnn8wkftYpTD0xlb0EVWpPlnI3XU6VkwaBoFi5bhnXMGAgLo1Zjm+Yws0oj\napFlGdNzz5MYG85b0/s17TQ8lAou/2Yn624eR0QLovhSjYEKrZGvUvOIC/Di/hGJDPxAEM5f2SC4\necFCkkT52A03iHJJd3BEX+C4sD1do/HCK6FyN954QxAE2SINufJKQb24ZYtIftx6q1iIVqxof6y7\nYbU6FT/Mr9WxKr0EX1u6eBcgRscG46NW8t2x/HN2zaHh/vhs3yL+OHyYfjG2qSt7h/qR/cil9A/3\n5+nxvTl6yxiu6d+cdJMkiZ13TGgKF2RUavjicC7bcytYnV7CCxP7cv/IJJ5rUC72VLV4vB+9wKpi\nWkKlEt2bf+bdbAt03ZNSWSloHn19ITbWdWagwkIR59zhpOptfb0oKwsIODdesexAM8pZWK3Cq+2I\n46KxLnnLFlHlkJYGv/8uqCbvuktsG918z4qsLPr7djw9AjxVzO0f0+FxFxKGRAZg6ID3152Y0TuS\nkB27qP/Xv/D55ivu6G2/xTs+0IcTC6bafX9jdhk/HS+gQmfio1kpWGW5lWEGWH5KCHsazFZ23TmB\niz/dCu+8C2+/454bguY56655d/HFkJIiwjAtczeyLMJt5+LZlmVhs6qqRM1yZGSXXM/9hDdGIyz9\nDg5vhgAFGGTwjIRrbhbbZGfP8d13cPPNHRvrjAxY9g2UZAm/3TMIJsyAKVPdTwFnNMLmjbB7A1SW\ngX+gYJWfMds5eru2WLNG0Dd++63t93NzYfNayGxIqsUlw7SZoqayoEDQPv72mzC6EyaIxS3WfszP\nIQwG2L0LjuyBuio4epJLDu1n4/UjUTn4Hr89mofZKnPLUNeK6rOrtWwrKud0bT1KSWJYcBCXxIYS\n6mJ23hloTWZ2FlSyu7wSrcVCqMqD1SdKWDt/3FnRO9qCLMscL6tlY2E5+TodfmoVw4ICCffy5KHt\nWVydEMQzF/V06bqyLPPh/mxuGhLHRZ9s5ZPZKdQZzExPjqBCZ+T3rGKO19VhtFpJ8PEhGBW3/yok\ncuIDvcmt0TWe6OxuzmSCTRtg7yYoLwFfPxg2HqbPcE+Su7pazOuBA8Xfx47Byh+gIl+IX/qEwMzr\nYcRI9xvDigr49jMoPAF+Cqi3QswAuPlu17vzzinLmCzDF4uhaDuMTmgWlyuohL1V8Ng/nCvCLi4W\n7Eb/+IfjL/fUKfj83zDIF+JCxLHVGtiZC8NnwfXz3ffjGAzwwdugPQEDoyDAGzQGOFYAugh44G+u\nc2+Wl4uFwRa5zc4d8Osn0FMNsQ3v55RBrhkuuxmmTBOvybJYDN5/XzSPrFol4mM9ejhPmlNVBR/+\nB+RcSAoSqsdbdhGz9RAPRMXz8JBkmwxaILa4Zqu1SWWhI8iyzIqMYn4pL0TdQ0FAgBqLRaamyoi6\nUMGCXkmkRLqvBTW/Vsdbx9KpCjMSGK5GpZLQai2kn9IwJyiKewYl2WRN6wzMVitLTuSyWV+BT5wS\nf38VFotMVZkRv2IVjw/sRVKQc1UTRXV6fD2UPLzqKE+O7cXPJwpZMCqJMB8P3tmdQUpUIJF+nrxz\nJgNjjJWISE+USomdaZVs3VMBxUDLgoBbbxUiq52FTgcfvQtVR2FotFCk1hnhTAlUB8ODzzilhOsQ\nGo1omli7Fvbvg+UfwfBQiAkWz3FFHewvhUtvbZ7/7kBNDbz5EsRooF+0uJYsC7Wb+mh4/O+uSWN1\nYHTd6wpmZkLaDhiT2FrNMzYERgfD1x+JbYIjFBbCM890bHBNJvjuYxgRCD1Cm48N8oXL+sKxtUIN\nwV1YtQL0J+HiJAj0Edfz84KLkqGHFj5/v+N7a4maGiE6actDyMsTBveSSOgbI67j5wUDe8CkWFi3\nBI430AVKkoiFPf644N+98krRYXTFFaLm98MPm6shbMFqhc8/gKBiGJsE0cHi/qIDCOzjQXqoho+P\nZ9udRG/sTHP+noHdhVX8VFNA3EhvYmO98fdXERSkJiHJl8AUNe9lZJLvSNzUBWiMZt46lo65r0xi\nH1+Cgz3w91cTGelFfqiO7cpKfk7rWCTSWazMKGYz5SQO9yEqygtfXxUBAWoSkn1RDJB4+3gG9Ub7\npVEWq8zSEwXszKvgpS2n2F9YzRMXJ5Mc7MuLk/oR7uuJJEk8MLonB4tqeOd0BgFD1SQm+eLjo8LT\nU4nO0wI9gbYbns7QjLbEz9+D6RRM6gUhfmLe+XhCSjxE1Qkv8Ww9aV9fWL0aFi2ClV/AlHhhOxqf\n7VB/mNAD1nwnHBZ3YdkPEFEH/WOaryVJMCgOrLmwa6f7roW7je6R/RCnti3DHhsC5iI4fbr9ey3h\n6yvCCh15qGlpoKyCCBudUEoFDAmDNcvcwwlsNMKutZASZ3tcvSJBly22Q84iN1ew4tuit9u0Rni4\ntlpvvT1gcDD8/qPtexs3TmyHdu0SlQ5ZWWIx6N9feOvLl7f+3JkzUH0G+rWOC3qkHmZQsDc9Er1J\ntdSQXqmxeRu3p8QTG+BcKZJVlvkxp4Cofl6oVO3niK+vClWSgl+zi5w6X0fYll9BVbiR0ND2Xsq4\n+FB69PZmXUUZVQ7oIZ1FrcHEypISevT1QWFDcy042IPaCBM7C1qXix0vrWVbTjlv7kzj1W2nBVub\nWsVHs1KYkhTO4MjAdu3VaoXEhvxSjHEyfn6t588VvSN5dmIfiAFaRrymTOn8zZWVwdGtMDze9vzv\nGw3FJ4TDdLZQqWDbRoiXwNdGYs3bAyKtcMhNDlVVFZzYBQPs5CWSQ+DANvdcqwGOje5f/mJbjdYe\nCnPEtsMewpWQ7sDopqWJ7YUzrbDFReDvwKCGB0B1oWvjt4fSUvC0CO0ke4j2hFNHnT/n66+LGlxb\nSD8GcQ7anaODoDzXcW2jQiGqPl5/XXjTGzaI72LVKrEjaZRdWf07hCtaP0yHDuFbW03fUD8kSUIR\nIXGisq7dJco0Bl7bkWY39NAWpRoDNSoTvg4SdBERnhyqrrbL2+sKDlRVExxhe1t4oqwWjdkCIZBV\nbbuEyxVkVWmxBMuo1fYfqcAwNdtLK9meW8EfacXct/IwZVoj+bV67huZxHMT+jKtZwRDO2ipliSJ\ngCA1Nar2i4WEhFqh4K6L4qHlmt1AQt8ppKdDKLadKTEgCFKIeOzZwtMT69PMAQAAIABJREFUkqLg\n5H77x4T5CgkfdyA7G4Kxf2/BvlDiwn05sdt1bHTvvlsYHGfb9DpKXPl6QVWZ7fcsFmFE1qxxLg5r\nlYVYoz1IEngpRFXD2cJi6XhP4OsJtZXOne/IEdGK2b+/7fdNRrDhCTZBksBT4ZqsdWysiDl/9JFo\nQf7b34QXvHEDlJfCunVC96qkBM+DB7g0Lhhlw+/p4aGgxtxeotrfU8Wz452n2NSbrUht1q3laSV8\ncDCn6W+lUsIiyZgsZ98QUmc2o1bbniQpUUF4qhTIapHlP1toTRZkG/Zdb7ZwuqKOEo2e3zOKKdcZ\nWJtRyvj4UBZOGcCkxDBuGByHn4eqiWPXGeisFjy97M8Rk1WGlg7yv//twt20QX09dFTNpZBdC6/Z\ng9UKVjMMGWi/KUiSADdRc9bXg6ebzmUwdLyTpyNTMnUqrFwpqAid8TyiE9rLeLcalAm87WT5MzMF\nY72zWdCICKjvYJIaZfd04YSGimymI0OgMUCAk4mrM2fg5En770f3gAoH36NVBr1V1PB2Bt7eQn4l\nJQX+9iyoA0XMr7wcMjIwhISwOqucwjodebVatBozEZ7tLcovJwvZlmu7u8oWQrzVyFqwtuCyrTCY\nKa3TsbtAcKvq9Rb8FSq3JLdivLzQaGwbgqxqDWUaA9SLcZ0tgrzUmOqtTRpuGqOZD/dnYZFlsqu1\nhHp7MCY8hNERwbwyuT8BnuqzqtToFehHfrmean37xRAg1teb+X16EODZsKt48cWmrjiX4e8PHZGy\n1UvuERWQJPD2gcBgQc5jC1UaiEk8+2uB8KzNDuxIZT1ExXV8HlkW4cJ33+3w0I5n9mOPiaz41Kkd\nG97Bw6DQbP+4CiMk2djm1NeL0id7pVO20Ls3aLygzk7SpaIOvEPcI3vj5wd9hkO6HY9flqHQAAOc\n0JEqKRFxpLlz7R8zZjKkVdn/HnPKIL5/58rU2mLQYKjzAW9/EQMeOxaumIHGIlOuNVKrM3M0tZYt\nmRX8cCyfNeklnCqvo6BWx7SeEe1qRB0hwFPNUN9ASor1Ta+NChf3sCa9hDKtgeI8A5Mjwt1SynVJ\nZCh1+WabScC+of4ojRJBWrXLPAxWWUaWZVaeKcZilZn/y34ifT1YvqMIrdaMzmzBx0PJ/CE98FWr\nuCw5EgUSyhKJsZHuYckbHxaCl1aJ2kb8GKAoT8+MmAiq/zaz+cWLLhLxWVfRqxdUIGTQbaGsFuQg\n99BDShL0S4Eac3MIrCUsVii0wpCzTAw2IjYWqrH/rGVVwfDxHZ/n/vuFp9uRUAHOJtKSkoRY3s8/\nO84aJidD7FBRRtUW5XWgDYBBg9q/p9GIFceVB83bG2bcAHsKoW1G2GSBg6Vw2Vz3lYzNuQ6ygaI2\nbPeyDEfzIbh/c32hI+h0HXfYjRwFIYNhf05777qsFk4ZYM5fXBm9fQQGwsz5sCO/eQHz8kK2WEgO\n9MWrWMFzA/vy8uT+JAb5EOPvxdqMUvYWVDHxi218ezSPJUdy2VtQxcGiaorq9Bgd7Ahu7B2HOktB\nSYkeWZYZEhlAr/AAkKGm2ER0hSeXJXZC9toGhkYGMkoKIvu0Foul9UOVVawhbX89d/dOaKVq3BJa\nkxmLVWZVWglak5lHVx+lSmck+b/rKNMa+e5YPvVGM9f0j8HXQ8WWa8ZTccLEmIhgJKSmWLfZbCXr\nuIapvuH0dlKxtyNMiw8nscab3w+3dgRkWaaoUE9IsZpZSVE8saHNjmrZMtcvFhYGI6fDnuz287FW\nBwcqYN7t7tM8mzoDMoxQWCrCjY2wyrA3BwZPFtpt7kBMDET2hTQbDlV+BRjCYcxF9j9vNMJPP8ET\nT4hFzQm4Vqf7738LDy0kxH6PdG0tvP8GKPKgT7hIPhVUQroJbnmifYNEQQE8/DAsXeq6gZRl+P03\n2L4M4lUi6F2nh2w9jJwBV1/n3iLqzEz44j3wrIJQtZgEJSYI6gt3PthxaESWBYn5woXC2DmCTgff\nfwVndkIYoJKgTgZDINx0P/TrvIS4zXHt2gkrvgY/Ayj1KJb8wG0xcVwVHc3MnlE2442pxTVE+Hly\nuLiGxCAflp8q4uK4EN7fl8mNg3uwv7CKWX2iOFNRz5jYYKr0JnoG+1KmMfBjVgG5Sh0EyCJ0Vw3D\nPAO5rX+CW3kRjBYrP50pYENlGYSAVQWSBjxrFAz29ufO4Ylsy6lgZEwQXx7J47qBMfx13XFentSP\n65fu49trRvLe3kyeGd+H3flVXJocjlKS7LY97y2s4ovMHPRBVqzeMgqjhFQJsyKiuDI5ymGjiavI\nrdby/J4TKCMkCG6oDa2U6GX15b6BiYT5eLItp5zrf95PUV3D7qKurnM7JJMJvlsCJ7dCtFI819VG\nqFDD3Dth9Bi33RcgGnWWLYYQHSiMEBwOOVpIuAhuucu1utmOUFoK7y2ECA0khYnnIascSn3g3qdE\nzbst6HTCE3/tNXjrrWZnyu3NEZs2CRf6++/t34ROB1s2ilILrQaS+sJlc2wPvrZWBJ9HjbJ/vo6Q\nkwP7dkJpgfhxRlwswg9d0TKo1wsKxrwsUKoguY9IiDnDD2E2CyXUG290fmwFBaLrTq8XbYn9+nVd\nj7pOJypIiovxmDeXjfOGMS7e9na4zmBi8pc72Hf3xHahAFmWscpCMj0uwJv1mWWMig1iyZE8ruoX\nzWvbz3DfiEQWbk/jugExrMko5e7hCewvrGbugBg2Z5dzWXIku/MrGR8fSmpJDSNigjheWsfQqEBS\nS2oYEhnIsdJaBkUEcLSklsGRAezIrWBMXDDrM8uYlBjGitPFzOgdyeKDOVzZJ4pXt51h3oBoPj6Q\nzZ3DE/n3jjS+nzeKH47nc0dKAjvzKpmeHEGZ1kCvEF+8VcpOhTl0JgvplfVU6034qFUkh/h2GcHO\nmzvTMFlkRsUFoZAk4gO86Rns27RI/ndPBo+sFlU1inffwfrwWXAwyLJIvp46AZpakXsYMrTrKFcL\nC+G7r2DPNph9DaSMFrvJrniuq6pgzUo4eRAkBQwcAdOucEzA8/e/i/DEffe1fr1LOtIMBuGxPf/8\n2WkqFRaKErHDh93fsnsh4plnhFLwpEnneyQdQlr0PsPf/hf7bhxp0/CYrVYyq7T0Ce18XLneaMZD\nqSCzSkOMvxd78qsYEhnApuxyxvUI4Y+0EqYnR7D0RCFz+kXz/bF8rh0Qy4/HC7huYCzfH8/nLwPj\nmv5elV7ClX2i2JRdzqU9w9mdX8X4+BAyq7QMjPCnUmci1t+rqRxNeK7uCWWcL+RUawnwVBHsbdvz\nq9AaCXvjj+YX3FG3fq6xbZso7br55vM9EgGNRgh4Nu5Y2zpcXdYGvH69CBWUlwvNL1chy6KAPyVF\nEHn/2SHLomohLKx7SA5ZLKiCAvl0Wl/Gx4e2Szb9crKQXfmVvHGpjRh9N0Clzshja47y5VUjzvdQ\nzgoWq8zARRvYd/dE/D3be9NVOiMh/24wut9+K1rEuxtOnRLUABeCs1JWJkI0Bw+KUKstr7vL2oCn\nTRPb7D/+EJ6vqygrEyVi/yN0bnz9NXz6afcwuCBW7+Bgbl1+kOT/rmv39mXJETzegSz7hYwQbw/m\n9o85J1LsXQmlQmLTrePtltg9tq6hXXzXru5pcEGE1NLTRdz0fMJsFrwQv/4K8+Z1Osxxdnv6yy4T\nbvaYMa7pHFkswgB9//2fmyu3JebMEd9VN4I5I9Pue0+uO8aBoupzOBr344fjBejOIcVjV2FnXiX3\nrjzS7vUyjYEf08qEwXUys37BYuZMuOUWkXc4HzAahdjA5ZeLMtqzwNnXeKhUIrm2f7/I7t97b8ef\n0enE5/5MQpOOUFoqyG2c6Fa5oNDw+/QNb58oeXXKALulVt0Fdw1LcFje1l1wZd8opiSFYbRYW3m8\ns7/fg65e2/0NLgjJriefFCHNO+44t9fesAGKioSX64adqnuemuBg6NNHxGc3bnSs6WU0wty5qE8e\nFwm0/wXo9ZCa2i0lh/wmjGdSUjjmFr+pLMuMXLzZYdyqO2BNRqnoSuvm8FAquHnZAQ612Hm8vS+b\n/aV1KF566fwNzN1YuFA079S15wHpMuzeLWp5k5Jcp261A/e5KgkJonPt009FvFavt32cLMOcOZg+\n/xK/B+932+UvaDzySDMVYzdD/ZKv+fhANrvyWvNK7Lhjgs3ETXfCvAExbuPSPd9Ydv2YprbiXXmV\nPH+gAPPpM1hffPE8j8yN8PQUvNFHXSCW6iwaFSv+9S/R3jxunNtO7d4Zp1IJTbM1a4TYXFtYrcIw\nz5mDx+OPUf/KQrde/oJETg68/TYM71jg8YJEVRVeHipGxjTXK+7Iq+TuFd1/l7I7v8otDGMXArKq\ntTzaUI975Q970N13v3vaci80vPee4C1xheypM/j4Y9H08OuvZ0/O3gbul+uB5lXinnsEtWBjU8TJ\nkyI246r8RXfGDz8Iz//BB8/3SDqHujp8+vbmh0lJzOojFIutskyN3mS3NrS74HR5HXqztUMqxe6C\ntIp6PFUKEt5ZC9df77iBqTvjtdeEtqC7WoFbQqsVduuddwS3d2cIs86pckSLi+LnBwsWCAO8rIFM\n/K9/FVpELXHkiAhQm+0z6ndbGAzCu++uBhfA3x/tp5/z+K5m+sXnNp7gq9S88zgo9+B0RT2pJW7g\nW75AsPREAfOW7kMZEgyLF5/v4XQdnngCXnnFfgizszh4UHR/zp8vEmbuYCi0ga4NaI0fL3qTS0tF\nLObjjwUpTgt43H6bKD3bvbtLh3JeUF4uEmjdHdOnU6Dy5l+7RQnZK5P6c9fwhPM8qLPHyJggEoL+\nPI05Y+JC2JdfhWXV6s7TfnYHqNXCZrgTeXmiFjgnR5SFdWHSu+uzCIMHizKyRYvgxAlRvdAC5hkN\n1HPr2hfgd3usWCHIfLo7lEq0vyzn2TWpVOmMjP5kCznV56le0o0oqTewM89J4vkLHNf8sIepS3aI\nSqKz1UPrDpg4UdDNni1xusUinKO5c+Gqq2DWLPeMzwHOTer23XdFVUNUlBBMbAHrP/8pJGRuv/2c\nDOWcQqv987Q4DxyIz8jhrM0oZecdE86Kc+FCQa8QXwaG/zk8wmWnGnTlNmyAvXvP72DOBcLChLqx\nxrZ2n9N44AHYsUPstN3JXOYAXWd0NRrRpabXi/rdHj0El+6PPwql37Vrm4+9/PKzz7TK8oVF5rF0\nqQildETh2F2gUKDWapCAoR9uRGmHPLs7wWCxsiaj9HwP46yxt0F1g8ceE16bK92h3QW2nm2NRnin\nncHJk+L7euUV4d02Em6ZzSIcWl3dZfbETazDLaDRwE/fwPHd4CnB7sPQezi8+Y54PzQUrr5arFRv\nvim23w0rjNeVM7H4B2D65lvnYyppabB6GWSdFiVrfYYIEuSkJLffGiYT7NwBh3ZCXTWER0PKxTB6\ndHuWtOTks48LlZTA7h2QmwYqNST2hfETuiZeZ7GI+seTR6C2CkKjYMQYsRg23Ifu+hu46dVXiQgN\n4P4Np3h7Ym+8VJ1r467QGjlYUkVanQZvpZIBQf4MjQzs9PkcwWKVOVFWy8HyGrRWM7He3gwLD6RH\noA/jeoRilWWX9Mk6QqnGwM6CCnJ1OryUSgYG+jMiOqhL7s1osTLmky1Cwyw2GCqKYH+q2FF2RSLo\n1CnYsxXyM8HDEwaOhEsmdc2crKyEDavh8C7Q1kNUD5gyS5D8S5KQnPrpJxGL7eUCD8hnnwlDe+X/\ns3fe4VFV2/v/TEsmnRTSQwKEXqQpvYiA0hRFsXvtBRU76tVrr+hVrxW9ClgRKyCC0nvvNRAC6b0n\nM5l+fn+shLTJZJIMiPf7e5/HRzJzZs45c/Zee+213vWuqbUFD3Y7rF8DqxeD2gQ2BaK7wXW3iaSq\nB+FZypjdDh+8Bfbj0C8OHHYwVMH+LNB0hkefERoGiHH+8EPpOGyxQJcuaAcOwLZ3n2Re77yz+fPt\n2wvfvw+9/KXFu90BqQVw1AA3PSQPx1OoqoJP3gHjcUgMAV9vKDXA0SIRVr7tHtBXt19NTYXnnoOv\nvmr9+bZvg18/h1igfUD1vRWDIRBufrDpppatQXk5fPEhlB2HGD3ovaCwHApU0GMUXHdzbcn2J5/A\npk3oy0uZnHWM98d2I8pf3yLd2Q3phXyVkY4jUsEnQIvV6sBa5iC41IsHe3SkU7DnQhfFVRY+PHSK\nFC8D3uFq1GoVFrMDR47Cpe3C+TMpn08m92vU5rw1UBSFP0/n8UNuNkqUgt5X9HiNRTbCSrx4uHci\nsW62q3cHuZUm/nM4hTdOJUMQ8PjDUFIJfxyAq+6Fm2/zXELI4YDFP8LO3yHBG6KCpUNLWjGUB8P9\nT3msYguA9HT46HVob5T26DVj8kAhDL0aplwhx/38sxQePfdc899ZXCxe7NKlIv5TQ2W122HeXMjY\nChfFgb9ebN/JXMjwhcdfbJlm8FmTdnSGPXvgt/dhdII87H37hCI2bhzsS4fgIXDr3fU/s3ixZAyn\nT5fPT5uGfvbjmN58y/W5jEZ4+TEY7A/tGrRAKa+CLQXwwItNq763FAu/hsw1MCi+/kBWFNiVBmFD\n4ba75T2DAQ4fFiGg1iA1FT55EUZGyACoi8IK2FUGD77gGZ6iwwHvzwF1MvSJrX9vdoe0aIm/GG6s\njrkbjVIZVF6O7x23UbXkNz66rA/3XejezmJPTgn/yUgh5gIfvL3rG7rSUiumI3Ze6teDcL+2q8+Z\nbHZe2p1EYZyF6Jj6xs5uV0g9YqRDsZ7HBnchxAOc4/XpBXxRkEaHvr6NWrEXFVnQHFfxyqAebres\nd4VKi43ndx+jKtHBJ8dOy4s11WeZWbD0IDz8DgzzUCXVqj9h0zcwMgEaLlAnc6EkCh77l2d0sSsr\nYc6z0M0hzlRdWGywNhNmvlSr5b1jhzhzzlqB1SA/XxrspqUJ5awu1q6CTV/ByE7QMGy2Nw06T4Er\nXPQ0bIhzytM9uBPi/WTiVlWJURg7Vt7rGwtJW6UTQl1MmyYhhltvFQm3hQsx3XFX8+c6ehQCqhob\nXIBAH+jqDb/92OZbAsSI7l0v3ntDz0GlgoEd4ORWEfwBkX1zpTjfHNYshy7ejQ0uQFgAdNXBYg8R\n35OSoDipscEF0KhhcAIcWi+DFYTDuHIlBAdj/GUxfP5fHt6QzDObkps9ld2h8M3pTMJ76hsZXIB2\n7XTY4xUWn8pu+30BWzKLyGpnamRwQVq9x/f0YVlhHukeqEozWm0sTM8ippdPI4MLEBrqRWl7K5sy\n3e+e7Aqr0wooDrcSHu5kcQrwh8Gx8OfPnolLVlTA6p9gaFxjgwvQOQLKU6WrhCewcR0EljU2uABe\nWojVwp46FNPTpxvblRrYbEJbHTdOQgoNDa7ZDKt+gYExjQ0uQGI47N3S+ntxAs8a3cJcMXggK8uB\nA7Urn0YNkSo44oS3qlLJRN6wAa6/Hv3kia5FcwDyciDQxZYwoT2cOiSrZluRlwcBOB9wIPcWq4P9\nu+Uhf/xxIz5yi5B8CGJdqBl1DIe0o54R/jhxFCK1TW9DNWqI0cKh6rLfBQsk8VkN5bbbsaSc4r2T\nZXy6N835d1Qjt9JEmc6Kv3/Tnl5klJ6dJaUe0bndWlhMSFTTHqxWqyY6QU9aedvpb8lFBizBdvT6\npsdkcLiOvSWekcPcUFBIeIwY3H+O7Cov1hQeBQVBWQEUpMmWuq04dgyCbdDUbkClgnaKKHF5ArvW\nQxcX7dzD/CErtfbv666Ta0x2svDffz+sXy+FD3onTszJk+Brcu7gAATooay4eXvUAnjW6HrrJc5j\nsUgWddy4+u+H+ElvMadXosbvpRd479LeBBYVwMxmxHA0ateruEYN/urGFXCtgTveQrAf5KZL+eC3\n37ZNJ9hqBa2LR6NWga9KMqxtRZVBvAdX8PeGojyJfXXqJNdXFxERGFet4ZF1xzE07MxcB0arHVUz\nu3iNRoVDo3hE57bYYsXb2/UQL3ZYyK5ou9EtN1tRmgnXarUqDG3llSKtkkqsFvR6uTedWs3oju3R\nrl9Xe1CnTuCrbzuPFaAwX+aSS3iIPWSxQHlxrfPmDHZH4/nVqVP9hgg7dojBfeUVSZg11ak4Pw/8\nXVy33SH5DA8mWj1rdOO7QUGF0MQaFEEAcuFKE4OgpARrSSm3XNCBWf1i0e/aJcm0ggLnx0fHQVkz\nD1nBMz9WeDhUOBq3n64Lqx289HDHHaIq1hZEx0ns1hUsDs903YiIhdJmyimrLBAUIl58aqpzPmPX\nrlRVGvn5WNOhgWAfHQ4jLuNdNpsDrUOFjwcy/e29vTCZXHsokegJ82n77+jnpUXVjEpkZaWNDj5N\neFQtgEalwkulrtdWfmh0O7QpJ2u9PZ03bNvXtjBXDbz0YGvG06tUeybLr1LJvHU1tQsrIb5r/dem\nTpW+jZmZUozVsaM0jGzf3nWc2eEAVyYivxziOp3HRrf/IMiwwNp1QqNqiBIDRDbRyDInB4uximkr\njrH4RC6Wo0cl3ms0wjvvND6+Wzeo8hMGgTNYbFCl8kxGNSAAug6E5Nymj8mphHYRMGpU61pc18WQ\nS+BEcdOeQ2EF6EM9o350QT8o0IhhdQaHAllW6NkXdu2SrZwLrDndxCIJhPp4kajzo6CgiXMBuVkm\nhoaEeIQHPKJ9KCVZTZ/LaLRhyvNM54jEED80RWosFufGyeFQMGTaGRHRdNjI7lCw2B0cyS9nc3oR\nxVUWys2yq1AUhZELNtPhkw3MP5jJgHZB5OfXWnlvrYYbukeg/eVncVRyqmDytZ5pFBAfD0UuPNmC\nclBCxNtsK3Q6CI+BoiacDqsdshxia+pCpRL5xcxMKRFu106qYZtDWHswuBhrJ0vgojFuX7478KzR\n7dABeowAW7vGq4vVDtkOuKAJicMePeDtt9n47BvsufNBHPMXSOBbo5E2x2vWSNKnBt7ecMXNsCO3\nscFQFDiQCYMudh7HaQ2umAFpGshyEiPLLoHKIOjeQzpotHVVHDwEgnrB3nQxenVhNMOeArj8Bs9k\nikNDYdwM2JIBDQW97Q7YmQodB0tL+z59pOijKSxYwK4ya5Nvq1QqbukShy3ZQXFxY2OYl2fCN1PL\ntE5RrbyZ+hgaE0Ki0Z/008ZG3rXRaCPnkJl7uiQQ6d92TzfQW8fV0VFkHDFitdY3vHa7QmqSgeG6\nEHo16MKRXVGF6sXFHC+sQPvyErxfWUrvT9Yycv4mQucsJ+iN3yk0mrn2lz1sTisk47mXmbk7l7m7\nszEm26moqP294wJ9mZwQgvrdz+C4BbLy6xchtRadO0Nod3C2iykzwu4iuOb2prfwLcXoSXC4sPHO\n0u6A7WkwZKKoFdagoEB6NcbECBXsiivcry7r2hUq9XIfDZGcC94JnqWe4mnKmKJIx85LhoE6C3pF\nQDtfKDXCvlzoNwWuurZ1V/r11/Lwi4th/HgxuooCa1bBqu8gXgsRQWLcU0pA3wXue9SzZbhpaTD/\nffAqgggfia0WGKE8EO58VFqsP/aY9FJqK4xG+G4+nNoFESrQ66DcAoUamHQzjB7T9nPUQFFg/Vr4\n43tJmPipJHxRAPQcCdfeJL/366/LItZUjyijEfz8+GraAG6+oHZHk1ZqJNzP+wwX9lRJJZ8mpZLv\nY0EJUkABVSnE23y5t2dHIptKarQClRYb84+mscdcCqGAVoWqUsG3TMM/OsZjtTk4WlDBXQMT2nwu\nRVFYfiqPX3KzsbdXUOtVOMygKoDxwe25pmvMmRZHhUYzb25J5rfkPI4XNPDqli4V73L6dEn01CAp\nSXZ4RiO6++7F+vXXRMb5Mn5wCN5BGux2BUeRwperMqAK6cySmFjLjW8LSkvh03fAkgbRvpIzKTBA\nsTdcczcM8GBXZYcDvpkPJzdAYqAkuUoMcMoAPcbAdbeIgVcU0e7u0kXswwsvSC5JUSSs4C527oBf\nPoZ+wRAeJE7c8TyoCIWZs1v2XXCOeboGg7j3HTvC5g2weSUUF0BwGIyZAiNHtc07s9kkXvPGGzIY\nhw6V1zMyYMsGyEgGbx/oO1j4iWejltpkgv374ORRSVLEd5GVsKREjE63bp47l6KIoT+RBBVl0D4S\neveBECdUGk+gvLyaQlYAvv7QOVG8hxrk5kpIw4VHo4uK4PHEdrx2Sc8zr4W98ydFFVV8d9Uguob6\nMzC6HTaHg5PFBrIrTaiBmAAfOof4ebQyrAaKopBVYeJ0qQGz3UF7H2+6hvrjo9OQV2lid3Ypk6u1\ngj2B4ioLSYUVlFisBOm0dAsNoL2fNxtSC0kvM/LpnlS2VAvtaCZehn3zFglJbd9eyz2twaJFwi/9\n97/r79oURTQWhgzhvkEJXNylPd5qNV2C/EkqrOCqH3bCsmWSSNq2zfmFOhwtm49Wq3DvTxySudgh\nEQYOOjul7g6HnGvnRqgolpDDhSOlR5pKJbHrwECRi33vvdo5sWaN6Lx8913LznfoEKz4CbLTwC8A\nBo2E8ZNaFyo8p0b3qquEc1u3P31LH6w7OHJEqtmeekp+eE8kC9qK336TgfDoo3/1lZw9TJwo3m6/\nfk0fs2oVIdddTdGDws82Wm2Evb+OqhdfOsOR/O6qQczoFXNe6DekFBtYeDiTZ0d5cLF0giqrHd/X\nfqv/YmVl273QF57nmXU/8MrF3eu9/P3hTG7fmUPVqjXi7Tpj01QvcKobrkf5toVG6q+C1SpO1rx5\nMHJkY4lHRYHsbOHftibG7HDI79KWxf+cFUekp4te7siRDc5wFjR1evWSctTffpPa65SUv1bsRlHE\nS/xfkHFsCooCc+e6NrgAl1xCucnKmlOSUDPbHNhsNungarOh/XIBN684zD1rzo/OyFEB3nQ8B5q6\neq2af47pyYzedaoIPeDVq06n8urGJOYfSK/3+nW9Y5kYopWCowULnH84JQUA5buFsos535GeLpzb\nf/9bPHhnmroqFfz+u+wOWgO1+qw3kPWcRfzlF+kQ0RZ+akvxwAN8LGwZAAAgAElEQVRw113SoSIl\npbYi7FzDYIDNm8/tvZ9rlJbC5Zc3f5xaje3V15j8vVQMBft4MaRjhEwEjQbbLf/APm8+mVXnR6cQ\nRYHtNSpdrUSF2cqC/ekYLDaMVrmvz/amoXpxMaoXF9Nv7jpUKhWXdAjmh8OZtR/085MYZBugVDdp\nvH3x3nqvz92fcYZ2pc5tomihUydxYMDjfcA8ipwcGX9XXilO3Ycfuj7+7rtl95vtmcpGT8Mz6cbM\nTGk42dDLPRdQqeCPP2SlvuYamdw2m0f607uNtWtlAfgbtlh3GxqN+5lwqxWz1U5upYlIfz2xAd71\nq+ciIzmaV4bdofzlIQY/Ly2DotphsTta1BlYURT25pSh16p5eeNxFh3J4rYlYvj8Av0wlNdSGQ/k\nlRH4+jIqnBWOtHXM7NlzZjdptTvQqFUUGi3ct2QPAMuuH8LU51+Ap//pfNe5aROqhx5ySYv9y2A2\nSwhm5kz45z9bxgzKyJBFJTr67F5jK+AZTzcjQ8rs/iqoVEIh2bRJDOBLL0kt9rnqu1ZZ+b/Z460u\ntmyRLZ07eOIJfCPDSSkWw1NqsdefLKNHUxIVw+IkD5WNthH7csswt7ACbntmCYP+u57en6xl0ZEs\n6fackgIOB4bkU5KYsdvFld6yBfOoUZIAXrRIxsrq1eIotNU5UKnOhAm8XlnKlYt2EOKj48+bhvH4\nyO5M6ByORqNuukQ3OBjlq688R/fyFPLypJz+iy9ESezCC1u2QM2cKWEVT/dR8wA8IHdUKYbun//0\nwOW0ESqVbEGmTRPPc8IE2T55Qtu2KZw6JToTN9xwdr7/fEGfPjBsmNuH2yZN4slNK1l5TRBP9I1i\n3ZOzMcXFwaRJoFJhGTqMvQfXMr3nX++JjI4PpcrmIKAFdN3Kul5rQUH97Xl4eP2inGHDsKxaU/8L\nLrmkdRfrDJ06iQBUz54sPZ5LToWJCZ3DmdBZrsFmsQqdqm6zSkURPevx45uP059LpKfLrmjWLGnh\n1dqckFotersWi+e4+h5C2z1dk0kG2Pm0tVapJO4zZQr84x9iFA8fPjvn0uka03z+F/HZZ8KJdBOW\nTz5lz8CRdPp8C4HeOpZM7Y3fDded6YVnmfUw7+7P5HRJG9uteABJhZX1jWgzMNnsTPhmq/zhcJwf\n8dAePaC4GE3PnnR4byU/HW2gutXQsNrtMHu29FM7fh4kNdPTJRk9bZrQFFeubHsSfuRIePhhz1yf\nB9E2ypjDAbfcAh98cH7QtpxBUUQvYNYs+PxzSXp5olyxBrNmCXXtPIwdeRTHjsmOoSXcZ0WBb7+l\n/SMPcuy2YezPLWPqyhNU5UqLHF18PF2sFRy5e/RZumj3sPZ0AbGBPi77vp0qMdD5/drmqV49e2DZ\nslXKTc8n7N9frzFl5dNT8H99mdDGjh2rDSNUVp7p9uA3+EIMW7b9NYngkhIxti+8ILolw4d7zoGz\nWmHrVinNP5dO4VmljCkK3Hjj+Tfw6kKlkmKN336TQPzXXwvp2lMUmYsvbnnFyt8Rs2a1XLFNpYKb\nbqLsxluYvuwwYxLCqMorQHPZZXDgANb0dI7mlLA/t+zsXLObSC01UtyU9kQ1hn5Rn4JkOXT4/Bz3\n/frJvPzlFwAxuCAUy7qas1W1ymqGHbvOfUzXYBAlsJ9+krk5bx6MGNF247hlS636nk4n9/zUU22/\nXg+ibUb3xhvFwz2fQguuMHmyqOuvXi2Jjh9+kJW2tZg/Xyg/nhAVOZ9hNovoUFTrNBEsb73NLr8w\n5u1L48QD43CsWgm7dqF77FHo1IlJ3+/0iH5ua9E3IhCNizE8e81R8mt0KYqrhYjOBv/ck7jySlTP\nPCM0TrtdCnfqclfbt5f7+N5DYvjuwmyWZGJ6Onz5pVA+nTF/FKXlouh79ojhDg6uVTmcOBGefNK5\n6uFfhNaPHJNJJuL5FIR3F088IVq/u3fLFuS11xprxLqDSy/1bELkfEVOjns9qBrCZpNFTavFuHsv\ndy/bT5dQfz6bfAGaB+7H+tbbcOAARe1CGfzNDpdbsrOJvEozuZXOs9y/Hc/hrc0n5A+T6fwNozmB\n8sorEiNVq0Um1Zni3rXXyva+Lc6Hu/j4YznX+vWy+/z448bHWCzw9df49+0lYcCDTpoeNAHN8t/l\nH+vX14bBgoNF8nHVqiY/d67ReqP74YeyJTjPMoNuQ6WCOXPk+n18ZFV9/XX3P19YKAP6bHQdPt+g\n18O777b8c8uWSU18A6/wjv7xeGk18hv6+2NJOk6Sfyjt5izn412nsHlQpd8ddA31x7sJ/V5zjdLV\n++97Rr/4r4JKJclQZ85FQEDrQiUOB5oHHxCqpit8/70c43DIwvXJJ43thqKgeWsOPrExXPTqM8wM\nsuHVLkhUwNyE/dHHUD37rNDL6mLePKnMO0/QOqNrsYiuasN+Q39HBAaKalZAgHjtCxbI4Gxu4gcH\ny2D6u4RW2oJt22DhwpZ/buJE9DOuPvPnDf0SAEnSTugWjd/USTIJ9XoMf67CMPpi7l9+kCP5HmhD\n1AKUma1klDnvHnHNj7vkH7fddg6v6CxAq5XdytGjnvk+oxGvzh2xf/iR7BgbQlHEMbv5Zli3Dp/H\nHpWQRocOqLp2lSKmrKzaZP2ePdhnP8lbg6Lx1Wn4z+E8LJ/9t2VOnZ8fyssvi7Kg1SphjNRUufcb\nbvBMFxkPoHVG98gRcdl9XLXUsHumVci5QlSUxH8uu0yaad51lwyMprZdt9129mho5xt69JDfo6Xw\n9sb0/Q/49erOJb3jeXuseBsOReGXKb3pXJQjcT2AqCjsy2R7eDi/3FNX7hY6BPkS6O08kXRZYvWW\nvK3C9OcDkpM9Vyp/6hSW1HT006+sPzYqKmTedO6M37NP02/7Om7Yu4aX25nOCOArycn0evAufLt3\nRft0dZKrTx/Ufn48sOIg6+9/EnNWtlSYthaLFsn5OnYUVsbq1e4vOA7HWS12al3KsrhYklDOUFIC\ni3+Aw7ukNU+HRBhxqZQJnw2v8ORJ2LgKcjMgoB107y8UkdZuBSOrJf7efVdWyDFjRCauokJaPB84\nAEf3weALwGoWDrAnulM4Q1kZHDoIeVmg8YJuPUQ68mwkcRRFkhunT0F5GUREiYxeQIB4uSNGCJG+\npVCpMGzZzpYnnyD+g/lYq7UJqp6ZyuO9I7jl3nuFSXLLLZCQgOaF57nphRf5NaOcnyb38tjt5Vaa\nOFZYgc2hEKzX0TXUn0BvSYCabXZSmuALfzCxL10+WC2l7u62vDebZUEuzAe1BuI6iObr2aBk1SSc\nUk5CWREEt4devWUcl5aKp3noEIGR7bGazFQdEK0GVq+G06dRv/UWyh23o/ToKTrQFRXCk62rfqYo\ntXO3tBQO7IfUE/DeG5j6DZbxeOCAJJTHjYOcHAZ3COXLmwbTLSzgzNfc1DeWowUVhPp68UNSLq+e\nzkFVE9bw9saxY4dwnmva/tjtQoHbs0Wa3gaHSheHAQOatyUzZqCaNQul5jcvKpLeha6kCjIy4I8l\ncHw/OOzSfuzKGzzOw285T9dsFlf9u+8aGzajEd5+EUKKoFuUCB3nlMDuPBh9jfSO96Th3bQRln0B\nXX0h1B+MFjhZBI5ouO8xz/RsslplCzxlCowbASfWQ69IET4eMR4ybHDZ9TBhomfvbddO+PlzCLFA\nkJe0H8oyQ1h3uOUezxp6gwG+/gIy9kGoAjo1FFvA6AOXzgAff+F+tjF+r537CfbXXkfJyOCqwVEE\nxuhYcCodrMCoqZA4GG66SyZ8tWd5atZ4Oga3Xv7QYLHx7fEMtlYWQ5gKu1pBa1GhLVJxdUw0ExLC\nMdsdfH0go0khc9WLi2VXZ3SjVfvBA/DDF6AvB1+HGN1SwCcObr3fM2OyBkYjLPwSkrfLcwvUg8EC\nG47jcyiDqtNCEfP31vHdlQOostpZeDiT8Z3CeXVfFl1D/VEZjUSGBbFw10mnp/C99hqMi36UcuVp\nV6DdvQZb3/YQHype5L5kSLWhWrEZpc7ONv/xibT3q28f9uWU8u7eDH46VYz12mvRZmdhWvSjcwfJ\nYIDPP4S8g9CtHQT5QoUJjpdC7wkirN/S+bZrl3ixgwc3fm/Hdlj0EXTVQ2KkLCRpBXDcBrNeaBkP\n3+N6ur/+Kl6rM+v/5wo4sAguSqj/usUGG9Ng3O0w5mL3L94VCgvhrSdhVDg0eLiczoc0H3jshTME\n8Dbji48hZz1QLAavqEhE1E1W2JwGI66HyyZ75lzJyfD5qzA8on5XVEWBlHxI18Mjz3kmk263w4dv\ngz0J+nWQbhg1MJphawasTYZlKzwjnn7oELw2C3X2JkYmhpIY5MO3hzIwDxiIkjgAMvTwyPNSJVUt\nUm/71xWtEsax2h3M2ZvMyZBK4jr6oq7zHRaLg4wjVVwXGMO4+Pb8c+1R/j3BeU+tn45mSWw3K8v1\n5DuwH757Fwa3h5AG4YiUPEjTwxMveWZMWq3w4VugnIR+cdJc8c8/YccOAvR64ou9GGAJ4qlhXenR\nvvZ8G1ILUYAxCVJFty2jmKgAPXGBPpSarDy//hhfHsg4U6H32ZR+3L1sPwChnb25aHgQmwtKqaiy\nCAUzNRV2HoGjcHXXjvwwta/YjjpILTVSUmVhypKDZN92t1SJuVp87Hb48N9gPwb9O9Q3rnYHrEuF\n62bLzrMl+P13mUNTptR/vWa+jYiAgAYh0+QcUHrB3S2QbW3G6LY8vJCeDn37On/v0E7o6GRiemlh\nSAysWChtPQIDGx/TUhw8AOH2xgYXoGM4lKXDssVw/c1tP1dhIZzYBRO6i/c+f754fps3i/fXPxHW\n/ij931rJZa2HP3+Fnn6N21CrVJAYAaZM+PV7uL2ZNvXu4NAhKDkKoxMaew6+3jAsVvrCVTlPNLUI\nNhv8OA+mD8Ch6s2GDz8krm8cU7tGsrSkGHOXSDBnwrJf4OY7znys3Gwl2KflXUA2ZxZx3LeSjp18\nGxkCLy81HXr78MvObIZEhdAlxB+zzd6IxaAoCrqacI6r1k9VVfDD584NLkDnCChNg/VrYOq0Ft9L\nI2xcB8bjMCwBLBa0C7/DliaauhVmE4d1Jg4nlXMgt5wDuWVM6hPP1swSuof4orJYiA4PptBkZ8OR\nVADSHp5AhyBfPpx0Af+5rG+9RW5a90ie2X2U8i52lpzOwYwKhgyBuDjo3BlVYABKJzs/LdpFzsVd\nia5juI4WlNPr47UA+F4+GV59tfnw2PZtUHoYRnVsPCY1aujsDzs3tdzoTp4Mb74p7IYao+9wwE8L\noG9gY4MLYkv+OCBj10MFJC0LDq5fL3Gtzp2dv19eIhPVGfz1EGqFvXtadoVNIT8Lglxsd3tGw94N\nnjEWubkQpJIHXlUFV18tTIeLLpK45/YtYM+ATz5oe4bUbodTSRDrQn2qRzQc2ymcx7bi2AGI0Te9\nVbNZoPIE7NnZ9nNlZoKqDMICZLs6fDjbs0po7+uNIyu7ut1RFBzcWo/M3lr27rq8AsLivBoZ3Bro\ndGrs7RWSiipIKzNidVKg8dz6JKYt2iF/uKJVJSWBr8G5wa1Bx1DJdbQVigIb/4DeEVBUhPrdd+lm\nLueKblHoAvzhscdRTZsE/nDcV5yg5VffTunmbWyf+QTbAiL5+eYH2fDUy1BZideD9zNtyUHe35HC\nZYsPon15CWO+k3suqbLw8J+H+K08n0XJWZhsDpQ77hSOekSEqJRNuBSG9UITH0fMO3/yyPoTZy51\n3v4MVDHRcPw4xiXL3MtHbFwBPcOaHpPt/CAvo3W/XWxsfWbSqVNgzIKYJnZxWg1oFM/YkWq0zOi2\na+da3MM/EEwuKj+i/OGE+2Rnl/DWSxPKpuClBX+lfulja6FSIfs3JNi+o3oSenmJ9zN5Mgy5QFbf\nqiq47z5JKLaGb+pwAEr9bX5DaNQQoJYkXlthqADvZirqRg2B7NS2n6uyEvR17uvwYdJLjbT386Zr\noDe635eBTgNeyILyr38BEDpnOZ/sOt3i4ol8sxlfX9fJK7VeRanFSp/wQIxOxtOOzOruzzNnNnOy\nPGguaqDXQZUHBH6MRjCWQJAvuuW/k+ivw1+nYVlKAdZx4+HkSZT+A+Cu2zGtWy9G+rnnxEF45BER\n+b7/frjpJvDzw/LmW+x77nWeCunFnw88jXrMGNLLqxgxfxMdP9vMwlMF5HaMkmTnc8/VJptrYLFA\nYSH20aKh8f7GYwS8u5pB3+zg99QilDlvuc+3NRqhKFsW5qZgs4N3K7t9jB9fv9Dn9CkIczHX7A6w\n4dF6BPeNbkGBZPRHjWr6mK59Ibu06fd9vcQb9gTiE6G4mSoyHZ4p/4uKglKHtEPX60VvoSHUKhh3\niRw7ZowYz969JQnXEq1hnQ5CIqT7qSsoeIbFENVBujU3hfx8OHkK9B5oaRMYCMY6C1FZGZbq4oPx\n8aEoKSlQUQlmhyxmL70ku4x585i5/ABDv9t55ni3TqfTYTa7Pt5RpRDq7UV2hQmTE03d8Z2qE5Yf\nfeT6ZHo9WJtZFIorpcFiW6HRyFisqsJ6OpXTpUZ2KT7YZ8yQnMvixahXrACD0thJUqnEQ127tvY1\nHx+49VaqXn4VYmJwrF9PRlEFu9tFU/bb7yjz58P4cZI4q+N9qrZvx+vrL6Wo6Jtl8NU3ACiPP07l\nwcPs9wkhKbvYtc1oCLMZdM30KMsphcRWMlvCwiSmW7OAlxfLYtgUckuFgeXBUn/3Z62vr8gkuvox\nBg+HDLskzpzBaAF/D4mE9OoFVYEykJ1BUaDS4RlRkpAQ6NwfjmeJoIYzjyuvDOKqaUHXXivb5/Xr\nJQb+3nvCEZw7171ebsMnwJH8po+tsoBR4xlls/6DIEtp+pn5+4NvDPTs7/z9liA2FrzCZSDXwcni\nSoL0Ojq384VVW6Bj79r4aUSEcKINBnaczGH6D+6HOYaHhVKY0/Siazbb0RWq6REWQPewAMy2xgb6\ng51u8lo7J0Ih4hk5g6JAchkM8UAiWa8H/1B4aQ4gCUPHNddI2/ZqOFTB0He48zh0QkL9sbN0qVSM\nffghHDiAOiYG29ZtmA8cFKpgbEdhs9RFcTHKn38Skp8DZtCowlC9+CIcO4YyZw7Ex2M/dFicD3ep\ndiBJRru26fFotkKmAhcNdf8760KtrvX8QWimVU04b4oCJ0qF8upBuG90r7223kN1iqgoGDoZdqbL\nStwQGeXQa0ALL7EJeHvD1bfBznxwVjefUQTtOngmsQVw1fVwoBJ6DmocUDeYIc0OwxtIFIaHy7bq\nq69kokRHS7Xb888LtzIvz/m5RowE/x6wL6Px72h3wK4MGDXFM1ue6GgYcQVsShVjXheKAuv2Qalv\nPbnAVkOthhm3w74yKCiH559H1T6Mbw9lklxUic2owOZsmXQNFxxfX1QBASw7kUv0u+7p+o7r0J72\nBV7kZJsahSZMJjuZh6q4LjaWIL2OAoMZg5PwwldXDsQ7yo327LGx0HMU7EhrbHjtDtiRCpEDhWPq\nCYy/EvRd4JIJ8Oyzsovw8hJjcv1d4NMbpk53/tmoKHj5ZRmXzz4rC6teL1oqTz2FIzOzfintBReA\nIVAcixoEB6MZNpS8qM6QpsH+y2qU555rXG7bUlqXVgv9R8BRJ/3NrHbYlg6jpjUOcbQEw4dLCFBR\noEs3yHc4t1eHMiG0j2fGfh24RxmrUSlyh+Bts8FXX0DqZrggXBILDgWOZEFlFDz2L8/WsG/ZDEvm\nQbwaYquD4ZnFkKmDmf+UDKunMHcubFwOvYIhxh+8tVBYKSvvFXfAsOHNf4fVKgTzn36SbZ3FIl77\nwIH1jajBAN8tgNM7IVID/t7Cwcy2Q5+xcO2NniPbOxyweiWs+QlCbRCoE0+jQIESDfzzZc/qBR89\nCgs/Be8yCJLYtOanlfS2+XDgpCQH1dOuwPHr4vqfa6DupTzfPAug0Ghm7pFUTqorUYWqUGvAXgle\nRSpu6BDL6LgwVCoVG9MK8dVpGBRdn4ZXZLQQ9tZyKRporirNYoFF38CRjRChAh8tGKyQr4K+o+Hq\n61s+9hWlnvZtPaxbAyu+hShFksomK+TZwC8Bbp1Zn8ttsQi9a/FiYR99+qnoS+t07rGJkpNh/rsQ\nWgWRATKncyug2Aeuuwcu8KDwVUUFvP8aeOdCp1CJ8+eVQUoVDJoEV17TutBaDY9Yo5Fqt/vvh9Gj\nYf5nkLsFBsRJqKHSBIdyQNNR+P4tpfh5hKf77LOyOt5/v3sndTiE9rF2KZTmA2rodRFcdR0EBbXs\nBtxBbi5sXAPJh8Sr6NIbxk30rM6tooiXetNNUiV2bL8kRaLiJazSWqO0YYN4SY88Ao8+KgZ55EgJ\nT9RUGx07DCUF1dVGfWXHcTaq+0pLpcS7IFtiuJ26iALb2297vjuC2SwZ/5zq7rhmG/p77uL2ju24\nrnsEoxZsFilCZxVEn38Od93Fp5f35+7+zey+kLLjlGIDp8sMmBwOIn286REWQECdBOLS4zn4e2kZ\n27HxmAn5cD0l+w66v4BnZMDxJMlfBIdB9x4t23Ft2iQVYyCUvl9/FZHv559vfGx+PhzYJ2wev0Do\n0kO8TY1G8gnLlonXOmWKhLvWr4fp08Wr7d5d2ic1RG4urFyJz5pVaI8cwZGYiD0gANPzL8Lhg3A6\nSTzSzr1g0IWeoYA2hMEAa1cJDdVmkbjq8EvE8WsNTp6Uz86dC/fcIzRQvV4WUosFli+BratBsYCX\nv4QUxo5vnYPYZqPrcEg5qk7X8vpzRZEHr9X+/TVnDQYZ+HPmnB2DV1Pr/cwzYnyvv17qx0+ckAqa\nv6JxYFWVJFwme6joozlkZ6O//loeVRcTGeDD45tTsBQWOfdqkpLwHXwhB/4xhERXNC03sT+3jCKj\nhUs6NTa6qhcXSyy/BT3iWoXUVHzvuZPAA/u4o2sYOrUaBekmvDgpx718wI4dEsK45BIRB3/kEXEW\nzOb6pb2HDsnC3sBZ0L73Lup//YvRncK5PCaA97an1JZIr1olZb5/JyiKxKynTSMqwIfy4SMxrPhT\njO6QITK/asaX3S6/k49Py+d4Xp5QSTdvrj5tWzpHHD0Kl1/eOsEPlUpu4O9ucEG8j6uvPnuqYlqt\n/Pfmm7ItfO898SBeflkM/owZYpjT0s7O+Z2hrEyqeM4VoqMxzf2M93ankl1uROPn2/Tv3b07pvtm\n0uWD1RysG2tsJQwWGyVO6I5nGA1nY4cGMtG/+46AkcPxu6A3My25ZNw9glfG9uT5Md15YUx3JnaJ\nxH9UE6GrwkKhWT36qOyK5swR7/eDD2TOzpsn46quwa25n1kNqqysVmyPPIql0sDgYG9e3XpSDG5E\nhGgr/N0M7qFDYlCnTUPl60OXEF8Mf6yU98LCpINMXdqlRiOJx5bM8dJSdE8/hU/XxDMGtzk07+me\nPCnb2f8Fw9kW/P67eAZDhpz7c5tMYvQTEyWTv2CBdHZ95hmJf3mynr8uTp+WQemsVv0swu+2f0Ba\nGoavvnGd+VYU2SY//jinH5pAQrvW09pOlRjYl1PWqDuxoiioX1oi2/LRHu7lVlKC3+WT6Zidyr8G\nxHJ5t0j0DSricipMdPliM4aNWyQWW1FxxlAzcCD85z9w772yIPfv735puNUqAuEDB9Z/PS0NSkrw\n/uB9zPEJYpwfesgz93uuYDLhfcP1mGtyAt99V9ut++OPRcJg0iSZQ/n5Ej5tDdLTIT6eED9v9t45\nmugAPVq1CvVLS9oYXpgwQeIgnmzm+HeD0Sic0ddfPz/0cwsKpDVJQIDwR2fNgp07Jd5st3sulr1+\nvcR43Y3l/0XQzHqQi1YtZeu1rWcGHCuoYHN6kVPRG9WL1ZPXZvOsUth//8vY915m5fQBTWpLPL8x\niTcjL8B81dUSX9y4UcIHUVHiDLVFRP+RR2R+T5zY+u84n6AocPAgfrfchOGgyK6qB1+ErqQE84lk\nAMJCAiksLhfFsRkzYPlycaaCgmQh6tjRLZqp+l/Pon5zDjarlc+n9ueOAbW5BdWLi9tgdE+elEGW\nkNCSW//fQ1mZJDNuvfWvvhLnSEuT//LzxRgPHCjym2PHyvaqtQvmjh0yIBMTPXu9nkZZGV6RERie\nuBRtKwtGCo1mfjuey21OEnOvbDzOv9Ydk7ngQZ1Vn1tv4a38A9x/Ue3zyas0UWi0kFpqJLXUyAMr\nqis4d+0SSlhTuietQVqabLMbhh7+jsjLEw/WYuG+wZ159KKOXPvzbvZml9Itsh1PXtSRW/t1wGx3\n4PPqbwD49O6J/UQyFovwdBM6RJJTVIZ27FgML7zknN5XViYe8hNPMHt4F94c14sio4X9uWVn8gHN\nGV3X2Znt22Vre8cdLg/7n8e33wpX8XxFfHwth/rqq2XbYzDI87PZJCFX4xmFhclq7ufXvNd+8KAY\n7PPd6AYF4dW7J4sOZ3Fj39ZRBB0K5NU0n2yAp0d0FaPrYVF+m7c3ORUmlh7PIcBLy69JOUzqEsH+\n3DKu6x1LQF1h9UGDPHpuQHZMs2bBkiWe/+5zjRuuP1N9+vYlPfDVadlz1xj6f7qO/bmlOBBHUq/V\n8PolPXl6zVGGKAZ+fWQ8G9KKuLybsEtKTVbe257CK6NH4VDAd9rlGPS+MGAAmuIivN75N2M6hNJh\nYAKzh3XB7lCEUoi0u/fzaj7h7drT/fbb2ljI/2Vs3izCzn/XfmhFRcJCWbdOstULF0qctiaD6+VV\na5DrGuJlyyRj7wlJx7ONLVvQT57IL5N7M7FLy2PcFruDj3ed5uEhzsWcMsuriH9/NY60NBkLLUEN\n1/bwYQn9LFggHUpuuYUZQQrDIwO4uW8cFRYbHYLqx6XPhDbORtNOk0lixA2f+98N1bHVq3tG8+M1\nF9V7q8BgJvztFWf+/v2GoUxMDKfEZCXEx4sio4Vn1h5l7pRanvGe7FIG/Xc9UF/aEuDozEvqSWXm\nVJiIfucPAIz/nIqPTtOsp+t6L3boUPM3/L+OzEyZJH9XgwGtaPUAABsgSURBVAsSImjfXmJYI0ZI\nHPimm0SvNi5OqEUnT8LUqWKYX3sNjh0T45yT8/douzR8OEydyunS1gnKaFQqsiuqm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} ], "prompt_number": 5 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Lambert Conformal Projection (LCC)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# http://matplotlib.org/basemap/users/lcc.html\n", "\n", "from mpl_toolkits.basemap import Basemap\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "# setup lambert conformal basemap.\n", "# lat_1 is first standard parallel.\n", "# lat_2 is second standard parallel (defaults to lat_1).\n", "# lon_0,lat_0 is central point.\n", "# rsphere=(6378137.00,6356752.3142) specifies WGS4 ellipsoid\n", "# area_thresh=1000 means don't plot coastline features less\n", "# than 1000 km^2 in area.\n", "m = Basemap(width=12000000,height=9000000,\n", " rsphere=(6378137.00,6356752.3142),\\\n", " resolution='l',area_thresh=1000.,projection='lcc',\\\n", " lat_1=45.,lat_2=55,lat_0=50,lon_0=-107.)\n", "m.drawcoastlines()\n", "m.fillcontinents(color='coral',lake_color='aqua')\n", "# draw parallels and meridians.\n", "m.drawparallels(np.arange(-80.,81.,20.))\n", "m.drawmeridians(np.arange(-180.,181.,20.))\n", "m.drawmapboundary(fill_color='aqua')\n", "# draw tissot's indicatrix to show distortion.\n", "ax = plt.gca()\n", "for y in np.linspace(m.ymax/20,19*m.ymax/20,9):\n", " for x in np.linspace(m.xmax/20,19*m.xmax/20,12):\n", " lon, lat = m(x,y,inverse=True)\n", " poly = m.tissot(lon,lat,1.5,100,\\\n", " facecolor='green',zorder=10,alpha=0.5)\n", "plt.title(\"Lambert Conformal Projection\")\n", "plt.show()\n" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Equal area world map?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "http://en.wikipedia.org/wiki/Cylindrical_equal-area_projection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "http://matplotlib.org/basemap/users/mapsetup.html\n", "\n", "> When a Basemap class instance is created, the desired map projection must be specified, along with information about the portion of the earth\u2019s surface that the map projection will describe. There are two basic ways of doing this. One is to provide the latitude and longitude values of each of the four corners of the rectangular map projection region. The other is to provide the lat/lon value of the center of the map projection region along with the width and height of the region in map projection coordinates." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: if I make width or height too big, I get complaints....but still not getting the whole \n", "\n", "https://www.google.com/search?q=circumference+earth\n", "\n", "> 24,901 miles (40,075 km)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from mpl_toolkits.basemap import Basemap\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "# setup lambert azimuthal equal area basemap.\n", "# lat_ts is latitude of true scale.\n", "# lon_0,lat_0 is central point.\n", "m = Basemap(width=16200000,height=19500000,\n", " resolution='l',projection='laea',\\\n", " lat_ts=0, lat_0=0,lon_0=0.)\n", "m.drawcoastlines()\n", "m.fillcontinents(color='coral',lake_color='aqua')\n", "# draw parallels and meridians.\n", "m.drawparallels(np.arange(-80.,81.,20.))\n", "m.drawmeridians(np.arange(-180.,181.,20.))\n", "m.drawmapboundary(fill_color='aqua')\n", "# draw tissot's indicatrix to show distortion.\n", "ax = plt.gca()\n", "for y in np.linspace(m.ymax/20,19*m.ymax/20,9):\n", " for x in np.linspace(m.xmax/20,19*m.xmax/20,12):\n", " lon, lat = m(x,y,inverse=True)\n", " poly = m.tissot(lon,lat,1.5,100,\\\n", " facecolor='green',zorder=10,alpha=0.5)\n", "plt.title(\"Lambert Azimuthal Equal Area Projection\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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fg1BFQRKYNu6JetE30uxt8F3rCEKNYZQgREfD2ZPw26dSeeXZAVp3lHEGTk5V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23v3lQV2OMh7N2LMT2DzgG1yz2sc4APXRuWf0xFUKlUPNu9hcXiqCtphcZm7lzrA7SUtOj8EZ0J\naFBXSF+2IDS08g18ykM1LGoyo/oahNBQWRUnTSLSsw5/hdrXObhf07oVtvmqKhp6uzGhYyCq9u3u\nyPgcPHhnabN2eAjuSxczuUtghS3adkemEpddOYMcn5OP6uONqD7eyPS9lwFYOqozWdNHlTn2NhN1\n4kTLg337LQBNfDyY2rMFmnytbWnh7GyhjzvS86vGDV+qr0Ho0UPSPO7u5P2+nJd2h1NQAZ+9PJgU\npUKufVXh6+5CY09XvI4fvSPjM2LEnVXqtcNDcMnLo2+jilf+fk3rlpFML43MAv1tA6DRGcjXGxnY\nzJ8J7RrxZCfrN6TWYOT+vwq7SBX2BAXEA5g4UeIw06YBEPX6MGYeiyQ3KxcSbaBSazS2HVcZ3Ilt\npYNQfQ2Cjw/8/bf8u3t38jT5HCkUREnKLWBPZAoJObY3LWng7U59LzdSNAWEpWSTYoHtZgtSNdoi\nVlwh6nq6imxb7QqyC1qtyJlX1mW8eBFOnpTJWVV3U6u1nqmoyEPQ60ULwALU8XEW5czMMJhM5OuN\nrLoUR67OelDXpCjU+XLb7f87q1U09/Vi3cSerHm4Bx0sNIXR6AzM3B9eJJB782ZRLYPRiHPbNreD\njMNbBaCbMRa1SsUnuwvJS9b0Kkwm0T+IjxfPbMAAq+ddBooiVa6HDt3uT1oGCxfaPt5/GNWXadG8\neYn0nfqTObzw0/ccquvNvLAbJNQpoNZFZ94MbkW7n/ay44neFea5c7R6Fl+KIkyVg6tezQtBzegT\naHvke9fNZP6Ki8OoKIypH8AjbQJRqVTU93LjVPwttDfK6XUYHg5L54E+D9p2h2detL0nZNu2sP1v\n2L0KGreEya9A/fq2vbegAJYvgUsnwcsXJr1U9kawpoegKLBlA+wr7C8w5jEYXLK9nrZdB9ZePXlb\n4LY4TiZk8Ov1aPJMRgJdPajvaZ0+fqqwff3ZFwZyd0NfbmZq+PFyJIm6Atp51uKNLi1LaF98eugq\nM/YXKiN17gz33y8y6SBG97UpuHhn80z7ID7s2pbAQmJabFZhL8hTpySlWxpGIyxdCLFnQGOEFj2g\nTSW2gju2wtE1gA5SE2HCIyVfVxQYOlRSydUQ1ddDaNYMPv1UVifA9N77xN43nAGrzxBp0NCmXS2c\nW6tZHSlVbiP+Os7qS9ar7QC6NvJlX0YarXt406CbO79FxaApZ9UqDoPJxNrYeM7VyaJFXy+256bc\nDmTVcnUmRqPDWKsccY51v0EPLxjfErLOwp5KVDBu+Rs0IfBga/BNghVLbX/vgX2QdhLGtYCurrB8\nftkAmTUPISwMTm2EkYEwrAHs+quoIUkhCr76mmURaVxOLckXycjX8cvNKHx7uNL8Xi9WZsYRkWG9\nPqVn4zpo3h/N3Q19MSkKC8NvYmir0GZgLW7U0XA4Lv32se/vvSzG4J135Abbvx+6FZO037YBp+wz\nDBjsi7qNil2xRdmEVZficX14gvU+jefPQ8IpGBwEPevCvm3Qu7flY0sjOxsObIR7m0LPILhsQQtz\n716ItS8edidRfQ2Ck5N0EzJDrcaw7HciX3ubLREZbIhIRu0FMQV5LBwpZbILQ6LKHdJZpYJCr9nd\n3QljLUi0MfOgKHA1PZdLqdl8cewaTvVURGVLTKKOhytGBUwvvGB9gPw88HaX/WzjWtKN6epVWZEO\nHhSXfP16MYBLlsjfr74St/PsKWjXArZsgSB/+H2x3NSjR4sHMHiw/O3VS/526SJkmtatIT4adq4H\nkxF+WwTGXGjcWNR/6taVv76+Ejhbtw4mTYING+Dpp+Vv+DG4eUMM2K04eOMN2LoVpk4VFeIvv0Q7\ndBiPbDjHvpupzD54hUPRaXx++BrJai2hGdkkaQrwrO1EeFouK0PjCEvJZntEEtczcjkWm05cdj6X\nU3PQ6IzEZuWRlFNAgqGA2nVcAAVndzV5RiPRmXm8u/8qnx+5Bg89BF9+Kdf25MmS26Hrl1H7qHF3\ndkKtBkPhNktRFFZEZaJ7YIL13+nmNWhY+DsZTVKHbasnFx8PPgq4uUCBHrwsCL126ACDBtk23n8B\n1XfLANLTcOHCoj6LTk7wzrsYtVmERm8n7Fw4nZO8WPTQXTzfrRlOxXTqLEmD92laF05AVGQeDRu7\nY8oz2aTvB+DipGZy6yCOXMqgfpAbhjQTio/sffdEpgpTefduEeF8/XXp+vTgg3KT9+wJH82Etx+D\n6c/BF7/AV3/DhAnSAOSTT6Q92po1MHasPDd5MuTkyHcObA2bQqB7IITEwMD7wcVFPsfVVd7v6go/\n/yx/16wBd3cRBs3OhtAxEJUGfceBU0vZF3t4SDcmDw9RZdLpJG4zapR85rBhkJoKt66D0RkatAUP\nf5g5TQxJjx6ilNSpE6a8PK7dvZHWfl74ebjS0NsNQ+sAUqO0pOZoSdFoybphoMtwH6Iy81GrVIUt\n2Dw4FpuBk0rF1ohkhjSvx9/hCYxuHcCFyCySfQu4kaOhZZYXm/KTeDi0cEuzebO0Zrt4UZrnenjI\ntUpIEENavzH6f1K45gc+emf6t5Bt4cpLcZy/Hi/GxBrq+ENEPuQWwOEI6NrX9gpKFxfQK2JIrqTB\nIAuSclOnwo8/2jbefwHVVmQVRSlyrZo0KXlASor0Soy/geuuEzxWz43Fwzvg4qRmcUgUL2+/gH7m\nOItjf3fiOoobRGo0jGrcgPubF8UdDCYTTippG9etoS+/hEQxpVszXtp2gQUjO9NryUEe7RLI+8cu\ns3ZMT97cFsqVV4YwZuUJdt1Igf79xfVetAj+9S9ZQUeOlInboQPs2AZx16F5Wxgy3PZimcxMWL8O\nVDpo0AQGDZEb3laEh0PIMahdFwbeV1aivDzV5agoOH4Q3D3g3vvEGFiAxwPj+CD3Bh/0LWpCm5CT\nz+7YVPRGE3WcXJjQvnzyUnGk5WnZcjMJjdHAfY3q4ePqQuC8XbLvj44Wafr27cXoHT4sMZVHHpFr\nP2IEPPIAXQJ9aO7qyTt9gtkflcoH+8LhhRfgvffkmjZvLtexeCwhP1/6OcZeh6D20LQ5DLex4YrB\nAAvmQuxl6NQXnphc9jc+eVI6UDs7V0uR1eptEEwmUR3aswdql0ptGY3y4+Xm4vHkEzyel8CSoW35\n50YKw/88RsS/h9DKr2Say2AysSMimQvJ2bzbtzXfHLvOa71a8NCa06x6qDstf9hNxL+HMn7VSbY+\n3osZ+8L5/L72rA6L5/FOgbgVdnkCSvDs/7gQw3OnEjDs2g0dOzr+ghQUSPps8+aKj60K7FFdNiMs\nDKe7upD65nDqeJSkFh+PzWDnjWQ+HmgfT+O2DH/pKbttm2QCvL3ltcJMg/aDscTl5OPv6cr8U5Fi\nEH74QbygefOkpuGNNyRW9csv8NZbkrbs3RsCAuR6T50q4q22wmSSbJClvhB//SUezUcfVVvV5eob\nQwD5YVessMzSc3KS5xs0IP+nn1l7OR6twciwlvX5anhHPJydWHc5gawCPS9uPU9iTgHtF+zFWa3i\nYHQaGfk6PFycMJgUZg1og7uzE0lvjcDX3YUDz/TD29WZ7+7vhIeLE8/c1RRXJzWzB7a1eJqXU3Nw\n7t7jzrmCbm4yMe/UBHJEtWOHDhgNRovqUS39vBhnoxZCeegcYCFoe+OGNMkxz5F33gHg5mvDcHVW\n06KOF7VcnfnzRobckP/+t9zgP/4o/R737YMOHVC7OEPdujgtX47zsl8lntKkiWz7Ll+WNnIxMbB4\nsfAbEhIsp3HVautNYsaNgylT7L4OdxLV2yCARH1fecXya2YvIj4eQ7t2PLD6JJdTs9kSnkhano7z\nyVlkafVMbN8Yb1cnwl6+j2EtA/DzcKWOhyuv92qJj5sLvQL9cHVSV8i2mzmgLWEvDybnvdHk6Q1s\nvJLIpPVn+PJoBAWvvS6T505ApRJOxp1SFXaEHkIhT6GJBd2JzVcTuZJmvwLW6DYNcRlYihPg5yex\nGDN++IHHOgbSzLdIun1deALh0cmWWYwqFdy4gWnJUoiNxXj5MobNW+TmVakkntOunQS469eXeIuz\ns3gZqamyPcnMFENRUCBeqyUYDGKAHN1RysGo3kFFkAs+bJi4tWaCzObNsif/7DOx3OfOkTdsBNkr\nl9DQ252Dz/RDpVLRpYFsM0rr+j/TpWmV3bX29XyISM8leP6e28+5jhuDbvBgYcPVqwddu1b9+1rD\n88/bzj2oLOzpy2CGkxMe/n5cz9CUIRENalYPG9XXy8Vnh67CE91LPrl0qdywhXB5YDxtk4tUkxRF\nYcbpOAnuWovZdO0qBUfFy9aDg+X/5uB0nz7y19zb8dw5WZBmzpRg7KVL8v+gIIm7TJsmXkh4uMxV\nnU5ayt+pvhEOQvX2EPR6efTrJxf37bdFX9DLS37cX38VSz1zJkyezNmEW6hUKqsdic3I0xv5qYpq\nTF8djSgyBoXMQd3Gwr39Y49JoOpO4OTJO9c/0hEegkqFS8sWFunh805cJ8dGvkdp6I0m9t9M5fld\nUsvArFLl5aNHlygqc4qNwalYVuCfGylcjUqU7E15KK1h8dprZYPZpaFSiaFQq+H77yXbkZAgz/fu\nLVuLf/9bqip795bt77Wy8m/VCdXXQ1izRvZsBoOk0/R6+ZGs3exBQbh06cyx2HRGtm5Q7tA9G/vS\nrVHlRUwORqXx7p4wmDFDHqWZblotfPihBK4cjfvvty/oVx4c4SEAugItV9JMjGlT8vln7w4iyIbu\nS6VxOv4WPQu7OavnzIY1z5S8SfPzpcVdsUY2zt5e+DmL224wmaTG4Z13Kie+qigSYPQvy76sEM7O\n8ihsXc/+/bKlmDVLFouPProd56iOqL4egq+v/CjTp4sU+YwZFcqSaQYMYn9sxao8TWp78uLW80RU\noj7/9/MxDPz9iASb5syxTHtt316Cf3cC8fF3jgPvCA8B0LVpy9H4ktffpCi8uesS3lVoo/evbaK+\njKJgmjGz7Irt4iLZgmIyaxrfury8/QKTtoXiMqfQc/vii8p98LffwoULjuvxkJQE8+fL1mTFCpnP\n1RTV1yAMG1ZkAFq2lBuxghJgo8HIN4ev2DT8z6O6lAg8VYRXdhTuS8tzPX19hSx0J4J/HTsKi/BO\nwBFZBsD02uscS8sjq6CozFxR4LP72lkM2Nb5cluJjt6lMaZdI9zGlCOaumABHC9ZP6KsXg1Ll7Ly\ngWelwMhorLy+5ZQpJQOV9iI3t2Sznf8ZBAdg586KOxg98QRQJMZZHtLzdYz4q5xipFJYNq6wa09F\nruePP1a896wKVCp4803HjwsO8xDo04essQ8wctPF20HbC8lZ0pXZAroH+lkdKk9vYN7ZWLSffmb9\n8556yvKN++yzmN5/X4hilV3lExNlv++oAK6iwMcfy7ahBqB6E5NKY/t24ev7WZ9Itbp0Ym2nWgyv\noPLRYDKRqzPi6qTC06Vid1ZRFNSzN8HXX9+urbeIzZul5mDx4grHrBQMBjh7VmjQjkZ5TMXKQqfD\no3FDzj/aleC63uRo9URn5dPRQvmyNaRotDyz8zIHW3Yib+MWywfp9bJFu3jR9loDW5CdLalsRwnl\nnjwpQizBwSWf/x8xyQEICalQBy/nlVf5+Gx8hUM5q9V8fPAKa8MS2H0jhRe3nqftgj10LQxilYZK\npWJI6waoD1TQiXnwYPjmG8eTiJydJZIdHu7YccFxHgKAqytOffpwPFbkyZacja6U2vKtfB1dl59k\n98DR5P1VTj8KlUq2BI40BgCPPy5EJEchPFx0GmoIapZBmDZNKvDKu9kGDeJiXLrVDkLF8fXQDvQK\nrMOwP4/xS0gUV9NyaV5ONHxPRBKmbdvLH9TbW+rdr16t8PMrjQ8+uDPtxBwUQzAj95HH+PFyCoqi\n8EjHxgxtYZv7bTCZeHDrJdIefgzDj/PLz6p8/jksX+6gMy5ESgr89pt4oY7AlStiyG2thagGqFkG\nwd1dLnB5gpetWkFQU7ZHVKyo66RS8cLW8wDMGtAG5cPxrHvYcp28zmjCxd3NNjEgeEoAACAASURB\nVGHOffvujEzWoUMlJcIcBUd6CAAPP8yVfCNnE7P419YL5NlgnFM1WsZuuMCpBi3Qzp1X8We8/rp1\nBmtV8c8/Eqh0VHZBUSxno6oxapZBUKkkyv/RR+UeVjBkGEfiK3ZTVSoVWx6T1WDz1SSrx4UmZ+H2\nyWb0BTYKcx46dGc46+PGSUWfo+FgD4Fz59DEiQ7hN8M6Emilm5MZl1Ky6fDbcfYOGk3e1u2STiwP\neXnCTnQt25+hyjAaJZBYmvhUVWRmil5DeaXW1RA1yyCArLwVtEc33juALXFl231ZgrlXg6Ecmfda\nNmom3MawYZJtsMZrryoyMu6MoXG0hxARAYCPmxMvbTuPm4VuToqikK3V89b+q/RccZq0eT+g+2G+\nbTGBnBwxYo7stZiUJD00HdWCz9VVmKs1rEFszTMI3t7Sa6+8hhxDhhCVmFGuqKcZLep40a2hb7kt\n47Zes+49WISzM7z8smQFHImWLSWw6Gg42kMoXBWD5++lU30fpu4IpenCA/jM/Yd2f5zinuUnUM/e\nhP93e1gY2IX8y1dQJj1p+/jz5gkvxZHYuVPGdQSMRokj3XWXY8b7D6JmpR3NSE+X1JCnp9XAk1er\nFiy725+HO1gW5biVr8Pvq+3MH30XtZzVPL3xbJlegmb0WnqQk3G3YOVKePRR276ETicRZkc3b+nV\nSwKrDe0vJ74NR+ghlMbff8Pjj+Hi54d+zFhRWOrSRVbiGzeEtde9e+Ub0OTnC/GrfXvHrb4mk9TD\nzJxZOeEZa8jOlgBlq1bWj/lf2tGBqFtXrHk5UWbNdz8w8W/refVabs58NLgdvRv5EpYqpbkhCUVx\nB3N/AECMAdhuDECq5957z/HpxzVrHF/16GgPAcRLuJWJPvSScDJeeEHEbsaNE4LVwIFV60YVGSl7\nc0e64gsXSum6I4wBSLfuHPvLvf8bqJkGASSwOGiQSG5bQmEvvhwrHZ+d1Wo+7N+Grg196VRImvF0\nceJSSrZF9WbnWpWcvAEBYrQK99MOw8qVjt82ODqGYMbo0Y7vSZmW5nghmtatHWdkw8PFaNfA7QLU\nVINw/bq4nT/9JC3fLMHXF49HHubDoyXrH/RGE6kaLaZiK/cThV2B7l60n0nrQ3h03RmMs8ZhnCW6\njFN7NEd59DE52GCwfdU/flyKZByJF16Q+IQjcSc8BEWRbUNphp69WLlSXHJbYDRab05jxs8/i35B\nabp5QYGQ4Crr4a1YISraISG2946sRqh5MYSYGPh+JrgZoUl3cPYSN9SShU9KwrVlC45PuoeuDX0p\nMBiZcSKcBCWfVq7evNKxBfULOzfn640ciEolV2dg4t9nAPDzdCNHq5faiE2bQKuBozuhTj2Y8Ixt\n+olLl0q0+cZ1WLEYFBMMGQeDh9ie705NhZXLIDEGAoLgj5W2Byx1Oti+CU4dhqYtYMzDIsNeHNZi\nCIoCJ0/A3sJGLcPGQ3cr/QxK4/JlKcZ67jGIi4Z7BsDoB2zPDGRnw4bVcOk0NG4BT78o3paiyNaj\nPBiNsH0LHNomsvvPvWG5S5PBIPGogoKShK/Tp2D9MtDmQL+x8KCVfpGlsWuXbGUObwPXTNDXg4+/\ntry9+V8MwUFIT4f6TjC0Jdw6CxdCrO/XGjTAMHsOrx2R6sO47HwyvHUE969FSpCWeaHXbxdCebg4\nMbBZPd7bG86/ekqX4Iw8Lcann5Yair594cw/MLoptDfB8rm2NdxIShI396+F0NUF+njDwT/gwF7b\nv/OKpeAcAb29QB8Kkx4qu/KZTBJwKygQkY6sLFHxWbsSDv4KHY2QdgC+/VD6KiQkyN/4ePG0unYV\nz2vvXqHaHjokE3zpbGiYBt6R8MfX8npamrwvJ0duXJ2urAGvXx8G3QVeUdDLE85vghM2FpOZTLD4\ne8g8DoP9gauwc4v89qmpFb9/13YIWQf31YdunrBjreXjtm6VOE9xYxAVBX//BL19YFgQnKqAql4c\nmZmw8U9obYR+zSA37XajoZqCmmcQGjeGDAVMCnRtAp4mkVK7ft3i4aYHH+RkZDKJOQX4urug5IHJ\npNCggTuJHgVcK6aJ4OHixNkXBzLtnhboZozF3cMNk5u7iJO4ut5u8kI9HwhSw0kbmrtOngyrV4NB\nD7U9wccD7m4Ax/dZPl5RhHiTnS16komJcOoYeKvhSigEecO8T+D334V3f/SonN+RIzB+vEh7vfWW\nXI+FC+HyBdCmgLMC+ltgyijq1xAeLqpPOp0o+2RlCeU6LU0+++JZcMkAVwWyU8ElVwK5Fy+KxsDR\no9IzY8cOaVm/fr0IluzaBUOGQORxSIuG/GzISYTLl8SVTkmRm9vazZKcDOk3oXMT8HAFbzfIzJD3\nji6nHNp8/Q7tgJ6B4O4CBiO4WaCjG42S9Sgdjzm8F1q6ye+UkQv+NpYq//STLBAN1NDUH5IyoUGQ\nY8lT/wHUPINQvz507C8NS9ycwdUoN4KVfgE0b47bgP5sj0jG39ONAbX9ibqSh8FgQnGB/FIdpW/l\n63l+yzmc1Sq2PNRNbqq9e0Ucs+dQOBolE0Wjq5hRB6Kh5+0NA0bD4SiIS4fwGPCoJTdQdLSw48LC\npJT3zBm5wWNjZX+blwde9eF8GmQbIDoL7n9AtklffCHVj+vXw733yo3Yu7fss7t1ExrumIfBtwNo\nAP9WULuZGNC2bUWSLjhYekf8/ru85+WXJUX46qswejzUags6F6jTDNyaS6B08GAJ7N1/v3D/x42T\npqrjx8Ps2eJNzZkDjTtBngpis+CmCdp2kGrQmzdl/P37JXNz4IAI4Jw7JwG5jAzI0EBkElxPgut6\n6NHP9rJyZ1e4pZFrHZYLQy1oWFy7JkawtOhpbrbMq4xcuJAJ99ugi6DVSr1C/XrgA+Tr4OItGFGz\nWIpQE2MIIG7xskUQcw48G8C7s+G++yS91daCVPqKFXSfPZ3Tj3ZDZzSxPiKevSlpNPPw5PUuLfEq\npeaTlqflWGwGY9s0JHjRQSJmzBElJKMR9u2BM4fAvyE88pR10UytVlbZli2Fc9+tG6xaCWOHwrpN\nsHqDyIK/9ZY0Ghk6VLyB5s3L7jkVBc6GwPmT4FMHEtNkQs+fX/HFVBRZ0S+cBK/aMOC+stJg5fEQ\nLl2Cs8fAsxb0HyzZE1s+MzBQyEPh58DdE+4dUjZ2AXLze3hI8LVVKzEIw4fDu+9AmyDYvBU+/UY0\nBX78UTyaHj2Eg2Jt9b1yBTavlOYyQ8eVEGEFxDNZvVr0M0pf66tX4bcfwMUVxj5uW8xkzhyZByNH\nwpIvAQWGPyZxImuopjGEmmkQQF5PTpYGLh4e4gJfuyadgEtPlLw88PJCN2MsLk7qwrcrVsVY47Pz\nWXD6Jp/d1x63T7eg++Zb0XO0BJNJ3PPAQFkd33tPCDenT8uEW7tWJLnGjpVzNXcotgd6vcQLHKXg\n60g9BJBzM5kcQ3TKy5NA5Kefyor+ySdiREeOFILWvHniYV29KsFGW4qJEhNF9/Lzzy2/bp57tnAd\nIiLEy6hVS75verqcb+nGQqVRTQ1CzdsymKFSiRSVmfvu4yP7OEt5f09PPJo05kBUWrG3W/+xG/t4\nMLxVfTotPoRzq5bS+NQMRZGMg8EgNQt5eaL3r1ZDo0YyMY4elQmxbZusZDNnytYjKspx371tW8fV\nSjiah7B9u+O0JT094f33xSvw95eemU2aiPfVooV4VnXqiNHV6SSboNHIDa/T3e4XcRt5eWK458yx\n/pkqle3Ep127pKen2fjVrVuxMajGqLkegjXMmycBrtLlx/7+kJ5ulZ5sRmJOAY3m7gTAeeQIDKtW\nS8S9Tx9JHy5YICvL55+LZ9Ctm22Boxs3xIA5ih6s0chkd8Tkc7SHkJws17sySsfWoNdLkNPNrVyl\nLKCoH2hAgGwx3n4bOnUS72H+fFE7NusbOqIKce1amWe2tosvjv95CP8hmDn+pS92ea3ai6GBd5HL\naXD3EBrq6dOS7lqwQFJUS5ZIQ5bevW2PIjdtKtsZa8zKyuLTT4X44wg42kN47jnJCDgCa9bId63I\nGICs6k2bivH47DPxHK5dk/iIp6d4bg0bihG3t0+mySTGuCr062qM/3seAkgEe+DAkq3V8vLwvKsz\nnwbX4vXuzcq8xWAysfFKIm5OarZFJLMoJEpWkpYtZaVzxN4/O1ty1U2b2j+W0SgZiso0IrUGR3oI\nBQViPB0hNFvYpg9fX8e0QIuMLOr+tXu3GPeQEJkv7u6Vi8k8+SQ8+6zQ56uCauoh/N80CImJRf8u\nXhV45QpOnTuxbWIPhrcKIFurJ/JWHueTsjiXlMlTnZvSffEBXJzUQlhatUriAosXwx9/VP18zIiM\nFF7CgQP2F+ckJUma8qgNXIiK4Mhqx/PnZY++fr39Y125IjerIzpWZWRIW8AjR4rSxRqNbG/27hUj\n1qWLzJeKWvFduiQeS716tqWeLaGaGgSUaghAwWRSUJSqP77+WuG338o+v2uXAihfDumgnHjuXuWt\n3q0UzfujFf3MsYry4XilXUBt+fw331TIypL3xMYqrFtn3/mYH8nJCsePO2asqCiFlBT7x7l8WaF7\nd8ecU3i4Qna2Y8batk1Br7d/HL1e4eefKx5rwwaFkycV3nhD4dw5BZ3O8nEPPSTf055zqp63nlJ9\nYwj2ilVMmwZt2kgtgRk6nRBpgKMx6bT28+KbYR3xdHHGubCu4PyUwu7Cc+cWBeyMxgqbxNiMGzdg\nz56Kj7MFS5bAqVP2j+PIGMLChY4p6MrNhT//tH8cEIp1XFzFQc7x44Xo9cgjshXr2lU8CHORksEg\ngcmlSy3zXWyFUg09g0JUX4MwaZL9pcP168teNj9faL6hobJXfvNNtt9Ioe7XO/jpdMkuS65OamLf\nKKWSGxQk8YiJE+3/MXv3lgYieytRy2AN771nm8ZjRXBUtaNGIzdTYem5Xfj9d1kU7JVJi4yUgPLs\n2bZv0+65R+IJBw9KHGPgQPlusbFCcrI3kOhImXcHo/oahAsXbGPilYfmzYUe26GD6Cd06SJ026++\nwlB4X0/dfrGM1FqgjwfP9Q7G6cUXSo717ru2FddUBEeJe+Tk2H+NwHEeQlycY6TRlcJ6DntvPDM5\n6r33qnbN/fwkpnD2rMREevYU7ok9BUsajePL1x2I6msQhg4V3cQ33qi4pt0Szp0TPsLrrwuPIDS0\nyGV0ciqRshu/6mSZt8+6pxnGRb8UNUZRq8VTGDasLNmlsrj3XhnX3rRhQIAE3WypuiwPjvIQ0tKE\nhGUvXn3VMd2uT56UYquKgoQVIS1NMkMREVJfsnq1KGJVFpGRkkI9aLkZUHVA9TUIIBa6d+/K5e4N\nBnHvGzSQtmsBAcIe27tXrLMZDzyAevgwAPbeTCU8tWQJ9W2voXgVpb+/TLIlS+w3CoMHSxGQseKe\nBeXixAn7GZCO8hAOH5Y0oT0wGGR7V54eoS0IDxcPyl6jqyhyfc+ckfTnnDlyfgMGiLdo6+9XSJ+n\nTx/7zucOo3obBGdnYZQNHWrbKrhnj2wR3n1X4gfNm8vzHh5Ca375ZbmBCmFatVo8CKD9T3u5llZU\nCp2qEXl2xowp+RkuLqIlkGt7K3mLaN9eKvy2brVvnOees98gOMJDSE4WKbIeNgqoWMPkycLVsKdF\nm6LIGGlp9scgpk+XNPZbbxU95+wsBuLSpZK09vKwbJl4FxWVb/+38d9Oc1gCUDJFU1Cg8PffChcv\nWk/jhIQoHD6scOiQ9WMiIhTi4hSuXy/5/FtvKYCiBkX5cLyifDhe0c4YqzQO8FNcn31GYcECSRcW\nf8/EiQpnz9qXesrIULh5U75fVcfIy1N4/XX70rQGg0Jurn3f5coVhW+/tW+MqCiFtDT7roeiKMya\npbBihX1jKIqkh2NirKdRjUaFhAT5vNBQ6+P8+qv8zlpt0XPV89ZTquVZlTEIiiI8gPPnFTSaks+b\nTAqZmQrDh8vNUfp9pR/LliksXFj2eVAApUcjXwVQtDPGKinTRijvDmynNK1bqyw34to1mSwZGfZN\nuqeeUjh61L4xdu9WOHKk6u93BA9hyRIxtvaM8f77CqtX2zdGeLjcpOnp9o1jMgnfICam4mN37VJI\nShLuQunXNBqFX34pO87/DILtsGgQFEVh715ZmYs/t2iRwuefV+7HjoxUmDCh6AY3mW4bBPPDTFRS\nPhyvpEwbIc+XNjgzZyqsWWP/xFuxQjyQd9+VzyntwVT02LmzfM+ooocjPIQffijrRVXmsXu3QliY\n/YS0SZMUzpyxb4xr12SeVeZcTp5UeOWVks/duqXQoYNCfn7Z46upQajeMYTSGDRIiC/ffSepn3/+\nETLJs89WbpygIElFnTolQaFSKalgPy+cij2nNv+7tCjq7NnCc/j4YxnD17fy30mlkhr6W7ek3wBI\nQK28hralMWgQbNxYtWwM2B9DCAmRWgN7pMyTk6XWo6op2fx8ySgsXCjFS6Xx22+2jR0dLXUN775b\nuXPp2VNKsIcOld8zIkLm5/Hjjuv38B9AzTIIKpVMvNxcyTxs3y6R5MpORLVaUlE//igBOUWRMb/+\nGoBrGRrUszfdbtTi5yF8dfUTj1sez9x8tqqVjK+8AosWibJRXp7o/FWma7Crq7Aydbqqfb69WQZv\nb/s6Sc2dKxmlqrZhVxSZB8OGWU5VZmVJsBJEpaq8cXbvlhu5KqlKV1cxCtHRMp+0WscUZf0n8d92\nUSwBa1sG8yM/X6F5c4WlS+1zDRVF9r5ff13S9Su2dfh4UDvFNGtc0XOl36/Xl9xuVPU8jh6VugSj\nsWrvP3hQYd68qr3XnhiC0ajw5JNlYzu2PnJzZasQG1v1a3f2rML991t//datot8nLMz697j/foXo\naPvnVFCQ5ThV8Uf1vPWUanlW5d5Y2dkKp0/LvvnGDYVPP638BC6+N0xLK1u8VCqe8OOIzsr+p/vJ\n/9euLTtmaKhEkT/7TAJalTmf4o/HHpPvVZX3xsQonDhR9nmTSSE1VeIEp0/L39275e/69fJ32TKF\nHTvkOxw/LtcjJES+y9Wrco3S0sQQl95X6/VSFFTV7/zss/a9f+NGhT17SkbwK/vIzJTA4KVLJb9f\n6blS0SM9XWH6dIWcHCmm2rhRrq+lY6upQahZWwaAZT/D5MGwf5PkmVu1koIhxYYagwsXYNoUmPU6\nHDwge+66dcXN3LOniLhUjKsAMGt/ON0b+oIL8MzDqPv1KslD6NhR9BIaN5ZtTXEClBlHj8Ci7+Hv\nVULxtYTFi4VQlVSq23RaGqxZBSuXCwPTZJLvm5IiMZDly6VM+4UX4NgxIb/o9VLnUFAg24kVf8DT\nT8k+/dtv5f0rV8r4W7bI/js5WcqpY2KkG/L16xKvWfQTPPGoFBs9/LDEK15/XeTcx48XF3nbNlFT\njo+XzwS5Rvv3wfKlcOhgWcrv8eOiHG0pN28yCWX4j19g5e8lS9rNyMyUrYavb1mhmpgY+P0X+HIm\n7Ntt+XqDbLPi4uR7d+ggv19ODqz4Hd55Aea8J9u4ipCeLluE4GA4uB/2r4G/5wtfoQah5ukhfP4R\n+MZCXR8IyYJn3xV687x5MvHLw+YNEL1FdPNDEqHNEHj8qaLg0TPPSHHOiBHy/7CwEt2Z2tzjxVW1\nBnKAKODQWbj77pKf8e23MvGnTy96LiEBvn8fWruDzgDRRnjoJejRs+w5fvGFkHvuu0/+r9fDjNeg\nvgauX4G6rWDDSTh+VuTBwsNFfHThQglyTpsmAa1u3cQwbVgNkQehrgvkm0DjB2/MKhkAtaaHEHIG\n1i6AxmpQAXFGeOwNuSaxsTLG5s1Csjp5Uth733wj+/X586GOMxhvQseWEJsDPR+GR4u1fZ8+XQxM\n6SCgyQS/LYaoo9DMS2TNswLg/c+KjlEUYbGuWFFWJCbkDKxZAC1dwc8bjmfAnAWimlQazz4r5LeR\nI+X/WVnww2dQKxXaN4J90fDSJyWbuVjCt99K8LChP1zYCn2awg/r4ckPLTcJrqZ6CDXLQ1AU2HsE\nLmWBjyd0qw3LF4i23fXrJW9CS+jQGRKM0vxjQHMI3yPy5mbMnSurhFmAs0OHEpH7q7Ea8RL8gdZA\n7674dC5cVQ4floNefVXYa7Nnl1TvVaugWT1oHwh968O6ZZaDgNOnS9T+zz9hyhThv29YBc19oXEt\n6NsE7m0v3kF0tEzypUtlhZw6VQJr3btL4LRWLWmFdk8T6NQUejYDz/Sy1XbWsgxHdkNnH+jUBDo2\ngSAXuBZWpCB17Zp4C927y2d37CjR/AEDYOQwCHaGzg2hdUNIuARhF+TmiIyUytGnnrKcEQgPh6hj\nMLA5tAiAuqUCc4mJUhNw4EBZY6DRwNrF0KceBDeU38+7TtkgbWqq1F18/bXUTZix9k+okw53NZXe\nDO71xfuyhoICaUrz3HNSxXpmm3RtSs6Cln1Kjl0DULMMwuXLoms47nk4HAPe7lArW1aEgQPh+ecl\nimwtZdeyJfQeDwejITsfWvvA2WLtxfz8pOy1dWuZlAaD3MzmGzcF8QzyAVd5ZIcW3lxmd9jFRcZo\n0kQmrqLINqDbcDgQDTdT4FYuKMYig5GYKGnHt96SVOixY6LF8NBDMhk/XwghGdCgFcRkQO0Glsue\nGzQQ7n7x7993GByNhWuJEBYLGS5lJdysZRmCO8HldGmWEhoLUQp0K5YJ6NRJ1I0tXutgyFLApyHc\nvAVBg2HSFBE+9fOTbZGfn3hDWVmy/TDXBRgM0gMzORMuxcG5XHjwKXktPb2o0MxSOi89HdSFW5ar\nCXA2Fx5/saQWQnS0GIpWreQczOlkrRbCz0C7RvI7ndfApJesqyJFRIjs3Lffire0ZxN08IWULLis\nh1ffk8xJZVLI/2XUrC3DX3+JpZ8wAfbvhV0rQZ0P9z4BI0bJTfneezLpXF0t3zSKIj0Gt6+BvGwY\n9xTcO7Dscc88I674XXfJZLp5U7YmmzaBJ2JKc0uNWxpjxghHoWvXooYpIUdlwvcbIlz4OnWkFdqQ\nwkYmQUEyuVatErmv+fPlvaGhEHZOxu11b1GdRmn8+qscaxaYMX/ulVBwdYPuvcrqHVrTVDSZJGYR\nESaNWrrfU7RamkxiSE6etNw1y2SS6xwRBr7+cE8fMVharVwPs1R9RISMOWmSeDqvviq8/107IOYa\n1G8sDWIaFLZUmzFDDLs5jWjpc9etgvDzENQaho4qucIbjeK9depUVnlZUWD+N3AzDILawoRJZdW7\nzUhKEom3qCiZKwBzpoMxEagHk/8tv2V8vKRkS3NYqumWoVqGOrGWZfjzz5I89/R0hQsXyjLB/vxT\nYdq08iPCJlPFnPlTpxTGjSv7vMEgrMWLFxUmT5YovqX3GwwSATenNQsKhPO/bJnC229LqvHCBcvv\n1emE+bd7d+Ui5gUFkr60hcZd/Dwry1RMSqq8VJrBIBmFnBzLr2s0Cvv3S+p36NCSmZOCAoWnn5Zs\nR1XZjElJCj16lC+lZsu80OkUunYtK1+XnCyZiuIZj2+/VZgxo8ZkGarlWQEK8fFlJ9OUKdbTOKUf\nBQVS35CUVLXJoxROjvh4ha++sp6/ruiRlKRw4IDCnDliHF59VbQaLdFZSz+uXVN4553Kf+bEiZWj\nMleFh/D22wrLl1fuPcnJCi+9ZNtvqNXKd5g7V2HlSikQ2rat6sZg0SIxwKXnVWUfq1YpfPKJ7VqP\nGk1ZA2M0/s8gVAaAwt13l7yQiYmVz1efOyc38u+/2zcJNm2SnPy+fZV7n8Eg3IT4eIVWreSGqCzx\nKCtLYdiwyq/4lSmYqqyHkJoqRqQyN+eBAwqvvVb5a6/XyzV86SWpHbFUQFTeQ6uV323fPqlhqeoc\nyM8XQ5CQYFvBk/kREaHQvn3J5w4erLYGofoGFU+flhz46tXy/+xsqy3frcK8//f2lr1uVYM7Y8dK\n9Hr1auEE2CKO8ssvEoV3d5d0XkSExEBmzpRA5dGjMmZF4q0+PtJ0JC7Odj1Hg0F6INra6q2ytQyX\nLgn3wVauf2KiaBFOmWL7Z4B834EDJTPx008iKtO4scSQbFEsSkkRbsXy5ZL5sBZ3qQg3bkhWwstL\nYj6V6TnRooVI05vx9NNVq3n5T+G/bZEsAXMM4eZNschLl0oF4I4dVbfwzz8vq1paWtXHUBSJTSxf\nbn2lv3RJPIoNG4RJWfw1jUa+B0icw1a6s8mkMGqUxB9sPc/ERGHK2XCsy9SXFbeHHrR9xV66tHLe\nwdy5oilRmet89qzCTz/J9yh9LQ4dEnboBx9Yf7/RqDB+vP2S92lpCt99Z5mhastDp1NwdZWto7mE\nv5DuXh1RLc+qxE2SkSF18rt32y/AERamMHCg7XEISw+DQdz4bt1KxgFMJnEFL14sf2+t10v9RHF6\ntC03l8kk427aZNt5RkcrzJ5t/RxycyV4t2zZ7fNwCW4tGgCgqJ9/TqFPb4VXX1U8uneVY15+WeIg\n06dbPj+jUQxe8f31u+/Kc5a+ozVq8PHjcv5btlj/fhkZEoBcvVqMcPHX9uxReOYZ+3o6GAyyIPXs\naX9JdkSEXIMvvih6rpoahJqTdvzwQ2H8LVpUNoVTGej14ra3by+ptqoiJkZc59BQYQdqNJIK+/XX\nihuw7t8v7i+gbtEc0/UbtrnfZ88WtR43p+HKw969Qh8eN67oue+/vy0bF9QkgJZ+Xoxr5E1H/1qE\nJGay6GwUNzI0dKhXi4a+XvjX8qCjnye1XZw4nJDFpquJaAt0qPzqoAS3gUYNcTPo0W4ukoJTff0V\nyrS3hVuwaxe4u6NSq3Devx9jRgam0EtynEqFm08tjG++gX7WR/Kb5+cLe/DLLytmB4IwFbt2le1g\nu3bwxBOyvTAY7KvAHDNGqlg7d656dyYQXkTDhrJtaN++6PlqmnasOQYhJkZuts2bhRVojyJvdrZM\nmOefl9x3VXsbpKdLnnnWLNkrzp1r2/uK3fxOTmqMv/8hE9kWnDwpnac39tTIdQAAGudJREFUbqz4\n2JAQ4eH37y/kqn/9C5YtY8mYu3m8UyAeLkLWCU/N4amNIZyeMrDc4RRFYeGZm6hRcTAxm82XYmjj\nX4vBzfwZE9yA+Rfj6ebnwXt7Lxd+TRX3dgiio48rTiq4nJTJnhspt8czzRrHrhspjPjruJzn5s2i\nkL1ggW3XwoyEBKEe//CDzJv+/au+aOzcKfGr558Xo2uPZP6OHSLfPn9+Wabk/wyC7bBoEBRFJsqo\nUdLeOyJCiEP24MgRYaqtWVOkaVAZKIrUHtSqJSvK1q1y01XUIejKFVnNgG2P9eLB7ZfRjhotdGVb\nJmBBgUjUz5pVsTfyySeQkoLrPztR34zi/X6tmdk/uMQhRpNCgcGIl2v5gqTv7L7EA20b0btJ+Z2Y\ney49xNW0HI5N7k+H+uU3UH1vXzhfHL4q9SN//CHiqpUx9vHx8jv6+4uI6dSpVRN7ycgQz3HGDFkw\nKqqLKQ96vQRQv/pKvKSVK4XQVhzV1CBU3yxDaahUEjH28xM3rk8fYbSlpFT8Xmvo10/EVfr1E6NQ\nqsqxQmi1EjGePFmMQkaG0GIrasDatu1tOe7ujevwY//mNNqzA+e2wTBndsXS3m5u4ibn5VVciTdk\nCPz4I+82cEIzfWQZYwBwLT2Xgb8fKXcYo0lhUucmtKtXvuBHbFYeKx/oxpZH76nQGAD0aiQGTXUl\nXFZ1W42B0Sg3mskkGZj77hPPqU0bWTAqg+++kwrHgQNFtt8eY7B/v7A7H3lEGJyjRkmtTQ1BzTEI\nIPvusDChonbrVqSLb0/jC39/uWnMe/Mffijq5VcekpOl5deUKTKJ/fxkhYmNlZqL48fLH2fUKAAC\nvtnBqOAGXHuuD8NUGtxmz0b9wPjyP1ulki3G/Pmwbp314xQFl9WrcHN14aF2DYuk4EohuK43B54u\nv/3ahwfCOR6bga97+fvpV3eGklmg594g/3KPKzAY2XU9GS9XZ7Y8eg891Vo8eveyTd7+7FmhDp84\nISlls0R6q1ZSk7FrV8VjgLx/507ZGqjVUnlZ1a2GTifbHY1GjPSIEeIpvvii7edTDVBztgwg8lZO\nTrcDcoDkiL/4Qvjp3t72SVaZTOLmPfecBKtefdWyC68oss8MDraeU54xAx54QAzH0KFlA1PR0VIx\nWIiDz/Tj3iB/lp6N4vmt52HZb5JvL6+dmckk3Iz58yVYWPpcY2IgKIiDT/elVV1vGtWy3OugohhC\njlaPzqjg4qTCx82yQUjIyWfW/iv8PLrL7ca51hCRnouHixOfHLrKwlFdUKlUmBSF8RvPsy3qFqab\nN8XAlkZiongD+/dLhWXxeVAcZ85IfcaTT1p+PSVFYjCdOwufwVzuXlVERIjXNnNmSe1GnU40G/z9\na0wtQ83zEHbuLOlSt2wpwiKrV8setCottsxQq6X82GiUf4eESGCoNJKSpPzWpxyX+JNPpBx45Uqp\n5iu9SgQFycQ8dAiAAb8dIVWj5bmuzTj8TH88X/4Xrj27S+VjeefbtKlkEU6fLlNOrXrzTdycnegV\n6MfIv06QnmdZc7EiD2HH9RTmHLpq1RhEpOeiKDCxQ+NyjYHBZCKzQM/0vWFk5Ov4efRdYvwRIdt6\nnm4oel3ZJi0FBfI7hIdLQPmdd6wbAxCPrV69ss+bTKLXoFLJPLnnHvuMgcEg8YY33xSv4PffSxrl\ny5dlO2lPVuw/jJpzpiDeQYsWlhmHr78OL70k7n9srGXVIlvRoIEELHU6MQ7LlpVkmx06JManoh/a\nzU1YcqmpsqpdvChZAjPq1bttEABe2iXpuH5N65L+xlA+D3JF3b8/rk89Kau9Jbi7y/558WJZqcz6\nDenpKOvW8ceD3XF1duLUlAEciUm3OER5MYSk3AIa1XJn7vCOFl83KQpbryVxLDaDYS2ti93m6Q0s\nORvNvBPX+fvhnnQOKBsMDUnNRVn2W5FBUBS5yU6flixCZKTcfBWhXTu5FuvXFz23eLEYFJVKfrfK\nqiqXhkYj6c0ffpDsiKX28IpiORsUGlr1z73DqFkGASQY9+mnll9Tq2XvrtXKTaLTVV2a3PxZo0cX\n6SS88Yas6sePV87qt2sn25rERLmxV68uaiJbOCnnDe/Ez/cX3XTuzk68eU9LYl8byn0hB1AHB0tE\n3ZqbuXixlGhPnQqAc7++AExsV5SL33Q1kXx92YBleR5CVGYex2IzLMYf8vQGei4+yPNdg3i4Q2OL\n79cbTcRm5dH318M8d3cQHw1oe9srKI6t15K4cCNBaMoqFahUuI4ehfNXX0pzXLC86lvDffeJotI/\n/4jxbthQjOdbb1ku17YVWq1QvYcMkQXogw+sbys//NByt/Dvvqv6599h1KwYAsie7OJFyTWXZ+Hz\n8oRjkJEhq4G92vgmk2gUNG4sRKQTJ4pWm8pi+XJxV5csgeBg1O++gylDtjpHn+1PXHYBQ1vUo46H\n6AQqisK9y49x5GaqcOEfeEDSjWZOfUGBn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} ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "# http://matplotlib.org/basemap/users/geography.html\n", "\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "# setup Lambert Conformal basemap.\n", "m = Basemap(width=12000000,height=9000000,projection='lcc',\n", " resolution='c',lat_1=45.,lat_2=55,lat_0=50,lon_0=-107.)\n", "# draw coastlines.\n", "m.drawcoastlines()\n", "# draw a boundary around the map, fill the background.\n", "# this background will end up being the ocean color, since\n", "# the continents will be drawn on top.\n", "m.drawmapboundary(fill_color='aqua')\n", "# fill continents, set lake color same as ocean color.\n", "m.fillcontinents(color='coral',lake_color='aqua')\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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LTuJMai7bLydx/EamuOwti9NZQRB/oqKQ7tiB9Y038pOe9Kvuz7r4bLR79+Pw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\nbzd+G3p/qbdcVXY3JDewLDJfPbRlmacWCU6oGDIZ5rfegtatyz7W1hb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} ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "# setup Lambert Conformal basemap.\n", "# set resolution=None to skip processing of boundary datasets.\n", "m = Basemap(width=12000000,height=9000000,projection='lcc',\n", " resolution=None,lat_1=45.,lat_2=55,lat_0=50,lon_0=-107.)\n", "# draw a land-sea mask for a map background.\n", "# lakes=True means plot inland lakes with ocean color.\n", "\n", "try:\n", " m.drawlsmask(land_color='coral',ocean_color='aqua',lakes=True)\n", " plt.show()\n", "except Exception, e:\n", " print e" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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} ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "# for some reason -- this doesn't work for me\n", "# bluemarble doesn't look right\n", "\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "# setup Lambert Conformal basemap.\n", "# set resolution=None to skip processing of boundary datasets.\n", "#m = Basemap(width=12000000,height=9000000,projection='lcc',\n", "# resolution=None,lat_1=45.,lat_2=55.,lat_0=45.,lon_0=-107.)\n", "\n", "m = Basemap(width=12000000,height=9000000,projection='lcc',\n", " resolution='c',lat_1=45.,lat_2=55,lat_0=50,lon_0=-107.)\n", "\n", "m.bluemarble()\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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BswY4SRKSVkhazqk3Gka/OUNMqG3CW0O80cqETTvE6y3P1soEsoSkEsz6bQLQASm4C2n1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M/sFwDPc83N/1cdouYiMlyZX0USjEq+GJXknPzmCKI2J/ienXBKONfENyFPNDBMWevPdI0i7i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} ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "# for some reason -- this doesn't work for me\n", "# shadedrelief doesn't look right\n", "\n", "\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "# setup Lambert Conformal basemap.\n", "# set resolution=None to skip processing of boundary datasets.\n", "#m = Basemap(width=12000000,height=9000000,projection='lcc',\n", "# resolution=None,lat_1=45.,lat_2=55,lat_0=50,lon_0=-107.)\n", "\n", "m = Basemap(width=12000000,height=9000000,\n", " rsphere=(6378137.00,6356752.3142),\\\n", " resolution='l',area_thresh=1000.,projection='lcc',\\\n", " lat_1=45.,lat_2=55,lat_0=50,lon_0=-107.)\n", "\n", "try:\n", " m.shadedrelief()\n", " plt.show()\n", "except Exception as e:\n", " print e" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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ODsg6cJNC4fXBrmtHx9fZewb8qnn+RKpaauG5xd6tzEHPlogUk81UcsFTiWUL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QAAAg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\nxElCuVwmacVoXDmksFxyGlylAkhSL7CUUkRBQH+lz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} ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "# for some reason -- this doesn't work for me\n", "# etopo doesn't look right\n", "\n", "\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "# setup Lambert Conformal basemap.\n", "# set resolution=None to skip processing of boundary datasets.\n", "m = Basemap(width=12000000,height=9000000,projection='lcc',\n", " resolution=None,lat_1=45.,lat_2=55,lat_0=50,lon_0=-107.)\n", "m.etopo()\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "# http://matplotlib.org/basemap/users/mapcoords.html\n", "\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# setup Lambert Conformal basemap.\n", "m = Basemap(width=12000000,height=9000000,projection='lcc',\n", " resolution='c',lat_1=45.,lat_2=55,lat_0=50,lon_0=-107.)\n", "\n", "# draw a boundary around the map, fill the background.\n", "# this background will end up being the ocean color, since\n", "# the continents will be drawn on top.\n", "m.drawmapboundary(fill_color='aqua')\n", "# fill continents, set lake color same as ocean color.\n", "m.fillcontinents(color='coral',lake_color='aqua')\n", "\n", "# draw state boundaries too\n", "# http://matplotlib.org/basemap/api/basemap_api.html#mpl_toolkits.basemap.Basemap.drawstates\n", "m.drawstates(linewidth=0.1)\n", "\n", "\n", "# draw parallels and meridians.\n", "# label parallels on right and top\n", "# meridians on bottom and left\n", "parallels = np.arange(0.,81,10.)\n", "# labels = [left,right,top,bottom]\n", "m.drawparallels(parallels,labels=[False,True,True,False])\n", "meridians = np.arange(10.,351.,20.)\n", "m.drawmeridians(meridians,labels=[True,False,False,True])\n", "\n", "\n", "# plot blue dot on Boulder, colorado and label it as such.\n", "lon, lat = -104.237, 40.125 # Location of Boulder\n", "# convert to map projection coords.\n", "# Note that lon,lat can be scalars, lists or numpy arrays.\n", "xpt,ypt = m(lon,lat)\n", "# convert back to lat/lon\n", "lonpt, latpt = m(xpt,ypt,inverse=True)\n", "m.plot(xpt,ypt,'bo') # plot a blue dot there\n", "# put some text next to the dot, offset a little bit\n", "# (the offset is in map projection coordinates)\n", "plt.text(xpt+100000,ypt+100000,'Boulder (%5.1fW,%3.1fN)' % (lonpt,latpt))\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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JSSjlcrSUaeyv2YjHptYM8D6XuX+SXINDDnV42b03WhvWU7n3Mwx3z1ZrLFtD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\nzxUVwsQkGIRrr0XVJYErrOWkOmsISgoCkgK300lO/xEhuQKj18W+1+dhK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} ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "# https://github.com/matplotlib/basemap/blob/master/examples/fillstates.py\n", "\n", "\n", "\n", "import zipfile\n", "import os\n", "\n", "\n", "from __future__ import print_function\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap as Basemap\n", "from matplotlib.colors import rgb2hex\n", "from matplotlib.patches import Polygon\n", "\n", "shp_info_path = os.path.join(os.pardir, \"data/census/st99_d00\")\n", "\n", "# Lambert Conformal map of lower 48 states.\n", "m = Basemap(llcrnrlon=-119,llcrnrlat=22,urcrnrlon=-64,urcrnrlat=49,\n", " projection='lcc',lat_1=33,lat_2=45,lon_0=-95)\n", "# draw state boundaries.\n", "# data from U.S Census Bureau\n", "# http://www.census.gov/geo/www/cob/st2000.html\n", "\n", "\n", "shp_info = m.readshapefile(shp_info_path,'states',drawbounds=True)\n", "# population density by state from\n", "# http://en.wikipedia.org/wiki/List_of_U.S._states_by_population_density\n", "popdensity = {\n", "'New Jersey': 438.00,\n", "'Rhode Island': 387.35,\n", "'Massachusetts': 312.68,\n", "'Connecticut':\t 271.40,\n", "'Maryland': 209.23,\n", "'New York': 155.18,\n", "'Delaware': 154.87,\n", "'Florida': 114.43,\n", "'Ohio':\t 107.05,\n", "'Pennsylvania':\t 105.80,\n", "'Illinois': 86.27,\n", "'California': 83.85,\n", "'Hawaii': 72.83,\n", "'Virginia': 69.03,\n", "'Michigan': 67.55,\n", "'Indiana': 65.46,\n", "'North Carolina': 63.80,\n", "'Georgia': 54.59,\n", "'Tennessee': 53.29,\n", "'New Hampshire': 53.20,\n", "'South Carolina': 51.45,\n", "'Louisiana': 39.61,\n", "'Kentucky': 39.28,\n", "'Wisconsin': 38.13,\n", "'Washington': 34.20,\n", "'Alabama': 33.84,\n", "'Missouri': 31.36,\n", "'Texas': 30.75,\n", "'West Virginia': 29.00,\n", "'Vermont': 25.41,\n", "'Minnesota': 23.86,\n", "'Mississippi':\t 23.42,\n", "'Iowa':\t 20.22,\n", "'Arkansas': 19.82,\n", "'Oklahoma': 19.40,\n", "'Arizona': 17.43,\n", "'Colorado': 16.01,\n", "'Maine': 15.95,\n", "'Oregon': 13.76,\n", "'Kansas': 12.69,\n", "'Utah':\t 10.50,\n", "'Nebraska': 8.60,\n", "'Nevada': 7.03,\n", "'Idaho': 6.04,\n", "'New Mexico': 5.79,\n", "'South Dakota':\t 3.84,\n", "'North Dakota':\t 3.59,\n", "'Montana': 2.39,\n", "'Wyoming': 1.96,\n", "'Alaska': 0.42}\n", "print(shp_info)\n", "# choose a color for each state based on population density.\n", "colors={}\n", "statenames=[]\n", "cmap = plt.cm.hot # use 'hot' colormap\n", "vmin = 0; vmax = 450 # set range.\n", "print(m.states_info[0].keys())\n", "for shapedict in m.states_info:\n", " statename = shapedict['NAME']\n", " # skip DC and Puerto Rico.\n", " if statename not in ['District of Columbia','Puerto Rico']:\n", " pop = popdensity[statename]\n", " # calling colormap with value between 0 and 1 returns\n", " # rgba value. Invert color range (hot colors are high\n", " # population), take sqrt root to spread out colors more.\n", " colors[statename] = cmap(1.-np.sqrt((pop-vmin)/(vmax-vmin)))[:3]\n", " statenames.append(statename)\n", "# cycle through state names, color each one.\n", "ax = plt.gca() # get current axes instance\n", "for nshape,seg in enumerate(m.states):\n", " # skip DC and Puerto Rico.\n", " if statenames[nshape] not in ['District of Columbia','Puerto Rico']:\n", " color = rgb2hex(colors[statenames[nshape]]) \n", " poly = Polygon(seg,facecolor=color,edgecolor=color)\n", " ax.add_patch(poly)\n", "# draw meridians and parallels.\n", "m.drawparallels(np.arange(25,65,20),labels=[1,0,0,0])\n", "m.drawmeridians(np.arange(-120,-40,20),labels=[0,0,0,1])\n", "plt.title('Filling State Polygons by Population Density')\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(273, 5, [-179.14734, 17.884813, 0.0, 0.0], [179.77847, 71.35256064399981, 0.0, 0.0], )\n", "['PERIMETER', 'DIVISION', 'NAME', 'AREA', 'RINGNUM', 'REGION', 'LSAD', 'LSAD_TRANS', 'STATE', 'ST99_D00_I', 'SHAPENUM', 'ST99_D00_']\n" ] }, { "output_type": "display_data", "png": 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atWsxNTXF3d2dqlWrUqlSIUM55onAypVzWbeuLi4uRvTubcfAAVdo0zWLxfNs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L6a8vQY0776598dO0I/nyTS0pMQQmFwNcnFixMAGDxY/xoLVbrAzkAvGw4ukF6MKsWW5rB5KlTq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\nFmBnaca+SFAXMa6rX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} ], "prompt_number": 12 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Haiti" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "http://my.safaribooksonline.com/book/programming/python/9781449323592/8dot-plotting-and-visualization/id2805177" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import os\n", "\n", "HAITI_PATH = os.path.join(os.pardir, \"pydata-book\", \"ch08\", \"Haiti.csv\")\n", "\n", "assert os.path.exists(HAITI_PATH)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "import os\n", "import pandas as pd\n", "from pandas import DataFrame, Series\n", "\n", "data = pd.read_csv(HAITI_PATH)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "data[['INCIDENT DATE', 'LATITUDE', 'LONGITUDE']][:10]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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INCIDENT DATELATITUDELONGITUDE
0 05/07/2010 17:26 18.233333 -72.533333
1 28/06/2010 23:06 50.226029 5.729886
2 24/06/2010 16:21 22.278381 114.174287
3 20/06/2010 21:59 44.407062 8.933989
4 18/05/2010 16:26 18.571084 -72.334671
5 26/04/2010 13:14 18.593707 -72.310079
6 26/04/2010 14:19 18.482800 -73.638800
7 26/04/2010 14:27 18.415000 -73.195000
8 15/03/2010 10:58 18.517443 -72.236841
9 15/03/2010 11:00 18.547790 -72.410010
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" ], "output_type": "pyout", "prompt_number": 30, "text": [ " INCIDENT DATE LATITUDE LONGITUDE\n", "0 05/07/2010 17:26 18.233333 -72.533333\n", "1 28/06/2010 23:06 50.226029 5.729886\n", "2 24/06/2010 16:21 22.278381 114.174287\n", "3 20/06/2010 21:59 44.407062 8.933989\n", "4 18/05/2010 16:26 18.571084 -72.334671\n", "5 26/04/2010 13:14 18.593707 -72.310079\n", "6 26/04/2010 14:19 18.482800 -73.638800\n", "7 26/04/2010 14:27 18.415000 -73.195000\n", "8 15/03/2010 10:58 18.517443 -72.236841\n", "9 15/03/2010 11:00 18.547790 -72.410010" ] } ], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "data['CATEGORY'][:6]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 31, "text": [ "0 1. Urgences | Emergency, 3. Public Health, \n", "1 1. Urgences | Emergency, 2. Urgences logistiqu...\n", "2 2. Urgences logistiques | Vital Lines, 8. Autr...\n", "3 1. Urgences | Emergency, \n", "4 1. Urgences | Emergency, \n", "5 5e. Communication lines down, \n", "Name: CATEGORY" ] } ], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "data.describe()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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SerialLATITUDELONGITUDE
count 3593.000000 3593.000000 3593.000000
mean 2080.277484 18.611495 -72.322680
std 1171.100360 0.738572 3.650776
min 4.000000 18.041313 -74.452757
25% 1074.000000 18.524070 -72.417500
50% 2163.000000 18.539269 -72.335000
75% 3088.000000 18.561820 -72.293570
max 4052.000000 50.226029 114.174287
\n", "
" ], "output_type": "pyout", "prompt_number": 32, "text": [ " Serial LATITUDE LONGITUDE\n", "count 3593.000000 3593.000000 3593.000000\n", "mean 2080.277484 18.611495 -72.322680\n", "std 1171.100360 0.738572 3.650776\n", "min 4.000000 18.041313 -74.452757\n", "25% 1074.000000 18.524070 -72.417500\n", "50% 2163.000000 18.539269 -72.335000\n", "75% 3088.000000 18.561820 -72.293570\n", "max 4052.000000 50.226029 114.174287" ] } ], "prompt_number": 32 }, { "cell_type": "code", "collapsed": false, "input": [ "data = data[(data.LATITUDE > 18) & (data.LATITUDE < 20) &\n", " (data.LONGITUDE > -75) & (data.LONGITUDE < -70)\n", " & data.CATEGORY.notnull()]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "def to_cat_list(catstr):\n", " stripped = (x.strip() for x in catstr.split(','))\n", " return [x for x in stripped if x]\n", "\n", "def get_all_categories(cat_series):\n", " cat_sets = (set(to_cat_list(x)) for x in cat_series)\n", " return sorted(set.union(*cat_sets))\n", "\n", "def get_english(cat):\n", "\tcode, names = cat.split('.')\n", "\tif '|' in names:\n", "\t\tnames = names.split(' | ')[1]\n", "\treturn code, names.strip()\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 34 }, { "cell_type": "code", "collapsed": false, "input": [ "get_english('2. Urgences logistiques | Vital Lines')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 19, "text": [ "('2', 'Vital Lines')" ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "all_cats = get_all_categories(data.CATEGORY)\n", "\n", "english_mapping = dict(get_english(x) for x in all_cats)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "def get_code(seq):\n", " return [x.split('.')[0] for x in seq if x]\n", "\n", "all_codes = get_code(all_cats)\n", "code_index = pd.Index(np.unique(all_codes))\n", "dummy_frame = DataFrame(np.zeros((len(data), len(code_index))),\n", " index=data.index, columns=code_index)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "dummy_frame.ix[:, :6]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 22, "text": [ "\n", "Int64Index: 3569 entries, 0 to 3592\n", "Data columns:\n", "1 3569 non-null values\n", "1a 3569 non-null values\n", "1b 3569 non-null values\n", "1c 3569 non-null values\n", "1d 3569 non-null values\n", "2 3569 non-null values\n", "dtypes: float64(6)" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "for row, cat in zip(data.index, data.CATEGORY):\n", " codes = get_code(to_cat_list(cat))\n", " dummy_frame.ix[row, codes] = 1\n", "\n", "data = data.join(dummy_frame.add_prefix('category_'))\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "data.CATEGORY.isnull().value_counts()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 24, "text": [ "False 3569" ] } ], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.pyplot as plt\n", "\n", "def basic_haiti_map(ax=None, lllat=17.25, urlat=20.25,\n", " lllon=-75, urlon=-71):\n", " # create polar stereographic Basemap instance.\n", " m = Basemap(ax=ax, projection='stere',\n", " lon_0=(urlon + lllon) / 2,\n", " lat_0=(urlat + lllat) / 2,\n", " llcrnrlat=lllat, urcrnrlat=urlat,\n", " llcrnrlon=lllon, urcrnrlon=urlon,\n", " resolution='f')\n", " # draw coastlines, state and country boundaries, edge of map.\n", " m.drawcoastlines()\n", " m.drawstates()\n", " m.drawcountries()\n", " return m\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(12, 10))\n", "fig.subplots_adjust(hspace=0.05, wspace=0.05)\n", "\n", "to_plot = ['2a', '1', '3c', '7a']\n", "\n", "lllat=17.25; urlat=20.25; lllon=-75; urlon=-71\n", "\n", "for code, ax in zip(to_plot, axes.flat):\n", "\tm = basic_haiti_map(ax, lllat=lllat, urlat=urlat,\n", "\t\t\t\t\t\tlllon=lllon, urlon=urlon)\n", "\n", "\tcat_data = data[data['category_%s' % code] == 1]\n", "\n", " # compute map proj coordinates.\n", "\tx, y = m(cat_data.LONGITUDE, cat_data.LATITUDE)\n", "\n", "\tm.plot(x, y, 'k.', alpha=0.5)\n", "\tax.set_title('%s: %s' % (code, english_mapping[code]))\n", " \n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "ename": "IOError", "evalue": "Unable to open boundary dataset file. Only the 'crude', 'low',\n'intermediate' and 'high' resolution datasets are installed by default.\nIf you are requesting a 'full' resolution dataset, you may need to\ndownload and install those files separately\n(see the basemap README for details).", "output_type": "pyerr", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mIOError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mcode\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mto_plot\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mflat\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \tm = basic_haiti_map(ax, lllat=lllat, urlat=urlat,\n\u001b[0;32m---> 10\u001b[0;31m \t\t\t\t\t\tlllon=lllon, urlon=urlon)\n\u001b[0m\u001b[1;32m 11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0mcat_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'category_%s'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mcode\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m\u001b[0m in \u001b[0;36mbasic_haiti_map\u001b[0;34m(ax, lllat, urlat, lllon, urlon)\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0mllcrnrlat\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlllat\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murcrnrlat\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0murlat\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0mllcrnrlon\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlllon\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murcrnrlon\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0murlon\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m resolution='f')\n\u001b[0m\u001b[1;32m 13\u001b[0m \u001b[0;31m# draw coastlines, state and country boundaries, edge of map.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0mm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdrawcoastlines\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/7.3/lib/python2.7/site-packages/mpl_toolkits/basemap/__init__.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, llcrnrlon, llcrnrlat, urcrnrlon, urcrnrlat, llcrnrx, llcrnry, urcrnrx, urcrnry, width, height, projection, resolution, area_thresh, rsphere, lat_ts, lat_1, lat_2, lat_0, lon_0, lon_1, lon_2, no_rot, suppress_ticks, satellite_height, boundinglat, fix_aspect, anchor, celestial, ax)\u001b[0m\n\u001b[1;32m 824\u001b[0m \u001b[0;31m# intersect map boundary polygon.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 825\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresolution\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 826\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcoastsegs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcoastpolygontypes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_readboundarydata\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'gshhs'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 827\u001b[0m \u001b[0;31m# reformat for use in matplotlib.patches.Polygon.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 828\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcoastpolygons\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/7.3/lib/python2.7/site-packages/mpl_toolkits/basemap/__init__.py\u001b[0m in \u001b[0;36m_readboundarydata\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m 925\u001b[0m \u001b[0mbdatmetafile\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbasemap_datadir\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'meta_'\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresolution\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'.dat'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'r'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 926\u001b[0m \u001b[0;32mexcept\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 927\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mIOError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 928\u001b[0m \u001b[0mpolygons\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 929\u001b[0m \u001b[0mpolygon_types\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mIOError\u001b[0m: Unable to open boundary dataset file. Only the 'crude', 'low',\n'intermediate' and 'high' resolution datasets are installed by default.\nIf you are requesting a 'full' resolution dataset, you may need to\ndownload and install those files separately\n(see the basemap README for details)." ] }, { "output_type": "display_data", "png": 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2LFatWjVszerVq+Puu++Oa6+9NpYsWRK1tbVDXyABYCTZCjD3jFqKy8rKImLg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\nKQYAIHtKMQAA2VOKAQDI3v8DiYqJ1xYryqsAAAAASUVORK5CYII=\n" } ], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "# high res data\n", "# http://magician.ucsd.edu/Software/PmagPy/hires.html\n", "from mpl_toolkits.basemap import basemap_datadir; print basemap_datadir" ], "language": "python", "metadata": {}, "outputs": [ { "ename": "SyntaxError", "evalue": "invalid syntax (, line 3)", "output_type": "pyerr", "traceback": [ "\u001b[0;36m File \u001b[0;32m\"\"\u001b[0;36m, line \u001b[0;32m3\u001b[0m\n\u001b[0;31m from mpl_toolkits.basemap import basemap_datadir; print basemap_datadir\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" ] } ], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }