{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Principle of Image Processing in OpenCV\n", " Ali Dariush (Monday Dec.25th - IPM)\n", " E-mail: ali.a.dariush@gmail.com\n", "\n", "### In this workshop, I will briefly introduce the computer vision package [OpenCV](https://opencv.org) and some of its functionalities through a case study in the field of *Digital Pathology*. At the end of this workshop, you will learn:\n", "\n", "1. Read/write images in OpenCV \n", "2. Creating reference image (e.g., image colour convolution)\n", "3. Image pre-processing / binarizing (e.g. denoising)\n", "4. Image segmentation\n", "5. Feature extraction\n", "6. Creating output catalogs (e.g. FITS or CSV formats) and finally\n", "7. I will show you how to check the output catalogs and overlay them on images using tools such as [TOPCAT](http://www.star.bris.ac.uk/~mbt/topcat/) and [ALADIN](http://aladin.u-strasbg.fr).\n", "\n", "### During the coding, I will use quiet often the official OpenCV [online documentation](https://docs.opencv.org) for the version of the OpenCV I am using. I also take advantage of other Python libraries such as: \n", "1. [Numpy](http://www.numpy.org) for matrix operation/manipulation (since all images are in the form of matrix)\n", "2. [AstroPy](http://www.astropy.org) to create output catalogues (in CSV or FITS formats)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 1. Reading / Displaying an image" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 122 images of format '.tiff' in './ER-TMA-sample/' folder.\n" ] } ], "source": [ "# I/O settings (input image/data path etc.)\n", "# -----------------------------------------\n", "\n", "# library\n", "import os\n", "\n", "# reading list of images of a given format/type\n", "img_path = \"./ER-TMA-sample/\"\n", "img_type = \".tiff\"\n", "img_list = [each for each in os.listdir(img_path) if each.endswith(img_type)]\n", "\n", "# output number of images\n", "print \"There are %d images of format '%s' in '%s' folder.\"%(len(img_list),img_type,img_path)\n", "# print img_list" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Image file name is \tMETA01CAMBS_0_10_1.tiff\n", "Image name is \t\tMETA01CAMBS_0_10_1\n", "OpenCV version is \t3.2.0-dev\n" ] } ], "source": [ "# Reading / Displaying image\n", "# --------------------------\n", "\n", "# OpenCV library \n", "import cv2\n", "import os, ntpath\n", "\n", "# Reading the first image file (Note that this reads an image in BGR order rather than common RGB order)\n", "img_file = img_list[0]\n", "img_bgr = cv2.imread(img_path + img_file)\n", "\n", "# Let's also define a function that read the 'image file name' and return its 'name' only (i.e. without extension)\n", "def get_fName(img_file):\n", " '''Return the name of a file.'''\n", " file_name , file_extension = os.path.splitext(img_file)\n", " file_name = ntpath.basename(file_name)\n", " return file_name\n", "\n", "# Image name (without extension)\n", "img_name = get_fName(img_file)\n", "\n", "# Print a few outputs\n", "print \"Image file name is \\t%s\"%img_file\n", "print \"Image name is \\t\\t%s\"%img_name\n", "print \"OpenCV version is \\t\", cv2.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that img_bgr is a matrix and is read into OpenCV as a Numpy array. Let's get some information about this image using Numpy:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Summary of image properties\n", "===========================\n", "image shape is: (1023, 1024, 3)\n", "image height is: 1023 pixels\n", "image width is: 1024 pixels\n", "number of channels is: 3\n", "Image type is:\t\n", "Image array data type is:\tuint8\n", "\n", " The 1st channel is BLUE (B):\n", "[[236 236 234]\n", " [237 236 235]\n", " [237 237 235]\n", " ..., \n", " [234 231 232]\n", " [234 233 232]\n", " [ 0 0 0]]\n", "\n", " The 1st channel is GREEN (G):\n", "[[235 235 234]\n", " [235 234 236]\n", " [237 234 234]\n", " ..., \n", " [235 231 231]\n", " [233 232 230]\n", " [ 0 0 0]]\n", "\n", " The 1st channel is RED (R):\n", "[[237 234 233]\n", " [236 236 232]\n", " [237 236 236]\n", " ..., \n", " [234 231 232]\n", " [233 232 233]\n", " [ 0 0 0]]\n" ] } ], "source": [ "# Output image characteristics\n", "img_height, img_width, n_channel = img_bgr.shape\n", "\n", "print \"Summary of image properties\"\n", "print \"===========================\"\n", "print \"image shape is: \",img_bgr.shape\n", "print \"image height is: %d pixels\"%(img_height)\n", "print \"image width is: %d pixels\"%(img_width)\n", "print \"number of channels is: %d\"%(n_channel)\n", "print \"Image type is:\\t\",type(img_bgr)\n", "print \"Image array data type is:\\t\",img_bgr.dtype\n", "print \"\\n The 1st channel is BLUE (B):\\n\",img_bgr[0]\n", "print \"\\n The 1st channel is GREEN (G):\\n\",img_bgr[1]\n", "print \"\\n The 1st channel is RED (R):\\n\",img_bgr[2]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Displaying an image using matplotlib library\n", "from matplotlib import pyplot as plt\n", "\n", "# show image\n", "img = plt.figure(figsize = (5,5)) \n", "ax1 = img.add_subplot(111)\n", "ax1.imshow(img_bgr)\n", "plt.title(img_file)\n", "plt.show()\n", "plt.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Although the image is displayed, the order of its channels are not correct. In fact, the order of channels as read by OpenCV is B (blue) G (green) R (red) whereas most of image processing libraries/packages such as [Matplotlib](https://matplotlib.org), [PIL](http://www.pythonware.com/products/pil/) and [Scikit-image](http://scikit-image.org) read a colour image as RGB. So before using Matplotlib to display the image, we need to change its order of channels from BGR to RGB. This can be done in 1 line using OpenCV command *cv2.cvtColor*. Let's write a function to display an image read by OpenCV using Matplotlib:\n", "\n", "#### (Note: To display an image using OpenCV command 'imshow()', you do not need to change the order of image channels)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# Write a function to display images\n", "# ----------------------------------\n", "\n", "def display_image(img_cv, Size = 5):\n", " \n", " '''\n", " This function read an OpenCV image and display it using matplotlib library.\n", "\n", " Input arguments:\n", " img_cv: OpenCV image in BGR colour space (numpy array)\n", " Size: size of the displayed image (integer, default = 5)\n", " \n", " Output: Display image in RGB colour space.\n", " '''\n", " # Check if image is multi-channel (colour) or single-channel (e.g., black & white)\n", " img_array_dimension = len(img_cv.shape)\n", " \n", " # create a matplotlib figure\n", " img = plt.figure(figsize = (Size, Size)) \n", " ax1 = img.add_subplot(111)\n", "\n", " # if image is multi-channel\n", " if img_array_dimension > 2:\n", " \n", " # convert BGR to RGB image\n", " img_new = cv2.cvtColor(img_cv, cv2.COLOR_BGR2RGB)\n", "\n", " # Show image in matplotlib\n", " ax1.imshow(img_new)\n", " \n", " # if image is single channel\n", " else: \n", " img_new = img_cv\n", " \n", " # Show image in matplotlib\n", " ax1.imshow(img_new, cmap='gray')\n", "\n", " plt.show()\n", " plt.close()\n", " " ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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mgkRCIHNTz2BUCaqppJUDcqGzElo5QQ1CFc8tVXiqc5BVjFhqPFYDQQwmRDYsITJGJH6vJDIiRED2UJmo/5OqSm/Tw/wux3sazH634+mnn9YvPf8lRKM2YABECfNTnrt2JuoYSlpBHBCiECwmOVs+6opBA04seAUTVywnEdYgIBpVEsRHQX1+HBHm/qQJmgRzxVjY/NbnkROPU0+FvAPTYUmn1UZQZoMBvSPrNJcWcXbKbDCjqi1Sjikrz/7bb3F5e8AzH3qSIEqe51R1NHUy59i8eBWztMyR9T4BRazj5g9uc6POefx0hrMtur0GxWCI9wHbaSCzPZgO8PkCTAue/8YOG2c6VJd+SOODz7I83sNsrLLaE5q5oawD5DneK1oLWcsxm45oTLaht0EoAzujCqkK8uUes++9xN2sxWMPHyc0O+TWUJSeYrDN7t6Mtptw5KGfoA4FVTFBygZ2MYfZjLoOOJeh3pO1mogodVmxu3uVpbawf3XAuFROPvMY01GBFAM2f3idZienpMvKmaM0M0PIm9STKbaa4JYWKQYTOuurFJMSmU3Jej3KaYWvavAVrZXFuLC5BrPBPsZmjGaO3qLDFLvsXLnHlWv7aGeBfHObn/inH2JSNJntj8mpqLxntD/Bac3RR88gpoUoVFVNlieTS4HkvosB1agzarARIISoXSdWFf8LWOMOSuhULyMqkfWrEsREXc6AhFiOxspyTqnSc5DKXYKk46cyUqMmaZKhYzRWTHOQiaiUygzVA3cYjZ9BUokdxENihj4BeMCCKFaEkADOmnR+RpLSND8/idq+mmgOvYPBKgahRpMKhZ9XcIJoMobS6+fnFA1WIh6k8zfMy2nhuec+zcsvv/SuUPF93sssSBKDIeA1gaHOXToBySI4mUjxNc4skPuTwSCxHFONGoSReCNVo6MWpeGkZ5uk8UhycpMrqBq1iypqi8aWiNkjSMWl4iiTXpdOS2kFT2+xR7a8gsmbdDYWMMU+5f4udy8NqKYVflpSqCXUM7YmU46t9Xj78ghxjqyVpc8VAfvYQ0dZP7pAPZmRi0HLwKmHjvOxxxfJ6oLM7nDxD/6Qv/h336DY20GKgh/c8JS9Fd546XuMTJNf+I1H+MDHHmTl5BH6sxnHHj/G2lob23CUZUVRgY63aaqn3bOESsmC8vaffAcd7xBCQStX+n3H1isvctPXrI7f5u69gswaQh2wWaC7tsGNQYd67SHybo4fbFPtTjGupt7epg6K2hYmU/av74ARyrLi0msXGWzDd18r2QYufftNiv0Z5XBE0Cbbvsfg7oj1MyfQqqacFoStqyw1bmN7OQZD3mpRj0ucr6Czgsdh1OP8Ntuvfg0d3CSUUya7e2ROcbZiYx1aTcfWCG7duE7r+DLjnQH5mS5bX/0rBm+9gfUTautYOLpO/+gKi8uLbL95ETE1KgGbG7xwwOqUQNi9EsFQ4/w1Bow9WMVjokEErMEYF+eiSeZfWnZ90sB8koaMRACUxCYFPYiwREBLjmvSCiUZkjH9EE0OxUbWODdNkOiUq0WSqZJW/GiomIDJDKqCRxLpjLKUUYHkwFsNkRlKiKCrYLxEcmICaJ0+OYkJR+aqRlFrI4uWGlWJx/IS7XobUdnL3IoBbwQxBg1yYIJG+cDGaz8nLumY73a8zwGRg1hMLJFJOl6cACqKUGIloFUUh434OGHU45mXF5rs/vlNDYn6B+axACFNTqsEbxHNokvsFAllBFgFrEMchP0r/Pnzb7P/1j0eefIIS3e2qUOgkEYsi/sVjbzGl5axtMHmLB3voK6JtDIsEk2F7iqbg5yzDy+htsl4v4jHJU4MX3nq2ZTQiIZKlEzjpLCtPq/97leYnD/Ggz/1MH/1V7dQIyzlU/ZvTrh+tUO/k/Glf/FV7rz2Q6pWg42HNqAKmHqCTicohrwqKcoG08oyuFuRt2E2GvL7kx4v/tvvkDlHu2GZbM/YvDvlwY+c5fputOENoKamLKNZ9ZMfP8FKVoOvqSoh6zlCrZi8h1VHs5Ux2q3oPXSSejrAGI/rL3H7K19n4+5Fbn/nFo/92i8imaPVX8B1ujz+xEnWPvYhxE+iYG4db7xxg9/+37/J1//v55kNRxE8qzGjvSGmHCCzIZ6SO3e2eOHeAn/6ey8AM6ypmY1LxgNl5+oOZV3T7fa5vHuC4Wu3yVW5fXPGGzuWL3zuZTRUNHWK+jGmqKjJob3A1rdfgOoOFsWEqLMc6GmLp9NiSwJFgw+JqJjows4Fw0gK5SBiM8/NOhO1a0ilb5q7XlM8R6IDq3MmKLGKinlMEoiQyl2T3OF4j4TIRGPpHBmpRnxOrnH8PJLKbiRJUGpxAmKjMRNfFsv56J1EYdQYIdgI2NNBDbOKubuiXlKFF6LOZwJGozgZRDBJLyVoMmiSq6wAkuJJ6RqKIiFqkV59jO8c+JyWv4ur8r4vmb/4589jiPphwEcW5yzBB0wQxCRhNmk6Iel9egB0ilUhmIAG0uoYjZngDcaatLqSzJe0SqbymKD4ugbnsBrdsXp4lauXSnxrjZPHHLO9faxrEvKMapaxcCRn99IuwViWziyjV7+GWTrC5OZtug9+lMHVa0jDUZXxmDFEXGNtG19N8GQ465EAwTic1tQ4XC5URaDZbwAQKuHyxTc43Rtw8Y2a9toxTj12nC984Q0++QHHlctNmkeWOHFmgeFgymI3B7EEY3AKw+0hprVAe7lN1mpFF9MI40lFsIaqrvgf/5vf5b/7zSdYO7WMyw3jkPGD7/6ARmeDpz50jFAXaFWjLo85vbJApIFxSjmY0uh1KacVuBqLwxceu9yjuHmF29eGLJw7wdKCY1xZmrkgZY0Yj2pG1u0wubOFbShiWqhVqAO3rl3nhT/7Hiunl5iOGzz3689iRamHI4LLcWGGlxa+mvHSd37IU0+s8a//1dd45JGH+YmfeQZPLOVsr4WvoRwrnbZQG0Oxs8kPvvYiF199C1nt8txnPs1oMKS1YFk+dgKMw9ucYlowvLOPn445//GHEG0BAa1DXDRF0ZRPnBsYcxZHqk6jWRhdYZLh4UxkYEHjXDXR6iVgkWDi+yamqKmqifM7ZgNF54t8CoCrHmQJI854lAwTvWKAWMISq6yQkoVB0l9oiFEzNGUzIjsMIjH+pjYSBXO/bEcjINlEWtIJgBXEx+c1PloBO7eTIUoBYQ7fikg4IDFKYqaJDAWZZ0GjZuuR6DXYgHpDsIGff+45Xn7p3ZXM73NTRdIF8Gi6UIiJlDxNlIh/6QKnmIEVJYS4VETzyiA+BWWx2OR2GRM7HSSZKyEIKiaKuBrwEgHX5gZ0BKHg9d/5HTavGIaLx1lsvcbqc89STmZki316TaEY3mH3chPWj7Let4T9K/zxF7ZY7W9x5bUrfPKfPECrYQi+gXNKq9ehrktCJVTFBNtuk1vFVwFMjjMxYOt8fNhymVENBtjmAuU4sLq8yrdfV049uM56z2KMh6Jmr1ilvwqrKzm28nQbOZU3mLxBIwtsXp6y9tAZWk2DCQbxm2x9+Rus/PTP0WwtYtSjWYN//i//C5Ro1pSjEYudLp/85Z9murVPUXjKaQYeFhcCHkcQhxrwgymuaRkNCpwFqzm1DwRqwv4+125b7ro1uLbF8hNn0DIja0Hdtdgsw1Ql4619gmnQtPF9/aSCluX4gw9Qt4+wttqmgyWMSsZlg8bqcbpLDWajGe1Wg+H+lKWju1z8w/+X/+Q/fIIXXy944xvfZlEMax//EHYyIWs1CbYkNBcp9kbQ6LLwgafpDEtWl45we3ufG5fGnDrTx7ZmTPYmrK+3WDy6AjPDsLPC7e/+kI3HljDNM/gsMjKrcQHGRYMj1DH4HF3RGCKeR2k05VpNirRI+plJsRJqn2hSBFdCSMZJ1CBV0rz1Pn5Nco7NXD4yKdBsMAlu6nnZ6wwQ9bwwj7TEhynKRC661VZi2SwEvMTgGkSgjNJoSnBIBLCYExTwCXYPXKIUyQmKsSZdl/niEaUiH0KqPCKLlRAVxqAaF925G5ViQAc9aCbps1YjU/y7IM77nSF++ct/TvK6QC0qNcaYGKMBYvqaCI51CpLauFLOc4UmkJSUGJdhvnIqGLEEfJpQGl3puVsnhhA8VgpGV16D5QtcvXwLLr3ISj/n1cuLfPQffZRqMmLh1DGs9+xvb2PbbTqtDD/dZ7Q1pCq22NpXTFXREUtzuUHWP4o4Q7W/g5URNFZwjTZ1nSIS9ZSs26fYuseX//BlPvncA1inXH79Mq2lFZrOsXzmfOx8mBXIsSPkgwl7oaSngs0seWZxHUNZxNJbKPFjUCztRUuj16bWDPE1v/cnr/PqH/0Vp55+mP/qP3+A8c0Rk9JAfxm32iJMPfW0wuzvka/1yJzBmBCvne1Qz0qqaoZVi8ktecPjbBOPoZxBngdGgykSPFnmCCihrJBgyMKU/tll7lwfsrLQwPYzpndnNJcb1N5hpcTs7zKc5ZS9DfrLOU6EovJMt/aRsiLXkmbHYJpNtNFGncO4wPCtTQZ1oM5qLn79B/TXVxjuDHn4dIvs6Ana7RbeV2QWqsrgFhbwkwkEz/WLt8ml4s5uyanTffYmjq3dkh+8+Dqf/vg5OitNyu2ChYeOsv32XS586glUm8w7V+JjalAJOIVKEoOpSW2MyfFNX5MaCdA5aYoNA/aATSbulCrpWEGQTBAhHOTx4t/Oy+2D7r4QEpOQ2KnlQyRvIZp18SlJPE+jHhhNjgjO6e2TfBUQmXePKWLswSFFQ6y/fXSkIUvnE6/F3Kyxc6OJaByJCISYNhQSaBpDBTiZLyBJ8w8xeO4BDZH9OhPBFGuQYHnuuZ9916bK+xwQn9Evf+nLke6baLXXGrBz8q7RZg/qozFlFBskrjwhUGtM/wcBawStI/Bho24R3SqibMP96RAT+wH1Fisz9r71/yDnP4b3lnYno1Dhjc2Sc+2KZjOnsbJCph6T54z39mA2wuUt1E8Z7kxprC1y6+27FKHm+Ooyu1OD299k9aHzSLHN5/+3P+KZn32G0WjI6cc+SKs15c0XL7J1a8BjH/8AezslfnEdd+9Nro1zTh5dZ3FxmcXjLWZ3t2ivLUdmHGqmISNXsK4G45lUGS4L5KGEUDHciq1QLlMqhKqqsZmjt9TGAuRNBqOaTjdH62hmiXpCNWF2b0aVG6SZ4eoZpjZMC+h08hjDyHPyrmG6V9FcaJE7jffICNPRGNNokWUWH2I5HWZjqvGE6f4etDrknQ5WDS995RJvX9vkAx88xpnHTtNtjNi7tkdzfZn+0T40uhBalNub7N66R7Of8Rff3EX27/LksxdYOHYinndV0+jmjO/eZlBljC9dYuzauGaHUyfb8QGvLFnHEsK8s6NFu99gOhyzPxpx7V7AjWc8/NgKW7eHMPNM3/4ht32bU8eXmeqMZqvF4voKVTFm41QPt3gEQiOWhglsNETNOlz6PnLuscimTNQGbTIMAqkETGu8pGhM6mmJrWt6P+0QAZOoVxoSCwtomtRCLIdjS10yjudy0DxqNu/xTzqgpBylQfE+Pnf3X2fxoUKMiZq7zo0dUtWWojZGCd4kM1QTaJv5GUfWp/FrJIa7PZJ8gbiMSAppWqMpFWeSPlqna2SScTWXxhKRkXmLBXzmM5/h5Zde/odUMsebJRK1Eo+k/uK4csxhzAhIkBiiTta9iGBDbO+xgKqPZkRIATAldpikLFmcOPGCOiP4aoy4JrM3vsRfzh7hE1mGDx6KN5FJjw+eOsWsDkhRE4qANvPYuzzapqwgMy3Iu5i1Dk4r2k7ZuzLh1s0BLWcZ5oHuYB9X7PLoZ3+Se9dvcPKhh9nbL3j7hYvcvDflJz77YbbeusYrP8j5lV91vLa5ykc/coL2Uh9mY4rZlPZGB7+zzyxbpNNv0zE1viiYbk3AZNS+YhrA5oJxFtPJUTxlbDel1WogRqlmJaUKWeXpthxaDdDxlNHA4K1iNYfuAs12hsvj+zpV2pmj8EojlFQzj04qdDBEZJ/xtCJfaCFeyXs9MAVOA/XJ6ol3AAAgAElEQVTekGazyXQG+VKDxsIqQS3TYUFrvc9HfukCz5iH6YhHrOOrn38VuXuH1rmznNqZgrvLsQdPc2Pf8soP4eRR4cIxw9evV2TfvsvjT5asPnKcKlPGg5q8t8pKrty8ucadl27w5LNdxBeU2qHdAy8NnC2oK3DZmPEooJrRaTR5+IjHtRfBV2zdGlF5uHnb8JHnziCtFrXLaO5uExpNjhxb4+IPbyFbL3Dhoxu4/joqfQgzYqeGwZ5/PMVgSBq4zEMRSDAYAj4ZMQGfoiuGYObzNMyVOoyQiEIyJUId2dzceAmxBJ2XyakPL0VXuA8oIvf1OjRmEgEnsRUv7SSBiMcYG+NsNkJuZIepDzoBXEDBppo1mTfiheBiG6CGVFor79gbYs6AOejUUQ3U4jBaJ1EVjLGx3yVqXtgQTR3m+w2QIjxz0+hdjvc5IL5DH0gWvPqAldjbeFAJqMGYqGPMeydRYkdLiOLwvKMIkeQKxr5QGySKx0KMGcSsDbPN6+ztBd6+e4onevfYudfE3HqTi2GD7794jX/0m2exsxn3rtzjzEfXgZrZcIS02kjWpHj9eS6/qczY5YmffZal00dZPH2EV7/+PepGj43FKdv7Bav9BW688BUaJ5+g1TLcvDIliOfMJx9h+9YWl64ox0+t8v2tNZ74WIcsM4TxNsXMI3nOdE9p2Bw72WNnc4K2e7Q6StbJ8EWFCZauNdStHJxFqprMOYKxNJyDasb43gS32EGKMeMpNFbasa0sNLFdxRYzuktA5qlGU8x4H6YVwXsmQTDNPoEJlXeEPMMuNJhO9hHXYjIoCHWJK2vKEsTPqCpPw02wdgahR1Er1ngaLaHY3SO3QiY5VadNGE7ZvTbi2Wcf5OXdBZqLbfLFPjNtc/Zsm1NnlshNxr/57e9y9mNPMhtWfG9f+NhOCcZQhIpspmRHFjl19gTdfo/eYk0tTbIwA9fDiaMoAq4ZmdPlS1tcOLmCdJvUM09dznBqOHdU2d2e8fSvPxVZajllwSrSPcJ4PGW4O2b9/GnyU0e5e/c2l/7lb3Pm1ArHfunXEKeEShEby0axxPmcdLOgEZSiMhc7LiLhS90l8+6rZBY6YhU0ByAjioqNFRFzPS91uCRHNpKwgJoIGCZEbhYB0cTfiWBUo8ZoPTZY/BxEvQETUuzFH8hTAR8BPIC6kDrGJOmbYIKfW9j3GasYgpp4fhi0KLF5HvcSmDNYY5BQHzBiI1FHtEYJXsCHA1mSZCYdBL4T4L5rxHl/l8xRQ4zuu+AlkBEjBWCxEvBpxQxCbCcKSrDRga7mNN7EzpQwX2HjPYkrsZj72SkR0IrJW68xDH2gxIaa77424KlnjnF9nNEd3GL5wklMEJzxtFfWcFYoq5LZ7pDt6/us9q/z5jfexKngVtcZdjb4wDNnEZtTViVf+vI+T//cKZYkEPa3afRyXvriy2xNO3zspx8gzwKf+9wbnOgpn/j1n6LddKifUQ4LJoMSkYBrNqiDYJpC2ylVBVBDEQh5i2Bzmp0cZwLUI2pfYbWmrgzWOmh2UlePpG3EPMF7lCH7mxWS54gV8nCbe6/eYOOJxylDzLVlDQfOcP1r3yA/eo7uSg+lgzLD5k2abUexN0Eawo1vXmXPl6y3Lcc+dJ6bNyeU5YyqqumZKc2FFbqLnSi+S8A1WnGbp2BwGVRFjfFKOfNkTRtZQIBmq8Q0GzR6LWppExCsWFQMdVUx2tqhnkwQC6a5QiNTSnF0pWSyO8Q1WzT7ObOywk9nZP0eWlbcuHaL4u6YJ3/6cfbuzrCmpPAV1XDCF1+Y8dijizzx6AazccF05jG5Q/d3MMvrrDRGlLUhX1nBz2ruXb/Ine+/wINPP0f37FG8j9vFmHdkAyM7TGZA7DxIpWvUejS5tyQnV4NiBXxRYBrNuBOOdamnP7mN85a4FFXReROWB1C8STvIpNdFMycyyaiZz1tg40YQsdUvAZf6xM5gTlMj00tmS3pd7I+OpbhJYXPmznficUEkslETDhzkebAc4nyIczRq1QaXmibAhvCOnuokM6gesFyr8OnPPMfLL/+DKpkFgmBtiA+IKEHjKYv46AaHGBcwRGE6cD+bJAc3IqbpCSE2uhO3GoqN67GTIMYgPKojqvYiK+vHCaFiWig/uV6SU9BsV/imsHmt5syZBradA4qtPXY2IM+U1VNHePUP/phQTKh/4pP0tm6w1psy3J3R7BuknPJzn1qiu9IAa/F9y2xvzNOffopscYW8kYEq/+l/3WWyPSXs7jFEUCu0V5dY7NdgDKO9HaQQ/AjGrSbtXhPxJbbnmNy5S7NlmW0WhOAoKk/D3uHlz32P4ewuP/kbn0GzM0yGOzjfwoUdprdvY5eP0T66gdEC6ydY1+aNv/ghrtPi9T/6CitLDR64cAZdXWHrrVfY3R5i9r5Hee6DHLvQp6w7NBqWalaSddtsXd/mzuYt2qdPc308wb59j9VTR9gZNGnt7RFMn73dCQvLLbzGgLf6EttuY0Y7+CHcvjxha1jzwLlFaDdo9HJUc8q2I7OCzy3l2OP8BG21IZRM7u2TtzN6iycxYYLNM4xTdm/vMfEFVV1Sbu9SDR3bl7c58uQK6ts0FpZZfbjHpt1iMA20FhtUtkOrBtcT/vF/LHFzELU0G3EPyWbL0jpyDjGwf31KoTC9eY0TDx9lewvCqE3zxDrDty/RPf9g1GWtSfsyKhiTNOzYeREBJWqvcTOT1AWSTMAghiDKqHD0m3FLOiSAS+WrakpRpDo87VATkjkSoyoplqPRPAzpHCAgTqKWIiFBZIr3CFB5xMYWPo3bRKV8YjSGJMStJETqqGMeRCvnVs39DGLsZfSpbU+QrIEWk9jTbELSViPqehGMd0m7TPE5iftp4gO1hcwnx9nOQ+MHwbl3Nd7ngKh462PaP3VuBPXxA6uhDgFjBZjnsySurBbU2ygIp+25fB0DDRD3p/MmBjdjR5Cgfo/h61cYt9qYSUUmuwTnYr6xK2x/9zVe+csZr208xH/5XIb4Al/nVNM9pNViMphSzgKNTsWZD32Em1ffpjsJ7F+9SyiWWDsCWlfYZodSGtSDPYwTjGvhTU3YmtBdW0BnE+oKhjOh0e8QyimhFsR7pjfu4bJAJRYaLbqrOVrPGF7fRPNFyiog2zPqZoPZYBjLmKog76/wrd9/gd75JmfWPsK3P/c8H//lX6PZWsQZzx/81leR/lGW9Bqf+qefZfN7r3BjVDC7cpeNB0+xf/kiftuwvV/SXuly9ugxbk8aLKz0uFytsdi0BD/FYQmhEbOJHrrrPW4vnuWxMMI3LGWzhWXGaquicjmm3WI6CNTe4hoOH8BXBZSO114ZMtgLTGeeRm7Ym8ExY3BWaHabSF1BniEoraZluFtSTSqaNuByh5WKvGUJ0mHn6hYiFWKmFJt3uGMyGHo4fR66Nd//y+/z8BM5tp6y2F9i8cmTVOMxdVnSCgW2v4Bi8NMpttnCGPBB6OYzyirGbHwNvePrdFUwJ1bZvnSJ1aUG8uRThMmAafD0QxnjQ35uokgMrqTtsWJ+NuVmEwCCI+j9MlRSF0m3n8ccn3lH94hEwAsagUklGStpr8Royhjub0mRduJJ8pOa2JQAHk17AkSpLm3KYBWjcYs7Up4wQl1CPgFvAuJN7JKZ8xFMBL8kZ6mX9JkToUUxoSRYw3xrPiSLXSghxNba9LlFYv9+8D6CpoDVgM8ypK5Tj/g8KP7uq9/3OSAK1pvkxgGk3W+Iep8zivdxJZz3T0b2bBBbx9cakzJP87YlRbwi5T5k3bj+lbvcemOThY3jrLQrTNamGNaEeshsX5H+Ep3zj/PxBzM+tbxI5pT965s0u45Gu0k5vIdrNEFKnLMcffgE0lsgjEqqDzzLYw8eTaVHjHYsrmUM7w4ZTwVnS2yWwcIKe5szfOXJV9osdAMljjzLcc0O6Bgm+xTSpR0CVVkwuL0N0zvUo5LxlsdkDfAZxaSm1epS7G5R2zYtUZY+/Cybn3+e7ez79I+scuX6LqfPbVCVYz7167/Ad//1l2HtNFpZLt0Z8eQnHmWw3ufqrYrVpTN85MOGi5d3ePvigBPnJjxw7gF2hwOeaOZcvrTF+voiKiVGM7SyaK5Y7/nVz55icyKs1jUdZwh+hnWOZrdDVQX6S8nd9zWZqQg+UE4mLBxZprUc8FmLlvH0lxzlqKTZMpR7Y4JRZDLFlz6GhptN8mrEresTTp5exLQW2N8dkTeUzkab5//Fv2Fr6ybH1tfZWKzpPPgUi13HtZUj3LyxxYVmzrQMTG9u0u73yPotGv0eo9vb9AxYVXAZOrnN6y/eYWdvSlEoH/+lDxJmA0yjx+TSRTpnjuK1Sd5cZOXsMj5Yyp1tFs8+wI1vfJGjn/hpRJogGl39d3asBEVddG5VUkzMBNTrQQlr5qxPKzDmoKc4+oNJgTQe42NIJRxIRHJQeSsm6ZQgNmVpJJKMWOrGPKKkjK+iqbsrbq1lANKeKZL0QAlzmTCeUNwiz0QdkIAhnquk+FBIhbOE+W42CWgJByV27OeOWqETgzeSPlcUUm1qwBBigiRu5Ud0rGRuur5LxHm/a4hf/NKXgZSyN5IcZNJK6IntYyFuKx88IYVig0klhLiokARBxB9sbIMGQj1lurvLcBhodvo4ZzBSUocGtfepHIeiqKimFcYaDJ6Nh45Tjj227Zht7SJGqcd72KZl+60bXLqaof2Ch04fobvWRSsgROZCs0E1MXH3nZmnf6qPFmOme2CygDOBSgWsw9Uzqu1bvHlxSP/4EZrFPqaV01leobp3i91CGZkmuy9cI7SnHH/kUY6f6OHabUJIek+d7m89RUXYLuJDttywSBa4+Z2XGLllwHPhwlFqMr75l9codq+wuNThEz/7JJ//53/Cz/zaz2JWjlMO9yFAo9WlrGqwsHllgKl3uXtzwOknz7Pcs2ijSTUrKPanZO0WrmlhGrC5Z/vePmtHlwjB4xotajH4cYlQI5kwGxYM9grWjx3BdXKKYUV3tYtruejQeo+RwHR/QqvfYTKe4ZIRUQ+G1LMCFUf/9HGK0QzCjOf/j3/L07/xHOXXvsXbQ6HT63PipKLrPfYHR6g3b3Nz2/PEE8dYOnOM3dsTVvsG7bcY3xrRWXJMp1PuXt/m+uY+Dzx5lrVek8xltI8uIt6w+eYVjFHWL5xBRPHTMZgcnAMsuy9+l7Unz1O7hWSexFJTQwxem3lgJOluAc98YxFkXvpGE9Ac9O0yN3djPzUWI4F5W3Ls2DIk6yMCWIh6ZQTZOD9qb8ltir0kg8do7B0OIXaUaAoiKkQG6JVgEpCaqAH6qAikrbhMis3EnXG8pIrMK2I1thWqJE0ybtiMatzvVDQ68N4jJrFkUowycH+rsXkHkBx0GcbrIyFqiP+wOlVIbUEpcjh309QmwXV+MTTmvIygweNFcKR9W7UmtavEFiQbgAopB0wnlr3rd3Arp3FGCMFQ4whVxWAYaHah5SCzgjYzrAmEQtnfHFKOR7jOMgvLjtmd2yBtgrfc3W2wslazPxZuXrrHE0eWqCix0sC6nECFyIxe20KnptozVMUUCSUibaq6RiTHFJv4rM1+ucDGk8fYeuFFgu4zyfucXDlK0VkiryeYquDkwxnee7SVUVce4xUTxqjJUrcCESBNYHWxQwgV1jiCWDrnHiDc3mH7bkkxLsiXWjz77EleeGuZwauX+Nq/+hqNM+cYygLN7QGNJpRZA7QgS07isRMdrt0KjLSgKkDbDl8qWXuB9vJ6XIDqgtqMeenPv8Hqw49w87UbHHvqPN57/GRI1u1gpEFVKJmZ0On2KCYjsuYSjW4TCRX1IFCMR5jcUfmA1J7R+DamIVSaodWU8XCfatZj+fQyk7t7dNdXmO5VrB5dRF/8NteXj1NsvkxrJePPPvcdmksnOfqAsrR0hLs7P2Bx9QFamaV1fpHx1pDqxu2YGqgauLzF8vo6xz90nnpQ4EZ7se2SRTDCkYdOR8AQ2L96i3I8pbItVlZb5N0m9txZ9gZjFpcXk1s8A5pJ61Y0ZSFVJIK+iSW0KtE9DhF4Yiufid1bEktdo4qX1MAwz9POt+dKeUHRtKt2amyIHTOKWo2tokgCnmi2BQHxUWaKTDSZL5L6nRXAYlI56xMg+6QlRqiNi/98Eyr1zBkJ837voILxgrWJjc5371EQcYS6xmZC0MR450mgkPLJCLUSO3mCgCRn+u9A9t7XgKjMSwmiIKxxdcMmuVeira+1x7gYfjW1IdiYWLeYJP5q/LdVJG2aMLjDeN+StTs0No6TtV3UrowleBA/ZPT9O/xgULJ+YoGNpTbd8yvMbpf0HjxBy1pgAVFlurVDaPZp55bpoOD84+t864VNWuWY5tFzFJOKxkIeM1/Wg7dw521ef3FKo9mmtdBg9cFTDDd3aHhweYsffv2rlFVNe/00qyeWcWHIhU8+w83vfYP9yzWP/VyTTtvy6s191Ct3L41xJy7wVK91IG6jGfVwh/2dmpWTK5hWEz+dUIyGZM2MMiid5T6tvRbhxAbtdUtjrY1oTTVyfPDhNdzDS+zVgtVAo4olos4cLi8xrYwqVLh2lzApOXNiAZmNWeoBzT6NjsVIFRetsmCyuxdbtBbPsbdnaTRaVNOSvOHiP15Vx39PwzUzhnuG2tf4Clo+dnxMJh5fgrGGztICzaBsX7uFYMhMjs0CRQn/H3dvFmTpeZ/3/d73/dazn15nenqmp2efAUDsIMEFgiiKICWZYsqJmbhkVyqJq5SUK8lNqnLhyo3vcu9cR1VWypHtOLaskkQCIGVQICmIAIhlBjOYrWfpfTn7+ZZ3ycX7nUYuI1ykYB3coAqD7lM9ff7ff3me39Noz3NAQb3d4KA/phwOqc93WXv5JW49nrAyH7P36a+48cENltsdLj19CdFd4cIL6wz7faxTRPWAowe73LptWLucIgqYX10gG/Xpnphn68an1GodDmwTvTWmO3pIY14RzneraJGUxsoyvfvbhEHAsD+hEwqUAVGC1SMIGljtECHHhUNUyDnpDFpVezvrx0Dj/HHFCSpEv/usK8IfOpSzaCdwomoYnMWNDxGNeV9AjMApiXRUygpT8RolVP+PDPzB53gsVhVNxs3I2P44KaQvdAovDjdGIAOPJZHCYaVDVegBUemCrZsFlBmfg1S1t59hwmBGlUJIfysQFlVpH62wKCcwM9tMxYW0VIxJ530sxpd0PhPm/X9/feFH5tffeNNfj6h4aVpC5CUE/kFSiUmpRoRqSyKUF2rODileg+VHE1cW6NIhpnv0exEqDsFqJllBt1Pn5iPH2Sst4jAgjixiotFJSCSk19k7i+1vkA0sJm2iTIlTBUJ2yPMpmAzilFBGRLFjvDdEiAlR0kClHT745S9xox3M2KE6S9TjOs2THWwxJW52mW5tMe6NOCjgmZcu8cFPbyGbSzz1whLWCSJrEVEApsDpHiJo47SGMEWoCLC4rE8hawTKgTMEUQMnNDq3CFlispLWQh2hR4ynNYTw46vVBlvmWCcx0wEqabJ7+zpBHGMLQ3f9IhjD4WCE2z9g8dwy/d0JzYUmMozJc8f8+mms0Yx2twmEwhQaVUvQRY5SlttblsWWpNNMEc6RZyNCUWJNTmHnKYRgvDchqcUkjZCklQCSoiiIhCU3IcVEc3K9jXEFReHo37hDvDhPlNawkylpy3D4yR7NOU93cUsn6B2W1GshP/m0R6ujuNaoEQvLvY1tLE2e/7ULmFLTf7RBrdEmXlhkahw1qXFFRm+/IC8LnHDUzATpMuT8HNI4xjTQvSEiDNBGEkmJ0cXx/s7mmva8ZlL6ca47n7J745DlZy7gZOg7PucInK3gwz6vRDmLcwFIg7M+zuIY5modSlUaRucF3UEFcbVidtGVx4dDXImzquIY+k+GrbSJspKuIQVC+8+PRHiXSWFwgX9PM9gCVdmxaIRV1YXX80idUhXv0A8oQklstSuUM1ujEjjtdZleN+kv67ai1c+kca5678o5dLX7xHkbH8IXZF/BVOUGct4VI+C1z8FD/I+gIL7u4yaD0Lf3s8uRldVTwVv6Zp5LaywiVChjMLIqkBakqJDnesT+vQ3mL60zfvdnPLjbQ5w6Tau1QFFmtNttuusn/F+ydBRHQ+JOwyfuWQFGo7MJve1dgiREJWAzgSgGDA8nTE3BybVlrAtBKGxWEqYxTk+RtRrOCcZ7R3x4JyMwGpEoGt0GcusWe4OQF165zL37Y8LSMnGK9ctdImmwVhE3Ih+mlUgmt97h+vVHONXg5Nkmi6euELVj8klJFCmCIMFYgy4sKnSellxkkLQxeoLJC5h1CrklPbmIyxx61EMDkZKIKGD/7n2OeiWx2aNMFjlz9SJg6N+7zfbWmL1BwUI75OwzTxPXY4IwpdFuYJ1m79Z9fvHjD6k12nzld55GWsd48z7vfNTndCPi/JfPItM2psiY9IYgY6J2i+koJ6zF1FODShKKXkYQSS+7kH4iGAwKwlShVIgKImQs/HGqspg9urNPJEdMcsmDO0eEacATz59GakOSKLQNQJS4sSbpJsgoZbi5S32xgzUOJxVBFKBHY7LBATff/phi6rj8zBnubw040jHd0yVv/R/v8Q/+m1eIwgCpGqhmHTvNkDLAhRZrQsbDjKKMyftHLJ5IyUtHdtQjqLfJS8dkmHPt5YteVlMdDPzSvJIpq8Cn9gmLld7hQqXxs1S0G1yltOAzuo2bwSSokv986yBm8APrd4BSOB+AVY23zhlm4FjnPInJv5Tvxzx5we8fnf8sUlGnEH5yreIHj6/fFWUM+MxbbZxBoKprTAXVrf6Mw6dn2iqRz1YQFoHyyYfCq0xCxXEh9d5uf6wSVvKbr/3NC+IXemSGSuTpvXdeiG1mHDZmf/N+LJaVDko4nNHVpcx3jy4/wAaa8d0tDrMGte48g0/e4Z2f3yZVHepqm6ymyO7v0nnxOSb9fUYPj4gbMaiEae8xqrQ4V9C8cA4Zh7ROLFDmJWaSE8SSve2SSE+on7rCg809VldroDUqhPxoj8HhhEwGUKYsnFK8+PwKDosuhgyGIe3nnmVNRASx4+Il5aGrQQwCChMQRYZyMCbupOijDe4eOoKoxfyc472fPeSbP7hKTUisjLCBocgmGAFRnFDqEqsNuJAyy1BCY/OMoBaSxG02D/Z4+PNbXP3qNVzukPUOJtcEomDu/AWGN+8T1a+y3AlwwhGpgHycc3JtkfGDDWpLi4TS4UxJ1AjIsxE2K7m/W+Dm6rRPzeG0xYiS93+5wcJCm7ImefzpHieuNFDCkrsEYSz6cEJ9LmbSG7O9q4ER+dB/3TCUxO0WJi8pNNQjSUCBSgICFWFNjhmPETLk9Lk5rGtgjGN+fYlUBZQH+9BsYKY5Iipx0wKrIvY3tqk3azhKxvuPcBNLurxIPsjJ85wf/vubfPPrJ7m3N6Xf1/Tnl2g9uoXaSnn+qav80R/8mN/7R7+DzbdQ6RxWtRhvPeL+rz5h7dppopULtDuKaP0MTikaLmfHwd4v/pqgW2PhzDzOeamLpOIeCnw0J370FaqakqyprrDHm0IQ1TGhcmhIV6kylP9wqJlCY8Zo1A6jJDLwzYKzXibjtD1OqpQOzyes3DPG+rhPf4z2s7rvyNSx9Mejv/zV0zLbX4KpPqSzHKJjq+JMRlSRtmepgUZYlJUe5ScV1mpvQqlcO96e6CqQs28lfVeoUc6L3638fPXmC18Q4fhnjPYLQY+4FH59PNuhHPt0pOeilaUhDCpyg5oj620xsgvMnY5RznC0JZGnv8bB4w9ZatfZfyCZW7tMGEjKwxFxPawowIYH792mCFaYDjbYe2OL9vICz3zlNHaaEQQh5Jad2x+zemWNE0shm299yHTp66SBw5QhW1uaTAvmlmKCdsR0GlKfE+hJjhR1Fk9GSJeByZFxyztQKNCFJZ5PSHIBtkS0upjpHoOdEew95NZHB5x77izrKwFxGFIa0MUQRYBTEYFSaF1gCkuYBFgpqYWO0a5FRim2NNjUctTTHmxsMgqtSMOAQEJpA6RznL22DlXYjzMWEYWYuRW0njAnAgIVUBhHTRimQw0mJ6iFmP0tVk412Xw04PLFRcpSU6vXCZImIumi5YQgdBRZSGu+Tj4ak2fec1vvNAnyDCECGqdjlFAEocSNM6yIicoCPYWJszDq4YKIUEWkc02UMH7fJGIIHfFo4oEfSQOZF5TlGKUtWQ6Byohq3mq493CAixVkktUkIUpjKAueOt+EyLB/Z8jaVxe5mMR88pdDXv7Bacy0xaPNXT74yU8Il6+ytf0LvvnNl9l8fED3qas8frzPhVVFUZaosqCcagZb+ywtt7m7fIq963u887Pr/OAHkvjqBayKwUaoiss5uyQLo0AZhAgxmEqk7Q8Hx/ECSiA0PiOlAp2Y42syPrYTB7aiWVeyGou/KItAeX2h9MJnmBUz5Sk9zsNojkESQlVgBg90MFYSyhCLZgZUdsLLY3zYrPLKD6gijOTx6C6V852fVGBV5d2uDkGVt8dIyfGo7myFLvPFGueQTlX8RQfubyUg9ln3xuuvV6Ffn6HLjfRPBi+8rp6UyuKMQckQbSsFv9UgNLp/wFHRohZMcEXOzQ92aXdh5/pdli6dY+nMKcLY+WCmbgdnpuzeuEOt0SQ91cVOS97697dZXF/i/q3HPPXSBVbOpESR19IV2QjLhL/4o//A2QsLuIMeV175MnQ6PimsgmCO9zZwyRxx2kCiUTbHEpO0O/zVn/0lnVCSnDzLybXKS6wUwhUQ1Cl6IxqLDUZH+0hV48GdHayeUgZ1zq50EYFfODthkFGCLSwy9uJapKCc5BBL7DhDBAG1eoi2gnw0xdkC21ygXgM7jYkSS6mBIiObTojTBkLk5GPI9vboHfRZffo0YX2B/UcH1Bslxac3qJ9exTVOerdJIA+jh60AACAASURBVNjeyhhNLPVmzImlCFMWHDwcEHUWmTvVxFmHLjXKWmQQoZVEKUmUJphCE8choLF5QdCoMR0VGKupNWOcdZTTEiUlzk0x/V1kbYlsNEWXDp1lKAyp0shmmzJIkWGAHg8woweEYYdcxOjCMtnaZvHyabSL+OSDLU6sNFk61UVPx4Dg3vUNbtw64Bvfeoa5bp28t0tgB7zxuEHXZHzpbMLYGB5NA84wxpaG/aGj5nLM4hqnT9YxWrN5/x5RHrF8bQ0hHEUZMhGCx7+6Rbo0T3H3UzpzAee/9Rs4In/EsNZTwo1fyDnnV0XMrrOVRtBa5TV41hcnn33iYSdS+KOGsc6P3uHsQmyR1kcgzOyr/g5RSTuqMVzM9IzVTnKWBIjzBdRWAVozgKxA+AON8+CFmXNm1tBVc5+/h1dWRI+CqORFVuMqnYhUnlXgoROVq696EMyE2mI8wKYtvw6QtgLhC779Oax7X/CC+Iz74etvemGnAKzFisDvIKRC2NJjgzi2cFbCUVMldllsPmE61thpRq1l6e3us/fpEVF7mYWry0R6Qjq/xGBnz5/xixE6TpEyRJFTuBBbGkbDEXp/B6vm2R8WPPXSadx0iMsNRjgay8u4YsJgMKaRSExUY7q1SzI3hxMRod3n4c1HUNZJWor582eYDEuiNKHWbvHXf/5XrJ2OYfkk/Yeak2cTkP6XzBVTnEqJUkGRG1xZ+M44SKqnqyKqh1DiL7/C4fIpLqxhXInJCwSCMI7Ic4fNM8IgQaQKW+bIIGAyyElaLUIvDas8xDlGBeTDHvVGF+KA3Q/e4ZFcJZhucnGxSVBP+fnrbxGMRoQX1lhdXOHjn9/m9FefJ5kMWHn+ErgYaQRxp0GoJEYa8oMBJq7TbPtikecl9VpEdtTzY3k9RU8Kcm1JE4cZPUJPA6LuAlZJdG6wwzE029gsI8/GHGyXrF1dwKFI6wn/6p+9ST0WpAsrfOW18xSTCUpn6PERBw/vcdSPiKOA1eeeJMRfLYuRpb7YItcW5RRGT4jjFGdKtHPoLGd88CEf/+wDTtbPcu67r7JxMKW/eQuu3yK68ARPvvgljEpQAVhtGB3s8Rf/+qece+kctWnEiWfXKSeaersFaYrUY97/1WNu/ORtvv7l82xsZHz793/LwxIqko0UqpLW+P2ZcArQ1fjpC4Zy+OOG8JOUo1JoCJ8vZC04Z1FSYqXBGTkLowS8ttfbBgM/ys4OFXgbrB/JZUXW9t3mjIzjpP+e4lhoXhVAqr0f7vhK4oSX7swQaBh/GPKuldmRtBqzJWhX9ZIuQEjfMRpbkXeo6FWmwoyJyoNjHN957bW/bV5mjn/AViiUlJ5jeDwi+x8qzv8wPMnGX5msNLjJHtsfb3Liucu4RDHsD4iiBieebBHX6gS2pHSG3uNtnFBEkaSwCVJbXJAxnZYkqcSpgGazRdRNyaRhtZxQjPo4ElwtILJjJg/uIupNyofvsTFQtJsBshZhaRAGMaXuIpM+cTRA2wUskjiNQQjK8SFf+rWrmDxH4Ghc6fognmyMqDUZHU3Ix3u0T86RD4+Ia21UIH0HiYVI0tvssz8wTPe3ufjUSaJ6F6dLbIHPiIkiCmNIGhGlAlRAWTjCeh03LVBJRDEtEPUQISVRM8XpmGIwIK61CVIQomTHLXJuKQROMR4LEjMldgUnrq5w+7DB7Tzna7/7Itff/Ihb04STly8RdQ1h2PJAWW3JC0061/FgDefhonl2xHhqyQtLLZYUwwGIEOXGjPaG3J5G5B/c4OpTJW6wyd27Iy5+aQlrIWjWCUWThdOe1VfkmkTDyfUF/vTPPuV/+l9ewI4HJEmIaHd4/Y9/xvKFLl/61tMc3Nlhev8x9eeeJW7E6N4RWVlUrhFB4CROhR6Zn2UUTtD/ZJsoDnFLSxSDEWcX2nywu0ouH3D04UMun1FE689THOwg0wa9nuHSU2eI0jpBKyYMQuRSiNCGyc4uUSvmyy9fIL71NqKcosMQZx22zJBhs3rYG4z08ArnFAp/+FD4zk/KSqyMPW4gXMUanBXC2aRinUFahRNU2cg+AhTj5TTiWPyrjwuyw+JmEFgjqkxpf9zxyR4aUeG7XNXF4WZF1OsUlZM+VtjXWN/tVQdPKUV1EHNVnKk6BlvMbI2zfCRrPMfUGb9Lm0WFiKrFDSpIxudQ3XzxC6LX7vkULS9PMBX6yOGkJUCh8VYj6Tx5F2dwk12mw5LWqQXMsGQ6mVJrNRgcQbtTx6GxTqFqC4i4oDg6QhuHKTJIUgSOwE5wsoGUlsR+ykc/esTB9JBALJCe2mdtZZHumTUmY0FUayPG1/lwv0Xt8Dq7jwoGZR0hH/ONv/saQpesXlxjdz+j0/J6P2sdyBBjJUFcIxvmSCSBLCmnA3oP93l3V/DlK3MgJUc7e8xfXMf1DpBhjbIcI4lQJQyGBa1oSuNEyrSICJOpF2iHEaYcEskI6yKsmV0HBXEa4soMGURE0iJCh3IloigwOsDZkCgQaCMpSwfWsNht0csUgzuHxM0Gd29+xEqtjXIBX3nlKTbeu8fbP7rFwtOv8NsvnCANoChzpqMRUiqkdchaAmWJVoJQxTit0XmJCBy1RDEdjYjiCFsUuDhk2DO8eC5i4/oB/a2UR3c2OHct5Uf/6m2+/V9/n0C0iGsRo6MBNos9BERJrn9ywFOvPMXjmzv0h4pnXu4iByPkuMdivM40i3H5mEdbBcs2B2M5OhiR1hV2mhGmTaxzmOERQS1FhSG1wHG4/gqjhw948aUn2H33Q5avnqQz2UCsrRAnij//qwGv1R9RBh2C3NJs1YjlHKo1T7tVZ7y/w+v/5hMuXFni0nMnmfYsP/vxDfqjOZ46GHD5yjXKe+8Tnn8RZ7z7wx9wZ7IXd8z8NFSRGZ6zVS0MKxmMna2T8AAT4W1xbna1tf5AIo65iP4wacQsgFd6CYxPV/Pdoqqu4FQ6QkdF4fEe4yqeCGtFhfbyL1cxSL31Vlaymhlg1niEn/+DXgSOh0HPdI1OZDjrj4yeISkqtqOo5Ha+GCNMBfsVn33zv8HrC18QpcF7HIU8xoBZ4THjjgCN83BLPIFDOoOhID88IB/tELXWKBXIKEYIR7spKUY5Qaoo8wnl/ggNBFFMpBRBfQ5CiSs1Mm4xnWpqacwvf7HDmV97gUv1Oe7/7C2ysM3jjQNacx0aSQ2jM27eKgkef0gZtCgmjsgcETYFOocw7lC6jM5cigwCTB4S1QMMlvJwG4Wm3kooS5CuxLRO8LNC8PDn7/Bbf+fLPn3PaGqNgKPtA5IwR9jAHzoIOLFUQ1uFEZIkzLFT58f+OIS0Rp4XyCjA5gXOxUCBdYIgjfxSfjpFRTWkKMlyQZIGFFmBjOq0OwXv//CnWNPi/AsXCdOEcuEMSlj65jJjk3D16XmwcOHVr/L8QuqzaqSkGE4oRiVKBZh8StxpYIoJWkM5zhlTw7kpSaowxqInY+LEkU+H4BSDRxPK/iZv/1/3aF24QqAFB+EixVs36C6dY7jVo7PaRpeGtDWHLR3leMwnt4d8/dtPcO3p03z8Fx/TTbegaGAaLX799/8hH/+7Nxjd/hWme4pLLz2NCUPGmwNCBUKFCNdn6+ZD9ncOWaoHhGfWCFRC6QTPnV9AXuzw0V/d5fDuQz7Z2uVgEPCf/N73eefNn9PpDpBKoQIvru6c6lAcKYSKEEXBJ+89Jm8ELKx0mR4Zlq/NsTIseOqp0yRRQK+neTwYs+Y0TgSVO80hAoktjAfFSD+GBji0wF+ircQJ448kymexuP93B1V1hKaqa6iKej2TuPjbsM9fqXKHlJIYNyPzzGjUswpdgghxpUUpibeL+MtwgDuW0IgZcaeaCIzzMrAZHMLvRWeF1pc4LUwlGzJ+H2ZTZjVO4Sqbn78Yzf7xqhJ57M76PK8vfEG0yp/fVcXsc3iLkoSKfg1WeiYwVuBEiZtsc/eNd2i+dJXNH/+Ciy+/QNKdR4qIfDr1+7Fohbjmw6hCV1IWBUUOcTJChIsEqcJoSxIF6CLn3AvPc/29bWqP3kKePcHyXEz9yTMEiSArYwKmxI2QBw+nLM31oX2atZe+w8KCIIlyxiNPZE67dYa7QxZWm+T7m5jCIiIoshJpYowA3c9onV/iB6+eh1fPI4T0tGEhyA4eEoYCnRVEnUXyokCZAhmXSBuAlKgoxoiI8miHg/tbLF1YI4wVxsKddz4ijGqsfemql3KUJU772eLBW3/G3d4i8195EveXf821V19k+50/45N7PTa3My6dPYlK0ooc5O99T15YIu4ukrTqflQJA69vy3J0npGVUG/HWFMQBb7rEwh6mwfcvjvg3LkOrZbG6BbCCIqiT2/SZbK7y871+zz/vVeYtC9yRmZsbX7K1Zd/jTv3+wg7ZvF8RNoMufnT1+lvbnPphWt0Lj5PEbVZXJqyNN/k4ScbbO/tUI8l5dGUpNUh6/dZ+tZXGGzsc//uDpfikPxoQlhPyQcaU+RoFAcDRxSl/PXbv2SpP6VTW6G21ELXFMPRgBt/9RbfOFdw8yGcP3OZOBhQ6z3k9Y92ePb554mCCFdqJlMHokbZOyRtKGTS4upyysan21x7bo3x/oiT3ZjmYoek0WSBgp3rN7xGz1mE9SOrtJXeznl0lrDgFYJVaBquuuJ6Xd+MS+hjn4UnvuN3kTgfp+FZCK4SXVeUbhFUpgd7nEkO+EOODZBoKmMs0vqCTLUv9KtEr310wmc9+ygF76E3ShyvvSye7OPwvmWnZ6VNMmPyeBK3n2qsw0MeqrgrN0ubcz5aQSh/dBJ2Bmv8m8/MX/iCKLFgKwue8xihGfG6WmRAhSSSTlNOh+zf3uDAOnr3N2gvd9Hah2mX2R4PfvkBsrvK6fYC06MhMk7ZujNg4YTEuRAta0RFRlmCshmmTJBJQsOMeP5LHcKvfZd8MMJuXef2u0NaMufsk2cRtUXOv/ACYmh4eDTk1OUXWF5OObp7k7s7istfuUAYS5JayP7OkOnuLkYkuCAHUafRjXCjI2wpiVs1Py5G8TE0VGKwWY/xNCSI/S9aOc6QssQ62N+esPlgRCccQ6PL2WtryCAmbtTBWIpSYcsejXlBOXIM9/dpra5QDg1BO2bz5jYHvRw93uSFi9/gw1sCawoeHjrWf/27XDv8JQO9is1KrAiJ2k1UoGidjL3oXUqsLRA2Y7Q3Jishqoc0EoHOJ0gVorXGWIvRht2DKUsdzeHdT2Ax5GAz5+TFNTYeH7LyzDlaAs6sLXPvzZ+y9uqrHCxd4vLpa7gg5HL9Ee/2xjSiVXbv3OPk+RN88O519t94n9+cX6N96jzKWTATShWw3E0ITyyxWxpWxj0efLLHZKQ5e6nDqBURJnWEEOSZQ8YWGcX87J3HrLcV/RuPmZtfoBAtahfmGfQKliMfAra4fJL6UkxLaUbLq/zyJ+9QhIL/8h9+h6jW9FCFZgLjgjCyDBuLZMMdnvryWbKpo96O/c7QKOqnlil3tomV4w//2Z/yvf/8m0wfblBbmce6GKSqOjt/wXXOVUzAz7JFrBIIOzOtVb5oBM56UISUM1dIVSwFFUleVomVripE5jiWoLI2VLCJyi43u/oKf7iUswJdjelSeTG3FB4OIREQgjXVzr86uAQzT7VzOA2uOpTKyn3mzwMzeraoUjJ9xo8j9O/FCn/1Jqi6RfOZ1/pzzMyfU774/9dL4GwAosqupTK1+ypYLWMN6Jk2sSA73EfVllk4WaO4V6LrK8T1NtqWHH7wIc2nv07dPEZQouIUrGXpXBspI+Ja5PeIhKiyINMJBODyAXuf7vPo00Me3DsibjXYOnLMz4Wk7ZgPfnydYnKAsxHrr/46z7z8DKunUqQ1tOdDYvmIOx89IIwihEzoLtRxcRcZR9hCEkUhtoAih8lYU+QF+d4208Nd9OiIfP82vTsb9Pem1OfaSOOpODIMMZlAl4Yid0wnBbbeJQ1y9GiKiGJqnQZIQa2bEqUNdg/q2LhO0qkR4AhaNcrMeaLME09w+lKXn//zf8vCE1e8dKOxRPT4Ha7vneTEyjJBp0vnZJdaMyKMQboJZtJnuLNJ7+EmBxtHaBSt+Rq1OKYocv+BRXv+YxhRFCVxmrJ3kNMzKQf5HM31FY4Ot0nzQxYahiDYQ5ZDmmfOolTIXBIikghrDJurX+Pr/93/wOW1eUyygFq9zNryMqFyGF2QD/rUmzWkqrG81CSMW4TjggjH/Q9uYcw24/6Qd398h8LUSNoNsqM+UWyxOkFPDF99aZXDR/s4mRI/8QRnVhfZ3s5ZnO+gkpTW/Cr5WPPurmb+zCmePdXFHYYk6y/RXD6J0ZowUsjZEWl+joUTdeonFkjm2nTPLqPimLFu0D69QBqGiGaTvd0Rc6/8BulCC7Vyhv7WBKNLKC3ODBjsP658d35PaNBVd2Y9jYaZe2R2uXUQ+COFmQm0re/AhPDZzL4Z9EYG67y+0DnPVbTVPRmoui9/OZeuIjZU2mCL84F5UlRFy2sOZ+/FW22rjrV6m9b4PSjSe6C9nFtV/171iELgpOdDuord4ETwmRi9gr0I/PdR1n8V6z5fafvCd4hOOLAVRRfveQyEo6xyabF4sIMoyO/8jB/98SbPf/9lzrz4G5x+VnuZSj7CypDNzRFhusn2vZBXroKUhuHWLe7dCplfX2C494BT5+YZ7+R0z65jRxMIBDKusXh+iXs3h8ytniBIA5affJb993/JSNdZvXYKoRLKaQ/pFJ2VDlnPEiZ1bv6ih3Bz1MnJrSLb7VGfiyEMsYVGCoUpCoKwRmkkUeRwWYkNNC62TIcpUXsRN95GF4Kyf4QIIpSUEDhkp4UQhmUVErbqbG+MaV5ewsURDkGcxhR5RhS3sT1BrdminjpUreZ/dpEirivOXltnaALUyjmSL0mCUKAUvPTrz2CLjBPJHLV6hM6nZIMxk6klrEXUu3UyPSKsN4g6ivHWAXEaeFKL0cTNOtZY9HiMlX7Ln8ZgT81DrEmmW9jFOXp3N2ikc5StCJEPGPWhdnKZSf+mp72EMTr3H+AnlxNUlOBMxtKpZX7+q0OOlr7C974+x/DhFuLwE5oXnyRqp6iyT830WbxykdtvvUPUbnPz5oRnn2xy8smnSBpNHm5sExioKU0c5VBkRN1lXvrdbzEZHSBciBCCFYtvqYwljAJe+0d/h7w/RiU19GTI5W88gUtqpHMRxaCknEzJtGPr0z2SWo1IGeJWm3IwphZEZOMjOqGgGGhcluOsYm6pxXfXmmihiKxmUg7Yv7FDZ20eFXVJ55bZ/vgOc6fbBK0Fn2/iHFIqX4x0VUS8BQXjZKVh/AwV5jNcKuGyqzzLwlVYrgr35YDQgVHYCvEfCPxIHlQ5eVJ4mx+qouiIijqlKo2gd5T4rCKvPDSznaLyO08LlbuiomfL2V4QHk8Np5hA2iAQ/iDjjI8m8GFzvhOUMw5jJb3zhfLzLRG/8DrEH73+RmU493WRY5S6T9Wz1vgw8MEHfPwv/oRhusQT3/4OgTXkRUmtM89wf0CjHXDYn3D3V/e5/MpzJJMDSptz56OHTIYBnbkO08NP2RbXmA+2eeIbT3j7UG5Juw0yoUjMFJtnlEaj4jlU4OUNB/e3yaMYjGX33g4mqLHUESyd6uKCkMPDMc3FJTodONouCBMohjmoiLQmcEVO0mqSDXp+6e0CAlGgS0uQ1lFxRDEeI5RE6Iyk3cHYABlKyv4W7/3JDeYXchbPnqW+fJKiLAmiBkEtQORTPvzogGtPrxImMUVegvOOkzBNfLaM8YFR1kGY1kBIgjCgnI6IkgZRTfmY0XJIkUtUre4/OEZjJzmZCWm3obfTQwUxQk9RsWJ0qEnadZJGnTwryEdj6pGGWpNyPAZh+XBjwMLDjxHzS1ihmD93mt6dDxF793h/fIHf/b1vIgOf6ytNQX/rARCxf++QKZoobtGej0lbNTZv3Ka33Uf2P+WZ//Tvk49H3P50l+n9R0xFQhxA54Qkai2wenkdkQtEq0GSSLY++JTpYEpWZJx+Yg1h4ejxIxQj8jJkZf0iZZBQjKeEsabIBC5QRHFAOTGoOCWKQBhPprbKkR2NGPYN24/HdDsR69cWQBqyfoFKQkqpuHf3kPEUThTbFPV53HDCtZfPIRptHm9sExUZzoUsrjbpH05xrkS7gOlEcubqCv4sW+3PqsnJj57uM4RXpSqYoaN8/sksClRUQm+F1f4BjfI2P+ekF027GbTVv2YEKlPtII/dYsyiXEUlCJQ4VwDKO4XMLDq4ks1UeSrCCF8QbVDNgP4b9A5GdOQDbPeJyvJnUC7wu03p1STgEWZ2lhpYicydC3jt29/62+dlFk7465WsEhIqMafAISLhcV/jR7z5v79BuLTOuZdfQYUKPS09PaSZkGaaqBWz2GzQ6Z5EyRG5kDgXE7mAJ15ZZ3Njg+WTl6gVikbtCepJywdYuSOMmaB0gVZtwkZAKAVOpBSTHqacYtIGan+fB1uW1uI8dTlhUu+gWgtEEdS7bbKjHllPUkt9xGVQU5RhDUcOgcCVOUEjJT86IGou+TV5rYsqp+jhkLDTRQY1ep9+zNH9TaK4xsKV82zf2STqjkFl6GbA63/0Q77xu9/EhYYyd9z51WOCbMCjGxEXXjoN0wIZJpTFCERKOZ3iDGgpsZnBlkNUElPqlHIoKaYjyl1DFEqSZkQ+KikOdjHaEcQxjU5Aoxly+GifWqtN0k7RZQshBUlQUK/F3sMaKNJ2h70PbxCmE5KFNiLTPLVax57+OkHgcCJACkex/hTuxBX+7sW1yvjvKA92CZaWCOdOUxzukouAWrtLPZnQaCboLGd+fRVTZCQnv8Z0uMeNP73O/FevsKDavPuJ5vy1k7RPzxHJGDNVxLWS8c4uY1NwtLXN0voaj97fZjWbEDRr3PvkQ64+c557nz6mUYtJlleQOkfbgKhRw2Q5QkTEtRAZKVTo1zvFaIIeTNjdGcKwZK4d4xLB9oMen3x6RBIUPPf0SVTc4NL6HL39CdPBCZpzMeNIopIEJxVuVGAjsIVm0JsQpA1M/yH7eyFz83Wk0FgrPdQE7z82ukCEDofX8QnnqCBPFVvR7wkF1V7QWJyciaA9yNVWHaU/0gifFOj87hJTyWAkXgtpZQWiALC4imotZOC7QX9vrrB9AqxGuKCCsbjPvq7wzjPnZHXtdtQMuMUnqltBdXX2SnNv6askSKJ631TdYXVe4vPsEL/wBdHvECppgJsFbs+0WDmCkOHOIXLhCsGFK7SDEpdDmMYEUQw6p8BR7g9wpaWzskA5DRFBjSiynH7heQbjHrp5nkkIawsBUXOBIFb+F6xWxx7uElUBRsX+0Ptmm8rv8Wotmm5KeuoCp56ccOONvyA+e4UTK00fuTnFm9cFlNMSUY5xYUxz5Qypm1KMDGU+YlrWqDUb0F1GhjWKwwH1ZQW5YmRDzHBIeqLJ8rPPsPOXb3B7v0c0LIjSmJMnWhwNVxg8PKS1vI5KUgKpEEJTaEEaSYqyz7g/j1KWfDQlSJoUpaCxtIAEyiJDJREHmz0ac/OY8Zik5Sh0gFTQXmozGg0I6wnJXIotLMYaslGJGw5orswTBaEX/SqFk9BopQiTMzrsI0SJEyliZYW79/ucUwPaiy20CqH0H2oZCorBGJXnLJxbPUbZHz56DMM9soMDWleuIMoWCycFt9+/y0GrwWW3zdpXzxOVJZy+AGnMv/jLHo9v1fn+WcdEKK491WRxfRHtYrI8J0gl+QSCeg3hQsZRnY/uHNAMprighZ0a/uLNt9h7+0e8+Hv/BeO9fXTSQgYJgYqx2hAkbYQoENL5/BYjKbIMO8mYTgy9o5JGI2Tu1BztxTaD3QFLnQk3PzziU3a58ILCupRGKyFu1em2Jer8ij+EOEHYiqiJjGihgZGCtBnT04t0s0MoJ/T3R9TMQ+TyEwhnME4RBDE2G0NSq8KiZoVGgw1Q/nANArRzREpgRIyzszjSavStOkdDRcYWlbZP+nIlq4giO9NHisqNYsFVOTBCetAClkquI6tC6KNQpZuxv2dTH/gx3oFQBIsNQHg9NhZEUMWB+IuzcV5QXkXLVZXBVvtD87nKzRe7IAqvsJ/lMsx+sKWVhAKcDTEi52Brly+/9jy6sMha5K/NoxKnEqaPDmkvdxFxk6ONe4CPFw0CSWnrtDoS5haZyw1OGASpf8JOhqAESaMFjQbFJCeo1ZBpgUybfm+hapi8JG22sNmIvdsfMn/xPHv7+8yvn0GY0ssLZIAMYqQ+xIo6KgjId7YxQR3lMiwxKEnuSqQpsSWIUDLpj/jjf3GX735/lbiiYYvRLnduZ+RlD/nERZonVvnJ23VOnpljYbXFKy85JpMJN/7lHzCqn2Xx6pc4uLlP+8I5oiSmGPU5vH0P1V1l5cIyRW+PqDVHICVFBgtLXVTgGOdjsGMO7vfprq9ihPKwiCxDUuPmG3/NB9cH/L1//HUmE8Ho4QFGa+bPnkAodxxlOR3nFOMJh/sZCft0z65y7fIiabPBaPsI4wzYCSJOYZwThZJmt8lwp0dgJox6Y/7pP/0TSpfQaC3wT/5JigkSZCQ5mj/D8PoDglcuIZMEZw2tlRZhGvHf/v1F3A8usPngHtff2GDp/AWksUSNmLLQRIEibIaYwpKPLfNqRBSlLJ5eRoaADPjt33iZX/zwbQ4+ucfF7/1nTPoFKo5QYUJST9D5hNFR5i2WRxkyUkijcQKiuuDkyhydhYTW4jwyVsSNhIW1eXYPC8K6Q4T+kCFrIe1mSp4bKAqCqMn0cJ86hhKBmZSoQDGd7pFGMarToswz8p0NernkzJLGESKVxGmDiFN0XqLi0HeEFTRWBgKMLyzCOSSO0llwOUp4ZiHKYp0lQFAKPzI76ZCGSuZSHVakH6Ol4xjGIKyrrtACISpSj3SfHVpsFcDqHEJ7P7abGUqqkVzh89IRnpVonCBwgekOPQAAIABJREFUlpuHlkvzohrn8V+jgkbrSpw+c8lIZjrEv7ns5gu/Q/zhG68j8O28NbMnjcJSoMSQd//5v2PhyS/TmosJ4ggrQ6aDkvnVFlk/Q9gxpYYokpg8x4R1AikJ0oDQaqYmoRxNCKPC7+7SGoEy5KXDGUHaraOso/9og6i1iJaK0GU4K1DCi5uLaU7U7vDO//0vkUtPszC5R+O5X6dTD4kCh8mGTMcjVHMBacGUJVGnidQlReGfeIG0mNyS65LmwjJZfxOnFcVkTNxpgUhQ0rB3d4P71+8RnP8aTz8RQQlOGFTYIGnEYC3v/es/xLomRvXotOosvfBtz+tDYoqMH/3bm8ytLvDsS0uI0YCg3kCXmnq3hZ4O6R0YwsihteburYeUZcyTL6wjREwxHtNc7PDzN6/z4HHB6afO8MKVOjiH0R4RFbXqJEkCQchk2KcYDUnnFwgrs//44BCrIcBnsogo4eaHjwnjlFYL2icWiaIYUQzZGTse7JRcWxKknRQzKrEyptGCsN5AG4XVGeVkjCkMO+++ya+ub7EoQp7/e99kcwfi/l3U0nkajZRpLmmtLmKmI4QRqMCDdfc3tukN+jRrTZLI0VpcrPZhFoUm379LriPmrz7vNzjlhP5hTmuuTZzWMNWBwVlBMepRlg43GRG1azgTogKBlAFBI8EZy+SoT5SEyKSGHk896zIzCGuR9YRABvR6Y8Ro23dRThAmETqDoBkzPThChpZpb8L8iTbRwhl/nXVehIIUxzg8wBcc4+EfogpgkgI/HguLQFa7wOruLKv/Xh1hhK2IrRXf5rgjnEnhhKiyU6q8ZeetfpJKHUO1xnTO94SOShgusLZE4BkFWlTQ18qeJ2xFDvcxK8f7y8JaIoW/UNuqWRJU12mLBr7z7df+9u0QJcLbjpzGOEmgPBMuf/CAg0HJye/8DvVyhCnxkEthqS+klEcDtJPIMKA8GjAcbXLz7UeU8wt8+bWvEUiY5oZiuEPYaGCsx4+HtQZ2coTILc5oBh9/wH+4E3Fa7aJrA55++QnMJGf/9icIqQnjBt0zl7DTghe+8z3+6H/9Q/bXTvE7v51iJhptHf2HtxnTZb6dECZgJ5YoSSkngrSb8L/94/+RhcV5joYlv/c///cUeUbYnKfIp4RhHVNowkaE1Rlziw3yK2c5dTnFZBlBlPpYSyGYjHOULjgYC9bPC97+6S7ta9/mRK6RSqFNiTSO3/zeJVSrie73CVsNSu1XEAfbhwTC0ujWmQ4OaS6sIn61wen1LuPRlHpTEtdTcJZXvv8iwli/4zOGYjyhnBi0FejplGw6IQgUUZKQLC6BLSnHGblICOpt0maCcoZsWqJSxbOvdnj80AdYNesBYSOknMbUB1NeOFdHZxOiRou4o3znUGj/oAx8qqJwEuGGbOwU1OpNXv39/4p/8wd/wLWLlxmFc+TXbzD/zV/jvfce88p6l+lEk48m3H7vPi40PPnsRZbOXWE6GBIpB5SIJMUVGe//5BccHO2Ryg4vpw3Eicuoeofm/JQwjtDW54IjHVIKDjYPSRo14jhisDuhPldDyRiyAfnwCBdFhAHo/hFpkOFKS344Imh1KDMLhz3kQpdGI6Fkgbf//Kd86eIcZWeVMJXozKDCGCNK7m30cZOclYVVJKGnHc0yS4RBmBCrjO/a8Al5DoGwxgMZFDg84VpIgaiuuMd6QVGRZ4TBSolwXhQzI804bFWo/KhdtW9A5VxR7tgqSpUdI53wA61zfkJAIYTBEFSC8pmlsCJ2W999VmUbp4S/eDvvZHNIpPKjsqzI4UL8zbtD+I+gIDorENIHrivppflCTBkVMUEgmGvVmN79BX/y5ojeoyFf/+6LXHjqBFYIokCQHe5j4xbjh2MufXeNmz/dJgwMZjz2BTZWWGvRWY7WAdbtI0REWBdIo/jh/3mL7/6DV9g5OMXh3QeYyRgRBOxvPCJaWcMd7NJeOwdOQyRYeuYMjTxhMnZE2m95HxwM6cQFprxMWAcXpbhpH2sU41tvoAJD76jHYfO3qLVr6NJgcovRMUmkSOaa5IMjZKTYnxTo6YTNd9+n7G9x9pXfAllDxYpsZ490fo72ibPcfzDg4tNf5ZlXr2AnE5zOicIYrULsdIrIHSJIKcsJggCVtHFqShRF5MMxSkbs3rjJ6tl5koU2KpTIyRGiNUc5znHaENdDhKyDkgSNJlFdI2SALjUaSVmWhGFEmecIU5LOdahVbgpHQT4sEVKjhwVJo8ViJ8TlBcN+juoXPnc3jRmPpiyuLWHznEJDXG96ZFmQIrBMdg99Fkg+plnrcOHlRXY//CGtvMA5S3L6HAvraxhdUD/VQgjL9uaQo60e3UXHvY+2uJd0OHO5IJ1fpsgyAhWB0eSH+3QurmNuSOqtFnc2BlxdLZCE/vKvhwSNZX9jdQHOGZbOnUIUOXlZ2eiQBPUEldQQruSjt26BCxgOjkgCS7LQpKUsSdInbNdwSAJ5xP/D3ZvGWJqd932/c8673v3e2ruq93W6e6Zn4yzkkBzuFEVRtEXIkhNLMgQokJEgAQIkRj4pHxL4UxDkQyI5MALJkLWYUSRrsQiSmtGQQw6HHM7Ss/VM72vtddd3P+fkw3mryQBxHI4Ng8kLNKr6rbWr6z73PM/z///+lajQqWFhYZ50NCLuWqqipNeR2Pll0r0pqw+1SLd3mbzyEu3Hn8JaKDev4c8drmd8jrrt8p/dCVCia0hEHSFqay80dWEDqOnbWIVQFoxbxezLWfaZNHIfomDq3YdwekGhLKh6cmhlneninCeVBFk56IRXB1cZI5AetWa1DqS3rhga5UKoXJmXCE0NpKD+XpzmUFjtnFrGzZ4/yPVTXxDdvzoA9tPDKqwMMGbCcNajv/02f/idAV/5+09x/S//mnsvv8TRY5/EZIZoEDMe7TI4sgjnnuDtt+6ys3sDtEQLRbE3Bt9DqQIIibotRJVjZcV0Y0pzaZ5DD5/kja+/xcKTTzG8/jY8cQadjJm1DhNLS7S0DEVJaQxh2OfpT36YZqeNxlJpQ9iM6DWX6C4u04wd7UUoQWV9rK1on/004+S7yOYZ/qv//rMUkwRZlBgKhrfuoitNNtxj9fAysj8gnQwRWcK9q2+yPVI05l9j4fQ5yARxM6acJTzw+Bm2b98A0eLmG28zPzfAjwO0VyKEwm930NkU4YX4fgudZygp6qE6SCUpZpZX3x9z8kgbP7nDgXPH8ZorFKWFWCEij+kwRYltwl4TqUIn/K1SEB6h74KL9PAW13+4R1Jp5vpNRJWwvik5/ewR2q2QYibQRjIdp+gkJ1rs0rQGqRWEinRzHX+uT1EY9DTDGksQNphu7dE5EDBb3yBot3jr+ZcZrLYwcRvZXWOaLnHgkUMcObNElhT4cUwxSTh3tks2mhC0ffSVlJtDydyJE3TWuhT4BICvPISe8P0XtzHpDswd5PS5o4wShdIFw/Vd2vMWP4gYXrnK4kMLaGtdVpMAT/rYwDC+fhs/biBkiB5P2dwcM55VzM3HjCeWVt4i0gmT7Sm0G4hAUkwLlFRMjCEIPFTgMzh9hEaV48UR1SwhzQxRs6QqChpZhm01GReC8Ys/YPWpC5TBEre/9zJLiz2i5UOIZoy1Lh3PUMt3hUWJ2hqocQssajmLcXpRJV2anaiXGkLX2US49YXjNdQJy7LWPxqBVK4EKw1W6jrP5cfINBas5zSKlXVSHQVIbSmEk5uLfTm4slAJjHLhW/uLnzoSsG7nHbHHCgkGdO2a+QAjxP8PzBC/8TcgBFJPGF58gR8+d4mP/me/yfV1w4k1wQ+/9g38ZMiBpXl+ILqkz93lM//wYSwRcut1JuoQQasNRqPiBkHcosgmmLLE80OUB1VRIKMOXjVh6/oOrYUuKA+BwFMJ337+hzz48AO8/9olzn7iWZphRp4UBEEHvxGQzyYooVCtLlVZoGyOLiwijFHWPUP77Y5DHmUzjKyoEoNQFUHkTl9In2x3D8/XTEczlJLs3b3FD/76bzj/4TOsJ6s8/uQRrDW8+fyrHDy1yHTjOvHKA/Tm+sjQnU6EitHZHlde+CFKlvQPr3Dx+9f46Jc/52Y/YQNRJlQics4RA1WuUbHvrAMY8H3uvHMPL8jZuLtHq73A0YdX65xqj8agi84NKhSMNse05/rooiLw3KNneGuHjY2EvUTiNUJ6y12krhCVJWxBJ3SngKATIPKS0iiUsKjYQ6mQyjh+pVI+NgxINndozw/IkymkFtuUeEJQZTmmNFihufbOZUSZEXXn0TPD6oPHETZ1s0IZIsIWVBZZblNWUJUlqpwQzh2gtGC1vo+Tipptbl++y+a9LeIyxXTnmWWWs2eWkM0mg4UBIgpIRxOySUJveQ4hPdLtTYQ1RAuLVHnBzr0hSljKyuIFiiwpiNoxUeQsmbKaUiDxo8jN+ryYapajS00ySxF5iQw84k6A357DU5JyMiQe9MDCrbeuETAlnpsjz0uyvSm3L73P07/8ZcrK4it5vxAZYVH1nNARr91cUGtby2aM0wZata9dceIV19uCJ+8j/m2ZgxfWldLloePXmem21gsK6tOncJphHMhWCYGuGY1W7PunbZ2S55aoooY0in1XWn16FbZybfs+4xE373Ray5oebh1EWgjLZz77kwNif+pPiEKAqQwm3eTbL+9wde8AD7x3m5PnjiNMwXgbRGlZ++gZDn77bzGH1vneH17j6b//FUbxaZQu0cKn2Y4wZUmVjUCXZNMZzQ5URFgjSTfvMkpL0BVBnhC0O0jrEUQdnv65n2Xj6rtEzZjCSGKtEDLAipximqOUwFQFdjpGKUUpmrz13Cu0wxmL508TN50v2I8iAMpxhoxClJHk07HLxbWGYqKRS4soX6OUReQjDp45zHjU5MJHToAPxe6QR774KfK9IY35BawIkcqQzQyBnCJaMcmsoLnao9sOkUXG/OqKa8WqlDIr8eIQUUJVzNDSw4sjRD0jKtOMRhyydmbAxp0Z8wNLd87DJDOUEOC1yNZ3KaqSZjcijDwEJWHsQsWTYcbgyAK9gxVlqfAbPhQpeD0ETi5RlppsNMZkBhkHqGmBCjyEUWhrsOkUGXfwA+UWAP0O2SzHlBV4PlEQkW4PUZ02ggRdCRp+RCUk+d6I/onT2GqXIO6CmsdkCdZKSlPhyw5BX+BVlnzskY3HTJMcKQNavbZzPXkB67dm3LmW8eDJgHup4NihLkF/DgVYZTBZhrCGZreB9AKMscggwu80mG4PSdOCznwDk5eEWuNFPp1OgAl8hCwxw4xssoHXnSdbT1ANn9f/8i/o9A391cMcfPojpDszwm6E8CRC+khh8IIBwmh0kSJljvVCzGRMszOH6HicvHAGhMH3apw+roDI+nQmwRWOqvZEy31ZCzh9n3vNWjezE/tkbPtjp0EvqN0ubqbnYkTriAkpkWafsLOvfRQ12l+6hQsulF5aUYfEUYtycDEH+wgxUcMf9kPt67JphGsctXFts0TUEqN9D3Ttu/4A1099QTTaOieQ5zMYDDj/oSMIFbN1+RZahDz2qQ/x2rcuceWvXiPVY9bfusnps6vsbI0JOgvoYkpsLTZuoAIQtiSdCnzfEnQHiGxKhkI1YsLKY1r4hK0uQSMm39tCRz0im3P1qmb+6Hl6sQdVSRBJiqTC9yU2L9DCp9FpUyUjXv7jb7J0/gT4S6xfX+fUM6fINnbxgpgqyyiL0pGjdYb0PERlMUEDv51BldCab5PsjumdepRJr+LQXIgKDOWsxGu0KaZDgl6HKo1AlpRpThAaRGYIA0k63mJw/DTTmcB2PM4dU5gkJ+j0KKY7KNXCVBkChSkNXhRQZimezLBhQDGdkty8hjcZsrk9Ix/H9A8/RH8+oCpT/DjGlJJkXBAudhCepBzv4bfnaPYjkuEIXaZQWmwZUWYzMFt4QYTnxfjtNrk2FKMpes8glU+r0cTzPVAWrbpuYygl2lj8KKBIJ8SdJrrI3YkrDCime3ieB1VGb7WH5wUUpSUOLIImMgjwSk0pA4LYcxy9TFPMDH6oibpzlKWh17X4sl4eBAEqUDz66Qf4kJLYouCwDMFWiMBDCcHexohWK3ZSqkBQTPeY7OUOzz+aobVPd6VFurWHikOELcFIqlKjpDtFm1Ag7QKUGi8uyacJYRAzmU5oGEiHU7CW6b0hUScg7HuYOsVutjMlSzP2thInQ9OGQ0d9egdXmd41vPmnf8WDX/qs4wcinY7X1EJqZL05dnNApYXLXkY6N5jEIcEELmCq3vK60Pe6Lba2LlpuTrhvoXa+lxrFVy9acHsVEAqpNSiX8yKsk047ErfAenU7vH8iRYJxp0uHkqtnk1bcx+M7m5870BrlcqCdS8YpRO7H+/0E1099QZQKlC4ZbmSsHj1IY36ehYMLXPnO24iwzcLhFR795AmsCDBpgo7XmIyusJJtkw/XQQr0ofPIvQ1U1EM0QoKWZLI3xmRjbl+6jB90GCy26My1WDreJh+O0aWh0TIkkwwVWJ555jBV4bBHpirxiIgCi/U8yqREhYZyNiObjFHLaxxazAgG83zzhZCb/+xrKLPHUz/7ecJOn6DRophNcILDgrA3B1lKOpkSDjRW9BHGolptTh5VlMkQIXys77RfxoZgLF4jpBhmRK0uaZrhNRbYeeM5rr+5xV5xidW+4uZ6xfKvfBE8SbK3Qzw3wOYJQlikH2OkoSxSLFB5ASatmO5usn53ncJ2uXrlNmuHLMc/1HS/yNUMm1mC0CG9Qs+yfW0DxZSe5+FHLfIkqV0PFaaSGOOjk4RykiEbJV5lEQFofNLRkIUDDRdSlE/wGh2kJ2sxu3vkJpsjjJHkvsAPYwJroSXQo4CqKGCyzs7rb7C+VeKbKQ995Rdd5kpRYNMCoh5pUdFq+AynGXG/RZ7lVLOEMPDxPY/KQLpXIWMBqqScTAlaDVr9AC9uYqqScppRWUN3aUA1S6mSGeUIKiHwI4/+fJ9Kg1CC2e4uppgQtBQ2aqInU6zxUJ5FK0XU6ZKWM1SUk227J5ljn3yM6Thjse0hixlBvw8SksyS3tqgu9Qi3R4ThJYCjyuX1vELycraAGsEZWXQwuPy1SEPV1sYf9UtUEzdFddkHOdSce4RqxyIwRpbp/Sp+7klFtd6WiHuw2FlVQfAix+BY0Wd26Jx1jsnjXHFc98sYnHFEOmYzw5YVb/RqyNTHeTQvb8bVLroVdzic//EKevsZQN1619vrkVtHaztvXyAceBPfUEUJmX07g/wOivMH+4i8j2sWaC10GX+1CG8qsSkBlSBBJ76zFNsbz7Ce+9cpJgVhJMR/qjJ0dNrGJEQWQG2JJrrYIxHPioYNVr0jcBXmnxnHVQTyKhsDxN4JGlFxysRQUQySombvpNa+AGSHBu5KIB8NsbzW3TU+7zy7W3ev/Ymhx9dpDE3R295jktv3eDcUx2k8lC+T1VC6AOzbcabO9x47Q2mJuD4maPMHTqCLHJUtwO6QVFVeKKm39UYec8TUGUUVUCoNFKVfPfVgvmVZY6vHSG7c53SjBA65/a7d+jML2CETxgFtSQjJYqa5HX7p3OL73tMhimNsMfxp57gsWdP8p2/fIc8y10utvSQrRiqkirZJdkJCMOUi6/fIX9lnWd/7lGCTkyRTFHp0O3DZMRopyRNc6JBwGITPOFjdUUQBVSlJitnhJ6isCmeFNgycYJfC16rgbCGuOkx2x25k0OR4vsexpQ89xcv4EtN2W3zxOMf4/WvvcSDX3wWYSWVbNBuSPJpxWjXRSXYWUI810O1YihmjEYV4xKqtEBvT5k/1CfsdvBVhQhblHtTyqJAeIrGcgcKmI5nxJ4marSIuw0qIyjyDKUhqwo3m46aDv9cuqg6g8Nk/dn//Pv0esusLsecfuZxkiJn48YdDodTBofPkAnJG3/wh5x76DDqxCOEfovmyoDN63sEXsGlNzY4Mu/zxJc+xrXbI7bvTjgcRo4H6gnO/fLn+cP/7l/wld/6Rxj8+24vF0jl9IVuUFeh7tvc9uGqxklZhETIGhNm3W7aVk5C44Cy7jzojoJui2ypPc9Om42yoKm1j/vbGGtrS5+DSwhrwWiH+RKODi6l5+aLUMNpawH4j4Kb3ebcOunN/Z230Q4S7W59oEv91m/91gf7yP8A12//9m//1mcOJbxwcZfVhx8lQlDJLmE7ZHjvHq2B88xWZUJZlAijqDJLs99mYanF7bdu0z+2SrvbZ29jzNyBHiLwSFNDGAcoH/or88wtdlBhBEWFFiF+s4nnh+iqIm76FElG1G5AnuKrWmBaVITtmHKagk3xWx2nCSxSrr13i8GJPmfPnmElTHjjpYtUOmR3O+XY6TWcRsttTP04ptIJfrPBu99+nunuOs3FE/SXl6isZu+968TdCKslXqNDWVq8wMf3A9LdITJWUJQEzZhSh6wcWeAHz/+QWIy5ey3lma88y/r7l9kbVwgs3YUFZL7J9MYlbrzxPr3VNahyZBCgwgYq8InjBhMt2dudUfgxawcHNPttpCdQgcDMcrZu3CJNNJu3JmxdvUK2PYT5Li89d4ODCx7bw4LXnruIEYK5lXkC39BdmSdQFbYskGGMBVr9LkVekO3mVEWJFwjSrOLam5vEgaW9uIAXeHiBYnTnDqYAGTiK9Pjubfxmm4uvvMUjjx3hYLvHlt9kZXFA1J0n6rfAGLLpFC08hNWoKCRshASNBp4fYaIYPZmxcGSO7StbZNMh440x71/cYLI+I/IFGknQahDGHlVeYnJD4Cuk0hRlRTnNSUZ7FFnpJFxFwlvfvUZ6b4eJsMSNCK92UGxOMk4vGryVA2yXAnPtGt99Z4eWyRibmAD46h98k9NH5xjmmjLVBN0ujWaE1+8x255RyoA8nbGxnXGwaTj98DKiKPCsprXQRGaWhdOn6LYqlIqgSJDSdwXF1O0o1C4593cr9xcS7r7ZD4mqUxsR1Jks+9nnte4QR+nejxyw9RzRyWYc8cbiWmOXkeJE4cIBw0A51JcTVrs1CqL2W9v975G673Yfvt82G6EdXKLOb5E1+QccUPn3f++f85u/+Zv/7U9Scz4wD1EIcVAI8ZwQ4m0hxFtCiP+8vj8QQnxdCPF+/bJf3xdCiP9JCHFZCPGGEOLRf/tXsXzj97/PvXe3mN3aZrg9I9MRAo+5w0fYfe8OVZnj+w2q0Yjh3pTKUwiTETS7fOgLTxL0QqpkF2tTlyeiLa25Fo1+j6jTw2gPk02xWYbWFikM43evsntjkyBuUeqSRijQ1gPhY01FkWZumG1VjUsKyXeHWJ3iNyIe+fjj3PjBLj985S7iyDOc/+jDeK02tOcRvo81BouP3wgo0hQhOygUT/3yrzE491lOPn6WshjyvT/7JqLX4eXn3kQEgQMXNFsoKclmmaPViBZWRRjrEwQ+rWbMl3/1i5z75M/wiV//IoFniVtdFjsWf34N5Rleevki3315j9YTn+Zf/M4f1dgmgdQGaz3y4YjW0grKlHT9gEa7RzUZo7MxV7/xV8RNVbe2Ho1BzNmf+TS7dsCNdzI+/6VzIBVenlOogG6jQ5kmXHntJuN7e0g/RHk+040tfN9SFjlBM2aw1qS/3CRqBnSbkrQquH5nCp5xRGcE8dwSuixrK5glnltCBgE/9yt/D91+ALNwiMA2GBw7gfRgdHOL6bCksbBAHPn0VxbpzDXxo8BJ5wQEUtE7vIieJLQP9AjmV7D9eR784qMcf/I4XrfB4GAHkw7ZvXyDjXdvY/IR2JlTGoQ+SgmiOEQiUL4lG05p5GMy2yXSPnYyY+f2JgjDIPB56Z2Q6eWrxEXCehUx3/X59rfepj8XcvfmhAsDePjLn2flwUPs3r3q/OBbQwKvxOu0ObjaYvnEIQ6udlkfWWY7e0S9FrPJmNmdLUSZ0BSC2+9tMXvrW6jAeaFNVQ/casCsq3K1A6XuaIVwRzvX7dZaP407mdUJfCDcXH8/ka/2j/0o+O1H1hQHknVwCGVAmTqZzyr2ieBGO3uutRYrJbYmXjuBdh2Feh8G7TzL1to6KMtJgST7xdqRf2T1H36pUgH/pbX2h0KINvCKEOLrwK8B37TW/hMhxD8G/jHwXwM/A5ys/zwJ/C/1y3/jZXVCMD9PlOZ0jhyh06yHxBaiZkR05hB54cTANgzIdhJatsOVi+8zvLXJhWfP049jLm9pDh9bQAYSv93ktd/9Xzn14dOUo7u89nrFk1/6PFoYZNCg3F0nsQWz4RS6Ce1AETRDSpPjdxoUUwvpFK9t0FWOtpJb799h7dgCOjfIQBCEPp/+tc9SjmZ0D7XYvaQZXb3KwpOfRIVNyvGUoO1hjUs4q9IU4TVoDTye/FS3JoKkBG0PJSRbN64RRB+nyg2inFFUBj/0KNMCI32E9KlmI7JJSbPfohIxsSfRVYaMIgZHjlCJQ0RKUeqKtaOPsPThBt2FHtmFJqWKCP0Anad4QcjecI8T546zc+Mer33nKo8/c4Tr3/s+m8UQM0m5/Ed/zef+o79LujejKjVvfPUVvvhzZ7FBRDHbY/3eXQIl+NhnHiLq9Xn3lfcQ7TazYUJVGPqrPYKmIpvMqIoSv9kjzQvifhuTZqTTGadO90lnhunNOzTWDiIEBFFI98hBTJqhlUTGhnScoRodVk+1UAK6SUmWVAg/oH9sFZNVCCnxWw1mO7vowtDoRG6BAyAs+SzHej4rRzocOGyxniTAUlUeOku48doVtBBEIkV7LUoivLIgCHx0JRC+h8ncfLmYJrz+5ohsKnj4fMiLz13iC7/0KEwrtq7fZulQn0/8zHGuvR6Q5BOiYMaB0w+T75XcuDLkoVPz/OvXS7q/8z8ybRxg7UMPY1WIVTHpvW2EUUyTkv5czFK/y8qxRTZvbDB6/x0aywvklYcnoPACuscO8/7zu1w4V5OlRe3qqMOkHDSl3oj4AmtcXIeUbgNspEBr66yq/ivIAAAgAElEQVR0VrqNNK427ifi7bfbjodoa5C9xQiFlbqODrA/WqIg7i9txD7pXuA23vW3Iur55r78BqQjfYGr4dbZD7VwtkABCGnQRiGFdra/+iT6k14fuCBaa+8B9+rXJ0KId4BV4OeBZ+t3+13geVxB/Hng96x7anpJCNETQqzUn+f/9jKlYruIMAcep9OKEJ6PrSr3rGHcTKLcmxI0JQsnz9Bdyyj3Nmk2QjrnD3LjvUuk96asPfkx+n1IxgZPJqgB/PU/fx4/XGJp1RB0+wg0ZZIRLywyJablt5hrBaR5hS5cHoVJxkiboAJn0RJZQjbLIWiycWuDuQOLxDJ0a//hFL8RI61l69omCxee4eGHFtDpmKgVYL0IUyQAaL+NoKJMcioDYatHaQsazQGbF1+kLHpYSkCTTzNUEFBklXtAolxUwEKP9gpuqTMrKbMSFUYu2lRCHAVYGyDNjNtb2wyiGW8//6e8G36cE40GftzE8weUlWFvJLn8rRdZ7HUpo3lQIeHSAXrbkrt3d5jrlASBz9S4E+IDnzrDd759i4fO+ly5fJ2VpSVur4/xbr3GiY9/lDzsYIdbpDKikWr6BxpI5WONxPcNFCOCqEU+ndLsNCgKH7QlbCiSLKFRz6lAYKsSGQVkeyme7yPjJkIqqjxD+4Kw16UbR1TpxHVZgURPxmgvIJ7rYS3kkwmmNBSjIZYK4ft4XkA53sOWOcqzZF4TbSxVkiL8CJ2k0F5geaGBRpMXGh8Nk21mwxHdOYltHiVPYX7OJzp4iJevDfnZX7yAVB67k4SLL77DiceOsiTg8ENnGU/cSWe+L1j6xQ/jadBaMP9EiZ5dZ2usWNsd0j35ECUB0kbIdEZ30GG8OQV/G20snUGDd36Y4r36LU584lFmeommGjF9+T0e/sJDbm4ojStyVmJsVft+AVETaNCObF3TcJxesY4lxThaNnUin/yx0Hkr6xNcTRkQbu5ncDpH5aCLLg/KuJZa1JLX/aXKfY21qpc+da60iwdwW3D0/tywDq8SLq60/ke4r11volHOBXN/o/MTXP9elipCiCPAI8D3gKUfK3LrwFL9+ipw68c+7HZ9799YEBGCZx85THThHEIqhC5hfJM3XryFbPRZOjxPu++TDnP21u8ipKHV9ugePUe2s0VFwcLJJcaJZtCLCOIMpULwT3H0Yw8w2x4hjz2CNZo8GaOkIJtqej0PZRPytERQkVcGZISQFZNb15hlMyabI0T/JEfPHSK0I0TUImi36kBzhWx1sWRMdvd4/MufB1O5kKjtHW7u5Uzvjeh029y9cpWzH3mYXAmaTY9oYYkySegsLNIaFGzOVvjCr6+Rj1MQAr8zwAsDIimYbI6QkaAsU9LbY1rdGD8OKcYJYbeBzjJHbqkEejZlOt5j++YmRwQE/YdZ+fh5Vq1mdu06f/nVd1keKK5Pu/zSrx5nK/Hxm5rTaDyb0l5c4NbdlIPnevSWjzPe2EVID2MUzUHIo88cZbZ9h/7CPO+9fp1u22fUXCXwNGeOtLn43RHNXkRrtUc2nhK15rBK4sU9tM6xVY5AcPuHlzGeZHB0DZ3ndJcW0FWJUAG6Spje3iWeb+IFir07E3oHuigl3JNCFODaqdzZB80QJSLwffwogMrp7jxPYWZ7WFM45UCSY6QGFWKtJZ9MSGYjGoEiaBkWF/rIsIcpC0yRY6WHh2C8OabcucXFd65gyoA8+R6f/eRRunMPUs5SPvLQKl4noswqPEKOnVhkVDVpdyyLKmRxyaNIM3IR8PLXvs0zn/sIoqz41NNnee1bd+iurpI1DNNhQtzWRJ0+UadBNhrRWw5JbEixM8UayRO/8CzrG1NMMaIdGF584Rq3Nys+cfebHP6lL6G0dPIak7pFjx86faA1tQBaYpV7zCkr0GIfqbUPa3CnLVW7WJxDpJa4GOGCrKi1/UKhnL+u3qMIt/bYb221QIo6KspahPCwUlNjHFz8Qc05tOyDIly8ALq+X1sPxX3qg3QZ09LlynyQYgj/HgqiEKIF/O/Af2GtHf+4qdpaa8V93Mb/68/3G8BvABxYWeLKLOTjcw0wFaicF776JtOoxWBzl2Khy5l+g2Q6otXvUKZ5HXSeMjh9hOWTi2RpRW+8B2WOH0gqbXnwU09QFBmqbgMo6vzl0NCMCmb37pCXJVJGEASEUUhZZlij2XrvVbwH/g42+yobr17n6Jn/hM5in1ilZBvrZGmFag9otQ2VMaigQqmYoshJJhmFUWzdmbK1XsDGjIluEd3cor92mGI3oeOP8YylMnD0gQGHy4JkOKa/dgAb+Hi6RAtItm9i/TY60zQXumwNd7CjnKiAoB1QFS6HQ0uB5xtGd/a4885FwthQeAo8SdzsM5sYzIEB7ad8zj3Q4aPzTUxhWI4NMvCQuuS7f/5NNjbX+fiHz+OfOE/seXXAkaDMJpS5j5IVrf4CWgYEcyWD0yuc7AnuvnEZ1ehw4WPHUEohrMQaH6skUoO2GdJYSqu49+510iQhHXs0B32ag7Zrg6xHMZlQCsml9ya8/vtvMOjHPPqxE6y/v0HvQIdQGpLUeZelJynT1MWSihJpBdU4p0xyVK9BPhxRJmP8VhflB3hRBGXmNK9S4HUGvPfWe2zMcsx4xkefXCJcPujAD3EDT5Uk4zGXb+9x4tAqTxw/z+KBPrMrL/M333yTT//CI7DQQ4YNrCnxPEF8YJGtS5dpZzfw157GlDmT8RQZRcgy49ShBcYX32Hu8QdJRwkLpz/E3rvv0GusobodRttjJlvXEAia3YhKhJg0pdkOsGVBtrXNykKbzC5TTTOiw8f58IWQ4tYGVmcYP2Tn+haD1TmscoFMinqhIWrfcN2OGunVYfTCCRNxnmxhpdMDGuVaZeveR+FOZI4r606EQgqXka6Ny2cWzhK4v2TBSKdz1AaERipRjyBrig71RjnXiEBicWxFIwTS2FqgrZC4ZEBpneeZmsr9AZfM/24FUQjh44rh71tr/6S+vbHfCgshVoDN+v4d4OCPffhafe//cllr/ynwTwHOHF213ZU1VBAyvfwub75yi8nB4zz56FHmFgLKLCfbm3HgzDEqq7FFQTrJmFUF22/fIvINKvCwWlB5giQzTDeuEnbaVNriiZDmfIPmoE1bCNLxHlcv3aXa3mHhzCrp3ia33tvj8c89hi8DkHBlHc4NXubOlS3S+Q9jmUHQYnf9NnG3TZakCFFSZDMW11YRnsGUlulEM9zaotnvkE9HyEYD43n8x7/4Eb7xL99mqbvOnXGbwVqDuOuTb+9RWA8/DGnOd8CT2DJHez5SS+5eHTJ/sIkQhmxrm16/4Z7dI0W6V+KrHBn4BEoigpjGQp9Fe47Z9h5BM2SyPaaDpe0LZODx+Y8suXwOY5FejvIjTAWz4S6nLhwl/9vbXLuzzvkzjyAjDz1NKYspV96/Taf8HguPfZogVrRKzYOPH8YPQrY2h1TdHlmasSgNWldoK1BBjJ2OkHFIOTXEc00m1+/RXujSj5bYunmXvb2S5pLnAAuTMWGvQ0NJnvrcadoHO4zuDdm4ss3cWg8fIAzQRmJmYzy/QdhoAJo8B6ELpK8hEFSTKbrSqCgGYV1bXVUY5aHTMSJuUxqDX2qOtKB1/BivX93gyWVNoCDqxKR5RTyYY3XVYLMNhtffIZ09xN1XblBUc1gvdJnW5Q7KC5BCstBrMvjSJ5C6dOTrPCfotKhmBX5TsHlnTGjHJM9NWXj8ERbnOsw9+QRUFV6yS9iI0JmH7ynyUiFVQdR0Jzx8n71Jxub6PRotQ7PZ4LGjDcZ3tuk9dojhzW0acw3mjizUywywQtWCZ6gnew7dZZ3ExQpnybPC7KMWkPspT1JAtS+9seha56hUbbMTwmHMME7DKHDxAbLWOO6TIIxASMdNtLZ2xRgHntiPJCCsIRM1m0zW3+N+JotV1rlU9mWPQrpCXu230z/Z9YELonBHwX8GvGOt/R9+7E3/CvhV4J/UL//sx+7/p0KIP8QtU0b/T/NDAIvH2rJEeB4M5rjw2WXCuX6tAhCEgYfoWDYvXyOaa6ECj6gX4ifQOhgifUvQ6mCtpSwqZKIpZZdyOmW0k6FaGcW9iiCwVKZESkHge8SHVpilgv5gifKg5cb1GQePx0ht+MJv/AbXrqyz+OkLHF1pITH4ouCtN+7Rntti9fRh8sLSWjroWlYvoEo1Hpp2f4nxxhbzZ05yQCkavYg/+J3vk28N+cjTZzh8oUeapMy2C7TXIFIeeAY/aCClR+D7GATFbBfR6LpgndDHUwEaQxD6GCyNXgx+FyUks90dRJbgW8Xc6hqm0giR01uex5YzSiLEJGE6TilKzdzqgGpWYjxBWRiM3+TaOxfpH1hlMonczzLTaG3ZurfJlZde4ui505SXLnH41FH8pkeZW9JZSr8fkL67TWtxEVOVCOWG3hiDFQWXXn6XZDzj/GMnGSUQz/UQecb61YInvtBGIcBTKEooC2xR8vp37nDnxojBiSVOPnOAwFSoRoQfWPTOBGugGqVk0sNWKZQGY1KkF+IHgkrAzbdu0Oj6rJw4jhDOwyyFj4obaJMhjeDMJ8/x/Nfep/3eTTpLCwyzElsq7r65yfDONuefPc3KyiJ5FmMbB9m8u8naEx/loXYI2rK3OcTkFmOnrJxYRs9G+M0OoNBlgcHi+4qgH5FOEg6cOUjTF9zdTEFXgEEIj7DXpEpTwkCRpAZTGvYuvc7SE0+RJRnKWrxI8upfvIxHwPyy4viTxyjLFvFik/L2dTqnziCK1FnwjK1T6t2KQ9fBUhjXbiJchoqTGIofFUNAeCCsj7YVeG7GZ41FKNei2v1ZnjEYpWpdopv5SaFcp23sffmPtZZaN+PcLWZfouMKqxRgKglGIzz3tez9DtQlblpdRx04zXeNA3OIsA/SNf+7nBA/AvwD4KIQ4rX63n+DK4R/LIT4deAG8Iv12/4K+AJwGUiAf/hv/QpG4reP4JuMrKrQlcbeu0aW1hkPSlHORjS7MTbJKEsfkaVgA6p0iPUU6TjB5BVCSZSy9Hsh4fICKydczOJsaLh3e0y7BXFLsnrmOHge965ts765hz84zsJSA19Y8NyD4uCBHoejAD/wyPbGZGWJmj/MZifgaLOLaiti34BUCE/gCYWIuoRG0u6GJGnBdFQS+wGD4wcZ9Vb43373Jg89rFh9/CAHutCb77hfBjRWWJSUaF2RbW1Ryoi55TmstTRixfDSRXSu6R45gowcGmt9qyTZnnL8iRNMt3bw/Qa+hMHaITxfUhUZCIlnK0qlyCtFNL9A2PYwmQIPfDJEWfLgJz/ihkNGYAvIsor+YsxWOsXz3Ixs8cQxKpMgdRNJgGpKrPBZORtTGQmyQkgfIaFMU7LUsHRgkWm4x3uXdggG82y+dJnJzganPvoRonaEJwt2NhO0hizbprIBttnm419exqiAqOGjixzKhCL1CBoecdvHWA/hCXbeep1mO2bDxnz99y7yD37zKUQUEIQRCM9JSiqBChXWFAgVYZIpl68Mme3lPH6uzWa2iCkKWnGT9Rt3uHHpLjt5yAWHgcRTAb3GHv2HTmF1jq5SjFGsHFigkgLpKQQBqgX57i5EXdoLXap0j+TmW3TWDuIpn8bSgGycsXK8QQXEjTb5aMjs9gZhfx6rnY40M4opIQvJhEApRBSgCRk8fIpussGu7XH9xi4rnYypXGZ+ucm9t2/SDAK65+bxpHKzN2GZJRXNhnSnRlFrD+tcEnPfuufehgBtJEKW7o2m1hOqWk/o7C1ujmh/tDBxkQF1JIFxrEWLcHkq9bbFQWUtQlqk3i9ktrbu7RsRLFI5MISz+9n9PRu2JnebutiLfXXQBzgi/lTTbs6fPWf/4v/4U3RRonyFUR4i3yMdl4x2RihP0erElIUgrwrS7S1WzhyFdJfrb9xC2pJmd472sUOEYUxroYtOU0ToETQ6VHnu9HeBQs+m5NOUqnCK+e6hRZC+a0mEQtQcpGRWIpWEInVgBKvQVO4/3PcJJFijKcsCbQXoCiGdq6RIUopCEzTaeKGHNRWiSrFVRdCdQ/oCT/p16wIGF1whTEE2TBhv7fD6S0Mqz+OZv/sgZm+XYryN1SXrs4Db37/Gx77yOLqoePftIcloncc/9RjNua7b1hUZ+Xjo8O6ewhQJJtOgIGhFmFxTpDnagN8InPhWa7S1hK0GWueYTOMHHqiIbLYNBlTUQucpo/VtKtli5fiAKs1RfgPlS6o8xQsiyrxAVFO8Rp/p7g737kxptEKyQtFtCXbGhsHKIotzPrp0P8PxToKvJIMTyyjt5kXFzjrR4irVbOp+PtLHFFOMCEBq4kaHd15/l0Ev5OaOZMns0DtygHsXd1k926MUAdJovChElwVeECCoMFqRThO2r91jfOc6LC5y7sJprBciFOjK4HkKbSVUqSPkWI3wGygEOzdvU2aS5VOrSN9w/TvfI9u5x0OfeZI8nMcYHz8IuXntFlde/CaXL97l+OPnuTCX0vnwzyOloMgNvigRYYPb791iY7PgaHOIOHiMVtNHWJ9KaqRxvM9SC4TOqRDs5T7l7Q2WBym74jBrRzuIRoPn/uQ5HjvbZ+HBR7F4GGGdXEVYSinwjJOyCenUFEI6Tao7Qzr5jDQuhgCMU2+bfTCDW7y4nKO6va4zTbRQyP3geLjfbisLpXDYf20N0gj3PqL+TFajpcSnLoDWYqXBaunSBR328EfQCPfVXbQB1o0BrOBzn/3M/79oN0JCmiaEcUCVVyhfI72YZJqQeZLdq9s8+PEHEVnJS3/+XY5f+BgvfPVrnH/kHHmZ0DmwSDI4SaOYUClJMpqwe3MLRUlndRHpq5q65uHFIWG7Sb83YLKzx2R7jC011hiqskIZjR8Kon7XPQ/GHjKIXCsgRI1PUgjtMiE8GTulpvzRFi5utVxEpK2bEGsxRHhCYouU2TAntxav0aZKppiqIGx2KaXi7qZg4cgyH26FtNZWkbpi6CvCZsydS1POfewUK4seN15/n8lwiPC7nHzkJNq66ACspqosCA8Rt5zezHoUyQhpDOvXN2l2ugQKZKPhcPhWYwwEvk+Z5nhhgA0NWnkoC1FnjrLIiOYWybbu0Fw5jB9aynFJNDegmGYYnSK8GBEofOmB6iBFhfQjWi1IZxOOnz+KtYrufI4IFNmsoiwrVBixdmYBJTwqUWJMRpGUBIMVhPLxPA+tNVbnKKHRVYYpLTsbt1g6fpzrLzzHQr/F1//8O5z78Flm/mEOuFUqUlpM6ehGiIiqMPieIBr0ufzCKxw4epyWmZFnGuUXKCmQQpGO1om6y1gRIEMfqQqsdhnB07RF2NCowPC9v/gWJ555lOSdBtdevUTvWEQYWyrdYy/zWTtwkIYUPP6x47z49Vd4orKUxRShPMrpFhM14NLf/oAv/KOf46+/usuJ6h56ZYn+vGFyb8L8apckEwQNHxk0UEhW4hz6a7z15h2W4y28xhKj21t85tMP8eJfvkOn+S7B0dNgPKwSaCPwrEODYeqNL64AaSGdxEXq2tJXt7jCEevvO+n2/c7W1LxSau6iRBm3rLHK/eyM0lhjMVLU8hnnYQZbZ96L+ydNb5+qbbS7b4XrtGuxuAviMjVuzMmDjKzzYxB8QNjNT3dBBEGr3aSYjQmjJtZqityys7VJxIjtuzPe+ParnHjiAkdPH+ToqYi2fYzU1xy5cISNS1sMFqdgPKTyGG1N0AaMl3Dv+pDVU0uErYh8UqHzgmp4me/98U3mj6xy8KFTGKnwmjF2mpKmsHtnQnVvneWVDlWlsQpEWuGHCr/hOS1bUqCaAbas8AIfFYfgefdnMRQFOsko05I814goQhMSNmL8RoSKPLK9LcLIUNgIVEUchByc3+WF33uT5eMLXPzq9/nMLzxNQIa1EEYlu3sGRINbN7Z48mce5aW/vU728rs8+eVnkdYy25s66ZL0sGlK2OkhvQSjQ3RhaS+2KbUmaLhf2CozCOWjVOHG20JBkSHCBgrrNsxFhak8yr0hVguagcs7iZY7DoJbSJSM0dpSjidYEeAHBUVlifoD/DgHBmhd4ccBxsYuQjbPaM138IQFYzAyxWrlrGXGUiUJNhlhghidlaRbl3nza99gsLjAyS98hcpW9PsNXtwa8+BnPkFvIybqG06fWkbFDWRVgQyxtqCapvjCQ/mhG6vojDOnD5OWFZ3lJaJOhJA+yncSmVkZ05AaL4go0hSLjxcGZDvrHDvbIC88NB4nH3+GZtTg2LGUH3ztNQ43YhaPn0cFPscO9si9Y7z+7l1u/8nLrAwGKAVhr8vzf/JXbN/Y4nO/8kUWn77AzpVbdKKKzqEVdu9OiYIm/QMDsAIvVi46lhwpBXmeEQ4Czp0/hC4z7l2+S+QJhiNYfnCRV795k6d/bRnjz3GfXFOfyFB1a1y5+aJA1AVG7h8IEbZCSh8thOuLrWt99yMEjJC13c/NCo2s4wawaHTtkXYnO4RhP6VP7YNmtapTDAO38KlPnqam7oDGaFmTtXG9PQqsrm/8yCljZd3n/4TXT3VBFEKg0wyKKbLdoJwk4MWcfvQsr3ztu1z4+Z9laZBx9a1rzK8s8Pwfvcypsy1aqyfAjggHgutv3GN5ucfgQBdZZXirq9x4JSM8FLP18r+iCJeJF07TXQy4fqfB2skOuR5x9c23SROPs0+ex29JgljS7vbQZYoXeDQ6A/JpSi5TXnt/gr++zY0NzdJSk2MPtGgv9FDGuO9ZGPywifSdLMBvdLE6oTHXokxmZDevsjmCE089hLAKaVNe/dc/IGsfYt7bY/X/5O7Nguy+7ju/zznnv9/93t43oBto7AA3kBQpSpYsWpItWbItOfbEM6nsy8wkL3lIVZKHVF5Sec7UuFJJZokdl2c8jj3yItkybUukRIqmSJDEvgPd6L379t3/2zknD//bkF+lqkypfJ9QBeA2um7j9//9vuvFC+xuQXmuycrF49y/s0kYehxudig1yqzvaY7717l/9TH1xTnu3NohrESEfgPlwWAUF0/WfIR13OLUMBlGujhhgBu4ZKMRpchBW4tFI0gRIkJKv/ienQCjCo2f60iSrNiWXeWSpX10FqCFLSoD+iOs62PThMy6BNUAqzykJ0lG3cLpEKf4gcS4HnqY4YZlgrIiz0cIpzTuBclwPIc4t9hMY5IR8SAlKvnkFhjFgOWtP/uAUycusr23j/nzv2b1M68RD3o0jl/g4be/xbNz0zSWT+EHfsEsy+L7QPlo5WBtDFmCMRLpCPqDHun+E3Y7IZXKs1i/Qp7mOJ5kamkGMzjgo798nzRs4KYjVs7McnBwSNyPmV2coTyxRLgcsbcPedCgdvx5ElyEGzLq9ymVQsKlRX7lv/6PSXb3EIGP8B2uvvMRL51u8PiFF5DdJ7T2uqybabbSiOjGGq0Txwr3ET5GBuTDQ/BLOKYgR9xaAzMc0tntMXx8A1M6Q9oosfTMcXKnzdZlwaN377L4SgWr/ELDRyHYzscPnyJ4Vf7Id2yOUhrEGK8b2/IwBf5nxnigGesBx8EN6gjfs0cM8LhzBsbBDeNhNe6ELqhtA8LBGD1O7iqGKXZcViplIb4x43AIAdi8qFZl/BbjYSt+gmEIP+UD0VpDvn2bzd2M+GFKXQ2YWD2G0Zql58/w7jf/gpeeW6B/bY2FL73CZ381wlgXY1wEE8yuGurzhjB0SDubPL76mCyXqLmzzOZ7HDpV+o8+5DA/Tm26xonTIXevaFw5JNM+jfk67SdPGD65BrXTtGYbBJGDCjzibhehBY5wePmZFvFqhUthSJYb4jjHWoUxEieQRRafKOKyStU6yTDBb9UKfCYZsruXIoJqscGhiTt9anWL51hyr4lULhOTPhMTS7z1xl1qK+cxxtJamiHppTz/qfMcHKZc/MVVbl29RzQYsXj+NJOLDYQFRwlkWKShDEeQD2PcUqHvk3nGqHtANDGNVYq03UNKhc0dnECgjUJrD2Md+rub1I6fZpQMEMIhbvfJlALl4IQSL/QLCYsf4jgunZGiMllDxDFxXqTlSCsIpyZQUqFNTh5bgokyEoh7HaxwC4dDxYFRRjzs4YYl0nxImkIY+QWOFGeFmDjP8VzL4eY6M8uzdAcVlO+CFrz86gmyZBHhB4x2OqiKxSSGNMsRaJRNCSsRydAiHcmDK/dJPJeW7NORCVF9gThWGJ3R297BjWpMzklu/s0jFl+6TO/2LR7udDnsNQvsLR0y6icE3QTlSiYqmtwGND59CWtytrcGjO5tMHW8RnmqSX44QHoCR2pMbJk9Oc93/vUfMru4RnJqFV5+jcM377K6VGdqsc7+o21a5+YQOGzs9Onf22D5zCSUa7iBIBslSKFoH+TI2gKzp+eoNCuk3UNqrZBl02IvVizqPuAhnUIzqPMcadzxVjUmRQyQxJjAK85VABQ2N08tgMXMEk+TamwRt4iVmjyXWGccM6bH7haKs/hpjagVaFv8+aKvRY6TcSTKCgoaaZxi44pxn9JYhoMGTSEVw44xzoJUsVpixE92M/9UkyoXz5+3v/nf/w+s3T1g5VKNcKLJ9et9lFFc/sxJTDr2ZiqDdByCIGDYM5QmKwhXgS7OgLi9Sdxus3FznbW1HZ7/+leoyT7rH33E1p7k7OWTBLVGoa8ytsjm6x9yuL1H3O+yN3AYbKwxs7LE3NlThZm/USfvHmAJECrBcTyEF4FwUdLByIx0lJIPNK5nkH6R2C2EJM0Nnu8ghSJPE4apoFELsY5E5hmdrW1GWtDvj6iHFjeogHKQyrK2tsfifAurKaoHROEycEOfPB9B7qACF5sZ3LKHQpD0eojQJ+/3MSYn6w2I6i2E53D1gy2GeweY1OG1r5wHmzNKc976k7ssnWqwemGKtNdHBRFSSWRUZdTr4SuLiUckgwG99gjrVShHlqDZKs7cUZfe7oAYxdr1HZ755BzbT7CGpCYAACAASURBVAZ09lJcN+H4sydwfQ+/5KFHQ3LhkXUShCOJ6g5pbHAcD79UIh70ydMMz1HgF7KW3uE+nueSj2KU4/Ctb3yfM6szLJ06hnIEJtOosILyBfHhEK8SYEZ97Ji06q494MHdbeaWj1N2YtJSi+7GJuu3DgiCPfCb1Gs1jp1bgKiFyVKyTBP4iofffZ+lz32Cx3fXSPa6lKoNJhdrWCkIohCJJRuMyPqd4hQt13GVYvtJGxmPCCsO5Yky3/vdP0CKnPPPnqV88hK5ztjZGZF2dllaWcQtVbBCsjlIGa494Xhlnz/+7h529yHP//p/QJkchgP8SOKWSzheAFrj18qk/QR8hUgN6/d2EOmIBn3yExfo3d3g5KUJ5MQi6gjKEQZpHbQwT6P+GRfGc8Tojs9Rk2coxwWOAmUptIEUTLG1CiEKbSFjt7O0CqnMmEAuXCZ/K8qGp/Q0FFvq2Jan88KnLBHj6LFiACqKzAmhDdZRCFuw0ViNoTjdv/DF1/nwyt8lUkVAGDk0T50A2lz7zgOWTk1xd6PPdlcxU3Ox2Q5rb76NdBWV05eZPLXK3t3HJMMBgecQTU1Sak0g/AB/R3Pu7DNUQkvSNUysnKaxYhFpQto7JJyYJu52KVdC8lKFjD4Prr1PXF3mzPPPETXqCCWw8Qg9CoqmMgfSziGpdVFhn8H2ALdWwWuUkVbh1yT5oHgaCuWg84J1yxOLtCnCdahEDsIdd4o5PtHcHCVgkqIDd7C3gxQWneXMzjTItYsxljzWuKGDEzpIcqQBx1MoJYm7++ytdQlrtaL2YhAjFaATNjYG9G53WVhoEMoh2eQi505o3vvmD7j4uRdAW469MM/KXMCDj69RjnwqU4uYPKNaKiHyhHioMbnGCocbd/aolTOmZ0Ks3idsVem3+xy2Bxx0oLlcoXMYk/XaLByv0Y8rpKMBeRzT33UoNQLSJEWVPVwsa1f3qE84UK2hfIOxljwzBfNtcrywRGgbDLbXiBp1sljzC1//zPg/sEQ6FkGGyQbs3t9nanWOe2+/zd3be/zM559HhhHdgxFZ5jFKFLF2mayD9WqM3D7Tcyfo73XJA8Uf/J//il/5R/8p7bV1yvUWIqgx/+mX+ZtvXUUR0zyxgOcJGLZx6tN0d1LK02W07XH1gzscP3eM7P4WjbMnqbZK9OKIWl3xr/7gWzTtgL4zwQ/f/AGfPX0RcsX8bIRYOEWcSTwpyOKU2ZLDdx4+QnziEu0H77LQclicDll/1KEeVSm1XA6fPEKmQ/xyGSnnC8Ip1Vjp4jXKPLy6zc2DfV5rPMbMzqAm554OOitkoShQxcnpFAdqMZiEKU5cMcbqEEjH/REjbIqhJGRBHEIxILUthNtYgTSm2PXM+D3E+L0tY3zQ4JhiMAsxNvAJxhpH+1Q0fkSWHNkAQSIcNRaSF50tYlxaJfl3r0P8//1lkhiLYrKlkLWzHJfbbO9sMz2zQqskkXpEe30H2Vxl6WzIkw+v8c473+HM618j3mtz706fJ29scfpElfpMhdbxSTyVku1uo0UFiWXv7i2CyWn2bm1w7PkQRwo2PrzK1ftDji3WOP6JV4nmpmj4HghBPuxAqYzOwAmLknGJiypFZP02A+0QJUPiJyP29kZUQ8n+9iGrL57CiEJ+4wgHFQYoV5CmGqtjhh2JH0iS3hDhK1zHJU9yjONSac0gxoVBNgfhjX/yrMVmMIi7IEHrHOl5JDv3eLDlU5cj7r7xPs98+Yt0Hu5SXpxGmZzm/CSdDz7ih9/d5rXXT3Pu9BydYcLj9bu81KzS33rCXF0w7HbJiIhTSSlP6e0ekiaGUj1E64TBSGGGXRZnQ5RyUCEEjQpaG8qTLZ7cX8dL+4T+RbTV3F3rUN9NmTm7iI014ewkWZJiA5f4cMjOoy7psI9QLrFVzHga6Q3RcUalHhXuClswlY6wlKYXUDZDupZ82Objb76LSYdc+qVfwOiUzEiasw2ywYAnaykTkx6ba5tMr54AoTl+skHPdcgfrhHMz6AxLM42qE1PUG0MeHL1faZPzPGdP/mAsxeW+PB7d3j1y88ghwkvffYkXhDS6Q/pbO2wuzPizKkzBE4PhGXz/kNCN6Ps5DwhYdorPLqVSZ88SSl1ekyWPD739z/Hd/63/wstXLyygx2OSNIcv+yjkoQsMwxzwVSrwTv/5J/zMy+f4d6BxIxS5maCQmydD7n90QMaTWhlfURtCZsbPGXJJcytzHJ/K+ZYxWN9J2bxQoZ58jFi4ZnxZmWxUmCMhjTFet6YLxlLa2SRgnNUBHXk8xPWYI1AS/n0lLVHDX3KFgG/43RrW4B/PD22RUGWoF2E0EeRNUUythlXn0rAFKk2hUedMVBYLH3FkC02R2HFGM80SCHR/GSkyk+ch/jv4mW8kPqpZdb2c8qRpNys0Jw/yeqZCM/zyHNBVK2zu3+f2x9tMX1xgVuPlgkbk5y4fJaLr8zx6ldPUT89g1OJEMkht6/c4WDjAJvHWCeH0gS9rU2ciSauAr+kEPUmrbImlznX31+DToIVpsBo/BpCa9Ajhrt7DA63uf7RXd77s3exVhb9GruHbD7eQ2dgs5yeLXHnw7tko4TA8zA2Q2cZ6ShHGI1UHkpB3BnhNutI6RAnMd3DQ0btdoGxGI2S4PoGIQzCZgibkWd7+FJgk4IBTAcDttqGpWmH5mKTHXUcKyS1pQkCD6yS1GohU4vzLJ6a4eCgi7WWigef/6UTDLc3C9DaWuKDjJrUbN7bwOQJjaV5SvWIP/2/v8lf/fU6B483EcD0sXkmj7eo1mrYeIjJNLmWnHrxEt7icQadHs2pCr4XMLtS5cG1LaKZJp7v4fougedTna9Tm6wSlUtorahPRiiVkRyOUKHHu//6zWJbMaDNEGMMroJUZ2SHPf7F//K7nH3tAi//xtf5i3/5BsqNiEo+w86Ih3c32d/tQO+AjdvbIAU3bm8zd3qJqekJtje30QIWjtVZPLtEa6bJIB0hWidYOf0iX/jay/iNFsorGv6ko0AqsjwhkFBfOsaJl5/jD/7tW7z9O79PblI6WRlZXeTKnQELZ87hBBHZKCbtd0nilBe++POE0xP81n/3Tzj92a9hM0M+6JOZFC/02L59j4PtQxwpqAawcmGFr/+3/wXxpU/ys7/0s1ipwIkK7Ytbw5PQ394hjGo4okdQDVFeQFT28Mshp/uPWft4g+lzNQbX7iIbszA+lQvUrMAGlRvAePMr6gYKjaIyYJ9ugmPbnVUgx5ugLDBFKSVSjQfROOgVNc5VPOoykMXqJq0sAh2OUrTHXmec8dcZC7SFHavFnxItRyVWBXYpjoJhlR1nZYL4CTHEn+oNcdTpsHO/R29jh96JWerNGvVJgdYGpQw4BlWrM7V0gfUrH7P98U0GnYyw/CXIi+6Ghi+RdsBge4d9LYgPNVngYgIfP6pQCQ+5u5Fz9vw8ypGQaVozdbYeH3DtvV0asxXu3dvhfGmBcqtMngwLC5obwSCnu/GEYLTD/MufYudwRFgv09ntMX/+NNff/gGzF1eYzzfJRQ2tc5L+LiazmJIirJQY9ROG7T7CBlhliHd6BX6DxfEjksRy/e37fPj2A7Z3Ms7/4ousLkVM1z1EHpP0RjhhhpIOUlqU1MzM1nnjj64hTMDrXzmN6znkw5g8tbieg5KG6fkWO2sPmZ6ZoP1og/LMJMoPyPNCUrO7OyQ/2GOYZ5x+6Sx7+wmzJdh8tMeJU8c5cbHFYVewu9+luVjC2ph0BEIM2blxi6lTK7iNFrMTTVyR47our/zcRQZW8tppFyEUaZ4RhgHD/hC/7HLsZJ1sNiAe5Zgkwwp4cGeDxfmQB9Esz/T6SKkwpvAHx/1BUSbkSRZOLPLd3/sW3uQcq5fPkCdDPCL8Spn+nQ1K/japv8wrX3sd6QpKZ8/zzX/+p0xMNbn4+qtkKBwEevcKevFFFpeXOHbaZ/3hBjdubnLt+3f5xf/wU+g0A99D5F3aDx/jmIzSwjJJxzK4+5CDZMSnSj6nLy7g+S5WKJJBm43rd6iUI9xwEi90aXk5U3NfZvVzXylOVw15alHWw1EOfqWJW6uTSoVKBnheFceXnNQFoVV0F2uMLBamZ3/+c+RJguMoBrvrRMEEh+0+8eMup19q8DsfWP7hf/YaT7Zyll49Ricz8Oge1elZcEtIVfjYrWMhL6x7BYxY4Ik5BqmcIsQVfiTIHutshD1qvDsKc1WFrRnGjXxjL7Kl2ALHA89ix6VR4mk/ipWywCQlRVWGHYcEaxBOIQt6am+WFqELwuZpIC0Fefe0QvDHeP1UD0RrBI7uMD8zQatZQ7qCPM2QjkHHh/TvfsjOtqFLg9LSEpOT5zjVnKW/9gg3LOHVq2NNU85HV++z9MKz6AWXQdBiJiiR9QeU509wotwkCiDLc6wDjhty8dWzjLJr7G1rVp6ZQroeycEAXBA2xSQGtxoxceY5bt/4Y+IPvoNnKwzDDsc/8VXKtZDnXr7E/fv7SF2ndWqRSuRCHqMqHiYz9Lb38GpNqvNlbKbptw9xhSaoeKR9Q5LlWG1xfZ+X/v6nODMTYZEYY7EmJelaZB6zfmvE/PEGjm+59/4tjl06x+u/8jKMUtxAopMYx48KCCJNSVJIu0POvbLKwyd9lpseaa9Npk2RJu0EpPs7KNch7ynigw2qEytYawhqJTbWPT7+4QHD/ZiZ8zPkNseMDHq4zztXDhBGsXbvr3jpq18iznNSK/CFYn9rQOegQ1dZjl1aRfmSPM2wymKTEXF/gHR9HN8n18VxNUgEa08yfu0rZzBSIUxG2tkj0y5pnOKVfUxqiYeCiRMvcOn5Bcq1JpnWaJthhODSzzxH/OwxPK8YJGkMn7p0HJ5bZtBuU6o30FmOFeAuXcZxAmxmIDN4XgVx8IBnXjmDlJAagadSbl+5ix08oL99wEKS0jh5id5+m9mlaYabh8hKhM0SculgjUApycbWIcutCYSVRBWHbDjEmBICgxsFmGyEVy6DEDRmWwy6EJQdhK5gXJc8S4gmG6goJNnrYXSO53lICVlS6PrWb94hkkOCxgw7V7dYOlct9Luba0jvIjMzHoO9Hlk3plQGEZSe8hmHOztEboBXLwNH4Q+ycLb8rfOz0ACO+56NRGHRGBxZdO4V3uRx+56UGFkMVWscDHos6YFioD59V4wZC7CteKpDtNY8VeVoZZ+GOAg7DrzN9ViOU+gmn1aYHgUo/pivn+qBWG1Wmb1whniYYZM+aaLRWiDNiI8/2GTh+BzTJ1bZ+dPfITcNkgN44YsLRdNbOsBaF8fGZEIQzS0i+weMrtwjfOVncewIAgfpuFSqVUymkbqPcpvIwMUMMl770it0tp6AExBGLlkuOLz6fcLWHNHCcbLBCOU6fPprX2Fro83tK/cJVZ2D3QzPtpE2piH36fbadNcsWeQzOVPD9AfoxKJcn7TToTTdRAU+wcI03YMDBu2YbJTjRR5CKuaXQXc3uf5XOcdeWAAJWX+IwXLjVpeFhmFjs8Peo/tEzQWuf/iQqYpiay/lwksnEMIwXHtIdWEJKwJ2764xHCWE+wmrp2cQpmjFDQKPZJTh12H63DF6u/tMT/tEkcKPyph8wPrVH+IH00zWDZOfukDWy3CVIBWCqzcfcPm5i7Q3H9I9bDLsDGlO1tndHGBsYdOav3SC9kYP5UriwxGeJ7j23WuEKkU7AduHhlc/eZyoNU2/2+fZV5cJSgFIp3jgS49clDBJB+V4JP0Ez4Ev/0efpwh/tJg8x5FgjGC4c4eNaxkrz54lHfXYu/eAqQtn+dbvv8flS4vUlifIRgnIBKlCfJGCVybppfilkOmZCvnEeUSeoFNLVK0w2HjM3v17fPYffJW7f/DPiPc34ORznD13ElWfQQcBXp6g8xTlRwg/xeSa6YUppOsiheXat99he+8K5cTh7Jf/Hu37t2mtniI3BptmBFGANyVwwhCjwQ6HqHoLIQRpBiIKsYMeaQLZ3j7RVBnh+HhRjTyW6CRhanUSLRVZPOLi+UVMVnjikYbSQpmgWsVaQTY8IDEB1VIZVQ4wVo5ZXoW1OcIWWKASBqNFEfGlC0JGKYvQshBQm2Il/BHpYbFGIw1oCRJdSGfcYss7On2NFOP20EJYjS1gIUPhJNOiGKhFJqN5ahu0ViAdB7TBOC6F77+QNR55rX/c1081hogQ4PgoE5OO+sWTFotyDHONHru3twntNrNTE0w2fVIzjyXE5DGqFKCEQ5obpOtz4dwsDx5mTH/uC6xMS9JRgsWBfIiyKTpPi/wCLDq1CNdDZxnlqVkMgmTUZ7hzj/LF13nzm+9y/com+WCL3Tu3yJOY6dkGn/rCc7z4qYtMtTRZmpNph5trCXv7Lu7oPht3d1BRCSkUWw+2eXz7ASbrkx48KZ6UVuOHIWElLDY7Y7HxDm//8Ue885dr3HrcJx0aTJJicoMEkv4QNTVD2k0w1mHryvvsb29y0BuytFrD8+D9b75Bp9Nl+9E6VqdIF4wK6eU5UjkYBWkC8bCPH7igwbEprdkGrVYFv1zBkSn5aJfFSRcrEnYe7kNmkE6CsSnKsfS6ArckEDLApY9XdnE8l9pkiTw3TEyEtBohC/M+KpD4gSBJR7QWp1GeZHSgOT7vc+WtmwwOD4jKATqH5HBYEEo2J09HSKVRToCVkspEnUF7F2E0UASACCVYu/I2O+sbfPTGW6TJIaNRTG4sB/tt3vzG9/jw4x6HYRXpWgw5UkWs3dqks50g4gFBo8LgYJv+1jraWHBcTJ6Rpwmi2mLh+cu88S9+i6R1iokzl4nTjOd//tNcemkZ14HcOiTao7t/QB5bJk+doDwxiQrL7O3ucufdv8bb3OCDm22iqkd1cQ6bp+jRCJMn9A8PyUYxg/Y+JhtBKcTkCSZNkNISRYrK5AS1uQbuqRU+eneP7m7C4vkVZp55Bq9WozpZgySnt9fmi79+gUcfP2LY7hV4eGyROAhhcD2fUjlCVUoYI444i2IwUdhCil6U8XYmwaKQstD8FdmK4zNaFtmIFjlOy5FYK8c1BBacMWZ5ZLEb1xkYe+SHpiALizhuChNgUYMqrC1wS1GogQrPcjFErdWFHdX87STtv2sns87Jex3yuI1QDlDBosl1iVEs8YTh2pvX8RYusXxmjjPZPg9v3CGJu+SJizcxx9LqJPHWbba3Mi6/skxjoY4Z9EiTrMhf0xlWubi1OlJZTJyStHcQykGpoty+XCmhAkE+SGGwzfFTCxw+vMGjg5ySGrAeN5leinFUgAoDnKiMTBLCRsjpiydYu/oxttTCsw1srPFKFaLAZeg12NlKmV4okW1uYHWCX23iRR7SqaJHCetrBuW4eKeXeHU5xPFBuGWU7fG//69/yW/8Jxd58sEdFp5fpT7jc/twh+WXL+PmOcYasrjL6muvcPN77/PMp5fZe7TB7MmT5OtPqPhghYtJY5RbOBSSJCFAE1bKJInBr7jkSUJ82OPmux9x+pVPczyJWbtpeHL/MTobYuIeG9cfs3B2ldtvvU3gKYbVM4hcFix8FiOUoDQzy7CbEIQBaadNMkpwojIzSyGHjRLbh+tYY2gtTYFO6O91CesBRgt6W/t4JY+gFCJyn14yQihLf3tIeWIGY02BO+qU3cMBYeSRtDeYPXuOcHIZvxTw8HqbcGqBuUbOP37OZa+7wZVvx1x6fhJKMHViAVcVfdAP3/wrernl5MWLyFEP7SisUAiR4zkh88uTiPQTdIcG22vjlpooaTAmR2sPKRR+qBA2ZffuAyaWp5FIpEn59m//GyZLhpu9iN/4h79Gkhg8IciMw+HWE/q9IaOdNtNnV5icmyLuDZFihF+tYgA97HG4c4DVkrAe0Zif4tWvPsNOL+ajGztMyQGTqzNU6lVqMy322ikHuzsk1kEFAdJxUCYjSaG7tkEjTHBmT47V2AKbFZ00hXf5CJ8r2N2jXueCVT6y743xPFEENSBAmyMBN8Upa4+a9uTT+oIiHKL49d+mQI7qCKQtTuQijaxguoUoJDwFYW2L4FlVfF1TENvF15I/mVPlp7qG9Df/6T/9n371l7+GjOpFI5hjsLr4IBqzk0STk0wuzTK3NMFo4wl7e4cMO3sMU0O6uY1TmWei3OfmnTZpPyUe9Nj6wZ/zjd9/i8CrUmk1scai3KgAqI0lT1K6gxG9tiGqOkV8nFQIx8ckCQ9v3GXj1iblWkZp8iy1aoKoTVItpQz3t0BFKD9EYsizGD9QVBYWcaIGC7OW9757h9vXNzj74gncco3mVAklcpRL4RMdDdBxH+m5+GGF1rEp5lYmWZyv4fkuw3ZMrVXBjyJe+cIFvvH9u3zwxn3mm4aZxQkWVlf5o3/2fT7/ay8jIg8hJI8+uM723Vv4TkqnPWDy2AzNmRb72z2i0AGT4gRRkSU4SvEqZaQb4FY8slGGlBLhKQa5TyhHjDpDahMN1m/cozVTwVhJtVGjObfMzPlVmovHmJpsgIhxwgq3P3pCJ85Y/8EtphcrDAd9rr57g4N72+xt9mhOV4gin5nFJkHJp3+Y88Fb65y7PMsHf3mbxYtLpIMROrXEgxwvVITVKiY2OF6xHVgk+D6OGxFVA7YfHJCYMivPnqPWrNDbT+kPe+w/vs+xsy2uvvlDSs05Tr14kvX7u5QaDbwwQGDoHuyx8WSfyabiwbtXmDh1GmtzgkYLmw1xwjJXvn+dZqPO9oc/ZL3d4eSF82SZRmKQysO6kt2dHrfeep+4t4dyXcKpGQajmHK8y0FaZmnmOMsvPVuQFGEJk6VYKclSQWOqipEuYahIrUM+SnHDoko07Y0YDVOssMTtHvmgT1h1qYQR84s1dBBgekO80AXlUik5lCdqTBybY9DNsEkbjKU02cDkhkfv3qQ+20R6QTGghHoaWC1V4eiTokikFuNYLTv2MCPtOO7riMQQRYz/WJAtdBHuMFbVYMWP3mOcDMa4ImVMwhyl2YzlNkogn9ZTFSGyEjVO9yoIlKPJK4+SuQGs5bd/+7f4r/7LH6+G9Kd6QwQQpg9xiKqFpO0+TqlE1mmjwhquk6HCEu1777HTrhGGISGWgH06y89z5oVp9h/vku5uoSp1Qm9E7eUL/PrllO+9eY3efofLr7+IFBYVlcZPMYHTGaDDENdzCnzJD0i7HYJGnZOXzrO4usSd997h/kc/4IXLc8juPd5+cx037tCpbPD6L38eo1M6T/YY9Tp49QmaUxF3vn+DmWYVTcA7336PlfNn8WdDHMfHUvTMGgtZAoxypBmRDzVutVpkwGlB1AgZ9Qe4JR9y+Pe/chm+9AKp1Tzc6TEpBf/gf/wq2+0EzwtI4ozm3DLWrbG/f8D5Tz9DPsrQacLkwiQkA9p7CW5oCSsh1blp4m6MVYYwd8itUwycOGZ5eQYRRLj7+3ihS3NhgcNbV3DclIO2YGp5AREDYYmg5JMMcpLeISvnZtnfHRIc88H3Wb/5hHIlQkUpi8+fQRrLjXduUwpdFs7Psd3PeLLfwy2FnDg7CXnOaJgQBiHlmouRCqMTnKoPGuKhLpJW4mSctpxz/NJppHJAQHu/Qy4k07Mh081z3HrnGjPnX+ThfoZY38emQ2zaI9cpTsknCMvMVkvcvr7B6cufxq9UsNqihwOUDLHJEL8+QakhcU+cZL5s6O1s0O922L73mJmVZfxKi6TbwatafBly7Xsf8LPHF2k2S9x0Vzl+1uH0s8fRuSSoVkm6HbDQ3hhQbbgI5VJtVsmSHOlI/GaFdJiRDPvkcY5SfpEFaS3bTwaYfIfJFcCPaLRKJOWA3TtPqLQCSlMTgMR3HWZOTNPZDSA5wOaapNPl5Gcv4US18Uk8HjDjKWWzoppX5CCdYiAZBUKLp26UIzWMLSbeePsTY4/xj7ZGntr9CkJG2cJ5IowBpZDGFAER47+noPBQj3dLIYsUbyPtuMxq7JMuaG+sLWoJxFFyzt81UgUhkF4Vk2XYxOAFJdIkQYUNhFvBTRJ0nqGCaQZ3/5p8dgnXxmzvTPDiF0KyQZfmTJ36F36G9sMHdDbv82hjH1+vM3fidZonjiNKIXp4iDYGk2W4ocQLPXxHYVA4YQmtFEo6DNtt/FoNT0nOvvKzrGQZa/ua9sc/ZLOfsDTfIpICk2ckBzskMmb/yTYOVVqLLaZOzrN3qGnffsz+TkbjpC3cKFojXQcpPShBpi3KUeTSItBjXClHOC7J4SFRq0LeG2LGGJBXKeOjODnTIo9HuGGAH4RgNeXqBM35CY4jMGlCbi15kqEHfWyWM+jlCJXgl2o4rsAN3ILw6He4/uZdqtNVFi6d5NGDlHh4wOTcNF65BDZj6cwcvdkqWDheKaE7a4wODJMXni+yH3sH7G93qVUjouokRifEnS5LJ+e4/ld/gxNpeju71CebTM2WSFLNnXcesHLuOH/5hx9z8Hgfv1Wjs7HPsJfieBJNGd9ziHsJWhs8V1Jq1kj6XYbtQwD8UJIbCtbTWqr1iDS2DA77ePUGp17+BOWqwyjeYf3DmxxfnUNIhzzPkbGge/9Dpi8+y8yli0X/SJ5jdYbWKapUY9Tr0nIt/e6I7t1HhKfOIsQBTtBk9uKz3Pizb3HpS7/ETq/D3e/f5pe+/jK2dpx2O6V/4x4vfvESH751n3t3djhxapY8SUC4iMBh/uzsWM+nyDKDG5awEpJeirEWr1KmvlTBsRbpOuw93KIyq9jd7dC7O6QcjZiYDnCFxG/57G+0yQY9aicKlYBFUp+q0d4VxMMheTIg3UlwVibHKhWFVUVPMyisLAg36xY7n8jH0hnJGMTj6KYtTlyKTVEIAVqON8fi6xprnrLK0h5pBotOZmEp0EKTP9U0HlUJCIoMRW1zjtJzihN9nLBd/CbSphirMNIUWONPQKr8dA9EYzGpwXUlxrgQuDiD4qRL8xTCOmiN9Gqc+crXiyjzDBbjHfJeB686gTEWpSz15RUqBT7W7wAAIABJREFUM4s8uXuT5unPUav4SFUpAlCDKibP8UoO2UgT1StkgwSb5BitMZ7B5KMibkmD4whyKymFFU5VUvbUKt1vPiIQHqZ0DJPnuJHP7rXH1KdC9p98zAZ9hNNHxDkTp09w6atLBL6PGQ4xNhtXL4JyXHQcYyj8wEVue4K1WRE0W4oYHA5xHBcpLW7kEXc7BJUSwggkOTYvxMPGKkRuUOOkEScKsN0ubtkn933Sfofm8iTC5kX4phT02wNKlRAvanDuiy/y3psfs/4nP6DfU3TSnNcXpvDCEnncx4yGlFyHjavvc2d7i3q9xCAvcXjQY+GZ53FLZaJSwuHWIxZm57H4GJuDToiqlo2tAc6Nx0xMTzDsHJLlBi1cGgH8o3/8PMKmYAMQmkqrTJ7mCGn5zf/5m3z6545z6vIplOeAlUSNBkGjAnGOloLBxiaZiXH8ohZ21NtHJCNKbgPpGrLUsrg6xUQdBpkkT3OsHrD9cJuZY8f5/v/7e7z4i7+CGypG3S42iwkaU+RZxu0rh2x2RkyHgk/+ez9PUKvx7d/5Q6ZL66w8c5rJxTmqDRfvg4Rnvvw6H12/SuvYKo5bprx6mnd/7zuY1gJRqslwECnI3FKZnCBNU/QoIR9mCOESD7qUW01cxyFNLb5vsJlGuBaLSz4coNOQkxeXGe23iRPD1v0dZBDxjT/8iNPTiudeOMXDHz6gMeHiBAFBWTHYbVNZaGDDGnnZG9+24+M0N+PQBD0WaINUhRPFjPWJjC13wkqkKvA9jpwseswIj0/kMRRZ9EHbIu7fiqISgHHlqB2H6wjtFIk6VhbJOOPu5iK3QYy30EKHOM7OQWmFFhY9PtUFY5b87xypYg3CteQ2xXFdhB1gwgitM+xwWPQsYFCuwFOgM40RDt12gh52EKlLc0bz6N3blFZPIYYpx569gNIKlQl0NiLXGcINcQNDPujSbSuiVoAXOmAFfuRglIfRPp7vkqcDdGrRucVkfaKpKeqJ5eXf+Hv4rovnuEVIah9KjYB+3zBx/jVEdsDk7DHe+pM3WH12GY8UrUH4CmUt6UGPUW6IalWksAivQKpVGKGzDGUK0avUMcpmIFz6+x16Nwd0+5alszPIwMGVLkK0CRvNQsWPfAqMZ90D1h+2cYxi7vwislJHOOMfNs8nJaMUlsmzHOkqtIYXPnGeJM3I4h5v//kHXHnrDq/9yidJRwbpuzi1EmsPH3Dq1c+w9vEVRPKYkbuCMDlCKbQQ2HAeoy2OAiVyHt3eQPmKV3/hsxyu3eb+ezfY2xuQpIapxUmsFWxv9egebHHxxWOkIxechGHf0pi1rFxaxKs0irxEW/znkgKEccB3CkZzYgprNGmSknb7dDspuj9ABR2CRg3HdQmlIFiYo4UgSzKu/cVfc+lXf5V733mLNoVnGxyGMVQq1XG4r6U+7THKEsqtAHKB6feZKHtMnzvB7/4fv82xyUnOfOYznPnsZXbWD2k++xLVqSY33r6JGwVMPXOeSKdMnzqGUop+P8UROe3NQ4QUeJUIEXqUKw7ClLDKIRsmuFFRmuYEPjpJaT/cIZyexgs8OhsHeJUA34PW4gRGW/7z/+YzpFmMNQ7R9j5GCqwrGaYOjZkW8TDjYKtL87k5zMEmsraIFKZIvDYZKHcMz4mjOvuiPN5SpMtQVGRoDTAOmHXA5KLY2qCw+OmxIpuxve/IgfLUjFIMNsZFU4bCm2+MQEhZ1PkJU9SWMoYMRzEiDCmGsEZRRJgdkcvG/l1Muzl31n7j3/wuWXuDG+8/It7exZma4dKnnkc5cpy1liKdElonhdo+ExiRMBzmmL3HDLxpgjQhnG3w4MNHnLp8EuUowrBg0ZJ+jBGySI/xiiedTVNkEBWDSSe4lQrC+ORmiBm1Ge4e4IQhbmsek+ZIxwcEOitsVzqNsXmKzXPS4Yig5LG9n+KkA/qHQyZXptndGRHYQ3LRoNYoEecBFk2vnbB0ahpXJAjXA6PJRl3cqKgBkK7AasNokBSaMlyMKdT/eWpQnsLxJNLmJCnFv8/3kVgcx0GqjKBRxyYpWkpsmuOUPEbbh6hKlbAWgE6LE06AtUWcv+PCB2/8kL0nT/j0L38S6UZkcY+9hw/ZvXUVL/SLoNQ4pjp9grkL50i7fVxlIYgQxmB1xp/99p9w7rnnePzoEaun6oy6OevthNAt05wIePSoy2tffJ7b15/Qvb9LfbHGyoUl/FodN/BwhCTTGSI3dPc7VJsVZBRg7fjsGvcFj40UCGFJ4pS7H96j7GfUpicLTaOwWJ0ULXMYMJKrf/7nwAipDQOnxcu/8DMkSYYfRNh0WAR7SIfu3ohhkjG/MIUMLXk/x2JxA4tMNTIIGXYSnFJUkD6OV+iatCVPNVoItM7JhzF+pPAqTaJKxKDdA5GTjhL8wEMYjbYCLVyikmS4f4gsV0g7SYF1lnyy0ZB8mCBcp6hQdSRJnLL/cBujYiI/ojQ9ien38erNIoHaCqQTgIzRiWCUCjI7Yu7YAkYX0f7Xv/shKxemCJuzxRCTHFlXnlroBOPhKURRLCXHJ/O4YhQKIbYYk17iiEEpqJNiWDImU2zhp0YXTX3FxzfueBGGJBe4bjFB1dj1Ugi5GZ/edvz+Bq1AWocvfv51Pvzwyo91N/9Ub4gIwHXZOZBMrS5RfeUCd7/9h2jxCsLxUTbDGAd0jOeFZFbgRZKkpzl42KWrlqiNHuMtLdO5dY+oXscPS2Aso2FKPhrihAHKcYoP0XGRpo/NRujEIqJC5R+PNL4bM3z4PnevtgnPXcC+9zbR0kmmT5xFeQqrLUJ4488nIB1scLgvwZMc7HZwKhHN5eNMGMvB+kPqJY9BPgdpSrsn8Z0+Gw86TJ+aJSxLdCKxJmX9yi06O7cZqWmee+15PK+MzlKCyCt+JC1gJU6pGOB5nCNtjnEjXK0xWYBbVvT2E0w+wiiPrNcl1wXOY3SKlVW8aoTVMb3NA0xmEBicsEypNYHrFSnak80Sj+4prBZYx6KckOaJU1gNP/zjf0ulKli+9BKTx1fIRwYh3aIhMk1xpWDYH7J6cZXJCyu0zh5j7fo9Vs42ePitHxIuzrC5vcf88gLWWuYmXbqPupA3kQjS3gAlLKNkyI33nyAyh5nVGluPDiiXJfW5mQJzsrJwgo0L2A0WN3Q5cXGFJM2QOsNmQ6T00EKh8hSTpniNJpOXX6N75yblRp1nnrmAVeCj0SbHcSKcSohAUndc6mlOGrcJVYWgVS9cJ1qQZrqoNnUVRhsGXY3rxijPK7pJQgebJyiREjaCQoCc9Oj09kD5uEKgfMjjGMd3sUJy642/YdM2eHF+QO3MaTw/R+Sa9HBAZ3cfOdynOj+DpkKsc5zAJ6wIUlWju7NDfW6KNIiwgE4zPM/FKEs2NMg8R/QHZHtd8tl5pFfcrmdevYRwJFoe2fIodIlHom0JevwQEoCRhYOq2ODEONQhHw83WXiijX1KJ1vFuIGvsNkVpfXjYWiKn82jJG6LwneLTRArMOOiLCnkOGxWgipE4EW6DuPS+x//9dM9EK0gTwWjTOIIxc7NIe30GFakyDwv/I5CgB9icoPvu+Rao6KQk5cXWHu0QxwvYUoVpi9dwsSFyt64CmlAeRHS9Z+CwhCzfu0xODEP3r/N1HyN1U9+GiUleZ7T11OY+BF+5pBPn6Kz28avbDExPUv7yUOs49Oam0FIl72NIcPuiJlnTzK37PDoyh0+fHjIy196mapVbD7Yxq94hNMN0p198jRn4ViDiekInVjyXOG4ksPdx+x1QqoNF1WuI23Kh3/0/+CW64QTKyy/+AwmAzNMiHWClJJcaxiMcIOAdBRjUxc/cJAyxMYdupt7fPCDh8wtNTn57Fnyw3X2Hu9Tn5lBhG5RoiU9jBCMOm1MPMStVTgQkpMnKjy6fp+V51axjsI3DqpcZ+XnvsbUVIVyGCCFwEiNzTKEhM6THUqViNRvkKWWq9/+HmQptUbE9769zWd+7RfotPvIW4LF5RoY2FwfIp0aXs0Hz+Vg4//j7r16JE3PM83rNZ8LH5GRrjKrKrNcV3VVd5PtyCZFUiQ1I6/RjCAMJAx0MMBgR5jd/6B/MAd7osVgDxYSdhfiYISVdrUaiaJE79uyusv79CZ8fO41e/BFNbWH0hHB7zA7OhPIyHriMfd9X1PUScrSRpvDoebaa30wluZSwt69Q1qba5VObeF8EK662j+Hlkf1iFBbjKuDrGGmc8JWB1MW5INTyqzg7Lk+9swbBGGC8x5XFFTthiZealGmU7JJUf3DkwGlaWAmDp2PUVoiA0UQg3eWMAgp84JIFpRZjvdVXJx3BXsPnjEfDhgeHNI/v8FscMD5jXP0LlzGLFQGQZxQzKZYLxjPDNevah7UtnBf+TbXf+NN3GzGu9+5y/pGwOmjJ5zcfMq/+I0v4V1S4Rto4KZTtNGYokTrgLI0eKErfKnwCG8phSRqBozmXXRY4n24aERYdHDuY0mLq+wmCCTGLwr/AkbvtaiIospTRfor8H4BnaryEaVcFNaF9Q7sT9GjVF+rGs7qgm2ERC26fINHOQXSVrY+VR1krActbXXwQVUSH+8Wmsqfsx2iDEPaq6u8vNrFpCVSebI3LyGEpcwcjX4LO59QWoVOLMJaJBrHHOtj1reWsdMSFXi0lNjAcftbP+LotM58cJ83f+MXiL2tmCcefDEixbPZMdwdPmGv/haXPZS5IVA5Sxsr9M/+GnfefczuiWH1wnVWL65h05Rafx2lNVYE6ECx/uIlTnYOOXk64zQ7or+quPVsTj6dIIG1890q5CGfMslzfBBi5hN27pesXVhFC4sz0Fg7S+9ciZctXD7j9Nld6td/jc3lKd//mx8RiBSn6ixf2EYnIc5JhsenpIMZtW6D/nqv8uV6QbGI7z85ynjpU1c4OTihcI6HP3qHgydPqa9f5BNf+DRChRiTIktHaQRKCYrTYy6fUbjtl7n/4JR8NON0Z58oqtNZ61RyiNIxzSd0NtaqgNY45vDJDulshleKXtvS+uQW42FBnjkwGRc/dQZvLPVQsfXiOirQOCfpXzxDvd/kzOZKRUqsxWgv8WXJF3/5PIO9CUkrIbeOsBby/j+8z9ZWh9rKEjKKEUojvcRiwIOZTjFphhd6cVF2RKJEJyFhtEI+LUApgiABoYgjiS8KRqcpphRMTjKcl2gR0lhtIpBYU1baOB2QZzOkmeOdxHqHcBatLaUJELIAJ1FaIQKF122mowesb59FOUMq6uhun8JZhIZakOClogwahLLkjd98k7//q59w/Yoge+kq2uQcE9JabTC1ltbKGsv1lLJMkTLAeUGn38bZJvKshbKkNIYoDjA43vvejzl7JqZ19grD3QMazS7RxiYf/u23uPTiWaKNK8Di6OElQrqF/KUKdnBu4VwRFWlPqAU4TVSBKlYsgsIWadZVUa322U5UnBYrTLXakKo60HgP1iGkwi1WGEpVo/Xz/6e6Hlf7xuru4lH+H0l9FkEPC37bP+v5mS6IrjCUkxPmpwUuSKh1BaYsaa72qZsU7zJKb1HC4qzAFQK0p5wOkUECIkTGNQJVI5sdk+99iNvYJtI5cen587/a4/f+7TbKWlyZVXKZ3SfsjjWNs5/m/JuvoOMAUQpM5lERFOMpaxt9rr62RJEv4FRZgaT6RHQ2x4sYiaK/sUqSlnzjKz+gu/UCr31mBZdn4CVhVKcUliCJiHPBdJ5RGkHpSsJQV5ZNp7jw0jXu3zlg9WwXbMHpSBByh6995SFRu0k+P8FETaKkjpCe+XRMqAW37s24dKOOKywqDJDSQiY5evKIVrfN3rMRSRQhy5KSgLjTotMMwOTYsqgYymGVAHP69C758QFOx9TiBlsXX+TRe+/S6C9jG00e3dzj3NU+3sHw2T6nj3aJmiFRkpAOBjTDKUnSBARHh4a5g6hwRHHMzqMRKxtNnIcwqePLHOFzmrGit7KFdAYHrC0lSOEZHU5J55YgCbCmoJaEtK6use5WCaKQ0909tA+xvpLk6DDC2oyo20aiQcuqeTCKdDhH6pi8KAiVR4camSS4AoaHQ+JmDaMU3fU6FJaydItDlSebpUitMfM59eUuCoezoMIAm05wRaWt0xJcWKuoc96hdUBntU6vdpk7Hx0wnQu2z/dIWk2UkiAlxuZ4q5Gy6nqCQPPSi0uMpgY7HHCPJutizFJ/nVGRU5anTIaKpVwj5TGULcJQEdYjXKmRSQM/niFCxfDD27RjyXgcI44nlEYSNRU1kdJYWyXa2MY+T69ZhCU4IaqYL1ttDpUEK2y1w3u+D1yMzl4siIbC4a1ASYFzFfTJLqqUFXYRtQ14A1JVxVcpvPdVuph7HuQgFhqfxfMcc0A1WrO4WkvBT7MRhVzIwv/pz890QRQSCh9TW20QhwozP2I+dcjOEYO9MQYN6YT93VPWrlwkbtRwpw94ev8ptc4WmRtS1ytsvXSe2dPH/OidY65cW+HenWOe7EV85stdlJRVMRNgVcSF119iMsjZfH2dMI7xWYYzoOIQjCFqtdEezPAQl/QqTK0WOGvwtkrWgRyLRESaRhDyy3/wmwRxhM1y8I641yUdjQi0Q4YxtshoRgq30qXZDnDW46yizEvCRLN9cY3j3SeMrUYpwSRr0VlbYWW9Ra2zQXr0iHQ0JissYaDYvT/i6ic36Z6pMzma0VlpUBaesNtiJbrE0eMdhClZffkKOtDYQqKjmKjWw4mQqFknmwwZHg5Z3jrH8OlH3HrnLp/57d9mdDChG4AL6tQii4gKnt7a5dwLHe7dzYhEUXU405LxIKW7tsTjt5/x4uYNvBYEGnpJm+GDp9jc0lw5Q1SvYY2rEAVBjEMQSI0KIJ2k+AJsZimMpdVrIUKNSVPmwxQTSOphRDaeY3xOPkpBjOlf3KCkQigUcxBOELYaiNLgdUB2eIzzlposiZsS4QOy3FYEQWcIA005mREqRTaYE4YVVlOEAdZ4dBRhS0t9uUtxckA2zRBJjXx2RNjoLDL5wFOiVLVPdMbhQ0Mcek5ps36xTVEMKa1Gi4KnjwbI0rLUKgiWtghqMdmsQJsSlxf0V3vcORqzZeecLJ3hjM7p17vICz2cUFUU2MyjIwUyopjO0EkTb+aU+Qky6rP3tODwRHDl5SZqaZnRs1ss9xOaG+e5/ZM7NJMfIC9+BrxFLYJdla/0nF5IcBYjq5QbIRbY0UU19JWJGWEVUlUCmEp7+PyYwmL/qFHKV4nz3lcI3+cOFrkQXC+e6objPx6zhalgU4gFs3whBfJeLHgqVD/r+RHon/j8TFv3/viP//iPPrW2zgffesT6pTV0q0v27EO+/b2M8TzndOqY7+2TjU6Y5glLvQZP7jwl9DUyW2PjwhI7eylJLeIHf79Dd7XPvXu7vPapDjJo8/Jra0ghUHFSjViiitqqdeoVPFtHqLBimRjvqliqLGd8mBE1JUEQ4JylyFIkJdY5lFZYnSAsSOHIJjOUDMgmc4J6DWdLjh/tsPvRPU4GJVGtTrsVUWs1qXeSav9mPSoOMLNjdm49orHap8w89VbEvLS0Wk1avSZR0mA+GrF0/VUmx2Pibpf5aEJQj2h1Wzy99ZBWr4cSBc6UjA7HlDbEGkF7cx0znpJOxnTPnqV38SrdlSZhUluY7CVlmpLEMeX4lN29Id/7ux+wffUM3eVlwrjN4dGUbJgStNp0Vtrs3XuKEo5ZEdOse57tzjh36QzLVy4irCE/cYh6xLf//G22X79KrdtlZXuFMKkSYIp5Rj6dkU5LPFBkBUm7Q30pIR3MaSy3Pv70NxaUrkxc2XCCChVSCL71/7zPhx+d4r1mZWOJwladRjqYIF1e7cOUJmzWSQcT9p+d8NW/vMnOOx/x8hdeJuk00XGEE4qoVafWqmNKj5KuOkSpAOs804MRrbXqA9VgsaZiFSetFqODA6J6HZfPeHr3NscPHuGGxzTPX8AVBR995z5ufIixEe/dPKKTH3Nz5GlHoMY7PDwoWT6zVOEmlIKwcgzNj085u9kiWl+lOByRDnJaaz3CbhtX5GilCDodtLc4rdEOsnzOu3/5FzQubvPkH/6Oq2/dYOOly4RK019vcObiOXIisllGo91ieJLT2Vjjee6L9w5ZnZir4AVZFSa5uDQr4KeLQbE4klRj7U+/vEjBcRK0AGcWcmtXgaE+vipXjxAL9rJYuJzlwsWyKHqCRZGlcqQov8CmVgLJqov3gj/9kz/hD//wP/78WPdMXjANu7zypQ2ePXjEeOeA9Rs3sHvfo7eyhFvbotlZ4aMfF5zteMYHeziRUGhLLZwzeHzK5WsXCTSsbwQkl7YxpWd0KnjrV68h8wydxFCkCB1UicBhUEkAohBvPMODI1zY4XRnj/ZSl85qk6ghEGG4EIJn6CDC2xKBBREjzAxrPZQaFUUIYYhbLXAFpvAcP9nH4Jkf7oE1yLjPpRsxtvSVbxjP4+99m6PjAtXaZOevvscb/+IV7r17H6xl9fWXKjlQFMClEETA6JllcnTK4HjOwe0jPvPrLTYun2U6FQSRQoWapBkyHw6Iak2m84zILyKWnCOWDqUCxgcnTGeWTiek0euSDqekvsHWC2eJmTI9PuHmD29z6c1XWAnP0T/TQgQx3sKrv7JMejpm78kBzktefPkshDXiRg1RK4n7Dqznl373VabTgmJsuPfdQ0oky+tNoqDizoQKrMlxJQxm+8TNhHipU6VUF3PCOCSMQkRcadRso46UAlzJl373NUoP7d5SZR8TkB3vUOvWGZ/MkfmEpNsErdCBoLva5bd+t8/xIOPo8RMavT4y0sTNEJs7ismUsF6jKBXldEwUSHxekrRDyKf4OKEYZ3hr8FKSzj1xq4bNc6zQaB+ztGQ4nYHPMzCei6+d4+7bt1GzY871A5auX2T64zt4HZDHLVBNoiBkMJzjbUlSC2jWPKrf4WT/lMMPntJeW+PClSXKdIJ1JUEYYoqScjLA5TNay13GkwEqqhNLybNpjK73cWjiOCQbThBBDMYRxQJQFM6haxGOClErnQC/uDRTke0cVMJoVxUn56s9okunyKSOXEDtq9NL5SARzwXVgQdbSZcqSl61E3TP1d8Ll0vlXK5+jlisopAV1L5iRIuquC4cNQ6xqMXPwxCrE8s/5/nZLojG0a4n3H3/AZETzKXizg/usf7KZWyvyUbdce/mQza3erSbHaaDEdsvbeOUwszHaKGQMgLhuPjpqwzGhubWGdY3E4IyrzLl8gwnNbLIF9YhwdHjU1qbfaIACq8ZPLxHOZ8Thw1OzYD+RoNyNsKrCB3XEL4EHeJsiXMWFUVIb5AyIQg81lm895j5jGhpifOvvsLJ7iG1tEBGbTa2W9jpAJXUsfMJ6IQiWKLRPEEEjkncIGgs8cIbIcU8R6IJmiHeOIY74yoz8fImh0cjms0Z7Vf7xL06zz56xJlLZzDGYXMD3lLrdSjzgkTZSkeWC4wF63JC6hzuHNDsREzKPitSQJKw/clP8v7fHnDxpdcZph2ECHn/qz/g2mc+gZC6it5SijjWRJsdOmsdiskYLyVaxZBOmIymOC8YHKfMZhmNekBSD+m1W1VX7ASEVTCrMVWAh9YBUnu0VujAkx7t4VWNclYQtULS4QShZRVSYB2mNMRhjCqLSpcoqKKuvKIczdDSIeoKC0SRRsUdIuOQCs71W1XwrlS4LMM5CGNNmQqENSQBxN0EqwO0A9loUM5T0mfHiNBhC0UsC0QYUKYhMtT4LKO7dZ5H773H1pXLlLkhjEKaSYutK5uMnj6m2Vd0+i3GNy7w8O0PWTvbYyPJqmDVbIrTDdLcMrz/AZ2VPmEc09SnRNKjZYt5KZHlBBkYXLCEmY4JGgl5WqCkx9uSefMiu1/9Ib/+b15FJy2KvKQRB5TTGak1RLMJxA0O3v+IsBth9+4Rrl3HLMTTwgucrFZ5zy/B0leCbak81nmCpFGlzQhfhSwAGIlQizG6WkZW12bvcaKayNwi1dovitpzj7Pzi6t1pbKuXqc8pXMEppKBVVcc8G5h8ftH7hfBz6FTRWnBadlBJY7ly2vEIicKHPlcsX6tz/RwSGtji0ZNsnfzDir2FOtrxK0ASYDUCiEFJnOEzYR6pGitl4RBCNJjpnNkFCJMSSnUQuicc3xiaa7mON0gEAH1JEI0ErzyuDDEpIaws4LwOdYIXJZXaThE6KB6A4WuIFLe+ErdLzxW1hHTjDCEMxfPIAONTefIQFNkGptbtIrxQcLZSxvcebuk29S8+fKLZKNjJuOCpKYqjq5NGO6k1PtdJscnRHHE5sYSdrWN8ZZZlrJ6eQ2bZ5XAO88Ja03AsL87p+6nhJGkkdQJGyHGGfLZmEZ3BRl5er16tYpJNLZ0XH3rCxzv7LOeLPHk/Z+AdCRRgBAVulL5ak8krcRKR9TqYp1BKU02mBEmdYJajaUVgYgSRCXZxePR8FOK20LK4YXDzOaweG2RGWStS9iIK92aLWiuL+NQTA8H+HyKatSQtQQpapj5EN1oI4BWfwWTzfnx9+6wfb5DTVuK8YygUceWZZWWbRJK4wmiAp8XTMcnTEcGqRT99QbOWoR2KB0hkxrFbE4UR0Sbq+AdxkvSwZgizZAmJww9IgoJpODFT72xCBsQFIXDTQ/YuXWb1JZYEdMRhgsbHbbPvoVJHbVEMtw5orvcogjqTHce0dncJk8nzHfv09jYIFSKyd4p4eoGWoYIVxAlAcn6CqX3OOMIojpho84nP/8KrwuHzUtKawjCENnvMz894fDOPdKjQ6588Quc3r/Js4MDlv/d7yBWTbX7dIth1nq0lnhTdV9eVkOxddWl17KYmCttdJVDsNAcOi8WwuvFnnGBQHBIpK/i1lASjK+g98gKd7r4fl5XbhfvPYEHt7hMfxwJ5p6LxSvLYXUF/+fVnJ/pgmhLT224x+rVFfafHBCZU3Z3DBuvv8pqniG8ZmNImNqeAAAgAElEQVR7laMnByxdvUK3kxCGAb4scWGE8wqlDS7z6DChLqe4PMaZEo8iiAPK0iOiJrEy+NKQF3Wuv9XDuxKTl3RWGrRW60wmOUmzRr2ZEOgQ6wrSkxyV1Ajq1TVXuqqAiMKi4ogiK0AVCDyuMIQhSBVgyjnzYfUJbmcF02JGMRlQGM3quT6NJU1Qa/HK51/G+BKFYZJ50mFJkcK5C4q43aLZXEVHikYo6fV7GJOz//CQ4dEzdu/cJ2p2aa2ssnxuDRXX8c4wPdyhFkdkx1OmU7DjjxjmfW58+hMknRqz0x16q5t4K7AKyEuKSU7Y0PQvXOTd799D1PqsX1gm6bewNqeYTsjGUxr9LlIHCBXhTYnNZzinCGsNwOOswUiJMAXOFFXysfDkuUNrjzEWl4MpC7wU1LstYqkwHpSqRrTnI1MQBlhb/Tuqr3UoJppAaax1RPWEogiYHRxhy5Lm8gpOBFy8fpGD2w9YWg9JTwe0V9oUhSeIJElL44ucn7y9z/HeKS/8wsvcu/kh9VjS7m2z+/AAX+QU6ZzuUp/e1jqFKxHFnHBpDa0V9aUWTTp4VinSjMGzXeIwIG43EUVOKQOimqHULepLq5iTfWaDgiBJcGmKISAKSk5PJmRpSjvqEwvJyXAKYUbSiGjcuMbp7iGN1SZBXCOpSbyOKcYlzjqkNVg0oiywKqCczZBopLKUxiCsxIqQIj/FZgX9S+fwZ5axWFpdgbk/IY871L2rLHi6mprA40pbdV/CY61DC/mxrU9IkHbhOxbPDyGLaAbpq32gdQv7I9Uu1z8fjiswlHwul1mk4QieS3wq65/0LPzKbuFMWlj11POiLUBJlHzOhP45C3cIYs2FNy9y+507ZBNDHivavTrr55o4O0Mu0JtLZ1YoJilJuwP5BENBICIEBvDoSGPLHIzHZCVBs0ZRCqxx6EAhA0mQ1MgOTpDWUKaKZr+FX4KTD5+QpnNWr2wghCZPC6ajQ6JWh7DeqCLeS0fQrcIUKgbEFGtGuHlOGEdYodCRwBlPnguiRo9WzYOxzOMZw7unKJFAJDnZn9FabqDjyrYXRvVKk1XPaa+BKC31Zot2t734Q4Ba2EeaHFzB4b2n5C6jde4Chzv7xEYQajAoBk/3OXn8DOcd9WZAmbdIfYteyzEeDNl/OmLl7BqHO7u02h2SVhtLStIKKdOcYjbg1c9chrKgvlwFZ3ghiNt9wnaX+dEBydIKs709rLFEjTa6rsjTFOEd2SwjjCOec3nLPEOFEdnpEUG9RRRF6EQSNZtMh2PS4Rhvs8rpEEQI6Sjmc6SwWK3xzpHnnjw3xEmALXO8rDwKQaiRrSZ56bG2QNdi+rUIbTaJIs88qzM1kunBKStbq1USd1xnNk9ZvXKW3TuP+fTnznI6dKTHA8YzR10ZjK6xczCjuTbmox/c5PRwzmu/+BL17jJJbwkvLVhFGEdsXLqAE56ytMwLIE1JKYlrNbZevEyRnUUoRzE3CCOAFJSkv7kGmyuYtMBjWb/+UpV0HtVAC5L2MkEo8TLEe0c5mvKTb9wm957l832Y5my9egEpHdP9EV5qat0OKgowRYbAIG1Gq6MxzVUYniKF50fvPUZ0JLVmUsmuYFFnFkUJVUGgFlFcDoH0tnIIOVEpK56HQEiPMotrsJMVSU9UQzCLcbYawavzSlUXF57mRdiDWBxxqiDYxUjtPEj1sWAcyQJnsDBpuMrtslh2/pNrzs90QRRSESQBNz53g+HuABUHRM0GTAfkcURZOqT2WOuRxS4njwvavTq3/vufsvm53yeSkmw+ZzBM2bx2HiU1IkyweUEkSgpb4F2MCmG+e4oLI6JGpeyfnzwmHZ4wnLfZu7cHSlFrR8SxQtfrgCEvBOXsBBEoZNShehdKilJQTnJ0lJBNTwhby5T5CB136C61FuQyjbUZNeGJGDEbz9jbmbB2voczDqc83kE+HGHzAgEoHaMThVTBx8UQIKg3wTqUkrz45YA73/g6RsdcurrF4HBCni9x/+ZTotCxtHWBwfERcX+dZrvD45sfIpfP0O236az2uPPdj1h/YYP5HHQ4Qy1y8qQICY1BSdCdTvX+LAzDUnikkyRLyxy+f5PWxgYy8hiT4wYlx7sDosRTb9ehTNl/dIzNU85c38YWBUc7EwgmnDm/CX5OECXEoaMoLNlU4GyGlAGmNBzvjHF4DBAKycr2EgiLsQ7nFE5AkM8WxUMTeoMIQ/w8g1pEY6nN0eMHPLo3plEP2VhPcFgCXcNZy9UbK7z9vWdsX9viwf0jAh3SONvibKfHvXd2efLhA9740nX2P/yQOAq4cLXLzjs/4exrr7N/75heT9M8f77ihAQhwgu0hna/iZdtJoOUbD6FoqCz0a3iqpygnE8RFowRpIf7GANRs4UOBERBxQnKUygFkgBnqwitskz56ld/Qs+MaJ9pY7IJtVoLpGbw8AGHBxPaZzdpmSmy1QcpcNaBbJDnJc1mweH+UxobWygRwqwgPTql3l+rdH1SIb2lKi4WxHOMvViEKCxgT4u/g0ohU7V6XnmkkDjjwVJFiXkqEfbHxVAu1iVuETirF4eYxZV5YeGrnp/Ke54fY4SpxnesX1ys5SLR9ufQuuedw6Q5Smm6ax1MOkLaKuWmyKcEYVLpwaYTbHeDpsj46BsPODny9AYD4jPLlDMgn+GyUQXIUUHlVCgn/OSb73F8NKPRWOJTv/kW0hY8+skRg4MBhVPc+NQ6flzw4qsXePf9YzY6OedvXKtScuYpxfSU4cGI1uY6xWSIarTR3uGdQSlfFbKwhxQK5QOEen4Rq3YqOghR7ZCNa/D41gmN1JHOXXWhznN8XiC0Bx3SWKnIcEkc0+zU//+/p9whIgmlQWWG9es3ePJ0SNBUbK0t47IpxeSE/aOcX/jtzzKbzzl8skern3PjrTcQRcr+k2OMUPQvnEU16zRCCUIhbQUUF74Kh9BJHS0X/lVvEVJU44nwaK/RzToWQSwlWeYphWNytAsbaxzf3qG/0ibqNcnKmMe3Dtm4skprtcFkMMfaHBEk+LLkv//v/ycoza/8wb/jb75ym2uvbNJcrSFjSdQICRwcPz1F+SZBUmO28wBkne72OYwVFEdDlAIVa2RZsXvLrCSbzDFBj8//6jlufb+yWzY7DeJGBycc+XTGW1/Y5vDJgO/+/fv8+m9/EpcX9FZbvPK5Tc7dWKHfDnlqx+jRkKXtawxO32WY5Uh7zMP7iu7xlO72FvV+HSGjCu/pqpGv1Y0RvQRjLMODEfnkhFYjJFlfpsyqtQ2hQpUGrcE4hZ/MkIHCeYEtcsJQ4LzGlznf+dE+l9aajKdTGknM7qMhl3/jOmIhR3p8+yHXI8WpPEcvKdFSY8opUb2FNZKP7hySPdzlheUlfvEP/wM1MwUhscMDdGsdnMMsEmuErtjJfjHzeilQ1i+QoT+N5RL89Gjs7D9yoyzG6IrBUrlWHCAdC8+zA2sXr6u+iXyuKXRq0ZlWe0erFlgCCXiHEwL13Bwh+GdfmX+mdYj/y3/5L3/0P/yP/wlMWv2yZQBOUNqSySBndDhgfnoMYUIUK04f7rP+yXPkaQvphjy5c8SZi2dodJtIqdG1BMoqcdgLy7333ubzv/M7fPCdv+f8i1dQUYLPpwxP52xsr2OyGUldMDlO6bQ8UXeVRqeGVIK7HzyjzDwmf8Y8ldx+9z5La2vVHkQKcBqpAJHjncfZatwzaYqdjVCNRmX78p44kqRpSXe5w+XXz9NsxZTTEcSNStjrDfu3n3D08CkinaKtJY6S6lNQVHseAJTEWc90PKHVa1BrNNBJDSk0otbj6MDRXRG4zNLsxrRXlhHOEYQhQb2JMx6lBDaHRqteLcZVxafQqjLoS1E5DLwSZOMB2XBKPpvhXY5JU6JOuwKVC4mUVQT9fJ7zwTfvsHauxeBgyObVLZ6+fYuljXUaTY1XEdlkgBQhUQTv/sM/0Fs/w+d+57f4uz/7v9m8eo3ZaI9mM8SbGac7M6yPqCdTZsd7KA17j49IwpKb795nfPsOnbUeUodgLMZWe0KpA8I4ptGKmA/G1Hp16jVNvb+ExOGKnLDRJJ/M+P4HB7x4ZYN8VNDth6ioASanUQ/w5Zxmq8N3/9+vs1Ef8cG7B9BY49G73+H00WPOvXQNm02wJqeczCmyAmEmFQReVHB3kRmSXoP6SgcfJhw/OWLw9BBR5DSWGkRRhIrrqECjghihKwJdmITIIAapMKVjYynmsJRsbJ+lv7XB+qXVCgtqSzIbsLm9QW2lR3ulRTlLcc4Ttdvk84wyzWk1Q54dzrn9F/8bl7f76N4Zdt9/yPtvP+PCa5eAyurPgnrnFxpBWFycxXN/8oLHUv2XShe9SKKp9IaLr7uFfpBF4OxznaKqpDxeVZ2nV1UkhIfqZ3qQi4mkylKsViNiAX9+bmhZUKNR4rkO8ecIISCAbHiKJ8T6DFdWOYCiLOlvLjF4ss/otCCfP6RcOcfSjWt88//4C5jN2by8zJPpWa5LjQhjVAAUOUrF2MDgafHS577Eza/+NbWtNyoPq5O019fpp4rhs/tkNGlfOMvWi3WEyJEixFlLmc5pNRzWZsyGMevX1mg3JPt37nH+lascPjml3ghpr3bInj7k3e894c1f/zSiTLHekE1mmDIjaK0SLkbDzbN1hACTHZHNBS7PKLMpgY4phWA2OaFei0iH+4yWenz/v32dzdU6L/7SZ8Fb3GjIdDQhe/6JagrK0nP//Ue4OGF4MEPHEQ/vGKDO1deXCZSgVquOTKE09Pox1mnSWUZRFAgtkN6RpwZbOJJOC2sN2bjEZBmNTh0ZZTiZIIWh8I7QWcp5SdCMMLkFW3L28llwMUkzYDTZ58n7d7n2i68xPRlhs4IkjtjYPr/IsBOofMbx3g63syNmhefMec1ov0U5m5LUGrzwah8lNcU8YpqWCBQ6qjEejJCHtxiXMyYHNQ6eec69vIUUEbOjOd56ll+8grYhUbuBGxYgHbYokEIjowTlLUmvw7/8wjbf+sZjWu2Q2uY58uGM6XjKbCb52l+/y7UXO/zqf/w9nj2e8Pl/ldG/eJX5a5fIxyO+/Xdf48Jak/Joh3OfeBPVO0NhFZPBU7COpN0lagYERPjCEAUBaxc2KYocqWDnw2dkswmzKawua9avn0erBtYLjHVkh8ck7Tphr4YULV5qKkqnoawKjWpEKBexdqmJNxaTpbh0ik7qBFKz++yIpYZHJ010EjC5e4vmJz7J/GSHoHmZ9Tde5owKKQ4OCVZWKvXFgsYncThXHbeQDi81isqL7IREOY8VfnFMAWGrjg0pEdZ9vDdcvNOLIFeHsAqEX/inQS8ONEBle6TCoD5PMXqeho4Qi13mQiuJwEq/CKz9pz8/0wXRO082HeNEQhACKIRyiCRBeai3Q4YHjwjam0RJlQb9i7//W+w/OoRmk19LPGESV59OZYZTId5LgiDCFgXN/hIvfOnL6LiGxOI96CTg7JU1ntg5T96f8PLn6zz99td55zs3CWqKL/7B7xEEIbZUFKMRspawd+ttJpOU1gtvsX/vGONyTgcpSSPg0d2nvPalbQ73RiyvVdH/utbAO005OcUKBzrGkOGdZ/zoIU/v3UHUNrn21vVK2O0844miSHNcJDj+4Amf/sIFHr/zAdloTOAtmTHkpWE0mkGoCJTDS8f2S6vMTyesrK8wm1raywmNWJNP5xVe1QnK3FQ7HaFRWtLqtyoPtxBgQWpLnmXYokQECqUC6hsdhLXkmUMLw7yw1KMIoTVhO64cPijKPMOVjs1rfYST7OwOOHNli90HO7h5Cf2QW3/zQyaHR6iG4pXXPoFqNEmKjLt3H/Gr//4/MZrN8WWGaPRASNK9ByTr53FFSaMZ4QWsbW8gwm0m0TrPfvA9Bj94yuaFCxUCM1R87Stv8+xwn3/9r2ec+8yrCBEghSHpxowPBjSXaggf4EpD1KijpOJzv5SgtcJkBR7D090pmpBf/Z03OZ6l4CRnzncIggihNEk9xgyP+YVfeJn9OzfZHxWszHOSftUt7R0ec/ubPyQME9769c+xfC6oxNGyutWGkQbnOf/iWUw+p9QJB89Oef+rt7jw8ir1pTZBXEefXcZMZigkpQXrQur1GrkBm+eYrKzwslqQZ7ZyCRnJ8NED6qFi7cpFEIIiL/BZwWi8T3h3RuO3foe5KWnUuuSlYDgYsdyZgm59LGvxsuIge/UcDVplNkqhPhZEy4V+0VsPqrqrCGs/jvbyH+8FbVXQhFiEQVAdlz4OZ6j6PW8dCFlF3Un1sYynkuVUuICqW/Q46Solwj/2P/8Tnp/pkfl//s//+Y+6xQqPbw3JXUi3HyGFrKKLwhAVRCTtOjoJqTUblb4pCHGnu+zfvsnO+x+xd+sOvc2zoAMkEqEkZWYQWlZ0PGMRWEojEBjKucWbks5Sm8svrzJ6eJ+jwwM6jZD1lz7JzX/4Btuf/AT1bpPOuW3CRoPhwFBb2mb76jpJXTFJFUEtIQpS3nt7h91bQ5yG1TOrVcp0KDi5f4+TkWKws8PxYQ4mpdZssnv3I2S0xLObb2ONo7Wywt79Y7LBHksbbQh7uMkpjz54iOit02m3GI1O+OFff5fh4JC4WUMF4AqH8I7d289QcYNGElBrBhSZ4ODRgOGw6rafjxj1To1ap0EYB4RRgDcWbyy2tJRFiY6jymvsLDpWFJMphXEoXf1OwzjCGYvXCqkUZjZiETyCdwYpgkWHkRFGCcVoSlCPGBwfsLbV5vIbn2XjfI/h8QFXfvHXaJ+9wsXX3yKohUghiXpdokCwfzwnPrPBN//rN7l0YxNvTGU3LA06iglcztbFDc5d3mZ56wxKOMJ2m/bGKpNnB3z/u2/TUYozL2wSJBH53EJhUI2Y0ZNT0CHpeMb0ZE69obHOIFSI1Jrm2hJu9wgCePTBEza3lgBJXK/htWB+OuSDb/+A3pkV1q9ew85yust9ZNxgb2/IxbMtXv7lX+J0f5e9BzusbmyQe0cgK3taMZswfHZINp8wPTohkTkr59ZYf2GD2SRjdjLi9Nkh88NR9cEwyQmlQwQBeVYwOZ3h0xxHSFEU4CEIFNaURMpjfATSU2s2URi8LXB5yY8eTFlq1OlfusRkZKnXA8pJgUhPSTp1RFivujcvEbIqds67hUxGoJ5v7BSLY8lCUwosloEVctRLhKrkMI4KPg+AX4y/C7CVoBqTvWfxGoGQz4NjK20ji+8vPuY7V86XCraikML//I3M82nJ2tWXaLQ0uIzZJKPdVIiogTCGYjLg8N5DUqNR0YTtN17g+J1vIBRMDo4wDhq1OVlhic2IwQSMLVk6s4JwBeV4TlzT5KUnboa4zKIjVS2wyxxbWNLjXVYvb/O3f/qXvJ6k5OmcowcHLJ1bZvj4CcYqrrx5DS0FuAJfT2h3S2RQJ2DG1kaN5bUaR9MmxguiegLWcDKH+WSPS69e5dl7P2bnVBG1uhzvHVJv56xfXubR+7e48rm3kC5HJ3V++LUHfPa33iBurzIfp7SWG0xmY/bu3iWuWUoZ8uSdmyQry5zZ3sQ5R9TtMy8NdQmhlkTtAEyCSmLiJAJT0OzWMdZTZlV3oQO50JApwpZCZZX/17qSMK5RlhleCqSWmPmsSuIOguqgYkpcUeKlohjPkDIgiIIq3MBm9FdX2dmfsL7ZRUo4GbeZHhzwo7/9b9x440WGJ3PWRyOarQSbpdjUECUhkTHcfPcJa+sN7n79x3z537zFcH/K2tVNXOnwUYFz0FtfY+fdrzMczFhZ7dHZuoGbz1hd7/Jr/9O/5Sc/fMK3vvZ9vvW17/Hpz77Ihdc/gdKS4vCYzkYbvMY3I9p9SWk96fGYet2hwoC2DOh8+WXSkyHLm70q3UbC6HRGmWesbK2yvLLE0uYGH/3tX7O7P+HK599insLJ7Xtsbr5KOT1me2uJ3UcFxlRavqzwmJMjdCMmbDdRUhO1e4z2Tpikh2it8UpiREIQh9R7NYKF/a7ILVhBEMesXmghpCIdTBFWENQCSlMyH1YHsCiw1Fd7yCRgfFpSqwX4epd//x9+k+loxM2//Rphrc7y6muURiLCGvlwQBz38UJQuJLTH3/Emdeuo7TAGVmtHIQCLwg8lKLyIledIFV02CLmyz/nB3hRuZMWV2mEXVybq5RthK9stFg8qqLwueeIAgXGP8/Y+VjnWElyKg7Mx1X5n3FX+dlGCNy44f/8T/5XJmNDZkJqoeWdb7xN5AacffPzrC1L9p+lzLKCZHmd8xs1Th/d5tE773HplQvc+fEpL/32lwiVJ8896TQjCD2BjghDj/MhOlKYYo53Aq2rsIbHNw85d+McQaRwZs7pzgFP3nmXcRnzxhc/QVpKZqMMIcCWgiTw9C6sQVkg7AyhWnghCeKA++99xGCieflT2wRKkI1OULUldCAw1vDwvbvUY8HBrM4L19c4uPUB46NTbDamaL7Am1+4zuGDJ9Tbokp+ERF5bsmzEcK12H7lEtPTZzx+5y5GJxTzjJKYN7/4MkJXusjTw5SVM23KPCOot1HCIaNa1d1pUAv9ZIlHFKZaK8Qa5wwyDMmnM0xmKxxmHJHP56ggwJqcuNVdWKZKsvEMHQaUecHp4RHFaAAo5llGr9entdqvWBtS4LJ5dUVUChXXcMbgrWN0OMZ4QZ5a6k3JfDhneaNO1FllPpty+OiAWl0xP0op5ke88IXPVDIma7HFjA++83Ve/uwX0Erz7HjO3jf+ihtf/mXCVgclA6LuEmWRE8YK6WE8nJHPUsJQLFJUNGGoGQ+nSBEgsjmimVSIESzN9Q7TkUWaFO0d0Uqfhx/tcXhvn6s3VohaDX78X/+MuJFw5QufQ+iENIcn73yEq8eEvS49V3L+9Wt4qT4mIBZCIXNDrVfD66haA0/n1ZVcR5h8DnoRvmsLysxQzDJQsiI2IqqQDKURuqIxjg+HmMmI7oUtsuGI+WiK1lVSz7QoyG+9Q+/qVXKjEXg++u4HLLUTzr3+Gid7RwR+xtr1q3hVA+uwJzuolbMLcTYUhSXUAKqy46nFDs/7aj+IX1D1+JjH/Jy9XOlnqquxXxCmxMfzStWBLnhSIDyF8cRaLV5ReQMr8VXVHUpYMFiABX/oV/7lL/Pee+/9k8riz3ZBvH7d/19/9qeYaYoVAbP9PfTmOr264BtfecCnf/0yIggpy4xaowZO46VhnqYoERLXIkzpUL5K185O93i0J1hZSag3IoKaJqq3MbMp3juMzSkGGdPBhPqZDXRcI2ROEMc4O8eWAh147n5wRBiB8556Q5GVAWfO9fDWI0WArAf4dIYK6jgyvJfYIuf08RRd18xTS2+tRdyKsfM56WhAc6lT7XUyx9xqmjWF1pWmypQppqj+eAbPdnj2aEDUbrG63uPphzcJXIrTTeIwQzR7qKULXNzqYNKUbJKStNuAr/gXWiC8JqwnCARaC3ygEF5WSdAmxztJUEsosznlrETXkmphHYcI75geHJCsrCCkRAuNV5COTnG5J9CCp3f3ycYDnt66xStf/BRPf3KH1kYXP3Vc/NRLmHKGELWFta8Sfauwes9zC8XcoWOFGWcY5+itNPFYdBiwe+cR06N98tRw7qWX6KwtYdIcYo1wjsePDrD3f8i13/p9xjtPmO7cRvUu0ejUQIQ4pRGurHRxQqCVr5jAUuKdwXqFy3IGwzG6zBFhEysVjWYlgsaHKO9obvSq94eA4emYsvA8fnjCpa0aSjl+9NW32fj068yeHrN9ZRmpJUEtQPgq8MMVOcaVDJ7ss7x9hiK1JJ065TxD6BAhA3w6IqjXmQwzQm1RSVLhB1SACGPS6QxnPL4scCqiFvmqZRWaMAyQWi44JQvhM4LpPKc8PeCju49hcspWP6L2/3H3ZjGWpvd53+993289+6lzal+6eu/pZWY4G4ekKFIiKYrW5sCLhASxDQRwkCsjgWNDucpFcpGbxAESJDDgC9uJI9hCIjlWRC2URIniIs4+07N09/ReXXvV2b/tXXLxnh4qgCOEtBMQ+W66TvWprwqFOu/5L8/ze7ZveBH3pKLZjKn3+zx8+zYrCwHJ+QtYozxNxlkC4dvkpxIa93TOrKyf282ZC0755DznnrbYPqvF4ncDYn7aibmbhacHmXsaHzCvMJ3ASJBz7eEnpGwhGe+PqKkp0cKK1306H08qpfdA/+xXvvr/r0wV5wymErioQRTk3DmoCA7fQl0/j1jsYFVMIDRxnGC0xRQTZJQSBykqEOisQCqLi1JEMeHhvSkb51d47w/f4sLnXqQTOorRDBmH/gUy3GN8WpL0e5RZTq0VEkY1qsEEl9YI6wGmyhBJSnOp7UOlYkUnFiBj0k6LMKgwGkQtxWhLdTJgeJRxsntMZ6NHkMR0uhFRorBac/LxLY52D9jfeUJnaYXnfvZrNLIB7/7xPWIq1q9u0V5aREmDVBVatgmCY9a2F6mO77Nz6yMuXV6gc/YCQavHww93uP5MiM5zjh7sMDneYeu5T2OtI2nUQQUEQUxVGpQSTDNNFDqcAqstEoWz2reDtZC0X/vkvVubiuNbT1i8fGZOH/HIeD0bIq2krHylTRzQ3+iiwut89L2bfO5Xfp7Tg10O7z6gzGaouIarCrCOyWAIxhG2G8SBIokj7r/9MY1EMM0yrn32ObT2cQTldMryuSU6vR6NlUWq6QxTzjCmRMwE1lasr3UZdj7Hb/3X/wATKtbOPseNS11UGiOw6NER737nDWIJl3/qp7FCoWRIlWdQzhBKEYSKxdUeCEc+zam1mzgXYMsZutCEgeTg0RGi1PTW2rT6bXRWcGPhDFIJismUVhRwbrPHfjFk7/4DNs6fJY4jtIioJn7kUM5KorSFySVBaHDGokKfqoeTGNHAWkuz15zHECikirECiqMTpFIIqzHGIFHkhcAZg4otoQIrY28RVhJXTpBBjXotZDhIeeH6BX79n7xmpHoAACAASURBVP0ey7SpbTl0XtJoSMJGAqZi5dI2+vgIKjVnDloPe4VPFhhPDSbuqd5QGJx7KrR2c0H/nHwjnG97hfPJetYg51EBzv65Q3vuZnnq/XZyfg/B3NAAIBDOEDZjAjnDOYd0PuQeJ/wm+kcs9H6sK8QL5y653/4X/zNCSoRTHhMkA6pyRlJLEVGDQAicLbCV8+iuKESUnv+nywIRpcggAF1iEdx//wkLG4u0WilBLKnGGSqJOL3zJqdlE0lK3JSsrPVBhoyf7DKaBWxeW8bmGms0VanRRe6N/oFDypC0qTi8c8jDj56ws2dYfPYCr77Y5GCnoNmFUoeYomJysM/qpS3G+yfEdcWjd97DFAf0Vzb48I7lM197ie+/fovNZkRnbZHTg4csnblInNS9G8OUUOUgHPfffAc93SVIulBbZfPSFnG9DcJgdcXp/jHZaExvY80HaEn/B5/W21SzEgJFmEZYV2HyysePOknabYOQcyO+wVU544MJSbdNnEYIJTCVJj85xUlBMS383BEBUhIEgsd3n5DGhttv3efGZ25QGEs+daxsdRBCUJUlSkle+50/w0Uh2+dWWdxa4fHdXe59fMj1F84xePCIZGGZ9WfWcGVBNRl4urLW1HvLlPkUk+eEjTrOBlgZ+t+NBRE4pAh8FeMgTCNe/1f/B6PTI86dW+LhkxFXL5+jde4G2hYoJRFRyq//499mtZfw7mu3+I/+s1/GiSaCChvECGtQYYwQlmxiSLs1jh4NiaWjd34JIQOcBWsrTg5HPPnoPo16nWY/5vDuEUtbSyxsLWNQ6EmJUBWz4ykL59fIswo7OCFp1VFpg6fB7k+JL8LB9HSC0QVKlkgBWVYRxRG6KFFpA/QMkbQohgVJKqkvLyDwNGpTTZFJg9MHe36sMatoLoTIpE45nVHmGYdHM9A5O+/dRhyc8IW/+7fwm5KnRda8AvtkF/LnXCTGl2bWGZQUf26+x3xlbOcWP4D5oTXH4gjED8L8JPNsHPtJvKzfXisUc7mO9MmTnzAVcUipMM7Mg6ckwhq++iO0zD/WFaIKFLYqGZ0cgkxRaY9WL6K52CaUhrIoOLyziwlrLG4tY6sJrvToJhU4RJj4d6aqwFYFKk7YvraBEo7JOKMZpv5XrGBQ1OgvBbz/Bzc599kXkHEdRcn9WycsX15k78GYlfUmp3sHHD+ZsLDSQqSCWtoCXfJHv/kBg/0J46nj8ueu8tnPn8HkI4JwwNu/c5MLL25T5CEybaILh4wSwnoDXVhU2ORgvMirXzuHi2PqSYpKLTofUMwEca2NwBBGHvnlRIIVIUkj5cN7Cc1mSLcbey6h//NASkl/fRm3tYorKoppQbSyRhSHFLMxQZyi84qiyAkbMeCImw2kEJSzjChVWOcwmSZIUlprCQbL9OiIPKuIahFhHFBm2r/hOIsM/Z9TNp7QX+4hheGFLy9T5RXtToOFtYjZyYDZeISuHKPTGWs3tnh88xFRQ/Lo1i5L233QjqMnA6I08j/DbIatSkRcR+gKkdaYHO9hq5K0uwRWYqsCEVTzLWYBqu1tnbMCVWty98M7BPaUEMP+x3cwRUVj8bM4/DImbtaRcZ1XX9yk0o5zGzV+63/6fb72N76G0yEIi1AWU1VgS5JaSn5ySLPXZjLIufPaQy69vIGQEYiAuFYnEQ3CSDIdZOQ6YHd3DFVO7+I5Zrrk7vc+oL/Sop0vkMQ1snqT8WBM/sS7bJqLXUqnQFRUwzFVZYkaIZLIi5WVZDIpaLVbVPkE6SrMbADSkWUKMcxQTiJCi5mMGOczmolEtls0FhyDvWMW2guMhxlhaTgqY3qzHbZfPMfeWwKmJ8j60nz58VQALTDWxwRgDcxp809zVbzHGT8f9spsfyBPDEHTzwCtFJ6OBPOt8pxf6Hw77u2Fc3iD8Bktyhqf1SKsd+YJOa9OffKfsxZBAFbPDQs/2pnzY30gBgqMrkD1WDi7TtJIsbMpKhAU0wH33jqgsDOOHt5GBy+zuNonoEAJgVASqwtMAacf3+Hue++RyzbbX/4qG0lGbkPK3TFRaIhaDSYP3iXbr7Nw5gzdlRY2K3CipL7YZXY8RqkCt9Hw3D2leHTrIS7q8ezLTUzUoru2SRwcEJc1fuLLF/1cx0jSVpve9ctkpDSWU2pJgLQFLnIYrbn0+U9zPMhZPbOGKXxo0dVnNjk+GrB3AiuXtnBOY/McbSuiehuZRpBn9LbPcUU1sOWM5XNrqMBAKAmcF3s7nROmNYgSOisrc2yWxhhFGqeoOPEEmqzyUaymwklBNhhT5BEqCUjjFGsKykmJthYZR8QCjBUQxgTWUk4zZBhB4MjHHoV/ujsgn1Usr3Y5e72LLqaYsqS90sfojNnJCf21FuORY/OZS7zxjXfo9wTOGs4+f4XdR4+xVYvV9bZPEnQ+TziIEkStSZ7nqEBgqpyw1gZdekKP9Ro8ZqeU1YyouYi0Y1Yunaf4+B2uffFV3v3dr6PDDlGvi0jbVHsHlJMR9Uad3fv7PHNtlTt3DP2FlEAbjAqIagnZOMNWGSqSvP+Nr/PsF34SXeVIp1EBfPtfvs1SM+PsZz9NGlS0zy5QZAaV5Zy5tohylnqn4a1x2tJq1di4chaiOmZ6SpLWKYYD+hvz7GhncMqSncxACN749ntEacpSUrJ27Qz13grFQc74+JRIGlRvAaYVohpz9+MBG90xzXPLRGFK1F2krwSTYUEjVlSTMQvbqwhtWVhsUVRNtsqH7DyC3buPubKS4GQ41xgyD3jyyzflCXcoMY//NBInLabSXnEA/MClJ/ysuhH5WAWlkNrO+YYSNZ9H+miBOQ7M99wIKTHW+oGNnLfd8/v589nOYbHmaagKVs4PyB9gZn+o68e6Zb5x9ar7jf/ln9NcW/WWMSzZ6T6mCjjaPaSoaqydjZjaGk/ee8jWlSVm+8cE7RZ2dkqj68EEB7dvcfedW2QmQC++wk9cybn91i3Ewnmu/eQzhK7ElhnGQJymyCigKiqEy0El7D8ekLa79BYC3HzGprX1pb2RhPXYV1f4CEyXzcgmE8IkJR8MGU8saaQAQ3djkdnwEAyoqIFzZv6HIJFp6JcbaJyNcKagms1w83dfjN/QiUD4DbD04mkVSIyQHolVGoSSxM0GVmsfYo5CJAG6AqsrAgxRo4Yxlqo0WGcxWYGzluHxAEFIayFGJglYgXQVYepzS5Jum2o8IWwklLnh7T98nzjKafW7ZMMp3X6KqkWIKEEPT9HCsv9gwNr2eVr9hLTTBsDkFdlkxGSUcXqoMVXO6vk+kZSkzQSURGiDjCPKLAMktnIo6YPehav8UsZYot4yQkiK0RClFE5JbF6iy5wglIRJA5kmGF2QnZyQNJtz0GnA6d4JzXaKAOrtHg+mJeVrX2fh+md57Ztv85NfeQ5TjElXzjHZ3yGq1Xj/G79PaDO+/fpH/K2//3eobIIuLXc/OsBkM5ZrBWe/8gWKwZDRyYDBsabbS2kutAnrETIMsaVB68IL4JEURYXJZohKo+KYfFZgsiEyqOGE4+a7h6wsS4oso9NNOHyiufDieYaPD7n/1i3ilXWuvLiBLg2UUw72K9AlQgSsnlsirMWMTmcIZ6h3GqTNhl/AWPzcTjgme0/QWYYMJdm4ZOXKxU9ArG5OpRHMw2LmFZ2co7Z8U+yRXs76DsXJpyQbT8R2GkQocE6C9XR4JyzOOKzC2/ok/t7WRwNbxzydz/8MCOYMRT+rxLl5Fot3p3hXi0E4wc/+zM/8f98yC8/0eQ3Ycc79vBDiLPBrQA94Hfj3nXOlECIG/gnwInAM/LJz7v5ffG8IeotIfMRoJX0CWZlX1GsVhw8Oqe0abn1Y8ewXLxPqnFqrzniUkbZ7TIYTWp02K5cus7vvYG+HF39mE3fwiGf+0hfYuXlAInNsoRBhiNClz4ItHYEKQNSxLmT93BrKFhSV8SHaAaggIowjAqWQgfAWJVNQZTNMZQlCx2z3DuMx9Le3/EA6iMhHpwiZIsn8BjnPkSqi1I7QQlwP0ZkmqMWoWoO41cRZn9mBtugyI0xTqrwiTGLKyQQh43nyoG9prLPkwzFWKgLpcFhCKVE1ibUSV8woJ2MII6QzVKMxKkrRWPbun7J8aZN7Hx3QX+sidEWQRNRlRNTpUIxnJI0GtsrAavrbffKTQ2bTnNJE2DBFmQo7G1AWOUIG9Foh2FNUvMXwyT5RLSZq1EgadU72JtQajpXNZT6+s089lCSjkM5SDxWAcQalfBRsEAYQRERCgRUEMqEaj6Eq0ZVBpTWklKALX33EIabUuDJHWc2D1/+UhbUz7H14i/6Zs4wKxeGDPRJhuPjqNfJ8xGoY8Hr7KrvffZ/PfPEGuRakjUVskVFbWEIKx6PbH1MZS6t7AYwiSRLKoGRptYMUCxhdgnXkmc8nHh8/ZnX7GfLZDG01SavB+HSCCizleAxOs/PRA8qZobmyyMpGH+cscbPjsWRScGFbcfeDfQIp2PvwlNpyzHCcQzUl6C9SzjLKrCLQhtI4zlz1vvo8c0hrkFFCGuWUQd1j9wUesKC8i8QKweTokJtvfcDh3Y+5fuUsK1cvgjaIQM2NKt6e54wjUHNLnpvbSqRAWq8nFCFgPfE+CAXO+ipTPPUpz8OphDA+CmC+IfanqkQJgbHzQsE6D+f1ZBTvk8cftnK+4TECAieelqTI+WLnR6HE/ttomf8O8AHQmj/+r4D/xjn3a0KI/xH4D4D/Yf7vqXPughDiV+bP++W/6MbOgaqmPHnzA47yktF+yat//UvUkwoVKS51NM4ZLtlTTu7sMZs4zlxu0+pHhEmICRJsGKFQvPjl53H2OiIQiPU1TKW5+OIZivEJcXeD/GCfIIqIgwhtSkxREbbqKKMxZsr4NCfLLK3FNqLU6NmMoN3wGRTaoacllSmQAoK4xvf+2T9l8canqakR3/nn3+fVv/KXoSqRKsA5ON0bI4OC2oJ/EQeh89pD1UYqSVXkDHdHJM0Uq4XPbpkfJKbIcaXBSkmVT5GhZHTvQ7RJaSz3EcrHbwZRhC4KhLU8+uAmIqpT67XIxrD/cIfmwgKjgxPOXl9HBhVKVVx5eYMgqhHHK+zdO6K33iAbZ0gkcurF4EJKXFZiK1jf6qA3+4hAkMSe4WiMBhTOaIQMmAyOSZIEgaK+1KcaDilOp1hpWd5eZDzMeftPP+aZFy/zx1//Ji9//jqv/9E7PP/5awSmIGjUSWNHVeYEtRp2NkWXGiMC4u4i+XRClKS4ckbQ6GKFQVuLHU+I233sbMqt73wfXUoWozpRGmJ0TrPZI95eJmo2UHETV5yijeCl57Yxl1Yx1YwwjKl06bNCwhKjBb/w936VMI0RVmAFDB48Iqy3aPUEgdC0VzcwztJZ7eFkDyFDwjhCKAgiwfR0hAjEfElgmWUlTkO932V4OqLVSlH1OjKJSRpNbr11B10Y8krRW05YW1aMqojswSN2Tyo6tZIP9zKuKZCtJmrkEV/FcMzJqWZxteO3z/U6dQlx0sBJSVWOCKI6VgqK0rJ7MqZrRhxYzZNH99je2SHptBEmRUWBP1+c89EEVnicl/CzZusgsBIj/eFkrH8T9lKaOcYQv2H22eka5/U0INRcoyj9jNDZT2aKAEqFXrQtvYvFCocwvvI0TiAUGOuf7AHC8FTn+MNe/0YHohBiA/g54L8E/hPhAXk/Dfy786f8Y+A/xx+IvzT/GODXgf9OCCHcX9CzOyERgWA8s2y+8hwHH97m/s2bLPX7NHpNsnGJrQp2JnXOX4gxd484OR4QBiHYEdPMMBvss3V1nWwwRImS5uISTggaC4sYUxDVGgRpQr11DjevrhInPhmgj+7f4cm9PZxV1Fa73H7oMI92SPo9zIcPuPTqDWRgvWxl5isap6f0LlxAn37Ih3dmfPE//JtU07FvGRAgKsYjzXBa4O6e8OznLkNVsn/7Fvc+nrCwoNnbdzzz8g3SZp0ghve+dYuH+0Mu3FhluHvK8196mUAo0laD7/7m74AQpKHh8va/gytnWAMuq1Bhig0clYGTew/plBuMDgdE7QazScXaxR5Rp8vj1/+E4dGMggWe++JlEinZPl9DBDXClT5JLQFA5xlOGi9XSUKcrgiVIYhTbFEi5m2YFBaZxsgooFvboJxNsLrEFiUyBBnWfUtkSlq9Gs998So6N7QW17h78x5JZ5moVgcEtnIUkxNUWKManMwlNBAIg8uPiaM6OpuhAklVFIyOR2QzQy1JCa0handYu/YpZvuP2L31DrPBGCtCVhdXSesxmAoCg8slzhlsMQYREjZbgMAVT21jgtlsSljNqEYBAkUxm1KFEeXOY9rb68zGBcZZrJiToa334KqkRhwJXGXQZcbR3gQ7GLFyYRmpc7K8QjQ0gRNUeUFYizm5PyWf5ZTGMj48wRYjmmnIzVunmDzkU58+y42zdd7+kzdZ7fdQIsSW+Jb7YJ9oYQkZzzDaoqqCpNNBoshOTokaIbP9E6Q6xVjorG9y/tlr3Dw85fkvbCOOD2is9BHy6aLOe4593INvXZVVXhaDmi84vJ3POM9BlOKp9MZ/znnLide7ouZMT+NT+NxckoOYZzvjDSfG2/yE/2ViUH40hWcp+u8xb+ON8CBaK/+cbfCHu340B/QPrn8A/D0+SV2lBwycc3r++DGwPv94HXgEMP//4fz5/7eXChSuMDTPrvPhN9/j3T/eo9lfJWikXkeX+A2Xyk85/GifvWNJVWhE1GA2yhnt7tBeivngtR2a3QatpTXCOMIVltHekHxUUAxHlOMpMCeFIHCm4vjeHrPjEePxGNm/yO7dBwx3j9GPdnjmc88gSk2tKTg6zTCVxOU5CEsYCFTaYP/efaoyYfsv/zKiGEExRkYBCMtgvyCKFM16SZA0sFWFDAUrV6+wuZ6wuLnK8y+vMjnd5/TwGGM1vYvrXH3+EjXtiNMaUb1N0IioCo0uS44+foejj29CIKl1Gp/ouUxZopxh7cYFzr1wieWtFc6/eIFUBshQc7AzpBxNOTqacPb559g8W+eDP/4eQSSQKiGKFDovGJ+MqMoS5yxmPPGi2yr3Bn6jofTeWF3NIFBUusJWJeVoTHE68EsC6cnkMqyTj08ZHZxydPc+5XBEMR7gBLz6hUs8/7nnufapbcpsjAwVVTYjCEKPkpLSA3SrAhFEWFGHIEImKVaEOFuRNmuEKvNzw9JhK0F3pU9Ui2n012lfuEyz2yOIA4JQeNjHOAcRouKQcjL182EJtiqAyCfECUfaaiGCCD0bYYymudRn/607PDmaMrj9DqGSHN+9D1WOno4RWIKkRhAov0xBoQuNLTRhq8b7bz1EhDFbl9dodxqsP7NBEAW+hZQSVQu5cL5P2u3S7PZ55/UB9WabV37qAp3NRZpLLV76K1+h2675oPeyoMwq0rU1hIRGPcZZgyUgIMBhPRIuSJhNMk6eDJkdDdHDfVQ24pVf/ApRrUfz4ksIPfNifiRSeGiDEWauRbS4OX7Oi7StB7U6Ma+cfZVn50H1EvkDO5/wOUNCW0DNeZrSB1k9dfdZX1b69OW5v9n5g84+db4I5iFVEukETnq/tZf4iPkh+sNdP3KFKIT4eeDAOfe6EOKLP+p9/jX3/dvA3wZYX1tjNslpNVOe+8I1bnzGoMIAtMYYjXUSGadcuLqGEwGrLufw3bvkcYMsc1ixiBzu0et0CesNlLCUJ1OaG4sUkwxdaGSqmI5mlIMCG5Y4K7GVQQXOR2GqFnF+yNWvfJGdDz/m0ueus/PBQ6ZFyMFuzstXJCaf4oRGCIVQAltMefHnfobJLKAhD8mnMdaUqLIgqdXo9jVHuyWqiDh7pU0+yUnqNaKozsxBu7NMGFlO7tymtKe0el0CbbHKkKmU/lrPz80QpO0OS5stbLXC9GCPZiMC6yiyE7JxRaPbxtoZd999CKakmtzm0qvP0mgU1NurVINj7r79Jr3NdfK8oNFtcvv1Q6qsRCpHlVvCNMEpQXY0IW5IgnoD6wQ2m2LyMUQR+WzgM4SRGDNDaE2FwBYZIohIpKASksneE05PpkSxQsV10t4yo5Nj+uubRI0aDoGuBqhIUw0KZkeHhGnsqwgjEZFCoIh7i6gg8hayPCdUIVqVCBuQpJCsr2GdnkeXGoonO7Q2z5KdHLO1sT43gEmmwwwhHNZmSCcRRBC3PMNS+61mGAl0oTEmIGrFJK0GJ3lFuxnw3T94jfXVRfKjJxydpjQ3JGGaMD0cEKUh+dHIA4pt3dvqJARSMik08fEhnU6dIATClChQOBHi6pKqmNE/u0BxOkFXmuUOHE1HXDwXsXR5m0avgakss5MRKhScfXYVPY9SEFOHneaAJG0kzEYTZFWSz4YIGSHjiOODAZMc4sAR1lNmhQUXMtvbZf3qWe69+4C9b73O8pe+hGOey+y83MVj+r2G0AqvkRROzNmEPkzKn0VPIV9zbo1w/o1U+TiNp5G7n0SN2vni5s+1vQqfoePnkHPEl1NY6zff0n5yWzyp2+KM8PpZ98NXiP8mLfPngF8UQvwlIMHPEP9boCOECOZV4AawM3/+DrAJPBZCBEAbv1z5v1zOuX8I/EOA559/3jUX28ggwWVjdBhTZiVxMwQTILIxzgU4oUgaMfpkwGmVsJxIgrTFmTOS4Y5F1Reg0hCBbQqOd3dIGwvIUDDYH6KtpNWvEwBV5dsVjNd5He8co0TAYn3G0uYWURiT9BLqzYhnXrhGGKdU1QChIvbu71NrN2m3a8RRgyi2aF2iVIw1MeXJDgd3hyxfvExvrYXWTe6884i1sz2GJwVLWz2uvPQspwcDHt89JgqgqgQ2n9BdrWO05MPX7jLa3cGZnI3LZxGR49qXf4ELw4mnsVpNNpoQ11MEFUkjwJmQYvCEZ7/yZW5+408opwVPnsy4+/U/5IXP9zlz/Tq7D4aUkyfE589x9so2p4fHLG6vYKY5JY642abeiykNFJMZQVwD5/2qCEcY1jDlGBWnCBVhpQQ0CIfNcwoJWkqms4IkSSn1CW//1nfYunqGIA7orqxijY8dEM7hKkHS7KJLH2cqwqZfDjiFjL3Wr5pNsGWJtQ7tNAYIw4hKK6TRPms7LxkNT6lmijvff4Ps8DHnPvUCp4/3uPr554jTEFvlyKiNciUqjH0oujGURUkcKbTRhLU64OZqB/jT//W3KEpHI+pwbrWBWFwiTSNEFEHhh/5RZ4F854C4nWKrGbpSZKdD0mbC2eub7N2sqGYWKWK+9a++w+pKg2p8wvWvfoV7j4ZM3rzL1rkl4qUlDnYHhK0OqsrYe+f72Ms3CJtNoliBCrFlhVQCpyRBorDOgHPk44xYObLBkCRqe7K6VXz07TdYWunRPtdHqBC0JaiFnO6O6NQtC9tnuP2N26zoEU51vadYgTPzTTNeZ2g8BXkeF4rXFYr59lr5zbINpD9M5XyuZ332CvZpGJSv5Jx//Xtht/EZLBqL0FNk0PRLHeWXOPJpFIJ6WhWKOUQakD8qL/vf4EB0zv0q8KsA8wrx7zrn/j0hxL8A/ip+0/w3gd+cf8m/nD/+zvz//+Avmh9+8gOGMcbMmIwykm6N0EqMBlMWuKJi56OHrF5apZhqwnpMu26Y7O7TWT9DqxvRbdcQQcLuzffZG2lOHh2wsTilaNzgyo1Fju7tEXZaNMIRdz8eEMWS/pVrxGbI7oMBm5eXufmt92mc2aaRnnL48Iilc9v0bYUw1i81ZMzJ0RCnIqaDnIWVDkZ747mwXkIShOB6q9QrEMKH3IdKU2+mvP/tO6QLXRpLKbsfPAFXEtZqLLY6BIknPT/68AlxTfP4zi4/9dc/xb0Pjhn92YdsXd6gtRCCUlSzMdVsRBgGECZEUcQ733qbTr9Ft9fkyc0P6K4v8/af3ebqC2sc7x4RtS8zeHSTzbPPENae4+5b71NvtHAiQhAQ1OogJdnpKUEcENUauFiSD4aE9YTG6jrZYARhSJguIhzobIRQgc+C1gYRgK00Uhh6y4sc3H9MmHb49C/+NMV0QndzG6Uc1lUIqwnqDVw5RcYprlIEMkSEAcL62EmpFNVs4gnKUYzMM1AB3kgbIYoKbSoCFSFjhRR1ZtkJ3YUWwizTWWwQJRuMdh4Sd9s0O22cK6mqAodfBEWNJmaW+2G+1pgyg8rgXMXue3u88PmXGI00lXEcnhRsXztL1K6RHx8jo4RGb4HJ/ikykES1mLLQuHJGXAvRVqCyCWsX17FlDliarYj79+9T5TWuFCXHb3/E2Wc3OJhp2vt71FXJeCIRdkJzZY36Wp+H7zzidHeXteWA9ZdeQc8m6KrE5KXXlKrQ6ygDR6Od4MKYvKrIDyZc/6mXiMgxKEJpMUHIw48POD46pnztAz73tc/Qf+EGT779HVY++yUkMZ5dCMYqfyDh5jIxkM5HDFgzP/yYawaf5kYJvw4Wwo+5ML56lLg5W9Ehn7bfgBABp0XF5sFDdoymdTbBuRCsHz1aa0AJ3FwbKefkbjkPpPIn4w9//b8hzP77wK8JIf4L4E3gH80//4+AfyqEuAOcAL/y/+RmDsf0YEZeOkIdYJ1GFlNcPuHxbkGcaG69cZczl9YJWiHNXovhGFoN/yJ0QuPKgtPRCZ3+OuUU1p+tcfNhwFt/8Cd0lxd58O4R0afO4MKQ5kabbJwRN2JmkymHO0e0N9bptSqidJl6pXGm8PMYoUFJ9FwW0+rXOXw8Q1dmPuwNkaGfeWk94PDxhLXLW7jSb8etdsQtSRAEtJeajE8qavUQGcVMB1OqUNFa7IIQRJElH85oL7aIojaTg/fYfvE5ppOMtCaJ4ggZRAQx6NyBzrDGMj0a8Kkvvchv/vev8eyr55B0SOsRjYVFnv9CxJ3X7lFbXSWM60yOR4gwpbnQQqoUWxmCKMI5TRBLrDY+DEkJHn34Fmmjj5CSzauXKfKC0hqiQFBmM6LmAmEjRhclaEtVMgMFwQAAIABJREFU5EhpIYpZ3FpERg0QjlqrwZP3bzMdTuguL5AkIXGrQ9JrYCdDv5nUFTaU2LxCRQJXVbz9+98kavRo9jqYfML21YsejaIrLHDrnR2aC4pOrUklLAQxV15YYXTSQCpBWA9QusvpcEKztQBSEIUJRVkQBhphNWG9Rjk8ZHwyphoesnT1Gk4lLJ/pY6xjq79M5UBPTnFOYfKMIPazUlsVyNCzAk1VoGzFZJJjLDRaMVWlyXJLOS3pLDawWrK2cZ4rn76MlTFidZsiatIPDKLZJy5LkiCiGkG91UZkU3bvP2GhlnPnjqC3sYNreJmUEBaRxuAcFQHS5Aymgn4C1kiUy2h0upRjgx6OOC0dJx+9g1rYgKNjFl79LEU+ZHBnwtZz56nGFVFb4Yyaa2bnlZyYwxikt+LZeVv7iSZxvpV2dt5K+955rmn0r26DQxrldYTaeR2p87SahSTk3cVNklsf0JidouI+AIL57/gpJTsQOG2RyoGdf5Mf8fq3ciA65/4I+KP5x3eBV/41z8mBv/ZD3dcYZqOcWq+BHRlMnhHGMTZI2X2YETj44I0jzj+3QrqQYEtHa2WF7hnB6CjjdPcI5Sy9zQ7LZ89z9/U7RLUGgyPDst3BXP885uEdGk1BOZnQancYHpRsXIhRQcXZK9tUTqKkRrkZ5UwQJjFKKbKZpdaqo4cnqDCmyAvG+6dEZ7a8iBoH1RiDRRAhVIqs5UihMEGAlBaLJopqnPnUOYrcsbDWwVYBhw+GtJaXMFpTbyuMFmR5SRg3ufBSi9HphKtfeIFiWKKihLjdwUxPefv3/5ju1VeZ3rvH5Ve2iOKY7RvnEVKxenGNnd2Y7bOCrXOrjI9OyKaWa5+/6qsqBUHsSKKESge028lcAF75Abq188eWN/7oNV7+6Re4/dZ7HD45pZgM2bx2DSUF2bQgqnUZHU2JaxGt1R44ULMxoqooZzNElOKM38Qe7xxTa8L2C58hmw75+j/5PZ595RLbzYvItI4tNKe7R0SNlLTbwiLRlWb96jMM9w842T2lkWj+7Pe+y8WrW9RXV1HCsbLZw+mMyWjG4tk1Fhsp2WhKlgfocog0DlNvsbK4iJOWOG1z79v/O+vP/gTOKWxZQCjQMuLRrT3y47uURlFOS7ZeuoGtZsxOD33WifRJjVb7XGQXplSlJog93WY6mTLcPYFZhq7XsaXHfD18c5fGQkI9yPjUl15EiHmrawquv7QNxhCkIRhL/cyWFyb3u+iq8rANQjobXXI5Yvf+MevPLniidQXS43xI0oR8amE6QS2m2EKQNmuUowInLFWheff3v4ktCpL4EUm/RW12F2pr3H7jde59d8jP/sd/gxAvXveVnKfY2LlX2cFch+hlNNJ5J4mbn4o+k8rHEAhhPSxkno/CXGAtrISAT2IBnHE4abmQhrwe9VlNOr4VFwI9D5+SyleUbu7Wc/NANF+UPi1Nf7jrx9q65wBnMrTrUGsIdFVSTGcESUQYJkR1wfYL5+lvL5A0WgRBQDUbUlUz3nz9gOsXcoyNOTjM2Ty3wSurqxRVgZIxt7/9XfqtkEG/y+XtdaqyROgpseoRpSHF2KIiSSQE5FPe/J3fpbl6nQsvP8/e7SdMxhmttVV6vYggTDh79QJSGIoKXDVldjoDGVLv1nG5wTnLytoKVTZicFLS7DQQoaK72KHUgnJ4wHTnPpUp6XT6tBabxJ0FyuEpUQgXblzEKelbw7LwIuTFABlIiumEwAoOB5KXtxtkGy/y+MMHbFzoMD38iI+/N2KhlXI8iljcWuPhu7cZ5SGtBB7dHXD26iJvfuN1kkbK8vZ5Hrz9Jtc//wKBE2grCFSAk4owiajKnLXtTR688SbTLOHijYscPx4QtFu4sqDd7aKUIu0vMDsecvJgn+7aAkm9BUhUo6LKPaEkdJLmUo/hTs5bv/0NRsMTessJScsffK6yBElEd2MFKQVlOUPJCFOW5Lkj6vRwsuTo0WPiZoud+wOCxwece+U5usttrE4JooBsMCFIE+Jmg4aBIotpdxsIhycdYSkmQ9ae/QIiDMA5dKlReHjC1jNnGJ60eee7b7HQrrN28QAZNaiyEqEcQgYESZ24HlOOx0hboaIIOx1RGLDGEjdjTmYWdXyKXGtDFbD9TAddCOJuA20KHn342PMX6wqsYuvKWWwFoVK4UBAjyYWk2W5S5Bm1fo/ZdEQtqhhMJvQPD6itLpEXICr8YTOrSNtNkjTHhRGq8uLpsNVkepIj0pSNbkw9DdjLEuRMs7KyjQxDfuk//RWOv/U9ugt1dGGJEvmJT9lJkMYTqTz81TuSsX62aJ03CXgZzRz1INxc2uaQSJwwSHxqn3vql3Y/QH85BJVxPHdlFW+Y9hWpwrfuDk9cmn+ZjxRw8yUPP5qf+cf6QERIgjBFIlFRgB4abDnkaG9CRMjOY8HBhw9Zu/CTXt0+GzE7GiLjkG4wxDYv8fi9e6xstyEKiWtt7MkuTkDSb/Hog4fU15eJQkuiYrCW071H7J0oZFhjYb2P0Dl/+L99g40z52g3Z5S5hsAQ1AOmg5zeQgNd5n5YLEKUsmijCdIGKrDo2Yio2UW4AOEsw6MZzgRESYxKEs+RG+ckG1tQTnEyAePf5bLjY4Iw8Lj2WsMn30URrswZHw84uLvLx+/vcfa5DTYubfHlv/o53vv+LaaP9wgXOlSrCedfusZ0PEHWumzaKdYYcu3YPNciH+ecDAqkkIR6TGf1DNnxLi/+3E+xd2+PXr+BNBWDo2NqrS7WVAgFK9tLvPGb3yVorXH3o4Irz1/mjd/4XS6+co0wGtHZXPPUnF6bsir45m+8xaUrC8SRpHdx20dgFgVOQCtsU2u1qPUXsUpRj0OCQOGqgjBNcThUHOLKEjWPKJ2ejIiDhKQlmQYZ9eZl0npAq98CYaByqMin1VljiWp1BAqpLJ3FOsY0sUXu5/tVhYoCwiBAA05rD6qQsLc/5u7Ne2xsduktp3z1V74MUeJbNqvJi5zR7oB6q02jBmYyxVbaS49EB2u9rvXbv3Obz37xHGevrmOysd+0IggDRSI9uWjv7iHF7IjhvR3WnjlPJSRG55iyQCQ1rBEUwpOxs8IgVcS1qy12HimCuEFYOmpry1STEluOCGodT6MxJeWwQoYpeppji5LMCNptiyxzamHE4gsv8c03HhBP93n53DKPP9hheDThmZdW6V67hhDhHBg8b3vnKC8UgJoffh7z5aXIlqfh885p/CBxbv+z89D7OS3WzZchnq3oE/2cE0gM0gns3MrnrJdceUWAb8et9c83c72j4OmBC+5HOQ35cT8QcchAokJBfjrGYMiHFY8/PiZa2kAGFRufOY+MA6zJmR7t8dafnXD5+SW2r7U4fHzI9rU19m/tsnFxGa1LosYCZT6h3ljG6mM2V0Ok9BKeo3u3qSqHVTXcaER3vUc1GfITv/LXMMWEwUffJogDDj8+pd6N6V9YwhqLkAJEiNQTDIm3l0kgSjFl5J0szhG4hPbKCnE9JkhDROWojCGII4RxGCOIapEP7FGCwKaUoykqjfGRtQaRZZRFhYpTKhWz8dw5TnceE4YxveU2Zy6uMFnr0G6kBLUErCNK6lCO0Q6EKAlEyYffu09nIabVa+JQ1FY3aKYRD55krJdTjAGhHJNZzuGjMYtbNRrdlCBuYpzhU7/wC9x/5x6T2TEnD/aQtYR86rDliL0PCuI4IOk0qdVgaa1O2q3T3VymmuRkJ8ck7S7GWmwxJkwatJcWQANWo/GbRlPMkGGCMQYVxQhn57GcAqkco6ElVALhZjRbK4S1Ono8RAbiB+RoYxHlFCkdOquotEZFgRdOS+FzgANBVWniJEQbCbbC6Iowliyn0NzsEeFw0gdn2TKDNCESCY2lBZJQUk5nfiHgwFqFkz5601bwxV94Dl0V1DttMqE4fnif5kKPKAwwooFD0GzVCejS/ewaVSU5/eAN7t+8DdbQ3lpjIU249OJVgm6LKDNkkwEqaXLmQoCJWoiixJQGGUXEquHdHrlDqQArJEEKKgxIooS4mZLlFYQJd+8d8/hP/4SVdo0XvvoZtEgZffCAsBPz8N17hELR2fySl2ZLxR/8xvf40i89hxTRvC1WOKm9KmOejvcU7PDUffKJ/dl5j7II5pXmfJuMlCAsygqsBYT1AffMo0id+aRdt8J5PTcAgsr5bBaH9OeqBCkd1s7x3D/k9eN9IFpHfnKKCSOE0agoRMYBndU+J8cjljY7zA5HNAOY7j1h58ERcVKytzdia2uF9fOwd2+X7uYGGE2Z58T1JlQV7aUG7cUOQoI2AqoBo1FCvTnh+NFD6o02pjQc3/4+D/Y1TVWSthfBai5/9jLyqYjUGqKkRpEZRNhAKkkQe7E1UUQU5KhmDTsrMVFALQgRIsBkI4YnU+rdNlGzSTEZ45DkowkqjnGlQUj/IiynGWl3Aa/Pt9SSFKMrLtzYRIYh2YU1km6LOPLuiHZRYnVJNZ1AnBJSUVYCqSRRHLJ19QoLGzmTwYSVc8u4UnP2xnmiep27733I/ZsHdFZaWCuock0YhSSxxMkCkweowBGkderdBZYvbKNCgb17SHejz+jgGCsUOofyeEYYB5y/vsHx42Py8X3yWYGgRD85YGVrHYHDmAJc8snAPQgVpvBD+iAwqCBEmwI3m+CilPZin2I2oyrGqDClttAgWejgjCao1b1bIs/9C0kFBFGNxx9/zOzolGxwQn/zDN2z2wQBIBzKBeBm7Nw+JgoiWksRKghpJpbeF19h/GQXGhGmKsAZTh89pNbqkPYXfYVCgLEePCEjiTMaSsfRkyH/J3fv8WNplp75/c45n73ftRE3vEtvqrJ8NavaGzab7CbBoQRJ4GihjQgI0EIr/QfaCtoOBAGCAM2IEBeiRpSGQ7Y47B6yq11Vl6/KzEqfGZHh4/rPHaPFuVmthQCBLQxU4LdJIDKQJiLue1/zPL/HVDmjwZhLL15idjbCWkd7eRkhJI/vPyVwBWm7TyNTNPvnqPKcsydPaHYaEEN+MiDJQoYHBzh5DYGidhWHDw84G2paTUm7lbN8cQMrFPV0SlkJlPRjq6lqb2MtBTJSxEmIs1DsPUQ2Ms7u3GZjM6S11kdpx9gYjg/HLK91cBcvc2Elptq/S7R6Bazh9e+96gXWDr/CEdZ3fUjAeOvcfFx2z7rE+fXYcxQlzsn5WG2wwu///F3aznOcfY/psJ93g8+CnuWchOPks+hR5eMGnPPWPusF3mI+pv9Dny92QRT48HijvTVMz6iritlJTqfbYTyoufj8BtY68koShAnSWlpJyt2f3ORQN/nW7+/gSrwMwVnqfMzZwYSkHRHEEc56l4itLFLkhHEPPXxMeu01VATLL/8ON//0z1i+ep2lF14ikAZdQdjrIwJHHIZYowlbEikCnLCY6Rn52CKUQdcT3KBCBhFWlExqg7Ng5lexs70zam1ZPbeMCx0ycJSDEVVhqYsSIWPiWDMdnBEpiUxCjPFjR5RmyCggiBwyDBDWe2PDJGZ6miPTBlg4OSnIxzVCarAh3X5Kb22R3nKPMIkRrqaaVRQnZ1x9/Qa1LklTn7W8uLGKqRRpr+NlDdJhjMQVJWsXVxkc7ZGkXc5dW0PYGhUo6tGQuNlDKENVCRKlyGuLwsfKtntNqkKj4hSc9kt6LEGaomvpBdduRFk4iklJox0RBQ3qxENQysmAuNVhMU1QeP6eLb0QWdfFPIxIeEqOdQilaG9sIa1CpClv/+iXbD3d48ILL9BoRwRxB6nabFxp4YTBzAo++Pv3eflbX4JySm9znWIyQEjJYO8JIla+WEeRl3/oGhdEZN0uZZ6jEOzeP6S90KQYW7ZvrPP08QHnLm+i64IgCnl074TZWUUYKsrylGB9iawDgREMByWTScTW+WWmzTZnpeLV3/4KxC2K6YyHn+0TiYKTJ085nBquvbLG4T1oL/fASqpSsnquj1MxVpfURcXobExUnFGpPmGkIIhRWvP08R56p80kV3zwNw8x+oxXvvYyaSOl1woYjUuWzl3wOSlK0WpAPR1C2CaUYt6E+egAM/cfK+lZhji/85PzT3FmbskTDmeNH6ufYcJwgPLaRPnMQicwzME3wXwr9blpT2DnRV86hROWwCmPKZtDaH+TJeIXuiD6HIeaoBETJw1k2EQXlpWrHagNYbNFttTG6ZpGN2Oal7RWYqQKuP9kwMHeI46ejvjSd86zth4RRjHl1EtqZKAQgSKQknKWE3WWyM/+jrVr30BlGWvn1gikRbuCr/3xP0UFIWEcYKoZIgqoJ0NEoDDS+GJnDNJaqkpjbE1xdoJKWgTNLqY0yFAQihAV1IwPJogw4Wj3lPNfukAsBOXwCCMUs+MB2eoiSbNBd3OBalZgKzNPspOYokAmEdYoJkdDwpaHu5pZTZAm1EWBM9qb3oWhyP2/L2zFZK2UdjcCadC5ZjacEVQGaR1SWIIkgzInSmOEUoDCaUO3L7H1CFcbrAhRWUpdlrgC2v1lhK2RYYAuvK4yzRKK8THC+lwbqw0ra03GhyPipR6j0wlbV7dwtkJJBUJ4Xam1BPM4U6kaRJFBNMHmFRZH1Ongak2YhqgoxhmHLgrCMESYCiMiTDGj0etRTmYIV3G2t8e9B5qlnT4Xrm6hHh3xlT/8JmZWMhtO6a4tYR3ougAnufPJrt9fmRm3fvIRL3z3TXRdIaVCRQ2WrzwHTqAdXgKWpLiqQmjH4Mlj/0aVJATCcOu9ewRFyep1QRz6N18QaANpIpkKaC5ENLI2rYU2CMVkeMbG+UWyxcsEra4nhY+8lEvVU6rcsXmuw/13D1lYXSZUUMzOuHvzLldfeo1Gv0uSJRw/OUYlEaLSdDfWmIwNsteC6ZDprEBlDfSs5LnXn6e71ifrtOj2htwbrbC40OLR0ZS9n/yY9a9+GT18hGtvEzifvSNVhpQeTeGMQAS+sAXzCzBOY0UAcz+QxRcp37V6ax1yrh/EzV0vxl+Yld9DOuM7PCfnRxQDQkq/epozB4RQSFuDdCiHV3Q4fp3z/I+tQ/TXo4QwTUEbaj0jbCS0UwiSmFCFqECBcogyZml1lUrnBEJy/to2qAGq0yZqNJBGU+cFUZoiZeDfP0SNMYJAKpwxPP+9P8DKmJe+/3soaRBxRNJIqadTTK2px4c8vXdMVR6ze2ufF37/D0hUxc/+8g7dlS4qsDSWe5zb6dFe38YJRzkYMj7WDIaaKHa8/9ZNHh4Z/uQ/e4OLb1yFYkxhLYQBd//tz9l47SXe+ud/xlf/o2/w6V8/IW1l9C+cB6GQtcbMoyv9G4WimuSESUBjrU85HM5DekKSLCVKI5qADAVOa3RtiNIQZwMCpahzjbU1USPAGoOKG4hY4uZB53UxxKGIksznE8c+Vc0ZgZCp9xPX0u+prAVbUswq7r7zPs1+h60Xf4uDmx+yuLVDmCZ0NxZwxtLqdRBhgkDjnMPUFSqKqKZjiuMDOltbBGkT5xxlUYIy1NMJ1ST3FkgleXL3mGJS0ew1WDu/hDMVYZIRt1oUo6F3Q0QxC9vbDKYHBMDdD55y/cuXyKcFelrTW11ASMXk8AAZhnzyzme46ZiF7T70emgdemhHVRNGIU5JTAWCEikFQimUtpBlyNIQNRNsVWC0pbu2gpUhjdC/YHsrPdx8bymEIA4lF59fQ0qDVAkySvjgr39IbyklkPDZL9+lvX4FqUvOf+kFnLVI4xAmR5iEnecucPuDxyRqwNrlHcaDml++dYsf/Mdfo7AhC9tdjh8eIIXmbP+ANMuIwgDX6iGcRJ+eYnqLrG1WJAst8lLTiSG9tY99bpXRg2MaZUF9uo/tbfkVTiPAll4LKtwc4S/9Zdc5Mb+N+Pha4TzjEOvml2BJjSMQnujucWJi7n+eW/aEwwrh9YwKnPa8USf9ROTKwruUYJ7HbP3fZR3a95u+I1XWsxV/g+cLXRAFgiDB66qkpa4ERA1EPqU4m2DSGDkeIwJF0vFkkqZcQISSL62u8JpQuLrCaZ/uJUKHsxIVhBjtR8h6OuHk8JjHn9wh6/bZuHKRMJE8+vgpITVRd4HOQkQUhhwfjjg4OKFtH7FxvsNn79/ljd9+ke/9p1/jf/yvf4jTgld/sEpezUiFwNmYoqi4c+uM9at9nnz6hOMzzX/xX/0RaeQQ2pFbQ5R1mR08RDJhYWmVi69u8n/8ix/z+strPLx5wvLFyxSTKXEaUo2GSNHk4Wd3WexFWNmn1cnIDy3WasI4Icma/sIIWFdRTxyH93Y5eTqk0QlZ3t6ktd4jaSUU45ooa1NOJggRECAwSQBOIIMGAkkxO+P44RlaRKSJorOYekhD0sDaEhCYUuNUwun+U6JQUkwLqtMn2Lpm79YHXHjja373FAJ5hXWGQArGB48529+js3YJW2re+Zu/Is4y3vzDfw9pDYOjIeNRThg6nJSs7KxTFgV1rTk6GZFPLGBZ2FhG6ooA5f8fifJxC1HClRe2cNLHd06PDogbXdLFJk5XFNMC4yzO1qxtLFBWTU72jpmMHa9/5yKu0p9TnK2uGQ1HHN89YHRyQllLOq2I619/CVNr3DjHYAiTFoEsWFltY3TlyeRC4vIcwhCrNWkrQVcTVLOLq2E6HNBIFZOZ5tzFLYY2Q5Q5g8ERo6c9Kh1Q5SXNhQahm9BYWebSC5v84t2ayU8/pTQhO+f7ICXtTgOBIG43EE6gMAShop7kyMSrNo4f7NLaWKSx3ccWmn5/kWK5z0vtnkd7rfX56KOc/tu36a3v0OhEGAPGiflRQ873p35X6OU3/mMW64HHxs13gf7AItUzBo3n53iN4jPBov89v4N0Xlkxvyr7wiuQcTyPGvXuFjHPVfF7SK+/sfP53PyG2uwvdEF01mCLGUZW5NMSFSnSfpezM0VzqYmSEqxBRJJ6NsNoTT3N6W1vgJB+DxuFOKWp8hnUDlOXmKrm0a09grRNZSP6i1N2XvsKlGMevfcOSztrtBcb5NOAo8dHVLrH6lJGe6nH+mRALV5DtBZ4cTGhmkwxNfzTP/kSZwPNL358n3f2Jrz++1eJyhmH+wWvfXuTUIZsnnuOb/zgedIooB6cUOna500kGpV10ALe/vM/ZfW5G2z07jN+eofBMENIy/Hdt6GxShRG/MXffMof/eAada3ora9jjfOxBC5AF1NmWnthqjHU5QwVhXz22TGmKtheXGM6LWhMC+o8ZzrKGZ3ssnZ5FRWHCBvhjMbOhsggZHZ2xuhUM55MMbogXG5yemhZ3kmx1ARhw/94VyOCUCIYk89GnHvuOm/9xQ9ZP7fF9osvYfISFceYsuLseMDwdMzadp+jo1M2dm5QlCXv/eivePHrX2d6ekAQB5w9nVDWFYOjASrOWNpa8COpimh3m4RBisO7wIQ0lNMaHRmCUGJENHdKPAMRCNLugrcQqpByPMbZHGMDxJzk0ltbxJmS1Y0eUdbCYihHZwStNqaq5t3kGKdKFpc65KJBbE8Z7J7QXemh0waBZ8IQJ22MMMg6AOP5jJ5TKdEFhFmKShu4ssQJg6Jk88UXuXVvwKcfPsa4BCUN565fp64lKmzQyhyu0AS9Jnbq0yLffOU8zq0jREDYaBAkEYPdp4yPcxqdkKzboa4q8tmEpNkmrnLCdpeov0w1mdJa6DC1irKsKE5GNBZSdA0vbTVgc4OV1Zh0ZdkTapxAKYUw3kkinuWZCH9hFlZD4Kk25pkMZ34rts9ses+IN26uM54vEb0/WiK9mtvDa+ddH9KC8fgx5NwSOD8py/mY7MTcTz33Rjv5m1n3vtARAteuXHf/63//z6hMSHN10SvVTY01FfksQjiHrjUO0GVFXWka3YzlrQ6uzKmrHFf7cBorY9CauJXwsx8+Ymu9ZG9fosa36C0EbH/7j5DFmIPbt4lWdtj/6D42CFFS0N5YYqnf8G28y1FRyzPglI8ShRorYtJmk3w6ZvfxlLOH+5RRSiMNufH6DhQV1niCjIga2NkYG4YIFK4ukEqhbYVzAccf/DXp4jnu/+ItWtvPc/Ub32bw5B71VBPLKf/yn/9L0l6f1777fc5fu0A1GxA2MoSrPaVZF7ggAW1QgeKn/+YTbF0wmBpW1s7RX1JcuLGNwPLkzjH9zQUCaUnbTX/HLmqs82lmWE2ZT9l9UIDRtJc6mLJk/eoqAoFEoaspuixwtUGGAc5oZtMZWbOFkwFBI8FVM5yGyaT0mrrS8viD+6TdkFuf7rJztU1xesL4ZMAb3/s2jWaCylo4B41OB6ck9WRGlCYY41ChAKu8b1pGWKsx1vucq9EEwhBTzJBhxGBUIIzj0e2nbJ7vsXZhEyksdq6JcziCKMYJiy4NriqxFlydezybLhGRT9vTpePk8ABqR3upR5QESAcyVBCGuNoiVEQQSmQ4D8nSmmo0JAgk1hqcASsVzmnvwXXe8lYXJc7WfoWTxCgRoEuDkAaUQpiawaDAHd2nJCM/PuDym68wmx+irBQEKGbDEfuHM1ZaIY3VLkGacHQ4piUrZByTLXSJmy0O9yf0WgZbWP7yf3mXV77/Aj/8H37ES5tNXv3jr3P7rz6ktxmy/Mor/oosxbwYeZWf9ykbNAppfy2QFg7UfGR25hmGa64jfCa6Fl5G40EN3g/ttA+nF2LOibBzZ7MI5m9sflT2qQZzeQ9zx4xgLgyfF0Qr+P73/3+IEPh3+dSzkqDTIVAhVhvQOSLNiMIYFdbYWjM9qymKHImj2RJkmebphzf5+L0jklbI9pUVljdWyCclKhSElSFbilnY2eLRvc945Xvf4tMf/4h3//xfcP7V1zl8uM/zl5+j+5XnqPIJBE2C0PrcV+OI0z5aWcx0hghiZCRwOgJdMj0piLsLXLnRYbTeI0rgYHdG2oiZTcbMjh5zeuADj4Ik4vSz97Eqo7t5iQSFqwxxLGmunuPpzcdE3QtsPP8ySkpai4vYdkU1dVy9bWERAAAgAElEQVR/42sc3/sYO5lhpZeaCKGoygoZxSglqbWGIMSYmihJCdKQ1nIXl5+ydfEFojTGlJqd57eJAjDGzZl/npYyOR4QRAnGgLQxF65lWCTFMGfh8g4q8pGbTlcIGv5iXE4RKsQiiFtd6spnL4MkTFLK6YSkIRkNfJQraczx8RGvfP06cRCw8PILGANRKObyC0ej1UbGEcJadODY//gh6y+eQ4gQFARBj7KcQmWJ0gyBRfbaOKNxKkJEGUnhKE5PWV5pEacNbDmlqiuirMVsoml2GpTDMYg5kCMIGD49QQYRDAYkrZAkSTClRQWC1Z11nzAoQ4rjY1TW9JpGFHlVc/DgEa4YkzQCGktriDpnYXOdcjqhrkHoHJlkFIVmePc+6eoK09MpYeRYWO1jZYwrDSLU1EYzeLKHVBGh0xRhTCeA/PAOUXeVe3//Y85/5wfURpGIgqjTxuqC7S0fEqbCgGpSoI73OCsr1l57hfx0SJQ1WeinTPYPaa30uPLiImuLTXodTf9cG1vN2PrG82TZnAweSpQ12GcIVelwBDjrNaPz6oREYPBhT1iHEmKey+KLmL8K//r67NR8ZHYCpZ6Jqt3nHaEopsis4SG7zB2A9tkO04u4n8UJONzn9r7f9PlCF0QVSUJR8c7/+QkyFoRhSGfnIjs7mRd42gnv/fxXdLcvcnLrHq/+7uuM9va4+wBe+O519OiI3ZtPSYOa0qYMx471nQ5JecrtX+3Rf+4qQZhy41vfpjICbMn1b30ZXImUMVGaAg6rC5xMsa7EmBJhFA/ee5t8PCIIUi5+8zuMdx8yndX0NiW9jR5ZtwHWsnk1oxqPsdWA0/19zh59StJZQo9u8+D2LTr9dWZVQlNOUWHE2Gha69tsvdxjdFpy/OA+QkXEUUiQpIRZBzf6CVvXrpEu+chOZww2DpBRijQaKyOK8YhpHtJZjOhmkrwKiKKa5772CmGces5fq+GJMQ5sPUEGIYrA498jhYwDQqGoy8JrQK0hzQKGByf01pew0h9UUI7yeECQZRTjAhxUZc70bEprqUV1dkSz28LZkDCRdHoGU51x6ZUt0JuoUCJUQrOfIVSA1TWmKojiBie7u2SLC1S5oZ5VZGuLnD0dESpL2muh4oggTSFQWFP7rOwo9Pq1xH+8HycUSx0CaREC9HiCamQ4K0hix9ObH7P36IBGq02vFfLg1gMuvfkVVNogPzkm35+ynEQIFSCEwhS1PxqgieKAuvJX9vG9h5RpG2XGnB6ccDAbY8QdegstApcTdfoepisiTh8+5Gh/RBQp5P4ucaPBYAqXF7uMcguuQpcF1SBncXOTz370v1OelTR7i8wWOiRJm/L4lI0br6G18dittM3sLEcFEVEr5vaP/pYqH9Fd26aSfUIks8Nj9u7sc01BsLbh+YhBxO7dM56+96/55h9+mXxS42TIbFiStkKEFNh6rhGck7ZwAuN8SqSzPi60npYEWYSc5zKD+DwISs6PvvYZlYZ5EdXMhYZ2rl+UGCRK+uIrk8bnVB0rAGN8/jXMUwDnIfXzWAPpnh1t7P9DRfl/f77QBTHJErR12MRRlSHLlzaY7D4gX7roxe0OuqmAScHOTsR4Kti8cB777t8xG/eJKke43KfQUFewuSOZjkYY1eTpo5LvvB5SVVOkCH1kZ9ZBSIt0HkBbj/Z5eHuIEQGzw7s0r7zGhfPLxKliMjhBCDjcH1H/5B26LUHSXkSEgmo2ASKkkpjRkNFgilJwcDig0TtPfrbL8cmESq2zff06t+7P2Hx5A11rojRFOENuQx59covFnQ3ODo5Y3upTFxVhKLj6rd/DiYik1QWjcaXF1iN0DSqMCNIGlgBcjVINzr2wQRQpDCHgmI0G6GlBNc0ZjyZkC30arYis22Z4uMt4UvD4CVx9TtFabBAHTcrZDCkExlSc3H+MpECFDSBAxopseRFjHDJQzE5HTCYFswKK/QJbO5AVcaJ8ylwUsHphHRXHKCQikJ//CM/5ABhR8/G7n+HGBcWtKc+9uozqJJi8BgmDEdz59AFVZYgjwc6VHnGWMRse0d9ZRgmFDTwfUgaKxFToWlMXBbgKYTwtpcoLjh49ANUgP7lPfhpz+dUb7N27z/LWDjKMmdWKk71TOgsZYZYinMYRgBEcHZScDSsiM6PV1DSE5WyiaS23yZ9URFiEzHBxRjWdQhAQBoqw2aHT03SX1wgSAQSsLjQZl5pHjw7pZ5LG8iKJFdz94D7Xv/V9jg5OSGRIux9jVAbVDGvBlDVKOIwU2KoibEZUwxP2jqck1T7J2hbnLy7RaKWcng5pLjS5/+Eul5ZWCWPB8PEBr3/tGmac09tcR9/eYziETgbICOnmAX3CzYEN/posncTgEF6BSJDG81nYgTOef2h9sUOJeWfH5+l5SG/X87OAmnudQTozd7h4n7Oy0h++EH5OF+A9hD66w1v9HFZKrAah7Od2wH/o84XeIb5444b73/7n/4mnj86YDM8Yn9S0lkKaicNVY1yyih4PcZywO1zlja+eJ87aaFtxdjgi6aSM96ckcc2T3SEM9rjw5dc5u3dG58oqDeuwtiIIY/8NCBzSRdi5p1JFCbOTQ44OfMhUqxeyvrOMSBu8+2f/jJM9TR23+Z3/5D/AGU/bxto5/zADabDFlMnpKTZqcXY0IESzuLbAJ3/7lzQzy7kv/w55HtJoWPJxTjm2LF9eRwWKk8cn5JMRy1urnO4+BQmTcUB5cpPuxiVWrl5CmBoZKH71znv0gpQb336T6biE2qIaDaJUcXL/Po9u3gOjWLq4wfhwgkobHN97THuly8LyKnWdA1PyiWQ4Drn8fBtrFIcP7lHnFedeuszDD+9w9NmvKG2KVJKw2eb1736XsNXAVhWDwzFhFDOdzeitdul0m+SjEUY73v/JfYqypN2Jafe6bF3OvLZMRQRBSF3mCCnnQt2AuJUiVEA+npIPp3SWm0Rpa77H8oApDyI1XuR8WtJuS1oLKc5aGt2mT3fTjrqYYasCJyOCIEAI6Wna1lKXNWkc8+DTjzl9OmL36THtIOfy66+RpQlBr48KA9x8L+v0vAAogbQWEYeMTiuKUcnyRhNHBTaYv+gdWIGmhmLA8cM9HpzVrFQHJNs3SIVl4eJ576yQATof8O6vDtjqlWTLa1SDMb3NNaZFya/efUxfnLJ4fpu1jSWqwiLDhHI6IwotOMXJo3ssdGLiS69RnRzx5PEpZnLA9oV18iKms9bGOcEHf/OA7rLi4isXcXHM9HREGCc0FzOcjBHWcHD/hLUry/ieyfkdnhO/Ti614vOCI6Tl5NERC5srvwYsSJ9P42NsBU7NBdjW/ZqRKEEbL/YXRnjx9hwaUVpLNLf0OSTOWb9vB2/rdA7h5iBY/2We07UB4+NNv/+7v8v777/3j2eH6ICDew9wxZRme5HzL6/y8O3bxNmQs1mExXH+pef9LqwRUg3OGJwck/UXWOi3wGr2znJUZllZX6N7qYEtYeO5berJMbWICBsZztZYPY9EDCsv+DWOcjpCKUkkC85fWyLKYkwlOLp5xNIL/4TNr7botx0qUJR1gIpDVBghsV4cjUGFjif7Dj18wqXXtykqSaOXceM73+LWT3/J3r5lsTHlyaf7CGURruZwv8/yapPu2iILdFBhwmx6h7oqCcImw8GI1joIo0FGhEnC5sVtllsZ777zCc+/eonypGb84AnCam5+9JArr27x2c/eor5Zk7UUzeUVVi5uM50MmYxHjE9ndJabbF7ssWIEMpCcPH7MlTdf4Ud/+q+pZz+nvdCkt9TAOknUWiNp9ZGhRE9nhI2URreBdDVZOyNdbJGPZlS5JmmnbFxd5PjJkOe/fJnTJ8eYChCCIPSvlLTbJVCCoqgxZen3UQKyXg/hLLYykEmsM37MlxI0OKnYurDCbGlCMZ15inM9pZo5f30uc6QMCcIUo6t5CHrN6eM98hksbXYwOLZfeIGNqyXPoRgfHpN12sRJhDUWKw1CRf4oEDlEEGKqApWkWKPprbSxvRwrJMpFWF0jlPQ2skiRWMXB7pTxyRmrrRaz4xlqckyv30MGAVIF4DSFTMmqCSbXfPb+fXbWV3FBSNaM+MZXLvvdbBJRawjCGqEESRZiiilxe4HlC5eQYYSsa1wQcvHaecLGFfJpzfjWfbobixAlvPz9q3zy1n2CRkaYNUlbPjJBqQRtNb/4219w6dIqGA9zUPN9nZx3ib7qPTts+K5xYXPJj7bPiDQW7Dwl7xnlxuO/POafeXqpcnweMOWvxD4jOgqU7xDnBdMP2fO7tPByHekNgV68becaRq/t9g3Ob5Cp8v81ZOrf6SOF4+CjX3Lnzh7j3QccP3pAZ7kHtAmUYOXSOcI0o7nUBFNQlWPSpTUfBF7OQCp2ri0h2y0WliJk0EZEEmctqrFAlDUx+RStHTJJCRuJR5dXFZKaOIohEvQ210i6bYQLuPf+PcIGjI/3KE6HECdUtSZIQgJbegW/E5RFzunTEU6mjPYf0T+3Qj7MmU00KoqJW6u88N3f5/zFJZ7ef4g1jlDV7D48Je2mYEsEBpU2Mdqx8/LLtLodkgYsbT/HyqUtRBij65qPf3qP3Y8OEXnCggwY/+I2490hKgkxtmRlvcHuhzfRNuT+Z4cYG3pRurW0WxFWV6ztLLK0mvD2D9+mLA1SKjqLSzz5+DZbz51nceuiD86SChcuMTgbMdq7ia0LrNFUkxmh1ASxop4ZyrMpSTtlYWuZMInZvLBOVUo+/Ld36W4sEKSJLyzaea6d8CPR7GSECAOGx1PyWU1d5qggIO60ca4GB8V44l+szuLm+8YkDmh3MqTCf/81iLrCOTCmwFIxm+bYokCJgKd3HzE5ecrP37rr4a6zEU5GHD45oqwsw+Mx2rp5gpxCSX+UUwJMkSOl9FR0a6iGB1hrEHWNJYQwpa4szmmELjzIG0PUXaPdkDRW1xgcjZjMHNoYnFQYFKORpbHY4ekk4sLOEv0rK1AVSAVhFIMz1FWNcDWq0fBXWpWh0pbXgwbh/OghCaRERAGoAKksESUyiiAfI4uK59+45OM98fSYanzELB9zsrtPqGNmNx8hZIDC4FA457V9dl68zLw7dM+6ROttdTg4uLWPmZvxnHCYOaPLCj9Ke1H2HNOl5PzgInzUrXMeBuEXKP7PBi/NEd7xjAF4VgDn+h01F73LuSbS2d+kHn6xR+YXrl9z/81/+Z/T2VpneDghWrhCN6toLS4jpCLupPzwv/1rCtnie3/8qvc56pIgiqjrClBEUYgmJAgs9cyj5rX2AFCrAxYvLuGqkmIyQEoFhB7SWU/Yf/+XmGyBzz68y7XXv0oiBqjuBid37hG0JWejDtdvLBPGykemOoedB2t/9PN7JNEMHazw3OsrPLp9QF0KLr2yQTUpEEFAEjeoyykH9+/z9N4+jc4C/YurLC71sTUgJVWRE0QxURRhjSZtZWjrkfYySL22TYYQOFRiODk4JXWCIte4qibtdrn5s3fora0wOTxEBZbVS1eRUYSrLT5Ow/LxLz9jsr/HynobsgtceXmFuqioa8vw5IDR/ph2v8udX73N6kqCSDY4d+OiR7RlDZyuiOMGIgxwEopB4VMBpwX5KCfPDXVesbTWJO60kCJARYK68LZGPSsJkoizpyecnGrSNGB2NmPtyirNzBOZ60mJxhBHYKwkaTVRaYIwAl3XiEBSjqaU4xESRRgrtDUEKuFo/5QwsBw+OkR0l2mXD/ns9mPG4ykvvv41Vi+tYWyOdsrv+kRA1m5hnSVC4OIIZ43fC5fGy3aEwNQVAQ6hIu9jbrSRWLAVIFBxQD0rkWFEXdXkRcHuux8RKYdMm1iZceHlCwgV4uoKQoW0xh/KHIggmqOujD9clDUqlAQiQCUpTgiMrrFGALW/vtYV2jik0343GzU4erTH+nYX1V4lDAIflWosuqowkxk6jChHhrAheeend/m9//A1cKHv8owHJighfYKemEeN4mNFrfR5yhhPIbLW+a8Bz+ICKp+zg1cmunkwlfNnYu9RluLzose8u5ROoK1BCunlUeL/7lP2gu1f944WBAhrEC7AKMP3f+f3/nHJboQKaHca7D6csNBbpL/aot1roIsCKSyz4zHf+ZNvMno4YnI6QiYhWcOP0kIlKOmoTYWSMD4rgJCqrEk7AXEnI84aFLOaWFkfRVlOMboCIB8c8cE7N7n86pdZaKVIUWBUwPhoisqalHGbKy90cUpjrdfsCSlxdYkMYyLGqCBjWlhspdm6sIYUhqPbB9z76DG1s7z4redpZSH9lRVmwylP7xwTJQIlEjrdBkEUooIUk9fkgwHG+iOAUiF1VWJNialz+jtb6OkUO3DIwnA2rHHG0Ow3cFpz8cZ1VJbRXuoSxl5Xh628/ckK9m4fkcaO4zrm4LDBG9/rcOtv/w4RpkwqvNdbhfQ3F7n04issnVvDzKbIwCJkggoC72GVCqMtpiiIuh0evvMJD58MSNOUja1FlrfaxI0GxXiMUCFiYihyR9bLfBRDqWl0WiSpZVaW9FeXkbamnNSIOCLOYmRVcO/9Wzz4+Vtc/MZr7N8/5srzV9GijbaWZlPR6LYQtsTKCFvM0HFIqxdRzXIu3jiHajaZnERsx6sIXbB2bQtdzDCVI0wVjZUNXDnBCYeuLCQRuiyQwsu/gshhSw3KEYYRCIUuZkTNBlJKppMZUaCQ1ODm5HEgbrUY3b+N1BapSkS6yqXr56hrR5wKrAjRxRQnAqwVoAtEXUOUIJWgmpUknQxba4zV1JMJLh8j4sZ8/2rnFBhQSuAIsTje+vO/oq4KRsPnaEcP6W6fI2l2CFtNpoMzH2lsLGtX+hQzyze/vEyVF0RJyDzODjcdYxvNuS/Fj77OWRwG4Qw4hZR2Hhfg9YeouShRhPPDtC9dEs8w9Ggv7zzxlU7h7Ny1Ypx/k3cKKyzOgAx8B8h8zOZZH+q8PtGvNZV3q1j1m7AdvtgFESFYeuFbLJYzVCRxTqBzjRM1ViTEzRYSR9LvoKSgtjWVdiRBhRAZMpBIFHWREzciBIK03yFwFl3kTHfPCDtt6jDGlDOcjZGxJxynCxu8+btf5WSc0Vxvs7S9TZ2fUh8UZCsrZI0IOffw2roEGWOc4PRI01mOufz6FaxLUMowPDxmWqYsbyxyeJpz/be2ON0/4MO/e8Sbv7ODkQKtIzavr5CfjYgueBqJM5ooayJa/gKny5LJyQQXKiKVIIQlai3iTOFHH1MjhKK1FCF0gTaW3GjiNMHqkjBOUQqUCAFJHQDWsnxhjdMnAVdf7NLt93h88yZRr01+NkTXhT8YXLvO6dMh0+NDNl++Qi01IlA47SgGA0YnZ8zGhu5aj0YzI5aWxa0FlnZWfC6KEBBIymLK9OwIFbQRoaUczRg8/pT1517yo2UoUQEkAqpijELy6M4R1IbLr51jdHJMEAjOvbTJ5sWr6KMn3PrgPts3rtFZSIiTEKsLgiT1HRcKZyeEUUoQxn48r2uaC4vMKstHf38XBzTbEc2FNlJIiuEJx/tP0eMcKRxb168SphmuKnysaeHfcASKMI2YTWY4bbCVJgghayTMZgW2NIh8Sme5Q6Ur9HRG68I1XPOM1mKLOI4wUhGGFpfnWKmoKsXHb31Iqxexub1C2mliTI1TCTKAYjgleNaFpQmOJlEj8Vk3WQfqkiCOmA0nBNLgABtYjIqpz/ZQS+u0lhaJs4zczMGrccTyZgdX1pRFwf7P3mP5pct0zl9DyMBrBxstfyQRfoiW86ORtQInJGp+OZbO+ZtzMI+3d4AUHjbyzLLHrztFN78aK/whBJ5dbeafIx1S+4OL1/B4BB5OzbOifRyBU45AOzRuvmN2vwnb4QteEJ1FOoOKAxwKdOFpK2GKLgxhZHx8YmAIkwaBjTB1jrYpwmi0jb3cpNRIZSGMsdOCWldoXRJlKXY2gjDCaf8CxwrqsiQIUzrnXyTOq7mbAFTUYu38Itb5kdWaHCljRJRgCothRj0ZULQiur0OympmZcnx4ZQ4GHO2VxAzYDSNmFYZG5cyjA443J2RLPaJ4oDe9g5J1iYKBTLOsLMxzC1qOMfDj+8jwzZXX9ukzgsvEwpi7KzEao0MJBjN0/tPOT2akEQCXQuuvfkcWC/cro13dIRKgdEU0wmP7x0hsgX6GwGIkCAMmcQxD+8dc3mnR3OhyZ23P+SVb/8W46e7xGkXPckJGhF54ah1jK5O0EWLaT1ASIewgihVWI0XYpsSXRQcH2mkPKYYFwg9RYWOajYjSGJEIHBVhbQCQeCF5bGk1JrZNCftLHDnVx+zeX6bW7/8BcVRzpUvf5VZOeP9f/Muthpx46tv0l3bRuCoyxmRjBChgqrC1A6ZRNT5iDt/9ytuvHaej9/+mMsvXWP/3odc/a2Xsaam3eny0e27xMKi9JSN3/oKIoyxWvvAdOWZfqXxWjwrDKEyGC0xtmI4rhGlJZQTRDUk6ixg65JZbqlryehMs7gSga4hCNB5zsmZJtA53ZUGUSAox1OCRkKVa5pLIVpGnB6cELgpi+fWfDclAmxVzX+tsRqMmbL7ZEZsSvrn2qwsLjMeDVlZ6NA5v4WUAVXlSBKFWV/CngwZ7g9pJY7jmeWT9/fobvUROyWoAFtrwihGI+fhaQKrBNJ4PY5wDiPngmsCL3B3c0TXfNQXwoc/+e4QlPMnESv8rcBZL+AW1vqfHfBSHDvPfhaeQ4ASKBtgcZg5Osz7Nx0mEAjr815+00XgF7sgCkHYaSHL3I+LZQTKp9XhKurcIoPEF6ja70+kCNDFyC9vRYVVGWlvAVMO55cxi2p0CKlweQlJ4jFEaYKtNccP9illRmfBEeWauNn2FzDnuy+tDQefvMNHv3iH5QuXWL/2ir9oC4MrNQhDXcw4fTRAZQ3KmcVMxixcafHhLx/z4leuMxuWrJxbZ2E5471/8xGX33iOs0d7xK2AZgOEMFSzGj2eEUSOejAjXWgiRciNr9/AqRApFDKOMbWhmE2wekaYZCjhePuv/p7O2hrttKIw0ZwkHCCDgOnphDiKIE5RsaQoBR++84T3frnL2o7h+vWItJGx8+I1rqQx4g+Ux35Zy+bVbUxRkw/HjE8HNDsNTDkjTedwB91EKIGtx2C6COnTCJGBd5AIxf7eIY0kI+tETNOYs6c1ug5BCKxxOF0ThAFCG8IsxdQhGxdCEAFCejLOjW98BVcbFi9c8hNZEnP4w5+zstXh9Djks1+9y2t/sIo1kmyhi9GOQDlq4Xj8cJedq+dwuub09Ckf//SErTfeYPDgHiYf8t5f/isuv/YG02JCUwgiZbASpuOCMJTUecXoZMLkbMzuo0O2zq+wcWXHE4HqEmdnqLhJKzAUWcrJ7oBWXnLy4AkLPUk+cXQWGzglONo9Y3G1CTYiaPUY3/6U/UdPCKuatesXmI6OefTeu8Sba0QPNb0Lr1FWlqXzy6gooc41uByjUkSoKCclSlofn4Ah62fEUcz1r72OtpJyOiZb6FE7hR4OCW1A1ujh1vuc3r2P6K/D0yO2XtyBsEKoGOssKlKfX/3FXFitrPHUcbQfTa0X6Hu6jQcafk7EmYuznbUQqHlMgPncsogVWAyyFqDknHhovRVz7oB51mk+80k7N48RwKCcQjuHwotYrcPL336D5wtdEJ0x2KrwdrDZACMbZO0I52C0d4zLJJGqcEVNVc5wxCRZjIwiTD7F6zMVzs6oakGc+Jbc1aWPLgwU1BolLJYYIQTjszEn937Kw/Y1Xn7jPEkcUU0KrFBIXSDDmr2jnF5vnTiM+MWHp/zguy2M0QgJ/Y0+j977iDpsIMoZ0dp1tm7c4NbPfopqrBLHlo9/9hcsX/8areZFuks9Hn56n8BJutsraCdopClR3OHZd90tzK9r+HHeOcCUoDX5cMbp3hnFtGDtWkqz2aCYnsKTCoshaixx/ZtvoIsZ1diStJpQV1hdePG2hTd/+yofvn2P48MBWesaSdxCRT6XGe1ARUg0MpSESUbU6dIB8sEZ9WyMkhGdpSXafTMXWGcIZwnCpr/yFhVBFGGqms2rF1Ay9OHvyYzuUkYgQ4I0JWkmVIVGSkgWU2anBWGoMEJB7QBDmDQRylFPZzgr0LMJppwxGU4Jq4Ll/jIXv/lPqMZDjKkJVIIzNZ/d2ePso7dp9lP+1X/3Y775g+/wzX//BwyGOQ/ee59L1y5zfBzSMCNaK4u01CZJq8Ps5Jj+hUtYKzh8+ISyFJx89pDNF69wpbPEwf1HbFzdwFjB7oMRCkjbYN2MR+/usv7SFqnKSIZPOD2Fdj/l5gf32bl+gbXthbklzWCNI1vosFQW9JdikCnDfECwsoKbDuieO08rdbTPdUAEPLn9EMZDpgR0Yli68RJRYv0R0TrWzi2TNBNMqRFK0GymCKmYTXIISuIwZFYHjB+esHquhylBCkF/s0fTbvHgw/dZednNd4h+QhLCO1Zk6Edt5wxGeFG9EH5/6B173lmi5xIYOf85tsi5R17MO0Q/GzsxJ10HBjUvks4ppNOIuY/5c52OsHN/s5h/TOACCOa4L++adr+2GP4Dny92QURgKgOxxFhotGNOHp8xnAku39iiGj/FmhAXRMgwRcmQcjImbGWIuVlemBnSaHYfPCFIeiyvJKjAB5rLrEnYkJiipBgcc//mGWY2+b+4e5MmO6/8zO93hne685BzAokZJAFwZrGKVS6WhpJKrbHdlsN2hL1z2F/A4YW3/gBe9dK9sB22w4qW1N2SQlarJLWqJJbEIqs4gSRIAMSYc+ad3+kMXpybLG+rHI5g6EYgAotEInHx3nP+w/P8HnR3na0LPcqF4/C9z3h0+yHbz13GTEdsXB1CPubyL30bs/8+WzfXwS9zS7ynqgt82qapKha5o3z6IfXKVZLBKjdfuAa+Yvvmq2zeuI7KIq69egEloS48QitUonCLBTbW4cEQOk6d+rgAACAASURBVGT5eBFuWCnxxjA7mqEzhasLciMQOqMcTYml4fXf/Q2UzqjmBiFyyoMDdKdNVRnMiaXTTzBSkk9CFOrkcMYv/earPPh4hFIJnfNDQOCtQWiNreZ88vZ9RvszXnjzBq1+hi1LokYSUGq2YrJ/hC3BC0t3fQURgSlqlI7QsSZpNZCxxlUWqRXaBv9q0pBM90e0NjZQWqGqYzwRtqjxokbGCXHWXLZBnmo6CS1cIwiwpe7S0BGdZ19k9/ZTXvm9X6OcnuKtIG03MbYGAft3PufCc9d578//jJOTnPfe+kde/e6b9FdaJF97jZXtNhvqGlEcUddl2HT6Fkk/QsoEqR2rFy9y+uQIc+0ZRqc5vjbceOMbiKjBp//wKb22wK+uMz064cIzmzS7GfuPTyiUxsVNmqJkbWuFjXPniZpxqIaFwnqLdCU7z16kvnIeO5+HSqqRMcznNDbWsXUNrkYmKae7UxpZwuFBxdpGRNbbJtIKJ1OcUGgJtlxQL8pgi5SK+cExUbuNzQEhSBsZxhk2dgZ4L7DOMt49QmrD0cN9jh+OOPzkE1aeuYHwmiAsDAgvu4QuhCfTBvdIMCl/GQblvSc0tsuKz/swahBndJrgcXHOo6X4UltofIgpld7jhD7bHwecnXfB1ieW2SsqfF9nPKEj98sttVxqF3/+11f6QBRAeTJBxTHGS4qnB9y/f0ptPJdudKlmDpkQZg6mxGIRIsJVBpA4L4mkoywLtPSYyT5y63rI3PAeP9nDJH28t0yOcqTN8WkfHa+RrQ85eXDE+ZtXePzZE1qDHnNvOH6yz8raKj/9t39O7+J1Xr01xJsFMlIYJ1HesrWZsb8vGFy/QDtziKjDja9vEEmFag+4vLWNFgrnDfnREaUQxEpjTbmU3Ec4VyFFFJD9xuCdQSEx9TKRr6yJECTdAVtRwcPbu0TtASpNKQuHW9ThZjcpupWhI4VzOVESU0ym6EaXpJ8wezwjzppceS5j++oGca+B0AJTOsYHE/L5gnf+wx0uXBuydbVFklhMWePrHGsdpjYIIakrwWI6J0pkCKcnDvBXBK5YEHUaYMLoARnhnSPrd5Cxop80gXBARlkXW9U4IUhbLbwOCXXCgxIC1emGQCdnqHODjhSmnnP9xmWu3bwMwuLqkKanI423oZV66Vsv8fa//VOeffNXOLh/n1d+7buoKAEJSdIKAuwiJ58XJGkCGJKGwlRNtLKYyhLHmt5mixUZLT/AHic1o3HO+k4I67r34T3OX9xEJjH5cc1gY8DDT49Z2+ow3FgnbcfIKPhzi6klPw6EdGTK7HCKkB6dJDjnyTpDRLuPwBClTYwx4D39C6vY6YjW8AWEEmT9PvnpHO8dsRbkpcFHMUmiUDoizjQm7lLMDGVZkzVj5tMC6gKZpBgn6G8P0Y2Uk71TIq948bd/nbSThQsYGQ467/HCIs4Y/8KwXOkGoo2TwUqHR/kvZdRBm+sEQrvgcAlfEex+yi8ryuBQCt1asPd5Schn9g61dLaE7tsu86AdwivQQRoUFi/h5/lFp4hfbR3izVv+D/+3/x0Vx8HgahyVU9QOmkm4HXSk8VrgyhJTG6aPv8AnAwbba+GmAhSORWWJ4hjhC6Ro4qUAUyKQyGj5TiOxVQ5JBzM/5eDOAaWE0iWsdGOmB/tM64zrL66jpSRpNZEyoq4NOtZEjeBmMGWB8pqqDssZqSyIOMiynMILw/zgKa4SRIlGximmKpBSo5qNQA9ROng3qzoMsE0dYJxViVAhNsBYg5mPw6IgamKN44O37+FtzPPfOkekBFEjA2s5eHTK/qMps/GCa69cpLeeIb0nikNAknAOtCcg7Tx1bamNIxKG0dEIHTU53ntKt9MgbXcZHR2Szxxx1mA+ndPpaOp6AVayeeUSrfU+trKYRUm21gstVF1RjSYkwy4mLxHSc/e9B1ROcPn6No1+G1uVTHaPQWqkhN7OOraoccIiqpCBbJVDspSZeIstxpjCo3TE6cEBpizJeh2agxWiKKZc5PhqDlLjraAx7AZ0W23wnkBC0jpYwLxbBlNJynlFmkqEUpRFTppo4k4bUxtmu3uIKEFIgZISF6cIUxGlGUpCNctD9orxiDgQypXUmKrC1Q7dyEizmMrWmEVBbTxpM6YcL9BaIFRCbStcbonbMSKJsIvAtnTGBa5gTYjCkGDqCh0L4qyFiiLK2qCUYzHJUUoihcEVcJJbYm8YH885uHOb0+MFaudFvvftAacnjqkpqQ8PYDFn5+Y2ycZVLJ7y4aek69ugUkQUszwGkW7Zwqogh2G5LDmb70nUEs0VlsQCAtAhhCfjnQzAVwAhA+dwyRAL4NmwzRbLoZFwgcWIA6HO5DeAcEFGtmzRjfP85m/8s39a1r1gANdUiwVRM8HUPtwgpoQ0QegGXjm898SdDmIyo3CW8uCQwYULmHKKdJ6KmtlRTrubIYUl6jep8xKoqUtPGreo8xE2rzg5NKxebZB2Buy8tgJ46rzAVBUi0ZwfdMlabXSqQEqK0SneSorTEZOngfTS3jkHOOJGK2zgUEgJ3gajpvSStN9D+AQVRbiqRDUagRyzdDYJL/C+pqoKjPEkaQNPqMZMMaMsa2bjks0LA4qF58En+9y/s0c+h1/5L1+iePwJ81rQ3VgjymLWdwasXhziyhzhY5JOGnIoKos1FabMUU4vHyyJSmO0rZnunzI+OOD8K69STk+QWY+qNhw8WYAraBgLKqHZy5gc1WzevEzSaoJKibKlhW05z4niCL26SrnImR3OiNKY7jBj4/oFXF4yOzqlnBXEWtLaHuIl1NM5Oo0pj09w1nL3gwf0N3oIEbNxaXP52UlRmcXX0B302H24hy4dSSNFxQlxs4kUQ7wIMywhQTpBrT1SCpJ2i3yaE2fh3z96cIKJIc4aZJ0Wx3t7nOyVXH7xHPWiIG60aK2sorJGiCx1AXBazQWmtBBJGsMu1aIkasbL+AuHUCEBzzcEvrY8fv8hg8sDkiRGa4OXmmzYx5weI5qauPa4OGxatQhzVh1nBAdvABiIZbZJWmdYYWEJYJXOMB/lxNozOZqzODkJIAgnaKx1yVoKP7e8/PImRw/uczrtkgxadJM2pzGM79xncbQgWQ9Sm/T8s+x+8Bmbl/ugVwGxFKfLM1syPjy4S+uzC1QaEVpeubR2h7IwyHWCr285E/9/UXGMAC3C5SRVsPyFqaAHKQNlWwdwkNQEwTxRyG4h+KVDmtXPX+x9tQ9Ea3n7H79gsNqnv5bQH8RE5YyTkxGN9jmkLDm5f8wiaTNcbxB7iykdRT6nnp0SZ03GD37KD/74b7n2rW9w5wdP+cZ/8Z+EXAjpQgD3oIk3NXHappYFTSFp9FpLdXwQn8ZZwuLoiOHGkKTTDNSXoqB2FhWneFMTRW3ibhtXViwOTrDGBGlQOyLWEa21IcLXSDTgUKoZwB3SY6xA+RprDWYxw5kwX1FJhEDjFiPyeo6QMWZ+zNH+FJl1mTz+jOO9i1x8doO0HVOW8Px3btKJ58xMRGPY5847n3Ljjecx9QzpHTKO8OWY4riiyheUixkyatHf7GGrmno6wjX6qHoBUtNa6XPwdMTRvSd4EobdhNlCMVxtkTTWOdp9zM1v3gTrGF68wNPbn+B9wsrOJs6WOGfoyBWUThFq2UZJQTrsYeuK9mCIMIK6crS6LXQMMk6ZH5+Ak0Sx4vO3f0jcWmf7yjlKWyBxjEe7VB9XXHjxGmZRLNuzmtnphDRrUp3ssusk+DpQo4sAJ9CRIp/PkVLQ7CS4xYykM4A4RrVShIDh5Q3qRYGMY8aHM3rrqzx6+AU/+YuP2X52g07XYqsSc3yKTiNMJRFUpK0mjVZGVVXYygXBelUioog0C/Gf5ckxIm4SZSnZWsZ0f8I8cpi8JGk0UVlEHLcoT8ZEaQRKIHVENV8wOzxCR4ru+Q2KyZTR0Zij+08Q3rB/4Gi0MzCO9XM9Wqs9mmmEUQlKWcrZlMFaB9XqkWYJkYXtr13nZG/K5osbJLEmTSTOheCwKE7g5BjrQywAAtafu4hIYzBnNjy1JGkDXnwJ5wARIkoJlVxA+y+z8tyZr9kt82VYCrnBS49VQZoTRpLh64N0J8xCrfMogrtKBtNyuOiwYba4jHs4S+37eV9f6QOxLmrGh3PUfI6vthiubFAbhyPCCUgbXZw7YvboMZ3WOkpUJGKBa7bRMmwl773/lKvPDtl48WXMzARWmwOBxjuHL6ZBx+cs1DA4v47SIfTae4+pa6rZnKjVoFrUzJ7uY0yEzgQyiiny2ZL8W+G9QuiIKEtpJDHOFAgdh9ZXhoxZ4TymqpAqZH5IqdGJwhQlrjLIrIWoZniZIqTF5HNklnL46JSsLxhunOPR3dvsfvA2azur4BcI6Wm1Es5dGrJ6rkNV7BOvbCCqCb2N4RLUsEez1SORCnSMVIr50RFeOPLjQxqdF/Cu5s57d2h3Bpx75hJC16g4ZevaBfYezGh0Y0ajCkTObJ7TPbfCcxdvUc3nSGOocs3o8T5pp43JU6wN9J86zxHteHkZWI4ejtl/dIKtLd1ByrlnFEkrwzvD/sMFcIz2ku56E2cMriiIep4P/vKvGJy/yGxUsra5wuSopppOQXjqukSpiKzbZPLgiOPH+6zINu1OkzjWaGlwWvCX//ofcIs57ZU+Uii+8b1nkDphfLCHr2saqz28tyxGE6Ispt2LqGczbr50PkSbzhZIucTc6wRnDVqHSs0Yg5+MsUQYu8DVBhHFJC3HYmzx1RypYozJOf3kIx5+PkZITZJGICtWt87TLCV5UuIUTI4WjHbHZElGZz0GISlmFe7BIe/+7U8pFjkPD2ZsdWJaq6vYEoaDCKEsqpkGGUw1IYolOzcvY6zAWYPDobVibXOV9XNbgUCjBLPDEa21IQjB/LRkZb1DpM/ySTwqirCFQUcRZ0Ud/qwCXGafiND+utKiouX8d9kVnXW33vslUPdni0JU6IqwIS3Sy7CMkULghV7OLkMB4Z0I4mshQlYLS8+0DRZAqZagiH9qFaJKY1775jlOj0qaHcPRg6cc33uCMYb+2oAo9axc6tG+sIqqapxKGFx/BRlFCFMivKF/aYcyX+WTv/4HVjY22f30c7aevUIUR1gPdlZilQQSRBYzOziiWhTYSiC1RkhI4iQEfjdiVByTmJqqzClPS/J5TlXV4QazHi3HtFa2EaKFihSunFDNa8pZhLeO8amhNUjpDPpLT2iJNxZjBDptBuq11whbUxZzVJqx99ljnDPM7ue0uynnn9lCyJraaC7d2EEpiFsRaSbpDSKmd8d8/u573PrW8zy8u8vGTh+pNPlsgmBO3F3BzMf0L55j/87nnDw5Rap7NDJBb2WVO+9+gMzazMeHPPf6C9z96D79wRpxI2X3zj4v/MoNup1u2PrOau599CnPvPYCZhYWYLff/Zhzt66RaUVdFCzGY4SKkLFEeo2KFFEc433JaFSQPjhi9UKXJM2ImzGucmhpkMIjXMnDD+8xHJ/S6g+YHJ6wduUcu49OufbSZVQkMaUj0jHeeXQEk9Nddp69zmBzjdpavM05PBrR7XSgEbOz1mLt/Aai2+HOjx9gxce0ul0OH+8FEb04wc+OSHpXuP7Nl/Fao/ISFTuUSDl69IjTJ/tcevF5VJRSzcdInVG5gqKwnDw4AF3SSxVJJ+XoYc5gc7h85hx14Xn68JSVQURjY5WqqHj43mO8F1x94QqTuqI+hrvv/YTB2lroSE4slTbU8xGNlesMti4SiQUvvdmlWszY3ZtxaadP0u3iBPjxDNtVmEXJx//+rxhee4VLr16jXHjGBzN6W33cwuJFsII6tyRWG8P+/RMG51rBMufCEizIrAU+kngZxlRSqCXey2Gl+rKSlB5EpGGZkSykClni0iHsWQTA8kN+5lFeWu8UDufFl8vrgCzy4fssN9EuCIoRNuh6/PLAlkrgCDa/nw0sf77XV/tAlILh+TVW+gWj4xNOnzyF5jrTR4/46O8+5eYv3SKTjtnjR4xOZhhnaK0OGN3/gqvf/CaxgpWtIbVNkNxldvIUn1wnH02o0iYyioNUoHTEsUbFEHD3vRA92YrROjD0rPMhUF0KpINE9RA+aPF0q4vWYQuKCDh+s5hSlXMEGhV5lE44OT4lyRpATDUtiRtQzCeMjw2Tw2N0lJA1Igbnu0gXzP2n959+mVPRX2tDHYANF26FhxirMXmFR3D5xio2L3FS0s4c+w9GPPfqNSItQyCXssi4D8biqXG5YeX8Nqe7u3hfscgtlVG8+pvfXRJh9qlmBTuXV/j4nT22GfLs1y9y+wc/xjtPZzDAmykf/Pg+l1+4TtyIaQ5WufZ8A6kk5eQQpbu0tzf50//5LTwRV2+tceHZNZqtPmmnAc5QL3LqRYW30Ouk6KyJmY9xkcbXjp0bl7n/8ccc7j7lG7/9+yS9Pof3vuAH/8efkzYjKt/kjd95HWsqbn/0mGeubvDWv/tTvvk7v4sxOdnwHO/91Y/4nf/6P6eVP+X69/4Z73z/Ns58RieDF77zTe7++C3aw1X8uYTDDx1bF86z9+QpSr2MdwYvBHVp8DIny1rElzuohOBxVhrvLUpKdj8/Jss0o4M9Nl9/kZPHTzl9dI/xaINLzz9DnCZ4W9JeWefg/j30WNIedHnm68/TWt/AFBWTL+5T2ZRrr77CyeMDsiRm7+gxW+fWOVAtRu99xDMvPIunh3eWuaq4GGUcHe6R7N5n7bmXSJb+8DqNaJ1/ESEMP3z7MdNP7+LzGa/+8ousbPVwKqGuFkRRhJeS4nSM1ILpwYxO0+G7g9ASuxrrQ4EgpcTXPmz0l/pE6XzQILqgK0SGQ8wB6kwWQyBuuy/Vgh7pFcIF4rU6c74sq8ywUFkm80mxtAqy3DCfZam4JUU7YMMky2jTs03Oz/n6Sh+ICIHyFaopGHS2WX/uGs7O+Mv/8zOSuIGIY4SZEqcG3xgQzx+zd/sBUatHlMW4xTGzkUGafSbHc5wruLSaUhSWTjNktMTdIcIW6KiJl5600UF5jzUF9WKGKSvyco6tPHJZ5SipUdIRdQaBrDOdo3tt/HJGVk1HSAUqSvG1Q7f7KC3ZbLeDId6DrSsWs4L5yOKsYfXyOXxd0erGmMJibB08ms4gcaSDVVodDVpi8hk6ivF1jWOOyrKALUs0rpjR6K7wzLc3lwLuAkdMd3tzORoIRKBYKryOsAvNs99+E7zjwd37XH3lRbJWk4PHDynnM2SS0Epj3vj1DWpnwBrm4xzp5uTjKa//8+9y8dWv4a1hfnrC+rXzCGGxtUWlbYQKG8mD4ynjo4InT474Rl7zwrcuI7UkP57x6PYXeLeg0e3TWR2AaBC1etSzCbWrAMMzX/sa9z74AJUkRElCf2OV66+/hnGG6dPH/OCP/5KtnctMD55iL72MBnS7h10k6Ejx8GnF8Rf3uXjjOom3fPM3ng8hUMYhleLZN3+JvJhjPrnHtddvMTi3yoXX46XLwqF1io09vrRMTveJoz7WeESSEquEcj4PestGhIgS4iSjmFY4IYk6Q1y+wMxOkKaJbnZIIsHOizfoDxp4HQC7pqxRWrF+bhURZ6SNjP76BT77u7dZVGMOEsH9Dx/xtSsxUlzCmoonR7Dh9zg8tZC2ifKS5qBJXc7xlSYRjmtf2+HRYc7XLm2Qvb7Gf/jDd9l/7wFrV3aAGm8FVZ4TJy1UQzBsZeTjU1rbF3DoIC8SOjhGhMDXHqfCTBAbYkfPHCxeeJQ9wxoGwIM/a2vPyDZehqQ+5xBLahBnENmAvuHM0HyWviz90i2jQkg94izsKrTUwpslPEJ+Kff5RV5faR6ikIrq6D4Hn3/K5MkXjJ7so3WbX/u9V7n69WeIbEXc26a9vsPGquBob0Lca3D1a9dCPKmKwM85HqdsXr9Jo3eF+azieHdMkYOta4rREeU8p5gcUM+nuPmUYnzMYjIPVJF8jnCSOIuJ0witA/HEWoU3Bq8ikl4DhMMZixlPkWmCQ6GiBKklwtqgujoToIqwuXa1pb/Ro7/eJ0017U6GKQqE8Og4YJ+k8CRpj0ZLMT6Z8/STO8xnNeNHDzi+/wVVkVMvSnxtMJMxxi0V/HWNtz7M4FxFPc8xkwk+nyFVHFohVxB10vCzmZrN7TUePTjkk7c+RXrD2oU18DVeOmozx4eEJPCWrN2l1U+pykCetnWBsCGgnNqihCSKUpJ2kyKvoXRsb/W4em2TXq8RljsmLHniZpuHnzziiw/vMjueYMsi2CljjSZm+6XXePThT9m6fDXMd02JsJbF/BRrLO2d61x+8SLz02MaeD5+521E/wLgSVpthIr4T//b3+bHf/8+o92HyDTlyZ0DPn7rp0wPR4DEW0/S6HGYew4+/4jTR09DNeMMqJjal5i5QfiKpNFldPSEOs+pJyNMUaFkhK8cnWGDarbAyjaHXxwQSXBGcLp3grHxEvNv6W2tsnp+A9Xqs5iMmE9PUGaK9wrdaKK0o8rniHKBbfS58vKLDLTht37/V3n4NA8MRdmg29K8//13uPKtb3F47wnz2Qxb2+UsrkbqCGfh7l//hHYxYi47UJ3wzMsd1FLOYkvIOh1UpvGygUoi/HwRiDUsvcTLUFDP2ZY+xPw6ESRQYim+DsoQGVIEJAhc+Gy4IIkJO5aA6vJIvAgUbOldKADgSxK2WHqVJUt/sv9S2Rjm/zK01x6PEQG3LX0A2gr7C545X2Ud4gu3bvk/+l/+FX/6v/47nvved9juaMxizvDqy3gzoZyXeGrwUdCV2YrxaUlvrYWOYlw+w/ma2eGEZP08WSY4vPuQeV6jBhe5sK2xZRG8th5MleOSJrESSxdEBspgc0OUJogowtcG7wPkNcgIBNWixtoaiUcqDyohyjKkUmGzKlgCND2mtviyRLdCCHw1nX7ZEjvpcGWBKXJkkoVb15YcPjomag+wxTGj/QnOlChXUo4OWX3uJbqrPWanBUQxzkh6q23idClDqAxOWpwN0Adchco6WFuBMchEBS2ZCO9hOTvh0d1TNs71yLpd9u4dkKaK3noHRMTHP3ibtasXcM4xHXukgv5qi8F6Hy8UUinwFqU1KomZHI2ojGe4uYKSYciOd1g8ZjJDyoi7H39OO/WMdh/jpWbn5oscPX6IlpKNZ6+Ejf0iJ2o1EE5RL2Y4F1QAjUGLxWyOFIr5dArGIbRGWk+cxshYoyKBrWqE8Kg4pqzg0e17TA/2iFPFlZdukLS7jE+m/PTP/i9uPv8cdz56zK0336CxcR5bzYmTBCcE5WLO43d+xPHBAReuXmPj+ZdRjUbQEpaOykke3x1z+nTEjZfXqI3HVlPK6QGNwQatdpNmrxvcPdOKd//NHzJcz3j3797h5ssv8fyv/CqNtQ3qyWm40IVHqhRTF5w+fIRUlsFqD58McXWJTGKmR8ccPNjj8ms3UcQUeRHArmYOUQvpPF88OObCikRdvcH77+3yxsvbzE6OofZ4pdBY5nUcIgKMIHIF7Z2NM58ICB3cHzbsQGpYAjhYCqY9wqvl9jl0q1JY/Jmv+WdrmNC5SB9+s7TcsWy3wyELKvTiX7bXEhfss3LpfRbL1Gb3M7ueF4GNGKRVgu99959YDKn3HuIubjRjpRsh4pjY5oz3jxheWmF2eA/dyvBVjkezd/eQWmbMpyVpltLdaJNGDfqXhphaoLWgvdYjv3fIlcudUKUJTX4y4vR4Qba+zdH7n9DtJTRWN4GS3tYKUs44ebzLfFpTTkdsPXcJrXNE7ZFZBt6HcKdYUy2CZtEpSZo1l7ddAFw667B1Sdxq4lyJqwRJs4UTFgTMnjxFtNskzQRiCQjMxFGXOVl3wWRi6KydY7jRYO+j28AGnfUVqC0yDjgyoQVCh8xo6RxOC4RXqDhG6gbV9ARwSKWRUYQxgiiNKCcTRCpRMuXKC1dwVc3+3c9RqoXudjg9nPP0wR5PPj9m7dplsl6Pqjwln1Z0VrpBgEzN408fkHRi9h+OeeGXX6K3vkaVL5gdnXJ6MGJ6XOJ8TmRrzt+8gIpiWmmMEAuEzLjwwnNUZcXenfcZbp2jmu8Qt1J8avFFhfUOHUnSwSrTw1OKuaHZX8UWE5orF8FLnDPU+ZSk2cYjOP70I9ApUbNLOa3Z3z+lmBxzOjphbXMH1RxQThc0G5rWs/8Re4/eJu1vMBsXpGuWR58+4dyFAWm3x2z3CYOLz6L7W6g04f4Hn3Ln7hes+jkv/ovfJ5rVrGw1aQ4049kUUwhiIRlcvkkj8+gooSxKcAZvHbK3iSkPiVd3eP7l68SdbgDQNlq4ErAlD7+4z2xRwfEXtNd2EMeOzmaF0ALpDL21Hv2NVZxx4Ba014bB3pisIqKYfJZzIUk5+uBT7r77Z1y7tcX+T05It7YCFFkYjG6AA2stWnlE5EO2ECKQajyAxAl35tL7EuAALHEMYRykBXjskq4tlgY+8aXkRhJkNggV5o0E3aI8m0d6vuykBMEbjZQBmbjcZgfmQ8hW8cKhEHgvv5T3+F+M7fDVrhCfvXrd/9m/+UP++F/+Cd/+3edIMkUUr+JcyO0wpubzdz5kPCp59s3XSbOI6dN9Hn7+lCjRtPsZaaMTIAErTUYPj7nyxnOkKlQySjpMnvPo4RgpFMJKPnv7Ppu31qlryBJP1krYuLDKg9uPcMYhYkXWiFnZ7BBFCi8UQmm8Cxq3k6cjTp5MufjqRdJ2hskLhAAdaSZHU3qbKwgP1tY4r9BxiFIMo6qaw8f7zA8PULpF0lCsXN5h/+49vIgZbq4TNyLyk4MAwqwLvIxQMgqDbh3hqilOxGAlMtZIbzEecAaVpCjrkFmMKSq0kFgX7HdREu5GoRXWeEw+5/jJAa21Pt//V3/L1//5a1SzUzauXsSamtHemJWtAVHW5KO3PuTcrauk0jI6ruifH/DZW++SNIZs7bRQScZnb3/AbDzi3p0Tbr26SAJT4wAAIABJREFURToYcv7KeXSkmZ5MqIqK4fn1sF3UKviofUC2RUlGXVdEkcRZQZXPSJtdZKSJoijw9qoF6Gy5mfR4bKhYPQglwDiKyQFVJanzBfOTYxaTBa1um+bqGkmqscugsL/513/C9ZuX2bz+DDKJMKcjRJYhk4zq9IhiMSHJWowf3sdHnvXnXuXhxx+TSli9/jz745r3/ugtvv6bN/Eq5XjvhEs3tpntPiWJBMnGNj4foRsdqAxOSpI4xhCBLcNSIGkiTYWrKt77/jus7bQQUZPJ4R6DjS3WL55DNBvUixpNzWyU43yEKSwy0ZjCoESQyFipiCOJU4JYg9AyxIp6Sxx50pXNoDQQAplIYlmTtDOUTgNkQXqsX4qjz0APaBA2QB6WK2FF0CcK4xE6YD58kByGBL7Q/AY7nvBf8hoQSwcKoZsKZ+3PCrvw94WpoJSBxY2zKBkOaus5O2GX1ahEOs+vfe/Xfu4K8St9IF6//Iz/i7/4E1w5oRhNsZVFJA3aKwNcVZHvfkhy6QVO73zGww/vcfE7v0q/HXHv3R/z9KNPcK3znL+8QT6fErcaTE8Ketvb7FxdQ9gKoQSjx7ucnoBodtlYNzy9swtpjyK3DNe7FPOcrQsDqrzm5NEBMoGo3WX9/BoIiakX7N+bsH5pgI4TtBTINEM6H5Ys3mOtxS5m+KRDs5txpqG3psbb8MB5JanGRzy8/YRGPyafSJK2JIoabF7bBun4+G8+4tobN1ASiukcpRTOLBAiQkYaYx3VIkdpAVahItBxFCxqS5O9UoK6qkJMJ4AtkSQYWRNHCYaaz3/4LiuXr5CPxqS9FebTAzq9NcrJCVmrQzzo4CYTsn6KtxHjwwNO9o7ZuHwJLzPK6RFSxTz54pRz19dpNjSfvXsb4UqkatDdXEHHTbqrLZQOlGRha8ySJCWEQEZhTqTjhKjRpJwXRJlCqghjLeXxMe3tcwghqGuLlA6lgn9aeId1Fm8cdTEj664ihMMagysrLAZfBo2lNSVxnEKakI8nSKVwZY6tS5RwoNPAQLRVGNoLgbAW4pS9H/8t6fZ14kaHT370N2xsX2brhVscP9qnPj1m4TpI70liGFzo02zE1E7ibY6KQ/6LKZYQ4DRivD9CoRCRJs5isizGmpJiseDkyR629hSLgqvPX6RWLcyiwKGo8gK8JEkkzWEjDO90OGRElCElVKWhnsypXTiW4tii4hidRNQqYvbkGGT4v2j2U9JmylkMXuARhrEPcvkeuEC6EQRWIdYjpQ75yNYvW+ilJVYuFyRehYsqDAqXG+GAAfMuiLwRFrxeLh/FEiYRclgCRJYvaTZh4RXa8jB2Ws45l46XX/+N7/3TapkRQF2goiat7R7CCWrr0EmDuvyMT+9FXFH3iFpbrK19wgf/+B5Xn7tJb30TYU/IXYeVy1tkWcL4cEoaj1BphjAlOm7gqKlLR7NZ09xqMHm6TyHarKx0aFtBMclptBJcPWJ0WNNa79HstEg6DaR1CFHz4P3bWNXh4H7NYHtA1u6ihce6Ep01qBdTnFUhosDVQBYOpzJncbCP8T5UOknGo9sP2XjuMq4Y8f5f/Iirv/wGX3z8OZPdE774fIxxnsLd4+qtIUp6nHBMT6Yc7U3x+YSyrOmvdYm7q/SHTYTzVPMpTkYhoQ8CditL8UKyd2eX8fGUa69fRivJZDzl3T//MWlUUpk7XH3pOgcPj7n46gsc7x5gjCbppkSuxnUbFPMKrRWLyZzuYAUdS6aTmr17xzR7Kb31FT5566fUNuLi1S5l0SBtN1lMLdvXg+haCoE1DlcF1mHSbBA3GwgdtvnOhlNSJhpbWebzA7zRWKcYPz1CSouKEsrJhMawS9xo4yNBNZ5TF9OQ86GnRM0MtEQJjXIxpMuplovxMmxSG90uAJWOEJVDSRCxAGsxxZw4a2Csh7qinOd8cTTn1jnJdHSI1i02rl/F1Y7uxpATldI1BkhYOZfipUIkGZnWyGiVfFaEjB8alPOaRprQ6nbx1lGVNcUsp5rm4TDw0BlsIJPAtixrAc4gpCZrSJr9PlJFLE7mmIWjnBwTdToIHZOPxhTTBarV4pMf3+f8ZpeVrS5FGaNqiyo8VbFARREf/f0DLu9AXvZoXNnAoRByCWrwLuTJuHDoLMNBlxpAuTz0WG6UPQbQmhAm5UJm8tLEHCQ4dul2sRIv5XKx7AMsQrhl6xyqTykl2DB3Xt6YKHzgHi5J3IENEnyvoU3/xV5f6QMxSiO8TmC+oNi/y3s/ukd75zKDc9v0o4KVNcH0pES493nrh1P613IeffaAW1+7xqWdC/i6AGqk8qxs9XGbLVxVIaRi9PgzPnnnLhfffIOVTpvHn52SpF163Zy1zVWoF6hzA4ydcPCkxuW73H9Usn31EtudHcqiQESCZqvDZGE4njk6XtLodbC1RSeScpKDzlDaYa0jShUmrxHKMj88RSjN/HQEpuTgwS5Rb4Mn732CM56432Lv40955buvMRvP6Z3O8GXNxk6TOFFQzannmsneHo/eH7N2Acq8xsku8/GC1Y0+pixBCLSA0lmm+4c0hqu4yvPZj95hZWcNnVQInVAVJZ/96FMGO4qk+wqqOEQ3+rR7FQ/eu01rsMJwc0icZJw+fUQ5nmKcwdc1aarpb1/CO4urZiSZpDaa1dWUcrPDo4dT2hsbuN05jSRi8+IQhMQKgYpilBboYUoUKYwNsa7OWkxRYEqPqOrwgYkUMgshTrI0RHGE8zHz8YxHnx/B54e02hFawtrOFiruorSkXhTk4wlCRqhIIxJFoiVSx0SRZn58gnWaurQ0BhrvE6JMLYXnwZ+u4kagtesIKyRaRHznP/59nBT0TM32lRtBeJ7EUNa0uu0lo9TjVYQtK0ztwq/JBCEEVqoQihRpFuNFiO/0CikMSavNYjoNuSYIVBzjjUdHApnGIIJcyCGJ4wBIRYHVglq3qGaepFHy0Y/3mT18yLWXhjRcxXBzBS8cUWqoiijwCZVgMc1xmUQ0MooKysN9otULS5/wUkh9Fh4lFdiA/BJSLL3Dy230ck8SCP5+KccJVG1kwIV5fxYOJVkGDvDlWjrkz4dKXwV7IGd2PC2WHcCZsFssIRL+y0NRLCETwQnz87++0geiVgIlNJU36M6AwUZJJD3V/hOia6u0OinCjhlVV3n1zQRDjHM5QlQIkXzpfXS1Z/fOfaJei5Xzm1BN+eAf3qH93NcZffoD9PlvkOeGupzQGbbxtiRpt/FFhUby5CcfcPVbr5JupzQaCdX0mIcffEpdnbJx8w12zjXI1tdQkaIuc/LZnLSZ4SkDIcmWqDjGloSIg+kIFTc4/uJjnjwsqeYPyBoDBFMufPM3STPBZWPBWuqyYHw84cKty2TdmMMHe3S6CmE1IhJMTqc8+41tqnzO5rVVJruPOP/KM1RlEYSsVlDMT5mMLEmakk9HFHPYevYC5XRBb2OVJFIYrzl/4zynT4+4cn0FJQZ4oelubbLSiMODX3uK032cceSjXUrX5Po3XmNxekoxq8l6Cc6OMbVisNKgmSl00mJju0l30KfZaqMV1Iua1voKSI+MI4QXnDw5DjY4ocgGTcpJhUgEtlxgSjjYHeOKBZPpnOdeuYJGYJeqsThRZM2UYlawOJ2RdFcxXpBqj5cSr2M0CYYqBEnFgnxWLesYi1ABkKBjSTH1SDmnqCvmh0eYusbFKY2sTZIGO1yggjty5/DGEsUKoT12IUBVSOcCENXWYaEWGWxVkbYzdAIejTAS3RBnTAOsrSlGJa5e0F/L0F1FY7iKd6FlxBiKRYGrHa4ouf/hHnEcceH1Hf6n/+EPWOSG//5//C2ck8hBg8XRFKmbvPrmeexilU8+PCTJag4fHJK0+jSaAtVo46VGeU+rnXD1ygpJJ8GMx+hWH84wEioAE9xSJB0wYGekGQEiZJp7FVa+WniMD7a6M4yXDIbnAII9a8HxgTpFeBOEEsBZ7jI468OfE4BatuLiDDcGzquwcFnOHbUK4VV4iTO/4Jnz/+nE+v/55SyUhSBq91HKceW1Fg9vj6irGbqzgnp6G99eIz46ZnjrBs7UHD09pJwammkZ5DQ6xhcFX3y2x+r2gP76kAiH0j0e/egtur0tzt+IWdENcBmtfkbWaWFNRW5qYgQv/8a3QEk6cYKrJZ/98AOuf+cN3vu/v8/4sGTjm5cRQlCcznFaUR484WgOjX5KXRhWds4xOxkzm3v6wwjdHiCEZXDhCge772J1G9UU5KPRMhEvopzMmB6OIdaMj3Li6ITFtGKxiHBWoSOBQHDla89zsjsjG3aYHM/ZuvkC9eQInTbwQuKtYf/zJ3RWE975ox9y5RtvkCaeWG7h45goiqnLGpRn/fI52v02VVGTNlK8K1FSU54eI6VGpi3izpB+3MDbimheMNvf595P/44bb/4W3las7myzuq2RkUClTTr9PrDH7OiYtB1zfFwxXB/gZYytC2w+x1aWrBVTlzA6GDGenKJVhDWONFHUCKLIUlaG+dEp9bzAt5u02g2UklhTc/5qRJHXxKnCozHWMz5coGOJUgkiEngDgcbrMJVBq6UWDjgTAdvSUtkaGWmaqxtYY3n4+RHxSkmWavCKVq/BbJwjneaDdx6xttFm++Y6ogizvCgLH0gfK7x1QTUgU2xtsbXHmwKhE4pxjfAV2XAI1tDd7hGJoFc1haMwOdJZqkXJ379zyGrLcvT5Md/+F6/Q32zh5nPsfMF/89/9OsUipzYSYxxxSxAlIS61chZV51x7tkM100S9PrO9CdbV/MG//Bu+8/U1dl65ikxjkrhCxwnOV4isHdpR4cJiBZYbYbUEWIe9siQccJ4AdYWQdSLPMP/K4az8Mkwq2PD8cqbtAjR2OWMM+wwHTuIUy5Z5GS+wzI9Zln8hYQ8XKFLegRNYTeAusoTd/FODO0gl6K53+fDff8DGtSGNbsSFW6s4v46dl3SuXcfNxrSHV5FKQl0xGB7hUoVXCmuqpVaw5uL1i4yPj5HaMTsaQeTZurDByouvkvY7NIcgoxRb54wOTsPAVwl8IyGWEePDE0YnYzaunKMzHPL4B3/IeKo5v72CK2pO9kbM5wXrGy3mM0u1mDN5co9scyeY8G8/prMaY4ZX0driqxqZZFx/7Rbe1oi0jbOBkl0bTzEryHopx48nrJzrcPLkFKFi4sQGVb+1eGfQMmHrSg9bjOm2FcrVRFmElzF4hxeWqKk5eVrw+n/2+3z813/DS7/9e6SJpLV0zDhTIlXCyeOnOCfIR3O6W0Ma7Ra1KRBxkA8pLZYPcMTKzjkefvghDz74CetXXkCmCiViHPZnvDocdTHFGcve4wMiFvQ3Vnj40ZgLz2ue3j3FVQdo4Vm7coXFeMrJgz3Wr25z+OSItNnAlDHtQYpNUgSe89fPkXWbqChFxxHWhApPak3SVpi8xLkajyDKUsCFGNDKouPA5rPOodMUYSwohXOOOJak7RShNEJIqkWJXB4qz3baRM0YW1vyyYKDp1NsYclzw9UXVgmRI45Gv4OtPJgK3Y6oK4PzUBsbKhbvqOuaSCdEjZi01UJEkroscSqiHOVBTG89psxBxjQaoBsJ335jne//wdv81n/1OsQJQyUg6aJ0TF2MaQx61LMSX9U43SDttjBFTcz/w92bxViWXeeZ3977zHe+MU85z5k1D1RxKJKiSJq0GpQtWZbdRlt2N+QH2230k41+Nhp+1VM3jDaMNiDAli2rpZZtSZYokhKlIkWyWMXKqszKOTMiMua48xn33v2wTyRpwHKDFGATfYBEZmXEPZWIiLvOXmv9//d7ePNLFINjVLuBkJLOnMfe022unU+YO9NhtPMEP1AcM0/09BadlWU4kYrV+91iNiZM2k4wq+pZn4T6bOYWInULbE+WKaZE4GOtRApzsj4GIRHGOGeKOXGvOJmPsqIGPfB9N4qRGKuQwriHPLVEB4m2xhVfpBNyW1dczY+I//qx3jJfu/6c/Xe/9q9QSRtblVBUyCRxUhYkKnFiYlGlpMOUsJW4EG8psDJxR0wpqdI9jPYQ2gXjlKWDsWrp00gihJAug8FW7Nx+BHGXg8cHnLq8jBdaplv3SM6/SOCV3Hv3gDPnE/dGxEPGEfl4xL/9Z+/wsV/8FFeWDZPjIdPDAzxPMhmldNdPMd4foQIfqWKaTY2uckTQRFrjnAozw/TwmJVrl4kDC9InG5dkoxGNXoLwwJMxXuKh8xzlhag4BGvRRcbw6QHptCTqt2g1PIRUSCkw1jH+jp5sUxTQX13CCwVSuVPo5od3IYg4fvwEr7PA+atnGB0OmF+dx489dOncDlJ6eJ6iqtzM0ZQuedB6AZs3nzB5+oC581dZPruAkC7QHCH51q//Wy78xCcoZikmPyCbpcyvXaazscj+/V2itk/SaTkLZJYz3B9STMb0NpbYfXRAGCcoW7F0bhW/1XZvxspSFSW21FhrKasK6fmUs8rpMK2mKsGPnLzKDeUtMnK50U7bq5FCkY9mhM2IKi/cCbHU+M0QgSN/+5GH8iRVYfAbCVVWOq96XqGUQEU+B8MJC63AFTKtiRoNpOcx3NnhYCdn4/IK+XiGFyo8L0BGPlVWYvMcfOF4ilYQRB4yUljtjAFhHDCbGYrDI9orfYejE5IsnZAOStAFKvRR2k3iVODVRgCJh3YNr1SkR1O6G13ywQxjNTrPKEaHCAtSSf7h//YV/u7HYs7/pZ/h8MkuiV+ycP0GCOU0M+Kk6Ln5H8JitQHlokCtcS2srUPkhfPpPQM0g3U2vnohgqnvUyczWunaXGstsnafYJU7GdoTotjJVtol87ltN85NI3EUbSFcMp9TKvL5z/3wspsf6xMixmBsTCADZDtCavdNFr5jBM4OR9x9/wBPSqJmSBRlLJ5pk+kSUY3xmj38hkA1lvGtpphMidptohNJANZBWKczitkYXUJVeQzvb3F8PGPpdMJ4UKGnOU+/+k38dpPls4sOAiortm/d4+hwwOrZcyyuJNz5wztc+CuXCZIQTy1COUJFHZ7efJ9obplmu0PggSHg6MkxXjug1U3IhxPufudD1s/Os7854NyVZbR2gUTdtTmsscyGxwjfxwtigqRJkQ7Jjo8xBga7e6SlTzHeZ5ZZGmc7KA/y3PDo5rusX77A6uVL5HmBzXJkFJCNJu7nvRSgc7pLi0RzLiNl8dQScbNFlc8wEh6884iVC2tEkXO0KGVJRylR7LF55w69pQ6TwwTfNwjpg82RxqMyGXGjy+hgj+PNR2zcuMH04Bbt1S7WlCyeX2Kws8/R5oi5tTbKU/QX57CLcxhdcu7lKwSewgr/hPGELnKG24dOsiQ9fKkIGjFSKoJY4gUSU+U0egllloPv1w6imsHnS0xWOksimqjbpBpNUBHgR0z3h/ha4bdaTCc5R1vb9JaXkaFEWsPB5gHTVBMaw9yFZawV3Pvq77L2C79AnlfIvGRyOCVohnjxHMunSkxpacx3sFZTFYbscEh3uUcWKZSSeEqRz3KmxxP8MCDsJggEWV7hmQobh2SzjNlxQRhDEHo02hF+s4Ot3BJKYHj/a++zeqqL12jx6MEBpy/PoZQiWu86oIn20JkkShqQSMxkl61pzuJsj9Of+x/IJgV6Oqa1Fv+AJ/hEE1g5PzMV0goHprWArdtma13BRNUplabOSKvlMbglshOaipq9ILFGO8dJPSs0ViCNw+UJIWtAhHZzSxwj0TxL/rM1IELW0Id6JnuS9/wjXD/WBVHVIkydTzl+eIQhRXlNFi+sI3pzNFoa6QuefDjBs5r2UhPfl+A1UK2AbJaSP5rgRREyDggbIdk4xYtCPKlJR4fc+eZ3KfQcq1eWScKS3lIAIiCZ71DlFe1+l3i1Ty/PCMIEqhKL4fHb32ZyvE+YrGO0yzdpJobxzpS4LdE2xMgut77zAeeuLTErfAbbm8ytreF7JUGiKCcjTOKjAsnG1fPsbx9w40YTXTnRdlHkTLf2sb5HoxHjBT4KSzWbkA9meFGE0SVhJLj3wWPOv3iRh+89YuNcE1TMzs2b5Jnm6CinvWgJk4RZnpIeHeIHPljB2deeQynBeG/IdJLiRx5VnpGNRg6Q+vSYpN1meDDBX+vghQnTo2PS0ZCDrZRWu8uj7z2ks7SM8j0ON5/SXuwgBSgV8tJPf47KGI42n/L01i36qxcJOvOUwyOkEDS7HfzVGKUU+I7TaI11+dKVobKufcyGU/LxhKjZIGqH6DzCD0OUKsEPUZ6iKiuqys3p0tHItXG2QJcFnu9Q+17oUVUVfhRjdUU1y/jmV76FmaSE/pTOmUuU3Q6ttQBhDPOnVpGhj8VQpIY4SegtxahAYK2gyDSXP/EFfv//vsXrH18FqYjbIUHokWUuH6Qqc/Qgd4XLUwgpyCdTVBgitHOHBEFIsB4hrGAymLk88kBhdEWy0GP7vYd0lztUWlPmBdiCoBG78HgLw51juvMtWutzCD/ilCfQ2uCFgirLsNoitUYlPkVe4YcBfrzBOWP5O//zF5FScTCccuc7H3L+jZ9xW2HlHCNGnyxFqLNNpFt4UJNljEN7WcfvOsnSc9KXE2eJqAE0WoKyrvBZA14NYrDuFCmcgb92uej6tW7pZXGWPYx0/EX5fZCDrdMBqQux+P9jDKnbbOZUBKhIMhq2WVsI0ZXGkz4V0Gh2ufRyFxVGCF1ilaLKM/LJxPmP2zHlJMfkE/Yf5qQHm0TLp+m0Q4bb+/TPXeTJu48Z7E+JVgKE9OkvzTMdHKC1hx8IKi2JggRd5qB8tDG0FpYxRrG7ucvc2lle/exlF+5dFOTTI6QMePrBh6yf72GKCft3d2h0V5iXCmMqehvLFJMUJTTByirddc3p5y5RZBXFtMIItw1tL8076xoCnY0ZHU4w+QwRRGhrHK6+1STLK54+GNLohpSZwQth+cpFyu/dod/3mQ6cHKaYpISJT5XPENLHI0IbRdxt0uhH6MkMP/LcVFqWdJfnObi/RXN5jp2HB9x97zEvfvwK2QzSScnaxXnWSsFs9ITpYZPR8QHN9qv4Le1yrLMca+CVL/4UuswRQUgxnCCU+z6G7TZlWtYMyhFKBg60al1bFISSvLDEcYjsJHiNCE9IvEhRzjKs8hg/PiDuxfiecnpDqxGRs8kJD6SIqXSFrSzbOwPu/tEHVGhe+dSL7Nx5n34jI/V6XHj1I4TdBgKFsBLZbmCtRJeuRZamoLPRR1hLkRUYbfAiSSzh4qUGRrt8lWqWUmSSu4/2OPjObbxGSiIVNz7/WXRRURUVpWcphwMwlqOnQ0oV4tuKVr9Ns9/GGsvB0wHNZsx0tE9zsU+eVQSxIJvmxM2Y/SdPCVWFIaS52KO90qOqBPneEK0EfsMtB29+9R02rp+HTNM5NUcGbks+GlGUivlr5xHWY/TkkH6vAzJyMhddz/fqBYXUGi2dKFvUx74TGSJ1yoo0oAEhJapGdX0f2YVTd7sVNdaAkfL7UAgrEEa43CocCNa12aYumCC0a7UtLgfoJGJA1et6K9z9pPrRas6fqyAKIbrA/wncqL82fxu4Dfwr4AzwEPh5a+2xcF/BXwa+CMyAX7TWfue/dH9dOq1Z1PFRskVnpYGuCsAwGx5RliUqCDHpBGq9U1XlqCDi+OkxR5sT5q+t01EFW+/dZZxXNObnOPhgh/DlM8RtjyOt6KwssHeQgrBsnI6QCrorp9w6vyypqgzhh+RpwWRwSD6tUMkcGy+dZfV6iReGYDT54AgpNVUhkaFk4ewSD797l8Mnj2ktnWJhfd6RvH0XVBQ321hboJTP6GiGF0ma81085VOVM6qspJjtUox9UKCCCFDgN7j1px8gbU4lOjz/yet87C+8ytP7dykmGe/89q9y5pWfpL/UZ/36KZ7cvM/SxfN4fpMglGRZxc1vPECnI258/HWyzOIrTaOTIJRFhSFWC3SWI5Rk4dIG737tO3hRgp4OWTq7zoPhO5y7cRZrob+UoPxlpsMhS2cuEHdigk6DMjMIW5HPcnQpyKcQWYg6kjzXNHvd+jTou9G9dTNfWxnKskJUFcgAVIm2Am098t3ps0jKpNd0vuZeDLrAKjcLVH6AH568YTzKskQUhs3tY6q04qM//wbvf+02UQyyu8LGxjxB3MCP3alvdjRF6wLhe2SDkjBRxE0f2W7y8P37rJ9bIUxCsuEUYwQmTdGVZW/zkEYoyE3F4N5b+IR85m9/iff/5E8pdh+RTwdEjQ6FMegKfuf3n5AcD3jh8xd4cm+f2eGUT//c6zx5MsA++Daz8ZB84yKbtx7x2s/+NB9++yab7/0xZ5YCqv4Nnjy6y1Ir4rlPfx4PwcH9XaQoUVHkWu7dlKTX4urHn3ck6bJyNk9bURlBoxkTBDGYAqk09ub3uPGFl0E6/qcRNd/GnviLbe0hli4GQAqk0c8kOLK24jkoCYj6ZOcYiBJVZzK7VlpjlUAZXLWUrs12mSk1P6wec5z07lp8P8vKnRAFVtu6QDpNIrhY0v9WLfMvA79trf05IUQAJMD/Cvy+tfafCCH+EfCPgH8IfAG4WP/6CPC/17//2f+4wKM118QIgR+mFJNjdGUxqUCGAcXWA46GPssXVxlu7TCbQne9i/IqqsqwsCbYfn+LSRse7AZcefkMs4MdFi50MaYgmVvG+3ATLRusLivmFtsU4xlZBY2eJPA9tAAhdW3fKsFPOHz4LVauXqYsE5fkV8MZTF4yPdyhrKMQ/cY8F16/waWPvQ7CczDLYoq0AXHSxEqXN//g9hbJ4gprS210mjPae4wNW4AmCFscPN2l2emhi4rp4YDpKKe7Okc13uXhzQfk0/Ps3PuQ/Yf36HUj/OYa08pjodFmvH9Emmv8wKfIMpRvyY8y/GJIPt2DQNJNDFIkGKFQnmQ2SomaMX4Scfhwj/3dAxY2Omy/f8zSuQWm45yV8xtYFJQlIozpn+nSKwyg8aLh1JBXAAAgAElEQVSI9GCMERIlLZ4EvxMTNUPufecRVz9xjTDSmB8YzGdHA4JGi6oosAaKqaMKhQ3PZQsLJzNKVttkx85ZYY2LHE1aMdZGThqkJPlkxM6jQ/pLLcJez40gjGRlqUXQjNBW8NIXXiIfZ8wv+Qx3Z6xcaiGwjIcFR7tjNs52Ced6yDUnChYKTGE4c/k0ZVYyfnqIF3lYozna2sKTgiybErcXabdbjLaWyNMpv/N//ApG+rzyyVfYubvP/KpLmfvTOykL7YjhJGYwAr/Q/NRf/SimEjAYMj0+RC1sMDw85uorF9j6cJP3f/dfcP6lF+idOs/k8Ag/nRE0tbN+Bj6q10UP9gl9j2//618hYUhy9U0WTl2k2Y0haXC8PyD2XABU2G/y9OZTFtY6TCZTTn3seVSVOYE4gDW1vOVkE1zP6E6gDkY5Qo20bqNi+QEuq8WFyktqUeGJfNrpY42DRlgPhLYYjTvUWCfFkXVUgBICXes6ZR1Yr4TLIZJCuDmjlQ7iK209f7T/9VtmIUQHeBP4RQBrbQEUQogvAZ+qP+3/Ar6CK4hfAv6FdWvtt4QQXSHEirX26Z/1/7DWkhaSKPQoZiM++OpbhL0O3Y0rzC1J8Fv43oT93aHTH4kDNm9NOf/SJTxdMa0k/QXJeHePF9+8xOT+A+JuQpYGLC4m6Cxn7sIqfhhAUSKEZjAuEAImw5xWX2OLHKMVQaLwlMVaRdRbI8skbSEQ0kf4zsjuSUGVhegsIIgkXuIjgxCqAmcsVoiohWq1qUYpQhrKyTG3337ER7/QoxhKjra22d06pDg+Rjbn6M/B/qM9FlZ8bOciNi/wfcv27Ts0+i1Ov3KJbJoSRG1CL6B79jL7f/gf2Tj7aaT0aS4vcr7hcfdb30JpjT93lrVzfeZOrbPAIoEybN05oNUO6Cx0mM4007FmsDOg1e/TW+1w54NtLr58ncPBU+J8l5tfv81rX7xBMZ6RG41nfDzpYyPB0/ubDA93CSPBxsUlVBzhB25GODza5cGtba587BqVcIJjM8vcsqEs8XSK0QpBSZh4VDNDVWjC0MNLQsIkBgSia5FBSDmdOJlSWjDeHyOVpLfapkxnRI0AoxU2LbDWw2KIO020Bp2mTrc2HdNoJHRbHp7vLGRRUnHhuRVkELl0X2udPCTzML6hnOaYPEPU+c+lLml3W+hiRj4soEoRtDj/6gvsbe6hmjnxcp/2ep/GgivMX/+TXTbOJXzlyzf57/+nV1BJE9ZiivEUgLDhc+eo4lSrYun8GcK5eeYqw5s/81cJEw+5dIHNB7/HqYtnCaIWWVbSxNJsBzx+bLn9R3/I4pXneHjrJmv5PkFynulgwlyvQdJtoAEv00ymFV9/95Dmr/0H2mcv8uon1knml5/pBY2RSKvdaUtajLG1xa7e8OIE1to6wbTLR3FLEllvxJ1sxhXRms7gvOAngVTm+zM/q2o2ojjJPXIzWKQrmliBUBZrPAQlQvj1XLJ6BnWw0tEiXOH94evan+eEeBbYB/65EOIF4NvAPwCWfqDI7QBL9Z/XgCc/8PrN+u/+zIJoqoq0hCSSzHZuc7S9hdkdIr0mc0vXQWSMth8hu2sIv4E0HVpdhYoC+qfmOdw+QjW6tFuC3TtPyMZTjDfHtWsxu4/3mA2mRP1lFhY1+D6BUnhCMJlWdJctykqGRymHOzPibpv51SZ6vEVnrkF/Yx6pHMXG2twp6LWm0VshMg6ioHGyAkI3kxF4iEBhZzlBp4XNJmREnLq0ThBCkRcUkwrfpMxfO8/egyekg4xG02c0Vfh6j9M3LmLynNlgwOKlq7z1775M82MdGq0G7Rcv8s7v/DpLF15G+hFg0eMx44MtWo2A4dEQBo9Raom1yxsI6bO3uU9VjJlOOnRWPfLZlKTXphhrgkiirUKIEisFl6/Nc/wg5ezlC5TjCuX5hCGEvSbleMrmrUfsbk/wI5+NCxt4ngvSKsoUqgKlBJ/96x9htLNHVWqiWBE0m6AlpVCUk5TKWLwgAlXhRWCMoao0npBMDydMjqeYvKC12sNTPoWpCBoxceFwU2UlkFGTVqgJogAVJXj1yeLgyb6T4AhFWGUkrRbSV0jfc29gaykHx5hk+Qc8sQ6Pb2xONp5BlXN0mFENDmkvdImaEX63j9EdGovrDmBbVNx+Z4vLL5wi7AnwPXZvP2H10jpFqfngrfd56dpHGB4coiuNrKbEvR7VZIYVlvmVDp/6a38F0Og0ww9DtChYev4lhPWYzVLWr75CEBW059vYMHbpkErhBRUP7zzk2qd+ntnBEwZ7M06VKVa2sEYTNmKqaUqBRQtBNTU8PJjw+ouG3CoaSjoMGPUp8cRLR93+ChBKO2+z8amEUypijZMmGudvOaH+W1s7T3AnY6eNNWCVuwcucsAot9cW1kXFKqnQ2iClW7Y4uY3FGgXK1IFThspIlFLYUrs2+oS+bZ75+36o689TED3gZeDvW2u/IYT4ZVx7/Oyy1lohxA8ldBRC/BLwSwBra6v1UdzQ6MVMtMfZixs8fbDN/JmLxN0Vlq4o7n3vCWGnYuHMOv1uhChKpIS5tR6V9TjeTdh4aZlAecwGe3zw9Xv0lkP8VhsVaIKkQRhb0sGEZL5NaylAVwWmKmjORRg8VAieECyeW8PzI7TWDgarCxdloHF+zirFCkWRGfADjp6O0HlF0mkQJgqhLNloymw0xQ9DWvMdLlxfdbGoEuZPdUnmfO6+85De6horp3ts3XwbM544F8x4RNRocPr5iwiT8+mf+0nu39zjzJU5RCn42N/8e0wPRwyf7tPodymtoBxldFbXmL94lc3377H14DG28lg4t0aVjzneP2bpdAMpQ6cvq9zDyItCMJbXP/MiQnqIMGD+wiU830NFymn2Wi2sFhitWTm/wcZ1hfRDpJFYVQeqeR7IJvv3tkknI+bW5zFIKmPRRU45G7qMY+1hS0uVaVACTUkQJGTDMem4wAsVUStENEKUcMh5pX1sURI2Aw53p0TtmDDyKEdTrPDJRimz0RDpB/gKGv3EUWCCAHSJF0ZoXVHkM2yV0VhaQEkPXVao0AddURQ56fGUIBRklaUbZ3z3y1+ltbxEEHdYvfYCMgDPl1SF5vY3HvHKf/ciUoQkc5o//r23CWclC+dLFAY7nVLOSv6Xf/wlZBBSlQVVpgk7PSoDejYEJLosUb7PB396n0AY5jcW6S43kaait9FHKOlO15OMmdkhnltmbqHL/MoGv/XP/zVvfvHjzJUzbKHpn+0y2j4AL8EPFWUBvjB86QvL8Jf/Ot/5rW9SziR4oXN61A8IR7Y5CZ8/YQ26eWElrUPIIcBqJ6quT3dSWDcfli4HxQBKG4wUtSeIWo4jnkWSSuvsf9KchNy7meWJQ9BI9zF34nQkHg+BsfXIqm7lLQrBj4bM/vMUxE1g01r7jfq//w2uIO6etMJCiBVgr/74FrDxA69fr//uP7mstf8U+KcAFzZO2W/+xjf5zN/4KKq5xpmNh1i/wyuffZ6onaCUYe/2A6pZQW+xWT95as1S4PPoW3cYZgayMbPiMqfPtZhNPebXfNKyiVSG5dUWYSNApzlBs430DbbywPdQVYXwfBaTDBkllIUhCARVUTmbkoWqcs9QrxkQRQ2M7DpRMs68niQR6WSElAphS7bvPmXrw9uoUKAIyXSbFz95HhM4G9pkVCL8mOc/+TJSuAiAMy+8ypNbd2nOzRM2IoT0sdXMRVoWM85cXUbYFD9qo7wYXx2ileDWH3+Lvcd3uPHpN9m5v8nR1hadxSUOj6acPr/Mk+9+F2U1gS+ZX1lElzn99Xmk55P0VlFI/Lkm4yd7dJabyNAHQOeVEzhLz2GgjEEFLrtEFxXC87CVRiBBKWajlOnTY+Yur7hteV6RTyfsPzhg+fw8VsTkY4MnDCr0aPZ7DtGlDUJB0l9Dl5oyzfA8hZ8EzmOsDVZnTA5G5OMxFTFHT1K6S706RL4iSDw8v4Pw3Ya9OBriNWKMLgmihCKbYdIM6QuKQuKZEukFWFNRTSu0FQz3RiRJiLGWQMF7f3yTzMR4wwkbV15EeRrPb2GrjMHOgGBtEXTIb/7Ltxhv7rH65gu8eLUCDdpW/J1//LO0OglFppHK4NuYKsvJh/sI3y3OdJ6BrTBS4YuKqlJ4oqDC4McRprI8+pOv0Wq16V44T1UKJ4eJE1796Y/Q7P0U+TQjTwtGxwek73yP9qkLqFBytHVMZ2MZNZvROrvG17+5y+tvrNK8er5G09WEBuGKjZICXfGMSOOWFy6v2f0cSIxwJz4XQkU9bgCrXbdkLVglHN3rBKOGcWH0dfusa4yYkM4HjarbaikAg9A+Uli0wLlV6gIrrUVL6cjvCJQwWKH4UZwqP3JBtNbuCCGeCCEuW2tvA58B3q9//U3gn9S//0b9kt8E/p4Q4l/ilinD/9L8EECGAWee7/PB3RFXVhe4+ukvUFUVKvDrp4xgZzMjzUY0ll+g328x3jsi7gWUB4cc7R3S6Pc4rAI2urF76hnLZBAR9QTr55awQD4eo9OMoNFyRJMT8KhSWKOBCCEEngfalgRxCInAViWxH9SyBGcjEjXaXk8nHO3tMzwsac3FhIHnfvjVlCqH9uoCw0e3aC702fxwj6gZIhFEkYc0IdaG9YJNYKXi7Is3HPsvLRGBQtDEiBKv2cKWBUJFCAJ0kRL2lrDTlG63gZkG7G9bulFIZ/EUca9BdyVExT5VJbn80RtUJnJ5L1KRHx8SJQki9LASqnFK78wK1SwnG8wQpiKdZTT6bcpZQVUYkmaEtpZ8WuAFHunxGOU7SOlod8Dc6T69iytIK6mMwNoSP4lZvXGaYjwlacV4YeL0aRr3xNcO/JAejynSCY12QJiE6Mq46AirCeMQLZskKPqn1iiyKbv390jHOc2+jwzdibfIMjwVYqSPicALQ/xmgjXw+N4mb/3GVwiSLm9+4UW0CjCmRKc5otNhdjDBo2SaCQ7v30ZEDW588mPYskBK4ajjudM6Wp2T+xLvcMD+/UcsdiommwWvX2mCsRTplDCJKaczMs+nqnIocqwuOdgaUBU5UeDTXeuBlIRRG2M1Z58/SzE7QlpBOZyhp1PeH1UUd77LeO05dvK73Hj5GtVkwjs3D9i/+YhLl0IimRCHgtbqGnowZFLmfPC7H5Afj7j8ccvG9SVEpXh+XdJYfLlORnHBTa4yOr2My0GxdQtch0lZ5wI3nkJbjUQ5nWCdlGeNwBMnkDD+k/u6ztlirHKzSWpsIgKtBEpLKqNr6YwbWSAEWhauW8NgkG7rjKNmG2mcYBxH2Lbiv40O8e8Dv1JvmO8Dfwv3pfxVIcT/CDwCfr7+3H+Pk9zcxclu/tb/182rvGBw912WrgbkszZ4AV4YuqGtCsmPPuDoySOS9hJpYdm9c4/B9i7NjatEZoSUEWUxwxMe/a5EFzndxYTeSpuo3+KDr34bYZtcevMKQbODHwduQGxwFOYsQ5iSIq9cOptn0Xnhnj7CbTRVaJF+iPKcZKCaTBjvH3Hzm99jNjym0+8zNme4cKqP9AIWzl9gMs0ZDzXJ/DrL59cJQ8Xo+JgwCkg6EWG7ja0yjA2w2ifwLFVlEbZwYeG2wpagYuWe3kqhS0FhcjylUKFH3Ijory1Q5mfpXphnYc65KtLpjId3jzH7e7zw+Y+ixzlBHCJMhvQE7QtnMVh0UeEpSVZUDB49Jel1iFsJQknyyS7pIAMpkRiKoiRLc5RwYlphLFmeE7diljvzeH4DYyuGR1NMqd0CQxkoDV7oIZSHNoZsPMFkBTIIKNOSsqgQQtKcaxJEPpNBSjGZIpQgWei4MCVrEL6jYwsUi2eWGDw5IvcNugpQSLJZSmAN0gtdeFcjckJeW/KN3/02ohVz5co6R4/2WLq05kYCUiGsQHUSUE127j5iNsk5fvSEXtsn7nVRUZuyTN1JWGqkF7C6FPP4MKfRDFCr65wShmI6QoVNgjiiqtwJrxoMIHAFRPoh4+EMP5CkeUlXO/ub1hm+hNt3Nvn2l7/LmfUGaWeJ155bY/8/fpmrr7yKMGO8xMlgjARlJJcvJezf2WT/oOKzP/s8vZV5BrpiNMhZW+ty0EkI0jGePIW2grjbQMnAZfBIpwW01mJELYC2jjzlGma3TbayZuHYemMiHBkHcRIYJb+vUXR7jmdOFSsUCrBCOzxEXXitEIiqXtIAtrb21Qvouo0XP5DT4k6iUim3qBFOKlR30D/S9ecqiNba7wKv/mc+9Jn/zOda4O/+MPdXAgJVoPyQSufYPEU2Gkgv4MFbv89kUHD+xYsMdmcc3vuA1nwfG0VUZUn/wgbds4L0yAmSk7k5BBIpNXv397n97h3yNObqR06jpHSFtgYmTPb3EdJHopFWYUTh+H2Vj1GK7XdvUcU9fFXQXVoiiiInzzGGIPIoZikvf/4jfPi12xzsPeXyJ+aRoY+uLFLFnHvtoxhtwVRUaUmy2GfhwgZGCJRQlJUrBp7VRHETlMEUOaaKEb4iMCAaFi0sOs3x4wQ/UVhd4scR5SxFxhGtxWW6Z85RjnNKrcFawgguvdAnDGMwgllaEEaKsDOPxKArw+z4mNlxRrOXELYT1FzjGXFZz0rCTgPhKTxPceudLWLPbQd3Hu/z4icvI7yS7/6HD+j2Yq68cY5iMqYsDUEjwXquFfZ8hYwCpBLk0wpEQdJuIjqKqihBzZg+3qMz38UKKCuDFhq/2cALfdLjCbacgheR9JrMRhMX4zrfY+Vak9nBIX7UADS9xjzSizD1CKLMCsabm3y4m7O+5NFfPo3yDP25BCkFRVoSddvo6QRpS3TpEwQV6egQv0xp9OaQvg/a4KmIssycSE6C9AVzKwnvfGOLe/cf8cYrp/CVRAU+2paODD6b4bcTTCUQOofScObKMgKNDGKkFOhCU5aGkgojNK8+32L12lX2720jAp+y3CdNlxBZwVw4q2d4hjPX5jl6/4Cq0eNTb16gvdICK3nw/jYdb8zKc1eJt45ZeeEi1pnuUFEbi66J2Q7XZY2oFxcC44wkbkwkXKC8FO6Ep6wDtbrzmK4D52v9oJIuiEpapBUuAlc5jqLBQRuE5JncBimRUqKFcQmOxtTxGm4p5vSNFuOBMC6vRduqtgLWp1Pc+1Ao/0cqij/WTpVKhHR7c7TjAp0qgm6X8mgfOz/P8tkNnrz7p2zezYjiEG9oiOYsC+dPYaM+UrtWd+n6RTA4fZJyw39BRqvf5NVXzzpPbFmRDSdUucZUJR6Kw8e3SWcC5ce0ludpNBUCweHdh7z9R3f45F9+gYfv36OalSyfXuO9bz8lzQxv/tzLrDzfR1rBc19okA1GKCHBaDwvdCQaoKgqwkaMVDDaOwBT4ns+2w8eUtAg8Jzeqn96jVAa4maCMYb8eOryKaR0S43Yp5hpGr0YKQIEAi+OSQdTVNRAWRDdyA2sdYkXzmGMpcinHD0+ojnfp5hUZMe7WGuI2zFBFBGvJcgookhnKHyC2Nm1RAwgn4FBV9ZDTFpgraRxdRGda8JmxBt/8QrCC9E5+InAlx5GWYqRIcsM3YYPFkxREnUiiumMdDgiajWRUnBw/ynWgIoTJvvH5KnB2MJtH0tLZ7GDtSEeAj9MUH5JnloGjw/orvcxArQ1BHHs3A31paSHDDwe335Ad2GeQdAhzTVrcxEETYwyjA5H3P6jt7BRg9OXz+PJkt76CsOBod8RiKQBZUmR59z61jskPmxcP0/YmGeWWcrS48VPnubcS30evv2Yo7fvcfX1Kxjjc3h/h+HODgunN1i4dJqqBBV5yNKSp0OEH1HmFukp7CzFlFM2VptU/Uvk6ZTFCxtIYTj/qb/I+L13WLq+wdyly1i/wfBoRkNKOpfPcOacJejEyCBG65KLr11gdrBLNhxz68u/TWdjlcZcC6AOc3KFyu1HjGtXjUT/gA3OYKGSSI+aZqQx6kSfKLDWPSTECT0bcNgJh+tySK+TJYl4FrgHEqHAakdycsLvepMsBLhVlBNhK1dIqfmK8hn9pgbRYiiFcHKhH6Ek/lgXxMAXdM9cpbmwSlkUeHGIbJ92gs7ODa6ducrZvS10JTDpDpv3C7Tt0W3GhEkDP3EFQgvI06FDM3k+nZVFGj3NdH8f8DFFSqkNcTPGlpbRYJ8nd/aR9pj+2eeRSCjBhiWNtuFTf+OzZHlO0FykvbxAllfEvsRvhHz1V9/mJ75whTBUKM/JclzWg6UqZlSlReczlBdSaI/B3g7bt/c4+/rzPLr5Hr49JOlskOcNKiSqDvCpshyrPOJeC0+qeuBdofMp+XjEow9T5k+32b53yPJCTLPfBVNgrUCXVZ2q62MkZKMZw60DgmYEaIQHQRQQNhtUk9TNYDTY8cSx7DyNnRXOWeA5MrfKIGzHNBsJst9BGIHyvXrhYlFBSD7VCGHwogbFrCQbzhgfFsyvdxHSeYvLypIdHVNmjmBUoPGimLnVNtlUY61mfn2eoizJB1PGoxlBKAh8STK/5E59pkRPJ8RJh3ijQTaaEDUajI6O8f0F8BW2tDVFWVLpkt3NB2Q37/LpX/g8Kgq4/9Y3CcOMnUNL89R5+gstppMDtt87ZO3aqwh6XH79Oros8EOf2Tjld379LZ5byhjvH7G7tUz17i26K6cJW00qI9l/OCKIcl76C5/h/d/6Cs2NNfxuzJO3HtNdWmR2dEDcn0PnBU83p/Q6Aaos3NtfhFgrKSdj/GaLQFYwt+oKRNLi8qWAgwR8z8eELXSeY/Mxm9sjTp2bx0tabv5qj0mWltB5SWNlicHBgPbCPK2+4x1aTA18PTEb1xJBI2qhtfMMi0ogPP0MnGCtQQrlfk6wCGnr6F43K9TGBT0JJKZmFkpT+5KN29A444sAoZ3OsE7he+bkkwZpXPaPFAaEcnG+NRzCEbpd9kpJibKRI3wLUPIETfHDXT+av+W/0hUmEe2FZff0sDWhRnpYIdEZVCVEcyu0107TvvAa1z73BnOrC3hRhJ9EgCDPcx68/4jRwYTSCMJGQDaZkc1SKq3BlGirKTJNpWcIYHpwSCS3ePREETUjtNUIXyIrjRe3mOyM+eav/T+Mj3OsFzI7nrF8yufg6ZQwFqRZTjEdU6QlpTbkxqKfQTJD/KSJF/ik4wP2Hzyms97j+P6HtFuGD783Qnohd9+5xfx6izCO3TJBgMlzh9XUmqosuPW175Fnlsl+ye77D3jw1n36HUXYjMhGA7JpRZql5KMZ6XBMOjhmvLlN0PBYuX6KpB3z+OGA3QfH7D0ako5SEBVVmqELNyP0mx4g8edaeEmEQRF1GySLbUToE7Q7eF6MDH3S0YTKWKyq8MOQoOUTdlvYsmJwMGL7wT7ttkF6TuCs8wqFIUgaRN0OSb9H0u8jpKKqoLe+QNztY63Ckx5K+SycWiJKQmSgsJ6gKnL3xpWqhoJK/CQkH4+JGgmT3QMHhhXSbSulSxRcWWrR6kqK2YRv/NYfsHH9DEFvAzXcYU5VZOM9TAHH24f4DZ+4m6CigKjR4PjpCKstp6MjUivJRYNscERjfplCVwS9HrbIaSSS62+8wtM7T4hjD8GM7fefcv7iGv2lLkJK8vGEvAQ7O2Tnzl1slSOTNhaFFwqSuUWi1hw2nMePG4SdPvZoHxF4LF67TmN5Caymyg0yikjaTQhiplNNmc7IChhsH2AMFMczWq0GVz/6uiuAWGRtwbO27otxMhlkLY6xzvVhZeV2LHXWiagD5i3WoblMXTwNz4TbJ0nzwhlNEMKibeW+TwJAu/siHfLrhHMoXFV2xdDd30Fqbb3QMeh6zqmN0x360kdI7cK1nmHAfvjrx/qEKKWkKivCuIkfByByJnv7vP0H79JaXCNKQhaXmyTNBHSJbQSEcUBlpTv9S8GDP3kXv9lj7voZhK4Ybe/w3te/xyxL2HhulfVTHUTlxLTGRARBwXRwiJ/Mc+3CgHw0IAwCdGWx1iNsdUgOH3HxuQ20zNj/4G26F16i1YGmP2JxbYlOI8KUQ6bHE8qixFiDJyXN+RaiTNl7eszwMMWaIVLC4Z13WTr/Cr3TF7k0GFOMplx47iyeHzDZ28ULfIrSEoYeeqAoJwNE3Obsa+fQOXRWu8ydnXcLAyXIppr9nTFh4BEmMX6oaLab2JOmwmhG+4dIJGfPtpBeQNCK0XmGkk20zWtYZ0F2OEVGASI1FKMJnq8IW/MuD1fD0dGEUOYoFVJVFikMcaPFdDTBCySVnrK/NeB4a8DyqR5hq4POchAKUwlKDcOH+8yfamOMpdQBk+MxQSPGFE7reby5S9hu4sdQzWYk822nX0xTimyG1BIVK6dNwyI8Rdibc7KoAvZuPaCSIY0YOhtrlHnBzpMjQpVRFNBLUj74vX/PuY+9yanLS9x57xt0zr7A9OApH/1rP890OMYWKSJsYoSlt9EnPRqy8tJrHD+6z8r5NZQwHO3ucPb6NXeq9wKCZsCDd29zcDDhxqtX8ZoJXvCUdv8Mo2GFV0wIGgnGV0hRQFWQjybYoIknFVZFqDDiYOeYyaN7LF8670TrcZPvvbtJlG6xv6956Y3nCDsd0twy2TtCZAXNhTalDHnv7bscvPcWf+kf/BJe1GV785CNs+fcMkK4Da80kqIyRB7PYkDrDcizXGVnE/6BcFBrKCtD6Cl0PTcU9XbZGov0hbPUYUHzjFOohKiLbOUeYtY5YGT9WoNBWOmKq3CederWuYLaBmidvM7UdVU6kKwGRFmHWIkfvl2GH/OCaK12EZ5F6aIGAw/fi3jtc28QN+u0NCkQKNKjbSg8CH28cko2KaCqWL9+gWSuh85SpgdH7G0eI5JFzl/y2N8asbaeoHxBez5yq/2s4vzrP4HOho7S68f4SbMOA1KYXNM7e5aUBmEguHdrn5eurnH4YJc3vvQiaIupxuiqIgrlM91V3G45bZe1TMcFk3xMNVNcfn4FdfYscSuhKsesv/flvZgAACAASURBVPA6Qiq2PtzHQ2BDJ0ANogAhLXk2Q/kxSTsEITh8ekRrMUF5Cqzm8NER09Qw2N1HGp/1G6sESdOBQbPMLf28GIgI2yGmqoCSdP8YESQUZkqYJBTpCGRA3A8pM40XxugIkILh0yMay20Oto8ZHk/pdxv0TiVEsglF4RIHQ0GYxBw/2UFUY3pLXZrzLfKqYnaY0lnuO4yVqeht9GoFNxTDKXErQqiAbJIyfrRNb23ZbaOtwOop1TRzCwDt4ia9JEIKSZkVCCFQyuWZlEWJFwW0VhdAWKJmiLCW9sI8n/jZz1NZHz+JkOI57n7nXYZPB8yfusJrZ17F7/QQH3uFu1/5A7xGh8Zcl+xwi3w8JWi2kFGEDXuMzTq9Rof59RZzZ3IsAdNZznh/h6Qzz/zaPKefv+ZOMmia/SWqquDWb/4zhpOc5z/+kyxev4byI1auzXE89infvcXSjSv4ysMUBdvvPSRgyIe3tlmdV8hOn9mH73LhUz9Bnn/I5od3uPbxN8ith1cNCeI23fVVDre2WeuA2phD5kNSv0G6tY84s+giPa12XbKwLiGvXhNL67BeovbcnYAUsDXSSwgUAs9zm2dlXV5zVeEAtdKcWJsRUiI8g9DGtdZW1BLHWrdoBeqEX1jfxwpdnxpNnaHiTp4nbj/qf0ON1XbuF1m/1zy3iJHiR9s0/3gXRANVluF50hU4KVCB4vDpHXQR0+onBF5MstynUi2mac6je0/oUrB0qo80hsZch9nhMbqacfDgCccHR8hkg9HuiFPPXXQzDxFgiglWS0TQRBuNDDsILMoLnSaqqrClRimBEAHLZ5ao0hGvf/Gj2GxG3FbYalKfanyCyMNYgZ8IRBQj88zlAktLFIUsNxcY7mcErTVEVYAMiEJF0J1DSLjQ7WK0pEpTSm3xogidZzTbEbNJiSk1Avv/cvdmP5Jl953f55xz19jX3LOqspaupau6qvfmLra4jEhJ1DKWRqvlAQaQZwBhAAOGDfhvsP3gAWyP/eCxR2NYo/GMREskQYqL1E02u9lk70vtlZmVe0TGevdz/HBuFgX7iTIGbswFqlCVFZlxIyru7/5+v+9GZ9nH8T2Kkp8YNqq0lxX9xZBqp0WhrcHC9HgMBXgVH7TGCz10UVAkKY5wCLo10BnKaTHeP8LzbXRmNsvREvIofcQLm09i3v3RNmkc02n53Lk/Yi3KaLZC3GaF7/zJq5y9eprO8pjJIKPW6VBv1fjhN99BNSq40xnNnm8VLMJa88fTGERAWBW89tc3qdc9ltdaeKGHlJJ0NsHxPcJGE20EcTQDMnRuiCczvEoFrQuCRs12hlFkd33Hc0ye41YD4uMIFWr8SkiwtAZpwmwwpLF4hqe/fIYiyRGBS6PbJokTRodD4syhbXLyKGE6S6mEPqKIyVLB7sM9lNIMcodGYhDGQckExzXEwyFS+OSewq1a+eLmG+/juzkLly8Sx3OEVMyHDxDODRYvneONH9xmsnXEteeXme/s0zy1jM4LLj5/iaOtfSr1gObqItl8TmNtnfc+PMKJElZPdylMSn+xj3P9Knp8gFYFYa1C5+JF9m+9z+DuJt0bK5x/ZgUhpc2tNpBNBwSNHiKPQIW2yxMFQqtS+WZ45M8gsUYmuuwIZclJ1AJdZqMYrR9pnJWRiEJTiJKDKBTGFLboUUrslLApe2VYgeXngJEFyljGoRLlHvLENuJR1suJPBDLWxUCXaLk2ui/wwbxI14QAZpLy4z3DglaDfR8xOC97xJnir2bd6l3O6w+9/e4+fV3aTRyXv3m+yw99zgb56sIIwmbDbSxJgtm5pIToEROp99geW2JtBDEsxRXzBDCscJ0I3DILZteeTiuh1IuRk4p5jG5kSSpphL6eI0O+WxqBeVSoNMcjLC0EcchmiTMJhludU6rG4JykVKxeLZPMp3SX25TX+giXYci1xRZRjSZWtZ+Zj3nlC9xnQKjU5QrwQnwmg5FYp2HXddaXqEEOi9wPUE8jfGrNZLpACErfOc77/DY5XUWVrsMNgfUWzZeIJvnuM0KsuKQTiYUiUaEGum6yIpvu5MPbuJWKxTzmPbGMo7j0D+7wHh4iNdcYXG1gck0bqOKSQsOd4e0O4J4Ome4KQkbge0mPJePf/kaRigc5ZBnCcJIOwEU8N7re0zGMz715UukUcog1iwtFTSXOghHYqiyfX+Aw5Cl82s4fgC5IWhXUK5Lnmm+96ev88lfuISOU5xagFA+fjXHq3atsWicksYR6VwQDUc0Vheo9jrEszmzaU6lEZIcDHh4OKLZreMJzZknLtm4Ca2pBiAdhV9vcOu9Qz74cM4v/ubjPHzvPkoskGcxTlAjPXhIUK0z2n2AKFzieUZrfYUii5GVBjJJufGr/wmTnfusPP4EcSI5fnhMPtrm6vWz5FGCE/q8/Ofv0VqSXHrmLAun2yQmYD6NCGs1zj973aqCzCkcqcjnhqQS49RqGDQHd3epVHykgOaZC4TLy9z56r/hwi/+ku3ElB1RvUYfIwukqtoig+3adHktWDC3LGClU7U0J07VwgYVSIXQpamCsNEaApsbbjd5NuNElgl8UMYOKLuvlNKOyeZk7wiIQpZ6aEu8RhtQ1hrsBKW2HEmLSKNLCzAHilyU5/OzHx/pgiiVIk/H+FWfbHZInhoqK6eRpkt77UmUHLN3a48kzVk60+M/+s9/1e7bYqsvVkKQpik6TsmNYelMn1FV0eyHFOmU97/7N0ymMy599ovUwwSpfeI0ptqoo5QhTzU793do9loEngHX5/CDt/GqDVInoNJr44oCoxx0IUvyaIFQLns37zCLwYiASixpdutlGA541QrVbgvleshYk05i8nKkiMcp6fyIam8RJe34kuOgkHhVn2QakUUJjuOC65LojEqjZsfPwpJaHa8kzIoKRar5+KevElYDhIRKxZQcLYPyCrLp3PoyioS8yDi+uU8Wj+mf20DmGfWOB8IhwWWye0Sr3+d47xCZDnBzhzSqonRCOozQRlGteAwGOacXfBbP9fBUgRE2YN0IidYGnaelJbwl3UphaDQE+9tzBjsjXvjseZzQdnyuV2F4OEVI61YtRUZ0dEDQaOJWK7ZDyK3z8pNP9wgqPrnrUiQR83mMciQU2iotHIVbrZPFc4SU7N7dQWtDteowPpoyHicwS1hYrZPHOU6o8MOQQo8xXhs9MTiOQzLPafWqnN/wuftXP2ZvP+Ps+TVLms8Sav0FRqN7NPs9RCHZf3CfSr/H8rnz3HzrJq6C1etXaPbbONUms71jptMJ1557HKM8kuMRx06di1dGfLA9Yhpp7v7gVTYuXbbjap4wmsHB5iZZZDh9bpHm8iI7H+7QaCre/Or/ye7hnE/93u9w/MYrOH6T/ftjzn75c+h4hnCr9vOBQWHtzYww9m9SlLb+ytagMvzJGGn3fkKghdUKW9kc1rFGCCSFpePIwgKgwtjHGoMsNKMop1Hj0dxrCoGSwN/qRs0JhadEkgtTZj+XBfjEbMKCOaoEckrzBwE6t/vOE1Pbn/X4SBdEnSXMhhFOqNi9P6K60CBw2rhGc3z7ffy1K6T5MY9//iqVqofIYsa7OxjpoDMDrsRxa0gJjnQZ7m+SOz2MSYi3XiFs11CVOg9f/y5rTzzH/HiCQaJcl8CVHD18SDSOMbND2utLKBUyPppS1RExy/hNiV/3yAvBeDBGp5p6v048GqGKfZTpElYlYbtiA4CM4OD2Pf7ma2/h+j0+85sfo1qkLJ1bJp4kzMcTPEfirSwhC21DjDzJ7Vcfsnxxka3bWyws1wjqIUK66CyjMJJ4GlO4ytp7BQ5CuqTa2O7X9fFdYX0GRUHY66GjObmwHyzXFczHY6Jkxv7DMXvv/Ih6s8fCuXPI0Ge2Ixkc7dFf7eO6LtIr0OOU6TRlPtujd/Ys6TgF5SFNwXyasXp+naWVCn4twHGl9ZLMCpTn4PguaZFy94Nj3vram/zyP/kMfjPgwlMrdBYcixqrpnW4UR5FoYkORmy+f5/TT56x/M1KBy0lt97ZIRmPaTccVq5sUGl3mA3HFHlhRzdTsD3MaLcShNG0+l2Usry6+TzjJ994g/pin8tPLeGSs/nWfRbXG2jZREcJbq2KLgxubZ1sdowbuiAd3CKnXgWZuujWIk9dtNSQbDZDuR6mgJXLlyBLufX6O1QX+5AkDO7fQqcZO7fvsvjYOZTjoI2k2qxxoREiTUGBgVaNvb/4Pmefv8LR5n3qn3L4t//6LknxPmGoWVxd4Nd//WlckyDqVRqLXaSjWFrrELRqrD/+DOOX/pzQRAwW1lg/tUqt10F6NfAUeTRHhX6p9CjzkxHWNaEo81IEZcpdmXynDOOtHcTRJo0nnn+0U7RFxxo6aCWR6qfiFRsJaqtfIaFRc6HMdJYnoEkpvQNAKURh/90acNuAK1HYcRupy6jSUussbViVHZW1zXUW8lG3eNJt/izHR7ogCqVIxjNMYd0vvvsvX+HUk2vo3OXpT34CJ1TUKi41XxLv7zAbTHAqIUbnPLwzwA8FbjBjYb0NpqDWkLz95g69F2+w8Pw/oDvZ5Idf/xHXXvwEt17bIkVSq9QwSBsonzj4QY1qJ8T362hHUltaROcpzVYN1xOM9w6ZDiOO947wux3yLKGz2sOvPEsv8HGrAcU8RWcGU2TUF/v86j/6MvVOG5UYSymKMprdJp7nkOiCeZHhuS6GnHw6oXeqhSMSOgt1gm6TYjonnk4QQvDO9+8wniQkacZj1zc4fXmZP/6fv8PZM12e/PR5ZGFwKxXSqCCeJgiRs7e5xYM7Y85f36Ba8zja22N+lLN1+yZr6yHz44ckyZxkMON4b0paDIgmIe0L6+hCMzueMh8es3ThNAaYjmPqfQe0ptmu4fuG5vKiXXwXBUc7Y9qLdYxyiA6P+Ms/fYOrV3v86j/9LKaQJNMIlGLp7Bqg0UYSTefIqv1Mr15Zwa0IxgcJhZcRH90lyjJmcUy8cx9/Y429zQqj+5vkScbq4+dwlGJvd4abp9x69TaVVpdkOKXab+FISe/0Er/wj5fJ4gST5Hihwg0Mm5tDZh/e4tYPP+SLv/cFPMcnGe0ihDWywHXQgO8HXHp6CWFSXLeOpsCtVBAUFFrx/T/7Lm1vRntpkcZSB79Z5WA+orp6iuXeWYQXAlieYeigU8BzcYUkSsFtVjg4jFmthpgs57/6r3+Lwd6Qe7c/4Oxql+76Bs11Q1gJcVpNhIa7723RyaB75QmuLqyS5wmd/iL5+Bi52IfcrkpEGJYZy1jViJAltaXMNLH8GkuTAUuWNpoCCHodqz3WWOVzCXogQRWUxgvgpgrtWpWNEQpR2L7uZDIQJeexwFhDV2SZ12w7PqnMoy4RaRXRNlJAWnlo6WVg1SriUeaLAaSyBfLvskT8aBdEoTDJFH91Dfn2a/Q2lpht7lN77CJO6DIbTK1pqMlxq3UqeUIUF8T7O8SRoZiM0U5Ic6lBEHj4rTNcf+aYai0AJE5tnf7CFvdefola/3GMcIAAP1B4TpOVcx6FtiaUhTCILGXp/CmSaYRfraKzqeVg+Q7dU6fwAodqp0VQrRIsBRRFyvHDIdLzSY4tL7HRqRJWqrT7rf/X6634Tfw8Iz0acOv1LbyKYvlCmzvf/jFhc4mrnzlFenTENIqYjlK6Sz2ufuoivu8S1AJyAZPdPZ751FnynUPe/vZPOPf8VZzAYTwaMtyeY/SMez9+j6tfeIr7723y8V+4QbXtMto6YO3sdYJaFYqM8TTF4NBc8KikPaTjl7QyQ39jBaUsKVbnMfPRlNZSh9xIijiyu1Rt7/RKSZL5nGIimQx38Zst/t6vX8f1fNJpTJ5qijzhB3/+LZYeu8q5J87gewo/cO3/UeijEdRaVSrdJttvv4+quxy8eYByBfksp9rqEO8MqHa67G9uMt7ex6gCN2yACli/fJ6td+6RtmsUgzmtpstkdxekjxv4VBoBKnARbsD8zR065xs8/fe/gMTh1Vf3CJlx6tIKridQMqZIYgrfx/V8MD44oGcZ0ndRwMOtbUJ3gnITppOIfljFr9VYvHwFkxe0N9YIWg2EdDB5znjvIY7rYgqHTEtqgc/5Z6+jZ8fUn/4E+Tyh1mxQWVxi+fw6aW5AuLg5ZLnAB+7vJrz50tuEfoPP//bTVKoLpJnh6OZt1p67itZeWcBKvbKxJggOlvygsR2WyUv6oDHkQuIYjRYGKRXtxVVr0CoEorBosoU6rHeilgYhLBBSuNYPT5RbRDvy2n6yEDZdz060FvwQ2jrXKGHHY07cuUtPw8JgFVpal8FWJQJtzE/jSBVYMwqLUv9dYOaPNDEbIWguhcTDhMXrT9HvBXTPrbHY95gO59Q6LRxfIpwAt1onaLbxXHBqPjrbZf9Q4NWrvPPSOxzsz8iNHZ2iWUaWJcwOduksuqw8+XPUui3aix0WzvYQWpPFIKSPFwQoZSVi0pFgBEG1hRAujt+l1ltk4fxpTt24wOq18zR6NZSn2b+7y/DeIcrx8FyBV3Wptus0VjpU2vWfvsa/bdsmQEqDUg7NDnS6Hia3yo9TlxsU0xl5IXnju+/xyldfYzaM8GsBXqtGnGnmgwluGDLbG9LbWGDxwlm2395mPs/ZurkPbkphoLK0zPThkMs31siFREcJlapDUPMsAd11mOwccHDnPvPYpygCWotNXN+zcQ6OS//8Ot1zp1FCsHZtg3QWkccp5AXK85gfzyxNI4eltRZBv0X99DKy4pIrjyjJbfKctGNR1YlZ6Am+/9UfkBYG17c3osnBMbP9YxzfJ5uPcWRBfBwzP55QbS+ycuUSqXEJenWOdgco1yErcg7v7pEcDUlnc7LpkJWLayTTFCkNcZSCyQgrIZ6nmR+OUK5Hpdnk4tNnOLq9z1t//g12jjP2NnfZGbv87//jd8m0Xd4LvwZJgskzjEggy/EqLnmaUUhFf2mJldU15iMHdIwXWqVRbXGVYOkMlc4CUljSn5QuOTW0cNCpQQhN0KjQPbXGcVZj/+4x8wkQNi3YVevielbG6dZ9kllKoQ3duuG5G2t84XefReOiAh9PaVZvXELjc8JDEcISmk/8CG2kpw1+EsVJ6p29mTlCWDpLifzi/ZRriLSUGqAEXUCXChahrauUEVjvSWPlfaYEV2wxs8VUGFHuKU9cuLEdYblTVEKU+0mgBH0sedLBFICwXEbhqEf1T5R7y//gOkQAv3ua+3/1V9y/dYTfW+bJz15HSI96z+53hK7Y7FcMRnpUlk9RX1sj6PQ5vL1LNDqiEeYcvvsDonPPsrTQwEknJElhL4reBsqT6LqkKMBp1hFFQhGlOG5YklRLnpPrEg9mFGmOF4DjuQT1KqYwJOMpeZxZlxwlCbtNcgyDu3tk0QDld+muNkgmEdWg+dMX+P9IB4tGE+bjiN7GGlCQzRKe+vknMWZOEs/59v/xTc5dP0391DrdtSrkBfHxsY3aLBfepy6eZv/mIavX2ohc8PCDXVoLIbdefp1nf/FFVlabVHsdkAoKjV+rIhoV8iS3FvmiABFT63ZwnZQgDAirFfK0QDk+UVYw3BuRRlbG1mkG5FLT6LaJj8bU+h2KLCcZDVHKQVbqzA5npIXmx9/4NqGaMZm5XPnkx6hiQ+3Xn/wYRmquXeswfXiAWmngejU8T+KEFchTfL9KMstpn1+kN5xgxtuE6+tUqpDNhmTRkEq7i3QV1WZIER2ycOEalU6D+WhOvdEknk5xKortezusnw9RcYpyq0wHI4o4YfX8GZbPnmK6tcXRaE41FJxeyWjodQI/tMYBOgPHI8tTomNo9RW3bu/w3rdfp9trEGv49Fc+zsoT18HzkVITT3JGD+esnWtaVkJeqi6ERHmC//W/eZnf/aMXkFmOdBQHsxx3EtE416VaC5nuHZOlmrDuoRxBpVEFBJWFJtFgRF4oGqeXSeOMJJrx3nde5bkvPQVOA0SOMAoQNjAeXe7oyi7tBEmWNlBKCYnGWN2/sAVRC+sCdSJ4oDRTkBZ2Lq8TW/gsX9DuFi39xYCQdqw1FpU2RY448Sx0JLKw56XL8ynKE9OmKEdoaWk2KIuGC2sibIxGa4mSxaMiT3Gy2/zZj498QXQcl+5ync1bHxDvHnI8e5yF5RbaSIb3P+BP//yI3/9PX8DMp+gsQpuYSrOGAo6PpvTOnWXztb/GuCHB4R6Vs1eJJlGJljmIQpJHOY7voDFkxzOr5U1SEjdHej5B1SGdClQm8D0XUbHhQkIUJPPYtu6uVcnMDkb8y//hFUZHQ1740nXOrgVUGnWGR3M6hY82DtFogEcDNwxA2LDud772dUyW4/ZXqCwvMD44ZD6I6JzqUm16DO4esLezydJjl/jxd37Ar/7Rb7N3/4hkWtBbDHAqPtk8IWy3CeItvDBl7/0tVi722H73AdGB4sLzn6He7VDonCLKSLMIv2YpMdIInGqIV6mRxXPWr5y1meJ+YC8mKVF+yO237jIbZaAKhts79FeXcU1Mo1lFuS5eq048iZEudkEfKNLxgOHWEWkWU5ERYaNGuLbAfLBPGHY42jwgzTXtpiRKIprNJYTwiCYjHC8kTXKUdHArDqefvsrWGzd5/IUbpLOYo90p+zs5rbZP/9Q6hw8GbFx7nO13U3yvheNaTmIYuBipccOQH/zl9+h3BN/653/Gz//DP+Rwa4DnOzT7beJJitcIqS2forqs6XQCjjYP2bi+wgev3aGiZmw9jDl/ZZ3Fc8sU8ZjNPcPkg5ssrQT4ck6oPUs2Lgy+J0kmKa1uneZim8nBkFZhs1rsxFfQ7DX4g//ys/yz/+JPuXz9PF/6j5+k6Tr4l1ZQvoPXqOJWjZW8SZuTvHdnk0bDw281SHCodQOOtlNqbornu3giQVS65a6tdIoppXhaUOaaOKWbTGmm8AissDZfQlm9sf2SoChzTiSiDKL66XhrCdV2P6gfPaYod5WyvO+XHWJhUNL6h4LEFNYCTIvyZ2mJUeak+qIwFFpbSR8KTtx37MkipQV/TjTQQmH3vX+XevP/vWT9+z20ETRWV/nY718lHT6AwMXzFNOd+/yb//4bDCcJf/zPNF/59TN4voOQkI6PUJ7LhWs9DjcfcObJG7hBjUq7xfRoSn2phesLjLaoZjK3tBytJI7rkEcZd97bo94KSOY5QWBoL/ao9Wr4rsTg4lZdSxQ3gmgwBK1JJilBu8If/NNPcLx3TKNbYbx3QDI0nH5smf2tIdKXLC0WRFHCwe07VHwfvyZJkpSg3SbHMJkkVGuaD1/f5JmVNkY4hI0Ki84q2fv3+KV/+Cso6WKiAldqHEcgTU4URYStBtXVRcT+HZptydFOxJkrGziVCkq4CEeh4pwkm+P4PsrxkVKSRDlBqMAReJUaSjokSYrjSuIoIz0e4NVaoDULZxZ49Rvf59zFZRzPw/FD/G6PaBLZGEHXR/oVnKrtCuIop73eY3BwxKknHifNC27/5AEXv/IxTA7V5hw/jRg83EU4Dt2zQel1WKA8STyeIWs1iiwjqFU498JVhJAE9Qo7DwbUGi7T42PymUemc+ajiJWLZzF5jpAOWWwLdJ5pKFLi0SGvv3mblbUOH/zoLcLWaRzm1PstUAWzvUPCZgXp+TQWTiEdH2MMd969S1BTXHtyjcZS22Y2qwrDe7fZ293nwuOX6J5aY+nyWTRQZCnpLOWDOxPyyTa9xQ5pHCPiKY31dY4PBxwfRARFzPK1DZbWFhkNJki/yvGDAa3FKsILGdx9yEQr5sOIhQWfg8OcC5db4NcQRlBrFswOB0hpM2ySLOPqz12zDkelKwwlYIEo5XfSsVhIOacKpLXoOvENkOqRYqRkRZcRAiUandsvI0pzB42l4dhn48TIXxubs1KKBG0XqcodYmFDo9CaXIEyojSgFY8QcIsUWyOJk5BnU07qhT6hugmrvxYWXNFalB3xz358xAuisIRaJ+Dlf/FNnOU1rl6bk/qKLNb8xh/9im3NlcSkEWmc4QZWv+p3G3iNOkF7mclY43iCPMqpLrUhz5nNYnvRSQ9HZTx48z6ZCYhmYyZRyPnLdaq1GvODI7obq7iuIqiFoGF+fEAuK6UqRVKYAjLwSgt96XhU6zaLZeHMOoWQmDzHdxRBy+Vga5Pm4gqLpyuYeMBoGDKZCxafOMXR7R/hNhtMBjOi1EZ4aqPx2y2cRo1Tfg2/FiCNprdeQxcCrxISDUYEzRpZMkcKBy90iSYZ7SVwfK8siIZ4PiWPUt7/8T5xKrnxcUWjVyc63KOo1al0rP9gmuXoJCcTHttvv8Ha41eYTSJqdcHu5ja9bp08ESycqtBa7pFM57iuixeGHOwfs70zYH3Fo9asWvsoU9BotXnjW3/D+Wef5enPLYJwQWa0VxcwRU5QcQmbXWtBX9hMbqFBOZJ0HlngKLd7NlGAcnyu/txV3vz2TxA6Z+WxZaazkM0Ptrlw4xxGZxS5xqvUUb6mOJ5SFDHXP/UMm70GtX6f4YN7rJy9aJf9hbaABZI0zhBJhl+rUVtYQBeGF77wPHk6R0kfVfHQGTDLOH1qmac+fg6/1rNdF7YoDLaGtHo+5nCT48E+e7dSlvoL9JauMBsc86/+u9d49oUVTp2vksVzcgFf+OQiaZzTWKggXR+jDZ4H8eY+r760Tc0ULCy1ufTkC0wPDsnmCcqXFPOIYHGJaH+K3/FRsnHSRpVB8OIRUGFNG0rdcmnWIDEUMrfdGbZgKSM40XtoU1YyjPVFVBZ4EWXnaBzrVWiRYckJDVAIO4qf8AtFafpq0AjHdq9G5FbVIk7sG2xg2ElXa5TA5AVKKdvdloJr+z5LWyOMfUGFsUay+v8nx+x/v4ewuSROvc+nf+MKH772EEKLKsezOY6u4wQO3/nfvkcSpXQuXeH5T27QWGwQz2ck8xyjJfVuQDyeg05Ix8d4lYDh3KXTqeCJiNe/9iFOs0Gj3+H+fL9ljQAAIABJREFUuw+49NkVui0f6QY0mivIoIJAkiUJWTTDFDnp5Jh0XlrzSoMXhKSZ4c6PbrJwYY2j3YS1MwEIB1HkvL0dc/70IunOPYaHm9z64Q/o9gLi0YynvvLLJP4Kw71Ntm4fcOWC4q3Xxqxf6ON4EkTBPCv44fc+JHs45hO/cJnKQg+vWkProtQxK9IkJ2zXmA6PWbn4mHUmERA0GxgX5ocj7r/zkPpSh/mkYHR4SFi5QB6lVFo167GYRKSzGUWWkRWSw5vbpLrJm1//No2V05x/+gqdZQfPV+RZijYOUkKt0yZL5wjfo7nQ5r2XXuLheJFrn+6QO4IsslZgT3zqGaQyNnclydBOWT68gMbKeUyWoxy720pmGZgY5VqjjyLXCNdB5AVZGiGEh0gE569fIJlP2fzwFvkkJgxdlAOFcSjihEq7SZFmzLKMrVff4nj7JmGjw5kLT7Jx9XEKLTnYHPP12ztcr0jOX62TTl2CTpPZeE4+y5Aqxw893GodJ6ghhCEpYprdCu5KB+koK03DkKQF7/74LkUq6S63yeMYMYvwnB4Xn97ArYT4tSq/9U+e5v4rd3AJUG7Ab//hJxGhTzIY0Vjqk2OYRwlpIVlcDgmbLpPNMb/8j24wn8XWiLXi88GPH3B6rYZr4P7mId73X+Pqb/0uuTI4GrJC48oMIz1baDBo279RIh/Y/aJDKb5HmMKaJWD5f/Zy1D8tVOX4eiLV07pEmoUukWHb7UkMQtvdpJCl2zbW/saUXasU1mjWmtSV+me7ZsUxtvMUSpVFWdrYUWV3hEJoax4hFcpYep4Qwn7zf2jEbGNO7k4Sv3ORiz+/RnY4IB4K5rs/YTIq6F//LBevLPHDV97n8OZ75M+tkMxT0nGMEzpUW22MMCgpUE6TPMt4+y++zis/irjxax/nmWuLXPr4WfxKHeVLzlx6kcnugKDVsr5qnmI6GJOlCUrYrUlR5Oy+/RMOtu7RXmrj1M5x592HXPm1z+PIAdPxEt2ux8MPPuTUjUu4QvLqH3+PV9wav/MHGxQH+6xeOMd8tEf3+mfQhUt/SaDlGpcXVxk+GNLuBfTW6ugCRjc3ubs5pxbPeeb3n0VLxfRwiAkUgaMYDyZU2i2El3B4d5skTli7fMGajBoQShMfT3CUQCfQ7XhEq3Uu3VjB8V3i8Qy3VqNIEgaDCYHvEGuQWUbVc1h/6jzqY1dQjkApRTzLyIVknoAsIoJ6x6akSQchHRyT8YlfegHle+A4SCSBo4gGU5wwxG9UOd6dlDkpFXunz+aYIkU2Q4qkIJuO8WsBfqldNrmNQi1mY7LC4dYbd6yULmizeq6H06ry2NM3cCoBxXxONM3wPA/pCWaDAV61zu6HHzIZHQGGhUtnkaJigQOT8+++cRvneMTOxUWWl3Lqy6sc3dul2m5QFCkSwWg0Z/Pt9+ktL3H6+mOEocf+1pRmUzMdR3iNKkWW8fYPH/D0ixftexWlXP3Mk4BEltLNLE8pTEG91+Tql58mnkQUQpIUgqrycGo+H7y/y87bbxJqw9XPPc1o6OJoSTX0yXSVbDagyHPe/PprxEXEavcy480D0gdv8uzv/Q5aO1AUj4LmtbSAkN0nFlZVUhoq6JK+UoqIoYwbLTMJLHFbJwgZPgpwsrzCHKRBaWULoTAobc0bCrRN5CsNGpQypUciJQEc2zGWBg1FaRUGVqOsJTiFsM+lddlpikdAlJUVWmBGlwybAoM0qowZgL8LzPyRLoiCkoFOmZ2gA4L+IhyPkM5FgvMNHC25+MXncEIHU2njV0MoUvyKh1Ov2+8tLFxf5BLpKB7/0otc/KUAM48wwuBXbYJfnmkcx8eIgvHOAV6nhz7a4y/+xf9FWFvizBPnufTUOvnRhHhwmywuyIoGXr5HlGaY3Z8g22vkgx04u8FkKlGOg+Nofu+PPslkXFBdaPP4l5fRucZxbRj6/uEEOT3E+C2Wz/SpXK7jeJIsjilyTbXb5YmlBYoiozAuJiuItWH4YEglCBjMclqTQ6phzHwSoxzF0e42L//VA57++GMsn+sTNmoURnDtxSpJlHL68iJGukSDMV4toIgjRttb3Pvxqwi/Q7V7hvNPncE5s8LO2/fpne1QaA+lJK4v2Lt7wMFhRH+5jTcZsX0U489jmm0P4VaoLzXQuSaezHEDlyIziGoFv+5QzA3dM317URltC12mrM9llOM363i1CvE44tbLr+LWatRaDbY+uEN7ZZW9e/usnGkwG42IhztkcRO/2UIoTTY9RkqPsBUSDY4B8F2BIGfj8mVmu5uYeg9Gx+hzAY6Q3H044UIt5cU/+CS6sEHx2nGZjHOKfEJ/vUuRzAkcRbdbZ7SzR3HlDEb59BZraDegWq2VcQhzLl5bpIhz0jy3n1whkK7itffvc6lfxQ8d5kVGNk4o0pi37kY0h3dwq1Vq/QW6p7pwtE3NkzS7LZtsJxRFHNFu+2RpSpFqpKsYxPDYRpv6ygK+J1n9nV+zmSOlO7UoA5KFKYEJlzIzxb73UguEox8ZLOBIyCxIkguNMMoCLiqAE852uceTwmapFMZ2ZVqLR+AGpdGCTdTL0do+1kiBycWjQot1+ERKY8d1K3HBxDkm9GxTJASGwtJ3wAJLeY78WyO0MRZ00dLqnU86yJ/1+EgXRLAOFo8uHAFSOjhBiNOvkW5uc89vUW94PPapZ9BpTK4LouMIJ6wSCmHheyURMiUejMllgOdCnqdIJRAqwGRTCukj0oIkmeH6AcFCHYnklb94nc/95ucJq5q3XnpIMq2DScmThOUnXoDJLvdvjVg4fZXt93YIO002nrrK7Zdfx/MruKGPdDxc4bO4GKDzFFdDahKMgDsvf4/BccGFjz3F1ve/Ta36Io7j49U8kskUpCJst5kfHGJMjo5jiiLhaPuQbJYxGB8gZZ/jSka+epp4MiJs9xjtDFnu5Lz78uu89i148R98Gj9QPLx1D1c5ZHEEnkuz2cAnxAkqdNZXGR2OObh9lwtfPI0T1iiylErXo4gzgmaNOE7wgoBaTeK4FdLkmLtvjMnmE+qXl5lNMtqrVUabB2hy6+4dS+aOTxwVdCU4JkcnDlIpZgdjkjiifWoBkRbkcUIWJcznM4abOxSOy3R7xMM3Xyf0Ztzduk+zt8Q4quMpl+logBOEjLdvEzb6KKXIjMTJDfWVJRzpYLTNUam2XZ760pdQroPx22RJhMhzHn98kWvXT2FwEUKTzSOM8vFUxv7+gKWNHl6tTXw8pNaq0WxI61V5cEzYbaPTFBxIxzHGaPxmhdwUFCZBFLZ9+ef/7f/C8xcF3/qTD/n8P/7PUJ7Grfr41Qr8eIv9xYucCzTD0Zy3/uJ9XvzFcyyud5DKIc+tJDP0XR5/ZoUkKQgDjySOuPDsedaWWhRxgtNZQRu3DGPSpdehQZ6Ml1iOoDVdtbs+BJBbZBghkIUNatIlxaVkLFK2JCCtZb8wNqJUCmvc+lO5nLCoMNa12iDRWJWPUCfxoj8lXEuB3V8W4lGoFEKhQpu3Yh5RaE5+2clRSqeMPrDO2RIbsnUSDyxPkJef8fiIF0Rb+e0bICkKiz95lSq9bsBUPsbKkk88mxDQQ3kKKSUyT0gzQ0Fh85CFIJmlZMJHJ5ok0QgPilzi6QwclyzOSvNUKyCPjg8Y3rvJE7/yRfRki6QI0JUayq+hyOmdv8jwzitkcpn1y1d58NaHLD22RhxnyOk+z33lRWwQWM72W3cIFrs0qglJkqHzHJ3lqDK/1vNS7n33m3TObRAlKc3Q53hnl+PDiOZiF78NMgiYTnPqlQKVueSZS6URkuFztLdLc+MSrXaIyFvk8xHN5WXKjQrOsebW918h8BLmwwMqtT5RMoNohl5b4eF7AQuXLtJfafHUL3yO0XgMGqJJwoc/vs3G5S6kMXk65av/04/4yh9+AhlWyOczovGMnQ/v0N7osvWTO2w8dR2KAq/qMZkJDg4i1k412f3hSwz3Bnxv+4grn/4CFy4tEbRsJna1W8EUBfF4hqq43Pqbl6l26uzc22fx9CpRMeT5v/9rvPrVf430JEWeEYo5D2/e5KkvfxFjCoJ6F20KdCZxq4J0kuHWQ/IsxfE9hCeQ2kFR4HgVlOPgqgrJdMxgZ05zNcCR5azmV5jvH7F2aYVl6RKPJlRUHbdSo+Z4FHlGFEUWAT+e4NYDRKYJajXm8xTfMxwfjZlsH4Ep8CohP/dUhQ9ff4eaN0U5kukwQhVH+O0uL3zuKnmR4ddCilxw6ampNbuVHkWW8qOvfoM0jnj2K19moguGr75Be7VLZ7nL6aUaJvSZ3r5JpR7i9/ogXSiElekpXXZsdm9ra6EtWVKfgA8aVcbompPdohB/q/CVPoUnYzUnPENDYbSV1QlZ2vkru/MrNclWrmd3fyfXszYC5Vj9c240shBIx2qajTB2jNYCdCndo9xLKo0pTvTRpVOOsjGl1gLMjutKmEdg0M96fMQLorUONzKz0L6w8YYCgev71HoO3/+Tv0Z1zvLc5yeQpwSNJkiJ41MuYDU6mzKfOgQhVE/30MYw3J2DbzDKQ6cTdJEDoIwmi3OQGa5QvPHyu4xvvs25Jy5y49lzCFPgNbosnL3B4uUXiFPD7R+8QmuljQGUSGmeuViOCzAfjRmOMi4+Xic93OX+S9/DXzrHwpk1hCfpLq+S3N4h6PsgJMe7Mxo1wc6bL7G4cYnJcUgYjtDAZGdIzW8jfJfTV5aZT0fkOqbR2uDWG7cY9hq0W4qwXseRGUsbZ1g8HeG4Hu9959ukqk59/Qmmm7foXzzL6MFNdrcOqYUwe1gjDCVpblAUDLcOCFs+1547j/DshaSzmH5HMZ/FHO8coUyGEBm1ZpVee4H+9R5+JSDHQeuch2/fZu36Gd7663dZ21hlejTi8qUV/OQe73/vfS48/3GCakCegOv76KxAT1M6yz3aZ1aZDg/Ij3c4/8JzvPvtv6S3cJHOqR5evc7g3g5PfeFzzOKU+eCQ/soCuc4okoTc5PhKMj8aglZ4YYBT9UnmMcoNEa5PGsXgWBeXeidkcHeX+cyyBRYu9nBdIKyixzNLgtaQxwnDKKfiavY/uI/IUvBr1Dt1gkaFTBdIk5Mbn8PbD8mSMWG9R63j8fJ7m6yfu0g2m7LzYMzo4T6thmCh0SSNC9LRiPpCn+n+kLDbZbp/hJQOWigc9xh/8QLT42NmD3eYDDapLXY5/PA2/QsXiPYGeH6A11u2I+uJ27UpO7HSS9DyDXkkdyvKzupRvpS0naU1MtbWhFfYYpkbYzs+YU0bPEdRIK3TUPmcj2JZ9AnJWkChrSMR2POSNgjKlCCwFAJcm8ctxUlo80mIVEm+MSedYVlXteHkhxptrKTPYDNdSosy9Xdj3SBOgIuP4nHjxg3zjW9+y6Je0pAXOUpaxr1VLMJ8a5tpLOieXSDe38foHK/ew61XsdIfSTE7Qvs1hFBEgzEfvLnN3R/9kP7aeRZX2jTX+3hKElYUdh1sdZgmLZCe4vDhIYcj0HhcvNLCCRrcu3mHh29t4VV98t4a1y9UcZTC8wOkdDCOQz6ZkSYxD3dHnL24jsjGvP21f4vTXOXsk1eRwkd6lmuVzSZM9iP8hT7VUHH/vdtU2w7Qo7+xSDqd47iKm7cPqOqEIPQQwjCPNUU6J+j0iI5GrJxZIJ0dEPZWmKU5yRT6fQcZhBR5wYN3t8jdCqdWqnjCgC9493tvM/X7XLjSpeZCbXHJqm5Mhs40eTzHCSo4lYB0PuOD7/yQ6Txl9eIFwnqdsCpItWSWCdxoTrXqEPa73HzjAcd7R1RDh956n+5Cg1lSoGdj/IqLES6v/c17XHvmPLVag6OHd5nsj+ltbFBv+uR5xGB3TB5rlMzxGh0a7YoFBZTLrHDZfeMVqtU69dUzSKH5y3/3Dp26w7VPnKVVCy2e6tuf5boeeSHJjENY9fDDCq4S5HmBznJwBBgbPYsUNpFRC4QjSScj3vn2jykcicg1qxt99rci2guSJFdMTYVaPsGt1DDGYelCn2wWU+k1CMIQhGS8fQttFHubY4aDlLPnKniBR2N5iSxKkJUmxWyO32wy298DCUWUMI+muPND7g4kZjLEDTLu3Zpy7YlztE6v0l5qosJuaeRaKkhEqVe2JEOLvJaorijzjQG7dzO2CAk0puy4TmI9tRGljK7kJwJC2f0g4oSAXeqOhUKisStCO5ZbErgFs5WAk6ppC6gt06awf9YIKwfUGigQwrGeiqJ8zAlpSBlMbrtJKUAJYTNWEIgy91kCX/z853jjjTd+pmXiR7xDPFEY2buP1GUCmDbkjsQxgnB5CS/XSBR+o4E2Bcp1S5+2MhDd9SlSUColi6YM3nuXs0/eoMgmZELi1yv4aIxIrVOwNrh+gHFzxtv7bN3aRhQRsnGKo2GAM9+B8Yh2V/DWG/uIB3POrjzB4nKboOqRRjHCE7iNgGh7QMUNEEqjE8H6taskuWfvlq6hyAqk6+PWu3QaElHEgEYmA2bbPgvXzkIyw5E58+GAanyHOFZ47ird020evvQuaTIlGGd4LgSdJk5NsXVzh8A1COEwmi7w8IdvMtraZOniBksLcP/dI85e22B0NGfpbJ/Ma/Lw7Q85fek8jRL9k469zYZeDYRrQZ00pbbUQ+8cUq8rdrcHvPXGPRbaBceHAxZPtXnsqaepSVhcCpFxgyyK6K3U+eHX3qbZdKi2myzUfCbDEcnhHV76k/f59G/8Ism4oNbvEk1mZGlCq9fADxP8io+QhnQ+I5oqqi2LTBfxiGZvhcH99xFC0j5zjsWOy3tvPsD3JE9/9gp+GGJ0holzkgLe/Ks3WDnbI5nEtE6dptkJkRIyo5js7ZFFCY1Ok2qrii7g+DgGDM2uT/9Mn+Roh9sfTrn4/CW8IGae5gR5RKg0KmzgeR7HeyPc2gaJhnSW4jge0nUIW4so18OptFgYDwl7XcKwjnEdHJWSzefkykcmU6pLHbSRSBTOwRGmv8xiOODDb7+PiFPOrPcJzJju8jVw66ANSikKtOUPStCZRipVdmZFGSxloybEI5ssS3uxo7AlWBfG3hvs9VeaL5xElWI7MSGEpZTpMrEPjTE2MMrqj09ULQohbdE1puw8bV9qaTSyDI8qO0chyo7T2GeWBWhl9dCmjD8tyYZWJ1NAoWwxldiQFWsv8R/iyCzsb9ZFypREXm1lQEWZySAVQmccP9hFeR5+tY6suKAFRhUUkUYEVRw9I5+neNUq5248xnBcQC6oNpuEVYVMUoQTkkQxB/tjKrUEYwQzA07Y4GhrTlMPmU07nF5dIosl3eUW117skE+PkV4dKQXz4dDmLRtDlkQ0lrvMxgcWCKrUqPSaDB8cgCsoCsNk7whRqdHsVO0HodB4Xsj69WcxxmH88C1kWEPUV5DpMXlWo3+6R3f9NMnxEZeeuYrRc4yyqhM0mDjFNRmzGaxcPs3OB/c4dfUCzo0LvP5n36Oz/gxZukUeLzA9mDHa2WI2+Gsyb5mlGFKdo1wXJR1wNCIryKMZOAqvUmNlY4X1i2dwayH98z7XPn3F7pR0SjybkM9i8niO16iw8kSd/5u794ixbUvv+35rrR1PDpXTrZvTy6nV6bUoUqTVpClRgsR2kEzAhiHZgAF74ik99MhDS4DgiQRItkTBkmg23RTZZJOtDnx86b50c6pbdavqVJ18zk5rLQ/WPvXoiY3XA+GBe1K4uFVnnzq197e/7/unMHAhXuvn12hvdkhPDpiPp0z2n9JdijCVOZ5niVoVxlODSVLQPTwkzfU1Z8U2HxKGTWTgM5/NmWQST0DUrBDWm6xcvIixCa++fZWXv3mV/r098vEIqVp4cYiKnN6r1Y7RqcekkNjHD1jdfJ00z9m/e0gURrzzw7u89tYlat0G7/zRu1SzZ7TPX+TogeHCq9d5Pphy5esXGD4fsnplm5bUICOe3fqIw8/28BoNll96kdvf+z5L212O+iO2rlwl6rYcmp9BWG1Q6XQhnYLvub2YDND5DK8Cs+OE1nYViecQWF8xn+VUFLz8C28xPJwi8ymb3/oWUobOQkvg1jQ4wwanGS73foudnJAIYTBSIY1znpZKoo0ouzWJLBUpZgGmeDg/QuOMR5x+2Zk+mFIGuDiHEK65k0IjtEAK5WJiLS6b3OLcra3BSlUSxd1oLUUZfVsm+C12ki7s/s852pQmy8IuuNiubzzrYhd70Z8NZP6SF8QFZUA72oRV7oPOhUQJR8uRUtL79CdkXpOwtYKc99FZSthqopAomZPNNGGlgvCrBAJ2v9piYzIlmWsq7SaeZxFRBSsV86P73PskY30rZfDgDrNRhGp0aTSW6K412NyoEFZiVi6sE3c6eAqCKMJoh+ZZVSObzDHpCOuHpLOc7mab8dNn1NY3COKYzrlV+k+fI0VItVlBBALh+5BpwnoHzzdMe1NMoVm6/Aontz+iea6OVjvsrAiXQ5zO8eMaOptjbYgRPlZYinSENoJ4aZnBu3/GXprRWO1y5yfvcfToABlK3v3tH3HjazdRtRpCzGlsnmdp9wLVeky1HpLsHyOjmKhdY3w8IJunNFaXiOIQsdC5IkmHE4RMEaGPmRcICvJCl7xB+OT3vsuz20+Iah7f/M6vk2cJxXzMw9t7vPz261RuxtgPJMHGZcJKBd8TxNUp2cSgWueZPDsiwae9FCFEhBf5HO338c2Y2dEDnnzyiHjpIjf+0g2wc6TwiWMfawvqb1ziZP+U4z/7CXlhaC/XCOqrXHr9Os8fPqMtY87duISW8OzeKfnomDRcYb09Z3O3RWElN1/e5IPfu408eEJcXSHPLM1zO9RXmoQ+zMcZBk1cj9l+7XVWL14lbtU43DsCH5rbO7QuxRzefsLeO3doVxTNtXWWNrscHc6ZPu+zvLXiXKMtCA9iLyQNDUWaYMMYRifEzQ5BUzB8OKd+/ib1jZRKLcaUO0FxZpVVkpjtIhOlcKOwxRWWUnkijD3LRNGmFNpZR81xGSe2dLF27WLZi7mfLdFcUY7EskSsNW79h7Cgpcs1wZxZ/BdSoExR0moWjjtl1XKrxjOpoV18HtK9X6UEGI0VEk+UiDTaEbhZ8MptCb5yhov/LEXxy10QcSuHQpbLX+MsfpTzFndLYWuYj0c8fP8nmBf+Nm+93CBPEsxQ4UcxQewhkwnWhCAsaf+IydjgVwJMAcV0TK4tVmdMRxm1pQ022x8wGcaMR4qsGPPyzbdY3l1ClDb+Qkrq9Romm5PqgHw8c09anaN8ibYp8/ExMmwS+AFho0m12yAbjZnMAvyqoLm1hRSWfOqBV3VPxqaHEgoVCAIDeZJhZUi4tInIDNWlZaanA1RURWdTwEOFXhnfKPBVQD6eogKf9HnC+s1L+I0uJtGks4KrX38LM+njRT7Hx1NSdcrh3Y/w5ITm9ut0t1fBZsioQNiC8WGPk6dPeXbvMeff+DprF7uo8mLUhUb6Pp5SqDhiePIclKS3d8K9Tx9z8do5bF6w+cJ5RJbhhVW2LgiOHhxx4dIOnh9gcsOFr78F6YQsz7AahicWL66R952tfohCdFfxA4UXh6Qnexw/fUi102Dz0hWoelTaHTcaFgm60BhrUFJyur9P1ntMe3uT/lzT/+Tf8+av/Q22rl1Eo9Fpisjg5OiYrZWAQXLE1htvYf0IUWQ0Wqt84z/5e6TzKUppPv7x+1TCkNlJg5UL57j/8SfEJiVsL9NYXqbaqgOadqvGoyTnnf/zdzn/6itMj46Z371PtF0jneU02wGPf+e3yJZ3GT65y7Wvv4nWGlsIxvsJYafDfFwQpX38dheBIye31ioo6WGrHlYKTJYjfWeTVvoinEnYQDvWRAloKAsF5bC6MELQlOCFAzGkAWs0RiikKNxEhnaKEumsumw5Dp/JjGX5WlY441hcURPWlU8pcICMdTI7t1d0FhAKVSbrCaQptdGlXNeJ+JyLFWXHKHE5zFqAXOQuW7cztO7JgChfbxFi9UWPL3dBFGBKFIsyDcykGV7kluUSZ2e09dqbFJkk4Q73HtygwTGzecH4oEfnpb/ExasdRgcHyEAwOe3z4NZzapU5/ROPN3/5KwgyvFqNTtND+pZrX/8qmU7hmy9hc4uyhqDZRCofYwt07p58WgYkhz2QBl34WJORjuc8uXWbtd0uIk8oKi3SMdham6DZxDcF2JxsOkWFErwqni8Z7B1xMhMMDkco5bFzrkkU+xSehqhOXuTIvKDSdnK96Vjgx4uLWaKsxiRDxwvzA/oHH1Nb20KOD1m7uMnaeoOTR/fYefEKz28/YtLr4+d7dFarDPZHTE/H5PMEFQd4QQNjreuapj3Gzx8zPTrPvFun2a3QP01prnTwA5+imJONJyhlsNbw6NY7BDLi/o+/y7W3v42ne4T1OqeHI6azFM8PaW6vYosCfB9baNAQ1VogNV2cU8xk5lHkE/LHDzhiyurFCwhtWLl0g85Kjb39AZ6VTJ4dIV9xjspaxRiRc3rvMcV8zs61Szw4/BQtqiTDHp4Y8/5v/w6v/o1fIwxCCulh8oze8Qm7l64iR0ccHx8QV2PC2MevBRwfZcyePgNp2bp6mSe37iDsBD1v064J3vmDn/L23/w1Pvzuv+GVb38bEWwTdkO++mu/zKM/+j5a+Jx77Tq7r1/j+a2P8apVhGe4+Xf+K37wj/8xOgyImz+PqERIEZLOU2bznGyWIKXAM7i8ECuQUf2MVqItSN93ZGkH4SKkKmk1lF2Yo8YsMpNd9okzcZW2dKBWnruXXL/haDeO8Os6LtyO0Fl3SZeVIo3zIrSO1iUozRSE87aUi4g+XB6LV4baGzczOzSZ0vHHugLpQCBnS+akyaWKpdRCu1HcjfxnI3RJAC8rcgk8l68t/kISs/l8hyCBTFDMe6h4p3TMUFhpUc01li6cI7eG0/s/oXr5NY5+9CHRepvT23fYufAGfsXH5JbJ6YDnj4fpE0mTAAAgAElEQVRUKjPa2xtord05ioR0rFFRgAx9wqBGnhmiZYdW6yJHC40ZDugdD5jOfazRdDoCL4ww2YDZSGOTHsd7QyqNiM7qMtoqAizZ6JBZGtLYWUESEHgaqRQ6SxDSo7Wzinr8mPu3H4Ff5fLNJawVBCje/clT+oOcN37xGu2aIKw3qTZheHBEY7VNrg1WG6zw8ZsVsuGIS69ecUttv4VUHpNhj3w2o78/oru9y/LOFqPDO/RPUurdTdZf2CA3gnE/o9sOUcoQ1xvkoxnLGytUIo/Qz0EIktGIwUlKZ6tO7LlwIRlUKJIZy1u7eHLKJH+Far1GbWmVR+/fp5g/ZXDaY+1chycfTNl+cReVg5YpXrUBgM3nhKGHDAO6tZxi6OOfv8psDqOjYxrLHcIIZqdV8sO7tLe6XPmVXyRLcrAFwgvoPdwjH/XQfpe7793j0jd+gR//9r8A3SFWBVffvIidj5iMFXEthjDi9a9e4vGtj6htrDN+PGKgHiGRVF55gZX1Jr2hIuysc7K3x9LmMvl0iN9qEY2G7L7yJof371PzCqSEycF9/CAGFbL68lulwkJjUay+/BYCTVCvMnh4j1/8b/8eQVxHqAghBP1+ynBvH392THX3HCf9hEHvKZ31DpVGDaMCwLnAOOerUoOsJUJ5Z842VosSCXa8Qmk11krUmeqjNOgSBmm1M4nVAlsm7WGl8yC0i9G6LIbC+RUKA0KaMppUII1wMj5wXEBPup2etUgk2hg8CeDcaUq5CUY61xxX+MrwKEGJpLpzaGvxrHLN0cIdu3wRIYwLmBIghXJrNeteWy3sub9oufnN3/zNn6lO/Yc4/uE/+ke/+Xf/i99wAvHSSFTFdTce4Z4u0miUkMg4RkhJrbuF9DwGRxNa60tgNJ2NLmaWkWvFwbM5q43n7N0b4dXXOPzsQ3yliRotevtPGM4FgbFoFDLyEUh0oUlOT+nvDUlzA/Mp6fgZB7cfYIIurZZPUO8SNypIC5VGg/ZKHWEkXtxARh5WeNgiwRY5urCYLAdfoadDCuMTBAFBs8nlNy6xfW2FqN4gCCXpbM7k2QGDowHP7h1x/vomfhwQhD4y9Bnuj4nrpZ9hvYaeJXjV2BXTSosiy9B5Rq1VpdldZv3yOrPTE073nnG6f8ruKy9w0PN5+u5jimROZAsqsUWGEZ7v09lYpbN9ie6FLfx6A2OhVhHc+uFjupvLVJt+OSblGKNpr7XJJ2PWlmuEVQ/px0yOnxJWazRX2jx+/0P3XqMqUbXK4w/uUcxOGfUGWOkTxlWETbFaEzfqpJMhRaapNasEUR0hoLrUYPXCLvW1TYyReKGP0DnWWIb7+1TXLnFy/32Ge59Qba1DpokZUoSbtJYrxM01gshDhRHJcEBjqYWdp8RxjbXLW7z3f32PjUsbPH7/Nu3NFfpPn+HV29gko5hO2XrxRSbDIQ8ejzB+ExtWufz6y1ihCKKY+cwgPI/R4TGz02M++fAxkSiod1v4QUxYjai2WmjrgydJTidMh3PyNMWXkvXrl/AChfJCbv/RT7n4xjWslEgEs+NHqGqn3LFJ1xEpURrbODqMyw5Xn0vdKIuIBFPaeQmhQZR7QutGTSk8N2pKnMwOt8eTVpZI81lbVuLN8sxvYEGJkbI0a7Yl93GxzFNOL20puYzWsDALE2cJ9KV8z+lmysiKz41hF12mnScoL0QbB544L0Y3tVHSjSyWf/pP/gn/4O//g//pi9ScL3eHaEFZ7UJknIjSPUlMOUaXTxRtLCqIUeKYZHSKqK9z+WuXMVpSCQbs3fqM5QtbpNMhSkzwr/8iLywfcnh0yFptzHRk8B4/ZHQ4wKunjLxziIMP+OSdW7TrTeaVy+xeWebRvTG7ryxTqUaYpEVrNyQKfRCKYj7FWoNXrVJbk/hBDeFBEDpgBQpE4KPnKUZnCM9Hn6bkWU4QJuSRGx/zwjA/7OHHEdKvIGXOha++zgs/n6O1oZhnpMMpthITRDGVVe0eriokm0zxPOcbJ5XbM4WhJGx0qHUbpLMUow1LGyt0d9axmcWLAtbOGfzoKnmeI7R1aLXvRjJRb5DuHbuLzbgMDltpsblTY3Y0YnlrEyMyAuMjSDDJnKXdXUBRaAGpYencZQ4eHZCeTqitrlBvdQnikMHRc+rLDR598C7Kr7BhzuEphScKZNRAypzm+jYNnSBEhIhDbK4YHPYxaUZzuel2XYXFeh6+VGy+cI3bP34PXV2jbq17cJiU3uEenV3nWK6zMcVM41VS5rlicjRl6fwufhyTZRmdzR2M5xP7I4rxhNVLF9j77C5BpUGl2cWPJU9+ep/ucoPHDx9y5dIm7/+7P+blv/qXsTpndvocU3hMR0Om/T6rq5s8fXLA8pUL9E8TmkVG2Gpz/OiYSX+KyVMwgrgiWFprITyJzn3Ge/f56t/6Blb4DsygIF4+DyYH5Tv6i3SWXK5MWWf7X4ZCOS5fWVCULb0JnebX7dz0WbdlpXXfL93uTVvHKXSalnIvaSx41vEKcY430pFdyjlXooXGMwotzOd2XtYi9ed6Y2sXOSumBIXK7s9IjIezIxOi7Ard3rMQOcIqFAIi33WzlEBQSdQWi85yQez+C7dDxKJFKQOSrpe2xmCU4z9RLmoXLbffPEcjbJJnAuyE4ydHGE8SVWDUn3Dwzg8Q5hjhhTSXq9xcbmDty5zcPWVyYvEbHs2tbZ785E+48rWvsL17ROXcG/ROp/zub73H2kaTpx/MOX9zg43NFqMTn/pyFVlurL3IY//jP+N07wiiNmvXr9FeqZKlQ06eTaivd2nUJcZ6zl7JFC5r1iTMDiaMpyn3fnoXPT9FnX+Ja1ebVCo1ai1JPgG/ViOInROwtYZsNsdmKck8Z3A8ZjYcETc9mqtb1DodAj9A2yq5FZzsT7GeT6elkFEDzxflKOdh85Q8dxZbKgzwwoh8OsUohVSWIJJuR6gzsgLyyYzd186hM016MkAGAUJapNAYmZFlHr5nHGyKZdxPCBoNxvOc1toVNi8vI4WHsQ2efnaP/sER3bUuB3ceUW10qG12mPd75DLGSg/fg/HpKbOjPomA1XObJNpdD8aCTlPnlecJhgPB0tYGrW6dqP0mCMn73/tXqAJSq9DjE4J6h/3PbhPGU9L5lPnEMA98tm5cQSnFm7/8Te7+4Q/YefllaqtrZJMJ5195GaskpFOy6ZyLr1zh9/+3f8nGV1/lp9//EZvdGmHgYVSN2opET05orG5w790pnj1hqbvF6PmEdDAhqcFg/5gosNjIUulGtHeWSFOfdDQhneU8/cm7XHr7LQq1QHRxhHFr0ZgzQYdcSNiEgXKPZ0uAQiCxViGFxr1QURZC18Xp8iu4plBLkCXQIoQGPEfaNtYFUGnjtMYIjHCTmUY4d2prS/RZnO0BnZuNdMCHEi67HM4AGUfodkVZLbJeyveHMeW+sdTYGA8jbTlKi5I26SSDUpWjszFgPYQqyhCrL85F/HIXxJJSgDAlsdOWML67AOxiiVySQ6X0kZUaaTpGZAGt7S0On+wzCmKCkxmr25bxZIMkS6g3N4njGu//639LY3WdZjXk6Wf3ETojatYIKg22X7rJ3md32NhY5bNaBesF1KIMmRcElRo1C36gsFmOERIjfTwRcLz/jFb9hFGjRnupTW/viHQOdl/gb9WIKj5nObjWOINN5XF4/yHN5Zx0Wmf86EMeDFtc++rrnBxDd6npjFGFh0EwGQzReY7UmtHxCSd7h1ipGZwKtImoNpsUJFgh2btzQlpAkUxptrsUsznWdzsX6YXYosCvVwmUR1EUWA0qDEFKTJFhhOPKycDHMkXYBC9uEUaG+WgAtkAKDxHV8Vsd4o4mz1LyZM5gv8dkMkMIxVK3g0KgUFDkmMyycfky471H6OkhUbxEVPeZzQyFCRHzUyZZnWrNR3qaeKmKnwlO9wasnu8ghUXFMV6myQ08v3+AFFN0IXn2yVO6V1+nUbV86zf+G44//EOWX/qGc3bWc6JKDVlrcnr7Du3VJapLS5gsQdab2HnB5be/CcJnOjwlnWYkgz5WeyyfX8fzCzxf8St//9fpPXtCdafBlZ//a2RpgbQToih0vFGhePXb6+RpwuBgQjqbU6lIgkZEEHjcvjsgPN7jqVa8ubPO3ffusLZeQWQjVMXRT6SbL92lIpyCRMmwjCx2iK6U4ix1bpFmJ8vweCVNuUtkofNw66fSiXoBQ7tdoEQL6yht5XmtdEHxAvO5/VY5ipckHJQUFNaF2iNLtFk6erQnwGWulF2sLBsZIc5kftIClLt8ShceVZ7HnPWoSKSTIRrpdpnCNUOmtBRzp9efN0k/wxLxy10QFwwo4dpmjXFuylLhi6DkKOGePNZQCIu0AdV2l3TQw1pYu7jFn/7b99l9eYON6/8ZtpiSDfp4jSqSgld+9TsIElRUYeWFV0jmGZIQIX28xgbnX22Rzwek0zmtdkB7dZm4HpEkxu3oZlOs8lCBj5lnLN18nW9dvlKidxJbQOxbqvUO9eWINJFQpBwfnqKR9B8/YevGFQ7vHxIu1wltyK337/OXf/klbr/zgCTJmJwcMTvo0Tm/yfTomB/+znu88vY11i6skmvDPJmQzRKCakS9VWX53AZBGGKE4N3v3aLfm1Gvx1y40SafTWksd9CFBpwESlVraG3QxqK1RQpDPkvRxQgjPWxe8Pijh/iVmLhep7O1hrCW3IDyKxQ6w1elq8wsJxknTIYJAkPv4JiTZ32smXPpjbforjXRRYIXeogiRWdTLr/2ErP+AbWV81ijIOmj09zxz4oZs7mimFlWdlYo0hmtToHEojyweY4XNSlmY5SeME8NkoR4ZQ2Tz4AKRZqw/rW/xenDR1RWlomrMZWOYT4Y0drYpFrziashudYwHLnkQSsRSjB42uPTd+/T7sTErRr5Z1PWX7qJyWfkiaHW3WHYThntHxI0OxirCGWK0T5eRWByCRmsnOtQGEU2SxnONVWTkz26R22nRazbTA6PmO59yp8+a3J5q8rFa0tYz4Ncl6Hv1nV29s+DGiWSq90Kzjm9lDDzmYzPYGUp8bAKUYYxWStQJXphFp2mwK2mrISy+EA5LZf6aCmdYawoPQetAG1LbFfact/nRnDPuK7PlLQaF5NSbhuFKLXHLlPIIh01SLoXtUY7aYq0oBfE63JPSMl/LJ1tHKpemkssCuGCzPgFjy93QSz/wBLpnmDaLXd9LLpEnIwunzZ2EWDnYPygUcObjRke9vnKr7xOMc+ZHvXQqsrS9nnINFlhsekIUxiEseSp5O6nI2bjgtVzBasrFXxlEKrG3/0ff4HpsxNqOyuQW1ToY9OUST9h1JvhBZLWxjKBTinwUFpiRYBUgu75i4hAImRA1LCcPj7m0Y++R2N9A6HW0YWiUjX0n01I9CntKGHQS1ndWaFeDygmEUU6Z/DskOd3P+Hqa7vsXN+mSBIoUiphxKTWItM+FeXjex6T/ikIRRxomhcarFzoYpIZ2WhA0mwiTIGeJMTLHdAFnudjjCUb9pCVJkdPnmPShDSXrO4uE1UEYdNjuD8GXeDLFL9WRYUeZAlUK+SjKQaYnIzJjWByekhre4fTR/c5d+0c+x+/S1T9CqFf4NcayKAged6nubGJqjSxxZQgqGKExA9TVLXLZPyMfDjEDyNQ1gVZVZfxohDpuZCkpH9E1Giw+fIrmGzO9LhHgaHebSARBHENigSjAwZ7B/jnNxFSUWtX6ayukOsCT/lMs4z+0wFBZGltrqAwtFabXHv1Gp43JsdjqdPCpFOU56EDn/HRBC+qO0t9P6QY9ql06/i1GL9Sx+QG1apRFJrZwTEnj/e5e/sZ9aLPzs2rJKOEltpj/swynRj88T4rL11Hdi7R781o1r1yn1aGK6kyOc+47kcIVRauhVjNus7RCpC2RIBLZ2xK2ZwwZ/s2y8Kuq9zZQcnlKxPxhASjURK0UW5sRpQEcOO6tlLgJ63rIBdEaVxfWQI1i5HYIPAcmLNw0BEewhqXfW5lqTzx0abs+mT5e+cWpHYMRuvkes78AVc4TQkslbXhL94OUYAUHprc6ZdLG3KDQFFaCi0WqSVrfsE1lV4FGhHdxiqUUYjFbMzw+ZjZLMZMZgjhgRdR7TbIx33mh8/RJ4e8+VdewW80kMJ1fkKnGBUTrSg860MgybMMm+fMU8mjW4/ZvLpMgw23d/YyQKE8QZqmeJEDPLJkhl8RnDz+DCvbdC/dYPjgE/J0jVpnhVrXo9a6wM2/4pPlKb4IyPOc+koLm8dEjRp6vkNjbYnZoI/FIERIfWWV/skneFmCrOwSNSrouSRJcrYuryKUIgwl00QxmQpqmWbeP6G2tglWI6RLpDN5Clbx+J2PCGsR+fw5ew9npPOM1eUYk3tsv7yKlPDT775PZ3uVcxeXnf2V8AlrVbL5nMAXFIlBqDrPP37I6kuvc/roISsXLpOcjMj9hJPHzwhqNaqtKhKDX6mQzzP8Wh2DIR2NyEdDVnZXkaJDkVlsYVB+TJFNyNPCzQzGOGfwPKfILdKPqK2tgNbYwskxdTYHC0vnl9DpnP7TPWanR0i/wvq1q0jPmQ3MJ2OCegUzeY4yy1gJXhSxfqWO1UsUQiCygrBeYz5K8Kygvd4m9jK8WhUpUsKVLmGrgfRj8jRF+a5bKZIhw5Mpg96AF17c4tHHczprLVS7S5YoBvt3ePs/fROdQrXbJJ9nNL0+Uq6WN3c5dBqJKRFnU3ZIRpYmC6YoQRRbSuF02R2KM1Ral/oQW/4cRpSxAIBxRc1RFp3pqwuVkpiSp22tKLPEzdns7JyyF9COK162LIZCSJQ1bqJAIMtx1mqnPHHqGbOIjS7HdOd+7drCUkWjLUa4zlRiziSDrg+UJUWIsx2jWIRrfcHjy10QLS4juHAjgLUGoUt0y5PYQqJV2TorN546d16D9ISD9TUY33EZEQL8iPnxhMZWC6ldROV0aKnVVlh9eZXutYLJ6SmBCt2TFgEiIJvNKYY9skYL/JBs0AckzTpceuMCYazwRAZWkCUCGShInRNxPkvRsznSi2GWsnZ+k2ZLMHrWQ6oOtRiE0UTdFnG9gi5ysBHT8YCDnmBj2yesBux/ehvh17Amcxdx4EOR0O+N6GzvMjl8RBQ6Htrekwn1GuS5JhtrGn4dXcyYjjIMhvpSFewMYWtYLCbXFElBkSdEtZz3v/97SFHj0svXqHcjqt020gtQnkcxH3Jwr4dUsLnbRlF33Yj1UcqNup7nU60LpFojG81YubDKZDBi97Xr9A+O8eoRvfvvM4hbbL9wE7/WIKi0mU+mSJMRRCFW1tDFjCLJmOUSk8ypNSWJFfTu3qXIEzRVNq9vULU5YdzAWo0lwpA5xF0FkIrSaqUANDbLscmIar2GLnKCyK1fKoHg4OGHKC/CCoGxit7zAWFg6XabSM8BN+loShj5FHmEkIZ4qYMUiqjZQPo+RvoYrSmygiL38fwZQoX4Mmfl3AZ3Pj7ka7/0FQjqpJMUW5yw+9JN8JpEcUE2z1FBgPLX0AuKihR4Vpa5xYWzyxcl+UU4krVgodhwXEVk4EZs6QAP152VRgq27CSVc5SnpLHZxb6wtOk/E9j5gNElj1AgTQnguOWmU7DgbLesEWWX6aY3IyTCLBy73LkWJhC6NIAwi/lbOZduF3tgkcXniLGSlH6lDn6WpRO4sAZthYtFXViB2QUT5YsdX+6CiHB2557EmAJPiTMDyUJbjHQLXWssZwnX1gnWF6iTEaByhVXgV6qI6XMKGTB57sKvPV8QVBR5kuGpgN6n7/HRj/fpXr3Kyu4y3fU2ni+RUhK3O+BFpMnoLHVsMtL09voEnQ5hJafSrpNO+ujpEENIVG8RdetkkUD4FaRQ+PVdVP4ihckpshwprNMla0s6HGOKgnw+YT7MuXRzi9nxI05OfLLcIGyBRTGfzqlFIUJ6zI969KfHnB7lvPFrb5LPpuTJjDt3B3S7Plp5NFohUgoqgUFh8CptrBEUecb8pAfSIozC8wOWz1/l55aXOLx3HxFVaaysIAOLTjMQmrBSo3Wly8H+nMbtQ7avKIKwSukMQKVVJ9/fo7d/CqqO8hX19TWWzilslmCnRxx/+hFes8bg0cfUl1dpmQKCEFGkiLBCMRthhcTKEDCI6SmeLfCqK3z0W99j6dwmwozYu/OE9OQRfqNFu1UlswrfF7TW1wjDCEOBNDlG+ChjkCKgvbVEa6OJFzTBpggTIjxLdXmTy8vL5POENC04PU4wsx5aVpn05mxeXXX29J5PVlhCz6IFGBGR6IjZ2CCLKVanJPMMlU8IKz5RtQ5+yNqVXSanE37u6jZZMmX45BFRu02t0UQE9XLw9PCDEoRQTpJJIfBw1BR8CVohpT4DNxy8K13zsHCitm60tcI6gxnhFCLOxBUoO0mMs8gzyo3TErDWdaAu0rP0KNSLiuYgZLFI0itXdqKk5bhp2eW1GOtWUUhXCKVxrBEo2XO6pPgoc2ZPhhZY6faYTnNd8hGVs7F1vMUF2u1+XSHEYmJGlI43khKV+YLHl7wglh8w1onNpXZ/fOs4R16paZbSRUgK3BTt6DkFKOl82aQpW3OP9pUdtM7oPThABhHPDw+xqsP6xRU8DO3NVYS4Szo85v67Cc2vWYyX4odNjLD0Hj5iPs3prNTwKjGPbz1j8+oGJ3s9zE4HKySNjRXMNMavtR1p1liiagWrPIpZjih8N36VAUwYwfD4xDmhVDy0MSSjMUcnIc3C4K1c5r3f/mOuv1LD83P2bn3AoHdIbeUC19+8RKVd5/zX32Q+fI4pcoLlGnExZWddEXSqDA4n6DRDCsHyzjJBrUE6SxBKkk/nqCBGmhwtndpDKEXQ2cTbjvn4d37A0yeWV755gdCTpNOCuB4T5WN0COcuNyhmI0wtRPgCFcVorWnsbFNfX0fnhUPDlXJ28FZQW9tklmSQJUTbAbW4IKjXEVJidIiSAbkV2GKGJEN4HtWVDbQ1zPs9Lr16gYP7D6m16myfb9BPIzbWWsynGpuNyTOLNB2EjVBSkudgkwmq0aQo5ggT4Uf1sosIMEYzSwyDgz5xPKe9ucKsd0Q+HNHcWieKBB/98Xucf2kXa3IXd1sJKaxgPC1Ie88ptMRkGUEYEC21OH1ygC8Ena0OQc0najSZPnhKY2edfJKSTzKCpQ2ywYDWxmZJWC5JzcJzMjsrURiyyQmyuYz0nMW+ObPaL3XEwrqck3IEtdIpVFx5cNQW8edGa/dzpfHqAhQpSu/C0hvROP4NUhrHBbTCpR5Kt7tTZTXWSDycr8CiKtnSmssr1TKuiDpHbi0FftlNOn20u7eFso7WZEq5IAZjSq/DsksuuxBXA6T7vdD8vz67xYjvoge++PElL4glfG8NUmn3tFGOeKqtk4xZXZK1hXGOMwiMVI6sLFz4vLL28wvHi0FK7t02LHX3mQ5nrG6G9D69x2gccOVb13j7O/8R9/7sLs21Gn7Fx1pFOk/B5ARmiogrzAZj8oOnNJpTZ28U+CgpePDDj1h+8RqNbhvrecwHQ2RcIQorDhmt+CTDCYXnnmqz/oTZtM+0nxNGEZ3NNtZkVLt1gv1Dbv/xcwpd5fKLNdYvbmHShI+/+z1WzzdJTvfQ+U26m9vc/f6PsFKyfeMGwvgsX9lGBT79p0dkmWJ8PGDthV2iOMZaSKcDrAnwA5+gETA/nWK8CFmAUoL3fvQRaj7h3Nvf4uTDH3K0t8bGhRZmMkFXPO7dGvCd/+HnUFEL359iihk6tVjhg4ix2QSd5VhP4IkS7dQFBQFP3/kzTvuW8199jXZTEVTaaFOQj2eoOEanM6QyGBlglUdu4e73fpf7905oNGH14hWufOVrFJMeQaPN8umA6dxQaymmJz47L1wi7q6Wxs+CSKfkSYbILVF3DUzGfHCCxEMrhRSW0wfPsZ5glnk0ljVL26v40jI+HVOEIdevb+FFEYYYT0wxuWbQO6b/5JSw1UZIj2pnCa8iqFU8pkFArVOnvtQENMPDPp1Lm8xPxsynCZ6UtFsKVq6gfA+NQBvtlB524W7tujuv1XUEZC0xJkWqsMwfcfcDJVFaWOuKoXU7NbdjxhVAQOrFOF1AWTAdKlyi1AukeTEmW9AIR4HR1oFYhS0p4gohQElNYQTKljaFUridve84ohZZdppuchPWOlUJtnS3Kd9rqbsWJbXIaEBZjNVu9bWwA1sQyYV2Lt8LniKuwXRdkUWW0alf9PjSF0RpC7doLZ9cQEnUBOuVEiWFu1jIS25i2dJriVCFIx+Lkr5jLFIEvPkN+P4//YxKZ5XotTWWdj2ix4+ZHPdYO7fJlW9UKHKLyC2WDKEM0vMIO12YpPjNJkf3EprnL3B06x5LN1/k6a0fU+1s8tlPnvDiG0ukXo1cWMZHI7Yut/GUoxioSDB6ekRtpc2kt8/+/Wd0L18lG58wHvg8+PCA7u4qGy9cRKZjos4SeT5HegFW+OzcWGE6Uyytt8myEUL4rF3aQYZVpAfaFlgvZjpNmfT6xBGce/Ul58Bs3b4yCEKsChFCoK1E+h7FbIbxAuw8Y358wNbuOR7+6Lssba4hRUHoe2R5Tj5L+NXfeBM/bqF1SqE1YVRBiQJjU4zxUEGMEIZkNEHGnkM2vYB0MiZXmsaqoOjvUzSv4AODWc6kN6O9FFKtuKAkU0xQWvPO7/0e3dUOb6xU2H9whDm5i+A1wmaX0cnIqTz8gKXdFdZuNBxPDcfNyyczTJ4Qt2tMhxMHxlmPsLuCjyLLpoBi++oKKIFUFbLphDwrqK9tUu2cYrOUoHaBZDpBaM1kNiPPJSqqUV/xGfX7tJotah2FTgvyLKF7cRUVxVgUVqfEKsMUiiw3xFWPsLnkKCxKlPs/W/oXlgqPMt/Y0c/L3aGwSMpwJVNGAJR7QIx2CXm4/Z0RCmFtWS+N+76S0iKMcuM1ynVUshyvjT0jTsiQDQEAACAASURBVGMXA7zFFALpgdF24fFV6lMsRguUcB6MYkGFESCNcsDJghspP/dLFNZZ+jlmjHS7wlJ6JxDosutzGj/+nDGFI2xbrLMEFAtinusgHVFdYk056v8Mx5e8IIqzD4FyHyJKsqX1jbOiUhYKWzo8yzM7covEKIuyXulaqdz+TViE9Qi7V/j5/3qF27/7u7z/3Z/y1q98jdb2ZcxsRP/okLhaJ5+nhBHYHFQYIa3CiDkygHQyI+2PmA9GNNa6dJdriNOYeZ44hE51sLaPN4e6Jxk9s4SdKp7OAUNn9zxSapAKTwmy0z6oDuQpy0uSo4fPySennL+6ST6bYaTm5OFjjDZc+PpfBV1QEHLrhx9SjUPO3dwhmQypNDpMjocIndFY6VD7youMnh4iPIWxwl3g1iClCyW3FpTwyTV4ymeeZMgw5MLVdT5775CV6zfp7Y24/vYqWZFxcOcpldV1Wq2IvEigcAFgUnkYz0MYHzMYY4RFqYDK8hpGp6ANRZES+5L21g38qM5sfszB3QdoY5jtf0RrfZ13//SU5uplbr55HiFiRCQI1Jx2VSBr5+gkhqXz5zH5FBnUIM3QUY3GcpX+UOOdnrh9p/HwFIS1OqLQPN8b8+j9d0EEXH7jOn4lIilydFIQNmuouIlUAcKXFAUOHRYSnVSZaZ/Ro4dUWktEkeHJh48Y3P8hcXuXy9/8OvWVLR49OCYYeMQVhedXEFiU54PIkXENFUeMDk5RJETtlRKwwMngSq6dEBaFJBegbKn9NRlC+Z/TYOSCXl3yER0p0eGpJYYgyvWEKMdUad29QCFKVUhJcxa4bk6X3onCFUHliIkL3xh3vxW485dosC7dZyj3fSXr2rFAFig0uL2icACQK7slFKw4ew9a25I658jk1lqHA9g/P54Lp8Yxn5PKF8VwYRbruuKybsi/iCOzWKR6CXzP/XHdx+ySumzp5iFKIbotJFK6lt5YJy0yorRLX/CVzuzSFV6wxIWvvErvDx7y3X/2Hm/+6g22Vzv0nx4ShBZPSvJEkguJTDOkcYqZvbtPyUen1FfW2Li4jpGWIs9pXnyRR9/9vzGyRaKvU4s0eJYojlDKQ89HyFob5QWARQqPVmeZ2fGQ9YsdJ1NTHvVWhaXNKdILXDHBR09PePjpHTptH09oqts73P3DP6R+7jri9D6D50tYW5D7huWaot5eR1sDWUJne93xwdIpWrlcX2ut27MIgZ7P3b6qGhOJIYURtNY2+Op/vAXTPjdevopB8OzuU7Jpj+zhIXrtBstRiE4LjBGoGtg0wxQJqlVDJgnW5q4HkZLcGFRURQqPMBwy790mqK1i7JT+k2d4zRVmvR5rG12ytMd4skUltuRDy4u/8NfZf+9PKcaPqaxtIaMYL6zhByGVBqTJgPffG9GuSIwVrG03OLzzGUpBpd1lebPNn/yL32dtp8bO9Rf5+A/+gM3dVQovoFLtovyC/sSSjYfUmzXaG6tYCdm0QEWS048fEIkRca2KiFeobiwz62+SZXMmhz0OHz6mt3+P+IXrLO3eRHY8pPTIMsO0P2b1cpskSRH5hKBdR+C7CQbHKbR6gd5yxudzYAdoGbmBsBwdrbRoY11HqYTrzIx7yH9upqBLeMR5IlrhxmqhcHQk6aSjtjSKVaV8jgXlBru4RVi40jvisytuouQGu9rmOjyLWwEtUG6rLUoqDPqMymPt5yCJ635tmc2C2wkuFDVSfF7kyr1gIcCz1hV2Y8/qsCjde9zbUWevJ7Q9e0B8kePLXRCtcKFSnqXQAqsLbLn3QErwJabQ5ZMOlFwgYeUnsUjhkhZRCIRcxA7g/NyUIV67wctvGX7wOz/g0SfrdGRGWC2wmcVGirvf/5cE1/4ml7ar2DxjfPAh1eVtGhuao8cDZPUi9354i+7WMqNnD7n69s8x6fWw6RzrVRBRgEUh/bi8Ih1ijhFYD+rrK9zYXkGnU7LplNz4mMEp87FGmSOC5hpFNqbSXuLKixeYDk44fnif9s4mYDh6749Zu/QSUbeBTSYkz59S1M9TFBrpKWQQoZUin87cRaLnFLMZ0vPczgdV0rU8dDrj3/+rf4OyU1bWFQcPxlz9pf+cTmXMsDcjObrD2u4lPvjBn9DpZwymL7K92yKKPZKTY7xGFRXEFNM5yldg4vImd/KxbJoghKS2skmgBNYPWDl3nVq9yun+AZlfJ08US+vLPPvoI0RQYf3CNunEY6y2GDy6h3x6H5PnvP7Xv40nLEQNHn5yyOrOKs9uPSHyBXkb2qtL5MYyHw5IugEvvrpG2IzR0yNODgdc+8oL/P4//3e88PU38WOf2d5D0uEBM2vw41+isrREnk6xStLsSKrNc4StFljotqtsvLTO++8/4OTZU1a2mwyn21TDCu3tJQqrXIeJTzav8Pz9T2ls1GhtbaPNWe/k+HSy3H+VI6CVApsZpJLkuF7QCAeRmIWzjHQZI8KWag5T6ohLmy+QpeMLZQenSvPYkuBsirO94sLCfxECZQqLKCNC0cYFvxvzee6KcUM8qtxZipL1hiukorxvkaVnjRJI67lcG7ug45Twh9Bln0fJs3QUG7uQDBZlgS75h6aUzgix8DYoydlWIG0GOPqUZyVn1tlf8PjZBu3yEEL890KIj4UQHwkh/pkQIhJCnBdC/EQIcU8I8b8LIYLye8Py3/fK/9/9/z8BYArHF9R5+XZLTiKuqHlCloJyp1OxuGxlt0BW6HI0QYIVLk1Pa9yojURaTdioIlJDsv/IhZxXGghfIjR8/KefMXg+RAQK5Usqy1eZHX7KLGkQVTTKWmajAYOD5xTplJPjgvXLO9Q7DbJMkwwnKN8jnWcUWc7k6Bn9h084efiU6cmU2URjrA9hk7C7QaURE6+usfXqDTbeeJPuxQ3WXrhCGEpaG1vYwrJy8RLSi7n6lRdZXe9Qb7VI+iekM4MXRgjpuwtMaGwyR89z0DmmSDHGUiRT8kxjM4NQwiH0gVuCN6tw4bXrjA/HvPCLf41ieoqwEZWKR5HMwIOV1Sor57vsPThlPJPIuEqeaZJByuDoGF0YdHnTFEpS5JCbgOOTnMO9ESf9HH9ph6i1SlH4dC5c5MIrNzh//SI3vvYqWWYYHZ3QXa0zOZ1x79YH1Dik3ZgTtRssXbzMcJhx95MZMxPS2FwjPz1h43ybjasb1Je6JNZHeAGqUuXOB6fkImTy+AEHJzOaG+scfPaUa2/coFqpMT3YR+optHdJswhdZKTjCb7n4ZmMxuoOMmxS5Bo8yZ39ET3/OsdJh4AE64UU2YzOS6+jC0nv4SnpNHG5w7mmtS6JW0sU0tn2Oy2+QyGkcR2f9cqgpLIgOQdF6+IFsCUv0mLR2NJA1VpnlSWd1TWIkjZT7tlK1nS5h7QINGpRGRfDpXDZJtI4DbFVspQJAihHv1ELHbLrN4TQCAr3XnDFyqG7TrkipHZ0OTSmAGsKdz0I52u6CKVy3guLMbd8z4u9YGkca3CjuTyDfsBa5TaY5d7Smbu4CA0nlV78fv8BeYhCiE3gvwNuWGvnQoj/A/gO8G3gf7HW/nMhxD8E/kvgfy2/9q21l4QQ3wH+Z+DX/z9PYh0nShuNJ90fytoC/h/u3izmsuy67/vt4Zw7fvNU89DVXc3m0OxmkyJFSqKigZTsILFiIYoNJDEQQ37LQwIECJCHPOTRb34zoIfAEeAkgiMpCm1KFCUroQZOYnPsZo/VXdXVNX3jHc/Ze688rHVutQPECWmAaOh7EdX11a17zz1n7bX+0yoeiSoy1UHCGS3vTZir2KKeuoLLYllukRQVe6QIbU6Idwz3r/Dzv/ZTfOfP3ua1l+/yoU89T/QLFmcnyNzDo1eZPxzhw4D+uM+VJ84xO56zcfmKEhT5hMHOLvM7jsmD+yyvrDHarHEkpg8mfO33vkqInsHuBr2hJ6eaqzc3GGyMWBwec3pvSogO36/pj8bUvW6usH0Y2THYu0ReTrjx6c+AD+Smpbd7hQ/96jWaeaIsZriqT399TKhrEE87S5TUQtYH2fUHyOyMMBzi8gKRSJo1TM/mVP0BsV9R9wMnzQ5x6yIvffUHfPAzLyAO4toaV557geO3XufcM5+m3t2n+fqLpLNj5qeOajTEAdXaJsvTJTEk8mxGi+PO9+6wvjkmVDX1Zo/Z/SPuPDpl59Ium3trxMrD+jp1SkQST3z0CpefGEOuKNUYWR7x8O4d5tNAb3jKydkxi7TFxhB8s84b332TC7s9mmlie7PH3VuHPLz1bfav3KA33iT4xNnZgEsf/jQXRmO+/2df5fUfPuJjv/hpNrZrquEBuW3Is/v0n/44VENcKGQX8aFHaooGWzhPni147sYm0ze/yr//dz+F+D7L0/v8e3/vP+Co9Tz62otceXKT0g5ohlqMegdPEYrXwucdLpk5t3PHiccltABYQdDUar2nIZOzEawWy7ViW9HUGhAbSdWD7YpDJCESVZ6CEpDaxYXHcjYbN5WYMKGONYEiJmsRb35qv1ol4JLDVd0600y291qcIDmalzroYqriNHHHRlpxZv+zkdvZfK6aSn3wHdZoOosG6zYFilnzvKPbteelkF1YuVOUXQ8/1sj8Y+9ltoL4l8BHgVPgd4F/Avw2cE5EknPup4H/XkQ+75z7ov3vv3DOReBdYE/+LW/go889J1/64z/Vz+WLFchOlZ/1yxdwwciWoGGuii8oTV8QmmWh7gW7oIZCNqcUN8ADoaopkmiPbzObCbltIVekPOOvf/932H7ip3ju85+mnS4Z7u6Rpoc0s1a/2FhTBc8rX/kK490+axc+zNrWiNjvKQYeKlJaMr1/yGwqTO7d42zeY3unx9rGgPXLezgK89MZIkLd8/jBBr52mgtnQLML2sG5YvHxFKQtzM6OGYyHyjuVQi6OdrHABQfe086hv94nOLXmpdRAq7taQnS89fohi3e+hx+sk5aJpz/9PLe//S2IY3w9ZnF4m61nXmB3s0eSjBRPO5+TSqaZJKaxx52XHvKRjx0w2B2zfHRCs4RYOdom0ZzNKThGO5tIaaBNNLMlPniqQY+cA8ODTapK2coQNAkoesApzOGk1U7IqRSF4lmeHhHGyig/evltJCZif4Bzwundh8zu32Ztb5tbbz5iuL5NM22JoaK/2WP/yi7zBw+58qnnLD2okB7dx9VD2hKQdo60MNpbV4mLAylLKJ5FKZy8+g6be0PqnQOcL7Rt4fT2Lb7ylVuszd7mox9/CnauIm3LqO8Ynr9icVwaZOqy3scueC1Okq3L6SK8OrYZTbEBhIbg6tWI2pEbYr5dVyBbJqCXQilWIFZrBKDjMzyow6SrGN16X8xb3F1rHXq1VFmGorOUGpJQbNWd849DJrzP4Cy9OynG9zinsHQWbG1QMDui+JUbR99OxluBLE5WEh0n2IFhhc8Y6NX1EN5T6D2/8vnP8eK3vvUjlcUfu0MUkTvOuX8MvAXMgT8EvgEci4jliXMbuGj/+yLwtv3d5Jw7AXaAh/9v/4bD2eat3GnUbQm3ts2eokm8HUuVlaXLdtHEOUIJDIbFsthU1+UC+Gpd8UU6MWeg3riCr444e+sOedhj0I/sX/sQ+zf3SI0jhJ5m7413qNv7iK9JOVNS4uYvfA4XhHa2hFBBqHFZMaIQh6xd6LGG4+DJ8wgKOBMckgScMNzyvPXd22zsb1PHRN02LNtEu0hs7O/Y9jPRSK7JGW0ulqnYMp0s9c9KoizOCP11ctPgJNPvr5FmU1LRkNrQG0DsUZqG0racvP4XXP2pX+KVf/27+N4lsgRS/wKblw84fvV1Lr/wSf78f/k9fuY3fo0oie998yWufeASd37wJmsXr/PSn73IaD3y7a/Mee6zTzDa2maIpY4IuPMa4CmloSwDi3mmkgofI1SRPFlw8tY96mFfdaMi1Bvb+m2XhC9CqGvGGyMkqHc1C4T+Dq5oIOlgb4NAor+9iXOOzYMdpNwkNws2LsyYHZ0iXjg7LjRn91jfvMC5J54HqawTD9Rb5zk+ntDrBap6SN0bUVCpSbNsbYRW0fC5Zy7TLBOTw2NmR2d4t+Clf/1/Ma4d3/3mdzl3fo9zG9fZOhgTxtuPH1JBu35Ll8kiJnmxh1uCFgpnqTCiwmgdVys6nsBZgUiW9yfm43cIJIUqAipjKT7jsB0q3Yi6Cj8UVWAEvxJal2Ido1McsXOJdO6WUtQpolhkQcxmJzYO56AwVIf/iStI8WjNdCstoTpatPstAbXndp9N20Irfv7x7mfXuWxUfeKcYtPO3msJ4FrUxttd7x/x599lZN4C/kPgOnAM/K/Ar/y4r/ee1/1N4DcBLl26hJSM9yrsVR2UtfKobip69UriVNckORNwqrSRoidM6wmuQxaSgrwYllLQRdjoSRdHO2w80Wf66AQZrnPugx9iOByCJEqsCL3A4mxKb2MbglBJQUrF8mSK7zmq2iNlQUqeykV8EV3NmTLiC+3ZRE/L4YgY1MNZVZEQPWujBucy+WRK2lojjjxlcZemban7PXKTdMlVk2hzoqoCwddIO8WFQHvW4AZj2hZiv0JaxQclJZxPeCqaWYtzc0sVTozXD1iePWL3yU8Q0xLftPTTIw5/8A67V57k7OSIrd09ynJCEyqqfo+XvvI1NvYv0hwdEkKhLWvc+MAGy1lLrOa4oAVPp7oC3qtedDxi2FfXRE4LFrOWJBXtomGw4TmbNnz7T16jLYle7Vgbjnn2Z6/A7Iyjo2NyEnwVGW70NW5t0dIslww2B0iOLA5P6G1sEaoh4gqh36fe3GbtQkJyy8ZkSm98DV+PtbsR/f5TUYZ5eTSjSGa0u0EKhdLOqXqBWEfqvU3aZUsRYXY4Jy+PEakZVBNksMMHf+55/vf/8Q/4L/7bv8/w4Cmox+AVGQs4LeIIyWQl3dpO7XwdXVZJdppQo82S4CSgI7MGvWrTpyENvhRycIQsK0trl1mIESW+k6lIIUSvKeamYA6i1kPF+0B4nK/oSjHhcxfzpSOovi/dxufAIr9k1fHpVkZM9+voPMjd7miHulE60kUXxemRobeLp3TJ3ToS6usUu4/Qsd6j0p8u7FazI716oX2X7vOj//y7sMy/BLwhIg/0+rt/AXwG2HTOResSLwF37PfvAJeB2zYybwCP/p8vKiL/FPinoCOzo1PTG2IoenN5w1ByMXGqFEpwBBf0v3m9gCUZq+yt6LlIssQN9W2qtCAJ1IYa+/6Aozf+kJe/+ipp/TxPPP8hNsOQwcgzO2kYrEfO7h7ShpqeW5KpmBKoF3O2d3bwUQt0KsL8/gMmh0fce+0dmrMHhNEe55+6zut/9H9Sqsj67iakwBMv3GD9+k3m7z5kuDck9vRGjfvnFEeUQggBlg0turw8tYK0M3w9QPKS3vaYvJhSqCBXhOAIdaDNCyQX9YyGSIxeT3/nefJTHye1GXcRvV5NZv+pD7A4epfjew84OZnx9KefM/A9ML2/YHt/H9/zFKn52Gc/wKOTzPTeA/YurHP29g85PFtjfXvAsK9ypGUSTg6PCHVkZ32b2POUoDf38vSMqt+n0LKxWfGZv3WDxdGULJ7BcEB/vVbh9XCIOE+ZniIh4aIK8qteTUkBHxxUPZbTKXUlSIyc3Zsy2lmnGvQgBgYbFal4ylK7suOHM3w7xdWeen2L/esjnI8sl8K9V9+iGtR4l+n1BV/XZCp80YTuUo+gSYTRAT43fOWLf8knnz3H6PKH0YA6s9cpl2zSEdXSFXFqVSt0yftWPFTS4pyKoSXqPY9zONEdy2rZ19T05dkp1aDCxZE+PNn2NJsruism3kMRbzikCb+lC411VtiArN3WaqVoN57jcSWrta7DHYuN7Fra1a1FF8yqpI/3ah3MWcdhX0Q3+zmNHOs6RXC4aM8iumNFkpgrzYqd96s0KykOoqykRd3ojH0mKTbW/4QTs98CPuWcG6Ij8y8CXwf+BPh14J8D/znwe/b7v2///1/Yn3/534Yfgl1wp19YBmWSV6GS9oUhZFq7YLYW0elphwghRgu3tDiix7eLJYKohCEa1iKihfTKJ36e7Ut7/PH/9Lu8++e3aG5cZzjcYxou8/SnbkBpmNw/4c1l5ODCgLe+9ibnP3iV3fNB2e10xuTOQ3DCrW9+m3PXt4iXb/DozdeR9jzr++fIe5c4/M63WN8/oJ0uaU7fobQLhtW+kkXeqX7Me4tLCvh+jVtOaedzSIU47EEpOsqUrDeLLAmxTzs7JedIcEJxkZJVduQHFdVgjJcW8RHfZEIVEefI7RIXIoPxGmvnEwfNQotuqGlTwxMf3AU8cTCiGgZwNcMtYbld08xnlN469354yGI64dLNA5K0vPTlLzI6f57t85e5/errPPHs02TJvPn9t6jdjPbwHoe7NxlvbbB9sMFwb53pPPHKnRm9R4Xzl7cQEv2NEXFjh5wzzaLF9wKuSUhpaBvorfcpbUs1GlNE2L4y1HDTJOTJKa6qWE6W5CazfmmXtZ0hIY6ZnixoJhOaaaA9mxByy9pGjyxCWiSgz/03jjh99zZXn/8gMQakXailbZ5wcsqv/sN/oEvJDPQvTcL3atXIZmN6nZUPp95hF1h1jtlAMIX5tFiYik8nW6tOghaeQqbe2NAE8JUIWQhBGZLO80wX+JoFov7ZSvJS9OB2gJQu5DXoagtjmXFZi5Ql62Q0zqvD/7ymK1hhF3t9VXWXUnQ1gLEl2Xt8tk6YLkqirIIhXHBIKErCBP072s10HKPhhWpGU7xSX8gMF9ZnOjPU/CRHZhH5K+fc7wDfRHOV/hrt7P4P4J875/4H+2+/ZX/lt4B/5px7FThEGen/jx89VfQLyQoSiMeXAtEhpvJXRklTdp0Nwx3YJJI1eRnF67JXZ0W3k0VTgpWA0NiipONBvcXatU/zd/67z7B892V6+08h+ZTvfeGLPPjunM0nPsDlCxWX2lO++cWX+dSv/RQx6BcsJdGeLukPeyyXZ6xfuEjseVyes3V+n3rUo14bMCj3ufgzH2K8Oebk3j1+8Gdf561bhRf+s02e2K9w9YDBoNbP5CNCogBVr296v6lGsPtAmzJUkVALhYqSWmI1Ap9BKsKgxqWWxdyzNtrE+4C4muCUAOmAaR9UKym1qrrcWSFs7ZDbBQMcHBwgXkjLFu8ji+NH9McbxFgxPz4i+praFepBzfTRlLI45Jmf+yx3vvM15ncOGW1dJTlhetqwmJxx5RNP8vY3hMXDV5k/2GTviZ/m9P6E2y+9QawSd146JD25ybvrl7lwdZfBKDC5P0EEti+OoT8iUkE7Y3E2IQZYnGioVFou1LonjqquaNMZD+/NqNMJj+4f4aoMYcz6eg8vmVh56jWHuL7KS3ygnTyinReWZ4esbfWZzgrjjZr2+Ij+7j6DjSG+d/5xUbDuLfQrXFb0O3gLNEaLgHNQoj7A3lmijVPyzAsq1u4mPpctFAMkBMXTguCyysyw1Bl9vwVp9bV9MNyyiJEmTtcKFGsvnHq4MVxen5lgSTXOWkYdPbUxUaJCMUd9NrUQ6FisQvPVY4vTRS+GOVrIhBPrXLsib3BYUbZY9LSwcAeUYLJ4v1KEUOw9dwk6j2no93SE+j6Ljeg/6s+PzTL/JH6ee+45+dIff1kLl8lqimQLk1RsJPpAFvU5BikkUZW+d56E4jG6clEFptkQYoM3VFbgiyYLe/Clo/MjpSxwvrJNZMXcm0kV+KVA1hu9OZqQfaA0S3o7u9TRMb37Dsum5bWX7+Om91nf2WPv0oj+9h6Tt9/g7GROCMLuzWcheGZ3X+bVv3qR6dlt9vZ3GX/417lwEJlNlgx29xhuDhRzyi3Td46oN9dxvpBygpQ18KIVnGtxdV+Jo9xSCMiyIQwHSCnk5AheaJMGg4qL1KOK4UDdM1k0pUQoGDulOrJit5pAXk7x/Z42H9hNX9RFIKkwuX+Xs8OG4ShQj/ocvvod5qcT1g92Ge5dVQ2dF775hT/kymd+Gd+eMj2cce3DN0hN4fjuA6g9oYEQJpTSI452GQQYn9tiOT0lT5b0NgdQHE2b8EBvPCT0a/JiyfxsyvykgSiMNobUgx6Ip02J5njKW7OKw+/fIrcLbv70DV778xf5qV/6KHWvIqdC3Vsj20J2kTklCcvZjOM33uT6pz7G0Ssvc/DCz6rDwjuLqpLHQuNumXrBAgtMQ4sSJtEXk6AYiyx23znbPmcYnHdYakIXx6WFpVvj6SzdpnMXrxwtqB/aG+EgWHBEhhwsPEJWsQj6THjMeaLvmcyqsATXwUuPR3DvxCApzSIsrpvOeLycynX0r+jOFAeSNdnGG3PdfT7nzPZn2zW7ibcEwbda/LpOsCPtQHvVlSNHOoOg43O//Mu8+OKLPxmW+Sfzow+bdl5+dVKIeAu4cWTdoKxjY3DWRXYrBgxoFmW0utZd6TQ9CIsvVC4o4VhsFPCqu/f0IKjItOBsf0tEbNRIs1MePpjTH3vS5BHf/8qrrD/xFE9/4IDQi1TNGfOTe+w/+TT9kCijfaSFjUsXWE7fZnRul7qGL/72FxgOx+xe2KW9ndi6dpXaPcCHK3z7y/+KNJ3x0f/4P2Vnb0TlI731iLRTiI6cAm0D0k6pqgjek+YN/WFNSZDauXYoywbJGd8fIA4evH2bN7/7Glt1Iu8/Sb/MyMuWGCIXnrqiN2So6a/r5rw0m0Oo9WFwkdjo95MQlvfvMtjeBQIpFfx4j711ky+5JXs3n6ekKaUtWmhDjcstn/hbv0KanSCjMVuba+TZGUjAZ0cPYbBTE+rLhF4PHwOxX6kVcDigXuuRi1D1KnxvqDFUsWJxeoLgaGdzFievU40vQ6nIi0DODd5X9DZHnHz1+5w9eo1eb5cf/MEfsH8+UuZPU2qPix4i5OQJPtEuPT1XWL9+g/2bNxFxbDzV4JylPUtQJt3btOE0DRrQABLraIpYYINp87r4K5Uz6zgNUfP+2/oz4wAAIABJREFUACeZLqS/09w6Y2u9HcrOddSEeXtt0hEbv6UI3jmN/xenHmWNywaX1doqKm+idAXZVBreEUqhiGk8LHKMoitAy3sww2ICcoTVKtNgy6XwDrHP2K09RRwiGZ8DyRmWatgqLpit0D5XEtv70nmm9f3Z9lEed6sqyZOg+9p/nA7xfV4QNYqqiLLMXZTRY7BXZ97isoLJSb/U4p3q7sRTXCHY/12JnZ3hHaUQCEq6JXSXRwUkW/VoF7uz+5VsX3bWlj4Oe8xO3qSZBNYPNunP/5rbf/J1xsP/hGtPXcB7z/Ofqbn/6jvU53dIzYLSq5EwYPv6dZwIeTmlXtzh5P4j7t97nl/9jc/hgNH2LouzM5gfUvU9f/bbX+DX/su/CzFQbWypUd87Ju8+ZHL4iLWtMa5oso8j0TSFkoRY9ShkJOki+boRkq84feMWT37wMqf3b3H0vS+x/+wTPLhzyPoTH8G7Kbgejob2LCIFqtEa9bintkMfycsl4KiCEM+fUw3kckEInn5cIgmqHriwCQG829QbvdPNIRb9dIkSMtIk0/oF1na3iMMacZHgPGnWmltMiMOa3vq6Pl72bDlZTU6EekhqTti5tk9vGHEEeutr6r5olAV9+91ThGPWewNc3XLpiR3eXWwz2tkgZe2AUpvV/SUZSUt65w5woQKgpMLDH97mwieurA5a1Sp2qS1mFvCCsx0kJu/TrXNZXRghOZMdFuvWHDQTqIdaW5wnSCCbWDqI2FY9pwEitv9YCVlHcYFQisJC4nW5fUqI7/bEdxfLWNig0f+PCypWbC2uDQCVCZVuLHYZV6IWm6KJ2Z1GVt+HrFJ6ijNLtHmvRbB9K0scfX0+g2iB9hohljp7n9elU8U6aO+0Q04m3NZgCIMDOsgB8F4gB4XRfoyf93lBNCbKJcgdLW/fBQq8BnG0REUNnIpdux/vUSIhoAka71W1dsLfgPlLRWUIyRGCabDsRpbgVntwnbXmwQvzozu88S9/h0keI/01bjz7Ifr5FhuDKe30jNBboxpkconMTz3D+Vs8WIzYu3aeUHti6AOJazcuc296E7c4RKp1husD5pMlPgz41G/8R0zvvoVbu0LTCFXIuOARlyiLBSwXOOnhS1Lm1gekLQSfINRIaZnev8+yhdAbs3t5zDf+5y/xkZ+7xq1vv8ns7BHD/Y+w/cQzbF4Vgo+EXsX0+B7B93C9QKgVE8N5fKjJUjh7MMWTibWOV5LB90c4H/BxhOsFmmWD854Kh+7lSBom4D1NY++xiuQ55OIork9aFErOuNlcsSYSrorE2Cd7x+LhMWEw0kR7OxnLYklxFS462jZREakGa+w8uYeUljw9xfWHBK/huzuzCZMrN4inU268cJmXvvwlnv/MZdoSIQRKpcHCSTypaYklE3sqo8F8wHvXNpU/ds4kJhqVqk9l1zl6k6AYvOWcxvU7CN6RfQYJlngD4JBqCFlWY2uRTPAqSs6lGJ6njRrRONpiC9+dt/AFkyYXDWR1NlURTPoi+gRRujFTVt1jMT2jFjB9VqRbJmX7xMXITO0XPK50Gl9REsShp5M41T8GhQEI5lqhp5836euklKjriow3e20w4bfoNO91rM+ihyjmofaiWKjGgzmcL2Za0NDoH6dFfJ8XRJQpDjaSvCevrdMaZayLL4qiqEjTWuyO3cvdKWJJODhc9nbS6inpvYpHSylkVJArQUeglYtSTObj9KSut2/ws//oH/BXv/VPePf0jMXkHGe3H5KHV9TKlBfc/f7rVGs7rF05R/Dnae/dA1eIYYjIEhcjl174JBvvvIavD+gPKvLijHo4hlATZED/mXMcvfEGs9tvMbj5JAFHm1t8b8ja+T7h6JCcGib3TljM7rN54RxVv0dwjtS09LY3md26RwRy2iH6BwzPf57dwzs8enCepz75UUgNUJAYaeYN9XAN7yCOhrSTBXm5pJ0vaRaJXsz0xwEfBiSElIvmVlBozxLtfEnwmewKtBA3BgRJ5GWBrDa4lBL1oKY5zTgXiD2oexEZRIpEQm+g+FZektqESy1FPNI6EksjKRxtW/DRM/CnDDYOoKp1YXkGjIyqxjvdrUSIwv4zN1m7eKYQQDvn5i/8Eik7ymJO5TKUIU2Gfk+o+4X+pSdV+iUeCZ7oIe5/QH22xeFCUczOsgIlq0e8dDyEeYVd0NAGl3WycSaj8V2cvtNDu3iPDipmQsiWht2RFOKMcXWWQKPaCcXsbEQmIzlo54wjRB2FU7bABQs/0IPfom0KuuNZbILKSlTig06qvqj7xGOdppGTzkgOlUxasRTtsk9fJ+4+pVv67DWyqAZSHOAddVUpzukMCyyiekIsjCUrw+y9GMnaBeA+HtlxIARdo+pFuYIfg2Z+3xfEIk45bGOEddOWWxVGq1Q6EhQdWzqCRbAIdKyLKXZ6pYSrOlZFQersgJxxLio7qIChdjbdqSpZZQ3qQ0Iy9Hae5LP/zT+mNCfM332F09e+w72/+pccH3ycSzd38PmM3auXefcHL1Lv3KCixRWP7wfyJNM2Qm99k9j/IMX3oF3gKhXGUiVS62GxIAz64HR5kY9RI/9zN9Qkzo5OSItCPRrSTKecTRLrWz163lN7x/reloYd+MTppOLerVu8e7vh5gsf1lM4J2JdU8VM3FjHRd3WVooFEkhFWrTEukCsaZrM9GjB7GzOfJnpV4GNdU+v5xiOPKGu9WH0Thn8OaSQyYsZ/XqDEAPeB1Isii3FERKCXdeCNK2Og6Gm6jtIWkgZ98mLJTEEmrYltS15nhg+dYmcPT47vO3ekS4fr7OJ6VNHM5nSnizI7ZzBRmB9f0edM15TpGfTOaevvMzGs89D1HbMpaz++exXI6xzQBC111kHSEE1daswVXQsjU4JjuTUJOJMyydZpTVBdCe10wE2U2yc7ZJdbMp1av8TyyBUZA70N82W2nV24b32Nh15fdanR79XZWXVFdsZF7ztLPGIJLWAOiXNpJjLxpt3zNhr7TA9ri242KVxe0LP4Xdv2hoWey94VX2s8EqdAr2tDygoO+2KBX85Z/mHXhPxPatrJEUoOUDsqCzT9CC2CuFvYIeom8Xyit7PBj2XpS7YjlW0U8PGWa9gjRQHLlFU9aqMlhc08MZoeY/a61xlLXZFEV3gXkevTVM3RKQWFxWXKGZZUuBaEB8JvV2GF7f4xf/qWdrTh7QLqHoVo2tPcnJvRhztEnsLNrYPePf2I+I8sTEKDEY1bUrgakKElPuUEhAWHL/yKu2yIW6cY21zTHCB2emUje0xvh7iyLSzjKv6jNZ6EGF2dsr0SGidJ5Q+/XMbiAwZbPXxVY/F6SGf/Nuf4uTOXW585EOM1oZUWxv4eg+XvWFNGvleAB8KrgwpizkO3Ueds/Dg1TtMjybUwzGxCrTLhKxvUI/WCNUAH/WASrMZJRXe+d53eHT3AevnrrD/1A7rWyNiEPw8k3JAciIvGlzVt5Wzun1d8hLfq6CqKVnIzZJqNNLor9GAejRgeXRogLzeM4IWJBcVYwvmeVscniJk6n5g89I+3V1jYin9uwIyO+bg2nnDENVPnn3QmHxXVASeIbhIdllxMTA/sZIWznz22Wn6C+I6G70+rMaYKtngTGqjY2HwxjQHINtqJZuIdF+8FgpP1tdHGWLXBhrJVAbx4MQyvbRnK4bbdntLioAmVhcbQQ3084Vs+kS9nkaC+KIWOdxqob0YWOi9UIIWMo+NyVYbXQYJ2k126dd2JaxI8lh6Y4UWK3ypiDHYEKyrddbTFlScH/DmhHnP+L/CKX60n/d9QSyi4Hb2Ovoa5UapKqKlZmSPdYSa/NsttHedtkaybvsy5sqHqPhDcaQMsSqUVFQIrUYr6y6d3nAiEHr6OoBzwbyZXr3VYrkbVUAY0Nu+Su0E2jP2BgeUdsnZ7dc4OzojbWywePAOZ995h+OLH+HJj1+Ddgm+oiXyrS/+C9r6Jp/4hScIpaU4z/TNl+l/6BMUWbCcTRhvjwnec7zM/NE/+2t+5e9/gLo/wo80FTuHBfW8od8b6S6MUJDU0i4XlOWS2lVc+NCHietbVHWPO68/4uxsyWgUWK8S1XiHOAy41NK2Lc1CdaCuqpC2ED2cv7TDYnudnDPzSSL2K5wUzo5mbJ0b4j3Mp3PKYkJJhf5gRGjf4vCHf0lIE6qnn8PVnvH2JnI6IdaV7g1eTGnmhVBbGIf3LCYzQi5Ua31C7TRvMlcMN/pUvR7jixdYHE5oXU3OhVgF6qgPzuzBA0LdpzfyDHbX0TjsmtI2+LqnImqHKglsPB0fXNICYCqFVNAEGQPzdRUuJBMVi5EJBBuNdX5DKATrAB0WrdVqOEdlbLGGG3t7Zb2nnNf/5k16Uww41DKgf07RZfGhWAdVPIRMr8s+dF0x9wrflGLb96ygYeN10RAv15ETQeP0IlrgfLHCaQVenOBdUIlQyKvC7Qy7xKRHJmFceaG7NGxVkjsldorhlkVW7hlQJl0EnLfrpjYYXT8A5kQxqY5Awpw8xnxHhy3J+tF/3ucF0aF6QMMGg5rGRRzBqYBaz1jshhDdF2uLdpwtqNfkDv2SswIkK8zR21a8KkZSyohkPW2L6Q6708owq+gU+0it6a+8I4mms4ht/iteVK7QX8O1QqhHbN7cYDM1NLNDZndusXZwjt3zffJ0omxwbFk8vM/48tOcfu9PWUwvMji4yjA4ts9vIiOYvPMWx/M+7s42t28/4Cv/2zfZ2d/hwZ0lB7s1IQTq0OCrwNrFK5DmzI4OeXD7Ea6/w8Ub51m/fEDVr5A2Uci0y5bjN96k7tUMRwPCYIf+esXy5BhX95EijLdGpHxGmi3IrZBCJK6PGI4V391Ci0pqFuRpYnLvEb2tNShZdzmHzN6NJxhtjEmzBfXODmk5pXaRkjREdjmdEgdDikA9DIh4ctPi60Cv1yOllnbpiYNAFSpSmjO9v6DuV4iL9NcrZDZBUoJc4bY2mLx7j9LMSfNj4vA6JMd8IbRnR2zvb2lXmLLKl5xaCX0w+5vXUdhjjLF1zM4V+13dEe6DFS1R5lxxOXVcuBKUHClazCTp63YGEpzZCAyGE/PU67OtA6zryJXSkRbynrQb3UT5GEZzJqDW1wydLKiTmBXA69gppdNOWtHyYmlK9lx1om30c0eKdqwSV/IW5z0uJlwJWuw85spxVgzFiElL7hFj2zt5ktLCegAYU9QdApJNa+n0WiKoIgT1KhccPttWTjtcVr5mp/FkfyNHZlzC/RuCbKXkBcVkSlH3ifN6gUAFol4RYnwGfNG2WsweVBLdnhUvgrhCKV4Xm0sme4cUR5GknWBRVjdnvxLw+3yIC7uWvqOdojht7/UoUyxSVys6HaGqimrc54W/9+vQJor3vPWNH3Dh6QuUMKRe2+Tel/+AwcY2r3zvLh/+xFVIC9x4n1Dg5M492tlDjnIf/+4DfvYz59g9GLB9rkdZZrxM2To4R1mcsUwzCJEqqhf3nTt3GPZnxPWPEmKF9xV50XByeMqlD1xFXMT7RKid4mnSkJuKelirAs4NcEzprQ8o0tCenFHqIcFDylklMqHGDwLt6ZzZ6RmxqnCuR/Atsa4Yn78OtCymU3oDiIN13Tncq3ElG2tb4XPG9ytiv4YCWXStrJMFtD2qfiBWI9J8znB3TQN/s+CjdiGh6vO9r7zIMx+7wfy4VTzv7B3OTlu++eff5/Tdd/g7//U/QoonVF3RsBE2OHVrZJNnmSGAjsF0mr/nJCv0Yk+4t5xAcQrbaGRbUVmOf49pmUAIim9lV2yXinV+JZBcJjhd0KQshLMjv0t/eTyyW1IsydwwKqfQ0AW8W/l+HcrYRtuZIpb8VByP72fd0KRjsB7rRCN4QlF4ik6faPijEyG3mr9oszwRZ8uvOodZsA5ZDRLegiTUuaKFToXtaHcpjmATteKf1v3qv2ydrxH+Jubu9tGAYqC6qjD8WCPz+9up8vzz8qU//rIWvqR2pDa1BsCqEl/bbo8uz0Z/jy69Q9v7VZ66M+hY84YwQMJuTu0EgrcdLaVFCHqqilAFVfCrMFxvGE1OUqZPvBIvpTvdfKFyntKNDtgXGTRCqVPUS2mREEhHDxDfJ03f5I2//Dr7H/l5TfPe3KA3XqM5PYHcEgeB9uyIsH2N3mCAr7xGveeWdr4gjNYUuCbTLCfMHk5YHt3h0YMZoR5RcsO5p55ksLNFO52SF4m2aanX1ql6gdK09NZHSLuklIbSeuKwj1se4QabiI8apNEk0mJOLpm0LJSctCj2auq1Cpm3NJM5x/fn5BDZPT+mV6HLrGpPO2uI/RrvIzm1SHL4mAmjIZTI9PiEGNWtUHJDqIYQMpUPNLOGqh+JVdRYLFrOjpfIouClYeJq1to71IMdnCxZu37dbHFCWU5Y3v0O/aufUVwKJQQ6faT+aFFc7eywED+XvXZ+DhNeaxyVt90keHVKFm1WdFDOnYMefZidx0kywbVpHkyt0gXxu5XdDYs4SwYHepJ0yUxm8LCAVS3CwbSQek+vtrebiQEpygSjOLGTQHEFLxnJNT4k0/Viq4cKSLDUKLSDEyg2VXWytOjE5Ef2WdDgWD1QVKSuUKNa9lg5gDTIwYuQnCo9dF+KQ0JCW07TbHYEjj1PHaThjZ2mC4h+D6nyK5/73N8wp4o8vugSPFls1aLohfYu6GjjM05stA6orUiyweT5PQyzwa9mpRI6fLcQfUGy/htStKTYE4MrQltUV+Y6PAhP9Nayd/Yrh2EyCV+cWqScClOJyhCL/aPK3Hp9YFIkbu3jnVANnmB8eUnwQhyvM5sllmTm7z6k6W2w29ukbROPvvUSl59/lp7zKqdoPbnUhCJMj44Zb21QD9fx5yN5mdk5d8yD48LdHzxgcvwyTzx3nVQcp4enuMWMtUue0lSEEEmTCb6KKinxQj49pJQAiwnLFuhFxaC86ix80HUERRqW0yl51ofoqerA7sWxrpnMDcs5eB9pSyb0akrbUtBsvWVqWDSRyRsPmR8tOH9pSL1d4+s+g+iYTRcUqXjn7Xu0h3N8qNm/tkFZtsQQWN9fo3dpxOEbtzgYw/RRxdqVc7rq00WcFFKbif0N+lc+g+Ae7+v27xEOow9yNoGqHmb28MWykofoOkyTvYgjNYWqZ9i13bu5w96QzuCh46Gz+NOimjm86V695f11BKlgThJvrpUVR4KIWGgHdk+ishs6nE/ZZuc8UrRZsI3vxjp1GYqWxuNszWfMGo+Xs+F6Tk0NVHaPK+G2Cn01zNCL5pA+fnY1aMWvDh3TDfpuYsLYYvNwm7rAB4+QTFxdVqRLRvFZpKg0ySRK3gkJaJOjV5n7xUXryn/0kvP+LohWejp1v7MuzxEsjt2A2tzhDGLLpHSLmJJ7oid7F/5gY1A3wXinbbZkIIK0SWO2nCP7DjQPyspZTHqwItqxb8X0Z8GshT7Elb5RCtp95oyuP7DtaDgciVdeeYmDrctsnd8mTY+Iwy3O3bhIrCvapuHlr36PMHvA9pUrPPjaH3NvsMf1Z59he3+N5ckD0iSyzI5ev6LXq3QR13LG7O4UqQZsXNhj8/yMd374EDl8yNY5WA42yc2S+emUtEhUVeLk9lsM1jbYvXaenD2zkyVOChsXdnCyQZo+xPXX4PSQ0weH+CoipRCkML50gVTNSI3gNkbQziHP6I121UpY9Hq71OCrAe1kAmkBVKS2ZfFwzr23T+gPe9SDPuc+uGa4mgqz55PM/VtTBoOWKzf24HqFKw2DrTHeBx0NW2Xcp+/eQrYvsPfUTZyrLH5eh7Sq8uQsK0KhZKdRbVl3+hY6DAt92MscwtDIEXVMqQhdu6/gBZIjoV1vV8i6+KyVPKyY9rVbF2oFjU6SlOGxDzeoG8Q0hs5GRWcpNqvlmxKsg1WoxqkmB9qkvxGc7W0xSUo2tQbeXhdjkm0nio2mDp28nHdmR9QmhE57WIzAzOh7KiA+rEItOm82ndSGSOkizPg3cUuxgis2A6uJRvF/MZxQq4ARVTZmdSsT6Kbp4qkrfSb196xN/zGG3/d3QTQ/ps+Kh/gATXFEr6xTZyT3XkceZdvNL+oEglfZjdNAWTuWcCTdVetMQmr4RRCPj4EiapoPAppHpwGXsehojeuUAR3ALar6RztKj1iMErhQDNwWBaTtfWhv5Rjc/Suqc1fACdV4G4D+1mXwhZgSH/rYXR69umTv+lW2thyzh0tKmlDtbBPTgubkIW+/dJ+NZ57j4vV9vPfUG9vEYUWURFsSSdbYuXaRrYNNlrMJrhpR98c4Mr2+p4SaIHNiBfWgIs3mFBqy79HOJqT5DB8q/KKhXt9lZ30XR4s43ambFoLv1dS1p7QtWWoygfm00TEoepx45vfuMplFHh15bn5kk5wSKWX6extc2hrrmlfvcdERzXWT24SUwoWrI8RHkEDVD4RqAxcCWeD09i0g0rSJ/toag1GBEE3HJviSyU70e+1AexwEZVhVWhqUvYXHou44Qp94DLMWPdycrLC94lWTqs+ghrgW5wiirossJm9cCa/1Pl1pW+3ZjaJTB/5xAS9Wmb33us/E6UqMYDmB3XJ6lcRYd2iaRbJ6kL1X9K3Ycqrg9J4WbF+P9xAKJQHoveodOhEpGKnXAOikN2ZcRoqGingrcja6PX7OHFrYSiFIZQ2Miq1FsmGG3lYQZLwFJlMcJXQia6yj1E5UXDT9pMIApWshMb2x/olWtr9pHaLCFq6bQUjFAO8S9IvEaH9Jqle0nRtOtCMrUdtrZ0byII7s9RhPAV0+FTH6vrvJjC3sZDUIwbAPp8IeHaudN2mEKjlU06undy6Bdj4h9Ib2QQqp1c/iXYIspKCm/Wu/9A/t37Ebt9jnEg8+0D//Ca6cVzP94PxV1tuGsjyhbcGlRFN2uPbRTR698TqLc1ss7t5lvLvLYnJK6PXx1ZJXvvkKTam4+OQ+g0GfwdY6HmGwPSbPG1wvMj2c6/hWKnqbA+q1TMmFdtkSButawEurusK2JZWk2CuFUA+QhI4//QGxFmqvLGEzX1B7T9sseHj7B/Q2bvLUR69QCCzaJcV7yqIlekfTFoLrlpoLcdng+wOq0ZAgsJwviHWkXUyZzCb0qp6uS8qZdnYEzZTNgw2qg6fN8VFs7ATndMxfJcyI2CipMhVveKD+rt5zko2eNfJBI/VtfLZR0jtlf9XeKY9hadHXcYZ3eTu8i71OoBP8F4IoS+tEdAG8act8EMAgIpfJSTuzqtaDWcxnTEmGc6qwXAugOq803KTbzmeibR9W4y44FVxTVg1F6bbtOcdKvOKKTmJWMBWrjEC2tCjUkeNErXZF37Pi9dEWSgGGd+IDQWxRnFhorVHGEpQJdxlKsTG/yMp6iGUKiCjh6pxJhzpBulO898epiO/rgqiRSHZiiFBHx7JAK8V2QOhJRDQ9IFCyKuAl2sgMeoIHvxLZYkkjRLVROd+JORVHKQih6GY0L56SE957kn1JmtatFiTvu2mi6xaNEe/3tQBKVtN9KEzvvcRg5ylC1IdQZQ56A0jCjOwaTuFE5Rn6vtUWFoqDqo8L6gJJx3eohuuMNkc8ePl1muMT+ms9Hh7PePXWMQdbFeWdr/Po1g/Zu3yVd7+5yfWPv0BuVOAsayOG4y2aNMXnRi2LVbXSrE3vPaI3qKi31jVtmZrDO0ecHU3YurDJrbfu8+D1d+nXFf1wRr2+w/LebbbP7zO+dJGz40SZtlQ9z3ijz96NT9CevMViOme03mNj5FjMFqRlgkGPutLE1DQvxEGF69fEOnL67kPWDnZIiwmumTPLmT/9/a9x6fpVnn9hm82L55GyA3GIrzwlq0vDJ9XSlcYRa5NRBafYqChO2FnIsu3jcHawqdZE7W5F3pPRZ0ReFnONFEto6VhQUzWIJb50bGzp7jVj2KRoESi2K9xnyN5rkjSy2pynzLZ1Wd7rIrXuOZdixVIx726fseQIrmOGDSIwjNzKNQ5dBlVWji61IYrpHVWjrdjnyWlhcyOsKr0Tj0T/OJHGiBKXVQcoBksoDtotjyqUXIgxrghP1Vh6I39sju4AJWO2HRlsJ0vpuNEOcxWP849XtmoeUDTRskJoP+rP+7og0p0qXrGqtnVIVmZXNTgK0knWQIZSBB/Vcqd1z/LevEYXOScIqlMsAl1Kr87daKeWs/pNXdAi4O3Ew3Zj+EJuHaGnZEabhMp30oNsLyXWHeiDkpN+0cONi/r+DGEvzll4bWdGF93gdjRhMKgYjHqK7xR9HIuN9ojgvVBvXKBSQIrrP/1Bzt76AYPLz1JVM/o7jxjvH5D3P83OuX1++NIpe9cu42NlEAA0Dx5Sej2gEMdjqpLIp4ckFzVUbWNLZSkJ0tmEu6/e5vjwHifvTjl/7gW2mrdpF3e4+yBxea/m0rM38df2OTt9xP3792B2xqUbTyBtZHx+QxN31m9SGmF5fIKPPdygT5k+JKyN+Oa3ztiuF1y4sa1f7ekRp5M50S85ef0+9fYuj+7e59y1y3z6w30evfY1Bge/CT7iS0+x4GIjbPGrritUxbogfViJFjJgOJ4GpKpEytnfcV7lJZ1fuGNNQRUFuvpW8buuiHhx5GBkhZQVAQgOUqYET1hZ5iyvsFghjUGnGq8LnyRpURXnHidbO02XUa1M1xAoqWJMCb47YEuBHAhedYBkb8+LwjqSVU/oxUTMEnQc9h7JJkq3LnJ7I5KKWH4ASl6adRCwghYRl7C+1TJKAxE0y9Q5QlSYygZuvb7e0qhEG40uEq0Lj3DWFCXvtBnBMg2sF9IIMmcss+GqYmLux7KB/98/7+uCqDIi1VaJRDuxVbKgJ4knmlymlKLfiyWH6JdpeA9eT2VxZBLBAi1XDoMsK21jCGofKi7rtjEcwekoo5hiIFSo7xlPLXZCJTPZO2VfnRVq58V8rxEG6zpaoNar4JzJH9yKLVw+fJHXvvAFnvm13wSG+pDCAAAgAElEQVQ/MPlFUUGv06XmnYdUsj2s0VFtXGH72cs48dQU1i5eo7TKqA+2Rjy4+0V8qLl79wjPBEaqgdnrV0gDi8O7lFTYffImzdkZUhKjnSHtdEIYjBEnnPvAJXbP1qk+1SPWPQ6e/ADbF89zMyXicJOcPa+8+EPe+eEdLl73ULYZrK+Tk2nr6qAayHGgSgPayRRZTqn9gnvfeZknx8LRaeTw24c8+TM3qfbPsx6UuHBlyXJ6Rn2wThz3uPrZv83lzxb7XnXfiOHrdFINZ0GkDj1AzUOhDwtWCLtsTbxp4VSy5bJYrJXQ7fsFdNe3V2KuY4e9Mc2EYqEhQlmttGCVtqVbGIPK5OgYYmN6Bc3och1TXVbvg+BwSfSm9hHQYuucMs8d2WiiHS10TguJ1gWb043K031N1pXhVkSKT16ljF5wyfB1pweiBp8EgrHdAtoZW1BFcQrrIGISJ+v4NMpb7ZPeWSiHNw1kt1i+mCtFr32Qola8Esi+S9opjwtcJ+q2z7USpLvuYvhVt/mj15z3sw7xueflj770JbzzZFHLWNskZTizqF9WuhuoOw0SpVjBCw7p5BHGqegGuqg3QHbv6RDQrtDWQtqBiyS3Gp1UQOrUbuS60zLjg8MRFAPSMq0eVzukpFMAeKfj6HsK9mqkx5HRQE4xrCd0S4p8i/WdGqOErfks6pAp3a4JsK66C7MV8IIkx/LkDvdf+gYCHP3w29QHz3B06y6XPvkz+MUJ0/mSCs/eU08TNzbxMVD1+yzOlnhZgAuURcPk7IhH9xvO37hACEUXOJn+8tFbr1NJYrBec3bcQBzRG4wZ724wm5zx6O4Dev0N1saOZjqllZq9q+cIvvsOvT3knmCBDN2aWeejFo+usIWg8EhWH202rA4bbaPvipdbgfLazZUOnDZQDxthVefakQ1i+B5YwlG3q8R+V4JCMsVrOEUxssxleyBFo8FiN3qKFYvV/WaODpsOSpbHXmzDHLPrOlvdr1LsvTqDVrotdJK7rs+K3qp7Es0UlPd8Rh81gzCpPbV4VKub0mqCWjHt6DXK4vBBoYKugCvWqL1pBzGIWQF1i6Wa2W0mw+FNhmQBDKLPhfcKMYkRjViHrrJJg7GC021+VvSMPqIDKnynneyUHyaN+/wv/03TISKmI1M5TcIiltSVTi6KITjRgE27022c0YtVnHmTiwphJdpmH2w9o9M/U1A8P852synEV2Lian2oVIWPoebenrzHcggvniQN3huI7zoAWMcounQQeyh9UR0VrsOpbMQhIkFQTYYGcnrQAmfaSMTTdo2D6ANVsoXhthrkKiVASAx2LnL10xegFK598vM4H2klI80CH3v4UCFFyO2Ce9/5BuHcB2mbBf1+Ik3nLJbCxobn8M47PHrlJSZvDHjyZ36Osmxo2gn33j7m1os/4NInfo6nruwzLG9QpEdaHHNyZ8lscszJK99n99IBs3gN1zZs7q+pEB70YEqZEANldoqLfahqfBEIwR5E1W7idNzyRtyI99aF6XX20lk3QVxSXVpXDPGKg2G10HXSFpAUVVlt8hK9SwzPpRiRZgdmWaF9K12dJsRkxdOcHtHJvvJuvEPQqUWU0Cv276jYWyCFlZUtori12n4d4o0wKboqtNvpLc7jErhg4mRh1UV1PmmHEoHFi7KAFtYbceTU/fsqnxHi4ziuIgQTUmPXzBtRowYGvTH1tjbhupGYWlM9RYrZBa2Edj5xr+N08N5WhKB64ZDUTVOy4ummB9bEWb3hu2dccUjb103ES8JZseZHKoX643/0v/KT/HEWAqpfTnAgubXiYqLWbGQGoqsdnVuB57p3osNNBLyC12L7KbTF9wZHdoithSjZQ4NhG9qw6EhjXzXOJU3yMOAbq5HembzDW/Zddzc5Z+/bAiMKiPP4/FioK17H97JQs7qIis/t4NM7MjuVWzgI6GcUJ9Zl6B4NF3r6GZzumCl4xEW9QX1lBE4k9NYJoacPmw+E/pALL3yScudFli/9Ae2dNwiTO/93e+8W6+t6nXf9xni/ufbetmn2jp20TpzmIEJFuGlDColAUNEDIULARUGJkAihqBJwweECJeKiAm4AIU4S6gEIBAShBwotgaoKoRJIiDQJhxKS5kRb4jqtHcdxYsfea37vGFw8z/j+M24cZ+3G3nOF+W4t7bX+a645v8P7jsMznvEM+PAP8fEP/yzP+Dgf++Qnee311/mZD32U52dS99A/95O869lH+OH/9tv53/67/4WPffwVPv6Rn+ZDH/gI9fznCIr3fPlX8bH7gw98//fx0ff/FHDoJC7Nu8mlWTjP3vEG+ewZP/dT75fgrI0dAVmn4oMWXhZtSko53MtmzwCYVYp+uDlLpVJ16SnKcFgi/zjtqIRL1VzbMAhKe0DGYAtr3PZIiLNnFWEXUJzutgusUUBpWFSEIlj390odRyrXNUZsSWqkKXeGqBAzkl8KtDSCridb6sEVuaLEsLrx85/9WbVIuuVwQITRc5TDdS93qJPrqkQbdpi02Eqk2oN+jBnDlRAhHOSoQSN504FB2SHM2eoqczfTxG9VuVlLqXTpAWqc8HTA3JxIWmAjOPVcrwfw4uuRR4hQb27irk37KO6OV9kI3/MQC928ymL29WiTpKeUoRYnKM6U0PD0RdKLneeVCpv2ZE8YiKx66iXPVLKLQyHCqpSqEnJreLZf4r5aC0eOKdm5BbgHaEYuMJss7NF3cffOpu41RZAr9UOk2ZEDQelMTBX9TFcmT9aazaGe3GzN3pCPFrqVxlzaaSV2LLle5b2/9XdI+gupCX3Bm89582N/lT6+iHe+4+C1L/gyPvoXf5SP/cyPEp/3N/H5X/q3UD//fu5/w2/k/T/wp/h17/6HeeONV3j3Oz9JxDs57t/k7rXknW+8m3jPa7zxm36z7sH4nfqloWOz8qBZvPtL3qeI+RDJfY+GXi9FhwweK3zq4oU+UxRSNcXG1hzfFguhIlhD7k0rJJWoTzmdnm4L27VlfC37P2lluyo6wVi2e4fxO39mSIPLRurxpihhe/o5eSDFNbNA9DFVt5nOE0Zq75Qq6SkHenSyT2+jlOGEO+rcHMsYdcNrr7+hCNHMir0leCLj0tpLwBRf1ANd9F7SADDnL9pRKXom5TS2LWKRJSupK88bn3DLKApREP6qgpIChxn73E6pN1tMm6V3KVhQ5PK+AheNWFDnjeXRws7oLaCBj9wgNnfPTKAuYwSHAWYe8MHMJ9PowxsPKqpvhs0VQXpIuWGWfElCqTfNnQisLQ6WXrzTLNrUnmWed/nnw3Y0mgzGdCV45BKw3pYRC1N1aiuqWSNrlDrcHm1LnQPe+yhFM3JmVZvIA41xtEGpJnPT1Rw54LyrktsSaVFXpfrCNnvSPdjROvzDl8SzNU7Iuzteef2LIIJX/9bfCXHyeb/xy4DkFz7woxyvfxFf+MXfyCc+8pc4XvtajmfvoijWO/5G6v4knx1k3vlcHw8iXj2PfnY42hfJPj1LB19bZVgbE5KTXYdlu2z411Jl9QGOGAZxJZCaloQ6yJDR2d2sluL2zoZ7FO4kJnE70jM9pD0kqo+S0Gq6A6dNA1nAoXe4SyIF22YhAhumouJgIXytU2lF3W+OU5QvqTMp0l3p3vcsp+hOE1PnIdxgwMVJxBxW7a0ewtBCe71tvDpZ68F+sMkOR9IaXL8JDFkV5Gq2qS6g/ZMGVsNixUqk5HKppg8FCWuXo9kwFUjPPLrp05mdv9/AXYcx9m0dxRH4rTabZOu8hwP/9lnfwSX08qLrkRvEMAgzL9EgK+7dHCwCh8yRxhIVMYgHWDoo65A0GGbIewNHO9WNh03sNhY2RF1hwH3Sm7ogxEkhErX4aTC5MQ50wNXZ0IajJ5I1a7/aPDaI2kqZPvEB1mvvE25Zm16Hrq1DYqORkuI/xnqm0oZUi1Qb4+w4SLaU0fwolzdz1qK5hwOe37c4gI0i5VI1NKuJtTzPF0Z5WVLxh4B/4LX3/c1OE9/F8fp7rlawKj3P4xXo+w3rTof4KkM4WkjNxlE3UjrkKkm9ZetrewQDRBxWVbXpQwYjt7Av2MYQdb0z/ShDjq66FD2kDmXFZpUxyMOZnMUVFC3p3XS2BU6l3OxyyO3vl8n1u+FAzyxDX99tQ6RDGi64RMtpR7e6USjTHA11tCLnEaJRNiLjuqo4Q53InUsO0PNeKhEezoJsYXjtzhqKLlHLCFRgGaFpO9wudcdsEDWtW/xq4+tUSopv2B5zH063pSOg/mtOcwhT0xt1l77HIbKHnUhMt46cOC4WHkcoO+hJlxUgtYV0O08HHDhouUZmvfB65BgiauGJhDhZBwqNPaWMnhGM9pzG3zIgWqlON+b+qZR/jS2shPtGvXam5YRrf05ftg0gJoWO7FOnjEJ1XnSfNg7ZpU3YjFHY9nhTUwQwcTdPpRYeHiTCaRGvvFcR6HnaZwubkWzUnfq1QWB+G5jPfZvZSxFliaotTlp3cJi72U49y5Xr/eaorgTZil1EUoeztp/LHGZFC2vBFCh8SzY86GCFWrKm64J13IAtE4kvR/fmJ0TwHemtdDmVVDuln908aBVObrSQWGnKivtpKyQ5FUswJfsWbYbSZMCcQ8npTydFtDmkNUpFaUc4RZ0yltW3aDQakHyZrr1MF02JvRtSqVA0HG7vvOaBuNAmuoir2U5fReT2Z4PDpZ7nIoSRFkSc5l3mxZtstkbPtjHn1nySuEthhWeQpyK89rudKLG6WOZlMiRzdNB66Vr15XLGms1sGpSrRX0sN8+EIjm3F144ZOn4VZfUbtoyYdtVGtpzZDYzyU8/Mq5nPET5Cw+miZmw+RZs4iM3iE33KXypcty3ixrtUr0xodIhkYEImkUsS/5vEbNXOmrJVjUxp6o2Pc3hnlGF9kMAH5JEE+pXtfSRFE/WuFcZLgtA6BAi2pgjTSZ6ZdnbxTVetUPFgch1pcqxsDxSPDg0W6Th5bSlF/RzFV/gchBjhxIbWpQyqetHWNdCh+LV1wJOi1MYDwNcyPJ9hiLUbVz2vvoaquSsyRiZ6DFpPtoY+lw2bOalTwN+LDhefRfDdVHNo1W5j31Ti26nT45SZ+JelH71vuIvOjQKhda0RuGo7viJ4zJuaUws05XfwJPh3GvbdfXNij86aZiN15Q/2tVvAMwPNfsBTDvpbaWaKZDIocqwmEY1NjFQNBbm7Rm3bpKtMAjNHoHiNMxhmGQqwOLD+N/pWZKOjL0dia05NihjKW7KOI3eQ03Rp50ea1COikpL+3bmTW9rAHTVdYZEN3IqUSPmIMO5nd1lwOHe6V4Woq0wrj2Oh6tYGpPY2ymq2FPC7NMiHMYjX3Q9coMYRCxvBEVwmkOr6OEaJNNlHMXZluBWaqvfNofXhDsRqhU9xKmooRfLjlhSNsWtuxh7GxUfoqcty1GhDyyxPWkPGR3EhZycsLc9cSLPHXHjmpZS+8BpBI6P0ny2lrBmjQeezhuQ5z1eUd9rc3n5sv3V3NvBfIy7XsZSElLi3GlkQu8tUqyvpWhr6CUxCi8mtg/BrSM4T3v/rX+zwUYsoEf3pV3c8vsLXDG10Wlz60Kpl3M//YyUoV6xb/3Doe+tyO9G0A2TkttamNonJ8GWM/P5PEPGSRGx4A4GO7QzmdSsbGAUbVlMpAOs2o6HRs37GRZYZ4pXOh0jdiAb47ieU7IizXzQrx1xyYe16SbKfJQSxqWnbzrZ2RCn36NnuLRaTy/KWcuYNWGj74KHgwgVo8PRmPFaR8La5j5zjDSUC3r3G/B40i5YaadjSTGES4ejae9cuW5jj5UqQtYeeEAYazFOulyQmghQzyZzeEuGWh5AO2/FIj5ug+gY/ZrXYLKyNkMAy0WPdWE14hBOT2iins5gtUjPkjJa0MIGJcm0RWp1BJUOvz1bzOlHXOTTdlqdrfawC/NwwUSH0zew9eLbg63CqiftQTtRKP22EerpnmjtFd3FSKcblN7L1WbTOfa9My57RxYr5DW7gx2KgpVWOo+o4JNnc9437KSORrWqcNfA8nU4Qk50yIblm0oJ15020XHoe2+E74BwNG3LuirBg3F2BByTdknsoN3jvZaj3OX0aia84d7ZB9ujpvXSbXJze0pRS47P4h3hSCz83LOVamcl9KnsICf6m9RM7y+Z4KhtAM0l3c4fOjx/2A5o8LEq7cVKR7XKKOTU9Tmuom7g3C4gRls5aTsBWbK3rcpup42a71aak+phjq0RAInfV5YLGNq/Ls+6kDevs4VP97raH3stOpYbINDPW7MPtrCaanhlEXMWM2AbunABJYwzTrHk0n9E/gy0J1bI4XRzg1p2cFSaa6oRIBLnvkmpOU9Xll2q9Q8a8aLrcRvEBkKVXd3kUjgd2mg3j9MeRrWsjgHb/L1Y3s4NlQPY2kuFDKM6HRTpqBDiCvKWVl34BHU37KW025en1iF50ri15ttZqXQgXcXBxeyZr4Nr74+IxmQoJQ4uKfUzSj+/xP/qnGb2JkeRpbXxVyqiLAW6cG5+4YM/zb5vep8Ach4R3L0SrCOIu1IxBZiBH42A9Og0LBYXLqMoV85mb9h701UGtNu7KjhNQM8IzsYqyQWm2HDKB2VA3Z9wimSyz3Oeosd5mkWA0qiO5a4hE6Zbzzp7DrtSVGrw0/Q41Dt/1wkoNlmIoO5Y1VaHG7XKaSNwzVdOFWZW+7Ego8+p4/S8TQzOIo4ZZu+iwNLzUcdb2+hzpd5Xn367AWDSfU7WeIJWtJjOeK6vWfp9pVV9el+RblgblJZzVrR3w3y32ULa8MYhtyhiPdeRIYeuBmg72aJPFfTC+yTtdzV+Q+8hPdkPF5Mmersp86k41i4wnjR1aq9stXXRwGFH0pSCGjtBTzC4IICeQTIvuB63QXTqV5f4pKtlQ4EAyx5JiqgyTKKFjlMN7SVHtusUfSGMtaW8VaNG/zVhjayfft7i6k+mlgKsV4TXZEqeafCWClUchwgbTs00LtK6b93k4Q4KdKBEM1B7WDn93x3Q99ooy0B5BF2LVhesIJZTh0ddEUqtJGIhZ1D7TT7+wQ/xX/8H/zY/8T//WRV7tjdShIV1da162hrk0635GxNkp6837fHZLbrLmJdout90Wlqe86vcJ1DlTwR4OYWIvmbQqAoa9CuHow9FyBco2fp/cy9MszfVp+8BJtTIEUK4TJ63dsj4TWQ16imis+kC83DUHselKt12uJgIPB1nO5B6+Hw/ZzFiPGgPHXXvnzPvzBGYzjf4vedlsGUcc5l/1ZiwrChTM0xEN1F06hS27ZistD2RXQbaD+kMxthshNPpurfr9vMGi5wEcfhZ0Ve3VneqC6bN/XQ6TFh4Ikt4qLPWcPTWAMeiWE7fzRN0Ct3JFXFqo6jApdfW3N2ZmL2DMMVmp3FHV9QjJqLUv4q6KQ1dBb8XWI/cIE7HTt7C6wt8XiynP4Be7G4Uioh8TGxUPCiOtWxcUNfK6TTDDnlUeKcSHAZ0jzmwqMd2f1IinVVIx61kLMI7IB1VDL4VKc02YXVNbbnEjmCniNIrJpVNDTeqpuoQHNnq0Dk7idymKCT0cZGIZYgte6asVNXSu2fk/iB/91e8zlf+1i81ZuWDJoVbQRF1CGwvRzohLcGJwKde0Cb1XlXJeUd5R8YrBIvqZQPZRBzCPXsIHxMWLo5W9GkAU5HCpOR+mB3ouoBRkCbTz6tsGOJBq0SZM7jAFeoxuAEaOGYpNdJUnnAdDKXNQz9RBhGT+SryuJzcmDg/++3917JnHK+iGD4uzC8HTgichXD1WfvFsE/tKWG2/hmu0DZJdbBCM1fk24eGlFf1+iQ4d7N68GiHUFJ+YLREVWjaV6QVoA4rks7thMPobrUUpZDDTgs2OAe24VZWQW12G4Nv7bOwiK6Kx3JwZQN4ORTBt4J5TLPak5GsukWnqPi5U7PU21nDdpGpY7HOvt7fi67HbRBDEZoAam+eKf+XbF8MptQSnlQ6qAgkdhJ10Inkg0rRW5lXuLZI09I19LjGNovJqLhSV3Pm2Kxj0lsVOuSjTYyJ8CXm7VD3nVIYxJnKFN6ZrowSE30pVY/VIxBiTzhKO8YuUTrfdVKu2kkeDHPN9P1m0tmr7/lifsPXfwvHu77wkk8iwzp/ilx3lyvJTW9JVJ3PN3s7hewwPzGUenpAV0WYpHvK0MqViNMZB8H9Rcm48L04qEjr4BmrqiB9xWmsq6bibPGObZyoGjsbnXDheAjO8PuIbnppuDy1OMz7E9XJVVYCersWssVAcHFMrWLeb4NthPiTxS09G25B3qWlutw6V/r8ghKjuH9zi/bUtxh2bFW0g9VcSoO3u5Hy9jWryvxKj/wsc2mdVZwF69TUu8xwmt6+jX3h5VIBC9rQjVTcHVDtvqKqyyEw/fhDMpei/A1Xb+Gw2dQemhVOyafgpUr/FZUaUpl90Qx1CVfnfcBtU2XoxoGn0+7BITexNouEmiLhUIhefD1ug+gUbXCiMVTNdFPIO6mVVC9zp0g5EUmtpuKUZy2PdeypQipK0yssRSfAxYYP4TBhqa3sdiqQjNKMuIhQ9+VIy9XfiyrQJFvdBh8/tTldLe5wjaOVXu4M0sWM7YqvT9aVYsZsEKNWkS2BABcfdsVVMR6gP199g7vXv1CA/uA3pmCEIxgdeRvVJTpNrlRUbQ2+nY7AGv1Ag98yQhMN6boKqFRHhlQkFaFkBPd7a9jQvkXyl3R/tCO4vGGuZWKyK+RdfQkPiNFhSIM2Xc7PQJiCtlAgTPF6L8ak7Eyjgi3ZFwrRVyJbkedW+qaUWC2ECkiHaxju2JBTjSmWLJOxQ1+Th2a/ZCgDmKq7DGN5rsopCMUFQlFgGhDl6WI32ErEwkIf6kLaIfXp4cAmU2jyewlFXpKkExNiRm+ocDvYI4w4RXa5sDhHcqu9METMTuBo4efpgofLOYIQBnetvgxoGaMsaxauTIuqQOwwhcwYZSMsv9L3rkInOIMh5STYMvTzdRcP7MXW4zaIeMu4xBcdHpa9bhvNnmson3nxl+RhlAHJG8ob2cg65aBMYvVhIm5Z+VqiPkSJZ1ZOkXFr3oyuzGVvborGbMCoMVRFvuOZvZsrrhYfnahWCjrF5rTM2w2fBH/PqRAasW6gNzbWo3qMDvWlKef+X8I4Tzrl9ncOb9xhLdheNPLW7SAp0YyOnpRxvHvLiQii0PNTiXwCnBpxIk6aYy1gCberiaKtSuSosJ0/RUIdyzi/3pP4dVZZ6XSxgNuz2ubtlSNOE867Ss8pFBVjDqOSD+O70ZfBqDTsMFVnwwAKyOJGmRmooi9EVcWPDg96GrqJo8Y0bpv4+0kZuiM0MOt6z4YmutwjDDC4ZXi/ydj0ArVqyqgsZymj/5iOBSZwGC5gR/sM3CLBXOgdjWIMA1cNVc1KjVsjYkk1MNRup+0CSq+zlmjOuQ2UsPOe/FgzZQzfaC62qoHVLf6qiejhVtnYkhdLkIPYPgTyy9Qq+sG5edH16A2ixoHCmD2lEALHE+2bTtMYyoUIk2nthLU5PZYwQJFAbPUTuxeSGZrhjZ1AnTctRTxnglwcTnPDfX7iJ/YlkqCXCbWMG52OxMwPU8VOG0B8wjHWTjccAaQB5jLxO11BDDUhXziRDJWLGBEsTjsLU4wmpUYPrAZ7YfpsG7acyWyI3qIdCeg2f9PdK43wJf1OZeKu03JqXCRhelKg4cTh6LsuWTRVaWWgOoDV8vKTjfVEM353daucckU/QZ0yCJnBqBK1WyzP69kpKhSuiCyHHaGiJWNYJRrVFN5FG7lRdm7ya6LQjMBEIyNaF7Wpri4hQdTqFEkLG5DuxGkIS2wNNMKSdxtTuPM2UiQmunW2FDXcQXMxJzIFDizGajhDtDEZ+mxBJ+FiThPmy/sb2LGrxx0XmvyN19a72qnHOADqdK4QV5/3hWVi6AKFpOL++rl2Ozo0TjCH2y+hQ2+ijgliFKisaCLTEIsziLdoa+DRG8Q21mFAta1ogZjwdZXWrXwx4gFtj2SWvpRQ7OkG/GZ5iA8ytNE3Q5qOmkJEmsom8vTQ+m3tNgkQ9KjEhIyuxTycQt76dSeAoh8csOtDlzBjQyz3sKqdaRJ1bYh2WuqKXdiochvq3d2cPcTa+XptxoimllMh8OYrVHnXJqx9Owvh9DLjZGTbc4DtvsFrykCtXh6OGCfdK4HtyyIZKakhHe6AS5UkzassOy9fn1Kw04agIQ/u7801C9GfrI+AlNXDw+QbnFwtTwhkYJdKa/p5l3Vr5nKby9qOiFD0ruLAUloXTi1TFU1VjxV5rtYs5u4Ne7M//lF9XoODYzEHXPUVA0I4eXP14RfC88obBxngM7RP/QUy/uV7crAw5O847XDmXVtILKNhLbWYWpi1Tzn9dNNB174cptSv1Ws+RabJ2GyV3CYZVJzGbyWU3NzgIaLJXqrtnFOMvMmOhTMuKTyY7F6KwCmYQTJy4FNdbqPZU7G3j/M7tAt9ofXIDeKkscLQcGqw3MhNTxXPUWNrE8tbzGZJv2CuFKn8faMhyqlaNVGjnScppMQRuekRtx5lgHS3gYxxd966HpwNaB5Huu/WG90qLmuEIFqpSFwp/oY4IXGni5cjEPeOOOJTL2uHCypOfROLUey+RVaYkrLb7Z+LtWRuJcIqi5FX8bC4R/fZplQUm7yDoaMkBtdjCMK3wso28D0pdIO+sZv9u6ZKO2m6u1M8mL3TXSm+holMIpq7u2dOWZMoY8aJnuPC1UhHRf7egLswgKjLYRGmkGxHlyGeo0jNfv6eqZNx4yRmY86cHF61/13a2UYS7/h1SjGPW4sf5f2UfTUSTAZy+LmNgTDsexPkMKZRxr63971gB4yru0skvWfZNtL3V9To5mo01nW7Q66YSZJ6uIYUHEkr2hbdKfD5m2r/OKItLBk7nKv3vJBTmP0ZY1z1XgoJUvShz2NUczOv9+rf3bEAACAASURBVBiHdn0bCqrLMDsAytmjU8Drt2IPH7tBvHIW1lqiNzilGVg60tGh3pBxujbhVVEEHOwKnvckpScRJ7W3aSWqwCllU9h/aNAGRyQrl7TqQhSZkahSRdoRZ6mLWGCxX2JI021S8D1GOn1Yd8Bd06c2Q6+0UU4fHMc4+3Z4M2cTCXzfraraDNQqH9BuNcaniyFD8u0pStHsrUOpzrBJtRzlLkUMgHHCYHHQpdlmsURAXhnuM0fYrJnKg9vKihugtIFSRmqsp51KCfy0c2iObb7gpIx+jrRS+QKoIFKVU0Uz5S4mi5zi6/ce6tNzP47w3lquPLun3QW5cgfGohkl53C6HI5kaWwA9FyVrrnL3kY+8lBxZD9ID2wQrh7fwE5KRRF1jDjnCaWCdUEDckSxEZ5NszmoFLYn9o8NZIhGNXOFkuMXY9shBaAdyTosRBspaTRXpGUb+8J2sWJNOPobT6SW2Lb4iH8Bfb/pT55mFziOnRSd8v4aQr0jba6ES4Z7bMBeRB0Ss+iS1F00YVxbaNVg0EN7e3GL88gNIn6ZSu2C8vAaYWbydiJtTm+v4Sdm8h7RLDEIpRMIJIdxyUMpW8k7loGrniOXg6e0D7U6YnTgJ4J0RXKAY8JtWQLTM4UvVdy6AsYbEwVnEoc2eWzblXmXrnRjYL9sJFV5B9q8xElfXKxVpAqiLgiUFyNFuWUPpjqVICY1bhd7JDUXW1hQu8AweV4mEjA4i+mvJh1Bmx4lEq5xzVb7ZOkf4lo9cW8sCFgXTqk0bAoNmAEQHDbYfe0LQk5B9ywD0zGlf8VZXep9b5DQaDRxr2cheMWRVITJ2j7Ma8RGQ88Z/+xJZyM0SyeAfevCaHDa134/IqRPlR+/m+1ZLDFKS9OBhUfqWq8t3Al1cfJ6sAa9udWbaDUW5Igle2sR6S66Q+MlbG5039psRwRTgMtWL3G4+KQIzhSdcFug8efZTo33bbuVUBVB7dN1wKvprE3Fru6pbC/RnFzZ7zZWXhCrxUvNvCAGpU9SKddoYFPBenuPD7aumTA+CS9ub174X3wu1wPDoKb9NEm7HS27jpbq8yzGkyHvGsU2LjS0mm3PFoiYmiF1mexN9IlLw67EGuyfKAYbCFdtJyOcTUO32f1NVskAXIodbZyrRRg210zFCeNn6apf3yrVTNuijXDPpuzFTCXSJk6lcLUvLDTK8kvI48d4/OF6xUhQqCjSndT9vdIWR50KPnSYq0OHfzef+OQ96+5wKjtKMh64jigf6ehR09Uc0Qz2CdeEPOGhdhQMvSYc3cOomeSo51pUOtv4b4W7YPQzco1TCad1S6knivBFYN+K3hqeP7cqtkJ6wxutSNKGU0pe4s5Jfcip766r53pl3ojrxnHLRbqJSeVIQwPE0uo0s9GrLyyxojVK51IUcvHN6a2yn7gKOHsqrv45ipLdB224RvSyUbfR/q0ujzIAdRfZSDWK3BrTfe6VmjqhV7ZTxE7yzrhwKIJsD+RavZHeQDqIUPAg2Mn7uOp6t9e4gvKtGOoY5KNjlJriKrJozoyj2VKFYRglv/ZSZrlbp6C3lKu7jTs8NFDKQDrlwfU3yxUve5bhLnVT9VxT6WLz5vNNRdK51OgfeKOOakhfzeibVoSwijZHSwUf0LR5HI8K32rLgJGhfl2nezUbFRnqJlg7TauYSDbx9CCRsJkARsmSuGDN4UPUTjnT3K+dRW0Z9ppqJ/bmwMyOrlUc3szr2R0zb2ZZtaRk62XUliLSV187jEn5Wrro+5PeijxO6hZBuOAj2svgv+no57yqoNK7sKRauo3L1W0FZ66EWn3nmh1sQzppeQ/3zT3g1c/1/Xs4jGG4Qxbk1bvDJ0HRSuaQ/fsqJgAaI9pt5+eOjUkdHTnGEn9O+Kmi3XD1RAK1xlOnu6auwNHnt8VnKCxmEBC6c3Vd2blV0Ns6mv75rlIRMwDLGHuZmG73Ivwx8lK4SULDvlLyX7gFdCPDr7kYhyMy7b41Zj7lvHrmokfTb8qw7l6sFBxQNvzhqFvq4THosM6LM4AwdKDOqBvViomcmZLhkOxNqldw6gLXW7CGPHaDCI4U+vIS4xkpyHNiNlAVKy6xVlBa1dl0HOylvEQpODR31uhDqXSb9O0NlSgF7qlYh1RRlo1KlrCgcrQhfcNnzirDys9+vJnEKfEJ3xWrdfhO8+Xa40fTvMJCdIfow+dq2/hLMzFj+We5kOMIMjCJFxdMaCq3qS/lSKhvkU83eT+FIa70xYGXqC+KdeQ0bPzTKZY8/FbkNUPaw+kpXB1ewjX992mXEYvIZyo47LEIacdViqAMeyixV9tadLmpWM8SZOTGCIipDCKQwwgZtK8bFCFh41xTrd0ufkx620mljI/wrcFCw8/KFJYNozk5AhdhDx2BHG97H0+hwoW6aMgKcf+WIu1yJCzCt17MDGzvMQB5w5OjRvJaj8PhgjMKQzWt6vo8r2hJ9Fc4Um2I1r7NQxt8yOf4Z+uZDLNC2Pu04kmeS8FLPntG72YtV4idh7QhH22/doovfDX2qYKRr6NXij+5huNpIU3l+1ysCgcUlwO6mCO3cuKLrEduENV94B538+cSCVsqlJeAZguAL3UjpA1mZF4cV6lESX6+aViq0p3ErfmfpNEgKTkcdR8UCAfKTRzAHFkNA7awwHD6gtgiBosIa8O8liLaViGAVURs7g41vsfa18vWJL7B0zY1xGksUTpgopvhmznsujYZBEELkjNL4mjIJDnsydfV6scxKY0A+AuUdvo4RQKNKXD03JppovT6uBnUNFXK9z61ces6KGrcA3EoCo8ODvfvxtWYv3SoJ/13xV6ziJMZz7ECd7a0epxrDq5TaKeawaLTnDpsXDx3Q9CqIAdBmD5mbZUip3t6wLf/K9hxiv8gjQ1/f0V56YFYuo88XLEV3KU9Gc22Kkx0mY/HdR9S7m6uingUv/CRT0CYjZJqfVT0v9yZYyhD3kuwUNow0VfxL50NlR1rbxXqEjn/ClGNbJl118t4sQt0ul8FD5o+qUi2GDk1G9Fsqf1EXPD1nsOdB2R5xlAKcho5tfnZ5fPf+vmR2yyNdBQtZ1VmKYzxf5H1yA0idKeMvrtEdMh9mFPN7t32JGukYZ3B7n3xyXqG4MwDrLJmYKPWM5nK7JvQZZXqsWmqA5HsKguAuoJdwbnt9aKutJ1Y1CoXCtBUMUedbG+jClOAoNv4y/RmR6BZGRPNOP263nG68ODNXkU72ty+v0as/kapIqcMlPqPp78n2FMdbdyoH45KJiUzXsUQf4UpAQTbFPnt1EWn74gbGOAs/6JX6L2GnFo/wPs6LnEHpeN2Er0ksspJ93aniQoAO9LPM23snMotGWdNJZy0U5htbO2SdBSb9rpt50ikIZLAY/tEk7FTndQ8evh/eYtQqYtYLge8DfibllUIX7WZHj6dCj+KTEfrUuyXYGaRr14uSgTves876b1dCc8rOp42yBpid4d7nlUqPGnTX9Lt4IMKmk6TdYk4iEIjB+ckze/ucBYFUZ4DbppNpzDvGr7kRn/vIiU7jMkjbDkkJpwMbu50OFLjLEppfC/vna4rUoxWf7RoXymt2Y5hSfFrMEJU6Hvf3CqFmQKbQ6kGTlGr7NnlkOiQ541O95h6c6HUMcNpj2WpZpAA9vAP8Yx1eJN336LAAbgjiNXmjTqJ2vqd+JDaWCnGqJrgH3pMz++d/wpjfXFS9/65eL+VsLUdQzHh6nroVPV4ExxDcaFNF3HkkzZOrlRm6ACtaWXD6a53lGZba1vp3y1LhdloWlwCU5A6VLWcdDImykbPMu3lc4o7pchLP60IWVFRTWJz68VVeBl9kHH4OcNaTe6tFNyRCWnM84TwWIQ+T7Zx6J1xpaZ+3XK2aYJPN3V/f1V9y8Ks2ypECkJtHWIEeWWEmrzS0x6CewV9HKqc4kiz1S20Xeg3kMBFEwhTsLqIQ6ToWCn02Xt6RBUwDiwjLAGK6KL26VEXfaXcyhbksS9dgMiLxlZjw7ago46ReLMABBaarVPX0lDrnjQeSYVuylX2HPzVmEnsuCr1hDta2vPWh4wfyEF3TbUQIljnRIimyDlfKrM7pntN1fEp0HwWIsSI+PaI+GBE/OCDzz4/Ir47In7M/3/Dn0dE/HsR8eMR8eci4qsf/Jtv9tf/WER884tcYOZ4hGC/+dzglugbHEOP8OYe4nOb2OxUSw9SxRU8cUzZj6IgybJpa2/TKRbQVQrhc7ofgvN+u0cVRTMTTQymZcXuFaHvZeNYrQMyanG9+6LoXULNLX5Yc2gu8uB93e7j3n4uil6sFGk+pQoFo8vXuazAr/m7MV87liBGPcUPkDDWpzRxtaV5pxDAKJ/EVbEmHmK1S6KwCGjfz++dyDkNJp1q6ZowxUMVRed/pk+tWg/oH0GOinNt2mMRVCTyAXGQIhUJRxGmAYlLp2h2leXJxvkZz5rIK3MRd3lVenPLmGRu1ywccboLZ76XmgK25NtyXVG1MoE2sd9R7xzWaUvLcnquZyzfujk76Eo72+Aii9uohClSMc6ugxF4zetA2HmbvtJOe/fg7RTTpJCZ18ybYBm2UG7bDkDm+8ZsoV6GpEZiN2EF0UvXHTKocUW96eKH9UzDlXYP9YpqjuWIuxdxOPV2mp1Xip4MGIL/3XQmtZ3yZytC/E+Ar/+Uz74V+J7u/krge/xngL8P+Er/+r3A7wcZUOD3AX878LcBv2+M6Gdafp3u5y3y7pBUUy52O12yI2gQDmNItRw9XRUob34aYscl9a50R6lqhnp622ayBBrqe5TA+XUcwl28rxNJHWmo1dAZxjO7CIDwkDK/SzM0LN/liWjZqppdbVx7MV3IwjabCV3EmbSkUhyKFvu8UvReI0omSfhbz4dTytOeGocplk8bAVOdzs25N28+v5d3Fs9Fm9lVzWUJniAtNKGIPQ5Yrz5ThBYNbe29dDeJh2UFxnyXqTWrnRGd1/ufaHXSUIxfjgBqtf+epahzO/W0JFlnXoW4kc4Kv48dYRmqieBuho/ta0ljoD2JJVCKXtcYnsBFgpbowxRixiisQ4CdiwFTEKPi4nvqAubvwyOit+2nso9p18PiDd5mt9Tf8fZI8U+nV5Sxz7QRcnQFhlMSos7LuWv8wqYQUT/MZW2/X5apN/O+L8faTq/tIHhY4LBDbejnFsZt9AxG8ahnpk9o1GkPToxhFHFf1VevKDVmf/inhPHjtxAgfmaD2N3/E/Azn/LxPwh8h3//HcA/9ODz/7S1/lfg9Yh4L/D3At/d3T/T3R8Bvpu/1sj+0j/fEVg6Eo+Q3Hk0sLbSuyms7LrxrsC99wKhNSlskcYca/n/VpxmKBl9oppIX2lksllyw44GMOVBURoAl4EMzxIRPcW9LPKGrndINkzXuO+f6/C3IixZ2JBEVpxXZBZOpZmDW6cwxEyCk8hgPxz8s5ssczB9KCQwMpGTNl348DWpqM7XClbHqef0z3+AS7Lf9JR5ZmUCdLTS1hh8x1DARJ5tj9S7qR3CTPO4pZB+bePpw4IWbdz4ikjiULRYrnJfIgUNfQprtNhGdhoaSUewwjqHF3dFV21WARrEPgUCUKSYdiM5ArmN+aDzdTcaiXyMcFphZIpkRs16fmjEYGuoABDCAuczF3Qvo9FXIafpJSmvYVVgapLcrhxepUjhMQ7ae2/YBtpDAjQy+ibd1W2sOOk+FB9upfMzByYEZriY2J6/fer75w0TDTvxZaelQ9CK9J6psp2+tjbkUuYtdrkhw4wLBTA28FhdSbmXC2FAWyXHRbm3st4qhvjru/un/Pu/Avx6//6LgZ988HXv92ef7vPPuK7h5GswAVl/cdosDeWYsDPonUSrTSlre5ME6pHVo9Q31lCcg0WWyMnyMYu7Y7PWYDLN5k58qHAzPO2UIi/iMczmh9GB2zGzKlwFBQgbO1Q4WK/eXanG1adcotfM7AvhRtqMLFR4yOXRq9uGskzXEY+v3ZbW5nzhp7cb8P1etKAQIqMAwj+j5WHX3Tt47Y336bqiFakGxoKUhmnwOhfeOL+q3IPe6YKSUmRRNTSHZbtKlHuq2UFxmnvqg6mNwO4pOKQLQwz44AjdkXKMMW4drMuQKVKZDpFYbhsLt5f5OrHhV8SoCnI3nB7NoEdmhxK3DAUbJzkeiRn09EsHgghCRlSKV+0MAxqpqseWoMHQYSKtqF7iJrKmD95ivTZAknUrhtxNz/NmqlYQN0es6vJm0JMR5JVebIwPNT/X/zbkfKpORkJMc1nGCPelPlXzjUlVkqcGMBHtRNTdlxFapgKNWIa2bUrxyDs7ugV7OPmfa1UsstTnnHBN5nvB9dddVOlLouNXZ0XE742I74+I7//whz9szCXdaK47b08wq72pTPOl0hhfjbsAd2EsEEUl5bmVpjkirNKgeGv/dZerdmVOlAjd8uDGWmyg2xiaXoaHguM3bkl+YoomPggYBrDcEg1Vb+pqa6mDwQPCJ7aqqwJqgkMcc1plOPabjl5hJvY19+qt7cHP8PNQqjE9zzXWa1Jq98pSB5Gw03TgwZziJFi4ZVh7QF94pUoqiujwCb8r9qQ+AIwMVDsC8rOs/SAlG9O16e1ZGj2tm/fmfgrjnA4e2V7hbNNeLV+oZzqSWerbbjtKbpXMlMBqRfD8kxJDKIeuaTyxb2Gl7t0/Y9gNuW/K2qQiuR7OpOEOHXYXouxXsoYtoX5dDfZqv9MRv8Xtko729r4OXjbUlhG4WkTRaE9n9MpekJNsQwiRm218U/BruvtDuOYa8iC6AL3TKWuZAmOO4OCTPLBFO+FAUaK0MwKzyHTe0fsapZ0ZzyrqnFLjqpBKU+tc7EnCZ4Z0a09lSHEozzAR4MXN0ls1iH/VqTD+/wf9+V8GvuTB173Pn326z/+a1d1/qLu/pru/5t3vfjfTPhcRVzo8FCMRlDexnPIZ0L1tdr20QhSDCcHbeNCITyqF1Xi9uObZBdPGd0ajOR0DoifhHtKYtLjVqqbYT6exQGmbNRf3qJyE+j59SmA9E+fLf5fbm9QOYC2ocM/mTgbI11jIJtYzhrIxRi7jQKTtfXnaqOcOB0ZxpqxuI+n1iuacCCJFus5Tnvo2D0QHej2MilxkGRXrSFUt17KkfBexhKt1jjHuy1mNZmKsxegupv1sxYD0l3tQ900t8fcG6nDajt/emFMo9pLow0W8T6Vj0wKepklNEpbAs9fE2IsZIdehDpkhCseadukb0T1teYwd7g4CdfQQjkzdF51jNBcynDMQqsxQmKKdOzWUGjZ1QHxSQhedFuw393OokoIZkqH2OIrQczHH9Wa1Up81DA8qO+mtyYbbYX+fb8q5JDTujRz3XlsFYTXMk1NhLo0+UJHD2UU5fXfkOuIqzTAWzDpwhVopsoxfDWZqh9RwCdOqlzqIXFTsqT2+8HqrBvFPAt/s338z8CcefP6Pudr8tcBHnVr/aeB3RcQbLqb8Ln/2mS8w/GA8S0FN4Th7nrtuewdu1cYMbzyt4xy+nTeIC5EBZGvigyK5kYEXt+m8v59uX2hJ4tNNtfG+akaCrO2dNR8Dho6xmVa59GjRVotXhSrNCN8TF0tdCO1K96Smq4UHVZS6Vk5r83W68ul/n0Xv8wqSF8vVziL6znxKPaN0NAdLEvrtlikAH7hA9Igj5HUPp87nSF+FuYPI28840+VnvOdnGBVf7jyKMj2kDbTTlmBTGql50kn2vtqzcgB+qaxeorYKyINCSs9R7hHvJKwQXjO4yfBBIDgDG57hkCrqcYeMU9q2kYodriIr1bZAD6LbGK9zrh0jwGGopmObChbQJUM++JcrIz7ioBj8ipZrWAxT1LorORSnyKDzUWmS/zAFroo/4NbMW8X4eJDGKvIrTjmr3goQcGGugnXcXc80UyFeXg7eFq5u9LaiGOEGWdTmdJvmcmGx3VaWjoABwT5uSaWUHcmxp9gEqLmgzUUVlzhdG7BgRYa6eN5Cynx8pi+IiO8Efhvwnoh4P6oW/2vAH4mI3wP8JeAf8Zf/98A3AD8O/ALwLQDd/TMR8a8C3+ev+1e6+1MLNb/kqmjx6qKJU7204YG4o1QN0LU5j0Pp8cJyLTekoRxZdp8Ed/SxrYos67pQgfX2f6XN3D0jO0U/zvRsD1hdFmI1+tbDUXSUN7yskTkulfLKRQ+2rmdoH7Wbcwd3CaRTptB9zRzlSZ3ooHPboKVVh3WwuuCIpUisp1SgCCcXTHeBJGWXFE5MrL2ZijY8qArtePLcyRnNUWGxVN2Losdw1G5Yo0EOI1iHsChycwJrm3yeN4l7QXJpo7SsUgMRh6TBGsLSTxHJroOIUxhkFxV3nret77HWM3YVtYtjQZyLSrFNdcYnco6rWCfMbCIqp105LW+K0rSnRnBj8EN719lAoSL+AhOXFVWqOzEvpysNSz83YO3mvpp1J0NSUTIeFYgDuu3cmBaVy6BhFW8FeYvQ5C3hmTG79HZv5f2fkTJAuYhTuLkKjXb4cSg9Nm6NnV8CfTiNzaL3PaxnmHVrZ7dZsRTZreQwrlBTauz0+fM7kBIt3cs4ozqqIrgCCdCzDEojTi0JOOIlbaw5Hji/F1mf0SB29zd9mr/67b/E1zbwz3ya7/PtwLe/0NUBtMd9yjmTHSwW92wTkJPcdWmh4bSu54H4oJeHHNUWhN2nW73cBrpDcuQyRhZkMG4HosNIg25dc0uOKKjlnk0Dv90WhA1yCXvbnURuy3v5ENmBtTG/XHU1pA+pWa99USvIs9lrqq13RJxK0/skdqLRkjKK+2j6Psgljt8BnG5Da9aNW2jW/1BKwim7ARh9bTd91BV5rE7uQ3jNREeaXufuBB8EQko4SjtRv61T5F6nNRRV8T27JS6AQHpCWO+2WACW5eoy0F7NytOpaCsbKDnL3gWZ7L535Oa0LPpBKuboeE/hbJgAU8kHQmpIEo51XcJ7pcr8opq5IvCAvUQS15iJCkXN6a4cwQ9m91n4gBHgXQdrDS4ogzGYWhkjq8UDkQWczm9rMwrYzdg21CampwogFz9vCde8ICTWJV5CaK/v3Obzbn3dpOOp2TppxkD6AUTcuREiZFQRxDF99usUJAQiYs80zQixIaZrplEwse24iKKPRXEyfOK06IgU7MKkdA/x2SbqXTf0Yuuvu6jy2V4rgDsBr4H4TjpAkHfp2RMLcushAGMZS0MbGM1YdaWFi6sayL5SaeIqpTFR+4EGm9PotkePBXl6nvOA05rq12u8nc5TXlim4rHcTbj1LqIlCttKt01RVbuVN5AgltbBawk/HI706PMi5d5ETvdFvpZi8yBpwUlxF4vdMlLblBZpI3Jhf7p6kcHjgFXN6Y3ZJfWSQhF72Oko2uHG9YtU0QdDBoE1+VRUSqfVmtwrhekjuYpmehJKW/G4g6l45vQn51R325H4bb/Esmhrix/QuR0BNtd8b0ckN5UkqePQB9kDRchoVIzWnniBbORARtLe++fiyfyiFj93Y8TwNtvtoXoeYZxsql562r7n1nsfMYrbDGIbdWykJ2IN0WAubG7a+dzfLdjt1noZic7MhPN+HligOGNx4GgzkME1fr4MVoanI3bfA0Fu9z33JEb6uauCzpPpC+/tVJ22QEqZbqXVyzDUMr2rimUCOCDKW0lvcwqkhZzhBTMp2nhhexP9Fv7R52pFxM8DP/J2X8dnYb0H+Om3+yJ+ldfTPb0c6/9P9/Sl3f0FL/KNPmPK/DavH+nur3m7L+JXe0XE9/9au6+ne3o51tM9/fLr0afMT+tpPa2n9blaTwbxaT2tp/W0vB67QfxDb/cFfJbWr8X7erqnl2M93dMvsx51UeVpPa2n9bQ+l+uxR4hP62k9raf1OVuP1iBGxNdHxI9YbPZbP/O/eBwrIr4kIv5MRPxQRPzfEfHP+vMXFtV9bCsiVkT87xHxXf7zl0fE9/ra/3BEPPPnr/jPP+6//7K387o/3YqI1yPij0XEn4+IH46Ir3vZ31NE/PPedz8YEd8ZEa++jO8p3i5h6hEjfUy/UNfTTwBfATwD/k/gq97u6/oVXvt7ga/27/8G4EeBrwL+DeBb/fm3Av+6f/8NwJ9CVNKvBb737b6HX+be/gXgvwC+y3/+I8A3+vd/APin/Pt/GvgD/v03An/47b72T3M/3wH8k/79M+D1l/k9IUm9vwC89uD9/OMv43sC/i7gq4EffPDZC70b4POB/8f/f8O/f+OX/blv941/mofxdcCffvDnbwO+7e2+rrd4L38C+J2IYP5ef/ZexLEE+IPANz34+uvrHtMvpFD0PcDfA3yXN99PA8envjMk3PF1/v3hr4u3+x4+5X4+z8YjPuXzl/Y9cdMd/Xw/9+9C4swv5XsCvuxTDOILvRvgm4A/+ODzX/R1v9Svx5oyv2VB2ce0nIL8FuB7eXFR3ce2/h3gX+TWKPdu4Ge7+/SfH173dU/++4/66x/T+nLgQ8B/bBjgP4yId/ISv6fu/svAvwn8v8BPoef+A7zc7+nh+qwLUz9Wg/jSr4h4F/BfAf9cd//cw79ruauXprwfEX8/8MHu/oG3+1p+FdeBUrLf392/Bfg4t9lAwEv5nt5AYzy+HPgi4J38Ckd1vGzrs/VuHqtB/BULyj7GFRF3yBj+5939x/3xi4rqPqb1dwD/QET8ReC/RGnzv4tm5kz758Prvu7Jf/95wIc/lxf8K1jvB97f3d/rP/8xZCBf5vf0O4C/0N0faiku/HH07l7m9/RwfdaEqWc9VoP4fcBXujr2DAG+f/JtvqZf0YqIAP4j4Ie7+9968FcvKqr7aFZ3f1t3v6+7vwy9i/+xu/9R4M8Av9tf9qn3NPf6u/31jyrS6u6/AvxkRPwmf/TbgR/iJX5PKFX+2oh4h/fh3NNL+54+ZX32hanfbuD0lwFUvwFVaH8C+Jfe7ut5gev+O1Eo/+eA/8O/vgFhM98DjLCKRgAAAM9JREFU/BjwPwCf768P4N/3ff5fwNe83ffwGe7vt3GrMn8F8GeRIPAfBV7x56/6zz/uv/+Kt/u6P829/Gbg+/2u/htUiXyp3xPwLwN/HvhB4D8DXnkZ3xPwnQgHvUfR/O95K+8G+Cd8fz8OfMtn+rlPnSpP62k9rafl9VhT5qf1tJ7W0/qcryeD+LSe1tN6Wl5PBvFpPa2n9bS8ngzi03paT+tpeT0ZxKf1tJ7W0/J6MohP62k9rafl9WQQn9bTelpPy+vJID6tp/W0npbX/wcgniJdBnXf9gAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display an image using our new function \n", "# Note that order of channels of input image is BGR and the displayed image is RGB.\n", "display_image(img_bgr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Creating a reference image\n", "\n", "A reference image is a single-channel image which is used for segmentation. There are various ways to create a reference image. The type of reference image depends up on the application you are dealing with. For example you can create a reference image which is more sensitive towards a specific colour. Here are a few examples:\n", "\n", "The luminosity image (also known as grayscale or black & white) averages the values, but it forms a weighted average to account for human perception. We’re more sensitive to green than other colors, so green is weighted most heavily. The formula for luminosity in OpenCV is 0.299 R + 0.587 G + 0.114 B.\n", "\n", "Here we create a grayscale image and will use it as our reference image.\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " Reference image shape: (1023, 1024)\n", "\n", " Reference image:\n", "[[235 236 236 ..., 232 233 0]\n", " [235 235 234 ..., 231 232 0]\n", " [234 235 236 ..., 232 232 0]\n", " ..., \n", " [235 236 235 ..., 231 231 0]\n", " [234 233 235 ..., 232 231 0]\n", " [234 234 236 ..., 230 232 0]]\n" ] } ], "source": [ "# create a grayscale reference image\n", "img_gray = cv2.cvtColor(img_bgr, cv2.COLOR_BGR2GRAY)\n", "print \"\\n Reference image shape: \",img_gray.shape\n", "print \"\\n Reference image:\\n\",img_gray\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# display grayscale image\n", "display_image(img_gray)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Image pre-processing / binarizing\n", "\n", "Following creating a single-channel reference image, we would like to extract foreground objects. This can be done by applying a [thresholding](https://en.wikipedia.org/wiki/Thresholding_(image_processing) method . There are several ways to do it. Depends up on the type of foreground objects and the complexities of background pixels, you may use either of those ways. In the following example, I apply two methods (*cv2.threshold* and *cv2.adaptiveThreshold*) and we will check later the performance of each method." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Define a reference image\n", "img_ref = img_gray\n", "print \"\\n Reference image:\\n\",img_ref\n", "\n", "# define a few constants (to be used frequently)\n", "max_pixelValue = 255 # maximum pixel value of an 8-bit image\n", "min_pixelValue = 0 # minimum pixel value of an 8-bit image\n", "\n", "# Inverse the reference image: This makes foreground objects brighter than background pixels. \n", "# Though it is not important, this makes our image more similar to astronomical images i.e., brights stars/galaxies\n", "# against the dark sky background\n", "img_ref = cv2.subtract(max_pixelValue, img_ref)\n", "print \"\\n Reference image (inverted):\\n\",img_ref\n", "\n", "# display inverted image\n", "display_image(img_ref)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# method.1: cv2.threshold (less efficient)\n", "# ----------------------------------------\n", "\n", "# create a binary image using threshold (+ OTSU algorithm)\n", "thresh , img_binary = cv2.threshold(img_ref, max_pixelValue, cv2.THRESH_BINARY_INV, cv2.THRESH_OTSU)\n", "\n", "# display output of threshod\n", "print \"The threshold pixel value as estimated using OTSU algorithm is %d\"%thresh\n", "print \"\\n data array: \\n\", img_binary\n", "display_image(img_binary, 5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# method.2: cv2.adaptiveThreshold (more efficient)\n", "# -----------------------------------------------\n", "\n", "# adaptive threshold settings\n", "adapThresh_blcokSize= 25\n", "adapThresh_constant = -4.5\n", "\n", "# apply adaptive threshold\n", "img_binary_adaptive = cv2.adaptiveThreshold(img_ref, max_pixelValue,\n", " cv2.ADAPTIVE_THRESH_MEAN_C,\n", " cv2.THRESH_BINARY,\n", " adapThresh_blcokSize,\n", " adapThresh_constant)\n", "\n", "# display output of threshod\n", "display_image(img_binary_adaptive, 5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Image segmentation\n", "\n", "Next we are going to perform [image segmentation](https://en.wikipedia.org/wiki/Image_segmentation) and detect individual objects which in turn helps us to extract various properties for each extracted object (here cells). To do this, we need a binary image of those objects which has been already done in the previous part. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Extract a a list of contours where each element in the list is associated to one object in the binary image.\n", "_ , contour_list, _ = cv2.findContours(img_binary_adaptive, \n", " cv2.RETR_EXTERNAL,\n", " cv2.CHAIN_APPROX_SIMPLE)\n", "print \"Total number of contours (before de-noising) is %d\"%len(contour_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Please note that in this specific example, we are mainly interested in cell size objects. This means that we do not need very small objects or artefacts that exist in the image and show themselves as small white points (much smaller than a typical cell size). Here we can perform a denoising method to get rid of them (to some extent but not completely). After de-noising, we run the *cv2.findContours* again.\n", "\n", "#### Note (1): There is a large collection of [filters](https://docs.opencv.org/2.4/modules/imgproc/doc/filtering.html) in OpenCV.\n", "#### Note (2): There are more advanced methods for segmentation of overlapped objects (here cells) such as [watershed segmentation](http://cmm.ensmp.fr/~beucher/wtshed.html) using [Scikit-Image](http://scikit-image.org/docs/dev/auto_examples/segmentation/plot_watershed.html) or [OpenCV](https://docs.opencv.org/3.3.1/d3/db4/tutorial_py_watershed.html). " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Apply median / de-noising filter\n", "medianBlur_blockSize= 9\n", "img_binary_adaptive_denoised = cv2.medianBlur(img_binary_adaptive, medianBlur_blockSize)\n", "\n", "\n", "# Extract a a list of contours where each element in the list is associated to one object in the binary image.\n", "_ , contour_list_denoised, _ = cv2.findContours(img_binary_adaptive_denoised, \n", " cv2.RETR_EXTERNAL,\n", " cv2.CHAIN_APPROX_SIMPLE)\n", "print \"Total number of contours (after de-noising) is %d\"%len(contour_list_denoised)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true }, "outputs": [], "source": [ "display_image(img_binary_adaptive_denoised, 5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Feature extraction\n", "\n", "Now we have a list of all contours associated to individual cells. The next step in order to build a catalogue of objects is to go through each element of the contour list and for each element we calculate some parameters that we are interested in such as morphological/geometrical charactristics of each cell.\n", "\n", "Also we need to collect the properties of cells in containers (one containter for each property) and therefore we need to create those containers first. After going through all cells (elements in the contour list), each containter contains a specific property for all cells in the binary image. So we will follow these steps:\n", "\n", "(a) create empty Numpy containers for each property\n", "\n", "(b) go through all elements in the contour list and calculate different properties. Here our aim is to calculate the following:\n", " - cell index\n", " - cell positional information (Xc, Yc) in pixels\n", " - cell area in pixel^2\n", "\n", "(c) recording the ourput catalogue on disk (next section)\n", "\n", "#### Note: You can find a list of interesting parameters to describe cell's morphology (shape descriptors) [here](http://imagej.net/BioVoxxel_Toolbox). This [link](https://docs.opencv.org/trunk/d1/d32/tutorial_py_contour_properties.html) tells you how to implement some of those shape descriptors in OpenCV." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# (a) Creating empty Numpy containters - One for each parameter\n", "# -------------------------------------------------------------\n", "\n", "# import numpy library\n", "import numpy as np\n", "\n", "# empty Numpy containers\n", "n_total_cells = len(contour_list_denoised)\n", "cell_index = np.zeros(shape = n_total_cells, dtype = np.int32)\n", "cell_Xc = np.zeros(shape = n_total_cells, dtype = np.float32)\n", "cell_Yc = np.zeros(shape = n_total_cells, dtype = np.float32)\n", "cell_area = np.zeros(shape = n_total_cells, dtype = np.float64)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# (b) Iterate through the contour list and estimate for each contour the above parameters\n", "# ---------------------------------------------------------------------------------------\n", "\n", "for index, c in enumerate(contour_list_denoised):\n", " \n", " # compute the center of the contour\n", " M = cv2.moments(c)\n", " \n", " if M[\"m00\"] != 0:\n", " \n", " Xc = int(M[\"m10\"] / M[\"m00\"])\n", " Yc = int(M[\"m01\"] / M[\"m00\"])\n", " cell_Xc[index] = Xc\n", " cell_Yc[index] =img_height - Yc # Useful for TOPCAT otherwise 'Yc' only\n", "\n", " # compute cell index (start from 1)\n", " cell_index[index] = index + 1 \n", " \n", " \n", " # compute the contour area\n", " area = cv2.contourArea(c)\n", " cell_area[index] = area\n", " " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# (c) Create output catalogue\n", "# ---------------------------\n", "\n", "# use astropy Table method\n", "from astropy.table import Table, vstack, Column\n", "\n", "# output catalogue format 'FITS' or 'CSV' or 'TXT'\n", "cat_type = '.fits'\n", "\n", "# create a Table object and populate it with numpy containers\n", "t = Table(\n", " [cell_index, cell_Xc, cell_Yc, cell_area], \n", " names =('index','X','Y','area')\n", ")\n", "\n", "# record the Table object on disk\n", "t.write('./' + img_name + cat_type, overwrite=True)\n", "print \"The final catalog %s%s is created successfully. Well Done :)\"%(img_name,cat_type)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Finish :)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 2 }