{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "\n", "\n", "**15-448: Machine Learning in a Nutshell**, *CMU-Qatar* Spring'20\n", "\n", "**Gianni A. Di Caro**, www.giannidicaro.com\n", "\n", "Disclaimer: This notebook was prepared for teaching purposes. It can include material from different web sources. I'll happy to explicitly acknowledge a source if required. \n", "\n", "***" ] }, { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "

Table of Contents

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Feature engineering: Image Data (continued)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Features from Edge detection (recap, more or less)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One of the more interesting and sophisticated techniques involve detecting **edges** in an image. \n", "\n", "Edge detection algorithms can be used to detect sharp intensity and brightness changes in an image and find areas of interest (where changes happen).\n", "\n", "Edge detection algorithms use edge operators: discrete differentiation operators, computing an **approximation of the gradient of the image intensity function.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Canny edge detector \n", "\n", "The edge detector algorithm developed by John Canny is one of the most widely used edge detector algorithms today. This algorithm typically involves: using:\n", "***\n", "- Use a **Gaussian filter** with a specific standard deviation, $\\sigma$, to smoothen and denoise the image.

\n", "\n", "- Apply a **Sobel filter** to extract image intensity gradients.

\n", "\n", "- Used the norm value of this gradient to determine the edge strength.\n", "***" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Potential edges are thinned down to curves with width of 1 pixel

\n", "\n", "- Hysteresis-based thresholding is used to label all points above a specific high threshold as edges

\n", "\n", "- Recursively use the low threshold value to label points above the low threshold as edges connected to any of the previously labeled points. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### `skimage` methods for Canny edge detection" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "import skimage\n", "from skimage import io\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "# RGB images\n", "cat = io.imread('../datasets/cat.png')\n", "dog = io.imread('../datasets/dog.png')\n", "\n", "# Grayscale images\n", "\n", "from skimage.color import rgb2gray\n", "\n", "cat_gs = rgb2gray(cat)\n", "dog_gs = rgb2gray(dog)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage import feature\n", "\n", "cat_edges = feature.canny(cat_gs, sigma=3)\n", "dog_edges = feature.canny(dog_gs, sigma=3)\n", "\n", "figure, subplots = plt.subplots(1, 2, figsize=(12, 6))\n", "subplots[0].imshow(cat_edges, cmap=\"binary\")\n", "subplots[1].imshow(dog_edges, cmap=\"binary\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use the edge arrays as feature arrays by flattening them, extracting pixel values and positions pertaining to the edges (non-zero values), \n", "\n", "Edge pixels can be even aggregated computing aggregate statistics and edge pixels.\n" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[False, False, False, ..., False, False, False],\n", " [False, False, False, ..., False, False, False],\n", " [False, False, False, ..., False, False, False],\n", " ...,\n", " [False, False, False, ..., False, False, False],\n", " [False, False, False, ..., False, False, False],\n", " [False, False, False, ..., False, False, False]])" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dog_edges" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Gaussian filters\n", "\n", "A Gaussian filter is a linear filter that blur edged and reduces contrast. In this way, by slightly smoothing the image it removes the effect of noise on the edges.\n", "\n", " To smooth the image, a Gaussian filter kernel is convolved with the image. The larger the size of the kernel, the lower the detector's sensitivity to noise. A 5×5 is a good size for most cases." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The transformation equation for the pixel intensity at position $(i,j)$ in the image following the application of a Gaussian filter kernel of size $(2k+1)×(2k+1)$ and standard deviation $\\sigma$ is given by:\n", "\n", "$$H_{ij}={\\frac {1}{2\\pi \\sigma ^{2}}}\\exp \\left(-{\\frac {(i-(k+1))^{2}+(j-(k+1))^{2}}{2\\sigma ^{2}}}\\right);\\ 1\\leq i,j\\leq (2k+1)$$" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "In practice, the contribution of each neighbor pixel to the determination of the pixel intensity of the central pixel $(i,j)$ is weighted by its distance from the center according to a scaling defined by a Gaussian function with std $\\sigma$.\n", "\n", "
\n", " \n", "
" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "**Filter comparison:** Box filter (left), Gaussian filter (center), Sombrero hat filter (right)\n", "\n", "
\n", " \n", "
\n", "\n", "In the figure, the lighter the background of a pixel, the higher the weight for the determination of the new pixel intensity of the central pixel. The numbers reflect the weight given to the pixel value in the filter." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage import filters\n", "\n", "# Two gaussian filters, with different sigmas\n", "cat_g = filters.gaussian(cat, sigma=1.5)\n", "cat_gg = filters.gaussian(cat, sigma=5)\n", "\n", "figure, subplots = plt.subplots(1, 3, figsize=(12, 6))\n", "subplots[0].imshow(cat)\n", "subplots[1].imshow(cat_g)\n", "subplots[2].imshow(cat_gg)\n", "plt.show()" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Edge operators: Sobel filter" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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lk66Fgq6XKAS6ISNGI/lm1G1eslUNw11OpxM2m03lLJ8/fx7xeBzbt29HMBjEhQsXlAG9ldQziO9OWg+atxVULpeRTCZx4cIF2Gw2HDp0CJFIBOVyGT6fT6X9MGVIrq+1UND1EpVfN5llNJJvRt3mJavYiajVajU0m02Vs7x3714kk0lcuXIFuVwOe/bsUQb0VlLPIH5/0WYc3nw+j0qlglKphMHBQRXFMBq67ADVjdbDT2YGtRmgRJK8bHR217qumWFMJ7jdbqNer0PXdWVs+/1+tFot9PX1IZPJYGlpCW63G3a7HT6fTznRtxLhWYuMjv/N5OCdRO97w7gberRVqR3yM5FIYHR0FBMTEzh79iyi0Sji8ThyuVxHDhDzpmS7tpuFANeDZMscY+NxVIzME5SpFJLM2pAZqVarKSOB4aNgMIhcLgeXy4VisYiLFy9iamoK99xzDwYGBvDwww8jn8/jpZde6igmul3U7Rltxbvv0e2lbmt7q1I75Ofi4iKuXLmCAwcO4MCBA1hZWUEymUQwGFShS+b8EZnhuTdLtVkPki1zjI3H0QElWiRTKSSZtSEzktPpVM44ka1cLodgMIhqtQqfz4fdu3djbGwMb731Fubn5/Hiiy/C7/fjwQcf7CjavV3U7RndLcr2/UpmqOlG0gfMqFtKgTGV4urVq4hEIjhx4gSq1SqsVqsCndjZhbzD2gE5lgSPzCK1cj48T+p4Ft/JOUp0lyTz4W9G3eREuVyGzWaD3+9HtVpFLpdDIBBQciAUCsFutyMejyOTyWB6ehoej0e1hNsKuluBpzvGML5VBKgb4rlZYble783s+27nck4MXUQiEdhsNlWVnslkEAgE4Ha7ldfHFmoy31He882MXf5u7AvKY2XVLAtsmI8oC+CAzpxFTdNu6HYhC9WMc5JGcaPRUD0ZgVXknJ01pqenUSgUVIHPjh07cOXKFWVwsO8qPeK1qFsIrFtI1uy422Uob0Tg3S1C5FYjLd0Qz80+626OjhmtR97IObHjQyaTQbPZRCgUQq1WQzgcVqiUw+FQytRut3fUFch7vpmxK/nJGNrl2HRUWUzHvH8ZQgU6awN0Xb+h24XkbeOcpFFst9uRz+cVz5XLZVU0s2vXLvj9fpTLZRQKBVy6dAmjo6NK5rC/uaZpNzWWjWvDiMDJZ9TtuNtlKK9nLd4tvArcOr8a0+147nrPN6vD6Vabs1mdzfdfrVZVb+BoNNqRg99qteD1elWnFbvd3gHwyKiLmZxoNptq7ct7Mfbilfqe3zFtg+fSgWbxLPmVxxvH5HUluittCups6fyyANHtdiMYDKJer8Pv96NUKiGTycBqtSKRSKhID1uqAtdTw6SzYXwea+lS47tZzzPeKG1Eb3STwUa6YwxjM8bb6M2Suhlo6zm323ebVdySOTweD2KxGOr1OqamplRrNafTiWKxqLw3m82Ger2uDFAj6mxGND7NCoyM98D8YRq/RKmpXMmEXLzGkJDdblcKmYtcMqQ0MI3dKyhISqWSEggWiwXRaBTlchnPP/88IpEIDh48iOHhYbz44ovI5/MqtcQoyIyC2iiczJjyZsTnshnGNXtna62lu0nRmimNWw17djPQ1nNut+82K3hlj95yuYxUKgW73Y69e/eq1mq1Wg0+n09Fc9jKiQaoEXU2I/KCmbFgvAfmD5OPqPCpEOlgSmRKUqPRUI6vRMXk9fhp7F5BmeD1epUybrfbWFlZgcfjwRNPPIF0Oo3Tp09jbm4ODz/8MAKBQMfmCSQzJMnouBoN4fU6l92MrvWS2Ttbay3dLWj1rc5TOlokaRjeLtqs7GMBHdN+stksdu3ahWAwiEajAZfLpYrd6YzSmCSttc7kumDdD/lH9gyXjq3RueX8eAwNYo5r7ORinIssjJfPTaaCkDd9Pp8q6vX7/Qr8qtVqcLvdOHDgALLZrCqOP3ToELxe7w3t3OS9S7nQTbZtBAQyKzDeKHUDR9e67s3oPbFzgvQ+5L87ifjyGGKMRCJoNBoKgSKSwkbfxvu4FY+IAo3/N35nnJtxvmaIjNm15N9mRqokifbK/Csqe24eUKlUkE6nUSqV4Ha7kUgkEA6HVR9kiRbfLYqpR9fJuCY3gkC9U8T1zFSelZUVxbt0WoHVQjvZ4nA9xrAkqXRohBplmRG1M5NxZsZkt2vJv82MVEkS7ZUFfXSq2SvV7XYjEonA6/WiUqlgcXERmUxG9UGWaPGdJp97dPeR2RqiHikUCigWiwiFQirSyY1zJNB0K/xqjLxK/l2vUWg0Oo3GcLexbuacybFdLpe6V9Yp0YgneObz+eD3++FyuVAulxXSfrtTF+82uusNY7m41yPk3y1qt9uqYvvQoUMIh8O4ePEiCoUCSqWSOkbTNHUcF/JGDAYqUKOyNTKj7Bson5cxZ9gsVCLHlWREn4xKmgoegNoK0+v1otFowOv1wmazIZ/Po1QqqfDXyy+/jFdeeQXj4+P40Ic+hIGBgRvG7tHdRcZ1dzNn6t0ii8WiOqOcOnUK2WwWu3fvht/vh9frVcfouq6OM24ru97rSP6Uckw+E8nb8nkZc4aNz1IqTTNkpVvOMcfi7x6PBzabDaVSCXa7HaVSCc1mE4FAAF6vFysrK7DZbLj//vtx4sQJTE5O4sc//jEWFhZuGLtHdw+Z8eXtRotvhczm1Wq11M513Giq1Wqp1Cbu2MjzjXpyo9ddKyrULeJoxofrfZ43Q7SlrueOlezzS6OYPE1HYceOHRgeHsYbb7yBF198UdUWvJ/p3V/dW0R34otttVpIJBKw2WxIp9MqhQK43t6J38lco40KoZsZr8DNO1IYv5NK0iy0Jsc3Q7n5f57PTQMcDkdHjrHH44HL5YLb7VY7Ai0sLKDRaMDv92P37t2IxWJdr32nGVc9Wj/die/OarVicXERzWYTkUhEpVAA19so8jsqHaODuB66mfEK3LwjhfE76YxKp9RI3ZS7lBUyXFuv1ztyjIk0sfrf4XBgYGAAdrtdFdamUqmu174TZXWPrtOdGI01m4PFYkGtVkMul1PbOcvNa7glMgvBqYs2yquSjMa1/JRjm4FExnGM0SGzyFG3e5fXlP+32+2o1+sdXa2Y/shiRE3TEA6Hcc899yASiWBpaanrdd4vdMfkGG807ChpK16gcYFtZE4yRYAFOdVqFePj43C73Thz5gzK5bJCRXO5HDweD3Rdh8fjUW2RuLCNzCWNUuMmBEa0qRvT2mw2FQqVTcYZZpH3wGM4vjSOZc9UGtsc14gGSsOB20D7/X7EYjEsLy+r+83n88pIBlYNjh/84AeIRqM4fvw4du3ahZWVFRXuYS4XvWDjPa/3vd0s9GwWrjI7fj3rxYj6GQ2Zu4HWy3dmx22FEWyMlGxkTjJFgIWvLpcLExMTqFQquPfee+HxeBQqGgwGUS6XoWmr1eCy8KXRaNyQOyffqTFHzxjVMcodfrLoh7xksVhuQITk2LJwRypb2ZucxjbHNUbdpIPObaALhQJSqRT6+vrU/QYCAWUkA6uO/Sc+8QmsrKzg1VdfxfT0NKLRqEqnoLxot9s35Flu5L2tZSTI/68V5l6PsdfNQFlr3DuN1uNQrSXXtmIua8nSteYkdRN3Sm00Grh48SKi0Si8Xi+q1Sry+TzsdjvC4bDi62aziWg0Cl2/XsAt16XxmkZZTV0pDVcawdJ5Jb+yeBWAKkSV/MqxKT+kvqVOZWcqXkfqWs5X6uF2u622g2dRbCgUUp03uEMu26EuLy8DWK1zWllZAQDs3LlTPQe51bSxsHij703KGPmdmWPRbcy1nATj9/LY9day3DGGsZHeKWVqRmuFRtZDfNGsFrfZbIhGowiHw8hkMkilUmq3u2KxCI/HA6fTqbaTTaVSql8ox+N8zBhWzk1+J0O0NHalwpYFFEYhLxU1mZZjGj1t40YI3Z6j/J2CrNFowOFwqGfDIglupECBRqSdzkM0GsXi4uINBiULAjdqFOv69V6Scvvntc5fS9HcTGEaf7+bFGw3eqecVjPqJijX+0yp0LiGms0mVlZWkMlkEA6HEYvF1G53Pp8P5XIZtVoN1WoV7XYbsVhMrWmOx/kY37NR8MvvZLoElafkf37Hv40OvORbVsBzDK5xfifP6fYc5e+USUSh+GzsdruKeHm9XmQyGTgcDiwtLSkHn1vV9vf3d8gaykgq/rXI7N1KNHujPGccc6M8vx6j7k6izYBPW01rXdPsNzp3zBnWdR25XA6RSATRaBQ+nw+VSgWVSkWtMbfbjWw2C6/X25EnT5L8wb/5ndG4MvKd0Uhlm1VpRALo2FxEns8cYBLPcTqdNzjO8lpyrgS7SJVKBS6XSxnIjNDSgGbHiVwuh1gsBrfbjVKphPn5eQBQ9QHAdXnRarU6OlXcjIz2gNSz/O5mEfG17Iq1jGjjORtZ13eMYbwZ9OmdoPV4JiSbzQa73Y5KpaLaixHlvHr1KsLhMJrNJtLpNDRtNae4Wq0iHo8jm80qL45KliQZspsBIBWf9H5l1aycu2Q6ChgzBcK/ZfsnYy6lNJill01ki+dzPLaq4172oVAIyWSyY6vKeDyOfD6PVCoFh8OBiYkJ9PX14cCBA/B6vcjn88jlciof26y1UDda67i1DIRujGp23kautZG53wl0Jyvata7bTdFSeRLVmZ6eRiQSwfbt25HJZGCz2RCJRKDrulI6yWRS5TIC17deJslCnW5GmXQwJRJDXjF2c5AGsUSSuq052WbRmPMoDWYpD2SlvVT4zWZTbaPLXM54PK66YzSbTSSTSQQCAdV5Z3x8HMvLy5icnESpVEIgEEAwGFT52MZi4LVoPQaUmSPezQEwO28j19rI3Ht0+0g+f7fbjUwmg7Nnz+LYsWOwWCyqg5Hf74fT6US73UahUFC6uRuZrQszlNJsjfEc6aR1q/mR55L/zGoTjAir/DTOyXiuy+VCpVJRABS7w0SjUQBQaHmj0YDP50Oj0VCbjhUKBVy+fBmJREIV6G2224uktZ5lt/vbqHG7GbpjDOP3EnGh9/f34/Dhw/D5fEilUvjpT3+KRCKBZrOpQjztdlv1602n04qhGfaRdDOESBql8hzOiZ+cn8PhQK1W61CKaylYM5KLtZtQkWkZJBrLrIZlOxl27WCYqVgsqlzjUqmEUqmE5eVlxGIxDA8Po7+/HxcuXFCpGJtBcczQIKNivdtRox6ZE3lncXERJ0+eVAWgjz/+OJaWlmCz2RAIBFSaRD6fx+XLlxGJRFRLMqZNSTI6mkZ+NSJSPIZz4ifnx1ComcI03k83kkrUzKnjtYxIDo3larUKj8eDQqEAXb/etYN87vP5UCwW4XA4VPunvr4+JJNJzM3NYXFxEXv27FGpGDdDetci4/zNHFjj+Ju5Xo/uDCKQk06nMT09jXvuuQePPPIIWq0Wcrkc4vG4KhRttVpIp9NoNpvo7+/vuubXK8upu3i8jBBLA67dbqNarapCXV5nrfoeM8NQzsmsVZuZfgVWW0kyYu1wOJDP59FsNlGpVFSqha6vpoxls1llMFOmDQ0NYW5uDul0Gm63WwFWm9mY5Xbo6HeCd3uG8RaQruuIRqPo7++Hy+XCSy+9hGQyCafTqZAWhjIsFgtCoRDcbjcKhYI6X5IZIxuvx0+5Fa1kPoZ8JaPJ3spmiIpU3GbzkUiw2Vzld8YFTeSZQqJWq8FqtSIcDkPXV3O/CoUCms0mXC4X6vV6R9/IxcVFuFwuhEIhhcDn8/l19a5ei24WGTA6GJtl9B7dGaRpGlZWVrC4uIharYYHHngA8XgctVoNtVoNoVAIFotF8VE2m0WlUoHf71fnSzJzEo3X46fc8l3yJ+WD5GPZW9kMrZIOstl8zBRbN5liXNeyol3XV3f1a7VayGQy0LTV4ia/3w+bzYZqtaqKnShDBgYG1I5cROC5M9dm6GaRAaODsVljvEfvPjUaDczOzqJcLqtOMbIdGXmgWCwiHA6rCI/VajXtuiABJaNRKg1eXddNwSRN69wKnXxi1EfdwBcZ4ZVk7FjDMbpFOSTRkCUy7PP5VM4xjWluDCJ31WXdgq7rKoK2tLSEYDCo6n5ulczAPDNQwEy3vpM69o4xjG+3kDIbbzMPdi0UlkqBBnUNo7QAACAASURBVPHhw4fRbreRyWTwve99DwDgdrs7DFG32612n9m2bRsymYzKhzIWwvBaRk+TzAdcz/0JBoPKQGaTc/5Wq9VU6JVFatwwQ9Ou5y/KIjwjusSCO+YTsj0OAJW/5HK51Hw5Z9nGSm5AUqlUoGkastksrFYrjh8/jlQqpYrvMpkMFhcXEYlEVJFTo9FAoVBQhVCHDx9Gq9XCc889h3Q6rZ6HLGagsOS8gM4iSaLVwPWdyIzP2uiAaJqmhAjHMx5LIgInkThjnieFoMw1u5Ppdgsqs/E2IxfWQmHpfNEgPnnyJCwWC8LhMD796U8DWM3Rk3n4lUoF+XwePp8PV69eVQ4tecZo2EojUq4dWQBCQ5Hv3el0qt6r1WpVrXddv747FkOi5CVjEZ6Z3KDRUCqVYLVaEQqFAED1Da9Wq2q+nLNsFyk3IHG73dB1HaFQCK1WC6+++iqi0SisVivK5TLC4TD6+/uRTqdVMbHdbleFts1mEydPnoTNZsMTTzyBSCSingdlEXmLClLyjMzfljnd8h3wd6MDQllgTC0zM5Qlv3arp7ib0p9u5zy7jXWr/GrGq3JM9q632Wx46623cPnyZTz88MOq7z/5gK1Pa7Wa+q5YLKJUKmF4eLhD/5iRMXpDXUD5XCwWO/Sr3+9X65a8wugJHUPJo0wRZESY/CqL8drt61vKr6yswOfzIRQKKf6VG3kwh5m51lJ/s3e4sT5oZmZG2RxOpxOBQACBQAD5fF7Nxe12dxjlly5dwvLyMu655x41b/IAda1E0eXv0kaRtgbvVepBqUNpwMs8bWPBo9ma4/OQG7fweMr8tdJpgDvIMH4naL3IntGTWQsNks3DnU4nxsfH4ff78cwzz6BUKikPq1arKY+VecftdhuVSgWBQABzc3NoNpvw+/0ducXSczJ+Z7Gs7vVOhcqejfSUiR5TOUpjjnNm+JeGsFycDodDIbVS4ZLZGKKpVCqqGEJ63maFelRIUkjwnmgQjoyMYHp6Gm63W/VApeLjzj3secz2drt27UI0GlXGC3ceM26fy2vL58j7431LJSurg+U6koVN/E6ieRxfCj7eP4WsccwegnUjrRfZM0YlzJQrieuBqUQTExMoFot48skn4fV6VWcFp9OJarWKVqvVUU3udruRz+cxNDQEm82GQqHQIWglKmn8rt1uq/XL4j2uPZ/Pp9Bj8qE05jhnKlUawtLYJk9TOXAebNnUbDbV9rBUZtIYMCvUIw9wnlz7dHh1Xcfs7Cx27dqFSqWieo3TqLDZbEpOcct7TdMwPT2NVCoFt9ut0lQ0Tbthm3peWz5HaWjIa0leMxZSSQOB30mwguPzucm6CMoJs+Ksu4XeCfDpVs41jmP8m4WdFstq15NyuYx9+/YhEAjcUChNo5K6TvYvZu9ttgc1EvPkJYJbLpdhs9lUYRrXcqlUgqZpKJVKKv+WY7DDha7rKg2QaQuyQM5Md9DBpaFNg5gGHXeLZdqDsfMFCw3ld0YZWi6XVcEdUyooAyg76EyzB/To6Cjm5+eRTqcRCoXUboJ8VrweeVfusCn5hN/Jokn5vKSjaaanzdB8Y3GkHMcIbDFN82Z0xxjGt1PArEc5bmQ+a82NynV4eBj33XcflpeX8dJLL6nQDfPxaKRx0TH/JxQKYWVlBQsLCwgEAigWi2pxS6JSosLk4iOCy20w2YqFx7FLQ6PRUKFPjsctMSkQpMdJBpeICg17XV8tPqLHOTAwgHa7rYoJGZaRAobINICOxWwMNS0vL+PAgQPIZDKIRCLo7+9HKpVSxkqtVkO7vdo5gM9kamoK2WwWBw4cgN/vx1tvvYVcLtfBIES5rFYrvF4v7HY7gsFgBypkt9tVuovT6VTj813xOWiahuXlZdWZgH1dKWBoSNHpIAMTnesWNrub0Cfg9ira9TihG5nPWnOjouJWqH19fXjggQdUESzz3mmkcX2wupv5eAMDAwpB5pqURMON65BKhkqH643tGXkclYrdblcpRhzParUqw5rXlAgJ0So+Axr2mrZa5BsOh1Gr1bCwsACLxaKKCbkNvVQ2RKaB6wazNDxJiUQCExMTCIfDSKfTWFxcRCwWU6AA+YIKu91uY2xsDKFQCJOTkygUCti7dy+CwaCSWzKa1Gq1UCqV0Gg0kM1mO4ALyr16va5QwnZ7tQWc3GkPAPr6+lQHIPZPpzwhYEGng7JLopHGlDKgV3z3ThBBg3PnziGXy+Hhhx9Wm1NI+ZBKpeD1elW/bYI4U1NT2L59O4DVtViv100RQ6NzrWlaB19wPTGyS6MT6ExRWsuQ47HyezqAckc68jWd5HQ6rSI93BRL8oqMVhmNQV6H1N/fr1IjACCdTiMYDCoDXKK51PlsgXfu3DlEo9GOTjI2mw2VSqWjmK/ZbGJ5eVkh+CTeD/9PHpYoOKmvr0+NT4eiUqmoriK0bSTYRLtCRoiN978efr1jDOO7kah4rFYr7rvvPsRiMfzwhz9UVdtUdFzoXDD8xwWXSqVQLBZVL1Azw1gyltwco1wuq/FrtZpSJMyDstvtKo2Cc5af/H+3sAR/kwgqxwVW85aYPkFhQKEk5y7DRBzTiMwDQLFYVEYjW7e5XC6Va0xDQdd1FAoFOJ1O1V+WhQ4Oh0Mxhs1mw8DAAJxOp5oTcxtZ/ENiYYIMSVMYGdMk/H4/qtWqQrrZ1YAGOXf2o7KWQvFuMn7fa0QHr9Vq4c0330QqlcLHP/5x1R2FyoY8SAeMwrnVamFlZQWxWAw+n0/13DYzjCVfcYx6vQ6Px6PGJ5LEXD8axkyj4JzlJ/9v9r38TSKoHBdY5TGmT1ChGPMu+RzIt1LpGhEobvkMQHXjYW9Z3gfn4vf7UavVVB93OiHS0Gk2m1hYWFDdefhdoVBQRbYkonky9avZbKJcLnc8H03TkM/nVd420TS73a7kLnf2o1MsI1894/fdIzpobPeXy+VUup6MegA3FoPXajXVHYprlAaccR1LvcTf2U6UIBR3uCQ/A51gzVp8Kcc26luZxsh7ZqSHPExgSeY4G1N8pNFtdo8A4PV60Ww24Xa7Ua/XVdSVMokgHjt4NBoNlEoltZERwTseX6lUbtjAR9d1ZDKZG3KkWYwrI1LsnCGfmaZpWFpa6jD6yaN0ClwuVwe/Gp0C+Wn2PtainmG8CdJ1HfF4HAcOHICmafjBD34Ar9eLSqWikB02Gvf5fEr4y9B+JBLBqVOnYLPZFCpq9gKlQel2uztQTSIqFPhEKtl+yu/3o1AodOy0xzGN15OhCJJMs5DHRSIRNJtNFItFhZBzAwAa77LvqaZpSihxLCNymk6nkUqlsG/fPvziF7/A3r17O0KjRH+9Xq/yRmlAnD17Fnv37sX4+DgymQwCgYAyaOgNc175fB5vvPGGuq50AOSxRA1kWAiAigIQffZ4PLDb7dixY4cyCAqFAhYWFpRwpgFizG02cxB6tDWkaRqSySQmJyeh6zo+8YlPKKHPCEqpVILL5VKdFYhWENlZWVnB4cOH0Ww2FSpqZjhJg5KICh0lRi6IJBOppGFZKBTg9/s7dtrjmMbrce1KRFOmWcjj0uk0bDYbfD6fQsi50Q6Vvewvbgx1yjmQ2Dv23LlzePDBBzE1NXXDBgXcFY8V+nTU9+/fj6mpKYU453I5FWal8Uoe9vv9OHz4sLqudACY08l7llEePitGAUqlkjII6vU6ZmZmlOPt9/uVI838ccoPY36xmdHRo9tPly9fRiqVwoMPPohWqwW/3498Pg+3260QSLYRpNHKdcAopkRCuxXMyggnoxvValXpLLfbDafTiVQqhWAwqHQE0An+GA1sjm38Xv5forQ0Omkou91utd8Bd5xkDjCN8XK5rMAp/pOpipJcLhcikQiKxSJcLpdybI3OYyqVgs/nU3KgUqlg3759WFlZQTKZ7BiP15apK9u3b1eosnSs6ejwmrVarSM6LY/nO6CMZH0R0WwW5rNoH7gxT5zX3Qiv9gzjTdJ9992HgYEBPPfcc8pQY/9AGqj0kIDOYhh6ZHzxcscsI1HxyTBmtVpV6RNcIMxfJpJCL1eGeaRXaVwsZuiT9EqlArLb7SgUCojFYqhUKsoRIMoGXG/EzmutFe6RYdOBgQGVcykT6WWYRG40wOKBK1euYHx8HMPDwyq9I5VKKUVJZJfjcj4yV5OoE40LGioyPMYcMBr/siBKGtGsVGZxk/G5G9GFnqLdenrzzTexsLCAJ554Qhlq1WpVISi6rqscQqCz6JTRAYYY5c6URuJ6kulCbLjP/GJGfeg0sZUSDXV5/bWQKOPfEkGSjh63VmduLx0BGgIAFArHa5khaXL90shfWFhQtQ0S4SJfSwQuHA4jn88jEAhgdHQUExMTmJ2dhcWyWgC5bds25ZBSTkplyjF5r4wO0YknIECkiUCETD0j38oIHaOAfFdmCGA3Hu7R1lA+n+/I42XqDNe1dGr5HimnmSMsnVTW+xhJyn9eKxQKKblfLpc7AK98Po9araZ6ADOlSdaqSB7uRnJ9yfx2aRgCnfVMHI86SoJccl0aIz383ufzIZvNIpFIqNQMpg3xOKfTeUP0hCmJdBjC4bAqQqYxL/mKgBDfB20I+Vw4P74j8reMtvJ77mIo85r5fOT9b9Z5vesN42433U1Y3arhwcXORfKxj30M/f39OH36NL7//e8rzzUajcJisSjvdWFhQeW11et1ZLNZBAIBhEIhjI2NIZ/PK48UuJ6rxAUkjWEanM1mE/v378eBAwcQi8WUF5nP5/Hss88il8vBYlmt0K3VahgZGcHi4qIyaKmEqaBpDEglIguCCoUCgsEgKpWKqmJlOzWi0fV6HV6vVyHTDocDO3bsQL1ex5UrV1SYkoitNPCll22xrFb+8h6XlpaUcmeert1uRyqVUuiaxWJBJpNBIpFAtVrFT37yE8WcMjzF+5XOgSwslIUD/F4+CzkWC0LoDM3Pzyukol6vY3h4GHa7HfF4XBVrLSwsqLxkCnCHw6EMJKJo73XaKG/equFBZUHh+qMf/QiLi4s4ePAgPvnJTypHZmVlBa3WancVi2W1rRjfk8PhQCgUQj6fRzabxdTUFPx+f0f+KgU916k0hmlw2mw2nD17FpOTk0gmkyoXMhAI4IMf/KDK8fN6vXA6nbh27Rr6+/uVQUtnl44wnW7prMnCW7/fj1wuB7fbjVqthnw+r9qpkW8dDocqHqJTcPnyZTgcDmzfvl2lAxFJlgY+DQjyEltBnT17FolEogP1Yig6FoupKFa73UY4HMbS0hJcLhc+9KEPqVxDqTh5v1Jx8nc6oczd5vfyWcixuKMmnaHBwUEVwXM4HJidnUW9Xsfy8jIqlQqCwSAGBgaU/KbDW6/XFRDBaNV7mcyMi61w4KnHPB4PlpeXcfr0aezcuVNFCVizw+dORJPGcSqVQjgcRjAYRDabxdLSElZWVvDII4/ctHCSRjT1gMPhwFNPPaUcZo/Ho3Tmk08+iXw+r6KErdZq72Q6YjK6S7CKBjP5VdYJUa9wp7lWa7UFosfjUama3GGyUqmoCEo2m8Xc3Byi0SgGBweVrKHx2u19ydQDpnAyDZPGZ6lUUqg4ZR2feSwWU11tpBwArhfXke9Yf0FDt16vw+fzdRj2lMOcpwQaOB67jxD5B6CiBouLi0gmk6jX6wgEAkpeMKXTWIy5nrV71xvGwPoV52Y8e4YtarWa2v71zJkzeOmll+D3+1Eul5Ux1mq1EA6H1aKmwUUP1263K7QmnU7fgEpQoUh0mekTAFAoFJTymZ6eVv1+nU4nRkZGMD8/rxQvq8+58ImGcrHKgjD5nNrtdgfSzGOZz8ciJYadKpVKh+fM8IvMp6SRaQxxci48nkY3kVkKFVk0QYHFUBKr7WmYyJxqokPsniFzwahgZQ619GYl6iUNY+B6hwmihpIZGaIuFovw+XzqeykAOLYRoXs/0HoV62YUMNcmBXqz2cT4+DgeeOABFAoFla/GPDUWk9LQkiH6RqOhjOXR0dEb0H8ZRiUqKQtS/H4/lpaW0Gq1sHv3bmVI1mo1XL16FYODg2ozAubcMf+Y64qGoSwIk8/JYrF0IM08lnnzNCwoyxii5folElUqlRTyQyPTmEok0R0WntIwIHIrjWKgcycu3hOr4C0WS0dONXMbKb94jqZpypGVOdQyIiajS9IwBq53mKCcouxgdIfpFEwHMyJwHNsYCevR5knTNKUv6vU69u7di8HBwY4QO3DjbpL8R92kaZrakdGYPiivJZFIymOu0VarhY997GOYnJzEkSNHYLVaFa8sLy/D4/EgEAio1KRuDpLRqTA6s/L/0inkOgwGg1hZWemoeZFjDg8Po1Qqqa3qjYa5Maqhade7SlF/83lKPpdyT4JlMioDdHaZku9GRnaknDRGjDeC6PL+KRsoN7xer7LBCMBJ/uT9dovsmdF7wjB+J4gv+Pjx49izZw/Onz+P06dPd+xBzg4P5XJZhSfIMMViUS347du349q1awiFQippXRpNUsnyNzKtz+fDZz7zGVy7dg3VahWf/OQnEQ6Hce7cOVSrVRw7dgzPPvssvve972FxcVF5fzTUpeFlVlQiFaJEkVkNyhCJrutIpVJqJyFN01Qf5UKhoNrqJJNJ7N27F+l0GisrK+oZSYaRCfo2mw3JZBLxeFylVZAZy+UyQqGQSlsgisbekjLnWAoHGtcUPjTSZWjWmF7CMA1gzrxGlI5jE9VnkSDPSyQS2LZtG6rVKtLpNKrVKubn5zuKLGX4uUebJ67fV155BRcvXsTevXtx8OBBZQwz59dms8Hj8aBUKnUg98y9q1aruHLlCrZt26baHHF8uYZlYSXXF3PNv/vd72JkZAQulwvf//73kclksG/fPrhcLrz22mv44Ac/iE9/+tPo7+9XW7RmMhmVu0cyK96UjqdUtrLFFNdoLBbD4uKiejaVSkWhXR6PBx6PB9u3b8fU1BSi0Sii0ah6RtKB5zzIX/F4HMlkUikq8pzH40E2m1XKitEqokYy51iGu8mbNFwpk2QKlDG9RCpsKU/lc5IRII5NpI1OEc9bWlrC1atXVU6m0+nE0NBQR5GlTPPq0eZI0zTkcjmcPXsWrVYLhw8fVoVzwPXexDSOCOpQZjL1pVarYWVlBdlsFiMjI6Zgg5GPZIrcwsICvF4vUqkU/vqv/xrf+MY38IUvfAHHjx/H8PAw/vZv/xYf/vCHVZ7t6OjoDfU60vAzpjJIWcF1zFaGzKONRqMqRYBRnXK5jMXFRWVvsKCQ/M7ILlNFqJuMVK/XldE9MzOjjOl0Oq261HBXQUacWADPORrRdvKq3B+B9ynBKKnr6cwbayEkkV/5jmQKI/mOLTaz2SyWl5eVo+J0OhGJRDpAKOlUrUU9jl4n6fpqoRXTA86ePatCNvS0KPzL5bJqIyQNZxpBRDgWFxfVtqrAjR6VVHROpxM+nw8PPvgg3G43fud3fgc7d+7EuXPn8Pzzz2NmZkYlvCcSCYyOjsLhcGBmZkaFhszuyejNSWPOmG9FJLRer3eEiJxOJ/bv34/x8XGEw2Ekk0nMz8/jxRdfhNvtxszMjFL4sv0U50DivRK1JUJHRDUcDiuEStd1VflOhciUBPmd0Yjm85eK3Ri+4bMgQiyNZEnyOGl0U2hTGKTTaTgcDiQSCTidTmVs1Go1pFIphYYZBWiPNkdEP2dmZuBwOLB//37kcjm1gQZzzWkYs32aNJxl381Wq4VEIqG2LwduzMGVPFyr1VAoFFT7xm9/+9u4fPky9u3bh8cffxyjo6NoNpuYmZnB0tISZmZmUK/XMTo6qtaQ2T1JY5D8IpWuXM9EQtm+TOZJTk5OYnJyEplMBvF4HIODg3j44YdRqVSwY8cO5VjLNo+cA4n3SmOTqSBEbDKZjIoE0XmW+ftMSZDfGY1oPn+pVKVcks+CiJs0kiXJ46TRLbsPaJqmWlItLS0pQ8vhcMDlciEWi3X0h+3x6+0jIoFjY2MqQgl0On/kXQIR1BFcM4zKnDp1Cvv27et6LSMPZ7NZXL16FS+++CIGBwfxd3/3d/j1X/91fOtb34LL5cL09DTOnTuH8fFxlRa5bds21WWFG9XIMY28yDQrqXdpuHE9MqLRaDRUasDExISql8lkMjh8+DDq9Tr6+/uVscqCUlncbbzPdnt1m2p2YmGEyW63qxRGplpQl8n0RxqmHEvqWqOzLA1mzkM619LO6Gaoytxkotock5EvyhFNWy0uZtSN64ft3Yxycy3alGGsadoMgAKAFoCmruvHNE2LAPh3AKMAZgD8P7quZzZznTuBgsEgDhw4gHPnzuH8+fPKM+LCd7lcqsdpJBJR4Y2+vj4V4qcwPXfuHB5//HH85Cc/6YoQUgDwZbrdbnzmM59BMBiE1WrFP/3TPykk67d/+7fh8XjwP//zP/iXf/kXnDhxQuVbzc3NIRQK4cqVKx35NZp2vRrU6N1y4UjFTEOBoU+n04lgMIhYLIZHH31U7aTTaDTw4IMPolQqIRQKIRQK4Y033sDFixcRDAYxPz+vDGzZu5D3yfBqOBzGwsJCR0s6NkvnTntWq1VVuvM5kmFkxS6Li8is9IgpWPks+LxpiMuKdPncgOuKWqZacD4Oh6PjvdZqNVy4cAELCwtwu90IhUIIBAI4evQo0uk0Xn/99Ru88K2i9xPP5nI5TE5OYmxsDGNjYyq9h2ukWq2qXuLpdFqF5JaXl9U6p6G0b98+PPfcc/jwhz/cFSGkkco1UqlU8L3vfU91WvjSl76kIkZ/8Rd/gXK5jF/6pV/Cr/zKr6jd4zKZDIaGhpDNZrF9+3ZlDACra5u1ClK5SMNcOsB0yCl/arUacrkckskkfvazn+Hq1asIh8Ow2Wz4xS9+Aa/Xi2w2i2w2i8OHD2P37t3I5XIYHBxUBrbkM94n05iy2SwGBwc7WtKRH5iT2Gq1VEcZyf+yGwCRZIINvBZBBj4T2QaOips8aVasSIdYplpwPtxVjeR0OrFnzx4MDAygUqkgm80in8/j9ddfRyQSwdGjRztk51bR+4lfr127hlQqhSNHjqguDDL6x6iCzWbD8vIy+vr61Ll893b76pbHFy9exI4dO1SRndl7kpFCAhvFYhG1Wg1HjhxBKBTC448/jhdeeAF/+Id/iImJCUxMTCAQCGBmZgYPPfSQ6rc/PT2N4eHhjrEBqNxkyS9ch8Y6Fhb1ZTIZ1VJxamoKjUYDly5dgt1ux86dO3Hp0iU899xzOHDgAHbu3IkzZ87A6XRidHQUhUIB0WhUrWej40aE1mKx4Ny5cyrPnkVtdEy8Xq8qfqfjKOdPOUCHlvVL/M3oNErkVxrVdAYom/m75F8jkEbDX96fpmmIRCJq4xHWOl24cAE+nw87d+7cUGTHvAXCxugDuq4f0nX92Nt/fwPAT3Rd3wPgJ2//fdfT6Ogo+vv7FYpCOJ8vhYuNvXdpiPEltturWxy7XC6lPMxy2IBOz4r/nE4nHn/8cZw4cQJ///d/j1AohJMnT6LdbqtivitXruD8+fOYnZ0FsCrc9+7dqwoCjUzC+UsvzqhwuXC5CH0+H7xeLwKBAHbv3o0dO3aofeqvXLmCubk5lMtl7Nq1Czt27MDU1BSGhoaQy+VQrVbVNrJSgUvvls+Q+VKcBz1a5jZbLBbVGYACTnrk8pOdAKSxK3OOJBPy3jkveqsko8crHQmzsJX0qPP5PJLJJJaWlpBMJlUBEjc22GolK+h9wbMzMzNYXFzEwMBAx2Y4fG9cD+wMQ0OMqUwWy+pOW9VqFXNzcx0V2kbUQ65V/qvVanj++efxyiuv4Nd+7deQzWZx5MgRWCwW5HI5ZfyOjY0ppVqr1XD+/HmsrKx0IDAkzl+uF6NjSyVP/i4WiygWi8jn87h48SJmZmZQKBRgs9mwfft2DA8Pw+PxYHp6GpcvX8bY2BhmZ2cRDAbhcrnUdu3SUZY8wWdYLBY7eIJ8zNxmolUyFUKGU+UnO+5IY5fylNc0ItecF+UAST4rI8Iv74Mk0etAIIB4PI5EIoF4PK4Kfdmv/B1Ci98X/Prmm28ikUgoZ8Visaj0CaCzFoX8LKOadM4WFhZUf2rAPK3GGCkFVmt3fv7znyMej+P3f//3lX65dOkSQqEQCoWCagG6Y8cOAKvO78LCAnw+3w33w3XINS6BNGPetOx+1G63kc/nlc6QRe+BQACPPfYYDh06hP/+7//Gj370I+zatQsXLlxQO0qynkjeq/ybKPDS0hIWFxc7UiUpN3hvkudo50ie5T+pb/lOZL9oMz4xGs9m78QoV6WRzONl0bqmXY+uE22XoNh6aStSKT4F4Im3///3AJ4D8EcbHaTbTRgf8FYIJi4EXV8tAhkYGMDw8DBef/11leBNBIaLgLmIbO/C/Dq/349kMolwOIxMJoNDhw4hkUhgamqqY/tZGouy0ARYZZihoSF89atfxZkzZ/Dss8/iy1/+MsrlMoLBIEZGRvBHf/RHaova+fl5/Nd//Zd6LiMjI6ralUpShksYGpHFPJq2mqDPSnnpBLjdbtxzzz1Ip9OqSOHll19GMpnE9PQ0vvCFL+DQoUN4+umn8W//9m/42te+phqzv/DCCyqnkRXAVGQshGLBoM/nQywWw/nz51WuJoUMwyYUAGyFxntoNBoK0SeTNJtNlb5ARiH6ns/nlQELQBUNyd6K9O5lrpQs8OOa0DSto481850Yitc0DYVCQQm8wcFBfPCDH0Q+n8fJkyeRy+VQKBRu+5q+Cd0Wnu3Gi0Ze3goHQCqaRqOBhYUFzM7O4ujRo6r/JyMdVFLM+eduasxjLxQKiMfjyGQyCIfDeOONN7C8vIyxsbGObd5pLMocOmCVl+fm5vCd73wH9957Lz7wgQ/gH/7hH+DxeJDL5XDt2jV861vfUlvBDw4O4pd/+ZfVc5mdnUU4HFaGJos3aSQwf08WzVIRsSONdAKInEQiEZUK3EL1dQAAIABJREFUcP/99yMej2PXrl3413/9V5w6dQof/ehH8fnPfx7f/va3EY1GsbS0hEceeQRutxvBYFD17uY6Z8ExQ5eFQgGpVAp79+5VNRHkb9Y3sKCQ+aC8B7vdrlCjWq2m2r4xV5BOC9H3QCCgDFgAyjCSO/8xrE552m63Owr8uCYo15gWRllBpa/rqxv6cDvrubk5PPvsswgEAjhy5IjaQewdpNvCr2ZkFmbeCn6VzlG9XsfFixfxkY98RHVKYQoF1wvBGafTiXK5jL6+Plit1o6e+axrcTgcGB0dVbUn8t5o6LEIFVhdJ6dOncKf//mf47d+67cwMTGBz3/+8xgeHsZf/dVf4cEHH8TnPvc5PP/889i5cycCgYA63+FwqC4wlAVcY9RHxjQ8RiU5n3a7jVKppGoa5ufn4XA4kM1mMTw8rPiQ9Bu/8Rs4dOgQfvd3fxfxeBxvvPEGjh49iqeffhpPPvlkR1qJ3CAEgNo8iL+NjIyoHsjUUT6fT+Ub076RKWWUK3RM+Dx5rOwAwcgs75PryRhtle+J15AIL9cKO9rQEeF5TD2hfcAI/u7du1Eul3Hu3Dnouo5t27aZ9oc30mYRYx3A/2ia9rqmab/59ncJXdcX3p70AoC+rmffbHADavoOeefqxVG5hEIhzMzMqII5GepzOBwqxMcXzapuYxieYRUASijTWOL9MSwp+2vef//9+MhHPoI/+7M/w9jYGP7mb/4GzzzzDKamptBut5FMJnH//ffD5/PBYrGoQiJuUsBtqamEeG8UKNIT579araZSEGj40YMmIk7D8LXXXlMbjCQSCTzzzDM4deoUYrEY/uAP/gC7du2Cx+PBsWPHOnKBaaCQaanoiEDHYjH09fWpvEXmH/LZMkRsdg9GYUmPUeYgVqtV1eeSLbB4Ph0fufuWdJjI5BQY5XLZtMIfuB7m4yfnUSqVcO3aNVXlPD4+rrYu3ULaUp41oqbvFArOd8L1QDR2ZGREGb5czyxwkcKXCJUxDM/1AUA5P7IynOisrHy22+14+eWX8fTTT+P3fu/3cP78eXzlK1/Bhz/8YYyNjUHTNMTjcbz88ssKIWJKEDcDogFA5SpDr7JDhXzOTqdTySUafkRoK5WK2gVT13UcO3ZMbTCytLSEJ598EocOHUIymcSf/umfYnp6GqVSCa+//rqqYCe/kb+A6xGRQqGg2ihyK1ga8jJfmHxvdg+8NxYB0niQuf4ul0vJUbZ/4vl0fGT43KiMAahaD4/HY9pJB7i+nbfMnWQ617Zt29DX14dyuYyJiQnMzMxs6dLGFvLru0l8J1xXLMSkHmBRpJSj/JS6lTKVsjcSiai2YGaRQACKp7ku33zzTbjdbrzyyisIBoM4duwYms0mvvzlL2P//v2YmZnBoUOHAAC7du1CtVpVhW5er1cZbDJ6udZ9SweE95DJZFSalOzHnEqlkEqlMDU1pXJn5+bmVL3Pjh078J3vfAfXrl3DxYsXsbi4qGqfOA/pQLdarY5t5QkmUNbImhpjNFXqQGOkivzCdybBNn7KYmJpXPOZyHnyb4keG9PISMYxJHrNlMlGo4Hl5WUsLS11fTdqfdz0iLXpYV3X5zVN6wPwjKZpU+s98W0m/82bHvguEIU0Q4E+nw/nz59XTawLhQKGh4cVYkxUhsYoAOU50ihjKybuskSEha2X5EumAUWk6MSJE3jhhReQSCTwwgsvIBKJYGVlBePj43jhhRfQarUwOzuL5eVl1csvm82qtkPT09OqylUqiG7OhjE/j8q1r69PpSUkEgm8+uqrSKfTKJfLGBkZweDgIF5++WW8+uqrakGOjY3hm9/8Jv74j/8YiUQCp06dwsjICK5du6bSHMgczA/z+XxYWlpSbXJOnTqlnA8AHZunkOS9SORb0zTV95IoMNFmeax8l3QcJLNJZ4IeLYUMP2nYAJ07flFYMn2ETkQ+n0exWMTPfvYzOBwOldc5MTFxm1ayKd0Wnt22bdtWze+WiO+AIf1CoYCxsTG1YYbf78fs7KxCjIkSyndGVJZGGVse7nh7N0NuGsFqeCPK0W63VUTmlVdewWOPPabQnkwmg1gshomJCTz22GMqEpRIJOBwOFAoFBAOh1W4dvfu3UilUsqQlQaembNhzIOnE7u0tKSU6dLSEo4fP45IJAKPx4Nr165hfn4e999/P44fP66MhKmpKXzzm9/En/zJn+CnP/0pDh06hGvXrmFkZKQDHaLj7vF4UCwWkUgkcPLkSTSbTRw+fFg5HwA6Nk8hyXsxKkR2ByEKTLRZHivfJZWgNLalM8HomAwHsyaAMluuC4lmAlBORCAQgM/nwyOPPIJ6vY6TJ09ienr6Nq1iU3pP8qt0MPP5vEovcrlcKiWA3RMY0pfbecv+v4zksZc189CNnaGA68YUUVK2BbVYLPj6178Oj8eDZDKpUiZZgBsMBuH3+xEKhVAsFpVOuXr1Ko4ePdoRzpcAkxmvmhl2LJDlfBkZOXjwIMrlMpaXl9Hf349///d/x9e//nUMDAxgZGQEqVQKgUAAX/nKV/DjH/8Y3//+9/HFL36xw5mW7UTltQOBAJ5++mk88cQTaqt2OQeZash500GVRjF5icAeo8syMgegw9iW/CrToyTizHnK58TCQanrKVsIdlHPMsrUaDSwZ88e2Gw2zM7OIplMYnR0dM31uSnEWNf1+bc/lwF8F8AJAEuapg28fVMDAJa7nPuXuq4f06/nTd2RRAXDxtrsZwpc38PdmIwOXPcKZV4eUxny+bz6W/4miQiW3W7H+fPnceHCBVy5cgWpVArVahV9fX2oVqvYv38/9uzZozxMojJ9fX3o7+/H5OTkDShKt2t2I5kT1Wg0kMvlVCFAu91GMBjEwsICLl68CE3T1Pay0WgUFy5cwAc+8AH8x3/8hyoIZFN/6T1KNKxer6vG406nU4VhZT6g0ZngGNKg56f0NIkqMXWDaBFRNuMYVLBkUPnMiOzTCeC85PHtdrsD+SCyx0gDt57VNA3T09NYXFxc1zu5VbpdPBuPx7d0npshGm7cMpZbdgNQYT3ZZksWY2lvpxGRmMrAcLlcc8b1x0hRo9HA3r17sXv3bmzfvh3xeBwulwvLy8twuVyYnJzEW2+9paINXPNEMw4cOKDSfjivbtfsRlLhOBwOBAIBVcRDI6S/vx+7d++GrusqJL2ysoI9e/bgf//3f/G5z30OsVisY/Mc2fJRRp0cDgd8Pp/asIi8LXN9zdoyUXnKeyOf0Ill9IapG1T0jGYZxyCfmxknRPZlKFe2b+O5rHaXETRGGrjFu67r2L17NxKJxLreya3Qe5Vf+d5oxMoIguwIY+xfTT0hjTYaXCwOZ0qejNBJQ47HSsBj7969yGazCIVCGB0dxUMPPYShoSHs2rULAwMD2LZtm+qSdP78eTz00EN488031SYbMmogeY/3avxnBKWo+wAo3VCv11VrxXA4jEAggC996UsYHx9HX18fPB4PvF4varUafvzjH+NXf/VXMTs7i5GREcTjccUnnA8NV4tltT7H6/UinU4r50Pu3idbEhojL/I5khh9473JdCSOxXco37/kO6lvaYRLo9nYGpFgCN+xRMeJinNczqevr6+je0g3umXEWNM0LwCLruuFt///SwD+XwDfB/BrAP6/tz//81av8W4RHzhDbVy03MI0GAwil8sp7ygQCKi8NxbVMUxRKpVUM31u+MD+pDS0JcIJQBW3FQoF1Go1vPTSS/D5fPja176G6elpnDp1CqFQCCMjI0oAVKtV1cdvcXERn/vc53Dx4kX4/X6FzEqGlOFQSUbjD1jdFpPevM1mw8mTJ+FyufDRj34UHo8HZ86cUaGsM2fOIJ1Oo91uIxqNolKpqHDsV7/6VfzzP/8zkskkzpw5o54RPUyOn06nUSqVkMlkUC6XEYvF1G5h5XIZbrf7hsbtknllyzn+RkXGUC6NBTKQZFB2pZBMyVxKeS0yOo9jpw3plct2b/RqZb4W58YIwlYaxu9lnuWzZkoLDTZuFZ7L5RAMBpUAz+fzKr+cFdVUGkSaKpWK6h3OPuA0tCXCCawaxdy61ul04oEHHkCxWMS3v/1t7Nq1C4cOHVLtoLjm2aGkr68PiUQCTz31FHbt2oVCoQCLxaLWrFSoZm0DzZCpbDarQr2NRgNHjx5FtVrF008/jXK5jHvvvVeFbO+9915EIhFYLBasrKzA7XbjyJEjaDab+M53voMvfvGLiMViOHjwoHpGVIJ8JpFIBF6vF+FwGB6PB6lUCvF4XOVkVyqVG/L6pLMrw778TSKHTE/iezPrVW40mGggyWtR7vE4dtqQCl+2e2NET7ba5NwYQejv79/c4u1C73V+Zdqg3PRKtgULh8PI5XLqHTP6BkDVf8gNnhiVob7LZDKIRqOm12dnFPLO+Pg4VlZW8I//+I949NFHAaym2kxNTSEUCuHatWuo1+sYHBzE7t27kUwmYbVa8aEPfUi14uRYkmdpmEoy49dMJqMime12G9u3b0c6ncbZs2exf/9+1V2Ghaysk/H5fJiensb27dsxOzuLb3zjG3jmmWdw5MgRBAKBjiiKzBfWNA3Dw8NwOp2Yn59Hf3+/SgXkZiHsbEHeMdoLxvuQGwLx/RJQlE6xjG5Rz/I38h3HNzoQspaD1ydvkl9lXQPre2j/MK/6ZrSZVIoEgO++fYM2AP+i6/rTmqa9CuD/1zTt/wC4CuBz6xlsvUjIZmgj1+ACNwpsPnz2AyVqKFuwGJFNMrDcAY9jyrw2iXpw/FKphHQ6jXQ6jXPnziEYDOLo0aNqHuyFPDAwgGazidOnTyMSiaDZbGJ+fl4hsxId0TRNGaUS0ZbPh/dBBeL3+zuKaQBg586duHz5MoaGhnDy5EkMDQ2pDQJyuRzm5uawc+dOFItFlMtlPPTQQ1heXsbIyAgmJyfh9/uV0mGqCXO1SqUSUqlUR9iaDMdn6Pf7O4oJeA/0IIk20PCh0CFqxPOMXivfGw1pKmFZ6KNpWocBxWtLw0F6wEQAKMTJwEy5YdEPczm3iG4rz6434rAZ2sg1ZFhPrmXyKftu8/1TKMt1zuNpWMkd8DimzB+XQprje71eRCIRRCIR7Nu3D7lcDq+//rqaR39/P/x+PxYWFmCz2XDw4EG1g9bQ0JBCZqUDJdEeiWjL58P7IC+wZZFUYJcuXcKOHTswNzeHI0eOqC4yMzMzCAaDGB4exqVLl9SGHz//+c/R19eHa9euYXx8HIVCQTl3TDVh71Sv16t6/Br7mPIZMheZu27xHqTSZoSHxXBMaSB/UM5Kh4HvjcqPzq4sqNV1vQOo4LWlgy4RZ/Y2prykgc6UG+ZpMhVnC2hL+XUrdO5GopB8NzT6aCDT+eGOiozMylQ2vjfK+Fqtprr78L1zLQA3orisK+HadDqdGBwcxIkTJ6DrqxvfzMzMoK+vD61WC7t27cKVK1eg6zqy2SwcDgei0aja0IoIJ9en7FglI1IyKiENaDqaqVRKdcCwWq34xS9+gcHBQQDXNxJhaubCwgJardXe6rVaDZlMBpOTkwiFQiqFjPdHmed0OtXzpUNbKpWgaZqqHQKu53lzcw++M2kXUXc1m02VDhMMBtXvbEZA/pZoMW0hi8WCYrGIRqMBv9+vfmd9EI1/qadpfHNd0BEiPzLNhmuR38l6hJvRLRvGuq5fAnCfyfcrAD50C+Pd6lRu+3W4SGWFOrDqQbIoTeaecVHwZTBUwTFoKA0ODioUOJ1Ow+fzqRCmRBdbrZbaxc1qtSKVSkHXdTz33HMIBAKqfyPzH0dGRlAoFLBt2zZ89rOfRSgUwunTpzE3N4dKpaIWXDabVQubxThGb5YkjYVcLqeei81mU62e3G43BgYG8MMf/hD33HMPDh48qAzdUCikkPX+/n7s3bsX8/PzeOqpp7CysqJyO6lUiKj39fUhm82qfGN2j6ABHAgEVB4ylR+NSdn9Qb5vImcAFIJm7DUMXPd4+T0FA0PzwHWHKRwOq1xn9kEl4xmRA6fTqa7P+bFgQ3bP4E5lW0W3m2ffCWd2vdehIpKdYAAo5er1ejtyvCWaQueFaQIssms0Gpibm1MpPZFIRFWgS4OPURsWD7VaLcRiMWiahieeeAL5fF4VfLTbbVy+fBlXr15FIBDA1atX8dRTTyGTyeDgwYMYGhqC2+1WnUmoWDRtdctbCn0zkkYxUz/IjyxoZXupj3/843jrrbdw+vRpZehms1mFrC8tLWFqagqDg4P47Gc/i2g0qvJxqSiJqC8tLSEUCql8Yxo33BAjn8+rPGQ6mcwFlN0f5PvO5XIqN5RdKYy9hgF07GIJQKHJdOKB6w5TJpNRPMf+ygQmjHxbq9XU9Tm/UqmkeJ7HsM3VVtDdyK/rvQbXqtvthtPpVMYZozw0bGlQyToUaZgRZGBLM+rWsbGxjo4n0vki4EHUmQafzWbDsWPHUKlUsLS0pNKvMpmM2gVudnZW6faRkZEOfTowMKDuj6k40kDl85ERR57v9/thsViQSqVQqVQQDofVMeFwGNFoFPl8HlNTU2r7dUayG40Gzp8/j/7+fjz00ENqJ8tQKIRqtQqv16s6JdHG4Hyou/4ve28aI+l9nfc+VV2919LVVdX7MgtnETkzHO60IkqEZcPXspOrD6YMwYpvnJsECe5NEARB4AB2ZMFBYASBgdwvDhIjiR0FujaNQN4UGKYNU5SpK5LSLJoRyRlNz/R0T29V1bV0Lb1W3Q/N3+lT71TP9JBDasjwDzS6p6bqrXf5n+05zzkH3YJt4r76zIx/BkHgoVar2fhuH2x6Z1aSyZUHBMnKS3s8Zs8zhmrjfTcy1JwXTrEH/aC98lnkdD/96dfHk+/aLI8C8Xdvb6/1riSd6tFXT00IKvpGo2G81kKhYGiV32weLfbpBV5vNBpaWVlRNpvV+vq6jh07pq6uLs3Pz1tqGHTr1q1bWl1dVTwe19jYmLq6uvT222/fVlTnU5n+ujkP/zeGJZ1Oa3BwULVaTTMzMxoaGmq5N/39/UYlmZiYULPZ1MjIiBYWFozqgbOJUkDx+eAC1Mg7paSPGB6CMvUIcZDbRboYIYKjGHzOkixQ8JSJdveFPSDtObqeeuEjWq8AQJoICkgV+8+Bnny87m15+eHver1uKBIGxKOvBKOSbguoQCnr9bplYHCGvcKX9pR5sMAlHA5raGjIOMZXr17VxsaGJiYmzAFgz46PjyuZTKpcLmthYUGbm5s6ceLEbboBoxq8bs7D/00Al8vltLq6qr6+Ph05ckQrKyst96ZarRqCdOvWLYVCIS0tLWlsbEzJZFKZTMacTY/Y+OI2zg3ePPeVAhiGh/T399+GEPvr4fhk2JBfkCx/LyS1FGH5exC8Lx65Qz976oU3yD4jACpGUAAC7z/3sbze+/JOIfeaAkf2ri/i8gEoaKPnmCOvqVRKq6urFkRxPK/L+d6gXmePdXd3a2JiwmRhamrKgkvQYehBdJLwel7aK1gL2vFg4BDcp/47urq69Pjjj+vy5ct69tlnjQNNX/WdnR3rXNNoNPTwww/bHAWftQnqLIICEFdJqlQqLfMXBgYGrDUt5ybtUYmC14Fz6qlRBBBeJ+M7+df2A+fQdWQLOK7P3Aa5z+hLOnGBfO/s7LSMq77b+tgxbrM8YZ2otKenx9KdvhdmpVKxHpi8hhGFc0rLMPoJNxoNjY6OmlAFlUSQd8zDBA1ZX1/Xt7/9bUl7aYK+vj5DjflOBAiEhmgRgxZETPeL9jmvmzdvqlwua3p6WhsbG3rjjTc0PT2tn/u5n1NPT49mZma0uLioyclJE7DNzU3Nzc3p8uXL1kIGZACjCNWBVCv3oFwu2zjlXC6ncHi3U0cmk2np1Qjnql1UKck6DZDCDYfDLZO3uEaUWztOWPC4vhck95Hj8cxAMrhmz39qNBoqFostDofvvPHxureFkkSRgtbg1Pqe09Fo1BAUXiNYhXZEyzD6CYfDYS0uLiqZTLa09UNug7xj9IBPR/7Yj/2YpD3jUKvVFIvFNDs7q+3tbfX396unp0fj4+OWCcEhQB8Flfp+GTDOa2pqyiZ1dXd368knn9Ts7KxefPFFbWxs6MiRIxodHdXNmzfNie3q6tLk5KQeeeQRG58NCoRuguoApYl7EI/HbeQ5fM9KpaJsNntb6tMb7+D10NGHTFGj0WiZcMk1oj+DKFAwZdpsNi3NTVqZZ+GfGegZ1wx9AgdsYGCgJbD3nTc+XgdfgBkACr4GwwMToLrIEgEM+4YgDN2ezWY1MTGhxcVFDQ0NGdjhAyafKeK5+3Q/9uTQoUMtY+Fxjuk8Mzg4aDbH2wiPdnraU3D5IJr9m0wm7V5Iu/SJfD6v8+fPKxKJWM2QtMuPT6VS5pNQVEYPcJbPbKH/+Lzvye6HYNXrdeVyOaVSKctWUShJ1xaPfIM8ozv9MC+vo4KcYs7NF/sFHW8f9HpQC10UBPc8OoyOYR+gt+62PpboNsujqcG/26EbKPxQKGTpRQwtkdnGxoY9IAwlDlMQ5QhyXjFKcOf4bkkmmF1dXca5rVarVoDEpmlXER7kQwejLxaKJxwOm7GicGlpacmMTSi02+8YB7hSqVhUvbi42BLdY+R9SklSS4EFBmhwcNAUJKgNUaRPo0gypCn4PKFaSHsoU7DoMXjPOd8gsiTtNSHnO1HePDuUjE/V82/Pj+KagzzWj9e9rWCK0iM17bIIBFbNZtNoPAS0oE3d3d3mDHZ1dVlwGUSgJLXsY358OpLvlmRGfXNz01o20hbS77V2nVeCfGhPF/ALCkWjsTtxkyKyeDyu4eFhu85mc7ff8cDAgCKRiKLRqHp7e5VMJjU6Omo6zwfTXj9JMkMpyagWoHYErhhWjgM3UZJldILPE6qFtJfNCcph8J5zvsEMjtQ6ytZPQuTZQevwlDjfCYE9wzUH60U+XgdfXucHgSGfOcTWeHnFmfKZGmwBQFWw8NI7wV6mfMaWwm4CPJxJ75RXKhVzXqU9Lm44HL4tE+mvxdt5lv83ugeQCx5wOp1WT0+PqtWqRkZGrD3bkSNHLLjkPJEr9I23i0E0e2Njo2XSpwdxqGOA3sH9JpDxy9s7Mjuci/9+ltefPvsU7IIhqeU7vc7xdR/oMY8Ee2c8mBUM3ov91kfCMb4T0vluj8cNxznDcDHDXJL1OQaBxMj6iA4BbzQaymQy1nS8WCwaeukLCjDa9A6WWuebww32RSoo+Vgspnw+b9eNIyvtTRBql7Zod5+8EcewMkno+vXrhqD19PTo+PHjKhaLVjAAr4rJdKR3/Lk2Gg0rgPGFOL7Z/ubmphnttbU1ra6uKhwOW4saUBtfqeqRQRYR8PDwsPUO9ilqH+D4ZyGpZRBJcKFQ+JvnjIAizDhaKAoE3nPZQY3fx0KeB2rdCel8t8cjEAWFZxRyNBo1WaLPMQgkwSxyQSYAo5bNZo1XTBoTR8lTCMgq+WIv0BcMtS8GJZhaW1szVIbPgeIgP+04ce3ukw+Wa7WaDTkIhUI6fPiwZarW19d15coVDQwMWAEsPdrRE4zJ9ueK/vH3iXvaaDQspUxwHIvFbHpWtVptyY746Z4+A8eCf7q8vGy9g4PIH7rSPwtJLYNIggvUiL95zji86AUADRx4DLrnsqN/4Fx/FNad9tVB3nun5Z+dH9Pb39+vQqFghWeezuLtDql5ZAmON89ge3tbsVhMhUJBfX19LTod++mvhWcaDofNRrGP2J/0FO7r69PKyooNhEHOOzo6rEUc8uozPOwdf93SXqtDbAV2i2tMJBK2P5lER51SR0eHdY1Ah0QiEevvSy0Uctds7nHmm82mZUvporO6umpUip6eHs3NzalYLGpyctIy5jjS6EwPREiyDhDSrv6BluGDU4AtnkMQlGsHyBHc4xPhFKOHQdGD3cC459hT7HRw/sF+60PvGN+LU3xQRxlF29nZqWq1qlKpZJEbaQqiMxxVjxBRqCHtFXsFxxeTdgimcoKRrUdpOL6fmtfb22ubBocU587fm2BHjCAa6rk//rt9X0gKV6BIQE9YWVkxJ4B+o1wPU7wwYig4olWcYCaA+XsLwuSdFgQ5yBfknBAKn6rhuPCTEXavsFjB1M9+yDL3GYeMZ4dC9c46RjaIanKv4RoHR5h+VNe9GNqDGl/2PI394/G49fxmJDhICY6qz8RQdCLtFXuxb/lNCt4bBo9M8zw9Esnx/dQ8P7AAh5R97O9NsCNGEA0FzfYIDI6fH9XMeaM7tra2bKQuzjCOBKgb+op961tE4QSDKPl7i0x7cKBcLiuVSt3Gy+ec0GUeQeS48JMp/G2H+ninWGpF1YPoHe/1jhKy6p1136oqmD0kmGo2mxZ4fNTX/bjGIFiBnuzv71csFjNHVNp1rgi4AE7Qwz5TJ6llnDHBa3d3t4EPyI9Hbb3cgkhTMOqfNcFRs9nU2NhYyzF8VoLz9dfKvvH63sunRzixAdglzp/PDg8P2/7nmiiMA7TzqDMAUj6fb6HyBcGcRCKhXC5n+m5ra0uDg4Nmj30gL7XSHPy1cQ89rcp3dWF5eeS3z6p6G+uLLiUZjaSjo6MlGK1UKjbZ19tZ7hVZegKgYA1Yu/Whd4yl+9/RApQPwSwWixoeHlZ/f7+Wl5fNMHjl6o2SL6yRdrtZoHgxDj6tGEwdeCSD1yORiKE1GAkefigUUrFYvC3F6g2qj+4wql5pBFEpnD02kL9eolGuNYiiY+gQxHg8boVycBbX19dbho4QAXI/cACi0ahmZmZUr9eVSqWUzWZbrkmSoesIBMfk2ZAiy+VyqlarNuUHp8JHr15xSnuOt08h8f3wR/0i6AGVguPEd/jni2ONAUYZ0pHgo7zutzOBAmf/JZNJG008PDxsAZgPYnzw5wtYpd1uFhhuDJin77BPfEEev3l9e3vbsiIEYyj8ZrOpgYGB21ATH7j6fUnwit5ol/1BPtmr/nppe8YSmkGEAAAgAElEQVS1BlF0ZB36Q7lctkI5qFH0UJX2OLv+fuB4VioVHTlyRL29vcrn8xoaGmq5JmlvcBLyxzF5NhQ3pdNp9ff3a21tzQKWIFrl0XZpz/H2xs87QX4SGv9HQZK0VwXPd/jni2ONAWaIwMfr3pZ3tHB+QYxBfz0ggZ7kOXR1dalUKhnvHFoSBaXB/cH+9o5X8HewwFZqTzf0TjXLO3Z+vxBs+eBZ2kvrB22Wpz54xx454R6w8DGWlpaM2w8lCF3Bvud7PM2zXC4rGo2qVCopHA5bVxqGbBEw++XvDXYX3cD7aY+GDuGa2tla0Ojg/eQ31++/19/TdjQs71cFC60BGO+03tPku4/q8pWPODo8fNA/jJi05+TCM/KtYPg3x0Jg2CDeWfJGIigwkixtyDkGC0e8IvFGSNpL9fvzg7fnf3AEPX3AbzA2HAYYegQ/XDMoVDQaNeeQNDf3IWh8gqg5UWgulzMkMJ/PG5rsr9FH5B7RQ3B4bsEWde0+4/8fheKR/aCgt3teXjm3S4V7Q83z8QjEx+velkcBMJyNxm7RKegfe1zac3IbjYYpcZxC/s2x/P7wzqt3sHlv0OCSyuUcgwWaHtkMGlu+158fMuZ/0FeePsBvb1hxDpB9frhmsj30FfV1DdyHYJDndRfB3vb2tvUzrlarZrAJAIP3y8s/P1wzqLiXoXaf8f9PwBnUA/6+t3teQb0cXD4g5vl4TvjH6+DLAzIEp36SqHeeeGae6sYz9uinRwvb6ex2utrbSGTN2zh0ij+fYEDmj4uD7e2hv15/jGB20n8P78MWY/tBQL3NJWglY8a5eH3Qbv8DcjE4i/NmwqS/9+1kxd8H9CXP0+tifx5ebv11tnut3XUE/597FFxeP0mtWaWDyOtHAjG+34ubTTSEQWKMoq9oD0aQPGDSgBgVDLef0kLLNx4yhrmdgaVgr9FoGEeIyI/38NlgShYhp69o8Du5jqBziKFD+YMaY2y5Bt4nyfhP29vbKhaLZogpWIAbvLGxYZ/xhh1UqKOjwyYJgiZ3dnZaSjZYYOedZJQIQgoCwbPi+XlUIuiUe0Hm3nmnhefKMbwi8AtHwi+ElGvGEO/nRH+87r78XvUIYL1eV7Vabekc41OAXvlDtyF4Y1+CSCC/Pu2PA94ukKWDDGlNT+HxSprv8vuL/cj+D34n1xF0Dr3u8ig5+59r8AaFQtlIJGKV5JubmyoUCkb56OnpMdSZe+EzSNyXUqlkeoYMWj6fvy3VzDX6oJtzDofD1tGHZ8Xz84hZ0Cn3Bp9752XPp9dxTPzzYvmuAixf7OVldT8n+uN194W8UcfCM8EO+uxq8Plii5Dtzs7dse/o4mC21TtswSCU37QaxQ5hZ/xocs6nXbEYMuad02DaPijjXgf5veT1Au/1Q6I4r76+Pgtq/UwAqFTVavW2LBco9s7OjorFoo4ePWogAjIONSHolHp94znSoVDIaEWVSsX6+7cLSLz+lfYyW/74oVDIuv/4TEHQWWcfBe0mdSNBIBG/6a57867v+F9wcUP9jWcj8lD5jZELoko8GNIawQKToGH2qI7fxHzGV26zoeDOtNt47apH/Wcx+sGiEwyHdxC90+sdBY9geyXjAwOQYzYuqR4i/GBE6R1vhNTTMqBhtEOQgvfTG1C6DvjUjle2fnkB9PfRByue7+jvXzs0wQuxJLsuzw/FGQg+t4/XwZZP60l7xgveuZdbnJxg9obCWTqKBAs5gwGwR5a8ouczvkOKN0o4aLzOsYLIh0eTpT1nNFjcibx5o+ENgg/IPYLt97MPDECOQaqodCcj5vUd3+G5x1yLb7/lB25wf9rdTx+o0t0HGpa/X8HljWU7RwTE0f+fp4D4++H1CAud5eswCLrvxlf8eN2+gnbO60Hv2KKDgwilByv4DEWrvKcdWsz/tVtBQAkHHHm9G7Lp7S82guvw14q+8HuPY3m7Q4bF23Ovr+jagryxD339jj83lm+bCBDQ2dlp4+CDdQL+GDwHfz7oCZ/Fok96O10TDEp8Vjbop/jP+n1yp+coyQbvBOU4eF37rQfWMb7TRb+fn5Va+T9s0KtXr2p6elq9vb1W/NUucuH9GGairlqtZikLikmYfR4Oh20ENA/S9xTkxzc0p3DHV23i+HV0dFg3CpxXeqSOjIyoo2N3mp6PfNncONrxeFzLy8taXV21DcvvUChkGw+Hkw0Nx4iCIxCzra0tKw5sNBotU8JwaCDVI6wgANxT0AQ/xa6zs9Om0FEJS9sZFCcTzYiKvaNBOplnxHX6gMEbbGkvVe+NNcLmx0d75QdiRsTqI3y/1/jeD+Nq57B8EJ+VWntdkg04duyYZmdnW/oZBxUzzhLGAuQT1KRardrUNuhABGaMgEYHEASD0OBI+r3nJ07ynYxDx7DjvFarVa2vr9voV/p3e5qHR7jL5bKGh4c1ODhoQRq/m82mTVbE4WTPUixLcR6Zqc7OTisODIfDLdM40VU7OzuG7jIVFEPNvfUt6yjwYQodlea0PwMRozofXeedcFLIPCOu0wcM7Qy7R5A5tqSW8dE+xQ9iCKpJVw2/Z32g8lFd+4EH78XOYnfg4EvSww8/rJmZGY2Pj7f0H/YBn0eAoepgA5Ehz7Pt7Ow02+D1tQ/K/HWyb0Cppb0iO/Z8sVg0G9nR0aFisWi6Y319XbVaTfF43OwRcoMdGR4eVqFQUKVS0cjIiBWoetoloAmoqa8D4LwrlYrW1tYsOIvH47ZnI5HdCbUU9eHs+ux3KLQ33Me3SfXZVvRXsVhUIpGwlpU47e0yKSDW6B1kFvDB1wNhJ4OocSi0R2tBTrGNnofNfeX5cwzv4Et7gclBgacHWqLfq7F8L5/3DgqpnUKhoEwmY63JKGRBUeP0+JR4KBRqGeDARkNwETrQFRxgr8D9RkXYfQU1Gxsj5LnACG9PT4/1JaWYJp1O2+haH5Xyear7r127Zspke3t3Kg7X5/leCCP9lKPRqNLptJrNplW6Y2iDRTT+WeFEYohQol4IvdBizHAoPJfRO7Q47d7A83wikd0WV9xnL+xBXqV3rFHcOMR+Gh+fx5HgWvke7rlHGd7rnv9Rr/calL6Xz3sHhQxDMplUNpu11mTwGJFFnB6fxmw2my0DHFDqBKvsP5S538983tMCMAy+U8nOzo4ZCc+BbjabKpfL5nAuLi5KkhXq5XI5G3ftjQaOBF10HnroIdtvkUhExWLxNhoEMsO0LVrZ5XI5hUIh6yhDQBssVg2iUPCC6/V6S1sqDCABspd5AndfM+AdWpx2H0jzfEjBc5+9oQ3WL3gnB72DQ+yn8fF5r9dwwH2W0GcM3uue/3jtLuwVXUwI/IIZQGTQO1fsJWwjdD7fC/tOKwh+8GyD9B9pbxoiewHK1Pz8vLa3tzU1NaXOzk7Nz8+brfE249y5c5qcnFRXV5euXr2qdDptI+r5bmTC6wwWNgkb7SkD/rt8NsbvUbKuDAHjeEEd6DMw3uZSc+WDFvwfjuPlhGMiW1yDBxR5/nezf94p5r18p5dt/CCvg7n2DzVivN86qBK63w5Go9FQLpfT9PS0jh8/rhs3brREICjhaDRqCBDo0/b2toaHh7WxsaHBwUHNzc0pkUi0fUgcR2rtsxmJRCxaw+hTqY1Qh8Nh6xAxMDCg3t5e1Wo1DQ0N6ctf/rLi8biNkpydnVW5XLZoEv7v9va2MpmMJicnNTQ0pJmZGf3e7/2ejZVdX19XLpdTb29vS0ENm5D2bVQNZ7NZxWKxlueCs++VGwsH4sSJEzp8+LAmJiZULBaNlwznkQ4dCDVor5/t7lNXyWTSuJBwl3mu0h5vE+SL5+BTft7ZBq3g+zDgLO84+JGxOFRekCUZ2uEn6X1U1kFl8X47GOFwWOl0WrOzs7py5YoOHTpke4/zQmbItJDliUQiWl5eVnd3t/L5vKamplQqlczBC14fr+GIgTpRFENwTUcUjAc6A75fvV63nqm/9mu/prW1NZuEd+jQITOgOG4U0mWzWc3NzWl5eVlHjx7Vz//8z9v49p6eHqXTadXr9ZbCVYJ42rdtbm4qkUgok8m0dEZBlryz6J8pzshbb72l69eva35+3vQPQSdDPrhHkUjE0F7uhzfgjUZDhULB0ry00uK5Snty5VtqebQ4mP6lgJfvC1bc+wDdV60DXHhjL8kyc3ercP8wrYMiwe9HMBAKhZRMJjUzM2NOny+WRtdvbW1ZWzDvQObzeaMCsScrlYpdV7uUvKdTbWxsWLtVb1PZV9iKTCajcDislZUVSbsZhytXrujChQsaHR21iXiTk5MtWV9k7tChQ7p27ZqWlpb0ne98R+Pj43r++efNyQVI47v9uQC+oK8I8ILINza5nSNJYLm8vKydnR398Ic/1JEjR8y/wG/x/dSRXbo6eRvbbDYtU8ucBmTMZ+YApei3jC72KK6XV0/3kNQSJHg/yWfmuUd0FfMgBdd+kPWhcox/1JF5R0eHtTAJ8hd5UF1dXdZUm3MOh8PKZDLK5/OanJw0Dk5fX59FWUEejE8fcQycMJBRT47nHECeaXR+9uxZvfDCC5qcnNS3vvUt/fqv/7rW1tasUTfTvXzqgu4bv/zLv6xPfvKTmpmZ0be//W3Nzs6aUwe3ybd8Q0h8UR3jd4PUk+BG5fqZAkYKs7u726J+BBZudVBB+sgXYeV1FCVDCHp7e60xOsLk77lH/Pk76AxIe6l40EcUhr8mfxyvhH36iWsg9fdRWT9qBJw9SMrV1wmwD2kr5BHfRqOhbDarVCqlubk5SwNSvU1AyAoaCo6BgSD4REn7/QDyvLa2pmQyqXPnzukP/uAPND8/r0996lP61V/9VcVisZZm/WQxcBzovvEbv/Eb+uu//msdOXJEzz77rKanp01PwRP2Ld/Y7wQL6Dgm1fmAMIi+cv1+gh+BJelajBbc6s7OThv77tFdj9DxOkEyHQvq9bpisVhLIa2/516n8Hcw6Jb2KG+gXB69CjpPfAe6knPzCHWwEPjDvO5FXt8Pe4xD7OkLHqDATnGunC/AFY4tzymog1n7XSf63Gch26XuyWI0m0396Z/+qS5duqSnn35aTzzxhDmxPT09Rp3kXDj24cOHNTU1pVwupwsXLujUqVPWqo5+/X5febkjO0WALLVmy7hW/xl/7Qw9YmIlMsgP/gW2EqqU11XYK2TA3xfuPzxjMmIeBLqTrHLugAneeQ7q3Xb6KRwOW7AaRM8BsNplAvz60DnGB4HBvQN2vxaG4wc/+IGNVOUmB+eIr62tmQOHMX7ooYd07tw5dXV1GXqMY1cul+17SFd43i5IDXwheEG+ShXD29HRYehoMpnU7/3e7+n111/XZz/7WRMojNX29rZKpZKk1ob2GIt/9s/+mUKhkH7/939fX/7yl/Xkk0+qUCgYp4nPsnnZpPQqZiy1L+Zj+epQr+Bw/nFaSWHi9IPCra6uSpISiYTy+bz1sEUgvJMKb5n0OS1qiII5z+7ubksTsY88sse58n/xeFy1Wq0FAfTBDP/u7u5uSXUFJ5rxfhCyj9Lyiu9u7zsoWnXQhTJ9+OGHDR0BJSRY6+zsVK1WUywWMwcOufrhD3+oxx57TJubm1paWtL09LQ5dvF43L4HioDn7SKLDILA2Psqd99+imdfKBT08z//83r66af1F3/xF0ZfICiMRCJKJBKSWgfHsN9/8zd/U81mU1/4whf0la98Ra+//roGBwetsJPPYlTZe9CrGEvti/lY0E6k1oIegjyc1lqtZsYTZ5nR7pJUKpWUSqUM1QH59U4qxhgqS3d3t6rVqgWNnCconzeAHmHjXPm/crmsvr6+lkybD2b4t++aI90+OZT3o2s/Kute5PV+L5zSdDpte8oXjnJu7EFkB8fpypUr6u3tVX9/vxYXF5VOp1UoFDQwMNDyPUEH2Tt5gEPsD5+F4HsJjkOhkL71rW9peXlZv/Irv2IBMNz5zc1N485Le4Vf1OdEIhH97b/9t/ULv/AL+lf/6l/pwoUL+g//4T8Yl7dUKimTybScK7YQn8EPBgnaU6gkQefTA1q+n7+vh2CAD/IMlcmDTRyLDBugnS/KR15xwukP7xe+EgtfArtKViwYvHo7GyxyDhYJc0/8lN07rQeqzwwX4rmZQS7bfp/zPwd9353e3+7/QqHdxvMU3yWTSfX29rb0BJZkbVRwQEdGRnT06FGbykMrqXbcII7DZiNixqElQvPf55UU6Gh3d7c+//nPa25uTv/u3/074x7CiarX65ZyknY5jN6BQzjW19f1a7/2a7py5Yo+85nPtEwH8kLHd3Z1dalYLKpcLreMj0WB+bSYj+iDyEClUlG5XFYul7P/I9L04y05TiQSsfPBgaaa3ju8nq9MASPn1d3dbQqA9lTcW5Q0z6VUKpnBxsH2iAAL1LBer9uENRQo5wE9hrTzh2mhSD0306ek7/Q5/3PQ993p/e3+D2VM8V2hULBn4XuWMn4cB3RpaUnXrl1TsVi0gjGQ12Dqzxf/+LZjOLQYXt/X1OsWFPvGxoa+/vWva2pqSv/8n/9z9ff3W2U36UzORZKKxWKLA4dM9vT06Mtf/rKOHz+ub37zm0YdQqa9MdnY2NDm5qYGBgYUj8dbxrR75E3a26vcY8+jBumLx+NKp9O3IX7d3d0tASGOhh/9C9rMD/LM9cKNpLgW2YLHCd3KI1P8bG9vK5FIWGCMbiLD5Y0lugDdzjXgGHFf0I8fFuqTl1X/4wP/dvbwoPK333vbvT/4fz77AM2lVCpZ4SnZEvbV2tqaSqWSBVbnzp1TNpu159bT02N7wQdG29vbZo/IvBDEVSoVC+q8rPBZn+Znz/+n//Sf9Au/8Asql8vmpDIJln1MvcLq6mpLRhPnemdnR1/5yleMvhiNRu07PL1hfX3dzr2rq0vxeNz0AUWhXlbxJ3Ccvf2RdmWc2gWKZiVZJ5pyudwCDPmWsdzXWq1mOpWMCkXlFApTMA8NhOdYrVZbepWjj+r1ug3lCod326tSHBi0LehWQA6PMPu6BZ6Fv0d3Wg+MFQ6mMX0q4E5I0r0iw8H3tjtuuzSEV56hUEhzc3MtaDFoC0hHOp1WNptVs9nUZz/7Wa2vr2tyclJXr141IRkfH79Nsfq0nkc/QZabzb1CL2+E+RsO49/7e39Pv/7rv24FNMlk0pSNT+l3dHTYlBuiPigeCOLly5f1Uz/1U8Yt/upXv9rCFwTlpKgsFotZT0TS1L71DAgRhWpcQ19fnyFnjz76qI2KBnFG8HK5nJ0jQs9z8BP6CCCWl5e1tbWl0dFR9fX1KZ/Pt1Tn+wibbhi+SAuh9kLJ8X0g0S5VhxIgRcV3eWSRbEMwUHrQl4/cPf3H/97vc/eCDAffu5+h9d/J3vbB4+TkZAtaTFYD3m02m9XQ0JBCoZBeeukl9fT0aG5uTseOHVOj0dDg4KBu3bp1WwDjn71HP0GWQ6G9Qi8f7PI3tQK//du/rV/91V+1QtVCoaBaraZEItGS0scw+lHXoFj0HD516pT+7M/+TKlUSvV6XV/60pdaePkYCTIyVLfjkDI6HWMEys0UT66hVqsZanrhwgVDmjDMIH/pdNrOsdnczUrxHPyEPpyA4eFhdXZ2anFxUbVaTalUqqULDvcCZxquL0YW2ogHVji+DyT8XvL6Hrn0FDCfwcMQBwOlB3lxfQdBhPf77Lt53356oF0W0SODo6OjkmRjzZEjsqWFQkGxWEwDAwOam5vTF7/4RdtToJ3oaK9XPS2A96PbBwYGLNj1yKe0N1mS7k8vvPCCnnrqKePxU4MQjUYtQ0SGd3NzU/F43OTOT0aleO+f/tN/qn/8j/+xvvKVr1hQzP7zYBgBord9QQ48uoYaB+8MZjIZbW9v6+rVqzaKm0mTgGOJREKFQsEQYmQCZ5tsDxlZn4njHOkQgrxEIrt90rGBZNQ9yIYe93rHA6QedGi3hzhHn+2V9nqYHzSIfWAcY6nVIX0/UjXvZfGw/MOT9ja4j1SvX79uClqSDh06pD/90z81ZHBxcbGlkATD6tuLsAl4DxsoGNljoHHiIMb/y3/5L/XVr37VNiznfPr0aUUiEb399tuq1+uWvkI4+vv7dfToUZVKJRWLRUOlJOm//bf/pl/8xV/USy+9pPn5eeMDeoPS7r4hLDgX8K9wFojsiTS3trbMOSWNLckcAu4TjvLm5qY1eqfh+eDgoDo6OlQul1UsFiXJiuVQiJ5zSGTqUSwUAE4tz0Jq74gFqRQ42z4V59N23qHyzvKHaR0keP1RraCiDQacoBPr6+saGxtr6RU+Ozurn/mZn7FinrGxsZaCTY/6eJqND5RwnIKZHd92aGtrS2trawqHw/o3/+bf6Etf+pJRtDjnixcvamdnRydOnLA2RDieTKqbmZlRPB5XMpm07I8k/eIv/qJ+93d/Vz/xEz+hiYkJM3RBpC543+jpHA6Htbq6qkZjbwAAwTCpSUlGSSEbNjIyIkkWeHOffHqUYUlM2lpdXdXOzo7i8bilvymWIy3tuf2NRsPuh0eXoZigG73ODAIeQSoFephA2DsmOBzBgPDDsvwzf9BkVbq9Ry3/Rl69zqatIABFtVrV0tKSotFoS+GVR6W9nPrMBUEe6X7vWPFv/mYPDw4OamhoSP/wH/5DhcO73WJwvm7cuKFIJKKpqSnbH37/4ygPDAzYGOvNzU1NTk5qc3NTr7/+up5//vmW4NvvOQ8c8nrwekFnsbfsaehHOKq9vb2GULP3GQrCd/igGFR+fX1da2trSqfTLbQlaIvYau/QSnvF7Tw7vyfb2dSgfQ0yCLwT7e2v90uCxzrIemCk+kEUVL/2c/5Qxj5FTpqSFMDGxobK5bI1Cyct4AXWb3RvXNksKObgYqOQTmBT1ut1/fEf/7FyuZyhM+FwWPl8XqHQbismUiZUw3Z3dyudTpuS8SjV+vq6XnnlFTNEtL466H2jhy/3yyMxpJuDvUK7uro0ODjYQndAYfn7h4OB4kylUkomk1paWjIlwPcgsHT24N7juPvCKu6lFziWL1YA6YA6E6RdeIH2Ci64HrRg8G7rQT/f/Zw/gh6fIsdZ6+3tNcpCLBazwi+MpkfdvNPtg1ieMwFQcCHXpPtApnp7e/U3/+bfVDqdNiSo0WhY6yp6Kft+wRsbG8rn8+rv79fo6GhLNqinp0fPPfecBXwUyB30vlEAy/3y7dpAizB09Aff3NzU6upqC90Bo+bvF4E8zi5db0ZGRgzB53twrkmzeycFnes7baArgsYQjjQ/pG+D1ALfcso/83b7/UG3W/utB1F2PTgQdGb9c/cBLllNOOcAJT4wkm4v7MLZ9d/tean+HPib/QH48tM//dN2LIrY6/W6BYU4Z9C2QLzr9bpGR0dbuk9gmxOJhAFBZJwPsjxS7ClQPjDnHhSLRRUKBTWbu5z7mzdvmm4J3nd0G8cn6C6VSoYU+/sctLVBeQWEot4C36Xd8rojSPvhh+MEAct2K2jD77QeGMc4GB08qAonGM14kjlpfAxaZ2enpqen9frrrxvHLplMGk+IY/iuFL5YzfNkKLILGnscMByzrq4uDQ0N6Tvf+Y4N2chms4a0StLLL7+s4eFhJRIJa6XWbDatqHBxcVFjY2O2geljurCwoIWFBeu7iAMbjFS9MCMcRHUMNSGiRZBBrjGUtVpNR44c0dTUlB599FFDs0HbUFSNRsP6KicSCU1PTyscDuvatWvGR6TtTLPZtH/39/ebsUUZcg9xdElX81kvkL4Ps//xwUQoFDJHy1fwBu+Xd9A/TMsrmgcxy8Py5+idWDikjcbepMqtrS3duHFDTz31lO1VX3DKMXx1tC9WIxjySEswqEbJe17dysqKnnnmGRuykclkzMCHQiF95jOf0dLSkkqlkhXehEIhKyocHR3VwsKCoULw88bGxjQ2NqZcLqdyuWxZmXZ7lkXAgKHFAeno6LAKe/QU+oFWaDMzM7p586YuXLigWq1m4+v5TpxW+iqXSiVrffnQQw8Z758BRcgQxyKoRXa4hzi60ML4LIaZZ+tlL6iz+AHQQFb9cw8e80Hd8+1WUA4exBV04jx9BQRSkrUDLBaLWlxc1NmzZzU8PGwdUrzj63nwBFLYI/9s/fL3yjtojcZut5pCoWCvky32x3vooYe0vLxsNo9MTbFY1NjYmLLZrLWDBLwZGhrS2NiYpqendevWLaN17fe8/H704A2oMAM//N6nmG5ra0uJRELnzp3TpUuXrBMUwSf3DwSY65+dndXKyoomJyc1Pj5+Wx2UtDfqG+TeO8Z8x/b2tmWLAAqDP/4aPTAW/PG9orkfnH/wvQeV1wfGMZZub93FejeCfLcbfbfXgsdBuDxvEaHh3DEYbMze3l6l02nNzMyou7vbuh9kMpmWynR/7RgirxBwGtspdb6X8yIKnZ+f19GjR43rEwrtURUymYyazabNQ6/VaoYeV6tVoxAsLy8bWtbf36/h4WHNzs4aogM/SpLRRHBC/fAN73BSBQtSx2d9tBuLxXT9+nVVKhUVi0VrXQM/GQoH5H6uEaQtm81aoOJRX/hKCCvPy3M/oWN4LiLnD3+T78ep4fmAbHF9XnH6glJ+QBT6+vrsuB8mQyu11gb4da+pK/8Z/9Pu9f1eCx7HowpeTr38eoSFbE4+n9fhw4ete0lHR4ey2WxLBxh/7Rg/zxvHaWynh/hezgu+4OTkpK5du6adnR2jUyDP2WxW4fBekUxfX5+hxwR5dLyBKlStVrW8vKzp6WkzvuxZSYau4YT64Rve4aTNGgEBn+W9Ozu7reYOHz6saDRqKWKoJHSMIYCAU1yr1ZTNZhWJRJTJZCxQ8agvBUN+CpZH+nHMKZoCqOD8QRT5fnQWzweHC52AMYUb6dEqj5wxHMEPWvqwrKDM8O9g+vkgxzjIj0dp7ySvzeZe9tUDCDhG/D9dHzY2Nmy6aiKR0PXr162P7traWkubULZa9MgAACAASURBVBw3gmCynd5h8oMr+D8cRQ9qNBp7PZavXLliVB8cSI5fqVTs/ThrFL+DnmI/KeYmW0XB7Nramk3a3N7eNhoGf0tqyU5jJ5FV9BLfvb6+rqmpKfsOeolTtEuXJSbg+mvPZrPq6Oiw6bk8G+zh9va2crmctra2VKvVjG6FQ47uwebSMg49vb6+rmq1aj5CEPnHtkqy+8E5wocmG+T18fr6utVtcH/uth4YjnEQCb3b63da+xnr/YR+v2P7796P/4nAefL52tqahoaGVCwW1dPTo9nZWYVCIc3Ozlo0hTOLo0dlabO5m9KJRqPWkYFhGqBACLFP5/J3LpdTOp3W97//fU1PTxvZvVqtqlqtamFhQalUSgsLC2ZMoVNgSBlbi2OdzWb1Uz/1UwqHw/rzP/9z27woMK9YEHjuDcU0CAEFEziZkgxVopF/tVrV8PCwFhYWlMvlNDExYUVBFBhSBcx39vb2amVlpaVVFAKA4yztUSAIIqiihfNcr9etUhfDzvOHbyzJJgZxnZwfHEjfDoeWXV7p+oEiOAsUbH1YVhAJvdvrd1r7BcX7yeZ+x/bfvZ8CRFZ8u8VYLKaVlRXrHDM9PS1ptz6AIAxnFkevs7OzZUJepVKxjgwUspBtCYVChk6zD/g7k8kom83q9OnTmp2dVbFYVCgUUn9/v/r7+zU2NqZ8Pq+xsTHr6Q2dgoCV8fA41plMRn/2Z3+mnZ0d/eRP/qS1KCMoYz8ShHsOPYU+lUpF9XpdyWTSDDTBNdmbra3dgTn9/f1aXl7W2NiYUqmUbt26ZcW3FBjG43ErpILTPzw8bIGoBxpwnKU9CgTGs6Ojw/q9gtYVi0Vz6D3lCr6xpJZWTVDHvLHlOzgmz4k95QeK4HRQGP1hWfshj9JeS9L3cqx28urv4X7HuBMyKu11WfC0JrKOx44dUyi02w2CIk8/RILPI6ddXV3mtDJ9kn3F+RLceloj+mRsbEyLi4tKJBK6efOmPvOZz2h9fd0oiQTRJ06cMGeeolVQ3OHhYUnS/Py8Ojo69NZbb6lQKOhTn/qUjhw5olu3bqm/v9+CUhBf7yP4RatHWr1WKhXFYjEriAd0we5Qn0NtxWuvvaZPfOITRkup1WqWLSVI7erqskLgYIADb5g2jASUyKGfGsq5+NZ4oVDIxlQDNHkAAh/Ld6hhD/T19Vn7TO8PeSoJ38neudt6oBDjB3ndycijQFHI9DJOp9OWMqxUKkomk6rVai1pdV9hzYOEg4uzxGb2HDgUOj8+9RmNRnXz5k01Gg0988wzLdE3Cr1cLlv7NjYSThkGY25uTvPz8/r0pz+toaEhvfzyy5qbm5O0a1joNuE7Y4C8eCWHMWZzM4KW68B4Ehk3Gg1rr8WUQB98IGBeQNs5Yz61wzWCsvH/nu/EeQf5igddPBuQLP98/Tl5jqPndX3Y0OIHfd3pfrJnkBuGR+RyOaPmRKNRFQoF9fX1taTVfScTUEYMEs4STpTnmhM48eMpRtVq1Yp1vvOd77SkeAmc4vG4EolES7CGU0ZgNjk5qYmJCX3zm9/UysqKPvOZz1g3Dr4Hw0MQ6/UH98yjdrVazRxbroMglSKacDhsbSwnJydVKpUsIOe+Bfn67fY9f/v0rUfWeA0Dy3kH6wIOung2yLp/vv6cfC0B+kT68HKM36+1X4bkva4gsEDQRLazs7NTo6OjllHATrTrR+wzPb7VorSXHcQp8xk+rgX7gSycP39e9Xpd2WzWxrnHYrEWtJW2oRwfusehQ4c0MjKiUqmkhx9+2BxID3rRZUVq5Vr7hVzt7OwYaAUay3mjm+iyBN1iampKP/jBD26jP/gA2usG/9sDGtxXaIiep0xWlqwtx74XWfXH8tQKv0dY3q/xVA6Ocbf1sWN8wHWnqBfnCicqHA5reHhY8Xhcy8vL6u3t1erqqtLptA3/2E/hS7K0QDqdViqVsgIuHC0Mki9gk/YQ2kgkoh/84Af64z/+Yx06dEgvvPCCpVtGR0ettRkbCx7RysqKIpGIRkZGdPbsWXOiI5GIvvrVr1qnh6WlJRuywfWAjgfbJOFgcv/ghi0tLVmbJ/ibRIzRaNQ4k5cvX1Y+nzdeVCaTsYJCjK3vrBF8Tj79SypndXXVoloUXaVSMbpEtVo1JNAbwbsthNUjVp4y4c+J50U0D6/6Y0N7/5Y3pMGFrPj06PLyskqlkoaHh633cS6Xs+Ef+wVWkpRMJq2IjNG0PH/2Kq3GvEHxgdnDDz+sn/3Zn9WNGzf04osvWnHa4uLibW2laAs5NDSk7e1tLS4u6ty5c+ZEb29v60tf+pIKhYIhVAzZ4HpAx4PtCHEwuX/FYlG1Wk0jIyNaXV21qnSQtmZztzBwYWFBY2NjOnXqlAYHB9XX16euri5ls1mjOaEnfWeN4HPi+6W9dlaDg4OGNDebu/QkeJGgdaBpPti82/IFPewDT5nw58TzgrPpkcCP1/7rvd4f9gfBnCRzLhkGcvPmTYVCIXuNzEShUGixP5IMZYTr7jN67AOyB5476x39Wq2mkydP6umnn9bNmzf19a9/3epjKLb37f48TbBSqWhtbU3z8/MGkDz77LOamJhQJpPR0tKSYrGYBZqextRsNs2pDma0ySbRsQObjNz5bhHFYlEdHR06fPiwTp48qXA4rEQiYdmwZDJ5G3c46Fj6ANcDSOgWaEbIK7UK0l5GFWf+oCtYJ8D3BRfHRG/7jP/HiHGb5W/q/VBobA5fgUn6AiHz/Qibzaai0ehto4x9RArXp7Oz09qW+YIwkGQ4j1yXtBtBl8tlRaNR3bhxQ2+88YZyuZxOnTqlvr4+a12GYsdB9P0hE4mEFhcX7R7Nzc3p5s2bJqAUEYRCe1Pd4GJ6XpFfnndLESLfF0ybwCkGbbp586YmJiYsyAAF4Lp9VLzfM8eB6enpsev2aDPHCHIQpYP3/fSov38m7aJav2+4hnsx6P8rrfcDffKGttlsmqFEDjFs7A+MGc8MB4pjra+vW6qPtmW+IAy0htoCrkva7SWcSCRUqVR0+PBhPfnkk0qlUrp06ZJqtZq1LvMFtj49ubW1pXK5rLGxMbtHk5OTmpqaauHkQasCUapWq4Ywtbu3HtWmCBGUDUPL/aTjBVmdqakpzc3NaXh42DrzBLndd9LByJK0S1viur0x5hhBrj/Xe9C9gN72z8Sfl3+NfeNRsI+D2fd3+ewMi2JZspRQDfkNx94/Ox+IeR3P3oSO5J1I/7e3NZFIROVyWd3d3frc5z6np556yt4Xj8etl7evP4HjWq/Xjd8bCu1SLMfGxtTf3282OpPJWJcZUGPONVgw6J1Tn5n1Bb4AMNFo1GgkXranpqbMbyBz62WiXXbHv+4zofgr/nmhZ7mn8LnbAUd3WuhfdHBQf3AcAAdseDtg6k7rrhY/FAr951AotBIKhS651wZDodCfh0Khq+/8Tr7zeigUCv0/oVDoh6FQ6GIoFHr8QFervUg8mO4IvscXZrSL5O70c4drPPB7PRLK+3i4/f39KhQKeuyxx8wwrq2tGWkdRCWbzZpQ+BQeUWo6nTZSPBEmze2D6UiPWrHxoEXUajW99tpr+sM//EOdOnVKZ8+eVTQatc4V09PTtrEajYY1Kadva1dXl06ePKnvfve7SiaT9l2pVEqTk5NmqImUQX15TgglESOo2c2bNzUyMmKRekdHhymxdDqtRqOhxcVFcyRef/11feITn9DIyIjW19eVyWRMiIkG4RB7ZwcjiTKBX4ZggvzAsW42dzlcDEnhnDh3H+XC2fSpZam104F3nthnvhm6V2YoZt/65t2uD0pmuUYfBLZ7jy+ADKbh7vaz37qX93oklPeBClarVSWTSZ07d84UeiwWUyaTMQ7ewsKCMpmMBby+QIg9kcvlDPFfW1tTNBq1ITJB2k8wrceejcVi6uvr09NPP63Pf/7zunTpks6fP69KpaLNzU2trKxYvYK0q4soPOru7tbCwoI2Njb01ltv6YknnrCWTI1GQ/l8XnNzcyaTFOqA+vKckOlQKNSSkp2amtLS0pJxb9F3zeZuYWAoFNLo6KgF7E8//bTeeustLS0tqbu7WysrK4rH46pUKmZ0KR5CZ3n0CKefQuCOjg6TKxwh5JOeql6OOXd0arPZtMIiT+GS9joKYXtwLthn6+vrLb2lvWGmFd57WT8qeW23PBWM+4au+iDkNSirBD7UeBQKBd26dUvnz583u1Kv181mdnd3a35+vsVeUsDpgynqURqNhvFpyfTwTNHpnpcuSYODgyqVSlpZWdHVq1e1vLyszs5OXbhwQfPz85Kk5eVl1Wo1LSwsWKcZ/ITBwUEDh+Aqr62taWFhQVevXtVDDz2kCxcuqFKptGR0QqGQoeDUGWDjQqGQ8vm8ZZPhGPtn7Z3zRCLRwq9+9NFHtbCwYMDWrVu3jMrY0dGh69evG6iF/KI/WGS1vGzh9NZqNZMxpuIC/NFL3jvxOzs7VjDnC2g5JteDz4O8UrBIrZJ33n2gcLd1ECjsv0r63wKv/bKkv2g2m8ck/cU7/5akn5Z07J2ffyDptw5w/AOv9xqZtxPGgyJ0d4o4MG5w8CYnJxWJRLSysmLHh4NIyyHGLXpjhNKORqNGfPcdDfr6+uwHKsbAwIApAc7j9OnTOnTokI4cOaJmc5fHdP78eYXDYS0tLalYLCqfz2t+ft7Qong8bhHp+fPnde7cOQ0NDWlxcVHRaFRDQ0Pq6elRf3+/bty4oWQyaZXeGG6QMoQRRcXfTLIbGBhQNpu1kZ4IOAIBwiS18nYHBgaUz+e1vr6uWCymSCSiaDSqRCKhVCplBioSiVgnjd7eXuNVSjKkuKOjQ9Fo1Jx9+tXSogvHnpR4ENUPvYMue74p54+TgRH3ARx7js/zOTjO98Mx1gMks+8VAW8n8wfVA/67g+eBQgUZnpub0/b2trVIkmRcf7o+UNBDMQxBVSQSUaVSsTZhPoCt1Wr2g7wXi0VzmjmP73//+7px44ZmZmYUCoV0/fp1nT17Vo1GQyMjIxoYGFAqldLExIQZLz/i/ezZs3rssceUzWY1OjqqtbU1raysWEX2oUOHrDhnZ2fHAmQyUj7bBYKGMYvFYoZiJRIJu24c2kgkYrKODoKTWywWlU6n1dPTY3UFlUpFpVLJUsWSzCGpVquq1+tWvyDJkGKMJTJD8TBdONClUE6CqD5Olq/r8HxFghyCeb9vMLCkh+GVI+vvcf1XfQDyGgSf9luANdwj9NW7BZ/eLfDEZ0n/l8tlRSIR5XI563fd29tro75LpZIGBgasQIwppt62eI4vQZXvkZ3L5bS8vKxqtWpZonw+3zLcp1wu6+WXX9bIyIieeOIJ9fb2anZ2VocOHTL7HIvF1NnZqaGhISUSCaMeUmAdi8UsAzowMKDr169rampKMzMzLdMoeQ7s646ODnMqKbjDb4Ca6Gl5tFbFnlGIjqxCwfDdMVKplPUnJms2Ozur4eFhhcNhs/VkwyhcpJe0P9cg4s5AEfYVfgyZF09HRM/xN3uD9wJKEezwuZ6eHqXTaWstiT6CqnkQ6sZdHeNms/lNSauBl/93Sb/zzt+/I+nz7vXfbe6u/0/SQCgUGr3rWah9NNtOoDwC8H6hT3d6X7tUeb1e1+TkpFZXV3XmzBnNzc1Zf1EEklZlVL5LMsQkGo0qlUppeHhYPT09WlxctEhqdHRUx48ftzZMlUrFjBqV4RsbG+a8/qN/9I/0wgsvWLX08ePHNTY2puvXr6tUKimdTisajWp4eFjDw8MqFotaW1szw97R0aGhoSGNjo7qhz/8oTY2NozHSCXsyMiIbty4oUQiYfcEg4WDjuCR0hgYGNDi4qIGBgYUj8ethzG/+/v7bRRtoVAwDiWCRnFAKpXS6uqqYrGYZmdntbq6qmQyqd7eXuvxWq1Wtba2ZtdGxwk/icwLGYYQBFGSEomEotGo1tbWWiYBBR1fvydQNKx26D77BYHlfPj3QWkbd1oflMy2M7Tt5M4j7d7gvVtD2+7zd3pfu1R5b2+v5ubmlEwmdfHiRU1OTlofb5wlWpXRYUba7cYgSZVKRfl8XsvLy1pfX9fo6Kiq1ar6+vq0tLSkK1euWLtD9hETGqktqFQqWllZ0W/91m/pxRdfNKP59ttva3FxUYcPH1YikVAul1OlUtHy8rKWl5c1MDCgWCymWCymaDSqnZ0draysaHFxUQ899JC6u7utDRqO3NLSkg4dOqRSqWT3BAOFg06LJvZioVDQ6OioisWiSqWSGRp+0zqqv79fyWTS2jh6znRHR4fy+bxSqZTW1tY0PT2twcFBFQoF1et1JRIJ62rBeF8/Up6A0Wcl0EUeuQ6FQiqVSoaUcY7ItXd8/Z7AoLLaofvsF3QZ58O/D0rb2G99UPLa5nsPbPt+FAtZJftaLpf16KOPml2DtyrtjXmWdqlJtVrNMnC088M+rK+va3x8XCsrKyoWi9ZRpl6va2xsTFNTU5aFgcsOClssFvWbv/mb+sIXvmBZzWw2q4mJCQNYCPJyuZxWVlZapkKCkm5vb2tsbMxoicjZ1NSUJJlNw6GkaK3ZbJp8lMtly9AC7ODsY/MI5kB6KQQk80M2plQqaWRkxIJ5wCuyQGTAcPKZ8ss9CnKxfY2Cd7wJutEfAF4+Q4E8BqmM6KZg0Mr/e7/MFz97u+331Z3Wu7XCw81mc/Gdk1iUNPTO6+OS5tz75t957bYVCoX+QSgUeiMUCr1x0C/9UQtuuxuK4sUx297enUHuNwnKvbu7W7VazQwu0/DY2CDF2WxWa2trRuLHuHR3d+vJJ5/U4OCgFcRghCSZArh48aIZ4/7+fptSw/jYnZ0dJRIJjY2NaWJiwoRuZGTEJs3R3k3aS9kWCgWtrKwYqoLTCbIWiUSUz+c1OjpqfR6J7qBAUCSDcHjlBmINqiPJnPFCoaBisWgKEIMqySgaGLyg8xV0OHkP/C+iWt+PEYoIaC6GA4eYFDl7MvgdvN4uHenRJ6L4+4QU32ndV5nNZrMH+tL3muV5r6udzkBRYgAikYiOHTvWonAJouiVShoyHo+30HEIKDOZjOLxuPUH3dnZUSqV0sbGht544w0VCgUNDAzYsdjX9M0+c+ZMCwUjkUgYbxkkplQqaWFhQfPz85YeXlpasklztHeTZLKVTCY1NDRk2QuMKhksgs3FxUVVq9WWTim9vb3KZrNWjIozSN9WSYZY+0p+9FEymbTMEo4rw0lI+bYzdqDo3uHkPfBCkRkvP1BEQHORfxxikHz2ZPA7eB394JFSn+XxeuJ9XO+7vN5rMPqjWj6AWV1d1eDgoGVjPfpHpybapjHgCj2Nw4S9QlYJzHp7e/XGG2/oG9/4hsrlshqNhgVEZBK7u7uVSCT09a9/XdFoVN3d3aY7cBjh8jLq2Tt9+XxexWKxpUMNnTVAmaESJpNJSa31OTs7OxoaGjJ+M44twTyOLT2RyVL57E4QzECeyLKyr9EZzWbT6hOC3wd45e2dpBbZAamX1CKP6FBk2O89npeXRal9oZ3/nAe9oCn6AtuDrvttjdtJVVtvttls/kdJ/1GSQqHQgTzeH7Vj3O77eYD5fF7hcFjz8/NWSc5DpDoU/ikcYxzlcrms/v5+a0uWTqeVy+XU39+vt99+2wpnXnjhBV26dEnPPvusrl27ZtFXR0eHpT2/9rWvKZFI6HOf+5wZ/mvXrqmzs9NoCPCWNjY29Oijj2p7e1vxeNzSRt7QbWxsqLu7W1NTU+ZMci0YTYrlQJoYN03kCu8LHhgT6XwPUM4fB7vRaJghk2SDDeBHVSoV9fX12eCChYUF6y0bJNzTr5jnhwEnFQvHiR6HxWJRg4OD6u/vN55X0OEmfUUhpEe0gmlAomafUiIg6uvrM2SACUAf8HpXMvvkk08eSBh/1Ia23fejsOGzT0xMWHaGvUPHBvinQ0NDRjOgb2a1WrW2ZPQPr1arOnHihMLh3abzf/AHf6BTp07p29/+to4ePWroys7OjtGLvvjFL6pUKukb3/iG+vr6VCqVdPToUW1t7Y43p+c36Mz58+cViURUKpUUj8fNAfcDOTY2NjQ3N2fOJNdCcMoADgwUI2HpD7yxsaGJiQnlcjlVq1Wb4AiqLcnOHwcbJxm9h4NCmru/v98a/4OYQUvhM8go6VmeH8baj+ju6ekxmRkYGNDq6qqq1aohfEGHG9oLhZDeiPr38b3oI/4NTYxpXTgTH7Bdel/l9X5krN7tCsqqd64ikYgGBwfVbDZtCJXvUgEABLfcTzYFdELP4yylUilJMjT17bff1ubmph5//HHNzMzo5MmTtue9M/h3/+7fVU9Pj/7H//gftn9xdLFfBHCZTEYLCwtmI3HGCbrpALG6uqobN24YckxxPp2SfBs1bIjvlV6v1634kOwL54ZTTCDq9zXyi83e2tqybjzcm56eHk1MTNgzAh32+56sOM/KZ5jxIaQ9W8w0S/SpDx5wtAEgQL7REb7LiA+OcKQJAACyPCXSD0+703q3UrBM+uad3yvvvD4vadK9b0LSwrv8jgc61cO5IMylUsk4i5ubmxoYGLBUpbTHOwRxwakF2SBC9WhJLBZTKLTL/x0fH9fbb7+tl156SZIs7ehRRx78xsaGrl27pmw2qxMnTigajZojJ+3yljG0IDgYt/7+ftXrda2urhp/GWqH73uM0+srfSlKIXVCigpuJmg43CoEB/SUDY4C8D0XifIpwJienjZD553wrq4uM+Jco9RapRqMlD0HzT8raa9XpTegCBzT6qiY7+3tvW2feCcZdMwjUP643nl/H9YHIrMPMgLFuXCPE4mE1QbQwghKkCTLCoC+4tSSQYjH4y3oBLzAZrNp6O6JEyf0Ez/xE5Jk9B6POsKV7e7u1pEjRzQ0NKS3335blUrF9rckK0LZ2NhQIpGQtDesBseVTFKlUtHo6KhqtZoSiYTtK5xeZBhj09GxO2gIulE0GlW5XFYotNuNY2hoyLpLgAaDnmKsCIxB4tBtBI/JZFI3b940PeSd8M3NTTPuXKO011LPO0A4Ncgx38+zkmTFdT5QxWD7Ih++N7i8k4yMekPsjxtEuu7j+kDk9UFaQd3n76tPg5MJ8bYHdJc94Hmuns7I8p1FCoWCFhcXFQqFNDY2ZgNC2EfYC8+pffPNN/Xoo49aS1U6SCDT8JPJrMBvhT4IVVCSBYkrKyvq6+tToVBQJpMxB9HX27DnyeAARNXrdZVKJQNbQqFQS1cOT2Ujy4xMSGrRMzjD5XLZ9jvDuNATyCsy6xFezttnZrCn6A9fe+M5/f7Zcy89KHUneeVzZOmDcnwvsvpuEeM/kvR/SPqNd37/oXv9/w6FQv+vpGcklUgH3W3th+y0+7d/fb8L3S+FetD3BtPid3JYcJRKpZJFOT690Gw2VS6XrbPD+Pi4CoWCGSTGP/b09CgajapUKhmxPpPJaGhoSFtbW1pYWLDeyKurq5Y28unWubk5cypv3bqlWq2mZDKpYrGocrlsAgFChLPLsTHYUB1GRkYk7TriFy9e1KOPPqorV66oXC4bclYoFKzTBUUA6+vrGhgY0MbGhs6dO6cf//Ef19WrVy2KbzabFtlihCH844AQtVYqFUstZzIZNRoNXb582a4ZaoZ3Lr0B6+/vN0EJhULW55GoEkcF53t7e9sMaDQatXP26XXGZ5Ougi7DOYAiE8GCKPu+luxJolqPcL0P677L7H4ZlHb/9q/vd43t5PNe3htMi99JCWIUSHficHkdw95uNnertDHGFAKRbVhbW1MikbBK82w2axzfsbExlctloyl1dnaqWq220JomJyctbTk+Pq6+vj4LTJFJAkvOeWdnR+Pj4ybTnq++vLwsadcRP3PmjM6fP68TJ04oHo8b13JwcFCbm5tWUV8oFKz3aXd3tx577DH95V/+pY4dO2YFbhhbhn00m02jhhHoZzIZSTI91tPTY+OsH3nkEet7jmH3BssHiqCCOKNkmuAu4tzifFNc09m5O7GPc/Y0NtA0OP7IM+cAqoSsIrtQS3yamPaZ3mjf53Xf5fWgyzs1+607/X8QNDrI8e72Ht/5x7/GAr3HfuVyOaVSKeMa07UE9BA5phB1fX1dQ0ND2tjY0NTUlF577TXj3CLjyWRSCwsLmpqaUl9fn771rW9pZ2dHpVJJhw4dMieWQJcsxurqqm7duqVnn33WagxoK0cx/MLCgk6ePGnHO378uF1HKBQyR5UaIAoCZ2ZmNDk5qfHxcS0tLWl8fNxQdUlaXFw0vQOvlw5N2NsgrSqXy6mrq0uHDx/W5uamZcOHh4dvs13oTJx0XxAL1RLqBIEp9hidUiwWzccBvAPNDiLTvgsHr/vAVdqbUohfxuf4OYi83tUxDoVCX5P0vKR0KBSal/Rl7Qrr74dCof9T0k1JL7zz9m9I+pykH0qqSfqlu57BOytoALmwO723ndG9l+XRhOC6F6K2LwbcrxcthV3NZlNjY2OWgvNKFnSVCHBnZ0eFQsF4iNJu5DkyMmKRMxsdHg9c4lKppEceeUQ3btxQLBbT9va2RkZGrCUNqaRUKqWbN29qaGhIKysr2traMt6wJK2srGhoaEhdXV3WdJyoLRwOG6os7Uadc3Nz6uvrs2Kh4eHh2wrSQqGQFRxS+BdMzxDVYpCgnfT19SmXy+nMmTN66623rEMHQonQklLmPIlmQbpQXh4l5rMYR5zmSCRik5YwslwTDcu5fgysHxsc3EucL/xqUEjvmL2X9UHJbPBcfQHGfu9tF9zey/KofXD5Io27LY+g7NeL1hd2LSwsWNreBzMEdpVKxRArJlwiJ+vr69YXHOeM4JkBFfQyvnTpkg4dOqRKpaJIJKLFxUUb8kOtQT6f19TUlMlmZ2en8YYlmSxvbGxobW1NqVTKshmNRsO6YnCNk5OTNl56ZGRES0tLLfqXIJ+CQ4r+ggYJ7jTGkzRprVZTOp3WxYsXIs9r5wAAIABJREFUdfLkSevQgXOCfOAwcJ4YXDJKZMM8SsxnPbKEgUVnEsyyP0C/JJkuJBtFgBzcS5wvjg+IuAdA3u36oOQ1uPYLbL0evl+B+geR7fUy7cER9Dl7i2v0XZF6e3uVy+WUTCb19ttvWwcJaAw4aRS1bWxs6FOf+pSWl5cVj8d1/vx5c5jRGWSQh4eH1d/fb9lPEGOK5smwlMtldXZ26uTJkyoUCkomk+rv77cgEUoI6DiDsLLZrAWq1Cc0m7ttFGlfyJ719wY59cWm0Iy4JuR8cHDQ7rF0e9DjA0d+E9D7PeAdWz7naRQASkFw0R/D6+r9/u2vx9vxg667vrPZbH5xn//6bJv3NiX9Xwf+drfuxVDezwj9INHs/VieAA5pnbQiXRvoGRiNRs2IDg4OqlaraX5+Xp/85Cf19NNPq1gs6qmnntL3vve9lsl5KPRUKqXZ2VklEgktLS2pq6tL+XzelMTAwIDGxsZ05MgRSbuR98TEhDY2NlQoFHT9+nXjQWcyGR0+fFjLy8vKZDI6d+6cdnZ2R16urKwYx3ZhYcHSsAsLC4baFAoFjY+Pa3FxUfF43LjGFD0tLi6ao4Bhh1/suUHcw3q9rmQyqbfeesvmvN+4cUOrq6t2LTi5npPk0SOoEl1dXSbQfpgDjg/PCZQPXqEv9muHivjfHlHyRX+hUMjGXpdKpRYH+72uD0pm78XY3U/DGEQR3q/lWwdRbAW9gWryyclJ4+gSrObzefX392tyclKvvvqqXnvtNSWTSb3++ut6/PHHWybnETjl83lNT0+rVCppdHRUm5ubSqVS5hyCKs3MzJjCn5+ft7Ty4cOHrddyNpvV9evXNTIyopWVFT3++OPq6OjQ2tqaoWLb29saHx83utP4+LjxMgcHB3Xr1i1Du+EaM0WPDhw49pKMw+jbpXEPe3t7VSgUdPLkSdMThw4dMmNLtszTmUhjc3+gSlB5DwLljSC8Tj5LQRWpXDiWHtFsB7L4zI032M1m0xwmqvPvx/qg5PWjvnzXEfZSKBQyOkOtVjOQCGcpGo3qypUrOnHihMbHx/XSSy8pHo+rWCxaK9OOjg4b3kOGiRaGW1tbmpiYsAzG+fPn9dxzz2lra0tvvvmmFeF1dHTo1Vdf1cbGhqanp20PXbt2Tdvb28pkMuY4Y3foUQ54FIvF1N3drddee029vb0ql8s2zITADyoX197X12f2i1H3/l7hLHquP5Mtn3zyyRZHuNlsGpcZxx95QcZ4HR2JQ+51qZc/dGu9Xm+hmyCnAFrSnmz6AjyCnqAsQ1mB131QbrHtpfe4Fz/06345xXcz1j4Nx0bBCBClga6waRuN3WEfdIDo6Ngd4fiXf/mXeuyxx/S9733PnD0cNpxLquQXFhbUaDT02GOPaWtrS/F4XD09PUokErpy5Yr1evzOd76jkydP6hOf+ITi8bhWV1fV19enycnJlh6PmUxGhULBkKhCoWDV8BsbG3rkkUd09OhRXbt2zYSUtHE0GrX+pETC3jnAiHrOEvcNxUSV79ramr7//e/bxgfp5h77lInnUSKIwSjTL288UaCkqnGAPe/xbvsiiKTS/sYrhQ8iOPuorPuJYt3pvnuj4FEMSRYQksWgW0k4HFY+n7cOENvb27p+/bp+/Md/XOfOndPjjz9u+x1jgnOZzWZbJtidO3fOeq6ur6+rWCzq2LFj1kf0mWee0Ztvvqk333xT5XLZguibN29aViOdTmtlZcVGQefzeQ0ODlrXme7ubl2+fFnXrl3T0aNHrS6CCnXet7W1O9EPBAq9EzRqPtXK9E663sRiMZ0+fdpQOpBu7rHn2Pt6BXSDf+7B5+aDVIJPKGEemTqIcURH+++j/7LXUx9EcHY/V/B82+39IGJ8v1bwu96PexfkgvvnT5GZJHPsms3donnoPv39/RoYGNAPfvADPf3005qdndXIyIhGRkYsAwLVbmtrS9/97nc1NDSkmzdvanBwUJcuXbIWjltbWzp9+rSuX7+ub37zmxYMptNpXbhwQdVqVUNDQ6rX6zp16pRKpZJRpGhjuL6+bkF2s9k0lHl5eVn5fF6PPPKIarWazpw5Y1kYAjhv4wgwqX/ieFJrpoX6A2QZ6p8Pcn2RrEeefWYF++t9nmDAiRwiT/CaeWZeBj267f8dXF7+oXh55/9e9twD4xjvl9a503vvB9rbTgnci2K4U2o3uLxSpmcvHSXW19dtIk6hULACvvn5eW1tbenJJ5/Ut771LR05ckSDg4P6F//iX2h9fV3//b//d9v49Pet1WqamppSsVjU4cOH1dXVpVdffVWH3ulj+ulPf1ojIyN6/vnn9dd//dfK5XI6e/asnnjiCeVyOV28eNGQa5DftbU1XblyRaHQ7rjZWq1mjcpXV1cVCoV05MgR/dzP/ZxefPFFPf/88/ov/+W/aGNjQ/l83riX8HFp1A4N48yZM9bg3w8PgMcH3xfkG0GBO+iRARxXggvf1N0PTMGY+vSOJOMySrv85mQyaQVJkswRD6aJgsY0uCc47/HxcUMW/SShdp95kNedlNN+r98Po9tO7u9FF/jMwN2WV+4YFTpK0LQf1JYCvomJCXV2duqNN97Qc889p+vXr2t1dVX/9t/+W3V3d+tLX/qSZTAGBwe1tramvr4+3bx5U4lEQtevX9fm5qY++clP6saNG4rH43rllVe0tLSkl19+WX/jb/wNpdNpnT9/Xt/97neVTqd15swZQ67hxUejUZ04cULNZtMoTrFYTGtra1bhPzMzoxdffFFf+MIX9Fd/9Vf6pV/6JXV3d1vQC1WJ86XzhiRdvHjRHGg/pAe+PPSwVCplsuE5+s1m03iiPqWKvENVodOAp6z5SnRJxmWUdvnNvvBXkjni/pm3C1qDe4LzvnXrljY2NpRKpSz1fS90uwdhHeQ828nne7WzQZRvv9fe6yLYhDuMnCIL1AT4DgpQFxuNhv7qr/5Kzz33nG7duqVsNqvXX39df//v/33Tzb51Ge0RDx06pJdfflmHDx/W1NSUtre3de7cOV25ckVPPPGEzp49q9OnT1sP89dee02pVErT09OKRqM2oITpuPQlp2PT6uqqIdRdXV26ePGiXn31VT311FPq7OzU8ePHtbS0pIGBAXV2diqdTlvgDEe62dwd2R6JRIxexP0igKQ/OvQOAlXP10VePcXJB7JS6+RZsjvIfTi81/aO90qyjlgcg4LkdhzjdnvTL94/Nzen6elpc4x95vYge/mBcYzbrf0uwBs2D7Xfbfko5aDfHUyX+3Pgd9Ah2s/Zph0KAuorvLe2toznB4JM6u4Tn/iEFhcXlclkNDc3p9OnTxvpHgeNvrsgqFeuXNHAwICmp6dVrVZ1+vRpjYyM6MSJExoeHta3v/1tXb58Wa+88opFmfV6XWfOnNEXv/hF5fN5Xbx40VqrMPEuFAqZs8znBgYGtLm5qWPHjikcDuuTn/yk8vm8tra2rAq/q6tLuVxOw8PDSiQSKpVKNhCho6NDS0tLLRO1KGqjCCmIqlIUI+1VGPv9QPTJvfQVw756nff7aBYDi5HHqHo+cLDyls/5qVoYfRQJtBdfAezTTnznh8k5Dq79zt0HkNyPgyzed1Ckj98+XefPgd9Bh2g/Z5u2QxSr+E4qnZ2dhqoiD1Bk3nzzTeP/TU5O6uLFizp8+LDm5+fNQaPvLgjq8ePHVSgUNDs7q2g0qosXL2p5eVlvvfWWVlZW9GM/9mN6+OGH9elPf9r2WW9vry5evKivfe1rSqVSOn36tDo6OizIPHz4sJrNpjnLfI5eqlevXlWz2dSrr76qVCqlzs5O63azubmpdDqt5eVlQ7Roubazs6ORkRE7d76T2gWcar8fQKAktRTJ8jxArECYfQrWd4nh/d7YoQsIpunx6vnAoGhBJBg9hjHn+YIS+uMTWONQHHRvPoirnawGbR33gWs96DH9PWlXL+Rf85m4/YJtb+fbyTbHAdlHPnkf2Z5IJGIAEi3WyuWytUiMRqMaHBxUMpm07CiT6DgO+y+VSqlarerTn/60JOny5cuanZ3V0aNH9fTTT1sxKiDY8PCwTp06pbm5OV25ckXHjx/X/Py8BgYGrAaA91KnA4WIjkulUknPPPOM1RbQBxkUvF6v68aNG6pUKhoeHjY6IoE7NicUCml1ddV0A864p/t5nn+wCwxce1qnIkNBjjDPhe8kwA7KITVEfvhZkCJBUA0FEl0myXwrf54ezeb/cMrv5hw/0I5xu+UFVlJL5H631e59d0OqvRDeDV1uF5H4B8dGRknTG5UKbUbH0uqN+epswkcffVR/8id/orNnz+pf/+t/rc997nNW+drV1aV4PK5YLKZ4PK7BwUHjwkYiET3yyCNaWFjQ7/zO79jEGQRgaGhIS0tL+t73vqfvfve76urq0unTp/XII4+oq6tLr7zyiqLRqAYGBswx9uNla7WapqendebMGf37f//v9ZM/+ZP6oz/6I0OOjhw5okuXLimVSmlsbEzZbFY3btxQs7lbIOCn+MHjRAkynECS8Y69ELZ7dtA1aFdVLBatdyOCVavV7LkxjIQxmn6vNJtNa98zODhoXTyI5qW9puK+SA/Svzfk0h4H2o+mBolgsuFHbQXlwiPkd1vt3nc3pNob97uhy0F94v8mZepbItJSiU4ojIClTRo9OWlZeOHCBf3sz/6szp8/r1/5lV/R//yf/9P6ZG9ubqpcLmttbU2lUsk4vL29vdre3talS5c0Njamv/N3/o7tafbUysqKRkZG9Pjjj+uJJ57Q5uamvv/97+vy5cva2trSc889Z5O6MH5+jHtfX59mZ2d18eJF/ZN/8k/00ksv6W/9rb9lGZqZmRmdOnVK+Xxet27d0tDQkA4dOqRQKKRMJtMyxQ+5wpAtLy+3FMhR9Y6+affs0Em0hcSQow8Y1sBzg97hnW9PfeE4q6urlqIGKZf2Jq36Ij0QKh8wS3scaD+aGuMOGvlRWUEH1TuV79fy6fn91t2QQ2mv/Sb7DXpBLBYzR7y7u1vj4+PW8zgcDlvGIxqN6pVXXtGnPvX/t/emwXGd57ngc7qxdDd6QQPdaCwkARALJe6iKEqyZNmxJVORbMuxqxzZJcfluXHyI7eciSs/cpMfk9RUUpWpujflSSWucnITO+MZ2UppksiyRnRsxVYoWZIpmrtIcAEBgti60fuGpfvMD+B58fZhNwmKIBb5vFUoAL2c851zvnd73u1RnD17Ftu2bcObb76JL37xi9Ln3u12Y2ZmBtFotKJojtMdBwYGpDsTp+XpdKHe3l7pOJHJZJDP55FMJnHgwAFcv35dCu05OTaRSEiO/RtvvIF4PI5HH30UDocDXV1dKBQK8Hg8SKfT0qWmsbERg4ODUgROx57AE1OCCNQYhiF9j3WnD0ZlreAg9VldXV3FQB2+pzvk0EDVxeW6VR6vjbxIm4coPs/J501HGYDkDXMN1K3z8/PikOjoEs+7Entxc7q660TvB8nTD5UPPxgMSos1PjwKYgoAIjGFQkFas5ApisUizpw5AwDYuXMntm7dKgY0Pb90Oo1r165Jxe2ZM2dw8uRJTE9PS6iCRAREN8N+6623cPr0aTGsuWENwxBFQOTL7XZjYGAAP/rRj/Cbv/mbmJycRKFQwOTkJFpaWqRVnd/vRzqdlhY0rNBnpS+FCfss63VZ7yff43r5Q4Wn76f+fq1IAJlaF2/Q06WiJIMTLSKT876QAWt5oxR6XBOHR7A3Zq3uCDa9f3o/91PvDTo8iURCcuUZItQhRRpJHLcaCoXQ0NCAlpYWHD16FC6XC3v27AEAnDt3DqOjoyiVSoJA1tXVwe/3Y+vWrRJR2rNnD/bv34+2tjYR/CRGGuhw19XV4aGHHsLevXsl1YdGumma4nAxwlQoFDA0NIQnnngCL7zwAtrb2+F2u6Vzjc/nQyKRQDqdRiAQQCgUEsOCVfUsROTQIB2m1k4r7xXfsw5CoGOp76f+fq1IgA7Tkt+pjHX4VPe0paLkfbmVUcZpolwThzQ1NDTA5XLV7EK0GYj30Pqz0dZTa43VXmMtCR0p8ipJ7yE6XfX19TJcK5PJIBaLoVQq4Z577kE2m8XExISkItAgdLlc6OzslA5SPp8Pu3fvRkfH4nRu3Z2F+1O3EGSxbnd3t+huHVHUtgJTGi9duoSFhQW8/vrr0kqSQFVnZ6cALu3t7dLTmHzJdTNKTdCKtQg6umnlV/KT5ld9bfreWo9hBSaqRfOoR2nwkk+rRfgZBdDH059jVIyFuHQM+HulvLphEeNq6Ox6UjXk6XaIiMmuXbuQTCYxMjKCjo4OCcHyfSphhmrYI7RYLOL48eN4+umn8c477+DZZ5/FN77xDTz99NMYHBwUBn3llVekfyBbm7HylSgLGYGbh0xA5mVvx0uXLmFqagqf/exn5TjpdBp1dYsjdDkQ5Ld+67dgmiZ+8IMfYP/+/firv/ormKaJAwcOAAAuXrwoRXVTU1MyuYrpEOz/2tTUJJubnjandOkQDRkJqEQH6anSECZDMV+JpBmXnyfDA8sjprVCpUAhMURLY5ZOiZW4Zo6wLpfLEsLiBDD+rZ2VzUh3yiOrTXcqQ4jQnj17VtKSxsfHK4QvQ3rBYFAK79iL2+Vy4cCBA/jhD3+IQ4cO4Xvf+x6+9rWv4ZVXXsHQ0JC0eHvqqafg9/sxPT2NQqGAUCiE/v5+KVIlisvzUnHQIWMf5mw2i/7+fkQiEbz44osIh8Po6+uTIkBOu8vlcvjOd74DwzDw6U9/GidOnMAf/MEfwDAMHD9+HAAwMDAgRXWRSESMdSpY9lnP5XKS6w9AxsnznBo1suYFU+7oAhmNBml+oEKlIqTMJI8zTKodV6sSZSqU5rlqSCjXzBHWDsdiuyryueZ5a2/dzU4bjYdvh+rrF6e7jo2NYc+ePeLQMNWHz5r1KgSQqA+9Xi+efvppfP/730d7ezsymQyefvppzM3NIRqNSneZBx98EH6/H5OTk/D7/bjnnnsq6l50X2Cdp6udaOo/Rpx+9KMfoa+vT/bT+Pg4enp6kM/nce3aNXz/+9/Ho48+inPnzqG7uxuBQAC5XE5aN9Lh7ezslCgI9SedhVQqJRGpYDAoswj4m52WdATUSpqnqT9roflMW+Qx9WfInyw21DVBbEygi3EJFlaT50z1IRJOB5apUbx+otMroQ2NGGthuN5Gci1hYV3jzX5CoRC8Xi+uX78uvXQNw6hoXk4lk8lkRAhTEIfDYZw4cQKnT58WRGpubg4TExPSS5WjV+vq6jA1NSWoJBGeQCAggwIMw5AiGCoa5uVyXGU2m8Xo6KhM1goEAujq6pLjt7S0oKurC++99x727Nkjyr1cXuzXODw8LOEtblwduuT1er1eqdZPpVKSf8nfGhnSzKj3BQ1i/RngxrxdK0KvUWYdSrTmMdJxoRAiI1vRp2r7g4w6OzsrOXBEK/So2vXe53dKGwV9Am6e77zSn1gsJu3MGIqkwKXhxtw3tlOiUjTNxVQhFuDEYjHpbd3R0SGFP1RypVIJkUhERi0zkpJKpWQgD/cQow503Ji6wRZU27ZtkwmW6XQa4+PjWFhYQCQSwczMDMbHx7Fz506cPn0abW1tFYq6t7dX0gXYPUWnCPF6s9msdKcIBAIy/ZH1DjoCozsG6H1B5WtVnprv9DOzosMamdI8qRUq88Q1T1ujPNX2B+saKJ9oDLPugKHq9d7nHxSqpTdvhzh0CVjuokCnTMt5AJIKwT0yNzeH0dFR9Pb2IhKJwOlc7EnO1oZ79uyRCZCZTAaRSEQ6ONHITiaTMpqcawAqh2HQeAYg3Wt27doFh8MhI9hnZ2cxMjKCqakpXLp0SaJBfr9fOjQVi0W0t7ffMAG2VCpJSkEymZSuNjQaGW1lYS3TnTS/Ur5oA58IshXxtf7N/zU/19IHms+pt609jGk08zlZSa+VaD4jvToV7mbruGFdt/zEOpF+QPqHAlELxpXS7SjE21HwtdZIo5cbNxQKiaKlsUpUhoqEIVCilESL2YppZGQEAwMDCIfD2Lt3L1577TUkEgm8+uqrGBkZkTzZ4eFhjI+PSx5gZ2enVFTr0JFhGIKOhsNhBIPBiilRs7OzOH36NI4cOYJYLCYpHg888AA+/elPo7W1Fb//+78vFfjMAW5ubsbVq1dlgk4mk5EJYfRMc7mc5O6x+DCdTqO3txfxeBwulwvXr1+vMEAZUqZQo0BguIeFOwDkbwol67ANKmqiSBpNolBdWFiQ9nHcl2xxpxmPQgO4UcAz9zsej4szwSJLVk7znm9m0s6F/qFCsiqmldDtOJ63o1BrrZFGLw0fTtBi2hN5lbxLJIMFaXR02LHC7Xaju7sbFy9eRDQaxalTp/Dxj38cwWAQTz75JLq7uyVPtre3F52dnZJvPz4+jlgsJsZYKpWS9RIdjUajSCQSFdMYGxsbsXfvXhw+fFjaPTY2NuIXv/gF/u3f/g3xeBzf+MY3cPDgQSm+XVhYkC42c3NzGB4ehs/ng8/nkwl2prmYv8+QLYsP/X4/rly5gpaWFhSLRXR1dVUYoIwCMQ9ZK1saJLp1pXY0rcM2yLe62pxOvlbebDnFfTk7OyutMFnnQf4GbpThzP1uaWlBJBIRY4cyJZ/PV4S/PyhEI1L/3I6OvRN+vZ3z6IJqpvJwz7C9GgDRdywm1eCPRm/r6+sxOTmJnp4e7NixA8Aiqnn+/HkMDg5ifHwc3d3dGBsbExCH6X7sbUyD1+12C//THqAROj4+LpMxgcUBWgSttmzZgqamJjQ0NODs2bO4cuUKXn75ZWzZsgV79+6FaZr4yU9+gscee0zQ8FKphGQyiQsXLohOYUoXo8YEdHRRKsE0ppPEYjG5Z8ViUQx7GsKM0hIso54vFAoSxSKfW9FxglS6ngZYLuAjKKgL/vL5fEUTAp0WaZXvpdLihEDTNEWWZjIZKZSnbNYFv7eiDZtKAdy8avZmn7mba1nJ+TUywQ2ic9kKhUIFQkvUgUxFBBdYFuqZTEYGf3CEdCQSwdWrVxEMBgEsGm29vb2iSPXgjGg0WpFawOb3WmGROjo6kM/npZk9Ec5EIiGK/J133pG1sHVboVDA2bNnpb1bX1+fGKMLC4vz4AGI8qawIipFAZFOp+Hz+cToYAiUDMKcLG5ybniGYdxut+RWE+EiUs2iGX3/rSFdMieVsA7vsHKeBnkt4a4NaT4HOkE0YGhk62rg26kA34hUTblZeWStEDbrs7jZ+TXaqCvQ+ToL4nTjetM0JaJBoQ0sO08+n09yCTlCempqCj09PUgkEgAW+Xt4eFgUuB6cEQ6HK1ILOGRGO4akiYkJeDweGRpDhDMYDIrDzEr5VColrdvcbjd2794tLaEuX74sxmhdXR2uX78OwzDESSY/MvpDVJuDCOjc60lbNGBYUEQlqfd7oVBAY2OjXB/BBfZCJlqkc4V16hQRJfIgj8uKfhrhumuM5nG9Lxjtoixh/1imejGSpyNYHxRaaVFsLbpT3r5doIuRDYfDIWmCer8xWsB9xGEYbOlHfnc4HOjo6MD09DQcDgdGR0cBQEAtgjh0mPkd6iqmKBDgYGoP0zS4V8PhMOrq6iQiTFCou7sbpdLipNtkMomdO3cKzw8MDIjh/rGPfUwMSY/Hg0uXLgEA9u3bh0QigWKxKEXyOsqSTCYlJYipX6yHoC7i56nXdF9hHgcAAoGAGP2Uc7xXdEz19zSP8d4BqNC1LApm2hidDo32ayeY+4S8DkCKLMmrTqdTHFeCcSulDWMYr8TgfD+hlWrHuNvfp7Frmos5u5FIBMFgEJlMRhSkaVaGRCnom5qapFl/PB6XfKVkMommpiZEIhG8/fbbFc34FxYWsG/fPvj9fpw/fx79/f3Yt28fRkZGcOLECRHyRIC4+QBIgR+HChQKBWlR09raKpW7Xq8XbW1tgn7++Mc/Rk9PjzQ3HxwcxMmTJ/Ev//IvcDgcEvqlQd7R0SHKbWBgAJcuXZIUktbWVrS3t0vIl98lIkOFrNEMeqzAci4T0T5dXMiiIx2G1aEizbRWz1Qrde493jd65joEpXOiSEQW2OKOuZlUuKx4Zz7zZgrLrsTgXGno6ma0Ft+nsWsYizm7U1NTSCQS0uWF7+nUIyrmXC4Hv98vlek6apLL5TA1NYUHH3ywYuiN0+nEyZMnkU6ncc899+DSpUs4efIkuru7sX//fnGmGGmhEgcgCm18fBymaUrOYD6fx8zMjBTUZLNZTE9PC/r5+OOPY3h4GN3d3YjH4xgaGsK+ffvwmc98BuVyGV6vF06nUwzy8fFxUUYXL15Ef3+/7PuZmRlMTk7C5/Ohq6tL0rPIr3R8aQTrbgHAcl4go2q6uJDFvZofyX8aweKz1QV72nnWhgGAiuIn7fBa9wfD1GxxxxoIOra6+n0zF99tZiKwQdQ/nU4jl8vJBEcaxFbAgs8+lUqJoUrdSoDI5XJh3759OH/+vDhrhmHgW9/6Fp577jmMjo4iHo9jeHgYXV1daGlpkb3Cbi0aHCOSy84rfr9f9g1z1xkdcrlccLlcOHfuHFwuFz7ykY+I833mzBl86UtfQiqVArBYGMrrZUF7KBTC5OQkwuGwGP/JZBKTk5PSQWrbtm3Skx+AgDWaN7VO5G8t91h4SiO4Vhqh5i3KAg38aPBB62J9DH5XG8H6PT1JlEY0kXD93dvaX7f16TWkzSxstEDmhsvn85I/pKfw0MMFIOE9n88nDHLt2jVhZnZ1KBQKSCaTmJmZkfSMj370ozBNEx/+8IfR0dGBQqGAlpYWZLNZTE1NIRAIiPLj2qgYXC6X5C6xIG5hYQFXrlxBuVzG/fffj+3bt2N6ehoXL17EwYMHEQqF0NjYiJGREYTDYQwODuLMmTOYnp5GW1ubpExEo1Hs2LFDRtWyITkLX1paWsQzNU0TExMTCAaDgsrocLVGZq3J/LzvOlSZiEX5AAAgAElEQVRL5Xcrg83KkGReCl89zIMFA9VynaqRDgM7HI6KiUf6vdVw+tabNpNRbyW9r7j3PB4PQqGQKDZdIMZnxzQaRkyKxSK2bdsmDlM6nYbf74fb7UZzczNaW1sRi8UQCoXws5/9DIZh4D//8z8xMTEBt9uNeDwOr9eLSCSCZDIpRXXkVRqUxWIR6XQa+Xxe3quvr8f27dvhcDjw7rvv4vLly4hEIhgYGMCxY8ckLaOnpwfRaBRDQ0PYvXs3IpEIpqenkUql4Ha7EQ6HceHCBRkJPzQ0hPb2dkHC4vG4RE6ItCUSCZF1Oi3MilxVA0B0ShSV362AEavSpXKmstbDPIhGVSsmqkY63apcLqOpqQnT09Nwu90V762G07eWtF6Rm7tF3CtOpxNtbW0yrZVEA4zoJbCcx0r9wNRDphcODQ2ho6MDXq8XIyMj6OnpkSmv58+fRzwex8mTJ+H3+xEOh3H69GmJJNAh1YgyHW5GcXO5HFKpFAzDEJ2cTCZx/PhxmKaJvr4+dHZ24oUXXsDg4KDoPafTiV/84hd44oknBPlmFJRDQFpbW6W3sEaunU6n1A1Qt+lWdYzw6I4T2qG0or6UN7xOOihWshrX+v5rG4Q8a31u1kis3q/6NUbF6ZDrFCm9V6xruRltGMN4sxsFKyEyqEY0GY4lE1E5jIyM4MEHH8T4+Dj8fr+ESIDFVIS5uTlcvnwZzc3NuHz5Mj7ykY/gtddeQ1NTE77zne+gt7cXiUQC+/btqwilsOOFDik6nU7E43HEYjFhKFbpdnR0IBQKYWhoCJlMBk1NTThz5gx27dqFmZkZOc+uXbvwd3/3d3A4HEgmk2hsbEQ0GkU4HEY6nUY0GkVzczOGh4dl0/r9fpjm4hCT2dlZCYEQGWYKBcPYzEGioGBCPRmYzMLj60l4tZSCfp1MxkEpNIz1cACdGsLvV0un4DkZLkqlUmhoaJBCK+ZWUrDQGNhMYdnNrlhXQronp25ppMc603Hq6enB22+/Lf1EXS4XkskkgOVe2f39/UgkEujv78dPf/pTfOxjH0Mul8OXv/xlDA8PIxgM4uTJk3A4HGhubka5XJaOFzp1p1QqoaWlRZQhcwez2aygTzt27JB0jl27duHs2bNobW2V85w9exZf/epXUS6XZepVOBxGNBoVxc+8YyqudDotKRqNjY0S7qUc4Z5muphWtrpTBA0VzScAKibh1YoiWhWk0+mUQSlUsnoIj04N4ferpVNo+cGCQlbzs6CZMkmHge80/WCt6IPGr5SXTEHgJFam23BPApXDvcrlMnw+n7RAbW9vF2AmmUzKgA2CUXNzc9i7dy+2bt2KpqYmBAIBuN1u7N+/H52dneKA6jUBEB3FKBRzkBlFBIALFy5gdHQUhmGgra0N2WwWb775Jnbv3o19+/YhGo3CMBZTma5cuQKPxyMj53W0kkDV9PQ0QqGQOMxMX5qamkKpVEI4HBbnlXuYqYnWzk06HULrNe5/FjrW6qak+VUb1TyWfn66ONYaEaqGJlvTM5jiVSwWRafWWsNK+GDDGMYfJNJCdnZ2VgZ2cIIbUxuA5YRzHf6jQHe73ejo6JBRxgsLCwiHw5iYmBABXldXh5aWFoTDYZm2RabJZrNwOp3Yvn07rl27BmB5rCXzilhQRGSWIX6n04nu7m5s375dcuxCoZBUuu/fvx9HjhyB2+2WcDOvmQ3O5+fnpVjJ5/PJxue1U4Cw6GBychL19fWyubU3r5WQVWnSO+frzC8DIG2mrKQZTx9Ho1pWVEiHha0GrPV4ZEKNLDJlgt46jQZ+ls99MxnHHxTSBlJjY6MM7GBaEVMbAMhz02k2dDQLhQImJiZklHFd3eIwDvY3JWJDR3Tnzp0YHx+vyLcvlUoy2RJYbg2o2xly4ADPyajL1atXJWeZzilzj0+cOIFPfOITUlVPI9c0TUxPTwvSWiwWkc/npeBO571zP1+/fh3ZbBYdHR2yt4lgaWNUI0RasdFA4etUzrxedhbQVA2Bouy0hnz1/0y/shqw1uORd6mceS9YvEiHWMuI2y1Os2n1iHvH7/fD6XQinU5Ley7qGGvNCJ+taZoIBoOYmJhAS0uL1KS4XC6MjIygu7tbABKHw4FoNIonnngCADA1NYX9+/djbm4ObW1tyGQyAmpxL1OO5PN5cZy9Xq/kzgKLKQAcFHLffffJaGeCKH/5l3+JP/mTP4HT6cS1a9dkUA2wmDPr8/mQTCYRi8UQj8fR2tpaMawklUrJGni9lAuUJdWKWzUSW41neI2UebWip9oAJum8fG0c6/NUS83QaU9WQ13XaWlQzZobzTWthDaMYVwLHVit460l0VMkgsKcJCoaPZbRiqiwjUrv0vjY3t5evP3223C73XjvvffQ3t6OgwcPIpVKYXx8XBQTR84ePnwY/f39+P73vw+Xy4XXX38dhUIBHR0d0uuPxqbD4ajojsF+gmwjNTo6iuPHjyOdTuPRRx/Fb//2b+OVV17Bq6++iscffxwOhwNtbW3YvXs3YrGYFMxdvnwZwWBQRsvSkKSCcrlconxLpRJGR0dlrDR7TrpcLvh8Pkk9Yd6xFQHQjEfvmOGkZDIJn88naJL+njW8ox0S5kfqPCoWMzLXs76+XsJ2fG66QJDHZUoMDaJsNisTmViYcTuNxzcSrXZodj3vge6r2dDQgG3btkmXBcMwJERHI1hHLpjyMzw8jC1btmB4eBgPPvggCoUC7r33XkxOTuLYsWPS6nBiYgL19fXYu3cvhoeHceTIEVy6dAnPPvssisUiHnvsMbjdbkxMTMDpdErRrd577IzidrtRKpWkXWN3dzfuv/9++P1+HD16FH//93+Pp556Ck8++SR+/OMfixF85swZhEIhKZjr6+uTwh/eBzrrTudiX29WuTudTmzbtk3GSrPoplgsSlSJRj5zEIEbIzsApIiW426bm5uRyWTEKNHf0/tLK0ECEDRkdaQnl8uJrGOFOgB5blblaRiGAAFU0F6vV7oKUGYSCfxVpVqpX3eCnleLEtQiXcTFqOLWrVsrUhj4vOh0UvdwImIsFoPH48HY2BgGBwcxPT2N7du3Y3Z2FhcvXkRHRwd8Ph+GhobQ1dWF8+fP480338SLL76IJ554Qtr1DQwMSKcG0zTR0dEhPYOprxjN4PyAZDKJhYUFPPDAA2hoaEAikcDVq1fxN3/zN/j1X/91fO5zn8O9996LiYkJlMtlvPrqq/j6178u+zsQCEikhEaqLkKnnqmrq0NbW5t8hlNfOR6aOfdcF7BcqKaNWN5HGsPU5fl8Xjo3acCIus2K2PKecBognzmLmZkCym5PxWKxIj1GR3eoa9PptIzIJs9qY5vymtEeHUmoRRvGMF5NpWjNiVmNc9xOjgq9GwptbjKd3M5NR2Y1DEMKc5qbm1FfX49kMolkMim9EoHF6vPt27dL+6j6+nr09PSgpaUFPp8P6XQa27dvF0Xl8XiQyWQQj8el4wMHB1AJsPUT18N+yOwuwWvau3cvfvCDH+Cxxx7D22+/DY/HI8qFuVONjY3o7OwUhcJ8YTIVUaFIJHLDtCy2biHT6ZxK3VYJWE5LIYqscwoZEtJIgQ5raYXKZ6qNYz2ZS+dl8X6wGGdhYXFoQrW2RvxbNxSngUBDmKiZzkvbTGjxahoG+hms1jluJ3SmuxhooasLPLnfKNhN05RISDKZxPz8PJqbm9Hc3CwFtMBilxcW3pEXrl69ipmZGWQyGfj9fgwPD0s1dj6fh8/nEySLxTq5XE6cLbZY5HrYD5ndJXjdp06dwqc+9Sm8/vrrOHTokKTxMHc2EAhgdnYW4+PjwvuJREIK1VhQBywiZYwAaUWrUToWv+icXh0R0cpW5+4zHKu7S9BZsTquvDbNy3oCJtdBYIL9pROJBOrq6uDz+WS9VgcZQEV7RipQyg4aXtwbVrTrV4U0ALAepMP+fEa6kEvrXjq1hmEIUDEzMyPAFPWQ0+lEa2sr8vm8RF4aGhokh3diYgJPPfUUXnvtNdGdLJY3zeVCOtM0pU1auVzG9PS0dI6i7Ojs7JQuMwAEwf3EJz6B3/iN30A2m8XAwICkQk1MTGBgYACJREL2unbOtaMHLOqYSCQiiC75h2kZwHK6BI1jDdZY0xp4b9mlI5vNSk0SU1cASNRJ62eS1olMvyLAROdFG7DsBKKLdrkezXcslOW18FzkT/Zo5/dXQhvGMF5tquXRrgXpgjpSPp+XPLVyuYxisVjRO5eGUbFYlOpUKtJ8Pi+pDoVCAVeuXMHu3bvx5JNP4sqVKxgfH8dLL72EU6dO4c0338QXvvAFGIYh07SY5M8pP/T0gGUFwyrVQqEgwzyYkN/U1ISzZ89iYmICly9fxr59+wQFGx0dxac//Wm8+OKL2Lp1qxh/CwsLmJ6elqIc9mPmpme3ClbpcjY6+w+SIXgsbTSRYXUVuu6yQcSK18NnQeayTs0i8Vg8HxXu/Pw8QqGQeLkMT1GY8UdX9mpUXhvkwLIAJwrI71QrGvhVIp22stak9xDJ4/GIIUmjVffOJS+7XC6EQiEZ8tHQ0CBormEs9knt6+uTfuDbt29HR0cHnnnmGezZswcPP/wwnn/+eZimKegHR7r6/X5BwIiccO/4/X4Ai9PmmOLEwt5sNovdu3ejvb0d27dvx6lTp9De3o4HHngApVIJL730Ej73uc/h2rVrFUqtra1NnFn2QmUqB7tV1NXVSacLh8MhbZKYdsBj6T1PJam7vZD/2L6QSk0rMhrXjNxYnxGPxfPRsa2vrxc5CizKBT5Pbdwy3YX3VU8G1TJHh3HpOAPLo7ltWn/yer3S6QeAABuU60RYTdOUSAv1DNMoyM+MiBw9ehQOhwP33HMPnnjiCUSjUfzZn/0ZXn31VRw6dEimQgLLgBiNNl3Lo9Nv+N78/Dx8Pp/MK6irq8MTTzwhaYU9PT0IBoMIh8P46le/Kn1/6+rqpMUpozW8Zg4Oo3PIKPXMzIy0jWN7Oa17dNSSv3UaCn+zO49G5nXKBPmzWrcXYBnxteaA07D3+XwVrdWsjjDvE6+PNUF67RqMJFWLOt2MbI5eIzIMQ0alarSWCAcnYgGQ5vFEiDi1hmgqW8U0NjbioYceQnNzM9544w0J8f385z/HzMyMtK1hb1DtZQKo2Fx8nehQPp8X1NjlcmH//v34p3/6JxkmMjU1BbfbDb/fj4mJCVy9elU8u1wuVzEAgakRDNnoHDCfz4fm5maYpinhLoaLyZi6ut3KvPr+ctPrvCfd5upWZPWOtZHKUBUNAyISGrWmkNDeNdegmVWvUzOqbmNj0/qTaZoyklyjtXz+HBwALCI+LpdLeNvlcknYnd1XGKb9+c9/jv7+fjzyyCMS9fnQhz6EUCgkA3lY1KLD/cBy/h2jKVQWwKIhT9S4WCzixIkT+PKXv4yWlhYcPnwY7e3tKBQKSKVS6OjoQE9PjxSZcv005hlxoqKlnACATCYjxbzkZx1qZQTHGgWoli6n+ZkGpm4neSuyKlptpFKB0kDROfz8TT7m93kv9fqr5TCTbhWStWntiPuAehCAODjaEaMRpnti63RGp9MpxbKRSAQvvfQSTHMxR5cpgtFoFAMDA4hGo/D5fBV5rpp0lwf+T51EWcGUo/feew8ej0cc7EKhAL/fj1deeQWPPPKIOId0AnV3K6YekRd5reyYs7CwIMW85C3qWq7LGrGrq6u7YeiUjo7qkevWPN6bRQB19I16k9fGZ6Ujdzq6rmUJbQOdX2w1qDWv3g7o8qsXA1onYhcCMoI2oJxOpyhCtvFieGZubk6ak3Mj5XI5TE5OIhqN4oc//CG6u7thmqb0NMzlcvjoRz+K4eFhGMZiBfnMzExFzhONcnaDAJbDD1QQHADw8Y9/HF/4whfw3e9+F8ViEfF4XAr7vva1r+G73/0ustmsTPTj8Zg7qAeNsNtFIBBAKBSSfCLmXfp8Png8HlGOvAdWJWo1InkuAFIVXyqVpAflStJqtFfMIicdkiPaTWbkOvhs6dxQCBNRZvGD9qz1Ongc2zDeWMQuBKZpSm4+DSjuLY5BLpfL8Pv9sk8YHqRgb2pqQnt7O0KhED75yU9iZGQEhmHg+vXryOfz8Hg8+OlPf4re3l6Y5uIwndbW1oocXRrlLKABlkce0xFj27if/OQneP755/Hcc8/B5XLJ9L5SqYS//uu/xnPPPQev1yspWbrnJ3uu0mFnt4tUKiWFPhxrPT8/j0wmI0VG5BcqK63IrEYkzwUs54lSFq40rYYyQvdC1kpVdwOg/KVhRKeEYWTKVofDIaFwq8LlOngc2zDeOEQwhQYfjVsCQOwZr7tDkG+4V0j8zOzsLJ588km88cYbiEQiuHjxIo4ePYp7770XV69ehWEYFf2sNciknTX9Ho/NPTs2NoY//MM/xMc+9jHs378fLS0tcDqdGBwcxOuvvy4Fetyn3IsEXNgGjqAUi2vz+bzUKbS1tUldD/OCNboK3NitpZpRSXuBe5+GuNZtOrJrJZ2yRj4kAMCZCnp4EW0eYHk0tE6tzGazYk/p8+vv65+Vkm0YrxERPbKG6zWiScXCpHluAgptGmWkYrGIa9eu4Re/+AV27NiBX/7yl4jFYrLZ2tvb4fV6RcnpqTFkWr3pTNMUI9zhWBzSsWXLFvzar/0aTp06hUAgAJfLBa/Xi1AohEOHDsE0F9utcX3c5BRSVJBU5lRcjY2NaG5uhsOx2N6NU4O0oag9RZ2yoFFvTVpJWfOvbocxaKTy3tOBoZHEKnWtZDm5jGtgeFfnlgM3Fv3RcLJp45HOt2PIXKfIAMu9xzkiXIdTtRIkuVwubN26FQ888AAuXLiA++67D6FQSBCnyclJZLNZcSYpJ7QjrdEgwzDECC+XF/uUj42N4T/+4z+wd+9epFIpFAoFZLNZxGIxvPPOOwCAlpYWWR+RJyp4yikqQY5mLRaLSCaTKJfL0mGHYU9tKPJvnbJgzTckaWdQo3Y63WglpBU1nwEdfD4zFvrxvjLfW3fcYOhbI8/VjOJfxbzijU7WfG/yoN6LNJyoHxgB5D6zFkI3Njaira0Nvb29OHXqFHbu3Imenh5cvHgRXq8Xfr9f9C1wY/vOatES7vNEIoFr164J3zY0NMhcAL/fj0KhgJMnT2Lnzp2CBjOiwwgmnW+dDqSN1XQ6XeH0aqTcyptWA1LnGGtQSqdXaER3JWQ1wqlfCabR6Cb/a9IgmV4Lr0UfXxv974dfNz13Wx+oFUrfSBQIBGQaja5qphdHg1K3LdJVoM3NzaIwmarQ2NiIM2fOSC9UIlGZTAZ79uyRvo5s50SDlSEdFs/Q43S73aIo9+7di8uXL2N8fBz/+I//iGAwKOt/6KGHMDg4iG9961sVk7YKhYIoG+b3MbQMoCI/sb6+Hn6/H36/X1BjGtH0hLVnqY15XgONlPr6eilk0igxi4iYa0yFzxBOY2MjAoEAAoGApK0Q4SXapPMdqWQXFhYQj8crUEEA0mouGAxKKguReu2J04jSRnE1VO2DSFblQV69HY9+rSiVSiGTydzQPcTj8YgxTEcJgBSsUUGxLyrTiRgq3b17t/QcZ8TH5/Ph9OnTEvpkpbcutiHyyUgMO2LQIT116pQMCfjKV76CRCIhnRneeustDA0N4Xd/93crJlq63W4x8HW1OP9eWFhAIBAQPk2n00in06ivr0dnZ6fwlGmaUnhD41Mb87wGGvHMsUyn0xUoMSeIMdeYMoGpD7Ozs0ilUjIogfdVR3W080Bnlq0tdfQNgOSW6nul81O5LsocrWSrRa8+aFRNl25Ex4CGIPmRz81aCEZ9onPT6RSl02mUSiUBOog033fffdiyZQt+9rOfyb5MJpN45ZVXpLsFizsJ5Og0KtbX5HI5cbjr6+vh9XrR1NSEP//zP0dHRwfOnz+PdDqNS5cu4Z//+Z/xO7/zO9i3b58U6NMeIJBEm4Hpizp9j/s3FoshlUqJDmV0k1Mcy+WyyANNmncYCW5ubpYeyBpA4rEIsOn0BkZvKbcYZaOeZ0EksJwXXl9fj2AwKLxJ49fj8QjSznauzKPW9p817597mLbXregDkWO8EY3gasT53WzlwoItMieVrA776cpsvs4qdeYhAcDMzAwSiQQefvhhvPHGG5Km8JGPfAQnT57EmTNnBPEl+sVOEjQ+mcjf2dmJfD6PwcFBfPzjH8exY8ewe/duuFwuXL9+HZ/85CeRzWbx3e9+V7oyUBCwt6I2cIvFoqRucOMGg0HEYjERMBxBzcI4NihnWxkKNp2jS2bo7OyUPGwaCWz2DSwLCTK+zjekx8qBBFwjmUczG5+JRoGZvkEDhnuRxyfiBiwXXegwlt67nEq4Esbd7LQRjeBqlMvlUCqVxMFkwRafIRWTTq/RHVD4OrvBsBUZsIjaBoNB/PznP8cjjzwiaQo/+9nPsHfvXuzZswepVEoM5IWFBekkQYVEhGV8fBwejwdDQ0P4yU9+goMHD+LMmTMoFArYsmULXn75ZXi9Xjz33HPSlYFocSaTkTx/GrhUVhpNY69U01zsnMMR1MwPZJU6B45oVE47P6ZpYnx8XMLadMYZ6gaWkXgauDqvn4qSg3+4RiLz2tniM6EzDSx3wKBs5V7k8RnZApZRSF1MqPduNpvdNPrng05EGgl6EPzRObc6t1VHg7h/yAMageUzprE2MzODnp4eTE1NoaurC1NTUxgfH8eBAwekbWO5XEZXV5cgvNwjHDE9NjaGtrY2/PCHP0RPTw8SiQT27NmD1tZWtLS04OLFi/jSl74khiH3nMPhkIEz2gGkwci1E30eHBzE/Py8pBvoGQo8Hve4tbMS9SFTO8PhcAWwo7tAVCPN8xqFtsp+DQ7plmvWiJFVlvD9WxX6VePbW9HGc/s+oERhDqAiHEBBz81JI5Ubj0xsNda4yfXwAfYuZFU5R9oePHgQn/nMZ9DX14fJyUkxGuPxuKwrHA6jtbUVbW1tGBsbg2EY6O3txfDwsKRUAEB3dzfy+TwuXLiAQqEgvYjpzWllqMMmvDa2ivF4PNiyZYsUB5qmKUY2r68amsjjEqmhI0GPnOiNbuFTLVXByiQ3YxqiRDrMShSMPzoX2RrO04iSNZRkFRo05m1af+IzB1BRWMP9TaVCI1UX85APtLFmGIbUALDIrqmpSca6sjtDLBbDu+++i3/913/FpUuXZByzy+VCS0uLKLFoNIqZmRlMT09jy5YtME0TV65cQW9vr6RUAMDIyAg8Hg927NgBt9stvYiZ/66dTmuYknIFWOzwcv36dSkONAxDjGxr6JLHACpDsuwaQSOYqBqACt6thkhWC63WIvIleZW8q8PH1gIf/dy18WBVxFouORyOipaMNq0fkR91Sg+wHIkj32jjGag04KzdGZjuR1CkoaEBkUgE9fX1CIVC0hnm2rVrOHbsGN5++23pBMP3GN0dHR1FLBaTiO9rr72GvXv34tChQ5JC4fV6cfz4cfT29orzDUAQV06b0ykN5F/23k4kEqIfE4mEdOsAIJNleb3W4kDr/dRREso9fd9qfRe4sSBPk/5fA150gPU0YJ32YZ2ypw1efUyrLONv5pbfij4QiPFmIUL+rHCn4qVxx1ZPbDlDNIMeLcOluqcmJ+J4vV50dXXhrbfeklCkx+PBG2+8AZfLhcOHD+OZZ57B7/3e78Hv94ti0xubG7JUKmFqagovvPCCtHNie7X7778fR44cgcvlQjwelzY3NNzn5+eliEYrJ07biUajkpN19epV6b9MwWMNt+r0A81AvB9erxeTk5M3FLlppIfhIE0ajQJu3peTz4HpLh6PR1rfUWCY5mILoNnZ2YrjahSZxGdHQ0ALKhoLNm0MYrSCFeTcz0SJM5mMGHnsB6pRDKYl6d7V27ZtkxSN8fFxPPzwwxJizOfzePTRR1EsFnHkyBG89NJL+Nu//Vuk02lxILXQZ85gXV0dIpEIPv/5z2Pr1q0yJdMwDBw/fhyHDx+W5vnMDdaKguFO7QSyMw4nWTY0NKCnpwfxeFzSS4ia67QmnX6gUR7eD07MozOtHUpGVGikaNJRH2BZoVYjPgemu+TzeWl9p+WKtdgHQAWKTOJ9p1GglbHtzG4MIgiiIx06msCccqLFOrLDyCYRWoIszNH1eDy4du0aRkZGcOjQIQAQ3g+FQjCMxfTFuro6HD16FPF4HOPj45JyxxQKv9+PUCiE3t5e9PX1ic568skncenSJfT09ODb3/42vv71r+Pq1avo7e2tQIbdbrfMFtBGKu2Iubk5MeaJTjMyopFxYLmlmt7XwPLeZvrRzMwMgsEg8vm8tFW1OhrVWhYS+bWS5h3+0N5hX2mn0ynyRcuS+fl5aVvJ58bzaJ61ygoS0yyrTdbUZBvGa0RWwQ8se1T02mis6QdNptCbhN/3er1ynFwuB6/XK8UzDHUeOnQIx44dQz6fx4svvoh77rlH0N98Po9IJIKOjg6Ew2GMjY0hHo8jHo9jZGQE8XgcgUAAY2NjYgRyxGwqlZKJbnpza++OqLfT6RQGpSLMZrPYtm0bJicnkUwmEYlEKq6PDGdtCaNTFRYWFuD1ehGPxxEMBmWsre7wwLVYx0JrVNr6erXnBiyHXnltFAb6O1Yvlc9Yf+ZmHvZGzN37VSWrgwUs51bqwlAqKCoejW5QePP7RF+Z35vNZiX0ySLUd955BwcPHoTH48HnPvc5nD9/XtBfj8eDyclJTE5OYnp6Glu3bkUwGERrayu6u7vR0tKCVCqFLVu2iLwJh8PI5/MIBAIoFos3dFrRxa26RygdXCrvpqYmjIyMoKOjA83NzZiamqq4PqI72gnVkSMq0Gw2i5aWFiQSCTG6dYcHrsWqvGohVNXQKPId18Nr04MCSBpZ1M/YGsatRjpMb9P6k45W0oDTAIR+jlYdQVCH39epdQStODqaQyWuXbuGmZkZRCIR6Qo1NjaGrq4ufPazny5rrkYAACAASURBVJVJe9FoFKVSCR0dHXA6nVJjc+7cOeRyOQQCAfh8PkxOTmJ2dhbxeBx9fX0VqLA1HYD8RAPV4/EgGAwikUhInYsG4dh+UadHaXDMiqATJJufn0c8HpdUP94z6n7r/deGbzVe1cYur0M/Nx2N1fx+M3Ta+vxJ1nQKfe03o1saxoZh/AOATwKYNk1z99JrfwrgqwCiSx/7Y9M0X1l6778B+C8ASgC+ZprmkVuu4g6o2kVWg9bvFlmFqH4I+iGyPQsNKl1kR++VhVrM3WHeLo1ijar6/X4ZysGigX//93/H4cOHkUgkEI1GYRgGUqkUent7cfLkSSk8OX36NC5cuACXy4UvfvGLGBoawvHjx3H06FHJE87lcrJuHv/+++/Hfffdh6NHj2J2dlaGgOiQLAv4aBhQ+GiPsLW1VbxverZMh2C+L5UlBw3wurWiu/fee5HNZtHa2loxCUy3ziGjMEcQgBQg0PPkOFm299HjYJnrqJU+DQoKXxoaFFJEBlgRTy+b6KOeNKRJV8jfCW10nq0m3LSgvttkdVaswpNEBIa8qYvsuLd1lTeLNZkvy31CgZxOpyW8WldXB7/fj8cffxxHjhyRRv6maSIQCGB4eBj79u3DzMwM5ufnsXv3buzYsQPFYhHPP/88BgcHceDAATzyyCPSpo1hUiI9fr8f7777Ln75y1/i0UcfRWNjowwB0alPLOCjA04FyX26sLCAmZkZbN26FT09PbKXWcDDfF86pRzow+vWDuW5c+fg9XoxMzNTMXGT/KkBAWsomYg6AGlflcvl5LnQCCIfaeea8lOHg+mE0/khOmiai3mllE2Uw2zFqEl3onm/tFn5dS14ledaCTHVQOfTNjU1VaRYaKBDv1Yul6WOgD2B5+bmKopLu7q68OyzzyIajQq6nEql8PDDD2NmZkYKt3O5HHp6eqTe5Zvf/CaCwSA++9nPyl4yDEPWx0FcQ0NDyOfzGBgYQH19PVKplABDBJTYBcYqp8jT6XRa6nM6OzvFmKQco47i9fMesMZGzxtgVDgQCIgOJc8DNw7x0foWgMgB8lS5XMbk5CRCoZAMWKETrR1MRpiB5dHf2gin/CmVSpI2yuJmnYqp944G1FbiyK4Envo2gCervP5XpmnuX/ohw+4E8CyAXUvf+VvDMD7wZfY3Qx+spDcmfzN1ggJd564yVMBcXCoknYfM6szr16/j4sWLiEajGBkZQSgUwtTUlHi5sVgMP/7xjzE2Nobp6WnE43Fcu3YNTU1NOHHiBEZHRzEzM4Pr169jdHRUjIFcLofu7m50dHRgcnJSpnLR89NV8WRkKjameeg8JW1gkpG0984wKtFnGp1aGNNgj8ViEs5kCon2rnXrJ5IWCHyfnyVKQIHJAiHdKF4b7nqdFHgUGLoPMo+tjWiijlzPKjpy34bNszelm6H8VtJTEvmbqRP6+Vv3OJWsrnCnEe3xeGCaJrZs2YKBgQGEw2F0d3cjFouhra1NOqmEw2E8/vjj2Lp1KyKRCFpbW7Flyxbkcjns378f3d3daG1tRVdXF7Zt2yapEUR3JyYm0N7eLtMvqSh19xmtnOrq6pBKpZDNZm+QQXo8sw6/cu9q+UWjUysppowxxYP3kCAAP2vNEeXaKCf4Pj9LsIF8zkJcPaVLG+56neRrGuG6sp7H1kY05RHXs0rG4bdh8+tNyapXNdKpEU/uVS3/a0UG9Y8VZbT+JujDPZNOp6UXP0Ed9g02TVOK2ufn5/HhD38YPT090qM/FAohEokgEAiIgezxeOD3+9HX14e9e/ciGAyiWCyKkUjj0OFwyLS8cnmxE1QymZTUKO5b7k+gMteXTqA1t1jXUFCGscuFrq2xpjdZAUHN79UASjrIOhJHo1wXquvaHYJcpVIJXq+3osjSNE1JUaUurfa8qz3Xm9EtEWPTNF83DKPnlkdapGcAfM80zVkAw4ZhXAJwCMDPV/j9TUcrMWaIYjIXkd6mhva1ccSwDjcvjUYiUXyfr1Ep0YPdsmULZmdncfbsWQnh5nI5TE1NobW1FaOjo9J+5dvf/jbC4XDFhJtoNIpgMAi/3y/5Rf39/YjFYnjrrbfQ3t5eMd2O69Mh12KxKIgsG5Q7HA7JW6RRqcO3TAnhtXOD61AYEaxAIIArV67ICEkKimq5UjyWJi0IeR6iQsBimgqfEVNTWDhRLpelgIndNrxer4yJZpu2+fl5Mdj1DHfdEUOv04oEvF+yefbmtBLBSN5kzj/5lrxsNY7K5bLsZyonAPLs+T5fo/NXLBbh9/sxNjaGxsZG7Nq1S8L9Ho8HkUgEsVgM27Ztk0EcX/nKV4SnSOFwGIlEAul0Gq2trUgkErh06RJaW1vx0EMPYXJysmK6HddHJCqXy8HlcgkiS5lQLpclx1IXxehJkIy0aMNb5+IyUpRKpbB9+3ZkMhkZxaudYt534NbV6zwPUW1gMU2Fz4ipKaFQSAwFFgozBzWbzcqYaBZD1tfXi8Gue9Pqjhh6nauBnNr8emuqhQDq9+mM0snRdS4aceTeITihX9NDsKw5tDQ+GUFNpVLw+XwwDENy2fv7+yWXPZ/PIxwOI5PJwOfzwTRN6UpDfd3f3w+fz4dz585hdnZWivYSiQQCgcAN3RmcTqcY0tzPdL55rXTW2R2GvErZVG2/Up5R7hEx5+Ax1lRo2VbtOfBYtf6ur6+X7lfpdBoLCwsVa2dKCI1lYBkE4/0DIJEpnbpFnWq1Gax6dSX8eicJjf/VMIxThmH8g2EYwaXXugBcU58ZW3rtBjIM43cMwzhmGMaxO1jDpiA+FKYdWL1ZClwygDbk9IbVIYVq3Re0B7Vjxw6EQiHMzc1hZGQEjY2NMmWO6QIsmGGCPSfm0CObnJxEPB5Hd3c3PB4PotEo0uk0fD4fXC4XCoVCBXpDAeFwOBAOhxEOh2V6Hjcj00V4Lbw+CibdR1UbjGRsnVdFY1OnbFQLa1YzjKt5tvws7wkFJQBB6rVDwjXxfrEvJYvwGL6yCnPtqfN1/XMXadV4NhqNVvvIB4Z0ZEIjIdyz5Ee+pw05Orp8nUZVte4LRE5mZ2dx4cIFRKNRKXJjriGNPyoQOoetra1wu90yktbpdKK9vR0tLS24evUq8vk82traJO2qWCxKCFOHHBl6jUajmJ6elul53Is0GDWCo+WV7leu9zoNUiKvRHEBVKRsVEsfqmYYa5lgjQDp6WNUqETqtUOii4aoVNl/nW3aeG/0PrDyphVxvEtk8ytWhhbrKCyjlVrHWPlVE/cz/+ZxeEwdNTAMQ0CYfD4vucJtbW3YunWrpBfSmdQ1RUwHAhb3JvmOMoA6nGAK0xP1vqOuIUpMnaSjnHQQqrX9tN4H3iMrv2lHUIM6+jePpY/He63vqT43r4XPh5Er8h8BJ3beoFHMZ2IYy5NpdXTHaoBX0/d679yK3m/x3TcB/O8AzKXf/x3A/wKg2hmranrTNL8F4FtLi/3AN4LUaAtblrndbuTz+YqiO2BZqegcRubBAstGGpUSFY7T6UQsFsP8/DwGBwfR39+PZDKJ06dPA4CgIbqCnkh2S0sLZmZm0NjYKPmxvb29iEQieOihh3Dx4kWcPXsWDQ0NiMVigrpwozLHh+smsq1TCcrlxXZkHLvKTa+ZS+cC87fOF+R908MBrOiR1eCtZRjzt2ZWKvlyuYx4PA7TNBGJRDA0NCTFB+xjq7uDsJKW/WBHR0crigetCJNe081QslWkVeXZgwcPfuB5VldGM+e+UCgIekqlAiw7b7pWgHmwwLKRRuePjl2pVJJw7NDQEC5duoTm5mbs2bMHwKIxxz7gOk+/oaFB+grPzs5Kfuzw8DCmpqbw1ltvob+/H7t27cLc3BzC4bBEN8yllIFSqSR5/bxWja7RiHS5XNI3lfnLOsKlc4E1sqUL6gqFQsUQHmuUxmrw1jKM+ZvvEckDFvm8paUFhmFgamoKg4OD0oNWD0Og0mZOYjKZBABs27atAoGyygi9ppvJllUim1+XSKN++reVtNND2av5UxtF3H/kWy3HCbyQD5gnS/3j8/nw4IMPYmRkBOPj4zBNE11dXchms2hubobL5cKVK1cwNTUFt9uN/v5+TE5OoqenR/ZRsVhEc3Mzjhw5Iujupz71KUxNTSEcDiMQCCCbzVbUGHHoD4vumTNPlJy6i59njQvPyf2r+ZWkB3Lw/nGiZmNjozjV2rittve17tWf5X13uVxSf8BzFotFpFIpdHZ2IpFISHE/e6brOq5AIIDR0VEphtSRAW1vWOWHfu53zTA2TXNKnfDvALy89O8YgK3qo1sAjK/kmNZ2H9a80KVzVb0oazHN0hrvppFRsaZaDKvXb5qmGMbsV8rrofFEJtV5bEQ8NKPqjcINQaU1OzuLYrGIc+fOoaGhAU8++ST6+vrwzjvvSJ5jubxY8Z1MJtHd3V3R/5hIcU9PDz75yU+iqakJx48fxwsvvIC2tjbMzc0hmUzC7/eLYqWXOj8/L6HYbDYLwzBkstzk5KQYvbqBOvOMeG16IiCwnL+o+ykS8eY5aSyQ4fX943l0ziKNaF2xDCy3+2G+MAcqkIH1M9DT9XTONxU1DQpteOv0EToBTCXhM9QO0mrS3eBZevIka17o0nmrGg56D6t13W3EXM5p5Vu9Bv03eWZ2dlaK2/jMeSwKZvIjURyNFmsZpXPsGFp0uVzYuXMn5ubm8Oqrr+Ly5ct44IEHKpCgQqGAQCCAkZERiUywAr2jowNXr17Fyy+/jFwuhwMHDuDzn/88pqen0dDQgObmZqTTaXFgqQDr6+sl5YlFS5ws197eLjzFkCywXD/Aa7OO0SX/6emOVLA8J51yygR9/zTCpo1hRoZ0VIjGEBEkDi6i0aCfgZ6up3O+aVTQYNFyXAMaNE50vqlGFld5j951fq3WYqtarUM1R36teJVUDUTg2qxrZQcWrVOoQ3gtNBq539iOkHs1n89L0TdTnsiH7CTT0dGBvr4+vPvuu0gkErj//vtx8eJFhEIhMfAaGhowPT2N7u5uTExMYGxsTOoCXn75ZZw5cwb33XefpDuFQiEpfvN4PBVphsByRJMO7NzcHFKplOgUAlas+WF9krXwlPdQ852uuWFkR+urQqFwQw9lgkR6kAnvK9vXaf3O43HoCADEYjH4fD5JUcvn8wI+EOyivqRuZSpUoVAQeUO5y0JELWN0owNtF9Si92UYG4bRYZrmxNK/vwHgzNLfLwH4fwzD+B8AOgEMAHhnJcespmStULxWMPq1asxR7bN3QlakgKQVv/W39fuJRAIdHR0yPpIGpc5D5INkgj3zEVktyk1P1JVCu66uTibI1dfXI5FI4MyZMzh+/Di8Xi/uv/9+SXR3Op3o7++H2+1GMBgUhcJc2p6eHly5cgV/8Rd/IRuZif5EqZmTyDAuGZBKlwrV7XYjGo3C5/NJbiHTOGjUMn8zk8lUFXhacXJ6oNPpxMzMjAg5YBll4n3lPW1sbJQpWWT6+vp6ZLPZCkXrdDql2lVP82K+F3OotYHAdWqEUE8305OGKHxZjawFFAAR1neD7gbPVnNmrUaCduT0a9WQhmqfvROqxY9aZtTia34vGAxiYmICuVwOwWBQDEqd70/jimFVIhnslMLnTtSVPLWwsCBtFefn5xEMBrF7924cOHAAmUwGx48fF6VTKpVw+fJlFAoFJBIJ2afMpR0eHkZfXx/++I//WGSCw+GQKEexWJTcf6ZLMeRK55aGA4v+mBvJIhyunbnz5P9qTo52UDk9sFQqobW1VXgSWEadeF95T2dnZyXPkLxMZaodWp1ryOdAJz+VSkkOtXbEuU4qTMpbtnTkwCR+Zm5uTgaz6CJhAFJxv9q0Fvxa47w1+ZWGj3bsVpNq3cdqvFmLX30+H/L5vOwXnbrAITk6WsEOSuRnGpPUo3SeeP08L7sh9fX1iRHe2tqKSCQiTmE+n0c8HkepVMI777yDsbExNDQ04PLly7jnnnvwoQ99CIcPH8bs7CyCwaAAPQRKuD+pL1m0m8vlpGsEdQgLfWnkkx/IV6Zpwuv1imFIh96aL8y6GY/HU2GXaGNT1z4xAk6gT68dgMg83jf2Vtb2DuseGPHhehlJ4vkACHrP59vc3AwAAjDRCaKhTGdcO+UroZW0a3sewEcBhAzDGAPwvwH4qGEY+7EYwrkK4HeXbuxZwzBeAHAOwAKA3zNN833BX7WQppV+925RNSW70u/psAw3oc5n00iF7rlJBqVQJoNq5cPXdf5NPB5Hf38/XC4X3n77bUFAS6USYrGY/O33+7Fr1y45zqlTpzA+Po6WlhYpTGFjbY0UUKlwPVrJaUGiR+bqvEIKHQoSK1JqDcdQONC4txI9ev2j758+bjVUVifuU/gTjeZUPqfTKYJAr5HPjKizPhefMwWRfp9/EznURZDvl9aLZ6s5qbfz3btF1ZzZlX6PUQ89ot1ayMO/dW9rRhG4TzVPaFSOIUVGKTgOtlgs4sEHHxQE1Ol0IhQKyd/pdBpnz56V4+zduxednZ2Ix+NSAFpfXy/OnFZMdFo18qNlClE2TqjTOdGMjBCBs/Kh1YAgYkvj3kpUgvpH3z993Go8z/XrcCqjPZzKVyqVxBnVa+QzI+qsz8XnTDml3+ffjNDpIsj3Q+vFr7dLVsR4IxKjcpz8qmWt1XHTBhtlvVV3UA/o79MIo+Ho9XoxPz+PyclJMUzZGQYAWltb0dPTI0VzIyMjUsCn+3hr4j3W3ZDIS1qH6pol6n8NCmn5VMuBtdoPRHmrPWOtG/kd3g/yIc9ZzREjj/M9gnWMXOkCZ90Fh8ckeEQnQsthPhvKCh051te8kr27kq4UX6jy8v+8yef/HMCf3/LMK6CVXID1xlmNqdWiWmu5HSVbKpWQSqXQ0dGBtrY2ZLNZQX7153TfP2uIVucZMvTA7xFRJQrU0NAg/YzZfmlmZkaEAJHNXC6H48ePyyZqaGiQcBC9TnreGtVjWFFP6NNIDjc4Q49+v7/CK6dnaZqmtKKjcaidBW50Fvzx81bSnS/0fZmdnb1hKl6150nEWCsAIlQTExPweDwicJnvpe89J/hxjWRstoeiAcR7yXC8zsckYncntJ48uxJ+0Dyq+Xa1le3tIFC1vu90OhEIBDAxMYHp6Wl4vV5BQfTnuOd0vjx5Q+fzc7/ze0RUiZzMzc2hra1N9p7D4UBra6ugNUQ2m5qacODAAdnPs7OziMViCAaDIhcYDqXyAiDpO7rCXEdMqLSo7NLptLR1o/HJ47MaXjv7PB/lAXMT+Xkr6c4X+r6wEMfqdFuJaJDmd8q6jo4OCYlzaiXzMHnvM5mMRJSIMtGZZzRPFw0ScdJ1D3eqa9aTX61UC519v4DQ7RDD+e+XTHMxmun1epFMJiXKUWut3Ofa0NNIps7L1cegjuP7zc3NwuPawDZNU3LeuYdZU0DEmmvWDpY+F/lbG7DWVEEawow86boe8pyu6akVOSA4RYeYkS5NjIJxbbwPVkDK6myStLHOn0wmg0AgIO/rY2sdAQDJZFLkoWmaFbnV+nzWvUQ+1f3lb0YbdvLd7QobfSPvBmKsDbX3+30adMwfqjWNTbcKonDWqLHuhWwl5vzoHEA9+YnhBjK3Rj4ZinE4HIhEIkin09JHsRaSqXNirYVz2nsjs+gWWPqaqXg1wqbvi2ZmXWShSTOj3gflchler7dCydW6fzT8tcAhakZm02k/ep3aAOK1aJRfG/m8T9qztaJkm41uV1nqvXI3FK0VTXg/3ydfsM1grWlsuiWfzo3TKGut1C4Whllz8ehQEj3h3tDIJ9MNyuUypqam4Pf7sbCwcFMkU+cZWgvndJiUyKluNamvmQ6u3uP6vmg+0fyjSUdYrEhdNputcCZr3T/KGso8ot1aTmj5odfJomZ9LVoGaSOf90kjddZo1GailTqOVgf2buhXnqfasW/XkWV6EfdfNZmqQRk6swy9kwd05EBfN1PmCHywgJXHI/hD442pENwz1KU8Ph3daoi8lR+py3WhGXmN10Lnbn5+XuTVre4h16JTSqp9h04x3+P90TqVDvTN+JXXyM/RiWF0rlbKAxFxEg1tLUP0PrLWKax0L20Yw7gaM1b7zM0uTG+mWsdYKVXzkKsxrlbu+net4zA31+/3Ix6Pi+LkJDbtHVoRcPYUBCBGJu8Jv8deui6XSyrVfT4fEomEMIxGhokG6XChw+FAJpMR5ISFB1TUwHJSvlaMbKJP4jG9Xq8IAJfLJcWHNNKJ5DBPF1g2uJkWQmOe39GOCv/m/aBBwusplUpSDMjv6LQLTfT4eTwqaBpHTqdTcjS5FqKKgUAA165dw+zsrBQW0NhZWFiQ6WJakDLnitfL57sZaCUo0q0cVe281DrGSqmWQq/Fk9bftY7T1NSE2dlZZDIZtLa2yp4nSqMVqRUBpyMMQIxM3hN+j3mD7GnMcwWDQVG+RI44xMZalFMul6VXKnukkn90egeNYioXDqsh8ZjZbBZOp1PG3zJHmUY6Iya6sIXHZjoDjVMdFuX95d+8H7owmOtgMSC/o9MuNNEY4PFKpcWJWGwBVSqVpBaCa2H0Lp1OY+vWrWhsbJRx3TwG8zZZSMtr4cAkXu+t0KeNQnfCr5pPV8MwrqXLa61ppcekvuBzYqRxdna2YnIinS5G/wCIcafratiFBoAYvuxI5HQ6JVrBntjUmTRcmb7IVEIOpKLsTyaT4gxz3zHCYRiG8DH1DXsXcz28X7FYDI2NjdLDXKcVcSBJNputSANk2gkjO6xj4mu6TZtGeCkjeG7eW61frbaBfobkG6YiAaiY7cBjMQrH809PT8v18DWn0yljrzlwiWujXOC13A64uWEMYytV80xrWfxWhbRa57ee43YEgnUtFChkGF18xv8ZdiWKwQ2k2z/RiNZhTXq83Bw0YHX7Mp2rRAWki+kcDkdFJW48HpdJPSye0ygQmYqKTStKvq8RGBYR1NfXizLWk+G4qSncKHj8fr8oRXrdLKLQz4oerzZSKICy2WxF5w/N1Pq3Zkr2Y15YWEAul0N9fb0Y82Q0Xcns8/kAQIoQAFSshwqfz4Pr1agcP2stRN0sVI3/aiFMdwOBqqb4b0ceWNeinx33M/PlyX9MbyKKRP7SbRa5X3T6kA7TMpLBvEXygZ7cRoNTF9OVy2VJ7zHNxbBtJpNBLpeT4jkdbSGaSoWqHVK+rxHuxsZGuS5WyOveoZzWSblGWZZOpysUqMPhkJZP+lkximTNk1xYWJC8TX5Wp1JYESCGpNkXtq6uTr5PY55yk/eYzj+ACrROr4eOtc49tUa/VstQXAtaCS/c6jPVAIn3Q9XuWa0onjUSUeu8fI/6UBt3/J+gSigUEv1EY5ZGsk5RZOoBnzN1CrsmlEqLA2M4yZK8SJ1GZ5avsfjUNE0pIotGoxLpITCk9ZsupGM6IfUQEe6WlhaRN3TayIMEbhjNZCoYC1xLpZIY9dSx1sgt97/uK6zXxvVZP68jrFZwkfqzublZnr1ORWGnGN5DyiCdEmIYhtQv6BRFpppS71Nm1UrJstKGNozfz2e10LwTgVXr/CsJSejPWdFMIppMT6CypUIgQqvze2g80fhi3h+ZXF+zDqXQoLQWyQEQFIQNtQFUhGDK5TKSyaRsUM0oNHCtk6u018v8Q2CRAWicMneJAoYGMTc6mTyVSoniJUMSTW1qaqoIJfE+a8ULQKb7EfXiZ3Xutt4j2phpbm5GoVDA9evX5T6wOIDGAr9PIZZKpcRo0oYv10Wlq6cI6bDsauQrrifdruNI0s9wtZXtStZlRRKsaCYRTaYn6MIPRg10myQek9EFAJJfrwtK+DnuCY3IWIvkAEi0QaNG/B55kX20GZXgObhnydvkZxrITqdT8vx5XBqX7FpDGUW+pPIplxd7fgcCAeFnIteUYblcTs6r77M2AADIdD9Gl/hZnbut94gGDZLJJNxuN7Zs2SL3IZ/PC2KoDVy2ZQsEAmLQa8OX67KCGPwM16LTojY6raZsWU0Qynrcm9HNHGmdQkM9xXxe7l8dGSVvab1AvmZaYUtLS8VndLF7tbVpkIrnIk/RQZufn5d2p/X19TI9j+8T3NL1RTo3l6gobQBd9K2NYRqk7PXvdrtRLpeldsjr9Qrww3aUtBUoJ6zDe6h7NV/qZ2L9W/8GUFFjxLV3dnZWzD2gTCGYx3vHZ2g1vrVM0LLSen7rum5Gq9+AcYOQ9abdzo8WwCtV1rdiaG507bVSgTA0w3QDa24OvUstiK25PmQgK7Pr8/M9q1GiNxs/x+9zAAmwnBYAoIJZNXNwDdpbIxKlvXZ+n1W9dBLm5xcnUfEe6X7DOtdLo7FaWGlFr0PG1r1RC7GgY0APOJPJCNpHRNk6CEEjA9XOo9dGwWU1gjezQbxapPfn7f7ovb9Sp/hWfE20k9ERGnvcY1TCRGisxyZ6xGddDVXRssa6ZmtRi/U+aYWuv080C1hOCwBQobQ1Sss1UCECyxEf7nMa3gzPZrNZcRJoRPMe6X7DvHbKLq3stYHMderwq3VvVHteOteXMpFFsJQXTD/RzrSu3q92Hr02GlRWI3izGMSkO9GJtYyQO/m5nfXxfT6Paj9WfaQRYepf8q0+DonyW/O9VX7zWJoHrTxtXav1+ngu8hYjtla+sPI8X9NOmWlWjkHWNgINZ07Ioy70+/3yHrAoL7gGa5RT31sN4FA2WPnValvU2oc6ZUpHdHU9Bs+h66WsAJ++x9qGsdYBWfn6VmRsBIVs/ApMvrPJptukd03TPLjei6hFBw8eNI8d+8BPc7fJphXRwYMHcezYsQ1rKdv8apNNlWQYRk0du1EM4yiAHIDYOi4jtM7nt9dgr0FTt2ma4XU8/03JMIwMgAvrvIz1fkYbYQ3rfX57DYtk8+utab2fkb2GjXH+jbKGmjy7IXKMTdMMG4ZxbD0RsvU+v70Gew2bjC6s9/3ZCM9ovdew3ue3X9g3kAAABPRJREFU17BpyOZXew0b4vwbZQ03ow9sjrFNNtlkk0022WSTTTbdDtmGsU022WSTTTbZZJNNNmFjGcbf+hU/P2CvgWSvYePTRrg/9hrW//yAvYbNQBvh/thrWKT1XsN6nx/YGGuoSRui+M4mm2yyySabbLLJJpvWmzYSYmyTTTbZZJNNNtlkk03rRutuGBuG8aRhGBcMw7hkGMYfreF5rxqGcdowjBOGYRxbeq3FMIx/Nwzj4tLv4Cqf8x8Mw5g2DOOMeq3qOY1F+j+X7sspwzAO3MU1/KlhGNeX7sUJwzCeUu/9t6U1XDAM4/AqnH+rYRj/YRjGe4ZhnDUM4/eXXl+z+3CTNazZfdisZPOrza9Lr9v8uknI5tk13avryq9Lx7R59k7pTqfX3OHkGyeAywC2A2gAcBLAzjU691UAIctr/weAP1r6+48A/OUqn/MxAAcAnLnVOQE8BeD/A2AAeAjA23dxDX8K4A+rfHbn0jNpBNC79Kycd3j+DgAHlv72ARhaOs+a3YebrGHN7sNm/LH51eZXm18314/Ns2vLs+vNr0vHtXn2Dn/WGzE+BOCSaZpXTNOcA/A9AM+s43qeAfCdpb+/A+Azq3lw0zRfBxBf4TmfAfBP5iK9BaDZMIyOu7SGWvQMgO+ZpjlrmuYwgEtYfGZ3cv4J0zSPL/2dAfAegC6s4X24yRpq0arfh01KNr/a/Grz6+Yim2fXdq+uK78urcHm2Tuk9TaMuwBcU/+P4eY3bzXJBPAjwzDeNQzjd5Zei5imOQEsPlgAbWuwjlrnXOt781+Xwij/oMJbd3UNhmH0ALgPwNtYp/tgWQOwDvdhE5HNrza/2vy6ucjm2Y3Bs+uyT22efX+03oZxtdnya9Um4xHTNA8A+HUAv2cYxmNrdN6V0lrem28C6AOwH8AEgP9+t9dgGIYXwIsA/lfTNNM3++garmHN78MmI5tfa5PNr2u/Bptfb002z9amtbo367JPbZ59/7TehvEYgK3q/y0AxtfixKZpji/9ngbwL1iE7acYQlj6Pb0GS6l1zjW7N6ZpTpmmWTJNswzg77AcwrgrazAMox6LzPJ/m6b5/y69vKb3odoa1vo+bEKy+dXmV5tfNxfZPLvOPLse+9Tm2Tuj9TaMfwFgwDCMXsMwGgA8C+Clu31SwzCaDMPw8W8AnwBwZuncX1762JcB/NvdXstNzvkSgN9aqhh9CECKYZDVJks+0W9g8V5wDc8ahtFoGEYvgAEA79zhuQwA/xPAe6Zp/g/11prdh1prWMv7sEnJ5lebX0k2v24Osnl2nXl2rfepzbOrQOY6Vf3xB4sVkUNYrEL8kzU653YsVkCeBHCW5wXQCuAnAC4u/W5Z5fM+j8XwwTwWPaT/UuucWAwt/M3SfTkN4OBdXMP/tXSOU1jcoB3q83+ytIYLAH59Fc7/KBZDJKcAnFj6eWot78NN1rBm92Gz/tj8avOrza+b68fm2TXdq+vKr0vHtHn2Dn/syXc22WSTTTbZZJNNNtmE9U+lsMkmm2yyySabbLLJpg1BtmFsk0022WSTTTbZZJNNsA1jm2yyySabbLLJJptsAmAbxjbZZJNNNtlkk0022QTANoxtsskmm2yyySabbLIJgG0Y22STTTbZZJNNNtlkEwDbMLbJJptssskmm2yyySYAtmFsk0022WSTTTbZZJNNAID/H8oHWQCjnhyJAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage import filters \n", "\n", "edge_sobel = filters.sobel(dog_gs)\n", "edge_roberts = filters.roberts(dog_gs)\n", "\n", "figure, subplots = plt.subplots(1, 3, figsize=(12, 6))\n", "subplots[0].imshow(edge_sobel, cmap=plt.cm.gray)\n", "subplots[1].imshow(edge_sobel, cmap='binary')\n", "subplots[2].imshow(edge_roberts, cmap=\"binary\")\n", "plt.show()\n" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Is the green highlighted pixel part of the *edge* of this image?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a small 3 x 3 box of local pixels centered at the green pixel in question. \n", "\n", "The box is shown in red. \n", "\n", "Then, let's **apply a vertical filter** to this little box:" ] }, { "attachments": { "image.png": { "image/png": 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