diff --git a/615March2020/notebooks/Kriging - MIN E 615 Assignment 8 - Anton Bogrash.ipynb b/615March2020/notebooks/Kriging - MIN E 615 Assignment 8 - Anton Bogrash.ipynb new file mode 100644 index 0000000..cff5a45 --- /dev/null +++ b/615March2020/notebooks/Kriging - MIN E 615 Assignment 8 - Anton Bogrash.ipynb @@ -0,0 +1,1831 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2020-04-03T15:38:46.667891Z", + "start_time": "2020-04-03T15:38:44.982487Z" + }, + "scrolled": true + }, + "outputs": [], + "source": [ + "import pygeostat as gs\n", + "import numpy as np\n", + "import os\n", + "from matplotlib import pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "pyg_public environment has been created and used to run this notebook. Relevant executables from the CCG Knowledge Base were copied across to the exedir defined below." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Settings" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "ExecuteTime": { + "end_time": "2020-04-03T16:22:11.502292Z", + "start_time": "2020-04-03T16:22:11.498303Z" + } + }, + "outputs": [], + "source": [ + "outdir = 'Output'\n", + "exedir = 'C:/Users/bogrash/Anaconda3/envs/pyg_public/Lib/site-packages/pygeostat/executable/'\n", + "gs.mkdir(outdir)\n", + "\n", + "gs.PlotStyle['font.size'] = 12\n", + "gs.Parameters['data.tmin'] = -998" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Loading data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2020-04-03T15:38:54.893319Z", + "start_time": "2020-04-03T15:38:54.857411Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Top Elevation Thickness Base Elevation\n", + "count 230.000000 230.000000 230.000000\n", + "mean 379.173739 50.096391 329.077348\n", + "std 2.607090 4.376842 4.571519\n", + "min 372.070000 37.730000 315.850000\n", + "25% 377.222500 47.502500 327.137500\n", + "50% 378.950000 49.390000 329.140000\n", + "75% 380.782500 51.900000 332.225000\n", + "max 386.330000 62.870000 340.870000" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dfl.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data Visualizations" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Distibution" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "ExecuteTime": { + "end_time": "2020-04-03T15:39:30.772738Z", + "start_time": "2020-04-03T15:39:29.962744Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for var in dfl.variables:\n", + " gs.histogram_plot(dfl, var=var, figsize = (7,4))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "ExecuteTime": { + "end_time": "2020-04-03T15:39:34.773036Z", + "start_time": "2020-04-03T15:39:34.386004Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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RGTi6dZzwN1EqsLA0o7hIP1OyUqnA2aVlXx2NRsum70M4dz6JispafPo4csfSUQwM8gTA0dEaU1MTamvVeudaWppi2ooCrZIkEXc5i+pqFcEDvTAxUbTi03VfOtxnZt26dWzevBmlUskbb7yBh4cHW7duZcKECcyaNYvRo0cD8Ne//pV169YRFxfXwoiC9kCSJI7/cYlTh6KpqVLhF+jO7Q9MwqIZQdESRw/HsGXzSeKv5CCTQX9/N1Y/MIlx4/1bdf78hcPY+et5cnNKddplchg9th//ePUXLoQ3vhUlJeURezmL9/59J06O1q26xthJAZw6EYdGo7tM7eRszfx2du4zxIjpwbyz63l2fnWIwqwSHN3tWPTIdNzb0cFZIOgO2DpY8+9fn2PHlwdJjEzD3MqcqXeMYtiUjvUnUSjkDB3pQ1ZGkV7fwCG98e3n2uIYb//nd/YfjGr4Ozkln6iYTNb9YwmBAzzw9XMheJAXYeeT9c4dMtwHhUnzmyYRF1P43xeHiY3JRKOR6OPrxB3LRjNv4bCWP6ARSgrL+eWb46Ql5mPZy4wp8wczavKANo93s+lwMbN27VrWrl3L119/zbJlyxgxYgQLFixg586dvPLKKzz11FPcf//91NTUMH78eCFmbhJf/vs3dm0OQXN1zzbkQBTnjsfx2pf3Y21red3jJSfl8vEHexreZiQJ4i5n8+F/9tDXzxUXt5YdW61tLHjsyVn83+eHyLw6kfSyNmfWbQMx72WqI2TqSUktYOu2szz+6PRW2Xnb/CGkJOaxd3c4ZVdrB7l72PHAY9Oxd7Bq7ce9ITx8Xfjzm3fdlGsJBF0Zcysz7nz25mWSliSJnNxS7lg5jsL8ci6cTURVq0Emg4AgT554fm6LY1yJz+bESX3/u7y8Mrb9cpZX/laXj+mpv8zhnX/tIjY6A0mqW/UZNsKHx59sPuy8oqKG/7z9GxnpjWIrJSmfL9YfxMPTnqFtyMOTlV7Ia49vJPlydkPbiT2XuPvx6dz56LTrHq8z6FAxU1hYiK2tLQqFgsDAQCorKwkJCWHNmjXIZDLmzp3LunXrCAsLIy8vjzlz5pCRkUFZWRmjR49m5cqVHWlejyUxNou9P51pEDL1xIansvWLIzz04vVPHrt3hBlcls3PK+PX7ef402MzWjXOpCkDGDWmL/v3RFBZWcOEyQPw8nLg488OGD0nNa2g1XbKZDLcfByx9rChuLoGM3MlnoHuBA/t3eoxBAJB9+PM2US++z6EmNgs5HIZQUEePLRmFrWVtbh72TNpWlCrts3Pnk+mqlp/+wggNa2xMKu3tyMffnofJ47FkpFRxIBAD4a1Qojs3H5OR8jUU1Few94/ItokZrZ8elBHyECd79DOzaHMXTEaG/ub86J3I3SomImOjuaFF17A1NQUlUrF+vXrKSoqYvXq1VhbW6NSqXj//fcZNWoUjz76KAAbN27k4sWLQsh0ICf2XqKqwrCDWdyltjnBFhVVGO0rbqbPEObmShZes+VjaWXc18Wqmb5rOXw0hs//7zDV1SowM6Fakjh1JoE33trJB/9Z1aGh2QKB4NYkPb2Q9/77B/n5ZQ1t4eGp5GSX8MlH92J/HQ9zh2aOvdYvUC6XMXnq9ZX9KCwsN9rX3DzcHPFRGYavlVvK4V3hLL53QpvGvZl0qJiZOHEioaGheu0LFy40es69997bkSYJqNsTNoa8mb7mcG1mG8ndw75NYzZl0byh/LEngoJC3ZvV1FTB5Imt39c9cCCyTshcQ2RkOidCrjBpQuv8ewQCQfdhx64LOkKmnqzsEn759RwPPdD63DIzpgWx9eczJBmInBwz2u+G7ATw8nY02ufWiu18Q8jlxud9pWnXcCwWVbN7IDOXjsDGzrBfzMCRhsMhW+KO5aPx8NIXLX36OLH0jpFtGrMpzs42/PmRaXh6NEYx2NtbcfeKsUyZFNDqcfLzDb/VSBKkpLRP+LdAIOhaGJsXAAqa6TOEUqng6Sduo69vo1N/LyszFswdwp3LxrTZxnrmLRiGf4C7XruzszWLb2/bXBs0vI/Bdlcve6YvGt6mMW82IgNwD8TV057lj0xly/pDVJbXJYaSyWDklAEs/9PUNo3p6GTN3/+5hM0bThAbk4lMJiMo2IP7HpxCL2sLUjML2Xs0Go0kMW1sfwL83K77GjOnBzNpgj/7D0VRU61m2pRAHK7TadfJ2Zor8Tl67XK5DD8fF9QaLSdOxlFeUc3UyYH0uoHoLoFAcOtQWVnD4WOxWJibMnmiv04os7NTL6PnOTm1LlKyKUMGe/PFp/dz+FgshYXljBvTD+9WppAoLa9ix74IyiprGBTgzsSR/XS2v5VKBWtfv4Mv1x8kKjIdlUqDv78bd64ci6+fy3XbCnDvM7eRdDmLyHPJDW22Dlbc8+RMzJtJZ3ErIcRMD6S8rIqMnGJ6edohFVdgY2PJ7IVDufORKc0uN7ZEwAAPXn9rBTU1KmTIMDWr+3l9u+0UP+w6S1lFXTLEbb+fZ8GMwTx9/7Tr9lExM1OyYO7QNts457ZBhIenUFWlu9U0aKAXcoWcPz35DYlJdcvDG74LYdH8oay+e3ybrycQCDqfH346zfad58nJq9tK8unjxEP3TWLS1bQRS5aM5NjxOHLzdNNCeLjbsXRp21Y7FAo5M6ddXxj5sTNX+PCbw2RftUMulzFmqC9vPr8Isya141zdbHll3e3U1qrRaiXMzZVtsrEwr5RvPjtIdEQaWo2WfiN98HCzxcXNlrkrRuPRx6lN43YGYpuph6HRaHnt+R/4/ZfzZGcUUVFRS1ZWMXt/v0hmE0/7G8HMTNkgZKKuZLH519MNQgagqlrNL3vCOBTaseUDDDFpYgCP/3kG/v6umJgosLW1YPKkAJ55ajYffLavQcgA5OWXsWlLKEePx950OwUCQfsQejqebzafbBAyUJf35aPPDlB41WHWw92OF56fy9AhvTE3U2JpacqI4T789aUF2BvZkm9vamrVrN98rEHIQF1m8tALiXy55YTBc0xNTdosZGqqVbz63A/s2xlOenIBmWlFxMVmkZhawO0PTe5SQgbEykyXJvJMAvu2nqa0oAJnL3uWPDAZzxaWGY/svUSEgURNWelFbN9yijUvt28m2v3Ho6ky4HCr0UicOJvAjPE3PynT/HlDmTtnCLl5pVhZmmFtbc7mH0LJviZZH0BtrZrDx2OZMqnrJI8SCASNHDwSQ02N/hyUl1/Gjt1hPLB6IgAjhvsyYrgv+fllyBXyZqOSOoL9J2JIzdQPuQYIj27/Uiu//XyWywaimFIT89j+XSgPrjGe7yYjKY8dXx8lJ70IWwcrbrtzDANH9213G68HIWa6KHu3nuKr13dQXlLV0HbmYBQvfHBPsz+q+Ngso/XbMlNbn6+lJbLySqiuVVNjIF13PYZSed8s5HIZbk0qVJeWVhk9tqxM1AoTCLoqZeXVRvvKy/Xv+7b4yLQHFRX684wESDKoqNIXYzdKSqLxgIeMZnJ3RZ9L4p2nN5HTZCU/ZO8lHv77IubcPa5dbbwexDZTF0St0vDLl0d0hAxAbnoRWz872Oy5NnYWRvt62Rjvay2Xk3JY89Y27npxA6te3sCp2DS0Rn5lAX1bTgt+s/Dv74ox9x0vD1EAUiDoqnh7Gk8N4ddGh9mOYNr4AGytG+dgrRy0ShmSqYy0ohKefnsb8WntF3HZ3HxvZW2878dP9+sIGYCK0iq2f3UEtUrTbvZdL0LMdEEizySQGpdtsC8+Io1aA9s69SxYNgpXAw9nU1MTpswKviG7qmtUvPr5H5yNSqVGpUYrQVZ+KQoLE7TXCIUhAzxZMb/jayG1lulTghg6WD8LsIe7Lcva6AAoEAg6nzuWjMLLgKAZFOzF7JmDOsEiw7g4WrNg+kAUChlaGUhKGShkIJOhkSROX0rl1fV7qFW1z4r2gjtGYu+gH8VlYWXGrPlDDJ6jqlVz5VK6wb7UKzlcDLnSLra1BbHN1AUxs1AiV8jQavT3ixRKBbJmUm5b21jy5Evz+frjAyRdDVF2drVl/rKRTJxxY2Lml4MXScrQdyJWa7QE9HPFwcoCrVYisJ8bq5eMxtysbY5rHYFcLuP1V5byf98e5eKlunDH/v1cuHv5WLy9jCepEggEtzbubras+/tivtt6mri4bExM5AwM9uJPD0zBpI1JQjuKx1dPwcfLkc+3nSS3RD+bb3xqHjsPR7LstrZHdNbj7uXAo8/N5rv/O0ra1QR/bp723LFqHIOMlESQy2VGvzOZXNapYdxCzHRBBgzzof+g3lw2UHgxaIQvStPm/7eOnujPiLF9CTkSS3lZNZNnBWPVy/yG7copMJ5cyt7eivdfvP2Gr9GR9OplzrNPzu5sMwQCQTvT18+Vf768qLPNaBXzpg3kt9AYg2IGILtAP1ChrUybM5iJM4I4cTAatUrDpJnBmFsYFyQKEwVBo3w5ujNMr6//IG+C2ph0tT0QYqYLIpPJuO/F+Xz08o9kN3Ha7TfQi/tbGY2kMFEwaeaNrcRci6eL8VTaLvbGk1J1VSRJ4vDBaE6fikej1hIU7MnCJSNQKrtG+m+BoCsgSRJHDkVzKjQejVpDYFDdfWbawktbV8bFwPZPPd5u7evDp1SaMG3O4FYf/8DLC8lIyiO+yXaTq7cD970wr1Nr23XfX0M3Z9hEfz7c9Sy7vj1BcUE5nr7OzFs1HtM25hxoDxZPG8Tuo5HEpeo6qZmZmWBmo6SqRoXFLbS1dKN8+J8/+G13GNLV4uNHDtUJm9ffWtGtJ1qB4Gby0X/38NuuMLTaum31I4diOH0qgTfeWtGQz6qrk1dSzq8hUdSq1Uwe5MeSaYMIvZhEcZluJFagnyvzJ7XvS+j14urlwH9+fprfvwshIykPO8deLLx/Ijad/MLaPX4JPRQb+16senZOZ5vRgJmpCa8/OZ9PfjjGxcuZlFfVoJZLlJqo2XQ8nGOXk/nriumMHWC4DkhFdQ1fHzhHVFoOcpmMkf28WD1tOErFrbfSEXYhmb1/RDQImXrOn03i55/OcPcqkTVYILhRIsJT2PP7xQYhU8+Fc0n8/NNp7r7n1qvmHBKTzM4z0RSUVeJhb82yiYMZ1Ee/llI9W49f5PPfT1FYVgnApkMXmDcqkBcfmMmPey4Ql5KHqVLBkABPnlo5WacMQ2dhaq5kyUOtL755MxBiRtCu9PFw4N2/LOG17/bzy8lLIIP6mOeU3GLe//U437/ojeKasglVtSqe+GIHYYmNSZxOxiRzKTmL/zy4EHkzTs2dwamTV1AZCUOMjjTs7S8QCK6PkGbus6hI/YRvnc22kAj+u+MYFU0iSk/EJvPq3bcxKUjfnySjoIT1v4VS1CTfTbVKzfaQSwT1duHzV+6ksKQSU6UCa6sb92vszggxI+gQLqVkgQEBcjk9j8MX45k5zF+n/bsjYTpCpp4jkQkcuBjHbcNaXxm7KTUqNV/uDuVCfAa1ag0DvF14cM4oPJ1ubN+5uYixW014CQRdleZcMG6gjBzVtWq+/K1uXlCpNQzo7cLDc8bg7mjT5jHVGi1bjl3UETIA+aWVbDx83qCY+TU0UkfI1CMBJ6KSWDZxMI52NzcTcVfl1opLE3QbqpvJ7ltsICNnVJp+JWsArQRnr7RtpUOrlXj+i118s+8cFxOziEnNZfvJSJ5Zv5O8YuORV61hyrRAzM0NvwsMHmp4G00gEFwfU6YFYm5h2M+urfeZVivx3Bc7+XbfOSLq54UTkTz92Q4KSg1HELWG6NQc4rPyDfbFpudSVqWf4bem1niSuZpOTEDXFRFiRtAh+Hs5G2x3trFi5rD+eu2mzewDm5q0bQHxQFgcodHJeu0JmQVsOnC+TWPWExjkyeKlI3UcfWWSRP9+rgw3kqNBIBA0j1Yrce50Avv/uEhFeTUDAj1Zcvs195kMJk4OYOnto9p0jX3nL3MqWj+tRXxm/g3NC1YWpihNDD9SzUxMDPr+jQnwNpq3xd+zaxV67GzENpOgQ5g40JfTl1Mpr6ptaFMq5CwdPxC7XvqpsicH+7Iv7DLX+PlhaaZk/si2bTFFJGbpjVdPYtaN16F65LEZjBzTl4P7LxF2JpmignLiL2fzzGMbGDnajxfdsVTVAAAgAElEQVT+sajNFW0Fgp5GZEQan3+0n7jLmUhacHY5wpwFQ3n40emMHN2XY0diUKk0DB3Wh2kzgtu8nRuRlIWRaYGEzLbPC33dHBni48G5eP2V5KF+HpgbiHAcH+TD0L4enIvTPSfQy4X7ZorM49eDEDOCdkWj1fKPbfvYH3mFKpkauQmYyxUEeDhx56ShLBwTpHP80dhEfou4TEllNX6ejqTllFBzNV23tbkZ980YQVBvt1Zfv6Syih9ORpBbWk5aluEKtFDnZJdVWIq7Q9v3yAGGDffh9x0XyM0uaWirrKjh2OEYLK1Mee6vC29ofIGgJ1Bbo+aDd34jJalxmyYvt4wtm07i7mHPrLmDGTqs7dtKUSnZIJMR3NsVKzPjSeHyyiqoUakxU7bt0fjsoon8bdMeUvKKG9p6O9vx3JLJesfWqtW88MMfnMvNRGMKaMBCacLkIF/+unwaDtaWbbKhpyLEjKBd+ebYOXaGxdT9oQCtBVSiIV+qZsY120v/O36WTw+eorpJrRF3x17M8emNs3UvFo4OxMfFodXXDkvK4JUf9pGSf3Ui0YKZXKYX1glwLj6D5f/axGj/3vxz5UyDq0WtobSkkrCzSQb7zp1JpKqqFotmMmp2ByRJ4tQf4WQn5zFkciB+A70726QuiSRJnN0XQXp8DoMm+NN/qE9nm3TT2LM7XEfI1KNWaTl2OIZZc1uf1K0phy7G89WeM8Rc9ckL6u3CHRMHY29tQVGZruOtBERn53HvJz/y/n0L8WjDi04vK3M0lrI6caIFSQGptaVsD4vi8em6FaU/2h/Cgaj4uj/M6v5TgZqk8mLsrG686G9PQ4gZQQM1KjXbT14iu6gcXzd75o8Ouu7aJSeu6O9FA6QVlrD9fBSrxtXVFCmvruH70Is6QgYgq7ycSrmGNQuuP3/ER3+cbBQyAHKoNZGwQtHgaCcBkqyur7y6lkMR8Wi0Wj788+KG09QaLX+cjCY5qxA3B2sWTRmEmZEkeIUFFZSU6EcjAJSWVFFeVt2txUxKbCYfrPmG2HOJSFoJi17mjJkzhOfWP9RiWQ1BI+nx2bz/5DfEnElAq9FibmXGyJmDePHLRzo1EebNoqjIuEN+aanh+ystp4jfTkSj0WqZNqI/QX66K7gpOYX868eD5JdWNrRFpeaSuzuU1TNHsPXIRbKLyoC6eUFrApIJRKfn8sHvJ3jnnnnX/Tm+PHKGpIIiaHLLqzRafjgdwV2jh+DQq3G15XR8msExYrPyOBAZz+zB/gb7r0Wl1rAjNIr0/BK8nW1ZNDYY5S2Qi+ZmI2YbAQCxabn8c+MerjTZM9524hLvPDj/usIVq2qNV+xu6s2/51IcWSVlBo+LyshhR3g028OiSS8qwdHKkhmBfXlk0iij6bJT84q5mJyl1y6ZgMLChKcmj+P7Q2Hkllboub2fuZJGQlYBfd0dyS4o5W+f7iYyobEq+fYjl/jnI7MZ4OOqN76Hpz2eXg5kpOsX2PTwssehmbTkXR1JkvjkLxuJOZPQ0FZVXs2RbadxdLfjkTfu7ETruhafPreZqNDGisPVFTWc2HEOB1cbHn/3nk607OYQEOiBQiFDY6B4roeBitff7jrD5t/PUlpZN6ds3RfGgskDef6eaQ1zxI/HI3SETD15pRUUlFfyt9XTeWL9DpDqhEzTeSE8KRONVquXDwsgJjOXL4+fISozF1OFnOF9PPnLzInYWVkQlZlr8PPll1fyW8RlVo8f1tBW2cxcmV/euqiqxOwC/v7tHmLTGq/784lL/OuBefi46n9v3RkRzSQA4P1fjukIGYDI5Gz+u/3YdY3T39WwB76lqZLJAxrzLFiYGn/brKit5dVdBzmdlEZGcSkRGdm8f+Ak7+49bvScGrUajVZrsK9araZAVUUVKiQDv/iqGhVRyVl8u+csj761VUfIAMSn5/PRD4a/B1MzE6bdpu+MaKKUc9ucwSiMRDd0ByJD4nSETFPOH4q8ydZ0XeIvphDZRMg05cLhaCTJmLtq92HM+P4MM1Ck0NHZmsV36DrCxiTnsGH36QYhA1BVq+anA+F8su1Ew/dVVK4rZLSAVlEnXNLyi0EmR6sErSl6T0K1VovWwPeelFfAgxt+Zk/UFdKKSkjIL+Kn85E8+cNO1BotymZWss2v8cMxNlc6WFkwM7if0XGa8t9fjukIGYCYtFze/+Voq87vTnTfmVbQalJyiwhPzDTYFxafQVWN8TeIa7l/0gh6O+oXnJw9qD9BHi4Nf88K7k8/F0e94yRAJWn1tp8AfjwbQVm1fq4GgL6ujgR66q+cQF2+hm+OnKdIU4vGtG5Sa4q1mSmb9pzn45+Pk5lnuCLtxSuZpGYbdii+98HJPPz4dAYEeeLsYk3wIC/+vOY2lq8cZ/D47kJWcj5qI7kwKkqqesRDuD3ISc1HZeQeqyipRKPu/vlGZDIZ/3xzGQuWjKC3jyMurjaMm9Cfv65dwoAgT51j94TE6CWmq2fTH2f59/eHkCRJx7lfqwCtWZ1w0SrheGIKoVdS8DPikxfs5aoXSq3Ranlk868UV+nnyTqfksmOi9EM7+NhcLzeDrYsHBqo03bfxGG42equ3MplsGBYIK621gbHaUpBaQXhCUbm7YRMg8n4ujNim0lARVUttUYmzBq1mlq1ptUFIvu5OvLx6sV8e/w88bkFWJoqmdC/Dw9M0n27MjVRsGbmOP61+wg5pY375cO83YjKMbxUW6lSsScyjuUjB+n1yeUyHpg2kjd/OURRReNNrPc4VYCkBJrMhbZm5iRm6W8TNUWl1lBeaVhIyWQylt89juV3d2/xci2jbhuInYsNxbn6ArC3v3unVtDtSgyeOAAnT3vyM/TFsneAOyZtjKzpalhYmPL0C3NbPK62mWRyWgm2H7/EhIG+rJo6nANhV0jOL0arpK60ylVqNBq+OxHOkpFB5JVW6LwkeTrY8PCM0Xpj74qIJb2oFGO/6rjsPJ6aOZ4rOQWcTmz0h3HqZcmameP1VmaG+XjywaoFbA4JJyW/CBsLc6YG+nH32CEtfgdQt6VfbWSrqkalvtrXcxyJe8ZdImgWfy9n+ns46m0zAQR4OWN7nTVB+rk68say21o8blZwf4Z6e/DDmYuUVtXg7+bEoqGBjH7rM4PHS8CVPMMZNgFmD/XHy9GWbaciSC8o5UxCGhqtpLf+qDCVY21igoO1JeMC+3Ds3NWtEpkMSSYhM7Cg0NfLEf8+LvodPRh7Z1um3j6aHV8coOkijLW9FfMfnt55hnUxrO2tmLZ8LNs+2oPUJPLOysaC+Q9O60TLbk2G+nvyy6GLBnPFSDLQaCWORSQweYgf/35gHi9s+o2U4hK9Y9VaLeU1tXz80GJ2nI2iqKIKT3sb7pk0DC8D5U7OpTRfC8rGwpxe5mZ89cDt7AqPJTIjG2tzM+4cNRg3O8MrLYO83Xn7TuNFKJvDw8GWAC8XolP1s6f7eznjZt/y6k53okPFTF5eHvfffz9lZWWUl5ezefNmTE1NefTRR5EkierqajZt2oSvry+rV68mIyODwsJC3nnnHebMuXWqQXclJEnifGQqpaXVjBvhi4V5y5E0Jgo5d00dxn9/OaqzfOtgbck900e0i0174+OJzcvDy8aGxYGBDUu4zjZWrJmpW2Ha1sKcvDLDDnDuts07Iwd7uxLsPYvItGzu+miLwY1Uc6UJ3z+zCnf7urGOnI1vtFUBklrnJQ4rCyV3zhx23ZFdPYFH/303jh72nPo9jNKiCjx8XZj/0DRG39a2UNqeyoOvLsPB1ZaTOy9QUlCGm48Tc++bwvgFwzvbtFuOWWMC2H/6MsfCdP21tDLg6s5Qvb9LUG9XJgT7kHLyosGxqmpVjPDzZISfp8H+ptT7w0igtzpjoTTh7lF1KyoKuZwlw4NYMjyI+IICtsZEopTLWTZwIM5W7VdnSS6XsWraMN7+6QillY1bX7aW5qyaOqzZldHE1Hzik3MZPMATNxd9t4CuSIeKGaVSyYYNG3BycuKdd97h888/B2DVqlU8+OCDvPvuu2zYsIHXXnuN119/HT8/P/bt28dLL70kxEwbCI9K49ONR7kcn41WAncXW5bMHsKqpfpLpoVllew6F4NW0jJ/xABunzAIVztrdp2OpqC0Ajd7a5ZNGswQP8N7wK2lqKqKJ3ft4kx6eoOvysbwcN6dPZsAZ8MlD5YMC+LLY2eBukmj/g3M2dqSZcMHtuq6Ae7O+Lk4kJirv33Uz80RL0fbhps9yMeVo+GJdZ0KGVokZFqwMDVh0mA/FkwKZvxgfedEwdUttqfnsvzplrcHBMaRyWQsffw2lj7e8opmT0cul/HvJxfw8me7OXKhTtBI9UJGJkMGjBnQu+H4IX082HLS8EpOPzd9vz1jzBsYwPbwaKpr1XqCZuUY3bBrSZJ46+hRtkZGUlZblwX927AwnhgzhnuHDaO9mDc6ECdbK34NjSKzoIRqlZpgX1dG+HsZPL6ktIp/fbKHC5EpVFWrsellxoRR/Xjxz7ehVHbtcO4OFTN2dnVLdVqtlqioKMaMGYO1tTVbtmxhypQp7Nu3j3Xr1gHg5+dXZ5CJCZaWIvPh9VJVXcs76/eRmtm4756VW8LXP4bg4WrLtPGNJQG+O3aB/x06R/7VomrfHjnPyolDefS2sUwI9mlXu14/coRT6bqpuqNyc3n9yBE2L19u8Jwnp47jSm4BRy4nNmxfOFlb8uzMiVibm7XqukoTBcvGDOTDPSENGYUBbCzMuHv8UJ23lofnjSUxo5C0+qydChk2NuY8u3wyC8cHX8enFQgENwMTEwX/fmIhL32xmyPhuis0s0b5M6tJCZS5QwLYfSGG47HJOscN8HDm/smtLxkwyseL+8cNZ9PpMCpqVEhS3WrNspEDeW7WJJ1jd1++zIawMNRN9l/zKyv5ICSECb1709ex9SKqJUYH9CY2K49TSankl1USnZvHwagE7pk8nIdn6r7Ivr1+LyfPNX5fpeU1/HE4CitLM555qGtvDXe4z8y6devYvHkzSqWSN954Aw8PD7Zu3cqECROYNWsWo0c3ftmSJPH222/z5JNPdrRZ3Yryihre/nSPjpCpp6ZWzYGTlxvETHRaDp/uCaW8urFmUlF5FV8dPMugPu6MD9BPGa7SaPg9Lo7S2hrm9ffHsZVis1aj4Wy6fp0SgPOZmVzOzyfAST880dREwWd3L+JgbALnUjKwNFOyYsQg3Gyubw/43skjcLK24rewWPLLKnCzs+b2UQOZEuSnc1yQjytfPLeMLQfDyCgowc7KgiUTBxLs2/oyCgKB4OZiopDz9qML2H78Ehfi0kEmY/QAbxZN0E2VIJfL+ODehazff4oLSRmoNFqCvV15ZPoo7K8z8/czMyYwJ6g/uyMvI0kSswL7MdRbf/X6QEKCjpCpp6Smhp8iI3l5ypQWr5VSXMyRpCQ8bKyZ4dcXuZFto8iUbNbvDaWiSURcYXkVX+4/zeA+7ozuX5eROyu3hPMRqQbHCD2fwJP3T+3SW+kdLmbWrl3L2rVr+frrr1m2bBkjRoxgwYIF7Ny5k1deeYWnnnqKzz6rc/h8+eWX8fX15e677+5os7oNW7afYdvuC+Tkl4HC8I+9aQbNXeeidYRMPTUqNXvDLuuJmUNJibxz/DhxBXXOwZ+ePs2K4IH8ZULLGXpVGg1VKsPe9rUaDUVVxkMHZTIZMwP7MTOwdfkWjDFv2ADmDRvQ4nGuDtY8s1y/fopAILh1MVHIWT51CMunNh8BZKY04Zl5E9vlmgPcXRjg3nwwQLWReQ/q8l41h1aS+MeBA/xxJY6SmhrkwGA3N9ZNn8EgV/30E7vOx+gImUYb1PwRFtsgZjJziqmo0p/7ATKzS/hh+xnuWTa2WdtuZTpUhhUWFqLR1IXRBQYGUllZSUhICJMnT0YmkzF37lzi4+ucL9955x2Sk5P59NNPO9KkbsXpC4l8syWEvPyrmXSN5PXwcGt08KpsJmfMtTdEaU0Nrx461CBkAHIrKvji3Fl2xMa0aJ+VqalRvxg/e3uGubfNi18gEAhuZYzNezJgpGfzzsafnj7ND5GXKKmpCxfXAuHZ2bxy8KDBRH4VBl5OG/pqGvsC/NxwdjS8ui1JEht/CiU80vDKTVegQ8VMdHQ0EydOZMqUKTz33HOsX7+e119/ndWrVzNt2jReeukl3nzzTTIyMnj55ZfJyMhgxowZTJs2jXQj2xOCRg4ci6X6qgCRgYGkKuDs2Itl8xojIoK8DSeWAwjw0L0Bv794kfRS/RwiKq2WPVeuoNZqqVDVNpsc7f5hw3Aw1w3tNjcx4a7BgzEzEZkBBAJB9+PhESMMrqJM8fVlXkCjP48kSVSqalE3yV5+JMlw4dpLOdkciI/Xaw/yNr5KFNAkUWkvKzOmjzdQ70mSQAvV1Wr2Hok2OtatToc+TSZOnEhoaKhe+8KFC/XatEZS0QuMU17RGI4n4+rCjFYCGViYKxk2sDcrF4+kv2/jD/r2MQPZG36Zcwm6ORMG9nZl1eShOm3FNfqZLiUktCZajhUkMv7H9dRqNPS1deSewKEs7afvLDurXz96mZnxQ0QEGaWlOFpasigggPkDWt76MYQkSeyKjeVgYiK1Gg3BLi48NGIEFsruX4zvZpOZlMu+70Oorq5l0Dh/xs8dIhLh3SQuhcZxak8EMrmcSYuGEzDMp7NN6pbE5+ezOSKC7LIynKysuHvQIIINiJDrxcbcnP8tXcqnp08TmZODUi5npKcnj48Z0+D7sjMhho0xYVwpykMhl+Ntbceb42dRWmM4OacEZJTpv1wuGzeIfeFXuJCkO6cP7u3G3RN15/Qn7ptKWGQacYk5jYM2ScVVXmH42l0B8WrchfH2cAAaPdPlAFKdqHnyvqksnjNU7xyliYKPHlzM5/tOEZ6ciVaCQb1defS2sVia6eakGeLmhpzG9P9amRbJUgsKKNfWUl5Zt4R5LjeDSwU5XC7O48URU/Qc1cZ5ezPO29vo51BrtexNukJRdRVz/PrjZGE8F8O6Q4f4PiICzdXVoH3x8RxLTuZ/S5dibda6SCdBy+z+9igb/72LsqK6iLedXx1h7OzB/PXLh0U17A5EkiQ+fekH9v8QQm1NnW/F7m+OsuihqTz4ytJOtq57cSI5mZf27SO7vDED+b74eF6bPp05/oYrVudWVrA3KQ5nCytm+fQzWIiyHkdLS/45TTfpoSRJHE5PYH/qFXbEx1KuatwGKqipYvGuTbiaWiMhIbsmm421qSmT+/joXcfUxISPH17E53tPcTElC0mCwX3ceHTWWCyvydwul8uYOyWI+Pgcg/lyensYLu/QFRCzUhfmzsUjOXU+keQ03cy9gwM9mT9TP+V/Pb0szHh+sb43fa1Gwy+xUaSVleDv4Mj8vgFM6NOH4ykpAHVCpukvpv5OkKBGo2Z9xGlCclJ4ffRtDHFunT/MifRk3gw9SkxhHgAfnA/hzgGDeGH0JL1jw7Oy2BYV1SBk6jmfmcmXZ8/y3MT2cfDr6RTllvD9e783CBkASSsR+sdFfvp4Lyufm9+J1nVvjv16nj82H0fbpHp0TVUtv/7fYUZOD2bwBMMPWcH18/mZMzpCBqCgspIvz51jdv/+OquQkiTx1ulj/BIXRX5VXQHLYEdnXhk/jbEevWkNMUW5/D10L+H5mWjUXE2Og46iUEsSGTWlWFmZUl1R9xqpRQty8LC3prC2ir4Gxra2MOeFJVNbZceiOUM5eDyW6LgsnXa/3k6sWNz6UPVbDSFmujCODr1486+L2fjTKWKvZKNQyBk4wJNHVk/CxOT6EiDFFuTx3ME/iMpvrIu0MTKc96bPZWNYGEfSkkhUF1C3Jnl1opW4ekPKGv6OKMjmb6f2smP+vZg089YCUKVS8Y8TB0kuaQwpz6+q5Mvws/jY2LF8gK4g2x8fT5WRSICL2dlIkkRJdTUWSqWeP45WK7EnKo5Tiako5HK8bG0IT8wkMbcQa3MzJgT48NjMsV06NLG92LsllCIjBTcjQq6w8rmbbFAP4syBSzpCph5VjYrjO8/3eDGj1Ur87/BZjsQkUlxZhbeDLQO8XSiqqUYmg2kBfZnc30dvO7S0uhoTuQJL07qVioLKSiJzDdeAi8zJIbGoiL4OjasU38Vc5H8R53RepKIK8vjH8QPsvuNezFvw/5Mkib+H7uVC/tXCkNLVf2RN9ni0jXOpp6M1vq6OhOdmUaSuQiVpiSnO456dPzGvrz/vTZ/b7KpQc5iZmvCvvy/lq+9OEBWbiVbSEtjPnfvuGoetTdet5STETBfH29ORvz9z42/Kb5w8rCNkAM5nZ/Kf0yf4ZPZCRiTF8MSRHchMJGRX76F6Hx1JJafp60VUUQ67k2NZ4hfU7DW3xEboCJl6VJKWPUlX9MSMohl/jfyKCpZ//wPxBQX0MjVlTG9v1k6fho25ORqtlud++p19UVd0fKRlKpBfrVkXmZ5DdnEZb945u1mbewLqWuOho2oD1cwF7Ye6mQrZKvHd8++dR/g+JByo0wOJxcUcTU1p6P/5fBS3Dw/m1YUzkMlknEhO5osz54jMycFUoWC4hwcvTZmEvYUFciNiQC6TYXpN3/6keL0VYYD44kK2xUVyT5D+ln5TDqUnEJ7ftMK1hExZJ2TqpzVJKyGpZSDVNb47ezazf9yAStXoT1qj0bA9LoYAB2f+PFw/s3trcbCz4sUnutdcJ15DBaSWFHMuy3Ap+TNZ6VSqapng1gdTU3mDkIG6m1CmAEy06HiRAdmVZS1et7CZPDOltfqOaEuCgrAx5BejhaTCYsKysiirrSWrvJxfo2N4atdvSJLED2cj2HuNkAGQTK6+DF3lYFQ88dn6xTZ7GuPnDcWil2H/o36DW7ekLmgbgSMMl82QyWCwoUiUHkRuaTl7Ii43/C3JaajFVI9aq+WXC5EcvpxIbG4eL+7ZR0hqKqU1NeRXVrIvPp41u37D3MSE4UZSQwz38MDbTrfQZImB+aiegsrKFm1PKy9BJ8RFKSFTNAoZAJkcZCZ1Hrn97RzYEn2J7IpyDHEiPcVge09GiBkBGeWlVGlVSDIJ6ZpHfpVaRY1GQ0JZARoMvzXK5IC87uYEsDQxYbxbyw+9Ya7umBhZbfGxtddr83Nw4JGRI7FqErkkA5wsLanV6Nt2Ki2NkNRUziSmGTbg6ktQPeXVtYTEJbdod3fHL9iLmXeOQ35NEsZ+g72586nu9TZ3qzH//ikMmxKo1z52zlCm3j6qEyy6dQiJS6GwvPEFSNJdEG5ArZU4cjmRzeHh5JTri4Ho3Fy2RETw3MSJ9HfQdXjtY2vLcwYSgvY1MB8BmMoVjHRvuUjlVE8/bE0bXxBkxp68MrAzs+CBoBFUqRvzfkkySWd+binxXk9EbDP1cD4NP8Wm6HCo1wdakDQSsqvOaYGOLtiZmZNbXWGwUBsA9Ss0V5nh1Z/BTi07AE/v7cckLx8Op+nmVfDqZcODg/SrBddqNFhZmTKyryeZpWV4W9qwJCCIz0JPk2/g7Uil1XIpOwetccuv/RgNlbR7Oo+9uYL+Q3pzdn8k1VU1+AZ6cfvjM7F16NXZpnVrlKYmvLrxMbZ/eZCYs4nI5DIGjfNn8cNTjW6L9BS8HW1RKuSoNC2n8dBKEpllhlc1oC6zeVRpLsG9XQh0d8FKrsTF2pr7hgzB1kLfb+S+gcMJyUwl65qVkinevkzw1C8Bcy0+NvbM7u3P1vhLGEwIdhWZDFYHDmaUmzdKmQmfh5+mGk3d5HS16q4kSfhds3IkEGKmR7MnOY4Pw0Kp0TRR+fX+MGoJB3MLHhg8HJlMxmR3Xzwtbcio1HcMdTKzpJeJBdZKUyZ6+PCXofqRSIaQyWSsv20Rb58+zqmsNKrUKoIcXHhkyEgCHXUTQVWpVDy05xdCMhtXWVIqihjk6YaTlRXk5+uNL6duNcdUJedATIJePxLImsyLQV6uzAi+sfIJ3QWZTMasO8cx685xrTo+ITKNAz+dobqyloBhfZi1YgyK63RC706UFlWw85uj5GcW4+hmy+KHpmJjbzzlQFNMzZXc+dScDraw6zHcx5OhfTw4m1iXUFWmNSwLZMD4vn04km44+RzA8YxkpKtThkImY0XAINaMGWM0j9JgFzc+nrGA/106T0xhHpYmSsZ59DYYdWmMt8bOwc3SmiMZiVwpzaNaq5+N3c3CmkeCxwAw1NUdJ2sr0iuazLlXRU2pxnjW356KEDM9mN2Jl3WFTD1yGODsxLrxMxjrWbdd1Etpxop+Q/jk0klUUqMCcDKz4t3x85nqYShgUBdJktiXGcuZvBSUcjlLeg9hgJ0raye0XK31kwuhOkIGoEqt5utL53kseDRn0tOoveaNbZiHB7P69UXlq+VUYhrH45N1+k1lctSSFhkw0NuNV5ZORy6XcfD8FXaFRJFVUIajrSWzRwWweOLAFm3sqWz/8jDf/fd3Ksrqkizu+T6EozsvsPabP2FuYdrC2d2P2AvJvPf0RjIS8xrajvx6juc/vNeoT0xPp0al5vMdIZy/nIFKrWZAHxfunT0KX/fGbSCZTMY/b5/B2m376/KpaCUUyFBfI2nmDgxgTrA/znZWHEhIpKRaN/mnJJOQmvwsNZLEtsuRzPLpy/Q+xuexke5ejHDzZF9GLGfyUzCVq0mtKMTftvk6TfUo5HL+MnQSfxk6iRNZSfwlZBd51Y3pD5QyOcv8BmFrVrcyVFRdRbnasGi5kJdJhaoWK2XPu7+MIcRMD6akxrgD7gSvPg1Cpp6nBk3E3dKG31NjKKyuore1Hff0H84Y15b9Y9RaLc+e+ZkDGZfRXJ18tiaF8+eACfxpQMtFK8/nZhlsL66pplqm5pnxE9gWGUliURGWSiWjvbxYO2MaMpkMUxMFn6xcxI/nIghLzcRELmdSfx+GeLpx4nIybnY2TA30Qy6XsetkFO/8cJjK6rq3pvgMOBRCWbEAACAASURBVB2dyu+h0Xz8zO2YKsUt05TC3BK2frq/QcjUE378Mlve38MDf1vUSZZ1Hhvf2a0jZAAyk/LZ9O5v/OuHJzvJqlsTrVZi4+9n2bj/PCWVjb+huPR8IhKy+PjppXg4NdaW83VxYMNjKzgZl0JqfhEj/bwIz8jidGI6MpmM8X29WTK0rmr2KG8vXpk2ha/PXSA6Lw8TuRwbCzPypAo9XxuVpOVgamKzYkal1fDM6Z85mHm5wZn3x6QwHh8wkYcDxl/X557o7stnk5ayKe4CKeVF2JlaMKd3AHf1a4yKyq+qMJiFHaCkpprS2hohZpogZuYejK+tA8cyDHvFBzsafttY3ncwy/sOvu5rfXvlFHszYnXaytU1fBkXwm1egfj0aiHzZDP1nwAeHTOK+0cMIzonF+deVnjZ2ur0m5ooWD12GKvHDtNpX+nU6NgnSRI/H41oEDJNOXc5nRc+3sEHz94uUvo3Yd+PpynONxy5FnUu8SZb0/kU5pQQcz7ZYF/0+SQKsktwdLM12N8TeeObfew4EVUXlXTNfZWcXcTm/ed58W7dlVuZTMbEAB8I8AHA392ZFSMNz0lLg4NZFBhIVE4ulqZKPrwQwq7EywaPba7GHMDXcaHsz9Q9t34Om+0ViLeVYSdhY4x08Waki/HM6L1t7PCzdSCxpFCvz9fWHpdmMqX3RHq2R1kP56GBI/Cx0XckG+vmzZJ+zeeIuV5O5xsWTaWqarYnX2zx/KEuhh2Kbc3MWNy/LvrDzMSEYZ4eekKmtZRUVJOYrT9xACCTERKZwuELV9o0dndFaqammtQKR83uhkatRas1HPWnVWvR9sDvxBhxKbkcOBt31Q/E8AtCUqaR+/E6UMjlDHZ3o5+jI2M9DYsHE5mM6b39mh3nTL7hitLFtVVsT464YTuvxUxhwu39glBeE/pkKlewrH9wm5PmdVdavTKTnJxMRkYGmqshsAqFggkGQtgEtxalNTVsuHiBrPJyXKwsuX/wcOyueuv3sbHns+mL+CziNFH5uSgVcka7evPSqEkGbxStpCWyOBmVpGGInR8m8tY7eKqNTPAAaqnlCf7J4WO5kJPFmezGaupmCgX3Bg8zGMbdFizMlPQyN6WiysA+tSShlSA8LpPpI3p2vo+mTFk8gu1fHqasWD+arP/QlqM8uhtOHnb0H9KbqNP6q1L+w/rg5CGiUOo5EZFEVY3KYHh1PZbt7HN114DBHE9PYU9S40uJHFjqH8yMZraYoPk5TCUZ72tKakUuGZUFBNv2xsa05ZWVNcPGYW1qxq7EWHIrK3C36sXt/YIIsnfltWOHqdGoGeXuyaKAQL2aeD2NVomZZ555hs2bN+Pv749CUfcAMzEx4fDhwx1qnODGiMzL4Zk9v5FQ3Jhl99fLsbw3cw4jPepyIwQ7ufLp9Ob9GrKqCvgkbgfhRYlUaOr2cP2s/p+98wyMqsrb+O/eOz2T3hNCTSAk9N6rgFIUELC3XXtdC+vq7tpdd3X31d3VVdeKYkNFRXAF6dJ7SyEJIaSQ3jN95t73wySZDDMTAgIK8nxKzrnl3Jk55z7nX55/PFd3mcDU+MEdGkuf8Hg2V/hmF+hEFZck9PJ7jkuRURRQiSJGjZYPZszjo8x9HKgsQ69SM6N7L8Ymde3Q/TsCrVrFkNQkVmzN8u1s1gTUaztenbvseC3VlU0k94pDq7swq3ondI1mxo1j+fKNNTjaKAf3GtiFax6YhtPRsUX+fIQsy8guBZXaQ+oFQeDq+6bxyrGPqS6rb22PjAvlqnunXHAuypLCahrqLSSnxqNWn1r2WkiQzv2HgtuNfMJnI4kCEwec2exCSRR57ZJZfJmTwdbjRYjAmKSuXNEj9aTfTXpYPFsrC3za9ZKaKQHWsBZUWxv4e/bn7KrOxYETtaCikyGKx9KupmdIp3bPvTl9EDene6QqXtu5jWvWLcHcrEPz8aEDLM89zH+mX45G+vVmEHaIzCxbtoyjR48SHBx8tsdzEWcQ/9i6yYvIAByrr+OeVcsY3C2WBGMIt6QOJTEosFsmq76Qpw5+SLnN+zr5plJey1lGl6BYep1kMgLc3nM0OyoL2VvjsayIwOwu/RgY6X1+fmMV/8pcz76aYmSgX3gC96SOo3dYHL/td3YLoS28egI5hRXkFlc36zoo7sVWhogQA3PGnzxeqLy0jn+/+D8O7CnAanGQ0CmCqTP7c+1vOp7GeT7hpkdnkjqoKz+u2IvNbKN7eieS+yTxj/s/5MihQlJmX1jVzE0NZv779FIObsnFarbTtXcCc26bxNDJ6QAMmZjGC5/dx/JFP1JdVkdkbCgzbx5HUnLszzzyM4eC/Ape/79VZOwvxG5z0rlrFDPnDWH2go5L7M8ck8Ynq/ZQWF6L7AIkD6HRaVQsmNifmaPOrLsb3IRmQWpf7CoLy4oO8vecLN4r3MikuF7cnzYhoIXjztQx7KouZF9NSWubCMzp0o9+Ee0L572Y/Rnbqz3xNg7FyVFTGQ/s+Q9/Sr+O0dHpAc9dXZTD90U5WJwO4rTBfLE/u5XItGBNQT7/3bOTe4eO6MAncGGiQ2Rm+PDhFBQU0Ldv4ErMF/HLQo3FzJ4AJQoqGk38r+AwSPBDUS6vjL6cgdH+J+PigjU+RKYF9U4TK45v7xCZCdboeHfsdbybs5WM2lK0kopxccnM7dLf67gmh437t39OboMnG+QHSwN5DZV8NO5mInVnN+gt2KDjkydv4LHXl7Nxfz42uwsBiIswcvvsUcRFtk/oFUXhpae/4cAeT4zQ8eIaFr+zgbBwA9PndMySdb5h+JQ+DJ/iTl8/klHMUze+TtXxuube6J9vYGcYiqLw/G3vsHejJ5i9tqKBoxkl/PHtW+kz3G1JSEqO5a5n5/1cwzyrcDpdvPTUN+RmezIMCwuqePe1NURGBTN2kq+CsT/oNGoevGY8L3+ynsLyOhQXqNUCyZ2i+evdM0mMOnuB0h/kbefFgz+0ykxU2Uwcrq/A5LTxx/7+NX5CNDreHXMd7+VuI6OuDK0kMSE2hdld2t/gHG4oYk+NH50rwOKy8+mx9YyKSvNrGXpx73reydqBvcXFZRHB5v+1veN4sd/2Xws6RGYaGhoYO3Ys/fp5vjRJki66mX7BcCkKzvai85u7CpvqePXgZt6ZtACALVVZfFO8hUJzJUaVniJTBQqB3dp1dlOAHl8EqTTclza+3WMW5W33IjItONpUzaK8bTzUZ7LvoygKK4/msqH4KAIwIak7U7omn7ZJXxAE/nDDJYisZldWMQrQp1s8/XqcXNV4x5Y8Mvb7Bgo6HTLrf8i8YMlMW3z77oY2RObCwvZVB9m/2Tcbpq6qkRWLfmwlMxcy1vzvoBeRaYHV4mDt9wfaJTN2h5PXv9zMzsxCzFY7yZ2i+P11kyiqqKPeZGV0/26kdjl1C9b+ilKW5mZgcTjoEx3L1an9A7pcFEXhm8IDXnpZLVhZksW9qeNbtV5OhFGtPekadiLym0pxKL56Xi13319fwHVbX2RAeHdu63EZ4Rq3yvaR+mo+ytnjITLQnngw8kmysS50dIjMPP744zhPqAUh/Yp9c2cLlZUNfLZ0J0VFNQQFaRg3phcTxqae1rWiDUH0i4llW4kfti4pXgXa9teUYnE62Fuby18yP6XB6as/E4gWxOnObEBjoSlw9kKRyfcFqSgKj2z4H1/lZHi0H7IPMq9XH/46btppERqH08Uj//qGA7key9baXbnkl1Tx6u/nExMeWNK/qKASl8v/olJbc/LimxcCygp91ZgvFOQdLEIO8P2WHbtwn7styo77t9QC1FS3v7n50xvfsX53Xuv/xRX1ZB4t54V7Z9K3R8JpjeftAzt5ZfcWmhzuwP0lOYf4Lj+Hdy6d61eHxeS0U2Ty/wzl1kYy60sZGdN+ZtOpYEBYD4IkPSaXZ1310Cj3+lRsqaLYUkWBqZx/DroTtajilYMbaXCcUOBSI4PN//ayX0zcKY9t5+6jrFpziPoGK/GxIVw5ewidkyJP+Tq/BHSIzIwePZrjx4+zffv21iymyMjz84F/qSgqruFPzyzlWKGnavOPW3I5WlDJLTecXqzFPUOGU1BX5115VVBA5/KaC1aXA1EQ+Lpkq18iA+7Jd2J+U7wugnlJ41r/P2YqYkXpDxSZS9CJWvqGpXFF4mVIQseJb7jGELhP691ncTp46+AOluYcRGkzOhduRc+JSd25tPupZx4t23jIi8i0oKC0lk9X7ub+qwPvzHqld0KjkbDbfQNfY+J+HZksoZEXbv2mqPjA32HIBfzcbdGtRyyC4F/6KaYdDZ092cVsPuCbBFBR28SSH/adFpmpMDfxxv6drUQGAEFmW9kx/rFrE0+M9FUX10lqIrQG6h2+gnRGlZYuJ9O8asaBugxWl2+gwlZNiMrIsMjBXBI7zue4eEMkY6LTWVm264QeX0JyqP4Yy0u2U9zgZGVxlu8xKkArg817TR0Sn8hdgzserwTw1be7eeu9DZjNnvibbTvz+dMfZtE37eShA780dIjMfPjhhyxcuJAxY8agKAr33nsvb731FtOmXayge6aw+NOtXkQGwOFwsWzFPmbPHER4B+u6tMWYzl1ZPHs+HxzYS7mpiXVledglh8+37lJcWJx2isy+7h03miucNUNEoFdwEvf3mk2M3r24F5qK+b+c16mweXan2U15lFrKuCfl1g6P+druQ1ledIhKm3dBtwiNgQVd3RH9iqLwt73r+DRvP/V2C4oecMlgF2mhXC4U1hXlnxaZyS0K9DlAYXngXSlA3wGdGTC0Ozs2e+vR6A1qLp01IMBZPw0ul8yXr65iz7qM5oDURObdN41OP1PA6cQ5Q9mx+hBW04VXP2by/OF8++4G8jNLvNo1WhXjLvctjno24XK6+PzfK9m3PgurxU639E4suP9S4rud3RilMZN602dAZw7u9XanhoTqmT4n8Gew93AxjgDZbYVl7c+rQFiak0GVpdkaJMigdoHkjiNefHQnncKM/Ka390teJYqMi0vhaN52n+uNiulGguHkm45d1Xt58+gHNDk9lqjMhhxq7bXMT7rC5/hHes/DKTvZUHkQ50nSuDPri1lxtARZdNGsJuh9gN7F1G4p6GUtNpeTfjGx3Nx/EHp1xzMmbXYnX36924vIAJRXNPDJZ9vp+/QFSmaee+45du3aRadO7gcsKipi1qxZF8nMGUROXlnr3wqgSO4S99WNZlavz2T+nKGndd0eERE8PcEdZzJ22b8obrDhNTkEGYfoZEVRBsEq/35iEYFZCSMQBQhWGZiVOIJYvbe2y3elq72ITAt21u4jr+koycaO1aTpbAznzwMu4/XsjWTVlwPQMySa23qOITXM/XJ+YudKPsrd467WLeL+wEQFBVczoXHjdH3IrSmjfhBsCNzXgseencMbL69i7858TE02krpGMWPOYMZOPvOZGQD/d+/7rPlsa+v/2bvyObQtl6c+uvdnITQjpvXjpkcvZ/n7G3xk/c93qDUqHnz5et544guy9xTgcriI6xLJpdeOZvK84ed0LC/d+S7rl+5o/T97Vz4Z23J5+tP7iO9y9giNKAr88S/zePPlVRzcewyLxU73lFhmXzWcgUMCz/PI0MAbspCg08t488xxt8VZED0Z3g7FxV/2riFSZ+CKbt611Rb2uQSTw8ba0hxq7GaMKg0jorvx3KBZHbrv9+XrvIgMgAsXGyu3MjNhGnrJe51Qiyr+3Pd6HnSY+bJoE6vK91Jk9u+WLDU3UmUzIYqgqGRkp0jbNXtsfFf+OWEmOtXpyT1kHD7OZ8t2tW7MTrS45+SW4XLJSNL5JcrXITKjKEorkQFISkqisfHX4f8/V1A3VxiWBZC1IkjuH6+iKHz5wz4mTkgj6jSsM20RrtdRaq1HcQmAjEHvRCXJKMDhpiJGRKaS3egbY5Me2oWHUv3L+JdbjlNqLeKYyb/Cr022c6Auo8NkBmBaYm8uSejFjopjuJAZEd0NVbOIn6IoLD160JuPNf+tqACHDIqIAIxNPD3RtrkT+7P8xwyq6r0XK71WzbSRJ49hCjLqePjPl2O3O7FaHASH6M6avkjWziNs+vZE8zUU55bx5WureODlG87KfU+G2bdNZPoNY9izMZvvt3z5s4zhbCG5X2de+upBcvYVUFvRyICxvdAZzm36+YHNh9myYq9Pe+HhUr789yru/ft1Z/X+EZFGHntuLjarA7vdiTH45L/xGWPS+Gz1Xo4Ue7/ERVFg3KDTC5y+IjmNtw7sotbV6EVkwP23S1F4/dAWHzKjFiWeH3w55ZYG9teUkBISQ7fgjoVOOGUnxeYT3dAKasFFvaOC/bUZjIjyH+hvVBu4qftU0kO78ccD72ORva2XKiRKzQ1o1Q5sDhWSCgTBhSILKAp0Mobw7qSrWtfDU4EsK7z4xkp++DEbm90JWgnUCthlxDbGIpVGOi/1kDr0iYwcOZL77ruPffv2sX//fhYuXEh6euC8+Is4dfTt4yaLskZoJTIACALF5fW8+v5awP0yX3coj3fW7GRzdsFJ64m0xZCoJEQRVBoXoSE29DonarWMRi2zqmw3VVYrM+KHESy5LTQiAn1Cu/BI6pU+P26To5G3jvydf+T8kfcKXsEi52KULPgLtw+STp2ESYLIyNhujInt4TVxd1QWYXH51k6C5oVMdN9/Vo9UZiZ3LEX0RMRFBvPQdRPoEuexPsVGBHP7nJGM6NO1tc3lklm9NpOPP9tGxgluBwCNRkVIqP6sLgy712ZgM/v/PAoyf95UTY1OzYipF6acgyAI9BrYjRHT+p1zIgOwd30WdluA7z3L97d4tqDVqdEbNKxafYiPP9tGTm5ZwGPVKok/3DiZ3l1jW/ci4cF6rpkykHmT+gc8rz0kBodwc59BiCr/FREEAUotgTfesfoQpib27jCRAZAECb3KY3nRig7C1WbCNRbCNRZWlX/Inpot7V5jSGQKt3SfSqzW49KSZTA7ochahV7rJEhnBxRECSS1gkqjMLVzz5MSmX1Hj/Pu2p18tycbV5tyI199v4/law65iUwLRAFZI9I2r6tvWiKieP6RmQ5ZZl577TWefvppfvvb3+JyuRg5ciTvvPPO2R7brwq33jyOzJxSDhb4Xwz2Z5ZQUFbNk1+sZl/BceRmZdyhyZ148brphBn9u4ja4sH0ieQ2VHGgPgeV5CEdKsGFTuVgTcVGpsQN4q8DbiGvsZR4fQTDI3v5fRl/WvQWhxp2t/6v4MKgAgUbJpdnosfpYpgQ0/GKsi5FZm35LvKaijFKBmYmjiJcE9La316lbwGYkNiDGd16M7dn+k+S975kWC/GDezBmp052OxOpgxPJaiNtPrh3DL+75Xvyclzu8I0GhUjhnXnj4/OQqM5d/Vb9cGB3V660zTdX8QvH+19t+fyez+UUczLr64iv9mduPjjzYwemcIfFs7066bo3zORd5+4ho17j1BdZ2L84GSiw35a4PQDg0fxY2Uue2r8kziN6J6PLsXFmrJdHDGVEKwK4vKE0YRoTv3egiCQHtKLMmsFIi6MKqvX/rPaXs7S4g9I0HchTh9YTK9HcDSDIxLZU+OkzNqAw6XySmRQq2TUKhcOpwoBGBHTlQf7+AY0t8DmcPLoR9+xKbsAW3Ns0qINu3lqwRR6J8awfZ9v8DUAouC2ajshLTWeO26deCofxy8GHVp1jUYjL7300tkey68aep2GO2+dyD1//tRvv83u5G/LNrLnqMe86ZRltuYU8sLX6/jb9dNPeo9gjY73x13HlRte5rjVHWysk+wEaey0EPF1ldvJacrnlq6XkW/awYH6NURqo5kSO40QtTtTodpWweHGQ37voZNcmFzu1MF4XSw3dJmPVurY4trksPBM5jvsr/Okbn5fvpW7e1zJ6Gi3xtG4+O5EavVU+yE10Xoj7106v0P36gg0ahWX+VEgVRSFf732QyuRAbDbnWzclENszEbuviPwgnOmcen1Y1n237WUnxA8DjB44kXr6YWKy24ay/J31lFZ4h04KwgwZFKfAGedWbhcMv98bXUrkQGwWJ2sXpdFXHwYv73JN7MH3Aq8EwennNGxPNB/LDet8792Do9NosFh4ulD73CowVMza2XZNu5JnseIqFOfJ9d3WUCNvY4jTbu8iEwLGl31bKlezdxON9HgaGBN+SoqbeUYVUZGR41nW/VhPj22Crvitq4Fa0CvclJn1aG00c3oExFN35AU+oYnMLNzOpIQ2Crz8oofWXPQW5wvs7iCF75ax6J7FmCz+7fkAfTqGc/lk/syfVo/VKrzU3alXTJz55138sYbbzBp0iS/OjMXRfPOLNJS4unaKZKCYt8XU6ekcPYU+N957DxSjNnmwNCBukGSIBKnD2kmMwp6lYMTLYollkpeyV1EqKahtW1f7W5+2/0OwtUhlFqKscn+LSRBko6JibMI04QxNnokGtE9phLzMVZXfE2ROR9JkOge1IsZ8ddgVHusLu8XrPAiMgBVtnreL1jBsMg01KIKnUrNHWmjeHHfOq8ClTpJxT9GzDzp858J7NpTQPZhX9EwgN17C87JGFoQFKLn1mfm8fYTX7QSGp1ew9g5Q5h7z5RzOpaLOHcICTfymyev5L1nv6KiyP2964O0jJ87lCvOEZneuOkweUfK/fbt2l0QkMycSdTbLLyfu4Oiplo6G0MpbKr36u8cFMbzwy7jvfxlXkQGoMJWy/tHlzM0MrVVPmJv7Ra2Vq+l2laOQRVMeuggpsbORTyBROgkLb9PvY9/5/6FvKaDfsfW6KinxFzCm/mvUmb1bEK3Vm2n3GpsJTItUIkKQWoHTQ4PmRgQkchjfTqWaLMtt8hv+4FjpezOL6FHl2h2H/Q9Rq2WuOuW8Qzue34Xhm2XzNx+++0APPvssxdF884B1GqJOdP688ZHP2Kxen7oYSF6JoztxdZVP/o9z2S1Y7bZO0RmAAZHdmdP7VE0otPL3dQWZqdMiNrjhy63lfHvnOcxqkwYxBA0ohq77Mv0o3VxzO00y8s1VWOrZNGxl6m0eVxoFbbjlFlLuDflCSTB/TM8WOdbaRig0FzOxsp9TI4dwgd5W1lavBtZdIILWtLGtWqRCtu5CUqvqGhAlv1/biaTzW/72cTYy4cweGIfVi7ehLnRwtApfek5sOs5H8dFnFtMnDecYVP7sXLxJiwmGyOm9aNHv87n7P41NYEF8kzmsz8PcuoruG/rUo40uAOKFQUQ3cVrY/XBXNqpN3ekjSRUq/chMi04ai5lS+VBxsYMYE/NZj4vfhtr80atxlFJsSWfJkc985J+63OuU3agEQI/Z17jbvJNBZRZvTenVXZ7a8HeE6ESPRs0jaBiclzHrGyKomCy+h+LS1YorW3g2tnD2X2wiCPHvDMMJwxPOe+JDJyEzAwa5NYMKC0tZd487zojn3/++UkvXllZyc0330xjYyNNTU0sXrwYjUbDHXfcgaIoWK1WPvzwQ3r06MHnn3/OCy+8gMFg4PLLL+f3v//9T3is8xdXTh9EdGQwKzdmUltnJjY6mCum9Ce9VwKf7csgv8JXIbd7bASRwYHF5k7ELd0nkNdQxtaqA/6K1QL+20wuG1rRToNSiaCIgJq2aUUCMCx8jE+Mzcaq76i0lSHiQiO4fblORaLAfJgdNRsYGTm5uc1X8rsFZpeVzwt2838ZqzE7ZBAk3K5wN6lodFp5PXszMzqno5XObszKqBHJhIcHUVvru5h36xp1Vu8dCIZgHXPuuuRnufdF/HwICtEz9+6fxwI3amQyiz7aTGOj74u5W5ezPw/+eWhDK5EB95olCGDHTq1cQ0pEGGHNZQkccmBtF3MzsdhY+S0o9egE9/rkxJ0Svb9uO1Ni5xKq8SQEuBQnnxc+S7llDxIGXHhv7gVkHK5G6uwtWjFt+04Og6RhfueRDIvqmDtOEAR6xEZSVtfk0xcTEsS43t0IDdLzjz9fyeKvdpB7tAKNWsWQfp25etbZLd57rtDhcgZtyYzT6eThhx9m/vz24xPUajWLFi0iKiqKF198kTfeeAOA6667jt/85je89NJLLFq0iIcffpgnn3yS3bt3o9FoGDRoEPPmzaN79zMnKX0+YdzwFMYN9/0RXzm8D//6fnNrcBeAQatmwaj+HcqYacl8UokSfx14LZsqBvJq3mKaXL4TQCO6/BIaABUu9CoHJpeCTVYhIyAhoxOdRPkJqKu0lqMVHGhFZ+s1NYoLhyJRYj4GzYkEycZOFFsqfM6P1IQyIXoQ92z7DLviQpb9WwWPNtawsjibIRGdabTbSA6PRDqNFMaTITw8iEsmpfHF0p1eKqjhYQbmzr7way9dxEUAxMeFMXF8b5Yt904Rj4w0Mm/OmX1BljTW02S3t85pu8vF3upAWVsCVpeLZUUHmNvFvSFPMSZSavXVdYnRhjM2egDryz+jzpGFtnlpaVmfLLKaJlcDuU2HGBLhUWLfV7uKfNMeJBFCVRaaXFqcinutEZvTtEWBZuuxNwwqB40OFzK+61iyMYm0+HSmJfQjJeTUFJGvHTOQzOIKak2eEABJEJg5uDehQW5SFxVu5He/OXcxfecS7ZKZ//znP7zwwguUl5fTubPHfFlfX8+MGTNOevGwMHfamSzLZGRkMHz4cIKDg/nkk08YP348q1at4umnn2bLli0MHz4cvd79gY8bN45t27b9aslMINw4YTDhRj0r9mZTVW8iLjyY2cPSuaRvCrKiUNLQgFGjIVzvndl0uL6MN3I2cqi2BFEQGBDRmft7T2RkdC/WVCawuybHKzXPIIkEq313WypRRhBAFBQEAYwqO0GKWyehhaQUmA+QFuZdfkEQnF5EpuV4NS4aHR5f8tVdLiGvqYhii8cMqhHUTIkZyrKSrRRbj6GWHNjxFpFqgewU+M/OnRTWrcbsdNI7Mpob0wdyTVr7VW1PB3fdNpG4mBA2bcmlodFCI5lK6AAAIABJREFUYkI4sy8fxMD+57+59iIuoqN44J4pxMeFsm1HPqYmK0lJEcy9YjB90s+Mgmx2dSXPb13PztJirC4XaZHR3NJ3EFek+BOgVNCqHejUbvf3cYsnOHpB5ynkNpV4ERqtqGFWwhgaHGVsqf7K60qCABrBhVMRUBQDMVpvYlFszmr9WyUqhInW1o2NUxFxKO5Xq1qUsbXZfDlkAbNLgyjS7Kr2rGNGOlFrDmFpTQYby45xSUJvbksZ67VRbbBZqbNaSQgO8UnRHpfWjRdvmM5nmw9QVF1LmEHPpL49uGb02VEe/6WhXTJz4403Mn36dC655BLWrFnT2m4wGIiO7pjC5NNPP83ixYtRq9U899xzJCQksGTJEkaPHs2UKVMYNmwYS5YswWj07OjDw8Opr69v56q/XswaksasId4T+dNDB1l8YB851dUEqTWM6NSJJ8ZPID44hAprIw/t/JwCk8dvW2yuI7+xkomdQjjYkIlKBJciuIV0Begf1p1651HqHZ7CjhIugkS3T1ZpU97gROuNSvD9SQVJqoCuLHUbH3G3oASe73snXxVvoNhSgVGlJ0Idzvdle6mw1YEE4QZ31H9Vo5G2C4GigNqiI7vB85xZzQthrCGISV17nOyjPSUIgsDc2UOYO/vCMNFexEWcDkRR4Or5w7l6/plXP7a5nDy4dgVZ1R4CklldybNb1hMXFEz/iAR+OJ7T3KMQGdyEXuPZNLkoY2PFAcbF9CMluBN/6XcnXxWv57ilCqPKwMSYQYyI6sMPpe9jD5DQoBZkOgWl0jnIe/1QCb7xia1rXBtrrUG0IStqHIq74kqTU4uMhEpUEHHhUgQ0goZEbR82lh7HrritTS0FL5scNh5Kn0KtxcKT69aypaiQBpuVHhGRLEhP55aB3pbgESmdGZFy7uKmfklol8wYjUaMRiOZmZloNL7VRzuCJ598kieffJJ3332XefPmMXjwYGbOnMmyZcv485//zP3338+ll17qRV6cTufFQpYBoCgKTVY7Oo0KtSSxKi+P5zaux+xw70bqbVZWHsmj2mLh03kL+CBvqxeRaUFmfSkWpRitFkTRbRptQZ6pmOlxA2l0mhEFNfX2Usqt+1qznmRF8BtroxZ0pIX6FmEMUwcu3HZilkCcPpK7UuaiKAoZ9Yd5+tCnVNk9gb2CAHqtkxCnmQaLR4xP69JhdjQ/Q5vFpMlh54ucjDNOZi7iIi7i7GJJ9iGyqtq4hprXmwa7jc+zD3HfkHHkNVZztLGaEL0Fg9Y75k7Gyeu53zA8sjdaSU2CPop7UrxjP8FdhiAQglTBLEi6zae9Z/BIDtStRcb7nori3hi2QCUq9NBFYFB1ocBUT53Tk/3Vsu7Kio39NRXYT6jZpADflRzijl7jePD7/7GxsKC173B1FS9u3kSwVsvlPXtjdzoJ0mrOS+XeM4UOxcysX7+eJ554gsrKyta4C51OR2ZmZrvn1dTUEBoaiiRJ9O7dG7PZzJYtW7jvvvsQBIHLLruMp59+miFDhvDggw9itVpRq9WsW7eOBx544Kc/3QWGr3Zl8Pn2AxRU1mLUaxmZ3JkSqamVyLTFnuMlrMzLpcjsGzDcglq7nTg/EjCNThMbq1ZhkCTSQwZzd/IfWFP+MYfqt1HnqEAnRRCq1tHkKMeJ282kFQ0Mi7yCTgZfuf8otZYYVb07KE5RUecytPqLE/W+sUFZDYdZUvgl++tKqLX7F4XTaZw4nSLhmiBGx3THaVaxpD7D90AFKky+MUEXcREX8ctFWVMjb+3b6d3YskkRoNJiIi08jk8n3sjrWZtYXbXe/3VsdTyy90We6XcP4Rr/BSR7Bg/lUM2X6CUz4glr1MjIy4jUxvickxIylKGRM9lT8z0Oxe2SVws6wrWdqXOYqXNUIKLGqcgUWY8DpVic/r0ZsiJQZ/OfiVRqqefrvENsK/FNqbbZXfxrxWbe/GY7TTYbPWIjuXpEP2YOPD3l8/MdHSIzv/vd73jrrbe46aabWLVqFd9++y01NYFfki3IzMxk4cKFaDQaHA4Hr7/+OrW1tdxwww0EBwfjcDh4+eWXSUhI4J577mHcuHEEBQVx++23Exv781T8/aXiu33Z/OXrdR4LjMXGFzsOERSqAT/VAmQgr6aGMG3gLKcQlRbwTWeWkFELTpyKk331W4ksj2Fmws1MjruaGlsZoZpo9FIQRaZMchq3ISDRJ2w8MbqurddQFBfHTes40vAdRaZdBEstNUjsGEQbZY4wEg0DGBk12+veFqeFd/IXUW6rwKUEtgYmh0Txzwn3Eq51P/xXhzNZkumHzAANtguvevPPAUVR2LLqEJl7CjAEaZl+7QjCo0JOfuIFCKfDxeqluyg8UkFkTAgzrh2JznB61uuL8MXCdd9T2BA41CAuyB2WEKkL4k8Dp3FsxyHymk6sl+RGoaWEt/Lf4/epD/rtb7RuJ1ZTB62Rg3YMoh1ZTGN09JyAY7gk7lbSQ8aT1bgJRYG00HHE63tgl618U/Q+W2vXILS65AXsciPgux6LgoJepcLh8M3mDFZpqWywYHf5Wo/UdVBtM7f+v7fgOHllVRg0Gial//os0R0iM7IsM3r0aIKCgkhKSuJ3v/sdqampPPPMM+2eN2bMGLZu3erTPmuWb2XShx56iIceeqiDw/714atdGX4tMKZ6O4IaTnzvi0ByRARjIxNZWZJJo9M7oDdaZ2RGUifWVW30uWawyopWklEU9zTMqN/FzIRr0Yg64vRdW49LCkojKcg3EK/Gup+9FU/QZM+nUdF7SXQDaEUXacY4ZnV+ArXobRpaXbGOcps7o0kvOWh0aH3OB3fxyxYiA5AcHtEmkscbNjlwyvdFdAx2m4Pn7vmAXRsPozRr7Pzvs+3c+tgsJsz8dQQYtqDyeB3P3/chh/cXtrZ9v2Q7D/3tKnoPvBgA/lOxp+w420sD1xWL0Om5Ns27llMPY6JfMiMgY5AcZDfkcKTpKD1OKHhrclRyuOFL8EqBAK3oRM0edpY+wODY59Gp/KeaxxtSiDd4W5cLTTnsb/gRjagASrPrSSFYbcHk0uBUvF+7kdowUmJ6srzE19MxIroHoxK78oa4C3ubOkuCDSQ/xpxGq52lOw9dJDOBkJiYSGVlJTNnzuTyyy8nIiKiNVPpIs4NjtcGFoQTbeA6gcwMSkhgWnIKoiDwcPoU3s/b0ho70zMklrt7jWdyfCqhWi3bq/dTaasGbBhVNqI0bv0UQXC7qesdZSiK0iF/rNlRwq7SW5EVE7KgRlH8p0arBLMPkQGobxMfo5YUglR2mpxa2gb7JumjubqLd/2QvLoav0QGwOp0dnj8J+JoUTXfrj5Ao8lKt6Qo5l46AF0HxQkvJCx+ZRU712d7tVWXN7DoH/9jxKS0X5VV4u2/LfciMgDF+ZW889flvPTp3b+6uIX8Y5UsX3OQJrON7p2jmDNtANqfMEeyqyv9WiIANKLI8+OmMDTeO1vqmi4Tyagv8MqEBPf6oZIUHIqDYnOxD5kpaFqFzVWHP8gI1Nt+ZHf5Q4xO/KBDY3fINr4peRun4mEaggASCgoKUZomdFJPqmwmZFz0COrCnE5T6R2cAoLExvJcGhxW9JKaEdHdeWrATELVeoLVOi8rjGSn2erji5K6Br/tFzo6RGY++ugjDAYDzz77LB9//DE1NTX861//Ottju4g2iAzWU1BV69OuAEqLnoHozkaa1K07T02Y1FpocX7XwVyR1J/15TloRIkxMcmoRHfMyg1d5nB10iyKzYW8ceQxBMF3EZGxk9O4l14hg046zr3l96FgcgcHt1PRWwzw00vUx3n9H6qxoRJlrE41oZowRkT2Z0HnCSTovQPEh8V3Ilyro9bmm1KeFBx6Wi+Y79Ye5LUPNlLf6Ml0WLclmxf+MIeocE/2XXVVEx+8u4HsDPfOMDU9gZt+M56IqJ9WQO+XhIM7/SuolhXVsPqrXcy8ruPFRM9n2G1OMncX+O3L3l9IflYpPdJOTR/klwi73cmitzewf+8xrFYHPZJjmX/NCJJ7es/Pb1cf4PUPN9LQ5Jl3a7cc5q9/mENEmB//dwcwIjGJEI2WBruv6WFQXCKXde/p094lKJa/9r+VP+x/hQpbAyKgUzkIUrmt2UGSgdTgXj7n1Vp2BByHgIIkQKN9DyZ7MUGak6eb76xZS6Xdj4VIABGZUI2eh1LuQqcKxqW4CFUHtx7zt8FXUmiqZl9NMb1D40gJcYdarDycS12d2a1R2qxKIYugoPglNFHGjguoXkjoEJm5/vrrueKKK5g3bx7XX3/92R7TrwZ2u5OlX+8mM7sESRIZMqgrl03r77f8+tQ+PdlXUIrrBIKgSCCIAqJdaVH25/o+A0gI8Y5l0Egqpib402YAtaiim7E7OkmLTTb79AsoFJv20EmfRJA6cEp+k/0ITQ5PbSW94MSMf3GoKJ27uJuiyNTY8pAENaGaroyNHs2Gqs0caXK/PAUBjGoHnQ1GHkm9gySD/yq0icEhXNItmc+zvQtg6iQV81NPvfCezeZg0ZfbvYgMQFZeOW9/sok/3H0pABaLnT8/uoTcNrWa8o9UcCS3nJf+dT16/YVhsXDYA7vqrOZfT0yS7JIDfhYup4ypMXBV9/MFiqLw3BNL2bopt7Xt2NEqsjJKePbFq+jSrHJtsdr54MttXkQGIDO3jLc/3czv75x6WvfvHhbBpC7d+To3y6vdoFKzoJ25nGiI4vbky3j/6EfYFc9vUiW4GBgaR5jGO5mgtGkFTdaNiKj8rlHq5o2dgExR46ekRj7ic4ysuKixHUElaAnTdsHkbN8qMjBsFFG6wPGgnYMi6RzkvVHbWVQMCEgON4FBAARQJIET955qSeTSfh6ypygKP6zJYNuOfBwOJz1T4pg/dyg63YVnXe4QmXnmmWf48ssvGTt2LImJiSxYsIArr7ySuLi4k598EX5htzt5/Ikv2L33WGvb+o2H2X+wmMcWzvCxJFw3egC1JjPf7s2mpNY9YWQVOA2A0GxyVEAtikScIJoXCLIis7vmEJX2GoaE96OrIZXDTXvaHKEQITURrLJztHERJaYviNcPZkzsI+hV4T7XMzsKoU2qoiBAkGijSdZ5xb2ocBKtieNo41oyahdTbTuMgES0Lo0BkbdxX/KdfFb0BTmNeTgVJ10MnZmRcGlAItOCv4ybQqhGy/rCo9RaLXQOCWN+7z5c1btvhz6Ptli9KZuSMv/m54ycUhRF4YvPd/DlZ9upLvd1AR7OKuWbL3dx9fUXhsWiR3oiRzJ9d5zB4QbGTe/v54wLEzqDhu5pCext86JvQZeUWNIGdT33gzrD2LUjn53bjvi0lx6v4y9Pf8V/3v4tkiTyw49ZlFb4f3lnHPYfjNtRvDjxUsJ1ejYWHaXWaqVraDhX9e7L3F7tV7geGz0alyKzsXIT5dYykvUlRKjrgMN8XbCZTkGjGRHzCJKoodT0PwTBRpDoOmGNUlDjxCi2cRX5sYDk1q/kUO1nVNtzEVERo08nznAJEmpceOIbnbJAk0tLpDqG2Qk3nfJn0bY8S8s6jwDOIIgTDJjNdqwOJ50jQpk9JJ0rh3nWu5f/vZLl3+1vNZJv2pLLzt1H+dvz89HrLoyNVgs6RGZGjRrFqFGj+Mc//sHevXtZuHAhDz/8MFar/2JZF3FyLP16txeRacHa9ZlMmtCbEcO8A7gEQeC+aaP57cRhZBSX8d6uvfyQ77vg9E+IJz3ON5XwROQ1HuOt/M84YipAAZYUriAtpDN6MRiL7H45h0lmwlXmVj0Zu2zimGkjpuISLu/yFuIJwlFh2kGoxRAcsmeB04tO1JiwKhoUQCXI6AQHDY6jHK79HJvL7TpTcFJhPcCW8heYnvQWdyffjktxISsyarFjuwi1JPGn0RN5fNQE7C4nWkl12vELrgCFJMGt3Pnpx1t5790NuOyyn/BkNwryKwP0nH+Yf/tEsvceozDPU25CUolMmzeMmERfYnshY96tEyjMKae6zYvcYNQy68YxqNTnfwHeQ/uLcDplv31Hcit49V+reODBS9ufI4G7OgSNJPHkmEnIinLKc3lCzFjGR49ha8VL5DZ40rutci15jcsRBJFRsX/A0RwrE2iN8txOIEw3sPU6jfYC8hpWcKD2WxyKO75QxkmZZT8WZw09g/uQ1egu8VBtM1Dv0ONCotJmZeGBF7iu8xUMjey4Kvm8fuks2X+QuhMKSUoqgQenj2VQXDyVjU30TYpHp/a80g9mFLNyVYaPt//goWI+XbKdW270Vmo/39GhwjUul4sffviBu+66i5kzZ+J0OvnnP/95tsd2QSMz239dEZdLYXuA+AQAg0bN0O5JPD9rCsM7d/L6AntFR/HHyeNPOuldisyb+Z+Q10xkABpdJrbXZhGvH0/v4MFEaRIIVwt+lXur7HmsKLiS4qZVXu0aVSh6KYQTc4pUooJRshEs2dCLDgRBotZR10pk2qLJeZzsui8AkASpw0SmLURBQKdS/6RAzEvGpBIX7T/tuHdyHKtXH8Llan/FDgryI+JznqJTt2iee/c2ps0fSnRCGKGRRrr2iiehW1Sr9tSFiprKBv77wrc8fvNbPH3X+5QV1/Lkf2/m0gXDGDg6hQmzBvL4qzcw45oRP/dQzwiCQ/xrO7Xgx42Hqa01MXVsb2IDxIWlpZwZq/3pzmWXYqfUvM1vX4lpK3aXCYPaEwPju0Z5jo/UjSLGMBGXbGNH+WOsK76BgzUfthKZtqh3FNE3OImxUZejIolah9GrCGWRpZR3CpbQ6AhccfxEdIuM4P6xI4k0eCzuQWo11w7qx5w+vekaHc7Q7kleRAZgy9Zc7H7SvQGy2rjFLxR0OJspLS2NefPm8dRTT13UgDkDkKTAPFLVTl8LwvV6PrhmHisP55JVXkl8iJG5fdPRqk7+lW6r3kO+qdBvX6G5muf6PgbAZ/kLaHT6y6ISaHSWsr/yJcK1aQS1WRRCVbHYHEdxICK3OHdPMNFG6IbRqAR2hVlcJ9cwOtsw6DVce8VQ3vzoR0wWj/89uUs0sy/pz8LlzbE5gjvO+cSlNsioZcr0U3dv/ZKhoHD4YAmVZW6LRH2tmX8/8RX5WaXc8+Tsk5x9fqKqrJ4nb3+P/GzP4r99bRaXXTWcB/7SfqHd8xXTLx/IsqW7KT3u7WZVAEWE2loTmRkljB7Tk6tnDeO/n/6IxeJxq6R0jeY3V/287lWrqwaz07ewJIDZVYnFVUVS8DVUWbZhd51Y3LZl5VII0w5kQOwrCILA/sq/U9z0ffMRgTcqNlcNMxJ+R1ajDaVpr09/pa2GlWUbmZd0WYef54bBA5naM5kvD2bicLmY2jOZ3rHtW+DFdorsno0CvD83OkRmMjIyLpYXOMMYNLAr6zce9mnXatVMGOerousPoiBwWWpPLkv1je5vD1U2X4tIC0xOTwBwkDqWRqc/Bq+gwoVNriK//kv6RnnUmg3qHuhtm2ihKg5ZwIYaFwIaMZoowwR6RfyevdXvBByDUd3+rm5n9VGWF++jwWGmc1AU13cbSbTuzIu3zb1sID27x/K/dYdoMtlISoxgwcxBaFQqwsIMVFQ0gCi4g/JkD6GJig7mqutHktq7/Rif8w1L3lxPQU6ZV5siK6z9Zi8zrh1B1zO0G/8lYcmb67yIDLjJ67ple5l+zXB6XGDfMYDBoOXuB6by9J++xOlwR5i2Zk0KoNOp6dzZ/T6YP3MQvXrE8P36TJrMVrp2imL+jEEEG9u37nQURaYaPinYSqmljgiNkTlJg+kTfvKsIr0UiVGdQIPDd9NmVMUTpIpFJXahX9QLZFQtxOqqQsAtGKrHgSiCJBhJi34OlRiErDiosHg000QCWyODNe7fhMkZOBi87TrbUcQGB3P3qI7XwJp6STrfLN+LyeSbFTagf9Ip3/+Xjg6RmezsbG699VZsNhv5+fkUFBTw8ccf8/jjj5/t8V2wmHFpfw4eLGLthqxWd4VWq+bK2YNJTzu7C2T/0N7oxO+wyr4/8ni92+rmlO1opXgccibgRCXIraZXNU5UonvMDtlbpTMu9FbqrZuwOt3xPGpRQY2dYO0YUmPeR2xOCU8Nm0ehaSMmp/fLMUzTjd5hvvVTWvBJwTb+nf0DZpfHWrKyOJN0fTJWp4sYg5EbUwfRLSRwPahTQZ9eCfTp5ZtqO3RYd1Ys3+f+RxRQBLc4VmpqPC++fN0F5WJqwZEs/0Gd5iYrW1ZlXJBkJj/AM1vMdrauzrwgyQzAiNEpXDFvCJ9/tt3T2JxlOXBQV5I6eza3/Xp3ol/vn14l2+p08H7WbjJqytGp1PSOjOCL45s5bvFYiNaUZbIwfTozEtsPOpdEDV2MEzhY66sP08U4AZXoJluRhpEMiHmZ3Mp7cbgqvNxL4YbLMKiTAXDIJuwuz1qnExxYXWocza9QFS4kESK1KaSGXg5AvD6GA/Xe2kzg3vR0N579YpBdOkex4MqhfLJkO1ar23ImCDB2dC/mzRl61u9/rtEhMnPvvfeyePHi1rTsrl27snjx4otk5idAFAUe+/1MJozrzc7d+UiSyITxvelzlokMQFdjJ4ZG9OPHKu/aJ6GqEKbHTaDaVsD3x/9KlS0P99RT41Bk9IoNregkSPQQCaPaW4RKp+pESvQblDa8gcmegSBoCNEOpVPYw61EBiBE04nRsX/iYO0HVFuz3NlM+j4Mirwdtehfn8LitPNR/hYvIuOwSxyusZAte9Qzvz+Ww19HXcr4xO4/4VNqH/feNxWr1cGO7UdobLQSZNQxeEg3Fj46A4PhwiMyABpN4OVCewGmegKotYGfWdNO34WA2+6YhMliZ8umHOrqzOh0agYM7MLDj0w/4/dqsFn5zdov2FXhiSUU8kCjt6FvsxzUOcx8cGQTlyb0RRLad5UMjLwDAYljTeswOyvQq6LobBzPoMg7vI4L0Q0lJfpVyhvfx2LPQxKDCdWPIzH0ntZjNGIIRnUSdfYsFAUaZT0WPGKeTlREqRKZGPcUqmYx0FnxkzhQm0WpzTsRoE9IL0ZHeVe7Plu48brRDB/andVrM3E4XAwa0JmxY3pdkMKOHZqNNpuNwYO9P3yz+dTNZBfhDUEQGDUymVEjk8/5ve9NvpEYbQR7ajNpcNZilLSMjBxCWmgyy4r/1ExkPHAXrJcwSp7vPUybRo9Q37gBgyaZHlF/P+kY4g2DiDcMwu5qRBDEgCSmBatLMym2eLvIbGY1iuydQVJqbuTVA1sZl9DtrE1ajVbF43+6gvKyerKyj5OcHEunTmfGGvRLRb/hPTiwwzc4PSoulKnzhvwMIzr76DcimX1bfbMGI2NDuHT+sJ9hROcOkkrk4Uemc9PNYzl0qJiuXaLo2i2wztRPwasHt3oRGXC7tmwWNRqtE0nlcescbizjYG0RAyLaLx0hCAIDo26jf+Qt2F2NaKRgRMH/Ky9EN5QQXWBrhSCIdA6+nIbqfBoVhSZFx4mRcnWOGo6ajlBYeQCdSsf46DE83OtWvj6+ivymIlSiirSQZK7rfAXiSYjYmUSvnvH06hl/zu73c6FDZGbAgAG8/fbbOJ1O9u/fzzvvvEO/fh1PLbuIXx5UosS0uLHkm7KpsNVicSl8W7qcw437CFcd8HuOEz1aKRiVoCJC14/0iHuQRF/fuMtZjsuZh6TujSSd/AWvkYJPeoz7OG/SIssCTqf/VNh9VaUUmxpIMoZ26Nqni9i4UGLjzu49fim46s6J5B8uZfvaTFzNqbvhUcHc8MBUgkMvTNXRBbeNJz/rOFtXZ7Q+c1iUkRvun0JI+Okp3J5viIoKZsKEs1uJeW9lIF0aEbtNhV7lCTCWEFCLHU+BFwUVOj+6WIqi4HJkoigWVJoBCAGITguSw65GFNRsqlwE+G7mnYqFpUX/ocDqXg9Wlq7m6s7zeLDnbzs81os4fXSIzLz55ps888wzhISEcPPNNzNy5EjeeSdwAOdFnB2cTn2hUnMDi3K3U2yqJUxrYF7XAaSERPJR4UrWlG+jyWlCLaoxSHYkUaHAnI8x2Bqg6ofEuMT3CQ6gAqzIFprqF2K3bgClFkGMQaObSlDocz4Lxek8y6S43nQ3RpPfdHL9FlEQkC5AU+rPCZVa4k//vp5dGw+zb1seddVN6LRqSgoqKTpaSdJZ2rWfK8iyzIYV+8k5WIwx1MCMq4cTFmnk8X9ex+4fc9i/LQ+NTs1lC4YT9SshsOcK4inM1bSwRNJCT+6Ob5EM8LfOOGw7MDW8gMuxD3AgqXqjC7oVXdBV7V6ze+iVZDUdorbxR7/9Mg4sTgmbrKLGZuLF7I/5XYqK/mGpvJ+7ncMNFQRJGqZ1SmVSgm95hZM9z4XoHjpT6BCZCQ4O5qWXXjrbY7mIANh+uJAP1+0mp6QKvVbN4OROPDJnHAZt+wqOmbWlPLB9KceaPKnOK4szSYt1UWYrb26RcLokHLJImMaKTVZhdenQS76CiNG6HhgDVI8FaKp/FLvl69b/FbkCm3kxgqAjKPQpAMzWH6lvehO7PRNBNKDXjiQi5Ekk6eR1jNSiijtTJvJi5ndU2ZoQRQVJ7cLl8P0ZD4yKJyHozGc4/dohCAKDx/Zk/Yr9bPzuYGu2y4pPt3PVHROZf+v4n3mEpwdTo5Vn7/uQ/W1cSt8v2cGdf5zF6Kl9GDKuF0PGndrL5yI6jkHRiWwvL/Jpl0TQ6DxaKQn6MO7uObndl7rDWUhN/V+x2XcDClrNQMKCH0KrcX9/stxIU93DyK6jree4nFmYGp5BVHVBo21fLyhG25M8P2RGUaDaHkSj0+OCanTK/C17MYIjjuxaT3bTiqIMbksdxQPpE9q9l93h5J/fbmJrdiFNVhtdY8JZMLY/l/RPafe8XyMCkpnJkyfjcDgCdaNSqVi7du1ZGdTpQpZlNn2zi6MZxcR1iWLy1aNQqc/vIL39+cd5/MP/UdXgMWsWVNRSWtPAf+6a0+6Z1AppAAAgAElEQVSkfi3rRy8iAyBLdZTZ/JlIVVhcaoJUDkptRnoFSV6iUDoplIER8wLeT3bV4LCu99tnt67BEPI4NvtBKmvuwyU3EykZGp1HcDqLiIv6pEO7jqkJfekb1onPC3dS77Cidmn47sgxCps8GQ9JxlB+N2DMSa91EaeHFZ9sY+033voZpgYrn725jhGT085LC82il1d6ERlwa8wsemUlwyakom4n+Pkifjru7z+K/VWlbCnzqKIbVCru6DOCkCCZYkstEZogru46jEhtYLe0LJsor/4tdoenRpvTUoTNkUlC1FJUqmispkVeRKYVSj0285KTkpmBEXMpMO3guOWgV3udU88xczgnxtLYFScWuQwIae2zKy4+PrKLeV0HkBgUFvBef168ku/35rT+X17XRFZxJRpJYlyfs5fgcC5wLKuYjV/tRKWWmHL9WKLif5qSeMAZ+uyzz7ZLZiTp3Mp2H9p8mLJjlcR18b9Q1lY28PwNr3JoSw5Ks5b2sjdX88ibt9Et/fzNqf/0x/1eRKYF23MK2ZRZwNj0bn7Ocqv8Hqz19UNrVIELBjpkd1BaozOCEZGTOVD3FTa5CZ1kZGD4AnqGBN51u1wFKIp/sTvZVYHsqqSh7mG0SgUIArKiYMMd5GexbcZsXU2QfkrA67dFvCGc+1M9Rexu62Xm/exdlJoaiTUYuSl1MDGGC6di9S8Nezbn+W03NVhZs3Q3Nz986Tke0U/HoQCVsIuOVLLxuwNMnn3yivEXcfrQq9QsmjKfJbkH2F9Vik5SM7t7GoNiTi27s6HpXeyOQ6gAlSAgAjLgdOZR3/QWkWGPI7dspvxAdvl3YSuKwuGGVRQ0bcEhW4jRdiVGl0Kl9Si5TUeosouUWMKRA7xSNSonoqAgKx6iU2u38G3hIe7s7X/jlVVUwcZMX9LVYLby+eYD5zWZefOxT/h+0XrMDW4PwDev/8DVj8xi9t3+i5Mezy9nwxfb/fa1ICCZGTVqFMXFxXTq5F8/IDfXt9Da2cTedRncO+oJZtw6iVue9s2gefPRjzm4yVuELm/fMd549GP+tvzRczXMM47i6nq/7S5Z4dCxsoBkRkDwGzGvKIGj6EXc5MKu2Nla9RGC4M4cMjnr2VXzHkZVON1D/NfzkFQpiGICsuxLoEQxkobahQiu3NY4FkkQEBUFi6Kg4MRm39dhMnMiIvUGLklI4Z0Du1lbUsD2Y8cZn9SVuwcNvyCVLn9uOANIpAM42un7JcPZTlVws9lXj+kiTh+yovDGnh2sL8yn0W6nR3gEv+k3iEFxiVzXayDX9Rp48osEgN2ZjwrQCUKrpVfC/aJzWFegKI8gSYFJgKTyT562VL7OgdqlKLSUqd5JhKY7CUHX81XZx9BSzbqlCqTPM4soim+7qp31aVdeEWabf4NCUZX/98L5gPVfbOOb11e1BtQD1FY08MHzXzFwYhpdTtAsevvxT/h+0QYaa0yMfLTHiZdrRbsr/eTJk1v/vvPOO736ZsyYcUoPcCbQWNPEF698x6Zvdnm12612DmzyFScCyNiWQ3Hu+VuHIiwosJJmdGjgbApREBgU6UtEm6xatya5DxS0kqO50JqAU/GeLFZXHftqlwSswyOKwaj1/nfkglyE07HBp10SBFqiflTS6ZfI2F9eyl3fL2NZbjZZ1ZXsKi3hHzs28+i6lad9zYsIjOQAWkhqjXTexpUkp/t/poiYEMb/iqqCnws8vn4VL27/kR2lJWRVV7I87zB3r/yW3WX+69WdCkQhFE0bItMCQRAQXQXYKqajUlxIat9SI4IYh85ws097na2Q7Pr/tSEybtTY8zlu3oyICAhIooJacPmcD2B1qFBOIDnROiNzugT+bXWOCmvRKfRBe++FXzq2rtjrRWRaYKo388PizV5t65Zs5atXV9JYc/JaVu06gmXZc8ONGzd69f1cxeWcdiebv9nJmCs8uhYOmxOb2e73eIfVSX11I51Szs88+ykDe7I1+xgOl/eXn5IQxRXD09s996H0ifw/e+cdH1WZ9u/rnDN90isJCYTQIfTeqyggChYULKirruurq79tbnl31V13Xd1d30XXtiqKYsGGoKhgofcSAkkgIaSQ3jNJJlPPOb8/Jm2YmRA6aC4+8WNOmXlmcs5z7ucu3/tEfTVHLW0quxHacGZGp3DIcoQal6fHjoCCQXKhlTyrimDJilb0vdgq7dlY3VUEBahmMoc8joAB1fYJGrUOoVny26W6ab++UFUVuwou1dMFRRTDMOinA5Bdv4Ws+u+xyXWEaGMZEraA7qaOexy9kXaAEqtvD6mvc49z7/BRDIiMoa7Rxmvf7iGzqAJJFBnVuzv3zhqLVnPldzm+2Nx07zQO7T7BsUPeUvFT5g5l+CXQTDofLL5/OtnpRRTntfXz0ek1zLt1HCFhP8yy8wvB6e6znJpq1p/I9jmvzNrIirQDjOoWOKx00nqQjLqvaHBXYJIiGBR6FcnBE3G5i6lpeAmHMwNVdSCoYMC78keLiF7QICl50PgMJt1U7PpE3K79oLqQtEMxBv0Mjc63lcyJxq04lEa/Y5Iook9QL7IbTwACZq2TBpeArDYbOIikhPamBCNVDW3GWrBGz0/7TyLSEHhBOjUlmSFJcaTleS/GBWDGkMAeissde4BnNYDd5u0F3bluf2uRweno0JgRBAFVVVuNGlVVOyx3u1g0NXhX2phDTfRKSfAJMwEk9o+j38grN7Z43dhBlFRbWLM7nbLaRiRBYHDPWH5zw/TTPogTgsL5YMZdvHdiP3mN1YTrTCztPZo4Uwh1zmtYU7SJHdV7aHRXIjW3J+hlSiRa4z82KYk6JCFwBZUgSBjEUFQaPbrZzSsRES2KKuDAjaqqNCp4GTeKUkdJ9b1USkvYW/0RbjwXe6ktg5PWg1wV9yt6BQVOysuprfa7vdHlZHNBHt1NIfzPa2s4crItVr73eCGZheUsv+d6xEDLny78Yg428NTr9/DxG1vJyShCo9UwYmIfrl06/ootHU3q142nXr+HNW9tpyivkqBgA1PmDmXy1T+sZqEXkgabPcB9VsHye65DFAU2ncylwek/bHc8wH0MkF2/mU1ly7ErbYuWk9YDTIxaTKjzTZzuo17HyyoENU+PWkTMgq7dtamCawtm4+2IETtAlRHEwDl2khBY0Vsj6Li95y28lvs2hbYiNKJKhM5JlD6BEWEjGRjSizERA5FVlTUFaRyuKcGk0XJDz+H0D+u4UaQgCDyx5Cr++uH3pOWV4JIVokLMzB3ZnztnXhwF4QtB8pBEdq8/6LNdEGDwBO8qLVtj50O8HRozxcXFaJq7MKuq6vX/ZvOlE4xKTvFN6F304BwKjhZTX91mQRvMOubfM+OKr0R4YO4Ebp8+km0ZeUSFmhndJyHgQ+NoZSWb8nMJMxq4ccBgjBotP+k/wee4MF0wdydfx7Je17Krei+l9nK6GWKZGDmWL4oeo6hpv8853YwpGDWB9TVU1YlqXwunuGNFQcSIBpcqY1dVXH7iyk3ODA7bP2k1ZFqwyXWk1nzaoTFj1gU2sCJNJlZuOuA1wbawNSOPjWnZXDPiygyNXErMwQaWPeo/We9KpVtCBD/73+su9TCuWN7efDDAfZbbep9FGQM/N4K1/u9jVVVJrfnUy5ABcKlNHKr5gPH6o5w6HToBVREIErVoBdE37ASojq9RlYcQpcByEwADQ+dyuPZjGt2ndteGONMwegf14qmUP7Clcge1rjp6mXoyMnyY13tqBIE5cQOor1Nwu2WCpc6FiZK7RfL6wzeRlldKcY2FiQN6Eh50ZXsKb3z4GvZvPEz2Qe/k5tFzhjLtRu9Gmj0HdmffhrROvW6HT3mr9fRxqotNn+E9ueHnvrkZk64bjTnUxFdvbqa8sJrw6BBm3jqRKQt/GA21gox65o4O3E1bUVV+991G1udkYW2uQnsj9QB/nDKD6Un+k4TBY2hMivI2FCZGP8C3pX+jxtkmXR+p78PE6AdOPd0buQTk/NZfheZ/AJIgEYIBu2rHU1/gTa1spFHx1bYBqLLn4lYcrT1Pqu1W3svdh8VpZ0BoDFMSk9hX6htv7xcRxfV9B/Gr7V/4H69bZfU3qRhViSnDe18wD01xQRXWBjvJ/ePQaLvCWl1ceBosNoryKklIiiL4AoXJZEXh+33HqahtYHxKElnFASqBgIO5xVwzoj8L+g7g1UP7OFbte6zGoFJitRBv9l4wNcl1VDv8lFIDFtlGg6IjRPJeBAUJEuGS3qt/k9r8rxWlCpwHwHh1h59TLwUxJupudlf8F5viKYoQEOlpHseYyDs8Yxc1zIoNXO357pFDvLBvD+VWz2L71YP7uWPIcP7f+Ikdvjd4PDTDk+MZnuzb8PZKJCjUxF8++QUf/PMLjqfmImk1pEzsx62/WoB4SkL0Tf9vPge/Tyf3sG/381O5YlwWUfHhLLhhNksfu47gcP8uweHTBjF82qCLPLLLg9cO7uPDo+le23Lravnztk2MT0jAoOl8I8AoQ29u6vkSGXWf0+AqJ0TXjUGhC9CIHYv0IUYABqDJy5BpQRJEQkQtjX66dWsFGQEF1U9OulbUt/ZU+a40i6cOfUWprb51/4jwBK7vO4Dv8nNpdHkmtX4RUTw+eSY6ScJwqmdOVdFYQXJBRmYJjx1dx+DecfzxnjkkxUdyvsjLKuW/z3xJZmo+Trubnn1juXbJeK5d0rGORRddnC1ul8xLT61j96aj1FY2EBZpZsy0ATz0+MIOG4WeKUdySnj27e/JOunxVrxu2EVQmNGjHOfHa2xo1vvSiCJPTpnJ41u/41hNS36SimiQOWTP5eZNr/OrIbNY1HN467kaQYdG0ONSbT6vK6Kg9bM4ChN1Po0oW+ajNoPGCJrAC732DAy9hgTTSI5a1uNSmuhmHEpy0OROhVVP1FTzz107qHO0LdZq7TZeObiXITExzE6+MvPMzoWw6BAeeGbpaY8LjwnhyY9/wep/rCM7Nb/DY68YY2buPTN46Illl3oYly1bCvL9bs+rq+XjoxncPmS43/2B0Ih6hkXcdEbnqHIF4JlwTjVkWtCLEii+YaYQ0U6IYMOi+rqh401DEQUJt6KwPGOTlyEDkFpbxE09o/lk5BI2FeQRZTJxXd+Brb2cpg9O5pu048jN+kNSE7Rr9YKiwpGcUp5953teesy37P9scDnd/Ot3H3HiaFvyXsHxclb86ytEQaCmsh5UlWnXDicxuePYeRdd+ENVVfZuPsbR1AJCwkzMvWUcbz63ga8+3Nt6TF21lW8+PYAoCjz6lxvPy/vKisI/3mkzZACsdhfWMhdaA7iM3scHG/VcP7atWGFcfCKf33wHD2z6hC0lOQh6GUnruTernVZeyNzCVfEDCdJ6PLF6yUx38xC/qrsRYhNGyUX7+USLgKEzjRx1YxG1/Tr9uYO1MYyNurvTx7ewOvOIlyHTglOW+TIn+0dpzJwJMYmRPPy853t/4oknAh53xRgzXXhztKSCk9V1jE1OJNxsbPVI+KPO7j98cz5xOzORq29HQEZAQBVUvwaN2ux7UbzyZlREAZJ1FWQ7e2BVW0IxAt2NQ5ka4wlvfVtyjOx637g1QGrNSZ4atYD+kb6VVnNHDiC9sJw1e9Kx2pxIASRF0o4Xk5FbxuDkbmf24f3wzWcHvAyZFmwNdl7681pktyev6LOVO1hw2wSW/eLKE5oDsNQ08tY/vuTowXwUWaHvkASWPDyHhMvYQFu3cjuGmne45cHZ9BpwZVY5Ouwu/vrzVRzcnt1a5vrFe7uw2fzrkuzfmoW1wY45+NxLejcdOM6xAv/3YbTRhMXgxmr3jCMiyMi9s8fSu5u3x1MrSTRKDWiCfG/GEpuFtSfTuK13W1fyqTEPYnXVUGrPaN0WLNhI0ZV58l/azSeq12+noIKCgihGIYb+9Uw+9llj7UB8trSmgY3px5nQpwfBhsCJxl2cnk4ZM3V1dSxfvpyDBw+i0+mYOHEiDzzwAEaj8fQnd3FeKaqp44nPvudAfhEOt0x0sJm5Q/rRNzySIxW+yXcmjYZpPZLOy3urqkxt0zoaHfsRBSOR5sUYtInYKxeB3FZJJqAiqL5aDwAuVUUSQFDb3L0CICNglNyMDTYgGP+HBlcl0Ybe9AmejNC8ympyBzbYnIqvq7l1PILAbxZOZ9HYFL5OzeLjzw9is/tOMC63QmlV/XkxZiqK63w3KgqotBoy4OkJ9OmKbQwe3euK02hxOd38+f4VZLZTzy08UUFOejFPv/cgEdGd64Z+samvtbLl81Ry0ot4auX9dEs8f6HFi8Vb//qafZu9tbVKT9Z4biZB8An1VFc0UF1hOS/GTGWN/zJlgBCDgRcevpaNadloJYmF4wYRE+r/OnApgUtu7bK3kROsjeamns+RXb+FgvrVuJw7idHUYxSdaASPd7VlPlEBtyqj89MFW0FFRkVWqtHY9+HUDaaq8QMUxYpJP5RI842n7Z59pgyN6cZ7HPbaJrhAaxE4UlbCo4dL6BYazILh/Xl0TudCV1340qm/2uLFi+nevTv33HMPqqrywQcfsGvXLj788MMLPb4u2qGqKv/7yTfszStq3VbZYOWdnaksnTycxJBQCuu9xe6u6dOXIbHn/nBWVDu5lT+l3r6pdVt142riNeEE4d0gTgVkZB+DRlYVFNWFDgGn0DzxqOBGoFHVAAIG3VQsipsgXQK9gia0GjIAVycM4j/HtlDS5Kt+mRJ2+hV23/go+sZHkZlewoGjvk3tYsKDGHueWl/06ONHBDCANJPT6Wb7hiOX3JhxOt18/dkBSk7WEBYZxIKbx2AOCvzw27B6j5ch08LJnHLWvLGZn/x2wQUc7blTnFfJmhVb+dnji/zur6tp5IuP99NgsdG7fyyz5g1Dukx0iY7szfW/Q23+zykPxNju4cScY++bFiYN68Xra3fT4EcZOSkuovU+Ox2Dw+PIbKeB1UK4zsi8hMGoqkpe40EqHQV0Nw0kwTSQAaEz6W0eRmb59TjlBhpVLUG4kZq9uwB6BJyqG60qec0/iqrgbq20VGiy/IJ82YSsepJ6sUKtdQ3J0SuQxPOXNH3jwMGsyz7KzqLmOUf1GDKSS2jN9imzNLBi6wFiQoK4bcLZKyD/mOmUMZOTk8PGjRtbf1+4cCE9e/Y87XmVlZXcddddNDQ00NjYyKpVq1i+fDlZWZ5VfEVFBSNHjmTVqlW88cYbrFixArfbzciRI3n55ZfP8iP9cNmbV8TBAt92ASqwP6eIV5dczxuH9pNVXYVJq2VKjyR+Nmqs7wudhtyGA6TVbaTeXUmQFM7g0JmEqLu9DBkAWbWA3ACSH/luQEZBg4Sqqsiqgh0XCALBgoRTUahRwI4GJ6AR4iiUB7OjOg2b7ImN7676mBmx99A32FOuZ9bouKP3GJ7P3IJNbvOs9DRHcH//zjeWXDxrGMdPVlJvbQu/iaLANRMGEGI+P97GafOGsv79XWSmnj4LH8BhD+x1uhiUFtfy18c+5PjRtutrw9qD/PLxhaSM8H+v5x3zvRZbKMr1X9lyuVGc53+cu7Yc48Vn11NZ1paftWHdIZ547laCQy59aazD0cH14mdhP2lOCgbTaRL4O0mPbhHMHN2XtVu9Cw6iwszcMqfzD+IH+k8hrabYK3SsFUQWJ43CpHXwXsFvKWzKREVGg46koBFcn/AbdJpIekX+naK6f2F1pmJRNZiQCRFUzIitLQLcqowGCRkFFbU5tN2GhAtJrfUSkmhw7CSr6rdkO+OxuCowSaEMCp3G4NDpZ/w9taARRV67dhH/3rODXScLKS2sp8lPWoCsqnyTntNlzJwlnTJm5syZw1dffcXcuXMBWL9+PRMnnr6kTKvVsnLlSqKionj22Wd55ZVXePXVV1v3L1u2rPU1H3vsMYqKijAYDKSkpJCbm0ty8pUrdnchOFFejTtAOOV4RTUlVfX886q55/QeGXWb2Vj2EvZ2ipd51lRmBFv8xqA7qmZuDSMJHiVMvaqlEc9qThQFokQQDUsQjfM50VTDsfLXvSTDq52FfFP6Cj1MQ9BLngfI3X0nkhwUzRdF6VicNnoGRbCsz3gSOug8eyozRvdDq9GwZvNhiivrCAs2MX1kH2656vxNIpIk8rvnlvLas+tJ35+Pw+4iJMxEaX6V3+P7+tFOupiseP4bL0MGoKSwhhUvfMO/3viJX9e3OSSw4RfUwb7LCX/jdLtk3nrxOy9DBiA9tYAVL3zLI3+49Fo0yf3jKMr1vZbCosxMv24EB7fnUFVWR2RMKBNmDzrvmkC/u+sq4qND2ZmWR4PNQVJcOLfMHsmIAf57+fmjuzmMFZNv583juzheX4lZo2dO9wHMTRjMhycf52RTW1dqN05yGvfwTemrzO/+KCGGyQyMnUSN5a/YGl9p7cVkQIMGCQEBSRQ9Cyk/1U7gaaeiF8B5ise0wvotR21Jrb/nN6bS4KpifNSZFUS0x6TVcl2vgWzdn4e1wRmgPAJqrb4VW110jk4ZM+np6bzxxhvExcWhqirl5eWEh4eTmJiIVqslN9e/yzMszPOAURSFjIwMxo1rE8QpKytj27ZtvP766wAMGzaMt99+m379+hEWFkaPHj3O9bP94BjfO5EgvY5GP6syWVF5deteZg5IPuuYq6qq7K9d52XIALhUO42uKoL9eNhdasBUO08isKrSpDpxIftEWTS68YSE/RFBNHOi8kmf3icAFnc5B2u/ZEK7iWRaXF+mxfX1OfZMmDw8mcnDL6yxHNUtlN89txS7zYnL4cZg0vGn+9/k0E7vrtNDxvbi2qXnt1x79/Zs1q85QNHJaoJDjYyf1I9bl032q6XjdLjISPPvQTqWXsyJrFL6DPDVuJi3dALffryP2ipvMTODSceMhZe/QqlOr2XqfN/eODs3HyX/hP8E1/RD/r+nvJwK3n97OyeyytDqJFKG9eAnD87CeJ68Iady473TyDpSRHlRbes2SSMy58Yx3P3LuchumcYGO+YgwwXRNhJFgbsXjOPuBeNOf3AHRBmC+PUQ7wazdc5STlqP+D2+wJqGW3GhEbUIgoBJigUpGFTPNWjHTQiaVr0SQRAChnfdqkqTn30q3vk6bpyk1n7FqIgFaMWzT9J9ectuCmrqmt/D/6yZEBFYlLSLjumUMfPBBx8gy/6TtSSp4xvlySefZNWqVWi1Wp566qnW7f/5z3+499570Wo9+icvvfQSs2bNwmazsXLlyla14S7aSI6JZFLfHmxI934YqgAiZJSUkVVeyYBuZ1dJYpVrqbIX+N1XLQt+jZk6BUJEv9ISSIhYmw2ZU9Ho5xAS8TJCs1S4Q2kKOC67HDjh8ErAYNRhMHoeak+8cherX/mezNQCUGHA8B7c8tMZ6PSd1wE6Hbu2ZvHPp9bSUN8cRiv0GCXVVQ08/Ot5PscrioorQP8TWVaw2fyHNLolRnL/H69n1b83tIZrouPDWHj3VEZO7nzJ66Ugslso194+kYlXD/XZZ+1AQt1fx/CS4lr+/LsPKS6sad2We7ycwvwqnn7+9gsixthvSCJPvHIXn63cTnFeFeYQAxNnD2bOTR6RUEkjERp+6VTaz4UGdw0u1X8Fpl2x4lLtaNBit35AU8PT0E41XAWsgpbgdnOO2Kxg5fM+ir/lE1hkX29dnauUwqZ0koPOzkh3ut0cKSprGZBnoKcMKdRg4JZxvtdjF52jUxZDQkIC+/btY/v27UiSxOzZsxk0qHPidI8//jiPP/44K1as4KabbmLPnj2tBktqaioAFouFJUuWsH37dkwmE3PnziUyMpIJE3xl+H/s/On6WWzKysPR/uEjen5EQUASzn4VphUMaEUDTtnX1VngSqCH1oJ4SlfYJlQc0gAMShHQBGgQNAOQjHei2Nfhcm72+16qXAa0rVojdQkUNvmuxgQkEk0/HCFEvUHLnY92rDh6rqz7dH+bIdOOrd9lcuuyyUTHhHhtNxh19BkQx8HdJ3zOSeodw6AhgUNg068bycSrh7JtfSoOu4tpC0ael4qZC8nYmQN5+c1fExzqP/dl6lWDeff1LVSW+Saa9/Xjofr0/d1ehkwLhw7ksfmbdGZeoP5OSf268ehfzz70cbnSzdCbMG0cdS5faYNIfQKG5j5KDtungK+h7VbduA3XoVFKAQWtdiguxY1i/xRVtaCqKg5VpVzxNXAalSByXb6LQQktZulcEqhPqe4UQVXw5GoDg+Jj+OmMsUzt3zkRvy586YSyEDz77LMsXbqUoqIiCgoKWLhwIW+//fZpz6upqWn16AwcOJCmJs/q+5133mHOnDlERXky3vPy8tBqtSQlJRETE8PIkSPJy/MvX/1jJ9xsYnzfHiDh+dHQ+ldM6d6NPjERnX4tp+zi48LN/C3zHf559H1Sa/NINPnvxB2pi/AxZFqoJBRj3BH0sRkYuh3DEL0WbdCNKOZbOLVPUwuKUkL7dpNjIhcSrvWtSEoOGknvoB9GS4oLQXlpHW//dzNvvPgdmUc8VW5FBf7zcix1Tew7JcTVwi3LJhMd623kBAUbWLR0/GkreHR6DbNuGMO8pRMve0MGoN/QHgENGQBzkIHrFo9Bb/D2lsUnRnDL3VN8ji866b9BoqrAN+vTeP2Fb1n30T6czgACR114oRUNDAmdhYj3dacVjIwIu6bVKFDkQAnoNmRtCmLke4iRHyCG/B592J8wdjtEntqDLLdCvqz6+GpCDXOol5biUH29pG41jLUl6VTaa332dQadRmJoQrv5TaB1Dh+YGM2HDy7lqsHnFjr/sdMpz8xrr73G/v37CQ31xPP++Mc/MnnyZO68884Oz8vMzOTXv/41Op0Ol8vVWqH08ssvs3Llytbjhg4dyujRoxk7diwGg4Hu3btz443nR63yh8jPZ07gZHUdedWeG0tFJSzYiClUx+++3sj4HolcN2ggYge5MzbZwR+PvE5aXdvD7fuKg65AaO4AACAASURBVFwfP4pEUx2FTRm0+EHjjP0YExyFrWmz39dSVY/BIoreDzJJOxiEEFDrfc4RxVigbdKI0ieyKOEP7K7+hAp7LhpRR0/TUKbG3HHWOUAnyqp5d0sqBZU1BBsNzB7Wh2tH/3C8PJ++v5v33txGfZ3Hk7bmgz3MnjsUc5D/uL4kCcQl+F9dDh+bzF+ev511H+6hosRCaISZqxcMZ9iYH2cS/uJlU0hMimbzhiNYGxzEJ0awaOl44hJ8FwtB/gy45pzTA7tzObDbk1O4fs0BfvPEQnr3O3ephMuB6gYrb363n6yiSrRaifH9enDbtBFIYqfWyB0yOWYpJk0oR+u3YnVbCNVGMzRsDgND24xJUYpFadcLrg0dkjbF7+sGSJ8BIMx0NbMirqZebuJk02HU5j9ivUvP0XoTVnkT2yrSeGzQbaSEBr4v7C4Xq1IPkVVVTbBOx41DUhgcG8MjsyaSX11LTkWb8RsTauZ/Zky4YH3hfkx0ypiRJKnVkAFPYm+Ll6UjJk+ezK5du3y2t4SXWhBFkRdffLEzQ+kCGBQfy3v33cKq3Ycoqasn01LJserK1pYGH6dn8G3OCZYvmB9wYnm/4FsvQwbApbr5siyNfw9/BEdEHhX2fCJ08QwKnYbDnUeW7X0UtcHntcz6YchyLU1NH4LqwGhahEaTiChGo4oJuNzpnkVIq2aMgM4438dIiTUmc33Cr8/16wEg/WQZv3lrPcXV9a0Plq1HTpBfXstD8yedl/e4lBSdrGbVG1tpbBdOcjrcfLX2IKPG9yYX3wTW/gO7M3xUUsDX7NUnlkd+f+krdS4XJkwbwIRp/pu7qqrKvl0nyMkuITzCjFYrBcw7aiEvp4JXl2/k2Rc7XgReCVTUNbDs/1ZTUtPg8TKIsONoPkcLK3j6znOrqGxhZMR8RkbMD7hfZ7gOh2MfMm4EQNMcypG0w3E4duFwHsRsXoIotnkczbqhON2+Xn+d1JNw07WIopElPf9Kdv1u3sp/lyJbE+X2ENTmdN0yRw3v5n/D08N+6ndMVVYrP12zlrTSNv2cz44e5ZdTJnPb8GG8d+8tvLMrlaJaC+FmI0vHDqd7eIjf1+rizOiUMTNv3jwWLlzIXXfdhSAIvPvuu0ye3Hldjy7OP2EmIw/NnMCO/AI++/QobtV7zfF19nE+SDvMbSP892Q6Vu8/0bdJtrOlKo27es1jQEjb39io7UN00O2UN7xB+zi1WTeKEE0UlRWzUBTPDdzY+Co63USc7gzcsmficAOSKmOQeqE3XYcx6OFz+PSnZ+X3+ymuqqclMibgEeBduXE/C0YPomfs+REQu1Rs+PyQlyHTgqqCTqdh9tyhbP42A3e7B2xpSS1ff36Iudd16VicC40NNp76wyccPpiPu7mVQGRUEG63gqWuCVRPtY/iJycjI62I4sJqul+BqsMtHM4r5dFX1lLbaGvLZVUACb49nM2i7MGM7Xdhq1FV1U2Tc0+z0IPne3YjoBNicLoyUJ27AbA2vkZwyC8xm5cAEBfy/7A5j2J3Z7e+ligEExtyH6LoSfwVBAG9lMTBWh0KviGnY/UFNLiaCNb6hiqX79jlZcgA1NsdvLpnL9cPGkiwQc+DM7oazV4IOp0zM2fOHN555x3efPNNRo0axSuvvHKhx9ZFJ/g25wRO2b+Owu5CX5XbFjoK3QRqEtk9/HckR71EhOkmQo3ziQ/9DUnhf8Ha8EKrIQOgqDU0Ob5oNWRakAHJvARzyG8vuGR3VnElgtKs7t68TQDcboXfr/zqgr73xaCj/Au3W2b0+N5ebRMAamusrHj5O8pKzy7u34WHl/+9kYN7c1sNGYDqqkYSkyJ56Ndzefg38wIK1Lmcbpqsl1Yg8VxQFJV/fLSJ2sa2IgEBEFVAAadbYecx/wul80l9w79psq2hfd6dioJDKUVpF9ZWlBIa6p/G7fbkkxl0yfSNWU1s8IOEGecRaV5C7+g3iQ729pYJghhwHhQEIeC+Q6W+ScsAJfUNfJaReSYfsYszpEPPzMMPP8wLL7yARqPhwQcf5MEHH7xY4+rifNBBgHhQSC8O1mb7bDdLBmbGBi4/DDPNIczUJsBlsfwFVfV+OHYUl3bYt2HRXUOpdReVzmJcqhODFMqA0OuJ0J+/TH6hg4EUVdZhc7ow6s5fOfTFZsToXqz7cC+y7Pshe/frxs6tWah+Pr+ltomv1qZy9wMzL8Iof3i4XDKH/bRwAMjKLOWRx66lZ69oNm/M4Eiq70O9V58Ykv21urhC2JGZR0aBbw84AEEBVQLteWj54FbsZNR9Qo0jB1QI1YaSYJ5MtHEUgiBgd2wJeO6pGi6KUkWT9V1CQh8DQKuJpHv4bzt8/x6mGPqH9CCzPt9n38CQngRp/YtC+rvnOrOvi3OnQ2Nmw4YNF2sclyXH0wr4YsVWygoqCY0KZsZNY5lwja/I1qVkenIv3k877FcZeExCYDXOJT1mcbQ+nwO1bQ0idYKWGxKmkWjqvE6Nqp4+d6o99c5M0gqXYVFAaVetkNvwPROiH6Z3SJuAlqIqfF1yhL3VeUiCwMzYgUyK6Zx+Sb/4aE6W+Gn2CMiyit3pvmKMGVVVOXakkIoSCyMm9CYk1MS4yX2ZNGMgW7/1Xu31H9ydm2+fwN8fXxPw9WxNV65n4FLjcroD6u64nG5qqhvp2SuaG5eO42R+FZZaa+t+k0nHkGGJ7N+RzaiJfS+ImN2FpqKuscPFSniQkRsmBC5FdysyawtTOVxXiF7UcE33IYyMSPI6xu62sLHkMSradcgGlaN1H5BoSmF49B9QFCtngqqe2fGCIHBH0tU8l7WaSkfbPNLdGMWypMAd7ofFxXKs0rdFRlxwMAsHDzyjMVwoinMrWPPytxTllGEOMTFx/nBmLb7yQ18dGjMWi4UVK1b43afVarnjjjsuyKAuBw5tPcY/H3qT6tI2rYm93xzhrt9fz8KfzrqEI/Nmaq8kbkwZxEeH071Eu2f1TmbJ8MACTDpJy1ND7uPrsj0crS9AL2iYFjOCYeF9zuj9ddoRNLHy9Ac2U++20qgEo5xy6dnlWg7VrKJX8AxEQYNbkflt6od8W9b2sF5XmMrNPcfym8G+wm+n8r+LZ7P9cB52P+GY3vGRhJkv/xJigIITFfznb19wNO0kbpdMZEwIM+cP5Z5H5vC7P99A/4HxpO7PQ3Yr9BkQxy13TiIo2EjPXtHs3XHc004YmmMBIoIAg4de2tYJVzIGo5awMDP1NVafDtXxCREMbtbkmThtAKFhZtavOUBlmQWHw0VNmYUv3tvNF+/tJqlPLEvum8a0ay6MBs2FYvrQPry8fhfV9b6LGK1G5MFrJhAX7r9LtkN28ej+99hV1VZ4sK4olWW9J/Ozfm2ewoM1b55iyAAI2FWJ8qYDpFY+xWBDf9zuo50ctYhOd+byDqMjBrB8xM/5rHg7tc4GYvRhLEyYSpguKOA5D0+cQEZ5BenlbQn4QTotPxk9imD92asHny9yM4v4612vUtKuJ9meb45QdLycZX+4/hKO7Nzp0Jix2+1s374d1Y9/TKfT/aCNmU9e+sbLkAFwNDn54s0tzFs2FZ3h8ljVC4LAU3OuYlLPnmzOzcOtKoxNSOCmISmtDdcCoRElro2fyLXxp++zFQij6Uaamj7F6dzauk1EQBFCUFXv78+uSJS6gnAHSNWqdeZS0nSQBPNYPj65z8uQAXCpMh+f3MesboMYFZnU4bhCzQYenD+B59ftwN0upyjYqOOWqcMueM7O+UBRFP7viTUcO9zWJb26op5P3t5BRFQwi26fyM13eH6OpBbwzbpU/vXkGmLjwohLCEcrCq15HSqAIjNqcj+mzPzhlKdfTCrKLDzzv59QeKIcQW2JYnpUz0RRQC8JfL32APNvHIMkiQwelsjgYYnkZpXy2/vfor6uzQDIzynn5WfXkzwgjsSk03eYvlyIDDFx7diBrPruIHK754JJr+VPt83m6lH+q78AVpzY5mXIANgVF+/l7WRu3FCSgj3fQ6XNv5GiIuJES7U9Faf5UURxP4pS5HWMKIQhnDLv6PUzMBgDV0V1RLQhnPt6d777e7fgYFbdupiVBw5yvKqaYL2eRYMHMbK7r9jipeCj5zd4GTIAskvm63e3c9190wmPuXLbKXRozMTGxgb0zPyQcbtkThzxnzxbfKKCQ9uOMfaqy2dFJQgC8wb0Z96A/pfgvSUio96kvv5fOJ17QZXRaodhDnqIJtuH2B3bsLnyqHXVUiqbsaNBwFewqt0rArCv2r9oolNx811ZxmmNGYA7Zo8mMjSIr/cfo8piJS4imIUTU5iScmVop+zadIysI0U+2xVZZdemYyy63WOEfv3ZAV7790YaG9qqmySNiNwuQbUlh2jw4IQuTYuz5KVn15PeLg+m9VtUQZVV8nMqePGZLzlyIJ/fPX1za3+grz894GXItFBXbeXLj/byUz8tJi5nHlk4hfjIUDal5VDf5CAxOpRbpg5nRJ/uHZ53qMZ/X6sGt4MvS9J4sH+zx/u0l6dKrnUbY6NX0ND4X1yu44hiMAbDLIyGeVgbX8TlOoIg6NDpxhMc8v8QhHPXvuksQTod/zPh8gzb5AZ4rtVVNrB17QGuv+/KzaXr0JiJiOi8muyVgLXexpdvbsZqaSJlUj9GzUzxu0IXJQGdwX81gqQRCQq9vDsCV1qtCIJAlCmwyun5RBCMhIb+r8/2UO2jhKiPsLV4MRZ3Fm48YQ4NCk588wUidL2JN40EOk4i9ucpDMS8MQOYNybwavFyprSwJmDSoKXOkwPgcrn5eNVOL0MG8DJk2nNoXy633TftvI7zx0BdTWPAxN9T2fZdJpO+yWB6cxuDekvgTsj+jJzLHUEQWDx1GIunnmn+YOD7Vml3occYBlNp9638EVDQ4QJUbK5CNNoBREa84HNcWPgzZzius8Mpy1RarUQYjRi1l4en/nQEeq4BBIV4Py9UVWX/d0fI2HUcc4iJeXdPx+yny/zlQofGzO7duy/WOC44O9en8upj71F+0iP1rlkuMWbOUH6/8kG0Ou+vQRRFUsb3aT22PX2HJzFwTO+LMubO4HS7+eDAEbLKK7E4HRQ3Wcix1CIKAsPj4nh0wgRGxJ+Zi1NVVXZUfU9m/SEcioN4QyKzY68lVNexNkuTqwSL4zAhuv6YdZ7KJBUZh7sGQQBRVVAQMQhO3KrolQBslCIYHrEMsbm31IjwHnxf5juhaQWJabFXpnFypqSMSkJv0OKwu3z2tSjRHtqbS2Ge//YF/rBZAzdR7CIwDfU2mjr53akqpO7NbTVmAqkuA8RfwXozZ0pKWCJ7qnN9tps1eq7p3ubpHhlxN1X2Y5Tb2/dqUzEITiQRBFTcagNupQm7uwyrK58Iw2j0mo6/S7fi5vuK9ZxozEJRFXqaenNVtwXopTPLn1NVled27OCr7GyK6uuJNBiJ1QfRLyKSbiHB3D5mOFFBl2eTz5QJfck57OshS+zXjamLRrf+7nS4ePqul9i38UirVtX6NzbxwN+XMH7e5alT9aNoTe20u1jxpw+9jBO3S2bX+lRWPb2Wux/3bZ1w75M3UlZQRcaethhvQp9Y7n3ihssm36LOZuNnH6zjYFFbjxIVFUULqg62FxRQWFfHJ0uXEm7svEX9UeFbbK/6rjUYlN2QQXZDBj/t/Ssi9G3x/Rp7Bnn1n2B3l9HkKkBRKoFGJMFMpHECKVF/RSsFY9LG43BUIgmAqqARVYKVJpzoCdL2J8Y0hkGhCwnVtyWm3po0jr1VuWyrbCduhcCChOGMi7p8jMkLyYAhCYyZ3Jftp1QsBYcamd/cHVmn0yIInS/77Nnn7Dqq/9iJT4igZ59Y8o/7L0s+FUlqC2ssun0CO77L5GSud65CUt9YFt7+42mme2+fqaTVnmR/TVsIWStI3NRjDH2C28rV9Zpg5ib8H+m1q8moeQ1FdaAX3GhEBREFETBoYkir+DV19v3Iqh2EYEQxkiBtb8L0A+kbtgyt1GZQKKrCG7n/Jr2+TX3+WMMRTliz+Fmf36ATA3ssTmX5rl28vHevZ3aUobLRSpXaREaRJ+n3i/Rj/G3BHMYmXX6J9st+fz1FOWUc3JyJ0izrEJMYyd1/XOS1qH/nb5+xa/0hr3PL8it5/U8fMXJWCjr95eeJ+lEYM9+t3knR8TK/+9K2+k82C4sK5pm1v2DLp/vIyywmPDaEeXdODSiGdSl4fvMuL0MGPIJ3okvFrQUEKLBYWJmayqMTO5fkW2w7yd6a7T5ZLSX2Qr4t/5zFPe72HNe4iUNVT+GQ23cLVtEj4MJGfuNW8q1XY5C6E6rrgYAeFQeSABIqWkmlb9A1DI950u84tKKG50YvZc3J/aTWFiAJElOi+zEn3n9o8IfKb/52ExHRG0jdnYu10U6P5Giuu3UcY6Z4StSHjOpJnwHxHD8aqOleG926h3HDbWef7P1jRtJIzL9hFK8v/8avp6w9Wp3ExBltZbghYWb+8M9befeVTRw7UggCDBySyJ3/Mwtz0JVRVXc+MGp0vDj2DlYX7CWzrhidpGVWt4F+Pa0aUc/wyDvRqKXk1b8LgKyCjIgbEYurjEZnDlpBxqFKyKoDlFIa3aWU2bZTYdvLxLj/oJM8lUcHand5GTIt5DQeZVvFRmZ1u7ZTn0FWFL7KzkahuUDQCYLqPR8V1tXzwtbdvHMZGjMGk44/v/8QO788xLH9eQSFGpl/9zSCTmm8enjbMb/nF2WXsmn1Lq6+c+rFGO4Z8aMwZqwdxKWd9sCaG5IkMvPmcRdiSGeEw+Vmw8EsZFnl6lH9MOk9BtWhIl+1SUVQUdrZWyr41T0IxOG6AzgUX5l8gCKbJ/lRVVWOW1aeYsgACNjRNIePBFAdNLpzaXDlYpS6EaoNocldjE4MJ9Y0mYGRj3Y4Fq0osThpHIuTLv3f4FKh02t58LeeiVZRlNak0hZEUWTZgzN5/m+fU9Gu+q7PgDiGj+1FVkYJNquDpD4x3HDbxB9Mk8NLwXWLxxESZuK79WnUVDUSGR2Mw+Ei/WBBa9WYVqdhwU1jGD3BW+KgZ+8Yfv+PW1rzvX5MBnl79JKWO5M73xttcOSvURE4YfkYF25asoNdqhMXWtyqgIrIqVnDNY40jlveZnCER+g1pyFwGXdB04lOjWVLfh7/3befnFrPvKeqzW0c/HCoqJTiunrKqxrILq5kRO94+idcHl5RQRCYNH8Ek+YHDhc5bIFDqtb6wDlgl5IfhTEz+fpRrH7uCxpqfY2aXimXxnpWFJWP1+1nX2o+DqdMn17RLLlhLNFR3hoNX+zN5LWv91BQ4RFuen3DHm6bMZKl00egnOI9UVCRDXBqbu2+kmJqbbZOhZq0YuBLQiN4XIs2uYI6u6/lrgKKKrXqbrQgCGCVy4g1XcXE+PuRBMM5VRfYXC5e3rmXtBKPMTcsPo6fTRx7xSThnS2nGjItjJnYl+ffvp91q/dSX9dEQs9I5t84+rJ0BV/pTJ8zhOlz2vI7VFXlwO4T7NmWjSDA5FmDGDoyKeD5P0QjptJq5b+79nG0vBKdRmJiUg/uHjPyvHTPFgSRGmcddlVG8vnuBNxoEFvbQHpT206rRiMGvhck4fT3yb7iIn69YQNVLQ2Wm/ukKAYQ7apPewPFLfOHN78is6Acp1vGqNcyaWBP/nLnNV5inS6XzAef7uVQeiGyrNC/Tzduu3k8If46sV9EklN6kJ9R7LM9OCKIydeP9nPGpedHYcx0S4ph1pJJrHv1O5R2miPxyTHc/Mj56fB6pvx9+Vds+L7tZktLL+TQkUKeefzGVoOmoLyGf3261asPSnF1PS9+sYOBiTEMje/G0bI2r4uqxceQAai123kz9SC/mHj6FdGEiBlsrtiIxXWq1wUEQSXdcoA+5l6IghZF7XwyqQiU2nagETv2xpwOpyzz04/XsqugrcRwZ0EhaSWlvLZ4ETpJIruwgtWb0iitricsyMi88QOZPOT8tUq4HAmPCGLZz67cssorFUEQGD2hj48n5odEXmkN73+fSlFFHSFmA3PG9GfmCM/nrbY2ce/qNWRWtM1D2/IKyCir4Lnr5p6z8eaQLZTZ9ndQre0RevC3v9pRxeaK9YyPnMHo8InsrtqMU3WecrbIkNCRpx3HqrS0NkOmPZKnhYNwSsP0cIeeQxVtoV+bw8W3h3IIMW/hT0tmA54F7ePPrGXHnjbPUOqRQg5nFvHPP9+M2XTpRPZufnQux/afoOREm/ifKIlctXQiMZdp0vqPwpgB+OnTS+jRP57dXx6iqcFGj/7x3PDQ1ST0vfhu97SMQjZty/LZfiK/kg/W7OPh5lr/T3akexkyLVjtLtbtzuTBBeM5UlJOZpnnglM7WAgV1PmX9j8VszaIa+Nu4vOS1dS728IWAgonGtPJs2bSJ2ggg40pVNt9q9181yhtuAKEr86ED1IPexkyLewsKOTDQ0fob47gTys2UFHX2Lpv25FcHl40mcUz/HcQ76KLLvyTnlfK7177kpKqtuaNWw/ncv/88dw1dwyv7dnvZci0sCHrODvzBzOpV89zen+HbMGp1KMNMKm0Jr772Z/VVEep5R22Vn7FvLhbmN1tAd+Xf4ld8cypOkHH+MjpjAg/fRi70GLxv0PwGDO0M2Yi9QZctf7zqnYfK8DpcqPTati84xg79/qGuDKzSvlo7QHuWnLp8tt6DU7kydWP8umLGyjMKsUcYmTcvBHMXXb55cq08KMxZgRBYN7d05l39/RLPRT2HczH6fLf9Tgnr80Srrf5PvxVQBUgvaiMsup63rnzJt7afZDjlTVk1VeRban2+7oRZ1DNND5qGgNChrKzahN7ajZR56xsVW1XUTjemEGoNIhYXR/qnW3VXm5FxImE4dRlCiCrAhH6c69COlLqP5EbIK2klD25eV6GDECT3cXqTYdYODkFnfZHc8l30cU5s/Lr/V6GDIDD6ebjLWncPGMYx/wYMgAuRWF7XsE5GzNB2nhCdcnUOXIwSv7nFRUtGkFGbW7ooqhQ5Q6m1BUGQK2rii9K3+eX/Z5mRNhY9tXsRFEVhoePoae5c3NSRyH6hyePo6LSytGT5UQGmVgwdAB/emuj32Mbmuw0OVzotBoOZxQHrEI8fqJzVXMXksR+cTyy/K5LPYxO0zWzXwJ0usBfu77dvt5x3u48BTx/MQGyyqu495VPGN+3B0/fdg3BRgO5NTXc8uFqqm3e3pwIo5Fbh5yZYnGYLpzRERPYVLkGFQG77Enq1YgyOlEhx1rOjQNWcLLhM040bKLSlkGlEoKsisRqLRgFV2vJsKwKSGIY/UN9S+DPFH0HeTEaUSKrsMLvvvyyWg5kFzFhcNI5j6GLLn4sHAtwP5XWNLDpYA4GTQdz2XlYONhkG3YSKXHXEIsFk+hEbDev2FQdwdokZsX/mYKGL0iz7OSY1U6lKwQRFb0kIwhgcdWwu/o7rup2Awu6Lz7jcczv14/tBQW4TmnoOyAqClulk20Hcqmz2sgBqqoaiQwxUu0nUbZHTDihzX3hdLrAjUY7ekZ04Z+Lp/HcRSsLrh5KZLh/UaXRw9tWMjdPHkZKzzb9BUQ8Fo0MuMFpl9makcff12wGIDkigsdnzKBfZJsR1C8ykv+dNp3+UdFnNEZZlfm2bC+lNh0WtxG7oseu6Gh0G2h06bArdlREZLEXRxrrqJHNOFUtMhIlrnBKXaFUucyUOEPJcSQRYVpKYtCUMxqDP2b3SUbjJw6v10jMHdgPrcb/BCGJAkHGS9/orYsuriR0Ae4ngBCznl7hYX73RRiNLB529i1fLK5a3sr7F88c+znZjemoiJS5wylxhVHlMlPuCqHUHYqChEYMI0Tfh+igW9lZF0mhIxq7oqdJMVDjNFPjMKCo4FDOXjDyhkGDeWjcOLoHe/IZNYLAyPh4rorsxftbDlFXbwM34IYTxTXYVZlTu4botRoWTWiTlrhm5mC/eTGiKDBhzJXRcuVyosv8uwSEh5n5yR2TeeOd7VTXemTpdVoNM6b056br2jLFDToN/77/ev7zxQ62ZuRSfUr+jKoCCuw5XkiTw4VJr+Xa/gO4pm8/tuXnowJTevZEKwWekPxRYqvk2WPvcLwhl3A9eAekBZyqBkkIwyCZSK/bhEt1onhVBAg0qQaaml2obtXJlurt9DCPoV/I2U9wDXY7/92+D7dbpX01pl6SuHfsKKYmJ7GxT3e+2utbaTU4qRspvbrKkrvo4kwY0ac7+WW1Ptv7J0aT01TH6v1HPIurdvdjhNHIo1MnEB/iv3v26VBVlfcKnueENRO94ETStMVi7Koeu+oxACRk3KoLu+JZGL5f8CFW+ZQEXwEcso6CRjP6uFjOhYfHT+DukaPYlp9PlNnM6Ph4fvKfj1DlU1J2VGiwOpkxLBlLvZ3qeitxESEsGDeIBePamrwmJ8Ww7NbxvPvRXiwNnrndaNQyb/YQrpre1Qz2TOkyZi4R868aysQxvfli42EcDjfjRiUzZJBvozaXW+b60YNILyz3MWYEPAZNTb2Vv639nrAgI4tGDaZ3bCQzks/esn/1xKdkNRRgktwe1V4fBOpcMlkN2TTInolOViWflUgLTlmkyC7w16NvEqXrRv+QXtzWYz5m7Zn1jnp+yy4OFJZ4HFQKrX7FIK2WO0Z5NBMeuWkKxVUWDue2afD0jA3n5zdO+UGWxXbRxYXk5zdO4WRFLQey28p0u0eFsmzeGJ7augWr0+VzP85K7sWSEZ3v2+RS3Hx48ivSLNk4FCfhWgM1zmx0Usc92hSg2BFGvt2KNfdtjjb4F3rTijL1qp4NZUeYHTvjrOeBCksDH+w+TL3NQf/4aIZ360ZBRa3fggcBsNldvPWLWzp8zVsWjWXapP589W06sqwwdWI/+vU+N6Prx0qXMXORqLfYeHflNo5lesr1Bg5O4I57JnPHYv9y5jX1Vp5+81v2Hy2k0e7EHeL/o17AOgAAIABJREFUBhQAl6Ky5kAmCPDJ3nR+Nmscd04ZdVbjrHXWk27JbX3tQFhcDfz92HISjUb0LcnBqo/EDC5Z4ERTDA5FBzipc50kx3qSPGsRf055uENdmxZUVeXlnXv4MDW9dZsIzUlEUNtk57PDmfxkwmiiw4J47deL+WJXJrkl1USHmblx6lBMHTRY66KLLvwTYjbw8i9u4us9x8guqiQsyMhN04bx8eF0Khqtrce1vx8PFfqKeXbEc1lvsbO6TTo/H9AKwcQZLSBpkRUnkuhr1jS6DeTZogAXhfatSKg+8w80K/UKcKw+n+yGAvqHJJ3R+AA2HMnm759vpqK+7TOvO5hJR7PkgaOF/Gr5Wn67bDZRYf7TCsrLLax+Zwc52eVoNBKSTSYpMbIrZ+Ys6PrGLgJ2u4s/PraazPS21U1mejFZx0p45v+W+r1wn3xtA7uO5Lf+rsgq/twkKqA0CzgB1NsdvLZ5H1el9CMu/MzdvDbZgV32xJadioRJdfmdIFTApbrIb3KTZAzBIFk8LRDaGTSqCkW28GZDxpvM+hNsLNvB/PjTd3D+v607eWX7XlA6NrBa0EgiCyendOLILrro4nRIosj8CYOY326b0kEzsII6C7lVNSRHRZz2tQ/XZbGvJt1nu0vVUOc0EWtspEnRYRIcXtOfWxEosEXQPu1Txf/84FZEZFUAFGqdjX6O6BinW+bFjbu8DBmAg/kldDcGBTxPdalsTT2B0+3m+V/6Fj/UVDfyp8c+JDenLck6/XAhuTnl/PmZxV2e5DOkKwH4IrD2k/1ehkwL6WmFfLnuoO/2nFIOHGvTUhEA0X8lN6oAnGIr1FhtfHYww+/xpyPWEEkvs6fLtkvVYJcln/JBRW1z/yqoBOmG0t04EK1gRCcE4VYM2GQN9bKBRiWwkmVuY9Fpx+Nwu/kiI6tDQybKbOL6IQMD7O2iiy7ON5N79Qh4PzplhbcPHAqw15sjluO4VP+Tm1Px5Po5VR31bhMO2YBOjECDiUpHOIrXWlxAwbfhqqJCk+xpVBdniGR4eL9Ojas9G9OPc6LSV0QUQJUEdFo/OYmyitgsNXPwWBFHcnx7p338wR4vQ6aFPbtz2L7VV4esi47pMmYuAic66LSbfcxXNyXrZAVOl7emgsYBgrNN6VKnEQky61ECFOi4ZF9Nhs4gCSIL4qdgkjxGSKNbh03WICueiUFWW7zJbZdOqDaWZb3+wYP9Xufn/VfyQJ8XSTJPQiOGounAl2KUTl9dVGypp7DWEvBVJODq5D7kFlWf9WfuoosuOuZkZS3b0/OwWD15e59nZHeYz1JUF0Bk7hSCNIHz5kK1IZjEIEQkuhl6c3Xcz/jlgFU80v8d+of6E28TPYWesoBLFrG5NdQ5DTgULTpByzXdJmKQzjzcbHcGbiyqNUg8NH+itxdcVtHYoSUy5nTJZJ/01ePJy/Vf9q4qnoVuF2dGV5jpImA0BtZGMfrpwj2yfwJmgxZru+68AqCzw4D4GBbMTKF3XBTfHsth5TZfz45Jp2V2St+zHu/VcRMI14WwsWwPR2qLKG5sQBQUooxNGLW+q6gBwX0RBIEgTTgA0ZKRe5Ifo9Fdz8GaDJ7O+ASbrKLXyBg0nvPNkomrYv3nC7Un2mzGIEk4FV9DRbRDqEPL5xuP8NmGw/SOi2TprBEsmnT2FVNddNFFGzUNTfxl1Tfsy/JUTEaHmpk1oi+FYgfhGgHCTZ0T6bwqdiIf5m+m2GZFI8qYtG6PQCcCC7tfx/SYkdjkJsJ1UYjN/dx0kpGhoUPYWb0P8OTl1dhNyIqIXuPGpHGSZE6mmzGOMls1YTozU6NHMj3m7PIIrxnaj5e/20OZpcFnX0r3WJbNHM3Nk4Zy21PvcrK0FtHt7UU2G7SM6Odb3GE0BjasDB08M7rwT5dn5iIwY/Yg9H6a/hmNWmZd7Zvb0at7JBOH+VYj6XUabp4xjJsnD2Nk7+7cP30sQxO9y40lQWDhqEEMij+3Dq2jIwZid4aSY5FpcBqwOEzk1kVQbvVOZBsZNoyp0f5ltxucMitPZFLWZKTOYaLcGkS51UyYFMYdSQvoGeR7g59KsEFPD39aFjLoLOCwupCbfcsnSqv59yfbOHD89OGrLrro4vQ8+fZGthzOpcnhWVhVWqx8sPkQFYWBPS86SWTRkNOXFrsUN08cXktOvUSdw0SVLYiyxmBE1cS8uKnMjZuCSRNEpD6m1ZBpYVLUOIaEDKbBoeNEXSSVTcHU2M2UNoZS2BDGwJC+/GbAHTw34lH+NPi+szZkAIIMem6bNNynkW2vqHDum+lphWDS67jn6jGYRF9f9IShvUhOiPJ53QmT+yL5yYMMCzcx/7rT94vqwpsL6pmprKzkrrvuoqGhgcbGRlatWsXy5cvJyvLEAysqKhg5ciSrVq2irKyM++67j+rqahRF4dtvvyUoKHBy1ZXE8FG9WLrs/7N333FV1/sDx19nsTeIIoIMFUVw73DnzJmmldmwsvFr3ca91a1Mb3XTut32sOWqvGWuNHPk3gsBBQQVB0tAZI8zf3+QKJ5zVBQ8HHk/Hw8eD8/n8x1vEL7nfT6zD0t/3kthQVUzrZe3C5Pu6U1k+xYWz3nj4WG4uziy9/ApCksraNHUizF9oxjd92Ly4+XqzNxp45m/PZakjBycHFT0axvGmM43Pn5k6ekD/JZRs9/bhJK8Mldc1Fp8nTSMaDaAMc1H8nnKOnblplCkL6elix8TgnsxsFl73j6yigP5Jy+5goIKvQOBTtGMCLj2BfQ+nTiKsXMXUam/2DqjLgMLq5tTXF7Jyp1H6Nra8s9VCHFtjmXksT/FcndHRZEOd1dHiitqLkSnVCp4sm9P+oQEX/X6HydvYF3WpYN/FWiNapwJYmzAEGYmLCG+4DRGk5H2ni14OHwQYe5V05aVCiXPR/wfa868g95Ys7VYa9BwssjKIMPrNK1fN1o39WX1oWSKyysJ9vPi/pguBHh5VB8zOiYKnc7Ayq2HOXO2alPOnlEtee4ey5Mcbh8WzYljOfyx6hAlJVU/Rz9/dx54uD/+TT0sniOsq9dkRqPRMH/+fPz8/JgzZw5ffvklX331VXX9Aw88wIgRVbtWP/HEE4wZM4ZHH320PkOymXvvj2HoiI5sWJuAAhgysgM+PtaTNUcHNS8/cDs6vYHySh3uLo4WR7e7Ozvx1JCrd9fU1q7cYxbLTSgJcOzAR10fwknlyJvxv/B7Zmx1/dmKQpKKMsivLObAuZMWr3Ew/zSVBh2OqmtrSg319eH9cSP4YNMO0s5VrWvjpXGgHK3F4wssbM5pC4m7U4ndnIibtyvDpvbFyYa74IqGyaA3sOnn3WSfyiUsOpjed3RuMLNYjmXmUa61nBRUVOh4aXQM3+8+SFp+1d9koKcHzw+6jVFRba/p+rutPGOOFmXzxN7vSK/Iqy7LLD9PSnEWX/R4FD9H97/OP0GBlfjiztd962zfiFD6RoRe8Zg7B3Zk/IAOFJdV4uyosboiOVTtF/jYU7dzx5jObN2chIODmuF3dMTN/dr30RMX1Wsy4+VV1T1gNBo5cuQIPXte3J00Ozubbdu28c0336DVatm+fTu//PJLfYZjc35N3Ln7vtrthKpRq674B1Ff9Caj1bpQ1xY4qRw5VZrL1rOJZvXF+gp+yzhIucFyslGqr6CiFskMwNB2rRkUEc6W1DQqDXryMov58NdtFo8N8L2+lUfrikFvYM70uexcFYvur3FPK75Yz+Oz76XHsGtfTEzc2k4lZfD+49+QGnsSAKVKSfRtbXh1wZN4+tj2dxigU3ggXq5OFJSab3jb3NeTyV07ML5jJBtTTqBRqejfOhS18tpHLpQYzK8LYMDEqbI8VJdd6lRpHj+d3MHTEcMBrD5fAPRGAyaTySaJoUKhwMPV+izOy7UI9uXe+2PqMaLGod7HzMycOZOIiAj27dvH6NGjq8s//fRTHnnkETQaDbm5uahUKu6991769evHtGnTqKiw/Isubo72npbHs6hQcluTqsHFe/OOUWKwvN9JgbaUIBdfi3Uhbv54aGr/6UOtVDI4IpyRkRF0CAnA38u8ZSvAx527B3au9bXr0k9zfmPLkr3ViQxA5okc5v7zf2grrc+MEI3Ll//4sTqRATAajMRtTearlxfbLqhLNPNxp38H87F7DhoVo3tXjYlxUKsZHtmGwRHhtUpkAMJcLY/rc7Qw7uSC9LJz1f/u1zSCIBfLa9lEegU2mBYucXPUezIzY8YMUlNTefHFF5k4cSIA5eXlzJ8/n+nTpwPg6OiIs7MzCxYsYOvWrWi1WpYsWVLfoTU6O0+c4rklq5j07U88sXgFa45YX8vg/vDb6OoTAlSt3VBRrqa0xAFPkz9abdWvTZCLHyorv0IuKmf6N2mLRqG6rNyBu4K7WXzQGE0mNh49zg/7DpFlYeYAQKVOz9+/+I2nP/iVnNxiFEYTaqUSL1cnYqJCeeuhEYQ0vfpiXfXp4GbLa/ykp2Tx5+KdNzka0RCdPprJ4d0pFusStic3iKS3QqujqKiianmFvxaXcnHQ8NDQ7twZYz5jcP+pDBbtjSU52/KU48vdHdITr8u2NFEArdz9sZYXlWp1vLRzNU9tXc73SfuZGNwDl8umW7dw8WZaq5pj8vadyuD5X39n0rc/8dhPy1keZ96iLOxbvXYz5efn4+npiUqlol27dpSVlQGwcOFChg4dip9f1QhvPz8/lEolpaWlODk5YTAYcHe3fTPrreSPxBRmrPqTgktavHamneZscSkP9jIfOe+k0vBZz6l8fXQL844kUFRR1aSbVlDME1uXM719T17o2Jdor2AOFZysPk+nU1JS4sS+vHL2nkwg2McXLxcFCqWJAGcvxgd1YXBAe7P7JWRmM+v3jSRknsUEfLJlFyMiI3hjRM29VD7+ZSsbD6QCf2XiBjAYDLRu6cvH/zeuTn5WN6qi1PruvMX5pVbrRONRmFeMrsLyeI/y0kp0FTocLMyAvJk++nkrWw4dBy5MNTZRrtcSn1JzAdCc4hJeXrGWfafS0RqMOGvU9A0PYc744WYzgC51m38bOri2Zue5o1SaKlEr1LRxa87bHcby5P5vyNPW/ECjRs2fJ7Mo11atzbXqVDJd/AJ5M3o8W3OTKdSVE+jizX0hfQhyu/iBZuuxNF5evo5zf73/QNUHu6zCYp7o1xNxa6jXlpnExERiYmLo378/L7zwAl988QUAX3zxBc8++2yNY//9738zePBgBgwYgI+PT40uKXFjTCYTC/bG1khkACp0ev53MAGtlcXmnFUOFJeryK+o2TetNRpYkHyAk8Xn+WfUeLr4hKJRVK0UXFrsik6nQWc0ojcZOXGujLQcI6+2u5NPe0y1mMgYjEbeXL2R+L8SGajab+mn/XF8u3N/je9jT+Ips/MVQPyJTBLTzBcgtIWQSMszqVw9nOk9yrZdYKJhiOgWRotWljcUDI1sgatn7TZhrWtGo4k9SRf/1hSXfMWmZpBy5mLry5ur/2THidNoDVXj7Mp1etYlH+Pfazdf8R7/ObSNlcePk1egprjQlfMFjuxJP8dnCft4IXIUYW4Xu6ECnLyoKHOiXFuzRfdgXgZ7s8/ydueJfNpjKq9EjaqRyADM232wRiIDVasULzl0mFKt9XE3wr7UazITExPDrl272LJlCzt37iQmpmqQU2xsLB06dKhx7KRJkzh06BCbN2/ms88+Q1nL/ldhXVFFJak55yzWncjL53Cm9SQgPu+yTeOMgB6KKitZmZZIS7cmfNH9ET7r8TAxnt3Q6s3/385XlvNTqvXlzdcmpXI4y3yVZBOwMTWt+rXBaKKk3PLDR6c3knWuyOo9bqaJzwwnILRJjTKFAgbc1Yug1gE2iko0JA6OGkZMG4DDZQunufu4MfbxwbYJ6hJ6g8Hq35pWZyDrXFWrSWZhEXtOWZ45tOPEabR6y61PeqORdactd7NtyjhOZ69wFvV5mtmdpvCPiPG0UkaSX2z5PeFQnvlWAZfeJ8XKsy+9oIidx80/HAn7JCsANwJOGjXOGg1FFebdH05qNT4u1j8FVnfxmIBKJRgufD4z8UfqMR5r3xMntYZO3iGsUFueagmQU269e8Xa+BiAovKLrUlqlZKQAG/yCs2v5e/tRvd2QVavczOFRQfzxo9Ps+zz9ZxOysDZw5nuQ6IZ/+RQW4cmGpAJTw3HN8CbzT/v5nxuEU2DfBnxUH86DzBvvbzZHDRqQpr5kF9UZlbX1MedrhFVrY9ZhcWUVFpOegrLKyjT6XFQm7/NFGsryS6z/HefV1HGicJzdG4SyMbULNampZJTVgqoQGUCB2ONj+GXL6h3KZVCgbPG8tucWqnEz93ybtbC/kgy0wg4qtV0bxnIqsPmA367BDcnxNfb6rldmwSy++zpvxKZSx8aCpLy8nh92wbeG1i1VlCwu4WVev9SWqZlzsZttPTx4s7oSDSqiwOD+4QF46LRUKYzH/QYellsdw3oxNHTuRSXXUzMlAoY3rMtHq4NZ32G0PZBPP/ZNFuHIRq4ARN6MmBCwxy3cdfAjqScyanRQqNUKhjZqx1uzlVrJrVr5k+Qtwdnzpu3iob4euPp5IjBaOS3I8mk5J6jqbsrkzt1wN3BkWYu7hQXmrea+Dm5Eu7py8tb1vLL0UsH0yuqPkxpAaeLS0d0adLc6vegUCjoEdKC0+fNVyzuGNiMToHSUnqrkGSmkXh12AByS0rZdzKdC4+BqICm/HPogCue91R0Hw7kZLA7zXzXb4AVqUm80D2GZm7u3NO6I/87Fk/y+ZqbqqlMSg6lnCVeV1W+ODaB/44dQYhPVaLSrpk/gyLCWXU4ucZ5fq4uTOlec12Wwd3aoFGrWLo1nszcQjzdnRnYuRX33C7LfwtRl4Z0j8BBo2LZ1gQycwvxcndmUJfWTB58cdyXi4OGUVFtmbt9X/W2IlDVGnxX5yjOlZbx1LJVHEi/2BW0+FAC74wcyoiWERyL32m2YeXAwFBe2/Ana84cxeIcbYOiqrtbCb2btuTZ6Nuu+H28PKQ/WYUl7Ek7jf6vGNs2bcI/hw2Q6du3EElmGglfVxfmT53IhuTjJJ/NJcjbk1HRba+6NoSzWsPs3iMYfPK76gfBpbRGI29s+pO5o8fhpNbwScxo3jm4mQO5GVQa9DgZNZSc06HUXbzP4eyzvLtxK19OHFtd9u7YoQR6urP9xCmKKytp5efL1B6d6BVqvix6v07h9OsUfgM/DSHEtejfqRX9O7W64jHPDuiDt7MzfySlkltSSgsvD8Z3iGRsx0heWLmmRiIDcCwvn9kbt/LjlLswmkysPpXMmeJCmrm4MbBFOPoS+P14Aiar+zAq6NcslKEhbZjcugMa5ZUXFXV3cuTbKePZnJrG4cyzNPNwY1zHmq3Dwv5JMtOIKBQKhrRrxZB2V344XS7A1YMW7p6cLCowrzRC/NmzlOl0uGg0tPZuwveD7yK/ooyMoiKmLPwFpdb8obH/TAYF5RV4OVetlKlRqXh+cAzPD5aVMIWwJwqFggd6deGBy5Z40BuN7D9juUU3LjObI9m5vNi5H0936ENueSm+Ti6oFUqGLJxXdZARsJBv+Lu48lG/0Xg7X/uML4VCwcA2YQxsY74IoLg1yJQhcVUOKhW3BbbErD3YBBirZjYVVdac9u3j5IKH2gmtzvK070q9gXILY2SEELcGg9FYY3PYS+mNRooqq/ZQc1SpaeHmibNaQ7leT2FFBQr+6koybwxmaEirWiUyonGQZEZck9f7DMBb43zxAWMEDKAwKAj18qaJi/msgCBvT9o2bWJWDtDW349m7rfGruhCCHOOajXtrPz9h/p40y3IfD0mdwcHQryqxtIpjArQAwbABGqUPBTVhTdjbD91XTQ8ksyIa+Kk0TAtuisavRKFVoFCp0BpUOKkUjMhMhKVhbE3SoWCB7t1xsOp5m7RXk5OTOveVQbfCXGLe7hnV/zdan7QcdFomNKlI44WpmwrFAomR0XjrFajQIHSqEShV6DSKng0qhszYgbVeg8o0TjImBk7ZTAY2fjnEc7mFBEV1YJOnVpe9ZyUUznkFZTSOaIFzk61Xyr96Z69cHdwYHVqCrmlpQS4uzM2oi13R3ewes646Ej83dz4Nf4IZ0tKaObhxl0dounZ0vIquUKIW0dMaEu+nDCGH2LjSC8owsfFhbHt2zK4jfUB/HdHReOgUvJrYiLpRUX4ubgwvFVrHunS9ZruaTAaiTuagUKhoGObQJTKK39oOn++lHXrEsAEtw+JwtdXWoztkSQzdiglJYsP/rOG1NSqVXM1GhXduofy+uvjcLSwn0ta+jn+s2AjcamZ6HQGAv09uKNvFNPG96r1vR/s3IUHO9duGnSf0GD6WJiVJIS49UU3b8a7zZvV6pw727Xnzna1Xzxww+6jzF+5l9TTuSiANi39eWh8TwZ0a23x+F9+3sP//reH8+erFuL8+ec9TJzYg3vu7V3rewvbkvY6O2Mymfj0k/XViQyATmdg185jzP1qo9nxBqORf839g/2JZ9D9NRg3I6eI71fs5rfNCTct7towGIys3XSEz77fzI+/7qG0zPrGjUKI+lNeoWXxsr189v1mVq2PR29lQG9DcCI9jw8WbCL1dNV6Vibg6Kkc3p+3kfSz5jMxExMzmD9/e3UiA1BQUMaiRTuIi5NtDuyNtMzYmbi40yQnW96L5OBB8z/AP/ekkHjCfN8jnd7In3tTGD0gus5jvBGFReW89u/lxCVe3O/lt3XxvPDkELp1DLFdYEI0MkeSM/j3x39wOiO/umzV+nhm/X0M/n4eNozMsuUb4y1uv5BXUMrSDXE8M6V/jfL16w9TbmH/qYoKHX9uSKRjx6t33YuGQ1pm7ExeXgkGg4X5ikBZmRbTZQvbZeaYL+N9wfmi8jqNrS58MX9LjUQGICO7gC/nb8VotPx9CyHqlslk4vN5W2okMgCJR7P4Yt4WG0V1ZeeLrT/PCorNkxxLiUx1XYXspm1vJJmxMz17huHn526xLjS0idkMocjwZmjUlv+bA5p41nl8Nyo+0fIOvKknzrIvNs1inRCibqWeyCEpJctiXXxienWXdUMScIXWoub+5vvGtW7d1Orx4eH+dRKTuHkkmbEz7u7ODBsejUpVM2nx8nLhzju7mR3fvX0wXSPNB996uDkxbuDVu5hKyitZsuEQv6w/REk9j10xmUxotXordVBcKmNnhLgZSssq0RuMFut0OgMGo+W6G5VfWMbitQdZvimeisraLap59/CuBAeYb5obGujDpKGdzMpHj+5C+yjzWZWRkc0ZN878WSoaNhkzY4ceeqgfTZq4s21bCkWFZTRv7s3oMV3o3Nm8j1ehUPDWU3fw0Q9bOJh0htJyLeEt/Jg4tCO9OoRc8T5L1h9iwep9nD1XDMDCVXuZMrIbk4fVz6aOCoWCNuFNyckrNqsLaOrBbT1kPyYhboaotoG0DPLh1Jl8s7rWYf44WZg1eaO+WbqLX/+Mqx73snD1fqZP6M2w3u2u6XwfTxfeeuoOvl26i8PHs1EoIKpVANPv7IOHm7PZ8Q4Oat5+eyILF+wgMTEDkwnaRQZw//19cbqOpSuEbUkyY4cUCgWjR3dh9OhrSyrcXBz556NDMRiN6PQGnByu/oealJbNF79sp+SSfuWz+SV89etOIsObEd2q+XXHfyVT7uzBsbQcsnOKqsscHdSMG9EZZyerO88JIeqQRqNiwh1d+XLBFsrKLj4D/HzcuHt8jzq/3+b9x5i/am+N7U/Szxbw8Y9b6RzRAn8fy13rl2vT0p/ZfxuL7q9ZVxr1VTahdHfmyf+7/foDFw2GJDONiEqpROVwbT2Lq7YeqZHIXFBarmXN9qR6S2batw1k9hsT+PW3g2RmF+Dm6khM91YMGRhZL/cTQlQxmUwUF5bj5OKAg4OacSM6EdDUg7WbEjlfWEazJh6MH9mZNuHWx5pcrz/3HLW4j1teQSlLN8bz+MTbanW9qyUx4tYjyYywqPQKI/3re+xMaJAfYwdF89+3VnIys4CENYmsXribURO6MWRUx3q9txCN0e9LD7BmxUFOnchBrVEREt6UmR/cQ88uYfTsUv87TV/peVNaLmPlxNVJMiMsCgv0s1oX2KT+1pgwmUx8/p8/WPXr/otT0E0mkg6nczotBxdXR24b2Lbe7i9EY7Ph9zi++OAPKiv/GnxfaeBw3Bmmjv6Qme9PpmO30Hq5r15vYM2Gw5w8k0dpcYXV49qF1m71YNE4yWwmYdGkoZ2IDDN/iCj0JjauTWR/3Ml6ue/vyw6w8pd9NdfS+Wu6eWmplrUrD9bLfYVorNaviqtKZBSK6r81qFq36r/vrKqXVX9z84p56uWfeP+zdSxZeZDE2HQ0CvO3o26RQQzrIx9exNVJMiMscnLU8J8XxtLSzxOF3oRCb0JZaURTaiT7bCFfz9tWL4vY7d6eisnSZf96yOZkW18EUAhRe1f6m8pMP8+mtYfr/J5fzt9C0tGL69goTaAo0OHj5ER4kB8RIf5MGtqZ9/42FpXski2ugXQz2Qmj0UhpcQXOLo6oNTdncJu3uwvKYgOOJeZrSqQcz+bQ4TN06VC3G0iWXWUtGW/Z0VaIOuXt60qGhSnYF5zPL7Vadz0MBiMJFhbHVJqg4mwpLz83hg7tzdd/qWulxRWoNUocZZbkLUGSGTuw7Nst/LlsP9ln8vH0caX7gHY88uqYek9qjEYTeksrfZpMGE1QWmq9n/t6BYf4kRB72uI9VWoFA4ZG1fk9hWjM+g5uz+E4yytvu7g60ivG8o7T10OnM2A0GtHrLC+6ZzRBaVn9biWwb3MSv369meNH0nFw1NC+exiPvjqaJs3NF9wT9kOSmQZuxbytfDd7VXVSUVpUzop52ygrreT5OXfX671VKiWtw/3JzS+pKtAZUWoNKPUmVGolOzYm0al9EO4e5gsRF21aAAAgAElEQVRSXa+JU/oQd/AU6afO1Sh3ctFw74N9GTamc53dSwgB4yb34ERqNutXx5t1Hfcb3I7g0CY3fI+kxAx+XLCdlKPZKFVKVJjAYARVzS6koEAfunaq29beS6XEnea/f1/M+dwLC3OWs231IXIy8nn/56dvWqu3qHuSzDRgJpOJTcsPWmwd2fPnEfKyC/BrZr7nSF26d2IvTpzKIzujAHWZngvDA416IxvWHuZcXglzPrjXbE+o6xUY7MMbs+9iyaJdnEg5CwoIbeXPky+MwNXNsU7uIYS4SKFQ8MLrYxkyqiM/fredvJwiPL1c6Na7FZPvr936LpZkZRbwzsxlZGXVHJvj5KCiwslUPR7OxVnDhNFdcNDU39vSqh92XpLIXHT00Gk2LN3H8Mm96u3eon5JMtOA6XUGcjIs92UX5ZdyNO50vScz0ZGBzHlzAq+98gtZp81jiYs9xc7tKdzWN6LO7hkS5s+Lb4yts+sJIa6uQ+cQOnwSUufXXbZkr1kiA2DQGoiODMDZ2wVPDxeGDYyke5f6mQZ+gbXnKcCZ4zn1em9Rv+o1mcnNzeXBBx+kuLiYkpISFi1axEcffcTRo0cByMnJoUuXLixatAiAc+fOERERwcMPP8zs2bPrMzS7oNao8PJz53xeiVmdi5sjLVvfnPUXWgb54eXujKU9dI1GE6kp2XWazAghbh3ZFhKZC1q19Oe5F0bctFi8/Kxvi1DfHwxF/arXZEaj0TB//nz8/PyYM2cOX375JV999VV1/QMPPMCIERd/kWfNmsXgwYOprJQVH6Gq+bf3kGjSks3TiE63taFF2M3bpt7by8VqXRP/+ltETwhh3zy9rI+p8/Ksu/F212LIhO7s25hIWUnN95jg1k0Zea90Mdmzep3A7+XlhZ+fH0ajkSNHjtC27cXFj7Kzs9m2bRsTJkwA4Pjx4yQmJtZIbgRMeW4o46b1o0lA1acGNw9nYkZ24G+zJ9/UOAYMjsTR0Tz3DW/lz9DhHW5qLEII+zF8ZCfc3JzMyv2bejL2zu43NZau/dryyKtjCImoatVWa1RE9wzj+ffvkSnadq7ex8zMnDmTRYsWodFoeOutt6rLP/30Ux555BE0mqodnF955RVmzpxJSkpKfYdU58qKyynOL8G3uTfqOh68plQqeez1cdz33HBOJGYQ0NLXJs2hg26PIudsMb//Fktm5nnUGiXt2gXyxNND0MgMACGEFe2jW/D4U7fzy/92cyotD4USWrcJ4KGH++Ht43rT4xlxT2+G3tWDlPjTuLg507JN3XTXm0wm8jLycXR2wMP32nb5FnWn3pOZGTNmMGPGDL777jsmTpzInj17KC8vZ/78+cTGxgKwd+9eKisr6dOnj10lM+WlFXz6zPcc+DOBotwSAls34/b7Ypj84pg6v5eruxPRPcPr/Lq1cfeU3oyf2I1DB07i5eNGm4hmdTaLSQhx6xo+siO3D43iUOxJHB00tI8OQqm03bNDpVbRrg4HG29ZspulH/3OsbhTODppaN8ngulz7iOoTUCd3UNcWb0mM/n5+Xh6eqJSqWjXrh1lZWUALFy4kKFDh+LnV7WZYWxsLLm5uQwfPpyMjAyKi4vp0aMH9957b32Gd8Pem/Yl25ftrX59KjGd+TN+wcnFkbFPDrNhZPXH0VFDzz51t4iWEKJxUKtVdOtu2w9k9SFhezKfPPMdRX9N1NBV6Njzeyz52QV8uHUmGgeZNHwz1OtPOTExkZdeegkHBwd0Oh1ffPEFAF988QXz58+vPu6xxx7jscceA2DBggXExcU1+ETmVGI6B9bHm5XrdQY2Ld55yyYzQgghLvr9243VicylUg+msXbeZkZNv90GUTU+9ZrMxMTEsGvXLrPyC91Lltx///31GVKdSdydSnmJ5eX8c6+wloEQQohbR17Geat1mcfP3sRIGjfZjvQ6te0RjpOFEfoAfrLHhxBCNApXet4HhN685TMaO0lmrlNoVDBdBplveqhSK+l/V28bRCSEEOJmG/bgANy9zWdlhXdsybCHBtz8gBopSWZuwEvfPc6gu/vg5e+BQgFBEc2577UJjH96uK1DE0IIcRN0GhDJk/99gDZdw1Cplbi4O9F9WEf+Mf9JHBw1tg6v0ZBk5ga4erjw8oKn+Dbhfb47/B++2P9vprw6XqYriwbjm2++ITg4mBYtWjBr1iyz+pycHMaMGUN4eDht2rRhzZo1VywXQpgbfG8MH++YxbcJ/+G7Ix/w9m//ICQyyNZh1amrPUvy8/O58847CQ8PJzg4mJ9//rm67tSpU4wcOZLQ0FDCw8NJTEys8/gkmakD7t5uBLYOkCxc3JDi4mKmT5+Ot7c3/v7+/Pe//72h6yUmJjJnzhzi4+NJTk7mxx9/ZOfOnTWOKS8v55///CfHjx9n5syZ1bMKrZULISxTKpU0D2+KTwPY48kWz5KSkhJeeukljh8/zty5c3nzzTer6yZPnsykSZNIS0vj6NGjtG5d98t7SDIjRAMxbtw4wsPDyc7OZvHixbz44otkZ2dX148aNQovLy+LX6NGjTK73ooVK5g8eTJeXl64ublx1113sW7duhrHtGzZkp49ewIQHR3NuXPnrlguhGj4bPEsCQ4OpnfvqvGiSUlJREVVjSk9fPgwWq2WBx98EAC1Wl298n9dktV8hGgAVq1aBcA//vEPAAYNGkRgYCApKSk0a9asxjHXKj09vfqBAhAQEMDhw4etHr9ixQqGDh16zeVCiIbHls+Sl19+me+//x6TycTq1auBqsSmvLyc/v37k5WVRefOnZk7dy6enp7X9f1ZIy0zQjQAK1euZOzYsdWvjUYjhYWFNG3a9LqvaTQaMRgM1a8dHBxQKi3/yScnJ/PJJ5/w7rvvXlO5EKJhsuWz5N133+Xs2bN8+OGHDBs2jMLCQiorK/Hx8WH58uUkJydjMpn47LPPrjsWaySZEaIB2LNnD76+vtWvN27ciJ+fHxEREdVlI0aMwM3NzeKXpd3m/f39yczMrH6dm5tLYGCg2XHnzp1j/PjxfPnllzXuZ61cCNFw2fJZcsG9996LUqkkNTUVb29v3Nzc8Pb2RqlU0rdvXzIyMurou71IkhkhbEyn05GamsqSJUuoqKjgyJEjPPnkk8yePbvGcWvWrKGkpMTil6XZRkOGDGHp0qWUlJRQWlrK//73P8aNG1fjmLKyMkaNGsXTTz9do85auRCi4bLls2TXrl2kp6cDVQmVXq+nTZs2dO/enb1795KZmYler2fVqlXVY2vqkoyZEcLGkpKSCAkJISoqiqZNm+Lv789rr73GxIkTb+i6MTExTJo0idatW+Pi4sKrr75aveHrkCFD2LBhAytWrGDfvn3k5ubywQcfAPD111+TnZ1tsXzgwIE3/P0KIeqHLZ8ler2eO+64g5KSElxcXPjpp5/w8PDAw8OD2bNn06dPHxwdHRk1alS97L2oMJlMpjq/aj148803a0z1EuJWsWjRIpYtW8avv/5q61DqRUP7221o8QhRVxrzs0S6mYSwsbi4ONq1a2frMIQQdq4xP0skmRHCxuLj42nbtq2twxBC2LnG/CyRMTNC2NjatWttHYIQ4hbQmJ8l0jIjhBBCCLsmyYwQQggh7JokM0IIIYSwa5LMCCGEEMKuSTIjhBBCCLsmyYwQQggh7JokM0IIIYSwa5LMCCGEEMKuSTIjhBBCCLsmKwALALSVOlZ9uZ7U2DScXZ0YPCWG9n0ibB2WEKIBy0o7y8rP11GQU4h/sB/jnxmBVxNPW4clGiFJZgQlhaW8MWYOCduTq8vWL9zCfa9NYPLfx9owMiFEQ7V79QE+euIb8jLyq8u2LtnNqz8+Q+vOYTaMTDRG0s0kWPSvX2skMgAVpZX88sEqzmWdt1FUQoiGymQysehfv9ZIZADSU7JY8OYSG0UlGjNJZgRJe1ItlhfmFrF+wZabHI0QoqFLjU0j5cAJi3XJe1IpL624yRGJxk5hMplMtg7iWjzyyCO0aNHC1mEIIWopPT2db775xtZhVJNniRD26UrPErtJZoQQQgghLJFuJiGEEELYtUY3m+nPP/9k+PDhrFixgk6dOjF16lR0Oh2enp4sXLgQLy8vW4d4RZfGHx8fz+LFi/Hy8kKpVLJy5Urc3NxsHaJFmZmZdOvWjTZt2gDwzDPP0LZtWx5++GEcHBwICgri22+/xdHR0caRmrMU+7p16zh06BBOTk54eHiwcuVKG0d5Zbt27eKFF15ApVIREhLC7Nmz7e53XwghrDI1Ikaj0dS3b1/TyJEjTcuWLTPdc889pjVr1phMJpNp9uzZpjfeeMPGEV7Z5fHPmDHDtGnTJluHdU3S0tJMDzzwQI2yPn36mBITE00mk8n0xBNPmL777jsbRHZ1lmJ/4IEHTGlpaTaJp7YqKipMwcHBpvj4+Ooye/vdF0KIK2lU3UwLFy5k4MCBNGnSBICtW7cyZMgQAAYPHsyuXbtsGd5VXR6/PSsvLycrK4t27doB9vHzt1c7d+4kOjqa6Ojo6jJ7+90XQograTTJTEVFBR999BEvvPBCdVlZWRkqlQoAb29vCgsLbRXeVVmK39/fn1deeYXevXvz7LPPotVqbRjhlTk7OxMbG0tMTAx33HEH+/btw9XVtbq+If/8L489Pj6e5s2bM3XqVPr06cOsWbNsHeIVZWZmkpWVxR133EFMTAxz5syxq999IYS4mkYzZubjjz9mypQpeHh4VJcplUr0ej1qtRq9Xo+vr68NI7wyS/E/+eSTPPnkk+j1eqZNm8a8efOYPn26DaO0rmnTpsTFxQGwbt06nnvuuRpvoA3553957I8//jg7d+4EqpLMkSNH0qtXL4YOHWrLMK1ydHQkIiKCH374Aa1WS2RkJIWFhXbzuy+EEFfTaFpmkpOTWb16NcOHD2f9+vXMmjWLTp06sWHDBgDWrFnD4MGDbRyldZbij4+PB0CtVuPi4oKLi4uNo7Tu0lYjDw8PfHx8cHV1JSkpCWjYP//LY3dxcakuc3JywtHRsUH/7KOiokhLSwNAoVCgUCgYOHCg3fzuCyHE1TTKdWamTZvG+PHjCQ0N5dFHH8XFxYXmzZszd+5cnJ2dbR3eVV2If9myZRw/fhyTyUTHjh358MMPq7sOGpolS5bw0Ucf4eDggEql4uOPPyY7O5uXXnoJT09PIiMj+fDDD1EqG15+bSn2559/nrKyMvR6PcOGDeP111+3dZhX9Pe//52NGzfi5OTEQw89RM+ePe3yd18IISxplMmMEEIIIW4dDe9jsBBCCCFELUgyI4QQQgi7JsmMEEIIIeyaJDNCCCGEsGuSzAghhBDCrkkyI67bDz/8wLRp027aeUIIIYQlksyIa9KzZ09atWqFh4cH/v7+tGrViunTp1vcQiEjI4MxY8ZYvZZOp2vQWy8IIYSwL5LMiGuyZ88ejh07xp133sk777zDsWPH+OyzzyweGxgYyMqVK29yhEIIIRorSWbEDTl79iyjR48mODiYOXPmAHDmzBnCwsIAqKysZNq0aYSFhREVFcXhw4drnP/YY49Vb54ZERHB7NmziY6Oplu3bqSnpwNVGyWOHDmSiIgIevXqRWJiIgA///wzbdq0ISwsjOXLlwNVK92Gh4cTGRnJyZMnb8aPQAghhI1JMiNuSHJyMp999hnbtm1j5syZVFRUYDAYqruRPv/8c8rLyzlx4gS///57je0W3n33XXJzc6uToMrKSkpLS0lISKBz587MnTsXgGeeeYbnnnuOo0eP8uKLL/L8888D8K9//YsVK1aQkpJCr169yM/P54cffiAlJYVdu3bh5+d3k38aQgghbKHR7Jot6kf//v0JDg4GqjZhzM3NrVG/fft27rvvPoDq4/bs2cP+/fvZtGkTJ06cqJHg3H///QB069aNvXv3ArBx48bqFh2j0Yi/vz8Ao0eP5rnnnuONN97gtttuw2g0EhYWxnPPPcff/va36tYhIYQQtzZpmRF1RqVSYTAYapTpdDoUCoXZsZ07dyYkJIR58+Zd9VpGo5Fdu3aRnJxMSkoK27dvB+Cdd95hxowZvPLKK7z//vsolUo2b95M3759GTZsGDt27Kjbb1AIIUSDJMmMqFc9evRgyZIlAJw+fZoDBw4AVcnKokWLmDFjBklJSVe8Ru/evfn2228BMBgMnDp1CoD4+Hj69OnDM888w44dO8jLy+Ps2bNMmjSJYcOGsX///nr8zoQQQjQUksyIWtFoNGg0GqAqIbm0i+jCa5VKhVpd1YP57LPPUlJSQkhICBMmTECj0VQfExoayvvvv8/UqVPNrnfpvz/55BN+++03QkJCiI6OZsOGDQC8/PLLhIWFMWvWLF5++WXKysoYOXIkrVq14siRI9XdW0IIIW5tCpPJZLJ1EEIIIYQQ10taZoQQQghh1ySZEUIIIYRdk2RGCCGEEHZNkhkhhBBC2DVJZoQQQghh12QFYCFEo/LII4/QokWL6zo3LSmDHasPWawLat2M/mO7Vr/OyyogL6sA32aeNGnufV33u1GlRWWciKtalymsY0tcPVxsEocQdSE9PZ1vvvnGYp0kM0KIRsXTzYcZM2ZYXJn6agwGIy+O/YDkA2k1yl3cHHnp3YfoNSya4oJS3n92IWe2F6GtcKfMUYVf32a8+NFU3L1crV5bp9Wz/sft5GWcp3WnlvQa2fm6Yrzgp3eX8evnv1GUZwQg7fA5JjzXi3teufO6rymELb355ptW61RvXqlWCCFuMU/fO4Pju4txdXeiZZuAWp2rVCroGNOG7NPnOJ9TjF5vILx9C+7920gGjO8GwH9f+JGdv8dh0FclEUaDkYwTueRknifmjk4Wr5tyMI0Zkz5i7YJtJOxIYdvy/RzelUqvkZ1wcNLU+nuM35bIR4/NpbSwrLqssqySpN2pRPVtS9OWTWp9TSFsbfPmzQwYMMBinbTMCCEaFaPRRErcGT5/YylNArxp1yWkVucHBPvx5vzHKcgrpqykgmbBviiVVcMPSwrLiNt+1OJ5cduPUlJYhptnza4ek8nEl68sJu1I+sUYDUYObU5k7quLef6zabX7BoFNP+6goqzSrLyirJJNP+6gQ9/IWl9TiIZMkhkhRKNUmF/KmsW7q5OZhH0nWLloF+kncnDzcKZ7/3ZMfKRvdaJyOS8/d7z83GuUFReUUVxQZvH4ovOlFJ0vNUtmkvYeJ+XACYvnJOw4islkqnV3U0VpxXXVCWGvJJkRQjRa+WcLAYjfe4J3//YT5/OKq+sO7z9JTmY+T705/pqv5x/oTYvwppw6mmVWF9SqKf6BPmblhXnF6HUGs3KAijItRoMRlVplsd6aVp1D2bBoq+W6LmG1upYQ9kCmZgshGi2/Zp4ArFiwo0Yic8HWNQkcO5LBd++t4Y1Hv+PtpxexYdkBrG1pp1KrGDK5FxrHmp8TNY5qbp/UC7XGPCnpPCCSZlbGsIRGtah1IgMw+omhRMW0NSuPimnL6MeH1Pp6QjR00jIjhGiUvPzcGHlvHwBOHTtr8Zji86XMfGIeedlF1WU7Nxwmbs9xPL1dyM0swMPblZH39iL0r8HEEx4bhIurI5uX7ycvuwDfZl4MHNeNEffdZvEeTq6ODH+wHz++uxJtpa663Nvfg/FPDL2u783ByYF//fYyP7z1K0m7UwBo17M1U16fiIOTw3VdU4iGTJIZIUSjolYriewaysTpA2jTMRgAVzdHq8dfmsgAGHUGNvy6Dy5pnNm+Jp4nZoyj38iOAIy47zaryYsldz9/B/4tfNm6dC+F54pp1rIJox4ZSPterWvxndXk5unKY+/df93nC2FPJJkRQjQqYx7sy+z3nqoxqLZLTBtSEjLMjnVycaCiTGt+kct6mQrOlfDzV5uIGR5tdcDw1Qya1ItBk3pd17lCNHYyZkYI0ai4uDmZzQ6676nbGTimE84uF7tgwiObExR62VgWK2NlAE4kZpAce7pOYxVCXBtpmRFCNHoqtYq/v3c3x5Mzid2Riq+/J/1GRLP4i42kHjFvsbFIoUClls+HQtiCJDNCCPGX8LbNCW/bvPr1pMcGciwxk72bkzAaTKBQoFYrLU6lbh0VSJsOQTccQ/rxs/z0we8cjT2JUqmkbddQ7n95DH4BXjd8bSFuVZLMCCGEFRoHNW98fj871x8hYd8JHJ00RHUN4Zt3V3P6khlQfgGe3Pv0kBvaSwmg8Fwxbz30VY11as6kZnMyOYP3lr+Ao7PMRBLCEklmhBDiChQKBbcNjeK2oVHVZZFdQ1g+bzvZ6fl4+boxekof/ANvfGfs5XM3WVxwL/XQaVZ9v4UJT8oaMUJYIsmMEEJYcfJ4DlkZ+UR1Csbd4+I2BK7uzkx5uu4Ti4zjlte7gaoWGiGEZZLMCCHEZXKyC/j47d9IiD1FRbkOX38PBgxpz6N/G3bDXUlX4ublYrXO1dN6nRCNnQy9F0KIy/xn5nL27TxGRXnVirzncopY+uMufp63vV7ve/vkXri4O5uVe/m5M2JqTL3eWwh7JsmMEEJc4vDBUxw5ZL5ejMkEOzcn1eu9I7uH89A/x9KspV91WYvwpjw6cyItwpvW672FsGfSzSSEEJdIO56DTmt5F+uC86X1fv9RD/Xn9sm92bbyACq1ipjRnXFw1NT7fYWwZ5LMCCHEJTp2D8HVzYnSkgqzumbNb3zG0rVwcnFgyN29b8q9hLgVSDeTEEJcIjikCT1izDd4dHLWMGxsFxtEJIS4GmmZEUKIy7zw5jg8vV3ZvyuVkqIKAoN8GT6+K4NGdLB1aEIICySZEUKIy2g0ap54cQRG4zD0OoOMWRGigZNkRgghrFAqlTg4Sm+8EA2d/JUKIezWrl276NOnD3379mXq1KlkZmYyePBg+vXrx+jRoykoKLB1iEKIm0CSGSGEXaqsrOTuu+/mq6++Ytu2bSxcuJAXX3yRl156ia1bt9K3b1/++9//2jpMIcRNIMmMEMIu7dy5k+joaKKjo6vLtm7dypAhVXsmDR48mF27dtXb/UtLK0lKSOd8fkm93UMIcW1kzIwQwi5lZmaSlZXFHXfcQWFhIWPGjKGsrAyVSgWAt7c3hYWFdXpPbaWO1b/uZ8PqOLKyCigprcTDy4VuPcN59pVRODs71On9hBDXRpIZIYRdcnR0JCIigh9++AGtVktkZCSFhYXo9XrUajV6vR5fX986u1/asWxmv7aUtNSaO1sXnS9l47rDHI4/g4uLAxoHNVEdg3nw8YGS3Ahxk0g3kxDCLkVFRZGWlgaAQqFAoVAwcOBANmzYAMCaNWsYPHhwnd3v6w/XmSUyCgCjCYCc7EJOnsglNTmLZf/bw6yXf8b4V50Qon5Jy4wQwi61bduWvn370r17d5ycnHjllVfo2bMnjz76KO+99x7Nmzdn7ty5dXKvc7lFHI4133wSAIXCYvHBvSfYtjGR/re3r5MYhBDWSTIjhLBbc+bMMSurj0G/FeVadFq95UrLuQwmEyQfyZBkRoibQLqZhBDiKgJa+BAeEWC50mACg7Hqy2isUeXq6livcRkMRnb8dpDf522hSGZViUZMWmaEEOIqlEold07pzefv/U5xYXmNukvHzZgATEZQKfHzd2fUhG71FlPsliS+mbGE4/FV3V+L5vzGsPtieODVcfV2TyEaKklmhBDiGgwa0QE/fw/+WH6A/HMl6HUGjhw6XWOQrwIwGU00aerGY88Nw9FJw6m0XPyaeODqVnetNBVllXz64g9kHL84IDk/u5BfPv6D5qH+DLmnT53dSwh7IMmMEEJcow5dQ+jQNQSA92YsJeHgKbNjFED3Xq1Iik/n64/WczarEN8m7nTv04qnXhqBg8ONP3bXLNhWI5G5QK81sGPVQUlmRKMjyYwQQlwHndZgtS75cAYnTuRWvz6XW8wfK2IxGU288PqYG7534bliq3XFBWU3fH0h7I0MABZCiOvQNqqF1bqCglKL5Xt3pFJ02Zib6xHRJRSlyvLjOzDM/4avL4S9kWRGCCGuw6i7utOpe6hZeZde4ZSX6yyecz6/lMwz+Td8717DO9JlQKRZuX8LH8ZOr7uFAoWwF9LNJIQQ18HBQc2sD6ewZMEOkhLOoFAoaN+5JePu7sVTD3zN6ZN5Zuf4+LnRouWNb7GgUCh4bd7jfDdrKfE7jlJZriUsqgUT/m8Y4dFBN3x9IeyNJDNCCHGdHJ00TJk+wKw8ZlA7fvp+G6bLdjPo1bcNbu5OdXJvJ1dHnpx9T51cSwh7J8mMEELUsfunD8BkNLFtY2L1bKYeMa2554HbKCoow8PLxdYhCnFLkWRGCCHqmFKp4KEnBzHlkX4U5JeSfjKXJd9vZ/r4T1AAEdEtuO+JQbTrIF1CQtQFSWaEEKKeODioUWDi41kryc44X11+YOcxMtPz+WDeI3j7utswQiFuDTKbSQgh6tGKH/fUSGQuyDqdz/IfdtsgIiFuPZLMCCFEPcrLKbJed9Z6nRDi2kkyI4QQ9cjHz81qnfcV6oQQ106SGSGEqEejJvfAz9/DrLxJM0/G3t3TBhEJceuRZEYIIepR8yBfnn1jLJEdg1CplKjVStp3DuZvM8fRJMDL1uEJcUuQ2UxCCFHPuvdtQ7eY1mScykOhUNA82BeFQmHrsIS4ZUgyI4QQN4FCoaBFSBNbhyHELUm6mUS1M2fO0KNHj+rXZWVlREREsHz5cn755Rer57311lt8+umnNyNEIYQQwoy0zIhqBoMBrVZb/dpoNFJZWcm4ceOueJ5er0ev19d3eEIIIYRF0jIjrmrRokW89NJLACxYsIAePXrg5+dHWFgYhw4dAmDr1q0MHz6cqKgoDhw4YMtwhRBCNDLSMmOH/v1PPyoqTVc/8Cqc/V7i5ZdfrlF27NgxBgwYAFS11EBVy4tOpwNg1qxZJCQkEBcXx7vvvkunTp1Yvnw5bm5uLF26lIULF/Lpp5/y/fff33B8QgjrTPrTZaUAACAASURBVCYTezcnkxR7Cg8vF0ZM7omzq6Otw6pT8duPsuzL9ZxMzsTF1YlO/drxwGvjcHDU2Do00cBIMmOHyiuNvPGizw1f560vK8zKWrVqxebNmwEoKSkhKirK7JjKykoKCgrw9vauLuvSpQsAQUFBFBQU3HBsQgjrKit0vP30Ig7uSMGgNwKw+qfdPPH6WLr1i7BxdHUjce9xZk//hnPZF58nxxPOcPZ0Hq/Nf8KGkYmGSJIZO2Q0mTCYjDf9vnq9Hj8/PyZMmIBGo+Hzzz+3eJzJdOOtRkII6+b95w/2bUmuUZZ56hzfzvmdTr1bodaobBRZ3Vn59Z81EpkL9qxP4MieVNr3bG2DqERDJWNm7JARI3oMN/x1OZVKhYODQ/VrpVKJo6MjKpUKlUqFQqEgPz+fyspKioqKeP3116msrKyuv3CNC/8WQtSPhL0nLJafTMlm+9qEmxxN/Ug/dtZiua5CR8LO1JscjWjopGXGDhkxoauHlpmgoCD27t1b/drFxYWjR48CMHXqVGJjYwkPD2fNmjUA3H777SQlJfH6669Xn9O3b1/69u1b57EJIS6qrNRarSsuKL2JkdQfNy9Xq3U+TT1vYiTCHkgyY4cMmNBx87uZwsLCMBqN9O/fH4DOnTvTsWPHmx6HEI1dWEQA6SfyzMq9/NzofXt71i87QPrJXAKCfLl9bBe77HbqPaITcduSMRlrdluHRgYy6C7Z00rUJMmMHTKaQGeDcSmenp6sXbv2pt9XiFudyWSq1fYGEx7pz9GEdM6mn68uU6mV9BkSxVvP/sDR+PTq8tWL9/DS7EkEh/vXacz1bcyjAzl7Oo8/f95NYV4xCgW07tSSx/99D2qNvHWJmuQ3wg4ZMWFABtkKYc9MJhM/vfcbO1cd5PzZQpoG+zH47j7c8fDAq57bJjqIN798kOXzt5NxMg9XNyf6DGnP7s3JNRIZgGNHMvhmzmpmffVQncafm13I7ysOUlmho2PXEHrc1rpO95tSKBRMf2sSE54ays5Vsfg196bn8A4olTLUU5iTZMYOGQGd5DJC2LVvXvsfSz9dy4VG1nNZBRw7dAqDwcCY6bdf9fyQNs147u2J1a+LC8v59j9/WDz28P6T5OcU4ePvUSex/778IPO+3ERBftX4nGWL99C7XwSvvj0Btbpuu7R8m3kx+pGrJ3iicZMU1w4ZTAp0dfAlhLCN0qJyti7dx+W9xdpKHet/2HFdyxtUVmipKLc8MLiiQkdZaeX1hGqm4HwpC77eUp3IABgMJrZvSuZ/C3bUyT2EqC1JZuyQAQValDf8JYSwjWNxJ8nNyLdYl5WWQ2lhea2v6evvQVjbAIt14W0DaN7St9bXtGTtyljyc4st1sXtP1kn9xCitqSbyQ6ZAKO0rAhht5qF+OPq4UxpkXnS4uHjjrNb7bclUCgUjL2vD+knV1JySTLk6u7E6Cm9r2usSWlpJdpKHV7ertXjYbRa8zWqLtDprNddi5SkLNavjUdboadt+0CGjuiASi0fvMTVSTJjhwwo0WJ/Uy2FEFWaBvnSsX8kO38z35S125BoVNc57mTAqE54+bmxdsl+8s4W4uPnztA7u9K1b+22OMg5W8iXn6wnIS6digot4a2aMv6u7vQfFEmfAREsWbST8nKd2XmtIppdV9wAP/+wix/mbaOsrKqr7PffYtmy8Qgz352Eo+zFJK5Ckhk7ZDQp0Jnk04oQ9uyZjx/AoNMTtzWJijItbl4u9BjekUffnnxD1+3UqxWderW67vMNBiNvz1hG4uGM6rIjCemcPpWHh6cznbuGMviOjqxeup9L1+4Mb9OUyfffdl33zDlbxM8/7KxOZC44sDeNH+fv4KHpA8g/V4JWq6dpM886nTUlbg2SzNghA0p0JvmvE8Keefm6M/Pn50g7coYTCWdo36sVzUJsvxbMpg1HaiQyFxQXVbDi1wN07hrK0y+NoHWbZuzdkUpZuRaNqwOtowIprdDidx33XPd7HIVWxgnt23OcoylZHElIR6fT07pNM+66pxf9+re7jjuJW5W8I9ohg0mB1iTdTELcCkLbBxHaPsjWYVQ7c+qc1bo9u49xYH8aXbuFMmJcF0LaBvDhJ2tJOXSSHYdO8svSffSNieDF54ajUl1767HRaH321qmTuVSmXhyLk5SYyUf/+YMmTTxoFxl4zfcQtzbpq7BDJhQY6+BLCCEu1zTA+r5HOq2Bb77ejNFowmAw8uGn60i5ZEPI0jItf6xLYOGPO2t1z4FDInG1Mui5slJvVlZYUMbq32JrdQ9xa5Nkxg4ZUKI1qW/4SwghLjd0RAdaWxjIawJMSkhNyeLw4TNs35VCSmq2xWvs3W95V29rgoL9GD2+K2pNzbckbx/rm02ey7M8PVw0TvKOZoeqBgBLN5MQou6p1SpefGUU//fo9zWmWpuUgFKByQQV5TryckusXqPkOhboe/jxQbRrH8j2LclUVOho3boZJqWC777ebPF4Pz/3Wt9D3LokmbFDMgBYiCqZmZl069aNNm3aAPDMM8+wbt06Dh06hJOTEx4eHqxcudLGUdqfsFZN6do7nF3bU6oKFMBfM4hatvSjc5cQAgK9cVu43WLi0jLo+hbo69M3gj6XTCOvqNCx6c8jpJ3IrXGcl5cLI0d3vq57iFuTvCPaIRMKDNJDKARarZahQ4cyb9686rKVK1eyePFiQkJCbBbXreCeKb1JO5FDdnZhdZmbmyMT7uqORqMiqIUP/ftFsHpNfI3zvL1dGD+2a53E4OSk4dXXx/H1l39y+HA6Oq2B1hEBTLq7pwz+FTVIMmOHDCaldDMJIepV+/YtmPP+PSxbup+srAI8PV0YPqIDHToGVx/z/DPDaervya49xyguriCkpR8TxnelU4eWdRZHaLg/77x3D+fPl6LTGmji7y7rzAgzkszYISMyZkYIAGdnZ2JjY4mJicHT05N///vfNG/enKlTp2IwGBg+fDhvvPGGrcO0W4EtfHjqmaFW68vKKzmZe57M0lKKyytRFxdzIiO/TpOZC7y9rQ8GFkKSGTtkMCllNpIQQNOmTYmLiwNg3bp1PP744+zcWTUtuKKigpEjR9KrVy+GDrX+hiyu38wPf2fXwYszl1LTcvlswRZcnB0YPqC92fFGo4nF6w6yMyGN8godYS386No2kEMpmZRVamkd3IS7BnXCyUG2LxC1I++IdqhqALC0zAih1WpxcHAAwMPDAxcXl+oyJycnHB0dcXFxsXGUt6aE5AwOJJwyK6/U6vljS6LFZOadeetZufVw9ev441ks35oA/DX1e1cyy7ck8PlLE2nq43HF+xuMRvYcPkWlVs9tHUNx0MjbWWMm//t2yGRSYJS9mYRg5cqVfPTRRzg4OKBSqfj0008ZN24cZWVl6PV6hg0bRkxMjK3DvCUlH8tGa2WX7Jxz5mvApPw/e+cdJlV5/u/7lGk72yu7bKF3EKQKSFUsWDCCGnvwhy2JiiaWxPo1JtYk1thrIhJLFAQUQYr03tuyLCxs77PTZ845vz9md3aHmUWqy8C5r2uvZd5z3vc8Z1znfOZ5n1JUwQ+rdwdft6z5q0Kg6pkA+6vqueaJT/h/lw/lpgmDIq7/08YC3vpqBXuKAllOue2SuP7igfxqbL/jvBudaEcXM1GIHjOjoxNg8uTJTJ48OWRs7ty5bWTN2UXnDmkYDFJILZomUiLEtyzbVIjLc1inbaFR1EgEU78B7G4vb36zkpy0RMYMCG2aWVnbwHMfL6SiprnOTVFZLa/NXEqnrGT6d88Ou7bN5uI/M1eyZ285sizSv18u1149BPk4u5PrnH7oYiYK0bOZdHR02poBvXPo37M9a7cUhYwbDBIXjghvAmm1GCOuo7WoYdMSt9fP92t2h4mZzxduDhEyTdhdXmYv2x4mZux2Nw899jk7d5cGx9au38/uPWU89egkPTPqDEHfq4hCmjwzJ/qjo6Ojc7wIgsBj905k9LCuxFkDfZXy2idz27XDuWJC+HbPFaP60D7tsL5PrfeXBKDWHt5Ju97ubvX8H9fns3hTQcjYzC/WhAiZJpatzGf5yvwjG6ATNeiemShE1QSUkxAzo8sZHR2dEyE50cozf7yS2noHtXUucrKSMBgif7JYTAbuuW40L3+2mJJKGwIgSSJ+NFRNi+idCRM/QF5mUqv2NLi8PPvpQrq2T6F9WiIAe/dVRDxXVTU2bi5i5PBuR3GnOqc7upiJQtSTlM2kixkdHZ2TQVKClaSEn68DM3ZgF4b0yuWbpVuxOz0M69sBRVF4+O25VNmcIedmJMVx3dj+YWtcPfYcvl+xi537y0PGNUCToLLOwedLtnDf5FEAGI2tP+aOdOxkUllcwxevfMf+nYewWM0MuegcLrlllL7FdRLRxUwUomoCfn2bSEdHp41xuLzYnR5Sk6xI4tF5i60WI9dfFNruYOaTN/PPL5ayKb8Yj0+hR146N180iK45aWHzTUaZ6TeN4cFXZ1FbF9iG0sSAkEEMiIO6hubtqaGDO7F0+W60w7a04mJNXHxh32O42+Oj9EAlT177Cgd2FgfHVn+3mf07DnH38zec8uufLehiJgpRNAGfqoc76ejotA02u5sX//Mja3ccpMHhpkNWMleO7suU8eGelKMhMc7Ck7+5CE3T0DQQxcgei+oGB099tZDVe4twqz7kppjiwzwcLbenLpnQl917Svl+4Tbcbj8ACQkWbrz2PPJyQxtiKorKlq0HkUSBPn1y2L+vgi3r95PbKZ0Bgzoclyflv3+fGyJkADRVY+GMFVx22zhyu2ce85o64ehiJgo5WdtMOjo6OsfD42/PZcWW/cHXe4oqeWXmUmLMBiaOCC+Wd7QIghApdCbIo5/P56ddjdc1gugTENXQczplpnDduGZRJQgCd90xnvHjerNm7T5kWeTiCf1olx5alG/hoh3MmLGSfYWVCGjESTI+pw+f148si/Q+J4c/PHolGZmJx3RP+7YdjDjusLlYPnsdud0vP6b1dCKji5koRNMCW006Ojo6vzSb9xSzbmf4A9rj9TNvxc4TEjNHYsehctbuPdQ8IIE/BiQ3GBFJiY2hT6d23Hn5cOJizADsLCrnzXmr2Lq/DAHo26Edd11wXpiQ2VtQzmuvL6C+PhC3I7j9OH3NNXH8fpXN6w/w8nNz+Os/j21ryGBq/TFrtpiOaS2d1tHFTBSiIkZtzExZWRl79uxh1KhRlJaWkpmpu1h1dKKJHfvLW6/8W2PH5fWxcEs+ZoOBMX06I0snZ0t8d2klbr8/ZEyTwRcLFqvM3VeO5KI+3TA2FsKrtjl5+MO5HKioC56/eOs+Cstr+ej+a0mMtQTH58zdFBQyaBqCP3LO+LZNByjaX0Vuh9Sjtrv/+T3YtnxP2Hh6TgoTbjr/qNfROTJ64EUUEoiZkU74py247777+PzzzwF48cUX28QGHR2d46dbThqGVgSKH5Wrn/+YP/3ne+7/8Fuueenf/Lh170m57sCO2cSbQz0ZqgiqEeoULw9+9R1XvfFvZm/eCcCnizeECJkmDlTU8unijSFjdfWH1bNppf6N2+2nrKT2mOy+9oHLGHH5ucgtUtZT2iVyy2NXYY23HGGmzrGge2aikEA2U3Tq0NzcXGJjYwEoLy//mbN1dHRON87tkc2A7tms2RFa+VeWBA7ZbbjdzUpgb2k1f/1yEX1z25GWEHtC181NTWRUz458u3EXAKoAmgFoseO+r6qGZ+ctoXdWBiU1tlbXKq6up8bmZNbK7Xj9Cqb40OrEmiggqOGKJi0jnt7n5B6T3QajzKOf/Jb1C7exeekuzFYTl04dTVKEGjo6x48uZqIQDSFqY2bGjh3Lq6++ysSJE7nlllva2hwdHZ1jRBAELh7di4LaWqrqHah+ldykBGLiTWytqgw7v6LezswVm/ndJSNO+Nr/N+VC4i1mlu0ppNjegBc17Jwap4v/rttCUmxzt/SmGjRqYzPLjftKuPaZf1NtcwBgNRsw5cWgHHAiCAKqQUTwKC11EoII4yb0xWo99jgXQRAYdEFfBl1w6lPBz1Z0MROFqJqAv422iU6UuLi4YCPApUuXtrE1Ojo6x8pHP6zlzbmrcHv9Aa+IQeCQy06cQQmohgjfs+odrbcgOBaMssyfJo3Fr4zm/plz+GFX5C0sm8vDHecPZv6G3VTanKiGQHwNAAqUVthCzHS4fbiM0HdAJvYDDQgipCfEYFAF6modJCRZGTmmB1f/ethJuQ+dk48uZqKQaN1mevPNN5k5cyZTpkxBURS+/PJLFi9e3NZm6ejoHCUOt5eZSzcHhEwL/IpKdZ0j8ESJIGi6ZB59wOzRIEsiXTJSWhUzHVKTyMtI5pFrx/H3b37igK0+eEz0R9RbqBqkd03hrb/cgCAIrbZl0Dk90cVMFBLwzESfmOnTpw9btmyhT58+AEyZMqWNLdLR0fk5dhVVMPPHTRysqMPh8VJa1RAxdURoDDE5PNKkX14mvxra56TbdfN5A1iwcy/5FdUh4z3bpXHD0ECdmfHndGV14SEOLN8UZmckXF7/SW1xsH7pbuZ/uZbqChupGQlcNGUwA0bovaBOBbqYiUJUotMzM3LkSLKysli5ciWKolBUVMSNN97Y1mbp6Oi0wsb8Yv787lzKa+3BMYFAravWmrt1TE/Cq6gYJJH+HbO497IRGORj93JUOR18sn0TNS4XXsVP99RUrujck9SYQA+oxBgLL193OW8sWsmWQ2UIgkD/nEx+P244VlNzQK9RDv2sVKXWvTM2j5t6h4sE64lnGS34ah1vPjMLh615i23Dsj3c+diVjLvy3BNeXycUXcxEIZoWvQHATzzxBLIsc+211/LJJ5/oYkZH5zTmk/nrQoQMNIoANdAPqaUiaPp+deWQ3ky9YPAJXXdB4V4eX7aQEntDyPir61ZxQ69z+MPQQH2WjqlJvDDl0iOuddm5Pfl81VYcnkARPE0GzQ/CYaVyVAHWHyzl5tf/y0s3XUaXzJQIqx0dqqryzcfLQ4QMQEO9i1mfLGfsFQP0JpMnGV3MRCHRus0EkJ6ejtVqJSkpCVnW//x0dE5n9hwKz06CRu+MCkgttpUEaJ8czzUj+x1xTVXTeHfTOhYV7aPB46FzUgpTzzmXc9IDBTT9qsoLa5aFCRmAWrebtzavpXNiCld17xVyzOX34fL7SDJZgkKh2Gbj39s2I2ca8Nl84NWQ7SBaRTonJlNcUY/T60cTQZUBEfaV1/D6/BX845bjbzNQdrCWfbtKIh7bt6uUytI60rOSjnt9nXD0p0kUomkCSpSKmWnTppGRkcGHH37I7bff3tbm6OjoHAGz0RBxXAC65aRwsLYeh8cPInRtn8p9l51PrPnIqcuPLfmB/+zYEny9raqCtSWHeGXCZextqGT23l3srqlqdb5PVfmucE9QzFQ7HTy1chGrSw/i8HnplpTKLX3OZURmLrf/72t2VTauZQj8ZKbH89fxFyIAt7/1FZjDr7H1QBl+RT3u6sUWqxGzxYjT7gk7ZjIbMFuMEWbpnAi6mIlCojVmBqCqqoqPP/4Yn8/H7NmzGTHixGtP6OjonBoGdsumsLQmbLxnXjofPXI9dreHBZvzibOYGNu3y88+/PfV1fBtwe6w8RJHA3f+8DVVmh180GpATiM2b0AkaJrG736czcqS5l5RGypK2LusmvNTOjQLmRYcctioVd0kixFUTCOadoQo4aMgKTWO3oM6snbxrrBjfQd3JD7JelTrFO0pZd4ny7DXOcnumsEVt43BYm3d7rMZXcxEIZoW8M5EI2+88QZPP/00siwjitEpyHROPkVFRaSmphITE8PKlStZt24dN954I0lJuiu+LZl2+VAWby6gqs4RHEuMNXPv1aMQRYH4GDO/Ou/oC8Et3F9AvSfcWwFQ5XBCDIGnkq+VgjWNdEoM/F0sLCpgTcmhsOM2r4d1JcUR52rA+pIS/jxmNN0yU9lTGi54+uVlnnBPqdv/fDl1VXbytzXb171fDtMeObrtqwUzV/HOU19iq26OWfpp1gYe//BO0rOTT8i2MxH9aRKFNG0znehPW5CXl8eWLVvYvn0727dvbxMbdE4/Lr30UhRFobCwkFtuuYU9e/YwefLktjbrrOfF/y6h0uZAEwj+1Lvc7DxUcVzrpVpiWj8otPhtUGmtQVJefAJT+w4EYF35QVSTFzHGh2D2geQDU+Cnzu+KOB8gxmBAEkWmXTCElLjQzKVO6UncfdF5x3BXkcnukMbf//tbpv91MtfeNY77n5vCSzPvJjP35wOLvR4fn708L0TIABRsPcgnz80+YdvORHTPTBSiagKKGp2emY0bN9K5c2cMBoPumdEJ4na7iY2N5dFHH+WZZ55hypQpdOum1+NoS4oqalmxfX9AXLT4uFGB+et2c9MFAUGxpaSUt1evZ0dZBUZZYkhONn8cM4I4c/h2yGVdevDmxrWRY2LEFq0JDI2vfQJW2QRoxBtMDM7M4Y4Bg+mclMK22jK+LtmMZAnMU/2AJNKUJORNcCPIEkJDaNxPssXCdf0C3qSL+3enc0YK/162EZfHR25KIjeOGkDiSUjNBpANEhOmDDnmecu/3UhxQWTBuGt94YmadUaii5koRENAidKYmYEDB3L11VdjMpn01ESdIL/61a/Iycmhc+fO/POf/6S0tBSr9ejiCnRODUu37MPu9kY8VlFnR1U1PtuwmeeWLMPp8wWPFVTXUFhTw0e/nox42P/jBkniiZHjeOKnheTXtih2Z1ACAqYlEhgMEJdsx40bTZRREqy0iwv8Xby2fSlV3oDnQvWDpjULGQj0UtJiFWRVQnEEPi8zY2O5b8RwshMS0DSNl1euZN6ePZQ0NJBhtZIUYyXOcuy9l1pD0zRUVUM6xi0rVQ3vORU8prV+7GxGFzNRiKoRtZ6Z6upqHnjgAQAkSeKdd95pY4t0Tgeef/55HnnkERITExEEAZPJxKxZs9rarLOaNdsPBAL0InzpSE2w8sayVby6bBWRdqxXFx1izo7dXN67R9ix4dm5fHvNTTz40xzmFu0Aox9B1vC5DGgtFhMB0eTGHYgIxq36WV6Zz9Nbv+H5AdexpSY09TnSdyNBAHOywN3njsQkS0zu0weTLPP2prXM3LGFgppaBAUERaCwzse769fjV1UeGzv22N6sw/B4fPzr7UVs2HQAp9NDXl4qv7pyICPO63pU80dedi7/eWkupYXhqfE9zu14QradqehiJhrRhKgMAK6oqODee+8NfuvQt5l0mpg1axbDhg1DEAT+/ve/s3z5ch5++GFycnLa2rSzEr+iUlBcHblxpKbRoV0SH6/eiKo0F5/TBBoVSGDa9vKKiGIGwCTJ1Ev1SLHNHh1jjA/FK6KqIoNSc6hQKqjT7GFz11YVUuKqPep7EQS4c2hgq8erKEz77n8sObQ/cNAAmgE0n4boBQGB7/PzuX/ECKzG40+ffvpvs1i+srlvVHWNg4KCCowPywwe+PNixGQxcs3vJvDe/32Fvb459qdDjyxu+MPE47brTEYXM1GIGqV1Zr788ktqamrw+wNN6iRJ4tFHH21jq3ROB+6//3727NnDihUr+Oabb7jnnnuYNm0amzZt+vnJOicfTUNVVQQFNLRmQaMFfhQj1Ls9IRkkggaa0ihqBEiyHDnupM4bGqArCCCbVEBldG4uMw8WNaZph+JQPJS76umf0p75xc1p3q04kciOTQz++z87NjcLmZbIoCkagiJQardTVF9Pz7S0I9rfGlu3HWRthLiWepuL2XM2HZWYAbj4xpF06pPD/E9XYLc5ad8xnUl3jCMuUd9+jYQuZqIQTQP1pGwznVgthWPlrrvu4ptvvuHKK68E4Ouvv/5Fr69z+iJJEvn5+Tz99NM899xzDBs2jAcffLCtzTprkWWJnnkZVNbtaxQ0zXTOSqFccUac11QZOCXOwvXnHrkScK41iV315WHjZlFmWFoHVlTvZHt9eHp1O3MCvRPbc1+fODZVF1PhtiNIICgq2mEJuiZR5h/nNadCryuLnK6NAJoEKJBmtdI+Lu6Ith+JrduK8XqViMdKSo/eowTQrX8e3frnHbctZxO6mIlCNE5Wb6ZfVsw88sgjzJ8/n+XLl6MoChs2bGDSpEm/qA06pydPP/00U6ZM4fLLL2fYsGFs3bqVHj0ib1HonDoURUUUBQRB4LbLhrKvpJpDlfVBx0yC1cxNFw1k7qGC1hdRoXNKMnGm8EBal9/Lv/ctZ6etFIfqxSoZcSihQcbnt+vCwNQ8JuWcS35DOV7VHzwmABdm9iHWYKZbgpmvLpzKZfP/hZcGEmJc1NqsuL0GNE1AlhXOz0mkW1J6cL7hKLa2x3ToQHyETKyjpV1mQqvHEuKPkJquc0LoYiYaidKieXfffTdJSUlce+21CIJAu3bt2tokndOEa665hmuuuSb4um/fvsyZM6cNLTq7WPT9NuZ+tY6DB6qJizczcFgXbvv9Bbz5hynMWLCB4iobSbEWrji/N307ZbFqduS+Q01Y5PA2CA1eF79f9wmbapur9WqCQHZMMooGVtnE8PSOPNDnAgCm5A1BFkRmF2+i2FlLijGWcZm9uK3zqOD8dpZ4pvcZw78K/ocsQVqSI+Sa+90ONtbuZUBSFwBG53Tkm707w7/GaZAom7moa1eeGj/+iPe2rbiM/23azr7KOvpnZ3DXmPMwtugKPnpkd/7brR2795SFzJMkgdHndz/i2jrHjy5mohBNE9CiMJspJyeHTp06kZWVxbRp0+jRowcPP/xwW5ulcxqwa9cupk+fjtPpZMmSJRQVFbFw4UJ+85vftLVpZzw/LdzBK89+i6Oxj1BNtZ0DhVWUFtfw5IvXMbxrLgcsNfTt0Z6enQLNIK/o25NZW3fhVUK3UzQAETqlhFdufn/f0hAhAyBIGg4a+GD4bfRIyAqbc1XuIK7KHXRE+2/oPJQ55T9S6g6v95SbkAAAIABJREFUXePTFOaWLAmKmUlde7Kq9CBf7d6OrzHFWQRyUmJ5/LwxjM8+sjfwpQU/8cHy9fgVDQFYta+IT9ds5ukrJzChdyBTSZJEHrz/El5+fQE7dhbj96ukpcUxYXwfLp/Y/4jrnwwqD1Wzc90+OvfNpX3njFN+vdMFXcxEIScvZuaXZ+nSpVRWVnLrrbfy7bfftrU5OqcJU6dO5YEHHuDPf/4zANnZ2bz00ku6mPkFmPf1hqCQAYJRtMuX53PdbW9RUWdHUTRMRpkh53bgsfsvY2iHHKaPHcHfFy3DpwREgQZoInROS+I3QwaGXWd7XWRvjkvxsqB0R0QxcziqpuBR7JikWESh2RvS3pIcUcyAxqba9Xx+MJkpOVex136IgR0lRHMu3+7dj8PvQzT5KZOcPLxhFg/5XUzuMCDitVcXHgwRMk3Y3F4en/UD5+ZmkdpYA6dTx3T++cKv2bmrhPJKG4MHdiLWGr7tNv+7LSz6cQf1tU7aZSYw8fIBDBzc6Wffh0h4PT5evudD1ny/hYZaBzFxZgaM7c39r/8G61mwvaWLmWgkSj0zAOeffz6lpaWMGTOG/Pz8tjZH5zShtraWq6++OpjdJooiDofjZ2bpnAxKixuDUg9LBfIlGCmtbgi+9nj9/LRqL6+9t4g/3D2BqecN5JJe3fjjrO8oqq3DYjbQL7Mdd543mMz48ADawwvohRyLEMviUz1sqv2eBn8VyYb2uJQyChp+osFfgVVOoVPscIanTUUUJMZm9GdzXQE+LdRTZBQVTLKXpRXL2Flfw/ra3bjVQIxOcoaE5rDiUwKPQZvfzYd7VzEp9xzkCPZ8t31PmJBpot7l4bO1W/jduPOosjn4bOkmqu1O2ifH8+tRA7Caw9O8P/33cj754Cd8voDNe3aXsnHDfu7/40TOH33s8WJv/+kzFn62Mvja2eBm+az1GAwyD79/xzGvF23oYiYK0TSiUszMnTuXKVOmUFRUBEB6evrPzNA5W+jUqRMLFixAEARsNhvvvPMOeXl6FscvQUJiDMUHQztjq5KAZowcLLtu8wH8ioosiWQmxPHvm6bw3w1bmbt9NzsPVfDcDz8xuX9vJvQMLRA3MLkDq6rCA4fjDRauaB+6/VLqymdOyT+o9OwHQMaPsUW7A6/XyfqamSiaj9EZd3Np1lDqvHY+3j8XjwqgYRL9JBldCAIcdDnZY98acg2zQSHF6qDMFk9T7nm+rZKNNYcYnJobZmeTB6o1GtxuVu0+wFMzFlBSawuOz12/m+dvnUiXzOaeTG63j+++3RQUMsE1bG6+/mrtMYsZr8fHuh+2RTy27sdt1FXaSEyLP6Y1o43oK1aiE0A7CT+/ME3bSv/85z8B+P777395I3ROS959913eeustysvLycvL48cff+S9995ra7POCs4b3T2sMJ4mAWLkL0x2hxuvpznD6M2f1vB/c39kZeFB8iurWZJfyMPffM/Xm3eEzLu180hGpXcPuZRVNnFrp5FkW0O7QP9Y/m5QyICGJEQWEnsbluFVA/Vqru8wnr6JMaSaG8gwN5BmcSJLgQ86nxr5e7tJVjDLzcVsZARipPDgZYDBHdpHHG+iR2Y6r89dGSJkAArKqnltzvKQsW1biygpqYu4zv7CKtzuCAV2joDT5qK+yhbxmL3WQXlRpC24MwvdMxONROk207Zt23jjjTfYtGkTb7zxht41WydIZmYmn3/+eVubcVZyzc0jWDhvC/v3NT/wRJ8GfhXk8O+7ednJWCyBB77b5+fLzdvxHdZLyOH1MWP9Zq7s1zPYg80gyvxz0PV8X7KNDTX7MYkyl2X3D4uVqfQUUezcGXzdVFg4EnZ/BXXeYtLNgQDfPgk9KPOUhp0nCoZAAZzDEASQW3h8+iVn0ysxcpbl8C65ZKbGUlplD9tqGpTXnm4pKWwvKos4d/P+UpweHzGmwPuWnByLwSCFeWYALBYDhhbZUUdDXHIs7TqkUbj9UNixjNwUcrv/fDxStKOLmWhEo7HMZnTx7LPP4vP56N27NwB/+9vf2tgindOFkpIS3n77bYqLi1EaM2T03l2/DIIg8NTff81j02dQVBgQNIIGRq+KTxZDnLgxFgNXTDgnKFB2llVQVBPZw1BQWUO920OipblmiyiIXNK+H5e0b72gnkexo9Ds+WlyJEf6xLOIScQbmjN2rsudTKWnim31O1BQENDoFSsgarUUujwUOlNDCuv5FQGnLyAw8qxJ3N9nXMQGuGX2BqZ+9xWFxnqkWJCcAqImYDYYuLJfT/5w4UgOVNShqpFd3qqqomnNxzp1zqB332w2bTgQdu45/fOQIojIIyFJIuOuO4+P/u8r/C0EkiDA+ZMGY4k9/ro50YIuZqIRTYAo9MwMHz68rU3QOU2ZNGkS/fv3Z/DgwUhS4Ftp02+dU09mVhLPv3EzX366iqLCSmKsJkaO7UGF082SFbupqXOSmZHAZRf2ZfTw5lopqbExxBgMIV2zm4gzm4gxHPsjJtPSjVRjHlXe/QhoaAgomogYYaspSbJRUHE9VlNfMuN/j0nO5IHu97C1fju7bevx++bgVQPeigwTdI2pYEVdJxr8MQhAn/hujEvpSKrZyg2dhhBriNwx+1+b1rCjuhIEUBJASQhILIMRbjp/AHEWM71yMshNT+RARbi4M5nksCDg3947gRf/9i27dwU8SbIscs6APO76/YXH/J4BTLnnEmRZYtHnq6k8VE1SRgIjLj+X6x+84rjWizZ0MROFaASCgKORkpISsrLOfJenzrHhdrt5++2329qMs5rklFim/f6CsPGrLzu31Tk5SYkMymvP0r37w44N7ZCDUT72R4wkyHSIyUNRdiHiRwO8moSKFZNoxKM2YEQgQaonR67E6VPx+zbidPyPxJiLSYy9jn6JQ6lyfsJBT+i2S4rRyYikSoq94xiW0purs8dG9MQczraq8LYLAA1eD3MKdnPvoOGIokBcghmtItSLpAlQq7gpqq4jN6W5T1THjum88q9bWbRwB+WldXTt3o7BQzsflT2tcdXdE7jq7gn4fX4kWTqhtaINXcxEIxpR6ZkBePnllykrK+OCCy5g8uTJWH6mGZ3O2cGNN97IU089xU033RQckyRJz2iKAp64ZCwPfTOfjQdLUDQNoyRxXscc/nzRmONa70DDT5Q4FiELzVtNFkEh2ZjFJdkvUVj3AbX2lzGKKgIKVpTGWOV6GpwzaXB+Raz1Tsqd6yOun25s4I5uvyZGTj1qm47UBsEkNT9GGxQvfguIPoJ7Y6oB/IqfH3cWcOvI0Po7kiRywYQ+R23H0SIfh0cs2jn77vgMQNCgleD+057nnnuO4uJibr/9dv7xj38wbNgw3njjjbY2S6eNef/99/F4PHz44YfBMVmW9VpEUUB2UiL/vmUKi/ML2VdVQ7+sdgzukH3c6+22zcWnhTeyrPHuYkPVC2TJCg5RBTRiBSVCLI2Pavu/8GlZRAod9mtu/KorbPxIDM3KYVVpk5dHQzAE2oOnGeO4tkezGIkxGkECNcIOaUrsmV+4ri3RxUw0EqUxMwC//vWvSUlJ4fHHH2fo0KFUVla2tUk6pwG7du06rnklJSUMGjSIbt26AXDPPffQo0cPbrvtNoxGIzk5Obz33nuYIjQ91Dl5CILA2G6dGNvt+KrXtsThq2j12P6G71EsOVgAGRWhldBgI36sghe7Fh74mmLsSpwhPM26zlvJprqFOHw2jGIC3eMHkWvtDMBvBwxje1UFi8p3IVj8iBKggdWiUuCoYpAlUJfmvC65bDkUntHUrV0qF/ftdnRvgM5xodeZiUY0QD0JP4dRVlaGyWTij3/8Y8j46tWrsVgsRxXT4HQ66d699WZqd911F6+99hpDhw5l6dKlpKWl/eyaOmc+h//N7d69myFDhvzsPK/Xy4QJE1i8eDGLFy/mV7/6FdOmTeP9999nyZIlxMfH8+mnn54qs3VOEqqmsrZmK/PLViAK4X2dAmhIqNR6ilFJQj5CsSxBgBzZhkxo6rNBiKVH4hQEIfTRt6pqNm8X3M/iihmsrZ3DsqpPeavgIf6V/ww1niqMksTkPt0xx2kBIQMgQLG7lkfXf4vLHwiAvnvcMC7p1x1zi22ezunJPDJxNIajDGj3+RS+XbiVj79azc69kVO9dcLRPTPRyClKzXa73XTr1o05c+bw5JNPYrUG+oy88sorXHTRRTid4a7fw1FVFY/HE/HYm2++ycyZM5kyZQqKovDll1+yePHik3kLOlGKzWZj8uTJzJgxgw8++IAnnniCF1988ZjXcblclJaW0rNnTwDGjx/P999/r/d4akM2HCrh042bKa6zkRxj4fLePbi4R7OXYnt9Pu/t+4p9joNoQLxsJtOYRbfY0F5OEgoGQUFBwS92BVQEraIVSaORIzuJk1QO+mLxaDImUaJ3+tO0tw4NObPKXczqynexUo9VBo8q06DGIOOj0LmR/x58mzu7/Ik5h7aHtUsA2GevZmbhem7tOgyDJPHStZey+WAp87bvZkNVKXbVxzMrljJofxbTR4wg7ghewo3bi/j7uz+y72AgRf6jL1cyakhX/vy7S5Al3fdwJHQxE42cwpgZSZK4/PLL+eyzz7jtttuoqKigqKiI8ePHA/DVV1/x0ksvoWka48aN4y9/+QsNDQ1cf/311NXV0bVr11bX7tOnD1u2bKFPn8Ae85QpU07NTehEHW+99RbPPfccnTp1okOHDqxateqogn8tFgsbN25k5MiRJCQk8NBDDwVFOEBSUhL19fWn0nSdI7C4oJBHvp1PVYsvQj8VHqDE1sDUIQMpbKjggQ3/pt7rRhBiiDV4ATcOfxqxsocsczWgYUAhRvA0to/ScCkuBmZ8QGnlZfga07eb0TAAsiiQiodUqenLlUSyOSfEvpKG2ayueJ5k2UNwo0KCWNVDmS8BWRDZ59hJkaOAWk/rcTaVbnvI66zkeJaUH2BPdXVwbHtFBXuqq/nw6qsj9n7y+xX+8f6ioJABcHv8zP9pJ1kZCUy7bmSr19fRxUxUIhAIAj5VTJ06lZtuuonbbruN9957j1tvvZWDBw/idDp5+OGH2bhxIzExMQwfPpzrr7+eefPm0bt3b5599lmWLFnCjz/+GHFdu91Ov3792LZtG5qmsWPHDu68885TdyM6pzW33XYbvhb1STRNIzY2lpycHB577DEkSeKDDz444hoZGRls3rwZgPnz53PfffeFiBe/309KSkpr03VOMR+s2RAiZABcPj8zNmxhUJcM7lv/MTVeFQjUYHH6jCSZnMSbvdj8HeghHEQUNMSQDzwNr1KN2/EWFkEDDfxowegZA2CVREQEzMiIgoCqabjw46v/K0L8A4hyR6qcy9lW+RecqgqEbgFZRB9JkoMyNRGf5qPCU0KONZE1VeFF7gSgR0JGyNh769eHCJkmVh48yNc7dzK5sXAogN3l4ZVZy1m6pYByewNigoDBoSE1J3OxdssBXcz8DLqYiUZOcQBwly5dMJlMbNy4kRkzZrBy5UpeeOEFZFmmoqKCiRMnAtDQ0EBdXR35+flBz83AgQNbXTcxMZHevXujqiqCIETslKtz9jB+/PgQMQNwwQXNdU6Opmie1+vFaAw8COPj40lOTsblcrFz50569uzJvHnzgn+bOr8sHr+fXRWRA/z319bx963fU+M93NshYPOaiTV5QcjAjwEDTZ6VQKE6CQ2jHIfTsxBFAFmAxhZMGAl05zYgYhVMSE2xMQIYNRnVPQeffzeG5Hc51PAlds2NSuTyEGbBh6qBVYqja2wfbuzsZnnFPspcDSHnDU7NY2JOaHp1QU1o486WbC0rC4oZVdW4/53ZrNlzMHDQIKAYBFSDhqlGRWr0wDtd3lbX0wmgi5lo5BdoFNnknRk1alTQbe/1eklPT+e7777DbDYHHyRLlixh8+bNTJkyhfXrI9d2ABg2bBhffPEFV1xxBbfffjs9evRg5Ej928bZyvXXXx/8944dO5AkKRg8vmHDhqBIORKzZs3i5Zdfxmg0IkkSr732GmVlZdx8880kJCTQq1cvrrrqqlN2DzqtI4kiFtkAhG/PGESRYm/kB76iSTh9Rur9pWxw5mESPCTLdix4yDA14EfA5y+lFi/xjXq3qTacHzAhYBGMzUKmyR5BRABUpQDF9jfcSqgoORyz6KWP+SAG81ASjEkkGOGFQZN4L38VO+tKMYkGBqXm8nC/CxEPK04Xd4S/3ZYxMy9+s6RZyLRAkwX8VgGxQUOTICbWhKKqSPoXwFbRxUw0copiZiRJCj5AJk+ezH333cftt98OBGp+JCYm8vjjjzN69GhiYmIwGo3Mnj2badOmMWXKFMaPH8/AgQNJTAxUuVy6dCnr169n+vTpwWssXbqUyspKbr311mAXbR2d6667jrlz5wZfp6WlMXnyZFavXn3EeZMnT2by5MkhYz169GDt2rWnxE6do0cWRQbntqd4W3g35/7tM7HLJdCKw8EgqhilQOyIRzNR54c0cwNq43aQXZPY7UsmV7ORITeLpabveHIribqCICAionkXkS3kECM1sEM14iPcC2gWfcSJHozCEuBhAIamd2BoegcUTUVEaLXC7qXduvFdfj4eJTRgOMVi4bq+fQFYtKOAmSs2R34DGm9GNQogCmwpLOPWR//Db687n2H9OgRPqatz4PMqpKbFnVXVfiOhi5ko5FQVzcvJyWHNmjUAxMTEUNPCVfroo48G/33jjTeGzEtNTWXRokXB188//zwAo0aNYtSoUSHnnn/++ZSWljJmzBi9IJpOEIfDQXZ2c6G1nJwcKiparzeiEx08Mn40JfU21h4sDgqN7mmpPDJ+FA9vi9wl3SBodIytxCIFhICASp6pEkvLIBJAQaLUH0ua5GqsABxAitiSMhQBhTQKsRi9uGlgry8epYUAkhvr1AgCeP0HqHKuJzWmeQtdEkTWVG/kx4qlVHiqiJNjGZI8gEszL0QQBC7o0oW7hwzhk82bgzFDOfHx3Dt8ONkJCQD8d80WvIoaQUaB6NGQ/UJI8ZT8okpe+HAhHz9zExUldbzz1o9s23oQv0+la7d2TLluKCNH9fjZez9T0cVMNBLF7QwGDhzIggULeOONN/SYGZ0gY8aM4YYbbuCaa65BEAS++OIL+vfv39Zm6ZwgyTEWPrlhCt/t2sOu8iraxcdydb/eCIJAnU3EL4rIxuZvZooCXlcMQlrz51us5CJGjOzCcWOgVjWR0pixJGDEitSY33Tkz0hJEJA1gc5GO4mSlxJ/DDZFxi+ARfAGBZIgQJnj2xAxs6JqLe8W/huXEvAKlVJOvn0fdT4bN+QFPIW/O+88rjvnHGbv2oVZkpjUqxcWgyG4xoGqOlRDoPXB4Qkdh+m2IMUV9Xz+3QaWf7OFwn3N8Ujbtx2i+KUaUlLj6NkrvCDg2YAuZqKRKG5n8NBDD3HHHXdgMBh0MaMT5F//+hevv/46n3zyCT6fjyFDhnDvvfe2tVk6JwFRELi0Z3cu7dlcTLPO48Lm9WL3WTCYfMiSiqoJeN0GNE3E54vFL9dj8xhIirMdIURQQ2w8qmkgy52oV/KRVIFE0Ryy9aJqKn6avD0CYmP9YIAUyUuK5KVWkSnwh7cdMEmhhfx+KF8SFDLNlmisqFrDlVmXEGsIxBmmxsTwm3MjN+pMtFo4UF2HYgLRC2LjZ7omQEpcDHU1ket6bVq9L0TINFFX62Tu7I26mNGJHk51avappGvXrgwcOBCTyXTW7/HqNGM0Gpk+fXpIfJXOmUu80UzH+GS2VJfh8xhpmdOWE5tAorkjKyuryImpRRQE3JoBI+HFOGVUNE2gQZFxayJpwj40VPyAX1MxCBKKpqABSouy5xoaKhrKUWRSCJhoZ700+Nqv+il1Ra7MW+OrY4dtD0NSBkQ8/mXBNr4v2k29x4PPEhBWmgEUGVQ/oEHfjhn0s6TyzaJtEWwBk9B6ll9l5ZGDms9kdDETjTS1M4hCampqeOCBB9A0DVmWeeedd9raJJ02ZNKkSXz99dd07tw5LE1blmX27dvXRpbpnEpEQeCaLv3YXVeFR2neUxGBUVm5rK5Zj1c1UOuNwa9CtT8Wo6BgFpvP9asCds3CGn8c7eVqLKKK26eSKEKC6MOBlwTNjL+VD0tVCxcyzrDte4m8+BuIM3VpHhEkYmQL9f7mwGaRgG2SIGJppVLvixuX8ta21fi0RnsESE63YG6QqXd5kM0i/XOzeGLSePCqrNlWRGllaPD0wN45nNshm/XL90a8RmpaXMTxswFdzEQjWvR6Zp544gn27NnD6NGjKSkp+fkJOmc0TR3TlyxZgnJY5sfR1JnRiV5u7D4Aoyjx5b5tFNttpFliuCSvOw6xEltdYAunxhtLlSeOdpYGin3JxItOjIKCgoBfEzCJGkbBhxsj7kYhUqbEkCq66WywYSG8/UAToiAgagJqo3dGNo4iN+n3WJyrcCgHEQUTGTEXkmEdFzJPEAT6JfamoryYDKMdUVDxajJNDS8/K3qdUvelTGg3KTinyuXgs/wtzUKGwOnVyS7O6diOX6f2Z0R2HgPysoIe66d/N5H/fLuO3QcqMBkk+nfP5rfXnY8sivzw3Vb2F4ZuNSUkxjDx8sgeobMBXcxEIacqm+mXYPr06aSlpTF69GheeuklXnrppbY2SacNycrKAiA7Oxuv10tlZWVQ1OjbkGc+13TtxzVd+4WMPbPtq5DX66py6Z9cHEjN1qzIgoJZ9BEj+lBUjQTZQ2jnbIEq1YxV8WEQ3MSJkWu+aJqGJOYiG89FNg7CbL0eQTCQaDnvZ+2e3P5SShyz8Khu6vwxIde3Kw3ML/uaTtZudInrBcDcA7upcjtaXJtgw9/N1eXsqK1iue0ATydeSNfEVAD6dM7kb/deHvH6Dz92Be++uagxm0mha7dMJl879KyNlwFdzEQvUeqZyc3NJTY2FoDy8vI2tkbndOGFF17gqaeeIiEhIRgYLssyhYWFbWyZzi9Nz/j2fMO64GufZmBtdQcMop+e8SX0iS8FTaNBMWEV3EgRNa+ATTXix4UfI3KEgjaCIGKOfxpjzLgI84/Mprp5aNhwqyaIkDXl0zysr10RFDOJJnPoCY1CBjSQNHyqysrSg0xf9C2zJt0SVoTvcLp0acezL/6a6qoGvF6FdpkJZ73418VMNHKyPDNtkEw0duxYXn31VSZOnMjNN9/8yxugc1ry+uuvs2PHDnJzc9vaFJ1TgNfr5+uv1rFzezGiKDBwcEcuvrQ/ohj+AB6b1pdXlIU4JTuaBl6XjN8jkxJjpGdOPQ7VAhqImgWjZAMc4RcEVAyYTBMwxt2DWvv/QKsNHtOABkWjrPp+pNo4zIauWIw9SI+bhuGwzKVIVHkONq7TuoDwqs0By5fkdaf71pXsrmtsIqlqIGsIUiD1W9MATWFrTRn/74cvee/Cq49KnKSknr0xMoeji5ko5KRtM7WBmGnfvj1Tp06ld+/e9OzZ85c3QOe0pF+/fnqMzBmK1+vn8Uc+Z93a5mDuJYt2smVTEQ/9+Yqwh/Zff/qJgwVGTMlmvF4Dfm8gHsVRD0uVkUwdEEdSjJvvK3ZR7txJuqEioncmI+4WUlIfAEDLWIm3/v/wuRfi9pdTpynYNIAaFKUGr3IAm3sBNtciOqe9j1HOjHgvla61FNq+At9G2hvq8SvJeDBEPFfQ/CiagiRIyILIqA6JuEsK8eGlriEGl7e5rYEgEHDwGDUWHtrHu9vWMa3v4GN4l3V0MRONRGk20/PPP09NTQ2DBg3i448/Jj09XU/FPYtp2TXb7XYzfPhwRo8eHTx+NF2zdU5/vv5qXYiQaWLRwu2kZCYgmmRSU2K59IK+aCKsOnQQTRNx1sWEPaE2V5Tz1+V28jIkKvx2MhMTOORJJtdUQ0tNlGjsg18cTIF9J52sPRAEE6bEZzhQtge72nrigcu3nTLbK+Qm/y3sWLF9IRsr/4JXrQMgXoIellI2OEy4NVPIuSIqO2xLeHPvISbn/J7PizayoHIlgiHQDNNs8iKIGk73YdtUAiCo/FC0Vxczx4guZqKRKA0A3r17N++99x4Q6Klzxx13tLFFOm3JuHHjuPPOO3nttdciHtc9NWcGO7YVRxxXFI0ZM1aiWAKPoW/mbuJ3d43D7vWiobXqOS632yn3KyClUm23omRpVFtjyTDaEFGp81sorBbRhPcxCQrd4vO4IutGOsX2wKv8fAalw7MlbEzTNPbWfxoUMk0IQFdzKQe8abhVM4oGoqBhQEEQoMRVwOcH3mFhuRQMc9Q0iLd60TQvnhg3VXVxKGrgb10QAt9VD9nrmfr1/9hXU0OcycSovA5MHz4cWS802iq6mIlGfoGu2acCu93Ojh07gq9ttvAGdDpnDzfccANPPvkkt9xyS1ubonMKkSJH6AKhH2P5+yt58pW5xFlUNC94k8DZngjxtUJwYoPbQmFVKhWuOBRVwCQppMc4MEgqaODXRHbZ9uNS3uaB7n9DltLxKuFdqkNWj1CUzqc2YPPsabZbA6dqDGwxiQJ55loUTaLOZ8amhlYQ3lp3iFpfSov1m3+bjQrJ8Q4q6+KD66JBpc1Bmb05+H17RQVl9gZeuviSI9p+NqOLmSgkWlOzzznnHD7/vLm5XN/G7rE6Zy82m433338/4jGDwcBNN930C1ukc7I5d1BHlizaGTauAaoh4GlQAV+sQLnDCQ4wIWCyCch2FVt3Dsu81mjZnbHGYcUrNT/K6j1mOibUYjH4AQG3KlPuLmFF1QJ6xUzE6d0ER6g/E2scFDYmCUYk0YJPsQPg1STcmgFVC9gvChqSoJBgcOD0GvFrzfYYJDcirUcGmAw+REFF1UQ0BQzI+Fwa4mEq7oeCAvZWV9MlJaWVlc5udDETjUSpmPnTn/7U1ibonGa43W6WLVuGFqEaq9Fo1MXMGcAlE/uzZdMBFi3cgao2/3dNnPAfAAAgAElEQVRWjSLIATGgmECTw7dQzNUC7hoNb/D5rYGsHuatCX3oe1UD5c5YOiQEtoRUTaLEFU+Js5Ryt4Dg6UWmXIhVsoddL9Y0nMzEB3D4ailx7yHVlEuSMZN6XzmeFtWBGxQTHoyojdcWNRWDpiCLGnGim1olUH5C0yBethIjg72V5pGiCCZRQlSNDMjIZm9JLeVKeIaW3evlpwMHdDHTCrqYiUKiuTeTjk5LMjIyWvXM6JwZiKLAw49eyeixvVi3dh+SKLCloJRdLSrYanLkrSgBgW5aIr5kiQJbNX7Rz+HJQ5Ic7mVx+IxoWmArRwXsfjPflm4lxVQFJCLRjwTJSYYplUtSc5AEHzGmfiTFXMUP5W+zx7YSh1KHUYwhL+Yc/P6D1PpcJIoSmqbhwkTLoB4VCQ8CouoLkVZuxYRd9ZFsqsbhT0I7LBBIBTJMSUwfOYqLMgdhkYxM/mwG5fXhYkYEshPij/xmn8XoYiYaicKYmYcffhhVDXUniaLIs88+20YW6ZwOJCcnt7UJOr8AgiAwfGQ3ho/sBsCqdft49uV51NY1doY+wufZRV268vtrRvH61hW8vm0lTn9zDy9J8mMy+8LmCC0W9CkSGgJ1PpU4WcQoqShI1Chx1Dg95Hh6c3n7awD4sfx9NtbOC871qk7y7SuR8WOVJGrV2EYvYqRAXBEfEvGGTtjUOryaF5caOM8sq6SZ7VS4Y4Nz1UZLy711/H33/5hRtITfdLiQsR07saG0NGRlDY1e6RmM69gp4nvkV1RsTjfxMWbkVnpDnenoYiYaicJtpt/+9rcRxYzO2c2qVava2gSdE0BVVZb9bw3F+aV0G9iJcy/od1TF3oYN6sTTf7qSb+ZuoqS8HofqY1d5Tdh5cTEmLju/NwC/7Tucwek5zNq/A6ffR++kdOZUrKbAXhE2z2rwoQFeRaLBH0ib1hDxqhJGKfRzqNwdyHDSNJW9Dasj2utHQlH9SCIoRyjQFSu3o9Iv49H8aJqI2uLcRJMHg6hS7zXj8ct4MYRouFJXDW/sncPrA++mzG5n7p7dVLudCDLIssheRzXXfT2T35wzkEs7B0Shqmq8/u1yFm0qoLyugXZJcYzr34W7Jg6PWJDwTEYXM1FINAYA5+TkAIGy9UVFRbz66qu8//77TJ06tY0t09HROR6K95by/K2vs3NVPpoGskGi/9g+/HnGvcQmWn92ft+e2fTtmQ0EUp+f/WAB85btxOMLBJfEW83ccsUQOrZvjhEZkpHDkIyc4Ou8RCt/2/4tVZ7m+BerLBBrclHnteDXmiOFJRRMUnjgikUOZB/5NC9Of30r1gqoCEiNNX9bcyRZDd3Z6dwemCGAiBYSamw1+LAafJS7EvGEd1igzmdnTskanh4/kdsHDeLGWZ9zoKEOn6bi86usLSsmv66aBKOJETl5vPLNT3y0YH1w/r6yGvZ9twZFUbln0vmtWHlmoouZaCQKxUwThw4dIi0tDYDt27e3sTU6OjrHy2v3fMCOlfnB136fwrr5m3lj+oc8+MFvj2ktQRB4ZOqFXDaqN0vXF2CQRS47vzdZ6YlHnHdBVm96JWYxc/8a6n0uOsamYjX6+KhwNn4tNJYmwaBhEENliFEwMShpBAAGwUSisR0ud3jJCAkJKbgx1LTPH+r5SDF2wCJ3RlW3IwgBMWMU/Y1bTaHnWqR4anFHvCeHEhjfXFlKUUNdoOZOU4VgDWrdLmbs3MLAjPYs3LQ34hoLNu3ljonnYTKcPY/4s+dOzyCi0TPThNlsZseOHbz99tscOnSorc3R0dE5DorzS9n2066IxzYv3o7X48Noilzm/0j07ZJF3y5ZxzQnKyaJ6b0uChmTBZGFFWspc1eTaIhlcHIvescn8kP5N1R7A4HHiYZkxqRfRPf4wDaWIAj0SRxHRVkhCqFxODFST9qZDTj9BfhVFzFyOhoSDb4qBEHAryWyod5MtXcZKgkIaJglP/GSC0304VUlVEQUVUAUU6j1OgjJL29B19hA5+s9NVWoaIGndAsxgwb762oor2uguCqyJ6m0xkZVvYP2qQnH9F5GM7qYiVaiLAC4ib/85S/Mnz8fVVX5+OOP29ocHR2d46CmvA630xPxmNPmxuvyHpeYOVlMyh7Nle1H4VQ8mCUjkhCIXRmUfB7ralbg1/wMShqO1RAbMm9Q8hWAwLa6hdR6y7D7VYpdJgocXoyCRv+k0fyh+zUkmQJbXz7VzQeFn7KsagUCrkb/i4CGgEsx4m9M5/aoMqoGGmbcXjciEiJCSEwNgFUyEiNZ8al+suMSAk/olqc0ipoKr5PUeCvpibGU14WnmKfFW0mOiwkbPxJ2m4uvP1pG0d4KYuLMjL3sHM4Z1uWY1mhLdDETjUSxZ2b27Nl88cUX+Hw+Pv30U2bMmNHWJuno6Bwj3Qd1JrtrJofyS8OO5fXOxppwbA/SU4EgCFhlc8iYSTIzIm3cEecNSr6cgUmX8cS2d1hZvYOmLSKv5mdNzR7e2fc9D/a8HgC7382G2q2B6zXO1zRwKTKKJiIhIQqgBqsKa2gIiKKAmUaPTWPhPUlU8Sk+/rR5Bh2taUzKGoYoRi6251C8KKLGyN4d+XL51rDjvTu0w3IUYlLTNNavKuDHuZtZu2QXtio7ghKIC1oyZxM3/O5CJt826mfXOVqqSqr58dPliJLAhTePISHl5HX91sVMFBLYZopO18y8efP4+OOPkWX9T09HJ1oxmo1cPHUsHz35X3ye5qBaa0IMV9w14agymk5nqj31bK7bR4ReCmys24Nb8WKWjOxp2EuDYg+e5VUEGvxmlMMCj42SQlPGdOBcDUkUsIgKLasRexvdMIWOSt4tXIAgyaBKjZ74Zlv8qoLT5+XBKWNQVJXv1u/G7fUHdqFEWJK/jxdnLeEPVzQ3bo3Ev16Yx5yv1uH3NdpgNqD5FfAouJ0+vv5oGRdNHkTcSRCn/3nmS/73ylzqKwMxSV+8NJvrHprEpN9fesJrgy5mopMo9sx4vV5mz56NyWRCFEUuvvjitjZJR0fnOLj2wStJzEhg8cwV1JbVkZGXxsW3jeO8ywa2tWknTI3XhlOJvI3m8LtxNW5fZVvaYxJNeFV34zFTiJABUJDwqjQKl0DrA6HRQ9MSTQOv0vxIbvC7iEuWsTuNqIoAmhj47RfokdyOjJhYBEHg4qE9mLVlJ4pKYEtKALdP4dOlmxjUOZsxvTtHvI8Nq/Yy938thAwEopZlCc2vISgq1eU2Fs3exBU3Dj/GdzCU9T9s5tO/fonX1RyLVF1Sy0dPzKT3yJ50HdDxhNYHXcxEJ1FYNK+JCy64INhgUq8zo6MT3Vx0yxguumVMW5vxs8zbvofPN277/+3deVxVdf748ddd2EHBDVFAZVFwF1FCZXE3l9Qsq1Fm0sqatqmppvTbjKU1ZTkz1vwepY1ZY6WW2aSmlvuKpqKAGyIoLiiIIuvlwl3O7w/0KnJRWQROvp+Px308uuec+zlvzqPHvW8/y/vD2bw8mrm4MDgkiKf6hVfZg9TevQ2+Li05V5JT6Zy/Sys8r861aevqQ+cmnTiYl4TZosGk2J/Ua1G0KIrFtspJr7VitnI1odFgVcBo1lNirjg0pKBgtVxtUwNavYJGB6MDOtliX594ApPZWmk+sdlqZfOh9CqTmV1bUzCV2dmjqjxAyrMj0NZBEb4ty3ZVSGSuKcozsOG/WyWZuVepeTXTyZMnmTlzZkOHIYT4DVIUhfikU8QnnkKjgQG9ArlICW+t3URxWfmP6RnyScrM4nKxgenD7A/DOGr1DGvdl8WnfsZ8wzCQs9aRkW0iKyRBTwc8zsJTi9l76TD2hqVupkWLRqug1VjxcmiGRvHgcF4uVkWHxQpWRVO+caUWzObKiYSiUThtuF5gsMxS9aaZZeYqNoQCu/uh3axVGy8GP9DrttfdjrHI/jJ0gJLCklq3D5LMqJOKk5n4+HjmzJmDh4cHWq2WZ555pqFDEkL8BiiKwnufb2DtjqOYr/YqrNxyCBdvF4pdy8p7HK5dC6w9cpxnBvTFy9XFbnuPtRtCUwc3tl48SG5ZAS2dvBjWug8DvcMqXOfh4MHLHZ/jvG8WbyTPJ7s0r1JbWqxoNOChc2OC7wg6enTAZDUR2jSIYlMpT/66gJQruViUazVpyoeijEb7k3hTrlyvetyrvQ8r99qv2dWtnU+Vzys8Moh1PyRU2PzTxmLFw9OVx/4Yi4ubU5Vt3Kn2Xf3Ztny33XPBve1v0VBdksyokEZRVDsB+M0337RtayDDTEKIurJpbyo/bTvMjV+NJrMVU2Yx+jZgrrgKm4uFxew9fY7hocFVtjmyTSQj20Te0f3buLbm0XbD+E/6KgyW6z0RHnpXgtx8yDKUkJPvyOKiDPp5a3m+czQ6jY4mjq60c/HlSO6NNWPKl3c7OFkoM940fqTA5Twjv//xe0otZjo1a0Hvjr4kpFas2xUR7MfDkd2qjDcyJoSBI7qzaW1SheMtW3owIKojIx7uS/uOre/ob7+dCS+PYs9P+zm+L73C8e7Rodz/5OA6uYckM2qk4p6ZjIwMUlNTmT17Nj/++GNDhyOE+I2ITzxFVf/GcyyqnMw46XX4e9VtUbmRPv1o5dSMDVl7uVJWiLezF509QpiTtIPzhlKgFCgk6cp5zhTl8q/7JlBmNZN8JdNuezrd1S975YZ/+BXryDAVkkEhAHvPZxLSvAVThoRz4lx5ob0e7XyYMrAPjrdYNarRaHj17XH0igggYXcaVqtCt7B2jBzfG53e/tyfmnJxd2H26jf4ZvYKUvaeQKPV0iWyI3FvTcTBsW7qEUkyo0JqnjOza9cu2rQpr/C5c+dOxo0b18ARCSF+C+wOl9xCuH9bQlu3qvM4wpuFEN4sxPb+tb0/ct5QeYuETedTSbx8jvYezcgrM9htS6MFjUbh2vQWJ6sDZSZNpfUfKZcvEenrxyfTxlcrVq1Wy9DRPRk6ume1PlcTXq08ef7fT9y19qWfX42uJjO1fTUEd3d3zp8/z/r16zl16lTDBCGE+M3pFdK2ynPdOrbB3ckRAL1WS0Q7X2aNqv7wRpnFQtKFC5zJqzwvpionCy/ZPW60mtl18SRNHJzxd2tu9xof56YsH/Z7Xu8Zy5+6DWBkm9AqF7KmXLJ/n3uF9MyokJqL5s2YMYOlS5eSkpLCp59+2tDhCCF+I0bHdGVX4im2J1SclzGobzDvPD+aU5dz2X3qDIEtm3Nfe79qF/b78uABliQnk5abi7NeT2+fNjwbEUGv1q1xdqh6qMRdX/UE2uZObmg1Wsb69yD9yEVKrddXJmmBkb5d6d3Cn94t/AH4eK/9SbQAztXYVPJQSiZpGTn07OJHBz/7iZTaSDKjRiodZvrrX//KrFmzeO6558jPz+eVV15h4cKFDR2WEOI3QKfV8vcXx/Dj5mQOppxFg4benf14YGA3tFoNgS2bE9iyZj/ca48f58OdOym5utTZaDaz6+wZ4s+eoa27B4MDA5kRE4ODrvJck4FtgtmTk1GpR8Xf1YsH2/UAYHLAfThq9aw6m8SFknxaOLkz1CeUJ4IHVPjMo5278fWhJHIMxZXuE+Pf/rZ/x6XcIv7+73UcPHoOk8mCq4sjkWEdmPHC/Tg5qjsdUHf09ywF7qBGQGMzYsQIpk6dytSpU5k7dy7vv/9+Q4ckhPgN0eu0PDS0Jw8Nrds5ICtTUmyJzI0UBc4VFrI4MZFSi4W/Dx0KgMli4Wx+Pp7OLvyuQzgLkvZyyZLPtS2arCYNZfkOFJWV0cyl/Gd4YvtwJrYPv2UcrdzdeTWyP//Ys4uLxeUJjYtez5jgEOK6374ezIcL1rM36bTtvaGkjE27jtPEw5lXpg29o2fRWEkyo0JqnQBcVFREREQEzz//PG+++SZnzpwhNDS0ocMSQohbstcTAlwrCQPA5pMnySspYcWhI3x/5Ahply7TxNmZNk09yLpiAr0TGmcrWEEx6jlLEQsPJvCXflG3vb+iKHyZeJDNp9IpLCujd6s2tHB3xdPZhcEdAunhffsl1JlZeRw4dNbuub2JpzGbLejreBVTfZJkRo2soLGor2cmJycHFxcX/vznP2MwGCgrK2vokIQQ4rbaeHiQmJVV+YQCWEBjgsslxTz21bdkFOZhulpLK99oJN9oRKMBRaNDMVRMFtKv5FZu045Z27ayOOmgbagqOTsbH3d3/j1y9B0lMgBZOfmUGCtvKQCQnVNA6slsOndsc0dtNUaSzKiQWntmJk+e3NAhCCFEtSlFSvnm1jd3XCigM4L26jYGJ3JzK19D+Xe2Yq38eXdHx9ve+1x+PquOH6s05+ZCURGLDiYQ5nNnCUhokA/eLTzIvlRY6ZzZbOHv89bx8d8fpZmn223bUhSFAzuOk5p0Bm/fZsQ8EIauDvZwqg1JZtRIxRWAhRCiMSkpKWPLlqMoCgwa1BkXl4oJxsX8QpJPnMfBDBYXsF47rYDmhkQGqHJrJg2a8gk2CmiNoLGAg17LkPa3L+W/4WQaV4z29zaqznJsVxdHhkaF8vX/9lY8oShghTOZuXy3cj/P/MH+flXXFBeW8N5z/yVxVyoWU/m/qn/8fBsvz32MDiEN17MjyYxaSS4jhBC1smZNIkuX7ObChfK6MUu+iWfiIxGMHdvbds3moyfJLS5BjwZdqYKiAbMrWJ1Ad3MPeRXfyzqNBk9nJwovlqK1XM94PvhxG6d65xLXLwwPZ/tLuAuNVQ/HG8uq3kjSnqcnR5GQfIZjaReux6tcLziXeeH29XP+M3slCVtTKhw7kXyW+TN/YM63z1crnrokRfNUSHN1zkxtX0IIca9KT8vms8822xIZgKysfBZ9vo2UlPO2Y62auts6XDRo0CoaHIs1OOaC7toZS3mPi64UuwlNv3bt6O/lfz2RsQJmyLpSzP/buIexHy3mX7/ssLuTdWFxGVSxMbaTpnJ/xOEzWXyxZT/rk1IrVUXWaDT06twWrZXyl1IxCfBwd7Z/o6ssFivJ8Sfsnju2P4O0w/YnGNcH6ZlRIxlmEsJm06ZNjBgxgpUrV5KcnMyyZcvw9PREq9WyatUq3N3db9+IuOesXZdEUWFppeNFRaX88vMhQq4OmcSGBNDF15vD57IrXKdFg0+TJpzPKkBXUj4vBjSUuSnom+uxahSaOjtzn78vM2JjmTh/SfkHFcoXcdzQVlZ+EYu2J9CqiTuTIm9aYq1R0Jiu5kjX5txcnXjsrXdlzuqtGMpMBHs3JyEtk50pGRhNZjRAFz9vZj0ylGCflrbmxt3fi/Vbj5GbV3GFlrurE/cP6nLLZ2YxWzEYKj8zAJPJzOXsfIK6+t2yjbtFkhkVUnMFYCHqkqIovP322wwbNoyysjKMRiPz5s0jNja2oUMTjVxxkf0fZYCi4utzVLRaDTMeGMis/20i5UIOUF5tNyakA/6eTVl0cn/5/Jmr1zsWaXC36vj61cdo6eGGh5MTpSYzJsvVMakqvrotisKGw2mVkpkhwYEsOZBMaZkZRUf5jSygL9GQciWbJNP1XiSs5S/t1dscPpvNOys28+VzE20Vj9u09uSFJwfx32/jyTh7GQBfH08eGdeHbp19b/nMHJ30tOvYmuRLaZXOtfZrRo/Iqncgv9skmVEldRbNE6KuffXVVwwcOJDTp0/f/mIhrjp57DxX0rLR5hmwujvBTfVV/G4q8d/D34dlzz/GuqTjXCwopm+AL939fXjw/f9WSGSg/L+LDGWs2n2El8aU15BxctDT2acVO9IybNfYc6W4pNIxdxwJ1nqSdukyFj2Y3cobcDFrKTXdNP50LYu54ech+XQWCSczCQ+8nqgMjgohJjKYHXvSMJktxEQG4+R0Z7tXj5sSTcaxCxRcud6zo3fUMWxiBM6uVW/dcLdJMqNGKq0zI0RdMhqNfPTRR2zZsoUXX3wRgFatWjF9+nQA+vbty4cffojjHSx/FfcGRVH45G8r2PS/BEqKS9EDSkEJFi9XrB4uAAQFteKhh/pU+qyDTscDYZ0rHLuUb7CbmGiATYlpnMq8zOVCAz5eTbgvwJe0i5e5kFeIgv2ExrdZ0wrvv9uRxMerd1FoLEVH+ShTc5zo2rE1O45WkcDfUMgPwGy1cuFK5V279XodAwd0st/GLUQO746TqxPrvokn62wuni3ciR7Vk6ETI6rdVl2SZEaFNDJnRgg+/vhjJk2aRJMmTWzHnn32WZ599lnMZjNTp07lyy+/ZNq0aQ0YpWhM1i3dzZolu1Fu+P7UWKw45pfQPNibbj3b84fHB+B6hz0Mzo568qsoDnwuJ4+z2eWTiw+fzubX1LM8MaIPp4rz2HgondwiQ4Xrmzo780hEd9v7YmMZizbuo9BYcTissLCUgvyqh8hu1qKJG1GhHe74+jsRFtWJsKjqJ0J3kyQzaqQA0jMj7nEpKSmcPn2a9evXc+jQIZKTkwkICKB79+7o9XpcXV1xdXVt6DBFI7Jvy7EKicw1VpOF4RFBTPrT8Gq1F9W5A9/vOmT3nPWmSb4FBiNbEtP54uWJvDEilg/XbmdP+hkKjaUEtmrO7yJ7EN3petKxdv8xLlypXOAOoLjQSHN3Vy7flBABFXpltBoYHRaCp5tLtf4uNZJkRo0UBY1VhSWAhahDixYtsv331KlTGT9+PPPmzSM9PR1FUejRowePPfZYA0YoGhtjyS1qthiqv73Kyw9EkXTqAifO31S8roqv57QLlygwlNLUzZm/jh2EoihYrAp6O9Vzb9X57qDTMymyM59t3ovRdL3WjF+zprTz8iSnoBhPVycGdQ1iUlTFCcWKonDxciHOTg409fjtJDmSzKiRUlcTgKuahiaEulxLbMaMGdPAkYjGrH0nHxJ3Va6TonPQ0iMyqNrtubs4sejFh1m0cR8/bE+moLgUjQWsDthWD93I1ckRJ4frP7sajQa9zv738KjwEBZt3EvWlaJK57q3b83TgyLo5tuaNYkpGMrKCGzVnD9EheHhUnWtmE07U/huTQInTl3EyUlPt5C2vPD4QPx8vKr9tzc2ksyokEapqwnAkswIIe4dD08bSFL8CU6lXKhwPHJIV3rHhNSozSauzrz0QBRbtx/HWFI+l8WkBcXOr2t4UFucHe/sZ9fdxYnHB4Xz/9bEU3RDFeDOfq14ZkQkAP06tqNfx3Z31N7BI2f45382kl9Uvuy8zGQhfv9JTp/NZezAroT1aEdIR587aqsxkmRGjRSlfEC21qQAtBDi3tHMuylvLXyS5Qs2k34kE0cnPd3vC2LiHwfb7UmpjuZN3Th/qXzVkK4UzJqr5XU1GrQa6B3ky6sTYqvV5mMxveji35rV+45SZCwj0LsZv4vthatT9Vford54yJbI3CgzO4/5X27DRe9ARJ8O/N9fxuB0hwlXY6K+iEX5YKpMABZCiGpr1daL52ZNqPN2B/UJ5sipLKxWBa0CDiVg1YGvT1NemhhDbLeAGiVM3Tv40L1D7XtMci5XHq66RtFCaamJ7TtTaea1hZeeG1rr+9U3SWZUSiNF84QQotH43fDeFBpK+WVPCpkX8/FwdSQ8xJ83Hh9CsyYNv6quRbOqt/XQ3NDRf+BgBoqi1Lqnqr5JMqNGVgUssppJCCEaC41GwzMP9ufxUX1JO3cJ72butPTyaOiwyMs3sO7nZBwt4Oqox3DzTtsWBc0NhYSLikuvrrCSZEbcbXU2Z0YIIURdcnZyoGvgnQ0LKYrClp3H2bP/JFaLlW5d2jJqWA+7S7Vr4qe1SXz51U4u55YPMTk46mnu4cSVstLypd9mK9oypcJSkHZ+zevs/vVJkhk1UqRnRggh1ExRFP7xyXrW/JJsqymzYdsxdu87yTszxqG/ab+o6rqYU8Ci/27nSt71wnqmMjPmXDPTHo/mUm4Rq346WKGejYe7M2PH9LLTWuMnyYwaKVawWm5/nRBCiEZp/8EMft54uFJxvN37TvLDTweZOC68Vu2vWZdUIZG5RlHg+PELzPrbePzaeLF9Vyp5+Qba+ngyemRP+kVUv95OYyDJjBop3Lo8pBBCiEYtft9JTGb7PeyHjp2rdTJjLDVVfc5oQqPRMGFcOBNqeZ/GQn0DY+L6nJnavoQQQjQIzS1+fTV1UNC0Z3d/dFVM4u3QoWWt229sJJlRI6sVLJbav4QQQjSI6Ps6otXaTzZ6dPWtdfv39Q2kf2RwpeOBAS159OGIWrff2MgwkxrJaiYhhFC1gktFaI0WrA4auFbTRVFw1mqJvq9yElJdGo2Gv05/gKXf/srB5NOYyiwEB3nz2CMRNPNyq3X7jY0kM2okc2aEEELVdmw5hrbYjE6vQXHQggY0JisWk8K61Yn8fmp0re+h1+uIm9SPuEn96iDixk2SGTVSrCgyTCSEEKpVVFy+KaXOrIC54vd5UVFpQ4SkajJnRo2sisyZEUIIFfPzb273uEYDnULUu3t1Q5FkRoWUqz0ztX0JIYRoGBMeicCvXeWEpmfv9gwc0qUBIlI3GWZSo7u0N9PZs2eZMGECe/furfO2hRBCXOfduil/e2cC334dz4nULBz0Orr28GPqtIFVrnISVZNkRpWU8irAdcxisVBWVlbn7QohhKisfYeWvP7XsQ0dxm+CDDOpkVWpl2Gm06dPM2LECGJiYhgwYACJiYns2LGDCRMmALBjxw46d+4MQEFBAb16qXNPDyGEEOomPTMq9NTfJ2M0GmvdjrOz8y3Pv/LKKzz99NOMHz+erVu38qc//YnNmzcTFxeH0Whk3bp1FBQUkJqaSlJSEkOHDq11TEIIIUR1STKjQm+88Ua93OfIkSP0798fgPvuu4+0tDR0Oh2DBw9m8+bN7NmzhxkzZrB69WqSk5P54x//WC9xCSFEY3PxzCW2r9iDi7sLQyZH4eTi2NAh3VMkmRFVCggIYP/+/YwcOZL4+Hi6d+8OwPjx41m0aBHNmjVj/PjxPProo+Tn5xMR8dsrkZcuzfEAABFHSURBVC2EELeiKAoLpy/hl/9up+ByIQDL//kTU995lOgJ8p1YXySZETZOTk6cPHmSAQMGADB06FDmzJnDBx98gKOjI5988onteFxcHHPnzsXHxwej0Uh0dDQajczAF0LcWzZ8tZ0fPl6H5YYdsM+nZ7Pgta/pEduZps09GjC6e4ckM8LGx8eHgoKCCsdmzpxZ6TonJyeuXLlie//rr7/e9diEEKIx2r06oUIic03Oucv89NlGJk0f3wBR3XtkNZMQQghRQ4aCkqrP5Vd9TtQtSWaEEEKIGvILaWv3uFanpUu/jvUczb1LkhkhhBCihia8PBK/TpX3Ugof1p3IMb0bIKJ7k8yZEUIIIWrIp30rZi7/M9/NXc2JxAycnB3pFhXCH2Y+JIsi6pEkM0IIIUQt+Ie05dWFzzR0GPc0SWaEEEKIe0jGsUwSthyjRZumDBjTG51O/TNOJJkRQggh7gEWi5V5L31F/JqDGArLt8QJ6r6B5z54lJDeAQ0cXe2oPx0TQgghxG0t/ccaNi7bbUtkANKSz/DJ68uwWCrXylETSWaEEEKIe0DCpqN2j59IOkP82oP1HE3dkmRGCCGEuAcUF1ZdxO9SZl49RlL3JJkRQggh7gF+wa3tHndr6krE8G71HE3dkmRGCCGEuAeMnTYQL+8mlY5HPRBGmw6tGiCiuiOrmYQQQoh7QPf+nXhjwROsXriVMyeycG/iQp+hXZn4pxENHVqtSTIjhBBC3CO69+9E9/6dGjqMOifDTEIIIYRQNUlmhBBCCKFqkswIIYQQQtUkmRFCqNqmTZtwcHBg7dq1nD9/nsGDBxMdHc2YMWPIy1N37QwhGouFCxfi7++Pr68vs2bNsnvNu+++S6dOnWjfvj1xcXGYzWZyc3N58MEHCQwMxN/fn+++++6uxCfJjBBCtRRF4e2332bYsGGUlZXx6quv8tprr7F9+3aioqL417/+1dAhCnHXFRYWMm3aNLy8vGjVqlWd/H9vNJTy/cc/M/fp//DmlPd5d/a7JCcnk5KSwpIlS4iPj69wfUpKCgsWLODgwYOcOHGC48ePs27dOoqKinjttddIT0/ns88+46233qp1bPZIMiOEUK2vvvqKgQMH0rJlSwC2b9/O0KFDARg8eDC7d+9uyPCEqBfjxo0jMDCQrKwsli1bxquvvkpWVpbt/OjRo/H09LT7Gj16dKX28i4V8MboD1j45rdsXBrPd0uW43SlOdu+3Y+7uzsPP/ww69evr/AZR0dHTCYTpaWlAJSWltK2bVv8/f2JjIwE4NixY3Tt2vWuPANZmi2EUCWj0chHH33Eli1bePHFFwEwGAzodDoAvLy8yM/Pb8gQhbjrfvrpJwBef/11AAYNGkTbtm1JTU2ldevWFa65U1///UdS9p+0vTcqBtzLPFk+bx1DHu2Hj48Phw8frvCZgIAAZs6cSd++ffHy8uKll14iLCwMgDfeeIMvvvgCRVFYs2ZNjf/WW5GeGSGEKn388cdMmjSJJk2uVzTVarWYzWYAzGYzzZs3b6jwhKgXq1atYuzYsbb3VquV/Px8vL29a9zmNz8sZnvRCrYXraDAchlQUFC4lJnLpmXxODo6otVWTB/MZjMHDhwgJiaGsLAw5s+fT05ODgDvv/8+2dnZzJs3j+HDh9+Vf2RIMiOEUKWUlBTWrFnDiBEj2LBhA7NmzaJnz55s3LgRgHXr1jF48OAGjlKIu+vXX3+tkLRv3ryZFi1a0KnT9cJ4999/P+7u7nZf999/f6U2w3z7E+0+gWj3CTTRNcdR40ypYgBAAXJycmjbtm2FzyxZsoTCwkIWLlzI/PnzGTBgAP/85z8rXPO73/0OrVbLiRMn6vAJlJNhJiGEKi1atMj231OnTmX8+PF06NCBp556ig8//JA2bdrw2WefNWCEQtxdJpOJEydO8P333zNhwgTS09N59tlnmTNnToXr1q1bV612O4UHkJ58xva+ua4NR0p3Ed4umohR3Zk5+lWWLl1a4TMlJSXk5+djNpvR6XQUFRXh5+fH7t278fPzw9fXl19//RWz2UzHjh1r/kdXQZIZIYTq3ZjYyKRfca84duwY7du3p2vXrnh7e9OqVSvefPNNHnrooVq1O3n6WE4kZnDiQAYAXnpvfHXBbMheSv+YdcyYMYPQ0FAMBgNDhw5l48aN/P73v2fbtm0EBQXh4OBAr169mDt3LomJiYwaNYqioiJcXV1ZunRphaHhuiLJjBBCCKFCycnJhIaGMnv2bGbPnl1n7Tbz9uSDn15n1YJNnDp6DjcPZwY/OoPO9wVXuM7V1ZVdu3bZ3i9ZsqRSW1FRUSQlJdVZbFWRZEYIIYRQoaSkJEJDQ+9K2y7uzjzyyqi70rapzMzqzzZydE8aOgcdvQd3ZeikAWg0mhq3KcmMEEIIoULJycnExcU1dBjVUlZq4q1H5pGw8frS7m3f7yF553Fe+fSJGic0kswIIYQQKvTLL780dAjVtvLTDRUSGQBFgS3fxhPzYF/6DOteo3ZlabYQQggh6sXRvWl2j5tNFvaur/ncGklmhBBCCFEvdNqqh5F0upqnJJLMCCGEEKJe9IztYve4o4sDUeP61LhdSWaEEEIIUS/unxJL7EMRaG7ooXFwdmDs00PoElnzYnoyAVgIIYQQ9UKn0/LGF39kwPg+HNx8BJ1ey4BxfekRFVKrdiWZEUIIIUS90Wg0RI3tQ9TYmg8r3UyGmYQQQgihapLMCCGEEELVJJkRQgghhKrJnBkhhBBCNEq5WXks/WAVaQczaBpT9XWSzAghhBCi0cm/XMhfx88lLfE0AJExgVVeK8NMQgghhGh0vv/XWlsiczuSzAghhBCi0ck4cvaOr5VhJiHEPeXcuXO89dZbDR2GEOI2dD0gssf1oaVz585Vea1GURSlPoISQgghhLgbZJhJCCGEEKomyYwQQtSjnJwcRo0aRXR0NGFhYRw9epTFixcTGxtLr169eOGFF2zXLl++nLCwMAYMGMAHH3zQgFFfV534e/bsSWxsLLGxsfztb39rwKjL2Yt95cqVREVF0bt3byZPnozVagXU8+yrir+xPXuwH/81jz/+ON7e3rb31X7+ihBCiHpz5coVJScnR1EURZkzZ47ywgsvKOnp6YqiKIrJZFL8/f2VxMREJS8vTwkNDVUMBoNiNpuV7t27265rSHcav6IoSkxMTEOFaVdVsVssFsVqtSqdO3dWEhISVPfsb45fURrfs1cU+/EriqIkJCQojz76qNK0aVNFUZQaPX/pmRFCiHrk6elJixYtsFqtHDlyhJCQEAICAgDQ68vXZLi6uhIfH09ERAQuLi7odDqio6PZs2dPQ4YO3Hn8jVFVsWu1WrKysjAYDPj5+anu2d8cf2NlL36A6dOn8/bbb9uuq8nzl2RGCCHq2dtvv02nTp3Yt28fY8aMsR3/5ptvCAkJITg4mCtXruDu7m475+XlRX5+fkOEW8mdxA/g5OREdHQ0MTExrFixoqHCreDm2EtKSoiNjSU0NJSxY8fSrFkzVT17e/FD43z2UDn+tWvX0q5dOzp27Gi7pkbP/+52KgkhhKjK559/rvTt21dRFEXZt2+f0rVrV+X8+fOKoijKypUrlbi4ONu106dPV7799tsGibMqt4r/RufPn1d8fHyUoqKi+g6xSjfGriiKYjAYlGHDhimffPKJ6p69olSM/0aN8dkrSnn84eHhSnh4uHLu3DlFURTbMFNNnr/0zAghRD3Kzc3FYrEAEBoaisFg4OjRo0yZMoUffvgBHx8fAMLDw9m1axdGoxGLxcKWLVuIibnF5jT15E7jN5vNtsmobm5uODo64uDg0GBxg/3YL168CICLiwvt27fHYDCo6tnbi78xPnuoHH9RURFGo5EnnniCESNGUFxczJQpU2r0/KVonhBC1KOjR4/y2muv4ejoiMlk4tNPP+Wll16ipKSEp556CoDJkyfz5JNP8txzzxEdHY2bmxvTpk2rsNqjodxp/LGxsUyZMgW9Xo/ZbObjjz/G0dGx0cU+b948tm7dik6no3Xr1jzzzDO4ubmp5tnbiz8jI6PRPXt78f/nP/9hwIABtvMtW7bkiy++AKj285eieUIIIYRQNRlmEkIIIYSqSTIjhBBCCFWTZEYIIYQQqibJjBBCCCFUTZIZIYQQQqiaJDNCCCFU691332XWrFkNHYZoYJLMCCGEqBU3NzeCgoIICAjg/vvvvyul//fu3YurqytBQUEEBQURHR0NgMlkoqysrM7uc+TIEX766Sfb+wULFvDZZ5/VWfvi7pBkRgghRK0YDAZSUlI4efIkTZo0YfHixXflHmFhYaSlpZGWlsb27dvr/B4A+/btY9myZbb3Tz/9NNOmTbsr9xJ1R5IZIYQQdcJisVBYWEibNm0AmDdvHl26dCEwMJCHHnoIs9kMwF/+8hcCAwPp3LkzGRkZAMyfP59u3boRHBzM//3f/9Xo/seOHSM6OppOnToxZMgQMjMz+d///sfYsWNt17z33nvMmjWLLVu20Lt3b4KDg4mIiCAjI4Ndu3bx+uuvs3LlSoKCgjh9+jTvvvuubUfn1NRUBg4cSGBgIOHh4SQkJADwzjvv8PzzzzNo0CD8/Pz45ptvavoIRQ1JMiOEEKLWunbtire3N0ePHqV3794APPDAAxw6dIj09HTy8/PZsGEDubm5fPPNN6SmprJ7925atGhBcnIyy5cvZ//+/Rw+fJiff/6ZPXv2VLrHgQMHCAkJISQkhIULF1Y6P2XKFObPn8/x48cZMWIEs2fPZvjw4ezYsYOCggIAli9fztixY+nYsSM7d+7kxIkTjBkzhk8//ZT+/fszZ84cxo4dS1paGu3atcNkMmEymQCYNGkSzz77LOnp6cycOZO4uDigfB+qnTt3smLFCpYtW8b06dPv1mMWVZC9mYQQQtTa4cOH0ev1/Pvf/yYuLo4dO3Zw6dIlnn76aTIzM8nMzOTixYt4enoSEBDASy+9xMsvv0xAQABbt24lKSmJHj16AFBUVGTbQPFGYWFh7Ny50+79CwoKSEhI4MEHHwTK59L07dsXV1dXBg8ezJo1a+jXrx8Gg4EePXqQnZ3Nk08+SWJiIrm5uYwYMeKWf19BQQGpqak8/PDDAIwZM4bHH3+cy5cvAzB69Gi8vLwIDw8nMzOzxs9R1IwkM0IIIerMH/7wB15//XUAHnvsMRYsWMCQIUOYPHkyiqKg1WrZunUrK1asYPjw4Xz55ZdYrVYmTZrERx99VOP7KoqCm5sbKSkplc49/PDDLF++nOzsbFsyMmPGDAICAvj666/5/PPPq0ySrrFYLGg0mkrHdTpdpffXdqwW9UeGmYQQQtSZjRs30qVLFwByc3Px9fUlJyeHvXv3AnDp0iWys7OZOHEiw4cPZ//+/URGRrJ69WpycnIAOHfuXLVXKDVt2hQfHx++//57AEpLS209JKNGjWLbtm0sXbqUiRMn2mJr27YtFouFX375xdaOq6urLY4beXl50bp1a1avXg3AqlWrCAoKwtPTs1pxirtDkhkhhBC14urqSkhICEFBQXzwwQd8+eWXQHkNmCFDhjBu3Dj69OmDXq/HYDAwcuRIgoKCOHLkCJMnTyYiIoJp06bRt29fgoODiYuLo7S0tNI9Dhw4YFuaHR4eDpT3hOj15YMMixcv5r333iMgIIDw8HASExOB8qXjgwYNori4mG7dugHw2muvMXfuXHr16oWfnx8ODg4ADBkyhKysLAICAsjIyECn09l6XxYvXsxbb71FUFAQ//jHP/j6669tMVy7RqPR2OIR9UejKIrS0EEIIYQQQtSU9MwIIYQQQtUkmRFCCCGEqkkyI4QQQghVk2RGCCGEEKomyYwQQgghVE2SGSGEEEKomiQzQgghhFA1SWaEEEIIoWr/HzkDJd6671ClAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_ = gs.scatter_plots(dfl)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Location map" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "ExecuteTime": { + "end_time": "2020-04-03T15:39:45.076812Z", + "start_time": "2020-04-03T15:39:44.603081Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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HoleIDXYTop ElevationThicknessBase ElevationNS_Top ElevationNS_ThicknessNS_Base ElevationData Spacing (m)
03.0405.632135.75376.6947.98328.71-0.92010-0.51919-0.1334357.952680
15.0235.891865.70379.6951.00328.690.241960.42938-0.1453884.885990
26.0325.032055.81376.8649.34327.52-0.82151-0.02331-0.5106240.660709
37.0675.542195.25381.4948.75332.740.87650-0.275960.8244036.354945
48.0355.731995.74376.9748.94328.03-0.77206-0.21829-0.3975162.080596
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" + ], + "text/plain": [ + " HoleID X Y Top Elevation Thickness Base Elevation \\\n", + "0 3.0 405.63 2135.75 376.69 47.98 328.71 \n", + "1 5.0 235.89 1865.70 379.69 51.00 328.69 \n", + "2 6.0 325.03 2055.81 376.86 49.34 327.52 \n", + "3 7.0 675.54 2195.25 381.49 48.75 332.74 \n", + "4 8.0 355.73 1995.74 376.97 48.94 328.03 \n", + "\n", + " NS_Top Elevation NS_Thickness NS_Base Elevation Data Spacing (m) \n", + "0 -0.92010 -0.51919 -0.13343 57.952680 \n", + "1 0.24196 0.42938 -0.14538 84.885990 \n", + "2 -0.82151 -0.02331 -0.51062 40.660709 \n", + "3 0.87650 -0.27596 0.82440 36.354945 \n", + "4 -0.77206 -0.21829 -0.39751 62.080596 " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dfl_ns.spacing(n_nearest=2)\n", + "dfl_ns.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Horizonal variogram parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "ExecuteTime": { + "end_time": "2020-04-03T16:24:35.977879Z", + "start_time": "2020-04-03T16:24:35.973913Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "average data spacing in XY plane: 42.812 m\n" + ] + } + ], + "source": [ + "lag_length_h = dfl_ns['Data Spacing (m)'].values.mean()\n", + "print('average data spacing in XY plane: {:.3f} {}'.format(lag_length_h,\n", + " gs.Parameters['plotting.unit']))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "ExecuteTime": { + "end_time": "2020-04-03T16:25:03.226489Z", + "start_time": "2020-04-03T16:25:03.222472Z" + } + }, + "outputs": [], + "source": [ + "x_range = np.ptp(dfl[dfl.x].values)\n", + "y_range = np.ptp(dfl[dfl.y].values)\n", + "n_lag_x = np.ceil((x_range * 0.5) / lag_length_h)\n", + "n_lag_y = np.ceil((y_range * 0.5) / lag_length_h)\n", + "lag_tol_h = lag_length_h * 0.6" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "ExecuteTime": { + "end_time": "2020-04-03T16:26:13.640679Z", + "start_time": "2020-04-03T16:26:13.637684Z" + } + }, + "outputs": [], + "source": [ + "var_calc = gs.Program(exedir + 'varcalc.exe')" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "ExecuteTime": { + "end_time": "2020-04-03T16:28:13.600547Z", + "start_time": "2020-04-03T16:28:13.596556Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "42.811510894775154" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lag_length_h" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "ExecuteTime": { + "end_time": "2020-04-03T16:28:34.934673Z", + "start_time": "2020-04-03T16:28:34.916698Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Calling: ['C:/Users/bogrash/Anaconda3/envs/pyg_public/Lib/site-packages/pygeostat/executable/varcalc.exe', 'temp']\n", + "\n", + "varcalc version: 1.400\n", + "\n", + " data file: Output\\nscore.out\n", + " x,y,z columns: 2 3 0\n", + " number of variables: 1\n", + " Variable columns: 7\n", + " tmin,tmax: -998.000000000000 1.000000000000000E+021\n", + " number of directions: 2\n", + " direction parameters:\n", + " azm,azmtol,bandhorz 0.000000000000000E+000 15.0000000000000 \n", + " 1000.00000000000 \n", + " dip,diptol,bandvert 0.000000000000000E+000 22.5000000000000 \n", + " 1000.00000000000 \n", + " tilt 0.000000000000000E+000\n", + " nlags,lagdist,lagtol 13 42.8115108947752 \n", + " 25.6869065368651 \n", + " azm,azmtol,bandhorz 90.0000000000000 15.0000000000000 \n", + " 1000.00000000000 \n", + " dip,diptol,bandvert 0.000000000000000E+000 22.5000000000000 \n", + " 1000.00000000000 \n", + " tilt 0.000000000000000E+000\n", + " nlags,lagdist,lagtol 12 42.8115108947752 \n", + " 25.6869065368651 \n", + " output file: Output\\varcalc.out\n", + " legacy output? 0\n", + " run checks? 1\n", + " attempt to standardize sills? 1\n", + " number of variogram types: 1\n", + " Variogram tail,head,type 1 1 1\n", + " standardizing with sill = 1.00000000000000 \n", + " Reading data file\n", + " Setting up final parameters for variogram calculation\n", + " Calculating variograms...\n", + " working on direction 1\n", + " working on direction 2\n" + ] + } + ], + "source": [ + "parstr = \"\"\" Parameters for VARCALC\n", + " **********************\n", + " \n", + "START OF PARAMETERS:\n", + "{file} -file with data\n", + "2 3 0 - columns for X, Y, Z coordinates\n", + "1 7 - number of variables,column numbers (position used for tail,head variables below)\n", + "{t_min} 1.0e21 - trimming limits\n", + "{n_directions} -number of directions\n", + "0.0 15 1000 0.0 22.5 1000 0.0 -Dir 01: azm,azmtol,bandhorz,dip,diptol,bandvert,tilt\n", + " {n_lag_y} {lag_length_h} {lag_tol_h} - number of lags,lag distance,lag tolerance\n", + "90.0 15 1000 0.0 22.5 1000 0.0 -Dir 02: azm,azmtol,bandhorz,dip,diptol,bandvert,tilt\n", + " {n_lag_x} {lag_length_h} {lag_tol_h} - number of lags,lag distance,lag tolerance\n", + "{output} -file for experimental variogram points output.\n", + "0 -legacy output (0=no, 1=write out gamv2004 format)\n", + "1 -run checks for common errors\n", + "1 -standardize sills? (0=no, 1=yes)\n", + "1 -number of variogram types\n", + "1 1 1 1 -tail variable, head variable, variogram type (and cutoff/category), sill\n", + "\"\"\"\n", + "\n", + "n_directions = 2\n", + "varcalc_outfl = os.path.join(outdir, 'varcalc.out')\n", + "\n", + "var_calc.run(parstr=parstr.format(file=dfl_ns.flname,\n", + " n_directions = n_directions,\n", + " t_min = gs.Parameters['data.tmin'],\n", + " n_lag_x=n_lag_x,\n", + " n_lag_y=n_lag_y,\n", + " lag_length_h = lag_length_h,\n", + " lag_tol_h = lag_tol_h,\n", + " output=varcalc_outfl),\n", + " liveoutput=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "ExecuteTime": { + "end_time": "2020-04-03T16:28:37.716101Z", + "start_time": "2020-04-03T16:28:37.684186Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Variogram IndexLag DistanceNumber of PairsVariogram ValueVariogram NumberCalculation AzimuthCalculation DipVariogram TypeVariogram Tail IndexVariogram Head Index
01.013.87681513.00.0127831.00.00.01.01.01.0
11.045.06870254.00.1603471.00.00.01.01.01.0
21.089.293385135.00.3498201.00.00.01.01.01.0
31.0133.200325160.00.5820541.00.00.01.01.01.0
41.0172.965087220.00.9290051.00.00.01.01.01.0
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" + ], + "text/plain": [ + " Variogram Index Lag Distance Number of Pairs Variogram Value \\\n", + "0 1.0 13.876815 13.0 0.012783 \n", + "1 1.0 45.068702 54.0 0.160347 \n", + "2 1.0 89.293385 135.0 0.349820 \n", + "3 1.0 133.200325 160.0 0.582054 \n", + "4 1.0 172.965087 220.0 0.929005 \n", + "\n", + " Variogram Number Calculation Azimuth Calculation Dip Variogram Type \\\n", + "0 1.0 0.0 0.0 1.0 \n", + "1 1.0 0.0 0.0 1.0 \n", + "2 1.0 0.0 0.0 1.0 \n", + "3 1.0 0.0 0.0 1.0 \n", + "4 1.0 0.0 0.0 1.0 \n", + "\n", + " Variogram Tail Index Variogram Head Index \n", + "0 1.0 1.0 \n", + "1 1.0 1.0 \n", + "2 1.0 1.0 \n", + "3 1.0 1.0 \n", + "4 1.0 1.0 " + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "varfl = gs.DataFile(varcalc_outfl)\n", + "varfl.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "ExecuteTime": { + "end_time": "2020-04-03T16:29:42.074296Z", + "start_time": "2020-04-03T16:29:41.886798Z" + }, + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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Variogram IndexLag DistanceNumber of PairsVariogram ValueVariogram NumberCalculation AzimuthCalculation Dip
01.025.01.00.0885911.00.00.0
11.050.01.00.1952101.00.00.0
21.075.01.00.3459191.00.00.0
31.0100.01.00.5107171.00.00.0
41.0125.01.00.6631251.00.00.0
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" + ], + "text/plain": [ + " Variogram Index Lag Distance Number of Pairs Variogram Value \\\n", + "0 1.0 25.0 1.0 0.088591 \n", + "1 1.0 50.0 1.0 0.195210 \n", + "2 1.0 75.0 1.0 0.345919 \n", + "3 1.0 100.0 1.0 0.510717 \n", + "4 1.0 125.0 1.0 0.663125 \n", + "\n", + " Variogram Number Calculation Azimuth Calculation Dip \n", + "0 1.0 0.0 0.0 \n", + "1 1.0 0.0 0.0 \n", + "2 1.0 0.0 0.0 \n", + "3 1.0 0.0 0.0 \n", + "4 1.0 0.0 0.0 " + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "varmdl = gs.DataFile(varmodel_outfl)\n", + "varmdl.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "ExecuteTime": { + "end_time": "2020-04-03T16:30:29.652357Z", + "start_time": "2020-04-03T16:30:29.435908Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(1, n_directions, figsize= (20,4))\n", + "for i in range(n_directions):\n", + " gs.variogram_plot(varfl, index=i+1, ax = axes[i], color=colors[i], title = titles[i], grid=True)\n", + " gs.variogram_plot(varmdl, index=i+1, ax = axes[i], color=colors[i], experimental=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Kriging" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "ExecuteTime": { + "end_time": "2020-04-03T16:30:36.013969Z", + "start_time": "2020-04-03T16:30:36.009015Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "200 112.45 4.9 \n", + "200 1202.725 5.45 \n", + "1 0.5 1.0\n" + ] + } + ], + "source": [ + "print(dfl_ns.infergriddef(nblk=[200,200,1]))" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "ExecuteTime": { + "end_time": "2020-04-03T19:09:36.137327Z", + "start_time": "2020-04-03T19:09:36.052556Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "C:\\Users\\bogrash\\OneDrive\\University_of_Alberta\\Classes\\MIN E 615 - Application of Geostatistics\\A8\\AntonBogrash-https-github.com-antonbogrash-min_e_615_python-6bacae0a5d17\\615March2020\\notebooks\\tmp4m6do7eq\\kt3dn.par has been copied to the clipboard\n" + ] + } + ], + "source": [ + "kt3dn = gs.Program(exedir + 'kt3dn.exe', getpar=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": { + "ExecuteTime": { + "end_time": "2020-04-03T21:34:03.351554Z", + "start_time": "2020-04-03T21:34:03.344573Z" + }, + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Pygeostat GridDef:\n", + "200 112.45 4.9 \n", + "200 1202.725 5.45 \n", + "1 0.5 1.0" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dfl_ns.griddef" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The setup below had a Simple Kriging on the original data without supplying the mean (it had a value of \"0\"). The mean value of 379.17 has been inserted to make the estimate theoretically correct.\n", + "\n", + "An alternative way could have been based on using the normal score transformed data for kriging and then back-transforming the estimate to the original values." + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": { + "ExecuteTime": { + "end_time": "2020-04-03T21:29:50.318203Z", + "start_time": "2020-04-03T21:29:36.325186Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Calling: ['C:/Users/bogrash/Anaconda3/envs/pyg_public/Lib/site-packages/pygeostat/executable/kt3dn.exe', 'temp']\n", + "\n", + " KT3DN Version: 7.330\n", + "\n", + " data file = Output\\nscore.out \n", + " columns = 1 2 3 0 4\n", + " 0\n", + " trimming limits = -998.000000000000 1.000000000000000E+021\n", + " kriging option = 0\n", + " jackknife data file = nojack.out \n", + " columns = 0 0 0 0 0\n", + " data spacing analysis output file = kt3dn_dataspacing.out \n", + " debugging level = 0\n", + " summary only file = kt3dn.sum \n", + " debugging file = kt3dn.dbg \n", + " GSLIB-style output file = Output\\KrigGrid.out \n", + " nx, xmn, xsiz = 200 112.450000000000 4.90000000000000 \n", + " ny, ymn, ysiz = 200 1202.72500000000 5.45000000000000 \n", + " nz, zmn, zsiz = 1 0.500000000000000 1.00000000000000 \n", + " block discretization: 1 1 1\n", + " ndmin,ndmax = 20 80\n", + " max per octant = 0\n", + " max per drillhole = 0\n", + " search radii = 500.000000000000 500.000000000000 \n", + " 150.000000000000 \n", + " search anisotropy angles = 0.000000000000000E+000 0.000000000000000E+000\n", + " 0.000000000000000E+000\n", + " Running data spacing analysis\n", + " Number of search data and length of composites = 1\n", + " 20.0000000000000 \n", + " Building data spacing analysis table\n", + " using simple kriging\n", + " with global mean of 379.173739000000 \n", + " drift terms = 0 0 0 0 0\n", + " 0 0 0 0\n", + " itrend = 0\n", + " external drift file = extdrift.out \n", + " GSLIB-style external grid file = extdrift.out \n", + " column for external variable = 4\n", + " keyout indicator file = keyout.out \n", + " not applying keyout\n", + " nst, c0 = 2 5.000000000000000E-002\n", + " it,cc,ang[1,2,3]; 1 0.436410000000000 0.000000000000000E+000\n", + " 0.000000000000000E+000 0.000000000000000E+000\n", + " a1 a2 a3: 674.286670000000 284.332460000000 \n", + " 284.332460000000 \n", + " it,cc,ang[1,2,3]; 1 0.513590000000000 0.000000000000000E+000\n", + " 0.000000000000000E+000 0.000000000000000E+000\n", + " a1 a2 a3: 677.395970000000 568.664930000000 \n", + " 568.664930000000 \n", + " Checking the data set for duplicates\n", + " No duplicates found\n", + " Data for KT3D: Variable number 4\n", + " Number = 230\n", + " Average = 379.173739130435 \n", + " Variance = 6.76736514930963 \n", + " Presorting the data along an arbitrary vector\n", + " Data was presorted with angles: 12.5000000000000 12.5000000000000 \n", + " 12.5000000000000 \n", + " Setting up rotation matrices for variogram and search\n", + " Setting up super block search strategy\n", + " \n", + " Working on the kriging \n", + " currently on estimate 4000\n", + " currently on estimate 8000\n", + " currently on estimate 12000\n", + " currently on estimate 16000\n", + " currently on estimate 20000\n", + " currently on estimate 24000\n", + " currently on estimate 28000\n", + " currently on estimate 32000\n", + " currently on estimate 36000\n", + " currently on estimate 40000\n", + "\n", + " KT3DN Version: 7.330 Finished\n", + "\n" + ] + } + ], + "source": [ + "parstr_ = \"\"\" Parameters for KT3DN\n", + " ********************\n", + "START OF PARAMETERS:\n", + "{file} -file with data\n", + "1 2 3 0 4 0 - columns for DH,X,Y,Z,var,sec var\n", + "{t_min} 1.0e21 - trimming limits\n", + "0 -option: 0=grid, 1=cross, 2=jackknife\n", + "nojack.out -file with jackknife data\n", + "0 0 0 0 0 - columns for X,Y,Z,vr and sec var\n", + "kt3dn_dataspacing.out -data spacing analysis output file (see note)\n", + "1 20.0 - number to search (0 for no dataspacing analysis, rec. 10 or 20) and composite length\n", + "0 100 0 -debugging level: 0,3,5,10; max data for GSKV;output total weight of each data?(0=no,1=yes)\n", + "kt3dn.dbg-nkt3dn.sum -file for debugging output (see note)\n", + "{output} -file for kriged output (see GSB note)\n", + "{griddef}\n", + "1 1 1 -x,y and z block discretization\n", + "20 80 12 1 -min, max data for kriging,upper max for ASO,ASO incr\n", + "0 0 -max per octant, max per drillhole (0-> not used)\n", + "500.0 500.0 150.0 -maximum search radii\n", + " 0.0 0.0 0.0 -angles for search ellipsoid\n", + "0 -0=SK,1=OK,2=LVM(resid),3=LVM((1-w)*m(u))),4=colo,5=exdrift,6=ICCK\n", + "379.173739 0.6 0.8 - mean (if 0,4,5,6), corr. (if 4 or 6), var. reduction factor (if 4)\n", + "0 0 0 0 0 0 0 0 0 -drift: x,y,z,xx,yy,zz,xy,xz,zy\n", + "0 -0, variable; 1, estimate trend\n", + "extdrift.out -gridded file with drift/mean\n", + "4 - column number in gridded file\n", + "keyout.out -gridded file with keyout (see note)\n", + "0 1 - column (0 if no keyout) and value to keep\n", + "{varmodel}\n", + "\"\"\"\n", + "\n", + "\n", + "\n", + "krig_output = os.path.join(outdir, 'KrigGrid.out')\n", + " \n", + "with open(varmodelfit_outfl, 'r') as f:\n", + " varmodel_ = f.readlines()\n", + "varmodel = ''''''\n", + "for line in varmodel_:\n", + " varmodel += line\n", + "\n", + "\n", + "parstr=parstr_.format(file=dfl_ns.flname,\n", + " t_min = gs.Parameters['data.tmin'],\n", + " griddef = str(dfl_ns.griddef),\n", + " varmodel=varmodel,\n", + " output=krig_output)\n", + "kt3dn.run(parstr=parstr, liveoutput=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": { + "ExecuteTime": { + "end_time": "2020-04-03T21:29:50.491210Z", + "start_time": "2020-04-03T21:29:50.321196Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Estimate EstimationVariance\n", + "0 379.17195 0.580881\n", + "1 379.21959 0.571900\n", + "2 379.25170 0.563399\n", + "3 379.27884 0.555401\n", + "4 379.30124 0.547910" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "krigfl = gs.DataFile(krig_output, griddef=dfl_ns.griddef)\n", + "krigfl.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": { + "ExecuteTime": { + "end_time": "2020-04-03T21:29:52.264804Z", + "start_time": "2020-04-03T21:29:50.494213Z" + }, + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cmaps = ['inferno', 'jet', 'bwr', 'viridis']\n", + "fig, axes = gs.subplots(2, 2, axes_pad=(0.9, 0.4), figsize= (20,15), cbar_mode='each', label_mode='L')\n", + "for i, ax in enumerate(axes):\n", + " gs.slice_plot(krigfl, var='Estimate', orient='xy', cmap=cmaps[i], ax=ax, pointdata=dfl_ns, \n", + " pointvar='Top Elevation', pointkws={'edgecolors':'k', 's':25})" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "# Clean up\n", + "try:\n", + " gs.rmfile('kt3dn.sum')\n", + " gs.rmfile('kt3dn.dbg')\n", + " gs.rmfile('kt3dn_dataspacing.out')\n", + " gs.rmfile('temp')\n", + " gs.rmdir(outdir)\n", + "except:\n", + " pass" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": true, + "user_envs_cfg": false + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": true + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}