commit 2ac1e1821ccf098d513bb332067ef9bc7aa6164f Author: Gerardo Marx Date: Thu Oct 14 04:50:28 2021 +0000 All boundary Ok diff --git a/.ipynb_checkpoints/main-checkpoint.ipynb b/.ipynb_checkpoints/main-checkpoint.ipynb new file mode 100644 index 0000000..4cc248f --- /dev/null +++ b/.ipynb_checkpoints/main-checkpoint.ipynb @@ -0,0 +1,264 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 130, + "metadata": {}, + "outputs": [], + "source": [ + "#1 Loading functions and modules\n", + "from fenics import *\n", + "import matplotlib.pyplot as plt\n", + "T = 0.1\n", + "num_steps = 10\n", + "dt = T/num_steps\n", + "rho = 7500\n", + "Cp = 500\n", + "k = 50\n", + "alpha = k/(rho*Cp)" + ] + }, + { + "cell_type": "code", + "execution_count": 131, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#2 Create mesh and define function space\n", + "nx = 0.008\n", + "ny = 0.003\n", + "mesh = RectangleMesh(Point(0,0),Point(nx,ny),30, 30,'left')\n", + "V = FunctionSpace(mesh, 'Lagrange', 1) #Lagrange are triangular elements\n", + "plot(mesh)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "metadata": {}, + "outputs": [], + "source": [ + "# Boundary conditions\n", + "u0 = Constant(100)\n", + "def boundary(x, on_boundary):\n", + " return on_boundary\n", + "\n", + "bc = DirichletBC(V,u0, boundary)" + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Coefficient(FunctionSpace(Mesh(VectorElement(FiniteElement('Lagrange', triangle, 1), dim=2), 10356), FiniteElement('Lagrange', triangle, 1)), 10369)" + ] + }, + "execution_count": 133, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "u_n = project(1, V)\n", + "u = TrialFunction(V)\n", + "v = TestFunction(V)\n", + "f = Constant(0.0)\n", + "F = u*v*dx + alpha*dt*dot(grad(u), grad(v))*dx-u_n*v*dx\n", + "a, L = lhs(F), rhs(F)\n", + "u_n" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWwAAADxCAYAAADvEI2QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJztnXu0JVWZ2H9f3+6+3Q3YuGg00jCRCWAGyYBI0DHKGkUUH5FRMTTGN8pkBVTMxFkwjuA4iyyZcZzg0ozpAMYHTxFcLcPiYTCSMdjQPOSNQUBofNDNG/p57/3yR1Vd6tbZe9euOlXnnDrn+611V99TVWef3fX4ne9+9dXeoqoYhmEYo8+iYXfAMAzDiMOEbRiG0RFM2IZhGB3BhG0YhtERTNiGYRgdwYRtGIbREUzYhmEYHcGEbRiG0RFM2IZhGB1h8bA7YBiGMYoc9cbl+vgTc1Hb3nr7jqtV9eiWu2TCNgzDcPH4E3P89Kq9orZdsddDq1ruDmApEcMwjM5gwjYMwxgAIvJpEblTRO4SkVPSZQeLyA0icoeI/FBEXhRqw4RtGIbRMiJyEPAJ4HDgYOCdIrIfcA5wqqr+K+By4LOhdkzYhmEY7fMHwHpV3aKqM8BPgPcABwDXp9tcC7w31IgJ2zAMo33uBN4gInuIyArg7cA+wF3AMek270uXebEqEcMwDAczzLF5blvs5qtEZEPu9VpVXZu9UNV7ROQs4BrgeeA2YBb4GPBVEfk8sA7YEfoQE7ZhGEb/bFbVw0IbqOq5wLkAIvJfgI2qei/wlnTZAcA7Qm1YSsQwDGMAiMhL0n9/jyR/fUFu2SLgL4FvhNowYRuGYQyG74vI3cAPgZNU9SngeBH5BXAv8Gvgm6EGLCViGIYxAFT1DY5lZwNnx7ZhEbZhGEZHMGEbhmF0BEuJGIZhOJhRYdPskmF3YwEWYRuGYXQEE7ZhGEZHMGEbhmF0BBO2YRhGRzBhG4ZhdAQTtmEYRkewsj7DMAwHMzrFptldh92NBViEbRiG0RFM2IZhGB3BhG0YhtERTNiGYRgdwYRtGIbREaxKxDAMw8EMi3h8drdhd2MBFmEbhmF0BBO2YRhGRzBhG4ZhDAAR+bSI3Ckid4nIKemyvxaR20XkNhG5RkT2CrVhwjYMw2gZETkI+ARwOHAw8E4R2Q/4W1X9Q1U9BLgCOD3UjgnbMAyjff4AWK+qW1R1BvgJ8B5VfSa3zS6AhhqxKhHDMIz+WSUiG3Kv16rq2tzrO4EzRWQPYCvwdmADgIicCXwIeBp4Y+hDTNiGYRgOZnSKTTPRZX2bVfUw30pVvUdEzgKuAZ4HbgNm03WfAz4nIqcBJwNn+NqxlIhhGMYAUNVzVfXVqnoE8CTwi8Im5wPvDbVhwjYMwxgAIvKS9N/fA94DXCAi++c2OQa4N9SGpUQMwzAGw/fTHPZO4CRVfUpEzhWRVwBzwK+A/xBqwIRtGIYxAFT1DY5lwRRIEUuJGIZhdASLsA3DMBzM6BSbd9rgT4ZhGEYNTNiGYRgdwYRtGIbREUzYhmEYHcGEbRiG0RFM2IZhGB3ByvoMwzAczOgiHt+5y7C7sQCLsA3DMDqCCdswDKMjmLANwzA6ggnbMAyjI5iwDcMwOoIJ2zAMoyNYWZ9hGIaDWV3E0zuXD7sbC4iKsEXkaBG5T0TuF5FTHeunReTidP16EXl5bt1p6fL7ROSt6bJlInKjiPxcRO4Skb9q6j9kGIYxrpQKW0SmgK8DbwMOBI4XkQMLm50APKmq+wF/D5yVvvdAYA3wSuBo4L+l7W0H3qSqBwOHAEeLyGub+S8ZhmGMHiLymTRAvVNELkwD1/8jIrelP78WkR+E2oiJsA8H7lfVB1R1B3ARyWSReY4BvpX+filwpIhIuvwiVd2uqg8C9wOHa8Jz6fZL0h+N+l8bhmF0DBFZDXwKOExVDwKmgDWq+gZVPURVDwFuAC4LtRMj7NXAI7nXG9Nlzm1UdQZ4Gtgj9F4RmRKR24DHgGtVdX1EXwzDMLrKYmC5iCwGVgC/zlaIyIuANwHBCHtoNx1VdRY4RER2By4XkYNU9c7idiJyInAiwC4r5NUH7LdkwD01DKNr3Hr7js2quuew+5Ghqo+KyJeBh4GtwDWqek1ukz8B/peqPhNqJ0bYjwL75F7vnS5zbbMx/fZYCTwe8950qvcfk+S4e4StqmuBtQCHHjytP71qr4guN8fmuW0D/TzD6CqrFi0bdhfmWbHXQ7/qt40ZXcRT26OrRFaJyIbc67WpuwAQkReTpIj3BZ4CviciH1DV76abHA+cU/YhMcK+CdhfRPYlke0a4P2FbdYBHybJwRwLXKeqKiLrgAtE5CvAXsD+wI0isiewM5X1cuAo0huVTTNKwt00a38dGKPLnlM7+3p/U9faKIm/AptV9bDA+jcDD6rqJgARuQx4HfBdEVlFcq/w3WUfUipsVZ0RkZOBq0kS5eep6l0i8kVgg6quA84FviMi9wNPkEiddLtLgLuBGeAkVZ0VkZcB30orRhYBl6jqFWV9qUJTJ88wJLtpdteBf6Yx/uw59VxwfRvnep0vAd+121GRZzwMvFZEVpCkRI4Esoj8WOAKVS2VVlQOW1WvBK4sLDs99/s24H2e954JnFlYdjvwqpjPrkJVSTdxgg5Sro/P7jawzzK6yx5TzzqXt3Gu9vslUEXo+eu7a/JW1fUicilwC0nweitpqpckwP1STDudf9KxiqSrCrqfE3wQct00YwKfdPZc3CvnNs69ul8CdYQeI/HNc9u6KO0zgDMcy/84to3OCzuGGFHHyrmfi2EQgt280yQ+zqxaslCcbZxT/XwJFMXuu65CIs9fryF5d1Ha/dJpYZdF1yFRxwg69iSte9G0LddRm97IqMceS56f/72tcyb/RRB7PlcRe5nIfQLPrmGfuCdN2p0VdkjWdUVdJujYE7nORTUIuY7aQDaGn5VLts7/3sa5kf8SgLhzNja6LxO5K72Svy5d8t40u6TvKpaqzM4JT+8YrS+Dzgrbh0/WPlGHJF0m6JiTvM7FNgixVqgvNQbA7tNbF7xu4xyo8yUQG92HIvSiwGPkXUXakxRlj5Wwq8jaJ+qQpEMnbOwFUPVCHIRYRy2KmCRWLk3+UmzrOOe/CGLPvVixh2QeK3CfvLNrtijuYUTao8RYCbtIrKh9kq4r6JgLo84FOiixPrd9eiCfM4nsOr19wes2jmn2JQDx51mM2PMih95rwCdwXyrFFXm7ct0m7RcYG2EXo+sYWVcRtU/QZXKOuWDqXLSDluq27faUZlWWTfdKpa3jlv8iqHI+xUT4mcxd57ovGo+Rt0vc2TVajLbLpD0paZGxEXYZMbKOFbVP0qGTPvYiqnNBD0umO7ZPzOkTxdLpmQWvB3Fcsi+FKudNjNzLonSfxDOBl8k7Rtxl0p5EOnnFFStEyqLrMlkXRR0r6bqCjrm46l7soyLRue1Tw+5C4yyang2uH9S+z38xxJ4n+Wg/dP5lMnedvz6Ju9IpZZG3T9yjJO05XTRy6cHRuLr7oIqsmxC1T9I+QYcOeOzFVlcEnZXmthb7vSws3RDD2p/FL4oq50Mm97JzLRSpuyReJu/8dVOUdzHirivtScxld17YIfqRdYyoXZL2Cbrsgom5CPsSRpsS7BJd2g/pl0vV454XfOi8CkXqoYh81+ntPed+MRceirqzay0fbVeRto9JyGOPlbDz0XWovjok6zJRx0o6JOjQRRR9cfYpnkU7pK/3G80zt7QwS17VYxwp+EzorvPQF5H7BF6Mvl03MfNRty/aLqZIitLOM8lR9lgJ20c+us7LOhRV1xG1T9I+QQcvrAoXa1PyXbQtZsY4ownmls31LKtzHBdIPnTO5FJBrvPOJ3GXwF3y9okbkmupmCrJR9u+FEle2rFR9rgzNsL2RddNyzommq4s6BI5V7mQ25Du1PbybQw3s55bGP0cp7zsy86NeaH7zjFPVO4SeEjeZeIupkry0XZZXtt4gU4Lu+541rGyLkbVeVm7oumiqOsIuuwCrHqhty3bqdGZ0GeozHpSp03s/6L0y86BMqEHo/KAwEPyriLuGGln+KLsSS3z67SwXcRE1xmhfHUoqi6LqJ2idkg6JOcYMdeRwagIdlT6kccn3Ria/v/k+xJznPNS9507mciDEs+fp440SjHyriLuKtL2pUYGyZzKyD0wNhbCLhsqNZQKgfgUSGVRV5C07yKLlXI/whhFeQ6DYewHb2Qe0ZcYqYdE7ovEQ/KuI+660nbhfnx9cm48joWwXbieZAxVg8wvj5B1VVG7JF1H0LFCaUI8Uzv6b8NYyOzS3mVVj9UCSQfem23nOp8yifsEHpR3BXH3K+2yKLtraRER+QzwcUCBO4CPpq9PAf4FsKeqbg610TlhV523sSwV4kqDxEbVVUXtknRdQVe90NsQsEXmLxCTTql6DKoIvvj5xe1C0bhL4EV5VxF3E9IeN0RkNfAp4EBV3ZpOTr4G+ClwBfC/Y9rpnLBDhGqvy1IhZbJuUtQ+Sfsuxhgx1hHyqAh38TYt36glZpY1UxLZ7750Cb/smOaFXibyGIG70idVxN2EtDNcUfb8uu6W+C0GlovITmAF8GtVvRVAJO48HCthZ2TpkJgbjeCusY6SdQOidl1owcg6Usz9CGSYAh00g/6/+r4gquaswX0uFKPyfLu+dIorfVKMuoPidkTb+RRJPq/tk3ZGKMoe1s3HJlDVR0Xky8DDwFbgGlW9pmo7YynsIqHo2pWzrirrqqKuIukyQceKuWkxLd7a++CHATPLw9U9VY5DUe4x6ZCQxH1RdkjeIXFXjbYz8tLOcEXZGR2py14lIhtyr9eq6trshYi8GDgG2Bd4CvieiHxAVb9b5UM6K+ysBjt2tnN4Ibp2jQvieiCmqqyrirqqpMvkXEfKoyDexduHmBKZbvYR/Tr70yd53/GMEblP4q40iivyDok7NtouSjufHskIRdllFSNto3OVBtrarKqHBda/GXhQVTcBiMhlwOuAyRB2kSx/XWUG81AqpB9Z1xF1HUnHCLpfIQ9TpoNgEP+/si+FsmNUFLrruIckXibvWHFHR9sOaWdk0q4aZRfpYB77YeC1IrKCJCVyJLAh/JZeooQtIkcDZwNTwDmq+qXC+mng28CrgceB41T1oXTdacAJwCzwKVW9WkT2Sbd/KUmJy1pVPbtq50Nk+essHRITXbuK5PuRdV1R+yQdEnQVMbclqakt9Ycu7RqzK+LHeqmyv11y9x3bvMiL50Ze4GXydqVMiumS2WXl0XZI2q4bkZm0Y6LsLC1SzGNnpX1ZLfaojtinqutF5FLgFmAGuBVYKyKfAv4c+GfA7SJypap+3NdOqbBFZAr4OnAUsBG4SUTWqerduc1OAJ5U1f1EZA1wFnCciBxIUrrySmAv4EcickDa4T9T1VtEZDfgZhG5ttBmq7iqQjKcfwY1LOuiqKtKOkbQdcU8SeKtS919VCZ63zErE3koCi+Td1Hc2XbFiNsXbZdJO8OVz87IpF0lyu4aqnoGcEZh8VfTnyhiIuzDgftV9QEAEbmIJHmel+sxwBfS3y8FviZJncoxwEWquh14UETuBw5X1RuA36T/iWdF5B5gdaHNgRJMhfQh6zqiriPpKnJuWshTW90X4SQwu7xaVrFs3/uE7jq+eYkXzw1f9O2St0/cPeurSjulamrE8BNztq0GHsm93gi8xreNqs6IyNPAHunynxXeuzr/RhF5OfAqYL3rw0XkROBEgH1W1xsDupgOiZlf0TkEZYOyjhV1P5KuI+ZJlm8d6uyvkOR9x8wl8vzxL0bgvug7O8fKxO2LtitJuyQ1YlRnqDcdRWRX4PvAKar6jGubtDRmLcChB09HhZHF/LWPYu66LBWSUVXWZVF1FVGHJB0r6KalPLVlcp9jn13heByxhND+98m8eGyLAo+Rd4y4Q9F2FWnP40iNzK/y5LKztIgvjz0wVEZumr0YYT8K7JN7vXe6zLXNRhFZDKwkufnofa+ILCGR9fmqelmt3heoUiESIpQKaVLWsaLuV9J1BD3JEq5Clf0UI/fisYoReKy8feL2SRsWRtsx0s4IpUb6jbK7/ABNv8QI+yZgfxHZl0S2a4D3F7ZZB3wYuAE4FrhOVVVE1gEXiMhXSG467g/cmOa3zwXuUdWv9PufCD2S3gSuwZuqyrosqq4i6jJJVxF0G2KWreMre11ePaLO8O3rkMhjBB4j75C4i9F2P9IuS40Y/VEq7DQnfTJwNUlZ33mqepeIfBHYoKrrSOT7nfSm4hMkUifd7hKSm4kzwEmqOisirwc+CNwhIrelH/UXqnpl0//BjGL+2pcOcUXXGc7BmwYoa5+oYwXdj5zHWcJVqLIfYuXuOi4+ieePdUjeLnG7UiW+aDuU1/ZJO8OZGkkpRtkxJX4+OliL3TdROexUpFcWlp2e+30b8D7Pe88Eziws+ydgILPA+oZRjaUsup5f1pCsmxR1VUEPVcpbhlDKtaK/c6OM0P4sk3nx2LkEHpK3S9y+aDs2RVK8GdnTH0dqZJ6KUfY4l/f1w9g86Vik7IZjVcqiaxf9yrqOqKtIujFBD0O2TdBEv2tKv7jvqwg8JG+XuMui7TJpO/sTGWW7ctlVGOchV+swtsIOUScdkpFF17E3GTNCso6NqvsVdW1Bd1XIg6Bs30QKvYrAs2MdK+6YaLssPRKbGomJsuvcfBz2uCKjQqeFXWXgpzpUma0c/KmQNmVdJurKkh4BOevzW1prW3ZZ0VrbTlz7M0Li+ePmk3eZuGOi7Tyx0q5KWZQ9sg/RzEkweBsGnRa2C9cY2BkxD8y4yNIhseNZhyh7pLwpWVcSdQuSblO6/dBPvxqTfX5/V5B3SNx1pV2WHnF+nifKLhK6+RgidOOxI0OttsbYCXsQVMldBwdsishZu2TdiKj7lPSoCrlNyv7PtYReQd4hcfui7TrSzlMlyo5Ki7RA1+Z27IeJELZrhD4v6Z9A/aRDfISi64HIug9JT6Kgq1LcR5UFHilv2bqjUrRdNT1SNcpuC6sU6SV8VCaIOo+g9jOhQOk4ICMga31+y/yPUZ2+9l/J8ap6b6KsBDR0PpaNux6TFpwPgEYsJ9w1JiLCDlE2o4SrnC+Ed5jUitF1FZqW9bAFPfdce9UAi3ZtttwzlmyfVoq6t2ytFWn7ctq921WPsqvefPTlsW0wqHpMrLBdkxWE8M10Xocmo+smZT0IUbcp46Y+v02pVxZ3g9J2pUbyhHLZVRl0HrsVtHpqtG0sJdIAsTOZjzJty3ruueeHLutYBtHXYf8V0wRNnvdVA6hJZWIj7LpULeMbKkOuqe6KoH3k+z+sVApQGmUbk4MJuwPYUKdGHWJz2Y1+Zh8P2IwzIvIK4OLcot8HTgd2Bz4BbEqXBwfBM2FXZHbZ4KPs2RVLOyntLCrtcqQ91Mi6TwYtazBZ+1DV+4BDYH6e3EeBy4GPAn+vql+OaWdihb1semdjebPZpSOax16xPDotIrusaC2vmpdeF+Q9CElXqhYZ0XRIk3XYy6Z3NtfY6HMk8EtV/VUyNUA8EyvsqsxON1cpMjMtwUqR2eWLeweu90TZunxpuFJkRKSd4ZPhMEQ+rOi5SVn7HqBxRddlEwY3VSECY1AhUp1VIrIh93ptOr2hizXAhbnXJ4vIh4ANwJ+p6pO+D5l4YS+dngnWYs8tm6tUi+1LmcwsX+StxZ5dMdVXLXbT0p5vd4CVDF1OPcRQ67H1mrKOJTQQlO9Jx6opj7KxREa5BlvmKj2HsVlVDyttU2Qp8C7gtHTRPwB/DWj6798BH/O938r6UhZNp8KsMMh62ckbGlO4LJpxRUN95SRr/Fktu6yY/zGq09f+6yMN0nR0XTY2dh3mr7fJ423ALar6OwBV/Z2qzqrqHPA/gMNDb54IYdcZj6DqoOsx+bzQ+AyuaKeKtHX50vKIa8Xy+gPum7yj6Hs/RRyj0LGOlXWd6HrB+3MfExN1z19PFQKiMR1H5Hhy6RAReVlu3buBO0Nv7nRKZM+p51ofE9tFWaVIfv3MMvGOxVDMZbtSI758NrjL/bILuTRFklGjVrtMRuPwUIiPVr6wIr9EQ1/Ivi/yGFnHRtdlYrYKkTAisgtwFPCnucV/IyKHkKREHiqs66HTwnaxasmz3jGxVy7dVmtM7CyP7brxWLXML5TLhnhpJ9v6y/2ixA29smjgYZuqUhum4IfyF0PFv3LK/nLqR9ZFYqLrBe05Lqd+bziGJuHt8ljYqvo8sEdh2QertDF2wm6SuaVaaSyBfHlfKMrOS9tVMdKUtKGCuDNaEHgZY59mqZmGqitqiJd1ProuytoXXceW82U3HPuZ0zGGSRkLG8ZY2Hssed47Ee+u09t5bvv0fC12VimyaDqZb45ls95hILMoOy/kBb97arLLpA1EpUegd3Co/IVbFnFn1BZ4kRGYUmzoNFQnHVv1UVXUyXvi0yDgv9Hoy11nvwej6zR/nd1wzCpEshrskZoeDECbHfStCcZW2Bkrl2zl6Z39X1Cu8r4quWwISxvcOW3oHX7VJ+7kPeXyhj4EXqSOrEZZ8gN8SKVKWV5ZhVCsqMEt63x0XZR1ndx1nanBQtgEvAljL+x+caVFynLZvtQIVJc2+Ou0Q+JO3hcnb/DLo7bIQ4zok3ttUbdeOqaMM1SuFyPrUBoE/KmQ2Nx1v+mQlUtG+Mt9CETdYRCRo0XkPhG5X0ROdayfFpGL0/XrReTluXWnpcvvE5G35pafJyKPiUiwjCWGPabKb0RkJULZDY3sz6/sz7Hsz7NQPbYranD9WQjhk7t4UfRcNNPSc2HNrpia/+npw/LF8z8+Zlcs7fmJISshi/mZJJreL1WOT+h4+84T1znVhKyjo+uSdEiRMS3p65vSCDsdqOTrJOUoG4GbRGSdqt6d2+wE4ElV3U9E1gBnAceJyIEkj2G+EtgL+JGIHKCqs8D/BL4GfLvJ/1CjpLnssig7Jp+dndihG5FAT7QNvRMe5C9GX7pkfn1gaiifFOoONDVp0q5DnYefyh56Sdp133MpS3/ML+tT1v1G11kAFaoQKRITqI0bMSmRw4H7VfUBABG5CDgGyAv7GOAL6e+XAl+TZFSTY4CLVHU78KCI3J+2d4OqXp+PxJtgz8XPsmnGXdIXQ8/NxxyZtPO57KrSLq7LLpK64gZ/nnt+veNiL5vfL1YqXRxBsC2aGhkvRs4vfGbg4ZcGRA3VZR0TXffLnosnT9QZMWfHauCR3OuNwGt826jqjIg8TVJvuBr4WeG9q2v3NpKsFjurFPHdeCxWizhxVIw0KW2oLm4IR90ZVSQO5SLvaafl4Tub/EIYxlCjIaqIGcrrp8Ff+REjaqgn6zx5WYeebKxaHZLdcOxyDXZTjPxNRxE5ETgRYJ/V/c24vPv0Vp7avjzqAZpQlA31pA3+FAmExQ1+eUM4+s4TGmSqikSqyr0OoybZMqpK2NtOhJwhojSvAVEX15elQcCdComJrrN0yPz9piHfcJS50ZthKuYMexTYJ/d673SZa5uNIrIYWAk8HvneIOkQhWsBDj14uvEKfF9NNuCsy64jbehf3OCXN7gv3liJZ1QZMbApOU0qsVLOU0fQ8+siRA31Ze18SCYiujaqEXPV3QTsLyL7ksh2DfD+wjbrgA8DNwDHAtepqorIOuACEfkKyU3H/YEbm+p8HWKibOeQq31I2/nakSYBt7ghLG/oFTjES3y+DzUk0s+wsONCnf0WInZc6rLHyL0Pv1QUdfG1L2ftk3WxMiRPnZuNk0ypsNOc9MnA1cAUcJ6q3iUiXwQ2qOo64FzgO+lNxSdIpE663SUkNyhngJPSChFE5ELgj0kG/t4InKGq5zb1H4vNY0M4l70gNVJD2lAebUNvxJ3fDnovvjKBQ7zEXYTEnqdpWY0z/UwQEDPGR2gY1BhJu7breV1T1nlC0XUxHWIPzCwk6u/adFLIKwvLTs/9vg14n+e9ZwJnOpYfX6mnKasWLWPz3Db2nNrJptkl8yP27TH1LI/P7lapUsQVZQdTIxAtbYgXN5TLu7i96+KMkfiC7QODUDU5+wjEfwGMEk3vg+BnVRx0qWyM6tDTif2KGqrL2pUKqRJdZzccswqRSSzpgw7cdGySLMrO0iJ5sig7Tx1pA85oG/zizi8Dt7yL2xffA/6L2Du8a0VJhARfxiDlNwpU3bfediInD6gqaN97yp5gLJbtVZF1HldlSJ2bjZM08BOMubCLaZE8rly2KzUSK20gGG2DP+LOL+tZXrjYQgJ3vR/iL3qf2OfbaUhCRv1ZXGLGnA6Npud7f1lEDYGoGqJk7SrjC0XXVdIhe04lba9aNN6Dco+lsENpEVcuO0baQO9DNdlJ6hB3MdoGf6oE/PLuWee4GIujA5Zd1L5SpTamgoLyL4JRpq194qPqJABlQ50GI+/Y8UAio2ool3WevKxD0fXQ6q+1m2V9nSHLYzvXBaJsCOezM/JPQgJBcRfTJEBU1D2/PCDwnvWBi9Y11Gs/M4PUOYEHLb1h0/TMK7HjT9edESZG0hAfVYNf1q68tWvcEFd0PclPOGaMlbBduGagyUfZLmnn89nZyVaaIgFnmgSoLG8oz1fHpkNiL3Zwy72ITQPVDFWOS897I49BMLquK2moHVWH8tYQH1139YajiOwOnAMcRDIl2MeALcA3gF1Jpgj796r6jK+NsRC2a25HV1okH2XHSBtYIG6ftDPmH7LJ6EPeGb4IfME2JdF4zPugP4kY/VPnyzAqpx2YVMA3bnVVUUN5VJ3hylvnZT3G0fXZwFWqeqyILAVWANcC/1lVfyIiHwM+C3ze10CnhZ2V9uVxpUXyUXYVaQPeaDuf184oS5VAubzn1wUkDuFo3Lm9I5XRVrQ8anm/JhnkXxiV89kRcylWEjQ4n1YMiRr8si6KuiwVUpa77lKFiIisBI4APgKgqjuAHSJyAHB9utm1JM+7jKewy8hH2b7JeWOlDf5oO6MYdfeIO8MReQMLhnANSRzKL07XBAv9EitiS5u0sw+qTG5bNuNLcOjTGpKG+Ki6KOqyMr58dN3VdAiwL7AJ+KaIHAzcDHwauItkVNMfkDzLso+3BcZI2Pm0SOjmI7yb0JmxAAAOI0lEQVTwLR4TaQPBaBtwVpNA70nuFLgn+s4ok/j8dsXpy2rOXB2aw85E3Az9ziqeETsNV+m41A5Bg/spxTJRQ31ZV4mu82QlfU0jc3H3dVJWiciG3Ou16ThIGYuBQ4FPqup6ETkbOJUkj/1VEfk8yRAfwU8cG2H7CEXZMekRWCjuYrQN7huTGa6UCQSi7wxPFF4klFaJoSnRG/VpYv7D6MkCfOcb/hH1YiQN5bnq0A1Gn6x90fUIpkM2q+phgfUbgY2quj59fSlwqqp+HngLQJoeeUfoQ8ZW2Pkou660gR5xF9MkQFTUneGLvoHeihMfJVG5j+KsOdD8ZKlGM9SeCzF03uQIDXfqEjTESRrKc9V1ZN11VPW3IvKIiLxCVe8DjgTuFpGXqOpjIrII+EuSihEvnRd2/sajq1pkfrsK0ga84i6mSaBc3uAXOIQlnhEt8yI15d42ri+PYTJK+6aHKsc7R8wY1D45g3+QJt+EA/2IGsJpkBGPrmP5JHB+WiHyAPBR4EMiclK6/jLgm6EGOinsbACoMoq57KK0gQXVI0CpuIH5R9rzhCJvcJ/8IYlnxMi8SG25N8G2uNH7RlqQZQx6n+aoO81W6BzLCI2iFytpcFd/VJX1mNxoXICq3gYU0yZnpz9RdFLYRUJRdkjaEI62oVfc4E+XZLjknccXhWcUn66MwZcrb4PiTDwLGKLMRoG2932e2HMjT8zEAaEpu3xjf8RIGtw11iFZFylG123dcBxVxkLYRepIG/zRNiw8+VxRN/SmTfL4UigZZdG4izpir0LPJA4pg5TSuNDG8clTZwaXsrkUQwMzuQQN/hK9OqIui6yLsh73gZ9gTIUNcdIGosQN5fIGv8DBf/KXReMuyiL0uhQnb2hbMpNMm1NkVTmXIG48ap+goZqkwZ2rjrnBOOjctdjgT+3heuqxTNoQJ26Ik3eGLwLPE4rGe9orDEpV9YIMUSeyN5qnyWOap+rUW6Fzdr7NwIMuVSQNblG7IusO32hslM4KO/bGo0vaQCVxg1/eGWUSh3A07qKK1GNpU/5GM7Qxv2HM+dbTj4iJBEJjVleRNPhTIC5ZT1ruOqOzwnbhirKT5b3lfvmTw5UqAb+8gZ7H3MskDnEXQFWpxxCTmjFGk6bOgTxVZnTJiJlMIFSWF0p5VBF1snwyZQ0dF7Yrys4Opis9kizvrdMui7rzFMsCXbhy4D7qSD2WmNSM0S2aPD8y6kx0G/PoeFleOnRT0WTtptPCDhGKtiEs7gzXeCQhiWfEnMxVpB5DUfzQzsVtjA5tzCheZ3aX2CcSy6s+wnnqkKwnoUIExkDYoVy2L9pO1i08OWIEDvESL1JH6mWU5dWNyaGtabTqPB5e5UGXmJuJZVF1a7KeG73p7TovbCi/AZk/4C55J9v0njixEi9SV+oxhPLqhpHR9jgcdZ4+rFrpMenpDxdjIWyoUjWy8CTwCTzZNnyC+cYtaepR2jbFb0wmbT7m3W/pXVVBT0oaJM/YCBteOIAx4s7wnSQhkb/w3v5rQ33Sh/EZQ8EYbQZV49xExDyJks4TJWwROZpkgJIp4BxV/VJh/TTwbeDVwOPAcar6ULruNOAEYBb4lKpeHdNmP/gOahMir8KgpG8Yg2TQqYpJl3SeUmGLyBTwdeAokkG4bxKRdap6d26zE4AnVXU/EVkDnAUcJyIHAmuAVwJ7AT9KB+kmos3GaeLAD1r6hjEumHj7JybCPhy4X1UfABCRi0jmIMvL9RjgC+nvlwJfExFJl1+kqtuBB0Xk/rQ9ItocSeykMwxjWMQIezXwSO71RuA1vm1UdUZEngb2SJf/rPDe1envZW0CICInAiemL7ev2OuhOyP63CargM1D7gOMRj+sDy8wCv0YhT7AaPTjFf02IHOweOtozcg08jcd04ks1wKIyIaSedNaZxT6MCr9sD6MVj9GoQ+j0o/ChLhjQ4ywH2Xh1Ot7p8tc22wUkcXASpKbj6H3lrVpGIYxNojI7sA5wEGAksyY/naSdPAc8BjwEVX9ta+NRb4VOW4C9heRfdO5yNaQTMeeZx3w4fT3Y4HrVFXT5WtEZFpE9gX2B26MbNMwDGOcOBu4SlX/JXAwcA/wt6r6h6p6CHAFcHqogdIIO81JnwxcTVKCd56q3iUiXwQ2qOo64FzgO+lNxSdIBEy63SUkNxNngJNUdRbA1WbEf3htxDZtMwp9gNHoh/XhBUahH6PQBxiNfoxCH+YRkZXAEcBHAFR1B7CjsNkuJJG3v50kEDYMwzDy7PriffTgIz8dte3//f5nbw7l7UXkEJIvkbtJouubgU+r6vMicibwIeBp4I2qusnXTkxKxDAMwwizSkQ25H5OLKxfDBwK/IOqvgp4HjgVQFU/p6r7AOcDJ4c+ZOSrRAzDMIaBqLJ4e3QGYnNJZcxGYKOqrk9fX0oq7BznA1cCZ/gaGVqELSJHi8h9InK/iBQ7Tnqj8uJ0/XoReXlu3Wnp8vtE5K2xbQ6oD+eJyGMiEl0v3nQ/RGQfEfmxiNwtIneJSNTfdS30Y5mI3CgiP0/78VeD7kNu3ZSI3CoiVwyjDyLykIjcISK3xZactdSP3UXkUhG5V0TuEZE/GmQfROQV6T7Ifp4RkVOGtC8+k56Xd4rIhSLS2lNxqvpb4BERyerDjwTuFpH9c5sdA9xb1tDAf0huNP4S+H1gKfBz4MDCNv8R+Eb6+xrg4vT3A9Ptp4F903amYtpsuw/puiNI/vS5c4j74mXAoek2uwG/CO2LFvshwK7pNkuA9cBrB31M0vX/CbgAuGLQ+yFd9xCwapjXSLruW8DH09+XArsP43jk2v8t8M+HcG6uBh4ElqfbXUJSUjff5q4rV+sR7/ybqB+SAoyyY3oIsAG4HfgB8GLg+8Cd6bIfAqtDbQwrwp5/3F2Tu6XZo+l5jiE5uSD58+FIkYWPu6vqg0D2uHtMm233AVW9nqRSZmj7QlV/o6q3pP15lqR8aDVh2uiHqmo2utWS9Cf0N2Yrx0RE9gbeQVIDW0YrfahB4/2QFyoVzoWkUkFVnxpkHwrvPRL4par+atD7It1uMbBckmdHVgDe+ucmUNXbVPUwTcr4/kRVn1TV96rqQemyf6uqwedRhiVs1+PuRaEseNyd5A7qHoH3xrTZdh/q0Go/0j8NX0US3Q68H2kq4jaShwKu1RdyeAPrA/BfgT8neTihjLb6oMA1InKz9N6QGlQ/9gU2Ad9M00PniEjv3HLt9iHPGuDCwOe31o9UjF8GHgZ+AzytqtdE9GWoWJXIGCMiu5L8yXWKqj4zjD6o6qwmDwXsTRLlHTTIzxeRdwKPqerNg/xcB69X1UOBtwEnicgRQ+iDt1Jh0EjywNy7gO8N6fNfTBJ970sykuguIvKBYfSlCsMSdpXH3ZG4x91j2my7D3VopR8isoRE1uer6mXD6kdG+qf3j4GjB9yHfwO8S0QeIvlT+k0i8t0B94HsT11VfQy4nPJUSRv9cFUqHDrgPmS8DbhFVX8X+Pw2+/Fm4EFV3aSqO4HLgNflG5Q5mNoyG/UzKIYl7FF43L2NPtSh8X6kubtzgXtU9StD7MeekoyfgIgsJxn/PHQXvPE+qOppqrq3qr48be86VQ1FUm3sh11EZLd0P+wCvIXkRlOINvaFs1JhkH3Ive944tIhbfXjYeC1IrIivV6OJLnXM9IMpQ5bR+Bx9xb7cCHwxySF9BuBM1T13EH2Q0ReD3wQuCPNHwP8hapeOeB+vAz4liSTYCwCLlFVb1ldW8ekCi3th5cClydeYDFwgapeNeh+pE1/Ejg/Fd8DwEcH3Yf0S+so4E9D+6DlfqwXkUuBW9LltzJij7O7sEfTDcMwHLzoRXvrYf86+ODhPD++7rTgo+lNYTcdDcMwOoIJ2zAMoyOYsA3DMDqCDf5kGIbhYk6Z2joz7F4swCJswzCMjmDCNgzD6AgmbMMwjI5gwjYMw+gIJmzDMIyOYFUihmEYDmROmdpSnNh8uFiEbRiG0RFM2IZhGB3BUiKGYRgDIB2T/VlgFphR1cNE5GIgG+52d+CpdMIPJyZswzCMwfFGVd2cvVDV47LfReTvSKY282LCNgzDGDLpJAr/DnhTaDvLYRuGYfTPKhHZkPtxTbQcmoj5DcDvVPX/hT7EImzDMAwXc4psjS7r2xwxgcHrVfVREXkJcK2I3Kuq16froqZMswjbMAxjAPgmYk4nDX4PcHFZGyZswzCMlimZiPnNwL2qurGsHUuJGIZhtE9oIuY1RM4gb8I2DMNoGVV9ADjYs+4jse1YSsQwDKMjmLANwzA6gqVEDMMwXMzNwZatw+7FAizCNgzD6AgmbMMwjI5gwjYMw+gIJmzDMIyOYMI2DMPoCFYlYhiG4WJuDn1+y7B7sQCLsA3DMDqCCdswDKMjmLANwzA6ggnbMAyjI5iwDcMwOoIJ2zAMoyNYWZ9hGIYDnZtj7rnnh92NBViEbRiG0RFM2IZhGANARB4SkTtE5DYR2ZAue5+I3CUicyJSNuu6pUQMwzAGyBtVdXPu9Z0kM6b/95g3m7ANwzCGhKreA5BOzluKpUQMwzAGgwLXiMjNInJinQYswjYMw3DwrD5x9bU7L1wVufmyLC+dslZV1xa2eb2qPioiLwGuFZF7VfX6Kn0yYRuGYThQ1aMbbu/R9N/HRORy4HCgkrAtJWIYhtEyIrKLiOyW/Q68heSGYyVM2IZhGO3zUuCfROTnwI3AP6rqVSLybhHZCPwR8I8icnWoEVHVAfTVMAzD6BeLsA3DMDqCCdswDKMjmLANwzA6ggnbMAyjI5iwDcMwOoIJ2zAMoyOYsA3DMDqCCdswDKMj/H87ptpnZrEC4AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWwAAADxCAYAAADvEI2QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJztnXuUZVV54H9fVXdVP3g1dJyBBmO7QEckAYGF5gErEU2QuCQ6OjQZExUimRmI4mSSJUlEYxYZyagZEp1kdXhMokE0IJkOwxJ0dHRNRoEGUXk6KCiND6BpMPaTrvrmj3NO9alTe++z97nn3HvPre+3Vq2699xz9933PH711bdfoqoYhmEY48/UqCtgGIZhxGHCNgzD6AkmbMMwjJ5gwjYMw+gJJmzDMIyeYMI2DMPoCSZswzCMnmDCNgzD6AkmbMMwjJ6wYtQVMAzDGEde/YurdfvT81H7fvXr+25V1bM6rpIJ2zAMw8X2p+f5p88cFbXvmqMeXd9xdQBLiRiGYfQGE7ZhGMYQEJF3isi9InKfiFySbztRRL4sIt8QkX8UkUNCZZiwDcMwOkZETgDeDpwGnAi8VkSOBa4C3q2qPwXcBPxuqBwTtmEYRve8BLhdVXep6n7gi8AbgBcBX8r3+Szwr0OFmLANwzAGZ72IbC39XFh5/V7gdBE5QkTWAGcDxwD3Aefk+7wp3+bFeokYhmE4mEPZMb83dvenVPVU34uq+oCIXAHcBuwE7gHmgPOBPxeR9wBbgH2hD7EI2zAMYwio6tWqeoqqngHsAL6pqg+q6i+p6inAJ4BvhcowYRuGYQwBEXle/vv5ZPnr60rbpoA/BP4qVIYJ2zAMYzjcKCL3A/8IXKSqzwDnicg3gQeB7wHXhgqwHLZhGMYQUNXTHduuBK6MLcMibMMwjJ5gEbZhGIaD/Qrb58crph2v2hiGYRheTNiGYRg9wYRtGIbRE0zYhmEYPcEaHQ3DMBzsZ4qn59aMuhqLsAjbMAyjJ5iwDcMweoIJ2zAMoyeYsA3DMHqCCdswDKMnWC8RwzAMB3M6xfa5taOuxiIswjYMw+gJJmzDMIwhICLvFJF7ReQ+Ebkk3/Y+EXlcRO7Jf84OlWEpEcMwjI4RkROAtwOnka3b+BkRuTl/+c9U9YMx5ZiwDcMwuuclwO2qugtARL5ItkxYEpYSMQzD6J57gdNF5AgRWQOcDRyTv3axiHxdRK4RkXWhQizCNgzDcLBfp3l67qDY3deLyNbS882qurl4oqoPiMgVwG3ATuAeYA74S+CPAc1/fwg43/chJmzDMIzBeUpVTw3toKpXA1cDiMifANtU9YfF6yLy18DNnrcDlhIxDMMYCiLyvPz388ny19eJyJGlXV5PljrxYhG2YRjGcLhRRI4AngMuUtVnROQvROQkspTIo8BvhQowYRuGYQwBVT3dse3XU8qwlIhhGEZPsAjbMAzDwRxTPGMrzhiGYRhNMGEbhmH0BBO2YRhGTzBhG4Zh9AQTtmEYRk+wXiKGYRgO9usUO56zFWcMwzCMBpiwDcMweoIJ2zAMoyeYsA3DMHqCCdswDKMnWC8RwzAMB3M6xY79NpeIYRiG0QATtmEYxhAQkXeKyL0icp+IXJJve1P+fF5EgkuMgQnbMAyjc0TkBODtwGnAicBrReRYsiXB3gB8KaYcE7ZhGEb3vAS4XVV3qep+4IvAG1T1AVV9KLYQE7ZhGMbgrBeRraWfCyuv3wucLiJHiMga4GzgmNQPsV4ihmEYDuZ0imefWx27+1Oq6s1Bq+oDInIFcBuwE7gHmEutU1SELSJnichDIvKwiLzb8fqsiHwyf/12EXlB6bVL8+0Picgv59tWicgdIvK1POH+R6kVNwzD6BOqerWqnqKqZwA7gG+mllErbBGZBj4KvAY4HjhPRI6v7HYBsENVjwX+DLgif+/xwCbgpcBZwH/Ly9sLvFJVTwROAs4SkVekVt4wDKMviMjz8t/PJ2tovC61jJgI+zTgYVX9tqruA64Hzqnscw7wN/njG4AzRUTy7der6l5VfQR4GDhNM36c778y/9HUyhuGYfSIG0XkfuAfgYtU9RkReb2IbAN+BvifInJrqICYHPYG4LHS823Ay337qOp+EXkWOCLf/pXKezfAQuR+F3As8FFVvT2iLoZhGL1EVU93bLsJuCm2jJE1OqrqHHCSiBwG3CQiJ6jqvdX98tbWCwHWrpFTXnTsyiHX1DCMcWZq5U8t2XbXXXc9pao/MYLqdEqMsB9ncfeTo/Ntrn22icgK4FBge8x7838LvkCW414ibFXdDGwGOPnEWf2nzxwVUeV+sWN+76irYEw466ZmR12FDtm+8Gj1kY8AICLfGbTUORV+tG/VoMW0Soyw7wSOE5GNZLLdBPxaZZ8twFuALwNvBD6vqioiW4DrROTDwFHAccAdIvITwHO5rFcDryZvqBwF4y7M7fPWXd6I54ip+SXbxuUa7/oPx+7vb+y0/FFTK+w8J30xcCswDVyjqveJyPuBraq6Bbga+JiIPAw8TSZ18v0+BdwP7CdLtM+JyJHA3+R57CngU6p6cxdfsEybF+2oJPr03HjNHmaMF4dP7xrJten6I+Ei5h6c7P8GBiMqh62qtwC3VLZdVnq8B3iT572XA5dXtn0deFlqZVMYRM6DXvBdS3X73HgtDGqMniOmdwLdXnuHT+/yvhZ7z8SIvXrvmsAPMJEjHWNlnSLmQW6ELgT79NxBrZdp9JPDp3/c+jVW/AEoE3sPpIg9ReAm7gkTdp2oYwWdIucmN0qbsn3GUiTLmsOmd7V2PR0+/eOFx7HXdarYqzJ33ZM+iZfv7+Uq74kRdkjWdaKOEXTMBdzkxmlDuDue62+KZBxW9Fi3wh8RjjPrVu5s5fo5LJdo7PUbK/Y6mfsi8eJ+jc2Ld8WcTvHP+8brD8NECNsn65Co6yQduhBjLuzUG2lQ6Y6D+MokTJozcmLreujK3R3XZHisW3lApjHX6mElufqu/7LIYek9VBV4nby3z08Fo+3lGGX3XtipsvaJehBB113wKTIeRLyjkuS49VXtiur3PGRmz4hqkv3xaHKtFP9NxFyTMVIPiTwk8Fh5h6Lt5Sjt3gvbhUvWqaL2STok55ibIPYmayLfYYpz3P5VHAXVY3DwzHD6Oh8ys6fR9REr+Tqph0QeK/A6efty3VVxLzdp91rYrug6VtYuUbsk3VTQoRsj9mZrIuBhiHTnvpnOP6OP7Nw3w9qZfZ1+xsEze5Ovi+I/gbrrrkj5+K7dkMgLiccI3Bd5l8XtkjaE0yTLgV4LO4aqrAcRtU/QTeUce+OlSrhLoe4yWQfZtW+GNR1Je+3MvuRrIUbwdUL3ibzcWFu+N3wReLVx0yXuGGkPi/l5GbvgZKKEXY2um8g6VtQ+Sfsu+tBNE3MTpl44XYh1376Julw6Y9++FczM7G+1zDUz+5KvgRjBh4TuE3mdwOvkHRJ3Ndou7uFqXrscZS+ntEhv78BqOiRV1nWijpV0qqBDN1DdDZkq4bYFu3/vdKvlTSorZudaPfYzM/uTzn0R4YeupyJ147oei1y8r5G1TuCuyLsq7phUSZlRR9ttICLvAn6TbO7/bwBvAz4LHJzv8jzgDlX9VV8ZvRV2iBRZx0TUVVG7JO0StE/OoRsp5sZMlUGbop3fZ9Kuo83YOkX+RVQfuoZCMvdJ3CXwcg+Z4n5IEXc12obsviykXU2PVOlbLltENgDvAI5X1d35HEubynNki8iNwP8IlTMRwg71t06RdaqoYyXtE3Toxoq5SVNE3KZoZa/NHuhDZ+dbO9ZTM3PR5zhG7KFI3ZVyCQncJe/y/VHtkVJNl5TFHSvtCYiyVwCrReQ5YA3wveIFETkEeCVZ1B0sYKIoR9dNZZ0q6lhJ+26W0I1Wd8OmyKFN0U49J62VNSnMr9TWjnGK+OvEvmI2W5zbdZ35ovIYgYci77qoe8dza73Rdqy0y1H2uOexVfVxEfkg8F1gN3Cbqt5W2uVXgf+lqj8KlTNxwvbhk3Uoqk4VdaykXTdO6IaLuXFTRNGmbKf2Lm9xz88eWIq0jeM6vzIrL+Z86mwmq9D14ZO5T+IugVfTKK7IuyzvarqkPEJ0x/41TmnD4mg7JT3SFfMqKW0H60Vka+n55nzxFQBEZB3ZGrcbgWeAvxeRN6vqx/NdzgOuqvuQ3gu7nA7xRdcxsg5F1amirp7kFEGHbr66mzhVGG3KdrmJuxB1W997obzIc1gXzftkPjWTibp6/bkE7pN3+Xp3Rd3F/RKKtmOk3TOeUtVTA6+/CnhEVZ8EEJFPAz8LfFxE1pMtdv76ug/pvbCb0kTWg4raJWmfoEM3Y91NnSKRLkQ73e3YkZEyl5/iNo/b/KxGl1cn9lCE7kuzuKLwak68Ku+6qNsn7hhpF/ii7J7msr8LvEJE1pClRM4Eioj8jcDN+boCQXop7NppVCOi64WyPCmQUFRdFnVbkvYJ2ndjxtzgqVLpSrRT47E6VTLzjpRoW8dornTZxJynuog+JHKfxF1ReDUCr0beKeJ2pUlipO1LjfQZVb1dRG4A7ibrSPRV8rVqyVbo+kBMOb0UtgvX8PPYvDXERdWhiLpO1FVJpwg6dEPH3OypkhmWYMcpEp9zpCq7OA7FH4HY7x4T0Yci9PlZXXJNuQRelbcrdVKOukPi9kkbDsyDkiLtAlcuu0/d+1T1vcB7Hdt/IbaMiRF2LKFUCMTJuk1Rpwg6dNPGCKCJgMZBqtMDinMuovNAl99zcTQd954YsYdk7orIfVF4NR9eTZ24ou6QuMvRtqtHSay0C1xRdk/TIgMzccJ2DT+PTYUMIuuQqF3RdPWmcd10PkGHbuIYITSV06DiHBXDrnf1D0RqNA3h8xiSuU/irii8KvBq5F0XdfvEXRdtF/ikXRAbZRe03bVPVcZuOobxqk0i4QUKlk7oVETXTWQdylWXZR0SdVNJ+2740E0dK4lBZTa9V+t3mnDmZhefs5RjWpZ7TDQN7vPuk7hL4L7o2yduWBx1l8VdznHHStuX0y7wNUIaPRd2DEV0XZe3LgjlrCFO1LD4Yq8TdaykfYKuk3OsQNqS74qeRuIx7Hc1RDY4boXk687NXE1q5ICQF293CTxG3tWcd1ne5Yi7LtpOkXZBKMqelMbHQZkIYacsmhvKW9elQVKj6lRRx0rad/PW3fypYulKvNN7xreRaG5VuK9702NSFX3duQgJPRSVuwQeI2+XuGFxuqScKomJtn3SLgjls1Oi7D41PA7KRAi7oMhfF+mQ0OIDrlRIQduyDol6EEmHBB0j5ybyGWfZtkEb388l/bpjXSf0ctqlet59Ao+Rd4q4Y6LtQtoFLmnX5bPrKPLYy7HhcaKE7cOVu65SRNdNZN2GqAeVdEjQsWIeRFYrlmEue//s0lQWxB3HqtR956gQuev8+qJwVxqlKu8UcTeRti+nXRBKjVSxtMgBooQtImcBVwLTwFWq+oHK67PA3wKnANuBc1X10fy1S4ELgDngHap6q4gck+//L8jmht2sqle28o0iCEXXBa45BJrKOpT6iBG1S9I+QdfJOUXKbUp4es9c/U5jxtyq8BwuKcenKvfQeSjL3HU+fRJ3Cbwqb1/UHRK3K7/tSpHESDsmNdIkLdIFqjJ2c8DXCltEpoGPAq8GtgF3isgWVb2/tNsFwA5VPVZENgFXAOeKyPFko3heChwFfE5EXkQ20ud3VPVuETkYuEtEPlspc2hUo2tX1702ZB2KqmOi6SaSrhN0qpT7KN6mNP2uLtGHjnOdzEPReDmVUlwfrvSJT9yQXYehiDs22q6TdkEoNWKEiYmwTwMeVtVvA4jI9WSzTpXleg7wvvzxDcBHRETy7der6l7gERF5GDhNVb8MfB9AVf9ZRB4ANlTKHIhq75AiHRITXRd0JetqVF0XUbtE7ZN0SNAxch5UyNO7J1/oc6vDUVfdMawK3XVeyhIPCdwl7/L1Uo266yLusrgHlXaBqxHSR0ouezkSI+wNwGOl59uAl/v2UdX9IvIscES+/SuV924ov1FEXgC8DLjd9eEiciFwIcAxG/w3SrXBMZZQdF3FOXFOjaxTouo6UadKuk7QKXLuQsRTe9td93AQ5mfjm3Nij4VP7K7jXidxn8Bj5Z0i7qbSLiikHWqErEbZ1Vx2NS1ieeyMkTY6ishBwI3AJb6Ju/M5ZTcDnHzi7BIDpXTpS8EVXRcU0XWKrENRdRNRp0o6Rs5NpTxO4m1K0+8QEn3oeFZlXifx8nlNkXeKuH3Shuy1OmmXGyIX6hpIjQzCqObIHjUxwn4cOKb0/Oh8m2ufbSKyAjiUrPHR+14RWUkm679T1U83qn0i1XSIL7p2DUd1pUIKUmQdiqqbirqppFME3aaUZc8YTFDiQVelLXQcOi4pMndF4+XzlyLvqriree5qjtsn7ew7LH7NJ+2CUGqkjpgeI8udGGHfCRwnIhvJZLsJ+LXKPluAtwBfJpvb9fOqqiKyBbhORD5M1uh4HHBHnt++GnhAVT/czlfxE+rOF6KIrkOpkKayTo2qY0UdknSMoJuIeZwFnErqdwkJ3ncsXSKvE3idvEPijom2Y1IkB77XUmm7UiMF1SjblxYpqPYWCdFpX+z58Vt0ulbYeU76YuBWsm5916jqfSLyfmCrqm4hk+/H8kbFp8mkTr7fp8gaE/cDF6nqnIj8PPDrwDdE5J78o35fVW9p88u5hqMPgisVUuCeF+TA41hZty3qOknHCrptKcvu8ZO8rk6LriF8XHwyrx7zOoH75N2GuF3SBneKxJfTXvheldRIkyjbxai7940TUTnsXKS3VLZdVnq8B3iT572XA5dXtv0fYKAlO0ITP4VGOBbUpUNC0XVB7Bwgbcm6DVHHCHoQOY+jiGOJrXus2F3H0SXxOoEX53IQcfvSJCFpuyhL+0D9l8q7Shu57B4vHwaAiLwL+E2ysSffIFsh/aPAqWQ+/CbwVlX1tqoui5GOZWK687mIia7rBsRUiZV1rKhD0XSdqFMkPTQp724xn7m62Xl3Efr+dTIvH+e6CNwnblgsb5+4B5W2ryHyQD2bR9mxvUUmBRHZALwDOF5Vd+eZh03Au4oOF3nq+GICq89MlLBDXfpcM/MNQiHppqmQNmXdNJqOkfTAcm5TuoMwSD0SZO86Xj6J18m7fP5iou7pPXPBaLstabtSIzFRdgqh/tiurn09mQBqBbBaRJ4D1gDfK8lagNVk0XewACPHlw6pW60c0lIhTWWdElX7ZN2ZpMdFzF3g+26RIi8fz0Hk7ct1h6QNi6PtQaXdhFC/7AlivYhsLT3fnHdJBkBVHxeRD5ItxrsbuE1VbwMQkWuBs8na+n4n9CETL+yYHiKhwTJlXD1DluyTMNK2C1k3FXWypIcgaN3V3og3WdPuf1jA0mMQIfAUeVfFHUqV1KVIFu1fkXYTQrnsUL9sSBv5OFJUooK1nKdU9VTfiyKyjmzk90bgGeDvReTNqvpxVX1bPgXIXwDnAtf6ypl4YYdwLVCQQuwai6G+1gvbA0PKu5R1tKhbEnSbEu7qcxvLPVHgxbEPiTs22q5KGxZH26GcdkqUHZvLTsE1IVRBTNe+nvAq4BFVfRJARD4N/CzwcYC899z1wO9hwl5MeaGCNmiyRmI5uo7pDbLo8yJlPUpRj0rMbeCre7LIi2M3gLgHlXaZqrQXv+ZeTSfEoKmSKhM+GdR3gVeIyBqylMiZwFYROVZVH85z2K8DHgwVMrHCHrQPdpMO886pUiOi6xAxDYydyLqBqPss6RjK3y9J3gniblvarpz2gdfcqZG6rn6uKNsIo6q3i8gNwN1kY1K+SjblxudF5BCybn1fA/59qJyJFbaLmC591blDqt35Qr1D2iB1utPUkYm1sk4U9aRL2kcjeUeIuw1phwhF2W3gy2MP2vA4CYNnVPW9wHsrm38upYyJEHYxU9+4UJciCaVDFpUT2X2vii+6blPWwxD1/M72cpdTa7uZJAwOHIskcbco7SpNo+y6tEgoBdJmt75J7YvdBhMh7D7Q1orkZVqdJW9MZN2mpH3ldiVv3bW7NWmPmuokUcsSdQ+UGyWD9e2ZIFwz9MXQpMHRRxtLcjWOriPpStbzO3d1JuthflZbx8d3vlznN/UPd6tLvzW8rJreb8sdE7YxcoYl6nH5XKMdxi0VOgzsz1zOzMz+Rn/152bai7L3z8rYrz4ua1a3HmWXUxTDkGiX+exOBui0TJuNjk279bW5mMFyYiIi7D6sPNFFPtDVO8DXKFU7w1zKfBkdSmlq7ZqFnz6UWybpuNQcb9/5cp3flF4isfQhf92H+75tLMLugLqoe//sgZ4ic6umvD1F5lZNL564fvV0t4vcrl4V3fhYyKnLBsgu5domyX/AGso6lurgGV8Pkey1AzFb3cCZNgfJGM2YiAjbhavPZkxXoWof0WIuhGI1jaLrUpszk5VJ/Xc1NcpuM9KGTFbFz3Ki8fceQNbDiq6bUL0vivulOpdITB9s1306ij7YMp91V4z5GRYTK+xBabJShmv0V3mUWJN/M6vRkWvocYq0ITI90qDL2aTLe6DvF3FM25B1XXSdGhC4FjRoMsqxjZVnjGWaEjl4Zm+r84k0aXgMpUXqGh9jUyO6asbbza+QQ7C7X1kwiSMgXVLr06jIVv7oRP7Rq/sDGrswcGgeEVgqa186JDawsBTJ8FmWwi5Ym6940ZRi4nYXZYnPzR6YU2RuVpyDaFJy2bBU2kW0Ve2TW9zsA4kbBpJ3QawEuxR759F/wn8mTUUdE1lDfO7au09Z4oGqtpUenOCJn1pj4oW9bsWu2jmx18zsY9e+GW/XPp2dR/ZOMb8ynyMhIOr52fg5sctRNiyWdjXKjpF29vkdixvcUmpxfuzepFQajlQcJKJuKutydF2VdUp0HUqHVPPXdRRzYfumVgUmZWrV1ph4YTdhxWw2Sc3UzFz0rH2utEhMlF2Vdpmm0obsxnaNgIsVd0H0CMmOJT5yBhhGHtvrI1XUkC7rKj5Z10XXMemQosGxyF8XDY696YOt3U3y1pTeCvuIqfklK6cfPv1j77qOh67c3fq6juBOi5Sj7FRpF9FPKNLOXl+6IGtstA2L5RCairWxwKGZ5IYh+Y7n8EjplleXnx5E1NAssvbJ2hVdd9VbyreeI7BkPcflRG+F3ZRDZvbwo32rohseiyg7lBYpHpfl7EuNxEba1fQIMLC4oV7ekCbwRe9rY76SMZ4QqUzTvtIxDYihrnpNRJ3t45d1DPM1EXddd75YJnWWPhF5MfDJ0qYXApcBXwD+CjgIeBT4t8XCvC4mUtiHTe/imbm4QRdFw2M1j12kRUK4ouu61EiIkLSz193idqVJClLlDWkCX/S+CIm1NQlVlww6cGVRWZE9PFIlvfBaC7JumgqJGZPgS4dU89cxDY6HTfvz2eO+YrqqPgScBJCv3/g4cBNwA/CfVPWLInI+8LvAe3zlRAlbRM4CrgSmgatU9QOV12eBvwVOAbYD56rqo/lrlwIXAHPAO1T11nz7NcBrgSdU9YS4r53GupU7B155pkw1yi4zSGoEWBRpQ3gkpC9NAkvn0PZF3Vn9Fp/+WIGXiZX5QlktynBciJVymZgBLz5R+3p/uHLVoZGM1QbGQVMhg0bXPvq+cIGDM4Fvqep3RORFwJfy7Z8FbmUQYed/DT4KvBrYBtwpIltU9f7SbhcAO1T1WBHZBFwBnCsixwObgJcCRwGfE5EXqeoc8N+Bj5CJvjGHT+/i6Zpouugp4stj+7r3xTQ+pqRGqtIGf3c/V14bWJImAXeqJNt3abpk4bUIgReEpu9MkVWq3EdJEwm7SBmJmBpJQ72kD+xX2aeBrIvtZVmnRNfGApuAT+SP7yNbTf0fgDcBx4TeGHM1nQY8rKrfBshX9j0HKAv7HOB9+eMbgI/ki0qeA1yvqnuBR0Tk4by8L6vql0TkBRGf3zq+PHaoe58vlw3p0oZm0TYsbZTM9luaKsn2rY+8y/gG44SkkzIXc1sSHDeaDA+vG+QC4X7UXYga6mVdZpG4I6LrunRIkb8uGhxH3aVPNGlA3HoR2Vp6vllVNy8pU2SGbLHdS/NN5wN/LiLvAbYAwU+MudI2AI+Vnm8DXu7bR1X3i8izwBH59q9U3rsh4jPHhlAu2yftgqq0oT5Fkj0fTNzZvn55Z+9bKmefREKjKlNl1eoqOR3R5vwcMWJe2DcgaPB3z4sRNcRH1eCXtStv7ep3Pazo+vBAXnvIPKWqp0bs9xrgblX9IYCqPgj8EkCeHvmV0JvHvtFRRC4ELgQ4ZoP/gj5ieifb59YudO0rGh59eexqlO1rfISlqZEiyga3tIuLuYi0IT5FAvURN4TTJdm+i2/OOoFn73ffXDHSiZ1FcFwmK2qDFBkveW+NnCHcfzpW0tBeVF0n62q/6zK+6LopPZ5a9TwOpEMQkeep6hMiMgX8IVmPES8xd8/jLM6rHJ1vc+2zTURWAIeSNT7GvDdI/m/FZoCTT2ze6bMuj+0iJjUC/ki7/NgXbVeFDu78dvZ8cY67wCVvCAs8e1+9xBeX55fyIPJyflYH08i2XcfgZ0UIuUzdpEyhoeQx0XS2rfI8Mape8rhG1jEDZerSIUWDY9FDpM99sEVkLVlb4G+VNp8nIhfljz8NXBsqI0bYdwLHichGMtluAn6tss8W4C3Al4E3Ap9XVRWRLcB1IvJhskbH44A7Ij5zqPiibMDZzW8QaUNcbhv84s62heUNYYFn73NLwjfxVIqEQnKPYZhyjSFVwD5iZ8tLFTTESRrCoq6+niLrMq5USJOufJOEqu4kSxWXt11J1gMvilph5znpi8m6m0wD16jqfSLyfmCrqm4BrgY+ljcqPk0mdfL9PkXWQLkfuCjvIYKIfAL4BbJk/Tbgvap6dWzFm1CNsou0iIuytAtc+exYaQO10XbxWkFMuiTb5pY3hAVepi4a99GG3PvOIEtuxUzCFBrk4pv7o01RV5/7ZO3KW1dTIS6q0bXhJyqhqKq3ALdUtl1WeryHrEuK672XA5c7tp+XVNMEYvPY4M9lg7vXSDmfDSxE2sBC7xFgYTQk4BS3K9ouiIm6wS3vA68tzXuXqc5fUicO30zWvhRcAAARn0lEQVSCba4PWKXN9S27rKePGBmXiRl9mCJo8PXuCO8TE1VDM1nHRNfVdMjImI+fyG1YTEQLUNEXu2h4jMGVy06VNrCoj3Yo2oawuCEu6i7vV71JXT1NFr/uj8SrpAo9hE/2dYxCslUG+d4uYoeE182alyJo8CyuESlqqI+qwS3rMq6Gxpjoupq/7nGD48BMhLBjKKJs13SrrtRIW9IGosQN7hx3QfkvfazAoV7iB/ZbfIOmzjXhm3EQ2pfeuJB6jKpELxTQcK3FVEk7n0dE1eCXtatXSLWhsUxK3+sx6tI3NHotbNeMfQXVtIiLcpTtGkzjkzaw0BAJBFMkEC/uYptLyK6bzxeBF++B8M0eK/Ol71uaqhhUXpNC09XG66QMfjEX+Oaqrhv04nweKWpoJusyruh65OmQMaXXwk7FFWU3kTYQjLYhTdzglzf4I+rqDRqKwqvvhThJLLyvodyXOynHeOE9EQNCQwsJxAjatz0kakiLqsEv61B0XZZ1THe+cZ/4qU0mTtiuPLYryvZJu6CJtAFvmqSg3DAJ6fKGeIGXCUXjLpbMONhyBD09Zo050P53XFJ+4sj8mMVuU5fuCk3aVCZW1DCYrEPD0F2z8y3n/DX0VNjrpmbZMb/4jndNAuVa0KDcY8Ql7XI+u7jIioZIYKGfNrAkRQI40yTAEnlXo25wyxtYNHqyiiuFUiZG5gfKOvC4zQVWXfMxdC3HtuhqodmUlcfjIu64CHphe6KkISxqaC7rMuOUCkmcS2Qo9FLYZVx57LooO0XaEB9tg1vcwBJ5V6NuWHoT+QQO7ijc9XrMzZ4i9RiqXaEmaXXtto5RQcqxiVndJUXQ4B700paoIU7WddG1Kx2yHBscYQKEXUc5yo5Z2KAsbWBRtF2WNiyNtsEvboiTN/gFDmGJQ73IXfsOKtRqFNK21MaZtv4YpSy1VbdvaBHcGEGDe6RiSNQQn6/2ydoVXZdlXZcOWTc1+RfeRAm7nBap65NdXBxFIyQQbIiExSkScIsbFqdKIF7e4BY4hCUO9SJftG+C1OvKgMmKoAehjfUNk8Rdszq5b6pTl6AhTtIQFjXEp0B8sg6tLLPcmShh+whF2XXpEcAZbYNb3IA36i4odwks8Akc/BIvqDZk+kiRureMFmQ/6bQi7ojzWVC3wkuKoGFwSUM4qoY4Wfui63I6ZDn1EIEJF3Y5ym4qbSBZ3LA06ga3wF3Rd0FI4rC0ITNErNRDlIfbG/UMerwhfrkt3zVSEJqX2jebnmv+jzZFDXGyNg4wEcIuNzyGlgxLkTaQLG7wyxuW3gDV1ElBSOIF1V4oPlKk7qMuHWP4aWN9w5jzXFC3YEBoqtMYQYN78MsgooaaBXY90XXn6Ph1P+2tsF1d+wpCueyqtIFFvUeAZHFDvLzBL3DwS7wgRuYFsVKvY3n909k+bZyDlJVbQtcPhGfO8y0sECNp8HTVS5B1NbIONTQut3QI9FjYVULD1EPShnC0DX5xg1vewMKIySrlPt1lQhIvqJN5GVeevAltSX+509ZSWbHnH8LXEoRXffHNptdU0lAfVdfJus9d+UTkxcAnS5teCFwGHAa8HXgy3/77+eyoTiZG2FWqqZEYacPSaBuWRtwQlje4o29YeiP4ovAyMTIv8DV0NqEt6RvtnI+CmOugIGYprtBUpy5Bg392vSaihnRZV6Prce/Sp6oPAScBiMg02WIwNwFvA/5MVT8YU06vhV1Ni1Sj7BhpF/jSJNBM3uCPvgt8UXgZX0TuwtXQaYwHbZ+X1DURY1Z38V2nkCZocPepjhE1TFZk7eFM4Fuq+h2RtHl5ei3sGIqTXc5pA0v6aBcXTlXc4Ja3K2VSpljZxkWdyAtihF6QIvZYyqM6jcFo+9xA+hJbdddbQWhu6tD0p75h5U1Fne3nmE9kPHPX60Vka+n55nw9WhebKC3EC1wsIr8BbAV+R1V3+D5k4oTty2W7om2oFze45e26OGMkDuEbwpdWCZEidmP4dHluYq+RMrFLcTWRM4R7fMSKOts3TtZdpUNk3j2VsIenVPXU2jJFZoDXAZfmm/4S+GNA898fAs73vb/3wnb1FilOalXcri5/deIGv7wLQhIHdxrFuV8gKvdRHkbfBaF1L416ujw3BU3XQoxdLKBuQqa6kYm+PtUpooaxjaxTeQ1wt6r+EKD4DSAifw3cHHpz74UN/i5+LnGXLwZXxA1heWfvWzwDYEjiEL7g66LyccDXsGr4GfaCsoNcOykz5MUMGw/OXR3ophfKVftkPe6NjQ7Oo5QOEZEjVfX7+dPXA/eG3jwRwoZwv+xQmgTwRt1lfI2VZeoi8SrFAsFNKc+DMiyqn1ddbm25Mg5/bAedmjR1Do+Y0Ygx81c3ETX0T9YishZ4NfBbpc1/KiInkaVEHq28toSJEXYdvjQJLL1gXCMl6ySelVN/AadK3UVdCmaY1KWBJolxON51tDVxUurQ8JSFBWJ6fdSlP/omawBV3QkcUdn26yllTJSwi5Poi7Rh6YUQI/CCmEi8ShOpTwI249poafM6G2SVl5QuebE56j7Kui0mStgF5RMakje4LxL/wr5xF58vN96U5Sp9Y3C6XFJrkP7RTRoQhy1qUVgxZp2vJlLYZVLkXVB3MfmEXtBWR/9q33HDGIRhDUBpozfHco6iQ0QJW0TOAq4EpoGrVPUDlddngb8FTgG2A+eq6qP5a5cCFwBzwDtU9daYMrug7iJoS+iD4OvRYhhdMA5d5UzO8dQKOx/3/lGy1s1twJ0iskVV7y/tdgGwQ1WPFZFNwBXAuSJyPNmonpcCRwGfE5EX5e+pK3MJUyt/itVHbmX39zemfctIhnXhpOTYDWPUmFDHh5gI+zTgYVX9NoCIXA+cA5Tleg7wvvzxDcBHJBskfw5wvaruBR4RkYfz8ogo08vqIx9ZeNyVvLvEbgDDMJoQI+wNwGOl59uAl/v2UdX9IvIsWfeVDcBXKu/dkD+uKxMAEbkQuDB/uldEgh3Lh8B64KkR1wHGox5WhwOMQz3GoQ4wHvV48Yg/vxPGvtExn0BlM4CIbI0Zr98l41CHcamH1WG86jEOdRiXelQmYmrGPEzvGa8UZbi7Q8bjwDGl50fn25z7iMgK4FCyxkffe2PKNAzDMErECPtO4DgR2ZjPNLUJ2FLZZwvwlvzxG4HPq6rm2zeJyKyIbASOA+6ILNMwDMMoUZsSyXPSFwO3knXBu0ZV7xOR9wNbVXULcDXwsbxR8WkyAZPv9ymyxsT9wEWqOgfgKjOivr75ZYfJONQBxqMeVocDjEM9xqEOMB71GIc6tI5kgbBhGIZR5qB1x+iJZ74zat//e+Pv3jWMvP3YNzoahmGMAlFlRfwCBkMhJodtGIZhjAEjE7aInCUiD4nIwyLybsfrsyLyyfz120XkBaXXLs23PyQivxxb5pDqcI2IPJHSX7zteojIMSLyBRG5X0TuE5Go/+s6qMcqEblDRL6W1+OPhl2H0mvTIvJVEQmu6NFVHUTkURH5hojcE9vlrKN6HCYiN4jIgyLygIj8zDDrICIvzo9B8fMjEblkRMfiXfl1ea+IfEJEOltayfe9ReRNeR3mRaQ+paKqQ/8ha2j8FvBCYAb4GnB8ZZ//APxV/ngT8Mn88fH5/rPAxryc6Zgyu65D/toZwMnAvSM8FkcCJ+f7HAx8M3QsOqyHAAfl+6wEbgdeMexzkr/+H4HrgJuHfRzy1x4F1o/yHslf+xvgN/PHM8BhozgfpfJ/APzkCK7NDcAjwOp8v08Bby2XedChG/SM1/5p1A9ZB4yUc/sD4CeBl5AN8vnfwKl17x1VhL0w3F1V9wHF0PQy55BdXJANdz9TZPFwd1V9BCiGu8eU2XUdUNUvkfWUGdmxUNXvq+rdeX3+GXiAAyNMh1kPVdViLtiV+U8oKdjJORGRo4FfAa6qOQad1aEBrddDRA4lCyiuBlDVfar6zDDrUHnvmcC3VPU7wz4W+X4rgNWSjR1ZA3yvph5tsfC9VfUBVX0o9o2jErZruHtVKIuGuwPl4e6u98aU2XUdmtBpPfJ/DV9GFt0OvR55KuIe4Angs6oaqkdXx+K/Ar8HxAxb66oOCtwmIndJNt3CKOqxEXgSuDZPD10l2bJVw6xDmU2U1jccZj1U9XHgg8B3ge8Dz6rqbRF1aYPY770Ea3ScYETkIOBG4BJV/dEo6qCqc6p6Etlo1tNE5IRhfr6IvBZ4QlXvGubnOvh5VT2ZbNXsi0TkjBHUYQVZuu4vVfVlwE6gtq2nCyQbMPc64O9H9PnryKLvjWQzia4VkTcv2mcepvfMRf0A60Vka+nH+Ud50O89KmGPw3D3LurQhE7qISIryWT9d6r66VHVoyD/1/sLwFlDrsPPAa8TkUfJ/pV+pYh8fMh1II/oUNUngJuoT5V0UY9twLbSfzk3kAl8mHUoeA1wt6r+MPD5XdbjVcAjqvqkqj4HfBr42Yi6+HhKVU8t/fgG7qR87yWMStjjMNy9izo0ofV65Lm7q4EHVPXDI6zHT4jIYQAispps/vMHh1kHVb1UVY9W1Rfk5X1eVd+Mny6Ow1oROTg/DmuBXwLqehF1cSx+ADwmIsVMdmcSntK4y3vkPOLTAl3U47vAK0RkTX6/nEnW1tM1Kd97KbEtm23/AGeT9V74FvAH+bb3A6/LH68i+7fhYbID/MLSe/8gf99DwGtCZY6gDp8gy4k9RxbRXDDsegA/T5Yz/TpwT/5z9gjq8dPAV/N63AtcNopzUnr9F6jpJdLRcXghWU+FrwH3xVybHV6fJwFb83PyD8C6EdRhLVn0e+iIffFHZAHEvcDHgNnyZx588Ab9xVf956gfInqJuL438HoyT+wFfgjcGirDhqYbhmE4OOSQo/XUl18cte8XPnfpUIamW6OjYRhGT7C5RAzDMFzMK9O750Zdi0VYhG0YhtETTNiGYRg9wYRtGIbRE0zYhmEYPcGEbRiG0ROsl4hhGIYDUWVq7/5RV2MRFmEbhmH0BBO2YRhGTzBhG4Zh9AQTtmEYRk8wYRuGYfQE6yViGIbhYl6RPftGXYtFWIRtGIbREyzCNgzDGAL56ktXASeQLTByPnAJUKwAdBjwjGZroDoxYRuGYQyHK4HPqOob86XO1qjqucWLIvIhstXevZiwDcMwOkZEDgXOAN4KoKr7gH2l1wX4N8ArQ+VYDtswDGNw1ovI1tLPhZXXNwJPAteKyFdF5Kp8QeaC04Efqur/C32IRdiGYRguVJHd0b1EnqpZ03EFcDLw26p6u4hcCbwbeE/+etRq6hZhG4ZhdM82YJuq3p4/v4FM4IjICuANwCfrCjFhG4ZhdIyq/gB4TESKHiFnAvfnj18FPKiq2+rKsZSIYRjGcPht4O/yHiLfBt6Wb99ERDoETNiGYRhDQVXvAZbkuVX1rbFlWErEMAyjJ1iEbRiG4WJ+HnbvGXUtFmERtmEYRk8wYRuGYfQEE7ZhGEZPMGEbhmH0BBO2YRhGT7BeIoZhGC7mFd21e9S1WIRF2IZhGD3BhG0YhtETTNiGYRg9wYRtGIbRE6zR0TAMw4HOzzO/c9eoq7EIi7ANwzB6gkXYhmEYQ0BEDgOuAk4AFDgfOBs4B5gHngDeqqrf85VhEbZhGMZwuBL4jKr+K+BE4AHgv6jqT6vqScDNwGWhAizCNgzD6BgRORQ4A3grgKruA6or/K4li7y9mLANwzC6ZyPwJHCtiJwI3AW8U1V3isjlwG8AzwK/GCpEVINCNwzDWJaIyGeA9ZG7rwLKqx1sVtXNpbJOBb4C/Jyq3i4iVwI/UtX3lPa5FFilqu/11smEbRiG0S0i8i+Br6jqC/LnpwPvVtVfKe3zfOAWVT3BV441OhqGYXSMqv4AeExEXpxvOhO4X0SOK+12DvBgqByLsA3DMIaAiJxE1q1vBvg28Lb8+YvJuvV9B/h3qvq4twwTtmEYRj+wlIhhGEZPMGEbhmH0BBO2YRhGTzBhG4Zh9AQTtmEYRk8wYRuGYfQEE7ZhGEZPMGEbhmH0hP8PZxn5W8NoJTkAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "u = Function(V)\n", + "t = 0\n", + "for n in range(num_steps):\n", + " t += dt\n", + " #u0.t = t\n", + " solve(a == L, u, bc)\n", + " c = plot(u,)\n", + " plt.colorbar(c)\n", + " plt.show()\n", + " u_n.assign(u)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/main.ipynb b/main.ipynb new file mode 100644 index 0000000..4cc248f --- /dev/null +++ b/main.ipynb @@ -0,0 +1,264 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 130, + "metadata": {}, + "outputs": [], + "source": [ + "#1 Loading functions and modules\n", + "from fenics import *\n", + "import matplotlib.pyplot as plt\n", + "T = 0.1\n", + "num_steps = 10\n", + "dt = T/num_steps\n", + "rho = 7500\n", + "Cp = 500\n", + "k = 50\n", + "alpha = k/(rho*Cp)" + ] + }, + { + "cell_type": "code", + "execution_count": 131, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAACgCAYAAAAM9xtHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsvXl0G9eZJX6LWEiCG0CCxMJ9AcEFZIE7JWs1rcWyLMmSZcuSvMiRJVmy40WxezoTZ+vjOHEnnenTm9uJx2c880t34nYcJUrS09NuO9pFiiLADaRIivtOgAAXECBB1u8P6j1XAQWJluUlCb5zdI4AfgCqLh7qvfru9+5lOI5DKEIRilCEIhRhX/QBhCIUoQhFKL4cEZoQQhGKUIQiFABCE0IoQhGKUITiRoQmhFCEIhShCAWA0IQQilCEIhShuBGhCSEUoQhFKEIBIDQhhCIUoQhFKG5EaEIIRShCEYpQAAhNCKEIRShCEYobIf2iD+CThFqt5jIyMr7owwhFKEIRij+aqK+vn+A4LnEluX9UE0JGRgauXLnyRR9GKEIRilD80QTDML0rzV1RyYhhmK0Mw7QzDNPJMMx/E/l7OMMwP7/x98sMw2Tw/vaXN55vZxhmy43nIhiGqWUYxsowTAvDMN9Z6QGHIhShCEUoPpu45YTAMIwEwD8AuBdAAYBHGIYp8Ev7CoBJjuNyAPwYwA9uvLYAwD4AhQC2AvjHG+/nBXA3x3EsADOArQzDVN+ZUwpFKEIRilDcTqzkDqESQCfHcdc5jpsH8K8Advrl7ATwv278/98A1DAMw9x4/l85jvNyHNcNoBNAJbccMzfyZTf+fWayqytVdP2y532Rn/1lz/siP/vLnvdFfvYXmffHcIxftlgJh5AMoJ/3eABAVbAcjuN8DMO4ACTceP6S32uTAXrnUQ8gB8A/cBx3+XZO4FbBcRy++93v0sc6nQ7Lc1VgDA0NfeI8jUYDiURyyzy1Wg25XH7LPKVSCYVCccu8qKgoxMXFieaNjY3B5/MBAGQyGRITxfkkjuMwPDxMH6/0nLVaLcLCxNcSX3ZsJicnMTc3B+Dm2Pi/553GJikpCVKp+M+Pn5eQkIDw8PBb5sXFxSEqKuqWeQqFAkqlUjRvZmYGU1NTAACpVIqkpCTRPP/3/FPBJjIyEiqVSjRvbm4Ok5OTAACJRAKNRiOa5/+edxKbb33rW0E/807FF0Yqcxy3CMDMMIwSwPsMw5g4jmv2z2MY5giAIwCQlpb2iT9nYWFB8JhcALVaLWJiYvjHI5qXkJCA+Pj4oO8/OjoKAIiJiYFWqw2aNzExAQCQy+VIS0sLOkicTiecTicAICsrK+gFdXZ2FrOzswCWyXaZTCaat7CwQAdUSkoKIiMjBX/jx0qxGRkZAQDEx8cjISFB9HOBj7GJjo6GVqsNes4EG5lMhvT09M8UG/J64ObYkAmVBMFGo9EgNjY2yBl/jI1KpYJarQ6aNzY2BmB58rrZRcNutwNYvkBnZGQEzXO5XHC5XABujo3b7Ybb7QYApKenCyZighmwfP4Em+TkZMFEvLi4KHhPgk1SUlLQiRj45NgoFAro9fpbYiORSJCZmfmpsZmbm6OLBX9svF4v/f/i4uJnho1SqbzpIuWzjpVMCIMAUnmPU248J5YzwDCMFEAcAPtKXstxnJNhmA+xzDEETAgcx70J4E0AKC8v/8T3WHK5HDKZDEVFRdDr9bBarejv78fo6ChiYmJgNpuRm5sLqVSKN954A9HR0TCbzbBarejq6oLdbkdUVBTMZjMKCgoQHh6Od999FyMjI9i6dSssFgva29sxPT0NhUIBs9mMoqIiREVF4YMPPsD58+fxxBNPwGKxoKWlBfPz87Db7WBZFizLQqlUwmKx4NSpU9i3bx96enrQ1NSE2dlZjI6Oori4GGazGUlJSejr68Pbb7+N7du3Y3p6GlarFU6nE8PDwygsLITZbEZKSgrcbjd++MMfYt26dYiIiIDFYsHY2BiGh4eRl5cHs9mMrKwshIWF4fvf/z7y8/ORmpoKq9WKvr4+jI6OUhyMRiOkUil+8pOfIDw8HGVlZbBYLOjq6oLD4aDYFBYWIjw8HO+99x4GBwexbds2WCwWtLW10ZUnwSY6Ohoffvghzpw5gyeffJJi4/V6MTExQbFRqVRobGzE+++/j4ceegj9/f1obGzE7OwsRkZGKDYajQaDg4P46U9/im3btsHtdsNiscDpdGJoaIhik5qaCo/Hg9dffx1r1qxBVFQULBYLRkdHMTw8DKPRCLPZjOzsbISFheH111+HwWBARkYGLBYL+vr6MDY2JsBGJpPhrbfegkQiQWVlJSwWCzo7OzE5OSnAJiIiAr/61a/Q3d2NHTt2UGxmZ2fhcrlgNptRXFyM6OhonDlzBh9++CEOHTqExsZGNDc3w+v1Ynx8nGITHx+P5uZmvPfee9i7dy8GBwfR2NiImZkZjIyMoKioCGazGVqtFsPDw3jzzTexdetWeL1eWCwWTE5OYnh4GAUFBTCbzUhLS8PCwgJee+01rF69GrGxsbBYLBgZGcHIyAiMRiNYlkVOTg7CwsLwox/9CBkZGcjOzobFYkFvb68Am7y8PMhkMrz99tvgOA6rVq2CxWJBR0cHJicn6W+lsLAQkZGROHXqFDo7O/HAAw/AYrHAZrPB7XbD5XKBZVkUFxcjJiYG586dwwcffIDHH38cLS0taG5uhsfjwdjYGFiWhdlsRnx8PGw2G37xi19gz549GBkZgdVqxczMDIaHhwXYjI2N4Y033sCWLVuwsLAAi8UCh8NBxw3LskhPT8fi4iJeffVVrFq1iv5mh4eH6bgh2EgkEvz4xz9GSkoKDAYDrFYrenp6KDYsyyI/Px8ymQzvvPMO5ufnsWbNGoqN0+lEVFQUWJaFyWRCZGQkTp8+jba2tk966butYG5Vx7pxgb8GoAbLF/M6APs5jmvh5ZwAUMRx3DGGYfYB2M1x3EMMwxQC+BmWeQg9gA8AGADEA1i4MRlEAvgPAD/gOO70zY6lvLycu5220+985ztYtWoVNm/eDGB5RWq1WtHY2IipqSlERESgqKgIdXV1MBqN2LdvHwBgamoKjY2NsFgssNvtkMlkyM/PR3NzM5RKJZ599lkAyyuL5uZmWCwWDA0NISwsDAaDASMjI3C5XPRWb2FhATabDRaLBd3d3QCWV7CLi4vo7+/Hc889B6VSicXFRXR2dsJqtaK9vR1LS0vQ6XRISEhAc3MzDh48iOzsbHAch97eXlgsFrS2tmJhYQHx8fEwGAy4fPkytm3bhoqKCnAch5GREVgsFjQ1NWFubg4xMTEoLi7G+fPnUVVVha1btwJYXnVZrVZYrVaKjclkwpUrV5CTk4MDBw4AAKanpyk2ExMTkEqlyM/PR2trK2JiYvDcc89RbFpaWmCxWDA4OAiGYWAwGDA2Ngan0ynApq2tDRaLBdevXwewvEoDgN7eXjzzzDNISEjA4uIiurq66ES8tLQErVaLxMRENDU1Yf/+/TAYDOA4Dn19fXSyIdjk5ubi0qVL2LJlC6qrl/sY+Ni43W5ER0ejuLgYFy5cQEVFBbZt2wYAcDgcFBuXy4Xw8HCYTCbU19cjKysLjz76KMWmqakJFosF4+PjkEqlyMvLQ3t7OyIiIvDiiy8CADweD8VmYGAADMMgJycHdrsdDocDr7zyCsLCwrCwsID29nY6ERNswsLC0N3djePHjyMxMRFLS0sCbBYXF6HRaKDVamG1WvHwww8jLy8PHMehv79fsEhRqVTIz8/HhQsXsGnTJqxevZpiQ34rbrcbUVFRKC4uxsWLF1FaWor7778fwHIpjmDjdDoRHh6OwsJCXL16FRkZGXj88ccBLJelCDZjY2OQSCTIy8tDR0cHZDIZvva1r1FsWltbYbFY0N/fT7FxOp0YHx/H17/+dchkMvh8PgE2HMchLS0NMpkMXV1dOHbsGDQaDZaWlnD9+nU6ERNsdDodLBYL9u7di4KCAnAch4GBAVgsFjQ3N2N+fh5KpRKFhYU4f/48ampqsGbNGgDLd8AEm9nZWURFRaGoqAiXLl2C2WzGzp07RbGRy+UoLCxEQ0MDUlNT8eSTTwJYvkMj2IyOjlJsBgYGMD8/j5dffvkTX/sAgGGYeo7jyleUuxJig2GYbQD+BwAJgP/JcdyrDMN8F8AVjuN+zTBMBID/DaAEgAPAPo7jrt947X8H8CQAH4DnOY77PcMwxVgmoSVYJrZ/wXHcdwM+2C9uZ0JYWlrCX/3VX/mfD4BbkzqfNO9WuSvN+yyP8YvK+2M4xhA2X768P4Zj/LzO+Rvf+EbQctct3nfFE8KKOASO434H4Hd+z32T938PgL1BXvsqgFf9nmvE8uTxmYd/Te/G5yM5OVlQd/R4PKirqwvIU6vVyM3NpV+Ez+fDxYsXA/JiYmJQUFBA645LS0s4f/58QJ5cLofJZBKQXGfPnhU9xuLiYkHdMVheXl6eoO5IVvf+eZmZmUhJSaHPTU1NwWq1BuTp9XpkZWVRbLxeL2prawPyEhISaLntZthER0fTcht57ty5cwHnIpVKabntVudcVFQkIEeD5RmNRgE5arPZKGfBz8vIyEBq6sfVzenpaVgsloA8nU5Hy203wyY+Pp6W24DlcXjhwoWAvKioKFpuuxk2EomElttudc4mk0lAjgbLy83NFZCj169fx+DgYEBeenq6gL+bmZlBQ0NDQJ5Wq6XlNgCYn5/H5cuXA/JUKhXy8vJuiY1CoaDltpthExYWRsttdwobg8Eg4AT7+/vR09MTkJeWlibgBGdnZ3H16tWAPI1GQ8ttN8NGqVTScps/NrczGXzSkHz729/+zD/kTsWbb7757SNHjnyi10gkEly4cAFVVVW49957IZFIMDk5CYfDgcnJSWg0GlqXbWtrQ0pKCvbt24fw8HA4nU5MTk5ifHwcCQkJMJlMYFkW4+Pj4DgOR48eRVRUFKampuB0OjE2NoaYmBjk5+ejtLQUi4uLGBgYwEsvvYS4uDi43W44nU6Mjo4iIiICBoMBpaWlUKlUaG9vx/Hjx5GSkoL5+XlMTk5idHQUYWFhyMrKQllZGQwGAywWC/bv34/CwkIsLi7C4XBgfHwcCwsLSEtLQ2lpKcrKynDhwgXce++9uOuuuwAslzvsdjtmZmaQnJyMkpISmM1mXLp0CWVlZbjvvvsgkUgoLpOTk0hKSkJxcTFYlkVHRwe0Wi32799PsXE6nZiYmEB8fDxMJhPMZjPsdjt8Ph+efvppATaEs8nLy0NJyfJaoLe3Fy+//DKUSiXFZmRkBOHh4TAYDCgrK0NCQgLa2tpw9OhRpKenw+v1YnJyEmNjY2AYBpmZmSgrK0NeXh6uXr2Khx9+GMXFxRSbiYkJzM/PIy0tDWVlZSgtLcX58+exefNmrF27FgBoiWZmZgZ6vR4lJSVgWRa1tbUoKSnB/fffD6lUSnEh2JBx09XVBbVajYMHDyIiIoJiMz4+DpVKRTkMp9MJr9eL48ePIzo6GtPT0wJsjEYjSkpKIJFI0NPTg5deegnx8fGCcSOXy5GTk4PS0lIkJSXBZrPhyJEjyMjIoOOGkLIEm4KCAtTX12Pv3r0wm80B2KSmpqK0tBSlpaU4d+4c7rnnHqxfvx4Mw8DhcMDhcGB6eho6nY5iU19fD5PJhB07dkAmk9Fx43A4kJiYSMdNd3c3VCoVHnvsMURERMDlclFsSCnGbDbD5XLB7XbjmWeeQUxMjACb6OhoGI1GlJaWQiaTobu7GydPnoRarcbc3JwAm+zsbJSVlUGn06GlpQWHDx9GVlZWADYZGRkoKyuj5dA9e/agtLQUS0tLFBuv14uUlBSUlZWhpKQEZ8+exd13342NGzeCYRg6bqampqDT6WA2m8GyLBoaGpCfn49du3ZBJpPRMeNwOKBWqyn31dfXh9jYWDzxxBOIjIyk42ZsbAxKpRIFBQUoKSmhHBwp433S+M53vjP87W9/+82V5K6oZPRliU/DIahUKjz00EMAlmfda9euwWKx0JW0TCajXTdHjx4FsDxjd3d301qwf5A8ABgcHKS14JvljY+PU8LaPx544AG6mnW5XGhsbERra2tAXlVVFcxmM4DlrpGmpiZYrVZ6mxkWFoalpSUkJydj+/btAJZXJK2trbBarfB4PACWO1xIZwk5RoINqZMDyyt30nXDx6anp4fWgm+FDSHzb5ZHuJ3Ozs6AvB07dkCn0wH4mNtpaWkJyCsrK0N5+fLd8dzcHMVmaWkJwMffs0ajwa5duyg2NpsNVquVdpkoFArajcPHpqOjg9aCgeUFB7kL9cfGarXSTqtg5zw0NETJfP84fPgwXRUSbqejoyMg77777qN3flNTU2hqakJzc0B/BsxmM6qqqig2zc3NsFqt9PjDw8Ph9XqRkJCABx98EMDHvJfVaqV4REZGUpzIuSwtLVFsSHsmGYf+2PT29sJqtdLOmmDYDA8Pw2q1orc3UHnh0KFD9G7cbrejsbER165dC8jbsmULiP4Z4XaampoC8oqKiugF1+PxUGzIuCfjQalU4uGHH6bYtLW1wWq10t9RREQE/X3xsens7KRkPrBcHiK/Vz42fX19sFqtgnZwErfbdnrHOYQvS9zOhDA/P4/XXnvtMzqiUIQiFKH4fOJLwyH8MUew/ny9Xo/i4mJBT/kvfvGLgLyEhASwLCvomxbLI+12er3+pnlyuRwsywp6ysXyAKC4uBgGg4EOgosXL4quso1GI/Lz8+mKaWxsDB999FFAXmZmJm1lA5ZXJO+++25A3kqxiY+Ph9lsXhE2LMsiOTn5pnkymQwsywq4nZViU1dXRzu3+OGPjcPhwH/+538G5GVkZMBkMtGe8mDY6HS6AG4nGDYsywq4HbE80mLI53bE8qRSKViWFXA7wbApKioS8F4Wi0V09Zybmyvgvaanp/H73/8+IC89PV3AewXDRqvVori4WMDtiB2jSqUCy7ICbkcsT6FQgGVZAbcjlieRSMCyLLKzsyk277//fsA+GwAwmUwC3qu5uVn0LtxgMAh4L7fbjdOnA5sg09LSBLxXMGxIafpW2CiVSrAsK+B2SF6IQ/CL2+EQGIahHMLBgwcRHx8Pj8eDgYEBdHZ2wuPxICkpCbm5ubh27RpSUlJw7NgxaLVa+Hw+DA4Ooru7Gy6XixKFk5OT4DgOJ0+eRFpaGpaWljAyMkL7jePi4ujFamBgAK+88gollMbHx9HX14fBwUFERUUhJycHOp0O7e3teO6551BWVkbrjoTICg8PR0ZGBu2HP3jwIDZu3AiFQgGXy4WBgQF0dXVBIpEgJSUFOTk5uHjxIrZt24adO3ciNjYWMzMz9JwXFxeh0+mQm5uLy5cvo7y8HI899hgSEhLg9XrR39+Pzs5OzM3NUWy6urqg1Wrx9NNPQ6fTYWFhgWLjdDppS6fL5YLP58PXvvY1pKen05bX3t5ejI6OIjY2Frm5uZDJZOjt7cU3v/lNGAwGhIWFYWJiAn19fRgYGEBUVBSys7ORnJyMtrY2PPPMMygvL4dcLg+KTUNDA/bv34+ampoAbMLCwig2Fy5cwJYtW7B7927ExcVhdnaWYuPz+Sg2dXV1KCkpweOPPw61Wk3HTVdXF9xuN8Wmp6cHarUaJ06cgE6no5u6uru7MTk5SbGZmZmB1+vFyy+/HIDNyMgIHTeRkZHo6enBN77xDRiNRkgkEkxMTKC/vx/9/f2IiopCVlYW0tLSYLPZcPz4cVRWViI8PJxi093dDblcjoyMDGRmZqK+vh4PP/wwNm/eTLkdci4Mw9C++XPnzmHTpk148MEHBdh0dXVhYWGBYnP16lWYTCY88cQTSExMhNfrpXmzs7NITExEbm4u+vr6oFKp8Mwzz0Cv1wuwcTgcFBuyYe4v/uIvaIlndHQUvb29GB4eRmxsLHJychAVFYXu7m58/etfR35+PiQSCex2O8VGoVAgKysL6enpaGlpwbFjx1BdXU15L4IN2QSZmZmJK1euYO/evdi6dWsANgAE2NTU1GDv3r2U9yLjZmFhAVqtFkajERaLBfn5+XjyySehVqsxPz9P329mZgaJiYkwGo0YHBxEbGwsnn32WSQnJ9MNbz09PbDb7VCpVMjNzYXX6w1xCGLxaTgEYLkOTYL0Bvt34/jnkb5pMQ5h+/btgm6TlpYWUQ5h69atdBVG+qbFOITc3Fzk5eUBAO2bFlu9+B8j6SkX+y75eaRvmtQ4g+U5nU4BhxAsj/RNi3EI/ti0traK3t1s2bKFrsJ8Ph+uXbsmyiFkZmaiqKgIwDI23d3dohyC/zH29/cLOIRgeWNjYwIOIVie0+lEY2OjYMezWN7s7Cyam5tFOQRC4APL2NhsNlEOoaamhq48CbcjxiGkpKSgtLQUwMe8lxiH4H+MAwMDAg4hWB7hvQiHECyP8F6kTh4sz+12o7m5WZRD4GNDuB0xDmHdunV0tU24HbG7II1GQ3kTwu2IcQj+x0h4L/8d6/55hPfi7/IWyyO8l8PhCMi7//776Z0N4XbEOASyL+WTRohD4EWIQwhFKELxpxCfx4TwJ88h8PVI+B0Aer1eIFMAAH/7t38LYFkMi6yOExIS6FZ8UnckeUlJSXR1TDgEft/0u+++i6GhIaSmptLVMeEQ+H3T586dQ319PZRKpWDlSVr3iJZSR0cHfvc7wXYQAKCSC6RvempqCm+//TYAYadHRkYGlSkgKxJyLvzOEb1eL5Ap4Ofxj5HwK/y+6b/7u7/D0tISNBqNQMuIbMUn2Pzyl79Ef38/0tLS6OqYcAhEpgBY5k1qa2sRGxsruJvzx+b69ev4zW9+I4oNy7K0Q2l2dhY//elPAQg7hDIyMqhMgT82/I4jnU4HlmVpmYufp1Kp6OqYcAhEpgAA/umf/gnz8/PQarV0dewvUwAAv/71r9Hd3Y2UlBR6x0k4BJZlKTa1tbW4ePEioqOjMTNDxIOXOQSWZanOVF9fH95///0AbHJzc8GyLOW9vF4v3njjDfp5ZHWcnp4ewHuRc+Z3qmm1WooNWeWTvPj4eLo6JhxCQUEBxebNN9/E3NwcdDodXR0TDqGoqIhi89vf/hadnZ3Q6/VUT4hwCCzLUt6rvr4e586dE3x3AGjrOOG9BgYG8N577wVgYzAYBLzXwsIC/vEf/zEAm7S0tADei5wz/3shHAKf2yF5CQkJVJeJcAh8bufnP/85RkZGbmsy+KTxJ88hAKAcwuOPP04v7H19fWhtbUVrayt8Ph8SExPR39+PlJQUHD58GMXFxYiIiMDw8DBsNhsaGxsxNzeH+Ph4eL1ecByH48ePo7y8HNHR0bDb7VR6YXp6GrGxsWAYBoODg3j++edRXV0NlUqFmZkZKl9ht9uhUCgQERGBjo4OHD16FDU1NUhKShK0tA0PDyM8PBxxcXFoamrCwYMHsXPnTqSkpNDb5aamJvT09EAikSApKQlXrlzBtm3bsG/fPkpEXr9+HS0tLWhvbwewPEgtFgvKy8spNqS2b7PZqORDYmIihoaGoNVq8dRTT4FlWQE2pNSiUqmwsLAAn8+HEydOoLy8HDExMQJspqamEBMTA4Zh0NfXR7GJj4/HzMwMzZuYmIBCoUBkZCSuXbuGp556Cps2bYJGo8H8/DzFZmhoCHK5HEqlEo2Njdi/fz927dqF1NRULC0t4dq1a2hubkZ3dzdV8Kyrq8OWLVvwyCOPUCKSYNPW1kY3WTU2NqKkpARPPPEEvbD39fXBZrOhubkZCwsLUKvVGB0dhVqtxpEjR2A2mxEZGYnh4WF6jHxsvF4vTpw4gYqKCsTExMDhcNBzdrlciI2NRVhYGHp7e/Hcc89h9erViI+Px+zsLM0bHx+n2LS3t+Pw4cPYvHkztFotHTeNjY0YHBxEeHg4lEolla7YvXs35b06OjrQ3NyM69ev03FTW1uLTZs2Yf/+/XRBQEqXBBuNRoPW1laYTCYcOnSIXrz6+/sDsCF7MQg2CoUCIyMjFBu32w2VSgWfz0f3IVRUVCA2NhaTk5Noa2tDQ0MDXC4XYmJi6B6NZ599FnfddRcSEhLgdrsDsFEoFGhra8NXvvIVbNmyhfJeBJuBgQHI5XKoVCoqXbFnzx7K7RBsCDen0Whw+fJl1NTU4MCBA3RB0N3djdbWVthsNnAch6SkJLS1tSE/Px+HDh1CYWEhZDIZBgYGYLPZ0NTUhPn5eajVatjtdsTGxuLo0aMoKSmBQqHA6OiooJVVqVRibm4uxCGIxaflEMxms2AHYGdnpyiHUFRUJNgd2dvbK8oh5OXlCVRBh4eHRTmElJQUukIFlvumiV6Pf1RUVND/T09PBxW1Ki8vF+yybm5uFuUQSktL6YqE/CDEOAQ+NqRvWoxD8O9SIoJv/pGbmyvoxBkZGRHlEJKTkwWdWQ6HQ5RfAYTYkIlVLPyxaWlpEeUQ/LFpb28X5RD8senq6hLlEPyxISKK/mEwGATdJqOjo6IcQmJiIiVYgWXeS4xfAW4PG8J7iXEIfGwI7yXGIbAsK9idf/36dVEOobCwUKAK2t/fL8oh5OTkCHYSB8MmNjYWRqORPnY6naL8CiDEZnZ2Nigv548NWSz6R0lJiWB3/rVr10Q5hNvFZmBgQJRD+DzaTv/kJ4RgHEJERISAyAkW4eHhAnJU7MICLN9GkouGz+cTbXkDlrueyGSztLQkkNX1D/7FRewi7p93q3NZad5KsZHL5QICUOzCAqwcG/4xft7YrPScP0tsFhcXMT8/H/Q9P+k5/7FjI5FI6AX1zxEbcrdN4pvf/GZQie+bRYhD4IVcLodUKoVGo0FiYiJaW1sxPz+PyMhIgQQ1ALzxxhuYmZmByWSiypdEOptIUAPL3EBrayvWrVtHu3EkEgny8/OpBDXDMPjggw9oGx+5nQ0LC0N2djbtKQ8LC6Py12vWrEFvby9Vd0xJSRHIcxP5a7PZjOnpaVy/fh0cxyExMREsy1JNnNnZWfzwhz9EdnY2wsPDqfJlbGwsrdGT7pXXXnsNSqUSycnJVPlSDJuf/OQncDqdKC4upsqXMpmM1vJJ3/R7772H5uZmrF+/nu7oDQsLo7LbqampYBiGyl9v3rxZoHym/QvDAAAgAElEQVSZlZUlkOcm8terV6+mrYUMwyA5OVkgz03kr1mWxezsLFW+VKvVVLo8IiICc3NzeP3115GZmUnLCgQbvjw3APzgBz9AdHQ00tLSqDx3RESEQJ4bAN566y1MTEygpKSEKl9KpVKBPDcA/OpXv4LVasWGDRuoPLcYNkT+etOmTWhsbKTKl5mZmQLei8hfr1q1CoODg+jr6wPDMJQfI/LcRP66qKgIHo8HnZ2dVIuKz3uRxVNGRgaio6PR1tYGn89HZeL5vNcPf/hDREREICMjg8pzh4eHC+S5AeDtt9/G6OgoysrKqDw30azi816nTp2CxWLBxo0b6Y5eiURC+THCexH565qaGrS0tNDaOuHHSJmLyF9XV1djeHiYdioRiQlSHh0dHcUbb7wBk8mE+fl5dHR0UC0qvjy3z+fDq6++irS0NMTFxcFms8Hn81HukM97/fjHP6ZjmWBDuEM+t/POO+9gYGAAlZWVVJ6baFYRbBiGwenTp9Hc3Hxbk8EnjT8LDuHcuXPIz8/Hfffdh6qqKqjVarhcLlgsFly+fJneknZ3d0On02HXrl2orq6GTqfD3NwcGhsbUVdXh46ODiwuLmJkZARSqRQPPfQQqqqqqF56S0sL6uvr6SAgmi0HDx5EeXk5cnNzwTAM2tvbcfXqVTQ0NGB2dhZutxv9/f144IEHsGrVKphMJsjlcly/fh0NDQ2oq6uDy+Wi0s/33HMPNmzYgJKSEkRFRdG200uXLsFut4NhGNhsNqxatQqbNm1CRUUF4uLiMDY2RvOGh4chkUjQ2tqKgoIC3HfffaiuroZarYbT6aTYkB9ST08PkpKS8MADD6C6uhp6vR4ejwdWqxV1dXW4du0aFhcXMTo6CoZh8PDDD6OqqorKexNsmpqa4PV64XK5MDIyQrExGo0ICwuj2Fy9ehWzs7PweDzo6+vDzp07cdddd6GoqAjh4eGi2HR2dqKmpgYbNmxAaWkpoqKiqJTx5cuXMTExQc+5qqoKmzdvRkVFBZRKJcbHxyk2Q0NDkEgkaGtrQ15eHrZv346qqiokJiYKxg0RO+vt7UVCQgJ2796NqqoqJCcnw+Px0HFDJuSxsTEsLS1RbDIzMwXYNDY2UmyGh4dx4MABVFRUIC8vD2FhYbh27VoANr29vdixYwfuuusuFBcXIzw8HN3d3WhoaEBtbS2cTiflCzZu3IiNGzeitLQU0dHRVG7l8uXLVKa7paUFFRUV2LJlCyorK6FSqTAxMUGxGRwcpNgYDAbcf//9qKqqQlJSEqampmCxWFBbW0s3CZJ9CLt370Z1dTVSUlLg8XjQ1NSEuro6OukQPa59+/ahsrISWVlZWFpaQmtrK8XG4/FgamoKw8PDeOSRR1BZWUk5wWvXrqGhoQH19fV0v0dPTw+2b9+ONWvWUN6rp6eHYjM5OUmxWb9+Pe6++26UlZUhJiYGQ0ND9JzHxsYoNuXl5RSb+Ph42O12mjcwMACJRIL29nZkZ2djx44dqK6uhkajof4ltbW1dCHX39+PuLg47NmzB9XV1UhNTYXX60VTUxOuXLlCJ52JiQnMzMyEOAT/uJ2SEcez0JTJZAIFQ6fTienpadHXkVU+sFx3FOsfBpZr4PySklg9HVjuwOCXTcRqhMBy3ZhfUvJXnyShVCrpioTjOAwODopyCFFRUQLHt7GxMdFSzO1i43a7aYeEf+j1ekFpQKyeDqwcG7VaLSgprRSboaEh0VKfQqEQOL6Nj4+LlhGkUqnA8c3lcolyT8Bniw3fqcs/+NhwNzT9xSIuLo524nA3LFTFSjaRkZGCHegTExOipQ6JRCJwfJuamhLlngAhNnNzcwGqsyRWio1GoxGUlIJhk5CQINiBHgyb2NhYynuRTYNiHII/Nna7XZRfCQsLEzi+EcE+sVgJNiEOwS/uJIeg0WgE2837+vpEfxjx8fECAnBkZET0y4+OjhZsxXc4HKJfvlwuR3JysmCQiBHWwHIrJJlsPB5P0AGflpZGSa6FhQVR8hZYnrzIJrClpaUAOV8SdxqbqKgowVZ8ov7oHzKZTPDDmJmZCTrB3g42Pp9PlKAEli9C/Ik4GDZJSUm0bEIuLmKciEqlCiBHxYhHf2ycTqfo4kMqldKSEgDqqCcWfGy8Xm/QiTM1NVUwEd9pbAYHB0Xr/kqlMmCRwm+bJaFQKAIWKWLYSCSSAAnqzwsbnU4nWKQEwyYxMTFgASeGTVxcXMAihSzMPg9xuz/5khGRvy4uLkZJSQncbjemp6epLENpaSk2bNiADRs2oK2tDRqNBuvXr6cln7m5OdobvGHDBqxbtw7j4+Pw+XzYuXMnfD4fJicn4fV6ERkZicLCQmzcuBFr1qyhTmiPPfYYgOVJYmFhgfIN69evx5o1a6BUKtHe3o69e/ciKioKk5OT8Pl8WFxcRE5ODtauXYu1a9ciKysLFosF9957L7RaLSYnJzE/Pw+v14v09HSsWrUK69atQ0VFBS5cuIA1a9bAYDBgamoKc3Nz8Hg8SE5ORmVlJdavX48NGzbg0qVLKCwsRFlZmQCbxMRElJWVUWw6OjqQkJCAjRs3CrCJi4tDcXExNm7ciHXr1sFut2N+fh67du2Cz+eDw+HA/Pw8dV7bsGED1qxZQ7u3iJMWwYbU1NetW4c1a9YgPj4ebW1t2LNnD23T5GOzZs0arF27FgaDAVevXsWWLVug1+up1DQfm7Vr16Kqqgrnz5/H6tWrYTQaMTU1Bbfbjbm5Oej1eorNxo0bUVtbi/z8fFRUVFBs3G43EhMTUVpaio0bN2L9+vXo6upCXFwc7rnnHirP7fF4KGezceNGrF27Fk6nE263G3v27KES1PPz89RdjGATFhaGnp4ePPbYY1Rm2efzgWEY5OXl0XGjVqths9mwe/du2qZJiMjs7GzcddddWLt2LYxGI+rr67Fp0yakpKSIYrNu3TqsXr0a586dQ3V1NfLz8+n5kv0BFRUVFJv6+noYDAZUVVXB7XZTHNVqNf1NrV+/Ht3d3YiJicGmTZuoBLXH46GOfRs2bMDatWvhcrkwMzODBx98UIANcRcj2EilUnR3d+PgwYNUrp1gYzQa6bjRaDRoaWnBrl27oFQq6fhaWFhAdnY2HTf5+fm4cuUK7rnnHqSmpgqwSUtLQ3V1NX3Ps2fPoqqqCoWFhZiensbs7KwAmw0bNmDjxo1oaGhAVlYWqquracvo3NwcEhISUFJSQsdNX18fFAoFtmzZIsCGOPaRcROSvw4Sd8pCk9TSCQGoUChQVFSEy5cvCyw0iYQDkfSVy+UoKCigNpHPPPMMAHHrO6PRiJGRETgcDjqzk1Y24s8LANnZ2VhcXERPTw+10CStbETumOM4pKSkID4+Ho2NjdRCk0g4EFtAsp+Cr2VELDRJvZjwG+RCTgY5sdAkEg6EAFQoFDCZTKitrRVYaBIJB0IAymQyFBYWwmazQaFQ4Ktf/SrFhtiLEgLQaDRifHwcExMTAmzI/gzCW2RlZQFY3nRGLDR9Ph86OjqoBy0xO0pMTKReEQaDga7WiD+vz+eDWq2G0WjE+fPnqYUmKSkRbMiFvLi4GOfOnRNYaBIJB0IARkZGwmQyoa6uTmChSSQciD+vTCZDQUEB2tvbIZfL8cILLwD4WMKB+POGhYUhNzcXDocDY2NjdGcqkXCwWCx0BZqZmQmJRILOzk5qoUn2pBBslpaWoNfrodFo0NDQILDQJNiQ1sqEhAQUFBTg7Nmz1EKTlJSIvSi5kLMsi3PnzgksNImEg9VqxfT0tMCWNoNnoRnMlrazsxNhYWE4efIkgOC2tIR7IhaaZE+Kvy2tXC7HtWvXqIUm4ZiI0B+xpdXpdLh69arAQlPMltZkMuHMmTPUQpOUlILZ0vItNAnPwLfsJT4MfAvNYLa0AwMD8Hq9eOmllz7xtQ8IlYwEIWahSUoIS0tLQdtI+XkcxwVtjePnARCtOX7SPIlEQm9/b5YXFhZGb39vlsf/7JXmhbAJnhfCJnheCJvgeZ8Wm5D89R0IMWB9Ph/0er1ApmBubi7AFpCsnPgyBQsLCwFWm6T9jC9TsLi4GGCR5/P5IJPJAjYw+dtOkmMuKioSbHzztxkkA8xoNArqjvX19QHEsc/nQ0ZGhmAT2OTkZMAGpk+KTU5OjqBvWgybqKgogQT10tISLl269KmwMZlMAnnuYNjk5uYKCMDm5uYAQlgMG5fLFSCeR5RQ+RIOHo8nwDLR5/MhPj5eIOHwabGRSqUB8tyfFhuDwSCQ5+7o6Ajgs3w+H9LT0wXS5VNTUwHieT6fD1qtNsCWVgwbouLJ3/jmb0Pq8/mgUCgCbGnFsCGtmvzNXf7nTLApLCwUbJhcKTY9PT0BPJXP50NaWppAupyY8PjnaTSaAFva+vr6gDylUhlgS0uwCclf+8WntdDcvHkztQUkXTR6vR6lpaUwm83UQvOhhx6iEtQul4vaArIsi5KSEmqh+dRTTyEyMpJ2nUxMTFBbwLKyMmqhefLkScTExNBa4Pj4OLUFLC8vpxaax44do+2cLpcLY2Nj1DKxvLwcOTk5sFgseOSRR5Cfn09r9BMTE9QXuKKignIIW7duRXV1NbUFdDgc8Hg8SE1NpXaSxEJz69atCAsLE2Cj0+koNsRCc9++fQJsJicnBdiQeveRI0eoBDU5Z5VKhYKCApSVldFb86997WtUnntqagpjY2OIioqi2BALzSNHjtCWRYKNTCaj2BiNRly9ehUPPfQQCgsLsbCwQG1Dl5aWkJmZifLycpSXl1MLTVIWIdjMzc0hJSUF5eXlKCkpQW1tLcxmM7Zt2ybAhlgmEhtSYqH5yCOPUHlu/rgh/BWpTx87diwAG/64IRzCyZMnoVQqMTs7S7FRKBQUm8TERNhsNhw+fBhpaWnweDzUglEqlVJsiIXmgw8+iKKiIsp72e12LC4uIiMjg2JDLDRJWcRut2NychJut5uOm5KSEmqhuX37dlrLdzqdcLlctNe/pKSEWmgeOHCAynO7XC7Y7XZqJ1lSUkItNI8fP04lqAk2cXFxdNwQDuGFF16gkh4Em8jISIqNVqtFS0sLnnzySWRkZAjawCUSCbKzs1FeXi6w0GRZlv6myDjmY0MsNNetWwcA1DZ0dnaWKs6WlJRQC80dO3YEYKPVaik2xELz0UcfpfLcBJuEhAQUFRWFLDRvFp+GQ9BoNNizZw+A5VmXr60DCAXMjh8/DuBjmQK+hSZfEI3kAcv91sEsNPl5IyMjQS009+7dS1clRJ5bbJv9mjVrUFxcDGC5E6exsVFgoUlE/LKysig3QCQc+PLXRKhOJpPhqaeeEmDDl7/mC9/xsbl+/brAQpMvpOePTTALTX4ekecWk2fYvXs37TiZnJwMaqG5atUq6tk8OztLa7IEGyLGlpaWRu1FiYQDX/6aCBwyDIOnn36aYtPe3i6w0OQLJvpjw7fQDIYNkecW62I5evQoXRUSbkdMnmHnzp10BU+4HTH5a7JYINgQ3oscFxEQ1Ov11F6U8F58+Wu++CM5l8XFRYoN6SATw4bjOIoNka7g20nysSHy3GLy14cPH6Z3DoTbEZO/3r59O9LS0gB8zO2IyV+XlpaiuroagNCWlpSDyDnzryN8W1rSQcYXYeRjQyx7CTbErtQfm+7u7pCF5krjdiaEhYUFfO973/uMjigUoQhFKD6fCHEIdyCCAajX6wUyBQBEZXCJxDO/p1wsj2xh5/eUi+WRLexk1RIsD1iWeObLc585c0Z0z4LRaBTIcw8PDwfURoHlzhQi4QAsr2TFZJFXig2ReOb3lAfDhmVZQU+5WB6Rv+b3lK8Um4sXL4ruRTAajVTCAVjuhvnDH/4QkJeRkSGQLg+GjU6nC+B2Pg02RP6aL34olkfkr/ncTjBsioqKBNLlV65cEV1lE0Mmgo3L5RK1F01PT6cSDkBwbIiF5q2wIfLXfN5LLI/IX/O5HbE8In/N53aCYWMymQS8V7A7UoPBIOAEZ2dn8e///u8BeWlpaQG81y9/+cuAPI1GE2BLK3aMpMWdz3uRvBCH4Bef1kJz//79VE52cHAQ169fp0Sh0WikFppHjx5FYmIi5ufnqU0k6T/Py8uDw+EAx3F48cUXqfUdsUIklolEioFYaGZmZgJYvr0lSo/ETlKr1VILTbPZDKlUisnJSQwMDGBgYAAKhQLZ2dl0H8LBgwexfv16REREwOl0YnBwED09PZDJZMjIyIDBYKBtp/fffz+io6MxPT1Nz5noJBmNRmqhefDgQahUKgE2xDLRaDRSC81jx44hKSkJ8/PzGB4eRnd3N7VMzMvLg9PppBaaRJ6bYONwOKBSqejkRSw0Cdkmho1er6cWmiUlJZDJZHA4HBgYGBBYJmZnZ+Pq1avYv38/Nm7ciIiICLhcLvr9EcvE3Nxc2na6a9cuxMTECLABQLEhFpqPPvoo4uPjBdjMz89Dp9MhLy8P3d3dUKvVOH78OJXnJjaRfMtEIqnw0ksvUXnukZER9PX1wW6303FDJBa+8Y1vICcnBwzDUAtNYidpMBiQkpJCLTT51qsDAwO0xz07OxvZ2dnUQvOee+5BZGQkHTf+2BDtrd27d1Pei5wzaX/Oy8ujFpqPP/54ADZer5faSfb29kKlUuHEiRNUnpvYRE5PT9NxQyRcXn75ZSrPTZROJyYmoFKpYDQaoVAoqIVmbm4utV4dGBjA0NAQYmJiYDAYkJGRQS00KyoqKLdDsImMjKTjhlhobtq0iXI7BBupVEqxOXv2LGpqarBnzx7Kew0ODlLdrOTkZOTl5VELzSeeeIJa9vpjk5eXh4GBAcTGxuKZZ56h8twEm6mpKdomTSQ7QhyCX3xa+esHHniAPkf6psUkCPh5pG9abGW+a9euAOs7MQ7h/vvvF+wkttlsohyCyWSCwWAA8LE8txiHIJPJaP2b3zct9l3yz2VoaCiohSY/z263B7XQ5OeRvmmx3cT+2LS0tIhyCNu3b6erMCLPLbZiMxqNKCgoAPCxPHcwC01yjASbYBaa/HMZHh4OaqHJz3M4HAIOIVge6TYR2zG7c+dOwS7rlpYWUQ5h69atdOVJ5LnFOITs7GzKKRHeK5iFJh8bwu2IdeLxz4XwXmK70P2xCWahyc8jtrRi8tf+2LS2tore3dTU1NDVNuF2xDiE1NRUlJcvV0sItxPMQpN/jAQbsZZSfh7hvcR2ofPzCO8lttOan0e4nZCF5goiZKEZilCE4s81QhaadyD4Fpr8Tg8iEczvm/77v/97AMKuGiIRzO+bJnl8O0nCIfD7pv/lX/4FdrtdYCcpk8mozDLpmz5z5gwaGxsFnwt8bBNJ+qavXbuG//iP/wg4R2ITSbSUpqam8M477wTkEYlgft80ORd+9xRpG+T3TZM8fjcWkQjm902TPL6dZFRUFMWGaCn94he/wNjYmMBOUiqVUmyIltL58+fR0NAg6MoAPraJJFpKXV1d+P3vfx9wzrm5uQLp8tnZWWovyo/09HQqQX0zbEjbIJHn5ufx7SRVKpVAnpufx7eTVCgUVGaZYPPLX/4SQ0NDAotWiUQSIM998eJF1NfXQyaTCfSUiE0k4b16enpw+vTpgHM2GAwC3svj8VB7UX9s/Hkvci58O0mNRhNgS0vy+HaSSqUywJaW5PHtJAmHwOd2Tp06hf7+fqjVaioARzgEvjx3XV0dLl++LPjuxLDp7+/HqVOnRLHh814LCwv453/+54A8YqHJ573IucjlcqpXRCw0+dwOySNlS4KNvy3tz372MzgcjpCFpn98WgvNQ4cO0U1mxCayvb2dWib29vZSDoFIUA8NDaGtrU1gJ+nxeMBxHJ599llqfTc+Po729nZqtalSqSCRSDA4OIiTJ0+isrIScXFxmJ6epu15xBZQoVDg2rVrOHHiBO6++26o1Wp4vV76fsQWUKVSUemKHTt2QKfTUSkHUq6Sy+XQarWoq6vDtm3b8Mgjj1BbwK6uLrS2tlJbQL1ej4aGBpSXl+PQoUN00uvt7UVbW5vATnJwcJByCCaTCeHh4RgaGkJ7ezuam5upLeD8/Dx8Ph+++tWvUgnqiYkJei5utxtKpZL6O5w8eRJVVVUCbBobG+F0OhETE4OoqCi0t7fj6aefRk1NDRITEwXYkP7z+Ph4WK1W7N+/Hzt37oRerxdg09/fT7Gpra3Fli1bcODAAepIRmwiiYSCXq+H1WpFSUkJnnzySRiNRkgkEvT19aGtrQ02m416Rw8PD0OtVuPpp5+m8tzDw8MUG6/XC7VajcXFRXi9Xnz1q19FWVkZoqKiYLfb6bnMzs5CpVJRfuXFF19EdXU1lEolZmZmBC2vMTEx1LPg2LFj2LRpkwAbUq6KjIxEQkICLBYLHn74YTzwwAOU9+ro6KDlKplMBr1ej8uXL2PTpk04ePAg5b2uX78Om82Gjo4OOm6am5thMplw+PBhemHv7+8XYEMmNJVKhaeffpra0o6MjNBjJNhwHAe3243nnnsOZWVliI6OhsPhoNjMzMxAqVRCLpeju7sbzz//PFavXg2VSoXZ2VlByyvBxmaz4ejRo9i8eTPlvcjnjoyMUNXShoYGaqFJeC9Skuzt7YVcLodOp8OlS5dQU1ODRx99lC6Wuru7YbPZ6LjR6XSw2WzIz88Xxaa1tZWOG2Khefz4cSrPTbAh4yYhISHEIQSLT8shlJeXB1jfiXEIJSUldLVG+qbFOASTySToxCEksH9kZWUJlFDHx8eD2kSSXmhguesjmBUiP4/0TYt9l5WVlQJ1R5vNJsoh8LEhfdNiHILZbBbYi3Z3d4tyCIWFhYJuk8HBQVEOISMjQ9B9dCewqaqqEkhQNzc3i3IIfGyIXpAYh0AIWwD0QirGIfhj09PTI8ohFBQUCLpNhoaGRDmE5ORkwR3LxMREUAtNPjZTU1NBbSL52BDeS4xD8Memra1NlEPwx6azs1OUQ/DHpre3V5RDyM/PF+wk5pvb8EOtViMnJ4c+ttvtQS00+dhMT08H5Z742BBbWjEOoaKiIsCWVoxDWCk2LMsG2NJ+qS00GYbZCuBvAUgA/JTjuO/7/T0cwDsAygDYATzMcVzPjb/9JYCvAFgE8FWO4/4vwzCpN/I1ADgAb3Ic97e3Oo47ySHIZDL65d/Mmk8qlQp+GMEiLCxMQBzfDFe+hvvN9FxIHsdxN7Wd5JfFbnaMK837MmCztLR0U42YP0VsfD7fTbVu/tywYRhGIEH954CNRCIReEHw40thockwjATAPwDYBGAAQB3DML/mOI6/BPkKgEmO43IYhtkH4AcAHmYYpgDAPgCFAPQA/pNhmFwAPgAnOY67yjBMDIB6hmH+n9973pEgFppqtRpJSUlU3TEuLo7WHclq7Y033oDT6URRURFVvlQoFNQKkfRNEwvNu+66C42NjZienkZ4eDhMJhPMZjM1DCEWmnfffTesVqtA3ZHfN00sNFetWoXe3l6q7piVlQWWZakmDrHQLCoqwvT0NFW+TE5OBsuyVBOHWGimp6cjIiKCKl+q1WqwLIuioiK6Ivne976HmJgYpKamUnVHItvMsizF5s0338TExATMZjNVvoyMjKTYkL5pYqG5Zs0aqnwpl8spNsQwhFho1tTUUOVLqVSKvLw8sCxLuR1ioVlVVYX+/n6KTWZmJliWpWUuYqFpMpkwOztLlS/1ej1YlqXcDrHQTEtLo6W6paUlut+Ez+384Ac/QEREBNLT0yk2RO2Tz+289dZbGBkZQWlpKVW+jIiIoNiQ3efEQnPt2rW0w00MG2Kheffdd6OxsZEqXxI7SaLpTyw0KysrMTg4iMHBQTAMg4yMDIqNVCqlFpoFBQXweDy0vZZwRQQbsnhKSUlBTEwM2tvbsbS0RLkiPjZ//dd/DZlMhszMTFpOJTwaH5u3334bg4ODKC8vp7a0BBs+70UsNPm2tHxsiIcIsdDcsGEDWlpaqNMb4YoyMzMFFpoVFRUYHh7GwMAAGIahXBHBhlho5ufnY35+nt6dEq6I8F7EQjM5ORlxcXHUBY9wRXze62/+5m8ALHd/EctesheHz3u988476OnpQVVVFS2n8scNweb06dNoamr6XCw0b3mHwDDMKgDf5jhuy43HfwkAHMe9xsv5vzdyLjIMIwUwAiARwH/j5/Lz/D7jFIC/5zju/93sWG63ZPS9730P5eXl2Lx5s0CmgHjQEo/jjz76CGq1Gvv27RPIFBAP2tTUVLAsC5vNBpfLhRMnTghkCmw2GxYXF5GUlASWZTE+Po7Gxka88sor1EzFYrFQf14yKXEch7Nnz1L562Dy3AkJCfjd735H5a+DyXMbDAa8++67VP46mDw3y7L4t3/7N5SWlmLr1q1B5blZlsXZs2ehVCqxf//+oPLcLMuivb0dDocDzz77bFB5bpZl4XA4cPXqVXzrW9+6qTx3WFgY/vCHP1D5a3957sjISBQVFSExMRG//e1vqfx1MHluo9GIn//851T+Opg8N8uyeP/991FcXIxt27YFledmWRYXLlxAVFQUHn300aDy3CzLorOzE2NjY3juueeCynOzLAuXy4UrV67glVdeAcMwovLcLMtCKpXiww8/pPLXweS5tVotfvOb31D562Dy3Pn5+fjXf/1XKn8dTJ7bbDbj1KlTyM/Px/333x9UnttsNuPSpUsIDw/H448/HlSem2VZdHd3Y2hoCC+88EJQeW7iJV5bW4uvf/3rdLITk+eWy+X4r//6Lyp/HUyeW6fT4de//jWVvw4mz20ymfCzn/2Myl8Hk+c2m804ffo0DAYDdu7cGVSe22w2o66uDhKJBIcOHQoqz202m9Hb20t1v24n7mjJiGGYBwFs5Tju8I3HjwKo4jjuGV5O842cgRuPuwBUAfg2gEscx/2fG8+/BeD3HMf9G++1GQDOADBxHCfuS3gjPq2FZlRUlEDB0G63i9pESqXSAFezYFaIaWlp9BXb7S8AACAASURBVPZ3bm4uqFNTSkqKoGwSzKlJp9MJXM2COTUlJiYGuJqJfZdKpTLA1UyMQ1AoFAGOb2L8ikQiCXA1C2aFyMfG4/GI1oyBzx6b/v5+0XJDXFycYAd6MGwiIyMDHN/E+JWwsDCBq9mdxsbn8wW1f9RqtYJd1sGwUavVAY5vYmVLf2xGR0dF+ZWIiIgAVzMxfoVhmABXs2BOgXxsvF5vUEvV5ORkQUnp02KTkJAQ4GomVn6KjY0NcHwT41fuNDZfCg7hs5wQGIaJBvAHAK9yHBe433s55wiAIwCQlpZWJkYw3SyCcQhJSUkBRI5YqFQqgQft0NCQ6CCJjo4OsL4TGyQymUzgQetyuYL6rPIHidvtDvoDSklJEdQdg/2AdDqdgL8I9gO6XWyGh4dF67JRUVEB/rxiJJxUKhV40E5NTYmScIAQm7m5uaBWm3cam8TERIEEdTBslEplgD+vWO1YoVAELFLE7CQlEknAIiWYz3dqaqpgkRIMm+TkZMFEHMyG9E5jExcXF7BIEfP5joyMDFikiC3gbhcbj8cTdAG3Umy0Wq1gkRLMvlatVgcs4MTiZth8HuJ2K9mHMAgglfc45cZzYjkDN0pGcVgml4O+lmEYGYD3APx/wSYDAOA47k0AbwLLdwgrOF5ByOVyetun1WqpOqfdbqf1atI3/cYbb9ASBCkpOZ1OWl8mLWTvvvsuhoaGcM8998BisaCrqwszMzNUo4X0TRMO4cCBA7SktLCwAI/HI+ibJhzC7t270dPTQ0tKLpeL1h3j4+Mph7B582a6S3h2dhYOhwNFRUUwm83QarWUQ1i9ejXkcjksFgucTifsdjsKCgpgNpvpBfX73/8+lYggJSW73U7LJqRv+ic/+QndJ0BKSkSmg983/d5776G/vx+bN2+GxWJBZ2cnbadkWRYmkwkRERGUQzh48KCgpDQ3N0exiYmJoRzCrl270N/fT0tKLpeL1lrj4+Mph3DPPffA7XbTkpLdbhdg4/F48Prrr6O6uhqRkZG0pDQxMYHCwkKBXtDrr7+OrKwspKam0pISkW0m2EgkErz11lsAlrtKSEnJ6XRSbIgmzq9+9St0dXVh27ZttGzidrvh8/koNpGRkZRDOHDgABobG2lJye120/EQExNDOYSdO3dicHCQlpT42CQkJFAOoaamBh6Ph5aUHA4HTCYTSkpKqKzEa6+9hsrKSjouibw6GTcEmx/96EdITU1FRkYGLSkR2Waz2Uyxefvtt+Hz+VBZWUlLSi6XS4CNXC7HqVOn0NHRge3bt1Ns5ubmsLCwALPZTLEhHMIjjzyClpYWWlKanZ2F2WymnCDhEHbs2IHh4WFaUnI6nRRDtVpNOYS7774b8/PztKTEHzc6nQ6Li4t49dVXUVFRgdjYWFpSstvtyM/Pp9wOwzD48Y9/DJ1Oh6ysLFitVgwNDcHhcFBsCCf4zjvvYG5uDqtWraIlJZfLRXkJgs3p06fR1tb2SS99txUruUOQArgGoAbLF/M6APs5jmvh5ZwAUMRx3LEbpPJujuMeYhimEMDPAFRimVT+AIABwBKA/wXAwXHc8ys92DthoSlmfUc8TC9cuCCw0CQSDoQAjIiIENhEnjhxAkBw67vR0VGMjY3RmZ1IOFgsFkoAErvHzs5OyiGQVja+THZ6ejri4+PR0NBAOYTFxUUqz00IQK1Wi5ycHJw7d05goUnkuQkBSC7QH330kcBCk4+N2+1GdHQ0ioqKcPHiRRgMBuzfvx/AxxIOhAAkvsDt7e0IDw/Hs88+S7Eh/AXRos/Pz8f4+DhGR0cpNkTCgUiIMwxD2wo7Ojooh0AkHMhEDCzfLajVaqplRDDlY7O4uAiNRgOj0YgzZ84ILDT7+/spNvPz83Rz0B/+8AeBhSaRcCAEYFRUFLVezczMpBaaRLqc7BkgvsCkj//555eHPJFwIIsUiUSCvLw8TE5OYmhoiO5MJRIOFosF/f39lPeSSCRob2+nHALhvQg2hPfSaDS4cuUK5RD40uVtbW2U9yooKMBHH30ksNAkvBfZa8LHhm+hSSQc+LxXcXExamtrkZaWRi00Ce9FFikEG3K8L774IoDgtrREZ4hYaPrzXgzDICsrC3K5HDabjXIIhPciixTCe+l0OtTV1VEOIRjvZTKZ8OGHHwosNMV4L5ZlcebMGYGFZjBOsL6+Hnq9HocOHaLY8HkvwgkODAxgbm7uy8Eh3HjDbQD+B5bbTv8nx3GvMgzzXQBXOI77NcMwEQD+N4ASAA4A+ziOu37jtf8dwJNY7ix6nuO43zMMswbAWQBNWJ4cAODrHMf97mbHcScsNMPCwgS9wTdrUePvRbhZq9gnzQMgeotMQi6XC5yVPm2eVCoVlE2CfecMwwhKAyFsPo4/JWxkMpmgRh8s+NgsLCzctO2THOOdxuZWx/hFYSORSAQlpZVgs7S0dNNW11th86XgEL5McSf9EPR6vWDTD+k28Y+EhASBTIHX64XFYgnIIw5ofALQ3yIPAO124X/5/vaBJEwmE607Agiw5CSRm5srIACD5WVkZAjIUbvdLrrRSafTCWQKyMY3/4iPjxfIFMzPzwdYbQLLHAJfpmBxcRFi3yOxiVwJNoWFhYJNgSvFxmKxiP7Q09PTBQSgw+EQ3eik1WoDuB0xbFQqlUCm4GbY8OW5g2EjkUhouQ24M9gYDAYBOWqz2UQbCfyxcTqdaG9vD8jTaDQB1quNjY0BeSvFRqFQCCQc7gQ2BQUFgg2TwbDJyckRcIJdXV2iDQJpaWkC6XKXyyVa3vHHhpTu/EOpVAbY0hIb0s+DQ/iTl64gFpqVlZWoqakBwzCw2+1wuVyYm5ujaoglJSXUQnPPnj3U+o5Y+RE7ydLSUmqh+eSTT1Lru+npaUxOTlJbQL6F5gsvvEBtAUnniVKpREFBgcBC88iRI9BqtZibm6P2gcQysaKiglpo7tu3D7m5uZifn6dWiFKpFNnZ2aisrER1dTUuXLiALVu2oLKyEouLi9Tuj1gmVlRUoKysjFpobtq0CQAoNm63W2AnSSw09+7dS+W5p6amqC1gSUkJSktLqfXg4cOHqTw3IfkSEhIoNmS36osvvkjluWdmZgSWiRUVFdRC8/Dhw9Dr9XC73dSuNDIyErm5uaisrKQWmnv37qU95QQbYplYWVmJqqoqnD9/Hps2bUJ1dbUAG+IfXFlZibKyMmqhuWXLFmq96nK5qGUisSElFprEepWQn8Rhq6SkBGVlZdRC88iRI1Sem9SriWVieXk5tdB84YUXEBsbS7GZmJhAbGws8vPzUVFRQS00v/KVryAlJYWOm4mJCURERFBs8vPzUV9fjz179qCwsFCADdnvQrA5d+4campqsHr1amq9Ojk5iYWFBTpuSktLqYXmvffeK8BmZmYGycnJdNwQC02+9erU1NT/z957R7d1Xmm/D1gA9goSrCDFThAkwQ7SlKhqdatZsiTLcYtjj7tjOxNP8s13V8rE4xUv3zvrm4kzieKZZHJvMo5n7DTHli1XyVSjCFLsvYBNLCAJgA0E7h/03noPcCBpLCWjTLj/kuTXFM+jQ5z37Ge/zw8Wi4Wzj0pKSviee+SRRzieW04bQmhSe9VqtWJ2dhbj4+MIDQ3l+4YQmvfffz+0Wi3m5uYwPT2N8fFxqFQqZGVloaysDHl5eTh//jz2798PvV6PpaUlTE1NYXJykltz5eXlKC8vxyeffIINGzagurpaos3i4iJSUlJQWlqK4uJiRmju3LmT0auiNoQhJYTm0aNHOZ5bTptVhKaXuhEPISkpiWNmxblp2hGJQXXU/xbnpmnCRwygo3Xi3DRNYIhBerQOAM+Uy8UzHDlyhKdxaG5aLoJgw4YN0Ov1AFYmcahfTf+WhPvLzc3F5s2bAazs1ggLSKOVlDUTGhqK++67T6KNGH8tIhPdtTGZTDzFIiIT3bUREZoiMtFdG2/AkoMHD/IulbwduQiCdevWobCwkLUhvCj9W1DoXmZmJvsmNFMuxl/TXH9QUBAefPBBAFeiy8X4axGZSNfidDpZG5piEcP5RG0onpumTtxxkrRTpHhuubeWAwcOMESGvB3xbZcC3qqqqlBSUgJA6nuRNhQYl5aWhp07dwK4EuEgxl+TNkqlEg8//DBrQ74XTYZ506azs1OC0BRD4ERtKIJabrLw4Ycf5hYeeTty8dd79+7lTgDFc4tvdBQMaDQaGS9KWNr6+noeyaVrTklJwR133MHa0JkmmpojDX18fNhjFJG9pI0YaCdq09XVJUFoitqsIjTdahWhuVqrtVp/qbWK0LwJdTWEpl6vl8xNy8XgUptDDNx68803PdbR0XRxplxuHcVfExTd2zpgJf5ajOc+efKkbI83OztbEs9tNptx7tw5j3WpqamSeG6HwyEbi0yYyGtpQ6OD19KG4q+vpQ2NtYrx3N60yc/Pl8Rzf/LJJ7KHB7OysiTx3KOjo/jss8881qWkpEjiuZeXl/Gb3/zGY11cXJwkpsDb90hTXOJMudw6ir8W5+3l1lH8teh7edNGr9dLfK/a2lrZg2+ZmZkS32tqakoWL3qztaFJJdHb8aZNYWGhxPfypo17PPf1anPhwgXZswPu2szOzuL999/3WKfVaj2wtL/+9a891mk0Gg8s7X9Vm1WEplvdKELzyJEjCAsLg81mY/wjsHJ4KTc3F21tbUhKSsJXvvIVREdH8ynJ3t5eLC4uIi4uDjqdDhMTE3C5XHjmmWcYfUcoRMIC5ubmQqFQMEKTbtbLly9jcHCQsYA5OTnQaDRoa2vDk08+ifz8fO47ms1mDA8PIzQ0FFlZWewhHDt2DNXV1VAqlbBYLBgaGsLAwAACAwORnp6OrKwsRmju3LmTsYB0LYRMzM3NRW1tLUpLS3H06FGEh4fDbrezNhS7kJubi87OTsTFxeHhhx+GWq3G/Pw8fz3CAubm5jJC89lnn+V4bkIhEhZQp9NxzPbf/u3fcjw3aXP58mXWJj4+nhGahYWF7O0MDQ0xMjErKwuZmZk8drpu3TqoVCpMTU1heHgY/f39CAgIQFpaGnJychiheccdd7C3Q9fi5+cHrVaL3NxcnD17FkVFRTh27BjCw8P5vunt7YXT6WRturu7oVar8cgjj3AENa2bn5+HRqOBTqfD7OwsFhYW8Nxzz3E8N2kzPT3N941KpWKEJkVQEyZybGwMERERyMnJQWJiIiM0i4qKJNqYzWaEhIQgMzMTmZmZjNDcsGED+17u2mRnZzNCc+/evR7a+Pr6IiUlRYLQvOeeexARESG5b0Rtent7ERkZyaOxpE1fXx/m5ub4Z8pqtcJut+P555/neO7R0VEMDAzAYrFArVYjNzcXgYGB6OnpwQsvvMBjyePj4zCbzRgdHeX7RqvVMkKzpKSEfS/KfAoJCUFGRgYyMzMZoblp0yb2vYaGhtDX1yfRhhCa+/btY9+LtPHx8YFWq5UgNO+9915G9pI2y8vLrA0hNB977DEJlravrw92ux0ajQa5ubnsDa16CG51o/HXd955J/8ZzU3L7bjFdYS+kzslfODAAUlMgTeE5t69e3mnQXPTch5CUVER0tPTAVyJ55bzEEJCQrj/LWYpyf1b0rWIM+VyUzbiNdPc9LW0oblpuZOwojY0U34j2uTn5yM7OxvA1bVRqVQ8Gy/OlF9LG5opl4uucNfGG170i2pDvAb32rVrF+88KUtJzl/Jzc1FXl4eAHCWkpy/olAocODAAQCQZCnJjUyK2pDvJRddIV4zZSnJnbwXr5mylOROCe/fv59375SlJHeqd+vWrTwtRL6XnL+SkZEBg8EA4Irv5Q0vKl4zaSMX6yGuoywluVQCURvyBOVO3ovakO8l90b3p0g7/R//QFhFaK7Waq3W/4Ra9RBuQol55WJRAqU4G/xP//RPAKRYQPeYAnGdiEyklEWKKQBW4m2tVqsEmahUKiUxBcCKN9Da2uqB+6M4ZsoLam1txcmTJz2uhSI4aG56enoaP//5zz3WUWS0mKVE1yIWJVDSUXxxnYhrpEgPOorvTRvyV+goPgD8/Oc/5wgD0sbf398jnvvjjz+W3dEVFBRIoss7Ozuvihel6S2r1eoVL1pYWCjJUpLTJj4+XhLP7U0b8ldEb4fWiTjJ4OBgSTw3APzyl7/ExMSEZPLNz8/PI5771KlTsrPs+fn5Et+rp6fHK15U9L3m5+fxk5/8xGMdRUZfSxuKjKZ4bnGdOC1D/oro7dA6cfqG/BVRmzfeeAOjo6OSCSYRL0ra1NbW8vy+WITQJG36+/u94kXFeO7FxUVZvKhWq5XEc3vThsZIKZ5bXCdOoBFeVNTmZz/7GWZnZ1c9BPe6UYTmAw88wEZkb28vWltbJcjE3t5eJCUl4dFHH0Vubi78/PxgNpvR1taG1tZWRt/Z7Xa4XC48/fTTjL4bGxtDe3u7BJmoVCoxODiI559/HqWlpQgNDYXFYkFHRwcaGxths9kQERGBkJAQtLe348knn8SGDRsQGRmJ+fl5tLe3o7GxEVNTUxyeRwjN3bt3Q6PRYHFxkV+DCQsYHx+Ps2fPYseOHTh8+DCSk5N5pK2lpYWRiUlJSairq0NpaSkefPBBpKenQ6FQMEKzo6ODtRkYGEBcXBweffRR6HQ6+Pv7w2w2o729nWO/NRoNFhYW4HA48Mwzz8BgMCAwMBBjY2P8Pc7PzyM6OhoqlQp9fX342te+hrKyMoSGhmJ6epq1sVqtCA8P51z+xx9/HBs3bkRUVBTm5ubQ3t6OhoYGTE5OsjaE0Lzjjjs4m4faJ8PDwwgICGBM5NatW3H06FFotVpuu7W0tKCvrw/+/v5ITExEfX09ioqK8OUvf5kPUvX19aGtrQ0dHR1QKBRISEjA0NAQ1Go1Hn/8cf7wGhoa4rYWRUM4HA4sLCywNoRepWsmZCJ5CM8//zzKy8v5w6+jo4P5GxEREQgNDUVrayseffRRbNq0iXGLdN9MTExwsCAhNPfu3cu+F2kzNDTE2tTW1mLLli24++672dshbch/SkxMRGNjI/R6PR566CHG0hJetL29HQqFAvHx8RgZGUFkZCQef/xx5OXleWjjcDig0WiwvLwMu92Or371q4ylHR8f52sR75uenh48++yzMBqNjF6l+2FmZgbh4eGcZ0R4UfK96OuNj48jJCQEMTExjNDcv38/+16E0DSbzQgICEBiYiI+++wzRmi6a9PT08PaNDc3Izc3F1/5yleQlZUFHx8fDAwMoK2tDW1tbVAoFIiLi+NzJU888QQfyBweHkZ7ezuamprgcDgQGxuLhYWFVQ9Brm7UQzAajR7oO7k+eVlZmSSmoKurS9ZDMBgMkgTDvr4+2ejm7Oxs3qG6XC6Mjo56xUTedttt/OvJyUmvmMiqqipJuqPciVAAqKyslCRfUnCee1VUVEiO4nvTprS0VDJtcr3a9Pf3y3oIWVlZkumjkZGRm6oNzZTL3eeiNjRTLuchuGvT1tYm6yGI2tADWM5DKCwslERQDwwMeMWLitNoo6OjXhGaojZTU1NeEZqiNjabDQ0NDbIegrs2zc3Nsh6CqA1lKcl5CCUlJZJJnO7ublkPQXwjJt9LzkNISEhgwx0AbzrkStTGYrF4RWi6a9PY2CjrIYjakO8l5yGUl5dL4rnb29tlPQR3bXp6emQ9hNXoCre6mR6CKOzVMJY+Pj58k1xtnUKh4JvkauvEv/t617lcrqtmpVzvtdzsdava3Lg24te83nVOp/OqGNJVbf5nanNLIDT/3EupVMLX1xdRUVGIjY3ldEfyBgoKCngn+4Mf/AATExMoKCjg5EsRJ0mzwYTQNBqNnHxJCYYGg4Hnpin+uqamxiP5kmbKRYRmeXk5ent7JcmXYjw3xV/TCCMlX5I3QHlBFH+dlJSEgIAATpIkb4DiuQHgu9/9LoKCgqDVarn1Q94AxXMDKwjNkZERFBUV8VsG+SYGg4G1IYRmZWUlpztSpDhFUAPg+Ov169dLki/d47kp/rq0tBQDAwMexDdq5VD8dW5uLmw2G+8qyRugTBxCaCYkJCA4OJiTL8kbEDNxvve970GpVCI1NZWTL8kboHhuYAWhOTg4iJKSEm4ZhoaGSuK5gSsIzaqqKo7nFu8b0obir2tqatDQ0CAhvonaUPx1SUkJzGYzE9/IGyDfi+Kvs7OzMT8/zyd/yRsgbWjzFBcXh7CwMCa+kTeQl5fH3s5LL73EsRcUz02xzaI2r732Gvr7+1FaWsotQxEnSb4XITRvu+02CfFN1EZEaK5duxZNTU0S4psYz03x18XFxRgeHmbiG1HNSBuKv87MzMTS0hIT38gbyMnJgVKpZISmRqNBREQEE9/IGxA9wZdffhnLy8vIzMzkthh5A6Lv9a//+q/o7e1FWVkZt8XIUxJ9r9/+9rcwmUx/EoTmX4SH8Omnn0Kv12P37t0oKytDeHg4Ll++jPr6etTW1mJ4eBi+vr7o7u7mLCOj0Qi1Wo2ZmRnU19fjzJkz/INEP3hHjhyB0WhEQkIC5ufn0dDQgHPnzqG9vR0OhwMWiwWjo6O49957UVFRgdTUVDidTjQ1NeHChQvcN56fn0dvby/uvPNOVFdXIzs7Gz4+Pmhra8PFixdRV1cHm80Gl8uF9vZ2bN26FZs2bUJ+fj5UKhVHGZ87dw4WiwX+/v7MNd62bRuKi4sRHBzMY6dnzpzB+Pg4lEolmpubkZ+fjzvuuANlZWWIiIiQaDM0NARfX1/09PQgISEBd955JyoqKhATE4PZ2Vn+er29vdwOc7lcOHr0KCoqKpCYmMjanD9/Hm1tbXA4HJiZmcHQ0BBrs2bNGiwvL6OpqQl1dXVoaGjA/Pw8FhcX0dPTg/3792PdunXIycmBj48P2tvbWRsyaNva2nD77bdj06ZNKCgoQEBAAI+dnj17liOFGxsbUVVVhe3bt6O4uBghISE8dlpbW8uxDK2trcjLy8OePXtQXl6OyMhIjI+P8zqz2cy5Q7GxsTh48CAqKioQGxvL983Zs2f5TMfY2BgcDgeOHj0Ko9GIpKQkzM/Po7GxEefOnUNrayuWlpYwOzsLs9mML33pS6ioqEBaWhqcTieam5tx4cIFD2327dvH2vj5+bE2Fy5cwOzsLBQKBVpbW7F582Zs3ryZfa/e3l5cvHgRZ86ckWhTWVmJHTt2oKSkBKGhoTx2Wltbi7GxMdYmJycHe/fuRXl5OaKiojAxMcHrBgcH+axJdHQ0Dh48CKPRCI1Gg9nZWZhMJpw9exbd3d1wOp24fPkyFhcXcffdd8NoNCI5ORkLCwtobGzE+fPn+aFjtVoxODiIY8eOwWg0Ij09HS6XC83Nzairq+NolqWlJXR3d2PPnj2oqalhT7CjowMXL17E+fPnYbVaWZtNmzZhy5Yt7HvR2CndNyqVCg0NDTAajdixYwd7gjR2Wltbi9HRUSiVSrS1tSErKwt79+5FRUUFD07Qz8rAwAD7ChERETh06BCMRiPi4uJgtVpZG9rIjY+Pw2q1rnoI7nWjHkJERIQk3fHy5cuyBKagoCBJuuP09LTsKVgfHx/JlJLdbveKQhQnLxYXF71Sp5KTkyXpjt4IcQkJCZJ0R/pAdq+YmBhJuqPZbJb1EMLDwyXpjuPj47IeApnWVBSm5l6Kz2HvYvKlN1rZzdYmPj5eQnzzpo1arebdGrCSpSTnIYSFhUmIbxQA6F5kzFJ50waAZErpatqkpKRIfC9vRK6kpCT2veiMgVzFxcVJTqD39fXJtk7ctRkeHpb1ENy1mZyclPUQVCqVxA+ZnZ31SgAUtZmfn/dKK/tja9Pf3y/b3omOjpaczh8ZGZH1EEJDQyX+mDdtlEql5HS+1WqV9Z5WPQS3upkeQkxMjMQA9HbTRUZGSo7ie/uwCgkJkcQUjI6OymafK5VKSUzB1NSULE4SgOQmsdlsXnGSCQkJEpPL2w9aXFycxAD09vC6Xm1oQorKmzbBwcGSo/hjY2Oyee/+/v6SmAKLxSKLkwT+uNosLy97/YBWq9WSB7E3/vP1ahMUFOSxSZF7YPv5+XlsUuQ2MwAkI5B2u90rTlLUZnFx0StqU6PRSB7EN6oNTY9Rmc1m2Qe2uzbj4+OyD2xfX1+PTYrcZgaQajM3N+eVlX6ztYmOjpZsUq5Xm6GhIX5g3yoIzT/rIoRmdnY2NBoNo++mpqag0+kkM+WvvvoqVCoV9Ho9TCYTzGYzpqenERsbK5kpf/3112E2m7Fx40ZG31mtVvYlaPSQPITDhw/DZDKhra0Ni4uLWF5elsyUk4ewZ88e9PX1MdVMRCaGh4ezh7B582bMzMww8W1mZob71TExMewhVFRUQKlU8olsi8XCfWj6wXjxxReRnp7OCM3x8XFMTU0hNzeXtSGEpo+PDwoLC5n45q6Nn58f3njjDfT19WHLli2or69Hd3c3bDabRBuVSsUewpEjR5hqtrS0xDhJysQhD2H37t0YGBhgbWw2G2sTERHBHsLGjRt5QoSisqkPHRsbyx5CWVkZAgMD+dTx1NQUa5OUlMQIzdTUVCQlJXHiragNZeIcP34cTqcTxcXFnHhLURSFhYWcifPmm2+is7MT27Zt48Rbu93O2hAngzyEw4cPo6GhgdtsS0tLEt+LPIRdu3bBbDaz7yVqExkZyR7C+vXruX1nt9sxPT0t8b1o81RaWorg4GD2vcT7hrR5+eWXkZiYiJSUFCa+TU1NIScnBwaDgbV57bXXsLS0hNLSUia+zczMsDbU5nrrrbfQ3t7OeFHShrCTlBdEHsKhQ4fQ1NTEnuDi4iKfRQgJCWEPYefOnRgeHmbim7s25CHU1NRgcXGRfS+LxcI/U0Rc++53v8ttNPK9xPuGPMFXXnkFGo0Ga9asYW3ESGvyBH/605/CbrejoqKCiW8U72IwGJiTcUshNG+l+qIto29961swGo2M0HRH35FxfOrUKWRmZjJCk3rpZACS3cIsUgAAIABJREFUydXa2gqlUsnxtu7oOzIAx8bGMDQ0xE92gqkQn9fHxwfZ2dlwOp1oa2vjjPfFxUU0NzfDZDLx621aWhqioqJw/vx5RmhSTAExaCl7KCMjAx999BEjNMWYAurF0ofQ+++/zwhNMaaADMCwsDAUFBTgs88+Q1paGiM0KaaA5uIDAwOh1+vR3t4OX19fjvSlmALi85IBSPkzojaXLl1iPi+Zo2QQEkJTjC4nbdasWQO1Wo1z584xQlOMLicDMCEhAdnZ2fjggw8kCE3ShgxAMtVPnjzJCE0xpoAMQDKOz549i+TkZEZoUkwB8XkDAgKg1+vZwCaEJsUU0CaF2N9TU1MYGBhghCbFc9fX12NoaIjNUT8/PzQ1NXFO0OLiIscsU04XQZHOnDnDCM3l5WV0dnaivr4e7e3tcDqdiI+Ph06nw/vvvy9BaPb19bE2S0tLiIqKgsFgwMmTJxmhKYelJW3OnTuHhIQERmjKYWn1ej26u7uxtLTECE1vWNqZmRn09fUxQtMbllapVOLSpUuM0KRRatqkACstp/j4eNTW1jJC0xuWVq/X47333pMgNOWwtAaDAR988AEjNK+G7K2rq0NsbCwjNOWwtHq9HoODg7BarbcOQvNWqS/yQHC5XPjWt77Fv/f395e0Tbwh7Xx8fCRtk6vh9OhVEIBsn/W/e51KpZK0TbyN230RbVwul+xr/H/1e/xz0oZ2pHKlUCgkbZNbUZuAgABJ28RbidrQm61c+fn5Sdomq9pcqevVRvwevWmzGl1xE8qd77q0tISlpSUkJiZKIhxmZ2clr2VOpxNzc3NQq9Ue5qh7lALtiMQIh6WlJQ/U5tzcHJRKpSTCYXl52eOIPd2IeXl5EpPL/WFI67KystjkkltHD7PU1FSJyTU2NiYxZkmbhIQESUyBN22io6MlhjBNzLh/j5S6KR7uktOG3h7+WNoAwPnz5yX9am/aXL58WWI+kjbx8fGSPrTVapUckHO5XJibm0NUVJQkpsCbNsHBwZKYAm/a+Pn5SSKonU6nB6KVrlmn00kOBbprQx82mZmZEt+L3nzctUlJSZH4XhMTE7zLBlZ+xhwOB+Li4rilBKx4O+IBOdImMjLSA0vrfrBybm6OaYHiJsUdtTk3NwdfX18JlvZmaJORkSHxvdra2iS+BGmj1Wolvtfk5KTkYCVpo9FouKUkpw19jxERERIsrajNanSFW90oQnP9+vVwuVyMtFtaWmJkYnFxMSM09+7dyxHUhC8knGRJSQkjNO+77z7GAlqtVu4TEjKREJpPPfUUAgMDGaFJOMn8/HyUl5cjIiICbW1teOihhxAbGwubzQar1YqJiQlGJpaXlyM9PR319fU4dOgQMjIysLCwAIvFgomJCUYmGo1GVFRU4PTp07j99ttRUlKCpaUlnnBQKBRIS0tDRUUFysrKGKG5ceNGiTaEBSTUZkdHBzQaDadRkjY2m42RiSUlJYzQvP/++zme22q1st9gMBhQWlrK7Yinn36a47ltNhsmJycRFRUFvV7P44ytra148MEHERcXJ9EmNDQUubm5qKioQFZWFurq6nDnnXciKysL8/PzrI1KpUJmZiYqKipQWVmJU6dOYfPmzSgrK4PD4cDU1BSb0qRNaWkpIzQ3b94Ml8uFiYkJzMzMYGFhAVqtlu8bQmjeeeedHEFN901CQgJKSkokCM0HH3yQ47npvhG1oVHWp556CiEhIZiZmYHNZsPExIREG7VajZaWFtx///1ISEiAzWZj7GRISAhycnJQUVGBnJwcXLhwAfv370dOTg7fN5OTk1AqlRJtPv30U2zcuBEVFRVwOBx837hcLkZtlpaW4sKFC8jLy8PWrVsBgHGz8/Pz0Gq1jNokhOahQ4ck2szOzkq0IYTmQw89xPHcctoQQvOJJ57gSA/SJjIyEnq9XoLQvPfee5GUlAS73c6ozeDgYL5vdDodzp8/j71790Kn02FhYYERmv7+/qyN0WjEJ598gvXr16OyspLRqxaLBU6nk++bkpISXLx4ETk5Odi+fTsA8H0zNzcn0YYQmocPH+Z4blGb4uJilJaWriI0vdWNjJ2uWbMGe/bsASBF39FTn3CSALjHSzEFJpOJp1NEnCSto5gC6mMCUpwkraOYApPJxLsIEZl47NgxHuGjeG5xF0HhaVu2bOG446mpKQ+EJuH+CgoKsHHjRgArO1nyL2h3k5SUhMHBQajVahw7doy1aW5ulsRf09cTr4ViCkS8qBg4JmpD5yRo0kYM8xK1oXMS3vCitBOT04a+5saNG1FQUABgxdsxmUyS+GuNRoPR0VHk5eUxR5pMaDH+OjExEWazGZGRkdz/ppiC+vp6vgcImeiuTXt7OxuKgDS0TdSGzknQyKQ7TtLX11fie8lFVxw6dIjHXSmeW4xnIOxrTU0NioqKWBt3hGZ8fDyGh4eRnZ3NH2YUzy3GX1N+U2hoKONFKZ6bzFZgZbKGpnhEbcjboegKMexP1Ia8HTpkKIYHPvroo1AqlRLfyxtelKBC5HuJb/gUwlhdXY3S0pWuiuh7USuI7ofMzEzGi4q+F42dkoZBQUGgzavoCdLGQwx1pGsWfS+aABRDIlcRmm71RR4INB2wWqu1Wqv151yrHsJNKG/HvRMTEyURDk6nUzYGV61WIz8/n2eDXS6XLD6QYhzEuWk5lB7FX9NRfG/rADAWkNa98847suZ2Tk4O0tPT+Wah6Qf3WrNmDccUACtvQHKxyAkJCZKYAm/aUNtLDCOT04aiCsSDb3LXTPHXorfjTZuCggLJocAPPvhAdi4/OztbEl0+NDTk0TcGVjwEiikAvGsTHx8viSnwds1RUVGSmAJv6yiqQDzcJXfNFH8tejvetMnPz5f4Xp9++qnsWQQizZE24+PjOH36tMc6ouuJ6NXf//73HutoGkf0duSuOTIyUhLP7W0dITRFb0fumin++nq00ev1Et/rzJkzsiF7mZmZkuhyi8WCjz/+2GMdITSvpQ0hNK+lDSE0Rd+LrmXVQ3CrL+Ih+Pj4cPz1XXfdxei7kZERCTJRp9MxQvPLX/4yIiMjMTc3h5GRET7NSQ8RQmg+/fTTiI2NxdLSEqMQ5+bmoNFouKUzODiIb37zm0hKSuIj+jSnTjjJmJgYRmjqdDooFApGIYrIxOzsbEZoVlVVcd9xeHgYQ0NDbN7m5OTg9OnT2LFjB7Zv346AgABMT08z5lOlUiEtLU2C0Dx8+DC3NeiafX19WRtCaH7lK1/heG5at7y8zA+RqakpOBwOfPWrX+VxP9KGsIAiQvN//a//heTkZEZoms1mWCwWREdHQ6fTIS4ujhGaer1eos3o6KhEG0JoVldXs7czPDwMs9mM4OBgZGZmIjc3lxGau3btQmBgoEQbpVKJNWvWQKfTMULz6NGjCA0NhdVq5Wv28fFBcnIydDodIzQffvhhjuem+8vhcLA25D88++yziIuLY4TmwMAAbDYba6NUKtHb24tvfOMbSElJgdPp5DHdqakpREdHIzc3FwkJCYzQLCgoYG+HtAkPD2dtCKG5bt06KJVKr9oQQnP37t3s7bhrk5ubiwsXLkCv1+Puu+9GWFgYa9Pb2wuFQsEYUkJoPvLIIxzPTRrSAENeXh5mZ2dht9vx3HPPcTw3aWO1WlkbiiN54YUXsGbNGo52MJvN7M3l5uYiOTkZTU1NePjhh1FUVCTRZmRkBOHh4cjOzkZ2djYjNNevX8/ajIyMYHBwEMHBwcjIyEBOTg4jNPfs2SPRpq+vT3LfXLx4Ebm5ubjnnnsYvUraAOD7ZmBgAGFhYXj00Uc5npu+3uLiImtD52lWPQS3utHoirvuugvAFfSdN4QmrQOuzE3LnXA9dOiQBH3nDRN58OBBjwhquT455R0BVyKo5WKM1Wo1Nm3aBAA8U+4NoSlec19fH2e9XG3dyMiIV0ykuzbeMJGiNrOzs2hsbJSNFiAjFljRprm5WbZPXlxcjMzMTABXvB25GOPw8HAJXpS0kRsnFa+5v78fJpNJdtRQvGbSRi6CQFxHM+XX0oa8HbmI53379vHOk7wduT45HfACrq5NUFCQBC9Kvte1tCHfSy6e4YtoQ76X3M78erXZtWsXTwtdTRudTof8/HwAV3wvOeCSUqnEvn37AEh9L7lxUlEb8r2upQ35XnIn6sV15HutIjSvo1YRmqu1Wqv1l1qrHsJNqGshNMW56R/+8Ice6+hErzg3TevEqQfyEMS56ePHj8PhcEimKMhDEOemT5w4IZnrphIjHACgubkZn3zyice6nJwcFBQU8Ny0xWLBL3/5S491FJMtzk3LXTPFZItz03Lr6ESvODctpw15CBRTAAD/8i//goWFBYk25CGI3s4HH3yA9vZ2j7+7oKCAYwoAoL29HR988IHHOorJJm2sVqssXpRissW8ILlrpphs0duRW0cx2RTPLa4TJ4nIQxC9nX/7t3+DzWZDUFAQ7zzJQxDjuT/++GNZSFB+fr7E9+rq6sJ7773nsY5issn3mpubk8WLUkz2tbShmOxraUMITdHboXXiBBohNEVtfvGLX2B6eloyxUceguh7nT592uPcB7DiIYjx3L29vXjnnXc81hFCk3yvxcVFvPbaax7rKCZb9ATlrpliK0Tfi9aJk4YUky1qQz8rqx6CW90MhGZKSgqAlRuhra2NsYDJycno6elBUlISHnvsMTaUCBMpIhMpivrZZ59l9B0Rm0ScZEBAAAYHB/H1r3+dI6gtFgs6Ozs5NoOSEym6oqamBuHh4bDb7YydnJ2dRXh4OGJiYmAymXDs2DHs2rULarWaEZpNTU08f56YmIgzZ85gx44duOuuu5CQkMBH8ltaWhiZqNVqceHCBUZokhFJ2hAWMCkpCf39/YiLi8Pjjz+O7Oxs1qajo4ORiQkJCZibm4PD4cBzzz3H8dxjY2Po7Ozk2IzY2FgEBgair68PL7zwAkpKSiTaELksKioK4eHh7CGsX78eERERmJubY20ImRgTE4P6+nocPXoUu3fv5igH0obmz5OSklBbW4utW7fiyJEjSExMlCA0CZmYnJyMixcvMkKT6Fz9/f1oa2tDd3c3/Pz8kJSUBLPZDLVajSeffJIfekNDQ6wNAO6LLyws4LnnnuN47suXL6Ozs5OjITQaDccvf/3rX0dpaSlCQkIwPT3N2tChwIiICPYQNm7ciMjISNjtdr6/pqenERYWBo1Gg4sXL+Kuu+7Cnj17EBsbi8XFRXR1daGpqQmXL19GcHAwkpOT8dlnnzFCMykpCcvLy+jp6UFLSwsGBwdZm4aGBkZoEpZWTpvh4WFERkbiqaee4g920qatrY1ZFA6HA3a7Hc8//zzHc4+Pj6Ojo4O1iY2NRXBwMHp6evC1r30N5eXlCA0NxczMDF+z3W5HVFQUIiIi0NzcjEceeQSbNm1ib4fWWSwWhIeHQ6PRoK6uDgcPHsS+ffs406mrqwvNzc0YGxvj+4YQmseOHWMsbU9PD1pbWzEwMMDaNDU1MUKTsLSE0Ozq6oKfnx8SExMxNjaGsLAwPP3008xiHx4eRkdHBx8EJW1WPQSZulEPobq6WnICsKWlRdZDqKyslKDvOjo6ZD0ECkgDrsxNy3kI+fn5vEOluWk5D0GhUGDt2rX8+8uXL3vFRK5du5Z3GjQ3LfdvKa6juWk5D+G2227jHQjlBcl5CKI2NDct1ycvLS2VTFT09vbKegh5eXm8CyNvxxsmct26dfzr8fFxr5hI8ZopL0iuT+6uDX3Yupe7Nq2trbJ9cqPRKDll3dnZKdsnpwcgXXNfX59snzwrK4t35eTteMNEitpMTEx4xUS6a+MNEymuo9P519KGfC+5Prm7Nl1dXbJ9cuJT0DV70yY1NRVarZbXXa82k5OTsh6C+zVTlpKcNuLnCHmCch7C9WpTUVHhgaW9pRGaCoViG4D/B4AvgB+7XK4X3f67CsBPAZQAmABwl8vl6v38v70A4EEAywCedLlc73z+5z8BsAvAmMvl0l/PN7vqIazWaq3WX2rdEghNhULhC+AfAWwBMAjgnEKh+LXL5RK3Zw8CmHK5XBkKheIwgL8HcJdCodABOAwgD0ACgPcUCkWWy+VaBvAvAP4PVh4kf7RSKpXw8fFBREQEYmNjOd2R+uT5+fm8y//BD36AsbExFBYW8msq9ckLCwt5ppwQmmVlZbxzEpGJNFNO8dfV1dVoaGiQpDuKc9MUf11SUoK+vj5Od3SP56b465ycHKZqUfKlGM9N8dcEiiF/gvrk4tz0d77zHahUKqSkpHC6I/XJxbnpH/7whxgZGYHBYOB0R+qTi3PThNAsLy/3SHekeG7gCkJz7dq1kuRL93huir8uKirCwMCAJPlSjOem+OusrCzY7XYMDg5y8qUYz03x1xqNBiEhIfymlpKSIonnBoC/+7u/g5+fH1JTUyXJl+7ezo9//GOYzWaJNtQnp3hu4ApCs6KiguO5SZvCwkLOC6L46+rqajQ2NnLyZV5eHoqKilgbir82GAwwm824fPkyfH19PeK5Kf46IyMD8/PzrE1GRgYMBgNrQ5unmJgYhIWFobu7Gy6Xi/vkojZ///d/D5fLhfT0dLS1tXGblCKoSZuf/OQnGBgYYPTq4uKirDaE0BSxtMHBwawN+V4Uf11VVYXm5mZYLBbWRoznpvjrwsJCDA8PS7C0Yjw3xV+npaUxZEehUCA9PZ0jqP38/PiAa3R0NCIjI5lmlpycLInnBoDvf//7WFxcRFZWFsdzU/yG6HsRQrO4uJixtHQOQfS9fvvb36K+vv5PgtC8HlO5HECny+XqBgCFQvELAHsAiA+EPQD+r89//SsA/0ex8t3vAfALl8u1AKBHoVB0fv71PnO5XB8rFIrUm3ER1ypi8N5+++0cU2AymfD222/j3XffZePR5XIhOzsbe/fuxfbt2/m4+cmTJ3Hy5Emkp6ejsLCQ46N37NiB22+/He3t7TCZTDh9+jROnTqFpKQkFBYWYn5+Hj4+Pti0aRM2bNiAnp4ejlI4f/48Z8JTO6O6uho7d+6UxHM3NDQgPDwcBQUFbP6VlpYiPT1dEs/d1tbG8dw0nllUVISysjJMT09zvMVbb72F3//+98jLy0NhYSF8fX2Rn5+Pbdu2cTy3yWTCH/7wBw9tMjMzsWfPHok2H3zwAT744AOkpaWhsLCQHxTbt2+XaPPZZ5/h9OnTbOZT22rjxo0SbUwmEy5cuMBmPv0Q3HbbbYiKipLEczc2NnI8Nz1oSktLkZmZyajLhoYGtLe3czw3jWcaDAYYjUZut5lMJvz617/G22+/zQ9iX19f6PV67Nixg9ttJpMJ77zzDk6cOMGmLOX8kDYU4fDhhx/iww8/ZDN/cXERERER2LZtG7Zs2YKOjg6YTCbU1tbi9OnTvEmh1syGDRuwceNG9Pb2wmQyobGxEXV1dcwIoPZBVVUV1Gq1JJ770qVLvEmhD9OSkhLk5ORI4rlff/113qTodDrWpqqqShLPTdrk5uby352dnY3du3dL4rlJG2IXO51OpKam4o477sC2bds4gpq0oU3K0tISwsLCsHXrVmzevJnjuc+cOYPPPvsM8fHxMBgMrM369euxefNmjucmbSiem9qalZWViI2NlURQNzU1sTYE1ikpKYFOp5PEc//qV79ibfR6PWtTXV0tief+zW9+I9HGx8eH0atiPPe7777roY1Wq8Xu3bsl2nz00Uf46KOP2MxfXFzkh80fu67ZMlIoFHcC2OZyub78+e/vAVDhcrkeF9Zc+nzN4Oe/7wJQgZWHRK3L5fq3z//8OIC3XS7Xrz7/fSqA3/4xW0bAFQ8hNjbWA30nd7o1PDzcg2omh0IkE4nKarV6JSZlZGTwh9vCwoJsXxRYmQQS0x0p1969tFqtJN2RdnPuRTB5qoGBAVkPISYmxoP4JuevuGtjsVhk/RWVSsU9XmAlE8cbec093fFmauNyuZjb617x8fEeVDO5PrlarfYgvsn5K2TgUnnTxt/fn8+bACv+hTeClqjN4uKiV2yoqM3y8rLs1BqwcihKjKC+Xm3MZrNsnzw6OtqD+Cbnr4SGhnoQ3+S8J3ojE72dG9UmNTVV4ntdrzY9PT2yHkJcXJwH8e16tCH4lHuFhIR4EN/kvKdbwkP4734gKBSKrwD4CgBotdoSb//o3sqbh6BWqyU3iTdEXkREhCSmwBt2Mjg42INBK1f+/v4efF5vGeniTULpmXIljrzNzc3J/kACKw9E0eTyxvuNjo6WMGjlbk5g5eEgGsfetAkKCvJ4EMvdd35+fh4MWm8cii+izfz8vFfUpqiNw+Hwitr8ItoA3u+HL6rN1NSUV56AqI3VavWK2hS1WVhY8IravNnahIWFSTYp3rQJDAz02KTIPbx8fX09NineWAaiNjabzStq83q1iYmJkWxSvGkTFRUl2cB9EW1uFYSmGUCy8Pukz/9Mbs2gQqHwAxCOFXP5ev7fq5bL5fpnAP8MrLwh/Ff+X+AKQjMzMxOxsbF8WnBmZgY6nU4yN/3qq69CqVRCp9PxaUGKohVnyl9//XUMDg5i/fr1MJlM6Ovrg81m4/4yjdeRh3Dw4EGYTCZ0dHRgaWkJvr6+kply8hB27dqFvr4+Hs8knCTNTZOHsGHDBszMzPDoKqE2DQYDoqKi2EMoKyuDv78/E99mZ2cZmUg3/Isvvog1a9YgPj4eJpOJY4yppURz0z/60Y+gUCiQn58Pk8mE4eFhD218fX3xxhtvoLe3F5s2bWLim91uZ21ovI48hEOHDnFSpcPhYEwn5QWRh7Bjxw4MDAywNoSTLCwsRGhoKHsINTU1nNA5Pz8Pu93O/kV0dDR7CCUlJQgICGDi2+zsLHs7lKX00ksvQavVIjExkYlvdN8UFhbyTvb48eNYXl6GwWBg4tvs7Cx7MZQX9Oabb6KjowO33347E98ozoO0USqV7CEcPHgQDQ0NrI1CoZD4XuQhbN++HWazmYlvi4uLEt+LPIS1a9cyl2F+fh42m03ie9HmqaioiBGas7OzEgwpafPyyy8jPj4eWq2WiW8zMzPcNiFtXnvtNSwsLKCkpISJb1arlVtApM1bb72F1tZWbN++nYlvFANjMBhYG/IQDhw4gKamJrS3t/Mu3mAwcJYSeQjbtm3D8PAwe4ILCwswGAycpUQeQnV1NRYXF9n3Im0oS4k8BIPBgNDQUPa9xPuGPMFXXnkFMTExjNAcHx/30IYQmlarFeXl5ZyUPDs7y+c5yBO8pRCan3/AtwPYhJUP83MAjrpcriZhzWMA8l0u1yOfm8r7XS7XIYVCkQfg/8WKb5AA4H0AmZ+byn+yltG3v/1tVFRUMEKTwt+am5slJtepU6eQlpbGCE2x7yiaXG1tbfDx8WGEphz6Li8vD+Pj4xgYGMDf/u3fAljZrVHfUTQAnU4nmpubGaEpxnOTyZWRkYGoqCicOXOGEZpiPDeZXFqtFhkZGTh58qQEodnV1QWTycQmF30IvfvuuxKE5sDAAGMBqeddWFiI2tpaaLVaRmiOjo6yNjabDcHBwcjPz2eUJyE0xXhui8UCpVKJvLw8TE5Ooq+vj3c9Yjy3aACSeUoITYopMJlM6O/vZwNQrVajtraWEZoUU2AymRhdmZycjOzsbLz33nuM0KR2m8lk4jMkxIk+ceKEBKFJMQVkAIaHh6OwsBDnzp1DfHw8IzQppoD4vEFBQcjPz2dM5FNPPQXgSkwBbVJIG4vFgp6eHkZoir7XyMgI9+/9/PzQ0NDACE2K56ZNCrDSVtFoNDh9+jQjNMV4btImKSkJOp0O7777LiM0xXju1tZWOBwOxMTEwGAw4MSJExKEpjuWlrQ5f/48YmNjOUKc4rlpk0La9PT0YH5+Hs888wxrI2JpaaM2OzuLrq4uRmiK8dwillalUqG+vp4RmmI8N2mTlpaG+Ph4nDp1ihGa3rC0er0e77zzDiM0vWFpDQYD3nvvPQlCUw5LW1hYiIsXLyIqKooRmnJY2vz8fM4+u2UQmgqFYgeA/xsrY6c/cblc31UoFN8CcN7lcv1aoVAEAPgZgCIAkwAOCyb0NwA8AMAB4GmXy/X253/+/wFYD0ANYBTA/3a5XMev9n3cDIRmUFAQ9x1pxyBXKpVK0lLy9grq6+sraSlRdrlciT1Zby2OP8a64OBgSUvJG+4vMDBQ0lLypo1SqZS0BuT6p8BKsKDYUrrVtZmfn/cg7FGJ2jgcDq/tmi+izc26lj+mNgsLC16RqjdbG4VCIWmb/HdpQwdQ5ep6tQkICJC0lLxp4+/vL/G95H5WbgkP4Vaqm3kOITExUWIATk9Pyx4WU6vVkggHu90u+/oWGhrqYXJ5C9ESIxyWl5dhMplkv3dxlM3pdMpGWgMrB5jEwzzumEGq1NRUick1PDws279NSEiARqORHHyT0yY6OloSU+BNm5CQEEmEgzdt/P39JTEF16vN1a45MzNTEl3ubV1KSooknnt0dFTWzIyPj5f0l+mUrHtFRUVJYgrm5uZkDxlS0qi4SZGLXKBR2+vRJjc3V7JJuV5tvIUAumszNjYmewAzLi7OA0srd1gsMjJSYhx70yYoKMgDSyunja+vL3Q6HWtztZ+V69UmIyNDEl3e0tIi+2Gu1WolnuD4+LjsUIRGo/HA0sppExER4YGlpQOYfwoP4X98dAUhNMvKyrBu3To4nU7GRNK4oNFoRGlpKSM0KRGScH8LCwuM2iwtLWWE5j333MMR1IQvJJxkWVkZIzQff/xxBAQEwGKxwG63S7CAIkLzwQcfhFqt5ihgESdpNBoZoXnw4EGkpaVhbm4OMzMzmJycREhICHJzc1FZWckIzS1btqCoqAhLS0uYmpqCxWJhP4XW1dbWori4GOvXr2dtZmZmPLQhhOaePXs4gtpqtTIykbQhhOa9997roQ0hE8vKyvgU6pNPPsnx3KQNtSVEhOb999+P2NjQYWItAAAgAElEQVRYxnZOTk4yMtFoNDJCc//+/cjIyGBtpqamEBwcjJycHFRWVjJCc9OmTYwXJW38/PyQmZkJo9GI8vJynD17FoWFhYwXpT650+nEmjVrWBtCaO7bt0+iDSETSRtCaIroVTI24+PjWRtCaD7xxBMcs0za0DhuRUUFIzTvvfdexMXFwWq1wmazYWpqChEREcjLy4PRaGSE5t69e5GVlYW5uTlMT09jcnISQUFBrM1tt92GTz/9FBs2bEBZWZlEG19fX4k2hNDcvHmz5L5ZXl7GmjVrGENKCM0DBw5wBDVpk5yczNrQNT7wwAMcQU33jagNITQfe+wxjvRw16a8vBwajQZNTU245557kJCQAKvVyvja8PBw6PV6CUJzz549yMnJwfz8PGsTGBjI2lRVVeGTTz5BTU0NKioqGEs7PT3NZ4GMRiPKysoYoUktavoccTgcEm36+/sRGhqKQ4cOSbSx2+1ITk5GWVnZKkLzanUjY6dZWVn8QS/OlNOUAeEklUol978pwkGMvxZxks8++yyAKxEOJpOJd04iTpLWUYSDiNAUw7zuu+8+REdHS+K5aXdAr9FWqxU7duxAbm4ugJUpJZq3p90d4f5KSkqwfv16AFciHMT467S0NHR3dyMpKYkjeGmmXIy/pq/n4+PDPd6lpSXWhia0RJykqA1FUFN0hYiTFLWheG7acYshcPfccw9iY2Ml8dxiPAPpvXXrVp4ZF2fKSZvk5GQMDAzAYDBwhLg4U07arFmzBj09PYiPj2ffhGbKxYhnwkmK10IxBWLEs4iTFLWhCGrSxh0nSQhNiuemXaUYHnj06FGeniFtxDewiIgIWCwWbN68GYWFhQCkvhe1EFNTU9Hb24uCggLGi1J0uYjQpHWxsbHsm4i+F01yEU7SXRtCr5I2Ik6S1onx3LTjFnGSTzzxBCM0yfcStXE4HHC5XLjrrruQlJTkVRv6uzds2IDi4mIAUt+LWoh0P+Tl5XG8uuh7UfsrJSUFfX19Em9AxNKSNnFxcTyVR9csYmnpv0VGRvL/s4rQdKtVhOZqrdZq/aXWavz1TShvx70TExORm5srmQ2WQyaq1Wro9XpJGJkcIo9OPopz07/73e881lH8tTg3LbcOWIm/ppiCq63LycnhCAcA6OnpkQ1+W7NmDccUACtmmFwsckJCgiSmwJs2hNC8ljYUzyAe7pK7Foq/Fr0db9dcUFAgiS4/ceKE7HmO7OxsSXQ5TcO4V2pqqiS6fHFxESdOnPBYFx8f7+HtyGkTFRUliSnwpg3FX19LG4q/Fg93edMmPz9f4nt9+OGHsiZlVlaWxPcaGxvDuXPnPNalpKQgOztbgl599913PdbFxcV5YGnltImMjPTA0sppQwhN0feSu2aKv74ebfR6vcT3OnXqlOy5nczMTAmWdnJyEp999pnHOq1W64GlldOGKIpiGKacNhEREZJ4blGb1fhrt7pRhObBgwcRFBTEJwEHBgagUqmwZs0a5OXlsYfwwAMPcAQ14R99fHyg1Wqh1+sxPj4Ol8uFp556Cmq1GgsLC/z1CJlIbYvBwUF84xvfQHx8PJaXlxkTSchEvV4PtVrNCM3s7GwAYNwfYQHz8vKQm5vLCM2Kigr4+voy7k9EJup0OkZo3n777VCpVLBYLGyUkpGp0+kYoXno0CEEBwdjdnaWr1nUpqOjA3Fxcfjyl7/soY1CoUBycjL0ej0mJyfhcDjwzDPP8Gw7aUPIRL1eDx8fH/T19eGb3/wmx3OTNlarFbGxsdDr9dBoNGhtbcVjjz3G0QqTk5MYHh7GxMQEozZzc3NRV1eHI0eOoKqqCr6+vpicnMTIyAgjE3NyciQIze3bt3toExQUhIyMDAlC8/DhwwgODsbMzAzGxsYwMDAApVKJ1NRU5OXlMULzoYceQkREBOx2O8bGxrjVQdoQQvOrX/0qx3OTNoRM1Ov18Pf3R29vL/7mb/6GI6jHx8cxNDSE2dlZ1iY+Ph4tLS34q7/6K0mbbHh4GOPj44iKimJtCKFZXV3N3o6oTXZ2NnQ6HSM0d+7cyb7X6OgoBgcHJdoQQvPIkSOMpSVt/P39+b4hhObDDz/M8dykDY0C6/V69s2effZZjucm83phYYG1UalU6Onpwde//nVotVosLy9jYmICZrMZMzMziI2NRV5eHpKSkhihWVBQwN6OnDaE0Fy7di38/f0xOTmJ0dFRDA8PIywsDFlZWcjLy2OE5u7du9n3Im0CAwNZG0Jo3n333dwepWumk9h5eXmM0HzkkUc4npvWOZ1O1mYVoemlbjS6gnrBNFPuDaFJ64Arc9NyJxDFdTQ3LTd9ceTIEd6R0Ny03NTO2rVrOQqD5qbldvqJiYmoqakBAJ4p94bQpO+RZsq9ITRFbcxms1eEpnjNNDctd8pbvGbKC5KLvz58+DDvUMnbkZvaMRqNSEtLA3DF25GLeI6NjcXmzZsBrPToSRu56RnxmkkbufFicd3Q0JBXTOQX1cYbJvLgwYO886R4brnJlNLSUmRlZQG4ujaRkZHYvn07gCu+lzeEpnjN5HvJjYmK6yhL6VraUJaS3GldURvyvbzhRWm3Tb6XnDYUPAdciS6Xm3ALCwvDrl27AFzxvbwhNMVrpiyla2lDZ5rkTsqL2pDvtYrQvI5ajb9erdVarb/UWvUQbkJdC6Epzk3/+Mc/9lhHo2zi3LTcOkJoinPTtE6cliEPgY7iA8Dbb78tO/MuRjgAwKVLl1BbW+uxjhCaNDdtsVjwq1/9ymMdpW6Kc9Ny10JxFOLctNw6iganeG5v6wihSUfxxXXilBV5CGI894kTJ2RDywoKCjimAABaW1vx6aefeqzLzs7mmAJgZWpGDi9KqZtiXpDctVAchejtyK2jaHDR26F1IjKRPATR23nttdewvLwsmSQiD0H0dk6ePCkb1Jafny/xvTo7O/Hhhx96rMvKypL4XnNzc7J4UYoGF30vuWumyIVraUPJAKK3Q+t8fHz4jYUQmqI2P/vZz7CwsCBZRx6CqM3HH38si17V6/US36unpwfvv/++xzqKTSdtFhcXZfGiWq3Ww/eSu2aK4BB9L7l1hNAUtTl+/DhcLteqh+BeN4rQvP/++6HVauF0OtHX14e2tjZGJqakpPAI5mOPPcYHqQYHB9HR0YHu7m7GSVqtVrhcLjz//PN8IGZkZARdXV18EyYkJCAwMJA9BIPBgKCgIExOTjLKkrCAkZGRjNBcu3YtwsLCYLVaGeM3NzeHqKgoaDQaRmju2LEDUVFRmJ+fZxTi9PQ0wsPDkZSUxAjNQ4cOIS4uDg6HA93d3WhtbWUsYGpqKs6fP4/S0lLGi9JrcHt7OyMTtVot+vr6GKEpatPZ2cnIxOTkZNjtdjgcDnzta19DXl4e/P39MTo6iq6uLrS1tQFY+VANDg5mD6GoqAiBgYGYmpria6aYhMjISEZo1tTUICwsDDabja+ZkIkajYYRmrt27UJ0dDQWFhb461ksFoSFhSE5OVmC0HTXZnR0FMHBwUhJSUFdXR0jNCm5lbQh/yklJQUDAwNQq9V44okn+JCZ2WxGZ2cnurq64Ovri6SkJCwsLGBhYQF//dd/Db1eD6VSibGxMdbG5XIhISEBISEh6O3txTe+8Q2UlJQgKCgIFovF476JiopihOb69evZ26FrttlsiIyMRHx8POrq6nDXXXfhjjvuYN+L1k1NTSEsLAxarZYRmjTKSgjN1tZWjIyMsDYmk4kRmoSl7e/vR3t7O/r7+/m+GRoaQmRkJJ588kneEAwNDaGzsxOdnZ2szdLSEux2O2ujUqkYL9ra2sqozdDQUPT09OCFF15AaWkpgoOD+eBkS0sLFhcXERMTg+joaEZobty40UMbq9WKqKgoxMXFMUJz79697HvRusnJSdbm9OnT2LRpE+6++272vXp6etDW1obh4WHW5tKlS4zQpFRb0qavrw8qlQrJyckYHR1FWFgYnnrqKcbSumtDiNdVD0GmbtRDqKmpkZwAbGpqkvUQ1q5dyzsSmpuW8xCqqqokkzhdXV2yHkJxcTHvUGluWs5DCAwMhNFo5N+Pjo56xURu2LCBf01z03L/luvXr+cdCc1Ny3kI7to0NzfLegiiNjQ3Ldcnr6yslEybdHd3y3oIBoNBghelh4x7+fj4sG8C/Ne08YbQdNfGGyZS1IbyguT65O7atLe3y/bJjUajZNqkp6dHtk+u1+v5jYW8HW+YSPGax8bGvCI0xXXke8n1yUVtyPeS65O7a9PS0iLbJ6+urvbA0sr1ySsqKvitj/KC5N4Qs7KykJiYCOCKtyP3RuB+zZcvX/aK0BTXke8lF2UiakO+l9wU17p16zywtHKpqaI25O3IJQisRle41aqHsFqrtVp/qXVLIDT/3It60SEhIdBoNLwzJw9BnJv+h3/4B0xPT0On06G1tRVOp5M9hIKCAp4p/8UvfoGOjg4UFRXh0qVLWFpaYg9BnJs+ceIEamtrJVjAgIAASQQ1ANTV1eF3v/sdCgsL0dvbi+npafj5+XEENc1N9/X14ac//SnS0tJgtVoxNjYGhULBVDNq5VitVrzyyiuIiopCcHAw78zJQxDnpr/97W/Dx8cHaWlpvDMnD4HiuQHgH//xHzE5OYm8vDy0tLTA6XSyhyDOTf/7v/872traPLShmGXS5v3338fp06cl2qhUKo94biKZ6fV6DA4OcoyCezz34OAgXnvtNaSmpmJubo535qI2vr6+mJubw/e//31EREQgLCyMd+bkIYh5Qd/+9rc5aZZ25uQhiN7Oq6++isuXL0Ov16O5uRlOp1OCFyVt3njjDTQ3N6O4uBiXLl3C4uIi+yuFhYWcF/Thhx/ik08+QUVFBe8+VSoV9Ho9ioqKWJvGxka8+eabyMvLw9DQEKampjjXR/S9hoaGcPz4cWi1WiwuLvLOPCsrCwaDgbVZWFjASy+9hLCwMERGRvLOnMhdOTk5EvSqy+VCVlYW78zJQxC1+ed//meMjo4iPz8fzc3NWF5eRmRkJEdQk+/1n//5n7h06RJKSko4MZX8FdH3+vjjj/HRRx+hrKwMLS0tsFqtUCqVHvHcTU1N+I//+A/odDqMjIxgcnKS04XFeO6RkRH86Ec/4vFe2pkT1Yw8waWlJbz44osICQmBWq1Gb28vADBeVPQEv/e978HhcCA7O5vbpOQhiL7X8ePHMTQ0hIKCAjQ1NWF5eZk9BNH3+s1vfvMnQ2j+xXgIRUVF2LdvH0pKShASEsKjlWfPnsXExARUKhX6+vo4xqGiogKRkZE8InfmzBkMDw/Dz8+PP4jvueceGI1GxMTEwGq1wmQy4dy5c/yDNDs7i+HhYTzwwAOorKzkPvKlS5dw/vx5znJfWlpCd3c3Dh8+jJqaGqSlpcHlcqG5uRl1dXVobGzEwsICfH190dLSgp07d+L2229HTk4OfH19eXywrq4ONpsNgYGBMJlM2LBhA3bt2oWCggIEBATw+OC5c+dgsVgQHByM5uZmlJSUYP/+/SgtLUVISAjHZpw5cwbj4+NQqVTo7+9HfHy8RBuKPzhz5gyGhobg6+uLy5cvw+l04ktf+hLjCyn2++zZs/yDZLVaYTab8eCDD7I2S0tLuHTpEi5cuIC2tjZmQnR1deHQoUNYv349a9PS0oKLFy+ioaFBos2OHTuwdetW5Obmws/Pj8cH6+rqOG65vr4eNTU12L17NwoLCxEQEMCxGWfPnoXFYkFQUBDa2tpgMBhYm9DQUIk2ly9fhlKpxMDAAGJiYnD48GEYjUaOG6B1ZrMZvr6+mJiYwNLSEmuj0Whgs9n436Snp4eTLgcHB/m+SU5OlmhDEeY0Hnnw4EFs2LAB6enpAFYM9osXL/KIsb+/P5qbm7Ft2zZs27aNfS/S5sKFC7BarQgODkZ9fT3WrVuH3bt3w2AwIDAwkOPi6b4JCgpCe3s78vPzceDAAZSVlSE0NJQj0c+cOYOxsTGoVCoMDg4iKioKR44cQUVFBaKiomCxWHgdRaJMTExgfn4e9957L4xGI+Li4mC321kbMs/tdjsGBgZw3333oaqqClqtFg6Hg7WhKGqn04nOzk4cOHAAGzZsQEZGhqw2SqUSTU1N2Lp1K7Zt28a+F8VmkDYhISG4ePEi1q5dizvuuIN9L4rNOHfuHKamphAUFISOjg7odDrceeedKC8vR1hYGEeikzZKpRJmsxnh4eE4cuQIjEYjoqOjMT09zdoMDg7yfWO1Wlc9BPe6UQ8hMTFRgr4bGhqS9RDIlKKamJiQ9RDCwsKQkJDAv5+ZmZHFRCoUCmRlZUnSHb2R37KysiTJl3JeA7CScy/2HSnX3r1SUlIk6Y59fX2yHkJCQoIH8U3OQ1Cr1R7ENzltQkNDuccLrDwcvaEQs7Ozr0sb9+RLb9qkpaVJYpY7OztlPQStViuJ5+7v75f1EOLj4z2oZnIegrs2k5OTsv5KcHCwB3pVznsCpNrMz8/zA9W9RG0cDoesDwN4atPV1SXrIYjaACumqJyHcL3aREdHexDf5PyVoKAgCXr1erVZWFjwilT9otp0d3fLegjJyckeWFo5DyEuLs6D+Cbnr0RFRXkQ3+T8lVUPwa1upocQFRUliaCm4DH3Cg8Pl+SUe0PkBQUFSbLUvSE5/f39Pfi83kq8Saanp73yCcR1drvda967Wq2WRFB7Q21erzZhYWGSCOob1cbPz8+Dz+vt/rxebWJiYiQG4I1qExkZKXkQ36g2gYGBkk2KN218fX0lm5Tx8XHZhxwg1WZmZsZrBr+ozdzcnFfUpqgNJaDK1fVqExoaKtmk3GxtJiYmvDI/RG1mZ2e9ck6uV5vo6GjJJuV6tHE6nV7xtVfT5lZBaP5ZFyE009PTGaFJkbl5eXmSuelXX30Vfn5+0Ol0TDWz2Ww8a0wz5a+//jr6+/tRU1PDCadzc3NISkqSzJQTQvPAgQOor69HV1cXlpaWEBgYKJkpJ4Tmjh070Nvbi7a2NiwvLzNOkuamCaG5bt06zMzMMPFNxElGREQwQrO4uBj+/v5MfJubm+NePv1gvPjii0hJSUF8fDzq6+sxPT0Nm83G2tDc9I9+9CO4XC7o9Xo+gStqQ3PTb7zxBrq7u7Fx40ZOOJ2bm2PPhvKCCKF54MABTn91OBwICAhgb0elUjFCc9u2bRgYGOB2CeEkCwoKEBwczAjN6upq2Gw2Jr6J2kRGRjJC02AwICAggIlvc3Nz3IemmfKXXnoJiYmJSExM5NPJojaUF3T8+HH+e4j4ZrPZkJycjMLCQs4LevPNN9HW1oYtW7Yw8W1+fp61IU4GITT379+PxsZGdHZ2Ynl5GSqVSuJ7EUJz69atMJvNTHwDIPG9CKFZVVXF03ULCwuM2qRJL9o8FRYWIigoiIlvIoaUtHn55Zeh0WiQnJzMCady2rz22muYm5tDcXExn8CleGeDwcDavPXWW2hpacHWrVuZ+DY/P4+EhAQYDAbOUiKE5r59+/jk9vLyMpRKJQwGA2tDCM0tW7ZgZGSEW0kulwsGg4GzlAihWVlZyZwOURvyBCkkkzQl4pt435An+MorryA6Ohqpqal8Otlms3kge3/6059iZmYGZWVljKW12WxISkpibW45hOatVF+0ZfSd73wH5eXlnE9O6Duadyfj+NSpU0hJScHhw4clR/FpVDMsLAwFBQVob2+H0+lkhCb5DMSgDQwM5Myj3t5eRmjSUXxi0Pr7+0On08HlcqGhoYERmnQUnxi0Pj4+yMrKQlRUFE6fPs0ITTqKTwxaYMU4zsjIwIkTJxihKcZz0/dOxvHbb78tQWjSUXxi0JJxXFtbi8TERBw9elRyFJ8YtGQcd3Z2YmlpiSPExXjumZkZBAQEcOZRd3c373rEeO7x8XF+MJOxTAhNMZ6b+s+ZmZlQq9U4deoUIzTFeG7qP1OA3TvvvMMITTGeu62tDU6nk43jP/zhDxKEJvkMTU1NWFpaYuP43LlzHAUtpw2F+xEnmBCak5OTqK+v5wgV0mZ6ehodHR2M0KR4bopQIViOr68v6uvrGaE5Pz/P2gwODkKhUCAzMxMajQaffPIJIzTFeG5qu6WkpECn0+Htt9+WIDRFbZaXl9k4/sMf/iBBaMphaQ0GA86fP4/o6GhGaLpjaUmb3t5eWK1WjleXw9JS5lF7ezsjNN2xtH5+fmx+19XVMULTG5Y2Pj4eH3/8MSM0vWFp9Xo9fv/730sQmnJYWsKLFhQUMELTHUtLB/MuXryI8PBwjsmWw9IWFBRgcHAQk5OTtw5C81apm4HQDA0NlcxNe3udDg4OlrRNvLUaAgICJC0lOU8CWHmtFdsmcv15KrEne7PX2e12r7g/UZvFxUWvr9PXq41KpZK0TW5FbcLCwiQtpRvVJigoSNI2uVFtfHx8JG2Tm60NwZDkStRmbm5ONk0WkGpDB8zk6nq1USqVkrbJf5c2s7OzXtty16tNSEiIpKV0Pdo4nU7ZFtWqh+BWN9NDSEhIkJhck5OTsgen1Gq1xBylE8TuFRoaKolwmJ+f55EzsZRKpSTCweFweD1EJI6yOZ1OWXwgsGKaiQagN7Riamqq5IYfHByU7fO6azM1NSV7cCo6OprhI4B3bUJCQpCWliYxAOVegf39/SUxBVfTJicnR3Io0Js2GRkZEgPQmzYpKSkSA3BoaEi2tx0fH+9hAMqZ4FFRURLj2GazyZqZwcHBSE9Pv6Y2fn5+knju69WG3j7l6nq10Wq1Et+L0nXdKy4uThLh4E2byMhIiXFst9tlD9wFBQV5YGnlUJu+vr4eWFpvh8+ys7MlD2Jv2qSnp0s2KY2NjV4HE0RtRkdHZQ1hjUYjieeenp6WHRCIiIjwwNKSNqsITbe6EYRmaWkpqqur4XA4MDU1hZmZGUYmVlVVoby8HK2trUhMTMTOnTsZmWi1WrG8vMw4ybKyMjY77777bkbfUY9eq9WioqIC5eXljNB89NFHoVKpMDU1xQYVYQFFhOb999+P6OhozMzMMOYwJiYGhYWFqKysRFpaGurr63HgwAGkpqbCbrdjdnYWFosFERER0Ov1qKysRHl5OU6fPo3NmzejoKAACwsLsFgsPDKYk5ODqqoqVFZWora2FkVFRVi3bh0cDgejEAmZWFVVhbKyMkZoinhRq9XKWMDKykqUlZUxQvPYsWMcz22327lvXF5ejvLycm7BPP7441AqlbBYLB7a0Jhia2sr7r33XglelFCbpE1mZibq6uqwb98+pKWlSbQJDw9HXl4eqqqqYDQacerUKWzcuBEGgwGLi4uYmprC9PQ0IxNp3dmzZ1FQUICamhosLy8zCtHH5/9v79yDq6ruPf5ZgbxJyBOS8EgChATOOTGggMpjeCiP8GqLaKDUi0Xb6fX6nI61OrWP6fTeO9oZb2ec63TaOlav1drbq9hWiGJEeUglvFEhnBAgkBACJJCQkJCs+8c5v8XeJzsmQUKC7O9MZpKc39nnt39nn7PWXt/f+n7DGDNmjKmN3+8nOTnZ2IuePn2axsZGWltbjdXmpEmTqKurM62VIs994cIFwzdIbcRC88EHHzQS1FKbtLQ0Jk6caLPQvPfee0lNTeXcuXM2O8n8/HybhebSpUs72IvGx8fj8Xi47bbbmDZtGps2bWLmzJlMnDjRVpuoqChTmylTplBaWsr48eOZNWuWsdA8f/68WYqR2oiF5je+8Q1z3TQ2NtLS0kJWVpapjfB6q1evNvLc1utm0qRJTJ482Vho/uAHPzCSHnI+1tqIheaqVasYOnSouW7q6+vNMuitt95qLDSXLFlCTk6OOVZdXR1xcXGmNtOnT+fjjz9mxowZ3HLLLYZAluUsa2127txJbm4uc+bMsV03EBiE5bMiFprLli0z8txOtXEtNDvBV2k79Xg8LFy4EAjM1sT6Tm5HxU5S9MnhskyBrE/CZTtJgCeeeAK4LOFgtdC02klKnMgUCMEMgTuLxsZG2tvbWbNmjbHQFCMXkWeIiIggPj6e2tpalixZQl5eHhDovLBaaCqlyM7Opry83FzIEJityZqsLJPl5eXxxRdfMHr0aJYtW2arjVX+WuwDY2NjDW8itbFKPFvtJK21EQlquQOz2kmG1sZqoTlo0CCam5u5dOkSq1evNhaasodEZsgREREkJCRQU1PDwoUL8Xg8QKBLSWojZOuYMWM4dOgQkydPNvai9fX1pjayFCSbirKysrj77ruBwGxNaiNdSGInGRUVxcMPPwwEZrJSG5lJW+0k5Zyt8txyBxZqJykWmlIbmS3GxsbS2tpKS0sL9957L2lpaTZ5bpkhh4eHk5ycTHV1NfPnzyc/Px8I8F5SG2mtlE1mN998s7EXPXfunKmNLHdI3IgRI1ixYoWpjfAX0mkjdpLh4eGGG7Da0spM2monaa2N8F5yl2G1k3z00UeNhabsr5ENcjExMWitaWpq4tvf/jbDhg2z2dLK3eTAgQNJTU2lqqqKuXPnUlBQYGqze/du9uzZY5YQ5XqYMGGCsRe1coJSm5ycHMrKysjIyGDVqlUANk5Q8h85cqTxWRFuwMp7ybUydOhQcw25FpohuJIBoa2tjV/+8pe9lJELFy5cXBu48te9iGHDhtkkHNra2hwtE1NSUmzWd1pr1q9f3yEuLi4On89nNnd1Fify19a+6XXr1jnmKJaJsp7YWVxeXp6RcACMWmIopANJLqrm5mZHWeSMjAybTEFntUlOTrbJFHR2ztJJ0lVtRP7aurmrs3POz8+3SZd3Fpebm2uTLj969KijKF5WVpZtA1NntUlPT7dxO53VJikpySZT0Nk5SyeJVfzQKU7kr63cTmfn7PP5bNLl77//vuMGq7Fjx5KVlWXW6KUDKBSZmZk23uvixYuUlJR0iEtLS7NJl7e3tzvaSYqFZle1EQtNK+/ldM4DBgzoIM/dWW28Xq9Nnnvjxo2ODQI5OTk26fLa2lqcJgToV/8AABW+SURBVKMjR4608V4tLS188MEHHeKGDh3awZbWqTYJCQkdbGmlNq78dQi+qoXmsmXLiI6Opq6uztg1xsTEkJOTY7PQvO+++4iLi6OhoYFTp05RWVlJREQE2dnZ+Hw+Y6H58MMPG+s7iYPATsb8/Hyj3vnUU0+RlpZGa2srtbW1HD9+3NgC+nw+Y6H50EMPMXbsWLMmW1VVZSwTfT4feXl5xkJz0qRJhr84efIktbW1xk7S6/UaC8077riD8PBwzp49S01NDdXV1cTHx5OXl4fX6zUWmnfddRfR0dHU19eb2ogtoNfrNRaa3/3ud408t5xzeHg4WVlZ+Hw+Y6H5yCOPGHnuU6dOcezYMWOZKJaGR44c4emnnzYS1GIT2dzcTHp6Ovn5+QwZMsRYaObm5qK1NrURy0Sv14vH4zEWmlOmTOlQm6SkJDweDx6Px1hozps3z1YbsUzMzc3F4/EYC827776b6Ohozp07Z85ZCE+v14vf7yclJYX777/fyHPLOYtlos/nMxvoHnvsMSPPLccTy8T8/HwGDhxoLDTT09NttWlqaiI9PR2fz0daWpqx0Bw3bhwQaPOtrq42/JPP58Pj8RgLzdtuu81Wm1OnThk7SY/HYyw0FyxYYLgdp9qIhWZRUZGxpZVzsV43wiE88MADRoJaajNgwABTG+E/Hn/8cSPPLcdra2tjxIgR+Hw+Y6H5ox/9yOgPnT59mhMnTnDhwgVTm2HDhhkLTVlCFEvVuro623UjFppTp041vNfJkyepqakhKSmJcePG4fV6jYVmYWGhsV6tqanhxIkTxMXFmdqIheaKFSuM9ap8pqKiosx1c/ToUeLj4/n+979vq01lZSVhYWGmNo2NjS6H4ISvKl3xne98B7gsU2DlEKyQOLg8a3LqOLHGSd+00zb7VatWmRnJ+fPn2bt3r2M3zuzZs01Hk/RNO81mR40axdSpUwFsPeVO76XkaO0pd2q1Da1NZxaaobXpzCYytDadWWhaayPy3E53N9OnTzfa8iLP7dRlM2LECMMNXLp0ydTGqUPEWhvpKXeaLVprc+zYsU4tNK3nLNo1Tt041jiR53bq4lqxYoWZeYo8t1M3zu233250jITbceqySU9PN/aiVt7LaVevtTbl5eWdWmhaayO2tE67da3nLLa0Tt041jiR53bqVFq+fLnpFhJ5bif568mTJxufcpHndupIS01NZf78+YCd93K6s7LWRrgdJ+kKa22EE+yqNmK96iR/7XIIIXDlr124cHGjwuUQrgK6stC09k2/9NJLHeJkF7Nsxe8sTuSvrX3TTnHCIVj7pteuXeu4H0DkLWQmtGfPHkpLSzvE5eXl4fP5TN/02bNneeuttzrEZWdnk5+fb9MLcspRdjFb+6ad4qR9z9o37RQnEs8iz22Ns9pJCodg5Xbeffddx5lkfn6+Tbr8s88+Y9u2bR3icnNzjUwBBO7QnOxFRf66q9rILmYrt+MUJ7uYrdyOU5xIPFu5Hac44RCs8tzFxcWOgoGyTCTczsGDB9m8eXOHOLHQlNo0NTXx+uuvd4gTC00r7+WUo+xi7qo2slPXyu04xYmFZle1EQtNK+9VUlLi2Ofv9XptvJff7+ejjz7qEJeTk2PjvVpaWhztRUW6xcp7OeUou5itvJdTnMhfO9XG5RBC8FUtNFevXs2wYcNoa2ujoqLCOFrFxsaSnZ2N3+83FprZ2dlAQMnw0KFDxhYwMzPT7O784Q9/aKzvqqurKS8vx+/3GztJkf995plnjAT16dOnKS8v5+DBg8YWMDk52VhoTp06lUGDBnH+/Hlj69ja2kpqaqrRG1q1ahULFiwwMhfl5eV8/vnnNDY2kpSUxMiRI/nkk08oLCxk+fLlpKam0tLSQnl5OQcOHDD959nZ2Xz66afGQlPWZMUmUiwTpbVSLDSlNmITKbaAmZmZNDY2GgtNGfROnjxJeXm5zTIxJiaGI0eO8NOf/tTU5syZM8aSUCQkUlJSjIXm9OnTTW0OHz5ss0xMT09n586drFy5ksLCQqNbJLVpaGggMTGRzMxMtm7dyrx58ygqKmLIkCG0trYam0ixTMzOzqa0tJQJEyawZs0ahg8fbqxXxdEqJiaG7Oxsjh49aiw0ZQPe8ePH8fv9VFRUEBkZyciRI2lubjYWmiLPXVNTY2oTFhbG8OHDiYuLo6Kigp/85CdGc+ns2bMdapOammosNGfMmEFcXJytNhcvXiQlJYWMjAxjobl48WISExNpbm42tTl//jyJiYlkZWWxZcsW7rzzTlasWMHQoUNNbQ4cOMDp06eJj48nKyvLWGjef//9jBgxwuwrKSsr48SJE+a6OX78uLHQlA14J06cwO/3c/jwYSIiIsjMzOTixYtcuHCBJ5980shzS23KysrMdTN48GAOHz7MU089xcSJEw0nKNd2e3s7aWlppKamGgvNmTNnmvZuOefm5mZSU1PJyMigtLSU5cuXs2TJEsN7yWfv3Llz5rrZvHkzc+bMYeXKlYb3ktrU1taa62bv3r2MGzeOBx54wFj2Hjt2jLKyMsNbZmVlGT7vkUceMZOl0NqMHDmStrY2l0NwwlflEObMmdPB+s6JQ5g1a1YH6zsnDmHGjBm2bpOysjJHDmHKlClmFiZ9004cwuDBg5k0aZKJq6qq6tQmUtaC4XLftNN7aT1n6Zt24hCscdI37cQhhNZGPJpDMX36dNNRIXpBThyC6MXLOR85csSRQ4iOjja8iegFdbZT11qb06dPd8ohhNZGtIe+LK6pqYn9+/c7cgjW2gi348QhhNbG7/c7cggTJkwws3Lhdpw4hIEDBxreRGvNyZMnO92pG1qbziw0recsvJcThzB79uwOtrRO6+QzZ87sYEvrdOc3bdo0m/Wq3+935BC8Xq+5gxVupzMLTes5V1dXd6s2wns5cQjW2gjv5cQhhNZGPJpDEVqbgwcPuhaa3YHLIbhw4eJGRb+x0FRKzQf+CxgA/E5r/R8hj0cCfwRuBk4D92itK4KP/RhYA7QBD2ut13fnmFcLMoMPDw8nLS3NzFJFVtfaN/3cc8/R0tJidrNCYJ1c5HKlb/qVV17h2LFjeDweM0u1WmhK3/S6devYsWMHEydOZO/evbS2thIZGWmkhKWnfPv27RQXF5OXl2eMSMLCwvB6vTZ57oqKCl577TUyMjKMRAEE1skLCgpM33RDQwO/+c1viI6ONm5NcNlC09o3/atf/Qq4vHNSamOV54aApG9TU5PZiSm1scpzA7z22mtUVFTg9XrZv38/WmubTaToBRUXF7N9+3ZbbSIiIjrIc+/YsYN169YxduxYKisrbbW56aabjDz30aNHefXVV0lLS6O5udlWG6s894ULF3j++eeJjIwkMTHRzFKFQ7DqBUltZMctXOYQRJ4bAtarDQ0NNjtJ4RBEnhvgjTfewO/34/P52LdvH1prm02kaOJs2LCBbdu2MWHCBKOQabWJFN5r9+7d/P3vf2fMmDFGOlkpZWojvNfx48d5+eWXzfKYzODHjh1r470uXrzIr3/9a9sOXjn/UN5LaiPLiRDgEEJtaV944QXq6+ttdpLCIVhtad98803KysrIz89n3759tLe3m30IVm6npKSErVu3UlBQYJRVw8PDO0hQ7927l3feeYfRo0dz8uRJGhoaUEp1sKWtqqripZdeIiUlxcjVQIBDsPJera2tPPvsswwYMIChQ4eaHfnCIVh5L6mN7PCHAIcQakv74osvcubMGaMYAAEOIdSW9u2332b//v3XxEKzywFBKTUAeAG4E6gEPlVKrdVaW9cy1gBntdZjlFJFwH8C9yilxgNFgAfIAN5XSo0NPqerY141hIeHc8sttzB37lzq6+vNdvN//OMfvPfee0anPCEhgcTERIqKisyS0q5du9iwYQMlJSXGgzY2NpaUlBTuuusulixZYmQKNm3axKZNm8jOzqagoIDw8HDCwsJYvHgxhYWFxuqytLSUTz/91AxKgnnz5jF48GCbPPeePXvMoCRfGLNnz2bUqFFUVVWxc+dO9u3bx4EDB8ygJHaBs2bNYtKkSTaZgrfeesvm6xwZGUlBQQHz58+3yRS8++67vP/++8aDNiEhgeHDh7Ny5UqampqMhMMHH3zAhx9+aDxoo6OjSUpKYtmyZSxevNhsxd+8eTObN28mKyvL1Aaw1Wb37t3s2LGD7du3k56ebqvN3LlzSUpKMjIFUpukpCQKCgrM0srs2bPNF+SuXbtstcnPzzctiDNnzuTWW2+1yXO//fbbRoJazsXr9VJYWGiT5163bp2tNoMHD2bIkCGsWLHCJs9dUlLCxo0bzZdLdHQ0CQkJfOtb37LVZsuWLWzZssUMSvKlu2jRIhYuXGjahXfu3ElpaakZlOQLYu7cuaSkpNjkuffu3WsGJRlcZ82aRW5urk2C+uDBg2bj4Pjx403c7bffbpbbxNe6uLjY+B3ExsaSm5vL4sWLjTz3rl27WL9+PRs2bGDcuHHcdNNNxp+5qKjIJs/94Ycf2moTFRVFfHw83/zmN1m0aJFpF966dStbt241g5LUprCwkMWLF5vayLUjg5LE3XnnnQwZMsQmz71v3z4zKKWnp5tzFv9lqU1ZWZnZOOj1es11M23aNJs89zvvvGOrTXx8PKNGjWLp0qU2ee7i4mJbbeLi4hg0aBD33HOPTZ5748aNfPTRR4wZM8aci1WEsDfR5ZKRUuo24Gda63nBv38MoLX+d0vM+mDMVqXUQKAaSAWetMZKXPBpX3pMJ3xVDkE2qAiOHTvmyCGExtXU1DhyCKFxdXV1jl0fY8aMMbNJCPRNO3VAhIWFmQ1GEOib7szuz/ra0jft9F5a47TWlJeXO3IIoedSWVnpyCF0tzbiZSCor6935FdGjx5tZkwQ4HY6s0K0vnZLS4vjenponOgFOXEIobURv4Ivi4MAme7EIYTGnTp1ypFf6W5tMjMzbYqbvVEbMZj5sjjhvZw4hNBzPnHihCOHEBpXW1vryK+MGzfOrLtDgNtx4p4yMjJsKqPSQOAE62vLGn1XccJ7OXEIobU5cuSII4dwpbWRzYWh6C9tp8MA6ztSCUzpLEZrfUkpVQ8kB///SchzRUu6q2MCoJT6HvA9wCaZeyUILbIIf7W2ttoGBqc3Izk5mfb2dtsb2lmc7KYVnDlzpsPtnsxore2m7e3tHY4pcWfOnLF94YfGyS11Q0ODzU4yNC42NpbY2Fiam5ttF3Fo3MCBA0lOTubSpUu2gaG7tXH6sDud89mzZ7tVG6fXlrizZ8/avvBD4+SLo6vaxMTEEBMTw8WLF21a/aFxYtl4LWoT6hnQ09rU1dXZvvBD42QJr7Gx0TZRCI2Ljo4mOjq6y9qEhYX1qDahnxWnAbSz2oTapl7t2sjSrygZdxYXFRVFVFQULS0tNh+DzmrT1tZmm1B0tzbXou203+9D0Fr/FvgtBO4QruQYPdnhp7Xu1lrd9RAH9Psc3dpcuzjo+pzd2vTvHHsb3RkQjgMjLH8PD/7PKaYyuGQ0mAC5/GXP7eqYfYLuEjdfl7i+fO3+HteXr93f4/rytd1z7j2EdR3Cp0COUipbKRVBgCReGxKzFviX4O93AR/owJC2FihSSkUqpbKBHOCf3TymCxcuXLi4hujyDiHICfwbsJ5Ai+gftNb7lVK/ALZrrdcCvwdeUUodAs4Q+IInGPdn4DPgEvCg1roNwOmYV//0XLhw4cJFd/G135jmwoULFzcyvrY7lZVSp4CO+9i7hxSg9iqmc7Xg5tUzuHn1DG5ePcPXMa9MrXVq12HX2YDwVaCU2t7dUfJaws2rZ3Dz6hncvHqGGz2v7pDKLly4cOHiBoA7ILhw4cKFC+DGGhC6pQfeB3Dz6hncvHoGN6+e4YbO64bhEFy4cOHCxZfjRrpDcOHChQsXX4LrckBQSs1XSh1QSh1SSj3p8HikUuqN4OPblFJZlsd+HPz/AaXUvO4esw/z+oNSqkYp5Wzz1Ad5KaVGKKVKlFKfKaX2K6Ue6Sd5RSml/qmU2h3M6+f9IS/LYwOUUjuVUn/rL3kppSqUUnuVUruUUle8yaeXcktQSv1FKfWFUupzFVBe7tO8lFK5wVrJzzml1KN9nVfw/48Fr/t9Sqk/KaWiQo/bJbTW19UPgZ3NfmAUEAHsBsaHxPwr8GLw9yLgjeDv44PxkUB28DgDunPMvsgr+NgMYCKwrx/VKx2YGIyJAw72h3oBChgUjAkHtgG39nVeluc9DrwG/K0/vI/BxyqAlP72mQw+9jJwf/D3CCChP+QVcvxqAn3+fX3tDwMOA9HBuD8Dq3v6Xl6PdwiTgUNa63KtdQvwOrA0JGYpgYsJ4C/AHKWUCv7/da31Ra31YeBQ8HjdOWZf5IXW+iMCciBXiquel9a6Smu9I5jfeeBzLsua92VeWmst2szhwZ+ekmS98j4qpYYDC4Hf9TCfXs3rKuGq56aUGkxgMvR7AK11i9a6ownFNc4r5LlzAL/WuqebZXsrr4FAtAoIjMYAJ3qY13U5IDj5M4R+Gdn8GQCrP4PTc7tzzL7I62qgV/MK3spOIDAb7/O8gssyu4Aa4D2tdb/IC3geeALo6NTTt3lpoFgpVaoC3iP9Jbds4BTwUnCZ7XdKqZ7ahvX2Z7II+FMPc+qVvLTWx4HngKNAFVCvtS7uaWLX44Dgop9AKTUI+F/gUa11R+u5PoDWuk1rXUBAUn2yUsrb1zkppRYBNVrr0r7OxQHTtNYTgQXAg0qpGX2dUBADCSyV/rfWegLQSNCBsT9ABVSalwBv9nUuAEqpRAJ3D9kE7IpjlVKrenqc63FA6Ik/A6p7/gzdOWZf5HU10Ct5KaXCCQwG/6O1/mt/yUsQXF4oAeb3g7ymAkuUUhUElgdmK6Ve7Qd5EZxZorWuAf6PK1tK6o3cKoFKyx3eXwgMEH2dl2ABsENr3dH+rm/yugM4rLU+pbVuBf4K3N7jzHpKOvT1D4GZQzmBkVAIGU9IzIPYCZk/B3/3YCdkygkQMl0esy/ysjwviysnlXujXgr4I/B8P3sfUwkSj0A08DGwqK/zCnnuTK6MVO6NesUCccGYWGALML8/5BZ87GMgN/j7z4Bn+0NewcdfB+7rR9f+FGA/Ae5AEeAfHupxblf6ge7LH6CQQGeLH3g6+L9fAEuCv0cRuJU7RMCQZ5TluU8Hn3cAWPBlx+wnef2JwJpgK4FZ05q+zguYRmDteQ+wK/hT2A/yygd2BvPaBzzTX95Hy+MzuYIBoZfqNYrAl8tuAl8mV3Td9+K1XwBsD76fbwGJ/SSvWAKz9cH9rF4/B74IXvuvAJE9zcvdqezChQsXLoDrk0Nw4cKFCxe9AHdAcOHChQsXgDsguHDhwoWLINwBwYULFy5cAO6A4MKFCxcugnAHBBcuXLhwAbgDggsXLly4CMIdEFy4cOHCBQD/D6ZuM+lYFMNRAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#2 Create mesh and define function space\n", + "nx = 0.008\n", + "ny = 0.003\n", + "mesh = RectangleMesh(Point(0,0),Point(nx,ny),30, 30,'left')\n", + "V = FunctionSpace(mesh, 'Lagrange', 1) #Lagrange are triangular elements\n", + "plot(mesh)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "metadata": {}, + "outputs": [], + "source": [ + "# Boundary conditions\n", + "u0 = Constant(100)\n", + "def boundary(x, on_boundary):\n", + " return on_boundary\n", + "\n", + "bc = DirichletBC(V,u0, boundary)" + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Coefficient(FunctionSpace(Mesh(VectorElement(FiniteElement('Lagrange', triangle, 1), dim=2), 10356), FiniteElement('Lagrange', triangle, 1)), 10369)" + ] + }, + "execution_count": 133, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "u_n = project(1, V)\n", + "u = TrialFunction(V)\n", + "v = TestFunction(V)\n", + "f = Constant(0.0)\n", + "F = u*v*dx + alpha*dt*dot(grad(u), grad(v))*dx-u_n*v*dx\n", + "a, L = lhs(F), rhs(F)\n", + "u_n" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "u = Function(V)\n", + "t = 0\n", + "for n in range(num_steps):\n", + " t += dt\n", + " #u0.t = t\n", + " solve(a == L, u, bc)\n", + " c = plot(u,)\n", + " plt.colorbar(c)\n", + " plt.show()\n", + " u_n.assign(u)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}