microsoft/AI-For-Beginners
Publicmirrored fromhttps://github.com/microsoft/AI-For-BeginnersAvailable
lessons/4-ComputerVision/06-IntroCV/OpenCV.ipynb
419lines · modecode
| 1 | { |
| 2 | "cells": [ |
| 3 | { |
| 4 | "cell_type": "markdown", |
| 5 | "metadata": {}, |
| 6 | "source": [ |
| 7 | "# Computer Vision and OpenCV\n", |
| 8 | "\n", |
| 9 | "This notebook is a part of [AI for Beginners Curriculum](http://aka.ms/ai-beginners).\n", |
| 10 | "\n", |
| 11 | "[OpenCV](https://opencv.org/) is considered to be *de facto* standard for image processing. It contains a lot of useful algorithms, implemented in C++. You can call OpenCV from Python as well.\n", |
| 12 | "\n", |
| 13 | "In this notebooks, we will give you some examples for using OpenCV. For more details, you can visit [Learn OpenCV](https://learnopencv.com/getting-started-with-opencv/) online course. \n", |
| 14 | "\n", |
| 15 | "First, let's `import cv2`, as well as some other useful libraries:" |
| 16 | ] |
| 17 | }, |
| 18 | { |
| 19 | "cell_type": "code", |
| 20 | "execution_count": 1, |
| 21 | "metadata": {}, |
| 22 | "outputs": [], |
| 23 | "source": [ |
| 24 | "import cv2\n", |
| 25 | "import matplotlib.pyplot as plt\n", |
| 26 | "import numpy as np\n", |
| 27 | "\n", |
| 28 | "def display_images(l,titles=None,fontsize=12):\n", |
| 29 | " n=len(l)\n", |
| 30 | " fig,ax = plt.subplots(1,n)\n", |
| 31 | " for i,im in enumerate(l):\n", |
| 32 | " ax[i].imshow(im)\n", |
| 33 | " ax[i].axis('off')\n", |
| 34 | " if titles is not None:\n", |
| 35 | " ax[i].set_title(titles[i],fontsize=fontsize)\n", |
| 36 | " fig.set_size_inches(fig.get_size_inches()*n)\n", |
| 37 | " plt.tight_layout()\n", |
| 38 | " plt.show()\n" |
| 39 | ] |
| 40 | }, |
| 41 | { |
| 42 | "cell_type": "markdown", |
| 43 | "metadata": {}, |
| 44 | "source": [ |
| 45 | "## Loading Images\n", |
| 46 | "\n", |
| 47 | "Images in Python can be conveniently represented by NumPy arrays. For example, grayscale image with size of 320x200 pixels would be stored in 200x320 array, and color image of the same dimension would have shape of 200x320x3 (for 3 color channels). \n", |
| 48 | "\n", |
| 49 | "Let's start by loading an image:" |
| 50 | ] |
| 51 | }, |
| 52 | { |
| 53 | "cell_type": "code", |
| 54 | "execution_count": 2, |
| 55 | "metadata": {}, |
| 56 | "outputs": [ |
| 57 | { |
| 58 | "name": "stdout", |
| 59 | "output_type": "stream", |
| 60 | "text": [ |
| 61 | "(242, 531, 3)\n" |
| 62 | ] |
| 63 | }, |
| 64 | { |
| 65 | "data": { |
| 66 | "text/plain": [ |
| 67 | "<matplotlib.image.AxesImage at 0x19a755cc640>" |
| 68 | ] |
| 69 | }, |
| 70 | "execution_count": 2, |
| 71 | "metadata": {}, |
| 72 | "output_type": "execute_result" |
| 73 | }, |
| 74 | { |
| 75 | "data": { |
| 76 | "image/png": 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", |
| 77 | "text/plain": [ |
| 78 | "<Figure size 432x288 with 1 Axes>" |
| 79 | ] |
| 80 | }, |
| 81 | "metadata": { |
| 82 | "needs_background": "light" |
| 83 | }, |
| 84 | "output_type": "display_data" |
| 85 | } |
| 86 | ], |
| 87 | "source": [ |
| 88 | "im = cv2.imread('data/braille.jpeg')\n", |
| 89 | "print(im.shape)\n", |
| 90 | "plt.imshow(im)" |
| 91 | ] |
| 92 | }, |
| 93 | { |
| 94 | "cell_type": "markdown", |
| 95 | "metadata": {}, |
| 96 | "source": [ |
| 97 | "As you can see, it is an image of braille text. Since we are not very interested in the actual color, we can convert it to black-and-white:" |
| 98 | ] |
| 99 | }, |
| 100 | { |
| 101 | "cell_type": "code", |
| 102 | "execution_count": 98, |
| 103 | "metadata": {}, |
| 104 | "outputs": [ |
| 105 | { |
| 106 | "name": "stdout", |
| 107 | "output_type": "stream", |
| 108 | "text": [ |
| 109 | "(242, 531)\n" |
| 110 | ] |
| 111 | }, |
| 112 | { |
| 113 | "data": { |
| 114 | "text/plain": [ |
| 115 | "<matplotlib.image.AxesImage at 0x1de4dfef6a0>" |
| 116 | ] |
| 117 | }, |
| 118 | "execution_count": 98, |
| 119 | "metadata": {}, |
| 120 | "output_type": "execute_result" |
| 121 | }, |
| 122 | { |
| 123 | "data": { |
| 124 | "image/png": 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PTWSyVcbSOE0ZJ7pFdsyi973olYdn2l3TaQZd4DHi9X3UpPCJMe5ibHPDC9ELj/THf5eWKJJe06AS3p6fS3D9xcCttERv9Kq3rNXKUSpFq1zCJeV751WCcARba6wJAVgVjL3GszMbMyoapm3JIFKvZB/r+1ic9yr1Sjwa8cRlKSwPvheoi9vLzxA4jS+0iYEw26c8GuMTFBOojxoVIRPZFgL1zmmPbQ0SYNTGJbxXmuDzwoiBiH2nCSJ7aF6hjcfWpqMKuhiIhOTth4eW8eKVHLN/fG814NI+ybjmXrvcqKy/4rT3vo+QEE4lJk5g13R9yFu36lAd7p5vo3yihOJUgkmEIeO9Sji4jTERnZ5ZeJaKMBZlElVKJvD+i597r+lWe5WMr8+MsV2A4ASrhoCzS5Mg/HhQM5O/fRYnou+RCuSiMuMnBqo0Du8tQvuVuEDuhDRW97D6PKgq7BKjXXKOcvhD8Hu5xkqcLhVohrU16VxaeSZNGSaF+G8YJ4MyPo/K2LQ6WK5q9qYjkPvn1YlA56Jhh/4CMzfgJ3j2sQ+NNRg63L0q2o+0iJ8I4y4XmvB1CYSq3NDqE3DL45psl8xJdicfR4HMP7foBA1p5dAqnF889zri98HTtlgfqI6Ls3J+XBmAZfT6B0WbMHqHeuxMnLMF8ma0o6Cjk7UZJS4sY4PhFUaB0Ne818nzEvw9P1cRA1sSXMWHFBHnuqV9k7Ey0j10MeBId3zxqL14b3EbpT2+7X4XyCFBNcZ1hjh6t0rRnxyiMcs94MXgbuhEDNa2cTIxdAfSwZiGSYTMk/cdXJMFcImTTcLrxWCL4c8nHoiTksfHp6ciRq98mGh81g+Ik08OhXmVAq+msBjjsW2gnAo2vxgAF7gmQGrRWcgohSYyP6DDeOvWMKoaZhGakZwIcRwqI2Mkg+3imJrWZRpbwleHDg50Pqw80go0ssiIBk2MZGH6TpVe+Omi0Te663dOl6yMRWvHrC0ojaXQjjbjvZcRYjHasXM8Zjyo0coztwXjskl4ehEnnxxLPzs8ZtJW3DlYBWBUNlxe3qV2BfcmKxzPKkZlw7BoE/YfH1vPsMv15swZk32fs3wWaZO5oyZO40dBPp8IVUiPygxi56XnRn6gm/RZYNXE5UnksMs/aTIZaOXSdxMXDLAEJBYhoHAuT+0KLCERynnNyDSU2tI4k/jrc1vE8ytqV9A6w8yWyWsXw259fEG0TctJ6WfrQtBVmDLW6d5SUAajYOwyAZiIM8oDhw4iqdsC4RHLQJUBIZCJbTVNXSTaY+4liYFoW0NdG0zhkqF3mUGSbcTAADhretvY1tDWJn4eKJiu6WIUwmdXKhgUSfTRkcnircIUDt+GfYUWKUFZlSAK1XnB6e+wbdovT1IqfPgn3rUK3+UrCmUcunAJ68fLfi78EwhGEpmgw9eFvikspMKRc9yl716So4iebeFTgpawZTwk/NzaGODLYLGc1grd7zpOmo01LHqFRTSM4tEvsmeAFEQV3vqsLtNYFJjD6O5dElw8Z8poBW0c26VxHf0xgyxk8hEnxC/0NfG9C5ugx8X4krzTpbGMyya9l7kxtV4xLBqeX33AuZVDpnXJcV1RaMeZ4RHrgymTuuTu3kp4D6OBvri8z39x5mcA7N1aZf/GGrO24FNL93hp+R43H2zQvLPCg4PlHlxknY4wl0uGXfJWXFwFyOQxb4vE7injqiAPTNsI96TJntOd1MX2iTDuELExXPK6xTAHWKTDvaUtcthL3VLqNn1fKsvclQmeCfuoE7x42XagWyyauSsY6Tpg7j4EUFsnGaM2zbCtwDVePIeWoWkYmoZKtx0LIS6bHSpF8nMIRgx4pW0y4gknhLQ0TN53XCZ+fvM2K9Wc6bzK8PNwj6rCsjqcUxjHbF7SNEUH5UDmMfvkpSVvLWYSDgYNRRFglo2VCcOqoW0K6kmF1hGi8cGrdTawdkxho4HWkVvt0GU3UHt0SE8ymm0dn2NhMcYF+l/0nr1XybM1hcWUXWanq01I9tGd4dRlmAxcYxCevK91510Ltm26SQk6HDmnGLrGBI9e0WWtKjqcHRA2Tw9jF+8/euhkq4wUSM1bTPby8f7kXlroW//5doHZ0PJnaGKmpwRDXXa+fFIQT1VYV5IBbbRPUE0ew8mdCzHGycmIcI4V58WptH8e3EyefNquY9xIn8XA5YwUyIkBwXHJYabGapaqmo3BhC9v3aBuC+49WEv9lvdqe3jM39r8MZ9au8fe++vsvLXJhfE+F4b71Naw98E6+qcr7B2Mw3iLfR+qhrktqB4ZxjcNrTXstmNuz9Zx94eM7inaJhhtWaHLhCl9SHkF8Z/zikHRhomWjgGTQzeLiU49dGEhWey09okw7opg2EtlKZXF4JNBl0zTxSxUoTqaOAkYfIJhnNcMdMPMlRg8Q91QKstGMenBJKWyrBUTAO7M1zhshgx0y6XBHleHD7lxvMnbe2doooHXhBtdqi47VMffhQK5GDwRGlpYYna/n0aTEo9KAYMs3VyCs9KeX33Al5bfD8kW7yyzc2u9x0k+Nz7iN8+9ydpwhr2xxPzuOFAclacsLUXhKArbY1RIk0SntjUUheX5rYf89Ytv0liDfzBInqIxLgY2IxdGDEpcyrvcG8uOr03nverCUQ7ChOydZmk0Z2k8RzJFdeEirz0YyaqylFUbIZtwTteqyOV2qChRcCITVAO1BkXwxj1h1SBSAgs4c3omhesw88IHQy/HTxROgW6yv9PF0hnuuBJJfUrQjOrtk9M5cy8tTaaQMosV9J6fPBeJjzSN6U3gRbxPwt/OveQkO6C6bNFhGWCGInqTs6ZIkhhGe+rWJG/1tGCnTCLCuAnjSyfGSp6sdOr9j8Zen3KMNLlox7AMztTfOvMTLg93eHh/lfU/HbCzt8QgJiSV2rFUzLlk9hnoltEdw+i+ZtJW7DVjXrt7nvEHhvIIitKmWNmj2RI/PL7KcV3hC5iec4zKhlf2LrJbjzDnJxy+2LK6EthvshrKDfPjrjGHZzz0Vlm545fuK93E8GHHTePhQ7/9D9gsOmWLimzAopetYyLSQDeMzZyxrhnoJk0COQwj+jIrZkqpLN/bvcoP9q4AJEO5Vkx4YXCPqa341tvP8/uvfJqDdsjFcpclPeen7z7FzrfPc+3gTLrZc1fQeE0VVwnO655hr11BHemU8lnoezR+2QPJH5L13YwPJGaJeNw5nr9bjxnqhlfeeYqN12D5WsGsKdDaUUUsv1SWaVOy8RqsXDPUdUEdecs5/JIHSXOmDISX88zwiGcGD5hNK7Z/qBi9M4jfQTloU2BPPPhwIJ+Cuy4a0U4GILJ+ItbtIs5eDRp+49LbvLR9n3ZnSHmzwkWPHq8oBy2/dOEDrm7t4I8L/IMBpnKsrE15+uwOo2EDB2UHq0Tsvqgsw5V5gF2Mx9UGVbrOoAq8EieE3IMWaqKuLKpwqNKhBhGqaVXw4IWCmQd74+QkAdgQVPYJc0/wjdz3jI2j4r31EmSVLqoubtLjhWtHUweIMJ+YlYKytAwiTCHjqW4LqqLDa8UQydizETcflC1VpCZapxlXDeujGVdWdgNzxOresQTGyMd83mQCyNlLYpxlfOcYuj9xBDl2Z/SNCuwygSxemVxm7kqG1ytGjxxuHqQ7hA1zb7rKt6fP8we3X8DMwQ7gnZ1t7kxXqaqW42cbDr44Z3N50oON3jw8x7BoGX56j7Xnd0NSU4Rhnz6zy6WrDwNHvi1SLGDxXkiAVlbjAiUZ7aiMTSybRSZQ3uRT6Vfu5Z/WPhHGXTD3QFN8DLUx89pzLN4QVNvm0ZOHwFzZtyM2iyOulg+ZuIqf/ewqP/3Bc2mbkWkYqpZ1PeHGZIPhayPG75bsNyP27JjvHT5LdatifNezOxlx3Fa9/oxMeGkmbaBDDkxLFYOlrdPp98YJxmbT4C20S/9yoy1USBtfFhkI0kpjGRjL/nzE7+9+Gqxick5xfNklr985zd2jFf5s9yq7xyPakcKVxOV6OI6wX8SrA2FnBM8PSIb/+tEmf7T3Im6nYvygZfTAU0/LkAUYRcTKqgUlSUquC0DKJOFUZnQ9rtUJwnExSWdYNVwdPuLs4JCVtw0X/7ihvFUFDL6yLI3m/PWN1/j06l2GdwvOfg/szPCNp65xZWmX42trnPt2nHzmJuxXeD5z8S5Pbe6hZobq/UEwygKXRMuZG99EP2w1rtWBteMVS6szrlzYCXDOkQneeumgVd1ksQjLQIfLZysJmWBTQpdMBD5ng3QGvccQiVCYGMtw/xzPbD9iULbMZ3E8lk2IcTjNoLBsLx8HA1SHmIyP2xQxEClMkkAZ1Dy39ohvnn2b/eMRD9/b5HhecWVll6+sXcc6zfHrG0yurwZYxyuqoqU0XZ7HYr/lX1WECSN3IMTZymEGMWTizUoMwGjPqGpSopEcX4zwtclZZhda7n5dMV6fpuNZr9mvh3xn7zma1nD4mRr76SO0dkzbkq2lCeee2uXyxZ0Qq4rHbp1muZjz1PIeq8M5APO24ML4gKtLOzTW8GB/OSYcqh7/XCYp8cBzo2wW3n+Jy+UQmEwMg6JlEO9vFXn48u/D2ifCuOfztARKc8xdPm8SSyUMhsYbZr6g1G0v4CpBT608x77i5nSDwQNDMVEcNkOGcduH7TJv1eeprWG+5Zg8X1Mox067zMP5Eu3VGY++1rC1NGFggqc+0C2r5YyRaSh0jMpH773Qlq3BcXooc1uEz1VU0/OagWmTHAJAqS2joukCR1FmQAZFaSJFLFuG1c7w5t5ZLl5+xOxLE8aXDxPUI+ng9ycrLA1rDn9tytFLTYIuCt39rIq256nnXr1gt4fzAa8/Og8rLXe+XnDwbDB8prAhYFTYngyBbUPwlIgBKwLubYoImzidoBmtRcQqvMT/6t5neX3/PGYWQGplCRi0DZPdD46e4fsPn6Y4hvG9hsGtkofzZd493GLlPc36z/fYeNNS7Hde5NbgmK3hMaNbhot/PKe6X+CnRWS+EJgtTuGiMfe5p60Cho+HS2v7fP3Mu7i5YftHmuGdIuHwXuQMJLgqMI/2wdvPjHJumFVi3XRJXR1TqZv0E89ZZ5x9LSqKcH79gL9/6U9YHtS4u0OmD8e01qRneHl1l1/dfo+7O6sUP1lm/3DMoLC0VthUHYQC4fdzgwMuVHs0N5bY+qFm7/4Kpbbst2N2D8eMbytW3tMcHQ9TKn1OJ8yhGZmEBFYRqKGOgcR5WzBviuSVl9oFY5YZRNlP6I5KBVVIwfmP6orDesCd6SoXn3nI8jP7rC8F426UZ9qESe/edIWzy0ecv7jLmfUjhmWb8GsxtrO2SHknAF9YvcnV8SPu7y2z98E6s7bg0miPreqIw3mFe2+J23c2WBvNMCrQFIFejE0EAOU9k/tTKJdiGELSyAOqECaY1vXFAz8O5v6JoEJCDCR415MZWGx5wBQC1VEkBtJEEKGbiauYu5JDO+LCcJ/hl3eCdGnMVDXK0TjDnXqdZ1cecfbXDoHg0d+er7M9OOZ/+qlXuTlZZ6OadvgZikq3GFxkyWiWyzkjU/PM6IDXji5gvWbalqyUc2a2wHpNqVzy7g+bAfjwYAVzFeqW4NQysGbxBZBBr5RnrZrx3PID/vT+Mzin0gTQRNEhicADbKwdMxsHephkIRpZzlsTvG3lkyHI+dWSXLI6nNFuaCajJsAakSkjXn6bZGK75BTZX/jccuxEYZTJrGpp6oKmKbhzsIoHDr9gOb5c0Kx2/Pb5rOTbd54JGh9rnkefGWCm8P33n2Zr/Yh6FfY/s858TeGNRxmHa8LKY286pJhBvV7gSrrAbuYxC8VRpBH0wCaMXGnPjZ0NLowPMHsFa+/MaEdD5tsaX8Vrjfi8h2TchdYIkbWTrQoAVGnDNqULcsbaU5Q20B0FsmtirKBq4z3t7q0EoAemZUnPuXl3gwvfhdm64fivFwyqNslZjE2N2x2w+abl5uUKs36EVjoFOUMfA7RZGMfbR2e5NVvHa5ieU6jKcvt4LYxdoFmCdjmsSJrEiMn0UiImnnvwOo4n5TulysQXH8zZm4zQylFbQ2ks26Mj7hyvpiSpujWUJr4nkMa7wBxLZc3n127xMy5x5/461mlGVdPjhB/VFeOyYVw2KcGwzrHu2H9JZKp0yI85sgPaRyNW3jLsbY45PDtkxy2x+2iF8a7CrhQcx2PnlEYlwyv7THuVqIwOlaAc8d6lSe5Mni0L/eTGD2ufGOMeYJnihC47dHoyA930oZvo3Qs8g3JY0ZNRlpkveGSXeara4b+6+jMe1CsMdMPUliwX8xTsBFgvpxy3A2pXYCLkMncFW4MJI1MnLfdCOa4OH7Lfjvn/3XyKtjF84cpNXly6j0Nx43CDm2+fZeWpAy6sHlAZy7xVyYt3EVeTh1g7Q4FKqw2hdAlFzCiPi4ZRPJUzwyO+tvIO/9+3Psfqn47Y+0LB+vnDlCHbMRX6FMcEg5igO5KrCCrlEl0x0O40RWHZHh/zG2fe5P/y47+KvjXEbbXoYfBqvIs6P9GgJ0MGSOapF281PtOUoQlo45jPS/CKQoWg3cZ4ymy9oh4WyYMWTvywbDHaM3l2xv6ZEj3VYBXDouXhZ6fcfaoKmbTGgw2Qyr2DFep5QfNSy/EljV2yMLR9+qJIGjgF2qEE6ncq4P7KU89LfnT3Keyy4+7XRszO+mDYBS/3HVaf8+R7+Gn0yL2LyUpZUFbF7Nxk2CPPv+fdxwlCIC6hP945WOUf3f6rcFAyX1XMthVtU6Tg6o2DDY6aASy1PPhiRbnREQtEn6iIaoytNVRFy4PJElqNWXpmn8ELlrWiZX8+pHaGp7b2uPsVS6mI+u02UHAzqm7uufcToYLUgHxWaMfV1R3Wyyk/sZd4dLjEU5t7XBjv8/LyHf7fB1/i4e01lrYnrETPWOyFOBKN0yxXNS+v3eFvrL7KW0dnGbwzpB4N4MWDtJpIcbPIhQeSfpPAojn3vnGaxlX8YO8Kh80QP245uqoYDxveOdgO7+6gZfIZz8bmEUY7DucVVWHTsYRdJ5i6UB4Hpk2TYouO0ggGFREC7zubkIbPwjV8VPtEwDIeFQOqj8fdgRPfdeJdOn0n3vwgMmRW9JSxnvPDvSvcnKynmzNzJQftkMaZFBydu4JKh2DJ3BZRMEyzUy8BUOhAmVw3k6Arc3vM6ndHPJwu8/zgHqWy3HqwzuZPNNM31mPfhAIWZmlNx3yRpCiBaMRrr7SlUC55Q8KcsU5TGctSMeet2QVsq1l7r2Fwt+xBMiL+FFLBg6deGIFhgucjATDx2BdpcxAMfKUtl8sd9J0hF79tWX67RBnfZbZC8vSdVwlzDzK8/eGZBwdRUYpWecqqpSgsv3z+Bn/lzDs0xyXjtwZBwRFioFPz4voDnl1/hD0sGdw3eOPZ2jziysoO3kFxGAOcPohyScBxc+0YCocdu8h6UR33PfeAlMeU4VoGwyYZ0uRxA2a15ui5lnarIX0ISV5YCnGcpvsugVNduF5Grbd9Sd7hqA6wV1xZ6DwW4EnHlriIdZr3drcYXzpi7zdmzD4zpSjbMDkCk7rkwfEy65tHLH3pEeurkxSAD9AYafy1VsfMzYDvGhXYM3VbsFTVDEzLmdERg7JlOqniOAuetkAkKo637j2l1wQOAlgqa76ydp3Lwx1u3d6k+P4Kk6bkxaX7lMry8OY6W39WMLm13GOhQB+maZ3mzmyV68027+1tsnTLM3iokgOTQ5vWB2xcx1VHzt2H8L5Yr5g1BY017MyWmLcF58/vcfZTD9hamlA7w9F8wJmNQy6c20uOVLmg4SOU5iauys+OD3l+9QHjoubu4QqH9SCtQBqnmdsiaVg5usx4eWdzRs1HtU+Ecc9bTmeUlhtxIHnmKaAaJ4WU2IRiHmmQV8odbtZbvP7dZ3j1B89wb76S8OmRaeJE0MaEJUUblRwLbTlqKwrlEr99aksar3l/vs3bR2dxA0c7DrP/B80mpbKoewNGO4G7elQPIhbvEmbfep3kCLTyjIomRM69TsZcWk6nklm7toY39s/xp4+eBQU7ny6pt2xaErdJTqDTDRlESptwb8OAJ+Hw0oq4zBeOelkECOlfPvwi5b6i2q0pjgO/3MRqOwLNJMaDZKrm409FJcH4LzeoOp7PKB+SxZSlfFhy/s/mjK6XgcteeKpBw5XRDpeGe2z90HD5d2eM7hjOLh3xzPgRfq/i7Pcdo1sFuNBH7xVXN3b56tn30YcF4w+KSGWkywYtfExWiolCrWawVPPrV95haXVG8bDENYayavnmU9dYGs8pDgz6oECNIkwoSU5eQWaIw4PoDLskVoXPwZSWjdUJRRWD7dEQlcYyGPQhyMRqiiswgLYJLCgIMgBr4ymmsFSDlqJwIQktGhfBs+VZySpIsHDJPC6MY9qUrA+m/Oa5NxlWDYdHI3aubdJYw2+ceYuzg0MOj0YMfz5icjykbopE4U1MLN/h7fl4Lo3riYPNbcG1yTl+evAUwxsVg0eeRwdL3J2v8crRJfRUoy340qfgbZ4LIse1TnPreJ3fefQyjTXsvwhHLzSsjGcdhXKhP7PMg08JVQIX6tDPcdmkxMJx2QSHz+kUOFUQJkrVaUtJy2nRst+Ly/d5fnyf9/a2OLyxyu07G3hg2gRdG5sZ8WkTFCvl2HngORdre1z7RBj3PKAqdMe8TJ7NpAfkc+HD5zCO/F0qy8yVgRaJ4nu7VxndUwwfBF5roV0SEEuZY94wMk3GTdWRz+6SZy9LwtvzNZaKmudfusPqX7vL+aVD3p9us2xmnH/5Prf/qsI8ewSQeO2FDpOEwC6lDv8ES5NJQBgSkrlqVJcKLSuAxoWl5PMXHmB/bZ/xxaOUPCLbSDIKhMHQtOF4wdPudNTzrEQQOl1XiWfneMyrD84zvdJw47dG7L8YjLM2Lr3MQKwe1Gldy989ulaEaHL5A2cDPGS94vW98/zRgxcY7CiaFYOpSboyVWG5Od3gzmwNMwPVOkwN94+X+bNHVxk8Mozvzlm57tEznXjyAFNbUe1pzn1/zuCB6Qyt6jx3CU4CrC1N+dXVdzh6NGbrZ57qVsloUPON1TeZzkq2XvGsvKe7lYVg97rvouYsIV34ZOgh4PFn1o/42rn3qaoWdXOIujOkKC1X13fYWprgpgXq3gBnI/ZONJgu0E4DxOZYH0/5W5deYW0ww11fwr21HOUiQn8KE4Kn4jFbp2ltF+DME4/ECVgu52wUxzzaX6J6dcz2DxU7x2M2imN+9PAy1Stj1t9x2MOy5yBI8C+c1y3AMeKkdcH71mluTDaYtBWziw2PftkyqFrePDjLYTNg7bldHvyKZfncUUrskuDiMAZdnVeMirCS2qtHrI9mjF/cY/38YeLvSzBykaECxGQuHVcpYSxK8FOSksTbF+MvPPswKYREKhs/EyMvrLdCoCtreFCv8NbxeR49WsbMAqQ5jAFYOZ4YbjHoAuMsUqk/qn2CMPcsC1UqHtFllC6yZholSRchkGq9ZqxriPDMipnReMODdpUrSzv89LOXKcc1a+WMqS0Z6Ja5K1IgV6sgItTEOqZhMtHJkwdiCayMiTE85sK4Tf142Kzw1Moe8+cLzi0fJi5r40yCXsKx+8UG5AG2tjjBXV2tZmwPj3lnf4vjecX6aMbAtJwbHTK1JdcmZygHLYOySdoerQ2QjNYuFS7owSML55Cam8OyZWV5zsOjJeom8OID9u4YbMzw6wpjdcqgDC8oHeXRB/Ew4btLkk7+8nfVkDoMuYh4//2jZerWMHmpZnK+gEz0azov+dnDi+H7l2G+scTsjOfowSr7oxFu5HnwpTGuJLBsjMc1mrfvn+HmYC15zLruAr5dXVWHZJHqwnEwGfI/3Poqw5sVg/2W8qhgMqv45w9/Cf/+Eku3a0xdcvhMgVuKKy2ZI6N3iVWowuPpJhHXanyrA53SBEjgYb3E7O01Nl+FdgSzZx0vrDzg3+5vsPROyfCh59GWTvc5wTfxllZViwc+O/qA/+vP/xqXvuswteP9C0M2tg+TcJanc05EMyZBc6qT1RWDf+t4jT+wL2Fbgx56dl6G0im+s/8ch7MBbgC7L2gYNGkVl+IqcSwsFjPPA6v5KnPeFpwbH3DpyiOsVyxXdZLSPrt8hHkq0DPFqIeM1IZzo0N25mOO6kGAUbXj5bU7PKyX+c7+VepZyfbWYXgXomHMS9iFmBuJM58nHypI1ZdSgla8DjHw1mmaOEmJZk5uevNMXoBh0XLtYBuAra0jDoYtZ5anSLaqOJqpVms8jmS4+zhhaN+JmH1Y+0R47j6DVSR4uig5YDNoZu6LntHXyiUOvHj9+3aE85rbzQYvjO7zNz/3Kr9+9V3ODQ4AEfLRyWsXiQF58PIiNF7TZOX5moV4QEhY0lwa7FHqlnf3tnh4Y5237p4JFEtbJA8dSJ6Dy2Z52U5oYWGlEirAfHH1Jp9avsv9h6s0P95gbxrqrr4wvs9rD86x8a0h9r3lhMVZ1y0F86SQ/Jp69z5+VBUtv3LuOr95Nnin/vVlJg/HKdvRRS9Uxf57L4JOUvyaVAhbZdx5T8wodLpL7feKleUpq0sz2qgg2TSGtdGMyxt7LG1McWstbr2Dk9o28IiXh3PU1WP2P9vQrNkQaB00qKeP2f/KnINPNbhxWF34qKFzeDRidrHl9q8PmJ21vUSnXjJTNMDzacl7DzaZnW+582uGySVLPSv58Z1LtKuW+18esPuCxg1dwu2Vcb2JK71ZcbXi46pKmSCPgFccHA95e2ebak/RjmFyUTGfl7yyd5GdhysUE/CxYpXIJQizSZsg99C2hrot+Ne7X2DphqEZK44uFKgIf+houIUCm0/siS9d2N4Sv7WG/emQO8ernN/eZ/D5PdY/+4jl0ZzXd84Fyt/n9zFf2WO4XCfnRMXxXZh+EWytINeVEaMuVNiN4YTNasKobHiwGzD3C+MD/trmG6xWMx7eW2VvZ4mV4Zy6NVSF5crKLt/cfDPQH187y427m5wZHfHy+FZIKnxjmaVXhkzmVfKehzHdX/Rbcpim0KcnEClI72lOzZRxucj6kZVFR1SIsGp2nEpbtsbHPLW1x+Zo0lWU8p1OfZ75K6uh3PD/JyM/cFpLfHd8L2qcl84TGV+DZ2zmrJkJYz3n7enZ6IG7pBGj8dw43qDxhuN2gCHw0vNJJFQjt0m5EcLk0WaCYeK5N0lbRjHQLctmxsNmhYcPVll/tWD03WVu7a8lTF24v7mGhPOK2pqU6BTO1xUACdBNy+/c+TTD10ac+WnL0cGI2hXstmOOPlhl/e05o/vBKIghXQxoCdZ+Wkv4rdO03nB7vo77YImL36pZeatkNq1oGxNUBnWQCg7SvjGtPS3n6Ru32LwNHPKitGmiMIXjmxev8Z9degPvFO2NJZzVXFnZ4Ve33sM5xeorFXq/CMJh8X59aus+f/3CmzQHA4rdAoxneW3Kr1y8zvrKFI6LYEirCA/FwKZtNXqpYX6+wY9tmmCS3G6tw79G42cG1xiaSYUat7QX5/hli9Ke2aRCLbUcfapm+vwcBi5kqcYVgLBbVOESnIQjFSfxVgcZYh8MWzMvOJoMmTxfs/t5x/yZGcY43t/ZoBy27H+qZffzDl14TGlxEZMXFoxAaEfTAa/uXoBf3ePeNyy735gxWp4zqUvKwia4TjjtZUwiyvnnqZyd7yiM07pkMq8ilY8YgNQc1yWjqgmGPKqI5gqM+jGDbdFwurjPS8v3+OLSDfZnQ4Y/HXP79iab1YTGF9w42KC6XbLy6oDD2YBxTGAa6JYjO+TOtTNs/Uxh7gz44HCd16cX+eB4ncGuIiqLsBQVIPPVRY7ZS/8FVsnlQQrdiX3n/PITk0BmcBvbSRALVVOom0105GYx+bFxpleFLb9XeXxBzpfTIf+TkR/I9WHkd60cJvsHHbMEOongmSsZ65rz5R7vzM7yb659mn/ys6+w2y7xwuAu39u/yr/68ee587uX+f7Dp9keHDF3BcftIBTzyDzzUjk0nThY1794U1FhAlCOYcToG6+5Md9iakvYLylmHlcEb3QeoZZC2Y41k83MeRuYkIlW6aBrMWkqvv3oeR4cLDM743j42YKitLx/sMErexfRW3NufXPI0ZWu8pHQ2qQOJnSxzUU9G2myZH915wLfuvUsZgZ2aEIWfRMMs80kBASSKUsbgoCug2hs20kG5IktYoiKwlKV4eV84/Ac5vaA7Z+A3RlwUI+4Md2keXeFC3+0z9qbimZSJsO5Us7Ybcas/6Tk0rdaqgcFK8M5Tw93ePDBBtvf02z+2KAi5i56LuGfJik2QizYEb2rwqMHNiUihfJ3Hj83ke0SJynRqY/6L+KtA10NV2n5qkDus48TjonenIbttSPGa1NYadIx6nkZJtL1Gr1epwmzKC3DQcPZlSNWxzOcDaqbZRmyF1/avs9wY5ZWUECiNzYZQ8Vnz8ZGAy84uNT5lOa8itothEQjpyN+LyJ1bQ9jz98XoeMGw9cJkZWFTZmxRnke1cu8Nz/Dg3trjO571GHBjckGPzm8zIM3txnsKcojz/HhMGVi35qs8Sc7z6Fniv3nQT19jFGeHzy6wt5sxOEXZxz8ypTlmFWas2N6mbDigcd7I5mvvTJ48T4tQpudZILqGXW57yI34CFh+QGmjRBzDJ7O2iJJjXhOyjfIZLuYzf5R8gOfGMzd0GFM+WdG8GnEs41SvCjwOtVHXdFThqrhT+4/h3ltmcEEfv7sBa5Uj7i+v8nSuyVmCgezAc4rDtpRCtIK9cl5nbz2gON3s6PUTdUE1ozouxcqPMQ7s1UG2rL13A67Z8ZUVctGzJAronSwPJCEdSaII5T3E6XJOqs5uV8P2Vo5pn5pxrQu2RjNUMD+fMjm2jH2yxOqrGJ6XuBYloJAkGzNCm5UhU0vsiJMCjvH45DU9NIRH6yPw12PL6d3Bm1cYtkIVKIi40JUJq2NyUyW4KGaDrLx0WOezUv+5P5z3N1ZZbCr0K1n8NDwzs4WN8w6ZqqYXFnCjhQ0Gl9ZvIef71xg2hSUE09xbFm6WbDz4hKvHl5k+VrB+rUJrtQcXxwyH7ggHWB1p69euU4rviDpuOdVjRKTRnt8kWndW93VPLVi2EENunqm8iYLEyfcWCKk4pFiXyoeY2vziC9t3eKPZ8/CfsnovmF6VbG8OWE6DTTDdGzCfa8Ky2+d/znf37vK3RubDO6WNJ9p+Y0zb/Gth8/TvrvMxjuw9+ue0VLN0WxAVbSBhw49SCSMzb6WUKLpxjElsgR1JiwW3o/IC4+rzEHZnnBWwt/+xN/Dog3skDgZXDvc5naxijKO/RdAb8+5f7zMvC0wFyYcnwlyEkvL85DrkcEYay/tRFkClwKeRju2tw8T/14pT2U6hk7Qu+swcik4X0Y9diEvSG5Jfl+Eqy7vZ8cKIvUDdAefZCvyANfF+xvjYIrOmOf9MZFSLJ+LzZDVx8cJrH5ijPtHNeGv20xewMRgqlGOiRvwyC6zOphxe83RLgURrx27xFfPvs8f/2pIcX5ufYeprVgqwozeRvjG+iL+zB5GbIW2UXuZtI/UT5VU45ktmbQVl1b2eXptJxjpGLDVylOLd6McTncPTZazQ9XQuM67yiP5EDwK4fTOJbqvHZXxzBVpkCU97XgNPrIAepmN2iVv2phOda/TmYFiexZYPlFeQF7Rrli2ygKnkgCUcZAzvq93XcER74NB3Z2MKErL5DMzpucqlHPUxwNG4xr7woSb60OUdcH4OoWzhns7q5RVS/05z+HVIXboaQ4HvHL/ApNLjnu/PKaYeuzQJ1mB0JlYck8McowRBFPTab/36qtG79y3ITCaqkHZjveulEeVoSygtwoV70G+nZwzFSKJ53atZjKvePvgDIf7I5avG0b3PdOnYTat0qSvC5uqXTVNSDDab8e8t7fF8jsl629bbq8t8c7lM1y7e4atn8P4fsv+3SHmhVl6HrmqaBh7YE9x/AQjz38Xz9REeqxkOiepikTRU8ybIgmPyXg02vfEyvJEoWlTYr1ifz5kY/OIZm2a+npQD1hbniVxLXG2qpjdedxUDMs2jXcihKKVBxPcwSImBHpIImICr+jM4Ats00QPXxyv/j0LXPR8MpTCOLI/dNi6rNDl3p3maQvkmK6BLiDtvErqlHLcMhr6/6SMu6g6nqbdLt/bDD7JcXgdjXtpLV/euMGZXztidz7mzPCIh80KZ6tDvvHUtbR960zUey8yiqWj8Tp58VpFCWEt5fq6m5n6oDytM7R0mLX0y2XKka0z6SG77MEHnE9T6DYdj+wlzDFCmw3AxSVj8DagaTuPwmgH0TsIOt9dn6XsmCS55MknSnmsDV66UWHftjVRNjb2KyXluBgo7Z6TjkZdaY9CjGg3cQh80zRhIisGLfasJDRBPY+GY3MeJoIoAeBahY9UTrvZYDdJ13C8P4KtmoMlg54Y3MimN0UpIoe9g096bCEVrLxQIZPkQE79kJdPd8ZZ3C7vSHoyXsfYRhorWVEOuXbd9WM2K7mtVsEr2hEcPKtQlUs0RrlXeTGOw6MR/+r9lzk8GlEsweFlA87xkwcXA3X1s3C4X2KX28iY8mjfpbh3mZgdWyv3RkMwtCv7F74zPRjC6EwqI8+TMI7WdQU9umSlWJ8gjl2RRJhGfnxjDfMmKExKvsa8KdJ4FBnpQaxTmnvTIUAbJr28xJ5AKbkQn1zriSxXuQfybmVYueSYyHBIMQmgjquWBJlkWLxAL1qF2sISDJV3Wrx2+Un83fmOGinnk2sqdICMMXysDNVPhHFfnM8eVy/VnfK5Vi5QI4HGr6DxXBntcGW0k4Kph3YIkOiPhZZCHIZC2XQcEzNI5fyVbmmdYe6K7Hw+6bqjOh57vr1w6TUZhdMFGMfEAdHGbLTkMbi+lrP8Lsa3f839aHkZ2Qmdd97hrRL8EThGPOrkVRNhKYJGTF7QoW01WqtowLNlYk9h0iVYI60EtKNtdYe/y3OWyUb55DGHAHCgIOYZstoEGqFPJyIsKeT7wgUMPLJPlPKogcUJHOKAVgeDGw24l5VGhIdSmbu46kk8fCMZpBmk4EQXpzP0rlVJJyZ85tNgVjELNfU97iPwjy5i5mJjMJVl9vwcFQPVIt2rTfDay6pNdVQhYN9LSzMmL3j2nyowo5Z5U4as2hf3qOuCsQmT8mDQdDBG15XAYIo/8/HmcnaV9skASlHpujUMyk7nRjx7KapdxFVhN1m4Exg2dGNacPoE9yQ6b/CKrVNpm3mseyoGz8b+SBo/GUtHjOmoCIU25JrylUaiHmZB0zyJUM6Rb5s9zp7Mgkr3o5s45LrkHlrfVVKSFUa6D3HCLOMx5VqTcGDE52UF8FGKkPAXNO5KqevAIQTb4L3/ilJqE/h/AleB68D/zHu/++967LkrT3yWvOKYluu8QbYqY/Rc4xmolrkvmNgqZaBK6NgQaJNipANkUgRZAGVpvUk1UqtY3zRvIiOQa1H0fs9WFi6uNHT0XKQuphjiSltarxMN0i0MvDwAJgMnpzYKu2ExKUNaWDLGmo1OJ8MuATDvoWkKvEAvCRKKnqyTF05hsqoQIhncNCYd07YqiZBBmCgCNh2PYU2PDx9WCLpbrXiF1p0B0hIfUCRuuBTnUCrAGkIrlAIXKWDpFRifjDkq4qK2w8K9owuKQsd5jx2Q1UjSt4ksF68zaEYmXXHBfIBlEsYeJw0x8s7G1ZEWiKZjvBSDNlTzicHbUDlKxdqkmQSCVdTzEucUg2FDUYYAdfJWI221qkJgfVQ1TOsyOVCyasuT13Rc5ckYkm+06gpyqDgePaTEIMGYndfJYUhVoVQXbLYxYCtcesGfhe8ufXA+rlAXvD2tPK01zFuTRO/kWMOypTT9CUVgmEGEMtum45s3TuNiPEEywk1mgMmOo+J5i8yQCmTks79llSBevyRD5Vz1/N00yp9YSeXXKu93npHauKw8pe5LHDyu/ftgy/yG9/6L3vuvxL//IfB73vsXgN+Lf39o85HbLu1x2jK51kJeF3XuC5pooB2KuQ+/i6zAPKo3LrJFdJTi1ZGZk3Ti6QKsoT/Z7I1Kk0I4RtSC0ZJpGjC+1msKbWPJPeHJ2jSooAuoymeLhn3RWD+O/nQa31WriP0ZlwZnmb3Y8s9aRdP01SElYKqj5nun7tjBCnmRDxvrfirCRNA20bDrGHwl7J9H+POJq+tTnCStoq1NL8MTRVYzFRJ3POqle08qZi0euS5jkY30UsSfHhbrnvaKaRANsfwdN/U+rChUnHCSJnw8ZtJlV3R99xEaiuf0XoXqUoSVjLOBkdM2Jh1bJouu6Hh3/qK0VFICMXLXk2OgAnxTljZKOlumdck8ShQI9VECmeJtJvpsNJrCuFoca4VxDCJ23jkYnYc+iKwa6GiDdRuYNeKEnCxmEX4anV9nf+yrCCUWEfOvIi9/kest71CgEYf+T9sy0I1tJw4mMYR8OxEQy1fAMiHkNESBVB7XZAJM8sbKkztgi/t6ulWMrOi18qnY9rwtUr/lrgnEtGgfFtsvggr5t4F/HH//x8B/9ZF7CJZ7ilHvYevxdytCYSgGKiwRJy6wC4T7nk8EeZOi2FLWDwRa0Ql+KSLOPncdQyD3yoXVAgGKSbox7iSjoHUmFc3O+e6CoTmvgsb7wtI16Tdz8iF2g00KGYvIWF6EOKRE5+wI8eygw83L0iIFsLvjd+cRLz4vvCytKDqPRumQVNN9kEEYC0Y9vSDiDYqnFGGaZEzFAEe4I3nXxOBoNOTeKmgWxk40/lJ0A9cPcIaDdP0TOYIk0yvnE4MNSCFvXbpkgPP6rXLeXqomEb6JXn2aWKJXLwW8u5iA9KfrX54gFrz7cOCUWh/Fw9o4QUpRaynK0WPBuC4/IwXWe9BD7LPPDFTyMrvLFNxeAvknxcF0MurSTqP/6jhOFo0hdHVTxRBXRVfwpuuDSri7THKi/XI0HySxvdKEGIDzilEZKMcQoJ46xgYWk5LywGh3f5T4A71rWXSwTnD6s2NIjMv5rlC20DHz90Q89kHRpiIdi57+h7W/qHH3wO8opX6olPoH8bNz3vs7oYP+DnD2tB2VUv9AKfUDpdQPjnfrXq3UVCSbUNQieNKdV5177/IZ9DH5xoU6q5ZAnXxccepSBe9aFB8hGGmjPAPd4fGyb+79i/HO8XII1MciWwmEv+N5lEsY+bQtUyEPIBXMBXpZdIsPs/N2umy7cE/Fc4mYuTWMq4Z5U9LUURNaqI1xMKf6o4Jlum6JLUHGRSzfZ8YO6NVizWl7AdqRL3wy7N0giEHMeGwVj60yWCSdNzPIynh00WVtBgkBMi9aJe++M7T9FYMy3SokQCdxf4GnfDTsYmxUx5iRVUy3EpDzd7TPvN+dB9831gEaoutP3F7079PliGeeil+Tnle3AqLTBMoCjT7ul9MHc49UwYkVo3DZu4Lc8f1K8IrrHUt+l9qoaSzFvsj+ub5M3nJDKEHU3IiLYFgh0I3rZ14vHqfDyUkCX4siWzIsZDLJhbik79I+ypjmnn3KSF3w1PNj5nYkX21Iy1dGSe8mYu69SeKUe5m3v2hA9de897eVUmeB31VKvfFxd/Te/yPgHwFc/uyah05K4LQmyUsCi9j4mUgOmFg7dbHuKhCNeMOMMg2KBoPBYaN+jI5sGSl+PdAtlW7Zb0Yhuq5t8oKLiMXP2pIaen1ufZAQdj4mPKlO27nNxMqOmyp4DwpaW7BU1unz2ppU/d1kRqmbmE67n/0XxGjw3jONtLWi7Mqb1W3RyfTGgGbQXpf9F46bXm7xtKOxUyphxkGzPetDkiTQJwa6WjhuCMZmy3FJEhIDlicIxf0S/VJa4VLiUrqG6CmncnbR2CvtSYtEOUbhYpA08/KLkB2as2MkaQuVacAHanN3PNVdbU6zTLVZs0kFCHRL6WO8hnLUdAFfZP+QyAShH8JkkpKJ4Rl1WkF1ZDkZ49IEGib90FlhrVSFxTcdp3vRaGoFPj4rrcA9BpjwXqXvBObJx2X+vVGdkxL63Z9I+th/vy+943kCzCRQZ/zZZpOOp09t9nSFPorMqOfnnzdFFlPotFwaaxKuLiwaYQJ1fey0ej5qkkiTYKyjmjufSnkMXSHtRKzI8fcPaX8hz917fzv+vA/8c+CrwD2l1AWA+PP+xznWoqwvELNHTVeRxAdDlatG9gKYdFWWSm2jcmTUnXHBmBu6WVI0ZUAmAJeSiQplmdoyBUta1w0G4bg//lqywGo07FK1CaDSltXBjEI5RkUQQBJ9mSJyenOYxtMt+6rk0UcluuylkNncZp5jHWVNi8ImZkF4Zqfj+rKfeIhhY/Ho+gU4ctw9GQXVqUMCSWcmlZlDjAwdZi4evlOJUdIrUq0yTFz5JGmQUv4l7d/4x8AkmUVIBlmgkWw7OsObtk1etsqgIfqTSL5q8QRj70VuQMV4QUYFzVYNYcDEILFVXfB4oXlPiovkq6zOq1YJrnHxWeVefipkTpdxmT97KbqR/lY+BUcFesmfdY6R58U4ZOUn52wyyEP27V9XH/JI9yg7v3i2daa9Lv0SAyzHl3c7QDmk3wVLF0Mu17ooJCZNGDqycjaZo7UIC0FX9PrDAp0q+5dDt/LeLqICuWcufRDcf5FBd1r7cxt3pdSSUmpFfgf+BvAq8C+Bvxc3+3vAv/ioY+Wzm40891xTJk9cEjxd4JqxrkOWauSYi+GXf+LJz13Rw9vFyA90w3o5oXWGvWYEwHZ1xMg0HDZD7kzWKDPPPF8WDYuGyrRdMDVK+grFUh5cV9DbJ+57pS3TtuSF5ft8c/NNPthd59r1c730aOHEyjIvh18gvBh1FI4CUlX6sHwL/RVqmrx0+csn//rPlWQQFr8TzD3XZBcetsqWlsFQBbEwn3F/vcteIPGo431RJmOZkBlUYhBTRqoY+mhIexCI4OYZs6R/bb7n3QMJXpEgJ9kkkksYyASX+iCsm3we8YQ3Snd/p/4Zn2rHqsX3UiY7H4qMmMJFbjdIFau0EvId9JKPgzYqeIYs4X7pRAlWh2fYZWXL2BA4RYKouacr8gQqeqOCoy8a/MUm1D85p1lcrfhOAkFomT5+HsgAvuel53ou8i4kw07n6Z42ceWUYfnb+ZOOTX4OcaJyuEaw8mRgxbGK+6f3NHtX5fNcez4nYyxSJ5Ox92ElNWuLqD+l03P7aLMe2l8EljkH/HMVRmoB/Pfe+3+jlPo+8E+VUn8fuAH8nY9zMDHE4qknPXdXJg9ePhOs3SjHzJUMY9UlgWZ223HC0xtvGKg24ekOg0WngOoLo3sc2SH/4r3PcbQ34puffovPjT/gnfk5/uzdq4x+PuLu11b49Jl71LZIwVatQnGJqQ1kTDHqgTljo1pk8Ngr3VJAYs3UNnDeB0WLRXO2OKC+tsr6+4oH60usjkNW3qhoOG6qCAv1A2J5hqEkpJg4eMMMD218oXMPwPfHc48SlxdmDiX5RMnQJ+gGSFrwwZvsPFjx0q1VkW1CD3qRTNWwQz8oJR5wfv6Q9Sqep3jPsr8P3+WURDmPl/5E+MbTwSX5iiTtE39YFQtiK2wdVwaL2yUv3ffpk+mifLpW6aeSzzzZPVEJrkkrF8L3QhUUUTaBqOSZSJKTGHtjLFrHwGo07Fp3WZPyHIUuGeQi+pQ9oSLml5oYUF71FEXF0AeGWdw+cxjSqpCOetnFcFQPnsnuXIZZg87ufB6IlWNAX4kR+p60XGu67hRk7nRZ8tVCvmpIjzpupyAlQnXxg+ydooOD8qsSOMfSrQAe53HnsTXZJt3z7N7n8MxHyf7+uY279/5d4AunfP4I+M1/l2OpzCt/XHMoygi9CORh6NgxRjkulLu8Nz/Lj3Yu8+zKI9bLCYaQHOBU91CND1j7qpnwYnWXf3v4Mu1P19m+4fnRxlP8xvrr7Lcj1N0hm2+03LywymRjl9ZpVk0QSqqMpZGqTcpRY1IS08yGQOm4qJlF4y+GPfQharfjuTtb5dvqBQDq9UgpMzakZZsgATwqm3Qf2mwQGt3hltYpWtV5WCnT0GfSAb5fzi2xNTKDlTdrA1yQSwk4G+h5WmdVlxDDv3j8SHGLxi2l7dOHP8KuPnqjBFgjps+eMMRyLjmeEg9dd5TIaDDFy5dVgGyfzi3e5wI0k//e6cbITKq6r2V7mfxymClbNXivgtYOBB4+wYhLmb188vRy7R686gegRQkynjze684jlueZ8PfsesSLNxAwY+16K0TBjD2Ruy0wYFSVDCn0NqlM5sU9ZAyGAtjxmlRXTtI5jT91ldhNBoJhd1DK4/1TYQKJ9ECe3JM84VP2O41GLC2fMMJqJuo1LXjpeWJgka0EVGTWzLOgp0w+ecBazuW8ShIJmc9wAqMXhkxjTWLTLE5Mj2u/CCrkv3MTPXdpmlDjtPEmwS8iFrYo+dt4E3jtynGl3OHnhxe484dP8Xvf/2zy9IHEdTe45MUf2QFvzC9wb75KO/I0S+HmTdyAh/Nl7EbDw5cL/HLLuKhZrWaJBVOcEvgNxtuxWs7QyiWvXSQV6ij1ObOhdJZMUq8fnGfl0zvw5f2kweF8qPwyrQNPN89ky5OW8vqXi7ii4JaKbjkucYOcby+MmO5lowuSik1beNnSktyrngE2xgUOtlAsI+860QyhK7dHZ6hDfx8zPsQAK1Khi7ADGV/ds+AMIhTHExh3tIneK0Su19swObhG46zCDGwH/2Rc9xNNYKCcrgn9c2bQkRN+vOxeuA77F9glrjLSSx8NTJ5oJs/IZUZWKZ/UO3PIRFZaCY6g80qlCRuD7Lv8uH1cm+hAdMys0wy36LjLd8Khz7fN4ZnTWDOLLYeE5FoWjWfoYx8GOu1YH9YSFTEqaj6OmSLb9aCsBexcDHJyLgXuye8DUgxI91YTErOQLRUdvv9R7RMhP6BiEtFpTBdpOSuG6KnLZ8Jxv95ssz8foSyoWnWZqMpTRA9eIBkT5/Yb8y2WijkvfPV9br20xsXVA96YXuC5pQdMXiy5/9RK4rpW2nLUDhiahtVyxlFbQdJ11xSqAdPx5nNpg9ablKAgQkJGhUIdy+Wcs8tH7M+HKYAUSmuFGo6lsRzVgUWz+FCV8lSRw5s3CSiJqp9goLmNyl8oWconRkz0jFM5Pqt7wVGpMOSdhsh0kaLXzinK0tLE/XzkpMu5hdfu439hCUzyOj0qM6o+04yPRjYtRSIeLsY3N/QseOUL1506kK8q0kQTKaC5KuTCseX3LugMPdEwdRICy426izLEumxDtm12bflEJJRI51XS+EkZry5KQ0StfHD4U96hRShBcHhpeYKNyvZRKkr1RqdBmDZKeYo4wbZSXk75xKhJwdVohHPWiRSS7oTuOvzbAK1VjzXscuyA/Yd4U2mCxyzedVJUpA/hfJSR7/rcwWDWKYzqUz8FxlrMZG2soVk4plEhCCwCZTlkJJo3PXYMfSjIE+ozF/okXv9xDPwnwnNHkYKoEiyVlrNgxGsXj30W8XgI++/ZMb+y/R6rf/Uez3/hJlNbpQzVjvaoY9Wnjk401jW/tPEB33jqGi+u3k9yBOOiYVQ2nB0fBqw8wjBnB0c8P7pP6wwH9ZCDZsi4qPnM8h1GpuGVuxe4sb+epAy06oLDElxpXKA7bg0mfHPjTSZNxd3rW+zsLwXjH/s2iUVyJUiTB9GSF6A8VcxoC1ofGtHPDsvH/ioj16Y+LSjmMk8zxyBPPLbMdjob+dGtTsFAE41j22ZBVTJmh1c9j9hL4E8JlJOdLHrFPsP4k9JiWtv6tFro7e8FypB++y6WIF63QEaiK5PDKh8CEeTc+sC/d6ng9gmmTj6pOAVt9DwLlwWrYz8WApA6TkIgEEsMcJtOk0eyU/PYSX7NktEKnLqsT+XdslyHXGtG+ObWdclxkrU6KNsTGaNiDGW/vInH77NzQxe0lG0SbJPlYkjmtcvOJ4YxTzQK2wX6b55UlcMjXX9kAuzut0xKYoxln8dNELmzlAeUF+9J7pnnbCEv5104fp6dmmezflT7ZBj32MooF5C3rpyeSpK/iwU7xrpmoBuGquFsecDnt25zdeURQGLHHNlBuqni8a+YGWerA64MHvFvb7/Ev3n7M+zUYy4O9hjqhptH61z/4VP8+MZlZm1J6wyr5YyLgz3Ges61vW2u/dnT/PzdS9TO8NnRB8xtgfreGvPvbHHncJVCuUS3HJqmJwXqvOJMdQjAB7c32fqRQb89jlrXMTiamDguJVwEz8l2Hlk2oPLMQjH0udcuAyVpdPQ40vkSOR7PqbDUzwOEYohy70G+ViSDo7WjrKLiZcaEyWUMEkTihDOfMRDiMXWEVhJ2rjy98nZAjumnA/g+tCTnSy/h4vuhun/iyXuruhWBGINsu27fzNuOQeCcuZM31wYIiMJHJoxLbJGONrIwoSifJlChpOrsOeTJZouwzKKR7sEi9OmAcBKblrEmOLPRjiYW7AhsLZOgid6t9qrzqHMoKvPwFz1QWaX0Ll11RjZRE7OJymaGUeCkfNIQPH/RKJ9m5KEfmF2kauYsobzfiZceV92SRJYnNsnvCZ5ZWFHl/cphWDH8Ag9Zr06dnBfbJ8a454WuBWuXZn2AU4RNkxv55VgI23nNupnQeMObe+f4w/deYKCbNCksm6DfLrDMsR3QeMPlcoc/3H2J6e+eZe13xvzozmU2imNuzde5+bPznP+Oo3hzzH49jDh66NuhG7L76jZbP/Usv17xcLrM3XadmS2o9j3je57JvKSNRT3Cvy7YUqjwgtycrfP7O5+iuF+BB1d1y7w8eWKRohbu2cnBsYhbAkH8SbL9FgZGjtF3NDvfcaYzg+ud7mW4QjCCLhpWMTB5ADaXLAi1VCM841UPPkm6LL6TI8AHQ6giFCEQSMcsiVCGePrQC3wmT783OeVGMDtvuoFhguoExnIjCWT3LRkLmQzSPaTrn/ZpNZBaYiGJYJqPuH+cdBQdNZP47NM9UT2sPXHRnY4eN9kEIM/A9Z6ZlH0TzzGHJBa55kAPO+9oih0sM69DMfUT811maBe9WvGiRT4jhyikX3km9mn1f6XZhYlLjGl8nBQ66N7IuRZZNTJ55fTFfDsxqKe9W3KMxbhE3nL4KX+mnYKmSkFl6XPOpU8OWdz+w0161z4RmDs+wCoJZsmojiZmgzqvsEimVn9OCsqPTfCmJ+e4/aMLLL8P319/ml/efp+RaZJujMAzlW5pnOHYVVzf36Q49rgyQAhzVzJ3BV7D8XlNveEYmDbotXvPW8fnGJmG9kzD7qcq6nXHFvCToysA7H7BoueazUGTslmdV0mD2WiXdGs+ONrAOk3x7BE750tW1qasDOYUyjFty2TUoR+wyXmzUqQgZ9CEF7KjXslgDYOp48yiMnpcHFyBlWHSy6mARak+Ycf0Bltm4JJXZTuONdALmmrlQ+ES5xO8Eoxaf+mbvPnCJUN9mkcshlFkA9LvXp0EwOP98tEgphqwBGaLUrIEh0RnXHSFFN3EkP/uSQY/xC6CgW3jRKIKlyYW733yxKVPEFcMRZzvnALtMUUnP5Dr/0hwValOUqL7DIzxSb0Q+kZ90VDErveajKdgcDuDrVSowDSPZiQP0su19J6jTN5epSpgOq0QdQr+SxPP1/uTxr9j+oRjWmeSOmTqi1yPCkJcKYEPTgSP5Z54H2QUZAKTiUVICEkXXnlar3oTQg65QBfvyqUfZOKRrfJs1nTfFu5/k+0P4NXjKZV5+2QY99jmruiUHH2BBE5FhVHTZaV2yUmBarjfjnFe8+7RFsWRYnoGzldzlos5++2I1oUJQCvPNNIQ5xS8Nz/LF7Zv8XvfWEFrx+XNfa5Nz7Js5jz/hZvcurrG+fGUcVFTu4KhadmtR+yrIb/60ju8sX2Ws4Oa9cGUuS04Mzzia5+/xqPZUljuZpmqK9WM2hVMY3FcYcQAXNzYR2/6bokskIQY38zTyD2ttBSN9zAXfhIZV5EdmDdFT7JUBogMk2TMVRdcDZCITXx224aCGbk3KFrvEnxt28DDhqgY6bLMSroXLrVo2LV2SSVRAroJ/xbHO+e1Z97/aa2THPBp+1BgJE4QZfCefWO6yUDuY6uzYGkG7cipvUoU3nQt2TYpHmEVXmfbqQDbCDsmcNdFOI3MyJ+cO3I4I58ABX83vdhKN8FKsNssjCVpybhBZ2Sjl+5VDL4uxHvEIOfa7ulcWZPxtsiQ6Tx/k3j20s9FT1gmIanG1MYkva6s3UksXOCePCtc+iaFRiTTtcn+Fg351qqgPqk6Sqfcq/xnCrDy4VTLXvzKqzQxGOWTDr0YfZlUYAFjl+fNSUTxtPaJMO6LVEhpi168piu1J2yXmQve7ZEdMNQNX1y/ye6vjdDK8/zKA2auZNnMaXTIQB2ZhvViwsRVHNkBU1cxMg1ff/YdWmdCIQ9nKJTh3PiAlWoWKymFh3jUDCgyid8vnL3N7nzMudEBL43vsdMu8WC2zP3DZc6vHFLpNk4KDc8vPeDefJWfHV6kbg0b4ykDYxkWDd6HklpLRfTYUYyKhtoZmqzqyqKnkc/g4aXJ1fQkszWnYAVPSF6G/tKd5PEFw6DT50qpXmC0O6cYsjjArShZOorC4r3G+c4ohaxVkl553pT2FKWN8E08vnj9js74Ch4u4z038p7eKqOrnJTdJ5E6UGFb5VzaVo7hffTo89jAwlvV83vzuSomKomB907hdH/FobMgrhOJAtX5zVJkRGCyoP2uE6YMpOIo4q3LJF/XBca4JO0rCTgdhKM6KWb6RkkMqc/uqfOKQoXYgHWdqqFomHc6KgsOggqJdvK7NG1C8lOuJ6Pi+QR+yJkp8yYcrypsMqTyuxjDPElo0ch6rzLiRT93IKwCVOpfeEc6WMRDr26rbCMJUj5CNonlkhl96b948Kkv2eQmBj1nxMj3LrsHDrL7+vGgmU8E5u6JQU5tkx67tDxpSeCN/OYY5RibGovm0A7RyvM3Lr7B18++x0Y5YbM45pnBA25N17kzXcN5xb35KgCrxSxVVVovp6yUM0Ym4PRzVwQ6o3ZUJmiyC3PHxWVl6zVNFB0rleOl4W3eODzHj199Bv07G7xzb5v9esS8LVgp5rw8vsXcFey9tkXzww0eHi0FfN2ZVLTjuK161wsZFp492DzFWe6JBLsgYyPEwdtEClvTmp4XIS/DoqpjZ0ACA8ZGBsxi2ru0JDkgqwHVlwdWkdkhBiN5h1qYIq6/v6anDJkMq889WPlOPOIwYSjlg9565JSL1G+QB46ZpyZPeCJh3uncUkkpM8LhooP+ixTvyO9Drn+TslR1l6HaSRz3PU2f3f8cr8/vr8QrxNiLly7Cb2k1t8CxzluOewM9aE/S+EVIq41BUIFgAjQTMfe4fV+lsVOhlCC+GPtQ0akL9PdXINn94/QgZcLu01jtSuBJan5u1GXimVuT6jjkUsfyrojEQM7Fz38uQkzCdFNkwmMRr+/njfQnS51dgxxDCBIilyCKsE3sa6cv1Xn4cqzGPp4ynrdPhOcubVH867Tv8yZyA3mSU+NNgnfGuuaZwX0etKt8+9UXGN4sefT1Mb9y5joWzdRWoW4qsWRXVvCjjgJiopwXymCBi+X5KtWiCUU5JCHpUbvMa/fOs/5qwdp7DXtfKCkvBC9/7grem5/h5w/Os/x+cOmOa5M0ZhZlVx+33Fx8AdCdIp1wjY3uC0xBN2itV2lGl6V1zrJIWaKcHKhax8oyvo/7Qj/wqAheZdMYXCySEMqHZRt4lbJHRWjMZaXkvKNjnWT9TfdE++TdC7YexMYivJLz370YWZKiY+79p1XAgoHtFcrIcf64D1p13H/pR+pr2CZXeyQ3AA5cEqHp/ej1JS1WlAcjBVS6UonedxnEIjeRchNyoynjS6A2OngCOi+vdToIzWmXGDByzxM0mI25FKTVHqVsb7yVJlc5JEkOpEnjFBhjMSCZrwAkSU+MtzguOt4sHw2waOWkZ0GHsRfaJbhSLxhl4bin+03vkaaJK98+lwbJv8/f0R55IfvOLZyrjDVibZy0nFe9exhWIKRtP4oO+Yky7kY53IckMgE9jx0iRZI+u6bDxQID51/f/yybPygY7jnuf2qVB2vLDDL99rSfDD7xWrOZvhcoUZ2+jES9D5ohPzh6hgvrB7z30jJHTxeUa8dp+4NmyE/2n2I8qLn9uRa0Z3t5Ru1M70GJZ5IenHaUPuCC+dIzH3TizQ9i0Kgq2g62cZ33FLa15MWRT9zfuF3bduqR0kQWuCcJ7PoFRXqrAlklEPVm5KVKgdfoaXqfMEWBHcK2JyeYnJnSB6Xj+XPvOX7v4689D5+FCUkmgbhxPjH2qjYJUJ4mhj40E5bq/YCvitea8PbouXsb++9VKGmoFiQaVEelNFmwUO5JHoTtVCPpGf/TYhJFpBE2WVJcvhpOx4z9yLFoMWAny/UFI1zHyTxg6Z3nGqicUYY488i7C8om7lMMvMqOlRe70AvPKp80codJSAiDuCqpo1e/aGDzc+fnyqUapK/W6TShnLbikP7k9ysdY+FaxcZUxmLjecVZywPgPXjnxJNdeM4f8f1/0Ca4+2leO9BjzUjraE19LXfnFbvNEgCr5Yw3n4WjRrG+OmG5qJMhb52hjcfujHo3sw9N2yuCLfrsco5ZW1KZltobrh9vcW50yODzN5i2Jd4rxkUdjuVDrdaN4ZTy2fs9D0k0ovMm2ayLAydv8qkM3HwSEv0N6KhrjdW9Zbs0edGCQe9wXjmLDCgb1REXDYaHvpFTwkIJnq1SPsEKJhWfVgvaNJEHrMVqaiQwicsMrXjNsd8owYczvFesEiRjHozV6SwbMdreKbA6iIctJBEl3rtTge0i3qGsBHy3UkjB0DSeOs/f549ZrkOqQ2VzlooGMcfd02QYvy8KH9lIJ4XhegE8SDAGhMQjpTytzassyXe2U4GUSdppoKtTGhct8bnG7NmoLw902H9rgpxGvBetNd1cvGD8ZD8XV5aiJCnjWr7P80QCZNGVytPK41RHhVTiDEWIyeiOQy5j8zRPWs51Ypio7j0Sjzr3yhfve75f3gS2UspTxdhdb2Wk+myYMsI1wtA5bcVzWvtEGPdgmv2JoOqikW+cSds0LHj48a2RjNShsUxsxd35GlfHj3C//iat06yVsx68U2gbjHk0CHNbJKhF49P3LrqrIbgaVgW1M71i2YFRY9geHuG8ZmaLFISVWRlgfTANeH1UmWswiTKZD7SO79txYCXwIvSoFGX3XR1IGfggL4/CK5X0tXWG4S0G0xZhHMgKVEBmjOOfcYmeQwCLgdIwUbho9eJEYk3A4VXfiIo3rIuOXYOKzBSVeWYeFoOdgdeucbgEw6REotzLl32yiSrp1cTPcskDT7DWvg3jRJUh1b9X8YlAOZQqSD5dSzf5SB9lssm/E8VHTQ7dhGvxTtMqnwx8vPPJkAjUkp637YqhSyUppQMIpJQE3DveNARYxnkFkS0TBMM807oME4hRVEWbjL/IEOSTgMhdVIWltSYW1w7XkcvuStB/0aDlYzEZ3wij+Pj+5Ql70nLWWKkd3nTbNNGwSwwqlwxYDEzmfViMV+QedlqR0K/w5E7pG3QTqGwj72ZlgoZ+pW2wJdGha5ymbguqoqWMKw3vFV51Ms0fVk9C2ifCuEMXPEzee1bepvfwsMlzl0IcAKiOQRNuUKwvGT36p8c7UTwsfD7QDVNXUSpHA7RZELePl+lezdRg7FWkWZkE0QRGQWTwRCVIgNp2HGAx2HUsHgLB2RvE1cFik+Vs2xZJEe60wSf9zQMtqZYqJCqb1g7j+9IDckxhXHQDUyXecdvGcm2FLMUzemOEQNIYj0toXLSfmYGSwGKnIdM18f4VHTQlwUcQrDz3oCOjJjOYyVhnsEgy7Pm5cjhGYO9F/rz8WFip9ETLlA9Oe3Y8GwOtKsoR57oxkl3bVb5S4KI8svF9iEkMRfSUbWuCV6o7g97LGYhsmkD86SbKfHUn20klrkUZX01nxKQSUc7iSDTBaGzkGCnQqDwalVaNEqx0dIWxxTCGSabz2OV5S+a0TCA5dJEb5jCphL7X1qSMbq18VGzVcbUgWjg2JSNp5dFRbVGe8aJ3LefLmWmLsIgEV/M95Vrya5OWT1S5VPLcFqGP0ZBLwBf6uS1KeQbGhmTCU/q72D4Rxj3vZm6ggQ6G8Z2kp/DdAcr4uxhxYb+gsug4uSF0mVZ8ZOhkSVGh4EacAEwbPPkM75alofQNSBTKUKHJpPJ6MjHIADmqB5TGUsaiHuF8p0NQi56MVidTtXv3MPOA8kHYL2rcSZYueiYnq/p02uCdamTnWScoxkGeIWqMKBNmx/eRfhe1ZsTIpW2U75UpA5Ln28EZHXUxGP2oF+8h1T2NxxKGSoBOQr+dyAhk15HLIIjYl/Q3OOsCa3QrBWVcymrtVgQxkaiVPhChpMDYISYf4eOxBGby8dolcKyz+yxES+WTgfdeoX2XqSseuzEuTcxad6ub3GAtwnvWakzRD4B2cI3uQTFV0cWmWmu6ilBkTC0V5GmndYn3nVcv4y4PpsqqYzEzWtHBMdDx43OZ3W78kgpmC51wsSWnJa4QLVC3Rdavk+9S7x7FY+TQVf7+LBrPHE7JPXqtuipS4nmn+xnx/6WqDgylhRVJfh15kPc/qSQm60+Z6bIAa27ghSUDUOqg5453OExvuSLQiuwrhhcyj9yqHt5eKpeoAzl8cxoul9d8zWGc1pkkNSBsGwiThRwjeUSC/Z9y/YvbyoCZZ7z3XMfCeULfM0MvgVTrVApmLU4cPUMrx036MJ6iOFkLM/UvefCdhK8YIzm2QCNCl0xep3wXf8+X6UlKOCUAycnjcYWiGHCbYGylgIWNOIcWKIdkSHOPW46nNJF3n22fXasSAysQjExwLnry0UDn97P7wyeDTe6dy7F0ZwRzto7PvdTsuYicQ97HIq6ogoE3qR5tvDMJ3hKKo9FdqQyBkIrM2ObMF4kN5c9dRyw8yFOTKJAij5s7QCIwtugZ557wYlATSJi2ZFb7OFaS0YzGPhXR9upUyEYcmjS5qX71prAC1ykuIcfKvXXpf76ySdfByXbaxFoVbaI+yvfWabSxrAzmaVXRxklA9pMl8cfltuftE2HcT+t2jrfLwzcLmwWvwSSYRh5W3kq6Ck8QcXuCxy4tTAAqFccuCfj33BUn4BLXG4xdZSUXvT3o8/HlBdH5wCSwVlIEPsPt85YmFEgvT7hfXZNBKpBHuqc+RNNzwaY8ii/etyyDvXapr3kyU+7NQ7ckzl+gRRZH3pfgoarEZ3c2M9REGD56rd6qtMx1ts8Dz/XSpV5qqmCUSkR5VNST8YpAsRT4Q3WTWMLRpc/CO89piwTDnW6X84FC50iceaC3vXjzArcEXZkuS1ago2SYFzJwlXL9xJ6F8dBjckTKqiSW5RIPOf7u6VAp2X+R6SLfdwyroPnSRt6/yEn38yg8kiUKNhl4aXmm62PHyCkt4M4uxQis07RedefK7s+iRysrW2Ga1DaCu6qDSeQ6ZVsVVxw5pCnv4ml99Nk5/cL28jvQmwi8V8xicFlgI618iKPEvomNkCYwjASLRU65zZ7ZR0Ezn4gkJuh0ZBZbwtozbNv6PoVJoJxFymL+e+ulEHbYttIthepqn4phl+8bZ0KQI1saLcIkhXYJZ3deJUlg+V4gIfFOZIAtQjGLOLpAS4tB1VQfMrsvPtsvlygFEkOhibQ0EU+C/gTRExVznSJkXk81FYqORjDRTXVgvxjT0dXk+LmBEoMuPG3JRkwZrr7bVwFJ+MtnkEjmxSvVUQ6VcYHB0mp8q9ADiy7jkr3NPMfMwKeKSl6lQtZ5Iew+I8cneeDcY5YasAK5pNJ4VkWYJ4N9osaNePGpsHdAKVJ9VTlnzp8XI73IUkqerwta7yIYJklhAZvvgplSJFuEwPImRl1UDwME4hNN19N5xImZlaCSzrDpzAjJd8EYdufJx11unNMYz2G2hZZnfkIfhvQE/L1ui8AukYBs1iR5SN7PvG7q4juert2r3jZyzkVbI/2S9zVfWZSmey+beN0vrd9nXNbc2V1l3hbJwy90kCrOndV84eo53ZFdbJ8Y414qmyAKkRjI9dsT3r5wU/Mmk4AU4xCxsIAJWoT3HuASw8jUPVjluK2oXUGTTR7ywPMbWUUKY7HArdcq0B2hL7IviVm5Ry9NGDKSKPW4Jpi7DMzK2DSri2clbAHRsS6MDcY/4+imFzd6LDJIO+xVjK1KRh1IWuNJ5VEMUM8jo2/8le8SlKxO+jRh406fRDB+eUE9BDpi3HzRQLpWYWMGajhvZpRNV2BE6aCvnl7+LM0/QTV0E0xqYojS5KJ6cgHe6m5yiNsnBUiZhLRg6f1JTiZP+a4vR6x6RtnFc8tEKM8mXZ/qMlXlHLlqpzBn5B519NquyIaMG+jglcTCiX3L4Y5Q0q7zmiXzNHnPmUGV76vC9hgj8txzr16gIhmTje3eQcHN8+MX2rFU1Qwj3CFGuzKWQdH2AqEuu6b0nkTj6bxKzLPSWEZlQ6kdh7MBk3mVaMZ5f+Sda2Oi0WI8YDEALNcgSq9aeS6MD/hvzvwp46LG/GyZh/dW0/vt6SYxyVjNVwnS58fZQWmfGOOeN/HEH9dOyP9m7BkZZAK7LJbaK7VMFMH4l5nnXeRQjeqCp7mXkHsZIo2go9dfaRuMepyMxPhrfDgvfYwx58/nSVn555C9uFk/IAx0MeY5rS1fspXGJsy0tZ2apChB9uCV7FzCyBApWelHXhTbZN7moujiad58XvRZPGKgkwGGriygsZjCBSVETaQhBqhDl46iaikGbU/+1wwtunTJM/dO4RrTSQXEVQCK5Ikn7zp7+fOW2DrpWRB56cFbdyJzEM/hfYCNdBl3zK5RDtSTEbaqYxxJoktclYgcQifS1t0jMfBae/IVltYuJaCd2C9+nz9v0UWXSV6MSp5FKnUEZEzO28BOqQpLGauAiaa6BGa16uSBxYMtjEv/wpjpYEvvVZQ+WNChUVlZuqyf8jyMdmmMOx/owJM6sNW6a9HJ8ZH3eWMw4crKDh6YNYGyvDU85m+ce41B0XJ8OEwSDM4rhmWbIE5xnowO117FCUkRoKs8KXGRZQPhHZ+0Fce+4ubhOluvW6o7ZdAAyu6/HDNfDUsTjP7D2ifSuH8cmg/0YRcx7M4HCYLGBQ33iQvVmAa6ZWSaqDDpEi3SZVh7d9yI4fP4VYKcX74fmobtwRFf2LiF85rlcs7MFsloi7eQwyZpVUBfeS73EPIBmi8JL4wPeGntPs4r9o9H6QVqYgBsazThy9s3WR3OOZ5WTOZlCuLksYA2M9w5zihGQ7JSpYknK9hxB9uoniEXDzIc3GMK28/alIFLMMxl1QaPXXvG46C9r7RI44IUv1YqVBuSIG9RWgajhqK0gUJXm8ACaaMhb6LnG73p5OXLtcTzy0pCDCV0Rtg7EqSS11PNJ5GkPxNXBN4qbB2MitKkYK82QbpXm9DfVA3K9/tkCosy4iFnq5eFZ9HHtbvvcq94MRguxthkxjQZ2lixqI05EwmOcJ3xFmPfUxi1XfUmMchhvCmO5xVKeZaqmnEs9p4mokg4CIFeYcaoFAjN74n8Ln/P2oKBafncxm3OjI54sL/M8byiKmzCtcUIi7crnvDT4x2+uHKT2x9ssXdtk1lb8PLqHf7a0uvcPVhh5Xsjpu+uolSgH0K3ApF+yIpAHokIqcl7ncNczqtk9FtruDdZ5p89/AqHkyEPP2dorszDalqL5nx3zNNicR/HRn4ijLvCJ9jiw5oYSjHkyYPNDHvSfEdTastY12yUoYjHTj2m0DZyczWb1TEXB3tcHOzxaD5mrx4nEa/cgz7NwOeRdq08y0XNp0Z3OFce8LPrl/j+21d5cLyUEpfy4+T4O5yMwC/ifIut0I6vrr/HF5dvcOvWJuaHK9x/sJo8i0I7Xlq5x9/a+BGPjscUP19menMF5zTztosjnIaPL3rvubGDDp6BALWE4/SNTh5IWtQdl5aCYVlwUmvH01u7/J1nf8zSqKZ9MMIeFykbVJeOK+d3+CtX3mVQtrj7Q+qjiqKwPHPmEdWgBQ/NvAhGtzZQenThex6+0Cc75g0dfTK56F1w1NtOpRKC4e6qMmVGHcIkoOlNZLYOQWpXB9hDS/Ur5dOkZAobVjraBU67030vOz4LwdetjSUNXaeXLyutwSCojDZNOE5ZdIYuHY+T407OIZfj6RyN8SBUEWuagrKwXF7f4+rqDnVraJoisatCUWmdJgYfvd6VwZwX1+7z3OpDrFPs7SzTWENdFymYKcwao32q8JTHnaSJ6JdWnnOjQ76x+iaTtmLwvWWOP1hh3hTM2uJE/Ml7Rd0WKTP80A4pHxQs39AcTobstyN+//jTHN9eYfTQodowER5GeCZNjE766RgWLdO6TIY5x9nz+5sTG0Ql8t5shZXxjOEv7XDh7F6IF2TH9wt2Ir23fLz2kcZdKfXfKaXuK6VezT7bVEr9rlLq7fhzI/vuf6uUuqaUelMp9Z9/zH4AHR0SugBr/i+nSxrciZJ80N2AUgXp3gvVPo03/PZbL/PHr7zETj1maoNM8NRWvDi8w/1mhVf+9Hle/+4z3DjcSN7saQyW1vXpltI0nnUz4Xv7V1n58ZDtb1XsH47R+IQBnjbjiiFfLHWW7kO2JM2hl8Yb3pycZ/mNinPfn1PcGqSBJ6uXbx19ivnP1zn7w4a1tzQHh6OE2Qvk5L3qpcrnLTfyqb/adRIC0WBLUlNe3i2vFpQEu6AHfyjtKQqbDEpZWq6uPOKr43fYe7TMxT+C5bdKfB0gD2McL6/f5bc2XmH/5hqXf8cyfL/i7MoRf2X7HSYHQ5beqlj+yTBh4rhgXJPnnYy3770lOsI/ATbpT2KLZev6Nyn86OvUeCTr1HtFOWp47vwDltan2IOSZlbQNkXQxneKqrK8fOEOxjjaeRGSxeJ90xGiCYqZhGzVVmNjrdp8wpTCKB0e32X5Oh/wchlnHvEoI2YeIQupT9qrCuQVs6bAOs14OGdtOOO/OPszvrJ2nd27q/jXlzncHYc+RBgvnDNIHTgf6LtfWr7BUjFn9/Yam39ScXRjldEg1FgQPaR50xH4FgOZ6VmpThlxbguuzc/x1p2zrL5vKffDpLjIXjHaMSobqqKltoY3D87xysFFmq2Ww+ctK+MZP9+7wBtHF9DrNXf/mqV49ohB2Sa8f1i0acKQla71iuVBnYqhLA/CqjNARS4FlIdl2zPKlbFcWdrl6toOa6MZk3nFsGhTyUKJQ+SyIimOkq0QPqx9HM/9/wb81sJn/xD4Pe/9C8Dvxb9RSn0G+LvAy3Gf/7NS6mPpU56m5/5h7XGGEjo2ikVzpjjguw+fYfiDJS78nuFHdy5TKMf24IjGaypl+cGDK2y8AWd+7Ll1f52ZLSl0h5sX2lFFDfegFNm9JNKPY1vx5uwC1/c3UQ7acYerh4SmLjArq4IUIEbRuM5LcT7L+FMdZCPwTOs039+7yg8fXWG+6Xn4+QHtssuyAD1v7J/jzx5dxRnY+XTJbJsAYZRtKrAAXYUmnw0YSWDKMfkO1w0vXVHYWBc1BiQXgsHed55992HweLVoj3uS5gyETNgPjjf4zvELVLdLlt85YvmWQx+ZhNXfmGzw6vQpqkea8bUdlu54HhwtMXMlvlUs33Rs/bxmeKcIvHI5rxYcW6cSeqGfKiUfuTYG4MR4xuzSBJ1A+ltgGG18KqMn9MzE448T4LNnH/H17XexVrP0foG5M8DOTcLUz60e8htbbzE9rhi/PqS9Pwr9sbrHEsrZNjor3ZeCqFG7R55ZEYu0SFq7PE/xXPMAZy57m79XCk4UrJi3BXNXsqJnDG+WXPxWTXm3Sv1QyjOI3HvxWK1X3GnWuX68xehmwcoHDdVeMMSermiH7B/glD59OMf9a2sYFi179YifHjxFNWi583UFLx4zKts0meXXYSNbCGBvPsJ5xcWnH3H2mUesDObM24L9ZsiLF++xfWGf8XDec4QA1odT1gYzjmaDkBAFnB0f8tzqQxTw8GgJoTfK9UvcQiiaAKOi4Ztrr/Pyyh3u7q2wf32d3cmo50j1DHpm8GUcflT7SJ679/5bSqmrCx//beCb8fd/DPwh8L+Jn/8T7/0ceE8pdQ34KvCdj+zJQluU/V0srSctp0FaNKWyKeA6dwUzXzIqGuwAmrGinhfMXfhuZBrenZ9lczTh9c9Aua+TcSyVo8V3EI3qB0LTQ499PGwGXGeLZ9ce8d0vrzJembM9DLN47YreKuCxXqBcaxZxl6SQfHLQyrM7H7M+mDL5/EMm84rlFGwKL9+0CRj78KV9mucM3sPa0izcsxgQEpaNHLuIL5owLGS5r/XpgymHX3KYwrYmsGSil1/PyxAgNZ3h0znLQ3vaJmjNfLC3zsPJy9gBPPrSKrMthR/YlPb/1r0zvPNwC2/g4HPbtEPF0d6Yf3v7JWg07VjRjg26JtJuQrdSBqryCZrxVkf+fDDovjboYYsqYrDSxDR1a3BWJbqiUiJ9LMcjo1CG2U5pjyk8ttFMmorXj87T3Fji/I9rdl+s2N9S6EE4z8C07LRLmFtDzn93xr2vDDlaiQJm6P59Dr8gs5NzmsK02Ph9rh6pAK/C6sq6rpxg7vXp5BkHOKSxHTe+S56TlPoAS8xazx/vPh/GTek5vFLRrFlMaxgN6jTGVDJMwSP/4e4VjpuK2QXL3V+pmJ9vGMu4k5UVJNkBGSPSpM82xpW08uxMxxTa8dT6Ho9ebFgezNk5HrMynIN2JxxAaeOy5srSLs5r3tvdxDrNmaUjXl69w1E74IO9T3G0N+Lcuf2e9/9fnv8Zrx9f5O1Xn+LYeF78zE2+sfk2pWr57q2nad5cpX3hiPXlSTLMjY1xBdslESrlWdJzvvPoGQbfXmHlwPNwsMy5KzuoiMs7D5b+xCvtw2BbaX/eJKZz3vs74ST+jlLqbPz8EvDdbLub8bM/VzutVuqHNYOj1JYBbZQC0Lw1Pc9zyw/44FfX2Nlf4sr2HstRqbF2BTfmm/zKxnvUXzHMbcDqKt3SSFHrOAMnzQflEjvGeUXIJg9Gt3GGS6M9PvP0HeY2BHtySuRHtZzmKQ+uyTi9ZWQGOK9YKWc8t/yQwyZQtpzT6MKGivRxYJSRkliWbWA3GMvV1R0OmiGv3byAKSzjYd2LustvJmM05EG5kP3YBdAkwLk6njGrS44ng2D8IkQwGjZo7annBVpbrDXZpOHjcUg4tI9Lc3PlmEfDEb6MXnKjcdrj5gWucLhnptxeG4CzoD0P95Yxqw07n1eoVoFyQdO97N/7PHjqffRSxcOvLJJFpQsXPGvd6dukpCkV2Dsqu0eoOFlESMa2OkI9np3jMfvTIXbs2PlMRb1KYP1Eo3b3cIXv+GfAwcHTA5pVTzlqKIqAY7t43LK0aeLNA6bWhcLlZdX2ITTlaROk5CMurmkjF15kBYQN1dqoVGocTWTcBEfDYlQw8q0Nx/3gcD1gzM9PePS0YThqepCQdZqqaMNK0xYMypZH0wDdLF08xF9QLGXjKxXKdpradl6v8109U7m2vITeqGz49Opd7s9XeO/BFseziuXRPF1/fJwJmmqdZli0fHH9JleHD/nRw8vMXlnn4FzL5U/t8uLwLv/q4eeZvrPK6i3NztfGrK9MaZ1mAKzoKe8ebbH2lsYOYPJCxcRV3K+3aN5eZfM1z/2VMfXVedDmMS7p8Qgd0nvFRHn+H/d+lVv7a8wueI6e9gy3psmxExqqiLEl/F3o1Z4Tkh2L7d93QPW0s506dSql/oFS6gdKqR8c79Ynvl/Ekx6HLy3SJmVCmLkSrXxiyfz6xXf55Wfe5/LyLkdthfOKSrcsmzmbxRGrVfBqz42PAqXKiaaM7hndUJWp86Slb0PT8Knlu3xx6Qa39td45/WLHNWDjx/ZVh0vN+cKD6MynCJMME3E1b+2cZ2Xx7e4d7ACf7bG7J1V5q3p1b8UHelc/OmvrL/N1uCYwasjzM+WOZ5W8XlkFeGjpyaaJRJoFHpk3orC8fTmLv/lpVdZG83g+ph2Z4jSji9fvcFXL9ygnhc0xyX1vESpgK37iMkHHFxRFMG4X1g74Dcuv82XnrqJL3001ETjGTzstjbBQ15tYK0JAl1NDEKNLG6txW/WiDKkLl2Gn6uU/SraMAF2IRl2pUMfTWkZjuqgieOid29VSsKC4LH7NvDeUyWneBw7D3BSXRtm8xK93HD4hTmzyzW6sgkj3z8Yc2t/jfZizYOvt8wvNcEIN8HAllXLYND2dGTyilk2yu2WorUSYbXWddCaUsETHw/qYHBsUB5srWFQtqwMwiQ/nVeJ/gch8U1UHMuYO1Fox8BYfmn7Ay5u7YcVTqRniqG+vLrLi+sPKLQLbK26ZBb/KeVZGc0YVQ1lYROXXBgmp70zORXYQwo8bg2P+erSuyyZGv/OEubPVjmcDJM0cB4U1ioUyh4WDXNX8MPDp7l57Syr74E5NOzXI342ucxP715ksKNDioHq6JiTpuQP9j7NvaNlJhc9R0+H9/TnRxe4N1/FA/vPaortGc6FakptLLa9aL9qa3g0W+LsyhEbn3vI2vO7rC1N0/fCYkp1Vul765Jg9qE25UO/fXy7p5S6EG66ugDcj5/fBC5n2z0F3D7tAN77f+S9/4r3/itLG9WJ74X1kmhFj+mqBFdlH+G+j3WYMM6V+4x1zR/dfJ4fvH8lRLWVY6BbBrrl+eE9Gl/w+oNz3PnORT44WMNlHrtDxVJ7/cSlBGWoMIhK5Xh+cI9jN6D9k02u/GvH+++eZW6LxHsXzyFv+TXm1yTfaeUZmLbT6oiY+8Nmme8dPsv0xgrnvj9n6bYKtTMzL0eMfOt0WhK+Nz/DT+5dYv0dx/arLe6DoHkv/F9PzEDMIv45Y2aRbud9oIEa5bhxd5OzP3Qsv2tw1vAr6+9xbnAA7405+60Sf2eId4HFYaIxL0ubcGqAq8s7fGp0h3d2tznzHcPa63G15sE3wYhKpqiPaopJSKtVqMp1LJiqk/5NiUVyb6KEQXddwnmP3nCreebMDr98/oPw/U4I7OrScWb9iKfO7+JmBW5aoCubPPqUeBWPr4sweV3Z3uXCmf3EtBGYKXjbMJ+V6Mqil1p0ZdN9geBZN43pee0iP5BkIfJ3x+o0cQBxhQCrwzl/49IbfPrMPZq6YHI8oDCWlzfv8uWtG5xZPmY+KZk3ZYrtSJk3CbxLcPEb597ml5auMy5rimsj5u+tQPx+WLR8beM6X1j5gHlbsPTHy0zfWk+1Rodlm9gwAoMGKEInnFyYQjnunrNmhPY7syVvzi7wvftXGD1QDPYCxCeqkKe9a0f1gNcPznNvuoper3n4FUv19BHWaX6y81QQJPulA5pfPWRtecrhNEh2G+W5cbTBqGwpPnXAytP7ANybrPJgusz6Zx9hvrjPcFQzHtRMm4LChGSrjeE0QUlVZNjsz4fsTkZJp4f47kn5v6QbFVEDGaP5Pfiw9uc17v8S+Hvx978H/Ivs87+rlBoopZ4BXgC+91EHO1VbJjPY+d+5p25wiRmSs2RKZTmyA7bLI86X+7wzOUP77U02fnfEqw8v0HjNsR0E3XfVcKdeY/J+WFLtXt9g2papKDbApA2Tj/MqqTwOTRsKeXhF600KqP7Le1/AzMEVCtVEaWBvUtBSZA00PmXkLma5TePLNSqauL9mnmWhDoqW1w/Oc/1oE4AHXxowORcNJYsvQQyuGcs8sgTmTcH+s5qdTxXYtTYtjYUKCQt4OjlME+Rng4cYvMY7x6v8/v2XGLw7pDh2lEceW2t+cvgU//b2S5z5iWft2oTh/RCoFL1xWQkIPNM0hjvTVb5/8Ax7r22x9ZM9lm9b9JEJNU0Lj66iiJXtWDh2HrXhS5e85zz9P4Ooe1mnxNWIdyHj1ZQ2lvdzFKXlG2feZr2cYN5Y4sKfesoHJePxnC9t3eKLWzcZ3ioZflDi5nECcmEScVHKQJuwohiOav7muZ+zPpxSPCgZv1tip0V3f+PYUIRVkxZOfC/XQKXVU+/diX82kTYoz0Wp8MzKGEAfDwK//K8uvxEKzLw6ZvjaiNYavrH+BpeHO7z73jm2/2DA9PoKznU8dhkbAt9Zr5jYin27xOvXL7D5mmPjtTBpWxfqgR7aIbfmG+xc22T9Ws3wQXA+JEFH4IY2Zn7OIxunu65u/CYigTUpU1Sgn6N6wHd3n6E0loPPz3n09ZrVlUnqd6n7zB8pY3dUDzhsBlzc3uP8M4/YXJ6EnJH5kEHZsjSsWR7NGRYtq+MZg2iYZ22BB1bHM1aG8/TuLJVznl7bQap+TeuSYSQujIqGr2+/yzOrOzzcW+bRwRKDsk3lAPP3r4mZw7KakfdZJtg8NvFRbJmPxNyVUv8DIXi6rZS6Cfzvgf8j8E+VUn8fuAH8ndBJ/3Ol1D8FXgNa4H/lvf/wtcNfsFk0A90mI2+0ZJ5aJq7iVrPBvdkKugZtYfdoiNuMha3xvDs/y83ZOm7g2H2pgLUZSvkEv8zaMuH3rTNUJmjSDHTA9ffrIbU1aEpeObjIuKhpvrHPzbvLFJuzqGwpy/UO7229Tto2KRlC8Pa47aDo6rRap5MEsfOKaVuyVk1Ze3aX9qpmBFkWXX/OlmzCujXcPV5he+WY3a+FTMbRorGIP5XyPVw9iFEtDKZocPaPR9StYXal5taoxA2CUX31wQXqtsC9oJmcWaJd8jHjVGAf38OUjfG882CbO8MV7Mhx7+vrtCMVuIm5EVTBI3ZtvKcRq09K0JlMgDIuaqV3+wvd0VuNKhuUDxWCbGtQJgSE8Yo/efQc+/MhK9c9g50W1VY0TcEf33qWw5urbNz2FDOYnzH4JRsmHx0Cj0mFMvZtp13inQfbnPmJpzyy3Nou0BebFEiWu6u0FAzPC6f0jbp47P26r92ELtoyyDGjV3w4r/jB5FluH62y8ZZlckZzNCu5166x347Z+FHBxhvHHF1apng2QDzCrJJMU/n3s91L7C2PUQcl9YpieibAUkZ7DucDvv/o6WCwLDx6uWJ61lNpCZia5KlKpvRpVOHW6Yivd0Fio0MSlSV4uY3T7M0C8+Xcuf3k7RrlWRvMUhxtWLRJZkDohE0ToFuR8cjf00HRMm0KjuuSUdlyMBswqsIEaaITVGjHrC3YHB7zt87+lN959DL126tMNltWzx6FCko2FO/52tI7fOvB86z86ZjJeY//4jyusjt5DDHgXYHxk6UPUxLVx4B6Pw5b5r9+zFe/+Zjt/1vgv/3IM/97ahLUhE5bRqo0Nc5wa77BSyv3eOtrZzmYFTy9eZD2bbxm347YrCa8/OkP2H1mxHJZsz087hXoGJrwUCvTslTUHLcVxzbi9sai1TxpyhTK8aULt7i1upaCqTnmZ7NnopRPiY3SSm1xRkW1ScPQtGwOjql0y+58zNwaNoYBm9uoptyrGvaOR8ETaDtxNBkwknptXaDCNfGeVUUIsub61kDS6FaZIQ0/+wk14Zfw01rNqGy5eHGH3dUxTV3gvWJvd4ly2NK8MGc6M1A6SuWjzowOWO94zu5kxPHhEMpAr3ROM7xwzNEZTftohBepAN0FNHsdzrJhc9pgUJAkTUL5Pt4rfKNxpQm8dhNK4BnjQuFq5bn+aJOlYc3eZ2D/hYp622LqgubGEluvKibnFUmxwgbBMpmYiVitLi2zacW3HzzLfBoN4XaBG8Y1qe9guE67R7w0MgOf465dHoE0oT3K8xDsXcZd6zSl8vzRgxdoWsP+FzX1hYbVYcMfP3oBgOk5xe1fX2Z6uWXZK3RkVFmnqPLjO83+fMgds8rSlQP2tgcQsfa6NUBHIhg+c8j0QpliBTK26qxGr44c8fQ4xZBH+Cl5sMg7dDq90HlFFQ3vxeV9nh7v8M7RNtfvbgFw6cxeCmgmujEkCEfiTnLcYRngk3lbMKqaXhKR9Qqid12ZgBa8u7/F8g3FbFriz8LhvKI0joN6xJ8cvcj1u1tsHoexMWtCpSVtuvdMnmZOUZVnr+OEJm0xseu09omQ/P2LtDJyyAWjn7mSUlv22xHb5VGCPn7jubc4bIYsFTXzWKTjqK0YmYapLVmvplS6pfUBNhF+u+DqueLjSjFnvZxwb77KQTPsVWNyBH2LpbKm0p1QkPw0yoGhg2SiaqTIjs7aoIsxiJDPajXl62vv8Mb0Aq/eukjbGJYv1fzy5vt8c+V1/pev/T1G71bsPT9nsFQnpoBk+0m/ZPkbdLC7AZUHZaRIQq4lHqL9OkEGAiOEFz1Q7zaXJ/zmhTd58+gct+9soA4L1GadMkPLUUNbhJc7CHBZysLylfMf8Mur7/F/v/E1Ju+t0mw0bJ855NcuvMuN4w1+cv0yvnRQ+I7yEFtXcNqnIKjAIQHP9ilQ6l0/yQjCfj6vqkTYpm1MCD7KqsKDvnpMMy3DxGMV+sKMh6tlYNlYFeiT0ievKAct9azsLaHv7a+gjefRV1tUrVFrdQejREgGn3H/pWuZUc8Fw3IBsXwSSPGa7HqtjhOBIaxEhnPU53dYVj4Yn/mQ7dER4y8/ZHdnmeE4OjOxXN7GeMrW8JjbR2vsTQesLU1RynNhdEClW66p7WAkIzSklGdSlxTGJW83QTtWMyiFA9950um5xn+F8jGBKBj2ui0SNTAEKEnXKwa+jAlKlbF8evku2+Uhv3/rRYavjXAFHK8do1UoJA/BQKekrgT1KHRcDjVOp5WL9DCnM7dxgrh9tMY/d19iZ38Jfd4zv9Ay0o5R3Hfalry6f5GtjSMe/LqhWqpZHs5TBi4EJhyQdHegi7l5rxIYndOhTyt+nrdPhPzAn7dZNBad1B+XzZxSWWYuGMiZKxnqhkuDXR7Nl/jZvYvsN8NQWs8Zlouaw2ZI6wwDHR7E0DQpsQi6h1nFpKbGGZ4ZP+TZ0QOu7W3zys+v8MrNS0GwqK3STylysLjULHSga4pHvBhQlZdjbgt2pmOM8lwsd/nd6y+x/m/GrPxoyI2HG2jl+cPDT7P+g4qn/mDC+I1BOkdrdapSk+thQCcmlVPpdKZlAd1Azuts6t72fUGw9eGU5wb3eHtnm9WfDDj7PYV/NIic95BJKTQ8MTpVYfn00h327Yh73zvP07/dMHo30Ci/ufoG1/c2Wf7pkK3vFTCL4lyuw9GBpD55qgfjVfLYg6Sv7j5bLKlHMMy66AphWKu4sHHAr114j3Prh6idEndcJoqkHrbo0qIGNrBopA8ezq8fsrI6pZ0VQf1QO86tHXJxew9VOnz00O3cUFRtlyOAsF8UOV00Zy3lz1EYRkGSQCfBsMWm6KoWXVze52tnrnNx9YD9w8ARXx3M+NrGe/zahffSBCeJOFXR8sWNm3x+9Ra7xyPstWXuP1jlwtIBv7XxCrUrOHp/jdmr68xnZboGpXxaSZbGJtkEvbhUpfNMU1Df9wOnXbq/j2JloQ5rbQ2zpkiZt1LtyGjH7fkaD5sVHr2/wcoNhys986ZMhr2TJO4yTvOEIem39GOxCJC8F5UJYoF3jldZX50w+Pweq2eOWB3OexDnzmyMVp5z5/dYHs9i4Zw+nCaFVE5rOST2UYHU1M+PtdV/hJYbRTHiQ91QatvTdodI8dI1XxjfoPGG3/3gJX77rZc5aIc8P7jLbrvET7/9AoN/s8oP37uSOOxTG/D0xocJIq+sHuiQYXBKoWuAo2bAzJXcqdfZ/eEZzn1bo66POKoHeB8olFp1gvzQceSlz/mSqlDdsrOMtR/rOFjlZf5Xu1/AvrrG8q0aMw/ez6v7F/nR7mXqdTi8MkxerfMwrJrglceldC6XKinRQBrQSaTIqZ43levCNAv8dMlAtVZz+2CVP9j7NHtvb7L+TsvooWX4QKegotD1wjnD8erW8MrRJf4/N7/A2jUYPJgw2A3L1W8fvsD+tQ3O/+kxm69NqHZMxpKJbBMVsWcfMfQFzz6V/hPsuweHxW2zDE8JGLt4nrK0fG7jNoftkJt3N9j6mWLt5wX2qAxYvSapVSbxtFaztDLjb174OU9v7FLeL3E7FcvjOf/zSz/g/NIB5c2KlWsF7UGV9Nyl1ql47N7pFJuRJsHr/JmkcncZa8ZDwuKFzgrBI1wa1Pzm9hv81trPOG4qqtfH3H20xlPjPZ6uHvLtO89w9g8qijfGzOtuHJ+tDtltxjRvrnL5d2uWXh0yaSsab3jrzlnW3tJc+sMadWeYWDpNFCfrSQvrvhFNz0Ou0XeZ2fn7Evrfie7JZx0Xv3OOhCr87uE2P92/RLE54/6vePSnjiiN7ZWyO81ICjunw/i7Enu5KFj+Xkh/S2NZHs6pikBeaKJWzKSpTlxPcLzaHo4uEGruDOb2aDGY/hcOqP7Haqd1vMmgEROoCQActwM2h8fcb1f5f735JaofLDNq4a1zZ/nC0gf8ycPnWH8Llu627O4M2JkvsVzOF/TYHYUKxavzqijSDzHww6LhxnSDgbY0V+bs+QH28ozlap5EwhavIckMxAEijJtcMdI6zSyed1i0TJqS+w+DxvPmaELxuX3ee2oEtmV1POfeZJnlqkb/8h53n1kC3bIcJVglKy7PbMsj7PnSsodp+q5W5yLdSpgai16yUp7j6YAf3X0KfX7G3a+NMLVivuVSoFCkbF1MtoHwYr768AJH0wHN5zyT8xvUGx4/GfDHd5/DjR0PvryEK8AV8RpiZSQpjB2MtHjjsT+Cv6suuUhpHyCUzOMXed5gLDtsU6nO0N443mTalhS3BizfbphuFew7Feuoxj5EDrx3Cl06VoZz3p1u88obl7n4I8/RBcPB1og7zTo/unGZcz91DHZbZlsV9nITOPsqSAfrSM0M2a8dH1/qogKJ4y45Ak5UKQkJZrPoPcvqCoj64AGCuD7b5ieHV7j1g4tc+l7NPT/i7fNnOGorDn6+xdM35szXhxxHw3lcV7xyeInrB5voRjE9W2IruHe4wr98+MXg5bchS9UXnaa8k5WrduBCYNtDL1ySnJyFlWG+jXye55aIYSxM7t0rvOoMaGMN95oVzmwcUq9MU9zAxUmxy7rVPWerp98UGWoirS2BzkWGyLwpwrFjXwZF2/P0JfamVCjVhwbr+jZOjHcy4h9huCUn4MPaJ8K4e9TH0pbJue6huIfNDKjj1eNL1HsDigKa5eDRvzc/w+WlPd782kX2dwqGlw45MwxYfCjKISJhnSplruHeZrOpcMxrazgCvvjMB7y/ucH2eBISFly/QoxWHd1RaqSGCujh71J3A1aWk/M2Ktopz2ipTinWF9YOYO2AnUnQHfFecTgfsDSoWX5qzixqWANpELZREKqHaUZP1rqubmSdeRO5Yc854NBBBZ3B6TDg2bykrFqa56bUkZpYFjboo6iAZwsk1LYarWH/aEhZWobPHnK8Hq6r1I6dgzFmtWb/l1v8JA7RwnUwi1coxIDH63JdmTzi+ZJ2unjv3YDrqi4RJw3V0SZ9TCB68/5ZxsM57YrjwRcq7BBQNu0rhUAwnerko4Ml/ujgecxBwfE5hRuA3a/4Z+9+ATspOHrKMDlraJdcEjfTRb/CU9fPyCQi8NRzjL3/XCLbCJ8okCcpk4pJXfJnD64ybcJY2X+mxI48d/ZXmTQl9sKcD/76gGY1OAnzpkBrxzv7ISBZfG6fO5dHlKOGjUHNzaN1zm4fsPPNJZpZQTlsqQqb+OxhvAdGSIr5ZK3PAOoch9xzzYWzJOMU1a8MpZXHqxAfGZZtLyBr40TQRANb25N2RjJjgSQAJscVwy/XJLx8uZbW6VRYXI4F3SpE+pCfqwC8OblyECcvdwZPS+YCogLlh5tv5U8dVf9h2/mXN/1/89+fSr7ptfxiReZ3HmGQ43bAmeqQB/UKbx6cZd4WXF19xHIRMu+O2wEPZ0GC98zgKBXuaJxBqjHlBbTzgKf83fqQNFGokMo/a0vaqN2+Nx8xNG2v0LXso5UPwdooJ9xYE417OL/ox6iIO86jXGljDaOy4aiu0MozLkPE/nA+wMQswVlb9LRooBv0zof0ZdGUhi4JpW5Nz0vPB2VnxDOP3+VGXz6LaeK2C/YFsSuXjMyJgF/UkQkSty5J2zZ1gdKeZl5EDzZowDfzor9aiO6fUiFgmpfHSwW1I84e6BWkYhih8zKYxLC7lFAkTWfXV1YtbWNoZwXMNWrc9o8j3bIq8eyTDIFVUGv0SpMmQakmFU7kKao2iaeFIKmLGad96AyCxjt03ruN1a2ESliUNssf6LRkdExKE2x7eThn1hTsH46pqpbRoE5UR0kk6tf7jQYlyltI5nNeTamORdt1NGiFcamoR6L3xeMZ1cV88pJ5OSwjPPjFotLCjBEjLe+NeO8SxJRzNZHtE2jCOr0rYkjlHHV8B4dFyyxeS95HIEl/SH+FeSOTh3jwgxjYzbF80W2S9ji2i/RJ7lke75ImnzXW8MP/yf/hh977r5w4EJ8Qz/3jtMVZzKKxvht4q8WUxgdD/ezKwzQoApPFsFrOGOg24ew6BlVbrykInn8+I+dNHlRupI+aoEFTAAf1MGaw2h5LQQy7JpTfyx84PkglSOktwRMbG7LrRkWTrruMfNomejGiEyMDXAI7nvCSiSeSslW9wjq5jyRjrlQnnZq/YHlpuHQ1mp53mRfxqGIqvaTLK6/wdGJgslSXQGGCE3wIsLWtCVosJhiogM8r2qbIpILlxCqW96MzkgK9xHvhifj8Y1at4m1D8NqThybyAZWLE0aYuJxVmIHFVxY3M6AJNVp7Mr/Z8YXxoMAbm/TofZxoTBGv0YOLmK1AWD36W9RIF/aSMGaEUVHXhqJwKGW7YJvtDG6acKMcQRUN3LQuMdqzuXYcPGqnMVkVssCSCn+L0R7FOM6sKZJEtPMKTfBeB2XTK+doXWCwuIhxy0Qg7Cwx4BGECv1HuNx9qYHeubKHKsfqEgB9eicqY9OkkEMujdUY1UE5SmnKou2N/+Qs+a7wSG5sFVKYo2M75Vi5BGttdt7Fojg52yUPGsv3jvCu4ju4KT3XdNc+vH0ijXuebQrBkC9i4PJ7uqG+iHRIzWoxCwlNOA7aUfKQHUGBT5p42eFYXbBEjlloS5vh/DkEpAnB00I5xkWgtc1sxDuzJZXQIwNlK0xIUuovDwhX2nLUVEEcLEI0s6hNIyp4cmzrA93SKA+yzKN7EU+boMpIaWzjyy9JJCmwGwWORIxIvCTxiuQzGWBt21W7bxpzAgZA7qX3tHURqw8FYxUEuIIIUtMYisJSVDbqk3fqjR3U0odfIFIZbeb9KKI37jvjnXvJXiE1ToHEufZOxbqrDlSszeozrnj0zhKmL7VdVZgYEuwj+jZeJakD6HBvVBAjs/OAsadVDZ2XKS+8UX1FRFGmlIpPYvCEKZN0273qimZYzWJuQmt1mhjamGdQRPilabs6BTk8lyfAQQd1yFgqjKMq2lRPVCufxqKMl3wVkVM7F3M+DF1A8zSvNg9Gquwd6wx12M7Ee2SUxyqP0Z26qrwHMubluDIZ6Dix6Wzch2N2mLskw1Wii6MCB31QdsJt8jzkHix633LeRIXN7sssrgCCTEPRg4MaG5ygvErW49on0rg/zoOW7wwu8drFiEOAaox2TG2FIwiDOa84aIYMdMj2DMWqO6glv+laeapTCoDkiUhhAtBpX529QKIYCdDSl9OFk0Y9x9YgehsxwCPBY0mfFg9CPPmkNxH7JzSqrp+gCfxY4clK8YR88OYDBw2tTchHGnx9zL7LWG1bEp5uvU64cFedKPNsJWs0f2Fi4pCVhJa4j1I+efLaOGyrg3HUHmdcp8zog2FNx84+kySmcHKfjptfBz6IfjnVaZkEQTPdo0lq4zuxsSJTGswDWtF4pWuPGaS6cEkq2HuVlCLF4An8svjqS9auFy8yMxYJSluUxHUdKymcT+6zQ+swYTWtwRfB6w1jrdtfxpj01XnFIBow8bTrVqdJv24K6gzqcE4l/p30QzRwxLDn3n1axcoYUR21VZKJ8pWl9FccE5HFhT4/XI4PfbaLrJAF9pDxnVMQ28yAm4X3Xvro499SkLuODsAi6yWJy8lzy/onqx+5pnxSO03tMXntKp8UTmzWa58I465OF448tQnWniAZ33+oEnSV+qda+VQsWz6XJb4xbcLcXc+LlwdqerK/6RjZ9vlyzHmyAG30ArIgjmTtCRQjNEhnu1XFxFUJnikjdJJn4HkfakFKLcpJUzK3nRfdrRpCX2UQGCVGvjtW7gnlXoQM7kVPKX85QfBcj1eBBeCsTt55YGvEOpq5x0bnoaYiH74TAwOScfWOmC2aeX1K9fFun0vyxpdPkoBO8ZaADgJxge0i16W163PnVWQJZcyTdL+s6iyy3KdsVSE67yj6MYx4+6RAiBcIjG7Cyc8jGyn6K6cuqErv70WjH+CQiBcryWwNmcqDIvDFO6hQpZqmAqVIYlIIWnYGSphWYtS08lgVoZj4Xbpm1UERKfC48GwW2Vy5Q5GO7wIDTFYPEqQN30vN1j6pYXGcy/fCXHHxnMp3K/Z8wsmDqovBXWHOaOUxCxCR46STKsfJV8Vy3/PrXYxB/P+p+9MY7ZIsvw/7Rdzt2XLPd8l3q71r632b7ll6emZ6RhwNKY5I2hqTskVTsGxAgm3ABmzpiwwIAvzBFg0YpmAaoiwCpglKpMXZSM7W03tXdXV1VXXt67uvuWc+210i/CHixI37vFlVrQ14GUAiM5/lLnEjTpz4n//5n1hnpu0nPrY9EMYdCN74x7UGTSUsg4XOC0qSuKLTLthqyCPvWmCWymepiiGMYZTSuMi6/pBFx3V+18BLO6kOrAzM+xQh6d6H9rsK0bqQAE6M6wmrRrD5xjhN69IvGFKAQ5obxK3XIdtSMfohKOon/SJj4UR+7QLfPXhlTetxyvtaG+dtywIBoFrtlCAT63HoptEBjrGRUYTIUz/JaPsFqb1vgiyB1EC1nnkiAVdrlFN0tE58jELuT3sBsfjYdNk3HiJx799/OdLf4IKtSeZgqUaSqeTQ0W7H+qBjMPQQDKh47G4RajqQQsxiauvRSkZo60Vb2zJpnKHrPltjXaIRviSc8LDr2ukZ5WmrThpDFjE7RXtnRRLg5H60avVuJMgfnimt4YWGRhhAtPCgKFTKfccF42NMPr4m6cfYOREoSYxreMRWhaLh0hbrHMt9GKvCAiiQqezmjHjU1mHladI4GqVtE5ASbbDKhqxUaOuzxruXzrmVDe//rO2BMe4/S0swQdJ3Ucc9bqlXhsRkAYbpGGJLgE9iYxzDJUAIkArN0YTjmPB+/N34f9GakZVeMML4ocULU9UkGO0Hix8MhRhY6IgrGeu8fKUSZmFStF46OIw9LFj+nnRiHftmXgSOrLHKwzQuWBUCqdHANwsDrRH+b5T40x2MfgGwCpVJEew2mNpKCHdVD8U4JanDmN09ETJTScS4esMq4lm0hl3YORDFYMUYg9PiNP4aRBdd2TYIivPo3fWYdmcgkE/425/Sqg7uHjx8uY6ma8gVYJVFJd0gbNysfFb0dBp3fx3j7Q1eG4BtIR6Hw5sAn913fH9tFa2xEJcgxorTqGRfG5S0gTMuToZkOJe1k3o2ti2E0thIU93vjuqmy+6Sv6W0njufkxjIdHf3K7En8aRdAZHWWw7HpF1z43MJ/BE7hvG8jL3l2GMPXr0/Tur5+5LDIY5bnjTYpGXSuHMaGm+YYx49EOJm4nDF7J9FOFR24G4X9SGDJ2oPTIZqrN8OBDxdvPm4GLZAM/I9MfiLWLZWhlzXZMql/Dv2isfnlZMSGCYliXKa6X0vPZAqw6zOKLTD0/pJFTJPDc7AxzCOXG+uG1ayWccYLgZSausGtiRQLVKzhnkZqsXENSCzpJURMFY5nfgIjzdWBQlRSV4ST39xuznMy+ABadWFWlJt/Lm6EgUQ4+0m/Jb3hfEhE1spXJELokUguh8RvpI0enccPPsD0qxGoo2hGLewWQIbpSsmphOLrXwFpADjyIOwIIqUATbx9xX0aPDB2wgO8ccPRnIRErKERKZ49yALikqcpnxTa6xx2Zvan1v7JB8dLZJh3HSkEVQw3oECGYy6M8JSuDz2zAWiiUXF2qIr3fEbgolpVzZainQMijKMK8G8hf3S7v50m+jT6HCeJBpHwp6RnJFwv9HuTPTNZbyBG/+nhuOQ9TnMS/LUFQ+RQGYcH1pc0uI50BhPR/YSwm0/Nh34I94pLx5TMl1Fd0nqPUiTwiaN0SGvQApsS3+I/DDQ0W+XPpCdhmSOL1ak+jgv/oEw7pauUY4fuvEDYW7SDmxjrGLua5MuttosCnZ5T1uZVh7AV2hyBaxNCLbKZ0eZE+BKtWFc56HItQuktqX2pFi29gvEajYJrBmBSsJ92i6dUxazD4t6G6uY12n4ntAq+2nFem/Mz2++z3p/ws3dZY5nhecnLwSp6GK1F0d7/MbZN0i0YW9n5D4TeU5ZuigkRhdnp93yh3R5K4FX/73EGQmtDQ9v7PLIxi7VNCMuiG0aTVHUPLS+x8pgSl07PfckMVzY2Ofx09skWYOZpYhcwGIAU+ASMdKmVki2qBTDtrVuL9y0RrvtHBuOL96x8Owlc1IweoGElJJiHy1HXhVtcQ1bq8DBV4k/nrahqLWwdOJaskniy+D567VE2ZlJEzT03c5Jdwyf8cZUUv/1whgI4yd4xYo8qzvGKATtVavzIgtHol3gcFTMA51QOOWXVvZRyjIts1C2TwwteI697eLZKrouKSRT+4zq2GtOfSH1RBseW9nm6dXbDLKKnb0RlXeK6qbLd489Yxn7wH2esFxL5sv7iROU+B9r2yI9imiuxsNv8Rn498V4a7/4xdfQkitM5IR2jXVMjYwdKHHwQszgXwbjHjdj1X1GXLz6UMdUO8XGTDUn3mDwznG668vpzGPwSWC01D6QupJNeXZ0g35ScVQVZMqw1TvgM8vXGKZzPtjf4OqhE+qaNRm9UECju1MYpCVPDO7ymeFV3rl1mp++d4GDeS9cUxjs+GQRr9EeR+Hb628DQbEuTRwDuDDY58vD93jjxllGfz6kfH3FF0NQgQmxeG5rFZ8Y3mUpmXHv9VOc+lbOweXV4KEtfh4iiEBFQmcCcXhjLdrinedoNGdXjvhfXfhz1osxvfcK0is9D3E4ZsWoN+d3tp5nf9zHvj3CfjDEGMVvb73Mmd4Rza0BvesZzXEahMNOJK8rSwB3vXceZ6HGlZgQNk+0YMQx+aCTnkRBTjmNz34djOZsnd4nKzz1zTpWjFRe6q3MOb15SG95Hrz7oldxbv2AwWCOwkFP1rTUxUFvzuryxMv+Ok88zRrOrB7R61Uh6Svo+tzHjFEhWLqIM4u3Km1zNKafV4HeKHco8KEYD1kUlnszPr95jS9vXgHgaNwjTQxfPHWVr66/T2M083eW2d8bhrEc4B1O9qIFvwY68ag4HiDXlumGn195j83smCuXT7H8/T43r6+H65SFKDbSQCfTdFGQS16LjaQY78aP8yYy2GL42x1NVLjc/8jC0FgnfyA6N9L3wrAB7nNgw04ruqYscXRISTDrLA7RovFh7YEy7oGuFFEdpS2ucmK4T2pi9Atd81jvLivphOfvXuI7rzzJT3e2GNcFBtfR54s9AP7wjWd55TtP8GdvPEmqDafSI/7w7Wex/3SD8TdPc/VwjVQbjqsiBGUFZ5drOpfv8eb0HEvf7nPmz1Lu7S4zb7oZlok2Lg5g2hhAGDDRA5SofiyFsKhU+f78DFzvs/p+xegKlLOMPG2YzHPncfiBVkac9MZq/nT7KVbeVqy+NaF/u7s9FqNgbFvFSeuIsWPagbi4tdd+2yhwSz+tODJ9vvP6J9j63pzTLxjYLmhq56Gv9aZspMdMb40486OGM88bJrsDGhQ/3dli42XFhT+d0L+aQa3uyzTtiIV5A57kCxmn4fMiAWw73n7QmIkCuTF2HR0elbgEpGdP3+ZXzr7D/KDH4JU+aid3GaqJJc1qfv7iB3zlzGVmuz2KV/uYMuHMyhF/7fyLNI0mfXNAtdvDWkU5z0hTw6dP3eKvXnrJHedtZyTPrx3w1y8+74J31waUV0Y+L6BbRxUI+LrLRm2rZAUs2b+21J/zr517hZViRvX2MscH/WDQJPvURGNA4jvfWHmNLw/f5/bVdZb/ZMi9a2s83NvmTHbA4e0lzn+7Zvhqj/ksC+qPgQSgWo16l/BU+9qs7r0iq7xDogK90VoVuPezOuOD+Sle3L/I8hsZ/R2XaxB7yNAW0eiMycjopwvQ5uLngADXAAG+MX6Rivt6kWm2GK+L3wvBXQiZqrLwxISJ2MiLDah8fzTGzeOfVRESHiDjHndQ3LSyHWP9YVuR2PDLwiC0wivTTQ5e2uT8H2vu3FwFYNpkNFaxpGdcnm2y9OMe575T03+vYLccst8MqA5zBvca+nfdtlNqoeZJTe6vRTjwkzrnjek5bs1XmJ5RVMMPD3iIRx632rQTy9KydwrPWJD+Kb1cwdXxOi8dXaQ5M+fOF3KOL+LkY3HJFLHynQxQYxXfvvc4dyYjDh+Bu18aMt1yMIzbAktfttck21Ogg+ta6xJ+oA3mxclHWltuHKzwT+99lmQvpVpKKEft5/OiZnsy5D+9/iskY00yt+jKku6mfH/vMfaP+uTHBpMnKB/E1GmLoQevJR4z1gdgG9VCMMQefARXeSMvyUUiWyDyvYqTA55KQa5rlpIZvWsZ5751RG9bY44zhIu+mk24Plll9F7GxT85onc1Zymfs10tMbu2xNYPSzZeTKjHWVgsnxndpLGa4Ws9zv6wprk5oDaai/kO+/tDtr5n2XwRyklGlrqUeReouz/wJotTYB9Z1YHbLuQ73DhY4exzDektp2aaeey6daLae65MwrVqg28ePM3wg4zlyyX5dsI/v/MsPzh8DD3RZMc1xW67U0iSrhFLvNZQEV1HljahqHcLSaiA7cuYrYzmtYMtDso+h0/W3Pr1mrVTRyH4OfUVldzYbQ28eNLxY4y9+NiQKlpoSj4X/8i9BOi40UGPXUoAlp7Blum2DqqzF1G9h+hc4Xd0ng77z+gQLHY7k3aH8bO0B4ItYy0hIKqVDV754k3I/7XR1OgAzUgGqKNBOm12KbV3t1pmv+qjGjCpQvdcR+fe679VrVKalOkZSzJPmW8Ybk2XyXTDmYt73PjaJmDZyCt6SU1pvICYTZz8gHJehLGKG9NVZk3K6lfusHMw5NTKOBTdkBW3Mm71lcCl4OrQ8uBjdcnFILG02mruzUc8ceEuN5ZWyHDGt6yTkDmXJw2labdxjdGh5Njo6T2mj2aM8roDP7gtfNvvcWFu2f6KHLFOWm14SS9XyskDGKOY1Rlvbp8muTjh+q/3SY7BLNeODdRo9g6GjjlxacK1X++DUTRLDa/dOcvScMbtnxsCOaZo0P3a0RMFn9TOKAeoxno7b31QU6o3JQZTubJ5KrGY0tVjJdwvHiaRoCauIEfqdwmRhwbOYL6zf4q70yWyYzD9FKdw4TJUrVE8d+9hyiYhO7KUKzkmtby3vcFRWZDMFFZBNrGu0IfPMv3Tu0+xMxmSH1jKpQRdKW5sr/L/SH8VjjJ0ZamGLlhc+Z1Yvygh7fKnRUvGWo1SssNSQft9PM/5B7e+wvigR76VYFLZHYLyTJY8bYKqqLWKg1mPP773DHcmI6anDbe/WlCu19w5WmJWZ9jNksu/1aNeqcm17WD+MpKEIZNol2XZ9w6ItYqyTgNe74ytW1xkzCfKhvKS6+f3yXzFJ9FgMpZOslMs2BWX1pNrcsyxlmYsLTb8MYkAWrw8ieZmlpjA5FmU85Aga6Ao+/kj81kWvSJpwOjAVBPFSndO1THsnTJ8CwvBSe2BMO7SFr3yxf9lAWjQgQopHr0EXOOArFaWo6bHZnFM8el9bl0c8PjWNrXVDHWNsZrr0zVWswkP/dx1bj21zEpa0/PVmR5f3SZ/1g2CIq05rgsfWNWkqgkPS3TfU+2kCC4u7XNqMPYMluQ+vE9wwkw3zL2UcIxzxvcvC16gZ/rEp1zXPLF0jxvTVe4ej9DaBA67sG5O9Y8xVvH6nbNBc6as0yBTkOdtcexWlsCQpCZsTZWyzKs0sDBk8Kbe4xKct2kUSRJhpl4NMtWG1dUj7gD1agKlM0wiOzCZ5WR5DQ8fMZ9n6MbR7Fb7M+aPHTI5LpwX7rvFVJokNy3Gr6C17J7eqMFIboPfTYCwYiI4w+P0SlnqMnHCXxHHPqhiJpFHlxj2jweM5znHjzaUK32qJYPK22d8Z3cZnRiqpyzHD+VUqw3NPOPOwRL12ZJbP1+4KlAiH5Ba3r19ijyvmX3KkEw09WqNqhLeu7tJ/+wxt35hmXpoyIs6CHjNq7STmRl05W2bRCbPUMrGKWW5erBKf2nO0S/5TGWroNGBBRWgApxRyZKGaZ2xnM9pntxhPMspGs2gKCmSmgtn9thf7pFqw3Set/ElZennVahfOpnn9LKSC0tH1Dbhyt7aiQZVAqvymrGKflqx1T/gfb3J5TsbDAZz0sRp5cTMGjl36Zkw8bFieCSei/L5xev4qBT/QEKIAqNhkYXunKYNuEIXTop36k7LJkoqk2HqITPB5EXe+F8azD3BhB/oFriQ/6GFaaAL5cjvmP8+Nylzk7KZHfP5s9f50hOXuTTcC8cpdE2qG46bgjP9I37u3BUeX98m1w3jOqc0CYOspJ9VLGVzeknlPPakbrdaqIDBL6VzPrt0nUmd8/qNs1zdX/XUyfvxPcmgDVu1hQESTxD5vDB65k3KWj7lt1Ze4rDqMXlljaPXNphXKWWdMMgqct3wjY03nMrkNGP33XWOZwVlnTjsbuGa0sR0KGXivTceI028ka+qpOPFxgY+5rtbq1gdTfhLD73KZv+Y5uqQ9EqvUwxaArPGuCpCWdYwGM35jUtvcqZ/xPjegP4bPexce90WAm9c1CCD1IAER/3fRD9p0TBcmfHEubt89bEPyPKa5ihDeYx8NJxRDKrAVNHBuLd0RQBXWcoVLZlNc7JTU+YXS8xq7XYDkeWoZimsldRnS8gNptKUZYrOG6pHp9QPz1BFg1JOfkEry7BXMjx/hNmS92zLRnpoSnp6GmAE6WMxBJIvINh6HFAFfDDQjae1wZSHN3bZXDsKsQcZD/MqY1a1Pp9WllFW8tjyNr959lWnhjrJUQoGWcVfPPtTGquYvr3K/u6IPHO1eVNtOLt0xDfOvcUXNq5yOO1xeNjnoaU9/sbZ51jOZhxdWeHg+grzMvWMsxaKkGBv7TVhnl6+zedGV91juNrn6MYyc3+dMuYWqY1Z0uLsMZ1RdtIyzwJ90ztG8XvQ0hRjJy2LksgqHxA2ttWoEbqnzOmYAikmOQRtF5Kl5J7iIGssSRzXafio9sAY98XgYfx3/H/8ExtHgELXoWqTvHY6OyJTDS/fPcdL1y5wbz5iKZ2T6Yb9qu848MqwPRsybvJwzmFaAi4AKUU1RO5Xzi1c3VQ35NqVjdPK8M53H+bsPymYvb7KwawX1CcBEmUCxz024HFbfHAxS0bj5BRS7coJvn7jLFvfrzn7g4b9eyPH6qlT+mlFT5W8tX2a9HKPzR8rxreHnQAPEEoBKr/9dRi9L2aAG4CDvApStO666VDvYu77ImtmLR3zxp2zbP3AcPYHDXaW+ApNDhpxgb+WbaOV5RO927y1e4rlNzLOfXdK70bmE5YUaNqaqCd4VUpFsroeUzeNK0P3W2de5X92+nvMDgtWX0mxt3t88cI1/tVLrzM7KBi91ENt59TzJJzPNElQVZSSeefWD/jG429xaXOP3tUcSh0CqkpDPU1D0FYlxkkcaIuptcuEhcC3FwO8vjLm86evsTGcwL0CfS8PgWFjlJfz7e7uYi/b/X9ynEAWhLnnW3/t1Ls8vXyb27fW4N0hs2nuF2d9HwtHKcu0zni8f5eL2S5Hs4Kl5125vY3emIfye+wcDjn9gmX4esG8TIMO/KfXbvCbyy/zw3sPo76zytq3e9wcr7CajDmseqy9pth4wRnSwouTWVq2jbGuMpdWlmmT8eOjh3n/5fOsvgn5jg6GWwxf3eggYLbYxKDL77iq0mLMIu5foW7KJ0Lw1p93VqfBdpUed7d+xy6JV4sUaMH25XOLwdj2GpUPpjoLIAVX4vrIH9UeGOMuLe6EReNdRyukvCZGP9WGnq4879xnUGJYT495f7pJ9d0Nlv9kwJs3z4RgqvDcpcnDKE3iNWect5wnLgEq91DOrM7ItWSmJZ6a2bBdjbgxX6N/RzH64Jhi1ym8xQwEwa0hgmeiBIjE0zzjqH7tC4nIT6oNd6bLfG/8CZpxRtPTlEsurX1epVSN5qDs8Ue7n+Rgf8DwJujGoqqu7kaoDuOx1mmVUnvDnqeO0ZAlDVPvIRV5TZqaYOjyvEYSj/K8iZKVXM3U41nBD/cfZT7JyI4bx3AYt1rlLcfcydo2teunb+49xdG4R35gQUMyx+PkBA85iHQpIBhK/yB9YFVakjXUdcKtcoWZzShuZJx+8ZjVNxWZblyB9Bdzzv/pHv07GuZJBPvYoDljvXb6+eEBX156n8s/usDFPxqz9E6KnaZOC6fSofhHEDjzfHdHm/S7lVo0c9yJzg6P2MjGXL25wekfwco7imbq+r2uUppQlamVfDAdL5OWDuiTmmIqpFaOldLPKpYSp5q6/NOcre/WVAdFKEHn8hNaj19gm/enp/jD3U8zfmeV0z8es/wuvHHvDP/o3pepbg7pbVdkh7ZTJ/XGdJU/Ofokk989y+kXZ6QTy629Zf5/u1/k+sEKyRy0l6yY1w4WKdLG10k1IWdjVqe8tHOBy8fr2Myy9wxUj8yQrFhpcp+xFpP8lp1MDJfETJpYCjumIwrDR+S6w7lo+1u896pu42ny3WBb6rSTUdzVtO/uINw1y/EtwnGXYvUixfBx7YHA3JXqrlqxVy5t0VuP4RmRI6hMwrjJGSalK5qt4cj02CsH6ArQjm8MkCnDYZOR6YZxk9NLnOEum64KpJTMyr38b6obnwjVcuWPq4JTvYr3J5toLAefLZmvrTA/3XA6r1rhI+s8PBkUANa2gRIx3DEEJRLFsoOQ4h610rx2uMXm1gHX/9IyKjUMhnPSxGHv0yrj6tEam5tH3Pu817henrfG3W/vRF9GpFulcMHUV6+X4Jrx3oPy0ESaOZyz9olH4vFpbWkM1B6+eW9vkzRvuPKbuWOj9A0JXoMGQrap8v3RNJof37hIUdTsfMFw+FiPasVpoovIl20U6DZJqB0kreCXTrsqj7ZR/PGNp/hW+jjFnmJ8oQ8KXrm3RdUkLN1rqNZd4B3lKJUSWBXph9o4w335cJ3/+87XOf/tGj2t0SWBaePuyS86ps1+ld+JjuGWdry/fe8UWhnUXkY2MRxfcBBOnjfMZ9rTHG3oY6E8ujGE/62cuFcE28j788bFTQ5n8Ed3n+bm4TK6hqOLKWRVKIc3yCvG8zzAIWWdYiy8tHPe8b9Pldz6+SHVEjSTgsuH62Tnxlz5zRGmZxgN5qTayRJcP15lZzbk+JKlXOkxuVizVFS8c3iK06Nj3vraEiozbCxPmNdJkJ1OxQBb5Y/l4RKruPTkHXYnfTaGE3bHA4qsZl6lDAq3KEzLzAWzk6bTF6E/VHeRhVZDxlhA+OvR+wL1ZEnLgY+TvgTq6eWVK1Si22pOsfSxtEVYDS27q5ap1nLbWy18cLain1f8LO1jjbtS6u8BfxG4a639pH/t/wT8L4B7/mP/gbX2D/17/z7wbwMN8L+21v6Ljz0H99/4KJ0zM1kwdCfxSCWIOtAlE5M7WQKs03jx8Ni12TqbxZjXfvGA8Tzj86fuIElOmTJMm4zKJIyyOZM6w1iNVl22iltYXHarHNc9xJZ5M65zJnXOIC15+tGb3DszYkUb+llFqkxnhxAvZG0/eypehMFp79GnytBLK2Z1xrxJGdc5q70puW54Ys09gkQbpmUWtpy5rwYDcPbCLkfTHoOiZFY52YI4YBZX46qM5uzwCID399bDNlV2F43RgSUjzVocXpyXjMucnd0RaV7TNIr1/oR+VnE3MdRVGpgyIrolWadJ4op5SBFoaxPSzSnlIHfes/fYtbYi2x72nS5o1eLvwaP3nxPI5HhakGUJR09XHD+UgLGowyFFr+TuFzTZUQ+Tg/KMKqUdpa+uEmLm6v6kz2yWcfzVlPxwhdmGhcyE78Reu04d3m5rjcrFsIuR8XECDVWZ8ubdM5hRw42vJ5iVMhRBSdKGLGtC/gAQsZNcBEMWCzH+IfZAl+ljE8WdoyWn+Pi1I+aTjMFoTlmnoVqR6LPXRjMrM5YGM6aVy9cYrU4ov1yiFGTKcjQr0NqSPXwMEHaDRdowLjOOZgXLz+5gjKZQliJz1crOD/a5d3rYCoQhnrPlkeVdtLK8u7/J8aSgKGpGvTmTec7qYEqqDQfTXtC3Ecdv6nXQRfMmZsi0HrHqOpIyfuQBR06kjK1EAuu0c1++v4h8W2DeuLiWMFxEXCyuBCWeu104T+2JCHLNgSvv/xcJ75+l/SywzP8b+AsnvP63rbWf9T9i2J8Bfgd41n/n7yilPrY4ahwkkgfVWE2mmqD3ElMlpfPlteOmCHozw3TuKZGtWBjAL196j688fJm1fEJtEir/nuOuGo9jm2CwxRjXRvusVqcHk+qGUTpnqzjgocEusybjqOqFRWhS544h0p9yenjcwi3+HI5q2IoSGbqiRULvku2eVpbHRvf49fXXuTcdcu3eGuN5znox5m+e+S7r+YTta6vcuewy9ka9eZBCNdYlgszKjCKrOpxZaUHH2nsna70pv33mJ5wbHDB5b8Vlvs7TtoYkre6JtTimC/DY2ja/ufUaAL23e1S7PVaXpnzjzBuM8jnNByOyt/qhAlGWNR1pWrkmB+lYTKNdslOvJimaTrBS6wXjLfdkVYBoTO3OEwKKacMvXnqfL529xmBjglmqsZsly0sTnj59h7VPbTM9XzM/WwX5YaVgbWnC6Y1D+v0S66mOiTacXT9k9Nkdjh+rqTdqVGpbcTLrdXD8wiKMHRuJiElhbxcIdRLCVZnSX5uSnJ3SW5r74iXuOmbTvBPAFjZSrEcjRiHOGF70XMs6pfIiVnlWs7FxzLBXMurNHeY/GDOvMq8lYxn15/fN1eXhLMA34PjqSWLIsm5SoTGi3OgC9su9OSvFjF889R6fX77KrMw4uL7C3uGAPG3I05qlYs5XV99nq3fAeJ6TvTzi+NaIsk4osppxmQd4QpKeMimaEYmCCcQiVcukslRIzOvg2xI4tR3lyxi2kdhULNkg31883iIhIoZQJKgt0I18Xs4lBr9j9LXxMhBRQqP1O42PaB9r3K213wZ2P+5zvv1l4B9aa+fW2g+Ad4Evf+w56HZSppqObkyH3y2YE+LRu0VAaJCn8yOmTR62RcvpjId6O0ybjPcONtiZD+knFeO6cNCNb5WXJhBIxq2WorPRhN+5bhimJZ8eXOOd49O89+ePcP3bF7m8vx7ptDckqj1ObVvFN7mX2MiKgZcHmvuFRha988U+marZee4sm3/QY//uEgA36zX+8Aef5dIfwKnnEvZ3hwGDzDxlKvMaL7EGR9ziKktVk9BLKvabAX/6/ic4+33LmecbqknWXk/HY2yTZs739slUw/b1Vba+P2f0QcpSMaenat744Bwbr1jOfW+OutUjSU2bABVlg4rWSlWmXmhLuaSi2GjSpbIFxgwE3JmA4yuUdph7ljV8ffVNKqupX19m+dUce5zymdM3+dTyTfYPByy9l5IcpphxhtaWolfyS2ff49e23mY6zVl6I0fd6rG1fMhXT3/gDMt+Qu96FmAXkT6QWIKpfX/paNIqr1XvA8mmUSSZX/i9Aa+qBBOVJQTHqpEgtrRY36dLgyQ8V/kt8Flc11QW/GfW7vDvnPoW68WE6o1ltn962rFYPOWylnR6/z+0uRM2uhZxcoRaq5VlXrvFZN4kzJuUx4o79FTF9PaIrT8HbvYCJGis4nq5xkt7FxhfX2L13YZ8zzkoiTYe127FxeRcIqUrQWb5HXvX7nr8tS4senHwNMblQz9bh6vPmyRkmua+HxebqFXG8yuGmeUbMUtGvHq3QLWxEqVsMOzxs/xZ2n+XgOq/p5R6RSn195RSa/6188C16DPX/Wv3NaXUv6OUekEp9cJ0f94xOmKoK5sEIy8UR1GBjOGSyiaUJuUTvdu8NznFn7z2NH/67pOkuuHx3h22qxHf+d6zzH7vDC9+cIm5SSm9uFhp0oCdw/1BXHlNArm11dRWc61a5/UfPcyFb07ZeK3h4GAQOOvjygmDV01Ckbisv9IkIRFDAqPuAbj7rq0bnMOs9PRKr6OjDO9PT/FP7nyBwW1Lb68h2065fLjB7979DMVugskUSWVh1nLTK6NDJXhjWrH/UO3F97cEUPt5RWMUB2Wf//rGZ7HvDcmPGppcQem259K0hyviwNur++f4r298ht7NlGTe0NuxXL69wT+5+VmSnYx8bKj7Ccm8xT7lWoEgUyvNGle1KCvqcE6dmmC0O7rqYjSNwlQJpvSbRatoZglNnTAsSl6bnOd7zz3D+e9UnHl+wuCag7h+eniO/g+HbH3niI2fgpprTKOYz3KmTc6LexcZPj/g7A/GFLuKSZXzWO8uhzeXuPhHJetvGJK91HnLsqMI90crbeCNukA2IX7gk4wkuzfN3ILsDL6HU/CLW5CEiCd7tIUXTRbVNfDCgU9TqS3ainqJN/lmucUPX/oEp18wrL4B8+MiGMfUy1mkaZv8U9ZJp2CHLBpSHyHMp2gRGZc5v7/9Gf7BtS+THmk3boHJ3Dlk0yrjtYMt9qd9bGbZ/oymPFORJMYxZ/z5Bh53Fk36mKYonruoKQpEIwZbvHVRXBSDKvrzIkoGbb8GaMt0NaE+rMUVoPK06Tp2dKndrp/osGDuixWc8Pvj2n/bgOp/CvxH/jr/I+D/Cvwt4KSznrjMWGv/LvB3AbaeXbPQZkGC04epSIJ3nXlVxsUWpAmo6emKb739BGf/JOXgkZzth0fczNbYLkf072hWrlTsfzLtwDtydbWvsQptcoFjyDQeh+9qQL9+fA59YcLNXxhhFaR5Qy9tAx1ucdJgtDPwJG5BUaqV+7VtwQHwsIwsZtowyEpmTcq7R5tYqzj8pSkHT/YwvbYKe/LpA2483MNOE7K1GaOiDHQsqaa0uNLHWz53XsEiYX/aI0sM2ZOHXB6N0HNNujJ1kgbRItF4eqBSlqpKuHGwgjGK+amGa782oFpyAcA7B0twbsb1X83RpaIZNWSqLdYBLju0rhJqv6vX2kDmjYPHkAV2MV5rPVaFtBaUJDopC7WOeOIOvjic9PiTm09itWV8NiMpU2wC7+ycAiCdWuqlHF1ZD+04yuVLO+e5u7fE0sQyO1VQDy3bR0P+ZOdpsv2E7GDMwaM5EqYJi45ci21pm5IkZX2gVhYDpQ11rRGuelPrAHdVZQreqNZ1gk6MzzY1AVdvvXkdks3cxiFW7nSLgJSuE8MvY++NvTMuM3tPU46gHijU1DlAWdK470BbUNvLUMjxRbbZZV0TxojAGrIY5GnDzeMVB4E+fsS11QH52gRjlVeWbNieDMnTms0L+xys9lgfzoLi6axKA+adakNJEnYhYUzLwmdVqx0fubFaeT30aF5IP3SOE/2WJuO/Mvo+7/4+rD5agKUvZLE5Ke4mC5L87XZhXS0cCbz+LO2/lXG31t6Rv5VS/y/g9/2/14GL0UcvADc/9ngLa4KxirltPfYYZ1/8HMpVZtLKcmW+idKW8VnN7GxDphtuzldZz8aUXzjm5vqQYtMHfgQ2oYVfZFLGXkfc5IEcVQW5bvjshRt8MNpgWmasDaZUJgk4urKKRJlgwBNtwO8W5Hal5F/MwY1hm8bXanU69JaHTu9SbSQcz3MscFD2GRQlg1Olx/Z08DriBAw5ntC9TmqC+QmLZWM0YfxIxWRWBFmDnveW6qalCsrxxDjp9ZJyDbBOx71pNHlRYc7WNHXiDHvSMlncpPOKk1WC0i2lTWCYIAGAez4KN1kDr97flxQFsZXHuhPPmlGWqkw5NAq1VnLv53L0VNEMasrjPnlRMfukYXy+wOQWO6h9UFaxfehEvPY+bTg6TKhWG/Q047XbW1TrDdd+Y4Vq2VIv+yISjQrQDP7a4wIecVYsWoXC21KFCeLdjKtqlYisMH7XFCVViYEFgsGXpsKxuot5XM7QACtFycG05+I9Tx2x/XCGmSWozHSouzGnPAQFvbcbQ3V10wpcCZXSWhUC8jKvVoZTVxw98rplVyAMlTx3hWSsN9Ryn1L3NM7QbcIuruWXS4uNaaINvdTJgizKcsefjznwZmE+xa99nBcvi0+qTdB4b4zj6WugFDZO2sI8OnH0zJg1c5I3/1Htv5VxV0ptWWtv+X//deBV//fvAv9AKfWfAOeAJ4DnP/aAwXNslyShN6YLK9diM1Z5jD7jbrXEX3nmJX50+iFOaZeiP/Xa6l97+D3e39jwmu4JPQ+XYO/HoRdb7vVhjG2pirvzAXnScGp4TNP3Hmzk/S8OijjIo5QN1EZtaROcdBfzlww3aLUzEu0CU0o5al5c4qsxDg/t51WQHV1s7USVyWg770mW4Mx78nGhB2iDZPGxxAuvax0MTijs7PtCFBYFIgg4MS1kYBG4oN2+Kuh4WItNS8ZrMKbW1yUlMGq0ssHAW6NQyyVmqH3gVVHrBL05p1rzOD0ti6ecukzWZH1ONfQaNRrKWYrq10weM26n0Gtalo5cfLjI7vXHjBmdRpKzC16j+5uQQNaJdfjPi4ib1oQAa7fOrY28/LZakTGazJfTM9aV15sBvbxy0MtAhziMjqAJoWAK5JBEx5ZnDW3FJK0NlU+einndJc57dZK2JqhBauUqh5nI6NbRvcf2QInThBSlbgONcRZnSy90dE+57gRPbfTn0txvhxZJHJIAaGkXokUevfRx7P0XqYdnvdeu/D0XaU2SO1kQgYjEUZNFTSnri92399N047ontp+FCvn/Bb4ObCqlrgP/IfB1pdRn/T1eBv6X7sHa15RS/wh4HaiBf9da25xw2E5bnLpi2OPV9sOMu1aWBk0/Kan8iv3ZjesB4qisZug13C+N9pg3HubRjQ+6RrrKJ6BK8pq7hlaGd5CW/vpamEcKcQfDHn13cQu32JSy5LrNuKtpU5dlS6f9ZBOerehFp9qdqUidGJNM2E4NVnADxLZe1iL+7ryqVttjXqXBQ5OiCoL9ikFWyiWugBScaFyQEDE6flKmlqrU3rNyXHm5bymtp7RLZgr1RBsFyUJNSdsaXnRbbszRCn1n+kIaAoHUTRKKZwS827+vM4+NSpEM0ZRZqNXXeO2Z+Dy20qjMoArHww/UxzrGAFyxDrlXEsJORBYdd7AIJojvl1bmQYKyLSOjHTvx5xcZNNpfjrWOB98p9g0cTXsOizYqlN6TsdPY1rAHnDhafEWaWsak3JfACeLQQFv8xV2rDfK3VTDsdL6vabFrKaDR3mt8LP/Y/c4z6MmcuFi6Ah9jqzqsmNjGGKvCIhD372ISk1Y2CJO1EGdLr4zRBuuvL0+a0G/QlVkRLz0swNHurzMebNuXH9U+1rhba/8nJ7z8n33E5/9j4D/+2DP/jO2jDHv8GZmE46bguM4pfPHrQjvmzUHVdxmm/oNO+6HLIBHtls5xgbJpuymwAWwSVqU4WAKAsp1tqUyMNBrw8W/5bojwdxYUNzmEK6+UDQW0ZaERL0KOIx59pg3zUNNyActTbcBHZAdk62ewQTtaeiMuABJv/9u6qM7Ix4E8a9xAjSl7UkxCecNmjDPo2gdojfXf1wZbu7wCo7vBnCDXu9jktfhZWOUWgSD7G0127xVjXfDW0RZ9aTxvP4Kn3Ch07o5jygSdN6jUed6Ox+5gIBF0UoljwYjn3LlEbTqLmDCFhGOttaWuHSXUeixKFkkxwiI14NhL/lYtHaMaL9zCxBFnRoLXIjUg/8t3srQJMgIKAr/aZcA2IdsyNpxxLMd5l273mEbwSYvHKxrtxqywXYT9IpCM82JbJ8ONwxYakozOmCLo4ExINIFO7M6riJMV2nO0+Ly0IDRGN+9E5otAmO56ms5QFK2YRXGw9tpi/XZP/dVSUEWFBS6+prhf28Du/0CwzP9QLTaQiwEHgUMSTEgqCJ9TMG1ytDL0dUme11FwUlOalKV0jvY6MpV/DRz2Lh53Ze7H39JOQpNug6snLASxgVXKdnbjHZhGtQtJ/D2RA47hDBmgc5NSJDW5big9ti9by7JJKJKGmefIE3n10kdzz2yQa5PmBlQ8sK1Xj7xfzVKeg7WOFmaMy1BNs7ampsjLIvx9g4db2kWg9ULxmHTXQGjla6D6LFThiqsI9gjyA7EH6/ntzlA746kifD/ozVuvAxNp/NhmAdMUVkpiMf78shNQUfZrM3cSwrpnwq4iPpdKWuxcK1dLVWmXoBY+o5STM07cPdS1g3+0roMksAREF/tR+t31vcA0+GxWdWIugSzEbVlE0z5XoTvimF91FAuIU/PFd47fE6Plnmk7bxqryFRLBY3hv4Zu8DHmqwfnJxqHsRRxmjg9mlS1BaWlX2QetfMOxAzHi1KMpUuyURgFyga1yPoEiDNuMWyDX2xk/sUSBeJExZ63BKzBsZIk5iDXmSatFLO1KlBRP87pfSCMu2xxhO4okMzixTcnMTet+2yhXbBPoBlXBq+lE2plkKSmRNmg5w54HRn3mRSoF87TXovxx01cJqyX/5UmadcA/bSitppx5cTI4jqt8U5Djh+i9dFrwZNTNtox6Gj1bjH5LGnCFjHcl58I4j3K4BB+s6OvuYEng0cEkKxVgSFTeznYOMki3HPWRAbIGTVJsMF7xUrbkNkLoLQJwVZrCV674MrWtpS/9jkTvF2X3m+DsRXapNIq4OzivZtad4piu8Qip4ettOftQ/DUgbD4YJ33jVFt5SZ/WaZyCVaAo17667KNg55ITEvd9IZZvi+GWBa2NKuD2mSDvm/BkyZ9LAbcXatALy7TWGvj9V1MCICLtyifN5EnKpi9847pGMfAOokfg22rhMnYE6+8bpzBlTFXN6oTkBWvPS4E0gb+24UnT5pg8MbzHKETCiGgiXZUIpEbFglFeJBCInCf6eqjxwW53fmNu1+6PPfDWcFyb06j2gSpaKjcx64JRv2EIDHB49fht/RnvLOW65MMcmmywLikLfWxPPYHwrij2g6V1e+kSkVw/2plSCiU11/BedYGFbxwwcIlqamKvO/OcWy3VqkUAOni/jq8L98BL17mvyOZbLOovJ6LjHsxooUIg45eC5BRNDgkiKuVDYFXEXkSfYva06uyOPicNCRaBa2LedNSxlxhhLSjqZFoB8WYRLFUzNk3PYRGKRM+bK2NmwxaE/D2ONhnGh1pz+ggLyGp+eGxKxuYUlpb6srff1TyDghsGGg991juV7jvndqo3nN3Rt8baZ8hKrCLaZyWuiwmsgDEiVGI15y0laZUYlGpCUweh9sTrkGlliQ1vmiJ7myvA/ccfyzxpj2bSrB3pT2+Hy04suCZSMvbBavbz4j8gDEKo1oSgDAypN/jYtmOMx9LBHs5A4h9kDZuFHnI8fhxDkD7fJNIU152pu78JjBbFluAGj2EIdi7GO64ni8QuOxiyGNcXxaTdscSX1fLd1+U0BUWzVIxp0gdRj6rUpZ7bT6OaMwEZ0Sux7YxiviYIvkb7+6FSSS7DE2785Em2jIuJ8EtzL28wtqEj6NEPhjG3bfYcMcFOeT/j6IszU0WvO/KC3tB14jH34/xdvHqS1GCVF0MXaCTljbZDtg6ojemqqG0aWC5VLbNnKs9rfHjmkweGRxxhRmZqAIjya6kiYx64r1lwdIthOtJtGFm2xhG2C7WaWA39NKaSZWRJSZgrmL4E+1lWMvMG4QWc2+vn1CHtBHt9WiSxSny0pyBirzLyHAr/2fMsoklB1RigisoHrp8X6X+b1xQ04qyo4dudOrEwdxJaa2ZGGANYMBLJrji3u2zCjCNZNnW2hfJFthGtxCNlWB2m7CVpIamUZhGhz6TWIT0Uee+o/6SvpbKQBJgFdy9qlJK8SqzuFJWy07SylIGTXTp03axVX5MxRBGXIqu9tBckiisNQFSE6MjzA9pEuyPxbDES+1ARtHOQHaWMRxV+XoEkgkq+PVJLfbQHZTZKjkGw5lEkJJfWPpZxUZvDMDdo5Hz3iP7IVh87gXKYlZc7MXLZ+O2CBk1RpELZddj8GLIjfUsM3/thm5m60e1/y4Zqv+9NWsJkgJxBmrcPgpfiuEawcXBMWKk3FbpmTMAkpDUDtJWb108aSmmMauzdrAFWCVKKY5w89q2tUqFylikDidvjGZee2YN93vw4PRnisTJ7IpQV6xr71gD9+Pg4oVMqyyIhUnrpTX9rArXK1vLIq3ppW0Ga5aYkFxRe+2RNAx6hwUu92b0szpkp2ptQvk2dx0Ra0AyJbV7P0nbxaBpWggn8UqPxijvrdpgLF02Jyx2lbWRZy2LiZTJE5GuLMrg9HK7rYZ6tB33nr0cCwu21tjGZamG6k2JDfICNjK6wbBXbWKQU6J0ejG21i27xrTxgabR1JVfuD3MYqENBntPvcN88TuLk4KYgWGibaA5uv8N83kWKK0xTz5sTryRkwQoMYQ2Or5kmVZNEmi28U5EZEFA4jbt/BKK76KUdYyTx00ry2b/mEeWdwP2LN+7sLTP6mDqx1sLlQj00j1ONB5t15tfNLyNcZK9Uhf1ixtX+fraW8zrlOqFNe7ujzpwpLQyYq/JT+F373GrfH1VYaTFi5VcY1wkRK498VBRhy1jfrZEpgfCuEsL7BBfQxVauQHB0CF+MItG1hXOKHRNP6nIdR2oj3HLvIcvnxOtdiAUvp41KcO0ZDmfhnOkurkPkimbhFy3D1Mry2ZvTGUSLxOsffWkJGDios8eV1eKBcS0skFoTOQL4i0guMm0lM3Z6I3D+7L1kyK9y8WMT63dZGtwwO7RkPE8p5fWfGL1Ho+ubLN9POR4VtDPK2fMtaEymvNLB2wND8P5Mi8jvNEbM8xKZtOcqkqoPU4MdNgc1rqkJmltoKsNVLasjzZbVevWsKskCsAlliQqrCySAypxFlEqJw0Gc1bXxujcFQUxcwlMOghFa8P62pjeaA6mpT8maUPer4IgmUqNY8NoZ9D7w5K8qH01KBUkAqyHf5QmBG5FLMz9eEaMyBv7nUO4ZghqhCLp4Lx933cypiKtGPmcxDbqOulgwLJDk+274PGVl2bWfjfXy5xAVur7VRZcoV2KJw8x/771gKVYi1K244zExtNYxWpvyifXb9HPKidVbVqqYmwAXdBSUyQNg6zkVzbe5udWPmD33jI7V9Yw1imM/s2t75Fqw/GVFXYOhkzKjGmZBQOZRYY1TulfDKKK95unraiYsS3PXAr/bB8NWb5sqO/1nfSwh1UCoUEbMgmgejhn5stYSsJW7RfC2EB3IZuT66HKZ1JfDaz0ssgSUF5czBbbA2HcpdameNOxtxrftHjcbdZqS3VyFZLcBCt05T3nhH5SMUrm9JNWx33c5Kxmzmj3k5KzvUNGacmsyZg1GaVJeGS4w1ZxwJ3JMnvzgcMtPdwTyxSMsjm9tKI2mlE657Or1yl0zf60x7xJQ1GPzA8CgVSkLXLrbed+/eRecF2NdTUlv7r+Pqd7R7z/wRluvnWaSZkxq1Mm85xEG84PDvidted4Y+csxbeXOLi6glaWzyxdY1LnNC+tUL2+zHjm9Lt7vt7l1zbeYSWfsf3euivhNy04Nzrgr51+gd3pgOGP+pS3B9S1DkY89UHS2JsTNoyUvwuerlXEFMpYxdA0Lf1SJ87jF7oieOjFG9/EY+cWyIuar567zL/xyItobRh8kKFmLtDZVG5H8slzt/jSmavMpxnZtRzrtXie3brFxY196nGGOcywpfaCX9AflPzcuStcWt/DTlOacYpOLJtLYz5z6ToAzaHX3YkMucgPKG3ReYOp/ZhJ27iBglBM3BU9aYKuvcwLWTRjoy6JTalXY2yMK+EnGkJFVvPoxg6fPnWL2TRnPslQisBdHxYlXz/3Dp87fYPJuGC6PUApmM/aZCOByky0e4g9zTRtwm5gMUNWVEkTbfji+lX+xuYPOJj1mL+1wtHdEbOqjUeFXYJ1QdPaaAZpyS8P32K7HtG7krP5I829m6tsDQ55LNvhvRunuPBnBvXe0N23QCxt17LIm5ddKMTKkLIAyE7VKUgm2vDC7iVeOrrEdLfP5Iwm3XTFQeomYVplnaCyMGEkMzeGmITZEhvzuPh3POdPCl7HvwV+kopMH0eHfCCM+0ktxrAy1ZCqhkw1HUaN6MrIZ6SjXVKTM+bDdM7Z4oDDqsfLd85zbz7y3rorvJGphkf799gtB7x++RxvbZ/mXP+AZwY3efv4NO+9dIEbPz7H1cO1EFQtG5eJWnodGPHeLw72+PLwPX50+yLldza5+sZZDssiDPQgG3oCtLIYVI37IF5MZADkumEzPWJ7PmLpzYyzP4DjKyvMqpRBUbpdg9XsmwE7H6xx+sdjRpedV5Fgef3OWTZfbdj4qWV6VCDZgcOsZDM95L2DTU69oDn3vZrJ3SG1TbhZrbHz3jpnfjRh67uKapqFykyl9+KlqERosuWsRb62i8/HvwUKEAOnkybQLOX7WjkvXtg2LTZvOVccuP66PuDsc3NW3kiw4xRTuwDvE0v3uD5ZpXirz7nv1Sy/npHlNX/1zIvc3F9m44cpq6+mUPkAlzasDyf8G5vPUVvN5nMJGz9KaY5Tfu7UZZ5Zvk3v3cJ9Zz/HVjoEbQPDRnkj7ncZMewkkFWHew8Bd4/VMNvaqC2MIp+NVSFdsZaGf/XUT9nMj1n9Zo+ln/QCBARO1vm3Vl7m9b0zjH7UZ+NHCeVR3kJCEJ7jokCcXI+CkDznsPfWlAjdL9OGO/Nl7tXL3Lu5yrlv1yy/kTGdFO3Y9ovBtMwCvrw3H/Anx8/w+1efZXjTBr2fq8dr/D+3vwZ7OdVQ0xQ20Djd/HA76cbDjDF0oZVlULjSmXKtaeIqPkn8Qbz2RFkO5j1uTZdZOn3M/MvHrCxNXRJSWiOVm6TQfOO9c6CjbjnIqtBvgvPHcIzrKxV+wrO2LYwUc+wXoZ6TYKK4PVAB1cUWB1UXb0xaHHRNMK7EtlWM64JUN2zl+7w/PcUPf/AUw6uaVz+xzK984bVQpONscUiC5bm3H2H1hYLJuZzdMwNm/Yw3753h9I8gP6y5srbG6hNTdGJd1SZ8YlLi6JC11cxNyr16maNbS1x8uwaTMn7IQSHhnsTLWeDJx020buKEpkCn9AOxNAkvjy9y+XAdk4FJweZuoPdSV+j65niF300+h54rJud61AOH/f3o8CFm45zJKUldVGFrOK9TXjh+hO2jIYMMyuUEVcLd8Yg3+lugLOVqxuSUDhmT0BqnUGzDaKznq1u8d9dEtETaIJ7z+HwyD5GxNxqjHMRgak1SOAZOkrhMxCCnq5y0wA92HmG1mDK6oimu7bG0tMn4QkLVcwvBe8ebvL+zQf+eJd+d0d9OuDsueGl8idmVJc69PaMephw/lFL7gh3jMuP1+Xnev3qaJ186pFnOOXisxwfjDfbmAzZebxh+cEzTW+HokxYaWsxfE4xxkja+HqvqxCgEAmkrLFnAZfAKfU76QikbYhTS5yaCdQJcoCxHxl3j6EZNtZRwOE+oBiK9m/J2eZbbN9Z46O2KZG7Y+2SG6TeQmo7xieEMWWTcZOvy52PIUAxlYxU78wH/5b0vQqU4Pp8w27AdmEzZNgPb8b9d7OiP7j5NL6u59Qsl1ijWNo8wVvHa/hbFuTF3fzOl6Avs1CqeJtqpR+aet660YZiXHSkOYZ4Irz2BEEMQNstKMWOQlnz2zA3e3D0Tcj8EM5eFQOJUQhOWGJ+1iiKp6WV1yDkJuvGqxdfjtvi/Y9AswDPKZagquvz/k9qDYdztCRTHRXjCtpK/0j6MD1/oFqceaCcTUGxr1t6tOHpCdz53UPdZSaYobSmXoVpxzJm71TIrgymHF1ZIpxo9mAajnic1kzr3CUVpMLp3Z0s83zxCtjrn5i8MaFYrznn6VAi0KtWBWWImiwyuk5KH4sVN/r45XXEyq186YPtTOaujKWWdMq0yisRVvLl8vM7g8QNunu6T9yZYq7h6tM6Fs3tc/+q664dBSVUnZEXDcZXz9uFpVoZTbv98DypNsuR2QW8fnCY/O+HKv16AqdCJ2563mHpUJAJhbni82HoamCHouatEcHcVIAiDeOQSNPK8b+9FikqkadxxAtacGG4crHBTLTPbslz5a2fRDdTDBp01NHXCm/fO0DSag8dhtr6EycGOU/7g/WcxA8OdL/dRBmxikMIbR+Me/+Dyl6BW3P3Ksru3zPLytQsoZcmfSJgvL9PkMig9lJa0Bhxo6Wze4FjT3TTHNNJ4wcyC7K9LgHJeu8PPk0hWwBjlF2dHkfvmvSe5fbTE5KspyiiSvNWAuXO4xN+vvwJGcedLGTa1sDlD+wQad/5IfnkBQnH3o7BKhWCp6LpniSt3J0yv3dmQymhWzx9yvJm5YGvis16jJB+5/7JOWPcifE+t3mWUlRzMnTxCrhtWiimsOfVSUYns+yIhRVrz6NIOt6bL3DleoqwTRr05z67ewljNd248ynSWMRrMSbRthcgi79r6/0/3j/iLGy/z3cNPsP3BOnqqWXt6hzRpQglCMdhyv9bv4uVYx2VBWafkqdPwkYxcRUuZVFbyINoFW+Ak4fOHIKvu7kY+rj0Yxp37jbtjpziMUBKT5HOZanyQNaOflI7HbdJg7KdNTj8p2a8GvGXPkmCYfGLOnaLgwhO3MDgObT+t2C0HJBg+/+hVrp9a5XRWkemGnXLEM2t3+P5X+0zqhItrh8ya1JfjywO04hIsasom5bgumDUpX3n4A65urDPz7Jh4OxYbdk0rhGQjL13uH9wDNlaFSlHCwpEg7qn+Mf204s7xyKVm+36cVM7aNEaz2p+RKBuSWiSTdW3jqEN5nHl8cKWYsZzP4dweR9NeoEkWSc3Dm7vcyFY6QbXWE3XGqIoggODNRQbTRBz2eEFwsrZZ4Hoj9EjlMj3BQRl1lQTWiOhxCEwz6s8xTx0y3u+jpolTePTnK+cOl+b8lMmm05vR2jKb5GQrc46eNVCpBSokHE16FKsz9r6cwzRx2jWly0ydPDNj/EiKqpWDc3ID2mW1CjNHJ85rt76PuqJqLbbuPHwTvH0JNFelywJ246AdL87786wKqUWL8yonVe5K2n16n9k0d+qDZRrK9e0eDxidGtOsa6p55mCW1HQM+eIzlBbOteBwSPAwS5yXa63CpIrHVrbZnQ95f3uDutb0izIYduF1W2C5Nw/F2P/S1iusJ8f87TvfYP/WMtnqjIsX9vlrp1/g713/RXavr4K2DE9NmJQZK/0Zn1+/xq8vv8rfv/sLvP7BJTCKlafu8FfWfsx75Wn+YOdT9D/I2X88Y2Vt7NhEyoZkP6FX1kaTKcNj2T3+/vHPM7ycUOxZpo9lrAzq4HzFgmbyPGJ9+ZjkIHMuVsV0C4TyxcDb+dc6d623LzWP5ZySyfpR7YHA3ONIv/xUNqGySeC3tz86JCvFBTbk+9KMVQzTOZV1QdUvPH6Fh752hUtLe0ybjMRvTwH2qwGDtOTZ9ducHx4EA7mej7mwesAjp3ZYLaY0thX7cdWZTIcps5pP+Or6+wDcPRx1tl6C6wGBHdPB1z8EohF6ZLxDccEcw6eXb/CV1Q+4fbTE/nvrHE56QeY1TgZLtCETVoQfXLPKGbp5lVJkNf2sZqkoGeYVn129zlc2PwBgfGeI1obV3pTfPvsS8yalfHWF8d1hKPcmfS8GPy54LvfuftMGWCMMWXDjqvLMDxsFkyXQrl3pPdMk1GXijKXnWUvA9tL6Hn/94R8x6s3Jb2Ztuq9yGz9jHC3R+oQmpby8QeU1yns1qtc4LfjUYI0zeF+5eJkvXrhGWjTOiOemlRnQFjKDHdaQOqzcif208ItpEucV03L2YyaMaMkM+3O+9tC7nF09ojooaLxWz/nNfS6t75Ekhvk4d9WUMge9SX+LdK6wUNZ7Yz65fjs8ExPBP063ptWWUT6OsYgHh3GrW6gmSdqyczHxQUVzV1qaGM4OD/n3zv4po2yO/tEyyZsjpvM8zFHrf/cyV4h+qXAQyrlsjxeOH+HgygqbzyfkL40om5RL6S7X9lY59cOEUz9ImRwVnkFiGSQl95plXrm7xdpPNRsvKXaOB7xdnuW7B0/Qfz/n9IsVye3cVzeyDuv3UEue1gFHvz5e5W/f+g3evn0KZWF8sZ17YoukX2SOS0ET7f0Dyc49iQOfaFf4W4Kw4gBKEpYET2NILJ5LH2fY4QEx7sKQAUL1pbhlPpgKeKw7Ca8vNkejrIK3f77YZ6BLrh+tcm1vlcOqx0o2dVxd2wr8lCZl3OQUuiZThqeHNxnXBW+/v8Vbb5/nzmREpptwbuG1C2NHK8Mnhne5mO3yzv4p1I+XGf9wk6NpEYIhqeryfD+sL+L3476RJCaDYiWfAbBdjdi7vsLWdy31O0tBb0MMu6XLn+2ltQ/s+vP5bXXpGQP9tOJSscMf3XyK2e+f4dw3NfvvrPsFN+Xm8+d45HePOfVDF4RLfRk/gWHEYFurQhJPy4igE7SLaX9ObTGScsgaD9s4PrhIBgNBfkCO4b5veXRph4fzbY6mBVvfrzn1gkbvtewX4ZsrDUpgikqDDxjakMHq67BWCcNeyb956vt8cLjO4LkBGz/RJNu58/AhlNfTqXGaMwqC6qTvE1lYkKBY1AfgaIhZ1vDs5m3+55vfZbmYMbiSkb41wBjNXzv/Ir9x+g3KvR4rLxSURzllmfrn15aHa/yuTinLr2y8zS+svEP5+grL3+9jdorQVyLeVlWJWxSy5j4jfrKRt2GxjR2uk6oTCd0x126X/eK1C5x9fsbSB5aydEJgFijSdpE4mhZht/vK5BI/uneJ/q2E4tBgFdw8XuYf7v0ck3tDktJSDdz56sblkLx2uMXvbX+Go+0hJlOUq25H92e7T/HazlnqoWXvyYx6ow6QjNCAtXJZqMa6fhxXOe8dbDAazKm/ekj/8zsMijLApyJlEFedSiJIxUIQV6ujHIGYFikEgpj3LvN80XgLC0eyxE/C7BfbAwPLSEswoLrZqXFrrOObG+v47xp732ePm4KzxSHHdcFaOiZXNXff2WTzJ4p3fktz4eF9Zk3GMC1DSnSu6zad32qW9JRX97bY/H5KPrbc/I01Bg9XIRkjJCyhqf3pJ03OoelzMO6zcsUJSd19KqceOtqlTiwqmhRwf6A4FA6R/6OJJK8XiZP2fXt8mpfvnGf11ZR8f46q88BvFq9IxJnc9k5ThS1ku/2WyvaN0ZTAd/ef4PblDS5dqUGBrhIO5j3emGyhK0W1lNMUgPcAFZLJ6Dxdl/ru70G1dEfwiU7CbtA2eP7hfhODpaVYWkvA2wObRnUXQeP55K/ubnFY9ZhdW6J/8xDVDEgnGeWqGGwnOWAb9yy0NjQxPNQ4Qw9itA3zOuH39j/HvZ+c4eEXJqiqoVxe4ugJjU0jKYJaO4Mu3q8m0rWBZpaic6/57qGmmEuutWVS57w2P8/7Oxusv9FgMsXN8z02kmP+zrWv89DvWXo3D5ivrTB7wlDkdejneDz10pqjpsd39h7n1E8Mw+tTZqdGzJc1Ra8KMJhw5SUusgixSWv19wU+PJngINfQJh4p7k1H/L27X6M6Kth5JmO+CnleezjNHaM2GuULYM+rlFQb/vz2E66uwDNTbjyeoIsSXWa8eXCG4ekxt3+jR1o09HK3gymbhOtHq/SzilNbBxwu97BWsdmbc3u8zDAvmT+zT91oVtOuFHaR1Wz0J9wdjwBCULQxmkFe+RKUbvFyBjourBMZ5NBfrWgYtIbZfU6mher0AbSSvyc12RnH/y9SJxfbA2HcLV2Dt2isY+mBLJS7c+JguWqZKMH46ToUzb5buSBYOlX0txv2a82xD4amytAo2QloaqOolGU5m3HQDB3+NlTYFNBOQTJVDTOTMUgdrWrWZGH7c322yn49oK4Sx0TRLYshaOPoBd1ougZcePESia9weHvuOcrTOiNRhv1yQK5riqxm9xHLwVMp2Zlx2KKKxPCisJHwc11ASTyfhDRpOJoVDIuS7dmQ0dljrv2FJVSp4NSMg0mf97JN5o/MuLySY4Y12fL8RIMQUxv9EtJ93rZL6RO+dkhsgpAxWRsvrSyD2QcknacvQaYErS03d1a4s78EBm790irVCJqe86jDtekwuxx2b0FnxiUo+XsQDx4Fk0nBN689QT007D7Vp3dgaHoEDx1tsVLsO7HgYR+RScDfp0pNVAzcBVd1YgL0opXlg/11/t7455ncGlGc9secaf7h7S9z7cYGFwrN/HQf1bQGRHJEYnhgVqc8v/cw+/M+O88mTDeG1EO/Gwl0VdNJWBLG0qJ2C+A1+ltvMyDCi45JhD8LOeCwLPjpbIvhxoTpLzsYbeS95WFRUhvNcn8WYEJhbEmgcrQ0C4FagJuHyxRZxerWFAtMy6wNQBrNuMzJkobV0VQeIRdG+yxnM95Sp7lzuESamLDDHWY1j61s88TgLq9m5/jhu4+Q5g0rS9MwZoQRIzRFYcXI+xJcrfzuNy4gkidN53OQeD0b6+Wwu4tzYxRp0mr4tIu/e8aVHy9x1aYPaw+EcYeuJ9aVE4hwaZ/ZmWCoaeGRRDkJAVkUltMZ29UowDZHTY/iyQNumRUeOr3LzFdn0soZjzRotTiYZd6kvHJ8gTP9I27+8hHzcc7q2pgsaRhlc2ZNFq4rVQ2zJiPXDfvlgO3ZiLPrh2z/UkPTaDaWJi644rPzZFLGVZfiVluNsq2xLPwilOqG46pA46iYR1VBmjdcWt6jeUoFnWsZWFJGTMp6aVpGS2XaxSXxgzFLDCQumLQzGdLLatSFww474vbREv3RHDssQ+KN2+K3AT3B4RtPe7RGt7xu1TJorHWBtKKoGPYcW2cyy1EKssIVRC7ShsNxj7p0Ra6TxATDnvki0vN55gy1h6LyvCZ96IiDlT4qM9hSo4zyOVDOixYOuSg/iqSwyAHHomW2UUynOWq9ZOeLGarUgMEmLjlJKccrCfLExh1LZAqCdHAm/eNjFIlpaYV+cZ/MHLuiOD1h7xccnJT0G97d2WR5fcz1byxRbGeU6+68da1dgFQgt6ymMYrJPOemWXbP9XN77B303VjNmmDM6zqhaVSofdoqcgpE0CYlxXhvMPILWLK8LxCHsTYUxQZnnAufpZomjq778PIOd6dLXNlZJ8/qANPUjQ5evHxXdpYKp+kuyqV56ow0OE/YwSXue8O8pJdW/MramwC8cPciPL/C9uMlS5tjitRlwz7c3+HR4i6/d+OTLL/Qo1yF5kszBrnbIedeqM8ZdTeOpMki5ua1m4fymrVd/fba+spVqhULk2tujEBZbVESOX78uc6C8jHG/YHA3LFtRRJJSFr03mNp3comndqnh3WfuXHbuULXHDcFA11yWPeYeI7al7eu8uhXrvLo0nbw2oFg2KXVxmH+4zqnSGqeOH2PS+d2WB9OXDDRpPSSiqVsztneESv5jMN5L2jTgKNkrY0mrC+PySVxKaI3imHPdHNfxmp7v66Gaq5rx7dduc7n164xb1KuHa6QKsOl4R6/vP4OT6xvc+fmKpN5FqL0cQAXWg9hkWaZaIfjSfEC4fEqf80SOFMeW2x1ZbwKoBTZiIy6GH7Bl2OalzStLWnWsDyY8dcf/hGbozHlTo9yr0cvr/j6hXf50pmrlHs90is9rFFUkywwTT555ha/eP4DZ9x2CkylWRpN+ZWL7/D06TvOWB9mYYSLoY2zZkWALHhAXgjMfUECrpq6TJx3XhhYLbHLFaQuqGoq3Rp16OjPOF0ZRawFH+vPC0tEaqTmWc2Tm3f5zLkbFP2KpN+Q5TWX1vb48tZVNi/tUz0yQ6+Vnd1SnjY8c+oOZ0dHzCs3Btb7E37l7Ds8vr7tYwAeevGZt07wK1LyNF7ATHnoLHpWXZE3+d0NEsbBRYH8ZCy55+000ZUfg3/94vP8rdPfZb2YkLywxNGVlUAGkO8Kvi/nc5mmTZChbjNh22IXQEg0qoym8QSM6+U62++ts/XdCb2rOU3jclRmdcbl6QY/Hj/Mnfc2Gd1sUI2HMyWeYFsmzOKPKzRyP0Ye04Pl2uKMUsk0jefFYn6BNMmubXcGHy2WJu2BMO7xNcaebFwcWxQfXcHoJKgziiqjQDGZbhglcw7rvntNNwx0SZE4+GbaZBS6JvWiYvIDraEXFs68cYZ8uZjRTysKX0s1TxqeGNzlG6uvsZTOuHFtg/fubTKu8gCDiNyABFJDTUkVJSh9yMobP9jSpGz1Dni8uMMrB+e5cm2T8Yub3D0ecb7YY2ZTnn/nEU5/O6N8Z5n9cT8EbaCrICcrv4gsCb8+7nsZqIva7bGWNbQBtnZit/Q9cPQ/pW1H9Cg2EnKfW8NDVpMJO+MBow9S1n+ScHg04JnBTS4fr7P+k4Tzf16S3CoClTJJDJ9eusFSOmP23jJb34bsakE/q3lycJs3751h9YWczRc0+iCNvPT7zy/3gm0NV/x+MNoeVmkLcbQsn5Oka5WyreCYGEoVn0uFwKoxrobp2mDK//78v+Arq+8zvzUge6dP0yh+efMdfnvjx+zsjui/2qcZuxiJ7IAeW9vmb575HrvTAfaFFQ6P+4yyOb+x/Cq7syH9N3ok13ouvuGhL+M1+oUj3xYyabH1xR+zYMQsrUFyST3d7+lgiJyGi1aWIqvDfPu9/c/y3PNPcu7bY1bfUIwnjnyQRlRK8AW3rQoKpfGYjReTeBzL73md8me7T/FHt54iPdbsPdmnXDehVsGkyvjgcIPXDrbQ63Nu/aJi8sQ86M3IfA1ECNl5+VMK60YUKmOBtJPkBeIFT1g64rELNVJ+jGm1bOLjhJwY89Hm+4GAZQQ3FIMX89rFg8+0Ze61XZykr8fDrGaYzslUw3o6ZjM95Pe3P8MrN8/xyw+/y6TJ+dLofb5973E+eHOLq2fHfPH8VYflegN/UpMs0NpoV5QDHeiKw6RkMzvicrnJH771Sbb+JGH/8SXufanm1MjJhHbgpCjLNLzmPfMPa9a6ncm8SZmbjDdm53j9tUtsvKjp7TfcOLPM7QsrvLh7kfXv5ay8O2G8NfRFN+qA8cdbvLa/F67DqMBuEDnV1EfjZesXT59Q0Ynu4iFefKwp7q6B6DPt61obJnXO79/7NIdvrXPhtYp02nD0UJ/vPvwEb17Z4tG35qRHcwa3Cw7XoZ4n9Polb47P8PKd82y8Ais/uUs5Osvdx5d4buUR0j9f4dw/v0l5cY3j832mS6Byiym1s6e6VYbUoZRdi8dbo1xg1eIx9ASbRFtx3HvuuzYEaE3tPHOVGs9X9xmdUQBTArd11cYmpM3qlMvVJn/np1/joT802MRwbWXA5Omc//zWL7Lx5wUbrxxyq1zm8NMGkynwUht36yXGv3eWi98/4Jpd4db6Mv/s8NPc+e45Ln5rzPHFPrdWcpKNGTbw6VuD7RZpGXstdz7OQ5Cxc1Jm5KLnGucgOOhOcGjF3Kb8/t1PO+fprmZ2pqBacrEW8cYtLr1fdpCtbo0KtRFa+d6F2g9NEjB7rSxXDtfc2HvimP2HEwofhJXPHM1zxmXO8mhKf/2Q45lbZGSBUUpHBriN30hFOJknxoJNHCRq6zQEYWPN+I6uTdRX0LJkFiV9ZVcdbF7TnZsf1h4I4y4ZqnFANTb2IO87freoOhpPZTRW0yjLenrMi+OHefEHn2DpA8VPfusCv33xFd6ebXH1hfOc/Ynl3heWmJzJWcunSHq/MGYAH4xM7jPIWrV89mmT8d7sNN+98yj6Si9g5CetpMJzXaxek2mHI5b+3OkJE0bu++Z0mbvzEYwqpqd7TLYSkqUpVybrNEaz+1nD8YUh80tz1nolibJBinRxmxeX3nP/t4Ec5bN2ZJK1AdEurmrjZxXBQMK4MI3HpYMRj7bW2mBMElgyV3fXXFLLwLD7dAZkND3DT+9ukeQNt746ID/qMV+zqLxBZ4b5POXlO+cZj3tUDylMepbpaUU1znj13hbHlwy3fmOLpqeoliwqM8HAWqtcvVM/7toxGBl0cLsEZR1lsnYaNsF7t5EcrxzXa723RTa6Ey/uA/A4v7YkXjsny2qOpgX/1d0vUO32qEaKulDoSvEnt57k7u4yyylMLgxcQFVb0tTtCN/eP8XOfEg9gHtfcgSCe/sjvmUep+lZdp8Z0PQUqvEUxySu2NQqecpurM0sbncdUh9XAvatNruL8xji4h0u81JeS70mu5SLS9KGW0dLLPfmzD855drjCdlgTL9fOueuTkJeRoB9lEvoqz3tEhzLJdZsacIiakk0XhvdccmLtGbUn0Mfj9E7AzvxnHvrx33VJCHjNC6HJ/2Qp3WQKgiJRGLsISSZydNvg9AOr5dgeoudt5+DtqpVfM5QOYvuuPpo0/6AGHdLlznyYcFV95ru/BaNlmmTcada4U+vfoLVt0GXluNpwXFTcFj3qddrjh7KqDfcAMp0w7TJ/LbHLRSZbjqGPq4GFXvdpUm4O19irTfl4KlDbp4akC1NODuchELWi9i2sSpUUJLEJ9GXl0pOKHc/SlkaX9wjVcYFgBs4d2afw5UCBax5ipdWlnOP3WN/q89af8aszJhWGcO8ZFzm7XYS0Ihn4CaaeEMyiRvPPhG9j0XMPoZpZKCdRMfSMkA7eDsYQ4f6KN79dJ6TbU4ZryQYyfycFCRpw/TpGZN54gS5ak3ar6jrhNncFQyZPzVleiFDNQqVG/b3hqizc/aGmbvIItKbF6aMn8kOhxej61mKQSLWs1/8fSxCL66knvfUpbyeFwqTwCx+wbO+T6wFjHaVm4ynxqruJH5n5xTpasmNb+SoCliquLu7TNGrOPg67O0UoBqnLokruTaZ5xzPCqovHTGtUppZQmI0+8d91GNjds7mUGrUoA7xkqpKgiFvlSad0a+qFGsdI6OO2FDC/DLRog+twyBQnjzhNp5hA9wnhlgrOJ4XnFo/DMVfhC0jDpGUhnQ89tbxkCxSINKVF/PcQohlnTKrUrRyc3nujXoSYCRLEunmStDSfYZglLNQ3FuF+5JnJkVspM2bBB0x1GShkbkjux6Za23WKn7BsJ3ryBLDpEkCvOmqujXhPj+qPRDGPR4oizTBxb8Xm1YGrCZPHLf3obU93vjlAjNPeHJ9j4lxUgS/+uk3uPzoOk/kU071jh3c0aQRU6Zbmi8+p9AQyyYNgdyd+ZBeUvHw+i77gylFWgfDDk61UcTFBLNLlaH0wWCipI+Yw34ShBJw/KQJpb5iXi3A6sBRw9LECTBNqszhdrato6pUy2Bo8bsIT7Q+/bpJAnc/nCsa2DK5JRFFqGCxjK9gwkCoNAS0wVZtArZb1+6zWV4H3nn7WYse1P7cPvAXdNWdgWRUOc9aE4p7qH7LKQ8MFi8RLJi3YOfdDretgqP2RnsB0w2l9zTgF2NS667LKK8Fb0L2qNKWunRyBwp371Iqz3q8Xdq8TFHa0NuY+gLXNihi9vsl81NOl0bYNsIocQFIS9EraTLHohFvOx+W2H4Mxbi+dHIPSVjk4zHX/t0aM6VahkYskBVjwrG3v3gsG8aXDkZOrh/fLxgdvNdAKVzYJSweU8apo9Jq6hM4Co2nBkur6iQsEIISNKYtUL0YfxF4JUtcMFSEqWXxcp9xkJAImHWC9b5lSZuZ2vf5KDELJtFODsRJgliyxFGuLS0dVKpYfVz72ICqUuqiUuqbSqk3lFKvKaX+N/71daXUHyul3vG/16Lv/PtKqXeVUm8ppf6Vj70KdT8eLU0w9zrC4eNW28TXRVXsVkMeHW3zq0+8zVefeo9nV25RmpTDukeqGx5d2vFwjKbyhT2ySH5XGC+1bZk7nWw82t9lkzCpc2qj6WeV560uJCgtJCR1+7VN1w5bzxOqM8WDQ1g3wraRCRZ7MXla088r6kYHYf/4XEAQIJLJ6JIz4sLbbQAozkgMadIL1ygTTvDbk5gDMRPDmjYYGBePjqsxue8kgeGik8YV7LAKndpgXK31omJeLgBc8lCoe+oNusARKt5mi6gZtEFSbUPwNUxy7Q2+LAbyTGMs2n9PLXh57nO+T/zvmO9urCsaIgWy5VpiaEQnraHIMsegkV1PVSdBYVF2RSKDK3CL1tYXIW/pqnEwXNp9FZmiZ6sUwXvsBFX9eIiN7qKBX6xlKotJon0+RnK/BypzoqwdhBcC/AvjKgQfrWr703arFclnYjxbR0ywxt+DDcfUIYPVfV93YErrzyGQU0wBje/zpBY7SjEzSP6XxU7iHdMyC8NOmG2NbemRH9V+FrZMDfzvrLVPA18B/l2l1DPA/xH4U2vtE8Cf+v/x7/0O8CzwF4C/o5Q62TJLs104Jm6LsMxJrdB1MP7Gagpds5TNSLWhr8sQNO37VbD2WH1s2KWJgS6bNExQV0Is6Rjr3K+iszoL5fNgAVbyx9IRHpkGb8QlPUh1mtAV1gVapYJTrEETJ4mIUQ7ett8hyEDI06bDeKkaTRUZ/HCuODIfTQDxzO/rn2gSxZNBPOFF7W8nnGUCnhsMd0xL9BPFedlO58WVuHP8cDHqViavr2YUsGK6zBYgiHYR3avUT3WQCVHZOkJmKhDRFtt7iN8XuQFHp1QoLbTPqKOsk/lFuUBrW1eVcN/yuRBYjXernlJa++utvSKkPHsJXsfjxu1s3FialRl11TJOxHDHDBlJYoo9wVih0PgxJR63jhZwMVJKxpySAGf3R5537NU72MGVtUtU9zOdGJvIGkTzQ0W/pTi2HKt1yNpSf+04b3fKNj62VcFRkmMH6EkJZ79dsGTnEpfBCzvzKGEJTl7kHHVSk6f3by+0arNZM38syVWxtE5XInPoY5z3j7Wc1tpb1toX/d9HwBvAeeAvA/+F/9h/Afy2//svA//QWju31n4AvAt8+SPPQSt9Gxv4ODM1PUFHxt2A7Xj1VYTJj+uCuXG67YlyapFiKOceYjnpeLGhbgsBGPKkDuX4Aifflxhz9VrNfUU34iCTFMmuo2w28R6s3xHU3rDHAkXxtQUNnqYt5p1EHr30p1x/lrgyYkJVc9fSDs62cEErcpREx4L7Pf9WQ6YLoQnU4v62wQNcbMrDJV2PtvUCQQwvIVtV5G6d0fRa6XiGjqgUisyu96JDWT+BWLzRDtdkaXnt4eLk+iIv3v+P7DKs2x04vN2rOHqPXIyUGFrB5U2lIygnYp0oT5mMFz1P3RRZAKnA1JFwiAyHfC/LmshQtouqPI9uEfJu/dIY+4/vwemjeKclgm9kYZdxtuiNtuMm/px7vTGKwtd4LXziVRtgtJGxNCGXovs+7XUizLP2/OLUiDFMk5aamCZNOK4cL412KrLACLVRfkupyTi+4O5Fd3RerHUsm1jDXYz6IoQk7UQpB2/kdTRHT9o1fVT7b4S5K6UeBj4HPAecsdbeciext5RSp/3HzgM/jL523b/2kU1HDw+4r0h2phoquslMBkWu62BoS5OSedxbkoMqX0hDW9MWwca2WDsuS7OmhVEk4Bl3upM6aPH5mPUirwWP2rjgbGOFSeDuo2oSV1BaudTjflohUgGNvd+YS38IFCTngTYInXmvXfA4qUSjVFtIwD2jGN4R4xANGPHwo9qncQC1E0y1bYJGoEVG7zeNbCu7HnVsuGLvNRh4f78OZrDBg3c1Sv19ePxcC0tHjgXBAIZEokYF1ov7AAFesbUOr7eVkWwQOsNr0QQWjBhNExmrrAl6NYL5K0+ttLW/9sy02jPCfZZFTPo2drGsSAW3UgHd/l00wK0HHrMw8rzxHr9nhmhL4xcyySaWrb8oPQoUIQtHoItGMJK8L3RXwauLKB2+zZVooZ8YynDYeR08eDFkco9Z2vigvyiZuu/LAiNVw8B5sYv7bxP1TRtTckHZ2tMr4xZ2Q5FnLoY1bsEpgU4g1J1Ue+cIX5WpCQubaN0nSoS/hNOuOwubHEv6MWjc2DaALZ//7wVzb29MjYB/DPxvrbWHH/XRE16770qUUv+OUuoFpdQL0/15yEqVxCXormgxPCNJRpVJHFziDWDjjaB0iMPitffG3e9FNUhhpKS+GPWiIV0M7IrXLX/HzdCqPzbWKdVJCxrQUWHtyvPoZ7WTQ4gLYi+2GJ9PtAmZr3FsIE4yEm+qnajWV3KxYXJkiZMCjr0dYSnIhBTPZBFPXUxPt9F1tDox4q3G1Zei4aFaTFkmTpKaID8ruLn2BYK1avHw9h6hCQbMOLikUZjSvaYS44xp7KFbWAyYiT6M/E5yh+FbP5mS1B9b+lQWCeMnvQJJAJKEIKc14+Gq3McLvEENWLfsfrwBaL1+1fHY3P21Oyf5P8viYLMOhr5pNFWVBIMel8xLEld/VQLW3RJwUEV1P0WbX+ZUOwZab94VsHCGqqqTSKu97d/YiMfKinMf9HUG331BdM1j6EGgofvmhd9limcux+3i7V5RMUosihcqN5ba/A1pi1Rs97kW7unaBqKdQuPxcZEAbueOtKrpeuPG9098j1p3sQWJrzmYNelUlzqp/Uyeu1Iqwxn2/4+19p/4l+8opba8174F3PWvXwcuRl+/ANxcPKa19u8Cfxfg7LPrNi6pB20g1XgNGeGex0FHZ9ja7wj/vbFpl6sefWcxaakNgmoS1QTFyYB3W5eRqo08UB2MYICMZGA1Kvwde83yGdnyCcbn8Pi2iEe8bZN6qw7qiQ0i4aFmScO8dgldUnFdrkk+EzD0MIHc9jJPGucRWAXo+7abwisWgyPVZxStkYEFj973ryQyxewZCRKKIqRLhZeqNU3HqIXiHVnj6YrO60U5VU25prAoiJ6HeIDaYyi0htE22knyWgdJxIwYgUYcsKlAt+JYAh1Jv3YgHeHxR4lQcZMMVaCTxesWQkAbbHhOfkelHRvG0vWS4sU07nuF88CTxI2bqm4pjtAa9RBYleerhbtuMMS7MXdcKVZtI89S4Rg2ibKkaU2auAITMrYFk1Z4BopxukMx3OaSd1qdlMwbQqH/ZWmD8fRF4aPHTkqAZCKjLHz6GFaSv2t/DZJJCv5aA1Z+/4MT6d5FJyvu+9bYn/DcVctAE+VHGy1s7gAn62dp7l9kTvKWPxqQaY/1kU0ppYD/DHjDWvufRG/9LvBv+b//LeCfRq//jlKqUEo9AjwBPP9R5xBsT7TcFz3iD734sJ1pE5ycFG/k5X8EY0VjybXD0TPd3MdWyXVNzxfaBkKQUzxUSTV2apEm8NjnTRoGbtiFYAPLReN0041VzJuUYeYCvfGAFK98VmchPqC8sY8xcQuR9kVroGNPXCkbqrrLAK38DkSur/bVaFyiSdLBCI1RncxB98y8pxddt412MzF0I89YaJBhoiaN98ptSP4JErTadAOkimD0Wn0TqKs01BWNA3M6sS2UI7Y+spgtFOPHQmacRK/AKKX37Hwg1HidmAARKYLwmFxfGzCwHp5xcJNWlnrmApymSTC1cjVSTRcaStKGNFKw1FHQNIa/2j5paapN48aM6Otrn+Qkhl2OYYym9pmXjtOeBDpkmniuuTe8YqDjJBoFXlWxZW21mZi6dXRk9+ylAwSSkPqj1jqRrdX+LOxGp/Pc1T9NhcdtO2wUuWcJysq4lYIXMYQYSyFI9mj8/UCdtG4Ridkw8W4gnktyn/L34s5YfpzmTBLmoyR+CRwq1yHBVYkFJLqNBSwuJO2uToU6DR8HzPwsnvsvAP9T4KdKqZf8a/8B8H8G/pFS6t8GrgL/I3dR9jWl1D8CXscxbf5da+3J0dCFFq9giywZ51GrYLi1csJbQmsEwOqOh596T94du5v01FhFg0Jb2+LmgZViqG3KrMm8oJlbONpz3w8byXd7SeUxe5daL8wXGfSJarNv0wUWTGXcVqsymoEv91cktQ8Im6BOJ4NG+OaNVaEI99x7gr20ZlanYZD0vSKf4PNL+ZzDeY/DWQEQBroY0LAdNYLnnoA/yjVEhjV4phL4jRgbeI9JcHidtMwN8WzkuFnWMOyVzKuU8dgJh5mmxdN7/ZKzy0dsHw+Zzl01HZ00pL6u6+S4cNCMth53jy7eByrlshSwvDThSPeoJrn7qMZBKqkzlL1+SVUllLPMJRB5bN9ahfHyA93+AZ26YK/ozQc4KLoWrazz4E3LhpFrynz2al13F7l4MZWWpQ29vOJo2kNqgcpnnEhYS4OU/yVYG19LL69YH044mhdM5jlZ3kpqJ8qyPpzw5Mpd3jo4zc29FTe2fPWkxQCrIopF6dawg8su/fLpK5wv9vlHlz/H7vYSvVHpxOcirzeGF6GFPsRQ1qbd18bjR+iR0pfOyEd9YlUoPh3P49hhVFH/LgYvPyqYKYtXDCUJHCqLgiw2ErCVXVN87dq/r6P5JEy1D3NY4/azsGW+a61V1tpPW2s/63/+0Fq7Y639NWvtE/73bvSd/9ha+5i19klr7T/7uHPINk5+4GS823VSNBi9oRZaY+axcylYrZXpCIPFCJa8LslL/aQKnrvUSE2VoZfU5B4HT713Hw8AaHnxAIO04tJwl9KkUfFSBQAAL6NJREFUHJcF0yoLK34dGeXFY3xq9SZbg0OOZkX4/Kx23+2nFZ9Yvssnl2/SGM317VUmVUblFw3nBbWGvzGaskkCi0Ypy6RyMsWjfM6zq7f59c03uHOwxN71FWZlFiZdE02WznYxLE5d7FLgkMXB/mGiRm3hB4Vw3q1RpFlDXlQUPVfR/uLaPn/rke+7VPDrPar9IjBU8rxmczTmd879iCc37zLf6WN2XRr5F85f4+fPf4ApE/JbGcwT52WnDnvHs2eEE59mNaPhjG9ceJvVpSnJbor1x5KdQ69f8muX3mbYn8N+RnOUYWvltGRiRo0062iQn7t0jc9duE49T+Ao63j8Ifipulmq0qeWLjsGaPnntivoNerN+aXz73NxaZ/xQY/pLAvGQgx5DFsJJTVg7okJkr9fPHuN/8PD/4y60ZRvLzPb71HXDsvP0obHl+/xNza+7zzyd0aYt0ccHA5CZaiQE2Jb1pUwttz8dfNnvT/hV1fe4PHiDnuX1zj1rZzyxjBw9fO0CV61+x4Ba3aUwagPon6T37HMRjxWT4JWYvaM9G98/EUaZWycF8/bjvM2lhHigablz8ec+OAYRceMWTKNVUEMUDj5J5EvFtsDoQop1kRw9oaWFtnhjfsAqfyAC6pKIFWMd+Y9Z2gDQQ6LbwOuqactamV5qL+DxrJX9tmdD0PBDIFghPMe0zJTZToDGZzX/our75Cphjeun+X2a6fZORoGCAQWvC3PytkoxvzWystcP17F/Nk6e69uMvXGWFb+zwyvsVMNeeeN86z8eZ97t1Y4GPfDZxzjpjtwJUGj56uvV0YzSEse7d+jsgnJC0tc+mcwvzricNwL17hIe5QBXWR16M8QyNVdj1C8LOFRS+KSe86yJRXGRcuZl1aWrlj3Q6NdBnrOwSsbXPizirWXE5gm4XqGWcn5bI+Xb57n1A8Ttr4N5saATy3d4NZ0hbUfZWx9r6Z3M4W5xoo0rxSuTlyQFOCh1T1+ZekNtj9Y59SPYf0VjTp2RbiTtOHi6j6fGlxnd3uJ9Zc1m8+lZHczbJkgMsFuJ+L7zMCwP+eX1t4l1zVLPy04+12FvdMLdMzA6PBB5zAVlA3wh3DbpYkXHksrWwubgzH/443nOCx7bH47J311xHRSuOSfSMytQ181Dv6qfZKQ9rj3meKQmc04enOdc9+uWflpxvywwBhXeGKUzLnXLHP99hpbP2g4/YKBu+3uT+BEMWICNQidUMZzZRLen5/mmwdPs/x2wsoHM7LDdiGSgHyeNicKZFmrQr1Tcd7izwnUs5hcpcP1SBCW8DveISw2OZ6bW+3rEkiW1+OFQSAal9naghdyTUJPlgCwfFcFCMszi1SbRKj82Fhk853UHgj5gZPafWX2lBOjgi4d0lEOW+kAcFgQEIKj8jkZBIn36gvtPP2VZMp/eeNzHN5aIttPOPv52ywXM3JdhwnrKIuJ89JN4jTh/cMW+GeQliwlM7554wmWnu+z8n7NtV8f0jw+I9OunmRpEvq6TTpK/CJ0o17j6s0NHnl1zngnY/ehAefWD91D9L7Jy9vnOfW8ZvXNY44eGcHqzHlGygZmTqKd1HCbhNEOfK1cKbc71TLjuqDYt+SHFdlRPwqGmu7WT4NSbbacYKxp0jCZ5eTRth3aCRJjxQ4TbvH7UEvVKue5htd18JbfP9qk0DX9u4p8b85glHB0lGCWKoxR7M/6/OOdL1JeG7L2xjGmn1Ls9Hlu72He297g1LWa/s1jejtrzLaASrvi16nBlAmaBp068ax70yHfPnqS4m7C8gfHzNcKDp5IqZcAq5hUOX+8+wzDNwtOvbCH6WeUKyOqU4QiHAEqiSbnrXKFO5NlRjcNy28dsf/YCrN1OrBMx5hYSdBSqMSxa1otHo0xrYGSBTJPa/ZmfZ6bPMZb753j8Xdn2KTHzmMJia9wtci6keBqXSfked0xRC/tX+DyZINiR5FOGpTJ3HUZxeGs4JX987xzfJr0VoFqauoljc0tmS8Ekmc1xsLc71gTP56ypHblKf3YOpoXfH/vUUqTMl+Hnad7lOuGJe9FN8btFIzflYrBLDxNEhyhIGaxxOPvw420myOyIxB9+MXxKy1klC4cM67+pH3fGaOxEfYec/Ldl0xInoo99pPmj9xTC48qPxe7MZePag+scZcmNyi1VYUhI0bbJTclQJt5WZsuRShOcmhf06AMa+mEg6bPdJax+aOEdGa58+gSq2ddma7aasZ1HrDyVBlqHAaP1R2ox1jNG9NzjmkwsU6SVbXBzNrqgLeLQFmqDDvzIT86foQkb9j+1IB6AP2eK0V2XBas98Y8f/QI/axib0Wx86kR9cCy4WuzxgUF4tVctpSNcgGgIquYNylvHZ7hoOyx94xlstVnfrpmlHsaaOS9Z2nj0qH994WTr3ByrGna6qe0XGgC5i4SA01EQ1xklWjBmz0s0NSaJNXcPRpxMHuY8QXDna8sYTIwuUEnzgu9s7vMztEQ0zfc/PoSTQbzTcPrt886g/2ZjOLiKrNT/kSZY9vYRqGzBpQLWJoq5c7uMv9s/gzz0w33PjekyRU2MVBpKlIHX036zDYtd39uFZMqpmecSqXck9ae/eQzV/eP+vzuB59iOs5ZWVM0n1qmXLUOr/cGOi4ILkHh2lMP8bsjFfrOBHzcGYRWTndaZvzejU+jioarf6FHPbSkhTPs83kWYBjRqkkSEzJf5fqdZ6/ZngzZn/UZP1Hywdkc069JhlXYMd05GlGkDdkTh1xZHaLmoNfnWNvF78EHYL0Bk8Ivbl13jsPdyZKLDzx7xOGTCb28Doa2bqIYQH/GjYMVhkXJeJ6zMZwwyEr2Zn2OZwVFVofyc7KgiI5853qsEwJTC7bAzd0F5pdVCJVCsrfjWIdENeQUWuEqLak2mLsImyTaMq8c0iAsIfHYF6+zjoLaEvP6WXD2uD2wxl2okR+HKwl/XWysxgawyURYeO3hm0wZH4DVaKu97ozh4uY+28sj5qtOByVVTQhgZt5LFw6803jvIlqlSaGGVw7Os96f8NYvz9iZpvTXp12IiS7UpLzXvT0f8fT529z+9SVMmbHSn7kBZjSTOufK8Tr9tOLmLx5TlwnD0ZwsoqAlylJbR+Gr/Fau9gN9kJVhcauahNIkrOQzPvGpa1zZWacfeSWWSCLBtPKryht7bRzL4XDSi7BchfZehUzwFtN1/SNiV8IDD0UwVEtkkWxTpSzzMiVNGlae3GXv1Ag7S5xHC46e6A1hslxRfmFGeZyDcvQ+rGLyeMlk5krsUUjqvyLr1aRZQx2Co62AlV6fs/dZV0rP5iYEXptGcTzrYU+V7K54+d9eQ96vyLKG2TR34l5GOcXHRlE3qSsNmDXsfcZvyRMbirBLX4d7iqmbMjbw1NHIm4uhL+e9u2Sg3fGA1dUxs0GJti2dNMgvR4wZ7el5aeq8doEA5LrW+xO4AJMy43jc67CRjNFM5ppBUaHPHKOUpQil7rrMkyxxUIxKG55YvccwKXnh3kWmZcagKHlkeZefW/mA/9J8nmvXN6iVpehVPh/Dlcn75TPvsFOOeOvyFseqz8Vzu/zV8z9hZlP+8dXPMb6+RHl6Sq+owriNF7/F5hwewhhdzC51kK3tBFSNVYH1JBCTe73d7boFpd0BCYYeSzs0pqtKGWP6ECVmaVffOGb7iKZ95RUi2/v88PZgYO7We9f+cmLsfbEtMlQMirlJT/TMHe7c0I/ojBIUrExCaVLulSNqo3l4tEv+jW2qrx6xtXFAL6kZei2aVBsH0SgbjH6qG3Jf3SnVDbmuQ23WM/0jHj93j8cfu836aOIoj3VKP3XXcXG4x0ZvHDTdi7TmTHHIk0t3aIxiWPji23VK4r33eZNyMO/x8OYuKysTzi4fUaQ1T67e4fHlbRqrvPxoG+ysjeahpT02e2OOZwWz2vVTL6n4tc03qUzC7KhwGYGSnYhjMvzK+Xc4MzqmKlPmpePSP766TZ423H1/g3KehT5tGk1dtxirGPaYVre4hQzYb9MOfqHvpWnD0mDO33jkBbaWjuDAQQN4w2lNm8maZjXlJCMfleisaQtda4sa1TByzygpGnqjktXlCb/60DuMhjPsJMU2imaaUpYpptKowjjDnlhU6jJWmyrBNs54J6OKYm1Gb1hycWOfL29dJctr7EGOnSU0s9Rx6j1N0jQJql+TLFXgZYID1m4ifZ7G68hEY1zooTqSHxDeepIYV3fUKvK05rcffYXH17epa818kmEaHVQhwS2iWdYEamGWNgzyis+cuckja7tMxgWJNmwOxvxbW99nvT9h78YK1X5BXSX+GSdhlzItM8cGUU7cq/A1UMEFKHte8RBglJf85vorfHHpA/aOBsxfWWX/eMAXVy6jleHuwYjlV3LU+4NA00y04cJon88NrlBZzdJrOZvfcRLWTxS3uVsuc+fmKquvaeobg87Yqk2Lgy+OucWg6qKBVLSxg5gD3zLkunTMEHOyqvt5gWwjKqfExwr/3CTBSpybRUqlHBcIC2sItp+wM1hsD4RxX7zYVJuQrRq3j7qhoPOO6vwdMlGVDVi7xgZee6EbpiYn1Q1Pb9zm6TO3OTc6YLM45hPDO6zlU+6ORxyU/ZDpmqqGjWLMF1auMkhLbhyvYKwLVn5u9RpfXXmPeZPy/q3NjmaOxvLptRt8dfk9rh+t8tbLl7iys8YonfOl0QdslyOOXt1g95VT7BwPwiATvnCeOBnhUeE06R9d2uZzo6tcPl5n++XTzH666lOfXVvvT/iFtXcd8+bVVQ5/cJrjWcEjwx0Ges7VF8+z/lzG9PXVwJMuspqHlvd4uLfDW9fPMHhugH5lidk84zPL18m0YfR+wui5PpMry8xnefDYhbsrE8jh9w43luBlp4aobIM97i5ZlQCf3rzJQ/k2b908w/pPNctvpKipM7Iq8UlklYOEktzRDU2VBBwfZRGpXu0phUpZvnHuLVazCXvXV1h/MaH3eh9KTTNN24LWuWmvU9lQmUkUHxtvNP/q1otc6u9iXl/i7HcVvZsZ+ICtRL6U8lIIpr3fwO7wWjlK2SCYppVt9fCh3elY8cLldR/U9jGWr47eoWxSkjdHrDzfo9orXJ9YFb5njKas0pCB+vT6Hf7ixsuM65zhi332r6wyyuY0KH763gW2vqXZfD6h2S18Wb52Lmlt6OfOWUm0S2aSoGGinQ57VTuud9UkHDV9dusR6Usjzvyoobwx5P3pKV46ukR5Z8DauxVLl2E+ycLOZHs25OXJJb51+XHO/dkB2cTtUL559DT/9O1Pceq7GYNtgzLCQIvKQZ6ATYv9WHQ2Yq2lUC4vud/2CF04LoUn/eryQO5n5HQyTv3xq0Z3yghKkFTaog6NFAiX3RF8PMcdHhDj/rO2E9Py6dZXjYW/gE7xjU403evL1FYzbTIOqj6lL7I9TEqe6N+lsZpvvvsJjr91mnff3mLWuElRmpRRMufp3g2ef+9hxn9yhpffeIid2ZDHijs8d/AoN3+8xcYf97hzdZ2ySRhkJaVJ2MoPeGN6jptvnWbruxb16hLv7J1ibAqeu/4QZ3/YcO7bNdPbo4BxFz4ZylpFkdSs9yZuJ5BUHJke7712jnPfa1h5Fw7HvcCUGaQlCYZbk2VOv2jY/GnN8d6Aucn4YH6K0RXF+mtTVt6FqkxdoY8yY5iUNCjU7R5nnztm6Yqlmqfs1kM3OJdg6XrD0nuaZpq020dJBDnBU495vEFTJk7i8UbUNJr5POOg6vH7u59h8NyAzRcPWX+zJD1qmSVJYtCZCVrnSjnjG8TBtG0NsoIsrynLlInJeeXgPMtvpZx68Yi1dxpU6VXIGicEJkFSWRxso4N8gVZOdz5JDK+ML/LO+DQr78LqT/fo37Euw9Vj+9Cd7CLDoP3ORpQt06wJ8IuJPu+8e3d/JhgSFX4an8AzbxJuV6tcPVhl46cNp16akO+5BUj5axCVycAY8c7Gtw+f5OoPL3DhX+yw8kbClcM1/qu7XyS9l5EdG/KxRZWyw2grBSlanDpNDL2sRisig97uyGqj+b27n+G7u4+RTmC64coW/uD2I7x07zyqVhw8kjHecrkDjXU69cdlwY/3L5Gmhhu/tsKtX3WUyufuPcywX7LzacuNb1jSS+OQCATuUVZRYtNJ8EUsoie1TONAZuyoyC5RUv/Dd/2CLEyWk3YFsujUTeKVHbsql4uMQPmeu7b7nVmBYE/C9BfbA4G5Sw3Vn7XFCUkS2Azv4bRjsE6OoA3AKiZ1HsR4MmUoTUplEoep+88IdFLoim/tPsHyd3qsXK5o+hm7lwacHh4zSEvOFgf8X97/V1j/VsHS9ZLsKOPgXI/r5Qav753h9I8N6diQ7aekDztsOk9qXjq6wKzJyI4dLti/67a1b8/OYq1itppgMrA+ii9eXRZt/47qgn5WcXO6wrTJULVitqo5ethxwGW3Mqlz/nzvSY7nBbPHE4ds9Me8e7RJL6k5etiSzPocX3LY+NJgRlUnvLV/mqvjNZpRw/4nhkzOOJrfCzuXuLW3TDO0HJ9LUA1Q6uDVKeUSiJR/DrKNjKEBpU2AYiQJS7RYALAW02je2j7NqDdndsqy9+wy1RBMSmscpeCDVR6ykIIg3vho2uithcZz5P/og6eoa00vhb1nlpitKUgbV06viWSDZXEQeYJoQlVlStNoXrh7EWsV81OK7S+uM9t0AdBQpYmWTy/89rhMn78030ctDTKIl0XzQ7x3wue93nnlILN/fPvz7O8PMecT9j4xoDxVkeExe+NK24VzeC/wtd2zLrltZLnxGxscXzSUkx6XzTr2wozr3yiwmUWvlg4G8uwVi2eqREZKStKN+vOQoSmFY7SyzHxxnPprB0zmGcN+yWSeUWQ1K4/tMT5XYC0Minb8zuuUnemAQVFy9HNHrOZVEAJ7cvMul7OaaZnRzyuOZ4UvlGFRqgm03jhIGksCCLslUHqF/WJd3EDGpxj6NHJCEt+n8mgtbaKUQC+u+tPCc6RdOE6q3bzoGMWet+yOYyTi49oDYdx/1pZggtbMYjNWY7zhjtXdnCpkEnRipGllqYxTjMxoEyzmjZssr0/OUZuE2abC6oz5RsPZvGSUzZnUOW8ebzGrU44egWqUU67CStrwytF5emnNlV9SZMcp1enKJRj5BWh3PmQ1n8LjY26u9LG64WxR8t7xJufWDnj/lwp00bC6PHX4Ne2OQ6k2i7VIa/bmA2ZNxujRA+5t9CkGFedXDjiY98BoJpVLxhkVc/jaNofjHivDGQfzHlVWUTx6yN7ZnN6gRBnNvHJBzNpoto+HDM+Mufv1PlgYDebsjgcsD2fMP1FzeK6HOcogc0HQNG3lZgn4oO9rb9BcarxlVifBUwWCUqR8P8tr5nOHgzePzLi76UvmpRadtLCFUlCVSWDZAAESMeK949kH8xSVGGbjHJVYjp6qOPoEPhXUoEybVIUlyA4Eo+xmL+A0b4xnxFijaT4z40hKAWrr1im3dgcVy9B8oA0LOnWetTBkLHRYRu67XmVyYS6LwQ+0y8NlRstTxl9x8FgvdbsaWTglUSkWzDqeFS6QfGrG0Zom9fCVZKbac3V4fm6OtcZOjFZjFaZK2RyN2eiN2ZkNuba9Sr9XucW5SimbhOXCsF44au+N3RWaRpOmTeCqux1FW4bRBSYJHvSoP3cBTG34K+d+wq1ylcsH6xzdWGZ+akKe16FAjST8FJkrhC1a74va8a3taOcXnjDRCXxbFQKpYsA7sE/30YSMU6DDsonhorgPBU+XwK18NgwZ24qLBWXRn6E9EMZdYU8Moi5mccprQnHqSgK0HPhQj1S5oJZAM900Y0OmFOjaY+91YNFkuuH2bJlTvWO2f/E2B9Mem3nFUj6nbBJS1TA3KY+u7lD/8h7Xj1Yp/AM/LHvkuuHS0+57K14nY16nzGunI3NYucBovaGZVC4wWZqUU/1j+o9X7M36jucrMgX+t/Z90U8rpnXmFqM6ZVCUrJydUTYJR2VB5mln4zJnvTeml1TOwHmPufRFEoqsRg3x5b7cVrZuEsra4af9vILVlvnSKOVFnSzD0YwyrxFBK5cJ2SaxtCJXcYGRdoBrj0MLYwRv65VyyTtYF2BU2pKtzpzImDeWdZ2QZQ1PnL6HxvLe7gbHd4eowgVCsYRiG65eqUAlrn5pM09cwLQwQeYXcEZdEzx2kQy24GQP/PULtXNjZcxDy3u8fu8Mx/sDLBq0dRo12jpesrZBv8biFx3lx2e0G5MR7kTNGpKkCQFMCcBCNwAoBrFuNJujMU8s3+NbVx9jNsndAmudvEYbA+k+i7JMMKmiKCp0X+iSOiwmsQZ84otb516xUzxUazSDouTfOP8CZ9N9/sPX/zWSN0Ycnq/gtLu29dVDfvP0qwD83678Gr2fDBg/3LBy4YB55Z5lmpqQ0SmebS+vqH3B6kmZMSxKzo8OeCK/zb+49yzbe0usvawZXxhhP3VA7cedwBxuN9FCGS323vafsMqcxLD30j0pQBKMGqNRVpHoJsS0OtXK4udBF+PHttLFseTBfTZQWYIUNF0IOUH49t3s9o9rDwzmLtmaYuRjHKpxKScfelMiPdAptOG7KVFt8HSQlr5YhqTmOybNUjZjNZswqZ2nKx27V/Y5NzrgsfUd1vuTUBhEpA0+uXSTXlLTS2uGeUkvrZnWGbVXjlzqzemldeD4SsBp6iV+tbIMsopTgzFfWL3K06PbvHt3k5sfbDItnbzAYhZs1STh+4tFNWRySOulNV9df58nlu5x7e4aR2+vcTjuoZWjuYlHUnqZ1k6NySah9IJSgaKlWsElhWNftGnbLa9e/o9lZmWBqKN6qsrvTIIX4wdw4Hh7Tzp4m9rxwZPEcGr5mH9z6wdoZZi+u8Ly6xkcOqaKGC/ByiWoqYTSF0sQ1zpg33TgIfw+Oi6K4TN/U0NR1PzW+df49NIN5vOM/lsFxc3MJUslNioS4r9Xt1r2yhucgK9br1KoTVDNtDYKPEtfSd9HHiW4ReLnNi7zlaV3Kd9Zpni7T1Mn93l/QSPfJ5IlSWvQJV6SJpIg1XqM8uwc/7qbUZynNUvFnFzVfOvwKcw31zn/rRm9mxnzMmXYc8yvoZ7zzvQM+r0+W98b07vpdqC9wnHom6bVTJJzCp2wajRF6gzrzmzID8ZPcG1/lf7LfYqDbuA0lsGVotgBw45w8Q4zBRm7yrOPmo54We53pfVClrmIrYl8gcQz5FgSQF1UmDzJexe4KSzy4tX7/7XqFr+JYwwf1h4Y4w44eVvVDYjGrTqhjmq6IPol/wfqkg+ySr1UqXbkzmcZJXOeGdxkbjKuHKzz0u3z3J0uMaszJ0LmMftRNgdgkDqmymODbbayfX7w/iPcem6LKzc2WyleT3Gc1el9BldEzZzX4N5bzSc83b/Bc7sPM/rjEZf+AI6uLTu6GY63Dt2Aj/NMdEhPFm67/J0qw2b/mPVkzLdvP8apf16w9X1DeWvY8pA9Hc5Cq+Bn2iBSHPyRJB3RrwmV7kWEKwr6xYMfCIG8VpKgLaCtE9PBtBdLzokH7Zgs7bGypGG/GfLT7z/Ow38w5+wPjujfSrCVD456rNw2ukNHcEa8Nb5SWEOYLdKc0W1fE233traqK4f4x3eeov/dERf/6ICzz1XkO06SQBYPoNWIT9uFTu4xGGt/70kSGe5om54EkTJ5HrIIOKN1dbrGP7z1Zc4+Z1i6LIundUlL3jhJTESMvDtuCwMZv0txxt7RM0MJxKhJAFHEwuZ1yh/tPMsfXX2KwV1DuZpSLbW5EjvjAf/1nc/x8u55srFicq5HtdLSA4GgZilNjJ3141KqGR3PC767/Rgr/Rmzdcudr0L92MyNC1yeQ6isFF13nOgXwzJOCVXqBbSfrf055UfiFLFwWZx9GlecCu/7TFuRYsj9PcbnDkqdTSsJHJwoWoct1raRZ/Bh+k3SHghYRiZKosyJBj6GbMTYxk30YlDOYJcoCg+3SIA1UZaDJvcyv02QK1hNHQ/9m1cfx764Qn4E730l49nztwB8MZBuoQ1p39x7ivzdPmd+VHFwp+DuL444vXocWC5BYle1GZ5JdO2pNlTGsl8OeHd2lndunWbrbkNSGlRU1V5U/qom8d9xOh8yYKUJbbKsE6ba7SBen5xj72jAegXKWnStOpOoatrCJfjrBjeo6qYtsBC0MWLvCjqDTgZnSK/GQxFG++IQIJmMonUSWjDwXa9VKQ+JiCE2Ti739sES/3n1VXQN8/UMu5m5uHrkFZF4D7lycAzW49tWRYWzQeVNMPaAw/W1CXEDgW2S1Dgs2rpF6o9vPcX+pE9eW2anB4zPpM4W+52Biid/GnGdE4O1SdgJhMLZ1qJ1Q1zwI66rKkVMQmKYbfHwl+6cZzop6D+aMF9rvTxr6cgId7VqWo2ZpokMnjaA7ix20qfybAJEZTQH0x6zehOtLLe/3oBRZKsTFxPxY/bG0QrGwuSZGePHNdlw1jJFUhMcI9FDcgYxbR2MpCHz978zHrDSn7H0zC5lnYbxnGhDrVrmi+xEY+hE/hfYxb0nBlOCot37jmsbyOdCHy4Y2EDtjY7bhLnS7m4TbUiSBrxkQWM0GN0x/uHaI5hHqdYR+peCLQNiJJyBdyX1ko7kAHDf/y5RyQd1rMvEE8w913WQIZD3aqPJdeOlgl0C1L1yif16wOTukM1bFmXgGIfJ95Ka47pA44x8qvwxkoar03XuTJeolgzVMAEDRVHTzyrmdRq0WsTIF2kdoCLrz41xXv5RWfDK0Xk2Vo+5+YunSKcJ+cVjzzbowiViNAP8gRt0wqaR4ruNVWijeXX/HGtLE279ao90L0VtTUm0CzIFZkk0icWIV03iYZU6bGcF76u9p6G1pSwdZioGu6qTNk2e1lDHHnu8TQa/y/K7gDbpSQXDqrX1mh2E/pvPcnbrBPPolNtZH5taTN6gUuuDoGAbP9nkGFZhq2hHILipds/bIkwVd722dhi6YP1GK5fQUzve/p3dZfKiYu/TDQdPJNjCYBN3H1JopC6TsFDVZYJOpbYrYTdh3bB2RcFTPz6MBKLbOZKmJlxbVSVIYpJQ9AaDObMvG+oyIaH18qqq1ZARDx3c8SWvwI0DJ9zWwhbtmJP3YwNvcZ6ywG1JYlg9cxQ43LFcQu3jFEueKFBGReWrKgsiZyIJXVvVcTRi/fZBUbI/6XecCSkoLZr0WerEA4NOewRnxU2gH2mSmbpoPE3Ub7FQmXwihkdrYXJFr8tuQKAaWehj6d/GaIynTIbzfoR3/nHI+4Nh3JXH1RcCBhJcjT35+wz8CTVJCp85OjcpkqUqHPYi8QFUr5NeW01flVx89B7X++sAXNrcZ9a0Acs0awLcUxvnidybj1jJp2w+vc3tM0tg4XRvHq5LgppA2EGEe8HxXms0w6yksYZrR6sYq7jwmVscTHv08ioYcFF2FO+/SFsNDtkdKFn9gSJpqIxm3iSMSxdHOP/QDttrQ/K89oa91dbWynSTKiL4xxnobv+2BtqS503wcqH1JKE7MAXfd0ZbLXiQ3rMxHuslqrtpvJgWtIFJ64xz47NG7dm5M9aVC7oKju/okIBnjgARF16H0nfBs4d2xnjPWXtcWuqkGqs8ju6uaT7LSVZK7EhBo6F2x7Opowq6pCtv5BqN9RTCgL/TsmQMwkX3ma0LReGrKvFCYM7b10kbhKyqhFmdk2Y1Rb8KrBNZdFsBsvgZur/TVOqttvGS2LC35f2iXaJuddbT1IbnWRsdCnmIcS59dahUGzf20oUxJvEG7qf4yW5UkqTSxC0MWYSJ101ruPNICgHuD0B2oJo4pnHCLiWwucJrrdyAtSoEOgNEqVruv/wt54xtmOQKBB69FlVKr90UXYvUghAKqhzPmPt3VovtgTDuctnGisvVsgjgw1kzmao8Dt96oVJ4ozSpK4ztA6iVSci1M+haGWjSUORjXBc8vLzDem9CHRXXSH3A0hXHrp1+DI4/Pq0zaq1Z7U3pn3G6FqLMuHi9iwM2HmBSj9XhmC5JqchqsgjeEA2ZxaSGzvZMFj8P20AL6UiKc57X9KLUZ/cZBZGxEsqYVjZQy4AwUeWapEybUwFssXSIE250KAoRY6AtnCCZoF2oADzLxJl5l/Yv2aFSe1Lw/VqT9ioXQIwKVjdl4gy5HNtnmQq1scNp9+eNYZTgrTeQpN64Na4giNJeME1wfaE7aotKcTCcLKBFEz4juwWRHF4cEzpp66w2ynavT3W9eDHOYjTEM23qhLRXYW03+Bpkff3i0MJe1kMzLkgsgdN4hyWflR1AK9msO0ZerssAGB2ol7LAgFtsZLwAAVu2tIY4HrPgdpPC5Go95BbeiKsXGXwWaN3OKwtBrGzRIMbXDvdnlLa5GLaFWzxM06VQ+mEmTo4v69cYwr3EHHUJpstOwSz44fLk45hMOEcEjX1UeyCMO7QeOdyvKWOsorLuYUkhbWlaWbS1oTc0tq3MBAFvj3H60qSIEkaqHa2xtppeWnWM56TO0aqFeATWKReoldYqt6ik3QUo5gVr63cZRlOalslQmiQERYd5RW1ddp8wYaz3DFxcQpHatsxWKELiB3CAZiJD3/EYomMaq4MHUDetZ2Gsu8bae3vCnpBts9y3VW5LL4M0lqEFFQyI0CTDVj6aTEliHQ7ftAyGIAOs2mo+qLYvtbaew+7hjMTR8eT1LsPEOQ7WY/3ihQMYhIeJM/q0QVPhyqvo80o7xkriC0uLVEFITBKIxy8okiVrwS1gvj+U7xMRcrbgipAoQ5bKK3TiGQonPSCiakFszY8J0WNRui2TF9dsjRdGpVrMPstqD8O0Oy73XpcPHqt6mkBFJYx9+V4oBuJ3fK5ma9PZpcWGDdpHEPIiItpoXSfYxNBLTEiaiuV5oVtP+D6sWo5tu1h1ZyGyjp64uGs9qclcjpUcLfiEraZr5C0kyuH18S7GMXp0Z7yfpOYqkhwyX/XCXF8s8HJSeyCMu8IHDawJQVPoGsr/Jk2UHwPfXfbq7qiubJUYGOU8SBMZ7Nq4cn2i4GisCkZYJxW9SHdCGCQdLn1EHxSK57xJnaJbtHrLYlErV+A6fMcfP1GWJjqPDEbxcmQbG/73A1qMuwwSaUVW3zc5GjHOYsSC9+2MuXhRaeqonKLTrbXU5/QJHqotKCDHUUpqUjoj3iY2dcv2hW2vVQuTz3v88jkZD35gS46DwDiKlvpIakN2qGSrmlqhMxuMrXDXFYKDx8aBqAarCklRJp6Y4QZUGwAVN3Sh78NxtVugKk+NTLMGmzpDbMMiIEqbHu5QRCUJhRZqgvdcV4mnUrb3LNcohTqU3wkYb9zldWEtBbbM4r1FTZhR8mzkOy2t0Bl/q1pdIWkS4JW8DZW1QlgyXmSxStwjDuNLMGytXWaoVDUK1ayIvGNaJpFSXt43Ync1RneMvoWO4f0wD1/eX2zxHJM6w0J/lO+kiQ3Zuu5+Fmiq3G/r4ucgiZlaG5QsBvokQLrbHgjjDngWSYu7t8wY24qILXj2Igkc2DLEkIjueK1iqFOPm0kQNtZVlyzWOhhqZ6QFjlHK8dzlPDJQJVha+3Omqmv8oR1A8TXKIMpUQ6N1KJXXS+sArSSqLcwrLcYmQyzCe0yVaYsBxMEhER5rwjW0mGA80MRDSiP6HMQ4ezuxBauVK7PRe85b9EGiENC0gV4HtN69nF92OSFDs2XdhOOHIKghSZ2sgPNskxYiwbNTJAlHho7nn1svz4syQfI3XjhQLa6vlc9+ta13Cq3hbwuxWpR25xIqplOGVOHzVtm2cHbcBLYSTr9qS+EJ998av7AbgQekD9txpRSB9hgbXgnC6sS4AKz39CVJSp6F4P0xI0bGgBhT96M7uwHB0x1eTHhmsSS0vBaPV8QIy/NV/v7966l2LJqqScjDAtL2iewmxbGQ40ifxHMmdmri12Vcx4Y79vAlcXDRwYh3BgLllHXqjLn37nVkfuPjx8Y8Xi7iv+N5J9csEsQSh/hov/0B5LlDa7yN1R0IRv4OGDWu3F5MBxRIJsanRRpY/m+8ARd8fpHimEZl+oxVpKphkJYs5zM0ltIXmhajK8eRJlz62mrmXlNDHlLMfEmVobGifS2FH1THoMn1Wv9doY/FBj4+brWwELh78OXAglfR9UziIr6SOq2VbTHTKOKf+MQNaLfh4v0Ijhp7bGI0oA3OtXVUaT1cb7AWPUP5Xmje6MYUNGsVzTwJ3njig6MSBBXvKknb4hptwepuXwWWiL+2ONGo8zn5kWuPrqVzzWHBMlEZPrf4pVmX2hgMX2JCYWql3YmaRodkm/i+W8+5GzcQr9/J/krCkhTl6FJN47+TkJDDfS2GXuLqTrKjlJ2AtW1JuPgzllYSOr6HRSMlglyNbXcFcUuU9YlDtn0G8fdtWwpSzvlh+TNtolELg9yHy9/fFeG6ZD7EJIHWILsfqYsQK7aG4/j7sUSOQzSeYkaOcPTj+NVHtQfKuMctwXgj67cmPktVEpnMgkFO/DZdXhfGjCQxAV77PfHcdRuCq+K1w/3BT3ktXiy0svSSOhjk3ONt8t15nQZPQQKmbf1FN/BjT16uE+jUWlysi1qkdWBHBLw/OoY8/FjT3R2zpZI5L75Vt4sLkrukixamiaGTuA9sOG7TMXLaQw5Scg3/ekyJE0jAedTae6N+Mp+wOIjhF8aMyEpYq5zX7rH2rF8tVCryn00c48Uapy9jKk2SO489BESJglMLc8Ya5eSKZbe1MPlbT1Jh/v/tnV2IVVUUx39/xxmLFMrUEEdyAl8kpCQiMEIiyiyyRx8CH4Jeix5iRAh6rIfoOSoQ+vClJPGpoQ96yzRnamScHGsgmaEpJPp4qJxWD2ede3fXUSTv3H3dZ/3gcPZe9xzu+q+Zu84+++y9z0VPRgN194wuTfokya5uHQ4stpf5TVra9d9khd8FDKxcbMW+NY7dl1aoRvS0R7vUk8rqlntdv+h3LXW3W/pgFVhyZc806aTzEFpLWKg9vK9+mfbi4orWhKi0v/sfU+s30YphEsvU3/rc+tWOdXJsPX9JEnbnbO30QljPIK0bR0Z7IuDQymqlyfT8S1rytP/HO1vU0F6ioBp+ae5P+x2pQOtiU79sI52B336+0f6+1iJnMn95if3n7uNqliCQdY5zy4Ckn4A/gJ9z+5KJdYT2JhLam0k3td9uZuuX+qAvkjuApBNmdk9uP3IQ2kN70wjty6+9b7tlgiAIgv9PJPcgCIIC6afk/npuBzIS2ptJaG8mPdHeN33uQRAEQffop5Z7EARB0CWyJ3dJuyVNS5qRNJrbn24j6S1JC5ImE9taSWOSzvr+luSzAx6LaUmP5PG6O0jaLOlTSVOSTkt61u3F65d0g6TjkiZc+0tuL157jaQBSackHfN6I7RLmpX0jaRxSSfc1nvtZpZto1oK4hxwBzAETADbcvq0DBofAHYAk4ntFWDUy6PAy17e5jFYBYx4bAZya7gG7RuBHV5eA3zrGovXTzUXZbWXB4EvgPuaoD2JwfPAu8AxrzdCOzALrOuw9Vx77pb7vcCMmX1nZn8Bh4G9mX3qKmb2OXChw7wXOOTlQ8CTif2wmf1pZt8DM1Qxui4xs3kz+8rLvwFTwCYaoN8qfvfqoG9GA7QDSBoGHgPeSMyN0H4Zeq49d3LfBPyQ1M+7rXRuM7N5qBIgsMHtxcZD0hbgbqoWbCP0e7fEOLAAjJlZY7QDrwEvQLI4VHO0G/CRpJOSnnFbz7XnXhVyqdVvmjx8p8h4SFoNvA88Z2a/6vJvGShKv5ktAndJuhk4IunOKxxejHZJjwMLZnZS0q6rOWUJ23Wp3dlpZnOSNgBjks5c4dhl05675X4e2JzUh4G5TL70kh8lbQTw/YLbi4uHpEGqxP6OmX3g5sboBzCzX4DPgN00Q/tO4AlJs1RdrQ9KeptmaMfM5ny/AByh6mbpufbcyf1LYKukEUlDwD7gaGafesFRYL+X9wMfJvZ9klZJGgG2Ascz+NcVVDXR3wSmzOzV5KPi9Uta7y12JN0IPAScoQHazeyAmQ2b2Raq3/QnZvYUDdAu6SZJa+oy8DAwSQ7tffBkeQ/VKIpzwMHc/iyDvveAeeBvqqv008CtwMfAWd+vTY4/6LGYBh7N7f81ar+f6hbza2Dctz1N0A9sB0659kngRbcXr70jDrtoj5YpXjvVyL8J307XOS2H9pihGgRBUCC5u2WCIAiCZSCSexAEQYFEcg+CICiQSO5BEAQFEsk9CIKgQCK5B0EQFEgk9yAIggKJ5B4EQVAg/wJ4oYzL3rf/IAAAAABJRU5ErkJggg==", |
| 125 | "text/plain": [ |
| 126 | "<Figure size 432x288 with 1 Axes>" |
| 127 | ] |
| 128 | }, |
| 129 | "metadata": { |
| 130 | "needs_background": "light" |
| 131 | }, |
| 132 | "output_type": "display_data" |
| 133 | } |
| 134 | ], |
| 135 | "source": [ |
| 136 | "bw_im = cv2.cvtColor(im,cv2.COLOR_BGR2GRAY)\n", |
| 137 | "print(bw_im.shape)\n", |
| 138 | "plt.imshow(bw_im)" |
| 139 | ] |
| 140 | }, |
| 141 | { |
| 142 | "cell_type": "markdown", |
| 143 | "metadata": {}, |
| 144 | "source": [ |
| 145 | "## Braille Image Processing\n", |
| 146 | "\n", |
| 147 | "If we want to apply image classification to recognize the text, we need to cut out individual symbols to make them similar to MNIST images that we have seen before. This can be done using [object detection](../11-ObjectDetection/README.md) technique which we will discuss later, but also we can try to use pure computer vision for that. A good description of how computer vision can be used for character separation can be found [in this blog post](https://learnopencv.com/image-alignment-feature-based-using-opencv-c-python/) - we will only focus on some computer vision techniques here.\n", |
| 148 | "\n", |
| 149 | "First, let's try to enhance the image a little bit. We can use the idea of **thresholding** (well described [in this OpenCV article](https://docs.opencv.org/4.x/d7/d4d/tutorial_py_thresholding.html)): " |
| 150 | ] |
| 151 | }, |
| 152 | { |
| 153 | "cell_type": "code", |
| 154 | "execution_count": 99, |
| 155 | "metadata": {}, |
| 156 | "outputs": [ |
| 157 | { |
| 158 | "data": { |
| 159 | "text/plain": [ |
| 160 | "<matplotlib.image.AxesImage at 0x1de4e26d9a0>" |
| 161 | ] |
| 162 | }, |
| 163 | "execution_count": 99, |
| 164 | "metadata": {}, |
| 165 | "output_type": "execute_result" |
| 166 | }, |
| 167 | { |
| 168 | "data": { |
| 169 | "image/png": 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", |
| 170 | "text/plain": [ |
| 171 | "<Figure size 432x288 with 1 Axes>" |
| 172 | ] |
| 173 | }, |
| 174 | "metadata": { |
| 175 | "needs_background": "light" |
| 176 | }, |
| 177 | "output_type": "display_data" |
| 178 | } |
| 179 | ], |
| 180 | "source": [ |
| 181 | "im = cv2.blur(bw_im,(3,3))\n", |
| 182 | "im = cv2.adaptiveThreshold(im, 255, cv2.ADAPTIVE_THRESH_MEAN_C,\n", |
| 183 | " cv2.THRESH_BINARY_INV, 5, 4)\n", |
| 184 | "im = cv2.medianBlur(im, 3)\n", |
| 185 | "_,im = cv2.threshold(im, 0, 255, cv2.THRESH_OTSU)\n", |
| 186 | "im = cv2.GaussianBlur(im, (3,3), 0)\n", |
| 187 | "_,im = cv2.threshold(im, 0, 255, cv2.THRESH_OTSU)\n", |
| 188 | "plt.imshow(im)" |
| 189 | ] |
| 190 | }, |
| 191 | { |
| 192 | "cell_type": "markdown", |
| 193 | "metadata": {}, |
| 194 | "source": [ |
| 195 | "To work with images, we need to \"extract\" individual dots, i.e. convert the images to a set of coordinates of individual dots. We can do that using **feature extraction** techniques, such as SIFT, SURF or [ORB](https://docs.opencv.org/4.x/d1/d89/tutorial_py_orb.html):" |
| 196 | ] |
| 197 | }, |
| 198 | { |
| 199 | "cell_type": "code", |
| 200 | "execution_count": 100, |
| 201 | "metadata": {}, |
| 202 | "outputs": [ |
| 203 | { |
| 204 | "name": "stdout", |
| 205 | "output_type": "stream", |
| 206 | "text": [ |
| 207 | "First 5 points: [(307.20001220703125, 40.80000305175781), (297.6000061035156, 114.00000762939453), (423.6000061035156, 133.20001220703125), (242.40000915527344, 144.0), (103.68000793457031, 57.60000228881836)]\n" |
| 208 | ] |
| 209 | } |
| 210 | ], |
| 211 | "source": [ |
| 212 | "orb = cv2.ORB_create(5000)\n", |
| 213 | "f,d = orb.detectAndCompute(im,None)\n", |
| 214 | "print(f\"First 5 points: { [f[i].pt for i in range(5)]}\")" |
| 215 | ] |
| 216 | }, |
| 217 | { |
| 218 | "cell_type": "markdown", |
| 219 | "metadata": {}, |
| 220 | "source": [ |
| 221 | "Let's plot all points to make sure we got things right:" |
| 222 | ] |
| 223 | }, |
| 224 | { |
| 225 | "cell_type": "code", |
| 226 | "execution_count": 109, |
| 227 | "metadata": {}, |
| 228 | "outputs": [ |
| 229 | { |
| 230 | "data": { |
| 231 | "image/png": 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", |
| 232 | "text/plain": [ |
| 233 | "<Figure size 432x288 with 1 Axes>" |
| 234 | ] |
| 235 | }, |
| 236 | "metadata": { |
| 237 | "needs_background": "light" |
| 238 | }, |
| 239 | "output_type": "display_data" |
| 240 | } |
| 241 | ], |
| 242 | "source": [ |
| 243 | "def plot_dots(dots):\n", |
| 244 | " img = np.zeros((250,500))\n", |
| 245 | " for x in dots:\n", |
| 246 | " cv2.circle(img,(int(x[0]),int(x[1])),3,(255,0,0))\n", |
| 247 | " plt.imshow(img)\n", |
| 248 | "\n", |
| 249 | "pts = [x.pt for x in f]\n", |
| 250 | "plot_dots(pts) " |
| 251 | ] |
| 252 | }, |
| 253 | { |
| 254 | "cell_type": "markdown", |
| 255 | "metadata": {}, |
| 256 | "source": [ |
| 257 | "To separate individual characters, we need to know the bounding box of the whole text. To find it out, we can just compute min and max coordinates: " |
| 258 | ] |
| 259 | }, |
| 260 | { |
| 261 | "cell_type": "code", |
| 262 | "execution_count": 120, |
| 263 | "metadata": {}, |
| 264 | "outputs": [ |
| 265 | { |
| 266 | "data": { |
| 267 | "text/plain": [ |
| 268 | "<matplotlib.image.AxesImage at 0x1de74b0fac0>" |
| 269 | ] |
| 270 | }, |
| 271 | "execution_count": 120, |
| 272 | "metadata": {}, |
| 273 | "output_type": "execute_result" |
| 274 | }, |
| 275 | { |
| 276 | "data": { |
| 277 | "image/png": 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", |
| 278 | "text/plain": [ |
| 279 | "<Figure size 432x288 with 1 Axes>" |
| 280 | ] |
| 281 | }, |
| 282 | "metadata": { |
| 283 | "needs_background": "light" |
| 284 | }, |
| 285 | "output_type": "display_data" |
| 286 | } |
| 287 | ], |
| 288 | "source": [ |
| 289 | "min_x, min_y, max_x, max_y = [int(f([z[i] for z in pts])) for f in (min,max) for i in (0,1)]\n", |
| 290 | "min_y+=13\n", |
| 291 | "plt.imshow(im[min_y:max_y,min_x:max_x])" |
| 292 | ] |
| 293 | }, |
| 294 | { |
| 295 | "cell_type": "markdown", |
| 296 | "metadata": {}, |
| 297 | "source": [ |
| 298 | "Also, this text can be partially rotated, and to make it perfectly aligned we need to do so-called **perspective transformation**. We will take a rectangle defined by points $(x_{min},y_{min}), (x_{min},y_{max}), (x_{max},y_{min}), (x_{max},y_{max})$ and align it with new image with proportional dimensions:" |
| 299 | ] |
| 300 | }, |
| 301 | { |
| 302 | "cell_type": "code", |
| 303 | "execution_count": 122, |
| 304 | "metadata": {}, |
| 305 | "outputs": [ |
| 306 | { |
| 307 | "data": { |
| 308 | "text/plain": [ |
| 309 | "<matplotlib.image.AxesImage at 0x1de74cf0f70>" |
| 310 | ] |
| 311 | }, |
| 312 | "execution_count": 122, |
| 313 | "metadata": {}, |
| 314 | "output_type": "execute_result" |
| 315 | }, |
| 316 | { |
| 317 | "data": { |
| 318 | "image/png": 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|
| 319 | "text/plain": [ |
| 320 | "<Figure size 432x288 with 1 Axes>" |
| 321 | ] |
| 322 | }, |
| 323 | "metadata": { |
| 324 | "needs_background": "light" |
| 325 | }, |
| 326 | "output_type": "display_data" |
| 327 | } |
| 328 | ], |
| 329 | "source": [ |
| 330 | "off = 5\n", |
| 331 | "src_pts = np.array([(min_x-off,min_y-off),(min_x-off,max_y+off),\n", |
| 332 | " (max_x+off,min_y-off),(max_x+off,max_y+off)])\n", |
| 333 | "w = int(max_x-min_x+off*2)\n", |
| 334 | "h = int(max_y-min_y+off*2)\n", |
| 335 | "dst_pts = np.array([(0,0),(0,h),(w,0),(w,h)])\n", |
| 336 | "ho,m = cv2.findHomography(src_pts,dst_pts)\n", |
| 337 | "trim = cv2.warpPerspective(im,ho,(w,h))\n", |
| 338 | "plt.imshow(trim)" |
| 339 | ] |
| 340 | }, |
| 341 | { |
| 342 | "cell_type": "markdown", |
| 343 | "metadata": {}, |
| 344 | "source": [ |
| 345 | "After we get this well-aligned image, it should be relatively easy to slice it into pieces:" |
| 346 | ] |
| 347 | }, |
| 348 | { |
| 349 | "cell_type": "code", |
| 350 | "execution_count": 164, |
| 351 | "metadata": {}, |
| 352 | "outputs": [ |
| 353 | { |
| 354 | "data": { |
| 355 | "image/png": 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|
| 356 | "text/plain": [ |
| 357 | "<Figure size 21600x14400 with 50 Axes>" |
| 358 | ] |
| 359 | }, |
| 360 | "metadata": { |
| 361 | "needs_background": "light" |
| 362 | }, |
| 363 | "output_type": "display_data" |
| 364 | } |
| 365 | ], |
| 366 | "source": [ |
| 367 | "char_h = 36\n", |
| 368 | "char_w = 24\n", |
| 369 | "def slice(img):\n", |
| 370 | " dy,dx = img.shape\n", |
| 371 | " y = 0\n", |
| 372 | " while y+char_h<dy:\n", |
| 373 | " x=0\n", |
| 374 | " while x+char_w<dx:\n", |
| 375 | " # Skip empty lines\n", |
| 376 | " if np.max(img[y:y+char_h,x:x+char_w])>0:\n", |
| 377 | " yield img[y:y+char_h,x:x+char_w]\n", |
| 378 | " x+=char_w\n", |
| 379 | " y+=char_h\n", |
| 380 | "\n", |
| 381 | "sliced = list(slice(trim))\n", |
| 382 | "display_images(sliced)" |
| 383 | ] |
| 384 | }, |
| 385 | { |
| 386 | "cell_type": "markdown", |
| 387 | "metadata": {}, |
| 388 | "source": [ |
| 389 | "You have seen that quite a lot of tasks can be done using pure image processing, without any artificial intelligence. If we can use computer vision techniques to make the work of a neural network simpler - we should definitely do it, because it will allow us to solve problems with smaller number of training data." |
| 390 | ] |
| 391 | }, |
| 392 | { |
| 393 | "cell_type": "markdown", |
| 394 | "metadata": {}, |
| 395 | "source": [ |
| 396 | "## Motion Detection using Frame Difference\n", |
| 397 | "\n", |
| 398 | "Detecting motion on video stream is a very frequent task. For example, it allows us to get alerts when something happens on a surveillance camera. If we want to understand what's happening on the camera, we can then use a neural network - but it is much cheaper to use neural network when we know that something is going on.\n", |
| 399 | "\n", |
| 400 | "The main idea of motion detection is simple. If the camera is fixed, then frames from the camera should be pretty similar to each other. Since frames are represented as arrays, just by subtracting those arrays for two subsequent frames we will get the pixel difference, which should be low for static frames, and become higher once there is substantial motion in the image.\n", |
| 401 | "\n", |
| 402 | "We will start by learning how to open a video and convert it into a sequence of frames: " |
| 403 | ] |
| 404 | }, |
| 405 | { |
| 406 | "cell_type": "code", |
| 407 | "execution_count": 42, |
| 408 | "metadata": {}, |
| 409 | "outputs": [ |
| 410 | { |
| 411 | "name": "stdout", |
| 412 | "output_type": "stream", |
| 413 | "text": [ |
| 414 | "Total frames: 876\n" |
| 415 | ] |
| 416 | }, |
| 417 | { |
| 418 | "data": { |
| 419 | "image/png": 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