{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Ridge Detection" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Added new repo: scijava.public\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "method": "display_data" }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b331893d-f18f-4d85-9aaf-e817b8981338", "version_major": 2, "version_minor": 0 }, "method": "display_data" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "net.imagej.ImageJ@3baf5137" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "//load ImageJ\n", "%classpath config resolver scijava.public https://maven.scijava.org/content/groups/public\n", "%classpath add mvn net.imagej imagej 2.0.0-rc-67\n", "\n", "//create ImageJ object\n", "ij = new net.imagej.ImageJ()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook contains tutorials on both `segment.detectRidges()` and `segment.detectJunctions()`, two closely related `Op`s. Note that this `Op` is separater from Thorsten Wagner's [Ridge Detection Plugin](https://imagej.net/Ridge_Detection)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Available operations:\n", "\t(List out) =\n", "\tnet.imagej.ops.segment.detectRidges.DefaultDetectRidges(\n", "\t\tRandomAccessibleInterval in,\n", "\t\tdouble width,\n", "\t\tdouble lowerThreshold,\n", "\t\tdouble higherThreshold,\n", "\t\tint ridgeLengthMin)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ij.op().help('detectRidges')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Available operations:\n", "\t(List out) =\n", "\tnet.imagej.ops.segment.detectJunctions.DefaultDetectJunctions(\n", "\t\tList in,\n", "\t\tdouble threshold?)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ij.op().help('detectJunctions')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we have an image of a line graph ([Source](http://imagej.net/images/LineGraph.jpg)). We will invert the image for use later on." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[INFO] Populating metadata\n", "[INFO] Populating metadata\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAAFkCAYAAABfHiNRAACAAElEQVR42uy9B7QkZbX+LZKDCFfFhKAElTAgSBCGMCBBECTnJIIMkgeUjKLCIEGGLEFQMkjOSBAVEBEYySKmi3jv9eacQ33r9/7X099z3lPdXd2nurqq+91r1Tp9OlTc797Pzm/JEiVKlChRokRjR//7v/+b/d///V/2P//zP2F7S7oliRIlSpQoUQIECRAkSpQoUaJECRAkQJAoUaJEiRIlQJAAQaJEiRIlSpQAQQIEiRIlSpQoUQIECRAkSpQoUaJECRAkQJAoUaJEiRIlQJAAQaISCGaayjbs46et3ttUn3/T+bvp67uX+8P/KCgpJzb+l9Lqdp58/7//+7/Dpt/WQeF22qbyXLjGBAgSJUCQAEECBIk/G3H/u5Er/1ih8/c//uM/sv/8z/8M23/9139NUPauUAUmHED4+TvYYB/si23QCr3ofdb+4nvR7nqShyBRAgQJECRAkPhzpABBEcAwSIVYV5nqoMOBUtlejwQIEiVAkLYEGBKV4vKe6lbG+ve/owYIOr2XAEGiBAgSIEhbAgQjQ7J8PVSQl0MQW8zaFEaI8wxkVcf7a7fPdltRV3+7Le/4vrkM6yekkQBBogQIEiAYm22qArvp/D2uMqWXGH0/n43CPUpJhYkSIEiAYKy2bhZWbGF2szh73brtf9DHH/ZWtYdHVr8SCdsBBbew8/bx7//+79m//Mu/tCxtT0b0Y0/1+qf6+zhhMvZ0/OM//mP2b//2b+GzWJHH7yVAkCgBgqQ0xxoQSOC328hSn8rWbf+DPv6wt3/9138d6IbS/ud//ueg+P7u7/4u++u//uvsj3/8Y/bnf/7n2Z/92Z9lf/u3fxu2v/mbvwmf/dVf/VX2l3/5l+E7bH/xF38R/ud9Nv5/4403sl/96lfZL37xi7AfNt7n+/ou+2L70z/9047b73//+45bt9//4Q9/6LixD/5yrZwj58a1cs3cDz7jPAEFcdVEAgRDIJAmN15/hVp52D/5yU+6MgRM+ctf/jL79a9/nf32t78N78Gw2vj/tddey1588cXslVdeCd8RQ7/00kvZz372s+zll1/OfvOb32Svv/569vzzz2dPP/102J577rlwDuz/oYceCszEcdgfv3vzzTfDPvgdx2EfHINjcV6/+93vwnd5/eqrr4bP2HjNe3w2d+7ccHz2q0Wg/XAu7Itz4f+nnnoqu/POO8Mx+Z32zfeeffbZ8B7f//nPf579+Mc/zh544IHsiSeeyJ588snwW86Za9J+2c8Pf/jD7Ec/+lH2+OOPh2vlWNoX++E+ff/73w8L/ac//Wl2yy23hM9vvPHG8Fs29s97L7zwQtgvv+V4nAP37Qc/+EF4zff03l133RX2xWePPvpoeI/zvfvuu7Pbb789+973vhe2m2++OWx896abbsruv//+7Bvf+Eb2ne98J/w97LDDsssvvzx89+qrr86uvfbasF111VXZddddl33rW9/KLrzwwmzOnDnZN7/5zey8884L7333u9/NbrjhhuyOO+4I++Y1v2e/fMY+rr/++uyKK67ouHH8z3/+89luu+2Wff3rX88uuOCC7PDDD8+OPPLI7Itf/GJ25plnZueee252/vnnh3M4++yzw3mfc8454b2TTz45O/7447NZs2aFfbHxmvf4bObMmR23z372s9mJJ56Y7bLLLuF/fvuFL3whHItndNlll4XrPumkk8K+DzrooOzQQw/NvvSlL2WnnHJK+G6njWvrtB144IHZHnvskR199NGt+7DffvuF8/nc5z4Xtv333z+cJ++z8Zr3+Kzb9XXbdtxxx9Zrrm+vvfYK53PEEUdk22yzTeu+7LDDDtlRRx0VXnOe2223XbgP++yzT8dN59xu23PPPTtu3PePf/zj4VibbbZZ6x7xmvPhfe4z58W95L7su+++2d577x2uhXM49thjs9NOOy38PeCAA8Ln+g7Xz2v4DX5h4zXv8Rm8we++8pWvhP0tt9xy4b7zevr06eGY/M95cR4cb9tttw2/5Vy4j8ccc0zYD9cCTx988MHhHm+//fatZ6nfw/vwIPzFcU844YTAG2eccUY41pe//OWwzwUXXDBbd911w774HfeB9/ktx+C3xx13XFgHnTatG37D+mNtnXrqqeF6OSbH47w5f17zHmvwrLPOymbPnh2ew8Ybb5z90z/9U9A7yiuQTkqAYMjEDUQpbrnlltlHPvKR7B3veEfH7d3vfnf23ve+N1t66aWzZZZZJvvgBz+YfehDH5rwl8/f+c53hu/yHd7n++9617vCPt7//vdnyy+/fHj/Pe95T7bkkkuGjc8XX3zxbIkllsiWXXbZbO211w6fL7bYYtlb3vKW8HrFFVfMVl111WyNNdbIVltttXDOK6ywQrbSSitlH/vYx4JQ+vSnP51ttdVW2ac+9amw8Zr3+GyTTTYJ77G4dt9995ZA23XXXbOddtopLFbuBdfBMVlELB4WPAuRxXbIIYeE1yxmhBDCj/0iiHjN4t55553DPjkG30GY8H0EDAsVRcHiZF8sMBYngoXj810EFsdceeWVw3lwrQg2CQEWJAuPRYei4TXCgH1xjvx/+umnB0WIsmJDUaKs2HjNeyhJlOpFF10UFDnvsz8WNH8vvvjiIKAQRJzHBhtsEI4hIYACZh9sAAUUO4r+yiuvzL797W8HoMB7AAjAAMAEAALoAADwGUACZcp7/O20IdTnn3/+cG/ZN8fkfUAHIOO+++4LgOqRRx4JoAdAc++99wbw8/DDDwdAxPt8DzDExmsBqW4b+wJocf/hZZ4zAAdwBsADMPIagPbYY4+F8+AvQBHwB8jrtPHdThtAkv0888wzAexx/vDY6quvHu4fx+U8OEeOKYDKewKpU9k4BwAt90z75T3OA75cZJFFwnPgPYAqx+eeAMIBr4DzThuAuNMGKO+0AeBZJ8gelDpgHEsaw0TWK4YFRgoGBMYA+8XIwBDhPPk+Cou/GA58zl++I2MEwP73f//3YeM17/EZljD/833AIfKJNcS1YzXzGZYzVjLf5Xy4PxyDz2RZ63M2DCO8Am6J8788BP5drHB+j4Ll+v7hH/4hPHeU8NZbbz3BwyDrnd/wPbwauqZ2G8dmv/zlN9wneTJ0rrzWtbJPPCZ8j98LGPE5xqg8BWVVGyRA0CPh1oKRuHG4tyAYAoXNg+rmEhIjOjNpgyFgEjEw3+N9mILvwihsvCcmgZlhDr7P7zbaaKOgsLGs1cQD5mYfPGj2DxPJfSlG41oUu+Ivn4E42bQfPuP3HJv38piQz2F4LNtVVlklCAjdI36jeJ5chHJDch0IHC0sNs6NY3Fu+r4vXM5b3+e7uhaI73AcFNqHP/zhIITlhtQ18DnX5PFh7iMLke+xP+6Vx/Q4B73XbhFybL7HPrjn7AfvBcINQc/nHI/vaB9Fuq/lJUb1GmpB2b7tbW/Lbr311vA/PBNbGnnZ2TpP8Qb3QM+E1+KRomVlKML55psvgCV+q2PlJRCWGVKSR0/7g7cAu4Bm1lFVJAtP1wSvAO4WXXTRSfdf94c1UkXS4j333BPAK4rQy/jg226kcy2DAAgYNQC3TlSGqzz2Auve675jfGCYTPUet/t9UYWOR2HTTTcNAIg1y9or8x4kQDAFhkFJK6EFyxy30VSyYHuJkccPUQy1+eabB6scpRYvGoGDWODAWPq9Slwk+B0MaB/x5uBB9wZLFo+EGFbgSb+JGbgsYaZFLMYmdLHhhhsGS6YfFN2tfWqegpZy5S8KUyABrwzWjD8T7V/gSPda9zt+HnHM0BOkimxYd5/4xCeCtQ7xPwS/lCnM25H4AEAGf+BV4fqLKJsySNfoJVx4hrbYYosJ9zbukqfnPNU6ey8ti/kFaxyvCQTw13cEHory/1SS2iBA/FprrdWKVWvdFAEf4l3xq69z3QMpMniATQYKnwHo+S37ByRhZOH54H94VOBTQF4GhRso/GUfyCJ937v8xeV8LuvEm7zv9x3P1m233ZYr+3xzOZi35d07l6suc5xH9B5yFQ8s3hx/3nHCZQIEFXsJYgJR4wIukqWc11c7dvsURZJ6eHqQCBXcwBCLgUUlq1x5D77A84ReGQIXtzb3RIAA4aLPeY9NFroWJfc1Xmg6b/2mW5axvCAQwgWvALFzFJGUke6jjutKtR8Q164sSseQkCEkQx6EFm8VdcV5hOta9yi2stq1fNX77bqj6bNuCkfPgGsnLIYnyfljKt6PIgpb68IFLu5wrOF4Pw4Ai+6/2yYe1jqRQuNcCBEQ+pPnRsd1vh00waesG8JGek79AOmpdtFjjeAx1JqZitHQ7+9cyQIO8uR+1fTggw9m66+/fvA4xvc7lR0OgVgseAZipsH9Sfy4W5axrGO3ND1DuptA7sb07IN4mx5qr4kmMXKOFWbsMWjn6iYOivtTi6gMZi26yBFq/R4zr7ysnUJoZy1xz/kcMCLCxUdeBcJNloILGO0jDtHI0hEoyvPQ9LIJCCDgdB6yhIrcr7xyLbe4ihLu+XnnnTckWXUDWmXXj+u5yErt1W1b1jn4dcELhHEWWGCBScaHngv3bKpVDkUa4+StM4Xx4v3FZZXiETc+BOzjkj+vHJHMcQKoEbv3kIF/x4/p4ZXYC6pj5BkAsafPf+dgLTag3Hvnsr0bIPTSR3kvXHbHhpmOofMk34YQKPkn8f0ow8OXAMEUiUXKQll44YWD63FQSq4oxYtKixzBF1uF/e6/kzcBhsLaw71GkiD5BFJEit0r7izlJyAkpvYtVmjdrEY+I/dCCTdeCcJidGXrAqHIQslTeHm/lWfAlQ35I2Q24wrOe1Z5ddaDIB3DlZ8fV2EO5W4IwPKs/HqmKnRwA5NISuKl+FPgtZNbuozWt8oz8ZwTB5JxmGgQoCS2+tk/CZSEc+AVKZxewgVlEGtUfC4lWsbz7pYro3uuxDw9J7LrySXIs9A7dSNs18K4W04KPBAbAJ34r9f8Dd9fDMKK7Ae5+tGPfjR4+WI+KsODkQBBjyTk61YGRKY+1k4RgdVpQXQLJUjZeF10XIcNESqAFJtttzDaMWs7l2kny9ERKveF7PvYzZ9nkfdimcXjTNsJGJ0L33WPTidl7x6RXs7Jn12s5J1HyILHDarfuPdG1xO3Ko29MJ3uV5E6/RgoygMh3vbP2/HHVGLsTiq9dX6VJTmornKKL8eALuaROKmxbO+EAwPnEwFGCXd9FiuqTrxYRi8QKRoUcTugGnuIJH/ixjkC/0VDQi5HyP1pp6zjdr6xQsybENhp7XqOh69hHZNnF4OBfvjP9+3Xqnvn5+CeB4iSZ0AjFR0CcB7WSIBgCMSNd2SGRUoZHCVssnTKdpEnKk8hyFXui47kOiwSVXzkCfCqrbVEzSOVgUk+xMlqsVXnlQ3kDbjyjcG0hw8cwIlfy862T1Q9yQvajvAiUb1FmaZ7ZB3kJ0BQIam9pCdhoSgIFyhBKs/6lKs60fAFNg1B6GlAnwLKiUgGpe8AvQFo3vLVr341JGfq+0LnZTT+SDRe4FOlvfLWqVZesWP+qvbclQLfUY29auUFGAjDkZOS5zlLNDqk3AsApMp88apRVg4P6HnLS5IaEw1pkYvcJUUXKQCBavpj957qzhMNl1hINHR661vfGmLYNOgBFODhoaERMW2qNIhbSjgnIJCoV9B56aWXhoZHlAFTN85rGnfRmGrGjBnB7UuYkdfwI/k2dM+EaAhEx0IadPEZiXX8hV8pB6TZFo22KNmkr0Wi0SGFQdqFhyh/pEEc/VKkTzxclwDBEFw6jsr1ELAw6ZrnpOY0ZSVjJSoHENCFDSGN9QWAw4JTKIHXHpeTFZcm1SUqSuQj0DWTPgtU2tAIaqmllgpVFWyU477vfe/L5plnnlB6yf9kjtNFEd6jgRXvaaMzKX/pPsrv+KvOpCSY0cESGaMmU4lGh5BJ9FKhagvPJl1h6aqJXpGHgGef+hDUBBCIaJkL6gcY8PBw7aj8RUk1Ka9g+MRCQjh/5jOfyc24FwiI8ww0eCVRom4WHuueOn7mTNCPg2YyeA/xBsB7KHhKDGlHTRnZNddcE1oZqwMqgJX247Qwp30vCp/vMoeDTpO0iaatNR4GgAKNaqrsspioWnlFl1U6FBLOpKsm4FFdKyWbymoqlgBBjxR33lKmLMiNJhokfFBtIPefCGWS13wlUbWEBUZXSZV3CQAgyP35eIMj5Y0kL0GibiTBjKfJDQA8U8gIPAQMylH7ar6nGLAAwbRp0wJwYI6JlwGKVJbHLA2G/+CJoIIlUfNJvUZigk+oUGLGCWEnkgpjENCtoisBggFQu9aThAuIQbOA5WJW3kCKQdeHcKtioRGzpbmHQjpsvHbB6lndCQwk6lfAS4mTr4Kr/+1vf3tHfmIAFx4CFL0aGHkDKYUgGdDEsDKGVdEULYUMRkvP5JXqEuYkL4VyXX0mGZUAwRAflr8G4ZOZzhS8dlRWk49EUyO8ALhkcbUy4ZHe8bym0yTxXGKyNP+IgUAKFyQqKlBVqgrvePUAEy/JJ4DnNChLBoWUPQYF7mFNJyUU4PLGFQRhCb5H6IDQQwKto0XwRRxupvrJvZsYn3iWyuTfBAimcPNEAAKygxPVmyjhwkoDADDCme6BjOLFw8P4WeaiM4lPhNfA2y+7Oy+eeKga9EFPo0vUDGPBPYMkGjIt70/+5E9CoqH3t1BIQCXKAAeND5ciiBuhQfAsoQUUBN6CBFpHnwgVrLfeei1A0I73EiBIgCBRQcJCI1P74YcfDrFc3Ll4DvDgKLabN8XQW+vmdXXMW6D9tNZNNHqAAGC5//77dwUE8BG5BngHUPaXXHJJmEz5wAMPhL8Mtbn55puzAw44IHi0CBfQ3jclLI8HkYsiD0GejEqAIAGCRD0QSp9yL5Kx1EY4XkwqF/X2vt6gyFsBawCKtxyNXbw+MCnR6AMCH1QlIu5/xBFHdAUEEMCBIUd4suBV8l3oQ8D/Sy+9dMgvwHtAcuKaa67ZqjCI2yInGj0id4Dx9nRWHYSBkQBBAgRjRQhmLKu11167ldWtPva4XD3XwwW73vM8EPUe78YjAgOpU+V4yQUHBDx/OmJ2AwTwJ4BAfQfWWGONULVEXwPCW/ylidb06dPDvvAQ0KDIh0MlGl2inB3Z9cYbbwzEK5QAQQIEY0UITRq60OBFg3XaNY5SmEC15XHFSDxcpZ216F6CRKNPUvAeYoLOP//8roCA0BUzUUg+JOmVfJaYx/germNyYAAOeBAYq51o9IkOqnSrJJdgEB7HBAgSIBg7QAAYQJCqxNCbfEiA4y0gnyAvIRAA4YOONB7YQUBKKhxfkgJXnbjkBA2IioQMqBigEgZQIA+Upt6R7yI+oj0yvU+WX3750Kwo0ejTa6+9FsJEGDODqFpLgCABgrEjLDVqvckhgPm9TCzv2aLsAQdxeU+M0Ckxkzeh17HOiUaHFBryEdwQXQuLAgLyBAAEfE+epXgWCt0K2R/5BnRCTGXNo0/0IQAEMhY6AYIECBJNkdS8BeGKIGZRSdBifckSE0BgeMxhhx0WWh0T20VYk3NAItd3v/vdkPGNtwDEToxYUy19zkWi8QYEEty0Jy5SdkjL40UWWSTkEDD3Xp87AMVLhVeA/VGRcM4556QbPwb06quvhlkGAIJB5CQlQDAF8pgwo3MTIBgdYa6JlYwaZQLiz372s9BXnnayzz33XAAW9Jcnnsf7q666ajZz5szQ58AFtzwGiZpB/qw61fXLW6T8EzxI+r2qTxwUQPALlQHksAAiFWYSINWUOyz/D3zgAyGspc88eZXfchwAAVUHfE+AQF4upuGJdG5cj8JhAqucn1ohexgsUT2JckNyRhh/nZIKawwI8BCcfvrp6aY0nHx+wfXXXx+stDvvvDPkGbz88sshq/vss88O3yHjd4cddghNjhDK9DVwN17cnTLlEDRnTWt+RQwU+EtiF0PMaGJFUysZAnkuXA8d4W1aeOGFQ38BwlVSxNq3jk3vAfICmLnhkzdFAgcoBUYjE15gEp72501rAB0AALLSnQAC8eyORAkQJEAwxZsnYkHOnj073ZSGE65cnisCk1wDlP12220XSn022mijMIHuhBNOaC2YM888MwhvMsLjagX24U2OkqegmWscpSpLH88QHS0pASRkhPJGQNPuutPvIcJKRx11VPi9eMz5QoDiqaeeCiCDEkNX1AABPAYOEjgH+PGRRx5p/V6eDZQHo3MFNjgOSWmeC0NMmmtKg9cSIEiAoERAwAKmB3mi0XiuKPebbrop9Ik//vjjQ/yX+N1OO+0UXL8S4rSPJd6LhwCPgQvwOI8glR02g9wzwPPz/1HA66+/fugpL8JLwAQ69bFwK17lqvAFAAC3PHkBLj/i/gEKM2kOgiYi6nvksOi3vC/PgIgxyYS6GJO72mqrhT4Gyp3h/OFZiLACeTH33HPPpOtOlABBAgQ9kgt/vAO0EE00Gs8UgUyogBLFE088Mbz3xBNPhAxfgAFx2QsuuCDEehG4u+22W5hLj5D1uHFyxTaPUOBSuO7VQRjjoidnxJ8v72+22WbBSyggwF95iOLyQylejuNJrFBegyFNPPTzi7sS8jnHJBSxyy67ZOuss04AtNdee22YjnfyySeH88D7QFIaQGDnnXcO4ObFF19MgDUBggQIygQEeAdSpm/zCUtKAhylv+222wZLi9HWeAF23333sChxsc6YMSO0oxVtuummIfs3Lg9LoKBZhFKOwzxY4WT/f/KTn2wpfHhFn1999dUhwZQ8k/i3+ovi5zP/P08gw3/tumB6G2y+x8b3FC648cYbQ+XBnDlzwv5JgAUgkHyIB4vfAQ4Asosttlj4njwNiRIgSICgJCKW3Gn8caLmkC80FuB1110XLC0sLmYcsEHEcnETowQQtLhyqTJo5yFIwKAZ5NUFepZUmWyyySaBDwQQnHj2gMUzzjhjUnWCAwDxVpxPEnsKeA1/iWc4D++ZoffiKhaaHwFc8WTR9pgeBfxPu272h8C/9dZbAyCgYobrgjQPIVECBAkQlECEC84999x0I0ZIGWDti9TmWO5cn1/vQtwtrbgPQUoqbAa5h0dWOnkjKFY8QwhjEQBQSpsEQxJPAYh5zx1+EH/AN+IlCWF5qPL4JS4JVPmggwPOFaMEZb/NNttkc+fODWGuffbZJ5TEEs7iO7RG5loof6RZkgPYRAkQJEDQB6kVrbLIr7jiihBDTNR8khJA2MfkAEAgIZ5xkKi5JIUdu/NZ2yhSnrMUdVwBgPXO0CEs8BhYyKs0aCIsMG3atBDaoN89sxB23XXX0DQLAAEAIHxAs62tttoq5EQoeTFR/YkcETw/JKaKV8scr54AwRRuHCSUBiBIfQiaT3LDsigk0LHaKOuKhboUgwBESsoaHaAvZS8rnKRRulS6299lAXzDd0kw3XPPPcNrvitgQV5CVZY44AVAsOGGG4Yx33gLfvzjH4fPqIig7BFCqRx33HHZgw8+mEIGCRAkQDAVIBD3H7/qqqtC/DDR6BAWFpUGNKD54Ac/GEoQ5SFQDJlFI6FflRWYaLDk3h49UzpRIozjGRWaZqnx1j//+c+zj3zkI63YvCcGVgUIOCbeLcoPyXtR3wHOnVwHlT3GPJs6FSZAkABBjxQ3EdFDoL6XxMJEo6EQEKrEginRuvzyy0PzF7K3ec6QGrm4WziuLkjUTA9BrPB/9KMfBSEcD7/SWGt9X5/TA4DOpe5hqIrwZnmDLH+tEBcEeAGgOPjJq2pIlABBogQIxvr5SjDSuph6bQlVvEDEY/lOXDrmHQkTNZc8d0DP88ADD8wOPvjgCUl+AgN5z/3KK68M7npi8+KnKoFBfD6uKFAoTpy/EhlT0msCBAkQ9HHDfPGkkMFoEouBpCsWnnrDY2Ftv/322UsvvTRJAKdwwWiQNxFiI0SkeRZyqSvHwKsDRCh+FCw9Ccg7gbDC82YSDIIIZXEOHFP5DuppkFc9kXftiRIgSICgT2CQkgpH00vw7LPPhmxtCU9Zjl/72tfCYBsJVwHDql3DiQZrXUth3n333aE1tUr28kBAnlLFk6TkPeerKq8jVvrxtXE+lNYCeFNjogQIEiCY4oJLZYejSVj7eHyIBQMMfKFgKa688sphKAxEOMHDBomaTwhaeQMAf+SOuGewGyjAGwAYeP/73x8EuDoUVmGBiwfVNlnX4w2NvMzQQUoqnU2AIAGCPilOILv00kuD8AB958XweHgJhTeDUPK0K6YdrQS8iHbGDLLRgBgPFaThMKNBZOWzhlGQlBsys6Los5XSJ7v/rW99a+CPKpP1YtnDeXMdriz43+WXwgsiP19+599t1265DGWUKJsA1PI8SsgfqliYSeEGiMqlEyComLQg4gQjupQBCOQ5QImQiU5MLyXrNIcQjm+++WYYavTMM8+E92RdSeideuqpYbZBDAxTUmHzSZMFIYZYrbfeei0vURELWh4j8kzgIer7xTdVhJU0MKkTf8dKne+jUCSnuAa9jhWNDJtYpkmJJJq6Qs7z+qgqhLJWPJR4CiRvkE9leXcSIOiRtKj1MFgc3Lhvf/vbrfHHeYqBh5k6gjXj+T788MPZRz/60QlT6RwMMjBm3XXXbT1XH1iTqPneIa1fkgKpFnBlWHQf1PsTMsBQUPhhWFa0N1oqErbw6/Tv5/G4y7rkIZs6+fCqeHw6hJEJSH3ttdeCsVm21zkBgj4emBYNN0/IjJgzCWfqWoZQQBDwebIcm0WnnHJKKDPzZ86zlOLnGS+11FIBpfvUuUSjtcYvuuiibL/99pvkCepGWvN0CGQblqJERnEu3m7ZeyYAfj08oDwHz5Hguv11rLj0mZozJZo67zkQ4H+8zSR/4h146KGHgueJxleAA9ctZXigEiDo06UT9zOfPXt2tuOOOwYXYSw8uLFamInqT1tuuWUYCuNKXnMN1KGQOB6eBPFCAgSjQ7hgWdef/vSnQ0Mq/i/axc8V7AMPPNAal5znqh8EcQy3KjvF9+FbVyg6R/9+HAZAtim8wKbwQQoXlAtGHaQRsqKkfaeddsq23nrrMJgKD4E+1/jrlFQ4BIpH22o78sgjQyLa29/+9mzbbbcNI3NTiKB5hKt3nXXWab2WwFTyoIDgQQcdNGHcdRKIo0F6voAApgHiJdCzLeIlcPnA+v/EJz4RhDXJYFUqFVU25F1fbMnHwMDzCeLPkrezWuJ+UxbKvAl4kUo2AAFhSz0bhS3LMngTIOiB2mUMk2jG5DCyP0FvuHMQIJqElxZSM+iee+4JgM6Fe16cDsBHk6LYc5RoNAjvD2EhDQWSBd0LsKB3waabbpo9/vjjLc9SFcRo3Jtvvjm03Gby4ve///3sjjvuCP/TRZG/11xzTRjprP81ewH39G233ZbNmTMnfEYH1u985zvZtddeG/6y3xtvvDG76667ggvbQVJaA+URMifPo4SnCu8k+S3wV9lALQGCPm6YHgCLQa5E2tyefPLJk1qZer/zBArqT/SgP/TQQ1vCHwCo1sXK4KYs7bHHHgtz54nb8Vw1ITFR8wlvEFMBV1lllVarX58J0M06F++w5pkmiIKtanAQ/EpPlDXXXDObf/75A6hhMBNTDxdeeOEQf8aLueSSSwYPCN+hzwLXiyV6ww03BMOGksnFF188e+9735u9853vDL9ZaKGFWhuDvr7whS+EAUoCzKmseuqEZyrWFQAD3dvf/e53YdCaAJx/JwGCIZIegB4cSYWnnXZaujEN9PRIWPMe7rjzzz8/TDoUYTX57AI8BygKKhHILVCtd8ojGA3LjFDRdtttl+27774Twn5FQAHyQGOPeU33UnJSoCrKDuHTH/zgB0GpAwZovw2woXfGPPPMky2wwAJBoWBlLr300tn06dOz5ZdfPjvrrLOCAsBrAEAALPA7PicU+rGPfSxbaaWVwn54DRgGTAA03njjjZRQWBJ5GDpvA6zyXB999NGWvCnTA50AQQIEY7fgvDrEiTAPwpCEQqc4IYx9gORnzJiR/eQnP0k3dcSIeD+lXTSmkhJX4lZRUt4BbnYsdAQ5QKMqwpJUN01CCMSgUfzzzjtvNmvWrBDWVF7MK6+8EpQ6PE44gO9QMnniiSeG+R2u7AHAc+fODd9729veFoAD1VXJO1YNIMA4wWvDBE7xWLt8kQQIEiBIVNAK1GJyTwHxVhYbwhHydq8eH+V9FMXuu++effnLX25ZZolGgwB5SyyxROADre+iylwxdf3uhRdeCNa0mlwNmuIhW1IkxJsJAbznPe8JyWkuw5xQNAsuuGAILeA1cOCsqYgCyYsuumgA0CuuuGLbznqJyvcQIKPIS3GvUAIECRAkmsKz03OTkAMkYDlR1iMhSAlpbPFBuJFx15FvQOMa1XSnGOpo8AYJd7hlvca+aPthAQLxC3zx7ne/O7v44osrA7sOYuBvrgnLknAByp6OqjEY1m9vv/32EDbDm0BSYUxaE1wXQ58ABGxQVXkS4wwIAHbveMc7Qu5GnrGSAEECBIl6JIS2t5PVMzzggANCApi3BNUi8WxqCT4y0bGOEKyp7HB0CAt6zz33nPS8i+QAiHew2tT1kFaze+yxxwSP06BBQUyA3MUWWywkFsLneb9hI/+A75E/QPdVgK/GKbvCf/nll0NYATBAnkKiagABDYoAYjQoiptNJUCQAEGiPhacW3B6jriHSf7ycIE+01z5mJh5gFBEOCYaDUIgfv7zn8/OO++8lqdIyYQ+5KodiU/gM3W3JBaP0qxiyBHnj2fA+RX+JS+CkMEyyyyT7bDDDq0uqih7eF3nRokiFQbkBuABw8Pga4XcBHIOqKgCDLNRkuhrK9HgAMGvf/3rUOVx//33t/izTM9kAgQJEIwlefMVXpO1S0Mi9Y/wWKyyeVksshL5DrXllGRRcpo8BKNBVI+QRU+9vdrGxnzQzTqXJ0ACmyQ8svWralQmgc7xVQYNAKCqAOufsd5564Hv0keFkkQSC6kqoDveZpttFvopcF/o0bHRRhuFHAOqFdiXmi4VAUyJpgYICNmQ3wJwE3+VWd2UAEECBGMHBCAUuytxkqloVZsn4LXwsLxkLSIEsaqINZN8layj0SCeMSV5StoCIIqKJs2pCZHCTAABrHPi84OmuJzW8wkAA7j4yZPRd9WSW3TLLbeEGDVKB7CLp4CcAvIgll122eBh4H82AMY+++zT+m0v8x4S9QcIAF0khhLakSzjOZYVNpgyIIDp4tgaAhTB6SfpAxv0fR00Zt46k87Xh09AdPT6yle+kji65iSXaizsZ86cmZ177rmF9yMPAq5TXKu+rzLOMU/5aL102tza87WX8hwmKnV3q3sdN5UmeIq8MVWv1q/KUv150sL40ksvnWBMxCCjrOYyPH8faMT5AGBpLoSiP+qoo8Jn8fF4j/kLgFwqCPbaa69wP84+++xQPkmS4Zlnnhn4XT316UvgFRh5YRGv6nEeVEMvzUJQtnynbdyJ5wqo86RChQzK4J++AAGd2tz9xUlq6IXv2C3oPKUKaNBvAATsNwGCRING4C684Du1A0XwFVUqWnwIeaoTym7bGgtAdbwsyqOebZ5ayk4GBOoIJ/mle86AMpr6xFZvL50K86xlZp0wHl3DaGIB3O9zihWmK18ncgFIKKTSgA6D8bRC3Rtad/M9Qga0Y1dypN87DdwBXOA1IPkQQBzPefG14t32pmIhjzvBO4R06JQa8/RQAEEcB/Me3TAFA1+OPfbY7LOf/Wyo02aj49fhhx8exsqCbNQwQ2iWk2hKyVYCBM0m8ZkENmAACwfr6cknnyy0Dxf25B6QpBVbe2WBAvU092EznbYivDvugID76vX17nrFDX7MMcdMAn9FlbW+5wCO3wMcSVplf1Ppaqnphb65svTrciWMUle74uOPP37SmtDvUfQkyrIeaIGcJ+v0Gzof4k3A45DHuzHg0D6UzBg3B0segu7EfQOIETKIZVoZOrTvkAEPEzAgZqEEC2RNm0sYCsaDWdhwcRCPYrHRVIEEG5J2HNF404sECBINiqTMPczFkBYSpIoKHAcEr7/+erbWWmsFAT+IOmyNmO1lXXayLhIg+O9J61hyiF7+JNIx0Ij3Yq9AES+BAwcPNzz99NNB9uEFjQFJL5ZdN8XonyGfvVESx0c+005Z78U9FlA05AuQ80D1AJ/7fnzdAAjYp4aBKSyl2S39zG9JgKAzwYM8GwwR3RPxz9AAAQyixQGipEyHblyKKZGchVuKUY20tSQ+y3tkp06bNi24pAANvEcSizwETRBYCRCMnnIgGRTeLGrha+HxfUAAbW5/+ctfluYV6MZ/RfII9N0ULshX2LrP7n356U9/Ghry4DEC4MUAoEgfAhS9juECWv0IaIstRZwHMMu6Pp2v/odPKVcjN4DwhbxP8Xk+//zzYUYHSuemm27qGM5gX3gSABmqwIkT3OQp8RBCrLi4fk/SToCgPRHqIjkUA1zKe6iAwLu3gXz333//kJVKeQrxJ2qz4zaf7Fi9vBGceAdojkHpCg074kzXBAgSDZIEPCXAAKbkDxSNccav4WFKD8sU6nkCuIhyzxOaStpKNPk+ueueSX8oORLw/F4XzR8QaZ/ekwACdJ5zzjmTvi+gMZWQkxRmPHdDRIe7+eabLxhtJAuiWOKwBf/TY4DZC3yPMIe8XvIIq8sna4XkS76Hgspr7ZzHi5oj4tfKcfXdBAi6G+NqTCSgpeddRsiyZ0DgVjylOWRm33vvvZNclcoaBf05svaHCiLHPac4aZUzwxMgGG+3m4iphmSAF60R1+Jznj7hhBOyXXfdtVQecyEpgUxYDVdhpw2PGxtrSwKf9ZVKwiZ7WVx5c4/OOOOM4O2JKzLcgu0FcCIjABccg/wquh9+5jOfaR1TAly81GtegapRNG1T563jx16QTTbZJFt77bXDdeZZlHwPHuIeEDZg8mE8G8GPTan1+uuvn6222mrZc88916rE0HXz2zwgyrl61QbnwT0QzydA0J64r3jY6UMgD+BQAUEnFxcKXS4hPTxe8z6bGN67X+l7VYwGTYAgkQSfeBhAiis3BrvdeF/NWCBCDuTMlAVoBaR9gXM8vGu4cjttWIHk6pDE62GMNGchm3AvYnc59/tLX/pSMHA0myLP6i8qtEVSfIBQEq5XWGGFlpIVL+lv0ZCpBDZ8zG/YNxa/+E9JkPIYaL9z5szJvvWtb4WcGcmuvIRuQgWMAJdRJyWu++W/ueuuu8JUSI7BPeJa8DKgsMiEp/OnjsM50vjpkUceCcegxJEQCl33kJ+XXXZZAgQFAQHTK1XKP3RAwA/cReRoj5O68MILQ6MX6L777gtjMkGRWFEgSciRpxi7KRQjfIhwCfW5iepN8Jl4jeeHQFPWdVGlqdIuCd5XX301xGdRIsr2z8uw7mXBxqCbYyJIUfa4aQnT4dolXDF79uxst912CxboEUccERolkRwWu8VT2CCbVA/v95mue8gt7ynhOQFFFJKHGtwwQmnTdpYwKZ0LpeAcaPAd97Q6v4g35cJXHheVMbQPxvKXTM1raUvL4TIovgfx/wDs1VdfPYQRyC/g70svvRQ+I7ESZUYiIuCVbHm2+eefPzQ84vvHHXfchOtMgHayMUPIABA1iPXdFyDgi46gJWBxu+J+JcmEeBmMQKmLuluRyb333nuHxJV40EeeAE2AINGgiRKzvKlunXjf67EhLHEUNBUHet8zrOO/RSgOs3FMlLyAAGsIhSBBSYzY+VPCQR46LfJxJxkv3niIe4PliiJz17cEcJ6yL+rpcWBBFQPKEOs57zsoQfc8Ot84cOCckLVMLaRBEAAQUPvJT36yZXC5stC1uueiDGDgPMVf+HHzzTfPdtlll3AtACuSNMlZYI0AFgDOjJfmf0rS8ZgQcgYscS0MVeL+x2CoU/VMAgRDBARx0xNX7LTmBO0Rf8J9TnmLWlzSwAJwgEuT6gM9aH/wVU0DS4BgvC1EmB6hg5cLsEqCDv8XEfh5DV1wi9LnHRdoO4uqV5ene8wEMBCoDJ5BIMSd8zxcEVcaxGGucSbPGXAi54J4ODklHoP3Nd6LwI1/K5c5MpAGRXgm2u1fOVWuEH3QFuAFgwuPEG55ErkhEhb322+/1rVxPFfaZYdlvYqFfQN4MPo4N8Ar3jcA0JprrhnAMt4Xqsvkybj88suzddddNySVc55Uo8Hf4m2/32X260+AoERA4OUqMeokbolLCKSKxYKQhEHWWGON4FYlZABCpCRRqNlddk1BgQkQjAYh/D/0oQ+1wl9FFWas2BFwCGJioHkLrBdFnJf9rkWKZQW4poucwmwCJ35O3tOj7GZJowQMXN4Q01b2vU/E9GfXi8DN6yzJe/Rq+eIXvzhhdG1cr++le3zPFTnvAwIIE6h9rQ/cImmRXAgBCCXQli1b4/banANhCQxAeu1TuUO/GXrQLLfccuFcaYPMPQZAqzcDoS68Hdwr7gvf93UVK8MECGoICPzAPisclw8IkFaWoFZccOQPHH300eE7PHA+P+igg1rM7j2sm2ZlJEDQTBKgJUua7nE+W6MfKwnepUTry1/+8iQ+bjeXoNOCdOHn6+2ZZ55pDZZxUB4Lez8Hed2SMJ2oVFCUeu7cvwMPPDD0U3EeiMM+vQC7diHQiy66KLj3/bPYJe5Gkvd8gbC6CbuSh+DfRXlinJGzRciW0m7I8yHKaJzlfQn8GrheLH1CAFj6KHz+BygDgjgPQsh4NUScK5UPuufcfwCBPNBxeWICtzXNIXBXlwQTjHvwwQeHxBBCAghI3LGED6677rqAekGHAATito568wZtJECQaBAE78KrKMoZM2YE4YzF0u+CEi9gvTP5DQEdKxVvyVoUEGhdOaAgO5yYLBUNWLRkGhNGIFRBwiHlhmSRk/WthMdBWYhNJd0PB1S44LG4icl38wYVBQPtlBeCfPvtt28BBiWhtgMEeK+0r9/+9rdBfmJYidTDxY8Hb2y11VYhNq9nX1a4yI8T3xtk+gUXXBBGJQNIyJXAQ4wXAKLPwxZbbNH6PiEDL/lFL+BdIPTgz6spFWhjCQi0kJSMI8bgREF8smAYFsNfHjiJLhdffHFAgwzXgFk8TqcylpRUmKgqQglgSb344os9K0vnUwlvhDWNWnDXu0DvNHCmEyDwFrt6jYUFwGZdEXoDGBDyIHMdoICgYCOG+9prr02IPac+BFlboUmZHIoWgBVXFPT6/CQjY8tWvyeOjhWNBxUrWvLUedA9Aoqn8z2SX0kq5XN3p//mN7+ZBEAOO+ywkLSnoUN5jYOm4l3LAwQ6B0IWeDE4BxIMf/WrX4Xv4uFiaqLzM8aiciAIIZx44okBsGsCJV4ND+MkQFAzQCAGddQmYcNDxF1E4gxlJQgrhBNMxP94D5ht4J0JeeBCy01JekqAoLmk+Dr1zyhSLYKiPQTirn9eYUMCFcItTo6NFUQRheV/JYRffvnlkJRLm3DWEiCAsi0BcHJ2CNPRPVRAQG7iMsczjwK5+/ypp54K5XFqjuOgQK7romVvqgiIxxrredDpldbAalgkUiWIj072yYh8Tu4VytabaDlYEZDgWTMzgRJUrHOBjXZNhvr1EKgG3nMuZN1zLzW3QaDFAW9cUSH9IcNQ+3GglDwFNc0hyDu4GAXAQGyW8AFeAZ0srkxCCTACDxam128AFE3oUhhfrxY514x3BHSb9z3uQZM8IONAzNigXAtSyV5Rpe0VAN5kZueddw4WYDzeVv8XXbB5cVP2g1cDIIBblddSHhwbJaEhNBwvT4HBh/BsfB4C43nn54BkFEhKyFuwn3zyycFgqSqsQsIdCXgypATWeNYOJiUTeZ4kZX/84x8P/Oblpu3ADtdJIh9J3gqJOchJjX+awavxM8HTg+Fx5513TpApcaiyckDgr+OMXREIUe4eX4CxsFNntiZQ3EFOqI3FR4OYXt2ViYZDJDDddtttkxR8EYSOQNazFH/DEyTL3n333bm/kTVX9Bh5PIPVRNIVG25uzWLIW6McSwBAHooi/KcwQx5oGAXy/gMigDzu9aoMCXIISLyWxVuELzCuGCmPsufc82L5+osXjGePS54wFnM6EPQqdUyAoL4E4Oskj3i2Cy64YOAfr4Ipy7veVx+C2Opgkel9rGUSrGhFCeOTuMUgI7oXEq/1cEG/Nb7DJJRBXtkZHoJTTjllgtKIH2zqtlUPAmWTdPWLX/yiZ6tQCWBxbTfvk6DooFDeMZWWFeVxdyX7bwDVhNywECiZdCXANeGGluLX8eIW4SgFZW+rzXjs3ubzOMOb7w1ivPOwAIHuBdeFfKIkrgpCJlDRQOKdwq9xkx/lZPmYZBr+kEOg4UWxAmjHX8hhyr3TNMHmEfwJj2B0SObAr8iAG2+8sa0RUSkgiBnRmZCTp/SKzFIaEZH0RN00bitcclQdUH2A50D76pS1Wnd3jgQKrj1iOsT34nsjAd0p8zhRtURGPiWy8VS7fma3C/TBC2eeeWaoA49dwTH4LQI64tcKGdCDgLABbmA/Xy+ni4Gn1lk3QDKqXoFOyhkeIM+JpNCq1if9Kkhi9GQ59zpxHsoHAIRhYJF3QKlh3khrCXCN43Z+wKsE+FWPjAQImkGaUxATCZqEDGmm5kYmRkQZzZv6Kjt0NOJ1qUw/XGuttUKSE80oyKYl2YkLmDZtWkiGIvGJjoZ5VnOTGJJ74A+ADOXPfe5zwYrLC3+kxVYPgt+w5GmiFQ+Z6cWD48O7NNKVsir4WzkJyuyOO9L1er7iNxKzsA5I1pWnLRYCec1w+I7PcNB+PYGO/aOgAPU+JQ8PyKiFurzLI7F8EjFRwFV1w8OVT5WIh1HjDoqq4uLvUUcdle24446TulM6L8pDoLwDnqWeLUYaFTVK8kuAoL4EHzo4hHimlBaT88Q2zzzzhNAkcsuNjjLC7n0BAne7eRYs1j9gAM8ApYZiToQKJSe0qeRzWnd6M5i493vdyc9Xwp6kSabmoWyoA8cdnTwC9SMWEKWw11xzTSuBK682vRsYzgs1/OxnPwtdOUHxbt17CWG/gIC/AAI8BFTxKFFMCYRYunHL3U78hwJiDcbX0e43rmyaTgA1KUsqDBhqVGWFE3FgvDw0GfLmbHk8Ar8SXqBcrwhAdcEuXqUtM3IXpZIAQbM8BKxPQu2XXHJJyFGiko1nSY8JPvNy0jIGBPYFCPzArvTpwoXAopyL4RXeQhUip4CLYVysC5d+an2HRfE0M1kcjE0lVMK0LhpuUFOLkE6JhPUihqjgrtUI2DyQW4T34xIoeJi4Pn3bKWl0fsmbPlcEBLiCVikWXjbWF9fRToCrssU/53/WI94L50m+q8x1fU+lc6zROAdhVLxEeo5XXHFFduSRR1a2TgXE8KDSiMdzOvLAJryEy99HWRfhT/aFXOJ/KlAoUaWhUQIEzQEE8TPhmRI+Akxqboo3MCsjR60vQOCuCZ9lQMMh6nkRWAgZWdKgXIQLbSzJKSDBMHZ/qTSv7iTXXjwznZABneqI4bW7jjRcZvj0wgsvBFCqPBa5yItOgvOa6Vhp4wLGS0THQBfunnhYRBAoGzzmGcIE5BHQiU4kL0e8b3f7o0z4DaWWeEawOMTLlEl+85vfzE444YRQfnf++ednZ5xxRnbssceGjeQl1b2PQvtj3RcpTpQkHsvYTTtoIm+BZD8X+Ir/q1EPn5FISHVBLC87KXDxpn+OZXnIIYckQNAwij3nPFuaU11//fUT+KCswYB9AQKET9z5CiX46KOPhpIoYpwwO1YYbk66pp166qkhsZDkGHWnwu3JVKy4XWvdSYLRrSfcf0x4TFSf5xMLSZ7ToYcemp133nmt8i2BAu+82U2hdNpQMLToVia4e9OqCCHFSg0gvtlmm4UcHtzOiy66aADmKEDOcdtttw1VC/QIARgQ28Z6xePFnAfWs6zTUZmH4GFOrp1k0KryB1TWiYWHjPRwVVw+iJAnURnhX1Q2CkzGYTAAL4nehDLdwxU3sEpUb+I50oxMgCAGgZUDAgk+JSR57SuWPwIFC4zKAhKsiHfyHmCAZAiNQyY5CuGENwFl2qQcggQI6k3xLAFZwwhBWqpSIuoLqNdkwk4bYHePPfbI9ShVAQjgTRQdyXIQNei0C+c9Qg64oOnbj6uce7D22muHRjmEEsh9YPgYChLiu4QoPAl4FEjPAY8LQImqkyotPoh8ExoNeRm2eFGlhchUPAnc/245ITG/ScFrLfA/U2gJZ/KeQJH+pnynZhBA753vfGer7DBvOmqlgMCtBMW92AFhAVxvxNFR/rg1AAUAAFot8j7VBqo8ACiw4U1gCEaZKCcBgkRuDSp0hbt9ww03DPF3vAI+f96F9VQAARnkJIGJP4ZRRePgGs8c646QAc1t6JOAQDnnnHNCiIMySTVoglZaaaVWcyVABLMTAA8SRqNEeDSpMCirz39RQAnhHUVOAtwk9+K21eSkcH54WYvyjnsX4lkzVBvg9QH8ide90VoKGTQDzALav/e9702QWUPrQxArbReiIG1iXlhJhAJwaxBbR0iS6cr/1E/yHp/zPsLHE5oSIEhUhsAVeZ4HiZ5YZRA5Ljw/nqUEYpFF1Q0QIGxxuQOQEbZV541wPK5ZSY5UvQDKsTS32267MGAMrxx5DgACFAT3BeXPPSGBjcx7XJMoSkIGrOkyhU5diA6FeEuqnLbqvfwBBIBTARKBR81UIGzD81J5bC8K22PK4u+HH344ADyerwNmJZKmBOhmEMa1QHxs1FQOCPJcFFpMYjw1fPG+6kqUiffDd5uGTBMgqC9pYejZeAyfclDmDbRbQGXkEKBY8Xo9//zzk5RMleBA65O8ASp/6IX/+uuvB2VA1zvFkikFJrFQRAkeQ5RQUigiwg2zZs0aOf7gWey0004BEElWVfV8xBfTp08PCZ6e0Co+Iryz/vrrh7wOr1TpBRTGgIBEWjxAeHw86VT3JIUNmkEYHArjDd1DoC/LqvcEQzEZXfvwBkgoI5yIXcGQPhDIBXaT5rUnQFD/ZyN+8oVCQiFhrVhBtxvY1Q8gQLhiZassSFTVkCABb5QMa4x+ICgeJt/ROIkGNyQ9AhCwTmktjvsRi5XvUykDmMHTwXvMrycPoV1TnKaRGzLbbLNN6B+i51pGHXcvPErDIWLBeRVWJGRTKsgz6hVMig/jqY06Jg3UVBIe98pI1AwPgQDB0HMIRCo95EdCo5QnHX300SE3gFpvQghYGVgmlCOSwHP66afnlkg0abRlAgT1JQm2OAwFz5HkijUs/hPPoQh8RO1UAAE8gZseABxbpFUT8WnNoWfIDWWFgAMGI+meYKE6ECKUJzABkfxWlaKsirgnJPNhgROfF49UkSPhXiiSNzVUyTtS8lwI06y22moh7KNOk0WEvu/fn5t4+8knn2y1QfZE1zQeuznyjaR8z/sZKiDo5F6C2Yg5UhaB4GHRiUGZ404sk4oDlTHB+GrfWcas7gQIEknxSqEBXHleJHHBe7yvHgTeLraowu4GCAAZ1PJT9y0erxoMqOmX1p4yzrXW1PdcCkFrz7sdundPf0cFGKhzKoIVT5Iy/auYuCrQAU/graKrq+SpD4i74IILgiWvNti9AmI9d08e1HGp9iKPi2eq75Nwm6j+BL9SKhsP4ypaNj0QDwHM5daVhA9CkC5KjGcEeTuI4DfUQwMKaIIiYKF66DJRThUoXzdfrmlcfyeddFLi2CGTBJ/6Dki5kURHHXYVjVmuvfbaAIhVgRPXfJcFemIF4N0JlVnu1n8clsub2jnqxP3gOlmveAgAipI7VXgpdSyeG0qfjHEGK8VgjtkDCjuVnexHZ0YqDgRY2/FHonoao1QNqexQCcSxR6gyQOCDNPwkUOyUOJFQtcoqq7TQKYtPjIYFDbqheQvNinQhVWb5JkAw2hS3/eU5YXHhLqfEbtCAAH5gVjlxPpQN60BrpSwe92v0faJssHY7WbqqZ+e7rNlxVQL0hidfIh74VIVAlwyhwooybM2+UNUL/1MN49UAZRKNufbcc89wDgKBPugqUX0JfsWwoZIvNqLLyAPpu8rAhZBmpbPI8ACQQ+AuKA6Cm5bOXPQkwJMgD4KP/0yAIFFZAtcFPICAORq01q7CQ4BlR0MfBPsgkvFcCLgr38/fR293EvR8Po7KYObMmaE74zABK/xBPJ/+9O7dIreAZlHkgPj3y3pG5InQkIr8EMndlEPQHEBALh5eSHkEy6zS67sPgZjTY1/kEGAZAQroikVbVDrDHXbYYSG7Fe8Bn+G+9cUh92YCBInKeDZxhQGClWZYJGhVAQgAwwhckmk9ZlwWuVXvc9C9lAxPgZovqWzN48gxKEDQjEOmOfeAZ8JUyquuuir3ng6S/B5zLngIVOmg57jBBhsEeckzcUOprOcDfzKmHo+uZHcCBM0g1i49RdA3HuIqK7+n76RCCVsPH+B+ovc2XQpJ2KEjGq+pMCDZEO8AneLkIlO/9xg5J0CQqAyFKR7FYidWS4JWFYCAxUmt/+OPP95yyXpnxDI8BD562xUMJYOE44hPr7rqqsH1jGfE169mrvv1KhQ4DoCRmD3yiUY9Gr9eVVmlJyLzHOkLsO+++7aeI2WjNCwi7AQpIdTlbBmgiIFJyGLJ4JQ/0ByidwZlh25El5UQ23fZYey2FJOj7AEF1GLjNqV9MVUHCEhapyKw4s5Y8eTABAgSTVUhu7K77LLLsv3333/CsxsUICBJC76mKyAWqJK2yszQl9WvRSvFQQtwJhTS3e7www8PDYYos6QBD0qHtRd7Esat/pxrB6gBlvAcxWWqVVh4XpECn6y33notOXLPPfeEahjc+S5fynxOHJs+MYAiwGMMDhPVm/AQ3Hnnnbl8NRRAwA8ckcTokkxZGBghRe4AqDee5x0jmiYJpgQI6kuKnbu1i3K89957KwEE4ocddtghJM+WXTkTj0IVIKCMjjI1eFD5OXyOVwQvxQ9/+MOQXS7vnIMn0ai1Jm5HJNXhlkc+SQ4N49pRxHPmzAnhC4VsSLymtTRA0s+p7PMj4ZUQLp0sPXSbqP6EV0llh643y+CRvnMIVB6jE2FHLoR5TVwqHq8Zn7Qj86bUOSdA0Byi9p6GRMzSgB+rmge/9dZbB+sPhVOmO9ZDaz6YhrwcBLyvSx9pS2dCyn0pNwM85AHzppT9ToUwUMhrAhBgoat1etFpgmV5CSQ7fvzjH2ef+MQnwms6vuLJwXvhz0+Jn2WQXyPr4phjjskFm4nqSfAB8ygYVgaVnUfQMyBQo4y44YV3LnRyABCP+ixDMcdAxI+rDnRuPUqoOvNz7lpwLMx4f7HFGbvx2O8dd9yRAEENKI61kthHrFS9+wdN4g0QPHXuLFjxfRlxau//odd0G0SJoOjzlJq8dSgcSpYowYxbiPuabjJ1A3x4S5jfwIwAr8FXTL9qbxbnQ34Vkxd5RuR8UHUggexJsmWQA0BkFt4J8UzKI2iGfEOeETJwOVcWaOw7h0CLyJMMsfZB3B6b5ACDXGgCBZyHBnV0K7fy2Gs3dJy3jwQI6k0SejwfEgqJqXvXzEGS1gNCHWGL0hZyL3sdiA8pU6PrXbvEM+4D9wQFeN9994XQAsqH9aJ9lA3W6woI8KAgUOGLeO5FFfzhsV74AQ/WUkstlX33u98NeQNehhjP2CiLf8SjeCfwEozaWOtRJngVjxIGR1ySWkZifl+AALebhmPA0HnDYaSY9bqsLEhZ8/FgmiIX6hfLjdWYUYEW0Drnqk3fl0CVNZUAQb1JbnOeLyNud9lll1zv1SABAeuCpNp4ymcZHgLvKIgHhCQjlEjexD7xO+clhXLIIYdkF1544YTwgk/cG2VA8MQTT4TGaSpBda9LFeQeGZ4LIG3TTTcN7a5xAwNWeKaxASOvUBkkzwiDkzge90QD6hLVm+BVSprhFe/GWtb46r49BEUUsS80BE4ZMTopa3kA4vOIrX+53PISLvJCA0WuOQGCZngIsIJx23/ta1+rFBDAF/AI5WM0gYHKssJQ6r6uUOyUkHlimHcTdSAs/iXBcvXVV89eeOGFCXw9CjHkboCApmjEYL3lqwP/qsCqny89BwBpBx54YOjZ4vMjvLV72euDc2EC6Be+8IXUh6AhxDpHpuEhiFuVDw0QwKA0IaIWkuoBrBMyd1GIZK3K5eUKF1RaZq8B9q08AU0CU8hAblovr/KOiD7ys50QkDs175wTIGgGKGD6JjFzpm5WvWghPASUPMJ7eRM+p0q4+ckdiEuQfEErDh0D35133jmbNWtWa+BRnrIaRUDANeNR0X3we1NFLxQ/noTvGWecEWYXMCGW1yIArUI7ZZErDfbL6GvKwkclZDQORNM/2l77s4SXhtK6GNfSueeeG9xu1MtuvPHGoQscQ41oWUzJDC2KJVyERsuuIChizcStXNt5BzRLQZPf8hagwgwJENRfIQiAUm9ONjnCrsqEMZ0DpYfyTpRlfcrjBZ/ecMMN2XLLLRfWFiE8V2jyEuStE/j1ueeeC5P27r///pF7/p02EirxqkjoVTHhsJ3BIcL9CxigiyvnhkHjzYLKTPaUp0rHJ2zAceGHcSk7bTrRmIhcoLiqbyiAgNjbjBkzshVXXDG4LkhKeetb3xraFGt4EcBArtJ25Yb9kkZ2uquE/9XmEyBCwxFit3HNtpQCoOYPf/hDV2DB/rAyyZlwQJMAQb1daqKzzz47uIhh8mGUtCLcjzvuuJ5AbC9WHk2IzjnnnJbyd9DT6Vj6HslJOr9RKTnrBgh222237Omnn56kIKsIJ7nM8PgvPSKQmdSXq3sioMDlS1nnJzmssBPymUTGiy66KAGChhBTg/EQxHqwDODYMyAgAQUwwCAjfnz55ZeHvtgPPfRQ+Jy6VjwHtE5Vj/RBeQhgahpsUGOO25RMXRp94Ha78sors5deemnCpDluIPXap5xySkg245yxJBGQbikAeq644oowDY16cjov+uSxBAjqSzxnxdaIrSNg/ZlVQQpnUUp29NFHt94vK2yAECfmy9wQeLiIINci13cpH7766quD+1FJiqOQWNYNENBOHWuYa/VSw6o8BZJH4keOS8UDRtU666zTSu5EXgrctgtdToWU3MjxyV046KCDKgNFiaZGhLxuu+22CY3JypRdPQECEpFWXnnlbNFFF215AVhcQpyM1aRdMW1bUZhq/OFVB3Fdvw9o6UZaSFoge+yxR0gSmm+++bJlllkmuN54TfwWpe5C7vjjj8/mmWeebLXVVgslYbjKGIkbCwMmjfEZiVdcK6+J8VEW5GAAAS+EBsLWjPF2lmsTEHhVjXsGTfAdSJq+9YqPVgUK4G3WA4qHkkdRGaBYa4isdNoxq6FNUStX5wCgAAjA6wCDTvzA+mjSrBEPBUj+KBQIT4gfPJGuypBSXNVA/whyOojle6Kjz4sp6/7LM+GVXxhAyFD4CP7yY6kVd5VelHEmJcy7LImT4hkDgAE6iCmlfSUV0vGM2lncjWpUxEkT04Spaa6hZCWYraj1UkThSCDCvNw8hCKxUDJ1OS/yG5gehodA50AP9wMOOCAMWtpxxx0DuqIGl9pt3HSACqwubgZJYIQ9iP9y01EoeBXImUCYqNxS56JzZhiJxqkqsZF9uutvFCysplzDgw8+mB188MEDQdFFrcC5c+cGQKl2ymWQBDZxRDLTPWG2aOmgJ9gSU8eNrimAeULJwXwTBKpnXAsEAoQee+yxkN+k65Rirnq4T2wY0E4aYIbn1Q0ef7ZlhlzFo7pX8A0GEgZPHHry447b3Ithg9o8ucXzYE4Qnk/WbNme974AAQuKzm8oSxS+8gRgLCaroWxjNIyLCgWtcqh+hYwnxbBPFDedvvS+FhT/CwFznrjjSHhUaEMMTh7EAgss0OrkRpIW+/MQAQuEvAnexysiBO3XgJV1+umndxQC3ko2AYLBkBTbNttsEzw2Hg6qogEL/CCB+sorr4Qpizz3sur82T85LXjCCNe5Iit6fT5BDz7H+8UQJFXdqGonFhRNoFhAekkhRgHucV2/1nEvHsqynqF3WcWoWnPNNYOMktdRic4uP8pYf5JX8aRLjCLCrTpWu8TqRNV4t8iFg0/jEnoInXXdddcF/eddd4cy3EgLLo85SNRjZ7jAfv7znwfQwEnDhHJrOghgEbp7qohbzAUTNw1kS4UDgo18AtVWy4sAkWOApcaiU/WD3IVHHHFEGM/MZDiSEQkPYH25kAXIkB8AWMBVi3BXVqcEMpnCJLD5teGm5Pqb1BJ2FDwEeHGIFcfleFUJe/EEYJmyQG9qVcb+4XNizvxVGW0vCi0GDjRuov499kK08yzUmfw+yOuoQUG4xfEkAqjc+uV+VJlUqF4qcgVjsODlJBdLzya21GOvTRmgwA0ovJvM3ogBiJ55k0JGo0jwgvQZM0vwbksX84wAD0ObdggxUc1LCilfoiUqihdLGoGMAqUKAbf8pz71qeCqj4WRM1rRjmFqcoTAXXDBBYNC5xhkyyKASZChFwKKAWGAEmfB4fLXOWshnHXWWSEJkvAHC5P98VrJabpJgAo8CZSRxeVdED0ZmCaX1yhJyUtNSNoaBUBA4isgkaTSYZB4i+dNbFhDlcogeA8PHMDVAXrRhEVvNS4ivEK/hk4AoCnP3temrpG/yJb5558/JDvLKJCCrbJToTqg6vhshDLIu6J820cROyAo013vOVwCqnh2V1hhhQm9KPz4ac5BNYSs8M6UGJXwhEAkI84XWWSR4B0cBPUMCGLBg4IlgZDkKYQUSXsAARQziX2U07AQ55133oDQie/TzGgqsTFZ97hkOR5AAOsfdyCufXIF8BxQmgFxTGZ/E16QwODCQVU0UiKUMH369KBAABe4/uOGIAgNrDIqFOIbyEaFAxnbTJXDBcjC4mE2bSE1HRDwzCh/pf8Az4HnKBd4VZnkXtpFhQo1w2VZWVwHrl0SZ7kezwcoYkHq3Hwd8zvCBgD2eD02beCR3PFxThLev/e85z2tpml5Xs9hxcgxWDg3QBlenzwQUPZzEK8IEJAAS3hLVTl+X+LXiQZPv//974PS32uvvUJ7afQbxjZJ8OhZ9SHwMPRQxh/rBCRQUIAkxKD0saBJ5MLqZsOaZqoY9dj77bdf+BywQFdD7afX2J2Pk8X1x34RkCRw6bzYPzdNPey5sQAT6q69fzlK+9prrw3ImDABoQ4AgUrFtAg4JpnJAAdm3GuxKlmM7dJLLw2uHEarEo/bYostQqyH/wkneDJiAgSDI54Vrk+A3rAsWx0THifUBI+WpXDgfUAGvOVhCN4vsn9/lh4aYI0C6vGSuSuyaf0JfLSwEwnPKNy8Fr3eKngYHg2EPgYM8oWeBHnAtSxAEBti7s2i+oreFvJkOggYVgOncSXuPSDtrrvuCoYtHnheUy6PbqPDJN9RHkFZ/NszIPBOcHI1cYK4uwgjeKmMEwob5ch3uShZN55N2QsK9VHG7jnQqFcAAGECAAuAAW8FHoI4sY/mNXgZODc8BHgSUOjxDSYnggoKWp/qMxeW119/fRA4PERCGVin/PWWoE2IwzUdELz22mtBsFJZ4gBW5XNVLGQRgJO+HJxPp+mbvQIC1g/5Kv223ZXA11rVPWJtKtSW96yb4i3g3D3JmLVK7gBhTLnkPWFLQKqqsmCNWFduCcNqGHCEBxXgosqtPHlXhgfFgYA/U84BLydVDzGoqjKsMs7kYWVvpuegjP4jVNM5oC0rYb3vkIH+fv7znw+ChDi8mJaLEqO5J4DYPtnRxNoBD37hvQg0F1aaROj/s8gAA5wXQhnlQCkhOQQc1weZYMHhuSAHAGVCWIDyn/gB0eyI3gu4o3VN/hBAbAILiaYmsLoBjzzQiUsYPqI8lJJTfeYTAKtSaGotDFHVAh/KFRzPt3cegm+7ATKuB8CqHiCyeIsO58kTMNCLL74YPHqAZikknZuupUkTEXUNChftu+++2amnnloLy8+VLZ1QMV5IgCU2DNDT/RafK+ZfFiCXzHR+4dkSysXowV3txxpU+/lE/XmU6PWDB7TXZOKBAAJnKpQt9fcoX5ga9ztCTVm8EkAwNgIMhYxwBBCodbAr+KIoWAsFRU/zIdycrrxJKsMjQD8E9QSgtTLnSa2tyoz4jBAHsTN+A+He5XfE0nQcFgQeBBIOQfASzgJFnDe9CuiDkKh8b4XyNFwoIrS4/85rADImt8Vlr97spapFK4I311133QA81bkTr5GEscfyPbO73YbHC4tS7Xc9CazI+nFBr94b4vFnn302xCpVcstnUk5NyYXR+epecA3cY3hDYcVhUvyMOCcSojFUCHXBv+2eWVk5DpxD7OHk+eIZWn755bN77rlnglcg9R+oF9F7B13rurAssNgXIPCEFIQKNd9Y/mzkE4BgKGPCTTdz5sxsp512CnF6wADMjxL3DOA866WIwMVNT9wepY4gQDlg6eC1IKkRBc37fB/kzfE5V9z6LACSecgZUAIaRBtRkhTJN8BrgHAkxofngIoJvAixt4R98V0vO0xUDnMqT8NDS/FUPp4vSZ08H4CclALkVS1V96vXsWnzTUgNMMA1AVzdpR3XGnfaANa4vhlK44An7v5ZdB3FvyH3hZImke51WWWTVd17JyxfEo4HMXFyqudI7hEJzRDdTgGPzge9lmUXXVd5vMJ7yGolTnvJdCo7rA8BGvFI+3ORjKwcEMjidwWOMAbdUjqD+51YGIqWTGg8BwAFXFFYHyTYuXfA3ZZFBJo3+EHwAz7YN0qcxByse/4nG5Oxt7JsUPgkOnI+fI+aXwACLmbFm3E7QwAFcgmI1ZB9zfdYtEzP8wcgBM014PJLgKB8MJBXxiki1omngKZQPH+67rkL3tuzxsK1CitQ+SP8hffVIyMWyPGQkk4b3g9yEuKkXG9Q0k0Zxc1p/HxILuRcXdh4T/2mEOeq86XpEh6+ugACgUHAFmWptKKF7r333iA3obwZMGUI/G48guxTMrY3XmsKIBwHwsgmd88NapUlDsVDIMZSMwQWHgl5WMkoYuJ1yrLffvvtQ1zy0EMPbbmi4v30mnAll5csJJIGSYahUgBrHs8Atb3xAoK5b7311hA+wANA5zKEhYMdKXmyOlmsIGYUPUmFjuxZqA6MuDZmJSQqT6nm8QQucwjFSD4H3iHAHYosD7z6M6siacyVqB8Pl7UPOmrHz90AAf0wWFu6Pq9pL0pxQzCBW9YxrmtCYygn7VsKDPDVJDCge0I7csKUdSHdT4wUPJkIeOQJ4UyMJ/VZiZ/rIDxccRMqPGx4TNX2XcdsUv7IqJNCBsgDL5kdiofA4+p5VgPWkOJ2JDwhfIhNOUO54pUQVOZtUTDCvj0bV8lVsTtZ58o5aP8cOy6p0fl5sqNbFNxwLWQlc7gwJtQA6ElUjncgz/UrhmfkL2CTBlIAAz2X119/vfX7vNbYVYQMxFc6J/6HXwGixGfpnRFPy3RLvxsgIExGlYH/ptdr0zjodhYFvdJ33333SeupCa2342fO+WModBo8VjVJhuIpxbN14403hvNGRuHhxBOZx7dl86+8ZpoEC+HFwli6+OKLJwDcVGVQH0OJKbx45XmdVy1SOSDwNppxP3D9764pvqse3eojkBe/LHJRrrA5F10A+2fzshpPmhLJ9cVfLwmEPIHKE784VwnGvPgbxyc8AXJLVA7Tx8pKU/2IuZKnQq6I858AXT8ep0F4CAQIBJyJ+dNghJCZkl89v8HXTaeN4Tzcg1g59OouVGvcvN/hhUAxsdbyet/XHUw60T6dRmWavloH0r0kt4GQJYmnyDKeKd7U0047bQK4GUR2f1xGrBAdvMkAODrLat2l/IF6EYnvtUoqRMh5Ywt15JMg5zXCTi0XlSmuLGtdAPvoZ+CMu2Lj38eTy1xAABj0fb+BLAIJWB/s4WEBfpcXg9QNpKEIccpE5QECrz7hGSE4CUmhsPIs13Z9BvLA56BJJYTOi/S8IHFM4MUtble8nTZaMl9zzTUTLLa4730nitdLPNVQn2Mlcq4QnjhP1GwC4fLmftELhFwglG+dwAD3nRAB3eeQM+JnSkoJafro+LI9M908cPTOUCtrP7dE9SASZPEq5XnEKgcE1M36XxQmyVyUVeHCJR7G39mzZwckw3wDaiZppECyCp2wWAh5Aqpp5S26cQhSPAS4chJNjfK6o/EevAHgwvUee4ma1k2vqJXriUJy7QII6LMgACBFXZYVJwBMh1G6isaejiaQewYBYVjhdQK7Ury0SKcU2sEh8pJKLMCAnmnV957KKlopK8k6b20mGh7/0KmUkIG/N1QPgTwDMAgIHMVPYyKqC6jpX2qppUK1gQYP0XCDv2xk7INA8zwDTWM4eT5YuI8++mhIpkxUHrknCCBJKSt5AvCe12bnDYMZBfKEL/7iJcFy8ymO8kSUmTDJsbjPDCkjObdpBEjS/fjsZz8bciLgjTqM79U58MzI6MeAcmGMYUUTNXk4Yi9OFeeHJw7PBV5PyThNjEyUAEFHJM6PcGESp6PcD4WP0KLkEJRJ1z/e0/RDPsP6ECCoehb5IKw5BDeCUz3rE5VDbhkBNlV766DUAcGoWTBeKsk6o5Jn9dVXn+Bh63cmSBEgRvmh2ng3yQuje0GiMaEPklDrlj9AyIe5KHfccceEJkpUamE4yQvmwLeKsJeePdVaTIbUOaSwQQIEuQQjx25aFiCtfVH4ZH/TphWUyQYjacYBf2nso1g8+2pC5nIRLwFoOiUVlgeyUITiE0Z+YuW5wofnsI49Rj9KyU/xHHr+p7SVLoXuylUuQVnWmwMLgPviiy8ePBNNXKeUCmPpkoBatzkMyEUAVzzMCBmJd1WdKAVk+E4VngIfdkVyoRs9iRIg6Gq96Ycvv/xy8ASwANsxblyiGH+vLo1D+hHe9DOgr0GicoSSN9Ah81rtiFVZopIbb8E6SrkEcVMgiCmedGNUlQLXKwVeZAZEEZLi57gAepp4URnRFIXgFVDkLlFT7w2q6kDcS2QdIRmNYxaww6tBV1RlkQsEV+Wu13HIicLDK/AiZZEoAYJcUvke8ToJJRAv7YrVsEik0b9amO0AQ5MZDoVFy+REUxfozgdYd4BMCcu8UlUBiFECBFIEDghYWyScKVTi9eNlrR1fm+wfwaOwQVPAubx2hx9+eBCe3sClLp4f+Jrwj4Ze6fzIHSBxlCZncb+UKs8RLxTzYJDlkvXJS5AAQVsEmRezZEAQjVccjavVcJ47V8lQTWqJ2o64dqY5JipPIcFjCHUNfInbp3p8ddQAgXJs3DLcbbfdQittXfMgrMa4VJJ+HIQBAWNNSirDUFlvvfVaCZh1UWaSgzSXou16XPYJj+PVINlQCaPDIGQ27ejvu+++lEyYAEHnH4jk5uKHPp/Ax3bGcV99Pw/5NlmgP/nkkxMyhhNNzYKCsFJIJiQc450upQydF0et9FDhMxfGW2+9dRiSpHUYK7myvASsU61PzoNWyQxVakoeAedPrhJtgEnABODUpdOenhn5VmqnrJbQko9U0wCEBcz0fpXJ1wAqFA9t4NVFNoUMEiDIJfU9FyE8vDtczDx5zKTJb1okTcpizbv5xALzRpcm6o1QgFJG9KCnqYxaYI+bhyTOjSDJi1a3con7PSvr/shKlVJg32TCkx8EdWplXKekTtqIM0eFfAuBqzooNM4BoEtpNt0TJQv9mTNPgKmsMYipYg3omABwRtsz5E3j5ftpIpeofKINNzkmcei9DP7uGRDQd8AFwptvvjnJqhHBQC40OIAECq9BxvFiSIAgkXiCmLlGsbqwGmXK83ooLk5y5bRp0yZ5DsoEBL5vWYZ4v0iAY+CRKyd/HnUBA5w7YY5NN9005PTQQE3Nm+qSRzB37tyQsEcVhM5ZghhilgH5BchWdYDViOtBk/f4YD4Lz10VD4kSIOhITJsj4euQQw4JLjoxVDvSBC0Samg0A4LHChSQaEodeQIEg1eKeAWYNOkAdBwslNizpr8sTmK6KDqF4rx+3astyvASOP3xj38MPTa88RZgQCBEw5LqsjYxNFZbbbXQt6KObm6qRehQKGMpbrfO/AVCZchJlXlXRZ6LQ3OqD33oQ9nll1/ekt2JEiBoqwzvuuuuMLAFFEniEW03sSJAvixKNupqKUl86KGHggtqxowZwQ3Mb8hefvbZZycItQQIxpskJOmjTxwVwoU9LvHLPEDAwkRQM8cBq5f/pST0nTIVss/wEGEtkqTHXIO4g54qPepCnCsWOApVMzHiMMswPRiAK4Cd5F187zCQkJHM7OC5V10yqefKedBbhSZFqhRLlADBJMIlJ6FACGDOnDmhYQpxRpAtZTN0JlxhhRXCyFe6GJLgAyrmO0xSY6IXSNiRaVMoAYLBEUIIRoR3NMADC3Vc4pda1FqUUhgoEuLKrLXYopPFXpYyQFEJEPj4WwAJgijOHypTIJVBtATGQJEilbu9LtVMjJZmHoXAr54dvK9zZGTzgw8+2AIR7eTOoMEL4GrVVVdNcwwSIOhsQbiARoBg6dPqcvr06QEMoPiZZQAQoNsZA0YY3cqFYGVoAeSNKE6AYLyJNtDzzjtvcFnqfnuMdZTJ8wZ8AidrjCqDu+++e8L3ZWUOqgKA+y6FxDAemm8pyUxrOD6XYdOsWbOys846q5bPF3CLl5TybF47qEKmCsQcffTRrWuQB6ZKOamQFH8BBCRCpvLDBAgmEYJHKJYfxImEMA1xXwDCM888kz3//PMhv0Ao2MsTY6umKVZgAgSDFUSEnhhKE1t04yCQHBDI+lcZIDPq4TMXBFozgwAEOr4SgZmCt/HGG4fwn87Rn0kdhgf96le/CvMLuE9StFK8deiESgUBXlPCqXnyTkL9G9/4Rrb55pu3nkFVswzEf/5cMeSoiEhlhwkQtP2RCw0xLTtwN51THnhwK6NJbYsTIBgcMbee+K+Hk8ahuqATINBkUQABQJs1puQvrZsyAYGUgRQqgEDWIuE+WgLHTaLqoiwwPtTZUtehKoM6EGEAzi8usxZoUTtq5kgwLE5tqqu8v57TAO+deuqpqS17AgT55G5BmDW22mLB5CetkpZRcP1q0XA/QPokUu6yyy6tmxnnRHjf+UT/T1i7UpGAvPrqq0MSk3uSBDJHaXhRr8qZEjQsRjxuDhSqXksM49lss82yX//61xPWOlUhVZIbEKw/BBk8RFOf4447bkLM2wdlDctg0L0iv4Fy2vj5ajyzKkrosEioVV6yqvq0uFdOI4/xDqgPhTed09rU+kwhhXKonWLX9FPaWiMn5TWSEi9DPvYMCFhomkkQ10z7rG8+ZxFg3Y1aD2y/+fxlESGoqROPv8e118GVWsd7KP4RUOI9MrCpMPDM6jyANW6AABfzJz/5yVCxo/sWTx2tgsj/4TxINtN5VBnflhCMwbVkDh0Av/rVrwaQ4KWZwyDnWYUHDjzwwND9T8/PZaY/SyokSNAGeMUAaJDkSaW6x4zdpvyQjqF5oEfgKyUelvsclKsXl57Onj07eAjg97KNgr5CBpyEI0lfoHktVTVPu13pihZDkzwHukYpNhYwWeAuGOOM7URZrqUvly4Ch+RT4sCxd2lcqgzET65sIZK6KPGVgogtsioVH10A2WKrsioPmK8xOurpPtDQh0mBTOoTuReqSlCp/IrYaFpnnXWyK664YkKypssSyUCEPaEzVdpU6eGQktHzRG6r0ZP40XlP4D15QKdOCgd2IgAlYbv4e2UAsik1JpKbrl2drCZluaKPlb4LwCYlrcQP44UXXgiWE4pL7r9RCY8MAv3685fQphHRpz/96UnCyRl11EkuYy85hKi4oLTXG8Q4sKpSGJNUSOMfyo+9qVhVCtevm/uh/2mU9t73vndCzoADgirukc4lT5bRNRFLO+78J0EuY0pyg14t7QZ7VSHb5P3k2CeddFK2ySabtErOHaCMU45PVWBMclL5Q+gV8TU5HTfccMMEeVhW+/8pDTfy4UWcMAMXPMbp6FEXqwN6s5AmAQKfsOf03HPPBfSfAECx+xczP5bvQgstlN1yyy0ThAwCSHwxDoInzkGRgsFtSzJaPORJv6nSXYtiJY+ATHieT1nWSdH7Ax+IbwQYuU9MDwRUKlzp8qcqcK7zcfmg495+++0BEJAfE68DF8bqAsl3KVHUPa8ih4bz1r3ze0YpMI2pSPqNAaA/j0TleL/0HPJ6Z9DO/Zprrml5n4ceMsibwU7XwoUXXjj04AZNUnIYu3lZCJpdr9h60yy/GBDof0qyGE3bLp6aFsxkK83djsTEEICqVHFAoHtdpZU0bKHggADeYWrfMsssM0FYDwMQyHNBY52PfexjocS4alcx5xArR6oLAORxMx/dz6ruj44rIKJzhXcJs3COVBR4SCiWDYoNA25osOT5SlUQlqh7OaFXX301hDAeffTRSXqA76aSxHKoHZ+SQ8TE0W9961th3eENiz3zZeiYvqcdxgKerFg1JFpggQVCpzk6clE+Q+2tLBsYXcimqtraQQCCeHGSfc2CoXnLbbfdFmK+8bS6RP//fYuTkmiRiisMUsa64qztvDKjTHHI4IknngguZAmBOFenSgudjeRCLEZcl8NYf3H1EkAAYyTP2pKirpJ/5L6VjAMQUDZKUqF7efTar0fnfckll4TR02rkVlUukmS0zgmeA8SstdZa2de//vXW+ymJcPCErgWMXXzxxdnOO+8cQkhMyvShb+KNMjyofc0ycIYW47Mj3L2U1DCzHWBAl8IPfOADwbLBxYjA56RhMLnAmgwIXKmRyETLZq572223DVnYDhoSgs4HBggVGJ6YtMJNAgSUteoej9vo1biSAMDJehIgiKtXqmzLy7Pj2JT3aeBRVbX+8EGchMy5kFBI2a+sKWiY/ffzjk07YsoOvarGuxV67ohAIJVLhItiQ2zQQDTvWi688MLQvlolwTxzl4FJxpWjX1jb5GjEa4o8IsrbZ86c2Qqt8rzK5IueAYEEOQJIsSNXkrzHhcDEdJtbccUVs2WXXTYoSjwIWDlcEDPWnYlwhVZVa1vGook9BAwi4foAS+pJ7n3p6zJcpS4uMTVc4Zkz9Orggw9OE9VMIHuvAUABISlyLKSM87xOVXii3EolLEgSnxREvCbiZOIy+N+tUh2XsAXyRTJlmORdXAXekId4CKigge+RdXneCiUU6pmjiJkDw7PPu7+DBOo8K85f/AhIB3Qtuuii4X8BGV2vG4mJBksAcUJ2PlxsaIBAMUxfmDB5HOdlx7i8Ntpoo1BPy4JlQbzvfe/L5p9//vA/LWqxDqsUaGV6CVxAgtzwjAAGAEWxByEBgslKBUuJ+4Z3gFKsRBNzVNTvgo2kLmaD1AEQqJyO/A7A/ZFHHjnhHAZ5HrEC4lzoO8AodZWrDpPck6X1DiAgpMFwN+RDu9Ky2DoHLCM7b7rppsryBzwfxEdqc87I6o9+9KNhzcYkgJ9ozACBhDmMLWbRuNQ33ngjDD6hRpJuc0svvXRAuHgFGFZD0h19xhmWgXudmB8LBcEC0GgCIIhvvtw1NIyhLEyhkHbllYkmdnm87LLLgpUJ7ySaaC2Kb3jNUCOss2EDAik98TKJToB7LEatYa8aKvucBAi8LTHyhaTLOjQAa7fGGfyG7JN8yHuG8W957pQyI/yrkh1u6AmUirjXJEUi2zv9LtEYAQI9eJgaN5JOCoVI0gwomKRChARKn0Wwzz77hAWBaw+hQWyMRhd8R006BDKa5B1wAUUfgmnTpnUUgAkQTLxvCBxipJSvJZpsLYpfeE3yHtZiHQCBZzfzDAkJEl+OM/slVMpMro1bo+OFJOu6Tt1APZ9D50v/eSXNOmjySiu3xvWaMfHynlWRR+MegjhxlXMlKXKxxRYLeqAu46QTIBgiIPCe5b7AqTJAwcMsSy65ZMgdgJk94cHdXpdffnm27rrrTugq1pSQgRayPwwsFKoMegET40gClAg9OhNSjaLkGZ9fMM7kCYUSxPSTx6M2bEDg+TMSHvfdd18wBvKGrUiwOMApw7vEX/iGUtV777238lkKnYhwhhSpKgTIEKe01p+V3xt/di4zee5qTlRFlURc7QBA8GZJNKUiV4rraldxlWiMAIFcmN6qmNdkQJIYRltF2vh6gw41L4GUAQzRuUsouk4LusiiiUuASPzBdZmomLKDDj/88GzHHXds/d+kiZeD9EB54q74DQBNhvewAYEfgzWr/zEAbr311kkNxmQNc95llc3J6kbWUL1E/LpOHgJX6ORUcX54DylHju9lXljF7x/egfe///1DSbhW2a+XiAME8PrefPPNE/JcEo0pIJCS16LURCyEF+47Ovb5YvCTJb/ALUV3JTatD3ZcG89Y2g9+8IMTPkuti9t7CSijoxWqPERJqGQtr4DWgrwp8BiKgUl+dQgZuCWsc8SVTM08ciFvqJA3Upoq/eY3vwmJbRtvvHHIYZCyrGMcm/vAuZI35bKx03Pz+/T9738/m2+++VpZ/VXJtjjUI0WBTMfwo4JsGMO1EtUMEMQHl/Ci7I4KgiOOOCKgSFzCAgQgZhQmNcvEGuUZcC9Bk8IFToqnkkOx5pprTogNNrET46AJYQcw3G233UIXNhGNnBJNHBzmY58pzaQ72bABQV53NDyA8D/hH16joAfVRAeZAg8xFZMmOepVgRyqCyAQuEXucU642adPnx6ea7tn58T9U74A10cfF667qpAa97cTQL/uuuuCZyYPzCYaQw+BEwlhu+66a0DrSyyxRMgYJzOWITUwDc1CEP7EP8kvYItrVvV/kxSn95yGqMmmoiLR/6sLF6mpiXtLsCZnzZrVEuBVNbVpGm850bL0xBNPrMW5eX8NPTtK/igxZiKeK+9+1rUrFtXl+z6YmbL55puHDqiywutCOk8AikIHyELkY1G3vyfr4RlAhtalLJdzY+4ICa7IvLp6ZkaZMKrpAFw2GOgLEKjGHtcgGzHgeeaZJ/QWwGVOYiHdCdV7gHGkAAUqDhZffPHgatJC0UKWl6FOCzsBgv4J60ZC3S0NvEEkVtGmGIvXeappz3/QSiVWolTpkKRbB/JcD/cYYAmTPIfCUF06ysL7+he1UFE8yBcPJcI/7Bc5QotwSA3N6mRMaDgVfM1rSvVIDCwaFvWmZnhc8C7Qs6UOipfzAqQAcFQdlKYdjjEg8NIXFuecOXOyAw44ILh/NccADwEuPYQD3gNeYznQ1nju3LmtlsWOhD1zPwGC5pISjQgLSBHIBUonQgAhzKwQQZygmmgif+kvwhdQUAfCKyDAh0L2dcsAny9+8YvB6wcf8Nx7KU+TfGGf7jlSDJ2wI8pRfSukJOskO3QNAgUYSkw6LAJalGuh6wJ8AQho3tVuzHzVxLOnhJJyT3SAAEFav2MICHxohzJQUfD3339/YBDqbX/yk58E5pXi5zssEi8ZijP1m4YyEyDIpzgc5J0omfFA4ilJYSJNv0w02cqEBJaIG9Lwqw7kvQA4P3/mlCBSbaNyO1FR67ZdmTKAgEl7DHYRkbfg96suMWxVVXE+nCNy4c033+xJrrjhhSG13HLL1co1TxtjDEAqynTf0zoeQ0AAoezzmmSwaIXcO6FhMZB/p2mjbRMgaP9sY95ghjpeJDxGXoLqAiQlJOUDAlmFhFloYVuH59sp4Yxn//GPfzw7++yzJzTY6UWZ+UwLwg8QAIP8ozwvSd366Cv5D3DD3HqSAosCFj1vX0NUGtAy2HNzhkXy9uC54HkwZMcbaCUaQ0Agwu1LUxBKyCD+sjG1Di8BbYlBkrzmff56NrmEhQYlJUAwGsSzxIrE5UvfCea6k0PiyaMIFFcS6lyYaCIgkDW+1VZbhTr/up1j3HMAQiastNJKIeYPL8SNljpRXHIJUcFEqGmDDTYIx3Svk/qX1MWd7ufO/SARdO+99+75+rlvKuvDLY+HgByNYZMDFcLBhIdSx8IxBgTejIQyKOprGW6C8l944YVDciHti0kkJPmHTmLE0JRYqPnpnkOgkaYJEIwGAQJ4nvTfZ4b6ySefHAQ2FQfcL157HwoJz2RhZBNG+kLynDEnQyNP60JKflNGvVcgbL311iG/qF1n03ak61Uoif2SN0BiHp4DV6p4IyVDhjnquNOz3GOPPVoyrxcZJ4AjcEEXVLwNwyYf3cz6ptss3pvURyR5CAIgAABsuOGG2fe+970wr50YH0ONcCepwoBWxkxq473Zs2e3GEuLX39TUmHzSQKD0kIsCPIFlGuSx8BYwHWy7uriGdBf5exgcdMdbtik/B9XAAIFUhSsCXKKsGrlFfLeI91IYSUU/jbbbBPAxdNPPz1BQboHoU7lq7KgVYlBsrXK84ryuVdmyHNKu+Crr766NnzKulXFxy9+8YvUZXRcAYHH/zXdkL+0LibGRbyLjTgazYgIGRAuoHaYBBQlGUqZNrHk0AWfFjpxchZHnTrJDVIp+GuUlgTXK6+8ku2+++6h94SSvrgfPko1UXGwqe5wgE3WVZ0UQvy/r20I61gGgHIBnNTxFN6JeYMwwZZbbhlmJDAnxGVPU54h3hG8o6yDomDAp1wKTOEFoQ8FpYu89tbW8TCiKuSeQA/PDbBGfosDnryy2TolfTaZ4A8MgzPOOKPFK2WGWvuaZRADhLz4Py48j4fpu+0YQ58lQFD/65ZAioX8pZdeGiZbUiPO9Ee3eBIY6N1LIECA5Yun7YEHHqjNuUkhxZahhAlKg14ThBFZG7zfSSFwjViaGBGHHHJICBF86UtfCu81lWhZjMJ0JV5UvuoeiqgwiQdIeb+CKuWLt9Q+55xzQthAVRQ+yTGt+cEAghtvvDHI2FoAApEjXjEIDIySwFsghkUYgG7p4+3ZwLHS1JzwJlkAjtS5ZnIkRh0QqOGMx4ZJImXgCd0oL7roognZ0HGeQKLiSld/udeE40jWq4tQygMIeDI8S57X1M+TEOjVJax1PpMRgMFAsjGudXIl+L6DH77XlG6WAnHQ1772teyggw5qGQ9FLXgla/q95dnTGtq/48l8Va4tZJyOx3PjvJDxsXcgrffByAZaR8NbWodl6s2+AYEsAxa3kCwT2dZYY40w+YyY3zHHHJMtv/zyoV6VDZcXQkNMI4tB07SaYiHnAQJat2LFjUPIQJ4fwkWEg3Dt0jhHXgH1lscdrGuuYpb7KJAsLFe2lPOSf1MXQACwd1e11q4rMD5nXZx33nmhpTEJaBgOTAXFSCBB8KWXXgqdK/EI0PlulVVWCf97voFCEU1ZP95QCkXJbBc3moqQe1L0O+4V4QclT+r+DkO28LxdXpMrRBVMHuBJnoLy+Yvw+ymnnDIBEJR1j/sGBHF9McqBjloofupuiR0ussgi4X8AguYYqLmKAwLARdOGG3lilfp7kzw5DoAAQjD96Ec/CqNZcWHFAsyZFDDgFmKiYmtLChYFifepDmVnvgb0nB0I8KzJhmf4CtMZyY4nIY7eBLwm4RieYeYJLc5JSGZIURx+QuGxxaWNTSFAE7JP/RiKlua5h8E9cQAj7pU8Jz4Vs+r7o+et8yS3BfAD2Mv7rhrUJSqHCMUdf/zxExr9lXV/+wIE3j9ATIkbg4oDXMck0RDjAAB85CMfCYiGGmoqDfichEMvM5P12ASm8fiuHgj3gGx6OrSNOiDg2gAD119/ffAGkfmsEAFWjMeUU2+BqVtiAgQo1SeffHLo56RkQs7NR/LSG+Cyyy7LZsyYETxGWIx77rlnWO8zZ84MsoH34B3K1NgIP6EspfTZJ7Ig7vnPmmparTu5D7Rxp/dKL+ceX7tCdBDJe5R4y4skg8orPKqUgc4PjDLHao3zRJRQnMoSyyPWGd53nxdTlpztCxDIbeU9rFn0lBmSYQ7ttddewUMAo5Al/NhjjwWhsOiii7Y6kcma1IU1ofzMEzkcEOAhIRN8HDwE5INg8TGfQs9MeSNOgAPvQJmGoPRGEvQoXqxqcjWGTV7iJ+sVwIIyYGYJXiM9e13Da6+9FtzdtODV4J888O9KA14BaDrAbIpS4drwmlGCzflrjRQZbhQ3ZvLEwWOPPTZ4W3VPdD+0/yrBt0CBzoUyOJIL4QkPj8gTnHqMlEe0f2ctuYegrLXRFyCI+5TDtIwjxQ1Iz3ViyQiAhRZaKLgNIWKJfI6lI8UI88gy8EXQNEAAw48LIKDElHGuKAARgltMhEDzhEPuhwBfAgS9kVr/Em5hPaFYh01x33rOj/kltKXm/JAFSh729fzII48EbyHGgcsP1j9WptaS5wyI8Bo0acQu148cJKeI+6X7UaQ9uwBBXkMnuh4ShlD4TfdMHtYqAZNACMfkNUYCia8kGQIWXda1k4eJ+iMSt8lNqQ0g8IPD5PyQ2eQwK0zBEBte4yHAYsDVScdC3sPV4fFkX/xNm2fg9wMrCe9H3Ffdr68J7nPO1+e2e4thPDt0HiQuGg9r8TLMRFN/Bq4M6fxItr676AdFSvhttynbHx6BL8guBwgTMnNrPi4z5HPChjvssEPr9w4Sm9LYptv9kbIEINGsrZ95HW5s+DpkzeF1kKcotrrj3hCDpPh54TVeb731Qu8JBzH+vSaBujrwmcJCrBHunZ43IQOqDGJvTRmgoGdAoHIYCS2vSaerGB4AQgckQdGpjHyBXXbZJQAFLARPHuJi82qZm/LA8gBBbE3V2VUmppMbVxMsRTw79RDg+ugxwIInY1y/R/g1Fcg1gbcQBlSwkK9RRXvebgrPEx4BiFQGwA8CCnHHQr1Wae72228fQIQn5AoU1G1IUT/3h/XAWkE5kkvleVZFAYES8ZwP1Pobo4pWyPwfA/Aqc7B0Tf4cMfamTZsW/pcXyHOuEnWnbj0reO40JaJiD1DN98vMr+kZEOhk41pk/mc8Ka4MrADVEqPsKSvCsvRJZVIi6nzVZJeSEqxIovQHy7XrYamjXx3OtZPg0HPwmnIEEW4qhhTNnTt3wnXEwChR+QKCBjfU53uC2TAtYM0zYYIlOUNeUuqDfeC1WFgRa6ZZkZS/GwNNKE0tApgImdKyWGvCKwWKHiNep8hY1iN5WITrtAa9bfQwyIHJD37wg2AUcb2EUP386yD7mkAxaFTI1cE1SfruIRDflXGPewYEec0Q4sSxOJkMZal+3vq9NxppWllKDF64JsIgeEE6eQTq4C3Iaysa/++Z3gh4JpptscUWARTk8YI/50Tl8ZYUAwm5lPRWIVS7KTvWNeuV9qmEAVnH6hugzxzM8J4rLLwEGAfE2N2F3JQ+FUUAEyXXtO4W5eVU9APc2T8VHAcffPAEcFF1S2B/xlyT/kfuM6b5qquu6qgjEhW/zwAuVWlo9PhZZ52VHX744bkVHbUABPFiJvEMomkNQkE97YmB+e/U375JJUXeOMbdp1jRtC7GiuN+5DVTqaMXREmdSkyR+5a/NInB28NgnVNPPbUl5GNEm2qMy30e8QK//fbbQ7VOFTHibgoPHoG/qYlXdzoH+N6lTs1zFGLUkCtK8uhVQumqQIKszaYDAtY/lQCAAkJu/QpqnxzpdMUVV2Q77rhjbtJhVfKlU0OkE044ISSY67o9tJxmGXQn55V29wsemDVrVgBZDsjKkj9TDhmI6EMO8iepkFgho5FBtJtuummooaVGGZDgF+/9CJrAMN5S1LsWAgjIm8hbPAjLumTYtxNOEvYIMTwBtCFGsOGawv2njpTKM+C6NK+9zoCnyYBA6wGLCw9NFQqzqAVM0hy8oDAGiY/u1cjz+vn/jEbGrQ4YaNKAs273hyx75AChNRlGvawNv895gIBKDvJJBKL8nlV1/8SHcUMqiATy973vfa3zd7mXupX2JgeQseIFjAF6ffDcCRkx56Pdc6kUEMToVSeM0vvc5z4X4ug05FDHwnnmmSd08Jt33nlD1QHopl3yUBPK0toBAhA7ZUZkUyMIqsz47XUxxygUzw0hHSpFqCXG3UmcinJC3NS4Ar2DmuJVbikosTJReYBN95fcG0o9q4gVd1N4gH68Aw8++GCrZNDPVYDAY54xybpFXuD6hCeb0smy2/0hwfLDH/5wuKbY21PEkoutfXkk9T/39V3veldoAgY5T1QFCLyMWOcmmU4yIYYgbbZ533NEUmJhbzwmDzpeAIDWueeeGwxtqnpIWo31ZRnyoS9AIMteWbUQpTAofDYQIo2KSEL7yle+km233XYhDk3sy5ur6KBNii8pgTIGBFhKAAIqLcjG5+GRDOYelbp5QGAoEqBoM3vooYcGpXPfffeFEcYin0eQlwGrkE/yDpQPCFThQZknXrcq+KebwmNYD8mE5Ivomeu8YqCsteFJUe7q5n0AqEIPw0yOK+v+kExNboWar8UTCbtRrDQlnB1kIWPVk8LvbRUK1ycZYgQKCOq5whcorQMPPLCVCCmDIVF3Yg3kzX/As0445qtf/WpYM3jeuefc/zI9L30BAhSJLEYlGlFyQlIdShHLUnPOnVH9xOPZ6U2IH7rwc5ce505pGK2L6TNNb28GuLBgeu1D4ApBbvxY4Qo96jWKw933vPYEJu83r3OgpSoLFw8ONe733HNPWo01oTjxllLPfffdt7Ly3JiPtM7vuuuuUO2AOzz26PG6KCh0xX/SSSeFqgO517VP97ABtusCOONJlE64cwmPnn/++a3z1/ovS1lzH8jn4b7xuo5eVXTBfPPN1/pf4KiKKplRJ/iJkdN77733BM/cUAFBzOC4jy+88MJQcsJkM+86FpdDKP6Mi0kAQeVJTbAy8wABQpP+CrhyiLfnZYO7N6UTdbMo+Jz9tEPc/r73uEZwYPnjuaA0FDCAF8fHzBLuSDR8imd7MA9g6623rmR9uCLWawA/YIQEU7xJIvfs9eKuFiCAjwEX5KngAfGmRw6IXKnUxUOoZ+RjiPF+0lHylltu6So7pkJ0fyWPwEF/nZJ7H3/88dCfgkoUPesmeH+aQMgASnfxQtcCEGjhxw+YzGGmlwEI4nhgnhvM3yvb7TFIcoWr0AkLEyBAF7FOiL3IgpXLqCg40SQ1BDYx/FhpcL7kCJATgKVJsuBpp50WrBnd99RSuF7kipbni5JRXfugSXkgrozhD3qnM6zIqwlwDzvg7JWk+JWZT3tzJwcBdcpP4Zn4YCEJZaZRMvVP1QVS0lO5R3nEqHESF70FtKZD1sGC1TkCZNXGOG53n6h/wqgTICh7sFXPgEAn4JaEmgtRdkcy4dFHHx1qJTlxxh3jQrv44ovD/wCHPG9DU9paev6AwBECgTAJsxoQbkoGKWMKlSwSlWypzIS/PIPYMqPagYxvrBXKBgEBlA1uttlmITuVz/hOXjOotGjrQb4WEKiUHJLVX0UcVooOF76EO/MHmFRKIpuHnhzEq5VxEWXqylFlibfddlsYmEWJZXwudUvQdUvflTyeDgY8xR4WucrLSPrjvrO2V1555eynP/3pBK9jHao05Oklvk0uBc3qpDfSgKNyCOAsPhs6IIitGE5ItcWAATasUKazUW1AXJ2sWOagswEKpHjiTmZNCBl44pSUPfcARcv1dRKKvYADWRbdOgtCCGaSjFh8lH1usMEGwaqkXhlQIG9A3jEAB01oGTuOpIQxKnPw8FS1PjxjHKL1OK1S3UOW54nqZf1IkbFepDABrxtvvPGE0BVryy3uOljAfu26V6xBvDiXXnrpJM9BmRUUytwn74dkTG9nXQf56UqfYUwAWSUcNrFFfR0JA5vkVV8TQwcEQsb8SICADmTEtsiCpOSQbFjc6IQS3v3ud4cYO54CLSL91tFl3cnLLdVvnGtAaC277LKB6ds9nF4Emjf1cMLqYJPAoTYVkIUgxUNDVQflgyoLzMtbUAes+HxS45D68BdAwBPsqphjkKdYSJKFt9zSjfm719i1rKooV78AAGfBSURBVBqFDLTuSczFzUw2dTywpS6VSA58lA8ljwog/P77759wrwQWVKJXBiFrkKkoBd3LuoRclYDK9RKqRO7feeedbRstJeqdyNejZLcWgEAZ7vHDRcGgiEgSIoP9iSeeCJMO+R+wgHvrqaeeapu41pSZ2TEgkJDAmsJFRqxTDXz6HUvZbla8Fj01vlhTADCsEtxH1113XViA7qFgP+qaKMsiL/lIeRB17Z0wbl4BPW8HaFVZfz5+F88S4J5EQo4fd96Dj+CpXmPXqlByJa/pmSgP+mBcc801E/IY6pKUprXj/Uigp59+OltzzTVD4m6c9Fs0obgocc8pEaaddd645GGSV5Rx3fSZIIEZsJeoHKJxnABBO49dpR4Ct+QFDnzBYs2AmAECxNZBiy7cOBCL3eMfTWlf7L0HHBAABJjuGCcdOngqipDjh4swISRBDJemH3hhjjzyyAn9AlQeFlsuOr//r7278JLurNKGjwZ3dyfA4O4EggUnuHvwAIHgE9w1SAgMAyRIcHd3l8FtFqyRNWtm1vs/1Ld+9/td/e6+n+quetLV1VVP33uts7q66tSpc27Z+9repz/GHF3zmwetFiCoc8aqtiwLTvYlRs46IHiwCrS6Pus9zQN+ozlnzVXLRwQsIcJHLnahgoVViDPKvvIceXa87FOf+lQr2VuzpXxesxEWQQm0VL1SZ8EEW65K2nZ1P+L97osb+bvf/e6wECyIWNnVAukBwSJAwUEDgiy8KtCjhfpLm1Bmlfmcu0CBCpYDqW5y82u9/AQjrhNhSv3CpunIMrjSla60KRragNagozCTPrK/NoWpWhEQoN67WADaxz3ucY+GDlUVnNZTYmy4QfOAzVmliVmK9B8RiKqDXV99cBlgxFpXr106b/ZNTfOtxbLy/jIAU1x5ie3Jvdn7sjDmGd9FaOBAmkDPr3/961MVtb2kNDlzr9xCrBlcT5mnKEk+r1bJUdp4Pvrwhz/crMOLBJqnGxA4uVavq5YBBTNE2ie4UKtOBRROOumk5vNSqbAHFrnmumip1VxaCxMx2SnawqwaTaZnovH7T9OknFfBwEc/+tHJ4Ycf3oAAUEAjARx602Ad/1ENbNBOAUHW62mnndaqbmLofZGd3aZUMwVIUsWwAuh6H/baMi0HvUsuexAgeOc737nrgCBKFLeBgG0lpCNIV8XlV+8Dv3zNa17T1tK0tMtqCRv8aw0BQUWAdfK1aFWyWH6sUsWsBHoYKH6jDrNCFUBBgm7qxkr06ToFtVm8EcZ5fec737kJ7XmRunGsJjaTIeZCfIB66IJHqhWhZyg2WB3HYfoftFNAkLUrLkW9igrelxHjk99yL1IRmcWBY8GzdZ3XWJ7tCnXt1v1VMA7AyKTiJ99tQIDidlHPnnAwZ8ZkFWKwpgVD/+Y3v2kVbFmIp43DVgHUg9YEEGTyEhREs33gAx/YrANHHnlkix8QHHSmM52ppSzFeiDrQK5xtS44IhTXKajNBgxDSAAh01g2Z7/gq4kzjKxeS6Ag8MSy8vGPf3wDIPGf1s0SRJ1aBHWDrUsth0GrCwiQoGD7tArhWmBnNynKAcGLr9Au+2Y+9lAPupdVXKuWCA+/Yg5XpbXux90EBOE7+kooGLVKylRNy2S5SFdUMSEUnASP94HpwzqwxoAgjKHWIlBrXe0BqJWAV7WLj0u5UyQKHiCQP5vJz2LJddYlsDATkWjpBA8pICNIqgZLxrxXJ05ecjaNphWqO173utednHDCCQ39i0MQPFTHaVo55P5+1qUfxKDVBQTW9P3vf/9mpaoV9uaph7EoqoGGhK7a+C984Qvb6xovUN1ly1r7dQwCQtwfS0Zt+rZbgCC80m8pYcuSWEHCqqyxAAIgCf+SDo3H5f5rWu0y528Agl0ABPF1m9RsXnWrabcaldggggnl5erKpCUoN4LPVSJLutI6arbTYggseGMiBVAMQZ2kvpJUFr6+6dwq6jWo6siqUlMy+8yLvppj2qJGWxrdBgctAhBob8zVp9lVLHeixZdJfrfm8QMCIvh15KxxNtXdtiyBmHGqZYmlSQLz81pgFgEI8BFN1PDb6sJdBeotSe5ZWiaL8S9+8YuN93u38XB5rikgqGaepMEQcFLizn72s7dFKqBQ5T4xBYQeMOD/bJrexLcuPqRs6trfHDOyoKVoyQyYZj5DEfgAkxRFlbz6IMFav722Fw0FANRjmNsGLQoQaK/K0kXgROAuu5JleEPqHsg0EHskBkm6Xe+yXKZSEWYZd4HsIsWU+MmXAQgqH8BP8Fbu2UVffyfUgzP8yVxZV1zHUYpqUZ1RA2VNAUHKcNq0VaibdOlwUuRoGADA1a52tU3ljPU1qAsh6D+0LkGFMa3WngU2KGsI5hWGlWqBEfTcJqwC97nPfVp1wbR8zYapgt21qxmtr+XQU9/yeNCg0wMIrGGlknvmXjXzZYFuVOMYaOFilPJeVSKWXckwfEt+PaCSsVoGIEhTMsXQCAblytGqpO0l88P8hCd59lNOOaUVusr8pY9FLB6D1hAQTFvUVRARfOrq650u3dAiEDBXi+hUH6HvpmPfOlBlQrW5EWEuXoJWkzGqplY5ymozqMnQuwY8/2j8MWiZgKBaoQJEaZrM8jJdstaX7Y6aJVCV68UMWeLcey0OtCwNPSZ6lhNdGp/73Oe218sYpwh9CgIQRAETl5VCY6sOOKWeCz6v3SL3wgq1rkROcMGzDCXAtbqulw4I0m3PBKaxEbIY3ehWpYmBAOa1HsnXTbQOZqNZgIDrJGPic8/NIiAlkf8Mqu/dJcsM2Bo0GEoES/YeS5bUYL0wAPlpAazLKkw0S6DwRYtPEvjYWy7CIJeV9mdv84uLn1rW/g3vSGYTFw9Q4v1VcBnMGn/VJ1XAfOUrX7nJsjN44HxkzsXhAVW9RXgRFuKDBgRVmAEEqcxnc4giJfh+/etfb2jISSNSUUvQncYlFe1mEfu7DihxFiBgHYnGRZM4/vjjW1EOudTzTPagQbtJVYsIM7an7UtFsKrptndhLcOlN49AJ1SOOOKI1m44QCAMcRmAAN8yHmqvcIdSApYJ6OqzuAcu2q06mq4aIEDiQMgKdRsq+Bz8bzYBTspkrwwgQApxBAiIC7j61a/e8kwvfOELt4kWUGij0DjU3dfxCpJWuEgDoCDsLIBYBtYhhmAWIOAfi1lPgyfPLK8bJYAwDaL6DTDcBoOWQVmf1rI6F/bdXe5yl6Z9hwD5arFblo93XoH+sY99rLng/I0gXAYgSB0Qv8n8rdV4GPGyNNzMhd+jRKmBwN0zKzV5VeZP7JSsM4WvMnY1nmDQ9oBAdUpVbHsgtYjxO2hAUH8UI7EhCH+BNQkmVI9Aq+OkIcou0Nfg3Oc+90YhjSweFHCxDghxFiAQVBjAwyx297vf/QCz5jCPDdpLYrnKXrMOxfkcddRRG75x65r1oJqnlxWwNkugZM+xSCrpLXBZzZODBRQ7AVMJJMbnxEcR0MusFBh+EiBECXvd6163FjEEsRibOwpklKQEZA6aPb4CWWW2hADBPe12yESWwED1u1kIaP4KD7EKqCzGpJG0Q8BA6WICMos5m6iaOtap/fF2gAAx4WEYWj4DAQE90zbt6BU+aNkUfztmAqyffPLJjSlnfYYpRPitCiCIFTHWi4BunVWXAQgSBGefs3wiwGmZhYHCQzMWijY98YlPXBmBtd0RXi+ejFwAqOp6GzR7fFmeud9XAhBsJbhEJtMyLE6TjaQoigZOucoafwAprlNlwnkBQbIppALRXmpltWkmvYGKBy2TqukfSFVOFlgX7xNXVr++q/DZa4FSeUj2kyqpIv09z7LqAGi6dN/73ndjbJbp7swYhLcQELe61a3WAhBU/v+Qhzxk8rCHPWzDajAAwXzyR6aamj+hvhvo0i0EQeh9x8O+8UfVhmvTkqptrFuVvVmAQHwFEMS/qZiKxR5mke/66z3fGYBg0LIp+1JGkNgBMS4B8XtdTnaWQLF3ahVDPnRAQB8RfQ+WFVSod8tb3vKWjUBoY7UMK1+vSePDFC9W2WXWiji985e1h/8BoWKs1K8ZNB+Ze/EirO+9Qr1nQYUoVcTCWILYRb2+//3vb35JpTVFlL7vfe9rqEaKzLRMgt56sC6mmwpqPIP679/73vcmp556aounqL0IRlnOQaukoVmvMl9ucYtbHBDcuw77rhfu4gj0UeH66LX1gwm2q8qKcTEmca9kD8skOs95zrPJdbrM8UusRwAIMCfI7Dvf+c6G9j2Nwa8K1WqsAEG6umbsU/yu0rLLZ+8VVQtdeuXU9YgE0gKAfczdIgD8QQOCis7rJkExP2p1yT8k+jWVCpXqFU8gh9KCSPnP2j3sUAAEAj6MgzEIYh/tPQetCiBwZF2qSviMZzxjbWNYaEQR/gTzP//zP7cujRgmSgYFUv9jHrKXp41F9jsmzF0ge8pvOn/ZMVDRDGtNl3vc4x7N/N4LhtomepXmLWOpUyR/uMyDPn2UfKgK5H6pZpgslqS31nL5XuuGCxBEiV6ku+p0ly72JeAgC+4b3/hG82tIOWQuv/jFL97AgS5gMg6YOBweJhObVqY9Alp3C8HLXvayFmTZM6FhJRi014DAfrX/fvWrX7W9SbNet1ie6qqs2rDnUk/BPkyQYf/5PIQPbcWLCChBjPqQ5Jy9SvfzPLmHY489dnLYYYdtNF3qAcEqURVk+CYQJ+aKPLEWq7W4ZrusY8zZ6aUKLiOgM5cs71e+8pU3Nczb0yyDfoOZqOOOO65ZAmjGWl2qh66Cl/a+n/jEJ5p5crtKhvGprzsg8LyYUp9uOADBoFUABGllbH2eeOKJTQuJFrYuDWaqr3RawaQnPelJLZ4ngiQNx+btd1Abl2V/x5Sr2qhg4RRfqwJumfyrVkOleHDRxo0Rxt6Dg1XhP9VlYC5ZdLRx1mGzH1O0at0cl03msQp946STcP3cPC8i0+V0AYKUL65NfHTwO9vZztbMVtV3XgVnUpiyOLNAvbdujXm2AgTAD4b0ile8YmN8BhAYtCqAAAl25cILEIiGuy57sAqL9AJJKV/04x//uGlQj3jEI9r7Mb/uhBnHXKspmbz/CgAyrsuIg+p7AIT/AAL88eY2QCHnhA+tgsLlXirwjBVVpsgxxxyzoWSyRFcgsF94aN+9Nim/ec/fD33oQ839nnFcpKtqRxaC2s1K9SR+DXX7M6n1wfxIEHoKVNQ6BNW0t86AQOCk3u2nnXbaxnmjC+GgVQEEDlXipOlVzXqd/LOVafZxTOErX/jCFya3vvWtJ29729sOShiGuca90jNb2QwaLMWiUgXzMmoR9EFntRU0C63qf7n3KkQqmNhLyv27pzpvrAYPeMADWipiAGptDb+f3AUV6E5zByhdrAZG5MqexhD0GytaBvM41KLNMWGo3jg/nk3joSwEqG/axKb976EACARqKc6kRWUtqdp/Z9CgvQAEYgZUORMpb09G4FXmu+oU3/NWmmOEJDelJkiUFXxoHqFSBW4F8n7zt7/9beNv4qDi090rzTVBd+E9tEgd8AjVWGbDbxK4vQqAIPdV+9iE9yed7sUvfvEm62rfCn6/UF2v4itk6lnLrM+y2CpwWFSsyOmyECQdJyjZRZjLznjGMzaUqvsWcKBU8QUveMHJWc5ylvb67Gc/e8t5rrXU6+ZbJxS4FSBQwtkYiJ6NyWuZVcwGDUCw3aHT3OMe97iNvRYzd0D7Ojxf5RNVg6+CA1+y/wgX7YGlAs/L26JhU3Kyz2Us6NtyoxvdqDHn6h7Au5YZWNi7PwhU9+kZlZLvY0F2Q5PcCRmrKuDreH7gAx9o8S3f/OY3D0iT3Q9U92Cdry996Uut9oXW3yoDkzG17fGeBRVmIqu5ygUgF0EtyqD66+BCUK9a+qGyxrINBBZmQbtWfeh18hPVqM9MiPiJlGq+3e1ut1HsJeetS9DWoPWmPrsl5bTFtgiIkxGUNVwDXw8FC1b4U3VBCvKl2dOw0tAJ1RoC4T3Zq3UMjRGeJS7B2CVIcVUofmb3KdPAfNe+AeFR65Ba6r4JPrw0c+DZIieWVYlyVShuK4c1KlZEWrt4vd2QJ6e7/TETYybJX6WLlfKUQiL9UErTjW9842ae1FbV+4qg1AITFQCsW9DIVoCAKUdwD22iIvhBg5ZJtK6qbWgmY//94Ac/2GCcfY76oRDrUuukpH+I/fnqV7+6dWQV9IsSjR8eVrXuMFr9SBAA8PrXv75ZGoCJPphw2QKz/22809y5b8+YVut5jr4k9arTz3/+8yY/lMEPATex3uwXQFBThSOgyV9WFMp1X/9iETL0oAFBX6640p///Oe2CCFVQjC+PhPZ51XWvz5bN2a0FSBgGbGYq4YhzmJkGgxaBkWwhZFYd/prAOb/+I//uEljrKb3dS0Qtp3SEu05QEHtAJY7qcHOCd+JJt1bVupYUm40ctuKH+4F36lM3PyZTwGPIvbDo6cFeK8DSVtnkVHora7Z/QoIaoDrZz7zmaZ0Zs/uafvjauIn6OTlxkRl8f31r39tyNp7qk8pcSyCFFpnoou/q3+AdfOzbwUIIDfmSe9Vk6RJ22+RsoOWTwBABGL2l8h4gjABWtYh4B5GQiguq5vhMogWXxWX+myEJUtJ3ZvhPYBBXtfYCsXG+Obr/g3YWrYZPm2We+EXgXHSSSe1OKYIlFgJ1qVvSnVjPeYxj2njHhePOdkPgGC7omJItV/u+IC9lUg7tHEE7MRnLmDQ33Oc4xwtZkAQob8OUfcO7wkWqdH3VXNep8CRrQCBlscyDVDt97AX2sSg/UkxldOKgXGBSLJeqtZbKUHCh8L67J+h/k8ZsSeBgqc85SmbzhPsnLGoRX+4C/C4l770pRvR3HifowcDy+Bf4TtbzRX+euYzn3kja6Q2VluX8tQEv3XKYgPccL/meQ51QJC53e7ZFHLiml6JOgSYTQoJ8fHQiKEVglBupKBC5gyli33m8J5zVDH0MHmQPrJ5nawE28UQKLBRtYy+8+OgQbtN1iQmqi7G8ccff0CDrT7V13o+FFK7quuxZgl49vAd6c+3uc1tWjG1kPdqEyDjRZjqjyAgWmXCWFSmCeRo7nsBeiqx0OLDUvh6nrNO/DXVDAFZckPQ+n4ABJErFRj0FAtBXF2LtDzvqDCRAJ0HP/jBLdf39re//eTII49sJUPlwjoUQNF0Q7Ch4253u1uroZ6FWhfoujVX2QoQSLHkq+zrcQ93waBlWgcQt50mPJ///OcPYBxSv2qhsGlm6HWlasrvUwJjjqaY6LWiE6uW5bGohIAHLk+pxCrDbSeQa9XVvSbPqjDa05/+9A2tOkBmHQBBHccAOGl2eCr39H4ABNUKNO2ZgD2gr7YO6At0LRUQVDQdX1w1s/UPVye7PmA2bbo7HQqAgDahWliaqwwatFfrE+MQGZ+I+uTw90zGe9Pakq8r1XSsagWJCy+alQJDLJnatVf+k+9ziR599NEb4xXAEJdBxjTd+faCeqFB+D/xiU+c3PGOd9zoGxPlZF2slLWKLVBmLWttTck81AFBLE3bdciliLO6Z83W6pp7aiHYjzQNuQWpPepRj2rdHpMuE39tn+M8aNBO12AfC9CvNQKeGy++8prLvd+pZhNI4VI8DSjIXra3WVrkep9wwgkrpV3PU5paard6BLK+ajXKdaBqWa3ATv0HBYtYnT1XAg0r/+33SD9uh8r6V6QolQoXCQYGINgFQGCi3vzmN29oXgMQDFq0BhHC4JiI63vR9FUjxDyZWWv63KD/S4IFsx/5qc90pjO16qJIWuJDH/rQyVFHHdX+Bw5WpajYPBqyCo13uctdGtip/Gkd5p+1JY2ZqqD3v1o32iQrrqXAXZ0T32G5thfsi2TT1DLXhwoNQLBGgEAtbqZIVDs7HqqVtAYtnyqDS7CgtRWTtsAy/nGMo9e0Bm0uyJRqom9/+9tbJpQgwte97nVtH//hD3/YNM7rAAjScO4973lPaxRU+dO61CJwvymJH+BbhZ6KkzLWFGBi7aldEXseG/fOocR7Ne4SaLkbyuYABLsACL7//e9vWsgjw2DQIkmwWDVhswCE8RFcAnllFtS1OYDB5j1ci6HFTG3MBGuJ4FbZMRaXfL5KzYG2OnKPv/vd75omnWqLPZBcF8CLaP4JBg0vVXFTEThxHgF1rGWef5q7YJUCPxcBCKTCVpC3qLkdgGDBgECaZQIKE8C1XxpzDFoOs6xrDwOsgurEE09soDSR85hpaN2q1e0W9YGVGaO3vOUtrZaKOCAadsY1KXCr4PKbBQgyx3zsovPT/nldaKs1GutHLSj1ox/9aHL44Yc3F22yawKK4y44FEnW0AAEawIIFGaKCSt920fswKBFUc2zr+l0Aq0UcFHdLX00aoDhoMkB+xWJYkfKEkudfvzjH9/at0vX1L8g8ReL7Ci3m4Ag92jONQkSR+L1uiglFRCEf077LJkiLCGsOoJClejeCkjk9bqTZwAIuLeiENS9PgDBigEC0b1ZuP6uS8nQQetB2fjWXAQ9k6kiO9KyPvKRjxzwnQi1Yan6f1o+jTJCRS0C5mc14pOiefLJJ7dGQQINk664CpkG84CBrBH9AK561atOvv71r69l8zgurhoQ6fVvfvObjXOklLLuUMDUuHGYw9/+9reb5irVJw8VQPC5z32urdesyWoZGoBgxQCBVKU6eTXoYzDkQYvSoPy1tgQS0mrV51e2Nowva62Wzz4UuhkuwjqQAEF5+uIGpGdisvzUtcTvV7/61WaaTT+WVREIswBBLEc//vGPm/bMjbROVsqs7e2ousKyxqUmXuUqV2lFmWTXVHBxqMQPmMceEGTMRh2CPaKYaTIJFhtGw1xrA6bFc0x1vZ930KBZDLFGtVtDtY6Av7Qnfm4FW5785Cc34bZuDcJ2YiWpxYBq/4E0aqoCsH4eJipoUFqhSPz0Mcg5cfm5PlfCEUcc0XrQRyvtrxkeEG1tLwvnJACypp9e4QpX2KSMVGBYNct10KBnja+AbtVz9avQRjlCLsGG24HiWgNhlemLX/zihssge35kGawIIAjDttAe+9jHtvajob4f+bAQDJpFlWEBmcza/Wa3/vhOr3/967d87P3mkvL8s0ykPqdFOoCrNCXyV6MiYACgqiChBqJFwDve9a53tdLrL3vZyw5gvtLeqhVmFSrpxUXEesR8fqMb3Wjypz/96QDBH760TsrKPOMr7VYRI+2Tk3pbnzv1O2o75XWiAQhWjDIJ1R1gcUHjaqRn8dWCMPMwsUGDqlWg3+S0PoBBUR1m7uc973kbawxw2A/rK4VntqLU759GBDfAftxxxzUgFYBOM6zWlT51jWB905ve1NL4xBvEXJ0iOvV7qwAIcn+xEvCtP+lJT9rU+bAHoeuydmaNbwSZ/SAlUdbXscce2/hzFLd+HgBv+2hdxmAAghWjvgJhkDZfbsyP/u8raQ0aNK/QqwKq5szTbKRZKTxUBd0imcKqA6XK0FPVrm/gU834AgUVG7rOda7T4nzEBiRWoJqJ890EG9bXBMZrX/vaySUucYnmRuir6OW8vQYEdQ2kWNWrX/3qFtskZc/nvQvFe+vS/nqe8bUf0schqYkCRH/6059uupaYkWk9LAYgGIDgdFkI+sZNmorwYXkfo8mmW5WUpUGrT73LABOvQktK4TWvec2pAmA/AqdphWgIZwLcWNLoAQFphK94xSuaiV8cwDRt0D4VP5C9WuvlR3CoQnrXu961uQ8IW/OTa+W7ewkIkqcfwMJiIgtFOjSrSKgHBesiDGeNb/ZPXEbInL/gBS9oGRfWgODDHnCvEw1AsAaAwGvBXd/73vcOiPgMQx+gYNAsqrUFCJxsdAJObXqphc9+9rM3NKHqvtpPWQQ11aruKy2fEbfKve51rxZnocRtD7Yq2Z/Zy9Xql9dJH677/373u1+LaBfLkblaBQtBjYGoAl/1SnETtOLcR3WvrMvamddCUK0ADvNz6qmnNguRuQMQUrxrVrDhAASD5gIEdRK81lkugKDXPNJ6dtCgeaiCTWvnQx/6UNNMU3mulqRNwNx+oj732v/RCPmOBZQB6IrV2Hf9+BAAfcGmfL9aBgiTvmIhC4PrqVEgrkCFw4MRWMuimsMvuA44Upsg41bBwbSOgesICDJHXtdCRRUcmS+ZF9xuAkaz16qraACCAQgOGhDUDe71U5/61NYpLS1Ug9Sz4PqWtYMGTaOktiFC641vfOPkaU97WgtsS932fLbfgMBWgIBZWH37O97xji3t7B3veMem2gFbVbyLhSACI3sViKiAIeNc3xO5rxmS36Nx2t97DQh662RK+qIXvehFk1vf+taTX//61weMgzV3qMQQAHZ9D48IzDp/gkuBJO6f7YJRByAYtC1tVS4SIOCfmraxfGdd8lwH7R5VK1G6FPaCKsyMFitQ9Za3vGVr0TtosxCrWp/xwSRZUpRxruO9m3EW5kj3vUc84hEt4FAxoAroaOHTzNEJ7lt0OvIsgUkASsnjUvF/mgYtUqisOqVcNVJf4la3utWG5a0qbf28Vf5t75q/BLkuCvBV/tCXvc/aF8ciJiQgZpHrZwCCHWgmQeMx2T7hCU9opTMNpImNCWq4CgZVrb63BHgvxaxSrpW5kwvqpje9aRN21tkAlP+PPvnJT06e9axntch/fmH+ceZfrpSeqU5jtjsFJRWMmC9FcMwTFwKrAetEFS55na57SStdtFY+CxCIvr/DHe7Q+hyoiS/mAiiosSv7gRL4bb9xIXDHPf/5z980jiGCd1bQpestOm0xrc0rCMnav8xlLnPAvC+insQABDvQUoLu/Z9KhVpThmLOsfBGQOGgXgOp5v68FiWuep5MghNOOGHyy1/+ckNLWBc/7zI0PKmDCgsBTQLmpnX1wyArQ12ky24rzf7Tn/50c1uoSdKXO07g4VY8ZRGBbfOY1AVCatx02ctetgGYn/3sZxtgdD+Quavrwrwo7yymwDpKUGJfC2Q7gRuLzyKB3VYkW+SSl7zkRjBsYloWsX4GIDidCyoLJIOXOgTQ27RBrrnkg/Y39W6DvCdIjen5mGOOaaV1pbFVJjRA5f+lauYm3KqLoGpstdxzby1YNNnjmUsa5XOe85zWaZALcatzHRE4tYfCbgKCCmKkSItL+c53vrNv3AWpzVCtO1kvb3/72ycXuchF2l8Wkz4eA/9ONcsIzkVbeeo6qmu5ruMvf/nLrTDZbgC4AQhOB9Vc10qaamjDmTSlXiMZ/QwGhSlhRBEKv/rVr1p+tPK4AgirZilYLgxiFLfaHHCZngMRwtljEa670UNkqyYytc0uF5BgvlNOOWVy5JFHtjTRZDCEN8QHvehuqAfT/Cjk3vaLdaBmEtQGSXHHAXAsPGItAuasrWT11LnKGttNoEnRBIBrG24dTS9wgQtsAsYV3AxAsGSqqLISnyaT4bTFN2hQtS5VQfCa17xmcvvb337yiU98YuMcQCAMyLljLU027TkCtVpaKiCYxuR2614i1PMbaXBkvghZ5vijjz66xYKw+vSCtzLfZQECBLBwvdT72Q9xBNPWQvX/m79UpbziFa/Y3MABCxVATPvuouav8opptTYAlYtf/OItPRb4zBwOQLDHgKBP+ZIapkRqbR4yzZIwaH9bB+r6kEIkO0VAXNVUsm7SfOZQad+6CApYCjCYJUxrEN8i59G8sBY6KvOuJCZE4J78/2tf+9qTN7zhDa0mQCoK5v5cYxHWjHkBQb1X4MVv75fgZ/OR7IDEd/WuBJ8TvPog3O52t5v84z/+Y7NIGat+L/bZQjuh2kGzyhf/SxcF4hTaUkehpssuEjANQHCQFJdBuqfFdKR0sRKpihP1TU8GDQrpQBetViCTPPae+p7wyVzZ7xRtyNikKiGqroRU6QtTy/+LFLhbUbTsRLGHaJ1/+MMfJmc4wxmatQAAVFNiKyCxW4Ag40SpCUCqtQr2i4UgDZDq/GT8amVKvF7AobLH5o5QlrJZhfUigWbd83W9yghRYfFyl7tcAwPuJQAm6Y+9C2EAgiVR39wor3UUM1EmDTAQtBNi3hnAYFCYj033yle+svmYMaYh7PcH4QMCj+9///s3HvHc5z53IxaitrqupnzvJ3e+gpv4r/uGT4N2Bqh6Ap4UnGP9vdnNbtYEswyXgAjjn/nquymmwda885Oqtn3WguBZ6aziUQQekzO1DsGi5n8AggUDAhofNEcbcB5EvqgI4kGHBtEc+SMVRFFdb6uYlEGHHoXJ4xfcRVImNV866aSTNhhy9eVXKwhgMAT/7lLl6XWsgS/piKw697nPfZoPX+XHAIGq7AEFfeVDsuBgssziMohlx7rw+6w5Yo0uetGLbtQ06dMoByBYIUBA66tU/VIj7XBQylrLRrn61a/e3osZd1gJ9gcR7AEG+IPc90c/+tEt3TQtmasLJOdZHzVLIUf8/4O/LEYghvp0v5AiYooYAfTqTQD1UfrqvAEL1R0zj2uo8gDrYFowsd+74AUv2O5jN9IeByBYICBQxhRZCNV8ZDEswsczaL0p2p/KaC9/+cs3Nr73h/a3PwQOUzPtrlqEvvKVr0ye+cxnTq50pSu1qodI4GEsjCMweTnUA4AUjErgKC09+/S73/1u6w1xznOec/Kwhz1so3ui82r8SAKD56E+FoYCkXWSdcBCcNhhh23qa9KDmQEIVgQQfOxjH9uoHlWR5qgyNyikKQ6TH4YfkDgtpWnQoWkdCBEyFIfwEaBQLRPmaJHtqjHSAqv5OfULImT6eveDdkbzBHkS9kpAi/1gBRBErny2XhqsPX/84x838f7aUvv0ku8GlMhSudjFLrbJtbSo9McBCBYMCASb9Atsp4th0KFFz3ve85ommJLXWR8jtXB/aKDT5jmBafgFgSKmQG2Ky1/+8i0L5XOf+9xGv4teUKRx2qhVsRiKAjctpicBoD0/NzeCDm9xi1u0wD8pi3177YOhAL9p9K1vfav1MogyMZobrTAgOO200zbOiY8vtN8aiAw6kGxy3Quf8YxnNM2vbubRvGh/EE0vuf9eY+wxKWcNVL5x8sknNwGgXK1oc8JntFLffR4f/p2SxQEB9m0V9iqLJrhQRUPNo3S+VIo8ILDvazELNFoHfre3ALkHFgKVCqU/Tit1PADBCgEC1cgMaL9hR8DYIET743dMdkEtRDJo/9C0+Q4YIAgSpJZAQaDhHe94R6thIGXxVa96VXMpSEes5w/auXVgXn9/P95V4SMHbnKTm7RYoZ/+9KcHyIvtwGL/+xH6WTPmHSCo1Uyra2IAghUCBCqS1dSiatIZaWWDxJhwF9SI5Jj+BigYNKuwkLWio+pLX/rSyTWucY3J4Ycf3gSPtutompmZG4JFogqslM7OmsOrrMdpvRWS9jYAx3zEgpO0wYc+9KGTO93pThsdJRFrQp+WWEtfp7JmX/E27kUWgvOf//ytpkWE96LmZgCCBQMCxSNqvfUBCAZV4meUe16ZdzSCEUMwaJ7Sw4lLYm2SnfCEJzyhWQ0IHi2zlbYV9Jbo+FoPnxDpfw8QyNpLZ9Yh/Hc2h7IRWG8AMfMjFkSzq2lyAEDoU0aTUeD7fXbaAARrBAje+973bkxONmJNGxm0v0kUcuJMehp+4UHzAILaiMfr3/zmN80FxXKgnbEUOFkKmq2lTLZzo6XiVYQJgVXXXN84KqXZE/A6MqUOTkZkzn70ox81UMB9ILtIJ0WBh7/4xS82fQco2EppNP6xKgxAsEaA4NRTT914r3cdDJPwILXQs3mz8XrT4KABCLY6EnA2zZrkc9om3/KXv/zlyeMf//jmVrjuda/bmvMQTILepmmjwzq1OPr73/++8bpmhggylGaqwuHVrna1FlzMohwLQFqiB8D1wYvDQrCGgEAwyVaAYNCgUC1DO81vO2gAgu26FebcMHCafp/FRMBwK3AhvOAFL2j+7Hvd616tf8LHP/7xZllg2iZ0wqPwtipcDrYW/6DJRvZI3ev5H2AjaKUvvu9972vzoZ8Jy465AAL6ZlNqlNQ6JQMQrBEg+PCHP7yxWQcgGLQVJZ8ZjU6Gg+YFBIkfSOvbPjit8iNHZfD4kVS117/+9a1j3hnPeMbJRS5ykclxxx3XLFdbUQoh9e3eBx1IST+0n6sQT+xGrTuC/vrXv7Zy93rgaFikKJW/N7jBDTYqVgZUDECwhoBAFPmwEAzajuFHI6uupHStGzTWx3bHVrVMgIN56pwIIAQmAImf/OQnLZXx2GOPbXEHD3nIQ5oQ+uUvf9mqaY5S6wdPVXD3cRfR/M2Vsa11R8wHi80Pf/jDVtJcR8Xjjz++uXnqHA9AsGaAgCmuBwSjDvmgSml4leI0AQLDLDtoXpdBmh3R+KtFwHvW1HZNb/qqmMzZwIGAaK3br3zlK09uc5vbtIqa3/zmN9tvOadvuDRoa9BVrSn2+VZKYebJX/MW3gAYyBq55z3v2TrnolxzAII92JQ1PUdgSD+hMcH5m8CPpz71qZNPfepTG0UiarphX7Vw0KBBg1aNaLTAwSte8YrJ3e9+98nNb37zydFHH92CEgXAEVizsg16IJIaBgmgTczMtCI8Nci2UpoM7QeKcP/+978/ue1tbzu53vWu19wKmhq9+tWvbhYErgXNlIzVVm6jAQgWhO6yMFO+MrSVSS4WAxYCgCCIL9+t/rxBgwYNWlUioGshHK4DRY8Ioqc97WktY+EBD3hAczXwf1eBLbthlpXLedPSawGN8NfESvj9PshxP5Ayx5Ed3DeCQhWiUoDq0pe+9OTa1752izNQxrofwwEIFkwxy/SRtoglIKa7apKLS0BP809+8pMHfG9EkQ8aNGhdKfX8CXLa6Fvf+tbJjW50o8lVr3rVyTHHHNNK6RJGcVXEGuB73sNTfT+WhVhOBeD14ACvrMGQKdADGOyXXh/V5VDlBqs1gMZSoJ6BLotVZi0iBmkAgimUfN8MNsTWR4EnHacCAmk9H/rQhw4ABPPWxh40aNCgVeB/W1GNkldY52Uve9nkqKOOatqrvHpKkTx7itG//uu/brKwxl2QSPxKs4py7aduoFWwpwNmJePKjcB6UAHBIrJABiDYZmHKC/3973/fIkKnma1SWSoT8fCHP7z1MugndgCCQYMGrQNN43PeAwSqy7TXRvFALoP3v//9rc6BNsAa8FzwghdsfvCXvOQlTbOVikegpYNgahxUkAA0sAbgu35zv8QO9Ipkxp78IJfIIwGKqlJe61rXasGGfT+KAQh2gRSMsIjPcY5zTM52trO1UpPa1epaVQe971nAfPba1752k9uhWhsGDRo0aB00VEKYUO61zl44cxUAAv37ArFFw5944omthPIjH/nIyYMe9KBWoe+GN7xhy2CQoq3+QSryzXKr7pdYgsRQbKXxs1jf7GY3axYCsmeaxWUAggWRhaw9rZKfAmk+//nPT574xCdOLnzhC7f3//a3v03NOAggeP7zn7+Ri5oFPADBoEGD1k0o1depXRANnp+7noPX6Y1AiPXWg2QUhC9qyMRigJ9e9rKXbdru3e52t8kb3vCGFiinuqLmTAQfC8F+4p+1YFmIwFfDIB0rv/Od7zRgpW5BlT+LSG8fgKAjDUJUjeIP+/a3v93e+9///d/WmOIyl7lMm4xagapWD3vUox41efrTn74R7dkDghFYOGjQoHWgBPL1WmovdAAFAqvnbYQJvuf8XrOPNcF3fvWrX7UgRamNDsCAu+HqV79648NSH3UIpQ3vJ2Bg7GuRo0rSQgGp7373u5sAwbAQ7IC2KuagIMd5znOeTU0pnCei83znO18zdU2bBBP4uMc9rrUhzaLfiwWcoJ/EQvgbP9OyKuHVKOIQs+K8mslOjhr8mcpgNW96p9df1P1nw1VKytduHnUsaiW61NJYxvj0AgUtKmBsnvtLAZ+tCkJNew7fSbbQbo5PTVXOvESALsOXnv2TegA1RmoZpYs1BvLMUhq/9a1vtfx7llpWhWVkGdT9UV9XWZHYhipAM2fZ19sdW8Vp1K64uVauXdPYxRBIO9SoiqVmka6UfQsIplXyMgDAwJWudKWN/5MyY4Eedthhk6c85SlTu9O5HkBw5zvfeYO5V4a/LOtAQEjd2MtGtpW5h4kYw0UK1K2OyjRj4sxYzMPQdsrQD3YNLjtyujKPCp6WDV7zewElGYtZxzwCdbujTxmu+zwaba/Z5t68P8897uRAfXR+zVba6fWTFrjV0a+T2pNlnvGddf15f58VNr8rsHve9Tnr+rP2d72HuD9iLcl49Pey27ENdb2yPn/xi19ssW3WSU1pH1kGO9Ai+kk0sBChQEJWgorIve8497nPPXnMYx6zpVYs7VDAzLRqW8sMiJmGpJdVPrn3IQocCiNeloUgDDQmt9zPPA2EdhsQMPfVAi7LLluc6prRQCLstit1u1tWJL8rh/3Pf/5zW7OL0LDnef5poCxjkb+7NRazno9FT2fClCSu63YZFors4T54uro9lwGY61598pOf3Ny3syok7sZc9dbkagVwj+bLfaWQ0izAlHUf4Bnwmc/sg6zRgLFaLMpflhMZHP6ywobfL2L89x0gmKYhRLNkBrriFa84ueMd77jJjBpAoH50BQTVDO/ze9zjHpPLX/7ym7TUOsDLot7suEiT7MFogGIv7nKXuzSEHw1rtwFB7RyYzbZIhj2PhrHd8cxnPnPy2c9+dkv/4E41rFlHmEstfJJWzGF8OznmmZ8QZiYC/Y1vfGNbK4tyCcyzNwKceyHTA/dlx/0wmV/qUpeafP3rX99wuVXz9DLIeuj51bKKAvX1CKwL5nFug2VZsfDvWfxyWqOpZSldsjcAAqWk8br87ihMtAuAQJyAlMOYZzLQNioLgYyD3nyWhQwQyLutzD7Wgr1ImYmvdNmgIGY1lbXU3E7wyyI09HkEQmUceeZ5y3rutgam//mpp556AONbduGVKoD3Ks8bIxOIKzMna2Nek/LpdRlUpg0M5H9rRmR7BQh9rMEiXAKznk+kPgGoSVoAQRXGOwVss/zb4WXWI0tW3G7ZUzu9/jy/35u/z3SmM7WWzYtyCcxaX7UZUV1zZMDPfvazTYB2muVrnuervGaafIoLq1bDTQDnBz/4wcmFLnShFl9RaRHNp4bLoHMZiBO41a1udYBg+fKXv9yEPXNegrOqgMNUH/jAB7YYhLpQ9qKlrWfRLasGBC0LwcYkFgsLi4kgmHnHYhECuZ9bGwmDNWe7bQGYRYpXsRDUDZiSr8sABLECfOQjH9lorToPUFv0+syzaghG++uFwG5qf9PIGrW3e6Y6re7IbhIhfN7znrfNz15RhBF33+c+97k9UWSqb/ySl7zk5IUvfOHSAHOd5+xpewQP0ZZYWmQ9N8J6HkCwlTuqyqRZygVZxJKtKuSirVkjqLBbCBg2IQYJYh42B8TMVcCUp2hRjyKDzvQTBwgqop+2uHb7uRT7kO1QF9iyNlNqjyN5xIcffnjzEy/LZF8jdUO6gt33vvdtfsh5gs7myQ7Y6pj1fWlUp5122qbI7cQ9+LuMLAMZNNK7pMiG+VvrCfzc6fjP0pDsj4BtVjX1O7Kndnr9WYAtFoBoYdGI3/zmN7fWv4KHc07fYc/5u+1Skc3EqqagT98xdRHzP2v80nOApUIhIXxvWsbS6b3+rKP6zyOIpXs/9rGPnUvgzrq/FPzZ6jBHAl2jTCXFnHVALMNVrnKVDQWnB1HzguGtsgwqUK5WLPdDyUx75He9612tydGRRx7ZPp9V9nkAgoPQlHpSn5vJzkZgQsSkVCgU1WmjakmZiaqIFrKHHvl26mcVECxDw/BMkL1nqHUQlhmQk03985//vC1c5UwXnbY3K8ugblDFpVh35Du7t+2OnTK8xJtsdRA62pcqQ5qxygFUzvr+Tg9rQfEX8TCqnYWZYLwRBjs5XG/WkTlyL0yfV77ylRvDcw9M1Nsds67NKrXdEaaLsZoD9wK4Hn/88W3PJMjRb3mf24srMcVhZl1/1jHr+RTnOde5zjU59thjW5EafMU4EQrcPLO+P+twze0Oz2hsfvzjHzfN3Nzgg+bGeOz0+rMOYFVApfHGi/Feipg6MN7z+XaH7253mNvtDsoUyxkrgNcsrcb9m9/8ZusfQOFTnp6S8Y1vfKNF+ptXe+q3v/1tCxre7rC+BAO6LqXT4bX3fAYQqrmAd+oHoYATWcQaIMPtEY94RGtJba1ybQfkmJ9FWPpGYaKOLHqbESplllEA4ixnOcvkmte85uSEE07YJNxt0mg6Fg9/KMFzxBFHtGApfq9XvepVzdejXShB/d73vnfbQ6DITg6axXWuc50WC2ERabYEUTLLnnzyyZN3vvOd2x6nnHJKuw+L3vkOr73ns7y31eH33Yd6DVqlXuxiF2uBhX7f942FXuuaorz4xS9ufdb5kNU/f85zntOKkDjH58pAv+Utb2nHa17zmnYulG5+jjvuuMbEHV57z2fm6NnPfnYzMbqOlq2KTF3kIhdpm9mmyu/RTG025zBdP+xhD2strP3vGs5zeO09nylhvd2R55GCSvt1sE7YvMDAmc985lb10nqSzXK7292udY67whWu0ISjNXfPe96zxar4ropkQJXPfaaJjCqa/gp+pSU4FHPxuQ50fodlxnvcXxiZ1/e5z33aMyr6cs5znrN1TGMNcy8yZMyftWLd+I7zfEYo2A/uwbW3O5yz3XGnO92p3b/5MA7W6dnPfva2TvymZ/Vb9p1780x+n2bm2aQEq2x34xvfuI2b4jX53HV9vt1ByGU8857X3vOZ6+zkmPX7DueZH3PrmTyjZ77EJS7R5sR9eHafmQOH8/3v724extBfY5o58zqfzXp+97jdMev7ed6tDmO23bHb4zPrMJd5DnvH4bX3fDbr+YxxntN4GfusUWvCdawR7z3+8Y9vYKJaEwYg2AVSEpIWhykTGAQOLTMaXQ1eq4E4/H4miZCC7HT98pqg4J8EDgjD7Q7n7OQgPAk34IRQJFQJKb9P2BK02x3OIXzdix7cDq+95zMgZ7vD73GrABCuR8h7721ve1v7nGn2TW96U9OE8lt1XAAHY+93vXauwzmew/f8T9s/6aST2uF1rvn2t7+9/Z7fItwAMdc1F3kf8PG+6wMNQIz7MmfGzzV99z3veU87vPaezwT0bHdwB1gHvueanhsQ8n3377e8l+v7zHh5/e53v7tdQxAm7YivkHXF4br+ij/wV490a/LTn/50q67J12vMmTNFqHOPRMPK/zQYGs3Xvva1je/7jHZSe9srz43R0JRoNT73fdoMDWa7w+9vd9Ck/KZGN+6dFvThD3+43b97VQnU8+da7oG2Gg2Lhc5zaeziWu4p5/k+zW27w3U9m2vRwhxee89neW+rA2/Y7pj1+w7nuXfZN/56z3N4Ts/veTwLTZGi4fNojc7fzYMWTdO2TqI1ex3tm8Viu8Pa2e6Y9X3zut3BdL/dQUnb7mCF282DlcTvsCxzjTm89p7PvN7uYI3gpoh1KFYqY8+N47V5UuExVsbQsBDsAtXYgOQFm+iaC1yD8+rrml2QnPjEIdSAkt3M4+2vUQHMwUZxzxsot93iqve0UwQ7r8ul+n6nxYnU82rg6Dwbatb45Xe9rjnFcWPEN5l1FTfBtNiH5Db3955OcTXFst5/otlrUGW9TkyMdfPXcerXeP8cO6WUZfU3ndzqnttuH0xbj7tRNGq/Up99NS0ba7tjnqDOnXx/FiW3f6+OBJun3kctbJSsllmH62SPpslUXGJbzZNzF9HkaACCKYBgnijcyiz7wCMTn9bIs5jZoqkumj6fdp7SuLMY7Tzf99wEnXvpKzbG17VVUE/GaZrwz7W2itKtAVhVwASl97XZE1BXr99vylrB7vQIxYMVVH08xLTc6xo8Ve+ppij1NSgyNvX56705J1pNBSgBxRXo7LQSXb2fnmoBl2mBv8nI6IOxEqw1K2gsc1kDEMO056kEOOv68x6ZowiLMP0ezNW1nfN386jjul2p3dMbAzSL5insM29a36FI4jv6UuyjdPGSAuNSicpRB92E1HSUmqq0VRRpz7yXETTZM/x5ooR3qnlt1e65jwBetrazKJrF6AnOzH8sAdEaIuD7yo21RHYV2FulItbx7S0e+XyrrJJes+gtErs5dsu49qDdpVnrf7e/v1ML3k6zIGYdFcz2vzsPoKnWhjou2wUNLnI/DUAwZXAx8WldvZJOyDRTNdBpgj7vV/PuPAh4p1H2PSBJJbqD0fC2y8GftaCBI+OUe0g5zozptN85GA1jlsnOb9hAma+UFa3li+smi7aWDdib6zJ/vTVhEYAt91y1wnnSQ93LtH4aub9osrl2BRz195MZ0GtWyauOWyG/M0/hnVkaaN+0JWs2VrWD0WZ7a8JOCvQsSmDMs7fm3Xe1lHJeLyMtdbtjt78/a/yyr7c6DjVZNE1hq5bYuCnw13ms2wMQnA7CZJIrPQ19ZWHXAewHNT6jmtu9DIoVoDL+RdYgOJgYhFoDvf/+NGTd32dlEKd3Q21lRjy98zGPybLmRG93nWrqru9PG8faaKeaDCNEA3ZmWb3m0dq36sa46DV8eq83rdrosminhammMftBi3M57LROwaIqlVbedXpjuLbawz2oXuT+HIBgG3Ns71cLg6znRAOd9t2+2+E8QTOL6haWe+uDHufRnKaVdt7Kr99T30GvWlL62t/zCvTeZ9z7U6uWOM2607sy+jKy3k9xoFntSeetlLjVPVQB3l+/9qDY6rzeijAtViVadx9QWrs+1rUai8g00DCtaMwiXFnpbbEV6N5KSNTOg1u55+YBExWE7nZDo4Mdn2nljpdF/X7q99siAPNeAoa9BgSLHp9qWR4ug12gqn3FBCXVo/7NwEXIVu28b+EZxptGSbUDXwIAkz6yVzXlt9PcIjAjhCI4jEWiWlNhr45fouenga1sntpEZVod7n6RHyyg2O010gvbmEwT9SvNqB+D6uePSd5zZVyzTv70pz9tfMfYbMUsqrVlGdUo8zyZi8xjBZ15vvRLcI/9/PYZErUcbMBZOiDWvThtPaWFshStvaYqNCvoSgGZ7JkEcAaQ1b91zQgiSx+OHhhkrLNmApTqPol7c1mgIu7RPpg4vDFgcJoAC69J/4Sco1hSLwAz1pX39HsyVQYXFYG/KEoRrh7cm7e6l6QeJiYpa0DqYa+sRoGo/CLrI2vJb2YMnOuc6oKoLuUBCDqa1gVNVSq5wtlsPrdwE8mP+ckNNdAVOEwTCPKN5VOHYa6KoMviqJtu2saVH5uFJ286C0muLOZs/ORMy51W4UuhIjnemH4vtGwMednG1hjLCZf7nN+2KfaiMdR2VDeTeXS4d/ct19ozWBt17IA+nxkX51cBGOYVFxPBIC9evQC1CCLw8rfXdiooWAbDj7Cr8+J/tQTUNlBxTa0E924NqH9QA8ZUvvO+mgpqKKghoM6B8bMXwuAyfs63Ppxv/Pq9Fca/SuR5s08iEM2/XHrzmHH0DDkvINHz4BG9gpDxyB6ypqb5zmsKa19RdRnPnb9bpUDLo7dfzLl6CwFONUNK3QP1KNSsUKtCPQbrKHsgwtDzuR4waP35TgBFYolqGeRVIs/7gQ98oNWqUTtGeWYFtxQTUxNF7Ri1VfDASviLmirqjqhRUfdD5RHqdeiMqOaHuiOVh/TpzDXDawCCbtEarNppzMa79a1v3aq9KSaSAJkgLxXglNdMlSpVpRTlqQTlKnCk8pRqdarmqUym8FEW6ipoOAEE08yx+d+Gs2FV/dMB8i9/+cum81QLVFpT1UZjoVmLqnTeU4QmDAzjUwXQeBgLn9/73vduGyNgKQt4Wc1/DoYI9Wtf+9rt2c5xjnO0SmKeQZU9hZUAHcVSkGJId7jDHdq8q3ypqp9qg30TG8xN9UJj59xcD2OYFmNRTZPLAAT1HuqceE6VFd1vKqmpvnfWs561lZ0l1EPKr6rCpjqh882/UsrWUsCg62J21oJrGGfVBI2ZCpdAd9Wwe7C0VzQtsEvLa9VLVVVUgU6FRcWyekCoeJZqlfpMqFZ41FFHtSJWsRBlrBWwUgnVmGW8CY86BtPSVpdhgcw95rdq0Co+oUKoMcAvVaY0r+aYsM/4Kc6FZzhS5c9+8Kx4qLWW3h8qiJ7xjGds1Vl9bt2pxpnGXRUQzNtiezeJ0kTbt2aBHPOmeqc9b424f/PpmT2PKp4UA6SQlz3gfTzEOEaGAA15PsDzkY98ZDsPT7KmvFYxFjio1qu4HKuLaACCbczUNpkFqyylQQ0jCmpTolefA6VplX5VcU6TI+Vyv/KVr2xchyZtAjUd8hrje8ITntBae2JwARer8vy1RnYWi0XkuW1GIChCHsoPIwQWbnjDG7aStFAsC4FKd4QjrbeidMzOuTe96U1bJT7nEZrK2gIOFYTM06N8WYAxpn7ard4VRx99dBPYNpv7pv1Wbce4eU5jRYNxQPc2t/LDQec2suZHmIA1oUKcqnW3v/3tG2OMG2G7CO1lr5EwFtqeeTMWymVb4xgYzSSgiHBg3jYOmBQwRAOkLbIg0QRrm2pVJFNClwC1vzBMa8vrupZiNl8VynOohqlMdLQ+VTiBGkxf1cxYB40ZIQBYvvGNb2wVT/EQa4QWmb2ARwBS3rdWnEsgGE/Mv7ppagrsNGvlblB+L+u/xjGpJmq/3OAGN2hKg/VBwOMj2oLjtfY46xKBB2CqZGqv4KXAcm2Uhp/YF8aSFdL/AeUUi96Ns4xumqfHSgAMWi/cAbR6z0qeAEHWStwEngl4fsADHtCsZQ7g0vPHAoDwInuRtSH7C+Agpx784AdvGosqc9LcaQCCjirSJrRoc7Q0Wg2tMIyQ8LP4DHIVABatjQ3x2fAmlPB3rpK12TQQM0Zhg1dGuNcCr5qHaSf9RmLO1IAlWnGC+TyD15pvsKY4z/d7Zs0SQmhiBJB90DwiGDBGtfVplbVB06qtEWAQ41IuuSfPGEGt7DJtTi+L+PeMFzBg7glPz0kTIDxoPbUEqjVIAPj+dmmhyxZ2AQUYx6mnnto0Oto/BtcDlBr0at5pRdEia7BjhIhrWBv6PQCcIe4WlgRdSWsxn1WzHhkje99aJtjthRC3ihr3FA2KgeelROAx6aaKvvjFL7ZnJQBi2rVG7Dut1uOus0/0y6At1tbatbLlMvdQdVXE4kiYE1DAf62/b43b6/ZCYqkAQRaSqlClyVOsEHgq8MnSoAx51g7QDECzTgHUialYpWyOGkMwrVIqxcD90/K5ysIX7S/AiZU6Y5tmWKxJxs/5LFFAsx40VSHVzMzec61qwRmAYIYPLJMEqR522GGtWY0FSsszGZk4Ap2QtyAJUtqz7zKnpwFNzGAa0GD+oSx+WpFJwuhWwWVQS/7GLFeJxkozwcCgTs9fgYSNqvmMBYoJJDisLjwAwZgAWlrw5vvGze9auJgjrTOMbVXiCDCw5PTT4gAivRRoZqwgTIJVi2ZRcg7E3hMtFxNnKk5bU+MZ4ZF1aF0AFHe+850PMO3tBaOrvvGYZWnCuoHSZs01IRU3gTFJXI31TsunGVoH3u8BIzBgLTAFM58bc9eMNg00WTvccFXwrIIGWDWuj3/84+0ZWA2ztzJ3n/rUp9r+iOuJYAMeEkcRXsRViW/EMml9WEvWWojgA065mFiWtgrGXdYe6lOf8QB7xL3rr5L5ct/2PT6avY6Yto2HMfK5Me3jRKwp2jGlKz0CAlQJSUCKdaHGVyyyTfCiKPU+6lzpeWKs9D+JrMBzvcciVMdV3Foae9lHeAWrGlcMl4QxyVzkutw22St9EOwABFuQTQqFE+oGikA3yCYwPiAmQIILKu9TwZi+ITraL1M48w/mX5vImAyfWbzxE60CIKqAIK8tWhuXecqYMAPTCrk8CENM22ICCLhGaM4EhL82t26EvpPrQvKem+mwN/1yR/AbYwgVxa5S4RHPYU3EB+6ZjQUgxAcaYGA8CHNaUGr4xyfMkmRsxGIgwNMaqZaRPLdrWGvV37dXgCBWjhqsxacdX6V595dpmFUj82bfAAxxNZl/f40dl4A1kVREY2BsNJTqLS/OJ2gxvKoNr5IVyT7CLzwf14h5B/pZO+yXgCpCyjrAK/jUe60RSDROtDp7w9gxHdfA5VhOWA6A1D6NctnxFRHMETb+cmuYM9q/oDjPY59kPOo9Em72ASDtO8aQZcHaYQJHaUnPZRDlKqnNYizsScCi0iIK9yyCb/T9R6rs8Fye1RxnjRhP825fUchqMTzyhBuG4gpM2m/GK2upkmZyxoz1toKKankZgKAjg2DhMM0w9bEIEPC0Mxu8IvO0TIVuUyEPWeDABLMN86DNCtU7vwo4wgJTAxYs4lWivgQxBk3jYZ7KpsSsBVJC+tn4/FU0GsBBG13BddoSi8Gg1WH6zudPtHDFDlR/o98Ve0DbwQxRfNCrUqs8VQy5e9LSVXAQ9G4umftoQkkXCipnQarPwF9oMwMLtCDMj2ColiLP7jvM50BSLX+6V1aT/G7NjuESc3+saFwkrB6Ju2ENcN+ABMuS9zBygbeAAHOxMWPqNa7GiX/deSLHe03X+gAWrLUI0FWJIQB+AvgIJXtBO2vmcqAOH7j+9a/f1od1hIlTCoA9Y5B9lEBJfnZA097DL1hHHvSgBzULSubCdewr37fnMiYRGtNSeneTEseAj4aPsPR4djzUHgEe/e8vBQBACJl3gIBbiVZrnbCU2Bvcs8ZGBgugZA9GyYoVgXkc79V+PUrGKlFAb08sXlxhnp/gR5lna8Dzsgjgl4lhM8ZibDwvfvKZz3ymgQdKW4BHwJY4AyCLzAoASA+TaokdgKAjfe8NvhbC0fj5RqGuCD/CC9KyQaG6TJzJMhH86Jg4gcc0aDETkgENqYSI+WMcJnNVFms1j4dEyQM0ggRzDpOcxZtnNyYYk80LBFlYEebGAJjAFCFfYMt4CKbqy/byyTsvgCAMZhVMfrlX6WOJDI6m6v4JdgyPtkZziftIgFRvtpVCZ/OKijamXtuwTKBh5hk/QsRY96WO93J9RPM3z4Szucz9BkQaC3MZho+RE2hJH3Q960GrcUKAZc11CQFaD2FZa2D4LVY3+1McSi1JvSoKRdwqTLcEPSsZ1xjhb18kAvxxj3tcO5cFgfbHVZZ5jYUJg/es0sc8Lw2P0A/jjhbpf+NFEYmFIoJwq6JTu+VSy+/XrAaCOwBAnAQLB7CMrwD/YkUIRPdK6HNBeT77yZjaYxQKzw8AGA88FQCtKYjI+jAWxr9abVehzkstPpZ7zn2zNFsX4ks8d93j3sd/Zd4EaGW94TXkEBmCZ3ptPPuGZkClMbTPqkWgunMHIOiIOQu6ovnSXjB+pmsInwbHrJugGIvWZo1puxJGgLmzHhAKJgKSqxq4wfe56zIbJpp0r6lvHQwE3e9+92uLEkNzz5gT9C5egBVAAFQWsI3do2CL0kbHECxoUcEWMj86zS+CBKNg9sQ8xGbU66xSNzNjg/lNi/vwTDR/LhUbGxDi241pM+NkLGm6tALjQ2hgZDZ9LeJk43rfOkklub2Mqci68Gx5XcchnS6jzYsZoOnnmeo6z1pjSUvaLiHHD4yxJZ6irklBljRvgCPMq49r2GvCZAkve4Y7BVDOWHG9Yfo0WJpehL5nr0V4EN877Q+AEmxmvQBNvdaLb1kj9mnWWBh95mIZa6aW0Y7m6bmZwO0JOfd5zwH8UiBqEOG0bCv8hoJlTPFbewdPxX9qyi3lAegEsAjF6iZYBdCYNWBOKj+zJwSGWhOnnHLKppoTxoP7zVqK7Amg8HyxuOChxkWWkviKFLUKcMdz7SnKWAUAmbNhIZhCmHZ8f4QSrQ2i8tqRfE4xBibHxk5ksA1oYgk432EmMyEQLfOpDRuGGQaGEWKY1R+611QDURDtzrMYCwuTaZKfi2XDeEDqNnwEXg96silpfbQl42GcfDc+4piDLU6mY8xRWt807WuvTcJ9oZDcf4Q1rRbYYUEBBo0Ts2h8pWFMXAzGTnwFjVBUMCaXug7eI0SNF0FwzDHHbFnHvDKb3aYUnanzURkvwRWShknYsfoQYr1Qijnbd2hA4gMQUISpY46xlPhd68b6A46ckzW2SillYcCivQmw7AvPHyGtNoNx4ZKk0dJmWQgSRJdxAYxYWAh8hPFLSUtxLGvRs/Md+4z1oPqE+7lZpiUttUzcR7KsKFHhs7H8UQCAZjEFlYxDXUsANt6MLxjjxHWFZ+U5nWc8KXTVyrkKayRz03d3ZPEAmLhJUkMi+8tzJeBYUG7dcwlaxi/JJCCZ7DE2+ExVyqS8uoa4rWnN1JJOPQBBt5CZbghBTIigtlBFeRKIND3mUQsy6SEQe114GDpGb3PasBb/c57znMbw+iqGSZ2hCa1K6pTNVc2LwIsxoPkCP3xRxshzY1bMvbGSQKgCh6oLJCU0mdhZSQg4m4HPWRBexiJR48aUy8V5EXKrVI3OGrHxTjzxxJaJ0hOfOeZMq8O4xRfYiEzGYfQ2mzVFMzJmcas4T9phDeikZQMVhMNWdfeXWYcga6PODXcBRkxgB7BYN9whXEOJBQAMrCGxOPV++cqdR7PBDAEsANwaq5qd36Ixez8V6Xp3zl6bhGPNIJDcq7oTEQbRimmChCDLgXEiCLiWepKaiOGncA83JWEnjqc+rzUHfNQCVn3a4bI04N414X8Bbda2vdB/RmP1mWyMWMooSvncNYE/e8o+UO/Ds9GoY1GrApcl0lqKkrWsol0HAxZ7N0uUA3VqAh6zXtw73kH+4A0VJBkL77My4rNRaMmamrZpnQENQDYAWgsTVcA0AMEWi9rAxCxHiPN7QnD8MHUQxRnQaiA451ucFjRNmPabSl0EZph9fO42AE0S01w1c2ePqIM2qyAi+D2TDImkKHKxMOOJnM+GNH6EJwaPccUaIHDMucaBtuB3fS6Ahpm1bp5lB0bNIm4UlgyMPQFfnh0js+n4TGP+9WzGCSAKQCQgAUEC0AY3JgCEoDuMz9gQfqxQznEuDWA7MLAMpld/Ow28ADd+cc8dIOje7QkAkPVIkJRzBesCfIBBBBdzMLMxXzKLQOY9qVaEnOsSigQK6wAGup2VYq9NwrFqYNY0/1qHQDoZXkKLSzEeWrJnZdYNKcjjPGsigo1rkRBkJYhyAVASgPZXfqeWo112NkoPQNy3+wLi7AFrOsCBosFCyoKGf7KKeWagJ4Da3hJ0jacK7k5Za9+lVFhT4riY4fGdBBTW2JNVsiD1gImVyP5hMYq1OcGi1XLNHWSPkEUUVvFpQGS1tCKWSdcSzMq961xWyNTMqZaKymNrF9EBCP5/qo01opV6LVIewgo6C3IV9WngE9jBNQCd2cTxhTmPsICELVZHzDwEYsyiq7Boa038Pke2J1qdZ6jaO82PoGT6JiBoOBhi0oCyEBNMk1oGCcQTeyHqPOO8KgWbQnEXYDYyBzAu1gwaHo3Fcws+BQBjEsXUZFV4PhYVmpw1Yu5p1ZWAK6Zm2gLrgXHzWvlbv72Vq2BZzY2mBRUigI+Ac7+eM64k40OLSXEYmgqQYByyFwgzfzGySiwm4nkIDNcxZhiiNZJiVtGkVkmZqEJRnA1BDSAKTKYQyEzh365V95j8CTvPSUHAP6wP68k+q/yB5dFYCFSlUdpf9hotPPEC1kLlJ8vUkGtl0/rbYiUSXA0oGQfmbc/JwhTyHECBNWQPWE+UBJkp0XoBKVpz+If1lOuyotQCT2m0tCrFiWqjoSgXgkHNdXXX1iBqfJhlmsvWGBozlgDPjP+4BkDsuoAUWQNAWU/2jDHEV6yzupamtacfgGALwsjTmQvSgsiq4DOYBpaGhCE+4xnPaAjV6xRl8Xk2hL8WtMpjDgu/BhutCkOrHflq9bi+3KV7p72lS1csC14LMqTlv/nNb25ZG8Yk17eZA7x8x+YlDGh/XDK1SEl1xaxatUICGphTFAaz15cBM/fs/TpCIqo1MbFGmJOrSY8GYEw8o3FlfQECWJu4Z7ZbI/HTLiOKvAqZCghoqxiRXHFzaC9YG6mmVwWDGAuxBWImACWH14BlOj/m2rJajCvXGksDy0nVtsPol/HsB6Md14A+a182iqBJAIcCQTj2rgbPRYMj4FOTn8UgLpSqtIjHASoIQJaU6iqY1phs2cpGdZ0E1NsHnlFQqLkEevi1abC1s6E9AERyRQJQlArAqgajZnyd71zn4anWXYBWtZD0Pvu9pACUGjdlnvHKyvOyB6priCWEC1FdB3zEOqJs9sQKzUJHabGmrA+u7MSe9FacyLkBCLYwB4dSGjUT06e+1YYZfZvNyjATdEZYRusmUKoGvgoNWtLCt2coEcY1SLBWJMt7NSUm14hp01jVxZ33jVnvW6uFd1at22Ft/buVuTppYz3Sz7OkE1uvWUawVb9ogMIsQLBswJSUsAp63EMEQI0yD1Ou2QKpQFetQNkPtRlSFXJZm2nhWsvyrsI6qXNd44XCJ6pQst9jCTMeschZAywf1dQfYZhsnPCl2uq28qjab8J7yyrq1aewoQTJuoe40aZZLOp3a2G0+l4dX69zvYxDHd+U+K3raq+p8gmZOVm/dX7iqg7YrWNWrS6xVnr2jHVkyLS4kdouuec9o/3xoEGDBg0aNOgARWwAgkGDBg0aNGgAggEIBg0aNGjQoAEIBiAYNGjQoEGDBiAYgGDQoEGDBg0agGAAgkGDBg0aNGgAggEIBg0aNGjQoAEIBiAYNGjQoEGDBiAYgGDQoMXRtGIqKStcP0uRkFSyrJXoUmgo5JztCqukVOxukGunTDdKAaBaAKYvGLPb5B5qsbA6Nn3Fwoz9vNVA++eq45rCOYq69FUB0SKaCKUgz7Tn69fIdvc+aNAABIMG7THVCnFVqNT/HWHy6TDWVxms5a6nXX/WeztlCrNq39dywX3d/GWDLvcKkASUpPWue5pWxnfWs+f75mja+E+r/z4NjOxk/LM+pgn+gLT+3lalo9+gAQgGDRo02dxZbhozx+gjpHrBknK+VdtMKdLK7GNB2I1mRts1SurvN13k8pzL7MnRd97cCtScXiG5lcUlgKBel3BeZNnoWAmmlWOun1XLzaBBAxAMGrTCG2uaUKlmZQK1mqUx+QCC/E0N/HSHrNfvNdLdFg5pdlW17mquX4TJ/GCsBI7e+jJNiE7T9Oex8tTf8my5rv/NTz8Oixj/eu95vgoMe8AzAMGgAQgGDVpxqsx8mqAJENhKkETYbydoemG4CJN1bxkAALYTOulNn3vdbQKK+vtJc5Y0uEmDoFnzsdXz9ACitwjkvNogpoK1nYKuOvahNDuaB8AMGjQAwaBBK0Ix61YBZHMRGgSJIx3Mcg6NkyAi1GqAXrpPes/fCL1pGuUi/Pi1G1uNDahCR5e2CC73FOG7DB92nneahaSeU4FKfO7zkPO2aift/bTt7kGA+Vt0YGeda+1stxL+q9gRdNAABIMGDZocGJkf4cH8/6pXvar1g0/v8zDyD37wg+29F7/4xZN3v/vdm7RtvdL1M3/Zy142+fOf/7xlVP0iLAT12lVb9VpL4hNPPHHywhe+cPL1r399AzTUjIllEe2cGT0WDf9rW1619v/6r/+afPSjH5286U1vmnznO9856N+o42nc9Zd/3/vetzGv9bf69teLAD1pg4usGWvEe7WFdM6v1qJBgwYgGDRoRWiadklg/Md//MfkDGc4w+RSl7rU5HrXu15j7Bg8TfDII4+cnPe8552c7Wxnm9zudreb/Pu//3sTwoSO/y9+8Yu37/7whz/cJCiqAF+kht5H07MKfPGLX5yc+9znnpzjHOeYvOAFLzgAAPyf//N/lgK2wrQiAFlbCMw73/nOk6985Ssbmvv3vve9yY1udKM2bk996lPnEph9umc09de85jWTi170opMHPOABk7///e/tfWmAOT8xH4ugzGmNI7nlLW85ucpVrtJ+2zjXuRmAYNAABIMGrSBFUG11XOMa12gCCoP/t3/7tyZ0CLArXelKDRCc//znb+f88pe/3NByr3Wta7XvXPnKV97wJad+AeER7TTCKfnq//3f/33AvUX7BDR6n3803gibaob23jvf+c7JRS5ykXYvz372szeEZc2PjxCt1851A5JyfQBp2u/3GneuFd/+//zP/2waa+b0i13sYu2+/P3mN7/ZPv/EJz4xueAFL9jG9FGPetTG+BCwccvkPb9XhWr9/Q996EOTww8/vM3Pn/70pyaQq/DN/bl/16gunx405XsEewAcwW9MqguiXsP1v/GNbzRQeNnLXrZZK3KduDAWCUgGDUAwAMGgQUsABC95yUsmZz3rWRtz/8hHPrIhuGl/3j/f+c43ufzlL9+EGqFE43Xu2c9+9sn97ne/DS2c+Z6AftrTnjZ57WtfO/nNb37ThE/8zjT6n/70p5Mf/ehHB1gQCDVC5uc///mGUPzb3/7WBC33xHvf+95miYgmzDRP4Hz+859vWvI5z3nO9hwEYA0oPO200ybHHnvs5OMf//jkD3/4w8a9BDD86le/mnzrW99qv/v73/++gR5WB78VcFCj6f/61782Lf+f/umfJr/4xS8mf/nLX9ozOKeCnbe//e2Tq13tapMLXehCkytc4QqTt771re39H//4x02IAwWPecxj2v8f/vCHmzXhc5/73OS3v/3tJsFerQMRzsbxoQ99aJuXO97xjpsAkuv953/+ZzvHM+b5PFdiRDIG3/72t9vzeA5zZw6c/5Of/GTD4gP8ffazn23X+Jd/+ZdN9+P8W9/61s06w3WR9RTgsMwMj0EDEAwaNGgBgODTn/50E1CXvOQlJy960Yvad0455ZTJBS5wgSZs/SXYaKW0v9e//vWTc53rXA0kEHwIEGAtoBE7AAZuCNoxoYle/epXt+t575WvfOWme7zFLW7RBOdlLnOZBjpozISe67gvGvWZznSmyTWvec3J1772tY30NsDD/flcLEG0Un76Y445pglfv8nacdWrXnXy5Cc/eUObJ/QufOELt2dzr1wj//AP/7DxDDe96U3bcwXw+PuMZzxjwzpCIJ/5zGdurwlF9+AZCVS/5Xdd2+fAgfFz7753nvOcp33u933XOc7lTnj/+9+/AS4CXGrAIr+9Z3YN85TzgBTP4TA/AFue5YpXvOLkKU95yga4AZzMn/H2mXPcjzE44xnPOLn73e8+edCDHtSsL+7Lb932tredvPzlL9+o9QBYnHDCCW0M7nnPezYgUi0Oo0rhoAEIBg1aM0BAeyTAIjS896xnPasJqute97rNNE3AvOIVr2jXe/rTn96E39WvfvWmkQIUBClrAkEiCPE+97lPO4fwdz6t8Utf+lITPITgDW5wg3Yt79NKCSfCyPcJvg984APNFE3YuDfCCWCIa4MWHyDid2IhQD/72c8aAHCu6x5xxBEbfnsAg2uBpkuwHXbYYU3giUO4xCUu0cz4hBvwQbDe+9733gAQfPbAietc+tKXbkKeYHae6zq+/OUvN+Bwj3vcY3KWs5ylCVf3Jh7DOLFCiNXwW67jsxve8IaTa1/72hvC+173utcGiKpWlGSKPOc5z2nn+U6N+v/CF77QnsNnnusmN7lJex4gynvu55nPfGY71xjn98wR8HCzm92sjZfzPJNnC5DyHM61Flgx4krxGpgELL7//e9vWneLqoMwaACCAQgGDVoSILDhCGLC5KijjmrfITgIvwc+8IGTxz72se0z7gF017vetQkBQpbGKVqe0CAk3/Oe97Rz/vjHP05udatbNcFES0+Bo7vc5S4b2jPBSbAwe9NACSBmc6b9WBtoqMzaiNnd9dyX7IZYMgAC9/fIRz6yvQcYEOiE2Mc+9rH2HlcDQOF3/RYg454IPsLQNVg+CGLaNuFIWLsHrgvugwhWv+8+AZlf//rX7bsRrtwphG1AjucgVFkGEAsLQU7o+h43DHO93yBU3Y/7ZI5PXEMsA+YKAHjwgx/cxuroo49u70cz/8xnPtOexdzc7W53awDBd1zLPRgPoCVgyHl+L88uDuD444+fXO5yl2vj5/6/+tWvtrECaFg2jIlniUsBWDLvrv3GN75x07obFoJBAxAMGrRmgAAx4WP2rARM0je/+c2bFisIjjZOiLIISO0jAAiHRz/60Ru/wZdPSPIlMyMDEoQWywEhjgTa0c4JD+/x66NoowSlDU/4Eo4xY//gBz9owg6YIEiBhIc//OENjJx88skb2jwXAXrYwx7W7t09v+51r2vZEXzgMae7LleH970GWAjMms9///vfv90Tq4fnovkToKwYovprVL1ncp8+J4RjlmfdME6+49mNNT98wI73Mz+I5QQY8L74C3EA1UJAkHOl3OlOd2rj4zlrkKX7NIc+Y0Xg/8+4exZggKXHdbgk3AMg5b7jmmDdAQSMX8YzViHn+Q7rjfMBFWOW9wFFQCMlnEcfg0EDEAwatGaAgNleEB0hQDje+MY3bgyeEEnxoggaFgRCmaADFhANHjhgCo8WmmvEvx6BRgvlLiB0mOYBCecQKmIAEOGb7xGSTNr89sBKTO3+py0DCkmbTPwDQRnB73f8jQXDPRLUj3jEI5pAkz3hmsz/NFrCjFCTEmgsuC3e8pa3tNgAz+Vc91yJlcK1PYMAQddxbb/jPVo7oeza3BnuwXUJY8+QUtABQK7FatBnVrguKwsXCCsFN0otwOS3ARi/yUqS77u++fO+z1kMzLnx9dzJFEFcRVwonpWLJGDlec97XgNivn/qqaduen7gDvgyNulpMGjQAASDBq2phYDpHgAg7AlhDJ7QCdFa+Y8JfK8Jrgiyk046qX2XgAMEBPrRIvmwCWICJpHnviMwj7Cl2QtUI3xo6ISg+2GRIBQT7EYj5le/wx3u0PL6uSIi/F/60pc2Qee3uREEJHJxRLASvo973OMmt7/97ZsbgOWDqZ0GHSEMcBCKxgDDcQ2ZDcbCffKNE7BJb6S9J3iRQOcmAZBo3wIHo5X7bkBE4hBE9Hs/41uj9glWgptVRdaDa9emTonaBwiMKUtFJWmAEdoEO8HsIOyBEr8JKPH7I3MJFMgU4LJAskwCpgC0lJ8WP+I53COgkLl0f9aDeTZePQ0rwaABCAYNWiMicAgNFQsJK0KCwFGd0GcsBASk9wgEgIGAjlC8/vWvv+G7ZjL3HSluAvIicFHKHH/3u99tACIBd4QY/z/Bwx/uPGAh0fnM0xgCEzo3A22d6R0JKnRffp8Pm3avQJHvcnFwf8R0zt/v/3e84x3t/gCAuCAItOoyYMXgW2fC5yZRcTDBhPzp6jVE2D3hCU9ozwEQJGYBE3O+7wMr0ZoJesCKtQVYqEwvVhmxCtwk0dqNc8CA+77vfe/brsktwz3hM3+lEaZYlFTLal1IQKX5Nc7mIfcnqDFliLlSzC+AY5zyfSAqsRoyOLJuuE5ch6XFOqhxA+5pBBUOGoBg0KA1JMGBhCPhhvGnmA6iVRLghDtQwKwfSqoeM/hxxx3X8tYJEIKPAKWx9jXwpfTRWCPA+OEJfpufhs6dEJcDk73gtuc///ntWjRSwAMxZQME7lkcBIFE6BO4gI17Y9IHbgi+RMqrh4ASq0CgRYsnMN1fft9v0aBZKiK0/QZ3BeHou8bLtdQ9SGEkFoCAKymBCLDwzAQuK0bV/GPp4A753e9+t6lLYtwQGKP4CUIbiEnApd8EjlzDITgwDZAAH3OWTAP/0+6T7qjeBFdOAEHSFcVfhIAsc2nsnZMsA6DFPQMaNZXU56MOwaABCAYNWjMiaBw08Otc5zobef8i5dPYiPZMmBBCTMoC/6Lx8ykTtoSFc2QfRMN3SF2UbodsbFaAxz/+8Rs57jRLKYk0YZ/7K6aBFYKwdS33A0Aw7YtXiNlbzn5qALBw+D5AQZjVVL5UXOR2YAr3TCwHhJl7ELAoyBD5+5CHPKQJbPcITBB8fpPLIVYP90WwR9ACBJ/61Kc2LCcKDwFRhDetHxAieFk9uEi4PpLTjwCVZFaI7I8WjtxvztNDwn0bD1YP92YuADHP6RqCAwECY22uzA+gwCJgzlg4WEHcn7+ZH88qy8B19Fvw++b+uc997kZcR2JH3DtA5rkBDtkhmeNllIweNADBoEGDFkzVzEvj5SOmEYa5JwKd4OdLp3EnfiBaKz86kzmhQSun0TNv0xL5tqNR5rcIRnEALAqEei28kxK9hCITPAFKqOqfkEqGIb8h1/6JT3xiy/MPEXqC7JjV3Y/aBbTm+MoRkzbfeLIWkr7nXmj6fPUAiNiGkBgBLgOgCAggPAGgZDXUgEOgRj0CQpTQBRTc721uc5sGNtxzxhiJrXCfgBALQaWMN+FM8AIiQEkqSyIADoBiwYhFItd/0pOe1H5THEXV+gl+FgmBhojbwfN4FoAgxFrkWQn/uAxQsg+MlXXSl18ewGDQAASDBq0p2XiETvzuqJYDjkCt5XzzGWFAEOQzGmoETb1WFci025xv49M6a81816Phsl747ZjQ479P5H0sGbX1MfIcvkvAJo0P1QqAfYpcTN2uV33gAhG5LdRooI3n2mIIBEDS2uXo11RAQtp1nFeFY54xaXrIOcargpZ8FpdL4goEFAIEKjzmfmuAovtOOeXaw6E2Kcq8ZgwSi5DGRDk/9622RNwqWQuAABAIQHmmgLmMW+0pMWjQAASDBq3BhrPRmJFrsyGvCQTCg5AlMMLo/Z9c9JyX96PJhrxHUDiPwJ7W9KYK0QjCmgVRyX1s19p3q4I4uVYV/nFTTPN3E3A+JxAdzP5J3dOvQeAfE3ui72VVJDiv9jVID4FKtYlS/+xbPUsV7KwnUiqZ/LkyjHHAQ56zH7s8TyVjMU2LT4bDNEoDK1YIbg4WlvRZ8CzGMhkbgwYNQDBo0BrSNCEbYZXqdlUwVUEWTbBvk1vL7m4n0PvWzL5HwBGINFHCrGqbVYBXrbWSe3CEkTgI59qqOc9QNfHccy/QuCDEICQuIeWRaerSGlOlsR/LjEm0/PqsvWk93wOoKjir5wQkcLewTHAH5DPnA3b1vL4uQMBDDxhq4Gd6Rbg/42vM6vj7vjLXXAt9hULP4PvV0jNo0AAEgwatAVUNMebq3udfNUvCIUKGYO418vji64YmJCIgqkZeTcwRSNM06txTNHrXItiq0PF5FcRVmPaAo9e4I+wioCMMQxGyOh1yFxCCqjK++c1vbkAhAXW1bkD93QpaYkVInYBqUcl9BIwk0yDjX10M3Avve9/7WuxEb9mZZqWJkM+1afWulXusIMuaqGNWxzLtrsVT+H1UY0ry/GmhPGjQAASDBg0aNGjQoAEIBg0aNGjQoEEDEAwaNGjQoEGDBiAYNGjQoEGDBg1AMGjQoEGDBg0agGDQoEGDBg0aNADBoEGDBg0aNGgAgkGDBg0aNGjQrgCC1NYexzjGMY5xjGMc++cIGFC4TBG0M6Sm+TjGMY5xjGMc49g/BzCgqqZqmJpvnSH92scxjnGMYxzjGMf+OVgGlMPO32EhGMc4xjGOcYxjHx7cBCwDabT1/wF7GHzhnph2CgAAAABJRU5ErkJggg==" }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "input = ij.scifio().datasetIO().open(\"https://imagej.net/images/LineGraph.jpg\")\n", "ij.notebook().display(input) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will invert the image and crop the image so that we only get the graph:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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" }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import net.imglib2.FinalInterval\n", "\n", "inverted = ij.op().create().img(input)\n", "ij.op().run(\"invert\", inverted, input)\n", "slice = FinalInterval.createMinMax(82, 20, 487, 282)\n", "cropped = ij.op().run(\"crop\", inverted, slice, true)\n", "ij.notebook().display(cropped) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's say that we want to find the intersections of the lines in the graph. To do this we first have to get a list of all of the lines, which can be done using `segment.detectRidges()`. The parameters required for `detectRidges()` can sometimes be confusing to a first-time user of the algorithm, so here is an explanation of what each of the confusing parameters signifies:\n", "\n", "* `width`: This parameter describes the length of the diameter of the lines that we wish to extract, i.e. from left edge to right edge (NOT center to edge).\n", "\n", "* `highThreshold`: This parameter describes the minimum pixel value at which the algorithm is allowed to declare a new line. The algorithm forms ridges by first finding the most \"line-like\" point and then recursively adding points to the line along both directions until the line ends. It then moves to the next most \"line-like\" point. We can estimate the value at which the most \"line-like\" point is actually not a line point at all by picking **a pixel value that is close (but a bit less than) the highest average pixel value on the lines**.\n", "\n", "* `lowThreshold`: This parameter describes the minimum pixel value that the algorithm will consider a \"line point\". When adding " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "27\n" ] }, { "data": { "text/plain": [ "null" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "//all of these parameters are easy to find in Fiji or in ImageJ\n", "\n", "//the width of the line, from edge to edge\n", "width = 1.3\n", "\n", "//the higher threshold value declares the minimum starting value upon which a line can be declared. \n", "//i.e. every line found by the algorithm must contain a pixel value at least as high as this value.\n", "highContrast = 150\n", "\n", "//the lower threshold value declares the minimum value that is considered a line point.\n", "//i.e. the algorithm will only consider a pixel value as a possible line point if it is above this value.\n", "lowContrast = 30\n", "\n", "//the minimum ridge length to be returned by the algorithm. \n", "//Useful to filter out skeletonized ridge ends and ridges caused by noise.\n", "ridgeLengthMin = 10\n", "\n", "lines = ij.op().run(\"detectRidges\", cropped, width, lowContrast, highContrast, ridgeLengthMin)\n", "\n", "println(lines.size())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's paint all of the lines that we found onto a blank image so that we can compare to the original:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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" }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import net.imglib2.view.Views\n", "\n", "//create img\n", "linesImg = ij.op().create().img(cropped)\n", "linesImgRA = linesImg.randomAccess()\n", "maxValue = linesImg.firstElement().getMaxValue()\n", "\n", "//paint each line onto the img\n", "for(line in lines){\n", " //get each point\n", " for(int i = 0; i < line.numVertices(); i++){\n", " point = line.vertex(i)\n", " x = point.getDoublePosition(0) as int\n", " linesImgRA.setPosition(x, 0)\n", " y = point.getDoublePosition(1) as int\n", " linesImgRA.setPosition(y, 1)\n", " linesImgRA.get().setReal(maxValue)\n", " }\n", "}\n", "\n", "//combine the two images into one image with two channels\n", "composite = Views.stack(cropped, linesImg)\n", "\n", "ij.notebook().display(composite)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now to find the intersections we have to use `detectJunctions`:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6\n" ] }, { "data": { "image/png": "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" }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import net.imglib2.view.Views\n", "\n", "threshold = Math.sqrt(2)\n", "\n", "junctions = ij.op().run(\"detectJunctions\", lines, threshold)\n", "junctionsImg = ij.op().create().img(cropped)\n", "junctionsImgRA = junctionsImg.randomAccess()\n", "\n", "println(junctions.size())\n", "\n", "for(junction in junctions){\n", " x = junction.getDoublePosition(0) as int\n", " y = junction.getDoublePosition(1) as int\n", " for(int dx = -5; dx < 6; dx++){\n", " for(int dy = -5; dy < 6; dy++){\n", " junctionsImgRA.setPosition(x + dx, 0)\n", " junctionsImgRA.setPosition(y + dy, 1)\n", " junctionsImgRA.get().setReal(maxValue)\n", " }\n", " }\n", "}\n", "\n", "completeComposite = Views.stack(cropped, linesImg, junctionsImg)\n", "\n", "ij.notebook().display(completeComposite)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that (for the most part) `detectJunctions` was able to find all of the junctions in the image (as well as some faulty junctions that might be able to be removed by smoothing `detectRidges`' parameters)." ] } ], "metadata": { "kernelspec": { "display_name": "Groovy", "language": "groovy", "name": "groovy" }, "language_info": { "codemirror_mode": "groovy", "file_extension": ".groovy", "mimetype": "", "name": "Groovy", "nbconverter_exporter": "", "version": "2.4.3" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": false, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": false, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }