From 875c95194b709911ee97fd31f9980dde3ca147d5 Mon Sep 17 00:00:00 2001 From: Usha Kabilan Date: Sat, 7 Feb 2026 07:18:16 -0500 Subject: [PATCH] assignment_1 completed --- 02_activities/assignments/DSI_Vis_a1.ipynb | 2605 ++++++++++++++++++++ 02_activities/assignments/dsi_vis_a1.py | 501 ++++ 2 files changed, 3106 insertions(+) create mode 100644 02_activities/assignments/DSI_Vis_a1.ipynb create mode 100644 02_activities/assignments/dsi_vis_a1.py diff --git a/02_activities/assignments/DSI_Vis_a1.ipynb b/02_activities/assignments/DSI_Vis_a1.ipynb new file mode 100644 index 000000000..b332d9dd8 --- /dev/null +++ b/02_activities/assignments/DSI_Vis_a1.ipynb @@ -0,0 +1,2605 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "O5a0Pqdy4Rqn" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests" + ] + }, + { + "cell_type": "code", + "source": [ + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0, 100,50)" + ], + "metadata": { + "id": "qTImhxWI4fdJ" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 308 + }, + "id": "o7r4IGD_4i7Y", + "outputId": "b8766671-b33c-4a32-8f2a-3e332625405a" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 3 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" 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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.hist(y)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 343 + }, + "id": "0-6CRFKc4yur", + "outputId": "75b37b99-dabf-4b59-a247-7418da3e7b44" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(array([4., 6., 2., 5., 7., 6., 4., 3., 9., 4.]),\n", + " array([ 6. , 15.2, 24.4, 33.6, 42.8, 52. , 61.2, 70.4, 79.6, 88.8, 98. ]),\n", + " )" + ] + }, + "metadata": {}, + "execution_count": 6 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "ax.set_title('Total growth over time')\n", + "ax.set_ylabel('Total growth')\n", + "ax.set_xlabel('Years since start')\n", + "fig.tight_layout()\n" + ], + "metadata": { + "id": "dbypIBvt43Kj" + }, + "execution_count": 7, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "font1 = {'family':'sans-serif'\n", + ",\n", + "'color':'blue'\n", + ",\n", + "'size':20}\n", + "font2 = {'family':'monospace'\n", + ",\n", + "'color':'green'\n", + ",\n", + "'size':14}" + ], + "metadata": { + "id": "U_twyDY346IJ" + }, + "execution_count": 8, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y)\n", + "ax.set_title('Total growth over time'\n", + ", fontdict = font1)\n", + "ax.set_ylabel('Total growth'\n", + ", fontdict = font2)\n", + "ax.set_xlabel('Years since start'\n", + ", fontdict = font2)\n", + "fig.tight_layout()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 307 + }, + "id": "gGj0YUUl48qp", + "outputId": "93f5ce38-67be-49b7-df2b-3c1ac6196edc" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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Aq8Z26pTrc4MhqH35vCJJUBPC1WtPTu56LeVyQn74wfN5uivM9M1wS3IyF3T00Udcy8f0dC7KNSWF82u+/joXeJWb6/kczz/P+ZanTePO5ykNZfZsLljsN7/hzLgqFWe2nT4deOcdYPNm7+ktUiGTcW361q8HLr+cm7NWC/Tvz7kADh7kWvDRtCZPQVi+kJfHVVp7/XXu/aakcO8/PZ1b93/+k/scuoqqF5qw3fmnKe4iwT0RH8/5be+/n4tb6CpHOlRItWYA99lOnOj8OynJ6YPuijvv5MzMTz7JtXNMTeUqaMXFcRHp8+dz19P589zrBJtI/bzEcM01QHEx8Pe/AzNmOO83MTFcsZ6rrwZeeomLIbj00nDPNvTICCEk3JNgMKKF8nKuRy4AvPcecPvt4Z0Pg8Ho/jCNmsHwAZq+AwCTJ4dvHgwGo+fANGoGw0FrK2fW9pTOc/AgZ2o1GLhUoWDndjMYDAbAKpMxGDwXLnC+vXnzOF/noEFcSlBFBbBxI/D++1ydcZmM85cxGAxGKGAaNYPhoKSEC1zxhlrNBcj50u6SwWAwAoEJagbDgcUCrF3Lac9793Iadn09Fz2blwfMmsU1DfEW6c5gMBhSwwQ1g8FgMBgRDPNRe8But6OiogI6nQ6yaKt2z2AwGIyIhhACg8GArKwsyOXeE7CYoPZARUUFsmnCLIPBYDAYQaCsrAx9+vTxOibiBPWPP/6Iv/3tb9i/fz8qKyuxdu1azJs3jz9OCMGyZcvw7rvvorGxEVOmTMGbb76JAYLuDvX19bj33nvx5ZdfQi6XY/78+XjllVcQT6u/i0Cn0wHgFjEhIUGy98dgMBgMRnNzM7Kzs3lZ442IE9Stra0YNWoUbrvtNlx//fWdjr/44ot49dVX8eGHHyI/Px+PPfYYZs+ejePHj0Pr6PO2YMECVFZW4vvvv4fFYsGtt96Ku+66C2toexwRUHN3QkICE9QMBoPBCApiXKsRHUwmk8lcNGpCCLKysvCHP/wBf/zjHwEATU1NSE9Px+rVq3HTTTfhxIkTGDp0KPbu3Yvx48cDADZu3IirrroK5eXlyHLXDd4Nzc3N0Ov1aGpqYoKawWAwGJLii4yJqhKixcXFqKqqwqxZs/jH9Ho9Jk2ahJ07dwIAdu7cicTERF5IA8CsWbMgl8uxe/duj+c2mUxobm52+WEwGAwGI9xElaCuqqoCAKSnp7s8np6ezh+rqqpCr169XI4rlUokJyfzY9yxfPly6PV6/ocFkjEYDAYjEogqQR1MHnnkETQ1NfE/ZWVl4Z4Sg8FgMBjRJagzMjIAANXV1S6PV1dX88cyMjJQU1PjctxqtaK+vp4f4w6NRsMHjkkdQHb2Qotk52IwGAxGzyKqBHV+fj4yMjKwefNm/rHm5mbs3r0bBQUFAICCggI0NjZi//79/JgffvgBdrsdkyZNCul8rTY7bnjzZ8z4xzacrDaE9LUZDAaD0T2IOEHd0tKCQ4cO4dChQwC4ALJDhw6htLQUMpkMS5cuxTPPPIMNGzbg6NGjuOWWW5CVlcVHhg8ZMgRXXHEF7rzzTuzZswc7duzAkiVLcNNNN4mO+JYKpUKO1HgNAGDN7tKQvjaDwWAwpKWsvg1l9W0IdbJUxAnqffv2YcyYMRgzZgwA4MEHH8SYMWPw+OOPAwAeeugh3HvvvbjrrrswYcIEtLS0YOPGjXwONQB8/PHHGDx4MGbOnImrrroKU6dOxTvvvBOW93PzpBwAwH8OlKPdbAvLHBgMBoMROO/8eBbTXtyCf3x3MqSvG9F51OFEqjxqu51g+t+3oKy+HX+7YSR+NZ5FkzMYDEY0csWKH1FYZcAbC8biqhGZAZ2r2+ZRRyNyuQw3TeC06k/2MPM3g8FgRCNN7RYUOWKNxuclhfS1maAOAb8a3wdKuQwHShtRWMUKqTAYDEa0ceBcAwgB8lJi0Uun7foJEsIEdQjopdPisqFckRYWVMZgMBjRx56SegDA+LzkkL82E9Qh4v8cQWVrD5xHm9ka5tkwGAwGwxf2OQT1RCaouy9T+qUiJzkWBpMVXx2uDPd0GAwGgyESo8WGw2VNAELvnwaYoA4ZcrkMN0/ktOo1LKiMwWAwooaj55tgttmRGq9GfmpcyF+fCeoQcsM4LqjsUFkjjlewoDIGg8GIBvZS/3Rusqj+0VLDBHUISdNpMHsYV298zZ5zYZ4NgxEejBYbnv36OPYU14d7KgyGKPY6rtUJ+aH3TwNMUIccGlS27mAFWk0sqIzR89haVIN3fyrGs18fD/dUGIwusdsJ9p1rAABMCIN/GmCCOuQU9E1BXkosWkxWfHm4ItzTYTBCzgWDCQBQWGWAzc4KIzI6c6C0AXf/az/K6tvCPRUUVRtgMFoRq1ZgaKZ0XRV9gQnqECOXy3DTRFapjNFzaWizAABMVjvO1bWGeTaMSORfO8/h22NV+PJI+JUZmpY1NicJSkV4RCYT1GHghnF9oFLIcLi8CcfON4V7OgxGSKlvNfO/s/avDHc0tXObOYMx/O7BPSXU7B0e/zTABHVYSI0XBpUxrZrRs2hscwrqwiomqBmdMTjid1rCLKgJIc5AsjD5pwEmqMMGDSpbf/A8WlhQGaMHUe8wfQNAERPUDDdQTTrc98byhnZUNRuhlMswOicxbPNggjpMFPRNQX5qHFrNNhZUxuhRCDXqImb6ZrjBYOQ2c+EW1PvOcdr0sN56xKqVYZsHE9RhQiaT4eaJXG/qf+48B9YWnNFTaBAI6pLaVhgttjDOhhGJtESI6XtPMeefnhhGszcABLRFaDG34FTdKbSYW0DgXtBcnHtxIC/RrblhXDZe/v4Ujlc244fCGswckh7uKTE8YLLaYDBakRqvCfdUop6GVqfp206A0zUtGN5bH8YZMSIJQkjEmL73hbFjlhC/BHWjsRG/++p3WHtiLWzE+27Y9jjbLXsiOU6NWy7KxdvbzmLFplOYMbhXWMrTMbrm9tX7sKe4Hj8+dCky9KHtRdudMFvt/M13cIYOhVUGFFUZmKBm8LRbbHx+fTgFdUOrGadqWgAA43OjUKP+/Ve/x+e/fI7+yf1xeb/LkRqbChmYgPGHu6b1xT93nsPR803YfKIGs4YyrTrSsNrs2F1cB4uN4HRNCxPUAUD903IZ14WosMrA/NQMF4QpWeEU1LQaWb+0OKSE2ZLml6D+5tQ3GJs5Frvu2AWlPHwO9u5ASrwGtxTk4a1tZ7Bi80nMHMK06kijtL4NFhu3w282WroYzfAGLXaSGKvGEEeVJ5aixRDiIqjD6KPm+0+Hqb63EL+CyRRyBWbkz2BCWiLuurgvYtUKHDvfjE0nasI9HUYHTjvMX4CzEAPDP2ggWWKsCoMzdACAk0xQMwQYBJvhdosNVps9LPPYI+iYFW78EtSz+s7C0ZqjUs+lx5Icp8bCi/IAACs2nWQR4BHG6QtMUEtFg6MqWXKsGgPSOUFd1WxEUxtbVwZHx2pkrebQxzm1m2181cio1ahfueIVlDSW4C+b/4JGY6PEU+qZ3DmtL+LUCvxS0Yzvj1eHezoMAUKNupkJ6oAQmr4TtCr0TowBABRWsf7sDI6Ofulw+KkPlTXCYiNIT9CgT1JMyF+/I6Js131f6dvpMZPNhBd2vIAXdryA1NhUxKniOo2RyWQ4c9+ZwGfZA6Ba9Rtbz2DFplO4bGg681VHCMz0LR3U9J0cpwIADMrQ4XxjO05WGzCpb0o4p8aIEAwd4kDC4aem/ukJeckRcR8WpVHbiR2kwz+1Qo0cfQ5y9DmIVcV2Ok5AYCfh8S1EK1SrPl7ZjO+YVh0REEJwRqhRR0CTgGiGmr6TYtUAgIEO8zcLKGNQOpq+w6FR7xEI6khAlEZdsrQkyNNgAEBSnBqLpuRh5RaHVj0kHXJ5+HdzPZnKJqOLj4xp1IEhNH0D4APKWM1vBiXcgtpqs+PAufB3zBLCSohGGHdO64t4jRInmFYdEQjN3gAT1IHizvQNcDW/WRAlA3AjqENsxSqsMqDVbINOo+Svz3ATdYLaZrPhscceQ35+PmJiYtCvXz88/fTTLl9yQggef/xxZGZmIiYmBrNmzcKpU6fCOGvxJMaqceuUPABcBLjdzm5e4YQK6uQ4TgM0MEEdEM70LG49+6XFQymXwWC0orLJGM6pMSKETj5qU2i/c3sdZu9xeUlQRIhF0y9B/dHhj3Ck+ojXMSfrTuKjwx/5NSlvvPDCC3jzzTfx+uuv48SJE3jhhRfw4osv4rXXXuPHvPjii3j11Vfx1ltvYffu3YiLi8Ps2bNhNEbHjeD2qfnQaZQorDLgu+NV4Z5Oj4amZo11tLhjGnVgdPRRq5Vy5KdygahSmL+Pljdh/ps/4/5PD+KTPaUorm1lmnqU0TnqW9r0rH/uOofr39iBJzb8go3HKlHfanY5vjfC/NOAn5XJFq1bhCcueQIj00d6HLOleAvu+eYe3DLqFr8n546ff/4Zc+fOxZw5cwAAeXl5+OSTT7Bnzx4AnDa9YsUKPProo5g7dy4A4KOPPkJ6ejrWrVuHm266SdL5BAOqVb/6w2ms2HQKlw/NYL7qMEE16rG5Sdh0ogbNRgsIIRERCRqNUB81NX0DnPn7VE0LiqoNuHRwr4DO//n+Muw/14D95xqw/hDXPraXToPJfVMcP8nIT41jn18EQ03fMSoF2i02yU3f7/54FqX1bThQ2ojVP5cAAAal6zC5bzIm903B3pLI8k8DAXbP8kawIr4vuugivPPOOzh58iQGDhyIw4cPY/v27XjppZcAAMXFxaiqqsKsWbP45+j1ekyaNAk7d+70KKhNJhNMJhP/d3NzePM6b5/aF6t2lKCwyoBNJ6px+bCMsM6np0IjvsfmcEX5LTaCdostrL1pQ0FDqxl3frQPuSlx+MevR0lyTqvNzpdgpaZvgAso++pIpSQadXUzZzWb2j8VZpsdh0obUWMwYcPhCmxw9H1XKWQeBbVCJsMDlw3AXRf3C3guDP+gpu/MRC3OXmiV3PRN681fMyoLJx215unPhzvPAQDUCjlG9omcRjFBu9ucqj/lNrc6UB5++GE0Nzdj8ODBUCgUsNlsePbZZ7FgwQIAQFUVZypOT3dtbpGens4fc8fy5cvx5JNPSj5ff9HHqnD1qCx8sqcUR8qbmKAOA/WtZtQ5zGIjeuuhkMtgsxM0t1u7taC22uxY8skB7DvXgH3nGvDiDSMl8dU1tVtArdCJMUKNWrqa39XN3Gb7N5NzccXwDBgtNhwsbcSus3XYdbYOB0sbYbbZAQ9teQHgrW1ncduUfCgVURfC0y0wOEzfWfoYh6CWzvRtsxM+xXLZNUORGq9BXYsJe4rrHddIPYqqDZg9PANalUKy1w0U0Xebjv7mQ1WH3PqgrXYrCmsL8fb+tzE+a3zgM+zAv//9b3z88cdYs2YNhg0bhkOHDmHp0qXIysrCwoUL/T7vI488ggcffJD/u7m5GdnZ2VJM2W9SaAATawQRFqjZu3diDOI0SuhjVKhvNaOp3dKtO2g9/20hdpyu4/9uMVmhFwhWf6Fm7wSt0kUIDnLkUp+paYHVZg9IQNY4NOr0BK7bkValQEG/FBT044qpGC02fvPVEbudYO7KHahvNWPX2XpMHZDq9zwY/kNN3/Q7JmV6lrCyIL2mU+I1uHJEJq4ckQmAKx+qVUXWJk20oF60bpGLuWh90XqsL1rfaRwN3EjQJODZGc9KMEVX/vSnP+Hhhx/mTdgjRozAuXPnsHz5cixcuBAZGZzmWV1djczMTP551dXVGD16tMfzajQaaDThbWXWEZ2W+3g6piv0ZOpbzdBplVCFQNuhgrpfr3gAcBHU3ZV1B8/jve3FAACZDCCE2yhKIaipyTEpTu3yeJ+kGMSqFWgz21BS14r+vfxLibHbCS60cBp1eoL7jZRWpeDLlrpj9rAMfLKnFF8frWCCOkzwpm8qqCVUVOh3N17j+R4So44cTZoiWlCvmrsKAEBAcNv62zB30FzMHTS30ziFXIG02DRclH0RdBrpc9Da2togl7susEKhgN3O+cTz8/ORkZGBzZs384K5ubkZu3fvxt133y35fIKJTsvdHFk1LI6y+jbM+MdWTBuQhg8WTQj661FB3T+NE9QJjo1Td633fex8E/78Hy6bY/Gl/fDvfeW4YDChud0KJAV+/voOEd8UuVyGgek6HCprRGGVwW9B3dBm5tuRpun823TPGZGJT/aUYuOxKjw1d3hINoQMJxabHUYLdy/P1HMbKik16kbHd1eKjWcoES2oF452mpVvW38bRmeMdnksVFxzzTV49tlnkZOTg2HDhuHgwYN46aWXcNtttwHg6osvXboUzzzzDAYMGID8/Hw89thjyMrKwrx580I+30BwatTdUzD4ykFHofztp2thttqhVgb3JkpTs/o7NOoEx5e7O2rUdS0m/O6f+2Gy2nHpoDQ8eNkgfHusihPUEl1/jQ7Td1Js55vkIIegPlllADwnk3iF+qdT4tR+C9jJfZORHKd2mL/rMG1Amn+TYaDVZEVlU7tPGy9hhHeGnttsSemjpladaBPUUbddfO2113DDDTfgnnvuwZAhQ/DHP/4Rv/vd7/D000/zYx566CHce++9uOuuuzBhwgS0tLRg48aN0Gqjy6/ITN+ulNa1AgDMVjtOVge/5CSN+B6Q7iqopRJckYLFZsfiNQdwvrEd+alxWHHTGCjkMiQ4LDpSXX/1HkzfgLNCWSABZTUGzj/dy4PZWwxKhRxXDOfcZ18fqfT7PD0dq82Om97Zhcte/hGna8R/psLULH0Md51IGfVNN9mJbjaLkYxfgnrLwi1YOCr02jQA6HQ6rFixAufOnUN7ezvOnDmDZ555Bmq188svk8nw1FNPoaqqCkajEZs2bcLAgQPDMt9AoKZvQ4gr80QqJXVt/O+0V2ywaDVZcb6xHYDT9K3vphr1s1+fwK6z9YhTK/DOb8fx71MnsamfViXraPoGBDW/A9iA1TRT/3RgsSZzHEFFG3+pgsXGGgv5w2f7ynD0fBMIAU5Wt3T9BAf0XqfTKvnrT8o86h4lqEubSmG1My0v2CQE4UKNZkoFgvpIkAX12Quc9p4Sp+Y1QKphdidB/cX+cr7ow0s3jsaAdKeZkloQpHK9NLZ6MX07BHVpfRvazP5d7zSHupef/mnKpPxkpMSp0dhmwc4zdV0/geFCU7sF//juJP83dXmIgWrU8Vol4jXc/a9VUtN3dPqo/RLUC9ctxMDXByLj7xm47rPr8Lcdf8OO0h0wWU1dP5khGp3A9MjKIALn6lv534OtUZ++wGl2NOIbcH65m9u7x8bpSHkj/rL2KADg/pkDMLtDrn6CxMGM3kzfKfEapMarQQhwygcNTEiNwXvEt1iY+TswXtt8yqUsJ7WkiIEKap1WhTiHoDbb7DBZpRHWTkHd+RqMZPyq2vDJ/E+wt2Iv9lbsxaazm7C+cD1kMhlUchVGZ4zGRdkX8T9Zuiyp59xjiHdo1FY7gdFij8i0gVDRbrbxwUIAUFhpCGpAGRUW/d0I6u6iUb/2w2mYrXbMGtIL988c0Om41FHujV5M3wCnVdeerkNRlQGjshN9Pj+vUQcoqAHO/P3x7lL873gVnrGx6G+xnL3QwltohmYm4Hhls0/fF2q9SRBo1ABnVdTEB37/a2ynTWGiS6P2S1DfOPxG3Dj8RgBcqdBfan7BnvN7sK9iH/ZU7MEbe9/AK7tfgQwyWB/vHtpHOIhTKyCXAXZHLmtPFtSl9ZzZO0GrhEwmQ1O7BSerDRjeOzhl/jqmZgFAQoxDcHWTYLLiWs5CseiifLe15J2mb4k0ag/pWZRB6QnYcbrO74CyaodGHajpGwAm5icjNV6N2hYzfj5Th+kDWfS3GJ79+gSsdoJLB6VhfF4yjlc28xs0MdBUrHiNEgq5jM+vbzXZkBLfxZNF0Byl6VkBbxPlMjlGpI/AwtELcdPwm3BFvyswIGUACCEYkT5Cijn2WGQyGb+r7Om51CWOiO+81DiMcAjno0E0f3dMzQKEpu/oF9SEEJQ3cJufPknuC4DwwWRSp2fFub9JDsrg1trfiP4LfFWywDVqV/N3RcDn6wn8ePICNhfWQCmX4dGrh/Jaa4MfPmp67VHzt1QBtfQaTOxpgvqfh/+Jq9dcjeQXknHdZ9fhVP0pPDj5QZx/8DwO/u6gFHPs0Tj91NEvHAKBBpLlpsTxWvSR8uAIarPVjnOO1xMKat5n2w0EdV2rGUaLHTIZ1/zAHVKmZ9nthC824dn07X/Nb7udCHzU0lQYvMoR/f2/X6pZ9HcXWG12PP3VcQDALQV56JcWj0SHH7jJB0FNN4X0vqfTSBtQyxc86QmmbyGv7nkV+yv245pB1+DJS57E6IzREkyLQWG51BxUo85NjsWQTO6GHqyAsnN1rbDZCeLUCr6MIdC9fNTlDVzqWbpOC43SvUtFSo3aYLTCZucCIj35Bwemx0MmA2pbTKhrMSElXrzArW8zw2onkMmAVB+e541J+Sm8+XvH6VpcMiiwFpzdmTV7SnGqpgVJsSo+3oFG91O/sBioQKaWRBqnI1V1Mj49K8qCyQLWqN+5+h08delTaDI2YfJ7k5H9cjbu2HAHPv/lczQaGyWYYs9G6qIT0Qr1UeemxPLt5wqrmiWLBhXC+6d7xbvUt6eCutVsi3oNqyuzNyCtj5pG/sapFR43BrFqJXKSYwH4nk9NA8kCqUrWEYVchiuHc1o1i/72TGObGS99z6VjPXj5IF5b1Utg+qYCWwpBTQjhtfto06gDvqLHZI7Boxc/iq2LtqL+z/X4+2V/x4HKA7jpPzeh19/YDjRQWBlRDl6jTolDn6QY6GNUsNgITlb5l8rjjY7NOCj0swCif+NENepsh2B0h5Smfm+pWUIGOvK4fe1NXcMHkklbfZCav787Xg2zNbo3Z8FixaZTaGyzYFC6DjdPcHYcpD3Hm9osotNLnVHf3LUXJ6GgbrfYHC1Oo89HHZDp22Kz4FDVIeyt2Is95/dgb8VeFNUWwU64xchJzJFkkj0ZZvrmfMbnHYIlNyUWMpkMI/vo8dOpWhw934QREjd4dxdIBnABRvEaJVpMVjS1W5DchdCJZMRo1ELTNyHExbrgK12lZlEGZ+jw/fFq3wV1h/aWUsFFf2tQ22LCjjO1uJSZv104XWPAP3edAwA8fs1Qlxal1PRtttnRbrGJ6uFOBTK99qT0UdNAMpWCiyaPJvwS1Eu+WYI95/fgSPURWOzcl1ij1GBs5lg8MPkBPoc6PT5d6vn2OJxlRHuuoD7f2A47AbQqOZ96M7w3FdSNAKTdEPI51Gmd80EStJygjvaAsrJ6buMjxvRtsRGYrHZoVf7f3BpaxZVuHORnKVGaYy+1Rq2Qy3DViAx8tPMcvj5SyQR1B57+6gRsdoLLhqZjSn/XtqAxKgXUCjnMNjsa2iyiBLWwMpnw/1YJ7n9NgtSsQDad4cAvQf3G3jeQHp+OqwZcxQvl8VnjoVZEr4YRqcQz0zfO8YFkcfwXLFgpWnY7wdla9xo1wAmviiZj1AeUOTVqz6ZvYR5/c7slMEHt0Ki7skIMcpi+T1YZYLcTt/nd7qANOaTWqAHO/P3RznP47pcqmK8bEfSubdHCz2dqse3kBagUMvz1qiGdjstkMuhjVbhgMKGxzey1DzhFWJkMEKZnSadRR1sONeCnoD5932n0Teor9VwYbmCmb/CpUrkpTqFCBXVRlQEmq81jgJKvnG9sh9Fih1oh5wObhHSHVpdcDnXXGrVMJoNOq0JTuwXNRit6Jfj/mt4acgjJS42DWiFHq9mG843tXn3oQniNWoIc6o5MyEtGmk6DCwYTdpyuxaWDmVYNADtO1wIArh3VG3mpcW7HJPGCWtz3xcCnZ3UIJpPg/tfEVyWLPoXSr62hUEifrj+NL4u+xJqja/Bl0Zc4VXdKsskxWB414F5Q90mKQWIsF1Dmqz/TGzSQLC811sXfRtF3g1aXtS1mmKyOHGq9dy1Hqmps9SJN3yqFnA/i8+VzrZGoIYc7FHIZrnIUP/mKRX/zFFZyn8+obM8xIjQNSoygJoQ4fdQOAa2TMD3LmZrVQzRqANhWsg33fnsvfrnwS6djw3sNx2tXvoaLcy8OaHIMZ73lnq1ROyO+KTKZDCN6OwPKRvZJlOS1qKAe4KHZfXfIpaZm74wEbZdmXJ1GBaA94OuvUaTpG+BcDicqmx0uCHFxLlI15PDEVSMy8eHOc/jueBXMVmb+BoATlc0AwNc1cEeiD7nUrWYbHKn2vIIiZXpWjzN97y7fjdn/mg2zzYyC7AKMyRiDlJgU1LXX4VDVIfxc9jNm/2s2ti3ahom9J0o95x4FM30D5+o7a9QAnIK6vAmYJM1reUrNojhTlqL38xBj9qbwGnWAGxNq+hZjdsx3fM7C/uPecK1KFhxBPT4vGb10GtQYTPjp1AXMHNKzA2Ub28yoaOKsGDQA0B28oBahUVPztlIug1bFbYSkTM+K1qpkgJ+C+sltT0KlUGHTLZswNWdqp+Obz27GNZ9cgye3PYmv/+/rgCfZk+nppm+7nTiLnSS7+sGCEVDmKTWL0j00akcOtZdAMopOK42pn0Z9J4sQ1NRyUlLb2sVIjrpWM2x8VbLg+B+56O9MrP65BF8frezxgvqEw+zdJymG37y6g27MxDTmoPe4eEfjHSA46VnRVpUM8NNHvat8F24efrNbIQ0AM/vOxHVDrsPPZT8HNDkG06irmo0wW+1QymXI6lCTmuZPF1UZYLQEXqGMEOK2a5aQ7tBBS0wONUWqynhOjbprbYYGJokV1DTiOyVO4zauQCpo8ZPvj1cHpSJeNFFY1bXZG/BNo27uUJUMkDY9i1qFoq3FJeCnoG63tiM5JtnrmNSYVJisJq9jGF2j6+ElRGkgWZ+kmE434d6JMUiKVcFqlyagrLbFjKZ2C2QyoG+a+yjW7tBBq4w3fYvRqAM3fRNCnFHfInzU+Q5BXdFkFLUBq2mWthmHJ8bnJqGXTgOD0Yrtp2qD+lqRjhj/NODUXsWUEXUGkjkFqaTpWQ4/eTT6qP0S1AOSB2BD0QaPgthgMuCb09+gf3L/gCbHcN4ozTa7JFpjtOEukIwik8kwwhFEdkQC8/epGk7YZyfFeswZ7h6mbx80agnqfXO10bkoITGm76RYFX/dU7eHN6olbG/pDbnD/A2w2t/U9D3Ei38acGqvTSKCyYSmb4pO4KMWW4bUE41RWucb8FNQ3zr6VhTWFmLiexPxwcEPcKDyAEoaS3Cg8gDeP/A+pq6airMNZ3HbmNuknm+PI15QzUeqDjLRhKdAMsqI3o5OWhK0vDxT490/DTgFV7Rq1IQQvhyrGI06QYIOWg2t3E1ao5QjRkTpRplMxmvVxSLM386qZMHVqAFgzkhm/rba7HzPcClN33QzmODG9E0I0GYObL2jtRc14Gcw2dLJS3H8wnG8f/B93PnlnZ2OE0Jwx9g7sHTy0kDn1+ORy2V8fWmD0SpZC79owZtGDQAjeicCkCag7LQIQR3tGvWFFhNMVjvkMiBD37UGKkVjDrFVyYTkpcThSHmTKD819VEHo9hJR8blJCE9QYPqZhN+OlmLWUN7XlBZSV0rTFY74tQKt0WBhPhk+u5QlQzgypDS6nitJitvCveHZkEJ0WjDr3ctk8nw7rXv4nfjf4f/nvgvTtSeQIu5BfHqeAxJHYLrh1yP8VnjpZ5rj0WnpYI6OoVDIPDFTjzcEGhA2clqLqAskDKXfMS3h0AyQCC4jNaAG1WEAxrxLSaHGnAGzwVi+qY3aV8qQvEBZXXiNepg+6gBp/l71Q4u+rsnCurjDrP3oAxdlyVehabvrr4vvOlbIIxlMhniNEoYjFYYTFb4WxPOYrPzfu5orEwWUPes8VnjmUAOATqtEpVNPS+gjBDCC+q8VPeCOkuvRXKcGvWtZhRWGTA6O9Hv1+M16vSuNWqbnaDVbHO5qUQD5T6YvQFp0rOcnbPEazJ5NJe6tmsfNa9RS9yQwxNzHIJ60/HqgDeH0QgNJBvchdkbcJaMtdi6/r64i/oGOD+1wWgNKEVLaBFK0EbXdxbw00d9tPooNhRtQH17vdTzYbihp+ZS17ea0WKyQibzLFhohTIAOFre6PdrNRstvGbmzfStVcmhUnBaQTSav/lAsuSuA8kAadKz6lvFR3xTfNGoQxX1TRmbk4SMBC0MJit+6oHR34UiI74B7vtCLTdd5VJ3bMhBkSJFi35XdVplUFP4goVfM75tw2146PuHkKhNlHg6DHc4+wL3LI2aVqbKSNB61VqkKHxCA8l66TReCzjIZLKoTtHyXaMOPD2Lmr590ajzHTEJlU1GtHsJIrLZCS60BLcqWUdco78rQvKakQSN+B6a6T3iG+C+LzR4q6uAshZT56hvQJoUrcYo9k8DfgrqwtpCXJp3KeSy8OxMzp8/j9/85jdISUlBTEwMRowYgX379vHHCSF4/PHHkZmZiZiYGMyaNQunTkVvs5CemktdWk8DybwLFeqnPnq+2e/XEhNIRonmDlq+lA8FnO+11WyD1Wb36zVp1LeY1CxKYqyKN1Geq/esVde1mviqZCk+aOyBMmck16Rj04maHpU22dBqRlUzLR0qrp1aEl+dzPv3xV3UNyBNB60mPk6iBwlqlVwVNm26oaEBU6ZMgUqlwrfffovjx4/jH//4B5KSkvgxL774Il599VW89dZb2L17N+Li4jB79mwYjcawzDlQdD20JzX1T3YsHdoRqlHTgDJ/+KWCE/ID07vWEqSIhA4X5fXic6gBV3+hv+mBvtT5pghTtLz5qanZOzU+uFXJOjImOwmZei1aTFb8ePJCyF433FD/dE5yrOj4DL3IxhwGTz5qavo2B6JRO67BKCwfCvgpqKfkTMH2su1Sz0UUL7zwArKzs7Fq1SpMnDgR+fn5uPzyy9GvXz8AnDa9YsUKPProo5g7dy5GjhyJjz76CBUVFVi3bl1Y5hwoPbWMKF/j20MgGSVTr0VKnBo2O+FvJL5y2OHfFhOMFq0pWnY7QXmj+DrfANd2MsbhdvC3EQnVpJLifNNmxPipaSBZqPzTFBfz99GeU/zkRBXNn+56Q0sRb/rmrq94TQcftSbw+19TFHfOAvwU1C/MegHHao7hhe0vwE78M4f5y4YNGzB+/Hj86le/Qq9evTBmzBi8++67/PHi4mJUVVVh1qxZ/GN6vR6TJk3Czp07QzpXqUgIQjCZsPdrpEJv0F1p1FyFMv/91GarndeoR4kQ1HzRkyjbONW2mGD2IYeaEmh9cz6YzMe0GDHNOZzFTkLjnxZCBTWN/u4JiC0dKiRJZGMOen/rqFFL0UErmjtnAX6mZ31x/AvMHzIfj215DO8ceAcX516MPro+UClcF0EGGR6b/pgkE6WcPXsWb775Jh588EH85S9/wd69e3HfffdBrVZj4cKFqKqqAgCkp7vmN6anp/PH3GEymWAyOUuiNjf77++UGimbp1P+8PlhfHu0Cu8tHI8p/VMlO6+UlNZ5r0omZERvPbYWXeBaXvpIUZUBZqsdCVolnxbkDb1DcEWbRk1rfGfqY6DywUys06pQ3WzyW1A707N8E9T5qbTdpReNOsQR30LGZCciS69FRZMR205ewOxhGSGfQ6jhU7NE+qcB8dXJvKVnAYH5qKO5Khngp6B+YusTkMlkIISguKEYxQ3FbsfJZNILarvdjvHjx+O5554DAIwZMwbHjh3DW2+9hYULF/p93uXLl+PJJ5+UapqSIoXppyM7z9Sh3WLD4jUH8OWSqcjuosJQqDEYLahzaGJiBTXgn0Z9yGH2HpWdKKqASbT6qGlqVm+R/mlKQoCul3o/BXVeStc+6uoQ51ALoebv97YX4+sjld1eUFtsdpyq5oIuh/qgUfOtLr18X0xWG8xWzjqr62j6ljA9K1qDyfwS1FsWbpF6HqLJzMzE0KFDXR4bMmQI/vOf/wAAMjK4L0t1dTUyMzP5MdXV1Rg9erTH8z7yyCN48MEH+b+bm5uRnZ0t4cz9R6eV1tRqsdn5RgaNbRbc9c/9+M/dBYhV+3U5BAVa6CQlTt0pr9Id1PR9qqbF5yIUh8saAXAakhiiNT3Llz7UQnQBbEyMFhuMFu4G7KuPmgaTVTVzKVru6oTXhKghhyeuGskJ6k0nun/xk+LaVphtdsRrlKKDEQGhRu3Z9C3UloORntUU5elZft2Zp+dNl3oeopkyZQqKiopcHjt58iRyc3MBAPn5+cjIyMDmzZt5wdzc3Izdu3fj7rvv9nhejUYDjSYy62hLHfVd1WSEnQBqhRwJMUqcqGzGQ18cwWs3j4mYkpg0kCxHhDYNcLnWqfFq1LaYcbyyGWNzkrp+kgMqqMX4p4HoDSbzNTWLEohPnkZ8Kx01630hMVYNfYwKTe0WlNS1uvWLhrIhhzvGZCeid2IMzje2Y2vRBVwxvPtq1dTsLaZ0qBAxwWTUWhOnVkDR4dxSpGfRTYK+J0V9h5MHHngAu3btwnPPPYfTp09jzZo1eOedd7B48WIAnLl96dKleOaZZ7BhwwYcPXoUt9xyC7KysjBv3rzwTt5PpI76rnBE/mYlavHGgnFQymX46kgl3v7xrCTnlwJnIJk4QS2sUHaotFH06xiMFr7G90hHy8yucAquaBPUvqVmURIC2CgKq5L5swmkkd/nPPipnVHf4dGoZTIZrhrBCefuHv19nA8kEx/xDThN3w3eNGoa8e2mvKc06VnRbfqOOkE9YcIErF27Fp988gmGDx+Op59+GitWrMCCBQv4MQ899BDuvfde3HXXXZgwYQJaWlqwceNGaLXh+TIHitRR3xVNVFDHYGJ+MpZdOwwA8OLGQmyLkJxQZyCZ94hvIRPykwEAP5+pE/2co+ebQAjQOzEGaSK1smjVqH1pbynEafr2/UbZ6EdVMiH5DotKsRs/tc1OcMEQvmAyCo3+3nyie0d/8z2offBPA8LGHJ6/L818xHfn64Sma0lR65sJ6hBy9dVX4+jRozAajThx4gTuvNO11aZMJsNTTz2FqqoqGI1GbNq0CQMHDgzTbAOH7iiNFjssflaHEkJv2FmJnGb1m0k5uGlCNuwEuHfNAVGtBYMNr1GLNH0DwLT+aQCAXWfrRK/T4TIu+MyXZh504xRNgtpuJwGYvgPXqP3tWOQtRauuxQQ7AeQyICWM7V9HO8zfbWYbthbVhG0ewcaXGt9ChFHfhBC3YzwVOwGAOA3n9/fXR00I4TeMPcpH/dHhj0SN0yq1yE7Ixvis8Z1StxjiEfr2DEarT3193XG+kTMX9nYIaplMhifnDkNRtQEHSxtx1z/3Ye09UwLq/Roo/mjUQ7MSkBirQmObBUfKGzEuN7nL5xwqawAAjMrWi34dZzBZ9ORRX2gxwWyzQyGXIdOHHGogsA5a1DfoS/lQITSgrNiN6bvG4KxK1tGvGUpkMhnmjMzEOz+exeqfS5Chj8HwrISobP7giboWE2oMJshkwCAR1fuE0Gh/q52r3eBOa3bXi5qiC1CjbjXbYLVzG4RorUzm15140bpFovxNtP9ockwyXpj1Am4bc5s/L9fjUSrkiFUr0Ga2wWC0BCyoqY+aCmoA0CgVeOs343D1a9txsroFf/z8MN5YMDYswWVGiw2VjmheXzRqhVyGKf1S8fXRSvx0qlaUoKYa9SiR/mnAKajbLVxKiZi+zuGG+qczErQ+C5BA0rMa/KxKRvHmo64Oc8S3kKsdgnrX2XrMW7kD8RolxuclYXLfFEzumxL1gpuavXOTY33ewGtVCmiUcpisdjS2WdwKY77YiZtzU791u8UGm534vCmjm0W1Ug6tKjo/A79m/f6172NI6hBolVrcPPxmPDfjObw15y08N+M5/HrYr6FRaDA+azzeuvotPDL1EcSqYnHnl3difeF6qeffY5AyoMwZTOZqAk1P0OKt34yFSiHDt8eqsHLL6YBfyx/KG9pACGdJ8LXRAi3esuN01+0Hq5qMqGo2Qi4DhvcWr1ELA16iJaDMX7M3IMgbDySYzF+N2mFRqW42oa1DMFG4I76FjOyTiL//ahQuG5qOBK0SLSYrthZdwPPfFmLeyh0Y9eR3uG31Xo9BcZGOPxXJhHTlpxZj+gb8K/okTM2KlKwWX/FLoy5rLkODsQFFS4rQJ6FPp+OlTaWY/N5kNLQ34JkZz+ChKQ9hxJsj8I+d/8DcwXMDnnRPhFaHClRQE0JwXhD13ZFxucl4au5wPPLfo/jH9ycxNCsBMwandxoXTGiBi5zkWJ+/WNMGcIL6YGkjWkxWrylBtL73wHSdT1qCQi6DTss1s29qtyA1jP5RsfA51H4UtuFLiPoVTBaYoNbHqnh3RkltG4ZmOQUFjfjuFQEaNQDcMK4PbhjXBzY7QWFVM3adrceus3XYU1yPpnYLfiisQe/EGDw9b3i4p+ozJ6oCE9RJsWpUN5s8Rn5TAexOUGuUCqgVcphtdrSYrD77mZuivCoZ4KdG/c7+d3DTsJvcCmkAyNHn4P9G/B9W7l0JAEjQJODqAVfjUNUhvyfa03FWJwtMg2tqt6DN0d+3o0ZNuXliDhZMygEhwP2fHsJZR/pSqDhXL750aEeyk2ORkxwLq51gVxfR3zR/2pdAMopU1cnsdoLnvjkRdOuFv6lZQGBZB/UStBfkK5R10Earw1g+1BsKuQzDsvS4fWo+3r1lPA4+dhmev34EAC7QMRqhpu/BGb75pyn6LnKpaY5+x4YclECqk0V7ahbgp6Cub69Hu7Xd65gWcwtq25zmR61SG/IGHt0JqUzfVJtOjVd7raK07JphGJ+bBIPRirv+uT+kLTbP8RHf4gPJhEx1aNXbuzB/HxaUDvUVqVK0DpY14J0fz+Jv/ysKampPuZ+pWYBrZTxPUbue4IPJAoiryPfQRSvcVcnEIpfLcMXwDMhkXOU8mlIWLZitdpyu8S81i8JHfns0fbtvyEEJpIyyM+I7OgPJAD8F9cj0kfj46MfYc36P2+O7y3fj46MfY3TGaP6x47XH0Tuht1+TZEiXS13hiPj2pE1T1Eo53vjNWKQnaHC6pgV/+Pdh2O2+3aT95ZwPzTjcMa1/14Labic44kcgGSVBosYcXx1xFskI5g08IB+1473a7ATtPm4m/OlF3RF6HXRM0aJR35Hgo+6KxFg138hid3F0adVnLrTAYiPQ+Vg6VAjfQavVd9M3EFgHrWgvHwr4Kaifm/kcjFYjCt4vwMWrLsZ9396HJ7Y+gfu+vQ/TVk3DRR9cBLPNjOdmco0z6tvr8UPxD5iWM03SyfckJNOoHSbQLH3XX7heOi3e+s04qBVyfHe8Gq/9EJrgsnN+5FALKeiXApkMOF3Tgqomo9sxZ2tbYTBZoVXJMTA93ufX0EvQ6tJuJ/j2qLOjW02QBLXdTgTFTny/0caonGUdffVTN7RyN0lJNOoORU8iKepbDJP7clkI0Wb+LnT4pwdn6vwOxtJ3qVF7F9SBdNBqbKebxegV1H4Fk83In4Hvf/s97t94P7aXbsf20u0ux0dnjMaKK1bg4tyLAXBm7wN3HUBGfPetgxtseEEdYKvLCofgEttBaUxOEp65bjge+uIIXt7EBZddNjR4wWVWm53X/vw1fSfGqjGytx6Hy5uw/XQtbhjXOZaC+qdH9Nb7lTYjRWOOA6UNqGp2biQuGNxvKgKlxuDMoc7wQ6jJZDIkaJVoaLPAYLSI7mVtttp5DcjfymSAex+1zU5Q2+LQqCPMR+2Jgr4pWLWjBDt9qJwXCfhbkUwIzV/2FExm8FKZDAjMR90dgsn8rmhxce7FOPi7gzhTfwbHao6hxdyCeHU8hvcajn7J/VzGxqpiMazXsIAn25PRSWT6Pu8hNcsbvx6fjV/ON+HDnefwwGeHsG7xFPTv5bsWKobKJiOsdgK1Uo7MADSlKf1Tcbi8CTs8CWrqn/bD7A1IE0zWsTZ0sEzfNJAsU+97DjVFp1Whoc3iU4oW9U/LZc718gcqqGsMJrSarIjTKF2rksVFh6CemJ8MmQw4c6EVNQZjWFpz+kOgqVmAc6PW5CGYrCuNOpAOWrzpO4o16oCzv/sl98PcwXOxYOQCzB08t5OQZkgDvYADbXXpLHbi203i0auHYmJ+MlpMVtz10b6g5Q9TrSk7KcanDj0dEQaUuQuA8rVjVkcCDSaz2wm+cQhqWngmWKbvQPzTFH9StBr4iG91QJ+lPlbF3+jp9UEjvtN04a1K5guJsWoMoX7qs/Vhno14pBDUXQWTtfBR396DyfwyfUd5+VAgSmt990ScGrU0gtoXjRoAVAo53lgwFpl6Lc7WtuKBTw8FJbiMBpLl+Wn2pozLTYJWJccFgwknq13Ty4wWG98JyJ/ULMDZQctfQb2/tAHVzSboNErMG5MFIPgata99qIX4U/TEGUgW+A0yr4OfOtr805TJfVMA+O6nLqtvk6TOf0fsdoLTNQaP3+ULBhNqW8yQyeBXLAdF78X0bbcTtJg9lxDlHve/g5YzPauHRX0zQg+9UFsC0GTNVjuvtfX2UVADXE3ld347HhqlHJsLa7DhcIXfc/EEDSQT24faExqlAhPzuZviT6dcO4KdqGyGxUaQEqf2W8vUB9jq8mtHtPdlw9L5lKnga9T+r6k/Fp2GAKuSCcnv4KeupsVOoiDiW0hBP+6a3OmDoN5SVINpL27BI/89Kvl83th6GrNe+hFXvvITvj5S2UlgU206PyUOsWr/a//TErLuTN8tZiuo0SsY6VlNdMPINGpGsJEi6ruqyQhCAI1S7ncU7og+etw4IRsAUFRt8HsunuBTs/yooNWRaR7KiQrN3n5HsQagUQvN3nNGZCLNUdkseBq1BKZvP2Ik+DrfEgjqjl20amj50CjTqCfmcX7qsxda+TzwrvjnznMAgP8eKEdZfed2n4Gw/xzXlKao2oDFaw7gild+xFdHKniBLYXZG3AGkzW2d+6gRc3ZKoUMGg9181l6FiMqoB1kAhHU5wXNOAKpeUvNjcEQLOf86JrlCVr3e3dxPcxWp9nwcLn/+dOUQMpq7jvXgBqDCTqtElMHpPJRyzVBivoOpCoZxZ+e1A18+VApTN+OXGqHRk3XKj1KArIo+lgVhjqE3q7irv3UtS0mvke8nQCrfy6RdD70+zZnZCZ0WiVOVrdgyZqDuOKVH/Hl4Qr8UkEFtX8VySjU/WGzk04BYQZB5yxP9yWanuVr1LfZakeroxJjNKdnMUEdJTg1av9N3/76pztCNUCaHiMVdjvhb8TUJxkIgzN0SI1Xo81sw8HSBv5xp0YtvhFHRwLRqKk2ffnQDGiUCqTp6HqaJff72+3O2u59ArBS8BsTXzTq1sCrklH4dpe8jzq6UrOE+OKn/vJwBWx2wl9vn+0tkyyQ02qzo9Shof/1qiHY/ucZWDprABIcAvveTw7y7i1arMVftCoF37mqo/m7q6pkgDM9y9dgMvr9lMk8+7+jASaoowRnMAXX6s0fzrtpb+kPTsEiraCuNhhhsnL5voFofxS5XIaL+rlWKWtqs+Csw3wakEYtMAX7IlxtQrP3SK6uAG3qYbMT1HvIM/WXGoMJFhuBUi5DegD+XH+CGYVR34FCLSy1LSa0mKxOjToKBXUBFdQi8qn/e+A8AGDprAEY0CseLSYrPttTJsk8zje2w2on0CjlyEjQQh+jwtJZA7H94Rl48LKBfHtTAC7NUPyFN393FNQm7xHfgP/pWVRQJ2hVUZMd4A4mqKME4W7Q3wbqUmnUqUHyqRbXOlOzVBL17qVpWj+d4gT1kfONALiqZ0kBaHo06ttOwEesimFfSb3T7N0/DQAXUU+1TqnXtIzmUCf6n0MNOHtS+5I3LqXpWx+j4teopLZV0OIyukzfADDBkU99traVj153x6lqA46eb4JSLsO1o7Jwx7R8AMCqHcWwShABXiIo1StMn0vQqnDfzAHY/vAMPDpnCP7+q1EB3zMAp+m5Y+R3VznUgCA9y+SbNaHJUZUsmv3TABPUUYNaKecDLfw1fXlrb+kLVKOuk9hUS1NvpPBPU6Y6/NRHyhvR1G5xmr0D0KYBzpSnVro35XlDaPZWCwJnaPSy1JHfvH86MbDgPLox8S2YzCGoJTB9A0CeIxPgzIUW3poTbelZACc0hjk0VG/m7/8e5LTpSwalISVeg7mjeyM1Xo2KJiO+PVbl8XlioYF5nlIhE7Qq3DGtr9uCQf7gKZe6q6pk3DHqo/at1nyjBN3bIgEmqKOIQHOpKyQyfafEczdeq50E3JRCCE3NypfAP03JSoxB37Q42Amw80wdDtFGHH7mTwvxNUXLZif4xnGDvXpkpssxuvmRWqMurw884hvwLz2rUcKob8ApUPaVNIAQrp1kikSbgFAzOZ/6qd0HlNntBOscgvr6sZyg1KoU+O3kPADAez+d9bmTWUeoBUvK75s3qOm7qYNGTS2EOhGmb1+tid2h2AnABHVUkRBAQBkhzqAisXW+PaFSyPkd6gUJ/dTF/A4/8NQsIVP5bloXcIjvQe1/IBnF14CyvSX1uGAwIUGr5CPSKUET1I7UrOwA0938Sc+q54PJpLlJ0gDDPY5o6bR4TUAVz8IJzaf2pFHvOluHyiYjdFolZgzuxT/+m8k5UCvlOFzehH3nGtw+VyxSBm6KgeZSN3QKJhNv+jbb7DBZxWvV3SE1C2CCOqoIJJe6oc0Co4Xza4ltquANPvJbQsFCbxy5Et84qKD++kglaltMUMplGJYVuKB2+m3FfR682XuYq9kbcApqqVO0yhsDT80ChLXNxb1Xq83OWxqkqghFBQrN34/GQDLK+LxkyGXc5tRdhzdq9r56ZJZL3/iUeA3mj+XaBb/309mA5hBoO1lf0XsKJhNh+hYGmvli/nZWJWOCmhEi6IXsT9I/NXun6TTQKBVdjO4aPqBMIo3abif8jSNfQh81AEzulwKFXMbv5Adn6lxufv7iSwctLtqbM3vP6WD2BpxBUcHSqAOpSgY407PaLTZRpSyb2i18tSmpKkJ1vC7SojCQjML5qbnNYsf+1O1mG751bOqudwhlIbdN4YLKvjtezbuLfMVqs/PFU0Jm+qY+6o7BZDTq24tGrZDLEKvmvrO+mL+dVcmi00VCYYI6iggkl9qfrlneSJXYVFvVzKVmKSVKzRKSoFVhVB+nBh1oIBl/Xh9M33uK61HbYoI+RoUp/VI7HU8LQjCZzU74DVqgayrUaMRYdOimKEGrDCjaXEhuqutmI5o1asBzf+rvjleh1WxDdnIMxucmdXregHQdLhmUBkKAD7YX+/Xa5Q1capZWJQ9Z0Zgkj8FkXZu+AWGKlg8d3JhG7Z1Xdr2Cvq/0DdbpeyT0ZulPB63zVLOSSFA7i55Ik/dLI1Czk2Mlu7ELmTogjf9dikAywLdgMme0d3onszfgjPqW0pVQYzA6c6gDjI5WKuSIc2g0YiwIjRJHfAPchksYPBaNEd9C+LrfHfKpae70dWP6eKzUdec07t76733lPmUdUIqpfzolLmR+fqfpu2N6Vtemb8AZbOaTRk3zqJmP2j2NxkacazoXrNP3SAKJ+q6QKDWLkqqTNu+X3jiC5S+bKgje8rdjVkfEBpPZ7ATfHqNFTjqbvYHgaNRl9U4rihTFHpwpWl1ff/USNuQQIgx8iraGHB2hfuqSujZUNnGfVU2zkW8ic92YzmZvykX9UjA4Q4d2iw1r9pT6/NrnaoP7fXOH0/Tt+n2hrjxvUd+A0zTuSwctPj2LCWr31LfXI0YprQmzpxOI6buiSVrTt9RlRKVqb+mJMTmJGJqZgJF99OiX5n+7PiHOACvvn8fu4jrUtpg5s3f/zmZvwCl0WkxWtPnRys8d1H+ZnSzNZ+5M0RKjUdPULGlvkELBEu0adYJWheG9HX5qR5rWhsMVsBNgbE6iV9+xTCbDHQ6tevXPxS617MVAi52EKuIbcG7a/DZ9q30Ppm3qBi0uAZGCurSpVPRPYW0hVh9ajdWHV2NM5phgzx/PP/88ZDIZli5dyj9mNBqxePFipKSkID4+HvPnz0d1dXXQ5xJsAon6Pt/IRZZK7aOWSlAHO6dTpZDjm/unYcOSqZKVEhSrUX/rCCKbPSzdY8W1eI2Sr4UsmZXCsaZ9U6XdmIjZKNa3BUejFgaURWOd7450rPv9H2r2Htt1kZFrRmUiTadBdbMJXx/1reUs/30L0sbYHcJgMmGhJGFTDm/w9b59CKbtLulZohqM5q3I86nbEiEEOo0OL89+2e+JiWHv3r14++23MXLkSJfHH3jgAXz99df4/PPPodfrsWTJElx//fXYsWNHUOcTbPzJZaVQH3WgxU4oUrdm5KskhXCHHyjORhXebxw/n+HKl84aku5xjEwmQy+dFqX1bbhgMElSnU3qzY/Oh3Q0qauSUYTXR7Rr1ABX9/udH89i59k6FFY140RlM1QKGa7x4CIRolEqsLAgF3//7iTe+6kY80b3Fn2fPse7mkL3fdMLyu4aTFb+7xaRGrWvHbTsdsL7w6M9mEx0J/CR6SMxOmN0l+PiVfHon9wfC0YuQGqsezOfFLS0tGDBggV499138cwzz/CPNzU14f3338eaNWswY8YMAMCqVaswZMgQ7Nq1C5MnTw7anIKNvxq10WLjNV/JBDUtI9rK7Y4DCUix2wnO1VPTd+h8ZoEiJuq7rsWEMxe4m+KEvGSv50vTaVBa3yaZn5oX1GnS3IwTfAiea2wNjumbbjqUchmSo9ycCQDj85Igl3Gun5VbzgAAZgzuJdpUu2BSLl7fchq/VDTjQGkjxrmJEu+IxWZHmWPjHqrULICrrBajUqDdYkNTmwX6GBWMFhvMjnQ/b+lZwuNig8lazFZQxb1HaNQAcN3g6/D49MeDORefWLx4MebMmYNZs2a5COr9+/fDYrFg1qxZ/GODBw9GTk4Odu7cGeWC2r9gMlpQIUalkGxnSRsk2OwEDW1mpMT7b4asbDbC7EjNkmojEQqohcOboKbVowb0iu9Su+wlYcqb3U54Qd1PItO3L2VE63lNRlphOjhDh9nD0pGfGh+1VcmE6LQqjOitx+HyJnzpaCl5vQizNyUpTo1LB/XCt8eqsLekXpSgLm9oh81OEKNShDzFLTFWhfYmGxrbzchBLH8vk8mAeLXY9Cxx9z8aDa9VySWpmxBORAvqSOLTTz/FgQMHsHfv3k7HqqqqoFarkZiY6PJ4eno6qqo8F7I3mUwwmZw3yObmZsnmKxX+BpMJI759cWF4Q6WQIylWhYY2C2pbAhPU1OydE6TUrGAhpuDJvhIuSGh8F9o0IG11soqmdpisdqgUsoBLxlLEBs8BzhQcKXpRC1Eq5Hj7t+MlPWe4mdw3BYfLuRr0ibEqXDqoVxfPcGV0diK+PVbFN5zpihJBxLdU9wOx6GNUqGwy8nn21N8cr1Z2ufGK99H03V3804DIYLKXZ7+MK/pfEey5iKKsrAz3338/Pv74Y2i10vmoli9fDr1ez/9kZ2dLdm6p4AW1j5XJpC52QpGqL3Woaw5Lhd5hnTBZ7TBa3Jc13FPCadQT87vWdKT0+xfXOn2QUgXP+ZOeFe2+wVAw2ZFPDQDXjMxym2fvDVoX4JBYQS3IoQ41fOS3YyNHlY6uzN6A8/4nNpjMmZoV/S4SUVfE/ZPvx8TeE4M9F1Hs378fNTU1GDt2LJRKJZRKJbZt24ZXX30VSqUS6enpMJvNaGxsdHledXU1MjIyPJ73kUceQVNTE/9TViZNc3YpEZYQ9aW95HmJqlN1RKq+1CVhyOmUgni1ElQhcee3bTNb8ct5TlMan9u1Rk2jmKXwUQcjit6X9Ky61uBo1N2RCXnJUDo2U9e5KRnaFSN66yGXAZVNRq/9rSnhDNzsmEstNjUL8D09q5H2ou4Gm8WoM33PnDkTR48edXns1ltvxeDBg/HnP/8Z2dnZUKlU2Lx5M+bPnw8AKCoqQmlpKQoKCjyeV6PRQKOJ7HQPejETwiX9d5XOQOFN3/rgCOpANeri2tDWHJYKuVyGBK0KTe0WNLdb+HrdlEOljbDaCTL1WlGbJCk7aJ29QFOzpFtTsabv+lYzfyPOCbBrV08gXqPESzeORkOrGWP8KMYTp1FiQC8diqoNOFzWiMuHeVZIAKCY1tRPDf1nkxjr2phDbFUywPf0rO5S7AQIUFAbrUacqjsFg9kAq9394l2ce3EgL9EJnU6H4cOHuzwWFxeHlJQU/vHbb78dDz74IJKTk5GQkIB7770XBQUFUR1IBgAapRwqhQwWG4HB6IugljaHmsILFqlM32EwxQVKQowSTe0WNLlJWdrrMHuPz0sW5Qukgj7SNequNJrTNS0AuAyD2C4ChBgc147KCuj5o7MTOUFd3rWgLhG4RUINr1G3U9O3w0fdRVUywPf0rO7ko/b7W7T8p+V45qdnYLR6N7XYHhffkkwqXn75ZcjlcsyfPx8mkwmzZ8/GG2+8EfJ5SI1MJoNOq0J9q9mnyO+KIPmopTB92+wEpUGuShZM9DEqlKHdrZa51xFINjGva/80IEh5azHBZicB+ZaDIajFpmdRQd2/lzTR5oyuGZWdiM/2leFwWZPXcWarHeUN4bNgUe3WH9O3r+lZTd2kIQfgp6D++MjH+OsPf8XI9JG4vN/l+PvPf8f0vOkYljYMu8/vxv6K/bi83+Uo6OPZ1CwlW7dudflbq9Vi5cqVWLlyZUheP5TotEqHoBYX+U0ICZqP2hlM5n9jjsqmdphtXHSyVHXIQ4mn6mRWmx0HSp0atRhS4tSQybiCEPWtZn59fcVktTlvxhLlUAPO/ttiNWomqEPHqGyuFOnh8kavdQ3KG9pgJ0CsWhGWWumdg8nEVSUDfE/PagxSimA48CsX5o19b2Bw6mDsv2s/XrzsRQDApXmX4vWrXsfeO/fi3WvexdaSrZiRP0PSyTJ8L3pS12qGyWqHTCZ9JafU+MAbc5Q4/NPB6poVbHi/bYeN04lKA9rMNui0SgxK14k6l1Ih57tDBZKiVVbP3YzjNUo+klwKhJXxCPEczHj6AhPUoWZgug5alRwGo5VvcOOOEkFFslCnZgHOwC5a77vFRH3Uvpm+vV1/lO7SOQvwU1AfqzmGy/peBoXcmUQuXLjbx96OS/IuweNbI6dASndBpxFfHQpwmr176TQ+p310hRTBZPTGEcqaw1LCa9QdOgLtofnTuUk+FeZIc/ipA9n80ECy/FRpb8YJghKQrWbPLq0zTKMOOSqFHMOzHFq1lzQtujEOVwVAj6ZvET5qavq2E6DdQzqkkO4UTObXndtmt0GjdO7UY1QxqG2rdRkzKn0U9lfsD2x2jE74qlEHyz8NOCtp1beaYfMhXUxIOANbpMCT35YWOpmQL87sTZGi3WWwGpzQYEbAc+R3q8nKu1r6S9SljCEOmk/tVVCHuWYBrc7X2fTdtaCOUSlA97xi/NTdyUftl6Duk9AHxY3F/N99k/rix9IfXcacbjiNWBVLzZAaX8uIlkvcjENIssOnSsuI+gOvUYchVUQK3PmoCSF8IFlX9b07IkUZ0WAJaplM5tHUT6HafEqcWvKGHAzviCl8Eo6uWUISBd8Xu53w/uZ4ET5qmUzmk5+6xxU86UhBdgG2lWyDxcYtxNxBc3G0+ihuW38bvjn1DZZtWYYNRRswLXeapJNlCKvziDV9c77OYAhqpULOB4f4a/4OR19cKaEBVkJBXVLXhtoWM9RKOUb20ft0Pilyqc/S9pYSBpJRurLonL5gAMDM3uFgdJ9EAMDxymaYrO5Nw04fdXg2xtRHbSfcNeTMoxYX1+xLilZ3Ss/yS1DfMvIWjMsah8PVhwEAf57yZ4zOGI3Vh1bjmk+uwdM/Po3eut54cdaLkk6WEVmmb8BZ9rLW4LtGHe2pWYDA9C3Io95bzGnTo/rooVH61gxASo1aqj7UQhK6qG9+qpr5p8NFdnIMkmJVsNgITlQaOh03W+18u9twFRfSKBWIVXPficZ2s0+mb0B8ipbRYuP92D22Mtml+Zfi0vxL+b91Gh1237Eb64vW40z9GeToc3DNoGsQr2ZfVqnxWVA3BVdQp+rUKKoGLrT4HqVc0cilZqkV8qDNL9i4M337a/YGAm/MYTBaeCGfFwR3QkIXrheWmhU+ZDIZRmUnYmvRBRwua8ToDlXOyhypWXFqhd+pf1KQGKNCm9mGhjaLsxe1RpwwFWv6phtJuUxcoFqkI9k7UClUuGHoDVKdjuEBnSBFRgzng+ijBgSR335o1OfqaGpWjGSNI0KNu2Ay2trSH0HdK8Cob6pNp+k0oivX+UJX9b5ZalZ4GS0Q1B0RBm6GIzWLoo9Vo6LJiMY2s8+mb7EdtISpWd2hHWr0Ja72cHzpCWy02PjmCMES1HzHJz981MV1wQl6CiUdNeoagxHFta2QyYCxInoDdyTQqO9gBZJRvGnUZqud33wxQR0e+ICy8sZOx4r5ZhzhDdxMcpii61vNfJqfaB+1yHrfNE+7O6RmAX4K6o8Of4Qj1Ue8jjlZdxIfHf7Ir0kxPONL1Df1T8epFUiICY75J5VWJ/NDsER7ahbgFFy0o9l+R33vQek6v4JYqI+6zWwTXdNYSDCacQjhN4pufNTn6lphsxPEa5TIkLi4DkMcoxwBZWcvtHaqlncuQuJBaLoUzUgBxLW5BMR30KIR3/puUJUM8FNQL1q3COsK13kds6V4C25df6s/p2d4wemj7tr0LWzGESxTVyAadTjb7UkFFcbEEcVKC51M9DF/mhKnUfLBNv5o1UHXqL3U+6b+6X5p4TWt9mSS49R8x7Kj5a51v8OdQ03RO9Klyuq5jYNaKRcddCm2gxZfPrQna9RisBN7sE7doxFbbxlwatS9Ja7xLSQ1gCjlaK9KBnA3mRgVd5NpardgX4lv9b3dEUjkd7AFtTfXCy+omdk7rPCFTzqYv4N9bYiFmr7LHPXoE0Rq04D49KzulJoFBFFQn6o/hThV9N6AIxWdwNTaVb3b8iCnZgHOet++Nuaw2QnK6rn5hdtnFijUrVDR1I5fKjgtZoLIjlnu8DfymxDiTM0KQg414L0n9SkW8R0RjHLk7h8sbeQfM1lt/MY9XDnUFGr6pt9/MS0uKWLTs7pTVTLAh6jvjv7mQ1WH3PqgrXYrCmsL8fb+tzE+a3zgM2S4QDUam52gzWzj0xXcwWvUQRTUaXwZUd9aMwpTszL10ZmaRdHHqFDdbMLWoguwE65LWSDvyd/I7wstJrSYrJDLuCYnwYCavt1ZdKhGPaCXuCYkjOAwWlChjBACmUyGsvp2Z2qWhI1a/IFWCqt0pI76kp0gNj2rO9X5BnwQ1IvWLXLxO60vWo/1Res7jaNaXoImAc/OeFaCKTKExKgUUMhlsNkJWkxWUYI6mO0jk2P9a81Izd45KbFRm5pFoVrmD4XVAICJAZi9Af8jv4sdgWR9kmJ9LrQiFk/pWXY7wdlaplFHAsOy9FDIZahtMaGyyYisxBiXeJBwxw8kCqqTAeIjvgHx6Vk06ru7BJOJXqFVc1cBAAgIblt/G+YOmou5g+Z2GqeQK5AWm4aLsi+CTsN21lIjk8kQr1Giqd0Cg9HitXWlU6MOnqlLqZAjOVaNulYzaltM4gU1vXFEsX+aQv1gJx1VuQLxTwP+lxENhQ/Safp2vVGeb2yH0cJZSLKDGBPB6JoYtQKD0nU4XtmMw2WNnKCui5zvW8f+0L4IarHpWd3NRy16hRaOXsj/ftv62zA6Y7TLY4zQodNygtpbLrXdTgRR38FNlUnTaVDXasYFgwlDMsU9p9jRbi9am3EI6djvdmK+//5pIHBBHSz/NOA564CavfNT46Kyr3h3Y1R2Io5XNuNQeSOuHJEpiPgO//ctqYPfOF5kVTLAmZ7VpY+aRX0zwo2YXOraVhPMNjvkMnjVuqXAn77U5wQN7KMd4a49KVaFfgG2d+zlp+mbb8YRTI3a8V5NVrtL4wdWOjSyGJ3t2pva2Yc6/N+3jrW3fTJ9+1rwpKcFkwnZsnAL8hLzJJ4KQyxicqmpNp2eoIUqyBqOM/JbvGDpDlXJKEKNenxecsA+QH816rMXqFYbPGEpjNA1GK3QxHO+cJaaFVmMzuasOkfLm2Czk4hJzQI6t530LT3LmfXije5m+vbrDj49bzpyE3OlngtDJGJyqUMR8U3xVbBYbXa+2EG4iy9IgfBGE0haFoVGfde1mmC1iatHYLXZUepY0/wgmr4VchmfyypM0WI1viOL/r3iEatWoNVsw/GKZr45TyRYsNRKOeLUzmBHsVXJhGPbzDbY7O7TU+124hTU3USjlkTVMpgMqDBUwGDq3FqNIT1iGnMcO8/l84bii+k0fYvLpa5oNMJiI1Ar5cjsBqUmhbt2fxpxdCQ5Tg25jKt2Vt8qbk3PN7bDYiPQhGBNO6ZoEUJwqtrRhzpAsz9DGhRyGUb05szfXx2pACGcNYRav8KNMKDMt/Qsp4D3pFUbjFbQEhM9WqMGgNq2Wtz37X3o81IfJL6QiOyXs5H4QiJ6v9Qb9397P2rbaqWcJ0OAmFaXO05z639Rv5Sgz4dq1GJN33zz+uTYbtHZhgourUqOYVn6gM+nkMv4zY9YP/VZgWkz2GvaMUXrQosJzUYufzuYgWwM36D51BsOVwDgAsnCnZpFEQpQX3zUGqUCaocrz1OKVmM7t7mNVSuClqYYavzyUZ9vPo+C9wtQ3lyOGFUMhqQOQUpsCura6lDcWIzX9ryGdUXrsPP2ncjSZUk95x5PV4K6sc2MIw6Nekr/1KDPhwoVsabvSKk5LBVDMxOgVckxe1gG1Epp4gHSdBrUGEyi15TmUIfCB9kxRYv6p7OTY6FVdY8bY3eAlhKtbOLiVSLB7E1JinMKal8qkwGc+bu+1exRo+5u/mnAT0H92JbHUN5cjqcufQr3TboPCZoE/pjBZMCLO17Esz89i8e3PI73rn1PsskyOKipyFNP4J/P1IEQYECveGTog29a9jXqO5ICW6QgOzkW+x+9jG+mIQW+lhEN5Zp2DGY8QyO+mdk7oqCCmhJJNfWFAWW+9k2P0yhQ3+pNUWGCGgCw8fRGzBs8D49e/GinYzqNDk/PeBp7K/bim1PfBDxBRmd0XdS73e4we4dCmwacQqWu1Qyrzd5lHi1ttxfumsNS4q1CnD/42pgjlIK6YwctlpoVmWTptUiN1/Ab6EiyYAmDvHyJ+gZo3nW7F9N390rNAvz0Ude112FI6hCvY4b3Go769nq/JsXwDjUVedpRbj/FCeppA0IjqF2Cn9q6Dn6iVckiaYcfafhaRjQUxU4oHV0vNOKbpWZFFjKZjM+nBiKruJCw6IkvUd+As4OWJ9M3zXjpThq1X4I6Mz4Teyr2eB2zq3wXMuIz/JoUwzvUR2gwdTZ9l9a1obS+DUq5DJP6Bj+QDOCCn5LjHLnUBu+CWphGFEk7/EjDl8YcRosN5x03p2DmUFM6dtBiGnXkMqpPIv97JPmoAzF9e+ugZTBa8N5PxQCAySG6/4UCvwT13EFz8UPxD7jry7twpv6My7Ez9Wdw6/pbsbN8J64bfJ0kkxSyfPlyTJgwATqdDr169cK8efNQVFTkMsZoNGLx4sVISUlBfHw85s+fj+rqasnnEi68BZNRs/eYnESfgzQCgQ8o68JPXdFohNXOpRFldIPUrGDhi0ZNg/P0MapO5RmDAW3r2Wy0otloQXUzN0cmqCMP6qfWaZRIiYuM1CzAafqWyeCSUy0Gbx203th6BrUtJuSnxmHBpO5T68OvO/mTlz6JLSVb8N6B9/D+wfcRp4pDckwy6tvr0WppBSEEI9JHYNkly6SeL7Zt24bFixdjwoQJsFqt+Mtf/oLLL78cx48fR1wct2N84IEH8PXXX+Pzzz+HXq/HkiVLcP3112PHjh2SzycceCshStOypvZPC+mc0nQaFFYZUNuFYCnmS4d2j9SsYOGLj1oY8R2K9BthHj/VpnvpNLymzYgcLuqXgpsn5mB474SISc0CgCRHHnW8RunzvDx10Cqta8P7Dm36r1cNkSwDIxLwS1AnahOx5849eG33a1hbuBYnak/gvOE84tXxmNR7Eq4fcj2WTFwCrVJ6jWnjxo0uf69evRq9evXC/v37cfHFF6OpqQnvv/8+1qxZgxkzZgAAVq1ahSFDhmDXrl2YPHmy5HMKNcKoW9pvFuB6VO844xDUA0Jr9kkTGflNC2NEQs3hSEYY9S38jN1xNoT+acA1PYvvQZ3OtOlIRKmQY/n1I8I9jU6kOAqvJPnRhtJTB63nvjkBs82OaQNSMXNIr8AnGUH4bRvVKrX405Q/4U9T/iTlfHymqYnLF05O5ipC7d+/HxaLBbNmzeLHDB48GDk5Odi5c2e3EtQWG4HJaudzV49XNKOxzYJ4jdLFNxUKUkVqgLvO1gEAxuYGXmqzO0MFtdFiR4vJ6tWPVxyCZhxChAVPWGoWwx9G90nEndPyMc6P+wDtoCW0KO48U4eNv1RBLgMeu3poRFkPpEC0oP7o8EcYnTEaI9NHBnM+PmG327F06VJMmTIFw4cPBwBUVVVBrVYjMTHRZWx6ejqqqqo8nstkMsFkcgqZ5ubmoMxZCuLUSsgcUdbNRgsvqH86fQEAF0QR6laDYhpzWGx27DrLZQJMDVHqWLQSq1YiXqNEi8mKCwaTV0EdimYcQoQlRFkgGcMf5HIZ/jpnqF/PpcFk1PRtsxM89dVxAMCCSbkYmK6TZpIRhOi7+aJ1i7CucF0Qp+I7ixcvxrFjx/Dpp58GfK7ly5dDr9fzP9nZ2RLMMDjI5TK3KVqhTssSwjfm8CKoD5c1osVkRVKsCkMzEzyOY3CIbXcZ6gIyQo2apWYxQk3H9KzP9pbhRGUzErRKPHDZwHBOLWhErbd9yZIl+Oqrr7Blyxb06dOHfzwjIwNmsxmNjY0u46urq5GR4Tld7JFHHkFTUxP/U1ZWFqypSwL1E9IUhXazDftKGgCErtCJEL46mZf0rJ8cG4mL+qeyQDIRiHEnNLSa0eCoxJQXojzZBEEwI+2CxjRqRqgQpmc1Gy34x3dc1s/SWQP5NNHuRtQJakIIlixZgrVr1+KHH35Afn6+y/Fx48ZBpVJh8+bN/GNFRUUoLS1FQUGBx/NqNBokJCS4/EQyHVO09pbUw2yzI1OvRb8wNEYQU0aURqRPY2ZvUYjRqGkUfaZei1h1aNLxhE0U7ISrLEWDCRmMYCNMz3r9h9OoazWjX1ocflvQfdKxOuLTN1uG8GtBixcvxpo1a7B+/XrodDre76zX6xETEwO9Xo/bb78dDz74IJKTk5GQkIB7770XBQUF3SKQjOI0fXPa1A5B2dBwBFJQ03d9m/syogajBQfLGgGER+OPRsT0+Q5lMw6KVqWAWimH2cr1yu7fK77bBe8wIhd67ytvaMOqHVw61qNXD4UqxHE5ocQnQf3K7lfwzyP/FD1eJpOhaElR1wN94M033wQAXHLJJS6Pr1q1CosWLQIAvPzyy5DL5Zg/fz5MJhNmz56NN954Q9J5hJuOGvVPYfRPA1yahVzGaVj1rWb06lDMZPfZetjsBHkpschOjpxShpEMrU7mrTFHuBqcJGhVvPWEmb0ZoaTjve+SQWm4dFD3SsfqiE+Cur69Puz1uwntCO4FrVaLlStXYuXKlSGYUXgQdtCqazHheCUXpX5Rv/AIaq6MKNcA4EKLqZOgDnWjkO6AKI06bIJayQQ1IywIG+Ao5DI8Osd734nugE+C+olLnsDj0x8P1lwYPiDcVe44w+UmD87Q8Tf3cJCmcwhqN4KFCupwafzRSFfVycxWO36p4OoIhKrYCUUnaHgwoFf3S4dhRC7C0si/nZyL/j3g+gtdMWiGpAjLiG4/xeVPhzs32ZlL7Rr5XdnUjtM1LZDLgIK+TFCLxZtGbbLasPjjAyipa4NWJcfIEBe4EbYmZBo1I5ToNEoM6BWPdosNS2cNCPd0QgIT1FGKsIwoX987zNqqJ8Gy4zSn8Y/ok+jSh5bhnV6CPt8Wm50PljFZbbjnXwewubAGGqUc790ygY+6DxU0RUurkqN3YkxIX5vRs5HLZfj2/mmw2AhifGzoEa103zC5bg7VaI6eb0JFkxFqhRwT85PDOidP9b6dGn/3aTsXCpJi1VA68s3rHFYKk9WGuwVC+v2FE8KyQaMdtPqmxrOceEbIUSrkPUZIAz4I6mXTl+GSvEuCOBWGL1DTd2EV1+RibG5iyPJoPeEul5oQgu0OjTrUHb2iHblcxq9pjcHIC+kfwiykAef1x8zeDEbwEX1nD0bLSob/CItOAMC0AeEXgu5M30XVBtS2mBCjUmBsbmKYZha9pOk0qGo2oryhHS9/fxJbii5Aq+KEdDgj6C8fmo7NJ6px/djeYZsDg9FTYD7qKKVjk4ZISHtyp1HT+uMT85OhUfYcU5VUUD/1X9ceRUObBVqVHB8snICLwvx5j89LxuY/XBLWOTAYPQXmo45ShCkKCVolRvTWh3E2HKm6zlHfLC0rMKiVIpKENIPBCC1Mo45ShKbvi/qlQhEBAT00mKzeEaVsJwS7HW0tI0Hjj0bSHYVjtCo5Plg0IWwFbRgMRvhggjpKSRCYvsOdlkVJilVDIZfBZieobzWjuLYV7RYbUuPVGJzR/YsSBINfje+DisZ23DQxG+NywxvVz2AwwgMT1FFKvFbJN0YId6ETilwuQ3KcGhcMXHUy6p8OV6OQ7kCfpFj87Vejwj0NBoMRRpigjlIUchn+/qtRaDdbkRfiOs/eSIvXcIK6xcT7pyNlI8FgMBjRCBPUUcy1o7LCPYVOpOo0QCVwpqYFR8obAUSOaZ7BYDCiERb1zZAUGlD25ZFK2AnQLy0OmXpWYpLBYDD8hQlqhqTQFK3DZY0AmNmbwWAwAoUJaoakpHVoDjE1AiqmMRgMRjTDBDVDUoT9sBVyGSb1ZSlFDAaDEQhMUDMkRdhucXR2oku+N4PBYDB8hwlqhqQIBTWrRsZgMBiBwwQ1Q1KEpm9W35vBYDACh+VRMyQlKVaFgr4paLPYMDo7MdzTYTAYjKiHCWqGpMhkMnxy1+RwT4PBYDC6Dcz0zWAwGAxGBMMENYPBYDAYEQwT1AwGg8FgRDBMUDMYDAaDEcEwQc1gMBgMRgTDBDWDwWAwGBEMS8/yACEEANDc3BzmmTAYDAaju0FlC5U13mCC2gMGgwEAkJ2dHeaZMBgMBqO7YjAYoNfrvY6RETHivAdit9tRUVEBnU4HmUzm93mam5uRnZ2NsrIyJCQkSDjD7glbL99g6+UbbL18g62Xb/iyXoQQGAwGZGVlQS737oVmGrUH5HI5+vTpI9n5EhIS2IXuA2y9fIOtl2+w9fINtl6+IXa9utKkKSyYjMFgMBiMCIYJagaDwWAwIhgmqIOMRqPBsmXLoNFouh7MYOvlI2y9fIOtl2+w9fKNYK0XCyZjMBgMBiOCYRo1g8FgMBgRDBPUDAaDwWBEMExQMxgMBoMRwTBBHWRWrlyJvLw8aLVaTJo0CXv27An3lCKCH3/8Eddccw2ysrIgk8mwbt06l+OEEDz++OPIzMxETEwMZs2ahVOnToVnsmFm+fLlmDBhAnQ6HXr16oV58+ahqKjIZYzRaMTixYuRkpKC+Ph4zJ8/H9XV1WGacXh58803MXLkSD6XtaCgAN9++y1/nK2Vd55//nnIZDIsXbqUf4ytmZMnnngCMpnM5Wfw4MH88WCsFRPUQeSzzz7Dgw8+iGXLluHAgQMYNWoUZs+ejZqamnBPLey0trZi1KhRWLlypdvjL774Il599VW89dZb2L17N+Li4jB79mwYjcYQzzT8bNu2DYsXL8auXbvw/fffw2Kx4PLLL0drays/5oEHHsCXX36Jzz//HNu2bUNFRQWuv/76MM46fPTp0wfPP/889u/fj3379mHGjBmYO3cufvnlFwBsrbyxd+9evP322xg5cqTL42zNXBk2bBgqKyv5n+3bt/PHgrJWhBE0Jk6cSBYvXsz/bbPZSFZWFlm+fHkYZxV5ACBr167l/7bb7SQjI4P87W9/4x9rbGwkGo2GfPLJJ2GYYWRRU1NDAJBt27YRQri1UalU5PPPP+fHnDhxggAgO3fuDNc0I4qkpCTy3nvvsbXygsFgIAMGDCDff/89mT59Orn//vsJIez66siyZcvIqFGj3B4L1loxjTpImM1m7N+/H7NmzeIfk8vlmDVrFnbu3BnGmUU+xcXFqKqqclk7vV6PSZMmsbUD0NTUBABITk4GAOzfvx8Wi8VlvQYPHoycnJwev142mw2ffvopWltbUVBQwNbKC4sXL8acOXNc1gZg15c7Tp06haysLPTt2xcLFixAaWkpgOCtFav1HSRqa2ths9mQnp7u8nh6ejoKCwvDNKvooKqqCgDcrh091lOx2+1YunQppkyZguHDhwPg1kutViMxMdFlbE9er6NHj6KgoABGoxHx8fFYu3Ythg4dikOHDrG1csOnn36KAwcOYO/evZ2OsevLlUmTJmH16tUYNGgQKisr8eSTT2LatGk4duxY0NaKCWoGI4pYvHgxjh075uITY3Rm0KBBOHToEJqamvDFF19g4cKF2LZtW7inFZGUlZXh/vvvx/fffw+tVhvu6UQ8V155Jf/7yJEjMWnSJOTm5uLf//43YmJigvKazPQdJFJTU6FQKDpF+1VXVyMjIyNMs4oO6PqwtXNlyZIl+Oqrr7BlyxaXzm4ZGRkwm81obGx0Gd+T10utVqN///4YN24cli9fjlGjRuGVV15ha+WG/fv3o6amBmPHjoVSqYRSqcS2bdvw6quvQqlUIj09na2ZFxITEzFw4ECcPn06aNcXE9RBQq1WY9y4cdi8eTP/mN1ux+bNm1FQUBDGmUU++fn5yMjIcFm75uZm7N69u0euHSEES5Yswdq1a/HDDz8gPz/f5fi4ceOgUqlc1quoqAilpaU9cr3cYbfbYTKZ2Fq5YebMmTh69CgOHTrE/4wfPx4LFizgf2dr5pmWlhacOXMGmZmZwbu+/A5DY3TJp59+SjQaDVm9ejU5fvw4ueuuu0hiYiKpqqoK99TCjsFgIAcPHiQHDx4kAMhLL71EDh48SM6dO0cIIeT5558niYmJZP369eTIkSNk7ty5JD8/n7S3t4d55qHn7rvvJnq9nmzdupVUVlbyP21tbfyY3//+9yQnJ4f88MMPZN++faSgoIAUFBSEcdbh4+GHHybbtm0jxcXF5MiRI+Thhx8mMpmMfPfdd4QQtlZiEEZ9E8LWTMgf/vAHsnXrVlJcXEx27NhBZs2aRVJTU0lNTQ0hJDhrxQR1kHnttddITk4OUavVZOLEiWTXrl3hnlJEsGXLFgKg08/ChQsJIVyK1mOPPUbS09OJRqMhM2fOJEVFReGddJhwt04AyKpVq/gx7e3t5J577iFJSUkkNjaWXHfddaSysjJ8kw4jt912G8nNzSVqtZqkpaWRmTNn8kKaELZWYugoqNmaObnxxhtJZmYmUavVpHfv3uTGG28kp0+f5o8HY61Y9ywGg8FgMCIY5qNmMBgMBiOCYYKawWAwGIwIhglqBoPBYDAiGCaoGQwGg8GIYJigZjAYDAYjgmGCmsFgMBiMCIYJagaDwWAwIhgmqBkMBoPBiGCYoGYwGJ14YusTkD0pw9aSreGeCoPR42GCmhG1rDq4CrInZbj5Pze7PV7dUg3dch1SXkxBXVtdiGfH6G6UNJZA9qQMi9YtCvdUAAB5K/KQtyIv3NNghAAmqBlRy6LRizCx90R8duwz7Dm/p9Pxx7c8jhZzC56d8SxSYlPCMMPoZcnEJTix+AQm9p4Y7qkwGD0eJqgZUYtMJsPrV74OAPjDd39wOXb8wnG8f/B9jMkYg7vG3RWO6UU1qbGpGJw6GLGq2HBPhcHo8bCmHIyo544Nd+D9g+/jP7/+D64fcj0AYM6aOfj21Lf46dafMCVnist4q92K1/e8jtWHVqOorggahQYX516M52Y+h+G9hruMPVl3Eu/ufxebijehpLEERqsR+Yn5uGn4TfjTRX9CjCqm03y2lmzFpR9eimXTl+FXQ3+Fhzc/jO2l22GxWTA4dTDev/Z9jMoYxY//9NineG3PayiqLUK7tR19EvpgWs40PDz1YfRP7h/Q2pQ3l+PZH5/Fd2e/Q4WhAnqNHoNTB+Om4Tfh9+N/73beQrYs3IJL8i7pdN6SxhLkv5KPhaMW4o6xd+DhTQ/jQOUBJGgScMfYO/D0pU9DJpN1el5DewNe3PEi1hetR3FjMXRqHUZljMLiCYsxb/A8l7F1bXV49qdnsbZwLSoMFUiJScHcQXPxzIxnJLGQiF132ZOd34eQhaMWYvW81fzfwbxmLll9Cbad2+ZxLrn6XJQsLfF5LRiRjTLcE2AwAmX5zOX4z4n/4M+b/oxrBl6Dn0p/wjenvsFvR/62k5C22W2Y9+k8fH3qawxLG4bfjfsdWswt+OL4F7jo/Yuw47YdGJE+gh//3xP/xat7XsWleZdiSvYUxChjsLdiL5ZtXYYdZTuwccFGtwIJAMqayjDlgykY1msY7hp7FxqNjdhSsgXFjcW8oF65ZyWWfLsE+Yn5+L8R/wetUovT9afx2S+fYVbfWQEJ6jZLG6Z+MBXlzeW4dtC1+PXQX6O2rRb7Kvdhxa4VnQR1XmIelk1fBoATHN4EAqWwthBz1szBtYOuxbjMcfjixBd49qdnkRmficUTF7uMrTBUYOoHU1HcWIwp2VNwzcBrYLVbsfXcVizduNRFUFcaKjF11VScbTiLmfkzccOQG1DcWIx3DryDn0p/wu47diNOHef32viy7nRNGo2NeGX3KxiVPsplrqMzRrucO5jXzKLRi/iN04pdKwAASycv5Z+fqE30e00YEUxATTIZjAhhxc4VBE+AvPTzS2TMW2OI7jkdqWiu8Dju5i9uJhabhX/8TP0ZEvtsLJn54UyX8cdrjpMLrRc6nefur+4meAJk89nNnY5tKd5C8ASI4kkFefbHZ12OWWwWl/ONfXss0T6jJQ3tDS7jmo3NpNIQWA/bDYUbCJ4Aefj7hzsdO1l70utzl21ZRvAEyJbiLW6PFzcUEzwBgidAvjn5Df/4qbpTRP6knEx4Z0Kn51yz5hqCJ0Be3P5ip2P/O/0/l7/nfTqP4AmQlXtWujz+6dFPCZ4AeXrb017n3xX+rDt9zwvXLvR67mBfM5Tcl3NJ7su5XufC6B4wHzWjW7B44mIMSxuGhzY9hINVB/H49MeRqcvsNO6t/W9BIVPgtStfg1LuNCj1TeqL6wZfhx+Kf0BDewP/+JC0IUiNTe10njkD5gAAjlYf9TinbH02HprykMtjSrnS5Xw2uw0KmQIqucplnE6jQ0Z8Rhfv2js2YgMAaJXaTscGpAwI6NyUkekjceWAK/m/+yf3x+DUwThRe8JlXIWhAl+e/BIDUwbiwYIHO53n8n6X879XtVRhfeF6jEofhXsm3OMy7sbhN6JPQh98cfyLgOYdzHUP9jXD6Hkw0zejW6CUK/GPy/+BKz6+An2T+uL+Sfd3GmMwGVBYW4gkbRJe2/Nap+MljSUgIDjTcAbjY8YDAOzEjvcOvIcPD3+IYzXHYDAZQOAM6zCYDR7ndHHuxS6bAXfMHzIfj299HJPfn4ybh9+MSb0nYULvCUjQJIh9615fPzU2Fc9tfw4lTSWYkTcD47PGY0jakIDPTRmYMrDTY6mxqTh+4bjLYwcqDwAApuVMg0Ku8HrOfRX7QEAgl8nxxNYnOh0nhOB0/Wn/J43grnuwrxlGz4NdEYxuw6DUQQCA/MR8qBSqTsebTE0AgAZjA57c9qTH87SaW/nf7/v2PqzcuxLpcem4YcgNyNRlQilXoqSxBB8e/hBWu9Xjefro+nQ5579e/FekxKbgg4Mf4NEfHgUBgUquwq+G/QpvznkzIMGRHJOMnbfvxBNbn8CGog1YfWg1AC7g6NUrX8W1g671+9yUOFVnP7EMnf2vjcZGABClrdKxB6sO4mDVwYDm54lgrnuwrxlGz4MJakaPQa/RAwDGZY7Dvrv2dTm+prUGb+x9A0PThmL3HbsRr47nj33+y+f48PCHXp/vbrPQEblMjnsm3IN7JtyDJmMTtp3bhr///HesOboGiZpErJyzsstzeKN/cn/86/p/gRCC4xeO478n/ovndzyPG7+4ESeXnES2Pjug84uFBjlVGipFj/1DwR/w98v/HpT5BGvdQ3HNMHoezEfN6DHoNDoMShmEwtpCGEyezY+Usw1nQUBwZf8rXW64ANwWWAkUvVaPawddi023bIJOrRMVdS0WmUyGYb2G4bHpj+Gxix+D0WrE7vO7JTt/V4zLHAcZZPix9EfY7DZRY/dW7A3J3MSuu0LGmey9acShvGYUcoXXuTC6D0xQM3oUd427C62WVizduBQWm8XlmMVmwXdnvuP/ztHnAOBusERQbuBI9RG8ue9NSeazpXiLy7kB4HzzebRaWpEUkxTQuX+p+QXVLdWdHj9ZdxIAkKQN7Py+kKnLxNUDr8bp+tP4289/63RcWFOcjv3x3I/44OAHncY2tDdgZ9nOgObjz7qnxKZABhkKaws9njcU1wwlLTYN1a3VLsGPjO4JM30zehT3T7ofm85uwgeHPsD2su24JPcSpMSm4HT9aWwu3oy02DQULuFuxFm6LFw3+DqsLVyLiz64CNNypqGsuQzrCtdhRv4MfHPqm4Dnc91n10Gv1aOgTwFy9bloMDbgvyf+C0IIlk5aGtC5vz/7Pf70/Z8wNWcqBqcMhk6jw96KvdhashVjM8diet50l/HCwC0qOFcfWs3/npeYh0WjF/k9nzfnvIljNcfwyOZH8OXJLzEtZxqsdiu2l25HVUuVS6EOOvb2Dbfjg4MfYHzWeKjkKhypOYKtJVtx6+hbUZBd4Pdc/Fn3WFUspudNx9aSrbjpi5twUfZFUCvUGJQyCJfmc4ViQnHNUK7sfyV2n9+NKz++EjcMvQHx6njo1DosGLlAstdgRAZMUDN6FAq5Ahtu3oC3972Nj458hI+PfgwCguyEbFw3+DrcPNy1wceH8z5E7pZcrC1ci1d3v4p+yf2wYvYKDEodJMlNd/nM5fjq1FfYUbYD6wrXISU2BZP6TMKfLvqT24pgvjC732ycbTiLbee24ZNjn8BGbMjR52DZ9GV4YPIDnaKL3QXYCX2q03OnBySoeyf0xr679uHFHS9iXeE6rNi1AvHqeIzOGI0VV6zwOvatfW8hVhWLvMQ8PDj5QSwcvdDveQD+r/tH8z7C0v8txfdnv8e/f/k3CAgWjlrIC2og+NcM5eGpD6PR2IgvTnyBhzc9DBuxIVefywR1N4SVEGUwGAwGI4JhPmoGg8FgMCIYJqgZDAaDwYhgmKBmMBgMBiOCYYKawWAwGIwIhglqBoPBYDAiGCaoGQwGg8GIYJigZjAYDAYjgmGCmsFgMBiMCIYJagaDwWAwIhgmqBkMBoPBiGCYoGYwGAwGI4JhgprBYDAYjAiGCWoGg8FgMCKY/wdl8KA+ouJM5QAAAABJRU5ErkJggg==\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y)\n", + "ax.set_ylabel('Total growth'\n", + ", fontdict = font2)\n", + "ax.set_xlabel('Years since start'\n", + ", fontdict = font2)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 333 + }, + "id": "vZUjXJfM4_Gq", + "outputId": "fe0dee45-7f1d-492f-aea0-088520f65cd5" + }, + "execution_count": 10, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 0, 'Years since start')" + ] + }, + "metadata": {}, + "execution_count": 10 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,\n", + "y,\n", + "marker='*'\n", + ", # NEW ADDITIONS\n", + "color = \"indigo\") # NEW ADDITIONS\n", + "fig.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 291 + }, + "id": "65A3UplG5BZS", + "outputId": "e8b426bc-462f-48e8-8e14-6bcd3a1d2a4b" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,\n", + "y,\n", + "marker='*'\n", + ",\n", + "color = 'indigo'\n", + ",\n", + "linestyle = '--'\n", + ", # NEW ADDITIONS\n", + "linewidth = 2) # NEW ADDITIONS\n", + "fig.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 291 + }, + "id": "Bzz9nqu95DQZ", + "outputId": "82575a17-5c84-47af-ee17-d23658130000" + }, + "execution_count": 12, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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0oIqTIaFPVGAX2QtZ/8BmVJ5rhEQmRNrAWEQlKpA2MDbQy+IV9rm19cOjAPg5twZNTMOmhodB0zRMHZb+0CQvw5grP56LNXd+b/k8B+PJlue8C6qzN/W3dw9Zcqw0MPaafkjKiiHXkJ9hhyylSnEPW7oO5zxwwAMj32Ye7/ryJK59YFxA/868G7vJkyfj7bffxtmzZzFgwAAcOXIEu3btwquvvgoAKC4uRlVVFXJzuwYIqtVqTJgwAXv37rVr7AwGAwyGrrt5rVbL97KdYu+OlsxV8z3Hd5TgwrEaCEUCfN32uN8kjvyJ3Zl9NfydWxRFQSiyaGJ669n1NPORDd05qNPQasTvGywFXZzCLnIN+Q22VJiUVaTiDa6eB8wadMaA/515z9k9+uijuPXWWzFo0CCIRCKMHj0ay5cvx/z58wEAVVVVAIDERG7PRWJiIvOaLatXr4ZarWb+paen871sp3DmqlnvaMN4rpo/YvE0TTNKH/F9onqloQMczOzrhO9zKzJGxoQ0a0ubnGzdM9b+YOvMxxv/MYnx6OwxYc4Acg0FAHblpYwnz46N7ezPK/46Ao56xwP5d+bd2H3xxRf45JNP8Omnn+LgwYP44IMP8PLLL+ODDz7w+DMfe+wxNDU1Mf/Kysp4XLFrTJs/HK/kLbT72it5CzFt/nA/ryiw+KMCq6WxjSlGSczsvQLc0+YPx9hOlR5b+D63KIrCv7bcjvdLlmHdqfs8+oyoBAWkChGsNWfJ/WIQnaTAtUvH47UDi+y+Z8n6q/HQxjnkGgoA1vE+ALD27h/x9OxN+LmzqMQbrLM/++ckY8n6q9E/JxnRSQr89d/T8Fr+3XbfE8i/M+9hzIcffpjx7gBg+PDhKCkpwerVq7FgwQIkJVmEQKurq5Gc3NV3UV1djVGjRtn9TIlEAomEiNgGGn/nLdkyYYlZ/H1usHFsRwnyvj/L++du/eAIjm0vgVwtwdwVE5mJHQPGeVcQEpemwuW3D8fmtw4CAP7+yVxkjUiESCKEpkYHoGvmoPX/7HEpUEYFb/FZb4bt2dWUNKGmpImX2ZzKaClyZvWDPEoKiVyEV/MWoaPd1ON5EEh4N3atra0QCLgOY0REBMxmy2+alZWFpKQkbN26lTFuWq0WeXl5uO8+z+40/UVUggKqODm0da0ALCEhoVgQNnPV7OaWfJhzYYsVJ2ZG4dUF36HkeA0oisIaB3eOociOT493ey4yVgahyLtz68SfpUyebMaiUQD48451jV1tDWrWuCXr3X5cugozFo3Gb+8d4swejEpQICpJgeY6PUwdZlACCup4edhcQ3xQmF+BDY/8jrtezHWpkpWds2Oe46GpvKWxDb9vtBRUTZ43CFfcMcLl8yAQ8G7sZs+ejX//+9/IyMjA0KFDcejQIbz66qtYuNASvqAoCsuXL8ezzz6L7OxspvUgJSUFc+fO5Xs5vBKXpsKagkVY2MfypT9kahoe/eLGsBk3Y7cCi5VzWb6R39JitrFLyFRjz9ence5gFQQCCjRNB1RUlk+WrL8ag6ek4af/FuBs3kVIFSKMn52Npeuv8erc4oz3UfPrVTXVtjKPVXFy5nFcmgrvX1gGoTgCFEVh1uIxzN2+9fUNF5bhtbu+x87PToA203jksxt48TTCBXfbNuwKQfPQVM5W6LEdH+XsPAgEvO/5jTfewKpVq3D//fejpqYGKSkpuPfee/Hkk08y2zzyyCPQ6XRYvHgxNBoNpk6dis2bNwd1j52VyJiuC7tN1xE2hg7ouQLrlbyF6D+GXzkg9hy7xMwoptfObKZh0HdAKuensizQUBSF6X8diSvuGAGaBm+FOK1N3eXCAKClUY9dX55C5bkGZAyJx/QF7msWWqMbIklEtwo/9jVBUVS3a0QkEWJUbl/s/MwSCj/xZylGTMt0ew3hhDWF0FjVjF87xehdTSHo7Xp2vjV2gPPzwN/wvvfIyEisWbMGa9ascbgNRVF45pln8Mwzz/C9e58jYX3B2gsPEPiDE8bMirJRUTH0GmNnhaIoh1VsnmBVUKEoG7m1lnb8596fAAATrhvglbFTxys88rBHTc9kHh/ZWoy/PHmp258RTniTQugwmLo9x0cY05mxCzaINqabCAQUcydr746pt2Mbc1dESRCdpPBJLN462kckiUBUorLX6GMW5lfg/mHr8f0b+326H6s2pixSwvEWY1NVEEksfXee9NrRNM0YO1WczKO1JfSJYnr+Tu8t9+sw0VBk5cdzIYiwualwsW3jxV134tv2x7Gp8WGm9YOPeXZsY8e+EQ1WiLHzAKugqr/GZAQTMSmRWLxmBvNzdJIS719Y5pOcyw0PT8JNj03B1feNhUBAdfPsQpWf1xeg9EQt3l72K16a/02PKhTewB7cykYgoJjq1urzjRzdWlfQN7ejw2hZMztf5y4jp2cBADqMZpzY5f92olBi2vzhGHZZH7uvuVLOLxRFQNlZNQnw893FvuEMBc8ufBJOPCJVioEaXVh6dgIBhesenIDf3j+MC0drUHWuscdGYm+Y/ldueE3OCcWF1o0Gu21j+8ddvYm6xjYUH6lmci5fPLcLNSVNAAUsXX+NV/u05uzY+Toryf1iUH66HgZ9BxoqWxDbOefOFZpqdcxjb4zdqNwsbH7b0r5w5Pdi5Mzs5/Fn9Xaqzjfi2B8XOM95Us4vVYjQqjX4JWcXbBBj5wEDJ6YiPkOFyFjPQji9gak3DcHQqRlIGxwHU4eZkaPyJaHs2dnLuQBA/i9FyP+lCIAl57Jz0wlcOFYDiUzolbEztpvQ3tYBoGu8Dxvb6QfuGDttnZ557I2xG95ZlJLQRw1FVPB/WQaS79bkMU38samRuHXVJR6V80s6o1LhmLMjxs4DHv7k+kAvIeDc+sQlft9nKI/56Uk4l922YRXqNeg7YDKZERHhWaahlT3ex07bge1cu2GXZLj82f3HJuOjqofQXK/3SmtRHSfHhlJLCLy3tJH4guYGPba8fxgAIJYJ8caRxVDFyl0q5zeZzHj7wV8hU4qRNigOl9w8GNp6PS8N/notS4aMGDtCb6OuXAtThxkxKZEQiX3nzdWWNcFsohGXpmKS6qFcoOJq2wZbu9CgM3p+x0xRyL1zJHRNbXZ7sbiC0A1ufXREhADRiUpEJyo9WxuL+PTeKwPHF7+8VcCEHaUKMR4c8y5atQYsfn1Gt1C/LYZWI356Mx+AJWz87JbbeVtX+pA4TJwzAK3N7YhODH5RAGLsCG6x6dk/GZmo1w/ejX6j+e2ts/Ll6t34eV0BBBEUXs1bhP45ycgem4zb/u9SyCIlGDgh9Geg2cu5SJVdnpK+pd1jY6eOk/c4P4wTxizybmI5wXcY20348Y0DACwtJLMfGIdPntoBwDI/zhmciQc8i0BfedcoXHnXKF4/05cQY0dwi/ryZuZxTHIkmupaUV+uRd9RSbzup7qzodxsohGbaskn9R2VxPt+/ElUggKCCApmEw2hWICskYndci5s79WXfZxJWVGgKICmPWs/8AUtmjain2lD4YEKps1j0vWD0G9M1/nPzpk5Qu+D8T6hCjF2HvD1K3ux/eNj0LcY8c9vbkLmsIRAL8lv1JVbZglGCAV46qpPcf5wNRRqCTY1Psxr3sXaYyeWChEVAiESV4hLU0EiF0Hf3I6EPlEc4Vwr7DCmL0O1IokQw6dlQiIToe/oROdvYLH7f6dQXayBKk6OyfMGcapkPWHzOwex+a2DOHewEu9dWMYIVhOAIVPS8X7JMvz4nwOYcN1AGA0dzGtshRxHGBwMbjV3zhvsrWOz7EGMnQdoqnQ4f7gagEUMNZyov2jx7GJTIxGdpARQDV2TAY1VLYhJdr2irydommaMXUKmutcUL7S1GhkDFpOstCuhZBvG9CXPbb3Do/f98dFR7PvOMqVh9Iy+Xhu7hopmFBVUArCoqYRSaMwfxCRH4q//vgIAcP5I18xP9z07Md5Z8Rs2ry+AQd+BtYfvQd+RoRspcRfSVO4B7C+kcJIMa2/rYEIqcWkqpA2KY14rP13P2340NToY9JY72MTMKOZ5mqaha2pDXbkW9RXNDt4dvHS0m3DN/WMx6fqBDhuE2Xff3pxbP7yxH7dEv4RFWW8wrQ18wWk94KH9xtpcDliMHcEx7Byursn5jTa7n06mFIHu1JUFAENrh6O3ucTyse/i7n7/wePTP/Lqc/wF8ew8wKqgAvDTrxIq1F/UMo9jUyORNiiW+bnsVB1vYr4cAWjWHLum2lbcnvgqAGDctdl46odbedmfv1BGSXHfm1f1uA0njOmFsWtu0EOnaYNO0+a2QoozrDc8skgxL+K+A8anQqoQoU1nxJGtF3rVRAtP0dToIFWKu+m/sttIWrXOzw/2DZNEIea0vhi8/O6qLtaguUHPq56rLyGenQdw775DS8nDG+pYxSmxaSqkD2Z7dnW87Yc72ieKeRzKfXaukjowFhOuG4DLbhvGFOZ4ArtSz16fHRuapjm5IGewRaD5QCSOYDzdxqoWlJ6s5eVzQ5XC/Ao8MPJtLEh5DR8/ud2hBmWrK54dy9jJlGKbG3XPv7tommaEHUKhoRwgxs4jZH7MqwQT1uIUAIhLi/RZGJMzoTyzq1hBLBUyYrihpqDiKuOuzsaq727Bw59cj6FTXW/0toUd4nKkTlJV3IgHRr2Nm1UvYt2SX1z6XJPJjOYGSxjTUxFoe3BDmRd4+9xQ5Od1BWisaoGuyYAf3jjAkeMTiiIgkVm8aVdydmyDJlWIOFNbvBGDNhpMjD5qKDSUA8TYeYREwW78DR9jZy1OASw5O3W8HMpoi9dQdsr3nh1FUUxpfih6dh1GE+8hRUdwZ9nZ9+yU0TIUH6mGvqUdu/93CoX5FU4/t6VBz8hWeSMVZstIm5E/4UZNiQZFBZUoOliJnZtOMM9PnDsAF8/Uo6ZEwzxnHcTrShgzNjUSOVf1x7BLMxCbpoKE1X7gjWfHlQoL/okHAMnZeQRfeZVQo57l2cV2SjylD47DqT3lqCvXorXZ4HVlHgDUlnbtJ4mVswMAeaQYOk1bSBq7tXf/iN1fnUJMSiSe3TKfU3zDN9wp5fb/JsooKSJjZJ35PYNLk6+tIUyAX2OXOTwRqjg5tHWtOLa9BKYOM6OcEw440k7duvEotm48CqBrXt3Cl3MBmnbp+E+cMxAT5wxkft5e3cI89qbeINR0MQHi2XlEuObs7n51BjaWP4hX9i1E1ghLbyE7lFlx1j3ZKUc8+cMt2Fj2IF74c0G3C9qaswjFMGZjZQsMrUZUFjXYnUTAJ9Z8jkBAcW7OrFg9iaikrrzbzs+Oo+hgJYoKKjmeBJsmnkSgbREIKIy8ItOydq0BKya+55Kn2VtY+fFch8bddl7dtPnDMe32EciZ1d/t/bBzdt6EMUPR2BHPzgPYObtwqsaMEAoQl6pCXGrX7DprRaZAQKGmtAn9c7yXD4uIECAuTWV3Rp41jNmmM8JspkOqKbah0hIGFkkius2Ys1J9QYMncj+GvqUdE+cMxNK3PJt80NJZoCJTSexWNno6+Zrt2anj+TN2gCVv9+cXJwEA5wqqXPI0ewuuaqd6Cydnx1sYkxi7XktMSiTuePZySBViZI4IH/UUe0y7fTjGXt0fKf1jeClDd4ZtH1qoXGgA0FBhCSHFJEc6LK2PEAkY+S62YXEXq2fnSH7L1SkMtkjkIgycmAptnd6ralFbako0SOijxqJXrsSXq3dDW9eKnZuOY/qCEQANZt5fWEGBmUbOF1KecnZ6YuzCA1WsHLf80/8jboKRmORI3pRTXIFTet1sCJkLzWjoYKoYo5MdTwvgSy7MmrNzlK/z1JPImdnPJ0NWOZ5m532AK55mbyIqQQGpUsSkRpL7RqNN195tXp2mRof6i1q0atvRb3RSj9fAG4t/xIk/SyFViPHMr7chbVAcHv1yHiRyEVL6x3i8Vk47RIhcg8TYEVyiqa4VX7+0B3FpKmSPS8GgiWk+2c/J3WXY990ZJGZGIWdWPyT1jea8Hqq9do1VXYUBMT0YO3ZOxdPiJ5qm8egX86BrauN8XjDD8TSt3kzn/z15mr2JuDQVJs0diD8+Pg4AePSrecgYHN8tYvL5v3fhh7X7AQAv772rx2uxuljDtAUJRRGQqySYeuMQr9c6aFIalm+4Dq1aA4Zd6nmLjD8hxo7gEpVFDfjfi3sBWMaM+MrYHd9Zgq9fsuzn0S/ndTN2tz11Ka5fMRGySDHiQ0gwuKGSZex6mAoeIRRALBWiva3DY7kwiqI4FXiOiEpQIDJWhuZ6i8cZGSuDUCRwa/I1X/grZxXsVLPUg1KzY+2mBtjFTc567dihSgmPUw+S+8UguZ/nnmEgIMbOQ1oa9WhtbofJaAq5P7onsBvKbXM1p/aW4/CW8yg/XYe/PneFVyX13Iby7p8Tqse6oYI9GqnnoaeySDHa2zp83tYSl6bCm8fuxV9T1gAA+o1OwlM/3uqX3GuP+CBXFSr8e+sdqLmgQfUFjUOvnB22dDb5wHrDJJYKPZ5631sgxs5D7huyHo1VLYjPUGNDybJAL8fn1NtIhbHJ/7kQnz+7CwBw6a1DvTJ2bF3MBB/2ofkbtmfXU84OsBThNNW2+kVkPDpJiaVvXYPY1Egk9492auiev/krNFS0QJ0gx+P/u4lXDcuoBAWikxTQNRnQ3ilWrE6QB8TTDBQicQRSB8QidUCsw23kHnh27MKuU3vKYGg1QigRYtgloRGC5ANi7DzEWtUULgoqXKkwrrFj99qVna7HBC/SK1b1FJlSzIuifrDQWOlazg7oKlLx1Ng11epQdqoOcrUE8elqRMY4Po4URWHW4jEuf3ZhfiUzy45vsea4NBXev7AMG/6xFd+/bslJ3fvGLLstKOEMd/KBa54duwrzsWkfoaPdhKyRiXjj8GKP1nCxsB5GgwlylQSxqZEh4TUSY+ch1julcFFQsdXFZMOXILTZTKOmxOLZOZpjV1OiwbEdJdA3t2Pw5DT0Gx0auZxZ947B0Esz0FjZ4nTaurUIx6Dv8EhJ5Nj2Ejx/8/8AAAtfysUNf5/k2aLtYG2H4FMXk41IIsSo3CzG2J3YWYpLbx7qk32FKpwwplPPrtPYsTw7qUKElnaTV03lGx7Zin3fngEAfFix3K8V2Z5CjJ2HWO+UjAZTWEgbccKYqTae3UDuqB9PaahsRke7CYDjEGZhfiVeW/A9AODOF6aHjLGLT1cjPt21ghpOL6Gu3enUAltckQrzBKOhg6mA5VM9xZZhl/aBIIKC2UTjyO/ho5O555vTOHewEinZMRh3TTZUsfaPMadApQfPzmymmTAmu6VFIhehpbGNR21M0nrQq/H2CynUsHp2qlgZxFKb6doKS2VkbWkTyk/XezyPjDPHzoGx47YehJ5kmCtct2w8LrllKGRKkUfFIpyJBy4YO219K0pP1qGurAkDJ6Q6LAJq8pEupi1ylQQDJ6Ti1J5ylJ+pR91FLUe1p7ey79sz2PahRQfzjSOLHRo7mYueXbvefiUmHykYa1O5QEBxVFmCGWLsPMRWDLo3GzuzmWaqCW2LU6ykDYpFbWkTdJo2aGp0iE7sOS9lD/a0g0QbAWgrMpbQdCj12bnDuGuyvXp/K8ezc35e7vnfafzn3p8AAEvWX+3Q2PlKBNoeI6dn4dSecgCWKQjT/zrSp/sLBiqLurRlk/tFO9zO1dYDvc0sOyvWKk8+tDFlkeKQGbTbu2NvPoQzKqOX5+2aanXM7CpHxQJ8zLarYRu7TPshv1BsKjd1mPHHx0dxeGsxqs43+nx/Oo17nl1cetfftK5M63A7LUsEmm9dTFvCcb5dRaHF2MWkRPYoBuBqzk6qEGPJ+qux6JUrLbJrnVi/uzqMZnQYTR6t1TpeKFRCmADx7DxGxglj9u7JBx3tJoyfnY368makD4mzuw27SKXsVB2Gd06edpfIWBkUURIkObizlYdgGLOxugWv3PEdAGDinAF44ttbfLo/ds7OkeA0G46xK+/J2PnPsxs0MRUSmRAGfQeObC32ODQeKuia2tBUazm+Kdk995LKVRJsLH8QcpWkR6MoU4px1b053Z63nVaujIpwe73Way9UpMIAYuw8hnPC9HLPLj5djSe/v7XHbazTDwDPKzI11To01+tx+fzh6DvSfsViKIYxGzk9ds6r1lo0bai/qIW+uR3J/WOgdtOwtLqZs4tnGbvaHjw765cx4LtqTCsiiRBDLsnAod/Oo/5iM8rP1CN9kP0brd5AZVGXx5/S33EIE7C0i3iTw5TIu77223TtDsXCHWEymZkbfOLZhQFS1pifcGk/6In0wXEYekkG0gbFYpgbXl1NicYSHqOAnZ9bJjT3pHYfimHMBjd67ABg68YjeOeh3wAAD392PS67dZhb+9O5mbOTqySQKcXQt7Q7CWP6z7MDgBmLRmHYpRkYOT3LK9HiUOBiYVfo35ln5y3ezrRjX3fE2IUBsxaPweR5gyFTihGd5H4xRm8jOlGJF3YucPt97qrdC0UREEkiYDSY0BoqYUw31FMA74cDWwtUIoQCSGTOL3GKohCXrkLZqTrUlWkdhgzHzOgLiUwIbZ2e027iKy4Jo/46a74O4M/YtWja0FSjg0QhQmSMDBKZ5QbdmrOLEAoYpRp34LYdhIbQOECMncf4e7RNb8UTtXtZpARGQ2vIeHb1LF3M2B5EoK2wowaehMitX0YKtf3BrfawGrv2tg5o6/V2Q6eDJ6dj8OR0t9dDcA47jJnsghe7Y9NxlJ+uR6vWgIUv5dpVMDnw41kmV3zvG7Mwe+k4AMDiNTPxtzdmQShyP1cHhGaPHeCjasyLFy/i9ttvR2xsLGQyGYYPH478/HzmdZqm8eSTTyI5ORkymQy5ubkoLCz0xVJCisL8Cjx+xYcozK8I9FI4PDv3c9w/dB1WzfgERoP7d4I9MW3+cLySt9Dua6/kLcS0+cO7PR+foUJ8hjpkZKTc9ezkrLykJ97rW2eX4IumR/CfY/e6/B523q6+hyIVgm9ge3auGLutG4/is6d34rvX8hzeELEL59hyYWKp0GNDBwAZQ+KxqfFhvF+yDLf/63KPP8ff8O7ZNTY2YsqUKZg2bRp++eUXxMfHo7CwENHRXUnXF198EWvXrsUHH3yArKwsrFq1CjNnzsTJkychlfbefjVnbPvwKI7+UYJtHx1D9tiUQC+HoexUHS6ebUBtmdalJucWTRtoM92jJmOPOFG9f73gHs8+N0A0VLo+8QDoPo3dXQQCCnKVxK27bnb/ZG2Z1qmkmb8wm2kUH6nCka0XkJCp5mUWWzAy7LIMSOQitLW0Q+pCkzY7fKhrMtjt83XUZ+ctAgEFZZTU7cKWQMO7sXvhhReQnp6ODRs2MM9lZXX1zNA0jTVr1uCJJ57AnDlzAAAffvghEhMT8e233+LWW3uu+gsWGqtbkP9zEdp0RmSNSMCwSz0rtbcWaJw7VIWf1xUA6LlAw9/QNI26TqkwZ57Uyd1lWH3jV2isasGtqy7B7c9c7tI+ohIUEEmFMLZZvMaMIfForm/tNWr3Vs9OIKCgduF3knmZs/OE+HQVBBEUYlNVMDnovbpYWA9ltAzKaKnfhH8rzzXgwTGW/O3oK/v2WmN35+rpbm3vSq+dwUez7EIV3o3d999/j5kzZ+Kmm27Cjh07kJqaivvvvx/33GO5Gy8uLkZVVRVyc3OZ96jVakyYMAF79+61a+wMBgMMhq4/qFYb+DBL1XkNXl/4AwDgugfHe2zsOAUanTTVOC7Q8Dc6TRtTseXM2Knj5cxEbnfaD+LSVEgfGIvzR6ohEFB47cAiCARU4Oeq8UR9heWYqBMULhkJds7OX0U40+4Ygel3jnS4PpqmsXT4WzAavFPLd5eU/jGIT1ehtkyLk7tKYTR09JrzwhvYVbaO9DEdeXbnD1dh56YTaNMZMeXGwR73xIYavN+enT9/HuvWrUN2djZ+/fVX3HfffVi2bBk++OADAEBVVRUAIDExkfO+xMRE5jVbVq9eDbVazfxLTw98klzmZRGBlZUfz3UoIh0hFGDlx3M9/mw+4AxtTeu5uCKpbzSEIsvvkv9zkcu5R5PJjPIzltLr5P7RkMg804QMRmiahlQhgkgS4VIIE/AujFlf0Yx3VvyGT5/egUNbzrv8PpE4okdD3KYzwmiweHyRfhy9RFEUo6Zi0Hfg1N5yv+07mGGHMR15duxzh91uUHa6Dl+9sAc//ucAzh2sdHvfx3eWYNOzf+L7tftRVex7RSC+4P0bxWw2Y+zYsXjuuecAAKNHj8bx48exfv16LFjgfmk6ADz22GNYsWIF87NWqw24wZPypKAybf5wpA+O43hyVl7JW4j+YwKr6l9/kT3toGdjFyEUICU7BqUn69CmM2Lrh0ddyj3WXNCgvTOEmT4k3un2v71/GPk/FULf3I77110V1NPLKYrC22eXgKZpl3uavAlj1pQ04bvX8gBYIg6jr+zr1vsd0VSrYx672+TuLSOnZ+L3jUcAAEd+L8aIyzP9un9f02E0uV0w4koYk1OgomQLQXvXZ3dk2wV89vROAEDqgBgkZfXcBB8s8O7ZJScnY8gQblx98ODBKC0tBQAkJVkS39XV1ZxtqqurmddskUgkUKlUnH+Bhn3CeNtUbtWdtMWbcTl8Ucca7dNTGLOmRIOigkpEsQSgd3x6HEUHK1FUUImaEo3D95ae7Po9+wx1buwuHK3Gnq9P49CW89DUtDrdPhigKKpHaSc2UqXn55a76imuwtbF9EdDOZsRV3Tl/A9v7X0jf15f9ANui3sZKye+36NcGxtXwpiOPDv2lAJPbtTZxpWtaBTs8O7ZTZkyBWfOnOE8d/bsWfTpY4kLZ2VlISkpCVu3bsWoUaMAWDy1vLw83HfffXwvx2d4WzHHRsC65bDO8aIoSyVaoOlpQjkbe7nH5nq9S7nH0hO1zGNH2ptsevuYn4gIAd6/8ACkSrHbXybu6mKy+e71PJzNu4iGyhb8e+sdEAi6evS46in+nSAfmxKJjCFxKD1Zh8IDFWjVGkKqv8sZlUWN0Nbroa2/CKWLFcwuhTE5nh13eKu9bVxFT5rKLTz00EOYPHkynnvuOdx8883Yv38/3n77bbz99tsALHe4y5cvx7PPPovs7Gym9SAlJQVz587lezk+QyITgqIAmvZeCDolOxb3vj4DTXWtSOobg4qielxz/1jEpgTeg613MWfHaQ63wVFzuJXSk13GLsOFMGYo6mO6i6cVuO6O92Fz6LfzyP+5CIAlbMke0+RvqTBbRk7PQunJOphNNI7tKMGE2QP8vgZfYe2xi02NdKntAOCGMdnzC9lwPbvu8+wAz2baEbmwTsaNG4dvvvkGjz32GJ555hlkZWVhzZo1mD9/PrPNI488Ap1Oh8WLF0Oj0WDq1KnYvHlzSPXYWcNS+pZ2rz07ZZQUs5dN4Gll/OJqGNOb3KPVsxMIKKS6IEMlDyF9zK0fHsH+HwoRkxKJa5eORWq2b2W2Wtwc78MmjtNY3uzY2Pl4vI89Rk7Pwg9vHAAA/Pf+nxGTrAyqXlRPadG0McfWHZmwqEQF+uckQ66WOLwx+uc3N0HXZECbrp2TE/Q2ZxeqCio+KXm79tprce211zp8naIoPPPMM3jmmWd8sXu/IVXyY+yCmZv/ORWT5w1C/cVmz5vEnbDqu1tQerIWdWVaRr+vJ0IpjHlm30Xs/uoUAODy+e4JOnuCNzm7OE5jeRP653TdoLCNnb8LVABg2GV9IBBQMJtp1Jc3B53wgqdwBra6IXbdd2QS1uTf3eM26ngF1PHd+zolXoYxSc4uDLHGwX05z66xqgVvL/8V/UYn4eCv53DXi7l+vciHXZKBYZdkuLRtVIIC0UkKtLUaode2A5Tli9FZc3hcmsot6a9QCmO6O/HAyq6vTqLibAP0Le24/ZnLHban2OLuxAM28T0McQ1kgYpVeGHwlDSc3V8Bo8FkV3ihML8CGx753e/XiDf4QgDaGXwVqEjkIpfPy2CAGDsviM9QgTbTUEZ7F36tKdGApi2hCbZnU1OiwQOj3oFO04b9PxTC0GoM6jvauDQV3r+wDOcOV0EojEDGsHhQAO89c2zPLtgnH7B1MdmVqs747d3DOPjrOQDAjf+YbFcOyh6cKeVRnocxbefaBTJn58pkjM/q/x60cns9EWhj51kY03KDyb4OQwFi7Lzgua138PI57z/8O3Z9aQl1vVf8ABIzowBYGpL7DIvHyV1lzEkZTFJi9hBJhBg0Ic2n++DTs/O1N2D17NTxcojErvdSceYlNre7buzY1ZhuenZxPYhBL3tvNv763DRo6/SISvSvjFtPkzGs3Bb/MtMUH+zXCJsKVhjT2dBWd6BpGl+/vBdShRgJfdQYd00281pEhAAjp2dBKBIgw4VWH1usnl0o5esAYuyCgsaqroZd9hfJoqz/dNvWn1JijVUtuHi2HnFpKsSmRvpE1WTHZ8dhaDUifUg8BoxLcSkswucAV196AzRNM/Jprkw7YCPzsNeu78hEGHRG6DRtXubsuMaOEf4d6NZH8kJPxU9WaDPQYbZUAgeT3J4z2J5dkpviCE/P3oS6Mi1UcXL8+/fbOa+1t3VgwyNbAVjynWxjB6Db9u7Qb3QSWhr1SOij9vgzAgExdkGAptryhShXSThhTG/K+fng4K/n8Nqd3wMA7l07E7MfGM/7Pr59dR8K8yshEFD4suUfLhk7dbwcuXeNhCxSgoET3DdQ7k5H95TmBj062i0SW+7OPvS0j/OOZ6e5tR82EpkIqlgZtPX6HieWBxJKYDFs1v9n3DMaW947DNpOT6o/rhFvqew0dnFpKpfbDqxcOFqD2tImu542OxfH58QDAHhuGz8RLX9DjF0QYPXsopO4J22gpcQ4UmFuzo4rPlqN/J+LcHb/RSxYfQXSBnZvFjebaUYlJrFvtEuVmACgipVj+fuef4m5Ox3dUzwtTgE89+y8JS5dBW29HvUXm2Eymf023cAZ1uKnuHQVZiwajd/eO4S6Mi1ue/JSXP23nKCV2+sJmqbx3B93oKKokZn44Q7Whm69naZyRz124Qwxdl7w+8Yj2PftaehbjPjbGzORPtj9+Hdbq5GJgfdUwGBtYLdSW9rk8wvZVfUUexRsPocPHtsGABg/e4BdY1db2sTcgWa4oJzCF55MR/cEd4e2suFToccdJs8bjMGT0xGbFglzh8XY6Vva8dObB6CKkyN9SDwGT/JtTtYe1uInoTgCFEVh1uIx6Gg3QSQRQlOjc/4BQQhFUcgcnojM4YnON7aDNSdr0Hd009dsYzWLS3n27EIVYuy8oOxULfZ9dxYAoKlpRfpg9z/DGsIEunt2APeOVq6W4sjvFm3A/720FxPnDARFUd3ewxeciQdORKBtGTCuK7xYeKACV941qts2HOUUDxLlnuIvj7mhgjW0NcW948fJS/rR2N36xCXdnqu/qMXGRy03LtNuHx4QYwdwq3opqmsElPUaMZtpNHVqpSqjpb1mHqIjZDZi0KrYripZtoC4PWP3xuIfceLPUhhaO/D22ft7zZSRnuj9v6EPYSsReHr3ranuuiuNTup+98++o23TGXH/0HWoLdXi9J5yHPztPHJm9vNov65Q36meIoig3K7A65+TzHijZ/fbH/XD1sT0xLOjaRpGgwliqfunMU37Xnc0dWAsZi8bj4aKZmQOT3DrvZwwpotFOK3NBjww8m0o1BKMnJ6FRS9f6dY+HRHIHjtXsF4j2z89zsyYvP7vk9yORoQa7AKkbsZO13MYs65Mi/LT9Z3bGl02dqf3lWP90s2QqyTIvWskrrhjhKfL9zvE2HmBN+r0VqzVeoB9Ywd03dHKlGLcv+5qvH7XD7hnzQyMmcHP+BZHWHN2sSmRbudu5CoJ0gdbxHuLj1Sjva2jm1EqY007cGW0D5vlY9/F+cNVkEVK8Hnjw269FwC09a2WfF2nzZMpxZAqRbx6A4MmpmHQRM+8IE/CmDpNG6qLNQCApH78lbFz1FMCIBXmCiKJENljLR55fIbarTaPQJH3/Rm0t3UguX8MskYkut2gzRnzYzP5oM3B4FYrXBWVdpfVkRqrWlBUYJmBN9rH3z98Q4ydF8h4mGnnqO3AEeOuzsa755e6PC7GU4yGDiYX4m5xipUB41NRerIOpg4zio9UY+CEVM7rJZ2eHUUBaYPc8+xomobZREPfbABN026Hc0uO1XJ6teIyVFh78J6gCedEJSqQNTIRMqUYahcNsDc9dt0/qw3tbR2ITlQGXATaVdKHxOOTmhV2JbKCkS9W78aZfRcBAF/pHnXf2Kkdz7Rjfx9J7Hh2nupjhqouJuCDeXbhBOfuyIeenS22hq4wvwKPX/Ghy5PBXaG+gi0A7V6+yUo2K293dv9Fzms0TaOsM2eXmBXtdtm1tbHcbKKZwa/ucGTrBc7PzfX6oDF0ADDi8ky8cXgxXtx1J6bNH+7Se9jqKXIPZ9nVljXhJtULuCXqJbz1wGYAgR3v4w4REQKPDZ0vriFnn+lN2wFgO/mAa+z0zjw7DyXDrOoplv2HVuELMXZeIOOhYu6Wf07FBxeXY03B3Rg8xbPp65ue/ZNpjOYL9rSD2FRPPTu2seNe8LVl2q5KzKHu5+u8aSw3tptwYmcJ57nmej3veTxdU5tfcoNWWjmenWfGLipBwRxP6zkQ7Dk7PmCLC/jjM1sa9dDWW46rpzJhPU0rlynFyBgSh4Q+akTGdr9B8XSmnT6EPbvguZUNQfjI2QlFEYhNiUSsm9V6NSUalJ+ux9cv78Hh3y8A4Lcxurm+FRFCAUwd5h7n2PVE5ohECMUR6Gg3ofAA19gZ2zow7tpslJ6oRZ9h7hVvALZjfgxu5drO7r/Y7QI3dZihb27n7QKmaRp/TX4NZjONYZf2wb9+m+/8TV7Cnmvm7uBWKyKJEFEJCmhqdExjeaiEMd3FF+ICrn5mRVEj855kD2XCBk9Ow+3/uhxylYQzoQIALvvLMFz2F8dTNjgz7TwMY8qIsQsfvJ346w32JoPzKZM0ae4gvLBrAd5buQX9Rid59BkicQT6jkrE2f0VKD9TjxZNm0VyCkDqgFg89cOtADyrjPRGH/PI1mK7z2vrW3kzdq1aAwx6S3jVXxPnW3nK2cWlq6Cp0aGhohmmDjOaakPH2LU06rHxsW04d7AKWSMSsOzd2Q63tXsNeSku4Op1WVFYz/zsqWeXPTbFY4k7CTtn58YAV5KzC1MC1fgLWBqjHSW0I4QCrPx4rtf72PHJcZzaXc70EnrC5HmDceXCUViy/moIBPaLSDzpFeROPnDv2B/+vcvYjbu2SzOQHa7zFm/UUwDAoDfi8ekfYcWE97D2nh9deg93vI/nX0RWQWizmUZDZTPHs/PVTEO+kCjE+H3DERQeqMCpPeU9bmv3GmKJC3hyDfV0XQoiKOYzAzHtgI2nN+qhbOyIZ+cFUQkKzLxnNKRKMQZNTHX+BhtomsbHq7ZDFSdH2qBY5Mzq7/J7fdUYzXdo58ZHJnu0Dmd4OsBV39LOVMAl949Bv9FJOPBjIQBL6JYv2A3l7qqnAIBQHIGj2y4AAAQutn3ovJhSzsZ2rl1Cpho6TRtMHeagn18mEkcgc3gCigoqUX66DvqWdofakNPmD4e+2YD/3vdLt9c8vYZ6ui4FAgojpmUCAM7kdRVsuTO0lS88L1BhD24NrQIVYuy8ICpBgQfedjyR3Rn65nZ8/u9dAICR07PcMna+wh+6kTRNg6bh0NNzBU/DmCf+LGWEtUflZiF9cBxGXJEJdZwcSh69Fm89u4gIASQyIQz6Dtf77HgKY8baTD/4x6Z5Hn9WIOg3JglFBZWgaaD4SDWG9FD4Zev9WQWmfcHEuQOZ3Py5g1XM88ke9kTSNA2dpg2tWgMoAYX49K4pBJ88tR1n8iogVYiw9O1rOA3nADBwQioWvpwLqUKMYZe6NpwZsK3GJJ4dwUXYbQeezAiLSlBAFSdnwkzKGClE4givGqP9oRtZV67F3watQ/rgOFw+fxjmPjTR7c/wtBrzOKsKc+T0TEy9cUiPiXxPYetiuisVZkUWKYFB3+Hy73fZX4YibVAsWpsMiM/wXD2kp4nloUD/nGT8+s4hAEBRQWWPxo7tYS18ORd/fn4CdWVar66hqAQFRJIIGA2WiRd9hsWj+oIGMxePsTRkU0BTZw8rJaAsYugeRE00NTrckfQaAGD87Gw8+f2tzGuF+ZXM8N+lb1/T7b0ZQ+KR4aaQAwDMvGc0hl/eB/rmdo+UiwJJaK22l9HoRCrMGXFpKrx5/F7mhO8/JhlP/XirV/1i0+YPR0p2DFZOeL/ba96ER1s0bSjKr0D/nGSUnqyDodWIooJKjJye6dHnjb6yL5749mbIIsVuXbR3PDsNU28cgsO/n2dCSr7AW88O6MwJ1+hcrvQddmkfDLu0j0f7YtPTxPJQoB/rHD13sNLhdjWlTag4a8mdDZiQghtWTsL1KyYyAtOeEpemQubIRBR2ttu8dmARKIrC9dLV3balzbTHURNu6wH3HHGmoOIprvZ8BiPE2PEATVsam10dUWNFw2ko9+xOUh2vgEBAwWym0dLYxktjtLaWqyLvbWjn65f34v2HfwcAPP71TYykFQCP7i4BIDEzipno7g4REQL0z0nuVqrNN42V3uXsgK5p5f4uforvYWJ5KJA5PIFpm7FKW9mj4Jci5vG4qy2FSjQNFB+t4QiZe0JDp9ReVKICYqnl78j3fEqxVAihSIAOo7nbmB9rHk4QQUEYAtJp/oAYOy9ZPOBNVBY1IC5NhQ2lD7r1Xk/UU2wRCCgoY2TQ1rWiuYGfasL2zvALAAyflom2FoNXoR12H9HZ/RcZZXrAfU3MUIHr2XkWxpR35iXb2zr8WhwSm6rC//38F8Slq9BQ0YyVk96HKk6O6X8dgak3DfHLGrxBLBUiY2g8io9Uo+xkHdpajXYVStjGLueq/vjhPwfw1fO7UX+xGetP32d3LJWrLFh9BaovaDiVxnwXlVEUBblKAm29vpuCivUGSaYU2612NpnMaKxqgUFnhEgqREJGaE0d9wRi7HiApj1rKvc2Z2clMkZqMXb1/Bi7DpaxG3d1f1y/0rvQTjZn3E8lR5E9fbD/5tjZo63ViIcnb0BzvR59Rydy8h7eYM3ZySLFHoeRbEULlE4axctO1UKiEEMZJfWqeCBCKMDYqyzFUuWn6pjq1eGXeR8i9Rf9xiSh+Eg1zGYaJcdquumyGg0djGScOl6O/jnJOPFnKSN+vuOzE5j/f5d5vH9n0wBsJ657ilwthbZe71AbU+JAQ7euTItFWZZitEtuGeJSEZK1FUWukkCqEHtVYBYIiLHzEusXmSehJmfjfVzl6c23QSIT8VZNyBnamq7izA7zhLhUFWJSItFQ0WzRyOwseEnoo/bYEBgNHTi97yL0zQZExspdmrH26oLvkD44DqOv7MuEMSUyIUpP1MLUYeZV0f+J725GXXmzW20RtljDmIDl/HJm7FaMfx/6lnakDYrF+lP3e7xfNqGqntJvTDJ+33AEgKVIxdbYdRjN+MtTlyL/lyIkZUVBIKBwyS1D8P7ft4CmgZ2fHcdtT13K+7xIRxPXPY2aWPUpWzul6azr1TOenf3Uiid9djpNG+5Mex2AxRN++ue/eLTmQEGMnZdYxaA7jGYY201ujRZhTzzwxtglZfE3zgXgVuDxNRNswPgU7Pv2DKey0JuBrS2aNjx2+YcAulei2aP6ggbbPjwKwBK+en7HAgCWUFBkrAyaah2jVcgHaQPjvAqDATYz7ZzcTJlMZmYbbycesOGqpwR3QzmbUdMzMf/py9A/JxkD7fTAypRi3PD3Sbjh75MYBZ+4VBWGXdYHx7aX4OLZBpw7WMV7brenieueYPXgO4xmzmxHqyqKo+koXAUV14wdt6E8tHrsAGLsvIb9hWTQtUMkdv0LwRrGFERQdsVaAwW7Ao9dmecNVmPHxtPiFMD9Pju2RNjI6Vmc11RWY1fHX1M5H0y4bgDiM9SQRYqdKpewCxQ81cVkU1HUgDN5F/HJUzuY50LJs0sfHI+/POna+cX23i67bRiObbe0p+z47LhHxq6mtAmGViPi01V2jY2jieuewFbK0TW1QSxVwthuQofREhu1N6UcAKdtwFVtzFBWTwGIXJjXeCMGnTk8Af1zkpE1MtHt4ai+xOrZCQSU2wLVjhgwvvvddboH08mtSGRCJmfgrrEblcs1dpGdDbeGVqNH44J8xeQbBuP2Zy7HvIcnOw1z6XiYeMBm33dn8Mrt33KeCyVj5ylT5g2GUGS5Fnd8dgImk/sJtW9e2Yf7Bq/DjcoXcGpPGd9L5GBv8oHByZRywHJtW1VU2lzUxgx1Y0c8Oy/xRgx6+QbvG7QB4PzhKhz+vRjNDXpceutQZI1I9OrzrMYuOlnJWwWgvTtkb8KYFEVBFimGrsngNC9G0zSOdEpvyZRiTsEMAI5Xra1vRZyHI42slJ2qxc5NJ7Hvu9O468VcjJnRz6vPcwX2xANvdDGtxNvx6HuLsSvMr4DZTCN7bEq3IovIGBnGzOqH/T8UoqGiGSf+LMWIyzPd+vy6sibmcWwqPzeLjmCHrPWdvXYCoQA3PTYFbToj0gbGOnyvVCGCodXo8vcWMXZhTiDFoK2c3F3G9LGlDYr1ytjRNI2pNw9BXVkTlNH8hVaVUVKkDYxF+RmL2vvAialehTEBSyjTYux6Pu4lJ2qZYqBhl/WBUMTNq7K/xJvr9V4bu4O/nsdnz+wEYLnL94ux0/A3pRwA4tK5pegRQgEvHqM/MXWYUXqyFucOViF1QAwGT7YoqWz615/I+/4sVHFyvHZgUbd+zctuG4b9P1j0Und+dsJ9Y9c5B5CiPFfPcZV5j0zCVX8bA7layogXyCMlWPDcFU7fK1WI0VTb6mHOLrTOBYAYO69xp4jAV7A9E2/bDyiKwt/emOXtkjhYxaWT+kUzxq6isAEXz9Z7NXvPKhnmzNhx83WZ3V5XsT07L/J21t/z3KGuRuaz+y+i6GClR7+n2Uxb7rxb2iGRi3r8gmn1sWenipPzXpnoa07tLcejl34AALjqbzkYPDm9s+XAcj4IBBTi7fSXTZg9ABK5xevZ9eVJ3PvGLLcKz5jISJKy240V33gzs1Ii7yxmcTFnp2eptITaLDuAGDuvkSrdr2riG3bxAl+N5XzSTVyatqzTW3Fpxti1tMNsph32/ez+6hTz2LY4BeDvZsHeLDOdxuDx77n7q5N44ZavAQB3v3pljxqinJwdDwUq0UlKRpkHCK1KTCt9RyWCoix9sFYllRO7ypiw3ZhZ/eyeM1KFGBPnDsTBzecw5abB0DcbIIp1LYRrbDdBU20pPOOruMtXWCsy23TtnLYFR5BqzDBn6k2D0W90EqRKMTKHuz5xe8/Xp/DRE9sRnaTEDQ9PYpp4PYFt7Foa2nrYMjD4SlyaXZHZpmtnFEfYmDrMjNivWCa0OxU9kvVF5k37Ad9yUJziJyfeK98FKhFCAaKSlMyoomlOmqSDEXmkBKkDLKHzC0er0WE0If9ntmqK4/Dy4jUzIFdL3fLoAKD+ohbWWcSBMnYdRhNoM820NzjCWm9A03BJ7pCEMcMcT/upqi80oexUHcpO1WHm4tFerYFt7LRezmQztpsgFAl4DVn5avae7eQDtrGzhhSLj1XD1FmGTZtpnD9c1S2kOHhyGu5dOxOqODkGjPdcE5Hv39OdEDk7jMlXbi2hj5oxdj1NDghm+o1JQvmZehgNJpSerGUkwgQCqsdcqjq+q/q1ML8CGx75HXe9mOt0Mji7RzU+3fcSXA2VzTj463nomtrQPycZQ6dmYO83p/HCLV9DEEHhnjUzMXvpOLvvffC92TCZzJAqxC61PxBjR/AIji5moucN5QA3DOetZ/fuQ79h6wdHEJemwj+/vRnpg/iV8+JLJgnoMnYypRjtem4I2V5I0Wgw2Q0ppg+K4+33tDYoW/Hm93Sn+GnOQxMx7fbh0DUZkNCHny/Z+HQVTu+1PN789sGQNHj9cpKx4zPLEOK9X5+2jNOBpUDK1anr2z48iqN/lGDbR8ecG7ty/ntUe6L8TD3W3PU9AEuxytCpGdC3WK4Fs4nu0TNN6uueGMXNj09F7p0j0ao1eF1cFgh83tz1/PPPg6IoLF++nHmura0NS5YsQWxsLJRKJebNm4fq6mpfLyWo4EqFea6LCVjusgQRFk/M25xdbVkT2nRGlJ+p5/XuzSqT1D8nGUvWX43+OcmITlJ4NTds2TvX4nvTE/iy+R9I7sed9rzy47kO2yYihAKs/Hiux/vtCfZU8Yyh8V79njI3wphSuQgJfaKQNSLR62rMmhINigoqOWr5ed+fRdHBShQVVKKmROPV5/sTtjdtHZQMAGOv7jltYD0GRQcrGWO5c9Nxp8eAqz7k20pMgOvFW8f8sPvsJA767DwhKkGBvqOSMOzSPsSzs+XAgQN46623MGIEN97/0EMP4aeffsKXX34JtVqNpUuX4oYbbsDu3bt9uRyf0Ko1oDC/Am0t7Yjvo0bfkUkuvY+PiQdWKIqCMlrGixi09WKNEAq8Eqe2hW+ZJAA9vtdXoVNnmFn5uiFT07Fk3dUe/57eCBZ4g/1CmzZep9X7i76ju65Hs6nL685xkiO3dwyaaludHoP6iq7r2rZ9wxdwmso7Q9l6H82yC3V85tm1tLRg/vz5eOeddxAd3eUuNzU14b333sOrr76KK664Ajk5OdiwYQP27NmDffv2+Wo5PqPsdB3+Of1j/GvOF9jy3mGX32c1dkJxBC/Vc5Exls/w1rOzGrvY1EjeVV1EEiGTC/RWJskdKAH3f3vUlDah6GAlzuy/6HgjF6gt7WooTshQe/V7snOSzsKYhfkVePyKD1GYX+HRvtgEyiv2BcooKZL7ccN1UYkWD6Un7B4DVlGVo2OweM0MfFK7Eq8fvBtZI70Td3AFOcuLt3p27HPFkYIKYKlQ/XldPr5+eS+qL2h8tsZgwWfGbsmSJbjmmmuQm5vLeb6goABGo5Hz/KBBg5CRkYG9e/fa/SyDwQCtVsv5Fyx4qqBiDWNGJyp4KQbpOyoJAyekYsjUdKZc3F0MeiNTjRjsZdOuQJtpKKOlyBqR6DR0+sDIt7E85128PP9br/ebOiAGYqkQ8RneHUMJawabM89u46PbcPSPEnz4zz+82idg8YpfyVto97VX8haG3LTqfmO4hm3sVf2djqfx9BhQFAV1nBz9RifbnaHHN3LWDZFVRYf9PeRIGxMA9v94Fv+9/xe8//DvKD1Z63Rf2z89hm0fHcWBnwu9WHHg8Mmt9aZNm3Dw4EEcOHCg22tVVVUQi8WIioriPJ+YmIiqqiq7n7d69Wo8/fTTvliq18g8UFAxmczQdqrJ8xUq/MfnzudROYOTXOdp2oEvOXeoEts+OgZ9czsuvWUIRuX2tXm9Ci2NbWhpbANFUXg1b5HDkKIqTg6dpg3NXlazTr5hMCbfMBg0TXPCZp4QESFgmpvt5eysFaeggGPbLwAADm0573ETuz34LCjyN9bjE5WoZPrtlDFS5N41EkUFlbwcn0AjkgghkkTAaDAx1ZKuenZskWpXGss3/mMb6sq1iEmJxIcXl3u+6ADBu7ErKyvDgw8+iC1btkAq5WfUyGOPPYYVK1YwP2u1WqSnB0dlmCd5FW1dK+N9RXmZr+OTOh9MO/Alleca8d1reQAs3pStsSs+3FX0lDowtseQoipWhsoioKWxjZep4BRFIULovccuU4oZFRVb7OWVQIOX3Brfc9cCQTcxA1j+vo9e9iHzdE/HJypBAXW8nBlzJFdJIJELg+4YKNRSaGp0jMKJq54d2xC6IohhNaah2FAO+MDYFRQUoKamBmPGjGGeM5lM2LlzJ/7zn//g119/RXt7OzQaDce7q66uRlKS/Ti6RCKBRBKc1T8cz87FMCafxSl8wu0RCn5j52zMT/GRLmOXNaLnhn9O+0ajntNnFUhWfX8LIkT2dSn5bmJn44uCIn/jrZhBXJoKG0qX4fak19DaZIBcJcY7RUsdHoP6imZ89cIexKerMHhyGqPF6WtkKgk0NTomjKnneHaODZPEjRSM2UwzguuhWIkJ+MDYTZ8+HceOHeM8d9ddd2HQoEH4xz/+gfT0dIhEImzduhXz5llCb2fOnEFpaSkmTZrE93J8jlAcAUEEBbOJdjmMGZMciaVvXYPG6haniXJ/4u8eIW+RRzouzTebaRQftRi7hD5qp6LW3MkHwWPsbCdss/F1xSmfc9cCAR/HRywVIXNYAk7uLkNdeTOMBscG/+LZevywdj8A4PqVE/1m7Kw3Qq1aA2ia+z3Uk2fHzgk7G/NjkRSzPCbGrpPIyEgMGzaM85xCoUBsbCzz/KJFi7BixQrExMRApVLhgQcewKRJkzBxomPtv2CFoijIlJZRM64au6gEBWYtHuN8Qzc48HMhvnxuN5ob9Jj/9GWYetMQtz+j1gcTyn0JV0GFO+anuriRMYCuVMWpWJJhnrZvGA0deGTqRsSlWyZez3lwgkefQ+Afb3KP6UPicHK3ZS5d2ak6hzcggUoDxGeo0NLYBrlKjI52E+59YxaaanQWAXGZ4694ttfnzLMLdfUUIEAKKq+99hoEAgHmzZsHg8GAmTNn4r///W8glsILUquxC5AQNGA5Ga0XJNtDc4ebHp2CSXMHorZMi9QBjudgBQs9hTHZIcy+o1wwdnFsMWjPilTqyrUozK9EYX4lhKIIvxi7qAQF5GoJWju1MWPTImHuMAddXilQ8JF7ZKuFlJyodcnY+TMN8M+vb+b8nGlH/9UenJydkwIVPcvYsW8yQwm/GLvt27dzfpZKpXjzzTfx5ptv+mP3Psd60gRqxA/Aj2eSmBnVbbZXMMO+6FptjN15VnGKK54dWwy6qc6z41dbyvqyszM6xhPOHqjAxbP1aGtpx2V/GdbtrjouTYXrV07EJ0/uAGCZjjDxuoEhF3L0FXzkHtlDhtmDWW1hR0ZiQyAywg5jOitQYV9fxLMLY6RKMQQCChERrlXfXTxbD0pAISpRAZlSzEufXbCP+fEFXM+OG8bkFKe4FMb03rNjN5R722Nn5ac3D2DrB0cBAMMuzYBc1V2TsL5zWCgAJGVFE0Nng7e5x4ETU/FK3kKkD46zO1nDSqgVeHF7hHu+UdeTMCYBAF7eu9CtSQFv3vczjm67AAD4oukRXk4eZUxXm0e4GDuROILpMXIUxpRFipGY5Vzwll2gotN4JqbNvrPny7PjtrbYv/tmq18khJBnHirIIyUYON5xoZAVa/pAKBIgyktxd2/Y9eVJSOQiRCUqehSulqkkSOijZrbtCXbOLhQHtwLE2PGCuzOvNJ2tBxK5iLf4t7dhzKZaHQo2n0NcugppA2MRk+x7EVs+kEVKYDS0coyd0dDBiGNnjUh0qpYBAIMmpWFj2YOIjJU5nevlCF94dq5IhmUMiUdLgx5Nta0cD5XgX7qk9lQunXN8ceDnQvz69kG0attx46OT8fzN/wNgGV310u67HL4vLtUS4nUFqnOqe6vWACUP8oaBgBi7ANBY1SkVlqTkbW6cLFLMtEB44tmdO1SFV//6HQDgxkcn487V03lZl68ZM7Mv2lraOTkSkUSI/xy9F0ZDB5rqXAtJSmQiSNK8k3di5+z4EgF2ZabdPa/N4GVfBM9pazUy152/23bqyrTY991ZAMCE6wYwz/fUY+cuk+YOwqS5g3j7vEBAjJ2fMbabmIuCz6kCFEUhMkaGptpWj2ba+XvoJF/8/ePrHb4mkggRl+q/Lx6rZyeRCXnzsLjTyg09bEnwJVXnG7Hn69MoPVmLKfMGY9w12ZzX2YUr/jZ27DRIfUVX/laq9L02ZyhBjB0P7P/xLA5tKUZbSztuemwKUvrHONy2qYa/OXa2RMZajJ0n08pDraE82KBpmjF28Z3TDviAXYTT5iBnR/A9Fwsb8P7DvwOwpAxsjR0loDDlxsGoK9Mic7hrpf98wTZ2DRxjF5otAr6CGDseOLm7jFFOmHb78B6NnS+lwqwVmfrmdnQYTRCKXM8l+nvoZDDy+8YjqDrfiI52E+583r0wbktjG9NnyVdxCgDIlK5PPiD4jj6s9gN7EwJSs2Px2Jc3+nNJDHI129h1fb+4EsZce/cPqCtvhixSHLD1+wti7HjAlbyKFV8auxl3j8b42QMQGSNjpH1chaOeEkJhTFs6jCYsz3kX6YPjMHpGX8xYNNrl937/eh7OH65GhFCABauvcMs7E0RQuOe1GagpbUJqtuObHXeROpmq8b+X9mDz24eQmKnGnS9M99lQ2nAnNjUScpUErVoDSk84H4fjTxx5dq4Mbj36RwmqzjdCFSfvcbsvn9+NwvwKyFUSLHwpl1MQFyoQY8cDnC8kJ/0q1uIUgN+cHQBcedcoj99r9ezEUv7yTf7gk6e2M2N+Xtj5V5hMNC4cq8GFYzUABbeMnbWx3NRhhr653a2WEIVaijnL+VdMcXYjdfFsAyqLLP8IvoOiKKQPicOZfRdRU9IEfUt70EwBZ4uEs3N2kh7G+zDbyC0mwJmCysldZTjwk2WO3V0v5va4bbDis+Gt4QRHY85JXkVTHXwTD2iaZoxdXLqKt3yTP2jRGFBdrIG2rhW6JgOKD3fNRHRXZJstGaZ1sYrT18hVEiiipIhLU3EUL6zUsHrsQkn9JhRhy4aVn67jvEa7G0rhEfZNGbsFxxVjbP3uMrQaexz6zNHGJHJh4Qu76smZGDTbswsWY9eqNTBeQ6gVp9hOPig+UsP87IpyCht2aEZbr0dSX+fN6L6m76gkfN74sMPXq4s1ACytJ8ro0Ox/ChXYsmGlJ2o5DdsPjXsPLY1tSMmOwTObb/Pruhw1efc0uNUK2/tr1xsd5vmsxk4ojghZhZ7QXHWQIXMjjHnPmhm4ddUlaKxqQXIPhSyeYDKZLZO5G/RQRktdHlMTatMO2NhOPjjP8ezcM3aRXkiGVZ1vhEQhQlSCwm+esclkZipAEzOjQsojD0UyhsQxj22LVCqLGqBrMiAQf4KICAGkChFTIGWdbu9KNSZ3zI9jY2f1GENVKgwgxo4X2CeIswKViAgBohIUPlGl3/3VKbx469cAgEWvXInrV7g2MqmtpR2JmVGov6gNCU0/NraTD6wyYep4udues+1MO3d45Y5vcWpPOcRSIT7XPOyXu9/GyhZ0GC3zahKzony+v3CH69l1hTFbmw3QdU6dCFRkZGbnyLCEDDXmLJ8As5l2KbTaXR/T/vdS15RyYuzCGm7FXOB6odhi0C1uqKgMmpiG94ofgNlMo6Pd5Iul+Qy2Z3fxbD2aai0eWd9RSW57OuzCHHdzdlb1FFmk2G9hHqKJ6V/i0lSQRYqhb27neHaBmmPH5p5XuSo6Frky5+e/qzPtuoxdaObrAGLseEHmRs7Ol3g7+UAgoCCWhtYpwTZ2J/4sYx67m68DuGN+3NEX7TCamJJvPnvsrPz3/p+hrWtFZKwcS9ZdzTxvzdcBQGJm6LaLhAoURWHyDYNgNtHoMyweNE2DoiiuAHiIRUZcmWlnNHQwN8HEswtzlDEyjJ7RFzKlGP1yHPc5GfRGfPLkDkQlKZA1IhGjr+zL6zq4OafwmHzADmOe3FXKPM5yM18HeH78GiqamUo2vgSg2ez5+jQ01Tok9OEaNOLZ+Z+HNs7p9lx9eej2qLoy0643TDwAiLHjhehEJf7163yn2zVWteDrl/cCAC65eQj/xi4sZ9p1eXbsFIUnnl10khL9xiRBFStH6kDXJ7XX+GBoKxuZUgxNta5b1KDmQpceYxLJ2QWM2iBRHzKbaXz90h5cPNsAuVqCW5+4hPOdYI/BU9Ix+4FxkMhFiHWw9tZeMMsOIMbOr3Aayn3QdiCLFCNCKICpw+yWsXvxL1+DNtNIGRCDO/41jfd1+RJ260GfYfGYtXgMio/WIM0NY2UlIUON1wvucft93NE+/Bs7a07Ytvjp2qVjMWRqOqqLNUHRJhGuBEPObt2SX/DzunzODd+Nj0x2+r4JswdgwuwBPW4jkYswe9l46LUGDJzofK5fsEKMnR/hSIXxrJ4CdE0+0NToXA7D0TSNvO/PwtBqRNqg2JAzdrGpKix+fSZkkWKkDYrD4Elpfl8DZ2KED8KYVu/VaDBxNE/7jU5Gv9FEHiwQtLUaoalqQVLf6KCYGCIUR3STCHRFQcUVYpIjce/rM3n5rEBCjJ0f0VT71rMDLBPLNTU6lz27lsY2JjEdSqN9rMhVEly3bHxA1+Brz05mo4+pjA4dObfeyAOj3saFo9VIzIrGu+eWMhNDJHJRwBr77VVJ2lPcCWeIseOJf+Z+jMqiBshVEvzn6L12t+GKQPPv2QHuTz6oZc3hchSzJ/QMe2hrgg/DmIAllEmMXWCxelHVxY1oazViyVvXWB63GAPW2G9bOCKRCRER4boapLHdBNB0yKqjuELv/c38TP1FLWpKmjiirLZcOFbNPI5O9I1nx6kobNA73U9dCJdNszm6/QIEAgqZIxKhjPL87vrt5b/i6LYL0Nbr8e65pS61Ylg9O6FIALUPxAJsPTsAaKhsRumJWiRkRiE+Qw2R2PVxTgTv6DM0HoUHKkDTwMUzdRh2SQaGXZIR0DUp1Nxz3tVZdoe3FuOpWZ/C1GHGX568BPOfvrzbNiaTGQIBFfIKPcTY8YS1OVPf0s7039hSfLjL2EX5yLNb9MqVuOuF6YiMlTsd2wHYJtdDL4wJWLzTZ+d8wVSNfdH0iMdVYzUlTZaJCQC09a0uTTp/JW8h6sq1aKpp7Wzm5Rd2xWlrp2zToS3n8dqC7wFYJOjmPMj/xAWCfdLZsmEnaoMib2obxnRllh0AiCQRMHVYVHgcNZV/8/JefPTEdshVEqz8eC7GXtXfu8UGCGLseMJ6J2U20TAaTIxHUFOigbZOD1DccFf9xWZoqnRQxcmQ0CeKt3WkZrtXhdgbJpQ/Pu0jxtBFJym8Ko9m3yA01+tdMnYSmQip2bFuH3tXsTfTjttQHuWT/RLsw5ENO1nXw5b+w/acZ4vT94StNqY9WrUGpsJbKArdQTnE2PGErRi01dgtzHzD7vYrJ7zPPP6RXuXbxfVAsPQIeYNVIgwAxDLvkvLeSIb5iuyxyZi+YASkSjGj98nusSO6mP6FPepn79enMfzyPohPVyExKzpgCkRy2zCmi56dKwoqrVrW2CDSZ0fgCKq2tDPjYlZ+PBdr7vyeCRWwiRAKsHzjdX5boz2CoWzaU6xeM7vpVVOtQ9HBSoCGR15zMKrQTL5hMCbfMJjzHEc9pU9o/d1CnfgMNTNZoPxMPZ6c+SkA4P9+/kvAQnzdwpgu5uy42pj2pQ5JUzmBg23FnJVp84cjfXAclue82+09r+QtRP8x/Mb768q1OPjrOTQ36DFwYprTxLnV2MlVkpA7ke15zYZWI+dYu+s1R9rMtHPGsR0lOPrHBcSnqzBmZj+/jUiyenbKaGm34gSCbxEIKGQMiUNhfiXn+UCmAWyv3UGTXGv+dlcuLNS+I9gQY8cTrkw+oAQAbe763xeUn67D2rt/BADc8s+pTo3dtUvHoep8o28W42N84TWr3Jxpd3jLeXz+710AgKc33+YXY2fqMDMtIyRfFxjSh8R3M3aBrGaOSlBg1fe3QKGWICYlEikuzsrkjvix/73Fnn5OjB3BzlyoLqISFIhOUiAuXYUZi0bjt/cOoa5M65OZdkqWFp4rnsmc5aFbxecLr9ndmXY1rIbyBB+op9hiNtOoK9fCbLLIZZB8XWBgF6kAlorZQHrYIonQqeyXPYTiCAgiKJhNtMMwZkNlM/PYlennwQoxdjxhrxfKSlyaCmsK7kZMciQoisKsxWPQ0W7ySQOnpzPtQh2+vGaVmzk7doWtr1o3zuy/iP+76jPoW9px3bLxGHtNV16ITDsIDJfeMgRDpqTjkakbAYRujypFUZAqxGjVGhwWqDRWWMQwhOKIkO61I8aOJ8bM7AdFlBRShQhZo5I4r2lqdFiQ+joSM6Mw/c4RuO2py3ymVGDbVN7b4dtrdnemnbWhXBkt5dzw8IlQJGD+lvqWdjLHLghI6BPFSV2wR02FGhK5yGLsWGFMdsuUTtsGwBI+96b4K9AQY8cT/XOS0d/BLLvCAxUALBV07Pi3L5ApWZMPnHxZW79AldHSkL1ji0tT4f0Ly5i7Tm+95sgYGeY/c5llzM+AnvMeJpOZmWXmC01MK5zip2YD9M2W1pb2tg7i2QUQdiWzvtnQw5b+4ZOntuOzZ/4EACx7bzZmLBzl0vtWfmSZ0cduX7BX/EWbaa+KvwINMXZ+4GynsQOA7HEpPt0XZ/KBE8/ufy/uwVcv7IFELsK/fpuPIVPSfbo2X8E2bBRFeeU1RwgF+MuqS13aVlOtQ4fREjP1xbQDK3KW19DWGcqc/cA4aKp1Id33FKpYvZ7jf5Ywz1WXNAXc67EaOsA94zsqt/tczWBvmfIEYuz8wNn9XcZuwHjfGjvAEsp0xdid75QvM7QaOeFPgmv4etqBFW5biyXURFEU02BO8C92W1503rW88E1Nicar9/u7ZcofhK72S5BhNHSg8lwDzh+p4pxoNE2jcP9FABYpKn+UirMnHxjbTQ63YwtTh2qCPZD4y9hxJJ1afBsGJzhn5cdzESG0/9UZIRRg5cdz/bsgOxQeqHS+kYtQAu7/oQrvy1+9ejXGjRuHyMhIJCQkYO7cuThz5gxnm7a2NixZsgSxsbFQKpWYN28eqqurHXxiaHDhWA3u6f8mlo16B/97aS/zfHWxhilhHzA+xS+5MWVMV+y9pZHr3dWUaFBUUImig5XM5HSKAsrP1KOooNLrO8LegL6lHVXFjSjMr4DR0OFwO3Ylpi/DmAIBxZR8B0NuKNyZNn84XslbaPe1V/IWYtr84X5dj/WaZnP+UBWKDla6dE1fOF6DAz8XYtdXJ9HGqsgUCAWITlKgf04ylqy/Gv1zkhGdpPBJy5Q/4D2MuWPHDixZsgTjxo1DR0cHHn/8ccyYMQMnT56EQmE5SA899BB++uknfPnll1Cr1Vi6dCluuOEG7N69m+/l+A17Yr0AN1/njxAmACRmRSN1QAwiY+XosPHs7CaeaQRVCCbQ/Pe+n/HHx8cAAOtO3Yf0QXF2t4tJUWJUbhZqS5uQlBXt0zVJlWK06YwoO1WHf9/wBRIyozAqNwvjrs726X4JPeMPoQhn2Lum29wIq3753C7s+OwEAOCdoiVI7heDstN1WDH2XUycOxA3PTYF/UYn+7Rlyh/wvurNmzdzft64cSMSEhJQUFCASy+9FE1NTXjvvffw6aef4oorrgAAbNiwAYMHD8a+ffswceJEvpfkF9jNlmy5MHa+ztfFKVbufX0mgJl2X+uNiWe+sZ184IjLbxuOy2/zz128LFICTbUONA3s/cYSKYmIEBBjFyD8KRThDG+vaQlHH9Pi2X33Wh46jGbs+vIUBoxPRb/RyV4XfwUan6+8qcmS14iJsZRxFxQUwGg0Ijc3l9lm0KBByMjIwN69e+0aO4PBAIOhK3yj1Wq7bRNo2D1W7H6Vs535OgAY4Cdj1xO9MfHMN5FuSob5A5mdkS0JpMcuYPDd8uIN3l7TtpMPmmp12PbhUQAWZZiZ94zmd8EBwqcpR7PZjOXLl2PKlCkYNmwYAKCqqgpisRhRUVGcbRMTE1FVVWX3c1avXg21Ws38S08PvhJ59t2R1bMzm2mUHK8FYJF1UscHZ6w7RFvsfAZbRaWpLjga8xesvgKPf30TBk7oEvglupiBRSQRMjn4YPF6PCkmsdXH/Om/+Whvs+SqZ9w9utcIjfv0r7NkyRIcP34cu3bt8upzHnvsMaxYsYL5WavVBp3BE4kjIBQJ0GE0Mzk7gYDCx1UP4fyR6qCS7opKUDB6eAIBhb6jk1B/MTAhmGAkGD27nFkWibC9X5/GmTxLtIB4dgQr3oRV2dW+zfWt+PE/+QAAQQSFOQ+O99ma/Y3PjN3SpUvx448/YufOnUhLS2OeT0pKQnt7OzQaDce7q66uRlJSkp1PAiQSCSSS4G+elSrFaGls46iHiyRCDBzv2rgNvig5UYONj25DS4MeU28egjkPcsWeI2NlkCpEaNW2o9+YJLy6f1FIJ575xpWcXfmZOvzjkg8Qn6HGtNuH+01Qmz3Hjnh2BCvehFXZM+1+WX+QGVo89aYhIScJ1hO8f7vRNI0HHngA33zzDbZv346srCzO6zk5ORCJRNi6dSvmzZsHADhz5gxKS0sxadIkvpfjV6SKTmMX4F4oo8GEAz8WAgAyRyR2e10iE2FT4yO4eKYOuiZD0IRgggVXJh/UlmrRVNuKptpWjLoyy+42vsA6x04dL3d5GjUhPPBUSUjCCmMe/eMC8/j6laFZLOgI3r/hlixZgk8//RTfffcdIiMjmTycWq2GTCaDWq3GokWLsGLFCsTExEClUuGBBx7ApEmTQrYS04q0s4hAH2Bj58pMNoGAQvrgeLuvhTsqjhi0/eNXyxnt4/twYl25FuVn6lHXqcVJNDEJfGFvbM+wSzOQPTbwBXV8wruxW7duHQDg8ssv5zy/YcMG3HnnnQCA1157DQKBAPPmzYPBYMDMmTPx3//+l++l+B1rRaZBZ0Sbrh2v3fk9sselYMS0TL9WYrJn2jU3tPltv72FSBfG/JzeV8489qV6ipWf/puPL1d39aGSaQcEvrAXIbj+76EdZbOHT8KYzpBKpXjzzTfx5ptv8r37gPLY/26yqF0oxTh3qAq7vzqF3V+dwoy7R/vV2LEnHwRTYUyoIJGJIJGLYGg1OgxjntrdZezi/CC1Zjs+iAxtJfAFu0AFANIGxmLcNb2vf5MkaniEHc4qZCun+Lm/jqIoixh0ta7bl3VDZTPW3PUDssclY+zV2Rg8Kc3Bp4Q3a/IXQa6WckLC7BlfFUUNzPMtjW0oKqj0qdq91MbY+UuggNB7sZ7Pymgp1AlyNNW0Qp0gx+LXZ+L8oaqQnFnXE8TY+Qh/TzqwJTLGYuxsPbuz+ytw8NdzOPjrOZiMZmLsHGAvn2lPlgkAHrv8Q+axr6TWZJFdxm7J+qsx9cYhPtkPIXzgnM+dvbZNta14ctanzNO9STowxHWsgxersZPIhMgY6v9CEGbyQQt38gFH0SUARjiUCaTavUzZXbSAQPAGzvlszT51/h8s0xv4hHh2PHJqTxlO77uI2tImVJ1vBAD0HZ0EoSjC72thF1m0NOiZ2Wdcj9O//X+hzrT5w3F2/0X8sPZAt9d8LbXGDmOWn6n32X4I4UO4SQcSY8cjB34qxBfPcSc3BMqgRHIqMi3GzmymUZhvGQUSk6xEbGpkQNYWCpzJu4hTe8qgrWvFzHvGMA3cY6/O5hg7f6nds8OY5/L5m1VGIADBMb3B1xBjxyO2RQRA4EKFOVf1gzpBjshYOWP4KosaoNNYWhGyx/lntl6ocuCnQmz6158AgKGX9mGMXZ+h8YhKVEChlmDuiok+V7u3FhFUnWtknjvXOasMNHpdEQHBvwTT9AZfQ4wdj9jrVwlU1dwlNw/FJTcP5TxH8nWuw1FRqetqLI9LU2FDif/U7h0VxZD5gwQ+CKbpDb6GFKjwiK1np4yWIrmfb4d6ugPJ17kOu+VgwyO/o0XT1ZzvT7X7QBbFEMKDYJze4AuIseMR25ljU28eElShQs4g2bG9K/nMN5EsybCGihY8NPZdXDhW7fd1TJs/HK/kLbT72it5CzFtvn+GxxIIoU7vNOEBgh3GnLV4DJauvyaAq4FFQaVRD1AU5CoJzh+26JSmZMdAGS1z8u7wxJojY4cuAaDyXCPyfzkHuUoSsBxZOBQREAi+ghg7HmGHMQvzK3rY0vecP1KFZaPeAQDMuncMFq+ZiQfeuRZn91dAFUcMnSMc5cgAYOM/tmLjP7b6PUcWTkUEBIKvIMaOB6zegFWRHgDKTtUFtGJOGdU1XbilQQ+xVIgr7hiBK+4Y4dd1hBorP56LNXd+D1NHd9cpQijA8o3X+X1N4VREQCD4CnK18IA9b6Bd3xHQijky+cAzgrXR1tNZZQQCwQIpUOGBYKyYkynFEIosa3I0k43QM5SA+z+BQAhdyGXMA8FYMUdRFOPd1ZVpkff9GTRWtfh9HaGINUfWPycZS9Zfjf45yYhOUpAcGYEQwpBYCM8EU8WcdfKBtl6Pf835AgAw75FJuOuF3MAuLMghOTICofdBrl6eCMaKObYKiJW0QXEBWEnoQXJkBELvglzBPBGM3gBbDNoKGfpJIBDCEWLseCTYvAFbYydViJA+mHh2BAIh/CAFKr0Y2zBm/7EpiIggf3ICgRB+kG++XsxVf8vBzY9PYX4eQEKYBAIhTCHGrheT0j8Gmmod8zMZ60MgEMIVYux6OYe2FDOPibEjEAjhCilQ6YVYtTpp0KgrawIAUBTQVNcKbZ2eTLcmEAhhBzF2vRB7Wp00DTw09j3mZzLdmkAghBMkjNkLCUatTgKBQAgkxLPrhQSrcj+BQCAECuLZ9XKIcj+BQCAQY9drIcr9BAKB0AVF0zQd6EW4i1arhVqtRlNTE1QqVaCXE7QYDR2MVidN0wHX6iQQCAS+cdUekG++XkywaXUSCARCoCBhTAKBQCD0eoixIxAIBEKvhxg7AoFAIPR6QjKJY62p0Wq1AV4JgUAgEAKJ1Q44q7UMSWPX3NwMAEhPTw/wSggEAoEQDDQ3N0OtVjt8PSRbD8xmMyoqKhAZGQmKojz+HK1Wi/T0dJSVlZEWBjuQ4+MYcmx6hhyfniHHp2fcOT40TaO5uRkpKSkQCBxn5kLSsxMIBEhLS+Pt81QqFTnheoAcH8eQY9Mz5Pj0DDk+PePq8enJo7NCClQIBAKB0Oshxo5AIBAIvZ6wNnYSiQRPPfUUJBJJoJcSlJDj4xhybHqGHJ+eIcenZ3xxfEKyQIVAIBAIBHcIa8+OQCAQCOEBMXYEAoFA6PUQY0cgEAiEXg8xdgQCgUDo9RBjRyAQCIReT9gauzfffBOZmZmQSqWYMGEC9u/fH+glBYSdO3di9uzZSElJAUVR+Pbbbzmv0zSNJ598EsnJyZDJZMjNzUVhYWFgFhsAVq9ejXHjxiEyMhIJCQmYO3cuzpw5w9mmra0NS5YsQWxsLJRKJebNm4fq6uoArdi/rFu3DiNGjGCULiZNmoRffvmFeT2cj40tzz//PCiKwvLly5nnwvn4/N///R8oiuL8GzRoEPM638cmLI3d559/jhUrVuCpp57CwYMHMXLkSMycORM1NTWBXprf0el0GDlyJN588027r7/44otYu3Yt1q9fj7y8PCgUCsycORNtbW1+Xmlg2LFjB5YsWYJ9+/Zhy5YtMBqNmDFjBnQ6HbPNQw89hB9++AFffvklduzYgYqKCtxwww0BXLX/SEtLw/PPP4+CggLk5+fjiiuuwJw5c3DixAkA4X1s2Bw4cABvvfUWRowYwXk+3I/P0KFDUVlZyfzbtWsX8xrvx4YOQ8aPH08vWbKE+dlkMtEpKSn06tWrA7iqwAOA/uabb5ifzWYznZSURL/00kvMcxqNhpZIJPRnn30WgBUGnpqaGhoAvWPHDpqmLcdDJBLRX375JbPNqVOnaAD03r17A7XMgBIdHU2/++675Nh00tzcTGdnZ9NbtmyhL7vsMvrBBx+kaZqcO0899RQ9cuRIu6/54tiEnWfX3t6OgoIC5ObmMs8JBALk5uZi7969AVxZ8FFcXIyqqirOsVKr1ZgwYULYHqumpiYAQExMDACgoKAARqORc4wGDRqEjIyMsDtGJpMJmzZtgk6nw6RJk8ix6WTJkiW45pprOMcBIOcOABQWFiIlJQV9+/bF/PnzUVpaCsA3xyYkpx54Q11dHUwmExITEznPJyYm4vTp0wFaVXBSVVUFAHaPlfW1cMJsNmP58uWYMmUKhg0bBsByjMRiMaKiojjbhtMxOnbsGCZNmoS2tjYolUp88803GDJkCA4fPhz2x2bTpk04ePAgDhw40O21cD93JkyYgI0bN2LgwIGorKzE008/jUsuuQTHjx/3ybEJO2NHIHjKkiVLcPz4cU5egQAMHDgQhw8fRlNTE7766issWLAAO3bsCPSyAk5ZWRkefPBBbNmyBVKpNNDLCTquuuoq5vGIESMwYcIE9OnTB1988QVkMhnv+wu7MGZcXBwiIiK6VfVUV1cjKSkpQKsKTqzHgxwrYOnSpfjxxx/xxx9/cGYpJiUlob29HRqNhrN9OB0jsViM/v37IycnB6tXr8bIkSPx+uuvh/2xKSgoQE1NDcaMGQOhUAihUIgdO3Zg7dq1EAqFSExMDOvjY0tUVBQGDBiAoqIin5w7YWfsxGIxcnJysHXrVuY5s9mMrVu3YtKkSQFcWfCRlZWFpKQkzrHSarXIy8sLm2NF0zSWLl2Kb775Btu2bUNWVhbn9ZycHIhEIs4xOnPmDEpLS8PmGNliNpthMBjC/thMnz4dx44dw+HDh5l/Y8eOxfz585nH4Xx8bGlpacG5c+eQnJzsm3PHo7KWEGfTpk20RCKhN27cSJ88eZJevHgxHRUVRVdVVQV6aX6nubmZPnToEH3o0CEaAP3qq6/Shw4doktKSmiapunnn3+ejoqKor/77jv66NGj9Jw5c+isrCxar9cHeOX+4b777qPVajW9fft2urKykvnX2trKbPO3v/2NzsjIoLdt20bn5+fTkyZNoidNmhTAVfuPRx99lN6xYwddXFxMHz16lH700UdpiqLo3377jabp8D429mBXY9J0eB+flStX0tu3b6eLi4vp3bt307m5uXRcXBxdU1ND0zT/xyYsjR1N0/Qbb7xBZ2Rk0GKxmB4/fjy9b9++QC8pIPzxxx80gG7/FixYQNO0pf1g1apVdGJiIi2RSOjp06fTZ86cCeyi/Yi9YwOA3rBhA7ONXq+n77//fjo6OpqWy+X09ddfT1dWVgZu0X5k4cKFdJ8+fWixWEzHx8fT06dPZwwdTYf3sbGHrbEL5+Nzyy230MnJybRYLKZTU1PpW265hS4qKmJe5/vYkHl2BAKBQOj1hF3OjkAgEAjhBzF2BAKBQOj1EGNHIBAIhF4PMXYEAoFA6PUQY0cgEAiEXg8xdgQCgUDo9RBjRyAQCIReDzF2BAKBQOj1EGNHIBAIhF4PMXYEAoFA6PUQY0cgEAiEXs//A8LtE/izrl4TAAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "# color being the new addition\n", + "ax.plot(x,y,marker='*'\n", + ", color = '#7425b9'\n", + ", linestyle = '--'\n", + ", linewidth = 2)\n", + "fig.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 291 + }, + "id": "e0e5Q0tr5GHn", + "outputId": "f9e123aa-ce7f-4d40-b44f-7a1299a12adc" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 291 + }, + "id": "0ed54cac", + "outputId": "c1d8afb3-5ec1-49a9-9f79-b60c45377ef8" + }, + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y,marker='*'\n", + ",\n", + "markersize = 12,\n", + "color = '#7425b9'\n", + ",\n", + "linestyle = '--'\n", + ",\n", + "linewidth = 2,\n", + "markeredgecolor = '#fa9359'\n", + ",\n", + "markerfacecolor = '#000000' )\n", + "ax.grid(axis = 'y'\n", + ", color = \"blue\"\n", + ", linewidth = 2, linestyle = '-.')\n", + "fig.show()" + ], + "execution_count": 28, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Session - 2" + ], + "metadata": { + "id": "GFT-cSA56BgZ" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "fig.patch.set_facecolor('red')\n", + "ax.set_facecolor('green')\n", + "fig.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 297 + }, + "id": "wfuXROI06GPS", + "outputId": "af1d1033-838c-43ff-806f-a2049a8bfb92" + }, + "execution_count": 38, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Customzing plots" + ], + "metadata": { + "id": "jfax2Q837Dzy" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y1 = np.random.randint(0, 100,50)\n", + "y2 = np.random.randint(0, 100,50)" + ], + "metadata": { + "id": "cH33iqft7HaT" + }, + "execution_count": 32, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1, label = \"Person 1\" )\n", + "ax.plot(x,y2, label = \"Person 2\" )\n", + "ax.legend(loc='lower right')\n", + "fig.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 291 + }, + "id": "trIkuP677QA7", + "outputId": "dac53d20-3884-474c-ecec-fd14963563bf" + }, + "execution_count": 35, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1, label = \"Person 1\")\n", + "ax.plot(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right',\n", + " frameon = True, #add frame around the legend\n", + " fontsize = 12, #change font size\n", + " ncol = 2, #specify number of columns\n", + " shadow = True )\n", + "fig.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 291 + }, + "id": "mSIGHole7Z5v", + "outputId": "a45d0b0c-ae69-4c4e-ab53-3da1565e01f2" + }, + "execution_count": 36, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1, label = \"Person 1\")\n", + "ax.plot(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='upper left',\n", + " bbox_to_anchor =(1, 1))\n", + "fig.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 291 + }, + "id": "l5frbphD7dGj", + "outputId": "b45b5b66-ab09-4b7b-db73-08e2a4ddccab" + }, + "execution_count": 39, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 308 + }, + "id": "zLEAgN597j2R", + "outputId": "7f674597-04a6-4c69-9f64-308859fc46d9" + }, + "execution_count": 40, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 40 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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kVSUIl06iYEd8JteOZ7mjdHOkOwSZ+uQ1vR1jS7StoqWTaD074hc5djzLnSB9LiRoCDL1yZ7ezkWiA8dec5eqKv8o1eyI31wNNybu0UhW0l2CtKp4SHSgxjUCqWZHiMBoJCvhgyCtKu7S26moRmdHwY4QgdFIVsIXQYbz2xMdqBw1YxIiMBrJSoj0KNgRIgIayUqItKgZkxCR0EhWQqRDwY4QEckthZJHrDUoBi7Iiad0cpJQ0TlAwY4Q0lU3ln4hgZFdOjmVnQMMx3GKS9tgsVig0+lgNptFX8iVEDVxWZM4sfX6ZOPOXw3XaxgqnIMlNXs6OTclfqNfV6yaln35HwWcA77GA6rZERKkXNUkesaG4h8hLyFCoKVfSFc+L+HDVCFk+wLha1oCL/8jFRqNSUgQcpeYOuXy94i4avLwyg5LvwjAynKoPH0BX9acR+XpC0GRL9SXdHJDLu2F5vMZ3Vpo1Wf+LP+jIFSzIyTIeKpJJKLJt50IsPSL7PqsROItTZwGLBaHfgjRaloqXf6HanaEBBlPNYlGxPm2E56XfgnmJZC8pYnL1JyAgbnodn0C3mtaKl3+h4IdIUHGU02iik1DHRcP962H/C/9EuxLIHlbwkf02rZKl/+hYEdIkPFUk2ChQXH7dAAA5y65Gc9Lv/izBJIaeUsnJ3pt2778j9sjgiKX/6FgR0iQ8VaT+IrNxG9DXxZt6RdaAslzOrmZ06aJX9NS4fI/NECFkCDjy2Kg90z6DZj0BaLM6aIlkGw8ppMLkWChVZUt/0OTygkJUnIZ/WhlOYxetsvrEkj7XhkT3HlEXWY06WkLdAqsafHF13hAwY6QICaXXIz20ZiA65omrQxxnYpyVfKFgh0hRFHkUtMkykLpwgghikJLIBEhUbAjhMiGopZAIopCUw8IIYSoHtXsiCzIZaAEIUSdKNgRydHABEKI0KgZk0gqmBMAE0LEQ8GOSCbYEwATQsRDwU4maNHKrtSeAJgQIh5Bgt358+fxxBNPICEhAREREbjttttw6NAhx/Mcx2HRokVITk5GREQEcnJycOrUKSEORREqjtVj9LJdmPb+fszbWINp7+/H6GW7VN+ERwmACSFi4T3Y/fzzzxg1ahRCQ0Px97//HbW1tfjf//1f3HTTTY5tli9fjlWrVmHt2rU4cOAAoqKiMG7cOLS0BN+XWjD3WXVM7KsBi5GaWjys+SdGamqhAetyO0IICQTvozGXLVuGlJQUlJeXOx5LTU11/J/jOJSWluLVV1/FxIkTAQAffvghkpKS8MUXX2Dq1Kl8H5JseeuzYmDrs7ovXa/KYfj2pWaGXtqLRaEfwsDcaK6s4+KxpH06vo+5G5mp8RIeJSFEDXiv2W3ZsgV33HEHfvWrXyExMREZGRl4//33Hc8bjUaYTCbk5OQ4HtPpdMjKykJlZaXLfba2tsJisTj9qIEa+6w89j2yVsD4DXD0z4DxG4SAxTvDf8I7oaXQw/k96nER74SW4p3hP6ky0Ctep88SrFXqIyLEI95rdv/+979RVlaGwsJC/Pa3v8XBgwfx/PPPQ6vVYsaMGTCZTACApCTnVXWTkpIcz3VWUlKC4uJivg9Vcmrrs/I4X05zsOvyJDHJyLjWCo7puiylhrGtlJ3xwzLgvieCPrO7rLhcasZgW906iJeaIfLGe82OZVkMHz4cb7zxBjIyMjB79mzMmjULa9euDXifRUVFMJvNjp9z587xeMTSUdOilZ76Hr/YsBbcZ9OdvxwB4FI9cPWih/WXOcBy3rakCZGH2i22RUQ7f5aWetvjtVukOS5CvOA92CUnJyM9Pd3psUGDBuHs2bMAAL1eDwBoaGhw2qahocHxXGdhYWGIjY11+lEDe5+V+y97W81I7n1WnvoeGbBYFPohOJfP+uhyg/dtiPBYq61G52lmZMUCatIkssR7sBs1ahROnjzp9Ni//vUv9OnTB4BtsIper8fOnTsdz1ssFhw4cADZ2dl8H46shWgYLJ5guzHoHPDsvy+ekC77PitPfY+ZmhMwMBe7d6JFJ3nfhgjvzD+71uicUE2cyBfvwe6FF17A/v378cYbb+DHH3/Ehg0b8N577yE/Px8AwDAMCgoK8Prrr2PLli04evQopk+fDoPBgEmTJvF9OLKXOzgZZU8Mh17n3FSp14UrZnVmT32KiWjqxp4ZILanbTVmIj1fa9gC1cSDMfEC4Q/vA1RGjBiBzZs3o6ioCEuWLEFqaipKS0uRl5fn2Obll19Gc3MzZs+ejaamJowePRoVFRUID5d/35QQlL5opac+xUbEBbjX6+89dykNTpELX2vYAtTEKVk46S6G4zjF3R75ugx7wFirrSnmcoPtwu1zp6RfuHJf/sbKchi9bBdM5pYuvTkasNgX9jz0bpsyGSDiJiA0vNPovp62QCfH0X0yOz9Ew1qB0sG2wShuemgRawAKjvJaHvbBT53/ov0KKHtiuKJvFoMSj9eQr/GAgl1nMhtWrZQ7WvsXEuD8NcgAGKepQpl25fUvp87PApjyIZA2XhkBRGbnh+jsozEBuP0seSwH+42Uuz5hBoAuMhThPUJgssj7GiHX8XwNUbALhONCdnMPyfOF7I0vd7Ryupj9nmcnce3N7xqzzM4Pybj8shLms6w8fQHT3t/v9+vkeo0EPQGuIQp2/nI00bgbbSZME407vtzR6nXh2PfKGFk113gMIDJq/vO7xiyz80NyIn2WX9acx7yNNQG9Vq7XSNAS6BryNR7QSuV2/gyrTr1L8MPxJ5VYdt8EwY/HVyEaxv3xaEJEKTsnLr6UK2obXdaY7cm3XdYGZHZ+SE6kz7I7CRXkeo0ELYmvIQp2dhIPq+5MbanEJOGiuY2LNWD3lSfAYViXzT0m35bZ+REs7IkXXA1+8hVdIzIh8TVEi7faSTis2hU1pRKThIe0Vm+0L8c4TZXLl7lNvi2z8yNYeEq84Cu6RmRC4muIgp1dnztt7cWekneJOMFZLanEJOEhrRVz/bHFoR85rZnXWZfagMzOj2DiNvFCbBjiIkPpGlEKia8hCnZ2mhDb0FcAbpN3iTjBWS2pxCThpW9AwwAG5gIyNSfcbtOlNiCz8yPY5A5Oxr5XxuBPs0Zi5dRh+NOskfh2wVgsffQ2ADK8RmgJpK4kvoYo2HWU/rBt6Gtsp8EJsQZJhpWrIZWYJHxs83eVysxjbUBm50ewsQ9+mjisJ7L7JiBEw8jzGqndYht1+MFDwF+etv1bOphWhAAkvYZo6oErMhoiD8g/g4rsGL+xfcF4MbXtVexnb6zQ4fPcLJmdH0RG1wjNxfQNZVDxjeDBTkEEu8iV/IXuQ1qrqxFJyLGuxnlLu+NRyroRnHi7hmgupiRonl0QECyVmNJTYtn7Bj6bDtsddde0VhET3sTetPvkURsgkuH1GqK5mLJGfXYK5Wll8DkfH0bFsfrAdny9GYbrdNFySluJ2oe+AVd9QCR48H4N0VxMWaOanQJ5Whnc48Rob64P2efAuRgrZXuUqVhgS9qshGaY9IeVk2CaiEqIa8galQhfzixftyP8omCnQIKlErveDON+FowCm2GkSFFGZE+Ia6jKmoY+XDz0uAhX8ZHlABMSYGwfCM3pC9R8LjIKdgokVCox9pLJp3ZtX7cjRK6EuIYam9uxvn06ykJLwXJwCnj2RdWL25/EgY3fo+kqDYwSG31nKZBQqcSOX4rkdTtC5EqIaygxJhzb2UzMaS+ACc7zNE1IwJz2AmxnM50CHcBDPzvxCdXsFMhbclz70ib+pkn6MfI23ORDM8yPkbfh1oCOnBB5EOIasu/zK3MmdrTegUzNCSSiCY2IQxWbBtZN3aJb/ezEZ1SzUyChUoklxkahuN22CjXb6RugYzNMYmyUn0dMiLwIcQ113CcHDfaz6djC3on9bLrbQGfnNgE54Q0FO4USIk1SZmo8jsTcjWfdNMM8216AIzF3U2JdogpCXEPu9hkXEerT62k5IuFQBhWF4zuDin3ukQYsRnRohjl4vRmGcnIStREiC1HnfbIch7x1B7y+7k+zRtJCs36iDCpBwuPK4AGw35kWb63FfvONvJE0YoyoFd/XkKt9WllOkH524jsKdqSL3MHJuC9dT6m0COGJvT9vzseH3SSwoyW7hEbNmIQQIhLB8tkGMWrGJIQQmaFWE+lQsCOikc2aYwILlvcpCCUvLeUjIfoIiXcU7IgogqX5JljepyCUvrQUkTXqsyOCs09ncLN2s6DTGcSsZUn5PgMml5oUrfDdfXL5LEVGfXZEFgRbjsgHYtaypHyfAZNLTer60lKuV5W/XnpKWlpKCnL5LGWMMqgQQfmzlAqfBFvc1g2p3qdPWCtg/AY4+mfbv6z1Rk2q88raHRbptbIcKk9fwJc151F5+gKsnXPI8cWfFb5FJloZdIcPnyWhmh0RmFDLEXkiRS1LivfpE1d3/DHJwLVWeKpJXd36EnK+CMd5iwhL0ch0hW9F9L9SrdhnVLMjghJqOSJPpKhlSfE+vXJ3x3+pHrjq6b1ziLhqQsrl750eFWwpmugkfrfjgdgtAwGTca1YbgQPdkuXLgXDMCgoKHA81tLSgvz8fCQkJCA6OhqTJ09GQ4O4d21EHPZlT9yvfm67W+YzTZIUtSwp3qdHHu/4fZOIJqff7Xsq3lrLb3Nenztt/UueSi+2p207EXhrGQAEKINAybRWLEeCBruDBw/i3XffxZAhQ5wef+GFF7B161Z8/vnn2LNnD+rq6vDoo48KeShEIkItR+SJFLUsKd6nnct+Ja93/N41Iq7LY4L0PWpCbAMpALgtvdylATfD+dvvJuv+185kWCuWK8H67C5fvoy8vDy8//77eP311x2Pm81m/OEPf8CGDRswZswYAEB5eTkGDRqE/fv3Y+TIkUIdEpFIx+TSHb9E9AL1fwi1uK03Yr9PwH2/0tqh/8bQAPdpX6S3ik1zuw3vfY/pD9umF7gcUbg04BGFgfS7ybb/1RV7rdhSD9e1eMb2vEi1YjkTLNjl5+dj/PjxyMnJcQp21dXVaG9vR05OjuOxtLQ09O7dG5WVlS6DXWtrK1pbWx2/WywWoQ6bCETMNElSJt0V8326m9dnMregZF8TNmr93yd3vcSK25/0uOCoIH2P6Q/bBlLwNFfMU/nM+fiw23mPsux/dcdeK/5sOuDubO9GrVhNBAl2GzduxOHDh3Hw4MEuz5lMJmi1WsTFxTk9npSUBJPJ5HJ/JSUlKC4uFuJQiYjETJMkRS3LToz36a1f6SCbhgYkIBEXwbi744+4CQgN71KT+u2VPHzVOszl3xV8KRpNCJB6V7d3050RuVK1DARMoFqx2vAe7M6dO4d58+Zhx44dCA/n586nqKgIhYWFjt8tFgtSUlJ42bdogjS7gZTUnHTXW7+SFRosansSa7Ur4faOf8LKLjUpps+duKe2EZ8qfCkaf/rdOt+YKHI5Hp5rxT5T0Pca78GuuroajY2NGD58uOMxq9WKvXv34u2338b27dvR1taGpqYmp9pdQ0MD9Hq9y32GhYUhLCyM70MVD2U3kIxak+760l+0nc3EwcxSZJ5Y5vmOv1NNSspaMV+62++myDLgqVbsM4V9r/Ee7MaOHYujR486PfbUU08hLS0Nr7zyClJSUhAaGoqdO3di8uTJAICTJ0/i7NmzyM7O5vtwpOcu5589uwHl/CMB8LW/yDpwApD7pN9330qvFfPR76b0MhCUAr/XeA92MTExGDx4sNNjUVFRSEhIcDz+9NNPo7CwEPHx8YiNjcVzzz2H7OxsZYzE9KfaTtkNiED86lfSMAHd8Su5VsxXv5uSy0AwCv1ekySDyu9//3s89NBDmDx5Mu6++27o9Xps2rRJikPxT+0WoHQw8MFDwF+etv1bOth97jnKbkAEIuW8PiWg8hGQQr/XRAl2u3fvRmlpqeP38PBwrFmzBhcvXkRzczM2bdrktr9ONgJJtkrZDYiA7P1Kep1zU5xeFy7P5YRERuUjEIV+r1EiaF8EWm2n7AZEYNSv5BmVjwAU+r1Gwc4X/lTbO/aNUHYDIgLqV/JMsPJR0LB7Xvn6vZaSZVtSSiblQ8HOF4FW2ym7ASHqpLBh97zy5Xtt8GRg1VBZlQ8t8eOL7lTb7dkNYjv1D8QaZDk8lxDiBS2W6vl77c7ngH+ull35MBzHyWCdCv9YLBbodDqYzWbExsYK/wdZq23Upbdqe8FRz9MQgrHJgxA1cXwXuOvW8OG7QE06f6+lZHWt0Tnhv3x8jQfUjOkLPpojxc5uICQK3CRYBdp/r1adv9eM38i2fCjY+YqSrdoEc18FIQoddi8aGZcPBTt/SJVsVS4UmCKIEF4pdNi9aGRcPhTs/KWm5kh/KDRFECG8oulEnsm4fGg0JvGNQlMEEcIre/89ALeJyIJ5OpGMy4eCHfGNjNviCREVTSfyTKblQ82YxDcybosnRHTB3n/vjQzLh4Id8Y2M2+IJkUSw9t/7SmblQ82YxDcybosnhBBvKNgR38m0LZ4QRWGttsnXR/9s+5e1Sn1EQYGaMYl/ZNgWT4hiUFIGyVCwI/6TWVu8atKXqeV9ENcoKYOkKNgRZVPLnbJa3gdxjZIySI767ERiZTlUnr6AL2vOo/L0BVhZxS02IT9qWWpFLe9DqcToQ6OkDJKjmp0IKo7Vo3hrLerNLY7HknXhWDwhHbmDkz28krilljtltbwPpRKrRk1JGSRHNTuBVRyrx5yPDzsFOgAwmVsw5+PDqDhWL9GRKZxa7pTV8j6USMwaNSVlkBwFOwFZWQ7FW2vd3rMDQPHWWmrSDIRa7pTV8j6UxmuNGrYaNV9NmvakDF3mqNoxQGxPSsogIAp2AqoyXuxSo+uIA1BvbkGV8aJ4B6UWarlTVsv7UBqxa9SUlEFyFOwE1HjJfaALZDtygzUlGw1IgLtKMcsBJiTAmpIt7oH5i+74pSFFjZqSMkiKBqgIKDEmnNftyA1VZ8xY3/YkykJLwXKApkOssAfAxW1PYuYZM7L7JkhzkL6w3/F/Nh22gNcxetMdv2CkqlErLCmDleVQZbyIxkstSIwJR2ZqPEI07m7M5I2CnYAyU+ORrAuHydziLnUy9DrbCUT803ipBdvZTMxpL8Di0A9hwI2mYBMSUNz+JLazmXhQCbVm+x2/y1GBS+mOXwhSJjaXW1IGN9Q2ipyCnYBCNAwWT0jHnI8Pu7tnx+IJ6Yq9U5KSvTa8nc3EjtY7kKk5gUQ0oRFxqGLTwF5voVdMrVlhd/yKRzVqj+yjyDvfBthHkZc9MVxxAY/hOE5xQwEtFgt0Oh3MZjNiY2OlPhyvun2HRGmkurCyHEYv2+W11rzvlTF0M0HccznPrqdPNWo1NfF1ZL+23A2uk9u15Ws8oJqdCHIHJ+O+dH1gFwalkXKJas2EFwHWqNXWxNeRP6PIZd0f3gkFO5GEaBj/TwwBE8eq4a40d3Ayyp4Y3uVLR6+SLx0iEj/70OTaxMfXNa3WUeQU7ORKwDRSaror7VatmRA/eUsUwcCWKOK+dL2o5yCf17RaR5HTPDs+8ZlQVqBJr2pMX2avNU8c1hPZfRMo0BHByDFRBN/XtH0UuYeZn0hW4Chy3oNdSUkJRowYgZiYGCQmJmLSpEk4efKk0zYtLS3Iz89HQkICoqOjMXnyZDQ0KDwdUu0WoHQw8MFDwF+etv1bOjjw/HoCTHql9GWEdI/cmviEuKbt/eGA21wviuwP5z3Y7dmzB/n5+di/fz927NiB9vZ23H///WhubnZs88ILL2Dr1q34/PPPsWfPHtTV1eHRRx/l+1DEI0RCWQEmvcrxrpQQJZFbE59Q17S9P1yvc34fel24IqcdAAL02VVUVDj9vn79eiQmJqK6uhp33303zGYz/vCHP2DDhg0YM2YMAKC8vByDBg3C/v37MXLkSL4PSVhC9a0JMOlVbnelhCiN3BJFCHlNq60/XPABKmazGQAQH2/78Kurq9He3o6cnBzHNmlpaejduzcqKytdBrvW1la0trY6frdYLAIftR/86VvzJ2uCAJNe5XZXSoiUrFYr2tvb/X7dkvH98drWWrfPvza+P9rbWuH/nv2XGKlBzxjv3wGJkRq0tAR2E5vRMwpAFACI9r46Cg0NRUhI9+cVCxrsWJZFQUEBRo0ahcGDBwMATCYTtFot4uLinLZNSkqCyWRyuZ+SkhIUFxcLeaiBEzKhLM9ppOR2V0qIFDiOg8lkQlNTU0Cv7xUKrH6oF8xX23GtQ19YDw0DXUQoIkKbYTQaeTpaz3Qc8PrYJFhZzu01HaJhoLvWBKOxSZRjEkJcXBz0ej0YJvBapaDBLj8/H8eOHcO+ffu6tZ+ioiIUFhY6frdYLEhJSenu4fFD6ISy3Ukj1SnzSkifO2kiNgl69kCXmJiIyMjIgL9AOY7DlTYrrCyLEI0GkdqQbn0ZB+qWljbUNbmvtRniwhETrhXxiPjDcRyuXLmCxsZGAEBycuB9hYIFu7lz52Lbtm3Yu3cvevXq5Xhcr9ejra0NTU1NTrW7hoYG6PV6l/sKCwtDWFiYUIfaPWIklA0kcaybzCu5uctQ9sQImohNgpLVanUEuoSE7mf/iIjg4aC6KTw8HNqwcNQ1taDdyjoeDw3RwBAXDl2EMgOdXcT1Qm5sbERiYmLATZq8BzuO4/Dcc89h8+bN2L17N1JTU52ev/322xEaGoqdO3di8uTJAICTJ0/i7NmzyM6W+dpjrsgxoayXzCu5Uz7Efa9MUE3Hs9jUkH0mWNn76CIjIyU+En7pIrSIDQ9Fc6sV11gWPTQaRIX5VtPkOC6g14nJ/nm1t7fLJ9jl5+djw4YN+PLLLxETE+Poh9PpdIiIiIBOp8PTTz+NwsJCxMfHIzY2Fs899xyys7OVNxLTTk5LtPg4OjQkbbyi8trJhZqyzwQzuX2Z84FhGESH+/eVbr7apogaIR+fF+/BrqysDABwzz33OD1eXl6OmTNnAgB+//vfQ6PRYPLkyWhtbcW4cePwzjvv8H0o4pLLEi1CjQ4lss2JSEggzFfbcObClS6Pt1tZnLlwBX0SIKuA112CNGN6Ex4ejjVr1mDNmjV8/3lpyWFRRiFHh0pJ4mWO5JoTkZBAcBzncVALANQ1tSA2PFQ1tWBKBK02Qo8OlYIMljlS67InJDg1t1qdmi5dabeyaG61+t00KleUCFpt7KNDPaVxje3ZvdGhYhIiFZsvOiX1brQ0e38NhMs+Y2U5VJ6+gC9rzqPy9AXKXyoxsT+PmTNngmEYMAwDrVaLfv36YcmSJbh27VpA+7vGeg50/m7nj02bNuH+++9HQkICGIZBTU0N73/DFXWEbHKDHEeHBkrAZY48clGTzI3UY5xmKrazmR5fKkT2GRoUIy9SfR65ubkoLy9Ha2sr/va3vyE/Px+hoaEoKirye18Mx4FlWWg0nus7Pbw8H4jm5maMHj0aU6ZMwaxZs3jfvztUs1M6V8sK2UeHxna68GIN3VrwVXQCLXPkkZuapPZKA9ZqS5GrqXL5MqGWPVHjkkxKJuXnERYWBr1ejz59+mDOnDnIycnBli22lo3W1lbMnz8fPXv2RFRUFLKysrB7927Ha9evX4+4uDhs2bIF6enpSNBF4T+m8zhYuQ+/fmgssgb0xOhb+2DGI+NQ99NZALZRmR/+8T307dsXWq0WAwcOxEcffeR0TAzDYN26dXjkkUcQGRmJ/v37O47JnSeffBKLFi1yShkpBqrZKZm3viw5jA7tDrEH23ioSTLgwIHBotCPsKP1Dlg73CcKlX2GBsXIi9w+j4iICFy4cAGALYlHbW0tNm7cCIPBgM2bNyM3NxdHjx5F//79AQBXrlzBsmXLsG7dOiQkJCAyLgGP3jcaj06bjmVvr0N7exuO1Rx2DEip3rMdBQUFKC0tRU5ODrZt24annnoKvXr1wr333us4juLiYixfvhxvvvkmVq9ejby8PJw5c8aRD1kuqGanVL70ZdlHh972mO1fJQU6QPzBNl5qkgw4GJgLGBfzb6fHhVr2hJZk4knH1o+fDgE+jBh3RS6fB8dx+Mc//oHt27djzJgxOHv2LMrLy/H555/jrrvuQt++fTF//nyMHj0a5eXljte1t7fjnXfewZ133omBAwciKlSDSxYLxtz/AFJ+kYr/6j8QD/9qGnr37oM+CZEoW12KmTNn4tlnn8WAAQNQWFiIRx99FCtWrHA6npkzZ2LatGno168f3njjDVy+fBlVVa5bQKRENTslkqovS2xipGLryMca4tsTDDgQNVLwDCq0JBMPOrd+RKcAd60EWm4Gwv3rX5X689i2bRuio6PR3t4OlmXx61//Gq+99hp2794Nq9WKAQMGOG3f2trqlBJNq9ViyJAhjt/j4+Mxc+ZMzP71o7h3bA5+ec+9eOyxKejbsxcYhsHx48cxe/Zsp32OGjUKK1eudHqs4z6joqIQGxvryGUpJxTseCRaGqlgmTgu9mAbH2uImhg9slOFn15ASzJ1k7u0eew1wPITEKYFIuJ83p3Un8e9996LsrIyaLVaGAwG9Ohh+/q+fPkyQkJCUF1d3SWVVnR0tOP/ERERXebMlZeX4/nnn0dFRQW2bP4LfrfkNezYscOvbFahoaFOvzMMA1aAUZzdRcGOJ6KO0FLrxHFXREzFZk3Jxn+QgFu4C3B1j8JyQCOTgFtSsiFGfZmWZOoGj60f15l/AsJ1gI+TpqX+PKKiotCvX78uj2dkZMBqtaKxsRF33eX/zW1GRgYyMjJQVFSE7OxsbNiwASNHjsSgQYPw7bffYsaMGY5tv/32W6Snp3frfUiF+ux4IPoILTVOHPck/WGg4BgwYxsw+Q+2fwuO8j6qtOqMGYvangRgC2wd2X9f3PYkqs6Yef277oRoGCyeYPti6fx1TEsyeeG19QMA2w60XfZ5l3L9PAYMGIC8vDxMnz4dmzZtgtFoRFVVFUpKSvDXv/7V7euMRiOKiopQWVmJM2fO4KuvvsKpU6cwaNAgAMBLL72E9evXo6ysDKdOncJbb72FTZs2Yf78+d063osXL6Kmpga1tbYFcE+ePImamhq365nyhYJdN3kboQXYRmjxOulUbRPHfSHCYJvGSy3YzmZiTnsBTHC+OzchAXPaC7CdzRS1jyx3cDLKnhgOvc65aUyoQTGq4WurhtW/dbfl+nmUl5dj+vTpePHFFzFw4EBMmjQJBw8eRO/evd2+JjIyEidOnMDkyZMxYMAAzJ49G/n5+XjmmWcAAJMmTcLKlSuxYsUK3HrrrXj33XdRXl7eJe+xv7Zs2YKMjAyMHz8eADB16lRkZGRg7dq13dqvNwznSzJLmbFYLNDpdDCbzYiNjZX0WCpPX8C09/d73e5Ps0bym0bK0R8BuOzLUtJ8Opno+FlqwCJTcwKJaEIj4lDFpoG9fm/I+2fpA1pWyE/Gb4APHurycEt0Coyj/hepPW9BeA8GSOgHhMX4vXv6PMTV0tICo9GI1NRUhHcaWORrPKA+u26SbISWnJYVUomOfTIsNNjPOvdNSNlHFqJhKOemP7yO5AWgCQW00a6f84I+D+WhYNdNko7QUsPEcRmx98nM+fiwu7Gf1EemFB5H8l6n6+Xz4BSifNRn10322oCH3jNB0kg5KH3iuMzItU+GBMBd2jxNDyC2l1/TDojyUc2um6g2oD65g5NxX7qe+mTUoHPrR4QeaIsHwqXt6yfio2DHA3ttoPM8Oz1lplcs2fXJSLx4raJ1XFS5pQUwGqU9HiIJCnY8odoAEYwMFq8lROko2PFIbrUBGh6tAu5SXtkTftMUE2FxnG3iubUdCLk+epMGtSgSBTuVogU/VSBYEn7L1dUmW0oxtsPEc02obRQnDW5RHBqNqUK04KdKSLF4LbG52gT8bHQOdIDt95+NtueJolCwUxlJ0pcRYQRTwm854Thbjc4T808Br4tHpEHBTmXkssCkInRc1NP4je13OQm2hN9y0Xa5a42us2stwKmv+D93OA5ovQRcuWj793pAnTlzJhiGAcMw0Gq16NevH5YsWYJr167x83dF0t7ejldeeQW33XYboqKiYDAYMH36dNTVeUnazQPqs1MZqReYVAwljHAUe/FaYuMtObRxL/DP1UDz/914jI9zx1MfIYDc3FyUl5ejtbUVf/vb35Cfn4/Q0FAUFRX5/aesVisYhoFGI25958qVKzh8+DAWLlyIoUOH4ueff8a8efPw8MMP49ChQ4L+barZqYzUC0wqgn2EY+f+MPsIx9ot0hxXZ/aUVwDcLirD5+K1xCYk1P1zxr3AjkXOgQ7o/rnjrY/Q2oawsDDo9Xr06dMHc+bMQU5ODrZssf291tZWzJ8/Hz179kRUVBSysrKwe/dux27Wr1+PuLg4bNmyBenp6QgLC8PZs2exe/duZGZmIioqCnFxcRg1ahTOnDnjeF1ZWRn69u0LrVaLgQMH4qOPPnI6PIZhsG7dOjzyyCOIjIxE//79Hcfkik6nw44dOzBlyhQMHDgQI0eOxNtvv43q6mqcPXs2sLLzEQU7lZE8fZnceR3hCNsIR7k0abpLeRVroGkHQtFG22pUnbFWW43OpW6cO770EbY1d3koIiICbW1tAIC5c+eisrISGzduxJEjR/CrX/0Kubm5OHXqlGP7K1euYNmyZVi3bh1++OEHxMfHY9KkSfjlL3+JI0eOoLKyErNnz3asZr5582bMmzcPL774Io4dO4ZnnnkGTz31FL7++mun4yguLsaUKVNw5MgRPPjgg8jLy8PFi753k5jNZjAMg7i4OJ9fEwhqxlQZSl/mhT8jHFP9X/VZEJTwW1wMY2s6/LlTphXTka41OicBnju+9BFynCOIchyHnTt3Yvv27Xjuuedw9uxZlJeX4+zZszAYDACA+fPno6KiAuXl5XjjjTcA2PrL3nnnHQwdOhSAbRFVs9mMhx56CH379gUAx8KtALBixQrMnDkTzz77LACgsLAQ+/fvx4oVK3Dvvfc6tps5cyamTZsGAHjjjTewatUqVFVVITc31+tbb2lpwSuvvIJp06YJvlwb1exUiJIZe6DUEY6U8FtcEXHATanONbwrPtZW/D13fFxAdtvfKhAdHY3w8HA88MADePzxx/Haa6/h6NGjsFqtGDBgAKKjox0/e/bswenTpx2v12q1GDJkiOP3+Ph4zJw5E+PGjcOECROwcuVK1NffmJZ0/PhxjBo1yukYRo0ahePHjzs91nGfUVFRiI2NRWNjo9f3097ejilTpoDjOJSVlflUBt1BNTuVovRlbtAIR+KriDggXHcjg4r+Nt9e5++546mPsIN7f3k3yt59D1qtFgaDAT162L6+L1++jJCQEFRXVyMkxPkmKDr6xnp9ERERjiZKu/Lycjz//POoqKjAp59+ildffRU7duzAyJEjfT780FDn42cYBizLenyNPdCdOXMGu3btEmURbgp2Kia39GWyQCMciT8Y5sZK5v1yhDl37H2EnpoyGQZRMbHo169fl6cyMjJgtVrR2NiIu+7yv+k9IyMDGRkZKCoqQnZ2NjZs2ICRI0di0KBB+PbbbzFjxgzHtt9++y3S09M97M07e6A7deoUvv76ayQkiPMdRc2YJLjQCEcSKKHOHXsfoSfaKLdPDRgwAHl5eZg+fTo2bdoEo9GIqqoqlJSU4K9//avb1xmNRhQVFaGyshJnzpzBV199hVOnTjn67V566SWsX78eZWVlOHXqFN566y1s2rQJ8+fP9+/9ddDe3o7HHnsMhw4dwieffAKr1QqTyQSTyeQYbCOU4K3Z0ZIpwlBCudpHOLqcZ7eURjh2lxLOgUAJde5ExAFIdT/PLkQL4Irbl5eXl+P111/Hiy++iPPnz+Pmm2/GyJEj8dBDD7l9TWRkJE6cOIEPPvgAFy5cQHJyMvLz8/HMM88AACZNmoSVK1dixYoVmDdvHlJTU1FeXo577rknsPcI4Pz5846pCcOGDXN67uuvv+7Wvr1hOE6anDdr1qzBm2++CZPJhKFDh2L16tXIzMz06bUWiwU6nQ5mszmwtl4lTChWIqWVq5q/lKUi83OgpaUFRqMRqampCA/vxlxToc4dWmXBJU+fm6/xQJJmzE8//RSFhYVYvHgxDh8+jKFDh2LcuHE+jeDpNqVMKFYaJZYrjXDklxLPgUAJde7Y+wgj423/UqDjjSTB7q233sKsWbPw1FNPIT09HWvXrkVkZCT++Mc/CvuHlTahWCmoXAmdA0TmRA92bW1tqK6uRk5Ozo2D0GiQk5ODyspKl69pbW2FxWJx+gkILZkiDCpXQucAkTnRg91//vMfWK1WJCU5z0VJSkqCyWRy+ZqSkhLodDrHT0pKSmB/XKkTiuWOypXQOUBkThFTD4qKimA2mx0/586dC2xHNKFYGFSuRGHngLdJz0Re+Pi8RJ96cPPNNyMkJAQNDc53eA0NDdDr9S5fExYWhrCwsO7/cZpQLAwqV6KQc0Cr1UKj0aCurg633HILtFptl6wiRD44jkNbWxv+7//+DxqNBlqtNuB9iR7stFotbr/9duzcuROTJk0CYIvaO3fuxNy5c4X94/ZJoZ9NB9ylSaYJxf6jciUKOQc0Gg1SU1NRX18vyoKhhB+RkZHo3bt3t9bfk2Se3aeffooZM2bg3XffRWZmJkpLS/HZZ5/hxIkTXfryXBFmnl1PmlDcXVSuRCHnAMdxuHbtGqxWGh0qdyEhIejRo4fbGriv8UCySeVvv/22Y1L5sGHDsGrVKmRlZfn02m4HO4AmFAuFypXQOUBEJPtg1x28BDtCCCGKJ+sMKoQQQoiYKNgRQghRPUWuemBveQ04kwohhBBVsMcBbz1yigx2ly5dAoDAM6kQQghRlUuXLkGn07l9XpEDVFiWRV1dHWJiYro1IdRisSAlJQXnzp2jgS4uUPm4R2XjGZWPZ1Q+nvlTPhzH4dKlSzAYDB7n4SmyZqfRaNCrl5eVff0QGxtLJ5wHVD7uUdl4RuXjGZWPZ76Wj6canR0NUCGEEKJ6FOwIIYSoXlAHu7CwMCxevJifJNMqROXjHpWNZ1Q+nlH5eCZE+ShygAohhBDij6Cu2RFCCAkOFOwIIYSoHgU7QgghqkfBjhBCiOpRsCOEEKJ6QRvs1qxZg1/84hcIDw9HVlYWqqqqpD4kSezduxcTJkyAwWAAwzD44osvnJ7nOA6LFi1CcnIyIiIikJOTg1OnTklzsBIoKSnBiBEjEBMTg8TEREyaNAknT5502qalpQX5+flISEhAdHQ0Jk+ejIaGBomOWFxlZWUYMmSII9NFdnY2/v73vzueD+ay6Wzp0qVgGAYFBQWOx4K5fF577TUwDOP0k5aW5nie77IJymD36aeforCwEIsXL8bhw4cxdOhQjBs3Do2NjVIfmuiam5sxdOhQrFmzxuXzy5cvx6pVq7B27VocOHAAUVFRGDduHFpaWkQ+Umns2bMH+fn52L9/P3bs2IH29nbcf//9aG5udmzzwgsvYOvWrfj888+xZ88e1NXV4dFHH5XwqMXTq1cvLF26FNXV1Th06BDGjBmDiRMn4ocffgAQ3GXT0cGDB/Huu+9iyJAhTo8He/nceuutqK+vd/zs27fP8RzvZcMFoczMTC4/P9/xu9Vq5QwGA1dSUiLhUUkPALd582bH7yzLcnq9nnvzzTcdjzU1NXFhYWHcn/70JwmOUHqNjY0cAG7Pnj0cx9nKIzQ0lPv8888d2xw/fpwDwFVWVkp1mJK66aabuHXr1lHZXHfp0iWuf//+3I4dO7hf/vKX3Lx58ziOo3Nn8eLF3NChQ10+J0TZBF3Nrq2tDdXV1cjJyXE8ptFokJOTg8rKSgmPTH6MRiNMJpNTWel0OmRlZQVtWZnNZgBAfHw8AKC6uhrt7e1OZZSWlobevXsHXRlZrVZs3LgRzc3NyM7OprK5Lj8/H+PHj3cqB4DOHQA4deoUDAYD/uu//gt5eXk4e/YsAGHKRpGrHnTHf/7zH1itViQlJTk9npSUhBMnTkh0VPJkMpkAwGVZ2Z8LJizLoqCgAKNGjcLgwYMB2MpIq9UiLi7OadtgKqOjR48iOzsbLS0tiI6OxubNm5Geno6ampqgL5uNGzfi8OHDOHjwYJfngv3cycrKwvr16zFw4EDU19ejuLgYd911F44dOyZI2QRdsCMkUPn5+Th27JhTvwIBBg4ciJqaGpjNZvz5z3/GjBkzsGfPHqkPS3Lnzp3DvHnzsGPHDoSHh0t9OLLzwAMPOP4/ZMgQZGVloU+fPvjss88QERHB+98LumbMm2++GSEhIV1G9TQ0NECv10t0VPJkLw8qK2Du3LnYtm0bvv76a6e1FPV6Pdra2tDU1OS0fTCVkVarRb9+/XD77bejpKQEQ4cOxcqVK4O+bKqrq9HY2Ijhw4ejR48e6NGjB/bs2YNVq1ahR48eSEpKCury6SwuLg4DBgzAjz/+KMi5E3TBTqvV4vbbb8fOnTsdj7Esi507dyI7O1vCI5Of1NRU6PV6p7KyWCw4cOBA0JQVx3GYO3cuNm/ejF27diE1NdXp+dtvvx2hoaFOZXTy5EmcPXs2aMqoM5Zl0draGvRlM3bsWBw9ehQ1NTWOnzvuuAN5eXmO/wdz+XR2+fJlnD59GsnJycKcOwENa1G4jRs3cmFhYdz69eu52tpabvbs2VxcXBxnMpmkPjTRXbp0ifvuu++47777jgPAvfXWW9x3333HnTlzhuM4jlu6dCkXFxfHffnll9yRI0e4iRMncqmpqdzVq1clPnJxzJkzh9PpdNzu3bu5+vp6x8+VK1cc2/z3f/8317t3b27Xrl3coUOHuOzsbC47O1vCoxbPggULuD179nBGo5E7cuQIt2DBAo5hGO6rr77iOC64y8aVjqMxOS64y+fFF1/kdu/ezRmNRu7bb7/lcnJyuJtvvplrbGzkOI7/sgnKYMdxHLd69Wqud+/enFar5TIzM7n9+/dLfUiS+PrrrzkAXX5mzJjBcZxt+sHChQu5pKQkLiwsjBs7dix38uRJaQ9aRK7KBgBXXl7u2Obq1avcs88+y910001cZGQk98gjj3D19fXSHbSIfvOb33B9+vThtFotd8stt3Bjx451BDqOC+6ycaVzsAvm8nn88ce55ORkTqvVcj179uQef/xx7scff3Q8z3fZ0Hp2hBBCVC/o+uwIIYQEHwp2hBBCVI+CHSGEENWjYEcIIUT1KNgRQghRPQp2hBBCVI+CHSGEENWjYEcIIUT1KNgRQghRPQp2hBBCVI+CHSGEENX7f6/ZrUZ5JIJNAAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "ax.text(10, 95, \"This value is important!\")\n", + "fig.show()" + ], + "metadata": { + "id": "KwML4D1_7lMy" + }, + "execution_count": 41, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "ax.text(10, 95, \"This value is important!\",\n", + " ha='center', ##alignment of text\n", + " color = 'red', ##modify font colour\n", + " size = 20) ##modify font size\n", + "fig.show()\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.axis([0, 10, 0, 10])\n", + "\n", + "ax.text(1, 5, \". Data:(1, 5)\", transform=ax.transData )\n", + "ax.text(0.5, 0.1, \". Axes:(0.5, 0.1)\", transform=ax.transAxes )\n", + "ax.text(0.2, 0.2, \". Figure:(0.2, 0.2)\", transform=fig.transFigure )\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 452 + }, + "id": "Oz9lu-YF7n_S", + "outputId": "ff2e0a11-3992-4fee-ff60-9240569a5694" + }, + "execution_count": 43, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.2, 0.2, '. Figure:(0.2, 0.2)')" + ] + }, + "metadata": {}, + "execution_count": 43 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "ax.text(1, 5, \". Data: (1, 5)\", transform=ax.transData )\n", + "ax.text(0.5, 0.1, \". Axes: (0.5, 0.1)\", transform=ax.transAxes )\n", + "ax.text(0.2, 0.2, \". Figure: (0.2, 0.2)\", transform=fig.transFigure )" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8R01WtQ37wJq", + "outputId": "b2ce69fb-46c8-4fa0-f737-4fc548da689c" + }, + "execution_count": 44, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.2, 0.2, '. Figure: (0.2, 0.2)')" + ] + }, + "metadata": {}, + "execution_count": 44 + } + ] + }, + { + "cell_type": "code", + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.annotate('This is important!', xy=(10, 95), xytext=(20, 94),\n", + " arrowprops=dict(facecolor='black'))\n", + "fig.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 291 + }, + "id": "bnAnUkhI7zSS", + "outputId": "fe3a8f3d-822e-41b1-8044-bfdbf9decf49" + }, + "execution_count": 45, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "ax.annotate('This is important!',\n", + " xy=(10, 95), xytext=(20, 94),\n", + " arrowprops = dict(arrowstyle = \"wedge\",\n", + " color = \"hotpink\"))\n", + "fig.show()\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.yaxis.set_major_locator(plt.NullLocator())\n", + "ax.xaxis.set_major_formatter(plt.NullFormatter())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 272 + }, + "id": "y_K2qxcR72PS", + "outputId": "86754678-0315-45d4-d695-f01896372153" + }, + "execution_count": 49, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.xaxis.set_major_locator(plt.MaxNLocator(3))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 291 + }, + "id": "GecdXTXJ7_He", + "outputId": "6cf6d685-3b33-42e9-98d0-300083652885" + }, + "execution_count": 50, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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CJUirShgunUTBjvhNrh3Pckfp5kgoBJn65DO9HWNPtK2ipZNoPTsSEDl2PMudIH0uJGwIMvXJkd7OTaID517zXlFV/lGq2ZGAuRtuTDyjkawkVIK0qnhJdKDGNQKpZkeIwGgkK+GDIK0qntLbqahG50DBjhCB0UhWwhdBhvM7Eh2oHDVjEiIwGslKiPQo2BEiAhrJSoi0qBmTEJHQSFZCpEPBjhARyS2FklesLSwGLsiJt3RyklBRGaBgRwjpKoSlX0hwZJdOTmVlgOE4TnFpGywWC/R6Pcxms+gLuRKiJm5rEsd3XJ9s3Pmr4XoNQ4VzsKTmSCfn4Yzf6NcVq6blWP5HAWXA33hANTtCwpS7mkQPXST+GfEcYgRa+oV05fcSPkwtIna9IHxNS+Dlf6RCozEJCUOeElOnXf4WMT+bvLyyw9IvArCxHGpOXcAnh8+h5tSFsMgX6k86ucGX9kKzdXpIC636LZDlfxSEanaEhBlvNYlktPi3EwGWfpFdn5VIfKWJ04DF4shNEK2mpdLlf6hmR0iY8VaTaEaCfzvheemXcF4CyVeauGzNcRiZix7XJ+C9pqXS5X8o2BESZrzVJGrZDDRyifDcesj/0i/hvgSSryV8RK9tq3T5Hwp2hIQZbzUJFhossU4DAHCekpvxvPRLIEsgqZGvdHKi17Ydy/94PCIocvkfCnaEhBlfNYnP2Gz8IfJ50ZZ+oSWQvKeTmzF1qvg1LRUu/0MDVAgJM/4sBnrPhN+DyXxBlDldtASSndd0chESLLSqsuV/aFI5IWFKLqMfbSyH0Ss+97kE0r6F94V3HlG3GU162AOdAmtafPE3HlCwIySMySUXo2M0JuC+pkkrQ1ynolyVfKFgRwhRFLnUNImyULowQoii0BJIREgU7AghsqGoJZCIotDUA0IIIapHNTsiC3IZKEEIUScKdkRyNDCBECI0asYkkgrnBMCEEPFQsCOSCfcEwIQQ8VCwkwlatLIrtScAJoSIR5Bgd+7cOTz22GNISkpCTEwMbr31VnzzzTfO5zmOw6JFi5CamoqYmBjk5ubi5MmTQhyKIlQePY/RKz7H1Lf2Y/6Ww5j61n6MXvG56pvwKAEwIUQsvAe7n376CaNGjUJkZCT+93//F/X19fjzn/+MX/ziF85tVq5ciTVr1mDDhg04cOAA4uLiMGbMGLS2ht+XWjj3WXVM7KsBi5Gaejys+RojNfXQgHW7HSGEBIP30ZgrVqxAWloaysvLnY+lp6c7/89xHEpLS/Hiiy/ikUceAQBs2rQJKSkp+PjjjzFlyhS+D0m2fPVZMbD3WT2QaVDlMHzHUjNDLu3FoshNMDI3misbuUQstU7Dt/F3ITs9UcKjJISoAe81u4qKCtx+++34zW9+g+TkZGRlZeGtt95yPt/Q0ACTyYTc3FznY3q9HiNGjEBNTY3bfba1tcFisbj8qIEa+6y89j2yNqDhS+DI34CGLxEBFuuH/YD1kaUwwPU9GnAR6yNLsX7YD6oM9IrX6bMEa5P6iAjxivea3X/+8x+UlZWhqKgIf/jDH3Dw4EE8/fTT0Gq1mD59OkwmEwAgJcV1Vd2UlBTnc52VlJRgyZIlfB+q5NTWZ+V1vpzmYNflSeJTkXWtDRzTdVlKDWNfKTvrXyuABx4L+8zusuJ2qRmjfXXrMF5qhsgb7zU7lmUxbNgwLF++HFlZWZg9ezZmzZqFDRs2BL3P4uJimM1m58/Zs2d5PGLpqGnRSm99jx9v3gDuo2muX44AcOk88PNFL+svc4DlnH1JEyIP9RX2RUQ7f5aW8/bH6yukOS5CfOA92KWmpiIzM9PlsYEDB+LMmTMAAIPBAABoampy2aapqcn5XGdRUVHQ6XQuP2rg6LPy/GVvrxnJvc/KW98jAxaLIjeBc/usny43+d6GCI+12Wt03mZGVr5ATZpElngPdqNGjcKJEydcHvv3v/+N3r17A7APVjEYDKiurnY+b7FYcODAAeTk5PB9OLIWoWGweLz9xqBzwHP8vnh8puz7rLz1PWZrjsPIXAytoHVP8b0NEd7pr7vW6FxQTZzIF+/B7plnnsH+/fuxfPlyfP/999i8eTPefPNNFBQUAAAYhkFhYSGWLVuGiooKHDlyBNOmTYPRaMSECRP4PhzZyxuUirLHhsGgd22qNOijFbM6s7c+xWS0hLBnBtD1sK/GTKTnbw1boJp4OCZeIPzhfYDK8OHDsX37dhQXF2Pp0qVIT09HaWkp8vPznds8//zzuHLlCmbPno2WlhaMHj0alZWViI6Wf9+UEJS+aKW3PsVmJAS51+vvPe8VGpwiF/7WsAWoiVOycBIqhuM4xd0e+bsMe9BYm70p5nKT/cLtfYekX7hyX/7GxnIYveJzmMytXXpzNGCxL+ppGDw2ZTJAzC+AyOhOo/t62AOdHEf3yax8iIa1AaWD7INRPPTQQmcECo/wej4cg586/0XHFVD22DBF3yyGJR6vIX/jAQW7zmQ2rFopd7SOLyTA9WuQATBGU4sy7errX06dnwUweROQMVYZAURm5UN0jtGYADx+ljyeB8eNlKc+YQaAPjYS0d0iYLLI+xoh1/F8DVGwC4bzQvZwD8nzheyLP3e0crqYA55nJ3HtLeAas8zKh2TcflkJ81nWnLqAqW/tD/h1cr1Gwp4A1xAFu0A5m2g8jTYTponGE3/uaA36aOxbeJ+smmu8BhAZNf8FXGOWWfmQnEif5SeHz2H+lsNBvVau10jYEuga8jce0ErlDoEMq06/U/DDCSSVWE6fJMGPx18RGsbz8WgiRDl3Ltx8KVfWN7utMTuSb7utDcisfEhOpM8ylIQKcr1GwpbE1xAFOweJh1V3prZUYpJw09zG6YzYffUxcBjaZXOvybdlVj7ChSPxgrvBT/6ia0QmJL6GaPFWBwmHVbujplRikvCS1mq5dSXGaGrdvsxj8m2ZlY9w4S3xgr/oGpEJia8hCnYOve+wtxd7S94l4gRntaQSk4SXtFbM9ccWR77nsmZeZ11qAzIrH+HEY+IFXRQSYiPpGlEKia8hCnYOmgj70FcAHpN3iTjBWS2pxCTho29AwwBG5gKyNcc9btOlNiCz8hFu8galYt/C+/DXWSOxespQ/HXWSHz1wv14ZeKtAGR4jdASSF1JfA1RsOso82H70Fddp8EJOqMkw8rVkEpMEn62+btLZea1NiCz8hFuHIOfHhnaAzl9khChYeR5jdRX2EcdvjsO+PtM+7+lg2hFCEDSa4imHrgjoyHygPwzqMhOw5f2LxgfprS/iP3sjRU6/J6bJbPyQWR0jdBcTP9QBhX/CB7sFESwi1zJX+h+pLX6OSYFuba1OGexOh+lrBvhibdriOZiSoLm2YUBwVKJKT0llqNv4KNpsN9Rd01rFTP+T9ib8YA8agNEMrxeQzQXU9aoz06hvK0MPuf9Q6g8ej64HV9vhuE6XbSc0lai9qNvwF0fEAkfvF9DNBdT1qhmp0DeVgb3OjHal+tD9jlwbsZK2R9lKl+wJ21WQjNM5sPKSTBNRCXENWSLS4Y/Jcvf7Qi/KNgpkGCpxK43w3ieBaPAZhgpUpQR2RPiGqq1ZaA3lwgDLsJdfGQ5wIQkNFgHQHPqAjWfi4yCnQIJlUqMvWTyq13b3+0IkSshrqHmK1ZstE5DWWQpWA4uAc+xqPoS6+M4sOVbtPxMA6PERt9ZCiRUKrFjl2J53Y4QuRLiGkqOj8YuNhtzrIUwwXWepglJmGMtxC422yXQATz0sxO/UM1OgXwlx3UsbRJomqTvY2/FL/xohvk+9lbcEtSREyIPQlxDjn1+Zs5GVdvtyNYcRzJa0IwE1LIZYD3ULULqZyd+o5qdAgmVSixZF4clVvsq1Gynb4COzTDJurgAj5gQeRHiGuq4Tw4a7GczUcHegf1spsdA5+AxATnhDQU7hRIiTVJ2eiK+i78LT3lohnnKWojv4u+ixLpEFYS4hjztMyEm0q/X03JEwqEMKgrHdwYVx9wjDVgM79AMc/B6Mwzl5CRqI0QWos77ZDkO+W8f8Pm6v84aSQvNBogyqIQJryuDB8FxZ7pkRz32m2/kjaQRY0St+L6G3O3TxnKC9LMT/1GwI13kDUrFA5kGSqVFCE8c/Xlz3j/kIYEdLdklNGrGJIQQkQiWzzaMUTMmIYTIDLWaSIeCHRGNbNYcE1i4vE9BKHlpKT8J0UdIfKNgR0QRLs034fI+BaH0paWIrFGfHRGcYzqDh7WbBZ3OIGYtS8r3GTS51KRohe/QyeWzFBn12RFZEGw5Ij+IWcuS8n0GTS41qetLS7lfVf762VPS0lJSkMtnKWOUQYUIKpClVPgk2OK2Hkj1Pv3C2oCGL4Ejf7P/y9pu1KQ6r6zdYZFeG8uh5tQFfHL4HGpOXYCtcw45vgSywrfIRDsHofDjsyRUsyMCE2o5Im+kqGVJ8T794u6OPz4VuNYGbzWpn3c8h9yPo3HOIsJSNDJd4VsR/a9UK/Yb1eyIoIRajsgbKWpZUrxPnzzd8V86D/zs7b1ziPnZhLTL37o8KthSNN1T+N2OB2K3DARNxrViuRE82L3yyitgGAaFhYXOx1pbW1FQUICkpCR0794dkyZNQlOTuHdtRByOZU88r35uv1vmM02SFLUsKd6nV17v+P2TjBaX3x17WrKjnt/mvN532PuXvJ09XQ/7diLw1TIACHAOgiXTWrEcCRrsDh48iDfeeAODBw92efyZZ57Bjh07sHXrVuzZsweNjY2YOHGikIdCJCLUckTeSFHLkuJ9OrjtV/J5x+9bMxK6PCZI36Mmwj6QAoDHs5f3StDNcIH2u8m6/7UzGdaK5UqwPrvLly8jPz8fb731FpYtW+Z83Gw245133sHmzZtx3333AQDKy8sxcOBA7N+/HyNHjhTqkIhEOiaX7vglYhCo/0OoxW19Eft9Ap77lTYM+Q+GBLlPxyK9tWyGx21473vMfNg+vcDtiMJXgh5RGEy/m2z7X91x1Iot5+G+Fs/YnxepVixnggW7goICjB07Frm5uS7Brq6uDlarFbm5uc7HMjIy0KtXL9TU1LgNdm1tbWhra3P+brFYhDpsIhAx0yRJmXRXzPfpaV6fydyKkn0t2KINfJ/c9TO2xPq41wVHBel7zHzYPpCCp7li3s7PnPcPeZz3KMv+V08cteKPpgGeSnsItWI1ESTYbdmyBYcOHcLBgwe7PGcymaDVapGQkODyeEpKCkwmk9v9lZSUYMmSJUIcKhGRmGmSpKhlOYjxPn31Kx1kM9CEJCTjIhhPd/wxvwAio7vUpP5wNR+ftQ11+3cFX4pGEwGk3xnybkIZkStVy0DQBKoVqw3vwe7s2bOYP38+qqqqEB3Nz51PcXExioqKnL9bLBakpaXxsm/RhGl2AympOemur34lGzRY1P44NmhXw+Md//jVXWpSTO87cE99Mz5U+FI0gfS7db4xUeRyPDzXiv2moO813oNdXV0dmpubMWzYMOdjNpsNe/fuxeuvv45du3ahvb0dLS0tLrW7pqYmGAwGt/uMiopCVFQU34cqHspuIBm1Jt31p79oF5uNg9mlyD6+wvsdf6ealJS1Yr6E2u+myHPAU63Ybwr7XuM92N1///04cuSIy2NPPPEEMjIysHDhQqSlpSEyMhLV1dWYNGkSAODEiRM4c+YMcnJy+D4c6XnK+efIbkA5/0gQ/O0vsg0YD+Q9HvDdt9JrxXz0uyn9HAhKgd9rvAe7+Ph4DBo0yOWxuLg4JCUlOR+fOXMmioqKkJiYCJ1Oh3nz5iEnJ0cZIzEDqbZTdgMikID6lTRMUHf8Sq4V89XvpuRzIBiFfq9JkkHltddew7hx4zBp0iTcddddMBgM2LZtmxSHEpj6CqB0EPDuOODvM+3/lg7ynHuOshsQgUg5r08J6PwISKHfa6IEu927d6O0tNT5e3R0NNatW4eLFy/iypUr2LZtm8f+OtkIJtkqZTcgAnL0Kxn0rk1xBn20PJcTEhmdH4Eo9HuNEkH7I9hqO2U3IAKjfiXv6PwIQKHfaxTs/BFItb1j3whlNyAioH4l7wQ7Pwoads8rf7/X0kbYl5SSyfmhYOePYKvtlN2AEHVS2LB7XvnzvTZoErBmiKzODy3x449Qqu2O7Aa6Tv0DOqMsh+cSQnygxVK9f6/dMQ/4eq3szg/DcZwM1qkIjMVigV6vh9lshk6nE/4Psjb7qEtf1fbCI96nIYRjkwchauL8LvDUreHHd4GadP5eSxvRtUbngv/z4288oGZMf/DRHCl2dgMhUeAm4SrY/nu16vy91vClbM8PBTt/UbJVu3DuqyBEocPuRSPj80PBLhBSJVuVCwWmCCKEVwoddi8aGZ8fCnaBUlNzZCAUmiKIEF7RdCLvZHx+aDQm8Y9CUwQRwitH/z0Aj4nIwnk6kYzPDwU74h8Zt8UTIiqaTuSdTM8PNWMS/8i4LZ4Q0YV7/70vMjw/FOyIf2TcFk+IJMK1/95fMjs/1IxJ/CPjtnhCCPGFgh3xn0zb4glRFNZmn3x95G/2f1mb1EcUFqgZkwRGhm3xhCgGJWWQDAU7EjiZtcWrJn2ZWt4HcY+SMkiKgh1RNrXcKavlfRD3KCmD5KjPTiQ2lkPNqQv45PA51Jy6ABuruMUm5EctS62o5X0olRh9aJSUQXJUsxNB5dHzWLKjHufNrc7HUvXRWDw+E3mDUr28knikljtltbwPpRKrRk1JGSRHNTuBVR49jznvH3IJdABgMrdizvuHUHn0vERHpnBquVNWy/tQIjFr1JSUQXIU7ARkYzks2VHv8Z4dAJbsqKcmzWCo5U5ZLe9DaXzWqGGvUfPVpOlIytBljqoDA+h6UFIGAVGwE1Btw8UuNbqOOADnza2obbgo3kGphVrulNXyPpRG7Bo1JWWQHAU7ATVf8hzogtmO3GBLy0ETkuCpUsxygAlJsKXliHtggaI7fmlIUaOmpAySogEqAkqOj+Z1O3JD7WkzNrY/jrLIUrAcoOkQKxwBcHH745hx2oycPknSHKQ/HHf8H02DPeB1jN50xy8YqWrUCkvKYGM51DZcRPOlViTHRyM7PRERGk83ZvJGwU5A2emJSNVHw2Ru9ZQ6GQa9vQCRwDRfasUuNhtzrIVYHLkJRtxoCjYhCUusj2MXm42HlFBrdtzxux0V+Ard8QtBysTmckvK4IHaRpFTsBNQhIbB4vGZmPP+IU/37Fg8PlOxd0pSctSGd7HZqGq7Hdma40hGC5qRgFo2A+z1FnrF1JoVdseveFSj9soxirzzbYBjFHnZY8MUF/AYjuMUNxTQYrFAr9fDbDZDp9NJfTg+hXyHRGmkurCxHEav+NxnrXnfwvvoZoJ45naeXQ+/atRqauLryHFteRpcJ7dry994QDU7EeQNSsUDmYbgLgxKI+UW1ZoJL4KsUautia+jQEaRy7o/vBMKdiKJ0DCBFwwBE8eq4a40b1Aqyh4b1uVLx6CSLx0ikgD70OTaxMfXNa3WUeQU7ORKwDRSarorDanWTEiAfCWKYGBPFPFApkHUMsjnNa3WUeQ0z45PfCaUFWjSqxrTlzlqzY8M7YGcPkkU6Ihg5Jgogu9r2jGK3MvMT6QqcBQ578GupKQEw4cPR3x8PJKTkzFhwgScOHHCZZvW1lYUFBQgKSkJ3bt3x6RJk9DUpPB0SPUVQOkg4N1xwN9n2v8tHRR8fj0BJr1S+jJCQiO3Jj4hrmlHfzjgMdeLIvvDeQ92e/bsQUFBAfbv34+qqipYrVY8+OCDuHLlinObZ555Bjt27MDWrVuxZ88eNDY2YuLEiXwfiniESCgrwKRXOd6VEqIkcmviE+qadvSHG/Su78Ogj1bktANAgD67yspKl983btyI5ORk1NXV4a677oLZbMY777yDzZs347777gMAlJeXY+DAgdi/fz9GjhzJ9yEJS6i+NQEmvcrtrpQQpZFbogghr2m19YcLPkDFbDYDABIT7R9+XV0drFYrcnNzndtkZGSgV69eqKmpcRvs2tra0NbW5vzdYrEIfNQBCKRvLZCsCQJMepXbXSkhUrLZbLBarQG/bunYfnh5R73H518e2w/W9jYEvufAJcdq0CPe93dAcqwGra3B3cRm9YgDEAcAor2vjiIjIxEREfq8YkGDHcuyKCwsxKhRozBo0CAAgMlkglarRUJCgsu2KSkpMJlMbvdTUlKCJUuWCHmowRMyoSzPaaTkdldKiBQ4joPJZEJLS0tQr+8ZCawd1xPmn6241qEvrJuGgT4mEjGRV9DQ0MDT0Xqn54Bl96fAxnIer+kIDQP9tRY0NLSIckxCSEhIgMFgAMMEX6sUNNgVFBTg6NGj2LdvX0j7KS4uRlFRkfN3i8WCtLS0UA+PH0InlA0ljVSnzCsRve+gidgk7DkCXXJyMmJjY4P+AuU4DlfbbbCxLCI0GsRqI0L6Mg7Wza3taGzxXGszJkQjPlor4hHxh+M4XL16Fc3NzQCA1NTg+woFC3Zz587Fzp07sXfvXvTs2dP5uMFgQHt7O1paWlxqd01NTTAYDG73FRUVhaioKKEONTRiJJQNJnGsh8wreXkrUPbYcJqITcKSzWZzBrqkpNCzf8TE8HBQIYqOjoY2KhqNLa2w2ljn45ERGhgToqGPUWagc4i5fpKbm5uRnJwcdJMm78GO4zjMmzcP27dvx+7du5Genu7y/G233YbIyEhUV1dj0qRJAIATJ07gzJkzyMmR+dpj7sgxoayPzCt5kzfhgYXjVdPxLDY1ZJ8JV44+utjYWImPhF/6GC100ZG40mbDNZZFN40GcVH+1TQ5jgvqdWJyfF5Wq1U+wa6goACbN2/GJ598gvj4eGc/nF6vR0xMDPR6PWbOnImioiIkJiZCp9Nh3rx5yMnJUd5ITAc5LdHi5+jQiIyxisprJxdqyj4TzuT2Zc4HhmHQPTqwr3Tzz+2KqBHy8XnxHuzKysoAAPfcc4/L4+Xl5ZgxYwYA4LXXXoNGo8GkSZPQ1taGMWPGYP369XwfirjkskSLUKNDiWxzIhISDPPP7Th94WqXx602FqcvXEXvJMgq4IVKkGZMX6Kjo7Fu3TqsW7eO7z8vLTksyijk6FApSbzMkVxzIhISDI7jvA5qAYDGllbooiNVUwumRNBqI/ToUCnIYJkjtS57QsLTlTabS9OlO1YbiytttoCbRuWKEkGrjWN0qLc0rroeoY0OFZMQqdj80Smpd7Pliu/XQLjsMzaWQ82pC/jk8DnUnLpA+UslJvbnMWPGDDAMA4ZhoNVq0bdvXyxduhTXrl0Lan/XWO+BLtDtArFt2zY8+OCDSEpKAsMwOHz4MO9/wx11hGxygxxHhwZLwGWOvHJTk8yLNWCMZgp2sdleXypE9hkaFCMvUn0eeXl5KC8vR1tbGz799FMUFBQgMjISxcXFAe+L4TiwLAuNxnt9p5uP54Nx5coVjB49GpMnT8asWbN4378nVLNTOnfLCjlGh+o6XXg6Y0gLvopOoGWOvPJQk9RebcIGbSnyNLVuXybUsidqXJJJyaT8PKKiomAwGNC7d2/MmTMHubm5qKiwt2y0tbVhwYIF6NGjB+Li4jBixAjs3r3b+dqNGzciISEBFRUVyMzMRJI+Dj+azuFgzT78btz9GNG/B0bf0hvTfz0GjT+cAWAflbnpL2+iT58+0Gq1GDBgAN577z2XY2IYBm+//TZ+/etfIzY2Fv369XMekyePP/44Fi1a5JIyUgxUs1MyX31ZchgdGgqxB9t4qUky4MCBwaLI91DVdjtsHe4Thco+Q4Ni5EVun0dMTAwuXLgAwJ7Eo76+Hlu2bIHRaMT27duRl5eHI0eOoF+/fgCAq1evYsWKFXj77beRlJSE2IQkTHxgNCZOnYYVr78Nq7UdRw8fcg5IqduzC4WFhSgtLUVubi527tyJJ554Aj179sS9997rPI4lS5Zg5cqV+NOf/oS1a9ciPz8fp0+fduZDlguq2SmVP31ZjtGhtz5q/1dJgQ4Qf7CNj5okAw5G5gLGxP/H5XGhlj2hJZl40rH144dvAD9GjLsjl8+D4zj885//xK5du3DffffhzJkzKC8vx9atW3HnnXeiT58+WLBgAUaPHo3y8nLn66xWK9avX4877rgDAwYMQFykBpcsFtz34K+Q9st0/L9+A/Dwb6aiV6/e6J0Ui7K1pZgxYwaeeuop9O/fH0VFRZg4cSJWrVrlcjwzZszA1KlT0bdvXyxfvhyXL19Gba37FhApUc1OiaTqyxKbGKnYOvKzhvj6eCMOxI0UPIMKLcnEg86tH93TgDtXA603AdGB9a9K/Xns3LkT3bt3h9VqBcuy+N3vfoeXX34Zu3fvhs1mQ//+/V22b2trc0mJptVqMXjwYOfviYmJmDFjBmb/biLuvT8Xd99zLx59dDL69OgJhmFw7NgxzJ4922Wfo0aNwurVq10e67jPuLg46HQ6Zy5LOaFgxyPR0kiFy8RxsQfb+FlD1MQbkJMu/PQCWpIpRJ7S5rHXAMsPQJQWiEnwe3dSfx733nsvysrKoNVqYTQa0a2b/ev78uXLiIiIQF1dXZdUWt27d3f+PyYmpsucufLycjz99NOorKxExfa/449LX0ZVVVVA2awiIyNdfmcYBqwAozhDRcGOJ6KO0FLrxHF3REzFZkvLwY9Iws3cBbi7R2E5oJlJws1pORCjvkxLMoXAa+vHdeYfgGg94Oekaak/j7i4OPTt27fL41lZWbDZbGhubsaddwZ+c5uVlYWsrCwUFxcjJycHmzdvxsiRIzFw4EB89dVXmD59unPbr776CpmZmSG9D6lQnx0PRB+hpcaJ495kPgwUHgWm7wQmvWP/t/AI76NKa0+bsaj9cQD2wNaR4/fF7Y+j9rSZ17/rSYSGweLx9i+Wzl/HtCSTDz5bPwCwVqD9st+7lOvn0b9/f+Tn52PatGnYtm0bGhoaUFtbi5KSEvzjH//w+LqGhgYUFxejpqYGp0+fxmeffYaTJ09i4MCBAIDnnnsOGzduRFlZGU6ePIlXX30V27Ztw4IFC0I63osXL+Lw4cOor7cvgHvixAkcPnzY43qmfKFgFyJfI7QA+wgtXiedqm3iuD9EGGzTfKkVu9hszLEWwgTXu3MTkjDHWohdbLaofWR5g1JR9tgwGPSuTWNCDYpRDX9bNWyBrbst18+jvLwc06ZNw7PPPosBAwZgwoQJOHjwIHr16uXxNbGxsTh+/DgmTZqE/v37Y/bs2SgoKMCTTz4JAJgwYQJWr16NVatW4ZZbbsEbb7yB8vLyLnmPA1VRUYGsrCyMHTsWADBlyhRkZWVhw4YNIe3XF4bzJ5mlzFgsFuj1epjNZuh0OkmPpebUBUx9a7/P7f46ayS/aaSc/RGA274sJc2nk4mOn6UGLLI1x5GMFjQjAbVsBtjr94a8f5Z+oGWFAtTwJfDuuC4Pt3ZPQ8OoPyO9x82I7sYASX2BqPiAd0+fh7haW1vR0NCA9PR0RHcaWORvPKA+uxBJNkJLTssKqUTHPhkWGuxnXfsmpOwji9AwlHMzED5H8gLQRALa7u6f84E+D+WhYBciSUdoqWHiuIw4+mTmvH/I09hP6iNTCq8jea/T9/R7cApRPuqzC5GjNuCl90yQNFJOSp84LjNy7ZMhQfCUNk/TDdD1DGjaAVE+qtmFiGoD6pM3KBUPZBqoT0YNOrd+xBiA9kQgWtq+fiI+CnY8cNQGOs+zM1BmesWSXZ+MxIvXKlrHRZVbW4GGBmmPh0iCgh1PqDZABCODxWsJUToKdjySW22AhkergKeUV46E3zTFRFgcZ594brMCEddHb9KgFkWiYKdStOCnCoRLwm+5+rnFnlKM7TDxXBNpH8VJg1sUh0ZjqhAt+KkSUixeS+x+bgF+anANdID9958a7M8TRaFgpzKSpC8jwginhN9ywnH2Gp035h+CXhePSIOCncrIZYFJRei4qGfDl/bf5STcEn7LRfvlrjW6zq61Aic/47/scBzQdgm4etH+7/WAOmPGDDAMA4ZhoNVq0bdvXyxduhTXrl3j5++KxGq1YuHChbj11lsRFxcHo9GIadOmobHRR9JuHlCfncpIvcCkYihhhKPYi9cSO1/JoRv2Al+vBa7898ZjfJQdb32EAPLy8lBeXo62tjZ8+umnKCgoQGRkJIqLiwP+UzabDQzDQKMRt75z9epVHDp0CC+99BKGDBmCn376CfPnz8fDDz+Mb775RtC/TTU7lZF6gUlFcIxw7Nwf5hjhWF8hzXF15kh5BcDjojJ8Ll5L7CIiPT/XsBeoWuQa6IDQy46vPkJbO6KiomAwGNC7d2/MmTMHubm5qKiw/722tjYsWLAAPXr0QFxcHEaMGIHdu3c7d7Nx40YkJCSgoqICmZmZiIqKwpkzZ7B7925kZ2cjLi4OCQkJGDVqFE6fPu18XVlZGfr06QOtVosBAwbgvffeczk8hmHw9ttv49e//jViY2PRr18/5zG5o9frUVVVhcmTJ2PAgAEYOXIkXn/9ddTV1eHMmTPBnTs/UbBTGcnTl8mdzxGOsI9wlEuTpqeUVzojTTsQira7vUbVGWuz1+jcCqHs+NNH2H6ly0MxMTFob28HAMydOxc1NTXYsmULvvvuO/zmN79BXl4eTp486dz+6tWrWLFiBd5++23861//QmJiIiZMmIC7774b3333HWpqajB79mznaubbt2/H/Pnz8eyzz+Lo0aN48skn8cQTT+CLL75wOY4lS5Zg8uTJ+O677/DQQw8hPz8fFy/6301iNpvBMAwSEhL8fk0wqBlTZSh9mQ+BjHBMD3zVZ0FQwm9xMYy96fCnTplWTN91rdG5CLLs+NNHyHHOIMpxHKqrq7Fr1y7MmzcPZ86cQXl5Oc6cOQOj0QgAWLBgASorK1FeXo7ly5cDsPeXrV+/HkOGDAFgX0TVbDZj3Lhx6NOnDwA4F24FgFWrVmHGjBl46qmnAABFRUXYv38/Vq1ahXvvvde53YwZMzB16lQAwPLly7FmzRrU1tYiLy/P51tvbW3FwoULMXXqVMGXa6OanQpRMmMvlDrCkRJ+iysmAfhFumsN76qftZVAy46fC8ju/LQS3bt3R3R0NH71q1/ht7/9LV5++WUcOXIENpsN/fv3R/fu3Z0/e/bswalTp5yv12q1GDx4sPP3xMREzJgxA2PGjMH48eOxevVqnD9/Y1rSsWPHMGrUKJdjGDVqFI4dO+byWMd9xsXFQafTobm52ef7sVqtmDx5MjiOQ1lZmV/nIBRUs1MpSl/mAY1wJP6KSQCi9TcyqBhu9e91gZYdb32EHdx7910oe+NNaLVaGI1GdOtm//q+fPkyIiIiUFdXh4gI15ug7t1vrNcXExPjbKJ0KC8vx9NPP43Kykp8+OGHePHFF1FVVYWRI0f6ffiRka7HzzAMWJb1+hpHoDt9+jQ+//xzURbhpmCnYnJLXyYLNMKRBIJhbqxk3jdXmLLj6CP01pTJMIiL16Fv375dnsrKyoLNZkNzczPuvDPwpvesrCxkZWWhuLgYOTk52Lx5M0aOHImBAwfiq6++wvTp053bfvXVV8jMzPSyN98cge7kyZP44osvkJQkzncUNWOS8EIjHEmwhCo7jj5Cb7RxHp/q378/8vPzMW3aNGzbtg0NDQ2ora1FSUkJ/vGPf3h8XUNDA4qLi1FTU4PTp0/js88+w8mTJ539ds899xw2btyIsrIynDx5Eq+++iq2bduGBQsWBPb+OrBarXj00UfxzTff4IMPPoDNZoPJZILJZHIOthFK+NbsaMkUYSjhvDpGOLqdZ/cKjXAMlRLKQLCEKjsxCQDSPc+zi9ACuOrx5eXl5Vi2bBmeffZZnDt3DjfddBNGjhyJcePGeXxNbGwsjh8/jnfffRcXLlxAamoqCgoK8OSTTwIAJkyYgNWrV2PVqlWYP38+0tPTUV5ejnvuuSe49wjg3LlzzqkJQ4cOdXnuiy++CGnfvjAcJ03Om3Xr1uFPf/oTTCYThgwZgrVr1yI7O9uv11osFuj1epjN5uDaepUwoViJlHZe1fylLBWZl4HW1lY0NDQgPT0d0dEhzDUVquzQKgtuefvc/I0HkjRjfvjhhygqKsLixYtx6NAhDBkyBGPGjPFrBE/IlDKhWGmUeF5phCO/lFgGgiVU2XH0EcYm2v+lQMcbSYLdq6++ilmzZuGJJ55AZmYmNmzYgNjYWPzlL38R9g8rbUKxUtB5JVQGiMyJHuza29tRV1eH3NzcGweh0SA3Nxc1NTVuX9PW1gaLxeLyExRaMkUYdF4JlQEic6IHux9//BE2mw0pKa5zUVJSUmAymdy+pqSkBHq93vmTlpYW3B9X6oRiuaPzSqgMEJlTxNSD4uJimM1m58/Zs2eD2xFNKBYGnVeisDLga9IzkRc+Pi/Rpx7cdNNNiIiIQFOT6x1eU1MTDAaD29dERUUhKioq9D9OE4qFQeeVKKQMaLVaaDQaNDY24uabb4ZWq+2SVYTIB8dxaG9vx3//+19oNBpotdqg9yV6sNNqtbjttttQXV2NCRMmALBH7erqasydO1fYP+6YFPrRNMBTmmSaUBw4Oq9EIWVAo9EgPT0d58+fF2XBUMKP2NhY9OrVK6T19ySZZ/fhhx9i+vTpeOONN5CdnY3S0lJ89NFHOH78eJe+PHeEmWfXgyYUh4rOK1FIGeA4DteuXYPNRqND5S4iIgLdunXzWAP3Nx5INqn89ddfd04qHzp0KNasWYMRI0b49dqQgx1AE4qFQueVUBkgIpJ9sAsFL8GOEEKI4sk6gwohhBAiJgp2hBBCVE+Rqx44Wl6DzqRCCCFEFRxxwFePnCKD3aVLlwAg+EwqhBBCVOXSpUvQ6/Uen1fkABWWZdHY2Ij4+PiQJoRaLBakpaXh7NmzNNCFBITKDgkFlR/+cByHS5cuwWg0ep2Hp8ianUajQc+ePlb2DYBOp6MCR4JCZYeEgsoPP7zV6BxogAohhBDVo2BHCCFE9cI62EVFRWHx4sX8JJkmYYXKDgkFlR/xKXKACiGEEBKIsK7ZEUIICQ8U7AghhKgeBTtCCCGqR8GOEEKI6lGwI4QQonphG+zWrVuHX/7yl4iOjsaIESNQW1sr9SERGSopKcHw4cMRHx+P5ORkTJgwASdOnHDZprW1FQUFBUhKSkL37t0xadIkNDU1SXTERK5eeeUVMAyDwsJC52NUdsQTlsHuww8/RFFRERYvXoxDhw5hyJAhGDNmDJqbm6U+NCIze/bsQUFBAfbv34+qqipYrVY8+OCDuHLlinObZ555Bjt27MDWrVuxZ88eNDY2YuLEiRIeNZGbgwcP4o033sDgwYNdHqeyIyIuDGVnZ3MFBQXO3202G2c0GrmSkhIJj4ooQXNzMweA27NnD8dxHNfS0sJFRkZyW7dudW5z7NgxDgBXU1Mj1WESGbl06RLXr18/rqqqirv77ru5+fPncxxHZUdsYVeza29vR11dHXJzc52PaTQa5ObmoqamRsIjI0pgNpsBAImJiQCAuro6WK1Wl/KUkZGBXr16UXkiAICCggKMHTvWpYwAVHbEpshVD0Lx448/wmazISUlxeXxlJQUHD9+XKKjIkrAsiwKCwsxatQoDBo0CABgMpmg1WqRkJDgsm1KSgpMJpMER0nkZMuWLTh06BAOHjzY5TkqO+IKu2BHSLAKCgpw9OhR7Nu3T+pDIQpw9uxZzJ8/H1VVVYiOjpb6cMJe2DVj3nTTTYiIiOgy4qmpqQkGg0GioyJyN3fuXOzcuRNffPGFy1qKBoMB7e3taGlpcdmeyhOpq6tDc3Mzhg0bhm7duqFbt27Ys2cP1qxZg27duiElJYXKjojCLthptVrcdtttqK6udj7Gsiyqq6uRk5Mj4ZEROeI4DnPnzsX27dvx+eefIz093eX52267DZGRkS7l6cSJEzhz5gyVpzB3//3348iRIzh8+LDz5/bbb0d+fr7z/1R2xBOWzZhFRUWYPn06br/9dmRnZ6O0tBRXrlzBE088IfWhEZkpKCjA5s2b8cknnyA+Pt7Zl6LX6xETEwO9Xo+ZM2eiqKgIiYmJ0Ol0mDdvHnJycjBy5EiJj55IKT4+3tm36xAXF4ekpCTn41R2xBOWwe63v/0t/vvf/2LRokUwmUwYOnQoKisruwxaIaSsrAwAcM8997g8Xl5ejhkzZgAAXnvtNWg0GkyaNAltbW0YM2YM1q9fL/KREiWisiMeWs+OEEKI6oVdnx0hhJDwQ8GOEEKI6lGwI4QQonoU7AghhKgeBTtCCCGqR8GOEEKI6lGwI4QQonoU7AghhKgeBTtCCCGqR8GOEEKI6lGwI4QQonr/PzL9AzZoD/v6AAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.xaxis.set_major_locator(plt.MultipleLocator(5))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 291 + }, + "id": "n1hONk-C8HRj", + "outputId": "c41e959f-14c9-456a-c514-a4b95a039aba" + }, + "execution_count": 51, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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2PCsBimQlgkWQVZUQbJ1Eyo7wG7k6nuUOlZsjOoMgqU8+y9tx9kLbKmqdRP3siICQo+NZ7gjicyFCBkFSnxzl7dwUOnAeNW+JquqPkmVHBIy7cGPCMxTJSnQWQVZVvBQ6UGOPQLLsCEJgKJKV4ANBVlU8lbdTkUXngJQdQQgMRbISfCFIOL+j0IHKoWVMghAYimQlCOkhZUcQIkCRrAQhLbSMSRAiQZGsBCEdpOwIQkTkVkLJKzZrSAQuyAlv5eQkQUVzgJQdQRAd6UTrFyI4ZFdOTmVzgGOMKa5sg8VigU6ng9lsFr2RK0GoCbeWxLEt15KN298arlkYKszBkhpHOTkPI37dryuWpeVo/6OAOeCvPiDLjiBCFHeWRPe4cPwz7EVECdT6heiI3y18uEqEbZsvvKUlcPsfqaBoTIIIQTwVpk69+AOirpi8fLJN6xcBsNoYKk42YFP1WVScbAiJeqH+lJMbfGEPNF9M61SjVb8JpP2PgiDLjiBCDG+WRBIa/TuIAK1fZOezEglfZeI0sGFh+IcQzdJSafsfsuwIIsTwZknUI96/g/Dc+iWUWyD5KhOXpTkGA3feY38C3i0tlbb/IWVHECGGN0ui0paOcywBnlcP+W/9EuotkHy18BHd2lZp+x9SdgQRYnizJGzQYFHrVAAA81TcjOfWL4G0QFIjvsrJiW5tO9r/eJQIimz/Q8qOIEIMX5bEV7Ys/CH8JdFav1ALJO/l5KY/9pj4lpYK2/9QgApBhBj+NAO9a/zvwGXMFyWni1og2fFaTi5MgkarKmv/Q0nlBBGiyCX60WpjGLl0p88WSN/OGxXadUTdVjTpbld0CrS0+MJffUDKjiBCGLnUYnREYwLuLU3qDHENFdWq5AtSdgRBKAq5WJqEsqByYQRBKApqgUQICSk7giBkg6JaIBGKglIPCIIgCNVDlh0hC+QSKEEQhDohZUdIDgUmEAQhNLSMSUhKKBcAJghCPEjZEZIR6gWACYIQD1J2MoGaVnZE7QWACYIQD0GU3dmzZ/H4448jMTERUVFRGDRoEA4cOOB8nzGGBQsWICUlBVFRUcjNzcWJEyeEEEURlB+pxcilO/HYe3sxZ301HntvL0Yu3an6JTwqAEwQhFjwrux++eUXjBgxAuHh4fjHP/6Bmpoa/M///A9uuOEG5z7Lli3DypUrsWbNGuzbtw8xMTEYM2YMmppC76YWyj6rtoV9NbBhuKYGD2n+heGaGmhgc7sfQRBEMPAejbl06VKkpqairKzMuS0tLc35f8YYSkpK8PLLL2PcuHEAgA8//BDJycn48ssvMXnyZL5Fki2+fFYc7D6rezL0qgzDd7SaGXJhDxaEfwgDd3258hxLwOLWqfgh9k5kpSVIKCVBEGqAd8tu8+bNuPXWW/Gb3/wGSUlJyMzMxHvvved832g0wmQyITc317lNp9MhOzsbFRUVbo/Z3NwMi8Xi8qcG1Oiz8up7tFkB4zfA4b8Axm8QBhveHvYz3g4vgR6u56jHebwdXoK3h/2sSkWveNr9lrBZpZaIILzCu2X3n//8B6WlpSgsLMQf/vAH7N+/H8899xy0Wi2mTZsGk8kEAEhOdu2qm5yc7HyvPcXFxVi0aBHfokqO2nxWXvPlNPs7tieJTUHm1WYwrmNbSg1n75Sd+eNS4J7HQ76yu6xw22rGYO9uHcKtZgh5w7tlZ7PZMGzYMLz++uvIzMzEzJkzMWPGDKxZsyboYxYVFcFsNjv/zpw5w6PE0qGmppXefI9frlsD9vlU15sjAFyoBa6c99J/mQGWs/aWJoQ8qNlsbyLa/re01Nq312yWRi6C8AHvyi4lJQUZGRku2wYMGIDTp08DAPR6PQCgrq7OZZ+6ujrne+2JiIhAXFycy58acPisPN/s7ZaR3H1W3nyPHGxYEP4hmNt3/eRine99COGxWe0WnbfMyPL5tKRJyBLeld2IESNw/Phxl23//ve/0atXLwD2YBW9Xo8dO3Y437dYLNi3bx9ycnL4FkfWhGk4LBxrfzBor/AcrxeOzZC9z8qb7zFLcwwG7nznJlrXZN/7EMJz6l8dLToXyBIn5Avvyu7555/H3r178frrr+Onn37CunXr8O677yI/Px8AwHEcCgoK8Nprr2Hz5s04fPgwpk6dCoPBgPHjx/MtjuzJG5iC0seHQa9zXarU6yIV053Zm08xCY2dODIHxHW3d2MmpMdfC1sgSzwUCy8Q/MF7gMptt92GjRs3oqioCIsXL0ZaWhpKSkowZcoU5z4vvfQSLl26hJkzZ6KxsREjR45EeXk5IiPl75sSAqU3rfTmU6xHfJBHvXbueUsoOEUu+GthC2CJU7FworNwjDHFPR7524Y9aGxW+1LMxTr7hdvrdklvuHJvf2O1MYxcuhMmc1MHb44GNnwb8Rz0HpcyOSDqBiA8sl10X3e7opNjdJ/M5odo2KxAyUB7MIoHDy3iDEDBYV7HwxH81P4bHVdA6ePDFP2wGJLweA35qw9I2bVHZmHVSnmiddyQANfbIAdgjKYSpdoV125O7d8FMOlDIP0BZSgQmc0P0XFEYwLw+FvyOA6OBylPPmEOgC46HJFdwmCyyPsaIa7B8zVEyi4YnBeyh2dIni9kX/jzRCunizngPDuJrbeALWaZzQ/JcHuzEua3rDjZgMfe2xvw5+R6jYQ8AlxDpOwCxblE4ynaTJglGk/480Sr10Xi23mjZLVc41WByGj5L2CLWWbzQ3JE+i03VZ/FnPXVQX1WrtdIyCLQNeSvPqBO5Q4CCatOu0NwcQIpJZbTO1FwefwlTMN5lkcTJsrYueDmplxeU+/WYnYU33ZrDchsfkiOSL9lZwoqyPUaCVkkvoZI2TmQOKy6PWorJSYJbpbbWJwBuy4/DoahHXb3WnxbZvMjVHAUXnAX/OQvdI3IBImvIWre6kDCsGp3qKmUmCR4KWv1eusyjNFUuv2Yx+LbMpsfoYK3wgv+QteITJD4GiJl56DX7fb1Ym/Fu0RMcFZLKTFJ8FLWiru2bWH4Ry4989rTwRqQ2fwIJTwWXoiLQHx0OF0jSkHia4iUnQNNmD30FYDH4l0iJjirpZSYJPjwDWg4wMA1IEtzzOM+HawBmc2PUCNvYAq+nTcKn84YjhWTh+LTGcPx3fzRWDJhEAAZXiPUAqkjEl9DpOzakvGQPfQ1rl1wQpxBkrByNZQSkwQ/1/zdlTLzag3IbH6EGo7gp3FDuyOndyLCNJw8r5Gazfaoww8eBP76lP3fkoHUEQKQ9Bqi1AN3yChEHpB/BRXZYfzGfoPxweSWl7HXdr1Dh9+5WTKbH4SMrhHKxfQPqqDiH4IrOwUh2EWu5Bu6H2WtrkQlI9e6Cmctrc6tVHUjNOHtGqJcTEmgPLsQQLBSYkovieXwDXw+FfYn6o5lraLGvoE96ffIwxogJIPXa4hyMWUN+ewUirfO4LM+PojyI7XBHfjaMgxrd9EypXWi9sM34M4HRIQOvF9DlIspa8iyUyDeOoN7TYz2xbWQfQbmJlbKvpUrn28v2qyEZZiMh5RTYJoQFSGuIWtMEvyZWf7uR/ALKTsFIlgpsWvLMJ6zYBS4DCNFiTJC9ghxDVVa09GLJUCP83CnH20MMCERxtb+0JxsoOVzkSFlp0CEKiVmu2Dya13b3/0IQq4IcQ3VX2rF2tapKA0vgY3BReE5mqovan0C+9b/gMYrFBglNnTPUiBClRI7eiGa1/0IQq4IcQ0lxUZimy0Ls1oLYIJrnqYJiZjVWoBttiwXRQfw4Gcn/IIsOwXiqziuo7VJoGWSfooehBv8WIb5KXoQbg5KcoKQB0JcQ45jfmXOwvbmW5GlOYYkNKIe8ai0pcPmwbbolJ+d8Buy7BSIUKXEkuJisKjV3oXa1u4O0HYZJikuJkCJCUJeCHENtT0mgwZ7bRnYbLsde20ZHhWdA48FyAneIGWnUIQok5SVloBDsXfiGQ/LMM+0FuBQ7J1UWJdQBUJcQ56OGR8V7tfnqR2RcFAFFYXDdwUVR+6RBjbc1mYZZv+1ZRiqyUmoDSGqELU/po0xTHl/n8/PfTpjODWaDRCqoBIieO0MHgSOJ9NFW2qw13y9biRFjBFqhe9ryN0xrTYmiJ+d8B9SdkQH8gam4J4MPZXSIgiecPjzZn180EMBO2rZJTS0jEkQBCESgtWzDWFoGZMgCEJm0KqJdJCyI0RDNj3HBCZUzlMQlNxayk+E8BESviFlR4hCqCzfhMp5CoLSW0sRsoZ8doTgONIZPPRuFjSdQUwrS8rzDBq5WFLU4bvzyOW3FBny2RGyQLB2RH4gppUl5XkGjVwsqWutpdx3lb82ekpqLSUFcvktZQxVUCEEJZBWKnwiWHNbD0h1nn5hswLGb4DDf7H/a7Net6Tad9Zu06TXamOoONmATdVnUXGyAdb2NeT4IpAO3yIj2hh0Bj9+S4IsO0JghGpH5A0prCwpztMv3D3xx6YAV5vhzZK6suVF5H4ZibMWEVrRyLTDtyL8r2QV+w1ZdoSgCNWOyBtSWFlSnKdPPD3xX6gFrng7d4aoKyakXvzBZatgrWi6JvO7Hw+IvTIQNDK2iuWG4MpuyZIl4DgOBQUFzm1NTU3Iz89HYmIiunbtiokTJ6KuTtynNkIcHG1PPHc/tz8t81kmSQorS4rz9IrXJ37/SEKjy2vHkRZtqeF3Oa/X7Xb/krfRi+tu308EfK0MAAKMQbDI1CqWI4Iqu/379+Odd97B4MGDXbY///zz2LJlC7744gvs3r0b586dw4QJE4QUhZAIodoReUMKK0uK83Tg1q/k84nfN/WI77BNEN+jJsweSAHA4+jlLQl6GS5Qv5us/a/tkaFVLFcE89ldvHgRU6ZMwXvvvYfXXnvNud1sNuPPf/4z1q1bh1GjRgEAysrKMGDAAOzduxfDhw8XSiRCItoWl257E9EL5P8QqrmtL8Q+T8CzX2nNkP9gSJDHdDTprbSle9yHd99jxkP29AK3EYVLgo4oDMbvJlv/qzscVrGlFu6teM7+vkhWsZwRTNnl5+fjgQceQG5urouyq6qqQmtrK3Jzc53b0tPT0bNnT1RUVLhVds3NzWhubna+tlgsQolNCISYZZKkLLor5nl6yuszmZtQ/G0j1msDPya7NmKLWp/w2nBUEN9jxkP2QAqecsW8jc+sjw96zHuUpf/VEw6r+POpgKfZ3gmrWE0IouzWr1+PgwcPYv/+/R3eM5lM0Gq1iI+Pd9menJwMk8nk9njFxcVYtGiREKISIiJmmSQprCwHYpynL7/Sfls66pCIJJwH5+mJP+oGIDyygyX1h8tT8FXzULffK3grGk0YkHZHpw/TmYhcqVYGgkYgq1ht8K7szpw5gzlz5mD79u2IjOTnyaeoqAiFhYXO1xaLBampqbwcWzRCtLqBlKi56K4vv5IVGixoeQJrtCvg8Yl/7IoOlhTX63bcVVOPzxTeiiYQv1v7BxNFtuPh2Sr2GwXd13hXdlVVVaivr8ewYcOc26xWK/bs2YO33noL27ZtQ0tLCxobG12su7q6Ouj1erfHjIiIQEREBN+iigdVN5AMtRbd9cdftM2Whf1ZJcg6ttT7E387S0pKq5gvOut3U+QY8GQV+43C7mu8K7vRo0fj8OHDLtuefPJJpKenY968eUhNTUV4eDh27NiBiRMnAgCOHz+O06dPIycnh29xpMdTzT9HdQOq+UcEgb/+Imv/sUDeEwE/fSvdKubD76b0MRAUBd7XeFd2sbGxGDhwoMu2mJgYJCYmOrc/9dRTKCwsREJCAuLi4vDss88iJydHGZGYgZjtVN2AEIiA/EoaLqgnfiVbxXz53ZQ8BoKh0PuaJBVU/vSnP+HBBx/ExIkTceedd0Kv12PDhg1SiBIYNZuBkoHABw8Cf33K/m/JQM+156i6ASEQUub1KQEaHwFR6H1NFGW3a9culJSUOF9HRkZi9erVOH/+PC5duoQNGzZ49NfJhmCKrVJ1A0JAHH4lvc51KU6vi5RnOyGRofERCIXe16gQtD8Ea7ZTdQNCYMiv5B0aHwFQ6H2NlJ0/BGK2t/WNUHUDQgTIr+QdwcZHQWH3vOLvfS01295SSibjQ8rOH4I126m6AUGoE4WF3fOKP/e1gROBlUNkNT7U4scfOmO2O6obxLXzD8QZZBmeSxCED6hZqvf72u3PAv9aJbvx4RhjMuhTERgWiwU6nQ5msxlxcXHCf6HNao+69GW2Fxz2noYQikseBKEmnPcCT24NP+4FaqL9fS01u6NF5wL/4+OvPqBlTH/gYzlS7OoGQkKKmwhVgvXfq5X29zXjN7IdH1J2/kLFVu2Esq+CIBQadi8aMh4fUnaBIFWxVbmgwBJBBMErCg27Fw0Zjw8pu0BR03JkICi0RBBB8AqlE3lHxuND0ZiEfyi0RBBB8IrDfw/AYyGyUE4nkvH4kLIj/EPGa/EEISqUTuQdmY4PLWMS/iHjtXiCEJ1Q99/7QobjQ8qO8A8Zr8UThCSEqv/eX2Q2PrSMSfiHjNfiCYIgfEHKjvAfma7FE4SisFntydeH/2L/12aVWqKQgJYxicCQ4Vo8QSgGKsogGaTsiMCR2Vq8asqXqeU8CPdQUQZJIWVHKBu1PCmr5TwI91BRBskhn51IWG0MFScbsKn6LCpONsBqU1yzCfmhllYrajkPpSKGD42KMkgOWXYiUH6kFou21KDW3OTclqKLxMKxGcgbmOLlk4RH1PKkrJbzUCpiWdRUlEFyyLITmPIjtZj18UEXRQcAJnMTZn18EOVHaiWSTOGo5UlZLeehRMS0qKkog+SQshMQq41h0ZYaj8/sALBoSw0taQaDWp6U1XIeSsOnRQ27Rc3XkqajKEOHHFUHHBDXnYoyCAgpOwGpNJ7vYNG1hQGoNTeh0nhePKHUglqelNVyHkpDbIuaijJIDik7Aam/4FnRBbMfcR1rag7qkAhPRrGNASYkwpqaI65ggUJP/NIghUVNRRkkhQJUBCQpNpLX/YjrVJ4yY23LEygNL4GNAZo2usKhABe2PIHpp8zI6Z0ojZD+4Hji/3wq7AqvrfamJ37BkMqiVlhRBquNodJ4HvUXmpAUG4mstASEaTw9mMkbUnYCkpWWgBRdJEzmJk+lk6HX2ScQERj1F5qwzZaFWa0FWBj+IQy4vhRsQiIWtT6BbbYs3K8Eq9nxxO82KnAJPfELgZSFzeVWlMEDaosiJ2UnIGEaDgvHZmDWxwc9PbNj4dgMxT4pSYnDGt5my8L25luRpTmGJDSiHvGotKXDdm2FXjFWs8Ke+BUPWdRecUSRt38McESRlz4+THEKj2OMKS4U0GKxQKfTwWw2Iy4uTmpxfNLpJyQqI9UBq41h5NKdPq3mb+eNoocJwjNu8+y6+2VRq2mJry2Oa8tTcJ3cri1/9QFZdiKQNzAF92Tog7swqIyUW8hqJnghSItabUt8bQkkilzW/vB2kLITiTANF/jEELBwrBqeSvMGpqD08WEdbjp6ldx0CJEI0Icm1yU+vq5ptUaRk7KTKwKWkVLTU2mnrGaCCBBfhSI42AtF3JOhF3UO8nlNqzWKnPLs+ITPgrICJb2qsXyZw2oeN7Q7cnonkqIjBEOOhSL4vqYdUeReMj+RosAoct6VXXFxMW677TbExsYiKSkJ48ePx/Hjx132aWpqQn5+PhITE9G1a1dMnDgRdXUKL4dUsxkoGQh88CDw16fs/5YMDL6+ngBJr1S+jCA6h9yW+IS4ph3+cMBjrRdF+sN5V3a7d+9Gfn4+9u7di+3bt6O1tRX33nsvLl265Nzn+eefx5YtW/DFF19g9+7dOHfuHCZMmMC3KOIhREFZAZJe5fhUShBKQm5LfEJd0w5/uF7neh56XaQi0w4AAXx25eXlLq/Xrl2LpKQkVFVV4c4774TZbMaf//xnrFu3DqNGjQIAlJWVYcCAAdi7dy+GDx/Ot0jCIpRvTYCkV7k9lRKE0pBboQghr2m1+cMFD1Axm80AgIQE+49fVVWF1tZW5ObmOvdJT09Hz549UVFR4VbZNTc3o7m52fnaYrEILHUABOJbC6RqggBJr3J7KiUIKbFarWhtbQ34c4sf6ItXt9R4fP/VB/qitaUZgR85cJKiNege6/sekBStQVNTcA+xmd1jAMQAgGjn1Zbw8HCEhXU+r1hQZWez2VBQUIARI0Zg4MCBAACTyQStVov4+HiXfZOTk2Eymdwep7i4GIsWLRJS1OARsqAsz2Wk5PZUShBSwBiDyWRCY2NjUJ/vEQ6serAHzFdacbWNL6yLhoMuKhxR4ZdgNBp5ktY7Oga8NjoZVhvzeE2HaTjorjbCaGwURSYhiI+Ph16vB8cFb1UKquzy8/Nx5MgRfPvtt506TlFREQoLC52vLRYLUlNTOysePwhdULYzZaTaVV4J63U7JWITIY9D0SUlJSE6OjroGyhjDJdbrLDabAjTaBCtDevUzThYbmxqwblGz1abIT4SsZFaESXiD8YYLl++jPr6egBASkrwvkLBlN3s2bOxdetW7NmzBz169HBu1+v1aGlpQWNjo4t1V1dXB71e7/ZYERERiIiIEErUziFGQdlgCsd6qLySl7cUpY/fRonYREhitVqdii4xsfPVP6KieBCqk0RGRkIbEYlzjU1otdqc28PDNDDER0IXpUxF5yDq2iDX19cjKSkp6CVN3pUdYwzPPvssNm7ciF27diEtLc3l/VtuuQXh4eHYsWMHJk6cCAA4fvw4Tp8+jZwcmfcec4ccC8r6qLySN+lD3DNvrGocz2KjhuozoYrDRxcdHS2xJPyii9IiLjIcl5qtuGqzoYtGg5gI/yxNxlhQnxMTx+/V2toqH2WXn5+PdevWYdOmTYiNjXX64XQ6HaKioqDT6fDUU0+hsLAQCQkJiIuLw7PPPoucnBzlRWI6kFOLFj+jQ8PSH1BUXTu5oKbqM6GM3G7mfMBxHLpGBnZLN19pUYRFyMfvxbuyKy0tBQDcddddLtvLysowffp0AMCf/vQnaDQaTJw4Ec3NzRgzZgzefvttvkURF7m0aBEqOpSQbU1EgggG85UWnGq43GF7q9WGUw2X0SsRslJ4nUWQZUxfREZGYvXq1Vi9ejXfXy8tcmjKKGR0qJRI3OZIrjURCSIYGGNeg1oA4FxjE+Iiw1VjBVMhaLUhdHSoFMigzZFa254QocmlZqvL0qU7Wq02XGq2Brw0KleoELTacESHeivjGte9c9GhYiJEKTZ/aFfUu95yyfdnIFz1GauNoeJkAzZVn0XFyQaqXyoxYv8e06dPB8dx4DgOWq0Wffr0weLFi3H16tWgjnfV5l3RBbpfIGzYsAH33nsvEhMTwXEcqquref8Od6hDZRPXkWN0aLAI2ObIK24sybxoPcZoJmObLcvrR4WoPkNBMfJCqt8jLy8PZWVlaG5uxt///nfk5+cjPDwcRUVFAR+LYww2mw0ajXd7p4uP94Ph0qVLGDlyJCZNmoQZM2bwfnxPkGWndNy1FXJEh8a1u/DiDJ1q+Co6ArU58ooHS1J7uQ5rtCXI01S6/ZhQbU/U2JJJyUj5e0RERECv16NXr16YNWsWcnNzsXmzfWWjubkZc+fORffu3RETE4Ps7Gzs2rXL+dm1a9ciPj4emzdvRkZGBhJ1Mfiv6Sz2V3yL3z44Gtn9umPkzb0w7eExOPfzaQD2qMwP//dd9O7dG1qtFv3798dHH33kIhPHcXj//ffx8MMPIzo6Gn379nXK5IknnngCCxYscCkZKQZk2SkZX74sOUSHdgaxg228WJIcGBg4LAj/CNubb4W1zXOiUNVnKChGXsjt94iKikJDQwMAexGPmpoarF+/HgaDARs3bkReXh4OHz6Mvn37AgAuX76MpUuX4v3330diYiKi4xMx4Z6RmPDYVCx96320trbgSPVBZ0BK1e5tKCgoQElJCXJzc7F161Y8+eST6NGjB+6++26nHIsWLcKyZcvwxhtvYNWqVZgyZQpOnTrlrIcsF8iyUyr++LIc0aGDHrH/qyRFB4gfbOPDkuTAYOAaMCb2Py7bhWp7Qi2ZeKLt6sfPBwA/IsbdIZffgzGGf/7zn9i2bRtGjRqF06dPo6ysDF988QXuuOMO9O7dG3PnzsXIkSNRVlbm/Fxrayvefvtt3H777ejfvz9iwjW4YLFg1L33IfVXabipb3889JvH0LNnL/RKjEbpqhJMnz4dzzzzDPr164fCwkJMmDABy5cvd5Fn+vTpeOyxx9CnTx+8/vrruHjxIior3a+ASAlZdkpEKl+W2IhRiq0tflqIb401YF/McMErqFBLJh5ov/rRNRW4YwXQ1A2IDMy/KvXvsXXrVnTt2hWtra2w2Wz47W9/i1dffRW7du2C1WpFv379XPZvbm52KYmm1WoxePBg5+uEhARMnz4dM387AXePzsWv77objzwyCb279wDHcTh69ChmzpzpcswRI0ZgxYoVLtvaHjMmJgZxcXHOWpZygpQdj4hWRipUEsfFDrbx00LUxOqRkyZ8egG1ZOoknsrm2a4Clp+BCC0QFe/34aT+Pe6++26UlpZCq9XCYDCgSxf77fvixYsICwtDVVVVh1JaXbt2df4/KiqqQ85cWVkZnnvuOZSXl2Pzxr/ij4tfxfbt2wOqZhUeHu7ymuM42ASI4uwspOx4QtQILbUmjrtDxFJs1tQc/BeJuJE1wN0zio0B9VwibkzNgRj2MrVk6gReVz+uYf4ZiNQBfiZNS/17xMTEoE+fPh22Z2Zmwmq1or6+HnfcEfjDbWZmJjIzM1FUVIScnBysW7cOw4cPx4ABA/Ddd99h2rRpzn2/++47ZGRkdOo8pIJ8djwgeoSWGhPHvZHxEFBwBJi2FZj4Z/u/BYd5jyqtPGXGgpYnANgVW1scrxe2PIHKU2Zev9cTYRoOC8fabyztb8fUkskHPlc/ANhagZaLfh9Srr9Hv379MGXKFEydOhUbNmyA0WhEZWUliouL8be//c3j54xGI4qKilBRUYFTp07hq6++wokTJzBgwAAAwIsvvoi1a9eitLQUJ06cwJtvvokNGzZg7ty5nZL3/PnzqK6uRk2NvQHu8ePHUV1d7bGfKV+QsuskviK0AHuEFq9Jp2pLHPcHEYJt6i80YZstC7NaC2CC69O5CYmY1VqAbbYsUX1keQNTUPr4MOh1rktjQgXFqAZ/VzWsgfXdluvvUVZWhqlTp+KFF15A//79MX78eOzfvx89e/b0+Jno6GgcO3YMEydORL9+/TBz5kzk5+fj6aefBgCMHz8eK1aswPLly3HzzTfjnXfeQVlZWYe6x4GyefNmZGZm4oEHHgAATJ48GZmZmVizZk2njusLjvlTzFJmWCwW6HQ6mM1mxMXFSSpLxckGPPbeXp/7fTpjOL9lpJz+CMCtL0tJ+XQyoe1vqYENWZpjSEIj6hGPSls6bNeeDXn/Lf2A2goFiPEb4IMHO2xu6poK44j/QVr3GxHZhQMS+wARsQEfnn4PcWlqaoLRaERaWhoi2wUW+asPyGfXSSSL0JJTWyGV0NYnY4MGe22uvgkpfWRhGo5qbgaCz0heAJpwQNvV/Xs+oN9DeZCy6ySSRmipIXFcRjh8MrM+Pugp9pN8ZErBayTvNXQ9/A5OIZQP+ew6icMa8OI9E6SMlBOlJ47LDLn6ZIgg8FQ2T9MFiOsRUNoBoXzIsuskZA2oj7yBKbgnQ08+GTXQfvUjSg+0JACR0vr6CfEhZccDDmugfZ6dnirTKxbZ+WQkbl6raNo2VW5qAoxGaeUhJIGUHU+QNUAIhgya1xKE0iFlxyNyswYoPFoFeCp55Sj4TSkmwsKYPfHc2gqEXYvepKAWRULKTqVQw08VECoFv+XKlUZ7STFbm8RzTbg9ipOCWxQHRWOqEGr4qRKkaF5L2LnSCPxidFV0gP31L0b7+4SiIGWnMiQpX0YIQygV/JYTjNktOm+Yfw66Lx4hDaTsVIZcGkwqgrZNPY3f2F/LiVAr+C0XWi52tOjac7UJOPEV/3OHMaD5AnD5vP3fawp1+vTp4DgOHMdBq9WiT58+WLx4Ma5evcrP94pEa2sr5s2bh0GDBiEmJgYGgwFTp07FuXM+inbzAPnsVIbUDSYVgxIiHMVuXkvY8VUc2rgH+Ncq4NL/Xd/Gx9zx5iMEkJeXh7KyMjQ3N+Pvf/878vPzER4ejqKiooC/ymq1guM4aDTi2juXL1/GwYMH8corr2DIkCH45ZdfMGfOHDz00EM4cOCAoN9Nlp3KkLrBpCJwRDi294c5IhxrNksjV3scJa8AeGwqw2fzWsJOWLjn94x7gO0LXBUd0Pm548tHaG1BREQE9Ho9evXqhVmzZiE3NxebN9u/r7m5GXPnzkX37t0RExOD7Oxs7Nq1y3mYtWvXIj4+Hps3b0ZGRgYiIiJw+vRp7Nq1C1lZWYiJiUF8fDxGjBiBU6dOOT9XWlqK3r17Q6vVon///vjoo49cxOM4Du+//z4efvhhREdHo2/fvk6Z3KHT6bB9+3ZMmjQJ/fv3x/Dhw/HWW2+hqqoKp0+fDm7s/ISUncqQvHyZ3PEZ4Qh7hKNcljQ9lbyKM1DagVBou9otqvbYrHaLzi2dmDv++AhbLnXYFBUVhZaWFgDA7NmzUVFRgfXr1+PQoUP4zW9+g7y8PJw4ccK5/+XLl7F06VK8//77+PHHH5GQkIDx48fj17/+NQ4dOoSKigrMnDnT2c1848aNmDNnDl544QUcOXIETz/9NJ588kl8/fXXLnIsWrQIkyZNwqFDh3D//fdjypQpOH/efzeJ2WwGx3GIj4/3+zPBQMuYKoPKl/kgkAjHtMC7PgsCFfwWF46zLx3+0q7SiulQR4vOhSDnjj8+QsacSpQxhh07dmDbtm149tlncfr0aZSVleH06dMwGAwAgLlz56K8vBxlZWV4/fXXAdj9ZW+//TaGDBkCwN5E1Ww248EHH0Tv3r0BwNm4FQCWL1+O6dOn45lnngEAFBYWYu/evVi+fDnuvvtu537Tp0/HY489BgB4/fXXsXLlSlRWViIvL8/nqTc1NWHevHl47LHHBG/XRpadCqFixl5QaoQjFfwWl6h44IY0Vwvvsp/WSqBzx88Gslv/Xo6uXbsiMjIS9913Hx599FG8+uqrOHz4MKxWK/r164euXbs6/3bv3o2TJ086P6/VajF48GDn64SEBEyfPh1jxozB2LFjsWLFCtTWXk9LOnr0KEaMGOEiw4gRI3D06FGXbW2PGRMTg7i4ONTX1/s8n9bWVkyaNAmMMZSWlvo1Bp2BLDuVQuXLPEARjoS/RMUDkbrrFVT0g/z7XKBzx5uPsA13//pOlL7zLrRaLQwGA7p0sd++L168iLCwMFRVVSEszPUhqGvX6/36oqKinEuUDsrKyvDcc8+hvLwcn332GV5++WVs374dw4cP91v88HBX+TmOg81m8/oZh6I7deoUdu7cKUoTblJ2KkZu5ctkAUU4EoHAcdc7mffJFWbuOHyE3pYyOQ4xsXHo06dPh7cyMzNhtVpRX1+PO+4IfOk9MzMTmZmZKCoqQk5ODtatW4fhw4djwIAB+O677zBt2jTnvt999x0yMjK8HM03DkV34sQJfP3110hMFOceRcuYRGhBEY5EsAg1dxw+Qm9oYzy+1a9fP0yZMgVTp07Fhg0bYDQaUVlZieLiYvztb3/z+Dmj0YiioiJUVFTg1KlT+Oqrr3DixAmn3+7FF1/E2rVrUVpaihMnTuDNN9/Ehg0bMHfu3MDOrw2tra145JFHcODAAXzyySewWq0wmUwwmUzOYBuhCF3LjlqmCIMSxtUR4eg2z24JRTh2FiXMgWARau5ExQNI85xnF6YFcNnjx8vKyvDaa6/hhRdewNmzZ9GtWzcMHz4cDz74oMfPREdH49ixY/jggw/Q0NCAlJQU5Ofn4+mnnwYAjB8/HitWrMDy5csxZ84cpKWloaysDHfddVdw5wjg7NmzztSEoUOHurz39ddfd+rYvuAYk6bmzerVq/HGG2/AZDJhyJAhWLVqFbKysvz6rMVigU6ng9lsDm6tVwkJxUpEaeOq5puyVMh8DjQ1NcFoNCItLQ2RkZ3INRVq7lCXBbd4+9381QeSLGN+9tlnKCwsxMKFC3Hw4EEMGTIEY8aM8SuCp9MoJaFYaShxXCnCkV+UOAeCRai54/ARRifY/yVFxxuSKLs333wTM2bMwJNPPomMjAysWbMG0dHR+N///V9hv1hpCcVKgcaVoDlAyBzRlV1LSwuqqqqQm5t7XQiNBrm5uaioqHD7mebmZlgsFpe/oKCWKcJA40rQHCBkjujK7r///S+sViuSk11zUZKTk2Eymdx+pri4GDqdzvmXmpoa3JcrNaFY7tC4EjQHCJmjiNSDoqIimM1m59+ZM2eCOxAlFAsDjSuhsDngK+mZkBd8/F6ipx5069YNYWFhqKtzfcKrq6uDXq93+5mIiAhERER0/sspoVgYaFwJhcwBrVYLjUaDc+fO4cYbb4RWq+1QVYSQD4wxtLS04P/+7/+g0Wig1WqDPpboyk6r1eKWW27Bjh07MH78eAB2rb1jxw7Mnj1b2C93JIV+PhXwVCaZEooDh8aVUMgc0Gg0SEtLQ21trSgNQwl+iI6ORs+ePTvVf0+SPLvPPvsM06ZNwzvvvIOsrCyUlJTg888/x7Fjxzr48twhTJ5dd0oo7iw0roRC5gBjDFevXoXVStGhcicsLAxdunTxaIH7qw8kSyp/6623nEnlQ4cOxcqVK5Gdne3XZzut7ABKKBYKGleC5gAhIrJXdp2BF2VHEARBKB5ZV1AhCIIgCDEhZUcQBEGoHkV2PXCsvAZdSYUgCIJQBQ494Msjp0hld+HCBQAIvpIKQRAEoSouXLgAnU7n8X1FBqjYbDacO3cOsbGxnUoItVgsSE1NxZkzZ2QR6ELyKEceOclC8pA8oSwPYwwXLlyAwWDwmoenSMtOo9GgRw8fnX0DIC4uThY/sAOSxztykkdOsgAkjy9IHu8oVR5vFp0DClAhCIIgVA8pO4IgCEL1hLSyi4iIwMKFC/kpMs0DJI935CSPnGQBSB5fkDzeCQV5FBmgQhAEQRCBENKWHUEQBBEakLIjCIIgVA8pO4IgCEL1kLIjCIIgVA8pO4IgCEL1hKyyW716NX71q18hMjIS2dnZqKyslESOV199FRzHufylp6eL9v179uzB2LFjYTAYwHEcvvzyS5f3GWNYsGABUlJSEBUVhdzcXJw4cUIyeaZPn95hvPLy8gSTp7i4GLfddhtiY2ORlJSE8ePH4/jx4y77NDU1IT8/H4mJiejatSsmTpyIuro6yeS56667OozR73//e0HkKS0txeDBg52VLnJycvCPf/zD+b6YY+OPPGKOTXuWLFkCjuNQUFDg3Cb2+PiSR8zx8XXv43tsQlLZffbZZygsLMTChQtx8OBBDBkyBGPGjEF9fb0k8tx8882ora11/n377beiffelS5cwZMgQrF692u37y5Ytw8qVK7FmzRrs27cPMTExGDNmDJqamiSRBwDy8vJcxuvTTz8VRBYA2L17N/Lz87F3715s374dra2tuPfee3Hp0iXnPs8//zy2bNmCL774Art378a5c+cwYcIEyeQBgBkzZriM0bJlywSRp0ePHliyZAmqqqpw4MABjBo1CuPGjcOPP/4IQNyx8UceQLyxacv+/fvxzjvvYPDgwS7bxR4fX/IA4o6Pt3sf72PDQpCsrCyWn5/vfG21WpnBYGDFxcWiy7Jw4UI2ZMgQ0b/XHQDYxo0bna9tNhvT6/XsjTfecG5rbGxkERER7NNPPxVdHsYYmzZtGhs3bpzg3+2J+vp6BoDt3r2bMWYfj/DwcPbFF1849zl69CgDwCoqKkSXhzHGfv3rX7M5c+YI/t2euOGGG9j7778v+di0l4cxacbmwoULrG/fvmz79u0u3y/V+HiShzFxx8fbvU+IsQk5y66lpQVVVVXIzc11btNoNMjNzUVFRYUkMp04cQIGgwE33XQTpkyZgtOnT0siR3uMRiNMJpPLWOl0OmRnZ0s2VgCwa9cuJCUloX///pg1axYaGhpE+26z2QwASEhIAABUVVWhtbXVZYzS09PRs2dPUcaovTwOPvnkE3Tr1g0DBw5EUVERLl++LLgsVqsV69evx6VLl5CTkyP52LSXx4HYY5Ofn48HHnjAZRwA6eaOJ3kciDk+nu59QoyNIrsedIb//ve/sFqtSE5OdtmenJyMY8eOiS5PdnY21q5di/79+6O2thaLFi3CHXfcgSNHjiA2NlZ0edpiMpkAwO1YOd4Tm7y8PEyYMAFpaWk4efIk/vCHP+C+++5DRUUFwsLCBP1um82GgoICjBgxAgMHDgRgHyOtVov4+HiXfcUYI3fyAMBvf/tb9OrVCwaDAYcOHcK8efNw/PhxbNiwQRA5Dh8+jJycHDQ1NaFr167YuHEjMjIyUF1dLcnYeJIHEH9s1q9fj4MHD2L//v0d3pNi7niTBxB3fLzd+4QYm5BTdnLjvvvuc/5/8ODByM7ORq9evfD555/jqaeeklAyeTJ58mTn/wcNGoTBgwejd+/e2LVrF0aPHi3od+fn5+PIkSOi+lS94UmemTNnOv8/aNAgpKSkYPTo0Th58iR69+7Nuxz9+/dHdXU1zGYz/vKXv2DatGnYvXs379/TWXkyMjJEHZszZ85gzpw52L59OyIjI3k9tlDyiDk+3u59UVFRvH4XEIIBKt26dUNYWFiHqJ66ujro9XqJpLpOfHw8+vXrh59++klqUZzjIdexAoCbbroJ3bp1E3y8Zs+eja1bt+Lrr7926aWo1+vR0tKCxsZGl/2FHiNP8rgjOzsbAAQbI61Wiz59+uCWW25BcXExhgwZghUrVkg2Np7kcYeQY1NVVYX6+noMGzYMXbp0QZcuXbB7926sXLkSXbp0QXJysqjj40seq9Xa4TNCz522tL33CTF3Qk7ZabVa3HLLLdixY4dzm81mw44dO1zW9aXi4sWLOHnyJFJSUqQWBWlpadDr9S5jZbFYsG/fPlmMFQD8/PPPaGhoEGy8GGOYPXs2Nm7ciJ07dyItLc3l/VtuuQXh4eEuY3T8+HGcPn1akDHyJY87qqurAUC0OWWz2dDc3Cz62PiSxx1Cjs3o0aNx+PBhVFdXO/9uvfVWTJkyxfl/McfHlzzu3ABizp229z5B5k5QYS0KZ/369SwiIoKtXbuW1dTUsJkzZ7L4+HhmMplEl+WFF15gu3btYkajkX333XcsNzeXdevWjdXX14vy/RcuXGDff/89+/777xkA9uabb7Lvv/+enTp1ijHG2JIlS1h8fDzbtGkTO3ToEBs3bhxLS0tjV65cEV2eCxcusLlz57KKigpmNBrZP//5TzZs2DDWt29f1tTUJIg8s2bNYjqdju3atYvV1tY6/y5fvuzc5/e//z3r2bMn27lzJztw4ADLyclhOTk5ksjz008/scWLF7MDBw4wo9HINm3axG666SZ25513CiLP/Pnz2e7du5nRaGSHDh1i8+fPZxzHsa+++ooxJu7Y+JJH7LFxR/toR7HHx5s8Yo+Pr3sf32MTksqOMcZWrVrFevbsybRaLcvKymJ79+6VRI5HH32UpaSkMK1Wy7p3784effRR9tNPP4n2/V9//TUD0OFv2rRpjDF7+sErr7zCkpOTWUREBBs9ejQ7fvy4JPJcvnyZ3XvvvezGG29k4eHhrFevXmzGjBmCPqS4kwUAKysrc+5z5coV9swzz7AbbriBRUdHs4cffpjV1tZKIs/p06fZnXfeyRISElhERATr06cPe/HFF5nZbBZEnt/97nesV69eTKvVshtvvJGNHj3aqegYE3dsfMkj9ti4o72yE3t8vMkj9vj4uvfxPTbUz44gCIJQPSHnsyMIgiBCD1J2BEEQhOohZUcQBEGoHlJ2BEEQhOohZUcQBEGoHlJ2BEEQhOohZUcQBEGoHlJ2BEEQhOohZUcQBEGoHlJ2BEEQhOohZUcQBEGonv8Po8JzYdnj37cAAAAASUVORK5CYII=\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "plt.xticks(rotation=45, ha='right')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 456 + }, + "id": "tF6fEHES8Juj", + "outputId": "b5ad01a0-800d-4c8a-836a-99e1cf155a7d" + }, + "execution_count": 53, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(array([-10., 0., 10., 20., 30., 40., 50., 60.]),\n", + " [Text(-10.0, 0, '−10'),\n", + " Text(0.0, 0, '0'),\n", + " Text(10.0, 0, '10'),\n", + " Text(20.0, 0, '20'),\n", + " Text(30.0, 0, '30'),\n", + " Text(40.0, 0, '40'),\n", + " Text(50.0, 0, '50'),\n", + " Text(60.0, 0, '60')])" + ] + }, + "metadata": {}, + "execution_count": 53 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "font1 = {'family':'serif','color':'indigo'}\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "plt.xlabel('Shiny New X Axis!', fontsize = 18, fontdict = font1)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 337 + }, + "id": "UkLi-Fxb8QYb", + "outputId": "c62dce1f-1a45-4256-fada-7167546b94a2" + }, + "execution_count": 55, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 0, 'Shiny New X Axis!')" + ] + }, + "metadata": {}, + "execution_count": 55 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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eSrAK2S1th8I2iKbAiTe4C5ZOYt1mRzgvQl2LdwQobINoKlpvcGPTSBE0kyarPBzNZvwRaRJtO1HpJNLsCKsw5oFFGp1xKGyDsAVOVlVcsHQSaXaE1RjywCKMQ+nmCFvhZFVFG/vp1+BcP5nZsANHhDQ7guAYCtsg2ICTVRUDsZ/OWjqJhB1BcAylmyPYQruqwiqGMv44IbSMSRAcw4mDAUEQVkHCjiA4xlTiXArbIAj7QMKOIOwAhW0QBL+QzY4g7ITDhW2oVS7huCAkBJdhx4nGAAk7grAjnDgYcEETS78QTUdwGXacbAxQbkyCcGEMahLndhou/aK1MDphDBbfGCvho9XpdEvd9tK0jJX/EeAYoNyYBEGYxJAm0drPHb+5vQ4vU/leds/VxGY56HKW0LA4w47oBNz2zOVe0zJb/scxxwA5qBCEC2IsV2fbir/gdUdu4kwGUFzTaBcEK1iSYadn+SGIt07WF3TAvUKreWnsNejS0cbf07BFDjgGSNgRhIthSpMIRqllF6koYrNJOlRqBhkXb2FH9jVkXLxlXUFSB8Vc5hwx1Jjv/iVsLbRqMZb+thyNAa6gZUyCcDFMaRLFCLDsIhyUfhGcg4adMJc5J1p8DjKRqbyp9TQtNjKhOGn5H9LsCMLFMKVJnFCH4zoTCOMKFTelX1y5BJK5DDt217adtPwPCTuCcDFMaRJqiJGiTAQAMMbyvbBc+sWcgwagcdBw1iVNcxl27K5ta8v/GG0RHLL8Dwk7gnAxzGkSe9XReMv9DbuVfqESSKYz7EyZONH+mpYTlv8hmx1BuBiWFAN9YMzzEEXMtUtMF5VA0mAyw44bD4VWnaz8Dwk7gnBBtJpEQ4cQaUOHEDuUfqESSPcwmmFHq2kZzGiymDtNy4nK/5CwIwgXRSi5OrXLqvKyaoN2OxE0QtjlSyA5maZlb0jYEYQLI4RcnZYsq1IJpDqcSNOyN+SgQhAE71AJJIJrSLMjCEIQCGVZlXBOSNgRBCEYhLCsSjgnJOwIQSC4opUEQTgVJOwI3nHVnIgEQdgPclAheMWVcyISBGE/SNgRvOHqOREJgrAfJOwI3qCciARB2AtOhN21a9fwzDPPICgoCF5eXujRowdOnTql288wDN59912EhobCy8sL8fHxOH/+PBdNcRioaKXtxxEEQRiDdQeV27dvIy4uDg8++CB+/fVXtGrVCufPn0eLFi10xyxduhQrVqzApk2bEBYWhnfeeQfDhw9HXl4ePD2dP/9dQ1zVQYNyIhIEYS9EDMOwqkLMnTsXR44cwR9//GFwP8MwkMlkmDNnDl577TUAQFlZGUJCQrBx40ZMmDDB7HcoFAr4+/ujrKwMfn5+bDbf7mgdNBr+CFqne2fOHqFSMxi05HfIy6ohghrR4nMIRimKEYAT6nAwEEPq74nDbw6lMASCIAxiqTxgfRkzLS0N/fr1w5NPPong4GD07t0b69ev1+0vKCiAXC5HfHy8bpu/vz9iYmKQkZHBdnMEjas7aGhzIg4Xn8Bhj1ewRbIQKyQrsUWyEIc9XsFw8QnKiUgQBCuwvoz5zz//YM2aNZg9ezbeeustnDx5Eq+88gokEgkmT54MuVwOAAgJ0a+qGxISotvXkJqaGtTU1Og+KxQKtpvNC9Y4aDhKVgmTweFqVaOM7QnikxguWQ6mgciXikqwRrIcInFfAI5XKNLpMfBbUvZ9QsiwLuzUajX69euHDz74AADQu3dv5ObmYu3atZg8eXKTrrlo0SKkpKSw2UxB4GwOGiZtj+KTjWtxNQ8F7tZABKZRDWbdksPuuZqyJvQiFQ55aUbqqi1xyArWhGvA+jJmaGgoIiIi9LZ169YNly9fBgBIpVIAQFFRkd4xRUVFun0NmTdvHsrKynR/V65cYbvZvOBMDhqmgsN/2rwWzPeJ+i9HACgvBO6YCitgAMU1jQZBCIO8NE3F7Ia/paJQsz0vjZ92EYQZWBd2cXFxyM/P19v2999/o3379gCAsLAwSKVSpKen6/YrFAocP34csbGxBq/p4eEBPz8/vT9nQFu00phFSgSNZiT0opWmbI8iqPGu+5eNlimtoqLI/DEE96hVGo3OlJV591zNcQQhMFgXdq+++iqOHTuGDz74ABcuXMDmzZuxbt06JCUlAQBEIhGSk5OxcOFCpKWlIScnB4mJiZDJZBgzZgzbzRE0WgcNAI0EniMVrTRle4wWn4NMVGLbQPMNMX8MwT2XjjbW6PTgVhN3xVhUgj1Yt9n1798f27dvx7x58/Dee+8hLCwMy5Ytw6RJk3THvPHGG6isrMTUqVNRWlqKQYMGYffu3S4ZY6ctWtnQ1iV1oDg7UzbFYJTacGWRxhbUfqAN1yBYw1INmwNN3FVjUQn2YD3Ozh5wHmfHg6eZKS9GoZe/ybh4CxPXHzO4b4A4D1skC5tw1br7G/+l8JweXNUTseAPYNNj5o+bvAsIG8za11oSi0pFXx0MFp8hS+UBlfhpCE+eZsaKVjrCjFZre5SXVTd6IZ1Qh+M6Ewip0aVMEeDVAnD3NNDni4Un6FzZE7H9QM29Kgph2G7HviZuLhZVBGDuthwsSMuDXCHcZ4SoB0/PEGl29dF6mhmbQ9pZy3Ck7CratgL6vScCMFx8QhMzZ3AvNP0aPkL42pLAxgcv6PoAMPpbstgHplYNTCHEZ4QAJ88QbxlUHBaBeZo5WnYVre1R6q9vd5X6e2LM0/+BaPyXgF+Dl46f7N7gFrtplr56jNP8awdBZ5XDg8DGB29EjNL8ZqZ+SxZpaoypEJ8Rl4fnZ4iWMbVY42nGoj3CGI6YXSUhMtSE7WSUoLQ3q5eHBTY+eCXCfr+lLTGmQnxGXBqenyESdlp49DQzhKNmVzFmewRwT3uzJwYM4bvzig0uD2uroxtc+hLY+OAdO/2WpuzBliK0Z8Rl4fkZImGnxdJYLjvFfDlTdhXeMGAIZ/xkOFD1DBhENTpc6/CQsjMPD0VI9b35BDY+XAVtLOr0r7MgguEFMHPQMyIQeH6GyGanRetpZiqfiV9ru8V8OUt2Fd4wkdbqA+VSDBefMHia0eroAhsfroRRe7CfBwK83ekZcRR4foZI2GkRu2lcXwEYzWeSsNhuNiZnya7CCyYM4aK6bfPdv4IYaqOXaLT0JbDx4WokRIbi8JtD8e1LA7B8QhS+fWkAjswdhsVP9ABAz4hDwPMzRMKuPnb2NDOHKQ9Hcqk2gRlDuFgEyES3EC0+Z/QYg0tfAhsfrobWHjw6qjViOwbBTSwS7jOiVmmC8HN+0Pzr7F66lsLjM0RxdoYQWIYMoWdQERw5PwA/vmD2sFdqZyBNrb9kIgLMV0cX2PggBPaMuHLiAUuhDCoCgQ+vQROY8nDk7CF35Be6hQbuYgTofbZ46Utg44Mw4wVsBlafoTpbMdOgRiOjKITo+0RaAdDCwzNEws6B4SyVmKPPTC1Ia3XHKwRXJL0AhVK31ZGSbxPswOozVGcrbijoAI2tmIEIIipGzBu0jOmgcJZKzNjMFCLNZ0eZmVqQ1koVPlI4S1+E3WH9GeIpUbarQ+nCnBjOUomZnZnCcVJiWWAIN+TwQLgGXDxD6nI5q8cR7ELLmA4IZ6nE6rwYjUfBOFhKLDumtSIcCy6eobPl3uhuwXFnFF6ouHiLVhTsDAk7B4SrVGLqcrlFqr6lxwkCciYhDMDFM3TBuwdaMIGQogSGZJeaAeQIwuTf3FBSfa+SA5Ujsg8O884i7sFVKrGz5d6sHkcQQoWLZyjYzwcpSo2duOHqp/ZzivJZlFTrJzPQ5mTdnVto8XcR1kPCzgHhKpXYBe8euM4ENnpQtagZ4DoThAvePay6LkEIDS6eoeiwQJxuPgQvK5Mhh/55cgRhujIZe9TRjc6jckT2gYSdA8JVKjFLZ6bBfj5WtpgghAUXz5D2mnvU0RhcswITat/GK7UzMKH2bQyqWW5Q0GkxmpOVYA0Sdg4KF2mSzM1MX1Ym43TzIZRYl3AKuHiGtNcM9vfGMXUE0tQDcUwdAT8vD4vOp3JE3EFxdg4O2xlUtLFHYqjRX3wOwShFMQJwUh0ONcSUk5NwOrjIQtTwmmqGwaQNx82e9+1LA6jQrJVQujAXwZY0SYbQzkxTdubhWFmEbjt5jBHOCtvPkKFrqtSMySK02pystGrCHSTsiEYkRIbioQgpZRchCJYwVYSWyhHZB1rGJAiCsBOc5bN1YWgZkyAIQmDQqgl/kLAj7Iagao5xiKvcJyc4cmkpC+HCRkiYh4QdYRdcZfnGVe6TExy9tBQhaMhmR3AOZ+WILMCeWhaf99lkhKJJ6UoyGek9RyktxSdC+S3tDNnsCEFgrpSKCJo0SQ9FSFkXQvbUsvi8zyYjFE2qrrSU4UK7db1HRU9NI5TfUsBQBhWCU6wppcImWi2r4XdzlXSXr/u0CLVKU1g05wfNv2rVPU2q/ssR0FR3/z4RyEuDSs0g4+It7Mi+hoyLt7jL21hXWso49UpL2Rm79YEtWPBbEqTZERzDVTkiU/ChZfFxnxZhaMbfPBS4WwNTmtSdna8j/idPXFModXs4sz1WFLF7HEs4hP2VtGKLIc2O4BSuyhGZgg8ti4/7NIuxGX95IXDH1L0z8LojR9uKv/S2claKxjeE3eNYwN4rA01GwFqx0OBc2C1evBgikQjJycm6bdXV1UhKSkJQUBB8fX0xduxYFBXZd9ZG2AeuyhGZgg8ti4/7NInJGb9lBKNU7zNnpWjaD9TYl0z1nl9rzXF2wNzKACCgcjwC1YqFCKfC7uTJk/j888/Rs2dPve2vvvoqdu7cia1bt+LgwYO4fv06nnjiCS6bQvAEV+WITMGHlsXHfZrE7IzfPMUIaLSNE9uj2E3jSAHAaO8lLLbbMpyg7a8NEaBWLFQ4E3YVFRWYNGkS1q9fjxYtWui2l5WV4YsvvsAnn3yCoUOHom/fvkhNTcXRo0dx7NgxE1ckHBUuSqmYgi8ty973qcWgE4UNM3ltkd4T6nCjx7Bue4wYpQkv8GvQR34ym8MOrHUyEaz91RAC04qFDGcOKklJSRgxYgTi4+OxcOFC3fbMzEwolUrEx8frtoWHh6Ndu3bIyMjAgAEDuGoSwSP2TJPEZ9Jde6eDMuZEsTymGYyXCjUOU9djKcpnoTYxF+bE9hgxSuNIwWKsWFOcTARpfzWGViv+PhEwNtrtqBULGU6E3ZYtW5CVlYWTJ0822ieXyyGRSBAQEKC3PSQkBHK53OD1ampqUFNTo/usUChYbS9hH+yZJql+qaL6LzqpHbzp7HWfxoLY5WXVmLjXDbktpPC6UwTDdjsR4NUCcPdsFJv1VtUk7K2JMvidnJeiEbsBYYNZuZSp/pn+dZZRbVu7MuAw5Xi0WrHBOLvFFGdXB+vC7sqVK5g1axb27dsHT092Zj6LFi1CSkoKK9ciXAdnTrprzolCDTFSlIlYhA8hMjbjH7m8kSYlaj8QD+QV4zsHL0VjS/iJQ5bj4UArdjZYTxf2008/4fHHH4eb271OVqlUEIlEEIvF2LNnD+Lj43H79m097a59+/ZITk7Gq6++2uiahjS7tm3bOla6MBdN5UNwQ8bFW5i43ryNe8/wUnT9c2GDGX9rszN+h4gxM4Gl/WOqMrij94FdEMB7jbd0YcOGDUNOTo7etueeew7h4eF488030bZtW7i7uyM9PR1jx44FAOTn5+Py5cuIjY01eE0PDw94eHiw3VT7Qal8CJax1DniXIsH0DV5gtUvJEfXitlwMnH0PuAcB3uvsS7smjdvjsjISL1tPj4+CAoK0m1/4YUXMHv2bAQGBsLPzw8zZ85EbGysYzinWDuTMZbgVpvKhxLcEk3AKieKJtrBHLkUDVtOJo7cB5zigO81XtKFffrppxCLxRg7dixqamowfPhwrF69mo+mWIe1MxlK5UNwhMM5UdgZ6h8OcdD3ml3ShR04cADLli3Tffb09MSqVatQUlKCyspKbNu2DVKp1B5NaTpNSbZKqXwIjhBcELvAoP7hEAd9r1FuTEswO5OBZiajVunvolQ+BIfwFcTuKFD/cISDvteo6oElWDOTqW8boVQ+BMeQE4VpOO0fAXgi8oKl7yvvlpqSUgLpHxJ2ltDUmYw2lY+iEEYDe/1klMqHsAlyojANJ/3jYJ6IrGLJe82rBbBjuqD6h5YxLaGpGprAEtwSBMECrl4s1ex7jdGUkBJY/5CwswRbkq1ymOCWIAg701T7vbNh7L3WPBTwMubhym//0DKmJdiabJVS+RCEc9BU+70zYui9xqiBL01N4PnrHxJ2lmJrslUWE9zyjqsa5gnCQT0ROaPhey3nB8vO46F/SNhZA2lorm2YJwjysDaNgPuHhJ21OJOGZi0OmCKIIFiFPKxNI+D+IQcVwjLIME8Q5GFtDgH3Dwk7wjIcNEUQQbAOeVibRqD9Q8uYhGWQYZ4g7kH2e9MIsH9I2BGWIWDDM0Hwgivb7y1BYP1Dy5iEZdgSWE8QBMEzJOwIyxCw4ZkgHAq1SpMgOecHzb/k1GUXaBmTsBxbA+sJwtWhOFXeEDEMY8iXXNAoFAr4+/ujrKwMfn5+fDfH9RBaBhWhtaepOMt9EIYxFqeqXRkhT84mYak8IM2OsB4hGZ6dZabsLPdBGMZsnKpIE6caPoImOBxBNjvCcXGWUivOch+EcShOlXdI2NkJlZpBxsVb2JF9DRkXb0GldrjVY2HhLBldnOU+HBl7OIxQnCrv0DKmHdidW4iUnXkoLKvWbQv198T8kRFIiAw1cSZhFGcpteIs9+Go2Gv5mOJUeYc0O47ZnVuI6V9n6Qk6AJCXVWP611nYnVvIU8scHGeZKTvLfTgi9lw+pjhV3iFhxyEqNYOUnXmmFqiQsjOPljSbgrPMlJ3lPhwNey8fU5wq75Cw45ATBSWNNLr6MAAKy6pxoqDEfo1yFtoPxB0vKYzNE9QMcMdLKvyZMs34+YEPhxGBJkh2FchmxyHF5cYFXVOOI+6hghgpykR8gKVQM4C4nqzQCsAUZSLehxiCnitrZ/zfJ0Ij8OpLb5rxcwZfy8cCTJDsKpBmxyHBzT1ZPY64x4mCEmypiMJ0ZTLkCNTbJ0cQpiuTsaUiyjG0Zprx2x8+l4+1cao9xmn+FbCgcyYvctLsOCQ6LBCh/p6Ql1Ubq9kLqb8nosMCDewlTKHVhveoo7Gvph+ixecQjFIUIwAn1OFQ183jHEZrphm/fRFwRW2h4Gxe5KTZcYibWIT5IyMAGDVJY/7ICLiJjdlr6qDEsY2orw2rIcYxdQTS1ANxTB2hE3QNjxM8DjTjd3hYcBhxJq2nIc7oRU6aHcckRIZizTN9Gs2QpJbOkCiNlEFIayZsxobE5s6m9dTHnBe5CBov8ocipOYn6gKCEkHbCZWawYmCEhSXVyO4ueYlbHagcJg4tkntERja2Sdg0K0Da57p4/AvHsIOWJmAWzvujDyVvI07tp7pjIu3MHH9MbPHffvSAMR2DGpKU1mFEkELDDexyLqBwWHiWGeZldqsNRMEYFVic6FqPWw+087qRU7Cjk3YLNHCURopY7NS7Vq8o2lDCZGheChC6vBaKuEYWBM7ay+th+1n2lm9yFl3UFm0aBH69++P5s2bIzg4GGPGjEF+fr7eMdXV1UhKSkJQUBB8fX0xduxYFBU5eDqkvDRgWSSw6THgxxc0/y6LbHrKIQ7igJw1o4tWax4d1RqxHYNI0BGcITSth4tnWmsPN5HmAKEOaA9nXdgdPHgQSUlJOHbsGPbt2welUomHH34YlZWVumNeffVV7Ny5E1u3bsXBgwdx/fp1PPHEE2w3xX5wkWOPgzggyuhCELYhNK2Hi2eaNS9ygcH6Mubu3bv1Pm/cuBHBwcHIzMzEkCFDUFZWhi+++AKbN2/G0KFDAQCpqano1q0bjh07hgEDBrDdJG7hyrbGQRyQ0GalBOFoCM0LmKtn2hnt4Zzb7MrKygAAgYGaHz8zMxNKpRLx8fG6Y8LDw9GuXTtkZGQYFHY1NTWoqanRfVYoFBy32gq4KtHCQRopoc1KCcLR0Go907/OMvZU2lXr4fKZdjZ7OKfCTq1WIzk5GXFxcYiMjAQAyOVySCQSBAQE6B0bEhICuVxu8DqLFi1CSkoKl01tOlzm2LMhDsgQQpuVEgSfqFQqKJVKq897oFMLrHu6B1btv4gbFfcm4a18PZD0YEcM7tQC1dX2WR3pGeqNqFBvvXY0pJWvB3qGeje5Tb1b+wDwAQAoa2tgfY/Zhru7O9zcbE+wwKmwS0pKQm5uLg4fPmzTdebNm4fZs2frPisUCrRt29bW5rED1zn2WEwjJbRZKUHwAcMwkMvlKC0tbfI12rgDHzwkRe1dFVQMAzeRCJJmbhCJKlFQUMBeYy3g3QdaoaSyFoDhZzrQR4LLl/61a5vYJiAgAFKpFCJR099NnAm7GTNmYNeuXTh06BDatGmj2y6VSlFbW4vS0lI97a6oqAhSqdTgtTw8PODh4cFVU23DHjn2rIgD0sNAKIQzrsUThDVoBV1wcDC8vb1teoEKhfLqWhQranFXrdZtayYWI9hPguaeEh5bZhsMw6CqqgrFxcUAgNDQpr+fWBd2DMNg5syZ2L59Ow4cOICwsDC9/X379oW7uzvS09MxduxYAEB+fj4uX76M2NhYtpvDPUIt0WIizVhC5CinWosnCEtRqVQ6QRcUxH/2D7bw9PRES38GlTUq3FWr0Uwsho+Hm1MIci8vLwBAcXExgoODm7ykybqwS0pKwubNm7Fjxw40b95cZ4fz9/eHl5cX/P398cILL2D27NkIDAyEn58fZs6cidjYWMfzxNTCsm3NZoylGdOGQoz/Em4RowSR6scRcYZUa66K1kbn7e3Nc0vYRyQSwdfT+lc6wwhfSGp/L6VSKRxht2bNGgDAAw88oLc9NTUVU6ZMAQB8+umnEIvFGDt2LGpqajB8+HCsXr2a7abYF6GUaOEwzRjhPKnWXB2hvcz5ouxOLa6XVkOpurf86e4mhizAE/5ewln+ZOP3okTQzkbBH5rsLeaYvKtpdkC+YDMVWxMRagJgwnKqq6tRUFCAsLAweHq6dohN2Z1aXLpVZXR/+yBvwQg8U78bJYJ2VbgMheALAZQ5EmoCYIJoCgzD4Hqp6VCE66XV8PN0dxotmIq3Ohtch0LYGy5SsVlCg4K5Jy7e4DXVmjMXCiXMM2XKFIhEIohEIkgkEnTq1Anvvfce7t6926TrVdao9JYuDaFUqVFZw36h6G3btuHhhx9GUFAQRCIRsrOzWf8OQ5Bm52zYIxTCXvBlfzSgSUZ5hmC4eCL2qKNNnspFqjWyEwoPPpyUEhISkJqaipqaGvzyyy9ISkqCu7s75s2bZ/W1apRKqNVqiMWm9Z36oQxsUVlZiUGDBmH8+PF46aWXWL++MUizc3QaaCAANMt7AIymceUjFKIpWJOKjS2MaJKe1cVY474Mw8UnTJ7Odqo1rZ2woVapLd+yO7eQ1e8jzLM7txCDlvyOieuPYdaWbExcfwyDlvzO+W/h4eEBqVSK9u3bY/r06YiPj0dammZlo6amBq+99hpat24NHx8fxMTE4MCBA7pzN27ciICAAKSlpSEiIgIhLZqj8NpVnMw4jKcfG4aYLq0xqHt7TH58OK5fvXzvvA3r0LFjR0gkEnTt2hVfffWVXptEIhE2bNiAxx9/HN7e3ujcubOuTcZ49tln8e677+qljLQHJOwcGWNlhQBNKIRfg1m/n8ym6uZ2x972RxOapAgMIALmu38FMRrPdrkoe+KsJZkcGSFNPry8vFBbq8mcMmPGDGRkZGDLli04ffo0nnzySSQkJOD8+fO646uqqrBkyRJs2LABubm5aBkUiFdfnIR+Awbih72H8eVPezH26Sk6G93BvT/jjddmY86cOcjNzcW0adPw3HPPYf/+/XrtSElJwfjx43H69Gk8+uijmDRpEkpKhFc5hYSdo2LOlgUAybkar8uxX2j+Tc5xHEEH2N/+aEaTFAOQiW4hWnxObztXqdaoJJOwEMrkg2EY/Pbbb9izZw+GDh2Ky5cvIzU1FVu3bsXgwYPRsWNHvPbaaxg0aBBSU1N15ymVSqxevRoDBw5EeHg4Wvk0Q7lCgSHDEtC2Qxju69wVo56ciNDWmlSM36xfhSlTpuDll19Gly5dMHv2bDzxxBP46KOP9NozZcoUTJw4EZ06dcIHH3yAiooKnDhhegWED8hm54hYY8typPCChtjb/mihhtjFuxLHKu595irVGpVkYon6YSteUoBpmvbNd5XyXbt2wdfXF8o6e9vTTz+NBQsW4MCBA1CpVOjSpYve8TU1NXpZYiQSCXr27Kn73KG1FE8/k4jpz47FgMEPYMCgB/DwY2Mgk8kgC/DE3/nnMP0/0/SuGRcXh+XLl+ttq39NHx8f+Pn56dJ7CQkSdo4IV2WFhIa9U7FZqCHOf3ooHmG6c+6cQCWZWKChs5FvW2DwcqC6JWBlnB3fk48HH3wQa9asgUQigUwmQ7Nmmtd3RUUF3NzckJmZ2Si7iK+vr+7/Xl5ejcIIvvlqE+a8OgtpP/+KX37egdUfvY+9e/eimxWpG93d3fU+i0QiqDlwbLEVEnYsYjcPLWeMpTOGPVOxtR+IO15SeFTJYehnUzNAjbcUXh3iEGsHBx8qyWQjxtLmqe8CiquAhwTwCrD4cnxPPnx8fNCpU6dG23v37g2VSoXi4mIMHmz95LZPnz7o06cPFrzzf4iNjcW3336L2NhYdOvWDUeOHMHkyZN1xx45cgQRERE23QdfkLBjCbu6hztbLJ057JSKTQUxUpSJ+ABLoWagJ/C0ZpgUZSLehxj28GWlkkw2YHKpv46yq4CnP2Bh0LRQJx9dunTBpEmTkJiYiI8//hi9e/fGjRs3kJ6ejp49e2LEiBEGzysoKMC6deswatQoyGQy5Ofn4/z580hM1Nj8X3/9dYwfPx69e/dGfHw8du7ciW3btuG3336zqb0lJSW4fPkyrl/XTF7z8/MBaCriGKt8wwbkoMICdvfQ0tqyGoUWaBEBfq0dI5bOUrRljnqM0/zLgWZ1oqAEWyqiMF2ZDDn0X1hyBGG6MhlbKqLs6hCiLckk9dfXFqT+npSezBRml/oBqJVAbYXpY+qhnXwARoN6eJt8pKamIjExEXPmzEHXrl0xZswYnDx5Eu3atTN6jre3N86dO4exY8eiS5cumDp1KpKSkjBtmsZON2bMGCxfvhwfffQRunfvjs8//xypqamN8h5bS1paGnr37q0TwhMmTEDv3r2xdu1am65rDsqNaSMqNYNBS343arjWzvYOvzmU3YdAt0QDGJzzO1KIgUDYkX0Ns7ZkAwDEUCNafA7BKEUxAnBCHQ513dxw+YQojI5qbde2UaUFK8n5QROO04Bq37YoiPsYYa1bwbOZCAhoD3hbp4lRkL/9odyYAoA3Dy2hlRVyAurbWtQQ45jasG2CD4cQN7GISjJZg6VL+G7u5o9pQEJkKNWDdEBI2NkIrx5aQikr5CQI1SZDNAGzYSsAxO6AxNfwPjPQ5MPxIJudjfDtoWUPW5arIGSbDGEl2rAVAEZt2/5tLHZOIRwfEnY2otUGTLiKsJ5GiuAOcghxIrRL/Q3T5ombAX5trAo7IBwfWsa0EXIPdz4EaZMRQPFah6ThUr+XFKgNBDyp6LOrQcKOBbTaQEMPLa7SSBHcIyibjACK1zo02qV+AKiuBgoK+G0PwQsk7FhCiNoAuas7AcaygGgTflOICbcwjCYWT6XUeG5KfMnO56CQsGMRIWkDFAvkBPBVvJbQcKdUk2VFrby3TeyucWwhe5/DQQ4qToiQam4RNsBH8VpCw51S4HaBvqADNJ9vF2j2Ew4FCTsnQyg1twgWcKWE30KCYTQanSnKrmqOIxwGEnZOBhX8dCJcLeG3UKitaKzRNcTKvJq2MmWKpoK4SCSCRCJBp06d8N577+Hu3bt2awMbKJVKvPnmm+jRowd8fHwgk8mQmJioSwrNJSTsnAy+a245FGoVUPCHJo9iwR+az0LCFRN+CwGVGUEHcDd2GAaoKQeqSjT/1tMeExISUFhYiPPnz2POnDlYsGABPvzwwyZ9jUql4qXmXFVVFbKysvDOO+8gKysL27ZtQ35+PkaN4t7JioSdk8F7RhdHIS8NWBYJbHpMkzB402Oaz3lpfLfsHiazgHBQvJbQYC5fZsEh4NsJwJaJ7I6dO6VA0Rng1gWg9JLm36IzOvugh4cHpFIp2rdvj+nTpyM+Ph5paZrvrKmpwWuvvYbWrVvDx8cHMTExOHDggO7SGzduREBAANLS0hAREQEPDw9cvnwZBw4cQHR0NHx8fBAQEIC4uDhcunRJd96aNWvQsWNHSCQSdO3aFV999ZVek0UiETZs2IDHH38c3t7e6Ny5s65NhvD398e+ffswfvx4dO3aFQMGDMDKlSuRmZmJy5cv29Z/ZiBh52RQRhcL0LrzN3T+0LrzC0ngGcsC4iejsAOukPhqvC4NUXAI2PcuUHlDf7utY8ecQ4yqttEpXl5eqK3VbJ8xYwYyMjKwZcsWnD59Gk8++SQSEhJw/vx53fFVVVVYsmQJNmzYgDNnziAwMBBjxozB/fffj9OnTyMjIwNTp07VVTPfvn07Zs2ahTlz5iA3NxfTpk3Dc889h/379+u1IyUlBePHj8fp06fx6KOPYtKkSSgpsdxMUlZWBpFIhICAAIvPaQpU4scJ0XpjAoYzurh02iu1SjMLN+rlKNIIkuQcYWlMlEGFFUyVitFDK3zqo1ZpNLqGgk5HE8cOw2g0OBN2wimvLkBpjQg//fQTGIZBeno6HnvsMcycORMzZ87Efffdh8uXL0Mmk+nOiY+PR3R0ND744ANs3LgRzz33HLKzs9GrVy8AmiKqQUFBOHDgAO6///5G3xkXF4fu3btj3bp1um3jx49HZWUlfv75Z80di0R4++238d///hcAUFlZCV9fX/z6669ISEgwe+vV1dWIi4tDeHg4vvnmG5PH2VrihzQ7J4TyO5rAUd35KeG3ffEKAFqE6Wt48tMmBB3Q5LFjiUMMw2DXrl3w9fWFp6cnHnnkETz11FNYsGABcnJyoFKp0KVLF/j6+ur+Dh48iIsXL+ouIZFI0LNnT93nwMBATJkyBcOHD8fIkSOxfPlyFBbeC0s6e/Ys4uLi9JoRFxeHs2fP6m2rf00fHx/4+fmhuLjY7G0rlUqMHz8eDMNgzZo1Zo+3FQoqd1KEmNFFEJA7P2EpXgGAp/+9DCryXMvOs3bsWOIQA+DBIYOwZt0GSCQSyGQyNGumeX1XVFTAzc0NmZmZcHPTnwT5+t4rYeTl5aVbotSSmpqKV155Bbt378Z3332Ht99+G/v27cOAAQMsbr67u/6Sr0gkMuv8ohV0ly5dwu+//26XFToSdk6MkDK6CAZy5yesQSQCPJpr/t+ig2XnWDt2LCwg6+Pri06dOjXa3rt3b6hUKhQXF2Pw4MHWfXfd+b1798a8efMQGxuLzZs3Y8CAAejWrRuOHDmCyZMn6449cuQIIiIMFzW2FK2gO3/+PPbv34+gIPu8o0jYEa6F2aKedXYXcucnGsLV2NE6xJhayhSJNKWJDNClSxdMmjQJiYmJ+Pjjj9G7d2/cuHED6enp6NmzJ0aMGGHwvIKCAqxbtw6jRo2CTCZDfn4+zp8/j8TERADA66+/jvHjx6N3796Ij4/Hzp07sW3bNvz222/W3V89lEolxo0bh6ysLOzatQsqlQpyuRyAZllVIpE0+drmcF1hRwZ/bhB6v2rd+b9PBIwVZSJ3ftsQ+hhoKlyNHZFIk2+zoUNMfSQ+QE2V0d2pqalYuHAh5syZg2vXrqFly5YYMGAAHnvsMaPneHt749y5c9i0aRNu3bqF0NBQJCUlYdq0aQCAMWPGYPny5fjoo48wa9YshIWFITU1FQ888IB191ePa9eu6UIToqKi9Pbt37/fpmubgzdvzFWrVuHDDz+EXC5Hr1698NlnnyE6Otqic232xqSSKdzgSP1qsK2tNS8robXVkRD4GLDYG9MUXI0dSjxtFDa8MXkRdt999x0SExOxdu1axMTEYNmyZdi6dSvy8/MRHBxs9nybhJ2xkinamRnFLjUNR+xXZ9VA+MIBxgArwg7gbuxQSSGDOKywi4mJQf/+/bFy5UoAgFqtRtu2bTFz5kzMnTvX7PlNFnaOGmMldKhfCQcZA6wJO8KuOGScXW1tLTIzMxEfH3+vEWIx4uPjkZGRYfCcmpoaKBQKvb8m4agxVkKH+pWgMUAIHLsLu5s3b0KlUiEkRN89NyQkROeV05BFixbB399f99e2bdumfTnFWHED9StBY4AQOA6RQWXevHkoKyvT/V25cqVpF6IYK26gfiUcbAw4YJZEl4aN38vuoQctW7aEm5sbior0Z3hFRUWQSqUGz/Hw8ICHh4ftX04xVtxA/Uo4yBjQZvuoqqqCl5cXr20hLKeqShN20TBbizXYXdhJJBL07dsX6enpGDNmDACNg0p6ejpmzJjB7ZdTjBU3UL8SDjIG3NzcEBAQoMvd6O3t3SiFFiEcGIZBVVUViouLERAQ0CgdmjXwFnowefJkfP7554iOjsayZcvw/fff49y5c41seYbgJs6OYqxshvqVcIAxwDAM5HI5SktL+W4KYSEBAQGQSqUGJyaCDj0AgJUrV+qCyqOiorBixQrExMRYdC4rJX4oxoobqF8JBxkDKpUKSqVlSZgJ/nB3dzep0Qle2NkC1bMjCIIgAAHH2REEQRCEvSFhRxAEQTg9JOwIgiAIp8chS/xozYxNThtGEARBOAVaOWDO/cQhhV15eTkAND1tGEEQBOFUlJeXw9/f3+h+h/TGVKvVuH79Opo3b25TQKhCoUDbtm1x5coV8uo0APWPcahvTEP9YxrqH9NY0z8Mw6C8vBwymQxisXHLnENqdmKxGG3atGHten5+fjTgTED9YxzqG9NQ/5iG+sc0lvaPKY1OCzmoEARBEE4PCTuCIAjC6XFpYefh4YH58+ezU1HBCaH+MQ71jWmof0xD/WMaLvrHIR1UCIIgCMIaXFqzIwiCIFwDEnYEQRCE00PCjiAIgnB6SNgRBEEQTo/LCrtVq1ahQ4cO8PT0RExMDE6cOMF3k3jh0KFDGDlyJGQyGUQiEX766Se9/QzD4N1330VoaCi8vLwQHx+P8+fP89NYHli0aBH69++P5s2bIzg4GGPGjEF+fr7eMdXV1UhKSkJQUBB8fX0xduxYFBUV8dRi+7JmzRr07NlTF/wbGxuLX3/9VbfflfumIYsXL4ZIJEJycrJumyv3z4IFCyASifT+wsPDdfvZ7huXFHbfffcdZs+ejfnz5yMrKwu9evXC8OHDUVxczHfT7E5lZSV69eqFVatWGdy/dOlSrFixAmvXrsXx48fh4+OD4cOHo7q62s4t5YeDBw8iKSkJx44dw759+6BUKvHwww+jsrJSd8yrr76KnTt3YuvWrTh48CCuX7+OJ554gsdW2482bdpg8eLFyMzMxKlTpzB06FCMHj0aZ86cAeDafVOfkydP4vPPP0fPnj31trt6/3Tv3h2FhYW6v8OHD+v2sd43jAsSHR3NJCUl6T6rVCpGJpMxixYt4rFV/AOA2b59u+6zWq1mpFIp8+GHH+q2lZaWMh4eHsy3337LQwv5p7i4mAHAHDx4kGEYTX+4u7szW7du1R1z9uxZBgCTkZHBVzN5pUWLFsyGDRuob+ooLy9nOnfuzOzbt4+5//77mVmzZjEMQ2Nn/vz5TK9evQzu46JvXE6zq62tRWZmJuLj43XbxGIx4uPjkZGRwWPLhEdBQQHkcrleX/n7+yMmJsZl+6qsrAwAEBgYCADIzMyEUqnU66Pw8HC0a9fO5fpIpVJhy5YtqKysRGxsLPVNHUlJSRgxYoRePwA0dgDg/PnzkMlkuO+++zBp0iRcvnwZADd945CJoG3h5s2bUKlUCAkJ0dseEhKCc+fO8dQqYSKXywHAYF9p97kSarUaycnJiIuLQ2RkJABNH0kkEgQEBOgd60p9lJOTg9jYWFRXV8PX1xfbt29HREQEsrOzXb5vtmzZgqysLJw8ebLRPlcfOzExMdi4cSO6du2KwsJCpKSkYPDgwcjNzeWkb1xO2BFEU0lKSkJubq6eXYEAunbtiuzsbJSVleGHH37A5MmTcfDgQb6bxTtXrlzBrFmzsG/fPnh6evLdHMHxyCOP6P7fs2dPxMTEoH379vj+++/h5eXF+ve53DJmy5Yt4ebm1sirp6ioCFKplKdWCRNtf1BfATNmzMCuXbuwf/9+vfJSUqkUtbW1KC0t1TvelfpIIpGgU6dO6Nu3LxYtWoRevXph+fLlLt83mZmZKC4uRp8+fdCsWTM0a9YMBw8exIoVK9CsWTOEhIS4dP80JCAgAF26dMGFCxc4GTsuJ+wkEgn69u2L9PR03Ta1Wo309HTExsby2DLhERYWBqlUqtdXCoUCx48fd5m+YhgGM2bMwPbt2/H7778jLCxMb3/fvn3h7u6u10f5+fm4fPmyy/RRQ9RqNWpqaly+b4YNG4acnBxkZ2fr/vr164dJkybp/u/K/dOQiooKXLx4EaGhodyMnSa5tTg4W7ZsYTw8PJiNGzcyeXl5zNSpU5mAgABGLpfz3TS7U15ezvz555/Mn3/+yQBgPvnkE+bPP/9kLl26xDAMwyxevJgJCAhgduzYwZw+fZoZPXo0ExYWxty5c4fnltuH6dOnM/7+/syBAweYwsJC3V9VVZXumP/85z9Mu3btmN9//505deoUExsby8TGxvLYavsxd+5c5uDBg0xBQQFz+vRpZu7cuYxIJGL27t3LMIxr940h6ntjMoxr98+cOXOYAwcOMAUFBcyRI0eY+Ph4pmXLlkxxcTHDMOz3jUsKO4ZhmM8++4xp164dI5FImOjoaObYsWN8N4kX9u/fzwBo9Dd58mSGYTThB++88w4TEhLCeHh4MMOGDWPy8/P5bbQdMdQ3AJjU1FTdMXfu3GFefvllpkWLFoy3tzfz+OOPM4WFhfw12o48//zzTPv27RmJRMK0atWKGTZsmE7QMYxr940hGgo7V+6fp556igkNDWUkEgnTunVr5qmnnmIuXLig289231CJH4IgCMLpcTmbHUEQBOF6kLAjCIIgnB4SdgRBEITTQ8KOIAiCcHpI2BEEQRBODwk7giAIwukhYUcQBEE4PZQI2oX5J1uO3euycOaPyyi+VIaaKiU8vN3Rso0fZJ0DcV9vKboPaotucW3h4eWuO+/5DitQfKlM93ni/CGYtOB+q767tvou/m/YV7hxWYH/7n0abbu1Yu2+uOQx0X/1Pnv7eWBZ5ouQdQo0ek7D/tLSlH4TAg37oD4f7H8WPR/oAAA4feBfvPXgV42Oiby/PRYfSLSpDZ+/shs7PzuJkA4B2PDPDIhEIpuuZ4ptH2Xg25RDmDh/CJ54jZ00XjV3lBjrvVj3+cequXrPGME+JOxclM0pB7HlvT/g19IbI2b0Q5f+MgSE+OBOeS0u/inHr2szcTztbwDAS58+jNHJMbpz/7t3EpS1Kix/Lg3nTxU26fsvn7mBs0evAgBO/nLBYYTdypxpAIBfVp/CL2syUaWowaJxP+DjY89D4mn4cdL21/Ed+fjq7QN4b8/TCJQ1R0Cwjz2bzhraPlg2JQ0XMjW//6T37kfs4+GQhgXojuvSX4aVOdNw9dxNLH1qG556ZzDixnWDp49tL3VlzV0c+CYXAFD0byn+Si9AVPx9Nl3TFOmb/sKdilqkb/qLNWHn4eUOTx93VFcq4eUrIUFnB0jYuSBHt5/D5gWH4BfkhU9OPI/g9gF6+yOHtEfC1D54a+hXyD92rdH5rbsEAQA8fCRNbkNYVAgeej4KxZfKcP/EyCZfx950iAwGAPjXE1QFfxVhTdKvmPXFSIPnaPvrQt3EoHWXIIR0COC2oRyi7YPkjaOQ3HcD7taq8POqUxjxcj941hsTnj4StOkahGVT0hAxuB0mvjsEYrHtGtjRbedQXnJH93nvF9mcCruJ7w7Bj0uP4onX2U3O7B/sg+qCUr2xRHAH2exckD3rsgAA0aO6NBJ0Wjy83DF50VDO2uDmJsasL0bi/d+eQZCsOWffwzUDnwgHAOz7XzZ+2/gXz62xLx0ig/H0/CEAgNKiSnz+yp5Gx3ybcgiFF0ow+8vRrAg6QCPcQjsFomMfTamXjO36wo9tBj0ZgU9PvojB47uzel3/Vt56/xLcQsLOBZH/cxuAxt5kim4D2yJuXDfIOhu3R7k6yamj0KarRnNb8/IvKDhdZOYM52LsGwPRqW8oAODg5lwcT8vX7Tt79Aq2Lj6CaZ8lILidPyvfJy+4jdO/FyB+Sk/EPxcFAFDWqHDgmxxWrm9PtBqdfzAJO3tAy5guiKevZqkpa/dFKGtVcJe4GTzOXeKGeVvHWXRNxa0qfDP/II7v+BulxZUICPZBzOguSHz/Qfj461dpnvvAl8g9eEn3edjknnh142iT+6evfhTfLfwDh7/Pw40rCvi28ETvh+/D5EVD0bK1n+7YbxYcxLcphxq1r74ziCHHiYZtsBRvPw+8te1JzI7+AtWVSiwa9wOWnXrR7ETCGBW372DHsuPI+Ckf8ou3wagZBMqao/uQdhg1Kxr39bpXuNKYA0jDe9n7v2yseGEnnng9Fs8vjTd5vrVOM27NxHrLmav+8wu6D24HN3c3fJK4AwOfCMfQZ3ta0wUm2fe/bIhEIgxN7AlPHwm+mLMPd2tV2PtFNkbOjDZ4jiGHmvpOMob272LewW8b/8Ky59IabW9ISWE50lacwKlfLuDmFQVqqpQIlDVH536h6JPQCXFjwxs9AwB0NltHtd06GqTZuSCR97cHAFzNv4WUEd/i4p9NczLRorhZhXce+gZtwlvi/7Y/ibnfj0WgzBc/rzqFlBFboFbrF9ZITh2JlTnTMGB0F4PXa7i/tvou3h3+DTx93PHa5sfxf9ueRFivEOz/Kgfz7v8S1VVK3bkjXu6HlTnTdDaxweMjsDJnGka83E93jNZxYuTM/vDwaoZPTryAZ99/sMn33y6iFV6ps9ddP1+CZc+nmTnDMP/8JcfLkZ/ju4WH0WtYGP5v+3gs+PVpPPxibxz54SyS+27Az6tPNbqPPsM7AgD6DO+IlTnTGt3Lka15AICjP57T267rh1ei4Rfk1aifLKX+cmZJYQXWv7oX65P3oObOXSStHWH19YyhVjNI33gaPYd2QKu2/mge6IXokZ0BaOymWmeZhqzMmYb5P09AM3fN6y5hah8kp47U2//ApEj4tvDEh0em6BxwBozpipU50zDrf4ZtsQDwb24xXu6+Fr+uycTQxJ54J+0pLDqQiLGvxyL/2DWseGEn1ifvNXiudvnSj5Yx7QIJOxdk3BsDERjqCwDI/q0As/pswCu912FzykGcO3YVKpXaquvt/jwLL376MEbO6I/O/WQYMLor/rt3Ejy83ZF35ApO7/9X73hpWAt0iAyGT0Dj2a6h/Ud+OIvhL/bGU/83GF2jW6P/iM6Yv2sCglo3R+HF2zj0ba7u3IBgH3SIDEbCtD4AgKy9/yC0Ywu92bOnjwTtu7fCqV8vYvCE7ujSX6anHTaFIU91x+hXNR6rR388h58+PWbV+YpbVUgZsQUl18vx8tpH8dInD6P3Q/ehx/3t8eTcOLyf/iwYNYPPZ+5G3pEruvvoEBmM+5/W2JLyj19Dm65BevdScfsO/kovAKBZvr6QdU8gaM//+/g1DBjTFR0ig5usZYx9YyA699MsZ6ZvOo19/8tGcupINA/0atL1DJG15yJuXlUg/rleum0P1S1lAsDeL/40eF6HyGD0f7QzJtYJ5H3/y0bJ9Qrd/tuFFTj07RnMWDcC3Qa21Tng+AZ4okNkMELqeZg25Jt3D6DidjWe+zAeT8yJRfdB7RA+oA0end4P7//+LJpJ3GCsipo/aXZ2hYSdC9JC6ouPMp5D/xGdddv+yS7C5gWH8FpsKia1+hifTtmBs0evWHS9+6JC0KNOW9Ti4++ps+Wc+eOyTe31C/LGgw2Wwpq5u6HHA+2NXv/hF6Lg7uGGytJqHNyc22h/1t5/UHihBI8l9bepbfV5fmk8Ioe0AwBsfDPd4v4DNLFct66VI7RTIIa/2LvR/i79ZYiKvw9qNYMflhzR2xczqiuauYtRWVqN7N8K9PYd2/E3PH0laNutJQDNxKE+N66U4e8T1xD3ZITFbTWEdjmzWd2SuHe9358t9m74Ez7+Hoh9PFy3rU9CR7SQaiZuBzfnouaO0tjpGDc3Dt0GtoHqrhpLnvoRZTcqcet6OT6atB3DpvTCoHHW98GVvJsAAC/fxp7Jsk6BSJjaB/dFSRvtA8hBxd6QsHNRgtsHYP6uCVh5eirGvTlQ9zIEgIrb1UjfdBqvx23EB2O3okpRY/JanfvLDG7Xao+35RUG91tKx76hBj35glo3r7t+ZaN9/q18EDeuGwDoLf1p+WX1KXSJlrH6QnZrJsab341FYKgv7irVWPLUNpTdrLLo3MPfa4RQ5JB2RgOk24RrHGFyDlzSWxr2DfBEr2FhAICjP+oLs8Nb8zBgdFcMGh9hcP+RH87CJ8ATvYZ2sKidpmjV1h9+LTUv7srSaqxJ+tXma2opu1GJEzv/xqDxEXoxaW5uYjz4TA/Nd5bVNBLm9XFzE2POV2Pg5SvBrWvlWDpxO5ZO2AZvf09MWzG8Se2SddE4b218Mx2Zey420uL+81mCXoxqfe45qJBmZw9I2Lk4HXqEYMriYViTNx3/+3cm/rMyARGD2ur2H912DksnbjN5jeZBhpeqJF4a/ydl9V2b2uhn9Pqal16tketr7U8Xs+Q4d+yqbnvx5TKc/Pk8RiRZb58yRwupL+ZuHYdm7mLcvKrAR09vb2SzbMidilqdh+xvqdkY1Wyhwb9dK09qji+vRcVtfVf7gWM1gv3Yjr91y9CVZRpNL25cN53gv/Z3iZ7H6OGtZzFgdFc0czfspGQN62btQWVptc5794/v8nC4zl5oK+lfnsZdpVrngVmf+suae7/INnkd6X0t8NJyjWD7K70A+ceu4vXNj+vFB1rD5EVDERDigxtXFJifsBnPtVuB1S//ghO7/oayxvS4d/fQ9HkzIw5iBLuQsCN0BLcPwGNJ/bH0jyn4+NjzOs3p1C8XcOlMsdHzxG7cDiOxW9Pis7oNbIuwXiEA9LW73Z9nwjfAk/W4KS0RcW3x/EcPAQD+3PcPvk05aPL4yrJq3f+HT+2DFdlTDf59dnoaVuZo/hp6ew4Y0xViNxEUN6t0nqzHduTDw6sZoh66Dx0ig3UhElrt5+Y1BfKPXdUJQls4npaP3zb+hRc/eQhvbHlC5wyyevovuF1km2YPAPu+yEabrkHoFtum0b52Ea10qwtnDl3C9QslJq/18PNR6P2wJghd4uWOgJCma1btuwdjVe5/8PSCIQgJC8DNqwr8siYT7438Ds9IP8XX7x6AslbV5OsT7EHCzgW5U1Gr94I1RNeY1nhu6TDd50u5N7huFidotbsjW89CcasKd5UaN/WHXogymt6LDUa9Eo37n9Zkhvlu4WFk7rlo9Nj6bukSz2boEBls9q+hJubf0huRQzQ2TK3X5ZEfzqL/Y511oSUDx4brtmv/9fbzQNRDtmUfKbtZhc9e+hkxo7rgkWl90alPKCa8q3EGUdy6g1XTfrbp+mePXsGVszdx7e9bRrXeC6euAwAYRuOAYorb8gpczJLDrZkYVYoafPLsT2a1b1P4t/TG0/Pvxxf/zMSyzBcx/q04tGrrh8rSamz57x/4dPIOg+d5+kjQrnurJmuVhHWQsHNB1s74FW/Hf232uI697xnWHXWp5YFJkfDx90Bt9V3s/SIbR348C8WNKjw6nf0lzIbMXP8YOvQIhlrN4ONnfsKNK42TQQMa5wbpfS0AAFfP3TJ5zf3f5ODQd2cM7tNqaBnbz6GitBp/7v1HT2vT/v/K2Zu4dKYYR344i+hRXYzGWVrKqmk/QyQW6cIvAODJeXHoGtMagGZpNf3LpmeX2bPhT3j6uOPTky8a1XqXZ72k03bTN5026VG87PmdaNXODym7n4bYTYTcQ5exddHhJrevPp36hCLx/aHY8M9MjHxFE/d3aMsZg799l/4yrM79D7oYsXkT7ELCzkW5fOYGqitrTR5z61q57v9hPYO5bhInePpIMDRR48n569pM/LzqFPo+0skuuSk9vd3x1rYn4ePvAcXNKnz/vvEX6uCnNA4kZw5dMuoQ9G9OET5+5iec2Pm3wf2xj3eFSKSJdds073c0c3dD34ROuv0de4fqhOrOz07i7JErGGTjEub+r08jY/s5JG8cBf+W97wK3dzEmP3laHh4a+yq62btxc1rCquvX1Veg8Pf5+GBST3QqW+oUU33vigphk3W/M4l18uR+esFg9fbteokcg9ewuubH0fUsDBMeGcwAGDzgkPIP9E4D6w5Xu2/AZve+r3RdrdmYjzz3r3g/JJC25dyCdsgYeei1Ny5i03zGj+k9/YrsbkuE0nfRzohtKPjpgx7tG4ps6igFHmHr3DimGIMWadAzP5yNEQiTVorYzzxWixatvFDzZ27+PL/9jfar7qrxrpZe9HMXYyxbww0eI3A0OboNlDjXLT780z0e7RTo6Va7VLmnnVZ8PSV6ALSm8LNawqsnbkHI1+JRl8D12ndJUi3FF5ZWo0VL+yy+jv++C4P1ZVKi36zEUn9oHVkNeSocuXcTaS+/hte+vRhtOmq8T5+6u3BiBzSDqq7anw06SfcqTA9AWxI2Y0qHPnhrMGQB62W7unjjnYRjat6rHhxJ8b5LsZnU63vF8J6SNi5IG519p6dn53Em0M2Yc+GP3E24yr++UuOnIOXsP2TY5jZax3yDl9Bl2gZZn+pn0ZLXnAb/+YWo6ZOMywrrsS/ucUoLdaEANy8psC/ucWoLNXYBStLq/FvbrFuZq89v+F+ecFti84vrfu+srrvq6ms1Tu/IW3DW6Lngx0AaLzx+iY0/QX/b26x3ndrP1eUGreBxozqiifnxZm8bvNALyz4ZQJatfXDrpUnsejJH3Dq1ws4f+o6Dm7JxWsDU5F76BJeXjsCYT1DjF5HK8wYBgYdT7TbGAaIfqwz3D2st1tq73n5czvh4dUMDz7TA//mNnZgkhfcRuSQdujQQ7MqkLXnIrZ9lKE3Voyh/Y13r8tCu+6tIBKLTGqGN68pcFep1sW0ndx1HmczrurGxb+5xfj4mZ/QLjIY4QPb4K5SM/Eov3UHT86Lg7uHGwovlGD19F907auoG3dFBaWN7l17vkgkwvXzJZg7ZBP2f30a+cev4ezRK9i16iQ+GLsVYrEI01c/0igOT3GrCnu/yEZ1pRJ71v/JaSJrQoOIMRbeTzgtKpUaZ49exV/pBfj7xHVcP1+CUnkFaqqUcPdshhZSX9wXFYK4cd0w+KnujWLcGuau1KLNq/jplB1I33S60X5tzkZj52vzFZo731j+S1NFQQ9vzcPi8T/i+Q/jbapJZqxwaXLqKMRP6WVwH6BJdTU/YTP+3PcPviiYaXQZtUpRg52fncDRbedw/XwJlNV30ULqi8j722PM7Bh07G06LrD4chmeb78CHl7N8M2NOQadH55rvwI3LpfhrR/HYeAT1i9jGuuDhnkjjf3OgPkcnIZ+Y1P5S42NGUAzLhq2Q/sbmMqlGtIhoFFuzIbn37yqwIFvcvDnvgJcybsBxc0qQCRCUOvmiBjUFqNnxRiN5Vzx4k4c/PYMHpgUiZnrHjN4DMEeJOwIl2DnypNIff03bLqWzGoKK4IgHANaxiRcgj3rszBkQncSdAThopCwI5yOnZ+dwM66bCMAcHr/v/j3dDFGvsJeHkyCIBwLqmdHOB0FfxXhxK7zkHUOhFszMVZP/wWDn4owa+8iCMJ5IWFHOB3turdC1p5/8N+RW+Dt74nokZ3xn88S+G4WQRA8Qg4qBEEQhNNDNjuCIAjC6SFhRxAEQTg9JOwIgiAIp4eEHUEQBOH0kLAjCIIgnB4SdgRBEITTQ8KOIAiCcHpI2BEEQRBODwk7giAIwun5f6dqf73kzazRAAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.style.available\n", + "plt.style.use('fivethirtyeight')\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y1 = np.random.randint(0, 100,50)\n", + "y2 = np.random.randint(0, 100,50)\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1)\n", + "ax.plot(x,y2)\n", + "fig.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 304 + }, + "id": "XuGzLify8g8X", + "outputId": "aad608f8-f7cb-403e-8e7b-b7f2c86e060b" + }, + "execution_count": 59, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Session: Subplots and Combining" + ], + "metadata": { + "id": "A03VHgzR8x4c" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests\n", + "np.random.seed(613)\n", + "x1 = np.arange(50)\n", + "y1 = np.random.randint(0, 75,50)\n", + "x2 = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y2 = np.array([110, 180, 240, 99, 220])\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "\n", + "fig,(ax1, ax2) = plt.subplots(ncols=2,\n", + " nrows=1,\n", + " figsize=(7, 3))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 584 + }, + "id": "4MFx62tW89bV", + "outputId": "2f4dd4dc-7a9e-4d52-dce4-095b14d98dbc" + }, + "execution_count": 61, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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ZMzVq1Cjv9oiICKWlpcnj8WjDhg2dnu/o0aN67LHHdPfdd2vy5MlWSgEAAJ1gKeiLiookSfHx8W3GHA6HJGnnzp2dnu/RRx9VUFCQVqxYYaUMAADQSZbu0ZeVlUmShg8f3mbMbrcrPDxc5eXlnZpr48aN+uyzz7Ru3TrZbDbV1NRYKcXL7XZ36XVon8fjafU3fIfe+g+99R966x+hoaHd9l6Wgr7lgblBgwa1Oz5w4MBOPVR3+PBhLVmyRDNnztTUqVOtlNDGoUOH1NjYeFZzoK3q6uqeLsFY9NZ/6K3/0FvfCQoK0rBhw7rt/Sw/de8LCxYsUL9+/XxyyT4yMtIHFaGFx+NRdXW17Ha7QkJCeroco9Bb/6G3/kNvez9LQd9yJn+6s/a6ujrZbLYzzrF+/Xo5nU598MEHuvDCC628fbu68/JHXxISEkJv/YTe+g+99R9623tZehiv5d58y736n6uurtbJkyc7vBxRUlIiSZo9e7ZsNpv3z+jRoyVJ+fn5stlsiouLs1IaAABoh6Uz+tjYWK1cuVIFBQVtVrDLz8/37nMmY8eO1alTp9psP3XqlDZv3qzLL79c8fHxuuKKK6yUBgAA2hHgcrmaO7tzQ0ODbrrpJh0+fFhOp9P7Wfqamho5HA4dPHhQ33zzjYYMGSJJqqqqUm1trex2uyIiIs4494EDBzR69Gg5HA59/PHHZ3FIOBtut1sVFRUaPHgwl+l8jN76D731H3rb+1m6dB8cHKzVq1erqalJU6dOVWpqqtLT0xUXF6e9e/dq6dKl3pCXpIyMDI0dO1Zbt271eeEAAKBjlp+6Hz9+vHJzc5WVlaWcnBzV19crOjpaGRkZSkpK8keNAACgiyxduof5uEznP/TWf+it/9Db3o/vowcAwGAEPQAABiPoAQAwGEEPAIDBCHoAAAxG0AMAYDCCHgAAgxH0AAAYjKAHAMBgBD0AAAYj6AEAMBhBDwCAwQh6AAAMRtADAGAwgh4AAIMR9AAAGIygBwDAYAQ9AAAGI+gBADAYQQ8AgMEIegAADEbQAwBgMIIeAACDEfQAABiMoAcAwGAEPQAABiPoAQAwGEEPAIDBCHoAAAxG0AMAYDCCHgAAgxH0AAAYjKAHAMBgXQr6Xbt2KTk5WVFRUYqMjFRCQoJycnI69drm5mY5nU6lpaUpJiZGUVFRuuyyyxQbG6uXXnpJbre7KyUBAIB2BFt9QWFhoWbMmKHQ0FAlJSUpPDxcW7Zs0Zw5c1RZWan58+ef8fU//vijkpOT1b9/f8XFxcnhcMjtdqugoECZmZnatm2btm7dqvPOO6/LBwUAAP6fpaBvaGhQamqqAgMDtW3bNo0aNUqStHjxYjkcDmVmZmratGmKioo67RxBQUF66qmndP/998tms3m319fXa9asWcrNzdU777yjBQsWdO2IAACAl6VL94WFhdq3b59mzpzpDXlJioiIUFpamjwejzZs2HDGOfr166fHH3+8Vci3bE9LS5Mk7dy500pZAADgNCwFfVFRkSQpPj6+zZjD4ZB0diHdr18/Sf9/1g8AAM6epaAvKyuTJA0fPrzNmN1uV3h4uMrLy7tczNq1ayW1/4sEAACwztI9+traWknSoEGD2h0fOHCgdx+rnE6n3nvvPV1zzTWaNWtWp1/HU/q+5fF4Wv0N36G3/kNv/Yfe+kdoaGi3vZflp+79YdeuXZo7d64GDRqk999/X/379+/0aw8dOqTGxkY/Vtc3VVdX93QJxqK3/kNv/Yfe+k5QUJCGDRvWbe9nKehbzuRPd9ZeV1fX5iG7juzevVt33XWXAgICtHnzZo0cOdLS6yMjIy3tjzPzeDyqrq6W3W5XSEhIT5djFHrrP/TWf+ht72cp6FvuzZeVlenXv/51q7Hq6mqdPHlSY8aM6fR8u3fv1vTp09Xc3KzNmzdbem2L7rz80ZeEhITQWz+ht/5Db/2H3vZelh7Gi42NlSQVFBS0GcvPz2+1T0daQr6pqUmbNm3STTfdZKUUAADQCZaCfsKECRo6dKg2bdqkkpIS7/aamhqtXLlSISEhSklJ8W6vqqpSaWmpampqWs3z3Xffafr06WpsbNRHH32ksWPHnuVhAACA9li6dB8cHKzVq1drxowZmjp1aqslcCsqKpSZmakhQ4Z498/IyNCGDRv0+uuv695775UknThxQtOnT1dNTY0SEhL0xRdf6Isvvmj1PhEREXrkkUd8cHgAAPRtlp+6Hz9+vHJzc5WVlaWcnBzV19crOjpaGRkZSkpK6vD1tbW1crlckqS8vDzl5eW12Wfw4MEEPQAAPhDgcrmae7oInDvcbrcqKio0ePBgHrzxMXrrP/TWf+ht78f30QMAYDCCHgAAgxH0AAAYjKAHAMBgBD0AAAYj6AEAMBhBDwCAwQh6AAAMRtADAGAwgh4AAIMR9AAAGIygBwDAYAQ9AAAGI+gBADAYQQ8AgMEIegAADEbQAwBgMIIeAACDEfQAABiMoAcAwGAEPQAABiPoAQAwGEEPAIDBCHoAAAxG0AMAYDCCHgAAgxH0AAAYjKAHAMBgBD0AAAYj6AEAMBhBDwCAwQh6AAAMRtADAGAwgh4AAIN1Keh37dql5ORkRUVFKTIyUgkJCcrJybE0x48//qgVK1ZozJgxstvtuvbaa5WamqojR450pSQAANCOYKsvKCws1IwZMxQaGqqkpCSFh4dry5YtmjNnjiorKzV//vwO52hqatI999yj/Px83XzzzUpMTFRZWZmys7P11VdfKS8vTxdddFGXDggAAPzEUtA3NDQoNTVVgYGB2rZtm0aNGiVJWrx4sRwOhzIzMzVt2jRFRUWdcZ7169crPz9fM2fO1N/+9jcFBARIkt59912lpaVp2bJlWrVqVdeOCAAAeFm6dF9YWKh9+/Zp5syZ3pCXpIiICKWlpcnj8WjDhg0dzpOdnS1Jevrpp70hL0lz5szR0KFD9dFHH+l///ufldLgQ0FBQT1dgrHorf/QW/+ht72bpaAvKiqSJMXHx7cZczgckqSdO3eecQ63261vv/1WI0aMaHPmHxAQoN/85jc6deqUdu/ebaU0+EhoaKiGDRum0NDQni7FOPTWf+it/9Db3s9S0JeVlUmShg8f3mbMbrcrPDxc5eXlZ5xj3759ampq0rBhw9odb9ne8l4AAKDrLAV9bW2tJGnQoEHtjg8cONC7T0dzREREtDveMndH8wAAgI7xOXoAAAxmKeg7Otuuq6s77dn+L+eoqalpd7yjqwYAAKDzLAV9y7359u6fV1dX6+TJk6e9995i6NChCgwMPO29/Jbt7T0HAAAArLEU9LGxsZKkgoKCNmP5+fmt9jmdAQMG6MYbb9QPP/yggwcPthprbm7WF198obCwMN1www1WSgMAAO2wFPQTJkzQ0KFDtWnTJpWUlHi319TUaOXKlQoJCVFKSop3e1VVlUpLS9tcpp89e7Yk6bnnnlNzc7N3+3vvvaf9+/crOTlZAwYM6NIBAQCAn1gK+uDgYK1evVpNTU2aOnWqUlNTlZ6erri4OO3du1dLly7VkCFDvPtnZGRo7Nix2rp1a6t57rnnHjkcDm3atEmTJ0/Ws88+q8TERKWlpSkgIEAbN25k/XwfOpvvJmhubpbT6VRaWppiYmIUFRWlyy67TLGxsXrppZfkdrv9XP25zRff+/BzLpdLI0eOlM1m04wZM3xYae/jq94eOXJETzzxhPf/hSuvvFKTJk3SmjVr/FB17+CL3h4+fFhLlizRLbfcosjISI0YMUJTpkzRhx9+qMbGRj9Vfu7auHGjFi5cqIkTJ+qSSy6RzWbTunXrLM/T1NSkt956SzExMbr00ks1fPhwzZs3T/v37+9ybZbXuh8/frxyc3OVlZWlnJwc1dfXKzo6WhkZGUpKSurUHIGBgVq/fr1efvllbdy4Ua+99poaGhrUr18/3XXXXbr44otZP99Hzva7CX788UclJyerf//+iouLk8PhkNvtVkFBgTIzM7Vt2zZt3bpV5513Xjcd0bnDF9/78EuLFi3io6XyXW9LSkqUlJQkl8ulyZMna9q0aTp58qRKS0uVm5urefPm+flIzj2+6O3+/fvlcDh0/PhxORwOTZkyRXV1ddq2bZseeughFRYW6o033uiGozl3LFu2TBUVFbrwwgtlt9tVUVHRpXkWLlyo7OxsjRw5Ug8++KAOHz6sTz75RAUFBcrLy+vS82sBLperuePd/KehoUE333yzDh06JKfT6V1at6amRg6HQwcPHtS3337b4fr5a9eu1Z///OfTrp//hz/8oc+tn++L3tbX1+uVV17R/fffL5vN1mr7rFmzlJubq+eee04LFizw9+GcU3z1c/tzn376qWbPnq0XXnhBixYtksPh0Mcff+yvQzhn+aq3tbW1iomJkdvt1ieffKLrr7++zfsEB1s+1+nVfNXbxx57TGvWrFFWVpYefvhh73aXy6W4uDhVVlaqpKTE0s9/b/fll19q2LBhioqK0ssvv6yMjAy9/vrruvfeezs9R2FhoRITExUTE6NPPvlEISEhkiSn06nk5GTFx8dr8+bNlmvr8c/Rs36+//iit/369dPjjz/eKuRbtqelpUnqeNljE/nq57bF0aNH9dhjj+nuu+/W5MmT/VFyr+Gr3q5Zs0aVlZV65pln2oS8pD4X8pLvettyGfmXP6s2m03jxo2TJB0/ftx3hfcCEydOPOtfbFpyLD093RvykjRp0iTFxcWpoKCgS1cKejzoWT/ff3zR2zPp16+fpL75hRe+7u2jjz6qoKAgrVixwjcF9mK+6u3mzZsVEBCgxMRE/fDDD3rrrbf0yiuv6PPPP5fH4/Ft0b2Er3o7cuRISdKOHTtabXe5XCouLpbdbtc111xztuX2OUVFRQoLC9Ott97aZuxs/s/u8V9pu3v9/JiYmLOsuPfwRW/PZO3atZLa/0/DdL7s7caNG/XZZ59p3bp1stlsp11Mqq/wRW89Ho/27Nmjiy66SG+//baysrLU1NTkHR86dKjWrVun6667zrfFn+N89XO7YMEC5ebm6sknn1R+fr6uu+467z36AQMGaO3atXxyyqJTp06pqqpK0dHR7Z48nc33wPT4GT3r5/uPL3p7Ok6nU++9956uueYazZo1q8s19la+6m3Lk8szZ87U1KlTfVpjb+WL3p44cUKNjY06fvy4nn/+eWVkZOiHH37Qnj17tGjRIh04cEApKSl97lMjvvq5veSSS+R0OpWQkKC8vDy98sorevfdd1VbW6uUlJR2b5XgzDr6tzmbHOvxoEfvs2vXLs2dO1eDBg3S+++/r/79+/d0Sb3WggUL1K9fPy7Z+1jL2XtjY6PmzZun+fPn6+KLL1ZkZKTS09M1ffp0VVRU6NNPP+3hSnun8vJy/fa3v9XRo0e1fft2VVZW6t///rcWL16sF154QdOmTeuTH7E7V/V40LN+vv/4ore/tHv3bt11110KCAjQ5s2bvffq+hpf9Hb9+vVyOp168cUXdeGFF/q8xt7Kl/8nSNLtt9/eZrxlW197bsdX/yc88sgjqqio0Icffqhx48YpPDxcl19+uR599FE98MAD+uc//9knPzFyNjr6tzmbHOvxoGf9fP/xRW9/bvfu3Zo+fbqam5u1efNmjRkzxme19ja+6G3L6pKzZ8+WzWbz/hk9erSk/19W2mazKS4uzsfVn9t80duwsDBFRkZKav+WXsu2vnbp3he9raurU3Fxsa6++mrZ7fY247fddpsktVo9FR0LCwvTpZdeqgMHDrR7NeRscqzHg5718/3HF71t0RLyTU1N2rRpk2666SbfFdoL+aK3Y8eO1axZs9r8aVl46vLLL9esWbN05513+rj6c5uvfm5bAuf7779vM9ayrS99zlvyTW/r6+slSceOHWt3/OjRo5LELb0uiI2N1alTp1RcXNxmrOXfpysPlPd40LN+vv/4qrffffedpk+frsbGRn300UcaO3Zstx3DucoXvU1KStKrr77a5s8zzzwjSbr22mv16quvasmSJd13YOcAX/3czp07V5K0atUquVwu7/bq6mq9+eabCgwMVGJion8P5hzji95ecMEFGjFihCorK72f+27hcrn02muvSfrpFy20dezYMZWWlrb5Zaklx5YvX97qI6BOp1NFRUWKj4/v0i+nPb4ynnT6JRkrKiqUmZnZaknGhx9+WBs2bGiz4lBTU5OSk5O9S+DGxsaqvLxcn332maKiopSfn88SuF3o7YkTJ3TDDTfI5XIpISFBN954Y5v3iIiI0COPPNJtx3Su8MXPbXsOHDig0aNH99mV8STf9TY9PV2vv/66rrjiCk2ZMkX19fX6/PPPdeTIET399NPeRZ/6El/01ul06ve//70aGho0YcIEjRo1Si6XS9u3b9fRo0eVmJjY5pcA02VnZ+vrr7+WJO3Zs0f/+te/dOutt+rKK6+UJI0bN0733XefJCkrK0srVqzQkiVL9MQTT7SaZ8GCBd4lcCdPnqyqqirl5OQoLCxMTqdTV111leXaevxz9JJ/1s9/4403dP7552vWrFl66qmn+mTIS2ff29raWu/ZUF5envLy8trsM3jw4D4Z9L74uUX7fNXb5cuXKzo6Wu+8847Wr1+vgIAAjRo1SitXruxzt0Ra+KK3kyZN0o4dO7R69WoVFxdr586dCg0N1dVXX63Fixf3ye8Q+Prrr9usKlhcXNzqMnxL0J/JqlWrFB0drQ8++EBvvvmmwsLCdMcdd2jp0qXeXxqsOifO6AEAgH/0+D16AADgPwQ9AAAGI+gBADAYQQ8AgMEIegAADEbQAwBgMIIeAACDEfQAABiMoAcAwGAEPQAABiPoAQAwGEEPAIDBCHoAAAz2fz6XEjfN1z1pAAAAAElFTkSuQmCC\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "fig, (ax1, ax2) = plt.subplots(ncols=2,\n", + " nrows=1,\n", + " figsize=(7, 3))\n", + "ax1.scatter(x1,y1)\n", + "ax2.bar(x2,y2)\n", + "fig.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 300 + }, + "id": "WI7sHq3A9H9k", + "outputId": "694f814b-0058-4cd5-f7cc-a05473500631" + }, + "execution_count": 62, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + " ['ax2', 'ax3']],\n", + " figsize=(7, 4))\n", + "someaxes[\"ax1\"].scatter(x1,y1)\n", + "someaxes[\"ax2\"].bar(x2,y2)\n", + "someaxes[\"ax3\"].plot(x1,y1)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 366 + }, + "id": "JFJ8la2d9L9t", + "outputId": "6199d4b0-3cf6-4cfb-c3dc-1de480765f35" + }, + "execution_count": 65, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + " ['ax2', 'ax3']],\n", + " figsize=(7, 4))\n", + "someaxes[\"ax1\"].scatter(x1,y1)\n", + "someaxes[\"ax2\"].bar(x2,y2)\n", + "someaxes[\"ax3\"].plot(x1,y1)\n", + "someaxes[\"ax1\"].set_xlabel('A Big Label',fontsize=18)\n", + "someaxes[\"ax2\"].set_xlabel('Another Label',fontsize=18)\n", + "someaxes[\"ax3\"].set_xlabel('Label 2: 2 Fast 2 Furious',fontsize=18 )" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 412 + }, + "id": "gfifZ3ey9Sk0", + "outputId": "c3d193ac-db36-4090-96e2-133d1e429a59" + }, + "execution_count": 66, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" + ] + }, + "metadata": {}, + "execution_count": 66 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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47rvv8Nhjj2H16tUYM2YMtm7divz8fNTXBy9KhYWFzPcpKAi6E6Ht1PB4tKtVvV5vxH9j5a39TaqVs+v2N2H+ueyQ3rzPXaoX6vmfnMB9g5xxrS8TSdSxYRHP8dJ67dNfufGvfY2wmiRc3tWK3w1wwGnNLkGvdmzi+W6ThRXA/HPtmH+uPdLV93tVm23b7RSGJ4yBVjul0M2uSO3Q4SbjFRipVbUDQLPxlkzEQUqE59133x3x7wEDBuCJJ54AAKxevRrPPfccpk2bltDPPHjwIPx+sbO1pqYm5s+RZcDjs0PNPPb4WrB/fxVYhuK67+0IcF4bALDu+ybc2ulkzOvLdOI5NiziOV4ir/XLwOEmGYCMZ77x4L3qJvxtgAeOLMxPij428f4WjITZbOZGXojMZ9V3jViztxGFNhNu7evEDzva0r0kVdSEpwy03kCJOJ5GrGyv1xhPRE3ks4u0Xg4nT56M1atXY9u2bZg2bVqro1lXV8fcPuR0hrZTo0uXLprbeL1e1NTUoKSkBDZb7H947F+eVJ3rZbdaUF5epnhclmXIn59E8E8Hm4DJjG7durWZMHiIRB0bFrEeL5HXhhOAhH2NEl44UZxVrrXasYnnuyWIVPC3r9yY+VFt67/X7fdg/dUd0bfYmr5FaaDWxxM4ndupVdUOGK+XZ0CWNR1PCrVnF2kVnu3btwcANDY2AgB69OgBk8mEPXv2MLcPPd6rVy/N99YTJrPZbHGF1a4qz1WtnP1xeS73/W3mOgD8PwQ2s8kwFfzpIN5jwyKe46X2WhYBAP8+2IIHhmVf2JZ1bOL5bgkiFfzta3fEv90tMl7b04i+g9gpXkZAqz+n2ydDEtgOCLZUMhLuFlnFeglCofbsIq2Z9Z999hmA003kc3NzMWjQIHz77bfYv39/xLayLOO9996Dw+HAeeedl/K1qhHP9BgaeZh64jlescyJN+ro0WRAk5QIo1NZp5wrua/B2MpGS1CGHE8x4WmsfdWqaAfI8cw2ki48v/nmm1ZHM/rxefPmAQDGjx/f+vikSZMAAH/84x8jLtbPPPMM9u3bhwkTJhjOAYyncpYu1KknnuPFeq1ZIwuiLTUppypywsg0+2VmhbjH4NNxGlvUXcqQ4BQRnkYLtYt0bqHpRdlF0kPtr732GpYvX46hQ4eirKwMeXl5+O6777B+/Xr4fD7MnDkTw4YNa93+xhtvxJo1a/Dqq6/i+++/x7Bhw7Bnzx688cYb6N69O+65555kLzkmYu2Hmc1N3I1MPP1Lo187e1sdNSkPoy32hk0Gb7zxBv76179i+/btaGxsRElJCc4//3zMnz8f3bp1a92uvr4eixYtwuuvv44jR46gpKQEY8eOxezZs+F0Zk9ucSKo4+QfG1l4BmRZtfsCADSeMnFFcjwPN/kN9btUm1oUQjCtnsgQki48L7zwQnzzzTfYsWMHPvroIzQ2NqJ9+/YYNWoUfvnLX2LEiBER25tMJvz973/Hww8/jNWrV2P58uUoLi7GxIkTcc8996R1Trsoen/QdKFOL/F835IkUZNyFehc1o8sy7jzzjvx7LPPomfPnhg3bhycTicOHTqELVu2oKqqqlV4ut1ujB49Gjt37sSIESMwfvx47NixA8uWLcOWLVuwbt06yqkNo7Y584SnVmEREO54ar9fsx+o9coozjHGb1PE8aRQe3aRdOE5fPhwDB8+XNdrcnJycPfddyvaMLUF6EKdeZBrTSSSxx9/HM8++yx++ctfYvHixTCbzRHPt7ScVhePPPIIdu7ciRkzZrSmLgHAvHnzsHTpUixfvhwzZ85M1dINTx3HXfMIiLt0IRI+b2yRAZOY4wkEw+3FOcb4u6RV0Q5QqD3bMMaZR8SEkQpWjLSWdBByrXdMKMWu60uxY0IpFg8pItFJ6KKpqQmLFy9Gjx49sGjRIoXoBACLJegXyLKM559/Hk6nE7NmzYrYZtasWXA6nVi5cmVK1h3OcY8f7x/04POjiR/+EC+ZGGoXFp4QF55GKjDS6uEJACkc4EekgCxsa53dpHOuu5HXYiTItSZiZePGjaitrcVNN90Ev9+PdevWobKyEoWFhbjkkksimtpXVlbi0KFDGDlyJBwOR8T7OBwODB48GBs2bEB1dXVETmgy+eyoFzduOI4jTUGlMLZHLp65pNgwv4nabBaeNrFtAWMVGIk4nl4DHx9CPyQ8M4jQXPfoXMKnd7ux6VAz1uuoGo43lzSRayEIIsiXX34JIDg5adiwYfjuu+9anzOZTJg6dSruu+8+AEHhCYA7YamiogIbNmxAZWWlpvAUGTEMaI+yvfeTulbRCQD/3NeEq78z4+qyHKH3TzbH3Ox1e1pk4e8g1dQKJG7WN7cAeeKOZ3V9MzwepZueDk40ajvjrmYvPJ7MvJ4kc/yzkdCTS07CM4NY8Hm96lz3+z6vx+IhRdzXJ9KhjHctBEEoOXbsGADgsccewznnnIONGzeiT58+2LFjB2bMmIFHH30UPXv2xC9+8YvWSW6FhezG56EJb6Ht1NAzYhhgj7JtkYGPjuQCiLyhXf1VLc6BMS66+49aACgnobm9flRVVaV+QQJ8X2sCoH5RP1bvBooBty+A6O+fxXdH61FVdTwxC4yTgyesANSnRh05dhJVVoHKKQOT6PHPRkLviGESnhnE21Ue7sScAIC3qjxYPIT9fKIdynjWIko600apuwCRDgKB4K/KZrPhxRdfROfOnQEAQ4cOxbPPPovhw4fj0UcfxS9+8YuEfq7IiGFAfVyqyycjgBOK1+xwW9GtWydj/J6OuQEonU0fJJSVGXOU69dmL4AG1W2knDz45Tp4AmLfsdvsQFlZfgJWFz/SIReAZtVtHIVFKCszVv9uUZI5/lmLw40BdLBLsJgM8NsLg4RnhiDLsmZLidCEHNYf+EQ6lPGuRY2QK/vW/iZ4fHbYvzyJq8pzU5I3SjmrRLoJuZTnnntuq+gM0bdvX/To0QN79uxBbW1t67Z1dXXM9wo5naHt1NDbcok1LrVBZjumNU0yDnqt6FWY/suNK9DEfLzZr/87SBV+k0DVt2zS7PUZzpFm2TD72+hXDpiJRjZZDLPeWEnG+GceXx7zYtbHtfj0qA82E3D/jwrxq7OM09OXrqYZgiRJsGrctahNyBFxKFO1Fh4hV/bp3W5UuQM46jWhyh3A07vdGPXmUaF+b7ES/tn7XX4cagxgv8ufks8miBC9e/cGwA+fhx73eDzo1asXAGDPnj3MbUOPh7ZLNqyJQCG21Kg7WqmCV9XeIgMtBu0V6Rb429PYIqNJx58oI81rF/nbSg3kxXltTyOuXHcUnx71AQh+d7M+rsOXx4yR7gKQ8MwoYp3rrsehTPZa1BBxZZNFOj+bIEJceOGFAIIjhaPx+XzYs2cPHA4HOnTogF69eqFz587Ytm0b3G53xLZutxvbtm1D9+7dU1bRrtbofMthYwjP2mb+Go1a2a4m6EO4W2Q0+dk3+qxHDzf6ETBICzyRyUXNBr0pMBIBWcaCz+vwiw9OMt3v9dXGKZ4j4ZlBxDrXPRkOZTwz5nkCN5GurBE/myC06NmzJ0aMGIE9e/YoenA+/PDDqKurw+jRo2GxWCBJEiZOnAiXy4UlS5ZEbLtkyRK4XC5MmjQpZWtXE55ba4zhtvAcT8C4wrNRoN1QYwvQxAm1d3Uoq9dbZOC4xxg2otDkIoMeG6NQ7w3gpg0n8OAOF3ebWgGBnyrSn3RDCBPPhJwry+wJnSeudy1a+ZOpyBtNx2cThF4efPBBXH755fjNb36DtWvXonfv3tixYwc2bdqEsrIyLFiwoHXb6dOnY926dVi6dCl27NiBc845B9u3b8fGjRsxcOBATJkyJWXrVhNuVS4/9rtaUO5M3iWnptGP339ah8+OetHdacGDFxTijMLIamlV4WnQ6UWNAqIrGGpn/206o9CCardSlR5q9KNjbvpbKgn18TSGRjYkB9x+jP/3MeyuVa/6N1IvVBKeGUasc92TMU9cdC2iFfXJzBtNx2cTRCz07NkT7733Hv70pz9hw4YN2LhxI0pKSvCrX/0Kd911Fzp27Ni6rcPhwNq1a7Fo0SK88cYb+PDDD1FSUoJp06Zh9uzZyM1NXSWwlmO49bAX5Wck75Lzyw9O4MPDQWd1X4MfV607hv9dXwqb+fTvltdAHsh0x1PmOp69Cix4/6Ay1eFwYwAD2se7uvipF8nxNOixMQKT3zuhKToBY6UrkPDMYPQIoWTPE1dbi2hFfaJd2XR/dqZBjq5x6NatG5YvXy60bWFhIRYuXIiFCxcmeVXqqIXagWCe5w1n5CXls7+r87WKzhBHPQFsPOjBlafa8MiyzJ3VDkBXVXgqEXI8/TIaOTmevQrYl3kjTC+SZRkNAiFgr4FEk5E46PbjE8HRtEaad0/Csw0Rq1saL6I9P5PhyqbzszMBaiFFJAot4bk1iZXtX3Ecn30Np8VVg0+Gmn4xquOp9b0C2o4nCyMIT1eLDJFv3UiiyUgc03G35E3/4W6FhGcbJVWiU0/+ZLgru25/Ezy+FtitFvy4PDcmVzbWz06GI5xOeDcZNPaUSCRa1deV9X4cbvSjNC/xeYV7G9jC81hYAY1afidgXOEpOqudl+PZPd8MswRE795hAwhPEbcTAKibHZsWHd8LhdqJNoPeivqQKzv/XDv2769CeXlZzE13Y/3sVDvCyUDEyaSxp0QiERFuWw8347qKxIfbv29gi6jjYY6QVlWvYYuLhIQnwNOR+VYTSnJNOBjVu/OQnsafSUK0PzKF2tno+V6M5BqTnUEknVh7fiZC98X+2ZktOkWa4VMLKSKRiISEtySprVJbdzxlALU+9t8sh0ViusyGcDwFCqcAKi7ioccJJuFJtCni6fmZyZ+dLkSczGQMFSDaNiLpZluT1Eh+b72A8GxWv0ob6cIcTpNgPPUET3haDSw8BfskUTslNnqmbRkpx5OEJ5F0QvmTvzrLgXKnGZ3zTCh3mvGrsxz4d5LzCNP52elCxMlM1thTou0iEqreXdsSEf5OBC0BGftd7Pc8ESY81VopAWITgtKBiOMJsIWnzRT8HXdmCM8jTYG0jwmtF3U8KdTORI8gpxxPos2RzvzJbMrd1EKPk0ktpIhE0ugXuwpurfHi/7onrr/oAbcfPG0WGWpX/10Y1fEUFp5e5d81hzX4WGmu8gZbBlDt9qNHfvpkQL2o42nQY5NueH/rrSZlGN5I32H22T2E4Umn8Mtm0QnoK6hqi2kIRPLwaPewBpD4ue37OPmdAHCiOQD/qYuzpuNp0OIi0XWd8Ckfc1iCv25eJ4Hx/z6Ob+sYL0wRwjmeFGpnwhOeDovyGmCkGysSngSRZYgWVLXFNAQieYiGqrceTmyB0V5ORTsQdPVOnlIt2jmeiVxV4ogn1B4SIN05ruZ39S0Y+eZRvFudnkJC4ap2A4kmI8H7+pyMv91GEu8UaieILENPM/x0pCFke7pDW0W0HdHOEz7UNgdQlJOYGxteYVGIY54AOtjNWZ/j6ZeVv6m8U6H2wZ1s6JKnbKkEAPVeGde/exzzf1iAaWc7U/rbFO3jmegcT1mW8W1dCw64/RjU0YYCW2beZPMcT6fV2I4nCU+CyDJibYafzAsOTUjKfkSFmwxg2xEvrkhQDvE+l7bwBDIzx9Prl7n5qyKEHM8cs4SXLmuP69cfx2FG/86ADMz9tB6HGwO4/0eFsX+gTkTmtAOJdesCsozfbKnFC982AgDa5Zjw6qj2GNjRlrgPSRG8r48ZaqfiIoIgkomRCqpoQlLbgJWLmGNmh7C3HG5OmPDcW68eIz/eKjw1+ngaMMdT1O3k4Qj7XQ1ob8PG/+uEn208ji+OsfM6H/ufCzeckYf+7axxfa4owo5nAm8KNh5obhWdQDAP+O5tdfj31R0T9hmpgu94MkLtBrqxor/2BJHlpDusLdJXlMh8WA3YzyyyosimPP8SNbddlmXV4iIgTHhq5HgasYF8vOH/aOeri8OMtVd1xPUV/K4C2xJ0bERIx+Sij48oc4w/OepFo575kwaBdy/lYITaPX4Ypi8zCU+CIJIKTUhqG7AczzyLhAtKchSP/+eYD64EDOA+2RzQ7AV57FTfUK1Qux7h6Q/IOJHgfqQsGgWrvnmwQq65FglPXFSMezldK45rCPREIlrV7kvgV83rEqB1fhgRXh9WJ+O4A8aZeU/CkyCIpEETktoOLOGWa5YwrFSZO+eXgU8ZzpNe1CraQ4RyPLWKi0SF57Nfu9Hj74dQseowLn/zaFInADXG6XjmcQSIJEm4o5+T+Vx40/1kI9rHM5H5iTz3tDaFgjtR6KlqB4yT50nCkyCIpEETktoOrLBwrkXCsFKl4wkAWxLQVok3oz2c454AfAEZbo18SZHioh3HvZixtbbVqfvkqBe3bz4pttgYaIzTomJVN4ewmCRmGsQJIzqegcSFiXkuoVYOsBHhiWjecTdKnicJT4IgkopoX1Eis2GFMHMtEvq3syKfcSHckoBcQq1WSkDQ8RQRFSKN2tftV6aFbDrUnLSK+HhzPPMs6pf4doyWVqkUnqJV7UDiKtt576PliBsRbqidIzyN0quWhCdBEEmFJiS1DVhV4XazBItJwuBOynD750e9cU8L2seZ0R7OMY8fdc3anyNyUa52KzfyBeKvPucRf1W7eiShvV0pAY6nKNQuy7JwVTuQuAIjH0fMZ2KOJ7edEifUbpSZ9yQ8CYJIKjQhqW3ADLWbg8JnKCPc7g0Anx+LL9wu4nieaBZ0PAXcRV4+Z7Icz7iFJyfHM0Q7u3KUZqocT3eLDNbe8VbME4x64TqeGZjjyQqdSwDyzDzH0xjCk/p4EgSRdGhCUnbjC8hgXdPsp4TPsBJ2c+4th5sxnJMDKoJWKyUgGGoXCaOKXJQPcYRnslox8YSnBDBFWzSawpMVak+R41nPcRjb5ZiYlfWJ0oW8YsdMzPFknR5WE2BT3k8AIOFpaOiCRRDJgyYkZR+8kHnuKeFzXgcbcs2SwlWMZ267p0VmjoCMxhcAqgRC8mKOJ/vzklW0wROePHEWDS/kGqI9Q3i6WmQ0+2XkcFyzRMHr4dnezt63RH3HfOFpDFGmB9Z3YjVJ3GMnoq3/d8KHOm8ADqsEp8UEh1WCwyol9O8nCc9T0AWLIDIbmpCUPrjC89QF0GaWcH4nGzYdiiwo+uSIF16/DFsMIud7jVGZ4VQKhOS13KBmv8wVe8lyPHnfa8dcMeHJa6cUoh0jxxMIhts753FsswTBq2hvbzcBdcrHE5WfmE3FRSwRbTUBNk4nEZHz9IHtDVizrynisZJcE76+oXNsi2RAf4UBuHwyRr15FE/vdmO/y49DjQHsd/nx9G43Rr15VHi6glGhHolEW4AmJKUPnltoDxOUQxnh9ia/jC+Px+Z6irRSCvGdgPDUGpmp1q8zWZqF1wKqA0cwRqPWTglgO55AasLtDZwvjbdv3gRVZHMdzwzM8WSH2lUcTwHh6WZMcNJK2dALCU8AC3e4s+6C1eAL4K6PazHglcPo+/JhDHjlMO76uDbjRTRB8KAJSemD56Tkhl2wEt3PU2tGezh7RISnxkVZTXgmrZ0SV3iKuZFajmcxR3imYnoRb+IUTwxrDaIQhTcFKRMdT5aQtJkk8E4PkfPUxTguWikbeiHhCeDfB3xZdcEKhRyz1cEliGhoQlJ64bmF4Y7nDzvawLp+bT0cWz9PkcKiECLC0xsIjsLkcbiJ/3czlcLTZgKzLyoLLaeK1U4JCI4iTTa8qUU8UZ2o75gXss/EHE/WpdxiAjd1RURbs1x2LedcL21eeMqy9p1Upl2wKORItDVoQlJ64YXawx3PXIuEQR2U4faPj3i5jbDVYAlPns4SNbPURgryKtqB5AlPVtgzzyJpOpkheKMTQ7Cq2oHU9PLk5Xjy8k4TZUjyrveZ6Hiyczwl5HD+Foqcp26W40mh9sQiSci6CxaFHLOPTLrxSRc0ISl98BzP3CjnhTW3vcEn478nfLo/kzWn/ex2Vt3vE45aE3n1UHtcH8uF5XjmWSTNxvDh26rBczxT0cuTF3nj5XgmLNTO2bVMbKfE2hebiuMpJDxZOZ7keCaey7tas+aCRSHH7IHydPWRLROS+vfvj6KiIub/Ro8erdi+ubkZixcvxsCBA1FSUoIzzzwT06dPx9GjR1O2Zl7bH3uU8GE1kgeAzTrD7QFZZla1n1lkicudUZukpOp4JmkiDOt7zbOYNEdhAqF+jjHmeHqSP1uRN7WIJ4aTHWqv98qqqRZGhHWtt5gk5HByPEU6A7Adz8RKRWqnBOB3AxzYcsSvCE9n2gULoJBjMkllf1cjtQbKlL62oQlJ931ej7fC2qJdVWbHPRnWFq2goABTpkxRPF5eXh7x70AggBtvvBEbNmzA+eefjzFjxqCyshIrV67EBx98gHfffRcdOnRI+nq5xUVRwudHnWwwS1A0m99a48W0fuKfd6gxwHQZe+Zb0N5uglugbycLNXHD6+Gp9bp4YAnPXIskJK5FwvFWk4QCm6Ro5p4uxzPXzE8jSJQhyTD0wtYkoyjH+H/rQrCEp83Mb6ek5czLsgwX45xLtONJwhPBxNlsuWABwZDj07vdzHB7pjm46SZd/V1F8nQXDylK2uer7Xd8wczkko4JScmgsLAQv/vd7zS3+/vf/44NGzZg/PjxeOqpp1r3929/+xtmzpyJ++67D0uXLk3yalXaKUWJiHyrCee0t+KLY5Gh9Y9qmhGQZZgEjxevlVLPAgs62E3YH6PwVGsin5aqdsb7iobanYIuVbscE+qjehWlop0Sa3JRvo2fn5ioBvJqrl+tN4AijgtsRFjBr3jaKXn8AOvrcVKOZ3IIXbB2TCjFrutLsWNCKRYPKUqquEhWuDtbQo7pJhXdAXjnQDrzdLX2m9Vuw4hkqujUw8qVKwEAf/jDHyL2d/LkyejRowdeeeUVNDU18V6eMPg5nsrHWG2VTjbL2H1SvEqdN6O9h9Ms3OOShZqAPNTEF55JG5nJ+K2JFhflCbpUrPZFLMezJSBj+3Evdp/Un48LAAfdfmw93Nx6rrD+fuZbJVi5FdkJEp4qxyqd89r3NbRgW02zrpsYZqhdAld4aqWEsPI7gcS3UyLHk0Gmj/TLppBjOkmW66h1DujJ003Guaq134t2uHFrp4R/LBGG1+vFiy++iMOHDyM/Px8DBw7ED3/4w4htPB4PPvvsM/Tu3VsRgpckCZdeeimeeeYZ/Oc//8HQoUOTul5+Vbvyb83QEhuW/Ve57ZbDzcLFQd8zCouAoOPZXrDHJQtejqfbF+DOFgcS19w8mkbG95orKDxFc11Zle3RfTyrXC24+b0T+M8pp/qaHnY8eVE7obGasixj/uf1WLrTBQAozpHw2qgOzKr2ApsJNs7lKVGp7Wqh9nS0VPIHZNyxpRZ//64RANA1z4w1V7RHnyLt3wKzuMgscb9DLVHLMxUSXdVOwjOFpDJvL1tCjulExHVcPETfe4qeA8nO01U7J7T2+50DPhKeSaampga33357xGMDBw7EX//6V/Ts2RMAsHfvXgQCAVRUVDDfI/R4ZWWlpvD0eMQcdK/XG/HfEA0etgsmtTTD44n8m3ZekQwJQPQl7sODTbi5QuyS9F2tshgpzwLkw4siS+wKpaGpGR6P8uK7nyN0Q7i9PuHvUA9uhrKwSwFYA9rucK5ZFlpToVW5vyc8gYjXLvmPq1V0AsC/9nlwSUkdflqhnbb1xTFfq+gEgu72T949xhStDrMMtLAHCriavfB44h/jqeacHnV7mMc/rs/j/GZCrK1qbhWdAHCg0Y/ZH5/Eqku0I5Nev/L8MMkByD52sZ67uUX1nDjpZp9XOVB/HQDY7eIpfCQ8U0i68vZIdOonWa6j6DmQjDxdEbddfL91fzwhyE033YQLLrgAffv2hcPhwHfffYfHHnsMq1evxpgxY7B161bk5+ejvj7Yj7ewsJD5PgUFwQtXaDs1Dh48CL9f3LarqamJ+PeRk1aAkf17/NABuBla4Yw8O75tjBSkXx33oKqqVujzvzmRAyDyjbvaAqiurobZYwGgbNskQlXNMVS1KL+HHXUmAPzf3LGT9aiqOh7TZ6rR6MsFEPn3xe9pRMPxetX1AIDJ14yqqirNz7B6lceu3idj7/dVCBnWa79XruO1b+ox3KrdOWFdtfJ4HPXIUN56ABafB0cPNwDIVTx39HgtqqqOaX6eGrIMeAN53Of3HT6OKiTHvo7+zYT4d6Xy+//wsBf791dB69LS5LMjOmOypbkJhw7UwYxc+KOO2Yn6BlRVneC+35569nneVHcCVVX878VsNnNvgFmQ8EwhyXDQiOSQrO4AoufA3EEF2HSoOWGdFkSdVvH91vXxhA7uvvvuiH8PGDAATzzxBABg9erVeO655zBt2rSEfmaXLl2EtvN6vaipqUFJSQlsttNiwnbUDUDpiPTq3o1ZMFRWWY9vGyNdUr/ZgrKyMqF1HPrkBKKFyxntclBW1hEVXg+wzy30PtHkt2uPsjJlDurngWYALuULTpHjyEdZmSOmz+QRkGV4AkqR0KnQiZ5dc4Addaqvb5+fi7Iy7dBE9/pG4KAyD9jZqSs65prQ7Jdx3KdcR43fJvT+0nH2ucGiY4ED3bvlAZ+eVDznKChCWZlSkOohOKiAL7xMzuK4PyMa3m+mlQMuAJEOZYssobhzV80IqPyZ8ndQ4MhDWVkJbObjiE5LtuU5UVbm5L7fnkNeAA2Kx8tLOqCsa2w3cyxIeKaIdOftEfpJtOuo5xxIdJ6uHrdda7+v6GrkuvbsZfLkyVi9ejW2bduGadOmtTqadXVsARJyOkPbqaEnTAYANpst4jU+KIVLjhnIy2VfxHOtbgCRwtMbkITWUdscwElGLl6vwhzY7XZ0zpcBxCY8/ZKFuYZjPvWCmhbJpPs71KKRk4yYb7eg2GEHoC4883PY+xJNJ4cfYBw/F6wos1txmNNBYL/bD1tOjmYngmZB0QkARbkWFOSx1+w3meP+jnnfaevzgfg/g0f0byaED42MrYEmyYaOdnWJ1iIrk1ZyrMF9yDFLitzrFqifp14T+/pU7MiB3c7uwRsLVGWSIqi/ZuaR6O4Aes+BRHZa0FMlr7Xfdw9IrLNDiNG+fXsAQGNj8ELVo0cPmEwm7Nmzh7l96PFevXolfW2sopzoHp7hsPL7RKuWeTPaexYEQ++8Wd8i8PocqvXwVHtdPPAKnXLNYn08RQtCtKYXHXCzd67ZH+ynqgVvuACLQquJ24MyEZOLtIrA0jE2k3ecTwpU2DP7eJ76/pi/MY39ZzWPB6idUkZDI/0yi5Dr+KuzHCh3mtE5z4Rypxm/OsuBf8dYCBbrORBvIZGeaVZa++1McDNhQozPPvsMwOkm8rm5uRg0aBC+/fZb7N+/P2JbWZbx3nvvweFw4Lzzzkv62lhV7bkqFytW1a1oG5kqjhDqkR90h+Jpp8Rri3RYpZUSkJw+nm6OIMmzmhJa1c6fXhQUPgc53zfA76cajh7hmW9Tq8gWfhsuWn8H0zE2k9cRorZZ+3tjz2oP/pc1tSr2dkpU1Z6xJDpvj0g+ie4OkI5zIBa3XW2/edP0KE0kfr755ht069YNeXl5isfnzZsHABg/fnzr45MmTcKnn36KP/7xjxEN5J955hns27cPt9xyC3I54e5EwurjadfreAoKC17Ll5Dg5Dl4IvCEp9q4TCA5wpPnhOWZJVVRH0K09yKrjydw2nE7qLLve+tbMJwzBjUET0CzyLeaYDZJzOlWiejjqdWSKR19PHk9cEXcV9YmlpDjyfibr9VAnud40sjMDIb6a2Y2iRBV6ToH4slXVdvvdE12ylZee+01LF++HEOHDkVZWRny8vLw3XffYf369fD5fJg5cyaGDRvWuv2NN96INWvW4NVXX8X333+PYcOGYc+ePXjjjTfQvXt33HPPPSlZN8sQVAu1x+LGhGC1GAJOO3z5VglWU2x9H7mOZxqEJ88pzLNKMEnBXp5qbqJwH0+OUA/18qxWcTx5/VTD4R0vFvmnnDWbSZmf6EvAd6wlXtPRx5N3DLVEcECWmVOGQqF2GyPjRLOPJ2ct5HhmONnQXzNT120UtM6BZHy/yXBaXT4ZV79ljHny2cKFF16Ib775Bjt27MBHH32ExsZGtG/fHqNGjcIvf/lLjBgxImJ7k8mEv//973j44YexevVqLF++HMXFxZg4cSLuueeelMxpBziOp4rwYbkxATlYdWzRcOe5guyUKyNJEjrYTar5hzlmduiWtR+yLGvneCbBKOPtZ0jQO7SEp6BYYDWQB06PzUxlqL3gVJzdZlbezCTiOzZiqJ13s6PlePL0fOhPLjuPWn0tfMeThGfWkEnijZyt5BA6B5L9/SbDaV24w53WefLhZMvN0PDhwzF8+HBdr8nJycHdd9+taMOUSlh5auqhdvbjHr8Mp4bw5OY+hl0c29vNqsKzo92MA26/opMkSwQ0+GTNcHGi5oiHww21n9pPrTxPUbGQY5bgtEgKt+u4RnERkIQczzDHM7paOxHFRZqh9jQIT973o1VcxHNvrSqhdq3RrsyBBWZo3gzqhYQnoUkqJy61RVL1/Sbabf/3AV9a+9LSzZBxYF3Q1IQRb9Si1y+z+tBHwLtQhzt8WgVGhTYJxz3KcC5rP7TC7LzXxYuWwNYSliIFSCHa2U1wuSL384RAjuc+kVA7Yz9sJqX7ZpaC0Zfg8/rzE0XQeg9DOZ4awpPXGUqtuEgzx5NxrBKd3wlQVTshgEgPSB4yjbjRJJ7vN1biFZ2yrO1AhFfKJ5qQWH96txv7XX4cagxgv8uPp3e7MerNo2hI1GBnQgiWO6e3uAgQC6eyhKfVhIgCOi3hWZRjYrquLBEg0jIoLY6nRihdtLgIYBdknfD44fXLONLE3/8TzQFNsdbICN+OLs/FiC6RRUk398lD+1OtsJj5iQkJtas/7/Hzi32SBe8412rkm/L+/oZ+B6yuYrHMak90fidAwpMQQE8PSCAoCu76uBYDXjmMvi8fxoBXDuOuj2tJDHDQ+/0aAUlCWvvSpkOsE3yYfTxV2ylxhKeAgGOFA6PdPV6ldohCm4m5PqbjqdFKife6eOHnsoZC7er7qCcvj5XneaI5oOp2hthbrx5uZ+1HgU3C30e2xwNDCjH5B3lYPrwID15Q1Po86/xIRHGRSLg+la6nLMvcdkqaoXbO61odT5ZrrJXjyThWie7hCVCondBA78QlCsvrI1MnWskycHlXK575pjmh8+RFofGzxoIlvGJxPEWcQ/bFMfJvilZLpUKbibkGVqswkVB7MrQKb8pOrmiOpw6niiXUj3sCqoVFIfY1+HEup4bNH2ALqzyLBLtFwi/PYo9vjKfrgRoiwrPWG0BJXuxDCPTgDYBZmR5ahxo8Y9aq0kBe68aOdVOXDMeThCehit4ekHpGMxKZNdEqlFP51v4meHx22CxeFNok1HnllPalzVSxnq3wXBu1qnZWKBWIPdQeHXbWml5UZJOY7Z5YYVYR8ZVKx9MhmOOpx/FkNZGv88rY7xIRnnzHs5HzvWilAbCayPsS0EBe5AYhlY4nL8wOaOd48m7STrdTiqWBPCvUTjmeRIqRZVnXtJ1MDBunm0yYaBWeU1nlDuCo14QDjTJqvTIKbBLKHKaETHYSIZPEelvAx3Ft8tQcT87xE3E8mcIzOtQeo+PJcoREQu2pzPHMPeXuajlReoQn6/uSAfzvpPqMekC9sp2V3ymyNmZhTKocT4GJQYmCF2YHgJMxtlMKmf+sbBOt85SZ40mhdiIVRFcLmyUIOVvkRMVGJky04jnZMoB6r4yf9MrDosGFKTuu8TTEJxILz5lTdzzjyfHUFp4ixUXCOZ4CxUWJCANHw/peJZwuGtEOtYvf+PF6ee48ISI8+cJcK0+VR7Kq2kXKDFLpeKoVMtV7ZfgDMsw6Z9db1RxPv3pHExeF2lMDFV1HwsvRlBAUn/lWCS0ymD0gyYmKjUyYaCWWU1mUsvVkglhvK/DCzGqTi3h9PEVcLZaYiXZltNsp8XI8WVXt2o6n1gU9FnjObugz1Jwos8QOV/PgOcQ7j2sLT7VQu0jPVRastSdCD4qI11T28tTqcVrnDaAdJ22EJ6JD3x3r/JYRzA3laUmR/OlE0CaFZ3Sumv3Lk7iqPJf6/yF+Z4ucqNgw8kQrIzrZmSDW2wo84al3chHAniYUDavoRrfjaZOEhGdwapFYcqE3wBfUscAKw4a7tGpV7Q6rvht8nuN5XCDpttodbLvEcth4BVJa4VtrGkPtqRybqZUbXOuV0Y5zyeTti9qs9tBnsgwir19millyPBOA0tELdrKlqusg8Tpb5ETFj5FEJ2BcJ9vIYr0twc1F1DmrHRAr0mHNk44WnkU2E5Szb05TaDMJFRedbA4IO20ev8yt1o8FrZQCNddQb14ez1UTISADVS4/ehUq5YTavHk1WKIpG0PtajmegHqBEU94hgr3eAV8vCENPHc6GTmebU5hUf8/PnqcLR4hJ+pXZzlQ7jSnrOCESC5GL4Ai0Zk+uKF2lQsWr9WSUHERQ5A5o/6umE0S18UDQqF25ePR+yLSPD5EoguMeG2IQqg5UXqnzah9VyLwCoxYxSqAdg9SK+PYJCTULlRcZIyqdkC9wIg/qz3UQF5fVIGV3wmQ45kQqP8fn0Q5W+REZR/kZBM8uMVFMTieWkU6Xr/M7F/Icv862E3cUHFRDsfxjBJ7IhXtvNfGC0uURAhPFWGvZ1wmEL/w5OV58s4Nrabkbcbx1BCesTieFolfXATwxTfP8UxGjmebsp8S4ehlO4l2tkh0ZgfhTnaZw4SOtgDKHCZysomYHE+ezvFq6Dw9VdJqLZUKuTmekWN+RQqLQmitXS8sIZArGmrX6VLlWiTdYjUcXmV7rKH2tLZTSmGOp2aoXUUE854Khdj5edQc4clxp53keMaHUXPVjAQ5WwSPkJM9/1w79u+vQnl5Gex2KhZr6/Bcm5gcT63JKjry0HgFRhYpuD1PGDf7AfupK6NIK6UQiXc8GUVU5nDhyRfWsYw5bJdjQmNLbOqZF2qPtaqddR/rDcQfQRNxTY3STgkATqr0FG3RbKfEfh3vN8ZLi6BZ7QnA6Llq6YZyNAkR2vC9GRFFTI6nzjBgCF6VNMtB400vKrSZIElsxxOI3B/RinYgMY5cOFoTmtQEgZajyEI03M4ar8kNtfPyBmMItQNioXI1RDRlKnM8tdopqYfa2Y+Hvlr+b4z9Oje3AwG1U4obcvS0oRxNgiBEiaWqnadxtGdJixertOM4noU2SXV94cJTT6hdpPm9HliiJDfC8UxccRGgPe0pxAUlNry5P3IC3fcNfua1gp8aoVVcxL8x4bnlIvBcwnBS6njGFWrnVbWfcjwNHGpvc/YV5arpg0QnQRBqxOJ4cgsfNHReIkLtRadUb6Idz1QIz/BpRIlspwSIOZ4d7SacWaTsxeNukXGkSSmSWK2vJJyevsSD1/w+FY5nnVdGIEV1HlqO50kVx5NjULamKXAdT57w5P22KMczMaQjV42cQ4IgspFYcjx5F0WtqnbehZp1ceQJz8JTqobfbiZceCqv7nZzsAhJ+Trm28WEL8Bu5h3ueKo5UbGIBZ5DHE4Xhxk9CtiqcV9DC0ryIp9jHS+nQHN77vkRp7gXSYeQATT45FZnPJkkw/EM5XjyhhnwfmPcdko0qz3xJFMLRs88t5okXFlmpwlJBEFkDbzKXDXH0yKB2eBdS1joqWrnOp4h4clZX0hIB2SZ2U6pu9OCr+uUOY0ixUVev4zFX9bj/YPNqCiwYPa5+TijUOkgctMXBKvaY6lQF3E8u+SZ0SOfLRv2NvgxuCTyMVbPVZG18YqA482jFQm1A8HcykI9M0djRLOPZwztlFqLi3ROB+O2U0qCVmnzwjNZ8Gae04QkgiCyCV5lrprjKUkS7GZJIVq1czw5xUXMdkq84qJQg232Z4TWcMwTAGs5PfLNTOEpIoqmb63Fqu8aAQCfH/Phg0PN+OTaktbwfwiusxu2n7lmiTudyRHDtYVVNBRNN4cZPbnCU/mdiIw3ZcFz6+Lt5SmavpmqPE+tdkp1qlXt7Me1Qu16czxpclEGQROSCIJoC/Aunpp5fIznY3U89eR4aoXaQ84lr7ConCO8tBzPxpYA/rG3MeKxI00BrK/2KLYVcTwlid97M6Z2SoKh9s557KlPLOHJctHiczw1X6qKT1C4pmpeu2YD+ViKi1pD7TqFJ2MtVhM/HzseSHgmCZEJSQRBEJkOy/HMNceWx6clLPRUSXeym5ji86ziYGibLzyD/+X18OSFmrUKo2oaA8ww536X8kHR/pc8ERdLqF3E8ezqMMMkSejhVH4H3zOayDMLpAQq7nlh4ngdT9HiJDXBl0i0hKe7RebuM7edUqvjyX6eJ1hZOZ7JcDsBEp5JgSYkEQTRVmhkXBjtAklcLHGh5XiyqqQBttAymyTcfrYz4rGKfDOuKrefWqO648mraO/uZF/RtRxPnphkhaN5gkRUeMZSXFQskuPpCO57j3zld8AOtav3IuWhVzSJIvp6o4TaAb4I5rm3tlhzPBmh9mTkdwKU45kUaEISQRBtBZ7jqQVLXGg5WqxiFYAvtO4ckI8e+Wasr25GmdOMn//AEXeone94xpafyhKk3Eb5UUKTt9+xOFUifTy7tQpPC4DmiOeONAXg8gUixAprGo7I2pIWatdRXJQKtCYXAcG1dMpV/lh8HOMqke2UkuV4kvBMEleW2fH0bjcz3E4TkgiCyBZYTp9aYVEI1nQares9y0GzmfhCBQCu7ZmHa3vmCa8xJAZYjqdFArrksQWaVisovuPJEp5ijidPGMRSXCRS1V56SgD1LGBLh+8b/Di73en3YYfatc8NnlsnmqPJQzTUnrIcT4H94VW2s/bFLJ3uva23ZRnL8UxGD0+AQu1JY+6gAvQpsii+YJqQRBBENsEKC/PC2OGwihY0XcMYq6RZaDmeRz3Kz+qUa0IuJ0cx1jnzrO9PpLgI4E8AiuU7ybNIqgVhHeym1uPKCrUDynB7oqvatcS9FqKhdqPkeAJALUcEs0R4uGDndYPi/cZcjGNFOZ4ZBs08JwiiLcByPMXEBcvx1F/VHussaa0cT5bTVJzDrugGtBvI89rVsAQpv7jIFPXvxIXaJUlSdT27Ok7vuEhLJX9AZjbaF8nx5Iba42zS7xN8fUbkeDJeGi4r+FXt7M9hO57J0SmGVT9ffPEFJkyYgPLycnTp0gWXXXYZ1qxZk+5l6SI0IWnHhFLsur4UOyaUYvGQIhKdBEEIs3TpUhQVFaGoqAiffvqp4vn6+nrMmTMH/fr1Q6dOndC/f3/MnTsXLpcrJetjiUGRUDvLkYmlnZKIkGGh5XiyhGe7HBNMkgTWn/BYW0GxHhctLuKFQmOdr91OxfLsEjaVqLvTAtYn7AurbGcVnQHac9oBlfzEOB1PXl5kNHUpyvEUcTy5oXbG92sJE+wWkwSWfueG2jlTppKBIRXQpk2bcMUVV+Djjz/Gtddei8mTJ6OmpgaTJ0/GsmXL0r28mKBCIiLRZFNXhGzal0Sya9cuLFy4EA6Hg/m82+3G6NGjsXz5cvTp0wdTp05F7969sWzZMowZMwYeT/LbtrEcT7HiIlaoXf01LFcm1lA737lUdzwBTn5qjMVFrIIp0RxPfjul2C7tai2VuoU5nnaLFCFEQ+wLczy5hWBCxUXsx+NuIG+wPp6ixUUsWKdT9M2cnvOU6Xi2leKilpYWTJ8+HSaTCWvXrsWAAQMAAHfddRdGjhyJBQsW4JprrkF5eXmaV0oQqSebxrBm074kA5/PhylTpqB///6oqKjAyy+/rNjmkUcewc6dOzFjxgzMmzev9fF58+Zh6dKlWL58OWbOnJnUdXqUXXSEcjxZwjOWlkSxXhx5jmdTS7DV3UlGiDMkPG1mCYhaS6w5nqy8VZ5bGJ3j2ZFRie7QyNVUQy3U3sUR+abl+WYciCrAOuQ+/W/RXqQseE3LRYuDeBipj6csy9zjHA6/uEjd8QSCN1fRU19Z56k/IDPD/m2muGjTpk3Yu3cvxo8f3yo6AaCwsBAzZ86E1+vFqlWr0rhCgkgPoTGsT+92Y7/Lj0ONAex3+fH0bjdGvXkUDfH+VU4h2bQvyeKBBx7AV199hUcffRRms1JJyLKM559/Hk6nE7NmzYp4btasWXA6nVi5cmXS18m6YMXseGrmeCauAMIkSZxwf9BxZOXChYQZS9jFWtWup7goWrRd3k3ZHeWKMnvMETa1lkrRwpPljoY7hbz9FREzLKcO0Bb3Whipj6cvAIgsh5vjyXixwvEUjCpwj1WMzrkWhhOemzdvBgCMGDFC8dzIkSMBAFu2bEnpmgjCCGTTGNZs2pdk8OWXX+LBBx/E7NmzceaZZzK3qaysxKFDhzB48GBFKN7hcGDw4MHYt28fqqurk7pWZqhdqGWO8rFU5ngCbGe2yS9zXaYIxzOKWIuLRNspWRltowaX5OCBIYVoZ5NghoxLO1vx0AVF6gtRQa2JfNco4VnI2DZcJDVybh7jCrXHmePJm28eTSpC7bx0imi4Ve2MfYk+P5jnKeM75AnPZOV4Gi7UXllZCQDo1auX4rmSkhI4nU7s2bNH831Ecpu8Xm/EfwnjQMdGyVv7m1THsK7b34T55ya/P2wijo1R9kUNuz09n9/c3NwaYp8+fTp3u9DfyoqKCubzFRUV2LBhAyorK9GtW7ekrFWW5ZiLi2LK8WTO/o7dP7GbJdRDGTI/ybnYF7U6njHkeHJUj6jw5In5X57lxI09zPju+2r06dEBdoF+nDzUHM+uUTmdRYw7B3eL3Jo2o2e8aTS8UHu8RqSocG08NaoyGXPKQ2illYTg53iyQu2R/2Y5x6w8V17+cZvJ8ayvDzodBQXsPpf5+fmt26hx8OBB+P1ivRNqamrEF0ikFDo2QWQZ8PjsUAtSeHwt2L+/CqmqY4v12BhxX6Ixm81cQZds/vSnP6GyshLvv/8+M8QeIvR3sLCwkPl86G+oyN9L0SKk6JsO3sXTCr/me5pl5cWuOSCrvo5VsJIjaX8WD5ZGc3tbUFPPfr98U/CzrBIjPO5TX0cDxxJ1t8hoamqKCI83NCsTZ/PM/OPU4vMh1xz/jXq+iX/NLDb74AlL6HVwtq2pb0IHuwm1Tey1WAI+aB0umVeI1eyLq2BOT3FSTUMTM4dW92dybtRr3WL65ISHfV41M25kLFLk70f0PD3hZiRqA7AJ/I5D6LlRN5zwTBRdunTR3Mbr9aKmpgYlJSWw2WwpWBUhCh0bJfYvT6re8tutFpSXlyV9HYk4NkbZF6PxySefYNmyZbj77rvRt2/flH2unht14PRNR30LACinAnnd9aiqOqH6Hs2NVgDWiMcCMrB3fxVYRosvALTIys/yN7pQVXVSdOkRmAPKG6A6twffHXIByFFs7609iio5ALTkAIi8KWhoakZVVRX3s064lK8BAL8M7N1fHRFePsnY1ir7Vd8fiP9G3V9vAqAUEMVWGUcPRqZsyG4LAOXv/+v9B9GUK6PqiBms77Dh+BFUaViXwf6fymN9vLYeVVXHVV+rhtefCzAbQSn56vuD8OQlLuQefWz2uiUAuZqvO9HUwjzubo/yHAn4vJHb+sXO07117OPeVHscVVXafxf03qgbTnhq3aU3NDSgqKhI8330qG+bzZa2sBqhDh2b01xVnqs6hvXH5bkp/a7iOTZG2xcj0NLSgilTpuDss8/GnXfeqbl96G9lXV0d83mt6FE4IjfqgPKm43BjAIBS9HUqLkJZmfpFtcOJRuBAk/K1XboxQ3zBvEvlZ5UUF6CsTClSRMj/X62y7NeaA1N+AQC3YvsflJWgrNCC/G/qgKgpPbDYUFbWiftZ/q/qALCdpXadu0aErgPfKLctsFtRVtaR+fpE3agfz2sB/qc8n8qcFpSVRd4Idm9pBvYoe8Xmti9BWXsrcps9YH2HPbsGv0M1/AEZ+Eh545LjzEdZGbu1mAgtW5WitcAqoZ7VSqh9Cco6WBWP64V3bI4e9wHQjkY0+CV069ZNUTAm/bcWQOS568zNiTgH87+qA1xR55xVeZ5+bfYCaFB8dvfSDijrnHjjx3DCM5TbWVlZiXPPPTfiuZqaGrhcLgwcODANKyOI9DJ3UAE2HWpWFOVk4hjWbNqXROFyuVrzNjt2ZAuMUaNGAQBeeOGF1qIjXs576HFWvnw0ekV+6KZD9rKFVL7dqvmeeTnsUKzJmsPMU/S3sD+rMFf7s3jkWsyIvnh7ZQmuADvFoTQ/F3a7GblWF6KFoVeWVNfRFOCLDL85B/awUvlmxrYOq1lzP+O9Ue9c0AJAKTy7OpXfcUcnACiFpwfBbZvhY35GO4cddru29DBJyqrvgKT9HfCQZZkZZOmYa0I9Y6RRI2I/r1hEH5uAYP6oNwDI1hzFqFY/w7nNsUR+P3bGedoSUJ6nPolTTJeXA7td6VrHi+GE57Bhw/DQQw9h48aNGDduXMRzGzZsaN0mUajlUBHphY5NJPlWE969uiMe2t6ADQc88MmAVQJGdrVj5jn5cKaw92W8x8ZI+2IUcnJyMHHiROZzW7duRWVlJa666ip06NAB5eXl6NWrFzp37oxt27bB7XZHVLa73W5s27YN3bt3T1phEcAf+SdS1a63ZQ6vWCWeli+sqnZPi3ZVO3PcZ4wN5IFQmyhz2L9j6xQQL+04OY3RFe0AUGhjrydUDMM/XmL7YTNBMXKTVVAjCu/wdLSbUVmvFJ7Jbqkk0jw+xMlmGXlRao1Z1R711bJymFl52S5es/8k/R02nPC8+OKL0aNHD7z66qu49dZbW3t51tXV4aGHHoLNZsMNN9yQkM+y2+1pKyAg1KFjw8ZpNeEPPyzEH37ILihJBYk6NkbYFyORm5vLncw2ZcoUVFZWYubMmTj//PNbH584cSL+/Oc/Y8mSJREN5JcsWQKXy5X05vG8fpMifTx5FcN6hWesk4sAdj9Oj1/GCYbwdFikVsEZ0+QiFaER3WqJJQSS1cw7nHyrCT8otODrukiX7EedlOHWQlY/LJxuRRRPVTsQPD+iRZJWyyo1eBXtHThiO9lN5EXbKQFBMR8t/ln7Y436TbF+Y6zdavPtlCwWC/7yl79g3LhxGD16NK677jo4nU68/vrrqKqqwoIFC9C9e/d0L5MgCCLtTJ8+HevWrcPSpUuxY8cOnHPOOdi+fTs2btyIgQMHYsqUKUn9fJ7jKTK5iNdyiTvSLwnCk+1cqo/LDL5O+V6aPUg5rhKg/B5ZrZeSJQKiuWdQASa/d6J1MNOPOtpwdXdlyLmI07Yp5BSyjpdJ4o8qjcZmkoCoVlfxOJ68Vl0dc9UFdLIQbacEsEVwC0t4Ru2KaNsvXo/ZNtNOCQAuuugivP3221i4cCHWrFkDn8+Hvn37Yv78+bjuuuvSvTyCIAhD4HA4sHbtWixatAhvvPEGPvzwQ5SUlGDatGmYPXs2cnO1q2bjgRcuFHM82Y9zotz80G0cgoy1Tl4D+aII4SnmJIWQZVnV8YzeN5bj6UzSFJlo/q97LjZd0wkbqj3o4jDjx+W5zDA/N9Tu5YfaHRZJeKpSLAMG1GiReY4n+0Ss452ICYIXLWDBOh9Z55st5gbynD6ebcXxDDFo0CC8+uqr6V4GQRBE2lmxYgVWrFjBfK6wsBALFy7EwoULU7yq+BxPXo4nr9ciz5VJvOPJFp7tNISnmoPV5JehJjPC983rl5n5e6lyPAGgb7EVfYvVK7pzzcGRo9ECKOR4shxePcdKNEwsCs/xLLBKyDErw/jJDrXzfjssWGsRmtXOEO+s3xfrRkeC2A1kLLS9DH6CIAgiIfAcz7wk5HjyXJm4cjw5IzNZOZ7FOae3ZQnPgMwOfwJ80Rwi3B108abIpFB4iiBJEjPPs7Y5uC+s46UndBvt3gFxhto5r7Wa2fuR7FC7HseTNb2I9XOIDrXzRrvKUe4vy413WsXdab2Q8CQIgiBiIi7HkxNq5wkEXqg9nhA0KwcuIAPHPfodT4DveqqF2YFIEeLiFnoY73LNyvNUy/HM07EPbNEUR6idc17ZTBJz/Kea4/lutQdzP63Ds1+7T3Uk0I8ux7NZuS3rdxIt1lnnqQwg+tCwboySld8JGDjUThAEQRibeKra+e2U2Ntzq6TjcAJ5BU4sTRBRXMTRT16/HD2MCYC24xnuDvJa2zhT0E5JL6w8T60cT1FYOZ4qHak04elIq4m9H7x2So/sbMC9n53us7q6shFvXNlBEebWgvfbUZZUKUWwLLPTMURmtQNBAW8Ne47V6iuZDrvxbqEIgiCIjIDn8Ik4nvpD7clopyT+2mKbiOPJfi0vTSBEuEjjidRU5niKwnIKE5bjyRBNPDdcBF7usJXneLIKevwyHtwROeHnoxovPjjUrHs9rDQVsxTprLeuJUp48sxSq6K4iL1d9HfBctnj6Y+rRZsUnl988QUmTJiA8vJydOnSBZdddhnWrFmT7mW1CQ4ePIjly5fj2muvRb9+/dCxY0f06dMHEydOxGeffcZ8TX19PebMmYN+/fqhU6dO6N+/P+bOnQuXSzk1g0gsS5cuRVFREYqKivDpp58qnqdj07aJy/HkbMMNtSeh5YuIQA5RbNcWnnrTBFjPp7rCOB7UczwTX1wUX1U753NMQCEzZUD5gv2uFtQzHv/yGHtKkxqNjH3Js0goylHud3SxG+88iz4cvPM0WlMzQ+1JPN/aXKh906ZNGDduHOx2e0SP0MmTJ6O6uhp33HFHupeY1Tz55JNYunQpevbsiUsvvRQdOnRAZWUl1q5di7Vr1+Lpp5+OaJnldrsxevRo7Ny5EyNGjMD48eOxY8cOLFu2DFu2bMG6deva3EzvVLFr1y4sXLgQDocDbrdy5jIdG4LneIpM2eH0H9dVXGQzKSt59cDppMNEzPFkr50XPg8RLtIauI6n8XwidlFOALIsGy/UznM8zWzHM7Qf4QU2rKIzADgeQ2d7luNpb11L5PtFu6+87yH6t8ByjQHlb4zZN5ZyPBNDS0sLpk+fDpPJhLVr17ZORbrrrrswcuRILFiwANdccw3Ky8vTvNLsZeDAgXjzzTcxfPjwiMe3bt2Ka665BjNnzsTo0aORkxOcD/vII49g586dmDFjRsRklnnz5mHp0qVYvnx50qeztEV8Ph+mTJmC/v37o6KiAi+//LJiGzo2BEtcSOCLynB4YW5e25t4HTQWPAHJoliguEjv1KUQTSKhdgPmeLLcuRY5eKxYRTd6jld02BiIz/HkVcTzcjz9cjAEnR/m/J1kFPkAwDFGMZoWvLGoxQz3Ndrx5O2LSHERwBCeTMeTQu0JYdOmTdi7dy/Gjx/fKjqBYB+8mTNnwuv1YtWqVWlcYfYzZswYhegEgKFDh+LCCy9EbW0tdu3aBSCYQP3888/D6XRi1qxZEdvPmjULTqcTK1euTMm62xoPPPAAvvrqKzz66KPMuex0bAiA7fDlCjYJ5+V48lxDVqg9XhdQT5/C8Dnm/OIi9uOJaKdkxBxP3tjME80BZr6rHjHDEk3xtVNiP86rageUTiPX8YxBeDJ/O2aJ2SmgNiq8z3M8o79eXucIpeOZ2lB7mxKemzdvBgCMGDFC8dzIkSMBAFu2bEnpmojTWK3BctCQ0KmsrMShQ4cwePBgOByOiG0dDgcGDx6Mffv2obq6OuVrzWa+/PJLPPjgg5g9ezbOPPNM5jZ0bAiAHy4UIRF5kil1POMJtWsUF7kjcjx5E5qMd7nmCbZDbrYC11dcpHyMJ+xF4DueEjPHE1A6jazBAkBsjicrP9pu4bd2CoT13uTti6KBPPc3dvr/y7LMTAVJZjsl453JSaSyshIA0KtXL8VzJSUlcDqd2LNnT6qXRQCoqqrC+++/j9LSUpx99tkATh+viooK5mtCj4e2I+Knubm5NcQ+ffp07nZ0bAiA3YtQ1EXkuYZ6wtXxCk+RXNQQIqH2mIuLwiwsfo5n5jieBxvZClFXjidzclE8oXb241YTmOFtQFx4xuJ4sn47weIi5VoCcuR54eMI8OjDIZLjyZuqlczzrU3leNbXB3tvFRQUMJ/Pz89v3YZIHT6fD7feeiuam5sxb968VsczdCwKCwuZrwsdRzpmieNPf/oTKisr8f777zND7CHo2BAAx/EUvKrwQu1GzPF0WqSI9XLTBDgCUyvUHi5CWD0VgeQ6ULHCyvEEgION8U+ZSlU7JZtJQnuO8IwOrfMdT7+iEEkLfnER+z1qmwOtQt/HmTsfnRfLvUGKON943SIox5PIUgKBAKZOnYqtW7di0qRJuOGGG9K9pDbLJ598gmXLluG3v/0t+vbtm+7lEBkA0/EUvGDxW73wXMP4RjCyEHVno10oXjV87I5neI4nO+xpStL4wnjgOZ7cULsOF42VWeBljHsUhRtqN0sR+bvhRDuZPOHp8Wsf42hY7ZR4xUVAZC9Pfk/SyH9zczzDvgt+ageF2hOClgvT0NDAdUOJxBMIBHD77bfjlVdewfXXX4+HH3444vnQsairq2O+XsvBJsRpaWnBlClTcPbZZ+POO+/U3J6ODQGw89RyBVsUWaRgBXw03HZKrIbkcV4cRR3P6KbevBAmr4E8r2AohFaOpxF7eAL8HM9EhNpFxz2KohZqj9fxBPTnebIcz1xOaycgstCJlzKsaCAvMB2M1+qLRmYmiFBuZ2VlJc4999yI52pqauByuTBw4MA0rKztEXI6X3rpJYwfPx4rVqyAyRT5gwsdL17ebehxVs4uoQ+Xy9Waj9mxY0fmNqNGjQIAvPDCC61FR3Rs2jYsx1O0uEiSJOSYlWKN5+awczxTU9Ue7ULxGs/rWTvveZZINWIrJYDdhggADnIcTz3hW55o8kaNexSF33Sd7zJGO568qvbQtt3zxdfDvGnj5HgCkZXtaoVS4YiF2lPfRaFNCc9hw4bhoYcewsaNGzFu3LiI5zZs2NC6DZFcwkXnddddhyeeeIKZT9irVy907twZ27Ztg9vtjqiedrvd2LZtG7p3745u3bqlcvlZSU5ODiZOnMh8buvWraisrMRVV12FDh06oLy8nI4NAYDj2ugsIImuBGdd22VZZjqB8QoyXigymmjHU20GNgteODNEpPBMbU/FeCjguHMHOI6nrlA7N50BcLCfUkXN8bSYJBTaJMW0ItHiIkCf4ynLMrcwjxtqD/tstbnz4XDH0oqE2inHMzFcfPHF6NGjB1599VXs2LGj9fG6ujo89NBDsNlslGOYZELh9Zdeegljx47Fk08+yS1ikSQJEydOhMvlwpIlSyKeW7JkCVwuFyZNmpSKZWc9ubm5WLZsGfN/P/rRjwAAM2fOxLJlyzBgwAA6NgQAdvsgPfPPWQKO5Rp6A+z51Kmqao8WA3obyIv08QzlLrKEpxEr2oGgYMtnrO1wIkLtKo5nLGi5hKxw+3FdwlO815OPcz7nctopRX92i6jjKdA5ghtqJ8czMVgsFvzlL3/BuHHjMHr06IiRmVVVVViwYAG6d++e7mVmNYsXL8aqVavgdDpxxhlnKEQLAIwePbq1wf/06dOxbt06LF26FDt27MA555yD7du3Y+PGjRg4cCCmTJmS6l0gTkHHhmAXF8WXx8cSb7xQdapyPItzokOY7O14ukTL8ZQRTDnItaR+fGG8FNpMaIjq78NzF3VNLtLZskoLflV78L/t7CbsaYjcj/DQui8go17lBiJapKrB+t0Ap/p4cjoFhBcX8b5fW9R5yb9BOv3/+Y4nCc+EcdFFF+Htt9/GwoULsWbNGvh8PvTt2xfz58+PmBFOJIf9+/cDCOYUPvDAA8xtysvLW4Wnw+HA2rVrsWjRIrzxxhv48MMPUVJSgmnTpmH27NnIzc1N2dqJSOjYEOziIj3CU/kYS3jy8tDidTxF3dlox1Pv1CXe+sNpbAkg12LmOJ7GDU4W2iRUu8W21XO89E6H0oKnGUMCl+l4hoXP63jxbca2WrB+NwCQZ5aQaw7mPkePfz8ZEWqPs4F8hONJOZ4pYdCgQXj11VfTvYw2yYoVK7BixQpdryksLMTChQuxcOHCJK2KUEPtmNGxabvIssys4uYV3rBghVNZxlGy8tAsJgkWSbtSWlFcJHBBD0ek1Y67RUZ78OZmG9vxFCXeBvJA7I6nj9eC6FSbKq0Z6Sc0hKWeHE/eDYr91LjZIpsJNU2R7xfueHKr2qO+MpGWZdw+njSrnSAIgjASvJQ2PY4nczqNnlB7AsKBIq5ntCjhtYLiOp4CwrOpRUZAluFiFVEZWHjyqrBZ6BEzvMr1mEPtGgU57RnNWRt8cuv5qJbfCegTnlrnM3NsZvPp13Ar9KPOZd49QYTjyVlLMs85Ep4EQRCEbtRcG1GYOZ6Mi2oym1yLrDe6ql2SJKZgZYlmXkV+NI0tMleQOJNYYRwvoo6nWeILIRYJD7UzziuzBJhPCdzoYxwilOep1koJAI7rKC7iTbgKnVNa7mu8s9ojcjx5aSw6biD1YtyzmSAIgjAsanlqorCECLO4KIlNrmNxPAFlIQfAFuMef3DWthbuFplbYWxox5PTyzMax6kwsiiJLi5iibVwA7a9xvSihDqenJu2UGFeIeN8Ewq1R73MYpLAMo612inlWaRWQZ4MSHgSBEEQuuEJz3gdT5ajle5QO8sNYzqezPxUMUHS6JNV8u2MKzxFHU+9x0qtgXwssI5N+Gfw+meGnM6TXvXP1VPVznM8Q2kqxQwxHzEyU6UZfjRaLcuYOcVJ7qJAwpMgCILQDbclTJw5nuxQe3Kq2gGxJvKsPEbm2pkV+WJCqbFFRgO3wti4l+pkCU/ecdEoLufCdjxPr4nneLYKTw1Hs94rC4ti3o1UyPFknW/1Xhn+U/vAa5LAyshgOfPNGjmeyb7RMe7ZTBAEQRgWXo6nrj6egg3kuU5gAnIftdabb5WYhS4sgc0UnoLDxRtbAmnpqRgvosVFeTrFc6KLi3wMJz18Sdwcz1CoXUDxirqe3N+OmV9cBJxu6cTL8WQ6nszz9PT/Z+V4kuNJEARBGA5uqF2X46l8LJUN5AHtJvK8EKxwfqqw8OTneLKmAxkF3rz2aPSKGZEelHpgCdbwPFJWH0/gtJjUyvEExPM8tQrzeC5yqIG92vjPaFhiVCvHM9kOOwlPgiAIQjeJcDzZrqFyO54TmIocT57w1HKSQog0jweCwpO3rZFzPHnuXDR6hSdP+yQy1B6+dN5xDlWra1W1h2+rhVbOMu94h272RKvaAU4uMuV4EgRBEJkGN08tCTmevM9KRVW7LuGpoxUUazt+T0XjXqpTXVzEE11asDR9eDjfZpZQwBB8J5LheGpEC3jnZOhmT0+oXSuqkI6BBcY9mwmCINoYHo8Hc+bMwVVXXYUzzzwTJSUl6NOnD6644gq88MIL8Pl8itfU19djzpw56NevHzp16oT+/ftj7ty5cLlcyV1rknI8AzLQEnVhbWQUF+WY2Q6PXrSEJy/3T3TOvGhxUZNKqD07cjwTE2pnfcciMEPtUecP6yYjlOMp5ngKutsavx3eb6ixRX+ondk5Iuz1LsZvixzPDMPj8WDPnj3weDzpXkrCyLZ9yrb9AbJvn7Jtf0Rxu93429/+BkmScPnll+P222/H1VdfjYMHD2LatGn4yU9+gkAgELH96NGjsXz5cvTp0wdTp05F7969sWzZMowZMyap35+WayMCr3I5Wlzweg0mAq32T/pC7fEUF8ncudltMccz4aF2RhQ82qxlVbaHBGdtChzPULSAd26HQu2sPFcJwYb40TDH0p56vSyzW3gl22Fvk7Pak43fH+NoBQOTbfuUbfsDZN8+Zdv+iFBcXIz9+/fDZrNFPN7S0oKxY8di48aNWL9+Pa644goAwCOPPIKdO3dixowZmDdvXuv28+bNw9KlS7F8+XLMnDkzKWvltVPS43jy53EDjrB/sxrIJ6KiHYgj1C5YXKQn1J6Oudnx4rBIMEuAlhGZp/N4Jbq4yCczcjyjPoNVYHS8OQBfQEaDgHMt6niyCvPM0mmxzUtXCTmerFPKagKzQb/aWFpvgP1e5HgSBEG0EUwmk0J0AoDFYsHVV18NANizZw+AoFvx/PPPw+l0YtasWRHbz5o1C06nEytXrkzaWhPieHJC5Sl1PGMUnsKFUcLFRex2SlaTduV9OpEkSajAKGEN5GOd1c4QrNFLKuY4niL5nQBwTLC4iHXTlms+PdmJd/OmluPJaz/FvEE69fp0FbOR8CQIgjA4gUAAGzZsAAD07dsXAFBZWYlDhw5h8ODBcDgcEds7HA4MHjwY+/btQ3V1dVLWlEzHM1p4soqLEic81Z9nTZEBOE6SjsIoxXY+dgN5I+d3hhAJt+sd+8kzeVkhcxFYGkvE8az3yjjSJCo8Y3c8w383vN+QWqid932xBx0E/8srZku2w06hdoIgCIPh9Xrx4IMPQpZlnDx5Eh988AG++eYb3HTTTbj44osBBIUnAFRUVDDfo6KiAhs2bEBlZSW6deum+nmiuaBer7f1vw0eZaETAEi+ZngCYiLDFGhhPt7Q1AyP9fRzLsYcTbtJTkgOq0VWVzJOk5/5OWbG6zx+5ZrqON9TNC6fH1aJ3dpGaz/Dj0s6KLBqb2OV2d8jD5njbLq9vpiOu9evFIVmBCLeq8DMFo5fH28U+oyjTcp9ZB0bt1d53ueYT/8OTS3sc7Le44XHY0Yz43mLxP4dW6Dcp2Z/cL9PuNm/vxy5Rfd3bLfbhbcl4UkYnqJnDiThXfMAHE/oO9ZO7prQ9yPaLl6vF4sXL279tyRJuOOOO3Dvvfe2PlZfXw8AKCwsZL5HQUFBxHZqHDx4UFdObU1NDY7VWQFEKg4TZBw+UA1GqhkTd60ZQI7i8f0HDyGn7rTwqPfYER2gM7c0o6qqSnjNPJoaLACU6Q0hvLVHURVQXrx9jcr99wWA7/dXITzqebTOBpFLbW1jM/xeAIi0YG1oEd7Pmpoaoe0STU4gB9HrjsZTfwJVVeLnmCwDEnIhI/JkOlHXgKqqE7rX2ORTnkM+TxOqqupa/y01ss+FL6pOMB+P5lgT/1iFH5uTbuX3ZQ2cfu1JLxC8RkVy6HgtqqqOod6lPKdMsp/52S0e5bZNvgCqqqqwt8EEQCkY9R4rs9nMvQFmQcKTIAjCYDidTtTW1iIQCODQoUN4++238cc//hGffvopXn755VZRmSi6dOkitJ3X60VNTQ1KSkpgOegF0BzxvN0ioby8TPhzO/ubge+UbZ+KO5airP3py5P38xMAIh2wds5clJV1Ev4sHqVNHmCfm/v8D8pKUVagFFXtj7uBg0pXqFOXbpGh0u8bAGg7kS0mG/xmCUCkC1Wca0NZWUfV14YfF1aOcLIp2d8A1KrvY7dO7VFWprzJUMP20XFEp1fmOJwoK3PqXSICnynPoUJHHsrKSlr/XSE3A5XK8/G4KR/R5zqLuhYJXbt1gynszot5bL6uQ/RxzrdbW49zsU8GPlGK6xxnIcrK8mDZWw8g0km3Wy0oK1P+9ooPuYAjkWtvgYSysjLsO+wDoLwxLS/pgLKuyTuPSHgSBEEYFJPJhK5du+IXv/gF2rdvj1tuuQUPPvgg5s+f3yo+6+rqmK8NOZ0iIlVPmAwAbDYbfFCG6XLNJl3v5bCzw6my2Qq7/bRIaWJEBPNzLLrXzcJpV3d2OhfYYWckgjpyvACUwlOy5sAelivoCYj1U23yA6zC73ybWXg/bTZbQr4TvbSzN0FLXBfl5uheW45ZUjTl90vi30c4rHRGuzXyvUrzJQDK47XPLZanG5CBJsmG9ozzJfzYeAJKsecIO84WG/vzfAhuE2Cs0cb57eXZPIgWzc1+ICcnB15GagcAFOXlRPz+Eg0VFxEEQWQAl156KQBg8+bNAIBevXoBOF3lHk3o8dB2iUarQEIEXh/P8CIdWWZP9ElU0Y1WVTuvYlu0wbloO6UmzuQivUU56UCkibzeBvIAu1LbF2s7Jcb9RfT784YFfFfPzoVkIVJgxOoIEX4eWkySoscocLqgj9XLlNdYgHWeyggKcd656aR2SgRBEMThw4cBAFZrMK+wV69e6Ny5M7Zt2wa3OzJU7Ha7sW3bNnTv3l2zsChWmC1h9ApPbjulyP/PqjNJRTulApvEnY7EFZ5RixWdXMRrIG/kOe0hRMZmxiJmWDcmrLGkIrA6Diiq2hntlADxanXRbVmTi6J/O6zf0unJRYzWUNx2SvwbJH7fWBKeBEEQbYKvvvoKjY3KCtrGxkb8/ve/BwCMGjUKQLDgaOLEiXC5XFiyZEnE9kuWLIHL5cKkSZOStlaW46mnhycg1k6JNS4TiM1BY6G25mIVQSU6dUm0nVKTX0aDV7ltvoGbx4cQEZ6x3CiwHE9GgwNNZFnmzGqP/DfP8dSDSBN5luMZ3TSe1UQ+9Jtj/ST47ZTYj3v9MnNcJpD8Fl6U40kQBGEQ1qxZg+XLl2PIkCEoLy9Hfn4+Dh48iHfffRcnTpzABRdcgKlTp7ZuP336dKxbtw5Lly7Fjh07cM4552D79u3YuHEjBg4ciClTpiRtraxZ7byJKzy402nCHB1eODBhoXaV9+E1jwfUQu2R/3ZzLu4s0jFFJhEUCfTxjEV4sm5MWG6fFn45uqwoSLSwzTFLcFokbn/LcHjTmoSEJ+OF0echy/E8HWrXdm9D8J15vhtPIzMJgiDaCFdeeSUOHz6MTz75BJ988gncbjcKCgpw9tlnY9y4cfjZz34Gi+X0n22Hw4G1a9di0aJFeOONN/Dhhx+ipKQE06ZNw+zZs5Gbm5u0tTLz1HRPp2E/Hul48oRnokZm8p9Tc8B4Iczo5t6ioXYemZDjWSjgFMbSlJx1frDGkmrBm3bEev9iuwkul7at2t1pxp4G5XYi04uYAxGiHU+W8FQLtXNOE94EqGa/zL2pS1QaCw8SngRBEAbhvPPOw3nnnafrNYWFhVi4cCEWLlyYpFWxSUiOJ3ce9+n/zxOeKQm1qwgqnsMU7mbJMv/iLoqR57SHSMbITIDneOp+G+5rWKH89jkmVAkIzzMKLRzhqb5AX0BmOqXRN22s76vplHsuMoUphNrMe9ZNkc3Ef69EYfwzmiAIgjAczKr2BIXawwtIXBzHMBXFRWqOJ+914e5as58dji3OEV97fiY4nhqhdrPEd7fVYLl1sRQX8cLzLOEpmufZMdfMTDE4rjHXnXcjpSguYpxfsRQX8XI8mwNg5nimopiNhCdBEAShG5bjqTX3PBpeGNArFGpPfo6nWpsgXnGRR6AwqqOOLyojcjw1xJrDIkESHWcVBkussuaUa8ErSGK9P6+yPZpim4m5rZbjyUpRARjFRYzjHjq3mIVSnK9Xb1V7olJY1CDhSRAEQeiGWVykUyTx9JdQVXsKHM94i4t4RSodc8Uvvcku9EgEWlXtsbpoiQq183I8rYz3Vzvm0dt1YJzAWsVFrBs2QKydklqOp+7iIk6OZypyiinHkyCIuCl65kAS3jUPwPGEvmPt5K4Jfb+2SkCWFdXbQCLbKZ3+/8kugIg11K7mJIXgubWd9DieGRBqt5okOCxSwo8VM9Qeg+PZwg21Kx8TdTzb5bAdz+MaxUWsFBVArJ3S6VC78vU8o1Itx/MEQySnQnga/1aKIAiCMBS8a2uiiovC8/gak9zyJfGOZ1grKM7aO+hxPDMg1A6o53nmxRi+ZeUnxtJOiTXpB4gvxzPoeLJD7bLMXyNXeCqKi5TvHXJLWUKal7bC7TcbkFHTpPwhl+bqzJeJARKeBEEQhC5YYXZAf3GRRQJYrxBxDRPleFpN7DUA6kVAIuM+eYVRHQVdNSAz2ikB6uH2WPNUWWKKJyLV4OWFst6/fZzC0xsAGlRaaPFC7dE3QHZGPDo4xUtmpg5wG8hzBGmjT8aRJuWX2TmPhCdBEARhMHiujd4+npIkMQVcuFBIdqhdkiSuU6vmfvHbKZ3+/4koLsqEHE9AvcAo5lA74zuOpbiI19EqnlB7cY6E9pzjqJbnyfvtRH9HeWb2Oppa2FOY9I52rXb7mU31S0l4EgRBEEaDJwb1Op4AW1yEd6ThTf5JZLU3z71UC7Vz2ykJiGY9xUWZkOMJAAUqjmfsOZ7Kx3iFQmrwxCor1K6nuIjnjqpVtnMdT4HiIiB4TrHeguds8m6Qvuf0Ki3No6p2giAIwmCcaGZfPGOZdc0q0olop8QIW+aYATPnQhsLPMGs1hidd6H3CKQJ6Am1Z0I7JUB9bGas4pklDJv9UM2hZMHLC2XlkPJczGjacULtAHCcVXl3Cq7jKdBOCQAavOKFUgDA+0l+39DCfNxwofaDBw9i+fLluPbaa9GvXz907NgRffr0wcSJE/HZZ58xX1NfX485c+agX79+6NSpE/r374+5c+fC5XIxtw8EAnjiiScwdOhQlJaWolevXvjFL36Bffv26d45giAIIvHwmmSLXrTDYYUCtXI8Ez3Sj7WGQpukKm5FHE9ujqdgAYfDIsEUQ//LdKCe4xmbx8U6LjLYTfnV0DO5SOTmyWYKnoM84anmePLyoxWOJ+f8qufsDL+BvF7H02DC88knn8ScOXOwb98+XHrppZg2bRqGDBmCdevW4fLLL8c//vGPiO3dbjdGjx6N5cuXo0+fPpg6dSp69+6NZcuWYcyYMfB4PIrPmDFjBmbPng1ZlnHrrbdi5MiReOONN3DppZeisrIyvr0lCIIg4uY4x/HkXYjV0AqnssLViW5yzbrIa4VceRNhRBzPApskNMknUwqLgCTleHLeUm+4ndvHkyHWci2S5nqLc0yQJImbD6qW4ylaLMdzPOs41VW874qX47nflT7HU1cfz4EDB+LNN9/E8OHDIx7funUrrrnmGsycOROjR49GTk4OAOCRRx7Bzp07MWPGDMybN691+3nz5mHp0qVYvnw5Zs6c2fr4pk2bsHLlSgwdOhT//Oc/YbPZAAATJkzAhAkTMGvWLIW4JQiCIFIL78Iai/BkO56n/z/rQp3o8DPrIq/lfJmkoHiM1gHh/3Zz3CmHxYQ8iwQvJ2x6ervMEZ5qjmdeAhvIA8FJRHk61AvP8eQtuV2OCY0t/HB56NzgCU9Vx5NXmCcYaq/jhto5xUWcfWRlA+SY1VMmEoWuvxJjxoxRiE4AGDp0KC688ELU1tZi165dAII5GM8//zycTidmzZoVsf2sWbPgdDqxcuXKiMdD//7973/fKjoBYNSoURg+fDg2btyIqqoqPUsmCIIgEgzP8WyXIOEZ7lAxQ+0JdgJ/2NGmeGxoSY7m61hrD3c8WZOLJAQnNom4tplS0Q5o5HgmsJ0SoN/x1DOrHdC+6Qi5u3mnbiCiiam4KOpc4rmu9RzHk5vjqaPgrzTXHNNoU70k7Ky2Wq0AALM5aNNWVlbi0KFDGDx4MBwOR8S2DocDgwcPxr59+1BdXd36+ObNm+FwODBkyBDF+48cORIAsGXLlkQtmSAIgoiBE4wczyKbxL2Qq6Ep3hh2VaJzPO/o50TP/NMhxjMKLJhytlPzdUzRrBFqd1qDc8tFxHOmVLQDGo5njMeLJ6b0tlTiV7Wzt9e6gQoXpnqnF4m2U+LlENdz8oa5jqcO4ZmKMDuQoJGZVVVVeP/991FaWoqzzz4bAFrzMSsqKpivqaiowIYNG1BZWYlu3brB7Xbj8OHD6Nu3b6t4jd4+/H21YOWPpgKv1xvx32wgG/cpGaTrnAPoGImi5xjZ7fYkriSzYTmeov0Po2HpFa3iokSHoLs5Ldh0TSd8cLAZJgkYXpqj2h4oBKsiX2tyUUhgiLSeys8S4Rnr8eKOe9TZRJ4baue8v1YT+fD83w52E6qiCnVU+3gyRLBJUopg/Y4ne3uLSYJJAkRM4lQUFgEJEJ4+nw+33normpubMW/evFbRWF9fDwAoLCxkvq6goCBiu9B/Q49rba/FwYMH4ferz0xNJjU1NWn77GSRvn3KS9Pn6sMIaSB0jNQRPUZms5l700ywL6wdYqhoB3iu4en/z65qT3wIOt9qwtXdc3W9hlVgFCmald9TSISJuJmJLqJKJmrFRY4YUwaSHmrnhJW1Qu0RwpOxrWqonXU+myVFiFtvcZHaV5xjkrgh/nBS0cMTiFN4BgIBTJ06FVu3bsWkSZNwww03JGpdcdOlS5e0fK7X60VNTQ1KSkoi8lQzmfTv0/E0fKZ+ysrK0vbZdIzESOcxyiYS6ngyG8intp1SrLDCoeFZCKx2SiERJrIPmVTVrj6rPbGh9ma9oXZeOyXOvVL8oXZ97ZRYE7943xlvHKdamovNDDDGsiswfKg9EAjg9ttvxyuvvILrr78eDz/8cMTzIYeyrq6O+fpoh1PL0dRyRKNJd5jMZrOlfQ2JJhv3KZEY4buhY6QOfTfxI8vsPp6xVLQD6g3kZVlmt1MyiCBjimbBNAERMWaU/RRBrdl+rMKTF2rnhc6/rvXhqd1uWE3A5B840KfIemp78VntgE7Hk+H0u1pkeFpkpqBknRMsd5Ob46mznRIQ+h5FHE8DC8+Q0/nSSy9h/PjxWLFiBUymyL3u1asXAGDPnj3M9wg9HtrO4XCgtLQU33//Pfx+vyLPM3p7giAIIvW4/WwHKVbhqRaubvazc9OM0maI6XhqjMwMiUkxxzNzQu1OKz+XMNbjxXPxWMVCXxz1YtTao63N5Z/7phFrr+qA8zrYuMVFPLGm5d4XazieAHDM40c3p1JisdopsfJ99bZT4jWQB/gCO5pSwcEG8aL7rA4Xnddddx2eeOIJZjFQr1690LlzZ2zbtg1utzviObfbjW3btqF79+7o1q1b6+PDhg2D2+3Gxx9/rHi/DRs2AAi2biIIgiDSQ20LpyAjkTmep4Qtb067UULtLOHiiSgu4lfkCwlPg+ynCCZJ4obbE+14snI8H9rREDHRqLFFxrNfB7UHJzrNFWt6HE+9vTxZuZYskZmodkpAsD+nCJ1TlOOp61NC4fWXXnoJY8eOxZNPPskUnQAgSRImTpwIl8uFJUuWRDy3ZMkSuFwuTJo0KeLx0L/vv//+iOrc9evXY/PmzRgxYgTKy8v1LJkgCIJIILW+2CqBeahVhrMcQ8A4wpPleIYXRrGnLoWEp0gfT2Pspyi8yvaETy5i5Ct+fETZ0eN/J30AAB/X8UxEqJ29LavlGMAuLmI5nlaTBNbXxp1cpNIlgfUbY2HIUPvixYuxatUqOJ1OnHHGGQpBCQCjR4/GgAEDAADTp0/HunXrsHTpUuzYsQPnnHMOtm/fjo0bN2LgwIGYMmVKxGsvuugi3HzzzVi5ciUuvvhiXH755Th8+DDWrFmD4uJi/PnPf45jVwmCIIh4OXUtVxB7qF15UfTLgD8gc8cLGqXam7V2j0Y7JT3FRbFWg6eLYJ6nUhXGmjJgFXQ8jzT5mQ5jw6mwNLe4KAF9PPXOa2cKT865kGeRFH07ecVFFpXG72qiNITTIgm1EEsEuoTn/v37AQAulwsPPPAAc5vy8vJW4elwOLB27VosWrQIb7zxBj788EOUlJRg2rRpmD17NnJzla0rli5dir59++K5557D448/DofDgauvvhpz585Fz5499e4fQRAEkUBOchzPWIUnL0LfHJDRyLnIJnpyUayoTV3y+mWwdHNrO6Usq2oHEu948py66JzN3Zy7oYZTqQ6s4iKTBJg576/dx/P063htxPSE2nmFRHaG8OQWF6mYlbz3DydVbiegU3iuWLECK1as0PUBhYWFWLhwIRYuXCi0vclkwm233YbbbrtN1+cQBEEQyYcbak+g4wkEC4uMHmpnz5lXTxPQVVxkkP0UhZXjaZHEHDcW3MlFUdrrfydbmNuF2lmxhKeauZdnkWA3A6wBRDnmyNA4LyzPm17E7OPJOc6sEDzfvY3P8UxVD08ggSMzCYIgiOyH73jGWFzEuWA2+/mhdqMIMpbmaBWenJ4/rZOLsqyqHWD3geyUG/s+8ARTdKh9F9fxlCHLMlOsqVV6S5LEFZTtckwRzd4LbRJTxB5ws4WnaB9PQN8NltqmIunXqerhCZDwJAiCIHTAcjwdFklISLHgO54yc/IPYHTHk99/FACcp/JTRULtmdTHEwBz8tOPy/VNgwon3lC7jKDzzHI81doPAUA7zo1UcZTKlCQJ5Yy2Sfsa2MKTORCB8xvQ85tSczXFHE+DhtqJzKDomQNJeNc8JHo6Te3krgl9P4Igkg9LeGoVY6jBa/XiDcjMyT8AkGcQJ5AlPGUEG5yzCouA0/mpInmqmZbjeWHnHDx8QRGWbK9HrVfG/3W3Y8H57LHZIvAmC4U7mAFZxle17FA7EHQ9fQwNqFVHw3M8ixnnes98M76rj1zDvgblmnwBGawCe57jKZKbGUK9nRIJT4IgCILBwYMH8c9//hPr16/Ht99+i5qaGhQXF2Pw4MGYPn06fvjDHypeU19fj0WLFuH111/HkSNHUFJSgrFjx2L27NlwOp0JXyPLXIq1sAjghzyb/Wx3CDBOA3neBb05wHc8dbVTMsh+6mHymQ7c8oM8+GVtV1ELEcfz+wY/97sGgAZvgNn3k1cxH4JXYBTteAJAj3wLgOaIxw43BdDYEogIK7PyOwH1qnZRVHM8RULtcaRE6MUYt40EQRAEnnzyScyZMwf79u3DpZdeimnTpmHIkCFYt24dLr/8cvzjH/+I2N7tdmP06NFYvnw5+vTpg6lTp6J3795YtmwZxowZA4/Hk/A1snI8O8TYwxNQaRLuV3E8DSLIuMLTL3Ob3+sbmZmZl2hJkuIWnQD/+z3QeNrC5OV3hnD5ZLSwhKfG8ngufjHjXO9RwPbwosPtXOGZgFC7mvAkx5MgCIJgMnDgQLz55psYPnx4xONbt27FNddcg5kzZ2L06NHIyckBADzyyCPYuXMnZsyYgXnz5rVuP2/ePCxduhTLly/HzJkzE7pG1uSiWCvaAXXX8BinMph18U8HvDSBZj+4raBEq9qtJjHBkM0U2iR0yjXhSFOkiN96+LS7qCU8G3wBdnGRxnerVlwUTc989omwr6EFFbmnP4fVSgngh9T1CU/+cyI5nlRcRBAE0QYZM2aMQnQCwVHBF154IWpra7Fr1y4AwQKW559/Hk6nE7NmzYrYftasWXA6nVi5cmVC1+fxy2j0MxzPGCvaAbXpNDKOM6a/FFglwwgytVCwS6P5vZbwNEo6QTqRJAlDS3IUj+862YKTp86NXZxWSiEafDI71K5VXMQLtTOFJ9vD2yvoeOppp8RDrUpfZHJRCbVTIgiCIMKxWq0A0DqmuLKyEocOHcLgwYPhcDgitnU4HBg8eDD27duH6urqhK2BNwYwnhxPntvT7AeOM5pwx+OuJhqeAPb4ZW5xUcjx1BKWmdZKKVkMK7UpHpMBfFwTdD21HU8ZrKwHra+Xd56xQvDdeY5nVMERq5USwC8u0uN4qqUMaxUpFdokoZzjREGhdoIgCINTVVWF999/H6WlpTj77LMBBIUnAFRUVDBfU1FRgQ0bNqCyshLdunVTfX/RXNDDLuU8bAAoMPtjzyf1s4WDy9OMo41KN6udTUpK7mosmAJst62hqRn1HvZ3ZfZ74fG0wMQRISHyzOLHxev1Rvw3m/hhMfvxDw40Ymh7KKrJoznZ6IWnRZmyYYGs+v3mm9jv65BaFK8zASjJlVDTFHlMv6vzwusNCjqv14vaRrYAtAR8zLXYwOkWz8DvbYaHEY0AAJOs/h2V2E1x/6bsdrvwtiQ8CYIgDIzP58Ott96K5uZmzJs3r9XxrK+vBxCcDseioKAgYjs1Dh48CL+fnU8ZTuVJEwDlBSbQcAJVVdqvZ1HbwH7Pg0ePo6bRiujAXJ7sQVWV9j6lgoaTZgDKUPD+QzU4dMIMwKp47uThA/CYgWD0N4/73jbZi6qqKl3rqamp0bV9JpAnA4WWXNRF5RZvqnbjQvtJ+GX1PqHVx06i0WNB9HkU8DWrfr8dfIBZyoVfPv25EmR0bj6KqirlTUNnaw5qmiKdz8raZtTU1AEIHpsqzu+n4cQxVDFEptdlAaB0fFkcPlANXkS9qUH9fYpM+s+1cMxmM/cGmAUJT4IgCIMSCAQwdepUbN26FZMmTcINN9yQlM/p0qWL0HZbm90AlM7Imd06oqyDUmSJUHeyBdhep3jcWdQOdS1uxePdihwoKyuJ6bMSTVfJC3zdoHi8qEMnWDxeRH9XEoAzuneD6dTkm9yPj6OJo9eL8+woK+sktA6v14uamhqUlJTAZhMTKpnEBfvq8faBSGf8a7cZVZYOAJTnSDjmvALA4gMQ+UU7c9W/3zIAs5oasWhHU+tj087KxcAzOjC373PAhS/rI1sqHWo2oUOnTjh2qs2ZEzIAl+K15Z07oayT8vdT4moC9jfyd+4UZgnoXl7Gfb5TYxOwj/8+3YvyhM+1REDCkyAIwoAEAgHcfvvteOWVV3D99dfj4Ycfjng+5GjW1SlFG3Da6Qxtp4ZomKyupYn5eJeCXNjtsV1O8nM5ofaAmTkru1OeVVdYL5k4OWabbLbCwwhv5lkk5OXmhv3bhCY/O5xakGPWvZ82m80w300iubBrC94+EHme+2XgxT3aqQUe2YwWWXmO5Vi1v9+7B9lxebkXXxzzYkB7K37USeluh+hV5EV0L09fADjWEvxd2Gw2+E3sY12YmwO7XXnDUJCrHiIPYTNJqvviyPED4AvPbvmp/U2R8CQIgjAYIafzpZdewvjx47FixQqYTJGhwl69egEA9uzZw3yP0OOh7RLB8WZ2XmIy2ikdbGRbgfEUMiUatT6erOb30SMw86wSjjcrNmNu25YZVsJ2cXeeUC8sAoB6XwA+5qx2sc8e2NGGgR21XWReZfv3DQF0P/X/ee2UeEVEolXtWoVSNo2mE6ns4QlQVTtBEIShCBed1113HZ544onWvM5wevXqhc6dO2Pbtm1wuyPDjW63G9u2bUP37t01C4v0wKpqt5qCLY5ihdcG5pCb7Q4ZqqqdO3VJhpuhdqIr2XkzugEgn6raW+nfzhrzOeaKsZ2SXrjC0336BkpvA3nRSnOtZv1a7ZRIeBIEQbRRQuH1l156CWPHjsWTTz7JFJ1AsMfhxIkT4XK5sGTJkojnlixZApfLhUmTJiV0fSzHs32OCZIU+0Wc14Sd73im9iKpBs9Jaub08Yzu16g2r536eJ7GbJIwhON6atHgk+FjCs94VxVJD24TeQHhyZvVLhiT1nJvtRrId05hD0+AQu0EQRCGYfHixVi1ahWcTifOOOMMhaAEgNGjR2PAgAEAgOnTp2PdunVYunQpduzYgXPOOQfbt2/Hxo0bMXDgQEyZMiWh62M1dI/XgeRdFA+4jR9q5/VH9AbYc+aje3OqNZF3Uqg9gqElOfh3NScvQQWXLwAf41RSa7geCx3sJjgtkuKGY58rALQP/n/dk4vMCXI8DRZqJ+FJEARhEPbv3w8AcLlceOCBB5jblJeXtwpPh8OBtWvXYtGiRXjjjTfw4YcfoqSkBNOmTcPs2bORm6veakYvrIbu8TqQvDDgYY7jaahQu84G8tFCU83VzNQ57cliWCm/sEeNWCcX6UWSJPQosOC/UXmnIqF23g2I1nSrEFqnilaovSSXhCdBEESbZMWKFVixYoWu1xQWFmLhwoVYuHBhklZ1GlaoPV4H0moKthmKfmfONTojhKeXV1wUHWpXyeHLJ8czgnM7WJFnkZjfqxoNXnZxUTJ0fc98s1J4Npz+cJbjaZL4axGdXKTl3qqNmG2fY0r5CFrj/IIJgiAIw9ISkHHSy8jxjFMISpKkGQoMYTcbK/eRM84bHr8MF0PtROd0qgkLI+2nEbCaJPyok/48z1pvQHFTA2jnPcZCD0aBUZ1PRt0pLeph5f2aJW6OtKjjqVWDpCYsS1Oc3wmQ8CQIgiAESMac9hCiIqCD3RxXIVOi4TuenBzPKIWgJi5pVruSoTEUGLF6wQLJcjzZQeRqT/DDWI4nb047oD1jPYTW70ft+c4pzu8ESHgSBEEQArDyO4HEhL61ctAS+VmJhCc8G3wBeBlfl6KPp2qOp3EEtlHQyvPU840lOscTCIbaWRzwBD+LdTOiJi6Fczw1bsZ4zjxAwpMgCIIwKMc4wjMR7Y1Ec8yMVNEOBKuJWfrlJMcdVrRTUnM8KdSuYFAHm2paxlnF4mUria5qB4CeBezPP+CRIMsyvjymnLRUYOOvQzTHUyvUruZ4prqiHSDhSRAEQQiQTMdTdIqM0RxPgO1Y8dISosUktVPSh90iYVAHfrh9sI4cUNFzTg9dHWawNF61x4SdJ/042Kg8L9T2x2YC88ZGsZ3GjZvajR05ngRBEIQhOcZJlkuECynqeLZXixmmCZaA4TqeOkLtlOPJZign3G6SgEECoy1DaPW+jAWrSUKZUynkqpskvHOAPVf+qnL+jHRJkoTGZmrdo6j9bKi4iCAIgjAk/FB7aouLjIYex9MRFROlHE/9DC9li8teBRZ01HF+aM0vjxVWgdGBZgn/ZghPuxm4pIt63qpIuN1KxUUEQRBEtsEKtUsAihMQsxQtLjJajifAvqhXudjucHT4XK1JPLVTYnN+RxtYX81ZRRZd6QnJKC4C2MKzpjkYao/mki52zXnsQsIzrnZKJDwJgiAIA8Ial1mcY4I5ARdwUfcpU3I8eT3O+xZbI/7NczwdFgkmA7WNMhIOq4kZnh7TI1dX0/1kCU/ezHYWP1YJs4fIEwm1a+yLRWJX/JskoGMaflPG+xUTBEEQhoMVak+UAynarzBTHE8WfQotqIiqeua5WVRYpM6C8wtxZtHp73JCRS7G9shFgQ73PRnFRQC7iTwLCcAV3bSFp1qfzxBawlOSJOZvrJPdlJRcVy1oZCZBEAShCau4KFEOpHiOp/GEp2ha4VVlSpHBC6dTmF2dHvkWbL6mE7Yf9yHfKqFPUdBJNkSondNSKZofdrSiRCDMLdLLU6QOzWYGmqJ+wukIswMkPAmCIAgBWDmeiRKC4g3kjVdcJNoPkhUe5okKqmjXxmKSFFXs+Tq+t2R9xaKh9qvKc4W2E6lqFzkH7WYJdVHDQ9MlPOnsJgiCIFSRZTmpwlMkx9MsAYUqzbbThUgrqPY5JpzPaPXDzfGkUHtM5JglYUGZjFntQFD8ivwuWA44C5HiIq0G8gBwbnur4jE9fU8TCQlPgiAIQpU6r8wsmGmvNkZGB0LizW4yZMGNyNqvKLMzi7B4wlNPkQwRiajrmaxQO8AfnRmiR745IkdVDbGqdu1tZp1bEHFe/aDQgp/1zhNaQ6KhUDtBEAShSjKnFgFiofYOBmweD0B1hGMIXpNwXiud6H6fhDhOq4QTzdrbJTOboWe+BZ8e9XGfv6rMDknwJkos1K79Pj/saMOWsZ3w9n4PCnNMuKKbHUVp+k2R8CQIgiBUSebUIkAs7GnEVkqAtuOZYwZGcJqE283B6uZoM5mq2mNH1C1Oxqz2EN01KttF8zsB0VC72L6UOy34dV+n8GcnC2P+kgmCIAjDkMypRYCYa2jEqUWAtlt7SeccbqN4SZLQp1ApUliPEWKItlRKruPJP1cLbRIuKBHPrRSras+sGxUSngRBEIQqrObxQALbKQlcOI3qeGr1INVyt6acHelAdco14bqK9OTeZQNOwVZUSc3xVGmpdHk3u67PFulxm6yepMmCbqsIgiAIVfiOZ2JcSJGLq1GFp1aawBUa1cu3/MCBDnYTXv++CZ3sZvziTAe6Oozp7mYC+YIqLJmhdtbYzBCi1ewhRBzPdDSBjwcSngRBEIQqvBzPVDaQN2LzeEA9TWBgBys6C/RKvLp7Lq7uLp73R/ARzY+1JlHbl+SakGuW0OSPzN61SMBIgWlF4YjkeGaa45lhyyUIgiBSDauqPd8qCbUSEkEsx9OYlyu170Cvu0XEjxHaKUmShDOLlb7esNIcFOpUiYlqp2QkjPlLJgiCIAwDS3gmMvQtluNpzPCzWnGRnuplIjGIV7Undx0393YoHvt/5+Trfp88gZu7TOu+RaF2giAIQhVWjmciHUgR5zTTHM9ypxlnM1wvIrkIh9qT7BLe8oM8+AIynv/GBZ/XhxnnFOCizuy2WmrYhULtmeV40q+CIAiCUIUlPBPpQIqOnTQivLXraRJOJA7xdkrJPTaSJOHXfZ24ucKCqqoqlJV1jOl9qJ0SQRAE0eZI5px2QCzs2c6gjmc7jiD+MWdaEZFcRNspZUpBjsjkomT2JE0Guh3P1atX46OPPsKXX36JXbt2wev14rHHHsNNN93E3L6+vh6LFi3C66+/jiNHjqCkpARjx47F7Nmz4XQqO+gHAgE89dRTeO6557Bnzx44HA5ccsklmDt3Lnr06KF7B7UoeuZAwt8TyANwPKHvWDu5a0LfjyAIQgS3L6CozgUS60BqOZ5FNsmwrs4lXXJgMwHeMG3et9iCoaX6w6pE/Ii0UzJJgNmg51M0VFwE4L777sOzzz6LqqoqlJSUqG7rdrsxevRoLF++HH369MHUqVPRu3dvLFu2DGPGjIHH41G8ZsaMGZg9ezZkWcatt96KkSNH4o033sCll16KyspKvcslCIIg4oDXPD6hjqeG8DTq1CIAKMoxYfVl7dHx1PdxXgcrnrioXcaJgWxBJMczkxxCMeGZgoUkEN3LXbZsGXbs2IHKykr8/Oc/V932kUcewc6dOzFjxgz84x//wLx58/CPf/wDM2bMwBdffIHly5dHbL9p0yasXLkSQ4cOxQcffID58+fjySefxIsvvoiTJ09i1qxZepdLEASRUaxevRozZszAJZdcgk6dOqGoqAgvvvgid/v6+nrMmTMH/fr1Q6dOndC/f3/MnTsXLpcrIethhdmBxFa1a42dNGphUYhLu9rx7U874/ubOmPj1R3Rv5013Utqs4i0U8qkYhyhUHuC2pqlCt2/5ksuuQTl5eWa28myjOeffx5Op1MhGGfNmgWn04mVK1dGPB769+9//3vYbKdnmY4aNQrDhw/Hxo0bUVVVpXfJBEEQGUOyo0p66ZJnxkMXFGHOefn4RR87Lu/QggtLrKrTWfSi1cfTqFOLoim0maigKM2ItFPKJDdaqLgoc3YHQBKLiyorK3Ho0CEMHjwYDkdkPyuHw4HBgwdj3759qK6ubn188+bNcDgcGDJkiOL9Ro4cCQDYsmVLspZMEASRdpIZVYqFkjwzfn6mA3edW4D7Bzlw/5levDKiIKE5jFo5npkiPIn0IyY8U7CQBJEr0KRTZPKXkUhaO6VQPmZFRQXz+YqKCmzYsAGVlZXo1q0b3G43Dh8+jL59+8JsVt7+ht5HNM8zEXf6RiLb9gfIvn1K5/54vd6I/xJs9Bwjuz09VcmXXHKJ0HZaUaWnn34aK1euxMyZM5OwysSiJTyNHmonjINTQFVmkuMpkt5Ms9pPUV9fDwAoLCxkPl9QUBCxXei/oce1ttfi4MGD8PvZ84UjyRN6v3SjL8Ug2/Yp2/YnedTU1KTpk7PrGJnNZu5Ns1EIRZVGjhzJjSpt2LAB1dXV6NatW5pWKYZWzp1RpxYRxsNmlpBjBppVLv+Z0koJCPYDZc19DyeTHFwgixvId+nSRXDLxLY9ShZlZWU6ts62fcq2/QFKV2XGPh3+aXvBLTNjf/T9joyN3qiSGqJOcLKcdbmFXcAUotDkz7oISSKhiEckTouEZhWhZpZSF6FKxLHJNQNNKkJa9nnh8YgYbclDT4QoacIz5FDW1dUxn492OLUcTS1HNJp0hcmSRbbtD5B9+5Rt+wNk3z5l0/7ojSqpIR4hCpJoZ93dAqi55oGGY6iqUhenRDojHsYiV7JDtYTF70t5hCqeY2PV2J+jhw/BUssX2slGb4QoacKzV69eAIA9e/Ywnw89HtrO4XCgtLQU33//Pfx+vyLPM3p7giAIIjGIRoi8Xi9qampQUlIS0XkkXrx+Gfj4BPf5M7uVoKxd1gbo4iZZxyVTKfpvLapVHEBHjjXmEZZ6ScSxcW4/iRpOP10AKO/aBaV5mRNvT6rw7Ny5M7Zt2wa32x2Rg+R2u7Ft2zZ07949IgQ0bNgwvPbaa/j4448xbNiwiPfbsGEDAGDo0KHJWjJBEETGoDeqpIZeJ9hmsyXUPc6R1d2azgV22O0kPLVI9HHJVApyzAD4wtNuMaf8e4rn2ORZzQD4wjM/Lwf2DMqDTppEliQJEydOhMvlwpIlSyKeW7JkCVwuFyZNmhTxeOjf999/f0Q+xPr167F582aMGDFCqIcoQRBEtqM3qmRkJElS7eVp5MlFhPHQaqkk0KHIUGj18sz6qvaVK1fio48+AgDs2rULAPD8889j8+bNAIALLrgAN998MwBg+vTpWLduHZYuXYodO3bgnHPOwfbt27Fx40YMHDgQU6ZMiXjviy66CDfffDNWrlyJiy++GJdffjkOHz6MNWvWoLi4GH/+85/j2lmCIIhsIZaokpHJMbELQhwWSWhsIEGE0JrXnkmTiwDtsZmZtj+6df9HH32EVatWYdWqVdi+fTsA4OOPP259LCRKgWDe5tq1azFlyhR88803ePTRR/HNN99g2rRp+Ne//oXc3FzF+y9duhSLFi0CADz++ONYv349rr76amzcuBFnnHFGrPtJEASRVcQSVTIyvF6e1Dye0ItTQ6hl2ohJu8Z6s76d0ooVK7BixQrh7QsLC7Fw4UIsXLhQaHuTyYTbbrsNt912m96lEQRBZDzJjCoZGZ7wpObxhF60HM9MGzGpFWrPMB2dvX08CYIgMpFQVCmcjz/+GB9//HHrv0PCMxRVWrRoEd544w18+OGHKCkpwbRp0zB79mxmVMmo8LQCCU9CL1o5npk2YlIt1G4zBaMfmQQJT4IgCAOR7KiSUeE5nu1ySHgS+tAam5lpoek8FaGcSeM/Q2TY108QBEFkIzwXiiraCb1oOZ6ZJtbUHM9ME9EACU+CIAjCAORwxACF2gm95GuosUyrArerCs/M2heAhCdBEARhAGwcY5Oq2gm95NuyqwpcPdSewoUkiAxcMkEQBJFtUFU7kSjaVqg9s/YFIOFJEARBGABe+JNyPAm9aBUX8dx1o0LCkyAIgiASDK9JNoXaCb1kneNJoXaCIAiCSCyU40kkCq3ioowTnuR4EgRBEERiYU1nsZmAgkwbM0OkHadWA/kMUz5qk4vI8SQIgiCIGBjcKUfx2IWdczJuKguRfiwmSSM8nVnnlOrkogybwgSQ8CQIgiAMwLU9c3F5t9Pis6PdhHsHFaRxRUQmo9ZSKdNcQjURrTHG3ZDQyEyCIAgi7eSYJawa2R5fHvfhmCeAwZ1sKKJxmUSM5FslHGliP5dpLmG25XiS8CQIgiAMgdkkYVBHW7qXQWQBwZZKfuZzmSbWVIVnhologELtBEEQBEFkGWotlTIt1K5aXJR5upOEJ0EQBEEQ2YVaE/lMczx5PW6BzEsbAEh4EgRBEASRZai14cq0dkqqxUUZti8ACU+CIAiCILKMfBV1mWmOp9kkIYczYCHT9gUg4UkQBEEQRJbhzLJKcJ7rmWnuLUDCkyAIgiCILEPN8eSNZzUyvMp2SwaKaBKeBEEQBEFkFWpjM7PL8cy8fSHhSRAEQRBEVpFN7ZQAvuOZifuSgUsmCIIgCILgo9ZOKRNdQl4vTwq1EwRBEARBpBn1dkqZJ9ZyOX2TqLiIIAiCIAgizagVF2Vi78tcaqdEEARBEARhTNSKizJx2g/P8cxEEZ2BSyYIgiAIguCTr5rjmcKFJAhecVEmpg1k4NdPEARBEATBR83xzMSCHF5xEYXaCYIgCIIg0oza5KJMdAntnPQAaqdEEARBpJwvvvgCEyZMQHl5Obp06YLLLrsMa9asSfeyCCJtmE0SV3xmU6g9Ex1PS7oXQBAEQcTOpk2bMG7cONjtdlx33XVwOp14/fXXMXnyZFRXV+OOO+5I9xIJIi04rRJcLXLEYxKCojTT4IfaU7yQBEDCkyAIIkNpaWnB9OnTYTKZsHbtWgwYMAAAcNddd2HkyJFYsGABrrnmGpSXl6d5pQSRevJtJhxuCkQ8lolz2gH+yMxMdDwzUCsTBEEQQNDt3Lt3L8aPH98qOgGgsLAQM2fOhNfrxapVq9K4QoJIH6wCo0zM7wRoZCZBEARhADZv3gwAGDFihOK5kSNHAgC2bNmS0jURhFFgtVTKxL6XgEo7pQzsSUqhdoIgiAylsrISANCrVy/FcyUlJXA6ndizZ4/m+3g8HqHP83q9Ef8ljAEdFzZ5poDiMYskfr4ngkQdG0vAx3xc9vmQwt3hYrfbhbcl4UkQBJGh1NfXAwAKCgqYz+fn57duo8bBgwfh9/uFP7empkZ4WyJ10HGJpMxkBWCNeKzC3oKqqqqUryXeY1PcJAHIVTzudB9GGnYnArPZjIqKCuHtSXgSBEG0cbp06SK0ndfrRU1NDUpKSmCz2ZK8KkIUOi5sflXsx+vH6lDTFKxst5qAGecWoaxz6r6jRB2bMgBjjjbg9f2nndObeuXg3F7tE7DK1ELCkyAIIkMJOZ08V7OhoQFFRUWa76MnTAYANptN92uI5EPHJZI+duDdq3Pwyp4m1DUHMLZnLs7rkB5hnohj87dLc7C6shE7jvswqKMN4ytyYZIox5MgCIJIEaHczsrKSpx77rkRz9XU1MDlcmHgwIFpWBlBGIMypwUzB+SnexkJwWKScFNvB27qne6VxEeG1ncRBEEQw4YNAwBs3LhR8dyGDRsitiEIgjACJDwJgiAylIsvvhg9evTAq6++ih07drQ+XldXh4ceegg2mw033HBDGldIEAQRCYXaCYIgMhSLxYK//OUvGDduHEaPHh0xMrOqqgoLFixA9+7d071MgiCIVkh4EgRBZDAXXXQR3n77bSxcuBBr1qyBz+dD3759MX/+fFx33XXpXh5BEEQEJDwJgiAynEGDBuHVV19N9zIIgiA0MWyO5xdffIEJEyagvLwcXbp0wWWXXYY1a9ake1kEQRAEQRBEjBjS8dy0aRPGjRsHu90ekbM0efJkVFdX44477kj3EgmCIAiCIAidGE54trS0YPr06TCZTFi7di0GDBgAALjrrrswcuRILFiwANdccw3Ky8vTvFKCIAiCIAhCD4YTnps2bcLevXtx0003tYpOACgsLMTMmTMxdepUrFq1CrNnz07I57XPMWy2Qcxk2z5l2/4A2bdP2bY/BB+z2ZzuJRAM6LgYFzo2kRhOeG7evBkAMGLECMVzI0eOBABs2bIlYZ9XeWPnhL2XUci2fcq2/QGyb5+ybX8INna7HRUVFeleBhEFHRfjQsdGieFsisrKSgCnR8GFU1JSAqfTiT179qR6WQRBEARBEEScGE541tfXAwAKCgqYz+fn57duQxAEQRAEQWQOhhOeBEEQBEEQRHZiOOEZcjp5rmZDQwPXDSUIgiAIgiCMi+GEZyi3M5TrGU5NTQ1cLhcl6hIEQRAEQWQghhOew4YNAwBs3LhR8dyGDRsitiEIgiAIgiAyB8MJz4svvhg9evTAq6++ih07drQ+XldXh4ceegg2mw033HBDGlcoRk1NDW677TacffbZaNeuHYqKilBbW6v5HJHZ9O/fH/3790/3Mto0U6ZMQVFREb7//vvWx77//nsUFRVhypQpaVwZQRAEYTjhabFY8Je//AWBQACjR4/G9OnT8fvf/x7Dhw/Hd999h7lz56J79+4J+azQxWjcuHEJeb9wpk6ditWrV2Po0KH47W9/i9mzZ8Nut2s+lwj69++PoqIiof99+OGHCfvcRBM6PkVFRbjuuuuY23z66aeGFBQffvih5rpEtskU3G43HnzwQVx00UXo2rUrOnXqhL59++Kqq67C/PnzsXfv3nQvkYiDL774AhMmTEB5eTm6dOmCyy67DGvWrEn3srKegwcPYvny5bj22mvRr18/dOzYEX369MHEiRPx2WefMV9TX1+POXPmoF+/fujUqRP69++PuXPnwuVypXj1bZOlS5e2Xrc+/fRTxfN0fAzYQB4ALrroIrz99ttYuHAh1qxZA5/Ph759+2L+/PlcAWIkvF4v3nvvPVxyySV46qmnhJ9LFFOmTEFdXR33+d27d+P111+Hw+FAWVlZUtaQaDZu3IgPPvgAF198cbqXosrrr78OAKiurk7zSlJHQ0MDrrzySvzvf/9DRUUFrr/+erRr1w7Hjx/H559/jocffhg9e/ZEz549U7Kee++9F3feeSe6dOnS+liXLl3wySefUGFiDGzatAnjxo2D3W7HddddB6fTiddffx2TJ09GdXU17rjjjnQvMWt58sknsXTpUvTs2ROXXnopOnTogMrKSqxduxZr167F008/HXFNdLvdGD16NHbu3IkRI0Zg/Pjx2LFjB5YtW4YtW7Zg3bp1CTU5iEh27dqFhQsXwuFwwO12K56n4xPEkMITAAYNGoRXX3013cuIiZqaGgQCAZSWlup6LlFMnTqV+9yJEydwySWXAAAee+wx9OjRI2nrSBTl5eWorq7GvHnzsHHjRkiSlO4lcQmJq7YkPFesWIH//e9/uPnmm/HII48ojs++ffvg9XpTtp7S0lLF78tqtaJPnz4pW0O20NLSgunTp8NkMmHt2rWtY4zvuusujBw5EgsWLMA111yD8vLyNK80Oxk4cCDefPNNDB8+POLxrVu34pprrsHMmTMxevRo5OTkAAAeeeQR7Ny5EzNmzMC8efNat583bx6WLl2K5cuXY+bMmanchTaDz+fDlClT0L9/f1RUVODll19WbEPHJ4jhQu1GRC1vb/To0SgqKor4d2jbVatWtVruU6ZM4T536623ol+/fujZsyeam5uZn3PVVVehffv2OHDgQMz70dLSgltuuQX79+/HnXfeibFjx0Y8v2vXLtxyyy0444wz0KlTJwwYMAB33303Tpw4oXiv0HdSW1uLWbNm4eyzz0b79u3x4osvtm7z1ltv4eqrr0Z5eTlKS0sxbNgwPProo2hpadG17t69e+MnP/kJ/vOf/wiF97788kvMmjULF1xwQetnDx06FA8//DB8Ph93X+rq6jBz5kz84Ac/QJcuXXDVVVfhyy+/BAAcOnQIv/71r3HGGWegtLQU1157LbPzQrw5npWVlZg6dSoGDBiATp06oUePHhg2bBjuvvtuyLIcse3+/fsxbdo0nHXWWejYsSP69u2LadOmoaqqSvG+ofPU4/Fg3rx56NevH0pKSvCjH/0ITzzxhOK9X3zxRRQVFeHFF1/E2rVrMWLECHTu3Bm9evXC7bffjiNHjrRuGwon/fKXv2TeFPTo0SNC9G3atAm33347fvjDH6Jr167o2rUrLrnkEjz77LPM76SoqAijR4/GkSNHcNttt6GiogKlpaW47LLLmKkilOOZODZt2oS9e/di/PjxraITAAoLCzFz5kx4vV6sWrUqjSvMbsaMGaMQnQAwdOhQXHjhhaitrcWuXbsAALIs4/nnn4fT6cSsWbMitp81axacTidWrlyZknW3RR544AF89dVXePTRR5mz2en4nMawjmemcuONN6J///54/PHH0a9fP4wePRoAWoUN77levXrhT3/6E15//XVMmDAh4j2//fZbfPTRR7jiiivQtWvXmNd2zz33YNOmTbjsssswd+7ciOc++ugjjBs3Dl6vt9XB+OSTT/D444/jnXfewbvvvov27dtHvMbr9WLMmDFwu9246qqrYDab0alTJwDAo48+invuuQfFxcUYP3488vLy8NZbb+Gee+7BRx99hBdeeEGXczlnzhz84x//wH333Yf/+7//g9Vq5W773HPP4e2338bQoUMxatQoNDU1YfPmzZg/fz6++OILPP/884rX+Hw+XHvttfB4PLj22mtx9OhRrFmzBmPHjsW///1vXHfddSgtLcX111+PPXv24O2338b111+PTz75hPlHJhYOHTqEESNGoLGxEZdffjmuu+46uN1u7NmzB3/9619x3333wWIJ/mS/++47XHnllTh27BiuvPJKnHXWWdi1axdeeOEFvP3223j77bdxxhlnKD7jlltuwc6dO/F///d/AIA33ngDs2fPxv79+3H//fcrtn/99dexceNGXHPNNbjkkkvw6aef4sUXX8RHH32EjRs3oqioCMXFxQCCojlcnPB45JFHsGfPHpx//vno0qUL6urq8O6772LGjBn49ttvmeuoq6vDlVdeiYKCAvzkJz/BsWPH8I9//APjxo3D+++/j759++r6rgkxNm/eDAAYMWKE4rmRI0cCALZs2ZLSNRFBQn8DQ39/KisrcejQIYwcORIOhyNiW4fDgcGDB2PDhg2orq5Gt27dUr7ebObLL7/Egw8+iDlz5uDMM89kbkPH5zQkPBPMTTfdhO+//x6PP/44+vfvj9/97ncRz/OeGzRoEP785z/jueeeUwjP0F3QzTffHPO6Vq1ahccffxwVFRV4+umnYTKdNrsDgQCmTp2KxsZGvPbaa60XFAD4wx/+gL/85S+499578eijj0a8Z01NDfr164d33nkHubm5rY/v3bsX8+bNQ8eOHfHee++1/ojmzp2LsWPHYu3atVi9erWu7gRlZWX49a9/jWXLluGZZ57Br3/9a+62M2fOxAMPPBAhCGVZxh133IEXXngBH3/8MYYMGRLxmsOHD2PIkCF4+umnW8XdgAEDcO+992LUqFG46aabcP/997eK5f/3//4f/vrXv2Lt2rUYM2aM8H6o8frrr6Ourg4LFy5UOHMnT55sXRcA3HnnnTh27BiWLl2KW265pfXxp59+Gr/97W8xc+bM1nzTcCorK7F161YUFhYCAH73u9/hsssuw/LlyzF+/Hicd955Edu/8847inNi/vz5ePjhh3H//fdjyZIlGDt2LF5++WX85je/weeff44RI0bg3HPPRbt27Zj7+eCDDypSPFpaWjBhwgQ8/vjjuO222xS5x//973/xy1/+En/+859bz90LL7wQv/nNb/DUU0/h4Ycf5nyrRDyEXP1Qf+VwSkpK4HQ6sWfPnlQvq81TVVWF999/H6WlpTj77LMBnD5WvD7XFRUV2LBhAyorK7Ne2KSS5ubm1hD79OnTudvR8TkNhdoNQufOnXHllVdiy5YtEX/IfT4fXnrpJZSWluKKK66I6b3/85//4M4774TT6WwNoYbz8ccfY+/evRg1alSEwACCuVzFxcV49dVXmXl68+fPjxCdAPDKK6+gpaUF06ZNi/gB5eTktOa1/P3vf9e9H//v//0/FBYWYsmSJaoVgGVlZQoXUpIk/PKXvwQAvP/++8zXLViwIELchbod+P1+3HPPPREObei5//73v7r3Q4vo7xNAq6sIBC86H374Ic4880xMmjQpYruf//zn6NOnDzZt2sTMM501a1ar6ASCIdPf/va3kGWZeUwuueQSxTkROg6rV69GIBDAj3/8Y9x3332QZRmPPvoorrvuOlRUVOC8887DrFmzFCkJrLxii8WCyZMnw+/3M8PnDocD8+bNi7hhuvHGG2GxWPDFF18oticSQ2iCHK8oKz8/nztljkgOPp8Pt956K5qbmzFv3rzWv3Wh4xD++w5HayogERt/+tOfUFlZiccee0w1+kXH5zQkPA3E5MmTIctyRJ7HunXrcPToUdx0000RokiUI0eO4Gc/+xmam5uxYsUKnHXWWYptQv1SWblETqcT5513HjweD7799tuI5+x2e+vdtuj7/ehHP4LdbsfOnTt170tRURHuvPNOHD16FMuWLeNu5/V68eijj2LEiBEoKytDcXExioqKWouqDh8+zHzvaJctVKBSUVGBvLw85nOs94qVK6+8Eg6HA7/97W8xefJkvPDCC9i3b59iu9B3N2zYMEW6gslkwtChQyO2C+eCCy7gPia6vdPpRP/+/VFfX9+6vmnTpmH37t149tlnMWXKFFxwwQWorq7GU089hWHDhmHdunWtr29oaMCf/vQnDBs2DF27dm3NdQ45+qzvtFevXnA6nRGPWSwWdOrUSbWDA0FkE6Ho1NatWzFp0qSM6GmdzXzyySdYtmwZfvvb31K6jw4o1G4gRowYge7du2PVqlW45557YLFY8Pzzz0OSJEycOFH3+/l8PkyaNAkHDhzArFmzWvP6omloaAAAdOzYkfl8SUlJxHYhOnTowMzTVHs/SZLQsWNHHDp0SHxHwrj11lvx1FNP4bHHHmt1MKO5+eabW3Mcr732WnTs2BEWiwV1dXV4/PHHmQVc+fn5isdCQp/1XOjOllWsBKDVmQsEAtx9CT0X2rZ79+5Yv349Fi1ahPXr17cWUvXp0wdz5sxpLQaL9XgBaM3BZT3GutNmbc97TX5+PsaOHdu6zrq6OixYsABPP/007rjjDlx22WUAgKuvvhrbt2/HgAED8JOf/ATt2rWD2WzG/v37sWrVKuHjAwSPg9/vZz5HxI+WC9PQ0KCIoBDJIRAI4Pbbb8crr7yC66+/XpFeEjpWvBsxLfea0EdLSwumTJmCs88+G3feeafm9nR8TkPCUwCTycQVGIm0xSVJwi233IL58+fjrbfewnnnnYeNGze2TnPSy1133dValDRnzhzudqGL+tGjR5nPhyqYoy/+vOKg8PeLbrMiyzKOHj3KFRJa5Obm4u6778Ydd9yBxYsX4yc/+UnE81988QXefvttjBw5Ei+//HJE6OPTTz/F448/HtPn6iX0x+PkyZPcbULdAsL/0PTt2xcrV66Ez+fDl19+ifXr1+OJJ57A5MmTUVpaiiFDhsR8vELPRTu7oe1Zf/DCq9dFXxMilBbxzjvvoKqqCrt27cK+ffuwfft2TJw4UeFav/baa1QhbTBCuZ2VlZU499xzI56rqamBy+XCwIED07CytkXI6XzppZcwfvx4rFixIiLtBDh9rHg5t6HHWfm6hH5cLldrGhHPBBg1ahQA4IUXXmgtOqLjQ6F2IYqKinD06FFFG6BQxXEiuemmm2C1WvH888/jhRdeQCAQUOTxifDss8/imWeeQe/evfHUU0+pVpCHKpFDFazhuN1u/Oc//0Fubi569+4t9Nlq7/fZZ5/B4/HE1XLoxhtvxFlnnYXnnntO8f2HJuRcfvnlinybjz76KObP1Evv3r1hs9nwxRdfcNtHffLJJwDATFewWq04//zzMWfOHCxevBiyLOOdd94BgNbvbuvWrYo2SLIsY+vWrRHbhcP6DkKPiW7vcrmwc+dOFBQUaN4QSZIUUcEZOj4//vGPhT6LSC/Dhg0DEBzgEM2GDRsitiGSQ7jovO666/DEE08wcwl79eqFzp07Y9u2bYrm5W63G9u2bUP37t2zvnAlVeTk5GDixInM/4XE41VXXYWJEyeivLycjk8YJDwFGDhwIHw+X0RDWFmWMX/+fOZ0gnjo1KkTRo8ejXfffRd/+9vf0L59+9a2S6Js27YNd911FwoKCvDiiy9qWvdDhgxBz549sX79ekXhzQMPPIATJ05g3LhxsNlsQp8/YcIEWCwWPPbYYxEhda/Xi3vvvRdAUDzGitlsxty5c+Hz+bBo0aKI50Ju3scffxzx+O7du/HQQw/F/Jl6sdvtGDt2LI4dO4YlS5Yonv/f//6H559/Hvn5+bj66qsBBFtysBz0kLMZahJdVlaGCy+8ELt371a0hnr22Wfx9ddf46KLLmL+AVuyZElEqKeurg4PPPAAJEliHpP333+/VWCEePDBB1FXV4ef/OQnMJlMeOaZZ7gFPm+++Sa+/vprFBYW4qyzzuIen82bN+O5555jvgeRPkLRlldffbU1dxsInjcPPfQQbDYb5RkmkVB4/aWXXsLYsWPx5JNPcgtYQilZLpdL8TcnVJAZi4lBsMnNzcWyZcuY//vRj34EINhhZdmyZRgwYAAdnzAo1I5g43ReY+k+ffrgV7/6FV588UX85je/wfvvv4/27dvjo48+Ql1dHfr165fwyubJkyfjn//8J44cOYJp06YJCz4gmHN18803w+v14kc/+hFee+011e2HDx+OCy+8EMuXL8e4ceMwYcIEjB07FmVlZfjkk0+wefNm9OzZM2LKghah7e+55x4MGzYM1157LfLy8vD222/j22+/xY9//GNFiFwvP/7xj3HBBRcoXLJBgwZh0KBBWLNmDQ4fPozzzz8f1dXVeOutt3D55ZfjX//6V1yfq4f7778fn3/+ORYvXox33nkHw4YNg91ux3fffYe33noLsizjqaeeas2Re+mll/Dss89i6NCh6NmzJ/Lz8/HVV19h/fr1KC4uxk033dT63g899BCuvPJKTJ8+HW+//TbOPPNM7N69G2+99RY6dOjAFdm9evXC0KFDI/p4HjhwALfffruilRIAXHHFFbjhhhtae7t++umn+PDDD9GzZ0/8/ve/BwCsX78ed955JyoqKjB48GB07twZbrcbO3bswEcffQSTyYQHH3wQOTk5uPLKK1FeXo5HHnkEu3fvxllnnYVvv/0W77zzDq6++uqUHh9CG4vFgr/85S8YN24cRo8eHTEys6qqCgsWLED37t3TvcysZfHixVi1ahWcTifOOOMM5k3s6NGjW6NM06dPx7p167B06VLs2LED55xzDrZv346NGzdi4MCBNEAhzdDxCULCE8HG3bzcsmHDhuHOO+/Eq6++ij/+8Y/417/+BYfDgVGjRuG+++6L6KGYKEJuVXV1te7enSdOnEBNTQ2AoIvECndHc+GFF+KCCy7A+vXr8ec//xkbN25EfX09SktLcdttt2HWrFmK5vFaTJs2DRUVFXjsscfw8ssvw+v1olevXrjvvvtw2223JWTs5bx58xQtpsxmM1avXo158+Zhw4YN+M9//oOKigosWLAAl112WUqFTceOHbFx40YsX74ca9euxbPPPguv14uSkhJcc801mDZtGs4555zW7cePH4/m5mZs27YNn3/+ObxeL7p06YKf//zn+M1vfhORm9m7d2+89957WLx4MTZs2IB///vf6NChA2666SbMnj2bO8Lw2WefxcKFC/Haa6/hyJEj6N69OxYvXsztizpmzBjcfPPNePDBB7F27Vrk5ubixhtvxL333tsqmOfPn48hQ4bgvffew9atW1vPv86dO+OnP/0pbr311tb8wJBo+cMf/oCtW7di8+bNOPPMM/HUU0+h4/9v787joqj/B46/lkNZRMA01BRF0DwSNY8kz4LMvPDIUjSVFDTzzB5pqB2oeUEpmkdoCl55oIjkWYoKHnijRoqmgICIYhwiCMvy+4PfzJeVXUCORb7fz/Px4A92dmY+Ozs7857P8f68+qoIPF9CPXr04NChQyxatIjAwEBycnJo1aoVnp6eGvOEC+UvNjYWyO/e4u3trfU9jRo1kgPPGjVqsH//fhYvXkxwcDChoaHUrVuXyZMnM2vWLK2p2gT9Ed9PPkVKSkpe8W8T9CkxMZHWrVvTqVMnDh48WNnFEf4L9OvXj1OnTpGSklKi92/dupVJkyaxatUqjZrWqmDs2LHs2bOHGzduFJqzXRAEQahcoo/nS2jNmjWoVCrGjRtX2UURhCrnzp07VKtWjTp16lR2UQRBEITniKb2l0RqaiobNmzg3r17bNq0iRYtWjB48ODKLpYgVBl+fn6EhIRw5coVBg4cWKoJFwRBEISKJa7ML4mUlBQ8PT0xMTHBwcGBZcuWFTn9liAImn799VeSkpIYPnx4oWwHgiAIwstB9PEUBEEQBEEQ9EL08RQEQRAEQRD0QgSegiAIgiAIgl6IwFMQBEEQBEHQCxF4CoIgCIIgCHohAk/hpdGvXz8sLS1ZtGhRZRelyrG3t8fS0pKtW7fqfd+LFi3C0tKSfv366X3fQuWrzO8/JiYGS0tLLC0tiYmJ0fv+BeFlIP0GQkNDK7soJSLSKVVBKSkptGjRgqysLAAuXryInZ1dJZdKt9DQUMLCwmjUqFGVmwWnNOzt7bl37x4uLi6sWbOmsosj/A9ZtGgRS5YsASjxLFX/q/Ly8jh//jxHjhzhzJkzREVF8e+//2JqakqTJk1wdHTE3d2d1157rcLKkJCQwIEDBwgNDeXq1avcv38fACsrKzp16sTo0aPp2bNnqbc/ceJEndNBF2Rtbc21a9dKvZ/SiomJYdu2bQB4eHiUejvPnj3j2LFjHDt2jPPnz3Pnzh2ePn2KhYUFLVu2ZMCAAYwaNQpTU9NSbT80NJQBAwaU6L3BwcF07969VPv5XyECzypo586dctAJsGXLFr777rtKLFHRwsLCWLJkCV27dv2fCDwFQXj5/fjjjyxYsED+X6FQYG5uTlpaGhEREURERPDrr7+ydu1a+vbtW+77j4uLw97enry8/2Q0NDU1JS8vj9jYWGJjY9m9ezeffPIJPj4+ZcrrbGBgUORMXpU1y1dsbKz8oFSWwHPYsGEcP35c/t/IyAhTU1OSk5MJCwsjLCyMX375hYCAAGxtbctUZktLS6pVq6ZzeVHLKkqzZs0ASh1Y65sIPKugzZs3AzB+/Hh8fX357bffmDt3rkg4LwiCUEI5OTmYm5szdOhQBg0aRKdOnVAqlWRmZvLHH38we/Zs4uLicHV1JTQ0lObNm5fr/nNzc8nLy6Nnz54MHz6cd955h/r166NWq4mKimLevHkcOHCALVu2UK9ePebOnVvqfTVo0KBSajT1JScnB2tra0aOHEmfPn2wt7fHwMCAlJQU/P39WbJkCXfu3GHo0KGcPn0aExOTUu9r8+bNL12N5vnz5yu7CC9E9PGsYq5cucK1a9ewsLBg3rx5NG7cmMTERI4cOVLZRRMEQagy+vXrx9WrV/npp5/o0aMHSqUSAKVSibOzM7///jtKpZLs7Gx+/vnnct+/paUlx48fJygoCBcXF+rXrw/k1062aNGCrVu38t577wGwdu1ajVYuQdPcuXO5fPkyX3/9NW3btsXAID+0sbS0ZNq0aaxcuRKAO3fuEBQUVJlFFRCBZ5WzZcsWAIYMGYKJiQnDhw/XeF2XiRMnYmlpycSJEwEICgqiX79+2NjYUL9+fbp168aaNWtQq9VFbic0NJQxY8bQsmVLrKyssLW1xdnZmS1btpCbm6vxXqnjv9SUcurUKbkTtPSnazBMXl4e/v7+ODk5YW1tTcOGDenVqxc7duwo9hhFRkYybdo02rdvT/369WnQoAFdunRh/vz5JCcna13n+QESQUFBDB48mKZNm1KrVi29DHiKjIxk0aJFDBgwgHbt2lGvXj2sra3p3r07CxYs0Fn256Wnp+Pp6UnHjh2pV68etra2jBgxggsXLhS77tmzZxk/fjytW7embt26NGrUCEdHR5YvX86TJ0/K+hGFl1RKSgqbNm3C1dWVLl26YGNjQ926dWndujVubm4vVKMSGBhI3759sbGx4bXXXqNnz574+voWuj4879GjRyxYsIDu3bvTqFEj6tatS9u2bZk8eTJ///13WT9iIW3atMHS0lLnchsbG7lm69KlS+W+fwsLC9q1a6dzuUKh4JNPPgHgyZMn3Lx5s9zL8LynT58SEBDAhAkT6NatG3Z2dlhZWdGiRQtGjBjBH3/8UeT6UVFRTJs2jQ4dOlC/fn3q1q3LG2+8wXvvvce8efOIioqS32tvb6/Rb/L5e4N0ryqJt99+GyMj3Q24gwcPpmbNmkDFfJfalGTQXWhoqPx5i1u/qHtScYOLsrKyWL16Ne+//z6NGzeWf9sTJkzg6tWrOstXkkFLRQ0KzszMZOXKlfTq1YvGjRtTp04d7OzsRFN7VZKVlcWuXbsA5IDTxcWFpUuXcvjwYZKSkrCysip2O1999RXr1q3DwMCAmjVrkpmZyfXr1/Hw8CAiIoK1a9dqXW/27NmsXr0a+E9/qNTUVE6ePMnJkyfZuXMnW7dulX/ghoaGWFlZkZGRQUZGBsbGxtSqVUtjm1ItQ0G5ubmMHDmSAwcOyH110tPTOX/+POfPn+eff/5h9uzZWsvo4+ODp6enHECbmpqSk5NDZGQkkZGRbN26lR07dtC2bVudx2fOnDmsWrUKhUKBhYWF/PRc0YYNG8a9e/cAMDExQalUkpKSwrVr17h27Rrbtm0jKChI7s+jTUpKCo6Ojty6dYtq1aphYmLC48ePOXDgAIcOHcLHx4dRo0YVWk+tVuPh4cEvv/wiv2ZmZkZGRgaXLl3i0qVLbN26ld27d9OoUaPy//BCpVqzZo38gGhoaCj/huPi4ggICGD37t0sWrSIzz77rMjtfPfdd/j4+Mi/naysLLm/5OHDh9m2bRvVq1cvtN7x48cZM2YMqampABgbG1OtWjViYmKIiYlh586d+Pj44OLiUs6fvGhSWXU9kBccvFMRg7kKHqviKgXKQ2BgIJMmTQLyr/E1a9bEyMiIxMREDhw4wIEDB5g8ebJG31hJSEgIw4cP59mzZ0D+d2hqakp8fDzx8fFcuHABY2NjuS9nnTp1SE9Pl4/b8/cuc3PzcvtcBgYGcmCqj+NY3spyT0pISGDo0KFERkYC+d+LUqkkLi6OHTt2sGvXLhYtWsSECRPKtczp6en06dOH69evA5oxg6jxrEL27dtHamoqtra2dO7cGch/KndwcEClUrF9+/Zit3Hw4EH8/f354YcfiI6OJiYmhjt37jB69GgAtm/fzokTJwqt5+vrKwedrq6u3Lhxg5iYGGJjY1m4cCFGRkacPHmSadOmyes0bNiQqKgoJk+eDMBbb71FVFSUxt+QIUMK7Wv9+vWEhYWxevVq7t27R2xsLH/99RcffPABAN7e3vzzzz+F1tu0aRPfffcdpqamfPPNN9y8eZOEhATu37/P8ePH6dGjB4mJiYwYMUJn7V1ERASrVq1i+vTp3Lp1i+joaBISEvQyKKpr166sXr2aa9eukZiYyN27d3nw4AFBQUF06NCBhIQE3NzcitzGkiVLePjwIX5+fiQkJBAbG0t4eDhdu3ZFrVbzxRdfcOXKlULrLVy4kF9++YVXX30Vb29v7t69S1xcHImJiQQHB9OmTRtu3brFqFGjquSFWyha/fr1mTVrFsePH+f+/ftER0eTmJjIlStX5GBzzpw5RERE6NzGtWvX8PHxwd3dXf7tREdHM2fOHBQKBUePHsXT07PQen/99RcuLi6kpqYyZswYwsPDSUxMJD4+nmvXruHm5kZ2djZTpkzh8uXLFXYMnpeTk0N4eDgArVq10tt+CwoLCwPyB6zoI3OJpaUlU6ZM4dChQ8THxxMbG0tCQgI3btzAw8MDY2Njfv75Zw4cOFBo3RkzZvDs2TMcHR05ffo0Dx8+JCYmhsTERM6cOYOHh4fGQ2tISIg8XgEodG+QHoTKw19//cW///4LVN53WVpluSfl5uYyevRoIiMjMTc3x9fXV/5er1y5Qu/evVGr1Xz99dfF1ma/qLVr13L9+nVq1arFpk2bSExMJCYmhqSkJBF4ViXSj1Sq7ZRItQDFNbdD/lP5smXLmDRpkvxE+corr7BixQq52Wf37t0a62RmZsrV6EOHDmX58uXUrVsXgBo1avD555/zww8/ALBnzx6tgc2LSElJYcuWLYwYMUKuEW3QoAH+/v5y5/vAwECNddLT0/nmm28A8Pf358svv5TLaGhoSLt27dizZw/t2rUjPj6eTZs2ad33kydPmDRpEt9//7080rN69ep6qeVbu3YtI0aMwNraWn6tWrVq9OzZk6CgIKysrIiIiODMmTM6t5GWloa/vz+DBg2Sn/CbN29OQEAAdnZ2qFQqFi5cqLFOTEwMy5YtQ6lUsmfPHtzc3OSaaWNjY7p3787+/ftp0KABERERWm86QtXm6uqKh4cH7dq1k0flKhQKbGxsWLx4MW5ubuTm5rJ+/Xqd20hLS2PYsGF4eXnJvx1zc3O++uorvvzySyD/AVZKGSTx8PAgMzOTGTNm4OPjQ/PmzeWBktbW1nh7ezNhwgRUKhVeXl4V8fG1WrVqFUlJSQDyg7k+RUdHs3HjRiC/qbgsNYDx8fG8/vrrOv/S0tKA/GbT+fPn4+DgoDFCul69esyaNYtvv/0WQKNlBODhw4fcvXsXgNWrV2sEdyYmJrRs2ZJZs2ZVWlaT77//Hsjv3jBo0KAybWvUqFE6j6O/v3/ZC/ucstyTgoKC5C5Wfn5+fPzxx/Lv28bGhq1bt9KxY0fy8vLKPTPOuXPnAJgyZQrOzs5y7b2BgYEIPKuK6OhowsLCUCgUDBs2TGPZoEGDUCqVREVFyU/oujRs2JARI0ZoXdanTx8g/+mwoJCQEPlp8euvv9a6rpubG/Xq1QOQuwOUloODAz169Cj0evXq1XF0dNRaRqk2uE2bNjg5OWndrpGRER9++CEAx44d0/oeAwMDpk+fXobSVwwzMzO6du0K5PfD1MXBwUFr3j+lUsnUqVMB+PPPP+UmTYBt27aRm5uLk5MT9vb2Wrdbs2ZNOaWMrmMn/Pd6//33gaLPPYBZs2ZpfX3q1KkolUpUKhX79u2TX4+JieHkyZMYGRkxZcoUnduVHq5PnDhRbF/R8nDmzBn5AW3o0KE6c2muWbOGlJSUcm9mz8zMxNXVladPn1K7dm05cCottVpNUlKSzr+StmJI58H58+c1vgczMzO5+TcxMbFMZS1vPj4+cm2ep6dnoe5eLyolJUXncczIyCiPImsoyz1pz549QH5ro3TvLMjIyEj+zUZGRha6r5aFhYUFoP18EH08q4gtW7aQl5dHly5daNy4scYyc3Nz+vXrR0BAAJs3b5ab4bV58803USgUWpdJoyqlIFMiNW81bNiQpk2bal3X0NCQHj16sHPnzjI3h3Xo0EHnMl1llALuqKgoXn/9dZ3rSyNDpb6Uz7O1teXVV199ofKWp0OHDrFjxw4uXbrEw4cPefr0aaH3JCQk6Fy/qDQfUjCvVquJiIiQ/5eOXUhISJHHTrqo6jp2QtUWHR3N+vXrCQ0N5e7duzx58qRQQFLUudewYUOdORLNzc1p164dZ86c0bg+SOeeWq0u8rolBTkZGRk8fvy4Qn+jUVFRjBo1iuzsbFq2bMmyZcsqbF/aqFQq3NzcuHLlCsbGxqxbt06+7pXWiySIT0pKYv369YSEhHD79m3S0tIKBftPnz4lJSWF2rVrA/kPtj179iQkJIShQ4fy6aef0rt3b9q0aVMpeS0lgYGBcveO4cOH4+rqWuZt6jtBfFnuSVLrY1GTEHTv3h1DQ0Nyc3O5fPkyb7zxRqn29bzevXsTEBDAunXrSE5OZvDgwbz99tvUrl1bBJ5VgVqtljuwP9/MLnFxcSEgIIC9e/eyePFizMzMtL5P1+uA3LyVk5Oj8fqjR48Air34STN8SO8vrdKUUXqqysrKKlHaEW0BHVBpQadarWb8+PEEBATIrxkZGWkkK05LSyMrK6vIp+qiZlkp+P0V/I6kYycNAiuOrmMnVF3BwcG4ubnJA0MgP1isXr06CoWC7OxsUlJSijw/irs+SMu1nXtSjVxJVOT5d/v2bZydnXn06BHNmjVj79698kArfcjNzcXd3Z39+/djZGTE+vXrtdZUVZRz587x0UcfabSImJmZoVQqUSgU5Obmytk1MjIy5MATYMWKFbi4uHD9+nW8vLzw8vKiWrVqtG/fnr59+zJq1Kgy1za+iODgYNzd3VGr1Tg7O1dISix9KMs96eHDh0DR9wUTExNq165NUlJSme/dBX300UdcvHgRX19fdu/eLXfhs7W1FYFnVXD06FHi4+OB/CYrqclUmydPnhAYGKh15PJ/M+mJfMiQIWzYsKHU29HXCPbnbd68mYCAAAwNDfnyyy8ZPnw4NjY2GuUZP348O3fu1JjppDxIx2769OllbtITqp7Hjx8zadIknj17Ro8ePZg5cyYdOnTQyDhx4sQJBg4cWO77ls49KysrjVQ7leH27dsMGDCAxMREmjZtSnBwsNxPXB9yc3MZP348gYGBGBoa4uvrWyHHXBeVSsW4ceNITU3F3t6eb7/9FgcHB43A++7du7z55psAha5D1tbWnDx5kpCQEI4cOUJ4eDjXr1/n7NmznD17lp9++gl/f/8yTQFaUr///jtjx45FpVLRv39/NmzYUGS6pZdZZd2TysPixYsZP348e/fu5cyZM5w7d447d+6IwLMqKDjyryS2bNlSroGn1KG5qGa2gssrY/o1KRVHVW0Glp4GR48erTNVVElqhIr6jgoO6ij4HVlZWXHr1q0qe+yEsjly5AhpaWlYWlqyfft2rdPuPXjwoNjtPD9oSNfy5889gOTkZDIyMqhRo8aLFL3cSEHn/fv3sbOzIzg4WO6zrg9STeeePXvkoFNbxo+KdO7cOe7du4ehoSE7duzQWktW3HlgYGCAk5OT3M8+PT2dQ4cO4enpSVxcHO7u7ly/fr1Cm9+Dg4MZO3YsOTk59OvXj40bN1ZK0Cnts2ArwvOkQV0V5dVXXyUuLk6uuNImKyuLx48fA4Xv3VITfFk+g62tLTNmzADyWzYuXrwoBhe97B49esTBgweB/NHacXFxOv+kQR/h4eHcunWr3MogPeHGx8dz+/Ztre/Jzc2Vk8y2b99eY5n0xFbeNXUFOTg4APl9Wl62zu0lIV0Y2rRpo3X5kydPuHjxYrHbkdKvaCN9PwYGBhr7kY7d8ePHxewo/4Okc69Zs2Y653ouOA+2LnFxcfLI5uelp6fL/c2k6wn859zLzc3lzz//fIFSl5/bt2/Tv39/7t+/T9OmTfn999/L3KfyReTm5uLm5qYRdEqDIPVJOg/q1Kmjs2m2JOdBQTVr1uSjjz6Sm7mTkpLkfJKgWZtXHveHffv2aQSdfn5+GBsbl3m7pSElhS8q6CvJNb0spEw1J0+e1PmesLAwVCoVUPjeXdxnSE9Pf6GWCgMDAzp16iQCz5fd9u3b5TmF+/Tpg5mZmc6/9u3by4NDXrSWtCjvvvsur7zyCpBfda7Nxo0b5RqNoUOHaiyTmmoK9hsqbwMHDsTCwoKcnBzmzJlT5EVMrVZXSLLnspBSpUjJdp/n5eVFenp6sds5c+aM1lkmsrKy5Iu/k5OTxkwZn3zyCUZGRiQnJxc7Q1N2draYwei/jHTu3b59W+uDx9WrVzX6Hhdl6dKlWl//+eefyczMxMjICGdnZ/l1Ozs7unXrBsD8+fOLvUY8P6iwrKSgs2Dzur6DTnd3dwIDAzEyMmLdunWVEnTCf84DaYT28+Lj4wulUZJkZ2cXue2Cc6MXHNxasBm/rPeH4OBgxo0bR05ODv3796/UoBOgdevWQH5Nv7ZZ4x4+fFgh6ZcKks6lc+fOac1GolKp5N9sq1atCuU4lT5DwUwUBa1cuVJnbWhRtaQi8HzJSbk5+/btW6LmCalP0Pbt2+WnmLJSKpVyGqWAgAC++OIL+cL09OlT1q5dK89GMWTIkELTwEkn840bN4pN91RaBafs2r17Nx9//DEXLlyQR+Wq1Wpu3rzJypUrcXBw4PDhwxVSjoKys7NJTk4u8k+60UtNU/7+/vj5+ckX8gcPHuDh4YGPj48c/BfF3Nyc0aNHExQUJH//UVFRfPzxx0RFRWFoaFioKb9JkyZ89dVXQH7qkQkTJmjUSqhUKq5evcqSJUto3759iUfHCpWruHNPevhydHTEwMCAf//9F3d3d7m7RnZ2NoGBgQwZMqTIAX8Sc3NzfvvtN2bNmiUPQElPT+fHH3+Ub25ubm6FArulS5diZmbG7du36dWrF/v379cIgBMSEti+fTvOzs7lmmvwzp07cp/OZs2alaqmU5qKuKipN3WR+nTu2bNHHkik7+b1ghwcHKhRowZ5eXm4urrKrVu5ubkcPXqU/v3768yIEh4eTpcuXVi1ahU3b96Ur7t5eXmEh4fLTa0NGjSQgxmApk2byve1TZs2lbrWc//+/XJNp7Ozc6UHnQCdO3eWczJPnDiRy5cvk5eXh1qtJjQ0lP79+1f4ZBzOzs507NgRyM/Vu2vXLnlgbnR0NKNGjZLzbWqb3EEKXI8ePcrChQvlZvXk5GTmzZuHt7e3nDbpeU5OTsycOZPQ0FCNQYn3798XfTxfZufPn+fGjRsAJU56O2jQILy8vEhKSuLw4cNFzhP7IsaPH090dDSrV69m48aN+Pn5YWFhwZMnT+QAp3v37vj4+BRat1u3bjRr1oxbt27Ru3dvLC0t5SfdBQsWlFsH+hEjRpCVlSXPwvDHH39QvXp1atSoQXp6usZIeF0X0PJUcCSfLgsXLuTzzz9n8uTJ7Nu3j6ioKKZPn86MGTOoWbMmaWlp5OXl8emnn5KVlSVnN9Bl1qxZ+Pn5MWbMGKpXr0716tXli4VCoeCnn37SaOqUzJw5E5VKhbe3Nzt27GDHjh0olUqUSiWpqaka6VT0ceyEsituppvWrVsTFhaGnZ0dU6dOZfny5QQHBxMcHIy5uTmZmZnk5OTQuHFj5s6di7u7e5Hbs7e3p2PHjvj4+ODr64uFhQXp6enyufPOO+9oHbzWqlUrAgICGDNmDFFRUYwcORJDQ0MsLCzIzMwkMzNTfq+Njc0LHwddfvzxR7mV5sGDB1pzBxdU3oOfzp49K18fFAoFM2fOZObMmTrfv3jx4goNTC0sLJg/fz4zZszg9OnTdOzYETMzM1QqFVlZWdSuXZtVq1bpnLY0MjKSOXPmMGfOHIyNjeXrl3R/MDc3Z926dXJmEsif0njYsGFs3ryZb7/9lsWLF/PKK6+gUCgYOHCg1qk5tZk9e7Z8fT916lSRsxO99dZbJZpspawMDAxYvnw5w4cP59atW7z77ruYmpqiVqvJysrCzs4Ob29vxo0bV2FlMDQ0ZNOmTXz44Yf8/fffuLu7M2nSJPm6LpVz4cKF9OrVq9D6I0eOZNeuXYSGhrJ06VK8vLywsLCQ1503bx6HDh3i1KlThdZNTU3F19cXX19febpMlUpFRkaGCDxfZlJzubm5eYlTarzxxhs0b96cmzdvsnnz5nILPCE/SPrggw9Yv3494eHhPH78GDMzM+zt7Rk2bBguLi4aFxWJkZERQUFBLF68mBMnTnD//n25tqW8m23Hjh2Lk5OTnIcuNjaW1NRUatasSZMmTejUqRN9+/Yt9iajb5aWlhw5coQlS5awf//+/KdCIyO6deuGq6srH374IRMnTizRdo4ePcqyZcvYt28f8fHx1KpVi86dOzNjxgzeeustrespFArmzJnD4MGD2bBhA6GhocTHx8uDTpo2bUrnzp3p37+/zm0IVdf3339PixYtWLduHZGRkahUKmxtbenfvz9Tp07l6tWrJdqOp6cnbdu2lbdTrVo1mjZtysiRI3F3d9d6fYD82rYLFy7g5+fHwYMHuXHjBqmpqSiVSpo3b07btm3p1auXPIlBeShY25SWllbhAz2K2n9OTk6xgwcLBuAVZezYsTRs2JAVK1Zw5coVVCoV9evXp1evXnzxxRc6m9Tbt2+Pn58foaGhXLx4kcTERJKTkzExMaFJkyY4Ojry2Wefaa1R9vb2pkGDBuzbt4/o6Gji4uIA5Frzkih4LItbr7y7axTFycmJgwcP4uXlRXh4OJmZmTRs2BBnZ2dmzJhR5ln+SuK1114jJCSEX3/9lb1793Lz5k25HF27dmXSpEk6xxYYGhqyc+dOVqxYwe7du4mJiUGhUODo6MjUqVPp2bMnhw4d0rruhg0bOHbsGKdPn5anylSpVFhbW6NISUmpuBEfgiAIgiAIgvD/RB9PQRAEQRAEQS9E4CkIgiAIgiDohQg8BUEQBEEQBL0QgacgCIIgCIKgFyLwFARBEARBEPRCBJ6CIAiCIAiCXojAUxAEQRAEQdALEXgKgiAIgiAIeiECT0EQBEEQBEEvROApCIIgCIIg6IUIPAVBEARBEAS9EIGnIAiCIAiCoBci8BQEQRAEQRD0QgSegiAIgiAIgl78H5kXO/tv2xw3AAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + " ['ax2', 'ax3']],\n", + " figsize=(7, 4),\n", + " layout = \"constrained\")\n", + "someaxes[\"ax1\"].scatter(x1,y1)\n", + "someaxes[\"ax2\"].bar(x2,y2)\n", + "someaxes[\"ax3\"].plot(x1,y1)\n", + "someaxes[\"ax1\"].set_xlabel('A Big Label', fontsize=18)\n", + "someaxes[\"ax2\"].set_xlabel('Another Label', fontsize=18)\n", + "someaxes[\"ax3\"].set_xlabel('Label 2: 2 Fast 2 Furious', fontsize=18)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 403 + }, + "id": "yyEa45e39XuR", + "outputId": "c2ba524c-6da7-4b1a-f181-b775fe701adc" + }, + "execution_count": 67, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" + ] + }, + "metadata": {}, + "execution_count": 67 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# first make our sample data\n", + "x = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])\n", + "y2 = np.array([170, 100, 90, 120, 50])\n", + "# define our figure and axes (just one this time)\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "# now call both bar and plot elements to the same axes (ax)\n", + "ax.bar(x, y1,\n", + "color = \"indigo\")\n", + "ax.plot(x, y2,\n", + "color = \"red\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 312 + }, + "id": "lNEaeJyX9cZV", + "outputId": "b6dc780a-45c8-4ae6-9e3c-70acb23801ab" + }, + "execution_count": 68, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 68 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "y2_sd = np.std(y2)\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 312 + }, + "id": "4B27eN2S9fNd", + "outputId": "85f92927-b8ec-4e33-f424-4c64d1ad2f9b" + }, + "execution_count": 70, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 70 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "ax.errorbar(x, #our x values\n", + " y2, #our y values\n", + " yerr = y2_sd,\n", + " fmt = 'o')\n", + "fig.show()" + ], + "metadata": { + "id": "qZbI1C329j8P" + }, + "execution_count": 73, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2,\n", + " color = \"red\")\n", + "ax.errorbar(x,\n", + " y2,\n", + " yerr = y2_sd,\n", + " fmt = \"none\",\n", + " ecolor= \"indigo\",\n", + " elinewidth= 4,\n", + " capsize = 6,\n", + " capthick= 4 )" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 306 + }, + "id": "AJn6WZmy9mW_", + "outputId": "a08d4e09-f88e-4015-d0bf-95a01c98109d" + }, + "execution_count": 74, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 74 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "v69a-7WD91WR" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "from PIL import Image # to open images\n", + "import requests # to get images from URLs\n", + "from io import BytesIO # to store images" + ], + "metadata": { + "id": "5C5jyX9q9uvK" + }, + "execution_count": 76, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "response = requests.get('https://placehold.co/600x400.png') # Using a publicly accessible placeholder image\n", + "print(f\"Request Status Code: {response.status_code}\")\n", + "print(f\"Content Type: {response.headers.get('Content-Type')}\")\n", + "image_file = BytesIO(response.content)\n", + "image = Image.open(image_file)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2W6qHPk_92r4", + "outputId": "d78cb93a-9fa9-458f-c712-2376415cf20b" + }, + "execution_count": 85, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Request Status Code: 200\n", + "Content Type: image/png\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 312 + }, + "id": "_Q1ovBNt-Bzh", + "outputId": "399a8640-31a5-4cad-ca4e-fa25870e0ec1" + }, + "execution_count": 80, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 80 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "ax_image = fig.add_axes([0.1, # x coordinate (ON FIGURE, NOT AXES)\n", + " 0.11, # y coordinate (ON FIGURE, NOT AXES)\n", + " 0.15, # image width\n", + " 0.35]) # image height" + ], + "metadata": { + "id": "4GKMMGov-D51" + }, + "execution_count": 86, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "010e3c43" + }, + "source": [ + "ax_image.imshow(image)\n", + "fig.show()" + ], + "execution_count": 88, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2,\n", + " color = \"red\")\n", + "ax_image = fig.add_axes([0.1, 0.11, 0.15, 0.35])\n", + "ax_image.imshow(image)\n", + "ax_image.axis('off')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 312 + }, + "id": "L9qV8iMd-Ubd", + "outputId": "eb9b2361-0e3c-412d-9e3e-301950eaf228" + }, + "execution_count": 95, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(599.5), np.float64(399.5), np.float64(-0.5))" + ] + }, + "metadata": {}, + "execution_count": 95 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#seaborn session" + ], + "metadata": { + "id": "DBcTi1Vs_ncl" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "import seaborn as sns\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests" + ], + "metadata": { + "id": "Nu-5_k32AVgh" + }, + "execution_count": 96, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tips = sns.load_dataset(\"tips\")\n", + "print(tips)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "qof58256AZ_t", + "outputId": "7d69bcf7-9679-4ef0-bc1b-3e89f7607573" + }, + "execution_count": 97, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " total_bill tip sex smoker day time size\n", + "0 16.99 1.01 Female No Sun Dinner 2\n", + "1 10.34 1.66 Male No Sun Dinner 3\n", + "2 21.01 3.50 Male No Sun Dinner 3\n", + "3 23.68 3.31 Male No Sun Dinner 2\n", + "4 24.59 3.61 Female No Sun Dinner 4\n", + ".. ... ... ... ... ... ... ...\n", + "239 29.03 5.92 Male No Sat Dinner 3\n", + "240 27.18 2.00 Female Yes Sat Dinner 2\n", + "241 22.67 2.00 Male Yes Sat Dinner 2\n", + "242 17.82 1.75 Male No Sat Dinner 2\n", + "243 18.78 3.00 Female No Thur Dinner 2\n", + "\n", + "[244 rows x 7 columns]\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "sns.lineplot(data=tips, # choose our dataset\n", + " x='total_bill', # define our x variable\n", + " y='tip') # define our y variable\n", + "\n", + "sns.set_style('whitegrid')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 478 + }, + "id": "-ZQMa32cAcH_", + "outputId": "476e14b4-071a-4a0b-d3bf-4ef96ad60811" + }, + "execution_count": 101, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "tipgraph = sns.lineplot(data=tips,\n", + " x='total_bill',\n", + " y='tip')\n", + "tipgraph.set(title='Tips vs. Total Bill',\n", + " xlabel='Total Bill ($)',\n", + " ylabel='Tip Amount ($)'" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 106 + }, + "id": "TCjE487zAhLN", + "outputId": "a85ec4c8-0615-4c39-f5dd-0f074304f2d5" + }, + "execution_count": 100, + "outputs": [ + { + "output_type": "error", + "ename": "SyntaxError", + "evalue": "incomplete input (ipython-input-499902394.py, line 6)", + "traceback": [ + "\u001b[0;36m File \u001b[0;32m\"/tmp/ipython-input-499902394.py\"\u001b[0;36m, line \u001b[0;32m6\u001b[0m\n\u001b[0;31m ylabel='Tip Amount ($)'\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m incomplete input\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "RWBofVP5AsDX" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tipgraph = sns.lineplot(data=tips,\n", + " x='total_bill',\n", + " y='tip')\n", + "tipgraph.set(title='Tips vs. Total Bill',\n", + " xlabel='Total Bill ($)',\n", + " ylabel='Tip Amount ($)')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 560 + }, + "id": "ktlRfBeGAlcQ", + "outputId": "d02171a5-642a-4c3b-9ddc-c9922a5e6d29" + }, + "execution_count": 102, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Tips vs. Total Bill'),\n", + " Text(0.5, 0, 'Total Bill ($)'),\n", + " Text(0, 0.5, 'Tip Amount ($)')]" + ] + }, + "metadata": {}, + "execution_count": 102 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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LRRddhNTUVMn7Wa1W/PDDD/jhhx+4t7npppswefLkoI5PTffffz8sFgvmzZuHsrIyT1a1JYPBgKefftprn9uWbrvtNvzwww9obm72jCNxGz9+PGbMmOF5rk2bNqG4uBjbt2/Hgw8+6HXbzMxMzJw5E//73//CFui98soreOWVVyRv06ZNG7zwwguK1ycSEu8o0COEePTr1w9ffvklZs+ejZUrV+L48eMwGAzo3bs3Jk6ciMsvv5x5v/fffx8rVqzAhg0bcPDgQVRWVqKmpgYGgwEdO3bEWWedhYkTJ/pkApUaN26cV3esv27bF198EStXrsS6deuwb98+nDx5EjU1NdDpdGjfvj0GDRqECRMmYODAgaocn1oEQcDjjz+OMWPGYP78+Vi/fj0qKiqg1WqRn5+Pc889F1OmTEF+fj73MXr37o1PP/0Us2fPxqZNm1BRUcEszaalpWH+/Pl477338N1336G0tBRarRbt27fHBRdcgJtvvtmzK0YkJSUlISMjA0VFRTj//PMxfvx4Zgc4IcRFEN1TRgkhCenRRx/FokWLkJ+fH5b9SwkhhIQPNWMQQgghhMQpCvQIIYQQQuIUBXqEEEIIIXGKAj1CCCGEkDhFXbcAnE4nmpqavC7TarVh20yckEhyOp0AXPudumfdEUIIiU6iKPps92cwGLhbF1LXLVzb6OzcuTPSh0EIIYQQErA+ffrAaDQyr6PSLSGEEEJInKJAjxBCCCEkTlGgRwghhBASp6gZA67Gi9b69OkDnY5enkixWCzYu3cvevTowV13QCKPzlNsoPMUG+g8xYZInye73e7TV8CKY9wokgGY3bU6nQ56vT4CR0MAeLo/6TxENzpPsYHOU2yg8xQbovE8SU0JodItIYQQQkicokCPEEIIISROUaBHCCGEEBKnKNAjhBBCCIlTFOgRQgghhMQpCvQIIYQQQuIUBXqEEEIIIXGKAj1CCCGEkDgVEwOTFy9ejI0bN2L79u3Ys2cPbDYbpk+fjmuuuYZ5+4aGBsycORNLly7FyZMnkZeXh8suuwxTp05FSkpKmI+eEEIIISQyYiLQe/XVV1FWVoasrCzk5eWhrKyMe1uz2YzJkyejuLgYI0aMwJgxY1BcXIw5c+Zg/fr1+Oijj2AwGMJ49IQQQgghkRETpdv//ve/WL58OX7//XdMnDhR8rbvvvsuiouLcccdd2D27Nl46KGHMHv2bNxxxx3Ytm0b5s6dG56DJoQQQkjCqbTY8fPhRlRa7JE+FAAxEugNHz4c+fn5fm8niiIWLFgAk8mEu+++2+u6u+++GyaTCQsWLAjVYRJCCCEkgX26uxYd3t2LkV+Uot07ezB7e3WkDyk2SrdylZSUoLy8HCNGjIDJZPK6zmQyYdCgQVi9ejWOHTuG9u3bSz6WxWLxbFxMws9isXj9P4lOdJ5iA52n2EDnKTbwztPmiib86ftjcIiuf9udwF3LjuGSDjq0Sdaq9vx2e2CZwrgK9EpLSwEAhYWFzOsLCwuxevVqlJSU+A309u7dq/bhEQVKSkoifQhEBjpPsYHOU2yg8xQbWp6nZidwy2YDHKJ3odQhAj9s2YdBGc4wH91pcRXo1dfXAwBSU1OZ17svb2ho8PtYPXr0gE4XVy9PTLFYLCgpKUFhYSGMRmOkD4dw0HmKDXSeYgOdp9jAOk9Pra/GPnOtz22TtQLGDeqBtCT1VsrZ7faAklEUyXAYjUbo9fpIH0bCMxqNPmV4En3oPMUGOk+xgc5TbHCfpw0nLHhxi2+QBwAPD8lB20x28kmpQJeVxUQzhlxpaWkA+Bk79+W8jB8hhBBCiFxNdiduWXrUsy6vpQFtDHj8rNzwH1QrcRXode7cGQB/fYP7ct4aPkIIIYQQuZ5aexI7Kpt8LtdpgLmX5iNJK0TgqLzFVaBXWFiIvLw8bNq0CWaz2es6s9mMTZs2oWPHjn4bMQghhBBCpGwsb8KzGyqZ1z1xVi4G5iWH+YjY4irQEwQBEyZMgNlsxuuvv+513euvvw6z2Yzrr78+QkdHCCGEkHjQ5ATuXFEBJ6NkOzA3GY8NbRP+g+KIiWaMBQsWYOPGjQCAPXv2eC5bt24dAGDw4MGYMGECAOD222/HsmXL8M4776C4uBh9+vTBzp07sXr1avTr1w8333xzZH4IQgghhMSFt0t12FXj2xSh1wDvX9oB+igo2brFRKC3ceNGLFq0yOuyTZs2YdOmTZ5/uwM9k8mEDz/8EDNnzsTSpUuxdu1a5Obm4s9//jPuueceJCdHRyqVEEIIIbFnfXkTPjjCDp+eHJaL/rnRFWfERKA3Y8YMzJgxQ/bt09LS8Nhjj+Gxxx4L4VERQgghJJFY7U7ctaICTvhm7AblJePRIdFTsnWLqzV6hBBCCCGh8s/fTmI3p2Q7N8pKtm4U6BFCCCGE+PHbUTNe2Mjusv332bno1ya6SrZuFOgRQgghhEiw2J245cejYDTZYkjbZDwchSVbNwr0CCGEEEIkPLmmHHuqm30uT9IKmHtpB+g00VeydaNAjxBCCCGE49ejZry0qYp53VNn5+KMnOgs2bpRoEcIIYQQwmC2OXHrUk7JNjcJDw3OCfsxBYoCPUIIIYQQhifWlGNvDaNkK4h488I2UV2ydaNAjxBCCCGklV/KGvHKZnbJ9q7OdvTOSgrzESlDgR4hhBBCSAuNNif+/OMxZsl2aF4SJne0h/2YlKJAjxBCCCGkhcd+Lcc+RsnWoBXw1oVtEIVzkbko0COEEEIIOWXVkUb8bwu7ZPvf4bkoyoyNkq0bBXqEEEIIIXCVbG/98SjzunPaG3H/mdHfZdsaBXqEEEIIIQAeXX0CB2p997JNPjUYWRsDXbatUaBHCCGEkIS34nAjXvujmnndM+fmoWeWIcxHpA4K9AghhBCS0Bqa+SXbczsY8feB2WE+IvVQoEcIIYSQhPbI6hMoqfMt2Rp1At67JDZLtm4U6BFCCCEkYS0/3IjXt7JLttPPzUOPGC3ZulGgRwghhJCEVN/swJ+Xsku25+Wb8LcYLtm6UaBHCCGEkIT08C/lKK1nl2znXNIBGiF2S7ZuFOgRQgghJOH8dKgBb25jl2yfHdEW3WNsMDIPBXqEEEIISSh1TQ7c9uMx5nUX5Jtwz4CsMB9R6FCgRwghhJCE8o9fTuAQo2Sbohcw59L4KNm6UaBHCCGEkISxtLQBb2+vYV737Ii26JoRHyVbNwr0CCGEEJIQapscuP0ndpfthR1N+Gv/+CnZulGgRwghhJCE8NAvJ3C43u5zeYo+frpsW6NAjxBCCCFx7/uSBrzLKdk+P6ItusRZydaNAj1CCCGExLUaK79ke3GnFNwVhyVbNwr0CCGEEBLXHlh1AmUNviXbVL0Gsy9pH5clWzcK9AghhBASt3ZUWvHezhrmdS+c1xad0+OzZOtGgR4hhBBC4taSAw3My0cVpODOfpnhPZgIoECPEEIIIXHrpMW3ZAsA745qDyGOS7ZuFOgRQgghJG45RfblBWn68B5IhFCgRwghhJC4xQr0BCAhsnkABXqEEEIIiWNOxmWaxIjxAFCgRwghhJA4Joq+KT0K9AghhBBC4gCzdJsgZVuAAj1CCCGExDFWoJdIwU8i/ayEEEIISTBOKt0SQgghhMQndjNG4kR6FOgRQgghJG4xEnqU0SOEEEIIiQe8OXqJggI9QgghhMQtWqNHCCGEEBKnaI0eIYQQQkicYo5XSZw4jwI9QgghhMQvKt0SQgghhMQpdtdt4kR6FOgRQgghJG5R1y0hhBBCSJxygkq3hBBCCCFxid2MkTiRHgV6hBBCCIlb1HVLCCGEEBKnqOuWEEIIISROMRJ6VLolhBBCCIkH1HVLCCGEEBKnaI0eIYQQQkicojV6hBBCCCFxisarEEIIIYTEKSrdEkIIIYTEKZHRd5tAcR4FeoQQQgiJX1S6JYQQQgiJU1S6JYQQQgiJU9R1SwghhBASp5gZvfAfRsQk0s9KCCGEkAST6Gv0dJE+gFAQRRE//vgjPvjgAxw8eBD19fVo164dhg0bhjvuuAOdOnWK9CESQgghJAxYe90mUJwXn4Hes88+i/feew+5ubm4+OKLkZqail27duGzzz7DkiVL8Mknn6Bnz56RPkxCCCGEhFiir9GLu0Dv5MmTeP/995Gfn4/FixcjLS3Nc93cuXMxffp0vPfee5g+fXoEj5IQQggh4ZDopdu4W6NXVlYGp9OJM8880yvIA4ALL7wQAFBdXR2BIyOEEEJIuFEzRpzp3Lkz9Ho9Nm/ejIaGBq/rVqxYAQA4++yzI3BkhBBCCAk3Kt3GmaysLDz00EOYMWMGRo8e7bVGb+3atZg0aRImT57s93EsFgtsNlsYjpiwWCwWr/8n0YnOU2yg8xQb6DyFht3p9LlMFJ0wm82KHi/S58lutwd0e0EUGaFuHPj222/xxBNPoLGx0XPZ4MGD8eCDD2Lw4MFet7XZbNi6dWu4D5EQQgghIXbDRgP2m70LmGdlOvB6v+YIHZH6+vfvD71ez7wu7jJ6APDaa6/hzTffxL333otx48YhLS0NxcXFmD59OqZMmYL//e9/uPjiiyUfo0ePHtDp4vLliQkWiwUlJSUoLCyE0WiM9OEQDjpPsYHOU2yg8xQaSdvLALN3hS4tNQW9e3dT9HiRPk92ux179+6Vffu4i2TWrFmDmTNn4pZbbsGdd97puXzIkCF48803MWrUKDz77LN+Az2j0ciNjkn4GI1GmEymSB8G8YPOU2yg8xQb6DypS4Tvgjy9Vhv0axyp8xTosrK4a8ZYtWoVAGDYsGE+1+Xm5qJr164oLS31KukSQgghJD75rtCj8SoxzR3pVlVVMa+vqqqCRqOhbB0hhBCSANhz9MJ/HJESd4HeoEGDALiGI9fX13tdN3/+fBw/fhwDBw5EUlJSJA6PEEIIIWHE6jlNoIRe/K3RGz16NObPn4/169fjsssuw8iRI5GWloadO3fi999/R3JyMqZNmxbpwySEEEJIGLAHJidOpBd3gZ5Wq8WcOXMwd+5cfPfdd1iyZAlsNhtycnIwbtw4/OUvf0G3bso6bQghhBASWxK9dBt3gR4AJCUl4c477/TquiWEEEJI4nEisXfGiLs1eoQQQgghbuyMXuJEehToEUIIISRuJXrplgI9QgghhMQt1kavCRTnUaBHCCGEkPhFa/QIIYQQEhZ2p4gNJyw41hjYNlZEuURfo6e463b37t1Yu3Yt1q1bhyNHjqCyshJNTU3IyspCTk4O+vbti2HDhmHYsGFITU1V85gJIYSQmLO7qgmXLCrF4Xo7AODvA7Px0gVtEyroiIREX6MXUKBnNpvx1VdfYf78+dizZw8A34nTdXV1KC0txebNm/HBBx8gOTkZY8aMwcSJE9G3b1/1jpwQQgiJIX9ZfswT5AHAq1uqcGXXVIwqoGRIKDkZi/Qo0GtFFEV88sknmDlzJqqrqyGKIrKzszFgwAAMGDAAeXl5yMzMhMFgQG1tLWpqarBnzx788ccf2Lt3Lz7//HN88cUXGDlyJB555BEUFBSE+ucihBBCoobNIeKXMrPP5UtLGynQCzEq3cowbtw47Nu3D6mpqZgwYQKuvvpqz56y/tTV1WHJkiVYvHgxli1bhlWrVmHGjBkYM2ZMUAdOCCGExAqz3QkHI+CosDjCfzAJhvGyJ1TXraxA7/jx47jnnntwyy23BLzeLj09HZMmTcKkSZOwceNGvPrqqzh48KCigyWEEEJiUaPNyby80mpnXk7UQ6VbGZYtW4b09PSgn2zw4MGYN28e6urqgn4sQgghJFaY7ay8ElBlpYxeqCV66VbWeBU1grxQPh4hhBASzXgZvSor+3KinkTvuqU5eoQQQkiImbmBHmX0Qi3RS7cU6BFCCCEhZrZzAr0mh8+YMqIuVkYvgeI85QOTeQ4cOIDXX38dxcXFMBgMGDFiBO644w6kpaWp/VSEEEJITGi0sYO5ZoeIRpuI1KRECj3Ci/XKJ9IavYADva+//hpvv/02Ro0ahb///e9e1x04cAATJ05EfX295xtKcXExli9fjs8++wwmk0mdoyaEEEJiCC+jB7jKt6lJVGALFVqjF6Dly5dj3759GDp0qM91zz77LOrq6nDGGWfglVdewYwZM9ChQwfs378fs2fPVuWACSGEkFjDa8YAaJ1eKPHK4okU6AWc0SsuLobJZMLw4cO9Lq+qqsIvv/yC1NRUvP3228jOzgYA9OvXD+PGjcOPP/6Iv/3tb+ocNSGEEBJDeONVANc6PRIarGwekFil24AzehUVFejcubPP5Rs2bIDT6cSIESM8QR4AdOvWDf369cOhQ4eCO1JCCCEkRvG6bgHK6IUSN9AL72FElKyM3siRIyGcin4bGhqwf/9+XHzxxV63aWhogCAIWLNmjc91VVVVaGpq8rr85ptvxpQpU4I9fkIIISTqNfpZo0dCgzVaBQASKKEnL9CbMWMGAFet+7bbbkO7du3w9NNPe64XRREzZsxAXV0dHnzwQXTp0sXr/u+88w5+++03TJ8+3XNZfn6+GsdPCCGERD2pjF4l7XcbMryCOa3Ra+Wss87y/HebNm1w7Ngx9OjRA1lZWQCAxsZGlJaWwmAwYPz48UhKSvK6/5w5c5CWlub1OIQQQkii4I1XAWiNXijRGj0FZeohQ4bAZrNh2rRpOHHiBKqrq/HUU0/BYrHg/PPP9wnyAGDbtm0oLCxU43gJIYSQmONvvAoJDX6gF97jiKSAu27vuusuLF26FCtXrsSFF17ouVyr1eLuu+/2uf1vv/2GyspKXHfddUEdKCGEEBKrKNCLDN4avURqxgj4Z+3Rowdmz56NHj16QBRFiKKI/Px8vPbaa+jVq5fP7d99910AwKWXXhr80RJCCCExSLJ0S4FeyPAyekIClW4VbYE2dOhQfPXVV6irq4Pdbvcap9Kau2mjQ4cOyo6QEEIIiXGSzRgU6IUM71Wn0q1M6enpfm9DAR4hhJBER+NVIoN2xkisMjUhhBASEWY/pVteQEKCwx+YnDiRHgV6hBBCSIhJ7XXb5BBhkdgijShHXbcyA73bb78dO3fuDPrJmpqa8O677+Kjjz4K+rEIIYSQWCHVdQtQ+TZUnJyRyRTotfL777/j2muvxT333IOVK1fC6ZR+w7ZWVlaGWbNmYdSoUXjxxRfR2Nio6GAJIYSQWOQv0KOGjNDgd92G9zgiSVYzxtdff40ZM2Zg2bJlWL58OXJycnD++edj4MCB6NevH9q2bYuMjAxotVo0NDSgpqYGe/fuxZYtW7B+/Xps2bIFTqcTWVlZePLJJzFx4sRQ/1yEEEJIVBBFUXKNHnAqo5eSQNFHmPCWPibSzhiyAr0uXbrgrbfewpo1a/Dee+/h119/xcKFC7Fo0SKv22m1Wjgc3t9KRFFEXl4ebrjhBkyZMgVpaWnqHT0hhBAS5awOkbvnqpurdBvUIAzCwG/GSBwBvauGDx+O4cOH4/Dhw/jmm2+wdu1abNmyBRaLBQBgt9s9ty0oKMBZZ52FCy64ACNHjoRWq1X3yAkhhJAYINWI4UaBXmhwd8ZInISesndVp06d8Je//AV/+ctf4HA4UFFRgerqalitVmRlZSEnJwepqalqHyshhBASc/yVbQFqxggV/sDkxIn0gv76oNVq0bZtW7Rt21aN4yGEEELiir9GDIACvVCh8SqJVaYmhBBCwk5O6Za6bkODV7pNoDiPAj1CCCEklCijFznUdUuBHiGEEBJSjbRGL2L4a/TCehgRRS0+hBBCoorV7sQrm6uwudyKs9oZMXVAFgy62M1LyMroNVGgFwrUdUuBHiGEkCgiiiLGfnUYPx1y7aD02d46rD5qxqKxnSJ8ZMqZZY9XIWqjnTGodEsIISSKbK1o8gR5bl/ur0dpXXOEjih4ckq3lRYK9ELBwYmxdQkU6VGgRwghJGr8cdLKvHxPdewGenJKt1aHCIuM25HA2DmlW10C1W4p0COEEBI1yhrszMubHP6zYtFKzngVAKhuokBPbXZO7TaGl3wGTPGPevHFF+P++++XddsHHngAo0aNUvpUhBBCEkRZo415eSwHenIyegBQRYGe6ngvPWX0ZCgrK0N5ebms2548eRJlZWVKn4oQQkiCiMeMnpwt0ACg2kqBntq4GT1ao6cuu90OjSaB8qSEEEIUKWtgZ/SsvFX1MaBRdkaPGjLUxl+jF+YDiaCQ/6g2mw2lpaXIyMgI9VMRQhLMiUY77vjpKAZ9dAB/WXYMNXEwoqLcbMedLX6m6jj4mQLBzejZYzmjR2v0IoVKtwHM0Vu/fj3Wrl3rddmxY8fw2muvce9jtVqxYcMGVFdX4/zzz1d+lIQQ0orDKeLihaXYUdkEANh80oqtFVasuaFLhI9MOaco4pKFpdhacfpn2lxuwe8Tu0BIgFKTwyniuDn+SrdyxqsAQJXVCRhCfDAJht+MEf+/T26yA721a9fitdde8/pjc+zYMcyaNUvyfqIowmg04i9/+YvyoySEkFY2n7R6gjy3345ZsKPSijNykiN0VMHZXG71BHlu605Ysa2iCf1zY/NnCsQJs5074DaWAz25zRjVTQ4K9FTGX6MX5gOJINmBXq9evTB+/HjPvxctWoScnBycd9553PsYjUYUFBRg9OjRaNeuXXBHSgghLczZUcO8/ONddXjm3NgMirg/0+7ahAj0eGVbwDVnLlbReJXI4VX8KaPHMGrUKK8RKYsWLULnzp0xffr0kBwYIYRIMWjZf6jlfqhGI96Hj42X5oozvEYMAGiK4WYMs8z1hRToqY9Kt0Hsdbts2TIYDJRjJoRERoqe3Usmt8MxGnF+JO6C8nhT1sjP6CVC6baKxquojgYmBxHo5efnq3kchBASkFROVNTQHLsflrwsA+/DKt5IZ/Ri9zWQm2Wm8Srq43bdJkBzk5viQK+lhoYGHD58GI2NjRA5M2sAYOjQoWo8HSGExGVGj0q3Emv0aLwKUYD2ug0y0Nu+fTueffZZbNy4UTLAAwBBELBz585gno4QQjxS9HG4Ro/z2RPDsWtApAK9mM7o0Rq9iKHSbRCB3o4dO3DTTTfBarVCFEUkJSUhJycnIWY9EUIiT8/5Ri53Zlk00nMaTHhZiXgTj6Vbu1NEs8xjN9tFUKynLhqYHESgN3PmTFgsFpx55pl48skn0adPHzWPixBCJPFin1jO6PGC14RZoyfZjBGb59XCiTT0GoD1Vq3jx7pEAdrrNohAb9OmTTAYDHjjjTeQmZmp4iERQoh/vNgnlgO9RF6jV9/sQL1EI02srtHjZZg7pupxkBHV1doTJwAJB9rrNoi9bpubm9G1a1cK8gghEeEE+w94TDdjJPAaPan1eUDslm55o1U6pemZl9dRoKcqKt0GEegVFBTAbDareSyEECJbPGb0Erl0K7U+D4jdQI/3fuQGelS6VRUNTA4i0Lvmmmtw6NAhFBcXq3k8hBAiCz/Qi82AAEjs0m3cZvQ4gV7HVPbKKSrdqov2ug0i0JsyZQqGDx+Ov/3tb9i0aZOax0QIIX4547ATlT8wOcwHEgH+Aj1rjDZj8LY/65jKzuhRoKcu2us2iGaMxx9/HDk5OVi7di3+9Kc/oaioCIWFhTAajczbC4KA//u//1N8oIQQ0lI8Jrl4C8QTonTbSKVbgEq3aqPSbRCB3qJFiyAIgmdQ8q5du7Br1y7u7SMR6P3444/4+OOPsXPnTpjNZuTm5mLgwIH4xz/+gfbt24f1WAgh6pKKfURRjMmZnrw1elS6jd1Aj9eMkWvUIkkr+MzYo4yeumhgchCB3tSpU9U8DlWJooh//etf+PTTT1FQUIArrrgCKSkpKC8vx/r161FWVkaBHiExTqp0a7aL3J0zolki73Ubv80Y7ONO0WuQbdDiuNk7wKWuW3Wx4mwBgCYGvwgqFZeB3rx58/Dpp59i0qRJeOKJJ6DVar2ut9ulvzkSQqKfVOxT3+zk7oUbzXjVpFhoJG60OXGo3oairCRFH6KJltEz6QTkGBmBHpVuVcWao5dI2TwgyL1uo5HVasWsWbPQqVMnPP744z5BHgDodHH3YxOScKRin/pmB9qlxN7vOS9JGe1boM3cUoUHVx2HzQnkp+rwzVUFGJCbLPv+dqfoE/C0Zo3RjhRe161Jr0F2su/nE5Vu1cV62yTS+jwgDgO91atXo7a2Ftdccw2cTieWLl2KkpISpKWlYfjw4ejcuXOkD5EQogKp0m19LKTAAhDNpdviqibcu+K4599lDXbc9EMZtk7uJvsxTpjtfptrbE7XOY+1khuvGSNF5yrdtlZLBSdVsX53KNCTaf369QHfZ+jQoUqfTrYdO3YAADQaDcaOHYuSkhLPdRqNBrfccgseeeQRv49jsVhgs1EOPVIsFovX/5PoFMnz1NTM//08WWeBOTV6gyOepqYm5uXNdidzQL3V7kSyjDpUKM/TO39U+Vy2raIJO4/XojCd3Vna2oEK9s/dWk19o6yfN5rUWprZV9isSNf5vkfrbAL93VORlfE5rhMQ1IYPkf58CnT5meJA76abbgqoq00QBOzcuVPp08lWWVkJAJg7dy769OmDBQsWoFu3biguLsaTTz6JOXPmoFOnTpg0aZLk4+zduzfkx0r8axmok+gVifN0/IQOADuQKD5Qija1sZfVO3xSA8Dgc7mlqdlrOP0Ri4Andidhe70G+clOPNnDhiGZ/n/eUJynj4sNYI1k/WXHAVhkHBMArKtg/9ytbSveDc6c4ahVdlKP1h+1WkHE/j27IDb6voctTgF7DpQgKbbi2ahVVe37+osOhyqbPcTK55PiX5kOHTpwr7NYLKiurgYA6PV65ObmKn2agLnHvej1esyaNQtt27YFAAwZMgSvvvoqrrrqKrz33nt+A70ePXrQWr4IslgsKCkpkZzNSCIvkuepjbUGKKlhXpfZLh+9u6eG9XjUsMvQCOw66XO5oNOjd++unn/ftKAMxfWuTEWZVYP7diZj/+SOyGSUAoHQnifTliNAs2+GoV3HAvTuJO+5Vu2oA+CbGWytoFtPtDWxf8ZoZThRARxr8LosRadB79690d1aA5TV+Nwno30nFGbH3vs3GqWUlQMnvbN3Br0OvXv3VvyYkf58stvtASWjFEcyy5cvl7y+rq4OH330Ed5++21MmDABf/3rX5U+VUBSU12/HH379vUEeW49e/ZEp06dUFpairq6OqSnp3Mfx2g0Qq+XV3YgoWM0GmEymSJ9GMSPSJwnnb6Re12zoJd9PBa7E78fs6B9ig5FWUkRnb+XlMQuyThEwfPzlNY1o7jauxxldYhYftyByb3TJB8/FOfJwCmlWqGT/Vwnm+tl3U6blAyTKbb+LjeJvq+PSa+FyWRCu7QmADU+11uEJPq7pxJR4/vFQK8VVHl9I/X5FOiyspClrNLT0/HXv/4VnTt3xoMPPoiePXvi4osvDtXTeXTt6vrWm5bG/oPnvtxqtUoGeoSQ6OZvvIocOyubMPKLEpwwOwAAk4rSMffSfOi10bVYu+XA5Jom9s+2vzYya4qTOK9VpdUh+zH8jVZxa4rBbdBY41XcMx5ZXbcAUGWNvZ8zWlHXbRB73cp1xRVXICcnB3Pnzg31UwEAhg0bBgA4cOCAz3U2mw2HDh2CyWRCdnZ2WI6HEBIa0oGevCDj3hXHPUEeAHy8uw5LDsrLLoVTy85BXrNxaYQGsPECvQpLKAK92GuwYY1XMZ2a8ZidzP4IruYE8yRw7Dl6FOiprl27dqosfJSjoKAAI0aMQGlpKRYsWOB13dtvv426ujqMGjWK1t8REuPUGK+y7LBv+fehX04oPqZgiWD/TC0/rJyc25TWc7o7Q0zHKXUHltGTF6RaYzDQY41XSdG5Az1ORq9J/mtHpDHHqyRWnBf6OXpOpxOHDh2CwxG+N+6//vUvTJw4EU888QR++ukndO3aFTt37sTvv/+O/Px8PPzww2E7FkJIaARbuhU5geKBCJVApbSMFaIto8fb+aHCIn8ERFljHGf07L7HbPJTuqWMnnqodBvijJ7NZsP06dNRV1eHnj17hvKpvBQUFOCLL77ANddcgx07duCDDz5AaWkp/vSnP2HBggVh7QImhIRGsIFeNM4g5u6M0eJgecd9uMEumeUMlTrOay03o1ff7JC9pjIWAz1mRu9U6TYnmZ1rqaY1eqqhgclBZPSmTZsmeX1FRQWKi4tRWVkJQRBwyy23KH0qRdq3b4/p06eH9TkJIeETbOk2mnebaK3lofKOutkh4nijHR1Sw9uVygvS5AZ6ctfnAUBTDG6Dxsp4mk6VblP0AvQa372MqXSrHtrrNohAb9GiRRAEgVv+cDMajXjwwQdx+eWXK30qQgjxEWxGj1FRiwlSAW5pnS3sgV4dp/FFbjOG3PV5QGyu0WOWbk9FGoIgIDtZ69UQBFDpVk3M0m2MbaMXLMWB3tSpUyWvN5lM6Ny5M84++2ykpKQofRpCCGGS+iiUFehFYUZPzhFJfbcurbfhHNWOxr8mu9MnG+UWkoxejAV6oihySrenAw1WoFdFgZ5q2KXbCBxIBIUs0COEkFAKtnQbYzGDh9Rhh7shg7c+D3AF280OkTt+xS2eA71mh8jMPJtaRBqshgxao6ceWqMXhq5bQggJhWDn6EVlRk/GIUkddmm9/0CvxurAkoP1qG5yYmyXVBRmJAVwhN78BdSVVjvap0iXkssa5QensRboNXLWB7ibMQAghxXo0Ro91bBOAQV6CtntdpSVlaGxsREpKSnIz8+nWXWEkJAJeo1eFAZ6cvBm7QH+M3onLQ6M+bYEOyqbAACPr9Fg6fgCnN1e2TZOdX5KjJUWh/9AL4CMnjXGmjFYw5KB0+NVAHZGj0q36qE5eioEelu3bsUbb7yB3377DU1NTZ7LDQYDzj33XPzlL39Bv379gn0aQgjxIlW6tdhFiKIouW9tjCWHPILJ6H20p8ET5AGugPi/6yqw5KoCRcdSb5POPMlZp8dqxmhn0uG42TcAjLWMHm/GoL/SbYNNlFX2Jv5R6TbIOXqfffYZJk2ahBUrVsBqtUIURc//rFYrli1bhhtvvNFnhwpCCAmW1Ee+CP8dmtGY0Qu6GaPOJjkJ4fG11T6XfXOwQcazskmt0QPkdd6yMnpdM9hZwFgL9FiNGIB36ZY7NDmAnUUIHw1MDiLQ27lzJ5566inY7XYMHjwYr7/+On766Sds3boVP/30E15//XUMGTIEdrsd//73v7Fz5041j5sQkuD8xWm8spmbVKDnb2xUJEkdWYPNGdbRHP5K5P4yenanyMzcdeWsG4y1QI81WgVoldEz0DZooURz9III9GbPng2Hw4Fbb70VH374IUaOHImOHTsiKSkJHTt2xMiRI/Hhhx/iz3/+MxwOB9577z01j5sQkuD8Bnp+BuVJxQzNEQoo5Dyrv90vSuvCt+etv4xepZ+M3gmznXkeeRm9WJujx8/onc4o5Rg5gR5l9FTBXqNHGT1ZNmzYgPT0dDzwwAOSt7v//vuRlpaGdevWKX0qQgjx4S/g4X3Iukll9CxRPE3Z35Edqpff3BAsfxm9Cqv0sfAaMTqn68H6KI65jB6vGcPPGj2AAj21UOk2iECvsrISnTt3hl4v3VGl1+tRWFiIqqoqpU9FCCE+/Gf0/AV6yu8bSf5+7vBm9Pw0Y/jJ6PF2xchP0SOZ0RoZa1ugcUu3Mtbo+XvtiDw0MDmIQC8lJQUVFRWybltRUQGTSVn7PiGEsPhfo+enGcNP124kSK0NdJz6gf0tH5QzS08t/jN60sHK0UZ2Ri8/VQcDo+M01jJ6ckq3tEYvtNhr9CijJ0ufPn1w/PhxLFu2TPJ2P/30E44dO4Y+ffoofSpCCPERbOnWIREpRmNGz3bqeP2v0QtfoBfsGj1uRi9Vzwz0Ym2NntLxKgCVbtVCe90GEehde+21EEURDz30EN577z1YLBav6y0WC+bMmYN//OMfEAQB1113XdAHSwghbv5CMb+lW4mYwV/HbqhIhTHuQM9fqBNNGT1/XbesNXpGnYBMgwYGre/HU/xk9E7/bGlJGmYpkQI9dVDpNoiByVdeeSWWLl2KpUuX4rnnnsOrr76K/Px8tGnTBhUVFSgrK0NTUxNEUcRll12GMWPGqHnchJAEF2zXbaw1Y7jjVr+BXlgzetLBSIUl8GaM/FQ9BEFgr9GLsUBPzngVQRCQnaxFudn7taRAL3iiKDK766l0G4CXX34ZU6dORUpKCqxWK/bv34+1a9di//79sFqtSElJwdSpU/HSSy+pdbyEEAJAhdKtVEYvqku30rc7aXGELSPpb6/bmianZImcVbrNT3HlH9hr9KLvvEjhvQeNrYJY1jo9ObuKEGm83/FEC/SC2gJNq9Vi6tSpuO2227BhwwYcPHjQs9dt165dMXjwYBiNRrWOlRBCPEI5MDlyzRj862wymzEA4FC9Db2yDSodFZ+/NXoigOomB9oY2R81ZYxmjPxUfqBnjcJMqxTWezBZK0DbKtBg7ndLgV7QeL/jtNetAkajEeeddx7OO+88NR6OEEL8Cn68Sow1YzjkNWMArvJtOAI9f2v0ANc2aKxAr77Zwbx/fqprZFc8dN2ySrctR6u4UaAXGrxf40TL6CXYkkRCSLzwX7r1t0aPf13EMnoS17kPSc6RsRoyQrGrm7+MHsAvQfKGJbszeslx2ozRcrSKGwV6ocHN6CVYoKdKRq+hoQGHDh2C2WyWnAM1dOhQNZ6OEEKCzug5JP5WRarrVorcNXoAuyFD7dhVFEXU+2nGAPgjVqRGqwDsjN72yiZcu+QwNALw+NBcDMxLDuCIw4/1HjQxWj5zGIFeXbMTNocIPeN1IPLwZmVS120ANm/ejBdeeAGbNm3ye1tBELBz585gno4QQjyCX6PHv85fRq+uyYFD9Tb0yTFAE6aZXO7SrdKMnozkW0CaHCLkxMO8bdC4GT2JZgwAWLivHgCwaF89iqd0Q4+s0JeolWJn9OSVbgHX+sY8kyr5mITELd0m2Bw9xe+g9evX47bbboPNZoMoijAYDMjJyVHz2AghhMvpJ+RpDGK8ilQ28PkNFZj2azkcItAxVYfvri5A3zbqZJbUasYorWuGKIpYccSM0jobzm+rUT3Qk7M+D5DK6PFKt/yMXksOEZixoRKzL+kg6zgigblGj9EJIDU0mQI95ah066L4HfTKK6+gubkZ5557LqZNm4bu3bureVyEECLJX8DjL6MnVbq1cAK9P05a8fDqcs+/jzTYMeWHo9j0p67SB6MCu8ydMQDgQK0Nk74rwyd76gAASRrgH13ZwYRS/karuHHX6DX6Zh0FAO1PZfRYc/Ram7OjBv8dnov2KdJ7rkcK6z3IKt3S7hihwQ/0wnwgEab4x925cydSUlIwa9YsCvIIIWEXfNet1H3ZD/6/LVU+l20+acVxzp6tgZLeGcP/bdyONto9QR7gKts+sy8pqGNrra5JXqBXEUBGL8+k9axJY+2MwXLHT8ck14ZHUiPjTRZI6ZYCveDwkvqJltFTHOglJSWhsLAQycnRvRiWqIP+4JBoE+zAZN5CbYCf0fusRfDUkr8dINQQSDNGONTb5P1N4HfdMoYlp57OzPkr3bp9c7ABc3bUyLptuJkZnd+s8SqsZgyA/u4Giz9HjwI9Wfr27YsTJ06oeSwkitEfHBJtgt0CTWqTBdYHNACIsvJpoWGXuddtuMgZrQLwg2D29menVxPJDfQA4L6VJ1BS2yz79uHCbMYIcI0eUY5Kty6Kf9zbb78dlZWV+OKLL9Q8HkIIkcVfmOG361ZqvAono8e7i1Wl+W5SgaQtgDV64SC7GYMRrNidIo6bGYFei7V2ctbouTXYnLhl6dGoeW0A13livS/kDkwGaBu0YNHAZBfFzRjnnHMOnnjiCTz99NMoLi7GhAkT0LlzZyrlEkKCdqjOhntXHMf6ExYMaZuM1y5qj05p3gvu/ZZug9gZo8HmxLTVJ/DZ3jq0Sdbi0aFtML57OjcMkwoqq6wOTP35GFaVmXFGtgEvnt9WUZeuZ41eCGIZURQhtChn7ai0YurPx1FSZ8NlnVPx9Dm5yG3V/Sk3o8cKVk6Y7cyMrNKMHgCsLDPjf5urcN+g6Jj+wBvRw2rGSE/SQCv47s0qldE72mDDPT8fxy9lZu5SA6V6ZCbhH0Pa4E+9MlR93HDjz9GjQE+2MWPG4Ndff8VHH32Ejz76SPK2NEePECKHUxQxamEp9ta4SnFfHWjAzqpS7L65m9fMOv9z9JTvjLHiiBkrjpgBuDpYJ3xzBL9eX8gNsqTm7o3/+jBWlbkeq6zBjpFflGL/rd2RluSbxZE1XoV/E8VEuDpeAdfWZOd8WuLJ2L21rRqVVjsWjOnkdZ9Axqu0DiT9jVYBAg/0AGDar+UY3z0NndPVbTxRgrdGlLUzhiAIyErW+jSu8AI9URRx6aJD2FHZFPyBMvxR0YTJ35ehfYoOIzulhOQ5woH2unVRXLo9fvw4rrvuOvz8888QRdHv/5zO6Js0TwiJPuuOWzxBntu+mmb8etTsdVkod8bwvS0we0cNP6PHea7SumZPkOd20uLANwcbZD+3mz2EzRgtX4qvDjT4BHGf763HwVZr4Opk7IoBuF672lYdurxdMTqktMzoBf7xZHWIeGFjZcD3CwVelpeV0QMC2wbtj5NNIQvyWvqguCbkzxFKG8utzMspoyfTSy+9hCNHjiA/Px+33XYb+vbti+zsbK9vbYSQxFZldXDXH/F8vpfd2frZnjqcl386u+CvdGuxi3CKInfnCqnSLcs722uQxMky8Ro/fj1qYV7+2h9VmFgUWFnsdEZP/Uiv5SO2Dujcfikzo0vG6UyZ3IweADS3eq397XMLAMkKt/6avaMG/xzmW2oON97SAdZ4FYDdeVvVxA70DtaFp/FkV1X0NbjIZbU78X/rKpjX9cmJ3t1UQkHxb8KaNWug1+vx/vvvo2PHjmoeEyEkTigJ9HjBVOsEiZw4zWIXmaUyQLp0y8Ob18bL3vCyhrzxDtJz9MKT0eM1APxy1IwpfTI9/5a7Rg/wfR387XMLKCvdAq5zPvOPKvznnDxF91cLb+kAqxkDYGf0eLuKlJvD06QRroAyFN7eVo2jjPmWZ+Ymo1dW5Ev74aQ40GtsbETXrl0pyCOEqErPKavYWkU4cgIes83JzaAEUrp1C7R0ywsmFVQl4R5bF5JmjBb/zQ30WpWgA8notT5XrA9go05ApuH0CyMn0Ht4cA6eY5RqX9tShYcHt0FqUuTmaPDeE6wt0IDASrflnJE1N/fOUBwgrz1uwR8V3uXgE2YHzDYnNziNVmabE9PXs0v4/zknN+Eqj4oDvc6dO8NiYZclCCFEKd76Gd9Az3/E02hzIpdznbKMHvtyXjMGL5jUKvigcXcQhqQZQzzdjsELLnZXN6PcbPfsvSp3jR7gO7OQPUNP7/UBLCdgGdw2GWO7puLrA95rHqubnHh3e3VEO3D5zRicjJ7BN9CrbXbC7hR9fifKGaNpBADvXtJB8fqzlzdV4oFVvrNxS+psMVfqfHNbNXN8z9C2yRjTJTUCRxRZisP06667DocOHcLWrVvVPB5CSILjZvRazZ6QE6dJDU0OdI0eEHhGjzeUmRfDSHbdOkI3R88ro8cpFwLA6hYNMXL3ugXklW7zU7zzDskyptoatBo8MqQN87oXN1WiWaX5hkrw3nuBNGMAQA1jnR6rdNvGqA2qyaBLOnu/4Fgr3zbanJixnr027z/n5CVcNg8IItCbPHkyrrjiCtxzzz1YunSpmsdECElgqpZuJdJ2UgOTeXh3CXiNnoIPZE8zRghil5avpdSQ3tUtyreBrdHz/ncZo3TbshEDkJfRM2gFnNvBhBEdjD7XHWmwY/7uWtnHqLZAxqsAQI5R/u4YrNJtXpDNJy0bbVo6WMteTxmtZv1RhZOMLyvntDfiss6xOyomGIrfGVOmTAEAVFdX4+9//zvS09NRUFAAo9H3Fw5wzQl6//33lT4dISRB8JsxAg/0pPa7ldoCjYef0WNfw8sa8kq3spoxJG6jVMvnlRrS+0vLjF5Aa/ROP0N9s4N535aNGID8QA8AHhnSBqu/Ouxz/XMbKnFT7wxu53UoBTxehVG6BU5lWLO8LzvBKEvmcQJFuQo5Gb2SGMro1Tc78NwGWpvXmuJAb926dV7/rq2txbZt27i3T9QXmBASGN6679afm7wO2JakdqxQktEL9Hl4lUMlzRju5GRodsZw/b9TFFHNGekBAJvLrWhodiI1SaM4oydntAogL9Bzj2C5oksqzsgx+MyW21nVhCUHGjCuW5rsY1ULt3QbQNctwB6xwirdBpvRyzBokWXQoLrVzMODdbGT0Zu5pYqZkT4v34SLY3jwc7AUvzOmT5+u5nEQQggAQIDMjJ6Mx5JeoxfIUSl7nkDHq0jxt9dtnkmreOyGezZfTZNTMlPqEIHfjpkxqiAF9YxmjCStwFwX52jxoHJGqwDy9ro1nLqNRhDwyJAcTPnhqM9tZmyowNiuqWFPNgTcjMEL9FoFLnanyAxmgg30AFf5trrVkOFYKd3WNjm4w7L/c3biZvOAIAK98ePHq3kchBACgB8c+TRjBFu6VTE1xttrlNuMwcnoBbMFWmGaXnmgd+pBpcq2br8cNeO8fJNPhhUAMg0a5jE45WT0Ulpn9OQ0Y5z+8J7YMwNPrDmJQ/XegclvxyxYfdTsNWw7HNQYrwL4npPW26S5BVu6BVwNGZtaB3oxUrp9dXOVTzYSAC7qaMKFCZzNA4JoxgjUiRO+bduEENIab12bkvEqks0YKk4e5s7RU3O8ip9mDN5iejncD1nJmc/W0uoyM3d9XiZnnVnLoFrOPreA3NLt6Y8wvVbAA4Oymbd7lrNuK5RYXzI0Av/nkhvosUarAOpl9FqraXKiRsYXgEiqsTrw0ib2OX7qHN6ApcQR0kDPZrPhu+++w+23346LL744lE9FCIkTvGqrsq7bMJVuObsgBDxeRaIdwx038A6bt5heDnccJtVx6/b7cQv3dpmcAcVea/QafUuBAoD2Phk9+c0Ybrf3zWIGTN8cbMD2Cva+p6HCeu+ZdBpuCTGd89q13ieYNyxZrYweS7Rn9V7eXIlaxpePSwpSwp7JjUYh2Qxw165d+Pzzz7FkyRLU1tZCFMWEro8TQuRzcDN63v+OptItd45eGMerBBPouY9eTunWYhex4kgj87osTlbKe40eazSIFvpWQZucvW5bB3opeg3+NiALT631naM2d2cNXji/nd/HVAvrvccbrQIAWo2ANL2A+lZfGmqbW2f0OKVbNTJ63EDPhjPz2BM1Iq3K6sDLm6uY1z11NmXzABUDvbq6Onz99df44osvUFxcDMDVFafX6zFy5Ehce+21aj0VISSO8TJtikq3Ul23YWnGYN9eyS5V/poxCtODKN2eekw5GT0A+LakgXk5r3TrvUaPMSw51TfAUJLRA4CpA7Px3MZKn91K5u+uw7Mj2kIbxFDhQLCCf95oFbf0JA3qbd7nwCejxyndtg1R6RaI7oaMFzdWMpcSXF6YinM6mCJwRNEn6HfG6tWr8cUXX2D58uVobm72/MFITk7Ggw8+iLFjxyIzMzPYpyGEJAheFqx1N2fwpdvQN2O0biBx4wUbUrGr3V8zRjCl21P/LzfQ++ZgYIGev/EqrUerAPx5ii2xds9oY9Thmu7p+GiX97Dko412/FJmDtvCfFY539+eselJGpQ1ep+D1jtjsGboAa6saLB476FoLd1WWOx4dQtnbR5l8zwUBXqHDx/GwoUL8eWXX+L48eMAXN8Is7OzceWVV2LevHlITU3FTTfdpOrBEkLin/xmDP+PJVW6DcccvdbH7KYso+f6f97PnWnQIiNJw1yr5E8gXbfSx8Bbo+e6g90pMvcgzU/xDTAEQeCOa3HjxU2TinwDPQD4eHdt2AI9ZunWz8iYDMY6vdbns5zRdZusFZDqJ4iUI1mnQfsUHY612rkkWjN6z2+oRCMjoB7bNRVD20VnqTkSZAd6TU1N+P777/HFF19gw4YNEEURoihCp9PhoosuwtVXX40LLrgAOp0O8+bNC+UxE0LimOxmDMl9JFykum6V7IzBfx5OFpITEfECJcmdMRzSa/Q0AtA5XY+tFU3sG0g43XUbXHdllp/S7QmznfmzszJ6gCuA4QV6Bq3AXft9SUEqcpK1PhnKBXvrMPPCdjDI2Ec3WMzSrZ9gjBnoNfnvus0z6VRbB98lXe8T6JVE4dDkE412vPYHrc2TQ3agN2LECDQ0NHhKs3369ME111yDMWPGICsry8+9CSFEHl4zRutMn6zSLacblvV4wWhyiHA4RZ+SbBMnSJFIUnGdnqPHvrOAIAK9ALpupfgbryJ3tIqb1Do9qWYNvVbA9T3T8cbWaq/La5qc+L60EVeFYacMdjOG/9Jtaz4ZPWagF3zZ1q0wXY81xyxel5XUNUddU+VzGyuYX7DGd0uL2saRSJH9taa+vh4AkJGRgVmzZmHhwoWYPHkyBXmEEFXxM3re/5ZVupWao6fyXmKtF/8DvusK3ZR0/LqPl/dzawSgc5qydXru7CirdNszS36TB7d0e+o08HfFYOccpAI9g58y6J96ZTAv/5hR0g0F3ngVKbyMXsvt/lil2zyjegM0WA0ZZruoeBh3KBxrtOH1P6qZ1/2bsnk+ZAd6RqMRoiiitrYWU6dOxeTJk/H555+joYG9KJcQQpTgZfR8mzGC67pVs3QLsEt13ECP89yySrec6wVBQGeFDRlSGb0emUnok22Q9TgZijN6CgI9Pwsdz2lvZAa+Xx2oZ27fpjbWe4+3K4ZbepLv9Tan95eIUGf0YmGW3oz1lbAyfreu65GG/rnJETii6CY70Pv111/x9NNP48wzz4QoitiwYQOefPJJjBgxAg899BBWr14ta5NxQgiRwsvoNbWKjoLuulU9o8cI9DgHqSSj568ZQwDQOU3ZiBX3Q7IyejnJWp9hxiwmncDtlHUfMzejx2jGANhdtW7+tkjTCAJuLEr3udzqELFoX73kfdXAyiYrKd0Cp2fpNdqczPd0qDN6QPQ0ZBypt+Gtbb7ZPAHAv4ZRNo9FdqBnMpkwYcIEzJ8/H9999x1uu+02tGnTBlarFd988w3uuOMOXHjhhXj++edDebyEkDgnNTC55XVBd92qntHzPaBA1+jJGq/CuZG7GUMJUXRlDOsYHbs5yVpZM+3SkjTcDxT3z1vW6JuNMuoEZHBKvkrX6LlN4pVvd4e2fGtziMz3l5JmDOD0LL1Qbn/mFu0ZvenrK5i/Vzf0TEffNpTNY1HUetSlSxf84x//wMqVK/HGG29g5MiR0Gq1OHHiBObMmQNBENDQ0IB58+ahuppdRyeEEBapJomWJaxo2usWYJfq+KVbJRm9U2v0ONe7MnoKAz3wR6tkJ2uR7KfkCADpSVrwkmynS7fsYcm8Rf7BlG4BoF+bZPTN8S07/3SoEScYQadaeF8w/I5X4QS87s5b3gy9tiqWbjul6Znjfw5GQeftoTob3tnuG1NoBOBftDaPK6gec41Gg4suugizZs3CqlWr8Mgjj6B79+4QRRFWqxXTp0/H+eefj3vvvRcrV65U65gJIXFMotoKa4vyrZxQSXKNnsorTQJaoxdM1y23GUNAnkle9q01UQSqmtiBXiAZPS0nYDtdumXN0ONno4IN9AB2U4ZDdI1aCRXeFwzFGb1md0YvdNufuek0AjoxvjBEQ+n2mXUnfZqyAGBSUQZ6yVxHmohUGyaUnZ2NW2+9FV9//TU+++wzXH/99UhNTYXNZsPSpUvx17/+Va2nIiRhHG2wYe6OGiw5UM/dfSHWHW+04/2dNfhyXx0abU7JbJd3Rs//YzeGaWcMgD3KJdA1epLNGE7p2wiCqyGjQEFWT4TInaGXY5QX6KUnacDbXcx9To8ysmi8RgxAujwrJ8sIABN7+q7TA0JbvuWtDZWzBRqLp3Rr4ZRuVVyjB7DLt5Eu3ZbUNmPOzhqfy7UC8M9hbcJ/QDFE3XfHKf3790f//v3x+OOP44cffsDnn3+O9evXh+KpCIlb649bMGphqWfd1Dntjfj+6gKkczobY9HmcgsuWXjI0+15Zm4y2klkeFoGu3LitGaHCLtThI4Rgagd6LECce4aPQUxu/t4eSVr94/YOV2PvTWBfSg7Rf4MvexkLZL9ND4A0hk9hwjUNzuYe5LyZugB0g0X/pox3AozknBuByN+Peo9G+63YxYcqG1GV07zQTC4pVuFzRjubdD4a/TU/ZvQJSMJPx8xe112qN7GnBUZLv9dV8Fc93hT7wz0yKJsnpSQjgc3GAwYN24c5s2bh59++imUT0VI3HliTbnX4vjfjlnwyZ7QlZsi4d+/n/QKMDaftOK7Ev7IJmuAa/QA/j606pdug5+jJzW5wF/p1v3xq2SdntQaPbmlW39r9AIdrQKoU7oFXKU9lvkhyurxlgz4G6/CL926Az32OWoThoye3Qkc4XRNh9r+mmbM5WTznqROW79Cvw/MKfn5+eF6KkLiwtJDjT6X3bXsWASOJHS+OhDYHM5AM3oAmHthAiEo3QY0XiXwx/c0Y/gL9BR03ooiUGllB2I5yTp5a/T00mv0+MOSJTJ6EoFRIIHe9T3TwaqafrSrNiRjwXiDuv1l9Px23TJKt1kGDXesjVKFnPdQpLZCe3rtSebvzK1nZIYkIxtvwhboEULiR43VIbnZvBw2Bff3WqMn8z68hfFqz9FjZXGaOGu1gum65d1TcyrIUprR463Rk991K7FGTyqjJ1Gql1yjF0Bw08aow6UFqT6XF1c1K9oyzh/e1nv+mjFS9QIExhmWasZQsxHDLZpm6e2pbsIHjN1M9Brg8aG0Nk8OCvQIIbLVNTlw+aJSZL+5G9lv7sKMTTWSs9+kKNlXteU0fLmlW14ZTf2dMQJpxmA/htRPZJfRjAEozeiJzNJtklZAil4IuuvW4Qx8n1tAvdItwJ+p91EItkTjdt36CZg1goAUxnI793gVVkYvJIFeFM3S+8/aCmYW+7YzslBI2TxZKNAjhMh2/6oT+L60ESJcJdGnN9RgdZWyPyO8heVSlJVuw5PRY+6MoeJetzaZzRjKum7ZgXdOshaCIMhqfEhP0jDnrwGnSreNvtkgAZDcdUN6r9vA3ndXdU1jBlrzd9fK/tIgl9JmDABI1fkeS43EHD01Z+i5tUthl+vDPUuvuKqJuTdxklbAY2dRNk8uCvQIIbLN2VHjc9k7h5QN6eWNipBiDXC8CsAfdRGOnTECzuhJ/EyevW79rNHrKJEh4+F13WYnu4IIOaXbtCRtwKXbPJMWesmsHf8jKpDSLQCkJmlwVbc0n8uPNNixuszMuIdySserAEAqM6PnGjtUwSivqz1aBXBlFlnr9A7Whjej99TvJ5kZ7Dv7ZjJn/RE2CvQIIUHZ2aA0oxd46dZyqt4ayAJ67hq9MOyMwR+vEkxGj329e3cJvVbAzb3ZZUoeXtdtzqlAT+4cPd7oDQenGUOqbAtIB5hKBkPzum8/3q1uN7vaGb3aZieqrA7muQ9F6RbgzdILX0ZvW4UVnzGmDBi0AqbR2ryAJEyg9/bbb6OoqAhFRUXYsmVLpA+HkLjlFEVPINZkd+KJNeU477ODuOunozja4sNeWelWOthh4X3oKimfSmkdUIqiqOrOGO4kEeuurUOeWSPbo2eW/PVLIiejF0iglyZZumVn9KRGq/h7XiWB3qWdUz1ZypYW7K0LurmoJaVr9AAgjfGS1DY5JIYlh2auJqsh42iDHU1hGtzOy+b9tX8WOijIWieyhAj09uzZg5kzZ8JkMkX6UAiJW6Io4v/WnUS7t/cg9609+McvJ3D/qhN4Zl0FVh+14O3tNTh/QQmspz4oTnK6PKVYFQR6vA5I1Uu3rZ5H6vEV7Yzh4K/Ra90DkaLX4IPL5I+04u2M4Sndylyjp+E0YzQ7RBxnBPb5KdIf2GoHeklaARN6+O6UUWV14IfSwEb9SOF9ufDXdQsAqVp2Ri8c25+1xMroiQBK60Of1dtSbsUX++p9LjfqBDwyhLJ5gQr6HSKKIpYtW4YVK1Zg//79aGxsREpKCrp164YLL7wQI0eOhEYTuXjSZrPh0UcfRe/evdG5c2d89dVXETsWQuLZR7tq8fiak55/v7Cx0uc2+2ttWH64EVd0SVO0Rs/d8BDI4vmwlW5bPQ9vfR6grONXhKvky3pUVsU0kDjIbBO9Oprd1MroHW20M4PzYDJ6yQE2Y7hNKkrHW9uqfS7/eFctxnb1XcOnBOvLRZJWYO7Q0hrrJaltcjAbMQD1d8Vwkxqx0jPEO1H8+/eTzMvvGZAtuXMOYQvqFTt48CDuv/9+7N69G4D3upktW7bgiy++QM+ePfHSSy+hW7duwR2pQm+++Sb27t2LRYsW4d13343IMRA+pyhi7s4arC6zoF8bA+7slyVrHUu0sTlEzN5RjbXHLTgzNxl39csKuCtQrnuWH4NOI6DZIWJCz3SM7JQi635VVgeyDBp8UFyLFUfM6JOThDv7ZqHK6sCcnTUoNztwTfc0XNrZd96YHF/LHH78799PugK9YEq3AdyHlV0RRVF2+TRZK8Dm9H97S6sF+Lz1eYBrB5Dfj5lxdnvvKoO/Q7I7RWYzBit84I06YeGNuskxBrJGT8t9zkOcLJDfNXqSW6ApGxI8It+ETmk6HK73fv8tPlCPhmYnUjlDi1tqtDnx7vZqbDlpxVltjbizX5bX+kTWlws5ZVuAvUbPIfJn2IWiGQOI3IiVjScsWHzAN5uXohfw8OCckD53vFL8DikvL8fkyZNRWVkJnU6HUaNGoXv37mjTpg0qKiqwb98+/PTTT9i9ezduvvlmfPHFF2jbtq2ax+7Xjh078Oabb+Lee+9F9+7dw/rcRJ6pPx/HG1tPf7tevL8ey67tHMEjUubmpWWYf2pB91zU4sdDjfhqXCfPAnk1vd7i9XprWzU+G9MR1zHKUa1VWR14Zt1JvLSpynPZzC3VsDpOl4Xe2laNDy7rgMm9MwM+rs/2ylvQ7l4LpaQZw+pwZ/Tk34fVARnI/fNTdWiwOXHCz/H6ZPT8RIbnLSjBD+M7yw7UAcDmZB87q2QqcytYAMBJTnY1oK5bvYY7soYf6IV3jR7geq1u7JmB51plnC12EYsP1ONPnHl7bk5RxPivD+PHUzvXzN1Zi9+OWzCvRamc9eVC7hdY1hw9ANz9i0NWuuVk9EK9O8a/ONm8vw3IRm6IftZ4p/hVe+2111BZWYkBAwbg5ZdfRocOHXxuc/ToUdx///3YunUrZs2ahf/85z9BHWwgmpub8cgjj6BXr164/fbbA76/xWKBzRaZ7V6ikcVigzkp8AyMlLpmJ95uVUJZWWbGmkM16JPmPPW8FtZdo8qxRrsnyHNbcrABW4/VoUdmaBcNiwBe3HASV+T7/1Wurm/GrD+qvC5jfQC/uLEC13QObBBpIOep2eGE2WxGuTnw3696qw1msxkNzfJzerWWJpjN3uMzpLJtrbUzalCrhd9Ar6HZ7vU8tY3Svy92J/D07ydwdk47z2XNzdLZktrGRtjs7Hl0rX/G5ib5mZejtezzlyq4fibR5n/3CI3dCivnvBziZIGytXaf4/bi4P8MgsMmfV8J4wsNeG6j7+XzdlRhfIH07+y2ymZPkOf2YXEtHh2Q6hlJUt/ke+6NWt9z1JrFYmFm9ABgd5XvOdJrgCSHFWaz+l8oDaKINL2A+lZl6H1VFsWvuz8bypvwzUHfykCqXsDdfUwhe95Auf/eRerzyW4P7LNYcaC3YsUK6HQ6/O9//+Nm6jp06IBXX30Vo0aNwooVK5Q+lSKvvvoqSkpKsHDhQmi1ga9h2Lt3bwiOKnYdtghoNqq7pumbE1o4RN+A4vFVR/DyGa4/8CUlJao+Zyi8f1gHwPfD4ZlfSvFI92C+LBhl3er3E00oLi72e7svj2nR5PAfwG2paJZ4PPYxuc6TvONttLqO90RjMthFR77jldUoLi5HjY1/LK0dKa9CcfEJr8tcfQfy7p/iaMT4dg48VCW9LqnW7H0eDlsEAMmS91lz1II/dhTDXS08cYL9XnLbuWsPqqr18PnTLTp9zlmJ2f/zu+0pK2c+b/2JIyi2OlHWIP1YyRoRe3fvgqux1vd1LbewA8CGsv1odWq871elAcB+3U8ePYLiAAL+lnQi0NVkwAGzd5Zt2WEz1vxRDKmG5RUnfY9JBPDl5oO4LM/1ZaCiNgmA9+eOxi71e3VaGufzalelFa1/X7J0Inbt2uX3MZVql2RAvc37NSoub0Bxse/6WzVM2+77ugHA9e2aUX5wD8pD8qzKxcLnExBEoFddXY0ePXr4Lce2a9cOPXr0wP79+5U+VcA2b96MOXPmYOrUqejZs6eix+jRowd0OkoTuyXV2tAtQ93s1DqhHtjj+wdDa0xBYWEHlJSUoLCwEEajvA/kSMm01AAlNT6XJ6VloHfvXOUP/EuJ7Jv27t3b723aOOuAfVV+byf5eJxjKiwsBH6R+MRuQdAlobBHIRp/OSTr9i0ZUl2v6eEGO/D7EVn3SU7LRO/e3p16dc1OYI285+/VPht/HpqFV0qP4EgjP6tn1+jRu3dXz7/FqmZgw1HJx24WBVhyumBAO1cQlWerBQ76Ngq4de3eAxm1NcBx76yHVqPxOWdJtTZgY5nk87sJqVkAfDMpA3t2Qe/sJAjVzcBm/s+SbtCid+/eaLA5gd/kva4mnYChfXtJLm84XmYBdrDfV107d0LvAuWTFKY01eDf62u8LnNAwHZdPu7szV8KsVXfAOyq8Lm82piL3r2zXP/YdRSAdzYyO9Xo9f5gsVgsSK1iv35VNt/XqX2aAb17d5F8zGAUHTqBvY3eWatyu87vz6HE78etWFN93OfydL2Apy7qyhyLEykWiyWin092uz2gZJTiSCYvL092+tButyM3N4gPvADY7XY8+uijKCoqwp133qn4cYxGI/R6mtXjZmxuhsmk7r6CBgO7HKTRaDy/PEajMerH4hiTOOUEjS5sx240Gv2uB9Trrao+XuvbG3WCT0MCi10EGjlZGn9sogYmkwmiVf5G9M3Q+JwHq0b++sDCTCOy0lKwZmJXPLr6BIqrmrH5pO9raXXA63m0DfJev/WVTozs6rqfXi9dmtIZkqHR+v7ZFgTB52dMtckv3dYwgggA6JiVApNJj0yb9EdFhuHUe50zVoQlP1WPlBTp9YkZEr8+GSnB/W2Y0lfnE+gBwOcHLbhvaDvfO5yi1bFf1+Jah+d4rA7f1zPVIO/vgZ9li17apepD+jeme7YRKPUO9CqsTjh1ybKaVgIxfQt7bd79g3LQMVudbmi1RerzKdBlZYrP1EUXXYT9+/f7zdTt378f+/btw8UXX6z0qQJiNptRUlKC4uJi9O3b1zMkuaioCIsWLQIA3HDDDSgqKsJPP/0UlmMibAKnbKfyHNuQ4y16V3t8hxQ5w14DOZoAPq895Gzv5HpskbkLgxzu8Sq8OWUsrNsGcm7cDQOd0vT46PKO2PSnrrizb6bP7VrvjCF3AO/qo/LXHdmc7N8P9niV4Ltusw3yum7TTn3oB9If4a8Rw9/zBroFWmtdMpJwTnvfbMyvRy0okdjqi9dwsq3i9JcPZjOGzN8P1hw9nlA1YriFq/N21ZFG/NRq3SMAZBo0uO9M6rQNluJ3yb333otffvkFd999N5577jkMGDDA5zZbt27Fww8/jIKCAvztb38L6kDlSkpKwnXXXce8bsOGDSgpKcHIkSORnZ2N/Hz5A0WJ+nh/pmMszuPOxgpnoGd1iDCo+Dff5hSRFOAHqUkvoFJG0tDmEFFvUxbouWe98WbjsbBuG8iuGKwRIKzBt1aHCKcoejpgpebotfTrUbPX/aTYnCJYk/SY41UC+BrP2kM1RS94RgT5C6rS3YGejDlxbh1kzEMLRddtS5OKMvDbMd8F9fN312HaWezBvLy33qF6G2qsDmQma9njVfTKx6vwhGpXDDepWXr92shb/ykHr9P2wUE5yIyikm2sUvzRMG/ePJx//vmYP38+Jk6ciH79+qFHjx5e41W2bt0KnU6HG2+8Ee+//z7zcaZOnar44FmSk5PxzDPPMK979NFHUVJSgrvuugsDBw5U9XlJ4EIweSQieJMnVNxRyS+rXUSGijNMlQSp8jN6QL3CRfSnM3oBDExm3DaQXTHyGQEJ72e12EWknPpAl9vZW93kRHFVE87ISfabzbY7Rc54Fd/LAsnosQK9nOTTP7fBT9SoLKPnf2mM2nvdtnZ9z3Tct/K4z+/qx7trJQI9/knaVmnFefkpQY1XYW2BxhMPGb2fDzdixRHfrHZ2shb3DsxW7XkSWVDjVQRB8AxJ3rp1K7Zu3ep1GeCqJX/wwQc+9xdFEYIgqB7okdjBzejFWEqPl8UIZ0bPIiNyEQN4YW2MY/d3f7kfvDan6GqGUMCd0eOVbnUa3yCukfHaBHJu2rMCPU52xmxzej7QA9k7dXWZBWfk+M+Q2Dg7Y7DWUwYSB1VYfddb57TIpPg7t+lJWu5x8ARdulVhIHmeSYdLClLwfal32XB7ZRO2VViZWSvJQK+iCSM6mJizG+V+ETJqXOdOztsnVMOS3QrT+Rk9NYiiiH/+xu6l/cfgHKQbKJunBsXvkquvvjokw2AJibE4DzrO70FYM3oyniyQ42EFev5iI7mxk80pBpHRky7d5hp1ONZqfl3rtXNAYK8Fa4cT3od2y+MKKNA7asZd/bP8vvdtjgAyegGUUVkvZ8suR53G9Ry8c5zWIlslN0iRk9GTyiSqkdEDgEm9MnwCPcC1Jdr0Eb6BntTy0K0VTdzfRbk7YwiCqxRe3eT/dyRU25+5pSZpkGvU+uxLrVZG76dDjVh91Ld03saoxdQBlM1Ti+JAb8aMGWoeR1jMmDEjJo87XsXL9wTeZ5EjnGv0ZHS7rjji+2HGw1pC5+8Z5K57c4pAvZJuD/hvxsg1an0DPcZrE2y21cj50G7ZdSx3jR4A/FImryHD1Ywhb41esPmulhk9QRBg0PK7qtNbdGBqNQIcMiI9Vkm8tVCv0QOAq7ulIVkr+ARoH++uwzPn5vmsnZTO6Fm5781AtnaUG+i1DcNOEV3S9YxAL/iMniubx16b98iQHNW7ehMZvZIk6sRLRo/XnRcK7q3BpHwlcy9agFe6lb5PIFkypRk9d0DLW6OXyyhlBdt1yyInoxfI7hul9TYc5mwT1hJvjR7rLRhIMwZLTquF/lKBVVqLD2W5TxsNa/QAIC1Ji3Fdfcd3HKq3YQ0j2yT1e72tsom7awurgYcnPUnezxbqNXoAuyGjpM4W0FIQlu9LGvD7cd/Xt61Ji7v7UzZPTRTokYjhr9GLrVCPP15F+WPKWXPXkpyMXiDYpVvp5wgkdqpvDm68Cr9061vKYt1W7sv72FD2gnzeh3bLxo9ASreAq/vW31uft0ZPw/htCqQZg6X1gNpkicjRO6Pn/7EFsNc+thbK8Sot8fa3/Xh3rc9lUu+d+mZXYw2L3PEqAJAhM5vFer+rrZDRkFHf7FQ8Igk4lc3jdNo+OqRNQEEx8Y9eTRIx8bLGk/dTBDLCo7XP99b5v1ELctboBYKV8fJbug0g0lPajGGxixBFkV+6ZWQ47E7X2raW5JybNkYtbmPMywP4662UrtED5M3TszlFZjDIzOgF+euVkxxIRu/0beUEmHkmLfQyDlBq5Eyg43+kjC5MRZbB9+Pwsz11Pu8df9lgVpYKkD9eBZAX6KUnaVRpSPGnC68hI4jy7ZKDDdhwwncWU/sUHe7qn6X4cQmbrLyve2udrl274ptvvvG6TC5BELBz584AD48kotjK5/GPN5iM3q6qwBY7B5oB9IdZuvVzn3CUbkW41qmxAj0BQDbjwxpw3T6zxR6ivA/ru/q5PmSyDBrc3jcLXTlzxLil2xbHFcgaPQBYXWbGjUXszJKb3Qk4GWci2GYMltYZPYNEGbVlRk/O08op2/qj5hfFJK2A63qk453tNV6XV1od+PFQA67ocrq06zfQY8zlA+R33QLerydPOMq2ANCFs/XlwVobhrQNfPsvURTxL87avMeGtoExDMFropH1TnGX0pxOp89lcsVaOY6EXryMV+EtjwvrwGQ/pdsjMtZ/tcRKmPk7L/5Kuy0pbcYAXEEtq8EiRa/hLnh/6JcTWHa4EWlJGjxwZg56cHatH1WQgut68Pc5deOVllo2KwSyRg9wdWxeXihdDuNm9Bi3VTujJ1UqbblGT05GT85olXCbVJThE+gBwEe7ar0CPdaXoJbWcjJ6gTRjyMnohXpYspvas/QW769nbiHYMVWH2zkZdBIcWb9ty5Ytc91Yp/O5jBCl4qNwy86wAMGNV2GvxOLjlW7LzXaMXXwI6xhlEilKxquEI6MHuIIp9kBagRuAzd5R4/nvW388imlD2dsqyZyAwe26DaZ0KwJYw8kGudm4A5N9j0cQXJsMKn0bBlK6DXSNXn5K9O0jfn5HE/JTdShr8O7a/nJ/PRpbzEf0lzyv5TVjyH1zIboyegVpeub7SMksPacocnfBePysNmEpRSciWe+U/Px8fPnll8jJyUHbtm09lxESCjGW0OMGQMGs0Qv0rlbOp8/dy48FHOQBvmvaAP/BZ0AZvSACPavdyd5iSqeRXR57YWMl83K55U5+162y8Spu6zjZIDfuwGTO7bWMAdJy+ZRu4zyjpxEE3FiU4fPeMNtFfLW/HjeeathQ2k0f6HgVf8KV0TPoNMhP1eFIqwBYSUZv4b56bK3wbVYpSNPjz2fQ2rxQkf3Oe/TRR/HWW2+F8lhIguF9HlDpNnDujJ7D6dpv1R10fbGvXtHjtczoiaKIzeUWzGmRFWMJJIFVp7DrFgAsDl5GT+PZfswfXuVY7rI2qZ0x3ALN6AH+m2rsTvbvB+93KZjO29bjVaSyLWn607cN1xq9UJhUxC7bt+y+VRo4B9JJmhlFGT2APWIl0GYMh5O/Nu/JYW1Uba4h3gJ6p9A6O6KmePm15mWyVO6PkPTAqhN4d3sNdrYY7fCPwezypBwtg9Qn1pzE/62v8HufQLpug1mjd6LRzpyjl6KXn9HjkXtvtefoyWVzirKbMYDg1ullGRSWbmM0owcAA3OT0SsrCbuqvbNV35c2oMJiRxujTvEXuEDGq8jJ6IVjWLJbl3Q9finzvqykzganKEp2Rre0YG+d19+nlo99c+9MFY6S8FBBnESdWPs6wQtZgindKtH6j+jznPKkHO447HC9TVaQBwQ2Ry+YGVy3/niUU7oVAiqPscj90JJVug1RoCe3GQNQ3nmbadD43Fcq0Ev1CvT8P34ggd5tZ2T6XPb3EG12LwgCJjFm6tmdp0ceKQ30AhmvIm+NXvj2gWU1ZDQ7RJ9daHhEUcTTa9l/R/45LFfWqB2iHAV6JGJ4H6qxljnmZbKCyehF+hVwl24/YQyM5QkkrgnmtSmps6GWsT2UK6MX3AeG3EqnXiuAFeu1HHOjZI2eP/y9btkHrvTzs3UjBsDvujXpBOhaBIWySrcBNGPcPygbbVqUkTuk6DA1RIEe4Oq+Zfl4tyvQ89d1yxNItjlDxs4YeYxdYEKFVboFXL+LcmytaGJm87pnJmFyb+mRQiR40Zk/JwmBu0YvvIcRNN7f/XCu0VOb+8Nsb438BdeBNGMEq9zsm0lI0WuCnqgfSALMqNP4NJWYbSJ2VFrx61ELPt3jf+i1LsBmCbvIacZQeY0eK9AzcNpp01pln/xlEU06ARmceYcsZ+QkY/Okrlh8oB5aAbiqWxrah7Brt1tmEoa1M/qMSfmlzIxDdTbFX1J4ndos0dR1C7B3xwCAg7XNOLeDye/9vythb7/4xFltvL4kkNAI6J1SWVmJL7/8UvGTXX311YrvSxKHGuHC0tIGfLyrFukGLW4/IxP9c5ODfswqq8OnExGIntKtmtyBnpwPHLcQVCq5WE0LJh1/jp5ccku3rucTUN8qDv5ody0+3l0re33e4DzfgEKKzcEOqHk/tdL9blnvc17pNj3J+7b+soj5qfqAhx13TNPjngHh2/90UlE687zM312rqOvWpBMC+pllzdELa+k2uN0xvmcEenoNcE133z2GifoCCvRKS0sxbdo0RU8kCAIFesRLqL7HLdxXh+uWHPEEjO/vrMGaGwpxRk5wwR4v0OOVboOaoxfhGNEd6GUY5H+YRDqwTdELQTdjBPKedD2X91rDQNfljegQYKAXwBZoQBAZPUZZMJmTkUptFVz7C5ajtRGjpet7ZuD+VSd8svUf767lZrekBPoFxF/GUyOwg/FQyU/VQa/x7VaXM0uvrsmBX4/5bu83ooPJa+s8EjoBvftEUVT8v5a7ahAChG68yqw/qryygnXNTszbKX+tWaDisnR7Kn4JJHAK5sdVo3qjxhq9QI5DjY3Xz8tPCej2/Dl67ANX+rqyS7fsB2sdAMrJ6EW7dik6jOrke262VjQx58D5E+gXECNnDahbrlEbUPY5WFqNgII03/MmZ5bessONzHL35YWpahwakSGgr1aDBw/GRx99FKpjIQmGF9AFGx4tP+z77fG5jZV49ry2QT4yG39gckieLizc5Sm5C89Fkd0kINfITin46VCj8gfAqYHJYVyjF2xQCQDD2we2V6iduzMG+/ZKM3qBlG6TNK0DPT8ZvZToz+gBwKReGVjKeE/KbUBoKZCOW8BVActI0qKS050ezvV5bl0ykrC/VQZPTkaPtz6PAr3woa5bEjExHAd54W2BFkxGL9KvjXtnDLlrzYJNXg7JS5a1LklKil4DnUYIavBqIFkSNTZfzzXp0Iuz7y6LK6Pn+2LzS7fKjovddcv+eVu/3v7WBXaIgdItAIzvliY5UiYQStaOSpVvw9lx68YasXK4wcbcRcdNFEV8X+ob6OWn6nBGjkHV4yN8FOiRiOFm9CId5QQoGnbGUJs7k9fE++FaCXZhxoDcZK8RGkq4M2zBZNoCW6OnThAwIt9/16KbzckOqvnNGCp23XJ+3tbBkL8PlVgo3QJAukGLsV3VyTopWTuaIbF+rW0YGzHcWA0ZTtEV7PHsrGrC4XrfDvnLC1MDbsghylGgRyKGN44j1sIjqZ0xtlVYMWdHNbaUB77fbCSdDvTknY1AdsVgGZCbjNwgsxTurEnrcR+BCPcaPcC1KF0uO7cZQ905eqzSLe8LmG9GLz5KtwB/pl6gVM/oRaR0yx+xwsMr247uTGXbcIqd3zgSd2ItoOPhZbNEAP0/POD593+H5+Lxs3LDckzBcnfXye0iDSajl6wV0CMzKeiMnvvDtJ1Jx8wiyBHYeJXwB3quLdB8qb1Gr/U+twD/veC7Rk/6sWMlowcAVxSmIiNJg9rm4HLWSrK/mRId79FSugWkR6x8X+K7xlErAKMKAmtCIsGhjB6JGH7pNrZCQJnVTfzzt5M4yRj0yxLpVyDwjJ7y5+rbxgCdRgg6o+f+MG0XRMYoEqXbrhl6tJOZoXGNV2Gs0ePcXukcPVbplrfTR+uMnlSwLABoH0MZPYNOg+t6pPu9Xac06Z9JSfZXas1qOGfoufF2x+A1ZDQ0O/HLUd/GuOEdTAGNbSLBk/3u27VrF3XcElVJZcJiidwdIZwi8Pb2auZ1jTYnXtxYiSk/lOGtrdVBl0KDZQ8w0FtfHvjICbcBbVzzDdXK6LUPoqwVidKtIAgYkS+v+9bmZP9+hKPrlpvRa126lXjKPJM25vY1Ze1921r3jCSkSHTWpihZoyeV0YtA6TbXqGV+uSnhjFj5+Ugj8z1zOZVtwy52vlqRuBNrmTueQGKyXVW+fxSdoogrFx/CiiOub78fFIdu5p9cgWb0xn57QvFzDTi1a0muWqXbIDJGgW2Bpl7AMqKDCZ/vrfd7O954FW5GT8Eh6jTsHVG4Gb3WpVuJFzGWyrZuF+Sb0D5Fh2ON/Gx8klZAv5xk/M4Zfh3oeBXAX9dt+DNigiCgMD3JZ89aXumWxqpEDyrdkojhBUixFv4FsiNEXbPvXKzN5VZPkBctAl2jF4wBbVxjFtoEW7p1Z/SCCvTCv0YPAM6T2XnL3xlDvWaM7GQt8/FGd2avq7qii/cHt9SrEgu7YrSm1Qi4sUi6fKvTCOjfhj8uRFEzhkTXbSQyegC7IYNVuhVFkRnotTPpMCCXxqqEGwV6RFKN1YFlhxqwP4DN7eWKtYCOJ5CMXj1jUff/tlSpeDTqCHSOXjD6q1W61Z1uxlAqoDV6KpVuAddr0HorMRabU2Tvdcsr3SoYr5LNKRle0DHFZ6xHW5MWl7UqxUlm9FJiL6MH+O++1QkC+rXhb7Go5EtBZpR13QLshozjZjssrba+2FPdzBwsPbowhcaqRAAFeoTrp0MN6PH+PoxaeAijvzyEaauVl+dYYnmOnsMp4vkNFZjwzWG8vFl+oFbferNIAGbW/kARFmjpVqnOaXpknloPFnzp1vUBElxGT/5t1WrGAFwZoXNk7JJhc/C2QGNTktFjddwCrmNcOr4zzsxNhkYABuYmY+n4ztAF0HUbixk9ABiUl4yeEoOtdRpIZvSUvFd4a/RS9IKiDKEaeA0ZrYM6GqsSXWLzt46EnMMpYurPx1FhOV1qnLGhEpN7Z+CMHP4310DwdpSIhTnDt/90FHMV7J/Lyujp1djoVWWBDkxWqmUZR73SrfKsUaRKt4Brnd6PfraBs4ucgckqNmOwOm7d+ucmY9OfuqLZIXJ3IJF6TqnHjmaCIGBSUQb+/ftJ5vU6jXRGT1npln2fSIxWceOOWKltRu/s07/LrN0wNAJwCQV6EUEZPcK0s6oJu6t9y7WsuUhKxULmjqXG6sBHu5Q1TOyubsae6ibUNjnw5b46vLW1GvN316l8hMFzB3qhXqPnbsQAgsvoCXDN4wOC2zUgkLhIzdItIG+HDG5Gj7dGT8EhsjpuW5PaZk7qe4vSnTqiwSSJdXp6jYCsZC06cjKWinbG4GT0IlW2Bdi7YwDeDRlmm5O55nhYO6Os9xZRH2X0CNMmzk4OlVZlg2hZeCEE+6MseuytaQajAitb0fv71TuYEHFXk0Nduh3QIgvC6vSUy6QXPMGOQadBdrIWVZwN4aUEcgRyu27PyzfhlzL/zTbD2hmhFQCpl5zXjME77kAylG7BZt2kgssYm6zipUeWAUPbJmP9Cd+/je44rn+bZBxp8M1mqZrRi8AMPTc5u2OsPNLI/LtB3baRQxk9wsQL9Kqt6pXyuF230R3nccdMxJNwrdFrmdELZpF26w9SpQ0Zga3Rk/fn85Y+8rbRStFrMChPelmEndOMwXvpFK3RSw7u+79U6VZJ4BlNeE0Z7nWKvHV6ysarcDJ6ESzdZhi0yGI0ibTM6H1Xyq76UKAXORToEaZN5ex5UDVNgWdJeKI9oOOxRmHzhNrcP6PFHrqTlKrXoCsnQxCo1gNplTZkBBJsyl1gbwygfupvOzSbE2hknJPWDRFuStboBVtekyzdxnachxuK0pmNL+7tyvpz1ukp2fUly6AB67tEpBtaWA0ZLUesfM9oxMg1av1+iSGhQ4Ee8eEURWw+ycnoqRnocUq0oQot5O5g4Y81DCNHIs3dHazm+W7tlj4ZqmV4Wq+XUzo0ORQ7YwSylu+2vpmSwVCzU8Thet+xFfmcn1fJGj1e161c0hm9oB464tqn6Jkz9a44la0a2zXNZ0xQYbpesiOXx6DT4JIC3yzYuK5pAT+WmlgNGe7dMfbXNGMvYxTXZZ1TYz6bG8so0CM+9lY3o9HGDmaqFax74gn3wGSbSgFaKLNc0aK+2QmHU0RdkJu581zbPQ3/OjtXtcdLaZVdU5rRC+QPotzSbSA7aJyRk4w3L27PbUwpa7Axy+kFnG5Itbtu5ZAKVJVuyRZNXruoPa4oTIUAV1b3pfPb4qJOrmHSqUkafDw635Op7pmVhC/HdlK8LGHOJR1wbgfX2J30JA1ev6gdBreVt11eqBQy3mvVTU7UNjn4Y1WobBtR1IxBfPDW5wGuX2i1hDtcsjkBNWayJ0Lptq7ZidoQBHlPnNUGj53VBkaVR5Oot0ZP/gey3AAu0I7L2/tmYXKvDFz11WEsbTVupYbz+9c5jRfoBfTUANQo3cZvRg8AspK1+ObqAtRYHUg3aHx+3ks6p2LXlO5wiCKSg3yft0vRYfX1XVBldSAjSRMVXcu8WXoHa23MsSoCgEsL2LuqkPCgjB7xsYlTtgXCs0YvVGv3bCo1USRCRq+u2anquXZL1Wskgzxep6E/rcujytfoBfCcMj7EBQAGBdFWsk4TUKdmATfQi7Ku2ygIVNSSmazlBrV6rRB0kNdSdrI2al473iy9XdVNWH7YtxFjSNtk5EZwJAyhQI8w8BoxANeaLVGlSIy3Zi5kpVuVAr1EWKNX1+xQtUzvluwnC/a/C9spetzWzRjRskYvSSsoWicHBDZIuzOvdBuiOXpS4nmNHuFn9N7fWcP8EkzdtpFHgR7xIoqiZOnW7gR3/V7Az6XKo8inXkYv/ku3didwtFG9mYluyX4ij6u7pSmaE9Y6+6V4jV4AgYhe4780atAKitel6QPIBHZSKaOXrBWCHgQd72v0Eh1rjR4A/EBjVaIWBXrES0mdjbsOyE2tkh6/dBuaEDCQZoxGmxPv7ajB47+W46dD3utOrAlQugWAQ4zuzmD5K2OmG7RYc30XTCpKx9C2yXhsaBuM7+a/y7D1nDKla/QE7q6xjNsK/oOiJK2geKSI3Hgrz6TllsMDfe5gO24B6WCZMnqxz6jTMH+/WH8Vs5O1GBrh5hFCzRikFalsnlt1kwMdORmEQIQ7LyY3o9dkd2LMl4ew8tRuBv+3Hri5dwYeP6sNAMAa4v1fo8WhOvUDPX+lWwDolpmEjy7v6Pn3rUvL/N6ndek206CBQSsEPPA50EDEpBNQ7ztNwsOgFRSvreLNxmuN14gBBL4mTo0tqqSydrE+R4+4dMnQ47jZf8b/0oKUqFlbmMgoo0e8yAr0VFq7xc3oqfLovuTuaLGyzOwJ8tzeL67F0+sqACRGMwYQmoxespLGBBkLzVqXbgVBUJTVC/QzyV/3cJImmIyevDvyGjEABRk9NQI9iZeEZqnFB15DRms0ViU6UKBHvEg1YripNWKFOzA5VF23MuPTuTtrmJd/UFyL3VVNCVO6LY1A6ZZFThaQtcWUknV6gQYi/jpvg1qjJzejJ/GhG+hzqxHoSb2GlNGLD7yGjNYu60yBXjSg0i3xEEURG2Vk9NRaoxf2gckyM3olEiXL5zdWwp4Ae90CIcroKRg5IWdeXevSLaAs0As0DvG3h2k41uhJZvQCfLnVKd3yr6MqXnyQk9E7MzdZcfc7URdl9IjH0UY7Tlr8B3EhL91GeI5ex1T+H7GtFdaEGK8CAEcbQtF1G5rSLaspQsmHTOBr9GRk9CK4Ri/QDKUqpVvJjB5FevFATkaPum2jB4XbxEPO+jxAvf1PeeFSy8tXHbVgUUkN0pI0+PMZWeiTo3xvC/mBHv/XYv0Jq+LRHbEmFOGsIYDtwNzklG5Zw4WVlW4Du73Jz7EFl9GTuUZPsnQb2HNS1y2RgzdipSUK9KJHYnxiEVnkB3rqrNHjDUx2W1WpwT9Wn4A7gTZ7Rw3W3NAFvbOVBXtyA70Mg/SH3S+tGjWIfHKyc773kVO69b2NkmaMQMarAP6HJodljZ6KzRihLt1SB2Z86JSqh0bgL7/JSNLg7PY0ViVaUOmWeMhpxABUnKPHvdx1zadHdWhZJa1pcuJ9TqOEHHLn6Dn8BKBq7vebaORk51qTsy8uK+AKR0ZPVtetwr+ycpYzpugFyeAs8GaM4L/7SwVz9IETH/RaAZ0klrhc0jlF9tIDEnr0e0c8ZGf0VFqjx23GOHX52hrfD7BnN1Qqfj5bq/iswmLHrD+q8PyGCuyuavJ7XCR4oeq6ZZVuw7NGT/oOBq0mpBm9gjQ9BKk1cQH+hVdnjZ7EdfThHze6ZPADvdHUbRtVqHRLAADlZjuOyFx8r9oaPZUDqs3lFsz6o5p7fcs5escb7Rj+6UEcPNVh+/DqcqTqNfh8TEc4KNILmXDN0QOiY7xKqNfoSZVtgcAzemqUbqVeQ4rz4keX9CSsAHsZC83Piy4U6BEAwGaZ2TwAfrdIk0tOM4ZcxVVNuODzUtQ384+tZel2zo5qT5Dn1mBzYvSXh9A3iIYPIi1U41VYmTUl2Sm1x6sE03WbmuT/tZIarQJEaGCy5F63QT88iRK8jF6/NgbkS5R1SfhR6ZYA4JdtuzJ+mdUr3ao3MPmjXbWSQR7g3YyxraKJe7vtlfzrSHDCWbpV8lxqj1cJJqOXkeQ/6JIalgxEaAs0qTV6NF4lbvBm6V1OZduoQ4EeAQBsPukb6CVpBZzbweRzeajHqyjxzKntyaS0DPTkbodG1KVkgbbS0q3U2jUetZsxgum6zTCEN6OXlqSBXoWUm9RRU0YvfpyZl8y8fEwXCvSiDQV6BAC747ZfjgF5jLlaFruIJnvw5dtw73XbMtCL18+bTy7Px7E7euLLsZ0ifSiqkZPRU7L2jyXQ4NB/M4byrtsMGaVbvxm9AH4eNcq2AGX0EsUZOckYVZDiddklBSk4L983OUAiiwI9ghqrA/trfbe7GpSXjCzOH3811umFO6nWuus2Hmk1Atql6JArMfj2xfPbhvGIgidnjZ6S7J0a/M3RS9IIioMbf/McARkZvQD+wqsW6NEavYTx1bhOeHJYG4zvloZ/n52LBWM6Rux3kfBRMwbBFkbZFnAFerxgrLrJgbZB7hAhcnJ34dgCLV4rt+4PUqk/tR1SdDinvRG/HZM3NzHSlAxZDhe/W6ApmBvo5q90qxXgd9F7IBk9NdbnAbQzRiIx6jT4zzl5kT4M4kf0/gUlYbOJG+gZkcXJKqjRkMEv3YYmCmvZdRuncZ4neyT1gSpAXpYsWigZshwu/rpuk4KIbPw1Y+Sn6v2ueQwkg6ZeRk9qrl/0nktC4hUFeoTZcasVXG3ymZysghq7Y4Q7q9ayASNUWcNIc3+wS5ULBUHebhPRIpqP1W9GL4hapVEn3bFbkOY/ox5IYKXGPreu5+RfF71nkpD4Rb93hNmI0SfHAKNOw12jp8Y2YGrO0ZPDq3Qbpzm904Ee/zYaQYitjF4UL+zy9zomBXHsgiBIrtPrnJ7k9zEC+QOvVumWMnqERBcK9BJco82JXVXNPpcPynW1znNLtypk9LiBXohiMKs9ATJ6Gnml22he99ZaMFmxUAtlRg+Q7ryVk9EL5G2uVumW1ugREl1i5689CYk/TlqZHwbuGUncjJ4Ka/S4A5ODfmS2lsFp/Ddj+Cvdxs4nbjRngfx23QYb6Ell9NL8Z/QCeZ+HZY0edWQSEnbUdZvgeDtiDDoV6GVyPmjUWKPHbcYIMAhr2WQh5VCdDTf/UIYlBxtQpdLuHtFGTjOGBtG97i2W+J+jF9zrHGxGj/dlikW90i3/uiiO2QmJWxToJTheoDfwVOk2SSvApBNgtnt/YETTGr1GmQPylh5qDPCRY4+cNXpChNbojewUf4NU/W6BFmRkIzViRc4avUhk9KQagSjQIyT86Gt9gmM1YvTMSkJai9EOrPKtOqVb3uWBhXpmFXbpiBen1+hJlG4R+ozeTb0zfC57YFBOSJ+TJdTL+/yVboNeoydRuvU3LBkAAvnNyDGq871fKolJpVtCwo8yegnMandiR1WTz+XuRgy3LIMWZQ12r8tC2YwR6Pq51tnGRCav6zb0a/QeGZKDzml6zCuuRapeg/vOzMaYLmkhea7BnD03AVdG2hLC94de43o9ee/ZoNfocUq3WQYNUmVskRaZ0i1l9AiJJhToJbDtlU1gJcMGtfrgZM3SU2MLNJHzIRRwoJcIe5vJJGtgshD6kSV6jYCnh+fh6eGhn5r/X4nn0GsEWEI4SkcQBJh0GjRw3oOhyujJzb7J/V3SCOzfcyWk3nuU0SMk/OIu0Dtx4gS+++47rFq1CgcOHEBFRQUyMjIwaNAg3H777RgwYECkDzFq+GvEcIu20q1TFL1Kk3LX6CUCOVughaN0G64P9BuL0nFJq43VW9KHIYVk0gto8N0qGkDwGb10TtZOblAmN9DLMmgV78nbGjVjEBJd4i7Q++CDD/DOO++goKAA5557LrKzs1FaWoqffvoJP/30E1588UVcccUVkT7MqMAL9M7MM3r9mzVLL5KlW7sTaLk7FK3RO00r+F+jF46ByeEafff+pfmS41fCEujpNADYvw/BZvR49/e3PZqb3NKtWmVbwN94FdWehhAiU9wFev3798cHH3yAs846y+vyDRs24JZbbsG///1vjBo1CklJ/jvW4h2rEaMwXe/zR58V6NU1O+FwirJmnJltTmgEILlVFon3GeQEv6wLAMcb7eiUpoNw6gOF1uid5l4I73+v29Bm9Pztware80hfH2xGTQ6pzttgu27rmtlfYtTO6KnVcQv42QKNSreEhF3cdd1eeumlPkEeAAwZMgTDhg1DbW0tdu/eHYEjiy42h4itFYxGDMbCdt6HSi3nQ8ityurAJQtLkTprF/Lf3YtXNlV6Xc/LNjQ7RIxecpz7uJ3n7EWXOfuw5qgZFRY7vi9pkDyORKKVuUYv1Bm9cIXegp/AIRyBntRrGWxGr0s6u7N2aFsj8/LWZAd6Ku1zC0gHczG0IQshcSPuMnpSdDqd1/8nsuKqJjQxBg2zAj2p3TF4JR+HU8SViw/ht2OurGGV1YH7V51A/9xkjOzkWlMl9Rm0+phvENpSab0N535WglQ9fyF8InIHeP5mmSnJ6GkFQOZsaq99hSPJz/QTVUiNWAk20LyiS5rP664VgCl9fMfXsDgiUrrlX0f5PELCL2EinqNHj2LNmjXIzc1Fz549/d7eYrHAZuOssI4Dvx2pZ17eJ12A2Wz2uswksNcfHa9tRPskO/O6N7bXeYK8lp5bV46zc9oCAJpt7PsGgoI8b81NVpjNDlgt/Ne2qakJKQoyeue2S8aqY+x1na2loRlmc/Dn1y1ZK8DKiDJbv1db65etRzFjL2cef4/HYhD470Fns1XydfD3fMkA/jk0E/9aV+O57NFBmcgQbDCb/f99amuQF+ila0VFPzuLrZn/Jc1i8f2bQE5zvz70OkW3SJ8nuz2wv60JEejZbDY8/PDDaG5uxkMPPQSt1v+3171794bhyCLn5/16sE5/SnUpilttIFF1UgPA4HPb3QdKkFzh+yF33CrgyY0GsL6//3jYjJVbipFnAKpr2MdAlDu4fz9sRhEnmwCAXd6rKitFrQC4wgj5puTWYtUx3/eBABFii3N9frYDh/apuzziH121eHqv97ra4VkOFBcXS97vmnQBn8n8OUfn2v0+HovDkgSA/TelZP9e1OiBGzvoMf+o93v95o42Wc83xgD0OFPAzgYNilKc6G06huLiY7KOra8d0ArJcIjSgX0X50kUF5+Q9Zj+HKpj/70AoOj1TUQlJSWRPgQiQ6ycp7j/lHU6nXj00Uexfv16XH/99bj66qtl3a9Hjx5xXeI9tOcYAO9v3u1NWowY0NvntvuNZmBXuc/lHToVoHcH32Di5RUnYXGytxtzQsA6sT3+0TsTGScqgBPxvb5udIERPTL0mLmtzu9tB+cmYeNJ/9mnv5yRhjd3sDOyRT26oyBNhyyzHVh3hP08vbqh2Qlgc5nf52rpqiE9sFtTi+e31AJwhfGzzk2Hs/Yk3ixLQWmDA6M6GjHrgjaSe7Qq0bmHE7+Yy7GizJVRzDFo8OLIDuidI91U1UsUcXdzFV7f7nq9tALw0rnZGJxnwP2rK7G+3PV6d0jR4tmR+eie4X+3idbyjp0EKtnv9769ipCWpMF/CuzYsOQ49ta6von3ztLjXxd2QluTvJJpbwBXBXxkLs9r6vDAr1Wef48tNGH5EQsaTzUxjSs04bZzOqu2nrGhvAn4gx2I9u7t+/eFnGaxWFBSUoLCwkIYjfLWYZLwi/R5stvtASWj4jeSgSvIe+yxx7BkyRKMGzcOTz31lOz7Go1G6PWB/9GPBQ6niK2MctbgtkaYTL77kaYZ2aVbjd7gc3tRFPFNqXQ6+8O9ZvxzeHtoZGRWo8E/h7VBQZoeB2ptyE89/SvTxqjFRR1ToNUI+PlwI/JMWgxrZ8L2Sis2nrCiR2YSzu9owsFaG97aWY9mPwvceuUYsey6LnhzazX21jRjcq8M7KpuwoFaG85pb4TFLqJPtgEDcg14cwc7M5JqMsJk0iMV/NR+x6zUgAdeJ2kF5KSl4LkLUzGlbw62VTThnPZG5OntKC4+gVuHd4TRaPTbHKGUCcDSa1Lw+3EzTlocuKhjCnftaGuvXWzCHf2bUFzVhBH5JnQ6tXXYL9dnYM0xC+qbnbiwownpEtuNSUlP5v+dyEw1waDToLsJ2Dw5FauONEIjCDi/oynknc9u9w81YVRHI77achBXDCjEmR0yUWGxY/nhRnRM1WNYO6Os7nm5Uoz8x2L9fSG+jEb232ISXSJ1ngJdVha3gZ7T6cS0adPw5Zdf4sorr8SMGTOg0VDLFwDsrWlGo01eIwbAX1DOClwsdtFvELGvphmrj5rD1pkZrCFtjRjbNQ37aprRPZOdQbq2R7rnvwflGTGoxSzCbplJ+OaqTnj813KsO8Ff45asFZBh0OKRoW08l13YiT8MmOV0Mwb/NmlJGmYjjpQsg8YTxPVtk4y+bVzvlZbrz0IV5LnptQLOyw/s9QBcxzUwLxkDW72/DToNLgrw9WWRCtha/u6k6DW4PETbwPnTLUOP0XkOFJ16/7Yx6nB9T3kNHYGiociERJe4jHxaBnlXXHEFnnvuOVnr8hIFf0cMdgrawJmJ0MzorLTIHF48e3tNzAR6amwXNqogFWtv7IoRjFK3W7CjOIDT41Ukd8YQhICzSZkKs12JwCTR2BLq4Dca0TZnhESXuAv03OXaL7/8EqNHj8bzzz9PQV4rrEHJQOAZvSbGoGK5G8gv2FuHWhV21wiHZBVnzqVL7Gigxmy70wOTpR8r0OdiDc0mLlLjVRIR7X5BSHSJu9LtrFmzsGjRIphMJhQWFuKNN97wuc2oUaMSelEwK6PXxqhFx1T224E33Z+V0ZO7HZnZLuKHUvYC9mjDy2gqwdu7VK3nkTMwGUDAa7LU2vA+HkntjJGI1FzvRwgJXtwFemVlrk5Cs9mMN998k3mb/Pz8hA30RFFkBnqDcpO5ZaZA1+jJFeg6sUhRo3TrliGRGVOndOv6f7U/a+U2PiQiqdJtIqKwl5DoEneB3owZMzBjxoxIH0bUOlhnY25dxivbAhKBHiujF4cDjNUt3YZuFwXgdMlWUHkPAird8lHp1htl9AiJLvQXKsEE2ogBSJRuWRk9Tpbuss7BdzdGihqZNjfp0q16a/R4sceoAmXngZox+EK9b3CsoTV6hEQXCvQSTKCNGAA/AGGXbtkZvdvOyFI1YAqn5DCt0VMjo+deo2fQaXBBvu98p6fOzvX8dyCJqKxk+lPBQ2v0vFFCj5DoQn+hEgwro5eRpEFXiR0BuF23rL1HGfP5AKBDqg7XdI/MDLFgqVm6lVqjx8ucBqLlqZpzaQfP3D+N4Aryzml/OnOrD+D5KKPHR6VbbzRehZDoEndr9AgfrxFjoEQjBhDYGj1eRs+oE/DnMzIxf7f/rcCiTbhKt+qs0Tv9310zkrDn5m7YXd2M/FQd0lqNdnEFevIaYmiNHh81Y3hTMQFOCFEB/UomkLIGO05afGfXSZVtgcDW6PHGq5h0GozslIKCtNjbVk7NQC/PxP9upUag1zpgFwQBvbINPkEe4NppQi4ar8JHpVtvGpUbgQghwaG/UAmE34ghHejxPscCGa9i1AnQCAJu7ROabZdCxaAVVN3dYFi70O6MEYhASrc0XoWPmjG8UUaPkOhCv5IJZPPJwDtuAVdWiLUMKZCBye6sxy19MmPq+77awZdOIrhSY41eIAIK9Kh0y0Vr9LzRGj1Cogv9hUogrI5bo05AUVaS3/uygpDWGb26Jgc+2lXLvL97b9XCjCRcrHDERyS0bMTIVimrdX2PdOblaj2+XIGUiqkZg49Kt95itLmekLhFf6ESCK8RQ86AU1ZQ0OQQYXeK+PZgPSZ+ewRt396D4qpm5v1blrf+3CdT/kFHWMvRKmoFYvedme1z2cDcZMn1e6EgNxElAMigNXpc1Izhzd8+y4SQ8KKu2wRRbrbjSIPd53J/6/PcWGW+D3fVYumhBpSbfRs8WkrSCl7B5NXd05Bp0KCmKfp30QjFurmz2xvx6JAczNhQCQDISdZi9iXtVX8ef+SWbtOTNPThLUGNJpp4Qmv0CIkuFOgliM0KGzHceEGBvyAPAIytPgiNOg0mFWXg9a3Vsp47ktScoecmCAKmj2iLe8/MRkmtDYPykmHQaVBl9f9aqkluoNchlf5MSOE160zuFVuNR2qhNXqERBf67pUguB23udKNGG6BjOJozcAIlv58RqbkfYxaAY90a8Z9/dnr2cIlOYTZmvYpepzTwQTDqTVe4V6jJzfQu6Z7ZM9BLPhLvyyfy+7slxn+A4kCtDMGIdGFAr0EsemkbyNGklZAnxyDrPsHE/CwvuEPyktG/zb85x7RIRkTOjhwUb7/jOPgvGR0zdDDqBMwoUc69t/aHVcUpiJZK6B3dhKWXNUJP11TgH5tDDBoBVxakIIjt/eQdeyxum2bHLzg/czcZHRI0SEjSYO/9s/Cv4blMm9HTnvpgra4qXcGUvUadE7TY/Yl7XFefuw0Hakpjn9lCIlJVJNJEKyMXr8cg+z1RWfmJWNXNbvRwh/WUwiCgCeH5WLCN0eY98nQu+6U5acJYEKPdMy+pD3SkrRwOEXPWsBvri7w+jcAbJ2c6nXZ8PZGrDnG3vvXLTmOOyp541zuGZCFP5+RCacIWY06xLUcYd5l+XBcIkIj8Mu5iSCRf3ZColH8fooRj2qrAwdqbT6Xy12fB7hKU90Y++Gm6AVM6Z2BH68pwLkd2GVg3pqd63qkczOF7q3CpLYMe+G8tvj0inzPrg+tgxJWkBJo4BLK0m2k8bpubU4RgiBQkKeAVqPugG1CCAkWZfQSwBbuoGT5gV6HVD3+mNwNK480orTOFTR2StPjok4pSDkVMSzaV49fj/pmyBps/O7aW/pk4s1tvk0Z7gBPqtuzV3ZSyD9U47mjkrcdXTpjuzRCCCGxiQK9BMDf+kxeI4Zbil6DK7qkca/vy1nvVynRTVrbzL4uQyKTd/o2FJAE44FBOXh7e43XZXoNMK4r/xwTQgiJLVS6TQCsHTG0AtBPohlCib4KHm8sJ3A8p53/bGNmGIb4iuyte+NCUbYBN/f2HgHy2NA2SJURZBNCCIkNlNFLAKyMXp8cg2dbMrWckSO/FOx2RZdUmHQCzPbTEVXnND1GtDeAs5uaR0YYtuWK4zgPADDn0g64pns6tlZYMbyDCRd1NEX6kAghhKiIvrrHuYZmJ3YzumUH5QYelPmjZA5chkGLJVcVoDDdtV6sT7YB31zdSdbaOznl3WDFc0YPcK2BHNctDU8My8XITinUSEAIIXGGMnpx7o8KKzMrFUgjRiAu65yCH0obvS67ojBV8j4XdUrBgVu7o67Z6cnSmc1mAK7xKs+NyMPDq8u97tPGqEVaOAK9uM/pEUIIiWeU0YtzajViyHXfmTk+l03p7X8rKEEQmKXY7GQtJvRIR4reO9N0c++MsGSfKMwjhBASyyijF+dYjRgCgAG56jZiuI0uTMXCKzti1h/VaHI4cWe/LNxQFNyen4UZSVhxXSGeWVeBsgYbxnVNw7ShbVQ6YmnxXrolhBAS3yjQi3OsjF7PrCTPkOFQGN89HeNV3h91SFsjFo3tpOpjEkLC5+JOibklHCGRRqXbOGa1O7Gjssnn8lCtz4tHlNAjJHD/GuabcX9osO+yDkJI6FFGL45tq2iCgxGpUKAnXzxvgUZIqDw5LBcNNic+3FWLDIMWDw7KwWg/TVmEkNCgQC+OhbsRI9bIydY9MIiyEIQESqsR8ML57fD8eW1pZA8hEUaBXhjtrW7CU2srsO64BXZn6IuCVZytx84MwQy9eDQ4LxnD2lFQTIhSFOQREnkU6IVJbZMDF35eiqON9ogeR2G6HlkKBhvHI6mPoMeGtsE/BudAq6EPKkIIIbGLAr0wWX64MeJBHkDr81pK1bN7kT67oiMm9FS3a5gQQgiJBOq6DRNeUBFuIzoo28tUyfZm0e6fZ+f6XKbXAJfHwKLxvw3M9rns+fPyInAkhBBColl0RB8J4Lx8E4a0jWw2LT9Vh1v6ZCq6bzwGesPaGXFuB+81eH/pn43UMGytFqx/n52LwS2ys6M7p+CeAb7BHyGEkMRGpdswSdZpsHR8Z7y7vRprj1tgd4bvuQUB6JNtwNSBWbQ+rwWdRsB3Vxfg7W012FHZhPPzTZjSJ7hdPMIlO1mL9Td2wbaKJiTrBPTITKKF74QQQnxQoBdGWcla/GNIeLbuIvKkJWnxYIwOchUEAf2pg5oQQoiE6K9REUIIIYQQRSjQI4QQQgiJUxToEUIIIYTEKQr0CCGEEELiFAV6hBBCCCFxigI9QgghhJA4RYEeIYQQQkicokCPEEIIISROUaBHCCGEEBKnKNAjhBBCCIlTFOgRQgghhMQp2usWgCiKPpfZ7fYIHAlxc7/+drsdNpstwkdDeOg8xQY6T7GBzlNsiPR5YsUnrDjGTRClrk0QFosFO3fujPRhEEIIIYQErE+fPjAajczrqHRLCCGEEBKnKNAjhBBCCIlTFOgRQgghhMQpWqMHwOl0oqmpyesyrVYLQRAidESEEEIIIb5EUYTD4fC6zGAwQKNh5+4o0COEEEIIiVNUuiWEEEIIiVMU6BFCCCGExCkamEzCbvHixdi4cSO2b9+OPXv2wGazYfr06bjmmmuYt29oaMDMmTOxdOlSnDx5Enl5ebjsssswdepUpKSkhPnoE8OJEyfw3XffYdWqVThw4AAqKiqQkZGBQYMG4fbbb8eAAQN87kPnKfyamprw0ksvYfv27SgtLUVtbS3S09PRqVMnTJgwAePGjYNer/e6D52n6PH222/jxRdfBAB8+umnGDhwoNf1dK7Cb+TIkSgrK2Ned9ZZZ+GDDz7wuqy5uRlvv/02vvrqKxw7dgwZGRm46KKLcN999yEnJycch+wXrdEjYef+RcrKyoLJZEJZWRk30DObzZg0aRKKi4sxYsQI9O7dG8XFxVi9ejX69euHjz76CAaDIQI/RXx74YUX8M4776CgoABnnXUWsrOzUVpaip9++gmiKOLFF1/EFVdc4bk9nafIqKqqwoUXXoj+/fujsLAQ2dnZqK2txS+//IKysjKMGDEC77zzjmeRNp2n6LFnzx5ce+210Ol0MJvNPoEenavIGDlyJOrq6nDzzTf7XJefn+/1OeV0OnHHHXdg9erVGDhwIIYOHYrS0lL8+OOP6NixIz777DNkZ2eH8/DZRELC7NdffxWPHDkiiqIovvXWW2LPnj3FL774gnnbV199VezZs6f4/PPPe13+/PPPiz179hTffPPNkB9vIvrhhx/EtWvX+ly+fv168YwzzhCHDh0qNjU1eS6n8xQZDofD6zy42Ww2cfLkyWLPnj3Fn3/+2XM5nafo0NzcLI4fP16cMGGC+NBDD4k9e/YUN2/e7HUbOleRcdFFF4kXXXSRrNt+/vnnYs+ePcUHHnhAdDqdnss//vhjsWfPnuKTTz4ZqsMMCK3RI2E3fPhw5Ofn+72dKIpYsGABTCYT7r77bq/r7r77bphMJixYsCBUh5nQLr30Upx11lk+lw8ZMgTDhg1DbW0tdu/eDYDOUyRpNBokJSX5XK7T6XDJJZcAAEpLSwHQeYomb775Jvbu3Yv/+7//g1ar9bmezlVscJ+DBx54wGsc28SJE9GpUyd8/fXXsFqtkTo8Dwr0SNQqKSlBeXk5Bg0aBJPJ5HWdyWTCoEGDcPjwYRw7dixCR5iYdDqd1//TeYo+TqcTv/zyCwCgZ8+eAOg8RYsdO3bgzTffxNSpU9G9e3fmbehcRVZzczMWLlyIN998Ex9++CH++OMPn9s0NTXhjz/+QJcuXXwSF4IgYPjw4TCbzdi+fXu4DpuLmjFI1HJnIgoLC5nXFxYWYvXq1SgpKUH79u3DeGSJ6+jRo1izZg1yc3M9AQSdp8hrbm7GW2+9BVEUUVNTg99++w0HDhzANddcg3POOQcAnado0NzcjEceeQS9evXC7bffzr0dnavIOnnyJKZNm+Z1Wb9+/fDSSy+hoKAAAHDo0CE4nU7JcwS4gvYhQ4aE8nD9okCPRK36+noAQGpqKvN69+UNDQ1hO6ZEZrPZ8PDDD6O5uRkPPfSQp+RE5ynybDYbXnvtNc+/BUHAn//8Zzz44IOey+g8Rd6rr76KkpISLFy4kFmydaNzFTnXXHMNBg8ejJ49e8JkMqGkpATvvfceFi9ejFtuuQVfffUVUlNTY+ocUaBHCPHL6XTi0Ucfxfr163H99dfj6quvjvQhkRZSUlKwe/duOJ1OlJeXY/ny5Xj55ZexZcsWvPPOO9wPIxI+mzdvxpw5czB16lRPNpxEn6lTp3r9u3fv3njuuecAuEaDLViwALfeemskDk0xWqNHolZaWhoA/jci9+X0IRZaTqcTjz32GJYsWYJx48bhqaee8rqezlP00Gg0aNeuHSZNmoT//Oc/2LRpE9544w0AdJ4iyW6349FHH0VRURHuvPNOv7encxV9brjhBgDApk2bAMTWOaKMHolanTt3BuBa48Divpy3RoIEz+l0Ytq0afjyyy9x5ZVXYsaMGT4bZ9N5ik4jRowAAKxbtw4AnadIMpvNnte3b9++zNu4A4lZs2ahW7duAOhcRZOsrCwArnMJAJ06dYJGo4mJc0SBHolahYWFyMvLw6ZNm2A2m726z8xmMzZt2oSOHTvSYuQQaRnkXXHFFXjuueeY64roPEWn8vJyAKe7o+k8RU5SUhKuu+465nUbNmxASUkJRo4ciezsbOTn59O5ikJbt24FAE+HbXJyMvr3748tW7agrKzMq/NWFEWsWbMGJpOJG9iHE5VuSdQSBAETJkyA2WzG66+/7nXd66+/DrPZjOuvvz5CRxff3OXaL7/8EqNHj8bzzz/PXTxO5yly9u3bB4vF4nO5xWLB9OnTAQAXXHABADpPkZScnIxnnnmG+b8zzzwTAHDXXXfhmWeeQe/evelcRcj+/fuZv0/79+/HCy+8AAAYO3as53L3OXjppZcgtthk7JNPPsHhw4cxduxYJCcnh/io/aMt0EjYLViwABs3bgTg2gZox44dGDRokKe0NHjwYEyYMAGA69vrjTfeiF27dmHEiBHo06cPdu7c6dkG6MMPP4yKX6R4M3PmTLz22mswmUyYMmWKJyvU0qhRo9C7d28AdJ4iZebMmXjvvfcwePBg5OfnIzU1FSdOnMCqVatQU1ODIUOGYPbs2Z7Xns5T9Hn00UexaNEi5hZodK7Cy/37NHToUHTo0AFGoxElJSVYtWoVbDYb7rrrLjzwwAOe27O2QDt06BCWLl2K/Px8LFiwICq2QKNAj4Sd+w8bz/jx4zFjxgzPv+vr6z0be1dUVCA3NxejR4/GPffcExULXeORv3MEwGd/YjpP4bdt2zZ89tln2Lx5M06cOAGz2YzU1FQUFRVhzJgxnr1UW6LzFF14gR5A5yrc1q1bh48//hjFxcWoqKiA1WpFVlYW+vfvj0mTJnnWvbbU3NyMt99+G4sXL8axY8eQmZmJCy+8EPfddx/atGkTgZ/CFwV6hBBCCCFxitboEUIIIYTEKQr0CCGEEELiFAV6hBBCCCFxigI9QgghhJA4RYEeIYQQQkicokCPEEIIISROUaBHCCGEEBKnKNAjhBBCCIlTFOgRQgghhMQpCvQIIYThpptuQlFRERYuXBjW5x05ciSKioqwdu1ar8vXrl2LoqIijBw50uc+jz76KIqKijBz5kzFzzt58mT07dsXZWVlso6x9fGxPPzwwygqKsLmzZsVHxchJDi+O5UTQkgQioqKFN2v9d65/hw5cgSLFi1CWloabrnlFkXPGQo33XQT1q1b53O5Xq9HVlYWzjjjDFx33XUYNWpUBI6O7fvvv8f69esxefJk5Ofnq/a4U6dOxTfffIPp06fj008/hSAIqj02IUQeCvQIIaoaNGgQ8/JNmzYBAAoLC5Gdne1zfU5OTkDPU1ZWhtdeew35+flRFei5tW/fHu3bt/f8u66uDmVlZfj555/x888/4/rrr8fTTz/tc79OnTohKSkJRqMxLMdps9nw/PPPQ6/X46677lL1sQsKCjBu3DgsXLgQ3377LcaMGaPq4xNC/KNAjxCiqvnz5zMvd2f67rrrroAyd7Hq2muvxd/+9jevyxoaGvDCCy9g/vz5+Oyzz3DZZZdhxIgRXrd5//33w3mY+PHHH3HkyBFceumlyMvLY97GYrFg9uzZWLp0KQ4dOgSLxYLbbrsNbdq0QadOnTB06FBMmTIFmZmZPvedMGECFi5ciLlz51KgR0gE0Bo9QggJk9TUVDz55JOe7OXq1asjfESnA/Orr76aeb3FYsGf/vQnzJw5E7t370ZOTg4MBgM6duwIURSxbt06zJo1C4cPH2bef9CgQSgsLMTWrVuxY8eOUP0YhBAOyugRQqLCqlWr8PHHH2Pr1q2oq6tDRkYGBgwYgJtuugnnnHOO121broMrKyvzWRc4b948DBs2DACwYcMGLFu2DOvXr8fx48dRU1OD9PR09O3bFxMnTmQ2N4SSVqtFu3btUFlZCZvN5nP9yJEjUVZW5vUzhMqJEyewbt06JCUl4bzzzmPe5tNPP8WOHTuQkZGB119/HUOGDMHIkSPx1FNPYdiwYTh06BC++OILpKamcp9n5MiRmDNnDhYvXowzzjgjVD8OIYSBAj1CSMQ988wzmDdvHgDXWr1evXrhyJEjWLZsGZYtW4a//vWvuO+++zy379mzJ2pqarBnzx4kJSWhb9++Xo+Xlpbm+e977rkHNTU1yMzMRG5uLvLy8nDs2DGsXLkSK1euxJ133okHH3wwLD8n4Fqrd/DgQQBA9+7dw/a8LL///jsAoE+fPkhKSmLext1de/PNN2PIkCE+1xcUFOD++++XfJ4zzzzT67EIIeFDgR4hJKIWLVqEefPmQavV4sknn8QNN9wAjUYDh8OBefPm4dlnn8Ubb7yBXr16YfTo0QCAJ598EmvXrsWUKVOQm5vLXRcIAA899BDOPvtsdOrUyevyNWvW4KGHHsLbb7+Niy++GAMHDgzlj4m6ujrs2bMHL7/8MsxmMwoKCrjl0nDZsGEDAKBfv37c29jtdgCAwWBQ/DwDBgwAAOzevdsTdBNCwoPW6BFCIur1118HANxwww248cYbodG4/ixptVrceuutGDt2LABg1qxZih5/woQJPkEeAAwfPtyTiVq0aJGix5by2muvoaioyPO/oUOH4k9/+hO2bduG22+/HZ999lnYOmt5jhw5AgDcJgzgdJD2wQcfYPfu3YqeJzc3F4IgQBRFHD16VNFjEEKUoYweISRi9u/fj0OHDgEAbr31VuZtbrvtNnz11VfYs2cPjh49ig4dOgT8PPv27cP333/vySi5s1QNDQ0AgOLiYoU/AV/r8SpNTU0oKytDTU0NFi9ejK5du+Laa69V/XkDUVVVBQCSGbYpU6bg22+/xf79+3HVVVehV69eqKqqwi+//IKMjAz06tXL7/NoNBqkp6ejtrYWlZWVah0+IUQGCvQIIRHjXquWnJyMgoIC5m26d+8OrVYLh8OBAwcOBBzovfDCC3j33XchiiL3NjU1NQE9phys8SoAsGzZMjz88MN47LHHPLeLFKvVCgDc9XkAkJ6ejs8++wzvvPMOFi1a5AmK33nnHbzzzjsoKCjAPffc47cM7X6OpqYmdQ6eECILlW4JIRHT2NgIQHpYsk6nQ1ZWltft5frmm2/wzjvvQBAETJ06FYsXL8bGjRtRXFyM3bt3Y+7cuQBOr0MLh4svvtgTAL788sthfe7W3K9rbW2t5O1SU1Nx//33Y+XKlfjuu+/Qpk0bXHTRRSgsLMShQ4fwyCOP4M0335R8jLq6OgDS2UNCiPoo0CP/3979hLL/x3EAf86fyIg0ofxrInJwwkVZaAftQEhu/hViB6WUHWgXRMmWg4OGEooihzkoFG7KDubPEElr1NZyWI3xO6zPJ77Gd37Mat/n47TPPu999vmsVs/e7/fr/SYKGqlUCgCfDuc9PT3B4XC8ae8vYZ/apqYmqNVq5OXlITY2VpwHGIiePH8I1av39/d+7S0bKDKZDID/v4NEIoFcLkdUVBSam5thNBrF0Do5OSkOhf/J5XKJPXnCdxLR72DQI6KgkcvlALxDiMJcvT+dn5/D4/EAALKzs8X3/dk3VSg2KCoq8nneZDJ96X5/yvPzs/g6WGET8C6rAgAWi+V/fT4sLAxdXV2IiYmB2+3GxcWFz3ZnZ2cAvMPAHw3RE1FgMOgRUdDI5XJkZmYCAAwGg882wvu5ublvihuio6MBeHuLPiJUtd7f3787Z7fbA1Jt64+DgwMA3rCalpYWlHsAgOLiYgDfC7yPj49/XYLl8PAQgDdwC72pRPQ7+I8joqDq7OwE4N2BYXFxUSyaeH5+xuzsLNbW1gB4Fz5+LSMjAxKJBHa7HScnJz6vLfTkTU1NiYUfAHBzc4P29vZPQ2KgbG5uQq/XAwAUCsWn8xMDrbCwEAkJCbi7u8PV1ZXPNr29vZifn8fDw8O7cy6XC4ODg3C73UhKSkJOTo7Pawjr9ZWVlf3YvRORf1h1S0RBVVNTA7PZjLm5OQwMDECv1yM1NRW3t7fi8h8dHR3iYsmChIQEKBQKbG1toa6uDjk5OeI2XP39/cjPz0dbWxuMRiNub2+hUqmQlZWFsLAwnJ+fIzY2Fn19fdBqtQF5rpWVFezv74vHr5dXAbzVxIH6bn9FRkaitrYW09PTWF9f91klbLPZoNVqMTw8jIKCAqSnp8PhcGBsbAzX19dwOp2IiIiAVqtFeHj4u887nU5sb29DKpVCpVL9xmMR0SsMekQUdBqNBqWlpVhYWIDJZMLx8THi4+NRUVHhc69bwcjICHQ6HXZ2dmCxWMS9Y4UKz+TkZCwtLWF8fBx7e3u4vr6GTCZDdXU1urq6AloIYbVaYbVaxePw8HDExcWhqKgISqUSDQ0N39pt4qc0NjbCYDBgdXUV3d3d7+Y+TkxMwGg0Ynd3F6enpzg6OoLb7YbZbEZiYiKqqqrQ1tb24R62RqMRbrcb9fX1Xy6mIaLvk7x8trgUERGFPI1Gg+XlZej1eiiVyr+2Ly8vx9DQEEpKSj5t5/F4oFKpYLVasbGxgZSUlJ+6ZSLyE+foERH943p6eiCVSqHT6d5UBH/X2toaLi8v0dLSwpBHFCQcuiUi+sfJZDKMjo7CbDbDZrO9qW7+jpeXF6jVarS2tv7I9Yjo6zh0S0REXzIzM4PKysqgLg1DRP5h0CMiIiIKUZyjR0RERBSiGPSIiIiIQhSDHhEREVGIYtAjIiIiClEMekREREQhikGPiIiIKEQx6BERERGFKAY9IiIiohDFoEdEREQUov4D0s3apKTopWgAAAAASUVORK5CYII=\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "fig = plt.subplots(figsize=(10, 3))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 216 + }, + "id": "T-ZdalIhAtKz", + "outputId": "bfc3e3f4-ccdf-40d2-b32d-177453b6aeb3" + }, + "execution_count": 103, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "tipgraph = sns.lineplot(data=tips,\n", + " x='total_bill',\n", + " y='tip',\n", + " color = 'hotpink',\n", + " linestyle = '--',\n", + " linewidth = 3,\n", + " marker = 'o',\n", + " markerfacecolor = 'indigo')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 478 + }, + "id": "BqibeJf6AzSR", + "outputId": "0c5c4b2f-427d-480c-8909-0726cde63f07" + }, + "execution_count": 104, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "tipgraph = sns.scatterplot(data=tips, x='total_bill',\n", + " y='tip', style = 'time', hue =\n", + " 'day', palette = ['purple',\n", + " 'hotpink', 'deepskyblue',\n", + " 'yellowgreen'])\n", + "tipgraph.set(title='Tips vs. Total Bill',\n", + " xlabel='Total Bill ($)',\n", + " ylabel='Tip Amount ($)')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 560 + }, + "id": "LUm5KvS5A2hC", + "outputId": "6ec656ae-037a-4cbf-8f9d-86360b22157d" + }, + "execution_count": 106, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Tips vs. Total Bill'),\n", + " Text(0.5, 0, 'Total Bill ($)'),\n", + " Text(0, 0.5, 'Tip Amount ($)')]" + ] + }, + "metadata": {}, + "execution_count": 106 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "sns.pairplot(\n", + " data = tips,\n", + " hue = 'day')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 581 + }, + "id": "CRUhPOXvA9XB", + "outputId": "f9feb16a-fa27-441a-d259-6d443d2cc2b7" + }, + "execution_count": 108, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 108 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "daysplot = sns.relplot(\n", + " data=tips,\n", + " x=\"total_bill\",\n", + " y=\"tip\",\n", + " hue=\"sex\",\n", + " col=\"day\",\n", + " kind=\"scatter\",\n", + " col_wrap=2" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 106 + }, + "id": "tbstjBliBEgP", + "outputId": "50541247-16fa-4712-a194-db122e883b30" + }, + "execution_count": 109, + "outputs": [ + { + "output_type": "error", + "ename": "SyntaxError", + "evalue": "incomplete input (ipython-input-2400892409.py, line 8)", + "traceback": [ + "\u001b[0;36m File \u001b[0;32m\"/tmp/ipython-input-2400892409.py\"\u001b[0;36m, line \u001b[0;32m8\u001b[0m\n\u001b[0;31m col_wrap=2\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m incomplete input\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Plotly" + ], + "metadata": { + "id": "-twyRb7qBMuP" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "import plotly.graph_objects as go # 'go' is 'graph objects’\n", + "x1 = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])" + ], + "metadata": { + "id": "9R0-0oCVBOK2" + }, + "execution_count": 110, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "graph = go.Figure()\n", + "graph.add_trace(go.Bar(x=x1, y=y1))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + }, + "id": "B-0ZiPIiBTfH", + "outputId": "5b837a96-c148-4b82-a50f-d190d949ec24" + }, + "execution_count": 112, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
\n", + "
\n", + "\n", + "" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "graph.update_layout(\n", + " title=\"Pirate Scores\",\n", + " xaxis_title=\"Pirates\",\n", + " yaxis_title=\"Scores\"\n", + ")\n", + "graph.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + }, + "id": "F22hXV9JBXWJ", + "outputId": "497720f4-1fbe-452b-a41c-3cbc03908e46" + }, + "execution_count": 114, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
\n", + "
\n", + "\n", + "" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "graph = go.Figure()\n", + "graph.add_trace(go.Scatter(x=x1, y=y1, mode='markers', # we want points for a scatter plot\n", + " marker=dict(\n", + " size=15, # point size\n", + " color='hotpink', # point colour\n", + " opacity=1, # point transparency/alpha\n", + " line=dict(width=5, color='purple') # point outline\n", + " )))\n", + "graph.update_layout(\n", + " title='Interactive Pirate Plot',\n", + " xaxis_title='Pirates',\n", + " yaxis_title='Scores',\n", + " width=500, height=500)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 517 + }, + "id": "HTS3E-NgBgXk", + "outputId": "246e38db-e8ef-475f-ba43-4c8d051882ef" + }, + "execution_count": 115, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
\n", + "
\n", + "\n", + "" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "from wordcloud import WordCloud\n", + "df = pd.read_csv(\"https://raw.githubusercontent.com/prasertcbs/basic-dataset/master/movie_quotes.csv\",\n", + "on_bad_lines='skip')\n", + "df" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 580 + }, + "id": "J9pp4JGWBkK7", + "outputId": "b9b95cf6-48bd-46a6-a83e-8017c2c78ae0" + }, + "execution_count": 116, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " quote \\\n", + "0 Do, or do not. There is no try. \n", + "1 Listen to them. Children of the night. What mu... \n", + "2 It's alive! It's alive! \n", + "3 Oh, no, it wasn't the airplanes. It was Beauty... \n", + "4 Magic Mirror on the wall, who is the fairest o... \n", + ".. ... \n", + "727 I didn't know if you were lost. Stick with me.... \n", + "728 This guy's awesome! He's holding his own while... \n", + "729 Murder is murder, it don’t matter who you are. \n", + "730 You know what a lion is? A lion is a strong an... \n", + "731 That was the best acting i've ever seen in my ... \n", + "\n", + " movie type year \n", + "0 Star Wars: Episode V - The Empire Strikes Back movie 1890 \n", + "1 Dracula movie 1931 \n", + "2 Frankenstein movie 1931 \n", + "3 King Kong movie 1933 \n", + "4 Snow White and the Seven Dwarves movie 1937 \n", + ".. ... ... ... \n", + "727 Us movie 2019 \n", + "728 Dragon Ball Super: Broly movie 2019 \n", + "729 Black and Blue movie 2019 \n", + "730 Between Two Ferns: The Movie movie 2019 \n", + "731 Once Upon a Time in Hollywood movie 2019 \n", + "\n", + "[732 rows x 4 columns]" + ], + "text/html": [ + "\n", + "
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quotemovietypeyear
0Do, or do not. There is no try.Star Wars: Episode V - The Empire Strikes Backmovie1890
1Listen to them. Children of the night. What mu...Draculamovie1931
2It's alive! It's alive!Frankensteinmovie1931
3Oh, no, it wasn't the airplanes. It was Beauty...King Kongmovie1933
4Magic Mirror on the wall, who is the fairest o...Snow White and the Seven Dwarvesmovie1937
...............
727I didn't know if you were lost. Stick with me....Usmovie2019
728This guy's awesome! He's holding his own while...Dragon Ball Super: Brolymovie2019
729Murder is murder, it don’t matter who you are.Black and Bluemovie2019
730You know what a lion is? A lion is a strong an...Between Two Ferns: The Moviemovie2019
731That was the best acting i've ever seen in my ...Once Upon a Time in Hollywoodmovie2019
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732 rows × 4 columns

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\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "df", + "summary": "{\n \"name\": \"df\",\n \"rows\": 732,\n \"fields\": [\n {\n \"column\": \"quote\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 723,\n \"samples\": [\n \"I love lamp.\",\n \"Just remember: if you look in the face of evil, evil's gonna look right back at you.\",\n \"Chewie, we're home.\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"movie\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 452,\n \"samples\": [\n \"The Magic of Belle Isle\",\n \"Taxi Driver\",\n \"Tokyo Ghoul\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"type\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"anime\",\n \"Anime\",\n \"tv\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"year\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 17,\n \"min\": 1890,\n \"max\": 2019,\n \"num_unique_values\": 66,\n \"samples\": [\n 2008,\n 2016,\n 1890\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 116 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# join all our text from each row from our quote column into a string\n", + "text = \" \".join(each for each in df.quote)\n", + "# generate our wordcloud image\n", + "wordcloud = WordCloud(background_color=\"white\",\n", + "colormap = 'inferno').generate(text)\n", + "# use matplotlib syntax to put our image in a figure\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.imshow(wordcloud, # remember 'imshow' from when we added pictures to our matplotlib axes\n", + " interpolation='bilinear') # this line helps smooth our image\n", + "ax.axis(\"off\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 297 + }, + "id": "C2Vs5Y6MBmhH", + "outputId": "1b335a04-2aba-47a9-b5c9-7d513d39890b" + }, + "execution_count": 117, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(399.5), np.float64(199.5), np.float64(-0.5))" + ] + }, + "metadata": {}, + "execution_count": 117 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "from matplotlib_venn import venn2, venn2_circles, venn2_unweighted" + ], + "metadata": { + "id": "29rUy89eBrrh" + }, + "execution_count": 118, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "A = set([\"apple\", \"banana\", \"watermelon\"])\n", + "B = set([\"pumpkin\", \"blueberry\", \"apple\", \"key lime\"])" + ], + "metadata": { + "id": "xfrAwibIBtdW" + }, + "execution_count": 119, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "diagram = venn2_unweighted([A, B],\n", + " set_labels = ('Fruits', 'Pies'),\n", + " set_colors=(\"blue\", \"red\"),\n", + " alpha=0.5)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 519 + }, + "id": "u_MSQImGBvOH", + "outputId": "c23f6744-5976-482c-a815-753c6bbfa4c2" + }, + "execution_count": 120, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.12/dist-packages/matplotlib_venn/_util.py:32: UserWarning:\n", + "\n", + "venn2_unweighted is deprecated. Use venn2 with the appropriate layout_algorithm instead.\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "diagram.get_label_by_id(\"10\")\\\n", + ".set_text(\"n\".join(A - B))\n", + "diagram.get_label_by_id(\"11\")\\\n", + ".set_text(\"n\".join(A & B))\n", + "diagram.get_label_by_id(\"01\")\\\n", + ".set_text(\"n\".join(B - A))" + ], + "metadata": { + "id": "hkNWf8CDBydP" + }, + "execution_count": 122, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 430 + }, + "id": "27fd0ba9", + "outputId": "5601a80c-cbfa-483c-e32a-c3ca0e5d1b8e" + }, + "source": [ + "diagram = venn2_unweighted([A, B],\n", + " set_labels = ('Fruits', 'Pies'),\n", + " set_colors=(\"blue\", \"red\"),\n", + " alpha=0.5)\n", + "diagram.get_label_by_id(\"10\")\\\n", + ".set_text(\"\\n\".join(A - B))\n", + "diagram.get_label_by_id(\"11\")\\\n", + ".set_text(\"\\n\".join(A & B))\n", + "diagram.get_label_by_id(\"01\")\\\n", + ".set_text(\"\\n\".join(B - A))\n", + "plt.show()" + ], + "execution_count": 124, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + } + ] +} \ No newline at end of file diff --git a/02_activities/assignments/dsi_vis_a1.py b/02_activities/assignments/dsi_vis_a1.py new file mode 100644 index 000000000..63a395f68 --- /dev/null +++ b/02_activities/assignments/dsi_vis_a1.py @@ -0,0 +1,501 @@ +# -*- coding: utf-8 -*- +"""DSI_Vis_a1.ipynb + +Automatically generated by Colab. + +Original file is located at + https://colab.research.google.com/drive/1FF-n3x21LmABJ_lvWOSEbeZkgABLVcNR +""" + +import numpy as np +import matplotlib.pyplot as plt +import pandas as pd +import scipy +import PIL +import requests + +np.random.seed(613) +x = np.arange(50) +y = np.random.randint(0, 100,50) + +fig, ax = plt.subplots(figsize=(5, 3)) +ax.scatter(x,y) + +fig, ax = plt.subplots(figsize=(5, 3)) +ax.bar(x,y) + +fig, ax = plt.subplots(figsize=(5, 3)) +ax.plot(x,y) + +fig, ax = plt.subplots(figsize=(5, 3)) +ax.hist(y) + +ax.set_title('Total growth over time') +ax.set_ylabel('Total growth') +ax.set_xlabel('Years since start') +fig.tight_layout() + +font1 = {'family':'sans-serif' +, +'color':'blue' +, +'size':20} +font2 = {'family':'monospace' +, +'color':'green' +, +'size':14} + +fig, ax = plt.subplots(figsize=(5, 3)) +ax.plot(x,y) +ax.set_title('Total growth over time' +, fontdict = font1) +ax.set_ylabel('Total growth' +, fontdict = font2) +ax.set_xlabel('Years since start' +, fontdict = font2) +fig.tight_layout() + +fig, ax = plt.subplots(figsize=(5, 3)) +ax.plot(x,y) +ax.set_ylabel('Total growth' +, fontdict = font2) +ax.set_xlabel('Years since start' +, fontdict = font2) + +fig, ax = plt.subplots(figsize=(5, 3)) +ax.scatter(x, +y, +marker='*' +, # NEW ADDITIONS +color = "indigo") # NEW ADDITIONS +fig.show() + +fig, ax = plt.subplots(figsize=(5, 3)) +ax.plot(x, +y, +marker='*' +, +color = 'indigo' +, +linestyle = '--' +, # NEW ADDITIONS +linewidth = 2) # NEW ADDITIONS +fig.show() + +fig, ax = plt.subplots(figsize=(5, 3)) +# color being the new addition +ax.plot(x,y,marker='*' +, color = '#7425b9' +, linestyle = '--' +, linewidth = 2) +fig.show() + +fig, ax = plt.subplots(figsize=(5, 3)) +ax.plot(x,y,marker='*' +, +markersize = 12, +color = '#7425b9' +, +linestyle = '--' +, +linewidth = 2, +markeredgecolor = '#fa9359' +, +markerfacecolor = '#000000' ) +ax.grid(axis = 'y' +, color = "blue" +, linewidth = 2, linestyle = '-.') +fig.show() + +#Session - 2 + +fig, ax = plt.subplots(figsize=(5, 3)) +fig.patch.set_facecolor('red') +ax.set_facecolor('green') +fig.show() + +fig, ax = plt.subplots(figsize=(5, 3)) +ax.scatter(x,y) +fig.show() + +#Customzing plots + +import numpy as np +import matplotlib.pyplot as plt +import pandas as pd +import scipy +import PIL +import requests +np.random.seed(613) +x = np.arange(50) +y1 = np.random.randint(0, 100,50) +y2 = np.random.randint(0, 100,50) + +fig, ax = plt.subplots(figsize=(5, 3)) +ax.plot(x,y1, label = "Person 1" ) +ax.plot(x,y2, label = "Person 2" ) +ax.legend(loc='lower right') +fig.show() + +fig, ax = plt.subplots(figsize=(5, 3)) +ax.plot(x,y1, label = "Person 1") +ax.plot(x,y2, label = "Person 2") +ax.legend(loc='lower right', + frameon = True, #add frame around the legend + fontsize = 12, #change font size + ncol = 2, #specify number of columns + shadow = True ) +fig.show() + +fig, ax = plt.subplots(figsize=(5, 3)) +ax.plot(x,y1, label = "Person 1") +ax.plot(x,y2, label = "Person 2") +ax.legend(loc='upper left', + bbox_to_anchor =(1, 1)) +fig.show() + +fig, ax = plt.subplots(figsize=(5, 3)) +ax.scatter(x,y1, label = "Person 1") +ax.scatter(x,y2, label = "Person 2") +ax.legend(loc='lower right') + +ax.text(10, 95, "This value is important!") +fig.show() + +ax.text(10, 95, "This value is important!", + ha='center', ##alignment of text + color = 'red', ##modify font colour + size = 20) ##modify font size +fig.show() + +fig, ax = plt.subplots() +ax.axis([0, 10, 0, 10]) + +ax.text(1, 5, ". Data:(1, 5)", transform=ax.transData ) +ax.text(0.5, 0.1, ". Axes:(0.5, 0.1)", transform=ax.transAxes ) +ax.text(0.2, 0.2, ". Figure:(0.2, 0.2)", transform=fig.transFigure ) + +ax.text(1, 5, ". Data: (1, 5)", transform=ax.transData ) +ax.text(0.5, 0.1, ". Axes: (0.5, 0.1)", transform=ax.transAxes ) +ax.text(0.2, 0.2, ". Figure: (0.2, 0.2)", transform=fig.transFigure ) + +fig, ax = plt.subplots(figsize=(5, 3)) +ax.scatter(x,y1, label = "Person 1") +ax.scatter(x,y2, label = "Person 2") +ax.legend(loc='lower right') +ax.annotate('This is important!', xy=(10, 95), xytext=(20, 94), + arrowprops=dict(facecolor='black')) +fig.show() + +ax.annotate('This is important!', + xy=(10, 95), xytext=(20, 94), + arrowprops = dict(arrowstyle = "wedge", + color = "hotpink")) +fig.show() +fig, ax = plt.subplots(figsize=(5, 3)) +ax.scatter(x,y1, label = "Person 1") +ax.scatter(x,y2, label = "Person 2") +ax.legend(loc='lower right') +ax.yaxis.set_major_locator(plt.NullLocator()) +ax.xaxis.set_major_formatter(plt.NullFormatter()) + +fig, ax = plt.subplots(figsize=(5, 3)) +ax.scatter(x,y1, label = "Person 1") +ax.scatter(x,y2, label = "Person 2") +ax.legend(loc='lower right') +ax.xaxis.set_major_locator(plt.MaxNLocator(3)) + +fig, ax = plt.subplots(figsize=(5, 3)) +ax.scatter(x,y1, label = "Person 1") +ax.scatter(x,y2, label = "Person 2") +ax.legend(loc='lower right') +ax.xaxis.set_major_locator(plt.MultipleLocator(5)) + +fig, ax = plt.subplots(figsize=(5, 3)) +ax.scatter(x,y1, label = "Person 1") +ax.scatter(x,y2, label = "Person 2") +ax.legend(loc='lower right') +plt.xticks(rotation=45, ha='right') + +font1 = {'family':'serif','color':'indigo'} +fig, ax = plt.subplots(figsize=(5, 3)) +ax.scatter(x,y1, label = "Person 1") +ax.scatter(x,y2, label = "Person 2") +ax.legend(loc='lower right') +plt.xlabel('Shiny New X Axis!', fontsize = 18, fontdict = font1) + +plt.style.available +plt.style.use('fivethirtyeight') +np.random.seed(613) +x = np.arange(50) +y1 = np.random.randint(0, 100,50) +y2 = np.random.randint(0, 100,50) +fig, ax = plt.subplots(figsize=(5, 3)) +ax.plot(x,y1) +ax.plot(x,y2) +fig.show() + +#Session: Subplots and Combining + +import numpy as np +import matplotlib.pyplot as plt +import pandas as pd +import scipy +import PIL +import requests +np.random.seed(613) +x1 = np.arange(50) +y1 = np.random.randint(0, 75,50) +x2 = np.array(["Luffy", "Zoro", "Nami", "Usopp", "Sanji"]) +y2 = np.array([110, 180, 240, 99, 220]) + +fig, ax = plt.subplots(figsize=(5, 3)) + +fig,(ax1, ax2) = plt.subplots(ncols=2, + nrows=1, + figsize=(7, 3)) + +fig, (ax1, ax2) = plt.subplots(ncols=2, + nrows=1, + figsize=(7, 3)) +ax1.scatter(x1,y1) +ax2.bar(x2,y2) +fig.show() + +fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'], + ['ax2', 'ax3']], + figsize=(7, 4)) +someaxes["ax1"].scatter(x1,y1) +someaxes["ax2"].bar(x2,y2) +someaxes["ax3"].plot(x1,y1) +plt.show() + +fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'], + ['ax2', 'ax3']], + figsize=(7, 4)) +someaxes["ax1"].scatter(x1,y1) +someaxes["ax2"].bar(x2,y2) +someaxes["ax3"].plot(x1,y1) +someaxes["ax1"].set_xlabel('A Big Label',fontsize=18) +someaxes["ax2"].set_xlabel('Another Label',fontsize=18) +someaxes["ax3"].set_xlabel('Label 2: 2 Fast 2 Furious',fontsize=18 ) + +fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'], + ['ax2', 'ax3']], + figsize=(7, 4), + layout = "constrained") +someaxes["ax1"].scatter(x1,y1) +someaxes["ax2"].bar(x2,y2) +someaxes["ax3"].plot(x1,y1) +someaxes["ax1"].set_xlabel('A Big Label', fontsize=18) +someaxes["ax2"].set_xlabel('Another Label', fontsize=18) +someaxes["ax3"].set_xlabel('Label 2: 2 Fast 2 Furious', fontsize=18) + +# first make our sample data +x = np.array(["Luffy", "Zoro", "Nami", "Usopp", "Sanji"]) +y1 = np.array([110, 180, 240, 99, 220]) +y2 = np.array([170, 100, 90, 120, 50]) +# define our figure and axes (just one this time) +fig, ax = plt.subplots(figsize=(7, 3)) +# now call both bar and plot elements to the same axes (ax) +ax.bar(x, y1, +color = "indigo") +ax.plot(x, y2, +color = "red") + +y2_sd = np.std(y2) +fig, ax = plt.subplots(figsize=(7, 3)) +ax.plot(x, y2, color = "red") + +ax.errorbar(x, #our x values + y2, #our y values + yerr = y2_sd, + fmt = 'o') +fig.show() + +fig, ax = plt.subplots(figsize=(7, 3)) +ax.plot(x, y2, + color = "red") +ax.errorbar(x, + y2, + yerr = y2_sd, + fmt = "none", + ecolor= "indigo", + elinewidth= 4, + capsize = 6, + capthick= 4 ) + + + +from PIL import Image # to open images +import requests # to get images from URLs +from io import BytesIO # to store images + +response = requests.get('https://placehold.co/600x400.png') # Using a publicly accessible placeholder image +print(f"Request Status Code: {response.status_code}") +print(f"Content Type: {response.headers.get('Content-Type')}") +image_file = BytesIO(response.content) +image = Image.open(image_file) + +fig, ax = plt.subplots(figsize=(7, 3)) +ax.plot(x, y2, color = "red") + +ax_image = fig.add_axes([0.1, # x coordinate (ON FIGURE, NOT AXES) + 0.11, # y coordinate (ON FIGURE, NOT AXES) + 0.15, # image width + 0.35]) # image height + +ax_image.imshow(image) +fig.show() + +fig, ax = plt.subplots(figsize=(7, 3)) +ax.plot(x, y2, + color = "red") +ax_image = fig.add_axes([0.1, 0.11, 0.15, 0.35]) +ax_image.imshow(image) +ax_image.axis('off') + +#seaborn session + +import seaborn as sns +import numpy as np +import matplotlib.pyplot as plt +import pandas as pd +import scipy +import PIL +import requests + +tips = sns.load_dataset("tips") +print(tips) + +sns.lineplot(data=tips, # choose our dataset + x='total_bill', # define our x variable + y='tip') # define our y variable + +sns.set_style('whitegrid') + +tipgraph = sns.lineplot(data=tips, + x='total_bill', + y='tip') +tipgraph.set(title='Tips vs. Total Bill', + xlabel='Total Bill ($)', + ylabel='Tip Amount ($)' + + + +tipgraph = sns.lineplot(data=tips, + x='total_bill', + y='tip') +tipgraph.set(title='Tips vs. Total Bill', + xlabel='Total Bill ($)', + ylabel='Tip Amount ($)') + +fig = plt.subplots(figsize=(10, 3)) + +tipgraph = sns.lineplot(data=tips, + x='total_bill', + y='tip', + color = 'hotpink', + linestyle = '--', + linewidth = 3, + marker = 'o', + markerfacecolor = 'indigo') + +tipgraph = sns.scatterplot(data=tips, x='total_bill', + y='tip', style = 'time', hue = + 'day', palette = ['purple', + 'hotpink', 'deepskyblue', + 'yellowgreen']) +tipgraph.set(title='Tips vs. Total Bill', + xlabel='Total Bill ($)', + ylabel='Tip Amount ($)') + +sns.pairplot( + data = tips, + hue = 'day') + +daysplot = sns.relplot( + data=tips, + x="total_bill", + y="tip", + hue="sex", + col="day", + kind="scatter", + col_wrap=2 + +#Plotly + +import plotly.graph_objects as go # 'go' is 'graph objects’ +x1 = np.array(["Luffy", "Zoro", "Nami", "Usopp", "Sanji"]) +y1 = np.array([110, 180, 240, 99, 220]) + +graph = go.Figure() +graph.add_trace(go.Bar(x=x1, y=y1)) + +graph.update_layout( + title="Pirate Scores", + xaxis_title="Pirates", + yaxis_title="Scores" +) +graph.show() + +graph = go.Figure() +graph.add_trace(go.Scatter(x=x1, y=y1, mode='markers', # we want points for a scatter plot + marker=dict( + size=15, # point size + color='hotpink', # point colour + opacity=1, # point transparency/alpha + line=dict(width=5, color='purple') # point outline + ))) +graph.update_layout( + title='Interactive Pirate Plot', + xaxis_title='Pirates', + yaxis_title='Scores', + width=500, height=500) + +from wordcloud import WordCloud +df = pd.read_csv("https://raw.githubusercontent.com/prasertcbs/basic-dataset/master/movie_quotes.csv", +on_bad_lines='skip') +df + +# join all our text from each row from our quote column into a string +text = " ".join(each for each in df.quote) +# generate our wordcloud image +wordcloud = WordCloud(background_color="white", +colormap = 'inferno').generate(text) +# use matplotlib syntax to put our image in a figure +fig, ax = plt.subplots(figsize=(7, 3)) +ax.imshow(wordcloud, # remember 'imshow' from when we added pictures to our matplotlib axes + interpolation='bilinear') # this line helps smooth our image +ax.axis("off") + +from matplotlib_venn import venn2, venn2_circles, venn2_unweighted + +A = set(["apple", "banana", "watermelon"]) +B = set(["pumpkin", "blueberry", "apple", "key lime"]) + +diagram = venn2_unweighted([A, B], + set_labels = ('Fruits', 'Pies'), + set_colors=("blue", "red"), + alpha=0.5) +plt.show() + +diagram.get_label_by_id("10")\ +.set_text("n".join(A - B)) +diagram.get_label_by_id("11")\ +.set_text("n".join(A & B)) +diagram.get_label_by_id("01")\ +.set_text("n".join(B - A)) + +diagram = venn2_unweighted([A, B], + set_labels = ('Fruits', 'Pies'), + set_colors=("blue", "red"), + alpha=0.5) +diagram.get_label_by_id("10")\ +.set_text("\n".join(A - B)) +diagram.get_label_by_id("11")\ +.set_text("\n".join(A & B)) +diagram.get_label_by_id("01")\ +.set_text("\n".join(B - A)) +plt.show() \ No newline at end of file