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

Table of Contents

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Feature engineering: Image Data " ] }, { "cell_type": "code", "execution_count": 138, "metadata": {}, "outputs": [], "source": [ "import skimage\n", "from skimage import io\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Image Metadata Features" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are tons of useful features obtainable from the image metadata itself without even processing the image. \n", "\n", "Most of this information can be found from the **Exchangeable Image File Format(EXIF)** data, which is usually recorded for each image by the device when the picture is being taken. \n", "\n", "Following are some of the popular features that are obtainable from the image EXIF data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Image create date and time\n", "- Image dimensions\n", "- Image compression format\n", "- Device make and model\n", "- Image resolution and aspect ratio\n", "- Image artist\n", "- Flash, aperture, focal length, and exposure" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "EXIF metadata:\n", "\n", "https://sno.phy.queensu.ca/~phil/exiftool/TagNames/EXIF.html, \n", "\n", "which lists the possible EXIF tags.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Raw Image and Channel Pixels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An image can be represented by the value of each of its pixels as a two dimensional array. \n", "\n", "However, color images usually have three components also known as **channels.** \n", "\n", "The R, G, and B channels stand for the red, green, and blue channels, respectively. \n", "\n", "This can be represented as a **three dimensional array (m, n, c)** where m indicates the number of rows in the image, n indicates the number of columns. These are determined by the image dimensions. The c indicates which channel it represents (R, G or B)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### RGB Color space\n", "

RGB color space or RGB color system, constructs all the colors from the combination of the Red, Green and\n", "Blue colors.

\n", "

The red, green and blue encoding use 8 bits each, which have integer values from 0 to 255. \n", " \n", "This makes $256\\times 256\\times 256 = 2^{24} = 16777216$ possible colors.

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### RGB color format and calculation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Using the entire 24 bits format (bits 0..23), the RGB code value becomes:

\n", "\t\n", "\t\t\n", "\t\t\t\n", "\t\t\t\n", "\t\t\t\n", "\t\t\n", "\t
RED[7:0]GREEN[7:0]BLUE[7:0]
\n", "\t\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An RGB color can be therefore represented as:

\n", "- a triple of integers, $(R, B, G),$ where $R,B,G\\in \\{0, \\ldots, 255\\}$

\n", " \n", "- a triple of floats, $(R, B, G),$ where $R,B,G\\in [0, 1]$, representing fractions of 255

\n", " \n", "- an unsigned integer number ranging from $0$ to $2^{24}-1$, $RGB = (R\\times 65536) + (G\\times 256) + B)$, where $R,B,G\\in \\{0, \\ldots, 255\\}$

\n", " \n", "- an exadecimal number $RGB$ = #RRGGBB" ] }, { "attachments": { "image.png": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABBYAAARuCAYAAABnU7QGAAAgAElEQVR4Aeyd+e8lRdX//Vv4WX8xMSaaaIxGo8ElEoJKnICCyjITVkEEBFmGVWQYGJxBCDsiDuuwCgw8MOwMO8jAA4J8FRBREVFQ+pvX5Tl3Ttet3qvv7Xvvu5OZ6k93dS3vOufcqnedqvpQpksICAEhIASEgBAQAkJACAgBISAEhIAQEAItEfhQy+/0mRAQAkJACAgBISAEhIAQEAJCQAgIASEgBDIRCxICISAEhIAQEAJCQAgIASEgBISAEBACQqA1AiIWWkOnD4WAEBACQkAICAEhIASEgBAQAkJACAgBEQuSASEgBISAEBACQkAICAEhIASEgBAQAkKgNQIiFlpDpw+FgBAQAkJACAgBISAEhIAQEAJCQAgIARELkgEhIASEgBAQAkJACAgBISAEhIAQEAJCoDUCIhZaQ6cPhYAQEAJCQAgIASEgBISAEBACQkAICAERC5IBISAEhIAQEAJCQAgIASEgBISAEBACQqA1AiIWWkOnD4WAEBACQkAICAEhIASEgBAQAkJACAgBEQuSASEgBISAEBACQkAICAEhIASEgBAQAkKgNQIiFlpDpw+FgBAQAkJACAgBISAEhIAQEAJCQAgIARELkgEhIASEgBAQAkJACAgBISAEhIAQEAJCoDUCIhZaQ6cPhYAQEAJCQAgIASEgBISAEBACQkAICAERC5IBISAEhIAQEAJCQAgIASEgBISAEBACQqA1AiIWWkOnD4WAEBACQkAICAEhIASEgBAQAkJACAgBEQuSASEgBISAEBACQkAICAEhIASEgBAQAkKgNQIiFlpDpw+FgBAQAkJACAgBISAEhIAQEAJCQAgIARELkgEhIASEgBAQAkJACAgBISAEhIAQEAJCoDUCIhZaQ6cPhYAQEAJCQAgIASEgBISAEBACQkAICIGZEwtPPvlkdu+995b+e/DBB7Onn346e+edd+aqxZ566qlxvd588825Knuqwv7nP/8ZY3D//fdn77//fqqklY4QEAJCQAgIASEgBISAEBACQkAIDACBmRMLn//857Mddtih9r9ddtkl27hx4wCgqy7C1772tXG9rrvuuuoPFjDGH/7whzEGtPM///nPBaylqiQEhIAQEAJCQAgIASEgBISAEFheBOaOWDAS4oQTTsiYDR/yJWIhy0QsDFlCVTYhIASEgBAQAkJACAgBISAEhEB3BAZFLHzkIx/Jdt555/G/nXbaKfvyl7+cffazn83Nehu5sN9++3VHoMcURCyIWOhRvJS0EBACQkAICAEhIASEgBAQAkJgEAgMilg4+eSTC0HBO+G2227LIB+MWCB8+OGHC7+Z9QvKRpn599prr826ODPJXx4LM4FdmQoBISAEhIAQEAJCQAgIASEgBKaGwNwQC4bItm3bcsRCGRlh3yicHQIiFmaHvXIWAkJACAgBISAEhIAQEAJCQAhMA4G5IxYAxS+NWLlyZS2c/vrXv2aPPvpo9tvf/ja76667sueffz7773//W+tbIrHpIKTG5s2bM06peOONN2p/Wyfiu+++OyrT3Xffnd15553ZCy+8kP373/+u82ntOCnyePXVV7P77rtvhOGf/vSnyrybEgt4prz00ksjDB566KGMdmtzkQ4eI/fcc0/2+uuvR5N47733Rnlt2bJlVJ9XXnmlkUxEE9VDISAEhIAQEAJCQAgIASEgBITAkiEwl8QC+y7Ycogyj4Unnngi23PPPbOPfexj4/j2HSHLKs4444zSATxkBGn47+ye79nnoWjguuuuu46/u+WWW6Ki9ec//zk76aSTJpZ4WB7HH398RpwuV9c83n777exnP/tZtIxgcOCBBxaWsS6x8PLLL2eQRFZvH37iE5/I1qxZk0GMxC6Wmlj8s846K7v11lsnyko72WafECJHHHHE+Bv71kJOHuEY1KJrt912G3/73e9+tyiangsBISAEhIAQEAJCQAgIASEgBJYCgbkjFhjE2wCQkNnz8MIT4dhjj83F89+E9xx5+Y9//CNMJnvsscdqpcHgGi+I8KravJH0i0gPX0bSZxa/zdU1D/CtW8abb755ooh1iIULLrigFs5f+tKXsmeeeWYijxtuuGH8fREJBBnF9eabb+Y8XjzO4f2GDRsm8uIBG4xaXEgIXUJACAgBISAEhIAQEAJCQAgIgWVGYK6IBbwHIAFsUMeAOzaLzXIFi0PIwPiUU07JLrvssuzCCy/Mjj766Nx74px//vk5OWAZAulbOtyTxq9//evs9NNPH51WYe8ImVUPl1aUEQt4Efj0SWPFihXZmWeemV1yySUTs/cs/2A5RpOrax7M7MfKuHbt2mz9+vXZvvvuO8bHsNi6dWuuiFXEAoSMfWvhAQcckP3yl78ceSn4QTzvacu///3vuTw8sWBphCHtzrX33nvn8jvssMOySy+9NDv33HOz3XffPfeONPCkCC9fJhELITr6WwgIASEgBISAEBACQkAICIFlQ2BQxAKD54MPPjj3Dzd7BoN++QMDvk9/+tOjfQhiDeYHiBxZGRuQs0eC36sBwsJfrO+3wSmD2dhyhI0bN47jEPf+++/3SWRlxAL1tPQJL7/88ty3/HHttdfm4lx33XUTccoedMkDkgSiw5fxyiuvnMiOPQw8+YBXgS05IHIZsQCm3hsCcubxxx/P5fH++++PSB9fjmOOOSYXJ0YsrFu3LoMYwcMB0gBPBUgonw57ZYQXe1v4OJAo4QUJddRRR43+4W2hSwgIASEgBISAEBACQkAICAEhsMwIDIpY8AO6qnv2T4hdbMrovy1bK++JAQbH/vLu+d/85jf9q/E9A2gG0uRHSHr+KiIW3nrrrVwZ2Ueh6PL7DuDmX/fqmgcDco/jOeecU5h16CGCV4ddZcTCRRddlMsDj5Si68QTT8zFpZ3tCokFCJXY9fTTT+fSeOedd2LRMogL6g55xZIaXUJACAgBISAEhIAQEAJCQAgIASFQjMDcEgsM/BhshssP8E7gNIBrrrlmYnlDCAMz1n7w7N9zOoN/x8x1bCDKkglm1WNXEbHAXgQ+7ddeey32+egZnhOHHnroaOkBp0XUvbrmwfIAKyNeBTGvD18WlgRYfMprVxmxsGrVqvE3P/jBD+yTaIjHgfeM8N4TIbHAvhKxi300rIyELOWIYQ9h5L0uYmnpmRAQAkJACAgBISAEhIAQEAJCQAh8gMCgiAVOUWBJgP/HvgjnnXfe6FQCv8TBBojs7l/3YnDMTPyNN96YrV69OrdfA+n5CxLB8vDh9773vdEeCC+++KKPHr0vIhYgKSxNPB36uLrmwT4HVsaDDjqosojsuWDxWX5iVxGxABnjl0FcccUV9klh6NufUyrsCokFSIiiy5/UYeVlzwSWTkBIiFAoQk7PhYAQEAJCQAgIASEgBISAEBACcQQGRSyUHR1pxceTwA9IGRyG6/ItLu7yDEAZkIbf2KDSh/adhddff/14sOzj2T2u8mzouG3bNvskFxYRC6zPtzSqZupzCTb4o2setsSDcrJZZdXlsfLLSoqIBQb/hgHhli1bqrIY7Wlg3+BtYJcnFnze9t6Hzz777GijTUsnDPmeDR2RM11CQAgIASEgBISAEBACQkAICAEhUI3A3BELVImlDn5AGG7m9/bbb0dPLPDfcO9d6/k7drEUwQ+ywzTsbzYIDK8iYsF7Axx++OHhZ0n+7pqHr3PZ/gpW2HvvvTfXJiwR4apLLBQtX7D0Cc8444xxHv40Bk8s1PEAYVNHPE+s7YpCNg6tWgLiy6d7ISAEhIAQEAJCQAgIASEgBITAMiIwl8QC7uqeFNhtt93Gbcc7NjkMB4vEx3OBJRCctvDqq69OEBTjRCI3zHT/4he/yNjIMUzb/uaoSH8VEQts1mjf9OWx0DUPfyLEmjVrfLWi95xYYXUitKuIWKCdfHxOl6i6WPZi33jcPLHA6SF1L2SAjSbZINPLk+VByNIJXUJACAgBISAEhIAQEAJCQAgIASFQjMBcEgtUxx8/6Wevb7nllvHgk4EhA2R/goCHIjzNwL8ru2cTwNtuuy1jRtsPQsMjK4uIhYsvvnj8XdVA+L333suuuuqqjI0bqUfdPQC65uGXUhSdsuAx8nsssETEriJigff+uM+meyz4vTXaEgtWRkJwxTuFDUFDkuH111/3UXUvBISAEBACQkAICAEhIASEgBAQAg6BuSQWWOrgB/QMBu3ieEB794lPfKJ0IH722WeP4/KNP2GCUxVOPfXUjJnxrVu3WvIToT+ykjRws7eriFi46667cvmWbTbIYNfqQ/j3v//dki8Nu+bBhpmWL/tT/Otf/yrNz58K8d3vfncct4xY8MsR8Boou/7617/mBvwbNmwYR69LLHCcJV4lEEKcelF0vfDCC+O6gwHeGLqEgBAQAkJACAgBISAEhIAQEAJCII7A3BELDP6ZQbdBLyFeCnZ5F/69997bHk+Er7zyysSGjt4bgJMNLI9wDwefGEskLB7hyy+/PH5dRCzggu+/KVtq4D0H/JKPcSYFN13zCPexOP/88wtyyrKQxGB5gV1lxAJLSzwOTz75pH02EbIJp4/L4N+uusSCTwPvEk8kWVoWeq8Ff7SlvVcoBISAEBACQkAICAEhIASEgBAQAh8gMChi4eijj86YmQ7/MaPPAJW9ETxxwECT2XTi2+UH4gwOX3vtNXs1Dhl0467vB6rc+3QYSPv3DJ7Di4GpXw5Bfp6cKCIWSIcTMHz6t956a5h89tvf/jYXp2yWfeLjBHngReDLeNNNN01kgzeHP3EDDP7yl7+M45URC2yMiFeJ5cHSCIia8GKZhMUh5HhIf9UlFiAufDoQOhx7GV6/+tWvcvGefvrpXJRLLrkkO+GEE0b/mrZJLiH9IQSEgBAQAkJACAgBISAEhIAQWAAEBkUs+EFf3XuWCvjrxhtvzA0KGehy8gLPL7vssozTEngWS9/vxcC6+jAeA20GlSx/4BQIf3IC6a1bt84XJSsjFt56663cgJzvV61alUFosD/CfvvtlysjSw3Yb6HJ1TUPvDpCnFgaQt1ZKnHooYdOvN+0aVOuiGXEAhHD9iI/2gscOI2CDTfDMrz44ou5POoSC3wUbr5JG1EX2pS2DTf+hMgKL4gNK5Pf3yOMp7+FgBAQAkJACAgBISAEhIAQEALLgMBcEwtFLur77rvveOBnA8BYiCu+91xggOmvcH+DWBr2jNlv761AOmXEAu85YtHnb2mFIbP6Mc8LX9ai+655bNmyZYIACctnfzMwD68qYoH4F1xwQa32wjPiwQcfDLPImhALb7zxRs5LwsoeC9kD4m9/+9tEfiIWJiDRAyEgBISAEBACQkAICAEhIASWGIGZEwv+dIfY4M6eMQDn6D+WHjC7zAaORdc777yT+VMKLA0LmXV/6aWXRp+z8aM9jx0tuG3btqyMqGCQyekSscsPQBn8xi7qwfKN0DvCynTGGWdkLBnocnXNgw0j8SIoKiNeIOFyASsvm1laXQiLNoFkzwT2kPBx7Z58aac///nPlmwu9CeBQOZUXSzV8O1u+VjI/gvIT9EeDH6jypjMVOWv90JACAgBISAEhIAQEAJCQAgIgUVCYObEQp9gQjBADDDw53hIXOhDr4K6+TO4f+qppzL2GcB9n3TbphXLk7X+f/zjH0fHSlJWlmU0XfoQS9c/65qH/57BPN4QsRl9n2fTezCl7qRPuz3zzDPZv//976bJ1IpPXhAa4M0SDk6N6Eri1MpYkYSAEBACQkAICAEhIASEgBAQAguEwEITCwvUTqqKEBACQkAICAEhIASEgBAQAkJACAiBQSIgYmGQzaJCCQEhIASEgBAQAkJACAgBISAEhIAQmA8ERCzMRzuplEJACAgBISAEhIAQEAJCQAgIASEgBAaJgIiFQTaLCiUEhIAQEAJCQAgIASEgBISAEBACQmA+EBCxMB/tpFIKASEgBISAEBACQkAICAEhIASEgBAYJAIiFgbZLCqUEBACQkAICAEhIASEgBAQAkJACAiB+UBAxMJ8tJNKKQSEgBAQAkJACAgBISAEhIAQEAJCYJAIiFgYZLOoUEJACAgBISAEhIAQEAJCQAgIASEgBOYDAREL89FOKqUQEAJCQAgIASEgBISAEBACQkAICIFBIiBiYZDNokIJASEgBISAEBACQkAICAEhIASEgBCYDwRELMxHO6mUQkAICAEhIASEgBAQAkJACAgBISAEBomAiIVBNosKJQSEgBAQAkJACAgBISAEhIAQEAJCYD4QELEwH+2kUgoBISAEhIAQEAJCQAgIASEgBISAEBgkAiIWBtksKpQQEAJCQAgIASEgBISAEBACQkAICIH5QEDEwny0k0opBISAEBACQkAICAEhIASEgBAQAkJgkAiIWBhks6hQQkAICAEhIASEgBAQAkJACAgBISAE5gMBEQvz0U4qpRAQAkJACAgBISAEhIAQEAJCQAgIgUEiIGJhkM2iQgkBISAEhIAQEAJCQAgIASEgBISAEJgPBEQszEc7qZRCQAgIASEgBISAEBACQkAICAEhIAQGiYCIhUE2iwolBISAEBACQkAICAEhIASEgBAQAkJgPhAQsTAf7aRSCgEhIASEgBAQAkJACAgBISAEhIAQGCQCMyMWHnzwwUz/hIFkQDIgGZAMSAYkA5IByYBkQDIgGZAMSAZmKwNd2QoRCyI4RPBIBiQDkgHJgGRAMiAZkAxIBiQDkgHJwBLLwNwTCy+++GKmf8Jg3mXAGNZ5r4fKL12UDEgGhiYDsq+SyaHJ5DyWR3okPZpHuVWZpyO3Zh9ELIiYEDEzABkwhZQBnI4BFM7CWTKwPDIg+7o8bS297q+tpUf9YSu5FbbzLgNmH0QsDGBQOe/CpPJ3N4imkMKyO5bCUBhKBiQDXgZkXyUPXh50304epEftcJO8CbdlkAGzDyIWRCzIY2EAMmAKuQzGR3XUj6xkQDIwTRmQfZW8TVPeFjUv6ZH0aFFlW/XqLttmH0QsDGBQKYHuLtDzjqEp5LzXQ+WXLEsGJANDkwHZV8nk0GRyHssjPZIezaPcqszTkVuzDyIWRCzIY2EAMmAKKQM4HQMonIWzZGB5ZED2dXnaWnrdX1tLj/rDVnIrbOddBsw+iFgYwKBy3oVJ5e9uEE0hhWV3LIWhMJQMSAa8DMi+Sh68POi+nTxIj9rhJnkTbssgA2YfRCyIWJDHwgBkwBRyGYyP6qgfWcmAZGCaMiD7Knmbprwtal7SI+nRosq26tVdts0+iFgYwKBSAt1doOcdQ1PIea+Hyi9ZlgxIBoYmA7KvksmhyeQ8lkd6JD2aR7lVmacjt2YfRCyIWJDHwgBkwBRSBnA6BlA4C2fJwPLIgOzr8rS19Lq/tpYe9Yet5FbYzrsMmH0QsTCAQeW8C5PK390gmkIKy+5YCkNhKBmQDHgZkH2VPHh50H07eZAetcNN8ibclkEGzD6IWBCxII+FAciAKeQyGB/VUT+ykgHJwDRlQPZV8jZNeVvUvKRH0qNFlW3Vq7tsm30QsTCAQaUEurtAzzuGppDzXg+VX7IsGZAMDE0GZF8lk0OTyXksj/RIejSPcqsyT0duzT6IWBCxII+FAciAKaQM4HQMoHAWzpKB5ZEB2dflaWvpdX9tLT3qD1vJrbCddxkw+yBiYQCDynkXJpW/u0E0hRSW3bEUhsJQMiAZ8DIwRPt68803Z1ddddXo3/3339+I4L/++uvH3z700EONvvW4DPmeep133nnZiSeemB1wwAHZypUrs+OPPz47//zzs82bNw+yztddd924XZ577rlBlrFLmw9Fj373u9+NcTYdCsNNmzZlt912W3bvvfdmTz311Ny1xX333Teu45YtW+au/F7Onn/++ezqq68e1efaa6/NXnjhhWT1QRYuvfTS7Oc//3l26KGHZnvvvXd29NFHZ+vXr8+QgZR5+Tp1uUePTF7/53/+JxkWXcqU4luzDyIWRCwsjFCnUIxZpWEKOav8la8GYpIBycCiysAQ7esnP/nJbIcddhj9++lPf9rod/jDH/7w+NvTTjut0bdDb+Mrr7wyW7Fixbh+hlEYfutb38puuummQdXdl3GRBgwmM0PRo1tuuaVSPnxbcL/TTjuNBrdWl6GHhx9++LiO++2336DkvCl2kCS+PSADmqYRxke/IBy9LfR52P1nPvOZ7IILLhgUwXDCCSeM8fj+97/fGYsQm1n9bfZBxIKIhYUR6lkpU4p8TSFTpKU0NECUDEgGJAPbZWCI9lXEwvb2QVaZ4T/kkEPGHW4bGFSFxx133GD6ML6sIhby7ZvSHrUhFqxtvvKVr2R4/KQsTx9piVgolp8NGzY0thMQkUPxIhKxUE49fKj8dX9vh9hR6MO4KM1i47JI2Eiel6OdF0lmVRfJ7LzIwBDtq4iF7frz7LPPZgz4bPBnIc/w5mAgce6552aQCF/4whcm4uEGPQRZtHITiljY3r6p2yYkFj71qU+N5Ad54d+OO+6YMVP98Y9/fEJWrI2GTi6IWIjLz49//OOJNsWW8vzMM88cLZU65ZRTol5P3/nOdzKWZaSWx6bpiVgo5wZELMjjYeZK2lSphxh/iB3fIeKkMsV/bIWLcJEMFMvAEO2riIXt7cXaaBvwEX7uc5/L2K8gJtOsmb7oooty8flmCANFXwcRC9vbN9aOXZ6FxMIdd9wRlRXywO3+N7/5zUimfPvgQo9d6FKOPr+96667sssuu2z0b6h7itStf6qlEOylELYhhGMRWcAeG97O8i17ttQtd1/xRCyIWJi5EPYl3Eq3vx++ptgOsePbtA6KPxx5UluoLSQD22VgiPbVd3iXeY8FNjHzgwU8Eh577LHKflc4yNhtt90qv+lbJ3w9RCxs17/UuDchFixv3OD33HPPnKztv//+M5cZK98ihymIhUceeSS3nwLEEHJQhds999yTffSjHx23O/d4SFV91+d7EQsiFmYqgH0Kt9Lu74evKbZD7Pg2rYPiD0ee1BZqC8nAdhkYon2dNrHAKQsbN27M2JX98ccfH0y/hrXPfkDOIKSu7IYDRWZ5y75lQHH77bePZoFvvfXW0Wx2WfzYO04YYEDDbDLkgd913tejDrHw5JNPjjwtrrjiiuyBBx4oLXusLNN+NhQ9akMsgBXeC+FSmjonsmzbtm10wsTll18+avOiGfKy9kBOkG30D9lhNj31aRWUC2zYALUsbXCgHJB61N/LcFkd7B32g41TIffwBgn1wOJZmIJYOOmkk3J2ghNjLP2qkCUSXjfPPvvs0m/BEUICveRkiTb2Ekw5kcROf/Dt0ZRYIK277747Q/5o3xSbX1Zh1ua92Ydy2qD6rZZCaClEqYK2Ec5l/MYUchnrrjpvHwAJC2EhGUgvA0O0r9MgFugQ77vvvrmZPutgs/6c4xtjg6RwHfMZZ5wR/Z3nW3bbtzSZRWxy/OXWrVvH35IGu7w3kX8GN3zHYJHlFEXEAssqWHdv5fQha/E5wrIqXwZg7M7vv+WeOlNuBp/+XRGxAGYMLHz723ektc8++7QayFSVP8X7oehRW2IBDC655JJcOzHoLMKGgTPLcqx9fIjcly3BsDTxlGAPEPaB8N/bPSegQDJYfAuPOeaYcXxk254Tcpyifc/A9c4778y+/e1vT+g5+01ceOGF429ZLrTzzjuPv7U0KBtEg88jvAfzXXfdNTf7b98TIruUGT0Iv01BLKCnlh/3//u//zuRT5iv/c1AnPKhc9hDiBd750OIAPZhsHx8iL3Es6zOBpAsz/DltXSwU+Bcl1hAvnbZZZdoeUgfWfbln/W92Ydq6qA8hogFEQuDEuxZK1bb/E0h236v79IPRoSpMJUMLIYMDNG++oFlH0shGHB4F2Dr3IYhgw9m57ysQ0iE38Y8CdhM0afXdBPFcCaRMvty1Lkvm71jEL/XXnvlyujL6+8ZUBQtwWDgF+Lhv+X+q1/9ai6fGLEAzuAdfhv+TV5tsKiDV5c4Q9GjLsQCA0MGmYY57R5i8vTTT0dJJPvGh8h80Yw/xFkoF/5bfw+J4ctRtnnjYYcdNi4/g3lfH5+m3d98883ZNddcM/7Gnoch8XwZuKduP/zhDyu/tbQY8PrZedLoSiwwwLb0CZvaS8pQZid4Tzv6PIruIZpiRBBpQHYceOCBlel42x87bhLMTz/99Mp0KOOqVauyZ555ZqLdKM+0/5l9KKcNqt+KWJhB401bWJRf/wpqCims+8daGAtjycByycAQ7avvXDbtKPuBxGmnnTbRgWQGM+wY04ElLrNl4fIDZizDmTgGtj4NZs78AOrGG2/MvWfG1L+vo2Ph8ZK0U53v6sbxM7vUhQE7XgcMIsjbtwHvwSVMm+UKIanwjW98Y7QJHOkXzWiHxALLMML8vv71r2erV68elWfvvffO4Ul5QsInLNu0/x6KHnUhFsDML6FhJjrEEV3xso9+HHnkkdnatWuzgw46aEIemKEO00AXQlKBdOz0gthg3XtA1CUWfDm/+MUvZj/60Y+y3XffPVd+by+4R9aQ/1B2KW9YD9zvfR7owhFHHDE6gYHBL3j499yHBGNXYiH0MmmyDCKsT+xvlnOEdUAGOF0C2xySgWCAXQjTCpdrEI92PvXUU0eYh3nwd4xYYKmGj0ubHXzwwRmeYz/5yU8mlvNg08KyzOJvsw/V1EF5DBELIhYGIdCzUKKUeZpCpkxTaS3X4EntrfaWDMRlYIj2NRxk8nfdf77TGSMWGPhaHDq3N9xww8TvNIMhi0MYDgaQpXBJhK1NZkbSl588imb7y2QydDtuSkyUpR0SI7iAM4Psv2EWMxzQc+KEjxNicNZZZ+XeQ8jEZilDYoHd6D3e69evz6VDnuz74I9IxE3el2XW90PRo67EAoNv3xYeV5YL+He0bTjbjax7F3XkP5w1DgeHLJcJNw2ESPCDfj9AbEossCzI1yP0BqJOEFkPP/zwOJ9tlxUAACAASURBVB76FpIoYV29LWE5UfiePNlYEdLEcMNrwZelK7HAgNrSJkRPfPpd7ik77Wfpo3+h5wY4hR4NDPR9vuBqaRCCVbgsjHR9XsQLiYUnnngiJxOQPWE6eGKFdgmd8OWZxb3Zh3LaoPqtiAURCzMX5lkoUOo8TSFTp6v04gMN4SJcJAPLIwNDtK9+YO47pE3vQ2IhnGFkNq5I1n1nmQFOOAvHemk/q0kcOuIrV67MdaKr1mcX5e9nArkvitfmuZ+1pdy4t8fSYdDATK/hTsff1m/TgfcDP9yOY2nwzKdBWp5YCPeSYNaxKJ1w0NwW26L0uzwfih6FGPmZ/jr1C2eW/WDZtyMyabIQpss3fpDIsiAfx8s2a+uLSDM/aEbWbI+CJsTChg0bcnlTjlB2kcmYBwwkick+occSGfbvygavEGUWl3p4LLoSC6HnkW8vn0+b+zVr1ozLTflDgsanGQ7mvY57W0o6MaxJK7TPIbHg8wDHkFTw5YF4NMzZ88O/m8W92Ydq6qA8hogFEQszF+ZZKFDqPE0hU6er9JZn8KS2VltLBuIyMET72hexwEZv1tmMuTZ7GWEG1eISMlvr33O/efPmXBw/o843rPEOv6n7NwMuyz/lcZEM4jwhEPPG8GVkMzcrB6ENCsLZ66LNIUkrPP7SDzrCd1UDI78hJktXfFlneT8UPepKLODi7tvbCDX2FvHPq/a58HuM4MFgbRMSSeH+CRaPkDwZXOJyjxeReTXUJRbCQbxP25MbZd4vXleuvvrqcT2QU3SAclXpEBukeux8OboSC36wTR4+7a73e+yxx7jcZRiRD23lsfKEjvfsYF+XonJhm7zdC4kFT+RWLZGDdPSYQyYV5TuN52YfymmD6rciFkQszFSQp6Es08jDFHIaeSmP+OBDuAgXycBiysAQ7asnFtipnA3B6v7zncnQY4Gd2+09gx06n2X//Kyr7yh7XQhn4yx9XKu7dGb9Xg+k5fPsch/OtHJUW1l6dPatToTm5eHdycGpLI2QpPHEgh/IMjApaw/eeVyQjbJ8p/luKHrUlVjwS1f8wNxOGTFZ4FjIsrbC88Ti+r0a+MaeEzIgbdpOdYkF9L0obfY9sXKw/KMonicLq8gUSwPSAXvFqROkHZ6CYPEIuxILoYdJuB+Mz6vJPXrv7Z8t9SpLwxMI3vPIEw5V6XgPDE8shHYIQqVM/pBPa19CTrUoK3vf78w+VFMH5TFELIhYmKkg960o00rfFHJa+SmfxRxAqV3VrpKBSRkYon31xELVzFTYpr4TGxILPl3f6axzT4c3zIu/6fD6NeWkRRnANRa/7jO/pII12nW/q4oXbvZW5SFAen6NOJvS8ezYY48dd9xZM12Vr28XTyzEjqms0x7ESb1EpKoOZe+HokddiQU/OGT22OrMpoB12yUWz+TsggsuyKVj6TcJ6xIL7BFSlK4nFthAsCheHWIBeWYgDXZ+MB7DgWc+r67EwjnnnJPD0+8T4fNpeh8uAyk6htKny14ZVmeWW/EOctWeEV5xxRW5+vvvuWefFovviQX0y563CeuUPyxLyr/NPpTTBtVvRSyIWChVoJRCu8hpmUIuch1Vt8kBjzARJpKB/mVgiPbVEwCpiIVwxqtp57RsdtzPspEug+g2M7Fe3v3AnTTbpMfpFAw0/Vr4cOmBz7PoHo8Jw8vawy8rYfPHom/tuXdx9sSCH8haHnVDPxNu+cwqHIoedSUWvO7hCm94hhts1m0ji2dLaPzAkbws/SZhXWKBgW5Rup5YCAlI/00ZscCmlH6/EqtrGHpSjXc+/a7EQnhUJjP1Pv0697QNyzyM/OEb7I2vR9n+CpYHS7/sG1tqFqbDshCLHwu9p4EnFsKlV5ZP3bDI4yxWhj6emX2opg7KY4hYELFQqkB9CO8ipmkKuYh1U536HzgJY2EsGSiWgSHaVz+4sYFs3Tb0nfhwwOBnExkQMMip+48OfKwM7MIe69xyqkMsft1nYUc6PJGhKh2/QR2YMBjjm3C9t61bL0vPt4etJ/fEB5v6lX3PO5+GJxYYPBh+uIzXbQ/ixY4yrCpHX++HokddiIVw/wOOTjS8wpMcmrQTcTkthbTaEFtWBgvrEgss67BvwrArsYB++aVVJsPoGmQZSyCQTzYYDHXZl6UrsRAuM+IIR59+nXtPjrCHCURk6GlQZxmI9z6yPRnCdNigsaxM3jPGEwvs4WIYE2J/mshg2R4wZeVJ9c7sQzltUP1WxIKIhVIFSiWwi56OKeSi11P1Kx78CBthIxnoRwaGaF/9IDQlseA3/ita2tBEzpjhC9dP+85vl1kyOveeJGGw0qRsuBz7spi7NwMd/7xqjwXK4ePT8accdOrtOeUsK1uYhicWPEExpKUNZfWJvRuKHnUhFjjZw9qU0JNp4d4IfnY7hkfRs9tvvz2Xh20OWRSfGWzICPYssDyHQCxcfPHFuXrgtePl2tcnPO3Av+tKLJCWP5oWXazC1OcfehRAuNh7vwSqam8EvvHeR/54UG/H2JvF0o+F3jPGEwvsHeFlc+PGjaXpxNKe5TOzD9XUQXkMEQsiFuZK8GepdGV5m0KWxdG7fgYdwlW4SgYWWwaGaF/7Ihb233//cee0ahDL0glm/3CnZoM0BmyhLvDed3aZmQz3W+iyadhBBx2US79qts/Kx7F87Hvgy8aaad6HS0I40s++i4XMVPp0WF5BPEL/nIFf7HuehYNdPwA7//zzc+lULfmA0GBZCoRE2YkCRWXp6/lQ9CjE2h+RWFb38Ltw34yQkLJNPIvSxDOGPQ7Ye4A2Y+aauCwf8HJTlk44G2/r84dALHjdZ7mE1S+Gx+rVq3N1RgctXgpigU0iPabmnWR5lIV+SRNpeBvjvTqqPLDQW08gYDMtX7/hqu29YO/C0B8T6YkF4vnfhaOOOmqcfpgGf+N9g/zhOYKXVdnRlLHvUz8z+1BOG1S/FbEgYqFU8FML7qKmZwq5qPVTvRZ74Kb2VfsOWQaGaF99BzKlxwIeBL4DzqC2qG3CWcZwKULoEcAu5aQVDhRYa1w26CjKn+ePPPJIrrNOxx3youwb3jHw9vUMN7Hz5AfLQ2wmOJauP5aPuDYoIgyXlsS+5xnHZfryeGIBjwn/rmxdfOiqf/DBB1diUVSm1M+HokchQVCHWOCb0PMmJG1ob7/fAEf/Fck1cVkeY+1K2iY34O7zsrX4sfYISSeT0yEQC3goWP3KjoO9//77c3rCNx630F5YHWN4FD0DW6+n5LF27dpK3QjtIe2Ld5Hlw3GuVkdC5MTehaE/BYS4fulBuIymiIQMl5WFxMI+++yTK08ZaRsewylioZq0KI0xFAMXCp7+Vge7jQxIniU3beRG30huJAPVMjBE+9oXsUCH3p+FzkA9tnb4zjvvzA3owxlJZv/9oBqXYT8goFPvO+TMWLaVxdhxlscff/yIdAjTpOPvl3tQBsr5wAMP5PKnY+/Lx1rx0FMArwd/9CDxw+Uj4cADN2Y/gKR8sfJ7YoE4EAS+PHwTpsMa/XDwFKYT4jHNv4eiRyGxsGnTplHb0r72j0EW2HFCSEhC0Q4QTyH+YAm55tsJwurpp5/OyRbf+dl84odu9CFpB3noB7TktWXLlpwO7rnnnuN8hkAs+BMQsCOx0xjA2dsyw87rWgpiAbzCdicv2jZGLFFWvx+ClSv0HsGmeTIJO7d58+ZxO5h+hcRB6A32xBNP5NoSYsk287Q0IGC8baZMIbFAHCsrIeRVmA7phYRUmI7lOc3Q7EPp4L3GS3ksyGNhQgGnKciLkpcp5KLUR/WoHuwII2EkGZiODAzRvvrOeEqPBWQq3LyQDiqDFgazrP/1AwbrxHJEnpdHv9kZcUIvAgZX4QC/bLbPpx3eM+CKlYl8me1lcMeMqV8PbeUmLJodDJdZMIBglo+lERAIYSefv8ONHln37GefyY+ZXNygTz755Nyaa1+mkBBgoOXdqInL4ARCZt26dRky4Ikc3lP+EKtZ/j0UPYoNMD32VfeQCp4kCzH1M/Wkha4eeeSRI91hs9RQbhj8xdLz7vGkY+0NKYf7ui8nsuHJsSEQC+HyA8rIYJ3n2BEGs6FMW528/KciFmin0APB8uNEFmwcZfKns9h7wpD8sXYP60lc6om9LNLx2L4tflNG0gAblmFwfC12J4ZVjBAIl5WQFraAdMDdL9+wfLz3hNVr2qHZhxrcQWkUEQsiFgb1wzdtRUqVnylkqvSUznQGLMJZOEsGhi8DQ7SvfRILyCS7tcc6snREw39r1qzJ/Y6Hs3OHHXZY7r3JPDNpPq3Qq8Hi1Q39Joc+3aJ78mPDvaL0mWmOzVrG0mPQh5zE0mIWMSQXwjQYbHpiwA+sLM2bb765kBwJ0+MYxHCG29KZVTgUPepCLKxcuTJKAnhMWY4SDt7C9rG/kcFHH300KjfMmvvN/uybWBh6FQ2BWACTkGCMlZ1nePZ4m2YbqZJGSmKB9EJvkKIy2XPsYNWyiZjXkX3vQ3S87DhJiAgfP3bvl2nFiAXITE4riX0be2Z7wngZnsW92YdS1qDGSxELIhaiBnUWQj3PeZpCznMdVPbhD7DURmqjZZSBIdpXP/t+3HHHNfod9QNYZrGK2hQ3Zb+betgpZXkAg13/Pbut+3hVZEHYIW/qfeHz5p41xQyqykgRPA+Y5ffruMN0/N/sFVFEDFA/ZqHpzPtvwns8DsI1zYaTLbOAnLBnuLmHafA3HhEMGnwb2jeEEBS448fc9GPpTfPZUPQoXObi8fP3yAkeLwzekFPb3LMuZsyO+8GyTxv5ZPDMRo1l6dGOeMgUtTdlA9cwDTbus/zCIyU96cCSjPBb+9uTAmV2wtcxJOrwxPCnGFiZLGQjQnPV9/qBN5OVg/pZfMLQK8jiNQmxU7SpL7vPg3vaCE8TvyyjLA9m/f2g36dHWtSPPWHK0uAdyy3CjWVJC3k855xzRu8t7XBvGJ82hEEsHfuW5VUx2fFpTPPe7EMN7qA0iogFEQuVSjZNwZ7XvEwh57X8KrcGrJIBycBQZWDZ7SuDG2bdGWCz5pwNxOp2tmfVppAGECM33XRTxrF3uCszU80+BG3LxCCJNFj2ceWVV2a4MzcdwOMFARlDeW644YZOgyRmuhnIUR6WmlDfpuVpi0Wb75ZVjyAPTG6uvvrqEflVl9TyOKNztLfJchUp4b+d9T26w14GeAtwPCa6MwSPGvQFPYJsomwsR0CX6hAARZjStrY/B2mSNvuxFMUveg7hAsmAzfXLXIriFz2H9GRPHNKhPNzTHkXxZ/Xc7EMpa1DjpYgFEQuDE+5ZKVWXfE0hu6ShbzWwkwxIBiQDkzIg+zqJieREmDSVAemRZKapzCj+8siM2Yca3EFpFBELIhZELCSQAVNIGeHlMcJqa7W1ZGA6MiD7Oh2cJc+LjbP0aLHbV/qr9u0iA2YfSlmDGi9FLCQYVHZpSH27GIbAFFLtuRjtqXZUO0oGhiMDsq/DaQvpxfy2hfRofttOeqe261sGzD7U4A5Ko4hYELEgj4UEMmAK2bfiK339uEgGJAPLJgOyr5L5ZZP5PuorPZIe9SFXSnMx5MrsQylrUOOliIUEg0op1WIoVZd2NIXskoa+lRxJBiQDkoFJGZB9ncREciJMmsqA9Egy01RmFH95ZMbsQw3uoDSKiAURC/JYSCADppAywstjhNXWamvJwHRkQPZ1OjhLnhcbZ+nRYrev9Fft20UGzD6UsgY1XopYSDCo7NKQ+nYxDIEppNpzMdpT7ah2lAwMRwZkX4fTFtKL+W0L6dH8tp30Tm3XtwyYfajBHZRGEbEwRWKBM445o/XEE0/MDjjggGzlypXZ8ccfn51//vnZ5s2bp+Y5wJmxV1111egf57v2LazLkL4p5BDrypnd1t6chd6kjJwnbN8iv/YtZwTb8y4hZ0tbmvfdd99Emj5Pi1cVcm66LxNlDb8hX4tDvuH7Pv5G777//e+P/nGecdc8OIP6mmuuydauXZsdeeSR2d57750ddthh2RlnnDE6757z2tvkgSxfccUVIzu1zz77ZAceeGB2zDHHjGwXdWiTpp0/v2HDhuzQQw/N9t133+zHP/5xduqpp47OuU91njZ21NoVOWhSVs6stm9jMtMkLcVN2wkcsn1VW6dta+HZH57So/6wldwK23mXAbMPpaxBjZciFqZALFx55ZXZihUrsh122KH037e+9a1RJ7tv4TznnHPG5fjKV77SqPPdd9nmNX1TyCGW/5Of/OS4vX/60582au8Pf/jD429PO+208bd77LHH+HmVXJe9/8xnPjNO8/DDD59Ic9WqVeP3dbB94oknJtJgMB9+S75WLvIN3/fxN6Si5XnhhRe2zvPxxx/PjjvuuOzjH//4OD1L14e03cknn5w988wztfK66KKLso9+9KOlaZL+t7/97ezuu++ulSZl3X333SvTJF8Ikueff75WukXts8suu+Ty2rRpU+30IFAMv5jMFOWp5/13KIdsX9X+/be/ME6DsfQoDY6SR+G4iDJg9qEGd1AaRcRCj8TCc889lx1yyCHjzqp1WqtCBg19Cq2IhfRG0RSyz3Zrm/Y8EwsMjtGjunVnRjzUr9ggcRbEAh4FVjYG3HXr5OPhfVJFKFgeFhL/gQceKMwPb4L9999/XDb7riq89NJLC9OkzNdee20tosLn8/Wvfz2jPL7OTe5DYgHZr5ueiIX0drFJ25XFHbJ9LSu33g1XppaxbaRHksdllHvVuZ7cm30oZQ1qvBSx0BOx8Oyzz2Z4A/hOM/c8Y9aYAdC55547mnn8whe+MBHv5z//eevOdZUSiViop2RVOPr3ppD+2VDu+yAWkGFkOfbPD9qRefKPxeMZg23DKeaxwPe45VucqhCvn1DnhkAsvPDCC5l5f1DvqnrE3uNRENaNNFlWhb1gSRXLIPbbb7+JeJ/61KeyRx55JJov+ITpfuc73xnZqTPPPDM76aSTRnnEvBn8UhZf5jvuuGMiTeTgRz/60Wj5A+X8yU9+kn3jG9+YiEfePq0m9yGxQL1++MMf1kpPxEJ6u9ik7criDtm+lpVb74YrU8vYNtIjyeMyyr3qXE/uzT7U4A5Ko4hY6IlYYB2x76x/7nOfy6677rpoB5dBR2zQwPr2PhRCxEI9JWuCvSlkk2+mFbcPYqGs7OxZ4GWfmeuy+PauiFiouxyC9f8+X7sfArHAANzK08Yjib0xjJiwdCB3WPph+Pnw4YcfHi1ZsLiEDOJ9HO5Z0uDjQHoU7cPBzD95+vgQOWGa/O29M4h/9tlnZ0X7KNx6660ZxIdP98Ybb4ymG8vLP4sRC6RbRwZFLKS3i75tutwP2b52qZe+Ha7MLWLbSI8kb4so16pTGrk2+1DKGtR4KWKhB2KBDcB8JxmPhMcee6yyo4xrsf9ut912q/ymjUKJWEijhB57U0j/bCj3804s1F0OcdZZZ+X0x3RpCMQCG7ZaeZpuKgjxyBIB+56QgXqVfEEEfPWrX819F27WiqeDT7fIq8HnFZIGMSLCkyBHHHFEZVnZdNGXA68Ln2fd+yJiAR2o2mtCxEJ6u1i33ariDdm+VpVd74crV8vWNtIjyeKyybzqW1/mzT7U4A5Ko4hY6IFYCN2xm+w6v+eee+Y62HfddVdpB5slF7fffnt22WWXZcz81VlP3JRYaJNHTJnp2P/mN7/J8MR46qmnSusV+37Iz0whh1jGeSQWdt5559wMfZ3lEDvttNNYd5h5t4HqEIgFIwYYcDfdoJDZe6sLYZNBd7gkwS89QVZZJmBpQ0LUkV/ICfuGMGyb0HMEorVOun6Txy9+8Yu1vgnTLSIWKGfVkoimxAKED6eWcDIHpDD1bHOKidUB75HLL7+8NA28PsCfeJxc0WT/EfLZtm1b7vumsmhlnXY4ZPs6bSyUX/2OsrDKYyU9yuMh+RAekoHtMmD2oZQ1qPFSxEJiYmHr1q25Tjfrn5sILrOZdILxcmA5RRGxwLKKHXfcMZeXdfZZ485666J86xILXfLgKDkrDx3v0IWad6ecckphGYvKPtTnppBDLN88EguQc35DQY5mLcOWAZ3JG7rj9xmYNbHw5JNPjssWK0tZvXjnB//UMeYhUJbGrrvuOiJpGLizZ4KPizeB4cYeCnUGqgyoORmCvRCwb6EHBqShpUkY5unz9/eclEFZIT+wF/5d3XtPLHAEJwSFLwu2qCitOsQCdce2Ftle8mKzzCL7C7Fq5eEIT7BCVsP9K1ga4jHgd4WTWLwnCOnw97p16zLKVVQvnkN8sBzP8vYhhBwEVNn3s343ZPs6a2yU//aOsbAox0J6VI6P5Ef4LLMMmH2owR2URhGxkJhYoBPtO211Z+u8MJd5HTDDtNdee+Xy8Pn5ezr+sSUYVcRCijx8J93PRPryQT74es/zvSnkEOswr8SCX1LEAKps0Otd+k899dRBEQt+iRObtjaREQaMfjBZ16vA54HHUdHA09sCdBPbgseB/77NvT+5gvKHXg1t0qzzjScWGJiHSyzKlkR4mxUjgDjJw3vFeFsWuw+9Qyg/nmUWd999950gPuydhaeffnqGbQn3oLD3FiLzMXyefvrpnC5Y/FiIDhXJSSztaT4bsn2dJg7KSwOfLjIgPZL8dJEffbvY8mP2oZQ1qPFSxEJiYiE8XpKGSqmMRx999LhjSueQmS5mvOgUkrcfRPI+trmaH0zEdqhPkYfvpMc6sTwL13unxGnaaZlCTjvfOvl5mfCzoHW+9YPa0047rZYsp9i8EbmF4PIzuWWDUz+DzIz+kDwWmNU3HWjqKg8xaN8SUq867VY3DiSmb2PLi3zYULbtsZh4I1laFuI9cPLJJ4+WbPU1gA2JBXBYvXp1riwHHXRQFENvs2LEgvfCok54xpA2+11QLzwKrK4WhqdmeGLB4hBCxCAnXm7tvW+fFStWZJQjJDiIE2sr6mHpEEJQ4Mmxdu3aDBy8fvGek4rqys404w3Zvk4TB+W12B37vttXeiT56VvGlP78ypjZhxrcQWkUEQuJiQW8BHxHLmUH2s/gkgfr0HGR9YrMQCHcXI0Bgo9TRiykysN30ikrHV/cg+n8skN70QybL+c83ZtCDrHMnligLfi77j8vy9MmFsDy4IMPHusTM7wxfO+5555xHJvR9wO02CDRH4nJaRSxdFM9s9l7XNGbphnOuEMgNk2jKv6VV145xs+3t91DCIAR6/rLvKl8PniX+EG+pWUh9oD9ZDh2kr0C/Ldd7n2eRqJBUIVLIq6++uqJPL3NCmWG/WH8AL9ovwZbymb1DOPFiIWwTcM9LEgLAuDmm2/OlTncrJRlFh479rKxchBSv7D9IK48ZuRTtcmlz2Na90O2r9PCQPnMb4d9KG0nPZIMDUUWVY7hyaLZh1LWoMZLEQuJiQW/aVzMG6CLMvklBXRycXONpQeZ4TvSdBb9UW9lxEKqPHwnnU7t+vXro2WNlX8en5lCDrHsIbHgBxtN7mdBLLDPh5URmY8thzjppJPGcWw9/1CIhTvvvHNctjqnI4Tys3HjxvH34BAOHsP4bf9mEFpXTrARmzZtqtRnBrE/+tGPcuW3tgxD8mb2v+ug1g+SjVgAk5CggewJ7ae3WSGxgFeClRk5ZBPEIqw9sQtWPl5ILBSRZd4Ok2+RJ4HfN8Fk3/LzvwH8FvnfAItDSDt5z4U2x6H69Pq4H7J97aO+SnN4ne5FaBPpkeRqEeRYdehHjs0+1OAOSqOIWEhMLOAeax3QlMdFQhbQobW0w1muUNHCWUhmdS1OEbGQMg/fSafMKT03rB5DCk0hh1QmK0vdAaPJVlE4C2KBwZAf9DBrbvWy0A+u7LjEoRAL6KnhGZsltzoUheFAtM/lQ5A2eBWFg1orfxjus88+EzPgsXpw2gHu995LJEzL/qatu5AnRcQC5TrhhBPGbUF+4ca63maFxAJyhTcXGyWGHmBhnY8//vhxPmxG6d+H7Qnx5N/bfbgcrch+eg85NoO07/EMM0wJKbu9i4WQCRYfDGNxZvlsyPZ1lrgo73462IuKq/RI8rKosq16dZdtsw+lrEGNlyIWEhML/qhJjphLJey4C1vHj5DOelnadER9fN9ZLyIWUubhO+ltXMDL6jbEd6aQQyybJxaYIWVwWvefl6FZEAvg6We9wxle7xHg9xMZCrHg7UHZLHeR3IRHTZadalCURpvnkAzkddRRR5WegPCNb3wj6kVSlCf7XzD7z8DdE0Zezrj39qoordjzMmIhtiTCD7i9zQqJhVhe9oxBPO3ExpzIp6+Xl0nih8RCEWHAUjHDpMx+kp/F8x4a4ZIM8mUJWtG/n/zkJ+N08Oawug0lHLJ9HQpGKkf3jvWiYyg9kowsuoyrfu1l3OxDDe6gNIqIhcTEAsfiWUePjbJSCfkll1wyTpf0w7WysXz8TuLsLm5xioiFlHn4Tjqzapb3ooamkEOsnycW/OCjTlm9l8ysiIUbbrhhLPuhG/qxxx47fodcW52GQCygo2YLOJ7RytYkDDfCvOCCC1ql0yTPWFyOReQ4SE+UWN3YCDD2TdUzBtUQXLShlzPSZXAeW/ZSlWYZscC3HKto5SZkEE3deOdtVhmxABnBxocsLwjL7dPmvoxYoI5F9UHXLK3Q68F/439vvG6fd9554+8tnSZhnd8XX46+74dsX/uuu9Jv31EWdnnspEd5PCQfwkMysF0GzD6UsgY1XopYSEws+IEOHbnYTt1VgszsF7uJ+zWx/sg60q1Kg/d4TFhn0nc6i4iFlHn4Tvqhhx5aq7x16jTUOKaQQyzfvBMLDEBtA0Tk2S+H8OTZk08+OZazIRALzLqb/rFJYRvZ4KhIS4PwsMMOa5zOE088MTruMXb0bJsygb8vE0sc2qTjv2G/A8gXn27VkgP/vd1XEQvEO/HEE3P57L///qPye5sVIxbw6PJL3XxZi+7LiIUy4tkTC2WkVBGxljBNMAAAIABJREFUENaxqHxFz/3SOcN2luGQ7esscVHe2zvFwqIaC+lRNUaSI2G0rDJg9qEGd1AaRcRCYmIh3Im7aecYd12bBSO0Hev9JnZ0BhlwVAm/H1D6PRmKiIWUefhOepvBUFXdhvbeFHJo5aI8Xg48wVSnrCaLyNysPBYoJ3pggyBbDnHrrbeOn4Wb5A2BWEDurcxVS5fK2sIPltsM4tesWTMuB271dgoDRCIDZWbOkZEit/xY2fwRmtTRexcww86gGdnxXiSxdPwzjuI0vAghaf37OvceqyJZjy2JYE8ab7NCYoGyeXLLygluyB57IkC44P3g93KYFbHgN5ukrJwg0eSfeXHUwXwacYZsX6dRf+WhwU4KGZAeSY5SyJHSWEw5MvtQyhrUeCliITGxgJeBH4yxBrmJEl5xxRW5zrUdyxh2uqsGKpTDOr+EuMZaOYqIhZR5+E66iIXZGqFFIBY4as/kGf1iIOvXhYcE3hCIBfOmAH/TvTYh3g5Wd0LIyybp+NMBwM5ISTZq9OmyLr9uuuDtv3300UfH31q9eV/mxh/Ly2/wGB7VGIsfPqtDLPBNbEkEZILVKSQWKIu9I8QLyzYKDcvw4x//eBw3tP9+j4U+PRbYS8GXd2hLG0LMqv62Dk9VPL2f7W+N8B82/tKjYbeP9EftM0sZMPtQgzsojSJiITGxgFCw/tZ36rzrdpnQsLnbjjvumPvW3JeZTfRpVrlWsw7Yx2d5heVdRCykzEPEwnAM5CIQC8imrwc65f8OB06zJhb83ggHH3zwWPdMB5uEGHuvy9iIut4F4fImBr2WN/sb+HT9O4tTFLKpo//Wlyc8VcJsWFFa9pylLD5N72VlcarCusQC6fhjSn2+3IfEgic8wndhmXwZdt555zHexJsWsRCSxFWbYeKtxjGZkHV4NuDVEdZrln9bh2eWZWC5Dm3PPzAKy4JO8C48bQQSlBNh+E2u+gchhF6yyWlo08L87G9+26vS5T2bsbLEkmUuLI+y79uEyAdpggOeQSzJWbVq1Uh+2HPFvKLapG3fpMqD5ahV+NA+4Ajuln9VCJZV6aJXtGfdtqzKs+v7IehR1zoM7XtsrdkFT873rfddcMAjjb4Be6/hDYrtx26hyxxt/PDDD9fWg6pyYG+q9AS7x+RR3aXjjH/AnD6L73tUlUXvy8clZh9KWYMaL0Us9EAsMJPlvRa4rzPL6Hf4pnOLsntF8B1W3JfLfqzYWMw6y8T1yldELJBXqjxELJQrsG/Xvu/9ALzIPbyoDF6OZ7kUgvL5waw/YjLUE+LOmljgWELTv7rEYlEb8Nx7Z5AuRz365Qexb8NZeb7znk7YhHDPADobsbT8M9LFplj9wln5kMzYaaedsmeeeaY0XQYRfqaftNm00+db597brypZJ8+QyLU60Wmx/ELvrzLCw++rQVrhyUDTIhZoW790A32hvlYnHxLXe7VAovjfCx93VvfW4ZlV/uS7adOmscyz9MWXBWxNdtAp/y48bcni1Qn5HcezqKw9vC7WSdPi4DHD0ahl/QhfD+7vvffekZ7WyZPfHQYpZWUP0+8jj4svvnjcNlb3spC68ZvCgDFWPnvmycay9OzdV7/61Wz9+vWlaVrafYVD0KO+6jardFesWDGSL/pKfglZ33rfpr7YMGTbZLIs5He7zrilqhyht19ZnrxDr+jvlPVv/O8spzFVlUHv641HzD7U4A5Ko4hY6IFYQIj9+fWmSPyIx9xnYb5RYotHyI/bAw88kFOYcIYRN+OQ4cPrwQ/qSSvsBJURC6ny8GXQUoh6St2X8VsUYiGUTdMXlg+F2DUhFvAwQo/q/KsaIFs5/Kw9M532vG1IGmFnno4qewOEHXeWOjAb70khsIoNtMMlDcSj48EMQ+hpgO3y+zUY/sT19aI8nvghHmWHbIGU8ANcOg/slUFdLD1C/vZp1r1vQiyQpj+u1OfviQXi+eUdkAW+Dla2cPkB6YWDzGkRC5QpbFvaNZRF2irs+LE/g9VpKKF1eGZZHv+bzglKviybN28ey69tBmrvuwwwTCb33HPPCT239EO7YN/UDZHtsB9hafswlKe66eO1E8qdT9ff95FHU2LB6gUxd/vtt+fa2Ze1KbFg6dIf8htz+zT7vh+CHvVdx2mm75cThl5Mfet9k3rye8U4wGSwSXjEEUcU2p46ZQh/X+rmzZiozC7ZCVX0c1J6WNSp06LGMftQyhrUeClioSdigR+OcIMzUyg6zXTydtttt1yH1d4TMoiKCW+4zIIfP2b6cA3CcIQdev62NdWWXhmxQJwUeYhYmC2ZYG1NuCjEAnXxAzz0hB+VGLPdhFjweld1jz55bGP3lMfSCV3hY/HrPoOAjA0isAHMmuDxhG0JCQXKgr0JCQjL128yaeW2kLTLjlUsWuaxZcuWaDksXWbIizrmlJ9OmZWvSdiUWCDtk08+edxeVr6QWAhtInJIhwvvDEgc6+TY9xbSXr780yQWyBf5s7IQYguOPPLI7Mwzzxxtxhr+XtAuTWawfd36vLcOT595VKWNDhmWocs8s2b2LiRmwgEGEwLYp9g/5K5I39gUNFZGbxMgsmLp8gwvJ+TBx7cyozextO0ZpKTFtRA9JT32G6HO9EHIJ/SCIj5kXNVguq88QmKB8oGx/TNbFMOFOnr3dsOD0Nsv4ll6hHhCkU/4e2XYQRT5tKZ1PwQ9mlZd+84H4p12p02RhZBs7lvv69aPyUb/u2gyiLxz4hDjBsYE/I4hl/zmWxwLw8nJunkTLyQWvJ5wj/6hJ4al5UnI8yJywZO54ebdTcqnuNvHKmYfanAHpVFELPRELJiwhsdPeqWJ3aNIzHzZ92EI88+Pd+zb8BlKi6CEaVQRCynyELGwXVlD/Kf99yIRC8ccc0xO9sP1zIat15FwkEgc3ykM9absb76zPIpCf7oKg9aieG2es16xqLNaVG4wipEvlj+EQ6xTX5SePWdAUTZYgByNDTLs+1iIrEKgWNmahr4DFfPQiKVHhzBcEhHKDPs/xDpcYR3orDHA8s99faZNLGzdunXiGE9fNn+PXPlNOGNYzeqZdXhmlT/5mt7RAQ7L4TvPvr2JFw4wigaqPk1+g/Fw9O1DvjHSxw+I69gbdJaZ1rAj7/dh8mXxbsdWHuyrd/v28bmHcAvTh8wK49nffeYREgtl5Ub+GVxZPQmLSBf/G2Knd1l9fIh9Qe9DPFK4mft86twPQY/qlHMe4vg+7gUXXDAh233rfV2MYp4KeF8VTTRgH4477ricDqAHDOTr5unjedsIieDfhffkEZLdRYQq33pdxYaE6envZuMQsw+lrEGNlyIWeiYWEGzWJfLDE/6w+B8vOq24CoesZ5Fi4P7tf9h8WnSAWA9fNJjghAiLX+Zy3CUPb0zKfnSL6jdvz00hh1hu6xDT5vxgNCmj77Sy0U+db8HC5IuwbgfK76EAkx7LK9w3oIiE8z/6zDSGaTUd8Fp9+C5MK/zb/5AXeR6F3zT5GxuByzCzgFauWLjHHnvk9lSoyuOuu+7KcOP2bR5Ll0F3OHgqSpuyYtfCpV5hunQmTjnllAnvqqJ0i557z4Emsh52AmMyw5prNqgLy87f2HaIFhu0ePnyx2ay34Z9X0ZSoWsWr2w2xhNoZfVlRt0TjJa2lZ3Th+ou8ynCvs/ns7avtKthFjvpBBLf3oe/u6Fs1SEWDEu8Syxdwth+LV5f6xALlnZ4AhWej/bOQgg1n35RGSy+D1nK6ck40okNZvrOowmxYOX3AxbqbHpt7wl9/6tOHyf87arzjc8vxf2s9ShFHYaQBssCTS+xqzG57lvv6+CArbFyElJWylXnWzY09d+GZHudNIjjxwJVxALxIU+93Sj7xh85ntI7tG7dFi2e2Yca3EFpFBELUyAWTPjoZNM5Rdn5sbvwwgtHHfTYj5Z9UxWihHTyYUxZb83mbDEjV5VO2ftp5FGW/zy8M4Wch7KqjM1Y3KZ4od94BbXZuKxpXtgOOgroPvkRciJFmSdBVR7YDzwj8LxgZpN0GYRgZ8JlVVVp+fcMICBaGByRJvaPPEK3cv/NEO9xzQQLyJ2NGzdWbvI2pDpAHtjvBR1HSO+6ZPYs6zFr++r3z8BrymPhlz7FOsFdBhjooe/cx8hdP/BvQixQB/9tjMA68cQTc/mvXr06V3ePQ+w+9N6JEcF959GGWPBr58E/ttdCU2IBfDzJ/53vfKcRljF8mz6btR41Le9Q43tPZDYajJWzb72P5Rk+Y2Nlbz/4vQ3jlP2NjPrvYx5TZd/zrimxwDd+GTmkfVkeXqcgGsri6l1539fsQylrUOOliIUpEgsS6nKhnmd8TCHnuQ4q++LKp9pWbTvPMjBN+8raad+ZbntvrrkpBxh4loTt6MmBLsRCzBPDD565D70xwrKEfzMQMU9NPKw48jKM03cebYgF71lE+8eO5/Tlrut94D2Z6n4T4tXl72nqUZdyDvlbL9PIBkRtrLx9630sT/+MZXDeduHd5t/XuecISNJAhyEekZ863/k4bYgFf0JUjKz16XsP0b322qtx+Xxay35v9qEGd1AaRcSCiAUpYgIZMIVcdsOk+msAKxmQDKSWgWnaV3YY9x3ytvesqweHLgOMtWvX5sqScilElWu+3xwNDDgRpk274kVZ5JU5jTzaEAtsSmvtDiESq3dTYiEc6MVIllg+KZ9NU49SlntIaXlvFpYWFJWtb70vyteeh95CbZdl8l0Xr7Y2xILXLb+U0OrmQ78cAp3FM9K/1339/ojZh1LWoMZLEQsJBpUS3PqCu6hYmUIuav1UL8m4ZEAyMCsZmKZ9ZRDMXh3+nw0yCf1zv6cH79hLxN7bTGbbAQbHuNpsv+XPUsqwDdp4LLBciplAS5eQpT0+bTZb9O856cW/T3E/jTyaEAss9Qr3tWCju1hd/eCnyvuA5XE+Pu3a1PsjVoamz6apR03LNi/x/b42yEpRufvW+6J87bnfJwQbkXqJtOVTFTYhFrBvnHDl7Y7Z0bJ8/P5BMfK17Fu9296vMftQgzsojSJiQcRCoWGUwm1XuCosTCGr4ul9fUyFlbCSDEgGkIFZ2lf21LCObmxTWT9Ajw0WwwEG+4vwLPx35513jvdf8pvPWt5FR755YuGQQw6ZSNfyoYPO8gw2+QwJCzZxDgce3sWY+H3o4jTyCIkFBlxszur/sdEtpz+EuHCyTIiL4eCJAtZ5+/S4Z7M7jhT3yx9oSwZBbJRr6UwznKUeTbOefeblNxbEe6Eor771vihfe+43lJ3Ffh5WDk8soF+hnvA35cMGma2z0Ly+LK2i0JMoHJ9dFE/Py/sTZh9KWYMaL0UsiFiQEiaQAVNIGa5ywyV8hI9kQDLQVAZmaV/xHLCObnjyBjPc9o6OfKxe4QDD4jcJ8YQo2jjNEwtN0rS4DJRYrhCWfd999x3XjYFz+N7/zeCb8oX/2CzU/nGEZki8TCOPkFiweleFeJ6UbYLriYWqtPz7OjOwHtuU97PUo5T1mFVaePr4tiw78apvva/CwBMgBx10UKn+stQh1F3+9rqL/pbpQ1F5PLHgsau6ZylHUZrhc78nQ52Tu8Lv9fcHfRKzDzW4g9IoIhYSDCollOoom0JKFiQLkgHJgGQgrQzM0r6yIaJ1gkM3W9vcjPccNxpr9y4DDEgDTk0oW+PchVjArRuPjFi58c6weldtoMYAy+KWhWE608ijLbFAPfAuiJ0IAV5tiQXSZSBU5AkRa4tUz2apR6nqMMt0/OkwtGPZiUZ9630VDl4Pq5bqnHDCCbX0tyqdWJnaEguUn1MtYhunhvmw/4vVty/vqjDPRfzb7EMpa1DjpYgFEQvRTsUiKk2fdTKF7DMPpZ12sCI8hadkYD5kYJb2FTd567SysaOXGb9HAEsc/Du7DwcYzCQyq8Y/BqdFxAAkRhmhYOn77+lUW9qf+9zncufBWx0I6YgXbaho6a5cuXJcb8psz2NhXWIhnE2cRh4hsXDaaadl69atG/8766yzRngwuFq1atUEZmDKRpdhvT2xgEeJT5N7ZINTPDiOMDz2jzZos0t/WIamf89Sj5qWdYjx2YfE61HogePL3Lfe+7xi995jAc+gWBx7VpdYaLPMwBML2KpQT9A/9jFhk0Zvaw1n7BjeE1bWWHjppZfm2mXbtm2l8WNp6Nn2JYc1uIPSKCIWRCxIARPIgH6w52OAoh8PtZNkYP5kYJb21TrodIpD2fEDYwYS4Xv+DgcYbOQXxsPFep999sl1jll+ENusMfzWEwux4yYhEE466aRc2gyWq04lYH8B69wTls2wUycft+g+JBamkUdILFQRKrh8s+7b1yG2t4YnFurM5G7cuHGCRMLjJWzPPv+epR71Wa9ppe2JxJg98OXoW+99XrF7v2cBxFYsjj3zXlle7sP7rsRC6LFk+fvwnnvumdhYNnbMrv+G5UW+rHXspv9e9x/0Ccw+lLIGNV6KWEgwqJRQzl9HNXWbmUKmTlfpSbYkA5KBZZeBadrXxx57LNdJ9R3WJvdslEi71RlgEI+Bu5/dI68dd9wxYx+HsvavIhbs2wsuuCBXL8iFspMemFn09Y0RIpY2Id4VsX/HHHPMOJ2QWJhGHk2JBatT6GXwyCOP5NqhKbFAuqFnB8daWn7TCKepR9Ooz7Tz8ARd1SC5b72vqjubh5r+outls/jYnpju8ozjVi2daRAL1MvvXUPe6FpZfZFrKyMhG+GWxde7eJ/K7EMN7qA0iogFEQtSwAQyYAopgxU3WMJFuEgGJANtZWCa9pXlDr6T2vbedjSvO8AAGzr4u+++ey7/vfbaq/Q3ui6xQPq4HPv60GEvmsGHdPBx2RegTfux4aWlExIL08ijLbHA5nFWbsJNmzbl6t+GWGDzOwZ5li4nUbTBtO0309SjtmUc8neeCKva0LRvva/CacOGDWM5Q97MHlV9F75nmY/J67SIBcrASRGWLyEkR1g2+5tTVnzccMmaxVNY3gcx+1DKGtR4KWIhwaBSwlourMuAjynkMtRVdZS8SwYkA9OUgWnaVwbanAjAPz8I5NQHe07oz05nkOHfcW+7/zcZYIApmyl6soAOM4RAEd4+bmwphP8O4mLXXXfNdcI5EtHH8ff+yDqwCGftfdyi+zJigW/6zqMtscBAzA9WOB3E17ENscD3kCuWLu7qPs2+76epR33XZRbpe5lAH8rK0Lfel+XNuyeffHIsZ8gbBAH6X/Vd+H5WxAIkhukJYdk+C6EnUBkJEdZPf2/vy5h9qMEdlEYRsSBiobGhkSJuV0TDwhTS/lY4iZEwESaSAclAGxmYlX313gOPPvpo7rfS70TOMoOiejUdYJAOGzf6TjX3rD2O5dGEWOB71h97woS0zz///GjaZ599dq4cECZNBydsymZ1CT0WKE/febQlFo466qhxuSl/uDt9G2KB/RsMC8K2XiAxOajzbFZ6VKds8xAn3Euk7PjFvvW+Dl54O3l5YylHne98nFkshSB/TzjG7IYvoyd8sIf+ne7r9znMPpSyBjVeilgQsSAlTCADppAyYvWNmLASVpIByUAdGZiVfbVBe+xUBL/ZYtleBW0GGGASbiBYtAGblZEBRJXHgmEdDuZJI3bsJDN/fhM48oBsicW1tC1k0BXmExsg9J1HG2Ih3AwOEsHqZWFTYgFCJmxTymbpTSOclR5No27TyOOBBx7IDdSLyD7K0rfe16lvjERkz5M6M/p4boVeA9NaCuGXnGBz2HumrL5+iVfV3hdl6Sz7O7MPNbiD0igiFhIMKpddGFX/7ce0CAsNlCQDkgHJQFoZsA7PNHH1ey3sueeeEx1bG1gy+182i992gIGHROhZcM4550yUow2xQHm9izOdd064iOF7//33T5SDPE888cSMd/4bZuRxS6ajz/IQ0vX/2IzSx7f7PvMIiQXyghgJ/23dujXjlIYjjjhior7U1cpqobU/9TvooIMm0iN9NgLlxA+OIt15551zWBSROZZ+H+Es9KiPeswqTfTGTomh3YuOmKV8fes9x6Yy0Off+vXrJ+TTMPKz+aaLEHx8w3IJi0fIUic2ncVbJ7Q9fHvkkUfm4rM8Aa8bK8d1112Xe0+afkNajo4M9c7+hgQhb47GtHJaGO5v4svMvd+P4dBDD50oQxhff8d/n80+lLIGNV6KWBCxICVMIAOmkDJYcYMlXISLZEAy0FYGZmFf/XKEU045Jfc7yWyedXqLPAmsrm0HGHzPwMXyIaSzH+5z0IZYIO277747lzbph/sIWB1uuOGG3IDKl4n8cVuOEQk+Hkc2Mni3NMOwrzxCYsGXqc590fIPTyzUSSeMUzVYCvFJ8fcs9ChFuYeUBid5WFsecMABhfLct957+UNGyzAKPYes/ITsFYNXkrcj/r3dQyqEJ0tAftp7wpjHlCcWfNy691XLNyB7PAlSZMPK8NG7D/omZh9qcAelUUQsJBhUSijVYTaFlCxIFiQDkgHJQFoZmIV99XsDXH311bmOO4NC6xgfffTRuXdh23cZYJBWeOwhx8j5PPyAINax93HD+xNOOGFcD+rDIKNokzRmFv3MoNW/KoRwKJvZ9WXqI48uxAJeHZTJl9Hu/cCuCoPwPTv2WzrTDGehR9Os3zTyYlbd2hMZKMqzb7338ldFLFDGO+64I8NjwMpeN8TTBtIvVs++iQVInDJvMMrkCVIIhueeey5a1lj59Sz/O232oZQ1qPFSxIKIBSlhAhkwhZShyhsq4SE8JAOSga4yMAv7ygy7db7Djfv8mt5LLrmk9Dc0PFLRTouoiwnruK0cFrKJnH3viQXco+15nZBOeDjYCL0zwnRuv/32kfuzz9fKZSEdfEiICy+8MCvb4C5M2/5OmUfMFdzK6UPKjIs47Y5792233VaKJXH990X3kDUQFBBCuJ8/88wzpekaBn2Es9CjPuoxyzSfffbZXLszYI+Vp2+99/JXh1igjOgiM/rhXh+h7KLb++23X3bjjTdG62b1hXTz38aITZZJ+DhF9ywxwfMJu8HSI5ZGWD5lIXEtzdiStbJv9S7fNzH7UIM7KI0iYiHBoFLCmRfOZcTDFHIZ6646S/4lA5KBPmVgFvb1yiuvzNjTIHZiAoMJ3vGvaEa7TzyGkDaDFDr/7EsAuQJOYLZ58+Zam8PVqcM08qhTjkWJMws9WhTsfD38YHnaJ3v4cqxdu3Y0qIYE8M/r3EMq3nvvvRneV+guJOC1116blW1EW5TuHnvsMSrHeeed17gcRWnWeY43gz/2dxbLi+qUc17imH0oZQ1qvBSxIGJhqoZgXhSsaTlNIZt+p/gakEkGJAOSgXIZkH0tx0fyI3zqyID0KI2cQKjZLPks3e/xgqEcZZs31pGLLnEg/8x7qQ0p0SXva665ZtwOHIvZJS19u30T+hrcQWkUEQsiFqSMCWRAP9hpfrBl3IWjZEAyEMqA7KtkIpQJ/d1cJqRHzTErkrMDDzxwPKiNeTUVfZfq+erVq8f5Fy3HSJVXUTrsx7JixYpROSBYqvZDKEqn7XMjViBX8JZqm46++0AvzD6UsgY1XopYSDColFCmM9bziqUp5LyWX+WWDEsGJANDlQHZV8nmUGVznsolPUqnRxxbal4LbFD6/PPPT21g65cAxI5CnZZM2v4vkApsajmtfMmHPVAMf061mGbei5qX2Yca3EFpFBELIhakkAlkwBRyUQ2O6pWuQyIshaVkoJkMyL42w0vyJbxiMiA9SisXfhPXdevWTbUvzd4mQ9hT4KKLLsoeeOCBqdYd2WbDSiMW7rrrrqnnH9OveX9m9qGUNajxUsRCgkHlvAuTyt/9x8YUUlh2x1IYCkPJgGTAy4Dsq+TBy4Pu28mD9KgdbkXyhucAa/sZ4LLPwCxP/Cgq4yI+52QLIxWanoSziHikqpPZhxrcQWkUEQsiFsT0JZABU8hUCq500nYAhKfwlAzMrwzIvs5v20nvhtN20qP0bcFyAGbP+Xf99derP52gP11lMzgSF7z333//VsfZVqW/rO/NPpSyBjVeiliYghIsq5AuU71NIZepzqpr+k6KMBWmkoFJGZB9ncREciJMmsqA9Egy01RmFH95ZMbsQw3uoDSKiAURC2JYE8iAKaSM8PIYYbW12loyMB0ZkH2dDs6S58XGWXq02O0r/VX7dpEBsw+lrEGNlyIWEgwquzSkvl0MQ2AKqfZcjPZUO6odJQPDkQHZ1+G0hfRifttCejS/bSe9U9v1LQNmH2pwB6VRRCyIWJDHQgIZMIXsW/GVvn5cJAOSgWWTAdlXyfyyyXwf9ZUeSY/6kCuluRhyZfahlDWo8VLEQoJBpZRqMZSqSzuaQnZJQ99KjiQDkgHJwKQMyL5OYiI5ESZNZUB6JJlpKjOKvzwyY/ahBndQGkXEgogFeSwkkAFTSBnh5THCamu1tWRgOjIg+zodnCXPi42z9Gix21f6q/btIgNmH0pZgxovRSwkGFR2aUh9uxiGwBRS7bkY7al2VDtKBoYjA7Kvw2kL6cX8toX0aH7bTnqntutbBsw+1OAOSqOIWBCxII+FBDJgCtm34it9/bhIBiQDyyYDsq+S+WWT+T7qKz2SHvUhV0pzMeTK7EMpa1DjpYiFBINKKdViKFWXdjSF7JKGvpUcSQYkA5KBSRmQfZ3ERHIiTJrKgPRIMtNUZhR/eWTG7EMN7qA0iogFEQvyWEggA6aQMsLLY4TV1mprycB0ZED2dTo4S54XG2fp0WK3r/RX7dtFBsw+lLIGNV6KWEgwqOzSkPp2MQyBKaTaczHaU+2odpQMDEcGZF+H0xbSi/ltC+nR/Lad9E5t17cMmH2owR2URhGxIGJBHgsJZMAUsm/FV/r6cZEMSAaWTQZkXyXzyybzfdRXeiQ96kOulOZiyJXZh1LWoMZLEQsJBpVSqsVQqi7taArZJQ19KzmSDEgGJAOTMiD7OomJ5ESYNJUB6ZFkpqnMKP7vvrZBAAAgAElEQVTyyIzZhxrcQWkUEQsiFuSxkEAGTCFlhJfHCKut1daSgenIgOzrdHCWPC82ztKjxW5f6a/at4sMmH0oZQ1qvBSxkGBQ2aUh9e1iGAJTSLXnYrSn2lHtKBkYjgzIvg6nLaQX89sW0qP5bTvpndqubxkw+1CDOyiNImJBxII8FhLIgClk34qv9PXjIhmQDCybDMi+SuaXTeb7qK/0SHrUh1wpzcWQK7MPpaxBjZciFhIMKqVUi6FUXdrRFLJLGvpWciQZkAxIBiZlQPZ1EhPJiTBpKgPSI8lMU5lR/OWRGbMPNbiD0igiFkQsyGMhgQyYQsoIL48RVlurrSUD05EB2dfp4Cx5XmycpUeL3b7SX7VvFxkw+1DKGtR4KWIhwaCyS0Pq28UwBKaQas/FaE+1o9pRMjAcGZB9HU5bSC/mty2kR/PbdtI7tV3fMmD2oQZ3UBpFxIKIBXksJJABU8i+FV/p68dFMiAZWDYZkH2VzC+bzPdRX+mR9KgPuVKaiyFXZh9KWYMaL0UsJBhUSqkWQ6m6tKMpZJc09K3kSDIgGZAMTMqA7OskJpITYdJUBqRHkpmmMqP4yyMzZh9qcAelUUQsiFiQx0ICGTCFlBFeHiOstlZbSwamIwOyr9PBWfK82DhLjxa7faW/at8uMmD2oZQ1qPFSxEKCQWWXhtS3i2EITCHVnovRnmpHtaNkYDgyIPs6nLaQXsxvW0iP5rftpHdqu75lwOxDDe6gNIqIBREL8lhIIAOmkH0rvtLXj4tkQDKwbDIg+yqZXzaZ76O+0iPpUR9ypTQXQ67MPpSyBjVeilhIMKiUUi2GUnVpR1PILmnoW8mRZEAyIBmYlAHZ10lMJCfCpKkMSI8kM01lRvGXR2bMPtTgDkqjzJxYsIoofDATBsJAMiAZkAxIBiQDkgHJgGRAMiAZkAxIBqYtA6WsQY2XIhYelNBOW2iVn2ROMiAZkAxIBiQDkgHJgGRAMiAZkAwMRwZqcAelUWZOLHzoQx/K9E8YzLsMmFEs1Ta9FAJCQAgIgcYIyL42hkwfCIEJBKRHE5DogRAQAv+HQCr7IGJBxIaInQQykEohZeGEgBAQAkIgj4Dsax4P/SUE2iAgPWqDmr4RAsuBQCr7IGIhwaBy3mfbVf7uHiOpFHI5zJdqKQSEgBCoj4Dsa32sFFMIFCEgPSpCRs+FgBBIZR9ELIhYkMdCAhlIpZAybUJACAgBIZBHQPY1j4f+EgJtEJAetUFN3wiB5UAglX0QsZBgUKkZ/+4z/vOOYSqFXA7zpVoKASEgBOojIPtaHyvFFAJFCEiPipDRcyEgBFLZBxELIhbksZBABlIppEybEBACQkAI5BGQfc3job+EQBsEpEdtUNM3QmA5EEhlH0QsJBhUzvtsu8rf3eMilUIuh/lSLYWAEBAC9RGQfa2PlWIKgSIEpEdFyOi5EBACqeyDiAURC/JYSCADqRRSpk0ICAEhIATyCMi+5vHQX0KgDQLSozao6RshsBwIpLIPIhYSDCo14999xn/eMUylkMthvlRLISAEhEB9BGRf62OlmEKgCAHpUREyei4EhEAq+yBiQcSCPBYSyEAqhZRpEwJCQAgIgTwCsq95PPSXEGiDgPSoDWr6RggsBwKp7IOIhQSDynmfbVf5u3tcpFLI5TBfqqUQEAJCoD4Csq/1sVJMIVCEgPSoCBk9FwJCIJV9ELEgYkEeCwlkIJVCyrQJASEgBIRAHgHZ1zwe+ksItEFAetQGNX0jBJYDgVT2QcRCgkGlZvy7z/jPO4apFHI5zJdqKQSEgBCoj4Dsa32sFFMIFCEgPSpCRs+FgBBIZR9ELIhYkMdCAhlIpZAybUJACAgBIZBHQPY1j4f+EgJtEJAetUFN3wiB5UAglX0QsZBgUDnvs+0qf3ePi7YK+eSTT2b33ntv6T/Sfvrpp7N33nmnlnV77LHHxum99dZbtb6ZdqSnnnpqXMY333xz2tkrPyEgBOYIgbb2NaziKaeckh144IHZscceG77Krr322tE73r/66qsT7/2DN954I3v44YezG2+8MXvmmWey//znP/51rfv//ve/2SuvvJLdc8892S233JL94Q9/qPVdGClVOu+++272/PPPZ5s3b87uvPPOrK1d/sc//pFh36nTQw89VPt3K6xXCozDNJf971R6hLwfc8wxI33ZuHFjKazTasdU8ltamf972UbG6edhWw4++ODsr3/9a51sFEcITBWBVPZBxIKIBXksJJCBtgr5+c9/Ptthhx1q/9tll12yqh/yT3ziE+P07rrrrqkaprqZfe1rXxuX8brrrqv7meIJASGwhAi0ta8eqvfee29sc3beeWf/anT/3e9+d/z+b3/728R7Hjz77LPZnnvuOY5ntvsjH/lIxve/+93vot+FDxm8x2z/xz72seyQQw7JivLvIx0GZBdccEFGHaw+FlLGtWvXZpAXVddf/vKX7LjjjptIg7TAGxKmzpUK4zp5LVucFHoEZueff/64nR955JEojNNqx1TyG61E8LCLjP/5z38e69ihhx4apKw/hcDsEUhlH0QsJBhUasa/+4z/vGPYViFjnUvr1JWFJ5xwQuEsmYiF2RtolUAICIF0CLS1r74EeH2ZTWUA7K/3339/3On/9Kc/7V+N75lxtO+LQgbnRQMtS2jdunWV6Xz5y1/OGIiUXSnSYebZEypF9WKWtcwr409/+lPmf3eK0rn00kvLqjTyYiv61p7Xwbg0kyV+mUKPXnrppbH8HnDAAVE0U+lKNHH3MJX8uiQLb1PI+IYNG8bYDXXSpxAAvVh4BFLYB0ASsSBiQR4LCWSgrUJ6YoEOEzM79m+nnXbK6GB+9rOfHf8YWeeKcL/99osaOt/BG+qPlzwWok2nh0JACEQQaGtffVJXXHHF2I5ec801/lX28ssvj9/hrhxeL7744ph4wPZiq4866qjs4osvzg4//PDcO96zxC12XX/99eN8iAeJceqpp45mgPfdd9/cO+z+22+/HUsmS5UOdaAc9o/fnl/84hcZpAX39pywaBD573//O/vSl76Ui7tq1aqRF8RJJ500qqNP51e/+lW0TqkwjiauhyMEuuoRBNyKFSvGbR1bvjPNdkwhv3VEI5WM/+tf/xoTcPTTivS7TpkURwikRqCrfbDyiFhIMKic99l2lb+7x0VbhfTEwsknn2x6ORHCzN92220THVjW+YaXiIUQEf0tBITAPCPQ1r76OvtByLZt2/yr0X4ANvjFzTu8mLG39yxXwPvBXyyB4LnFiZG+2HBvmxm4h2ut2efB0iC87LLLfDaj+1TpvPDCC7m8wIe07WL5w9FHH52L89xzz9nrcegJG8ockjYs6/AkBTj5fCyhFBhbWgrjCHTVoxtuuGEsD8hL7JpWO6aS31gdwmepZJx00WnT8dNOOy3MSn8LgZkh0NU+WMFFLIhYkMdCAhloq5B1iQVTWDrE9qNEGCMjfOdVHguGnEIhIATmFYG29tXX13tJhQNbOvhmV8nLX8zK2jtCNiWMXSyB8PHCDSBD0gDX6tjl3aX5fQivVOngaWHlxeOgaB8Fv1Qi3PSSb/C6sHTC91Z2NrvDy8PihRimwtjyUxhHoKseeR1iSUR4TbMdU8hvWP7Y36lk3NLG+8F0gRDd0CUEhoBAV/tgdRCxkGBQqRn/7jP+845hW4VsSiyguH5pxMqVK02Xx2FTYuGf//znaNMxPCLYDRw3XjZEanLZjsx33333KA1mE/gBLbp8B0WbNxahpOdCQAiAQFv7auhhi2xQ+81vftMej8Pddttt/D7s6PsZRmbbiwbgJMbmupbPWWedNU6fG7wY7B2zukUX7tEWj5C6+ytVOja4IQ9mZIsuTq3w5fHu23gw+He4wRdda9asGcfFnd5fqTD2aep+EoEuenTfffeN249lmrFrmu2YQn5jdQifpZJxn673nmLjVF1CYAgIdLEPvvwiFkQsyGMhgQy0Vcg2xAL7Llhnrq3HArNpMP5+tsnStJA1ta+//rq3FxP3bDDGOlr/I2/fEx5//PHRTciqiAXIjt13331cT9Kq2vhronB6IASEwEIg0NS+evvi7VGT+5///Ocj7NjB3b477LDDSvHkBAWLC8ngL0/4XnXVVf7VxP2uu+46TocBub9SpOP3lKC8sbXylifHHFudCCEa7LryyivH7yhX2XX//feP45IO683tSoWxpacwjkBTPfKp+NNQYsuFiDutdkwlv75+RfepZNynv2XLlrEuoDehB5WPq3shMC0EutgHX0YRCwkGlfM+267yd/e4aKuQTYkFBvq+k8csQnj5jmdsKYT/ofRpxe4hDJ544okwi9Hfjz32WG5dcex7npFG6DbpO/6hxwIdWT+DSBrWyY8WRA+FgBBYaASa2lfv1VVkl6qec/IOl0/roosuKsX51ltvHdtn7J5dod1+5pln7FU0XL169Tgd75WWKh2OfrT6+3JGC5Nluc0Z2bDSLr8HA5tPll3sJ2F5EvqjOVNgXJa33n2AQFM9MtxYtuPb7pVXXrFXuXBa7ZhKfnOFL/gjlYz75CES0DvDFE9RXUJg1gi0tQ9huUUsiFiQx0ICGWirkE2IhUcffTR39jk/TLElC2XEAucw24+ZhXguXHjhhaNNhX72s5/lNhgjzg9+8IPQboy8EPwPI/Fwbz3zzDOzSy65JKMzbOkT0uHAC8GuImKBWSy/ppdvQ5diS0OhEBACy4FAU/uKqzF2xP55W4SdsueE3l6y14C927hx4whcb+dYLlZ2sYzM52WbM0Ik+OdsaFh2MSNs8fFQsytVOhAksfQtnzD83ve+N45vhAtx/EkWJ554YvjZxN+WJ6HHMgXGE5npwQQCTfXIEvD7ehQtgyDutNoxlfxa/crCVDIe5uH3iKijO+H3+lsIpEagrX0IyyFiIcGgUjP+3Wf85x3DtgrpiQUG36y99f84+mzvvfceHTvpO2UsYWAfg9jlO8qhx8L69evHHUQ6AbE1saxHZhmEz++NN97IZeV3fibe5ZdfnnvPH74zQhzvmRAjFsjXu1vyzTnnnDORrh4IASGwXAi0ta+Gkl8+Fu6RwHIys3XhKTvEtXeEkLtl1//7f/8vF982aHzooYdyz8vS4J23ndh6u1Klc/bZZ4/LA5FSdflB0BFHHDGO7j3L6thqv/TOfg9SYTwulG4KEWirRywBMj0oOg1imu2YSn4LgXIvUsi4S2586/ej8OThOIJuhMCUEWhrH8JiilgQsSCPhQQy0FYhPbFgP9x1wqLlCSh4EbGA+50/Eq1onSRp/P73vx93JCiPd9196623cu/YR6Ho8p4LkAZ2hcQCnhd+Vow8tamRoaVQCCw3Am3tK6j5PQLYuyC8/H4G3quKeGzk6O2xt4NhOvzNnjM+vpG/d9xxx/g5hG7VddNNN43jY7PtSpWOJ1OqljCQ9zHHHDMuD2S3Xd6OVy0T4Rv/e/frX/96lEwqjK1MCosRaKtHvk/B5ETsmmY7ppLfWD3CZylkPEyTvzdv3jzWKWyGeTfF4uqZEJgGAm3tQ1g2EQsJBpXzPtuu8nf3uGirkL6j5Tukde5xnwtn31Bw3wnwHgvvv//+6MQHOq3MLrEsouiChPBlePzxx8dRb7755ty71157bfwuvGGGjQ2d6Iz4dYT+xxqXY7wyfH6/+tWvwqT0txAQAkuKQFv7Clx4GZhtCTe79XaOZRDhFe4L8PTTT4dRcn+H8Y2ICAcRuY8if7BMwMrsiYhU6fDbYelje6sulj9YfE9EeE+QOkSwj29ERIhZW4yr6qD37U5X8TqCDOBNE7um2Y6p5DdWj/CZl9m2Mh6myd/hsqYquY+loWdCICUCXX5nfTlELIhYkMdCAhloq5CeWGDmjCUF/h/ucuedd17G3gfhKQn8yHu3VFPsImLB3sfC9957b7QsghkxdjbnSDbrSBJ6F2C/83msMx5LP3zmiQWfD/exPR3C7/W3EBACy4NAW/sKQpwmYzbmhhtuyIG2bdu28Tvc/cPr73//+/g9afgNB8O4/B16LOD5xeUJAU8UxNLgWZHHQqp0/MDMbw5ZVB7vseCPyvSDLr+pY1E6/vfO9rBIhXFRnnq+HYE2esQySNMfQk73iF3TbMdU8hurR/gshYyHafL3m2++mcPVn7YSi69nQqBvBNrYh1iZRCwkGFRqxr/7jP+8Y9hWIX1HK5xNiyns3XffnVvOwA+99ybgmzrEAj9qv/zlL0ebb/mdnH0Hwt97YsGfwdyWBCgjFsiXTdB0CQEhIARAoK195Vu/Pjw8nYZjH83OxfaJCWdrQ1sbtk64xwJEAxen91g+hFWX32OB3wi7UqXjyWG/RM3yCUO/xwIkg12egD733HPtcWHo91iAPOFKhXFhpnoxRqCNHj333HM52TWybJzo/91Msx1TyW9Yh9jfKWQ8li7PvE3YtGlTUTQ9FwJTQaCNfYgVTMSCiAV5LCSQgbYK2ZRYQInZYMz/IPmOHu+riIUzzjgj971Py+79Xgw888SC39gxNssXMzThsypiAU8INnPUJQSEgBBoal+r7IvZubLQjrj1cfxyrlirhKdCsL8DF3vi+HTefvvt2OfjZ/5UiJ133nn8PFU6eMFZecCq6oJAtviGC9/4fXFOOeWUqmTGaZAWJLldljZhW4wtLYXFCDTVI1LaunVrrt3YS6HomlY7ppLfonr456lk3Kdp955owztVlxCYJQJt7EOsvCIWEgwq5322XeXv7nHRViHbEAvMDOBOaz/i7FrsrzJiwe+mbN8T0nk98sgjR0dFMkNRtsMzmzXat6k8Fpi98rN0pO87sL5+uhcCQmC5EGhqX+t4YZkNKwrtWEVITotTtffLrbfeOo7rlzyEbs/PP/98aQOuXr16nI7f0yBVOr/97W/H6ftyFhXKY8DRxHb53wII57KrbA2+T78txmV5690HCDTVI75CVk3+CV9//fVCOKfVjqnkt7Ai7kUqGXdJjm/9BE64TGscSTdCYEoItLEPsaKJWBCxII+FBDLQViHbEAsosl/3t8suu+R0u4hYCNdKEu/ee+8duaLmEsiyLDz5wR/Dxlpa62hQjrKLvRtwN2YWig4KpAiXn1H0p1OEx02WnX5Rlq/eCQEhsDgINLWvLNfiGEU/IwjZwDP7t2LFirEdY3Btzy20PQA4BcHs3dFHH10K6plnnjmOy544/vKDiBtvvNG/mrj3J1WEu/CnSIfTKqxOVYPFf/3rX7m4/reAkx0sHfAtux544IFxXL7ht8GuVBhbegrjCDTVI1L529/+lms39iUpuqbVjqnkt6ge/nkqGfdpcs9m2qY7hLSNLiEwSwTa2IdYeUUsJBhUasa/+4z/vGPYViHbEAu40fofJDYy8lcRsXDLLbfkviubNQvPS/c/epw04fNnFq3oCtNhgycuTyzYeeY8D9cog4+WRBShq+dCYDkQaGtfmV03W4X985fflR0iouhiJ3hLo2rw7Ndjr1mzJpekP/kG77CiK7TvkL/+SpFO6PVWtr6b/K3+hLa8gzKxk71/96c//ckXNXfvl+CFZHgqjHMZ6o8JBNrqkW9j3xcIM5hWO6aS37D8sb9TyXiYdkjYvPjii2EU/S0EpopAW/sQFlLEgogFeSwkkIG2CtmUWGCJArty+x/6sMNcRCycddZZue9CY2B/M5BneYXPg03D7Hr11Vdz78IOtMUj9Bs9+iUbRcQC31xyySW59DkRQ5cQEALLi0Bb++pt5R/+8IccgHgkmI0z74RchP/7449//OM4HvE5mSF2sbGjpUfo96UhPgSqf28bO4ZpsQmixcOT4p///GcuSqp0OFHI8tlpp52iRxeTsfciw5sjvLxXyEknnRS+Hv0NWeI9LTju2F+pMPZp6n4SgbZ65Nt4GroyWfLJJ6nkdzLlySe+/m1lPEw13I8FL1FdQmCWCLS1D2GZRSwkGFTO+2y7yt/d46KtQnpiATdb1qGG//AIoFPMHgTefZdOIZ014vuriFi4/vrrxx1Jvt2yZYv/bHTPTIDfqMs6npyr7i9OsLB3hKwtDi+/DpI4HPtmVxmxAHnCjJZP/7HHHrNPFQoBIbBkCLS1r7bXQmwfAX+EIt4LZRcDarNHpBXaI7y//MCZpQzhxeCaby0dlpGxPM1f/phJ4rH7fXilSueRRx4Zl4W8DjnkkPFSNfLEVZt9Jqy8hLGjBiEJfJxwjwQ2+/OeHGBgnmu+bikw9unpfhKBtnqEbFgbV23YnKodWSKJ/PEvRmakkl88cPD6tLzAKLxSybhP1y8pZW8KXUJg1gi0tQ9huUUsiFiQx0ICGWirkJ5YsB/uJiFLDcKriFgIZ4XIB7faK664YjSbhneBZ+Z9OcKj2GDXfUeauKtWrcroDPCDud9++407IryDKPBrasuIBeoTbhgFTqz11SUEhMDyIdDGvvp9YmJHKjJLbzbO9n4pQja0R3yHvWT99bHHHpsjDHjn9yHwaXovCeJhq/HIYkf4gw46aFweexeSxpZWqnT8gJE8wWTDhg0jO+73eeAdu+PHLjzcwt+NlStXjjzPWP5g5A5p8K/oWMpUGMfKqGcfINBGj/jSE15Vy4FStaPvG8U8ZShXCvn9y1/+ktO70JuGfFLJ+Aet8MH/vo9U5vXpv9G9EOgTgbb2ISyTiIUEg0rN+Hef8Z93DNsqpP/xtI5X3fDKK68M9Xn0dxGxwEu/5rgsH1yI6RxanFinklm7sENp8X1IeV577bVcWauIBSL/4he/GOdPeqeeemouDf0hBITAciDQxr4yu252iAGuv959993xO3+co48T3rO3jPc4sLTDEM+yogsvAAbu4Tfh3+RTtkleqnTwfvADnLAc9jfeFcQtul566aXMnwhg34Vh2d4SpJ0C46Iy6nk22iAQXWp6eZKONi1axmPppmhH3zcqIhZSyG8dYoF6pZJxw8hPzIQeUBZHoRCYJgJtfmdj5ROxIGJBHgsJZKCtQvrTHcJOmP+bATwzSOy6zGxVWSfPD/bDjb/okLIjuY/j82HAb9+w/MG/i3kMUA5m7oo63HTowzXCGCI685Z20TFLeDiEndXf//73MTumZ0JACCwwAm3sqz/rPlzK5TdkO+6442oj9/LLL4/ssNkuH2LTYh5kscRZhhbO5FtaeC6E+0HE0uBZinT4TcCLwA90rCyE2HCWM1Rd2PnDDjtsbNd9GpDLEOFVniHkkQrjqvIu4/s2emQ4ccqJtalf1mjvw7BrO/q+URGxQJ5d5RevIKsXYcxjweqWSsbxaLI80TuWf+oSArNGoIt98GUXsZBgUDnvs+0qf3ePi1QK6ZWzz3s6eDDwdEwhGuhox4iDumXgx52lFhwrSSced0i/9KFuOoonBISAEAgRaGNfn3322dFRtxx3G67pZ98anvMPW9X0wjWazdfYSBEiltNssIFNL8qFZwWnMmzdujUrO2GnLO1U6XCqA5tT3nzzzaPfhDICu6g8DJI4DpDfFdLivg6hEKaXCuMw3WX+u40eGV5+ooFBf92rSztCYDAAZ6PGOlcX+WUpJ3n5U6qK8uwq4+xTYcTCunXrirLRcyEwVQS62AdfUBELIhbksZBABlIppFdO3QsBISAEhEB7F25hJwSEwHYEuvRTIM68B+FTTz21PeGe7vDQZAAe27wxZZYQX+ax07dXJN4/Rirg6cmxk7qEwBAQ6GIffPlFLCQYVGrGv/uM/7xjmEohvXLqXggIASEgBEQsSAaEQAoEuvZTWLZog2KWQPZ5MZNveZXtN9K1DCxvsJOwGOi38TxqUgZOTbF6nX766U0+VVwh0CsCXe2DFU7EgogFeSwkkIFUCmmKqVAICAEhIAQ+QED2VZIgBLoj0FWPmNn3Xgssp+zjYqmB7QO1fv36PrIYp0kdGOhDKrDpZJ8XR1va5trk13bpU59lVNrLi0BX+2DIiVhIMKic99l2lb+7x0UqhTTFVCgEhIAQEAIfICD7KkkQAt0RSKFHTzzxxHjGnaUKfV2PP/547c1Qu5aB4zTZI6rvi40hzVuB/V10CYEhIZDCPlAfEQsiFuSxkEAGUinkkIyMyiIEhIAQGAICsq9DaAWVYd4RSKVHa9asGQ+Q2cRUVzUCeCfgpQCxEDu+uzoFxRAC/SKQyj6IWEgwqNSMf/cZ/3nHMJVC9ms2lLoQEAJCYP4QkH2dvzZTiYeHQCo9evfdd0dHX3MMZJ2jJ4eHxPRLxDIL8GI/h9dee236BVCOQqACgVT2QcSCiAV5LCSQgVQKWaH3ei0EhIAQWDoEZF+XrslV4R4QkB71AKqSFAILgkAq+yBiIcGgct5n21X+7h4XqRRyQeyTqiEEhIAQSIaA7GsyKJXQEiMgPVrixlfVhUAFAqnsg4gFEQvyWEggA6kUskLv9VoICAEhsHQIyL4uXZOrwj0gID3qAVQlKQQWBIFU9kHEQoJBpWb8u8/4zzuGqRRyQeyTqiEEhIAQSIaA7GsyKJXQEiMgPVrixlfVhUAFAqnsg4gFEQvyWEggA6kUskLv9VoICAEhsHQIyL4uXZOrwj0gID3qAVQlKQQWBIFU9kHEQoJB5bzPtqv83T0uUinkgtgnVUMICAEhkAwB2ddkUCqhJUZAerTEja+qC4EKBFLZBxELIhbksZBABlIpZIXe67UQEAJCYOkQkH1duiZXhXtAQHrUA6hKUggsCAKp7IOIhQSDSs34d5/xn3cMUynkgtgnVUMICAEhkAwB2ddkUCqhJUZAerTEja+qC4EKBFLZBxELIhbksZBABlIpZIXe67UQEAJCYOkQkH1duiZXhXtAQHrUA6hKUggsCAKp7IOIhQSDynmfbVf5u3tcpFLIBbFPqoYQEAJCIBkCsq/JoFRCS4yA9GiJG19VFwIVCKSyDyIWRCzIYyGBDKRSyAq912shIASEwNIhIPu6dE2uCveAgPSoB1CVpBBYEARS2YeZEwtWEYUPZtA6aXAAACAASURBVMJAGEgGJAOSAcmAZEAyIBmQDEgGJAOSAcnAtGWgK08iYuFBCe20hVb5SeYkA5IByYBkQDIgGZAMSAYkA5IBycBwZGDuiYWuFdD3QmAICJhRHEJZVAYhIASEwCIhIPu6SK2puswKAenRrJBXvkJg+Aiksg8z91gYPtQqoRCoRiCVQlbnpBhCQAgIgeVCQPZ1udpbte0HAelRP7gqVSGwCAiksg8iFhZBGlSHmSOQSiFnXhEVQAgIASEwMARkXwfWICrOXCIgPZrLZlOhhcBUEEhlH0QsTKW5lMmiI5BKIRcdJ9VPCAgBIdAUAdnXpogpvhCYREB6NImJnggBIfABAqnsg4gFSZQQSIBAKoVMUBQlIQSEgBBYKARkXxeqOVWZGSEgPZoR8MpWCMwBAqnsg4iFOWhsFXH4CKRSyOHXVCUUAkJACEwXAdnX6eKt3BYTAenRYraraiUEUiCQyj6IWEjRGkpj6RFIpZBLD6QAEAJCQAgECMi+BoDoTyHQAgHpUQvQ9IkQWBIEUtkHEQv/n71367miaMJAf8DO/gX7zuybfWH2lcmON16YeGFiYmIMMSZGQyTGKDGIwRghEkRFARVFVEQDKqASIBwEDxghqCCfgnIQUMMZFBREPHBQZ+dZfjVfTa3uWTM99b6steapZGVmzfRUdz/TVdNdXV3dkgbDao4sAl4CObKlJHciQASIwOAhQP06eO+MJe4/BChH/fdOWCIi0C8IeOkHGhb65Y2yHAONgJdADjQILDwRIAJEYAQQoH4dAVDJsnUIUI5a98pZYSJQGQEv/UDDQmXImZAIxBHwEsh4DrxDBIgAEWgnAtSv7XzvrLUvApQjXzzJjQgMEwJe+oGGhWFqFazLZUPASyAvWwWYMREgAkSgTxGgfu3TF8NiDRQClKOBel0sLBEYVQS89AMNC6P62pjZsCLgJZDDig/rRQSIABFIRYD6NRU5PkcE/ocA5eh/WPCMCBCBIgJe+oGGhSKu/EcEkhDwEsikzPkQESACRGCIEaB+HeKXy6qNGgKUo1GDmhkRgYFDwEs/0LAwcK+eBe5HBLwEsh/rxjIRASJABC4nAtSvlxN95j0sCFCOhuVNsh5EwB8BL/1Aw4L/uyHHFiJQVyD379+fbdmypfP75ptvKiH25Zdf5s/g2XPnzvV87ocffsif+eKLL/L0u3fvzq+fOXMmv17n5J9//sm2bt2a8/nrr7/qPM60RIAIEIFKCNTVrzGmM2fOzO6///7s0Ucf7UqyevXqzj3c//HHHwv39+zZk+s50dtVj9u2bSvw+vXXX5N5Ic8TJ04U+B09erQRv99//z3nZ3V61TpKun379uW8cNLPZSsUtCV/vOQI3/pp06Z15GX58uWl6KF/sXPnzuy9997rtFP0SdDOhp3++OOPDP28DRs2ZBs3bswOHjyYtaGPhDoeOnQo27x5c/bBBx9ke/fuzYDFINHixYs7bXvGjBmtaKvybrz0Aw0LgiiPRKABAnUF8r777suuuOKKzu/aa6/tmfPZs2fz9PJcrw86mD7++OP5c1dddVWezw033JBfX7duXX69zslvv/2W80CZ0GEI0ccff5wtW7YsdIvXiAARIAI9EairX0MML126lOurm2++uSvJ2LFj8/vQt5puvPHG/J7o3zpHPaDAIKPOszbt3LlzddGyp556qhE/bfiwOt3m3ev/rbfeOjBlKxS0JX885AhQLVy4MG9zO3bs6EIPhgMYEq655po8nW47V155ZTZv3rzswoULXc/qC3fffXfwec1Ln586dUo/3jmH7CE/na7sHH2jJoRJG8hBLI8HHnggC5VT56nxjfHR1zGAD5EHfiG+oWsnT57MHn744Wi9x4wZkwGbMtq1a1f0eV1fOX/ssceC7JriB6OI5LFixYpgHsN40Us/0LAwjK2DdRp1BOoK5Ntvv50rLiiwn376qbTM+HCIopPjvffeW/oMbmoDwoMPPpin19dHyrCA2aq77rqrU+5HHnkkz5snRIAIEIE6CNTVryHe8AwT3Tl9+vRCEgyEZPCBwZAlGhb+NYILfrEjDQu25fTXfw85Onz4cC5HEyZM6KogDHi33357nibWVnAdkyqYyY8RJkPKnrf3QpMbBw4cqMUjJP+x8tnrc+bMqZQXdM1HH31kH8//w2vK1q3s/5o1a/Jn9YkHfppf7ByTR2Xl0/eAUYzeeeedynzAc/LkyUFWHviJoRnvCkaTNpCHfgBONCy0obWwjiOOQF2BhKuYVrZwlyujkCUYCk/PhNnnrZfD2rVr8ySjYVjQM2k0LOTQ84QIEIGaCNTVryH28JoSnbtq1apCkiNHjuT30Cm1pA0L0LvweKj6w0zd33//nbO0HgvXX399ZV7I086gaT2L+lUtl6TTyxesx8LVV19di59dYtLPZctfSItOmsoRDHC33XZbLiuYPLD05JNP5vfRHtGGZs+e3fFafPHFFzMtS7h/0003BfsxmNUXea16DBkW1q9fX4tPqmEhNLjGcpElS5Z0PDzuueeeQjmgR44fP27h6/yHwaVqnZFO9+2EoRd+wi92xNIs1EWXd/z48Z06L126NEPfT9/DecyoMnXq1K609ln9f8qUKcFieeCHZSySF95dG6ipfhCMaFgQJHgkAg0QSBFIfHBFceFjHCN8zGOWZx03wT5vO7DaK8LDsIDOMj6m+Ejgh5kKTbpTScOCRobnRIAI1EEgRb9a/rqD++233xZua48wuNFa0oMhO3i2aXv9t3r59OnTvR4pva/17HXXXVeattdNa1iIuVj34iP3+7lsUsY2HZvKEbwbpc8S+qbD1V3u4wiPBh3DA1hjMuT5558vpAvJ3CeffJKnQf/n559/Lv3F5OiZZ57J+aA8vfggBkpdwpIOPbiGsTBkdNm0aVNeFuAzbty4rqwQj0BjiOUBvcocmmDywq+rgOaCeKVKmT///HOTIuvEXNDLYoDVn3/+2ZUOxk7h88Ybb/Ssdyh2gxd+KJxesozlEcNOTfWD4EPDgiDBIxFogECKQMKNS5QoFGqMtOUUynnixIn5c88++2zssQyByoQ/DAmaPAwLml/oXHcqQ52Q0DO8RgSIABGwCKToV8tDGwdsR/zpp5/OdSXysqSfpWHBohP/r78B/Wb0iJd6eO80lSMtB1gSYQkeCdLngDEAhqoQYbJEXM2R/s477+xK9sorr+S8mswY63xef/31rnw8LmCCR+qNY1ksgZdffrmQ1uqir776Kr+PATiwSiEv/MryhkFF13vRokXR5Nu3by+kRUBPTcBB86oa1FzzwLkXfuCFoL1SJnjqDDs11Q+CDw0LggSPRKABAikCqa3/UF4h6yuK9Nprr+XKDQN0uPGKsrMGA10FuBhKOnScNcUMCygDdp/49NNPs19++UU/UvtcdyrrGBYQkR3WdgQVa1qG2oXmA0SACPQdAin6VVdCd4BvueUWfatzrteEhwZDekBFw0IXfNEL+htAw0IUplG70USOsAOU9CfQtwiRliO8+zJC8GnhByOEJb1O/qWXXrK3K//X3p7o24wEoXxSF+iKMrLLYL///vtCch1/C3imkhd+ZfkDT6k3jiHdqZ/X7wL11AQcNC/rAavTlp174Sd56GUVMDQMMzXRDxoXGhY0GjwnAokIpAgkliZoRQoeIdIfa7imYuCtnwsFloH7oU6DToEma1iANVlfk2fRGUSwHb1GWPhYlzOJdIxIvfJ86BjazQIGBASX1O6E8iyWjLzwwgvBdZhSFh6JABEYXgTq6ldtCBA9UvcIF2ohzY+GBUGl95GGhd4YjWaKunKkywavApGh0NIFpIUXJgx38KwMrfvX/BBwUPjhaGfm9YAu1Q0dfSOdh12WocvT5PzNN9/sBKxEfwlxFcoIcSB0mbDUQRMmYeQ+YlOkkgd+vfLGNrNYzoG+I369SC+HwISZJj3RFjNc6fSxcy/8hD+8guV9wFt4mKmJftC40LCg0eA5EUhEIFUgsRZPlBZc5CxZA4Fsg6afs4HIwAMeB8IXR7utkzYi6E6zfkafI6iO/fDb9bgSOEkv8dA85BzBjDR99tln0RgS8gyOWC4Scr/UvHhOBIjA8CFQV7/qTrXWIXXOn3jiiRxIrSNpWMhh6XlCw0JPiEY1QV05ksLZwfCxY8fkVvIRciTyaL2IbL8HkzDYPeLdd9/txGdYsGBBx6tRx40KFURvG4hBP/owcJXH5AYGjOiLYNZ9pAwOoTK9//77eb1RfxtrQMcZwJadiK+AGFbz58/v1B2TS+gH2f6YzssLP82z6bmdSINRQpNejgbjDHBB3xBGG7wr9HP37t3bFctL88C5B36ap14OgfeVEoND8+vn81T9YOtEw4JFhP+JQAICqQKpIyiHAvnoSMOILi6k4yeEopjrbY9C6xe1YUE+7jjCUozO4EMPPVT4+OGeXZ8YMywgCjM6Ddr4gY4+ruEH7wih7777risfBFjCjAjcC/X6SJQBfFJd5CRPHokAERgsBOrqV8xaQXfIT+s4rJWV6zjqILrQWXJPe1bRsJDWXmhYSMNtpJ6qK0dSjtWrV+ff6SazycIPuyFomZwxY4bc6hx37NhRuI+ttXV6fY4+RWwZKQbjkhbekFqO5boc33rrrdLBeqGAiX8QR0D3i+wsv40zgD6hlM8eocdiu0p44ZdYzeBjdscHmSSTxNC7UkdgpJdNyHUc4fWAdhwiL/wsb+1pgT75sFKqfrB40LBgEeF/IpCAQKpAaos6Pnx2yQE+mqJU582bl5cM1l65juegUDVhBkDuW4MA0lnDApS49QbAf700QRs2wCNmWJBy6E5lLMbCHXfckZcTZdBGB+GjOzWoU1mAIHmGRyJABIYHgVT9KghofWd1rNZTsTXYekCCcwRGq/KzOhXlsbtCYMlFFV4rV66U6hSOuvzQ11V4IU0oervV6TDyVuH36quvdnnFoZD9XLYCiC35kypHeqIh9i2vCiH6KnoQiW+63aUFg3zpv1Q5YsIhJGtov1WelzQol/XurFqvKul0cEvkiS1wNdk4A1Ku2BHyHhroeuGny9bkHPGydB0eeOCBLna6r6nTxs6xs4glL/wsX707hPZks+kG/X+qfrD1pmHBIsL/RCABgVSBtC5r9gOrLaVff/11XrLz588XFDUs1EJwIdPKGF4BlnRHG2nhYhYieA4ILyh+TbYTKkshJI3uVIY6I9obA3mUraO05RhmdzTBj0ciQAT+RSBVv+JprQ9vvfXWLkhxTXRcbOZTGxYkbZVjaLtGa1iowgdpYsEPtZ6tygvpYLS2ZHV6HX6h7f76uWy27m34nypH2qsntGSzKnZw39dGCrSvED/0F2zbwww9JlcwGIeHgx2IQo6t0dAuicIz8H7AZMvixYu7yoI84e05ErRixYpCnWDEsMsZsNTD1ht9NdQXzz/33HMFjwekRZ2wXEKTF36aZ+o5+pb6XWECyQbltnHDUC+0uYcffrjzvmHctMYopLHLKbzws3XVnsV4H8NKqfrB4kHDgkWE/4lAAgJNBFJ3bHWkXKwplI8MFLP1StDBlLQ3g7YOQ4mHSBsWQtZjecZG/dVlsJ3QuoYFHeTRekNI/nK0hpTYzKKk55EIEIHhQaCJftXbj2Ggqwn6THQs3G9jRMPCFTlOgpc90rAQaz39cz1FjrSM4J3DgzCFMOjX33zwwrIK3acQvnqdPNJhrb0lDKbtYHPp0qV5MjtpAyNDaOkAtjXUEzjIb9++fTkfjxMdmBD80Z+z/SXko+MMIF3I6HLx4sVs1qxZBXnEjLomD/w0v9RzTJShD4q6yA/xIixpz12ku+uuuzL0+SxZHPHetDHYCz+b7xtvvJGXH+9uWClFP4SwoGEhhAqvEYGaCDQRSO0eN2nSpDxnBK0RZRyKowCru9zXcRSwg4Jch8U3RNqwULa04OjRozkv8IQxQaipYUEbRrDzBQwiZT/9gYL1nkQEiEA7EGiiXxGgTfQhOqaa0PGVezFdifTasADPAcz2V/lZDzTwsh4L2A2nCi/M2oVIewWg01uFF9J8+OGHXeysTodersJv+vTpXUHowLyfy9ZV+RZcSJEjDOBFRnAMLaHpBR0GidqdHHwgR7Hgi5jlRuBCLLGxuybovDDzjTYv5cOAWggGiy+++KJjCMEA3c7qSzockU544Kh3hNHpUs71duGSR2jJJ3ifOHGis7QBA1nUv4z0bmHgqwfYHviV5V3lHnYi0+8GZUS9QgQPVBiP4I2C/mjI2CTPYRJNcMQRW5MLeeEn/OQIXanzHMnlMpLn5Tim6IdQOWlYCKHCa0SgJgJNBFIH2oEFVkgPvEMDab2eDApc3Or0BweBFEOkDQuhXSXkGRsN2tOwYGcJtOLudY4owSQiQATagUAT/apdr+06bMQtEF2jvcUsqtqwgIF2E7KGhdBMfx3+evAeWy5RlZ81LISWclTlhXT9XLY69RiWtClyZAMsHzp0qBYcGPzrmE+QN3gHxYwKtZhnWWdWX2QYR+kH1eWj4z1hxrwpYXAMXaHLhn6al7cljBOa9+7du5OKDKOL5pOKn87cxsUCf0yUeRAG9bq8sa1Pe+VVBz9gq/MMeZv0ym8Q7qfoh1C9aFgIocJrRKAmAk0EEh8gbdmF0rKu/zFFptc+HjhwoLNjglaAZ86cCdZEGxbsLJ5+YKQMC/h46XLWPccsH4kIEIF2IFBXv2pDQF3dIun1rKXmR8NC9TZHw0J1rEYjZV05QpnsAExPLvQq85EjRzo7OYlM4YhYCZ4xkqyhLnUrTN1W0a9qQvAeuOeeewp9HPAMeTCl5mONgGUTRGV5eOEneWA3L/2+cR6b4JJn6h61PobhOIXq4Gf7waG4ZSll6LdnUvRDqA40LIRQ4TUiUBOBpgIJC7koY6xB07s+lK39nTJlSv4cPiw7d+7M/0P5xuhyGxZQLr20AR9hRDKu+oObHYkIEIF2IFBXv9qgbaJb6xx19G/dkaVhoXqb04O1fvOmqF6L4UlZV45Qc+0ZCfk5depUJUDQF9HfeDw7ceLEDDECPEnHUEEedT0qpCxYaiT6AeVOJSy5QOwI4YUj+luxyaHUfOzkjN4etw5PL/wwQTZ58uRCvTFhhmUm3qRja5TFCCvLtw5+mLTT7/PkyZNlrAf2Xop+CFWWhoUQKrxGBGoi0FQgdTwFRCXGTxTZzJkzo6WBq6qkwz7BWJ8m/8uiG/eDYUEHrdSzg9HK8gYRIAKtRKCufkVUdHQ+9XIrGBtwTX6YORVdiQ6wXJej7qjTsJDW7GhYSMNtpJ6qK0cox9mzZ3M5gbxUmXW3Xg54Dv2RKm72MFygP4T06NOEgvhpfNauXVson6zP37NnTwY3+dmzZweDIGoeONeTNFhOmkIwKlijJpa0VvHyQLnfeeedzs4XMF7u37+/tAh2Fl0G8F74lWZubqLsNoYGdC8G5FUIO4TNnz+/s/vF+++/3/MRrdcRowzkhV8o87Ig5qH0g3otRT+E6krDQggVXiMCNRFoKpB6HSPW+uk1iXZLHV00rF+UzjGMBVq5y4dGp5fzfjAs6A+5DrokZdRHdEjwscWAAR+gsoBO+jmeEwEiMPgIpOpXHeDWxgtAgDPRndArZUTDQhk68Xs0LMSxuRx3UuVI5ARH8Cgj7Kigl3bimVCMqBgPfNt1fjo4X+gZGB8kvfaKsUETywb32LECzwqfFK8k7EIB71LhgSP0ihg6QmXX15BO49ZrsgXLC3ReEpzSCz9dtl7nOo4NyoT+XGwZbojXuHHj8rr06gvarSnFEOGFX6h88CIWrJt4s4R499O1VP1g60DDgkWE/4lAAgJNBRIDZ+s2KIqsl8UeiljS6uOlS5eiNRkNw4Le+icUcR0zgrq82IM4RrBo67S9IibH+PA6ESACg4dAqn6Fm6zoDexwo0nrH+2doNPIOQ0LgkS9Iw0L9fAa6dSpcqRniMtkBYM7uwwA3+46ZAeI9957b/RxPSEDOUefQwjbSIrs4xjbkQDpsRuBTovtD+vSjBkzCjx0Wary0nEZEJMhZgxBn1C/Ez0Y98Kvaplt3wzeHnqHiip8tAEY7wHvLkZYTiPvCoYYHfzWA79QvvB8kTzxLRhWStUPFg8aFiwi/E8EEhDwEEgEJBTlJUe9jWSsWHPnzu16rldU49EwLOhtgWDJt2sr8QHUFn58JEL7VaPzoC35+ODiWRIRIALtQCBVv4pbMvSHpWnTpuV6E94LZUTDQhk68Xs0LMSxuRx3UuUI22BLnyQ0SSB1QYwkSYcj+gDwquz1s8EcbV8oFPkfsR+0lwFkXPOBFwL6Cro8oR0ZMDDW/YvQMgj0QRBzRX42XgKWLeh8wKNXneU+yikEzw7NBx6odmIJdYSxRaez9fLAD2X6888/O8sTpN5oP5pgQNAGDuAIA67Ureyo+4MHDx4s1Ad6G54JmtDn01uzo/4IFKnJCz/NE+ca78cee8zeHpr/qfrBAkDDgkWE/4lAAgIeApm6RY/erlI+Nti7vYxGw7CA9YJSHhzx0YEhAdeFgJtOg3N8TNGRQB3gSmjvl+1iIXx5JAJEYHgQSNGv586dy3VHyECrZ1Z7GSppWEhrSzQspOE2Uk+lyBHKAg9B+Q5j0BciDHj1AF3SVz1iECuEAak1CiAmCmIvwLtAL38Q/iFPilDfCINu8IAHw/jx4/N6gQ/Kj6UclnQsK6RDwENNOl6LlKfqUS/1gOeqDuQNHhi4Y0tIBOdGvAiLC+pjyQs/eAPoeiDApaYXXnihcF+n7XVul3rYpSt4F7NmzerUGwYE65kLo5L1jPDCT9cRPHW7Dk1+6fSDfJ6qH2ydaViwiPA/EUhAwEMgbTAeKOYqwW/QKdaKD8/BAlxGo2FYwJ7xoY8LXNk0waBiyx96DtfK3Bk1T54TASIwPAik6NfPP/881z/PPfdcAQzMlomO0W7EhUTqDw0LCowapzQs1ABrFJKmyBGKpY10kJuffvqpq7R6JyuRrTpHO0gM7SoR4oe+A9bAx8hOcIR44BoMJvCCCFGZYQEeBTGeVa7bZRcwCuj+WRmP559/PtMeD7rsHvj1MiyMGTMmue52qQgG8DZWQ6zuML6gTYbICz/hrb0p0Na0p4WkGZZjqn6w9adhwSLC/0QgAQEvgRTXXShUWKarkra8V3lOd5RtUDOdJ7bV0codAYqEcK7vhbbgQWfDWtiRtyUYVbS7meaLc8w44kNJIgJEoH0IpOhXPQNmBx56/fX06dN7Aqpny/Q2lD0fDCTAQELrN3SEm5COZYMBSROyOt3iVpd3P5etbl2GIX2KHEm9EVRa2m3II1LHLJF0dY7W5R/5wgvCxi4QnhjkoUwxY4CUG0dsQWk9AYQPYlthQBsbqOJ5HbwPz2mPhdgEivDvdQwF58ZkEZaVxCZc4G1VRTab4gfdpMtvPRZiccH0M7Hz2K5lwEMvkdXPo38M74WYMUXeuRd+4AdvESkDvGmHmZroB40LDQsaDZ4TgUQEvAQyMfu+fwwfX2z/dOLEidL4CLBaHzt2LNu0aVMGgweeadrx7ntwWEAiQARKEUjRr1j3vHLlys4PHWxNiFgu96oMTPSzPCcCg4pAihxJXfXguqkBS3hWPWKgiJljxEPAsgyc9xpchnjDKwLxVLCTwMaNG7vW8YeekWvaJd7GWJA03kfkibww2F6zZk22e/fupBnzpvjJxBXKMFoEHY2lLNhOdNu2baWGn1iZmuKHNqZjSJTttBYrwyBdb6IfdD1pWNBo8JwIJCLgJZCJ2fMxIkAEiMDQIkD9OrSvlhUbRQSayBEGaXomGUb/NhGWpWLmepi3Gwy9TxglxDMBnh9toq1bt+beCtgCftipiX7Q2NCwoNHgORFIRMBLIBOz52NEgAgQgaFFgPp1aF8tKzaKCDSVIwROFrdwBFZuC8HjUpapDrs7vH6n8PCQJSRYlgHjUptowoQJeXv/9NNPh77qTfWDAETDgiDBIxFogICXQDYoAh8lAkSACAwlAtSvQ/laWalRRqCpHGH2WnstYMDdBsKODDCooO5tqTPeK+qKesOoYINMDvt7x5IZMaIhSGUbqKl+EIxoWBAkeCQCDRDwEsgGReCjRIAIEIGhRID6dShfKys1ygh4yNGuXbvyAdf9998/yjW4PNlhpn7p0qWZ3hLz8pRk9HNFTAvExmobjR07Nm/nVXZnGwZ8PPQDcKBhYRhaA+tw2RHwEsjLXhEWgAgQASLQZwhQv/bZC2FxBhIBLzlCRH+ZzUVAQRIRGCYEECxT2vfChQuHqWqldfHSDzQslMLMm0SgGgJeAlktN6YiAkSACLQHAerX9rxr1nTkEPCSo4sXL2bwVsCsbmjryZGrATkTgZFHYMGCBZ22PWXKlNJdzEa+JKObg5d+oGFhdN8bcxtSBLwEckjhYbWIABEgAskIUL8mQ8cHiUCOAOUoh4InRIAIGAS89AMNCwZY/iUCKQh4CWRK3nyGCBABIjDMCFC/DvPbZd1GCwHK0WghzXyIwOAh4KUfaFgYvHfPEvchAl4C2YdVY5GIABEgApcVAerXywo/Mx8SBChHQ/IiWQ0iMAIIeOkHGhZG4OWQZfsQ8BLI9iHHGhMBIkAEyhGgfi3Hh3eJQBUEKEdVUGIaItBOBLz0Aw0L7Ww/rLUzAl4C6VwssiMCRIAIDDwC1K8D/wpZgT5AgHLUBy+BRSACfYqAl36gYaFPXzCLNVgIeAnkYNWapSUCRIAIjDwC1K8jjzFzGH4EKEfD/45ZQyKQioCXfqBhIfUN8DkioBDwEkjFkqdEgAgQASKQZRn1K5sBEWiOAOWoOYbkQASGFQEv/UDDwrC2ENZrVBHwEshRLTQzIwJEgAgMAALUrwPwkljEvkeActT3r4gFJAKXDQEv/UDDwmV7hcx4mBDwEshhwoR1IQJEgAh4IED96oEiebQdAcpR21sA608E4gh46QcaFuIY8w4RqIyArlD2QwAAIABJREFUl0BWzpAJiQARIAItQYD6tSUvmtUcUQQoRyMKL5kTgYFGwEs/0LAw0M2Ahe8XBLwEsl/qw3IQASJABPoFAerXfnkTLMcgI0A5GuS3x7ITgZFFwEs/XHbDglSEx//kAaqIBbFgG2AbYBtgG2AbYBtgG2AbYBtgG2AbYBsYrTbQ1HxBw8J/2FhHq7EyH7Y1tgG2AbYBtgG2AbYBtgG2AbYBtgG2gf5rAwNvWPjr//y/Mv6IwaC3AVGOTQWSzxMBIkAEiEARAerXIh78RwRSEKAcpaDGZ4hAOxDw0g+X3WNh0AeULD+NImgDXgLZDvXFWhIBIkAEqiNA/VodK6YkAjEEKEcxZHidCBABL/1AwwI9Jugx4tAGvASSqo0IEAEiQASKCFC/FvHgPyKQggDlKAU1PkME2oGAl36gYcFhUEmvBXoteAlkO9QXa0kEiAARqI4A9Wt1rJiSCMQQoBzFkOF1IkAEvPQDDQs0LNBjwaENeAkkVRsRIAJEgAgUEaB+LeLBf0QgBQHKUQpqfIYItAMBL/1Aw4LDoJIeC/RY8BLIdqgv1pIIEAEiUB0B6tfqWDElEYghQDmKIcPrRIAIeOkHGhZoWKDHgkMb8BJIqjYiQASIABEoIkD9WsSD/4hACgKUoxTU+AwRaAcCXvqBhgWHQSU9Fuix4CWQ7VBfrCURIAJEoDoC1K/VsWJKIhBDgHIUQ4bXiQAR8NIPNCzQsECPBYc24CWQVG1EgAgQASJQRID6tYgH/xGBFAQoRymo8Rki0A4EvPQDDQsOg0p6LNBjwUsg26G+WEsiQASIQHUEqF+rY8WURCCGAOUohgyvEwEi4KUfaFigYYEeCw5twEsgqdqIABEgAkSgiAD1axEP/iMCKQhQjlJQ4zNEoB0IeOkHGhYcBpX0WKDHgpdAtkN9sZZEgAgQgeoIUL9Wx4opiUAMAcpRDBleJwJEwEs/0LBAwwI9FhzagJdAUrURASJABIhAEQHq1yIe/EcEUhCgHKWgxmeIQDsQ8NIPNCw4DCrpsUCPBS+BbIf6Yi2JABEgAtURoH6tjhVTEoEYApSjGDK8TgSIgJd+oGGBhgV6LDi0gVSB/P7777MtW7ZU+n311VfZgQMHsp9++in7559/+k4L/vDDD3k9UC8SESACRMADgVT9avOeOXNmdv/992ePPvqovZWtXr26cw/3f/zxx8L9PXv25Lqtqr6WdNu2bSvw+vXXX5N5geeJEycK/Oyf3377LUN5P/jgg+yLL77I/vzzT5uk0v+ff/45+/LLL7P169dne/fuzf76669Kz+lEf//9d3bs2LHss88+65Tn6NGj+nbl84sXL2b4pnz88cfZpk2bsjNnzlR+lgn/h4CXHKEtTJs2rSMvy5cv/18GgTO8q507d2bvvfdep92jn9CP/ZdA0Rtd8pLDKoVIkdXFixd33t+MGTNa8T6q4Nj2NF76gYYFh0ElPRbosZAqkOjEXnHFFbV/V111VTZ58uQMH+l+oZdeeimvB+pFIgJEgAh4IJCqX3Xely5dyvXTzTffrG91zseOHZvfP3v2bOH+jTfemN9L0dd6UL5x48ZGvObOnVsom/w5ffp0Nn369CBv1BcGgiq0f//+7M477+zic+WVV2bAaN++fVXYdIwA1113XRcffLsmTZqUWYxDTGFQWLRoUYa8Le7g/fzzz2cwXpCqIeAhR8hp4cKF+fvYsWNHV+YwHMCQcM011+Tp9PvD+5w3b1524cKFrmf1hbvvvjv4vOalz0+dOqUf75xD9kLtRz+nz2+44YYuHnUueMlhlTybyOrmzZtzbFesWFElO6YZcgS89AMNCzQs0GPBoQ2kCmSqYUF/COHJ0A9Ew0I/vAWWgQgMHwKp+lUj8c033+QdaQzANWEgJIMPDIYs9bthAQbmq6++Oq+f/j7o8yVLltiqFf7DI0KnD50Dp9BgUjPCoDH0rL6GARy872KEAaE29uhn9fkDDzyQ5E0Ry3eYr3vI0eHDh/N3O2HChC64YMC7/fbb8zT6Xdnza6+9Njt48GAXD7kAI5R9pux/aKIFXp5lz9h7IfmX8vQ6eslhr3xw30NWRb4g0ydPnqySLdMMMQIe+gHw0LDgMKikxwI9FlIFUhsWxAsBngj299BDD3VmkfAhth9CPPfLL79cdnVHw8JlfwUsABEYSgRS9asGY9myZbnuXLVqlb6VHTlyJL8X8rbShgV0wuEBUPU3ZsyYwqy69Vi4/vrrK/NCnnZ2EbO+4KG/C+PHj+/M9D/55JNds8ZvvfVWoe7yBwM8Ma6AF84feeSR7M0338wefvjhwj3c3717tzxaOL777ruFsmCgNmvWrM4s9z333FO4h+/Z77//Xnhe/iBvXSfUHd8YGC1wru+FBrjCh8f/IdBUjmCAu+2223LsQ0tb0Ob0u4HBa/bs2Rnk78UXX8y0LCHdTTfdFDQMwftA86lyHjIswFOnyrOSJtWw4CWH/3tb8TMvWYXHg9QbsklqNwJN9YOgR8MCDQv0WHBoA6kCqQ0LsB5Xoe3bt2eY7ZEPAo7z58+v8uiIpqFhYUThJXMi0FoEUvWrBkwPVL/99lt9q7P+X/Qp3Lwt6cFQKD6DTV/23xoW4DrdhLTBBHWwRhMsOdADcRii9dIMyRsz/4IB0sDDQxOWQOC6pLnvvvv07c45+GrPCeRrjd6IZSE8cFy6dGkXHzvLjHeny4zlD1OnTi3w+e6777r48EIRgaZytG7duhxzvBNLMDbpdwuDjzUc4T1iCYtOF5K5Tz75JE+Ddoc4AmW/mBw988wzOR+Up4wH7iEGSgp5yWGVvD1kVfKBHMu7wPIIUnsRaKofBDkaFhwGlfRYoMdCqkCmGBYgvLDM69kldHwvN9GwcLnfAPMnAsOJQKp+1Who44AepCLN008/nXeukZcl/Ww/GRYwwMYMqwwMYmVDIDn9vUBgR02YeRYeONr7khZLIHQ6G+TSGg1CM8jgBUO48EGsBEvwkJD78MaIxVEQV26kjdXd8m7z/6ZypOUASyIswSNB3huMAWh3IYLng353iOlh6ZVXXsl5NZlN1/m8/vrrNhuX/15yWKUwXrIqeSHQq7wzeKOQ2otAU/0gyNGwQMMCPRYc2kCqQKYaFiDACIAlHwR0GqsQOoKYCUCkcjuTVOV5dAjgNoz1fYj0fe7cufwxGhZyKHhCBIiAIwKp+lWKADdl0ZW33HKLXM6Pek14aDCkB1RNB7CeHguYpZd64Vi2Xn3OnDl5WjuAgNeA8MGAMDaQB2BY2iFpX3jhhRxDnOjZT8yqxgiz2MIDR7xfTdoIgpngGOEbpPnY2fHYc2293kSOtm7dmmON5Qsh0nL01FNPhZLk17CbhLw7tDlLum+EvkUqgbfkg11ORoK85LBK2bxkVeell9jC0EBqJwJN9INGjIYFh0ElPRbosZAqkPrjWXUphAiwNizgw4lBf4hgQHjwwQcLM1byoYXbKjqHdgYvxAezUaEo31iW8fnnn3fWvwpf1ItEBIgAEfBAoK5+1YYA0Ul1j3ChFtL8+smwgHgLUi/o8jKCjpa0OJ4/fz5Pju+D3EM8nzLSbuwwMmjSyyBWrlypb3Wd33rrrXmeMHoI6XgXKFNoHb+kxVaaUm4cYWggxRGoK0eak94pJLR0AWkRGwqGO3jRrF27Vj/edb5mzZrCu7P9Fz3YTXXRR0BC3T5GyvDkJYddIAUueMmqZv3ss8/mOE2cOFHf4nmLEGiiHzRMNCzQsECPBYc2kCqQqYYFGAL0rA46viFCR0tb7PVHVp9jLWzItRE8kZden6yf0+faJZeGhdDb4DUiQARSEKirX/WgROuoOudPPPFEXtR+NSzoOAO93MVhYNb119tGarzeeOONvN6hkw0bNuR8tKecDba3d+/e0OP5tccffzznc++99+bXdbA9zT9PYE504EoEmiTFEagrR8IJS1p02zl27JjcSj7CQCc8rReR9WjB7iHwxkFgUBi2FixY0PG8LNtVBAXTWypiUgTGC+yiBW8JDKaxSwq8GJoaHLzksAqYHrJq89HLIfBOUuNMWL78P1gIpOoHW0saFhwGlfRYoMdCqkCmGBb++OOPTAfvwYcgNItm3fOQDsGLMNsA10K99hD38MHCVlGW9HpYpIOhAvm99tprXeXAffxoWLAo8j8RIAKpCNTVrzCEQr/JT/QSjlgGINdx1LPsGKTKPQw+hPrVsKB3WZgxY4YUN3rUOHz00Ud5Om2k1tfzBOrEBuiTJXUwJGj+CBpZRvgOSXp4vQnBsBG6Lvftcdy4cXl6bQyy6fg/6yw5gSzVJR07I7YMog7P48eP5+8M79q2XRvLA4YnaRP2iL4I+kQh0n0XtHEtx5YPdkuxXhMhnqFrXnIY4m2veciq5Yn/emLo448/DiXhtSFHoO53NgYHDQs0LNBjwaENpAqkNizAa+D7778P/hChG66sixYt6lqOgA9NyHJ/xx135B9jGAOwm4Ql3WHAhxb8NVlXQnQqbMCunTt3dnlF0LCgUeQ5ESACTRBI1a+Sp95Fx8YPwFpwGWTE1mDrAQnOEViuyi/kBWZjLGDJRRVeoaUFek07ePQiPXiAKzoIeEj9ccSMbhnZQaEEaPziiy8KfMp44J7+9qBcQjoAIIw8vUgHeoQrPimOQKocYXmMtJHQbhDxHLvvwAMS71X44Wh3acEgX9/vdY5JkZCsYSKl17P6PsqFeCx1yUMOq+TpJauhvHR8FBroQggN/7VU/WCRoWHBYVBJjwV6LKQKpDYs6A9cnfMPP/zQynUGi7PmUbZGUc8cwUih3eBgaNB8Qh9vZG7zo2Gh65XwAhEgAokIpOpXZKfX4WNdvyW91j8286kNC1of9joP7a5gDQu9eMj90O4July9ljCg3jpGzjvvvNOBAsEqJQ8cey1hgBFbp8fWkCBdL3xHetF7772X84HhW0gbenot78Az06ZNy/nwuyMoho+pcqS9el5++eUw8wpX4RGgjRRoRyF+oaWX8DSaN29ehmCe8HDQM/fgAzm2RkO9bABp8Ay8H7A7xOLFi7vKgjQ63keFKnWSeMhhlby8ZDWU15NPPpnLkfYgCqXlteFEIFU/WDRoWKBhgR4LDm0gVSCbGBZgXY91Ah977LH8I2EDbFklgCBe+KDKT8/aaa+HsqA+6DDoWUF28CzK/E8EiEAqAqn6FflhBl50m41Uj9lTuYdlEDHSAwdJX+U40oYFrXOtt1moLjq9GCJs7AV4x5WRTS/fIGtcLuOBe1hyIRhqQwQGjXL97rvv7sUmw+yqpK9iiOjJcIgTpMiRlhHgDE+TFMKgX/dLwAsekOBvCd6b8k5xDAXl/Pnnn7s8H7BjgpCN0wAjA7xtLKG9a08e5Kfjj9j0of9arlLlMMTXXrOylyqrli/+6yVIWh5DaXltOBFI0Q8hJGhYcBhU0mOBHgupAmkNC/hA4YdOLj521iqPjx6s+aEPpBZwHcEZbnrYXrLspwM8IsKxkM5fZrjknj3qyMI0LFh0+J8IEIFUBFL1K/JDgDYZpKxbt65QBLhgyz241MdIGxYw64913VV+1sUb/PXMPvJGlPcqvEJLHfSApkrgQu2xIDEk4KEmGODYa1BlPRYOHTrUgU0bFqoMTGIeC9qwoIM6xt6N9lgo2+Iy9nybrqfIEQbwun1gSWZdwuSFdrUHP7TF0BJO8IaxCu3j1VdfzXbt2hXNDgNt3UeBQUIIBgssz4EhBF4RqEeM7DIevSNM7Bl93UMONb/YuZeshvjD81W/55QlISG+vDY4CKToh1DtaFigYYEeCw5tIFUgtWEhtJ4UH0d8YPXAH8ofUZHLyFrg9Qej1zkMBCA7U7Fp06ayLDO9LpKGhVKoeJMIEIEaCKTqV2ShXa/tUi7ELRB9+Pbbb0dLpA0LMAI0IWtYOH36dDI7RNOX8mMQ1ov0dwHfFZDV84iZU0Y2xoIMDrdu3ZqXBWXqRTrGAgaZQno7SxjIe5GOsQAjAymOQIoc2SDQYkiK51K8g8G/bqdoG5g4kXZTTF3/H4wGIgM4pgZg1N6Zd911V62C6PqlymGVDL1kNZSXDcoqsVNCaXltOBFI0Q8hJGhYcBhU0mOBHgupAtnLsCBCi4+7NS6E3GyRHh9W/aGte44ZNNCZM2cKfFDHMtKurTQslCHFe0SACNRBoK5+1YaAuvpP0utZS82vnwwLekeEmTNn9oRU6objJ598kqfX13sZkO0ABDEsQJhZ1nx6beGnY/vomWbsNiR8gHsvwiBQ0ut31uu5Nt6vK0fACEGfBV8csc6/Kh05cqSz25R+HrESdBynqrxi6ayhLnUrTB3bAzEl6pCXHFbJU2OZKquhfOyWouhzktqFQIp+CCFEwwINC/RYcGgDqQJZ1bAA4cVMkv6o4Dy2xk4bIbDuFN4EVX+YeQJZ6zg+4GWEKONSPhoWypDiPSJABOogUFe/2qBtopfqHHVk9H41LOg164iAX0Zl67MxgyzY4DtRRhs2bMjT6iUP1hCNHY7K6PHHH8/56NgI2iVb84/x0mVHUD5SHIG6cgROeI/SNnA8depUPAN1J7RbFOI0Xbx4UaVqfqpjqKB8dT0qpARYaiT1RP+pDnnJYZU8dXtPldVQPgjCKvXHETuCkdqFQIp+CCFEw4LDoJIeC/RYSBXIOoYFCLDelxnKH5b1kPVfRzpvMouj1y/qwEghZaJdEmlYCCHEa0SACKQgUFe/Ig4NlpZp138YG3BNfpg5lY409Jxcl6PEIEB5+9WwgLg3UgfUr4wQY0fS4njp0qU8uf4OTZ06Nb8eOpk7d27OB+7jmrRBe/369fpW17n+RuHbIWQHOGUD2bLAw8KPx/8hUFeO8OTZs2fz9412E4ob8r8c/j2zXg54DrstVFmmgPeNeCFIj7aId1xGa9euLZQPEyKgPXv2ZPCKmT17dnDnCctzypQpOR/EpapDXnJYJU8vWbV5IWi31g+Co03H/8OLQIp+CKFBwwINC/RYcGgDqQKpPxLo0PYiKHtEUtYfgNC+0vojqd1MQ/zxsYd7L/jAcKGDJaFMkpeeVQrx0S6pNCyEEOI1IkAEUhBI1a+YwRb9ZZeOIUCc3AvpUF3OfjUswGNN6oBj2bro5557Lk9rdwrS2wr3MlDo9eR2az7s4iDlwTcoRjZi/5YtW/Kk+MZpgzYGjjHCc5IfjrIsI5a+7ddT5UhjDB5lhOCf+v3hWR0QuuxZ3LNLavSSndCzMD5I+XSsDr2kBvfLlnBgxwod2LTucicvOQzVz17zklXLVy9lreuxYXnx/2AikKofbG1pWHAYVNJjgR4LqQJZ17AAAbbBlPDRRFRjTZhtk48tju+++66+XTjX0byRVoJ6IZG2xONebOkFZgd0fjQsFCDmHyJABBogkKpfsUuA6KWjR48WSqB1pPZOKCT6759+NSygeNorA3vRhwgDee1NYHeYOHHiRI4T8MI3IUR2OR7c0DXp5XDgEwvQhwB38l4wCP3jjz80m2zy5Mn5fRjSMfALkd79qIphPsSjTddS5Ui3sTJZCU18xNpSDHdrWCrbGcT2hZ5++umcrR3sy/aqeQJ1smzZsry9oV1u3rxZ3a12qjFKlcMqOXnJqs1LxzyBviO1D4FU/WCRomGBhgV6LDi0gVSBTDEsQIh15Gx8CDHLpLcHwsdZr8VD5y20FzQ+zHp2AUsr8KwQ3CD1fVj1bWR1BEvSeaE8NCwIgjwSASLQFIFU/Qq9CH0EHWZJb1MI74Uy6mfDgl4bjrraddeYqdVeBsAitHxOe6chzddff12ABGvttXECSxkswYChvxfYhs9u8wfDNcopP3zLLO3YsSO/j3STJk0qfJfgZYcYGMIDx5RtEG2+w/4/VY6Av2Bdti0r2p6kw3HevHkZYnv0+tn2iADSmg8GvZbQHrWXgW3XMEahP6P5wN3fEgwfus2GlkGgn4T2Jr+QZ5CXHMJzQPLBMo4Qeciq5QsDjmCFmBGk9iGQqh8sUjQsOAwq6bFAj4VUgUw1LMCIIJ1m+RhYt1SUSe7JEXtJ4yONvd3h/ivX5Wj3eYfCsLNQ+AjjwwM3Y+w5rj/KwoeGBatq+Z8IEIFUBFL067lz53L9Ftq2UC8p08bUUBn72bCAb4GeLYUOxiBh8eLFGZY/2O9EbDs8G6QPfPCNgNcaXMOtng8N0oCd9gQBDwzuMEBCjB4E75NvhNzDoDNEejCLtHhfWKqH75eOz4B7iMpP6o1AihyBqzYGoT2FCMYB20b0u+51rpexoE1YowBioiD2ArwL9PIH4RvypLAGKqSF0QI84MEwfvz4QntE+bGUwxKWUUk+OFpPHaT3kkPIms7LlgX/vWRVeMNQp99daBJK0vI4vAik6geLCA0LNCzQY8GhDaQKZKphAYKM5Q/6A4RzG1gJe4XrD4ZNr/+XuQpaa7x+Ts5h6ZdzGhasquV/IkAEUhFI0a+YwRZ9hAG2JkSml3u9YtDguX42LKB88CKzXmNSP30si3sAPnABr/K9wHclRhik2CDDugxyjnzs90rzhPcDDOGSPnaEVwTSknojkCJH4KqNdHgPoSUuNt5F7H3FrtvlMKFdJULPoh1hlj9GdjlniAeuwWCCAXuIqhgW8JyHHFYxLCAvD1mVuh48eDCXM+DpvXOH5MNjfyOQqh9srWhYcBhU0mOBHgupAqnXAKfMulivg9DMHNz2tJub/bDiGXzEexE+ZHqWT/hgZmHlypWdD51cQ71IRIAIEAEPBFL0qw7eZgceev319OnTexYRxgfRbXBTbkLQo8ILx9iMfd08MDB76KGHCrwlH+hoBNDr5ZmBPI8cOdLlESB8gION5xMr56efftrlLSF84LlgY16E+MBIAQ8LvQRDeOAIg1FZUL4QzzZfS5EjwQs7gAj28Hi0ZD1VJG3VY2j3B3hBwCsyxAMDYJQpZgzQ5cMWlDq4tOaHtgW5gfEkRjqwIZ4NeSzIs03lEPpFl0/4ho5esqp39IIxj9ROBJroB40YDQs0LNBjwaENeAmkFk7vc3TSEA9h06ZNGSzwCLiY0qmFVR6dY/BAICESESACRGAkEUjRr/v37+8YPGH0tGu4z5w5k9+rMjAZybp588bacmzZiO0esX4c51UMCrYccO3evXt3ZykcZqOPHz9eabtAywfYw3sEuztgG0Jgn0IwkKM+77//fieIML0U6qOYIkeSix5cw0tkNAntF7PqeP9YloHzWEDPsnJh0I94KmhDGzduzH788cey5IV7erlAKMZCIXGWdcqXKofw5IFxAUucqlATWQWOeilVVcNhlXIxzWAh0EQ/6JrSsOAwqKTHAj0WvARSCyfPiQARIAJEIMuoX9kKiEBzBJrIEQbWerkNJibaRDASYLAPD4eRJlm+MRqen1u3bs09JBDkldReBJroB40aDQs0LNBjwaENeAmkFk6eEwEiQASIAA0LbANEwAOBpv0UBHcWN30sw2wLwUtTgqCO9FIBvVQqtOTEG/MJEybk7xTLl0jtRaCpfhDkaFhwGFTSY4EeC14CKYLJIxEgAkSACPyLAPUrWwIRaI5AUznCkgTttYABdxto1apVncE36j7SdcZ2njDeIC6WDWjpjTWWhYihaMyYMd7syW/AEGiqH6S6NCzQsECPBYc24CWQIpg8EgEiQASIwL8IUL+yJRCB5gh4yNGuXbvywWhbdn/CMhBsl6q3xGz+NsIcTp8+ncGQMRo0duzY/F1iqQep3Qh46AcgSMOCw6CSHgv0WPASyHarNdaeCBABItCNAPVrNya8QgTqIuAlR3PmzMkHpAjwSRo8BPT2oAsXLhy8CrDE7gh46QcaFmhYoMeCQxvwEkh3TUGGRIAIEIEBR4D6dcBfIIvfFwh4ydHFixczeCtgxns04gD0BXhDVogFCxZ03t+UKVOSdo0ZMjhYncwvlhENCw6DSnos0GPB64NN7UYEiAARIAJFBKhfi3jwHxFIQYBylIIanyEC7UDASz/QsEDDAj0WHNqAl0C2Q32xlkSACBCB6ghQv1bHiimJQAwBylEMGV4nAkTASz/QsOAwqKTHAj0WvASSqo0IEAEiQASKCFC/FvHgPyKQggDlKAU1PkME2oGAl36gYYGGBXosOLQBL4Fsh/piLYkAESAC1RGgfq2OFVMSgRgClKMYMrxOBIiAl36gYcFhUEmPBXoseAkkVRsRIAJEgAgUEaB+LeLBf0QgBQHKUQpqfIYItAMBL/1AwwINC/RYcGgDXgLZDvXFWhIBIkAEqiNA/VodK6YkAjEEKEcxZHidCBABL/1Aw4LDoJIeC/RY8BJIqjYiQASIABEoIkD9WsSD/4hACgKUoxTU+AwRaAcCXvqBhgUaFuix4NAGvASyHeqLtSQCRIAIVEeA+rU6VkxJBGIIUI5iyPA6ESACXvqBhgWHQSU9Fuix4CWQVG1EgAgQASJQRID6tYgH/xGBFAQoRymo8Rki0A4EvPQDDQs0LNBjwaENeAlkO9QXa0kEiAARqI4A9Wt1rJiSCMQQoBzFkOF1IkAEvPQDDQsOg0p6LNBjwUsgqdqIABEgAkSgiAD1axEP/iMCKQhQjlJQ4zNEoB0IeOmHy25YkIrw+J+MGBADtgG2AbYBtgG2AbYBtgG2AbYBtgG2AbaB0W4DTc0oNCz8h412tBst82ObYxtgG2AbYBtgG2AbYBtgG2AbYBtgG+ifNjDwhoX/5+//N+OPGAx6GxCl2FQg+TwRIAJEgAgUEaB+LeLBf0QgBQHKUQpqfIYItAMBL/1w2T0WBn1AyfLTKII24CWQ7VBfrCURIAJEoDoC1K/VsWJKIhBDgHIUQ4bXiQAR8NIPNCzQY4IeIw5twEsgqdqIABEgAkSgiAD1axEP/iMCKQhQjlJQ4zNEoB0IeOkHGhYcBpX0WqDXgpdAtkN9sZZEgAgQgeoIUL9Wx4opiUAMAcpRDBleJwJEwEs/0LBAwwI9FhzagJdAUrXPw2y9AAAgAElEQVQRASJABIhAEQHq1yIe/EcEUhCgHKWgxmeIQDsQ8NIPNCw4DCrpsUCPBS+BbIf6Yi2JABEgAtURoH6tjhVTEoEYApSjGDK8TgSIgJd+oGGBhgV6LDi0AS+BpGojAkSACBCBIgLUr0U8+I8IpCBAOUpBjc8QgXYg4KUfaFhwGFTSY4EeC14C2Q71xVoSASJABKojQP1aHSumJAIxBChHMWR4nQgQAS/9QMMCDQv0WHBoA14CSdVGBIgAESACRQSoX4t48B8RSEGAcpSCGp8hAu1AwEs/0LDgMKikxwI9FrwEsh3qi7UkAkSACFRHgPq1OlZMSQRiCFCOYsjwOhEgAl76gYYFGhboseDQBrwEkqqNCBABIkAEighQvxbx4D8ikIIA5SgFNT5DBNqBgJd+oGHBYVBJjwV6LHgJZDvUF2tJBIgAEaiOAPVrdayYkgjEEKAcxZDhdSJABLz0Aw0LNCzQY8GhDXgJJFUbESACRIAIFBGgfi3iwX9EIAUBylEKanyGCLQDAS/9QMOCw6CSHgv0WPASyHaoL9aSCBABIlAdAerX6lgxJRGIIUA5iiHD60SACHjpBxoWaFigx4JDG0gVyN27d2dbtmzp/I4ePZqk2X799decx86dO5N48CEiQASIQL8ikKpfbX1mzpyZ3X///dmjjz5qb2WrV6/u3MP9H3/8seu+vvDzzz9nX375ZbZ+/fps79692V9//aVvVzr/+++/s2PHjmWfffZZ9sEHH2RV9f8///yTbd26Ndf58v2oety3b1+hfMi36rOhdL///nuBn/6TWkfNA+cXL17Mvv/+++zjjz/ONm3alJ05c8Ym4f8KCHjJEdr7tGnTOvKyfPny0pw9ZKU0g//eRJkOHTqUbd68uSNPkMs//vijyqMDnyYF48WLF3fe34wZMzLoFBIR8NIPNCw4DCrpsUCPhVSBvO6667Irrrii83vqqaeSNNvGjRtzHtdcc00SDz5EBIgAEehXBFL1q67PpUuXcj15880361ud87Fjx+b3z54923UfF/bv35/deeedeTrR3VdeeWWG5+2gPcgkyzoDZK37hc9VV12VTZo0KYvlD36//fZbV/7yfJXjrbfeWigWvjtVnoul2bZtW4Gf/IERILWOwgMGhUWLFmXA1+YP3s8//3wG4wWpGgIecoScFi5cmL+PHTt2BDP3kpUgc3Xx5MmT2cMPP5yXx7aTMWPGZJjAKSMYJUJtzPKS/zfccEOQ3a5du6LlkGf18bHHHgvyqXqxCcYwwEhZVqxYUTVLphtiBLz0Aw0LNCzQY8GhDaQKpO540bAwxBqbVSMCRCAZgVT9qjP85ptv8o709OnT9a3OjJ0MLGLGWczWS0c8dgSP2EBLMpw3b15PPhi4/PTTT/JI4TgIhoWmdUSFMdjTxp4Y5g888ECSx0gB1Jb88ZCjw4cP5+13woQJQeS8ZCXIXF2E8SrWLuz1OXPmqCeLpwcOHKjMB3xjOuKdd96pxWfy5MnFgtT454GxyBf0Fgw0pHYj4KEfgCANCw6DSnos0GMhVSBpWGi3ImftiQAR6I1Aqn7VnJctW5Z3+letWqVvZUeOHMnvYSmEpYMHDxZmNNERf+SRR7I333yzM1sqRgkZzMRmSN999908HxmgzJo1qzMDfM899xTuXXvttVlomYE1LFx99dUZPDCq/uwyEOuxUJWPpLNeGh51BP7AV/DEEfm99NJLGYwWONf3YgNc+x7b/r+pHMFl/rbbbsuxDy3f8ZKVXu/qxIkTBZlEexg/fnxHlpYuXdrVfnD/o48+CrLFkibdnnqdxwwLU6dOrcVnypQpwfL0uuiFMTwepK7QP6R2I9BUPwh6NCzQsECPBYc2kCqQHoYFrDfFBxO/zz//XGSbRyJABIjAUCCQql915fVA9dtvv9W3OmuypYMNN29LmBWX+1iuAO8HTRhc47qkue+++/Ttzjlm4GEEkDQYHP/yyy+FdIjzIPdxxADJkjUsID5DE9KGBXyPmpBXHe0MMt4deAth+YMdxH333Xdym8cIAk3laN26dXn7xDsJkYeshPjaa3fddVdeFshKqO+DmAswAohMwQD4559/WlbZM888k6eBkQoxC8p+iGsVIm3weuONN0p5gH9qDAhPjKGrBB8sjyC1F4Gm+kGQo2HBYVBJjwV6LKQKpIdhQYSZRyJABIjAMCKQql81FjfeeGPegdaDVKR5+umn83vISxNmZaXjjWNsII8lEDqdDQBpjQY//PCDziY/nz9/fs4nNNDvZ8OCVx31mvnrr78+GkdBXLmBu/XEyAHlSY5AUznSMoQlEZa8ZMXytf8vXLiQywjePeJwxGj79u2FtKEA17odvf766zFWpdehU7T8W+Nj6cM1bnpjvGfPnrzc8EYhtReBpvpBkKNhgYYFeiw4tIFUgbychgWs4UXgR0TbLosKDDdhrGXEByjkmivKJHREBwAfWDyPfGyHPvQMrxEBIkAENAKp+lV46IHILbfcIpfz4+233553rjFw1wSvARkwwCuhLFggAsVJ2hdeeEGzyfTMIGYcYwQdKzxwRN019bNhwauOemkJlrDECDtqaKzqfp9ifIf1ehM5wk4kgvVNN90UhMhLVoLM1UXsyCJlwdHKrEraOdXeRG+//ba9XfA2Au8UQv9GlwnBYkeCRgJjLLuSsqOfR2onAk30g0aMhgWHQSU9FuixkCqQHoYF3bmy0YrPnTuXfzAQDRwGhBdffLErWjc+vOjsygcaBgBsQ6Rdd+XD88QTT/Q0MGzYsCHDTJM8o48oh3VF1kqJ50SACBABjUBd/apnVrXuqXMO92jQgw8+mOuxhx56SBer6xy7FEgeMDJo0rp05cqV+lbXOXSk8LFB5/rZsOBRRx3vAhiE1vELYHBrF5xwxLeQFEegrhxpTno3lNByIaT1khWdb+gcgQvHjRuXob9j+zyh9Ho5xGuvvVZIgqCFug2lGqf0MpGY4aWQceKfkcD42WefzTGYOHFiYsn42KAj0EQ/6LrTsEDDAj0WHNpAqkB6GBbKtpvEGl75aOIDrF1M5bo+IoDP+fPnMxtITKfBOT7qIcJHuVcewgvui2WeEiH+vEYEiED7EKirX/UMnOibukcYUEGaF9ZNlxEMqpIPZt2FTp06lV/H/b1798qt4PHxxx/P0997772FNP1qWPCqow6kpzEsgKD+aAM2gmmS4gjUlSPhhGU70q5xPHbsmNwqHD1kpcDQ4Q88M3XZYZTQpLddRH8MfZKvvvoqW758eYYB95IlSzJ4MfQyOOjlVNOmTevEcoChC20SfBAwFnLf1JNhJDDWyyGAVSyGhMaN58OHQKp+sEjQsOAwqKTHAj0WUgVyNA0L+uOKDhuCFGHbNT3LhDTabRDBiNDJRedWP4/z0OwQIqrrdPgIIuo5Ps4ItqV5Ix3W5JKIABEgAmUI1NWvCCyHddPy0zoJ64jlOo5a/2GQKvcwsABpt/xYVHkpO3aD0HlJcEYMKPT1s2fPyiPBI2aEJb2dke1Xw4JXHWG8idU9BBaM3JJejEGhdLyWdZbVQJbqko6dUTYb7yErdcvWK70N8mllT8c0QfnLvJ3eeuut6GQI9Ia0Q+gR29eRe/CeSHkHUs+Rwlh7dWDpKql9CNT9zsYQomGBhgV6LDi0gVSBvByGBRgJdKwDfGi1FVw+gNZd11q1YaHXZNc9onNvIzBjBwu9nhkf314zAToPnhMBItA+BFL1qyCFwbnoNRsjQe+KYNdXI608hyNmMsvo+PHjhfQSoPGLL74oXC/jgXt6IIcOvyZrWICB+JVXXun5e/XVVzPEmrCk649BSxVeSGOj8HvVEUv1BHMM1nqR9pCbPHlyr+Stvp8qR1gCJO8kthuEl6x4vqBt27bl5Ub5Q7FNID9StypHtMmQHOkBfxU+WDZVl0YSYx0fhQa6um9mONKn6gdbexoWHAaV9Figx0KqQI62YQH5hQbyiISsP4borIUIHg6SDh8iTdrSD08HbbzQ6bDFkrbmz507V9/mOREgAkSggECqfgUTvQ4fsQss6XgGdvs3O4jvtYTBul1j20SQXq6GAUgveu+993I9C12pyZZJ9HGV4+nTpzWrzrk2LFThIWnsLgxeddTlwZK8XgS3cykTPOZIcQRS5Uh79bz88svBDGy7TJWVIPOEi8hfD/YhR+JBpNnZSRU8g8kX9IkWL16caaOKtDMb9wQ7wMg9OQIz9KMQfBSGOO3RIGnssgxdrtD5SGL85JNP5nWwXlKhsvDa8CGQqh8sEjQs0LBAjwWHNpAqkKNtWAjtiw6l8Mknn+QfFXz04NIbInxo5aOoo6vDE0Gu4xhaJqH5wZgg6eHBQCICRIAIxBBI1a/gBy8D0TUYtGqC8VPuwX3Zko5Rg3S9tpCz6WVwBddiyQfHXoQlF5LeGiLs4ELSVTmOpGHBq44IGix1ufvuu3tBlWF2VdJXMUT0ZDjECVLkSMsIcI4tX7RtP1VWPOBHcGg9eYFyh5YxYZJF2g6OMDLA68gS6qKXCiDtvn378mQ6TgPu3XXXXZ1YVXmC/57oAI9IB57WmGmf0f9HEmO9BMnqHF0Gng8vAin6IYQGDQsOg0p6LNBjIVUgR9uw8PXXX4f0QLZr167CBxYfsBCtWLEiT6ejnoMvPpTyw0ccboix3+zZs/O0sOyTiAARIAIxBFL1K/ghvovoJXTsNWEAIvdCXloIYib3cdSDCc1Hzq3HwqFDhzq39KC7Sqe9jscCDLPwHuj1g7eZXZqGwmkPAZStFx+5/+GHH0q1XeuoDQs2cGUhw//+0R4LIVf30DNtvZYiRz///HNBBuwSGMHSS1aEX+oR22KiHWu5jQVdhdEES3hgLIEnBuoaI7vUR3aNQXrUHZMp8E5AUOqYtybSzps3r1A2TOpUpZHEGPKsMQst96haTqYbTARS9EOopjQs0LBAjwWHNpAqkKNtWDh48GBID3Q8FPRHJZgoyzLEXZB02rCwZs2a/Lrcr3MMdXhjZeB1IkAE2oVAqn4FStqV+fDhwwXgtD4L7W9vZ2t37txZeN7+sTEWYGgAYbCj9aF9zv7XMRbwjdBkPRY++OADfbv2uTYs2LzqMPOqo96yE1sc9iIdYwFGBlIcgRQ5+u677wptV4xlNhcvWbF86/zXciPy5rlTyB133JFjAa+EFMKAXcqGY2zrzhDvkcTYBp6V+DChcvDacCKQoh9CSNCw4DCopMcCPRZSBXK0DQtYCxgi+1EJpcE13RHXhgVY+/XHsu657fDH8ud1IkAE2odAXf2q473U1UWSXmYk5T+OmzZtKgXf6lExmFqPsFCcG81Y7wqBeDWa+tWw4FXH1157Lf+W4D32Igzw5B3JO+v1TFvv15Uj4LR9+/YcX+CM9hcjeQ9NZCXGu9f1l156qVBOlAFbl3qSNsI18bTU+gmGzzo0UhjbLUVhUCK1C4EU/RBCiIYFGhboseDQBlIFcrQNCydPngzpgcYeC++8807ho45tmer8yjorwQLzIhEgAq1BoK5+tQHZdGe86rlERkfsBXkGOq2MNmzYkKfVSx5sDJrvv/++jE1ni1/J08YN6FfDglcdtUu2xjAGmH4/CLhHiiNQV47ACW1V2iKOp06dimag30WqrESZR25gFh+7gegyot1g6YI3IQij5GODqtbJSwdyrLt8Z6QwRqBZqRuOsb5inXoy7WAhkKIfQjWkYcFhUEmPBXospArksBgWsO5Sf5TqBCQKKSZeIwJEgAgIAnX1K7bEQ+ddB1yDsQHX5HfbbbflOgsDEbkux+XLl3eyx04DotumTp0qRQoedVBauE1r0sHkes2k6p0qbBT+fjUsoK4edbQDnLKB7Pnz5/N3g3dktwvV+PM8y+rKETDDdtTS/nFEXJIYeclKjL+9DqOC3iYR5YPMy24sNr39jy204R2EmE9Wzmxa/J8yZUqOhQ46jRgq8+fPzxAf5P333w89Wrim9RK2V61DI4Wx3S4c2JLahUCKfgghRMMCDQv0WHBoA6kCOSyGBetGhyjJZQS8YKnHBx0zG/yIlaHFe0Sg3Qik6le9ja6NRYAdG2TABENEjBCMTdLBOFFG2ClH0tot6bDDgdzDACVGNlK93ZKunw0LHnXEtwCGHsFq7dq1MagyYCPpcJSlJ9EHWn4jVY40xuARIy9ZifG313X8FJQRy4bgOVOV9LIbPF/mOfn3339nur+GIKZC48aNy9uhXbokaeRot6asYoiQZ3EcKYz1TjRNvDF0WXk+WAik6gdbSxoWHAaV9Figx0KqQOoPld0KzQpr7L/ePxyWcE12e6KYe5tdG6x56PNYjIV//vkn03tdw10vZizAB1qvMQQGeJ5EBIgAEQghkKpfYbyUQdHRo0cLrOGRIPfEO6GQ4L9/Tpw4kadDesxOhgiBHYUfjtjmUpMNcCuBHXUanL/66qs5HwywrfdXPxsWvOqoXdtvuummDN+MECG4o2AOTxNSOQKpcqRn2EdDVspr8e9dvdMK2gA8CKys9OKDbSSl/eAY2z0CfLDjg06rJ0+0ARNpyrbanDhxYs4H8h3aAras3F76yOah47pUiW1in+f/wUcgVT/YmtOwQMMCPRYc2kCqQGrDAtxsYQio8tPBv/rBsADFordIw8cVnXpdTqRBBxGWfv2BRnwGEhEgAkQghkCqfpVYC+jAW9LbFMJ7oYwwaBWdBV52216sQ9fLALCUwRJ0IZ4VPjfccEPX9nZWh2KHBEv9bFjwquOOHTtynIDXpEmTCoZqGKIRA0OwxDG2DaLFr83/U+UI+AvWoW1ZNaYesgJ+GOjiHeNnjRkwIGhjB+QKhsMqfaeLFy/mxUV/RE+IoI6h5TQwYmjZ1csgwAy7bQk+OELv2EDZmGjBsgedDgEnLcFzQOoNj84QeWGseWNrVynbY489pm/xvCUIpOoHCw8NCw6DSnos0GMhVSC1YUGUepUjPAKE+sWwgPLodcuoBz7+s2bNypYuXdrpKOjAQ7gPyzjdV+VN8kgEiEAIgRT9eu7cubyjHNq2EDPhomtj3lVSFhvADs9h+QSMojCU6kEH7oUGJ+ClvSSQDoMaDB6gH/VMptzDQMlSPxsWvOoIPnowCzzwvrCOHQNOHYMC9+CKTuqNQIocgas2ePVaDuQlK7pvZL1RXnjhhVx28f7r/OzOIdaIBV4PPvhgx0MBHgzjx48v8Ies79u3rwtsu6wC6dD3WbVqVQYDApZI6HKifiEPCzvx0pVRIKAm+KboI+ENQ53WYZ999pnc4rFFCKTqBwsRDQs0LNBjwaENpAqk/njqj06vczwn1E+GBQTa0usNy+qBDkpdN0CpM49EgAi0B4EU/aoDyj733HMFsDBrKbqp15poeRCuz7rzLc/b4+rVq+WRriM68Bgc22fsf+QTC5LX74YFjzoCOHg/2MB8Fif8h+eH9YzrAp4XOgikyBEe1EY6YB5bxiMwe8iK7htZwwK2ug61hSrXnn76aSlmfrS7WsX4oM8Cw0mI0O5tzIcYH2yRCkxDVMWwgOc8MJb8tccFdI/26pA0PA4/Aqn6wSJDw4LDoJIeC/RYSBVIdIpiH5+y63hOCB8YSWtnE2yHIDaQ12sN8WGJkV5DG3L3ledWrFhRcFWU8uEI/lhHzM6goMUjESACZQik6Fc9gwj3Yk1a302fPl3fKj0/cuRI12y56DYYKKpucffpp5923KXlWX2E54KNB6ELBb2p09u66bRVzjHQEn76u1Ll2bI0TeoofDFYw7dCLzORsuIIgxEMLaRqCKTIkXDGLieC/ZIlS+Ry9NhUVnTfyBoWYu1Byld2tEFVpQKHDh3KMOAPPYv8YDSIGQOEB44IKGo9M4Un+mfwXojFDMHzdomP5m3Pm2Is/LAjhpQRxjxSOxFooh80YjQs0LBAjwWHNuAlkFo4h+EcneBdu3Zl69at63xw8SHs5XY8DPVmHYgAEfBDIEW/7t+/P0OwWfx+/fXXQmEQOV7uxWYgCw+YPxcuXMgQ8BaGVgwkjh8/nhSAFuWCZwV2Pti+fXutiPamSH3716uO2HkIa90RRR+GIRqm67/yFDmSXPSuAXUMUE1kBQYMDHgRzHO0CMsTEHMF7QzeoDZWQtVyQMdgmQVke9u2bZWMEsIb3kqotw3GLfftsQnGMHLoeBVVjaO2DPw/+Ag00Q+69jQsOAwq6bFAjwUvgdTCyXMiQASIABHIMupXtgIi0ByBJnIE7xE9E79nz57mBerB4f777+8MsG3wxh6PDfxtWZqBANgjTVu3bs29FbBdLqm9CDTRDxo1GhZoWKDHgkMb8BJILZw8JwJEgAgQARoW2AaIgAcCTfsp8DwUl3kECxxJmjdvXp5XLN7ISOZ/uXjrpa1Vlpw0LeeECRNynLF8idReBJrqB0GOhgWHQSU9Fuix4CWQIpg8EgEiQASIwL8IUL+yJRCB5gg0lSMsY9ReC4cPH25eqAAH7Z6P9f9tImznCeMNtn8M7RrhiQWWfIihCAExSe1GoKl+EPRoWKBhgR4LDm3ASyBFMHkkAkSACBCBfxGgfmVLIALNEfCQI8RMksEoliqMFO3cubNyMNSRKsPl4IsA29iicjQIQTHlXR44cGA0smQefYyAh35A9WhYcBhU0mOBHgteAtnHOodFIwJEgAhcFgSoXy8L7Mx0yBDwkiPsrCADUgQxJQ0eAgg6K+9w4cKFg1cBltgdAS/9QMMCDQv0WHBoA14C6a4pyJAIEAEiMOAIUL8O+Atk8fsCAS85unjxYgZvBcx4j0YcgL4Ab8gKsWDBgs77mzJlCnfqGrJ3m1odL/1Aw4LDoJIeC/RY8BLIVIXA54gAESACw4oA9euwvlnWazQRoByNJtrMiwgMFgJe+oGGBRoW6LHg0Aa8BHKw1BBLSwSIABEYeQSoX0ceY+Yw/AhQjob/HbOGRCAVAS/9QMOCw6CSHgv0WPASyFSFwOeIABEgAsOKAPXrsL5Z1ms0EaAcjSbazIsIDBYCXvqBhgUaFuix4NAGvARysNQQS0sEiAARGHkEqF9HHmPmMPwIUI6G/x2zhkQgFQEv/UDDgsOgkh4L9FjwEshUhcDniAARIALDigD167C+WdZrNBGgHI0m2syLCAwWAl76gYYFGhboseDQBrwEcrDUEEtLBIgAERh5BKhfRx5j5jD8CFCOhv8ds4ZEIBUBL/1Aw4LDoJIeC/RY8BLIVIXA54gAESACw4oA9euwvlnWazQRoByNJtrMiwgMFgJe+oGGBRoW6LHg0Aa8BHKw1BBLSwSIABEYeQSoX0ceY+Yw/AhQjob/HbOGRCAVAS/9QMOCw6CSHgv0WPASyFSFwOeIABEgAsOKAPXrsL5Z1ms0EaAcjSbazIsIDBYCXvqBhgUaFuix4NAGvARysNQQS0sEiAARGHkEqF9HHmPmMPwIUI6G/x2zhkQgFQEv/UDDgsOgkh4L9FjwEshUhcDniAARIALDigD167C+WdZrNBGgHI0m2syLCAwWAl764bIbFqQiPP4nIwbEgG2AbYBtgG2AbYBtgG2AbYBtgG2AbYBtYLTbQFNzCA0L/2GjHe1Gy/zY5tgG2AbYBtgG2AbYBtgG2AbYBtgG2Ab6pw0MvGHh//i/L2X8EYNBbwOiFJsKJJ8nAkSACBCBIgLUr0U8+I8IpCBAOUpBjc8QgXYg4KUfLrvHwqAPKFl+GkXQBrwEsh3qi7UkAkSACFRHgPq1OlZMSQRiCFCOYsjwOhEgAl76gYYFekzQY8ShDXgJJFUbESACRIAIFBGgfi3iwX9EIAUBylEKanyGCLQDAS/9QMOCw6CSXgv0WvASyHaoL9aSCBABIlAdAerX6lgxJRGIIUA5iiHD60SACHjpBxoWaFigx4JDG/ASSKo2IkAEiAARKCJA/VrEg/+IQAoClKMU1PgMEWgHAl76gYYFh0ElPRboseAlkO1QX6wlESACRKA6AtSv1bFiSiIQQ4ByFEOG14kAEfDSDzQs0LBAjwWHNuAlkFRtRIAIEAEiUESA+rWIB/8RgRQEKEcpqPEZItAOBLz0Aw0LDoNKeizQY8FLINuhvlhLIkAEiEB1BKhfq2PFlEQghgDlKIYMrxMBIuClH2hYoGGBHgsObcBLIKnaiAARIAJEoIgA9WsRD/4jAikIUI5SUOMzRKAdCHjpBxoWHAaV9Figx4KXQLZDfbGWRIAIEIHqCFC/VseKKYlADAHKUQwZXicCRMBLP9CwQMMCPRYc2oCXQFK1EQEiQASIQBEB6tciHvxHBFIQoByloMZniEA7EPDSDzQsOAwq6bFAjwUvgWyH+mItiQARIALVEaB+rY4VUxKBGAKUoxgyvE4EiICXfqBhgYYFeiw4tAEvgaRqIwJEgAgQgSIC1K9FPPiPCKQgQDlKQY3PEIF2IOClH2hYcBhU0mOBHgteAtkO9cVaEgEiQASqI0D9Wh0rpiQCMQQoRzFkeJ0IEAEv/UDDAg0L9FhwaAOpArl79+5sy5YtpT/w/uabb7I///yzkub7+uuvc37nzp2r9AwTEQEiQAT6FYFU/WrrM3PmzOz+++/PHn30UXsrW716dece7v/4449d9/WFn3/+Ofvyyy+z9evXZ3v37s3++usvfbvS+d9//50dO3Ys++yzz7IPPvggO3r0aKXnbCIvPhcvXsy+//777OOPP842bdqUnTlzxmYV/I9y9/qGld3//fffc77//PNPtnXr1mR++/bty3nxpBsBLzlCe582bVpHXpYvX96dkbriISuKXfQ0tf1GGZbc+OOPP7L9+/dnGzZsyDZu3JgdPHgwSQeUZDHitxYvXtx5fzNmzMggdyQi4KUfaFhwGFTSY4EeC6kCed1112VXXHFF5d+YMWOyXh/yq6++Oue3efNmaksiQASIwEAjkKpfdaUvXbqU68Wbb75Z3+qcjx07Nr9/9uzZrvu4gMHEnXfemacT3X3llVdmeL7qwBaD95Duv1eAiaAAACAASURBVOqqq7JJkyZlsfxtoTz4YEC2aNGiDHWQ+sgRZXz++eczGC9i9NRTT3U9J89XOW7bti1n/dtvvzXideutt+a8eNKNgIccgevChQvz97Rjx47ujBxlJchcXWzafhWrnqeYCEIbi7XrBx54IDt16lQpH41djI++DqNjiJryQd9Q8lmxYkUoC15rGQJe+oGGBRoW6LHg0AZSBTLUuRRlX3Z84oknohZyGhZa9jVgdYnAkCOQql81LPD6Ep06ffp0faszYycD62uuuaZwT/5g1l2ejx3BIzbQEj7z5s3ryeeGG27IfvrpJ3kkePTgg5lnbVCJ1QsDpphXBg0LwdfTlxc95Ojw4cN5+50wYUKwnl6yEmSuLnq0X8Wu9HTOnDl5vWNyguvQAR999FGUFzyiyp6399asWRPk5cFHZB9lPnnyZDAfXmwPAh76AWjRsOAwqKTHAj0WUgVSGxag3DGTJr+bbropQwfz2muvDX6I7rvvvqDGo2EhCAsvEgEiMKAIpOpXXd1ly5blenTVqlX6VnbkyJH8HjrsluDqDP0snX6cP/LII9mbb76ZPfzww4V7SIOZzRC9++67OQ+kgxFj1qxZnRnge+65p3APel8vE9D8vPigDlInHPHteemllzIYLXCu78UGkdawIN+vqkft5WE9FvAtq8oH6UJLXDRubT9vKkdwmb/tttvydhFavuMlK1XelUf7rZIPPIO0LOAcS0GWLFkSlF3oh+PHjwdZx/pzlr/8X7t27YjxgQeW5AP9Q2o3Ak31g6BHwwINC/RYcGgDqQKpDQvooMUIlnlYwXXnFh8ErPO1RMOCRYT/iQARGGQEUvWrrrMehHz77bf6VifGgXSw4WJsCTP2ch/LFeD9oAmDY1yXNCGjL3S41s0YCP/yyy+aTSfOg/DAcenSpYX7+OPF58CBA3l5kRfwAW8hLH+YOnVqIc13330nt/OjNizge9aErGEh5gbeJI82P9tUjtatW5e3B7SXEHnISoivvebVfi1f+//ChQuFftf1118fjIeCuCRadseNG2dZZYjNoNPs2rUrQwyKsp+WSWHoxQf8oKukTFw6Kwi389hUPwhqNCw4DCrpsUCPhVSBrGpYEIFFh1g+AjiGjBG688oPhSDHIxEgAoOKQKp+1fW98cYbc91pO+tPP/10fg95acKsrNa5scEulkDodDYAJIJD6vs//PCDziY/nz9/fp4uNFD34gNPCykPBkuxOAriLo20IY8AGhbyV9f3J03lSMsQlkRY8pIVyzf036v9hnjra1988UUuJ5CBmDcSnnn55ZcLaa2e+eqrr/L7mCRKDZroxQdl3rNnT14meKOQ2otAU/0gyNGwQMMCPRYc2kCqQNY1LEBwtSvdvffeK7KcHy+XYeHXX3/teFDAcn/ixIm8PDwhAkSACDRBIFW/Sp6YdZRB9C233CKX8+Ptt9+e38esuSZ4Dciz8EqIDcDxDILrStoXXnhBsynMDGJWN0ZY/iA8cETdNekZxiZ8tPcblonECLtW6PLY5Rk0LMSQ67/rTeQIu3VIO8AyzRB5yUqIt73m1X4tX/sfS4Ok3jCslNGhQ4fytHgGu6xoevvtt/P70Dmp5MVH8td9ShgaSO1EoIl+0IjRsOAwqKTHAj0WUgUyxbCAuAvyoavrsYB1gfKs7fhqxYBz/eHGuskQwSKPDy/WCgtfOeJ5RDi37r4hPrxGBIgAEYghUFe/6plV0Ud1j88880ynOA8++GCu2x566KFYETvXsYOC5AMjgyZt8F25cqW+1XWuI88jaJwmDz46pgTKG1orL3lim2OpE44wNGiiYUGj0d/ndeVI10bvhhJaLoS0XrKi8w2de7bfEH99DXFUYARAXw39pzKCF5KWFSx10KSXY82ePVvfqnXuxUcyffbZZ/NyT5w4US7z2DIEmugHDRUNCzQs0GPBoQ2kCmRdwwK2MtIfLswiWNIdT7sUAh1jeR7uv2Uk6XC0a5LxHFwhsU5YpwudY5bPdkbL8uU9IkAEiIBGoK5+1TNwIZ1U5Rp23gFpXm+88YYuVtc59rUX3jCsClm9vXfvXrkVPD7++OM5H+2V5sVn/fr1OX9dzmBhsizDUgmpFwZammhY0Gj093ldOZLa2AHzsWPH5Fbh6CErBYaRP57tN5JF0uX3338/lxPIC4xymnR/6b333uvEVkDsLCx/glESy6zQr+q1RMKLj5RNL4dAueF9SmofAqn6wSJFw4LDoJIeC/RYSBXIOoYFrKvT6dEhxB7OlkbDsHD+/PkuLwW4GCOaOPZE1wGcpEMaWpNpy87/RIAIEAGLQF39ihk9xAaQn+ggHLGOWK7jqPUlBtByb/ny5Z1iQM/K82XbyCEx1l9LWhzFWwuGBH397NmztoqF/3qPenioCXnxgYFEyqP5Sz72iEB0kl4MLpKGhgVBov+PdeVIaqTjesSWQSCth6xInmVHz/Zblk+de/De1AY4K1e4LzKEo5YpfR3n0FGxXSW8+Ni6aa9T7IJBah8CqfrBIkXDAg0L9FhwaAOpAqkNBbD2Y0Cuf9j67O677+5sO6k/PvgIICpyiHRHeaQ8FmyQIumE6/LACq7Lctddd+nbPCcCRIAIVEIgVb8Kc718zMZI0ANju8sO0mq9C+NuGWEwoNNLgEYbAK6MB+7pgRx0vZAXnxdffDEvJwwpvUgHyps8eXIhucYPA8tXXnml0u/zzz8v8MEfuysEtriswu/VV1/NEEeDVI5AqhxpT8fYbhBeslJeg3/verbfKvlVSaPLBB1g45Yg3oLWDb3OIUuhAb4XH1snHbvFGg9tWv4fTgRS9YNFg4YFh0ElPRbosZAqkNqw0OtDo+/btXtasPVgfiQMC9Ydt2ytoJ3B27Ztmy4qz4kAESACPRFI1a9grGMEIHaBJR3PANu4abID3V5LGH766afC4EGMvxs3bsyvY8DQi+AmLfoeS8mEvPhoY0CV/et1bB4YuzVpXlLmKsfQDhMW7yp8JM3p06d1sXgeQCBVjnSfApMKIbLvLlVWQrztNd3mmrZfyzvl/4oVK3J5RXuEsc4uZ3j33XcLaZAOBs8ZM2ZkeP65554reDzgPnQFtqLU5MVH88T5k08+mZfPelvYtPw/nAik6geLBg0LNCzQY8GhDaQKZKphAR8dfJDs7BsEXHcCRsKw8OGHH+YfIJTDdsatktEddwR6JBEBIkAE6iCQql+Rh96aDQMSTdqtGG7MlrCUATpOft98841NUvhv08vgCjOPwgPHXoQlF5JeGyK8+ODbIfzhEdeLMIMp6e1ATg/yJE2VIw0LvVD3v58iR1pG8F7hTRMi2/ZTZSXE217zbL+Wd93/69aty2UD+EBexVNJ89Jb2iJdyECDpa2zZs0q8IMngSYvPponzvXyEq1zbDr+H14EUvRDCA0aFhwGlfRYoMdCqkBqwwIG4NhGSP+wfdNrr72WwSvgjjvuKHxw8HGybqkQ8pE2LCxYsCAvBz5A8EIo+8F6j7Lih6jRJCJABIhAHQRS9SvyWLJkSa5/MAjQhKC0opvg7m8JQczkPo779u2zSQr/rccCtp8DaYNAlU57zGPBi48emOngkIXKqD/aY8FucakNC6gbDAZVfjBQW7Kz3ojGX4XX9OnTuwLlWd78n3W2LoUs1SHMmGsZCC1hAT8vWalSNs/2WyW/WBr0zTQ2ON++fXswObbghvxiAA/5LiO9/S146skbLz42fzthxKVFFqHh/9/kO6vRoWGBhgV6LDi0gVSB1IYFO5umBVXOP/nkkwyusfpjtnPnTrndOY60YQHGDJ1/nXNEMyYRASJABOogkKpfkYdeH24DyGLbR9FfMOhasrO1Vtfa9DbGAgwNIOzeI/ng2It0jAV8I4S8+OhtMbGNYC/SMRbslnvasKDL2otn6L41LCBKPskPgRQ5+u677wptV4xltlResmL5hv57tt8Q/17XUFcYvLRMw6hmY7T04hO7D+OE5o0lpSlUh49dthryukgpA58ZHARS9EOodjQsOAwq6bFAj4VUgaxrWIAQ4+OlPzq2ozfShoWQ54QuT9k5ykYiAkSACNRBoK5+vfHGGws6skwnxe4988wznSLq+5s2bSottu2cy3ZziImj+fz++++lfPSuENoY68VHz7QCq16EwLtSfsFFnqFhQZDo/2NdOUKN7OAUxp8YSRvBMVVWYrz1dc/2q/lWOYf3AJYD6bqiXxPakrsKv1Aaa2BbtWpVKFnPa3X42C1FYVAitQuBFP0QQoiGBRoW6LHg0AZSBTLFsABrOazj8mGD25ymqoYFrOWLEdzghD+O+qOJ4F1yD+V/6623Kv9i6zNj5eB1IkAEiEBd/YoddkRHpR4lMrreQg66row2bNiQ56uXPJw5cya/jvIgsnsZPf7443l6HdPAi492e9bljJVJY/D6668XktGwUICjr//UlSNUxu5CgODNMdLtJFVWYrz1dc/2q/n2OseyEGy3qXUKAh16z+4j8KPOI7TrVq+y4n4dPgg0q/M8efJklSyYZogQSNEPoerTsOAwqKTHAj0WUgUyxbAAQdbbp40ZM6Yg21UNC1inGCO7VlgbFrQbop5Ni/HidSJABIhAEwTq6ldsiYfYLnpvdhgbcE1+2CteOtIYXMt1OUpnXhtSp06dWlqNuXPn5jzh2aVJL2Fbv369vtV1rgPe2iBvHnzsIKJssHj+/Pm8TsDLunvTsND1+vr2Ql05QkXOnj1beP+6L2Ar6iUrlq/979l+Le/YfxgVrMESy4jKPDiEFyaD3nnnnWzevHmdJRT79++XW8Gj9R7ANrMgLz6hTK0nLPIitQuBFP0QQoiGBRoW6LHg0AZSBTLFsAA3WukQ42gNBGWGBXS45VmsPY4RYjlIOhx1Z2Lt2rWFe4gGXUaYuUDQRhgkMKNHIgJEgAjUQSBVv2J2XfSYXa+PHRvkHvRijBYtWpSnw8CijG655ZY87Zw5cwpJsfuC5DdlypTCPf3H6vctW7bo25kHH+v1Bp0eI+Qv5cZRlndIehoWBIn+P6bKkX7/4BEjL1mJ8Zfrnu1XeJYdIZPaGwN4QGdUHXzb8trlRDZvGB415rLlpBcfmx/+651o9Ba3obS8NpwIpOoHiwYNCw6DSnos0GMhVSDrGhawvSSicuuPju0wlxkWdCcQs3m2kwgFgY+XjaOgDQsHDx4s5F/WKcdMmC6rjQdhFRL/EwEiQAQsAqn6VevKo0ePFtjCI0F0k3gnFBL89w+isEs6HBHZPUQI7KjTYZtLTWvWrCncl8COOg3OX3311TwdPCl0RHjc9+Kjg/DCvTu0dTHyw6ys1AveHJb0NwXfsyZk14Tbb1sT3nw2bVcI4KY9f0ZDVqq8K6/2WyUvvQsFZAFbPtYlHZcBfbSYpwM8hDTe1ivUi48tv47rUiXuin2e/wcfgdTvrK05DQs0LNBjwaENpAqkNizAzRaz//aHdbXoFCM+gXbfxQcOlmXrMVBmWLCd0pkzZxZ0AjqXOoq6dCi1YQEP6O3HkAYzFbZjig8nPorCA8dea4sLheEfIkAEiECWPiAS1+VQHAGtw+C9UEYYUIseA6+vv/66kBx6TS9RwFIGS5j1xLPCB8vZZCZS0uptJpEOXl6WvPjs2LEjLwvymjRpUmEGFuuzEWdCyotjaKtBGhbsG+rf/6n9FLQNaQehbVl1jT1kBfww0EX7wy9kzPBqv5hcgeFA8gJGmrBsQeqOI2Ja2T5a7L/uE61YsaLA57777stgRNCELTux/avOzy498uKj88W5zvexxx6zt/m/BQik6gcLDQ0LDoNKeizQYyFVILVhQX9Mqp7L2jst2GWGBXxEdecW+aDzjWBhWB9p70k5rGEBH1KbFkYErCHEtm1wA9YdbfDptT5Z14HnRIAIEAFBIEW/njt3Lu+gh7ZU1EHYerk02wB20Gfw1MK6aWw7Z3WhHQxIPbSXBHhAV8+ePTtbunRpNnHixLy8cs8ajb356AEj8gQm8+fP7wzqdJwH3Bs3bpxkXzjSsFCAo6//pMgRKqQNXr2WA3nJiu4bhTxlUC6P9nv69OmC3L3yyiuFd2gncyALVX9YUioEQ53eXQU84JmAGCrY9QF6QPfdcB9LSC158dF8wVPrsM8++0zf5nlLEEjVDxYeGhZoWKDHgkMbSBVI/fGs+rGSdLBch0h/nDZv3tyVZNmyZT0/jPBaQEdS8rKGBTCF66/MCEq62HH8+PGF2bCuQvECESACRCCCQIp+xey66KPnnnuuwPnixYv5PetqXEio/kCX6s638LbHsp1v0IHHwN0+Y/8jn5DOleJ48YH3A2ZObf72P7wrkDZENCyEUOnPaylyhJpoIx3aRmwZj9TaQ1Z03yhmWPBov2WGBRu41MpFr/+2/wVDoQ68XfY8vJW0x4Ngi6MXH+Gpl7dC90A/ktqHQKp+sEjRsOAwqKTHAj0WUgWy6kcGlm3MIMGrALNesU4eBFyvz7OBv0QBwI3QBiPCRw7PIrI5Oq4wBsiHL7aEAR9eLKew3gnyHPLAbEfsAynl4ZEIEAEiEEMgRb/qve4RmEzTN998k+u26dOn61ul50eOHOnoYdFv+ggDRciDLMTw008/jRpl4blg40GEeOCaBx/oesR1iOlwGGVi68FRBqw3FxzwPWtC+K4JLxzte2vCm8+mLykCdjru0pIlS3rC2VRWdN8oZlhAIZq2XwzSdZvTHguHDx8u3NPpqpyH+l/wjkJA65iREl5DVdq9Fx9gCK8JqQ8MjaR2IpDynQ0hRcMCDQv0WHBoA14CGRLSkbyGmYht27Zl2Be66V7MsPyD17p16zpbkv3444+dj/5Ilp+8iQARGH4EUvQr1kavXLmy88PaZU2IWyP3YkZTnd6eX7hwIdu9e3cnkCIGD8ePH0/SdSgXPCuwK8P27dszlCuFvPjgG4DglO+//34G40uZATulnHzm8iKQIkdSYr1rQB0DUhNZgQEDA14EaqxCTdqvTKQgDtVoEAwiKC/0B/KEPknxFGjKB5M+ejKqqnF0NDBiHqOLQBP9oEtKw4LDoJIeC/RY8BJILZw8JwJEgAgQgWYzrcSPCBCBfxFo0k/BAFZ7Oe7Zs2fEYYWHJgwLoeCNnplj9l88dg4dOuTJuu95bd26NfdWwHa5pPYi0EQ/aNRoWKBhgR4LDm3ASyC1cPKcCBABIkAEaFhgGyACHgg07afAG1Fc5su2mfYoKwJBS15l8Uaa5oXtXCWoIpYnwIDSJpowYUKOM5ZWkdqLQFP9IMjRsOAwqKTHAj0WvARSBJNHIkAEiAAR+BcB6le2BCLQHIGmcoSZfe21gBgEI0HaPR/r/0eSJI4CjAo22OJI5tsPvLHNrhhvxowZ0w9FYhkuIwJN9YMUnYYFGhboseDQBrwEUgSTRyJABIgAEfgXAepXtgQi0BwBDznatWtXPhjFUoWRIuw6NVrr/RFg+sSJEyNVlb7li6CYYlg4cOBA35aTBRsdBDz0A0pKw4LDoJIeC/RY8BLI0VEfzIUIEAEiMDgIUL8OzrtiSfsXAS85mjNnTj4gRdBB0uAhgKCRYlRYuHDh4FWAJXZHwEs/0LBAwwI9FhzagJdAumsKMiQCRIAIDDgC1K8D/gJZ/L5AwEuOsHsBvBUw411l68m+qDwLUUBgwYIFnfc3ZcqUDEtcSETASz/QsOAwqKTHAj0WvASSqo0IEAEiQASKCFC/FvHgPyKQggDlKAU1PkME2oGAl36gYYGGBXosOLQBL4Fsh/piLYkAESAC1RGgfq2OFVMSgRgClKMYMrxOBIiAl36gYcFhUEmPBXoseAkkVRsRIAJEgAgUEaB+LeLBf0QgBQHKUQpqfIYItAMBL/1AwwINC/RYcGgDXgLZDvXFWhIBIkAEqiNA/VodK6YkAjEEKEcxZHidCBABL/1Aw4LDoJIeC/RY8BJIqjYiQASIABEoIkD9WsSD/4hACgKUoxTU+AwRaAcCXvqBhgUaFuix4NAGvASyHeqLtSQCRIAIVEeA+rU6VkxJBGIIUI5iyPA6ESACXvqBhgWHQSU9Fuix4CWQVG1EgAgQASJQRID6tYgH/xGBFAQoRymo8Rki0A4EvPQDDQs0LNBjwaENeAlkO9QXa0kEiAARqI4A9Wt1rJiSCMQQoBzFkOF1IkAEvPQDDQsOg0p6LNBjwUsgqdqIABEgAkSgiAD1axEP/iMCKQhQjlJQ4zNEoB0IeOkHGhZoWKDHgkMb8BLIdqgv1pIIEAEiUB0B6tfqWDElEYghQDmKIcPrRIAIeOkHGhYcBpX0WKDHgpdAUrURASJABIhAEQHq1yIe/EcEUhCgHKWgxmeIQDsQ8NIPl92wIBXh8T8ZMSAGbANsA2wDbANsA2wDbANsA2wDbANsA2wDo90GmppRaFj4DxvtaDda5sc2xzbANsA2wDbANsA2wDbANsA2wDbANtA/bWDgDQvZ3/9fxh8xGPQ2IEqxqUDyeSJABIgAESgiQP1axIP/iEAKApSjFNT4DBFoBwJe+uGyeywM+oCS5adRBG3ASyDbob5YSyJABIhAdQSoX6tjxZREIIYA5SiGDK8TASLgpR9oWKDHBD1GHNqAl0BStREBIkAEiEARAerXIh78RwRSEKAcpaDGZ4hAOxDw0g80LDgMKum1QK8FL4Fsh/piLYkAESAC1RGgfq2OFVMSgRgClKMYMrxOBIiAl36gYYGGBXosOLQBL4GkaiMCRIAIEIEiAtSvRTz4jwikIEA5SkGNzxCBdiDgpR9oWHAYVNJjgR4LXgLZDvXFWhIBIkAEqiNA/VodK6YkAjEEKEcxZHidCBABL/1AwwINC/RYcGgDXgJJ1UYEiAARIAJFBKhfi3jwHxFIQYBylIIanyEC7UDASz/QsOAwqKTHAj0WvASyHeqLtSQCRIAIVEeA+rU6VkxJBGIIUI5iyPA6ESACXvqBhgUaFuix4NAGvASSqo0IEAEiQASKCFC/FvHgPyKQggDlKAU1PkME2oGAl36gYcFhUEmPBXoseAlkO9QXa0kEiAARqI4A9Wt1rJiSCMQQoBzFkOF1IkAEvPQDDQs0LNBjwaENeAkkVRsRIAJEgAgUEaB+LeLBf0QgBQHKUQpqfIYItAMBL/1Aw4LDoJIeC/RY8BLIdqgv1pIIEAEiUB0B6tfqWDElEYghQDmKIcPrRIAIeOkHGhZoWKDHgkMb8BJIqjYiQASIABEoIkD9WsSD/4hACgKUoxTU+AwRaAcCXvqBhgWHQSU9Fuix4CWQ7VBfrCURIAJEoDoC1K/VsWJKIhBDgHIUQ4bXiQAR8NIPNCzQsECPBYc2UFcgP//882zLli3576+//qqt1fbu3Zs/D15//PFHbR72ga+//jrnee7cucLtsnuFhPxDBIgAEXBEoK5+jWU9c+bM7P77788effTRriSrV6/u3MP9H3/8sXB/z549uV7UervK+bZt2wq8fv3112ReyO/EiRMFfkePHm3E7/fff8/5/fPPP9nWrVuT+e3bty/nFTr57bffMmD5wQcfZF988UX2559/hpL1vPbzzz9nX375ZbZ+/foM38GU72fPTIYwgZccAe9p06Z15GX58uWlSJ05cybbuXNn9t5773Xa1Q8//JChnQ07oT+2f//+bMOGDdnGjRuzgwcPtqKdXrx4Mfv++++zjz/+ONu0aVOG99+LTp48meveHTt29ErO+yOEgJd+oGHBYVBJjwV6LNQRSHyUb7rppuyKK67If6+++motVXHgwIH8WfC56qqrsl9++aUWj1Diq6++Oue7efPmQpKye4WE/EMEiAARcESgjn6NZXvp0qVct918881dycaOHZvfP3v2bOH+jTfemN/TervquR74YpBR9blQurlz5xbK9tRTTzXipw0fGPiH8qx67dZbby2UTf6cPn06mz59epA33gUMBFUIA7U777yzi8+VV16Z4f31MmxUyWOY03jIEfBZuHBh/g5CA0EYDmBIuOaaa/J0ug3hfc2bNy+7cOFCKdx333138HnNS5+fOnWqix9kD/npdGXnN9xwQxePOhd2796dQQ5ieTzwwANZqJw6D41vjI++DkNdiDzwC/ENXYNBYdGiRUGsr7vuuuz555/P/v7779CjHUMT9ADqdO2112bnz58PpuPFkUXASz/QsEDDAj0WHNpAXYH87rvvuj48sGhXIXwox4wZU3gelmEPKjMelN3zyJs8iAARIAIhBOrq1xCPb775JteZGORqwkBIBh8YDFmiYeF/RnA9oLHnIcMCZqj1t8M+I/+XLFliYS/8h7eGpI0d8Q5DA90Coxb/8ZCjw4cP5+9hwoQJXWjCgHf77bfnaWLvCtcxiCzr92DCpOx5ew9tzZKdhLHP2P8h+bc8Y//nzJlTqbxopx999FGMTWf23par7P+aNWuCvDzwCzI2F9En1YbZWFlhVNFGVs1m+/btOXazZ8/Wt3g+Sgh46AcUlYYFh0ElPRbosZAikK+88kquSKGIb7nllqhFV+sVWIW14n7kkUf07UbnugNIj4VGUPJhIkAEnBBI0a8262XLluV6c9WqVYXbR44cye9hKYQlbVjAoACza1V/MALrmTrrsXD99ddX5oU8V6xYUSie9VioWi5Jp2f5rccCvgeSrsrRLjHBjDTqp79X48eP78xsPvnkk10z2m+99VahbvIHg08x/IAXzvHde/PNN7OHH364cA/3MWtM6kagqRzBAHfbbbfl7xPLcCzhver3jTaEgSLk78X/n70z+5WoqNr+/+LVd+OlN954YeKFiYmJMcaYGAmBGAKEqARi1EgQEAQZFFAQiBPiECEgMihGiQzCiyAi4hRBJlEUEUdQ+8vvvO9qn16n9lS7+pw+3c9KOrV779o1PLvWqqpVq1Z96lML5SXiYb1Zmmyyqq/pjLkuKRawhhnzbsSpVSxg+h9pRMh2ERRmWCCceOKJK89pw88880yGb+8/CpdIY0x48803ftb8AAAAIABJREFU70unFX77Ei7cgBe1nMiKT3/603tWKVzrs5IyKpI85ZRTlnHZMmU6WATmyocorRULVizYYqFBG6hhSDrTvCViaNVGVwsQ1nSCukc2GLs2tGKhFjm/ZwSMwLoQqJGvuSw6+P3FL36x8hhT4hj8MgnIpJOhPHnOcYf+Z8UC2wTmkCoWMDmeQ1mx0GViPTYPVeaAb1bosOVEJx6ssJYmmax0xvchDtYnSihHdHWWCYppPwJz+eiWW25ZfofSggYKnfhOhEwi8/iE74tZvMYr8dxdd921jMO3xa9G36+Ljy666KJlOpSnLw2e4QNlKqFAU8UXyrSS0gXLUq338ccfvy8rfDNonEceeWSwzCWeaYXfvgKmG9kihHah5UGpesYZZ6zUCYvdEiGXo+7IBdPBIjBXPkRprVhoMKm0xYItFmoZEic3IUgjfPrpp4M/V0IEdN67h/lYS7JioSWaTssIGIEWCNTKV81blQM68CXOhRdeuJTD5JVJ37ViIaNT/k9/heI7+rUu3FBm6KQsKzOYoEUahPl55M4WCI2XHXBGvF0O5/KR8gGLHJmwSIhvgDKAb1siLB/UdB6/GZnUopPV/lrSfD7/+c/XJtP7Ho5Io96EfRYzV1xxxUrcLIt+9KMfLZ/DF2BVQ63wG8obi6GoOwoVtc7Sd/U7dMkC4r/73e9epgeupoNDYK58iJJasWDFgi0WGrSBOQx51VVXLQUpAvqYY44J/lwJr7vuupV4F1988crz/ActOis7mOihwMgdWI7P/5aKBVaj6CTJH632mPxLZfI9I2AEdhuBOfIV5JCFMfhly1km3RNemgzphKpvUJzTLf3fFYuF7Eeoby+97k3H1F5J+z0mq10TF95R30OXXXaZJuPrxWIxh484LSR4CEvLEikfYUnTR5wmEenxXTOxJSmeY1ZfS6Qd6XCSyDqI8kUeyIo+euKJJ5ZxeYexmdJXvvKV5XPwrKVW+A3lr0pBLJS66J577lnWi3pnS5Z4j20dgSVKBtPBITBHPmgprVhoMKm0xYItFuYwJBNuNQdFqOZ9tBwxFsKWEM/FOEkqEccb5X2t8S4WD9kMWNOYq1hg0MeAQdOJvAkZ1Je0+erpu8txD2nrIIGj40oEnhpP9xCX4vueETACm43AVPmqigCVP1OuMaEO0vSsWAhU+kP6sMCb/qCPOH454hKqV/jTTz99+ez9739/XzIrJvYoGUyrCEzlI31b++jS1gXifvCDH9zr47FUKe371/RwOKjfPK/Mq5+B7O9J0+m75hhDzaNrMtuXxphn+PpACcBWJPwq9BF+ILRMbHVQ0i1bXWMhjd913QK/rrTjvvqmoU6l7R8Rl6Nltd4oGkqUt2OxKGU6GATmyActoRULVizYYqFBG5jLkHlLBFpgPT4yHxtU2qNGp6lmaSrE8zUOIHNHjmBQhUDuzPue8S4dpg7Ac576nz2WasHA0VPxHKVIiXDmE3EIu+KxKhHxwFHzKaXre0bACGw2AlPlqw6qQxZMDT/60Y8uQVG5ZsXCEpbeC91XPWTKTl+n30eVwfotv/CFL/TmiVI90kH2m1YRmMpH8XaeDHdt14z4Y0L4KL5VtiJiLBPPCJ9//vm90yO++c1v7imPsPLEhwD3+4gxTKTDpJ8xD1aULH5g8YlPK8YL61I4lMp2++23L8tE2ZhwK+kiE0d24veBEySuvPLKvbqzFYhtKKXxW6TTCr9IrytUx5hj+E0XvFDGdJFuh+haQOp61/frEaiVDzlHKxYaTCptsWCLhRYMec0116x0OOEciU4lOkdClAIlUtM34jEgu+CCC/Y6TwZ5uorP85tuumlfMn3Kg75nTN4ZHGg56cjPPffcPY/IrDTR8ehzOsogPQqOOCXvzrpnMNIpOWxSZ01DK1yRv0MjYAQ2F4Gp8hXZyZ7e+IW8IMTUPu4Tqlxj4BvPmHwEWbEQSIwP1Qs+/cAQ6TfSo/i039D7pfSy80BVzpfi79q9qXwU+DBWiO/TtQ0i4o4JOQ0h0iPM7SP7yzjppJNW4uu7KChweFgixhgRl3akfBz3I+REkr7Jein9qfcYJ+nkGstTJZ5HeQhx7qj/9Ro51nWqRCv8tGylaxR9UaZcl1J8rY8qbnNcbW9j0s3v+38dArXyIedmxYIVC7ZYaNAGWjAknYpqqxHY999//8rAl86ktMdUV+l5j4F11oS/8MILK+dLo2jImnodZE+xWMhens8+++zFyy+/vCJvMJvLHXusfNCha955KwgJ6f7N6MzQ/mfSjntoIJrf9X8jYAQ2D4G58pXBaciMLD/1VIWuPdgqt7hGyTnmV3Jwl30soAgdk9YNN9xQ/DBafiZPY9IiDtsPMmUzZLzoj0nv6quv3vNjoempvCaNIVJHj5jJQ3yr+G6ErDb3UZ6wlhTUfe9v+7NaPkJBH98hFjxqsWKcg/Iu0iPM2zOZ5OvzoWsWUUq8RvsdelefUy78sayL1Lkl+WafBNlyVctWuobf8WGVqRV+Od38X+sDdkOkFrVsm+mi7J/FCsIupNrer5UPuRRWLDSYVNpiwRYLrRgyH92jnQmdCL4WSqQDX5QTdN4lQrOvlguXXnrpSjSd3I9VLDD4o2xR1r4OJu951DPjzzrrrGUaep8C5iOYIi8sMZRQVMQzwq6VDH3H10bACGw2AnPkq+7txcdMJj1pp0teqHxV+TJ0XTrBICsWhtKI511HSapiIeKOCUtbOrJiYUw6ESdbjylmQ1sY+CbUL9L66le/uveZcnkee+yx/PlW/mMaH2kQen/2CjzVzht1XMCpBrXEAoIqKfhGpfRQXuh35JpFFbZMMhnHwkHHHDyHj7PSULfREId3sH7gdIhrr712X1mIgyPRdZD6HCEfxknZQoKtHjzTH0pR6sv7n/jEJ1YsHohHndguodQKP02zdK2yZ2i7E+/jfyLqlsd4mv5LL720jEd8LxApOuu7ntPPaqmsWLBiwRYLDdpAK4aEOXGMFMJXw3wGeDAylggar8spTsRHmRDxs9dhHUCMVSzo2cOkiy+EPmJvY+RPfkHqNZjOUgcJuldSV8IYOCixZzLSHtPR6bu+NgJGYDMRmCNf9fg2BsJKanqMpVMX6SQ55MuYcJcVC2ol0rV9T/HW+KGIyL4X2DLXRzn+kCKiL61tfFbDR8ojtPnSFsoxWNGfY8mofMO2itIiSLbcLI1pmEwzOdf0OEEkKPsZYKxQ2jpAm1JrGdJTHx+R3pzwlltuWSkn45uSNY0ee0s5SkoXLEHZ4qr1PuWUU1aK1wK/lQQ7/qDwiHLgB2yI2P4Q8YfGZ2AUcdd1TOhQeXfteY18KGFkxUKDSaUtFmyx0IohYVI6Wj02C+GKlr2LHn744aUAJi7aXbZQdP3wNBwCWyf2pF+jWFCzO6whhujBBx9c5k85YjsGHaZ2Jnp6hHZgmP5pPO2g1XN1l+nwUPn83AgYgc1CYI58VWUjA3wlVYpipttFqlhgZZ3V/jG/bOJN+tligVMPxqTVtZ1AVw2Ri2PSIs63v/3tfdXNFgIoccekh7VZ3nqnioI+R21RCLVYCP8Wf/7zn1f6iqEJX7ZY4Gg/038RqOEjJvAxXiAsbaH5bw7lK075YPKr6fC9u5wvohDCcSFbbPKpCZoDiiQdCzChDmIc9cADD+wpQpig51X9iEdIPC2bngij8Wqus+8s8mEMVCIsUhnfoFij/n2kCyykqdZWLfDryzue6bisb4wa8dVi4dRTT43bxVC3tK7LiqSY8Q7frJEPJbisWLBiwRYLDdpAK4YMJtUVejqNfNZxxCPMxzZpBznmWgeENYoF3cKgHbuWUa+fe+65lU5cV6HUAaVq67WTYfCrXoNjBSVvl8CSw2QEjMDRR2COfFXT67wPG+VjyEjOj+8iVSww0Z5DWbGQtxBMTVsVC0zW5lBWLJQsLsamr858mSAOka4ax6Qqr5b/+Mc/7k0m+1jomrj2JrLFD2v4KO93n6qsYfKvbQF+oz9v9W0YJwQPE+btBWM/5zHHHLNMh/HFXKLtIiu0bChBuvy4TM0vL9DoQsyUtObgp761WNQZIvWxMHQspzp6nOvXY6hcfv6/CNTIhxJ2Viw0mFTaYsEWC60YMpgUawPtkPrOB84dg7435loH2zWKhXPOOWdZ1j7/ClG3PFhUM0fOvo4yx35oVUTE2eSsgEW8OPkBTX/ci3cjT4dGwAgcXQSmyldVBIRMmBrqqqWmZ8XCuHakE4MxR8bp9+EowSC9f+edd8btYphPhVClefGFHbs5lY+AJ09gUT6NJRw2Zz8H+ErAEqUVZUVdOISemr4q6LIl59S0WOTQU1Fow6RZsmCamnbEz0rArq2yEb8rnIOfWmMgI4dIF4RUvpbew7lj8H7e6lGK73vzEaiRD6VcrViwYsEWCw3aQCuGDCadoljA0VUIYEK2Jkz56UChRrFw2WWXLfOPiX/UoxSydUHLqz4Z8h5ZyqZHD6Ehh3QVJQYB6rDIe/JKyPueETiaCEyVr3kyo/Jm7LUeh2bFwvR2o/vp8c7fR1nuqxWbWqvRr/XRHXfcsexbWB02rSIwlY94O59U8Pvf/3410Y5/WJeoo2j47n3ve9++06I6Xh99W32okMdUi4rIiK1GIRvGbOmM93LIlgt8R0RahGwL0i2b+Z2a/1hmaB6xfWhqWnPwYztVlGEMvykvD43R1HrVFgtTv2pd/Br5UMrJioUGk0pbLNhioRVDBpNOUSyw5zGEO6HutYv0xoY1igW1MhjTIeejMXOHq3sH8RehpszshYToVHXQ8vjjj6/877PwGIuF4xkBI7AZCEyVrwxEsZ5S83qUDdyLHyunITcZFMf9CHWgbsXC9HagCm+w76Pc373yyivL6DrByKcALSP934U6Jsa03bSKwFQ+4u0XX3xxySfwy5hV92zlwHvskx+zTQHFBRaJxOd745+hj3T8QT5YREIsWOAIG59Suq2yK60PfehDy3oyBqkhlApZqckWAV286UqXcsMznHyBVdTPf/7zrqh79/MCTYyNWuHXm/n/PcynmPUpnfiOIW8Jh7aE6NYUFq9M60egRj6USmXFghULtlho0AZaMWQwaR5o9U2UcweTT3OINCOkrDjOocNlBSg6Yp7XKBZwrqQdxpCDLQYMGl8HkZQBx0XxnH14WiYcPAbh9Czi6d49VgdMRsAIbA8CtfKVVbGQEdlfAA7O4tnQipgVC9PbElYHgS9hViBrihyjF3Gz1RsnSsSzIQWF7uW3wzdF+H+va/ko8CckjT6i/0dRp+9wVOJYyuMJ3RZTSgPlQ+SlPkbUTJ/nfZN7TqxQ56E1251wQq0r8uSJXNHxVan8cY94itvQVoFbb711WW/yCueUrfCLcvWFucwoebro3nvvXSnv0DYldf7KEaOm9SNQKx9yyaxYaDCptMWCLRZaMWQw6BTFAqsAOvmmc+vqzOhAdZBMZ6qrCJpOVlB0PaND1Q6xz/ERjspiEEBYOsuYfZkaJ66zcyDdIhFxCFm1MhkBI7A9CNTKVxSoIRuychaLhHim1gkl1FRm1kw6NM28p3lbnTdSZ7UYOe+88xSG5TX9h1qf5dMv8JQf34kQXzolwvRe42HibVpFoJaP9Dv28QrjjrwNoOt7rZbsv//yZLXvtAHdEsm357jGoKzYiiNM47mGTFy17eSxj8btutYTEnJZut7J99UvA+OtLmUIq//6TdRpdiv8ctm6/qsvBL69HhOu7+iJXViF9VGuw9Q21Je2n3UjUCsfcopWLFixYIuFBm2gFUMGg05RLPAOXrS1Y2RAHcc4RpoIfAbFGg/TO6Uu5QFx+p6pM0XSv/jii/cpN3DCqCtKxOtajciaf+Ji1qiULTWiXro/V+P72ggYgaOJQK18DbNkFJ+Z9OgzrBf6yIqFPnS6n+m+deRz9pHAxEn7BL5TybEfE5GQ78ThiGUl/ACocsLOexWd/17X8tFpp522xL/vWFa+b3wnQsz68Z8x9MvfXK0RSSf3/dSIb65WBrntMN7RMQvplMzvmbTybpS7tA0CBQY+V+KXrW/YthDvE5LGUJ3juU7EsezQdHBamLeCgBXKFo2X69UCPzDGqgCFSdSb9pPpoYceWikLbQXFQBALV7yv5R06shSrF40/V/kaZXHYj0CtfMipWrHQYFJpiwVbLLRiyGDQqYoF3tM9wwhlNNoXXHDB4rrrrtvrmPNkncFyNkfTjjhr7fue0ZGU0sfZIisFHEmpAz/K12d+nLdLEL+kMNCBBXEoo8kIGIHtQqBGvr700kvLwWm2dgIdXVnVgXAJOSsWSqgM3/vnP/+5srKKjGZSdO211y7Y/hCKH+7z6zqWMjsQJC79B4pxlOU6MeRZnmgNl3Q3YtTwEcjowkXXdhQmvPk7xHcdE+pYhEm3jjd4n/ENCxhYF+j2h0i7ZEmRJ73EZdJNGoxLTj755KWM4BnlL23lZBtV5EOYrWHy2EvjDl3r4gqTcD05gXcZx+EjglMf2L6acaE+mVrhly1MszVR5KuKJ8qMbL3yyiv3xp0o+RQDTosZIsas8U7eGjX0rp/XI1ArH3KOVixYsWCLhQZtoBVDBoPWKBZwnKNHfIVgLoUMDkpaYO20pigWKDfHVtIJlPLL91j1yJr4qDthNmulw1fNfsRVz+PkgWbcZASMwHYhUCNf1aktk1glfLWETFIzYo2j11YsKBrTrukXstI5sNcQ53l9RH80ZuLKFjlTGYEaPiIlVdLxzZ5//vl9GeQ99Pptx1xnp9OlUyVK6dAmcPLcRepEtPR+3GNMhAKrRH2KheyUMNIbG+ZxFkoB9S/Qlw4LN6VxEXVogd9YxQLWsVhX9JWVZ9QrW9KW8Ob0kEjrqquuKkXxvTUgUCsfclGsWGgwqbTFgi0WWjFkMCgrLiFYCbPpXcQrhZjT6f47TYdOmFWhLuGu7zFQUOp7FvFY+SP9bJ0QZcDsNTtRi3c1pLPUNLrOMcaMMdImRCFjMgJGYLsQqJGv6rwtTzx0/zXWVEOE8iHkzFzlJROJSIuQicQcYl95pDfXcS39QqRFmHGrLSeTRj3dR/NAmU2fNWQ1Qt7438kroJEW3yg849eWc9vfq+GjwES99H/pS1+K28tQfZbEN5kSlhYasILIvgsiTcYylKlLGbAs2GKxdwRltgSIdBhn0DZRnnQRfBDxCdViAcWZPpt6ncdZlAFeYFtJlyINi4AxvDkXP2ST1qfLYoEyY23RN/ZDudvlM0JxR1Zovcd8X33f1/UIzJEPmqsVC1Ys2GKhQRtoxZDKnHOvGSTiIfiWW25Z0HkxKBszeJubb7xPpwQu5M+Ab4pyJNJwaASMgBGoka/se77hhhv2fgywlV544YXlMw9cFZn1XqMw5og6PNqjFOa6pk9ii8VPfvKTxTe+8Y29vu2ZZ55ZcUK83loc3dRr+Chqq5PruQqsSHNsSBvhSGnaDNsyuO5aqe9Lk0kr/lRuv/32BU5U8fs0lpg4x4T3oMYy5ElejN9o67R5PRlrbNnn4hdbRijDGKLMfCtwRonbtZBVSkudcrPFxHRwCMyRD1pKKxYaTCptsWCLhVYMqczpayNgBIyAEVjsKSiRsSYjYATqEZgzTmGSq1taHn300fqCHME3UYKxeo+Fwy4RSomwHn3iiSfWXnV15vqDH/xg7fk5g/8iMEc+/DeVxcKKBSsWbLHQoA20YkhlTl8bASNgBIyAFQtuA0agBQJzxylYH4ZpfJ/z5RZl3aQ02O4Qjka7tmVuUnlblQULj9hCgrUGyqV1EtZj0b7stHGdSJfTnisfIlUrFhpMKm2xYIuFVgwZjOnQCBgBI2AE/hcBy1e3BCMwH4G5fMTqtVotMOHeBeJEBia81H1X6sx3Df8RKBWyk8l1fHc9RvOee+5ZRxZOsweBufIhkrZiwYoFWyw0aAOtGDIY06ERMAJGwAj8LwKWr24JRmA+Ai34CL9Nsar83ve+d36hjkAKrNRzBKIeiXkEit2kiPi0ePbZZ5uk1ZeIHg2KM03TwSPQQj5QaisWGkwqbbFgi4VWDHnwosQ5GgEjYAQ2GwHL183+Pi7d0UCgFR9dcsklS+UCDgVNRmAuAuFbAX8O2dnu3LT9/jgEWskHKxasWLDFQoM20Iohx7G/YxkBI2AEdgcBy9fd+dau6foQaMVHnEyAtcKxxx67KB09ub4aOOVtRIDTOWhLxx133MIOGw/vC7eSD1YsNJhU2mLBFgutGPLwRIpzNgJGwAhsJgKWr5v5XVyqo4WA+ehofS+X1ggcJAKt5IMVC1Ys2GKhQRtoxZAHKUSclxEwAkbgKCBg+XoUvpLLuOkImI82/Qu5fEbg8BBoJR+sWGgwqbTFgi0WWjHk4YkU52wEjIAR2EwELF8387u4VEcLAfPR0fpeLq0ROEgEWskHKxasWLDFQoM20IohD1KIOC8jYASMwFFAwPL1KHwll3HTETAfbfoXcvmMwOEh0Eo+WLHQYFJpiwVbLLRiyMMTKc7ZCBgBI7CZCFi+buZ3camOFgLmo6P1vVxaI3CQCLSSD1YsWLFgi4UGbaAVQx6kEHFeRsAIGIGjgIDl61H4Si7jpiNgPtr0L+TyGYHDQ6CVfLBiocGk0hYLtlhoxZCHJ1KcsxEwAkZgMxGwfN3M7+JSHS0EzEdH63u5tEbgIBFoJR+sWLBiwRYLDdpAK4Y8SCHivIyAETACRwEBy9ej8JVcxk1HwHy06V/I5TMCh4dAK/lgxUKDSaUtFmyx0IohD0+kOGcjYASMwGYiYPm6md/FpTpaCJiPjtb3cmmNwEEi0Eo+WLFgxYItFhq0gVYMeZBCxHkZASNgBI4CApavR+EruYybjoD5aNO/kMtnBA4PgVbywYqFBpNKWyzYYqEVQx6eSHHORsAIGIHNRMDydTO/i0t1tBAwHx2t7+XSGoGDRKCVfDh0xUJUxOH/LIyBMXAbcBtwG3AbcBtwG3AbcBtwG3AbcBtwGzjoNjBXmWHFwv+40R50o3V+bnNuA24DbgNuA24DbgNuA24DbgNuA24Dm9MGjrxi4dWL/yz8MwZHvQ2EUJzLkH7fCBgBI2AEVhGwfF3Fw/+MQA0C5qMa1PyOEdgNBFrJh0O3WDjqE0qX30oR2kArhtwN8eVaGgEjYATGI2D5Oh4rxzQCXQiYj7qQ8X0jYARayQcrFmwxYYuRBm2gFUNatBkBI2AEjMAqApavq3j4nxGoQcB8VIOa3zECu4FAK/lgxUKDSaWtFmy10Iohd0N8uZZGwAgYgfEIWL6Ox8oxjUAXAuajLmR83wgYgVbywYoFKxZssdCgDbRiSIs2I2AEjIARWEXA8nUVD/8zAjUImI9qUPM7RmA3EGglH6xYaDCptMWCLRZaMeRuiC/X0ggYASMwHgHL1/FYOaYR6ELAfNSFjO8bASPQSj5YsWDFgi0WGrSBVgxp0WYEjIARMAKrCFi+ruLhf0agBgHzUQ1qfscI7AYCreSDFQsNJpW2WLDFQiuG3A3x5VoaASNgBMYjYPk6HivHNAJdCJiPupDxfSNgBFrJBysWrFiwxUKDNtCKIS3ajIARMAJGYBUBy9dVPPzPCNQgYD6qQc3vGIHdQKCVfLBiocGk0hYLtlhoxZC7Ib5cSyNgBIzAeAQsX8dj5ZhGoAsB81EXMr5vBIxAK/lgxYIVC7ZYaNAGWjGkRZsRMAJGwAisImD5uoqH/xmBGgTMRzWo+R0jsBsItJIPViw0mFTaYsEWC60YcjfEl2tpBIyAERiPgOXreKwc0wh0IWA+6kLG942AEWglH6xYsGLBFgsN2kArhrRoMwJGwAgYgVUELF9X8fA/I1CDgPmoBjW/YwR2A4FW8sGKhQaTSlss2GKhFUPuhvhyLY2AETAC4xGwfB2PlWMagS4EzEddyPi+ETACreSDFQtWLNhioUEbaMWQIdr+9re/Le64447FZz/72cXZZ5+9OPXUUxcXXXTR4utf//rigQceWPz73/+OqA47EPjjH/+4eO9737v3+9a3vtURa9ztH/zgB4t777137/foo4+Oe8mxjIARaIJAK/l6/vnn78mDj3zkI/vKddNNNy3lxXPPPbfvud74wx/+sPjhD3+4uPXWWxePPfbY4l//+pc+HnWNDH/66acX99xzzwL59NRTT4167z//+c9C5VHIpbHhz372s5V8yHfsu6V4f/3rX5fpbXLZloXc4YtWfER7P/PMM/f4hTFJH7Xglb704xlleuKJJxbf//739/gJvmQctQv0wgsvLH784x8vbrvttj1e/u1vf7uAF48K/e53v1vK3oceeuioFHvrytlKPlix0GBSaYsFWyy0Yshf/epXiw9/+MOLV7/61YtXvepVnb83vOENi1tuucUKhh7R/o1vfGOJHxOAWqKjy9/iL3/5S21yfs8IGIGJCLSQr6+88sqSj9/61rfuK8Gxxx67fP7iiy/ue86Nn//854vjjjtuGS/kAvKa9/OkvZjIYrH47ne/u0CGx/sRvuY1r1mcdtppi678SQ/ZE/Frwne84x0rxfrYxz42K737779/md4ml21ZyB2+aMFHwMeCR7S9rolgK14Z+lxMSj/wgQ8syxPlivBtb3vb4ic/+UlvMiglhsZckR7hm970pmJ6jzzySGc59P24ZtGollAcoEh43eteV8yT+lx++eWLf/7zn71ZnHDCCcX3o4w5/P3vf78vvbn4URdkMnm9/vWvX/zjH//Yl4dvrB+BVvLBigUrFmyx0KANtGDI66+/fpKARwgzmH355ZfXL3GOYA5YeUSn+Kc//am6Bh/60IeW6UR61113XXV6ftEIGIFpCLSQrz/96U+XfHzWWWetFICBbUwsGKiXiNX64P+ukDS6JlqRJoP9rvfjPhOX559/Pl5ZCTd58r7JZVsBcUf/tOCj3/zmN8v2+573vKeIZCteKSYuN1HQBc8MhZdccom8uXr561//enQ65NMlI772Zx+QAAAgAElEQVT61a9OSueDH/zgakFG/kNJ+q53vWtUXkzUH3/88c6UUWYOYafPsYbI1AK/Bx98cFmOj3/84zkL/z8ABFrIB4ppxUKDSaUtFmyxMJchzz333KVQDSFO53XeeectvvSlLy1uvvnmxVVXXbV497vfvS/eSSedVGWKewBy6tCywMw4Jgql1cmxBcOUMr6Hhm984xvHJuF4RsAIzERgrnwl+6997WtLXr7xxhtXSvTkk08un7F9KhMD85AnyAGusSz74he/uLdaqs943rVC+s1vfnOZD/GQ8RdccMHeCvCJJ5648owJgW4ziDLlyftrX/vavdU+5NyYX94Gki0WxqShcdRKY5PLFvjtcjiXj1DAvfOd71y209L2nVa8MvSdnn322RWehJ9OPvnkPV5C8Q9/ck9/3/nOd4rJYtGo8YauuxQLZ5xxxqR0WLSoIcaFWkZkAJNxZNynPvWpxZvf/OaV5295y1uKY0SsDzSdMdclxUIr/E455ZRlebzltKZlzHtnrnyI3K1YsGLBFgsN2sAchvz2t7+9FKYIdgap7PfFvKxErLzRsWkncMUVV5Si7uw9BvaBz6WXXlqNAxOQSIfBdFwTssfaZASMwPoRmCNfo3Q60fjFL34Rt/dCfBwEb2PmnUmtn1jhQwYrMbnWlT8GyJmQ50wAIh/kSbakQu7Hc8KSZVSevM/1H6OKBbZnzKFNLtucem3Lu3P5iO2X0T7hpxK14JVSuvleXmS57777cpQ9nws6VmJs9fe//31fPPxXRb2wwsAvRN/vz3/+8740uKFjhC984Qu9aZB+jQ8IHdtQZsqbFZDImk9+8pPLOhGvJNfuuuuuZRzkV1+deYbfqhK1wg+5HN8BLE0Hi8Bc+RCltWKhwaTSFgu2WKhlSMxddbWLa/bpDRHmiDqQ5dr70v6LGoqW6KB+9KMf/ffBxKu3v/3ty3SwHNF92AygTEbACKwfgVr5qiXTVbystL3wwguXfE5eSqzKhiwh7JrIZ18s2QFkVhqUVv7I98orr1zmV5rob/LkfZPLpt90V6/n8pHyEGOQTK14Jaeb/+M3QHnyc5/7XI6y/K8m9ryDk8NM2q9//vOfz49H/UemaJmy8nFUIiMiYZEQ+TDug+dKhHWJ1gvfMJk+85nPLNPCYqqWNJ9a/CJvVRjhqNx0cAjMlQ9RUisWrFiwxUKDNlDLkDqIpLPA4eBYYqIbHQwhZnDrJDoqBsN4JOfECvZRdg2Ox5QDrT9p4PyrawVgTDqlOKEQQFGTJxGl+KV7mHQqvgyk8uQAb8xTCAwxu6beeINvXe8pZYm4rJqw4oqZ6J133rlnxm2/HYGOw01AoFa+Rtl1IoJsyKT7lfNAHauBkAMM5PtO5MFRXMS97LLLVrJRM98+pSSrj5EGIXVX2uTJ+yaXTTHc1es5fES/H+0S0/oSteKVUtp6D2vBKAth5lmNy7UuwnzlK1/Jj1ee11oi4nhby4QfhHWQyiqsjfqIEzuiTGCQiW1f8fzTn/50fjz6v+Jbi19kxrbfKBNKBtPBITBHPmgprVhoMKm0xYItFmoZUj2Dcz1lEsyEkIkzpn6nn3764u67797jbV19Y59u30CYF6699tqlIM+DbibC7AtmIBHCPoeY99IZlOill15avsegG0KjjY+CnA716NoDWUq76x6T9Ui7y7lU17t6/+KLL16mQ9mgPOi/+uqr9ZXea5RGpXrjqI0jspjcR7n5nkpqgsrAoo/Uy3PXUWCspuJJW81EI+8Iwa7kAbovbz8zAutAYKp81ZXVaM9TQ8x7IXgx3n3/+9/fWz01Pw55Fy/oNogbbrghbhdDTm6IPLPTuU2evG9y2YpA79jNqXyk8OhpKCWzeuK24hXNt3SNYv7444/fO52h64QGfU/7uWuuuUYfLThVIniNMG8rWInc80f76C7FS8/rox/h8JFxGnXqGndFYnoyFnVjPKfE+DDqzhikhlrhF3lnGYJjSNPBIDBHPmgJrViwYsEWCw3aQA1D6n4yhHseQCqjdl2X9uhhPhadBSFl6yM65oivvhrY/6sD3IjTFZZW4Ugj4jOpzk6H4pmGNTho/dRnBSdt1BAKHtXCa5l0Dymd+5DihrQ481vrWLr+6Ec/uoyDEyolJiLxztDeQ13RwKol05TTR8Zuzcl5+L8RaInAVPmqA+bgm6kh/AhpWuyb7iMsuSIfeCcoO0l77LHH4lExPOecc5bp4JxXKQ+8u7Zm6Dt91/ax0IfOdj2bykdReywTo10TPv300/FoJWzBKysJNvjDdlMtO0oJJSbU8ZzFHSbfbJ9EKc/iAn0oq/BDCgdd0KG/x5cDVok4eCUd/DXB9+uyZNA6xTWOWqNuedEoL5KAE1aaLCShIMVZOD4Yuk6niTxa4RfpEep2iPPPP18f+XqNCNTKh1wkKxYaTCptsWCLhRqGVIdhCP8p2yAyI+t/OkbV0Pd5Hs7KDTwtB2UlAAoIjkrjSCX25jH5jU4rwuwNXRULEYeQSTurGxz7poqNiPPMM89EMSaH6qStdqsGWwKiLIR0uEEMTPTZkKZfz/zmPb4NZoesNmSMI911KRZwvhR5RIjlAlYkmLHiWVpXVoljc8T48g4PC4Gp8hUZwL7f+EVbJ8Srfdwn1PaO8jOehbUPCoJ4f8iiKjtWC+eMTCgiDcIXX3yxF0qVGXlF1oqFXuj8sAeBqXwUSekWwL7V+Ba8Enm2CvNJDZn3dDsq5e+zdvryl7+8b9U/yoncCB5HjujCRNwnpP/nO6ybGENpvpw8ppR9wqDA1Ph6jYKitIhFeq3w07Jpe8vyT+P5ui0CtfIhl8KKBSsWbLHQoA3UMKRuQUCItzxeh4lrdAx0luwxLhETyYinJvZos3WQkI8oi7Qefvjh5fukk+OVFAuY8mXtPyuBUQ5CtRCIvMaGMVGgc68l7WSzSTMWCpEHZe1zepRXKlk1yH4Z2AKh6ZHmuhQL6tSS76sKk8CKtsI2CP0eeIQ2GYHDQqBGvmpZVXmZLYx0xT7vDyau8sGQI9g8mA/FZrYi07KVrnVgzUREKSsW4FUUvUM/tm2V+gGtPzJhKJ14XvLCv8llUwx39bqWj9gCFHzQdRpEK15p+W3w3xTlJixZVea+TuOXrlEglPhIx0ul9/I9rALWRVhJqqKDvPNJOChJcpn6/mONUnLY2Qo/xeKXv/zlStlCQatxfN0egVr5kEtixUKDSaUtFmyxUMOQekQPAr1LI5yZdsx/LA+0kyiZy2Zzf7WYwCoh3qfDLHWkUQ7dGpAn2VmxQOfUZQqoezhrV8m1Q6o1ocur+iWnmJ/4xCeW+IBTTCACkwgxgwwcCUsdM3HVnJB461As5O/dtU+W8jzxxBMr5R4y3Y76OjQC60CgRr5GOTBJDh5ka1cm3e6VZXCeKA/xQTa7jv3B3/ve95ZlQJ4O0W233baMz8qnUi5T1G1MWDouThULY9KIOFmJTBk3uWyK4a5e1/KRKr51u6TimL99La9omnOuyV8n+/BRaYKq2zdo27zDwgJWfCz+qFIl2n5e+MBnUTyLEMywBmT8gDIuT/SJl7dlzKlvvIvFai5z6ZupZWeUGWsurFIpMxYOih9xkJVZMdsCvyh7hOqbi3yHLMXiPYfzEKiVDzlXKxasWLDFQoM2UMOQCO4Q6ISt6Zhjjlmmnyf85MX+v8ifDkQH1axQ8xwPyrfffntv0fB+HunkI42yYqHkkTkS19V0Orga4tipKEttp61pkBadXCYUBJEPYdfqg/o7wANzH6mDzHUoFhhwYKrNpIWBTmmSEeVDCaH1Kx3RFXEdGoF1I1AjX6NMWBlEW2YSraTtvGThlOXX0BFyOX5Mrr773e8uy0BZhoiBdJQZ2ayUJ3ARb0xY4nkrFhTd7b6u4SPlEdoY1jQlym2/lldKaU+9x+p83opQmpxmPwNMkkvbMKmLbi8FBywNg/LCAAsjpeO/1cEjaZCmjrsivdqQSf/ZZ5+9lB3kwbiCb5gJX008jx/jvUyMA7NChC2TQa3wi/Q0VKXG3CMsNV1fdyNQIx9KqVmx0GBSaYsFWyzUMKTuTUO4d63klxh3zD2c8ESnQUjHr3Taaactn7M9YSxhys/+PPYg4ydBO3A6IaU82Ch1XhFfj6rK2w8izlConWCflUVfOnpSR8l0Mt5lW0PgCwalzluxYfWjj/R86nUoFvrypu2xLYKVVZQkWjfqOGQC3pe2nxmBuQjUyNfIU4/lZWCvpD5mWF3MpCfMwAc6mchx+Z8tFrD8gVSxkBUFpXSmWCygvMR6YOiHPxusNzKpYoGyDaUTz3GSmykrPTapbLmsu/i/ho+YXEY/R1jaAgOWrXhl7nfhWEydlFLmLqer9NlsU0JZwsJG35a/vJ0pTo2JujO2YaWfhYnSWCDqhUWA4omDxBaEIkOPtCUPxjJdzhdReiJn2CL1yCOPdBaBMZziqc6jW+FXyhxFb+CULURK8X1vPgI18qGUqxULVizYYqFBG6hhSPX0jwDl2J6WxCBSOwS2NwRlTTOdZhfRYeIAiQ5F0wuhr+GQYqG0pz/yRVERadUoFtD8x/scRVVD2WcE9aUspV/kFWHebpL3nOIxvo90X/W6FQsoh/D6jCVLNmWM+mhoxULfl/OzdSNQI1+jTGoWnLciqQwuWVMxcFY+GLLcyT4WYlDPZEfTibJ1hSoLmBwo5cl7ljsad8y1KhZyXmPe1zibXDYt565e1/CRbi+kDYeyLGPYildyulP+K98Ev7EdsRWpFWjtdk0WPKJshH1bEseWm8l/XgxgYh7yZ2w6XfHUmpQyY/1YQ1PwYwwXOHX59agpg9/pRqBGPpRSs2KhwaTSFgu2WKhhyDzYLJnqlZhW7zFQxuS/y5xOPSLT8QRx9FEIbczxSh3Fr371q+KJDfFeKRxSLPQpT+YqFtQcccg6IHDIYWnfYamepXvq/JJ0VdFB/KGVCT1tYp2KhewfolQXtbTguRULuaX4/0EiMFW+9nl2L7X30r1YkdRnnBbTR/lUiLAQYEVQ08nOa3OaeiqErhASb5Mn75tctozxLv6fykdg9OCDD660Xb5xF2kbr+WVrrSH7qvD6ijHrbfeOvTapOeqhMOHQi2pfELxOYeefPLJfYsDbCXFgqQVqY8YsO06bnQovyn4YUUb3xFLDNP6EaiRD6VSWbFgxYItFhq0gRqGxHQtBCchJqZTiRXnSAPHOtkEjxW2eE4YHYLu/ccEPxPOiNRhU6SBEoI8OZcZ814GGdqhH6ZigXPno5x9lhG5rvEfRcCQRUak3xXmfDW9IV8VmBZHun2Khb7jvqgL1hWRDmbgSrrdIuIQMnnhWFIUMqxQZWsLKxYURV8fNAJT5esYKxxt/6Vr5AmkJrl4Uu8jrJIiLXg/CAuhuE+I0raPzjnnnGX87B9nkyfvm1y2Prx35dlUPgIX2qq2XU466qIWvNKVdtd9xjw6CaWs8F6fFWZXWkP38U0UWKB8ryXdstm33XIofcZ3eRHgfe973+Lll18eenXSc/r/qDdhl9XKUKJT8MMnVeRpi4UhZNs8r5EPpZytWGgwqbTFgi0WahlSjzWkM5yiZc7+C7rM/9VnAPv/8nuhbFABgZIjhDohDoG6zOrOO++8ZVxM3ZRyXuu0WIjJBMqPGspmlAxMcNzY97v77ruXdQenfFa0micOmTzioCgw71MsDJ3rrN9bFQt5ryyKI6wksjIK7LJX5nwMXw2+fscI1CIwVb4yEGXwjiwInkI+cC9+rOrFM2Rv3I8QCypIB7hYgPXRpZdeukwzy0KdAAytpOpJFZghK23y5H2Ty6YY7ur1VD4CpxdffHHZpuGXfGyhYtmKVzTNvmv6ruxXAJ6P01j63uUZR3zTL3Psduaz0rso30NmqIUiiyz4zKL/H1pAIF2VS6WFnVLe+V62JKFc+CIoWZ/md1EOsUWE+Mi0kqNJfefmm29e1pt8YszQCj/NK6512wQOwk3rR6BGPpRKZcWCFQu2WGjQBmoZkgFmdFSEmIqNpez9l86tRGpWy4CVYyUjz67TF3RyOnSagVo/5PQOSrHw1FNPLet05plnlmAYvKeD+bF7jenEQ6EBpkxQwvyZDHEIF1jrQKRUGB0gZcWCdux9JpjZd4YqFtiLHWUh7Fs1zY6qaN8mI3BYCNTKV1XWZV8EOC8LfuhbEdNTYuD1PlJFYnY4dsIJJyzzY4LSRZmH8+k2mzx53+SydeG9S/dr+Sj4hLCvL2jFK2O/ifpPoWxY3mEdNJauueaaJU/yPu23i7Di03GRWpiqP4C8dSmnl4+mHKOIyGngRJaxhn6X66+/Pkfr/J+3Zg1t09QttTo2aoVfqaAsoET9Skd+l97xvXkI1MqHnKsVCw0mlbZYsMVCLUPSWdERhQAl1MlgZtj4Tyei7zDZDC1yxIkQ7bTG1Qk0q/SZSEfjM1joIvVrwDvqx4F3DkqxgOO1KHOXgqWrDtzPx0eOWb2I9NS8jzLgvyIoHy/VtfKv3ulJIysW8h5HtiuUSFdMSUfbkh4LyrMuwrmUKouIiz8QkxE4LARq5StmxrRffigfldSnS1gn6PO4fvbZZ5dpkE6XfMnbzvL2IVXokk6XBRhe2qPMTB6y/5xNnrxvctnie+5yWMtHusJ+ELwy5hvBh8EnhPRZmVeG0uEYSU2j6/QI0mFyq3EZ+wSpApM4fUdtslUh0oG/S0fARrqlkPGZHk1NWl0yqfQ+90hDFRNYznZRdt554YUXLqO2wm+Z4P9d5PJNrV9Oz//HIVArH3LqVixYsWCLhQZtYA5DZodfdBQc41gyOWQrga6CRwelnVxmcv7jwTjiatjVEesqPMoCBH2m+++/f1+a2Uz/oBQL6mtiyDFargf/WV1UXEpnWZfe4x7fRN/VFQssGlRxxAAtKwV++9vfLtSZE2llxUL2Nk+a+ZvoRCnKo4qFfPwo2zgykWaprdQ4Fs1p+78RqEWgVr6GHGMQnQnLpuATrBf6iO0REZe0OD1GCesf3eqA8jYTckkH88jKfLydHjNJfhz9mmmTJ++bXLaM4y7+r+UjPZq6dCyrYtmCV0gPS0v8nPDLygzGLarsgK9QHDLeGPqp/wEWdrIvqZLyn4mt8m62PsS3UsgHQuQOlglK9K3ZxxH+qTLR10a92aKRCT8vmhfHVw7Vmed5my1jTE2ntFUTuaZWGmCg6bTCL9cRiwwt21TlS07P/8chUCsfcupWLDSYVNpiwRYLcxkyWyCEUGXwiYk82xHUNCyeE44xE1PHgPFu3wBBTd+IT0d5/vnnL3BOxmq+Dh4iPcLs0IgOTZ+vw8fCK6+8sswjb8XIAq/0nw5/aFJQek/v5cm4rljkIyzBg0kNqxxsfdG8A6usWCCv4447blnPwBpTUL6VDrIiDUJVLOSVV55jnk37YTUVc/CudEpH8Wn9fW0E1olAjXxVPyHwTiZd9ctKuhw3O7CDd+AXjvDFJFonHTwrTU5IMyv/mNQwebjuuusWupJJGjxDfmba5Mn7Jpct47iL/2v4CJxU4cVYoI9a8YpOaBlvKGXrO/hl7C9Oe4n0HnrooX3vMummX8SCgb5Y04bXmfhmytsCiHfBBRfsWTCiQNAFBtKjfqWFnezfSvNhUp9ljZZt6Fq3aSJbslKF8RO+F6h7HgOSdlbwULZW+Gk9kYdRl5qjxzUtX49HoFY+5BysWLBiwRYLDdpAC4bM5u4hWLtCOhidOGbm1v9o6XOHRJm7iA4sdzqlcjAppiPSZ+zfCzoIxQL1iPzZljCV8naOUuc5lCarDFEGwrxnm/3dGX+Nn69LigUsW4bSwPIBU8VIL7ePbLIZ8XKICbk6Fu1yDDqEi58bgRYI1MjX++67b8kHHLGqhDyMNq8WRhonXyMnhviPNEvbyyItLJhw8hZ5d4XkU7JYI51NnrxvctniG+xyWMNH4KVKOtps1zaewLYFr/QpFvTkoy4e6rqvpvxRXhSEXfH1PkoVFCclgrezzwd9V69ZiADTEvUpFvRIak1v7HVWZJROlSilhTzqs1psgZ9ioUrWq666Sh/5eo0I1MqHXCQrFhpMKm2xYIuFVgzJhB6fBl0rxwh9hDya8NJqVmZw/a8dFunTEfYRpnxdHSVlwHkkA0lIrSnUfDcPSPpM2m644YZl514yJe4qKysQ0RmqpUBX/Hw/H1Wlpn45btd/rCbU8gB88ioofhxYEYiyRogCh8mIHttZUiyQN98kWy5Em0AZwPdAmRBpZ0sDvjkOQ7vaF4qJcBaXlSVDnqO7sPF9IzAXgRr5qiuIeVCse4PPOuus0cXjzHj1URN8RoiCYuwRd2xDYpKi78c1g+rsD0ILmJ075rpp3DHXqohEjs+hTS7bnHpty7s1fBR1Vy/9WWEdcTScyys6psgWC9rXBt+MDbNT1SgzRyhmy8NIk/wYC3UpAyINQvpPPXYz0iCE5+nn2ULQRWyD0Hc0XrZ40nhjrkt9OOMdTrMovc84hu/epUzRsrXCD+UH+UZ5xuSt5fB1PQJz5IPmasWCFQu2WGjQBloxZDAnE0Am4QyA2d+HqTrmtUMrBfF+KdRTB9iXN5ZQYLBajvdivAfjE2CTCCdpKCVwmjikLNmEctO5U2bw1AnEGMVClJ8VV74JSgJ8NkytN0oPFB1McEiDdlYadER+Do3AYSJQI19//vOf78kFZENWFuI5nvv8agauODiF/5DLTCTwgTKVB8GTcmFZwakvHB83xaP9YX4P5300Eajho6ipKpqnKKDm8EooyVH+HxQxscXnCv0zVqTZV8LYcsDLbBOAt/FHNUYpEWmHM2cWAA6KGBPgK4LxJltfuO5TgHSVay5+eux3zdbWrnL5/jACc+SDpm7FQoNJpS0WbLHQiiGVOVte08mFBphw05QDLet6VNOaolg4qnV0uY1ADQKbLl9r6uR3jMBBIzCHj1Cc6Ur8o48+uvbi41uK8UrN9sS1F26NGcTWAqwQd430yF6fRnWwX3+OfNCSWrFgxYItFhq0gVYMqczZ8lo9oHu/fEtk26VlxUI7LJ3SdiGw6fJ1u9B2bbYVgbl8pMcnZz9CrTHDqjIWQ7r8jbTOcxPSU59PY7acbEKZW5UB67H45nba2ArV8enMlQ+RkxULDSaVtliwxUIrhgzGnBuybQJfB5yJjiIhhDUhpremzUPAioXN+yYu0WYgsGnydTNQcSmMwDQE5vIR5vJqtcB2unUQJvjhB4hTqHaJ4jhxnCdnZ4vbjoM6jL7nnnu2vbobV7+58iEqZMWCFQu2WGjQBloxZDDm3DCfdRyKhb4jJufm6ffnIWDFwjz8/Pb2IrBp8nV7kXbNthmBFnzEqU8xnmCrwrqIEwvGOkNdVxkOI118a+EvatdIj63EUabp4BFoIR8otRULDSaVtliwxUIrhmwlSu68885l5x+DALyZc3qBaTMRsGJhM7+LS3X4CGyafD18RFwCIzAdgVZ8xMkKMa7AianJCMxFIHwrcAJHdrY7N22/Pw6BVvLBigUrFmyx0KANtGLIcew/HAutN2e3n3jiiQuOU8O78d///vfhFx3j0BDACzN7WPk9/PDDh1YOZ2wENg2BTZOvm4aPy2MExiDQio84lQhrBY6B3DU/AGNwdpxpCHDyBm2Jo7TtsHEadi1jt5IPViw0mFTaYsEWC60YsqWQcFpGwAgYgW1AwPJ1G76i63DYCJiPDvsLOH8jsLkItJIPVixYsWCLhQZtoBVDbq7IccmMgBEwAoeDgOXr4eDuXLcLAfPRdn1P18YItESglXywYqHBpNIWC7ZYaMWQLYWE0zICRsAIbAMClq/b8BVdh8NGwHx02F/A+RuBzUWglXywYsGKBVssNGgDrRhyc0WOS2YEjIAROBwELF8PB3fnul0ImI+263u6NkagJQKt5IMVCw0mlbZYsMVCK4ZsKSSclhEwAkZgGxCwfN2Gr+g6HDYC5qPD/gLO3whsLgKt5IMVC1Ys2GKhQRtoxZCbK3JcMiNgBIzA4SBg+Xo4uDvX7ULAfLRd39O1MQItEWglH6xYaDCptMWCLRZaMWRLIeG0jIARMALbgIDl6zZ8RdfhsBEwHx32F3D+RmBzEWglH6xYsGLBFgsN2kArhtxckeOSGQEjYAQOBwHL18PB3bluFwLmo+36nq6NEWiJQCv5YMVCg0mlLRZssdCKIVsKCadlBIyAEdgGBCxft+Erug6HjYD56LC/gPM3ApuLQCv5YMWCFQu2WGjQBlox5OaKHJfMCBgBI3A4CFi+Hg7uznW7EDAfbdf3dG2MQEsEWskHKxYaTCptsWCLhVYM2VJIOC0jYASMwDYgYPm6DV/RdThsBMxHh/0FnL8R2FwEWsmHQ1csREUc/s/CGBgDtwG3AbcBtwG3AbcBtwG3AbcBtwG3AbeBg24Dc1UfViz8jxvtQTda5+c25zbgNuA24DbgNuA24DbgNuA24DbgNrA5beDIKxb+/f/+tfDPGBz1NhBCcS5D+n0jYASMgBFYRcDydRUP/zMCNQiYj2pQ8ztGYDcQaCUfDt1i4ahPKF1+K0VoA60YcjfEl2tpBIyAERiPgOXreKwc0wh0IWA+6kLG942AEWglH6xYsMWELUYatIFWDGnRZgSMgBEwAqsIWL6u4uF/RqAGAfNRDWp+xwjsBgKt5IMVCw0mlbZasNVCK4bcDfHlWhoBI2AExiNg+ToeK8c0Al0ImI+6kPF9I2AEWskHKxasWLDFQoM20IohLdqMgBEwAkZgFQHL11U8/M8I1CBgPqpBze8Ygd1AoJV8sGKhwaTSFgu2WGjFkLshvlxLI2AEjMB4BCxfx2PlmEagCwHzURcyvm8EjEAr+WDFghULtlho0AZaMaRFmxEwAkbACKwiYPm6iof/GYEaBMxHNaj5HSOwGwi0kg9WLDSYVNpiwRYLrRhyN8SXa2kEjIARGI+A5et4rBzTCHQhYD7qQsb3jYARaCUfrFiwYgdHlNsAACAASURBVMEWCw3aQCuGtGgzAkbACBiBVQQsX1fx8D8jUIOA+agGNb9jBHYDgVbywYqFBpNKWyzYYqEVQ+6G+HItjYARMALjEbB8HY+VYxqBLgTMR13I+L4RMAKt5IMVC1Ys2GKhQRtoxZAWbUbACBgBI7CKgOXrKh7+ZwRqEDAf1aDmd4zAbiDQSj5YsdBgUmmLBVsstGLI3RBfrqURMAJGYDwClq/jsXJMI9CFgPmoCxnfNwJGoJV8sGLBigVbLDRoA60Y0qLNCBgBI2AEVhGwfF3Fw/+MQA0C5qMa1PyOEdgNBFrJBysWGkwqbbFgi4VWDLkb4su1NAJGwAiMR8DydTxWjmkEuhAwH3Uh4/tGwAi0kg9WLFixYIuFBm2gliEfffTRxb333rvy+9vf/jZJwv3rX/9aeZ/0nn/++UlpOPLmIvDHP/5x8d73vnfv961vfWt0Qf/85z/vaxe5rfX9f/bZZ0fndVARn3zyyWWdfvOb3xxUtvvyUb594YUX9j33jbYI1MrXXIrzzz9/j48+8pGP5EeLm266aclnzz333Mpz/d59PFN6dv/996+ktW6+/Mtf/rKgvMiKBx54YPH3v/99Jf+xf/7whz8sfvjDHy5uvfXWxWOPPbagnxmi//znP4sf/OAHSx4t4dF372c/+9lKFk899VR1WuTz17/+dSW9Xf/Tio9oC2eeeeYev3z961/vhRX5+OMf/3hx22237X3L3/72twvaybZTKz4cg9NRx/h3v/vdUvY+9NBDY6rsOGtAoJV8sGKhwaTSFgu2WKhlyDe/+c2LV73qVSu/G2+8cZLI+P73v7/yPul95StfmZSGIy/2Bs6f/exnF5vWsX3jG99Yfl8G+WPpe9/73vK93MbG/L/00kvHZnVg8T760Y8u6/ThD3/4wPLNGSnf8n1M60WgVr5qqV555ZVl23nrW9+qj/aujz322OXzF198ceW5fu8xvJPj6KR8XXyJAvKss85a1kHLQH3Hyo6f//zni+OOO25fOq9+9asXYJQn/woUkynNd+r1O97xDk1u8bGPfWxWelmps5L4Dv5pwUfARj8Z37bUX6I4QJHwute9bhkv4hPSli6//PLFP//5z96vcMIJJxTf17T0+ve///2+9OA98tN4fddvetOb9qUx5UYrPhzKc5swpi7IKL7L61//+sU//vGPoer7+RoQaCUfrFiwYsEWCw3aQC1Dlgasxx9//CSRcfrpp+/rNK1YmAThgu/3hje8YQ/HW265ZdrLa4596qmnLr/vn/70p9G5rWsCM7oAa4hoxcIaQD0CSdbKV63aT3/60yUfMQFXYmAbkw8mQ5lKcrpvcpKfrVuxwCrwa1/72mX9cv7x/0tf+lKu2sp/VvkjblcITqXJJAlZsbAC58b9acFHWIpF23jPe96zr44o8N71rnct40TcUsgk8vHHH9+XRtx4zWteMyqdSBs+yPTrX/96Uhol/s9pdv1vxYdd6cf9bcT4wQcfXH6nj3/841FVhweIQAv5QHGtWGgwqbTFgi0Wahmya8CaV8y6ZAua3RgQR+dKaMVCF2Ll+/odNkmx8O9//3v5fUurrOXa/O/drFh44xvfuLcqQDpjftdff31f8ofyzIqFQ4H90DOtla9a8K997WvLgWu2CmOLTchPth1lUvmAvB3DPxHnbW972wI+DmrNl6z6wttRfsKTTz558bnPfW5x3nnn7Vs1/vKXvxxFWQmZ4GlfwjVWQV/84hcXH/jAB1aekcdPfvKTlff5kxULKDsChzFh3qKSLRbGpKFx+qwr9hV+B27M5SMUcO985zuXbY2tKploc9oWaQNMFOG/T33qUwvlJeK95S1vKW6zwfpA0xlzXVIsYKkz5t2IU6tYaMWHGc/S/23F+JRTTll+K7ZzmQ4WgbnyIUprxYIVC7ZYaNAGahkyd7LRueWBbzBsDu+4446lII53Ca1YyEj1/9fvsEmKBQbv8V2nbk3IExhMNI86bYpigb3n3/nOd/Z+7A81rReBWvmqpWKSHLz0i1/8Qh/t+SOIZ5h5Z1L5kCe/Oe7Q/9Z8qQoT6pD7DpTUTLajfqwCqwVFlFcto4iDhYcSk3RdQWYSkCkrFqb4hMlp8V8VC1iUmeYhMJeP6BujHZW2oml/RTwsGrKfC9reJz/5yWU6xCvx3F133bWMQ7vD50ffr6t/u+iii5bpUJ6+NHiGD5QaasWHQ3lvM8bI5WhfyCzTwSIwVz5Eaa1YaDCptMWCLRZqGVIHrCFQCcduh6Cj1Pfi2oqFEHHjQv0Om6RYuOKKK5bf90c/+tG4yvxfrNYTmEmZrynypigW1lQ9J9uBQK181eSUx/PE+sILL1zyGXll0nc3SbGAJYTuY+8qGxN+tUbIE35WnqPvIMzPAw+2QGi87OTSioVAajPDuXykfFBynotFQrQPlAG0hxJh+aA+TfDpkekzn/nMMq0TTzwxPx79X/P5/Oc/P/q9KRFb8eGYPLcd43e/+93L747zWdPBITBXPkRJrViwYsEWCw3aQC1Dakd90kknLQUqnfPQdghWArQT1z22YxQLDK6feOKJxZ133rn47ne/u+dB/KWXXgrZMCpk4MDKFu9jupYH7KMS+b9IrBSwEkx55p5IEJ7Xcd41ZgVCv8NYxUIL/Ibwefvb3773jZkUTMX2KCgWGGAyqeE7YQFAW+oajIJVl2IBbFhRpR0+88wzQ7CuPOcUFlZKeBc+ZtWqNZEH5aOOtG9WnV5++eXW2WxterXyNQDBTDlkJTyVSfeEl9qfyoeuyXtOs+t/S7785S9/uawX9evbr37JJZcs42LOrnTdddctnzEh1K0bGo9rtnYElpdddtnKY7CLZ4RdCoqVl3r+2GKhB5yKR3P4iNM+4tuyfaFEykd8uz7iNIlIjzaXiS1J8fzTn/50fjz6P2lHOowv1kGt+HBM2bYd45tvvnn5vVAymA4OgTnyQUtpxUKDSaUtFmyxUMuQOmC98sor9zziRid4ww03KK/uu/7mN7+5FMDnnnvuyspVl2KBo8fwxhyOCiMvDTFBY+LTR0ze1LRY36cz4LjLs88+e1k+Jm0lYkLIoEFX3SItJtOnnXbaosthIUqQiMtgF2JFIu83Jg7pM6nLhAfoSKMU5oF6K/xyOUr/UYhEmUpOskrv6L2WExg1gWVg00fqybvrKDKcT7EHHOddUUcNaUMccZcpKxZYMcW6R9/lmsEkpt19yjksQEre73mftoepd8nLOGXCe33k2TV5omzsTS+17XiX79qVR677Lv+fKl9VrgbWU0NMqIM0vU1SLOAHJeqFYrmP7rvvvmVc3lHP6+oA+P3vf39fMitm7CF34wUrFgKJzQyn8pHWQmVlaesCcT/4wQ8uUNwh85gg9pGedkR7RMmspH0DJ1/VENvUgj8I87aMmjRL77Tiw1La+d62Y5xlCM43TQeDwBz5oCW0YsGKBVssNGgDtQypA1ZM/3RVqWQeqMyrEzjOidYJTEmxgLJArRq0wy1dl9Igf1aVdRWg9C756KS9NPnClFL3/pbS4R553XPPPVr1vWsUDvEOyoTs0CieaQi+SoqZxotr3YvdCj/Nv+/629/+9rJ+NY4UWyoWUHIFJkN7H3VFpeSFnom0rnpGuqUQHyJKqljg2w21Q1bWSivQDz/88LI+pXzjHgqG0qBW+bZ03KQONCOtrpA8HnnkEa2mrxMCU+WrTkq6cB+6T1sL0u+9SYqFM844Y9mOh8zFVV5Sd3VsqHh94QtfiGoXQ/XrQ9tVypOCktzX+EPXtlgYQmja86l8FKnjFFH55emnn45H1SF8FGlmKyK1xiQOCxUo+VlMwT/DVVddtcAHA/f7SI/iZjEF5QUKZRTeF1988YL+CSuGuQqHVnzYV5eaZ0cVY90Ocf7559dU3e9UIFArH3JWViw0mFTaYsEWC7UMqQNWFAucIR6dLWHXaj0rsRGPCRakk+SSUkDz4l1Weq+++urFV7/61QWOAfMkn0EjK/RK5Jsnc0wk2ffHpJ2JXJRLwzzAZLVMy0tcBhdYU7CSrY7EIp28pzMPlCMe5WMFjiPlVLkRz9VUnnLT+VLXeI6ZMPf4qUOoFvgplkPXahFS8nY99P4mKhYwsc5KBSY1KIUwx9aBUHwPVe6oYiGeE5IGgzvez8qzPOHCLF6/N9cMXuADBpu5zZBeNg3XtpAVC7QZLRvXWC5gTUMd8ZCey2iTz/7WPFW+wjvsrY6ffg/4O+4T6rdAQRnP1NpGvzdtbA615EvadtQNq7UhiriEasGl/KD3S+mhYNV0tI+yYqGE2Obcm8pHUfKbbrpp+c27tkFE3DEhfbC2odx2sy+PvE1U34Uf2WpWIqxAIy5tXPk47kfIaSnZaqKUZuleKz4spV177yhjrO2N/th0MAjUyodcOisWrFiwxUKDNlDLkNrRoViAdJtC10q1rojGKrxO1LNiAa18dKCEt912W5YFe/+Z1Gu8rBA455xzVp4zUVJiApY9PpNeTkedEvJcB/GRHj4bdNCfJ18lxQJmgnn1gRU4rVPgFfkQ6nco+VhohZ/mOXQddWeyU0N5AoNpN21s6FfagtPKYiF7zmYCqCbZ1BNFgk50+KZBJcVC3mbD99etCnx7bRM4hIr2gBKqtOpFe4w4hJiRK2l7yYoFbdvUI2+nIR2UG9nx6jp8O2iZj/J1rXyNOquyKCuJdFW8aw+2fm+uh3gonmdlKOVpyZdqHUSeQ6R9RLRb8NC2PuQkNk9YVOmZFQu08cCiL0TBDU9k0m8DL/Wloc8yv+Z0d/V/LR+xPSbaCDJ7DrH9EeVdpEeoymPSZpKvz4euUSyXeC3L2KF0KFepHQ7VtwUfDuUx5flRxzj7rFDl5RQcHHcaArXyIedixUKDSaUtFmyxUMuQOmBlYAThECs6wK7tENoxR6esg8asWFBHSH0nTqCxjwktZVCzWCaAUS7CM888M8uT5f+8wqCKhXw+NSu4XZRXx3DyF5QVCwwu2LtfIt0fmhUUxNfvUFIstMCvVK6ue9qx1poC5gmMfru+69Kxbq0UC2oVw2Sva4Xo2muvXbY1JhQx2MuKhZJCCkxzu9Gj81R5lk1w43swMAtfHYQ5H20vMUHjXd5Ti56uvcjExXGqfoeST4koz66HtfIV3LC6CpxROGVSJVTXyqd+70hrTKhyL/JtyZdaLpXVkVcOVWmNhQ6UlQFD7RBFnNZd90DntDTe0LVah0W5VbEw9L4+n2tVEvlvW1jLRzomQHFaS8h7VVLwzUrpqbVefFcsjbBoRDmNhYMqn4kDH2elIWOCeJ+QdxibYD1GH5PLQpzSwsNQfVvw4VAeY59vA8bqP4tvMmRFNRYbx+tHoFY+5FStWLBiwRYLDdpALUNqhxSKhV/96lcrnWHW1rKyGZ2lrmb3KRaYxLCyS4c6tJ+bDjzSZyUpSPcr8jwfNRbxCHMddICtvgNIp2swH+npwF+9Q2fFQlamxPuEuopM/TLpdygpFlrgl/Ps+6+T33vvvbcvauezlhOYFoqFrFCiHXQR35bVJgZ5mEWGVYMqFpjAdxET/GjDhLqCqeej8wwLm7zlh3RRZnQpPrS9qGKB+Cg1sAiCn0uTpShzLiN+UkxlBGrlK6mxAh9tgYmqkn4DlaUah2v93pHWmFDlXqTZki/VEgOZMUQaPxQRWY6qEq6UXo6viggrFkqIbc69Gj5SHqHNI49riEm/OnQmLbZVkH4mVUATr+RjiXGQLrAQTy0osVLjXvxQMug2yMiT9q5jJ+Kr/5GI1xcqX9XyYV/6Y59tE8aqOGLcalo/AjXyoVQqKxYaTCptsWCLhVqG1AFrKBZg1FgtpZPL2yHoPKOzZA9hkHaOfZPsiE/IRAhTVo6SokNUpznkoWXSyXlpVVvT5VpXbnWAjeOlKD+dB1YIfT8dPOA7ISgPcEuDj4irmGVP5sTR71BSLEQ6OZyCX36377/WOVbr++KXnuUJDNixkjf0028e6bZQLGSv9Hy/qaSKBZyX9pGusoFFkK5gRzskxJKHVazS1oV4N0JtL6pYiOelEGsa0qYsKDOwltD8h0zQS2nuyr1a+Qo+OGgLnDNvY+0Vz/CD0UX6vZF9QzwUz8OaTNNtyZc6ofniF7+o2RSv1WIhrHD09BmwGJpUZYsFlK5BWbGAiXhg0RfiD6ek3FOLBfqKvjT0WZ/SMsq6i2ENH+lCBu1DlbRjMUQxzCk7wWuEtMXSNjTSRFmFcpaFjb6FEPoQnYCqY2EUFmx7QxHC2KVvq5luj6NseiLMmDq24MMx+fTF2TaMdQxcY0XSh5WflRGokQ+llKxYsGLBFgsN2kAtQ+qAVSd0OonP2yF0QvLkk08u+XqMYoFJKpNEjnFUwa0dvl5rmXS1oW87RRRInfSpYoE985rHlGsdOGTFQt+EUPfMz1EszMEvcBkKseAITMbg3JVensD0rZ53pRH3WygWmNRFvQhrSBULQ8fiKT+oYoF89ahWLVNc8y5bUEoTQ95Xvu1SLLzwwgt73stx7JVNciMfDa1Y6G4RtfKVFNXcOe/D1nbdp4zV780Edg615EvtC9S6rKt8yhPhZyevSA9ZzmQfCzo5zIoFlftdZeq7r4qFMcrsvrT8bLGo4SPdloe8UkXSGEzpp7WdkgZjD203Y9LpiqNjJdLusjLrej/uH3PMMcv+qbRdMuKVQq1fLR+W0h17bxsxZuwT/eNcvx5jcdz1eDXyoYSZFQsNJpW2WLDFQi1D6oBVJ/F03iFUCek4ID32SSfZPNNBY2mQzCqOWhFo+l3XWiY963xotZjyaMegA0ztwLvy7brPKnRQVixwZnUXtVAszMWvq2z5vm45YQW9llpOYHQClttdLp86stLjJtUhF221hlSxMDTYUH7IigXyZpVqjHKtNFBUvi0pFj7xiU+s8G+pPWdetGKhu0VMla/6fUrYj7mnq5aa3iYpFlTGjvHFovVmS1CQ3r/zzjvjdjHM/kvU0sCKhSJkG3NzKh9R8AcffHBFlvGNxxILH1mpylZErGRaUe7nao/CVCWWjjPGlLMVH47JK8fZVox1AQprF9P6EaiRD6VSWbFgxYItFhq0gVqG1AGrTuJhVn0W2yF0733skQ3G1olUViyw1UEHj3HNxOp973vfnqkgHtEx19aJoZZJJ0to6IdIzQNVsaCOEFmFYsI59qf7Ow9SsdACvyG84rlOnvusMCJ+V5gHXK0sFoaOG1NLFVUsoJiJdkdYQ4rNXMVC5M8Rr/ju0FUnLSfXHMeqpLyZFQscYZrf5z8KmQ996EN72y1YBZzqjV/z37XrqfI1T2ZK32PoHm0tSL/3JikW1IoMnyR9lOWl+lJQBRuyuI/uuOOOZfvGDF3JigVFY/Oup/IRNcj+kvCVM4awfMnKU8YaL7/88pjXR8dRHyrw9FSLisiIsU7IBMo9hVrx4ZQ8ibvNGOs4caivn4qb45cRqJEPpZSsWGgwqbTFgi0WahlSB6w6iYdZWSmNji62QzCpi3t5hb5PsaB7a3kfj+BdThO1TJgZBjGpj7zHaPR176MqFvQ4yqHV78i7FOaBcsZD35lrsdACPy1P33VMimpX9SPtdSkWUBj1kWKligX2bkf7IRxatcITNMoIJkDRVtehWNC6MDEiXx3UUFbqpKQ8ooqFvB8ZPsH5ZslBWfZ83XXUoea7q9dT5SsDUfyUqEyEr7gXP3VSi6yK+xGGDwIw1++9SYoF5HjwFPXrI/zYRFxCPUFH2/sZZ5zRl8yeki3SwfpMyYoFRWPzrqfyETV48cUXV9pN1/YwrW22cqC9sE9+zDYFFBf4CyE+bTEc92r6en3zzTevlC9kLcdVcyoPp07pOEbf1WuUvtGuWVyZQq34cEqe246xWrZyUppp/QjUyIdSqaxYsGLBFgsN2kAtQ+qANSsWMOmLjo6QjjL+lzo+HUSrxUKe7OizLBToxCMPQhXoaMf1GabkXaTm/LyjioU8EEBB0EesoLENA4UEq2VBB6VYaIVflLsvfOqpp5YY9x3n2ZdGPGupWNBv1qdUyp64VbGQn9FGuii3wzDPbqFYuP322xcXXHDBnqNSBmddpMoo2jDbkIKUb1WxQDtXHmG1r4uywzBkiKmMQK18xZt4fA+VQeSCg7h4NrQipt97kxQLKN2iDoTaRjOSanGW/cyoJdyQgkIte7JTNSsWMuqb9b+Wj7SNDckpFMi6qMC7YXE5Bg2cNWp+umWn9D7Kh4ivCuBrrrlmeZ/ntM0uwnpMFeJTebwVH3aVL9/fBYzV4pUjRk3rR6BWPuSSWbHQYFJpiwVbLNQypA5Ys2IBZmVFPzpNNVfV1bRg6i7FAmWLNAjVBDbejZCBosZlMh9E56vCnhU/7mVixUDrRXo6qMe8X/PoG9TnIwp1st1SsaA463YL6tYKv4xT6T9Kn8CG40HnUEvFQk4LU/4SsWUgyk+oigXi6+AtT240vexcMfZxt1AsqNWPtifNn2u2SGhd1FGqtm9VLKCI03dymvEfJ6C65Yh32G5jKiNQK19PPfXU5fdAaaekiqOSPNW4+r2nTjo0Ha4zL83ZokR6KvfPO++8nN3ef5R6apae+5pnn312iRNtsUv2ZOVy9gtixUIR/o25WctH2sb6eIW+X+VrX1vqAoU0VDFx0kkndUVdZMeSF1544TJunuznraPLiIvFgomryu0+pbe+p9eKUS0fanpd17uAcW4DXfKoCyPfr0OgVj7k3KxYsGLBFgsN2kAtQ+qANQ/2YFZdSdKOr7TKrx2bWiU899xzK53mxRdfnOXA3n/y1zy41n3GRELAaxy2aOjAmBWzd7zjHStxiK+KBdJhQqfpUM+spGCQqhN+4usKcEvFgppFZ0VHS/yKwMtNThAIXJgMzKGWE5jsCZ7vQuevpBO1qENWLOQyocjK6bBHVgeW6riphWIB89goH2FpEElbVPNwyqPlVL5VxUJWiNx9990K0d416eRjXSkHWzBMZQRq5WtsK+L7ZVIZhPVCH+n33jTFQpbb2UcCclStDMCitA2JLSDBF8R5+OGHVyBB9qpyAjmfyYqFjMhm/a/lI06RirbRdywrbS/iEV5++eV7jqfpq/t+uT2qo2jSQWZnoj2qojq3a2Q41nVantJ2M8Y0vBvxStagKDDoe+JXsgxqxYf0A5EP2zgybSvGWs+8bVLHmBrP120RqJUPuRRWLDSYVNpiwRYLtQypA9aSYoEOLDq8CLuOQupSLMD0McCONFgtJj8m/JiF51WGiMfkKpN6QI54dPA5j3hGmBULDDK0MycOk1UGIihFmHDqIJbnee9vS8WCTiLJCyyxEMEDemv8Mp7xnz3P5M0PRcdcypP4uZ0zSqQoHyHfh6P8+C7a9jROVixQJ53AEJfvjsND4p5zzjkredBGWE0NaqFYwAomtz1WxTiBA+UIvk3UOogy0i6VlG9VsZBXfnmXE1RYESMeSqsurFQZqHn5uu6YPPVhET5qFEuVeao00jhxrd970xQLWL/kNhXtme0PWS6XTjmhnkzUlHe5pr2yf5w6Z54pTdKsWIgWs5lh7TiFo0mjbdCeSoRyILeReGdMGFZppE3fnpUC9In4XkCW6vaHSLtkSfHQQw8tyx3xUFqQBhYMJ5988spzys+kNhPjl3ifMFvqEL8VH8JrmpeWZZsx1nped911Swz6LBv1HV/PR6BWPuScrViwYsEWCw3aQC1D6oC1pFiAYXW1iQ6HVdES6eAyT1LyvkXtuPSawTbmhHGPjjZ7cWYQnieAET9CVgN1kFFaFcasNg964/0cMgDIg/+WioVbb711WWfNmwEI1BK/0rfjHm0o8u5qC13vlu63ViygZNFvGmXVkPas7aekWMDJpjpm0vfzNY4PlVooFkgv+zfI+er/klWF8q0qFkhb9/VrOvkaM30mgHEfhZ2pjECNfL3vvvuW2DLBVkKmBe4otoZIv/emKRYo+29+85t9yrCon4Y4qOsj5PQQj5Ne3i4WaVqxEEhsZljDR9RElXR8/+eff35fBZHV2tamXoeD3ki4dOJBKU3aa5+1lzpWLL0f9xiLqEVklINwjGKBeC34sE+xsM0YK96cHhLf5aqrrtJHvl4jArXyIRfJioUGk0pbLNhioZYhGdSGAC2Z+8GwTM4iDmGXibxO0kvaeyaGWUkR6bI6QD5M3vOEnQF6iTAhPOuss5bbFVBsMFkK6wQdoLJyUCKc9HH+erZOiHKxcsxqSd4mQVp5sNO3In/DDTcsMSyZ8JIe+GuZKQNnWwe1xi/SjfCiiy5alrHPD0bEHwqZJASOhHzXucS2kGy5QNrgxrdnYqHtNSu4In+8g7P61PXdOTqvZG6qZ40PTfCUH0qKLbyb69YTxYpreLNrb6fy7S233BLV2gupG4oqVfRp2kxSQ2HCgFifDXlAX8loh/7UyFd13pYnHrr/Ghk2RPq9UW7NoXXwJeVhYoYFkbanuEa+40AvK2dL9cCXSGk7G2mBQ5/T3uygNeNeyq/vnioph06j6UvHz/4XgRo+CuxUGVxSGJe2wkX7GxOWZB8r9Oeee26xTdPnUKYuZUCUm5DtdaXtZ5QrLO8YT3RRltMli4V4dy4fqvKc8iltM8ZRT/DTcdiY7xvvOpyHwBz5oDlbsWDFgi0WGrSBVgypzLmuayZsDA6ZEGHOynFSrUlXBOkcu5z9ab4oBjgSLcrFJHbM8VSaxtxrBt5MOJl4cBpEKf914cdgBQXIjTfeWMx3bt1avs/3RdHCBJpvW8JpbH4vvPDC3ncnLdLsUpyNTW9qPAYynLiCAosy8P3HTMCG8iENVrDws0C6tKnS4HkoHT+v2wqB8034iV/ew02bi2fbNnBFCfvrX/96r82hGOO6pj1j2g0/YpGDIgw/K3P43O348BGYM07RyfVBK3lovzh9pj0jp7kuLTYMIYysx58KJwNh0ccYYyzR9mPCW1J653Tm8CF9EOMmlNMHRZuAMXXVw5QA6wAAIABJREFUY81bbAk9KPy2IZ858kHrb8VCg0mlLRZssdCKIZU5N+2aySTafVZc8UlQMoeMMmvnQAdJh24yAkbACNQgsAvytQYXv2MEpiAwh4+YWKvvGZSxu0Qo6BjLMAZaN8X2DawAd43UqtYnJR3s158jH7SkVixYsWCLhQZtoBVDKnNu4rU6VOoyCUbhEJp9OmJrnTfxS7pMRuDoILAr8vXofBGX9CgiMJePsCakT+eXT086iniMLTOWZ7G1Tk8pGvv+lHi6Vaq05WRKWkctLtZj0b7stPHgv95c+RAltmKhwaTSFgu2WGjFkMGYmxrmPek4acREElNjzIsxL1RHZ3QSeQ/6ptbN5TICRmAzEdgV+bqZ6LtU24LAXD7CXF6tFphw7wKxPZGxDHVfd505zpO8cOy7a5ae6sz4nnvu2YWmtVF1nCsfojJWLFixYIuFBm2gFUMGY25qyD5btUYI7XJXiDMxkxEwAkZgDgK7Il/nYOR3jcAQAi34SE9IKh1HPVSGo/icbSAcgahHYq6rHviaQpGxa6RHg3rceDhfv4V8oORWLDSYVNpiwRYLrRjycMTJtFwZWKiX9C6lAqcs2NnXNGwd2wgYgf0I7JJ83V973zECbRBoxUccwRv9Pg4+TUZgLgLhWwEfFtnZ7ty0/f44BFrJBysWrFiwxUKDNtCKIcex/2bE4mSJK664Ym+v5fHHH7/n0PG8885b3HzzzTtnwrcZX8SlMALbicAuytft/JKu1WEi0IqPcOSMtcKxxx67d7zwYdbJeR99BDidg7bEUdZ22Hh437OVfLBiocGk0hYLtlhoxZCHJ1KcsxEwAkZgMxGwfN3M7+JSHS0EzEdH63u5tEbgIBFoJR+sWLBiwRYLDdpAK4Y8SCHivIyAETACRwEBy9ej8JVcxk1HwHy06V/I5TMCh4dAK/lgxUKDSaUtFmyx0IohD0+kOGcjYASMwGYiYPm6md/FpTpaCJiPjtb3cmmNwEEi0Eo+WLFgxYItFhq0gVYMeZBCxHkZASNgBI4CApavR+EruYybjoD5aNO/kMtnBA4PgVbywYqFBpNKWyzYYqEVQx6eSHHORsAIGIHNRMDydTO/i0t1tBAwHx2t7+XSGoGDRKCVfLBiwYoFWyw0aAOtGPIghYjzMgJGwAgcBQQsX4/CV3IZNx0B89GmfyGXzwgcHgKt5IMVCw0mlbZYsMVCK4Y8PJHinI2AETACm4mA5etmfheX6mghYD46Wt/LpTUCB4lAK/lgxYIVC7ZYaNAGWjHkQQoR52UEjIAROAoIWL4eha/kMm46AuajTf9CLp8RODwEWskHKxYaTCptsWCLhVYMeXgixTkbASNgBDYTAcvXzfwuLtXRQsB8dLS+l0trBA4SgVbywYoFKxZssdCgDbRiyIMUIs7LCBgBI3AUELB8PQpfyWXcdATMR5v+hVw+I3B4CLSSD1YsNJhU2mLBFgutGPLwRIpzNgJGwAhsJgKWr5v5XVyqo4WA+ehofS+X1ggcJAKt5MOhKxaiIg7/Z2EMjIHbgNuA24DbgNuA24DbgNuA24DbgNuA28BBt4G5ygwrFv7HjfagG63zc5tzG3AbcBtwG3AbcBtwG3AbcBtwG3Ab2Jw2cOQVC9/97ncX/hmDo94GQijOZUi/bwSMgBEwAqsIWL6u4uF/RqAGAfNRDWp+xwjsBgKt5MOhWywc9Qmly2+lCG2gFUPuhvhyLY2AETAC4xGwfB2PlWMagS4EzEddyPi+ETACreSDFQu2mLDFSIM20IohLdqMgBEwAkZgFQHL11U8/M8I1CBgPqpBze8Ygd1AoJV8sGKhwaTSVgu2WmjFkLshvlxLI2AEjMB4BCxfx2PlmEagCwHzURcyvm8EjEAr+WDFghULtlho0AZaMaRFmxEwAkbACKwiYPm6iof/GYEaBMxHNaj5HSOwGwi0kg9WLDSYVNpiwRYLrRhyN8SXa2kEjIARGI+A5et4rBzTCHQhYD7qQsb3jYARaCUfrFiwYsEWCw3aQCuGtGgzAkbACBiBVQQsX1fx8D8jUIOA+agGNb9jBHYDgVbywYqFBpNKWyzYYqEVQ+6G+HItjYARMALjEbB8HY+VYxqBLgTMR13I+L4RMAKt5IMVC1Ys2GKhQRtoxZAWbUbACBgBI7CKgOXrKh7+ZwRqEDAf1aDmd4zAbiDQSj5YsdBgUmmLBVsstGLI3RBfrqURMAJGYDwClq/jsXJMI9CFgPmoCxnfNwJGoJV8sGLBigVbLDRoA60Y0qLNCBgBI2AEVhGwfF3Fw/+MQA0C5qMa1PyOEdgNBFrJBysWGkwqbbFgi4VWDLkb4su1NAJGwAiMR8DydTxWjmkEuhAwH3Uh4/tGwAi0kg9WLFixYIuFBm2gFUNatBkBI2AEjMAqApavq3j4nxGoQcB8VIOa3zECu4FAK/lgxUKDSaUtFmyx0Iohd0N8uZZGwAgYgfEIWL6Ox8oxjUAXAuajLmR83wgYgVbywYoFKxZssdCgDbRiyH/961+LX/3qV4tbb711cdFFFy1OPfXUxVlnnbX41Kc+tbjzzjsXf//73wel36OPPrq49957934vvPDCSvzHH398+ezpp59eeeY/RsAIGIFNRKCVfD3//PMX733vexcf+chH9lXzpptu2nvG8+eee27f89IN4n3jG99YXHHFFYsPf/jDi/e///2Lyy67bHHzzTcvfv7zn5deGbz3l7/8ZYEM/9a3vrV44IEHRsn8vkTXUcY//OEPix/+8Id7/dRjjz22oN+aQz/72c8WX//61xef/OQn9zAEy6uvvnrx7W9/e/Hb3/62KunWZawqxIa91IqP+N5nnnnmHr/w3cbSr3/96z1+YSwzlWgHvHfHHXfs8daYsVDOg3I/8cQTi+9///t7/EXb/dvf/pajNf//4osv7tUbufDKK69MSp93+W633Xbb4sc//vGC/1PpP//5zx4f3X///Ytbbrll8dBDDy3+9Kc/TU1mcnzypdzIyKl8/I9//GPxk5/8ZE/GUP+p70dhGQODG+VgXEw6lKuPrr322r22fe655w7G7UvnqD1rJR+sWGgwqbTFgi0W5jIkHd4ll1yyeNWrXjX4O/vss3s7lze/+c3LNBDoSgx8I48LL7xQH/naCBgBI7CRCMyVr1SKAX3Ivre+9a376nnssccunw8N3u++++7Fu9/97mX8SDeHpPmjH/1oX16lG3/84x/3lMg5Df5TXpTNU2gdZURZctxxx+2r96tf/eoFdUVBMJbo8772ta8ttL8q1Z17KBqeffbZUUm3LOOoDI9QpBZ8RHU/+9nPLtsAk9QxhCLg9a9//d57hGOINnLllVcuaF+5bXCPxZe8eFJK93e/+93iAx/4wL40Is23ve1te5PY0rst7p122mnLvCnLGGJe8brXvW75XpSVkAWnX/7yl4PJgDlKzxJ+pPPa1752slwZzFQioHSKcqPQGEMsrL397W9fvhfvE3IfpdAQhUKjCz/wuPzyyxf//Oc/i0mRR+R7/fXXF+Ns481W8sGKBSsWbLHQoA3MYchnnnlmQccWgmxM+JrXvGZP814SbjpQs2KhhJDvGQEjcJQQmCNfo54//elPlzIWKzAlBqIx+GYw2kUvv/xy5+S/T25feumlXUnu3WcVjUF+Xxo8+9KXvtSbDg/XVUZW+4bKB4ZjJpq///3vF+985zsH08v53XXXXb31b1nG3oyO6MMWfPSb3/xm+d3e8573jEICBcH73ve+5XtjFAsoksaMi+AbLCG6iAl6bkdd/1ncaU1f/vKXV/IfUiww2e1TgmjZsd7ooqeeemqUTCE9lIJYCLSkRx55ZClTyWOMYgFLAa1f1zWLYl1WByiQ3/Wud41Kh3aIFW+JQtGMTBv6ZqX3j+K9FvKBelux0GBSaYsFWyzUMiSdSB5QIsg++MEP7m1/uO666/bMQ7VTDmHLAPill17aJ7+sWNgHiW8YASNwhBGola9aZVbHQ3beeOON+mjx5JNPLp+xFaJEDLyxHIg0IuQeExJW59hOgRLhTW960754rPKWiD7gjW9840r8k08+efG5z31ucd555+1btWSi0kXrKiOD71C8UG+usSL44he/uDcJ0mc8x4S5i0gLxXjgF+FJJ520+PSnP71nNs23YttKKR5bMErUsoyl9Lfh3lw+YjKnCiEmr0OEokstJfneQ4oF8nnHO96x0kYYJ33sYx/bU67R9qLdENL+SpM/lBO5bcJb8CJjq5wOaX3nO98ZqtLo51/5yldWykn6pXJqgmwH0rpxTTlRKl5wwQX7xoulFXwUOVlW8Z9VeniLiXnmrY9+9KNajFnXDz/88D7chxQLP/jBD/bVG5nAt2Ir8Fve8paV5xdffHGxjMhMxY928/GPf3yv3qSj42PikS54ZcLyKdI58cQT8+Ot/D9XPgQoVixYsWCLhQZtoJYhdbAbHQh7bEvEXtnjjz9+KeyIj5lgJgZedI78ciemHby3QmTk/N8IGIFNRKBWvmpddBLxi1/8Qh/t7beOQWSXAoAtaBGHEGUA5SoREyP29Gp8rkuT4twHZKUH2zJ0ksCEoDQQphzrKiOm11EX8sf6Q4ktEDpROeWUU/Tx8prVxDywZ9DOKniJMOVmAhF5EzJR/Otf/7oveqsy7kt4i27M5SMmh/Et4KchYoL5hje8YflOvDukWMD8POISnnDCCYs///nPK9kx8VNTd75/prxd6b777stR9iw/NR3aV43/Bk2YsRpl1jrEdR6T6XtYXkQ8QnBia4ASvhFiNZ04lD1bGyDDNJ1rrrlm8e9//1uT2VuUyvhgZTCHKAfjSs07rvsUCyhXqWvE5RtkBQ8yDwVBxCHM2KDQ1OdY1GRZQTpZedMl85FjkV5JgTMHq018d658iDpZsdBgUmmLBVss1DKkdj4MHrsGjMGwCEkVwHQqU8iKhSloOa4RMAKbgECtfNWy64Q2y1kdDJNXpnvuuWc5wGSgiUXCmL3dmCrHwJQQea/EYF8nNSWnksRH2awrrzh2zLSuMrIqrXUo5U1Z2AKh8ZhcZcp+hE4//fTBPo80cKKmaWPNodSyjJrutl3P5SPloS5lEJjhEDF/M/1+Q4oF5YnSxDm+S976ohNNJquaZ24zkQbhgw8+uBIXZ381hEIRyyXlVS0D132KhbwFosuPArJH8/jqV7+6UlzdCoDyoItQUqhCEIeptYTSVMemud59igUsvTR+ro+WSf0vZOsyLBIiHerVtUjHd1LlDH5jSoQT3UgPS51tp7nyIfCxYsGKBVssNGgDtQyp2vyx+/u+8IUvLIUdQq9LeAaTa3jQigU6d1a3UL7R6ecBvZat75rOmDRIqzaNvvT9zAgYgc1FoFa+Ro10ksHANJMOxEvyVAehyNwxJuCRh6568a7uB2fiEANXwq79vqSlk/LSIHddZcRkPMrIYD2vfEY9CXVPPKdjKLGaqZMhJiFjZTmWDjoBwrxZ321VRi3vNl7P4SM1Vcd8vI90XBNtR03Z+xQLLJ7EO4RDTkt1ywRbc4KY6Go6Jb6OuITavtjCUEMoBjVPrjNf9ikWFKMzzjijtwi66s6WgSC2nmgZvve978WjYqiWPnmiXnyhcPP2229fyZP8VQnF/z7FAls8osy0HeXtnB1WJxEXeaLySOU422b6SB1L8u27SJUlKBq2mebIB8XFioUGk0pbLNhioZYhVfh2mY8qw3LN4POYY45ZYOZFR4Y3cSXtaPPqUkmxwIQ/BDXhkLaefYsanyObMrFSl/cNxzuUL5si6/uKCZr5bK7HoHIXzNIUE18bgV1GYKp8VRkScmdqiMd5CEeD+u4YE3D9VpiD8z5WDmxVUMWCmnwj1/pIB9Skp+bP6ywjVgVRf/qPPtLJDkoGJfqiSIfwm9/8pj4evL7qqqv23kep8olPfGLFxLlVGQcLccQjTOUjra6eBtJlOh7xVYGExQEm9pi2x/fvUyxkc/aS5UvkQ6jbf3R1HmsGto7Cd/yGSK0k2DpQQ2zriToSsq0JqwC916VYYBVd4w3xB0exRnzwjsk4eFEOlBTIlCElKP68Ih3wqqHPf/7zyzRICz8HKDjAPdLuUyzoFt8h+cqYMNIk1Mk+dUFxzLfkaM8+wrG5pgP+JdKtWPg622aaIx8UFysWrFiwxUKDNlDLkDrRR8jRoSGQ55AOqsecCoFAVa1s9piey4JfhxDIdFyqMWa1IZvzRdwcYppYEuZaltxRRxp5/10uo/8bASOwPQhMla8qQ0JmTA3DmRlO0/RdthxMJUzDS8SqZKSNrOujPEHRox3XWUbFEmu5PtKtH0x2lLLlxtR97EycsFwoUasyltLepntT+Sjqzqkl0U4Jn3766XhUDPn2rALTXuI7j1UsZAVUMQO5iZIpysaEsoaef/75ZRqkhVKihmK8wjaQUCBkvo37OX0WiKIehEPH1OZtIHyjqcT4S61LwLKGQrGA5YT6XxmrWNAyfOYzn+ktAmVWnIYUCF2JqXVJyYot3tPtEOSbfX1EvG0Ia+VDrrsVCw0mlbZYsMVCLUPSeaiQ5JrJOqZhdByY8E6lqYoF0keYRzlU+13KWzsBVqiUMKWLdAgZ8FEXBr4MotXckOfsrcukg0RNK64pX9cAM6fl/0bACBx9BKbKV1a9MEGOX8gOQla84z4h8jaeY2UVzzCVhVC0xnPCmgF81xeIiQjpMhkZIi2HKlfXWUbkbeSreZbKmlebmVQFqQVb7QQw0sphqzLmdLft/1Q+ivrrHvihbRC8g4Ipj13GKhbymEjbUJRHQ3g92iftoIZUwUdaOEytIayK/vCHP6y8OlaxgOIs6kE4xGtYAGj8PivQlQLJH7aZaBrMZWoIq1ecaWYaq1hA5kY5QqGb04r/KGYiLiFjy6nEEe+axpDsRV5F/FqMppbxMOLXyodcVisWrFiwxUKDNjCHIdV8NISXhmx7wCkNewbD3C0zsv6vUSxgPqd53nnnnZrk8joPHDmmLSjvaaTDj9WKiIMZm+6DQ9GQvfZmxQKdE/s76aBZzegzqYt8HBoBI7A9CMyRr6CgA1y1sOIZe3FD9iHDMrEKF88JS1ZW+Z2x/1UWDq3UkaYOcNUabV1lBCut+9Aqah6wqxJGJ/9qsj4Wq654LcvYlce23K/lI7WsHDJV78JqrGKBSb22ub6JHLyovF3Dn/fff/9KfqXTJbrqNOb+WMUCaWldhia7ugWEepdkV1/5mKCrUpVxV5dlVV86fc+0Pn3jNuoa35zxa5+M1S0gvMMRtVOIMbQqMkhjSCmj1lZDio8pZdm0uLXyIdfDioUGk0pbLNhiYQ5DIkQ5ckwHXiFkc0gcOvY+U8QaxQKCQfe5de0lQ6hGmbIDMc2374QLOi+1XODcd6WsWBgS+vqur42AEdg+BObIV5SbIbPw75JJfdKUBtZ61CPXLUll5tA2A/JVazH1nL6uMuLwLrAjLPnTUTyySXn4k9BvQDotjzpuVUatx7Ze1/KRTkCvuOKKKnjGKhZIXMcHjAfUn4hmrpYU0U6HnDTq+7RnHXeR75CFhL4/5nqKYuG0005b4TcsAUr0xBNPrMSj7kNOGjUdzPl10s/7UxUTml7XtebRp1hQR4qUJazFcrpYqubx4ZCTRk2DsbYqychrTHvGZwRx+VGnbaVa+ZDxsGLBigVbLDRoAy0YktV8nCLpcTohzEph1wqXDlZ1VQvmV6GaB3d5b2O2JEDTqx2+bmPIDnWG9iGjTIg6sWqnpB1H1zFAGt/XRsAIbDcCc+SrmlbnQaiaH2OqXyIdHOfjIkvxp9zTtPuOw4s0Nb4qIvR+yzLmSZHun44yaZjjhyIir0KPqaum23ed86wtY18e2/Ksho+UR+iztd+fgssUxQKnMsT4gBBHoPl4yzwZjfh53NJVRhYsdDzD+0PbD7rS6ruf22eXjwXSoExRD0IUOtnfA/JMLZcifpeVaS4bSoU8xhyyjshpjP2vcqlPsYBCN9cJvw1quYBVrVp4Rb0//vGPjyoOlk3ZyoNtPbTvIULWRn4ooraVauRDCQsrFhpMKm2xYIuFVgwZTMpAjIk+1gk60Q7hFmHJ2U6tYgGnkaq9zwMIOq7Il1BX98LzeTyng8bEsOtHZxBx6TyVtL50BCYjYAR2G4E58lUdG+bBrQ7kcTpbIjWb7XPyVXp36J4OvPWovK731GJBV/XWVUYmISGnCdVhZKmM2WKBlVWICYKmk33zlNIae69VGcfmd5Tj1fARPgP02+FHoIamKBaYBKoVTuTP2AbLSrWg0DEL8cYQWyvze6qoG5PG2DhTFAukqUcvRr0ZE7F9SP2UxLMIH3zwwcEicaJXTgMz/zGT68HECxFUvmXZm6Pn8SX1QvHD4lKpLUS9x1gcYPGi2xl4F1mKvBpDeftF9h8yJo2jEKdGPpTqZcWCFQu2WGjQBloxZIlJuUeHwABZB5YhWLPTnFrFAvmcc845y0EEg1UldcyYB+H56J4o29hQfTGoYmHMYFvL6GsjYAS2D4E58lWttPKq5w033LCUd11n1+v7yKaWpCuHV1999WDSuqp32223LeOvq4x5tXroKOLsY0EH7joZrN2nv6ywXLQsoyS7lZc1fPTLX/5yySP056EsmgrQFMUCadOWsFToG0MwcWVhL+KMWU0ubZ9Y5zhjqmKBsZAeARl105B65sWcoS2jWPJkCw3GdOtSKvANpygWiM930HqWrtkCpkefDjlvBH+Vs6SJckVl01Bbzr7F1HfM0LtH6XmNfCjVz4qFBpNKWyzYYqEVQ5aYVO+hyb/ssstWhO+ZZ56pURZzFAt0PirMOR8deumll1bu5/14aI31vanXOuBXxQKaYpMRMAK7jcBU+aoycKosivgXXXTRHujZuS7bvqbSQw89tGBwmgfx6tfm/PPPH0w2ykZ41113LeOvs4ya55C5dR6Aq8JYB/dMOGqIsZb2FZFGqzJGetsaTuUjcGAlXPGd4sNAcZyqWOBd+AXnfDomoCxMrDkJBWsVFGxRPhRvfURaETdCTkZYJ01VLERZOFmjJMdw1IqyJ1sH9U12v//97++rN9sfGE+uk6YqFigLChIWtbJFCVYL4UdCF9j6jpvEuXhuO/gGo91MIbCN9kII/ttINfKhhIMVC1Ys2GKhQRuoYUi2MaA5RYCy4jSFVFhmh2TaGU3xsRD5a2cQe2Gvv/76pWAlb937xntokVXwfvnLX15M+elgRevGYMRkBIzAbiMwVb6qDFG5NOU6vH+jRNX3br/99kkfg8lRDJIJ1c+D7vl9z3ve05tunqCoL4F1llFNp5HpfcRkKLCirkp5UjdlxZB08NcQaWP9oKbVrcqo5d3G66l8BAY4EAzcCWOxYSo+NYoFzQPfCSiuUCzpcdNY+kT5unwywYPZCoD2+cADD2gWa7nOfNvnY6FUAOqKVSqTWd1+ivVQ1JswKy0jLRyDazyu17XtI/KMUMeSyq/xvC9kjMm3Rs6BYRDKEK1PlxUV97OFBk7J2fI7lXBCq3lO/YZT8zus+DXyoVRWKxYaTCptsWCLhRqGxBw0hBWd3JR9Wx/5yEeW76K9VZqrWLj22muXaaMlhtRpTmlPG/suoy6E2gFq2cZc66TAioUxiDmOEdhuBKbKV2Qrq166dQC5wr34sXIVMgv5G/cjDB8GqhggPsf/TqG8d/iaa65Zvq4KWcrXR/lYPJ1crbOMugXujDPO6CviQp3yZpzwzxB4E5b6kb7EsejQ9x955JFl9FZlXCa4pRdT+QgYsuPNIZP7LujmKha60tVTXUptCt7I++uRC3FiSVe6re7PVSx0lUOtlDKvxTs4QFSe4fogx1RzFAtRhxzmsabKwYibrWyo9yWXXLJvQSziD4VZcdulxBlKZ9Of18iHUp2sWLBiwRYLDdpADUOqp9mpAl+d2eQzwecqFvIJD3l7RMnkLpuKYXrXR+DFedE4cWQVTAW1FQt9yPmZEdg9BGrkKyjpwBpnuEq6Aj60558JtQ7QwyRX0ytdoyzG87i+q1spxsjWSBcLt0iHveeZ1lVGrNYi3yHlh253YCCfSU2YSXPsyh8rlyh/ohz0cUoty6jpbtt1LR8F7oSkUUNTFAsf+tCH9vgGy5Q+q4LHH3982SYoWymu+h8hDmMn5cGaukx5Z4piAX8B8DaKjyuvvLIzG8ZL6rPk8ssv3xdXrUypN6v3WHwcJI1VLPDdUPQiH/J4NpeXcSP14cc7mVBgqqwgHljMIW274LitVCsfMh5WLDSYVNpiwRYLNQzJoCoEJCECi45yiPKxkFlLP1exQP6q4dfBIKt5JcJsTTs6TFNVWaDvYMqmZSR93VphxYKi5WsjYARq5Cuo6SD0qaeeWgFSj6sL64SVCPIHs30drHKd/cxI9OXl6aefviLjKU8mtargvPQSYQauZr2lo4bXVUYcB2s/xXinRNk0m2PxMuW93kw8OEauj6i7bnWgLJh3K7Uso6a7bde1fKRtdIhXujDTydmQgorJZbS5vpOhUEBEPMqYV69pq/GcEMvLOdaUXXXruz9FsaAKMtq8jos0D/wKaL3yuBGe0ueMzWqdbmq+U6/HKhYeffTRlfJyEkmJUDBqvXJbZMyZFbld8qqUftc9joGPfLNSs+udo3i/Vj7kulqxYMWCLRYatIFahsTxYgisCFmZYlCmHSCTcRzR6PaJiK/7z2BwnbTX+FggjTwAjLz6HB2pEyXiM4jOZ0pTD93GQTzMgZWsWFA0fG0EjECtfA1ZgiIgk8perBeGSAf9IQ9xpFsaBLMyqCbaxEcxwAQ4E0qCSI8w+zHA/4xaAlCXLudj6yojCuUoI/njkV6Jffiq+Mh+fzSuThpJk0kPK4ocCafEpIo+RSe1xGeVMk8gea9lGbUc23Rdy0ennXba8vvnE6HG4jNFsQAPRHsjzO2NPHGuqnFuvPHGlaIwftK2Q7tFuch4aeiX9+Hj3wCfK/ErWW2HEFjtAAAgAElEQVSuZC5/pigWsj8LJrSZsrKk5J8Lfy2KzT333DNYZ8qpY07yxfkqTh6j3rSfKTRWscC4UOXHiSeeuG9hCqWCLl4h2/PiVW43WHIMfWued8nTqCsOMwPPPkVXxD+qYa18yPW1YqHBpBJG92+3MahlSAS3bmsI4RUhq/mqKIj7EZYc4mj8WsUCAlsFPfnRMefBXxYoDPqibIR07JzLfN111y3oJPPKE2VVz+GkF5MB3mcwYjICRmC3EaiRr3qSTcmpm65s5QFqCW3ilBS7yCnMl1GknnDCCSvyS2WhOlvU9NkuoRMg3mEgi68blMwqD3nWdyzlusqYJzyUAyxQCqMopm/QuvZZc2CGXurzSIMVZaw82DOe+x/Spz/smgS0LKN+n226ruEj6q+LBrTHGpqiWOAbZ55gQofy4OKLL943JmLckXk4n56l7XPoOk6EiXpmK9GSNU7EzeEUxQLvMqnW8iELWJmH71V5Rhx4JCs5+Mb6/pRr+FLpj3/840paJUspjZ+vxyoWeC9vDeZdZCDKAnyoZBlz9913r2RHm8lxptQ9j0MjcRScmi5Kmm2lWvmQ8bBiwUoBK0UatIE5DEnHoxrRMcIQQccZ7CVqoVggXTpwLUs+1rKUNx6j9Qg1fT9fM0Ch48qkA2krFjI6/m8Edg+BGvmqTr6YoCuxIhnyKA+mNV7pWp2mRRp9IfIMx4t9xGpcVrqW0sT0ewyto4xYsekAu1Q+7t10002DRWRldGw/EfmgdChZfGhmLcuo6W7LdQ0fUXdV0vE9pp7oQRpTFAvEz0eXRjvIIdYxeaWd9/8/e28Sc11Rhf8O7uTObnInd+7coRMmDkwcmJiYGEOMiZEQCTFCCGIwRPhD4AOlB6XngwDSEySf9I0RIp1Ij4CIEZBOpBFRwQ913/wOruNz1rv7Xe/7vefdz0pOap+9a1fz7FqrqlatWoWyL8ft+/+MM84giSVtpWKhTqlSV26UCnkLBAXGt0ld/D73sizcSsUCZdctuG3l5fSZTA899NDoepNXXRsiD/XjgfzL1iy5HOv8f6x8yHW2YqHApNLWCvO2VuD7l2BIBkVdCgY6EzT3bftSdTUoWzTokUt1zrVUQKhARfCqF26NV3eNaWtecYiOAuGM9j1vk4h01KdDXydp8a5DI2AEdh4CY+Qrpy+EzMkKSnWauGvXrsGAsS2NYyPbJtqY7V533XUbVlKbMmNgmx3NRflju0BelW1Ki/ubUUbSzFs8ooz0O3XO89rKiGWDnugQaWlIukNWCUuXsa386/ZsDB9FHbEiie+Ck8GhRF8e79PH9yEUbnkFP9KAJ1jNbpro1Vm8xLtdYR4bqVKEd4dYLGSlTN1iSsaC7U9YejaVE6fXTQ4oddtK0/tN97NT2GxtMdRiQRe5svPcXGf+I9/wn9L07dji0XQqCVYdTfXqc7/JGhcfZvE+io+dTFPkg+JixYIVC7ZYKNAGSjEkzIlpLMITUy9Wf9jOwMCKfX7sRVsnQnmAQgIFBxplBn1DBsfrVFeX1QgYgc1BYIx85ex3rLr4ZfN5BuXxDBP6sYQswxSZiQYDZ3zQsNLKZGIsIeM5Co+0UFpzPUVmbkYZ6aOoJ30Tcv31119vdDTXBwcG9Uwi+c44pmMix3chn7FUuoxjy7Gd3hvDR1F+nVxjpr6VBL8+8cQTi7bB8a0sekzhiTFlV5P4vP1gTHp93kHZiP+XO++8s7r77rsrTjxoWlnvk97YOIceeuhicp231o5Nr+s9vi3fGPl36623LnxsoOTYakIW6wLZUMXpVpd3an5T5IPmbcVCgUmlLRZssVCKIZU5fW0EjIARMAJVEYsw42gE5o7AlHEKE2vdroMn/zkRCj5WrllNnxMxyQ8Lgn1xssS+xPrhhx9eWivgQHen0xT5oNhYsWDFgi0WCrSBUgypzOlrI2AEjIARsGLBbcAIlEBg6jgFy8MwC8d551wIa5rw/bTTzeH1m2IdEae4sO0L5dKcSE/XyM4idyIOU+VDYGLFQoFJpS0WbLFQiiGDMR0aASNgBIzAJwhYvrolGIHpCEzlI1av1WqBCfcciNMoUKhQ97nUme9KXak3SgV8gM2J2IISSrTse2Kn4jBVPgQuVixYsWCLhQJtoBRDBmM6NAJGwAgYgU8QsHx1SzAC0xEowUf4TIoJF44350Cs1HNkdtORhDsZA44a7TqNZSfWX4/2ZBvMHKiEfAAnKxYKTCptsWCLhVIMOQfh5ToaASNgBIYgYPk6BC3HNQL1CJTiIz3SECeeJiOwkxDQoysvu+yynVS11rqUkg9WLFixYIuFAm2gFEO2cr0fGgEjYARmiIDl6ww/uqtcHIFSfMQRj1grsKo75ujJ4hVzgkagIAK7d+9etO1jjjlmy08fKViNwUmVkg9WLBSYVNpiwRYLpRhysCTwC0bACBiBHY6A5esO/8Cu3pYgYD7aEpidiRFYSwRKyQcrFqxYsMVCgTZQiiHXUhq50EbACBiBTUTA8nUTwXXSs0HAfDSbT+2KGoHBCJSSD1YsFJhU2mLBFgulGHKwJPALRsAIGIEdjoDl6w7/wK7eliBgPtoSmJ2JEVhLBErJBysWrFiwxUKBNlCKIddSGrnQRsAIGIFNRMDydRPBddKzQcB8NJtP7YoagcEIlJIPViwUmFTaYsEWC6UYcrAk8AtGwAgYgR2OgOXrDv/Art6WIGA+2hKYnYkRWEsESskHKxasWLDFQoE2UIoh11IaudBGwAgYgU1EwPJ1E8F10rNBwHw0m0/tihqBwQiUkg9WLBSYVNpiwRYLpRhysCTwC0bACBiBHY6A5esO/8Cu3pYgYD7aEpidiRFYSwRKyQcrFqxYsMVCgTZQiiHXUhq50EbACBiBTUTA8nUTwXXSs0HAfDSbT+2KGoHBCJSSD1YsFJhU2mLBFgulGHKwJPALRsAIGIEdjoDl6w7/wK7eliBgPtoSmJ2JEVhLBErJBysWrFiwxUKBNlCKIddSGrnQRsAIGIFNRMDydRPBddKzQcB8NJtP7YoagcEIlJIPViwUmFTaYsEWC6UYcrAk8AtGwAgYgR2OgOXrDv/Art6WIGA+2hKYnYkRWEsESsmHfa5YiIo4/HVlDIyB24DbgNuA24DbgNuA24DbgNuA24DbgNvAVreBqVoRKxZ+7Ua71Y3W+bnNuQ24DbgNuA24DbgNuA24DbgNuA24DWyfNrD2ioVjjz228s8YrHsbCKE4lSH9vhEwAkbACKwiYPm6iof/GYExCJiPxqDmd4zAPBAoJR/2ucXCuk8oXX4rRWgDpRhyHuLLtTQCRsAI9EfA8rU/Vo5pBJoQMB81IeP7RsAIlJIPVizYYsIWIwXaQCmGtGgzAkbACBiBVQQsX1fx8D8jMAYB89EY1PyOEZgHAqXkgxULBSaVtlqw1UIphpyH+HItjYARMAL9EbB87Y+VYxqBJgTMR03I+L4RMAKl5IMVC1Ys2GKhQBsoxZAWbUbACBgBI7CKgOXrKh7+ZwTGIGA+GoOa3zEC80CglHywYqHApNIWC7ZYKMWQ8xBfrqURMAJGoD8Clq/9sXJMI9CEgPmoCRnfNwJGoJR8sGLBigVbLBRoA6UY0qLNCBgBI2AEVhGwfF3Fw/+MwBgEzEdjUPM7RmAeCJSSD1YsFJhU2mLBFgulGHIe4su1NAJGwAj0R8DytT9WjmkEmhAwHzUh4/tGwAiUkg9WLFixYIuFAm2gFENatBkBI2AEjMAqApavq3j4nxEYg4D5aAxqfscIzAOBUvLBioUCk0pbLNhioRRDzkN8uZZGwAgYgf4IWL72x8oxjUATAuajJmR83wgYgVLywYoFKxZssVCgDZRiSIs2I2AEjIARWEXA8nUVD/8zAmMQMB+NQc3vGIF5IFBKPlixUGBSaYsFWyyUYsh5iC/X0ggYASPQHwHL1/5YOaYRaELAfNSEjO8bASNQSj5YsWDFgi0WCrSBUgxp0WYEjIARMAKrCFi+ruLhf0ZgDALmozGo+R0jMA8ESskHKxYKTCptsWCLhVIMOQ/x5VoaASNgBPojYPnaHyvHNAJNCJiPmpDxfSNgBErJBysWrFiwxUKBNlCKIVW0Pfvss9VPf/rT6rzzzlt8oyOPPLL64Q9/WO3evbt67LHHqn/9618a3ddGwAgYgR2JQCn5euqpp1bf+c53qhNOOGEDTj/72c8Wz3j+pz/9acNzvfGXv/yleuKJJ6rbb799IYvfe+89fdzr+t///nf12muvVQ8++GB11113Va+++mqv93Kk//znP9Wbb75ZPfTQQ9Udd9xR0W/84x//yNE6/+/du7f6/e9/X/3iF7+o7rvvvmpMncjkww8/rH77298u6vTAAw9Ub7zxRkUZh9I777yzwBaMn3/+efd3QwGsiV+Kjxh7HH/88Qt+ufHGG2tyqr/1hz/8obr55psX7as+Rv3daOOPPPJIddttty14Dx4cSpT75Zdfru69997q5z//eUV5Pv7446HJDI7//vvvL+p9yy23DM4PPnz66acXvA2Pw+tD+SnwmyojhlacfJFJfHPKPYSQYS+88EJ1zz33LL7XSy+9NEoGjJHVV1111aJtM94eivWQOm63uKXkgxULBSaVtliwxUIphvzb3/5WXXrppdXnP//56lOf+lTr79Of/nR1zjnnVH//+9+3m3xyeYyAETACxRAoIV+ZQIRM/cpXvrKhbAceeODyOROBOnryySerL33pS8t4kR7h5z73uYWSoO69fI/Je52M/8xnPlOhQG7KX9NhwIsyhHe0HHFNfZhEdREKhcsvv7yiP4l3I6SMP/7xjyuUIF3ExOHQQw/dkAZpkfbVV1/da2LAZOKb3/zmhnRIgzqhtDCNQ6AEH5HzZZddtvw+KNj6EAoneIT2QNiHeOfCCy+sbZuks99++y2Ue11pMUk9++yzl2WO9h0hisYPPvigK5nRz+HpyOutt97qTCcm5J/97GeX78X7hPACC07//Oc/W9MqJSNaM2l5iNIpyo1CqA/95je/qb72ta8t34v3I/zud79b/fnPf+5Maoqs/uUvf7nMn8W9uVAp+WDFghULtlgo0AZKMCQDquh4Q4j2Celc0bybjIARMAI7EYES8vW5555bDhZ37dq1AhMD8JhYM5ivowsuuGD5fptczmnntJgQtL3Psy9+8YvV22+/nV9d/mfltW7yXZcuq6RNRDqqUKl7n3sM5onbRFhdNL2r91HotFlTsKKq8euu+U59J7NN5Z3r/RJ89Morryy/0eGHH94LStrOEUccsXyvj2IBCx7GNnVtIN+jDX/00Ue1ZcH6qGmCrumgoHvxxRdr05hy89prr12pQ5diAQXoN77xjZV3tJx6DY6s5NdRKRlRl3afe88888xSplLmPoqFNuWP1hsZgMVJE5WQ1SEXyavrmzWVY93ul5AP1NmKhQKTSlss2GJhKkOygqWCM66//OUvV9///verK664okL7e+KJJ1Zf/epXN8RF+A01NVs3oefyGgEjME8EpspXULvhhhuWcnPPnj0rQP7xj39cPmMrRKaHH354+Txk82mnnbbYqsaKfrYauPXWW3MSi//cj/cJmfCQDivA3/72t1eeMWloskYjz5wOK7v0Eay+6jOumywXGLtoXCb+DMpRfnCtz5omkShAcv2/973vVddff/2iXihJNB3yrCMmSPRjEZdr4l555ZWLPlCfEYeVTdMwBKbyEQq4r3/968tv1Gf7DhYxRx111PIdvl2XYoFJcW5//KddwsdnnHHGhjb3gx/8YAMYWNpoecmb1fCf/OQn1TXXXLOB577whS90WgFsyKTlxnXXXbdSb/LvmqSefPLJK++gXDn99NMX9T7//PM3WEwxRqxT+pWSES3Va3z01FNPrfAy9e5SLNSNgdlug6VTnXxEHrz++usbylBKVrPQR7n5IZvnQFPlQ2BkxYIVC7ZYKNAGpjAkHU0eNNGJNg0GYd7f/e53FZ1gCD7Cww47LPjaoREwAkZgxyAwRb4GCDqJRn4q4eMgZCmD2EwM3uM5k+g8oGUftE6gked5sM9/XYFFxud94mxtiHwImfxkwmRb47Cylq0A1DqDuHUDY6zcNB3w0TIzKTvuuONW4tSt6KIY0XTuv//+lSKTZp5Y4jMhE1YRkQ4YUwcltkCoAsP9naLT73oqHzE5jG/UpCDSkjDBrNvy06VY0K0W5Mf20LwdBz44+OCDl+UhHqvkSvgKifIS/uhHP9qwZ14VjsRB6TCVsJL41re+tZJ3lKNNsYCyLOIRoszLykX4KSsNsswqJSOG4oDVCEofrUNctykW2NKhY2DGtnVKq/w9DzrooA1FLCGrI1FkTJSf7RE7nabKh8DHioUCk0oErH/zxmAKQyIcQ3gR0vnpAC+YNYfsP8zmsN4SkVHyfyNgBNYdgSnyNequvhGyfNXBMHkpMWlX+YwzsjrCwZrGwxGiUlYaNFmYXXTRRct0mJRlytsOmiYql1xyyTIdJuSZsISL8jKQzxO3iB8mwcStc3q5//77L9NhhbGOwFAnDqzkKjGJiLIQouipI7ZAaLwuJ5t1acz53lQ+Uh5iS0QT8b1xfKffSq+7FAu6FQDlQROhmFNlE21eSU3raeOZ7yOujsHqLJYiXleIRQdWQ9rWtd5cN/EraWOREPGpFz636oh8lC8ZByqVkhGaZtc1DsX5rlH+HLYpFh599NGV99qskbDM0rT1m5aS1VFXHOFGXli+7HSaKh8CHysWrBSwUqRAGxjLkAjjEFyEdKh0Gn1JzbV4H2eOfYiVJzwjN+3PizQQ1KwUsZ8NbTECH9NGkxEwAkZgqxAYK1+jfKyIhZxlK1kmncjkwXxe/eckhzpiYh55EHKagZKufrE630SsUGo61F0JR4vxvE5hEHFZLY54hNnhmU5+WLVtojxJySuomkdbOqoExxJCCcuMSIc6NSk5eEcVGeeee64m4+sOBKbwkZqYsyrcRnVWCrqS3KZYYHwRbYGQcUobqaVLVgqo1UAbz3HSVuTZVra2cvCsbhuSKgDIo02xoHLolFNOac1OHSNmOVBKRrQWQB7eeeedS/wCR1VCca9NsaA+EXivjbDkjTwIVYFbSlZr/qosQdGwk2mKfFBcrFgoMKm0tcK8rRX4/mMZMndEbasAyrh6HQM2NPIck6OEiW4IYTotFAm508ckV83OWAViNavN4REmenmgms3UuuqSO4E8YNV6+NoIGIH5IjBUvuZBbcjAIeGZZ565ABxFgr6Xza3jq2SFAHuGlXQbxE033aSPNlyrV3RWXZXwD6HlaZqEq2dz4qvXe/UpwTOV/5oX11jGaX4oGpS0XpisNxH9TKTDarYSPhniGdsm2kjNwFEymPojMJSPNOUYZ/Cdsum9xuNalVaMI+AZFifiG7dN3hl/sHUHRQRtq61tktfRRx+9TDebxusWnPxMy6wWS2xpGkvZTwq8ilVF1JuwTbFAXVB8glmb01XKxxGOmq4uSJWQEUMwwAeYlgU/ESiIdHtYm2IBPyqMTxmbNlk9RXmw9NK8VB6XktWRF+FZZ521zA8HpDuZpsgHxcWKBSsWbLFQoA2MYUhMuNA0h5Cs2werzNp0TUfVZFbLs0gfxYNqX+M+YZxZztE6er/tmsGDCvVshta1mqSmkgcccEBT9XzfCBiBmSMwVL42ybk2eZafhTM45LROlJr29uuqG2mpZQNKWE2/zseAfuKTTjppGf+QQw7RRxXvalp1fhiYZCBTIx4TFSWsKeIZdesi+o6IzyRAifLFM/KpUxBnU2e2hSjp9+ra48659pFfn7JrPnO/HspHgVeezGnbjjga8l0Y2/AtUUxBfRULmk7XNe1cF0rYRqpEW422QljHd4x9dBzGospYCsUCY5tQIAxRLAzJVxelshVWCRkxpCyhWEAWqG+UvoqFIXll64hoX6RRQlbnsuh2CNrQX//61xxlx/wfKx8yAFYsFJhU2mLBFgtjGBIHYtrpYdpWmlSxoHnpdSg03n333ZXyECdOpGDwimdiXZ3ied7/qPt221YlslKlSztfGhenZwSMwPogMFS+0idjghw/lXfslY37hCrTmEDHM5XHaiodcjH297N1gi1omkc2yc4D/ffff78VfHVeV7eCqqvH5IulQEzocSyp2y54nn0aMOGL8talnwune9BD4RJxst8DLBOYXDDpY9WSlUpVzIB33k6nz9uOkSPP7OAuO8CMcjnciMBQPooU1D9I1zYI3kH5w/Yjpc1QLKiCjPacrYTgCVUa0PaIw5GOWPqwXUgnv6SRHbtqHbquf/WrX1XvvPPOSrTNUCzA48G/hNkCiAJMlRErlej4w3YEtuVmUmzbLBbye03/GTeqkrNOdk2V1XV5ozANvHMbq4u/rvfGyodcXysWrFiwxUKBNjCGIfGeHcKKEF8GpalOscCgk06AVQiOBMPpGKROcRjo1flfYLDANggtt3ak2WcEHXcdqZkueWHtYDICRsAI1CEwRr5qOjrAzVsH2Msc8gz5VUdMkjnqN+K1hcjXvKqVV+zr8tB7OpHL1gbEI/26Y4fryoXSg/IrqZM4FCldpApjzLUzoRiuyzvfY4tKnrjxPTTek08+mZNf+Z8nVU3Weisv+c8CgbF8pFsKUNqNodKKBcY2qhRkIaNuHMFYR5UL2tb0mjgoREpTacUCk2t4VsueeYo6TJURJXBQuVtCsaByi/rX+XSZKqvr6q2K2qxYrYu/rvfGyodcXysWCkwqbbFgi4UxDJm3HWSfBZlZ6TTzD428/nLHmhULTZ1vtiBo20OZneeoeSFCXc1ad+3alaux+M+KXnSMdQPV2pd80wgYgVkiMEa+BlDqIwDfBZnUn0GWnxoXHwU6wAz5pSGraXVyHAd0EQ9Fahdx8kTEZ8JTR/iw6ZowYS6tpsKRjipTwmItntWF7HuO8mRrDOLTf6iVRcTNYZ23dyw+NJ72J3Vlefvtt1fi+ySkOpTq743lI53AswAxhkoqFpg066SV9tOkFKSsDzzwwEqb0fYW1yjzsgJuTD3zOyUVC5RPlTyUve17TJERuR5j/us3mqpYyONllCtN32uKrK6rJz4jop1Qp51KY+VDxsOKBSsWbLFQoA2MYUjMV0NYEWZv5JlZNW7bta6WZcUCZmJ1hIBm0MeA9uKLL67YFtFEDCI1/7B4iPjZ8oH4SvmM5bYBgb7nayNgBOaJwBj5GkixAh7yKntaV1mGUqCJHnnkkRVz/khPTWTjHiGObJUwn9Xn+qzuWidhdYqI3HdE2joBjHuUEWeNSurfBs/5XcQqXaSXFRFYDOg+94hHWSh7/I8Q54tKeeKle7Q1Xlzn+F2KiHjPYTXKybTyCN8w+8foi6u26bZtkl3p1a3E120FIB223NQpA2mXdUo5tg/UKeK6ytT2PLdXxmRjCMuebDXFtpQ8voq0p8qISGdKWEqxgFIi5Ach36/JUmmqrK6rr24dq5PHde+s470p/azW14qFApNKWyzYYmEMQ+IZXIVl1ykKGrftmo4sKCsW7r777njUO2Q/ItsiWHVjUJhNcLPpKgJfy5cH2XpMEoPeJq1z7wI6ohEwAjsagTHyNQC5+uqrl/Ior5qpn5smp235BAUGlqyexR5y5CMm1Hmigu+BIFUs9BmYtlks5EE2kzS2WsQWDyzYLrroomWdkcVM8lXhrIqF7BwyyqyhWizosX1MarJSAeVN5IVsR1GgRw1SHrWII672F11bArPFAhZ0pn4IjOEjtjrq98GPwBgqoVh44403VvbYUy4UB02Ta8bmWnYUBzrOwk+KnkhC3Ow3akxd9Z0SioWPPvpog4IEvoMX6qiEjKhLd+i9EoqFOgXJ448/XluUErK6LmHGzdqOQvbXxV3ne2PkQ119rViwYsEWCwXawBiGfOihh1aEVZOwDMZVwdZ23aZY6Bq0kRdekrFsYGVKtzU05ZkVC6ShewCz6ayaHrNnzmQEjIARaENgjHyN9NR0WCcVPFflbnZwGO+rfwFkYJMMZZCP0iDkJMenBT388MPL+zzvIvWxwAQiiAmUymQUsygS6ij3Lypr9chGJltdpBjocXBaTup17bXX1iZFuXGaGdiAUxx/ybO4T5gt4HKC2cdC0+Qqv+f/4ywWXnzxxZXvM1aRM1WxgIIqK+8YWzQpFfIkM49DtD1wmoS2QRR1pWiqYoH382IO1lVN7b6UjChR/ymKBeqhJ1/wfZAbbRauKqeIP0ZW19U7O4xtspaoe3ed7k3pZ7WeViwUmFTaYsEWC2MYEk+62pk1bVMIhkXQ1v3yALJNsRDHSkaaOcwdrJYvrnPnXqdYyN6aY/DLmdSRDiGDRJMRMAJGoA2BofIVJ4EqZ8Zcn3nmmYsiqbKAk3HaKE+0w98Cx/JqGUIeNqWl/go4ZSFILSxIDye4baQDbTU/11VAsOoiVnGj/IEL76iZOeVssz7Lsp8+IijSJswWbhEnwjzIL226HvnsxHAoH4EBCx76fbq2bDbhNkWxoM6eoyxY3YSVTl2eaqnEO21jH6yOVGF33HHH1SU56t4UxQLKES0X9UBBFxZBdQUqJSPq0h56b6xiAV83LGzFtybE6qrOSaWWqYSs1vTiOlvhomzbiTRGPtThYMWCFQu2WCjQBsYwJJ2i7olFCI8h9pSpAG5TLOiznFf2uBtpMmA85phjqquuuqpCoFLueEZYp1jAdE+FfOzL1LPedUUvl8X/jYARMAKBwFD5mgfjKq/6XuNXIJvpP/jgg1Gk2pBVRE0/VteY1Oh9lMptdNJJJy3jq08D3VJBel2Tat1SQXwU05Ca9iKnu0iPeOPM+iCdOJx99tlxuzHUbRPqdE7Tb7J6iETZdhJY9il7vOdwnMVCXgAJZdlQPMcqFvD8H987Qva8d5Fu99l///27ole63eeAAw7ojN83wljFApY7eRHniCOO2HBUay5HKRmR0x3zX+VD3obWlB5bbzFblkIAACAASURBVPLWKdLpshIoJavryoWD2Gh7hGP9ZNSlvZ3uDe1nm8puxUKBSaUtFmyxMJYhzzrrrBWBhfXBUCqhWMj7KFF4UJYYiGqZ+jpfVDO2cBCmHU0oGzRtXxsBI2AEMgJD5St9Mtux1LkiygbuxS+b5sf9CPEFwyRKB5RdigXkpcZnkB+kkwRdrY/nGup2MZ2AZ0swVlrbKPcNsf0gD5TbJosoibVOoSwhX1XgqCVDU5m0XnhaD8JMPfLoWi3m+MyIW3ICGGXZyeFQPgKL999/f4k3uHetGjfhN0axgBIrvnWEpNOHaEfxjlr9NL2r7aqPFU9TOvn+GMVCthKhHiju2iyCIt9SMiLSmxLqeK+PYoFxqMoU6s1WrT5WMiVlda4zMi/aEmHduDi/s47/x8iHunpasWDFgi0WCrSBsQyZVwMYfLaZ7NUxcd6/q1YJ2XmjPtO07rrrrhXB2bails9kp+51lE1Wc13bjnarS8/3jIARmCcCY+WrTkyQcUqcJhCDRRQRTaSWVzhFbKMs4zBlDkK5GvlhAdZEbJOIeISqbM773dVBZF16+I2ItFAWBzEw1nrdcsst8WhDmLfaqZWEboVAIdNFqlzBAWbQ5ZdfviwnE4s20v3mfawk2tKa27OxfBRtiLCpv+/CcqhiIR8vSNthTNGXrrnmmmWbotxdSjhVbuHQsRQNVSzgF0B5k7Irr3SVq5SM6Mqnz/MhigXknlouUW/k8pBJvOI2RVbnumnbpR3uVBorHzIeViwUmFTaYsEWC1MY8owzzljpADEXbXI6kxmYfHVVDmGsyoO+ioVzzz13pQw5n/iPN1y2MJBP/FBsNJF2FLpCyN5fkxEwAkagDwJj5SsnGIScYo+/kp5Ow3UTMWGONJBnbf4Rjj766GVcBrlKN9988/IZ6TU5X7vkkkuW8UhDFbDZIgLHlE2ErNatBygBlLSsmB437VdnxTDqn5UH+fSJNoV0rr/uU8bbf+RBqJYeWmbMwzVe3TY8je/rVQTG8pGOMdp4ZTW31X86OetSHnFag35nlGJDnUaidNM09uzZs1og+cepVxoXpUQpGqJYgL/zNoAmXmgqX0kZ0ZRH3/tDFAu6dYVvwbh4KJWS1Tlf9XlT0pol57Ov/4+VD7ncVixYsWCLhQJtYApDoknPnQmCddeuXRs8ZBOXlTY02DpR104xzF1h9r6KhVtvvXWlY33ggQeyrFhojtWJV+TZZpqoAjniE5b0uryhoL5hBIzAjkJgrHwNs9o8yQcc3VONTG2ifHQb5vw62ec9TJTxQaMyjoGyEgoJXVFj0I3pr1L2icDpDZlYyNB8dEtBxKV8+Ri9LKfzxOvII49cWR2kTviZ0LzyUYOcsqHPWc2rmwAi77XuDM6zIkMnBcR96qmnojqLEKWFWjzwHUzDEBjLR7SN+M5jFwWGKBYOP/zwZX7kyxYkJuhdP+XLvXv3blgBxz9HJhxI0x6jfrS9vJ8fJRi8EL/8PKep/4coFvAvEuUgPO+88zrrTPrZmWMpGYF1EnIs6k37GUJ9FQsvvPDCSr1ZvOr61vFc5UgpWZ3ryJG88V1OPPHE/HjH/B8rHzIAViwUmFTaYsEWC1MZEg29mniGECOko0NAa+enz+OaQTTex5X6KhbyihFpYrqL4yRWmmjjumoReRI2HdNGObIzM+KTTp+9gloPXxsBIzBfBMbIV/UFU3ekoipzu8xt1UwaGcYKKhMsVm85zSfLbiwF8E2QSa0kIh1OmmCFFMds3IsfeTB4zoSCIsti+gcUDCicOdknP2+aDOqEkXzBBCsEFMLqD4FnBx10UC7K4r9utyAe/RUD8SuvvLLCM3/Gjjj4eMiUt5EQj37n+uuvXxw7R7rci5/6eshp+X89AmP4iJRU4dVlbVCfc1X1VSxQxvjGQ8PsSwHLz5wGCzI4qoYX1UlqxKvz/ZS3ig6xlIGHI21CxmR1hHIgt3F9r+tatyiVkhHvvvvuStkvvvjiuqI33uurWGhaJOuqM8/vv//+lfyzvBkrqyNRxqr6Xbr87MR76xiOlQ+5rlYsWLFgi4UCbaAEQzK41fPF+whV4iD0eE87lmD0vooF4ut+5La8MS9WDW7TgDPKoHuLSZdtFyYjYASMQF8ExshXVtdDjjHZVmI1M57lyYjGi2smB7qiHu/WhWyXaNoSwCA1bx+oSwOZ3uYk77nnntvg5KwuHe5xqkTT9g3uq5+EpjSYIDSlQZ1QajS9q/epV7acCIwJOVZQB/H6rl7XTf40HV/XIzCGj0hJlXR8h6ZtPPW5fnK3r2IBvxn6rYdc1/Ey/kP6tCnyqbMQovRboVjIvkyG1Ju4aq1BmUvIiK1QLGTnsEPrnY/cLSWroy3rNhnaEX3HTqWx8iHjYcVCgUmlLRZssVCKIWFQlAGcM677Y+uELStKOL1q85ibOwbdJpGFAQNEPArn1a7IG4uJcCSmgwSe163ORfp33nnnykAh73WOeA6NgBEwAnUIjJGvyNCQXXkyy6A7nrHlrC+xZYwVsHhXQwadrOh1WT+QF1vNYpuGpsE1lgt9ZCQ+FJgINU2akOO53nX1RO7j10G3GWiZUMq09TGRJo71mNjpu3qNP4g+jolxeJmtJSId0vc2ukB8eDiGjyIXTuCI74AlylC69957l+8ztmmibEUTefYJm46V5MSAvJKt6dHe2hR5ebwzxGIhK2UYk9VRtmbS8vW5rhuDTZUR2dpiqMWCWtlm57mBQd5O1aeuGifGpJFehKVkNafyRH7ZT03ktVPCKfJBMbBiwYoFWywUaAOlGFKZk2sGYuz/pVNmlea+++5beEbuM9DLafX9z8AYYc/gF0UDg/C6TqtvegxCQjBj8mYyAkbACAxBYIx8Zd/uTTfdtPjlPcjI1XjWZF3QVj4G3BwJxzYxnNeylW0MUS4sK1hVJb0+E++cD4oB9nxjoks6THpyffM7Tf9JB2dxKIOR+01WCk3vc5+VU96l7yAt+pI+ypacJpMilBVgzOSBvfDU1TQegTF8FLnp5BoLlnUk2iEr0NSF7R1sleg7tqHthRJviI+F7YDTVBlx6KGHLsZw8OK60RRZjf8GXWjb6UrNKfJB24UVCwUmlbZYsMVCKYZU5twp16q1bjvWbKfU1/UwAkagLAKWr2XxdGrzRGAKHzE51VOenn322VmBiF8QFkh28nGDdR8UZUxYM9U5Zq17Z6fc06Pc8aOz02mKfFBsrFiwYsEWCwXaQCmGVObcCdfq9Altf9/VgZ1Qd9fBCBiBMghYvpbB0anMG4GpfKRe91lQmwthdRNbl3a6Obx+U6yP4iQwxm9zsxjS00nqTkpTrHbC9VT5EBhYsVBgUmmLBVsslGLIYMx1DTk+7bTTTlv4fjjmmGOWWyDQ9Dc5RlrXurrcRsAIbA0Clq9bg7Nz2dkITOUjVq/VaoEJ9xxoz549i7EMdZ9Lnfmu1JWxG0qF7CRxp393tiDHFt4m3x07DYOp8iHwsGLBigVbLBRoA6UYMhhzXcO6I8MQzm1exde1ri63ETACW4OA5evW4OxcdjYCJfiII61jwoVDxDkQK/UcCVt38tZOrz9WpxxHPjfSU4DqjsfdiXiUkA/gYsVCgUmlLRZssVCKIdddWOHsKwYdEbI/b44d07p/S5ffCGwXBCxft8uXcDnWGYFSfKRHQuJg02QEdhICevTnZZddtpOq1lqXUvLBigUrFmyxUKANlGLIVq5fk4cIYo5M49goTrJoOl5pTarjYhoBI7CPEbB83ccfwNnvCARK8dHevXsXxzeyqjvm6MkdAaYrsWMR2L17d0XbZjvvmBNt1hWYUvLBioUCk0pbLNhioRRDrqtAcrmNgBEwApuFgOXrZiHrdOeEgPloTl/bdTUCwxAoJR+sWLBiwRYLBdpAKYYcJgYc2wgYASOw8xGwfN3539g13HwEzEebj7FzMALrikAp+WDFQoFJpS0WbLFQiiHXVSC53EbACBiBzULA8nWzkHW6c0LAfDSnr+26GoFhCJSSD1YsWLFgi4UCbaAUQw4TA45tBIyAEdj5CFi+7vxv7BpuPgLmo83H2DkYgXVFoJR8sGKhwKTSFgu2WCjFkOsqkFxuI2AEjMBmIWD5ulnIOt05IWA+mtPXdl2NwDAESskHKxasWLDFQoE2UIohh4kBxzYCRsAI7HwELF93/jd2DTcfAfPR5mPsHIzAuiJQSj5YsVBgUmmLBVsslGLIdRVILrcRMAJGYLMQsHzdLGSd7pwQMB/N6Wu7rkZgGAKl5IMVC1Ys2GKhQBsoxZDDxIBjGwEjYAR2PgKWrzv/G7uGm4+A+WjzMXYORmBdESglH6xYKDCptMWCLRZKMeS6CiSX2wgYASOwWQhYvm4Wsk53TgiYj+b0tV1XIzAMgVLywYoFKxZssVCgDZRiyGFiwLGNgBEwAjsfAcvXnf+NXcPNR8B8tPkYOwcjsK4IlJIPViwUmFTaYsEWC6UYcl0FksttBIyAEdgsBCxfNwtZpzsnBMxHc/rarqsRGIZAKfmwzxULURGHv66MgTFwG3AbcBtwG3AbcBtwG3AbcBtwG3AbcBvY6jYwTB2xMbYVC792o93qRuv83ObcBtwG3AbcBtwG3AbcBtwG3AbcBtwGtk8b2KgqGHZnnysW/s//9X9X/hmDdW8DIRSHsZ9jGwEjYASMQBcClq9dCPm5EehGwHzUjZFjGIG5IlBKPlixYMWGFTsF2kAphpyrQHO9jYARMAJNCFi+NiHj+0agPwLmo/5YOaYRmBsCpeSDFQsFJpXrvtru8k+3GCnFkHMTZK6vETACRqALAcvXLoT83Ah0I2A+6sbIMYzAXBEoJR+sWLBiwRYLBdpAKYacq0BzvY2AETACTQhYvjYh4/tGoD8C5qP+WDmmEZgbAqXkgxULBSaVXvGfvuK/7hiWYsi5CTLX1wgYASPQhYDlaxdCfm4EuhEwH3Vj5BhGYK4IlJIPVixYsWCLhQJtoBRDzlWgud5GwAgYgSYELF+bkPF9I9AfAfNRf6wc0wjMDYFS8sGKhQKTynVfbXf5p1tclGLIuQky19cIGAEj0IWA5WsXQn5uBLoRMB91Y+QYRmCuCJSSD1YsWLFgi4UCbaAUQ85VoLneRsAIGIEmBCxfm5DxfSPQHwHzUX+sHNMIzA2BUvLBioUCk0qv+E9f8V93DEsx5NwEmetrBIyAEehCwPK1CyE/NwLdCJiPujFyDCMwVwRKyQcrFqxYsMVCgTZQiiHnKtBcbyNgBIxAEwKWr03I+L4R6I+A+ag/Vo5pBOaGQCn5YMVCgUnluq+2u/zTLS5KMeTcBJnrawSMgBHoQsDytQshPzcC3QiYj7oxcgwjMFcESskHKxasWLDFQoE2UIoh5yrQXG8jYASMQBMClq9NyPi+EeiPgPmoP1aOaQTmhkAp+WDFQoFJpVf8p6/4rzuGpRhyboLM9TUCRsAIdCFg+dqFkJ8bgW4EzEfdGDmGEZgrAqXkgxULVizYYqFAGyjFkHMVaK63ETACRqAJAcvXJmR83wj0R8B81B8rxzQCc0OglHywYqHApHLdV9td/ukWF2MZ8tlnn60eeuihld8//vGPQfLsX//618r7pPf2228PSsORjYARMALbFYGx8jXX59RTT62+853vVCeccEJ+VP3sZz9bPOP5n/70pw3P9cZf/vKX6oknnqhuv/326rHHHqvee+89fdzr+t///nf12muvVQ8++GB11113Va+++mqv93KkUuns3bu3+v3vf1/94he/qO67775RdaJsf/vb3yr6Ner06KOPVh9++GEucq//77zzzgJbMH7++ecr+jnTNARK8RHf4vjjj1/wy4033ti7UH/4wx+qm2++edG+er9UVdV//vOf6s0336weeeSR6rbbblvwHjw4lCj3yy+/XN17773Vz3/+84ryfPzxx0OT6RW/FB/0yWwMr1x11VWL7/fDH/5wgW+ffBxnZyNQSj5YsWDFgi0WCrSBsQz5pS99qfrUpz618tuzZ88g6fXLX/5y5X3Su+666wal4chGwAgYge2KwFj5qvVhAhGy9itf+Yo+WlwfeOCBy+fvv//+hufcePLJJ6s6mU26n/vc5xZKgtoX000m75///OeX+UW5PvOZz1RHHnlk1ZR/SmahBJiaDgqFyy+/vPr0pz+9oTyk/eMf/7hCedFF7777brVr164NaVA38EZB0IdeeOGF6pvf/OaGdCgf3+i3v/1tn2QcpwaBEnxEspdddtny+6Bg60MomOCR4JW+71x44YW1bZN09ttvv17tisWas88+e1nm4LcIUTR+8MEHfYrUGacUH3RmVFXVFF7RceNPf/rTPtk5zg5HoJR8sGKhwKTSK/7TV/zXHcOxDFk3SD3ooIMGia/vfe97GzpMKxYGQejIRsAIbGMExspXrdJzzz23lJNMgJVYEY2J9Wc/+1l9tLy+4IILlu/HhKQuzGkvE/jvxXnnndeZzhe/+MVOq7MS6bCCqwqVuvpw77vf/W6rxQCryUzymt6P+1dffXWGY+U/1nYRtynkO/WdzK4k7j9VCT565ZVXlt/o8MMP74Uq7eyII45YvoeCoYuw4OnTpmgntOGPPvqoNkmsj+DppvYU91Hqvfjii7Vp9L1Zig/65FeCV4L34am33nqrT7aOs4MRKCEfgMeKBSsWbLFQoA2MZcg6xQIdXd8VKzrTGBBHB0loxcIOlv6umhGYGQJj5avCdMMNNywnF9kq7I9//OPyGVshMj388MPL5yFnTzvttIqVPlb0mZTEfcJbb701J7H4z32Nx4SHdFgB/va3v73yjMnX3//+901N59hjj13JE8sCFCgoLbjWsjZNIv/5z39WX/jCF1biHnrooQsriJNPPnnDpO7aa6+trdNLL7200pfRr1G+K6+8svr+97+/8oxy/eY3v6lNxzebEZjKRyjgvv71ry+/dZ/tO1jEHHXUUct3+HZdigUUEbn98Z92CR+fccYZG3juBz/4wYaKY2mj5SXvr33ta9VPfvKT6pprrtnAc7Rj2vMYKsUHffIuxStYPASPI39M80ZgqnwI9KxYKDCpXPfVdpd/usXFWIZsUizkgW8wbA7vueeeZccQHQShFQsZKf83AkZgXREYK1+1vjqJ/t3vfqePFv4AQn4yyc/05S9/eSlnUSK8/vrrK1HwsYCVQaTBpJjJkRL/dQWWiVLeJ46fh0iDkMlPplLpsL9c8wIfLTOTsuOOO24lTt2KripsSC/3XSjJdZIIfppP1A+riCgPcbAwUWILhCpwDjvsMH3s6x4ITOUj/BvEN6K9dNFTTz1Vu+WnS7GgWy3I79JLL92wHYetCwcffPCyPMR75plnVoqEr5AoL+GPfvSjDf4EcvtF6TCGcjpj+aBP3iV5BT4KjNgeYZovAlPlQyBnxYIVC7ZYKNAGxjJkk2Kh73YIVpGiU9DQioUQcQ6NgBFYdwTGylett8raPLFlBTTkJ3kpsT87nhHecccd+nh5/fTTT6/EwxGiUlYaYDZdRxdddNEyHXwcZCqVDlYAUS9Wapv8KIS5NHGz00veUTPz/DzKjiM7tazDsaMSK99RFsL8POKyBULjdTnZjPccfoLAVD5SHmJLRBPBMzgF1G+l112KhW984xvLd1EeNBGKOVU2XXLJJStR1a8CbTzzfURmvBXlq7NYinhNYSk+aEpf75fmFRytRt2x7jDNF4Gp8iGQs2KhwKTSK/7TV/zXHcOxDKkd9SGHHLIU8Aj6ru0QmMlGh0DnqqthfRQLdLJ4SEarjzMxPHiPcWBEOdB04x2dAWQTkR+DEfIjr7xa1/Revl8qnUiXAT5eojGtHWsGGWk5NAJGoDwCY+VrlAS+Dln51a9+NW4vQ53IZBmmvhlIg5Mc6ojJReRBmJ0V6sogK45NpHKddKi7Uql0dKLPamsTcWqF1ku3Z2DBoM8w0W4ineTlCQyWGZEOfVmTkoO0999//2Xcc889tyk7369BYAof6XYgLHjaqM6hqFr9tCkW2DoRbYGQvrmNdPU+KwW+9a1vLdNq47ndu3cv47WVrakcpfigKX29vxm8Qp0DcxQNpnkiMEU+KGJWLFixYIuFAm1gLEOqYoGVKhXwN910k/Lqhmvdr8vqgK4cNSkW8MzMPsW6jj86FsxWm/av6ioEAw0dLMb7dNJK7F/OSpOIizKENBhMdNGUdNQD8plnnrlw9ISZrypjokwMXPNqY1fZ/NwIGIHNQ2CofFW5Gnw9NEROQCgS9N1sbh21zgoBlLVKKmu6ZDv7wCNP5KNSiXTUpwT5tO2Vp8+IshCiaAjCx0Q8o1xt9Ktf/WoZl3fU2Z46IGY/fhvh0yLyRFab+iMwlI80ZT2po267kMZVpRXjEniG4x3ju7VN3rFCYb8/igjaVFvbJM+jjz56mW629FTfDvmZllctltjSNJRK8UGffDeDV84666wlhjjZNM0TgSnyQRGzYqHApHLdV9td/ukWF2MZUgfAF1988cpEnY68jVQbjxlul2IBZYEOSqOTbwrrlBO6Tzk7G4t0UD4EcYxZ3G8LMVPkrPImmpqODmoYbGSHTnVlyxODprL5vhEwApuLwFD5qgraOt7ucy+cwWEhpROlpr39+dQItWz485//vCIH22QdSJ500knL+Chlg0qlgzVFYEDdugj5HPFxphikPhi6nL9hoRZpEOqxkfq9uva4q1+hPmWPsjqsRp8KgVWffjtt23W48l2wPOFbopiCtA9uUyzUpdd0D2eSukiCDwUl2qqWu47v8I+i2ynYIjSUSvFBn3w3g1d0OwR4/fWvf+1TFMfZYQgM7Webqm/FghULtlgo0AbGMmRWLKiXXgR803YBtklEh4lCAepSLGhevIsGnz2J119/fXXOOeesONjiOYODGBSEAFHFQuSfw3C6pVYCEQefEFg0sAqnDr14Tude16GVSEcHNVEWQgbMxx9//MLreFa60IG3meQGJg6NgBHYXASGylfkFL4B4qc8j1Ix7hMq3yMP4tmNN964rJSaSpMWk4/Y38/WCeSn5pFNspnQ6POubW7qvE5XUEulw4QvyqPpLyucLnQPeihciKLKZVUop9eXfyNPQmRyEH1NPNP78VxDFOQRl7Cpj9R3fP0JAkP5KHBTvx5d2yB4B+VP3laofXApxYIqyGgLeTEAKyJVGsDrxPn4448XfTvOJdXpKmlkx66BQVtYig/a8ohnm8UrOn7MOEbeDnc2AmPlQ0bFioUCk0qv+E9f8V93DMcypE72sViAVAOPiV0dqeldmMpqx5CtDfB/oIOxJgdk2TIgO9HKigU6ObZkMLjD1BXvzdDbb7+9oUPHqkKJ1QYdQFM+JvlKpdLRQU3gAEaqOOA6b9ngrGiTETAC+xaBsfI1Sq2TB+V5np9yyilL2YicrCNk1YknnriMFzKkLsSiIStI8Smjcevy0Hs6kQvFMc9LpXP++ecvy4MipYvU0SOm50HqmyL6r3hWF2ofdfPNNy+i8D0UmyeffLLu1eU9TuTQ+E1OMJcv+GKJwFg+0i0FjAHGkPbBJRQLb7311opSkDRxGpmJxRpVLmjb0WvioBAZQyX4oE++m8kr6rtFlYd9yuU4OwOBsfIh196KBSsWbLFQoA2MZcg6xQIOqaLDa9oOwWAw4oSGXQdtWbHAClrEb9tryABaV/CyWWpWLOiqngoXXREj37bBovptIK76NyiVjg5qyKNpHy8WGroigKLFZASMwL5FYKx8pdTqIwDfBZnUn0HdxCTi49hWB98hTzXE4oHtCplwQBfxkC9dhOI34jPhCSqVjipTurYwkDcK3yiPWmNo/5X7iiizhqo0x1IOwuIj0iasM1fXNFA2a3yOzTT1Q2AsH+mY4MILL+yXWYqlffBUxQKKO1UW0h6alIIU44EHHlhpM9p+4hplHuOfMVSCD/rku5m8cvLJJy8x6mPF1Ke8jrNeCIyVD7mWViwUmFSu+2q7yz/d4mIsQ2qHFCs+TKyjsyPMpp7vvPPO8jkD2aA2xQKnP2DedsUVV2w46znej1D9D+Tjm7JiIa/+RRqHHnrosoxtx0URnz2OOplXK41S6eigBkxVeRFljvCAAw5Ylh1HlyYjYAT2LQJj5SulRqkZ8pQJtRL+E+KZylKNw/UjjzyyIqPiHZW5cY+Qk2+UkL36XJ/VXau8UkVEqXRUmYuvni5iBTPKr4oIndz1UcJq/FBE0L9F2oSxla6pTDl+lyKiKZ053h/DR8ojfB8m4GNI2/QUxQJKBU520TbTtA0Hp9B1ykB4qs6KgYWcvP2zT121XY/lgz755LZfkld0EUdlTp9yOc7OQGCMfKiruRULVizYYqFAGxjLkHWKBRiVQW50nDrR5pkeN8RJEkE6yM0WCxEnh2joMSXlhAc6RJQAkS9hKDviPVUsNA3ESVM77RtajjKLdHUyf/rppy9ul0qHxHRQQ73UI3mUIUIdiMQ2k3jm0AgYga1HYKx8paRXX331UqbddtttK4XH2ivkXZPTtnyCAoNuZHLsIWe/NibUKvNI84knnljmpQqBPoP2JouFUumoYkGdQy4LnC7UYkGP7dMJlTp1TK8v/6rFQli7MVGMb0CoTh2XL8pFtlhAaW7qh8AYPtKFDL4PWx7HkPbBYxULb7zxxsrYiPLQX6P8qCMdrxAXxQFHXgfhJ0VPWSBO10JIvKthCT7Q9JquN5NX7r777hU+DPnWVBbf33kIjJEPdShYsVBgUukV/+kr/uuO4ViGbFIsYG5IJxedoTKvausZ9Ab1USzQWXDU2ZFHHrmhg478NGxTLDQNSLFA0DQwQ+wiHQDEilipdMhbBzVqWlxXLj0X24qFOoR8zwhsLQJj5Sul1P3hOqngGbIwZFWTMlb9CxC3aeLLhBelQaTHvusgFLdxn7CL1McCk/GgUunokY1N2+0iT0LFQP3gaF+Urdv0/bjWPir8/OQV8eyLJ96NMPtYAHdT4EPAnwAAIABJREFUPwTG8NGLL7640nbHKnK0Dx6jWGB1Pivv2JbTpFTICkHdwpPR4jQJ5U98mQyhEnzQJ7/N5JXsFNW+S/p8kZ0VZ4x8qEPAigUrFmyxUKANjGXIJsUCnbd2dLEdQo994lQFJR201Q2S0UjnjlnzqLtuUyzgzKyOskIAz8tdpB17nE1eKh3yHjKosWKh62v5uRHYWgSGyleVq3Vyrc+9M888c1FJVRaENVVT7VUhQB7hb+GZZ55Zked4q28jdWqrcr5UOjjZDQzAqovUki1w4R09LeLUU0/tSmaZJ3nff//9y/hRFsK8jWQZ6b8XeQI0xnQ9pzmX/0P5CFwef/zxle/GPv8xNKQPzunXnQyF1U3TVkzeV0sl2hXjiSbC6ghlR7RDjo8cQqX4oE+eUcbSvKJjS9JGoWSaFwJj5EMdQlYsFJhUrvtqu8s/3eJiLEPqADhP4vVZbIdgu0J0LLFHNRi7TbGQV7oiDbYzHHHEERUWEjg/ooNt83CslgVNnoOzVv3BBx+MIjaGeBqPMoUpYql0yHTIoMaKhcbP5AdGYJ8gMFS+6iQh5MrQEPmWTY+7ZFk20w+HcllJ2ubjBYBPOumkpTwMCy7ul0pHzZ77bM3QrXn46QnSkzI4SriN2vaHa/rXXnttWzKLbSfxLfuUvTWxmT0cykfAk30+hbJsKHRD+mBN+4YbbljyQnz3PPbR+HGt231isSKe1YW63YetmUOoFB/0yXOzeAUnqIEvIadumOaFwBj5UIeQFQtWLNhioUAbGMuQqjzIigVMS0PQh7kqZ0jHvSz42xQLureV9/HI3eQBXcuUPUD3USwgaHRgz8Cgi9THgh5nViqdIYMaKxa6vpafG4GtRWCofEVOcXKOykRkCffip05qmaDG/QjxAcAkKuQtYZdiIStD8YkQpNZit99+e9yuDfWkiiyDS6STJxFtk0X80SgGoSyh4PQj8Qx82wgHmBGXECV2kJ5a1LVafM455yzTGToBjPzmGg7lI3B6//33l3jz3eIUqqEYDumDI22UWNpmuCadPkQ7infV6qfpXW1XjIGGUCk+6JPnZvEKfB14ESLLTPNCYIx8qEPIioUCk0qv+E9f8V93DMcypE7is2LhtddeWxH0zz777PK/7t8NxtZBtG6FyM6X9Fm8G2EeRHL0pVJfxYKaBjb5Yoh0WclSc2N1SFkqnSGDGisW4ss4NALbA4Gx8lUnJnfddddKZThNIAbSyLUmapJNdfHz6q76wOH0hcjvmGOOqXt9cY9tEhGP8KGHHlqJWyIdJg1ar1tuuWUlD/1D/loe3XrAvnd91rYvu267W+SjlnhdCgrdz24fOIFgv3AsH+k3Jo0xNKQPJn2sNDVfFGpsg+lL6uSadFSRVZeGTthx6DiESvFBnzw3i1f0+4C1aX4IjJUPGSkrFqxYsMVCgTYwliHbFAswK5r26FzVBC48aitDNykWKFukQdh2RBEDNY2Lky+lvoqFCy64YCWdtgEB+5Y1Tz2XvFQ62ml2DVytWNAv7msjsO8RGCtflZdfffXVlYogQ0Pu1MnTiIwFQ8RDBrf5R9AtXUzclW6++eZlOqTX5HRQLdVII1uWlUpHy4olXNN+dazlov5gkUn7nZNPPjk/XvwHM7W0yEp0vP1HHoRq6aEJ4thR43GUqKk/AmP5SL9xG6+0lWRIH8xpDfqd99tvv2qo00hOZdE09uzZ01i8l156aSUuSomhpBiN5YM+eW4Wr6hfl6EWG33K7TjbH4Gx8iHXzIqFApPKdV9td/mnW1yMZcguxYJqp7WTDGeOytDasalVQu6kzzrrLH1tec1gT/PgOvtR6KtYYDDMYCDSYzL/wgsvLPOKixvS/slsslgqnSGDGp2MeEUsvpRDI7DvEBgrX5E7yKA8yacmuqca64Um4ojKkGOEbFPIk32Oxr3qqqtW4rHHW4nJtVoJcEQd1mRKeswkeWXFLnFLpZMnXpwUpObP1An5r3WvO2ow9xvZRwLO/tTKAAzwXZFJFTjEyU5/sQZR5QTfwTQMgbF8RNuIdtB0LGtXSYb0wfjriPwI2YLEmKfrp3y5d+/eDSdfcSxsJk4Z0XEYbS9b3uDIEF6IX35OmqX4AJwinyZnsZvBK1iWBuZNjrkzdv6/sxAYKx8yClYsWLFgi4UCbWAsQ2qHlldxYNbsqRfBH84NMzM3KRaIFwPs6DhwZkR+mAefdtpplfpuiDiE+YimvooF8mQfsabFNYMSNOPkrX4VIh4rB5lKpDNkUGPFQv4C/m8E9i0CY+TrBx98sJQ/4aNGa6EyTyfUGieu1UwaWYXSFFnG6u3u3btXJs48x6cN28oyqZVEpMPkgRVSnOiGHIxndQpk0iyVjk4YyRNM2IqGjFY/DzxjW1odcYSx9j3EZZKCooXtD7nvaTqWMm8jIR36G/avn3DCCStKGZ6pr4e6cvneRgTG8BGpqMKL7zmG+vbBlJHvO+aXFyY4Gjang2+V888/f8FD6iQ14nGySybGSfGcsM5SphQf0NY1r1wW/pfmFZSIqvTs8iVTVybfW38ExsqHXHMrFgpMKr3iP33Ff90xHMuQXYoFGFZXe+hwbr311szHi/86uFOLBR7mY8q049JrBpZnnHHGsmOjs0HzHzREscA7TRYXmifXrESBYRNNTafvoIb8rVho+gq+bwT2DQJj5Cur6yFnmOAqIdPiWZ6MaLy4ZoKvq4Txbl3IdgkG/nXEAJ6Je917eg+52+Ykr1Q6WD8cdthhneXBuoK4TfTKK69sWB3W+sR1m28J0uZYQZ3gxHs5rJv8NZXN9/+HwBg+4m1V0vEtmrbx/C+njVd9++C8HTN/+7b/dbyM/5A+bYp06yyEqEkfxQLxSvBBH8UCeZXkFd0Kksd8G7+k7+xUBMbKh4yHFQtWLNhioUAbGMuQdITRUbJKVEf5POamAZ6uDNXtg8TPQVZSRN6swJEPK3cMouM+oZq/aqd3yimn1BV3wz18JugRlpo2nRgmw30GKlPSuffee5d1YjWxjY466qhlXDxFm4yAEdi3CIyRr5deeumSj5nUKKmztV27dumj1muUurrFK8syLLG6rB/I4IEHHtiwkh9pYbmQ/UE0FapEOigpsCLQbQZRFkKUMmxn6CLM0FV2ahpghjO+Ptjg8DJbS0Ra9JePPvpoV1H8vAGBMXwUSamFIWOFodS3D85WNPHt+4RNx0py6km2OtL0aG9tijxVivBencVC4DGVD/L2o0i3LizFK5w8E3igaDTNE4Ep8kERs2KhwKRy3VfbXf7pFhelGFKZc7Ou2V7B4Iy9w5iTcpzUVhCDSlby0P7jnIt9zZgPDqVS6QzN1/GNgBHYNwiMka/4dLnpppsWv7yn/7333ls+a7IuaKspytfHH3+8wpHiww8/XOHHZgxRLhS3rKqSHuUaQ6XSoW9ANt95550LJ79NSuy2MuIEEiUwW9hIi+s+CoWcJn0DynAw5mQK9sKjBDGNR2AMH0VuOrnGgmUdiXbI6jx1YXsHWyXqtizV1Y22F5YPdT4W8jtT+AAlBxN9rFD70BReoZxq7WrFXR/Ed2acKfJBEbFiwYoFWywUaAOlGFKZ09dGwAgYASNQLbZJIWNNRsAIjEdgyjiFibWeTMXx13MiFGRM9rHs2WzCrwh5sS1zswnFaFgrYNFqmi8CU+SDombFQoFJpVf8p6/4rzuGpRhSmdPXRsAIGAEjYMWC24ARKIHA1HGKnpCCv6W5EL4TYqvpZm8VwHdCTPTHbDkZ+k30BA62Vpnmi8BU+RDIWbFgxYItFgq0gVIMGYzp0AgYASNgBD5BwPLVLcEITEdgKh+xlUCtFphwz4H27NmzmOxT982uM6fNoFjgZBU9PnMzcGY7aigxmvxTbEa+TnN7IjBVPkStrFgoMKlc99V2l3+6xUUphgzGdGgEjIARMAKfIGD56pZgBKYjUIKP9ISpfBz19BJuzxTYBsKRsB9++OGmF/Ddd9+tUGRsBelJN2z1MM0bgRLyAQStWLBiwRYLBdpAKYact1hz7Y2AETACGxGwfN2Iie8YgaEIlOIjPRISB5um9UMAh6hhrdB0Itn61colnoJAKflgxUKBSaVX/Kev+K87hqUYcopQ8LtGwAgYgZ2IgOXrTvyqrtNWI1CKj/bu3bs4vpEV763wA7DVOM0hv927d1d8v2OOOWbUqS1zwGhudSwlH6xYsGLBFgsF2kAphpybIHN9jYARMAJdCFi+diHk50agGwHzUTdGjmEE5opAKflgxUKBSeW6r7a7/NMtLkox5FwFmuttBIyAEWhCwPK1CRnfNwL9ETAf9cfKMY3A3BAoJR+sWLBiwRYLBdpAKYacmyBzfY2AETACXQhYvnYh5OdGoBsB81E3Ro5hBOaKQCn5YMVCgUmlV/ynr/ivO4alGHKuAs31NgJGwAg0IWD52oSM7xuB/giYj/pj5ZhGYG4IlJIPVixYsWCLhQJtoBRDzk2Qub5GwAgYgS4ELF+7EPJzI9CNgPmoGyPHMAJzRaCUfLBiocCkct1X213+6RYXpRhyrgLN9TYCRsAINCFg+dqEjO8bgf4ImI/6Y+WYRmBuCJSSD1YsWLFgi4UCbaAUQ85NkLm+RsAIGIEuBCxfuxDycyPQjYD5qBsjxzACc0WglHywYqHApNIr/tNX/Ncdw1IMOVeB5nobASNgBJoQsHxtQsb3jUB/BMxH/bFyTCMwNwRKyQcrFqxYsMVCgTZQiiHnJshcXyNgBIxAFwKWr10I+bkR6EbAfNSNkWMYgbkiUEo+WLFQYFK57qvtLv90i4tSDDlXgeZ6GwEjYASaELB8bULG941AfwTMR/2xckwjMDcESskHKxasWLDFQoE2UIoh5ybIXF8jYASMQBcClq9dCPm5EehGwHzUjZFjGIG5IlBKPuxzxUJUxOGvK2NgDNwG3AbcBtwG3AbcBtwG3AbcBtwG3AbcBra6DUxVrFix8Gs32q1utM7Pbc5twG3AbcBtwG3AbcBtwG3AbcBtwG1g+7SBtVcsHPt//r/KP2Ow7m0ghOJUhvT7RsAIGAEjsIqA5esqHv5nBMYgYD4ag5rfMQLzQKCUfNjnFgvrPqF0+a0UoQ2UYsh5iC/X0ggYASPQHwHL1/5YOaYRaELAfNSEjO8bASNQSj5YsWCLCVuMFGgDpRjSos0IGAEjYARWEbB8XcXD/4zAGATMR2NQ8ztGYB4IlJIPViwUmFTaasFWC6UYch7iy7U0AkbACPRHwPK1P1aOaQSaEDAfNSHj+0bACJSSD1YsWLFgi4UCbaAUQ1q0GQEjYASMwCoClq+rePifERiDgPloDGp+xwjMA4FS8sGKhQKTSlss2GKhFEPOQ3y5lkbACBiB/ghYvvbHyjGNQBMC5qMmZHzfCBiBUvLBigUrFmyxUKANlGJIizYjYASMgBFYRcDydRUP/zMCYxAwH41Bze8YgXkgUEo+WLFQYFJpiwVbLJRiyHmIL9fSCBgBI9AfAcvX/lg5phFoQsB81ISM7xsBI1BKPlixYMWCLRYKtIFSDGnRZgSMgBEwAqsIWL6u4uF/RmAMAuajMaj5HSMwDwRKyQcrFgpMKm2xYIuFUgw5D/HlWhoBI2AE+iNg+dofK8c0Ak0ImI+akPF9I2AESskHKxasWLDFQoE2UIohLdqMgBEwAkZgFQHL11U8/M8IjEHAfDQGNb9jBOaBQCn5YMVCgUmlLRZssVCKIechvlxLI2AEjEB/BCxf+2PlmEagCQHzURMyvm8EjEAp+WDFghULtlgo0AZKMaRFmxEwAkbACKwiYPm6iof/GYExCJiPxqDmd4zAPBAoJR+sWCgwqbTFgi0WSjHkPMSXa2kEjIAR6I+A5Wt/rBzTCDQhYD5qQsb3jYARKCUfrFiwYsEWCwXaQCmGDNH2t7/9rbrnnnuqH/3oR9Wxxx5bHX744dWJJ55YXX755dXPf/7z6sMPP4yoreG//vWv6qGHHlr8fvWrX1X/+c9/lvG5fvjhh5fPiWsyAkbACGw3BErJ11NPPbX6zne+U51wwgkbqvizn/1s8Yznf/rTnzY81xt/+ctfqieeeKK6/fbbq8cee6x677339HGv63//+9/Va6+9Vj344IPVXXfdVb366qu93suRkONvvvnmQo7fcccd1bPPPlv94x//yNE6/+/du7f6/e9/X/3iF7+o7rvvvlF1IhP6LspAnR599NHefVUu4DvvvLPAFoyff/75yv1TRmj4/1J8xLc4/vjjF/xy44039i7IH/7wh+rmm29etK/eL1XVYtxCG3/kkUeq2267bcF78OBQotwvv/xyde+99y7GUZTn448/HprM4Pjvv//+ot633HLL4PyQLU8//XQFbzOWAwcdx/UpTCkZ0SevMXLkrbfeWspe5Kpp3yBQSj5YsVBgUmmLBVsslGLI119/vfre975XfepTn2r9ffrTn64YJL/xxhutEojBqqalA04GgPqMDstkBIyAEdhuCJSQr0wgQt595Stf2VDFAw88cPmciUAdPfnkk9WXvvSlZbxIj/Bzn/vcQklQ916+x+T985///IZ0PvOZz1RHHnlk1ZS/psNkAWUI72g54pr6MInqIiYCKKzpU+LdCCnjj3/84wolSBe9++671a5duzakQVrgjYKgD73wwgvVN7/5zQ3pUD7q9Nvf/rZPMo5Tg0AJPiLZyy67bPl9+k4EWQyBR2gPhH2Idy688MLatkk6++23X692xbjn7LPPXpY52neEKBo/+OCDPkUaFQeejryYRHcRvI0i4bOf/ezyvXifEF4477zzqn/+85+tSZWSEa2Z/PfhFDlCOZER1I228dFHH/XJ0nEKI1BKPlixYMWCLRYKtIESDLlnz57aTkQ7lHxNB8PqUhNZsdCEjO8bASOwLgiUkK/PPffcUr4yAVZiYBsTawbzdXTBBRcs389yWP/ntHNaTAg0ft31F7/4xertt9/Ory7/s/JaN/muS4tV0iYiHVWo1L3Pve9+97utFgMopZnkNb0f96+++uqmoizusyIbcZtCvlPfyWxrZjN8WIKPXnnlleU3wpKyD9HOjjjiiOV7fRQLjF36tCnaCW24aTKK9VHTBF3bGAq6F198sU91BsW59tprl/Umvy7FAgrQb3zjGyvvaDn1Ghxfeuml2vKUkhG1iaebJeTI448/vqzz6aefnnLw361AoIR8oJxWLBSYVNpiwRYLUxny0ksvXQrV6DgYQH3rW99arBhhPnjFFVdURx999IZ4xGfFqY6sWKhDxfeMgBFYJwSmylfqesMNNyxlJ0pcpT/+8Y/LZ2yFyMSWsZDLEZ522mnVT3/604V8zlYDt956a05i8Z/78T4hEx7SYQX429/+9sozJg1///vfa9PBiiCnw8ouZumsvuozrpssF9hmp3FZNUSBgvIjVhDjedMkklXTL3zhCyvpHHrooYs+6eSTT94wqWOiVUdMkEK5Q55cU74rr7yy+v73v7/yjOe/+c1v6pLxvRYEpvIRCrivf/3ry2/N+KKLWMk+6qijlu/w7boUC0xUc/vjP+0SPj7jjDM2WOr84Ac/2FAULG20vOT9ta99rfrJT35SXXPNNRt4jnbcZQWwIZOWG9ddd91Kvcm/S7EAzxAvfihXmGhT7/PPP3+DxdSXv/zlWqVfKRnRUr3loxJyhMQOO+ywZb3ZTmXaWgSmyocorRULVizYYqFAG5jCkOzzi04kQrZDNO0hxEyWjjXiRsh+1kxtigU6XUxy8dnAbyv2Guby+b8RMAJGoAuBKfI10tbB7+9+97u4vQjxBxBylEl+Jgbv8RwlAlvWlNgHjZVBxGFSzORIif+6AstEKct4tjZEGoRMfjJhsq1xWK3VLW7EV+sM4qK0yJT7HfDRMtM/HHfccSt51a3oqsKGvLLShv5KJ4ngp/lEubCKiHoRhzoosQVCFThMQkzDEJjKR/g3iG9Ee+mip556qnbLT5diQbdakB8LL3k7Dnxw8MEHL8tDvGeeeWalSFhzRnkJ8VmFckQpt1+UDlMJKwkWhTTvuG5TLKAsi3iEKPOychHeyUqDLLNKyYg+OJSSI+SFXI76IzNMW4vAVPkQpbViocCk0hYLtliYwpAHHHDAUpgiVJns9yFMXEMIE7L6lTuhNsVCnzwcxwgYASOwrxGYIl+j7OobIU9sVVFLXkpM2lXOsve5jnCwpvFwhKiUlQZNPm0uuuiiZTr4OMiEs0fNp2micskllyzjMSHPhBVApMNKbZ64RXzdKpGdXvKOmpnn55EG/nzUGgFFjlLup/LziMsWiCgzYZeTzXjP4ScITOUj5SG2RDQRPPPDH/5w5Vvpd+tSLOhWAJQHTYRiTpVNtHkl9atAG898H3EPOuigZVnrLJYiXleI0gKrIW3rWm+um/iVtLFIiPjUC76pI/JRvmRblFIpGaFpNl2XkCOatiqL6hbLNK6vyyIwVT5EaaxYsGLBFgsF2sBYhtSVMjqUpoFZMGwOdUDM+3lLRB6w5ZWtnN5m/2cgeP/99y+8O+fVus3O2+kbASOwngiMla9RW8ybY8D+1a9+NW4vQ53I5MF8Xv3nJIc6YpIdeRBmZ4Vq5svqfBOhHNZ0qLsSMj6e1ykMIi6rxRGP8M9//nM8WoQ6+WHVtonyJEWV11gwaB5N+71JWyd5mKcrYZkR6VCnJiUH7+y///7LuOeee64m4+sOBKbwkW4HwoKnjeock6rVT5tiga0T0RYIOcGhjdTSJSsF1Gqgjed27969zLOtbG3l4FndNiRVAFCfNsWCyqFTTjmlNTsUGIFTlgOlZERrAf77sIQc0Xx0waxNqaTv+LoMAlPkg5bAioUCk0pbLNhiYSxD0olF54CAHjrZxmuymtfmDr9NsZBX4mLgqR6M+wh2NTGuM0+lTmzt0A4o6kzZGRw2rSSosPK1ETAC80RgqHzVldWQNUPDM888cwE2igR9N5tbxxfJCoFseaZy+qabborXakP2gUeeTMiVspPfpkn4L3/5y2UapKVe79WnBM/oJ5qIPibKQoiiIQgfE/GM+rURxx1HXEJ1tqcnIbEfv43UDBwlg6k/AkP5SFNWZ6HZ9F7jca19PRYt8AzbLeP7t03eWXxg6w5jGdpUW9skL/U7heWBkvp2yM80ni7QsKVpLGU/KfAq45+oN2GbYoG6oPgEszanq5QPv1uarm7xKCEj+mBQSo5oXvm0MrZamLYGgSnyQUtoxYIVC7ZYKNAGxjBknthffPHFypu9r7VTpKNRE8U2xUIW4GGamx2MtXknZ9CpgwgGmkoMQtGmawdYd81+Oi23puFrI2AE5o3AUPmqCts6edPnXjiDQ+mpMq5OecrXyadGqGUDSlvN8/nnn2/9oCeddNIy/iGHHLISl3c1rTo/DEwydIsdExUlrCkiDerWReqcEWeKQeqDoc6PQ8QjzBMsPTZSv1fXHvd77rlnUNm1DHO/HspHgRdjg2gvhNq2I46GtCn6fb4lYwSor2JB0+m6pp2rdQQ+FJRoq1ruOr7DP4qOUTDtH0uhWGAbSCgQcruP+2PziPfUOiJbYZWQEZFPW1hKjuQ8dDsEx6qbtgaBsfIhl86KhQKTSlss2GJhDENyXrd2em3HRmbG1f+cra7pqEfyMYqFrCzQgaTmyzX7jTXvNjNZ4uGMiNUOBuHZRJDBpR1IZoT93wgYgaHyFSsq5Ev8VEZhhh/3CdWSgAl0PMPUOEhNpUmLyUfs70dBe84556zIwWySnQf6ODRsI3VeV7eCqqvHlAfndiF7cSyp2y54jnd6JSZ8gUld+hqXa92DHgoX7sdEirSYTHVR5EnIRDNIFTd6P55rmB3cMXEz9UNgKB9FquofJFtFRhwNUf7k0xU2Q7GgE1vaVLYSgidUaQCvE4dxBpY+bBdSp6ukkR27ar26rrHKeeedd1aibYZiAR5XXqrjvakyYqUSDX9KyZGcvLa3PvIpv+//4xAYKx9yblYsWLFgi4UCbWAMQ2b/CtnZV2bWpv/Z8kHNFMcoFshHV6LaBhKqWc4mrLpiRufOOcWZtAOho8w+InJ8/zcCRmB+CIyRr4qSTh7y1gH2Mscg/bHHHtPXltesjJ544onLeBG/LmRS/9e//nX5Lhc4IdO4Kw9r/qhczNYGRCd9Vik1zaZrlB5qJs376iQORUoXqYM2zLWDdE94H4s76hLlxJQb4nvEPUIU5W2UJ1Vhadf2jp99gsBYPtItBX1Og6jDu7RigZV/VQqyMFHnQ4oFHFUuaFvTa+KgEClNpRULWFDBs1r2OmXIVBnRB4dSciTnlX23WHmYEdqc/2PlQy6NFQsFJpW2WLDFwhiG5Nxx7RzCZDAzaZ//mg7nIAeNVSywJ1LTrHPK9e67767EAYMgVgX0ffb7NpGuzrFylQflTe/5vhEwAvNAYIx8DWSQqyGL8F2QSf0Z1E1MIj4+CrIlQKQbIRYP4asm3iPEAV3E6bP1QC3BmPDUEVvHuiZMmEvX9SuqTOnawkDexx9//LL8ao2hviy6tjCQjpqtX3/99Ytq5S15debqWn+25gWWhN6Drei0X4/lI53AM24ZQyUVC4wRVFlIO2hSClLWBx54YKXNaPuJa5R5WQE3pp75nZKKBcqnSh7K3vY9psiIXI+6/6XkSE47H5fZZcWU3/f/cQiMlQ85NysWrFiwxUKBNjCGIXft2rXS2WXmHPJfB5i6R3CsYoG8dRCIw6xMun+RlSjtlHV1r8vBFk68onMnbBsg5DL4vxEwAjsfgTHyNVDRrWLZ0zqrfyF7UAo00SOPPLLiZyHe0RX4uEeYt7VlRWtTPnFfJ2F1igi2Pmh+ca0TwLhHGXGypqRHAeI5v4vY/hDpqSJCJ3d9rM00figi8sSLUzjaKMfvUkS0pTW3Z2P4SHmENsAEfAxpm8a6YCzVrcTXbQUgfU6YqFMGwlM6Zoq2zfaBOkXc2LLyXm6vY30sYNmj4yrKjDWJXTdxAAAgAElEQVQp36eOpsqIujTzvVJyJKfLf75RfJcrrriiLorvFUZgjHyoK4IVCwUmlbZYsMXCGIbEsiAEJ2FTB1HHuHovb4UIb+bEmaJYUEuCrDggbV2twiROSff3YS7LwLztp518dgCp6fraCBiB+SEwRr4GSldfffVSzt52221xexFiQhwyWBWyGil7PmfAi4yKPeTs18aEWmUYaT7xxBPLZFSxUKcoWEb870WbxQJ1iDITMkljq0Vs8WBf+UUXXbQSB4WDWoLphCA7h8xl4b9aLOixfaooaPPFE2mqsjp8WFAurY86dYz3NMwWCy+//LI+9nULAmP4CJ8B+n3wIzCGSigW3njjjUodiVIuFAdNYyc9sYq4jEvUSTR+UvREEuL0OQlrSP1LKBZYfMkKEnipybF2CRnRp46l5EhdXvqd88k4dfF9bzoCY+RDXa5WLFixYIuFAm1gDEPqWcN0aGMHSDo4Jh0G0kFTFAt5QKEDZfxBkFf82Peq1LSSF/HbwrPOOkuT8rURMAIzR2CMfA3I1HRYJxU859jHkEXZwWG8r/4FiNs08WWQr6tsKFSDHn744WU+pNFF6mOBCUQQEygUCVFm5Gw4bYw4ET700EPLeMRX5a8e2chkq4sUA5QMQern4ZJLLonbjaH2CyhPIOoU9SF8+umnG9/nQfax0DS5ak1kpg/H8FHe7z52nDJVsYAlS1besS2nSamQFYK6hSd/fk6T0DaIoq4UTVUs8L7yGeVk0t3U7kvJiD71LyVH6vJSh7Fj/XrUpet7zQiMkQ91qVmxUGBSaYsFWyyMYcjsvDGbz9YxbN097bDpdPgfNEWxQBrq9Zv9ukFokKMj1gE0z9kSEc/GhKwgmIyAETACgcBQ+arWVGNkEO+E5ZcqC04//fQoUm2oCgHSCH8L2WdNkzIgElVrMY7iDcpK5DbfNbyjCgE1P1czabDqInXSG7jwjg7++xwLp9/i/vvvX2ar97v6wXwqRGnT9WWhduDFUD4CApwu6/fBJ8YY0nGKtsU+adHOtQxcs1oeVjp1aailEvE5VrKJsDpShR3Oq0vRFMUCyhEtF/XgVBu1PsrlLCUjcrp1/0vJkbq0cRIb3xxrDdPmIzBGPtSVyooFKxZssVCgDYxhyNzh6MS9jlmb7umKXO5ApyoWsglvHNOke3lvueWWDUXTlQWUE9dee23vH6t7JiNgBIxAIDBUvubBeAxQh4T4Fchm+g8++GAUqTZkFVHzCH8xTGr0ftcJQCeddNIyvvo0UHlMel2Tat1SQfxY3b377ruX6ffZmqFmybrfWfd8c5RwG+X+Tn0paPr0FW3EtpPAsk/Z29Ka27OhfAQ+2ToxlGVDsRurWLjhhhuW3zu+e/jnaCuDmul3+XkiHd3uw4lWpSi3+74+FrDc0XEUdT/iiCMWfiPaylZKRrTlEc9KyZFIT0MsTOJ722JBkdm86zHyoa40ViwUmFTaYsEWC2MZUi0CEKJom4fQs88+uxS+vJ8dcU1VLDAQ1c6NVSY9Oo2BXd3gVj2t6wrXkLo5rhEwAkYABIbKVwaiHMmmpvcoG7gXP1b+YuCKHIv7EeIDgElUxCHsUiwgLzU+g/wglaO333573K4NVX6q13fe0/RR9LYRfm00Pt7WIU5S0Pttk8U257qc7BDpgG8b5bJo2XUS0bVazPGZkWfJCWBb2XfKs6F8RL3ff//9Jd7gPnSMEtiNUSygxIpvHaFaZEbadaEema1WP3Vxuaftqo8VT1M6+f4YxUK2EqHuWImqg+ycT/wvJSMivbawlBypy0OPKz/33HProvheYQTGyIe6IlixYMWCLRYKtIGxDJm1ywx2h5AOQOl82F6hNFWxQFp6pBADdl2latIkH3PMMcsBQVenTmeJtQZp4XQMs2GTETACRiAQGCtfdWKSZSOnCcRkpUmOkT9Kh4iHfGqjvLqrpzGg9I10kI9NxDaJiEeIr4SgvN9d/d5EHA3xGxFpYWUWhAJE61VndRZxs68GVSRjdRDpE7755pvx2oZQ97HnFWT1N9SloND95nbqtgHm1htj+Ui/MWmMoaGKBRykar4o5tgG05euueaalfdVkVWXhiq3Sm7HHKpYwIeL8iYYDHFoXUpG1GGU75WSIzld/qtjWKxWTJuPwFj5kEtmxUKBSaUtFmyxMIUhs9UC5m6xspQZNv5joqsdIZ0PGt6s0S6hWNCOig5PV944yq2OWO3TQcGtt95aF21xLytXwqlX4wt+YASMwKwQGCtfOcEg5BCyUEllVJxQoM/jGguGSAOT/Tb/CLovGFmpdPPNNy/TIb0m52s4QYz8SINTf4KyRQTb4JqIUyv0FIa8T1nLyrF1TfvV9YQfsMikViGcdFRHYKb9xsUXX7wSDW//UWdCtfTQiJiHa7ym/kff8fX/EBjLR/qN23jlfzltvBqiWOC0Bv3OKMWGOo1E6aZp7NmzZ2Oh/nvnpZdeWomLUqIUDVEswN/wopa7iReayldSRjTlofdLyRFNMysshmKgafm6PwJj5UPOwYoFKxZssVCgDUxhSAaYWUNNR8pKEQJWCa0799XHAZ0Q79MZZyqhWCDN3NmRZ9vKEuXWfbOUr86MGKWF1p165TrnOvm/ETAC80JgrHxFRoV8zIjpnmqsF5ooH92GlZhO9nkPhe5VV121MiFgj7cSk2uVdazIcfKOUvaJgNf1TFhX6MSjbjJP+fIxetmEPE+8jjzyyBXZS53wM6F51R01iJJA42QfCTj7UysDMKhzPqcKHOI89dRTK1XHGkSVE3wH0zAExvIRbSO+cdOxrF0lGaJYwF9H5EfI2IEJetdP+XLv3r0rYxDSwT9HJk4ZUWevtL1secM4BV6IX36e09T/QxQL8I7W+7zzzuusM+lnfiolI7BOQo5FvWk/mUrJEU0Xqw3F4d1339XHvt4kBMbKh1wcKxYKTCptsWCLhakMiSDNyoIQrEzqsU7Qzi+eETLYCidhmcFLKRbUpDby7jpeDEwiboSsmuHxHI/NufMjTj5nPtfH/42AEZgfAmPkK1ZfIXfqjlRUZWmXMjNbhyGrmWCxert79+6ViTN5YimAb4JMaiVBPNLhpAlWSLFUi/LGMyYNmVBQ6AoycVFSoGDAZJotB/l502RQJ4ykAyZs90BG5212nABRR1hG5PwOOeSQhaKFsoRyJ+rW1G/kbSTEp4/AjwNb5VQpw7OmPq+ujL73CQJj+Ig3VeHVtqDQhnNfxULduCHaTleYt13mCSrvs92Uo1fhRXWSGmlzskumfILXEEuZvooFlAO5jUeZ+oS6RamUjGBCr3lnS6PAqYQcibQIdRtL3jal8XxdFoGx8iGXwooFKxZssVCgDZRgSIS4OhRTgd50zeCvzfFWKcUCnV4uQx/vxnTSfTvLPp6eswDzfyNgBHY+AmPkK6vrIbOY4CqxmhnP8mRE48U1kwNdUY9360IstZgk1xFWAEzc697Te8jMNid5+DbIE3Z9X6/ZasdEo464j7JX49ddo7hoSoN0X3nllQ2rw3XptPmWIB2OFezTX9RN/urq53urCIzhI1JQJR3ftWkbz2puq//6Khb0KOu6NtR2r46X8R/Sp02Rbp2FELXYCsVC9mXSVs+6Z2qtQZlLyIi+ioVSciRajCpZUdyatgaBsfIhl86KhQKTSlss2GKhFEPCoKzEdA32WEHjWMbsUyEzOCZ72gnpKhqdgT7rUhTofuWm1aucP/8pAytYmpdes5rI3lmTETACRqAOgTHyVc9Yz9sA1Ongrl276rKsvYevmCbLMiYvrOh1WT+Q8AMPPNCoGGBQnf1B1BUGSwEmQk2TJqwIcr3r0qEPwYpAtxmofEYpw3aGLmJik48+jnTADGuKPtjg8DJbS0Q6TBw5lcg0DoExfBQ5qZd+LA6H0r333rscA2DR00R59Tu+fZ+waXWbxZdsdaTp0d7aFHmqFOG9IRYLWSnTZNafrZm0fH2udWwX2E6VEdnaosligfxKyhGVaU1K2qijw3IITJEPWgorFqxYsMVCgTZQiiGVOekocCrEIJQVGo56RMiqyZvG3+7XdDyvvfZadd999y1WADgqs87Ud7vXw+UzAkZgaxEYI19feOGF6qabblr88h7k9957b/lszMAVucWRcDhkRMFb59+mD0KUC8sKVlVJj3INJeQqylv2oZMOk55c375pkg6O0u68887FimeblUJTmjiB5Bg6jr0jLa77KBRyekyKOAUAjFnNZS88dTWNR2AMH0VuOrnGgmUdiXbImIq6sL2DrRJ1E/K6utH2YsILn6wTTZURhx566EIpBC/2oSlyhLFuKFKGnpLWp2yO04zAFPmgqVqxUGBSaYsFWyyUYkhlTl8bASNgBIxAVVm+uhUYgekITOEjJqfqkJmFgTkRCjImvFj2zIlQxoQ109CTOcbgpI5eUdqatg6BKfJBS2nFghULtlgo0AZKMaQyp6+NgBEwAkbAigW3ASNQAoGp4xQ9IQXHmnMhfIiET5N8bOtOxoDtTQcffPBCoYK1xmZbDGE9FtYKTdtadjLe+7puU+VDlN+KhQKTSlss2GKhFEMGYzo0AkbACBiBTxCwfHVLMALTEZjKR6xeq9UCE+450J49exYTXuo+lzrzXakrE32UCjhW3WxSX1x1x5Nvdv5zT3+qfAj8rFiwYsEWCwXaQCmGDMZ0aASMgBEwAp8gYPnqlmAEpiNQgo+eeeaZ5aoyDhHnQKzUcwTiuvq3mvKN8EXxxhtvTEmi17tPPPHEsl3hBNa09QiUkA+U2oqFApNKWyzYYqEUQ269KHGORsAIGIHtjYDl6/b+Pi7deiBQio/0SEgcbJqMwFQEwrcC/hzGOp+dWoa5v19KPlixYMWCLRYKtIFSDDl3web6GwEjYAQyApavGRH/NwLDESjFR3v37l0c33jggQdWY46eHF5yv7GTEeBUHdoSR4/bYeO++9Kl5IMVCwUmlbZYsMVCKYbcdyLFORsBI2AEticClq/b87u4VOuFgPlovb6XS2sEthKBUvLBigUrFmyxUKANlGLIrRQizssIGAEjsA4IWL6uw1dyGbc7Auaj7f6FXD4jsO8QKCUfrFgoMKm0xYItFkox5L4TKc7ZCBgBI7A9EbB83Z7fxaVaLwTMR+v1vVxaI7CVCJSSD1YsWLFgi4UCbaAUQ26lEHFeRsAIGIF1QMDydR2+ksu43REwH233L+TyGYF9h0Ap+WDFQoFJpS0WbLFQiiH3nUhxzkbACBiB7YmA5ev2/C4u1XohYD5ar+/l0hqBrUSglHywYsGKBVssFGgDpRhyK4WI8zICRsAIrAMClq/r8JVcxu2OgPlou38hl88I7DsESskHKxYKTCptsWCLhVIMue9EinM2AkbACGxPBCxft+d3canWCwHz0Xp9L5fWCGwlAqXkgxULVizYYqFAGyjFkFspRJyXETACRmAdELB8XYev5DJudwTMR9v9C7l8RmDfIVBKPlixUGBSaYsFWyyUYsh9J1KcsxEwAkZgeyJg+bo9v4tLtV4ImI/W63u5tEZgKxEoJR+sWLBiwRYLBdpAKYbcSiHivIyAETAC64CA5es6fCWXcbsjYD7a7l/I5TMC+w6BUvLBioUCk0pbLNhioRRD7juR4pyNgBEwAtsTAcvX7fldXKr1QsB8tF7fy6U1AluJQCn5sM8VC1ERh7+ujIExcBtwG3AbcBtwG3AbcBtwG3AbcBtwG3Ab2Oo2MFWZYcXCr91ot7rROj+3ObcBtwG3AbcBtwG3AbcBtwG3AbcBt4Ht0wbWXrHw//yf/7fyzxisexsIoTiVIf2+ETACRsAIrCJg+bqKh/8ZgTEImI/GoOZ3jMA8ECglH/a5xcK6TyhdfitFaAOlGHIe4su1NAJGwAj0R8DytT9WjmkEmhAwHzUh4/tGwAiUkg9WLNhiwhYjBdpAKYa0aDMCRsAIGIFVBCxfV/HwPyMwBgHz0RjU/I4RmAcCpeSDFQsFJpW2WrDVQimGnIf4ci2NgBEwAv0RsHztj5VjGoEmBMxHTcj4vhEwAqXkgxULVizYYqFAGyjFkBZtRsAIGAEjsIqA5esqHv5nBMYgYD4ag5rfMQLzQKCUfLBiocCk0hYLtlgoxZDzEF+upREwAkagPwKWr/2xckwj0ISA+agJGd83AkaglHywYsGKBVssFGgDpRjSos0IGAEjYARWEbB8XcXD/4zAGATMR2NQ8ztGYB4IlJIPViwUmFTaYsEWC6UYch7iy7U0AkbACPRHwPK1P1aOaQSaEDAfNSHj+0bACJSSD1YsWLFgi4UCbaAUQ1q0GQEjYASMwCoClq+rePifERiDgPloDGp+xwjMA4FS8sGKhQKTSlss2GKhFEPOQ3y5lkbACBiB/ghYvvbHyjGNQBMC5qMmZHzfCBiBUvLBigUrFmyxUKANlGJIizYjYASMgBFYRcDydRUP/zMCYxAwH41Bze8YgXkgUEo+WLFQYFJpiwVbLJRiyHmIL9fSCBgBI9AfAcvX/lg5phFoQsB81ISM7xsBI1BKPlixYMWCLRYKtIFSDGnRZgSMgBEwAqsIWL6u4uF/RmAMAuajMaj5HSMwDwRKyQcrFgpMKm2xYIuFUgw5D/HlWhoBI2AE+iNg+dofK8c0Ak0ImI+akPF9I2AESskHKxasWLDFQoE2UIohVbQ9++yz1U9/+tPqvPPOq4499tjqyCOPrH74wx9Wu3fvrh577LHqX//6l0b3tREwAkZgRyJQSr6eeuqp1Xe+853qhBNO2IDTz372s8Uznv/pT3/a8FxvvPPOOwsZfPvtt1fPP//8KFn873//u3rttdeqBx98sLrrrruqV199VbPoff2f//ynevPNN6uHHnqouuOOOyr6jX/84x+934+Ie/furX7/+99Xv/jFL6r77ruveu+99+LRoPBvf/vbogzU6dFHH60+/PDDQe9H5BIYR1oOP0GgFB8x9jj++OMX/HLjjTe2wrsvviM8AS/cfPPNC95oLWB6SN1efvnl6pe//OWCL+HvMfxEu//tb3+7SOOBBx6o3njjjYpybQaNwfiqq65afD/GlJtVrs2oq9PcPARKyQcrFgpMKm2xYIuFUgzJoOzSSy+tPv/5z1ef+tSnWn+f/vSnq3POOaf6+9//vnmSxikbASNgBPYxAiXk68cff7yUp1/5ylc21OjAAw9cPn///fc3POfGCy+8UH3zm99cxgsZjSzmfSYSfYjJe52M/8xnPrNQIDflr2kzGUAZwjtRDg0pDxOkLkKhcPnll1fUQd/nmjL++Mc/rlCCdNG7775b7dq1a0MapAPeKGH6UCmM++Q1tzgl+AjMLrvssuV3fuKJJ2ph3JffEWVHtOXbbruttnz55ltvvVV9//vfX74X70e4//77V7/5zW/yaxv+o+Q79NBDa9OBx66++upRisgNGU2URyhOom4sYJmMQCn5YMWCFQu2WCjQBkowJB3x5z73uaWwD6HfFe63337VH/7wB0tFI2AEjMCORKCEfH3uueeWspUJsBKT9JhYf/azn9VHy2ssArpkMWk0TbQiISzQutL54he/WL399tvxyoaQVdU6BUddurfccsuG9+MG6ahCpe597n33u99tnQwxmaIfano/7jOpaqNSGLflMednJfjolVdeWX7nww8/vBbOffkdn3nmmSUv0+76KBZQ9EUb7QrPPvvs2jpzE+ujrvd5jqJtjBWEZlwC4+B95BaKFdO8ESghH0DQioUCk0pbLNhiYSpDNnVsX/7ylxda9CuuuKJCC3/iiSdWX/3qVzd0XnQMDO5MRsAIGIGdhsBU+QoeN9xww1Ju7tmzZwWiP/7xj8tnbIXI9NJLL61MVpC3bE+78sorF/KZ/zqhaFrZvPXWW1fiocQ47bTTFivA3/72t1eeoWRuskbDikDzI50LL7xw0UewzUOfcd1kuUAdNC4TngsuuGCx/Y5rfdY0ifznP/9ZfeELX1iJy4otVhAnn3xyRdk0nWuvvTbDu/hfCuPaxH1zgcBUPkIB9/Wvf335Peu27+zL7/jUU0+t8CntrkuxwBaFzL+0X6wyrrnmmgWfa/vl+uc///mGFoUiMFsPfe9736uuv/76RVooCzUdeG8slcKYxawoE/LHNG8EpsqHQM+KBSsWbLFQoA1MYUg0xbljY1DXNBiEeX/3u99tGMwddthhwdcOjYARMAI7BoEp8jVA0Ek08lMJfwAxwGZCkYkV+3jO5AHrByW2QOikok4WYx2gq/rI+L/85S+azGJrQ+RDyMQm0wcffLAsC3FYdcyrn2qdQZy6SQNWbpoX+FDGILY/HHfccStxXnzxxXi8DFVhQ3pZacO2DlVSgJPmEwmVwDjScliPwFQ+YpIebaZpYrwvvuNHH31UnXHGGcuyRRkJuxQLBx988Mp7v/rVrzaAx1hMFWSM17LvEBSEmu/999+/kg5t/qijjlqJg/+GMVQSY2RVlJvtEab5IjBVPgRyViwUmFTaYsEWC1MY8qCDDloKdgT8j370o9qBVzBthHRs2RzWWyICHYdGwAjsFASmyNfA4Etf+tJSzuaJrU5KyEuJVdkYeBOihKgjtkBovOwAEn8I+rzJwuyiiy5axsPHQaZsbt1kwnzJJZcs02Eyn0n3k2Nx0ORHIcylKXt2esk7OuHKzyNPfAep8jxjWArjyM9hPQJT+Uh5iC0RmfbFd8SRddsW0jbFAtY2ypNY2TTR448/vhL36aefXomKD4ZIC8eWdYQCUPnguuuuq4vWeq80xjh7jXJjjWKaLwJT5UMgZ8WCFQu2WCjQBsYyJJ1iCHXCb3zjG4M89KopG+/jzLEPsfJ07733VpjUtREdL6tfbNXAY3gekLe9q8/++te/Lryo420c08MpRJmefPLJhdfmpsH5lPT9rhEwAtsLgbHyNWqhEwi2kmVC7oYcZhKshNVAPGOC3jQB5x2dXJx77rmaTKUrg6w4NhHbHyI/QuquxOQnntcpDCIuZuERj/DPf/5zPFqEOsHB6qCJsiJDt2fQj2gebf0Je9Mjbp7AlMK4qQ6+/wkCU/jo4YcfXn4/tmjW0VZ/xzvvvHNZpmhbqvzgXptiIY+/Mu/nOsJvkU9WCsR9wjZ+0sUgLIKG0mZgrIoZFA2meSIwRT4oYlYsFJhU2mLBFgtjGTLvh61bBVCGrbuOjopVJ44QUuLIsOjwGDwz8MveyDFTRQuudM8992zYahHpfO1rX1tsxdD4ddcoIdivqytakQaDWo7PzKbAmo4O0unwcVak9yItOnsG8WOVHpqnr42AEdh+CAyVr3lyEbJiSHjmmWcugGCfdLyHKXMbqe8DZJWSboO46aab9NGGa2Rs5JmdxbHVIJ4RNik61Os78dhCEaQ+JXiW5X/EI8QyTvND0RCEN/l4Rv3aCBPziEuI+XpQKYwjPYf1CAzlI00lxhl8u7rtQsTd6u+I7yltU/j04JQT9WfQplhgTIHFKPH5dZGOZTi9S0n5Oz/TeLotiKMeh9JmYHzWWWctcTziiCOGFsnxdwgCU+SDQmDFghULtlgo0AbGMCQTYdWA1+2DVWZtusYUtmnlnmfR8aJ4UM103CeMM8tZjVITWY2Tr1k5azr/GAWJdqD53fhP/XWgqnXUwQGrA/FOU4jihEGFyQgYgZ2FwFD52iTnmmRH3f0f/OAHCxA1rZ/85CetwKKQjbRQngZhLRD3Cbv2Vp900knL+Iccckgkswh5V9NiBTMTcvmAAw5YxmNCpMTRj5GGllPj6LU6Z8RhZZD6YOjqv1AiR56EejRnCYyjTA6bERjKR5ES4wv9dq+99lo8Wgm3+juGYgEeUb8nOnZoUyysFL7jD84ZFQOUEkqUIZ7Db2rZE/EeffTRZRzisj1qKG0GxrodgnJhYWqaHwJj5UNGyoqFApNKWyzYYmEMQ+JALDoiQk59KE2qWNC89FoHhHhE12d0Yjgl4pgwBpGqCCFeXcfISpRq9omH+THHrKGMUMdDkVedpYYODiIeIR6bWZlQ79Tx/Oabby4NodMzAkZgHyMwVL7iWA7fAPEL+UCI3Ij7hLrSyAQ6noU81i0Ddd7gFRpOg9C8wiIrKwNwaNhGrAhHOnUrqbp6TDxWSGMi8/rrr69su+B5NttGQdKWfi6b+gEKhQtx6DsinT6rrxGXULEsgXEus/9vRGAoH0UK6h+kaRsEcbf6O7I9k+2gmXTsUEqxoEo02m/m4exjhYUVlB0o+VjwoByKD3JnzEKIpqE8lDHgf5M8qourYza2vprmh8BY+ZCRsmLBigVbLBRoA2MYEq/BOtDSFZzMqGP/1ykW2OtLZ8wqBEchhROivN+QwXn2fIxlg+5HRtEQA9ooI8eeab1igB7PCdGQ64Aez8yZdHBAenVbNvI+4mx+nNP0fyNgBNYPgTHyVWupsiRvHTjllFOW8goZqERclWX4dmkjJvUaPyzJ8kplWxo804lctjbgOSuKdccOa95xjd+dbFl2/vnnL8uJIqWL1Irt6KOPXkbXvuDiiy9e3m+60MlLKIFLYdyUp+//D4GxfKSnGTSdBrGdvqPyewnFwiOPPLLkF/iqyUfKLbfcshIveDCHbNXKJ9P87ys1X20mxuoDRpWHzaXxk52GwFj5kHGwYqHApNIWC7ZYGMOQuj+Vjic718rMikfh/GNSr7987FhWLGCBkONEProvmUl8k88C3lfLBXUYmU1+Tz/99Eh+Q5i16XTeSjo4AJ8mx2C7d+9e6cw1DV8bASOw/giMka9Ra/URgO+CTOrPIMtGfLvopKBrC0M2l45TenCUG+mw4thFd9xxxzI+sraOsPJSORzpa4gPn6wcJi1VpqjFWl0+3MPLfaSLVVuQ9hld20R4R/37oNSGSmEcZXLYjMBYPtJFABYO6mg7fUcdO0xVLMDzaiUAz4UlUsaBMZNaGwXP5JCxzxjaTIyxAo1ygp9pfgiMlQ8ZKSsWrFiwxUKBNjCGITFfDdaiKo0AACAASURBVEFOSKfRRhq37Vr3x2XFApPwOlInj6Td5Pcg3kWZEGVg1Sro7rvvXt7neR6oR7wIdVCPo0clHRzoYFbjcJ0tLfLqXI7v/0bACKwXAmPka9QQK4OQVUyolZgIxDO2QWTKfgF0H3eOy/8cPxQRmBZHPoRdhIlzxK9TROS+I+LqBDDuYSWAs0Ylti3E829961v6qPaaFcyIr4oIldFtR/VFoho/FBEZs7EYRx4OmxEYw0fKI7SBuu2P5LidvqO2symKBawKsvKuafsB1kmqOAt+gSdVMRH3cfQ6lDYTY90eVSdzhpbV8dcPgTHyoa6WViwUmFTaYsEWC2MYEs/g0ckQ1vkZUKbVuG3XdD5BWbHAxL+O8pYCOk8sCJp+WCJEGeg4g9R6gM6p6f24jxlupIO3YyUdHGTP6BovH3k2Zt+ipudrI2AEthcCY+Rr1AD/MCFj8iRD/dxg7p8JJW28S9i1XS1bLLz88suLJFWx0GfQ3maxQB20TFihsdUCM2kIC7aLLrpoJQ4yWhXOqljIziEzBvxXiwU1A1cZrU4d69Lgnk68YotcKYyb8vT9/yEwho/eeeedlbbE6R51tJ2+o7bLzPN1Za+7x/GaWSEQyrAcH+WLtm34EyVm8ByLHSjM8E+hvNt0ukZOP/5vJsZ5UYgjek3zQmCMfKhDyIoFKxZssVCgDYxhSLwKayfz+OOP1/Ho8p7GbbtuUyw0DYzZ79qWZtezMLdl/21X3KbnbL9Q0sFB27nQDN41TSsWFEVfG4H1R2CMfI1a6/7wrLxV5W52cMj7ebU2/NFE2jnMPhZQNEBMUlRG5ffyf/WxwIQliPKoV3isEbKPm4ib+xf8KgTpsZg4guwi9bGAkiFI/TxccsklcbsxVB8LKE+gUhg3ZuoHSwTG8FFW3IeybJnofy+203fUscMYxYLyX/Btm+Isx7/22mszPIv/YKROp1Fc6DGwtS/Jzc3EOG9NDf8wkr0vdzgCY+RDHSRWLBSYVNpiwRYLYxgSj8bRaRE2bVMIxqVTqfvlAWSbYiGOlYw0I8wOF7Vcfa5jwK5HnPV5T+Oo5QPl6js4sGIhvqJDI7AzERgqX3Xvv8qYIddnnnnmAkx957777msFOA/OQ+H6zDPPrMj6JmVAJK77tFXhqhYWlOuX/3977/ZzSVH9/yff61++yfdf8N5Lb7zxwsQLExMTYwgxMRICMQSIGTEYonw0clDkjBwEBgIIA0KQjIAcxMgEhpNyPsgIkfOAwMAgchjU/uW1/azm3fV09+7de+1n9n72eyU71bu7enXVu2utrlq1atU998QtrakaBDBIBOlSCrCaRgTXDRwCF+7R3SJOP/30aWxqHvAieHFQ8CYdi3HwctqNwKxyBCcmPPT99C3Z1HwH8z0O7Tu0IcWSTK0Hx2zP2kca+BB57VuO+corrzT4T+NdPlfLlokxhgTljUHJtF4IjNEPbQjZsGDDgj0WEtrAGIHEdZXBdChzPoZjiGUFwYO0z7Cg1/RZBNJSHljcZ/lFZ0O3q2SmbRYe5drNoZ0DGxb0TfrYCGw9BGbVrzqrr3ptluOIjE7shbivayYyEL/rrrvqvLrkoYxhg1G5j0499dSaj8Y00CUVlCkMF128dEkF+TFMQ+r2rOXs4qMYXHXVVXW2U045pS7ntm3b6vNtB3x7AkdSjaWg/Mdi3PZMn2siMKsccXc5AdIXZHpZ3uPQvoOig2yUHpfIBsuMppE+r2/ZZvDRZRNdwTAjb5kuCmMCzap8sozWtF4IjNEPbQjZsJAwqLTHgj0WxgrkOeec01DmeB/MShmGBdZN6kdlWtDFrjKqi63OtHXl7zuvH+s+d0YbFvpQ9DUjsPoIzKpf2RKP+C3qeo+xgXPxK12S43ykEQNAjaXsZd9HGtQW7y0lDQI3bZZSg9rqwIP7VE9/8skn+ogNx+W3Idyuy0FE32Dxo48+ajxTt+RUg7R6RGwoSFVN4u10lT0L47bn+tynCMwqR9y5f//+xvvv2yZxWd7j0L5DIINRQb0OaKfojtjVJfJ1pWrIVI+ervwq3+zGMAstCuMyCHYYIWcpm/OuNgJj9ENbjW1YsGHBHgsJbWCsQJazAXQ+u5YrtAkw58r1u+qVUAZv1GvKr3SDm+ZiS30J4kUQR2aY4iNU7uPc9bx4NvcStBGDBLN9SkM7BzYsKGo+NgJbD4Gx+pXZ9RjM3nnnnQ1g2LEhrmGI6CJ2O4h80wbPGnOgnLlk94Xgc+KJJ3Y9bhIzIfKRqrG5XO/+6KOPdvLhAnEjgpcuNUNfMxsb19DbXVQutVMvCbwOggdp37rs8847r857yCGHNB6XhXGDqf9sQGCsHOk7hkcXLct7HNp3iHpoHBbqyqTILP0wNUpgmJxGamRk2/FZaFEY6040lM+0fgiM1Q8lUjYsJAwq7bFgj4V5BPKss86qO1x81HCT6wqyWAowz9VZOe7XwfxQwwJrAnVZBu52YSwon8kSDl3DTHljTeELL7zQqEtfh51ZMu2waFAwnjm0c2DDQvmG/N8IbC0ExupXjJ+hY1jbrIRHQlwL7wS9Hsd79+6t85Gf5QhtRGDH4EfKNpdKZYDcCOyoeTgmCGLwYfCv3mPo5LhGyoCoi4jqri7XDH6U1O2baPWxq4Tm4ZjgjvHMtkGTfn+6Zl+JKaGDqUsvvbTxmCyMG0z9ZwMCY+VI3/FmyMqGgs94YmjfAbbl8iK2z1aZG/LocheWvqVOpR6YNZbBomRF47oMibsyBBfnWS0ExuqHspY2LNiwYI+FhDYwj0DizlpuQ0RH7uSTT67KKOTkZaYNK7e68kbHjzTcXRH2oYYF8pbrcemUl0HG6HyedNJJdUeT5+EOq6Rbk3EdC3vZaSUmA7MCWu7yYzy0c2DDgqLvYyOw9RAYq1/DRbktjoDqKXRqHzGgDl0FL7bnVUJ36cAZV+eS0KXqJYB+Yys/pVIHt+11j7E2ykLaNphnYIQnmOZjRlIJbwe9fvzxxzeMyRiLiTOhedq2GsRIoHnKGAnoevXkAIPYhk/Lk4Gx8vPxRgTGyhFtI95x27as+qSs98hAl/bHr8+Yoc+O46F9B+REjSa0TQyQTM5M++nuUwSvDnxI0QX0S0oiXoPqAAbwZd8IOY164xHaRlkYK2+2nY06EDvFtH4IjNUPJVI2LCQMKu2xYI+FeQXyjTfeaHS+QsGT8iHiQ6leAno9julEE31caRbDAveVxgo+umeccUZ17bXXVnzoNXAQz6VM6hoLDz7I+vEkH0aECy+8cOKai4uwdsK53rZ2eWjnwIYFfeM+NgJbD4Ex+hUDa+jGti0V1Zjb5Z0VSJZL1uDLAB+jKobWUt9pHILgQapeEvDAS4zBA/r1uOOOq8sb19T7LPhgoNDBEHnRlRgYMDiz5KC83jUY1AEjfMCE2Vd0va4D5xo7QLQRnhHl8xikXHPNNZOyhHEHHvy6tqXMwritjD73XwTGyBF3qsGL99lHWe9RvW0YSM9CQ/sOF1xwQUPmoo0OSctYCrrsiPvRCcgB21Tu2LGj0tgIwb8thkM5cdNW7yyMgzdGRNVh9913X1xyukYIjNUPJUQ2LNiwYI+FhDaQIZB0bjX4YXx8pqV8ELivHOAj7LMaFlieoFuI9T2bDsa+fftKnTL5j6dF2aHs4nXsscc2ZsqC4dDOgQ0LgZhTI7A1ERijXzUgLYNtJWYbQx8NDTJL3BntfMf9ZVrubqPPpQNfuk2X9/Of5/QFySO2wVD9yq4SpedZlInzuj68rSycQxd38YAXM7al0bmNV19sCfhkYBx1c7oRgTFyBBc10vFeu5bxxBMz3uNmGBaI9dHWToecYwmrErKNcW/Ivch36UEUvIYYFsibgXE8U5ewUjb1xog8Trc+AmP1Q4mMDQsJg0p7LNhjIUsgEVCMAewzrh/Wto8VM0osM4itHkvh5j8Df71Xl0m05Y9zzHyVs1DBhw8Ps059HU34EE2cvc1L74TgQ0eUmZDSFTDKoB4aZeC1yENa7gs9LVK63utjI2AElh+BMfoVHRq6puzEa9BBlpwNpZdffnnDTH48AwPFkK3peNbu3bs7DQN4LpTxINrKh6cABmX0cZRBU/R3We82PgyI0OddehqjTN83JnjiVl4GwYvy4JnBN2WaZwi8sjCOcjn9FIExchR3s8tJvE9m4KfRvO9RJxZm9VgY2nfoavNRz760DM4aeDz11FMblnkqH2SkLzBkufwo+Lal82IcPNl5JspYxmKJPE63PgLz6AdFx4YFGxbssZDQBrIEUoWTYz5ArP+9++67K2bCdu3aVfHhGtLRK3mN+Y/xgOUVbPdIdHA+ZEM6h+WzMHCw9Rl8cBNm6QcdWpMRMAJGYBoCY/Trnj17qptuumnyK9f0o1fjGm7FsxKDevQwgdjQi6+99toofUa58KxgV4ZHHnmkd8DRVUb0KLsx4L4MH4JGlvXturc8Dx+C2d1xxx0VxpdpxuPyfv5jKMbFm60x4cXxmG9GFsZtZVzXc2PkKLDCSBWDTwb9Q2me94gBg2cSaHTVCEMbMhRygFfPUDnAW4l6YxwcQvNgjLzqJNJQ4+iQcjnPaiEwj37QmtqwkDCotMeCPRayBFKF08dGwAgYASNQVdavbgVGYH4E5pEjDFi63OXpp5+ev0BTOERcglmDN05hu/SXid2CYYEA2osm3a6cIKum9UVgHv2gqNmwYMOCPRYS2kCWQKpw+tgIGAEjYARsWHAbMAIZCMzbT8HjMLwW+raSzigrwZ7jWX3xRjKetUw8iJ0Q9R6y5GTesm/btq1+Hku0TOuLwLz6IZCzYSFhUGmPBXssZAlkCKZTI2AEjIAR+C8C1q9uCUZgfgTmlSNc+dVrAff+RZC657P+f52IHVwwLLCjBMspFkkssw0jBoEsTeuNwLz6IdCzYcGGBXssJLSBLIEMwXRqBIyAETAC/0XA+tUtwQjMj0CGHBFzKQajLFVYFLGz1Dqu9yce1c6dOxcFa4MvQTHjXbZtfdnI7D9bHoEM/QBINiwkDCrtsWCPhSyB3PKayxU0AkbACMyIgPXrjIA5uxFoQSBLjtgRIQakBDE1rR4CBJ2Nd3jFFVesXgVc4nQEsvSDDQs2LNhjIaENZAlkuqYwQyNgBIzAiiNg/briL9DFXwoEsuTowIEDFd4KzHhvRhyApQBvixVi+/btk/d34oknDt6tYotB4OoUCGTpBxsWEgaV9liwx0KWQBZy7r9GwAgYgbVHwPp17ZuAAUhAwHKUAKJZGIEtikCWfrBhwYYFeywktIEsgdyi+srVMgJGwAiMRsD6dTR0vtEI1AhYjmoofGAEjECBQJZ+sGEhYVBpjwV7LGQJZCHn/msEjIARWHsErF/XvgkYgAQELEcJIJqFEdiiCGTpBxsWbFiwx0JCG8gSyC2qr1wtI2AEjMBoBKxfR0PnG41AjYDlqIbCB0bACBQIZOkHGxYSBpX2WLDHQpZAFnLuv0bACBiBtUfA+nXtm4ABSEDAcpQAolkYgS2KQJZ+sGHBhgV7LCS0gSyB3KL6ytUyAkbACIxGwPp1NHS+0QjUCFiOaih8YASMQIFAln6wYSFhUGmPBXssZAlkIef+awSMgBFYewSsX9e+CRiABAQsRwkgmoUR2KIIZOkHGxZsWLDHQkIbyBLILaqvXC0jYASMwGgErF9HQ+cbjUCNgOWohsIHRsAIFAhk6QcbFhIGlfZYsMdClkAWcu6/RsAIGIG1R8D6de2bgAFIQMBylACiWRiBLYpAln6wYcGGBXssJLSBLIHcovrK1TICRsAIjEbA+nU0dL7RCNQIWI5qKHxgBIxAgUCWfrBhIWFQaY8FeyxkCWQh5/5rBIyAEVh7BKxf174JGIAEBCxHCSCahRHYoghk6YeDbliIijj9U2UMjIHbgNuA24DbgNuA24DbgNuA24DbgNuA28Bmt4F57SY2LPzJjXazG62f5zbnNuA24DbgNuA24DbgNuA24DbgNuA2sDxtYOUNC//zf/+n8s8YrHobCKU4r0D6fiNgBIyAEWgiYP3axMP/jMAYBCxHY1DzPUZgPRDI0g8H3WNh1QeULr+NIrSBLIFcD/XlWhoBI2AEhiNg/TocK+c0Al0IWI66kPF5I2AEsvSDDQv2mLDHSEIbyBJIqzYjYASMgBFoImD92sTD/4zAGAQsR2NQ8z1GYD0QyNIPNiwkDCrttWCvhSyBXA/15VoaASNgBIYjYP06HCvnNAJdCFiOupDxeSNgBLL0gw0LNizYYyGhDWQJpFWbETACRsAINBGwfm3i4X9GYAwClqMxqPkeI7AeCGTpBxsWEgaV9liwx0KWQK6H+nItjYARMALDEbB+HY6VcxqBLgQsR13I+LwRMAJZ+sGGBRsW7LGQ0AayBNKqzQgYASNgBJoIWL828fA/IzAGAcvRGNR8jxFYDwSy9IMNCwmDSnss2GMhSyDXQ325lkbACBiB4QhYvw7HyjmNQBcClqMuZHzeCBiBLP1gw4INC/ZYSGgDWQJp1WYEjIARMAJNBKxfm3j4nxEYg4DlaAxqvscIrAcCWfrBhoWEQaU9FuyxkCWQ66G+XEsjYASMwHAErF+HY+WcRqALActRFzI+bwSMQJZ+sGHBhgV7LCS0gSyBtGozAkbACBiBJgLWr008/M8IjEHAcjQGNd9jBNYDgSz9YMNCwqDSHgv2WMgSyPVQX66lETACRmA4Atavw7FyTiPQhYDlqAsZnzcCRiBLP9iwYMOCPRYS2kCWQFq1GQEjYASMQBMB69cmHv5nBMYgYDkag5rvMQLrgUCWfrBhIWFQaY8FeyxkCeR6qC/X0ggYASMwHAHr1+FYOacR6ELActSFjM8bASOQpR9sWLBhwR4LCW1grED+9a9/re6///7e34MPPlg9+eST1fPPP1/t27dvy2q/F154ocbh1Vdf3bL1dMWMgBGYDYGx+rV8yumnn15997vfrU466aTyUvXb3/52co3rb7zxxobreuLdd9+tHn300eq2226rHn744eqdd97Ry4OO//3vf1foufvuu6+68847q1deeWXQfWWmLD4HDhyYfGP++Mc/Vrt27RpVJ8r24YcfVs8+++ykTrt376727t1b/ec//ymLPfX/22+/PcEWjP/yl79U//rXv6be4wz9CGTJEe/iJz/5yURebrzxxv6HytW//e1v1c033zxpX3J66iHt5/XXX68eeuih6ne/+91E9pDBWYlyv/jii9Xdd99d/eEPf6gozyeffDIrm0H533///erpp5+eyMGf//zniVwMunHOTKuI8d///vda96JXTQcHgSz9YMNCwqDSHgv2WBgrkEceeWT1mc98Zqbf17/+9eqGG26o/vGPfxwc7bOgp55wwgk1DmedddaCnmK2RsAIrBoCY/Wr1pMBROhadGhJhx9+eH19//795eXJ/8cee6z66le/WucLfqRf/OIXJ0aC1huLkwzev/SlL23g87nPfa46/vjjq67nF2yqDD4YFK688srqs5/97IbyUMZf/OIXFcaLacTA79hjj93AA2zgvWPHjkHGgT179lRHHHHEBj7w4B1htDCNQyBDjnjyFVdcUb+foQNBDE7ISMjKkBpwz8UXX9zaNuHz+c9/fmLcm8brgw8+qM4999y6zNyrPwyNWf0pJn9OPvnkBv94FnoHQ9miaFUxxnAENuBEG/noo48WBZH59iCQpR9sWLBhwR4LCW1grECOMSzER4pO6LSZtR4dsnSXbFhYulfiAhmBpUBgrH7Vwj/zzDN1Z5+OvxId2xhYf+ELX9BL9fEvf/nL+v7QwW1pybtm8L8HF1544VQ+X/nKV6q33nqrvLXxP4MPM7hqUGmrD+e+973v9RoF8LroulfPM3hgkNdFeO9p/rZj3tPQwWzXc9b1fIYcvfTSS/U72rZt2yAoaWfHHXdcfR+Dx2mEBw+Gg7Y2UJ6jDXcNRukjIdPlPeV/+lPPPffctGL1Xse4NqTMGNmyadUxfuSRR+p3dOaZZ2bDY34DEMjQDzzGhoWEQaU9FuyxMFYgS8MCHa/yxwzZl7/85brjqx/Er33ta5vmYjdAL82VxYaFueDzzUZgyyIwVr8qIHh5he7cuXOnXqpefvnl+hpLIUp64IEH6uvB44wzzqh+85vfTGb0GZTEedJbb721ZDH5z3nNx4AHPswAH3300Y1rDL7++c9/LpTPj370o8Yz+fZgQMFowbGWtWsQiQGkrP/3v//96vrrr5/UCyOJ8uGZbcRSuDDukJ9j8l599dXVD37wg8Y1rj/11FNtbHyuB4F55QgD3De/+c36fQ5ZvoNHjH7beXfTDAsMksv2x3/aJXKMR2PZ5n76059uqDmeNlpenv2Nb3yj+tWvflVde+21G2SOftbHH3+8gc+QE9zH/Twjfnjw4A102mmnbTBuXHfddUPYDsqzVTD+zne+U2PHMhLT5iIwr36I0tqwYMOCPRYS2sBYgVTDAh+haYQbnXa++IDhKrgVSDsfXgqxFd6o62AEchAYq1/16TqIJraNEjEOYjDAIL8kDLhxnQHNa6+91shCjAUdQKOjGRwp8V9nMxkolevEifMQzyFl8FNSFh/WYuuzwEfLzKDsxz/+cSNP24wuhhHlc++99zaKDE/V7eQlZkJJeEUEHzDGw0SJJRA6mGQQYpoNgXnliPgG8Y66DERaoscff7x1yc80w4IuteB5l19++YblOCxd+Pa3v12Xh3zEolIiVkiUl/S8887bEO9DDY7kwegwhko+pfGS5U1qLKEtq7yNeSb3bCWM0cvxvsDKtLkIzKsforQ2LCQMKu2xYI+FsQI5q2EBwaVTG8qXlPWoW4G082nDwlZ4o66DEchBYKx+1adrbISyQ4++CZ3Ks5Rw3Y9rpLfffrtero+feOKJRj6C7SqVRgPcptvokksuqfkQ46CkLD54AUS9mGntiqOgSyXagl4ecsghNR8C+rURGKpB/Ne//nUjGzPfURZSDD1txBIIzbeVlgK21Tf73LxypDLEkogu4n3/7Gc/a7wrfW/TDAvf+ta36nsxHnQRhjk1Nl122WWNrBpXgTZeyn1k1n5Ym8dS5OtKkR1dbtEmJ9xLQEeVg6523vUcPb9VMVZjEUEvTZuHwLz6IUpqw4INC/ZYSGgDYwVSP2hDPBZCcA877LD6w8uHqqtTGPmzUqL3EjCM2aSuj3Q8i+u4q5Kf2SY+hH00q2GBOuM+C39mKghcZDICRmDrITBWvwYSuCnHwObQQw+N03WqAxk6/0oamwEeXTvWoI/iGaRlkDZ182V2votY/qB8qLtSFh8d4DDb2kVl/IRyeYaWtY+PBmTEE0IJz4zgw0Cx73umhowLLrhA2fh4CgLzyJEuB8KDp4/aApOq10+fYQG3/mgLpOzg0Efq6VIaBY466qiaV5/Mbd++vc7XV7aucuDJo2WmX9JFauxgmcZY2qoY33LLLTWWfUalsbj5vm4E5tEPytWGhYRBpT0W7LEwViDHGhYuvfTSWvnyQdPZL/3gsFVlFzEYj48hLrol6ewErr5qSeY+7rnnnnsmv+DDLAXGB+1ExjXSn//85xvcf+O5Qw0LuMvpQED5U/d5ZgGiLE6NgBFYHgRm1a+qu1Q/zHJ89tlnTwDAkKD3le7WgVJpEMDgqaTLIG666Sa9tOGYdeDxTAYiShl8NKYEz+lbK4/BNspCiqFBScuDy3oXqRs43wklYjLEM/gO9BG7VERejAym4QjMKkfKWb/pbcuFNK8arZjJR2bY3jHeW9/gHS8U4o1giKBt9bVNnvnDH/6w5kt/Skn7FOU1zaceSyxpmpWItRJ1o8x9RJ8s8pJ2BZ3s48G1rYoxhl3FhyVbps1BYB79oCW0YcGGBXssJLSBsQI51rCgH0KUsO7FrB09Bv5dxP7rocD5SJXExz+ul4HF4jydBe0wMOBXl8DIpyl81RASz9VOQNtSCAJHXXXVVXWZlGd5DK9yZi2e49QIGIHVQmBW/aq6q9QNQ/9HMDg8r7QT37W2v9w1Qj0b3nzzzYbeaosxoG/k1FNPrfMfc8wx9aUsPnhTBA5tur9+4P8eaFA6gikqUb7ghe5v07u4NEceUpZzKOn7mrbG/a677qp5DSm7Pmfdj2eVo8CL77W+P23bkUdT3gueJ7zL8CTUfgLvO4PoE+hECjEUlGirWu42uWPSRJdTsERoVtJYJPSV+ojlG1qmsdunbmWMdRLr9NNP74PT1xIRGKsfyiLYsJAwqLTHgj0WxgrkGMMCFm79mNLpU1qEYUE/hHHMhw2DhnYY4hopH4cbb7xx8tN6co1ZgXIpxTTDAlHGlT/PZ03vNddcU7E9kQZPI9+YDoLi6GMjYASWA4FZ9SuB5YgNED/VG7gfx3lS1Zfo0riG7gpSV+nQLbG+nxm2888/v6GbSpdsBjRaBgK59ZEGr9MZ1Cw+DPiiPMq/q0yqv8PgEnnLuAd4JrB8hEEfbu0E/ENXx/PAm/NKep3vSR+xvC54kZYBMPvuXfdrs8pR4KVxPaYtg+AejD/l7graT8gyLKiBjLZQeglh5FKjAW2PPPRbWG5D4MOy31AGdg0M+lKdeCm9cdru0/Y7rb233c+5rYyxtrch+qkLI5+fDYGx+qF8ig0LNizYYyGhDYwVSO2wDYmxQCfq+OOPb3SsTjnllIZca0c5y2OBDyEKnnWWlIHlBnQYIe0wxAezzSVWg5KRr9xuqc+wQEdcO5+4wJZeDxgqyoBR3pKs0TT8xwisJAJj9WtUVgcP5fp9lmeF3sKLq40YJKNnI19fikfDe++912BTztg3Lrb80Y41XgBBWXwuuuiiui4YUqaRBnrE9bwkXRfdhw1LVMqBWxmb4rHHHivZN/6XwYvL70Ajs/80EBgrR/ptHrIbROOh//tH+wkZhgWWXGpfB55tcZz27NnTMC50tU8MEAzWx5AuzWSZ6jRSr86bb755WvbB17cKxmXMxj7DcgAAIABJREFUChsPBzeBuTKO1Q/lQ21YSBhU2mPBHgtjBVINC3R+WXtb/oigjYsf61B1cM0Hkv+l0tWPbaZhoewQhjLRjxll6nIVJj+zhfFhLy3R2nkpl0KwD3TcR51jtjDKoKm60bFW2WQEjMBqIzBWv1JrjRHQpg80nkHbwCSQY3s7DZwY+khTPB5YrlASAegiH/prGrHzRORnwBOUxUeNKdNct3k2nmFRntIbg+sYddXLIvKWaZuht1xT3eauHvUnfeutt+qywN9rsBWd/uOxcqR9irHbW2s/YV7DAoY7NRbSDrqMgiCye/fuRpsp2yX/MeZhQBxDGtNl2lIe+KvHKZ6YWbRVMEbX6juiXqbFIzBWP5Qls2HBhgV7LCS0gbECqYYFVaRDj++4445SphtW/CzDQt+Wlvoxo9xdBggKqpGlyauzTX2GBV3jWwYzKwF46KGHGh+lcslFmd//jYARWG4ExupXasUMeOhTBtRK6Ia4Vi4p03zolNKoy3068xh8SHft2qW3T9yv9XrjYssf1alqiMCNO4OPenYROX8asfwhnlsaItDhOlCKfAxG2zAj+KIShvG4h5RlFH1U5p9miOjjtW7XxsiRygjvhwH4GNI2PY9hAaMCO7tom+lafsCSmzZjIO1Sl0gEL/o5ERNiljqqkePKK6+ceqvmH2KImMrwfzNsJYxVdxBby7R4BMboh7ZS2bCQMKi0x4I9FsYK5FjDAp07Inu3kc4uZBkWyuUW+lz9mKnbruaJY5095GOu5esyLJSusngv0NHv+ml5eEYXTlEmp0bACCw3AmP1K7XasWNHPQiJ5VtRW4ygMajoislS7qBAh5co8LGGnPXauFCXAxViDwSpQYD7p1GXx0IWHzUsaHDIrnKpx4Ju28egszQqYLyJpSDMAGMo0K0GwVt3FSBvvAPSacHsSo+FF198savYPl8gMEaO3n777cb76dtpqnhc469+l8caFvbu3VvpJAPtBcNB1+QByza0bWE4eOmll+py4fmoO5KQF4/HWUkNBWVw0zZeKjMay6Ut7yznthLG+p6nTSbNgpHzdiMwRj+0cbNhwYYFeywktIGxAqmGBTqmxFkof9u2bZvEDsCyzYeD9Wd9tAjDQt/HUj9mrDWcRtoB37lzZ529y7DAjJh2DmY9xg3SZASMwOoiMFa/UmPVKzqo4BrLzkKfsOSsjTS+AHm7Br4MeHWWTXVh6anV9hw9pzEWGIQEZfHRLRv7vNHiuYoBRoYgLSfYlHFzIh8DP10GB064O0PljPgTTzwRt7WmZYwFcDcNQ2CMHJXr3ccacrSfMMawgIFK+w60N5bldBkVSoNg2xKeQI2lpqEHSIllMgupB8Vll1029Vb1dMKImEVbCWPtG4+N65GF67rwGaMf2rCxYSFhUGmPBXssjBVIVZ5Dgje2CXF5bhGGhd///vflY+r/+jEbUgc6FfERZ0eHIB0AaIwF3RYz7pslZXbRZASMwOoiMKt+1TXPs+gKzXv22WdPAFNjAbvP9FE50I54C08++WSt83hG25aMylfjFbDLQlAWH4LrRl3Bahpp3JrAhXvUzZxy9q1Rf+WVV+pn8mwi+gdFWUjLZSSRJ9JyV4gxruvBa93SWeUIfB555JHGeyMmxhjSfsKshgU8G7WNcIzXTRmIVculnkrkZ1vJLsLrSPslbB85C2k/bsj2iFqXe++9d5ZH9ebdShgTJDZwQs+YFo/AGP3QViobFmxYsMdCQhsYK5D6QRoyKG8T4vKcGhb6Omn33Xdfrbjb3HP1Q8sHq4v0Y0Z9ppF21IkmHtRlWCA4V3xgSJltY2Zs6M/BvQJhp0ZgNRGYVb+q7lLdMcsxcQVKN310Zh+VbvoRUI5BjT77+eef72NTnXrqqXV+jWmQxQdDcZSnTfeXhVO3ZF3vrC7gQ9yV1QVcgwAq/y6vhygTy05mKXvc57SqZpUjMKOtBt6kYSybFU/tJyCfQ+mGG25oPJ8yDIlLoMt92EVqGulyn8MOO2xa9sZ13TEGD9M+KmOETIsp0servLaVMMbDJNqdPRbKN72Y/2P0Q1tJbFhIGFTaY8EeC2MFctGGhT6DgK7jbetcaue8j49+zOgg9lEZARzX3qAuwwIBmOIDQ5pp4Y9nOzUCRmB5EZhVv9IRZRtFdTlGn3EufqVrfpyPlLXPDKJU90wzLJRu/cRECFI3bp2tj+ua6k4VOgAnTwaf0ljbN1j86KOPGhiEsYSy6DdCPRm0Lnqs9SJWTpAOIqbNFp9//vl1eWYdAMbz1jWdVY7Aia2eVQb6gjP34ar9hKGGBYxY+myO+/oi+nzaUdyrXj+aR4+1XQ3x4tF72dkhnjWtbmVwabwlsmgrYYxsB6YXXHBBFkTm04PAGP3Qxs6GBRsW7LGQ0AbGCuQiDAva2dMYBqUCoCMYijvLsAA/gj110Z133lk/k7y6VWaXYQFeOkDQZRJtz6GTTIAxZv2I0Kw7T7Tl9zkjYASWG4Gx+lUHJugeJXYTCP3XNyOmHlaXXHKJsthwXM7uauBYdl+I55144okb7o0TLJOIfKT3339/XJqkGXwwgGi91HOs8bCqmjxfy6NLD3QpBAaZaaRGEV2ihp6OZ0wbmOl69iFeEtPKtE7Xx8pRvBtSeIyhWQe9tA99Lm2nbbvSrrJce+21jfunDeDVuEVAx1kIrwMta1+fQ+M5DPGkmKUcWwlj9YbCa8W0eATG6oeyZDYsJAwq7bFgj4WxArkIw4KuL+4KWMSHTzt5mYaFcku3UDqsv9WPhQY3I0+fYeH4449vfLi1wx78I1UXSD72fR/5uMepETACy4vAWP2KgTE6/KzxV8IjIa71RWZnwBz58Mjqi4+g64JLnXrzzTfXfODXFXSQ4G/xPHh88MEHWuwqi4+WlV0butarE9wxylMaDzC0xDXSviUeZbk1CDHR/pWPenpo5QnsqPnYStQ0HIGxcqSG/T5Z6SvJLINedmvQ98zyzlmDRrIri/Lom2R54YUXGnkxSsxKipF64ygfdIf2uy699FK9PPfxVsG4NHx26YO5ATODBgJj9UODSVVVNizYsGCPhYQ2MFYgF2FY0A4jH9YyzgKujbqmlTxlJxhFoZ4PfLC6SD9m8SEvIx3zodA1jOQrefYZFl599dXGhx/jSRnhnfIx8xZlIO0yrHTVxeeNgBFYPgTG6tfQYW36TfUR3gtdxBaVqlNw5y8H+xhNCUSr+TBwKjGooByRByNr6d2ly9PIRzyZkrL4lAMvjLfo6SDqRJyJKC9pudUgOlivM2hqGwASZV/rjv4uDRlqwCHv448/HkWZpBgtdFDGezDNhsBYOVLDfte2rNNKov2EaV4pxCnQdsUSJLwbp/1ULllCWfZziM9REruM6GQMba+cjMAIhizEr7wOT4wEWuYyVgjLQNXbhufEtqxaJnCK50wLFqv3cbzKGGtd2HlHsdy3b59e9vGCEBirH8ri2LCQMKi0x4I9FsYK5CIMC+WsDgoal7szzjhjsr5YFXYc85ErKTrl5CmNAJpXP2bBjxQ3WWbfLrroosaHm2u485bUZ1gg74UXXtj42MCHdZS4OzPDoFhyjTo5cGOJsv8bgdVDYIx+ZTtD9AC/ti0VmaWP6zqgbkNH3aS5hxlUBljM3m7fvr0xYOA6QQqJTVCSekkEHwYP6K/jjjuuLk9c06ViyiuLjw4YeSaY4IXArhQaD4Fr6Nc2YptOrscPvXvMMcdUbFFMZP4SO/K16eVyGQn5WKLC+vWTTjqpYZjgmsZ6aCuXz21EYIwcwUUNXtOMAhuf+t8z2k/o40EZoy3NmpaxFMoBKvyIrUKfBBnSIKnxLHZ2KalcwtnmKfPxxx83lmzCDznA4MjyB+1Pca1rW0raepSFdBZaZYy1nrqMJXu5iD7Hx00ExuqHJhd7LHi23oaVlDYwViB1MJy1KwRCroN0/UjpMevW6ARyLtOwEDz1WXrMzFTbllVa5rY4CsxAsJWT8uo7ZkbOZASMwOojMEa/Mrse+oGOvZIGhC0HI5ovjhng64x68G1LmSXtWhKAF0C5fKCNBzq0L0heFh+8HzROQltZOId3BXnbiLLg+t11r56nXn1GarYVnPb9gF/b4K+tbD7XRGCMHMFBjXTg37WMp/m05r+hg17iZmibmeW4TZbxYhzSpnhOm4cQtRhiWCAfHjyll0Rb+ftirGyGYWEZMdbWokZWDLemzUFgrH4oS2ePBQ+sUwbW6+61MVYg2UosPjzZbvsYDtR1NJ5DJzECmcUHl3wl6dZgd999d3m5/l92GJiN4gMfz4uUWT6CdHXNDuoSjr6gXBgMdLYx+EeKi3Obq2JdYB8YASOwUgiM0a+XX355rYPKwawGWzv55JMHY3HrrbdOvBVC12iKLsUduku/6UN27969YQYzeNGpLuNB6L16nMEHwwCzp23fCsqEUabNEKzl4JjAem16P+qF4ZjtMqcR8XNKb4ngAX+WVZjGITBGjuJJGqUfT5RZiT5EvEf6Fl1UetHEPUPSrtltAjq3ec4ET9pbnyFP+zjc0+axEPVhOYZOksQzSOkDEZSyT0eUy4+C75B0lTGO+oFf9EvBrMtIG/md5iEwj37QUtiwYMOCDQsJbSBLIFU4s44JhMQHh20amXnIJv3oqosjz+KZrGvcs2dP78d0TJmI8szaR4wk1I9jXWM5hqfvMQJGYPkQGKNf0Tk33XTT5FeuZWaAG9fGdFzxYHjkkUcmgRTZMhcdO4YoF54VzKrCb8jAu+05WXwwyBIo7Y477qgwvnR5KbSVIc6hg7mXLTXhxSxu30Aq7itTXMsxVhD0kZ0xWAuPEcQ0HoExchRP0+88kxOrSLRDAjVSF5Z3sFSibclSW91oezHgHTJxQQwRJllCDjgeKgcYORhUExBy1WgejKkr3khhjGHZimnzEJhHP2gpbVhIGFSu+2y96/8/ky2YEMp1JO1wqGFhHbFwnY2AEchHIKvDk18yczQCq4PAPHLEwFrd/J9++unVqXhCSTEMMOBt8+5MYN9gQVwRnsWuNutGGuASo61p8xCYRz9oKW1YsGHBHgsJbSBLIFU4V+XYhoVVeVMupxFYTQTWWb+u5htzqZcRgXnlSHdIIbDmuhBeNxF8kZgkiyTijMSM/ZglJ4ss26J5awDXrmUtiy7DOvOfVz8EdjYsJAwqPWPvXSGyBDIEc5VSGxZW6W25rEZg9RBYZ/26em/LJV5WBOaVI9zc1WuBAfc60M6dOyeDfeq+6Dqz2wyGBXaUWLelndQ5jCpsMWraXATm1Q9RWhsWbFiwx0JCG8gSyBDMVUptWFilt+WyGoHVQ2Cd9evqvS2XeFkRyJCjJ598sh78ZQecXlbcWAbCFogffvjhwou4b9++CkPGuhFBucOoQPBL0+YjkKEfKLUNCwmDSnss2GMhSyA3X5XM/0QbFubH0ByMgBHoRmCd9Ws3Kr5iBGZDIEuOdLtCAmyajMC8CERsBWJYlMF25+Xt+4chkKUfbFiwYcEeCwltIEsgh4n/cuViT2vWXvJjFwiTETACRiATgXXWr5k4mtd6I5AlRwcOHJhs33j44YdX6xYHYL1b0GJqz646tKUjjjiicsDGxWA8hGuWfrBhIWFQaY8FeyxkCeQQ4XceI2AEjMA6IWD9uk5v23VdFAKWo0Uha75GYPURyNIPNizYsGCPhYQ2kCWQq6+aXAMjYASMQC4C1q+5eJrbeiJgOVrP9+5aG4EhCGTpBxsWEgaV9liwx0KWQA4RfucxAkbACKwTAtav6/S2XddFIWA5WhSy5msEVh+BLP1gw4INC/ZYSGgDWQK5+qrJNTACRsAI5CJg/ZqLp7mtJwKWo/V87661ERiCQJZ+sGEhYVBpjwV7LGQJ5BDhdx4jYASMwDohYP26Tm/bdV0UApajRSFrvkZg9RHI0g82LNiwYI+FhDaQJZCrr5pcAyNgBIxALgLWr7l4mtt6ImA5Ws/37lobgSEIZOkHGxYSBpX2WLDHQpZADhF+5zECRsAIrBMC1q/r9LZd10UhYDlaFLLmawRWH4Es/WDDgg0L9lhIaANZArn6qsk1MAJGwAjkImD9mounua0nApaj9XzvrrURGIJAln6wYSFhUGmPBXssZAnkEOF3HiNgBIzAOiFg/bpOb9t1XRQClqNFIWu+RmD1EcjSDzYs2LBgj4WENpAlkKuvmlwDI2AEjEAuAtavuXia23oiYDlaz/fuWhuBIQhk6QcbFhIGlfZYsMdClkAOEX7nMQJGwAisEwLWr+v0tl3XRSFgOVoUsuZrBFYfgSz9cNANC1ERp3+qjIExcBtwG3AbcBtwG3AbcBtwG3AbcBtwG3Ab2Ow2MK+JxIaFP7nRbnaj9fPc5twG3AbcBtwG3AbcBtwG3AbcBtwG3AaWpw2svGHh//3oR5V/xmDV20AoxXkF0vcbASNgBIxAEwHr1yYe/mcExiBgORqDmu8xAuuBQJZ+OOgeC6s+oHT5bRShDWQJ5HqoL9fSCBgBIzAcAevX4Vg5pxHoQsBy1IWMzxsBI5ClH2xYsMeEPUYS2kCWQFq1GQEjYASMQBMB69cmHv5nBMYgYDkag5rvMQLrgUCWfrBhIWFQaa8Fey1kCeR6qC/X0ggYASMwHAHr1+FYOacR6ELActSFjM8bASOQpR9sWLBhwR4LCW0gSyCt2oyAETACRqCJgPVrEw//MwJjELAcjUHN9xiB9UAgSz/YsJAwqLTHgj0WsgRyPdSXa2kEjIARGI6A9etwrJzTCHQhYDnqQsbnjYARyNIPNizYsGCPhYQ2kCWQVm1GwAgYASPQRMD6tYmH/xmBMQhYjsag5nuMwHogkKUfbFhIGFTaY8EeC1kCuR7qy7U0AkbACAxHwPp1OFbOaQS6ELAcdSHj80bACGTpBxsWbFiwx0JCG8gSSKs2I2AEjIARaCJg/drEw/+MwBgELEdjUPM9RmA9EMjSDzYsJAwq7bFgj4UsgVwP9eVaGgEjYASGI2D9Ohwr5zQCXQhYjrqQ8XkjYASy9IMNCzYs2GMhoQ1kCaRVmxEwAkbACDQRsH5t4uF/RmAMApajMaj5HiOwHghk6QcbFhIGlfZYsMdClkCuh/pyLY2AETACwxGwfh2OlXMagS4ELEddyPi8ETACWfrBhgUbFuyxkNAGsgTSqs0IGAEjYASaCFi/NvHwPyMwBgHL0RjUfI8RWA8EsvSDDQsJg0p7LNhjIUsg10N9uZZGwAgYgeEIWL8Ox8o5jUAXApajLmR83ggYgSz9YMOCDQv2WEhoA7MK5Jtvvlndf//9c/8eeOCB6l//+tdSaMQXXnihrs+rr766FGVyIYyAEVh9BGbVr101Pv3006vvfve71UknnbQhy29/+9vJNa6/8cYbG67ribfffrt6+OGHq9tuu636y1/+MkoH//vf/67Qk/fdd1915513Vq+88oo+YvDxf/7zn+r111+f6N7bb7+9evrpp6sPPvhg8P2R8cCBA9Xzzz9f/fGPf6x27dpVvfPOO3FppvTDDz+snn322Umddu/eXe3du7eijLNSBsazPnOr58+SI/ocP/nJTybycuONN/bCdjDeI+0NWbj55psnstFbwOIidXvxxRere+65Z9KGke8x8pQlB0Xxpv7929/+Nqk3MjwLhR556KGHqt/97nfVo48+Wr377ruzsJjkDfzuvvvu6g9/+ENFeT755JNePn//+99r3ctzTQcHgSz9YMNCwqDSHgv2WJhVIHfs2FF95jOfSfnt27fv4Gih4qknnHBCXZ+zzjqruOq/RsAIGIFxCMyqX9ueQuc2dO7Xv/71DVkOP/zw+vr+/fs3XOfEnj17qiOOOKLOF/w++9nPVtzPgHoIMXj/0pe+tIHP5z73uer444+vup6vvBkIYAzhniiHppSHAdI0wqBw5ZVXVtRB7+eYMv7iF7+oMIJMI4wbxx577AYe8IE337whRvAsjKeVdx2vZ8gRuF1xxRX1e+4aCB7M94ixI9oyg+QhxOD2Bz/4QX1f3B/pIYccUj311FNTWWXJwdQHtWTAmPHFL35xUgfSIcQ9F198cav8U/fPf/7zEwPqNF4YX84999xO/DDm/uMf/2hlgy5DJ/M8yv3RRx+15vPJxSKQpR9sWLBhwR4LCW1gVoG0YWGxCtLcjYAR2DoIzKpf22r+zDPP1J3ek08+uZGFjm0MrL/whS80rsUfPMxikNGVwqNroBV8Lrzwwql8vvKVr1RvvfVW3LIhZYDeZuBoK9ctt9yy4f44AR81qLTdz7nvfe97vUYBvC667tXzDB76Zn+zMI76OW0ikCFHL730Uv2ut23b1nzA//47mO/xySefrGWZtjfEsIChT9tp3zGD5y7KkoMu/n3nkeXjjjuurscQwwJeUhgO+uob19ATXQN+PLzQm5G3K8UI+txzz7VW45FHHqnvP/PMM1vz+ORiEcjQD5TQhoWEQaU9FuyxMKtA3nXXXRMLLR2ttp8qZpRxW5449/777y9W2wzkbo+FgUA5mxEwAjMhMKt+bWN+ww031B3XnTt3NrK8/PLL9TWWQpTEMq8wPKCbOf7Rj35UXX311ZNZTr3G9a6ZzVtvvbV+DvnojJ9xxhmTGeCjjz66cY2BwT//+c+yKJP/eBHoNwI+zDoyU8vMoF7juMtzgTpoXr4pv/zlLyuMHxzrta5BJAaQ0mvi+9//fnX99ddP6oWRRPnwzDbKwriNt8/9F4F55QgD3De/+c36fbYt3zmY7/Hxxx9vyCntbpphgaU6pfzieYNXxrXXXjuRc22/HOPiX1KWHJR8h/zH60j7X5RxmmEBQ0Qp4/xH9tGVeJ2Wcv3Tn/50Q3HwZtI2wbO/8Y1vVL/61a8m+JV67ctf/nL18ccfb+DDie985zt122JJl2lzEZhXP0RpbViwYcEeCwltIEsgQzDVinz++efH6aVO9cPmpRBL/apcOCOwUghk6FcdRP/1r39t1J8YBzF4YEBREjP2cZ3ONt4PSiyB0E44HeSS6MirXqcTX65hZmlDPIeUgU1JuBNrHmYSSy8A9c4gL537klj7rHzAhzIGMWD48Y9/3MjTNtuIYUT53HvvvcFiksJTvw3kZd16SRkYlzz9v4nAvHLEID3edZeB6GC8R2bS6XNE2TSdZlj49re/3bjvwQcfbIJWVRPDnM7IY4hgCYFSlhwozyHHGFPallVNMyzochbwuvzyyzcseULXlPjgEaJELAfF+7zzztsQU0WNuuTF6NBG6OXghX40bS4C8+qHKK0NCwmDSnss2GMhSyBDMLUDasNCoOLUCBiBdUQgQ79+9atfrTutOoAGTx2U8CwlZmWjs0uKEaKNWAKh+coAkKXRgLXYbXTJJZfUfBgwlFS6W7M2vI0uu+yymg9Gj5J0PTmziF1xFHSpRFvQS9aeR70J6NdGGD50VvjXv/51I1sWxg2m/rMBgXnlSGWIJRElHYz3SBBVBtHRBsu0z7DAzLnmJ9ZIF6mrPvc88cQTjawZctBgOOUPMvWzn/2sUX6tyzTDwre+9a36XowHXYTxU42m6BUljauAHil1a+Q98sgj6+e1eYVFPjVk/PnPf47TTjcBgXn1QxTRhgUbFuyxkNAGsgQyBHMewwIdWmaNiO5bzogF/2kpHwfcZ7FGs/4QBd8VeCd46ayUPRYCFadGwAjMi8C8+lUHEIceeuiG4mgnu1xahtdAdNjpYHcNwGGqg4sLLrig8Rx182VWt4tY/hDPI6XuSgx+4nqbwSDyMpMZ+UjZiUhJB/rMKHZRacgol2foM/r4aEwIPCGUsjBWnj7eiMA8csQOVPGuv/a1r21kXlUTD5vIM4+stDJvOXnHHXfUZYrnqvGDc32GBYwScR9pKfvlI3WAXRrHlM9YOSif1/e/zUuB9xLl6DMssHQi8pGyg0MfqRdKaRQ46qijal59em379u11vr6yERMmytZn8Ogrr6+NQ2Ae/aBPtGEhYVBpjwV7LGQJZAjnrIYFDAisa9XOYihneNHJ7bIkxzNx7WN9XdsHK3jhnta1ftiGhUDSqREwApkIzKpfy8FF6K9Z0rPPPntSBfRq3IeO6yONfYCRQUl1+k033aSXNhyzRjmeWQaLIz5EXCPtMnSwXZ7mU8OwxpQgT9ta+SgU3wXlg6FBSeuFO3UX8e0IPsy0KmVhrDx9vBGBWeVIOahhqG25EHk3+z1eddVVdZuibZ122mkVg2aN69FnWCDIJDPp5Oc3jXQ5RNnWM+Rg2vP1uvb1KBdLFIj9EDLWN3hn8onlURgiKHef/PPMH/7whzVf8FLSfl95TfOpV1gf1hh3og6kLNkybQ4C8+gHLaENCzYs2GMhoQ1kCWQIp36kpi2FoKOnlnRVynpMx67NfZFnYizQZ+p9bceltR4e+oGxx0K8SadGwAjMi8Cs+pVOdZvemuVcBCpTXl1rg6N+BOWNZ9DxD8JbIM6TtsUYiLykp556ap3/mGOO0UuTe5VXWxwGguwddthhNQ8GHkq33XZbfU3LqXn0GBfneCYBK5UoX1zjOaVHA3nxeIs8pCwLUcrAWPn5uB2BWeUouLBsR9/fq6++Gpca6Wa/xzAs0AY17slQw0Kj8FP+EJxRMcAooZQhB8pv2jFyS78PnRTxHoYaFqbx1uvoEp1sIoaCEvpAcWnTbe+8806jj8oyrD7S5RCnn356X1ZfS0RgrH4oi2DDQsKg0h4L9ljIEsgQUB3k9xkWCKalSp1jonczo0B0b10fyzU+/OznXlI5w4flmbV0RPbm+TrbBB8+avExC142LAQSTo2AEchEYFb9SmA5dF/8VEcSwTzOk6quZQAd19hhAULXxf1t0eC1nhhoIy9pLEWjs63n9+/fr7dtONbAam2zezp7DF9mT2NA/9prrzWiq3O9NAQzGInytPEvC8T3IPKHwSXylLEl+FYwyGNAwuwxM8aKIXhzXkmvj8VY+fm4HYFZ5Si4aHyQrmVr9gM1AAAgAElEQVQQ5N3s9/j8889Xe/bsiWLW6SIMC2Ug01KGM+SgrsCAA4yY5e4KizAsqBESHcDSWCX0jk5sId/koZ+JNxVLsvR9wKMMnqv8ONb2NkQ/lff7/zgExuqH8mk2LNiwYI+FhDaQJZAhoNrZ7TMs6KwUyp0AQyWpkkaplwGKynWGt99+e8li8l/X9sKnDGJmw0IrbD5pBIzAnAjMq1+1Y1suHfj5z39eD5rRhUrkRdfF77HHHtPLG44Z1Ede0gjQWM7Yb7ixOKE6u/Q2IOt7771XEStCn9V1zPeDQb7SRRddVN+LIWUaaaBH3KJL0nXRXeXgPAbsclCRhXFZJv/fiMBYOdJve9duEMv0HlXe+5ZCbESo/QzxqrRdd8USmEcO2p8829lswwKBYbUvysRUuQMNJcS4o8YFxUqPyYNBZBqVE2ZhoJ12n6/Ph8BY/VA+1YaFhEGlPRbssZAlkCGgqsy7DAtYhVVps6a2i3QGjFkFOqZBBOMJPn1r5OicarlKt2DtfHgpRKDr1AgYgXkRmEe/aowAYheUpPEMyk5zud63zc1X+ZXu0rE+mOBooWPRv9MI427kpzPeRixrm9aZZxeH0rMMXmpMaduKsnweuz1EecrgbeQlfo9+YyJvmbbF58nCuCyz/29EYKwc6Xf/4osv3si4qiaBD/V9j5WVVuYznsw0LFAP9cRA5roGuvPIwYxVbM2eaVigj6g48m5Lw6sWYvfu3bWO0HagxxhMSyOn8ojjckvdaV5McZ/T+RAYqx/Kp9qwYMOCPRYS2kCWQIaA6oe8y7Bwyimn1Iq8DBQWfCJln2dV8PqBYPcHjBSsVyz3KI77I8WNOPiU2w7ZsBAoOTUCRiATgXn0K14GobMYUCsxEIhrLIMoiQFEXCfVddxlXv6X+WNwVRqB2+7VczpAaDNEsPRByxXH+t2Ic3g8EKxRSbepI6r7NGL5Q/ArDRF4Zega7MhHWXRAFucJcKlUYjYWY+Xp43YExsiRygjvkMFhGy3Te9QB8TweC3jXlMa7rkHuvHLQhums51Rv4F0wlto8osqAq8GbZU26403IObJfYsc1lnG1GTuDX6SqO+ibmhaPwBj90FYqGxYSBpX2WLDHQpZAhpBqB7HLsKDrbNkuDXe9vp8q+d/85jfxqM4UyzIfS7aZYhmEBtThA3HppZc27rVhoQGH/xgBI5CEwDz6dceOHfWguBxkMHCIjnBbQDE62HGd9Nlnn+2tUemxgNEWUsNCm6GgZNrnsUAdtEwMIFhqEUs8WPN8ySWXNPLwPVEvNTUslMEhy7LwXz0W1A2cQWdpVMB4E8/iG4KhQLfBo+x4NwRlYRz8nHYjMEaO3n777UZbevDBB1sfsEzvMcOwQL9HB7e029JLM4DIkIPgNU+aYVjYu3dvpcFaqTeGA+rYRiyNUX1Ev1SDhLMDhe4WQt4h20hqGcqdcdrK4XPzIzBGP7Q91YYFGxbssZDQBrIEMoR0iGGBmShV6LMcn3POOfGoOiUQENugHX/88Rs+LG28bVioofOBETACC0RgHv2qBk/t8FJc9F3otjLAIdfL2donnniit5ZljAUMDRCDlHgO6TTSGAsM3IMoD4aE4NW1CwP5iVof+UiJqxCk22IyEJhGGmMBI0OQlpNnXHfddXGpkVJu9XZjwBbbX2Zh3Hig/7QiMEaOyvXuYSwrH7BM73Few0LZrmnb5W4oWv8y/xg5UH5jj+c1LGAE1Ako6s3SJ95tG5Xb1rYtk4r72E0CfvHDGNpHGjC2K65H3/2+NjsCY/RD21NsWEgYVNpjwR4LWQIZQjrNsMBMUCjoMSkWZKXf//73Gz4o0/jasKAI+tgIGIFFITCrfi13uZmmy9qun3322ZPq6LVdu3b1VrHcFSJcfllipnxiB4cuZhqvgF0WgtTDAn59cXW4Rw0C6hqtSynAahqpt1rgwj3qAk05+9ZPv/LKKw0MiDYfpNiMxTh4Oe1GYFY5ghMBofX9EBOjizTfwXyP8xgW2E1L68GxttW2umfJQRvvWc7NY1hAl5T1xrMpPKHayqHeYNzLtpJdxC4RahRll40+IkhslAd8TYtHYIx+aCuVDQs2LNhjIaENZAlkCOk0wwL51LLMules5EN/zKAFlbNpocxxRTvuuOMqgjURk4EPA0su4roNC4GgUyNgBBaJwKz6VTuwoa9mTWNbRXXJ7ZqJjLoT8Tyeo0se6HDHeVK2yeujU089tc6vMQ10SQV8wnDRxUuXVJA/Zh4xJEd5tJxdfBQDXe+sA7gh7sq6bEKDACr/sRh3ld3nP0VgVjniTtpqtBXSN99881OGxdGyvEdtl+Xyp6LI9V9kQwez1BXZmDazDgN93jxyUBdm5MFYw8INN9zQeMfUvWvZhxZNl1RNi/PFfbqkih3N+kiDittjoQ+pvGtj9EPb021YSBhU2mPBHgtZAhlCOsSwoNHMdRYpeAxNtbPHB+X6669v3VIIfjoTqB1DrqnLsXeFGIq+8xkBIzANgVn1Kx1RtlHU5WIYGzgXv9I1P85HeuONN06KpR3cabNsxMNBh/IrO85qCJ42A6q6XfVsuac8xt4+KrfJi+UH7FYR5STtGyz2Bf5VA86Qb5DW67TTTquLnoVxzdAHrQjMKkcw2b9/f6OtlNuF6oOW5T3qQH+IYQGjgnodIBPojtjVRevYdpwlB228Zzk3xrCAoVB1AcfwGULow7hXPau67lX9OM1TSrdSv+CCC7pY+nwiAmP0Q9vjbViwYcEeCwltIEsgQ0iHGBZOPPHEwUodF1W2HqPDTWCv2P2hDMzUts44ylR2MEtlb8NCIOXUCBiBTATG6lftNN95552NIrFjQ3SK+2bECFwb+RhA9NGhhx5a5y1nLtl9Ifigu7uIZRKRj5RYCUHlevdHH300LrWm6PPgxTcliIEUs7Fx7ZZbbolLG9IyVoN6SehgDIPMNFLjigYQzsJ42vPX/fpYOYp2QgqPLlqW9zirYUH7LtSRQXKfW39Z/yw5KPnO+n9WwwIyqO8W+WzbErarHNdee23j/mmGTjU8lctxy2foO8SjwrR4BMbqh7JkNiwkDCrtsWCPhSyBDAEdYlhgRk0/CrfeemvcviEtXWhxkYUot/Lo2+qLjrLmLbcN04+zPRY2vAKfMAJGYCQCY/UrOxiEzmKNv5Lqz/BO0OtxTJT04EGKLm0jAjtqPra5VLr55psb1yOwo+bhmG18gw+D/w8++KDOgkEgrpGic7uIYLzqjVauU1a3b3Zt6FpLrbsPlcaDcveJviUeZf0xkgRlYRz8nLYjMFaO1PNnM2SlvfTDz+qgdJrHQtk3YrmnytyQp2bJwZBn9eWZxbDAbg2qS+hzdgXm7Homhk3lsXPnzq6s1QsvvNDIi1Gii0rDZ5fO7brf58chMFY/lE+zYcGGBXssJLSBLIEMAR1iWED56ppGOqH33XdfsKhTOnA6OwVv7oXKj0vbbhHkI56CfkA4jjXI8SAbFgIJp0bACGQiMFa/hosy+q8kXe+L90IfMaAO/Qevxx9/vJGdAbXOxuPyXxKeCKqHGfzgMaZUxkQojbfkxbsiykKqSwqCFwOjcou30r25HBSwG1B8F+CDlxs6Xp9VbjXILht6HQzaBiesU9e64wZdGjIyMI76O21HYKwc0TbiPbdty6pPy3qPBDCl/fHrM2bos+N4qGEBOVGjCW0UA+S777479XfgwIF43GR7xcCHdB45QE6j3meeeWb9jCEHsxgWtm3bVr9TykzfcUi91egCBtoHhQ9xZkpitxxdRgvObGXeRWzrq3ju27evK6vPJyIwVj+URbBhIWFQaY8FeyxkCWQI6BDDAnl5ripgjpmZ4qNMxN6yE8r10oIfne/gQxAeDAm4Dp9xxhkb9iCPfLi1KdmwoGj42AgYgSwExuhX4gmErmrbUpFZ+riuA+q2MpcB7LgP3Uo8GpaY6aCZawS7bSP1kiAfep7BA7N3BMqN8sQ1OvolYaDQwRB5GUhhYMC1mW3dyutdg0EdMMIHTJh95fuh8RC4xvZvbaTLLcgHFsccc8xkez6+Qer+zHV+bWvXszBuK6PP/ReBMXLEnWrwmrYcKOs9qrdN6Skz7X0ONSywnDPa5KxpGVMkSw7QJ1qWaXXV60MNC239Rn1m33EZS6E0AnAv8WvY3hZ9p4Fogy/bc/aRLrEYEhSyj5evDUdgrH4on2DDgg0L9lhIaANZAhkCOtSwQH6UdNmxDQVepm2Rfsut0Mp74j+dTpY4xH+eqVZ7Gxbi7Tk1AkYgE4Ex+pXZ9dBVDLaV0Ftxrewoaz49Zju2IXq2r9OMF0DpNh3l0JTn9AXJY8laaRDW+/WYXSW6trfkvK4P1/v0mIFaFw/qhFFD83cdU6/ScyIbY+Xn4yYCY+QIDmqk4912LeOJp2XIymYYFhi0drXVaefL5Z5ZcrAZhoVyWeu0uur1Nn1JjJYhuhE+bV5Y0W4iVSPr9u3b47TTBSMwVj+UxbJhIWFQaY8FeyxkCWQIqM44sa/yNMKtjFki/QDoMTN2rAHuIgL2aOAxvRcjBzNPzOoxg6bX1DVW1+yWgcu6nuvzRsAIGIFpCIzRr5dffnmtq8rBLAPz0GMnn3zytMfX119++eUNM/nBhw73kK3pYLZ79+5OwwCd6jIeRF0AOSCGAp30rg4935Cy3nJ7fciAiLgOupQj6kSKUeb999+v83cd8A0BA71XjzE8DwmIl4VxVznX+fwYOQq8NEo//YFpNO97VK+DWT0W1O2+DNqq5e5q89puu467+jjzykG5/EjLO+347rvvruUPw0wXlZ5KXXVsO9/lQcDOMm3eScEDD6g+Y2mUlaUWqtPwgDFtDgLz6ActoQ0LNizYYyGhDWQJpArnmGM6ia+++mq1a9euyVKGp59+emIMGMoLAwWdY5ZL4M7LVlMmI2AEjMDBRGCMft2zZ0910003TX7vvfdeo/gMcOPamI4rg3oGEAQkZNcE1hCje2clyoVxlhm/Rx55ZNDAu3wGz0Vvs0YaPgSNLOtb3tP1Hz4ESrvjjjsqjC9dXgpd93OegQH3sjUmvIjDMG2pSRu/LIzbeK/ruTFyFFipmz2D/qE0z3vEgMHAlEmLVaN55IABOPXGOLhqhKwTqJH2whIalkqwo9hQwuMrjBEsqTBtHgLz6ActpQ0LCYNKeyzYYyFLIFU4fWwEjIARMAL/jSWDjjUZASMwHoF5+ikYsDRQH5MWi6aYAZ81eOOiy7Vo/sRuYXDNrjbrRuo5+8ADD6xb9Q9qfefRD1pwGxZsWLDHQkIbyBJIFU4fGwEjYASMgA0LbgNGIAOBefspeDLGbDLBSxdJF154Yf2sIS70iyzLZvImPkVgPGTJyWaWbdHP0sCfXUsuFl2GdeY/r34I7GxYSBhU2mPBHgtZAhmC6dQIGAEjYAT+i4D1q1uCEZgfgXnlCDd39VpgmcsiiK1II87UxRdfvIhHLC1PdnDBsEDMLN3acWkLnFgwjRPWtnV64qPMqgWBefVDsLRhwYYFeywktIEsgQzBdGoEjIARMAL/RcD61S3BCMyPQIYc6S5S5ZbT85fwUw4Emx4aDPXTu1b/aN++fdXOnTtXvyIz1uDRRx+tPTUI9GrafAQy9AOltmEhYVBpjwV7LGQJ5OarEj/RCBgBI7DcCFi/Lvf7celWA4EsOdLtCgliajIC8yIQsRXYqWNs8Nl5y7Du92fpBxsWbFiwx0JCG8gSyHVXbK6/ETACRqBEwPq1RMT/jcDsCGTJ0YEDByZbC7IN5LrFAZgddd8xDYE33nijoi2xLboDNk5Da3HXs/SDDQsJg0p7LNhjIUsgF6cyzNkIGAEjsJoIWL+u5ntzqZcLAcvRcr0Pl8YILBMCWfrBhgUbFuyxkNAGsgRymZSMy2IEjIARWAYErF+X4S24DKuOgOVo1d+gy28EFodAln6wYSFhUGmPBXssZAnk4lSGORsBI2AEVhMB69fVfG8u9XIhYDlarvfh0hiBZUIgSz/YsGDDgj0WEtpAlkAuk5JxWYyAETACy4CA9esyvAWXYdURsByt+ht0+Y3A4hDI0g82LCQMKu2xYI+FLIFcnMowZyNgBIzAaiJg/bqa782lXi4ELEfL9T5cGiOwTAhk6QcbFmxYsMdCQhvIEshlUjIuixEwAkZgGRCwfl2Gt+AyrDoClqNVf4MuvxFYHAJZ+sGGhYRBpT0W7LGQJZCLUxnmbASMgBFYTQSsX1fzvbnUy4WA5Wi53odLYwSWCYEs/WDDgg0L9lhIaANZArlMSsZlMQJGwAgsAwLWr8vwFlyGVUfAcrTqb9DlNwKLQyBLP9iwkDCotMeCPRayBHJxKsOcjYARMAKriYD162q+N5d6uRCwHC3X+3BpjMAyIZClH2xYsGHBHgsJbSBLIJdJybgsRsAIGIFlQMD6dRnegsuw6ghYjlb9Dbr8RmBxCGTpBxsWEgaV9liwx0KWQC5OZZizETACRmA1EbB+Xc335lIvFwKWo+V6Hy6NEVgmBLL0w0E3LERFnP6pMgbGwG3AbcBtwG3AbcBtwG3AbcBtwG3AbcBtYLPbwLzGDhsW/uRGu9mN1s9zm3MbcBtwG3AbcBtwG3AbcBtwG3AbcBtYnjaw8oaF//P/nVj5ZwxWvQ2EUpxXIH2/ETACRsAINBGwfm3i4X9GYAwClqMxqPkeI7AeCGTph4PusbDqA0qX30YR2kCWQK6H+nItjYARMALDEbB+HY6VcxqBLgQsR13I+LwRMAJZ+sGGBXtM2GMkoQ1kCaRVmxEwAkbACDQRsH5t4uF/RmAMApajMaj5HiOwHghk6QcbFhIGlfZasNdClkCuh/pyLY2AETACwxGwfh2OlXMagS4ELEddyPi8ETACWfrBhgUbFuyxkNAGsgTSqs0IGAEjYASaCFi/NvHwPyMwBgHL0RjUfI8RWA8EsvSDDQsJg0p7LNhjIUsg10N9uZZGwAgYgeEIWL8Ox8o5jUAXApajLmR83ggYgSz9YMOCDQv2WEhoA1kCadVmBIyAETACTQSsX5t4+J8RGIOA5WgMar7HCKwHAln6wYaFhEGlPRbssZAlkOuhvlxLI2AEjMBwBKxfh2PlnEagCwHLURcyPm8EjECWfrBhwYYFeywktIEsgbRqMwJGwAgYgSYC1q9NPPzPCIxBwHI0BjXfYwTWA4Es/WDDQsKg0h4L9ljIEsj1UF+upREwAkZgOALWr8Oxck4j0IWA5agLGZ83AkYgSz/YsGDDgj0WEtpAlkBatRkBI2AEjEATAevXJh7+ZwTGIGA5GoOa7zEC64FAln6wYSFhUGmPBXssZAnkeqgv19IIGAEjMBwB69fhWDmnEehCwHLUhYzPGwEjkKUfbFiwYcEeCwltIEsgrdqMgBEwAkagiYD1axMP/zMCYxCwHI1BzfcYgfVAIEs/2LCQMKi0x4I9FrIEcj3Ul2tpBIyAERiOgPXrcKyc0wh0IWA56kLG542AEcjSDzYs2LBgj4WENjBWIPfs2VPdf//9k9/jjz8+k2Z76aWX6nuff/75me51ZiNgBIzAqiAwVr+W9Tv99NOr7373u9VJJ51UXqp++9vfTq5x/Y033thwXU+8/fbb1cMPP1zddttt1V/+8pfqX//6l14edPzvf/+7evXVV6v77ruvuvPOO6tXXnll0H1lpiw+Bw4cqPiO/PGPf6x27dpVvfPOO+WjBv3/8MMPq2effXZSp927d1d79+6t/vOf/wy6VzNlYKz8fFxVWXJEe//JT34ykZcbb7yxF9rNeo9Z7be3Mi0X9+/fX918883VLbfcUn3yySctObpPIWNPPPFEdfvtt0/6cq+//vooWXn33XerRx99dKKP0EtDZPeaa66ZvL+f/exno57ZXStfWVUEsvSDDQsJg0p7LNhjYaxAfutb36o+85nP1L8///nPg3XSj370o/o+OsMmI2AEjMBWRGCsflUs6PSHrv3617+ulybHhx9+eH2dwUIbYQg+4ogj6nzB77Of/WzF/QyohxCD9y996Usb+Hzuc5+rjj/++Krr+SXvDD4MyK688sqKOkR9IqWMv/jFLyqMF9OIQdGxxx67gQe84L1jx45BBpgsjKeVdx2vZ8gRuF1xxRX1e2ZA20ab9R6z2m9bHYacQ15DXv7+979PvQUjG4aEL3zhC/V9cX/IyoUXXlh9/PHHU3k99thj1Ve/+tVWPl/84hcnRssuJvfcc099329+85uubD6/Rghk6QcbFmxYsMdCQhsYK5ClYYGPzQcffDBIldmwMAgmZzICRmDFERirX7XazzzzTN2RPvnkk/XSZMYuBtbo4DbCs0wHAG3H8OgaaAVPBg1t9+q5r3zlK9Vbb70Vt7SmGXyYeVaDipZBj7/3ve/1GgXwutD8XccYdPq+b1kYtwLmkykeC3hKxvvdtm1bK6qb9R6z2m9rJQacvO6662oswGSaYQHjZtnnCyzLFMPACy+80FmKX/7yl41nl/fH/1LXKcOQffTWtLLrfT7emghkfGdBxoaFhEGlPRbssTBWINs+Mm1uum1qzIaFNlR8zggYga2GwFj9qjjccMMNdUd8586deql6+eWX62tt3l908MPwQIedY/Tv1VdfXf3gBz9oXOP6U0891eAff2699db6OeTDiHHGGWdMZoCPPvroxjUGFv/85z/j1kaaxUe/IZSHgT8DFowWHHMufl2DSAwgeFpEPtLvf//71fXXXz+pF0YSvcYz2ygL4zbePvdfBOaVI2bbv/nNb9bvs235zma+x4z2O7Zt/PrXv65xiPY9bXB+2mmnNe75/Oc/X5155pkVuumiiy7a4H3wta99rdWg98ADDzT48Hz0CJ4HeBiV8oi+aCO8SqLs6B/TeiMwr34I9GxYsGHBHgsJbWCsQLYZFlD0Dz30UMhoZ6of1bbOcOeNvmAEjIARWCEExupXraLqy7/+9a96aRIPIDrYuHmXxIx9XKfTjveDEksgtDP/ne98Ry9PjpldZSARfBi4szZaiTgPcZ302muv1cupfP72t781ngU+lDGI5Q8//vGPG3mee+65uFynDGi0zPfee299jQN4nnDCCY08xKUoKQPjkqf/NxGYV45+97vf1e+R9tJGm/Ues9pvWx36zhF/5aijjqpx0LbfZ1jA2Kh5MdSVhkNkBcOA5mvTRxgcIg9657XXXmsUmRgLatDDEKqyrZnRVcGL5RGm9UVgXv0QyNmwkDCotMeCPRbGCmSXYYGZrPKjE0IbqXaUbVgIVJwaASOw1RAYq18VB12LXHayzzrrrLpzzbOUmJWNjjcpgRbbiCUQmq8MAFkaDYhJ0EaXXHJJzYcYByVl8cHTIsr75S9/uTOOQrhLk7fNm+6QQw6p+RDQr41Y/qAeH8z2KmVhrDx9vBGBeeVIZYglESVt5nvMar9lHbr+461BoEptxyE/kfYZFvBIiHwYA95///3WR/EclTliuighS8GHlHgNbURQSM3XFeD76aefrvPhjWJaXwTm1Q+BnA0LNizYYyGhDYwVyC7DAh+Etk5cCC7prIYFPlh0ZnGju+uuu+ooxMrTx0bACBiBZUNgrH6NehAILTrZhx56aJyuU9XDZYcfr4G4lwFBXyBDHWRfcMEFNX8OdGaQWd0uwqAczyOl7kpZfHSAhCt2F5XxE0qDt5a1j48GvcQTQikLY+Xp440IzCNH6n7PjHkbbeZ7zGq/bfVoO0d/TNs6x2oA4H+fYUF1zM9//vO2R9TnMGDEs9A5ShorhjzsLNNG6KngQcoONl3EsqvIi6HBtJ4IzKMfFDEbFhIGlfZYsMfCWIHUjw0upTojgKLnY95FQwwLGBNYX6euc/EBiRT3XLZKKkmjHX/7298uL2/4r+Wh86uzgHy4+jrkMGP7oyhTW+d/wwN9wggYgbVAYFb9WurR0CuzpGefffYEW+IFxH249PeRujFjZFDSZRA33XSTXtpw/I1vfKN+5rnnntu4nsFHY0pQt7a18vFQto+M+pNiaFDS8lx++eV6qXGsMRvY4k4pC2Pl6eONCMwqR8pBDUNt7vnk3az3mNl+tY59x2UMFOK0sJRJZaPPsPDDH/6wol+DN2pbf0ufzfaVypd+XBCGBL325JNPxqVGWhoo2UGmi84555ya53HHHdeVzee3OALz6AeFxoYFGxbssZDQBsYKpBoW6EBqMB0+Hn1LInQg37YUgo+edlD1Y9R2XM6ilQHC+qKU0/nUGQSCCLF1pj4HjPpI1wRefPHFfVl9zQgYgTVCYFb9qjNwqoNmOf7pT386QVh5/epXv+pFHU+weAb6MOjNN9+sz3O9LcZA5CU99dRT6/zHHHNMfSmLD7OXbeWsH1QcsFQi8hOwUonyxbWu71X5LWA5h1IGxsrPx+0IzCpHwQVPx3jHpF2z5Jv1HjPbb9RxWhqGBYxiYUCYxbAwjb9eV++IcpKFZVza12ISp43KXSO63hn36nII3u97773XxtLntjgCY/VDCYsNCwmDSnss2GNhrECWhgUEVNfioeRLt9EQ4mmGhTICMQN3on0TrfvSSy9t3XNco5mXxoKyQxnlIGWdn3Y8sJZjZaejGedPPPFEvaVxTDC1yEe6d+/exnX/MQJGYH0RmFW/ohtxU46f6hbWEcd5Up1xZwAd13BHhrQT/4c//KH3JZQB2iI4I4YELcP+/ft7+TAjHPnR20FZfDCQtPGP55TpkUceWecPg0vkKWNL4JmAuzb6/8CBAxUB/xRD8Oa8kl4fi7Hy83E7ArPKUXDRuB5dyyDIu1nvMbP9Rh2npQ8++GD19ttvN7ItwrBAIMaQTdLSu4cCbN++vZGHeBMR04WlXOeff37jetvEU6MiVdXoq/V5N5T3+f/WQWCsfigRsGHBhgV7LCS0gbEC2WZYwCJduvKyL3RJfYYFBvb6ke+K1/D44483PkBlPo0K3tehYKlEfAzVXVit5pSHtc5txJZLcT+YmIyAET8lQq0AABQoSURBVDACgcBY/Rr3qzdUuSSL9c6hex5++OG4ZZKW65Qfe+yxxvXyTzkoiACN5Yx9eV/5XwdyGGeDsvio8RpDyjTSQHm4dJeEa3dg2JfyXSt35MjCuCyT/29EYKwc6a4e9DvaaDPfY3b7bavPkHPZhgX6fsijylApL5QLo90pp5zSyKf36DEeDUM8EDR2S2k8HIKF86w+AmP1Q1lzGxYSBpX2WLDHwliBbDMsIKTlkghmecqgWX2GBbwS4uPSN6DnWbo9VLmXMev3gg8pe1SXtG/fvkYesAjC80Dvb4uozseUAEWRj/WFJiNgBIxAIDBWv3K/xghgaVhJulyMiOtKzP6FXiKdtoSB5WKany3xoLvvvrs+jz6eRuoBpsHbsvioMaXU+W1lY7eHqFfb7Cc6XL0sIm+ZqkdcPCcL4+DntBuBsXKkXj1dyxQ38z1mt99uxPqvZBoWMBaoAQfZ6cKaUv3jH/9oBIQtZY3/eGCxfGoIqYerekkNudd5tgYCY/VDWXsbFmxYsMdCQhsYK5BdhgUEVWf7+UiUMwV9hgVc9giyxbZed9xxRyn3jf9EL4+PUrm1ERnZ8iyuE5ysJJZIxHVm1/hAKh122GH19bZOrEYdp9Nddu6Vl4+NgBFYPwTG6leQwssg9FMZjZ0BcVyjE15SOXDAxb+PyvxhiMC1OJ5DOo1YDhD51RCRxQf36uB/1FFHTStOxQxm5C91OF4Z+o2IfAxGKXv8j7T8hpSYjcV4aiWcYbLDCLI0C6mM8A7L+BjBazPfY2b7jfKPScs6R+yFWXnh7VF6IOAhCvZt9NBDD7XKli49DXkj3bVrVxubxjldXqI6p5HJf7Y0AvN8ZxUYGxYSBpX2WLDHwliB7DMs8FEpl0RoRO4+w4IKeXn8zjvvVKyLZQ0xUZzVW6DNLVZnotoMB1pGXBRLKoNA8jFW0t0n2txsNa+PjYARWD8ExupXkNqxY0c9uGW9v5LGdsHdvyRciLWD/uyzz5ZZGv9Lj4UXX3xxcl0NAkM67V0eC1l8dGCmwSEblZE/6rGgQX75RpVGBYw34XqNkRlDQbkrke4qkIWxFNeHHQiMkSMmKVQGiDXQRpv5HrPab1s9ZjmXYVj46KOPNngeIFNdwbLLHTHQJwTLjmWmn3zyyWQ7ce3X8f7o8/XR73//+8Z7Dn599/ja1kJgjH5oQ8CGBRsW7LGQ0AbGCmSfYQGB1Y4vHwdmgXA5hIYaFjBGECuBoFptM0jaaWgzLJQdC/1APf/8842PEWuMSyqDQLJMI6jcEok1xCYjYASMgCIwVr/CQ92LX3rpJWVbse1j6D+8u0oqZ2ufeOKJMkvjfxljIQYHbBsczyGdRhpjgUFGUBYf3RazzUstnhepxljAyBCk5aRe1113XVxqpOBI0MzAgO8QrtxQFsaNB/pPKwJj5Oi5556r3xvvL4xl5QM28z1mtd+yDrP+n9ewwP3s+hByQYrnVOiNtvKoLJK/y9gJD+3v0dfsozLwbMSH6bvH17YWAmP0QxsCNiwkDCrtsWCPhbECOc2wgNCyzk4/PLG7wjTDAoN+DVqmPLqO2wwLlAH317hHAzyyRWac7/twaRBI3T6JvaDj/jZviDal5XNGwAisFwKz6lf1ogr9Mmt69tlnT0DW+6a5FJedc4yqUBmrpoyXU75N9RLDIByUxefyyy+v9S5YTSMNzhu4cI8GfKOc5TI45fvKK6/UzwRTtgwMysA4eDntRmBWOYLTI4880nhvMbHR9pTNeo9Z7betDrOcm8ewgOeBbs8JdhjfwtunqxxqLCDodR+Vhr++eAvllqIYlEzrhcAY/dCGkA0LNizYYyGhDYwVyCGGBWYCyo7y7t27ez0W2HpIAy7FB5/BO0aCc845p8Ktlk6CxnLoMiyULri427EuUJ9BZPAuYqYvykAaeypr/duWUXTx83kjYATWB4FZ9WvZYVfdM/Q4IqMzgxj3dM3Ix5u466676rwMAIJYfhY8SDH69tGpp55a59eYBll81O1Zy9lVJsXgqquuqrOp4Roj8zTSZRMamE75j8V42rN9vRoVY6H0SuwbnG7We8xqv/O2ibGGBfpD5VKF4447bsM2rGX5yuUmujS2zMt/vBZU75S73ug9BJrVvGPjRShPH68WArN+Z7tqZ8NCwqDSHgv2WBgrkDqw7uuYtS2JIDp3fAjKSN14FcQ1UgIDdbnXaTRgAi22EcYN/RDee++9lW59Ruc0Zufa7uecdiqvvPLKqvwoh7Gh636fNwJGYD0RmFW/4s2FkVSDmWFs4Fz8Stf8OB8pMWgg1bN4XvWR7h9f6lLVnzpb38ZPd6rQATh5M/iUg4i+wSJrwPVbooMTNeCoJ0NbnTin9eK7E5SFcfBz2o7ArHIEl/379zfef9v2h/G0zXqPWe03yj02LfswQwbjpQcIskXfr8/bJ8qHnKosTjMslMtTmCDqIuRaeXOvab0QGKMf2hCyYcGGBXssJLSBsQI51LCA8F5yySUNxa8fgdKwoIP48lqpCLQMdLa7SLd4ouOuUYz5P43UvZcOJttKRh36njuNr68bASOwtREYq1+ZXQ8dU251y44Nca1Pf2EEjXwMpPtI10uXhmJ2Xwg+sZytjVcZd+b+++9vZMvgw6BBXar7vM14fpSbVA3IuhQCg8w0UqMIAeeCsjAOfk7bERgrR/r+4dFFm/Ues9pvVz2Gnp/VsEA8BJU7cFU5GPJcvZ8+YR+V3iYsv+gi3YkGOTWtHwJj9UOJlA0LCYNKeyzYY2GsQOqgvuyIlsLKx7SMrh0ffDUekC/Ok/Kx76J77rmnkVfjH5T3aBAnPm7aSWRLt2lUWtt19qprC6tpPH3dCBiBrY/AWP3KDgahC1njr4RHQlwL7wS9Hsd79+6t85G/a9avXO5V6kQ1pMKny4Pssssuq5+Hni23383iww48UX++KyxtayOCO0a+0nhQGrv7lniU5dY13FkYt5Xf5z5FYKwcqefPZsjKpyXuPspov93ch12ZxbDQ1n/r0iV9T0cGQx5ZetIXr0UxQpf0kU78DIm70sfL11YTgbH6oaytDQs2LNhjIaENjBXIWQwLCK8O7uPjQqqGBfKpiyrGAj5qJbEXsvLgmDWzfdRm2Jg2i6f8NAiYPrvsPOs9PjYCRmC9ERirX0MPtnWqdQtFvBf6SDvz8Hr88ccb2RlQq6EVo2lJDAC4N/QeupYdd5R0m0nyEf2+pCw+7O4TZSFl21/9TuCaTZwJzVNuNcguG3odDNp2DWDZnNadgUtpyMjAuMTK/5sIjJUj3RK6bVtWfUrWe2SgS/vj12bMyGi/lBsPHLavjGeB0VCaxbBA7BCVlQsvvHCyHBQefb8ymCNb5iofdE3Zf0J2r7nmmkY+6thHbDsbfPFGNa0fAmP1Q4mUDQsJg0p7LNhjYaxAzmpYQIAvvfTS+gMQH4LSsKC7MJCHDvbpp58+2d+YNbv68Q8epNNc4NiSTfNzzAzbUNKgS8FnWkdlKG/nMwJGYGsiMEa/sp1h6Ji2LRXVSKoD6jYES5di+LJ8gq1ziWejg2auaRwC5adeEuQj+C2R3a+99tqK4G1R3rjGgKONsvjogJFnggleCAzq1KOMa0ceeWRbUarymwAWDFKuvvrqaseOHY0YFVE/1siXlIVxydf/P0VgjBxxtxq8pk0kZL1HXc5Jf6WNMtrvvn37GnJH/2ooDTUsYBwodUTIwpBUlx9RNvp7eh96hH4UemH79u0btrAES2KldBGGCC3ftNgNXXx8frURGKsfylrbsGDDgj0WEtrAWIEcY1hoc6krDQt8yHTHBv0I6TGGBDqAeo4tzbqojErMfUMCFgW/AwcOND5g3A92JiNgBIxAFwJj9Cuz66HXzjvvvAZr9FBc0+0cG5mKPywb08533F+mfcu66MCXywfK+/nPc/qC5GXxwftB4yS0lYVzeFd0uVxTFg0A3MUj6sVa7i7KwLiLt8+P2xUC3NRIx3vsWsYTGGe8xyGGhYz2uxmGhTJOSZ+MtF0rPRIwaHRNDpX3s1wCY08fvfDCC7U+RPegH03rh8CY72wbSjYsJAwq7bFgj4WxAqkfByKKD6VyVoC1xCWx5eQJJ5xQfzD0g8PHA3e32JNatw1rc79V3rpuuWsWS/OXx7pjBWs36ZiajIARMAJdCIzRr7rXfTmYfeaZZ2q9ePLJJ3c9dsN5gp+VM/mhVzFQ4PI/hNguOJZpxP2R4rlQxoPo4pnBB/2L15ku5YiykGKUie9EVzk4/9RTT1VgoPfqMd8itsucRlkYT3vOOl4fI0eBE7ucxPvEE2UazfsetU/S5bFAGeZtv6XXwSweC6XBBSNFG5UeRoHj0LTL2+DWW2/tnECij0ddpnljUV68WKMsGBpN64nAPPpBEbNhwYYFeywktIEsgVThzDrmw0mn74477qjYJvL111/PYj2Kj86Qsc7QZASMgBHoQ2CMft2zZ0910003TX7lOmUGuHFt2mxeW7k+/vjjiU4lICGzka+99tooAynlwrOCXRnYhm7IwLutPFl8+DYQUI5vBcaXLi+FtjLEOWZXuZctNeFFHIYhg5u4P9IsjIOf0/EeC2CnuwYw6B9K87xHDBgMeAlCOITmab/HHnvs5FnI9KoRfTz0B2V/4IEHKiaVhhKxTjQ451Dj6FD+zrc6CIz5zrbVzoaFhEGlPRbssZAlkG1CupXO0XEOyzjpwTZybCVsXRcjsFURsH7dqm/W9dpMBOaRIzwDcKuP7/fTTz+98KJHLAFm/BdJGL7CY6ct+Ogin32weWOIiHfatyvYwS6nn794BObRD1o6GxZsWLDHQkIbyBJIFc6teKyR2Mcso9iKmLhORsAI9CNg/dqPj68agSEIzCtHuiMBwUsXSXgzxoC3L97IvGXAwyZ2q2L5wLotzdy2bVuNM0urTOuLwLz6IZCzYSFhUGmPBXssZAlkCOZWSYmOTswG1vBiSIiOAmm5ddlWqbPrYQSMQC4C1q+5eJrbeiIwrxwxs69eCyxzWQSpez7r/xdJsWUqRgWCTq4Tsc1u9MkOOeSQdaq669qCwLz6IVjasGDDgj0WEtpAlkCGYG6VtNy7OT5i3mJyq7xh18MILB4B69fFY+wnbH0EMuSIXaPiO17uRpWJ4BNPPDE4GOq8z2U7zb17987LZuXu1+DhbVvArlyFXOC5EMjQDxTAhoWEQaU9FuyxkCWQc2mFJbx5165ddSckOiNEVf/kk0+WsLQukhEwAsuIgPXrMr4Vl2nVEMiSo3PPPbf+rhMY2rR6COgWmFdcccXqVcAlTkcgSz/YsGDDgj0WEtpAlkCma4qDzJDtl9iu7Oijj67Y1u3uu++uPvzww4NcKj/eCBiBVULA+nWV3pbLuqwIZMnRgQMHKrwVmPEesvXksuKxzuXavn375P2deOKJo3ZtWWfstmrds/SDDQsJg0p7LNhjIUsgt6rCcr2MgBEwAmMRsH4di5zvMwKfImA5+hQLHxkBI9BEIEs/2LBgw4I9FhLaQJZANsXc/4yAETACRsD61W3ACMyPgOVofgzNwQhsVQSy9IMNCwmDSnss2GMhSyC3qsJyvYyAETACYxGwfh2LnO8zAp8iYDn6FAsfGQEj0EQgSz/YsGDDgj0WEtpAlkA2xdz/jIARMAJGwPrVbcAIzI+A5Wh+DM3BCGxVBLL0gw0LCYNKeyzYYyFLILeqwnK9jIARMAJjEbB+HYuc7zMCnyJgOfoUCx8ZASPQRCBLP9iwYMOCPRYS2kCWQDbF3P+MgBEwAkbA+tVtwAjMj4DlaH4MzcEIbFUEsvSDDQsJg0p7LNhjIUsgt6rCcr2MgBEwAmMRsH4di5zvMwKfImA5+hQLHxkBI9BEIEs/2LBgw4I9FhLaQJZANsXc/4yAETACRsD61W3ACMyPgOVofgzNwQhsVQSy9IMNCwmDSnss2GMhSyC3qsJyvYyAETACYxGwfh2LnO8zAp8iYDn6FAsfGQEj0EQgSz/YsGDDgj0WEtpAlkA2xdz/jIARMAJGwPrVbcAIzI+A5Wh+DM3BCGxVBLL0gw0LCYNKeyzYYyFLILeqwnK9jIARMAJjEbB+HYuc7zMCnyJgOfoUCx8ZASPQRCBLPxx0w0JUxOmfKmNgDNwG3AbcBtwG3AbcBtwG3AbcBtwG3AbcBja7DTTNDbP/s2HhT260m91o/Ty3ObcBtwG3AbcBtwG3AbcBtwG3AbcBt4HlaQOzmxKadxw0w0KzGP5nBIyAETACRsAIGAEjYASMgBEwAkbACKwiAjYsrOJbc5mNgBEwAkbACBgBI2AEjIARMAJGwAgsCQI2LCzJi3AxjIARMAJGwAgYASNgBIyAETACRsAIrCICNiys4ltzmY2AETACRsAIGAEjYASMgBEwAkbACCwJAjYsLMmLcDGMgBEwAkbACBgBI2AEjIARMAJGwAisIgI2LKziW3OZjYARMAJGwAgYASNgBIyAETACRsAILAkCNiwsyYtwMYyAETACRsAIGAEjYASMgBEwAkbACKwiAjYsrOJbc5mNgBEwAkbACBgBI2AEjIARMAJGwAgsCQI2LCzJi3AxjIARMAJGwAgYASNgBIyAETACRsAIrCICNiys4ltzmY2AETACRsAIGAEjYASMgBEwAkbACCwJAjYsLMmLcDGMgBEwAkbACBgBI2AEjIARMAJGwAisIgI2LKziW3OZjYARMAJGwAgYASNgBIyAETACRsAILAkCNiwsyYtwMYyAETACRsAIGAEjYASMgBEwAkbACKwiAjYsrOJbc5mNgBEwAkbACBgBI2AEjIARMAJGwAgsCQI2LCzJi3AxjIARMAJGwAgYASNgBIyAETACRsAIrCICNiys4ltzmY2AETACRsAIGAEjYASMgBEwAkbACCwJAv8/97rkq+jze7QAAAAASUVORK5CYII=" } }, "cell_type": "markdown", "metadata": {}, "source": [ "

\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read, Visualize, Store images" ] }, { "cell_type": "code", "execution_count": 139, "metadata": {}, "outputs": [], "source": [ "cat = io.imread('../datasets/cat.png')\n", "dog = io.imread('../datasets/dog.png')" ] }, { "cell_type": "code", "execution_count": 140, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(168, 300, 3) (168, 300, 3)\n" ] } ], "source": [ "print(cat.shape, dog.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How many bits?" ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1209600" ] }, "execution_count": 141, "metadata": {}, "output_type": "execute_result" } ], "source": [ "168*300*24" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Both images have 168 rows, 300 columns, and 3 (RGB) channels.\n", "This means that each image has $168\\times 300$ pixels, and each pixel has 3 color channels." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Can/Should we store an image dataset in a DataFrame? \n", "\n", "Yes and No.\n", "\n", "- We can store just the URL of the file of each image.\n", "\n", "- We can store the images themselves as flattened arrays." ] }, { "cell_type": "code", "execution_count": 142, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Image
0Cat URL
1Dog URL
\n", "
" ], "text/plain": [ " Image\n", "0 Cat URL\n", "1 Dog URL" ] }, "execution_count": 142, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.DataFrame(['Cat URL', 'Dog URL'], columns=['Image'])\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We *can* store a full image in a data frame (but it needs to be flattened, made as a python list, basically)" ] }, { "cell_type": "code", "execution_count": 143, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
SizeImage
0(168, 300, 3)[114, 105, 90, 113, 104, 89, 112, 103, 88, 111...
1(168, 300, 3)[160, 160, 162, 160, 160, 162, 160, 160, 162, ...
\n", "
" ], "text/plain": [ " Size Image\n", "0 (168, 300, 3) [114, 105, 90, 113, 104, 89, 112, 103, 88, 111...\n", "1 (168, 300, 3) [160, 160, 162, 160, 160, 162, 160, 160, 162, ..." ] }, "execution_count": 143, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.DataFrame(columns=['Size', 'Image'])\n", "\n", "df.loc[0] = [cat.shape, cat.flatten()]\n", "df.loc[1] = [dog.shape, dog.flatten()]\n", "\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Showing the images is straightforward using matplotlib (and many other modules)" ] }, { "cell_type": "code", "execution_count": 144, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "figure, subplots = plt.subplots(1, 2, figsize=(12, 6))\n", "subplots[0].imshow(cat)\n", "subplots[1].imshow(dog)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualize each channel separately" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the two images have dimensions 168x300 pixels where each row and column denotes a specific pixel of the image. \n", "\n", "The third dimension indicates these are color images having three color channels. \n", "\n", "Let’s try to use numpy indexing to **slice out** and **extract** the three color channels separately for the dog image.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the third axis/dimension of the array (the one with the RGB channels):\n", "- index=0 is Red channel\n", "- index=1 is Green channel\n", "- index=2 is Blue channel" ] }, { "cell_type": "code", "execution_count": 145, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Red Channel\n", "dog_r = dog.copy() \n", "dog_r[:,:,1] = dog_r[:,:,2] = 0 # set G,B pixels = 0\n", "\n", "# Green Channel\n", "dog_g = dog.copy() \n", "dog_g[:,:,0] = dog_r[:,:,2] = 0 # set R,B pixels = 0\n", "\n", "# Blue Channel\n", "dog_b = dog.copy() \n", "dog_b[:,:,0] = dog_b[:,:,1] = 0 # set R,G pixels = 0\n", "\n", "figure, subplots = plt.subplots(1, 3, figsize=(12, 6))\n", "subplots[0].imshow(dog_r)\n", "subplots[1].imshow(dog_g)\n", "subplots[2].imshow(dog_b)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Red Channel\n", "dog_r = cat.copy() \n", "dog_r[:,:,1] = dog_r[:,:,2] = 0 # set G,B pixels = 0\n", "\n", "# Green Channel\n", "dog_g = cat.copy() \n", "dog_g[:,:,0] = dog_r[:,:,2] = 0 # set R,B pixels = 0\n", "\n", "# Blue Channel\n", "dog_b = cat.copy() \n", "dog_b[:,:,0] = dog_b[:,:,1] = 0 # set R,G pixels = 0\n", "\n", "figure, subplots = plt.subplots(1, 3, figsize=(12, 6))\n", "subplots[0].imshow(dog_r)\n", "subplots[1].imshow(dog_g)\n", "subplots[2].imshow(dog_b)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Features from raw pixel values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now refer to any of these channel’s raw image pixel matrix.\n", "\n", "**Each channel image pixel matrix is a two-dimensional matrix.**\n", "\n", "- We can use each matrix as a feature matrix

\n", "- We can extract features from these matrices further

\n", "- We can flatten each matrix, or all of them, to a one-dimensional feature vector." ] }, { "cell_type": "code", "execution_count": 147, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[114, 0, 0],\n", " [113, 0, 0],\n", " [112, 0, 0],\n", " ...,\n", " [127, 0, 0],\n", " [130, 0, 0],\n", " [133, 0, 0]],\n", "\n", " [[113, 0, 0],\n", " [112, 0, 0],\n", " [111, 0, 0],\n", " ...,\n", " [129, 0, 0],\n", " [132, 0, 0],\n", " [135, 0, 0]],\n", "\n", " [[111, 0, 0],\n", " [111, 0, 0],\n", " [110, 0, 0],\n", " ...,\n", " [132, 0, 0],\n", " [136, 0, 0],\n", " [139, 0, 0]],\n", "\n", " ...,\n", "\n", " [[ 32, 0, 0],\n", " [ 32, 0, 0],\n", " [ 30, 0, 0],\n", " ...,\n", " [131, 0, 0],\n", " [131, 0, 0],\n", " [130, 0, 0]],\n", "\n", " [[ 33, 0, 0],\n", " [ 32, 0, 0],\n", " [ 31, 0, 0],\n", " ...,\n", " [131, 0, 0],\n", " [131, 0, 0],\n", " [130, 0, 0]],\n", "\n", " [[ 33, 0, 0],\n", " [ 32, 0, 0],\n", " [ 31, 0, 0],\n", " ...,\n", " [131, 0, 0],\n", " [131, 0, 0],\n", " [130, 0, 0]]], dtype=uint8)" ] }, "execution_count": 147, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dog_r" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get only the data that matter from a specific channel" ] }, { "cell_type": "code", "execution_count": 148, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[114, 113, 112, ..., 127, 130, 133],\n", " [113, 112, 111, ..., 129, 132, 135],\n", " [111, 111, 110, ..., 132, 136, 139],\n", " ...,\n", " [ 32, 32, 30, ..., 131, 131, 130],\n", " [ 33, 32, 31, ..., 131, 131, 130],\n", " [ 33, 32, 31, ..., 131, 131, 130]], dtype=uint8)" ] }, "execution_count": 148, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dog_r[:, :, 0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grayscale Image Pixels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When dealing with color images, it might get difficult working with multiple channels and three-dimensional arrays, and/or with multiple two-dimensional arrays.\n", "\n", "**Converting images to grayscale** is an effective way of keeping the necessary pixel intensity values while getting at the same time an easy to process **two-dimensional image.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Grayscale images usually capture the **luminance or intensity** of each pixel such that each pixel value can be computed using the equation:\n", "\n", "$$Y = 0.2125\\times Red + 0.7154 \\times Green + 0.0721\\times Blue$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$Y$ captures the final pixel intensity information and ranges from 0 (complete intensity absence, black) to 1 (complete intensity presence, white), $Y\\in [0,1]$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Converting to grayscale" ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [], "source": [ "from skimage.color import rgb2gray" ] }, { "cell_type": "code", "execution_count": 150, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Images shape: (168, 300) (168, 300)\n", "\n" ] } ], "source": [ "cat_gs = rgb2gray(cat)\n", "dog_gs = rgb2gray(dog)\n", "\n", "print('Images shape: {} {}\\n'.format(cat_gs.shape, dog_gs.shape))" ] }, { "cell_type": "code", "execution_count": 151, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 151, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "

" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# need to use a grayscale color map!\n", "\n", "figure, subplots = plt.subplots(1, 2, figsize=(12, 6))\n", "subplots[0].imshow(cat_gs, cmap=\"gray\")\n", "subplots[1].imshow(dog_gs, cmap=\"gray\")\n", "plt.show" ] }, { "cell_type": "code", "execution_count": 152, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2D image pixel map:\n", "[[0.42 0.41 0.41 ... 0.5 0.52 0.53]\n", " [0.41 0.41 0.4 ... 0.51 0.52 0.54]\n", " [0.4 0.4 0.4 ... 0.52 0.54 0.55]\n", " ...\n", " [0.11 0.11 0.1 ... 0.51 0.51 0.51]\n", " [0.11 0.11 0.1 ... 0.51 0.51 0.51]\n", " [0.11 0.11 0.1 ... 0.51 0.51 0.51]] \n", "\n" ] } ], "source": [ "# 2D pixel map\n", "print('2D image pixel map:')\n", "print(np.round(cat_gs, 2), '\\n')" ] }, { "cell_type": "code", "execution_count": 153, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Min gs intensity: 0.0, Max gs intensity: 0.8769266666666667\n" ] } ], "source": [ "print('Min gs intensity: {}, Max gs intensity: {}'.format(np.min(cat_gs), \n", " np.max(cat_gs)))" ] }, { "cell_type": "code", "execution_count": 154, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Min gs intensity: 0.0075, Max gs intensity: 0.9803325490196079\n" ] } ], "source": [ "print('Min gs intensity: {}, Max gs intensity: {}'.format(np.min(dog_gs), \n", " np.max(dog_gs)))" ] }, { "cell_type": "code", "execution_count": 155, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Flattened pixel map: [0.42 0.41 0.41 ... 0.51 0.51 0.51]\n" ] } ], "source": [ "# flattened pixel feature vector\n", "print('Flattened pixel map:', (np.round(cat_gs.flatten(), 2)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Use grayscale features\n", "\n", "Now we have the raw image intensity values for the grayscale images. We can use these raw pixel values themselves as **image features.** \n", "\n", "**We would have a quite large number of features, since the intensity value of each pixel is a feature!**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Getting image features by binning" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Binning as a general feature transformation technique" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Often when working with numeric data representing counts, frequencies, values, such as pixel values, the **distributions of the attributes are skewed** in the sense that some sets of values will occur a lot and some will be very rare.

\n", "\n", "- Besides that, there is also the added problem of **varying range of these values.** \n", "\n", " E.g. For pixels values, range depends on the encoding.
\n", " E.g., if features are song or video view counts, in some cases, counts will be abnormally large and in some cases very small. \n", " \n", "Directly using these features in modeling might cause issues. Metrics like similarity measures, cluster distances, regression coefficients and more might get adversely affected if we use raw numeric features having values which range across multiple orders of magnitude or are highly skewed.\n", "\n", "There are various ways to engineer features from these raw values so we can deal robustly with these issues. These methods include transformations, scaling, and **binning/quantization.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Binning data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- The operation of binning is used for transforming **continuous numeric values** into **discrete numbers.**

\n", "\n", "- Similarly, the operation of binning is used for **transforming vary large ranges of discrete numeric values** into a small(er) set of discrete numbers.\n", "\n", "These discrete numbers can be thought of as bins into which the raw values/categories are binned or grouped into.| \n", "\n", "Each bin represents a specific degree of intensity and has a specific range of values which must fall into that bin. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Histograms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A histogram is a representation (approximate) of the distribution of a numerical or categorical data variable. \n", "\n", "To construct a histogram, the first step is to **bin the range of values,** that consists in dividing the entire range of values of the variable into a series of intervals (*bins*), and then **count how many values fall into each interval.**\n", "\n", "The bins are usually specified as consecutive, non-overlapping intervals of values, \n", "and can have fixed or variable width.\n" ] }, { "attachments": { "image.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that usually the $y$-axis of a histogram is reported as a **frequency**. \n", "In fact, in statistics the frequency of an event $i$ is the number of times $n(i)$ the event occurred in an experiment or study.\n", "\n", "Therefore, the frequency here expresses the frequency of each binned range of values in the whole set of data. E.g., in the histogram above, salaries between 900 and 920 USD happens with a *frequency* of 150 with respect to the whole set of observed data. \n", "\n", "Indeed, maybe the term *occurrences* would be more clear in the practice of presenting data, since the \"frequency\" (in the experiment) is indeed a *count*, and without a reference value this \"frequency\" sounds a bit vague. E.g., is 150 a large or a small value? Without the knowledge of how many data in total are in the experiment, it is hard to say. Instead, if we have the information that 150 occurrences happened in a set of 300 observations, we immediately get the feeling that 150 is a pretty big frequency!\n", "\n", "Indeed, displaying in a histogram the **relative frequency** might be a good/better idea. The relative frequency is obtained by normalizing the counts in $[0,1]$. In this case, the $y$ values associated to the whole set of bins sum up to 1, and the eight of each bin represents the empirical probability of observing the range of values associated to the bin." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Histogram choices: \n", "\n", "- **Start and end points** of the range

\n", "\n", "- **Fixed bin width?** $\\rightarrow$ Number of bins is automatically fixed based on the data range (once start and end points are fixed)

\n", " \n", "- **Adaptive bin widths?** $\\rightarrow$ Number of bins is not predetermined but it is defined based on the characteristics of the data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Numeric components of a histogram:\n", "\n", "- A bin has an **index** $i$, such that we can refer to it as $b[i]$.

\n", "\n", "- A bin $b[i]$ has **min and max values** defining an interval of values usually open to the right: $[b^i_{min}, b^i_{max})$.

\n", "\n", "- A bin $b[i]$ has a count, which is the **frequency** of values in $[b^i_{min}, b^i_{max})$ in the whole set of data." ] }, { "attachments": { "image.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "

\n", " \n", "
\n" ] }, { "attachments": { "image.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "The width of the binning dramatically affects the resulting distribution of the data, and therefore the way the histogram looks like.\n", "\n", "E.g., data are random samples from the probability distribution represented by the green curve, but different values of the width $\\Delta$ produce quite different representations of the underlying (true) distribution.\n", "\n", "
\n", " \n", "
" ] }, { "attachments": { "image.png": { "image/png": "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