{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "The following script takes you through the steps of retrieving an Upper Air vertical profile from an AWIPS EDEX server and plotting a Skew-T/Log-P chart with Matplotlib and MetPy.\n", "\n", "The **bufrua** plugin returns separate objects for parameters at **mandatory levels** and at **significant temperature levels**. For the Skew-T/Log-P plot, significant temperature levels are used to plot the pressure, temperature, and dewpoint lines, while mandatory levels are used to plot the wind profile." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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XoT9e6LNalmuNPvT7QA2LvQJ0BJoDjwFz3J4pKgiCIAiCg4gIdgBmoJTqgf4MxpNrW1bTtANKqXeAdUqpBE3TSg2MIxa9h++SWpZrBnwFTNc0bX4Nsf7m9napUmoecDXwowHhCoIgCIJgIWxZxAHnoD9kO0MpBVAPCFdKnahpWs8qlo9A792KQ3+wulF0dMXxgyuOKKCBUiobOEPTtDSlVCP0Am6xpmmTvGxfA5SB8QqCIAiCYBHsWsS9BSxwez8avZgaCqCUuhrYiH5VahPgBeB3TdOqLOCUUpFAOPrwc4RSqg5Q4sGVoRuARLf3ZwKvAj2BHNd5e18CP2qaNqY2KaXUtcAXQAF6T+NNwOW1rScIgiAIgv2w5TlxmqYVaJqWXfECjgBHNU3LcS2SgF4MHQbWA+XAVRXrK6XeUEq94dbkDPSLEm4Axrl+v9mDOEorxXEAKHe9L3Nt8zTgtkr3fmvjimOQUmqjW5P3ATvRr7h9Dhiiadp3Xu4eQRAEQRBsgNI0LdgxCIIgCIIgCF5iy544QRAEQRAEuxOUIk4pNUsptVcptcFtWmOl1NdKqa2un41c05VS6hWl1Dal1J9KqaouTBAEQRAEQXAUweqJmwNcXGnaGOAbTdM6oj9hoeJE//9Dv8qzI3AXNT8eSxAEQRAEwREEpYjTNG0l/7yVR3/gHdfv7wBXuk1/V9P5BWiolGoVmEgFQRAEQRDMRbnuQ+YtoXSLkRaapu0G0DRtt1KquWt6AuD+1IUs17Td7isrpe5C76kjJibmlMRE9zt71Ex5eTlhYc47PVC8j6ekvITU/FTCVBgd6lX7KF3LIvl2FuF5edTNzqa0bl0KW7cOdjgBw6n5Fm/rUlZ27G5lXhdyoVTEVUdVUv+4pFbTtLfQ7w/Hqaeeqq1du9ajxrdu3UpYWBjt27f3K0irId7/9NY0jfgX4sk+ks3i4Yvp3LRzECI0B8m387wj9+4l6ayzIDwcNm3Sf9ocJ+dbvK1Lo0aNfF43lMrXPRXDpK6fe13Tszj+hrmtgV1GbLC0tJSsrCySkpKMaM4yiHdSlfOVUvRJ1B9F+2OmfZ5kJvlOCnYoAaXCO/GMM6BtWzh8GDZsqH1Fi+P0fIu3dcnNzQXY58u6oVTELQZudf1+K7DIbfotrqtUzwAOVQy7+ktaWhpt2rQh3AFHqO6Id/Xex4q4DPsUcZJvB3v30T/P/Gifz3N1SL7F24ocOHDs8gCfOqeCdYuR+cDPQGelVJZS6g7gWeBCpdRW4ELXe4ClwA5gG/qTE4YZEUNpaSmZmZm0bdvWiOYsg3jX7N2njb164iTfDvd2SBEn+RZvq/LssxWlDiW+rB+Uc+I0TbuhmlnnV7GsBgw3Oob09HQSExOJiLDCaYHGId41eyc3TEah2LJ/C/sK9tG0btMARWgOkm8He+flQXa2PsPmRZzkW7ytynPPPYdSCl+fnhVKw6kBo6ysjIyMDFuMpXuDeCfVuNyqjFWcOuNUNDQaRDcgTFn7z0PynRTsUAJKWVkZGenpJO3dC3feCfHxMGGCPrNly+AGZyKOzrd424LJkyf7vK61v6V8JC0tjdatW9uiivcG8a7au7S8lCdWPEG/Of3IOJTBqfGnsmbIGhrHNA5wpMYi+XaQd24uByZM4Mxhw4jo0wdmzoT8fDj7bHjvPVixItgRmoYj841428F706ZNAIwYMcLnNhxXxNmxivcE8U6qcn7qwVTOnn02/1n5HzRNY0yfMfx4+490bNIxsIEajOQ7KdihmI+m6cOkgwejxcfT7KmniN6yBZo2hQcfhL/+gu+/h5tugpiYYEdrCo7KtxvinRTsUAxh3LhxAMT48fdp/VLWS9LT00lISCAyMjLYoQQU8f6n97w/5zFs6TDyivJIqJ/Ae1e9x7nJ5wYhSuORfNvYe/9+vXdtxgz9/m/oN9PM792b2PvugyuvhOjo4MYYIByR7yoQb3t4L1y4kE6dOvnVhqN64srKykhPTyc5OTnYoQQU8T7e+0jxEW7+7GZu+uwm8oryuPqEq/lz6J+2KeAk3zb1XrcOBg2ChAS4/369gGvRgvKHH+aX994j6vvv4frrHVPA2T7f1SDe9vCuuJDBn/PhwGE9cRkZGcTHx9umivcU8f7bu6CkgEvfv5SV6SupG1mXly9+mTtOvgMfH1sXkki+bei9ahVcdBEUFIBS+u933QWXX056VhaNiovt6V0Dts53DYi3PbyXLl0KQP/+/f1qxzE9ceXl5aSlpdGuXbtghxJQxPtv76LSIq7+4GpWpq8koX4Ca4es5c6ed9qqgJN829B77Vq49FK9gBs4EHbsgC++gKuvpjw83L7eNWDrfNeAeNvH+5FHHgHw+/vHMT1xGRkZtGrVyjZVvKeIt+5dUlbCwE8G8uX2L2lWtxnLb1lOl6Zdghyl8Ui+bea9YYPe65aXpw+Vzp173DNQbetdC+It3lZn48aNXHLJJX6344ieuPLyclJTU21VxXuCeOveZeVlDF40mIWbF9KwTkO+vvlrWxZwkm+beaekwAUXwIEDcPnl+sUMbgWcbb1rQbzF2+oUFRUB8Mwzz/jdliOKuMzMTFq2bElUVFSwQwko4h2FpmkM/Xwo769/n3pR9fhi0Bec1PKkYIdoCpJvG3mnpcH558OePfrPDz+ESr0QtvT2APEWb6vzxhtvANC9e3e/27J9EVdRxbdv3z7YoQQU8da9X/nfK8z4bQZ1Iuqw5IYlnN769CBHaA6Sb5t5X301ZGXpzz5dtAjq1Dlutm29a0G8xdsOPPzww4a1ZfsiLisri+bNm9uqivcE8da980vyATirzVn0S+oXzNBMRfJtI+/ycv1cOICPPoLY2H8sYktvDxBv8bYDxcXF3HfffYa0Zesirry8nB07dtiuiq8N8f7be0jPIcRExLB8x3LW71kfxOjMQ/JtM++wMGjTRv/90KF/zLatdy2It3jbgezsbODvpzX4i62LuJ07d9KsWTOiHXLzywrE+2/vZrHNuP3k2wF47qfnghWaqUi+bejdtq3+Mz39H7Ns7V0D4i3edmDixIkANGvWzJD2bFvEaZrG9u3bbVfF10aFd4cOHYIdSkCpyfvB3g8SrsKZv2E+GYcyghCdeUi+bepdUcSlpR032fbe1SDe4m1Fdu3axZdffsncuXN58cUXGTt2LK+99hrhbleZ+4tt7xO3c+dOmjZtSp1KJwTbnQpvux291EZN3smNkhnQdQDzN8znhZ9f4KWLXwpChOYg+bapdzU9cbb3rgbxFm8rkpCQUOX0MWPGGLYN2/bE2aGK9xa7HL14iyfeD/fRrwaa8dsM9hfsD1RopiL5trF3UpL+062Ic4R3FYi3eFsVTdOOe/36668APP7444Ztw5Y9cSUlJTRu3NhxvXC7du0S72ro0bIHF7W/iC+3f8lra17j8X7G/REFC8m3jb2r6IlzhHcViLd4W4Xi4mL27dtHTk5Ola8333wTwNCrbW1ZxB09etQWVbw3aJrGtm3b6NWrV7BDCSjeeD/S5xG+3P4l01ZPY/SZo6kbWTcAEZqD5Nvm3pXOiXOMdyXEW7ytgDfPP33uuX9eYKdpms/btmURFxERQUxMTLDDCCi7d++mUaNG4l0D5ySdw2nxp7Fm1xpm/z6b4b2GByBCc5B829y7dWv9ViO7dkFxMbv37XOGdyUck+9KiLe1vI8cOUJxcTENGjQgLMz7s9R2797t87ZteU6c1U+G9JaKo5eOHTsGO5SA4q23UopH+jwCwNSfp1JaXmpmeKYh+XaAd2QkJCSApqFlZjrH2w1H5dsN8baed2xsLI0aNfKpgNM0ja1bt/q8bVsWcb7sSCuTnZ1NgwYNLHf04i++eF/Z5Uo6Nu5IWm4aH238yMTozEPy7RBv15Dqgd9/d5a3C8fl24V4O8+7YcOGPq/vrGrHhlRU8VY8evEHX73Dw8IZfeZoACb/ONmvcxGCgeTbQd6uIm7fr786yxuH5hvxFm/vkSLO4uzZs4e4uDjq1rXuSfq+4I/3LSfdQovYFqzbs46vtn9lQnTmIfl2kLfrNiMNDh50ljcOzTfiLd7eI0Wchamo4jt16hTsUAKKv951Iuow6oxRgN4bZxUk3w7zdj0/tWl+fpAjCSyOzbd4BzuUgGKUtxRxFmbv3r3Uq1fPcUcvRnjfc+o91I+qz4q0FazZucbA6MxD8u0s79wGDQCI2LkzyJEEFqfmW7zF2xekiLMomqaRkpLiyKMXI7wb1mnIPafeA8CUn6YYEZqpSL6d57291HX1dKVHb9kZJ+dbvJ2Dkd5SxFmUnJwcYmNjiY2NDXYoAcVI71FnjCIyLJJPNn3C1v2+X+IdCCTfzvMOT07W32RkQFlZcAMKEE7Ot3g7ByO9pYizIHL0Yox3fP14bup+ExoaL/3ykiFtmoHk25neHdu2hXr1oLQU/LgZqFVwer7F2xkY7S1FnAXZt28fMTEx1KtXL9ihBBSjvXPyc1iVsQqAgtICQ9o0A8m387ybbtlCvT594MgRiIsDB5wv5OR8i7dzMNpbijgL4sSjFzDWO784n8vmX8bWA1s5qcVJvHzxy4a0awaSbwdRWsrRhx+m81136efCnXoqrFkDjRsHOzLTcWS+EW+nYbS3FHEWY9++fURHR1O/fv1ghxJQjPQuKSthwMcDWL1zNUkNk1g2aBlx0XEGRGk8km8HeW/fTknv3iTOmYPSNBg7Fn78ERzwRefIfCPe4u0/UsRZDDl68Q9N07hryV0s3bqUJjFN+GLQF7Sq38qACM1B8u0ANA3efRd69CBy7VrKExJgxQp4+mmIigp2dAHBUfl2Q7ydhRneEYa2JpjK/v37iYyMJC4uNHuNzMJI7/HfjmfOH3OoG1mXz2/8nM5NOxsQoTlIvh3gffAgDB0KH3wAwIHzz6fxRx9Bo0ZBDixwOCrfboi3eBuB9MRZiC1bttC5c+gWHWZhlPerq1/l6VVPE67C+fDaDzm99ekGRGcekm+b8/33cNJJegEXG8vWRx8l4pNPHFXAgYPyXQnxdhZmeUsRZxEOHDhARESE445ejPL+eNPHjFw2EoAZl8/g0k6XGhGeaUi+bexdUgLjxsG550JmJvTqRe5333Gwf3/iXE9pcAqOyHcViLd4G4UUcRZBjl585/u07xn06SA0NCadN4nbTr7NoOjMQ/JtU7ZuhT599PPdlILx42HVKv4qKbG3dzXYPt/VIN7OwkxvOSfOAhw8eJCwsDAaOOwo3Qjv9XvW039Bf4rLihl+2nDGnjXWwAjNQfJtQ29Ng9mzYeRIyM+HNm1g7lzo29fe3jUg3uLtBMz2tmVPXJnNHlEjRy++kXEog4vnXcyhokNcc8I1vHzxyyilDIzQHCTfNuPAAbjuOrjjDr2AGzgQ1q2Dvn0BG3vXgng7C/E2B1v2xO3ZsyfYIRhGbm4uSikaNmwY7FACir/e+wv2c9Hci9h1eBdntz2buVfPJTws3OAojUfybTPvb7+FW26BnTuhfn2YPh0GDdKHUrGxdy2It3g7gUB427Inbs+ePezduzfYYRjCli1bHHk/HX+8S8pKuGLBFWzet5luzbuxaOAi6kTUMThCc5B824gJE+CCC/QCrndv+OMPuOmmYwUc2NTbA8TbWYi3ediyiCsvL2fSpEnBDsNvcnNz0TSNRg675YC/3pv3beanzJ8IU2EsvXEpDetY4+hP8m0z70mT9HPhHngAVq6Edu2Om21b71oQb/F2AoHytmURB/D666+zY8eOYIfhF3JXa9/o2rwrbRq0oVwrZ9uBbQZGZi6Sb5tx8cX6z5YtIeKfZ67Y1rsWxNtZiLe52LKIa9KkCSUlJYwfPz7YofjMoUOHKCsro7EDHnztjhHeYSqMW0+6FYDZf8w2KjRTkXzb0Ps2161s5szRe+TcsLV3DYi3eDuBQHrbsoiLj48nOjqa+fPn8+uvvwY7HJ+Qoxf/GNxjMKDf5DevKM/v9sxG8m1DLrkEmjeHTZtgzZrjZqWkpDjySj3xdhZO9g7U/zVbFnFRUVGMGDECgDFjxgQ5Gu/Jy8ujpKSEJk2aBDuUgGKkd7tG7ejXth+FpYV8uPFDA6IzD8m3Tb0jI/ULGUC/R5yLCm+n9U6It3g7gUD/X7P2X30vAAAgAElEQVRlEQfw6KOP0qBBA5YvX87XX38d7HC8wta9EzVgtHdFb9ycP+YY1qYZSL5tzODB+s/58+HoUcAh3lUg3s5CvAODbYu4xo0bM3asfnf+Rx55hPLy8iBH5BmHDx+mqKiIpk2bBjuUgGKG97UnXktsZCw/Zv5Iyv4Uw9o1Esm3zb3/9S845RQ4dAgWLnSOdyXEW7ydQDC8bVvEAYwcOZKEhAR+//133n///WCH4xFy9GIMP2f+zA2f3EB+ST4Av2T9YljbRiL5tjHbtsGQIfDnn/r7n392hncViLezEO/AYesiLiYmhgkTJgAwfvx4jrqGM0KVI0eOcPToUccdvRjlrWkaX2//mnPfOZczZ53JkpQlxETEcN/p9zGg6wCDojUOybdNvf/8E268ETp3hrffhtJSGDCA/BEj7O1dDbbPdzWIt3gHAlsXcQC33HIL3bp1Iz09nddeey3Y4dRISkoKHTt2tMTzPY3EX+9yrZzP/vqMXm/34t9z/813ad8RFx3HuL7jSB+VzksXvxSST2yQfNvM+5df4Ior4KST9HPgwsLg9tth82b44AO2HD5sT+9asG2+a0G8xTsQ2PLZqe6Eh4czZcoULrnkEiZOnMhtt90WklfLHDlyhIKCApo1axbsUAKKP96l5aXMXz+fZ398lk05mwBoVrcZ959xP8NOG0aDOg2MDtcwJN828dY0+OYbePppWLFCnxYTow+jPvggtGkD2NDbQ8RbvJ1AML1tX8QBXHzxxZx33nl8++23PP3000ydOjXYIf2DrVu30qlTJ8cdvfjqvevwLs5959xjFywkxiXy0JkPcUfPO6gbWdeMUA1F8m0D7+JiuPRSWL5cfx8XByNGwH336feHc8NW3l4g3uLtBILpbfvhVAClFFOmTAFg2rRppKamBjmi48nPz+fIkSOOO3rxx3vC9xNI2Z9Cu0btmHXFLLaN3Ma9p99riQJO8m0T73ff1Qu4xo31nriMDP15qZUKONt5e4h4i7cTCLa3I4o4gFNOOYVBgwZRXFzMuHHjgh3OccjRi3femYcymfn7TBSKJTcs4baTbyMqPMqkKI1H8m0D75ISvXADePVVGDsWGlQ9fG8rby8Qb/F2AsH2dkwRBzBp0qRjj+NaU+kxOMGioKCAvLw8mlc6erc7/nhP/nEyJeUlDOg6gBOanWBCdOYh+baJ99y5kJqqX4E6oPorn23n7SHiLd5OIBS8HVXEtW3blvvuuw+A0aNHo1V6KHUwCHYVHyx89d6Zt5MZv80A4LGzHzMjNFORfNvAu7RUHzYFGD8ewsOrXdRW3l4g3uLtBELB21FFHMDYsWNp0qQJK1euZPHixUGNpbCwkEOHDtGiRYugxhFo/PF+7qfnKC4r5toTr6Vr864mRGcekm+beM+fD9u3Q4cOMHBgtYvZzttDxFu8nUCoeDuuiGvYsCGPP/44oD+Oq6SkJGixpKSk0KFDB8cdvfh6P53dh3fz5q9vAtbshZP7J9nAu6wMJk7Ufx83DiKqv8DfVt5eIN7i7QRC5fvbcUUcwD333EOHDh3YsmULb731VlBiKCwsJDc3l1atWgVl+8Giwrtly5Zerztt9TSOlh7lqi5X0b1FdxOiMw9/vK2M7byXLIGUFGjXDgYNqnYx23l7iHiLtxMIpe9vRxZxUVFRTJ48GYAnnniC3NzcgMewbds2Rx69+OP9176/ALih2w1Gh2U6km+beOfrz+KlUyeIjKx2Mdt5e4h4i7cTCCVvRxZxAFdddRX9+vVj//79x56vGiiOHj3KgQMHQqKKDyT+eheWFAJQL6qekWGZjuTbRt5nn63/XLVKv8ChCmzp7QHiLd5OINS8HVvEKaV44YUXUEoxbdo0tm7dGrBtb9u2LSTG0gONv96FpXoRFxMZY2RYpiP5tpF369b6BQ1HjsBvv1W5iC29PUC8xdsJhJq3Y4s4gJ49ezJ48GBKSkp46KGHArLNo0ePsm/fPuLj4wOyvVDBCO+KnriYCOsUcZJvG3qfe67+87vv/jHL1t41IN7i7QRC0dvRRRzoNwCOjY1l0aJFrKh4gLWJbN++PaSq+EBhhLcVe+Ik3zb0Pucc/WcV/y9s7V0D4i3eTiAUvR1fxLVq1YqxY8cCcP/991NWVmbatoqKisjJySEhIcG0bYQiRnkXlBQA1umJk3zb1LuiiFu1Sn/8lgvbe1eDeIu3EwhVb8cXcQAPPPAAbdq0Yd26dcyePdu07Wzbto327duHVBUfCIzyPjacapGeOMm3Tb3j4/WrUyudF2d772oQb/F2AqHqLUUcEBMTc+yWI+PHjycvL8/wbYRqFW82RnofG061QE+c5Nvm3hW9ca7z4hzjXQnxFm8nEMreUsS5uP766+nduzd79uzhmWeeMbz97du3065dO8LCnLXLjfS2Uk+c5Nvm3pXOi3OMdyXEW7ydQCh7h15EQUIpxYsvvgjAiy++SFpammFtFxcXs3fvXlq3bm1Ym1bASO9yrZyisiIA6kTU8bs9M5F8O8Db7by44vx853i74ah8uyHe4h1KSBHnxumnn86gQYMoKirikUceMazd7du3k5ycHJJVvJkY6X209CgA0eHRhKnQ3o+Sbwd4t2oFnTtDfj47//tf53i74ah8uyHe4h1KhGZUQeSZZ54hJiaGDz/8kFWrVvndXklJCdnZ2SQmJhoQnXUw2tsqQ6mSbwd5u3rjyr/5xlneODTfiLd4hx5SxFUiMTHx2I1/77//fsrLy/1qL9SreLMw2tsqFzVIvh3k7brpb/yWLc7yxqH5RrzFO/QI3ciCyMMPP0x8fDxr165l7ty5PrdTUlLC7t27Q7qKNwMzvK3QEyf5dpj3mWcCUOfXX4+7X5zdcWy+xTvYoQQUq3hLEVcFsbGxx65QHTt2LPn5+T61s2PHDpKSkggPDzcyvJDHDO+Knri6kXUNa9NoJN8O8y4ooLh9e1RBAaxdG+xwAoZj8y3ewQ4loFjFW4q4arjppps49dRT2bVrF88995zX65eUlLBr1y7atGljQnShi1neof7cVMm3M70jLrxQnxCAR/aFAk7Pt3g7Ayt5SxFXDWFhYbzwwgsATJkyhaysLK/WT01NpW3btiFfxRuNWd6h/txUybczvcNc58VV3PTX7jg93+LtDKzkLUVcDfTt25frrruOwsLCY89X9YTS0lJ27txJ27ZtTYwu9DDTO5R74iTfDvbu10+f+OOPUFwc3MBMRvIt3k7Aat5SxNXC5MmTiYqKYu7cuaxevdqjdVJTU2nTpo0lqngjMdM7lHviJN8O9m7RAk44AQoKYM2aYIdmKpJv8XYCVvOWIq4WkpOTeeCBBwD9liOaptW4fGlpKVlZWZap4o3CbO9Q7YmTfIs3DhhSlXyLtxOworcUcR4wduxYmjdvzk8//cSHH35Y47JpaWkkJiYSERERoOhCA7O9Q/U+cZJv8T72CC4bF3GSb/F2Alb0liLOA+Li4pg4cSIADz30EAUFBVUuV1ZWRmZmJklJSQGMLviY6a1pGvPXz+eJ754AoH50fcO34SuS76RghxJQqvTetg1mzdJ/X7cuKHGZjeQ7KdihBBTxTgp2KF4hRZyH3H777fTo0YPMzMxqbzmSlpZG69atLVXFG4EZ3pqm8b+s/3HOO+dw46c3suvwLk6LP40RvUYYtg1/kXw71Lu0FP74A8aNg65d4YsvIC4OpkwJdoim4Ph8i7cjsKq3FHEeEh4eziuvvALAs88+S3p6+nHzy8rKyMjIIDk5ORjhBQ2jvTflbOLxFY/T+dXOnDHzDFamr6Rp3aa8ffnb/HLnL3Ro3MGQ7fiL5NsB3sXFsGEDLFhA+bhxxA0eTIfLLoPYWDj5ZHj6aX2ZW2+FLVtg8OBgR2w4jsq3G+It3lbBWiVnkOnbty8DBw5kwYIFPPTQQ8edH5eenk5CQoLlqnh/McI79WAq8zfMZ8GGBazfu/7Y9BaxLbi5+8082vdRGsU0MiJcw5B828w7P1/vUduwQX9t3Ahbt0JpKaAf7TarWDYsDDp3hu7dYdQocD1+y47YNt+1IN7ibRWsF3GQmTJlCosWLeKjjz7iu+++45xzzqGsrIz09HTOOuusYIcXUPzxLigp4NO/PmXW77NYkfb33e4b1mnINSdcww3dbqBfUj8iwkLvIyr5tpl3RgZcdBFs3nz8dKWgfXu0E08kPS6O1v/+NxEnnaQXcHXqBCfWAGLbfNeCeIu3lQi9b8gQJzExkUcffZTHHnuMkSNH8ttvv5GZmUl8fDyRkZHBDi+gZGRkeOWtaRr/2/k/Zv8+mwUbF5BXlAdAnYg6XNXlKm781438u/2/iQqPMjNsv/HW2y7Y0nvjRrj4YsjKgo4d4aqr9PPcunbV7/9Wty5pqakUFxcT0blzsKMNKLbMtweIt3hbCSnifGD06NHMmjWL9evX88Ybb9C1a1fLVvG+Ul5eTlpamkfee47s4b0/32PW77P4a99fx6b3SujF7T1u5/pu19OwTkMzwzUMb7zthC29f/oJLrsMDh6Es86CxYuh0fHD9rb09gDxFm8nYAdvKeJ8oE6dOrzwwgtcddVVjB8/nmXLllm2iveVjIwMWrVqVa23pmks3rKYWX/M4vOUzynTygBoHtucm7vfzG09bqNr866BDNkQavO2K7bzXrIEBgyAwkK44gpYsABi/nkPQtt5e4h4i7cTsIO3XJ3qI/379+eCCy7g0KFDvP3228EOJ6CUl5eTmppKu3btql1m0g+TuPKDK1m8ZTEAV3S+goXXLyTr/iym/nuqJQs4T7ztiO28s7L0YdPCQrjjDvjkkyoLONt5e4h4i7cTsIu3FHE+opRizJgxREREMHv2bH755ZdghxQwMjMzadmyJVFRVZ+7Vq6V8+avbwLwRL8nyHogi0UDF9G/S38iw617xFObt12xnXd5uX7VaZMmMGMGVHNFmu28PUS8xdsJ2MVbijgfKS8vJzw8/NjzVIcNG0ap63YEdqbi6KV9+/bVLvNz5s9k5WXRpkEbnuj3BC3rtQxghObgibcdsaV3QgJERsL+/XpvXBXY0tsDxFu8nYCdvKWI85GsrCyaN2/Ok08+Sdu2bfn99995/fXXgx2W6VR413T08uFG/f55A04cgFIqUKGZiifedsSW3uHhUPGA67S0KhexpbcHiLd4OwE7eUsR5wPl5eXs2LGD9u3bU7du3WNPchg/fjy7d+8OcnTm4e5d7TJaOR9t+giAAV0HBCo0U/HE247Y2rviPJgdO/4xy9beNSDe4u0E7OYtRZwP7Ny5k2bNmhEdHQ3AFVdcweWXX05eXh4PPvhgkKMzj8reVbEqYxW7j+wmuWEyp8afGsDozMMTbztia+8aijhbe9eAeIu3E7CbtxRxXqJpGtu3b6dDh+Of4fnKK68QExPD/Pnz+eabb4IUnXlU512ZY0OpXe0xlOqpt92wvXc1RZztvatBvMXbCdjRW4o4L9m5cydNmzb9RxWflJTEY489BsCwYcMoKioKRnimUZ23O2XlZXy86WPAPkOpnnjbEdt7VxRxqanHTba9dzWIt3g7ATt6SxHnBZqmsW3btmqr+AcffJAuXbqQkpLC1KlTAxydedTmXcHK9JXsyd9Dh8YdOLnlyQGKzjw89bYbjvCuoifOEd5VIN7i7QTs6i1FnBfs2rWLJk2aUKeah19HRUXx2muvATBx4kRSKx3lW5XavCuw21WpnnrbDUd4uxdxmgY4xLsKxFu8nYBdvaWI8xBPq/jzzjuPQYMGcfToUe6991401xeEVfHUu7S8lE/++gSwx1CqXY/aasMx3g0aQOPGUFAAe/c6x7sS4i3eTsDO3lLEecju3btp1KgRMVU8nqcyU6dOJS4ujs8//5xFixYFIDrz8NT7u7TvyCnIoXOTznRv0T1A0ZmHN/m2E47yduuNc5S3G+It3k7Azt5SxHmApmls3bqVjh07erR8y5YtmTRpEgAjR44kPz/fzPBMwxtvO12V6m2+7YLjvF1FnLZ9u7O8XTgu3y7EW7zthBRxHpCdnU3Dhg29quKHDh1Kz549yczMZMKECSZGZx6eepeUldhqKNWXfNsBx3m7irgjf/7pLG8Xjsu3C/EWbzshRVwt+FrFh4eH8/rrr6OU4vnnn2fjxo0mRWgO3nh/m/otBwoPcGKzE+nWvFsAojMPux+1VYcjvZOTAchfv95Z3jg034i3eNsPKeJqYc+ePcTFxVG3bl2v1+3Vqxd33303paWlDBs2zFIXOXjj7X5VqtXxJ99WxpHerp64env3Ossbh+Yb8RZv+yFFXA1UVPGdOnXyuY2nn36aZs2asXLlSubOnWtgdObhjXdxWTGfbv4UsP5QqhH5tiKO9Xb1xNXdsyfIkQQWx+ZbvIMdSkBxircUcTWwd+9e6tWr51cV36hRo2M3/n3wwQc5ePCgUeGZhjfey3csJ/doLv9q/i9OaHZCAKIzDyPybUUc6x0djRYeTtiuXWCzJ6zUhGPzLd7BDiWgOMVbirhq0DSNlJQUQ6r4m2++mb59+5KTk8O4ceMMiM48vPV2vyrVyhiZbyvhaO/UVLTERP1mv+npwQ4pIDg63+LtGJzkLUVcNeTk5BAbG0tsbKzfbSmlmD59OhEREbzxxhusWbPGgAjNwRvvotIiFm5eCFi/iDMy31bC6d5h7dvrE9wev2VnnJ5v8XYGFvX2qR6TIq4KzKjiu3Xrxv3334+maQwdOpSysjLD2jYKb72/2v4Vh4oO0aNlDzo1se4Rj5OO2twR705VPkPVrki+xdsJWNH71VdfBfDpgeNSxFXBvn37iImJoV69eoa2+/jjj5OYmMivv/7KG2+8YWjbRuCt94eb7HFVqln5DnXEu56jijjJt3g7ASt633vvvT6vK0VcFZhVxderV4+XX34ZgHHjxpGdnW34NvzBG++jpUdZtFl/pJjVh1KtdtRmFOKNo4o4ybezEG/L4VNBIEVcJfbt20edOnWoX7++Ke1feeWVXHLJJRw6dIiHHnrIlG34grfeX2z7gsPFhzml1Sm0b9ze5OjMw+x8hyri7fJ2SBEn+RZvJ2BF78zMzIpfpYgzgi1btphaxSulmDZtGnXq1GHu3LmsWLHCtG15g7fedrkq1ex8hyri7cK9iLPQzbi9RfLtLMTbOjz55JMVv/p0orwUcW7s37+f6Oho06v4du3aHbvVyLBhwyguLjZ1e7XhrXdBSQGLtywGrF3EBSrfoYZ4u3k3agRxcXD4MOzfH7zgTETyLd5OwKres2bNokmTJj6vL0WcG4Gs4h966CE6duzI5s2beeGFFwKyzerw1nvZ1mXkl+TTK6EXSQ2TzAvMZKx41GYE4u2GUrYfUpV8Owvxth6TJ0/2eV0p4lwcOHCAiIgI4uLiArK96Ohopk+fDsB//vMf0oN0s1FfvD/Y+AFg7atSA53vUMHJ3pGRkVV727iIq9Hbxoi387yt+H/tp59+AuDWW2/1uQ0p4lxs2bKFzp07B3SbF1xwAQMHDqSwsJCRI0cGdNsVeOudX5zPkpQlAFzX9TqzwjKdYOQ7FHCyd7VH6TYu4qzcO+EP4u0srPp/bcyYMQBERET43IYUcehVfFhYGA0aNAj4tp9//nnq16/P4sWLWbx4cUC37Yv351s/p7C0kN6te9OmQRsTozOPYOY7mIh3Nd4VRVxqauCCCgCSb/F2Alb2/uGHHzjjjDP8akOKOPT7ygSrio+Pj2fChAkAjBw5koKCgoBt2xfvY0OpFr6gIZj5DibiXQ027YmTfDsL8bYWFU9t8ud8OJAijoMHD6KUomHDhkGLYfjw4fTo0YP09HQmTpwYkG364n246DBLty4F4LoTrTmUGgr5DgbiXYO3DYs4ybd4OwEre8+bNw+As88+2692HF/EhcLdnSMiInj99dcBmDp1Kn/99Zfp2/TFe0nKEo6WHuWsNmeREJdgUmTmEgr5DgbiXQNt2+pXqWZkQElJYAIzGcm3sxBv6/HII48Y0o6ji7jc3Fw0TaNRo0bBDoUzzjiDIUOGUFJSwvDhw9FMvPGor94VQ6nXd73ejLBMJ5TyHUjEuxbvqChITITycr2QsziSb/F2Alb3zs7O5qabbvK7HUcXcaF2Jc8zzzxD06ZNWbFiBfPnzzdtO7545xXlsWzbMhSKa064xqTIzCXU8h0oxNsDbDSkKvl2FuJtPQ4dOgRw7Hx4f3BsEXfo0CHKy8tp3LhxsEM5RpMmTZgyZQoADzzwALm5uYZvw1fvxVsWU1xWzNltz6ZV/VaGx2U2oZjvQCDeHnrbpIiTfIu3E7C699SpUwFISkryuy3HFnGhekXLrbfeSp8+fdizZw+PPfaY4e376m31odRQzbfZiLeHJCfrPy1exEm+nYV4WxMjL2D0/Q5zFiYvL4+SkpKQrOLDwsKYPn06PXv2ZPr06QwePJhTTjnFkLZ99c49msuX274kTIVx9QlXGxJLIAnlfJuJeHvhbYOeOMm3eDsBq3n/97//Zf369eTk5Bx7ATz11FOGtO/IIi7Uq/ju3bszatQonn/+eYYOHcrPP/9MeHi43+366r1o8yJKyks4L/k8WtRr4XccgSbU820W4u0FNijiJN/OQrxDH03TuOKKK6qcN2rUKEO24bjh1Ly8PIqKimjSpEmwQ6mRJ554goSEBNasWcNbb73ld3v+eFcMpV7V5Sq/4wg0Vsm30Yi3l94WL+Ik3+LtBKzmrZRC07TjXgMHDgQw7DmvjuuJ27p1qyWq+Pr16/PSSy9x3XXXMXbsWPr37098fLzP7fnjvXnfZgAeWf4IKftTeLD3g7Rt2NbnWAKJVfJtNOLtJVu26D+LivRbjYRZ6/hW8u0sxDv0KCgoIDs7+7hh08qvvXv3snbtWkMfEeaoIu7w4cMcPXrUMlX8Nddcw2WXXcaSJUsYPnw4n376KUopr9vx1/vjAR8z/tvxLNu2jGmrpzF9zXQGdhvIw30epnuL7j61GQgqvJs2bRrsUAKKeHvpXVAAt9+u//7gg5Yr4CTf4u0EQv37OzY21uNlJ02aZNh2rfXfyk8q7u7sSyEUDJRSvP7669SvX5+FCxfyySef+NSOv949W/Vk6aClrLtnHYP+NQiAeevncdIbJ3HJvEv4Pu17U29O7CtWvpu3P4i3lzz2GGzbBt26wfjxxgdmMpJvZ+F071D9/q48bFrVa/ny5QAMHTrUsO06pifuyJEjFBYWWu7opXXr1kyZMoWhQ4cyfPhwzjvvPK+uyjHSu3uL7sy9ei6TzpvECz+/wNu/v82ybctYtm0ZvRJ68UifR+jfuT/hYf5fhOEvVs23v4i3l94//QQvvgjh4TB7NkRHmxOgSUi+xdsJhLp3Xl4eKSkpNQ6l5uTksH37dkC/C4VRqFDsQfGXU089VVu7du1x03777Tdat25N8+bNgxSV75SXl3PuueeycuVKBg8ezOzZsz1e10zv/QX7eXX1q0xbPY39hfsB6NSkE6N7j+aWk24hOiJ4X4hWzrc/iLcX3oWF0KMHpKTA2LHw9NPmBWgSkm/xdgKh7u1N7+Bnn33GlVdeWVUbv2qadqq323bEcGp+fj75+fk0a9Ys2KH4RFhYGDNmzCA6Opo5c+bw9ddfe7Se2d5N6jbhiXOeIH1UOtP+bxpJDZNI2Z/CXUvuIunlJCavmsyho4dM2XZNWD3fviLeXno/8YRewJ14ov67xZB8i7cTsIK3J0OpFa+qCjh/cEQRF+pj6Z7QqVMnnnB90dx1113k5+fXuk6gvGOjYhnRawRb793KvKvncVKLk8g+ks2Yb8aQ+GIiD3/9MLsO7zI1BnfskG9fEG8vvH/5BZ5/Xr+IwYLDqCD5Fm9n4FRvT7F9EVdQUMDhw4dDthvWG0aPHk2PHj1IS0ur9ZFcBQUFHDlyJKDeEWER3PivG/n97t/5YtAXnJt0LoeLD/PcT8+R/HIydy6+ky37tpgaQzC8QwHx9sL76FG47Tb9ViKjR0OvXuYFaBKSb/F2Ak719gbbF3F2quIjIyN5++23CQsL4+WXX2b16tXVLpuSkkLHjh2D4q2U4qIOF/Htrd+y+s7VXHPCNZSUlTDz95mc8NoJXP3B1fyS9Ysp2w6mdzARby+8n3oKNm+GLl303y2I5Fu8nYBTvb3B1kVcQUEBeXl5tGhhvUdFVccpp5zC6NGjKS8v54477qC4uPgfy4SS92kJp/HxgI/ZPGIzd/W8i8jwSD7b/Bm9Z/am35x+LN261LDbk4SSdyARby+816yBKVP+HkatU8e8AE1C8i3eTsCp3t5i6yJu69attqzin3zySTp06MCGDRt49tln/zE/FL07NenEm5e/SfqodMb0GUOD6AasTF/Jpe9fSvc3uvPeuvcoKSvxaxuh6B0IxNtD76IiGDxYH0Z94AE44wxT4zMLybd4OwGnenuLbYu4wsJCcnNzadmyZbBDMZyYmBhmzJgBwMSJE9m0adOxeaHu3bJeS5654Bky7s/guQufI75+PBv2buCWhbfQYVoHXv7lZY4UH/G63VD3Ngvx9sJ7wgTYtAk6dYL//Me84ExE8i3eTsCp3r5g2yLO7lX8Oeecw5AhQygpKeHOO++krKwMsI53XHQco88czY6RO5h5xUy6NO1CxqEMRn05irYvteXxFY+Tk5/jcXtW8TYa8fbQ+9df4dlnQSmYNQtiYswN0CQk3+LtBJzq7Qu2LOLKy8s5ePAgrVq1CnYopjJlyhRatWrFzz//zPTp0yksLLScd3RENLeffDsbh21k4fUL6d26NwcKDzBh5QTavtSWEUtHkHowtcY2rOhtBOLtoXdxsT6MWlYGo0ZBnz6mxmcWkm/xdgJO9fYVWxZxRUVFdOjQwfZVfMOGDZk+fToAY8eOZeXKlZb1DlNh9O/Snx9v/5GVg1dyacdLKSwt5LU1r9FxWkdu/ORG/sj+o8p1t23bZllvfxBvD70nToQNG8nqCwkAACAASURBVKBDB/13iyL5Fm8n4FRvX7FlEVdaWkp8fHywwwgIV155Jddeey35+fk8/vjjlj96UUrRt21flty4hPVD13PLSbeglGL+hvmc/ObJXDT3Ir5N/fbYFa1Hjx5l//79jsl3BeLtoffvv8Mzz/w9jFq3rrkBmoTkW7ydgJO9fcWWRVx0dLSjqvhp06YRFxfH6tWref/994MdjmF0a96Nd658h+0jtzPq9FHERsby1favOP/d8+n1di8+2vgRW7ZuceRRm1OPVr3yLi7Wb+pbWgr33gt9+5ofoElIvsXbCTjZ21dsWcRFRUUFO4SA0qhRI4YOHQrAfffdx969e4MckbG0adCGFy9+kYz7M5hw7gSa1W3G2l1rGfDxAC5ddilLspdwtNT3IxmrUVRUxL59+0hISAh2KAHFa+9nnoF166BdO0s+3L4Cybd4OwGne/uKLYs4p7Ft2zaGDRvGhRdeyIEDB7jvvvuCHZIpNI5pzPizx5M2Ko3XLnmN1rGt2Vm4k6GfD6XtS215+oenyT2aG+wwTWfbtm20b9/ekUerHnuvW/f3+W8zZ0JsrLnBmYjkW7ydgNO9fUWKOItTVFRETk4OrVu35s0336Ru3bosWLCAJUuWBDs006gbWZc7ut/BnFPmMO+qeZzc8mT25u9l3LfjSHwxkdFfjWZn3s5gh2kKFfl24tGqx94lJX8Pow4fDuecY3p8ZiH5Fm8nIN6+e0sRZ3G2b99Ou3btCAsLIzk5mYmu3oehQ4eSl5cX5OjMY/v27XRs35Ebu9/Ir3f9ylc3fcX5yedzpPgIz//8PMkvJ3Pbotv4K+evYIdqKO75dhJeeU+erF/QkJSk3xvOwki+xdsJiLfv3s7aYzajuLiYvXv30rp162PTRo4cSa9evcjKymLMmDFBjM48Knsrpbiw/YUsv2U5a4es5boTr6NMK2POH3M4cfqJ9F/Qn/V71gc5av+pKt9OwCvvjRv/fhrDzJlQr565wZmI5Fu8nYCTvffs2eO3txRxFmb79u0kJycfV8WHh4czc+ZMIiMjef311/n222+DGKE5VOVdwSnxp/DhdR+yZcQW7jnlHqLDo1m8ZTE93uzBiKUj2F+wPwgRG0NN3nbGK++FC/Xh1IsvhvPOMz84E5F8i7cTcLK3Eb2PztprNqK4uJjs7GwSExP/Ma9bt2489thjANx+++0cPnw40OGZRk3e7nRo3IHXL3ud9FHpjDhtBAp17MbBr65+ldLy0gBFbAyeetsNr70vv1z/+fPPUFBgXmAmI/kWbycg3v57SxFnUXbs2FHj0cuYMWM45ZRTSE9PZ/To0QGOzjxq865Mi3otmHbJNP645w/OTz6fg0cPcu+ye+nxRg+W71hucrTG4a23XfDau3t36NULDh2Cjz82NzgTkXyLtxMQb/+9nbXnbEJJSQm7d++mTZs21S4TGRnJnDlziIqK4q233uLLL78MYITm4Il3dXRr3o2vb/6ahdcvpF2jdmzM2ciF713IlQuuZNsB32+0GAj88bYyPnsPGaL/nDHD+KACgORbvJ2AeBvjLUWcBdmxYwdJSUm1VvHdunXjqaeeAuCOO+4gN9fa91Dz1Ls6lFL079KfTcM28ez5z1Ivqh6Ltiyi6/SujFk+hsNFoTns7K+3VfHZe+BA/YKGVatg0yZzgjMRybd4OwHxNsbbWXvPBpSUlLBr1y6Pq/jRo0dz+umns3PnTu6//36TozMPb71rIjoimkfOeoSUESkM7jGY4rJiJv84mU6vdmLOH3Mo18oNiNgYjPS2En5516sHN96o//7228YGZjKSb/F2AuJtnLcUcRYjNTWVtm3bEh4e7tHyERERzJkzhzp16jBnzhzL3gTYW29PaFW/FbP7z2b1nas5o/UZZB/J5rZFt3H626fzc+bPhm3HH8zwtgJ+e1cMqb77LhQVGReYyUi+xdsJiLdx3lLEWYjS0lJ27txJ27ZtvVqvS5cuTJo0CYAhQ4Zw4MABM8IzDV+9PeW0hNP46fafmHvVXOLrx7N211rOnHUmN316E1l5WaZs0xPM9g5VDPE+5RTo0QP274fPPjMuOBORfIu3ExBvY72liLMQqamptGnTxqcq/r777qNPnz5kZ2czcuRIE6IzD3+8PUUpxaDug9gyYgvj+44nOjyaeevn0fnVzkxcOZHCkkLTtl0dgfAORQzxVurv3ri33jImMJORfIu3ExBvY72liLMIpaWlZGVlkZSU5NP64eHhzJkzh5iYGObNm8dnFuqd8MfbW+pF1WPCeRP4a/hfXHvitRSUFPDYisc44bUT+HjTx2iaFpA4Au0dKhjqPWgQxMTAihWwLbSvQJZ8JwU7lIAi3knBDiWgmOktRZxFSEtLIzEx0a8qvkOHDkyePBmAu+++m5ycHKPCMw0jvH0huVEyH133EStuXUH3Ft1JP5TOdR9dx7nvnMu67HWmbz9Y3sHGUO8GDeD66/XfQ/wCB8m3eDsB8TbeW4o4C1BaWkpmZqYhVfzw4cM555xzyMnJYfjw4f4HZyJGevvKOUnn8Ntdv/HGpW/QJKYJ36d/T8+3enLPknvIyTenCA4F72BginfFkOqcOfrjuEIQyXdSsEMJKOKdFOxQAorZ3lLEWYD09HRat25NRESE322FhYUxa9Ys6tWrx0cffcSHH35oQITmYKS3P4SHhXP3qXez9d6tjDp9FGEqjDd/fZOO0zry0i8vUVJmbHEQKt6BxhTv3r3hxBNhzx7473+Na9dAJN/i7QTE2xxvKeJCnLKyMjIyMkhOTjaszeTkZKZOnQrAsGHD2LNnj2FtG4UZ3v7SKKYRL178In/e8ycXtb+IQ0WHuP/L++n+Rne+2PaFIdsIRe9AYJp3iF/gIPkWbycg3uZ5SxEX4qSnp5OQkGB4FX/XXXdx4YUXsn//fu6+++6AnbDvKWZ5G8EJzU5g2aBlLLlhCR0bd2Tzvs3837z/47L3LyNlf4pfbYeyt5mY6n3zzRAdDV99BWlpxrfvB5Jv8XYC4m2etxRxIUxZWRnp6emmVPFKKWbOnElcXByLFi1i3rx5hm/DV8z0NgqlFJd2upQNwzYw9cKpxEXH8fnWz+k2vRujvxrNoaOHvG7TCt5mYLp3kyZwzTWgaTBrljnb8AHJt3g7AfE211uKuBAmIyOD+Ph4IiMjTWk/MTGRF198EYB7772XXbt2mbIdbzHb20iiwqN48MwHSRmRwp0n30lpeSnP//w8Had15O3f3qasvMzjtqzkbSQB8a4YUp01C0pLzduOF0i+xdsJiLe53lLEhShlZWWkpaXRrl07U7dz2223cckll5Cbm8uQIUOCPqwaKG+jaVGvBTOumMHau9ZyVpuzyCnIYch/h9Dr7V6sylhV6/pW9faXgHn36wcdO8LOnbBsmbnb8gDJt3g7AfE231uKuBAlMzOTVq1amV7FK6WYMWMGDRs2ZOnSpcyZM8fU7dVGoLzNomernqwcvJIF1ywgMS6R33b/Rt/ZfRn48UAyDmVUu57VvX0lYN5KwZ136r/PmGHutjxA8i3eTkC8zfeWIi4EKS8vJzU1lfbt2wdke/Hx8UybNg2AUaNGkZmZGZDtVibQ3mahlOL6btezecRmnuz3JDERMXyw8QO6vNqFp757ioKSguOWt4u3twTce/BgiIyEzz/Xe+SChORbvJ2AeAfGW4q4ECQzM5OWLVsG9Ohl0KBB9O/fn7y8PO64446gDKsGw9tM6kbW5YlznmDziM1c3/V6CksLefL7J+nyahc+2PDBsX1sN29PCbh38+bQvz+Ul8Ps2YHZZhVIvsXbCYh3YLyliAsxysvL2bFjR8CPXpRSvPnmmzRp0oSvv/6atwJ8T61geQeCNg3asODaBawcvJKTW55MZl4mAz8ZyNlzzmbtzrW29a6JoOW74gKHt9/Wi7kAY+fPeU2It3g7gWB4SxEXYmRlZdGiRQuioqICvu0WLVrw2mv/z96Zx9lY/Q/8/cw+jDHDDIOxjSX5CqHSIpJK2ZesEfUlShEqWSISv7LUF6WirGPfI4UiolTfFCnGjDFmrGOZMYvZ7vn9cWd8h8x277Pd+5z363Vf985dzvm8fW63z3PO85wzD4BRo0Zx8uRJ3fo20lsvWlRvwc+DfuazDp9RoXQF9sXt494F9zLv9DyuZF4xOjxdMSzfbdpAjRpw6hTs2KFv31jje347pLf0tgJGeMsizkSY4eilZ8+ePP3006SmpvLcc89h02G0wgzeeuHp4cm/m/yb48OOM+r+UXgqnqw7uY66c+syc/9MMnMyjQ5Rc/LyXbt2bf079/Aw7AIHQ70NRHpb09sKv+f5McpbFnEmIiEhgdDQUHx9fQ2NY968eYSGhrJ7924++ugjzfszi7eelPUry/A7h7Px8Y20q9OO5IxkRu8YTYOPGrD1+FbDl3rRkrx8G3aUPnAgeHrCpk32PVV1wnBvg5De1vS20u85GOctiziTIIQgOjraFEdtoaGhfPLJJwC88cYbnDhxQrO+zOStJ3nebe5uw5d9vmRbn23cUf4Ooi5H0X5Fe56KfIq/Lv5ldJiqY4p8V64M7drZF/3VaUkdU3gbgPSW3lbASG9ZxJkEsx29dOnShT59+pCWlsaAAQPIySn+zgMlwWzeenGr95N1nuTw0MPMfmI2ZX3Lsv3EdhrOb8ir21/l6vWrBkerHqbJd/4LHHQY9TSNt85Ib+ltBYz0lkWcCRBCcOLECdOdQzBnzhzCwsL44Ycf+OCDD1Rv36zeWlOQt7enNyOajyDq5SheaPoCNmHjg58+oM6cOuyI1v8kfLUxVb7btoUqVeDECdi9W9OuTOWtI9JbelsBo71lEWcCzpw5Q0hICH5+fkaHchPlypXjs9yTv8eNG8eRI0dUbd+s3lpTlHdo6VDmt5/Pfwf/l+bhzUlMS+TzQ+bZuN1RTJVvLy/o2NH++JdfNO3KVN46Ir2ltxUw2lsWcQaTV8Wb9RyC9u3b8+9//5uMjAz69u1LRkaGKu2a3VsrSuLdKKwRPer3ACC0VKjWoWmKKfOdnGy/r1BBsy5M6a0D0lt6WwEzeMsizmDOnj1LcHCwqY9eZs+eTa1atfjjjz+YMGGCKm26grcWlNT7zLUzAFQuU1nLsDTn7NmzlCtXzlz5PmP/t6Wydv+2pvTWAeltPW/5e24MsogzECEEUVFR1KlTx+hQCiUgIIClS5fi4eHBjBkz2LNnj1PtuYq32jjifSbF9Yu4PG/THaVrXMSZ1ltjpLc1veXvuTHIIs5Azp07R1BQEP7+/kaHUiT3338/48aNQwhB//79SUpKcrgtV/JWE0e83WEkzrT51riIM623xkhv6W0FzOItiziDyKvi69ata3QoxWbChAncc889xMXFMWzYMIfacEVvNXDU29WLONPm+9o1+83PD4KCVG/etN4aI72ltxUwk7cs4gzi/PnzlC1b1vAqviR4e3uzdOlS/P39WbZsGatXry5xG67orQaOert6EWfafJ89a7+vXBkURfXmTeutMdJbelsBM3nLIs4AhBAcP37c8Ll0R7jjjjuYOXMmAEOGDCEhIaHYn3Vlb2dw1PtaxjVSMlPw9/KnrG9ZjaLTDlPnO38RpzKm9tYQ6S29rYDZvGURZwAXLlwgMDCQUqVKGR2KQwwZMoSnnnqKK1euMGDAAGw2W7E+5+rejuKo99kUe6FRuUxlFA1Gi7TG1PnW8Hw4U3triPSW3lbAbN66F3GKolRVFOU7RVH+UhTlT0VRhuc+X05RlB2KokTl3gfnPq8oivIfRVFOKIryh6IoTfSOWU3MVsU7gqIoLFy4kJCQEHbu3MmcOXOK/Iw7eDuCM955U6mVylRSOyzNMX2+NSriTO+tEdJbelsBM3obMRKXDYwSQtwJNAdeUhSlPjAG2CWEqAPsyv0b4EmgTu5tMPCx/iGrx8WLFwkICKB06dJGh+IUYWFhN3ZzeOONN/jzzz8Lfb+7eJcUZ7xd+Xw40+dboyLO9N4aIb2ltxUwo7fuRZwQ4qwQ4r+5j68BfwFVgE7A4ty3LQY65z7uBCwRdn4EghRFcb2hCcxZxTtD586dee6558jIyOCZZ54hMzPztu9zN+/i4qz3jSIuwLWKOJfItwZFnEt4a4D0lt5WQEvvgwcPAjj0Y+SlbiglQ1GUGsDdwE9ARSHEWbAXeoqi5O2FUwU4ne9j8bnPnb2lrcHAa0BQUFAQuzXe1NoRsrOzyczM5BeN92rUk27durF9+3YOHTrEgAEDGDx48D/e447excFZ759O/ARA+sV0U36fC8IV8t346FGCgEPnz3NVpX9bV/DWAuktva2Alt6//vorgGP7/wkhDLkBAcCvQNfcv6/e8vqV3PutwEP5nt8FNC2s7aZNmwqzYbPZxL59+8S1a9eMDkV1fvjhB+Hh4SEURRF79uy56TV39i4MNbx7rukpmIRY9vsyFSPTFpfJd+3aQoAQf/2lSnMu460y0lt6WwEtvcPDwwUggF+FA7WUIVenKoriDawDlgsh1uc+fT5vmjT3/kLu8/FA1XwfDwfO6BWrWiQmJuLn50dAQIDRoajOAw88wJtvvnnb3Rzc2bsw1PB2xXPiXCLfQqi+xIhLeGuA9JbeVkAr78jISOLj49m1axfYC7kSY8TVqQqwEPhLCDEr30ubgWdzHz8LbMr3fP/cq1SbA0kid9rVlTh+/LgpVnfWiokTJ9K0aVNOnTrFyy+/fON5d/cuCDW884q48qXKqxGSLrhEvq9ehdRUKF0aypRRpUmX8NYA6W0tpLd6JCUl0bdvXx5++GFat27tcDtGjMQ9CPQDWiuKcij39hQwHXhMUZQo4LHcvwG2ATHACeAz4EUDYnaKxMREfH19KaPS/zDMiLe3N8uWLcPf35+lS5eycuVKS3jfDrW8a5WrBcCYnWPIseWoEZqmuEy+F+deP9W4sSq7NbiMt8pIb+ltBbTyDsrd7s/Z852NuDp1nxBCEUI0FEI0zr1tE0JcEkI8KoSok3t/Off9QgjxkhCilhDiLiGEy51NaZWjl3r16jF79mzAviDw999/bwnvW1Er35+0/4Ty/uX56sRXTNo9yfnANMYlvufp6fB//2d/PGZM4e8tJi7hrQHS21pIb/V46623APj777+dXshd7tigMZcuXcLb25vAwECjQ9GFwYMH06lTJ5KSkpg8ebJpVrXWCzXzXSOoBqu6r8JD8eCdve+w4a8NKkSoDS7zPV+wAM6dg7vvhnbtnG7OZbxVRnpLbyughXdsbCxTpkxhxIgR3HHHHU63J4s4jbHa0YuiKCxYsICQkBB+//13pk2bZnRIuqJ2vh+NeJT32rwHQP+N/fnr4l+qta0mLvE9v34dpueepfHWW6pMpbqEtwZIb2shvdWjZs2aADdmrZxFFnEacvnyZTw9PSlb1vU2L3cGDw+PG8PFb7/9NgcOHDA4In3QKt8j7x9Jrwa9SMlMofOqziRdTyr6QzriMt/zzz+3L/LbqBF06uR0cy7jrTLSW3pbAS28O3bsCNjPs1MLWcRpyPHjx1UZLnU1jh8/Tv/+/Rk1ahQ5OTn07duX5ORko8PSHK3yrSgKCzosoGHFhhy/dJxnNjyDTdhU78dRXOJ7npEBeaPCEyaoNgpnem8NkN7WQnqrw/79+9myZQuffvop5curt+KALOI04sqVKyiKYrmjl/zeU6dOpXHjxpw8eZJhw4YZHZqmaJ3v0j6l2dBzA8F+wXx5/Esm75msST8lxWW+54sWQXw8NGgAXbo43ZzLeKuM9JbeVsAZ77CwMO68805++umnG89lZ2fz4IMPUrp0aQYNGqRmqLKI0wp59AK+vr6sWLHixrIjK1asMDg67dAj3xHBEazsvhIPxYO397zN5mObNe2vOLjE9zwzE9591/54wgTwcP5nzyW8NUB6WwvpfXt++OEHhgwZwq5du8jKyrrptWHDhvH333/TvHlzFEUhODgYb29vwD5FqzayiNOAq1evIoS4sQ6MVbid963LjsTGxhoUnXbome/Haz3Ou63tBckz65/h78S/Ne+zIFzme750KcTFwZ13QrduTjfnMt4qI72ltxUojnfFihVZvHgxbdu2JTg4mB49erBp0ybS09MZP348QghSU1MZM2YMV69eBWDnzp34+PioHq8s4jTg2LFjljx6Kcg7b9mR5ORk+vbtS3Z2tgHRaYfe+X79wdfpXr871zKvMWiLukPzJcH033Mh4LPP4JVX7H9PmACenk43a3pvjZDe1kJ6F0zt2rVZvnw5Pj4+pKamsmbNGvr160dwcDBt27YlMjKSrKwsxuSuRdmyZUseffRRTeKVRZzKJCUlYbPZCA4ONjoUXSnMO2/ZkcqVK7N//36mTJliQITaYES+FUVhYceFlPUty764ffyc8LNufedh+u/5hQvQuTMMHgxpadC/P/To4XSzpvfWCOktva1ASby7du3K888/f2Mt1GvXrpGRkcHXX3/NCy+8QIUKFW6M5n333XeaxSyLOJWRRy+3JyQkhGXLlqEoCu+88w579+7VMTrtMCrfgb6BDGpiH4X78KcPde/f1N/zrVvhrrtg82YoWxYiI+1bbclROIeR3tZCehePWbNmceedd+Ll5XXT8ykpKWRmZgIQHR3t9K4MhSGLOBVJTk4mOzubcuXKGR2KrhTX+5FHHuHNN9/EZrPRt29fTU7y1BOj8z3s3mF4KB6s/nM1Z66d0a1fo70LJC0NXnwR2re3j8Q98ggcPgy9e6vSvGm9NUZ6S28r4Ii3l5cXW7ZsISAg4B+v+fv7s23bNiIiItQM8x/IIk5F5NFL0UyaNIn77ruP06dPM2jQIIQQGkenHUbnu3pQdbrU60KWLYuPf/5Yt36N9r4tv/wCTZrAxx+Djw/MmAE7d0LVqqp1YUpvHZDe1kJ6l4xKlSqxadMm/P39bzzn7+9P3759efLJJ9UM8bbIIk4lkpOTyczMVHURP1cgOTmZrKysYnt7e3sTGRlJmTJlWL9+PZ999pnGEWpDSb21YkTzEQDM/3U+17Ova96fWbxvkJMDU6fC/ffDsWPwr3/BwYMwapQqS4nkYTpvnZDe0tsKOOv98MMPM378+Bvnx4WEhPDhh/qc5iKLOJWw8no6Jd1bLiIigk8++QSAESNGcPToUS1C0xSz7CX4YNUHaVKpCYlpiUzZM0XzQs4s3gBcuwatWsH48ZCdDSNG2EfkGjVSvStTeeuI9LYW0ttx3nzzTR566CE8PDzYuHHjjYJOa2QRpwJ5V6WEhIQYHYquOOPdu3dvnn32WdLT0+nVqxfp6ekaRKgNZsq3oii89sBrALy7712qza7GxO8mcj7lvOp9mckbsI+47dtn30Lr669h9mzw81O9G9N564T0lt5WQC1vRVFYu3Ytu3fvpkmTJipFVzSyiFMBefTiGHPnzqVOnTocPnyYUaNGqRiZtpgt370a9GJFtxU0qdSEi2kXmfz9ZKp9UI3nNj3H4fOHVevHbN60aAHh4fb14DIyNOvGdN46Ib2thfR2njJlytCiRQtV2iousohzkpSUFNLT0y139KKGd0BAAKtWrcLHx4ePP/6YdevWqRihNpg1370a9OKXQb+wZ8AeOtfrTFZOFl8c+oKG8xvSZkkbth7fik3YHG7flN4+PvDqq/bH//d/mnRhSm8dkN7S2wq4g7cs4pwkr4rXch0YM6KW9913382MGTMAeP75502/LZeZ860oCg9Xf5gNPTdw/OXjvHzvy5T2Ls2uk7tov6I99efVZ/4v80nLSitx26b1HjQIgoLghx/sN5UxrbfGSG/pbQXcwVsWcU6QmppKamoqoaGhRoeiK2p7Dxs2jI4dO5KUlESfPn3+saGwWXClfNcuV5v/PPkf4kfG816b96gaWJVjl44xdOtQqs6uythdY0lITihWW6b2LlMGXnrJ/ljl0ThTe2uI9JbeVsBdvGUR5wTuUMU7gtreiqLw+eefEx4ezoEDB5g4caIq7aqNK+Y7yC+I1x58jehXolnZbSX3VbmPy+mXmbZvGjU+rEG/Df3479n/FtqG6b1fecV+QcOWLfDnn6o1a3pvjZDe0tsKuIu3LOIcJDU1lZSUFCpUqGB0KLqilXf58uWJjIzEw8OD6dOns2PHDlXbdxZXz7e3pzc9G/Tkx3//yP7n9tO9fndswsayP5bR9NOmtFzUko1/byTHlnPT51zCu0IFGDjQ/vj991Vp0iW8NUB6S28r4E7esohzkKioKOrUqePyVXxJ0dK7RYsWTJo0CSEE/fr14/x59ZfJcBR3yvf9Ve9nzdNriH4lmpHNRxLoG8j3p76ny6ou3DH3Dub8NIeUzBTAhbxHj7Yv7rt8OZw+7XRzLuOtMtJbelsBd/KWRZwDpKWlkZycTMWKFY0ORVf08B47diytWrXi/Pnz9O/fH5vN8Ssq1cJd810jqAYzn5jJ6VdP88ETH1AzqCbRV6J5ZfsrhM8KZ8S2EURdiHIN74gIePpp+6K/s2c71ZS75rsopLf0tgLu5i2LOAdwpyq+JOjh7enpyfLlywkJCeGbb765ceWqkbh7vgN9AxnefDhRL0exrsc6Hqr2EEkZSXz484f0/rE3vdb14vdzvxsdZtG88Yb9/tNP4fJlh5tx93wXhPSW3lbA3bxlEVdC0tPTSUpKIiwszOhQdEVP78qVK7No0SIAxo0bx/79+zXvsyCslG9PD0+63tmVvQP3srffXtpUbIOiKKz+czUPfP5Asa9mNYy774bHHoPUVPjoI4easFK+8yO9pbcVcEdvWcSVkKioKGrXru02VXxx0du7Xbt2jBo1iuzsbHr16sWlS5d06fdWrJrvwJRAFndczMnhJ2ldszVpWWl8+JM+Gzo7Rd5o3Jw5cL3k+8haNd/SW3pbAXf0lkVcCUhPT+fKlStUqlTJ6FB0xSjvadOm0bx5c06fPs2zzz6r+/lxMt+VCA8MZ/qjqv3BLAAAIABJREFU0wGY/8t8kq4nGRxdEbRubR+Ru3ABliwp0UdlvqW3FZDe7uUti7gScOLECber4ouDUd7e3t6sWrWK4OBgtm7dqvv5cTLfdu97qtxDqxqtuJZ5jU9+/cTg6IpAUeD11+2PZ8yAnJzC358PmW/pbQWkt3t5yyKumFy/fp1Lly5RuXJlo0PRFaO9q1WrxpLcEZWxY8fygwZbK90Oo72N4vr161y+fPkf3q8/YC+MPvzpQzKytdtsXhW6d4caNSAqCjZtKtZHCvJ2d6S39byt+rvmrt6yiCsm7lrFF4UZvNu3b89rr71GTk4OPXv2JDExUfM+zeBtBCdOnKBWrVr/8G5buy0NKjTgzLUzRB6ONCi6YuLlBSNH2h+/9x4IUeRHCvJ2d6S39byt+rvmrt6yiCsGGRkZJCYmUqVKFaND0RUzeU+dOpUHHniAhIQE+vXrp+n5cWby1pPCvBVF4bUHXgNgxoEZ2ITx6/cVynPPQbly8NNPsG9foW+V+ZbeVkB6u6e3LOKKgZWP2szi7e3tzcqVKylfvjzbt2/nvffe06wvM3nrSVHevRr0IjwwnKMXj7ItapvO0ZWQ0qXhpZfsj4vYikvmW3pbAentnt6yiCuCjIwMLl686LZVfEGY0btq1aosXboUgPHjx7N3717V+zCjtx4Ux9vH04cR940A4L0ftCuiVWPYMPDzgy1b4OjR275F5lt6WwHp7b7esogrgujoaCIiIvDwsNY/lVm9n3zyScaMGUNOTg69evXiwoULqrZvVm+tKa73oKaDKOtblr1xe/kx/kedonOQChVgwAD74wKubJb5lt5WQHq7r7f7mqlAZmYmFy5cIDw83OhQdMXs3lOmTOGhhx7izJkzqp4fZ3ZvrSiJd6BvIEObDQXg/f2FT1OaglGj7MuOLFsGZ87c9JLMt/S2AtLbvb1lEVcI0dHR1KxZ062r+Nthdm8vLy9Wrlx5Y3/VadOmqdKu2b21oqTer9z3Cj6ePmz4awNRl6I0js5JateGrl0hKws+vHnHCZlv6W0FpLd7e7u3nRNkZmZy7tw5qlatanQouuIq3lWqVGHZsmUAvPXWW+zevdup9lzFW20c8a5UphL9GvZDIJh5YKaG0anEa/arapk/H5KTAZlv6W0NpLf7e8sirgBiYmIsUcXfiit5P/HEE4wdOxabzUbv3r05f/68w225kreaOOo96v5RACw6tIjzKY7/u+vCffdBy5b2Au7TTwGZb+ltDaS3+3u7v6EDZGVlcfbsWapVq2Z0KLriit5vv/02LVu25Ny5czzzzDPklGCbpTxc0VsNnPG+M/ROOt7RkYycDOYenKtBdCqTNxr3wQdkpabKfFsI6S293RlZxN2GmJgYatSoYYkqPj+u6O3l5UVkZCShoaHs3LmTqVOnlrgNV/RWA2e987bimvfzPFIyU9QMTX2efBL+9S9ISCBxzhyZbwshvaW3O2MNyxKQlZXFmTNnLFPF5+HK3pUrV2b58uUoisKkSZP49ttvi/1ZV/Z2BjW8H6z2IPeH38+V61f4/LfPVYxOAzw8YPRoAMp88gnVLHCuTH7k91x6WwEressi7hZOnjxJ9erV8fT0NDoUXXF178cee4zx48cjhKBPnz6cO3euWJ9zdW9HUcv79Qfto3GzDswi25atRmja0acP2RUqEBAbi+c33xgdja7I77n0tgJW9JZFXD6ysrJISEigevXqRoeiK+7iPXHiRFq1asX58+fp06dPkefHuYt3SVHTu+MdHalbvi6nkk6x5s81KkSnHVmKQmznzvY/NNy2zWzI77n0tgJW9ZZFXD5iY2OpVq2apap4cB9vT09PIiMjqVixIt999x1Tpkwp9P3u4l1S1PT2UDwYfb99mvK9/e8hhHC6Ta2IjY3Fc+hQCAyEPXvg4EGjQ9IF+T2X3lbAqt6yiMslOzub+Ph4atSoYXQouuJu3pUqVbpxftzkyZPZuXPnbd/nbt7FRQvvfo36UbF0RQ6dO8T2E9tVa1dN8ryr3XUXDBlif/J9F9hxwknk97yG0aHoivSuYXQouiOLuFysWsW7o/ejjz7KxIkTb5wfl5CQ8I/3uKN3cdDC28/Lj+H3DQeg6+qu/Oen/2AT6myFphY3eQ8fDt7esG4dHDtmdGiaIr/n0tsKWNUbZBEH2Kv406dPW24u3Z29x48fz2OPPcbFixd5+umnyczMvPGaO3sXhpbeI+8fybONnuV69nWGbx9OmyVtOHX1lOr9OMI/vCtXhmefBSFg+nRjg9MQ+T2X3lbAqt55yCIOOHXqFFWrVsXLy8voUHTFnb09PT1Zvnw54eHhHDhwgNdff/3Ga+7sXRhaevt6+bKo8yI29NxAaKlQvov9jrs+votFhxYZfp7cbb3HjLEvO7JsGcTGGhablsjvufS2Alb1zsPyRVxOTg5xcXGWm0u3gndoaChr1qzB29ubDz/8kFWrVlnC+3bo5d25XmeOvHiELvW6cC3zGgM3DaTzqs6Gbc1VoHetWtCnD2Rnu+WVqvJ7XsPoUHRFetcwOhTDsHwRd+rUKapUqWK5Kt4q3s2bN2fWrFkA/Pvf/2bXrl2W8L6VU6dOER4erot3hdIVWNdjHYs7LybQN5DNxzbT4OMGrP9rveZ930psbGzB3m++ab9fuBDOnNE3MI0p1NuNkd7W87bi73l+LF3E5eTkcOrUKWrWrGl0KLpiNe+XXnqJ3r17k5KSwuDBgwkNDTU6JF3Jy7eeR6uKotC/UX+ODD1Cm4g2JKYl0m11N/pv6M/V61d1iaHIo/T69aFbN8jMhJkzdYlJD6w6OiG9axgdiq7keVvl/2MFYekiLi4ujsqVK+Pt7W10KLpiNW9FUfj000+pU6cOp06d4sUXXzT8PC09MTLfVctW5etnvmbuk3Px9/Jn6R9Luevju9gRvUPzvovlPW6c/X7+fEhM1DwmPbDaf995SG/pbUUsW8Tl5OQQGxtLRESE0aHoilW9/f39GTduHAEBAaxcuZK5c+caHZIumCHfHooHL937EoeGHKJ5eHPik+N5fNnjDNs2jNTMVE36LLb33XfDU09BWhp88IEmseiJGfJtBNJbelsVyxZxp0+ftmQVb2Xv5s2bs3DhQgBGjRrFgQMHDI5Ke8yU77rl67J34F6mtp6Kt4c3836eR+NPGnPgtPp5KJH3+PH2+zlz4Ko+U71aYaZ864n0lt5WxZJFnM1m4+TJk5ar4qV3BD169GDEiBFkZWXx9NNPc/HiRaPD0wwz5tvLw4uxLcZycNBBGlRowInLJ3joi4cYu2ssGdkZqvRRYu/774fWrSE5GebNUyUGIzBjvvVAektvK2PJIu706dNUqlTJclW89LZ7v/feezz44IMkJCTQu3dvcnJyDI5QG8yc78Zhjfll0C+88eAbAEzbN417F9zLH+f/cLpth7zzzo2bPRtSUpyOwQjMnG8tkd7S28pYroiz2WzExMRYroqX3v/z9vb2ZtWqVVSoUIFdu3YxadIk4wLUCFfIt6+XL9PbTOf7Ad9TK7gWf5z/g2afNmP6vunk2BwrrB32fuQR+4jcpUvwyScO9W0krpBvLZDe0tsdyN1RKMCRz1quiDt9+jRhYWH4+PgYHYquSO+bvatUqcKKFSvw8PDgnXfe4csvvzQoQm1wpXw/WO1BDg05xNBmQ8myZfHmrjdptbgVKZklHxFz2FtR/ndu3IwZ9gsdXAhXyreaSG/p7Q5MnDgR4A5HPmupIi5vLr1WrVpGh6Ir0vv23q1bt2bq1KkA9O3bl+PHj+sZnma4Yr4DfAL4qN1HbO+7ncplKrMvbh/Dvxpeojac9n7ySWjaFM6dg7FjHWvDAFwx32ogvaW3uxAZGenwZy1VxMXHx1OhQgW3q+KLQnoX7P3GG2/QtWtXkpOT6dKlC9euXdMxQm1w5Xw/UfsJvn7ma/y8/Pj80OesPLKy2J912ltR7FOpnp7wn//A3r2OtaMzrpxvZ5De0ttdiIuLA3Bo+N8yRZwQgpiYGLes4gtDehfurSgKixYt4s477+To0aMMGDDApRcCdod8N6jQgNlPzAbghS9f4OSVk0V+RjXvpk3t23EJAc89Z/ppVXfItyNIb+nthlx25EOWKeLi4+MJDQ3F19fX6FB0RXoX7V2mTBk2btxIYGAg69evZ/r06TpEqA3uku8Xmr5Al3pdSM5Ipve63mTlZBX6flW9J0yAu+6CEydMP63qLvkuKdJbersLWVk3fttkEVcQQgiio6PdvYr/B9K7+N5169Zl+fLlAIwbN47t27drFZ5muFO+FUVhQccFVA2syk8JPzFx98QC36u6t48PfPGF6adV3SnfJUF6S293YufOnXkPCz9SLQBLFHEJCQmEhITg5+dndCi6Ir1L5t2+fXvefvtthBD07t2b6OhojSLUBnfLdzn/cizvuhwPxYPp+6azK2bXbd+niXf+adWBAyFVm+3BnMHd8l1cpLf0difyBg8cxe2LOCEEJ06coHbt2kaHoivS2zHv8ePH07FjR65evUrnzp1JcZGFX/OOVt0t3y2qt+Cth99CIOi3oR8XU2/eYUNT77xp1ejo/y0GbBLcNd9FYWVv+XvunjhzZSpYoIg7e/Ys5cuXd9sqviCkt2PeHh4eLFmyhDvuuIMjR47w/PPPu8SFDmfPnqVcuXJume9xD4+jRbUWnE05y8BNA2/Kh6bePj6waJEpp1XdOd+FYWVv+Xvunggh6NSpk8Ofd+siTghBVFSUW1fxt0N6O+ddtmxZNm7cSJkyZVi9ejUzZsxQKUJtcPd8e3l4sazrMoL9gtkatZU5B+cAOnk3aWK/uMFE06runu+CkN7S213p27evw5916yLu7NmzBAcH4+/vb3QouiK9nfeuV68eS5YsAWDMmDHs2LHD6Ta1wgr5rla2Ggs6LgDgtR2vcejcIf28x4//37SqCa5WtUK+b4f0lt7uxqVLlwD7+diO4rZFXN5cep06dYwORVekt3renTt3ZsKECdhsNnr27ElMTIxqbauFlfLd9c6uDGk6hMycTHqt7cXhY4f18b51WvX777XvswCslO/8SG/p7Y6sXbsWwKlC1W2LuHPnzlG2bFm3ruJvh/RW13vSpEm0b9+eK1eu0KVLF1JNMJ2WH6vle9YTs/hX6L84dukY82Pn6+edN60K9kWADfoeWC3feUhv6e2OOHtRA7hxERcVFeX2Vfyt5J1DIL3Vw8PDg6VLl1KnTh3++OMPBg0aZJoLHayYb39vf1Z0W4GPhw8b4zaWaFsupzF4WtWK+QbpLb3dl++//55y5co51YZbFnFZWVkEBgZSqlQpo0PRlfPnz0tvDQgKCmLjxo0EBASwYsUKZs+erUk/JcWq+Q4VoYxuMBoo/rZcqmDwtKpV8y29pbc7IYTgzz//ZM4c+wVavXr1cqo9tyziMjIyLFHF58dKRy/50cu7fv36LF68GIDXXnuNb7/9VtP+iiLPu27duobGoTd53mMfH3tjW64+6/sUuS2XauSfVtXxalWr59uq3vL33H1QFAVFUfDw8KBBgwa88sorAHTt2pUPT592uF23LOI8PDwoXbq00WHoyoULFwgICJDeGtK1a1fGjh2LzWajR48enDp1SvM+CyLP212PVgsif74XdFxAeGA4P8b/yKTdk/QLYvx4aNgQYmLsuzrogNXzbVVv+XvuPixYsIDFixcTFxeHEILDhw8D0LxlS6bExjrcrlsWce68MODtsPrRqp7ekydPpm3btly6dIkuXbqQnp6uW995yHzbvfNvyzVt3zS+PanT6Gj+adU5c2DPHk27k/mW3lbA3b2ff/55+vfvT1hYGNHR0UyYMAGA+WfOcCknx+F23bKI8/BwS60CuXjxIqVKlXLLo5fCMMLb09OTyMhIIiIi+O233xg8eLDuFzrIfP/P++HqDzPh4QkIBM+sf+Yf23Jpxt1363a1qsy39LYC7uIthCAhIYF9+/axdOlSJk2aRI8ePWjcuDEhISH4+/vTqFEjNm7cSPnKlfk/J2d0rFXtuCFCCI4fP+62Ry8FYaR3cHAwGzdupFSpUixbtuzGCap6IPP9T+/xD48vcFsuTdFhWlXmW3pbAXfyXrJkCeHh4bRq1YoXX3yRKVOmsGbNGn7//XcuXbpETk4Oqamp+Pv703rWLC7m5NDYidMFZBHn4iQmJuLv709AQIDRoeiK0d533XUXX3zxBQAjR45k9+7duvRrtLdRFOZd0LZcmpM3rerlpdm0qsy39LYC7uTdv39/1q5dS5UqVQCw2Wy3fZ9XqVJ8V7EiAJMiIhzuTxZxLo67HL2UFDN49+jRg9dff52cnBx69OhBXFyc5n2awdsIivK+3bZcuqDxtKrMt7WQ3q6Poih069aNmJgYPv74Y8LCwm47RZxavz6JwF3+/nQsX97h/mQR58IkJibi6+tLmTJljA5FV8zk/e677/LYY49x8eJFunbtqumFDmby1pPiet+6LVdqpk67Kowbp8m0qsy39LYC7urt6enJM888Q1xcHLNmzaJ8+fI3FXPNc3JY4u/Px/XqoSiKw/3IIs6Fcaejl5JgJm9PT09WrFhBjRo1+PXXXxk6dKhm52SZyVtPSuKdf1uu4duHaxxZLhpNq8p8Wwvp7Z54e3szePBgEhISeOeddyhbtize3t707NmTTnfeyYNlyzrVviziXJRLly7h7e1NYGCg0aHoihm9y5cvz8aNG/H392fx4sV89NFHqvdhRm89KKm3v7c/K7uvxM/Lj4W/LWTVkVUaR5iLytOqMt/S2wpYydvX15cRI0YQGx/PS/PmER4eroq3LOJclOPHj3PHHXcYHYbumNW7UaNGLFy4EIARI0awd+9eVds3q7fWOOLdoEIDZj0+C4DBXw7Wb1uuceOgUSP7tOqYMU41JfNtLaS3dViTnMwHdeqwTaXRR1nEuSCXL1/G09PTEkcv+TG7d+/evRk1ahTZ2dl0796d+Ph4Vdo1u7dWOOM9pNkQ/bflyj+tOncuOHjFssy39LYCVvTOstl456T9oLJNaKgqbcoizgU5duyY5Y5ewDW8p0+fTuvWrblw4QLdunUjIyPD6TZdwVsLnPFWFMWYbbkaN3Z6WlXm21pIb+uw9Px54rKyqOvry9MVKqjSpiziXIwrV67g4eFBWSdPhnQ1XMXby8uLVatWUb16dQ4ePMhLL73k1IUOruKtNmp4G7YtV9606smTJZ5WlfmW3lbAit7ZNhtTckfh3oqIwNOJK1LzI4s4F8OKRy/gWt4hISGsX78ePz8/Fi5cyKeffupwW67krSZqed+6LVdiWqIK0RWBE9OqMt/WQnpbh+UXLhCbmUktX196qjSVCrKIcymuXr0KQFBQkMGR6Isrejdp0uRG8fbyyy+zf//+Erfhit5qoLb3+IfH81C1h/TdlqtxY/uIHNinVVNSivyIzLf0tgJW9L5pFK5mTbxU3N9dFnEuhBWPXsB1vfv168fw4cPJysqiW7duJCQklOjzrurtLGp7e3l4sbzrcoL8gvjy+JfM+3meam0Xytix/5tWzSvoCkHm21pIb+uQIQT35uTwLz8/+qh0LlwesohzEZKSkhBCEBwcbHQouuLq3u+//z4tW7bk3LlzdO7cudg7Ori6t6No5V2tbDUWdLBvy/XmrjeJT1bnyuFC8fGBL74ARYFPPoELFwp8q8y39LYCVvXOTknhFS8vfr/vPlVH4UAWcS7DsWPH3HpV64JwdW9vb2/Wrl1LjRo1+OWXX3juueeKNZ3n6t6OoqV3t/rd6FKvCymZKYzYPkKTPv7B3XdDhw6QkQHz5xf4NplvayG9rUWet1oXM+RHFnEuQFJSEjk5OZQrV87oUHTFXbxDQkLYsmULAQEBrFy5kqlTpxb6fnfxLil6eH/Y9kNKe5dm3V/r2Hp8q2b93MSI3ILxo4/sxdwtyHxLbytgRW+bEDz53/+yOTOTQI3OAZRFnAvg7nvLFYQ7eTdo0IDIyEgURWHChAmsX7++wPe6k3dJ0MO7atmqTH5kMgDDvhpGWlaapv0B0KoVNGwI58/DypX/eFnm21pIb+uw9uJFticns1hRsGnUhyziTE5ycjJZWVmUL1/e6FB0xR29O3TowPTp0wH7RQ+HDh36x3vc0bs46On9yn2v0KhiI2KvxvLO9+9o3h+KAq++an/8wQeQbzpd5lt6WwEretuE4O2YGADG1aiBj8rnwuUhiziTY8WjF3Bf79dee41+/fqRlpZGx44dOX/+/E2vu6t3Uejp7eXhxfz281FQeH//+xy9eFT7Tnv1ggoV4NAh2LPnxtMy39ZCeluHDYmJHL1+ncpeXgysVEmzfmQRZ2KuXbtGRkYGISEhRoeiK+7srSgKn376Kc2bN+f06dN06dLlxtZc7uxdGEZ4Nw9vzuCmg8m2ZTN061Dt147z84OhQ+2PP/gAkPmW3tbAit42IZiUOwo3tmZNfDUahQNZxJkaKx69gPt7+/n5sWHDBqpWrcqBAwcYPHgwQgi39y4Io7ynPTqN0FKhfH/qe5b8vkT7DocOtS87snkzREfLfFsM6W0dNicmciQ9nTAvL54PC9O0L1nEmZSUlBTS09MtdfQC1vEOCwtj06ZNlCpViiVLljB16lRLeN+KkfkO9g9m5uMzARi9YzSX0i5p22HFitCnDwhB5syZMt8WQnpby/vTePs6lGOqV8fP01PTvmQRZ1Lyjl4UDdaVMTNW8r777rtZssQ+AvTWW28RGxtrCe/8GJ3vZxo+Q6sarUhMS2TMzpJtVu8QucuNeC5ezB1hYTLfFkF6W8t7os3G7EqVGFy5suZ9ySLOhKSkpJCWlkaoipvkugJW9O7WrRvjx49HCMHQoUM5cuSI0SHphhnyrSgKH7f7GG8Pbxb8toAf4n7QtsNGjch++GE809II2bxZ275MhhnybQTS23reWenpDK9bF3+NR+FAFnGmJCoqijp16lju6MWq3l26dKFTp06kpKTQsWNHEhMTjQ5JF6KiokxxlF4vpB5vPPgGAEO3DiUrJ0vT/k516QKAMmcO5ORo2peZMEu+9cbK3lb7Pf87NZWfjx3T1VsWcSYjNTWVlJQUKqi8Sa7ZsbJ3amoqy5cvp1mzZpw8eZLu3buTmZlpdGiakpdvsxylj20xlojgCA5fOMyHP32oWT+pqamcadwYUasWxMbCpk2a9WUmzJZvvbC6t5V+z4UQPHv0KO2uXeNvHx/d+pVFnMmw4tELSO/SpUuzceNGKlWqxJ49exg2bJj2y14YiNny7e/tz7yn5gEwcfdE4pLiNOknKiqKOvXqoQwfbn8id7kRd8ds+dYL6W0d751XrnAwNRV/T0+alimjW7+yiDMRaWlpJCcnU7FiRaND0RXpbfeuUqUKGzduxM/Pj88++4y5c+caHKE2mDXfbWu35en6T5OWlcYrX72ievs3eQ8YAIGBsHcv/Pqr6n2ZCbPmW2ukt3W8hRBMzF0XbnS1agR4eenWtyziTIQVj15Aeuf3vvfee/n8888BGDFiBN98841R4WmGmfM9+4nZlPEpw6Zjm9h8TN0LD27yLlMGBg2yv+Dmo3FmzreWSG/reH939SoHUlII9vBgWJUquvYtiziTkJ6eTlJSEmEaLwxoNqT3P7179+7NuHHjsNls9OjRg2PHjhkQoTaYPd9VAqvwTmv7fqovf/UyqZmpqrR7W+9hw8DDA1atgjNnVOnHbJg931ohva3lnbc7w8hq1Sij4ygcGFDEKYripyjKQUVRflcU5U9FUd7Ofb6moig/KYoSpSjKKkVRfHKf9839+0Tu6zX0jlkPoqKiqF27tqWOXkB6F+Q9efJkOnfuTFJSEh06dODKlSs6R6gNrpDvF+95kSaVmhCXFMfkPZNVafO23jVqQJcukJUFH32kSj9mwxXyrQXS2zree65eZe+1a5T18OCV8HDd+y+yiFMUxVNRlPdV7DMDaC2EaAQ0BtoqitIc+D9gthCiDnAFeD73/c8DV4QQtYHZue9zK9LT07ly5QqVNNwk14xI74K9PTw8WLp0KQ0bNiQqKooePXqQnZ2tY5Tq4yr59vLwYn67+SgozPpxFofPH3aqvUK9X33Vfj9/PqSnO9WP2XCVfKuN9LaWt2dWFo2AV6tWJVDnUTgoRhEnhMgBmioqldbCTkrun965NwG0BtbmPr8Y6Jz7uFPu3+S+/qhasZiFEydOWO4cApDeRXkHBASwefNmKlSowM6dOxk5cqROEWqDK+X7nir3MLTZULJt2QzdOhSbsDncVqHeDzwAzZrBpUuwfLkTEZsPV8q3mkhva3mXPXeObXXrMr5GDYfb+PPPPwEc2mBWKc4yBoqizATqAGuAGyeJCCHWO9SpongCvwK1gXnA+8CPuaNtKIpSFfhKCNFAUZQjQFshRHzua9HAfUKIxFvaHAy8BgQFBQWFbNiwwZHQdEcIQWpqKgEBAUaHoivSu/jeR44cYeTIkWRlZfHqq6/SsWNHDSPUBlfMd0p2Cv0P9udK1hVG1x1Nu0rtStxGcbwr7NhB/XffJbVGDX7+/HNwg/8JumK+1UB6S29HOHnyJM899xxCiBL/x1/cIu6L2zwthBDPlbTDW9oNAjYAbwFf3FLEbRNC3KUoyp/AE7cUcfcKIQrcrbpZs2bil19+cSY03Thy5AjBwcFU0fmKFqOR3iXzXrRoEQMHDsTLy4sdO3bQqlUrbQLUCFfN94rDK+izvg/l/MtxbNgxQkqVbCPvYnlnZkLNmvaLG775Bh57zMmojcdV8+0s0ts63geSkpj455+8FhbGYxERTrWVN3rpSBFXrAsbhBADb3NzqoDLbfcqsBtoDgQpipI3oRwO5F2uFQ9UBch9vSxw2dm+zcD169dJTEyksg6b5JoJ6V1y7wEDBjB69Giys7Pp1q0bMblXQ7kCrpzvXg160SaiDZfTL/P6jtdL9Nlie/v4wEsv2R/Pnu0Jq89bAAAgAElEQVRgpObBlfPtDNLbWt6TYmLYkZnJbvWavOrIh4pVxOVeUfqSoigfKYryed7NkQ4VRQnNHYFDURR/oA3wF/Ad0D33bc8CefvRbM79m9zXvxVuspR9dHS05a7kAentqPf06dN56qmnuHz5Mh06dCA5OVnlCLXBlfOtKArznpqHj6cPXxz6gu9PfV/sz5bIe/Bg8PODr76Cv/92ImLjceV8O4P0to73weRkvklKorSiMLJqVbWaLXB2sTCKu8TIUiAMeALYg32k7JojHQKVgO8URfkD+BnYIYT4EngDGKkoygmgPLAw9/0LgfK5z48ExjjYr6nIyMjg4sWLlhp+BuntjLenpycrVqygfv36HD16lN69e5Nj8g3U3SHfdcvX5c2H3gRg6NahZOYUva9tib1DQqB/f/vj//zH0VANxx3y7QjS21reeevCDQsPp7y3t1NtXbx4Me9hkiOfL24RV1sIMQFIFUIsBtoBdznSoRDiDyHE3UKIhkKIBkKIybnPxwgh7hVC1BZCPC2EyMh9/nru37VzX3edeaRCiI6OJiIiwlJHL2Bt71q1ajntHRgYyObNmylXrhzbtm1jzBhzH9OcOHFCFW+jGfPQGGqXq83Ri0eZdWBWke93yDtvP9XFi+Gya54x4i75LinS2zrevyQn89XVq/grCqNUGIVbuzZvUQ4cmmEsbhGXlXt/VVGUBtjPS6vhSIcSyMzM5MKFC4QbsDCgkVjdW62j1Vq1arFu3Tq8vLyYMWMGixYtUqVdtXGno3Q/Lz8+esq+IO/kPZOJvRpb4Hsd9q5fHx5/HNLS4LPPnIjWGNwp3yVBelvL++2TJwF4qUoVQn18nG4vMjLSqc8Xt4j7VFGUYGAC9nPUjuKGi+7qRXR0NDVr1sTDw1q7nklv9bxbtWrFvHnzAHjhhRfYt2+fam2rRUxMjFvl+7Faj9G7QW/Ss9N54csXyLHdfirbKe+8xX/nzIGUlMLfazLcLd/FRXpbxzv++nW2X7mCn6Iwulo1Vdrct28fISElu+o9P8W9OnWBEOKKEGKPECJCCFFBCPGJw71amMzMTM6dO0dV9U6GdAmkt/regwcP5uWXXyYzM5POnTtz4sQJ1ftwFHfN96wnZlHOvxzfRH/D6G9G/+N1p70ffxwaNYKEBBg0CFzkGi53zXdRSG9reVfw8GCJECyuV4+KKozC5dG3b1+HP1vcq1PLK4oyR1GU/yqK8quiKB8oilLe4V4tTExMDBEREZY6egHprZX3rFmzePLJJ7l06RLt2rXjsknOpXLXfIcFhLG+x3q8Pbz54KcPmHtw7k2vO+3t4QErVkDp0rByJeSOtpodd813UUhv63k/EBFBj4oVVW23T58+Dn+2uBlYCVwAumFf5iMRWOVwrxYlKyuLs2fPWu7oRXpr5+3l5cWqVato2LAhx48fp2vXrmRmFn31pJa4e75b1mjJwo72i+eHbx/O1uNbARW977wTFuZenD9yJPz4o3PtaYy757sgpLe1vPddvkyCyt6HD9v3Zb7nnnscbqO4RVw5IcQUIcTJ3Ns7QJDDvVoUK55DANJba+8yZcrw5ZdfUqlSJfbs2cOgQYMwcilFK+S7X6N+TGw5EZuw0XNtTw6dO6Sud8+e8MorkJUFTz8N/1uGwHRYId+3Q3pbx/tISgot/viDUb6+CAevxBVCsHfvXt5++21atmyJoig0bNgQwKmre4ubhe8URemlKIpH7q0HsNXhXi1IVlYWZ86csdzRi/TWx7tq1aps2bKFUqVKsWTJEqZOnapLv7dipXxPbDmRvnf1JTUrlXbL2/H7yd/V9X7/fbj/foiPh759wYRrAlop3/mR3tbynhwbC8BD5cvj6WDBNXPmTB5++GEmTZrE998Xf9Hwoii0iFMU5ZqiKMnAC0AkkJF7Wwm8qloUFiAmJoYaNWrg6elpdCi6Ir31827atCmRkZEoisKECRNYsWKFbn3nYaV8K4rCwo4LeajaQ5xJOcPbx98mPSddvQ58fGD1avtCwDt2wOTJ6rWtElbKd36kt3W8/0pNZW1iIj7AmOrVHW5n9OjRCCFuugE0adLEqfgKLeKEEGWEEIG59x5CCO/cm4cQItCpni1E3tFLNZUuSXYVpLf+3p06dWLWLPtitAMGDOCHH37QrW8r5tvXy5c1XdcQ7h/O0StH6bW2V4FLjzhEeLj9QgdFgSlT7NtymQQr5hukt9W8p8TGIoCBYWGE+/k53M65c+dYsWIFgwYNummB5Pbt2zsVX1EjcfVy75vc7uZUzxbi5MmTVK9e3VJHLyC9jfIePnw4L774IpmZmXTq1Em3pUeM9jaK5PPJLHp8EeX8y7E1aiuvfq3yJEWbNvZROCHgmWfg1Cl123cQq+ZbelvH+3haGqsuXsQbGFujRrE/16VLFxRFuelWqVIl+vTpw4IFC4iJibmxNtygQYOcirGoc+JG5d7PvM1thlM9W4Ts7GwSEhKo7sQwrCsivY3zVhSFDz/8UNelR8zgbQR53q3uasXGnhvx8fRhzsE5/Ocnlfc/HTsWnnrKvh1X9+6QkaFu+yXE6vmW3tZgSmwsNuDZsDCqlWAUbuPGjfj5+dGuXTtmzpzJb7/9Rk5Ozk1TqYsXLwZwegcjxcir2LSiWbNm4pdffjE6DACioqLw8PCgVq1aRoeiK9LbeO/k5GRatGjBH3/8QatWrfj666/xUXGByvyYyVtPbvWOPBxJ3/V9UVDY1GsTHe7ooF5nly9D06YQGwtDh8JHH6nXdgmR+ZbeVmDsb7/xeUoKB5o1o6a/v8Pt2Gw2fv/9d7799tsbt+vXrwPcODdOUZRfhRDNStp2UdOpXQu7OSJjJbKzs4mPj7fc0Yv0Nod3YGDgjaVHdu/ezeDBgzVZesRs3npxO+8+d/Xh7VZvIxD0WteL/579r3odlisHa9bYL3j4+GNYtky9tkuAzLf0tgLZ2dk8dvUqsc2bl6iA27VrF5UqVbppKtXT05MmTZowevRotm3bdqOAU4OiplM7FHJz7mw8CxAbG0vVqlXx8vIyOhRdkd7m8c6/9MjixYt59913Ve/DjN56UJD3hIcn0K9hP9Ky0mgf2Z7TSafV67RZM/u+qgCDB8ORI+q1XUxkvqW3Fcjz9vP2LtHnfvjhB86dO0ft2rUZPHgwK1eu5Ny5c7e9MrVz587OB3prw+5wa9q0qTCa7Oxs8e2334qsrCyjQ9EV6W1O740bNwpFUQQgIiMjVWvX7N5aUZT39azrouUXLQWTEA0/biiSryer17nNJkT//kKAEHXrCpGUpF7bRSDzLb2twOioKPHvb78Vl9PTVWnv6tWrYvPmzWLEiBGiYcOGAhCAWL58+Y33AL8IB+qdQs+JUxRlZBEF4Czny0j1McM5cdHR0dhsNurUqWNoHHojvc3rPXv2bEaOHImvry/ffvstDzzwgNNtuoK3FhTH+3L6Ze5feD/HLx3nydpPsrn3Zrw8VBrNSEuD5s3h8GHo1s0+zerEqu/FReZbers7p65fp/aPP2ID/rr3XuqWKlXsz9psNnr06MG6deuK9f60tDT8c6dqNTknDihTxE1yG3JycoiLi6NmzZpGh6Ir0tvc3iNGjGDo0KFkZGTQqVMnoqOjnWrPVbzVprje5fzLsa3PNkJKhfDVia945atX1DsnsVQpWLcOAgPt9x98oE67hSDzLb2twLuxsWQDPUNDS1TAgX1mM6+Aa9WqFZMnT2bfvn1kZGTcNHr2Ue5FSf5OXCyRh7w6VQNiYmLIzs6mbt26hsVgBNLb/N7Z2dl06NCB7du3c8cdd3DgwAGCg4MdasuVvNWkpN4/xP3Ao0seJSMng1mPz+LV+1VcR279evtInJcXfPcdPPSQem3fgsy39HZ3Tl+/Tq0ffyQbOHrPPdQrXdrpNoUQnDhx4qYrUxMTE2+8lodWV6e+nns/R1GU/9x6K2lnViAnJ4dTp05Z7uhFeruGt5eXF6tWreKuu+7i2LFjdO3alczMzBK342reauGI94PVHmRR50UAjPpmFJv+3qReQF27wqhRkJ0NPXrA+fPqtZ0PmW/pbQWmnTpFFvB0SIhDBdw333xDnTp1broy1cPDg7p16zJkyBBWr15NYmIi9erV48cff1Ql5qKmU//Kvf+lgJvkFuLi4qhcuTLeJbyixdWR3q7jnbf0SFhYGLt37+aFF14o8TSfK3qrgaPevRr04p1H3kEg6LO+D7+cUfHnc9o0aNECzp6F3r3tBZ3KyHxLb3cnISODhWfPogBvOVi8rlmzhhMnThAWFnbT7gy3Xozw119/cd9996kSd1F7p27JfXgU6IJ90/vXcm+jVYnAjbDZbMTGxhIREWF0KLoivV3Pu1q1anz55ZeUKlWKRYsWlWjpEVf2dgZnvce2GMuAxgNIy0qjw4oOxCXFqROYtzesWgUVK9qnVN96S512c5H5lt5WYPHZs2QCXcuX518OTqN+9tlnCCE4e/Ysy5cv5/nnn9d8NLOokbg8lgFfAF2xrw/XHvtacZJ8xMXFUalSJUsdvYD0dlXvpk2bEhkZiaIojB8/nlWrVhXrc67u7SjOeiuKwiftP+GRGo9wLuUc7SLbkZyRrE5wlSrBypXg4WEfmduypejPFBOZb+ltBXoLwUdBQUxxseK1uEXcRSHEZiHESSHEqbybppG5GDabjZMnT1ru6EV6u7Z3p06dmDHDvg3ys88+y/79+wt9v7t4lxS1vH08fVjXYx31Qupx5MIReqzpQbZNpenPVq0gb0S1Xz+IiXG6SZlv6W0F8kYfn69fnztVuJhBT4pbxE1UFGWBoii95bZbt+f06dOEhYVptjelWZHeru/96quvMmTIkBtLj8QU8j9/d/IuCWp6B/sHs7XPVkJLhfJ19NcM2zZMvaVHXn8dOnWCpCTo3h2c3N5H5lt6uzuJmZnsi4lxWe/iFnEDgcZAW+S2W/8g7+jFapsDS2/38FYUhTlz5tC2bVsSExN56qmnuHLlyj/e527exUUL74jgCDb12oSvpy+f/PoJsw6otG66osCiRVCrFvz2G7z8ssNNyXxLbyswLS6OR+Lj+bqEa8KZheIWcY2EEM2EEM8KIQbm3p7TNDIXIj4+ngoVKrhkFe8M0tt9vG9deqRbt27/WHrEHb2Lg1be91e9nyVdlgDw2o7XWP/XenUaDgqCtWvBzw8WLIAvvnCoGZlv6e3uXMjM5OOEBGzAw+XKGR2OQxS3iPtRUZT6mkbiothsNmJiYix39CK93c87/9Ij3333HUOGDLkxzefO3oWhtXePf/Vg2qPTEAieWf8MBxMOqtNw48aQuyo8L74Ihw6V6OMy39LbCsyIiyNdCJ4KDqZJGdfchKq4RdxDwCFFUY4pivKHoiiHFUX5Q8vAXIWEhARCQ0Px9fU1OhRdkd7u6V2tWjW2bNmCv78/X3zxBdOmTQPc37sg9PB+48E3eP7u50nPTqfDig7EXo1Vp+GBA+H55+3nxXXvDlevFvujMt/S291JzMxkXkICAJNceFHj4hZxbYE6wOP873w4yy8xIoQgOjqa2rVrGx2Krkhv9/Zu1qzZjaVHxo0bx8qVKy3hfSt65VtRFD5u9zGP1nyUC6kXaBfZjqTrSeo0PmeOfVQuOhoGDIBiXEBhle/5rUhva3nPio8nTQieCArinsBAo8NxmGIVcfmXFZFLjPyPhIQEQkJCLHX0AtLbCt6dO3fm/fffB2DAgAHEx8dbwjs/eubb29ObtT3WUj+0PkcvHuXpNU+TlZPlfMP+/rBunf08uU2bIDenhWGl73l+pLd1vC9nZTHn9GnAtUfhoPgjcZJbyNvU1mpHL9LbOt4jR47khRdeICMjg1dffbXQpUfcDSPyHeQXxJe9v6RC6QrsiNnBi1tfVGfpkYgIWGK/gII334Tduwt8qxW/5yC9readlpPDvbmjcM3LljU6HKeQRZyDnDlzhvLly+Pn52d0KLoiva3jrSgKb775Jg888ACJiYm0a9futkuPuCNG5btmcE0299qMn5cfC35bwPv7ix45KxYdOsCYMWCzQa9e9n1Wb4MVv+cgva3mrVy6xAfly/Nlw4ZGh+I0sohzAKsevUhv63nHxsayfv16GjRowN9//0337t3/sfSIu2F0vu8Lv49lXZYB8MbON1h7dK06DU+ZAo88AufPQ8+ekHXzdK3R3kYhva3r7eXh+iWQ6xsYwNmzZwkODsbf39/oUHRFelvTu2LFimzdupWwsDC+/fZbhg4dqt4OAybEDPnuVr8b77V5D4B+G/rxY/yPzjfq5QUrVtj3Wd27F8aOvellM3gbgfS2jndSdjZtfv6ZvwIC3Gb0URZxJUQIQVRUFHXq1DE6FF2R3tb2zr/0yOeff8706dMNjlAbzJTv0Q+MZnCTwVzPvk6nlZ04eeWk841WrAirV4OnJ8yYAevtCwybyVtPpLe1vOfEx/NtWhqR2E8XcQdkEVdCzp07R1BQkKWOXkB6S2/70iPLly9HURTGjh3L6tWrDYxQG8yUb0VRmPvUXB6LeOzG0iNXrxd/rbcCeeih/12lOnAgREWZyltPpLd1vK9lZzMrLg6ASRERBkejHrKIKwFWPXqR3tI7jy5dutxYeqR///4cOHBA7/A0w4z59vb0Zs3Ta/hX6L/4K/Evuq/ujk3YnG94xAj7AsDJyYhu3Yg+csRU3npgxnzrgVW95yYkcMVm44GAAB4JCjI6HNWQRVwJOH/+PIGBgZRy0Y1yHUV6S+/85F96pGPHjpw4cULnCLXBrPku61eWrX22EuwXzK6Tuzhy4YjzjSoKLFwIdeqgHD5M1R9/NJ231pg131pjRe+U7GzezzcK5y5TqSCLuGKTd/RSt25do0PRFektvW9FURTmzp1L27ZtSUxM5KmnniIxMVHHKNXH7PmuHlSduuXtsaVmpqrTaGAgYsQIAMLdaES1OJg931phVe+PzpzhSk4O9wUE0CY42OhwVEUWccXkwoULBAQEWOroBaS39L49Xl5erF69msaNGxMVFUWnTp1IT0/XKUr1cYV8+3j6AJCZo94SL4kPP4zw8MBz1y5IUmmrLxfAFfKtBVb0tgnB/Hy7M7jTKBzIIq5YCCE4fvy45Y5epLf0LowyZcqwdetWqlatyv79++nfvz82mwrna+mMq+Q7r4jLsqmwHRd277+vXMH24IOQmQmbN6vSrtlxlXyrjVW9FWBuTg6zq1fniXLljA5HdWQRVwwuXrxI6dKlKV26tNGh6Ir0lt5FUblyZbZt20ZgYCBr167l9ddf1zBCbXCVfHt7egPqjcTleXv26mV/Ys0aVdo1O66Sb7WxsndYQAAj3HAUDmQRVyRWPXqR3tK7uDRo0IANGzbg7e3NzJkzmTt3rgYRaoMr5fvGSFyO8yNxN3l37Wq/0OHrr91+StWV8q0mVvX+/do1Dh875tbesogrgsTERPz9/QkICDA6FF2R3tK7JLRu3ZoFCxYAMHz4cDZt2qRmeJrhSvn29lBvJO4m77AwaNHCPqW6ZYvTbZsZV8q3mljR+3pODk/8/jt9bDYueXkZHY5myCKuCKx49ALS22qo4d2/f38mT56MzWajd+/eHDx4UKXotMOV8q3mhQ3/8H76afv9WpX2aTUprpRvNbGi94KzZzmfnU2Ynx/VfH2NDkczZBFXCImJifj6+lKmTBmjQ9EV6S29HWX8+PE899xzpKen06FDB2JiYlSIUBtcLd9qXdhwW+9u3exTqtu3Q3KyU+2bFVfLt1pY0TvDZuPd2FjA/daFuxVZxBXCMTefSy8I6W0t1PRWFIX58+fz2GOPceHChf9n77zjoyjeP/6eSyOVNJIQQgi9I2pEivpFlF5C8wcCCoiC2MGGHewFG4KKFZVepAVCEQRFRMBCJ52QBEgP6e1uf39cEgMGSHJ3u3e3+369eN1mb3fm+fDM3T0zs/MMQ4YMITs72yxlmxtb87e5plNr1d20qXE7rtJSiIw0qXxrxdb8bS7UqPub8+c5X1FBF1dXIvz9lTbHomhB3BXIysrC2dkZLy8vpU2RFU23pttUnJycWLt2Ld26dSM6OpqIiAhKSkrMVr45sEV/m2M69aq6q6ZU7XCVqi362xyoUXeZwcAblaNwr7Rsic6OR+FAC+KuSHR0NO3bt1faDNnRdKsLS+n28vJiy5YtNGvWjH379jFlyhSryiFni/6uSjFiyurUq+oeM8b4GhUF+fkNrsMasUV/mwM16l5y4QKp5eV0bNSI0U2aKG2OxdGCuFrIzs7G0dFRVb0X0HRrus1LSEgIW7duxdPTk1WrVvH8889bpJ76Yqv+NnUk7pq6g4OhTx+7m1K1VX+bilp1u5WWEioEr7RqZfejcKAFcbWixt4LaLrVhhy6u3Xrxrp163B0dOSdd97h888/t2h9dcFW/W3qwoY66bbDKVVb9bepqFV36wsX+Pu667hLBaNwoAVx/yEnJwedTkfjxo2VNkVWNN3q0p2dnS2b7v79+/PFF18A8PDDDxOp4CiPnLrNjSkLG+qsu+aUakFBveuxNmzZ36agdt2+3t6qGIUDLYj7D2rtvWi61UVMTIysuqdOncrLL7+MwWBg3LhxHD58WLa6ayK3bnNiynRqnXWHhEDv3lBSAlu21Lsea8OW/W0KatS9PC2NmSdO4NmypdKmyIoWxNUgJycHIQTe3t5KmyIrmm5NtxzMnTuXe++9l6KiIoYNG8aZyhVkcmHr/m7owoZ667aTKVVb93dDUaPuCoOBl+LjWa3X86cVLaCSAy2Iq4Eas1qDplttKKVbCMGXX35Jv379SEtLY8iQIeTk5MhWv637u6EjcfXWPXas8XXrVpueUrV1fzcUNepekZ5OQlkZrZyduTsgQGlzZEUL4irJzc1FkiR8fHyUNkVWNN2abjlxdnbmxx9/pEuXLpw6dYpRo0ZRWlpq8XqV1m0OmrgZH9Red2odiTmJdbqnQbqrplSLi+G99xpiquLYg78bghp16yWJVxONn4eXWrbEUaeusEZdaq+CGnsvoOlWG9agu3HjxmzdupXg4GD27t3L1KlTLZ5Dzhp0m8rojqPpG9aX8wXnGbB0AGkFade8p8G633rL+Prmm3D0aP3vVxh78HdDUKPuVenpxJWW0sLZmYmBgUqbIztaEAdcvHgRvV6Pr6+v0qbIiqZb060UzZs3Z8uWLXh4eLBixQpeeOEFi9VlTbpNwcXRhY3jN3J90PXEZccxeNlg8kqvvM+pSbpvuw0eeggqKuC++4yvNoK9+Lu+qFF3zVG4F8PCcFLZKBxoQRygzpU8oOlWG9amu3v37qxbtw4HBwfefvtti+WQszbdpuDl4kXUxCja+Lbh7wt/E7EygpKK2rc0M1n3229DaCj8+Sd88EHDy5EZe/J3fVCj7l9yc4kuKSHEyYl7g4KUNkcRVB/E5eXlUV5erqreC2i6Nd3WwYABAyyaQ85adZtCoEcgOybtIMgjiD1n9jBh3QT0Bv0l15hFt6cnVPqGV16BmBgTrJYHe/R3XVCr7hsdHPjS0ZEvO3TAWYWjcKAFcarsvYCmW21Ys+777rvPYjnkrFm3KbT0acn2Sdtp7NKY9afXM3PLTCRJqn7fbLoHDoTJk41546ZNAytP32Cv/r4WatY9qmNHBvn5KW2KYqg6iMvPz6e0tBQ/lTUATbem29qYO3cukydPpqioiKFDh5KYWLfVl1fDFnSbQrfAbkROiKSRYyO+/OtLXtz9ImAB3R98AIGBsG8ffPqpecq0APbu7yuhRt0GSeLXtDTV6a4NVQdxau69aLrVgy3oFkLwxRdfcOedd5Kens7gwYPJzs42qUxb0G0qt4Tewuqxq3EQDry5700+OvCR+XX7+v4bvM2ZAzInaa4ravB3bahR96bMTG47dYqF7u5Km6I4qg3i8vPzKSkpUV0Ur+nWdFsrzs7OrF27lq5duxIdHU1ERAQlJbU/tH8tbEm3qQxvP5yvR3wNwKzts9iYuNH8ukePNiYBLiyE6dOhxtStNaAmf9dEjbolSWJuQgIAvfz9FbZGeVQbxMXGxtK2bVuESjbJrULNutu1a6c63VV5o2xFd1UOuWbNmrFv3z6mTJnSoBxytqbbVCZ3n8z8/vMBeOvUW0TFRZm/koULjaNyO3fCkiXmL98E1ObvKtSoOzIriyPFxQQ4OvJA06ZKm6M4qgziCgoKKCoqokmTJkqbIitq1+2vsl5bQUEBxcXFNqc7JCSErVu34unpyapVq5gzZ0697rdV3aYyo9sMJrSYQIWhgrGrx/J78u/mrSAwED7+2Hg8ezacP2/e8huIWv2tRt01R+HmtGiBq4ODwhYpjyqDOLWOymi6Nd22Qrdu3Vi3bh2Ojo689957LFq0qM732rJuU4iNjeWDwR9wX/f7KK4oZujyoZxIP2HeSiZOhCFDIDfXmAzYCqZV1exvtenelp3NX0VF+Ds4MCM4WGlzrALVBXGFhYUUFBSobjRK063ptjX69+/PV199BcBjjz3Gpk2brnmPPehuCFW6AwICWDx8MRHtI8gpyWHA0gEk5SaZryIh4PPPjTnkNmyANWvMV3YDULu/1aRbkiReqRyFe6ZFC9y0UThAhUGcGnsvoOnWdNsmkydPZt68eRgMBsaPH8/Bgwever296K4vNXU76hxZMWYFt7W4jXP55xiwdAAZhRnmq6x5c3jvPePxI49AZqb5yq4nmr/Vo7tMkmhbXk4zR0ceatZMaXOsBlUFcUVFReTn5xMQEKC0KbKi6dZ02zIvvfQS9913H8XFxQwbNoyEyt745dib7rpSm25XJ1c2jd/EdYHXEZMVw+Blg8kvzTdfpQ88AH37QkYGPP64+cqtB5q/1aVbX1LCg3o98b164a6NwlWjqiBOzSszNd3qwd50CyH4/PPPGTBgABkZGQwePJisrKz/XGdvuuvKlXQ3btSYbZO20cqnFX+e/5NRq0ZRWlFqnhJQ7FMAACAASURBVEp1OvjqK3B1heXLwczbpdUFzd/q1O2iBXCXoJogrqioiIsXLxIYGKi0KbKi6dZ02wNOTk6sWbOG6667jpiYGCIiIiguLq5+3151X4tr6Q7yCGLHpB0EugeyK3EXk9ZP+s8+qw2mdWt4/XXj8YMPwsWL5im3Dmj+Vo9uSZK45/hxVuXm4qey0ce6oFgQJ4RwEEL8LYSIrPy7pRDiDyFErBBilRDCufK8S+XfcZXvhzWkPrX3XjTd6sCedXt5ebFlyxZCQkL47bffuPfee6tzyNmz7qtRF92tfVuzbdI2vFy8WHtyLQ9vffiSfVZN4vHH4eabITUVnn7aPGXWAc3f6tG9JzeXpZmZfCYExVa+d68SKDkS9zhwqsbf7wAfSpLUFsgBplWenwbkSJLUBviw8rp6UVxcTG5uLkFBQSaabFtoujXd9kazZs2IiorCy8uLtWvX8swzz6hCd23UR3f3oO5svnszLg4uLP5zMa/secU8Rjg4wDffgLMzfPkl7N5tnnKvguZvdemuygs3KzQUL0dHha2xPhQJ4oQQIcBQ4KvKvwXQD1hbecl3wMjK44jKv6l8/w5Rz26IGnsvoOnWdNsnXbp0Yf369Tg5OfH+++8zb948Vei+nPr6+7YWt7Fq7Cp0Qsdrv7zGJ398Yh5DOnWCl14yHt9/v3FrLguilnZ+OWrU/UtuLr/k5+Ol0/F4SIjS5lgMvV4P4NyQe4XZhtXrU6kQa4G3AE/gKWAKcKBytA0hRHMgSpKkLkKI48AgSZJSKt+LB26WJCnzsjKnA08D3t7e3v7r168HjPPphYWFeHh4yCPOStB0a7rtnR07dvDWW28hhODVV1/llltuUdok2TDF31EXong3+l0AXuz4IncE3GGyPaKighsffBCP+HiSx44l/uGHTS6zNtTYzkG9up+UJP4SgskYgwR75cSJEzzyyCNIklTvCF32IE4IMQwYIknSQ0KIvhiDuKnA75cFcVslSeoqhDgBDLwsiOshSdJ/l6dVEh4eLh0+fBiAY8eO4evrSzOV5ZXRdGu61cCjjz7KwoULadSoET///DM9e/ZU2iRZMNXf7/72Ls/+9CyOOkci745kYJuBphv111/QowcYDPDbb9Crl+llXoZa27kadf928SK3/P03njodSb164ePkpLRJFqEq5x+QKElSq/rer8R0ah9ghBDiDLAS4zTqR4C3EKJqwjsEOFd5nAI0B6h8vzGQXZeKSkpKyMrKIlhl23NoujXdaqCkpITRo0czbdo0SkpKGD58OHFxcUqbZXHM4e+nez/Nk72epMJQwejVo/kj5Q/TDbvhBuPiBkmC++6DkhLTy6yBmtu5GnUvTE4G4LGQELsN4ICqAA7qGNdcjuxBnCRJz0mSFCJJUhgwHtgtSdJE4GdgbOVlk4GNlcebKv+m8v3dUh2HD+Pi4mjTpo2qniEATbemWx3ExcXRtm1bPvvsMwYNGkRmZiaDBw8mU8EdBOTAHP4WQvBu/3eZfN1kisqLGLJ8CCczTppu3CuvQPv2cPo0vPaa6eXVQM3tXI26n5Yk3mzShNnNmyttisVYtWoVANHR0Q0uw5ryxD0LzBZCxAF+wNeV578G/CrPzwbm1KWw0tJSMjMzVTX8DJpuTbc6qKnbycmJ1atXc/311xMXF8eIESMuySFnT5jT3zqh48vhXzKs3TCyi7MZuHQgZy+eNa3QRo3g66+Ne6y+8w78/bfJdoLWztWoOy8rizmdOuFrp6NwkiQxfvx42rZtW3M0rt4oGsRJkrRHkqRhlccJkiT1kCSpjSRJd0mSVFp5vqTy7zaV79e+585lxMXF0bp1a9X1XjTdmm41cLluT09PIiMjCQ0N5ffff2fixIlVK77sCnP728nBiVVjV3FL6C2k5KUwcOlAMotMHMns0wcefRT0euO0anm5yXZq7Vw9upNKSvgzJsbudU+bZsyiduTIEZPKsaaROLMhSRIZGRmq7L1outWDpvtS3cHBwWzdupXGjRuzfv16nnrqKYUstAyW8rebkxub795M14CunM48zdDlQykoKzCt0DfegLAw+OcfeO89k4rS2rm6dD8UHU3/rCyOuboqbYrFyMvL49tvv+XJJ5/E1USddhnElZaW0qpVK3Q6u5R3ReLj4zXdKkLT/V/dnTt3ZsOGDTg5OfHRRx/x0UcfKWChZbCkv70bebN90nbCvMM4mHqQ0atGU6Yva3iBHh7G5L8A8+bBqVNXv/4qaO1cPbr/ys9na04OBiEI9/JS2hyL0aqVcRHq/PnzTS7LLltHeXk5IXacGLA2ysrKSE9P13SrBE33lXX37duXJUuWADB79mzWrVsnk3WWQw5/N/Vsyo5JOwhwD2Bnwk7uXX+vafus3nknTJsGZWXG1wZMb2vtXF265yUmAjAzOJgA5wblvrV6/vnnH7Kysti6dWv1ubKyhneY7DKIc3FxUVXvBYy9tpYtW2q6VYKm++q6J0yYwJtvvokkSUyaNIn9+/fLZKFlkMvfbf3asm3iNjydPVl1YhWPb3vctH1W58+H4GD4/XdYuLDet2vtXD26jxQUsCk7GxcheCY0VGlzLMb1118PwODBg6vPxcfHN7g8u2whznYawV+JsrIyLly4QHM7XopdG5puTffVmDNnDjNmzKCkpIQRI0YQExNjYQstg9z+vr7p9Wy6exPODs4sOrSI134xIVWItzd89pnx+PnnIaFO69IArZ2rTfe8yrYxIziYIBcXha2xDJ9//jkAyZU58OBffzcUuwzi1EZCQoLqem2g6dZ0Xx0hBAsXLmTo0KFkZWUxePBg0tPTLWyl+VHC333D+rJyzEp0Qscre17hs0OfNbywESNg/HgoKoIHHjAmA64DWjtXj+7jBQWsz87GGXjWTkfhDAYDM2fOpHfv3pdMk1f5u6Gop5XYKeXl5Zw/f55QO234V0LTremuC46OjqxcuZIbb7yRhIQERowYQVFRkYWsND9K+ntUx1EsHrYYgIe3PszqE6sbXtiCBeDvD7t3w1dfXfNyrZ2rS3dxeTldJYkHgoMJttNRuJEjRwKwZ8+e6nPm8LcWxNk4CQkJhIWFqarXBppuTXfd8fDwIDIykhYtWvDHH38wYcIEm8khp7S/77/hft7s9yYSEpN+nMTO+J0NK6hJE/jkE+PxU09BSspVL1dat1KoVbdXejobWrTggzZtlDbFImRkZLB582beeustnGokLzaHv9XVUuyM8vJyzp07p7pem6Zb011fgoKCiIqKwsfHh40bN/LEE0+Y9sC+DFiLv+fcMocnbn6CckM5o1aN4lDqoYYVNG6ccWo1Lw9mzrzitKq16JYbtetu0aIFzjYevB4+fJiuXbvy+eefX7JrTEBAAGB8TrcKc/nbtv/HVE5iYiItWrTAwcFBaVNkRdOt6W4IHTt2ZMOGDTg7O7Nw4UI+/PBDM1loGazF30II3h/4PpO6TaKwvJDBywZzOvN0QwoyLnJo3BgiI2HFilovsxbdcqNG3dFFRYz8809Kmja1C916vZ7jx48zc+ZM3NzcEEJU7zqxb9++S641l7+1IM5GqaioIDU1lRYtWihtiqxoujXdpnDbbbfx3XffAfDkk0+yZs0as5RrbqzN3zqh45sR3zCk7RCyirMY8MMAUvKuPiVaK8HB8P77xuPHHoPLFppYm265UKvu1xIT2VpSwo9KG1JPqoIzIQR33303hw4ZR6dvvvlmJElCkiSSkpJ48sknq+/p06dP9bE5/a0FcTZKYmIioaGhdtF7qQ+abk23qYwfP5533nkHgHvuuec/PWRrwBr97eTgxJq71tC7eW+S85IZ8MMAsoqy6l/QffcZEwFnZRn3WK2BNeqWAzXqji0qYkVGBo7ACzYWvKalpTF37lw8PT1ZuXIlPXr0qA7qWrduzaeffoq/vz++vr6A8Zm4mpjT31oQZ4NUVFSQkpKiul5ble6wsDClTZEVTXeY2ct++umneeihhygtLSUiIoLo6Giz19FQrNnfVfusdm7SmVOZpxi2YhiFZYX1K0QI+OILcHOD1athwwbAunVbErXqfv3MGQzAPYGBhNnIPqkJCQl8+OGHODs788orr5CXl4ckSej1eiIjI7n99ttJSEjg4Ycfxt3dnRdeeIHBgwfj7+9fXYa5f7+1IM4GOXPmDM2bN8fR0VFpU2SlSreaequg6baEbiEEH3/8McOHDyc7O5vBgweTlpZm9noagrX729fVl+2TttOicQsOpBxgzOox9d9ntWVLeOst4/HMmZCTY/W6LYUadccXF7MsPR0H4EUbCl63bt3K7Nmz8fHxqR55GzduHIcOHWLo0KHs3r27ejq1KkiLjIy8pAxz/35rQZyNUVFRQXJysup6bZruMKVNkRU5dDs6OrJixQpuuukmEhMTGT58OIWF9RxVMjO24u9mXs3Ycc8O/N382R6/nakbp2KQDPUr5JFHoHdvuHABw6xZNqHb3NiKv83NG2fOoAcmBgTQykZG4QAeeeQRJEkiPT2dV199lcaNG7N69Wp69uxZHdS1bNmS119/naSkJBYvXnxJ+hBL+FtY+zL7hhAeHi4dPnxYaTMsQnx8PAaDgbZt2yptiqxoujXdliItLY1evXpVB3Lr169XbFTE1vz957k/6ftdXwrKCnisx2N8NOij6tV4deL0aejeHUpLSf3mG5pNnWo5Y60QW/O3OcgpLyd4/37KJInTPXrQ1s1NaZNMxmAwsH37dt5//3127dpVff7y+Opq/hZC/ClJUnh969ZG4mwIvV7P2bNnTdqiwxbRdGu6LUlgYCBRUVH4+vqyefNmHnvsMUVyyNmiv28MvpGN4zfi7ODMgoMLePPXN+tXQIcOGF5+GYDgefOgoMACVlontuhvc+Cl0/GVwcBnbdrYRQAHoNPpGDx4MD/99FP1dOrl3yGW8rcWxNkQSUlJNGvWTHXPwmm6Nd2Wpn379mzcuBEXFxc+/fRT5s+fL1vdVdiqv/u17Mey0csQCF78+UUWH15cr/vPjB1LSefOiKQkeO45C1lpfdiqv00lKSmJm5o1Y3qN/UPVgKX8rQVxNoJerycpKUl1vTZNt6ZbLm655RZ++OEHAJ555hlWrlwpW9227u+xncby2dDPAJi5ZSZrT66t0316vZ6k1FQcliwBR0dYuBB+/dWClloHtu7vhvJPXh5nVKjbkv7Wgjgb4ezZswQHB1+y75oa0HRruuXkrrvuqh6Fmzx5Mr/88oss9Sqt2xzMCJ/Ba7e/hoTExB8nsjtx9zXvqdYdHg5VWxJNmwY1tiyyR+zB3/UlpaSEm//6i0ednNDb+PZa9cWS/lbX/6SNYjAYOHPmDK1atVLaFFlRq269Xq/pVpDZs2fzyCOPUFZWRkREBKdOnbJofdai2xy8cOsLPNbjMcr0ZUSsjODPc39e8dr/6H7xRejUCWJjYe5ceQxWAHvyd314++xZyoDO3t40UlE6FUv/jmlBnA1w9uxZmjZtqqpeG6hXd3JysqZbQYQQfPTRR0RERJCbm8vgwYO5cOGCxeqzFt3mQAjBh4M+5O4ud1NQVsDgZYOJyYqp9dr/6HZxga+/NiYDnj8f7DTDgD35u66cKy3ly3PnAHhZZelULP07pgVxVo7BYCAxMVF1vTZNt6ZbSRwcHFi+fDk9evQgKSmJoUOHUmCBlZPWptsc6ISOJSOXMLD1QDKKMhjwwwBS81IvueaKunv2hCeeAIPBuD1XWT2TCFs59ujvuvBO5SjcaD8/unh4KG2ObMjhby2Is3KSk5MJCgrC2dlZaVNkRdOt6VYaNzc3Nm/eTKtWrfjrr78YP348FRUVZq3DGnWbA2cHZ9b93zpubnYzSReTGLh0INnF2dXvX1X3669D69Zw7Bi8/baMVlsee/X31bhQWsriqlE4lS1okMPfWhBnxVRF8a1bt1baFFnRdGu6rYWAgACioqLw8/Njy5Yt1RnbzYE16zYH7s7ubJmwhY7+HTmRcYLhK4ZTVF50bd1ubvDVV8bj11+H48flM9qC2Lu/r8S7Z89SKkmM8PXlOhWOwlna31oQZ8WkpKQQEBCgql4baLo13dZFu3bt2LRpEy4uLixevJh33nnHLOVau25z4Ofmx457dtDcqzn7k/czbu04kpOTr627b1+YMQPKy43Tqnq9bDZbCjX4uza8SkrwFYK5KhuFk8vfWhBnpRgMBhISElTXa9N0a7qtkd69e7Ns2TKEEDz33HOsXr3apPJsRbc5CPEKYcc9O/Bp5ENkTCRRR6LqpvvddyEkBA4d+ndkzkZRk79rYjAY6JuVRWKPHlzv6am0ObIhp7+1IM5KSU1NpUmTJri4uChtiqxoujXd1sqYMWN47733ALj33nv5/fffG1yWLek2Bx38OzC201gATpWdqptuLy94/33j8QsvQE6OBS20LGrzdxVVur1saJN7cyCnv7UgzgqRJIn4+HjatGmjtCmyounWdFs7s2fP5sEHH6S0tJQRI0aQkJBQ7zJsUbc56N+qPwD/5P9T95vuugv+9z/IyrLZ3HFq9fe7Z8/yenw8QSqbRpXb31oQZ4Wkpqbi7++vyl6bpls92KJuIQSffPIJAwcOJDMzk6FDh5JTzxEiW9RtDjo06oBA8HvK7xSWFdbtJiHg449Bp4NFi+DECcsaaQHU6O/s8nJeTUzkCyC2vFxpc2RFbn9rQZyVIUkScXFxquu1abo13baCo6Mjq1evpmvXrpw+fZoxY8ZQVsd8Zras2xQkSSIrOYsbmt5AuaGcvUl7637zddfB9OnGxQ1PPAFmWh0sB2r19wfJyRRKEnc2bkzPxo2VNkc2lPC3FsRZGefOncPPz49GjRopbYqsaLo13baEl5cXkZGRBAUF8fPPP/Pggw/WKfWIretuKFW6B7UZBMDO+J31K+C118DbG376CTZutICFlkGN/s4pL2dBSgoA81SW1FgJf2tBnBVRFcW3bdtWaVNkRdOt6bZFQkND2bx5M66urnz77be89dZbV73eXnTXl5q6q56L25lQzyDO3x9efdV4PHs2lJSY2Urzo1Z/f5SSQr7BwO1eXvRW4Sic3P7Wgjgr4vz58/j4+Kiq1waabk237RIeHs7y5csRQvDCCy+watWqK15rT7rrQ03dvZr3wt3JnRMZJziXf65+Bc2cCZ07Q2IifPCBZYw1I2r098WKCj5KTgbUNwqnlL+1IM5KkCSJ2NhY1fXaNN2abltn5MiRzJ8/H4DJkyezf//+/1xjj7rrwuW6nR2c+V/Y/4AGTKk6OhoXOQC8+Sakpl79egVRq7+XXrhAnsHAbZ6e3OrtrbQ5sqGkv7Ugzkq4cOEC3t7euKosn46mW9NtD8yaNas69UhERMR/Uo/Yq+5rUZvuAa0GAA2YUgW44w4YPRoKC+HZZ81lptlRq79H6nR84O7OuyoLXpX0txbEWQFq7bVV6W7Xrp3SpsiKptv+dFelHhk0aBCZmZkMGTKkOvWIPeu+Glf6Xuvf2vhc3E8JPzVsH9r588HFBZYtg1pGPZVGzd/n8XFxzOjcmZu9vJQ2RzaU9rcWxFkBaWlpNG7cGDc3N6VNkZUq3WrrrWq67VO3o6Mjq1atomvXrkRHRzN69GjKysrsXveVuNL3Wkf/jgR7BpNWmMax9GP1L7hlS3j6aePxY4+BwWAGa82HGr/PCyoqOJScrDrdoLy/tSBOYSRJIiYmRpW9Nk23elCL7pqpR/bs2cOMGTOIjo62e92XczV/CyGqV6nuiN/RsArmzDHuq/rnn/Dtt6aYalbU0s4vZ1FqKr0TEtji4aG0KbJiDf7WgjiFSU9Px8vLS3W9F023ptteqZl6ZMmSJaxZs0YVumtyLX8PaG3Cc3EA7u7w7rvG4+efh4sXG1aOmVFTO6+iUK/nvbNn0QPhPj5KmyMr1uBvLYhTEGuI4pVA063ptnfCw8NZtmwZQggWLVrEypUrlTZJNuri7ztb3QnAL0m/UFLRwJxv48fDLbdAevq/OeQURI3tHOCz1FSy9Hpucnenv4qCOGvxtxbEKUhGRgbu7u64u7srbYqsZGRk4OHhoelWCWrV3adPH2bNmgXAlClTak09Yo/Uxd8B7gFcF3gdJRUl7Du7r2EVCQELFvz7evp0Ay02D2ps50V6Pe8kJQHGvHBCCIUtkg9r+f3WgjiFqIri1bhizRp6L3Kj6Van7rlz5zJz5szq1CPx8fFKm2ZR6uPv6t0b6psvribXXw/33w8VFTBrlmL7qqq1nS8+d45MvZ4b3NwY5OurtDmyYU2/31oQpxCZmZm4urriobIHQTMzM3Fzc9N0qwS16/b09GTBggXVqUeGDh1Kdna20uZZjPp8r5n8XFwVb7wBjRvDtm2wZYtpZTUQNX6fF+v1vF05CjdXZaNw1uRvLYhTAGuK4uVErb1VTbe6dV+eemTMmDGUlZUpbKX5qe/32i2ht+Di4MLfF/4mozCj4RU3aQJz5xqPZ82C0tKGl9UA1Pp9frGigs56Pde7uTHMz09pc2TD2vytBXEKkJWVRaNGjfD09FTaFFnRdGu61UBtui9PPTJ9+vSGJbq1Yurrb1cnV25tcStgTPxrEg8/DB07Qlzcv1tzyYRa27ljfj7veXiw/8YbVTUKZ23+1oI4BYiOjraaKF5ONN3qQtN9KaGhoURGRuLm5sZ3333HG2+8oYB1lqMh/q5+Ls7UKVUnJ/joI+Pxa6/B+fOmlVcP1N7OGzk4KG2KrFibv7UgTmYyMzNxcXGxmiheLjTdmm41cC3dN954I8uXL0cIwUsvvcSKFStkttAyNNTfNZ+LM3lkcsAAGDECCgrgxRdNK6uOqLGdlxoMjPzrL444OFjFM2FyYo3+1oI4mbGmuXQ50XSrC033lYmIiOD9998HYOrUqRw4cEAO0yxKQ/3dLbAbPo18SMlL4Vz+OdMNmTfP+Lprl+ll1QE1tvMlFy6wMS+PRYB9PRBwbazR31oQJyPZ2dk4OTnhpaLNgUG9urOysjTdKqI+up944gmmT59OaWkpI0eO5OzZszJYaBlM8bdO6OgS0AWAkxknTTemygad5X/a1NjOywwGXk9MBOCVVq3QqexZOGv0txbEyYi1zaXLhVp1W2OvTQ403ddGCMHChQvp168faWlpDB8+nPz8fAtbaBlM9XenJp0AMwVxFRXGV0dH08u6Bmps599fuEBKeTkdGjVibJMmSpsjK9bqby2Ik4ns7GwcHBxo3Lix0qbIiqZb060GGqLbycmJNWvW0LZtW44ePcrEiRPR6/UWtNL8mMPfVUHciYwTphtUFcRZ+GF7NbbzcoOB18+cAeDlli1VNQpnzf7WgjiZsNYo3tJoutWFprt++Pr6EhkZiY+PD5s3b2bOnDkWsM5ymMPfnZt0Bsw0ElcVBFt4JE6N7XxZWhpJZWW0cXHh/wIClDZHVqzZ31oQJwM5OTkIIfD29lbaFFnRdGu61YCputu1a8fatWtxdHRk/vz5fP3112a20DKYy981p1NNXqEqw3SqWtv5R5XPbb7csiUOKhqFs3Z/KxLECSHOCCGOCSH+EUIcrjznK4TYKYSIrXz1qTwvhBALhBBxQoijQogblLDZFKw5irckMTExtG/fXmkzZEfTrS7Mobtfv34sWrQIgJkzZ7J3715zmGZRzOXvII8gvBt5k1OSw4WCC6YVJsN0qlrb+buSxLzgYO7WRuGsCiVH4m6XJKm7JEnhlX/PAXZJktQW2FX5N8BgoG3lv+nAZ7JbagK5ublIkoSPj4/SpshKlW5r7b1YCk23pruhTJ8+nSeeeILy8nJGjx5NfHy8GSy0DObULYQw35SqhadT1dzOvYCX27XDUYaVv9aCLfx+W5M3IoDvKo+/A0bWOP+9ZOQA4C2EaKqEgQ1BrSszo6OjVdlb1XSrC3Prnj9/PkOGDCE7O5thw4aRm5trtrLNibl1m22FqoWnU9X4fR5XVMSx06dVpxtsw9+WX4ddOxKwQwghAYslSfoCCJQk6TyAJEnnhRBVY7bNgOQa96ZUnrtkXxUhxHTgacDb29ubPXv2WFjCtdHr9ZSUlFBcXKy0KbKi6dZ0qwFL6X7ooYc4deoUp0+fpn///rz99ts4WNHWRpbQ7XzRGYCdR3bStbhrg8vx/ucfugO5+fn8Y+bfADW2cz1wnyRRLEm8d/QoLZQ2SEbk9Pd54zZxNzbkXqWCuD6SJJ2rDNR2CiFOX+Xa2p6g/M/Tr5WB4BcA4eHhUt++fc1iqCkcPHiQ66+/Hl9fX6VNkRVNt6ZbDVhSd+fOnenRoweHDx9m48aNLFiwwOx1NBRL6F4ftR7iwbGxIyZ9d1eOwHlfvEjfnj2hUSPzGIg62/mq9HTOnjxJc2dn7u7VC2cVTaXK6W9hXChS0JB7FfGIJEnnKl/TgfVADyCtapq08jW98vIUoHmN20MAM+zPYlny8vKoqKhQ1QceNN2abnVgad1hYWGsX78eJycnPvnkExYvXmyReuqLJXR/8scnLDi4AAfhwEM3PWRaYT16QMeOkJQE77xjHgNRZzs3SBLzEhIAeLFlS1UFcHL6+8svv6w6jG3I/bJ7RQjhLoTwrDoGBgDHgU3A5MrLJgMbK483AfdWrlLtCVysmna1ZrRnhNSFpltdyKG7T58+fPHFFwA88sgjVvGIiLl1rzu5jse3PQ7AVyO+4s5Wd5pWoLMzfFa59u3NNyG2Qb+L/0GN7fzHjAxOlZTQzMmJKUFBSpsjK3L6e/r06YSEhAAYGnK/EqF1ILBPCHEEOAhskSRpG/A20F8IEQv0r/wbYCuQAMQBXwImdtUsT15eHmVlZfj5+SltiqxoujXdakBO3VOmTOHJJ5+koqKCsWPHklA5MqIE5tb9a9KvTPxxIhISb/R7gyndp5ilXP73P5gyBcrKYOZMMDH3nBrbuUGSmFe5R+oLYWGqG4WTy9/bt28HjFO3DUWYnFzRCgkPD5cOHz6sgsLttQAAIABJREFUWP2HDx8mLCwMf39/xWxQAk23plsNyK1br9czfPhwoqKi6Ny5M/v371dkE25z6j6RfoJbvr2F3JJcZobPZNGQRVXPBZmHzExo3x6ys2HpUpg4scFFqbGdr8/IYPSJEzR1dCSxd29cVBTEyenvqjYvSRJCiD9rpFyrM+rxjEzk5+dTWlqqqg88aLo13epACd0ODg6sWLGCDh06cOLECUX2WDWn7pS8FAYtG0RuSS4jO4zkk8GfmDeAA/D3h/feMx7Png05OQ0qRq3tvKK0lBDg+bAwVQVwcvr7yJEjABw/ftykctTjHZmw9uzOlkLTrS403fLSuHFjNm/ejI+PD5GRkTz//POy1m8u3bkluQxeNpiUvBR6N+/N8tHLcdBZKH3K1Klw662Qng7PPdegItTazlulpXGwUydmBAcrbYqsyOnv7t27A8aV6KagBXFmpKCggOLiYtX12jTdmm41oLTuNm3asHbtWhwcHHj33Xf54YcfZKnXFN3F5cUcSzvGj6d+5O19bzPghwEcTz9OB/8ObL57M65OrhawuBIh4PPPwckJFi+G33+v1+1K+1spqnQHNWmCk4pG4eT0d0pKCgC7du0yuSyl8sTZJVVRvNmnBqwcTbemWw1Yg+5+/fqxYMECHn74YR544AHatWvHzTffbNE6r6W7TF9GYk4iMVkxxGbHVr/GZsWSnJf8n+ubejRl28Rt+LrKkK6jUyd46il46y14/XXYsqXOt1qDv+Vme3Y2P5w+zZxWrVSlG+T19w03GLeA79evn8llqSaI8/f3p3nz5pSVleHqasHenwJkZWVRXl6Oi4sLrq6uNDJjgssr1Qc0cPWOBPpzoPMDcWU7DQYDpaWl6PV6PDw8KCgw5kF0dXW1quz1plBcXExeXh6+vr6kpqaSmZmptEnXpLCwkMLCQpo0aaK0KbJiTbofeughjh07xueff86oUaM4fPgwwRaa9qrS7evnS0JOArFZsZcEajFZMZzJPYNBqj07gqPOkVY+rWjn1462vm1p69uWUR1HEeQhY8qK2bPhgw8gKgoSEqBVq2veYk3+lgtJkngxPp7DZWV0r6igi9IGyYic/s7LyyMjI4MlS5aYpTzVBHHe3t789ddfNt+7kCSJs2fPcvjwYdzc3Bg8eDDJyckEBQXh5OQkiw3l5eUA9arPIBn4NP5rbnWLpatuA1AOjQYiPB5FOIZd8/4zZ85w7NgxTp48SYcOHYiIiGig9dbFqVOnyM3N5dFHH1XalDqhxtEJsD7dH3/8MadOnWLv3r2MGjWKvXv3WqTzFhMTw7qcddz51p2U6ctqvUYgCPMOqw7UqgM2v7aEeYfhqFP4Z8bfH8aNg++/hy+/NI7KXQNr87ccbM/O5nBhIX4ODsxs1kxpc2RFTn8PHDgQgMmTJ1/jyrqhmiDO2dnZ5j+QkiTx7bffUlxcTHh4ONdddx0AzZs3v8ad5qUhwWJ6aSYHsw4wodEflU9iSlCyGalkK5LrKITHwwiHK39xhIWFERYWxoABA0hLSwMgKioKHx8funfvbvHRR0vRsWNHpU2oM0VFRRQUFBAQEHDti+0Ia9Tt7OzM2rVruemmmzh48CAzZsxgyZIlZv2Oq9KdVpZ2xQDOp5EPw9oN46bgm+gW2I2ugV3lmSatLwMHGoO4uLhrXmqN/rY0kiTxSmUOwmdatMDdTmY76oKc/i4vL+fAgQPMnTvXbGWqJohzc3NT2oQGkZ6ezqFDhygrK2PUqFGMHDkSHx8fRQPSQ4cOAXDTTTfV+Z7kohT06HgvvStT/TNp45xU+Y4eitciFW9Ecvs/hPuDCIfAK5bj4uJCaGgoYFzVc+jQIfbu3UuPHj24/fbbG6xJ49rExMTQtm1bm+8M1Rdr1e3v78/GjRvp1asX33//Pd27d2fWrFlmK79K99I+S3nhthc4mnb0kn+p+anklOTww9Ef+OHov4ssQrxCjAFdQFe6BXajW2A32vu1x8lBnpmCWsnNNb7W4REQa/W3JfkpJ4eDhYX4OjjwkApXpMrl7ylTpgDw8ssvm61M1QRxtsiWLVs4ffo0N954I7feeiuAVezdd+LECaC+QVwqAGfLPfhDGklb3/ZIBR9B2f7KK8qhaBlS0Vokt0kIjwcQuqtrDQ0NJTQ0lIKCArKzs5EkiZ9++olu3boRGHjlQFCj/hQVFZGXl1c9+qsWrF13t27d+P777xk7dixPPfUUXbp0oX///iaXW1O3EIIuAV3oEtCFCV0nVF+TVZTFsfRjHEs7Zgzs0o9yLO0YKXkppOSlsDV2a/W1TjonOjXpVB3UVf0LdA+UJ1iqfI73WkGctfvbEtQchXsqNBQPR/WEBXL6W5Ikli9fzr333mvWNq8eb9kIeXl5HDlyhFtuuYUbbriBAQMGyPasmyVJLk6tPg51C0E4d0f4LkEq/QOp4EMo/6vy3VIo+hqpeCWS22SE+30I3dWz03t4eODh4YHBYMDT05MffviBNm3a0LdvX7y9vS2oSj3ExsaqbnQCbEP3mDFjePHFF3n99dcZN24cBw8epE2bNiaVWRfdfm5+9A3rS9+wvtXn9AY9CTkJ/47YVQZ28TnxHEk7wpG0I5eU4e/mbwzoAv4N7Do16WT+1CN1DOJswd/m5u+CAn4vKMBHp+MRlT0LJ6e/q0bfvv76a7OWqwVxVkJxcTH79u3j77//5oYbbsBgMNC0aVOlzTIbVSNxAM1d//2iEC43g/MKKPsVKf8jqKjMXi0VQuGnSEVLwX0auN2L0LlftQ6dTkfPnj25/vrr2b9/P+fOncPLy4uSkhKbnU63BoqLi8nNzaVbt25KmyIrtqR73rx5HDlyhM2bNxMREcGBAwfw9PRsUFmm6HbQOdDWz7ioYUynMdXn80vzOZFx4j9TsplFmexO3M3uxN3V1+qEjnZ+7f4zJduicYuG/9jWIYizJX+bk46OjiwC/Nq3x1NFo3By+/v111+nT58+OJr5/1g9HrNSysvLcXBwID4+npKSEh588EFF9kW0JGWGMi6UGBcjCATNXC8NToUQ4HIbON8KpTuRCj6Giljjm1KecaSu6Dtwnw5uExBXSU0Cxufmqp6PS01NZdmyZfTo0YNevXrh4uJifoF2jhpHJ8C2dOt0OpYuXUrPnj05efIk99xzDz/++CO6BiRrtYRuTxdPeob0pGdIz+pzkiSRnJfM0TTjaN3RdGNgF50ZzenM05zOPM3qE6urr2/n146d9+wktHFo/Q2oCuKu8jiKLfnbnMTGxjKyXTuCVfYIipz+/uabbwDjYjxzo550zFZIYmIin376KUlJSXTp0oXhw4fbXQAHkFp8HgkJgMBGTXBxqD2QEkIgGg1A+G1CNP4AHML+fdOQjZT/NlLGnUhFy5Gk2lfLXU6zZs144IEHyM7OZtGiReTn55sqR1UUFxeTk5NjV6PCdcEWdXt5ebFx40a8vb3ZuHEjr7/+er3LkFO3EILQxqEMazeM5259jhVjVnDioRMUPF/AX9P/YknEEmb3nM2dre7Ez9WPmKwYhi0fRl5pXv0rqwpQ/vmn1rdt0d/m4J/sbFXqNoe/X3vtNeNvVo1/nTp14rHHHmPz5s2X/NZMmzaNoKCgBo+OXw0hSZLZC1Wa8PBw6fDhw5ef4/JzSqHX64mKiiI2NpZhw4bRtm1bpU2yKHszfuOLhCUA3ORzA0+0m1mn+ySpAoo3IBUsBMO5S990CEG4PwyuEQhRtwHlCxcuEBgYSFJSEkFBQVaVlsSa2mdNjh07hq+vL81U9qyMLevetm0bQ4YMQZIkNm3axPDhw+t8r7XqzinOodfXvYjOimZQm0Fsvntz/fLPRUXBkCHQsSOcOGHckqsG1qrbkvx28SK3/P03ER4ebAgPV9ocWTGXv5OTk9m1axc7d+5k586dZGRkXPHalJSUq9YnhPhTkqR6O0IbiZOZoqIidDod/v7+zJw50+4DOLjseTi3un9ohHBEuI1FNNmB8HoFdDXy+OhTkPKeQ8ocilQciXSFjPE1CQoKQghBXFwcn332GbGxsfXSoTZKSkrIysqy2G4A1oqt6x40aBBvvPEGAJMmTSI6OrpO91mzbh9XH7ZM2IK/mz/b4rbxeNTj1GsA4s47jc/DnToFR49e8pY167YkcytXpHaxgowHcmIOfx85coSoqCh8fX2ZMmUKy5YtIz09HUmSqv+VlJSwe/e/z3paqoOgBXEyUVpaSmRkJN999x0APXv2tKqRoPqwf/9+9u/ff+0LK2loEFeFEM4It4mIJjsRns+C8Pn3TX0i0sXZSFkRSCU/1emL/c4772TkyJFs3bqVAwcO1NsetRAXF0ebNm1U94yQPeieM2cOY8eOJS8vj5EjR5KXd+0pSGvX3dq3NRvGbcDZwZlPD3/Kgj8W1P1mJyf4v/8zHq9Ycclb1q7bEhy4eJGfLl7EXQhmy5wsXmnM4e9hw4YxZMgQPDw8LplO9fb25q677uKLL74gNTW1emvKo5d1HMyJFsTJQGpqKp9//jl6vZ6pU6fa/JdFTEwMMTExdb4+pbj2lan1RQhXhPs0RJNdCI8nQNR4vqAiGin3IaSsMUilv14zmGvZsiUPPvggXbp0IT8/n7g6ZHJXE6WlpWRmZqpqegnsR7cQgm+//ZYuXbpw+vRp7rnnHgyGK49W24ruPqF9WBKxBIBZ22exOXpz3W+++27j64oVUPl/YSu6zc3cxEQAHg0JwdcOUljVFXP5Ozk5GUmSKCwsZPv27Tz11FNcd911XLx4kbVr1zJjxgxat25dnX+ua9eu5jC/VrQgzoJIkkRFRQVubm4MGTKEiIgImx19ayh55fnkll8EwFnnTGAj07c2EToPhMdDiCa7wX0miBrpQyqOI+VMQ8qeiFR26KrluLi44OHhQUFBAZs3b2bv3r31m6KxY+Li4mjdurXNdzjqiz3p9vDwYMOGDXh7e7Np0yZee+21K15rS7rv7no38/rOQ0Li7nV38/f5v+t2Y58+EBICZ8/C778DtqXbXBzKy2N7bi5uQvCkCkfhzOlvNzc3BgwYwHvvvcc///xzyXSqwWAgOjqaiooKs9R1JbQgzkJUVFSwYcMGdu3ahY+PjyqefauN5KKU6uNmrk3RCfM1OaFrjM5zljGYc5sKOP/7ZvlhpOyJGLKnIpUduWIZAE2bNuX+++8nLi6ODRs2mM0+W6W0tJSMjAzVjU7Yo+7WrVuzYsUKhBDMnTuXTZs2/ecaW9T90m0vManbJArLCxm2YhhL/lnC+fzzV79Jp4Px443HK1bYpG5zUDUK93CzZvg7O1/javtBbn8LIWjXrh0OFt6HVgviLEB+fj5LlixBr9fTr18/pc1RlMt3arAEQueLzus5RJOfwG0CUGN6oOw3pOy7MOQ8iFR+6opleHp6MnnyZMIrV2kVFxdbxFZbID4+nlatWjUox5gtY6+6Bw0axJtvvgnUvtDBFnULIfhq+FfcGnor5/LPMXXjVII/COa6z6/jmZ3PsDtxN6UVpf+9MSLC+Prbbzap21T0koRvSQneOh1PhTYg354NY6/+ti81VkJMTAzt2rVjzJgxdrFl1uU4OTnVWdeVdmqwBMIhCJ3XXIT/dnAdwyXNu3Q3+swRGC6+dMX7HR0dad68OWlpadX5+9RGWVkZ6enphIRYJuC2Vuxd97PPPsvYsWPJz89n1KhR1TmsbFm3i6MLUROj+GTwJwxtOxQ3JzeOph3lvf3vccf3d+D7ri/Dlg9j4cGFxGZVrkSv3LnFADar2xT05eVMKy4muVcvAlQ0CmfL7fxaaDs2mJGjR4/i6OjIjTfeqLQpFmXixIl1vtbUlakNQTiGIBq/heT+AFLBJ0jFkRRKZZRKFfjWXNl6BQIDAxk5ciRr1qzh9ttvt3t/1iQ+Pp6WLVvaXW/1Wti7biEE33zzDSdPnuTkyZNMnTqVNWvW2Lxud2d3HunxCI/0eITSilL2nd3H9vjtbIvbxrH0Y2yJ3cKW2C2AcQr2VfdhAJQVF9u07oZS5W8POxxcuBq23s6vhv0pUgBJkvj555/Zs2cP/v7+SptjNRgkAynF/ybpbW6h6dQrIRxbIRq/Q75TL4qkcvRI5JbsQZJKrnlv69atmTp1KufPn1fNYoeysjIuXLhAc5U97KwW3Z6enmzYsAEvLy/WrVvH+++/b1e6XRxduKPVHbzb/12OzjxK6uxUvo34lrs63QXAokOLKGsRguTiQqPoaJoXFChssbzMjolh6YULBNvhaNTVsPfPtxbEmYEDBw4QExPDtGnTCAgwffWltbN371727t17zesySjMpNRifS/Fy9KSxk7xbihkM+eRk3UNJ6U/V53QO3lCHxMAAfn5+DBs2jLy8PHbv3m33wVxCQoLd9lavhpp0t23blm+//RaA5557jqysLLvVHewZzJTuU1h912q6BnQluzibqJxD5I4cCYDu/fcVtlA+jhUU8OG5c8wXgkwLr5a0Nuz9822fqmRCkiTKysro1q0b9957L+7u7kqbJAuJiYkkVq5wuhpna6xMlWsqtQq9Po3szFGUlf5afc7VbSLevt8gdG5XufO/NGrUiKSkJDZt2nTVXFu2THl5OefPnydUZQ87q1H36NGjmTVrFhUVFTzxxBOkp6crbZLFuafbPQB89893RA8bhqTTwdKlkJyssGXy8Grl9/X04GCautS+d7U9oobPtxbENRBJkoiMjGTXrl24u7vj6uqqtElWR6BLIDd7/A+PsuYU5Jh/498rUVEeS1bGcCrKT1af8/B8Gi/vd+u8z2pNXFxcmDhxInl5eWzeXI/kojZEQkICYWFhdttbvRJq1X3fffcRHh5OamoqEyZMQK/XK22SRZnQdQICQWRsJK43dUXcdReUl8OHHyptmsU5WVjIuqwsnIE5LVoobY6sqOHzbRPKhBAOQoi/hRCRlX+3FEL8IYSIFUKsEkLIusxGkiSioqLIyMjgjjvukLNqmyI1Q8/CDRn8/Isn+w4LWaYjy0oPkpUxEoO+ahTQAS/v9/HwmmVSgkdnZ2fGjx9fnYLEnqZWy8vLOXfunF33VmtDzbozMjL48ccfCQgIYNeuXcybN09psyxKM69m3B52O+WGcg7kHYBnnzW+8cUXkJWlrHEW5tXERCRgWtOmNFPZKJwaPt82EcQBjwM1k3y9A3woSVJbIAeYJqcxycnJnDt3jgkTJuCsomXa9SW8eTO8XY07VFzIL+DouTSL1ldSHEV25ngkKQcwbtPl4/cdbu53m6V8JycnmjVrxl9//cWWLVvsJpBLTEykRYsWFk9KaW2oXXfz5s1ZsWIFOp2O1157jaioKKVNsygDAgcAsOz4Mrj+ehg4EAoLYdEihS2zHKcLC1mdmYkT8JzKRuHU8vm2+iBOCBECDAW+qvxbAP2AtZWXfAeMlMuezMxMQkNDmTp1qmq20JIkiaKiIrKzs7l48SJubm44OTmRkZFBdnY2hYWFtQY0Tg4O9GvbqvrvHdGxFrOxsOBbcrPvB4wrT3U6P3z91+HSyPzJljt37syFCxfYuXOn2cuWm/LyclJTU2mhsi94TbdRd79+/aq345o0aZLd5kYsLy+ni0MXXB1d+fXsr5zJPQNz5hjfXLDAGMzZIR8nJyMBU4OCaK6S3ytQ1+fb6oM44CPgGYz5GQH8gFxJkqqW2KQAtT41/8UXXxAeHk54eDgZGRkmG3Ls2DGWL19ORUWFXUb3RUVFHD58mK1bt7Jq1SpOnDiBJEm88847fPLJJyxdupQ9e/bwf//3f/j5+bFq1SqWLl3KokWL0Ov1nDp1iq+++opVq1axZcsW0tPT6d++TXX5O07HmX30SpIk8i++Rf7FFwBj2Q4OLfFtshkn5+5mrauKqmfkYmJiOH36tEXqkIszZ84QGhpql+35ami6/9U9Z84chg4dSnZ2NnfddRelpbXsdGDjnDlzhg6tOjCyg7G/v+zoMvjf/+Dmm43TqV9/rbCFluFhnY5XvL15PixMaVNkRU2fb6tO9iuEGAakS5L0pxCib9XpWi6tNTKYPn0606dPB6h+lqmhnDt3jm3btnHvvffi6GjV/211orCwkJiYGJKTkzl//jzDhw+nUaNGpKamEhgYSFhYGMHBwQgheOqpp/6jedCgQf8pMywsrHpD+by8PJycnOjk7YUjEhUIknJy+fnvI/S7wTzBlSSVcTHnaUqK11Sfc3K6Hh+/79E5+Jmljivh6upavSJZkiSb3EC7oqKClJQUbrvtNqVNkRVN96W6dTod33//PTfccAOHDh3iySefZOHChQpZaX5q6r7HcA8rjq9g6bGlPH/r84g5c2DUKJg/H2bOBDtKgltRUUFGaiov3XabKoKZKtT2+bb2kbg+wAghxBlgJcZp1I8Ab/HvMsMQ4Fztt5uPvXv3MmzYMAIDAy1dlUWQJIm0tDR+/fVXKioqOHv2LPHx8QQFBTF06FACAgLw9fUlIiKCnj170qlTJ7y9vQH+E8D99NNP/PTTT/+pw9XVlebNm9OxY0duvvlmfHx8aBrQhP4d2lVfsz/1Anq9niVLlrB3794GJ9M1GArIybr3kgDOxeVOfPzXWDyAq8LLywuDwcBXX33FxYsXZanTnKipt1oTNetu3rx5rbp9fX1Zu3Ytzs7OLFq0iOXLlytgoWWoqbt/6/4EuAdwOvM0f57/E0aMgA4djKlGVqxQ2lSzkVZWxtGEhCv62565Wju3R6w6iJMk6TlJkkIkSQoDxgO7JUmaCPwMjK28bDKw0VI2VFRUUFpayrhx4+jYsaOlqrEop06dYsGCBaxcuZKCggLKysro2LEjY8eOpUePHoSEhNRrdDElJYWUlJRrX1jJwI5tq4//uJCBEIK+fftSUlLCmjVrqp8tq+um88YccKMpK/2l+pyr20S8/b5BV88ccKbi5ORE586dWblyJWVlZbLWbQoVFRUkJyer4pmRmqhdd9hVptXCw8P5+OOPAeMsxsmTJ694ra1wuW5HnSN3dzEudPrhyA+g0/27UvWdd8BO8kDOiY/nttRUjnjKl9rJGqhLO7c3rDqIuwrPArOFEHEYn5GzyAMNkiSxZcsW9uzZY1N5ZiRJIiEhgTVr1lBYWEhAQADjxo3jscceY/Dgwbi5yRvo3Na6Jc6VvaLo9EySc/MICwtj4MCBPProo9x+++2Ul5fz6aefsmLFCmJjY684OvdvDrjj1ec8PJ9qcA44c9CrVy8CAwPZsmWLIvU3hKSkpHoH7/aApvvqumfMmMHEiRMpLCxk7NixFNj41lS16Z7UbRIAK46voFxfDhMmQEgInDwJkZFKmWo2EouLWZqWRokQXKeyIE6Nn2+biUwkSdojSdKwyuMESZJ6SJLURpKkuyRJssiTuAcOHOD8+fPcfvvtlijeIpw5c4ZFixaxfft2WrZsiZOTE35+fgQFBSn23JaHizO3tPp35GNndFz1sRACJycnnJycePTRR2nfvj27d+9m3759AJfskFBWeqiWHHDz8fCaregzaUIIhg0bRu/evRWzoT7o9XrOnj1Ly5YtlTZFVjTd19YthGDx4sV06tSJU6dO8cADD9hsKp0r6b6x6Y108O9ARlEGOxN2grMzPPmk8c233gIb1VvFm0lJVAB3BwTQRuYOu5Ko9fNtM0Gc3Fy8eJEDBw4wfvx4q88FJ0kSx48fJycnB19fX4YPH86DDz5IeHi41dg+oOYq1RpBXE2cnZ254YYbmD59Or179yY7O5tPPvmEI0eOUFy0lezMcZfkgPP2+xY39wmy2H8tHB0dCQwM5OeffyYurnZ91kJSUhLNmjVTVW8VNN111e3u7s66detwd3dn5cqVfPbZZxa20DJcSbcQgkldjaNxPxz9wXjy/vvB1xcOHIBff728KJshqaSEJRcuoANeVNGUIqj3860FcbUgSRKNGzfm4Ycfrn6431qJj4/nyy+/ZP/+/ZSWluLl5UWLFi0sOjLl5eWFl1f9NrPv1641DpU2/ZN6ngt5+Ve8VgiBg4MDvr6+jBw5kvS0T8nNfoDLc8A1anRngzVYihYtWrB582ZKSkqUNqVW9Ho9SUlJquutarrrp7tDhw58XZl244knnuDgwYOWMM9iXEv3xG4TAdhwegN5pXng4QGPPmp88+235TLT7Lx15gwVwP/5+9NeZaNwavx8gxbE1cqOHTs4duyY1YxiXYmSkhJ2795Nnz59eOCBBwgKCpKl3tGjRzN69Oh63ePt2oibw5pX/70zOv6a90iShK/3Crp23owQVVMczXF0/sFiOeBMpVWrVrRp04YdO3YobUqtnD17luDgYJzsKJVCXdB011/3uHHjePTRRykvL+euu+4iy4a2p7qW7jDvMG5rcRslFSX8eOpH48lHHgE3N4iKgiNHZLTWPCSXlPDNhQsI4GWVBTNq/XyDFsT9h6SkJI4fP07r1q2VNqVWJEni77//5scff6RRo0Y88MADdO7c2SbylNWcUv1/9s47PKpq68Pvnkx6SCMJxCRACD2AlNAVUDpSRFEEpQuC14qK6HftDSs2EBG4CIKCgoKoiCKggJRQJCAtJCEJCaSSXqbs74+ZhACBlClnkpn3eXgyc8re68fZM7N2W+u360ypliGlhpzsJyjI/7j8mLNzJ9Iy32Hpsq0cOHDAZtfqDB48GH9/f5uzT6fTkZCQQPPmzau+uB7h0F173e+99x49evQgMTGRiRMnXrFG1Vapru5rplQDAmDGDMPrt9+2pIkWIau0lJZSMjYggLaenkqbYzXs9fNdhsOJq0BpaSkbN27kjjvusPoOzuqQm5vLmjVr2L9/P3369FHMji1btrBly5Ya3zewVUR5pOb9iclkFVYeUqTyGHAD8Av4jo4d+zF16lT++ecfNm60WGQZk3B1deWWW24hKSnJpqZVk5KS7LK36tBde90uLi6sW7eOhg0b8ssvv/Dmm2+a0ULLUF3d90Teg4uTC9vjt5O0cXxcAAAgAElEQVSca9wsNWcOqNWwdi3ExVnBWvPhk5XF+uBgVtTRUFi1xV4/32U4nLgKlMUva9OmjdKmVEpcXByhoaE8+OCDigYdvnDhAhcuXKjxfUENvOgcGgyAXkq2nb52SlWnSyMr425KS3aWH3P3GI9vw/+Vx4ALDAxk2rRp9OvXD51Ox+nTp2upxLIcPXrUZqZV9Xo98fHxdtdbdeg2XXeTJk1YvXo1QghefPHFSgN92wo10e3r5svIViORSNbEGIMbN2kC999viBf33nsWttZ8lOmOiIjAw06C3IL9fr4r4nDijCQnJ5Oenk7Hjh2VNuUKpJT88ccfHDt2jE6dOtGvX786HYl6cJvLgX+3nrxySlWriSUrfSRaTUz5Mc8Gc/D2fe+aGHAqlQo/Pz/y8/P59ddf+fXXX21uqmfQoEHEx8fbxG7VpKQkgoOD7a636tBtHt1DhgzhxRdfRErJ+PHjaxTs25rUVPfEjhMB+OroV5cPzp1r+Lt8OVy8aG4Tzc6FkhLGHjxIQWCgo53bIQ4nDkOU5++//57c3FylTbmCkpIS1q5dW6923QyqsC5uT0IiecWGEH+lJdFkZoxGp0synnXC2/ddGng/fcP1fj4+Pjz44IOkpaWxZs0adDqdJc2vEa6urowcOZLdu3cruj5Or9cTFxdnd71Vh27z6n7hhRcYPHgwGRkZjBs3Do1GY9byTaU2uoe1HIa/uz8xaTH8c8G4maFdOxg9GkpKwJjBwpZ5JzGR7wsKWGpjnVhLY6+f76tRxIkTQvgKIb4TQpwUQpwQQvQSQvgLIX4TQpwx/vUzXiuEEB8LIWKFEEeFEF3MbU90dDQNGza0uWnUX3/9FQ8Pj/JE6/WBMF8f2jUKAkCj07HzbDzFRVvIyrgXqb86Btz91SrT3d2d+++/n6ioKJycnGzqx6V58+ZMnDhR0Y0nSUlJNG7c2OZ3W5sbh27z6nZycuKrr74iNDSUPXv28GxZuioboTa6XZxcGBc5DqiwwQFg3jzD34ULwYbzIl8sLeWzFEPq8JfqSUe/utjr5/tqlBqJ+wjYIqVsA9wMnADmAduklC2Bbcb3AMOAlsZ/MwGzRp4sC5Q7YMAAcxZrEhcvXqSgoIBhw4YxcuRIm5s+bdiwIQ0b1j7J/OA2l0fj0rKWcSnrQcpiwAmVP34B39U4BpxKpaJNmzYUFRXx6aef2tR0j5SSFStWUFhYaPW6K66VsSccui2jOzAwkHXr1qFWq1mwYAHr16+3SD01xRTdZVOqa2LWXB4x79kT+vWD3FxYvNicppqV9xITKZaSEX5+dLajFFv2+vmuDKs7cUIIb6AvxnynUspSKeUlYDTwpfGyL4E7ja9HAyulgb2ArxAi2Iz2MG3aNEU3ClQkJSWFVatWkZKSgrOzs02GDhk5ciQjR46s9f2GUCOS6Z13Mbz5asAwDeDk1IyGgT/i4tK51mW7u7tzxx138PXXX5OYmFjrcsyJk5MTgYGB5anErMn58+cJCgqyu96qQ7fldPfq1Yv3jIv+p0+fTnx8vMXqqi6m6JYYHLdCTeGV37fPPWf4++67BmfOxkgvLWXh+fMAvGxnU4rnz58nMDDQ7j7flaFEformQDrwPyHEzcBB4HGgkZQyFUBKmSqECDJeHwIkVbg/2XgstWKhQoiZwDOAr6+vLzt27KjSkIKCAtavX88DDzxgmiIzkZKSwpo1axg5ciQtW7as+oY6SkSAN2/cvp1bmxwsP6Z2vhm/hqtwcgowufxWrVpx9913s3XrVqZNm4ZKpfzSz759+/LZZ5/Ro0cPfHx8rjmfl5dXrTZbU/Lz8/H09CQtLc3sZdsyDt2W1d2xY0duueUWdu3axR133MHHH3+saLojU3TPPWrYyDCy0cgrP4MuLnRu3x6fY8eIf/xxzk2ebCZrzcMXQBHQU0ryDh5kh8L2WJOy552enq60KYojrL3gWggRBewF+kgp9wkhPgJygUellL4VrsuWUvoJIX4C3pJS7jIe3wbMlVIerKx8gKioKBkdHX31Ma4+9ssvvwAwbNgws2gzlePHj6NWq2ndurXSptyQH3/8EaBWo3F6fQGXsmZQWrKj/FhcTgd6ttmASmXedX96vR6dTkd2djZBQUFV32BhoqOjCQ0NrTSzRmXt01SSk5PJyckhMjLSrOXaOg7d1tGdlZVF586dSUxM5JlnnuGdd96xSr1XY4rufcn76LmsJ14uXiQ8nkBDj6uWifz5p2FatUEDQ9y4ANM7meagSKcjePducvR69nXpQvcapkGsy9TXz7cQ4qCUMqqm9ykxRJEMJEsp9xnffwd0AS6WTZMa/6ZVuD6swv2hQIqpRmRnZxMTE0Pfvn1NLcpkLl26xKFDh4iMjLR5Bw4gMzOzVil4DDHg7rrCgfvpdAee3DICrXQzo4UGVCoVqamprFy5koyMDLOXX1OioqIICAigoKDA4nVJKYmNjbW7NSMO3dbT7e/vz9dff42TkxPvvvtueafYmpiq+9U/XwXgkW6PXOvAAfTtC0OGQF6eTWVxcFOpWKjXM79pU7ty4Oz1830jrO7ESSkvAElCiDJvZQDwL7AJKBuvngyUhePfBEwy7lLtCeSUTbuaQmFhIQMGDFB812dpaSnffPMNpaWlitphabSas2Slj7oiBtx3J/rz9p4hZBdp2ZeQdIO7a0+TJk24/fbb+eabb2wie8KhQ4fYvHmzxetJSUkhICAANzfzO8e2jEO3dXX37t2b1157DYBJkyaRkmJy/7pGmKL7wPkD/HzmZzydPXmq91PXv/CNNwx/P/0UrKzveqSkpHBzQADP2tmOVHv9fN8IpRYLPQqsFkIcBToBbwLzgUFCiDPAION7gJ+BOCAWwzKAh02tvKSkhMaNG9O1a1dTizIJKSXff/89wcHB9OjRQ1FbLElp6UEyM0ah05VtNFDh7fsuuXImGBNxba0il6opdOnShRYtWnDmzBmL1VFdOnfuzPnz57lowSCiZb3VFi1aVH1xPcKhWxndzz77LIMGDSIjI4MHHnjAarEaa6Nbq9dyMOUgH+39iAd/fBCAh7s9TIDHDaZJu3aFu++G4mJD6BGFcyKfKSzkzJkzjnbuAFBmYwNSyiNAZXO/18T5kIZFe/8xZ/1//vknarWa2267zZzF1hiNRoO/vz+33XabTe5CNQfFRVu5lD0LpHEUTLjh6/c5bu6DGNzmPCv2Hwbg99NneXno7ThZaBPCkCFDEEKQlZWFv7+/ReqoDs7OznTp0oUDBw4wYsQIi9SRmpqKv7+/3fVWHbqV0a1SqVi1ahU333wz27dvZ/78+fzf//2fxeutju6C0gL2nd/HrsRd7Ercxd/Jf5Nfml9+PsAjgKd7P111Za+9Bps2wapVIAQsXQoKZAm4pNEQFR1NiJMTf6vV2FNLV7qd2yrKb9uzMhqNhiNHjnDzzTcrakdcXBxFRUUMGjRI0V1dtaFx48aVLs6/msKCVVzKmlbuwAmVP/4B3+HmPgiAziHB+Bg/kJkFhRxKttxUhRACnU7HmjVr+OeffyxWT3WIioqyWPuTUtptL92hWzkaNWrEypUrAXjppZfYs2ePReu7ke7EnESe+vUpeiztge/bvgxYOYCXdrzEb3G/kV+aT4RfBJNvnszSkUs5OusoQZ7V2PTUti388AN4eMDKlTByJCgQ9/Gj5GRy9XqCPD3xqWO/G6ZgK+3cFrE7J+748ePcdNNNio7G5OXlsWHDBvLz86u+2AYZOnQoQ4cOve55KSV5ue+Qe+lZLseAa0rDwE24uFxOuHEmKR1tWgk+xWreGTqYzqE3WdRuJycn7rnnHrZu3cqlS5csWteN8PLyIiAggNRUk5d2XkNqaip+fn64u7ubvWxbxqFbed2DBw9m7ty56HQ6JkyYYNHP2I10z/1tLh/s/YD95/ej1WsBuLXJrawbu46UOSnEPhbLijtXML3LdIIb1CDk6PDhsH27YYfqr7/Cq6+aS061yNVqWZBkWDv8ip3FhbOldm5r2IUTVzGMSmBgIP3791fUlp9++okuXboQEhKimB2WpKAkl5KireXv1c4d8Q/chFp9+Ysn8WI2jy7YgFOGHpmiYe2mg6iw/JRyo0aN6NWrFzt37rR4XTfiwoULfP/992bNqVq2ZqQ+xxisDIdu29H92muv0a1bN86dO8esWbMskjO4Kt0v9nuRse3G4uXiVX7sr8S/eGrrU7zx1xv8dvY3SnW13EjWvTuUbUz6+GOwQEfsenycnEyOXs8tDRrQz9e36hvqCbbYzm0Ju3DiLly4ABhGwBo2bKio83Tp0iWKiopsIrRJbdmwYQMbNmy47vkHPv6B6SvGs2jHSAp1g/APWI+TU2D5+YxL+TzywXqy84oA8PZw5fWZw1GprLMusHfv3gwfPlzRpPTNmjVDSsm5c+fMVuaFCxfw8fGxu96qQ7ft6HZxcWHNmjV4eXmxdu1a/ve//5m9jqp0twtsx7f3fEvGMxn8POFnHur6EMFewSTlJrHwwEIGfzWYoHeDGL9+PN8c+4ac4hrmRu3RA8aMgaIieP11Myiqmjytlg+MGWjsbRTOFtu5LWHTTpwQIkwIsV0IcUIIcVwI8bjxuL8Q4jchxBnjX7/rlVE2lw7wxx9/mD2gak3QaDT4+voyZcqUOrcOriK5ubnkXicNzYVLeZy9mEVcWi4/HW1HcOPFVwTxzSss5tEFG0jJMNzv6qJmweNjiAixXhBNlUqFk5MTK1euVGxaVQhBVFQUBw4cMEt5Ze3c3nqrDt22p7tFixYsXLgQgEcffZRTp06Zreya6HZVuzKs5TAWj1hM8pxk9j24j+dveZ7IwEhySnL45tg3jF8/nsB3Axm7bizpBTWI/v/aa4YNDkuWGIIAW5iF58+TrdfTy8uL2+xsFM5W27mtYNNOHKAFnpJStgV6Av8RQrQD5gHbpJQtgW3G95Vy8eJFvL290ev1nDhxgs6da5+X01Q2bNjA0aNH6+1OVIB9Zy7nK+3cLAR3l8u9p+JSDU99spEzyYbAu04qwduzRnBzC8uuhasMlUpFREQEP/74o2Ijcp06deL22283S1ll7dzDw8Ms5dUVHLptU/fEiROZMGEChYWFPPDAA2g0GrOUW1vdKqGie0h33hjwBscePkbso7G8P/h9+jbti07qWH9iPVFfRBGdUs1OfmQkTJwIWi08XY3drSYiCwvxEYJXmjev178fV2Pr7dwWsGknTkqZKqU8ZHydB5zAkDd1NPCl8bIvgTuvc3+5F19cXExERIRiwX3PnTtHampqnUoVUlxcTHx8PLt37y7fbbZ161bOnz/P+fPnWbx4MRqNhvPnz7Nr1y7Onj3LrhOXk2H3bNWk/LVWp+f/Pv+ZQ6fPlx97YeoQbrlZuamB3r17k5uby9mzZxWp39XVFZVKRXJysknl2Gtv1aHbdnULIVi0aBFNmjQhOjqaV155xeQyzak7wj+COb3msHPKThIeT6BnaE8ScxK5Zfkt/O9wNaeA33wTPD3h++/ht99Mtul6SCm5JSOD0507M9DvupNO9Y660M5tAZt24ioihGgGdAb2AY3KsjYY/1a6R/z999/noYceol+/fuTl5Sm2Dk1KybZt27jttttsehq1bAFp2fTHsmXL2L59O7m5ufgZvzx69OhBUFAQQUFB3HnnnajVatRqNQUFBfz555/sOHq6vLwQN4Fer0dKyVurfmfnkcvO0uP39GVE73bWFXgVKpWKYcOG4axAvKcy0tPT2bZtm0llpKWl4eXlpXj2EWvj0G3bun18fFi1ahVCCN566y127dplUnnp6ekW0R3mE8aOyTuY1XUWJboSpm2axuzNs6ve/BASAi+8YHj92GNgoaw7ZbqDvL3tahTOUs+7vlEnnDghhBewHnhCSln5YqyrkFLSs2dPDhw4QHR0NAEBATRq1Miyht6AHj160KFDB8XqvxFSSvbs2cMnn3zCtm3byr8oHn74YaZNm8awYcNo27YtYPhiDg8PJzw8nMaNGyOEoFGjRgwZMoQ+Q0dSLA33eru5kPTvET7++GOe+/gbNv51rLy+iUO6MnFojfP8WoTmzZsTEhKiWG7V8PBwk1IVlfVWW7VqZUarbB+H7rqhu2/fvjz77LPo9XomTpx43bW0VSGl5PTp0xbT7ap25bMRn7Fs1DJcnVxZfHAx/Vb043zu+Rvf+MQT0LIlnDwJn3xidruWpqTw6smThNhZrlBLP+/6hM07cUIIZwwO3GopZdmWyItCiGDj+WAg7er70tPT8fDwKPfilVrArtfrOXXqFO3atUNloWwEtSU7O5uTJ08ihECj0XDXXXcxc+bM8g/O9Xp9AwcOZODAgdcc//v05Z2WPVs3ZeaMGQy8bRgFuZcTvg/s0pxHx9rWztzk5GTWrFljtXRBFXF2dibchPyHV7dze8Ghu+7ofuWVV+jcuTMJCQk89thjtSrDWrqndZ7Grmm7CPMOY2/yXros6cKf5/68/g2urvDRR4bXr7xi1pAjRTodz589y0K9nv31PLf21dTFdq4UtuVVXIUweBHLgBNSyg8qnNoETDa+ngxsvPreq714pVJ1xMTEWDx6eU2RUrJ//36++OKL8p5xv379CA0NNWm4fu/py5saerY0rIf7+9ezxH4dR0i2npYNvfHNP83ff+9Br9ebJsKMNGvWDH9/fw4dOqRI/YMGDarVffbaW3Xorlu6XVxcWL16NW5ubnz55Zd8++23Nbrf2rqjbori4MyD3B5+O2kFaQxYOYCP9318/Q1Qw4bBiBGQl2fIrWomlqSkkK7T0cnDgzsaNjRbubZOXW3nSmHTThzQB5gI3C6EOGL8NxyYDwwSQpwBBhnfl6PVanF3d8fL63KwRyWcOCkle/fupW/fvja1lmHHjh3ExMQwbdo0unfvXuP7161bx7p16644VqrVcjDu8gL9Xq2aAnDsYILh/MksHh/Wh4dmziA2NpaVK1cqGqftavr27cu+ffsUsalhLb+gMzIyrmnn9oBDd93T3bZtW95//30AHnrooRpt5lFCd6BnIL8+8CvP9H4GrV7L41seZ+L3EynUXCfV1oIF4OJiSMn1998m11+s0zHfGEPyZTvbkVqX27kS2LQTJ6XcJaUUUsqOUspOxn8/SykzpZQDpJQtjX+zKt5XXFx8jRfv5ORkVdvBkCqkpKSECBtYzyCl5MCBA+Tk5NCrVy+mTp1KQEDtYrMVFhZSeFXewH8SUikqNaS4CWvoQ2hDH4oKSoj917DeSwhBZJdm+Pn5MWnSpPKE9LGxsTbhzIWFhTF27Ng69WVpr71Vh+66yezZsxk2bBjZ2dlMmTKl2qPxSulWq9S8M+gd1o1dh6ezJ6tjVtN7WW/isiuJC9eixeVQI48+CiYuzVh24QIXtFo6uLszyo5G4aDut3NrY9NOXG1RqVQ0aNBAaTMIDg5mypQpijsGer2en376iUOHDqHX63FzczP7+ry/K8SHKwstcuKfRPQ6wxd1s1aNaOBjiBknhCA4OBitVsvOnTv54YcfFJ9eFULg5+fHv//+q6gd1SUjIwNXV1ebaOfWxKG77uoWQrB8+XICAgLYtm0bH5WtJbsBtqD7nsh72PfgPlr6t+Sfi//QdUlXfjnzy7UXPv88hIbCwYOwfHmt6yvR63kz3hCqyR5H4ZR+3kpgysa6eunEubq6Km0ChYWFHDp0CG9vb6VNYfPmzWRmZjJlypTyUCHmpuJ6uPKp1OiE8mPtuza75h61Ws2kSZMoLCxk3bp1aLVai9hWE3788cda76CzJvbaW3Xorts0btyYZcuWATBv3jxiYmJueL2t6I4MimT/jP2MbDWSS8WXuGPNHbz+5+voZYXOp6cnvPee4fXzz0N2dq3q+i49nRStlnZubtxZy9mSuoqtPG9rc/r06aovug710olTYur0ag4fPmxyEFdTKZum7Nq1KxMmTLCYc5tTWMzxpIuAIRNN9xZhwOX1cAAdoirfgens7Mx9991HWFiY4tOqrq6udOjQQdHUbNUhMzMTZ2dnm+ggWBOH7vqhe9SoUcycOZPS0lImTJhAcXFxpdfZmm5fN19+uO8HXu3/KgAvbH+Bu9bedWXu1Xvvhf79ISMDXnyxVvUMdnLibVdXPmzVCpUdjcLZ2vO2FmW6a0u9dOJsgaNHjyqa4ktKWT6FGhISYtaAtmVx4sqIv5iFm4sa51w9TQvd8PFwo7RUy8l/ksqviaxkJK4MJycn+vTpQ2FhIb///ruizlyXLl2IiYlR3KG8EadPn6Z169ZKm2F1HLrrDx988AEtW7bk2LFjPP/885VeY4u6VULFC/1eYPOEzfi6+bLx1Ea6L+3Ov+nGZRhCwMcfg5MTLFoEVYw0VkbsmTPMioxkkL+/ma23bWzxeVsDU3U7nDgLkJubS0FBAaGhoYrZcPDgQZKTky2S5qtfv37069ev/H2n8Jt4oc8t+CdoKTiVw6YfD3Pm2Hk0xo0OIU0b4h9Y9RoHDw8Pzp07x969e81uc3Vp1KgRU6dOtdl1KFlZWTg5Odldb9Whu37p9vT05KuvvsLJyYkFCxbw+++/X3He1nUPbzmc6BnRdAjqwOnM03T/ojvf/fud4WSHDvDww6DXGzY5VLNDqNHr+efCBZvWbSls/XlbCnPodjhxFsDb25v//Oc/igX3zcnJ4Y8//uCuu+6yyvpAQ8aHM+j1hi+rjz/eyuaNl2Ou3WgUriLOzs6MGTOGv/76S7EMCkIItFotCQkJitRfFY7eqn1Rn3V3796dl156CYDJkyeTXWENWV3QHeEfwd/T/2Z8+/EUaAq459t72Hp2q+HkK69AQADs3FntTA5fXbxI15Mn2ejjY0GrbZO68LwtgTl0O5w4C3D48GFF6/fy8mLcuHEEBVWaUtZkVq9ezerVq8vfCyF44b+jad26MQB6veS33afROxuaV/vrrIerDH9/f4YMGUJRUZF5ja4B2dnZJucztQTZ2dkIIfCxsy95h+76q/u5556jV69epKSklGdzqEu6PV08mdBhQvl7LxdjbDM/v8uZHB5/vMrdqlq9ntfi49EBbeuAbnNSl563OTGXbocTZ2aKi4vZsmWLYpsrjh8/zoULF2jatKnF6tBoNGg0miuOubu78Mbr9xAcbGiQeinR+HkgnQQdoprVqPybb76ZkJAQxTaGNGvWjPT0dPLz8xWp/3qcOnXKLnurDt31F7VazYoVK3B3d+err77ihx9+qFO6/03/lwnrDU7c67e9Tu+w3pdPTpgAHxgTDT34IFTo+F7NmrQ04ktLiXB15T4Ldb5tlbr0vM2JuXQ7nDgzExcXR9OmTXFxcbF63Tk5Ofz8889m3cRQE/z9PZn/1jg8PY1TuE4qdIENcPOq+ZRubm4ua9asUWRa1cnJiYiICM6cOWP1uq9HWe5fX19fhS2xLg7d9V93q1atmD/fkHRn5syZXLp0qU7ozirKYtTXo8grzWNc5Diev7WSDRpPPglvvWVYFzdpElSSckyr1/OqMS7cC+HhqG0sx7Ylsad2XhFz6raf1mIlkpOTCQsLU6Tu3bt306VLF4tNo1aHsDB/hvdrU76YVyfgv/9dT3Gxpoo7r8TX15devXqxa9cuS5hZJYMGDaJNmzaK1F0Zjt6qfWFvuh955BH69+9Peno6ixcvVtqcKtHqtYz7bhxns8/SuXFnlo9efv3NUPPmwUsvGTY6TJgAmzZdcXptejpnS0po5uLC/Y5ROLvAnLodTpyZueWWW+jatavV65VSkpaWRrdu3axe99VkJmahzik2fGkB/55I4Y03N6HT1SwrQ9euXTl16tR140hZEi8vL9LT061eb2Xk5OSg1+stFqjZVnHoth/dKpWKDz/8EA8PDzZu3MjatWuVNumGPL31aX6P+50gzyB+uO8HPJw9bnzDSy/Bs8+CVgv33ANbtgCgk5JX4wxpvOxtFM4e2zmYX7f9tBgrIKUkJSUFd3d3q9cthGDKlClW2aLdqlWr60bV1ul0HNkfB04CdaEGVakO9JLdu8+wcFHNYsB5eHgwa9Ys3NzczGV6tdHr9axatQqdiTkQzYGjt2pf2KvukpISXn/9dQAefvhhLly4oLBFlbP88HI+2vcRzipnNty7gSY+Taq+SQjDtOrjj0NpKYwZA9u2kaPVcpNWS1MXFyY2amR5420Ie23n5tbtcOLMSFZWFps3b7Z6jDEpJd98843V0kX17t2b3r17V3ru+Rn/Iz+/GFWRBvQSlVaPuliLqljLxu+i+WZtzWLAeXl58ffff1s9+K6Liwt+fn6kpaVZtd6ryc3NRafT4W9ngT8duu1T9xNPPMGQIUPIyspi5syZNhd0e3fibmZtngXAZ3d8Rp8mfap/sxCwYAHMmgXFxTBqFK7btvGmWk1M9+4429EonD23c61Wa1bd9tNqrEBqaio33XST1etNSkoiIyPDJpIGa0oq5D+t8AWs0kucSnUs+2Qb/xxNrOTOylGpVBw9epSzZ8+a08xqERwcTEpKitXrrcipU6fsMpegQ7d9UaZbCMHSpUvx8fHhxx9/ZOXKlUqbVk5iTiJ3rbsLjV7DY90fY3qX6TUvRAhYuBCmTIHCQtzuvpt2ubk0UKvNbq8tY8/t3Nyjjw4nzoykpaUpsqmgLMWXtUYAV6xYwYoVKyo9V5h7Ob5bmxaN6NOvNSrVZbs6dm5Kh/bV3/ghhKBLly4cPXq01vbWlh49eijilJeRm5uLRqOhYcOGitmgBA7d9q07NDSUj4wx1h5//HHFc1ADFGoKufObO0krSGNg84G8P+T92hemUqH/4gumf/opf7Vsic+4cXDoUNX31RMc7dy8uh1OnBlp06YN7dq1s3q9QogrcpkqSVaaMRm0XuLm4sRL8+9l5YZHuXt8T7x9PXjlzbFXOHXVoUmTJoqMiAUHBxMYGGj1ess4ffq0XfZWHbrti8p0T5o0iVGjRpGTk8P06dMVnfLu+FUAACAASURBVFaVUjJt4zQOXzhMhF8Ea8euRa0ybeTsh+xslkdG8sBrr1FaUACDBtUqz2pdxNHOzYvDiTMjAQEBivzo33HHHYqOGJWRlZ5Lblou5BchCotJiEmiIK+YoEY+PPTYINb9NIcG3jXf9BEYGMjUqVMtYPGNSUxMZNWqVVavFyAvL4+SkhICAgIUqV8pHLodusHQMf3888/x9/dn69atfPHFFwpZCO/ueZe1x9fSwKUBm8Zvwt/dtPVMeil52bgj9bmOHXEZOhSysmDAADh92hwm2yyOdm5+3Q4nzowsX77c6juq0tLS+OOPP6xa5/X4NzoeAZSNs+VdKuSH5TvLz9d0BO7yfSqysrKuyK1oDby8vMjLy7NqnWU4eqv2hUP3tTRu3JhFixYB8PTTT5OUlGRN08pZE7MGgFlRs2gXaPpMy4+ZmcQUFdFYrWZ6aKghAPDgwZCebsjsYGObOcyJo52bH4cTZ0by8vKsvrkgMTHRartSq+J4dPw1x9Yv3UFudoHJZcfExHDy5EmTy6kJXl5e5OfnW30qJz8/n6KiIrvrrTp0O3Rfzbhx47jrrrvIy8vjoYceUmRatSwTw8IDC4nNijWpLFlhFG5e06a4OTmBmxusXQuBgfDXX/DNNybbbIs42rlldDucODOh0+koLi7Gw6OKoI9mJjU1leDgYKvWGRkZSWRk5DXHKzpxgcGGdCKlxRpenPYFOVmm5SENDg4mNTXVpDJqiqurK23btrV6rLiyXpu1Q9UojUO3Q3dlfPrpp/j6+vLLL7+w+gb5Ry3FvZH3Mr79eAo1hUz+YTI6fe2/D37KzORIYSFBajUzKy6B8fU1xJEDePppsLG8zebA0c4to7tOO3FCiKFCiFNCiFghxDwlbdHpdHTq1AmVlWP95OfnWz3WTrdu3a7JDFFcWMLZ4+cBw3qWyc8MZ8CYrnh5u3PqSCL/ueN9YvbVPkyIv78/OTk5JtldG8aMGYPaitv/CwoKKCwsVHRDhRI4dDt0X4/g4GAWLFgAGHarXrx40dLmXcOnwz/lpgY3sSdpD+/tea/W5bxz7hwAzzZtiruT05Unp06FqChISYE33jDFXJvD0c4tp7vOOnFCCCdgITAMaAeMF0JYf2uoERcXF0aOHGn1esePH0/Lli2tWqdGo0GjuTIX6skjieiNabWatmrEgDFRdOgRQU6WYSo180IO8yYsYvXHv9Y4/RZAUFAQt99+u+nG15ANGzZYdbr69OnTtGzZ0i57qw7d9kNNdU+ePJnBgweTlZXFY489ZmHrrsXf3Z/lo5YD8ML2Fzh6sXYhj14GngoIYFZlG9FUKvj0U8PrDz6AM2dqZ6wN4mjnltNt9QiDQojWQMXEeM2BF4GVxuPNgATgXilltjCo/wgYDhQCU6SUh4DuQKyUMs5Y7jfAaODfyurNzMy8JrZZZGQk3bp1Q6PRVDpM36lTJzp16kRhYSHr1q275nxUVBTt27cnJyeH7777jszMzCvixPXq1YvWrVuTkZHB5s2br7m/b9++NG/enAsXLrDFmEuvIgMGDCAsLIykpCS2bdt2zfmhQ4eSmZkJwIEDB645P2LECAICAjh16hR///33NefHjBmDj48Px44dIzo6+prz9957Lx4eHhw5coQjR46UHy/bvPHUU0/h7OzMgQMH+GP7X7Qb6gmAf5BgxYoVTJkyBd+ABny5eC3uARIJHDyxi5PPRdO8TQhTp00BYOfOncTHX7mezsPDg3vvvReA33//neTkZHQ6HU7G3qu3tzd33XUXAFu2bLlmQ0nDhg3Lneoff/yx/P+pjMaNGzN06FCgckctNDSUgQMHkpKSwsaNG6+ZUg0PD6dfv34ArF69+hqntlWrVuVZLSqLqVdZ2ysoKCA/P1+RWINK4tDt0F0VZbtV27dvz7p16xg/fjx33nmnBa28liEthjA7ajafRX/GxO8nsv/B/biqXat9f0FBAc6Fhbzbpcv1f9R79DAEAl6xAp58Eir53ahrONq5ZXVbfSROSnlKStlJStkJ6IrBMfsemAdsk1K2BLYZ34NhpK2l8d9M4DPj8RCg4nalZOOxcpYsWUJUVBRRUVHX/MhagpKSEovXcTV79+5VbAclQEF+McmJmeRmFyKFQKpUlGr1JCVk8MKTa/h69V7Uvp7grAa1EzirKSjUkJNZszUfpaWlikyjWHMh9ZkzZ+yyt+rQ7dBdHZo1a8ZbxnVjs2fPtvpudYB3B71LhF8ERy8e5eUdL1f7vuTiYv6t7qjM/Png7Q0//WT4V8dxtHPL6hZKBlEUQgwGXpJS9hFCnAL6SylThRDBwA4pZWshxOfG118b7zkF9AduAYZIKR80Hp8IdJdSPhoVFSWvHlmKioqqdLTJXBQUFLBo0SKeeeYZi9VRGV9++SV9+/a1arDfspGlKVOmcPyfROY8+L8a3e/p7sz6nc/VqHEnJyfzyy+/MGPGjBrVZSqLFi1i/Pjx+Pn5WbSeLl268OGHH3Lrrbfa1ZddYWEh0dHRDt12gqm69Xo9ffv2Zffu3UybNo1ly5ZZwMobsydpD7f+71YA/pzyZ5X5U6WU9Dl4kLj8fH7u0oUu3t5VV7JgAcyZAy1awLFj4Fr9ET9bwtHOq6d77dq13HfffXoppVOVF1+F0gnb7gO+Nr5uJKVMBTA6cmVjkNcbcUsGKuZvGgP0FULc5+vry44dOyxq+NWoVCqcnZ2tWieAWq22yijj9WjgU7PduO7uLjRpEVTjD7RWq7XqBoMyHn74YavUUxYMcufOnVVfXI8oKipCrVY7dNsJ5tA9c+ZM9u/fz/Lly2nXrh1du3Y1o4XV477Q+1iTtIZ7v76XpVFLcXe6fhDzQ8DfQAMpuXDoEDuqUb7o0IGopk3xjI0l7pFHSLz/fjNZbl0c7bxq3cXFxWWp5Wo1paaYEyeEcAFGAc9VdWklxyRwAGgphAgHzgMRQD8p5fGoqCjZv39/c5pbJe7u7jzxxBNWrRPgtttuw9fX1+r1luHr50lwsA+pCRkgJWHhgQwe2w1vH3e8fT3w9vEwvPbxoIG3O07q2s3gu7m5VRrWxJJIKdm7dy89e/a0eC/SycmJgQMH2lVvtaioiAMHDthdL92h23Td58+f5/nnn+fTTz8lJiYGLy8vM1lZPXrf2pvjXxznn4v/sKloE5+N+Oy617548CDk5TE3PJzhzZpVv5KlS2HQIJqvWUPzl16C0FDTDbcijnZete6cnJyKv9+1CkKo5O7UYcAhKWXZQqeLxmlUjH/TjMevHnELBVKklFrgEeBX4ASwTkp53CqWX4fo6GiKioqqvtCMBAUFUVxcbNU6O3ToQH6ChkvpuXj7uNO6qT+qvEJU+UWMvKsr907qw9DRXejdrw3tOzWhSXggvv6etXbgwLARoXv37mZUUTUlJSXs2LHDKl9Arq6udvVFB4Y1Iy1atHDothPMqfvpp5+mU6dOJCQk8N///tcM1tUMFycXVo5ZiYuTC4sPLuaXM79Uet3OS5f4Ky8PH5WKR2vqhA0cCHfdBYWFMHeuGay2Lo52fmPdUspyB06r1da6PiWduPFcnkoF2ARMNr6eDGyscHySMNATyKkw7fqzlLKVlDJCSql4YJ2DBw9afbFtZmYma9assVp9BblFrH95Gz++/Scvj11AcWHJFUF+I7tZZm3emjVryMjIsEjZ1yM/P99qPXwlpuKVpKioiOzsbKsHqlYah27z6HZ2dmb58uU4OTnx8ccfs2fPHrOUWxM6NurIa7e9BsD0TdPJLMy85pqy7AxPhoXhU5vlIO+/b8jo8PXX8OefJtlrTRztvGrd3sa1kRkZGeVRF2qDIk6cEMIDGARsqHB4PjBICHHGeG6+8fjPQByGocYvAOssUqoFDRo0sPpO0cDAQHJzc622M/bk/liO7vkXtbuKE/tjeW3Cp2ReMAThdfdyJby1+T+0Wq2W+Ph4fHx8zF72jVAijZq9EBsba5c71hy6zae7c+fOzJ07Fykl06dPVyQ6wFO9nqJPWB9S81MZ9c0ozmZdDmi+69IlduTm0kCl4vHaToU2awbzjIEaXnjBdIOthD238+qMwj3wwAPk5+dz4MABGjZsaFKdijhxUspCKWVDKWVOhWOZUsoBUsqWxr9ZxuNSSvkf42hbByml5baYmogSCdNVKhVBQUHXxEmzFF0HdqD/nI60HmNw1qJ3nig/17ZzM5zUte9RXI+0tDT8/PysPloVHBzM8OHDrVqnPVBcXExWVpbd9dIdus2v+8UXX6RVq1acPHmSd955x+zlV4WTyomVY1bSyLMRe5L20HFxRz7a+xE6vY7s4mJuAh4PDcXXlO+uNm0Mf628bKa2FBcXk5mZabft/KbKAjlXYOnSpaxevbo8BJqp1NmMDbbIrbfeSpuyD5wV6dOnj1VztgaE+BMQYgi5IVwufzm1i2pmkfpKSkqIiIiwSNk3ori4uHzI24H5qG5vtb7h0G1+3W5ubnz++ecAvPHGG5xRIMtBc7/mxMyOKc+v+sSvT9B3RV9k3H52R0TwXNOmplVQFkZl4kTTjbUC9tzOIyIibqg7OjqaGTNmcP/995stXJbDiTMjXl5e5CuQuLht27Z4enqi19c8nVVtual5I/qMjkLq9KgwxBqMjGpukbrCw8MZMmSIRcq+Edu2bePkyZNWr7c+U1xcTEZGRpW91fqGQ7fldPfv358pU6ZQUlLC7NmzrRqgu4xAz0DW3L2GH8b9QLBXMHuS9jD297F8c241LsIEe86dg99/N8SJqwNhRsqed0hISNUX1yOqozsjI4Nu3brh5eXFV199Zba6HU6cGSkoKLDqJoOKrFu3zuq90Gf/N5uh93bny10v8M3BV2nX1fybGhISEipNSWYNUlJS7O5H19KcPXu2yt5qfcSh27K63333XRo2bMi2bdsqTaFoLUa3Gc2qSQdo0ek9NGovntv2HD2X9iTmYkztCvzf/0BKuPtusHDAcXPgaOeV69bpdAQGBgKYPRe3w4kzIz4+Pmi1WkXSYHXu3NmiGSkqw9XdhScXTScgxB8ffy9cXM0fdnD//v0mL/ysDcXFxeTl5REQEGD1uusrJSUlpKenE1rH4l2ZikO35XUHBATw3nvvAfDkk09ekyvZmrx/Pp1Yn66MG7yOMO8wDqYepOuSrryy4xVKdaXVL0ing+XLDa+nT7eMsWbE0c6vr7ssUP2lS5fM7uA6nDgzIoQgODiY1NRUq9cdGRlJSkoKWVlZFq+rLB+tpcnNzSU+Pp6OHTtavK6rkVIydOhQVCrHR8RcnD17lubNm9tlL92h2/JMnjyZfv36kZGRwbPPPmuVOq8mOjeXXy5dwl0IPunYl2MPH2N21Gw0eg0v73yZqCVRHEw5WL3Cfv8dkpIgPBysHLy+NjjaeeW6R4wYAUBMTIxFIiw4fqHMTO/evS2eZ7My1Go1o0ePtsoOzvbt29O+fXuL15OdnU3Pnj1xVSBvoIuLC126dLF6vfWV0tJS0tLS7K6X7tBtPd1CCBYvXoyLiwvLli3jTwXiqr0Sb4iZ+XBICIEuLni7erPojkXsmLyDCL8IYtJi6LG0B8/9/hzF2ip2m5ZtaJg+HWy8M+lo55XrXrBgAT/99BNr1qyx2G+mbbeMOkhERIRiscVatWqFRqOxeLiRnJwccnJyqr7QBAoLC2nSpAn9+vWzaD3X49tvv+XEiRNVX+igWpw9e5bw8HC7G9l06Lau7jZt2vDcc4ZMjg899JBVY8cdzstjc3Y2bkLwTJMmV5zr16wfR2cfZU7POeilnvm759NpcSf2JF0nSHF6Ovzwg8F5mzLF8sabiKOdX6v7r7/+Ys6cOcyePZvx48dbzAb7+h+3Alqtlo8++sjqqbDKSE1NZf369Sal8aiK77//nu+//95i5et0OlatWqVIuAAAjUZDfHw8zWqS59DBdSktLeXChQuEhYVVfXE9wqFbGd3z5s0rjx337rvvWq3eslG4WTfdRCMXl2vOezh78P6Q99k9bTdtAtpwKvMUtyy/hSe3PElBacGVF3/1FWg0MHQo2PhOT6Wft1LcSHdqaip9+/YlNDSURYsWWdQOhxNnZtRqNWFhYcTG1iqXrclERkYSFBTE9u3bFanfHOzatQsvLy9atmypSP3x8fEEBwfj7u6uSP31jbi4OJo3b253vXSHbmV0u7m5sXjxYgBef/11q3wXny0qYmNWFq5CMPeqUbir6RXWi8MPHeb5W55HJVR8uO9DOi7uyPZ443e2lJenUh980MKWm47Sz9vSvPXWWwgh6NWr1xWpH6+nW6PRlEc1SExMtLh99fN/XWFat27N6dOnFat/+PDhnD59WrHRQFPIzMxk//79jBw5UrEFsmq1mu7duytSd31Do9GQmppqd710h25ldd92221MnjzZarHjmqjVfCwlH7ZoQXA11vC6qd14Y8Ab7J+xn46NOhKXHcftK29n9ubZFP79Jxw/DkFBYFwUb6vYyvO2JHPnzmXOnDns3buXwMBAhBD89NNP19XtYhyFzc/Pt8pvmMOJswCtWrVSNL6Yp6cns2fPxtXVlaKiIsXsqClSSvz9/Zk2bZpimRKklISHh9OuXTtF6q9vxMXF2eVaGYdu5XW/9957NGzYkN9//52vv/7aonXFxcUxMjycWTWc+uwS3IUDMw7wav9XUQkViw8uZsnGFw0nJ00CK6carCm29LwthZOTE++//z5SyvIZrpUrVzJ//nxmzpxJaenlsDF9+vQB4MyZM3h6elrFvvr7P68gDRo0oEePHmg0GsVsUKlUnDhxgi+//LJOjMiVlpayatUqMjMzFYkLV8b58+dZtWqVYvXXJzQaDSkpKfW6l14ZDt22oTsgIIC3334bgKefftrsQVbLOJOXZ5JuFycXOjTqgF7qcVY5c9sxY9afgQPNaKX5sbXnbQ369+9PaWkpM2bMQAjBsmXLcHV1xcfHh0mTJrFnzx42btxIixYtrGaTw4mzEDExMWzcuFFRG9q2bUuzZs1YvXq1WR25Xr160atXL7OVV1JSwtdff42vr6+iDhzAwYMHad7cMunD7I24uDiaNWuGk5OT0qZYFYdu29E9depUevXqRWpqKi+99JLZyz9RUECbgwd5x9Oz1qNRSTlJTNs4DYC3B87n5j1xhhMKxMesCbb4vK1BXFwcERERbNmyBSkln3/+Obm5uaxatYq5c+cyatQoq9rjcOIsRKtWrTh79qwi2RvKEEIwZMgQQkJCzJrNoXXr1rRu3dps5W3atAk/Pz9GjBihaKDIoqIiTp48SefOnRWzob5Q1ktvUsUi7/qGQ7dt6VapVCxcuBCVSsUnn3zC0aNHzVr+awkJ6IGm3t61+u7S6rXcv+F+souzGdZiGI+H3A2XLkFAADRubFZbzYmtPm9LU5numTNnIqVESlk+8mtNHE6chXBzcyMyMpJDhw4pakeZI9enTx+SkpJISkoyucyMjIwrdunUltTUVDQaDcOHD2fkyJGKr6soKiqib9++VlvLUJ9JSEigadOmdtdLd+i2Pd2dO3fm4YcfRqfT8fDDD5ttk8PpwkLWpqfjDDxfy3BEr//5On8l/kVjr8asuHMFqphjhhM33ww2nPkgISGBJk2a2OTztiS2qNvhxFmQHj16lCe9VRIhBEIIiouLWbduHVu3bjVpvd7mzZvZvHlzre/XarX88ccfrF69mrS0NDw9PRVP1SKlpEGDBmadJrZXtFotycnJNG3aVGlTrIpDt+3qfu2112jUqBG7d+9m5cqV5inTOAo3uXFjmri51fj+P8/9yWt/voZA8NWYrwjyDIKykUIbnkote972FkfTVnXbjRNn6S3mlREYGEibNm3Iz8+3et2V0bJlS2bNmkVubi7r169XxAatVsvSpUtJS0vjoYceIsRGAlnGxcWxevVqReq2dPYLa2OLvVVr4NBtu7p9fX3LA/8+88wzZGdnm1RebGEhX6el4QQ8XwvnNbMwk/s33I9e6pl3yzwGNB9gOFEHnLi68Lwtga3qthsnrqCgoOqLLEBsbCxfffWVIk5kZXh6ejJ27FhGjx6NVqtl+/btZpkarYqsrCyOHTuGWq1m1KhRjBs3TrH0ZFcjpWTnzp2KrYVTMqagudFqtSQlJdn0qIwlcOi2fd0PPPAAt956K+np6bzwwgsmlfV6QgI64IGgIMJrGBRcq9cyfdN0knOT6Rnak1f6v2I4odFA2fIbG3Xi6tLzNie2rNtmnTghxLtCiJNCiKNCiO+FEL4Vzj0nhIgVQpwSQgypTnlKhdlo2bIlarWaY8eOKVL/9XB3d0er1aLT6VixYgWrVq0iOTnZ7PWcPXuW1atXs2zZMtLT0wG46aabFJ8+rcjp06cpKSmhQ4cOitRvK6OR5uDcuXOEhYWhVquVNsWqOHTbvm4hBAsXLsTJyYnPPvuMw4cP16ocKSWisBB3IXghPLxG9x5PO06vZb3YeGoj3q7efH331zjn5MHbb0Pz5nD6tCE2XNu2tbLN0tSl521ObFm3zTpxwG9AeyllR+A08ByAEKIdcB8QCQwFFgkhqhzf1Gq1iozGCSEYMGAA27dvR6fTWb3+G+Hm5sbAgQN54okn6NSpEyqViqKiInbs2EFcXFytAgUXFxcTHx/PP//8AxgyMLRv354nnniC2267zdwSzELDhg0V21ih0Wjw9fWt+sI6gE6nIzEx0ebWjFgah+5mSptSbTp06MCjjz6KXq/n0UcfrdUMiV6vZ1JeHkk9ehBRzVE4rV7Lm3+9SZclXYhOiSbMO4wfe31Cs3nzITQU5s2D5GRo3RpWrgQbTPlXF5+3ObB13bbnVhqRUm6t8HYvMNb4ejTwjZSyBIgXQsQC3YG/b1RegwYNKCkpUWTnYXh4OGPGjFF89+X1UKvV5aNQ+fn5lJaWsnPnTi5cuMDtt99Ojx492LdvH97e3uXXlpSUEBsbi0ajwcXFhYiICNavX8+pU6do3LgxISEhdOjQwebTVyUnJ+Pn50dAQIAi9Z85c0bxHczmIiEhgdDQUJvsrVoSh+66pfvll19mzZo17N69m9WrV/PAAw/U6P4y3Q2ruZkh5mIMUzdO5WDqQQBmBg7l3c2leM+ZfPmiIUPgiSdg8GCw0d+Juvq8TcXWddumVdcyDVhrfB2CwakrI9l47BqWLFnCkiVLACgsLMTHx8eSNt6QsLAwoqOj6dChA67VyK2nFF5eXgwePBgw9Dh1Oh06nY7s7Gzi4+PRarUEBweTkpJCXFwcarWaJk2aEBERwdChQ23aWb0arVbLd999x1133aVYWJETJ06YNeaeUpT1Vm+99ValTbEqDt11T7ePjw9vv/02U6dOZe7cuYwePbra63PfTEigKDGR/95yS5XXanQa3t79Nq/ufBWNXkMTlR/LfvNg4F9bDBd4eBhSaz32mM1On5ZRl5+3KZTpvqUaz1spFHXihBC/A5VFNPw/KeVG4zX/B2iBsq2DlS2mqnRMfObMmcycOROAqKgoPv30U6ZMmaKYM3f+/HnS0tIYPny4IvXXFJVKVe6QDR06tPz4hQsXiIyMpPFVwSjrWny1HTt2EBISoljAyoKCAmJjY+tMe7gR586dIyQkxGZ7q5bCobtu6p40aRKff/45e/fu5bXXXuOdd96p8p6k4mJeTkhAKwQPaDS0vkFe06MXjzLlhykcvmBYdzfrHxfe+SmbBqXZEBYGjzwCDz4I/v5m02RJ6vrzri1lup1tOIetokMmUsqBUsr2lfwrc+AmAyOA++XlxQvJQMVkbaFASnXqa9myJQcPHjSnhBoxePBgTp48SXx8vGI2mIMtW7awZcsWpc0wiYKCAo4dO8awYcMUs0EIwYgRI3C3wfUvNUGn03Hu3DnCa7jIu67j0F13dZdlcBBC8OGHH3Lq1Kkq75l/7hwa4J6AAFp7eFz3uj/i/6Drkq4cvnCYppfg9y/hs+9LadCtD6xbB3FxMHdunXHg6sPzrg11RbfNznsJIYYCzwKjpJSFFU5tAu4TQrgKIcKBlsD+6pTZrVs3Dh8+rNgGA3d3d0aMGMHJkycVqd+BASklnp6ePPLII3h5eSlig16vp6ioiMjISEXqNyeJiYncdNNNNt1btQQO3XVbd1RUFNOnT0ej0TBnzpwbXnu+pISlqakI4MUqftTPZJ5Bq9fSQTQmZhEMSFLDrl2Gf/fcA3VsNKu+PO+aUld026wTB3wKNAB+E0IcEUIsBpBSHgfWAf8CW4D/SCmr5ZUFBgbSq1cvSktLLWVzlbRq1Yphw4YpFvLEAWzbto0DBw4oOjUQGxvLhg0bFKvfXOj1ehISEmjevLnSplgVh+76ofuNN97A29ubn3/++YazC2+fO0cpcFfDhkRWsWykLHBvsmsJHuEtQauFX34xp9lWo7497+pibt0LFy5k/vz5ZinramzWiZNStpBShkkpOxn/zapw7g0pZYSUsrWUskafjt69eyseeFdKybJly4iLi1PUDnskMTGRI0eO0FbhhcTR0dF069ZNURvMQWJiIsHBwTbfWzU3Dt31Q3dQUFB54N8nn3yy0nSEqSUlLElNBeClakyttfBvQXO/5mQXZxP9wdOGHKjz54OCS3lqS3173tXF3Lqjo6N57rnnrjiWkZFBixYtTB7QsVknzlJIKVmyZAlpaWmK2SCEYPjw4WzYsMHk9C8Oqk9+fj7fffcdo0aNUmwaFSA7O5vz58/X+alUvV5PfHy8XfbSHbrrD4899hgtWrTg5MmTLFq06JrznyQnUyIld/r706Ga3xtDIgwx6H/1vACPPw46HUydCgrOAtWU+vq8q8ISuj/55BMAdu7cCRjyjwcGBnL27FmTo1Uo4sQJIZ4UQhwXQhwTQnwthHATQoQLIfYJIc4IIdYKIVyM17oa38cazzczsW5uvvlmDhw4YA4ptSY8PJy+ffuyadMmRe2oDQMGDGDAgAFKm1FjPDw8GDNmDK1awPmL4gAAIABJREFUtVLUDnd3d+65554637tNSkqicePGuLi4KG2KVXHorl+6XVxc+OCDDwBDDLmr0xBOVql4rkEDXq7Bj/rgCEOYpl/P/gpvvAERERATY3hdR6ivz7sqLKG7bNBg2LBh3HvvvYwcOZJOnTqh1+tNzl5kdSdOCBECPAZESSnbA04YMjC8DSyQUrYEsoHpxlumA9lSyhbAAuN1JtG1a1eOHTtGYWFh1RdbkG7dujF27Fj0er3iU7w1ISwsjLCwsKovtBGklPzyyy9kZGQovtOopKSEixcv2mz07+pS1luNiIhQ2hSr4tBdP3WPGDGCQYMGcenSJV566aXy43q9ntRz53i5QwdursHo/e3ht6NWqdmXvI9LqlJYvtxw4s034cgRc5tvdur7874eltT94YcfUlRUxLfffsuSJUs4fPiwWdJPKjWdqgbchRBqwANIBW4HvjOe/xK40/h6tPE9xvMDhInKvb29GTlypOL5O4UQeHp6smPHDrZv366oLTUhKSmJpKQkpc2oNrt37y7PzKA0e/bsqRcZGpKTkwkKCrK7XrpDd/3ULYRgwYIFODk5sXjxYmJiYrik0fBvYmKtdHu7etMrtBc6qeOP+D+gb19DbDit1jCtWsnaO1uivj/v62FJ3Y899hgA8+bNY8aMGWYr1+pOnJTyPPAekIjBecsBDgKXpJRa42UVszCEAEnGe7XG6xuaake7du3Iy8sjNzfX1KJMpkePHsTExCg+xVtdtm3bxrZt25Q2o1ocPXqUAwcOMG7cOMWnL/Pz8zlw4IDN5pCtLnq9nri4OLvspTt0118iIyOZNWsWer2eJ598kjfPnaNXQgIHaxkcvnxdXOyvhgNvvQXh4YaROAvtVDQH9vK8r8bSuoUQqNVqs+9StXqMBSGEH4bRtXDgEvAtUFnE1bL5xWplaBBCzASeAXx9fX3ZsWNHlbYcO3aMvLw8Ro8eXT3jLYSnpyeTJk1ixYoVBAcHExoaqqg99YlGjRoxceJEvL29lTaF/fv306FDh0oT3ufl5VWrzdoCGo0GnU7H33/fMF1xvcOhu/7rHjRoECtXrmTbgQP8ee4cGicnCs6cYceZMzUuKyDPkI954/GN3Od1H0IIfB99lE5z5qB/9VUOhoRQYIObBuzpeVfEGro3bNjA6dOn+eOPP8yWnlKJQFkDgXgpZTqAEGID0BvwFUKojaNtFbMwlGVoSDZOv/oAWVcXKqVcAiwBiIqKkv3796/SkN69e/PJJ5+QlpZGUFCQycJMwc/Pj5kzZ+Lh4UF+fr6iuyfrAzExMaSkpDBkyBClTSmnX79+aLXaSs81aNCA6rRZpZFSsnPnTvr27WvTOYDNjUO3/eh+4403eOyff9A4OTHI25tZXbrU6H6dXsevZ3/lxwM/AnCx5CJtu7Wlsc4d/vkHGjRAlZdHt507Ydo0S0ioNfb4vMG6uoUQzJgxozyvu6kosSYuEegphPAwrm0bgCFw73ZgrPGaycBG4+tNxvcYz/8hzbQLwM3NjT59+rB7925zFGcynp6eSCn58ssv68zUqi1y5MgRtm7dSufOnZU2pZwdO3aQnZ1d578Yz58/T0BAQJ3XUVMcuu1H973TpyPuvhuAdtHR1b4vrSCN+bvm0+KTFtyx5g5+OvMTLk4uPNT8HgKeeQlCQuCJJyAvz5A/deJES0moNfb4vMG6urt27coXX3xhtvKUWBO3D8MGhUNAjNGGJRhSbM0RQsRiWPO2zHjLMqCh8fgcYJ457enevbtNJSBXqVRMmDCBPXv2sG3btjq1a9UWSEhIYPv27UyePFnx0dUyLl78//bOPD6q6uzj3yd7CBASQiAQ9gQIAhJCFFEEEUSUkiKVIlRQUAoVX23rbl9FqhVb7FsUZVFQBDdwiwWkIgVBCwICgaCQhC0sARISsicMM+f9Y27SAIGQZDLbPd/PZz5z58w99z6/OZPJc7bnOcX27dtp0qSJq02pF0opMjIyiImJcbUpTkXrNpfuuSdPooKDYds23nvqKXJzL5n4qUQpxaYjmxj36Tii/x7N0+ue5vDZw3Rs1pFZrX7DsU2JzJ+wAr/5C6G4GAYPhs8/t+dPHTLEiapqxqztrZTiwIEDTtO9YsUKwP6/yhG4JO+QUup54PmLig8C11Vzbhlwd0PZ4ufnR1lZGRs2bOC2225z+Y5VsE+tPvDAA6xevZri4mK3m1q9/fbbXW3CJVgsFs6cOUP79u2ZMmUKITWkxnEm69atY8CAAR7fuz1x4gTNmzcnKCjI1aY4Fa3bPLrzLBbmHDsGQHxqKjvz8njxxRcr48hVUFBewNKUpczbPo+92XsB8BEfftFhGNOOtWLYq+vwObrMfnJICEyYYN+d2r27U/XUBjO2N9h1h4eHO013RZirX//61/zwww/1vp7pMjZUR6NGjTh8+DApKSmuNqWSkJAQ7r77bkJCQli9evUVe4POplWrVrRq1crVZlSSn5/P4sWLK+PuuJMDV1ZWho+PDwkJCa42pV6YuZeudZuHU+fOEW2zMahpUxY9+igiwty5czlw4AAAu07u4rf//C2tX23N9K+mszd7Ly1DWvJszCQOHRnFl7/dwPA/LcHn6DGIjYV//AOOH4c333RrB86s7e0q3ZMmTWLr1q0OuZZ24rBPYSYlJbF27Vq3CDlSFRGhRYsWLF68uPKHxNUcPHjQbfK+Hj9+nLfffpuePXu63QhhWVkZvr6+jB07Fj8/lwx6O4ysrCzCwsIIDg52tSlORes2l+6m+fl8GBbG5z17Eh8fz4QJE7BYLNwz9R5uWHQD8QviWbhjIcWWYga1G8jHrR4m87P2vPibxbRb/Kk9rdadd9oT3u/bZ0+5VccQJc7ErO3tKt2vvfYagEPiw3r2fxYH0qpVKwYMGMDZs2fdIhxFVRITE2nRogWff/45Y8aMoU2bNjVXakA2btwI4NKcehaLBZvNRmBgIElJSW7Zg1y5ciUtW7ZkwIABrjalXlT0VhMTE11tilPRus2rO9jfn/Qz6QTeFggfwLZvtkE7CI0NZWLMr5i625+4pz+HU/ZcmDRrZt9p+rvf2VNseRC6vZ2vu2K2aPjw4ZSVldXrWtqJq0K/fv2w2WxkZ2fTokULV5tzAR06dOChhx7C39+fvXv3EhwcbLrExBVkZmaSnJxM//79SUhIICIiwtUmXcJPP/3EyZMnXR6D0BGcPHmS0NBQ0/XStW7z6C48f55pe/YwunFj1h1dx2s/vMbag2vtb94AbIRO37Uhpeg6Gv/vEnvmBYAePeDhh2H8ePvaNw/EjO0Nrtc9Z84cHnnkEZRS9VqLr6dTL+LMmTO8++67bjetCvZEzSJCUFAQycnJrFy5kvLycleb5VS++eYbVqxYwZAhQ9x2nZnFYmHNmjUkJSW5PEtEfVFKkZ6eTmxsrKtNcSpat7l0zz1+nPfz83m+LJ9ffPgL1h5cS5BfEPf3vp8Nb22gVWQkB9OOs2r556AU/OpXsGED7N4NU6Z4rANn1vZ2B90PP/wwAHPnzq3XdbQTdxEtWrQgMTGRlStXum14j86dOzNt2jRsNhurV68GcFtbHYHVaq1cD9imTRumTZtGXFyci626PP7+/tx///20bdvW1abUm1OnTtG0aVMaNWrkalOcitZtHt1F588zOzMTgL7nfwIgqWsSJ/5wgsVJixnYZSAvGKnyngkM5Nz+/bBiBQwcCG4QzaA+mLG9wT10iwgBAQGVOVXrinbiqmHAgAEUFBRw6NAhV5tyWYKCghg5ciRJSUmUl5ezYMECUlJSsNlsrjbNYSilSE1N5c0332Tz5s1YrVbi4uLc+gfn559/Ztu2bYSFhbnalHpT0Vvt0qWLq01xKlq3uXS/eeIEuVYr14WEkH3cnuf07u53Exb837/hSQcP0g04WF7Owq++cpGljsWs7e1Our8yvkvFxcV1voZ24qrB19eX++67j44dO7q9U+Tj40NgYCDDhw9n+/btLFiwgBMnTtRcsR6MGDGCESNGNNj1bTYbSil27NjB5s2bufPOO/nNb36Dr69vg93TEeTm5rJq1Sq3Cr9SH06fPk3jxo3d2mluCLRu8+gusVr565EjAMzo1Iktx+x5M29oe8N/T0pPx2/bNl424ojNnDnTLZfb1BYztje4l+7BgwcD8Mgjj9T5GtqJuwxBQUEUFBSwYMECSkpKXG1OjbRv355JkyYxePBggoKCyMvLY/369Q3yYxMREdEgmwkKCwv59ttvmTNnDidPnqR379488MADHrGBo7y8nA8//JBBgwZ5xTSqUoq0tDS36K06E63bXLrnHT/OGauVhJAQYskjpySHFo1a0LFZx/+e9P77ACSNGUP//v3Jzs5m9uzZLrLYMZi1vd1Rd2JiIosWLap8LSITalNfO3FXIDQ0lM6dO/PJJ59gtVpdbU6NiAhdu3YlPDwcX19fSktLmTdvHsuXL3dosOD9+/ezf/9+h1zLarVitVo5cuQIb775JgUFBdxzzz1ERUXh6+vrFhk0rgYfHx/69+9P3759XW2KQ8jOziYkJMStAic7A63bPLrP22y8aqyFe6FTJ7Yc3wLYR+Eqf3eUqnTi5De/4a9//SsAr776KllZWc432kGYsb3BPXUvX7684jBARGKBJbWp7xFOnIg8JiJKRCKM1yIir4lIhojsFpE+DXXvIUOG4Ovry7fffttQt2gQmjZtyh133MGjjz5Kp06dCAwM5NixY6xYsYKUlJR6jS5u3ryZzZs317l+eXk5e/bs4dNPP2X27NlkZmbSpk0bHnnkEX7xi1943HTkli1bKCwsJD4+3tWmOAR37K06A63bXLp9RZitFE9GRXFHeDibj9p/0/q16fffk7ZuhYwMaNUKBg/mxhtvJCkpiZKSEmbOnOkiy+uHWdvbXXV36NCh4rAz0Ku29d3eiRORtsBQILNK8XAg1nhMAeY11P19fHwYPXq0x46wBAYG0rdvX0JCQmjevDkxMTHs27ePOXPmcPDgQcrLy/n555/Jz89vkB2uSikKCgrYt28f//73vykqKuLkyZOkpqbSoUMHfve739GxY0f8/Pw8Mmffnj17+OGHHzzS9suRk5NDcHCw2+XsbWi0bvPp7tqoEbO6dkVELhiJq8QYheOee8BYk/vyyy/j4+PDW2+95bAZCWdi5vZ2V91Tp04FaAT0rG1dTwj2+3/AE0BylbIk4D1l9zq2iEgzEYlSSjXI+HZQUBBBQUF89tlnJCQk0L59+4a4TYMTHBxMfHw88fHxWCwWRITCwkJ27tzJqlWrUEoxdOhQevfuzY8//khwcDBNmjQhNDT0ilksKoIVnj59mjNnzlBYWEhJSQkDBw7khx9+YNOmTbRu3ZqoqCiUUrRv395jP8OqnDhxgjVr1jBhwgS3WCTrKNLS0ujVq9YdQo9H6zYPx8rKOLx/P9deey0AxeeKSTmZgo/40Le10WG3WOCjj+zH48dX1o2Li2Py5Mm89dZbPPPMM3z66afONr9emLG9wb11v/nmm8yfP383hhNnzC4+CtxrnPJvpdSt1dV1aydOREYCx5VSKRetjWoDHK3y+phR1qCLFHr16sUnn3zCpEmTPD6EREUQ2rCwMMaNG4dSisLCQkQEpRSnTp2isLCQwsJCWrRoQVJSEp988gkZGRlYLBYAZs2ahc1mo3379owfP549e/aQnZ1NkyZNaNKkCTabjcTERK6//nqPWdtWGywWCyNHjqRly5auNsVh5OTkEBgYSJMmTVxtilPRus2ju9xm47rt22lms7E+MJC0Ez/y5DdPYlVWrm15LY0lEJYtg1dfhexs6NYN+ly4YmfGjBksW7aMzz77jC1bttCvX7/L3M29MGN7g/vrNv4/WoC7jKIfjWcL8A9g1uXqutyJE5FvgOoWQT0LPAPcVl21asoumQtcuHAhCxcuBOwLGutLTEwMN998M0uXLmXq1KkEBATU+5rugohcMNp2xx13XHJOUlISVquVDz74AIBx48bh4+NT6RDeemu1HQWvo6ioiJSUFPr37+91zmlaWho9evRwtRlOR+s2D4uzssg6f56QAB/+58sJLN/7MQChAU156WwCdOoEx47ZT27ZEubMuSSob+vWrfn973/PX/7yF5566inWr1/vEb8FZmxv8Ejdvkqpq4pv5nInTik1pLpyEekJdAQqRuGigR0ich32kbeqcRyigUuCo02ZMoUpU6YAOGxNW2JiIm3atCEgIACbzYaPj9svK3QY/v7++Pv7M3r0aACvWgd2tZSUlLB06VLi4uI84ke7Npw5cwZ/f/8rTp17I1q3eXSfs9mYedCe/eVgygwyTq8n0DeQh0t78tQb+2ievdh+Ylwc/PGP9mnUy/zOPf7448ybN49vv/2Wr7/+mmHDhjlLRp0wY3uDR+pOuVoHDtx4Y4NSao9SKlIp1UEp1QG749ZHKXUS+BKYYOxS7QfkN9R6uOpo3bo1OTk5vPXWW/WKtOyphIaGEhoa6moznE55eTnLli0jNjaWgQMHutoch7N//366du3qajOcjtZtHiZs/oCTVhsUH0Jlb2RSUSzp/3eev/1lO82zi2DQIFi5ElJTYfLkyzpwAM2aNePpp58G4Omnn3b7wPBmbG/wSN17anOy2zpxNbAaOAhkAG8Bv3O2Ac2bNyc2NpYlS5ZQVFTk7Nu7lNTUVFJTU11thtPx9/fn+uuv59Zbb/W6Ubjc3Fz8/Pw8qbfqELRu8+i22GwsL7Qv/ehVlkLqoI9ZNDudtrlWuPNO2LYN1q+3H1/lDMv06dNp3bo1O3fu5LPPPmtI8+uFGdsbPFa3dzpxxohcjnGslFIPKaU6K6V6KqW2O9seEWHw4MH06NGDf/7zn86+vUvZvn0727c7/SN3GUVFRSxdupTS0lKuvfZar3PgwCN7qw5B6zYP7506hQpqCcVHGBkeSvebRsGQKqt5EhJqfc3g4GD+9Kc/AfDcc8+5bVB4M7Y3eKzuWo2QeIwT567cfPPNjB49mnPnznH27FlXm6NxMAUFBbz77ru0bdvWq8KIVCUvLw8fHx/TTZFr3ebSXVBcTCNlhcxlvLtrMVYUvPMONGsGq1bB22/X6bqTJ0+mffv2/Pzzz3xUEZLEjTBre3uwbu8ciXNnAgICOHjwIIsWLeKIkUxZ4/nYbDaWLVtGfHw8gwYN8soROPDY3mq90brNxQ05OfzU81pizmdyrOAYazLWQHQ0vPGG/YTf/x4OHKj1dQMCAnj++ecBe+iRihBM7oJZ29sDdfsaz8dqU0k7cQ6iW7du/PKXv2TFihX8+OOPNVfQuDVHjhxBRLjvvvu48cYbXW1Og3H27FlEhGbNmrnaFKeidZtTd/uICB7sMxmAhTvs4ae45x4YMwaKi2HiRKjDlOi9995LbGwsGRkZvPfee440vV6Yvb09THcw2JeL1aaSduIcSOfOnbn//vvxNdKzNEQaK03DYrPZWLt2LcnJyRQXF3vtFGoF+/fvd7tcgs5A6zYPX2Rn88LevUTHxAAw8dqJ+Pn4sSptFScKT9hjwM2bB1FR8P33MHt2re/h5+fHjBkzAJg5cybl5eWOlFBnzNje4LG6g+tSSTtxDqZ58+b07t2bzMxMli5dWq9E8+7KmDFjGDNmjKvNcDgWi4UPP/yQrKwsHnjgAbfMsedIzp49i1LK47OP1Bat2zy6rUrxREYG/7BYWGdMc7Zs3JKkrklYlZV3dr5jPzE8HBYbMeL+938hJaXW9/r1r3/NNddcQ2ZmJosWLXKUhDpjxvYGj9ZdpxED7cQ1ENHR0URFRfH2229z+vRpV5vjUBo1auR1I1RWqxU/Pz+6d+/O+PHjvU5fdaSlpXlib7XeaN3mYfnp06SXl9M+IIB7IiMryx/s8yAAi3YuwlYRV/X222HaNHvO1HvvhVqOpvn6+jJz5kwAXnzxRUpLSx0joo6Ysb3Bo3V7zkiciDwiIqkisldEHjXKwkVkrYikG89hRrmIyGsikiEiu43EsG6Pj48PQ4cOZdCgQXz99deuNseh7Nq1i127drnaDIeglGLPnj3MmzcPi8VCfHx85XS4N5Ofn4/VaiU8PNzVpjgVrds8um1K8cKhQwD8qUMH/KvEfhvaeSjtQ9tz6Owh1h1c999Kf/sbxMbCnj32EblaMmrUKOLj48nKymLevHn11lBXzNje4PG6PcOJE5EewIPAdcC1wAgRiQWeAtYppWKBdcZrgOFArPGYArjuL6MO9OrVi3HjxlFeXk5ycjIFBQWuNqneeIsTV1RUxPLly9m0aRN33XWXV+XCrYm0tDRP27nlELRu8/BJdjb7y8qI9vdnQqsL03P7iA+T4y/a4AAQEgLvvWcP9jt7NmzcWKt7igh//vOfAZg1a5bLAsGbsb3B43X7UMudqRWVnE0csEUpVaKUOg98C4wCkoAlxjlLgF8ax0nAe0aA3y1AMxGJcrbR9cHHxwc/Pz+aNWvGggUL2Llzp9704EKUUpw/f57z588TGRnJlClTaN26tavNchoFBQVYLBZP7a3WGa3bPLptSvHCwYMA/KljRwKqycBwf/z9+IgPyfuSOV1cZclLv37wzDOglH23ai073nfccQf9+vUjOzub119/vV466oIZ2xu8RnetYsQB+DWEFTWQCrwkIs2BUuAOYDvQsiL/qVIqS0QqFjC0AY5WqX/MKLsgV6qITAEeB5o1a9aMDRs2NKiI2uLr68vAgQPp1q0bX375JW3btiUiIsLVZpmOoqIiVq1aRbNmzRg2bBi33HKLq00CoLCw0Gnf2ZKSEgIDA93ub6Sh0bo3uNoUp7EZ+AlooRQd09LYkJZW7XnXh13P5tzNPPfZc4xtO7ayXAYOpM/HH9MkPZ2ssWPZ/8QTtbr/r371K7Zs2cJf/vIXevbs6dRNUmZsb7DrDggI8HTdtc9nqZRy+gOYDOwANgLzgf8Dzl50Tp7xvAq4qUr5OiDhStdPSEhQF1Ndmauw2WxKKaXWr1+vduzYUfnaU3jnnXfUO++842ozak1qaqr629/+pr755htlsVhcbc4FOOv7WVBQoL777jun3Mud0LrNxdn8fDVz40a1/NSpK5735b4vFTNQXV7vcunv8N69SgUGKgVKffFFre5vs9nUoEGDFKBCQ0OViKj27durZcuW1VZKrTBre3uDbkAB96pa+lMu2diglFqklOqjlLoZyAXSgVMV06TGc8X49jGgbZXq0cAJZ9rraCoi/8fFxbF161beeecdMjMzXWyV95KdnQ3Yd6COGzeOW2+9FT8/VwxCux4P3rlVL7Ruc5GRns7Ubt24u8qO1OoYHjuc1k1ak3YmjY1HLlr/1r07zJplP37wQahFlAERYcCAAYB9sb1SiiNHjjBlyhTef//9WmmpDWZtby/S7RHTqYhIpFLqtIi0A+4CbgA6AhOBWcZzsnH6l8B0EfkIuB7IV8a0q6fTsmVLHnzwQXbv3k1mZibt2rWjsLCQJk2auNq0KzJ+/HhXm3BV5OTk8O9//5tjx44xZcoUevXq5WqTXEpRURFlZWWmm8bXus2jWylFRl7eVev28/FjUu9JvLjpRYa/P5zIkEjCg8MJCw4jLCiM8E5hhE1uR/i+TMJGtSMsJILwxhGEhbYiPLwNYZHtaNqyPRIVBa1a2R8REeDrW23mhpKSEp599tkG+Q01Y3uDd+iukqptX23rumo44lNjTZwFeEgplScis4DlIjIZyATuNs5djX3dXAZQAtzvCoMbCh8fH3r37g1AeXk5CxcupHPnzgwaNMhtU4b4+/u72oQaOXz4MCtWrKB///6MGjXKI2xuaNLS0oiNjfXaHLCXQ+s2j+5VZ84wKjWVhyMiuPEqdf+27295a8dbnCo+xZH8IxzJvyj/dVvjQTlw3HgYwYDLwOcQhP0MYaUQXgphZRCmgjhypKza+zXUrIsZ2xu8Q/f+/fsBUEpV/6W5Ai5x4pRSA6opOwPcWk25Ah5yhl2uJjAwkOnTp/Of//yHhQsXMmrUKGJjY11t1iVs27YNgMTERBdbciGlpaV89913tGvXjpiYGKZPn05wcJ1C73gdRUVFlJSU0KJFC1eb4lS0bvPoVkrx/MGDnAeiQ0Ovul5002hO/PEE+WX55JXlkVeaR25pLnllxnNpHnmlueSezSIv/yS5RTn28ywF5NqKKfKxcKYRnLkgPngZhAL5l96vXbt29VR6KWZsb/Ae3YWFhXWua86FQW5MYGAgt9xyC4mJifj7+3P06FF27dpFYmIirS6KdeQq9u7dC7iPE2exWFi7di2pqanExcURFRWFr6+vduCqkJ6eTpcuXTy6t1oXtG7z6F6Tm8uOkhIifH2ZWsuQQT7iY59CDQ6DWmZrslgtlc5fXlkeuYWnyTt9hH/lruGj+f/Ccs5aeW5wQAAvvfRS7W5wFZixvcF7dN9www0AP9alrnbi3JSKLenh4eGEhoby4YcfEhoayl133eW206zOxGq1sm/fPnx8fOjWrRthYWFMnTqVpk2buto0t6O4uJiioiKP763WFq3bPLorRuEAnmjfnkZOzLri7+tPZEgkkSFVNlHEwfiBDzPsuvd59tlnK9c8v/TSSw5fD2fG9gbz6r4Y0zhxroqcXV9CQkK4+eabuemmm0hLS6Nx48akpaWRmZlJ3759TefQKaXYsGEDO3bsICIigptuugkRqejJeCQNnf3CW3qrtUXrNo/utXl5bCsuJtzXl9+1aeNqcyoZP358g28EM2N7g3l1X4xLQoy4gpKSEnbv3u1qM+pMxYiTn58fLVq0wGq1snDhQt5//31KS0u9OgNEcXExO3fuZNeuXYgIQUFBTJgwgYkTJ9K5c2dXm1cvtm/f3qDBKUtKSigoKCCyhlAL3obWbR7dVUfhHm/XjhAT5D6uwIztDebVXR2mGYlr3rw5sbGxWCwWj9+pGBYWxrBhwxg8eDBpaWkEBQWxbds2du/eTZcuXejatSsSf/M8AAARdElEQVSRkZEe20NRRlosPz8/li5dyokTJ+jcuXNliBBPHnWrytatW/nPf/7DhAkTWLZsWYPcw6y9Va3bPLpLbDaCyssJ9/XlITcahXMGZmxvMK/u6jCNE3f06NHK4Is2m42SkpLLpkLJzs52q3l2R9lTk+7a2jR37tx6X8eRXO5zcqRuR9hzMcuWLePw4cMOv39paSn5+fmmi4+ndZtLt8+5c7xgtXJNv340MVEQb7O2t1l1Xw7TfONzcnIqj3fv3k2LFi2Iioqq9ty+ffuyfft2Z5lWI46yJyUlhcjIyMvqdoVNjuRyNjlStyPscRbeED+pLmjd5tTdPCDA1aY4FbO3t9l0Xw7TrImroLS0lLy8PLcJ1+EsSktLOXv2rNZtErRurdsM/HH/fjbq33PTYFbdV8I0I3EVZGRkmNKLT09P17pNhNatdXs7m86e5e9ZWTT18eF+q5XGJppKNev/MbPqvhKmGokrKysjNze3xmm1KVOmOMmiq6O+9pSVlZGXl+fQ6UR3+4zgUpsaQnd97HEWrtbtKrRuc+mecegQAI+2bWsqB+5q/495G2bVXRPijaEp+vbtq6pbi5SamkpYWBhtTLaDSevWus2A1m0e3f/Jz+fGnTtp4uPDkRtuIMzDIw7UBjO2N3i/bhH5USnVt7b1TDMSV1ZWRk5ODq1rmY7F09G6tW4zoHWbS/cMIy7c/0RHm8qBM2t7m1X31WAaJ+7AgQPExMSYbi5d69a6zYDWbR7dPxQUsDY/nxARft+2ravNcSpmbG8wr+6rwRROXHl5OdnZ2Vcchp0xYwZt2rShd+/e9O7dm9WrV1e+9/LLLxMTE0PXrl3517/+5QyTAXj88cfp1q0bvXr1YtSoUZw9exaAw4cPExwcXGnr1KlTq61/Nbrrwpo1a+jatSsxMTHMmjXLode+Go4ePcott9xCXFwc11xzDXPmzAH+24bXXnstSUlJpKSkONWuDh060LNnT3r37k3fvvZR8dzcXIYOHUpsbCxDhw4lLy+vwe7fUO3t7mjd5tL9shFT8eHoaJqbaBTOrO1tVt1XiynWxO3du5emTZvS9gq9thkzZtC4cWMee+yxC8p/+ukn7rnnHrZu3cqJEycYMmQIaWlp+DohtcvXX3/N4MGD8fPz48knnwTglVde4fDhw4wYMYLU1NQr1r8a3bXFarXSpUsX1q5dS3R0NImJiXz44Yd0797dYfeoiaysLLKysujTpw+FhYUkJCTwxRdfsHz5cho3bszw4cMdrvtq6NChA9u3byciIqKy7IknniA8PJynnnqKWbNmkZeXxyuvvNIg92+I9vYEtG5z6d64Zw8fW6280L07ESaKDWfW9jaLbr0m7jLU14tPTk5m7NixBAYG0rFjR2JiYti6dauDraye2267DT9j11W/fv04duzYVddtqN7L1q1biYmJoVOnTgQEBDB27FiSk5Mdeo+aiIqKok+fPgA0adKEuLg4jh8/DsD58+fdqteWnJzMxIkTAZg4cSJffPFFg9zHrL1Vrdt8um1nzvB6r16mcuDM3N5m1F0bvN6JO3DgAJ06dcLHp2apc+fOpVevXkyaNKly2uv48eMX9ACio6MrHQZnsnjxYoYPH175+tChQ8THxzNw4EA2bdp0yfm10V0b3OXzqODw4cPs3LmT66+/HoDXX3+dadOm8cADDzTo1GV1iAi33XYbCQkJLFy4EIBTp05VbomPiori9OnTDXLvhmpvd0frNo/u7HPn2JeRYTrdYM72BvPqrg1e/cmcO3eO06dPEx0dDcCQIUPo0aPHJY/k5GSmTZvGgQMH2LVrF1FRUfzxj38E7MnYL8aRiyuvZFMFL730En5+fowfPx6wOwOZmZns3LmTv//974wbN46CgoLL6nYkDf151IaioiJGjx7NP/7xD5o2bcrkyZN577332LNnzwVt6Cy+//57duzYwVdffcUbb7zBxo0bnXLfhmxvd0brNpfuB/ft4/bsbI42bepqU5yKWdvbrLpri1dHSDxw4AAdO3as9OK/+eabq6r34IMPMmLECMA+0nT06NHK944dO+bQbc412bRkyRJWrlzJunXrKp2lwMBAAgMDAUhISKBz586kpaVVLqa/WLcjaejP42qxWCyMHj2a8ePHc9dddwF2py4mJgY/P78L2tBZVHwOkZGRjBo1iq1bt9KyZUuysrKIiooiKyuLyMhIh9+3IdvbndG6zaN7d1ERybm5BIrQOTjY1eY4FTO2N5hXd23x2k/HYrFw8uTJq14MmZWVVXn8+eef06NHDwBGjhzJRx99RHl5OYcOHSI9PZ3rrruuQWy+mDVr1vDKK6/w5Zdf0qhRo8ry7OxsrFYrAAcPHiQ9PZ1OnToBtdddWxITE0lPT+fQoUOcO3eOjz76iJEjRzbIvS6HUorJkycTFxfHH/7wB8Cue+/evZW6q7ahMyguLqawsLDy+Ouvv6ZHjx6MHDmSJUuWAHaHPCkpyaH3bej2dle0bnPpfsHIzvDb1q1pZXRgzYBZ29usuuuC147E1daLf+KJJ9i1axciQocOHViwYAEA11xzDWPGjKF79+74+fnxxhtvOGVnKsD06dMpLy9n6NChgH1zw/z589m4cSPPPfccfn5++Pr6Mn/+fMLDw4GG7734+fkxd+5chg0bhtVqZdKkSVxzzTUNcq/L8f3337N06dLKcB4A06ZNY82aNbzwwguXtKEzOHXqFKNGjQLsmyvGjRvH7bffTmJiImPGjGHRokW0a9eOFStWOPS+Zu2tat3m0Z1aVMRnZ84QADzZrp2rzXEqZmxvMK/uutBgIUZEZDEwAjitlOphlIUDHwMdgMPAGKVUntjnCecAdwAlwH1KqR1GnYnAn4zLvqiUWlLTvRMSEtTs2bMZOHCgqb4EFouF7777Tus2CVq31m0GxqSmsiInh4dat2Zuly6uNsdpmLW9zarbHUOMvAvcflHZU8A6pVQssM54DTAciDUeU4B5UOn0PQ9cD1wHPC8iYTXduLy8nA4dOpjqCwD2qVWt2zxo3Vq3t/NTcTGf5OQQADxlslE4M7Y3mFd3XWmwT0kptRHIvag4CagYSVsC/LJK+XvKzhagmYhEAcOAtUqpXKVUHrCWSx3DS7BYLLQz2R+8xWLhxIkTWrdJ0Lq1bjNwvKSElkoxKSqK6KAgV5vjNMza3mbWXVecvSaupVIqC0AplSUiFVv12gBHq5x3zCi7XPkliMgU7KN4AOV+fn5XTmfgnUQAOa42wgVo3eZC6zYXEfMhZ76rrXA+pm1vzKm7a10qucvGhuoCjakrlF9aqNRCYCGAiGyvy9yyp6N1mwut21xo3eZC6zYXIrK95rMuxdmTzqeMaVKM54rw9ceAqnuJo4ETVyjXaDQajUajMTXOduK+BCYaxxOB5CrlE8ROPyDfmHb9F3CbiIQZGxpuM8o0Go1Go9FoTE2DTaeKyIfAICBCRI5h32U6C1guIpOBTOBu4/TV2MOLZGAPMXI/gFIqV0T+DGwzzpuplLp4s0R1LHSUDg9D6zYXWre50LrNhdZtLuqku8HixGk0Go1Go9FoGg4diEWj0Wg0Go3GA9FOnEaj0Wg0Go0H4nVOnIg8LCL7RWSviPy1SvnTIpJhvDfMlTY6GhGZISLHRWSX8bijynteq7sCEXlMRJSIRBivRUReM3TvFpE+rrbRkYjInw1du0TkaxFpbZR7u+6/icg+Q9vnItKsynte+z0XkbuN3zObiPS96D2v1Q0gIrcb2jJE5Kmaa3gmIrJYRE6LSGqVsnARWSsi6cZzjdmKPA0RaSsi60XkZ+M7/ohR7tXaRSRIRLaKSIqh+wWjvKOI/GDo/lhEAmq8mFLKax7ALcA3QKDxOtJ47g6kAIFAR+AA4Otqex2oewbwWDXlXq3b0NgW+47lI0CEUXYH8BX2OIP9gB9cbaeDNTetcvw/wHyT6L4N8DOOXwFeMY69+nsOxGEPBLoB6Ful3Nt1+xqaOgEBhtburrargbTeDPQBUquU/RV4yjh+quL77k0PIAroYxw3AdKM77VXazd+oxsbx/7AD8Zv9nJgrFE+H5hW07W8bSRuGjBLKVUOoJSqiEOXBHyklCpXSh3Cvgv2OhfZ6EzMoPv/gCe4MAj05dK4eQVKqYIqL0P4r3Zv1/21Uuq88XIL9riR4OXfc6XUz0qp/dW85dW6sWvJUEodVEqdAz7CrtnrULVLU+k1KKWylFI7jONC4GfsWZm8WrvxG11kvPQ3HgoYDHxilF+Vbm9z4roAA4zhyG9FJNEov+r0XR7MdGOaaXGVoWev1i0iI4HjSqmUi97yat0AIvKSiBwFxgPPGcVer7sKk7CPOoK5dFfF23V7u76auCBNJRBZw/kejYh0AOKxj0p5vXYR8RWRXdiTHqzFPup8tkpH9aq+7+6SduuqEZFvgFbVvPUsdj1h2IclE7HHpOtELdJ3uSs16J4H/Bm7pj8Dr2L/J+ftup/BPsV2SbVqyrxGt1IqWSn1LPCsiDwNTMceh9HrdRvnPAucB96vqFbN+V6nu7pq1ZR5lO4a8HZ9GgMRaQx8CjyqlCoQqa7pvQullBXobazt/Rz7solLTqvpOh7nxCmlhlzuPRGZBnym7BPKW0XEhj2Zrsen77qS7qqIyFvASuOl1+oWkZ7Y1wGlGH/w0cAOEbkOL9ZdDR8Aq7A7cV6vW0QmAiOAW42/czCB7svg8bprwNv11cQpEYlSSmXJhWkqvQoR8cfuwL2vlPrMKDaFdgCl1FkR2YB98KmZiPgZo3FX9X33tunUL7DPKSMiXbAvhs3BntZrrIgEikhHIBbY6jIrHcxF655GARU7nLxWt1Jqj1IqUinVQSnVAfsPfh+l1Ekun8bNKxCR2CovRwL7jGNv13078CQwUilVUuUtr/2e14C3694GxBo79gKAsdg1m4XLpan0GsTeA18E/KyU+nuVt7xau4i0qNhdLyLBwBDs6wHXA78yTrsq3R43ElcDi4HFxjbtc8BEo7e+V0SWAz9hn4Z5yBjK9Bb+KiK9sQ+9HgZ+C6CU8nbdl6PaNG5exCwR6QrYsO/KnWqUe7vuudh3Yq41Rl+3KKWmevv3XERGAa8DLYBVIrJLKTXM23Urpc6LyHTsu899gcVKqb0uNqtBkNqlqfQmbgTuBfYY68PAvkzG27VHAUtExBf7YNpypdRKEfkJ+EhEXgR2Yndwr4hOu6XRaDQajUbjgXjbdKpGo9FoNBqNKdBOnEaj0Wg0Go0Hop04jUaj0Wg0Gg9EO3EajUaj0Wg0Hoh24jQajUaj0Wg8EO3EaTQajYGIzBCRx+pYt4uIrBaRDBH5WUSWi0hLR9uo0Wg0FXhbnDiNRqNxOiIShD1zxh+UUv80ym7BHtvtlCtt02g03oseidNoNKZGRJ4Vkf1G/tKuRllnEVkjIj+KyCYR6ValfIuIbBORmSJSZFxmHLC5woEDUEqtV0qlXnJDjUajcRDaidNoNKZFRBKwp3OKB+4CEo23FgIPK6USgMeAN43yOcAcpVQiF+Y17AH86BSjNRqNxkBPp2o0GjMzAPi8IheriHwJBAH9gRVGei+wp/sCuAH4pXH8ATDbeaZqNBrNhWgnTqPRmJ2Lcw/6AGeVUr1rcY29wEDHmaTRaDQ1o6dTNRqNmdkIjBKRYBFpAvwCKAEOicjdAGLnWuP8LcBo43hslet8APQXkTsrCkTkdhHp2eAKNBqNadFOnEajMS1KqR3Ax8Au4FNgk/HWeGCyiKRgH2VLMsofBf4gIluBKCDfuE4pMAJ4WETSReQn4D7gtJOkaDQaEyJKXTyToNFoNJrqEJFGQKlSSonIWOAepVRSTfU0Go2mIdBr4jQajebqSQDmin3Hw1lgkovt0Wg0JkaPxGk0Go1Go9F4IHpNnEaj0Wg0Go0Hop04jUaj0Wg0Gg9EO3EajUaj0Wg0Hoh24jQajUaj0Wg8EO3EaTQajUaj0Xgg/w8q44OePPGpEQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from awips.dataaccess import DataAccessLayer\n", "import matplotlib.tri as mtri\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n", "import numpy as np\n", "import math\n", "from metpy.calc import wind_speed, wind_components, lcl, dry_lapse, parcel_profile\n", "from metpy.plots import SkewT, Hodograph\n", "from metpy.units import units, concatenate\n", "\n", "# Set host\n", "DataAccessLayer.changeEDEXHost(\"edex-cloud.unidata.ucar.edu\")\n", "request = DataAccessLayer.newDataRequest()\n", "\n", "# Set data type\n", "request.setDatatype(\"bufrua\")\n", "availableLocs = DataAccessLayer.getAvailableLocationNames(request)\n", "availableLocs.sort()\n", " \n", "MAN_PARAMS = set(['prMan', 'htMan', 'tpMan', 'tdMan', 'wdMan', 'wsMan'])\n", "SIGT_PARAMS = set(['prSigT', 'tpSigT', 'tdSigT'])\n", "request.setParameters(\"wmoStaNum\", \"validTime\", \"rptType\", \"staElev\", \"numMand\",\n", " \"numSigT\", \"numSigW\", \"numTrop\", \"numMwnd\", \"staName\")\n", "request.getParameters().extend(MAN_PARAMS)\n", "request.getParameters().extend(SIGT_PARAMS)\n", "locations = DataAccessLayer.getAvailableLocationNames(request)\n", "locations.sort()\n", "\n", "# Set station ID (not name)\n", "request.setLocationNames(\"72562\") #KLBF\n", "\n", "# Get all times\n", "datatimes = DataAccessLayer.getAvailableTimes(request)\n", "\n", "# Get most recent record\n", "response = DataAccessLayer.getGeometryData(request,times=datatimes[-1].validPeriod)\n", "\n", "# Initialize data arrays\n", "tdMan,tpMan,prMan,wdMan,wsMan = np.array([]),np.array([]),np.array([]),np.array([]),np.array([])\n", "prSig,tpSig,tdSig = np.array([]),np.array([]),np.array([])\n", "manGeos = []\n", "sigtGeos = []\n", "\n", "# Build arrays\n", "for ob in response:\n", " parm_array = ob.getParameters()\n", " if set(parm_array) & MAN_PARAMS:\n", " manGeos.append(ob)\n", " prMan = np.append(prMan,ob.getNumber(\"prMan\"))\n", " tpMan = np.append(tpMan,ob.getNumber(\"tpMan\"))\n", " tdMan = np.append(tdMan,ob.getNumber(\"tdMan\"))\n", " wdMan = np.append(wdMan,ob.getNumber(\"wdMan\"))\n", " wsMan = np.append(wsMan,ob.getNumber(\"wsMan\"))\n", " continue\n", " if set(parm_array) & SIGT_PARAMS:\n", " sigtGeos.append(ob)\n", " prSig = np.append(prSig,ob.getNumber(\"prSigT\"))\n", " tpSig = np.append(tpSig,ob.getNumber(\"tpSigT\"))\n", " tdSig = np.append(tdSig,ob.getNumber(\"tdSigT\"))\n", " continue\n", "\n", "# Sort mandatory levels (but not sigT levels) because of the 1000.MB interpolation inclusion\n", "ps = prMan.argsort()[::-1]\n", "wpres = prMan[ps]\n", "direc = wdMan[ps]\n", "spd = wsMan[ps]\n", "tman = tpMan[ps]\n", "dman = tdMan[ps]\n", "\n", "# Flag missing data\n", "prSig[prSig <= -9999] = np.nan\n", "tpSig[tpSig <= -9999] = np.nan\n", "tdSig[tdSig <= -9999] = np.nan\n", "wpres[wpres <= -9999] = np.nan\n", "tman[tman <= -9999] = np.nan\n", "dman[dman <= -9999] = np.nan\n", "direc[direc <= -9999] = np.nan\n", "spd[spd <= -9999] = np.nan\n", "\n", "# assign units\n", "p = (prSig/100) * units.mbar\n", "T = (tpSig-273.15) * units.degC\n", "Td = (tdSig-273.15) * units.degC\n", "wpres = (wpres/100) * units.mbar\n", "tman = tman * units.degC\n", "dman = dman * units.degC\n", "u,v = wind_components(spd, np.deg2rad(direc))\n", "\n", "# Create SkewT/LogP\n", "plt.rcParams['figure.figsize'] = (10, 12)\n", "skew = SkewT()\n", "skew.plot(p, T, 'r', linewidth=2)\n", "skew.plot(p, Td, 'g', linewidth=2)\n", "skew.plot_barbs(wpres, u, v)\n", "skew.ax.set_ylim(1000, 100)\n", "skew.ax.set_xlim(-60, 30)\n", "\n", "title_string = \" T(F) Td \" \n", "title_string += \" \" + str(ob.getString(\"staName\"))\n", "title_string += \" \" + str(ob.getDataTime().getRefTime())\n", "title_string += \" (\" + str(ob.getNumber(\"staElev\")) + \"m elev)\"\n", "title_string += \"\\n\" + str(round(T[0].to('degF').item(),1))\n", "title_string += \" \" + str(round(Td[0].to('degF').item(),1))\n", "plt.title(title_string, loc='left')\n", "\n", "# Calculate LCL height and plot as black dot\n", "lcl_pressure, lcl_temperature = lcl(p[0], T[0], Td[0])\n", "skew.plot(lcl_pressure, lcl_temperature, 'ko', markerfacecolor='black')\n", "\n", "# Calculate full parcel profile and add to plot as black line\n", "prof = parcel_profile(p, T[0], Td[0]).to('degC')\n", "skew.plot(p, prof, 'k', linewidth=2)\n", "\n", "# An example of a slanted line at constant T -- in this case the 0 isotherm\n", "l = skew.ax.axvline(0, color='c', linestyle='--', linewidth=2)\n", "\n", "# Draw hodograph\n", "ax_hod = inset_axes(skew.ax, '30%', '30%', loc=3)\n", "h = Hodograph(ax_hod, component_range=max(wsMan))\n", "h.add_grid(increment=20)\n", "h.plot_colormapped(u, v, spd)\n", "\n", "# Show the plot\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 1 }