{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "\n", "\n", "**15-288: Machine Learning in a Nutshell**, *CMU-Qatar* Spring'21\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 be 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": 26, "metadata": {}, "outputs": [], "source": [ "import skimage\n", "from skimage import io\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import matplotlib\n", "matplotlib.rcParams['figure.dpi']= 100 # set the resolution to x dpi" ] }, { "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", "\n", "- Image dimensions

\n", "\n", "- Image compression format

\n", "\n", "- Device make and model

\n", "\n", "- Image resolution and aspect ratio

\n", "\n", "- Image artist

\n", "\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": [ "***\n", "## 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": [ "***\n", "### 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": [ "***\n", "### 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 of 6 exadecimal digits, $RGB$ = #RRGGBB" ] }, { "attachments": { "image.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "

\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "## Read, Visualize, Store images" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "cat = io.imread('./datasets/cat.png')\n", "dog = io.imread('./datasets/dog.png')" ] }, { "cell_type": "code", "execution_count": 28, "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": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1209600" ] }, "execution_count": 29, "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": [ "***\n", "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": 30, "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": 30, "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.\n", "It can be flattened (e.g., a python list), or stored directly as a multi-dimensional array." ] }, { "cell_type": "code", "execution_count": 31, "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": 31, "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": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "df.loc[0] = [cat.shape, cat]" ] }, { "cell_type": "code", "execution_count": 33, "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, 8...
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, 8...\n", "1 (168, 300, 3) [160, 160, 162, 160, 160, 162, 160, 160, 162, ..." ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 2 entries, 0 to 1\n", "Data columns (total 2 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Size 2 non-null object\n", " 1 Image 2 non-null object\n", "dtypes: object(2)\n", "memory usage: 128.0+ bytes\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "Showing the images is straightforward using matplotlib (and many other modules)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9oAAAEdCAYAAADzZR9iAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOy9SbMlR3Ym9vkQ453efVNmIhNIJAgWaiDVTVZ1l6mbanHTZmwttNVCS5nJTPoHvZFWknoho/WqTRtJC620krSSmRakTE1rkk0Wu8jqqiKIAgoJ5PzmO8bggxbufiLi5ksgwUoQyCr/zICMd4cIDw+/7n7O+c53mLUWERERERERERERERERERERrwb8q25ARERERERERERERERERMQvE6KhHRERERERERERERERERHxChEN7YiIiIiIiIiIiIiIiIiIV4hoaEdEREREREREREREREREvEJEQzsiIiIiIiIiIiIiIiIi4hUiGtoREREREREREREREREREa8Q0dCOiIiIiIiIiIiIiIiIiHiFiIZ2RERERERERERERERERMQrRDS0IyIiIiIiIiIiIiIiIiJeIaKhHRERERERERERERERERHxCvGVGtqMsf+aMfZzxljFGPsBY+w/+irbExEREREREfFqEdf6iIiIiIhfRXxlhjZj7D8D8C8B/HcAfgvAvwbwfzPG3vqq2hQRERERERHx6hDX+oiIiIiIX1Uwa+1Xc2HG/hTAX1hr/6veaz8F8H9aa//5V9KoiIiIiIiIiFeGuNZHRERERPyqQn4VF2WMpQC+C+Bf7Lz1/wD4R9d8PgOQ7by8D+D8S2lgRERERETE3w4TAI/sV+XF/hohrvUREREREb+keKm1/isxtAEcAhAAnu68/hTAzWs+/88B/LdfdqMiIiIiIiJeAe4AePhVN+JrgLjWR0RERET8suJz1/qvytAO2PUCsGteA4D/AcDv9/6eAHjwX/zn/ynSNIG1FuRQ8Md9B0Pd1N0F/evGGFjb/W2tBTMaAJCCQ3CGJHHdI4QEl8I1kDEYa6F9M2WaoKnd+ZfbDartFq1SAADOOZIkcedIEljjziGTFFJwcO5T5K2GEMxdO0mRZgJt5c5ZV1tU1dpf22JclJhMxwCAUVEiT1w7Ur5GxhnStAQAFPkEWeI+lyQlpCh8D2dobdfJBoD2zdCw0NzCMOPabznaSvtz5CiyEklZ+vvOEIaPsoCBa782AJcCQrh71VqjrSvq80QwyCR1TTESUrj+SdMUQnBo7a69rTbYrDf++W1hrMF8vufuu8xR1VsAQNPUAGPds9ENYBr3PNZLFFnpn4XAelNhOp0CAPK0xKPHjwEA43Li+qx075VFgaZxz1AKiU8/fQAA2NQNfu2b30JSuoDLerECZ65/ZuMRTp4+wYNP7gMAslTi5s2b/nm7MWqMu7f3P/gZRhP3bKxhODzax9npEwDAwcEcbdsCAP7iL/8MzI/P88szTGdj3LpzCwBweHiI87NL38cWm02FxXLl7q0osTc98P0q8fOPPsLZ2QkAoG01BE98u1LszeZ45943AAA3btxAnucAgIcPH6L243oyGaEsS+SFe26b7RpPfN8po/Hxxx/jxz/+iWvn+RlGRUFtvHPnDu68+aZ7bqMca/9MHz78FBcXF66/yxKTyRiTiev/w/095JkblIlggOWoG/dMN+sttlv37Ottg1a1EFzSs2LWHRtrMBpNcHx87J7PbAaZuDE5mpaoGjcmq40bZ5Ufo0opwLjxBACz6RRCunPmaYEsdX2QpCmklJDMtdMyAc78uOaSftuMMVgGaO2eqTGAMW5sKRhYa6GtG0NGa2jtj42B1prmGaXtYK7Svc9qrWlsWWtp/DRNg6qqBucM79V1jabVaI0753ZbYbV280y13aJpG7Sta2db1Wha1//b9QZaKzRNdw3tz6m1Hsy77ra6NvdhYQZ/01wIA8YY4N9njPm/Qf8Cbo5hjNH3OOcIpxDCvce4u2aW5WGKAOcMSZIgTd1vOM8zZJk7ljJBkiX0GyjLEnnmjoWUEIL782VIZNK1i3N6T7UK/+K//x8BYImIPn6htf73f/9fovDzyleF/vj7PFj/m37V5/0y8UUJGGHOeRkIIZ6fA6653hdtw8t9vmsn5xxgL2p3/1wMkuew/qNKGSjV0DX78xLnoLWSC3ev3XzWzf1aWxijIRDmje6SjAPMSyaFYxbmMy67+dIyWBhql4UBbDd+mqaldgkhIaU7iUwySMEhhFvLGLNYrTb+fjTCozRG+TXKrxm238fczblM0H2HvQQXAGeS5tzVakPHDILmZgYBLty/rh2M1riwroVxZYym/WDY03d9zsH9nMt9RxnfKUabbj383J/WcGwMx1N37T6stWD2eXmrzxrf/bX7i3zv87D7G/ys81v02/Pchz63XV+kHc9d+zPO9bLzwMu89kXmpM9rc//4ujm6rmv8z//r/wK8xFr/VRnapwA0nvdoH+N5zzestTUAspbDTSeJRJrIgWHtDGi701lJOM9zndgfCNy6H3/OJQRnkH6DLaUEE93GuW9oGwsI7g1oLiC4gBG9a/jnYw3Q+AnXMg4uE4C5z/mtOn3QGkCr1p/BIEtd+4sswXQ8wcQbaUWeI+VuQhS6RcIMhF9EmG7AhDMeJJPIpDMCuDSQSkOHWZwJaD8LGu6MAkuDSmDjDRzOEjAmwZk3jGWONBu5T6UZmDd2zi4unQEiu6FlvfFvrYUQgt5rqgaJDBveHEnaLcZFkaPI3caqaSssl0so2tBnODw4ouex9gZCXdcAS8Gh6Np5HgxtDs4lRt5RkGcl5nvOcF+vtrh79y7yfNx9lrk2LpdLVJXrx729fYxGI2SF23ynTIIL19/jPMdmtcRk7M6RJgJZ6s6xvz/HarVC45/pO++8javlwj0bmWI8LqHVnn/GKU6fuZ/A9377t3F86Azmjz/9GIDBcu2M6fVihbU/x95sH2u7QVgt0yTBydNnrq9Mi/v37+PpU2cYj0YTaOX6eDyeIE0ycj5kWUZG2Ww2IwMkz1P3enDA9CadZ8+e4eTkBNI7ou7cuYP5bAYAuHXrFm7duoXJxDkyjFVo/HhKEomydM93Pp3i6OgIh4eHrr8O9pBI18ZgaIdnfHp6ju3WbRCUaqGVgvAGtBAciUj9scB0OsWeb8tsNoNI3DgvRjlk4xd6Y6DaFq03JJW1ML3FXWtN843tTcycMQjOIYKhzTlS71RjXJKjKfxrkfjn0duEC+4Nam9MK0VjRCkFrTWUv6a2Bpo2QwZKKXD/rJhSA0MbfiNkLENiAPjfDbQG9+fgwsBqQ/faWo3WOwAa46/t29LoFq127xkW5r6wAAHgfuMIDma6uU+Zztiwvf+7dqIDM3QOgAGMgbFuvqXNEAPCbMm5vMbQDscCjHWbMsFTsDDXcg7Bk97cniDxjj8pUiQyRZq4eS1LR2SQ9+e0NE2RJN05OOd0HBwZEYRXstYXRREN7S8ZX46R6/C8EfNqDO0X6/nubqK7+bHf34x3fw9eZwymZTSvut9476r9+UYAe3O3hmrd0h4UcPN/lrn5JU0zJImE6BnoSeLmlyxLkGUFHSdJRsapUqY3njis1bB+Y+le571j0PekTJH4tTFJMiSJgAz7QA58+ulDanNdu3mrqjbYbmtst269bRrlnM8ArJE+YOB71Chau7RuoXQDq1wbptNx7xnwa457z013zzwEpnafR+jPsBdjjNHayrlzAPT38uG4afXgfIwx2sf0nSXdNV5sXA9gPn/sfu0M7Wva8zLf+9u047Ou/TLX+bswtF/UHy9731+kf74SQ9ta2zDGfgDgnwL4P3pv/VMA/9fLnsdFgPhzBvOuQf1Znd+fZL0DDlIODe0QPQHcVtEyspGh2pYmIrcx1vQ3ANocQ3QbZc04bG0ggoFrFHk526RFqiSsPweDi6QBwLgsMJnMMBk5YzFJEgj4jV29hTU12sZHudo1jJ/0YDWY9/YlaGAtA/NOBXAJ4b2LnAmAS5ArlUmolPn75FgtN2AbtwdK8wajqTfYpgmK0kfzWAJAwNqe1zMYG/65+D07ymLc9au11HZ/ceTe0E7TFNYwKB08ygzMGxNZltHEr7WFNjWkN7bcYtVtxIUQsKbb0IeNm1YWUqaDSTc8++l0ilu3XBT5+OYbAOfg/lm5cRJWHceIkJ6ZIDmDCMaDVVhcnUP7Z7DedtH6yWSC1fISjY/SrnUL5RkYt45vkJNlbzKFlBIzbzienJxgVHh2gRBIuEC1cee8vFzg0ke7L5cLLJdXuLy89M9HIPdRfq01JpMJGcKhj0K/jkbO4DBGYbPZgPm+TJIumvfxxx9jtVrh6Mg5Pu7cuUMR7clkgul0SsZ7VVdkiBRFgdI7PY4PDnHjxg3s7XWMhcyvt1W9QbVt6Hp9gycYWv33QgQyTVOMx2N6xmmaIvzA+1Hf7XaL5XKJ1co5MNq2JW81YwybzYauZzV63nZn7Ca888wHJ4KQCW0YglEWfusiYYCPums4lkMwAo0xg0h4H9YyWNtdO0S8w3MMx8E5EF5XqtsoKaUG0e6mabD1kfyq3tImpqo30LVG07q/66qlYxgGY1RvfjXUVs6dARzQn3etBU2a1nTR5oAw7rpINuhfRr+j7llz5g1t1kU1uuNhRNsZ5d3GV4gEgrsNruAJOdWESMCQ0POBle5vALBi8Dqs7M4hBDlbDf96GE1fF7yqtT4i4ouhb9yFv8O80puXDIPBNU4RywfeQMYYhOwb4p1B65x6nlmYurk/rG2z2Qz7B25d25vtoxzlqDdbf5a+wXndsWunCxYEA5ANDG3ADI5X66vBbXT7WwswDaX9tTVwfGPuz9ntl0NEub/OhW5oGwathqyosGaE9SR879mzZ71W6GuOO8eB5IEV5vZ1oS+tZcT+MsbCWt1b+y05YzmHPw5rR7cGadNg14HCRbdm919363c3TvrODcaG/Rzxy4W+o+Y6B88viq+SOv77AP43xtifA/hjAP8lgLcA/E9fYZsiIiIiIiIiXh3iWh8RERER8SuJr8zQttb+74yxAwD/DYBbAP49gP/EWnv/Zc8RPG+fFdHejW7verH6xyHI4mhBrKNEMtZxwBk8fcZ9uG01lPL0Tu1oNUQF1bqLVjGAexqiUWoQFWJWEwWVIQVnQOlpRJIzFD68N52MMJtMMS56dGjromjGNrAtR2tdNNRqAwWfx8wNBA/euRRcJp3Xz6Zg1rWL2xxgoNwXyySKufN6VpXBaluh8hSj7aaFtp5e1Aqk6xDpLof5S4xTZFfrFrptoX1Ie9SLaPsn2j0rw4mqay2wtzfv8oaMQdsGmpQmejjAsV4v6V6TJBvQi6QYeqdCtDORmffMcno9RAEnkwnu3LnjPpcVqLQmT7fgHNx7N9t6C60aSH+vqWQYFe65XZw9xfnpExzfugEAeHZygc1q7VvcoK1zlJ5e31Q1Zj5XORESi0vnoZZcQDUtxiG3e26hPQNgs9xgNpniGXde5L/+8V+hqTwVrKmxWC8oar23t4f9uaNor9cbzOdzooinaUpR5aZpqA/atkWWZZjO3LUvLhhFTReLBaSU2N/fBwDs7+9Tzu5iscBqteqi2FmCjY+6M2Mxnbo2zff2cLC/T9F6xixFtBdXF7i8uKTrCcYpkm+1i9KGHO3xeIzS59mnaYpyNELic6otAB3uRzeUn3Z1tcTFxRW1CwDytOuPtm1pTEpeD6IYxihKu2CMofJ5/UmSdDRXW4LzEUSgtEsB7qOfqjUw6CLVQgjIQJBgFpYzWE9zU7aF5YH9wWAYKH1Fw0L1ot3a/05ao9HoIR2dcq2b2uVp+yh801Somy0dN61C29Y0FsKxbs1zlMEQnGDcwqCjWhrbMXustaDEQnBY049yGAQSUJgvKb+PMWIPuck3UPUVGOPgFLW2CEFxa61jOnj2ila2F0G3YEz1NCQSuhfOLYTkPdo6B0I+JRu+7q4trn0vYohXsdZHfP3wdaC8Uxv6ObOUgy16nzS9z/NepNTQXq5P+bbWoiwK2DB3akPf4ZwjSVNimyWpxBtvvAHA0b7H4zHGPoWsKArKkw7zXp6FVMZ+bnTHUAp50qHNSoiXpI4rzPfG9Nm+LkyIVA80iQaU+XCcXLNH9owuI2FNl97XP1//GAA++OADup+maUhXZbt1zKmw7iijwRAYRS5/m5iAjPUI5wzGdCQDa02XbakNLLq9Npih9EfGLXYTtbulp59GYClvvOuf8AeHRZdDD8Zge+mJEa8ndiPXfXbt7md+0cj2VyqGZq39VwD+1d/2+9cZ2tfnaD/fScEYvI46fk07O/EwbXy+pJ8ElULjDUdlNLSyUJRzCRjj84oZiB4OzsDQ0XME4yjzsBFPkRcF5nNnuCSMIfe5vpNRib3xhAwjDgZoLzQGDSsFROU38bwG80a4NRWUFzaClUhMAutzrbksyFhkcPRLHiZWYaG86BGDQJFmkD6nSFsB0Ga1RVW5ey7LMXSvv11OZEeJ0kyROMh2uyWKbZ7nkDKjRaI/OTdNi3I+hvQ5tk3TYO1zlRkkitznipepF7NyfdKnOHMmIeVwoQnfU9Lg6uqql7/EsfVidP0f4PnFKWZ7h7AhP0crorO32xXauoL0gyiRHNwv+CfPHmO9ukCWuDTFPBNYLN35F4sK870DnF0tqU+CiNpmvcbWG+QHx0fQukU5dm1m2gJH7lpnZxfIywKHfszcvHEDzdb1wYPHj5DJBPfu3QMAvPfet7A3c5979uwEN2/epBztsix7+gfJYKHs59YnXtzNtX+B6XRKRvlms0EbxAGXSxhjyKips4RyrdNUYuavK4RAmqbIpBsLbVuj8u2/uLjA2dk5jZMsLWj8E5XL/zuZTFB6YTshxOAeNpsN0aRb02K9WVIb+4JhSTKkfffzgMN4ANBtinrzRzhnmqYAc/0hpIVIONEOuekRz4JR2csfDoajlNLz14KhbXqbKzugzO9il1Led5gEp0fbtqjbzoBu25bEftxx91mlmo4uuK2eoxaG3nF5c/51T3Ec9ltwnO1sUpiB0t1rjLGBXhEZ30wgbAiN4V5kp0sNMV5skgsMUwp0lztuDAcgSHyybTkdA6C0in5bXoRXRSv7VcAvutZHRFyLa0SpYK8TPAufG9JD+3N7nz4Ka2HaBtqEtEAD4Q3m0ajE/v4e9vedw3o8LnH37l1/Pp+P7r2PqjXkwKyrFq2qkZAgGchZJwQn8V3OJTgXLtgDQCkNS/fJYC3vGZydMxCMuzmcdXscujcetFW6+Syso7vzeT8VyZhOeA0289Turu+CCGQq5GA//fd/6zdo3amqihzZ6/Ua6/WaxOPaRmO17vKuGeucCm2rUXvR26pqoHVLezRjLAVsXNCq0/IYtjEdEL3797prI+zmh9ve2GIQnZiY5RjS/CNed+xSx1/12v5Vq47/QviiEe3dTdOuoc3CJg7WHfVyDINt5SJGIGNSKUPiUkZjGNFuNdoQhYWF8d5RzV1EL/jriiyHHLsN3nQ6xf58hqMDN4lzYygPtCwylEXpNvK+UUyHXGsOq1JIrwLZtEsYFfqggvKRLK0tlBJg3BuVooZMvNiFZBAagDcKLBdYeYPHsBRMSDC/SCSC0+e44PB7XLTtFtZ2QhVMWCTCCwoJ7nOt3feqagNjct987jfHndhRmFStZV6sw3uCTbdgmC7ADClS5FmJ1jsHgiKmO5+AELITK7KcFpq23fiNuo9Oty0dK6VQVW6yN62C5IzUmKFaaK9evVkv0dYV/LqDVDIsLk/ds6hWgGnx0Yd/DcA5FUaZ65/1eo1MAA+ePgIAjMoxxl4kbHl5hU/uf0ztuH37NuXr7032ILxie54WqJoab952kffJZIL7P3ffu7y8xN58jrfeeguAEygLOan37o1x8+ZN8r4b4xwO4XmEvtpsNhBC0OJY1zXlNHPOkRfFQPyr8Aa0UgqrxYJyuy/OzsmTfXA4x6R0ToPZeIJRXlDu+3a9wWJ15tp/foFqs0Uy8ZsQdBHOYEwHFdSiKEioDnCOL+WF06rKCeoBgLKqZ0QapGlOQjRJkiAPkQrvUKB7kww8OL2ZgbF2sM52OdQtdHDAtBWaur95SCmPOUlz5yn3k4sAgxGdV51zDhnmGWsoChzysK8TAutHMXY3TbtGt+qJqLkoSm/joloEMQVrFGyI5nhbNwj62J5ByzmH5B2DxMhhhKC/+R0uZF3OfGdU9+Zl3m1wgjaDYBywjDajQqIX3XaMJMqbTLrohBAMSSKQpUGLgCFMpzJhAFPkIGPQYH7DzBmj1zkz7tiG/jHEPAj9FBHxy46vRUT7RW+8YJ9svLglKXoLAe4NrP48ypgFhyUGU5rmGI3cGjGbzTCfzzCbObZfUWQ0v2jTomk1se8ARkKh2SyDEFNis4GZzlHADH3Hwg7ERxOZkWiFNczpBAWtGcZ6x0DT1ugvSi9icAIgI7b/njOeJThPu9e93k7TGDoGhnN4WDvCa85hLXzfjTGbTeh8QxEyjsXStUNrjbZRWG/c3uLy4grnF2d0vNlqlEFXxyi0nkHWKkArA3qottP4KEbFgDWwq23SGd1ujr82mklanP5vmBcNr4jXGP3o9avO0448t4iIiIiIiIiIiIiIiIiIV4jXOqLdj15/VkS7//kXeWH7EW33/R5N1BgE36myBtp2wW5tLdWQNsbXHfTvqf7njMXW+DxHGDDTRcqyJKUyV8V4gulsjul0z39RQfrzp4mESHJIH1WGAHnxBDgM61NcWygbotguhxsAmNJoWwshgmKugTHBcycBK8B8eFoLgcRH9xqtXa5mCO0zSTnnaVaA+xI5Tcjv9kMrZSW4z43mgkMbDu3PX2/NgF6kdacqKYSgerZ5nuPs7Axah+g3KCrLOaecG84s0jSDakJUTQzYDM472/VRuJYxxquXu4e13W7p/P3xM5tNIbmLiAKA0QoqUG/rDVS7Rebp7YIbnPgyXYm04Ezjh3/xbwEA3/nOd5B75XitBBLJ8B9859v+2g3RrJqmoT64cXyMWzdv4slTd879/X08fOjKc/BEYlyOMCpG1F8/+5sPXP+nEvODA7rXuq6x8cqk9+69gzzPycN7cnJCY7JpGooAL5dX2N/fJwZAXdd4/NTV/b5x4wZu3LxJ9aqPj48xLjv67WqxIGXSxWJBEYMyy6mc19HBIabjCUXMN+s1Ls7O6Vn0nxUAGjPG/4ZCLXYpu/rVQRU8REqXyyUWC1cOTVlFn0uEQFEURBuTUlKefShJEz4rRD/iMczdsdZQqTfGQdRBbVq0bU2fc21355hKCWPZICwTpienpCoooioUh/bHknEoDqrhrZiltBTDbI8mrcCMpWgDtKG0DWgDo1qKtDOrwXrHLtoSIuiaPldm6XPzKymqC9FF/2kuen4edq8OlX7Dsw8q5ruR7e7Y14VlEox19Vn7ivmhpjaVhiolHYcUiCwLLIiUyu9wKaFVC4ZeScOgQgtDDCTHp+lN9JZ3kR4by3tFRPxdgfJyBzGjbr82fM1rekhGlVaklDT3D0v2AYf7M1p/p9Mp6ZwURTYoV2asQr8coRAc120zjdGwtks3c2lJfm/EOFHTQ9rLcI0JC4PPOaY8x+GxFF3Z2O67z/8LgEoX9rFb8qqfv51lmYuov0SONtBP3+xT1v3sGbaRzGLPa7W4zCgO5UudHh0dYbVy+4rlco263uLxY7f/UapB4yPaTSOgVJdDH1hPADCbjKBt0AjarcJhBhR5rV+cp/sinaeI1xcvSxF/FVTy19rQbtoW8CVy+qVkhjVVuwmxvxHsb8oBb4R7i63Ic0BrKBXoni2Jb9VtC2U6euZ6W0P5ul1N06BqupqEddvSD1kxi0o5o4FJPsgHz/OSDJXDw0PkeUH5w24D7D4nmAWYoLzQJEmQesrr6uIM43KG/cJNUtrMsVmdAACWiycI+1ita1yen0Oppf9bQKZuohuXCqMREOZfK1pUwWAejTCZFah9PyyWG6xXPie1HSH3paDyUiDLCqINtWqJZ6cnoZcxHY0x99RiM01hjacVX1xgu12TqJaUCcLiWZaOLh9KRkwmE3qOjx8/JjG6O3fuYLVuKHdqsbjE6ekpPe/9/QNUlVvkLi8vUddPfLvcdYJR9/bbb5NRdnr2jNq02WzAmcFq4YxA3bTIUvfddrvCdnmFg9tO8Ozi/ATSl/5qmxrrxTn291w/T0Y5UaLW6zWs0rj9xrsAgOl0gtu3bwMA/uAP/gC/93v/zD3D9Ronz05R+Of94Ycf4e7dt10bT08BzqkW9B/96/8PJyeuzy/OznHn7Xt46g30s7MLKqPWtgpZVmBxtfHX7kpxnZ2dkWH97rvvYm9vDz/84V8AAE5OnuIb3/gGAEfXPr+4wE1fAq0sClxdXLhxkaZ466238IMf/AAAcHVxjm+99x4A4NfuvYPjQ1cSbFSUMEqj9mkKmUxgPD1f1Y1bRANdX3YCd0F4a+4F+5IkgfUOku12i6vVEufn59RHwXGQpim+9a1vuWvnzsju5//3qeMDkRrd9qjWzikUamcLyTBmPn/MahifPlJv1qiqikrOSZmCe0dZnueu9JSnkgvJwb3TqzUaSmvalHFY0lJQuoVua9JdsLolqqRglpw/iWCQZQ7mxQFX7ZqM6TQRSNIRLpf+WUmJwj9v+LzrxM8zoT8AwCg9qBudJAlS+fxGVXI3NnbLoQGhRng3N1p09PYOn72wMW+QD8v3dQ6Sfo72aFR0+dqJGGyuXbm4YExLpMm4E9JhDRnTDAkkpcAwCG4xHvU3qi/IP494Jdg1AL7ueJ3aGvBF2/xFatZepynxouv1y6N+3neo3JPpO//cxrhfQjB8bTyfgXNO6Xd5nlIZy9FoRMdJKp0B2Ku5HGBN0OjppRYSVdylHQZH465D0VqL2dgblvb598I5YC1pwfTvmAHXOC07g5b30uWe+/IOTPt8Pekwp5JDGZ0jOOyBwylF337mfUfH86lBsM8fAoAGd4sFfZSD+w1vmWcoiwMAzhkPZvCt974JwJWgXC4cBX+1XqDaNiS+ySDAfMDn1s07WK/dvu7s7Aynp6e48PsToxpqfioFNnXV9cPAceOfB+XFmzCgkEQAACAASURBVM/s118U1xl21xl6X7ZGCN95pp+Hz2rPqxAVe5lzfBnz7osCtF/kWpE6HhERERERERERERERERHxCvFaR7RDJHs3og28OLF9ILLzGd7SPj1Sw0KFMgnWQGsDH0RFqzSJnzVKo241Gir3BfigODQsCQUBQF7k2N9zkbijoyOkaU7XFUKQ3IJTAvf3CwsLDhvOwxKYUE4qn4BJjpaFOjkpmPRU63QE66NcRilow9GG6FJr0WofabdrADlUEFiTKU58FDAfTzCaTCF81EsmDMzf3Gp5gcsrFzlerxfIihylpw/neU73zbhF3axJEGt+8AbS3J9PHmGz7UpBNU1DEdWiKMA5J3VsoPO27e/vk5L106dPcXR0gPXKRTGTJCGRq9VqhfPzSzrn3t4eiYDVdYvtdkttruuaPNuLxYLGViI4tpsFRaqZMNCti8I29QZSWFgfgWw2S6SZa2OeprhxfIDZnjt/W21xeXHi+2sLxjgaL6p24/g2Hj1ywmjvvfceReTTPMdoNKIIrVKGou43btzAz37+ES4vnaf29u3bODtzEfO37r6JZydP8MkDd875/AB3br9Fz2Y6naIsXL8ul8uBdz9Q5ZRS+OSTT3B05CLQx8eH+PDnHwEA7n/yCfUpACcQ5sdk0zQ4OTnB2Ym7h6ODOT3D0WiEInPjM01TJEJA+ShDnSRU4qxta2IhAEBTVUQzdgI1o44yLAWUFwC8XCzw8cf38eDBAwDA1dUVjbt3332XIprj8RhZlvV++0sI0aUlKKWInihEpwR7nRo5qaDaoQCZtgDngY4sSQwtTVNImSLxSv5cJAiu8la1aJoGtRdQFFkKbgPNUIMzCxZKjFiNnjQslbGzjMHCQPpIb5ZygLk+d+QYjrzwzJO2RVN1Ynf98m7Yoc1xzpGKXkTbP7ckSUhRlwtgUo56Amsg2noQaOsi2obSC3ajPA7PR844M8NIDO8o/p3gjo+MlOWOsnuP8STQi94IyCTr324vbYAhSYLQj4EQGgI1dsHt869FRPwy4suM2r9MBIkxhvXSpUH1q0UwzsAZQ+qZOJPJhITM7vnqG2Fvx0Un3No/hxAMRukuFP6Sbfy8iN2r6LMXU1l9WdqXjJ8x9vw5AlU8bKeH7b1ubv7F4BO9eg3o/c3Yc8dpFqrzdOle01kJaxkF1YVIukonjULmK/qUowxFmRKD6fT0lPYWWrdIUkFpiE4ordfOnsK6EAm2TSck9zriVZWting5vN6GttbQnA0M7WFtQIcu74Y/txnro6/ca63t6tT2NoVOrdegDcZ1owa08rpuSZVa6b7iOZD7+r/gBvO9Od709ZkPDw8xyt1CIHiCJMl6pYu66Y1xBs04RJieuCCjO52kYFrDMp8jyAGZubrEqW7RtEGh0QK8gEFFbTZepVurDbRNkbcsdBxKn0usbIPl8gJs43OXmUTjqU11o1H7cyzWK2RZRkbabDbBnjeasjyFtQzKb76XyytkqTtO0wxJItE0jsaslCLalbkwKMsSReEMktVqRZt2zjlRyk9PT3Hr1g1SgeeCkaGtdciJD89fUB+Px2M0TUNG4JMnT3DjhqOAG2PIkC/zDJv1CgnzebOJQe2NE9OukQoL07rPqmaD46MbdJ8JZxjvuedxfrkgtpRgFlq1VLv55OQpLhbOufG9730PT5+4ezNVg6urJaT/3I3jW8hyt9A8PTnBfD5H0/i6x6rFrduuRJi2wP/7R39EBvp0ukcG1IMHD3Dz5hu4/YZ7pufnnSo44Oj1ro997pmnCL///vv4N3/yxwDc7+Fbv/Ed3PLU8fv37+PpE0fJZ9Y9x1BT+ubNm6SmvzedkWOjyDJwMCif55+nGQ49Xd9CY3G1IseTUpp+t1mWYTwe06JqrUXln8fZ2Rnu379PDoHtdksG4T39DhJ/rclkitGo7H7fqqZUDWvt0NDu5QEzv/AHuppuNVG29U7tatX26qUykE6AMQZp1jmlimJEqv5KK7Sq7tS4BaM64Ea5evRUxaBtSQxCW4ssCb9RBss1jPGbE2tRWO/ckBIiFVBq5ts8LP3VVyQPOd8AkPiUmz51PE86Q7s/16ZSwAZKtXEOCHct7VXOuzIrIW0jUDWHOYXda8yPg4QPVcyHcEZ4eJBU03z3/WvARE6brX7eYT+fUjANDgvomt6j75sGERERf3u8DMW8WwO6FJCgtVAUbv+xt+fS6Pb39zGedPol/bSVofK0Jket1swFCOxQk8Md93OPgaHKN0c/P5lBDI2Z3pzFdkuT7Ro911TL6Zcfo/P0vsKxQx3/LPS+2J0XsH0afo/o7UqRvVy6wMuab5bZnU+b3t/2ueNOKb2rJOFU3Vnvs11tdMYsUqowMUGWJbTeTmcTnJ26fdFqtcJyuQYLQRRrB/sAd67+8/7lKOsVnDbR8P5yEanjERERERERERERERERERGvEK91RNtFm4Y07+sS+K+LYvej20AQQ+uiKKFWLeC8niFC1bYaVaNIAK2qGjQ+ol21DZqmhdLBAya8F9B51qYjR1UuyhSHh4c42ndCD7PJlGi0QfhLBxEe23nSNBPgjMH4cxrOYX2ELc8mUG0N7QXXOHMCTQCQWIPEC2A1CijHgGUu8tqqDRr/nrZA3WpY5iI1VitIT5fZNI7C2/j7Bk9IdVzIHIyHutArbDYbEp46P08xn7qo2eHRAQ73DzDxEe7L80tcGEf9StMUeZ5TxDCXGUXYLi7PoE2L2dRR7UejEdGGlDIURVuv1zg7O8PUR9O31Zqeb6AHh2faNA2NGSldfe3w3mq1GtDUQ23psjiENQ3g6fmcGaLpcmYgmEHtr5kmHKX3sC8XGtwalJ61cKpOMfLshlFRYjQ7xGbrvndyvsTdu47ednl52dHasgyL5ZqUugGQMN3Dhw9xcLSP1cad4+LijCLYz07PsFgsKJprraX31usNHj58iFE5oz4J3v2joyM88ZHpvb05bt26hR//5EcAgD/8wz+ka924eRPT6XRQYzucQ7cKTdOQuNvx8TEJy43HY+S+TYI5oZxQLz6VEtLT+rfbtRM68edMU4FREOkqx04AzQ/J9XqNkzP3rM7OznC1XFCktNUaqf+9N7Wi2qNu3BVQ/vfNmUTbdjTm7XZLIluJFL2IthNEtJ5ZYYxB5Z9hP6LdNA3qqulSInTHvqnrGmU5xmzuIi/TaYM061JImqaG8t+rmy0xEZqmcRUA2o6K3fdEB6Vcdx5GY7RNOrp7lmXIsoyem7Vd1F3r1lVQCCquhhGlOxEpOAfVcJeSI/UVE5JUUO16LgDdNMRKcfVfuzrgTsm8i0DoyZjaYa0dRMJtL6Id2iGFE4fbrSrh/g2vhzGToo+hSNIwWqatICE7J9oW2myIns+NAbPMlZWAi6PQeVSkjkd8ufgi9OPXPUL1WdFtBkOiq2CGopGjcYmbt27g6Mjtr0LqGeCqm/TZNKYnXsg5p7mBM7kTxe6Hf9lgDsEgau0Uz8PHd6OF3HIS2toVSnsZ7EYgw3n9Hezsfzm6yGs4Du8PjwO7zxjlxeTCnNvN/f3Ux5dp50t9Dru8gB0RtZ3jIDrXp3JzLgf79T4bK01TKONZYdAYjTOMx459N5uNkHta+bNnp6jqLYwO9oGFL47Tq7/t/tbm9aws8aLa0P1UhNdRxPF1wGttaO+W8gp4kUH9ouNwrkBLDLTx8GPtlwmq6xp1o9D6/OSqqtH6nOxGKUdbDiW3eALpja1UAvteHXk+n2I+nxNdmIOj9BTncTGC4LKjM6GbiJgFLBewlIwiYYLKZJqDMQEWckiRgMGX34IgOrixKZJkhiRzhrAQK2xrT3e0zG+gGV37w5/93N23NqjrFlXY3FtBhnY5GiMvHTWr1dapr/sSVXVdUw7v3btv4je+/R285XOCZcLR1q4f1+sl2rYmyrnMJIQN9LAU5+dnROGez+fIi7nvFY7DQ2e8tW2NH/7wh/gnv/MfAgASmSFN3EJ6vjxHVVWUgzwej2mMBAOzX0oqXCvPczK0JWfgaKHaLj8nld5Y5wawiu5nbzZCW7s+yNMU88kEpTceHz58QCWkxuMJ5geH+Iu/cuW43nrnXczmrn9+/vHHOPBU67dv3kKabLHyytx5nuPK56cd37yB99//KT76+Yeuv4oMP/nrn7prPXmKvChp/D548IBytO/dewfT6ZR+BwcHB0SzLYqCnsV8Pkdd13j//fcBuDJg3/imUw9XWuP09BSZp5UXRUG53J98fB8nJyd446Zb2Pb398mBkWXZIFVDwOXVAUAiJJVQ45xDcg7mHSujyZTGk7YM2hjauFxeXuLBA1fy7PT0FEop8KCC3ZsTQpkPwBndqlADp1owPtu2HhjaatfQtgpWdeVBtn7Ma62pv6uqwraqKAe5rlu69nK5xKicYH91QP0caG2MsUEpkqrpFM9DKsuQ1tw5E7OkpL4DAO0V1ZUS1AdpmiJNEypHB3Rp3hYG0B3V2+jO8IVxaTDSl1ARgvdy2rs8OQb4FBFvnPZKroAxmiPdn2Kg6GptV5Ksb/DbHp2PwYBZ3qM2Gjp2M3k3D0N3dE/GGLgV164DjDG0ylCagrCA7pV8DAgKyqp5fsNlmqg6HvGrgS9rU/6y1HEGhtynk+VpQmvL0dERDvfnGPu8bM55N4eYBtYYol5z9HUYRC/1RcAq1lHHd2Sm2Q7duftLDJx8QD+fuktnAV29j12nSJizdvapbNdQ6n+jR2m2Fj3+s99AhgnUdne08zpwzfcQnsPLG9svD79G7Lzap62H41Z5rRMpO2evYGCMQ/fS8ZTfO3JhIHqOWs4ElcctixR7M7cf1KqBbruSYZvNBpuN2+fpVsEag1A2jH1BNe6vI3ap4pE6/uXitTa0A/oTcdg4XZeX/XmGtvUTim3VIO9bad3Lw9aofMkh93cDHcrUausiSDLkChXIfRQ7Tzn2Z74+4L4ThQrTM98Z28YYqBDRZqwrNcA4NEMvos1g/aRhGAeTOdW05dDgNuQLMuQTb8SkBazRyEcrAEBWXHVRv9ZF47Uv+9AqjdHIC2ItVlhcXeKJF7ZarDeUszue7mPkI1KMJ9jUFRYXLr/38vKSFoLHj56i2tS4unRG7O0330RejsNdo6o2tCFer9dk1MznBxBCUJT88vKy81gmOeVT53mOv/ngr/HRR845cPPmDVp8V6sVLi8vyZDJsi5iDrhFNhg1s9mMallPp1MaX0q3aFUN3br3rGqdBwVODC0RHNbnbU7H++QJnowKlGXZ3c9srxt7xjpRDm+U37x5kyLOs9mM2reta4ymM7Te6B9PJrhcOPGzi4srnF9e4OmJy+eu6y31497eFMZyVD73vW1bHBw4w+727duD38Dx8TH9blarFUVGjTH44IMP8NFHH9HfoYb33bffxr1793DDl+p68uQJHj9+TOdQqjNGp+MJRfLzNKUSKNw6/YFw7TRNAf9sXPmlrhzTZDRGXroN1HpbY7leQXhxsYuLC7r2+eUFGtXVy3bOMvd8RSLp2a9WK+cd9+yPvlOtqiof1fR5e6pnSPofbZ8FE7QBjO3mjuBp74v8hePL5QJlucCmdr+H5eqC+pxz7g3qTicigFsBnjCkvtxUkktInvt7YxS55wmDZAk0Qqk0DuXrPHPj6mgHUTPLOLjoFlvDDbQOf/dyzGH8vszntGsF7ecZw/pzmYE2befwBEOwtd1x51ix7iK+7xRgLLSPXFhtKCJhdRfBtv5Z0n6QgepcB+ekZYauFwT6BGNgglN0xgju3gcAzqC1gQ6bDU2tg7AczI8RySQggGq59fdtqC5v28SIdkTEq8LnGd1B5OzocA83b74BAJhOx2BMUD6vlJKE0ZyPzyBoLlpomOBhNArQgbUiIVmGEHR4rh19s5B1EeBO/6HTDWF93Qnbj+F+caPm83JqzU7Zsc8KENM92R3DnXeGt5uzv7hD5QuxLr5AP/T3K/0a2NeVjwSA1rTEaMqyDMZwVN5YV1pj6mt4j0YjjMdjrJZunxREaN3511Atugi6FN21X7rlXz2ui2h/Vo3waHS/Orz+rpmIiIiIiIiIiIiIiIiIiK8RXuuI9i7tD+joPyF6KERHlxyUg7lGdbxPmbbWQu9QNQEXEXT/9cr3BO+oZeBcUPStLMcYjX05o1JiQtHtDEVWgPs2GmPQevr2hm8cNVaER9PRLA3jMKwr72W5oPJejbWQQiLxtFFmWhjlo0nSImPufKKYwpoGaeY+lyYFtpXz4lVVhW1dYbv20U8DTCYuqnq12OLycoUnj1zUdLnagAWV6MuKynRpw9G2LUWEN5sNuA87NZVCtdrib953FOdvfefbeO/b3wLgvI19pfGryyWVXnjrrRq3bt3uoogQlKtjrEJROq/kdHYb40mJjz74GQDg8vIKmc95nc/3sdlssfXU68Vi0Y0RmQ1yfMqyJMXtzWYD5T2g5+fn2C4ukPhSTbptsdn4PPKLExwd7hPdVnIGzn1eNDSY7VS8syxD3rp2bbcVzk/P8PY777hn0DYUUXv77ls4P3dR6+V6hSQtKUJ/dnaGjz52kfuPP/4Y5STH4fExAODf/tmfIPNRX5mlODm9okjpeDylqP6jR4+wWKxw84ZTv5dSErXemC73vW1d3nX4raVpSuXD/uH3v4+7d+9C+jH66NEj/OQnPwHglMUnkwldbzQaETU9TdPBbzSRks7hqHiuj8u8QFV2+fSOVjz0Iwea/9XVFdH867p2ytfem80ER9pjmoSctPV6DcYYijKj84drKaUghKDo7aCMIHP94YOcEKKLuhsjwP3vDZZDKwujush0OB9Xjp5db91v5coqLHtzQn/eSUTS5VfLDGmRIis9A0BmKH2umcxkp2gvODIpif7caAvdeJZOW0E3FsbnV1vGIHpRkn4UXjWdfgFjDOjlmWutYQLt3hhHy0Q/suL+FpzTfCc4BxOMGA3gXelDAwujNHRQc1eK5mHTo8vXq8op4Yc5mzMaP5YzCFhYPzcmXMD4/E1uXeRdhJy/XhTeeK0AInpaTm8mIoX06rVWAlwytLWnozJDmhqqjdTxiC8XX5cc7S+zHS9X3stSqaYsS0mB3BiN7XaNunZrfZqmKEee8SMFuOUw/PnzCsF6aTASthEDXvbw+r086cFecpc6DnSVTuBeD11hd+7xeub4c59jPTp6n9JuYVwk94XVGIZ4ISWfd2cdRDjNNW1+8dlf8mNDCv4Qz4fjy7KvPxLyts0gks9YV+pxvVrBwu0/ZCLANOvpbgCpHzOJzJAkCSaTLjUvz933Li4usFyuKP2rX5nldcVu+eMYvf5y8Vob2mQsW05UWVenlg828c99Hp9taBtrXZ4f1dFmO3W0LZSnjBrdF+HxOaVJMEgkitLX8CtTqpUNuJzKYNQ0TUPGgrYGQgiIvvBEyCeiiZfTvyF/RysLkXb5kmCcaKeWAdLngKcJg2orSJ+/LZFCCj8RiS2YXaDdelo8GN7/0BlzDx89xacPn+Fy6ctZQYD5pJhqsURzdknNdQUawkJgwTyNarVa4YMPPwI+dBTknz/4BBtPtbz9xhskBAc4AbQHn7raz5vNCo8fP8bNm65k1Xx+AO/nQL1usPSGSlmWmI7HePPtuwBcLnEwCOfzObIsoxrVWqtBCa+2bWlyNkZRXevLy3PK2T05WcDWV5iNPU1UVVTHc7G8wOHBHsJkb6xC4zfio9EIUkgyAjdVg7V3ZiQyQzEq8eabrs3Pzhb4zd/8TQBu7Dbe2JlM98C4RbDfPnnwKX784x8DAN59713keYrjY0ffLkc5/vRP/9Q9m1pjud6iyJ0zIs9KXF66djx48BjffO/bmE6dA6g/DufzGS1IZ2dnyPIE/RrHd++69u7t7eP+R/eJavX0yZNBqT3OgMnUjfMsS5B6qr2UnHKfhXDOKSvDeDXQxv1WilGJsmmx9ukNTdPQWq+Nu0Zo83a7RevFqDjnyCWHRbcwl4V3dOU5zRd1XSNJBdJMUpuZp4hZ5spZEX27X0YQDJwzKsfFhUAS5gFtOsEUZmBsSn8rk1HqsMjkwFno6G9uEW+1Ghi4eZJD+pw0nrm+DCy6TCYk6uLocfB9IMETCWb9eJUaxg1r1Mrlilee9s12DG2lFG0omqahdkgunAic6pc7VHTcp/O1qu7yHxmnfpWcgUtBhjYTDKPCO3jgjHUVjHel6Nj2RIxWi43L6++lAlE9de7qyYb5PUmSgSibsWrQzr4TJzhLds+ZpilpA6SpdgKKutsYhvGkop0dEfEcWM+I6rKjA4bEyuG+rCvFxyzIiGSMgcPiaN8FAiZliiyUZkIDyRpY4ecs1oB7y3obynEiaPhIcigzkUBQHm4yMPNcE66n2F6PYFybHSOGU0rLi+zq3ReeM4SeK4nlX4aF7elifBZsP12c9/fCDMzvocO1w35TfwGK90s7YdgXI9CHtb5/jbCXD3N3mqYUlFG6JmcMtwC3vf6xGq0PvDR2idFogtSnYOWpwMjn/wcHTggerdfLrmQk649d2+3N3RWH7w3+BV7mOf1dIeZof7mI1PGIiIiIiIiIiIiIiIiIiFeI1zqizZl0ZRi46ErwJBnSVFJkVEpJXtDnqeZdhMqYjpbYGo1GaWy9gvRm22K1dp6v9bpCVTWkNG6MIRVwKSWKMsHMKxnO5jnG4yDwJLGpXFQuyxJstjWM94YliUDlI7vryzNsqw1GXiRsPj/AeuW8eOPxGEZZlJ4ebhqFw0NXOunydAGlG2y9kJmUEsx758AS1D7Usm0V8mIG4UtsSTmFUo6evKkXWBqDladBPltW+NkjF6m+f/8ZtlsDNnIe5Gq9JtXdRCYwzPWVEAJ8oARvYLznThkNZhlFuB88fIof/9SpbVsrcHx4QEJd//C738W79+4BAH724d/gww9+govLEwDAG7ffxN6+U+POygmkdOdruMVaa2jfr7fvvIX1cuWv7SilPHHP48nJM0z23L3M0hEeP34I6yNUh0f7ODt95p9NQp7M7eoEhVzhcP6m65/Hz3B15fru5PQxfvM3vok8DerrDZrWRQQLW+LPfvDnOPAR58dPn+D2m+4cnElMjkYQnsL7jfe+Tcdn5+cUTU3TFEkm8cknnwAAPn1wH7/zH/8OvTcajfCXP/ohAOBH//6n+PSBEwU72D/C3/97/wCfPnCluparGoule280GuH45g2cXTjxtX/zJ3+M733vewCAxepiUIbqw48+IPG+TbXFm54OXm8Vfv7hT1F47+8bt+5gs3J9/vDT+3jvG+/irbe8SM1sBC5CCY4WmReosdBYbzbEHGjaCpuNE76r2hpcptjbK+h5KJ82UC2XqKoNas8+OD09JQGc4xu3MB4HoT3/e/Be2/Eoh0X4PTRgFXB8y7EbmAQul27Ml5MxVN0gTQKtPEXTujZWVYVGaaSpO2eRM5QT1ydOvdRd1zILbbVX4Aa01VSGxmy3yJN0UI4rRJGFFpBZ0aPv6wF1XyaCqNHKGrSeYcO0ge8eqKpB03YUR60YgFDmzUAbg8Vi4dpiDIzqp8Poa73bQghsNhuKLPQFBY0x3TNsGhdZYEFAjNNvLxUSIk1IiA0CuFi4MVirGm1do/bn5QCEj1QUWUb9kZQTbLdbVD4iwRijiHOWZWCG0fhtNytaH9I0h5QJiUhumy1Wq44RkXJB42Zvbw+ZT7EB51htPSthWUFrTSkR/fSkbfP1iVL8MuG66iLX4cssT7ObsvJZCOPty8AXiTp91TTzEMlmvVJWhlL0uvQa26docwYbWCywCBQdKRgxj/I0QZ4AE1+6MDcNeO3mMiaARDVUetEqi00TaN4cLEmRJG49EUkKIX1JRcbRGjfXtAoQ0BSJeq5rBn9/9rh4jvIuu3KDgSXmqt6Ajq01nTglhmPfWk0NGghZwSDhjKpHDNg6nv0TlLohOHQTSlOio8gz5qpMBPo579ouuMSwWsSLherUDrVnd2z194dchND9TicP7s19J/dzfLi/cC5jDJXC7F+rWm2R+30GT91etPVVYywMrUFJkiBlEpVXNk4Zx/6+T69Mb7riaP56xajAxYVjShoGShOTMoGQOTHKtpua1sPcl3YdqMKTFp3GYAyZz0+bCK9dV3Fptw9+UVx3rq9r5PvLmu9+0ft9rQ1txiU4l5460q+VvZOX/YJSLn31xv6gNWDQ1hA9fKA8rLVT5g4LAeeQnl6YZSmKIie6eJ6nyPPwQxZUd9WAQRndM/IZ/SAvLy+x2Wxw66Y7Z1luMffq08vlGocHx6g87Xh/fgjlc7sll/4HH2ioQLcacNgwwXKJddWpMRteYLF1kwbLJtCiQevraF9uNJD6nO+sQFs10KEskrFBkhJJmiITnWPDWk1Gq7Fq4MxgBjB+Qt3UDX7wg38HADh5+hRv3n4Djx7cBwD81m//PbzjKeDf/uZ7eDR9Au4N6rre4uzcGd0TbTDyau7VssWzZ89wNHPGugCj78hMuFwtn7vcNDWWK0eh1u0WWms8feJo5dNZSblAf/mXf0nG/+rqAkt7jjx1z/7RoweUF7per7HdbqG1e97KGJR+k/7XH/wNWqPxyadOqbsYjXB+6TYFx8c38cbtu1hW4d5aKLWh5xZU35umgTIdtfUffP/7ePrMGcw3jm/hg5+9j8nYlTz7nX/8T/DpJ+69H//0YxwfbXDu6eJSSnzzm98EALz99lv45JNPiF5/7949oswLIagO+fvvv4/FYkFUdaVa7O3t+WdqkKUFqXyen52h8blM+/t7uH3zBiaemj4el0i9Ur1MOIz/vTVKwbSGdA9Ua8B9/r+0Bta29By5FJCmM5rSVnXluFRD43oyLnHr1g0kWbepaX29eNV0dGdXt7nLmxZCIMtDjWiJRdMMS08F51iWe7qa1z6QnPLzXR3qUJ4MntZt6L3QV3meI8syeqZ9nQCuFJTuKM5CJINFtF+irG1b6gOjQW0UxoKLbvFRyqD2HIftfgAAIABJREFUm6u6VWhbAx0chlaj9bW/Q/3o6wwLzjmqpkbtnUi7hnbrNyrKaDCl6dpGAEKFzTODaAAlOgdocDC0bYuq6jYoWncOBiG68mp5lg42klJKUoBnxkJKAebHzHxv3iuvVqPWpqOZpwXSMmwyE6yWV8A6bMQ4Gj8msyzrSrtxCcklTk6dc4AxRu9p8/XcgET84og1Zn9RhPnkmhJRPcqtUhqCqgRw2JB20yoyjPJxhvk4R+Idt8I0CCWxBTgkUzDcOze1hvZrhkgygFmqeOCeaThOYINaOLN++/RqHWdOH8IfW9sztnqbeeZeoAJhu0Y20MvD7hnh1oCjZ6924uEwbJg1zS3I9cGtm+u6i/fxfGmx4d/shX//bTF0Klw/n173+uDafh5OheyqSigNMN0ZPcyAWbfOWK2wWdYA8/tkJmH93M+ZxWw2QtO4MrLiguHs7Kn7nOD0LJRSaOoNOZIYEyh8lRWnCeNqrPs7eImeiPhlwWttaLsarsNcbM7df/0fXT93r6unCljLBzL3/Tq7/Y1sv+TP7iaU9UqJFUWB8XhMEREn/uQMtjRNoarO4xY2koDLV71auCja06dPYYyhKNfe3h5F5znfDjaX/QiSTHNY28sr17rLW+/lGjLG0KgGdTDQpezOAemFH5b+/KoTSqvX2FYrOs9kMsJ47CaRMs/JsEjTFNb2+k63vU10DdV0fVdCUv7Mzz78GT768Gd4+00X/fzRX/0QRwduYvv2b3wLd+/ew+XCGYtMJLj1hovkTycjpEkocQaM8z3Ku6m0JaOJMVc+KoiJKaUoZ3p2+w3M53O0TSd2EcbCo0cPceLLZql6gdnYhIpeWK62mI6dIbzZtlhttii98AYTFpuNe6Yf33+Iw8Mj/Lsfuojz9//RP0buc1JvvfEmuEgw8eXRDE8otztJGCZj52RJUoG6USg90+H0/BJFPvJtfOK1ApgfM/v4/vddLfGq+SOsVzWN0clkhLCEt22LX/u1X8Pduy66PhqNevf9iPKKF4sFfvSjv4L2RtTv/u7v4vjYRYBPnp3h8mqBEEbNC4k33njDt2OMt99+G3NfP3463aNFT4DBhNJY2qJVXSkraxl5gAG3CQjGlhQJjO//XDvDJvERAgYOqzrn0mg0wf6+G0OMc2ImPH74pOdxNwORs74gnJTSO09CPq+l8Z/56CoFAqxG3YRobkvzhZQSWVGS46DRBtumExnjxpL2AucCzDsiuLEwSpEzAjsRZs45eIh+C4GwIVLSdHnjnIP1tB607uadqlHQbT2Y1/o52UqpgaHdN/LruibDtR+56DsKtDYQ3Awdnr35tf/Z6zZr/bz1/pwW2pRnqa+P243l/nxdliXNoaPRaFDusa7rwbXpc3mBRPJOHM0Yitw3TUOfK4oCaZpSG5umobGl9KvdmEdE/PKAd/9a/kK9LGsUOQstNDkmgYaCJmWRYn8+RSr9Psy2aNuwfnCIpBPENRp0jiSTAJfEqusHZazl1EZn3HZR+FeJzlju6/vYXunqHfZGTxsFxr/H7POftRY9253eD9dyLk5Dnx0gGO69nGwAYNaAnhtzbR/O1+FrbPD3Zwub9f5m/Xt9UdQbgz3v7mvXRnV9E7Msg9FevFYrgCkI3u2Lrd+3Nk2DummQ5b5MrbBQfr8jRYr9+V5na6QC28ax9uqqxXbr1tRt3cJYQ2OLcwnOA5vs+rz8iF8NxBztiIiIiIiIiIiIiIiIiIhXiNc6oi2lHEQq3L/sOXXxfjSX7eaB9NCPnLiIti9srxR5RI0xg4gLemqHRVEMIilJIgZKiClP/PlbLBarjq4qOU5OHBX69PQUxhgcHbl83nfeeYciTePxGMvlEvv7jsq82WyQ+PzRyXgMY9CjxLo8n9A3ffplKKUFeKVmH9VarBc4OTnB06dP6XuffOIUwq+urqBNi725u/adO3coWsitoYhOksqBenLTNKh65cOqqoLy3r2pzPHwkbvWZJRjfzbDwuc8c6Zx53aImj7DybNnKHw09+DoGBe+j40xKHy++XS6h2KSYhsoyW1FCvDb7QZaK+SFiyxOpiNcXp3Ss08Sgdu3bwEAHjx4gM1mTf3153/+5wCA2SzHjf0ciT+nag2kcH13tdzg7HIJz45FVSs8e+Yi4ecXC4hshNp73MtyDzP/DKfzI5ycXqGFo6uWo5SihdvtFmkSxtIYdV1TP1trqfTaBx98gO9+97tYrBwT4fT0FA8fOpr6o0fPcOf2Hez5iGrb1qS2/nu/93sYj8dEF3/vvfdwfu7osBeXZ/jJT1z+/HK5xMnJCX79138dAPDmm2/i6spR3+/f/zlWizX2DxyV/N1f/w7u3XXlwoo8xSjPUProdJ5mFMV2JaKCl9qpdUrRjdGQi2eMgdK9yKiUSPxYtobD+ucOAHleQin3O1ovlthsNkT7L4oCLKQ6JBcDL3o/uiqlJEVRIQTKsuwxMjrPfShPpjzd+v9n782CLbvO87BvDXs64536dl90N0CgMRCECFogIYqJSclWyXYVNTlVYbnMvNh6SOUpjyk/pfLkxCnnxfGT9ZCXlOKUIieqcjxWSXZkihQlTiIJECAIoOfhjmfYZw9ryMNa699r33u7CUgAxSbPj2rcc84+Z+291957rfX///d/n1aarlu1Kun5KooCRVHQOBCrICwWC6RpSs9fXNPMPVImRPDL+aLL6vvPQ9aHcwnO3P6MZeC6Y+btqSdoS/uqGgVtWpLQa9sOrl3XLtP9MLRPjPDpoXtOwQaTJInG5T4rONDPUlDttf9NeN+TVItsd3cXxhjq8/l83suyx22UZUlj8vb2Nqqqotr0uu7QHoO8wObGhCDoMQv/arXCyjPfhzF0b8+NF8vlklBAM88Jsba1ra3L4LGeLJTPHFPmlHVs4tYhFWHDuFojYMLzTGA8cs/xZJJjNJAQxpNhGINWeUkFloBL0Y0zTBNvheASlklSZ2FMgiFwhTAn6YdQN/vhWFc3fX7W9mxGu3vPbH9tF//udN326bbjdt8fxDtkuzkQoSY/aNj4w+u4f/j7M/XiPmudZgmaKiCdDCw0RFi7w5BMrFIKRiu0jVtfCWnARZCEYwAHxqPANG7RNH5tenBAc4RRDRKZQ/iacKMZGo9eI3+BIACdHNnafvLtsXa0Uy5dzQ7rFuJCCEjOOy1ZDtJaZQ77Qr/XRhPk1WrVQVk9uUIP1hNIfaQEF6J7yAUnePhgMECWZd1DFRnjFpmX4JnPaxwfH2Ox8OQd3Gn1AU7KKk1TcqjquqZFuxCMjg0AjDbkBLjFMPqQyzDR8L4MjjGG4OgHx0dYepK2w8N9cM7x9rvvAACqqsT+gXNGi0Ji78IewYIv7e0SGVDTNMhHzuFPEuE1gN0A07YtVqvCn1uJsiyhQ62sAl560Tlv927fwa3b9zAs3HHevHkPd+84J/z5a0/h6tWrtCCeHR9gtVr6Nq7i6amDb7erBd64fRNPXb7m993V7y6XC1htyNHO85z64P79+2DMovJtLhYLHB+767FarfDu9ZsAgCuXt7CcGzQeimRViyJc07LF0byCR+SjXlVdwEJKHM8rfOKTnwYAbOxchPELj0WlAJlhXDinWcgMaRpg/QnGPoiQJAnStOl0PqsV9f+nPvUqOOc48XXfgksiRPmN3/gV/OCt63jj+85pvnbtGj72sY8BcAGf6XSM7e2PAHByaMYvaqSUpIe9WpV46aWX8JGPuO8dHx/TfXewfx/bG5vkXD/7zFN48oqDooMZqLpC0OMyxtKCB5rTMXLGIFLRPafMwvr6XQeD5t2zaRi47wOZCmSwFGwa5EPSvgQ4mlpBeyh5KjPw3Dl6k8mkq6nVLRhjPah3zONQFEVUntIvR4kd9KZpqI34ddDyjh3V2HFs27YHf44d8djJnJdLOq5EpsiNBXioJW/APQeD62pNr60hLiG02vbg1dq05Dw2TdWrY44h4UJ0i9bggD8MtheX8gyHw15wIB4Xg054eB2exdPbYqc+7qssy8AtqGZTgGHJwzXVYMYS2c/8+ARy0+17VAxQpBlxK8zn8y74UFWQYojxwJNZTjcxHLpxeH9/P3K6azAmyNFO05y4FLK8kzlc20+WvT9HYg0SdUZ0YuhBx09LelF3WaSJQOs1sLVukGeu37emQ+xu+aD6IAHnCtyTWhqtSFLUGObLnMJYymF54PhIYHkGxn25EeMUgGUQHj4OcBuO94N3hmJHGyZ2hjtyr7guuw+X9hOoicdfQ58Fkl8AADNdsgUMIYTQ7atrl9tujWwYeuRoISDi9tWthS36jm78/gyx2SPEzLr++OGO9aNqs3tlSmF5niRQPgBjWjcZhhI1YzRs6FujkCWCuEe0tigGPjjOvVSl7/vhQGI8dGvauh5h5TmTGFzwnxY5RoFTH/vATjhHi/cuSb62x97W0PG1rW1ta1vb2ta2trWtbW1rW9vaPkB7rDPaATpuoXuQS0d6dpZN3EakEtZaaKP7mROKRPVhQyErBXj2XyGJ0p8nksjPxuOxF7cPDMOaMoRASsfRti1ms2Ps77tssbGaMrTWWgwGA8r+zGYzbG5s+ddLbG3tYLl08MThcETZGNd2P3NtI9KHYNo6ArVwPsvlko5jPj/BYDAgyPONG+8SscbTz1zFs88+S2RiQrAom64xHhd0TcBByIFWNxhULstYrDIUywJt7Y55OVvh6MBlgEbjAfIixf27DrqcJI5MCwCuX7+OH/zgXTzvs9+f+tSr2N1xkGDT1PjBG98DAFzc28O1p54mcgqlDFYrD70tFyjyHMxLtnHOiVlcMo4kFXjn7bf8dRxhtXJRyvsP7lJMcr5YoJIMuOnJ0drGM0oDO1tbWC5bLOa178s5bt1yklqffOVVbF/YxdPPuEy7shJZ5vpLa4lWGSR+Jw/u3kXTuHtma2sDte+r/f191I3CZOoZvIcTBJ6rttE4PLpHUPLbt2+Cc3d//tEf/hEOj2e48qTLMu/s7BBaYjQaEXs4AGxsTmjbO++8Q0Qeo9EIL774Iqae/Z4xhuvvOHb46XiAVz75CfzMx15yfTcZolWuDwQYOARlVFXbEatwcAcRBMAhwJmEJASGRaM6Fm3VAso/u0wAIenLICBEQhH/yWSCS5cu0TGnshvepJQE397Z2YmymCUY61j/OefRMwvPLB4I9SI0iTFQSvVKNeLyjJgRfLVa0XjUti29nk6njoTF7ztkl4OdzuwSFNJ06gruoBkhJNq2RbgxQjY7tNHqmKzMZdaX/j5XTR1ltxtorXvZ9ZgMLR5fOe8IJeNxMkkSjEajXoY7hoyfhp+H+zDO/IdjIUh+VdFvjg8Oe6VDAcofn1u4VlprykYLIXqElZxzHB+7MWg+n2N2eERlOzs7OyQZNhqNepn1+XxO5xpKhgBAyMd6Sl3b2j4ki6DiJBF1jmQRDAQDjF+7yJRj6uHiF7YnJLk0zARgG8BDxznT6LK1DEqprjTFcoiQwRaZJ6kK0PEUNCdZToDx0wzbH5Rxa6ARZbQfAh1HlKk+D0beJ04LWWsLMAbby3bH37O0P8bYe+e/Jlg/g2V9AuG4/T8fdNz0YPo/jHH8YWVKp8tFu4vXlRBJKdG0HVEpYxri1D6ML3nUVkXzPkPbKlrHSJFRWePOzg72fCnenXv3cf/OPo5OXBmRUhpBmYeTyO0a6fLTaI/1qoBLBiEZrO0WhI5xvC/bFRixYzP2LLN40OcND20Me0TWUfaLpFvUDUYTWmQVRQbGGJTpnN8Y0r6cd/V+VVVh4fWGlW6ppnkwGGA4LIiNO/6eMeF8OjmBRHqH1minKx4zrPMICh8ecA8vWvgFduxoL1cLnMxnBGMHgGvPOqj48y9cw94Tez2YK9NBgkMg904r59w5QwHCjhR54fo1LQTyokBbB+fkiJy3+ckMq9UKzzzr+vJw/wHuPnDnzQCkEvj6Nx38+evffBO/+LlXAQCf/exnse3bKGcneOO117Cz6xjJwRJasFdVhUFRnKmzBIDRIMdqVSL1tTVKN0jSUNffDYxNoyCTDLOypr5s/ES/ezHHd773Fkzra3OzHFnm4KTTrR1ceeoZWC+Bpi3Hhc1d14YUqJsK041Qcw5kqXPCx+MprOmkmZIko21Vq0g6QqsKgifY93JDR0cn+NznftFt0xZf+epXSfP8yuU9fOqTPwsAeGJvD23ToEXnPOap65PVcomXf+bjvg2N+ewY21vOGZpMJvjje04K7fnnruHFjz6Pp65epn4OjqO1ge09wII7mJ7gogtWwbFmE5DNGIJ8N9qgbhV0kMtibXSPO1hbYGa/uLsH6fu41QplWWLmnaiNyYScqwsXLtAzFZznuAQjTPydtJaXiJPyjKManu8kSSD4MJwBgiqq1hpV3XR10sZCeGbxYZrBLhZYVb42uumkssI+QzsyyPN5U0qh8iznBpaY6kWS0nettWhN51yrNoJrgwFGo4l0r6smOJJ+keod9oQLYjJnxkJEDm5cysI5p/r2PM+R53mv7+KylqZpegupsPgRwsnwBSc2z3NqM7ChA8CDO3d6/S+l7Dn5MnJ440DKbDbraWBzzns8GmVVU721tZbajJUgGGPQWpNqQcxizqPgxNp+smwNHf8LmD0FF7es72YHhRQ4PeTEayuPiiF2tt24ujUdYOTLfyQ0jFEwOgRIGYQfrwxYT5IVMoPwcxBnCRhLwUnGSZAzBDDwgCSm/3+IdbSnGLQJLu6dbBofje1YwY1zlo0965w66HXnoDNrurpt39m8dz7eYab/ub/cGrCo3NKwLkDK4t/bU89E9J7ZU/122mmOofHvgW38vPfxvk872kHu12hFc1CSJE75xs8hxjTIwvyUcFTlEqoN86NF5ek2dN5AyJQk55SxyH150aDIMSxCuRpQL0oqCdWt6sHhOTg0RUh4X4aNxeDi9djxk2YfuKPNGPsHAP4LAB8FsALwJQD/nbX2e9F3/gDAL5z66T+31v6d97OvkL3ukzz0H7og39MdYEfAE2eMtNawOs5kG8oYutrM4CBIJFlKdaHT6RRF4V6naQqlGxifNWW872h3ddcrr+0Ysl6x3IztScdwDhweOZ3jSxf3UJYlBoVzGKqqwnAw9uejwbjoZdWCo62tAaLzzAYF9m8dUhtz73QsljPcu3ePsj9XrjyBa9eeBgDs7GyBcYum7nSWh6OC2kyzhF4LIYiEzHIJnviaUQlAcIjUHdelJMfhvnPq88EQg9EQVekc4WLcYpPN6BjzNAH3xE2rGvjSl77qXq9W+OxnPwsAuHjxIsrZAgOvJ53lA7puxipIyaNsN6NjXCzmuHHzXQyGbiH95pvfo0X1zs4O3RGMWdSNRgAIJEmCyjs4x7MS3/72OzRfXfvIBfzCL7hbvKwUuMjQeOdxe+cCuCc5W61WSLKsC7q0BunAHXNTK7oWqjUoUoGydP2fDwd4/fU3AABPPfUUkiTDW2+5jPxwOMSf/umfAgC+8pWvYLKxgV/7tV8DAFzY3cZrr71G1/Dpp5/GwYEjEJvP57h3z2XhB4MBORlHR0e4ffsWXnrJZa2XyyWkP9Gnn7yK8aDT0U6lQCKG/ro5xyg4v460y09sPOmyCpZ7x9W1qa2B8hO10qYXBBNSISEJJQZru2u0WCxoEr3/4C6Oj49pXNicbnSSeVsb9LzV9YoyuIBz5oKjHbIiISATa1kDbtKnjK2UgIpJVozvg+qMVFasmw2gNwbFjmnsLLZ108umG3TEZlpZ1DI4uzVyj5ZQ1tWjhT7RyvYcbWst6d0H2cJwHKcXMTFSJkYHxI52HLwKTvZ5Ge3QTryPmzcdD0KWZRiNRiSxFmTUQhvGH+NxkmA+n0dBSEO/mU6nPUmv0zXxy+Wy59iH721MpxgXAxqnj4+P6RhD4ABwz4bWmoIzcU17LKf2k24/yrl+bY+3GdbJ5p0pTmUW3I/3DAZtXWMwcuPLZJRjc+xlRDOJlBxyBcs1Kp/U4CIhBJbx455m3ZgFLwEKlgBMwoZMI+PnujXMGvAPqYb2XCKznpm+swlNvpc/w3N/b728VyfVZYgHpQtrhOw3h6Z2IqePwa+Ru5MP18Z4SdzTcyDQRzz9ee2HkZ89bNt52e2esxp4bYQj2lRBRlQZmIDMglufJyFQagxWvl7bQmMyEWA+gK3rGneuX3f7SjoZ0nq5hOAMuSdy1a2CpoCIgGW6C+T0NNjWxdo/6fZh1Gj/AoB/CuDnAfwynDP/bxljw1Pf+2cA9qJ///WHcCxrW9va1ra2ta3tg7f1XL+2ta1tbWtb2yPsA89oW2v/VvyeMfb3ANwH8EkA/zHaVFpr7/5F9sWs8ZFHBhYxBTMwEqI3UbTImI7x10l4tdCBXdcYggmvqhJgnLIznMmoPiNBMRxRdkOmGX0vTVOkkFSnZ6Ep8rZalZhMXCb6/v272NracvsBsFgwHB8f0nEWRYHZzEFeT05O8NRTLqs8KIb4yEd2o5rOkjJLy+USw4GA8JFboxVEBGsl1mCtwTmnjM47777bi0Z+81vfwiXPprt3+RJ+9pOvuPZLlx3c2fGSXrLL0De1ojYuXryIo9kJKn+MSZZC+uw/lIaxjKJ8i6pG6mE3XGZYVSXqUFclJazP+grLoWFRe7bv4VBguXRt/PFXv01Qz9/41V+FTAvK0E42NnH58mV/TR1EPlyDO3fu4OIlV4s5n8+RZRnmXrLKWovvf//7AFy985UnXIZ8vlygattePWkKl6393hvv4Fd+5a9Tfft//vOfIUj+X/vlv4k333gLQ88gzkWClc+GbWxdgLUW5dz15aVLl0hi6+bNm5StHQ6HmC+7jK1IE5LpUkrh+PgY3/rWtwAAr776Kn75l38ZgMtojwY57t1xcl/MaqpBTQXHH//Rl6iueX5yQqiOa08/jbp26IL7d29jmBd4cNexqP/u7/4OXn75Zdq3FBzCZw/KcolEuuu9MZl6uHuohe/g4rGd5lCw1mKx9BB/mWIwGncSGgaEJsmyBEop1B5lMR6PsbHp+rhcLbBcLlF6ybPlfIannnrKHXME5Q6SeaFOdzQaURshGx0g54vFjK5pxyYO35cpMYrO502v3jqu2a7ruheNXywWVIMcZ3zLsiR5MQAYjMa9so26rgkurm0DITr5sFWgvgeHNcwhWuDKD8Jzr1qHqEmli+Ar3fRqpjnngPZZ2rYhhAEAJJwh9UoLp9nCgzVNA6PaXp1bnK03xvSy4iEb3bYtjo+PaWwZj8e0LYafb21tIU0S5H7sbduWMsxHh4cwWmN315VnbGxs9MpteooSxtDcwTkHkwkuXNilcwiyi0dHxxiPHXpod3cX4/GYxp3FYkGZ9TDu/TTYj3Su76HUPjj7MNr8cbLzso8Pe/9+7f383mhN5Bqcu9KLoApgjIHwqb5UApsbI1y64ObYC1sFJHffq8sTWI8WzFKBhFscH7j5dmN7B5kfA9uqxbIxVM5WDEZIc/fsMp7AQAZhBiitwWyMZAy8IQbW6nNlvh7FfP2w9/FnIbMfQ7GNMTBxjXYEF0+E7OrNjXJZax3qtyMVC6PBuCHYNmMsgiQzWL/mDecZjsdE+bbwnIUSL8tAfOVujumy6/2se/99PBecqZ+GUxoBXGZXRCigGJ16WvnndLvxvk6PD50Mp6TyuyTJMBh03C1tVUI1oYRyhclwgroK8qkGRZDkhEa9nCEbuOz15niTeGKSrFMwWYxHyBIBi9DHxx0HSlvDMkHXgxkLFSoDNKBMh+gb+rk1Pu+/6LP6XtuI+zDu/0e18V4+exQC4f0c03nb/iJ9816QGA/bx3nqUg+zH0WN9tT/PTz1+RcZY/8VgHsA/hWA/8FaOz+vAcZYBiCLPho/co/MIIa+2NP1IjhfKiC8F0IAjBFEmHNO/GhJkvXqBplIaMGYpE4ewrKwqLMEZ7LWovX1uxYG2iiMRm4RneeSiLmEEGiahuCMdV1TzfQTe5exv38fu7vOMWqbWMPWntGcZSbIKhmoKMBQLpaY+UXiyckJ1Ro+OHgAxhjVTV++fLlX32IMOt1ykSANDF62IfkMwziSLAf3dahpnnf92ipoxqE9KUpSDFEunZOxrEqUZY0mzBkigfYEJi0UBOPQ/qGoNTAauW2LRUOa0V/92tfw/HMfhfZQ5cFoTE5M29bYmExRrtyCOMsT7O+7RbTVLaTkXaBltSTt77zISJbt6MTVfaUemruYn5DT/cUv/k1HjOGDFDsXd/Hk00/TNbxz7z5e8Lrj1oJkJfYPj7C1sUlOwnCQk/Zz01akoy0TjuFwSBPlYrHAeOwckPl8iddf/y6+8IUvAAD+w3/4ffz2b/9zAMDHP/4S7t27R85i2A8AfP/738fHPvYx6qONzSm46Ei1wneLosDm5ibdh6PRiAJUg7xAKlPIcJ/ILHL6EoiIeEbwhCbw3iDFQl1ZuHdNJ7ElOIRUFLwSnFMfKMVIxxrol2pIyTHIMyqfYNzSNWVCQsqEvlfXNT3DTdPQebZti9Fo1JvkYzIWp//cnc+q7IjwwjMlpTxTqxwg2kH7OTjhUsoz8l7B+QV4b9LlnCPJ3H0prY2I0QSR6VnrAltdcLGDjp8HWz9dfx5b2DadTnulLTGsPK6tTpIEKgo2tG1L5xk0tYMDPR6Pe1BurXU3zkRka8YYem7yPIeOIPlpmlJ7wcI1iCUXQ012fPzBrLWYbm3Q/mJZtrIse2VAWZbRczMcDjuI/GKJn2L70c/1a3ssbDDIaT5pGvfcZL7cTCadJBKzCtPhAJOB508pcoIuq5qB+bG/KUvUSlHdrGkbNAhlYRacpUiknztlTnJeQVrs3GU1M7QvwLrA73vwCc5zIh5FGNaX6+oIz8LnjrQscmgZh7WnHH6q9Y32ccohiR156x3rjgDNgKTMmOk5286iY/R/Yyfdta/PeR3mR0Gv3X5CewKMWdo3IikuA3vuuvz0OVEXnHO+4fPue5xGzV+xAAAgAElEQVS491jCkIF1MqLGUMCCGwvODKRfxwrWyXkyq2GVBpSf620LGWr8TSc5CWuQSIaxd8jrcU1tLBalC0awjkeAzlsATMtHnvdflp12Ms9zTN/LZ49yaD+IsoMfd/tQHW3mevB/AfCH1tpvR5v+dwBvA7gL4GcA/EMAn4CDn51n/wDAf/8hHura1ra2ta1tbWv7c9h6rl/b2ta2trWt7ax92Bnt/xXAywD+avyhtfafRW+/zRh7E8CfMMZesdZ+7Zx2/iHcJB5sDODmeTsMWa0u2tVFyFy0LEQGTS965iBCHbyFC0HMhQAH86RaaZqjGAwpow3RsdYmSeKyTcq10zRd9NIYRZG1oihQVRVBdmPyi6PjAxircPGCy4zevdsh7tq2xd27d4nFeTgYd/AfY6Ct6UVFSarCs+QCDjp5cHhIENi7d+9i7uXC7ty5jTRNCVp89erVjiVaJBCc076TNKfMpcxaYke2YBBJiqzwsjt5RhBXYxeoG41V5d4v5jWOZy7LOD85QdtGUFOZg+chWurILVjqIqqrVUlwZIsGx3PX3h/8/pdw994BfvbVT7t9ZwWGw8L3XY00k5jNV3St7nnm7Ol4jDSVBMlfLBYUfZ9MJgQDNtaiqkFwUgaDz3/+8wCADU++dOWyY2nf3t7GaOSSMePxGLu7u3Stbty4gZ2LDp66LB3J1baXTWMwBCEytcLRsSPCS1MJIVNUtSfUazWMdcf44P4Bnnv+Gn7nd/5P9/7BPXzmM64PvvzlL+GJJ57A4aG73p/5zGdIom06naIsS1gfbZ5Op3S/3bx5nbKMs9kMGxsT3L/vtl27dg1Xr1zxv9lEkRbIfeadZYLumVQkSESKhIfscXomCg0ABi5TaQLbNwyEJ6qD4JBIkXgYs9UtGtVBnLVWhFKo6xWM35YmAuNhgRCP102Dg30HMxRpgR2PCknTFHVdUynIfD7H8Ylrz1pLxFdAH7YWss2tJ0zhIoK3WdYRrsBAqI50sao6iPaqatAqE4LqjpzFhuiu+7X18m5N05VnOFIXQSz5rg+7qHDj4XDGWp/FdseiTD9bwGG7khsI8EAU6XZNKB7NLAKrTl21Do7ucW9StpTNTdOUSgOkdPsiIjate2iANE2p5EbKTiIxlkwL28IxK6Uooz0eDMDQISOMMRFpncBs1qknrFYrGlcCuVp4HyMrrLWYTqdom+56j4buWVkulx1TPQQYBJVICJ7Qa8rU/PTZj3yuX9vjY6vVsjeOOtSgX6toA5gwTlTY2nwCG1M3d44GEjaU3bQMjS+LaeoSdb3yhKdAU9ewrVd6sClkkZKEpkwLcP98tjoU+MTiVmEAtjQXMmvOZLMfxYYdf/4o2av+GvQUNDh8HqDj4Tu8K0Fkxvpjixi2A1EaY77tKLMbqc3Y0+xurNtd2MQoB96xjocmQglSIO+yMB2RF7OwRlOmnTPbqbhZ2+9uhjDB+bUd6XX2rLc+/yEQ6tP9HGy+KKmsTQoGDgvt1XJUa0kBp60bjIoMmezY6FlApmpH6uoFZqDbBokI95NC6xWDrFYY5Cm2fOmZkBwLT+6rTQulGdowpyod+In9ek/+2JaxvNeM88My26ffP6qc5XRbPyn2oTnajLF/AuDXAHzOWvvDJsqvAWgBPOdf98xaWwOg4rc+jT8741jHf88Ocuc/sG5bV/cCiAi+2Olmp2mGPO8WiSJNerBQwIC1AeqoCa7ati1GuYM2bm9vY7GYRYvLhtow1unLBmf38PCQ6oplIjCfz/Huu28DAF544UXAaxFbZc/Cj/ypxzJmrVaYz+fkLN7ff9CTvtnY2MCWhzgPBgPUHh5p4eCeQY8yTTNkvr66QBdQODqZg/GU5DTAJNUtnsxXOJmvOqbuRY2Vh9MrmUCmA6TR4jvxC960XmF5cgyRBZjogLSakyxF4s9zVTW4fuMW8pFj1WZcUt9Za7FalZHWbkv1V8Y4SHiAtIF18hlJkhKsf2trAxALggu/+qlPU/t5kuHuvTv4uVc/Rdc7QNPbtsX29mYEwVLk2DmnCbToWEbQU92rqZLQpu2ch6am63Rw+ABvv/02vvWtb9B1+/JX/gQAMJ0MMZ/Pe1J1T3tI+8HBAcpVx8A8mUxw69YNAMCtW7fIIS/LEsvlku6T8XiMqQ8ibG1sIs8GBHHnLIXxiwQpHDt/DCXvqwEoem2hYax3oI0mxn94qG/qmTzrskVZ+npt5XTqA79BXa/omuZ5hoRzKF/X37QVMaqnxRgTr02fZQlJSoU+D/XgnDtYeRgHYlZwYwyWyyWqyk2kyzJF4g9aqe76Bphy7DyGNrIs6zmWMTt5UFQI7+um6WDxienB0TnnUKZzRltybi3atnv2dQQzDO2nqYfknzM5xt+NIdQxQ7mU3QKhrmsKUKUriTxJqeb/dL1X27adJBbnVP8c9MljhvUezN2/5pxjMBhQH7RtS30eoOLhWKy1ZyDywdE+7XQLnoBnZ2Hr8YLBWouqqs5dDMTQ/58W+1HM9Wt7vE3pplPr8MGztnWXmSUCo8Jr0ucDbGxMMBz455MDrfIOnmphA2+EVmBa0XhQVy28/wSZpijSHEnmuR1EDgTouDbocwAbhLUih4lkqUwHz8Z7c7Lj7Y9i5n7YPc2ioCHjwWk+XZfcL+lhjNE6jzP4AOg58Fww52xHuw7O9en6apw69uBwumY59QtD5MgDYJwuh4OmB8ZzxiKH3H1OfWBA8uoW/Mwa/b042ucGNxDW5GkXZE0kEgbYIJHKJRLvhLeCQ1gFi45HINwlWhnYtoLxQ7uuV2D+3tLKQvn1k4VGlkhs+iBRkiRUzsQ5R1krzH1iabao0DZBBli4/cnAeH6WF+Avw85zkh9WEvFef/eofbwXB/xxtQ9D3osB+CcA/jaAX7TWvv0efvYSgATAnfezLw7jBkf/n/uMR+/gMjM21P8Y0ipk1oLZjgiDmf4AFdceSikheJe1drWUgWyhq1d0n3Ei+2KM0WKvLEsk3lkvCieHFH5XVRWEjGu5WzRtRccSiIF2dnag2o40YbFYYLrpJivJR+6mDTVLptNlDNnu8LquaxwcHVIbVLfJGbYu7GA0dQ5WXbfQPlonpAXn0kcgAcEz5J6oCawje3pwMIMLgvqFf1Xj4MiRjB0dz1HVBsb3peIao01X1jedTrG5uU3OXVEUSPzkKJjF//O7/wJH+56wajzC4tjVXzIY5H6A0gAMY3j9e98Llx5XrrgM82g0wsHBAdU/Hx0dUC36arEE5zkFTzY3N3Hv3j3q+7CA//jHX8LRyQKf/NTPAQCaeoXM18neu3sXn/70qzjyUmzb29u0kLh37y6mG5tUtz66sgfKtOoWTb3CsXfKEyHoGDc2phgOXR9LKVE1NdX8P/nkVSJjyrIUP/jBWxj47P1sdoKBX6jM5ktMJxMijUqTBN/8hnPIn3hiDwcP9vHKK47w7vbtm/iTP3ayaUmS4KknXdZatTU4Y3jy6lUALjARatN3NneQJTnSUA/HQRlBwVJIntCkJ5gLRMH/v8sAt1CqhvKaqK0yUCHTar1Gquic2FB7W9UlYDTK0mUaBWeU5c0yCWY1BRHKxZKiy4229EylqezpMYf64fC6LMsoa9o52ta6No78c5SkwtVxAUgSQY7jcDjsOY5JktD9tFwue2Rii8WC+uS0FnRdtzQ8MZ8dtmHhJkRE6NNplVvbolGKAiTGWDoXFwDpMs7GaHpmLYNbbIUINeu0TgXn4FJApt14SERjRkN58pdVZYHRmBYNp/s4TdOHSpnFdeyxdnZsqm2RJylE5vqysujq7SwwGY6QXHLtV1XVOetNi8ZYqtNLhURWdNlupRQR0CVJQuN3HNhomqbnaLdtS/Xa4bh/GuxHOdev7XE190xmWSe/xZgL3BWpl0idjHFx280nm+MhMmmQeHI0Xa9Q+fG9rSp4eW1IkYBnFq0fc1UL2MCTUEikSQHhZZ0Y49DebTLWwkQONLcWgRnNQqFbAxqcXus/mhiqT8TV91tjlBIow2qtJT4fC0uoQM5DzXqoJbbk3JJTQnJogI0cX/haY99od6yUXe7+9Oq+WfeC2y6LbTkjlI7kZ+uIz7hD/lx74yBj3fdCUozmls47t+fUaJ9+HaOiHlb/67a575XLishT20Qik8wFaODmVOXRlW1jwARIPhJGU/IDVgPGQvk1eV2VSLgP4ioO61F0TAAikRC+fttyC5m6e7IYXcXJvISUnv/FHKH1qDCr3fpG+vu1/TFxtIGzzu+j6rHP+955799vmz8JTveHkdH+pwD+LoBfBzBnjAV89Im1dsUYuwbgiwD+XwD7AD4G4B8D+DqA//QhHM/a1ra2ta1tbWv7YG09169tbWtb29rW9gj7MBzt/8b//YNTn/89AP8bgAbALwH4bwGMANwA8C/hmEjfVyjnfOj42e88DIpy5j1C3aFEknZwUpfRDmy6wkGoo6zXw/attab63tlsBu0h09vb27DWYrFwmd75fA5jO/jofD4nJu2mrXBw3UXBPvc5ia2tLYzHLhN7cHBEmZTJZAohxCnK+S76F1ujWsqGxiyYWZZhc3OTMr112wIE7xSwRkB5fFarLXIbamu62pPW15maEP2rWxyfLP1+gdFkC5NNJ5d15doIo4mD8O7uXsL29jYmkykdS+IjfIJxVI3B7/wfvw0A2BwVlKVrFzNiI7dwNTkhyh1YtQHg8pUnYI3G9rbbtzYtZa4OH9xHMUgpI7yzs0Uwt7ZtseWj7S/9zMvIihFqX5e7tXEFx772eTweYv/gPrY33fksljOCt29ubOPSxV0cHB757rKUhW21wfHhkUdUANtbGx0cVtVYLkN9uII2IAj1nTt3EFjSf+/3fg/f+MbXUAyDdNk+ptMBXd+XX34ZL774IgDgnXfewauvvgoAOD4+wiuvvEKR7bIsSZ7sox/9KDb9dTo+PkaapgQ5N0bhhWdfAABMBxtOtouYxQWhIEJ29WFwr/ieV7oh6H6jDLSHmzNuIIWgCHVVrahufTY7BmMWA5+tT2SCJBH+dxYCvGO2FR00a9kgkshboa5reh+zYbtyg1XEUN0/D6UUZcw55yQbMhwO6BlK0xTz+Zy+FyNlhr6uP2azDn2V53kPcs6YoDastb3Me5KkCFkZrTsGda11r05aKR2NDxyAiFjoO0hiGNNiZu7TEel4/Iuh3SGTwSxwrI6h/bPSti19L01TjEYjQq9IKTvZumhsjY+FXvvP27ZFwvvjcMyoXxQFoS4ODg56HBVt26GJ0jSlfSdJAq37kPnQfqw0ETLkcdbmPPjbT4H9yOb6tT3e1jS1YxeHG/c2NzdxccvL701GSD2iTzIDaVuSZ1VNhZYkklqkPJQlMTCeYLlwc4bSgpQv8myALCsISdUqADKM3dzXCQdcs0U39lkwPydZBjDLCfH8QULHe+MGMXOfKvuLsprMmjOpY35OhpD79h4238b2sHHqvCwxQcdxPiz4vPZjBNN59dP0fc4emtE+L7sdb3tkLbzvsKIYEq9QlkiknIH7e0sywPh1i6pTzGf7UJXnRDENklD96A9T+zLHqlzAMI9gguzq25lDIoR7RoDRPQ/DkSaip8ohRFBP0T1VDjfnnFVK+su2HwV0/Cche32efRg62o9caVhrbwD4hQ96v9EeHv5Qo4PLWKsfClMpBgMkWYrM13JIKcGZhzELcQbWSRBY00G1AbcYDI72fD5HtXCvHQyR9Rb3Lb3mWK1K0vXNsoxgrt/97nfx7LXnaL9Bjza0waQ4t0YwXigz5vYbjivPczqOAGsNtb9luYCqO/kcLiS0r5eq6wZpGmpqDRaryp87oLRB479Xliu03gsfDse4/MQVXHnmWQDA3lPPwQQ5BSEhZUryB7ppceKdzGZV4ZWf+3m8+eabAIAXnn4a1992r//jv/83mHrdwdViRjAzADg4PMLb7/zAnWeRYTqeUP1tlmW0MA+Q8dAPMTlTkgpyOHd3d5EPRnj3xnW3v9WKtHrffON1jIYZFn4Br+oKixN3DS9evIiyXKBcuX0LmSHNgz5yBg5LtawbGxNyQI8Pj7FaBdivArigmtrhsMC/+tf/EgCwXM4xGg8w92RNk0lCtd1f/OLfxXPXnkfqYXq7uxcw8PITly8/AaUU7niN7W9+85u4fMWR8H385ZfIWbTWoigy2vfGxg45o4NiAFVriAAP5wkaf/wOgsZgdLeACA6zsSZyfhovJ+bOtdEayt8/XEjYVKL1cK+yLnF44uDaJ4dHYMwi96SCxhioJgR4VuCM0bkWRY7EE+ilTfeMVlWFuq7pvnB9O6RtwRF3Zuj5YowhSRK6TyaTCUZjd02FEEj8hNoqhcWqwrzspK6CFF5RFEjyAlMfUEqLATmAeZ5DKUXP/mAwotd13UJKiSzr6sAZDxBEIE3d8WqtwVjV05AmmSuhwTkg84zOJ4ZyPyyYqJTyhGIpbQs1j3keBQ0YUC5mfXLGCA5eliWNm6vVisolgkTYaR6O0K8iBAo870S8LVhoO75WsfMcWwz7NsaAQWI2cwHQLMtoYXS6XjvLst6COeyrqhv8tNhf/ly/tsfFxpMhci+TubGxgZ2dHWyN3byaCAZVu2ewXC0xziUMOjnS8Nxx22lQG6XRqhZt5edHkRNEOM8HSGRGJJPKGHJotWXeie6cuw46rrv1Ydj6CHLD85yC82DM8fcZY72ywJ5T2Zsnu7EllVHgMYQaoyePxkoipA2kajw6nlDO2JU+Idbbho7aivbnMOYAAH1KU/xRwYf36jBZY8B5d0zn1WWft+30vs6s+RHmKw0dyFNbhZYBIlxj1YKH+n9w6Nag8veTaksUvih7kEtIDjS+prpWFla4uRjJsCPw5QytUVBhXWM62bS2aWGtQVGE8sQphC+3m89KLMqOJPXHhefjUZDu9/vZwwIyp7f9pEHGg/3UUqSubW1rW9va1ra2ta1tbWtb29rW9mHYhy3v9aGaYe5fxK0Azpn/rIMTGyLCUN1rB7Ihkh9tLazflmUFkjQj0iIhIkInkUAmXbbHGg0diILg9h0ik0ZptE2Qo6hhmItYtW0NKQs6xvF4DOZDtQ4+2kW18myA8dhl2L761a/gySefxMGBg85euHCBGLA57/4BIQjps1ecUySUMQbVtBQ9c9ncCDolgKHPzDFhsID7XpKlMHDZagBgqsXKZ4IarTCL2LKNMdBtOFeFEH6dDMe4fPkyXnjWZeUVT7H0UJ3l4gQA6zE8L2auzeV8hqMHD1AkbtunX/0kNocuMvjv/+//CzOf7RTWSVPIJJAUWdy556DQly9fRlbkmM9dm9vbm8S8Pp1uom1rQhEIwTCeDKmPQ8QSVuNw/z6uXHZZX1U3+O53/gwA8Owz1zAcFsg83ujBgwM84zP3Vmm8/vbruHDhIgBgWORQHhq2WpYYDocwPlqa5wPKtHMusbUVwZjrClK6a/qNP/sWZdp/9pVP4Pj3D4lt+t69Gb7whV+l63Hx4iUUnvF+sjHFvXt3wtXGaDzEuzccUfD/95/+EBcvumMcTybQgQFbCOxeukjZvZ2dnS4zmiXQjSbGVybcMxCO+TQkjqLV2nTPidbQbUNEJKZtCX6lrYXgjNhmdVuj8nJ0y3IGwTgaD9FnXBP8fDabgVsQOmNzawOpRz6IPEXj+bUCM3dADuR5ijRxWfCQye4Yq1u6P5MkQZIklPW/cOFCnxxr1VAbTa0ICXiapbsoCiphyPOc5EWSPEOzqqikQAxjuPYSjAkkSVBCSLuMtrV0vzZNA8a7Pjemk34xtoUxIDi0EAyJ8KUyqUAqM4LaSy46ilpjIRKJNMigcEZjC5cCuUdOpKnEwYN7BIGMM9pBBSGMQXVdY+LJ4wTnsFJSwoYz1oPmJWGAMxZGaWj/zSRJ3HECWDUlSm2IdMgoTe1JLlz2PhASaYPao3FU00LKBOUykAxmBD8PMnDh+grOibwmkRyZR3swX5KztrU9fvYwuOp7z8ewU21wnwX9Kx97gRBRaZqDcwmjPPqocWM8AIxGA9h25YnJAMYMRBjbuAFsNA+sahrHITi4DONXDi4T2qaMokwuhHRocYJD94+3w2gE0rFoW8jO9b9y6rNT2VVraex0bWkoj9yKYd7WnMpu205qLBHdWtFYj9CJqMbDYVgwGGtBulosOg+Sf+yy0p36Fu+RobmjjDORHqWnu7G8+7Y581loO/SsgHDHFW09N3PJHIGvpb63JOfIQl+aKPMefsaYl1ykBokc1KGjRNir649ASpek4J7UmBuO1lpU/qbRTe1LslwJQcLcfQQApjVoWodQy2QGHkj3wAFtoD2qSVsDxoPUKZCkCUa+PHFzY4TF3H3v8GiGo8MFFqVHdVQr6vOz9TWRHCXrIPK++/DwZ/jPb4/KRv+w7zk4eFzmcN73TjH10XfDvXWWDPX9WWjf9F7HeKx4z/Fr9uhTfs/2WDvajHMwD+kLi3ltztZ2hMWxgYXy9butcpCk8JDkWQ4WaoJlBsHdPwBIk5QkiowxaOsGlYeCMsYwmrhFYioTLFclSg/hrcoSrXckV4slRgPn7JwcH4KzTRx4LetnnnkG45Fjx37w4AE2JptYzh00ZTyc4MLODgDgrbfewhuvv4arnv15PCow9g5n05bQYBjaAJUdUB+UZYmFXwBWVQXOGFZL1/7h4T6OZq52eHN7A42p8ODknm8jA8+8Q1UkMEpBemdrMBwS5PLg8BDhBt7f38diUZJ2tkg6duHVfI7Xv/UtXP/B2wAAy3O8/e67AIDZ8QlGoxE5cLduXMe77ziItl4uAKUx8AzlX/p3/xLKyyptbEwRHo2qXKEYjrD0C+XpxhDvXndO5O7uJTz3whzXPuLqjO/cuUNw6uF4AycnR5huOMd1WS7w7LXnAQCT6QhD76AVRYGyvI3S95cxBhcvOOj41taWC2J4ZzcfjHD3vru+ShkoZVB4ObTxcEIBnqZx8ODgiC0XK3JInti7gpWH1CmlUK5qmjRu3riNL3/5y+6eOdjH8fEJLlxw98nf//tfpHriv/E3/hbybIytTbftO6+/hqlnlf/q17+Omzev47vf+zYAYO+pq+T0XXryScxnLvDw1LPP4GS+JO3k0fgE16659o7LGUSagDE3aRgA+cQHaiyHMdazjcNDfT0M0Gho77jU8zlUu0IoZyqKIe76enZlgGQ6pW3bW1Nsbrjn7d69G9i6eBGHR66fte64B3Z2djDZ2gYPNVH5GEEzrCktBQ2apsFqVUHKwDxdIPUQ880NiaZWpDBQFFlPQmpnZ8c7r855fPfGDXodzFqLqqqhfVBhMMgwnbj7bDIaoW1bGruklMi882wZwJTB1EuFrKolRuMAFRdoW01TqjEGhT+u8WiEqnLXItQ8FZ4hXKM77+FwiDzPMfb3JOec9M4NM9CNRumf7+VygcoHf+qyRms0MawrayD9PSmzFHkSeC0E8iyhvmMWncSgr5EeDLvnqvaweKsUEs4Jkp8JgZln72/qGsLLGSY+YCF9+9YotKHGv165shodoHnHPbkw14cJ7Tvc8yxNwZOEyhROjkuUPqgzGo0oKAFr0dRNT3YnLB7S5LGeUn9sLV6gPQ72fo71w4RIPqrt/jEaxC6bjR0hWPSc7QCnZgYwloK/iZTEwAxrMRkOseMDxReGHH4YghAMSlusfEmZingRwACZWcgwuukWFn4ObOcwPqhqWwXdGMxLH5zVCbb2fMByNEGrNJogDzrIwb2Tr+mRDecQOaYeVu62GjhfP3ZcTkGao74N47sQAlImtI7RyqIOyZaqRqtWSIT77mo5j8rXCiphA5XTuffGGHDWldgxKSD9nKqjta+xLfJiBKU6SdngKEjJXQmkP15lDJ2bNhp+yHMlfKmE8EFWo4E2aHpLXz4Tj6Xe+bTagJlu3T07OUHux8tBPoTw84KxroxH+vdpluDkxK+nmAG3oEA978H2nZvMImc/vreFkOAiOLWujwCg0S2MD9qEKxnucyfn5gPZzODC5T3MFq4sbXlSwiovI1oCo0JinAb5LYP5yimfaCHQybABbduVOkjO4W8icGnBoeFVUJFvjqG33TrsTsHQzA+x79fdEDmU7wTLOLiUVBZhLOsC1E1Da1ghBARj0MbD5JuWygcl55CSw0QObjwfxnwsQfaTrm/vb3yvxUEi5u/diE2/V0vPo2eGofbwfMaEL+s6ywXj/vogi4DvR/89nBrXbFTnHW2jspNQeiIYPUdcCGjdqZGg53T3g0LWWoiQWIjaZ+K904ysoeNrW9va1ra2ta1tbWtb29rWtra1fYD2WIffLQ+60RFzobX+ZRe9CTAYbV3cFvB/GXM6fgDAY+bkBEIk9J5z2Yu0xBGgtm0pu61kC62Uw/fAxeAClHg6ntBxuyxaR6TFOe/0fssSW1tblBV78skncffuXQDA3t4e5osT/ODtAJW1aH0k9fLVj4KJ7jiVaolkgjGG1sNZjo6OUC1LYq9OpMRw5CKPTVuBS0ckBbgonAlsxlY5LW5PoNGolvTCsyyjrPV8PkdZltDKHUdmLRofSjw+Psbh4SFWHqr54O59l7IMxjkQiD+07sLPQiAbJBgXPiqqFWoTmIJlx45s4bUMQ6mAxnzuMlK379zB7GSB0mf7pEwpMrVclpjNFpQJ3NraQuIzZ6tqCRGC7RzIs5SIm7QyqEeBrMwRZYWs72AwIL3zjY0Ck8mUooFlWeLw0EVOt7cvODZLH2lbLJYEd/7+998i2FmWZeCc4/XX3qDr+IMfOKK3ze0tWAvSbr569SpFWReLBYbFFv70T7/uzkEK/M7v/gvXrQnH0dEBjmcuC3z7/j380l/76wCAWrW4/8CVKBzs38cnPv5XcPmSg5VfvLiH0sOcpJTuGH1/Wc56TKqAJfyNMQaSUG0aEkFv24DpBiagTXQL6yFceTFAKiTqZkXXeOzZ1VOZ4N6d25gtuiz2cOzJyTMyvdwAACAASURBVKabmEw3Cc1iGcfseOH76xJkgEmLGqo1FAnO85wg2Vq76K70aJbBoCvjyLIMVVXh8NARZx0fn+D+vZBZ1x3CRmvAdpnkNE0pex4Iu8IY4ci3JPUVTMfMPl908Kk8zzEcCnDZkaFJGUW2I6IyxixlTY7nx1QusX/wAHdvzzEZOWh0zODNGIPWmqDSVdURtSQyI+h3OM4wziRNA5V2Ge00mT6UUK2qKsyOD2l/gSSPc47NjQ088YRD+GxNJ6S3yy06KKH1GthRRF+GsVwbLBYLPLh7j/r5dAQ/QPIVF2ii3w2yHEmAekoB41M9q8WcCJuIDFN3MEbKyP0YaaCubW3vz2IYaj+rHcwABLtuqsohcHwauK1WSPxvNjcm2Nu7iN1NN14mWCIJSS3FYLUE0z6baBl4yFYxoGlXMNaN9227RKtCRruC8OO0bVu0LWA8CkfmAzA/jmrj0DtMhvUbJ+QRs4K0q7vT9nMX0w7+67vCog8dDb3BmO+DKLMfCDTDATQ6oHc0lC8L01qDGQttPeLIKuR+vB8UCRKf0VZKoW4MjPHkrCKD9aWFhgHCciqZsRawvqzRQIEzl/V02+wpMK77FuCyuaGMklkDdlpoO3ybcQQAcyCEDOs+YxWsZ+I2ys3fHcrHwPiMatNWSCirmMEyRmViTdMRvzEYBzG3oRujTKV1++ZhbQHbhyQb018HEkSed4iFU2eo0dG+abg1giT0l0btIf4Z4zBCQ/tvJ1yCBVC3aaCNh44bAWYBa4Ivouh4peDQqoYqvdpJW4P5ezcTChc2B7Da+QOH8wZV61GajYLRGooy4908nbKU+ptzh8bgoYyVWTrtlFtwwTr0HTo0AyEM6XddlRj39xwx70ea6tb21ZyMrnF+RjsgzrprNfAErIBvw8a/C9rlvCsf4QYWmo4/bp/KBsJBR7ljhk6tJrQZHmLC7vCzcHeO6NwYurrkuJ3473uwx9rR5t7hjdnqzmMSP69G9DQLbV8uJ+lJZZ2GNMTMtVprLDxUPPwmXtSFBfbW1hbBWgG3+L3k2ZIDg3E4jslkQm1WVUVO997eHqSUeO211+g488I5VxcuNkjz7sGr6xqZh5ukMqFzq+saBwcHBPtu207mqm4reh2OxUQ3WQyNXi6XtIBv6paOf7FYYLlcwmhO/RNu/uVyiaOjI8y9Y+d0N6L6CW0AFdVjROSLW1u7BN2s645JWSSCnCkpuWcODU7rjH5/69Yt3Lp1i2ouR4OcYDdSOtmFcuHOVXDZ68cic9ewWtW4f+8BEtnBjsN9cXR0gqIosPCQ/+FwiN1dd303NjawXJbkCL/z9nWqhU4SgcFggOmGc65nsxnmc3fcZbkkWa6yLPGtb/8Z3UM3btyIJiHg73zhv8Qzz14D4OSMXnnlFXeeoxEGgwFeeMHJcX33e6/j+ecdLP5/+p//RxRFRmyir7zys/joRz/qvved1/E9f5999Pnn8MLzL5JjVK8aXL58GYBjzORMQvhBRxhOAzWMl2kJixx0k6rRDbQODPEVmG1oYja2u1+lTHvPphCS4PPVqsGt27d8TZODIl0djn2fb2E6naLxDnurDbh3oLMso0FSJhzFIIMxvjY6SXrjqmPY7uqyc88Wn2UJ2rZF6YNs+/v7FBCztpPU0lpjNBzSsz4cDns11DF/gjsH5s9boigKkgepmlU3PsnMjVG+ltw5sZJ+Hxzt5XKJw8P9zrk+2qf7p6pXsFoTw7ZkvOdoG2PoHJpGdRJhwvS2uWCBpNfdOOwCT6FmezAY0DYaBzxksKoq5P4ZK5dLLBcLOs7NybgH1w8QeZ5asEQQtwWYQeKhfZPpCNq0ODk5oeOKx2RruwCGhYbSbhxLmgSDwYCuj5SypxoR2hgMBhiNRudCxwMz7drW9vjZQxaU0cfx0jIR0ksQeqZ9ozGdukDnE0/sYu/SLsaZd8LLlVPOAKCNQqssjAntCw+zBSR3zP0GXhawaWid0aoWiQqM0QaNBrgf94aDMfLMjYfKaGgDJGk3PjZ+vJLvkdHZMLcoD05GDLPnYGDMdnXfMJQTMMbAKO2h2a5ON3BdZFKAswS1h7tLmfRUE87u4+ya1ikjmN53u+CjxXmudWgj3m6tpXlavcfSBZJfMuQJd/Nc20I1DR2LlJLksFbtAk3iIfKpQsqKrgltSaosxOU7SHK8dg+SXJHLcqrWlyDDVpMnZW3HqH4WwBv7Cu5vgO9bcKqZTqyEZArMs5Cnowl4uL5tA+UXqpKlgGGkIOPyfa7dttVodcc2L7VGmvq1hBTY3hwj8e+X796FCb8zClbrbo1gOkdYcAPVhnp/CS45QEELBcvd64RLCG4owKShez4R0DnVQnSvw3r7UdLJwRbz5Rm/y/0NTqt3pg2jccBaLwmqOqi3IR6Xbq1YjB2nEc3hWtODyTh3dfYBfg4QH4Dh1q05IyefgocWADipGMTHHH2hC7TFwTkqc3nv9fCPtaN9Wt81ttihPr3Iin8fS9p0Dpt0NR+RQ336d7GjHpzWpmmQJAllf9q2pe8VxZAmDAvt5LIiJz9ERKfTKTn6APDmm2+S87u1tYW9vT184xvfAODqjKfTC+53m3exub2H8SCQZzEoT76WphkNIIO8wGq1wv59t/iezWbYuOBqn7e3tzEajGl/RVFgqbqsTRLVH5ZlRYvh5aLs9HOZIzQzgYjIGDrvsixdlixaoIYUJ/cZRpp4ZBdV0lpjMBiA867PwxxnGSDCcSUSbVtDRzWq4RLO50vcvn2byKuuPf0U1YFKybGxsQGrO3mFpvYZvCRB5ifw/f374JxTpq9pGrpOw+EQw+GQJv44UHP//n1sbHTka7u7u9R3u7u7ODm5g6N3XT30m2+8RTX4L774IvZ9Hf9iscB3vvMdkjjb3NzEb/7mbwIAXnvtNQwGA3zyk58EANy8eRMXLrj7QimDr339T7C54bLwt29cxz/6x/8IAHBxbxcbW5t4++23AAAvv/wJHB8756SpKtSeICyVGaAtxkOHykiFhPGybwlSMCsoJiJgAePJQEwDq1pYn4UwUIB/3TYV2trVQOm2hhSW6lutyNCGFoUE5xKDwl2rVV3TMR4eHuPe/X26Xw/2j7C1fcFftwxJkmE+K6md3QuX6LqFxKPSTS/QJUQ/CiqlpPuwaZpIAq7PDRFLcQkh6HkIGdTgLCZJ0gWr5vNeRtstqNxzmmXumc09iiPL855si7UM2nYLlDi6HwI64TioZlxwmjybtga0wdHBib9uZ3Wzw3knSbdNtabnYHLOadzMsiw6T7fQYp7fYDgc0vOmtcZkMsHBA19DPZ9Deb1tYwxWq1UXHLh3l67Nzs4OLnoUkBgNoZOExhYVBeiSJMHW1hYdy8nJCfVB27Y9xEHTNPRbzjkGxYjGiOFwSN+bzWYU/Ix/E/eX69e1o722x9H6i07DIv860pMGXAYUAAaDHE29gvWBqsl4iCtPOKLQSxd3kCUMi6WXymPduNG2LZTRsNYnFwSnNpkFrG67sU6byCkAOlpDl4MTgWdlMkXu1z5ukc56aBoTMuHSgHb0Q0yfSjIEZ8cw5lBulHyRqLzWd/cDnwiQHnGJ4OxySr7ANL1xKUiiuprslL5XNS0VGHMfJOyIzKLsmzFg7FR9bIhDEilm7JT2vAz6/LxklTsw52QzE3g3OFGQWTAfxPAOa9IFKauqgWF+ri8agBmSzoW1SPx10hC9OTW2cExx/bA9tT38jkXsyJYB9iHZercS71AVAJANAjmowCIguphCAglhPZkfAO6dQNVU0J4JVqTcZd79OtJaS8eh2gaGtVHWXYMTiouhyDJyELOEEyIiEcwHV0KwwJCTya1G7kuHU8mQSkbX20ru5FUBpImAlBxjP6+pcx1tTucdXhN3yTlJxtO+12Kx6N8zITFN91KXtT45dmtfY4wno/XIh8aSFLDWhuSSh7lAqy1aHvyqWHsb4JKBka/GoEjCTjnHmp9zL8NnvCO6ufNkxs7Ug4dr0Pv7w21do722ta1tbWtb29rWtra1rW1ta1vbB2iPdUb7YdG305/F2aUeFj+CpMYZ7dMwnpCVOq/9WK5Ha422bXsyMGHfnHPKKtd1jUExouynNRbl0mXFs7TAeDQmOMW779wgabGjwxNMJ5t48upH3PujI8r8bF3YRzGcYuprSE0UKXIRGncuRZFjY2MjijZWaFsXudrZuYokSaKIa4cG0FojzzPaZgyoDaUUQVAfPHgAzjnSZED7Dtnbo6MjNMtlVCDBPHwcMK0CRBeZMgoQaaiNLcAkJ3kJDUs1wRAcwkNGLQOMMgSFZhwEvW0ag9n8mCLs8XXSytWvhIzbZDKgCHXdpJRRM8YgzweUPZQypSzmZLIBrXXUP4agq3me4969e3juOSdrdv36dcq2vf3OWzAaWC5dX776qVfoPlkuZmg9y+p8cQLGLf7qZ/8zAC7bFljHP//5z+Pll1/GzZuOYX08HNH9eXBwgFs3ruO3fuu3AACvv/46tncc6/Uv/dIv4V//23+DX//1vw0A2NvdI/hzIhIMfRb5uWeeRZ4WSHyxelPVJI8kjIv0BxkXMAXra8uMXkHrEtZDpgQ3aH2da1WVJHMiRIIiy6lPeDbGyrPXpqMpiqIg2a6yrOhZUdpgNlsQ4qBqWiifFWjqFo2yYL4emkEQ7Hu5POw9G2maIss6REUMiw7XFwAs0mgbA2OiBytPqT65y4JrrSGlpN/Fkd/VcoGiKJCIbtyJxyBXb+36fDAcEsS5rlrUdRtF/hnBtzmTxFpbFIXP1nes4IeH7rqdzI5RlytC0vAIsheg4ad5KcL5nEb3hCi3lJKelTRNeplfay3d11mSIJWS6teyLMON6++6a6oUmLEUhNYxIma5pGcqYUCeZtR3uu3g7VYbJEmCoWdUN0r3M0cRHFVrTdwA2iqcHB8iz9w5jEcDFLm7pkWeYrlwx7tczNDUHZQ/9AMAgqiubW2Pn8XM4tHHLE4Ad1kc1VawusFw4J6RJ69cxNWrXsIyT7Aq56hWbu7nGUiiURkBZhjVkAoGytgZbcCsAWcdIpGQf0yCi5D5lhAGSDP3jI+GY6Se0rnWADgjaSUDfU5Wqnd63TlHyFIbSVtZdPWsFtanSru+CPlVIRhExEdhlKaxpq5r6LZBLn07UbY+hs0qpcAletnbcGm4VoCVMMKPdVEdM4yCZBG023RA8rBmZbbbFkBjj+qbeJtSjlk8tC/AwEJJF0sAzajcQAiOyt8rql2RkgNgIFIGKQNkvmML52CwhhNvkmEmqqH1/RkACYx1kpbGwFrem78QzV0Elz+DYuiy+gYWTHBaS+T5AMcIZVstEq6RJYzaZ9TlK0IiSJ6A86QrgYuOI8sF2gj+rOoqEJKDiwzCJhh43qTpZADN/PqzWsLqmq5jkmd0jEIkGObudSIFUinAQ12z7lQEUikgE+DC3gXfl4bmw9BnMfqDGPO1PlM2e95rAFDT7JQfFv4GtEX33dmkWyMrZSIEsKbXWmu0mnDbaKPvNY2iba6kn3eKMqqrPzcCED0UjEHEtOBY7KP61POYy0FlGmfVB95PRvuxdrS1OXvDPKpG+1GOdrzIpUHyIRCW+K/WugenaNu2t4gP32vblhbii8WCbuLwPjitQgjs7e2RpvNg0Okq37p1C9Zaqre9ffs2Bv8/e28Wa9l1nol9a609nfnONY8sihQpUSStSDJFixqs9vBgwAG60Ra62w10o/PQeQiCIEGAIMlLnvOQp+QhjtPI0C13ZMNAS5aMtiRLpERHtjgXq0jWrbnurTuec/bZ0xrysNb61z63ihLVkBzTPj9B1Ln3nLvP3muvvdY/fP/3OWKouqlQNyX1NYgoQuMktooiBJWcc5w+eYrgkbMyp/MlbXAfCBRF6M2UEnEcoKH9PqOxL4uKAm1jrF5uqQKcfnfX9mLOxmOAc3QcxKsuqvmHVUoYgl4aZEN7bRsbGzZYcfCvKBFgse+vjtB1BFg2SKrBPS5Yq7l72DShl7wdRG2sr+L27VuUpEiShEiQjFEkUXT8+EkKzPy992Pngym/CFpCqRDsam3w6quvArBybtvbVt97eXkZRVHg0qWLAIC9vT2C7BRFQYHv1tYWnn/us8gctOmHP/whvvKVr9jjXbqEu3fvzi2WL7/8MgDgz/7sO3j5By9Tb/ra2hLOnbsAAPjz734XX/z8FzBzGujb97aIaIwBOLFhnaaPPfFxbKyuYZbbz1V5gb5b4PcnE9tX5XrqDKuhnSyGlDNIOYFyUPIkssQoAJwUkx3XOEqRZV2SP2NJH5xbB211dR1CCNy7Z49ZljX6Qzt3jx07gcuXLyN3BCNr3R6y1N7D2axEty8x6NukQtWCnHteBz8PbHtA+sA99Ukif7+zTjLXXtJuK+h2+0SS125X8X38/vmo6zL0WgsLu/b3u9vtEhmaJyQjpTDGgjRho9zccuMXpwTFi+MYURJIdYoiD73XkaDnd2lpCappMDm0cGgjw3VXVYWqqlotMZKe9aps5tbUdj+67zkHAKMUlkaDOWeRko5pik6nQ2uQEAJVGXrdD8pqrhXFn7+UElPH75AKjk6aERS+2+3SGloUBfI89Ix1Op25hGfbmWgnQ7XWKMuS5AEHgwHdj06ng04npeucTA6JLNM64F5rdhFoL+zDZ0djkLYOMjOg/k7nGQEA6nKGXjfBqRO2nePM6eMY9Bx/STWD0QXSzD1ndQGjvDQQILhAFLeIEo1de2RdWlC4/z7GAiltFIN7SCoAZhg6XbtfZd0gIcWNguExPf9SK2o1+8mQ8RAoMng/0PdqGoKyQmsoE7SajVEonC8RxwJJHJHkGTMGzPUXcy2hTIPxYe6+T1PbmxCixQvTQJYV+WxZ1qXeUlv0UQ+B5oYe7aM+qjdLPNWClRNpb+jTZtrMBdPctN5TlqzKQ8eNNi1+EQbq04O9j/66bYLeJUsgoWQJ2bjQg6WIuC+UMHAICk7nE5meY6hxP8+3jM4TcLX0tzkPgfZDoONovcc5h3D7e9brkk8gixK1FHQNjZTEiaLanBxJZcfD7ydSEklXJ+2ANZJIZMu6BnfBdJr00MmG6Lg2q+Mbq2BuXjT1DEqWYK6wNBhkGA2tL9fpphj2vbQwQyw4hPF9zA2Nfyoi8BhIXNJYGkn8CD8JOu5d8Ye354biHQB0s7b81YNxEs1FwyFYRr+zPk7wvfxebBP6bs4rBqlCAaRuFAqfvKolqkZBepdfl6EQpl2ftvSJltDDfpSPgtlMmjtIgPyjRYz2gP0MPdoL6PjCFrawhS1sYQtb2MIWtrCFLWxhP0f7cFe0lXHEFw9Cx9s/a8r+hcyahT60JL1EfKSi+3C28qNWFMUDVVmflTlKpNTrddx5K2xtbVF1dW9vD8OhJZoqyxL7+/tUORsMBnRe7733HlW6AODRRx9F7atcVYnp4QGmjnV5OFxC6tguG6OgHBwnjmN0exmOr9ss9OHhPkEnD/cPkGUZZfLakPmiKMD5tFXtn890+erX+vo68jzH+NBm68bjMVXz0IJGAYCqSggPUwcA2VAmaWl1DetOTmow7EFpDcNdZlgIYpCOogij0YDuk1Qlpo4FtYMU+cQzKWuqeHnzmbvl5WXcvn2LKpdFUWFyaKtaSSpQlV5KLMH+/j4Ae227u7sEZa3KxsFwp3TsTsdWVzudDq5evYoTJyxRzHQ6wUlHGjMej8E5x42bmwAsId14bNEMSZLgqY89CQB4QzAkSWTlVAD81m/9Fs2Dt996C6PRiKrW3/nOd+har1x+C6urK5Qdf/Kjj+FXv/RlAMBLL/8Fzp45g5MnTgMAXnnlFUJBPP/cc3jUtShwbXCwu4NjjmBtkKbY37EtC0waS2TDPGP4DFLZjH3T5JDNFNLB33kaWxZyAHHEETt5ql53CWnSB7Qd/6oA+j1b7UyTDuq6pixlmnWI1KwoCrz19mUURYCgG5f5LioLI/fM8kVZIfcw/8EAnvDMPuOmVU2oMJk4QjhHbujnRRwFtnLZWHmXviOI29jQBIFrmoaeh9lshlme0/3gHPSsryyNkGUZzcOiKDCbzZMK+u9uVN3KDtv3mPCw9RSJq+YIEbs56uHnEX1f0kmoep7nHTRVheWRZbtXdUPnmOc5ptMprUFlGSDgStoKtq9+Sxkg220ETMQ5et0MRW7H9YAxgi3qpSUkSYLEwfr73R6tR1AasqqRO/SEbKoAx26R+4yFJSTyFeeVlRWqOFdVgTyf0Dm2Ci2OUMeyxgOB1M6/V0xz1K66no8PwR2qJosjDPv2eS7zGcqZROOqGZag2FUBFvJeC/tbYuGx0VTd5kZTVXhleYSNtWWcPWWf3UEnhXGIJV3PwHTtEZ0o6wq+isRZBCEEkhaCsKmDTwCjAkbYqLlqGMmxMkBzhixzhKZxB/AIE27A48jKkQKQykCIUHHTeP8KU0sDBRECJNwYSdBuI23bjt/LjFaQbs0wDYOJOIyrQArOiTgrERoxFxjvzdx1C8ThMlHVQdEFAHQWWmuMQ8dpZgmvfGUfreqtMRoQD6kiutdW9urh1e73M2NCG4+FYbO5vZOQf8orjFjfK59MwCNPBJwh48FXZMagqULbIffwXcbBIal6ayV2g+wbYww1tRQcOX+mqWKtjQYccdl83ZJm8UOvlbWQTt1OH5nbK8f5ATQYmJtDTdOAJ64i3FRBzlT3AB58HKlqQHmkUwPVSGjXEgfZEPmZYTFY0oC7CvTSIIN21VJuaowG3TnS3X7f7edJhL6LKRLBEQkG5mDrsuFgTn0nAodIOCpXBY60xgNkaB7yD0Ovk2ge4fogaiDcg7iFPgDDHIrAksLB/Z2GZCp8joEkfS38P4SkHjkeRRkMOCFKqkYhd8iA6azAJC9ROqRDVRpanxTTEEzDixu0SW6N4a79MZDThdnBoOZI0wKyBcCD8oAfwD7UgbZ2E+an9Wg/bKK0ew0AByn0PdOYZxRuw4/bjHSAdS5JEsBBIdr9297aDNVCCNy+fZsC7cPDQ5w/fx6AZRK/devWnKyTl4K6ceMGTp06hStXrJby5z73OdQOSlkUBQ4O99F3PZfdbpcYyNvnIYRAVVXUjxzHMYrGLnoHB2P0Oz30uwMaG+Ue3Ol0OtdfqjUoeJtMJgR1L8vasouXAQJCckZVBRiDxv0dYPV7AUC6h6Dv4KSnTp9Axzm209kEw+EQGg4unibIHAwmThOCoGqtUc6mmOxaGaosyyiwaJoG0+mYAiBjzJz2ZZZ1sLZqHYZpfkDX1u0tYWfvvrsXU/T7fQpIbt26RQvzcDjEyZMniZlYKUX98+fOncOlS5fou9pSbwcHB8jznM7rzJkzQQaORbi2aRnBN9bWcfzkCerDfuWvfoydPatz/cu//Mvo9/s4dH+nlMK5c+cAAL/927+Nt956C3fv3gUAPHLhPCrX7/zMUx/HqbPnsPnuJgC75HiZFcGA9bU1e0+6Nii7ffMmAGBpOMTAQdjzgwPASBjjZCZ0Ce0Cba1yKFlAucSHigCCOycddLKRG/slCJ6hKu0cmFUKg9XAmp7nOSI3h0ajZRrz1bUNnDhxijTJlWEt2ToFrc1c/09oGwgwZikltWYAR+dyiaWlpbnn1n/W9w76+ZWmKRLfW+8CVf83smlCABpFxAq+vr4OpRTq0o7ddDolDfsksfOaYN8IiSHLJ5FQoM15RIkIKSXN6wDNgvuZ0VolhAAzCrOpc3iqEMi3IeD+OH4NHA6HaJpmjuPBQ9qllIFZGLbdQbhNL8symtdFUWA4HJJWvTGGknGMMSwtLRHEfTI+aMHu66BvnwPQiq6n1+vNMbu34eHtZKiHxrW5ObxxYxOWfm7M8ilir3Obdei7sjTBhHNymmwLpe9F+9k34YUt7G+SEXNxy6H0DMlgBsz1gZ47cx7ra0tYGTo+Fl2jqu3ab0wNZiSqwvFpSAnmgmTuaCQ8vBpGQbogQ6sKRteAS6q3/TtpDCLSjAa0YYhcXzYTMYz35oVNQkrnmCutiatFAxbySe5h6OlsGwfAmYIwnr9BkWKG1BJo6hB4a4l+5hueFaBl4JPR6gGf0/ObSK3Jz6iqCmVh95ayrpAkCTrsQV1iujctPWlvxqg5FmUgEC4zB+cNnO3BmJkjZp6zdjxr2dvDL7TWllsHQCNrmKaGdhrh0+kU/YGdF71ejxLGtbL7beNUJtA0SCPrSxhm12xhfM+2IMg8+eut85mTODuaOGj7/KT15QK70LnufwEDUNENsH6l1zXXrqXA96MrZRD5Y2hJATOUBKJWPKIVwewnkwmMaYKudsQpwSCYhpEVlNv7404PA6c2Eq0vwxiDyKnyWPlRf84KqbDfJSKNmIFkKyMmqVeccYDrCB3HeaRhoB2cWkOBGU5JEcEiarPgENBQVoIAlsPEI6+VkfARrIaCMMx+FgAznFJzTDNoBJ12DU0FQHDH5O/VhI689kk1wWMwxkkfvpIKaexbPDRUUxMUXjBF0mgRNCSCNFpolLBnwk0C/+zbMQ0ycLy1Juj/gMD6qH2oA22jAK3sM9XO0LQX53YPYds4tzepdL2lWgFC2NciTiiIB+b7BL1OdrsC5s07xj7A0lqTI6e1JsKr2axEmnZw547tv11bW8PVqzagOnbsGEajEX329Omz1M/7xBMfw1/+5Y/xa7/2awCAw8MJTp2y1cjZe9dwuH+AZZftwrGQgWWGo+t6agtW4uzZs1TlEkKAuTXvsUuPYnt7G8dP2WrrbBr6O/v9PgXR9npA1dz79+9TgBNFCbIsQ1nYQCPPc6hZ0A8EELSymUZZ2o056XRw/NQJrK7b4G4w6IG5B3IwGCDPc3T79ho0gMQRR3DBsL9vA844S9HpdymLHkWcqly9Xg8cnKqVOzs75JjX9TI6nQ7dt8Gwh8hpETetICmOUwyHSzg4sI7/wcEYKyu2Injp0kdw7do10pdumgZnz551e9UwywAAIABJREFU9+kQ0+mY9Kvfe+8d+rvr16/h8PAQzz79NADg1vXrNHcfe+wx9Hp2s7p58xa++Sdfx2kn/dXrdfDoo58CYKviURRh6vptn3ryKQq2Xvze93D5zdeJiE0wg8wtuG+9dQUrKyv41p98AwDwxS9+EZcu2F7xleGIPqeaGuvLI+ROZ5zpBrv39929LKBUAaWc7FVskKQ+iIlRigim9CQ4hirVWToCM75XpwPG+oEgRTYwbhOqmxqGzaMP/KZw++5tnDh+imQr0jQlFEFv0MdwNELh5qVFDthTTpMYu7v2Xq+vr0MIRn25TVO1SDecbI17Vnq9wZw+tu3Rdr1aqkHlqjmeyMy/7rSq1r1eh4JznyDwzoOtYIckV9M09JlaVqFXPOsijlMiAInjFFlqE2dJkkD4nkbOITqBmKfRDZHKVVUFVTfoZna8imk+16fV6XQoIXBwEKStsrQL3XIQDw4OsL9/QMf0x0iiCHmeI429M8GpvxraYDbN0esEnoU5PVkD0mCNuMBo4NY0hOq0EAL5eIJ7ru8zERFplXeSFLo/CGSHSj0QWIe1HZSAieMYnAEHTi9eyZgC6GI2Dcm3ToqVpRFyNyZVXaPxMmPNokf7b6u9n5Tow+2DVQx/9uP+YowB6DpCyLIsLYqoFbT1XdL7/IXTuHjO7mtZGqFp8kB4piWE86dUU6LIJ8i9Dn1RYjCwiKted+R4UOzzJKsa2j0/CefY2z/AaMmuZ2kUgznekH5PgME+q1evbGL95HmcPnceANCwBJVv1GTC8r2wsJ7VjkgyjtMjPaSa+jbbfcswEmlkMBnbtSCKIjRl4LkRHFhZsfwfd25cx90d66N10wScMfIzoDROnDxGxxdxSpV8YRhVr2vZIHPEbjYQbWitqssZkb/GSiFSUavSy2wg6M55Np0FnWUw8FYyE0rD8NCTKx0iR8EEXetaQUpDPcKCp7R2KqUwHh9i0AlEt+0i1Hg8Rtf16I9GI5SV9RXzPKfPlY1N4g6Hfs/O0NS+eGOsI+7On0OD+8BIGyhoDIZ2HjZNE6qYlYJCCKg5i0ib21a+PWyAA9pQEGiMCqRmRoKxlPw+xjjW1mzhpZlNURzuEukZdEPjqFUNzlL3vQYxF4SWqusa47HdI+IOR5ZF6LhnjIMRerApC8iqAZyfnDED7glNE7t/B3m9IBlsi8FuHssalZIwLvnLtELkYA+REOAwKF3Si0UxvCCr0pYMVLrAO4sFEatWswqGm6BdzhlJhmnDA8rCGJtQcmMSc0696YwxyPYtMOF4VdNAyobmdidJqUc+YgFplsSRlWR1x8giAeYSEVqlyJIImtkxz5IIeWnHYDwtwfMZCvczZ61EE49QVxXd75gLklSr6tImEmB9gjiOqRBo0y7zyZ8PYose7YUtbGELW9jCFrawhS1sYQtb2MJ+jvahrmi3rS2/dfT37ep2m1G8zRgupaTPlXXzACM50fK7/kRf2TraY2nZuYMcVLviffv2bQBW5qrNTp6mKUG5PUzI/9358+dx/fp1ALZ/dzgcEhP1xsYGVbxiLmCEpix0WRZUFWJMQHDfX6IgwHDpkUcAAC++9D2CRF6/fh1L68uIXCZ4aWkJlYP4JEmCXk+34OL5XJ+mH1crFxbYveeyPrZ8hL7LUENLYmpeX19HliV0zLwsKIsnBMPSyghLS7ayxSIRpNLqmiCpMRfgcUyfQ0suoCwniEU4fpIkVLErimJOmgsIknB1BYK8xbHAm2++idOnLYrgk5/8JH3uypUryLKMqqDb29v4i7/4IQDgy1/+Mvr9PiETRqMRQbn7/T6SJMGdO3cAAJ///OextbUFwPZMK5ellVJibW0NkZuTyytrdN2drIvvf//7eOrjT9N99OPa7XahtcSFCxZK/swzn8CPf2zZz0+ePIE7t29T5X02meKk6yNfW1mmap7gGnWVo3LoAyiJsrRV/TQ2MCjBuGN1FpwQBYZxRFECEfs5EIEJB/XjXRjjoFksg2YZjIduiRI+B6hUDa01PYttEI9nnJ/M3P2PYxw7YauaFy5cQLfTo7E8PDzEyoqtqMxmU+pjBmzm2SMy8lY/tX8uH7ZGeAlAP7+jKEG365/hAGmOogjjw0OqCO/s5PS9/W4HnHNiXbXHnIfm+e+zmdWUvisSMeAyz5FI5tYqL2tjKy+CYIasLVfj1xk3X9tr2lEm0iRJCP2RJlbGg+6H1h6lZ3sJ/fgwhmI2pUx5URQBVu562GfUJx2hdD2OWmuoRtJ3t48JgCBdRkl0Op0Wr0JBEPNut2uZjB+yJ/jr9s9t2xgMjJb0jAGu3cX9nfBVpDhGmiQoPAKAc6jW64Ut7ENnTNN+EnGAcQ3u9r3V1VWcP2v3vLW1JZLiMtpWzjzTsTENaIXWEtCKnlfOeZDuZLCQOBOqx76312iJTppQD68QLflA0cGOQ1JlnQHS3hDaubAa3Mr8AICv8noS4dZltmV7jv6uzbbNYCtpo55d92St0LiqeBqlmE6neOu1VwBYWPCVt98CYJFzvSwlP4kxhpuu5arf6+Dc+YtYXrd77IGrdgJAGifUsiSEQL/Xp4q2lPJ9od0WBj8PoQ7AaENjzIyxFcd272mrMurRsVSJ9CVu3hofxm11r6XS4DkpijxH2dTQU4fsqWtSiRkygTjzaiwCBowg6FJqFDO33yYdaK1pHKqqJr94dWUd3UEfeRHkNtsoKGlafcdHmNc9dFh5CH4bcu7hzrD7EqEg4ggOLIUkS1Hmgn4GQt96Egk0DklR1zWSNLRPaRiSqDVauTYuP0c5DToXsJVi30mha4Jacy7AGadTtj5HQDMYBw83SlvEQovbwI+xUnaKeOZ224Ptxg4C0iiqVMOwFqs83Brg4NyG0fThhhMHgj0eD8dovTYw4CYiFAE3dDgISEjw1twOr9v3UMkaSgafEDymNSjiGkqAYIFLgy7S1I6JlTwDprFjKG8Cf5Y2GkyEcQWT8J0sLOFotG/Zs+2zHiHRUin7mexvTaD9fuQOR6Vojr7XfiC985gX5RwJkhBirn+xrQ87GAwoqPT09H5jmEwmFHgNBgNaONM0tRJYLcIkf4zxeIw8z+dktT7+8Y8DAL797W/j6aefJrhRlmUonC5xr9cByop6qstqBjgt6yhiBI8qihxVVWB93QZiS0tL2HY9yFtbW7h58yaeesp+X9JJwKQntOiA84jOuaqauZ5R74g3TY6qqiB4GgbaBR2e2G3N9f72uhkRmQ0GFpbrF1kmgI47ZrffwcrKCgWPPI4QOVj5eDwmQg4hBDQ3JPlT6Sn1rFRVBZ4KetDaMgaz3ELleu772q0BTaNbTn+GT3ziady4ccMdsyYCsiRJ0TQNrl69CsAGu88/bzWv9/f3MRz1ceeu7a8ejUZYXbPXMr52gKou8OwnbJD89ltvYsORwJ08dRyXL18GYPvzB6NlWmQvnFdIMjuut2/fxROPf5Tm6NraGt5+2/bx/+hHP8Kn/6NP4Vee/6y9HqmID+DVV97E/fv3sbNjofef+eQvYX3VQtoHvS6Ug34pKVHmU+jGbXJKgrmebG0YDNME5+ZRBMYD1EiYGCnzpDQCPLJJEBN1Ae3mCO/CRN0AtlSBfEdKCWU0aUH7XjPAtgqsra1Qr1+338Pamj3/LMtQ1BUKp9WtWdiYJ5MJDsfWYTNQ0CYQes1mM3jCs8FgAKUMJhP7vHFetKS4eoiiuKWjHWG4ZOdymwtgOrVBvXe84lg8QDY4xxNBxB3zsLw0DUFlmqZHAu24BX9OwIVPchkisAEsdLy93mmtqRWkKas5WDwQ5FXayUTB4zl5tCzLSJZtNptRIgtaI+GMiGG0DjqYRio0ZYUiCcmB3Dn5QggkcTwH56Y+dcbIca+mU3Q7GX2umOXYo168FQehdw5WaP0CZxbUq1qEPgQLM5bcJyZnU2E2GdO98fc+iSPoJEbuNV45I71X9f8/CnhhC1vYwha2sIX9DbFF+n1hC1vYwha2sIUtbGELW9jCFrawn6N9qCvabdbxwIatH6gG+QrNw37fZh/2lZOqqqGUmoNStgmS2pBOIQRBkIUQaJqGjnl4eEivT5482SJE6hF8HLDQzDb8PM9zghk/+eSTBFUeDocoy5IqkpPJJBxz0HHN/IHoIXaEFt1uB9IROchDOQeVffTRR3Ht39sKbaeX4crlt/HEE0/Ycz5ziuBSWseIg0IGoiiiylyn0wnVKsNQ1zUi4Rh6s4ykNdbX16G1xvKyJcKIE0GVpf3xIQwUosye88byOsGGut0u+v0+hkM7zpodZXR3ZGtaYzatIOtAguQrXkkaod/vUyVcqYaQAUkUo64ksSdb8rtQFYwCkhSbm5sELV5dXSUG+PX1dURRRCRkS0tLBE8+efIk/vRP/5TY0U+ePEl/xxjDpUuXcPlNCz1rmgaPffRxAMBLL72E1157DQBw6tQpXLx4kebvpUcv4k++8S373ceOo9vt4rXX3wQAvP7668hzW6n81V/9VZw6sUFIh6aSxGLfH2zitdfuQTX2ukfDAYSrPtdVDlm6iraaocon6GYOshQZmlu1VABPwD0Dtoipos04h4kZjR9TDCLuu2N0oJSbUEyARRzaQ301JzIKKWsL83EEGtooaAdXS9MYa2trRKAXRRE9w+PxAZRhRGQGAGNHeKZ0Q6z1SWKJD9vPplcfGAwG2N8PDPRpmgYIdZrOPbdJEhNLb13XdO+3t7dxeHBAz8rKyhIR4U3Hh07toC05aM+1jbjw5xlkxhIrHegIQLyMF/1dqwIMaCIRgeGtddKulX4u6yZU9f262oaOE2pHmjmyt3ZFuygKWldkXWNlOIBsAqsukZPVzQNII/+eEAK6pdwAhHsaRRHBu5Cmc2uAlJKgr4zZ++7H/CjLeBuxMrd3qAaqruYI0wLJY1jv/L1ofy6gABas4wv7cJpxbOKMc/SSlNBmZ8+excmTtiUnjgTyqUWdGWmJxBg83FoTGZNpGjAlCYodRdHcemagYNx+q2RNqDSmK2RpTPsXTxJETrpQG4adA/uMr6+dRH+wBO1InQxEi0yaWWiuh7Ky8NJ42uQ5JRr/JixeFlZF4P7tW4jcmHAukDvy15t7e9jc3KQWvieeeAIXL1hVEa01Xnn1r/D2228DsAoj3jcSYPjyr/0GLln5DeRlRevS8vIydnZsG2DS70NrjcmhRdN0HCGqPS9tUT2EnDGBnMloQJsWHLaF2HRQXIKEs9ASx9Bu8Xt/1Kc2BnEco3JQb84C0fB0OoWUEpUjKIt4OH6SpOi5tiqpFWoloV2Nr2oUBn3rFxmlIJKEEImTyQS7+3ZMxuMxuv0+Or1A+umVSIRgYCq0iCpIgMZE0DV5EjwPF28zkhsYlLVESoSpHZoXve4As/E+sdgLgGDfnTRG48agmhXIsrDfGs2QOtRhUUyglCA/3LDQOsEYA2ctNFtTE0KKRzEEEwR/ZyKG4GF/b+/Z7bYAW0P1rPsGmhmCjhvG4anFtdLQjNO8V2AE31awUHHP/M4BYiM12tA5Gs2gwcM8hKDXlsIuEPZpBASfYQKGGWIJV4aF6wSz8xnWv2+ais4/4oYQahHngFDk88TLI5RuTPrdBsN+F+OpXUtms+CfNBKoIwbPXaqUpvESglvZHfd71WpdtCfO5//9APahDrS9jnY78D0aeNt+vPbrNoxcgfve0pYcjGE24GlLL3iH1Pdge6e3qipy2pRScw6q/503zwY8HIyQpR0/t+3nfU+Dtp+bOrhqmmS48raFI58/dwFRFGF/z250aZoS87d2/Them5aDQfoe6rqhSSoihl6vB7Ntx+TSpUv49ne/CwCIRYR7u1t4800bsC2vrRDVf1kq1LWcu9Z2D2Q7mZGmKQQPMFe/8HgmTb+vjScTkvUQQqDX61HSYml5SFDNKBLodjqBPbkswZ3GZJZEGLjgtipK5K1ESru3l3OOLMvmzrl0gWRveQ1KhX5uwJBTDWhI3+MjFc6cPoednR0AQDErceg2/tOnT+Pg4ADvvvsOHf/xxy3L+Fe/+lUMhj1i/t7cfA/rTpP6xo0b2Nq6i8L1P49GI3z3O38GAHjxxRfxS5+0zOKPPvoYup0+be6vvPIKLbKXLl3C9evXSSbqlz/9GfzhH/6R/a73ruG5T38SV96xEPTppMCxY25OaoMXPvc8hAssT58+SZtQXeZoKnttWlaYTu6jE9sNkTMN4ZwfzmKwqEuBGI/jsBiDW/bMyGtOGrDIMZbyhHqeFFcwvKYeOxMHnWarY6pDS4SsqS8sSRIkaUQbbtM09J7dEzXS1MtiRJg4GPBgMCA2+jiOUZYlSXskSYK6CjByzjldW5pm6HaDNjrnHMb3Mxlga9v2g08mh9QyIoSgoBzwknn2HLMsg9c39ebXDs926YM5ZcK6Qv3HD5E3aQewNnA3Dw8qtYYxYaPGkTW0HYwKEZzkSs/zVyRJgjQNyQcPRa/LEsuDPhqXBCvzGb1XFIVdN31/mTHIjkgkkgyfFOQcCjAgDgG+d879mPhr8e0nvtXkQXg+n5NuDEG9dRwjt8nKpkHpegLjOEZduR55wSA4R+LOxWgOTXqpC+z4wj6Mpm37GYBYGKysrOCMU7hYXlmCcgF0NZuCuz1CQwJakvSXUhpwwbOWEkZZFxsA4rjbagEx0FrCuOdX1RW0kxiFqhEnQNxKYiWOX2YyLihAGy2vI+sOYZwLS/rasIGBQSu4bj2Sfg30a4oxBrz12gcr2misLa9g+47tr06SBPfv233/ypUrGAwGpPjyr//NvyUenStXNmE4sLJi/ZhOZ5ta5TqdDv7469/Cr0zt2taWMWxzUTDYIo1/z/tB7XsVjIWfmXa9qg/uC0cEpe11C68hbCB9a5DR0CZ8nLX2DKkaMM5QOnWNThrT2FayQSwEFT2yrBdaC5OMpCirSmI8naGpncpHXWPolEKMK4z4AksnTXFs3TJ/zxz3j1eu6PS66Lb2w/eTo+TMwOsnk2xva68MemkGdV0j7TpZrTSjfty000GadsIe2+pbT5IEbBraE5umgXZa0AoGmeNVMWUOqQxK5xfEgpG0reACvLWd66YCKLDTAEvBPVM9A7jzpzgLrZCccxgW+AxYe44Y60X5GIDxiO6v9bk0SWdpren87Vhx0l7XhlOACybAuR9XOyg+IJ9/zSiB5z9LxyA/Jtw7fx4chopwqi6hZUNzKNKcJPIiYcARUetiJmJ0nAxwv6tRVRmGjmdhmhfBP2kM8tJgOgsSxV6GljFBz4a9A0d4v+jV35FAu25qwGXqfpK8Vzs49BPT6123HTAiNkriuWxRnudULVFKkYMM2EXQO4VelsEvkEtLS+T0jcdjcDfRu90uVbX8e/5zVuInoU1uc3OTJKOMMRiNRiRDFccxHWf/8AC9XgdR7KvyBaZjG7z1+0MMnOxXLCL0l4dUzRVCkCzOzt59ZFkX7161weIzn3wWg4FdBLVWc9JHs1lByQd/3YCVLIrjmCpZxhgUTlagKApb1XUps95SnxaiLLaESyIOi2fiiCS63S5iHhaVosyhHZFWxEUrUNHQWtJC3VQltPZBUw05quf6T30Q4yuT3hEwxiBx+pxKN0DkSSUUbt68Sfe+qio8/vjjdC+2trbo3vzGb/wGbb6f+9zncPLUcXpvbW0NX/va1wAAzz//PJZXlnDCBd5CCGxv28+98MILJGHxr/7V7+NTn/oMmMvgX756FZ/+9Kftvd/fx7lz5yjo/73f+z1kjnzk7/+D/xiHh4coZ0Gf2Vdze70eHnnkEawsWZmSUyeOIaJVsAZzWVuGGrPpIfTQSZ7JEom2jgRPNiDiIWIfSIqIgk9tYBdkLw8hNJRLwDAw1MxJUcDAsBJGeNKxGlJ7KRXr+9Ruc58VOaRbEKPYbrA9N0d3d3fpmeWcYzYraY4KEeHYcTvGMWcU5NWOTC9JQsVzltvvmkwmOHv2PLzFcSAFo2DU5SwaGXqQGQt61d1uF9ol4AD7DPj503da5D77ayvFD3cefGAM+DUNVPUXIp67bk9+Zte0FqmIUnS+5HB6Qpwj39fWxI6ieWLINsGhfY4e7Keu4xidTkbBaMwF2r3WxhhUXvZNShrXo2STaAXT9kcnN9gJa/DR86rrGtPplJIb7es6Oq5t81KQUoTj+PNgjBGhnVLKoWMi+pnWFakecuSFLexvvglm5+7K8hLOnjmJ9XXrW0gpcThx5JFa0bqlmgqcqVCZM4YIWFUjAanISY/jGMKhoBhjdu30PDRNbYMLAExVTmrMVQJdYAIAh+Mplpdt0NofLYMnGVRLGTqEFq3g84gpI52/0K70hiCDUcGDYfP2LQy69jy+9+IP8cZbtgBx7NgJfO3/+CpeecWRoeUGo6HjoVlZgdRA5RJu+ztTbO3bPcgYg2ef/gTefMMmvT/2xOMY04lp8DgEOHVVYOPYmrsc3XLuNdqkUYxpIkwF3PrmyatYy79lVmKRtVjVPAmnMuG6mfuP1tZW8qFWVpqLAiAEYjEuIjDBETl/jvGISNOmeYVZbSvT21v3cXdrGxPnmxazKbQreJw7cxrHjh3DrvP7hsMlrKx5tJrAwcE+uNtrmABJQdlEuKaKsNKtxLNWxFESZL3CPkry8AAk5vcTTyBsmgZppwfjfBDOoxDIcw7uIHtNo1ArDeMdUsataDwA8AjSNICraDMTJIN9FOb5TKRW4MYH2gnAOIxDWEK0kkTc0Hh4a/vClLgx7rUPaJkh4ILhGhpBe1qDO0SAe1bAyefkHEGrngP+IIxxSwHldd8ZDyfCXILDjz0DGCV4OKCCdJk/F3tvbLILABolobXyRWZoHVMBkDEDLnRATXKDyM3JNIrRTWJ0nRTYsJuhLO3aVUqNw5kE37c+c1XPUPq1Szbg8IhW67e0nrBW5u6DB9qLHu2FLWxhC1vYwha2sIUtbGELW9jCfo72oa5oN00Dhvmq9cMq2m1IZLsnu92v3YYXSq0sxLn1d76yUdf1XCWl0+lQRdt/nz9Ou9qd5zn1qdR1jV6vh+XlZfqc/xsPGT158iQA4O2336ZzjqIIN2/exCNOmmtvbw/nT5wDAJct1gRZrasG2jGGz8FeHDTTV7Ens5x6dsfTQyRGUX/4u+++i8ces3BnC83gdPw8z+na2n3qxjAkSYLdHQtpX1tbI1huWZYYjUbIC1sZ2thYQ9LzMI/eXB9EIiKqGNmqWcjGMgM0lZMlMgozV53XWoMbUHWsLcvWNAHa799rQ3HjOCaIlpQNJeSqWhK1fxRFGI2W6Tzv3btDUJRON8XFixchHcTu6tWrJKm1urqKnZ0d6tH+/vf/HL/zO78DADg43MfKygrBp65dexeDgZ0n02mOq2+/AQDIEtsf/OL3fwAAOJxOCZXQ65a4e/sOVfKvXbuGf/kv/1MAwN27d7Fz/y56Dj7z+edfINb0X3rmWfzlX/4lPvLlvwcA2N29j9On7LwzTQ0mQubOmAoiUm4sK2htM4Op6ELEI8QOAWDAURvPMq4ARBY+DsAwBUUwIY3G+GqlAhBDuwq64gqNk5XL4gxaG+Sz8Bz554FxDvDAnyBlQ/3bTaMIKg4Ag2EXaeLgiLLG5NDOwf39A0ynU6yt2fPPsgyyseeRJMlc5VJrQxXyfFrMtZBwAeoHLwoxx2JeOqi0PccAiz88rJEkCboOfWCh4iH3WVVVePaTNFStmZUB8zBK2xoTYFse6hSqt/OtLW3z18b0g/wVVFVGqALHcfwAEqgNi/fHq6MIXCvqHWctaKRv06irIOnV7lPnnLfOK5xHWZZw0wJZYscgVKc1SaMJwdA0FXZ27DrW6/Wo9cAYBSHE3D4QIJsaSjdoGr9mVNTTqTXDdGrnU12XSJKI7pWUjKopgofa08IW9qEy9/wsrwywsjqENvZhm+ZTgnlnSUy9k1Ipi3ryU16HFjLdSGipqOJ5VD1AK03IJClraMerwmD9q17frseRFnNr58YJCyVOsi4kE7QGavBWS7axfaftnhxnHjos3Ftaa9LssRXOUJ0fjVbwVz96GQBQlBJpx/o4//YP/xjfe+kNnDtr/be1EyOcPmP3emkM7u/sYeO4lfDKpwVVql9//XVs3r5ve9cBnD55fI47Yt2pjfj1qONacqR+CErG63EdwYRHUUTVbt5aH2M37uRDub5gOwYGwssXgc21abfh9ACs3Ktz06RuSLGBCY5GSjvuAGqlUThY7nRWoazt+nt98yau37xF6LtiNsaFk/aevluW2L63hbTjJEBFRP3aJ06dwsnTpzBxvfvW97TflXU6iNLAmQE13y5KQ2ZsFV63egnabUNccLR+QuQq65Npaf18Y6+BC0ZIyXZ7ot13GiD2fmsM6f3NOIFUklpXuQKkhz9rDiDcY6MbKBN+ZowD3MsE83D+XIcKPyyii3q7DUJ7lLFtHP55YIIRd4LhgGEtmLZR1HusjMWLeIQEGCdf2DCEqrgxMJqFsWtxIjDmkAS+Gg1NEHCjAXBGVWxtOLUu8jk+mfl24PZzzaEdqsWjLyUhKAUXYIIhdmPUiTmajkPcaYY4U6TQYlRDe/1sVlI1nXEOwRnm1UD/jvVoa6WhuPqpPdre2gF5m0gNwBwc0svutOGSfsHS2gaz/vPT6ZTg2z5glk24K5G7kdqEvsPJdAytNUZO73ljY4OcdB/UnztnF+5GSaSuH/bWnds4ceIErrxje7aff/553LplJaMuXryInd37mDhtRik1eh1HJtbrkRTUJJ9hkk9xzAXaaRqj33VQ99EIk9uHcOsJrrzxFo4ft4tgp5chSbI5LVzaELoZlhIrc/WRj3wETaOI7Ov48ZMUyJdliSzt4so7ligkSRKMBva6jx07hn6/R1CzoshRuEV1Ot7D+uoahMOHxLGg/vOiKFB64hTOwSGcrh8AbX8G7LMZRREECw+rcoslmEYUB/meoihQu42/qYO+dpQIFMUBbt+2vbiE6WPJAAAgAElEQVRpFqPbC20Ct2/fxoULFwBYchPfPz+bzSAbjf/r//zXAIB/+Dv/gCSjPvLoRzGZHOKt121AfffuXXz+hS8AAPYPDrF+zI7/U08/gzt37mCc2/vb6/Xw8svWCfj1X/tNHD9+Ev/mD74KAHjuueeo3+fg4AAH4wN8+pe/7H7ex717VsP7YP8KVNMgcQwgaZKCuU1daQ14GDNLwKIEUeZI/5QBT21iAFECLlIwH2gbkLaj3bQFGDlDLU1LGBAvDTcwSoNzH4hJKKerykUMBgOp3P2oCqsHCiBiHNoY3N+yAZVhQOrlnrTXtvaSTBn2962MWS9LcegC7d3dfaehntG4pond3FdWVlAUFT37bZIzWdXoj4ZYFnbesyiGcNeZxhm6zkEY9PuoqxCwQSsoFy1Oixy9Xg+d1MsIhkDVak0H0sLRcnyEHyFIVHGOAHFGIBhsk5b5e9MOyAGOSNjvNkJB+ASGg3aG/q8QoGdZCFLt/QHB3S3hkYPBc4N6lpOmd9JaX6WUKMuSoKS85qg97B5H+DKMoLFrGoUaHvKfodNJA1S9rmlzj9MEsm7o+TsKHY/jMJbthCtnDFoBkuahQQB9cdL6llJDyjb/Q0TJRMYC1HVhC/vwmMGJE44ks9+za7DnXVGSWtI457adCpY8kAlGeza0scE1XAJLa+o1jaIILPIJVwAtXhctJcHIYSTiREC6wCxNUxy6pH3a7aE/dDwhUQxoMdeb/ROvzgWmRhvnH7rfH3kN8hstVH1717b0vfHmZfz7b1vulPc2b+Ef/5O/jyS1e8vlK+/g3q4NHLd3d/HP/vm/wD/8yj8CAPzzf/GfYFbaazl98Qnc3ryK9aHda7a3tyn5DoACcrsfRVTU4G02VqZdkN1a00LEA/E+gXYEH1wHf5f6YTlvEWa2xgI2UPKveSQgq5LOp2oqVG5/0lpjMpnSmlgejmn9raqGAut337uBm3duE9mdLGd440d/AQBIBMPFixfx9LPPAADWNo5hb89CzvcPD3F36x4e+6gl6q3rOgTTAPpJkIQ0LBB7GhNCHGN8qwBavwuhtRDRHIeP9/vyPEd/dRnS9Z9HXEN50s9G0x6aJBa27u8MiwRqFwtEcQqtawrQJTOI5nhCAE9aY5gkH1YzAYUGxmOlTUPcNkbEiH0IJwDBOfz+rhmopUBpDm00Ej+NuKFA0jANzTRBu5WlQ6PXHCCSWsY09a0bBmoBZeA2gUBa04yCYcOM40vw/dwmxKfc2OKKh60zTYG81Tx395AzGI1WEgSt59SAGQ3mfIRYiMAvAOmI2VwCnoPWsdhEkGBgkSdMBWme7+7sI3ftrlLN5Z3+g+3nDh1njP33jDFz5P97rfeZ+8wdxljBGPs2Y+zJn/d5LGxhC1vYwha2sF+MLfb6hS1sYQtb2MJ+sv2iKtpvAPjV1s/twvt/CeA/B/BPAVwB8N8A+BZj7DFjzORn+ZLGQZMeVqluwyCpSiQVqjqQILWZsznniFxlRgiBWAQyLugUlYfx1A2UCcefTnJsb1nyqo3jx5AkCaaOTn48PqCsmxCWbgEAZrMpRqMRMR8rLfHpz1h26Rd/8BJGKyML0QGQdjvwOZosjfHj117H0pKtov3ox6/gySet3/Kjv3oNp06dwttXrwGwFe4LFy/R9XsoSpxGSLIY+cwO9eryCC989jkAAFMSW7dvIvXV0O0d/PCllwAAL3zpi4jjmKA8QoRK08bGBqLIZvUODw9x/MQ6tCuLHz9+nDLXg2EGwSOcPWNhVbOyQM/9XWIYhJJE1LXUX4FesRX5siwRR1GQ40oA3fhse43aVZoODyeoZhWYk88oxxLl1ENRAAFBLJayrtB1Vf7xeB9nzpzEZGKrnEVRBgIIkcDAE04oiDjC+nHLZvzWW2/h4sWLAID9w31k3QyZI4r57vf+HJ/5zGcAALfvbKFpGvzuP/1n9pyNwalT6+67anzrT7+LMw6y/anPfBa5Yw9POwM88uiqmzMlbty6g/u7lvn0hSc/RrD13qCPV19/BZub7wEAHn/8CUgny/bGG6/gc194HuOpzS7v7+3hlVd/BAD46OMfRycZYmlkUQVpJAjW3Ov2kTs5rIO8wMnzT0K7DG+aLCNJbHW7kQlqE+C2XMRgiYcZcygYqoBAGEQug5iymOB7TBtEhkO5Z1OVNQaOwELKqROOsO/lkwOCRqdpinE+xcrIPg/TokTE7PGbcgYBgdIRm6XDDMJltw8PZgDs8bNsiCiK0O3YMVhZ3qBM9nQ6RT45ROmy9Pfvb2E8tvDhjbV1pLGBkk7qRCjAeLgzQ8dVxbtphvtNjUMnU5JEAqtrFnKoFUeahJaIqqronkqpAcOQukp7WVRoak9+ZuHOyngStZjaJZJEEgu7J0Qhtn6l0Ljnpq4MpArs8WU5w6y0c6aoGmhwcPdsGm5Qu/mU6QRCcFI3iOMIgvtqukYS2+9K4hT9LCYSyaIu0bh5UMkK02KKyssbZima3Fe0LJSRql06yG7EIkbkkBOlbMAahpTb+y2SGMq3zSiJKBJYWbPPTp7nqF1LR1mWSI9Ig7XRTweHORHZZUlK311WNeDl1HiC/b0JkjSQF/kKRMTnyWn+Dthfy16/sJ/FQjtF2ywh9VGSMId+gcRHLth9ua6nqKa7SFO7hvXSmJA1VVMicX6SURKG8xZ6uY0kZDBG0JoYsRgwTpmCMcAowK0HRpfQfo8wEhAxkYAOe8uYlXbt7A5WqQKlwQkmG67PM1sdbd8I12yMseSbcyhU974OpGPGGJSVwg9+aPfKl176Ie7dt8ipjfVjeP5XPo9/941vAgB29w5w3LX6TfISf/RHfwzh1qX93QN0nSrK/a37uHjxIhJHIr4/mcI4GO3eeIKDqfVvTp48jkceeSS0AM1dI6f/AUek6cm9oMCZ8EA0i8r0BFXcWDK0VkUbqnWvPPEp4/MlPK1gHCopcq14SeRRRKFVsWkaTCZh7bxz5y72HBogzwvs7Vv/491rN3B3a5v+TjU1Ejf8O5Mal29cxre+bcniPvXpi/jcCy/YMd/YwO7uHlXom0ZCSusnJUkCrg2xeENpVA9FtHrRq5bykP8ctF27CRkrieSzKGtEUQwm/PxVqNxhpdSEtIwihkpJeOosIRhqLw2adCB5FGai0kGdxRiwFoKEOzg3ADClobmBcfdKMRmg3C3YOoMCkBAKURtmUYmw8l5KGaRx4BpvI3iNZR6zP3DAM6YaowCN8JxpRm0DHCyQvpn5NcUwHeS9GMB0IIhjBjQHOawqCuirNbj2Y6IR1iYGxRh4wArMf58J5H1CiADpNgZGy6AMwzQdg3GDTiIIVRfzJboOXVfQrq2l0AqK4Ok2jlDvQ7T4k+wXFWhLY8y9o79k9u7+ZwD+B2PM/+N+97sAtgB8BcD//LN8SRv+/ZMC7TbTePu1h4i78yDIZcwFohYLeRvKyJjtYWk/wH7RmM1KtCVzpAyMkEIEuOLq6ipNNgA4f/4sisIuss8++yyuX7+Oi4/aIJlFAteu2eB5aWkJn33+eWK/vXHjBpY9ezkX6PT66PZtAPT6m28RHOj06dPkwJ85cwa6kQGWBOCYY7x+4vHHsXv/PmlA5uMprl/bBAAU+Qx1WREE/fjGMRrLPM/R6fhrW0a/36WAud07mWW255W73t8b12/SRsAcrNjLEmhVo5jZ6xyPDyAYo97ZpixRVXbjV41sQTgtBKqaON28aYVy1oKkgs8xjPoAMMsyG1Q5OFOaZojdhr6TF6hzdwzeIOYaW1sWet00FZYc/H86nWFnZ4fmxVNPPYXXXn2djr+6uo6xg/UPh0PcvWvh55ubm/jC579I8JkLF84RW/l0to3tTfv6tddew2Qyod7uJE7xhS9YiPmf//n38e6775K++tmzp/GNb3wDALBxfB2bm5uopIUFQhrSV1hZGuLxxx/HstMnv3PnDgauz9sC0vzykECzFMolHAw4uLH3VzEOzjRB9O3wan/nLVTIXVskBLHSAgwJMZAbyFrCSBdAixhx4iCI0Lh9+zZByBgUbt285V5zPPvJX8KNG7fc/WhQuPstRISiqVsyfA3Be4UAzpw57u6N1dEe9K330+32sLdnIebXrl1DPjlE4nq7q6Ik5ss4sVIXpD1rork+47K2Y1CXFZIoxtrKshs7Rb2JnHNiuvZ/R8E6Y9Cake4ma6EH/caiWnO53f8YAu157gnOInDmYeV2zVSmpM95SGCUxHM92loH6HjTWO1X79Ra1k/ngIg4SMYwy17rEwCcB34HwK6ZbSb2NoO3blQL+hfgj8YxmNrPaTRKgkv/3aBnGwAMFwRzY0zQc2nHs6KEA2vpi7pPQzunw+umWuMt/92uI21pt+C8/Z3r0f5r2es/qLEHgqyf8nnzMzhNbczpT/voX8s0eDggkbV6B40JmvSCA8Y50VVdgjGDU6dscH3p7AYiaYOhfiLRNBz5oVNakRFil/BL4ojgrxwKUgVm/rLI0XhZPg10sj5ixz3CTQ8xc3wWkCibKWYzu6YX0z1Ebl1K4wRJmkHE9u+u37qPO9v2PD75yLOQbg3v9rqYTUtop07BmCA2Y68ZraRvtQntIWmaoioLpD7hG3HULsHITZBaLIoKb199B9eu37HvRSmGA7uGf+QjjyOfzLB1x/oBMQO+/MLnAQA/+vFf4erVq/hf/qf/EYDd641T1zix1MEjZ07jzj3rz001sHvbHn9paQmDDeuHdUYjpP0uGj/dlEFKwW5i2cLdPTbaIPEtjpEARAhQgPlUi7IYXvrZT2fOY0SZ66VnYq6QJKWEcuvgweEY3Tglduyl0QiNg9hu3t3G+HAaoOSGYTKxSeh7W9vYO7C+z9b2Prjo4MzZ8wBsW91ZJ5M2y3Ps7GzjcGznxV/8+D386DVbPPh7X34Bzz33Kfyv/9vvAwC+9KUv4Yz7u4P7u1juL6FWgSsp1r5QwlEqn8SxrVn+Hpctad44ElBNBbi9LE0SzNyxGBPYPxhDOt+FJQxpan0mqRpoF0xn3SFUJSFre63dbBlFGZ4NZiRiv9dwQy12SkuAcQf9dm0WLmGrogTgEcH8ZaMgK883otFTQUbUxDGES44jigDjfTJme+h9cUo30O5apNEQEEjihI4jvLwla8DBIdxc45qRCohsx1IGEFHayu8JioUZNExLYUBrDa+AyY1BygS0h4jXknratZYU/FOc5u/bLLTzcc4RiygE9pohdtdijJVs80zpIk7A/J4tG8RMETx9kHFkJ2wstbbcw/0dmyS6efsetncPiYsALKZ2OMY/uMLIL4p1/FEHF7vGGPu/GWMX3e8vADgO4Jv+g8aYCsB3ADz3CzqXhS1sYQtb2MIW9vO3xV6/sIUtbGELW9j72C+iov1DAP8EFip2DBYu9qLrzTruPrN15G+2AJx7vwMyxlLAqZBbGwCA0gpc/XToeDs757Ovvro9p6nKAnS8XcVus+AKMZ/xY4wRrGo6nc7pb9d1jUaHysnIQYhSx8Dr2TSLoiId7bPnz6HT6RA8fG1tDV3HVp5lGYqypCrd3t4eXn/dVk2feupZbG1tEZT85s2bVAkfDAbESJ1lGSpdEHFElAqCg58/fx63b9/G7q6t6FXb9zAd24zZ//vyy3jkkUdwxpG0bd29i9IxMB8/FqrbaSdDkiTo9GyFkEcCwrEApp0M/eGAKmfte1RVBYpigsxBhjudhATkpdQYT6YESzKGUbWesxidjr2WqjSYjStMJ4GZMjAn23HwFbY0TYmdMEu7c1rpnU6XvsuSJ9nzTbME1WyfiOpWV1eJwfvy5SuYTCbY2rJTezweo+uy+cePH8czzzxDlYXd3V1cunSJzkNKie379u/u3r1NrO+XLl0i+N6ZM2ewublJ19Lv93H5soVYvfnmm1hfX59jdfbGGMNv/uZv4uvf/DoA4N7Nu0RO99hjj2FtdYOq61GUUJUOhlOlzzJBRwSnN2ChuGOYe25az9EDbIyOtZ1HNOfBOM1BxgzKcgbjzjtJBWl417MZBBj93d7ePlZXbWVhNFrG5HCMN954g8Yk61qEwdraGukdA3bed9z9qKqGWPI5t+0OfszfeecdbG3ZAt3W1hY21lZQ1x4WLDByMPtutztXjY6EAhMhA+vPt6oqxHGM1a6FMddNifHYPutpms6tF5xzxFHQfm5aagftApmvaEv/DHBOkP/2euar2f53Amix3BoAGlp6LfmgS+0hh35dq5uS5lRdWy1VE7UUGzzjdkubPooicIY5cjc/Jl6/1V9bURRzZJNHVSPCdYd1vq4tIZxvKRCCBy1YJgDDqLrMmYBPh0tpGc+Z13BnIFZ8i4iZV6YgxJMO1VLjiOjm9piHo+j+tttf216/sJ9i78OAyzQD5y1YsFtIIs4QxYx07pPIgGtXw2samJpDV67SpBPA+wsQMK5yrBgDwGjpF4JBRi2CwDgmCDUzEZhH6xgJGAUOr6IQUG+GWRJCHnu0SIzMtfVoREQuK7VlSmahjNa+aqfc+yACQRvp1kT3s9ZEEJamMcYHtqr/zttX8Qd/8AfkE/z6r/8m3njjNQDWX3vxxe9h3Wk87+/t4Jt/YvfXra270Bp48nGrDHP+/EVSK9jcvIFb199F7djcpTKIXUtikqWBfKsscH9nByNHkLu+shpQSRCW4KlVmeZ+XB0t2gdGUxCxFQtwewaqDh61JIrBhUDt/DIoTeovxazC+PCQCNDKStFeNp3OcHBgx2BtbQN3t+5ja9u2wGVZB//Ff/XfAgAuX76M3//ffw9La9Y/qZvXiBT1z779HZR1gaef+jgA4Mrlt9FzKIsTJ04gFhEitxHleYG0Z/2mBq09xMzvIRY6Htjb67JCGrnWp5bqTZIkKOoGS464l6MBqzwrdYA+B/SmZytrCEbOPJuXH+cWWT+YQ1YdaXFwNwcOVE2/JzCsAYxHiQkDhsRByAGDFIwIOhMADMY7DLpFCKeMZWL3LORKQ9PDYeyX+GcTOiDZdNDzPkqgZ/91nzMGxuiWrLYmwkRuNKAlmL8f2pLi2vdCG0rMvZ/onwFGyDYbC7TRywacKs0WeebfFYYTmpODAdwgIaUbIIq9n5dBLffc8daRdTrYc7rv07JGPnNtDzIg9H6a/dwDbWPM11s/vsYYewnAuwB+F8AP/MeO/Bl7yO/a9l8D+O+O/vKDQMfbDOTtQLst6wI4p7TluLYhl0IICgqSJIEyei6YaQfWbQmduq4xLRyMeTbFupPzyvMc3W4I5uq6xrqDb4/HYwyHQ4Jv13WNY8csvGswGOD+zg6xnPf7fWy5/vAkSfDOO+9QgH727FliY26ahhbxsiwxHAyCDFhZkUPd7XZx7tw53LtnA42DfIImtwvku5evIBYR1lft5jKZTALLrwgSHKysbKDdaUsWBee7Pa7r66vUd72/nyOfTVA3ibuPfXha6qpqoJSBcJusEBxl4cY/0hQwJ0kFgNO52ESK/dhoMMKxY8dofAaD0Rys1c8B+90hwOl0Ouj1Bm68MxzsAtdvWDjTsWPH8Oqrr9J437x5E5/61KfovnknQAiBH/zgB9TPXRQFvv/979OY7+/vYjiy33HhwjmcPm0hUffu3cOJE6cAWLmwdmB3cHBAjPPPP/886rrG1772NQDA9evX8ZWvfAUAcObcabz33iZBkj/xiWcoUTAaLiPLMuyNd9z9WIOWrQCK+USTZVVmzHMW6BZEls87eSYwX5IGhHvMtAIF64zBstLCwhkFY/AdckYpGNf3O51OMR4fYOIcoHI2pSD5YG8XL/3wZWLaP3XmLM2R/f19GBMCy6WlJfq7PK+o/WI6HWN/fx83b2wCAG7dukWM891u1wXsjgE3TqhVIEmSuTUkEjGM70GuKpqDxhjLdu+ZubWmgD/Lsrl1RPB4TiqLITD784i1En+2V446llrP1FGbC7QZo3XMSnYBHPY5NdBI05jOq0xSajeZFQH2bVz/dNNarX0rSNyCrHPOEfOg1tCW1PKyaT4JMh6PUbh1wEPFQxImXJfWuiX7xmB70Lk7ZkQJPc5tX5mHjsZxSvdQKgWlFc09xg0id/5c6Lln3xgTEhOszYRuHthjyN3/OxRp/3Xu9Qv7+Zh/nqIoQpYF+aQkSYJaiq5RFAbFzPNuMMTtHkg/2R0k27SO7fd6brhTIfBw7nZi3XFHICS42kGGUgqJS/Iaw0iRxa+lgPVplFK0rn7g2NLMr5daqTmVBh9Yv/7669jb2cFTH7Ms14+cP4cit3vQD156GUZV2Fi3uaSPPvYorm/eBABkSYRIJFhdtmziEbN7FgDEnKFqKnQ69hr6nYzWmvHBIWoXuMfLy0iTBN3U7wUmyHJx+zo8QCF4MJzZHqMP2D4R/F9Ge70Nrex/9q2Q9F5ZWYGGgRM+gZEtRZYogpTy/2PvzZotO84rsZWZezrznWueUQWAAAiAg0CAAiBSttgyw+yIlsPRCik86KHDP8BP7W6Hn+wIh7vdL7Je6Rc7GApZtmkzJEriIIkDCEAcMBGFKhSAGu9QdzzDHnLwQ2Z+mftWAQQZpCS4zxcB1Ln3nLvP3rlzZ37D+tai8ZtOanDXf765uYmysnProXPnUXT71G60vr6BP/zDP7RjcLCLK5ffxKOPPQzA+l7dnvXXrr75Lv7yL3+A3PXUdooMH3vwIbqOzc1N8q+klJg5n5bnRRQAaigdy14pws8bY1A3NZrGzbssJI2zooudrTs4ecze77qcwDTu+Dyh4BBcQAggivtaralx5wljIVj0y2HMeB7fQs3aCecQ2So0FGjbYJ6S5YaBuaQB4+oDnw+jFLTvTW+1mrkPKM+fwukp1VrTM8sPr+ZahvlpYAN2CsoNtDuehrY91JFiFBUwo2vJ8uTQ9YcNJI79ACf5TGNu/SQT3YO4HZglAHftkIKBKgZZKsAdP1fRGWBxtUF33frIm9t7aBpbiDyYhiLez7JfubyXMWbCGHsFwEUA/6f79VEAt6OPreHezHds/wOAfxv9PABwI/qOVjbl8E053JcNBBmw93NQ4+MIIQJBTlHcX9cQIUCLHTAfSM5mE3DqE0oxGi0iTe0xe70BaWqj4RiPx3jr7av03b7ieObMGZw4eZq+b2/vgDS1tQYuXXwQ5cw6+AsLHTz55CcA2D6hIFWWAAh9DOW0xHTqCJ24wLFjx3HqlP2OG7duYs9pESeM490rb6NwC+SDDz+EnqvQb21sYuoIyY6dOAFjDAWxWgfSB989xN0CJuuaAuE0TR1JUah2zyb2mLu7+8iSBE0dxrUqneRP1cCTzE3GFcbjKSUOVFTNHo1GWF1dJee+0+lQxbYsaxRFF5z7QF7QMRhjdO+llJY4y0lGff3rX6fjffvb38YXv/hFIss6ffo0kVd97Wtfw7/4F/8V3YNXXnkFTz31FP1dVZX4/G/afut3371GlevnnnsO3/723wCwkl1XrlwhlEJV1nj88cfpHL/zne9gbc0SvXW7XTz5pJXImMym6HZ66PXseQ76Q8o013WDouggcwRTaZqhbHyAiMgREla7OdoYqPJN1eyYqCK8ZlEGtmkUEQwKFvSvuVbIEgG/PDf1FGVpnZrdnW28dflN6ot54IHzWN+yC90Pf/jjVjW0aRoKoG/d2cDx4ydIBk5Kidu37ZKjFKPncjI5wGw2o3VgMBggy2wia3FxEcPhEJXTe05F0pKTklK2gksfjJZl2e4JrDTpb3NuExx2vNPWepEkSdDl5tzpZbuNIRFRQshuIMz3b0cObkzy5Y9DHAYsPoaCEAxF5plzwoYlpUSZB2KbLMtQO8diejC2a6MKCcumdhXqVEFnbh3WAE/Cd8cJBX+efv1YWFhAOQ0SfSxy0IUj4AFsP58f45RllqzFhGfc9yoisTq9vverV2TwHF02wSNDokgHGRRjbJWJ0R4Req5Zyki6zF+P8uQ7AJFNytjL+vfM/j72+rn9fGaMIckc69xbE8Ii2fw+nSQZXLsz6kZhWkqUtUuMpQkRsnKbnbPHlgYmQoCoOMnEOcBEYMZjIBkwZWSLe8FyPoQ/jd0rxlhL+tT/TdVUjpvCnQt7/2A7/r0QwpJuRv4iFQmkpors9vY2Ll26SMnZ8cEu3njjdQDAxx/7GH744x9Bub1lZW0V589Zn0mkCfZ2dkkK8M7tG+RDDQdd1DLF7Ts2KDenj2PVc+zA4OK5swCAY8eOWKSVQzmOhsNWwMbiCnQkl8QZg76PdvjPstgHZo5cuJXgdC89ioeKNHVNY2eToA3tq1feehunnLZ4v9vD1SsWeZmIFJ/41Kdx0vVo/5t/++9w4KQ2AWC0MCR0J2MMC07O7dOf/hi+873X8Y2/+i4A4MknLxF6cGVlBcwEVJcQAsrt2ZxlLaRf7NcrpYhYzBhzT3xAGuRpirtbO8CDwc/whHAJT6Brj46yksC+n9cY1krOgrMW8CLc03vviabtyZ0vfSYErdxoKOnnrgHTDRWnuNbgPn5JDAyzetD2mDGHg01Wx+SjXss6S1JoLUP/c4wugwrBM7jdLN3c8zV1e0A/3nFhMqoERxwSrdgt+q7WGB4+D2NafyeljAoS7fgjNvscgaS/GAISxAgg90n7JEHR65KPwBOB2iPxyvKe476f/ap6tMkcFOxh2M32GoA7AP7D6P0MwPMAvvt+xzDGVMaYff8fgDlj6dzmNre5zW1u/0hsvtfPbW5zm9vc5ta2X3pFmzH2PwH4KoD3YLPX/wrAEMD/aowxjLF/B+BfMsbeAvAWgH8JYArgf/sFvuuePkSfKY3hBPfLmMQZQqBd+bH92wyMqsCCKk33q2j775ZSYjKZRNXjUJGaTqdUqXziiY8DAMHDt7e3cfWqrWB/5ulncHBwQH83mUyQ5/ZaDg4OcP36daqoWkkF64eMD2bU7+uv1Vf36rqm6tGtW7cw6g9w7FiAo/tM4M7ODhhjVBl95JFHqHd1VlaoZxJX37wMwDfiCVEAACAASURBVEKuPu4qqiuOLRMAukUBwQWNwf74gKAbNhseKsRNNYMvCqWZQN2IQ9lHP74CB/tTgovLRmN/3153XTbERr6zs4etzW2qRsOEDGW/38doNEKeB7h43EawvLyMgevBkVJib/fAvdbUU7t19w5UdYBr71wBYOeOz6p+7GMfQ5ZlOHr0KN2br3zlKwCAz33uc7h8+TKN0Wg0IhbtM2fOYHFxhJdeegkA0Onk+NSnPgUAuHr1Kp599lkAwMbGBgaDAc21O3fu4POf/zwA4IUXXsT6+jqefvppALaKurOzAwC4fvMGrlx5G4vLtkf4s599nnq0dzY3cOvWHUxc/9RoNIqyhRHrPkvAeUas3UbWdE8Bbl9HUHLdqm6H7KNSEsJXyaEglWeYbyyzt+slrHSQw9q4cwtGNRiNbGZbyQbV1GbNiyzBoNfF9ra9P3c3N4hfoK4lzp49SxWbpmloLg+HSzQHq2pm5eNcZfrcuXPIHWRPKYXpdIrGV/nTjHoJpWoc/LKg64t5G7z0k0i6aJoG2slzpGlGKAhjGJIkQKfiNchXqannmoc1DnAZ6Aizdb+K9uG1EbxdFVeKIXH3FKydFU44o3NJ0zRUC8DQNA315inV0HPUNE2rqtCCl3MeOBaURf74n5eXl7Hrnoe6rqEQlASSJGlV/D3EEeDQSqMxvlLNILL2XPOZ85TlBOm2/4T2BmM0Qf0O94frqNTgeRr8MQz0oT3GMxz/+1PR/vvc6+f2i9s9Uj6wbMxZlrUQOaTIoYxD2gRfKW6v8m0XWjZoZANZ+55jSTJ3YJYjwX+WI6yPRrcVX4QQUXXM+Qme6ZhzgrfH/pvWGmCatp2fBZb276dcoHTVV8D2mvoK7awcE/JoYXHYqta/+sqPce6srVp3iw6e/fVn8Kd/8n8AAA7Gexg6tZesyLG/u4fEQ0+znF4zaOxsreMhpyiTMw5TeQUKCy0HACiJRGQYDvtuKE0oynEDxnm7DOr/TtjuVY2wVn2QeXi4BiPFDNvjHYD8hoV+8KqqwBhDU3uJyIDGyrIMvV6PEADnzp3D9es33bg2uHTpEgCgP1zEj370I1SlHf9PPPkkoSUsDFhi7NoVT508QfwCw/4AD19awd0tC+Ety5La744dO4aHH3oI2zv2Pd1I9JzkZxWhr7SUMIx5VTN7b2kYBXEzAVZ9y0O7syzHZDKhVqqqqtDpOlmoRKDxaz5jEEkKuL5ybQzg4PNGa0CFdglb/Q1orBjWbEx4Ful9t8/BMHgAtzEqVLShwI0AHCO8UJKUMJiW4EkO7pj24+eZJyk0FPEU2Kq+8/uMuyeEVGnvbf6+gWvHLh7uI/mR2uCwpGC8bzLci0C2lxnm8GGUxf0+H7d9xi0qh7m66HNG3sO7Il3vuNIMoZ3dciL0HXcUlhdINm02+/AV7V8FdPwkgP8dwAqATdherc8YY9517/+PADoA/hcAi7CEKr9lfgFdTU9YZqVw7iU/O2zxZPav46A4Dpi5CBDnJEloQyqKAk0kF9HUgTCnqionddWhzxL0aLyP3H1Xrzdwvbk2GLr29jsEHT92/AR6vR4WF5fdtdzFkTUbFC8uLGNja5McVN/X7a9nNptRQiBNU9pA4uvknGNjY4Mc8iOray2CsLIsKVhcWBgROcjrb7yKaTlD7WDmP3n5J3Y1AvDJp36NNMibysr2ZE5PWikF5jarsiwtYZx7YJumoj0iSQSE4DTZtQ492XnWw63tDWhtF+CqbDBzEPmmkiidPMfB/hiT8ZR6igRn1MM5HA6xsLAQ9aQFvp2i6CBNMxqTGIoLBId9e3sb/YJjc9P2xdd1jYsXLwIA+v0hbt68SWO+vLyMs2fPArBB8cJCTXDuqqro3jPGsLe3RyR2SjUtSK0PyHd2dvDOO+/gW9/6FgDgd/7Zf0I92t/4xjfwmc98pgVX9vCry5ev4Pixkzh+yvZ9JyKjfjJhNM6fv4DEbbjb29uHeAsCsQ1DpE8IDuP0DsN66PGEnHpdXMMXBeEpF4E8jGukwi9yDFLW1LuTCEYyNEWW4tSJ4yRzdfWtN7HvdOrL6QyvvfIqRu5ZASth3HcfPXrc3W+nu1xV9Gx0u90WVEpKSe/ZHn47Bnfv3oV0MjiAhY77+1vVJd0nwM7torCOUZr2SDpuNrPEg72ICNFrzje1RJJkrU3Cn5eFfIY+McPQCrSNCRBne6/aicP49+QkCxElGgU4txB++33K9qzBkz9mKIrgCNN5KYWqmmFq/HWHzSwOtDnnMCw4Er1ej569Ay5Q1zWtqXmeUyJlPB5jIsctgjh//p5EEgC4Mrb1y+uLKkNBrjEMTSRhyPSE/FIODsZtrzlgnU3t+rcNNIRgUG4eKgBchF5Ruk/u+5IIKuud0Z9DAer/D/b3ttfP7RczD5EEAjwWsGRo3ncCrPa8X8q1awXyy41IM/IfjDGQTlLIB0b+Z63axIKGRYSEAMmC+b7MEGinlI7VypFyRm17VAAxod0IvE38CAS4LaV8YxQqvTbQSqGqgiwSSXrVFUmEnT57FsP+Jt543cLF144sUeEiy21C9PEn7J5948YNbN21vDbel6qdVOh0AuKF6XUzLAz7GLpCyXh3B8dWbV/2+fNnceGMDeTvbNzG5voYqfPzlpaWWgUhGwGFdjwvC2U4g9YcISC63+uYPC7uEfaJFOPWuvB3XmNbSYU0Tel+0PnAru9ra2u0F9zd2iHpuFu31rHuktyLi8tYXV7CxBHELQz6JGe6urqKzY1tjBxfzdraCm5et+/d3t/Bc889hzu3b9L5+0LV66+/jscefZTmNnP+hP0hFN3C3sroZ+b726GQRdemVOhrLooCIs2IbymJ9tQsy1C5xINmDIlIwGVocTwMy/dzNO5rNnQOaP3rj9Eypm3LFGxJgzSvoaBqSf3URisIv9fnGkapoKkeFVEEB1jCYGRUqCTou4JB4DOJz0UwA0PFTeFKKm4cpKG2rfja43/v9x5w7zMN3D+ee7/jxXnuw/3bSin6vJQSRmmSMuM88Vl4NLVG44NuIyxPgZsN/U4GrFl/czqb4sPar4IM7Z//jPcNgP/O/Te3uc1tbnOb29w+Yjbf6+c2t7nNbW5z+2D7lZOh/SqNOybYGBJwPyj54azS/f6NKye+shRnQ2Ioo2URdqRIpqHP+Iq2t8FgQBXt/f0BavfeG2+8gdOnTxOEdG93n+C8L7zwAh5//HEcO3nKHr+uCQ6bpim63S6uX7cVSSvnZeUOhoMR9vf38corVoLivffewwOOKC3LMoI4P/DAA7h9I0h4TQ7GWHaw4sXFRXQ6HYKj13WNX//sZwEA/V4HL730EnYd2dew38Gbb1h5qRu3b+HJT3yCxrvodbGYe1mPkDedlSX0tkbj4C5QEsNBICdLkpTINZpaEcFaXUuUZYVy5iBes4oqnKo2BOkpyxrGALmv6otA8jAYDDAajQh2n+d5671YIokx1kIG+DnS7XZw++Y7lKGezWZEfnZwYJnkPexea43nn38egJWtmEwmeN1lx/M8x8c+ZtlM7e9fxclTll18Oh3jL//yLwEAzz//PFZW1ugcv/a1rxHj/Fe+8hWcO3cOgM24PvPMM/jzP/9zAJbF+ZOf/KS9b/0+nn/+N7CzZ+9pkqQ46eaWrmusr6+jX9h7NRwOseMq6G3jYIwH2K4RJAEhELKkZAR78plyD/1NIR2pFoNCp3AwaS4wm05JLiFPGbS0n7tw9iT298bY3LYIgGNH1tA0Nqt9d3Md0Ioq42legAt73y5cuIB+v0/P8MHBAVVUlVL0nDZNg+FwiOGgR+M1mQRyFqUUsXHneR6qMm5d0RGMaDCwqJQsLWiOz2YzCJFiMLBjnKYpZaSVssfgIlQZ/BzUWiNNQiVJRyycPud9mBTE/11sh5k22xlyAeOruYeUG/zn7X3LIIQ9Zz+GdVnRZ5QK302IhSSBVk2rak0QUKWxv79P1xYjf5qmwXj/oIXGiUnZ/DnVkxm0jGDeKs5e27aQpnH3Sk4DDD4itPPnTGROWqIosg9AR4X7ZIyheW6go4oZ5ja3f1QWQy4JySOCrwNYubyug7kyISDSBIn7uywLaC9jdKs9hMkYJWjJwAAgETk4zwj5ZP82kNLGZGiGc4KrAgZZllH7kRBpgNEyjbq2+0LW61h4uvsrzT6YcMhXrStHVOmlSZMkQSciO616dl07lqfo5gm6zg948803ccIh/S5fvoxTp07huPPZunnealHqdrsEQd/Z2SE00+rqKpYuPRAq7U2J5QWL5Ol1clQOLTg5GCPNUoycwoXlPvNjYMfbK3SAhYooybcRhIHd+9qE48TFboPo9wyEDLOlSvt6Mpmh0wmkn9PptLWPZlmCBefPDftdXL1mq9F37tyO5A8ltAbecyofKysrOHrE+p+DQQ/VtIOOa7va2riD6dhJrnYLJElCaMuyLLHRsSiCn/70p3jnnbcJQVgUXUwd4lHkRYBda20JeX2FVikY5ue1gUhCq6dSEplrq+oPRlhYWKAWxdFCH9yhtUSa2LIwLNyZR+2ido63yUADVJnBeAyJ0WA8+Fdam9ZGEpOhWUktz8xtCI3ItQZMQ8+RIfougMNAJSrIs0atncLd+VDF1gFyDmaRX4QUC1VqE8VUXDAwragizIwJlXXjfRxBx4xbsjgLT+37qaccHrv7IZPpvGCiqnhACgJBHQoAGtnAmAYogmyzPxcBhcYEZnrGEmhpRzPJcox69lk/urqED2sf6UDbWwyBOsxQF/+uqqpWn4WUsgUVSTM7HN1+3gqmAdDm4qV7/M/dbhdbrm9EwzJk+hu6vb2N4aINyi5cuIC3fKCVFRgfhF7uBx54gBaso0eP4+WXf4hnOtbxrMoGP/jBDwAAzz77LJ74xCdx69Ydf2XU2/vsrz+H733vBYITP/nkk9h3bI5bW1sU2NWVxMkTp4NDrxT8hJzNKhiDID+U5Th9wkKOM8HRyXK8/KMfAgBu3r5DO1s5meKF71s1lytXruDYieN44OEH3Vj2KRgtuh3wLIN0sK3bt24Qo2iv14PRjALoqmqwt2Nh6zvbe9ja3CUo82xaUY82B8NgYDerwWAE1VTYXreBWClL6lt+5NGHMRnPMOjbz3aKBDOv6dznkI12jOx2I1latveNc05jeu7cOVx981WcOWsD1Rs3blBioK5LHDt2jJIU3/nOd3Dp4oN0bRsbWxS8nzlzhh7+8XiMRx55BC+//DIAC5fyAfrq6iqxhX/5y19Gt9ulIL/fG1Av97Vr7+L69esEwfrSl75EG9KtO+tYXTmC0aJtMzjY26VnY9jtotvtQjo5q6tXr5I26N7eHrTxjpZdWPz4JwlD7e5Tkad2qY57ZHD/9gzGGAVUwjSoKjsvIEvkGYdy62VZ7mN1xS5iTVOi1y3AhQ1iN+/uwMXVSNMEBgpvv/22vT8XLuLipQvuHBMcHByQgxhzEVy9epWgysvLy8jzHHkWNtyp6wFXSmEwGFCgbaXqrFPW7YWgHbABqIchGSjkmX3/6JHjaJoGs9KrD8xQOzZ6IVI0TY2JY9eP2TiTJIFJNJQL7KezMurDDhJg/pxjHgo/J22fZdhgRKpaPdqAiTYxA+EcC54KNKam8SrLkl73ul0nY+gY4pumFZD7uWLPMfRv7+7u0jHyPMeJEycCv8R4TPM6TVPkaUatD7PZjK4n1uk2aQ4h0paixHQSeqasJrnngqhCMoAbCKFbLUN5JKPTqAYiDczvnqejqmtI912CW1jtxCUCATgFW6BuPrzkx9zm9qu2du9nO5kW/yylAUt8/6gA4wkSJw+UpmloqzMqSF92E/AmFCgYola8NANDQr2WBrq1RhlDoZ1N4hJwXdmEuwy8FbGKi//ugnNoBuqXZB8QZjMT4Lh1Xbf6so3SGFEvNKO1hpscvTzHgxfO27PSDa01K6tLuHnzJhYWne/S71Dr3+3bt7G0tETr1P7+fpvlmnPs3XUa0lmOs66lazAaEg/EYDBAp1MQNJcxFvqwYQMlHzBb7exDMNqW9KY+9NonyzUoejOGVD3o99ExSKY0zZB1CmQu2ZFMEzqvNE3RzVLSVl5aWiLeoRPHjpC/cOfWTSwsLdMevrWxjk7HrtMbd25iMOxh5uTQ7t7dxLLzA06dOoG/+qu/wlO/Zn2e8TgUiMpqihs3btA9WF5eRq9v999ZE8tHSRBDNg71Ehsv6esT25IC6E6ng+HCIpjzD3v9IXRpfRcre3oI+sx8q0Okv8IYNCm0WIb4GCP+ftrndu4GGUsggp0bReMIaMCEhK+WCM8e52CGoWZOkowlYL410sVOHvYd8xoJIcChIT2PeKSHbXj8vFkNcH9e0qh7Ev4xN1a78Hn/ANr/DFi/6PDv43gv/lkbHa137h77EToEI9daItWeMyioiuiEQ6nwLBmO0F6mBFKXCBoNu/iw9pEOtN8vA/JBVez4dRyg+7/7oO+K/y6WpvCLqjLtqo7VebQ3stvtUmZzOBzavo+oonP6tO3PuXrtHZw6dYr6gIuioAVkY2MDL774Ih544AE6r//nq/8vAODOnQ2cOXOGenoffvhh3Lx+g/7ObxInT57ExfMXWgRMPhvrK7u+f3h7a5M2njRJcPHiRVrcXnn9NfzkVVs9n45LLK1YR/ndd97B7u4udp2kRbffo8Tp0tISFpYWyeF+++o7FHjZSjMnYqKmljjYs0mR3d193LmxTn3VWZZRgD4aLND5HxwcYHd7nzRzm7pu6XnHciaz2QwrLqiUUqPX67T60HzyBAAlZ/r9ZXzhn/wWvv71PwNgF/uHHnrI3WuDF154ge7NiRMniJTtypUrWFxcph7td955h46/sLCA27dv47HHLDKhrkvSMR8MBvjbv7UEvU888QQuXryI737X/nzs6PGokl/i5ZdfpnsjhKD+/VNnzlrlBb8wsaBJ2DQNGlmRi5PlSauaKaLFNA6uuMgp+KxlYzdir/MJAVr9DQeLKg1aSijuZ0MD3XhnpwSYhmxs4KLqGTQcyYdRSLiB8ZUYWVNQfOL4UfT7fezu2yB2eXUNg75d/HqdAgvDPs0vFTlXa2tr9MwKYau8fk56fVbAzjMheNDTzDJyhrzjGMZVRNrPwRHyFdOYQMYHY7Np1XLgjFEUrHsixVhiJJyzvYfKBIchJivShxza+1W77XmHtYqxNtlIXBG2r51MWpLeQ1DkyeJickbOOfpF6KlOkiRUwhhvjx3nhDTRWmOWT2ks67pubfz+GZWM3bOex4xI75f1Zvf7u/ex99tf7HUzqtDZMcY9Yzy3X5590L34qNsvfl3svq/jV0pJeKqE+LlNOKPADwAWFgaYOlLJBBxFrw/OvBRjJHfJgY4j96pnMzBt6Fk1OlRaFQwSkSB1iTepFZTTD0sSjlrqyG8SqB2x0NLSCuq6Ri2dBKjUYG6NyjodcvCbpkLW6QPaJ3HbAQ9TIIJCKzHp9ryyAgfDyBGfAqDea6UUMofuQtNANhX29qwvdP782dZ+u7AwbPF8+GMsLo5aZLbLy2eoiHJwcGD3DxeMnjx5kvakmMRyZWUFSSLA3R47HI5CoM2tTrZPIh4muKxVGQXcPFRC4fS1XcDGOKemdsM0FKFzXLzGPK8HJ8RVv2/7/WOUmLfV1VXU00koGB1Zxa0btuDx9NOfxczx6OxPJrhy9Rrx7xRFgdu3Nt1RNCbjXXS9z5YIdAv7ev32HVy88ABmY3f81TUsOq3ybq9AmqbEraG1crKvwP7+BGXtiyE1tGGUDM7znBKpTdNACo4ksT66rINE52Q8BmOMZJ0gOM2TyWQS9miRoo78B2UC0q8/GEE2FRqXnJVVHZLcUOAQpHtttIaGK4QZ+z8CIojQky9ECuV6q/d295AKTijZRmlCq0FlmFVTjArPKWNgXAI/8Lg5vwMMIvGVdasznooQsIN8CxUFnxzNtA4cCffEXlZuE7At5bFPznhCPkhZlpCNL0IIpEkgY41JzqSUxLHi/SJ6flhIxjWN7clmnuBOhSShVA1Gg24Yc2PomLHVVYW6keiP3HrBOLjngPJIiQ9hH4S2mdvc5ja3uc1tbnOb29zmNre5zW1uP6d9pCvavrJ8mPr9cO/i/fqwhWPgvV9FO5Z48RYfI66scM4JElw1tvJD8KOoItjr9ajaOZvN0Ol0iGl6MplRhu/EiVO4desWbt62sJtz587h0iVbNZ1OpxgMBgTJeeDCRfzBH/wBAGBjYwtPPfU0wUp3d/fxW7/1TwAA3/zmN6mSy5jAnTsb1N/b7/aoX3trcxsrKytYGFm4jmokctdzJTgwGA6pD2Z5bZVkK95486eoSt93Dezt7lKPEhOceogGgwG6/R4qV9lSSuHgYELnVZWhagpwNKWm6+71+gRp73a7gSk9zWi8d3e3sbW1hX5ux315eRHHjx+n+50kCR3j7t27SFOblczzBMaEczFGUV9op9OxmT03B15++WWCKud5Thnc73zne3jmmWeoh3oymaB2WdXV1VU8//znqAq/u7tLlfDhcIjRaIAvf/nLAICnn36K5tO1a9dojvjKrEc+vPH6T9s9J02DL3zhC/RZ//l33ruOQW+FYIFJEiraVTVDIyv0cs/G3aEqnRBJlAmUaBRIaqPTzWl8dvf3ACbAuZ0LnBliaBScQbAA5ZG6gaKevQras9fKCoY1UI2HUE+pciyVgqwraAerzpIER1aX3dgtoJHAxl1biSm6PXR6doz7gyE6nQ6NpVSa5szKylG6b2U5dWtGqOR7GPPS0lKLddwojaqy51hWM2gdIMiJSHHkiJfK4SR1YbOwDL60YAzovaLoQKmUGMqNUcT06zO1MatrWHMS2+fIAnLm/ZA5LebNe6qtGnH/kz+ER+WEzHCoaM8wA4Og+ZVlGY2llUDxsngSYmmxxeRP538I6pgkCaF9tNaY5GOqkh1muCVZEu7P1UPSTEBVMAYriePRARHUjPnqPQHKovFw/B5EpR/GUYPRvGYO9qqIXTZkthv14bPcc5vb37cF+HbbV9LGIHHPXAoGICE4NwentSE8N75tJvhQjHOQXqexa6Bkoerr1xpoaaGbrA1jBwAlDYo8x/ae4z6ZaYxyuzYIIdA4GGvTNOCppO/TwIcStWIGYPwQRPUw9Bq277nX64G5ymWv1wsyYLMZJpMJ+ThN01AlMU1TW5lza2ee5/R3e3t7UI3EuVN2Dx8NhtTCJIRA5fwFCAC8QO7rYJwRDJgxAcNF1J7FYciNZwATtGoxRDJgxr72MHADTT3BsTynBdpG6CDD6CVjGgyG/KZ+v48ZYYntXIo5OY4eW3PjNSG/izGGSxcvYDat6NpWV+wYSFm31ntjDMHKm4a31H/6/S7xGi0tL+DI6ioGQ1eNVjUOHMKAI7DKM+P8k2gO074A66sG5AAH861USQouUhovxoLcb1OVKB2UvpYVamVQO9ixSIP/0TQNtNEthJq/vcxwSK1gCPElCILPYKC5Ijg6DCNZtrgfmXPrwxKaFqGdgnNmVX2oP7xdX2UsSIa1QDKH2caNui8vDKBaf8eNoOr2B5nlOWnHa+1+a/evbqMHGWMt6HoLRaxjdnk/htF1+vEyHGVZRtxbmpwKE835hHFowUnKTENDOSRmU//Dynv9vVnseN1PK9v/fD+YdxxwxJ8F7tVTtY5b+xj+gY+dXKUUyrKkBdgYEzSdAQpS33zzTZw5c4Ygwo899jg5w3/73e/hySefxPdeeAGA1QgcDq3jPx6PceTYUYJZXr9+nY4/ndo+hqeeeoquzx//0qVLFABubm5i9+42nWO/26NrmU6n2N7epsV/ZWUFdWlhHp2ODSr9eZ49e5bGtdvt4vWfvgHABo6zqsS0suel6oYCtmo8RTWdofYyTkUHlYenNgZlWUO4gG0wGKHftwtnrzvEkdXVluanP/+7d+9id9fC5S1ky1CQ9thjj+HkSdsDJaVsPWhJklFgfeTIEWxtbeHgYM/db4NVR+HPWJgX7733HhhjeOKJJwDYzeTHP/4xAODRRx/FeDwmorqPf/zjKHJDY3X27FnqtT916hQtDGtra1hfv02a2C+99AOcP2/7wtI0petcXFzE3bt3KcnS7Xap971prE7lxz9u9dlv3LhBgcvBwYGVr/IJk4TBL2F1XaORJfqF14jPXM8+gEjGRUkGbXgkhUC3wfa8iQCnSRID7uF80DCMEWyPB/oPS77hAkWDBtxUMMbpVesanWLgzn+GupqBuUB4aWGIpSV7b+rGYFo3KDr2eUiyLrLczleeFRCMQ7v5leUhObC/v0/BoZS1Jdlicc+xvc4sy5Bw6ygANoG0vW0h/5PpGEmSUMDZ7w0iIsQQaEspUdehV9luGEEaREqBpnGfVTWkdBBtNUVZMXIK0qxD899Lgvnly65JoY985pNe8LcyrI1t7WdF2uiAxuFgvb0eGnc/LKlcp7iXLLCua0ynnmOhckRwoR2DNjmwFlQyTlamadqSkLFka2HjPEzU1nLMIh3zuC3Iw/D9d8fvHYYkt99rDWMrKGGMtRJdPmBv/25uc/uHNTuX798Sd/gZzxxMNzGNJTHz67hmwVfSGsbBWpWsYVtSo2fR7d8G3EJnay8/1FCLidElZNMgcQSLWoES7FJKiG6KiZNwnFYa/fskr5qmgZA14NYNIDRic3dtjM7ZEFxbMA4W60YzEJxaG0O+CsChZANBybqUIPN5t4PecNBqEQyEqVY60u/bsTTi3t4epgdjLA+tL5bnafAjWQhikjRFbzhAzxGLCZ66/l4ALAUg3L8AWBIRkTKAJaDIMmaI869JX4q1X5voEGCB7MqAFkLGFJjRBP1dWlrCgfMJJo4zp+d8UzXo45GHHgYAbKxvQedu3zEGZ06eonU8yVNMxzZRXpZTdDo9Gju7D7j55IL4z33O8td0OjntAY2sMJ5O0Dko6B5Qi5HUCMnUWNIMTt4y7APxXhLL7nqKrAAAIABJREFU/SZJgjTPwnEYa3GD+NdSAY0yaCK9eBkFq8zYINretoy+C0pDG0McIDyJgmnDAW310QE7VeNA2z97THDIRqJ2slQQGbiXbOMJ0iQQicbrgV8feCvCdvGMMa0kMjMqgo4HjgVlGJhhlKNgRGUIl54OSWr/t37smGlLM9+38Omer5BU4JanwH9/dA+0ie+NocKoP3Yr0I78kyTR4Kn3STiU9klBA25AEsUwoMKb8lKDH8Lm0PG5zW1uc5vb3OY2t7nNbW5zm9vcfon2ka5oC8EJAn64ih3/7DMccXZDCNFqsPd/B9wLHY8r2r7xnlijy0mrSb+qKoIKaa2xt2erpAsLCzh97IQ7jwTvvnudKtNvvPEGwYq/+MUvQkqJL3zht+kYnoF3ZWUF71x7FxcvXgQA7O7s4a233gIA1LXGiRMnqBq6vb2NM2fO0DE8PLzf7yNhHBsbG/bvygonTtjzWl5exm4E+xaDLqSrJI6WFtHp9+h6UHGcOmXZt6VW6PTstWxubmJ7d5fIvsq6ompVlmWA4GCu+tYZDMAdwZnRAk2jqDLX6w6QpwWdv24kqtJmkKbTKfYP7Jjs7Wxj6iqOnAODYQ/9rv2+8+fPonDQL8Y6LfjXcDikqmNd2Wq3JxObTALJx82bNwmavrm1jq2tLWxt2bFbXV0lKHeed3D58mV8+tOfpr/10KYTJ07gq1/9Ko2DEIKgZq+88gq+/vU/w2eetkiE559/Hl/72tfc+Z/HqVP2Hm5sbOBP//RPiUV9d2eP2NCPHz+OZ555hrJ1RVHQPTx37hyklEhasGGfEVWWSZI7uHiSQLhMYV3XqH01QnNbLc5CFpZYW12WU7vKqIIiOQ0DbkmjmM/Uc4jEVbcNIBqP6ZIWlsZdhpA1MA71IBhQZCly1w6QZl1i/5xWlhlUrFpSu0YzgtGJPEeWFchyO4fSoqDqwdbWDXq+e72evRfunPf391FH5CmyLgk1cpiYK5alGg0XIhi2JZ0DPAQ8RVHY52MwCGuOzcQ2VMVuZEXM40rX7hztZ/Oi24KJxdBuKSU4D5I7uatMecRP3MLizV9/yPYG6S9jjD1/c+/fHRwcWBIlBOi4nxfdbrfFeF5VVQtxRFVoxpHn+T1rtjfOAwGdEKJVOfJjlyYcUIYYdy3zfVytiAjPkgh+zg5XtEEVIAuh4wH2xjhBNH2VDICVJzGB8RiwWXwgQNnnNrd/DBa3hACxj2Na/o/WhtYsAw0Trwc6kFFCK6poSymRJByJf75EAg/g1sYSm2qqDEk0DnKpVQ3VVMhZcD/DmmggpSb1kTRt7zm88IoApkX8GOp8jtDrkBJDTP4aV7biijY3hpimOez1Sx0QXn4gEyHQ6XaRuf2EC4HarXtJmkIrBeHWL60UVSoHg4Gt0rpqZpoXKLp2rc6yhNapNBXodPvIO464ta6oncWwxBGiBSixX/fsKYoAjRYcJAUlhH1NDPHt1769j4PBcEZFcQgOA+nGx46JR4alYoHgxeVkiiRJSFp1Nj7Agw9epPH3w1ikGRZGQ0LcZUUK2dgKf1nPsLCwQOoRw+EQQenESl36tq5OJ4+kL62MpD8vxk3UJqUJDWevz/hbfN8qtqZ9MSXkHndqGjWpTHBMxr7NTRIxXVqkSJXBgZOhbaQklFu/3we0hvIoWftw0PjwiLTLqHBvPLTak5dZBIPxVxbasHgCZWpi608EAz2LPEXmxsZfd7DD1WwA1NIhLerNj+R94izAN8bx4C8wE+D6cRuCP07M+q7uDx1nLFS6pdFI0FaW8tBxX80m38u11dnvuZeYLSYFhmYwzMduGjySbm3chJWNhtQKNffPX4DeC/bh9/qPdKDNoh5tb4eZdoE2zDCGjh/WS/Wsc/eDjh8+Ruwst45hTGDTVIqC5G63ixtdG1z1ej00TYPXXnsNgA2gf/M3fxMA8Nprr+Hxxx/H0krQY/bOvJcl8sdcXl6mBSvPe/iLv/gL/N7v/R4A6wB7iM9kMqGA8LXXXsNoOAwQTDCCIC8sLODIkSPUjzmdjVsTP89zgpV7Rxqwk8+fx8bWJjY2NgjivL65CemCsoO9fdR1jcQFApU0KJzcVp53kKYZEuE3Vk49S2VZopxMIzmgfdROj1nWFbSy56EFgxQGKyvH3TFzupbV1TX0e0OSVhoOlihA8D2iftGdTA5w86ZlzHz11VdQlhbG9s67b2NtaQGfddriP/nJT/D4448DsNJo0+kUF5x2+c2bNykJMh6PCT4OAP/pP//P8a//m/8agHUeLly40Aos/H2bTqf4xje+Qa+feuopagH43ne/TwHI008/jYWFBVy5cgWAlZLzLKiDwRBNVUMpl9AwBlz4zYQR6yRgF1ZCnWlJThLnqZO7CzwIUnrHwvWBeWUYBsRQLWM4bQyMM4KYI4KOg2lANzDas2RKTBycjLMEg16feqcaBdQeSqwlkiRB4cZra2efmGE7QmA4HCJ3PV6GBQjf8ePHo8XeBm9Nbb87TVNkDiKYZRmyZETa2bJuaC5UtWV39X3fRVHg7pY7Z84huP1em5jLqZ2BR+y4TdPAQNHxtWmCTjfsJkdwwiyPeoc56rpG6phcbdIjwKpENJdiPglEcCvLmh2g6feDSd8Pcm7lyWpUjiW41+shy8Oa6p2dpskhqxqMBdh3rGXtz9W/pyJofXycoijou5umCetWGiCF4d+41Sdypk20gePezZeuGX6tv/d9Ezlrc5vbR938Mx1DYKVwz5bR1gH2kngyVn1oKNCGU14wJkgjUhLXGFhFXt9uEfVRysZqGBu/JrIA39YaZVmGtrTBgJ7BsizR6wTlkSTlqCix9f6BtjsBAEDq2kg8NNowUC+6NgbCaw1DI807IWmsNF0LA7PJXgp+Obo966NNyxmU1JQMlrVE6fYWkWQYLXQJDp3naZuB2Qf5HFCMo5Q+AV6EnmyTuD7s0LOtY2AqBwUPMDwEb9Sj7TdqTWNuoFqvjWa03xrNSLpQm8b5D/YYWVFQsagoCjCtkLl9btLp4OxpWyRIeIqdXetjjkYjJElGPduTcoJiZPfQSnaxtLiCysm/Liws0fkKkbqWTftznmUUPHJhHNTbXpqUDRUC+H0696mliId41u8Z/nkQCO0SnHOILIVyBZ1GKwrEwADu9tu06IBJjdIFu42sWgomqmlQ+0R6XVsNLljXKeEJEscxouoKdAuZsm0c/j5qTRBtHcl5GS4gIeCj2kRkgPOlFVIwkUN5/p1DUG2Ddt86PUhKg7HAxm3ep0fbMCt36Y9qWw8QforaD+K/01rba4jOxT/3Ck6bO3ovtlimME7Acxb7Le+fcLN+RmgHMJoRzF9KSQzzUkqoSDJMpKFtOEs/fPj8kQ60YzK0w1mR+wXah8nQYo1GAPe9Ifc7Rhywx1kxq8ma002ZzWbk+N+9exd91z+a5zl2dnYoO7e5eRcvv2z1qc+eP4eXX34Zx0/awPjRRx+lavrm5hae/43foGPu7e3hdafN3euN0Ol08H2nZ/3Zz34W165dA2AXNx/4njlzBnvbO1S91VKRlFhZljh//jwF09pI0tKUqm7JX/TSfqgu5SGoP3r0KPb393HsiNVx3tjaxN6ODUDeee9d2zfuqta3btxC0rXBc5pmMJpBCOdg5x0K+uq6hmAMk8nY/VyCO6fAQFPfCOM2M3zixDEAcORnYSPzY+/vo//drVu3wHi456PRiIIHW6G233Xx0jncvn4db7xh+9GzLOj9ZllhN383LzY2NnB3a5u+8zd+4/P43d/9XQDA//xv/nv63Gg0wqVLD0C7RfD69Xfx279t0Qzr6+tYXw8yb2tra/ijP/ojAMC5s+dx6dIlALZ/++bNm4QiOHXqFEnCFd0eNtd3SfIMWiIlveQUBjVdX1031OcKwygRwXkCsIg4iwvKUqapcGQtPjsuon4cbQNZt5gqGChXPWe6gfZa7rKC0iUaR4bWyBmk8cGb689hXjqL0wbFtAGUQals0Dcej3Ewsc+GYlbGgzgAoj7Dbm/U6ive29tD5QLoJEnQ7QbpqvX1dRofLRUF2tPZhDZzO0aczjEOtG3PcaimJyJr9QxZVIFzdnVN90np2iU7fEVihtRXQtIQxPt//e/SNMXUBcF2rUpagXZY45irNIQ+I38evlruk1R1HTS1pVSYTKbYUyGB6PVksyy7Zw31yRpjgr536STC4j5tTWgAm9DziTulVOuY/jwC4Zk/d0RmXEXbOUpJFDgb+z79HFf7mAHn6f2JXAwP3xGRrtFxyPGdV7Tn9o/H3q+ibdCuaEutkHDvdBoYw8hz1tq0ejMN2vOfnF4pqQKpkMAgEAtqWH8CcMUJHYihuIlRN6yF1om5dJq6Rp8SgwaGBYfexM+0c7AD32FU0Ra8FWiDh6o4SwS4pFIu6mqGzOtE51krGd4aS2OIGBblDExwJC74rXgIHopOB51OB0yEfQK+KsuZTTgA0Jxb2UmXGGUiCT3l2klHUkWbtxYxO/6+yhndeAYwFrv7YQ9nCFVSGAHG7f7gB9MTsUFZf9mHPxzBh+r1OkiYr6QCp0+eorW62+0Td83JU2csH4CT2Nre3sLxk1aKVMoS/dECZONQXHlBSQnZ+KQ1d5+VKGvrL0ynUxijkGYuAZAlQX60VJRk4XaAWpXRWBbT7i9uH0oFpC+8OdKxGEHmEWpNZShAq6oKtQx+khAioB44h0I7yEQUHIJzSvBaVJTn+uAWERgnvSN/15+vAbNq1u4ei6wDJD7QtgR6nsQr3iwZY4TG8j+Tv2Ok3SqjPdxbO0bSAM+IUM3EBHRhGtn3GIjozUr+tQuhQZoufF+SZGAmFD6llFAIa8+96GM/76Oxdu8R34uTXtZe4s4Y6Ag5FxA82sqtyXBPPQIguQ9S8P1s3qM9t7nNbW5zm9vc5ja3uc1tbnOb2y/RPtoVbWazgKGT0SbpDEJbQFxfiKEJ8Wt634TsBjMhC8EBoncH45bN2PdsC0GZyIQLsDQLTJKNRD11MkKTKUG0fSXM928sLCxRv21W5Dh58iT29nYAAH/913+NW7duAQAeeeQRvPraK1SVNcbg448/BsDKPW1t3YHW9tj7+w9jZclmCpNEoN+3GbgbN97DqD+gSiznHP2hhT3laYadvV3MZrbyFLMZexh26fpXlWaU1VvgVv4AsFX24WgRR48fc2MKkkS6fPkyrl27RtXPjbu7BI/a2dnD7Ttb2HVjVB0cQHqpLyktdMZDX1KB1ME2ZCVJJmRpuIDjx9awumLh1f1ugdVlW9ltaoWyKbG6avumdSNRGVv5O37kGITguH3HwsUFGK68+aY9j3pGbOTbO5s4fvQYTp+2TOabm5t4030u73TxO7/zO/iTP/kT+3dVhUHfVvoef/IJ/F9f/b/xr/7bfw2gLdtVliX29mYo3RitrKwQHPlb3/prgpM9/fTT+P4LP8Dqmj3/jz36GMnFHRxMsLy8irOnzwGwlfBzZ2yvPmMC62YLRnq4tQKHy7KmCRKTQbl5XytFWegsLZA72S+wBFoBtesl5glD4quqLLO92JGsiy8zcDhYGjzssKJeMK1mMNJVn+sJmJ4Btf3Z1FPkuW2zkPUMs6okNvG000fhstWNNKhnJXYO7N+N9w9Qugo2ExNoHTLzjCfIMztfD/ZnGI3svMiyFN2ih4R7Rm+O1F2LqhsUeZcypoqHHm2lDNIkVDksQ3zlxpxBOOhgIlKkqUDq4dUiiZhUFYxhkMofU1MF3kqv1ZRFHwwG0O558DwQkzL0klPFhiU4e97OAyG4lViL+rBDjxiDhEYTsWTHFe2maYh1Pq5uA0BZzjCbeAj9zDHZW8kVnzVXjbRZaGrHUVDu2rSU0FJSVYkx1mIFTtOUngHVRL3odWP71wAYbjP4dH81i1vEwJigNTt0ct/TLmb3itYmEffzxb+P/saEDPnht+/XDz+3uf1D2fuxjgfESSzh05675CuJ0GfJEapr2iiYCOlkdKhoG56CCwbu4dA6HNszFhOrM0tafpkQgnyjrDdF4dGDIjxvUkpAqVCJvU/rS1wF9FU0kXgEVoCO+2oxi+SXjLGVdQ8BBzf0/cz3i1JFGKilRx6lyPPQWihqiU4aJMI454i5JPzKpDindhiROBSSPy/OEVx1bv/THuIOxFwaFlETrauRHf75fnYYDep+ac/RISA8rFZHFfNer4eUCygHje50u+Tnxpwxg34fSZLQft4fFMhy73enKLIcLHdVfmWQOw6ffSelFEuweoh8lmVWwpGHlrjQe62iNb2NxDhc0Y6ro4lgtM4b01aZkFKil9n70VTBn290jUoCtdujuIO7+79p8ZQkGZ0Wd+1riqrdMmpZUmBaQRHkn0O5DUtECC9lrAQcd/66SDMo52c0xkAagEdylPwQ8iqocsS9hG3WcRsXBfb4gFtszysOHdfI3fyJW7Qixvbo6+KKNgOocp+kKaAk4nZddfg7D8k2+/ON/22xk0tpGeC97xWAsY5B3aNJOJgwyDLf/x+eNd18eCnPj3SgrZvG6icKgdLJSUFpJHlGznKjFQSRPgCa4JcGWgdZCYvksJO21+2iSBNkHgqqGJRzOpumQV0GwrNRf0RQ7l7eoCxL1JV9IFORoV+4fsyyoaDsc5/7HNbX16kP2MJ87Xn88Icvo6pmBF985ulfx9Gjtl/7j//4jyHSBM899xwA4PHHH6eAHKjx2GMPUh/w1tYtXLpog629vQMcP2EDtJdeehm9fodkDbhI6LuqRmImJabM9bcICwkCbJzLeYrMkZEYcJSkXZcg71m4+VCkUKqBkC6YUBUYs39z8YFzWFtdQuUg4OV4gs11SyzWnDyCHzONu107oTd3DzB15Ge807ULtTtPVZdg7t4MOxlk6YIRIXB6dQ2nj9kgv9/toak8XEZgdWUFqetbGYwWCMo6Ho/BmIFwG9v+3h6GAw9dTVCVFt6+trSEhx+8hG9+85sAgLxT4AcvvWjv068/h2/97d9g6hIRDz7yMAq3mUybCq/+9A2ccQHQiVMnqbfp8k/fxJmzp7C7Y2Hmb21u4cGHrcb2/sEY+26sTt68BcU4HnvyEwCAR594Ejfes3AsAYHjx04ic5BwXWnoSrt7v4OVhSVyEqYTFZGIKMyqBiAiswwz10+muEHmnpXJrEan6BOhSZYXmE5dj2534BwVH+XEkDWru8lJS7UmSQQ53QakvbaCVdjbW0c5scmfwaCHXHhNUQ7FOBr3/E32tjF11zatDUqpcevGbfvVSYbUBdOZSNAvOhi4gHowGKFweqxJ2kPlrnM2m0ELOLIY35vue7gy3HXScYB9Bvy86/fyFkyJcUMJpBgWnaY5kiSh43MeyGqktM6u32BrbSjxZHiOzmiArkt27O5swSAQjdV1TfM3JmCUjUav7/sYC3SKHrpdR1yWFkiEb3nh4IZDOIh2XdeYukTBZDZFNZugbgLBWscR89ypSqSZgEehHexvQzrI/9raGkZ9+13FwgjVZErPFBD4LGYHE0Bqam8YDgdEsthIhWpWYjq2DtVsPEHtEgrcBLj87JCGJeMCgjZKgBtG8UVM9iIgWvdNI0iuaC6hTY0k8f2cSeR4h/OXDh6Yp761grt+L0DNydDm9g9hUYKoRWLIYkkjDfKTGYM2ghJVthfXO9tWqicchqOVqXKvpdJQWhPMUkERJwNnCpxpksdS9zj2gjgjLNdOaMVLsgzjqWspm+whdT6IyIO+sJS109GOHnp/+f7fKGAMBIdu/fVwaKap31nARG0jGr3BkBxxKSUm0yDbelg2iNoHE468U9B67NsJARtwTssZcpd0NSwcgyehHdEwoJah7abo5aGHmnOwqLclhvqGnw+/j/f92V9PWA+Nhe1SEsEHSi5prRlJSCkG5MKTlBY2eVPa97b39+m6h8uLWPLSl1yApcHn7A1G0LDjynmKNEmRuQJOWVboOomzWmpkRY7EwcObJsjFSSNRK0VSnpwDmfPztGGR/JkG7tHR9sE3b5MDqjSMovs4JZRkA+0iJ63qQGCqmCXzc35SYjglhmXdAAiEgzzVNJe1MtCyQUOEZzz00jtC2TAtVdiTYNBIf+/t8+S1v0WaBTFVaRNNBKE2lj3BXnc7wNYsEOExbcNZeo6ithFEvw8AchfsGhZNQVd4oZ9ZFAArGG2g6RkWIZCNSNKEYDCGt/gkVJRMislN4+SJ5bsxYJ7/AYruh1K2pbHFQxNxcsXPdsJDG6VhAYr+80h5ztPvc5vb3OY2t7nNbW5zm9vc5ja3uf0S7SNd0ZZ1BWYU9mYVkV4VnQ6UUgRVMcaA+UyhOZxVbYugUwpXaRihKfsB3ZamSYUA3DFrqQn2yIz9rM9UWbKmwI7nqzuXL1/GwsICwYeLoqAMyolTJzEajXDyjCVDq5sSi0u2Gv1f/Jf/Ga6+/TbW120Fb3v7BBGMnD59EuPxAV555UcAgE9/+tdw4+Z7AGylSToppQceuICtrbuUPe12hsRq3u3aqqWHbe0djGlcAVhoivFwJhYAmUKDOQbRbj+BljW0q0BCZ4C2Gcpet4N+t0AzsT/v3lnHcsdKhE1nNbY3tnDjPVvln+7tQbrs37G1FewJRhneihliA1VVA+VkqJiS4FohdeM8GvaxsmRJ3wTPrFSIS9XKuqHMXcIF9g92kDkJqf27+/jJjyw53fLKAi5ePGvPaTrFyy++iHfffdeNV5dYx48fP44Xf/R3ROK0tLwM7jL2d7Y28fu///v43ne/CwB4/NHHHMkW8ODFi1haWook6Bj+/M++bq/72DFccBndNCswrWqSRkuyAlvbFs1w6sQplGWF3KEBTp8+i42b9viLywuodAPupEMGgx7GYwvP10ai0w2SZ03TUKW3OxhAuXutDINmQOKqq5VsUDv5rUL5zGjIBtIzxQwYJISHJNdTlNpWsauDbXBlzyPjFUw9haksMkQmGpknnIGAMQJKOnh7Y1C7uVzXQCMZkfelRRfdnq2S9ocj9HtD5F3Hyp+kgIOHz8oScPM1S3KIDqfqfSNj4q8ao+Fiq2odoGbmHpkoMfXLqY5+z2xrQ0Q65C1JMsgmMFxqWMkXMsYwq9zYaU3EZbaaPaOKdl0HiLnWQOXQPb7y4qtFWiGCrVsSIOOyyYa1iQIzwWkdmE0naFy1YLQwwM7OXWIdr6oKxn33ptaohvYedjsdCAlqPUnT1Mn/uGxyI3Gwa6vY1XRG7TZQ2rKdRpVhDwHXnBMDLnetI3FBS+gAOxM6gnM7KLn/HGOMWHVZzHjMLQmdz9F7Rnp3FCJ2EcIS13hJQ845qSXMucl/RWYOQfz/AezDQG/psz/PgX/h6/pZs02jrGtas7IsQ+oUP5RSmMwkdnbsM14IgWJo15qcNQDjRFBY1gG2admf3fG6Q4hDzOWBjLmBkRraQcZVUxGKy2QpdFMRKoqZBsJVjBQDptUBRgt232NMgTmW804+pDa9jOVABTDh1AosFt29ZuCGQVPFPKBajBAwzFBl3+1eACzpZ+Yr3SJDWU6hPUGc4ARVNlAwnAcCUM7RUCVUY1pW5F8tLa+05k2/LwJcn7OIOBSQyi8wliSNu3GuKoMwSdQ9z0FcLVOqDaP1sHjN7H6gIn80dfu50YERXmpXl/RzJkngEftJx0DJhBRfmnKGsUMbGSUBBgg3v1gjAbeml1pj5ZhVgrFtTowQQFnKLJM6AKVqKM0wc/sXFwJ7Tsa1rCvsjHdDS5HRhB7SxoAxgSQNKjLen847KaGltJygyHNCZyUZD3BzzsB5kKqUdUPzerK3B240lPStYQ1S50/tVPsQvoqcpNi+vYMdB29fXjqCoZNxNcYScAXm/RLGqeUwKPCo7s6R0n6lDbdzxD9YXBBhrQEwHFrfZzydIOF9dJwvL3hKUOhcWCZz5RAAGqqN8mKGPmv3St+Gxhzawb6nGch/VtGCbAyD1Bwgsj1DKAiLiWijLPz8tySuUfVYMCI3LQQHc76QlgYQCamVpEXnvuznAFCWU5r/aeKZUt0/WoERkzzAjEHj/NhGKvLDBGPEJG/VDRJ6Fm27jfeLP/zC/ZEOtI2bnjHbbdM0LTZH2TRIYlY6BKa/e1jIWYzlZxTEWm3e8Lk0TenvGjUNensOTuRlIAwYuAw9IEePWiZuq9Vb08+x9E2/38dgMKC+7JWVFXrgFxcX0ev1qNdba43aYTiXl5extbWJ3E3OjY0NdJ2c2JUrV3D+nGWo7na76PcreuBnsxnpBCfJnu1FaQI0QnkWTuHXXu+gcgpoFTMERWnKxkLK3PF5pNMnhLATV9vgpzhyjK5te3eMBx9+CLszu6kubm3jyjs2oN3a2oDSaME5fCA27PfR7zho+oVz+NSnPomVFRtcDyMZM8YUxuN99Lp2YVK6DiyiidXc3ti0Y76wOCK5tb39LZK1un79XRwc7JG8V5Ik2HLQ4h//+Me4cOECLeorKyvY29une/Hmqz/FGSextru7i7fevAwA+I9+6wuQUhID/fe//30KOr70pS/hW3/ztwCAO3fu4Ny5c7QRXLt6FWtrtqVgdXUVUkrs7Fqt9BPHjmOyO6axSkVC9yMvCoL6+VTJZOxgenlG86JbdFB7GHndwGSKmDz3JgeUQGqaGozF0J0Ic8iBlGmS9OoUCcoDB7OqpjDa6bXnBlnK7Y4AIOEMtQvkNMvAOMBckFwUOYSD3uX9FNIkUFt2zJO0g8xt9CLNLdOm24xrqajnzZjAjloUBRjrULJhOpu0dJtbTJhMR07TvZqSIShrM2FqFjnpJoxV5uB2JE3BOXEPAF7LvKbj+/OqqgqzWUXcB7b/K2xkPslonSoO5nryrVZukM/TxmDmmFsNA2l12p5GFaTLfK8+gIQD02lb9s8/w9PplJ6pIs9htIFwCQ3BAuybJbaPyvfrS6PROOeqaZpWIkcaTTBDwxkpMGQsRQyKtYG2ew3bv0ZysmDEv0Gw8ftIeGnYm1b6AAAgAElEQVSWgKmEdN9tHyt9iGRtktTew8HQPrNCCPBkHmjP7R+LHYYSW7N9y55Lw0GwvdOoogKB0C09ebvv+9YgRrDrWjoZVBk4Jnz/JWMMgiloE68Tzq9oFIxU4PCBakJcDlJKpFlCvCuChR5bX8igS9TBoec8SrodHg4eOfqcIW5HZyaShzWgwNe29ATYsUFoDXInbdU34Ps2XasTP9SaEpDX9vxMeC920w14YB2HADMCmuDt4Xs5XAYx6p2lQMLDX30xRLPQUqA5NBTJS2stoVRolwpDoKAMB4dP8PJorLymc3Rtfnw4AyCg/NwTHEb4BKagrl2epNBaE0SYRX3dnmGbszDx/L0UmUCGBFUT9sMwtzg4F+DC+3N5ULTQjODaJG9JSdZ2oGSMCT0GmoX5xOw4Zqn3YxlqxycDKAp860ZByRo+vhOMES+JSFJ7m3TYW7xpYznDPe+TYYG1G5y15jMzmp4/zlgYA5EiEZyuVSEUpjhjSDkH0SQYRnOPGPq9Xw8d9V7YqRbimfZ4kXQfA4RjsrJfaFr+gR0/RuciXVzF3AkQjB2hL96+2wZcv19w/TPNrx/xa6OhjKYedGU1cdzrkADTMOCRYkpLGvDnOIc5dHxuc5vb3OY2t7nNbW5zm9vc5ja3X6J9pCvaSilw7uENIcugtY6qRqFKd1hvLSYtYoxRpu4wI6fWGiKqWqdpStXVTMZsePY8EleNqeu6lf3zcOGVtVXkeU6VZKUUsYD3Bn184hOfoMqlUor0sKfTKY4dP06ahC+++CIeesgSZx1ZW8G5c+fwk5+8AsDCQIWwnzt18gxVyOu6xuLiUsj4GY6ydNW8aWlJfjJbFRwMBhFZgIPC+yRrS68O8G9MmzEaWUM7UjCtFYTPFOkGqqqhXaVUN3XQBM5S1LLBeGwrsdvb23SOvf4Q23u7dA+0UcSWbFROFeBOkaOINHgZA3ZdxbnT6QFGEDxcRmQaBgqvvvYjgsT95JUf4tRpizbodFN8/4Xv2XNMEpw/fx5Hj1vW8Y2tTYLdP/vss7hx6ybOnTsHAPi7v/s7rK3YivP+7h6klFhasmzo3/7GN/FP/+MvAQD2Dg6wuLiIjQ1LCre8vIxP/9qvAbDs5J7UjzOGcjLFiaOW6O3q1Wv4Dz5vq+53N7Zw/OgxSAfj2t/fx9qq/e7ZbIKsk0O6+7G3v4MsC3qguzs7qBzJS1EUSN2Y53mO/X1bIZ9Opki4QN/BoJqmIuhXI6sWXFxoDsKaGUAzA+3I9TKuIV0Vtq4OkMLNf2EgmEKe+mqLIoZz7SuJfroyRlCtjOdIeI4jRywkUSGF8tlr9v+x92ZBlh3nmdiXyznnbrX3Wt3oRncDjR3EQmikocaQhpJCo5FixvNiTkgvE370w7yOX+yYp4lw2Hr0y0Q47HFYMwo9KRy2TMnUQoogKW4g2AAINLrRG7qqu6pru9tZcvFDZv6Z51Z1E6TZFDm8iUD0rap7zz0nT57M/P//W1w1W4RKr4huAIzZKFYmnTpuKBpoU6NpArw6o/EBwIsnhteqJZ4CWAw9MiCtKHHOwaSg+UKKnPpKKacuGs7LPWt+vjDt2qjkIl6bDcIt8e8pBaYlGpIobWqtYVlQD5cwiQqqthECqpSCaaKSOUsy2ZcvX8by8iKOrzjUyIOdLRzsOgrD/v4+Njc3AQCbGxu4dO4CZeazLGtlueu6JhHJpmkItq6UQlmWlEFWyfwaPhuukyPCiRkQ52jrUDQhi+zEMAOyxSfX0+JUACwwC54VVAkwxlABTQhBcPU8z8Flhu6ih7cKQfOY/vFxwPM2bz/x9igVfAcl9nSspoa2ga7DAc7pEXGH8M9PQpfRjXs245yYPqcA4ymFRtL76roGMwq5jM+yDRDOpkaWJ/QZJKJLiXevMdZ53Abqi2nTdWb/nf3dp2np97UcBryImfBrsxCCXD0Cneio7zuKukgV9CN+H36XKilzzPSzsbDkc8ygmwY23HNhERk4HNZqBO0sYxUQ2H1JpRstnJBbf4NgMH+EZzFDW6083SO36GTSIQhI1Zm1K/yJWDyQ7Os5l+DcYDraj5/z+wAppYP95wESniMPat91FA87ymmI6qfMrRvpWGbJvbfW0holpcRkFCranNxAJpMJmqahvQXnUZG8I2RrPKXVc0v3mqAJhGIgAHY6lpNrCEi2LCvARRTUSxXUQ5xT1/FeRWC3+1o6r0Roz7L2HoTOG6G6HdEenHNCgqX3lOh1nG5qMKEJX0Jw9Nl1nkCAM6cx+xz9SNXtmc+lnz1qrgxxYLiPnHMI2kd++rnk5zrQzjodZJnEzs5OS9lRNQ11YFEUh2TegcCrs7QdExxgHlvBZt5vXZTp/sY5BDiE39U56Gl8CLJMoPEQqaqq4s0rgfv33eaxMxrBGEPB9MLCAm22D0ZDXLlyBSdOu0Dv3LlzWFtzm9r9/X1keU4B27vvvhs30eppnDlzBk8/Ha3DphP3fdevX8fCgoNMnz17FltbWwRVXlpcIe5Uv9/4cw5BSEFQTcdRFKSGyBwg0183CILR7XYhGw4dFmPTwAZVRtM4qyA/aP/s//wz7PpN+oO9fezuj8B9kK+NIejq/sEuFgd96ssJFD18RSdD13OThRCoqimmpePICMkg/bX0uwUEz9D1sOODcoyJ56Bub29j+8F9hBlgbWUBW54HPxzu4tWXnYVaXStY5sYb4GD+Mnf37ebtT/DKK6/g7/7u7wAAL73yGQ+nAVaXl3Hq+ClKpuR53rIquP3JJzhz1nGYiqKg/v+Lv/gSXn31VQDO3uve5ha+9923/bh4kuDbH398Hc889RQyz9fZunefkghCcqi6RM9Dqrfvb2HNW57lMsNBog5qdYOB5+QzAKUPwKfTKYq8Swru1hiCXjc+WCTIlUDcNTADzg2Y9eru5QH2H7iEwuRgB12vLM4qDYES0MGqAsi6bswby9E0Go2HONe2gfK2bA2maFiObt+N5cYqKFoIDCA0pFeuz7KKFv5e0SHYnEvWgVqWCSx4xfl+30HKQ6CtlCKF0abhjlpBC7NGLqNtl7btzVD4jnQRUkpBCIGeH+dKKUyryJcHIm/acQUjvDJYb7nvzloLGyngChfgt+kxfjNtOWAtmqDsL0VLj0HXFQXC08mYAt9v3b2DhYU+jh07BgA4eeo4ag9V39rawrVr1wAAt2/dwt27d7HQd8Ho6uoqzTkuCRi5iinHXGuNuo48+dC/oe+Cg4TVYfMUYaU8bCysg/0FJVWRQM7DceLCD9qsCzjtA5PM+2TjKCVxGmWeQ2Q5Cj9vciHAPT+QzVXH5+1nqKV2TbNBUkpHKcsSjXbPv2QGnFvYAFHl9sjN7OxGdfZ7OWcJ15S11Hq51WC0YY1WPiH5+DB17Fj88IF2oIZxduj62ucSg60jLaxm+mr2HFhyzKDPQYrhM6/b2h3t73J7yfADo6DY9VPYf7ovTOd0OoYxDu5LtkQqWh5ai6aJnPx0bWNMQFtFAbWGTubWJLjm1u3xQvKxsZTNtEl/z/ZrSP6G00zXndmA3P0bAu1Im9RGw9rIF7da03XXtUKtGlqHhBDI8tjnWZbRfjoNtK2uySJVCMd/fNjYShNPWmtwn8Bg1kA3itZiwJC+gODxGZpMJlBKoeNV8p0lmN8zoeP7R9P3gfYq/j8bboFFmnppUaREpLuCMQRmZy4zZHlO11YnvllCCEDwmNxI7C4xMzfohHLFRfh9PM+QSLY2Asmt66QjE1uzbfb3rTnExmDbvc8/i5YnkPL4uUf9/GlaOn6lV50PLX2e3X1091hKCZk8l5+2/VwH2k888QSKIsdgMKAq78HBARYXF+mhmEwmR3bIbHaLc04bNaZVa7IEDi9SoYWHOzQhBISOg4WqRMbg4kXH0b23dZ8WlNDOnz8PALhw6SLu3r2LGzduAHBB+CuvvAIA+MEPfoArV67gzTffpO++fv06AMfDttbi7FlXbd3Z2cGpky54++Y3v+kquv78er0ebWQfPHiQLC6OQ114W6pO0QGaIILirG4k9ZlI4ilNXnqcC+ct7is8XFmowP1UFuW0Ig/eP/vzL6Pf96Js/QFG0xLw3nQH4zHOX7gEADh77glcvXoVuYwVz0HPBSdn1k/g3JkzAIAnTp/CsdVl8vrLMoGeF8PKcwGAofa2QIwbZLm7lr/75tewurqM8cRlS597/jJOnnJBwZV397Gzsw3A2aStHjsdeTBaY88Lkq0uL+Pb3/wWnnvGIQxWFpcw9qIYC/0BHjzYxc6WO876qdN47733AACLgwVMp1Pidp8/fx5bW1sAgNMnT+HSJdcHu/v7UHWNZy87rr0UOcZDV/0/trrmbOV8ZnBhYQHDoauurq6tYHv7Ps4sukq4UtEWSkgXbHW9ZVtd11heckmcchy5yswacMYwnbr7llYxGAPANC0SRltKQRooAAbG21I10xEaL3gmmAHdTqNgrILgfuHXIkGXcPKIdJ/LAdHx599BLgp0fRIJokPjjokCYCJuLHQUthqPx1FUi0twHvnD6QZBZhzTMibtHJftMCrGXwVx5pWqiUsWKrJRUC1ZKMHbHHAALRSNECiCXzzTCPl344O5IMCldJ0sVpwEyKSUkCJ6fUspI18NEjpJ9nEpKHkCADJZD6XglPRSdYnJZIKtDYfOGY720fEb5rW1NZqrXnrxRdy6dqMlupJukqSUWFx0PvO9Xo8QHW2UQEwWAH5h8/y6pgmbIN+T1lBdQFg/Zn1/ZULGRCljsMmmwCZ8MgsgL7oUXLvsdfRJFwn6hgsB6fUwrOAkNmgTv/F5m7e/7yaEOBLRF34O+4CyNKgrP2/4QDvYNBobuaCz5aUjq1f+NU/mUqvan3vYMY7apMf51yQJagMwDfCguROD0YBwPKqqPPu72Spj+nspZSvAjfske+gc24H2wxMF1loSGku5q61zCv0Q5jYYmODpbFwwaEJisqlJtM5aEzWKAHCuqCAEMBgYqr5qaMC6NYpxxCBMcnAeK+GMGeLicpP4KPtrjYiCkMCI/ZHeNxoXQc8l2MpZQ4WFBg2aRDDMWtZCXDRNEwN0LknYM8sKn/yMwpsyaDQJTe/j3q89zv2sBSWw1kJ5ZIXRGkbH5G9VlaTVY7Wm54ZlAkqFhHEDxlhS0eZ0+FBhbqEzwjrHLIyNfWSMcVo38Ag+hESM+zcNtINQaFEUkFkRRXWtiuNAtCuwnEkEjr+FBdJA1ppoc2VZO6C2aOuXhN+HnwP3urUvYu5/G5+r2RbX+yS4Tp4Ljli5D+0nHWgLHI4HAbQQPOEz6Rz3aducoz1v8zZv8zZv8zZv8zZv8zZv8zZv8/YTbD/XFW0wATCB0+tnUfsKx9b9zRbURikVrWMQ4YUMXr4+zUpQxtIpC0ZVwraxOaBjloMRneKQ6jjnSWaERejU+vo6ut0uVTGvX79O3OSXX/kMnn32WRzbdfBkYwxBjk+fPo3JdEpw64WFBYIW39vcxK1bd/C1t74JAPjd3/1d4hX86q/+Kj7++CYA4MqVK7h06Sm6ZJ1kEBljEIIRV7nbK9CMPbSUC3CeRZVJxCyS1pYgMeVkCmsN2W/5nqHvqqoKEw9J/q++8C+wsekqWd9/7100yqDwVeYTJ04Q/9kYg3IyhvZQIZgGsu+qSyuLizjmodCdbo6qmmJtaZDcD3efymqCIu9iWrpKr1IG44nr86cvX8CDB1t4+mnXL3fv3sG5865K/vrrr+I//ac/AgC89tpn0TQN7m7coet56SUHKx9PSzx57hzu3LoFwGV0h3tOddxaiwvnzuMjrzR+fO0YLvvK9F/91V/hhRdewOVnn/E//w2NmZdffgWDnuuDyaTEhReexNtvO+j42lqHVKLPrK9jfDCE8tz38+fPU0U7ZIiDEjWzFtpnY7nteu6O5xF1OvTd+/v7lIXrdrsOBREUsLUhWHF/oecem6TqS1YUpgJM4y2TgKacwHhLizyX6HQ8ZKwsARurAhYCjbc6MRBgQiLLPP+qWITseguLzgJY3sPQK9VD5EDIXosMrhYQYUlpVjE4CqhaOe2A1KIm2GdYfQi6/LDKC+dJ1VfFLGgNBp1kq6XMwQjanblnoolw8YBozkU7+84giBcfEGzBPq6uY9XKZcNjRTZ1VuCck92LtS6DG2go2hpSf63rusXtTivMJ06cQF2X6Hk+XLdXoPJj4d69ezSnjYZDvPaZV0l1NSi4Ay65bWDJ6qzRiirCMAySMwgbl6YW9N2/DroSj6pohyp2IQW90c3pJqlqJFUsxsFkAS5cB+d5TpZ2WZFD+P5nUgCMgYd1RXAiiGtftZ+3eftZaC0O7AznuA0db1DWHt3CGcCB7IhK8qxLwsPg46FaFKqV1kbqTpZlYCatKqfzozw0t6Z7rxTxY7UGl/EcZytMR0GvWzDsI8457Z+U4mX1LNS6XWkXMs6xLIF9HwUdPwpUe7jqHuf+ViVfKRhVk0uDaur2PK0NlF9EMp5Bk6aO8Loi4QoiL5sJ0Noigx0YD1XsFCkA8KQEnPKFLQ73a7xXyRzuVdkDKksbDckijU4pRdViaxlRsEIf5J3IkyZXjE7HzdVpJTnQHoQkt4gAu7bkODEzXiygPdfeNIrsNFXdYDIaY3HB9VFZlsnzwOl8jTHIsk7UP0JEyoWxm47fFLbdssCycWzRqOBJFTWliQX0mndCUr6/BAShsTiTMEYRhN5a4xTpEdficC48rbobDht3UL6K7cd8eq8Zg9KazjaNdWgPk1Sk2cxzGr9v9rkMlXvXKQ+jr/y4Ld3XpEeZRRjOzkete/gp2891oH316lVkmcT6+jqee+45AMD5J87h/R+8S8HoYDBIbkb7Zh2CKdnoZczZw7kc7Z8ffrNnF4YQ/Dy9fhl14m957tw5suz6+te/jqeffhq59/o7d+4c7ty50zpuavMTeJUnT57Ehx9+SBDMDz/8kALVM2fOYGXFBaPXr1/HF7/4RYKqP/3UMzh+/DgdtyxL6rvJcILj3sPbBdrxIbdAixuUco4ZA4l4Cc6Q+c80mePOhOs+mEwdXBzAxv1dKAB26jbQ/d6UfHwnVQkugIygMBJLXojo5IljOHPanWO3yJF3InxmOh0nvBqgP+hiPHIB5/7+DsHzjx07hsuXL+HWbQfDv3DhPG7euu7ft4tf/Uf/0H0vk/jmt7+P3/mnv+fO/+CA7sXugx30Fwb4nd/+JwCATzbuovEc+bxTwGqDX/rsGwAcT/5P//RPAQDf//738dprrxEU9sUXXyTRsffff5/G1sbGBrpFB5efehqA26yUHoK/O5zgxIkT9LkAOwaAqp6iKApK1pjEZzPLHKdn6CHux44dg/b3cTQak8BT3umh1+th58GuP75F6cXVFpYGMMbCMv/swLhg2w0GWN2AmYr6svT3lHU5lBc/K8saWk/R8bsCpQ1yTykwyGCsBPeBV2MZaSlYw8AMw+KyCxaVEWhoAecwYJAy+Gn2SKONmwbGB/JVVaGa1PRsDodDSnrVdY2TJ09GKLmUlLTLsqzl18k5I3FDpQ5zjEWe+DKGDYHMMR6PifveqIYgfCRqQs8YQ7Bt4UxCypxEatwYPBwUz24kWvxAGACMBBplnqFTJJBzFgWJjFY0zotO4fxl/ffkeY7GX/dkMqG+a5oGX/3qVzHw1I0TJ07g9GlHX1heXvbjzvX5dDptbUjSzftRnHP3Ri9iGWxjrEHcPjmvWQZF9wos2g65QDtE6JGvbSBhkUP4pE7e6aDj59esyMGEpM9oBsjcaxtwBhM2Qj/+uj9v8/YTbz8M3hihuRpl7ecqzsCFIicwGEtzjTWR8maPCLSDQBVjgLLuuQyNApCicIbZNkLaw3mm6/Vsa4uhGSDljs/swY6Ci8++/mEtz/MYxCaf09oVXrSJc0oWKDicg7NHf0+AAQORq5ye2+wUYrWJ8HDdoGkaKL++qCrRtzANOFhwf4LmkW87G2hraLJu5RmLPuNcOAYv9XNMFHAIGBbvVQp9PwTJNynfOX5GZtLvF0ORRsMYdy1N00ApkyQAGDJv6yl4BiHzKJ4rJbIi7E86yLICws/PdibQCwlpzqVLpiKefxw2vBUguuR7SDyXmJZj9LyESVkqSiAZDXo2GBz1MvaPjaLGM+uaNSmcmrkA1g8ZYy1BpZ2Ya5vzz+kZY8j9WiVmxNYEz1D4ZLgxBqUXrfU9C9IDAMhei86FqH8W8CJ67m8WyQYiScAwKF0nvPvE3s4EMbSElpbQbd11Hk4E+p7wx3u4KNvs6x/l+Q4FJsCN+6OOYWf2UMYY2ttVyed/WJtDx+dt3uZt3uZt3uZt3uZt3uZt3uZt3n6C7ee6om0Zh2Uc97a2MZq4StnayiouXnoa9zadndWtW7cILt7pdND3SrGAE3QixWVrMR27CosUTiCpnR2JYjpcSPrbaBRFo4LwkU4qvWQgwAxVmDc2NlAUBSn3FkVBirxVU2M8HqP2Qgyj0YgsvL761a/i+scfk/DbsWPHCDp+6sRpvP7aG/h+9i4Al2Xb2dnzx+9SJejixYtYXz9DlbnJdIT6nqtILS4uYnVtmQSTqklUHnbHMGiCWAR4hOQbTVW5oihwMNxF5ftk0C+w58XEGAx2dnZwx1uN3bx1B59suora5Wcv4+zZJ7Cz56qmN27coO/OOEenV6DnYUOvvvIyTvkq/AvPX8Zk5NAAC4sDSCmxsuoUq0WeRWjctMbGJ3dI6K3IJU6fcuJV165dw53bH2PRQ8573Ry7Dxx0fzwZ4pPbLqN35uw5fOELX8CHV52y8ltvvYXPfe5zAJyq8unTp/HAC56Vkym4HyOdvMCdW7fxzHPuPv7Jn/wJiZwJ4WyzNu+7fnj9tTfw//75XwAAzp45hyUvGHX75h0UWY5jK656yzlH7cWYdnZ2IDiQe0X1vf0dUpIvyxKFzFDXrh9Wjx9Dx4ufjSaTlmr+/a0HqD38fDgcIvN91dcWBwcj6teD0QGN3WB9oLzKOYxGFmBnVkM1DUzjxpe1DB1f4VS6xP7QC6PxDJlc8sraTvkZwis68z7yrAvus6CiswDhzwtZzwmgeVEwLgSEDpl4C6bTrHoF5isoQjA0dVAKHWM0GqHyUDxjNAmRCMHRNDU9twsLC/QcNU0DrRUyD8/q9XrY3wt0D4WgJiOlJDgk4Crooepb5F3wTJKrgLPmMnTfJtMpnX9ZVpRpttaCM0kQcmMUZWfrusFgIOjeuOzr1J+zomebMQHLQFZ4ymgSK7PWAlpRhX48GtKzuL+roXUD4/svFWLrdrvRstArqgdUyrVr12jeWllZwfr6Os54EcMzZ87g6tWrSFtLVGkGCg8A3R53fRwoKlrFqpZpAGNh4cayg4BGeJ9lBiGBzTMJmQf0TYFubxVgOZ0Di76OVNG2gkMwgHmaguYxY82FwrzN289Ke5Sga4pEU8qg8nNPrgRyw0mx2hpLFVXMiDbNVqF4IqhoGSerx7RqnWUZDDSs1of+9sMq8LNiUmTBNHN96bWnImfptR/VP+lnCD3jLvbQewPUdRYZOQvXnz13ajzdX3ISlGVooymNMUCCjDSqgQ1VbFVDk2NDAy5EUoVT9Np6+mMQ4LLWUP8bJmC5n7cMd+ifVPwuVLeT+5Re62w/Uv+k6IOZ36cIyEBZCi4e4aulEHGPyYK4moegpyrjM2usBaKtGRMEFbf+vtC5JtXU9PzCOQfLNt0oNGUF61X5m0ohI1HRKDAXbLTSvpCZpxTVh9eFOB6CGFlacU7el4Ju099zRvBwCO5oBQj7jmj11WjXrxkhKSwhERyCPFatDSyYnZ0zPJ2AaTq+Tirw1vj7SeiJVDAsjI2HV5rpmZ5BHAdB3AAke+Sz9GO0uq4TdE7bHjCeE2/NT1preoaa+tMLn/7EA23G2A0A54/40/9srf1vGGN/DeDNmb/9sbX2Cz/qd02nEzSN9JZIriM2ynsQgmF1xSkR/9qv/Ro++uADAO5BnvhgWgjhIbVuc2y1JmjjeHhwiI+ZXN/s9R56XxvmEfmFy0vunMKmNthEZVl2aDO/ueUg4B999BFBFc6ePYvT6+sEEeac48ED53U83B/h8uVnsbTkIOJ/8zd/g+985zsAgN/6rd+iTa0QAi+99BK2t11AOBwO6XwPDg6wv7+PJX+ep4+fwXTs/eO8DQNdf/KQa82g/UZWCI7F/gCchYVZERR958E9DPf3CCY/nJZYP+uGyuLiIibllK5Ha43cW2fBOgXIE8edivrlS5dw4rgLTs6un8LwwAeE3Q7G0wk++eQT15fLS5RIqeopJuPIrUm98Y4dW0Wnm5Oq9sbGBgXoJ0+ejMeoGmxsbND1/MZv/AZxUv/H/+EP8S//5Rfw/PPPAwDub97DYt/dU+av59aNm+5ykgX9qaeeQm+wAOODzi9+8YswfoI/ffo0jZl6WqJXdFB6rvXa2hotgLMcpVk/wsZomq0451AmLCYOhs/8ItsYQxD2RlsUgV8HjqKTY29/6K9HoPFKm5NmCiE48Vd1PcXUW18YVSGDRu7hX5YJIAR6Io9Ktky5wEeGyb9AkbsxDt4HsgLM276xrAsI/1p0YHmG8aT2n+O0sTDMbVgIdswYgtf7tKrAhTv/Xr8DLuKCyAXAfKJA1hILCwsUjPYoSef61dmnBHXKuEi0dA8Ua03UqWivczpoc34CpC58JlUMzxL/xqoqcXDg7bem0ZJvcXHxEKcxQr8kQfxhnZpwCISV0cRJM8bANDXx+kfDAwq0VV069fUmqJZq2vSVZdniigshiF5ijKEgfH9/3yWK/PO3tbVFiaeydKrm4b3GGOqDTqdDdnrl1Af4YWOkGtIGsFoARsF6qH3RKWDhFdqtU8IPATTPorK44IWz6bKRe01zueAAD5saB5k0PGgKWNoMpbDQ/9zbT3Ot/xHO6Uf9xM/IeTyeprVucUbTuaGlXcMabGy6PYE8fQwLSx0YG6xDa7IuzOFMzI0AACAASURBVEQHQftAVSWU1qhVDJjDppgxTqrFALzGh0+4Mo6yntL80ikEpH8Gp9MxOl0Zk35VA9lx827eXUInUHW0hbIxkSqznDi7wTpwVl8DiM4HR+3pZvdyTdPEuTnR7nBaNgKSIMmcKHzGGOimbim9h2OKYBUUjgMJQTQiAcr+gQM2nstwuBch7KpBU5cYeirYwf4u0VW6vQJFlifQcREThWivS8oamvuzPPZdv99Ht9tF5osamRQEqy2nbetJmQF9bxuqNPPJCTdOxqO2n3S6Nrqx5/VGOhlU7T4zshYdGQPoqmyws7tP93RlZQVdv6fK85zm2kYrKKPpc4IJNCao6ZcEkRciAxeuOAe4NY8FOhZ3biTau+xkjJFbTqMqjMdDgPm9WF0na7FsJR8cT95TCqBba7vWqrWWqTpa8cICPY9N73aLBMLuD2yjDVxY67mIqvhaKWhlCb7dNAqNHvlrc/oxVgddk0iX4lzBgEEldnHR795RrGzKD/evGRe0T4IQqOtIKeGck8c8YwJCcNKlYYxRscuNR9cvgEuOsMTxg/s9WeX3AkfFVYfov2jPcXRPgBb/P2jx0GfZjGMC7esk7fXoHHgYP58+2H8cFe03AKS7jRcB/AWAP0l+9+8B/HfJz9Mf54uyoocsk2iUwtRPPJJzDHpdjMfx0p544gkAwCeffAJr3E2uqgrb9zcpwF1aWMTuA7fQhCpfENI6ZOfADBH6neBZ8icWRdSE4MQRlVqSbdPi8hJ6vR4tNHVd00bWMjepfPaznwUA7O7uUuC7sbGBV197jQbOZz/7Wbz33g8AAKrWePBgBx9//DEA4Jd/+Vfw+uvuGEVREEebMY6PPrpK133ixHE69+Bnq5QbjHfu3ML6CWcXlmUSXEQ/uaZR0F5MbFxOMRq5IKyajnHv3gaGBy6JIAWw+8Bd997uNhZ6XbIk++3f+R0M/eT90Ucf4fqNW5hM3TEzKdF4kaiqqrC81MeSTzAwKOztuETEbWHIcqKTn0SR5Th5yiUVwCU9WHWlIERDPx8M94gjmmUZVrBMlcb9/X0KqpaXVqm/a6UhMokzT7g+KSdTfPnLXwYA/MEf/D5OnziJpnQL+aUnL0AESwbB8cbrr+MHHzoxtF/5lV+hfjz35Hns7e3h4gUnxPaVr/wtXn/1NQCOdxOCkZWVFXBwdPwC1Ss6lHHtFTkKKWi8CsGgbUAeaFgtaGHjnEdUggLAczDhub7VBBMvMmVsDIqFLJAXPWxsuQTG2tIa+TTWdeP8yv3zoRoF5QWwVNNAw5Agi7aSqoUAo+qqYRpWMMgQ/LAOWGfZv6sDluVg0nOGRQ7415ZnYDwHY17czVdpgRBYJ80Y4unKjKP05zidhop2FLHqex9MviCRF5KC8KOEbeKilGRHbRQZCj+HAJFzSRu0YB8T7qMxJvqAWwspBPlGD3oLNBbKauKFV9wxe6x3aAFJzzdd7FMBIssQA2ijCZWgtW75aA8P9qNewujAVexV8K+1NNk3TUMBctM0kEyQmI22UVByPJ3AIPL8i6JA7eechYUFrK2t4fQZl1TLsoyubTQa0ZzZX1xoX5uqyfLGaA1oRWKBnX4fxnPYMwYANnqrZnET4KzeOmCIFW0SzuGM+KeWM1iGWNFKBYJ+sdhYP7W1ft4ec7PRXXdaN5hMS3S8EKCQOSXojDGwiR6EMYYCPW05gUqUcc9F0JzQM3vS2SJESIhKKZHnOc1tFjGI7XQ6iSaGQSYypHXCR2nlfJrEx1EV8VbwEMQcbVtYMhVYe1Slzc0nAivLrkgwGY8oSZEZQfooZTkBbBTXXFhYwM6220M92NrGdHxASQvdVBD+PJqKYXywT3tTKQRVLgG0BC61NSSEuTc8wNAXP9TKCvIsQ6Y9WsdYSrhMp1PnX01BpqA1qaqnXp8nBlSP6otUYC0UMsYT1gpii24Hi4jBkuUzAdXMLW3f4yj6ScX58G9yr8InrLXo9/sYHbg9YV2VhNIEXJIkjHOlNEQnJt1DckFKZ1UWLNWklBQbcO7FPFnCb0/Om0MmQbKm9cqawG/2+ysbURwOlRCFjJkQcTKeQR5oE3EOwYIuvE8jctOZ1pQoEEL4goWh/qM7agza9XWDdCmYTfanQXK7sJAI/bUKROJIbvbs8cPrcHw3BpPEANqBdip6mxYObWr7luwrYN3xUsHo0LdafXr02k880LbWbqU/M8b+DYBrAP4m+fXEWrv5k/7ueZu3eZu3eZu3eXv8bb7Wz9u8zdu8zdu8Pbo9Vo42YywH8AcA/tC201u/zxj7AwD3APwZgH9rrR0+4jgFgFSOciH9ewqb1U2Fg9E4cotziROeA7m+vo7NDVeV2919gLW1NaoC7u/vEkQ0ZDKPhBLMQBUCTCm8L4WJChF5Erk1hzgloR0cHBBkemllGceOHcNdz2NeW1sjePLq6io2Nzdx7tw5AMD29jbOnnXVVcEktra28fTTT/vr2acszJNPPknHOHHiBBgDVbSFEFTJNca0OLv1tMLB0CEFrNaQeU6Zac7gbG4AdLIMTcdnIbMBThx/HsGtZ7j/AN/6pvvu7c0SL77xGs5fdDDRP/3ilwFZ+Puxi0Ybgvns7j+g/jm23MPq0hLWVl2Vc3V5kaqfggGNh7xa3aDo9inbVZUlVSqVUi0obpZwfJ555jKEEAQJ73a7pJydKin3BgtgjNE42X2wg9/7p7/rrlsW2N/bI/7Gg+1tPPOUs/C6fuMGOJdUcTtx4gSWVx3C4ObtW/je976PkYdb80zi4sWL7jUYQbP6eQfT8Zi+OxOSlEJzb+0QmoO9hes2sGDIiqCYzKE8UkBr46Ax3GX5lGaY1oHXWkD5m511utBgKCuPDtAakiqaOap6irH/PmYMhD8vLnKn2OmrkIIJguVaONgVAHDGwBmDDhV0kaMnPXScFTBCAh5+blgBZnxVg3EAFjrhkwUOkdUGStfQ/npcNjP0yQg7uy5GuH9vC+PxOHJ/u/0IQRMCWg8Sa5V25rRl12FVUm2J94JUQFlQXc0ilJBxaJioGqs1VbQDPDFkubvdPlULlFIoigiprioJa9x81zTjI79/9ufAaTyq0hMyuiH761Au0elAqZo42haaNDCCfR/g4XXEq5uBUArRymwrpbCxsQHAwejSOXRxcZHux/LyMgZes6DRIRvu+67JKLuvGwWb/E0UBThLqvyCE0qTcU6UBc4ycN5DVGRNMt4MsaLi76W2HkmBeJ2/SNDxtP201vp5ezzNFc7cHDucVMiz6ASQFzmscs9101Rk3akbBWNNlEYwlni/TBjnCoFQBT7s+JLafZE6s55xa5CxgiqEaOnhCJEfWUkO3/VpOZ0PVTAW7NC66pqrfomkOtnijv+QqnbgW1vLqOLv9pHuc02toVTVshYLaMj7m/egmxI5DwiyCqW3S62bEqpSVHETjMHOcL1pLbMG77z9fQBAb9DHop9X62mN6WiKJY+AXFtZQdfvOZYXF1GruM4BEX5e1RPkeQ4hIhqI6FJpf9h2P1sLum4GAS4yQg5lWRah0ZahU3RAlWrGW6QPAxY57ixwjwPH1s/hBtBgZFHGZ85Na01jLecMjUdXDvd2sb19H2dPOwTAwmAQ4w1tCcothDqE1EgdSzg3BFV3JxRdRERSUS0TdF3QCaF1RYO0bGCYu9/++DJPdJN4XF8brVvWWYwxgnZzIbytmX+uGCP6HZPcr+2+MmwtKZS7ce4vwwbYePq3wOtngIm89UdWtPXRquNSsCPRhOF4aVNKtX531PeFz6fUGcPa9nT0Pv9zK/4Tse8+bXvcYmj/HMAygP81+d3/AeBjAJtwULN/B+AzAH7zEcf5bwH897O/7HS7yLIMmxt3CV60suQghcFnkDFL8Jb3338fJ084EadXXn4Zt2/ewmTkJorVlRWksvaMMYIBOi84S8dLmxAsIC08xDx44qEFszEMWFjwUFkvtHHq1CkAjr8UJtLgOxcWmps3b+LkSWdfVVUVnnv+eYJe7+3t4fXXnWUUsxyvvPIK3n//fQAOZhlswXZ2dvDGG2/QOR8cHJANWJ7nJMbU6/VQliVBNQuZk6e2EAwy4+A2gVJ5XlXRySCDZgUMxuMhtrwo2HD/AWoPcxqND/Dee1fwwXUnirS9c4BR5fp86/4mJuMhMr+ASA6cOO4C6xdfeA4cGqs+0B70e+h7+zOlayjPVdW6Qb/fx9BbeE2mFfHB9/b2MJ7E/d3i4gAn1txYuPXxDYzHYwqo8zynPh90B1hZdIvOifV1NADxhl5++WVcu/qRu27DcO3aNfz6f+EoiVeuXMH+7p6/Nw5K/OSTTwIAvvaNb+DXP/+PAQC3b9/GpaefxsaGK/r8yi9/jr77B++9j37XJSV6nS503qDjLYWQwJajn2n0+QxjXhkOIZmDggOA5bAINhgGYNHcwTCGcISs6JJVlswKDIcTyDzwsSzxUxhnUMbZabmDJMGbBYzlUP67LecIQGMLGZ8p4Tl6weKJ51DCJ70g4SBJntutWVxgrQVjBkO/2Ie+dqehYJoadeWFwKoaygfaBhWGQ3cPJ9MxjNXoETwxp83cZDJyPGMboZLheeaem5VOwAHmnQkBndhVyWQjmWU58Zyscf2VconIdYozz3UK3MUpfffq6irKaoKDg33/t3j9Rd6FClwsv+gfyUGES26ExE2tGqgmBvJKxIVHNVHwzOoGZTlBpV2/VnWd0EmaRJSthuVxeUmhl7PJSmstUTU45xiPx6QhUdc1aVJ0u13IACmVxicEIuQ0WqkpQJv2ok2cNA7IuAFy9l5xA53lHdoAAYw2bAwpUC7cc0M/h8sR7HEvqT+z7bGu9Y+r/axwqf/+G4f2geNoWiMTYyx4Ck03y2LSra6TQNvRZUKAYy2LomnaIrOpKFh8HhnagVg6N0gpMRqNYqGkE4NuZ2vlXk+mFTLLwb0l4VGB9VEB78P4nLOvgfZGuj3Xh0AtDR7acPrZpAL9yxgOhgfhqNB+HR2Pp6QBURQFrLVUHPn42jVc/cBRBD98713s7jwA998nGCBYnNuCxsrstVrr1vlZSC8AiCwGQovLS3j++efx2muOvjbo9TAcu7l+de14i7cukj1I+D6dwo6ToCZCcf05JDDuyTTy5jud6EOdQn2zouv2p4kA1Wy/pr9PYcBBVEvDQliL8OXaheH+fRpGtxPRYV3b29vDztY2FQyOryzC6pBwb8OHtdbgAYbNkz729IiwRQvCyeF83djyFIBGJ3sjJ7wZeP3SGCh/77mygcEFcIac84SixhOagIXWCaeYRcEzCwet14ndWvhckTnKCHlmJ8+UtoaCd2tnhAMxw4/mKuGOtIUIW2KnLZpbDOTB+YwF2aOTZg8rLqTJfs45ZJLIUXZWKycUUNzxwh4kDbS1waduj3tX8F8D+DNr7d3wC2vtv0/+foUxdhXAtxhjr1lrv/OQ4/w7AH+Y/LwA4M5D3jtv8zZv8zZv8zZvP702X+vnbd7mbd7mbd5m2mMLtBlj5wH8BoB/8UPe+h0ADYCn/etDzVpbASA8RchKfP7zn0e328X33n4bH37olMWHB2OsHVtB7rHL29v3SaBqaXmAA19lnI6HWF8/ReI9e7vREinAT1Nj+4dlz2arWuF34WcS9eAMwwP33aPJGMYYrK87wZ8nn3wSe17MbVqV6Pf7pDo+mUzwla98BQBw6dIlKK3JWumdd95ByIK98vKr+MY3vkFV8hdeeIFE4O7fv48PvPL6iy++CCAqR+7v79N3r6ys4NixY1ThHnR72Nve9ddioVRNGVNjbYTPWIPKVw6rcoKynGLsK4bGaCwvumzQ8vIiNjbv4vadmwCAj+7so/FDUHthpNB3/W5BGcTvfutb+Me//ia6PnutlILxYl/VZBzVkUcjLK3UuHfPWWUJ2cHioquCnzx50gngPXD9ure3Q+rkL7/8EnZ3d6n6rZSiDJZSCqUfP1evXsPS2jEIfx43b94k6NTK6RX89m//Nj563/Xz2fUzhBrQ1uDZZ57HvheP293dxZf/1t3Tsizx3AunsLhY+XN5GVNvVbe1tYWzfowMii66RSeqjxpO1YMAxQ0CYEbGbDK4AOOSYOACIBVRxiVqXUOFajQTyHL3DMi8IBh/pTQmZY3+wMHLLGKC0jQKIsuRZa7SblQN5e+HahpISORdJ+ZnrY5COkBUfpYCLM/AswC9LmC94BmzmVMJDdfGOEJGmhlfZwwQLOHEEAFA8gw2y6C8kJnKM2gv8DKcRvVPRx2J1RWZiUQt1UGxSLk8oYJksmhBwxi30GUinpJUb7OE2pJCEZuZ6gebmVdmIVABAmeMs0QrvL1bp9OjcVFVVet8Z4WG6Psth2VAkbtjZFpBq+T5KvJ4DYgwqyITGI8zDP3w0qZB3US18hQGb7gkhEFanZiFdkopae7NvQJueP56vV60KWkaTD2sLu933Swd5mUpEls20aqgaaXAw5iXAkJKGnsmdrGDucksVc1pieXE1/4eJdXrh0HZfhHaT2Otn7fH34Lib20spmVFdKZCMKJlzFa0hRBke2dMrDtZpXwFKUDHNR7V0irU/v4+IWPyotuygiJIsK+msuRzszDyoypfqXBZeM/DYN+Wx/HHWsggj3hMDq/U0XPb7BwOxqjCyjhHWbq1cjweo9OLc97e3gHee+89AMDX3/pb3N901Jqd+/egmtqLOgKZ4LQv6hYd5/hhI2S71RczYmKhj0fTCSEIRCaxs72L4b7bq7z44os44RF2daMhchEpkFlcbwtPAQzHlInaeUvdOel3/4IqtJa5lT3C2xlZKDrBsTaMPyApjN+pp9D+MElr2GTMuDU09L9FG/KfZTmGHuFaj8cYeeSB0QoWGsrbkJVl6dT34WD+YZ9krRPN4jqi2cI+Oy/c2huqw6kCvMd4EITeGEPK8QIJbNwfUwXaHrO0D5MmQWwBkCIKGEoDMGtIvVtbgHn4ObNoqeRrnVRzYX2fpdXkpI8R75vf0fn38EOCrDbEVDMQbc45pKcbgEWEBINtVbHDtc++nv13ljY3iyxJ47h0LuD26PkiHCOlB/84K9LjrGj/KwD3AfxfP+R9LwDIAGz8qF9w/uIF9Pt9XLx4Ed/4u68DAL777e9gd3cX0k8qWZah5zeko9EImX9Yla6xublJll6LC+fI57Xbd5u+1iSZwITSAXAkNJNH+IkMMF3OaPM4rUrs7e3hxo0bABwPOyhMnjp1CqdOnYKykb8YAmalFM6dO0cqjb/0S7+EK1fcZNwt+jh75hwKD+/tJyrFVVXRd1+9ehVnzqzTdff7kdOc5xL9fp8mh08++QTac0CqbAoDkB8zEzzCPYWgAMpag/tbm7j2gTuvoiOxuujgqWfPnsHXv/ZV3L59398DgZ7nBslBH7s722j8gsUzicuey73U7yLPJZaXl3x/rWBxwR1znCd+ioJhdLCHCxfc57a2dwh+NRqxll/58eNrRDfY3d1FXTfoeY/n6XSKpomWRWMPnbp+6yYuZTm2913y4aVnn0fPc6gXFxcxnU6pT7a2tvD88y8AADbv33P8pcpNmG+++Sa2va3c2toaJpMJFj08/caNG7BN4NZfpKTKUn8BRits33cUg0En0hillBBZ5OcIzjAeu4XSigycZ2jC4gWAe5y/AdDUJVl1MZGh6Lo+sEygO3DXtrd/AAuBXkg+1A1BjaTMIQUINq0tABmicAYuQHwgKTklscAZ4BdjluWQWUawJ8kzSO6Vvy2DAU8URnkrOAKiF7SQDBnZeTnlaVX7zaMQUB7udX9nSokaLhwn6uAgwBMr9PyGJ88L9Hq9JFCNariZbPPijVXET9amaU386RyRwpKUMofgTEjmGW4jFL7T6dHxy7KEtVFds9Pp0CZAKUXBZwiyY1IhSQxAkMOBu98AJ7cEAZNwvLSKcD3BLIxRqPwzIUpxeDOJOBfSxiL1UmUMXEoQQ4pz8KBZwTmUMWgS2FuAauV5jq5PoI6qSUt1liMmQJnkxA115xKtuWSeOcqLH3sWDjYGuL52SR3/s4njNfX45N5bU6QqqzPJ2V+w9tjX+sfVHlcg/yh4489ks9G6R/AMyloMxz74gkLuN+1Ma+dTD8A0DRhA7hrWxufccg1tkv5NuuNIDQgR6ScHBweHaFHhc7lXQtcGSEP3owLmR0HHj9q0p0lPay0MS/R2WGop5I9zBAzbWtuC2B5VpImUnLhOdDqdaFG7sYG33voaOZq89873aD+7tNDHseUldP1aqZuK5melFEyjKBhSyVozey7g8Xp6RadlT3b75i2iHd6+fRu/9A/+AQDg+Zc/gxNrJ+h4w9EuCr+X6HSzlgYOrG6tgel5tPrfWtrP1rWzh6QEbB5h5IwJVFUFxh++1qStBR1/yLhwc3o8n0Y1pG2TQuKNMVB1Q1aVUkoaz8GuLLTU9cN91gfTzIAxQUFr0zS0x2SMQVhBexKXvAK95jwpNJioiaCthcgidcIka5TljJ5LKSU4cjR1SLLHZ88oDd3UMQnOGCWlYx/EpAXZWCLy/7knVsV+SJ+twHUOv9MUXzh6bqJZk9hpapjohe6T5kclxI6iabRg60lrwdSJbhkh7ekx4thyvwsFWZ7sVaq/Tx9tAGAuNfqvAPxv1lqV/P4SgN8H8H8D2AbwPID/CcB3AXz1R/2er3/96+h0Cjx18SI+97nPAQCeungBX/nKV3DtqqsscgDKZ1MzWZBXLIOza7p1x1U1l5cXcfmZZwGAKp0z15T8FDdTgsW/cRsm4PiZMDFYa8G96M7i4gBNozEauYzZwcEBcaFPDdfRVCXe/NV/BAC4cuUd3L7tzmd1dRnWGIz95568cIkyUUI4q4UQ6KVcmsXFRbKyKooCWmsKQI0xJITRNBqbm5uUQet3C+Te208yjqqqUDehWqlRTuN3x4xYg/VTJwEvnnLv3iZ+8KHjlG9u3sUPPriOousmh2mdYTRyi3kuOTp5gVy4e7V+6gSOr7igWKsK586u4+QJN8lLLuj89w8OaJEYLC6i31/CtheWK5sG0ouAScZRVhNMd1wAKjOBwSAGxaPRiCr5glviXAnBcfasqyr3F/tYPXES5847Abob1z+mJM7GzRu4dOEiXnzJ+Whv3buPrftuP9nr9HDj5nWce/JJAMCdO3ewvOiSBidOnMBwOMZnXn4VAPDVr7xF4+nlF1+iaj0HsNQfOL9NAFbwaOPhq64i8/eKc4gsJEFyKCuhan89QKzuWQtlOAUanOfoeFG7Ril0uu4YO7t3MVhYQZbFwCIsSJ2+s5aqghgaGKRPAuR5jqap6L39hWXHCwdgwKkSwvMMMisg/SYq4xmkj6aF4S7QDpwihpYXtSsr+Gxj8ohqbdHUFUqfqZ9Mx6QVoI3FYMElNgaDVVRVRf1srUW3cNfd6/XI89EdX7YCuHSzqLWmxJaxit4nuDv3MOcbo6B1DD5ZUq0/JLxjObQPfm3T0P3OsgxlrTAdu+updRl9tJeXMPJoEsZlq+IkhCChGWYBy5JA0salkDGXBKHKuMxiVVnmkDKP/qyMwQbRG+dh4q5Fm9Z1pwmFTAh08hyDXrTtCRZ9ggG5FCi8/kMuZURqKIXaJxS0UgCPx7Rc0qLIvCcm/Q08WrBkBXiWVLTdydH9ZDZm7Q2zrQAhNO0X6JB8NSzyNX/R2k9rrZ+3x9/o+SwKMKMIrYVmggW/Zhfckl+99sJYQQyRxT8BIloCAe75oH2zD0yjtgNQh2p6XePBgweovLWSMYY2uSKvkPlEMOcc06qG6BzefB+qTH9KTmeLS5xcHwDomUA7BNRHHQMP+e4QaDd+gz6t6pZ/9a07jnXxl3/5l/jrv/4yFX6eeOIJaC9gKn0vhqRrU01hfadnXLhgzl8CM7aVjbCCEWqBg1NBaTKZxH1klmFxUVKff/D+h7h10wXdv6cNPrfwOdovVlXlvgOAzFz/hPXSaNOyV6L9c+i7qIqW2IVFH26gjSADF26t9QMqSpqFllR+ebT0MhYUsBkf7qWBdqzC2lbiI8sySgCkCDHA7QvqaUikVLSfkvAc7UQAjfRvjAFncXy5QLuh4xoYqmjnRXEo0E6PQwkqYyDzYJd6WOyLAtjM2YwVKqAOG+gj7EDD99GY92POJEKiaaJDsCDM5G3GAsTDxmtxO9f2vSJxXCEgeOzX6CMfgvDDSbpwbSmfevZ5n/1bDOST8eS+JBkL6a9TIWz3nhYaL0l6fNr2uCravwHgHID/Zeb3NYDPA/jXAAYAbsNlwf+t/WHYonmbt3mbt3mbt3n7WWrztX7e5m3e5m3e5u0h7bEE2tbaPwcOp/ittbcBvPmT+p6Nux8jzzPs7W7i7oarOl66cBH/5Hd+Ex99dAEAcOWd75FKd7fokGozYxZgjKpE+9Maex86BenlQR91Ge0ViqKA9JVEYwyMtq3q0/KCq7xOxQRlVVEmbDweE/8ZQqLnVTyHkyHyPMPq2nH3JyYgKUtice2DD3D6uKvePrl+Bgse0nzx4gVYMHzne47e9tHVD/Dcs85CihmD0cEebt1we5hutxsrbI3Ciq+gLi4uomkaSF/lqqcV7o2c4nVd12AMxP1sphJN7bLaHAaDQQ/Kc7H7/T4mkx3flwzDoXtfr+fskALcXWuLb377bQCA0jm29g1OnnGw9WqsUe27Sru1Gp2cQ/g92Hh3F/fhCyS2ga0uY/+BUyJWdYVR6SqVw/EUS2vuXkwwwf2rt/DkufMAANkVeHDffaZT5MgYIERQVLfY3rgJADhz5hSOv/A0tndcJfzO3Q1kubsfT5x9wsFJ4eFRjGHoq+lLhcTKkqcD5AK9guPeJ+6YKX/7+PETOHX6DIyHeF394Af4/G/+ljv+6TO41dzFd7/5XQDA+fVzxN0HDAZ+zNR1hf3xCLW3FNodHUB03TizIoPhAhPPbLTGoihcdV4bi0xIiCLqBhiC+TMMFhbR6UZeLdkzpG/cfwAAIABJREFUaY2dPQeRP3biODqdDlX58wLoer72pG7AmETedZnVXiHQCUr7qkQ5HGI8CVncMkLqhEDu+dPdPIPMc+Jc6brBoAhwcOm4T407RtU0pNzJMwkpJCal62elK5R+XJTVGI2aEnTLIto+GN4hfq2UOYS0KDpx719k0XYmzYhKIRP1cPe3kJ11vP5F/7pG5SkQtTZoJmVSXQXC1Ogg77xdSU5eG8YJO8NFhtrzJJtaYVpXKL2uwbgcQ/lnvTENLvjxvz8aoiobGB5s1CzZz2VCQGYZJr7K7zLs7nhWu6x54/82rSvUHuY2LStMyhpjTymZVgplFSCghpQ4DTiqWoGHvmMSuUeXdIsOekWB3FeVcwAD36+DosBip4OBdxXoJhl7rTTZ/1hTeXRErKZL6d+bcUiZgfvqSCEzmNCTjMMwDhaU8FmwiQOYNA4emMAaqWplTITB+bWDMAAsWtTM8sr+c28/rbV+3h5/C89qzgWMNai9nSMUkIeqXkciABcaw8EsJzSHQ3r4eU4DsJb+5nSDw3quYIyO1nyaofEV1brR2N3dhfafm1YNMs8VZ3KCziDY+ylMqxIBb2RY1FsIr3Vi43TE1fp/29XnyEE10CbSc9pVa/qAe6cxCe/X2WmGJhDVpA3jEBDk1lIPR7SeAMANv0/9qy99CVevXiXr1mo6oQqk5QyFEBAyaIAI1H4daLRytKeHVNo5GCmpc87J2WFpaYnOY380RNM0VGWeTqfY9Jo3//t/+A/o9Xp45dWX3fU0BqITqpAc0/GE6EeuUv+QudBGeo41DCHvFqr7gYNcJ7oeUkh0Oh2U0+rw8R7VmKVKK3PlbCCg0mxb2brXyzEJTh7lkM5rYWEBy6srtK9XdYPC759LZsE8UhWKo+EckqhyEjpFOjBDFEttGnJBYTyDRqRISJlF/RruaU828tYbvwc01iZyURZI1yirI78dApZzCI/UA6sQxOk1U87yLMDMc0HP7EE1hQCD5QkqI6G2hbI7YxwaitAG7jpSa7fI0bbWkp6To+IxwO/FWPos0mfhURCgZ8xY23oNw2CCtVhjoP38ZDVgoMHJ6QbRblA6KL85gkpC1we3N5jllIdnSLY/8sj2c+1FMhodIMsycM5w754LFpuqwsmTJ3HhwpMAgBdffAF//Zd/CcCJgt3fdJNGXdUoioJE06y10H6QTicVznuvagD4+OOPCeZx+vRpWGsJ1nP8+PGWKJXgHCpAQjhH108epYrWNwsLC1joDwiCw5SJMBLOsbgwwJ9/8f8BALzxxhvI/CT47W9/G4PBAGsrzs/v5OlTGE+DYEkfS0vLBI2YTCY0WE6ePEkTaVVVOH/+PH1fVVUtzkSe5wTF7hQS5dgF08PhLlRTwnhI+GSksO0tydbW1vDs066/373yA3CR4ePrNwAA71x5FwsepruxeQ+feeVVfPPtdwAA62cuYDQM1lwT6JpDMC8ewYEL5909uHD+LIqcE5RlWo7R9bDmxZVjKDx3uFFAd7HEwdhNlrkUyIsg4sTQKTKsLDrOM2cWHT/6p+N93BoNSSTslZdfwj1vT/bOle8RL/2zn/0sblz/mDwHmbH42hXnRQljcebsaRzzHKYXnr9MCZ7Ne59gMpng/KWn3D19/TV0Ou5+XP3gA3ztG9/Gr/1DZ/fVybs0UetZKJCIliOGRy6NAQNjGehxZiC/RgYDlmVtUacA52UaxoCgzEoZ9BdcXxbdDo0Law2Uagg6zixH5YMwQMDAEtRsMq4AH7DBKEhoWgw2tjZx/LhLLq0uLZEIysbdOxiNp+h03D1dGCxBZVN/3zrI806c1G0yCVp3PcTRtwLCc9c6ugONBrTYs2jD0etOUftAsa5rWGOQ55Hz3nh48rQqcdz7nQOAFIkQjOSHIEUsWHDInKCTZJfhFyGRWEsFmFwMtNsWGSyBwGkVxVMaD/cKOg4m5TQbjY8+duNudXUVvcECJQMOqglpNRhw7A9HBFGrlUJTR563UTq5p1FwsJxMMJmW9Leq0XQf3TCKG1jOInxQCo7Mb06KPEMnk+j5e5Ulr7uZRCY5if0IWErApDhADhcQB1gbTFvYxiTwRA7Q5peBA5YT3N2faXjh26cruKYc8fT1vD2GxizRTh7Gx3SvD390dhPV/vnTc+ofF+/6R+WJ/yjn8Sg7q/RnDoCFhBkMGAOyLISxCnsTN/ccTEoEE0gpJcqpQuY1ICWPc1uPczCtoLwX8bG1Dg723RsfDB8glxmWV7y4pjY42HNr9nvvvYdr127i6eccBUtpYBzEbNcyTLx42LSsXVLfQ1kN4v4NxvNmeYB/ZokWhbc8DBvupoEO2ho6QomFkFjpL4AFF8BUj8PDd8N87CC7LfBpi7ZCNkDaQlmdQOEzWt83Nzfxx3/8HwEAd+/cxvJgABOExcDQ82ujNQajgxGEP89er4cFr6ViGg/l9/ennE4peC38v0GbYjSKQX5ZlpSk4EJAWAsVAtwsw/GTbk9z584n+I9/9Ed48YXnAAArS8vY3XPFielEYHHQQ9evo9PxJK5zXFKgVTWN9zoOayCH0pF26PbzwacYZFWppxoN5+j2vc0SOPW/VRZWRpEzowwqvy9uqpJS2YXMIBlHnnh9BxvgcjzB1CjaJ2Q5h/HJ8ka7WGHfF4WWB330/VqW24rWTViLfhH3Efu7e1D+Pi0sLboxGPSbmIY2bu/LtESvB3R8IFxVE0jjztHmXYAJWH/OPAP8nYRgGksLC+6adeUKUsaPGd6FzL1NGgSUthBFsFltIOGeI8MkGM/BfD9zoylZYoyBgUFI9+d5jtxTAxhjtOdomroF+XetLRCNZG9TqSCeqlDXGkr5QFskHOpEaFRrC41oSaYS5oGyAIylpFouRML/DwG71w8CI6oDtPU8c9B5Eq1CtHW33D1xc4QQAhnpEHz6efsXUrll3uZt3uZt3uZt3uZt3uZt3uZt3ubtcbWf64r2zu4eMikxmUypCru3s4eDgyEp+p05cwb//J/9lwCAt99+G++8/T0ATmm6qiqMPOTZWouuF3GqVINr169TNnDJK1UDwMFwiLqu0fWiY9oYyv4JKcGFoOpPlmXoh2rr8IAqXoPBAN1Ol6rPeWIpVOQ5VldXKdO5vr6Osx6GfW97C0IIVL6yu7y8jFMn3XXnsou6ilCb3upqC+ZKasmrq/joo4+wtOSg5AsLC5RtOTg4wGQ0Al91FfNBf4n6lUHh3t27eOCFxtZPn8SaFyu7v7mBd79/BQBw7tx5jIb7eOftbwMAtnZ2cf+Bg89v3LuPxYVlDHqunz/55Aakt4XodjpgzRQ9D4deP30SS15ZfDTcBzMFiiDMpkQiyNLg3oYTEZmUztqo489Za6Djs3rTyQhNyWD9MSbjIUqvzD0cDnH8+HHs7Dio9O5whGnpsm5nnzhP9/P+/fs4ffo0Drzq+LUPr+KJJ84AAF5+6SXcvn0Tayveyko3JNh28+ZNHFsr0V1wGfzzTz6FrV13jP39A0gpSQ293x/QfZuWDWXpDSwkj+PE8qj2zIQT1AoQWGNnlKyZhKFCo0ZIB1rNYWy7Ehj0LIosg/VjaTwZQzUVEKDqGhhOpr6vxk7BMcCaqxLaQ7mZNeh3c/R7Hf85g+37DlGyv7uHzFtL5Z0OlheXCC6lVY2JjpAekUlkMgiSSBKjcEJfAiZAwZhFh4d8bxfaahjrM+I6Cp0sdlYIpVDXpa84h6q+Ivh5VVUtFcu0gs15W3zEGE2Z8yyTkDxaUpWlIvVtziWKImTU3X2ixGhy3wAnxsV8dr9syiTzr2Ol3J9zyO4r3VDFRCmF5aU1UmWHlYnoWwkmOCmpNnWsUtd1jaaqyfJlNNynz1XTCSajMUqvSNyUFSF6GECZZsaYy/76qlKR5+j68dPr9dDv9+hZ72SShAm73Q6KoqD5inOeQLQd/M59l4CGRrCyiSI7iVjKpxQrIZueqGM5bz+j7VHV7Hn7/9dCTzLLHVQ1iBwy6egSSDEiDipuLIuVHQvkSSVLME7Pv2qmMDbQPpxrhQk2V+CE9tsbjpAVXcggXijzaP+T2CMBHhpO4poJUNla5yDg36uNIaiDYBJgyZwCxDnE8oeOp0ehImYREi0hRsaIeqato/gFWLy1lubtL33pS7hz67a/TI5OnpODhqkajL04HAOQy4zUvh2tKny/iBU7hLU/+S5rIMLl8Vglr1TTQjO1ri2ZV0+fPo2NO5/gra+8BQB489c+R7Ze1ipoZcmhhbF2/xxGYbRtmAB4WHVGkO2j+jiME845/HLo1kFuDolgAQCzmuzowveSmCprnwfg1m4A4MJifODG6/b2fWxvb2NtZcWfg0In82uxKoHgymE5wATRUZ1Apx/jNthf+n42OoqMcQ1jagQRa44IHWdcoLFA5fcrBkA3iMYWOUHRvbws7YuNUbE/GIe2gA7uAMwSnQwsAxMKNlCpSDIOLnZJ3E2yzInWAr4CHJCdjEE1JcITOIvMA9r3MlX0ZmA0Vtx+yL/mllAnyhpwK2J/zby23IIHAdNwHwAHJ7dRSI4bBu0RBdxwWB4FTR92ro/63Y/Sfq4Dbes3uqSOCQDGYjKZkIfxYDDAyWMOrvraa6/h0oWLAIC33noL3/rWtyhw6fV6BAmuJxMI2EQVs4lw6k4HWZYRlCDdfAfP3fBzURTE65jWFfEjpZRuE+/vXX95JbENkhgMBnjhBWcNVdc1QXgX+wP0Fxdw/cbHAJx6dc+rcJ48vu7g4n5w9gddNI0bRJPpCHnmApCFxT6eeeYZgvxsbm6irNymuci76A+6dP4PtrYB7Tbf4+EuYIAnzzv+Z11O8fW33IR769Yt8u8uxxNACDz/3DP+PBbx7gcfAgC+/fbb+PCDGwSF///Ye7MnSZL7TOxz9zjzrPvos/qYnpkGGgdJ3MAaVzRxqRdBpA6uad/1IpNpX2QmmR70xj9AK9OunkWZVibbpchdymhrAGUABvdgBjOYe/qsvuquyjsjwg89uPvPI6u7BzPgjJHDTTcDJruyKjLSI8L9d3xHFgukDtodQSGKElw4Yz0br1zawtqqXdiq6QTr66tUHGCRCFDiOPHxAGIu0O60CA7ElISnz4yHA2hZwUhb+Dg5PKDre/HiRbQXFrFxzn63rNFEr2/nRHNBlletVgvNRKAYW9X3b3zza5ScZFmC8+fPYfeRpTAsLy+irOx7a2sruHL5Ku3n6+urOBlaGNLly1s4d2GLYHRp0gz8qClqHo02SfN+1dJo4tUwHjkLLQ8XB3xIpMEhtcLT1gmfDBntF0aNgfOOZDzc/6oqoRnD1MGLyrIkj9UsyaFRU9WGIZV/XZUYygkmbr7KaUHFq0bDzMBzEsYIlpTEGWThId/G8nK92qUJ6qKaGQiAOG+MB4VMYwSMluT7XhQFfZ9M5PRctloNGGNQuud5MpmQA0Cz2cSoH7haMME7vixtAu43/rIskLliQBRzCActk9LMJMVREuCVmvxD/TzomUzP1OxApCpryuVPWqXUk25/jqPRCDAifFcHu7PzUYFpBV2zEfTfZTqdophMMRzaQlS/36fEuiymmEwmdN8rpWirsjZm7h40CjE4YjeXWZah5VRuO80GWs2ceNhxEqHtIHBpmqKZhURbCEEFSsUNuKGKkU2MPTeScRgfSIABNaV6PQdu/b0Y8yT7kx1EoXDaB4YCZ5A7gQCDx1OrqgIzAPeZS2Tt/wAX9vPI7tUAJsWY4hilNIyRiLkvOGqChx8eHCPPc/A42PHFLrGow7eB2eCXw5AVInOFtsDx1LW9Rs8mwibATjUL1AMqsD5l33zCJupUInn6vqx7CgPBKsgYg2MHmf/Lv/xLilmXl5fJRQYAdFlR0RPGoN1u0/qotKLkOhYRpApK6VxEtB5rbRwP3q2JykC4ZEvJAiNfOK0qW9iOAxTYw+IbjQYePLiP733vewCA51+4QjFZHNsCgz/PZjMPyW6dYkNzFeKaOn/3dHJNcwdrNyndPs05h9GBB8xPBTh1iydG9DGb1D39ujk/ZxdnJCKi+864fd/HLowxVFWIhabuvpZgEIzR3s9EPYlkzpnEFcSlpDjGMIFKBspaM8+JzlfpCpIrQHiaVVzbGzlO60pSHKBKmMr52wsGY2bh0ESlEAJMC2jfiTGCuNJRFEGrWsFKqRkKXum+d1WVM44vT01Ka+/PeFmzcF5PWCUj/Nxo9sTzX/+8cK/NWr2dViOv26zWPb1nlcafHS98WDeD0+NTnWjneQNxbKtG/ubzsvkU2EYRdnZs8vOd73wHzz9nxcO++tWvYmtrC3/t+Nv37t1DxwV7C4uLqMoyBJ6VRKlsMh/HsQ0au7YDORwOaSGKwcCiGBCh6xg5YbFWu4uif+SOYbmkLSdy1u40g2edNogYIF2VbG9vB9PSVwkZPnPjBi5etB3uUlbYc2Jf/f4JVpdX0Gza7zCdjklUottuWZ4rbGfvYH832DOlMZoN+104jzAeD3H/3jYA4PhwF2tL9r1rz11CmiQ4dgIao9EAv/3F3wIAfO0rXya++eHhIfYPjyBcQvjyL17B2G2ix/u7WFnOMZrYeTVGYDS03e6cA1dfvIrrz12y85UnEG4DX91cxXg8IhuL8XiMyr23sLKCyPGCBBSmwx6JLBldQbhKXRZzaBFTcB+trFDnOMkb2N3dRZo565DBCJlLrg8ODpA4r2wpJe7sPcaXvvh5ADZ5S1xSs333DprNHJev2PN/66230HRCZufOn8fFi5fwxtu24KC1poWu0+mgUoxs2SKRUuJo+SX16nLNEkspsnTiQoCzqBYohbyUayuSYmoLGKXi3C24xntVGoyG9r4ryyltEnlqvQ7Ho4G79iOULoHNOcdoPEHv2HH5e8eYjG2CNh2NMJ2MqPBhlKI56SwsYWHBIifa3Q7anQW6hxqNJtLEzn8pOQzTYKUPTkAJVRyn9n8mcK6CcIe23J7SbRKSQUn7vXf2d4ir3Ol0kKbpjAWEMX6DtVYdftMzJiBGAOESXL+hG/LBVCqch9KVs/Ty70X0e2VV2nOuJYKzHe0Q+dmNAHSOdRuOGX9st6EDTuQmzilhhgnIiUbDrhm0mYGFzq420KqCkkFM0QfJZVlCV5KCF8Gt7zng/EV9cG4iZJFA6p6PPM/RaXoOfgPtRo7MdbRjwSkJj9PEdbRdsBhxaBU4Vp6nq5g1DDK1SjZxrNyG/UEb5nx8esc84f5kRugsMieaSW+E5BpBLFAbgCmDut9ixMJ7mjGyEywmFaQMVogwNW9lwzGZ2rWmPxxhY30z2PFFCYmzch6RT7eCgTAhyXyaTRfpm9RQSUzMrg2nE+R6oG+TNLjPnuVo15PA+uunrTn1RMUYQ8moEAJvvfUWAODWrVsk1JumKXRp/cQBy30ntFFRoCxLlC6mStMUiY83jQGMoubCTBFBK1QyIKumVYlqYK9Hr9fDST/YvTZazZn90H+3Xq+HTqeDu3fvAgBu376NS5dsvLO6uvREgvO0hPbXJdr1ZGg2EbavZS2uZzX0RN0jGbCNAsCi6DzPvp5knb5uhjForciTnNWK2WmaotnuIvfIMM5QFQFBVjrdImUYDIvAEvseN7FrgLh9uWbNZQwL548IShl6PrIUmDjBsMqUiBttdLouNmo1A5qznMxojxgT7vmyLCFcesdiAcNjoJa4zliQmQjSOzMaTUm3T3DJc1sHsVNjDEpqRJZIk4iuKWBmrqH/2bPGaRHYp75/6ndOc6g/aNSf8YBI5LajXjvPp9nRPe34v0l3ex6JzMd8zMd8zMd8zMd8zMd8zMd8zMd8fIzjU93R9kMIMVOBIAN0+MqOfS+KIjx48ACAhe9cuHAB3/72twEAr776Kn740kv2GFpjOpnQcZrNJsFOj46OkKYpqSefrpYwxghiUq/ILSwsYFjYrni72cLSwiLBbpIownjouOLSHsNDKVfLEoZ7eKSFcfrjr62uIndKhfu7+xgk6UwFxvNBer0pksRWyJIkQaORQeugOHns+ML9fh+cc2xsWJXJGy9eQ8NZ8mzfvoWHD++j3Wq676YgXJVKqhKjga2Ibm1tYX1jFe+8+z4A4MzmGrYfPAQA5ClH1mxCSvt53Bg0XLV6qdPG6lKX+NsCCsXUdUYnESIYq6wIyxc3joM/OD5G7KCxhglwHq4JMwqlq9Q1kwADAmyHzXNXFSxsuXBd2rs338UlpxC+sXEGzZa9Fm++8RqaSYR333vbXpvVVRw6zvHh4TFefPFbxGE3RqHpuufLS0tQStG9d+fuLQydKqbCBtI0I17PLHxG1Cpunvviub6hW8CZ62h6SPUMT4tBwEB5WExtDmAABVXjRGkkiYdGa1J5L2E7mkdOZf7k5IQqg7e3H+D4+Bi7zgKk3zsmeJdWFaQsody1ajdzUspmENTFX1lbx7lz57B5xtqZLCws4MplizxJ8gbajSYhQziPILivtjMwYbvvdr4Yqap6FUkPtRdxQpXgYjShDu1gMIBSivjCjUZjpnvbarVqEHpJlfKgHO6tPDiY9nQSPaNIy7iBiMJz6S2qrL0Nh2EqnD8VgDkMZ1SxjqKEVDc5B8BCdbyqkgAzNAH2F8cx0jQNMDET7MiyrIGVlRUc947cewl9byklZBx4gJMoQuJQFqrg0DX1dQCkJh5FUYDKKYlGkiBxnelW3kDb8bDbjRx5IyPHByEEqfDHcYwkSRC578BEBOnKwQkX4MrxtpiCxCy00HcIeCTAHX//WcN3758UDv33y57r0zZ+XfdjPn7zodmpvkvt355iIhiHf0YUoVfs75RSQzjEidSOv+2eSSk1WTQaWGSWp3RUUqGU3r4IiNLM/a3tNHKvS8IAo5/dTTLkwmBIGdx+Lw3hKHWCcwsx1/XQV9N/g/LwLHS8Ttf5IOh4HYpKR/ddeEch8qArXUn88pfW+pRzHqhxrpvuz5+ZYF02LQocn5zgxMWAy8vL6Drtl1gpqx3izqEoCyQ1FJSUAZk0Go8wGFiE2nA8mtEVipJ4Bibtv9N4PMbq6gq2ty3i8f79+zh79ix9x6IokDc8Z/vpHG3/2k+PdYjw1+2DOuH6iU5mvVscRdHMPud/TykF4WOfUx1trQM643S3eyorDL1GyWSKwWhISISVbpMQa5oFSy2pNbgJ8RSDBqupZ3MwUtPmLIIi3YMIUhuUrqPdH47JaYPHCbJGTm4wjUYD0tm5FbqCUd7uzFGpfExQlNAuvROIIZKIvr/hPNALogjSJBC+084NtDv/2CH9dM22awb2XYuB6iiFp3evaxBuHwM+0alG7XWAjhswi3z4AIQEuSfwWZ2FGfrBKcoIr3W0/TN3+vdOd+b/vYSOy8ryL4wOCRV3N8DE+e31egN0W4H/VzjYclVZvsSiEzi4du0FXH/R2hb8n3/6p+guLBAPe//ggALL5ZUVKKVwzy02a2trdAOXVYUkSUiMazwekz/k6toavGeNMQZ5nhPvG1rTwiYcbMv/e2VlBcOJswEQHPfv3ydO+oufuU6WSEtLS9BVhamD7bbbbUQueB2NRiQI0WpkOD4+JqEuD08CgHarhVarRQ/Q8ckRHrnf41qh1WiicpCl0WiA569ddXNZ4L333gEAvPXGr7BxZhN379ukMklT7O7Y15e2zqE3GOLchrXYWlxYo4KCLKYwqgQcDGd5bQ0NN+cishuen8tmllKS3B8MMHDfOU5zNLIEw4GFoyeRgK7CPGqtcXxsE+E4SmnTyVttMMZw5symu1YbqBxG5uHDh4gdpEspBc0NYrfA3711E97UWcsKr7z8czz33HMAgOvXr+PkxM5tmsYYjQYQjq/KhJgRo+t2ljE8sRsd5xLChADHW44ZbWGyHirLuAjQcS5c0u0TMYMA4bX3mmfWaB1sSYwyqKoKksSzKhjnbapliaNDm1gfHx+hd3Rc+/cxRu6evHXnHoqioE1IForClpgDUWS5RABwdNInvjBQYXffXqebdx+B/exVXNqym/aFi5cwcMdbWFzGmY1NLDtf+WajTfB5zRSgguenwilhNxYs0JJaMW59fZ2e7aKwImBeFCxNU0QuOczzHGkUE81ClkFQzR22lmgzGOkDSQlJgZlBkgS+G+OBV2WTUgNGBKdTYmgwtPvEcew8WQGtObgIQUFVTSnRNlA0x1VVQWtNzxhnCUEQOY/QbHbJftB6bHv4mALXCrryvt0FhIeLVhKCA6pW0PC+454bDthEO08iEiNs5jkaThQvy1OkcUS/zwXoGvqAqR4I+AKDEADTPoix9zhB/3Rt0xSRhZ4SPBTPHDbW8Xi4Z//efPztjg+CCz6LkzcfH35YEaFZGLUPsBnj9GhYcU7PS0oAFnQeLLTX/mYpNaRWqJT/y6DjwZhAkoTicjkuidrUandhwGn/lVrTPlfXomCMuYR1NgH2/61Dx+vvRTyeEVj8IOj4szja/th1HvCz7rt6oC+dL7Rf28bjMfZd8boedxVFQTEiYAu8fn1kjGE0lRi7JgTnnNbRLLGUm9LRlCbjMaT7AnmSotKK9oneoE+0Q63t2goEDnAdhl1vTgghKP4cDAb0XlEUUEqh6azGjFFPwL79sT6oSHGaR3uao+3FQevw59O8XK017V1KV+DGCWueSqaVUkSxY8zCshns3lmOh1Solcrg4OgEPSec3Lx2FeXANUokhyncQfTp7w3SDeDQgEiQJH4/L6FI8NXda8yeZ1FJZJ7atrSEZmcB3FEpyqqihDTPc0zdeQh7ICp+KW0gYeOWhKcQkQaLfXXZkIWsiSIYLWHcPSRVBTjNnkopSKXIxsso9dTE1F5De53dB+DJ8SR829JTAmSbmfo1NcQV18xactYLJKeF7/yci1PF9dP318weomef91/3un7Mjzrm0PH5mI/5mI/5mI/5mI/5mI/5mI/5mI+PcXyqO9q2+mbF0HyVTUmJLMuoA52mKXVxJpMJhn0Ll+n1euj1eqSWffGZSGm5AAAgAElEQVTiRZw5cwYA8I//yT/BS9/7Ht54w1pWNRoNLDnLq9KJpC0vLz9xPh467quPw+GQuodpI8flNfs39x8+wHg8RuQFCXhQBk6jGJPJhDray8vLVPU0nKGqqgC5XVom2DeU7QaNxyP3/U7oPNrtNlXBDg8P0Gw2wV0pr+Hsrvx8WkVFpw5aVrhy6SIA4OToEI0sJpGiRw/vU6dvd+cR3nvXdrR3d3exuXcGW07d/Xsv/YAgzb/19a/h9p172N523e7IQFVeTbPC8lIXF87brnK71bRK57AKyQsLXRwe2gpslmVY39h05ywwGvsuHYfgwK7rWjcaDYILtxrnYTRoLgWPSZF6Mc7QH4xxdGRhtM1Wh6pueZ5T9SyJOMpiiKhlr9WF82etMjuAy1uXYIxB4e61KIrQ7dpO4kl/hMOjPnWxNzc3Ubmu9XQ6RVHuI+YO4qziGfhZqKZ56y4HJWYCZKNAEPMnYZUMQJ6n8A4gsgxd60JLaFmicGJlsiqgKttZH4+H2N21IoLvvvsuHj+8j75TSD0+PsRRz/5NEgNRkqLpoNfIMQObjqLQuayKEhNnU1Ip7W8LpM5z5O62pRjcuvsQY1d53zh7BuPxC2RztrysEEe+K85hDHBhawsAoFyHHrCIFa0AxrxIjaYudJ42aH6qqkS/38exO68kSUgwrNNtWbEQXz3loVrNGQeYrsHVBLhT0ZXKQDmEjRAMQoQOgal13an6yp+EOFvoFCdrmCgKUEtjGMD0TBc4qNAGIcgsyyC4ILRBI48IwWMMw8HBAXUgtA5dkyxOYFIF6agDcprBOFhbmkSWiuDOWTAToOoiCtVewZGmMUHHkyRC7Lrb3p3Bf+2Z+5wLC//3b/IIvKaG7FEhSmsIGHDlFcl1eB4EBxinTphUobMF2O6CwexzNR+fjjEXQvvkhqap9M+Eh25qhFAxGGlxwWGMJKgpM4q6qZWSKKVE5f7NCF5q0TRZ2oByz2VRDsDc2rmwso5KaYyd2FRbahKL1CZ0xcF9p9MNo2bg4EYpgtHCQU8BQBlpUSy+uwkd3MkYUG9xKqMhntK8+ijQ8fp7Hg7u1+PRaISlBbset5st+rkxBoJxRElQW/eq73GWIo6BwllB9fp9pC5WjBYjcCNQuL1sMJ5AiyAcqgwwdR5S/f4QUwdgymKGthMiXVhYQLPZpL1JqYBQy3MbSwdUWkBEpqndWzwEPU1jPK2jXZ/D069nxc9O/9u9fgZ0V2s9Q/mquwL5buppeLjWGt7vLHId2iQOInztto3XlpdXIESMsUPJijgokssqRhT57rkBalByi1zzNmwGcRQR3W86LTEp/N9Z1AZ3VKq8maHZstej1e4iShOi3OlKI3H3aCRCLOEfBENIEEViaCapZuaKMQbu4xYIaCGgfSeZR1DMozQlKmVm4jlepzhSt5657+zn+UmkSP3fsmYLxsCf2tHmluNoz5ELmFMIkmd1tP1x6+NZHW1mZlXHP4yq+dOO+2HGpzrR7vV6iKLZIJXBQnLIDgFA26l7a62JB6GUhdD6B/Lo6Ahvv225t9/65tfxH/7BH+DSVQuN/vGPf4zthzYJWF5eRqvbpcS+22pRsluWJSZlSbDmVrdL6sZSBl+7leVFCLDgCQgGaA99j7C40MHtW5bj/OWvfgVnztpiQJQk6A97eP1NWwDodFs47zy293f2URYVLYIsFuQHnMQCkbDnNBoOMBr26YZLkoTON8+ttVffJdBFOcLjx/a8Lpw7i5vvvYvHj20Su7qyRA/1yuISvvnNbwKwyUOSxfjVm1ZN8xvf+DoGbq5eeeUVPHq8C+kWRKYkLm9dAgB89vpn8PD+Nl5/7RUAwAvXriJz1l/j8QjNLEPsFsVuu4kd553dbrdxcmCT542NDYAZXH/hGs0rdzzTw/0DdLoLuHLlCgBgMi2x5Gzfdnf3UZYl1jZsoaWslOOiAY0soWs4HSU42Suw6BJmpRQyBwsupxP0BgMkDmY+HI1w7oItUnQ6AkvLm+gc2PtkMimwftbykff3D9Bd6IB5uI6uUI7cQhQJsmtLkwRgArnjfSdJgtLDo5T1xuYuqYExKF2SNCmmkMxg7Hg9upLw3qPldIz+yQnGEwdDg8Gwb+Hct2/fxGu/fBUA8N577+Hk6JiCnFgA7jQQRQkqJTEcO49UY2pw6gja+UACwPGoRBLbeU2yFNOp53LbBTD1yTrjeOnHPwMA/Cd/+G38u+9+B5/97GcBAF/4/G+h5TehVgvtdhc9d85GA53OgpuTAnmWEw8NyqB03ujT0ZASzJWVVbTbHSrAVVUZFlzDwVhY4KXUxK8m5W+nuM1iA+XmuL7QV1WFoqhonSmrsA4sLCw4L/BagFhLwuM0J8V76w0XlHLr8Op6MSNSwSubMYY4z6gwl6UZfQ5jDM1mE2Nn57a5uY7HlX2mBsUUSlZous/en+6idCqoEReI8wjenVKwsDnGIuhjcLik3PHQBGczmyOPEuTuvOI4RscFnBAcXESA9/nkYoav6eFkxlpkksWdgQFqlAutQcUO/oG+ngqnk+1nKZ+eVir2gd18/O2MeZL9yQwKH+uJNyHAg7MA5xwwIYjWRkK4Z1VqDWVCUhPxCP454yxCnKbQbj2uFAPcOtpqL+Do6ASlTxiUoSTzNES77tXMTXiKNU5zM2sK53h24Fy396Lf+6B5+oh8TX9OJyd2vyrLEufO2Tjgzp07ROcTQkAqSfd3HMe01iSJjUeqY7tnjyQo1l1YWIA2hih2k7JAXDnam7Gz6JOcyXRKlzfLMmoCLCwsIE1TKtYWRTFTNCjLkoq1nPMa9D3H5uYmnUuadp85B6c52qfn8IPmsp5skbK4MYAKRfCy5hiktSZO/NM+x3+UYQK7+4doZI6WVpUE115eXUGaNTAY2z2wPxih5WmNcQImHE+a15T64fRwvM+1dnu2b66JmArDRjNbGHZ0rJXVdRtkATDC7n+kf88ElMsVplphtoRc0xJQBlqGz4YxNs9ww8+dNpZ2SNaYjFFjLMkbs2usDtahQghKtLWRGDlHGj+vT9B5aoeZoX/UkvL6a6vK7v4eDEazmWv/NBi5P+YHjdP324ehHX0c1KR5OX8+5mM+5mM+5mM+5mM+5mM+5mM+5uNjHJ/qjnZVVTitRshPkdefJpQA2MpeWZZUgTs5OaFuzPb2Nr74xc+TONryygp+9MMfAgDeePNNZGmKM05tsd/vo+ugpkpK7O7tEQT5zNmzWFuzIk55HvxsDRT2Hu9gy3U8jVLUNR32B4iiiLpQP//pz3D12nN07oNeH1vnLwCwkN6D3T0AwIVz53Ey6OH+fVstffHFF+FFl1qtBno9+/Msy5BlGcHpi2JCXTqlKut327Hn0mokaKe2q3Xn7m1cvXoVJycWQr+3+xiLC65bX3CsOqXyn/3sZzg6OcbWZdupNozj5//vX9prI2L8zu/8DsFz7t26id6hPf+b7wMXz5/DhbP2OFZUIlyrKOYkDvLOO++Q2uXi4iJ1qR88eGCh5O67aiPRyDvuu1mFyX7fXoPxpKAq+sraOuTODvrH9u8KqajqfO3aNUxH9m/uvP8eUmHw8P59AFYIj+C2WYYH9x+Sr+RoWuD2zTsAgPbiMrYunYFI7PmzuEHqpnnDCtCNnaiFLf09WZUzjNsKqPcNNpiB8difhYqfH0IIQCuCG41VSWgMbSSyNMZwYK//473H+OmP7H3+6NEjbN+7CwAYDsdIEo6O6zgzJgKcCEASJ6Hbp4HKKcMWVQU5LuD1cFgSQ3okRZyj27DQ+qIoMBwMIEt7zEazCQNbPf6zP/tzfPvb38Zf/3/fc++1ceMztrt9eDhBURREYWg229jft+rn7XYXIgod1m67Td+7cvB4wFYo68IqWht6TqfTKTrNFoRDzbRaLaqUTyZWqTWIo2nkiYeHB9iyEBpRFER8DIIvpZ1DDgZF5xKqtgATEsx1MiIRkYCPhyA+rapbRxR4f+1nebsaYwgmf+vmTSwv22e70WggYpz8UpcWu3jknoE4jiGYAUeobDs096yIGYA44tTRjiKONHbK4lmKOEuRJA7ymCbkrMAYh2GCRG/ABHnBGsag3LOhmIGBJjg9ZirNHIb9ZpVnPzdPez0ff3vjbyJK84Fw80/o8n6UbvtHvcf+Jp38D5wLXp8XXlPkD506A1BnzBgAmiFynT+pVc0BogEhBCaOlpSykhSXu4tNKGnweNei43r9EaLIrgWbZy9iUoFay8NRgR0n2tVs5YTYazbta1FXRveoQM4t+s2d9LQsA1xV2DhCuTVXKllzdhAUc4ymBZppAn+DPA0qTjEn5zMuDEDoHCulAhXPdV1zhyxiJsz/5ubmjCNOnmbU4VZKUewzLQvEaYIkcygiY0gst1QSstBEAZBGo3LUOS4EtJLU7YbgSJ0Txmg6QerWd2k0zm5s1vyeDZ1HmsVgDES3XFtbo9fLy8vo9XpYXLKd7NFoFOiQaT4jXKaUQln6rqZGnHgal4aSYf/SLEB7pbTwZ49QlFKi1bRzniQJKhVEtYQQtIcrWQHuPDjndA3o367rO5kMEMcxxq5rPZ2MwB3ybzieotFqEew7zRsopjbGV9rGK4Dd23uDEbjwDiYMU6KyVYhkCcED7N6fb5onaLU6yByNU/NAC9SGQRuQsKf9IC++pmmO5XiAOOK0n1dSk7ONkQqNNMNUejqbIIFar9JtnhI7Zk51nK5BVczE5J6aoVU183zU59hfc48OOO3KNIOImUGsaEKoxVkOVkPO1b3d688ZYPOxDyO8BwBxmsxAyf2x6kg1Lw5YV+H3Q2mFDzs+1Yl2WVZQSs8asHNhrY/8hDCGsgwcAw939sGpVyc3ZkiJ6crKCt5+9z2Cyl557ip+9x/+HgBgdWMTb73xJu7cs6rjeZohyW1S3MgaaHcXcHJkIcL7h0cUcI/GY6yu2kVoOi1w584tZ/IOrC4tkxWX1hKcGXzh8zcAAK+9/jpZLgFAo5lhyfHDj988psSi2cjQbjRROLj13s4jSqazJELufr6+toJf/vKXpETc7XZpYZPlFINySjdVM29gb88mwlmW4aWXXkLLWfR8/nOfxdGRfe/R7g5yB9+NogibG2cwdfNaSIU/+sP/AgDw8PEu/tWf/Wt8/WtfcdfKYM19l+XFBWxsrpGq+f7+Lppu4ZlMJnjwaAebm5aXnSTBiuj+vTs4dmrY+/v7uHHjBrpNe47DUR9ZaosBh70+lFIhiSoq4r8eHp/g3Llz+O53vwsA+KM/+s9owXr11Vexfee2/S7TCT53/TmbTcJulGccVxxg6Ha7WF1dt/86OsHevluMpUHWaEE45O54oijoaDa6EDwGYwUdZybRrnNKELirxjBEkdvcuYXGKafYLqWEdlFGFAmkicDEPQNGl6jKwBE7OtjDO+9Yfv17772DV16x0H2tNUGURGy5wt7+LIoEmEuaZFHYYo17VqIoQZbbjaeRt6yCrHuQhBDE6eoNp4EHJiWYyCAcXKoynDhKCwsL+MFLP0K7Y4/5z/6Xf4Z/+t/+UwDAmTNn0Gg16Rmw1ncN+qyIcaws2es4mYSCEufcU/ehueXre/qEdSywm21ZlpiKKQVRSSwCRDtKUFUK0s+5ClBrwCCKguK1XdtdUCZmk2KtA1zRmGDNZrSBlBpcuLnjdRsUTVYx/t/1zaTO3Y6iaCbICb8HQGtod+G4MXjsbPguXbqE1197Fa2m/T7Hh0dUCCynY3Awmock4qRgOvtZAJhG5PlkUUQWXlmeI8tzpP5axVFIrHkEw+MalI1DuwlS2gRLFMahGYi/PQPyNGw2gTptW4TTUC5d+//aYT4EhHE+5uPvzyACtKMXPQvw6BJt/bSSsPsNxqxysHt2pdRoOgpfo9HGSX+M0djRaZRG7OKTKEkBxgMnlTGkrtjfyFuB9lSWYHwCETfcGXMqAHjo+NMCbCklpJRk+eTP1R6E0XqoVAUpOXgt0fbDQ8Cfxv2s/449Tlin/Wu/lhZFQftOkoSg/+joCLEIdlV1iqNyXGQP356WJWn9TKoSaRwH20clUXgKmSxRKUlJeL2ZM5lMiGIlpUQjzSjpGI/HFEcuLm3ixRdfQMfxuTudDr03Go2wvr5OcVmWpTPn739eFJXTbvF2jhxSTcN1qlk2Gl5Xtrbv++9WV5f219efsy2+O5rYZIzEF3+5cPQARseoQ6GnkzGYt5yMImhVujkHNDhKd/yDo2OsLbjES5Wk9aO11YlRteSPGR8HaDBtqACsWWiMcGaTdA8PZ1xQbMq4Lzp7zZ3afQjMxBJKKRgX49Sh1sYYKFnSnmhq3GQ/yNqPiRkYOeMRmCtuWF8bH/tKKP30ffPjHkrZ8vqzLPPqtNxn8axPD3+/1H+//pz6UU/qn3aMDzs+1Ym2t6/hNV84cDMT8AGgThbnISj03ZfZrpB7KJjlf7/tBL7G0wkuX7biXtevX0e73cbNmzcBWPEvz1NJ0xTLy8sUmO/t7eGh4xKXskDs5PWr6QSj4RC3b9sEbn1lFZORTX4iV43z1U0G4Bc/fxkAsLq+hl6vR9+n02xR4vjg3jauXXuOzvPo6JCS6ePjI6SuilpVJW7cuIEs81U+gX7fViwPDg5nOKrNRo5Op+3OQ2Pz3CYaTgTi1p2bmLgq6LXnn6eFenVtHf/3v/rXuHBpCwDw/AvX8f4t29kdTab40pe/ho11WwWd9A6xvGKLD4tLXfR6x3jkbMEGgwGWV5bo2mxublICce7sBWjHvzxz5kz47NVVyLJA0/GNtNaB49rrg/EIqys2EU6yHFHiK/EGjUaDeMA/+/GPyC/84sWLePNVmzB/9cu/gzjiWFy0ydvjBw8JsdDvD7DQWcR4aJM0pQyuXrVc8cpwSKmgnFiL1qACTMwFRpMJdROYLV/aczZ8xisbXNQ6x8FflEcRpCxnqnw+0RaCoZiOMR7aBHc66qOc2Pl6dP8efvGLX5CX5+OdnWB5lueU7CpjUBQFCu+zDInILR2jaeXEQdw8M4Gx59cNp9BgJGbDhcbiukUitJst2hR2dnaQxlHw+Owdw7fBGYsgBMfujn3GlpZW8b/+i38OAPgf/4f/Hm+88Tq2LlpkyGQywcqK832/fw95kuG3f+tLAIDBoEfPJWNBtKtylnzEY86y0D2YTqGrwK+uSkMbc57nTmjRPrdFOQl8bWYQzXTNOBVWRKSogCeltOsW+Z/rsJExa032NH7QByXawKxVVt1Xss5bVMoAWmLiKvj1tfCNN97A2toadbSrqqJCnVHWC6bexU5c0cV30O35W8QE92IzSYzIdbDjNEecZRAu8Y5EAuYq3oZbzrp267QGI0SEYiGh1pCA4bOdtidNsT/60Oap2cPpwH0+5uPjGn9XuObBW/7JJJv+ZTglu8CTzwLF64yBc9KaQhxnyFLf9Y0wmUwxdRojXKQQbm2AiLG4vI5jh0orSompE/fKlYQP65PYxm/UeWWV2ztt0m2F01wSAkVc2bIsIASnwJcxBh75YnZ4xislIaUAq1mXfdBzXw/O6/PytETba5P0+31KtLvdLsUSR0dHKMoSqet+MsFJVI5zjqIqiVNtREAKVUpCiJiK3kWlwJ1q2qRwHWG3ziZpTvtyljcxdDFUWUrs7B+Ecy4rrLg4bGtrC1euXKGENkkSirurqgLnHMcnx+48u7V9KKHXMBxlWVJBuSzLcD8xPXtvoa7rMcuprttL2f1QE9psNBrRayhFsaJSEoYzQjAI4YQ3ATAIaBgkTmjVxAojp0syKStoGJRuLh882sPZNRvbCaMhtbM21acFWStrgefO0UDBuHPxnWE/NAuNagNGD5JhroTk0SYmcKgZ41DS3a/agOswBxoRPQ9GS6iyCk0apsju1dr4hTWIRXGw8gQDOA/WcoJTfKIlSCD1kx42LppFNNVjnxnP+Q9YS08/v6c77/Vj1oXzPg6E25yjPR/zMR/zMR/zMR/zMR/zMR/zMR/z8TGOT3VHu155oApErQrmf165Kk8URRBxgFHWIefemguwneis2cDEqQj3R0McuQrrc889h7MXzuP8lu2ifec736EK3+HhIW7fu0vWX9dvfJYqTA+37+H1161d0lK3A2MMwW6m0ymaDn6upMR4PKbzWlxcxC3X+TYMUDDY3bVQ2bwRVAF7x0d441ev4cwZq2K5sNDBpa0td177xPlotxo42N+rQdVt1xMA8qyBxYU24jh170lsnrPQ6Pv37uDaC8+hd2K7uwYKGxu+m9un7nDeaOErX/4ath/aTv7jR/uYOhuDt995H6PhhODWGxsb6B3b7+K/79RBnfJWkzpZyyurePWXryFzHOErly479VMLbfKIgpWlRUgpqeMPcETCQ5Qsj9hfm6zRJNXuk5MT7Dx8hOeuWDTAQbuNd956EwDQTCN0W7ba/qtXf4GzZ8/hglMMHzRaKB1EPk9yVKUiaHSSNrC6bOdnOCmhVYAKMR6BuUePcYGymBCNwDBj8cxwyou1+5tzTirkEiDuKvPQKYeHljrw22E0jvd3UEyd7dugT2iJX772K7z26qt4/MihLpRB6rqMUkr0h/ZvRBwhSVMkjlKgpKEKe9JoWtSA6+aOxlOC/7NGE5vnLmLTzdfly5cJcdHIcrz9tp3j/+tf/ksUByehpYIEWddW+oeDIUTEsbpqFeJ3dh7QffC//x9/im9842tote2zc/bMeZTOLq7X6+HxYIxWy3cMFqhrrZQKXWqHimHG8YVrCt5JksA4XhcAaKXoOWLMwqdzB5OPYg7o0r0nwD08jTMgjgJn22irMgpARcpW1WtrUL0yG8UZYurCk8kVlJrtTp/mC9Y52nW4eP34UmoYVWHkkA4x5/T68ePH4EYjcwr6jSwhnp5RGmksoF2FnccJUTsFZ0G1lzEYw6kyz0VMa0ScJojiFMLBB5mICZ4GblVQPZScOGqwHW2vJG5wqrMGBL42ZqHk9ddBgfbJyrT/ybM4XTO/O+9qz8fft8FqllnGv4Dja9eg1r7z7XqD/h3BDHULI27XA7+vt5ttQjD1ewMMRwEBxKOIOn9gERYWlzEqghaGtwyTUoN56yHBAKOsi4Y9SlBmjtw5PwWBUhSFs8ty61ckkLiuJjijPVopBRNpmBmaT0Ab1V0InsZ7/6D1wceEUkqiqG1ubuL69esA7J60v79PFKZWqzXDH43jmCDhQgiI2IXxijkcskMwMVBMUClpHSLc76aNHMU4HL90+2GSJKRbAgA8jomHvbF+ZkaXxBhDHGGlFHq9Hs2FUqrGqQ3H83aZVeXRdwpgXr9Ez3CRtamjuFzn2oT9sc6lraSm+RqNRjRfzTynfSyKIlRa0TWVUhKFTCmFOI4ROfpaUTIMR15lfABlGKQLSA8Oj8GcbVcUZ4iE48GzGAwcWnmagkaSuA6wsrab3FOfELqpmgHgoD1VcFazt7RdZUNxhwYzISas6nQyoyCdfRur02e1QVlOwZ1GEFTQWfD3qn9uGRfgDiFhtAI4p31aGBk62kZBcU93/GQHY+yJ7XrGpuuUfsfpDvSzOtKneeT1GKpOLxA1a8LfFH30qU60faL8LMEzwE4MCfRw/kTQWYf1+EUpTVOMRiNKmhq1hFZrbUUfHEfm937v9/DTn/4UgA3ur1+/jpWVFQDWR9sff2trCz/5kRN0SpMZuMMbr/8Kn/vc5wAA08kErVaLPruedN++fRtxHOO2E6l68PAhFhcshGh1eXHGi3Fra4sSi9XVVUoems0mmk01441Xv8GklDhxyfRkMsKB478uLCzg5OSIrMyGgx7eeectmrvPf/6LAIB33n4Pw8kUO7s2+dU8wmhsN4WiMpiWCt///ksAgGq0i8zB6W/cuGEtjRxMZX19nSDhuwf72NjYwOGhFU+5c+cu1tedyFwak8VZLCwsaeQWyDjJ4A2NFhaXUUoN4RaRwXBECfnS0hI2Nzdxf/seAODSxQuIYResm+++i6/+zm8BALbv3sP9Bw/Ru2rF6TY3NynJP39xC8dHPUrEWq0WieKleQdxnJJXdmSCPzIzHFGU1O5fVeNl89q1icBQg+ZqY+G/ALQuoVQVeMc6XN/KFCimI5RTC/PffbiNl3/2cwDA66+/jr2DQ4qcoojRJlQZTTAtzTgYt5ZMAMAihshZUi12lmAigcgVZ9YbbbJNu3DpKq489zw2Ns+4b8aI38W0gnAc3bv3HqLZynH9hecBANcuX8HAXesffu97ePzoAQ4Pd+k6jsf22bh16xYuXDiH3R1bwPr93/99EsdZXFyGqiq89pq1KPvGN76FwdAmi00nwgbUOD4OBsU5h3TcrKqq0Gk2KZgQ7vkArIhgneMTiYQ44Ma4nRP2UvKaxzPTGq5WgiRJ7d+7DVZWYU0ArJ2fn1cLk675T57aGMjPG9ETmw7BKzVqAZtyHuqumDgekx5DHMd4+eWXcePGDXeeCcau6JJEHJIlMHEQ/5nx1vQwdfdvv2mLJEXs4KFJmiNJ81BEiGIwtz4xxqF5RJwxrUUtINE2eYdD0OHjH6etSOo/n0PH5+OTGB81ePtE7j+mwT0U95RMCBA8c2cYmcY4zmitkMXDf4Vg8Iw+IQTGE7uGjEYjVJUiW0MpDSppj9vq5iiVQuySI8M0Ff5twBs42oPBAAsLwbp1Zl6Yhrf/4jzYe0lpqUCeAx7FcShMmmimeFcfpwP2+ppbP/7TuNp1Eaf67wjGKTHiYJR0b2xsQClFBfG62JphwNLKMsUuaZrR/pFnDUtL8glbHLyZwe2V8kl5YlI651a3M5sI1/YgrTXaC8HOdHd3lyzJ6r7KSZKgKAqyoq3D8P0eY7+A3SMCrJxhNHZFXCeAFdb7mjiosp9XeU0RzqlRJZ3fs5+TurVvkgTYuhDCXff6dQwpEE8i8JrYlz/eaDSGMaGwMp5OMRzZz25kMYQT8ouTBrKspOOpSkJHni6oYZSC5j7uljDkBXbIkc8AACAASURBVK+hmQ6MQVaj2zEBwxgV7g0EjLc107Nc63pOwaEhXMzBjT0XRJ5KYah4zTl3RWvPTecwTpvHVDZuYaSLIsBrCWdIdj/Z/dA3mE6LXAOzz5f/99NeP+29erxymttNlqVODK3+d/XP/tDf4UP/5nzMx3zMx3zMx3zMx3zMx3zMx3zMx3z82vGp7mhHUULwSKqugDn1Xv9bBlkcJPU9rMaLCPjfM5o9UanwVcQ4jqmTe3BwgJ2dHeqi9vt96ka/8MILuHv3Lv39iy++SFW3d996kyA4XjTNdzzfuHOPOs5xFOHG9c/g8MRW+aZVSSqVDx8/wmQywY7r4O0dSEzGziLj8BDXX7yGa89Zq6tup4XhoOe+XKhQ9vt9XLx4sWZTNCHIDWC7975bv7mxgQX3+p1338LN995Hy0HcH9y/R/PzjW98C3fu2W6wELFTmbRVsTt3t/HL1yxEeGevj3a7geHAVhxXWsAXPhdg5EmSYOrOq93tUAes17+DJG/g+eu2i820Qe7E3CajAVXx8jTD5cuX8ejxrru2ocK3ubmJw+MBMifaNZkWaLRtd/XevXs4e2YT3bad51/8/KcwzjLq/Lkz2Hlgv9vSQgf9/gi7u178LkevZ7vuy8OJhTIJ35kT9N5Gc8F2pJ0QiYgSSFJBVbajHeQpggx1/TX3XUxXFYem7qTUla2Q1ipsZHtQTDDsn2D3obUke/3VV/H2G68BAA72DmFMoA4obWoqnAEyFCUx4jS3irBwYluuEry0soLFpRWcu2Ah4RcuX8bmGWs/1+gswIiIIFetTlC4r4opLmS2G/Hlr38Tly9v4ZKjY6x2uzjaeWy/iDZ45eWfImvYz+4OOnj3XXs/tdtt/OQnP0HLqcxXVYlrDm1w48bn0GhkODiw1jB379zC0qJFmmCZ03NfhwACocPtX0+nBd3nIg3iL1EUnULEaJAKDep9Hz4DfRIiVKGFiF1F2Q4jtOuG+3MLCAbOIlKMVWrWtqtuq+UpFUDowgTou6HnvigqaFlCum7DwwfbJKpzf/s+EhHhjddeBwBc2rpAAnFVMZmp6tY/O4oigmbbrlhEXes0y5A61eG00USa5zOdBqVD1ZzxeldeEMpCwwR1VKcHTMV0Y54CBg/zEF7Tqyd/79Tv/zoBpPmYj79Xw3eAAcAEmyj75IU10isfMwf+qNMxPDSWMwcfd8cYDQYUE5TKChh5iO2kqMBj+4znjRbKSpGQ62jMCCbdHw2ROepfEvv1zq2lNbEkDguh9rrUsWEU6RpToJAVmIOji6qC8N3VJCaIPPPrdA0BWVc2Pt0Ne0IU7mmq5m6sOcSXUZpiuVarBSYChejs2bNYX7fCrW+88UbomAtOiEnA7sVEN4oEdKnA3HocxzHt51b0ysC3Mo0Jol3tdhsbqza2GgwGONjfp/cWFxfR6dhOe1mWmE6ntG7XX29sbFCs679DWEcDqtTTBaR8ks50uqNteECn+o62rCHPlBzTaw1OnWwr3pnQe6fpdx6uESdJgEkbA6UqFM6eriwkSlKgN+Ai7KtaAQcHNnZfX1lE4uKkRqMFGEMWdzP0LmlF2ZgW9J5HZxiHvqir35M4LnMw8lrc58dpVBtUmK9IsIAS41bolGtvySrAyKLPzMDM61ZchZKAqqC8y45W1O3GKdQwM0/bUT+eYR13nrRtpvfYbO72m0DH68esx1YeuVJHrPwmMcGnOtHmPsgzjBZc41/XFn9DgbRBHdLJGKeNwMJ07evBpIeqKiCln/gaPBIGqiwwckrd/Tgin+W1tTV84cbnKHHd399H1rDJ2z/6R/8R/vLf/jkAYDIaYmvjHA6PfgEAGBUSb771HgBgcWEByytraHcsXCdVCl2ncn3cO8Hd+9t4vGuD4ywB/NpmKuDmzZt4/nkLvy3LEktLVi1ye3ubknzOOYbDIZ3j6SQ7z3NanJVSeP89Cw8XDPjs9RfICirPc5w5YyHBDx48oGLAvbsP8XhnD7/4pYXslpXCYOKVEIH+cAxHsUVnIbJ+1gDefPstrK9vYNi3yembgzdIWfP4+BhXty5iZdF+H85A5/jCtasE3z4+PMJoNMJnb1iu0+HBMTx2bXNzE9NpaXknAMpiioWuLSK88Pw19I5PyMrjyqXLeP/dt901PMRi1ybkZ85dwOa5S7TITqfBCm08mWB1dR1jx09ut7oYF5bXH2c5lNQw2m5eaZSCK+bmRwKcIY489BcIZREO77etwe0GWluMldsIqqqCQUW+j8JIMKeEWZUT3Lv/EK+9aq/Hy6++jCNnPxdlMWLBUbmAJ9IGmbNvm5YltDuTRnsRZ86eR8fdh0oZum4rGxu4cPkKnnvO3ncLiyuUWI/HIzSaLSwudNx1PKLrtrv7GA+3bfL/ox//AFU5QeV45LdgcPDQWk09uHcH+we76PXsOT98cD8orhqD/s6AEuHvfvf7tBFLrXHl0lXkTtX1vZvv4itftvfPYNhD7NRF8zRDkgQfcK01EukhjSX6/T5it8mWWVAnz/N8BlI9Gg8ghFt0apA3mwyygB16ihVMeHNWzdfUAiMec3AHmxaMzUCpGKu5LiAUWQwYNAvUEKUVweKltIm2155otJq47ywLmeAYF1MUTnX17XffwRc+Z2Hkd2/fBucM3Nt2CZCVWVzbsDUDBBeIYu91miJxzgdpkiFNMuJsc86hvP0ct7QKsjo5RQv6mw6fPFBBALOwLsPwoSKGeQI+H39/hwbxW9ygJ7DG3bbPwLOC1dm4qd/vzyhUj6clpHsYozilwq1SBnGaoeXiH2U0Bn279lflBKJr44w8C00W+7kGEatBtHkoUhvD6LlnzECqimhXXErSHknzfKZ4WfcKfpqFUB06/izV8Xqx3yeV/RPbHDk5OcGtW7cAWGpefziguWo2m9TwyJsNinF8gTd11qej0Yg+S461tQr1SSGPaF61skV9b29blhXGY68RVGKhveBeH6IsJMUdiwvLlEyXZYk4jmvaIEGR2hiDJEnIBSeOw/0jREj4kzh1HO2CjklUT6ZnEsmncrS9dVlVQatApTJMUKKvtaa4rNHIkbuAk4sYugTFTaf3FinlDBzdn3OapkiSBNJRwpWusLtv78lWo4lkwX9WE3HEMRwKN5fjcP7G3j+cig/KwsUBwNHq/b95LbE2jIPXE0l74vZ1TQMBQoAp7n/D0g3ctdHgKE2taIFQ+Oecg7PZwjmvUS4kAl3OyBLCaaRwPetH/kmOX2fv9SzV8V9nz1l/Zk9Tw56VuJ8+xocdn+pEe3llDXEcwRhGD+50WqKqihCUCoai9NYIgHEJjY0TGT2sUlZQTswoThgiE6TswSoYL3CgJYoJx7Dvjq9LnD9vO3GNNIWRFXIXUF44dxEjt5jdvrWN3/3dPwAA/OQnP8FJf4Bm21Ysx9U2HtyyHbyIPca9Rzv4yle+DMDaVymXfF68chX98QQXzttNKMsS7Lnuar9vbRqOTyx/tdnq4P72rwAAV65csR6UAKqyh35vSAnDxtYZepBarRYGgwH2dm0XcG/nAS5ftnwcphWUDFWxZp5h6izJ7t27D+GC5t7JCL1BH1nDzsHkpIc890JHFTSA1TV7/s1GhJ0Du+k0mh00m03qSN69fQuxq/Bev3YVgmlM+jbBbTbbWFqym1CWpDTfRbMNJjgeOT/gJEmwsGAr4/fvvo+YCezv2GSi3eyAaXvP9A77SJIEK0u20jwYDCBiu5EVlUGU2/M96o0w6PXR7dpjijjC0rL9G5GkyBtNZE7I7GQ4Qae75ObcoNIlui7hlGWFLHXcMmkf6lHfWdBFAsIhMKI4BVxXX7tFzw8mGHUvVVlhsZPDVK7Ac7IP5pKk/Z1H+PEvXsHPX7H3wmQqMXHnyJTBdFSg2Xbid5xBucpTZ2WRNvrFlRV0u13yx46ihOyX2kvLGMkJ3r71rr0e2T1IJ343GY2RJBkWXNC0u7tLlnbb29sk6jc8OcTbr/0UZ89a668sjvB4+66dV44Z//PVpWUS5ur3+/i93/8DOmZZanzvez8EYHnfSfQS/uRP/sTOw/4+Cud5vbK8jEcPbSdBNppI0wzNpr2mUkqsLFnBvKqq0MxbmIyd9/p0grG218nkKUTEajZXDNJXjHWt02209XiNQtfXB2hxlNgOeiXps/2IogixCDaFnBkI371hHBHniH13gEUkEmM/2wcrDJUqZkRj/AZSqgkG/R4e79p5GAx6VDSw/p8KnvQfJxnubNuA8NyFs9h59ACunoSVlTaMcmtvNaZOVN5oQiFB5AKeVrOFpluD0ryBKElCcM2AyHUgpDGQNVRBJTXKKgSqwbJHn6qin07Gn91RMsYEWzCGWjf92XYev667PU+85+PTP2pJzgfUtryNnjG2SOVRJbyG3KEkxu0T00ojdgJSw0mFwXiKJLPrQaPVJhvL0WSMoqpIlKrRaGBauDVXlzDueEoDclKg2/WNk5B0C2ePFEAxoToQwUBrg9IJ3SoRWf4qAGYMhOcqcwEpy2cm2vXk2mvb+O9t58bQ39URUkop5E27JraLNu0FKysr1LkvyxLNZpNQROvr66SfIaVGvz+kRHLQHyHxjRFj0Gp1INx15CYUFI0xUFU4l7IsKZHc39+nWG5/fxetVgerq3YPXF5epr23qiZYWV2mWK/RapPl5+1797C+vkbHbKQ57TullFAeSWoYhIjAPTIBOabF0F1fZvnJdH8xQiAZY9FeocMdriFgC82+iCwQtH46nQ4yZ02pDYNSCmMZkmleS9hUVUE6ET5jDLI4oLHiOA26RkbgeOD44KVCx+3DIovAhEDs8o3JdBo0odz+EfYJjieZuzVbV8PpJ8xYETQAEDXEGzeA4aGoYmp+215EDXBNRKnAjNMD0LqWyMf2vLhP3gU1Jg0rbaLtlgUtNbTrbotTnXXD6qgORfsyOyWk+JuMD+Oj7bvu1i7V/s5pBYnTr6UMxYK64NkTvHddQbhU2eBpjZJfP+Yc7fmYj/mYj/mYj/mYj/mYj/mYj/mYj49xfKo72oeHx4gigUajQWrGa2stGBMUCIfDIYzjISqlyD7Kq8552GneyhFFtsL64NEt5HmMpuuUcg5EZHKfIBEM07HtMuuywPpqUMDutlrQDnalwZA6Sf1ms4UHj2z3qNlewr27D7B/YOEnzVaX+LB7+0cYFSV+9LOXAQDXrl3Ff/pHfwjAwm01Az73xS8AAG699y7W121HdXmhwPLyEsFql5aWSMJ/PB6TcnKe5wSFAawipK/Mbm9voygK4roopbD32Fo/ra+t4PBgH8xVjh4/3MGy4xoNh0OCyCujsbq+iSiz3/v9O3cI9iQEsLm5huefs3ze8fE+jl1H23Lfu5i463bznbeROcur/tEh/sG3vkHfQUodbIniGE0HD7Y8MkNzEMeC4OCjQR9agzryHBrVxH7PclqimWd4/PgxncvikuVBXdzqIHLWQ9x1vFLHUxdCBEsRxgEeIYm9WmoCb1kiohgsCvxemMBrjfmsxgBHqEoacOKIGWOgjSZ4Uafdxt6OVyUFhr0T3HzPdq03ljp49NDyyv/6u9/H+7e3Ydx5NdIcsgax48kEzY7tQmqt0Fmyc9ftdrG+bvnza2tr6HQXapQCg8Lzl2AwGk9w6PQGqrLE4MjCkfd2djEdjqgr2zs6JjX9GahdVWE67OHxfVcBLwto151vNXJEUUJ2dF55HgDOnb2AP/7H/yV+/KMfAQD+4i/+Ap0FiyLY2TvAQqeFf/6//QsAwB//8X+OovIcMo0lhy4Yj6ZotVqYOPrH4uIyQeo452AmQATjOKHKstYautJ0XoCGdh1gDUMcK274jHr8DGTJVK4iG455mockahBq/zxzzhFxUYMwxoiiMJ+JL2pzDihZs5Op6LOHwwF6gz5pIkyrkjoqSinAKDD3fUTEMS0jd6kKpGmMKGbumAUyz2GPOGLXQokigSiKkbhnNkmywMnmsbMrcZVzAFr7yr+G1rOd5DqckObmb9hA9o2BZ6mMz8ffsaEDjeKDxkftNpyG/H4Qt/ajHPvjpDv8TY79UZAWHqVkvIWQf0gYI0shELvT2lXGSUyUmWJq0MjtWrC0tAKICHcdHeXhgz1kDbvmplkDWSfG2FHKRr0+Yqed0oBAu9si9fI4FvSwD3onGI/sHhEhRrvdRll6FBHIcSLiAhEHIk9vAYf29Jksw8Odx6ReLZIUxnVeTaVQlfbnsYgwqSqkmV2zkjwh9WwpJUQiIBI7X6Us0XAWk2VZzsRUYKDuLQMD04HjefvuHRwc2f0syVJsb2+7uVtCmubY3rb7e6vRxpVLVwEAB/tHkIXEwLmICAgMeyM6r+lgSvFQVVSYOAcWwTjSJMHExXbTyQSLi3avHw775DTT7bbRWezQdzs42kfsXp85s4Esz7DvdE82zqyjdFStvb09pFmD+ONp1oSB6xyrKSr3e4xLRLVbknGOogo/EEIhjr0COieKktYSWit4k8v9vT16DhqNBkbDgiDVK2srWFledN9tCOdiRnzt1KElKmVQua641hrj0Qjl1P6ylpI664xZKDcXTqMmzVG4TvJRodB2fPNWMwOPBNoEc+M0r6YqMBjuYP2s1XZSyuDo0Mb/L974gu22O0Bbs5lTDmE92hQM6SwZMITXHuGR5E2YJEHhqKCyVMhE4U4jhtIVqoG9ZxrtDiIXW0+rCpUGUqe/w+IM0q2zSXsRLM4CCg6AcugSpjViFxclSYJCGlLyZyzYy3JjUQpeN4AxhtyhMaS0sQlpDdUQfXU0TCkBxqMZqgY17iOBiHPKS+qINNv0ZkQfFUJQDEtUQRkcZrzavjFBa6IqpzCaI3VUQxYJytWSmvPKrxsfOdFmjP0DAP8dgN8GsAngD40x/0/tfQbgfwLwXwFYBPBTAP+1MebN2u8sAvifAfzH7kd/AeC/McacfJRzKYoppBQ4OTnB/fuW75llGZaWlrC2ZpPfra2tmiVPMZOATyYTSiotPMZBJaMEed4gcaCynEK5oDNJEkRO8AsAmt0mHePhw4eYjAu0HWS41ekiTV2QLhOyy7l58ybee/stShz94gzY0POFF14gT8V33nkLN2/etMeIBW7cuEHwzIhxNBz/5Ftf/zreeftt9Pt2Cg8ODrB1wULaFxYWaPFVSuHk5IQ+ezQeEAwjiThufOYLdC57u4/x7/7q3wAALm9dxPHxMZYdVHpj8wwi76/HYzx4YBPyCxcvoT8a4b7bJHZ39gkCtbq+hmanSVCkRpZhfd1ClC5fvIDz589iz4mDTCYTXDhnhd2+9KXfRlEUM/yZhkvsuwtL9N2SNIeBwnQydfPVnAk0hBD0vY0xBEEWcYooiigJHAwGeP4FO/9LS0sYOkhto5ED0ARrYzwiNxC7iAuaEy44pA6WGRAhMdKs5lPJucVHOyiP5hwRPF9bWVytfcN9F3sfPrizi+HInn+nkUIxhYGDM3Gt8G/+7V8BAP78r76PbGERiy5pBoDh0H523mygkzTJViRNE3QWbTDU6XSwsmapDcvLy2g2WrTgVpXC1G2cw0ohriqM3SI1GY7QO7b34NHBAQ729mEczpjHMbTXBGAMIJGxFGmahoRWCFuoqA2vAZBGaZg7AZy/cBZafcl+9mSEH/zgBwCAYjrFkAPf//733XdYxH/wu/8QgOPAOSG2OHYwb28GzQ3d/1EUgYOB+/NKEqKXVEo6SzUvMBJ8zJ/0WJ31svavK+P5RbP3qB+nj3NaoMMnrvaYAcboaTOcc6As6PtYcTf7bAyHQ/R6PXpvOikxnTotBS1hlAb3EEQGJA76Ph6PrY6Do3WUZYmG5zhmCcEKkzRCnDUhXKExy7IgKue0Bvy3tnNQEzzTQURmBsptDAX5v2mePbfo+vDj79JePx+f7DAIefX/z96bxFqWnOlhX0Sc+U5vnvJlVmXNA4tVxaHJZneLENjuFuReeaEGpBYkEDAMA14YXtiwVt4YBrwwDBtoQPbKMOCFYTQallqtplotWoZFVrFYVSSzWJWZlfP08o333enMEV5ExH/i3HxZrIkUq/v+QCLfe3c4c0T8//8N0qYzZEHZPG9CcdhJTxj4a103ns4W0lzWFfLTKU4NJHlW1KiFTmhrXunn3DzNWn/EQmCd5AaapmRFOMMwpsKmZBx13VhcMqZoTSY8BsF8cDNGCWhdCwDwBEevk2A00fNQkebUREmiCDNj2zRJp2CMtWxW7ZixtLTU0rIpy5JEzSy/0xXSbfE9JcPY6Pu888479B13794lTR3P83Dv3gOCi/e6A60MBtcizIJRGSWfdV0DUhEPG1KRbeV0MkHpaJF0u136riiKSGdDi591aW7hnIN75vz0uphOJ+C2IKuaBIp7AbgXUMFklhdEyYHgjT0VZw6w2Pxu9tf3fQjhUdF1Nms8u33fRxA0zQp3LrN2YXZtx4XWhwGgkzCm6H0tgbK6Im93WdeArMjGjnNO18bzAmMDZt6rGJhJvLKqwtDo1UBwxB7oQarqurWWqGtJ+5znJSXyUmq9KSuWm2cVJNFWrXSZsR1DQyGrUMGza0rOAQkoYSgMaODh4AzMKVgL1Rwn4wocDVxfKtuwMifSqwFzrPB8sNJAqFVFMHIYz3Ru+CZSMHC30MTaYmtuzAu6tfyq2ceb7V1dFQkOK4tKHHhbMFEMkirsDEpWpF+rfcjNescp9HMlTbPEQMxdshr/+GuITwMd7wD4CYD/7DGv/5cA/gvz+tcB7AH4V4yxnvOe/wPAawD+jvn3GoD//VPsyyIWsYhFLGIRi/j8YzHXL2IRi1jEIhbxGeITd7SVUn8O4M+BM6sTDMB/DuC/VUr9ifnbPwLwEMDfB/BPGWMvQk+431RKvWHe8x8D+AFj7Hml1OWPuy/f/e53EccxhsMh7t/XHdW7d+/i6OiIYDgAqFLYsq7a3kZVVdTVPD4+xmRihcQSDY80n694RZXBPC/BRANljKIIUwMjv337Jk5PT7G+qaula3VFFV4JhuF4bM8TLly4gOMTDcHp93v4/d//PQC6ufnuu2/j8uXLtO+2qpokCbrdLlXuXn/9ddy8oUWK9vYe4umnn8bamj7W/f19nBh16evXr+PCBW25dO7cOf2d4yHti4VaH+w9xI9+9COqDIeBhxdffFn/7HuYzTLY5tvu7gV8eP0mAGCwsooTY9l1884dpFmBkekCywqYGvhSOBrpyqOB4ORFSuf88PAQvW6C2sC41jdWsbqyRPsYRzFdK6UUQiNwURYZ7pu/53kJP/QIMqZU3YKKeF5T9axqUNV2sLyMbrdLdhqdTofed3x8jNR0yOM4QrfbdSywfDADbxF+CD+MCF4kIVDNDE2BCyjFUJnyWSVBFb9KSTDJCd4CJqizwBUaOwWlwGRT6ewGHEuJRgMcHR0gqwpCDrx3+TJ+alTsV9cGkGGXrvHh4SFV65IkQa8fE/pjc3MDYWK7ByGixIqfeY0yKNqqjLPJFLKqYB+JOi8J/p/NUqiiBMz95EcxcluJlxLIm053Eka0/+gkqI1gSV0WADjtf+RHtC9HR0cYjYZ44gmN3HjppZfwF3/xF/paJYkD6wa+973voWuOp5jM8OT5JwEAa2sbmE5SrK83NAiLSlBKoYYi2xXBFGStfy6zHGWdk/WUYk2l3FXDtXYi88qzgBZ/0R3bpto7D121HQi3dmrFeBpIuw8rZFTXNXW0GWOQcC3bmm65FREpSYitRmVFx6TpjJguuccZSvPaeDpDvL5MneW8LFBbJJAvIAzsj3seojiG8PX4FwQBhG9GVMG18JjtYiuJwiIDlCKFWcBA9Enl9vPpSM9/dtHdPjt+neb6Rfz6hR2b7HjmBx4iI7Ka5gVOjg4wNOKsVVWBm7mdiwLgjDqXVggNsKKDzbgnOKc1lCpLO2UAAPKqhO/AuRWNIRUQSPh+M+7Z+9f3fQwGA2SFQWRNT2lbvu+jKBpU22Q4JOi47/u0XgiCwIydZev4gfaYbV+z1J3pdIp0luMv//x7AIDLly/jmWc0JHx1dZVcXCYTLVZr56QwiFvb0nDbRqTN7RYqKOqaep5HlMqqLjXk3YHw2v0OwxCJEa8NwxBlWdL2kiRB14hY1nWNwWBACMIwDOnaPPnkk9jc3MTYrHHDyHc6wqJ1TqSULeV2ur5KPXJehQP7tfvtvteegyAIWnaR9rUoTgiBYcXISGjTOU47H6ozOtq60y5a23aV2O26lMsSSCL41gGJMbq3hRegqHNkud5elpeNG0hda3qhOSdVVRlqlaY4VgBBmbUcl0Wa1fB4Y9/GnDUBB6N1i96Og5pUrOloG+ustuJ2g8RU0oO0yvJ+CFlaqH1JKF8plaZXOgJlNuxa0V0P1Q5E272mj6PEWJu9s+Z+e02bvz0qfGpXTy6aAQDqqnKsTxuhVabaa7B5NGGDMnyU0va4+Lw52hcBbAH4nv2DUipnjP0/AL4F4J8C+E0Ap3biNe/5IWPs1LznkcmXMRYCcMyw0QOA9fV1JEmCp556Ct/+9rcB6IciyzLyzx0Oh3j/fW3VNJlMyA/7+PgYdV3TQ37+/HkabC5d+hmKIkXAm8E5CC2URitu2wEsTVO6QQLFkOc5xjaJFQz9nkkQkh6EgUdtbGxgZamvocEA7txZpsE4DDxMp1Paz2vXcgRmwvjd3/1dMMZw+YOrep/PbeNv/20Nh/3gvZ/j4cOHBGNXSlECFccx3VAffvghdne2SGUyjmOyJ9ve2tBe1magfu+992BdGoqiQlFK+IZPMzqd4fLla2afI9hn68H9A+RlQXS6fq9LvPg8zVDmBbyege0GPvk39rs9cM4oge7t7NCAns2mmAxP6NjiOEZV6fOaZRlxYzudGP1+H2k6NftcEFVATywNZJtxn4oup+MxhBBUkNGFiOZz9u9BEOLk5MSxfQDC2EKcObK0QG0svCQ8cKFf08qFzQSSlwrK3AtlJQFR04DMuNeIDkBJaAAAIABJREFUT6qaBi8lK0hZUuKdTscIDG1gMjpBURS4fUerrf/zP/sL3DSq2p1+H1urqwRlm6Up+kv63J07dw5hJMi2a2N7C0FgJ0ePIHucc9SygVRnWYHMcOPybAbPCxCaAb7KMpwaHvX48BAoG95NbgpGFOYzS/0+er3GR1RKiSK3yVvYGoDH41MaVD2Pw/cFeuZ+un//LqmlPnjwALVqlCTzvMRf/uVf6nMwGtO1iDoJIDhKcw+lRYaIWyhh0lLshkm89fU1P9NkgRbMe95m4szEcS7Rdhcj8/6QtQOhtpOXu1hRqikoyapJ+CWUo23QLCy0x6pPVmxVzVAamoKqAahmexqiKc35H2Np0EFgIXxVgdyMXTWUrhRCz+nME81kLzgxrblSkKqBfVayURm3iXZNnCt3gv3sSfEiyf7c4lc613/cWFzPX3I4i0vF25oTkYgQGJeMLJvg6OgE45FeW4TxoOXprAvKZuxEU1iz6t6U8DCf1miQNUE4qzJHVVW0JuCcozT0lqL0UAUFosjqQwStbSdJgk6ki/8jr7HHymYp0drqskSe58RPttuw/xdFQccthKBCsFUZt8eT5zlZqE4mE8ymGcHMn3vuORqPV1dXKUm9ffs2qkrS56pS0voQsDDq5thcNfTh8QmGwyH9btdQ2tKspmOwySnQTrTtftrodrtELQP02sseq6u2HkWRvgalhVdXVDj3/YbuZa+tm2QNzPePRyNMJhP6Djd5dr/bvmZDQ9+9ViEkMBQmz/N04cUcs02ogUcTbTcJ47yxLrN+5M38LFvn0d6DHmpwWSEJGu7y6vqa/QgUa2iadV3TMcwnkHredlTHWQMdZwyk1aJx2dZFSYAJBiEMhUxJyjcYY4BkrWvAbFLJA03jcvZBiOY+9zyPKH6oItS18RmXJWRhm0AVuOdBzCXY7v/uesjey3bsaArp7WTaYYx9qkS7ee3RhNgWXJq1mGx9h1sYEA7tc96X/ePG551ob5n/H879/SGAJ5z37J/x2X3n8/PxX0NzwVrxJ3/yJ/B9H3Ec02CwurqKNWNHBGiu6R/+4R8C0A+FHbxGoxGOjo4oIT8+Pqak7Ctf+SpOT4eYGS5NVReQtpTKFDqdHlZX9YK+yFMSaDo4ONDfby5KlMRQZp3AOTBzOMaB8PDqq18GAPzGb3wd3/tXmlM7nU7x27/923jjDb02OTyc4tQMnH/6p3+K3/zN38Tf+lu/DQDY3tzE+qpOAsXLDDdvXKdj6PV6tMBOkqThE1U56rKClNZyosSJEbLK+330eh2Mh3rAf/fHb2FlSSejvu/jzr37uGA6gQ8PTvFgT1/m0+EUuamwhlGM/YdDmAYYVlYSLPV0UcILA0BK7D3QCeEg8bCxqs9PFAeoywqFsaUKeITciJWh18XOzg4NiprLoTcwOjmGZ0TrPCEwHB7PdRN1hGGIoqiciaApsqRpCt/3iX/ufm5jYwN9x55KSkXVZOEDkbVJANe8tLLh1sRm0QEmICFhNDNQyRqeraRJCcY5JdraZsFU/KDADCcYdQ5W5YDhFPmsxuRIi8x1Qg8eA3H5r92+hY7xCD85HWObe40XolK4ePEiAOD5559HUc7AvKYzSouTKEQUNaJvWV7QucuyDKOJFcxTCERA4lRlniM1RRydZDNt5QSgKku4o2dsROWWen3ESQcZ2XUoIwoHmqyJ14ycrPx838eVK1cwtgJrskQQNh7wnHN6BsajEU5O9PP8s5/9BIO+sZZJEjzzzHM4ONT3chJ3kef6OdViOwXq2rFnsQgDoSc3ywOqaknPmLu/OslWrcnEhh20yUb0jI62Dbfabhcr85MBfUfdTARCNMJ7rrWY3XZpCmdlWVPXmuy9zDNWehwFLUgKDE9P0e2Ye4MpzIyATJrHVHiqlfa2lNzw1quKkCZcmdfNA1HKmp4pLYzWJNqqBnGu3Bzq80y4F8nZp4pf6Vy/iF9B2ILfx1QaZIxBstrhdDaorTQrkOYFSlNxX+12wZlOXJjwDEe7Gc8ITaMKxFUFYWwmXYvDIAggjZmxkjppSp0Wd2b2288F8jBEUhsh2jqmpMkLA3DGaO6PoojmxpOTRqzTDwRWV1eJJ3379m2ai15++WVsb29DOshGoqtWCmXhJm0MvuG4djsMgR/h93//9wEAcdzBpUuX9L67VlB1jRYKqspaSaZO+po52z0/vU6XPpemKf2sk8+m4JDnOTodfTw6oWrWPFHUCGAFDq+71+thNpvRd6yuriI367XDw0MURUHr4sl0dGYC5Raa7e/2WsxmM9RSojTXgwuB2iaEZs6jZDoMSWgzSRKEYUg6LkmnQ5IrzPGMllK2OuaV29GU7WRsvgvrCmkpVTvH0xSasrwEh4SSer+WewmWTJMmn+UopEJuqcuiRscg7GzY+9D3VTPntQyp8Mjf3H3kYJC2oARJ/HmzQShuBWwbQUPto81b59lz1h2cc20zCwBBjqLS875XVSjNs1hLCcGEI1wHKojZJpidYhnTTQ83miVhg3JRShfd6fW5RLule/AR87dSzbmcR2W27kXnOwUXDhrDe2Td1Nbf+Xjxy7L3mj9yNve3s87M/Hvc+O8ADJx/u591BxexiEUsYhGLWMRnisVcv4hFLGIRi1jEY+Lz7mjvmf+3ADxw/r6BpvK9B2DzjM+u49HqOAANSQNApUtbSbh06RKEEC01Qmv3ZOG+/X4fieENJUlCf19bW8Pq6irOn9dy+xZ+AsBAsCcYmU7v4eE+To905zvLZgg9RttbWloiW6jbt28aqXtTdWVNlSoeT5B0l2jbqeEwA8Du7i6+853vAADe+fHb+P73/4pgRA/3xzBoavh+hel0ivvGJuxo/wgvv/SCPnmryxiP11AaWMbS0pLht+pubm7g1HsPHqCbdHDfdJXX19exvqK7nx9++CFu3rqBQVd3cJ9/9rmGI6oYDo9Osb+vz0NZA3lmFC3TAlODFOCTFHkNRL6tODUc7VhK+ElEfPfBYJWgyseHh8BSHxtmX1aWB9TRVkpCVhWKzKqJ+whNF9tPPCQd3RWP4xhpUeLuPX1sqw5k2vd95HlJv1eOq8u5c+fMdgwszeEyCSEIBXF4eIiN7S1UpmsdBAE6HV1F5SKElxeITK3QDxKyvuDCg0TdgpxQ01wA3OMgxwbWKCszVQHKVP/qDKzKwUxHm9c17t25DgCY5SWGkynefPNHAIDxJEWnZzrTcRfj6QyJ+dIgCOie3zq3gzQbtyBwwuG1URXP/OzCZzzD45mkE6BSdL8eHx5hdqp/hgIgmvcGUUwWEIVTwT+rk2ur3EnShZQVbbsThTgdaVpFURT4l3/xL/D6q6+Z90YYj3XXutONkU0zx1Kt4VwNT05w7YrmsPf7fSwvLxN8W3+PHi+qqoSERGk62hryZBRSAwHPD1Dl+veyquBZDnIt5zjZslV1pXuL+6aqSi89tlo639F24ZXud89X4plqV3HteFQUBbK0QJ4ZlEJatlTHtQKrVRcGfAsnEwqHJ0PazzjyMTHPaTwN0Rvo56GoK4giJ6Sp0rV+c/y6m2Wfo0o1quO6eM1I0VQp1sDzVQNx+yyWXItu9ucSv9K5/uPG4np++iCNX2U4nWeEBMgyE0wZqKnhftbNXF8UFfwwQlTbbmtInW/FOFA38yE4o3kBpURZVs4YVsA33VbOBIRxghFVBaVyVMrae0lCG1WVUZG2443DQWWeIKQPoK3AcqPBoiRo/VRLhjzNcO2apsddunSJUJM7OzvY2Nh4BEoONBBkl+vrcoeDIMArr7xqzlFB69G33nqLONp5nmM4HJFV1tHhSQuVZNWz7faaTqtCFDW0RsDRoRnodTAh+hyetHZ0afjabhc7z3Pq6nueh8GgT9+v1dVDek27RzQddHsNWxDduTmrrmswx7bP8zyHotasEaIoIq60/X5XQb3X65EbjxCioQxCteZit4vtOoDYz9louV2gzdlmrOFrS0hCMyilUJYlUms7Fgbo2BTLk2DcQ22odJxz2l8uBDj3IEkvpYA0n+OQLeg4HNVxQIKSA87AmICnmte4eW60Cj07swtsFcHP6hZLqX0BCC0XRFCWl204/wAIht5G8Z3hGgKDgrHd8zn+s/s+KWWrFDsPK5//Oz3fvH0sSilaS8wfp/2b/hwnkXPX0cUiQWwIIYhL/+8TOn4DenL9DwC8Y3YmAPBtAP+Vec8PAAwYY7+hlHrTvOcb0NXrf/dJNmYvlMs9YYwhyzKy+6qqingq7gm03tt20Oj1erS439nZwdraGl544UWzpRdQGzhpUcwwG41ITOyn775DnJY811Y690yiN01nWH6ooTT9pWVsbJ43+yQRej4lcG+8+QOCur/wwnO4c+cW/tk/01DyJOYozGJ+Milb3BpIhTff0snVy88/A8ZAk0GSJDjc1wnP5uYmYKCy4/EYWTrFkvURHo9w/+4tAMCHV67iwoVd+AYqcuPmdfKFXl3dxLPPPo8Pb9wEAAz6Xcjben3V6fUxzazQiYfQU/AMHFkaWAkA9DsJkk6E4bHxIK8KJJHeL1lk8D2OzBQE9vMZLfSfuXgBg14HU5NEgQsMBnaw53QeT45SzLIUE5P0LS0t0cRSliWm05R42b1+l87jcDTBbDYj6Gy/3ycYkh5cGZ3Hum44JkVRQUrL+c5RlBWYEUNjPGj8tz0OCUZwOM6dZEuZSd9wuzljdNxM1oBqeDBKFpRoDw8PMT41egOnU5Sq4ZI/UUlcu6Xt1c5deALTdIYwbjhdZJUVhuAO/E34ojXoZQ4srygaD2bf9ykZBTggGUa1vjZ1WTU5EGPwWMPjkrKBV3PPQ9c8l2tra0h6XUyMJUdd1zjY36NtKddeIeCYpXbhwnHnzm089eSTAIDT00bYZn19FXemdzA0NIj1jU36zu7mKu4/0Ofn6ZOnce/+HWxv6WLLaDTEYKAnwCyfgTOPRNXKMofwaDSG7/mozfVA3lxTpZoCm154PQoX119hJ+z2ROT+b6PtDykfmcDcmE/W3QKSvXezLEOWZa17ucgbWgXqCmAWwqcQlEYgBQzjyYx48VEc0n0yK3MYejg8CWRVCc+KupQlWfdIMNRKkY5DXdf0s54cG7EWqdwJ/MzD/USxSMQ+t/iVzvWL+NXGI+hx4mY3WgtQCmCg4mwpa5yOTcGdA93eMnxPr5tKx5dYmsTXCj5pyHojYFqWJfEqBVOA0Z/wHB0Mz/OglIKnmmSuMomKmkuoXIjovBBTWZbkGxxGMX3/aDjE9evXsb+v60FpmtIaTUrZsvuK47iVPMzzOF3+eVEUKKZ6zB0MBpRMr62t0bx8dHSEvb190sqZzbK2h7cQJFjlFg2CIECeZvQ9btKUJElrP4UQNPbr892cl7JshLqqqiIbo/39fezuniORNs/zsLGxRscynU5pnwdLPTrXLuzdFvDd66GYvr5FUSHPS/JG18dn1w4ZOC9gbd+E8Gld3+8vGfvIyLkG+j6sy3Ku6F237oF284O3CgLzsPIGTtxQtaQDI/c8D8LjKEyj7XA4xtRYm3Y6HUyyEpk55xKc1lDMwJOZbcxw7pS5bJHJ/qWx6WKsfZ8xwcGs/7bmtukfZQ3FBIl3uXOqzaGUbBJQV6SNM0U0Be4H8Mx6p/ZDVL4tUAWQ9aONALq+c3PuvE3pvHggbdvW3vICjD2+QN5KtNGONtdbtdZVgjc/c9Z4tj/K9w+aogKbt279ePFpfLS7AJ5x/nSRMfYagGOl1G3G2P8I4J8wxq4CuArgnwCYQdt8QCn1PmPsXwL4Xxlj/4n5jv8FwD9XCxXSRSxiEYtYxCL+vcdirl/EIhaxiEUs4rPFp+lofw3Av3F+/x/M//8bgH8M4L8HEAP4YwDLAN4A8HtKqbHzmX8A4H9Co1j6f+PxXp2/MNwKorU7eASGgEYMAdAVyqOjozOrEstLq4jiALGp1HY6CS7sbAMAnnxyF8u9Htk+/N7v/R62f6Zf8974IW7evInxyHTmJDA80d3usrqOr38zoP194vx5LEW6K5t0IoLe/uSdt3H79m2qwlSVpC7R5noXKyuruHZNQ4Z3t3fATTWwLGvdKTVVt6qqCNKeJAkmoyH9zCChTNXNizs4OtSiWitLA2ysryIwljxxGCA1nerpNMfk4IBES35+/QPkBmqaV4r2scxLeF7T8ex2Qshav280HKIuI2wYZegyz1pK4i6cZu/+Pexuab2c44NDTE5HWDXq2EVRQZouY5FXBDvzAx8JT/DihkYrTqZTqu6enJxgdXW1Ea5wYEkrKysYDAbU0a6qCtPZibn2HSRGtGIymaCuFTY39PVWvIGVB74P4flIjdpFURSITEdbIy48qux6nkeCXoJ7Wk3VVk19Dts0vXHjBl790nN6nzKB4/0J7t/XaIm7d++SMn3U6eP0eIRjQ3VQSiEy0HrOOS7snsOVa1fptbsPtBVe0usiTnxS/SyrgirnQRTC57bSXOD49JS2N5tmkBb2W9To93rIs5m5xseozLExaNEaWwmuqwphqAVYzm9vUWVcqgpHxwckbrKysoQ40s8KYwy+L2Ah26PhcdPt8Bj6/T7Z6x0cPiS10dlshuXlZbLqsvuur+MIoenk11WGdDrC0YHex3M755HP9DX1+lqxNDDVTQAoSl3FPT09NV1lq/IJZJlt0crHdrSllDTmRKEVKTxbrdxVRdVK+w3s2+3YKKVaVVYvbARv6rqm6mwURU7XXRkxtAZK6IqBKK47Q/pwFIqq6coEno+sMEiRWmKwpJEUUdJDbroRzC9RIqOOE2MC1sJAMWE6BqbTLmvUVYOscGGryvm5peSOjx8f1cWeH/8/Scf7rAr7X7OO+a/dXL+IX04wxZtnirrXZz+T7t/12GMcJ+oKs5keH5NOhF6cgJnPTSYz59ngAPfADR0FgsP28JRqRMCAZl0DAMxvILtC+I8IWFl1aVnJR4UDXDgsY0RfK/Oc7FpDP0Bo5uzRaILpdNoSYLXCmr7vo65r6t7OCzK54pSuMrdef9Y4PdRrsXPnzpEjzurqKn1mNpuBMUYd506nQ+O7VTtvkEgF7UdZlkiimNY8WZYR2tIKvtq5uN/vE80qjmNCjJVliclkQufLpWFaBXX7nYPBgBChSZJgOp2SYFwYhrRfRdF0NW0H3u1+2iasduwZ07Hp/WJ0nHme0+/dbpe23el0WudEq7LreX9a5I84fpw1Rtv9chF97ufstQTaoqJ1wSCFpSX48HwPmbnek9NTHB7r+2xnZwfTNCW3Fj+IIAKLfhQQngchrK1uQPOePl4Jp/nqYkoAsvIU+h9/FB0nuQaNWMizqmvUZl4OCDredPLdjjYTrIFKcw9c+HSsMOhNiAqqKs90VjlLZb5tueu1Otr2vFZVRR1tleUtONu8GNovirPeI6WEb1Ax+pyCOtoubdL+bMekx4nV/qL4ND7a38dHMOSU3vP/xvx73HuOAfzRJ932fJSG++HCZ+wg554Em8y5C1n781lQzQcPHiBOQnSNAvNkEkEaReTJZIhQeEgNL/HocB8rxu/5woULGI0muGLUnw+Ojilx9IOQIOW75y7g9u3b2N7WCdvKygpxSi5evIjpdEoWDfv7+3j2Ga0HMxqNWkqYk8kEMwO3PbezAQ6J9977OQANq93Y0InMlStX0DMKk4cHD3Hxwnk8ONTfEQUhdrZ0YvrkE+fQ73RJiT1PU2Qm0T45OcV4MsOBUW7ePzpGLQ3UIuyg29XHOR6PEQRBa1IKjDdz5DEID5Tkg9faaBtAVVZgNYMvjM/55gbWzHnlXPt4N76JBVkchIEHzzyQUipIVWE2m5htN9wKa/VlJyHGG8j5YHkVs9mM9hnQRRLgUQXOMGwSHiFY830QmGUZfAMP73YSVNIdvDg8Y7egmAIz7xMMAKvhG1sGVRe4decmAGBjvY/r1/S9FPsceTolvvA3v/Wb+Nf/5vv6uBnDvXv3SOGRKYntLW2bdnI6xPLqSssr1E6GQRA0ix17nsy14ZUgGJLlnbkQuKq0hY4SSkqcGs/2NE3h8eZZLEyyB+gJ0SbXW1tb6Bn4v2Qg1Uu7PVuoEUIgDH2C3UeBhyi21h0cvV6ngZULRtBuUQmoSrVhSlYcFxKe+WU6GaEuCxwd6GJTEsVIzXixXm2h1+tBolHjbZTFJQq04YlKkS/b47lAbM5m4zFK47Z4eNZgbr/D+mXrbTg8pDnfSNfOxF2g5Xnu/N7AyBnXEE67cBWCweTE8IIAwvMhTAEDwiMveTAPtSn8KWiLErvkrdEsXKzvdv3XMzn9axO/TnO9wkery9r4pJzuj/r8/Hd91u9+XMxzGH/R9j7J8+IuYs/6jjOTDnXWZ86wyOGay23nJKUUIlOUlkpqGLlJ2m2B1XwQkmkQLABI5myPMYzGU7LVyrIUgeGa9roJej09L4SeB3AGaVSvuRKAWVYURYGsnCEvdKJX1zV6JpHY7Kxj/+gQga/3RwiBNWODqpRCYaC+HuNYWlqiBki328Pamp67xuMJVlfXMB7rdUav1ye18rIsEccxHjzYM8cdUtL34MEDrK6u0prw6tWrVNh+55138MILWm/n+eefx9tvv0s0t+kkpbWj5T6vrmrI9mQyaSWAaZrSPj/77LN48803zT57GA6H2DLNi+FwSEViPbfra9jv94l+CWj6nf35tddew2DQp9/de+vg4ABF0TiT+EEDD2eMtdZWbiJz9+5dCJO83bn3AMvLy7TP/X4fu7t67ZskCeqswInRf9ncPocw1vdaUUl0uz0qKLs0wE6ng+m4aa5Np9MWfN4tUM/PlfbaKKVaFrlSNpZeSRKRhkCapgiCATY29br+9DTBvbu3AQAPD45QVg0vPoliB2a/TNeWzqulXHGAcw9QZyexVjmecab1TcyQUZYlLB/L8zzEnR6yiT53fuhBWG9sLuAJD93QWNEyTs4/oXGdsfeGXl/r71fMgzDPtOBAWuZEORXCh+cZ+1dDp23UxyXpMmmaQg2lmvHDhlKNtnoURSgr2WosuKrgzNGembcLs9fW/u+6s2j3Iqv/olr38zzP23eaLcop2n3c+GWpji9iEYtYxCIWsYhFLGIRi1jEIhbxNzI+bzG0X2l4pjLmCk7Yro1bkbDViHlFXtcTreW53A1R1zVOT3X39uTkmDy183yKtaVlEvsSQuCnP9VeiHlZYHNjG8vGj/m9n7+PW7c0fLtWwNFQf8fGxgaePH+BOnHT6RjLy1poY3dnuyUaNRqNsGR8nJMkARTDc8/qyuf49BQXLz4FAHj48ABR7OGNH/wAAPC1r32VID67u7t4aFTGl5eXURQF+qYDHQU+JlNdjZ2OUnTCAJ0kotfu3NP7f3h4gumswNRAw4qyRC0NFJRXKEwFMYo7iOOmC5znOUGQw24XPpPIDBqg5AUKU3XmjKFUEqmBIHeikCpp6WyGOPBRlUbR2xNUFUvTHIXprirJ4AmByqlk2aqh5zUdcQAteFqWZRgOh+j3l+h3C4HtdruYGl/osiyxPFihSidnHnzTzcvzHEwpJLFRQxeMtse5AFijssoFp6qYYBKKK1IFPzw6wP49LU73wlO/hYNCb1vWFYIoBjfQtrff/Ql6A72/YdLH9vYJOgMN8Xrvgw/w/mWtlloxhtl0QvdTr9ejLnzcSQA0iqD1vGiM8UAuZd2CZk3TGTIDr56Npgj9AKdGmC3LGhE7wX14XkPr2L1wjpRV1zY2SESnYgrcEUjJcw2BAzQkP0kiAx8H6nKANFs21xRIOjEOH2oEhhCMnvW6UlCV440oBDjMa0UJmM796OQErK6ok1EWOSoDix4MBsiDALYV7nppcg6gADkMVI7iKupH4Wnz4449x7qyOi+O9uj4JOe+QwhB1WtddW3uZ9sxVqbS6wqgWRTHbDZDmk1RS+uPXaFWFhGhwOHA0b1GRDJOYoRJAj80fppBAm4hZMwHTEe7goDHmq51VdfgFkIpbEUY5n9JENP5aP1VafTDIhbxeccvq1v91ztMZ82OQ+DgtvNG4kt2/JL0LNtuttvJdkfL9rVg9P3aV7eNSKztJwUn2hz3hBY5IwRc1aKMLfX6GE30OLjUH2Byqtc/61tbEGafukkHk8kIG6bb3ev1cPWqpl8tLy+Dc07dVotGdOMs312rmm3nF01t0vv88ssvtzpxOzs7uHHjBgDdtbb+1BbpZOeXIAhaa5zDw0MSbcvzHC++qAV9b9+5Bc/zCCnp+z6hFTVlT39mNBqh3+8T2jIMQ1ofjkYjdDoJiZBFUUN5nEwm6HQ6LUG3Zi1R0mfqukaapiQ8DABhoOf6k5MTXLt2jQR93WOx15toaI6omVUgd9f89pwfHx+R407muNbYcOlYrqf6vDr5fCfZ7n8YhoSU08r3iu7ruNvD8rq+fw72DlAp2YhsFSV5ziulIDhHgEfn+rOGpXa31b6Ba3E0EgWTkFZITjEo1SDpwAUYtwrqprNL/AwONQdioueR8cY5gAvqukvuA4q3BPXc9c+8mvtHxZmCZ4oDONtl5azf3b8rZ8xw38sYI5oxoF1V7L3lew3Fwj5rn3V++EIn2nmeE87fHdjcgUgpRQ+Fm2hb2IibaNvXJhM9sPjm9zgOEcchfQ7OIvSb3/wmdnb0gPuzS5fwwQeXcTTUSUdVK1IwLusKe3s60f7+97+P7/6jf0zbu3fvHlkudbtdfOMb3yA1yqtXryIyXA4NsxG4YqyJPM5x44ZOqHa2NzAcHpNV1d7eHpbMIFXVBT3gS4MOUEv0ugbKpWocHehkev/hQ5RFivUVPaj3+h3EgQOndhQElVIoDGSsLnKy6hkMBgAHJaN1laLKzc1dp+h1QoKCxUlCg5THGAI/gLK+W6omCEtVVS2Vz5WVFXhmsT4ZnyLNrI1ZjM5gAN8ko2UlaXDt9/soy7rhpCpOg7jlJXWMTVhZlmQ3ZBVGAYCDocxyGswEFGZTPdGMx2NB5izkAAAgAElEQVR0un2EFr40HdNgBpgJ145XTAGwauIAqpp4xtn4CNsbeqIZnx5hZO6ld37yLnZ3LyA2E5YfdzE1MKo7169DCIEtAxdnnOPBPc3DHmUaMm+fjyiKCMYVhiGqSqFWTXLtDjBuSCnp3I3HY4zN4mR8MkKv023BrJTDaRqsrRLH69lnn0XX8KqiJKZFkoAC9z3adlcxRCZ5i4IQcaITdgCQVY6yiuk8er7A0YFJtD1OCXlVeqic4oYQPrhJQGOvhmdR3mUBJWssmec09AQqwxdOpxPNa7OQqIDBMxxwCYXKhRpJSQLx7qSs95OfmWg30PFHoaPzipxS1q2xC2ggnhq23lwv6Uzg7nWzMC73Z2fuhUWAc84gmCAYfpLESExhrt/rotOJyVIvijrwDYSMeyHADaScCW3jY6KGQiltMcDuN2g/xWMgro8LDgb1Mee+BTT9b058Hgnzrwoy/mnjV7M/j4GcM2ehzFjrvQrKSbotNNxaBPImmz5z/631F4xV0aOL4/YCvv0eIQSYgd6WhYccaMGA3TFwMBiAc6NFEnjUPDg9PSX4bq/XwyxLKWmazTKMRrpxcXJyiuFwRCrXyiQy9mcpDdyXjstanEXaxknmtF82SX/iiSdIUycIAuzu7pJzztbWFq1hr127hrquCbbe7/dbc01RFHRehsOhdpwBWtBtu43UJKBpmpKLhFVzt2ue8XiMza11+nl9fY3WTZ1Ohwq30+kUSZLQ3JSmKc01s9mEklbP83ByckLnud/v43Ss1xL9pQHu7z3A4U1dYHj66aexb/SDFNOFCbuOLesKlZlPYt8DExyV2UYla6JPjcdjZLOGpy6EoHPpeV6L+uXeJ26hZp5n7J7PMAxpji7LElKTofX56fZIdyYKO6icOTzp9BAn1hrWN3O1WScLNMrihiRpt+wm10opInRIcDAmoCxHWygow/eSTOsvWH61EA7VVujcSRIPW0DOTZeNTkoNZb5DCQklrDtOBcUYrTtc+LbNz1xO9ePUw1vbfIyq+Pzr9rXm9zNew6Pb0xoxjX6QEB5d08gPaR0pxCdblzwuvtCJtk383MWrjXku9vzf5y+QXvTaagegUNNCsJaKBqWToYQqmwrd5ctXSZThxRdfAuc+3r+sK58Hh8eYmAExLSs884z1a65x48Y1qgBxzvHwoR5kjw+P8OKLL+L5558HoAfEe3d00jQYLBtfQ51Y1EWJ8UQn7+nsCcRxiN/42lfoGCzPtdPpYMtU1gKfYTw8xfGR5mgXeWNbwRkD6hpFbnlKDE9evAAAmOY50qyAnDk8XZNYCC+AMJyqSTqBYJqPrbcnwE1lrchT8CTAyrI+X0tLPYzGWsCLg2F5eQkrRvCs3+tQ1xFS+2iXxmJN1RUN8OPxmCZu3/chy5J4YmBNF1YLQTUDne81ghkSvOWTGMcxvKrxyraDuy885Jkj6qJq4gIV6Qye1zyseZpTUswgwVkNZoWhakUCbrJWgCzRM0XWCQpYFYhrl98HNzzz4+EIp9MrOLerr8fGxia+//+9AUAP9tvndnByrO+FJBT46quvAAD+7Q9/iDxP4Zt9UQwtTp29lvZ/34j8Cc8jkRspJbgQxKPOsowq2VVVtWyiGGMIDAd8sLyM7e1tqvyvr68TZ5f7HkLLC+IMlWyS/DhMKNGOwwhByKEMAa8uJZgV4qoK5Hnaeo6aCaSEWwUFmgQ18kP4tupRV0jHI+ysa+6az0Cogel4jMiPoCLboUcjzANYnww6Ry4nv73dZnxyk+dqjqP9uJ9tuHwyzdF2eVvNuCbQ8JD0hNK2N7Gfcbnd+lyRmTu4J+Cb5yOOYxpLBssrSJIYXcMz7HRiuueDMILwzCJG+OCCg4lmAW2vfeV6ZNstumIvi7x4EXPBcLZewee+nU8pdrMIHa54oYJy+N4VpFlfzT/eLrcUMOfddssgweomiW15cXNOQk16vtKf98sAPBWoLdqoquZsPqc016RpjtgkXvdu38H2tl6jBUGAJEmocHDnzp0Wr3h3d7dJmpKkNYdqu6xmbnXHdDeBGw6HlNCmaUrJSZZliOMO8alv3rhNvO40TbG0tITCzIFud9bzPHzrW99qJX5ux/zevXv0+8nJSYvnatGPYRi2EJVhGOKppzRqMs9zeJ7XKkbYphTnvIUCHQwGtEbL85TO3dLSUguBGkUJrl2/qa+hEDh//jwuXbpE18BeN5vQ2rnG9ey259e9xrJuRD7dIov1Mrf77Hokp2n6sbi+cHzZXZ90WkOae9cPIoMaBNbWNjUKtG7WKu5+6PW06dB70SNjj5sgNkgB1dpHxhi4SekYFJhTFJOK6S40jCiaaATJOG8WNpIxnQecFUzA+v4xLgCr06K0vbJ9rt1zZ1EILorvo5LmdlgNmnoumX5UA6fJ49rnRKnGR9tFPdhmCHNyByqe+CE83zRg1eNtVD9JLDjai1jEIhaxiEUsYhGLWMQiFrGIRXyO8YXuaEdRDCF4q+MSxzGCIGhJyFsIyy8OU4XhEmWZg5NqH0cQ6qpVkiRYW1sj9eR+r4f7hsd85959zKYZKWwyxqlr43EQP+b111/FlStXSKnyd37nd6gqlk4z3Lp1iypfvV6Pfr5w4QLeeustqj7ef3CAbqyrVP/ujUv42uvPEI/o9ddfw/37uhOezroIdjU0/fToFAyKuEiB8BAavrPPGBRq9Doa0jIaTxGbW8QatxsKDrpZiXrSwIUr0yWdZRlin6O/qrvka8s9BAZiwmWObi9Bv6+rs1JVmJmOv+9xCL4Kz1Q+B90OcqtuCQBSUoU0yzKCVJdZirVNXfnlzEOWZQh6tloatZSyGWu61kmn21Qvla6w2vtECKEhQNDVUdcaxOMCZW66t6pRiuwkCco8w8RYZoRR0uLL6MqY7SyWBE8uigKyzhF1TMW3E2L/4NhctxFK1VSW37n0AX5+VcOqKglcvappA9/+9u8gChO8/toTAICb1z+EMNejE/k4dTjDs9mMqs5ZlkGI5tqVZYkgbiq8LrcsDEOq+DXK2/p5U46dVRiGWDPUg42NDaytrWF5dcV8IaOuuCc4OuZm4r6HWZHTPvpBgF5iNQRCCE+hKE3lsm66w1VVYTqdzFV1m+qjW/VWSoGZLnY6STEIjVLodIyDh3s4t6277lGUoGf2q6gkijxvVa9bP1d1I08PtDQAbMy7GrhddyVZS4XcDVu5fpwiOQDYGrI+zuaYbUfbds/P2rbnefB9r4GLC0nK7kJoTraF2CVJQty75eVlxHFjIRNFEVni+L6PwMLsfR8iABqUEH9sh/7ThO56fbz3LqDjf3Pik3ahz+LfPe73X5f76JMc4yfZ57PVxufg4q2wdn3mfQCg2h1tqzqu1Ec9ru3tcodypTtSzTg3r9Du2vDYr7GuJxVvxl47D1RVhfF4DGa0JMAb+PDJyQlio2QddzrodDroG4Td/v4+PjRuMvfu3cPt27eJSzzf0Xa3V9d16zUpJQqHU20dQD744IOW04aUEk88oefzG9dvtbrUYRgSojJJEkIk7uzsQDBO8+FsNiOk2bmdHSRJQtu4f/8+bt++CUBD099772e0T1JKPPnkkwD0+tMiNvv9PoLAJzpenueNyriv7dbsmrbTjRvOq++33C5cey/XYefy5at45pln8K1v/TYA4NatW3jmmWf093U6kFK24PqNxoe2fC0Kq3RdIp1OaHt2W57nPUIzdbvVLtrgo9WrOR1PVQU0TwZBAAiPOsc1GNnWVbXmbpMxyRmccs87G9k2j7wlqp+S5IiiER6CIOdcCdSGzqkAVKq2LmofO5RShottfgcjKzZW12QlxoR2IamNM5OSDEpaPSIBzngzDjBG6029DaDZwBwEnDXn56M62o+DjpOdG1HVmnHMroXce5SQq75P6yLUH8/t4hfFFzrR/oM/+A8RhmFrIdjpdCjZBhw4B/DIDesO3PoimAvBahTFDKq0Qgk5TgwPdG/vPk5HJwT5+dLLLxO0JukMcHL8JoYnRkbfi7G2qgfSNJ/h2FggWW9by8m5cuUKXnvtNQDA2vl1pGnaGsBef/11AMD169fx4osvkv1B5DHi4Oxsr2FtbYV+v3//Pi6awfLG9Ss4t6XFLcbjMaAkBj19vrxOTL7H09EInmAIDVyZswmGQ530jScjVHVByVan20VmIF152cBTw8BDJ4lbFlJdk7sFXogoECiN8NR4ckKfWxr0wBgja7FuHNDEnEQRojiEMg+oL7yWd6S1OBDCx3A8oWvqwlSqqkIUJfS5pNNwm6yQm72m/X6fJrYsy5rErigRhQLdpLEGEYazG8cxpmlGi4Io9AmywiAAJWE9kqq6QpHr65umKWQxw/vXNR9re3MV45G+Tw4PHuL9D7Uw2nBa4vD4BHcfaM7SxOGsv/3OT7C/v4//9Lvf1eeym+DKZe3PefH8Ln5ye4+OdTwek9/2dDZDnPhn2j95ngdm4EWe7yFJEoKv9Xo9TE2BpMxKCCEQd/XEH8QRlg0nO+l24AV+K6FqODGCOLsh99HtdglmzCEQmXOcBBEYrwk6DulDKQvV0lZvVtDLFQSzkOmGZwVY0GIcedg0IjeyVphNJrhzU59nwT3EkVlshRHSvGygjoLTJCeEhrsTF0kBhSOwN58Un8XRtkJxjDU6Ee541EoCxKM8b7LOqmu49l7ziba7GLWTSRiGiKIIPTMOMAYEQePzHkURLeZWVlaIZ98fLLdeC4KAimNCCHhm3PU8Ds9vFuntRbwpMLgw01+PHGYRv6bxOKu7z+N7H/f7Ajr+WePxhTTJ0CTlc6dZFwfNwllySPaoyBJjDExwshRSXIGZoqfv++h0OqhKM0+oZpFt11WZEV1dX9vE4aGeD+MwwsOHDwEASysruPjs0xgb+9Stra0WbPmHP/whUaIuXLhAawegLbTq8n4Bk5yaNYhLI/rwww/x5S9/GQDw1FNP4fR0THPXK6+8QgmybfLs7ja6QzbRK8sSb7/zYxrjDw4OaB185+5t7Ozs0Lrs2WefRWiaR2traxiNdLK7u7uLo6Mjet9gMCCbsa2tLWRZSsk055zOY5IkrfXW8fExfc4VGbNrD/tsjcdT3Lx5EwDw5ptvotvt4sKFC3Tcrp7J6upqC3rtnmPXWixNUxwdHemfJ6ekx2ILMPazeZ7TejDLMmRZRt/vXreqquaSrXbeYI/FCwOtBePApC0nqkYNMNlKoN3no0V/5RzzD8VZ0PGzCk+2gMR5YyVWKQkoZlHfqBTI+ospCSY1RQMAFG8EBgVraAn2++l6eD59H0ONMAxRFOkj+ztvo3VW0vpRr531+sdNtH8RdLzTTej5sEKFdp8fJbh8tlhAxxexiEUsYhGLWMQiFrGIRSxiEYv4HOML3dH+0pdeQZJoI3lX8ODo6IgqVVVVETSlLSRQnyEOZDpskYcsm0FZQYWqxtQoI45PR/A4w1JPw4Zu3LiBvrFGWFpZxW/91m+hY6DXP730c/hG8OmJi6/CC3XF5GR4hFdffQ1XrnwAAPizP/tzjMe6cvqV117H7u5uSzzp+FBX51ZWlhCGIf7u3/07AIB/+/3v47XXdBX09ddexsnwCMKFOZtS3le/+lWMTnQl8YUXXsCHV68QDDv0BQmQ1UWBvQf3mqpvXiIr9PmaTDMMRxmUsXwqihrM2CVFsYcoNlB0T6ATBzDOTUizKTxjAxb2IkhVYWjUsouiwNqa7pRdvPgEBGe4axQnR4M+KaMnnQhMqqbL2e0QfL4oCoKaxVEHRaWPCQBOx2Pq0Pb7S4ijAHsPtAhct9unqi1jDN0kovOVJBHBkrIiR+jrinHKU9RVjbUNTRsAgNTAyIMwhB91kJpONZgAs1UxZgA+1j6pyqBM9U/mM1RFitFY36MP9x/ghz96BwCwPzxFp6/V559+5jm88pWv4f/8v/4UAHBvbx/dpFE4n006ePvHP9LX+PlnsLuj4fQXn7iAS3f2SEU9y2fUjS7yFFHoQzlqkaWx/FChom4BDzjiqIGrdTox/Xw4PkC326WOp5QSUajP17wwDPc9qrYrBqSTxhZlZW0VkanaowahKsLIB8BQ1caiTwVgpsPhZz4491BXtkrZCGzZZ72p/gLKwIGefuY5fOmlZwEA9+/vQQiBW3d1RzvpdUkte7C0Au57qE31t6xAQnVSCkgoKLKzUVBoOhlUkdYXnsS+GGuq+Y2i5aOdM61k24iEcQf3Zbt7wsLGuAKkQe2wEp6panuMQzBOY4InGHxzjwc+Qxhw+EsaFuh7DcXG933EUQeJQSmsraxgZU3TAaIoQBQF5roAvheQYnhLjM7jENxrYKctKVPTyUfT7W+6QLxl4cVVI9fmVoU/ruL4IhbxceKL1L3+ZUHHP2kox75L/4G3LbvUJ+jkWAcFBnAGmjv1/ruoQx12DLQdqaJuIMJCCA01rvX8VeUF6rIRAJVSttSx7djT6XQweqjXB/v7+9g+f47WD91ul6wp79+/j0uXLuGVV7Tg6PPPP0/z2rx9kStG6XmeXq+Y62dh1IBGiblQ5el0Sl3gIAhovr1w4QIGgwF8Mz/eunWLPvf222+TGwgAHA2HSEwXvpYVLl68SF35l156CZubG3Qu7bFsb29jf3+/hQi16yS7prbHUxQFrSPtfs8juADd0XY/496Tk8mExM/iOIYQglAF3/nOd8jizDqiuNfYbqsoipbaep7n1DmviymSyKKsPBJvBdrK6HVdI8/zFsVgXnW86UYrQtAKIeieF8KH74WEzANrXovCGIy5NBVHqAzaeYUoKnPn73EK3POiq4ozEgdUUhASRD8+jngcFJhZx7OaQ/ewTd6gtCAaQK6mJO4GOAsSpgg6LrgHL4wh04k5P2etZ1z03aPH9bhjdY/zcZ3vX9TRtm+fP19xHLcQli2KENE+P5/4Qifaf/zH/3PLow04++LZwRJ49CY46/2VrMEBsqGKgsaSStUVsnSG+0YJvMhzfP3rX9cflDXGkyM8/4KGkr/44nO4el3zaD+4chmZ4TAcnZzg3R+/Sz7Rq6vrtI9KKZyentLg2ev1CLK79/A+jo4OyG7hH/7Df4Cy0oPGdDYCR42tTQ0Rj+MQYwMH6vdivPTSS3rbD/dw7tw5SKPIqeoaB/sajnx0NEQQJjgy6tWXr97Ae1c1pBlehCAcQHHjRZxNME31oK4g0TEQ1MHSKspihjzXSVToAco3iUpZQlYlpHnYnrxwEdJ4IgV+gl43Qr3VXCsLidrf329ZBORljcC8duGpp5FbS7C8QBTFmA71fiVBgI5N3qoKVZriiXM75jty7N3VMPWtnV30uh0khp+VpVPianEoVEbtXEqJqlLIzSo/zQrUZoEwnZZIuh2k5rx2whBFqSehzbUBTo4ewuQmUGoMJvRrP3rrL9EZLONwoq/3T37+Ia5cvw0AeOlLX8bJydCcDYn1lR4CmMQewKvP6/vs7t272Fc53vih/o7T44f49rd/BwDw5S9/Gf/i//0hQqMKX+fAbXNPfvW1V7F1cR3XbunfA+FhTByrLrqJUV73BLgnsDTQ13h7ax2RKSChUqhLSarzQRC0BjoRhKjNcLXc7bc4McxJ0HgJCEPdCcMQda2flaKS8H0B38DciiJFZnzTvSDC9rnzlFyDHSOdGT5cOUFalCisl7kI4JtFxh/8R38PF7Z0AWN/fx9vvPEDTE80XP/Ovdso6sLcI1N0B30EkYEnFoKg41GcIO52UJh7bzQaET8q9D3EUWKOJUAYNvZknIOS8zSdIQxiUl/nvPF6t3Z59p6PfZ8WrQICHA2UnAlBUMtKeaQEKzhHEgSozf7XhYc81udxdamDQEgcHun7a7nfA2N9ujZx3EFin+luj+wu+t2u4TZZZVXRUl11x1fuQs8+YsWtAOLPP/JGZ253f/4k+cM8F/ysyfxxr308uFpbF2ARX6z4onG0f12CKZ1sW1qIAsgJQf/OaKEqGW+9BnCH+91wOPVvzjjCHJguM+8FoIxvMDfjhqiA0swDgnnwAx/KrK+U5CgqvR6RnCMrKqwu68Lw3t4+osgkksjgm+zi6PgQVz54H08987TejzjCykA3JH727k9QFAVR/65fu0lw57oy4wJrxm9yXAIDaokgsOrGASVs4ctfwt27dwEAH165iuFwiPV1TQOcTCZIOnq9U8sSP/3ZuzjY182Xq1ev0tru8GAfk1lG5zzkHF2H951Opth/sAcA6CUdHBs6pFI10R/v3bkDz/Ow7FifXr96HQCwtLqElZXG+zsIAkwmemtZlkEpRnD0PCtxaLRmwBr/aNe3GgBu372DBw90Yv3666+j3++Tte3169epgO95nrasNbx4IRoqSVnmKI2iOABURU7e3wF/tDBgYf424QYaGLxtOswn2vZaAgDjCkmyRp9znTu0TWZD8bJrnKKuNI2VNEsY0Qw5GKRg4Dah5aw1vynMwaelpVLUYMrZtvOZeaqNy2lnTIHboo5k2m+b3sph7cmYV4EpQU+xRANp15orFuouwPwAyhabuGg92/OUXRpPmbEldeb3x8Xj5un5vzPnnNifbUEfTgItGBD7AmYZA48DzJxXxiWY4+Liwvwlc2hw6uOz3r/QifbR0RE45y0RA3ti5n21AbSsCcIwRBAErffZqGqFsspRm0V0VuSQ0nAbhRZhi0xFsa5L7O/rwSsIAqyvrVLzpigKPP+sHqife+4Z/Pn3/jUA4MatO0inGVZX9cI2yzK8957m1K6vruGb3/wmVfLyPKcFvBACz7/wLHkv7t27RwPWzsYaqjpDUdhq3RShta+Skj7jhQHu37mLddOhCuMOiWMFQYQw9ImzdOXqNeztG4/qrkIYCeQmARinBYkMeH5kn31kWYG6KuDbZq7PyKIqiHyEIqTjAZqb1g6GJMAUefSzlBV5agN6cBD2oYaibadFASkzwHCudWW8+f66rkmgrFaMHshsNkFZ18Q5KesKnmkh5umURDYm4xk2ty+gMlzrIEowNRVdIXzkhURgJu1KNr6Ie3t7iHygroyImswwOdb3zOz0AMPhMTaf/w0AQHd5iGSgJ9FZnpN4WK/Xg8cZKpO8BwCuXr4MABjNgGw2xc6GvqbdbkKohN3dXbz65Vfw40vv6XMia3hMX4/3f3YJ53Z28MLTurv78KCpZCfdDk2ORZZBKUUT7MrKCuJAH+d0OMX4tOGnLS0t0TNVFAU6nU6Lq+Vairh8Jd/z4JtzHgiOnhFUK4oMaZpS0QIAddqllCiKHJ7xdoyiBGE4Ma9pL1A7LmxubuLieV1kUeA4ONH3/DTNsLqxSftycLSP/UO9gFpbW8OFi08S57y3tAxuFmJlVaCeNdVSMAnfEWCUquF6aUETKyTXLD7n7beqqqk615VqdYg/KrhCM2krwDfFsIoLBMKjImHoewh9k7gHPqrAR8/avqlmIeH7PsIoJi2CJGm814XH4Hku79tZ7Ip5btknYSY9hp/Fzv55EYs4Kz5pMvxR3Zf53z+LeN/nGZ9I4Owx3e+z/m6L3o+89zF9Hd35AQDbKZu3WHXfjHa3u71lmns5kxDco2SIc4bVVT0XLC8PaIytlQKHgLJFVyVoHJJQWhySG1/cXoJkoMfwIssgWI4Dg6rzohC1ScizbIYi13/PpkPcuZ7h4gVt9yXAsGxEXJf6Azx5/gLKwmq7ZNjb053wra0tHOw9RJzobSdhgtOZLmaOT49wYfc8Tk/0/D48PsH+/XsAjACT5cnWJTgkhsc6ER6NRrh2TYvcPnjwAHt7e7Rmg6px+QPdEfa8ACEYrKpI4IUIPFNkrWtkswyhmTuvfHCF5nrPExZsh80trRF0eqIT1dXVVYeHHeHw8IiS3YODQ5p3/MDDdJZSM6ksS6yv6/fdvn0b29u6AZSbLv59ozVz5/YDsjF74aUXMVheQhjrdV+n08G9e/b8GLs328hI+ohNgXo8STE8PiTu+Gw2g0cIMobcrAfLOmsloEIIsozNyxKzdGJcqwFZFbRmTtMZfN+n4szSYBmc2YJ7hCSJ6Bxw3nSCg8CDoDWBsd1izXw+L5SqbLGZcdi5sy4LZHlG+wlZIwiNoG8QEXqTQaKuSzDWFL2FESmVSluJ2rUpgwQ96WWpRebMPgQ+BzPZZ10WABdQVjgQ3JGxknTP1BIoJENtRKC9bgk51vdMURbwGUNgBJeTpT6OTvXzUKtaoweJL94kwlw16MRZlkE5SEBp7H7tuWvOFlDVNY1WvhBgzjrTHrv+fgmWnYKbtZGnAngwaxx4pH8jK4ZKAp4pjinGyXO8Zh8/ff71mDkWsYhFLGIRi1jEIhaxiEUsYhGL+GsSX+iOdprmpNZnZf+tsqBrRWS5NXVdUwc4yzLkee7I9FeNgrAQYLzp4EWBQGCqQ1yWyLOMlCNHoxF1n8fjKbrdLqJYw3WSJMFkpt9378F9qgR2Oh0UWUbfv76+ThCit956C3/1V3+FP/qjPwIAHB4eYtnwKLvdLrIsIzuHOAjw/ge6U7m3t4f+oEtwmCJLsWTed3JygmyqK0xLgx6eeELzoQGt4L19TldtoyjC4eEhDo40jPZkVGBiKMfVLENRC8xSfb5KqRAnxuInjqmaXBQFlKzAuLUgEOSAVNV6ex43KtfG2goA8ukEVSjgG9hNFPqN3RAHkjAiNURZM+IGFaVCEusNdPqadz1OdcXM8wXxR5VSKMscllLEvYDgvFk2g2SAKEzVFIqq3EWeoTQd7TRN0Y0TqsAlnQiZUVDnjKEscrLCmM1m1C2cjk/QS7o4PtT7xZREbbrinufj8GiEyTUNz7p//wFByO7du0dWWZ6nbUjs97/+lWVS69yMGPr9PrbPaQu33QtPojbVwM3NDXzjG9/A9buaAvDwwR6yVJ+vDz+8gvNPnsfq6rcA6Gr8w0NdmddWTfqZEkIgKwtUpKzKCVa8s7ODA3FIz87m5jpxutI0RRiGWF/Xx+AiTVyLMNsttwRFlpwAACAASURBVFVrF3lSljnqqiJLNdd2gytAgJOdnlIj6oRMp1PIsiLo3LmtbTz15EU6HlvlXFpawmCpjxOD8Pj5+zVu3dLP82QyQVrkOGfUZXfASCegljkkZ8SVE0KgshQGjanU+yR1vdVWmhmr6Z6056I2WhB1rRxkDoPHPOJXK1VDqeZe/qggmF7tt2wrrEMDgMbykFs7N0bVds/zEEYRvTdJug1nz9f2KJ75Tm2Z8ih0/JcNs/114akuYhF/k4O1fn48beLMV86wDWPQnXDfiLxIKR29nQ5xlRljqPMMtWWaSQWLotUcVwHqIzEBSWhPgVoplMbBRFYluIWMMoX/n703e7LsOO/Efpl58mx3r62rq3oFGiAFLgJEASSlkSWNbD9NTOjN/4AfPHL4ecIPXiL8MGM7wmM/+8Fhhz3hsOUIWfMwDo1GM1oo0hqRIAVIRDe6QXQDXdW13/2smemHzPzOudUNiI0BaYC8HwLRt+reOvesmfl9329JHc1mNOijqGrqOF+5eh2bbv12ZXvH8qintuN5eHiIK85iNMuccrUbq/Nl44LCwXD4+DGh5ZbzOc4ddadWJXK3zhiPz7FYZHTW3nv/IQqH6JvOl6jqBibNuAEnTQ6BmnMwNz9KLhrkERhqziHdOq0WFu0EWAeT+/fuAbD880gKXNmzHegokGCuPbxc5ohgaO2VZRmhPCxlrHFTqaoK95396I0bN1Dk9kJxJjCdzPD7//c/A2A1g3bdd21tbSFJEkLjTSYTmqeSpG/XEg61588tAOiqRlUV5JBTlSWhIYNAYBVCrVq6LXWj0WRqJFFIiMcaGtrnEMI5cbiuLINucdFbOiow7po1PGz/qlG0bpStNZqONmOshdjihPhggoOJlgUo14T8k5yhsc80DhXiH4Kmc24c5Fszfx+CECSaAYLpRl/GcHD3sGhjnymvKaA5VtxDvEaMZgIsDGGUWyMEMYSs/ZdDQJOdsIXT+33mMFqTjZcG6N412tAa1hgDzQRECwezQvHCR6wHjIJd1zTrLemQBZJrCNQEt2cKtB+1DqA90lYDteZNR7vVP2fPYZj2uU609/f3yZOvLXJm/XUdJ0drEldocwWEECsLz36/j9A9WKPRCDwQiN1gH8mAICvz8RlOjo+xnFmI0eHhIX339vYVhGFIg4PWmmAreV7ir/7qr+w2nJCXF2wwxlASvrG5Ac45/uAP/gAA8Prrr5P91rvvvoubN2/Sonc8HtP+f/cvv40Xb98kiM7W1hYJSjFoBIGTsQ9j1Aa4OHP8GW1IeCQrKmTLguyuZNjwTzTjqLUmeIvgkrYZhs1i3kK8OUjARFlIt/0bm1TEwiWZRsFUdhKdzyJ0YkEiasxE0C4BgdKI4pgGK804Cgfbqmqg8hwaCERhggt9Rue17Y1XqaaYAq0p2fPelD6YcbAZ2AJMp2vPcRCEiCMJn09xGERuh7NljkCIRkDCKILsykEPqi5wfGyT2E4iIBy8N5Qxul2DqUuw2r7pZ2dL3Lpx0313gKIo8OUvW/G7V199lXw9kyhGHMe4c+dlAMCdO3foHkt7fdx54Ra+/rWvAQD+6F/+K5yc2/PDGMP3/s1fgrnCwW/+u7+FK1uW/z+eTbF0z1DH8XJ9ErjMckoWR6MRmAH5gg+HfXS7fXeKawghyX4N4FQ84TwgjQKtLXe5LTbibd6MUWDMQvP99WgLZ0nZ2JOdnp7j0UNbpDg/P0eSJLjiNAt2dnaomDWdTpFuWzj7oD+AMYoWHVVV0ULi3r13MM+WmLlzOZst0HFFLxGEEDJC4hZ+SZJAO1G2KJBUbEhTDiFkMz7VBhB2/4WwUDOjPX+ppnPCmIAQjIpBz4pn8ZTaEH/vGeqfgTBsPD87nY6d9IS/7xnB24IggGx9No6TRsSOs5VE29pieFjcJf2LNV15HT/l+DyJmn3W4id57p655Y+BtbfnZhJxYmwl0V7UFc39aIsgwQBoIKRoWQn6YiD5JRclQbYBrAikTmZzPHz4EADQH24Rd/jGjRtgguOH79j59/7de9h19qm9Xg+xlM0a7aIgIbaAc2ud5cRCz8/GBDmvqgLCLeaLosLx8SlREo+OTyk5AQ/AWLu4rIh7a4yxiZn/heDgPsETAtCa5l8GA+XOQZREqNw5Pj49AWcGlRu8u90u9q83InDb25tEm8zznOa1NE0RCAHu5oU4isj2cTKZ0PVMkgR3797F3bv23O3u7uJLX/0SAFu0N6qhORZZQ0lLohjdblPwzfMcedYU1ZeLBR3PZX91sv3UGlopaLeAM6pJhDkYOmnacInDkL6rVhbu7q+blI2FV9uWi9tFzDOfo8uJtn3dCMcxJlaoUR6SD+/1HDQiYis6N2w1WW/E0Fa9uNtFcGYYPN3DHi9rrSWa19ovzDyloZVk2+9zPxh3nt1+6SAAPLVTKXADEojTrDkXBmYld9PawPhnXYESbb+f5hn0smcV9pvXho4dcOsft16PJUPANZU0tAbB0TU0jEuilQZqCERtmP8nGCfX0PF1rGMd61jHOtaxjnWsYx3rWMc6PsX4XHe0z8/PwTmHUmqlu9OuMrWroGHYqDyORiNsbGyQUFO/30fkOjicc0xmU1ycWsGGxWwK46BG3W4Xo+EQgatqfPjBB9R9Ozo6wu7uLq7u2cpnXWvMFrY7VmuDW7duAQDKB/cxKQuqxpyfX+Ctt94CAFzZ3kKn0yFFyyAI8Mtfe82+d+UKJpMJdbGllHjvPQs5fvz4AIwxbIzsd1+9OmgERjhHr+PtCGw1N3Y/V3mB02Pb8R+Px6iUQu3O5dlEI+26TrWyNkeBbEQBCtepZq3zXVUVAmFAlgAcMO42U4yDyRhB4HErOSIPDzcKTFcInICJYArMVSIFt/ZDXtwhiGL0B64TxyQpf2tlcHFxQXSAQHDqvIVhCG44wZKMaippRVVCiKaSV2mFqnaq13mGXWfnFQwjMCiq1KpyCefYhmm+QDwYAa4qJhnDcmFRD2kc4PHjx5g7OyspUuSuS5plBYYbW+jF1mpjtC1w/56FXC3n7+PaNatmulhYtUz/89Wr+xgMRnR9hRDoO8u5slIk2HZ2do5ht49v/LLtaB8/OcL3v/99+7myxP2791C77v3OlW288lXbMY+imDq5p6dn0KypFAZBSIquMgox2hxSVV1KgcApkMdxAsYEQaPDUMIjoBhj1AH2NlxMuTcrhYmz5AuCALGUSEipVSDP7eeyxRJ5XuHDRxbe9+GjD3DqUANaGQw3r+Cqg/RtjjZIST5JUnScJV9v0IdSFaSDhV0PGCZTS504OjrCww8fYuJEVh4/PqSOdrc3QNrrouO690mSgjmLrU6SEEJlNDQWRujuUSkbC5TEUUwomG5ZZrCVjvazBJo+zgLkWX8jhKAqfZIkFn5pGpGWtmhkICP6bBtqHwSRVU91z6Ltyjdj7Ud996cda+j4OtbxsxtED+Kc1jvdbpeQZ0opQHCyYjS6XuloawZSVrZy5V7QjkEEjGhKpuKgyQuwCqpwqB4pCQ15ePgYL738RQDA1b0rGE8n1Km+f/8+NhzF68aNGxgOB9Q1hTZkE1uWJfJlhmLu6H1lg7DL8xKlo/dlWYbpdIrp1At7agjm4cKCxKrseeDQ2tnQaisS54/GoCWwpY21fxL+fGmCz3cHfXh+n1oCUDVmS7tWOTo+RqeXuu3XKMsSM4fm9Gspf53KsiT0gRCC5sDxZEJzxPHxMU5PT9HpNN3h69ct5a3f7yNfNqrgQoinrr1HgXLOUTjk2cXFBfI8p7W9RSx4u9+M1pFKGWhdk7K4VUN351UyJ9bqxJHBGpppsYTWGokTE4vSBGh1zFcszVoK1c/qY/p79JnuR+0ONNlrcDffNqmabNG2LnetG/st1tovvdKBtuKG/h7SMHq1i90WHUMLJm8/489ds+82B2vmWMbFyn7BrNp60bEbA8MakVNldPMsKoO6hdTw/13ehn3v2eHPyQp1zlFDojAAVwWYaZ6dugHHkGq6ZgF4S2Hd8DZS4CO++BnxuU60fYLd9lPsdDoYDAbEY07TFF/6koWmSClpoJZSwhizwtn2XKCtnW10el3cuG65y1II4vGU+RLT8QUWczvYTCYTPHpk7Zi++93vYjKd4Vd+5e8AAG7evg04OObp+RleffVV+11VidM4JJj3aDSiAffi7BRHR0c0mF27dg0ffGD5tfv7+3jllVcIevHB++9j3/GrDw8eoaoqnJzY4kC/36dBqtdNIaRXIFfY2NpB7gazSuYo3R22WJY4Oj7H4ZFTva6BjuNw+knB2zcYrVA4z+U8z1GV3mOxQhxJBO7vDJMQHmIexUg6XfRjpy5dnqPjVDEH/RSdJCZ1wkA0GqZRFGI0GiFzPJ+qKAnakXY6gINhzxcZFvMFPdTL5RK1e23PRTN4anD6XJ7npF4P2AfUQ7OKsoBH73Jurb5k3HH3QkYTs64rBFDQTnUzEqDBvio0puMJ+q64EYYhPjy3kDQZxtgY7eD//WtbMGFxn3zf0zTFNccPtn6WHbreSdyhoorWdsDyOgJhHKPft0n4MsuAyRTX9uzf/erX3yCo3L/57pvQNTCf2nvtX/6LP8SZsxN78aU7GG1alc3jkxOcn56TPdZgMEAQOLVqVSHpdwkmXKuKoFpcMMAY1D7RRkiDolaafl8UJQw0nX8/MALWAzWr66ZYFoV0DcfjKQ4PD/HOO9aP/uz4jEbtfn+A4XCDJvut7Q3sObuU2zevIZIu2Y0TcGFV2wE7pmxv2c/dunULJ2dnmDibvLOzDKErvvUHIySdFFHii3gRktC+TpMuRiN7TmebC2xsbKLvFGvb3o1KWduTZhJteXVyl3SzZvS/zNH+KOi4H0u8RYm/z9s+p54HH3rbdyZW4HYiCGm/2rAzX8T8KLVm2if9HLPQOtbxKcXzwp/XRZgmPivQcV94BaxuTKM6PqLxqyiKlYaKMby5lsZAa0U2isZooqwKB8X1EPGA2TkGAIosp4ShrNWKQvWjR4+w5zRQOh3ryOHXnE8+/ADvvms5zpwzPDk4IHX0nc0N5NmC9tnUilxMdG2IrrNc5rR2Wy6XqLXG0Cml15WmBJlzDmYY6dUY02hrcG6TJJpjGUg9GVBQRqNSrklgNG2jrCpydSnrEmmckI3lww8fYjK3Cudff/1rKPMCZ06XJggaZxhugMV0RpQ1wxlRKPf392mN/Md/8ieIooiu6Ysvvkhq3tDG8uSdinccRqRJk6SR9bpe2v1kjKHI7WujNaQMWvOqQlna/S/zZcvmjcFAEUc+lGKlmBxwjtglYlIEyHK3JtCWvhA4lfMkTVHqxomAc3/+BUwLGt4OpdQl9Wvua+/uMdDkYNJOqv2xNsld4/gRBMFKQaoNa2ack6sO5xxGM9pPpqun1wy+LtTSTbCuOZp44E/vU3M03mvcb6+97UorKnpppVF7HvYl6LgxBoaKY4ZUx5+VaF/maLfDjwmCN5pdAFa0u0IpwLSBru13qErBON9xow1B8AMRgIsGot/mgz/PePm5TrR3d/cQiABbW1uUtO7v7+Pq1av0IKdpuuKjTV3LqkJRFE31jEsE0n7u3r37GI/PcXpiq5mzyQRwSVMYcEjBqat5fnJCEv4ikLh79y4NfGVd4+pVm+C88MILODu3C/YvfvGLKG/doBsiyzJKrKfTKQ4OThBF9r0333wTC+eLG4YhHj16RMnX9evXcXRsv/v1N76BqiroRp0uFohdclLVGrmbTDY3RpjM5jg/bXi6MrADG0SAyXyBZeE7wsDCva6ZgGEMhTsP3IAEFJRSGM9soi0AMBVBMt+ZA3UxpZSIK4MytO91pEQvdf68nS4iGdBDrcoK7hmAlAJCNCIKVVVh7pLuxbKEcKJdYHYSDV0SuFwuaOBXSlFxBbAiZCLwD49CWTTXIIoi4uMIGOJrz2YzdOIBDYRG1Vg6G4M44FB1DkZFhQjCTaLaKARBAOOqZ2dnZzg6spPqjZsvYFEZfO/7lr8fJANMnPXIF77wBbzorLeklOgPmoWGkBLGdxlliNroFoogIAE6GSfoa0Pn7qXbtwidsZjN8Tfv/JCqiO/df4CLsZ1UT05O8PIrX3LfFQCGEw9bazSdhcq46+M51JyKknm+BOfNNa1VRZVzrUFWdHlRQqmKtiHLAJErGlRVharQ1D0wxhDX/f69e3j//fdxdGCf06qokLoF1NbGJrY3t7C9aYsRe7tXcfOaXSj1eiktLCptEHHRiKJoTQWqnZ0dfOELXyB0yfHpiT3PsEnsdDqFmTnbvECiGw/d6ykuzu0ze3p6io3RFra2nTXIcEjbr+sacRzTYiWMAhK2YVyjriuazOgZdfFxHW0/3lVVtWJ92BZ89NVefx0ZE/TdQljf9DavrPkuhsvL5nZS7S3tjGkq4etYxzrW8Tzh59hOp0PJVhRFK+O0EI02jG53xiqbqPv1CdOM2lVRlCBgAHcFfYEYpRs6y7KEavNTAeqSnl1MqLs9HI7QTTuIYicCCYb37lsUWq/TheAci6mdRx8Pepi5OXW0McDtmy9g7hK4yWRGHdrFYrEiGGWqCoUbtznnZLHGLKWWhKggBL1WHKhCBd9c5C0hMAWb0HhbJ60V8YC11q2E3NqbqtJbTjZd6h89eA+9TofmjP5wSA2b024Xi8WCrLmMMbS2vnv3Lu45sbXvfe972NvbW+li+6JHXdcIgoCK4920Q+9pU9MaDgCm0zEK1xiLogicx6StUhQFNRM4MyQCZowGZ4Z46nFL8DOKQ5haNXMems6u71q3O8lKNZa7bYtgjSYpbhee7c+sscprTaGX53J77zbvtWM16W53rd3rH4Ojbe/YJnG87HPd7IdPtN3vuFqx8PPrOk2JeKuzL5oOMBSjRF7BUDGrRo3aaCrqoHWsjDXn6nKi3UbO+WNon0t/PcLQFoL8PRRFUat5wAAtKLlWpiIUKABCkAROi8c31BhYU0zhq+ugj4v1Smgd61jHOtaxjnWsYx3rWMc61rGOTzE+1x3t3/kHv4M0TVfgmGVZYjwek/XRfD4nHnOe59S1nM1myLKMuj2MMapQCBlgkWUoFg4Go2vC9nfTBJ0opILU7u5VzB2M/OJijKKucOw422+//TYuJrazdeuF26RaKeMI3bSpph0dHeHdd98FAJydHCMMGXXkNzc3qao6mUywWCxIlVGVJb3e2dlBGAY4+NB236bTKdLE/d14hiCw3fRebwCwAKONbTpuX1XNKoW428dg03GS4yPMMuVex+ABgyodvBoMsePNlmWOStsumgFQlTmKVre4qmwFqK41KmOgC3uthhur1UBjrEUWYHnS3mILiHByckLQ5TiOUbuO9nQ6RaXsOY6TDtI0xXBj6L6vIviSh5o1fI2QrJ+qqoIxmjqBURQiSV2nj2vA7cd0fIF4M4JWzvYBBou5Pa8box2oKkfsFZ+5QeG6sJWqETCODx4fAAAePznAsePFv/71N/AXb77l7DyAalFR5XFvb4+q+YJLbG1t4Z137gIAvvZLr2PhIFy9Xs/Cy3yHO5SYua54GEqkaYq6tscWBhIvOK2Ai1dfw5MnT3B8bjnJMhBUJf72n30L95w9x5d/8au4/eIdUuXnBqQOGYUhWKtKLGVCFIwsyyFE3apYl02FXSmCipdljrquIYRTguUCcGrYHkbo7/OLiwt84JRg7927h8cfNjA9oxmkoyJ0Ox0Mh0NsbNhO8tZW01WOeIDIQcaiSIIzDaU9jzykbrpSCkJKgq13Oh0snNJpVlSYLeYoPd1AA5nxULYCM2f9Mp1OsZhndG+1jzsIbCed7C54o19g6lV49uWO9seF70B46Lgf454F72oqvMFKR5uJts7F03C41e00r39aHO11rGMdn258lmD3fszt9Xq0RqjrhocthACMgQi9bSKjzhhjDMw0qtrGKKLgBIyDt6CwtgnYsv+JQnqvLHPaj+l8SUiqwWCI7e1t6kD3ex08fGjpfe89eIBhr0vfXS4XmDmNj0G/C2ZAFknT8RQXzko1CCWGfbtukTLE2dkZcuc20006K8rWhrf0ZFSN2q3Jaq2QRDFdxzBsLDMBD8d/eqxWulqhFFkerqaf/fYOPvwQaZyscKFzB+XmnKMoCmxfsbSrOE3w4F2rLH5w9ITQADIIcHZ6ihs3rNZMv9+nDrnWNdI4Ra9naVYybJBmdVGCaQPl1jFVWdLajjGgEydgUQNjp/lcAMqtTVVZwxhNa8A0jtB1dp1xbK+774ov5ktax3i6gb8Pq6oCJ0vLVT4yu0ySMP7ecvdpq+ur26rjaFTHa1U2XVqjn5q3268vq463OdpPKZK33rvMbH7W9i1fu9WVN2aF7cE89B3MoeBcOhkEgHDPkaihVE3PpjENt19zQLUg4gysgdMbBt5eS1xCAKzsO1bHrrbKeJIkLau3AP7+V0pBqxqVc1gqK4Wy9u4GAk5mCFJw8JYmQpua8XMDHf/jP/5jhGGIx48f4+zMQqGzLIPWmh5QpRQt0j0fA7CDtpSSLoLWGnPH05RhDAXV8nTTLeGHBP1+H6OR5YCPLy6Q+/d4AKMZHj2yFkN5WWG0YUWu4iilASpMYhTZghbAm5ubtP+dTge3bt2ih3pnZwdfesWKcPT7lr/rfbtv7O9jf89CcB4ffIBer4NtJ/5Uljmi2CaS29vbtL2DJ8cQQmDHQWrDMIRxkPbZPMejDw7x6AObrJeVRuSS9dIwmEqRzyAXggbxYXeE0L1ezubIi4zO+TIDes5zWYYx5ssSammTwOv9DfKOLJVGxDik80NnqBE7GFLa6SDLMrJSMpo1yZti2HIiYGDWysgXWThnBF/q9XorD0YURZgv7AR4fW8P9959B123TSkY5hML9yrKDDMnWjXopRgOOvAqc9PZDEVmizFsOEInTZC4J1RrhcND58F55Qreefcdum5X93fxjW9aHv+f/8V3kZUGx8cu2Y1TvPILXwZgk+uH79sJ/Mtf/gpOTk7x6i/+kj1uY+8pAKhK5f2x7LmsFXmcM26QLRZkxba/fx1zd21efVUATOBb3/5zAMDf3H2HxGUqVePosbuPswWODg5x+86LACx3OZJ2+3VVYjjsU8I2mUxo8g2EQBzFJMq3nC8aGE8YgrvRsy4rVEUJ5WDHLADm/rwag/l8TvDth+8/wrGbtPM8R6/Tby1kRrju4OFffPllvPzyyyRAuLm52fCMZUBaAIIDMBqJ490vsymkK6rduH0LYdRA2fb39ynRXuYlzscXtF8npxeN93epVxZGWZbRQkPpqhHrc4m2DD3UKVyZJMIwpMKBHc/8pL0Kn7KcNJ/IV0/Bw/3niqJA5ez0/CTdQOWClX3mQq4UwQhG57QewFYnn+Zf/tTvf5z4KP/tv+3nH+dzH/X6WT9fhqV9XLRhdn/b/q3jpxOfpWTxZz2e61w/x3lmjFETIkkSWstlWUbrNSkl0LIyVLrRnwAzK1aJ2tTE11aihOGc5qS2kK63fPXbn87GNE90uynms4k7FI2NzSFtv10MePjeAyw2N7G7bddXg40Rei6Z297cwmw8gXDL7lAEJPLJOSeueLXMkcYJtpzA2jLPVooBAKjAm2UZlnVjbRuHIR1PJENI4WluGpr7xoVNo70V6Xw6o7VoFEn0ej0ESUDbX7jm1K3dXUwuxpg4HZdINvPVYjbHwcEBFSM2t7fxe7/3ewCAb37zm5i6OdrTHv18+NLLd0jws6qsIJkvbijdWG2WRQEpBW1HKQXlKHDzeQXJBQkbd7tdzKa2eSRiQY2eQhSWa032WKIlhmY59369uFgsaM3fTtYAO4/G0lOuVhNam4U97bNMgqKm+aznTPvP+kS7rDSt5YzXK3hGItyOy8/iU/tlVYndzy1HamNg8OxEHvD0ULefrNGMYYy3HmkNLgS0E0IQQQgjXU4UBGA6oOcPEAQd10Y3NmbuLKzsM/fNOk7w8Y863mcVH7ygoS+scM4Bd88oo1HVCpVLrouqRqU83YDBSUxBGwbjCiGAtRZmzwEZ97GGjq9jHetYxzrWsY51rGMd61jHOtbxKcbnuqP9p3/2ZxAOstKGR9pqVwOfbKApDWxECIG6rglKLqWkjrM2DFWhUHpRMM7Q7dqKVqfTQRBGLWEojd1d20W+tn8Ds9kMjz60nczz83O8+eabAKyQ0tfeeB2AhT7zlmx+FEUEcX3jjTcQxzG+853vAAAODg4wc6rHN2/exObmJlV7J5MJWYuVVW4tCFrE/yh0Xd9KkxgBF1b5+dxbR9QK52N7DoraoDYchbNdykrACF99stXjxAmPdeMIsVNulqyRSOBpBA5Fglu1NrbjCtu1jrlEFDulzaJCEbuqFZOQSYoo9PYKNVXPKqUQBLKxEDNoIDraoHIQn/myQKVqUoTvdhsxDW8P4WG6geRg3B7LW2//AIwxgmnrusJ0YjvMvV4HSeLvGQlAkwZCGHHEToWdCwNV5Vh4uLhWSBN7352dnUBrjd7Abj/t9nDqBFKWRY2o08c3vv6G3Wbaw+tvfMOeVymx59TCs6yANkBRN5Bt06r+aXCqujHYn+1rA84FIuG69UEE497rdufY2d7Gy3es4Fqaprjv0ACLPEPtbprJ+QWm0ykevm8pGLdffAF37tyhc1xd3cGmoyLEYQjecefR1FCVRq3sc7S9sY2itBXqfJGTWE0apRCMYeLuw/HZGMo9e5PJBE+eNNCz6XiKsmgq8wGXePEFu/+j0Qg3r90EANy4cR1bW1uN2EkUEdVByuZeChgAo+ChcrFJAe1h1Rw727sEZRsMBgRXy4oSJ2dnpPQeRx1MZ/Y9pQpoVx0tq9wKdDgqxWVBMlvlbtU7P+p1K3zVuQ3xar9ui5+1Vccvfw7gYKK5Z56Cof0cxrrD+fMVnwXBvs/Ks9Z0nT79aKsueztKLp6t0Ky1WqH0+fVbEPAVCo7RGto0KCXu7BVZbdWkC3yhPAAAIABJREFUfbcyz+aYORog08ZSDWVDDyr9WsVoK3wEIOJWbPbtH1iR0v5wg9TCHzx4gC9+8RfwspsD3377bUQeXioSnB4d4/pVuyZM4wQORIRb167b9dyF7cpKxtB1ndKyLMluSwYCsQgRewSmUoSWUnAiY25M78QxQmmPe5EtUdaqWVeGEtzbmsGglzZCZnVdNtStOCGF7aIoMB2PqcscRRE2nGPG7HwMKIWus7maT6YEAT/48DHe/MH3ceOWnX83NzfJWvPg4AC3rtvPFXWFnZ0d7DiIuTEGi5m9NmknRlnlOL+wa9ookCT0tljMcHR0RJD8NE3QS23nm3OOQHKU7kSrqpnzynJOnfsoDGBM654zCto5nxgdYLkokDgIeW/Qpbk+SRIYY6i7zkTjFCK4bARMIQhmbr8vaa6bMWDgpDIvhKA1mlXeBlEl0zRt0IlFhqLIaX2dJAk6DmHJeTNf1UqhrnKyGA0c9Y4O1Rhy4OEwZB/GGAdHMwa1Ff9FEDb2cP494zrCMI0TFxQEM826oyxRujW5KUswwxC6tRcTBpETotXGWDG0liuKt6/R0DAe4cgYOGdE+bjcrWet/W+L6fV7lnKxomruKR1liSzPaP0jkxSy1XcWrS4455y63YxxQrGb5+hsf64T7cl4Cs45wjAkaKy1sFHwDkGMMVooT6dT5I7baz3zQnqYlsucMPoILAR5e9MmOXu7V3DrpoWk3rq2h62NDSSOy1NkOSW7jx49wmKxoIuexB3EbqEfBJI4H71eD8N+d0XF0CcEsyhEVVX47d/+bQDAD3/4Q7z3wPK379+/jwcPHmBvbw8A8JVXXiH1RgiO+XxOhYPJbAEh7IDe7/eJHz4cbGA8HmPp1JKLLMPY2TtNpkucnU9xMbYDXw1AE59CQAYSqfM/HPU66DhYFVM1qsIeGw9ihKJRJJwvGn5qtsyRdjQ8LiMdDiE7LtEWEstSUXIXiAbaxBzHuah88URDBB5y1TxkZZVjPp8jctdGykaWv1Q1ilnDyS+KgnjFuq4wGAwQuQlLcwM4hfDRsI9e113DUOL8/IS8xAUTiGM/qHKnFukGilqRqvbFfIqd3SvYd/eQYhzvuYRWc4HR1g52dm0xRSPEVVe4YYxR8WexyDAYbiD0CutoJ2jCwlm8/RNjYA6WZKDBeEDwZCEEDSJ5WeHmjRLSDYK3X3yRJomDoycYO+VUJgQqVWPs7vMfnJ/jPaciur29jav7+7hxw06w/X4P0sGLOWcwprE5m0+WjeVZVa+8XizmGPviw3xGkOwiW2I+XyJ3fHRmOFIH807TFEmY4JccnH5rawvXHJVi58oW+v0uPVdpHBH8S6mWdQSwOgHyxraFce0WZQ7OHcd0/yzzDBCg8cMwDibs/ouZQJbZa6+1Qq1KKNVYeAmyahH0v72iAkRGMhwAI3jWZW7W5UTbTyZa649UHW8XIP2+0IQLAUacMbE6mbVUSp8Ngvr/P1n5Sceaf76OdXzysK4bzfNTVRVM9QxvXQCj0bCx32pxhC9zVZ+GywraFmMGxKZkGr7TwLml1/j1CRecEnKtNThrrJ/KIsOms7hkQYCLC1t8L8sa0+kezROcc5RuHoDSiMKg8dFWNdLEc4cNAsPI5nMxnYG5ZKKbxFQIns7G4CzAoGPnrjLLIb3IOBPQgYAihXLLOwcALRXSmJPDjAg4AgcdF9KeS0EcVU0Jcw4D5nRnJDi4aGt3cHCXUJVFAW6AufP73tnZoflj7ixEvXXW0eETVIUvPCvM3JojTGIYY8imtK7rFXVvAOQUc7bMUDmeep7nqKoKnbRpJPW7dl1vE1NN6+tSKQTC69UEME5rPWAcMoro3mq70Cil6Xt9+PW5p2D5vwNf9a9egTs/BWn28zkAtnqfX6ZL0XuGo3FDbxJNfz2abXzCeci0ecY+2feJZHvf3U6vhN8vtvo5BqKTadbaLhdAi55B+Hj3ObP6qxU++PPU/fzftS3/fEPFr43aFLssy2C4AHfPBxMNdB+aUTPKuCZW+zR4k5XnKZA+9wqJMfbvMMb+GWPsgDFmGGO/3XpPMsb+a8bYW4yxhfvM/8IY27u0jffd37b//8fPuy/rWMc61rGOdazj04/1XL+OdaxjHetYx79dfJKOdgfADwD8TwD+r0vvpQB+CcB/5T4zAvDfA/h9AL986bP/OYD/sfXzHM8Z1j/PKkk3UJHykuCBJMhH1KpmKaWQZRlV0a5du4ar+3aN8Nrrv4z+cICNoRU8s+JYtuN4dHiA9/7yLzGfNoIQmavwTadTTOcLEjCKElCV7fHjx6Qi+eKLL+L2zesk+sAYWxFvy/Mcjx9b+Pnu7i6u7lpBtYcPH+Ktt97CX//1XwMA8sUCEyfadfvOixBCYDgc0XYIAsIlFnPnMZifYDAYAMz5T2oOEboOmDZYFBUUawQilq4wa4xCXTPylGaIEbmKnwwklFdOVhqhIJdHaK0xJRXqDJPJBFzbazDdipA4eHtca5TLDIGH8EYCHSdKJQOGvK5hMnv+6kojSZp97PWdSJox7l5oOnj+HJRlCcFMizrAqMO5tbWFoszwxImXdTodui8Ag7Mz28kNggDzrKBKdq/TJxi8CIAqq+CdKqu6wt13rUJ4qRSGm1voO3GTi8kM0t2Hy7NzHJ2d4+tf/yYA4OjkohHNkxG6XQvDlmGKfn/YVArBbbUQgDEc1NUGAMapIscYh0YA7WDlAQKEzv9zc1OA8wCxg2DNZhNMx2P3fQLFfXvPzOYTGACJ6+xqrVE45MTbhyf44NGHePCOVSjv9FLE7poGoUAkrVo9AGSLnF4zw1HWBf1+Op8gXzrF+brAbGb3w0IAG/9DKUIM+vYe37uyi62tHbz8shUL3N7ext7uVQDAYNhz1U17SmIpEbtO+3nWoE5qDnBTE4RM6eaeASzEkUQ+Wp3jgAvEMsTAoWW0toJi/j7xtIcir1a6L0KIFfpKuwLLWKtabYT1pybUwmr19DIMvD1++KptWZUfqTpuv68lZPYM6DiJozH+XNXbz3t8lDDMsz7zMx6fmbn+55nO8LMQQggaOz19xqsWXx4Th8Omox2GYaujrVZhpoxRd4mbZizzfsLGdbGZ0eSrbOoKeZEjdKKradoFayGdCIruEJIeDblwazzArmOOnjxB6VBWulYwdUXvq8oADmp6+uQIX/7SK/bv5gvEQUBe3dev7mLqKHynp8eonIho7IRN52PbQY8CgZBQUAGiJIH2vtrMEI0xDgS4DEns1LTE4hDq5jUAVikYh1aUhoF7ca8wRBA0wphaa2h3zvPZAmGSkNp6J27g291OB7PZjCiQ4/G4+T7eQP6Tbgfdbpcg52VZYuDEcrtJCiklicJdLOckTsYZQxyF6CYNFcyv+7rdLoosx9whM8syh/RfzbhlhgHQdY0KBsy1SishVjras9m0ESONE4LZK2Xh+PSzac2NnLeQFAKAaM3Zq8Kgq91vQR1g+3v9tGI5PEKXE2qhfW2MUU99/uPD70/TKn6WonfzvNUAC4huubJfUM5n21EE+dPH6kPBwHj4NkACaAaryDwYQ11lZtgKleVvE0OjI3S0lPbr9nxOeaKqEUcJuFeD57z5brDGB9yJsnnAuOGfbB567kTbGPPPAfxz4JnKbxMA/177d4yx/wTAXzDGbhhjHrXemhljnjz3HrfCD9xVVa3wENtQ7CRJCBKS5zldhJs3b+KNN97AV7/6VQA2uVrmdqB7+527ODo5xsmR3b2jw8cYu2TLqBpJyxpq2O/Rd402txAlKTiziof56QmpJGZlgXec3cF8PkcSSVJgDMOQ9iuOY5vIeEiqMXTDSWm5IWRBsFg0UN+DQ1zZ3cVwuEHnwd9gYRjTuVrMM/D5EkuX/ObLDHM3mFW1Apigm48HBsxNVkZXKPISC5dIzgONlPXdPocEoVZ5iUAEYNyeE8vDsNdrUVS4GE+xdGrf9fwIL922MOnbt66h14kReS/4gIM04muDQHB6zNqJhQhCJM7WQQwDJElCnKuyLIlTAgCxDGmwZEY3XFzBkCuNwk10SRTS4J/GIcHxL4ocG9s7NMnJKKDzmpcZxrMxjHYqnFmByiWScaeLtJcidBO6yHO88PLL9r5QBstFiR0HFw9lisgtAobDIak89wcJOA9aXBHhEmw/wPNmgG+pJAIaBgJF6aDFoiYLk7TTg3HnCQDqssCtmxYCvre/i1e++AUAwLvv3sWjR4/oOSqrwipjAtgZjaC5wGxi35tMJtDugte6gmABAq+qHUTQjpdtFGBcMmoUUKkSVeGLFBkCx3kTnEMwjsBxobtJD1e2LB/81o3b2Nvbx+6OPXcbGxvYGFh+TprGDlJtt8lbY5Udt5rFm9ENTMlezsZ2I0kSBJWDF7Flk2i7MWZz0/6cdDqoldcUqJHn7pmqKtS1IruRNszbTwT+WnEWXJqkeQM9w2oCCGAluW7zsj33zifZbY7SajLdSvLBVxcP4C0rksbCpJnqPgoM1f795y8Z/bjE+ucNOv5ZmuvX8fmP9nPDOSc6U5IktIYKwxC9Xm+FVkc81JbehF/M0zPJBZioaNssYPBTPzfNd8/mExRFQdanadqlNUFeVlBFAzMVLQ75YrFAzzVGiqLC8fExzs5OAADL5ZK2AWMwOR0jW9r5cJpl+Lu//usAgKrIsLmxgQ3vkgLg/MwWlB8wjcPK6pCUVY6qrlE7LutgY5M401JG4DwhdxDbAHHNhNr+3sPRjdIIXbMilAJhFFHCEwlODSIWJ8Tl1jCW42yadQZzRYfdjS3EcWMfZq3K7HHcvHYdb775fbzyii0qPPzwA2okSSmpuCDAcPPmTfRdASPPM+LzLgRbWd8WRdFYroYSYRhTASaOY7o+eZ5jNp1SUq61hmBe64ehcmuAZZZhNptR84vxgJoaaZpCaUNzZUdKuqZ+u36trWtN3y3EqkWtxrMTMVtQDygp95/1r40xrTWbeepZ8RQAKRs3kLp+vkS7mb8YUScAwGgG5hNlA4KtG2PAuGoVBEyDLdfN9rTWEG69Yj8nSD8InAF1C76tFa1pNNOrFDgYcjVquxT4otqzjsXt8sq6pr0+ajfbgMZ5KoEBD0KwoOWs0tovT71kwtIEjPDrJLQaI58tjvYA9lyML/3+HzLG/jMAHwD4PwH8t8aY8lkbYIxFANrs/h7g/Ow4X+HxMMYs0d09rADw626g++pXv4qvfOUrAOzgfnp6SlZQDx48wOND63N8dHaOospRucoadEnck4BpjLMc546vOh8OiHy/4Qai3T3bVUu7HXzouKZHR0fY27MCEIvFAvfv36dJY29vDzs7tmsddNKVqozWGrHj0rzyyivY2NjAW2+9ZY9VayLkb25uotfr0U12fn5OA/Dm5ib6bnCXYYyLizElTfNZ4xcowxgb2zsYO3GK+ckpjCfoGEuoWDqO+8XZGSLtxCI2NpBKO1GCMwjOwJgTgegxVC55UGyB2bLExPk+RgDOJ3YQ65xOMJsv0YndcQ87MHBWX6bCzsaQvAi1MPCL+LLKiQutlIHgHEw3A5i3beKcQ3JBVcCzk3Pkhf3uSIaQMkAUe56/QuKEzJIkQuW2v1zOIQRD6X0rVUEEk7LMsVzOIQN7rRg3lGz1N7fQ6/dxem4t3D44OkbXIQ8MF0h7fdy9a3n4g+6gZSXXJM9SRoBpKvhKGRq0DRjAGjE0w1iroy0AXkJ7v0CtwYPGzkTKCFHUdA98RXp7ewR82XaKX7hxDT/84Q9xcGjtvo6OjvDk2HX5kx6yUkP5fTYCxvHbi6wEdE7+igHP6LUUArVPAJW1J/PFKxkPYOB8v8MAve4I29v2+bi+dxPX9m8BAHZ3rFBZ14mvdTod4ofb86ZXBkM/4IZhRBM/1wIGhW9A2EHVPVNMMxi9avfEWsmWYJwWiDJK0Ju4olqRYzaz+5HnOSX7gKv++iKREOAsaA3cAo1ntU2yyWOSrU48VkClWRS2xR/bCfhqB5sRIqKZ+J/d0W5zwdrdbfU5TJ6fN9Yd7U8cP7G5ft3R/vmJ9nVud6HaYxt1XH0HuvV3ImDQNYf24xdvupjT8QXyPIdyxeDRKEcYN3xwL4BbVRWiKES10tVsUEl53gg+FdkCI7cGnE6nCAKQbs/t69dpTjWqwvXdPbz2pV8EALx79x6Ym5e7v/AK9rbt+vDBe/cxns6ws2nXCFKG9N1hHCMMJY3jdV2hrBrE0rKorVosAAaNxM1PcRQhSVMSlOqnCTUawA2tdafzGeazKY3yg34fPScS+8KtF6CMJuvWrCwwdojK0eYGrlzZoaR0NpuByaaQErSKuHfu3FkpNvscb7mco6oqajLBGHTc/vc7HfR6PcSJnVfjuLENnYwnmEwuaExO4hhR6IRzl0tohzYo8wzL5ZzWu0HQCOaFYQAZJ3QPBQEnDR+fvNWt+dbvhxByJfF6uivddLDb8+jlz/LW2pQxrNSoPWrX7mdIiAKlfnwrSns+m45283eWh0088dbnrL/6sxsUgGmE0ZSCbKWS9jidrZyz5vLaS8rUKwm/cWssALbh0WxlZaXx49p7tTnZeZ6vnJ84jskiOO6kmBVF01TknDr0YHqlo20YA2etBoL/7s9Kos0YiwH8YwD/1Bgzbb31PwD4HoALAG8A+EcAbgP4Dz9iU/8pgP/iJ7ir61jHOtaxjnWs4xPEeq5fxzrWsY51rOPp+Ikl2owxCeB/hy02/k77PWPMP2n9+FeMsQsAv8sY+4fGmLNnbO4fAfjvWj/3AHxoYDs+5+djqvjcvHkTr776Kl577TUAwI0bN4jHPJ1O8Z3v/AUA4N1338XDhw8xdpzUuq6pQhF2UwvfIXsvDe4UIYMoQBxG4LBV0CRJqAL35MkT9Ho9XL9xCwDwla98BcJBFebzOd5883sArDr5gwcPSMXy5OQEX/iCheneuLaPwWCwYrJuWh2x4XCIF154AQCQzecr9iS2y+lgzTJCrR0kJ1uCcc8fleikPbKxEDIBd9DoShuMFjl6pxb6fnIxBlynkgcBhDZgrktelMDc8YuqJAFzFb4w4Ki1RuCV18MIg4E9FiNDGL7AMrPrsKTXRe26sKfjGSTT2Bw5vk6aAMZWThfzCQLOMHQ2E8wA3FWoi6zA3O2/qg00DFlnMcGxs2150ZYHX61wttuVr/m8QuYqtUIwDPuWn38aNFAsD92vXae6qAvqOJbLAnmeI+i7DmcQ4uYLt+2xDIa4ceMWJnctZ3u4sYGZg6kHUYjRcBv5xN5DV3f3sH3FIiLadm3GGAQioOo1Y23lSHapz9jAfgEDJiIIr0huDAhx5M6B/47NzU0ITxFWCvO5vU5aKVzd3cLWlj3/2e0bOHNQ8e/91X1oXUN5DriUVPPspD0wAJGDzC/mcwiyxeCoHNzZaI0wiqgr0B92EMV2fweDHvb2buD6Ncvpunr1OkZDCx1PogSCy5Vqua9C+7PgIUCAaXVDGsi/1hqq1qjdfa7qEsbZkcHUjk7QwJ6epTYK2K7Jxobd/1orFA4FAVhOn3dFiKJoRa3Wd5btNh0FALBVZdMgGnCpo93+97Lq+OUqd5u76Dvmlh8eNFw/NN1uzxVf/TsPGSMiUyt+dlTHP65DsO5iPzt+GnP9p7zL61jHOtaxjnX8VOInkmi7iff/gK1c/91LFe5nxXfcv3cAPDX5GmMKAEVr+wCANInBOcdv/MZv4PXXvwYAuH79Jsoyx6NHdm7+oz/6Q4LlHh0d4tQlkdbiQcAvoqWMCA6yWC5hmCZIS5ujmHZ72Nu9gs2RXVQvFgvsOX7tlStX0OsOaCGd5zkePfoAgBUyUw5yvDkaYHj7phUlg036Hj2ylLYyz9Dr9XD1qk22+v0+zs7sKTk8PESapnjhResbnGcLzBdesGqJSjOksbcgYMQpsbmxS3y7HRwfnSIIHQcqlMhLe2pPTs9xcPQET55YOt1kOgFz0AopBUIhoJVNMpUBnBYIsqpC6RbgkZSArohXHgiGnodnMAauNabcnoflIsPY3YFKG/S6CcKOPSdxbxO5S8hPxksEYgJtHE83lmSJVFUVysztU11DMWDQs/AQBIK8sT2dwF+DslaQbr9u3LiB++/exdjx6ZNIkgDEfD5Fz9lsXNnZRH/YJw64lJLs4hZ5geliCQQO7i4i3HrR+mw+OT5DVihkS/vZm7dexDvunqyLOcZnF7i2ewsAsLW1Q7yhDx8fYjiyhYJKaQRpDFbb663QWIkx5jk3jo+MVesTzjXg+HDMGIIyV5X1j/bwsm43bcRflvPGH5IJjIYbyB1nbD6foze05zzt7uBsOkHu+V6BIOGOShlEgUTq+O5QGuOZPcfL2ZzE3Eb9AQYbI6SOa2+4wXBk92O4McLO9hX0+/Z5C4IQgjd8pThK0XGFAstJtudYa2256l6kz+jG91FVJPCiqgJlnhGfvq5yGOX0EVQNbVSLH5eQNRoTAuAMxufTWmG0MXDHXaJ0eg+MGSwWIdnGdLspWeQ9Cwr7UZAoBut77b5s5T1j1Eqi3RY7sdv0HHBJhQfOheUfKT/IcSo0OhAWXR+gya9/XmOFE7ZOuCl+WnP9Oj7/cZnGU5YNxcU3K4QQiKKQGg1tC6bLehOXeZorGhNCAIq33vcNghxFmcPMbTH+YjpB4MU7RYgwdjzNukIUCMiRHdPPzvsrTZk4DmmdFwQBOs7CazaZYnNjAwsnzPX1199Ax63JkniAbtpB4hoGnSSC9MXMSGLfeUsLbnB6ek5zWRQllmjuXqdpDD8XLIslysI3YhjkLCMYbxDwFe57mqY0l/WTDs2NVVURHDwAQy+Kad107do17Lr1bSBDBFFIsPgglPj+W9ZnnIPh137lV/H//OG/AABMF3N03LwvhEDfFdG73S6ubG1j6nzNgyAgLvRsNsF8Pie9Ec4Y3QdxbPnZfp8556hLbw/qqIhuO3EcI+D23qqMolkziiR2tjap6C1kQEVubQyiKCbamLeg898FNJoohq3ea204uOU/+3mTrUCaV8XQGjiy1hpWc6vh3beL6W3ouJQS4hNOP7RNsKYR43jSpMHaeqa01g1n2v4G7aJ6u9C/wqO+dJwrNDfdOjYYKPe/O10NN9tcaih8Ao62p5q0tRbIujWQyDWIm865QKW9Jd/q9tqQf3/+/Hs/bnzqiXZr4n0JwG9+RNX6crzm/j38tPdnHetYxzrWsY51fLqxnuvXsY51rGMd6/j4eO5EmzHWha1G+7jNGHsVwDmAAwC/C2v78fcACMbYrvvcuTGmZIx9E8A3APwrABMArwP4JwB+/5JS6d8a/+A//o8QxzGkjLBY2Arin37rT3Dv3jv40Y8eAgDOzk4Qx7aqV5Y5VbOSTgxjGHX3tFaYOsuuQEZgTJOIxZ07d8iOoNfrIAgCBA6i2ut0kS9tNfB8PMZ77z+iaqaqalI7joIAY1eh3BgOEIYSy7n9XBRFGA1sBTFKUmgwvPe+3f/BYEBdxv3rN6BMYwVWoURe205iGApM50vkmf2OTr+HwcCKaYRRjMqpNz45OoLWQJ7Zat10MkfhKncsYJjMxpi4am+n26XP6dKgYgDjtmpoVIGpa5wdTQuIyFak+6m19gpcFSl1cGsA6AggqhhCZX8+z2vMlnb7QcQwSgaY5rZy9Na7B+BOlboTb2NeBygOLNS+3w1xa8+KYy2mMwhnzRQFDEnawaKy56QsgGN3r+zvX8dguImjQ9utl1EK7WDYR8fnAJPY37cq8MN+h+6nqs5RlU4tPGSolEIobYW6WpYYn9tzdXhyjqyoUcJ+92CU4vi06frO5gXuvPhl+3Ovi8PYKox2djt455176N221V+tNXXJwzBG7S0UwJDlOYk0CMOwbKlzqrqkKjTnHJnb/42tHbBaY+zuSavwao9nMslQVUXTLRYcHfd8MB4iDO0+xZ05xpNz9FxVb1NrHB/b87h3QyMrM7I6qVRNaqZ5UaKTpBhtbgGwz4M/HlXVJGQTcIEwjkg9XkYRUmdrlqZddDqdljVJU0GWMkAgObIyo+MmSgSs8BgpTmpDyqrV8hyVs9ors9yeP6cKzhgg/DmWIcpsgZosZUrULQGQWoOuB2MK4xObZxT5Akbba8iZQrcTode1nZGdnS0MB/a87l7dRiBCCIcuEZKBu44D4wwKCspVWdM4bpAIdYWqqhwiAaiqAkr5+0Q1FWIeQMYxhA5pn7Vu3Bl0bSATh/7AJREiCKJF1K3qciOe1o7VDnoTP7lu5N/WVf64avNT3bAfU2m8XcFv//s8+/V5is/SXL+Oz3e0hRl9h8ig6Wi3n6XpdLrSnfQdKWP0Mzrajf3hir2XZtBEt2m2HcsQZVmSINbZ2QniyI6Bw9E2+q77rKoSrM7B3fh+5cqVprNZr3a0hsMhOW30ej2grsje66WXXqLvPjg4wPj0BLcdWjHgjDrhp+cndCw7GyMkMnS/A7rdPpQ7V3GUottLG5HUBUMeOMtVJhCwAN24ETclNXR42pKdRxMZQrl1U57n4G7+6IQxkjSmte/m5iY6HuWWZbhx+zapid9/7wFu3boFwCp678QRlq4zXlZAXzSoQ2+lur+/v9LZVUoRYnOxmNE6FbDXe+7WyPPJBJ1OB1tOIC5bLIkmJqVAr9tdoQWWTqhXK0WCZ5vJADKOEEq7LxoGReHOQVFBiIA62iTIBiCOrUCxF0MLW8rfbeoXgGdadNlrc9nei1GX1v6++dvLUwhjDTo1CAIw9VHz7Y8fzbN46efWZ7TW4K15j7fE0C7Ph+1dfpZwZVu41aPjjH7GPPyMjvbT+/z0OW4jB/xz6q8ROaa0hBWNse8b3+1mrKFNambV0gGAC4ALMNGix30CeN8n6Wj/MuzE6cPzqf5nAP8lgL/vfv7+pb/7TQD/GhYW9h/ACp5EAB7Cemz+N8+7I0dHR4iiCD/60Y/w9ttvAwDOzs6QJMmKXZZfVA8GA1Ijn81m6Pf7lHigSlqzAAAgAElEQVTneU6D0muvvYbbt2+Tr3YQBBaK5OLJ0QF+9KMfAQDu/c1f0yDSCWMEQoB7W61Aopd46E6AbZdwGKatJYHjFhdFgUOnTp50ugjDEFf3rwMAhIwQucVwGsaIZeMrybggGMNyMV+1v1gKBE6BWenmBquqClyGpMxdqRpZ4fCvnKHf75P903g8hfSJtWFgnJEEvgXkOI5zBSwcfClNOYQxLYVDD3sFJDOIhUEq7TYuMiB3Cpnj6QJMXGDhE++AI3VQfi44ZCAJsh3kBvPMWXhphrx01kalQlErVM7HXEQpJQvn5xcQXEJpz4ENMHcWHPYznBKssiyRZ/acGFToJB52rZBlS3C3z9o0CodxnCDpxti8sg8A2Ni+iuOTsfucQFUD2iVzoVRw8yY2+iPcuf0SFSZqo5GP7X3BwwC1S6Z4JLFc5uDOIJILQaqPURhAB0BAsCqF0Hleh0Lj+PQE0lmGFcUCReFgYkEIzjndh71ej/QMlFKk5r0Zd1GUmjQFwjDC1T1beKqqC2zIHp2HLMtQ5A3kKooShC75DYKwpSDbLJpgrHOAn0yECMC44/yHMe2n36+2fVVRFC16QIGqsscGWJiV/7u6rqHcJM60AlzRS9UFqjIjuBrjpuGRB4zsH+x+agj33CijYZidrAHHoXcTeiAYhEuY4zCCkCHtY6fTofGCc6eI21bHpcnXWOV41iR17QSvbV1mJz3Vet2aoAxHG5nVvOYwrHlO7WPSgl+hmXTN888rP7fxs5Ro4zM0169Vxz/fUdf1SiJs/YBdEshWE4fFYrGiSu2TQ6BZsDfbcpto/c6OXy0IrwlIYDuME8iiJMeR2WyBZWbnjM3tHaQdm6TqOsRiUqJyFLjeaIjAJbAaAU5PT5E5HY5+v4+p04UZjQY4PjwmFxkZJijdXPP9H7yNSDD82q/+HbtbTKPTdWsVM8LSFcPn8yU6jGOwawv/Wd3sR5RESNOUxpmqjsDcWoIxBp4GqEO3LogSgopXlULAGaSzieJgEM5ZRTKOyP0+DEMM+j2ao+q8xOHY0jB3ru3h6t4ulJt3/td/+r/ht/596/CXFgXOLs4p8X7w3vvkxqOMpuR8b+8q8jyDX04vlxmKzPt+a6RpSjDpPM9x5mx1pxfjVXchbtB1Ht6DQQ88DMlKdz6fwziKXSJqJImjHHa7CEJJRellnkNVviBu16nMuOJAUdLcnqZdyCCCIcpg3NCsOGusrMABo2lNbgByfwE4DOP0WdMeyzizn/aPAdO0ZmbGFt0peWQBFG+50lwK3tJ08Y+V3xb9wrTmdEps21owvpjFKE/w2yaJlkvQbtbaBjO8SVRh10grn6X9ctZ73o5Or86dl1XH/YKkbVMKrJ5LxjiE8Os3CcYbzRptGHJvcwsFFkYtXRpBhT/wRhOLQdD/T303e/r8f1R8Eh/tf42Pb1V87GxojPkebJX73zp+93d/F5xzTKdTeqjjOMbh4SEtnDc3N2lxf3BwQAveOI5xcXGBm843+Ld+67ewvW1FlrIsc3wWNyhxjrdcIv/tb38bp2fH1GUulwsSk6riFEkco+t+Hg6HePHmLQDAztUd8gSsVIm6rqmqOp1OKcEpqhpCCOLpJkljOVBVFXn1Aqs+g9bOq175rHQCblEUURFBSolSadr/JO0Sb+H8/BxXrlzB+bnlsWsNZPOmsge0O1rNZbZiYnbiGg56MNAInlH5YoxZrpAbIIJlBeYS9Pl8iaKoMI7tYNlNY/T7Dbc3iWN4TTiWK4wXrtNuAmjvLFUpmEWNqOdu63KJ0lWfy5qteEAGoaRzzAEs5jlOZ7ayKpjGcOB52QNsOCuuOI7BZRdwSWBVG+Sukh0qAREmZCcWxym6XbvDIohQ15oSxLYQW6/XQ6c3wMWFPe6BlMQfFkKQDVtXDlCWJUJXDBhPJqidaFcaJyiKDJnjPcVxCOXu/5PTUwyHQxw+sb19pRSuOC5YmqaYzWbUGQU09vZsceng4ACTqUMQ9Pu4efMm/d3p6SmOjh/b8xgYpGmXJuZuWsFPAHEcg/OA7lFvqeKuYvOKiafspE7P7PMgZQTZEcQ14xwrntFaA4uZ/ex8PieuGecc3W6zX0opVK6gxHSB0nXB82KJvFiQ/QTnHBLS7Zhw3eYGVeBnGmEE6romawqtQdxxxgRxoaMkRrfbx+aGLbL1BgPySW/E0Fq+jJ4jxrAy09hjbbrp7S7Q5STcx7OSPv9d9r2PtstYJzXPFz9jCTaAz9Zc/7kL/uPfDwafkXvnJ7gbYRCt/sJomudstLrOnQ7ZqRpdQ3k/bM7Jnopzq0uiXVe2UhpFyy7SKA03TSBM+9iO7PxxfnYGJlOE6ZK+z68PF/MJQqdlkqYdLPME0nG2A2PAHGpvVFY4n04gIjveH3xwQEKelapRM4Nzp53zR3/65+imdp1x/4MjyEDjvRObuAZ1RUkmKwpsOn2X0BTIiwoDh4KaRTGUK5wrKaE5I4HWXtpDJ+jQcfCBxMmFXb+NNobUtRZCQqkKsrWmrb3Yb9pBz1mL1WUJDoZU+OslceW6LRqM6yVmiykefvA+AODDw8f41re+BQD4lV/9NQwGI3zpy18FADw+OkXo5rmXv/gS7v/oAQDg+o19TGenqFyTwK49XRFBxpCBJM/oNAkQXLGv7Vq3IPRXkiTouCaWBlCWFZj7u95gCMnt+jZWGeCS7qoowIxB5a53mS+Ru0Sb8QBKFZQYcyEg3fWoSgUw/H/svdmzZMd5J/bL5Wy13aq7dzcajYUAiQa4gAxJlDSekRwTerEnwg968IP94PDf4whHjP1sR1gzHluhCI1secYz4liUREokJY5IgCTABtHdQK+371brWTPTD5n5nTzVtxtoCNQQVH0RHX3vrapT5+RZMr/v+y1IYvt9IooRuaKLTUvba1KKONA2EVC+MWUcJ5v8mVs7L6UaVHVF17JRDdnRxVIgTVMkrmlWVQ1Kt44pa0XrItY0qGsFfYG3NlMKrGna7jULHk/Murz5323Tyb1RM5RlDcO80G1GnO2qLMnejgMo5itkgQWZceO6aBTKuqGu/yBrCyLFMkdZltQtFpDkDa416O/KmntDuf0Srsts959BBzlGr79FhY66YRDCWvcCrsMdWKkKEQVPHY5IOoREvF7UZRDSNxyDRgb/+OnzL49c7CY2sYlNbGITm9jEJjaxiU1sYhO/APFz9dH+ecfZ2RkYY53On5QS4/GYOBbT6ZT4JoPBgKqXL730En71V3+VKhdnZ2fUYd7b28Pt27fx75yC4o0bN1C4rtxgMEAUR9SB/sobr1Mn/IUrV7E9mQDuO2bnU+Kf3PrwFnWVDdOdLnNd1/TdZd0giiLq2uV53oFLySimLp2UkiA5HhZP3UOlCCYfRRHBcQBgtlzROIC10FivcOj3K45jFKxyrznYhK8IBc2MGgYLx1NvXOWsca9XTAOucseNARcRksR+Zz/rQXsF8jxHU1ZYOd60rlt+bV1WUE2DprbHM0hjMG6PZzLKqPJlRATGDCJXjT07O0NaKDc+DGXVoHSQ8Hw5J37Ucj7FajlDndtrqN+PMBrYSuHh4SG2ncK8iGLIuAfjti+UQU95yHcFw6KOZZjnyBtwTKdzGnMhBFEbhBCIowRFaflYaZqiP7D7tVgtsXT7y5ZLGN7Cq6OoVUaP4xhNU6F06vFVBbKrqpsGj86mKBwXaTgc4ujIdrfn8zkuXbqE4dBWzt977z3SM4jjuAPhUo2h625vbw9Javf/7p2bWK0q5J7LrzWkcJB/FiPLJNLEbkfJABqN7nVnlSnb369evUrbq6oKK4L5Gxo7u48CtbsuqmqFPHfc+rrGYnEO6ToBWllFcQDopxKNG6uiKFDXtYVRu3FFAPfSgaXXev+uo6apFN2zKujUJEmC0WhEDgNZv08K5JxLYK2T34V9G1Lvr1ULFddad2gi693tp9l7da3B2vMRKneuf27T3b44fhm72JvYxM8nwp6OtjDTNci4j7IsWy4lWtVxKTk9+7W26D1B/EvA48O1NtCGwTCnfSEFuLDbG462wIUku1OtNUHTGTOkrVHXke1GengoA4zrmCZZD8PJFvYO9t13G6zmtkO+u7+P7ckufvAfLQLyX/3+7+M//+1/CsB22xbLM7x318oTfOGFq0h7di0xPTnDSNrO9yTr47xsoJ2qdpzGqNwaRwsOxtuuI2eA4H59BaCztmAA2p+NadFTnHNCNRarnNbLVVFgZzTGyMGyp9MppqcW2aYHEdJ+in////0HAMDWZIwTh3784dtv4fOvvY7M0RyTNIVyc9Kde/dwcLDnzq51S8kcbD2NYmSuWyiF5ZSHa1WiPDYlmqZBHLcq5IlDjnLOweuS6J3GGERw9DVTtlQwISAER9V415WaXGiYgNWPCRTDuUePSu50BRwagAWcbMaog204gwYnXSYw0ULMwQDDCLJt2Bo0mhsYv87XhpYa1qh1bV0QrE/8z2aN3xW4gdqfWQC9xuPhIeFW0TzYvgng6Np0aGSEPgcgDWvRdMrQWkgzAqIDAJpaE1pFMO7+uS4/F60GA2vRd1hr0q+jZK0rlNtF8Fa9nXEYJqDdPcAgWjoJZ4CRdBBdalJ7chjzP7d2ua32w88ROv6LFMPhkBaPPvFtmgb9fp+SRcbaC+Dg4ADXr18HYG+6O3fuEHT8xRdfxLvO5/j3fu/3wBgj7nJRFOg5mPG1a9fw8udepOR9NZtitbIP2bfeegtFnsP4i6xR9LAsm5Lg7RoKWZYRjN3ylexJG4/HGI1GBIENF99SSggZdZI0/7nJZII4jjuf8xeOX5j7n7XWlGw1gfd2kiQduK3/TsByfIxpF/EMrXezQftALMsamht4Eo5SNWqvK8BsIu8nrGG/h8S5kRVZiqIoUKm2qFA6YbcyL/Dg3j1KOoaDHua5nRheev55DByXO0tjpGkMOMh8hTlxaqfzFUyjMJta3vTD+/cwSF0iuZpjezLE1csWPnXl8j4O9sZuH/sEcaubCuX8DDKx500kKWI3VqOoD80lEgcdlzKCploGR1k3aBwGLs5S9J3Fh5QSjVJ0LTRNg9RxiqSUlKBN5zNESR/STUKj0Qj3H9x156ZGJNpJ9Pj4mERJ9g8OoLVB5CBxFnXjoDqS4dHxQyrOHB7uYz63n8vzJY6PWxj2/v4hEjdeZZVTYeu5567h7OyE6AZVVdF+LJcrTCY7mEwm7rz1gwmDd5JU+88vlBoqEjVN1Ukq7eeDBRrT9JCtqgrK+IJVjmXe0HuFiCDcwm45XxHfSpn2dT8+tefxa0DlRQvtDgQxaqVRK43KQZ2qqkHuoHhV3dADPY5TJGkPcep56pIIUhroiI0orcGDYzNa02LUigm1QmZ+zOzn2kTbGIOONEk4oTPWFsiMgcDFk+6GD/vsse5tvolNbOKTRZ7ntMZRuk20OU86Akeh7Y5Sip7lymjANQ0AIJaSuNwy4hCRJD2WpmkQOwg4l4KKvU3TAJzYreBoxZWyLMPOzh7ZSw37A9x4x9p1Hj08Ql3UZM96+fAyXn/9dQDA/Tv3oViFn71/CwDw4tUr6LlksVIalUuYB/0MsiqJl83jCNzp2gghwHi79hJSkm4O5xyIJCJXOJCRoDqBFZ9rdWg451BuDuz1MzoWVVeodYOlg7SXdQm4QvlgsoUf/uht/O9/+P8AAD537TJI1yNJABnhxvsWIv7Kqy9TU6bWNd58800au7JakZVnFCWIe75xZAvnPtEObZmUrmGMQdO44kPc2qtZsbC2CKOUgnBFF960iZyQEjCg9Y5tTDkrMalgWFv84WAQhK/WkLzdvow4HRsYgwmoX5y167B1Du/6vPqkOTa023qS3SfQLZxftI2Lfv4k0RE9Y92/heFzDFM1NMae06wab6eqINas0Wh9FfxsTJfmtj52vrBgDIMQXfpd2yDg7h977DWQOB3o91CcjoJ/OuugDXR8E5vYxCY2sYlNbGITm9jEJjaxiU8xPtMd7dVqZaslSnWEy7RuVQ5feuklfOlLVqBhPp9T9/nSpUuYTCb4xje+AQD4wQ9+gJ2dHQC2ojGfz5H1LYz2tddew/auFTOazWZ4++232y75zjZ198rFCoJzEkPLkpREkVCDus1xatWQfYUsSRLa/7TXtyJVR1ZtMYTwhhW+9Yjj2IqlefVkJzwGOJhxUK0J1ddtldNutyxLGGNIEGu1KnDzvdsAHDy1UdAB3CsEUHC3/2VVQQlGXWBujFV5BiC53ReZOOGCOMLQKVKrQQ9lUZE4RaMNwelXeYV8VVG1WakFqtrDZiXpIgx6GYajHl5+we4/RIpsaLupZb6yqpZ9J4DGOZ23JBKIpCRxjb3tHWyPbYeZcYMit9dM2Rg0rI/EVZ6TmEM6wY80jmFYBOaOx4Dj+NTSBgZbYzRNW+UTQtD1GUURylVBFfDZcoVG2XMVpwlZY51Mz6GKgq47KSVdT1ZBf4AsbSHzp46yMNneRl7VBKu6d+8enb/JZILz83PcvWMV71999VW61uK4pSgYY8/F8fExfXbsxmc83kJdl1QZDm1cmqbBfD6nzn4ct4rgoU2XvxdCpMaZszbxx+utPIQQ0MZ3kSsrkOJELJSqOzDyosw794O3b1hOTyFcpZJLW0GXrqOtVAlWBdBuANy91lEx18Z9v+tiVw3B74xp77006bnPedhZaylhj40TxA5KQWtvb8JhNCNlea2bTmX5IhVyf67W46LKuYW8teJuYE8XRAstMjZhYzMWm9jEpx91Xbeq4wKETuSc0/zEuaMRuefxuggkQ7teiiIZ2EMCcVyjcR1VIWraZvgerY1Fm/nno25IoVhEVkhVuTVhlqS4etlSne5+eBff+6vvkZvNeDTBjfcsUnJ2NsPlq5dwOrPoyzsPHuLa0K45ZT/DyiH4hJJIB3149VeexDBeQN36QBE0mAsGbtpnM4tbmmAUReAeYs65tbh04yUZx8opryfBGjNJEmgYTJ0TiTEGw4Gz9yoLfPM734YDtqHRimxDJ4s5vvv9v8H2jkUCTmcz1E6l9vDSAamwA0CaZOj3nVhZmoLpdr7lPIAMo513pJQd2piUooNuAGTX+s2toYx2IqYAoAxqXSN3aMjlconSrSOjJIaMkxb2HVxPdn3CO7Q9fUFHm3ML9A472k+iX1mkavcYyfJMawjZ2oeFqNZwzrmo2/1pItH894bIQ0PDozvv08xatgJAXVeE3jTGws0bh87QTY04aiH+WmvqGnOtCY2ntSGrNa21RXIExxbSabvPhcc72OE6s92GgOGMzndInQs732ZtXaTXRGo/bnymE+0kSax6olvQAxZS+4UvfAFXrlyh9z18aD2LB4MBXah//Md/jFu3bhFk9+rVq3j0yC7uOed44YUXMHTe1ovFAscOGjsYDNDr9WhR/fDhQzrpMRNIkoRUyJMohnEXn0KbgIxGQ2xtbVEiE8JghBAoy5IUqheLBRUHGGPoD4b00Nra2mqT6V7WgZL7ixOwCU+oeL2zf9AqbouIEjaf2Pr9j6KIYEhVxdFAe/o5JOMQ7q6LRUSTYVVV0ILR+l2rhhQIBbcP1p6bQPr9PnruCuRRjEpy1I09Hm0YFg6yJBggwEgZWmmN2dTu8z1xROPTHw2xtzNG4iZRoyr0nHKniBLEaQoB+91Zvwft4FjDVIIxg8rZdVilTg9JqwimEskEvcEOGKlPZi3XCwIGnJ7PutEEwx5v7yGKEsydv3Se5x0+bxV4R/rzD1hldH9OkiTBalXRscZpgpGDlc/ncxwdHeHqc/aa39nfo/MNYaHe+weX3PY5fvSjHwEA7t69g+vXr2M0stu5eetnODzwRZYVXRfD4RBXrlzFwPHWp9Mp7fN8PoXWinhuxogO5Edrjcpxo0/Pji/wQXU89Tgmf0spJUbOa3o+n2M6nSInC5AWVmV9shuCBVZ1iaJwHupVhUZVrV92VaH2Vh66LcxZb9EYEJK27yHZWhkMRlvtIiTOICL/Pma9rKuA7+VU1aWIIb06aq+HKErAPHhIcFJVVUpBg8E07ULJ8HZCNbqlvTCjOpPtenL9JLXx9WR5fdJ4EnT8ab9v4smxSb43sYm/W4SJVvh7FEVB0u0W2249IjjAnS2Pfb9pqT6Ck01jvajt890t4kUk20YGjzquD1JEMJ7OZLo+4FJK2hfdKDy4+wCA1S/Z3t7GzZuuQVFraAdjfv36G9CsQQG7Vv3ZrVsYXrPfvTMeY7q061S1WmFnso3U7X4jREdtXWsN7pWuGSBJ/djACAHpjkFy1lLMmeWWCuapf5q2WRWtto/kHFJyonHJQKn5ZHqGd2/+DL/ym9ZIYLFY4OCqtSA7ODjAhx/cxY7jrd99+ACxy8hfu34dvUGfzk2atol9lvaIZmUcz5cKz6Yl59o5qF3TatPSvryat1cdN40iJX/GWr0auw4uaQ1VVQ0a3xCSAlEwP677MUspOwUZ5XnA9g20j5wFCSHjT51L138mKuYaPNw3D/1roWf0egLesdEKiuPWHuvZ5nHGGEyg+bIOHV/fj/C7n7ZfxLtXDRqt4OQToAFK0O3hBttjCKzSgkSbczAuIV2Dy/q0uYRZcPsM8LzswA2GMQbm6BT2Y93k2m/DJ+Laf7cVq7I/Pt10oxOf6UR7Pp+DMYbxeIxf//VfB2Bv+PBC7fV6lGi/8847ePDAPhCV48X6RObevXuUfF69ehWr1YoS77DSeXp6CgPVCkUt5m0F0Rnbhzdr7JLWtJ/SfvWHPQgh6IYPvYAjlyT6QkHYSTw9PQUXkooKh4eH1BkdDQcoioISOO9VCXQ7cYwx9Pt9utjzoqKEyvPb/efOzs7oZ+J7+4oTs55+ACDiCNIl/LVSMIZBuYe4qipo71/MrdiEa0BikMWIXOIbMwkpAeUfWlwg8km4VqjznC76inOy7mgajcIVM3paQEQ9nJzZ41nMT9Ab2HHdm4wgBcPCeVQfHx/DUbtRrxR2tgY0cfb7Q/LdXC5K6qaOtsdg8QAN+X9KGO+vBwkIQTc8j2K4uQpZf4CqUXjkPCEXi0XbTZcR8jwnj+rJ/j5WTlisrGssHlkufZwkyIsGS9ddf/joCDs7TmzNGLz33ntIXHL3/PPPYekqzWdnZxhv7+Cv/+a7AIAvfOELeOONNwAAf/AHf4DT01P8zu/8jh2/Xg/f/d5fAQCuPneNrCNWqxU+/PA2dWWVUpYLD0A1Oaq6wNRV6VerFX1ub28P/d6YurKMaZTOVmu1LLBc2X2sSit8F1YeVyv7PiF88aq1xFosrT3E0dEDnJ4ekw9q01QkEDcc9rGzs43+wN1/WYTKdaqPHjxEIr3gioYxCpoFHuqF0waoKlyJ4pZ7BI44wHF0BMka250G7PPCi8qlaQ9SRMEzQZJYXN5U4DrwzGSMrjtjDLRqJygO/dhEdlGV+2kd7ceTbpAI3JM+s4mPF5sEexOb+HQiilpedtiRiqIo4OUaW0x2t50QApFsdXmssKvPCjg9p5umgVboPo8DsSwWJBL2GenFXwWYT1IZtyKW3pNaCqQO/RglEV5+9WVKXBezJaSba3r9FH/4R3+Ir/+TXwEAPHp0grNtWwDfP5yAO22ZYpGjNkDs1hIa7RzBlQHTmuy9uAZ1tJk1g4b0XWu08wk3AFPGtnhhNXbgurmMS/LRFkIgD9aRg8GAEtrv/cfv4+HpMYaueRFlKV56+XMA7Ly/d/kQczc3D7cGuHLFFu1ff+M1Om9xbAsUPBDh9QJqSilbvHaJsc0N27W01VEJ9FkCbnqYGNtkzomhyRilE7ldzlco64LQd+AckfSohwSRTNrkWsadxFpKGXTTJXWjn87RDhCo5nF+9pM62lrrznGHHe31TvLT4tOakz6qo02/i3b9oxvX8IPpHI8QoiPqGr7GgoJCY+y17bch0B2fEM3HOe/w9df52utjCVjhOg7hhAVB77f70f2bBjoptfkES6MNR3sTm9jEJjaxiU1sYhOb2MQmNrGJTzE+0x3t69evQwiBy5cvU9f3/v37uHr1KnWxv/e971F1Mcsyqnw0jVU29lWM8XhMdgfn5+e2QiZbLgHBSbVGWRXUkRwP+msV0bbcIaVE5jrUPOLUIa9Vq8zst+9N3JOshzRNETk5bq8wDNjqynK5xP379+mzHkauVYPZbEbVwDRNUXolycD+RwgBff8+HWvd6I5dWJIkxNG+fPky3pn+1O6/5OCNROLGZGs0Qi+xY2maGo2DXWtjUBUFSocUUBpwjWMM+jFklIBHXra/QrV0HXhVIUky+HZ33dTU7d7qxRhce46g19PliuBRi+WcTO7n8znEEcNk8oo9j4sSHzr+cSQYHs7PUCyt6vjOzg6Ws2Ma4yRpFU2XeYnI8Z0HwzGd07wyUKpC3/GTs3RIKukwBkKm0I5Mla8q4gadn82QZT28fv2LAIDTk0c4PDy0x1nkGAx7WDgbLz6dYjiyivb94RAPA1SFlJLU4pVS2Nq2leXLV64gL1fgbv+n8xn2L9ntv/feT3Fw6RBvvGHV9mezGcHbd/e2MRwO8c67PwYAHB5cxs6O/e4P79zGV77yFQD2Gnv33XcBZ/Owu7tLXeUsFVCqxva2HZNeLybUyGJ5ht2dPSSu+33n7geoHJS73xsgcdi4oihQNS1d4vTkDMxZs9SVhex51XRv6QUA/X6G/YPPYzp19iOmIWVuzplVEHffF9pvxXGMs3N7HdQnx5BSUhd7Pp8jdRX2g4MDq4AbIEP886OsFaqmIU2Bqq5Qu+swThMkjrufpT2IOCILENUYMHddA/baq5WjDtRAa9dhOrBur3nwcUJ3Kq4t1OlinHjXZi38+ePyssPuU2c/nlB9v6gS/6zqqU9TY/04+/x34ZyHHYYn7c8mNrGJTxYhVDaMsFtlPJSbuleCNDigAGgN71LSaEWcWyYFBCKwpn1mCYLOMd/wRaM0wAyUawlbOKnnaEvIpibjIpYAACAASURBVIUSNzImNGSVF7hy5Qoqx7f+6Ts3sFrZuf3+/fvY2trCmaMhXtrfQ+26yquywsDZbOaaW1tP1wlngoP71rRWtqPtpgNuGAkjM7vLkH6tpxT9zA2gmqZFjTGG2H2uH0c0NZRlidVyTkjJrJfg9qldJ/3pn/8ZBof7KNw8uru7i+nSroNv3LiBS4eH7VpVClx2sHKv8QIAUrb2ofb3NgXxVKnQmUS4TnscS+Jp222qDtIhitvXpJSoPaedN5hN7Xgv8wJlU9Ln0l67do/jGELG7fgEHe0osk4/kZvDJRdQBB9Ga3nrOtrrytb2tF08R/p4EnT8aTzs9RziaXOZfe3ZoePh/jxJdZwxBqUVpFuX8ZjDKIf4ze3ay28rimPUlab9f5LqOA9VxzUDTBeGH6qOh3pXnLc5GINwSJTHudd0bi6Ai4fvu7Cb/Q+No51lGaSUePfdd8l3t9fr4Vvf+hYl3h56Clgepee/er/okBvtHwZxHMMYQwm61hpNAFVgjNFNqJTqQBVCyHbImWaMEaR2mbe8a7/P/rV+v484jrHnOLVStiIP8/kcxyenBPU+Pz+n7Tx35XLHLzvPc5xPZ/TdofjWYDCgY53OFrQfxhisViuyalosZp0CgzGGRA2apkLj/au1Qu25TE2Dplag/BOUn8GnGP41pVoujaoq1AwQfnJhgHPdgOQctWEw/YTOe+0u9vPFAmfn9jjLxnqH37tviyyrZY7zqYUnzxYr6Lzs3DTedgpVjq3tCbZ3rdfjYLRFPt1Fo1pLJCmBKEZeesxPA+ngXtAGq7yEMv5BHUE46NeyyDsPlDRNKenz56Q8t+e0OjsDkzZJK1VD/u3zfIXBcIJrg2sAgG9/56+Iz1vlBV577TXcvnkTgOXuLxx0PEpi/PSnP8VXvvqmOwSJm+59w+EQq9UKX/+65VzduHGDrrUvfemLOHfJqDEGr732GhWv7t2/g6mzSavKOYajHnZ27Ng1TYXKCZJJI7FczTBbOI6UzvHuT38CAPjwww/p+Pv9PobDIfp954vJYjx8eOy+2woTLpf2eMbjMV544Xn7PmFwdn6MW7ffBwCMRgMqFAyHQ0jJ0TSPi4QVRUG8sDS1k2jlHv46wAVxLtAfDDqaBT6axoqf+fuoqiqCo0sRtXZhXIJz2YWHeR5gQ/izYB8DeDg28fOKj16UPNtnN9DxTWzi04nugvpi7qdvQMhgvRAmILpu0Kh2/UY6OnEKziuiCoFpSuYYawuatTbgSlHhnDMB7vmdXEHFcbvOi1p7VgX7udjx0l546RqOj6ww6Q9+8LdgAjh9ZH//3LUXaR5aLHNcGds5lCng/PiM6HhJloJ5CpEy4I0OLMhbQScmGZgy4MrDyk2QoBswbcADEamdkRUug+BER1wuF+AGJAycZRk++MD6fg+GWxhPtqmQ/lzvKiU4w60RqrrGfGHXYl949fP48pdtYyEOqIt2bc3ouK1trF2TN7VG3VS05gzX0h7iHyZ/Ps+MY+u/DeKxc9RugOomJ/h/WTeolSbaW5q2638ZC5fMufMdQMUpIfRUX8a6yReCv1+UzHXe1caTku71JJaxVqvlk8wzn5a9V7gmuaiwTbB7zsDqoElJBEuARxJct6K3QghqaDK0WgpCtwWMjzPfXiQU/dj56LwmOtZdTyuAAAFc/BMO5QY6volNbGITm9jEJjaxiU1sYhOb2MSnGJ/pjnZRFBBC4Nd+7dfw4x9b+Os3vvENJ0Zku4K9Xo+srEL4qH+Pr2iF8HBjjO1YeauppiGoCOccMmqhCutQDg/x9b/70Fq36sU66dggMcaoez6bzcAYQ+EEG7Iso2NhjGE0GhHsO7RgWsxnSNOUjmE2m5EQxng8po55FEU4Pj5uBSfAqbNrjMF8Pqf9HgwGHXVspWswZY+trmtQf9goUnZUdQWjFElWCAZwVzGGkNCME6RaM4HaQX2NUjCNauFZcYQocgIHXKKsFVLu1L5lAu3Ki3GaEfyqPp+hKAqC6MeRwMx17E9Pz1DPT5FIJwLHalzes8ddaXsuvHhZ1Siy9VDa2oMAQCRScJnBIYRRKoA7iLOBRl4WdGwxj+g8NcqgUg0iN5ZWQdwiEUzTQDOOtGe7pqu8hVBXTU1V9HyRYzCcEKT9lVdeIQj1yckJ3nnnHbz6OStMcnZ2Auk+t7u7i+9//6/x7W/bjvnly5fx2mufd+87w97eVXz3u1YA7c033yRbkhs3biCJ7T7dvn0LR0cP8corr7hzvw3lbKiWrMRiOaNre7Q1gHK2Hjff+xmyLMPhoaU3cM7p534/7UCziqIg5MmlS5fx4J7tns+mS6xWK8SJt8cyePjA0gEeHXFwDtSl3ZdilSPP7LhmaYo4SiEdMqFsKhRk61F2RAONMZgvHKKgqjEYuGsrsVQT353WDFA6ENXRGtpf6ZxBesuYOCE0A5cxBJet+AsXVDU3urHK36aFSWrzOGTS/v3jl1Kfpej6DwXw/KzQ9I96/aM+t4lfvngWesAGj/LJoyiK1u40zQiNl6Yp/V0pa7+lgk6fIdRhAwNDlpaxEPBPRSkYqoqhcPdsWVaESrJq4r5rHWGxWKHvHDmyNIF2Alt12YCx1sJRa41EtBas9aok+t1pdIrY0Yju33+IO3c+gHTUuenZFHrfit7OF0uIPfuzBoOMEkxcV3m1WiHyc5Aydt53izumDbLIk/MMFDS2vNOK5oTUgjYYRj1aW8RRjOlZi3hUHnWoGXZ29giae3J8hh+5tfXewQHmdYVVaccr7feQO+i4Ngrn8yW+9CUrtPr1X/01KEeR0kwgdjTDKE0651GICMwdm+QaTIqudZNoIby1Mphst05AM0ff5PmK3IAAuyb01MJI1yRQa8DBpaS1VhRL1G4dsMpzjEZjWl9lac9SGQHIKGm75gCiJIPyTjGMwXCPqmAdqDICBXLV6E531Xbn2/V/rWtaM08mExJp83D5cExCUbYQGSuE6MK8g5wl4hGUfyYxRkiHuq5RlxVtPxFt/uKRu347TdOQGHI459V1DcNA11ajDSGHPZrEuHVTrhuU3kGGWcQlCZup7trH5zJCRGhMax/GGKPz1Ov10BsMEaf2XAkZd/IxLgTZs/I1hDEYa5XMA+G9QPCc0KzSrVW11qj9GvAZHvGf6UR7NBpBSonf//3fp5Py/PPP4/z8nE760dERPRCBlhPiL+Bwwe0v4KIorAKiapPM8BLQuj0pUdJVJwwhDEopVO6CDv2nYwc78hdjWZYE3ZFxZTkh3l9aKSoUNE2DVV7QsYU33Sufe9nesO41rTVxRvM87xQUirqhh0aS9mj/z8/PMZ1Oab+EELQ9Uld2/5d11d7IRhPkSikFEfCeIiGReHhOJAEm6AItDYPxUOsGqE2DxIFMMsnJtkLEERIZwbgERcQpJdpJUdE5NZzBKKAs7T5PxmMwVbqTYW/42MN7oQkelUS72NvdpgewkDFk5NSq4xhJavlXUTrEqgSkcJz2KIPHE2llwIQkjpdSBolTnkZZQoiIJqhBL205aMZguVyCJ306p/7hGSUxek41e7xtiwL+tb29PZydndA5jdIE3/6rvwQAXLl8iM+/8ioAYLGaY7w9ofP/4x//GHfv3gVgPeYHgwHRLr7zne9g6Hhir7/+Oh4+sAWL7e1t9Ho9vP/++/S7/0y+GuHBg3stNC9Ksb93SPtaliW9dnJygsXCXueLxQLb2xbmfXh4iKJc4fiRpSw8ePAA+/vWozSKIgyrPtK0tY87OfHHrTAcDokfVxQr3L1jfcLn8zn29vaoELVaFZg6KsVyUdA9VVV2kmlclSWOY2Q9O5n3+0N4yxGg6+/qeUf+PopjIHLXViSTx+kjAUyJJi6jHYU6SNpwMVxqk8x98lhPip82ts+STG8g5JvYxM8nLuRVYv3+6jY8TAgd1027tggcGyxXlsODORkTLceZG4IZM87BBYfgLXSZ1kCGucJ8m3ScnludkKoowQzI39uuCf1+ueZIYtcF+SLHw4d2LquXS+yPbRF6ezxGkvZwfG6dPMpVjixz67XEej03Tn+nqSsUpqLjFrEIkrkYsXSOGY1N1vzaqGkaMNdMqNFAOCeVnb1djHf3yGN7Pp3SGqfISyzrHKmz4YTSpFW0s7OD5y5fwudeeQmA5XYTXFxGnfOklKJGEucavV5LyVpXjeahHRNjODt1Y1LlHc0VpVTHprZ0VLOtVKA/dM4zB4fI8yVZkSZJDCm99snK8vdFC2v2fTKrVt3SugBNSTIY70LH0YWO+/D6TaGzildGL0tb+KfvZt2EMLzmQ5Xui3QMnhYXaak8zcHkadu46L2atqHpZ+3h5lQAaBua/hhaWm5r2WY0o8KA97t+snvK44ru6+977DjAHYXhgmNbf95w1jrPGEPNFm/b93HiM51of/Ob3wRgu3Y+Wbx37x4459QhnkwmdAMCj58EP7jhyfeLcMPaz4i1C9+/P0mSjlm61pq+2ygNRd1bTVxP5d4T8jv9TRY77rhPvLMso0RiOBxitDW+8GbwyYe/IM7Pz3HvvuXSzOdz6q7u7+/jpVdepffN5kva3nw+hzGmUzELu/xAW6mv65qqqiIQXDIMQCC3nwS8cSk5DAMq997TRQ2fmXJoSM6QxPbhkxU1MidQFSWx5eNHfvISkFHLXxKuWiqkhNLAueMn7463IJj3RG4gJcdgaCe5TKY4vGQntmvPXQFnhmyXtBGAr1LKHoybhEoFQCbo9+2DO44TVK6bbrRBEvfB3U1YVjVU6SdAew348x2JthouEKFSS+LFR3FK3Oi0l6F2Vb7dw31oxWm8bvzsPVy9aivg/aLA6Z1jSlxv3r5FGgX7+7vWb915ks/mU+Iy3bnzAcqyxAsvvAAAeOON63jrLeux/S/+xf+G8dhub29vD1/72tfwm//IWujdvHmTrofLl65iOBgRf/v40RmGI3u9vvK513D37l28/7OfAQBeeOEFqu5XlcK5W0hIGYExkKUXYwVqV72MIuHsxey1vFqtaILhnGM2m2Fv3xZM5vM5FYlmsxmKvGxF/+qaRGnyosFq1bj9aBDHMbacb/f29jb2nMBgrzdAkvVbZIoBGrdfZV2gVlUwebX2MlLGHY42OPe3B7QyZKlFldyu7Jn9KmM6vpFPcOG6MDbCXI/Hk5LrixYOH5Vsf1SyvolNbOKTR9hACHVugO49aDuexP6EF8K03W0WrF1A6xPV1FBr9kla+u9tu+CMSye82Xaqm6ZdM4YdQ7serN37WGd/ecQh3fpkuGXXDX5+n80WpAmS1w1++JN3AACHO9v43LUXcfi8FRObnU8hvI6Htsntat52o4dufTjYGkEphcg9/oWIwNw6T5sGjAHG+z9zjqKyc2Vv2MfAFfJ5InG6mOOnN98DAJxNZ+i718oPb2M+n1HnWNUNrQEvHRzi9deuYziyDYN+1ms7tiJoQDEBpS0CELAd+dQ9Og0YrPe0eysHeaEzIQAO1FWLxPTcXhFJyLhN7COjAW33cTo7BVyxpDccQEG13G5nGWo3wjvnO0SmCs4hOAdHmzuQUBfW7KRwMUebydaT2/9fls7qdLWCgkLSc4g4CAjRJuTrc1BY7P8ksT5/PWku87nO+tr/o7aplXosb6C1DtOog9fC4wkTba1AiTbn0oswwO1Y64fNhS0EeQI9Z61gG5yHts/1/N/QIvn8CHbWTEF32wCAtuLM9v3tcSr18QsdG472JjaxiU1sYhOb2MQmNrGJTWxiE59ifKY72vv7++Cc48GDB1R92tnZwenpKfF6mqbpWHqFcIuwWhoqkjeN5eD4alpo22UVCLsKlyGHoSgKGA9ljmIw4ie3lga6snWUsHrmK0CLxQKnp6cYb1vobJ7ntM9FUUBGcacq5vdjMBh0OuPb29u2Qgh0oPNaaxwdHbXwE8OoY+5V2D1cvCgKGLTWYgyMqlpaa9TEwQFVXGGsqrKvDMs4JjRAow2MqkihfLlctdUzo8GZQuTGPI0jgvjIiGNnso2sb6uUExGh56D1kBGY625rxtFog5Gv8A4GyBK7vX6/jwgCE1dxHSScEAbD4dDBd1w1rWmo4iW4ROPg7EZxiDhBFHuOT4yycbZmUJaQHiAkptMp7UcIO67KpuUsCY4h4zhf2msv7fdQVBaOtchXmDnusEgiMERI3RgcHBzgJz+xCt6XDy9hPB5jMrIV8w/v3Kbr+k//9D9gOB7ixRdftMMlJaEfbt28jd/6rd/C7du3Adj76fXXX7djPJkQT2tvbw/f+ta38Cd/8icAgK9+9avUwf7qV96EUgyzmYWaffDBB3Qv9noplsslGicR/y//5b/ClSu2C394uI+tLVspZ0zYSrw7p4wx6Nh+5ux8gTxf0v08HA4JGVCWZQc2NHLHb89bhKYGzk7ndD6Ut9iARM/Bw8fjGNvbY7LJG4/HRCHgHBiPJ1COQhKqjIc/2/dKDLK2Ch0iZkzQ/VAc4E23ynuRZQbQ5WvzZ2BTbzra3fik0PEnvedZ/7aJTWzi40dI4/PWSj7C+yt8n9W9aGk3WnEAFlGmFGBMSwM0HWcJCc5D/qvrQHIJwyPSLLHzqe9LcWhwgqprtNQuaIOqqFEXLf0ucWiyra0hhsMhcX8VY7jp3DdWywW5pbz5xS+BP7gPc8eqfV/a20fsOqLD4RDjXoqB4yoz03Jja8GQVzVRHivDULhOnNEGUjBor6QdCQx6bk7dHkE6juuD0yP86MYNvPOzd+32RYTRrkW2Td9+G/lihdh1D8vlCpf3DgAAVw72kSUR2Wly3m9h38E6+zFLp0BR28/l9N4AHeDXulHUoggad5xN00ApRTSxfj+jxObdk0dQbl1f5BW0RtCplh2KlxCC1sqe3mlfk4/ts1/vas5hOh3t0N6ra/Xl30P733hUXQUmAxRH0NEOx8d/LhyvZ4mnobeehtb6ONuy++WoFe58AG0HmPjha93uEBnSaBP83H4HF1FnTRWu+fz1EqJInhQdiDlnHR/UUGsLaGHw/m+VaqHjF6GgPyo+04m29xQeDod0k52fn3f4GiG0O7QHEMKKLviLvQkuDm+pFVpbcdNyOEMbLf+QAwBlKkRSAo63KbmAcPZPURp1vKx7vR6dsKqqyEf77OwMs9kMseP3MsZoQZ+mKbJen6A7/uEAWOh4x68uighK3Ov1iEtTFAWm02nLb0ky7O7u0vtWqxWN6507d+jYuAAYWqEKY5oAwivAHDy6Vg24aosPyhiLA3FjVRUlSjdmqwbQBOWwwA7poNi8UHRxMgbMVxUlQNOiwWjsYMClwnRhk7yirtFA47lDK0Qy2Rpje8uO1dYgQipqbA3tg3Q86PLp4zhG7GwfojhDlNmJTCY9MAcd1zyC4BFdF3WtSNiKMYayKFE5Xrw2DMJP0lJAG0OJfZUX0G7ir2AQJSn29py1RxSjrlwhoioQO25WnueAqWHcOM8Xc0os/+Iv/gKvXf88jflv//Zv4/t//Tf2OMdj/OSnP2mLFjImoZb9/X386z/6Q7x+3QqYNE1Dr7322ufp2I6Pj/Erv/IrZOvx7W9/G89dsRZb3/+bH4BzSXC4umr5+nW1hJQS1669DAB45ZXP0zV1dPQA52f2Zy4Ytra2iDPf72e4eeKga8ePUNcKzz1nYXRJkpCPfA1gNBxiz9myhYsyrey1TvQMUxGULc0y9DJbjJlMJtjZ2cH2rvvuQUbbUKpGFEV0TxVVaT1Z0RbtGPcP5Ch4UDMqcmkDQLWTo+HtA52ERQKuj//pscmOfaYf1f/J41mg3k/iqz2Nx7ZJsDexiU8n1gWfwnm6TTK6EF5wDu4L4g5CzhxH2wQNltoJn1KjRAhw1k0CAYDxGEpJwFuYXrCPYRIYO0tOwTg4CvIwjeOYqIT+vf2tLdrGsbMfXc6mOHUF8L0rl3Dn6AGmp/b3r37py2Bujtjf3UGv18PIUZ0GwwGKmWuMmApachg4+6psANlPaSyEYJDLwg8XaeUcr5Z45HRbbt3/AB/cf4A52nWequxn5vM5YiEgXN5XLJb44hu2ML8z2YZRGltuTWKtW916lzML/4WFeUdRUMBgovPsDNe0HXtc19yq69Zmt3YNq6psOhZuWZYhdYWJnd1dHD+0x1bWFcAYZOw44ZyRdkosU0gZJNpBQ4s5zvR6cucH8mmJtg/GuolgXdetILExEDw41qAQdJE91SctpD+NBnVRor3OD7d0tifQqlh7b9Z13eE0A21Sqps6yCG60HFjguaDab/b3pfiwvFfL9zAcBIwa8euLZCtj4c/gvBYDboFEb023NQYeYbTsIGOb2ITm9jEJjaxiU1sYhOb2MQmNvEpxme6TTLsD8AYQ1M3mOa2oyaEQJa01kFaa+pq9QZ99DPb4Wy0wmKx6ChsewVhr7bdlLYqU2uFyFd5ogiJTJA6K5/VYk5w4YoxJEoR5KTPGQl1JVmCpVNCjCLhvqOFhPv9iKIIk8mEOtxJ0oo8gHEHSbbbKctj+lxVFZhsjwkOlBdlx5rLC7ydzeYoiiOUrso6Go2po621xsnZKQmxhd08QIPxUHCkPQ+GAcarb6NGoxQa3cJBGlfZrKoaq6JA6StHPINmbSWKa4HSwdE5NHwdmBmgmBaQC3sep3mN/pnt0NdKYeqUrKuqQiwEHty3nVKdz6APbaeyyVOMBxFi153uxwOCdpf7B4jSBLE7/xARVm58ylUDpb0wgsRzV15E7pQ7pQqqo8YiD8q6VcIcu8q17yb3vYXXfIFV7iDnjcJkexeZuy5nq5JEPoayj6vXXrDHPF+gKFv0RL5coShsJz9OJE5OjtG4a+Hw0j52diyU7cMPb+Lll1/G/r5VAs9XBaqyVab/L/+Lf4a//EurVv7d734Xb775NbuPq4JQIoPBAKPRiCrz+/v7uHXbKpCPhmNcunQJWxMrOtYftgiJJEnw4N59PHh4j37399iv//pvUhf/5OQRTk5O6PuyXoprz1lV872dMeqqaZXljcFgYMdKyhj9fp9g7I1pqMrNGINMJPqxvR/iOkXTeMrGAKPxGACwu72D4daoVQ+P0tZKjPcxW87QNF6pVQVwIQtb9M+ZOE7bDjWCSi4MmDZWYdz+oRVSuaBj+qSO9s/PLugiQQ+29v8vbz32o2DjzwIl38QmNvF3jxASLqW8UAwNMMAaXLRdqwgACka36syeFqYaDcYBHlD/RKAu3a61hFVKMv530v2yQlzOyhUATBShWNn1SBontiPv1gX9fp/Wn3meo6gbNG6bMk4gnQDWlf1dshy7ce9D6LLG551d51//+EdYTO36dtTvQQiB7R03f+3tYe4stoSIIIyAdGuqydY2IgeFF0YA0FhMnR0X05jOnfXp/AxHZ3b7J4szzKoKO5ft3NwYhaVDq00mO9gdbyOK7blpqhpbPefIIhhUXWLgKF6L1YLWhH5sAXs+4zhF5DraQgjkyxX9vH7uqYvpT0OA2CT0mtYwUITanM/nhKJ88dI+Vm7dnS4WMEbTd4ddZr/+p/k8ioPrTj6xo20CkS7O+RM72loZQtEC9logq7U4RpS0Nlpaa0JZrCuFh9eoEOKZ4Msft6N90Xs+arvGmA7arwMPDwTE6gB161+n3zs/t9vnvIsosH+7uKOtLxiOCx0M1lAB69BxOnbuFfzb9adf54VIm4+Kz3SiLa3GH4SQxBsxzA6GCiDdmVtEq7rBvLLJlYZdRiZRy1/2Pm1VmSOSCVIH+9ZgBPsd9Eeo6xr3jy28OpKtwnaaRuCRJHx/3lSQtUuoKkX8n9jBZziz+5iLLhSCMUaJallWBENtFNA0GiuvXh0llHSk/QHysvUKbkz3RiEu93ALZdXAMHusxydn+PZffgeA5bhGaQLllB1llJBX83KR25ufeaVkwN8NnDHkVctXjZMEtfu+xWzWevRFMUTWh3THtiqqdi0PAc0ZmPFjrmFIkdygl6atSuP5AgPnD7k1HtLY9fs9rGYzkFlEJXHjJ/Y8DTIGUxv8xtct1Okr17+AXmov/8FoAjBBSb/WnJTRS1VjWThf6xIYjldkgdUojZUrehhjoOvGFl4A6DRF5vzJm6oG5xzHzi5rsVhhyyXhk8kERVXj9Mx+rjfaQn9g4VdVVePsbOqOrY+t0YTO6fzsFIPMUQPSGO+9dwN9BzPnHNg7sMnu1WvPI4oS3LhxA4BV/n7++WsAgPfffx9/9md/QZPL4eFl3LhhFcLv33+I55+38PCrV6/i5s3b+Pznrf/29evXsXILi/duvoufvPe3ePllCw9/7Quv42T6wG3jPga9Hl54ySbNy2WrcL9aLXDnjj2fQkQYDEatTsF8ifncHvfp2SPEcUqQ9lorPLj10I3jAsPhsNU+MK2iNwBwxq2lHICkl4Bx+75rz78K4SxKekmCKG0nWA0gDzwgQ82CqqhRFd5RwEAwCcG85yQn+7lKNTCFPbbIKERCkt6D/Y4uR7szgTxhIvgYFCQKg+5scxHUrP3bBZPo+j6ERTWadLu2Kxd918fhTT2+3U/2/k9DBZwx5jic7XMzhLmtQ94u+q5NAr6JTfzd4uOojnvouKevMgBamPYXtM/XRrdWrTaJYfQezjm4DJJu1ibaxrRwZI3uvW0/5579xmC1aJ8NStVEU8p6KbLczjWGGzRKIRnaZPTR2YyK19nWEF/9jV8DAMymZ/jg5i2c13YO+eFPf4LFzM6Hu+MtNE1DPsL9fh/3jmwhmzMJUzO7UATQT3vQrtkijPUIL5zzBpcckWsWnSzOoV1xn6cRlrpBtG8TeUiJ2BVa9w4Ocbg1gXDjde/eB+RdnkQxNBSWPumXgnR6wnPo17c+gbGQ3bagexEs2A2yhVgLX9gWtJ4GgKouyPo0z3PUzkr1NIlpXRElCeqmIr6w5Bxx3NJKQ152mOQbw584z/HHoOMXq443dQ0pJTW/VqsVab/0+33IREI1zqVGM0elhPt+0/m+sBARBDfF4AAAIABJREFU0hI+Kj4JdPxJ2zB4fA4M1dDDuRJA5zUZjqPgdA1xsICOyjr78Tgv26+7xNq5McH7Wt2GJ46HP8fAhcftxz5KWntk8vd+hvXNL2+rYhOb2MQmNrGJTWxiE5vYxCY2sYn/BPGZ7mgzYysFthBhqxDKGFeeePz9HGhhHsZKNaz7abcb12CuN8qNaYU1tAY0wOG7n4FHnFPK897ZTWjGbgx6TmxLeoGNQFXYV0C9ijlVIgVH7QTCqmoOcInUCaUlaQ/CdZx7vRjz+RSzma0ohiqMaZpaKBSsx12SpUTkl0JTR1Amse3guffGgcAEYwDjhuA2oRKiF48DAKUV8rKEaPzrjLygK+WqqeSpGIw5M2uCJhzGCyjAio5Jp0qtqhVB5h/eWxFCR2l7QTduk9PZAg4FjDSOcP2LL+GrX/0qAODll1+G1h7B0ADcoHbneFXnyB2svwGHTJ06Z78PHnHyvG6aBmMHQU6SFI+Oj3Dy6IjGZNcpkdZ1BQgBHlRgPcwpjmOIKEbp4MlYrRB5FXWtoUwLf4vLmiq8BwcH1FU+OX2ErJfQNv/2b79P36O1xu3bH5KA3q1bH5DY3Ve+8lVMJhN885t/DsCKnr366hcAWD9QohucnUDKGEdHtlNdFBUOLlu10bP5EbjcIoTE3771PbpXnn/+eRweXqbtTLbHgX+4oHN4fj7D+fk5cofGUKrEcmbhavP5HHFcYrFwELU0QeY691VVoGkqgvwLATDnfx5FEdI07dwDUtj39QYDRK6jnSRxB4bmOxJ+7KqqpI72umItY5yUVTkLKuCsK5Rh2gbKL2A8qQMb7DEL4OXPogCyiU1sYhMAHqOohM+Uzmuuq8Tb9RBjFyFGmO2A0e8azHTVycNuWgeNohmJnDHGwB0qiTMO5iGozpe77fQFu84YwCQ5QRhpaE0mpIQxOc0TQkpCQ/Z6PTAhceo8sIf9HlZuTXDz5k0cHFi49ngywe33b+I73/0eAGDU6wGuWzutShwfH9N+jScTLB3CcTKZQBmFpZtHz1dLzL3fNgx6cQbh1na9QQ+msvPyndNHSFyHfDvZg4gErRdYJBG5Y6lWOaq6QOLm2LxuUYzj8RgaCjO3Btne2WmdZ3gUCH25/x2qUUM/NqWsd7/dAQDoig8L0U1fOogD9+PPfnYDWdwK7pqmhtIOxp4lpAAvhEXG+m1yGbUb1k5QiwTQGPkxh/B4Cxtv18h2fetFURXA2q5vVbXirB6yviidSr5W7RgYwIDRNhln7ZpDSNq+YQbMsBbRZ9qpmq2nNnhyrKdOoRhYKNrKTeBBDYBrgPk/KE1daqYNmOmi+Fjk6ZYKTOsW3WBASv5W0CxACjDWER6mY/GvEcJOodM/5kF3mqH10TYMmqmndrHD3z3SIcx7ngWx95lOtH2sq+P5vwFPhvIxxjpPz3Ab65CJcEAt/0A/EXr5NOigf+Ayo6FUF3rR2lnYRNvzgI0xKANLoTjtkdVRHAk0tb05Z2cr5PmSHkSh9ZdSCpV7X1mWyMuCICdNrekzjdGIooj4TE1ZBFyLx48nhO6sw1n8BRlFUScJB4DIPcyUygmdyo2GZJJgJcYYcNEWM1S5Ihh7nMQEs2kAZO4qVgoY9AVQ2O8ZjVK8+vILAICdyRC/9Y9+A597ycKhe1lCiep0OgeLJZjw0GuJJLHflSYxsr6FeadZH2WVI+45ukEFzPMzu4+8j52DLdTGTl4nJyc4mTrucNNYezH/gJENpgun0m1y9AdjZJlTB+Wt6maSJPD1CuVsEfwN//DhA4LSz+dzPPfcc5T0//CH38fbP/kxAODOnQ+xO9nB4eGhG5MBXnrJjslbb/0ARbHCBx/cAmCVxocO1qZUTcqgy+UcJydnuHbNQsCzrI+7dy0P/sqVK7j/8B5dawcHB5idWxj8Bx98AIDjhRfs9zVlQ9fd+eyclMrnc3vd+mNL0xSzMwfPERE4l3RNpiLCZGJ591LGKMsSg8HQnTcG6RL5JEnQ67X3StrrIY7d4sGkkNI5A0hr8eGLXiF0WCmFfFWiLDxHuwkKTwKcdxVSL+QC4XGo8SeJZ/n8xt7r7yc2kPG/x2B6LTn7+49nOcPsF7i09qR41iv4SVoTF/6NaVysB7H2zUxDRhElIWkak35GnuekEZNlWccaSGtOTh7aWI5o45MybQgSbriEEIxg3zwStLhvjCHanFYVAIlV7qDQYDQ/ZVkPTVOjcDSxPK+oiNvUDUajLSoiL2dzRI6C+Ou/8XXcu3sf5zP7ucV8haaxc9I0lvjX/+f/AcC66GRZH0Vuk2vJBQ6d60YURXjuxZfx4IEtljPGIDO7z2k/Rbyb4p84i87f/d3fxTf+vbXkfPutt3B09ACFUx1fLGbY2bH0slJqLAvn0hNzLPMVlEvQOecYbNt1xXtnD5HGDIuFHedXX3sV+5esLWaU9XB2doI0s/OtMQLS6eH0sj5Spx3EOUdTK+Jll3VFNDohhD33nmYlQFmhV+L2ejdNU6Op/DWSgsdJu828QOXWdlkEMFXSdZFIRs2pEKoseAIuU7oWarWmaM85ap/UNgax46aXVYWq8sl/7RyJfNKnKTlNkggPH94nXaAkSVoKYqXAIbA1tONcOWs4AFDaNwS9+r2BIpvYipxtFBSg2jvJGNUSyJS9T2K37q7rGnXV5hdxHHcUw3NnNbu/s4s8aDSECacBWnuyogTAYBytTpc1lKMvGKXs/roCC5eC7j2tOYxpKLcwACXGvuEGAFnSQ1VVaFzDMY5jco3p9waA4Vg456G0l5FNbBRFMJxBO0pwUTVgbg5hnNvcJOwnXLBuEqwtAvj/qXChP/4T8zOdaPsFrVlLmIEu3v4ikrt/7aLPhvLwQNcru65raNVWPIQUHS8+KUUn6QwX4r67ZiXu63YbgagSuIYxDJzbB2LT1KhdcqK1ATOm4/ftE5eqWNkJJPJCD4zel+e5d5uA1hqz8ylxlppat/tb5BBCtH7SddW1L1OmU132vsSlLml8fMIRnodw/CMZIXWdfcFqxM5jUjfaVvZYK2KXufFqmgrnp2eECHjh6ouYTa31BYfBzq4XHYsx2Rphq++sm4ZDXDq0k0m1mtvJ2e3nYrXEeOwS6F4fRVNj4R4Uq7xA4fwgTVnDP/eiJIdgnCYGpWrqbs/nCQ4ODnDlik1oB4OMOENSCjCm0TSe+1uDky2UhhAGteeT1SU9eDjnNMZ5noPzmh6kTdMEHeFzlNWKxMWuXLlCYixSCtRFhbfffhuA5Vd/4xvfAGBtwPr9Pl599VUAwLe+9S3qPn/5y18mkbH333+f/OkB4NGjd8HdZHL/wYfY3d8hAbTZbEafy7IMi8WC/L4FBD2coVofeb/fxLEqFrjieOTMNGBodRDiLMXWyE5I25MdslOzY8kg3L2YJAnStEeV+aSXIZJ+McTAXVU+FFQB7P1duiJXXVuvbH+PhcIjXgynw+m6qBLvYpOU/cOIzbndxD+k+PhaCY93rTvhiygG0LoVUwqFlTwCzf7cFjwBl48F27hoXdf+HHC+vViP20rrswswzdqCSbhN6tH4jptwG7I/6zVObbgWlZHAVt/OSXW+gnAJyO54C9euWB2SOI5RN5q8mnd3dzEY2DXNaDyBkBKNsq/N53PywM6yBEkW44OH1v7yj//dvyVLzlyVQCyBxn7f9nCfeMD98QB9bRPhXj+FYAaRO+ymLHHqEHCXLx/i6tUrNKdOJhPErkFQVRWYkBg4fRkZpzQ3MiZglEd22jH2cz+Xrb2X4ayzFuaCBVaq9VP1MzpNKzBIaj4bMJdycnfuRHBufCfUzuetXhML7aS4dLzy0LOd3nnB9eX3i5PFmWra9THQzQ38NeLXeiywPDMMQCDABdqi/bsi/CaHZroVAGRtB9p2cgEZJIthPOmerVTTKWate4n74ClDvSpbjSOl0LhEnvPu+ZEypmTauE53e3+HOVfbubcNjm4+1uXxB2hC3eZ02o8d7WuLgHFyiZ2C6JO62+v/f5I5/pk52oyxf8wY+78YY/cYY4Yx9l+tvf6/ur+H//5q7T0JY+yfM8aOGWNLxtgfMcaee+a938QmNrGJTWxiE596bOb6TWxiE5vYxCb+bvFJOtp9AD8A8L8A+IMnvOffAvjvgt/XpfH+RwD/DMB/DeAEwP8A4P9mjH3NeGzQM0S3e9StSjwJUu5evPB9IQQU6Mq413UNo7uvdatUfK3DLYPX3Ha06qgrJknSbq9RUMogc3Cj+WpJ352lMSRnWDj+agjR7vcz1LWGDiDnnvsghIAUrossrQKk9HwmGXTflIZS2hdnO9wmbhkuRPwQQaV2vWvd6/XoWJumIShNrzdGlmVkOZHE29SlLorKwqudMrTRGuPhyI15iaOHDzEa2Urq1958E2dnxwCAvd1tpJmtgI4GQ2RZgoHjVE9GQ/QcnzdfzSCMAVyV7Hw2Q29kIccyzSAKhqq2Y/3o+BTH5zM3PhF2dm2XemdnB2VT4eT0EV0LPjjnmC+mBFVOkgSNspd9kvahdI3l0m6/bmpkPbtfw2EfWS9FtXRQGy6JC8SlhAy4+1gbY+WgclmW4cc/fguF67zO5qcEFd/b24PkHK+/cR0AcHR0hOMTu///0//8z/HFL36ROsr/2T/+R3j/fWvb9eGdD6j7nKQx7tz9kK7l7e1t2sednR1UVUPaAN5yC7DX53K5pAr41niLoFMzB00DgK0thclkgtHIwtDA9nD86L7bXgJjWr74fJVTxTt1XWq/X+CMqtJxHCPJMiTONi1LM+K+V5KBoa2Iaq2p0mkYoDyM3FjFWv+7AQfjns9nIKQk6JYQUcsvWlPIBC6uiP68VLk30PG/n/gHgFL4hZvrN/GLE59c+f9i2p2PptGBLk1Fz3sVIAn92kTKVu/G87ov6kw9jdZz4R7699HLbevb86872wxQkEZr4oLyqNWvYVwgiVMkbs44OTlB5dYIvV6PqF91XWM2P0ee+/XIEe4/sMrik+0dCCEwdfPtYrEI5tsCY9HC1v/iz/48GDurL+L3OYoiglo3TUMd56OHC8SyXduNtyeInHPHYj4F5xwT56YymUwIGYmGdTRRZJwG6ABGcyjXdt3r9yvirEX+wUCyYD3aGEKTlblFlrXUNkWdWaVU2OftrK1hgjnY/Z04+YGCd/izO1lt99Z1t4mPHXScw3h8rm/Xzx4l52kQSZK0ejXBWhmwa+3H85JWK4mAFcH1ad/3NHrGxWuQJ/3v9yfkJK8fazhelSlon5umIUu7JImgdKtCbq1TQ4X+tpOvldWkAgAm2vNhrwFO2k5CSlrncS4tHD2gsbR0Evu8UERd1Z3nB1873qflgheNz7PEMyfaxph/A+DfhDtxQZTGmAcXvcAY2wLw3wP4b40xf+L+9t8A+BDAPwXw/37cffk0oePdY2Gd5DGEU9d1DRhGN8xF8STOUiua1vKXAStq4H8WVY2qqigR01ojdpYGIo7sRTy3SUdRFMRnSZIIZVnSRRtFEbKBfShJKa3gF1qLJTo23l6I/sby95YxhhKSKJKdm8snT4B90Pn939rawmAw6Nwk/ufxeGxfc6oJacTRc3zn1SJ3Vk0eXq+wt225uHVVYbmcY+A8J1955XNQjb2R9/d3od3DvtdLAa3JB7w/GqLnZPkPD3fRFAVSB1UvihXOvaek1pBJjNRBzsdjhZWzDysaRVAhLgUWi4K40eE5raoK8/kUDx4oGmc/SRwcHCDLMrousiwjCP6jRysofYLJ3lU6b/7ash6idoyzfg8wbREnLwpK3A8ODnD06D79fu/ePZydWe742dkpIiEoUb1y5QreeOMNADYJf/ToEYZDW3B48OBBZ59v3rwJAHj33Xexvb3dubdeeeUl+sx4e0L6A6enp/SQjeMYq9UKt27dsucn6bUe82kfo9GIjrOqqhairRucnzkf+dQJr6xaGoR0RagtzTEcxkAgZiO4FxxMEMcZksRBx5MMsRNA40LRdc2Y5WmFk4SUbbHKcrE9XzwQPmGmUzxjUrRCL0955nwafO1N/OLGL9O5/UWa6zfxixsfi6P9kRvxAlK6Q4kry7K1b9S69cvVVufm/2/vzYIsS87zsC8zz3LXurX33jONWbAMMNhnoUlioSnZUoSDkB+ooCJghV8UVtgP8oMVinDYtGWbLxRFm7L1wHAEHZRpyAqTsggSNA0SoMXAACQwGGA2Yvae6e6q7q7uqlt3PVumH3I9p869VTVT1d3VnV9ERd17z5bnP5kn8///7/9/Si1dnMxQ3PczfJb21TGihIAyAqqDOAsnMWyFPkspNQoPcYy2gJzP3bw5zXYLyWRqrq3vs9GwimlRFCWFlhBi8pmMxhNpfIgjc209pw5Hu7i9vYVTp2Si0q2tm1Z5U+FMVCk5m5ub6Kr1DuccC2qt2Gw20WnZtkwmEySJ/Hz69Gmsr6+b88dx7FCCAzPfA0A3tOvjeWZfIQTayuHBGEPE7JzKhU0KpinlmmZcVbTd/A2uTEjuPHsth8CGc7pOMiGEcWYQwCZpqziSXJSUepR1Cs6FjWNOUxBCSoq2Wf9TijzPzb6Rm4gNup/VOw6rspz1uapcV51kdcdWy4/K5LDWjlotfcmFDvdIkapyvywQcJM+M8aQZbbUnhzHyt4qynLUJbym0wRBYHMkhGFYcma6VPI848i1UUfdZ12IQfWe98OsMIWD4rjKe32REHKDEPIaIeQ3CSHrzrbPAggB/LH+QQhxDcBLAH7qmNrj4eHh4eHhcbTwc72Hh4eHh8cMHEcytG8A+FcALgO4BOAfA/hTRRVLAJwGkAohtivHXVfb9oAQEgNwXcjdmn3Up4NRx6ue7DpPd8liCev1JY59Issy451kjIE4iZCyjBoLUBQAqbbkFLKkQaASVsXUFrIHphAFR0sluAjDEFkqLT7T6RRplplED804NGUqxqORtPgq73cURWiENrnDWJ1/Op1K+rvO8SGchBMq8YimRkmPtvzcaLSkl1x5LpeXl41FTojC/L6+vi49sZolz22ytWaziW7Xepl5kaLTlR7HYX+IXq+HOJLnKbIcZ8+cke2aTtBsNhHoLOekwKnVS/KcrRiCZ6Yd6TQxiUN4niFVJSimU0DwAiKR97py6rTxvOZ5jrjZRidWpaBaPcQdSeO6eWsbQ2WlffONXSwtLqCpMk42mzbh2e7GBiaTifEqb2xsmHJbG5s30O12jYX61KlTIGN57d3dXeQFQUFUCZDOsqHuT6dTCOJYzwXFJNGUnNi0v9XtYGVtzXjyH3vsMQxGQ/XkBXieIldZ2l9++UU89dRTAIBOp4UnnvgZY3F/4YXnjezSdGqS1rXbTWxv38KFC9LrfvHiecsaaLfx2k9eNwyHRx99FIFKNPbiiy9iZ2fH9JNdsWst4JSZa62srGBxcdH0IUppiZYfxzEWVAK0hcUlBKqPdzoddHsLThIRAqK2BWEISiIILvtewakpMyfrbWmqkRwDpfeE0/9l37XjyLVea2uqeT4OfbBqAa9L4lKiqu2D+8lTer/hAX42d2Wu97g3cDjq+LwxUn73ul6uPOfm/V4OUaPgPDP7EZQq+cjfHC92NUO69rK5bKaqZ5JSCqZpp3uOFSVvq9BtJJImbcqnhjG4ppoHqSzxpW631ekgVeuyMAztDVCC7kIbq2vLAICd3SH0+rPgQL/fR6yp12EIFtj5qhFGWFqQyVoJF9jdVcywOEKapmZduV1s2+ovsIzEKIrQabUMiy/PuaFrt9tt9Ho9LKgksnmeG4p/GIZotttmPeQyGUNm18SEUXAhwE0CLI6OSqgmhEz0a5ifwlKONbXdTZIniGWGUmafD6XUlBbjOWwoHsoU8WoyU865WRcQlUgL6nBOJFsBkL3VLS02KyxBV4oBYKqqhM5zc/uPm3SsvHbge3QT13svnLHh/gdxPMlEABA2Odochl31u+v5LYrCrMuyLCvRyplApQyqPCbPc8iSZ9YrrnUdvZ+93/o1U14UCMLQZBOP4yZYaMMFIWxSu1zkoA5zWACGoeuy4CUF/4N5tMUh6jQcuaIthPiXzteXCCHfh5yI/yaA351zKMHst/E/AvBfzzzwkDQAfQz2OaZKNwIUfckZUGmSQr8EKaWlbIVpSpyOSUwHEypG2wxyZgddmuaKJiOv12q1jEI1Ho+RpxkipaCHrGniQrd3+0rB1eUPcqMMUUoRKM231+vh1q1boLrjE1viAEYJ0LXmbM1rmcW5YWjGa2trtlwZEeb3RqMh71m9DDTty5Vp3FK1C0nTxtxwinZvEY1IZxrPsaAU02TSxPr6GoiS83uX30Z3SU5CRZ4iVu2YjodgoQAl+iVurxVGMcAL3LotY7vXV1fQH0iluLe0jEmSYqCUXxpGaOvSC2DYHb0HALh5cwvLS0um3nO73cPSkjz/tWs38Pbbl83EE0UR4lje23A4xu7uGGmqY6q7TgmIEEtLiyY0wV0UcAjz6gnDEAIUXBtuosgYWXRMjI6v/ujHHjMT3nA8AnNihba2tvDDH/4QAPD5z38e3/zmNw2Fe21tDa+88or5rGO3V1dXwRgzRqPNzU20uh3TriAITB/d2dnBmspA/oUvfAHvvfeeOWcyTsw5GKE2nkuNA013HwwGyFMpY8YYut0eVtbkObutrtk/ajRBaWT7UElhlopvnikalEjBmMo+SqmhgwNlSpRLYc+yvKQMC1FWjN3s4oSQUoz2LDzAStl9hwcgRnsu7sZc73Hv4YNTxyvdQVBbEtRZtLtKklm4q9c4pQKc1ykqZQVIZ3jWzXPp6EIIUFOvmMp21NTw1seW3vfuPOAoD0FgnSiUhdIBoua9LMuMgTrPc9MOrWxqpazf71vaLKMA6RrFIssTTJRxP44jjMcTXLsm47l1mKBsFzAejkztbxBeqg2sFfIoilBkmYkXj+MYZ5TDo9lsoNVqmfZPJhOzbqGUlmK0h8NxqT72rDlRCGHC2oqiQJFmRl7cSeHAVMy0Lu8l6eJWmQuINZJIergqZZUyk3VcbbQZq52KQTSMUHDhBEA71HECELc/V5S0WWEJrlKpjfYuXdw93qU/V3GQnAL7xWbXKdTV7XWfq7qPG9LhGgZCQk25XM5zBKG8l6LIwBg1jrc0TU0OAXm8E+stqMk0LgRxnI8qrCCy+XfK6zJh6OKuI6NwlGPdflfhn/eOmhVi8n6p48de3ksIsUEIuQzgMfXTJoCIELJUsXSvA/jOjNP8CoBfc753AVxhjIISWu4c2NupDpN0CIBRErU1Sr6wpODjOIbgMC8H4aSnT9MUBRdG6ZhOmelU40YA5FLpbjWkZ1d75hizyRWiKIAQsYw9hVSudc6YdquBOGAmAUWWpEiVYre00MNwMsZkLNsVBIF5iUslyXq0S540Xi5tJD8rDz1lJulAnnOEYWziJpIkMeWePvShh22CqkYDcRzjytV3AUgPZ1MlJNvY2EC73TRe37X10+jomsjNLvr9PsKGUuRPn0aiZE4bLVy7sYWFnlTuzl96FENVPiAOQ3AV0yLCBqaTMVZVzE9GR7b2ZaOBwaCPiarV9ebly6ZMV5YXWDtzDhuqNmUuKIaqjUEYmdJVW1u30Yjb6K3LMhyUBiZeezLO8eMfvWpqPN+4sYnPfOZzAGRZjLfeegfnz0kvfJoIXLxw0ZyDBREaC9JwcOXqBhJ1b81m08Ss7/T7aLe7xkt++cplXL0mDQCTyQSf+OQTWFqR5xiOdkoxLJtXNk3ClC9+8cu4eVMmQ/vBD36IRx993CjCt2/voKW89YQwY0E8d+4Crly5gtFI3uvly++ZxGtFUSBqxOb8N25sYdDX3nTZ39bXpPPqzdd/YmKUFjpdtNvKQDIdYzwemjE1nU6N9XFlZQWLy0tG6V/o9kx8GmMhCGEIlIyYcF6IoGqBpfs6MeckjBnvdl7IEnZW0c7sS5sSk8REHheaMUuo2GPBNiX6sNej7S686n6fBXdiqP4269hqApM6i3t1Ej0o6q49K+7puJK91R03zypflUd1MeH+7pbjqZ5jnuzejyzvNxznXH/kjfU4Ehzcq103PuqUA2HYW9XzURqAmTUTrcTD8rke7ZJBdIZiUT2WUuPgBAQ3Sphw4sllY2C1MkpQCGIUdhZGoKoEJWEZ4kYMotZvq+traKnY6CRJcGNLzstpOsXt/g52R1r5tZ7XLMuwvroC7QzZ3r6FqSpLev7iBWxcu45cMScZIVhUzorxeIxWswmotWSn1TbvxU6nZZSaRqMBFlL0llVtaxC0VTmyzz31WXS77VLJ2qihvIfqGtr5EjcbJZlXk6G58bY0tAo/gtB6D90EZ0KeR6+3XEXbzSsE6LJdLhNQPULCVM4VndPF7U8Mbt0rQplJfkZJANBKH7KX29PP3FxMbklQNybc3G/NNkJqYomNF9uyTGXftecXQhiZzVMI6+a/uvGQ5/lM1p07phhjKNLErN8IIUYpnkxGYE5is8lkYnQRQggYDRGY+6al8axLlRHCwFho1n1BFJqEdoIDGQpQ6OOEKW+tdbZcyagQ3MiOCiCc4bmvc9x+UEX7uGK0DQghKwAuANhQP/0AQAbg5519zgD4OGZMvkKIRAixq/8ADI631R4eHh4eHh4HhZ/rPTw8PDw8yji0R5sQ0gHwqPPTJULIpwDcVn+/DFkKZAPAwwD+BwBbAH4PAIQQfULI/wrgnxBCbqljfhXAiwC++X5uYh51/Kg9DZruMG+7a/1wrVuaZqNjN9xYzWp2RR0DEoahyUJYhDkoBKhmVHB7z+MkLVnPbFtlvLNL+WCMGVsh5wI8t/EyAIzVhzFmLJRBECDLMuuhH08NPbnfH5TOz0VuvMWc51CHoNVqYTgcoqHo3OM0Q6Q8zKIQYGEThbIEDydTNBrSkrrY64KDgivq7s5wiJaK65kkGXrqmLQQCBpNbPdlhs5kZEtItdttCBSAomynWYItldlzXxNAAAAgAElEQVQ6TbcwyTh6yht9e6dvKPhhGGJhUXqKP/7kp5BNM01MQKdjM1l/5MNPYPun+7h6VdK2Xn7pVfze7/4RAOBnfuYpfOlLX8ZIxU1/4hNPIlbWuY2NTYASXFySHtv19XVMVFbSLMtMmZA4jjEajTBRlOpWq2WfTRjiRz/6kaF4PfTwebz00ktqvyYuPfKIsahdfudd9BYlVZwXkrYVKc81ZQS5Ykj0+30TKx5GAUbDsXnGeVZgdyTXv91uF+Px2PS9RqOBtZVVI/M0TU0/YUSY/sPzwlg5tfVTb8uyzLAIer2ejM9XFnBRGnoUoLQcAaIzxCtvtqEMksCUu3PHnh6LhRMzVq4OUKY1Wus1yhAUde+F+rir8vZZ3mH3u8edxzxq+IPwXO7Fud7j3sHBvdmHAdn7blUol2OS7/dZdPHDoI4qS8uE4/qW1lDH3fOphpYo5iyMMFKsQxleJudexphh+jWbTVzZuGaYkWfPts22zY0b6HRbYCoPymjcx+5Arnc6rSZ4UZi1RavZwOqK9Gi/fvs2ul17niCgJmSs022ZKh9ZniCMWnjkEVlV5PTaKTz55CfUDXOMRgMTkhhFNsSuKAqMx2NQldG701kw82jO7fwKSko04CAIzJqGUoqABXbugzMX50WJ7iuEAHfi7IWzMCCEGI+n+5ygvbCuZ1qtCQilYARm/SAoM+GVhLJSmBgn1PQ7F3V5Wdz53KWHuyER+t4tA2w+pdmeszI/ETHv0JkhHrPGjmY5uOEauo2yIo79PJpOTKbxMGImNHI0KgDYTPJZlplw2iAIEDB7TkqZYSbkmWUDSCYLKzEptI4i12tOSa8ZbLV5MqjKoU4m8855ELwf6vjnAHzL+a5pXv8bgP8EwCcAfBXAIuQE/C0AvyiEcC3T/wBADuD/BNAE8CcA/q44ZF1NTV9wBbNn/fsBKYn6s3ua/SgZLv3BXbTbFwoQNWJEuS37oBEwBghh6snlAUVDxaWAhwgZQZbpyUAqLwAwTTJELEAQ2+QOgUlWJgwrxgxSrYQXhRlQWnYmiUUYoqmUXSEEsjRHEMh9kyQxE8H29jZ2dy21HoTjYx+TdZvT1BoA2u0Wtra2DAVkOp1ioCYdBgJeAOOJLuOUoNOU8mk3WxhPJxiNdOxObp53GFEkSo45LxAHEWKVYE3wqYk9Gm4NHRqxrvOoEmWRANuDMdo9qVDvDoYmcVmj1QFV1Kx2u4vpyCbrGAzHuK3qeQtO8PCHPoThSJW2ajQwTeSk9tz3/gIXLl7C55/6LADgT/7023js8UcAAOtrp9HpLZgY906X4i1VDmt3ODAUugsXLoBFIVbbUgFtNmN8//m/lPed5xhPBoaC9cSTH8WlR+T5f/LqK2CEodtqq305lpVBgRcEG9c2DH2Kc1sPO4oCBEzlJBpz3L69g+lUKcwsNO/zjY1NhHFkJu3d3QFipbjneYFGIzZJz5qxLc+RZ0nJMCSEwEqo6nMu98wx7VYXjVZsEsW4/VWQEAG18XwgBFSXZ6EBCAudxRADVYNgPJ4YKpssq1EgU+fM8twYxLjIZd40nThN1pBRoCUKGaH11KO6F/asl/j9Rj8+icroPGXhJN7PB8Q9M9e7xrB5OEyCQWBvWME8VEMh5oUPHOa8JxWHUrSd0j2WBuvKzw2NgTHqDgdj9BbkvKDDkwBrlNXPJAxDExcqhCybZWM8y4nL8jxHUdikTu77N8u1oZaho5KKAYAoqLlmkqgQO+e4vNBzEtBsd0xfHU8TcHWfYdzENE2R6vVKIZy40wY+/kmp0F54+CLOvPsuNjYkMWRnZwcdRTG/eO48CAEKFfq01OuUEpB97jNP4vaOXPPkSYrRUH6+dPECpskYZ0/LogCNRoR33pPhfdvbU5w/LxOdfvSjH8H58+dxWu23vLwKrp7X5vVrIISYJL4ksHlbwjAEDZhRopIkMXM2IU4cLqUoIMyaLS1yE9ctk6vZ5yHAzfmm4wmSJLHlTptN64AqCvDE0pyDIEA2sTleeKFrass4aX29VquFUMmfGOV5bzwvVFI2bhKl2aRp+v70taizHsmyzDybleU12b/U/bghSrr0l3m/8MLENKtmQ7/65HrFhu2ZMUaqpaycRHJKJ5mq0D/XYFFO5gqzv24/ITZZsiwfXJj99b0MBgPkKmExII01OsRRCOnMSVJ5bbcssqbZ6/MQUsDkhyI2bJUFEaK4iYDJ74ITEDXWW+0WGLO16vNCWGNcKBX0WFHQ8zxHkilnkQoZdJMAarh5evR6rZobQj+Xg+L91NH+Nua5dIG/foBzTAH8Z+rPw8PDw8PD4x6Cn+s9PDw8PDw+GI49GdpxopqMCJi/KjgoDkITsJakvYHylvJgP+c5DG0HRV4qLUBLmffKHq8qXYMQYijjnBUo1HGNRkMWIRLOvoFL11DZsLMQgsy/x3LZAdMScF4gVFYmSeOS1iBJHbaWujBiGClqcRAEaDRidS8t5EVqKNQhF8Y6WhTSCh0FlkqVKVo5owKi4NgdyORrAaEQhbQ4ra0sY8Dl51bcAA2AW1u35DnTibFM6YR2jaa0DHe7XcRN6fme3ryNpChw9Zq0IN/a7qNQVKTmJDPPY2FhEYPBwFjBlpaWwIWTVTIgGI3lfU8mE6ytSw95q9XCrds3jZXv5/7dL+HVV1+V8joty1TduiXbHISxyfi5tLSEsfKQG5ko619noYvHH38cAHDlyhVcuHgWVzdl+7/1rW8Z6v5bb70NRgLj0W63u+j3ZRsXF5fx8ssvY3VVWq/7/YHx5gYBTNKKPE+RJJn5HoYMQSxlkCQZCKPGezAajQx7IkkSLCx0jSeiEVkKUcCIeTZFUZSS9zWbTXOfURSBUmqsuG4mzwgEQANBpCyYYCXrMhy6F1QWcgBIshyc2xIT2pIu7zV3aOQChLpjkaLKzarzQu/ntXbHXNWSXKWM329e7pOA/TzXD6Bn+8TgOJ9NXZjHvLCPk4Z7p1+XZeqG9bgeOCnn2Yke7fe9SRzrWIcuG8JmJ68LG9qbELLUD0i5AoX+LEsR2URRWToteaObTetpfeyxx3Dp0iUA0qOtnZ0hDQFi21yukpHh9KlzJtnp7k7fJFjjnGMwGBjPeKPRwLPPPgNAlvfSDL5er4eiKDBNZLtub984UFJLUenySZY6lGAnWzz2yq66frYe7b0MCR1S6c6jQgiISkbpQh0rGWnONZ2kZpxQE31JZScBNyxzh602577dfqaTnxmGqJMU7GBwsmTvYdTqey17qtMsKZ3B3a/622Ghr+vKzx1/+ryMERREmLVwUWTg3FZ4AbEe9KIoasaN/m7LdGnGoD4HLa3lynDDAdzEa7rUsr77khy5TI7rvgfqxnOJaYD3z3A72Yp2XXbfmv0+6PThUsfraeT25e1SxopC2JpxATDRZR6ELN1gUv3DDkiqqfA6XtrJphkwCgJhyjoVlECXlo7jGIIQ01FdagpHXlKeBbHKdMwJRKCy8mkDgaHMCGMciOMYlFKjDIVR4FD57EBKkgSUxbh69SoAqSxSKpW+4WgXjDHs7sqYojjNEKii4HmSYzgcYlHRxBYXF0HVwB1sb2Gh08VU0aAiFuDmRJ6jGzMkqZwUisVFjJGhvyWzhxMUyHXtZErAaGDoTJMkxShR1DLGkExTvPDDHwMA2t0FEF1jktuBWxTbaLVik11xZ+cWdnZ2jOwknV5lVF9bNor1o49eghA5+n1pKHjyySfwlKKRE0IwGu8ibC0oGY1w5sxZaIyn8l42b97AysqaUQjfeOt1Mzm++c7bIAEzdP3r168aelSv10P/9hCbKqN6byHDlSsyie+5sxfAObCrsoRvb/ex0F1UzzHDaCjbK1CA0dBkQM/SAkkmZbC6ugouhDHwEDBDD2o2m6WyYHHIbGbxyciMlTgOEQSRiTlK06mhdpMCEImt0SgoMXHxnMgSLEzXiycwMVeCEDOWAIBzS7Ny6WlFkauYbaj9KjF7goJQd7Fl62zOW1BXX8Kz4n+qC7nqYv3eWfweHiex7XtDhsSez9X9PB4czBqfs8a0Rw2qWbsB2Ly8usylpYHrNVSecVPeiZIAghATp+tiHqVfL9jdHB0mN42jNFFGwHlulT3CzTxAmVxT6qzIAEBUJmsImflZZ70WpRWpVLR1pvEsYZiqLNppmmLal0Z1zjnAbbvazSasEsYhRGFC/0JGEShHhogjRCFFT1VdWep2cUpRwOM4LGUFDyKGc+fOAQB2d3dNpY2iyLCzs2vnW8LN2pTU5E6uKtj6e5paRZswhkC1N1Brdrd01iynj/s8tMJjY/RtW4qigIBDo3ap0YQB1CrnjIYm6/jeMUtg+qGgjpGdgtc49era4YYsuOvlw4BzDjevudQrcrPNrTPuZvoGZimLwt7XITBP0WbMOjU4j5COR6XqS7qGdxAEINQ6YrIsMSGbhBCgYgQjcDoGKk5DpfcISpx1GAUIKxl19H6USMckV6VcOYSzzuPgvJwhvvqe0P/dNayLw4QHnWxFe4ZHe89i9n2o2tWFVd12c8EZxxUFHI82NXWgZZyF9aJlWWa91tqq6nS+Ugw3oSDcKgzGQ0gYOCFmEnM9f26cNCEEQWgfe8BsR+dEts20P7d183TyA13ySfDCJqgSBRiztSEZY9jc3DS3Qai8790BQavVQq7uO023EStvZJbkGA+H6KiXOhMdaWUEwFOOnVsjZBOpEMbtpk1UwTNMh30AwNXdW9i+tYU8kR7bfn8HYxUD3u4sYH39NBaXZYxzFNk4G85l/Jf2cLfbbQx2pcJ8a2vbxE9fuHgOSZYgSeW28aRAqCb+TtzGZEKx0JPnOH1mFUtLssrN8vIylpeXEUayzd/4o9/Hl7/8ZQDSA9zqLGJ5WSq4hTN2BwObeGRzcxOc2xeAVuwB4LHHHsNovFsyiujSa9vb20inhak3Oh5PTNz6ra0X0Ww2sHXzqnqOHEUuDQdhGCBXSfKE4AjDAnmu469SkMC+iMI4MEYjxljphRtFoZmo3dqgjLZN/y8KGctkPNVRhEkiFx1BECCKIhOfQ0ObLCUqYhlHra23hMEsSFCAc2rakmXlhGdVj0bdWDfvF7UqcBVudx+NWZ5qd9tB47dPunfsJMN7tD32w37ebY/3C2oW6YBkFbnrJD2X6JKo7nuyqmS4bKbqs6rzaFfXfHJesG1xF99CuGWEbAx4tR9wCFN6SBABwoEd5WhgzrqUUhsDPpmMkE4T5Iq1lzRbZu6SuQoy6wN060JTitzxcDebdp0UsgiUcQioOTcv0O/Lins3bl4vJSTjPLdyDmBkoHyGmAVB7HLYVULm1Yx2PZWUUgh3jnWSfYVhWGI0uNeQSWOdMlooK+jEvVbADNMTriFeEIDZtlj3mVbsyn1LuJ8db22WZeZZRVHDYS8cPCVFwTMQUe6vJcOQsH1BP2vZ30VJlq6iTcjBlUINvS6qG2Puc5DMV25Yh3luWaCUySRndltujGUEDCC2BKt0EtoYbS3jMAwRBEF9nHS1XaFN0kZJoJwlfO9xFePOLMcIY8wkgq7b76A49vJeHh4eHh4eHh4eHh4eHh4PEu47jzaURbHkETqkFaLOalGmEM7bxp1ro0RNaKi41iCI9lj1qha+wI0XItr6SoGCG4otL0IUOsYEIQQI8kLTb9OSpbaaol9/F7CfOdHx1i7FVp2fBsZiBwDT6RgClvrbMlmtcyTpxFhnd3d3jWVWCIG1tRWTUXp35zbSkYrRTnMUkxEGt5Us0zFCRd9uNpvIkonJKD3MJljqyesNbt9ArLyrN7a2sL21iVdekaWtrl27isFAekZPnV7H449/BBcflmUrzp6/gCVVhur551/AqfUzpoxXXhQYjfrqHNfQ60iP9tr6ChZ7LaS59DJffuuyeUaLi4tYWVnBJz/7cQDAE5/8iOmbCwsLOH/+PH78Y0lN/3e+8AzevPwaAEm1v3jxUey8+aY8z9KaoQMJIQw9vN/v4+VXXzHW0q2tG2i3JQ3ss099HruDbbz88suqNTkWFnvqPs/jR99/CU1F+w4DaWEEgMHuGEIIJFMVDx0HpszHQq9jSmQUnIMXmYnbytICcVsyG27duoXF5SVDkcrz3HjMp9Mp8jwz8eLjYWb2a8Sh6Z/D4S6SJEGk4vVbrRZGE3mtOI7RbDbRbFqqnLFeBgwsCPa+A6Bj+yxrJEnzklXSjnGqaOCyLXIcBmY/NxsuUB+fNw/zPNPzaKcPGnX8XvQGzqOKn+Tncj/juGO0Ndw1Rt33k4jjb3+ZHl6fiRxwSzVxzpGm1qOtoT3adbTvvd/LcbSzvFfy2k7MZm7pyBTCMCNN/LZT4knPqUIIFFyA6nBCFPauOQCSO7l5CrPWAiUmjK7ZbKIRxUYmyXhiWFu8yMALyzpkjIFB0+kJijzBVMd9TyfIVO6cRqOByWSCWJVWjaIA232ZF2Y0GiFsyLm31+uBsIZZj3KeIivkWq4RdzX7Xd7bvFc2laU3tbwsjZyCsPq1L+fceJ8BSd/Xz6YIAvXsNMtOoDB05Awg3Mn/4ng/BQXRYW1BCMZCGUIIHZ5gr82C+v5jnrKpPmJRx45wvb76WR/Goy37tO3Xci3jMhrsZxuLLWOd7bqhMPTq+oDa/TEvXKoaVpXliWEkcs5LLFz32BLjQ1TCA5w8Om7sdhTFCMPIjDE3JlvrMzqKg5IAVN83lVR0KtT4oAUIU7T+Ym/cdx2NvMrAcO/lMGuWE61o12EWZbMOFHYZXfosAA4Kqn4pQJytpERpKYOryUO/DOz1cw6EkVQyWBiAhU0QVZ6ABjZuhDIKSogp1RTAKtpCCMUtVvThjEOxe9EMm8gEDN0XRCpHAMAFAyusMs2zHFS/7J0OFKcpMsrANVWL507yM6VEq5iiwXDXDKY4YGiquNwioEgmA4RqUKTTKbLEljXrNFs4sybjhsY7tyF0uv0sR5Gm2J7KclnXN68hVvJZXV3BYq9nXnDXrmwinUql+NbWTXzkIzIpWKPRwPraaVzpSSr0aDwFi6Wi3e2tgNMQg6Fs/+5whIVFWeYKguIP//APcfOmnHiWlpbwla98BQCwsrKCH/7whwCAr3/96zh37hSiWN7bxsZ1tFqKMp9zUBYiTWxyNJ0Q4u2338ZwOMRHPvIRAFLxfkSV31pbW8N3nvtLZIWU8+raGZPMJMsyo2gv9Dq49cINEKYn49jQsJ///l9i48YGmk35DC5ffhevvfaaea5hGJqkK1mWmdjxpaUlTKdTLK9I2vp0OkUY2ZflNB2q50bR67XMRLST7SBR52svtAFwpIlOXFcu4TAe2/rbPE9Nm0MWmIVEnss671pBF2IL7bYtKxcFIXisYn6INQyFjCEMbEiGHLV6rBQAzw3dPXPKqsgFjX5ZSmW6TLMyBDgI4b5T6hZo9e+Cg9DD99vX485jnkJ90hUpj6ODp44fFgcnT0pZqvUK56VkXxqBUrxKFOEDKNpuGJ17Hn1MqYRcRfEy8akqrljTnIuiKFHHBea8MwQ1oWhFNi3HfvLQXCtHYhKTMkagKduCFwCYQ83mhjbNhZAhUio5LKGBDldFwAhYIBAyG2e+fVvll+EZGh25BmCBQJZnKNT5g7CJhs6Bcoj3ny51BWCPQuMaSACUQrrgPFP3cvp56rJmQggTgphlGQgVpZrkOtQsL8ZG8aKqFrNeQxFCZH4ZdW0Gx8ANlBKjzaKL6wRouk1u7DIhpHSfB4U8X72i7V6vKIpSsrVy/z+a95H7rKp1zG1YXqZKf9kkcDrMTh9fH+IhP+u8UnLM61w/1NgHoigqUcf3hOgxat4urgHAPHcnrtwNd5XntM+qjkauP4dOqWRr5Dr4O81Txz08PDw8PDw8PDw8PDw8jhAn26PNFD1FyPT+AEzpKxei2GtVMhYp4wGzVBgiABBuqEFCcGte42UqOgmYZjGABgHiODaWtTgOS0miVpfX5Ck4h+A5hkOV7GJaoNGQlqlmHCIKGBpceZIFTMM4F+A5N15rQqi5ViY4eJ4hUSWxkmQKru47CgKwWNFlGEU6TTBNpDVwNJwgVftRAnQ7LTQbKslEnhsaM88nEEWBTNGHGQR4Lr3Fa6sXTTmvoigQRxGU4RT92ztYWZGe48loglubW+BTed+PPvIQ+n1pVb154waaUWzp1u22KXl148Z1rKys2OzfeYpWZ0HJOMa3/+13AQBPP/00trav4clP/xQA4PTFLXMOxhg+8+nPGXrLcDzCT157AwCQc4H/789fgHpUuHAhxe987f8AAPzSL/0SfuFvSe/2H379D/A7X/tdU67q1q3bOHVq3Vx7bf0ilPixtXXTUKbPnHkIrWYTmxuyLa3mAoKgoe5F4ONPfAI3t6Rc333nspFXliS4vSU9/MPdPopsil5Xergphcnefv3GBm7cvIndwY7qJ5a6E4YhwoggVMnqiqJAd6Glnu8UQUjAhewLcSNAU2U/B4BmS/ZBIQTyIjFWyqXlBUNZiqIAJKAgynsvihxFpgYEL5CntvyEtPDKhG0yIaAt2aW3A5LBoS39nSxHM2wg7Kmkc+02mg1JfyNCYDIcoae2FXmKLFElwwQHz4XJXg4uwFT7B4PJTO8HoTaxDaG0YpEu2yX3ejjrQ072JGysJBQ5KE38oPtVy7HMoqbLttXvdxgcheX8sJb/eTKY1x5tkXY9Eu626vdZyVJmtfn9eDA8jg6HZR0cpu/u58U+6cyU45RdGRUKOVCikUvaq33XmazjeQHt5qqW/Jnn0XZZSTIjsn3Hux7tKkW35J2E+1km5SpgE8xqLymETX4GKDakpsUTDiIoErX+ydIEhfLKEkIQxrZ0ap4ltsSl0w5KFGVYsxUdb2Gep2g1mohCOfdHUWg904HkbJqkVCI3nvCiyAxTcTymKIRAqBiVjFFEau2Y2kqj9lkdgEbO4czDRbGH8i+Y9ZjK0EiViErY+VcnEHYZB25JThbY5x0EAZhiVBZTUvJsup52OQeq9lfGsvRg62cqS7TVjXW3nBcgva+235ESC+OgqKOO6wRo3CnvxTk31WXk9epLepm24v3NTe69us9N33eSJEiSiVlLMMaMp1jT/d0SenuYJhXmgtpiPNram63DCqSup98XtDTWZZUhdQ4hWShE9S8aMARcq7wcYRjAXSrVUcd1OID1hDsebTo7MWAVJ1vRrsFBY6X0fjqWRqUrt9uFff6MUDsPsHInbnc7liITsBI9AaBOHWqBK1evq08FGKFQzGi0GzEK0VTXklTcropjBgQot4tCDmqaSQQFUS+eZDIEEYUpA5CniYl1ioII+m7S6RSMBWBUvgAYYwhMI2UkEjd0IwbdlwQK5EWKLFeKk+CGQZ9liVGMQkbAuUCu4qooKLgyDMRhBCJgBuhgMDDxz40wQpZlplyWEMLQYvQEqEtTXN7YwGAoFdNz586ZutPXb9xGs7uI1XVp0CBhA6trZwBICjMLIzz6+IelfPLcKOHPPfcclpdjjEaJkbNWkjc3N9Hvy3jtIIwAEuGdy/I5ttsNDEfyvl95+SdYWlzF6TNS8X7jrXdw7aosqfXuu1fwpS/8LHrLUklOUxv73u8PAGIne0optre31bY+VlblMQ9dPI/N69fw+uuvAwCGkyGm06mSYx/DwWBmZsSQMhTChjNoyAWICaUCITAvSPWL+r1uFlVGnCgCC6h5VjpDpL6XKs2qDIduJwR0H+VEIFTUr4DKF7OJeRPCGNOEmpR1fxJCINf2MM7BC3vNQgCFXggb85qN9zFiEQQ6XvuwTOGDLrRn0ZP3o6LOigndj4p+2PPPO27e/dwNBaPuXe8p3h7Hhfc7tjyqBsuDLfqr1FUNQip1dYm7+C5DUlJVrG8hFK1WLmyYGwfMc/DCKhV1yhegY0ndbU5b1PxhlEVwCLVQYhAQhJh1wHhIMdyVDoo8tyVYtWJqlTRmMidzlXWc57ZmsaEuFxxxGGGqwrim07EJl2q1WsiyDM2WdMw0Gg2kSnPO89SUOwkZQyOMEKjM3KLgpo1R1KuV7yxYpcz+JoRcF7hVcBBYmRNujSBc2DlOG+bNOgnE1G0Gz0F4AKpLSjECFe6OlMCEljEIMBBTLpcQ4jjTNGVcrUnc/mXW2+qrcz9u1vqqIp9lVgnX+W4OAnctpL+7ayjX+KtLrgpRQIhg5n5CCAiS2/YfYoqso8kTIozDj+eypJnuM67RQ67dBfTYpHTve9E1lpn3AiEwmjajIDQwY5YTINDnpwQQFMRUEErt2FO6S109d3AVRuCG5Tr368rOrZbjvo+qcejz4KnjHh4eHh4eHh4eHh4eHh5HiPvGoz2LVlmlFGnMo4Fp6kCJ2knrKUpxbOnO2tJlqU6WUkIIQTKVFiDKgCgIQZmllWsKeLvdRqMROF5xYWjYnHMUjpWPCGrMhYZiUso0rhKqBYHJRi7r2MXm/IwVjsxUfUgnA6jJSM65SXoAyGRW+r4nk4lJtrXQaclEWsrb6nocu91uqfbfm2+8jccel0nBer0esizDVFlxFxYWsKASgQkhsLu7a4xwuRDYVAnDrl2/jkuXLpnPvV4PjyhLW7vdxsOPPQxAes+vXr2K3WVpnV1bW0NX0c8hCL733b/A9evSU72yvIpWU2VRzwq8efUtAMDv/d7/jXa7a1gKYRgaL/vq+hquXLuKGzdl/fB3330XL74gs4z3FjsQosCzzz4LAFjMu6Y+9tLSEqZJgYWe9MJ3uktGdv1+H2+99ZZ5hoPBAFuKSn7z9k3H0p+Xaky6idg452hHrZJVz6Vfuf3ZtfhVf9+bGV8+jSiKQBkxFj9db12fozoe3QQaLvWr7O3mZjxEUQQWRtDUCsGdhDWUAQJGXgCMR1sIgYLDGQ/EeLSFduXDvi/qaGHvF3We51nvIPfaszzWVVTPWffO07/vR3U97LtxVtvnne+4MIsZ4HH/QYiDPd/D9r/322f263v3ikf7ONuxnwxKXhWUbpAAABm2SURBVCKnzrF0p832aLuVJISgxstYcCDNVMhSLEP1lJMLaZ4gU+uMMAwRN1oIQrnveDzGaCTXJ73FZXCem0ooWZYgVxmhs9z+zjnHaDJEGOgwwAZCRUFkgoEXBTjXtYELtNuROU7WFFbeQ85BtUdQcEAU2NmVSUbBCwQ6mRW166RccESxTXbK8wxCJZrKMFUJvLS3WCDQLDTGsL1zy1BsGaWIFbVYAAjCEOORnCtHw4mZR0+tnTbruvFgDEISU+t4dXXVYXsVCMLIbNM1twEgTXJQFpr1Q9Swaw7G7JpAgEJwYSjtnHOQWG6bTqcIQ4ZYyTzPbXb1PE8x6O+atSMjwmRpj6MQURRC89Ky6RR60RwzmYUcAAThSKZDs+4I4wbihmSOhmGMOGqbdb4g1gepPblcsQNywTFVIWpxHBv6tuvZlud0Qs9E3fxZ9jgb76rrMVdVjHRELGWBSTQcAkgzrWOUQ6KqYVAQArlhxgoQfUIi2QFuKK0JoSUC4/HQYSsyFJkKTU2nSFPNTN3GZDJGSyXjjaOOGSt5nqPgHJrVLgQQNWJ1aVqi1+dFZvp8t9NFU7FdW+0uOCjSXFPAAzCdSJqFICwAVf2uEzf26F9m3QoCpj3fRK4jdR+qeqfdBHdueIAr18OEBZxoRVsrA/Mmuf0Wf3ULxjKVQSkWbG85AgAmhhmQA6QuNkKj2ZAdhzKpkOgOrEsYAZLi02yGEPneeItZ/wFJBUoGqfmt1WqBMUt3QKFjaiMVQ6GpU2yPos0cmq7bAYuiMC9k1rByGI1GRg7tZlxSpuM4Np00iiIVzyHP0d++jcUlGxPc7XZNlu2VlZWSwnDmzBlcu3YNAPDII4+YTv6DH/wAly9fBgA8+uijeOedd9BdkOfsdDoYjWRM8OnTp9HpdMwAGg6H5nMURXjmmWfMIF9aWjKK8MrKinmRXrx4EYyFOH3qLABgfX3dULvPnj2LLEtwfUMq2v3+LiZK/1uPmvjzP/+Oyfb95S9+Ce9clgr07u4uHnv8Y2i2JP29041Mv1hdXcUrr8pSZX/1V3+FIArR72+bZ2HjsGMwxgwhOs9zZCqbu85MaSjUTnkIPTbqSm0QQmy5jCAoZX10KTeaOu5uq5ZC0NduNpumL7iKdpZlexTthipDEscy42SZiqTaT3JpwFL9qYCwFDAhStQzIWxu8gozayaOYpGqZXwUCv1BYrTrFOJ5caRV5X6/42CO32e/mrbMw2FlcZhFvofHg4q7NQ7mX3c+bdyNkXTf9zpOF1ALYcJN3hAq5MIdsOtCu46jpjSQbeBeMiehAtYewFU2cR0LHdl3JwIQws05GRMQKkW14NX1qHCK1JRzkXBCIchexQ6EgBAGQe0a0HV+yF3c97jjGHEM3e46r25eMPfD7ZqPKIozVfIRuTDpt+Ux9eUu5z3v+m3l/CR15yqVYuPauaSoy5SAOscyIkyVIIjCKJKc52ZdRBCAUmYysZeyoVMKgMCkdCGWEs4zWRo0U/HtGS8QhbE5h1uezKWSF4Xtu7RmLqzOofpe5Zrc7lcdD6487bqpTpEnez6b44wyvadZpXNUnXc6xj/LMlPRpSgKBE7stTtmTQiGQx0nKK8PrTyEzQJOhRnbAJXjwwnV0ONFiL36n6sfVftXWber77N1/bVKwz8sTrSirVFdyH5Q63JV0d77gOz/0XBY8mjPS9BhBgXRypDsLEmSGK/cOBxDiBCBefFWYrSduI8sy5GrDt1oNjAcj4yS1mq1TEzDYDAw7ZDKJq9VrrSSUhvTAPkCcGvlaYxGI6M0ufW75TlFKR6HUopclcCK4xi3b98GIK2ZFy9eNLHRjUbDyCTLMiwvL5uyGGmamoRhH/vYx4yivbi4iDzPceXKFQBS+f3JT35i9jt37pxpWxha6+vm5iaeeeaZ0r1pwwchxCjrX/3qV3H53WvmHJcuXUKrLZXw13/yGs6ePYvT66cAADe3ruO//e/+DgDgD/7g6/jcZz5l6l5/57vPYW1NerAXuosQwib/2unfLln4NPMgSRJkRWqYAzS0pQniOJZJOJiOQytKC5IQYa2ire+vZFBy+q6+tla03e96oo/jGJSVlfKq4qXHY7PZrPVou0k25LWFKZsWRRHCMDTnLARHrrz1rJD9NDWrI2oXPMT2Zw0zJRF6IEVby+GgOIjSeicWvvM84/vFltYdt583ft59HzfmGTY9PDyOH0c9BouiKL1HykmXVE3nRgOUwVm7CFC13qkmg6SUGiP6LIajhjv/pamN9ywCJ6ETLddIriojsxbj+60rS9sJUbHge89BnRrVQEWFImyPgdy9phvv7s65s+JN8zw33lRRFGCVUk1VBU7DVQ7rZVB7WGk+cdcF85JM1inohRPTzo2yCwRx1WFg1z7j8dgy3ZxYYsLLJar0sdVz6Gtbj6otTReF5Xw11Em0ap992SOu74kQsqd/VTGv371fVA0HQggz/pIkKTlK3PW0EKK0tpMOO3ftWL8GcQ1DLjPyMNhv3LnPG8KyeauyO4hz8zDwMdoeHh4eHh4eHh4eHh4eHkeIE+3Rdqnjs+IS9X4a87w01fOWjnGsZbOOr8ayVovXW1qutdgB0iKkvbeTIIQQGVqxTttf8WjnRSkGQXu0Ax4gDEO0FV08jmNkmfVcastmHMcYjcYzLDllS5MQouTdjuO4ZDW0sQqFOf90OgUhpDZLn8xMGJRoJTrmWAhRsmJ1u11jDUySBHmeY3V1FQDw3nvvGTr3008/baxn0+kUjUYDb7/9trlv7e0ej8cYDAY4c+aMOb/OVv7II4/gxo0buKnivhcXF802AMa7HcdNrJ86h0Jl6Ox0Ouh0ZCz3zq0+trf7JkPn2TPncfbMeQDAr/3aP8VfPPccugttc54XXngeAPDs08/gwkMPo9WWFPScCxMrvrm5abKwdzotBFFo7nUwHuhoAGP51c+g0WiULfOjqYkr34867vbvKuvBpZXr7JGElpkPrlVSwx1z7tjQqNLbCBFoNmQJsjBis6njgoCDwC0XI0q2w7Id0eTWD6gZz/vh/dLHD+Idnmd9rWPlHIQyXkej+qDU8dI5a87nqeMex42j9tYcN44i7OQocBiZfVD5zhuDhzmzGxblrh9cj3aWZQgJA9VUU0JNGSegvD5x2Vm6JbNYhy7cTOBRWOx5t7klwtw5VaCc8bmKWV7sUk6gike7eoy7r7sfC+z8G0VRqQKImzXa/Sw9jnY+dr3HaZoCOsY5zxGE/EDvePe5UerQ1El5/VA9l+u9dct5kRqPdjlnTMWrrDKSEyEMxZkSIGw0SzJxMRwOTawvDS0bIKQMURQhInJNW8ClQu8Nk3PXxXq9FqgqKu6cSvfkfXK91vZ+6zKIu9echQ/KNNHXdZ+H1lOm02lJf2lEoSFZuH1Ls1PCwI4Vl2ovhJOhn7FSOWSXrSJmZGGv3l/dtroxRilFkeeYxcionrvK0j0sTrSirXFQ6njdonCWwuxCCGHoJ+5vAEq0VlCy52HWPWSo8g+zKJnlzrK3Q9UNoMFggLjZQEMp2kmSmLhpQohJCKGpHHUdU6jEC+423UZNSdcTnavwcJ6XtgdBgKZShCXVWZ5jOp0a+jcAjKcT04Gn0ymuXts0SdtYEJn90jRFbzHHgoq9Xl5Zw+nTpwEAlz70KLZuybjly5cvq2Rv8trf//7z6Pd3AQDvvXcVSZJhMpHtz3NuFPfl5WUMBiM0lHK3uLhsEj0EQYDTp2VMdqs1BKEhdHzXVJVKA4BPfvrTeOGFHxolef30KfO833rrLTz17LN47TVJY2c0xJe+9HMAgNdffx1nzz1k463j0By3ubmJ69c3zLViAiwuShkUleQyWZaaMiKUUpOwhLEQPMidRYcwL8Sqok0IMcYZSokxCAG6FiKc7ypBTbFXca5S0XV/qhqeqonX9HdKZbI9QJaKoCyEznojBLFGA1Gmp7kjhRBm4t/MNfR+NQuF/X47CA66ADnodeYp5fPeebOU6f3efQc5zh47+7hZbT4OzKLReXjcTdwrffAkjsHqse6CXhvf8zxHENKSAuceXxTlBJt20T6fguzOT1XqsqHQ0r3vuxK1F2Vatnt+ty3qy55rS2q4MOsMQoiZ3PR8LUqUeZdybsvLRpHN96IVWNdJo5UaAI4hokzZTpIEYUOXHasLO7NKE5x5qBpXvFcOs2nlev8ss6XL2B7DxV7avd5W8AI6+1ZIbPJUXbJL3yuH89yUQug+A0Nj1ol/9fqKyCS5VVQVMtepUVTOL9vr1GEndr0l1+iO4WbGer167br/1c+HgW2XDTvQ489NQCtzGYSwpbLK7Zgl16rT0s1b5VLR56Eqj6pRwh2jexRtzJZXVWZ141kcwnzoqeMeHh4eHh4eHh4eHh4eHkeIE+3Rdq2I1c/GUoFZFiCY/etQsnBwbjIXVi1MYaOx5zjXiuWiyDXdViCgDALKYkYkRRaQNBXOA+PRA2xqf845eFEgy+35dZmEnd0+1puWFjPa3sauypwdRREUcwPjyQR5XjgJtwpTFgOQlNq8sFQRLsr0q0RZtIoSPSQ3lqM0ySCEQKfVdmRgPcDtdttQrykL0WxqqypRmbqnapu1zKZpivFkgk5blmKI4giLKjv5rdu30WxKT/R4PMaNGzcRRfKcmzd3cXpNJldL0gSvvPoqNjZlVvCHHnoITz31FADgjTfexKVLl4z3ezyZ4NLDD6trZ3j9jTeUDBjW18+Y5GiNOMZgIJOTtVoxPv3pz+DDj38YAPDSyz8297m+dApbW7fwyCOPAQDazRYmKiV5FMf4wY9+hIcuXAIAdBZ6Rgacc0NlStIUg/EAiz1JaV9YWECu+kGaJsiLHPk0UccJFIVKPhHmqr9KKQsht8vP2jOpPeHEtJlzAUqFcz4OxnTGT4eiJyRl3ViyhTDnryYKoYwZ1wOh1FjitZWTUevRLnQ5hRwQyE3788KGM9hMra43XSe9yUuZXEseD4I9lk7X0uz+fhCrqpFFKaHb7PCVKqrX3G+fub+BmD5T347y/pTOup4rO1d4+ve9WWNntekgeL/sgYNY7uus1a7nxUWVIuZ6tKpeBbd8o4Zm/HgcLcaT8YE8CHUJpO4GZo2rOw39Lr5TKD0jd9wd4hyuJ9D1whYFNyFjURQhLxoQQo43yggoiZxj7Dlk1nHr0ebcZi9Ps4mhFqfZ1EmImmM8nqBQc6zgDFzNjbokalFYD2SWOlVi4CZZ4s7cq9dLqoSY4LZkVF6gyLS3PgWKAlyoZFOTKQquSgnlhSxBVth3D3UykAtws14klIFQyxpzq8EUubuOTOH63LLcepKzLENT3VoOgpzLjOiyKdzxaAsI18vMMkPlD8MIYajo2iyUk5Bw5zzZ4DzLwAJq2KPDwa5pR6BklCqWZhgy07eLokCeOT5DLkCUvDqxwGikmJ1IwRotEJUxPOMEeaHaG0aIwoY5J89ysxZKRCJ1APX8csFN+4PIsgKm06kJ5ZT3UxhWaZZWWKwOG6BKHS94bjzy8zzarq5htrmfq/NVYkvXuSzDlNn1W5bZMnlFlsowDtVPJuMxBkO59h2NRmZMFXmmEgTqltgSsnlegFJiGZAcpi+kaYYss7qDADEl+ViaIVMyJtkIBSmXlw1CHSKbIUqzPdWR9H26+zJmQyOLPMN0OkLgVJMyfd4JWdBr07pljS4ZeBCQe4XidBgQQs4BuHK32+Hh4eHh4VGD80KIq3e7EScdfq738PDw8LiHse9cf1IVbQLgcQB/BeA8gMHdbdE9hS7kwsTLZS+8bOrh5TIbXjb18HKZjS6Aa+IkTq73GPxcvy/8OKyHl8tseNnUw8ulHl4us3Gguf5EUseFEIIQsqG+DoQQu3e1QfcQHOqml0sFXjb18HKZDS+beni5zIWXxxHBz/Xz4cdhPbxcZsPLph5eLvXwcpmLA8nDJ0Pz8PDw8PDw8PDw8PDw8DhCeEXbw8PDw8PDw8PDw8PDw+MIcZIV7QTAf6P+e1h4ucyGl009vFxmw8umHl4uHncKvq/NhpdNPbxcZsPLph5eLvXwcvmAOJHJ0Dw8PDw8PDw8PDw8PDw87lWcZI+2h4eHh4eHh4eHh4eHh8c9B69oe3h4eHh4eHh4eHh4eHgcIbyi7eHh4eHh4eHh4eHh4eFxhPCKtoeHh4eHh4eHh4eHh4fHEeJEKtqEkL9PCHmbEDIlhPyAEPIzd7tNdxqEkF8mhIjK36aznah9rhFCJoSQbxNCnribbT4OEEJ+lhDy++o+BSHkFyrb95UDIWSJEPLbhJC++vttQsjinb2To8cBZPNbNX3ou5V9YkLIbxBCtgghI0LIvyGEnL+zd3K0IIT8I0LIXxJCBoSQG4SQf00I+XBln33vmxByUcl3pPb7nwgh0Z29m6PDAeXy7Zo+87XKPvflePK4O3jQ53s/10v4uX42/FxfDz/X18PP9XcWJ07RJoT8IoBfB/DfA/g0gH8L4BuEkIt3tWF3By8DOOP8fcLZ9l8A+M8B/KcAPg9gE8D/Swjp3ulGHjPaAH4EeZ91OIgcfgfApwD8e+rvUwB++7gafAexn2wA4I9Q7kN/o7L91wF8BcDfBvDTADoAvk4IYUfe2juHLwD4nwE8A+DnAQQA/pgQ0nb2mXvf6v8fQMr4p9V+/yGAf3KH7uE4cBC5AMBvotxn/l5l+/06njzuMPx8b+Dnej/Xz4Of6+vh5/p6+Ln+TkIIcaL+AHwPwD+v/PYqgF+52227w3L4ZQAvzNhGAGwA+IfObzGAHQB/7263/RhlIgD8wmHkAOCj6rinnX2eUb99+G7f03HJRv32WwD+9ZxjegBSAL/o/HYWQAHgr9/tezpC2awp+fzsQe8bwL+vvp919vnbAKYAFu72PR2HXNRv3wbw63OOeSDGk/+7M39+vvdz/Yz79nP9AWWjfvNzvfBz/UHlon7zc/0R/Z0oj7aianwWwB9XNv0xgJ+68y2663hMUYXeJoR8jRDyIfX7JQCn4chJCJEA+DM8WHI6iByeBdAXQnzP2ee7APp4MGT1RUUdeo0Q8puEkHVn22cBhCjL7xqAl3B/yaan/t9W/w9y388CeEn9rvH/QC7uPnusrb1zqMpF4+8o+tzLhJBfrXiMHvTx5HFE8PN9CX6unw8/1+8PP9f7uX4W/Fx/jAjudgMOiVUADMD1yu/XIV+yDxK+B+CrAF4DcArAfwngOyomScuiTk4P3bEW3n0cRA6nAdyoOfYG7v8+9Q0A/wrAZciFyj8G8KeEkM+qRcppAKkQYrty3H0z3gghBMCvAfhzIcRL6ueD3PdpVPqVEGKbEJLiPpDNDLkAwP8O4G1IWubHAfwKgE9C0s+AB3s8eRwt/Hwv4ef6/eHn+vnwc72f62vh5/rjx0lTtDVE5Tup+e2+hhDiG87XFwkhzwF4E8B/BEAnuXjg5aSwnxzqZHLfy0oI8S+dry8RQr4PORH/TQC/O+fQ+0k2/wzAk5CxV/vhQeo3tXIRQvym8/UlQsjrAL5PCPmMEOJ5vVvN+e4XuXjceTzQ85if6w8FP9fXwM/1APxcPwt+rj9mnCjqOIAtyFiJqrVkHXstmQ8UhBAjAC8CeAzSAgV4OR1EDpuQXoIq1vBgyQpCiA3Iyfcx9dMmgIgQslTZ9b7oR4SQ3wDwHwD4khDiirPpIPe9iUq/UvuHOOGymSOXOjwPIEO5z/jx5HEU8PN9DfxcXws/1x8Cfq438HO9n+uPHSdK0RZCpAB+AEtd0Ph5AN+58y26d0AIiSGTE2zA0j1+3tkeQWYafJDkdBA5PAegRwh5ytnnaciYlQdJViCErAC4ANmHADnWMpTldwaSRnRiZUMk/hmAvwXgy0KItyu7HOS+nwPwcfW7xl8DkKjjTxwOIJc6PAG54NB9xo8njyOBn+/r4ef6Wvi5/hDwc72Bn+v9XH/8uNvZ2A77B+AXIbME/seQk80/BTAE8NDdbtsdlsOvQk4ilwA8DeD3AexqOQD4h5AZN78C+dL4HQDXAHTvdtuPWA4dyJICn4Kkq/wD9fniQeUAGb/0I8iMic8A+DGA37/b93acslHbfhUyocXDAL4I+XK8UpHNPwfwHoCfgyyv8ycAXgDA7vb9fQC5/C+qT3wB0lKt/5oHvW/I2NEXAXxTbf85tf9v3O37Oy65AHgEwH8F4HOqz/wNyAzQz7v94X4dT/7vzv/5+d7P9Y4c/Fz/PmTj53o/1x9WLn6uP2J53+0GvM9O8vcBvANrUfrZu92muyCDr6lJJAVwFcD/BeBjznYCWRZkA7IMwZ8B+PjdbvcxyOGLamKp/v3WQeUAYBnAv4BcvOyqz4t3+96OUzYAmpCZM2+oPnRZ/X6hco4GgN8AcAvAGHKRd+Fu3M8RyqVOJgLA3z3MfUMuYr6utt9S+8d3+/6OSy6QHpA/U/eaAHgDwP8IYLlynvtyPPm/u/P3oM/3fq439+nn+vchGz/X+7n+sHLxc/3R/hElLA8PDw8PDw8PDw8PDw8PjyPAiYrR9vDw8PDw8PDw8PDw8PC41+EVbQ8PDw8PDw8PDw8PDw+PI4RXtD08PDw8PDw8PDw8PDw8jhBe0fbw8PDw8PDw8PDw8PDwOEJ4RdvDw8PDw8PDw8PDw8PD4wjhFW0PDw8PDw8PDw8PDw8PjyOEV7Q9PDw8PDw8PDw8PDw8PI4QXtH28PDw8PDw8PDw8PDw8DhCeEXbw8PDw8PDw8PDw8PDw+MI4RVtDw8PDw8PDw8PDw8PD48jhFe0PTw8PDw8PDw8PDw8PDyOEF7R9vDw8PDw8PDw8PDw8PA4Qvz/rpyy3onVTOQAAAAASUVORK5CYII=\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": [ "***\n", "### Visualize each channel separately" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((168, 300, 3), (168, 300, 3))" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cat.shape, dog.shape" ] }, { "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", "\n", "- index=0 is Red channel

\n", " \n", "- index=1 is Green channel

\n", " \n", "- index=2 is Blue channel" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "# Red Channel\n", "dog_r = dog.copy() \n", "dog_r[:,:,1] = dog_r[:,:,2] = 0 # set G,B pixels = 0 -> black\n", "\n", "# Green Channel\n", "dog_g = dog.copy() \n", "dog_g[:,:,0] = dog_g[:,:,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" ] }, { "cell_type": "code", "execution_count": 38, "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, 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": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 39, "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_g[:,:,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": [ "***\n", "### 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", " \n", "- We can **extract features** from these matrices further

\n", " \n", "- We can flatten each matrix, or all of them, to a **one-dimensional feature vector**." ] }, { "cell_type": "code", "execution_count": 40, "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": 40, "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": 41, "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": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dog_r[:, :, 0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "## 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", " \n", "\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.**\n", " \n", "" ] }, { "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", " \n", "\n", " \n", "$$Y = 0.2125\\times Red + 0.7154 \\times Green + 0.0721\\times Blue$$\n", "" ] }, { "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": [ "***\n", "### Converting to grayscale" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "from skimage.color import rgb2gray" ] }, { "cell_type": "code", "execution_count": 43, "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": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9oAAAEdCAYAAADzZR9iAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOy9Waxk13U29p2a56pbd759b9/uZrM5iqQoyTBpMowcy5JjwLH14ERxXmwDif68xH5xIBjIjzwEzkuMGH/+HwFswzGEGP4fjCSwJQOCINCaaGqgRDbHJtlz33mouerUdPJQWut+e99Tde8lu9ns5v6ARlfdOmefPZ2991rrW2t5QRDAwcHBwcHBwcHBwcHBwcHh9iBytyvg4ODg4ODg4ODg4ODg4HA/wQnaDg4ODg4ODg4ODg4ODg63EU7QdnBwcHBwcHBwcHBwcHC4jXCCtoODg4ODg4ODg4ODg4PDbYQTtB0cHBwcHBwcHBwcHBwcbiOcoO3g4ODg4ODg4ODg4ODgcBvhBG0HBwcHBwcHBwcHBwcHh9sIJ2g7ODg4ODg4ODg4ODg4ONxGOEHbwcHBwcHBwcHBwcHBweE2wgnaDg4ODg4ODg4ODg4ODg63EXdV0PY877/3PO+K53kdz/N+6nne83ezPg4ODg4ODg63F26vd3BwcHD4JOKuCdqe5/2XAP53AP8LgE8D+B6Af/Y87/TdqpODg4ODg4PD7YPb6x0cHBwcPqnwgiC4Ow/2vJcBvBIEwb+hv70F4P8NguBrd6VSDg4ODg4ODrcNbq93cHBwcPikInY3Hup5XgLAZwD8r9ZP3wLwbMj1SQBJ689lAHt3pIIODg4ODg4fDHkAa8Hd0mJ/jOD2egcHBweH+xTH2uvviqANYAZAFMCm9fdNAAsh138NwL+905VycHBwcHC4DVgGcOtuV+JjALfXOzg4ODjcrzhyr79bgrbA1gJ4IX8DgD8D8Of0PQ/g5le/+lUkk0kEQQBRKARBgOFwaNzs+75+lt+Gw6Fxn3wHAM/zEI1GEY/HAQCxWEw/e56HwWCg5SWTSXQ6HQBAo9FAu91Gr9cDAESjUcRioy6Ox+NafiKRMH4bDoeIRqP6G5fZ6XTQarX0eblcDsViEQCQzWaRSCQAAJFIBLFYDMnkyBiQTqeRSqW0jlK+53lG/wRBAM/zDn22+y4ejyOTySCdTmuZci33x2AwQDwe17b1+31ti7RT6hwEgfar3NPv9wEA7XYb9XodANDtdjEcDjE9Pa19wP0j9ZCxkX6uVqvIZDLaP41GA6VSSfvn+vXrAIB8Pq/9Kf9Lu2OxGK5cuQIAaLVaeOKJJ7QParWatrtYLGJtbQ2XL1/W/lleXta2DYdD7fc333wThUJB+2RhYQGbm6Nz6NzcHLrdLgDg5Zdf1rbs7e2hVCphdXVVr9ve3tY+bzabqFarAIBMJoOpqSkAo/l06dIlbG1taV9GIhGtY6lUwsMPPwwAWFpa0rZdv34d7XZb25bL5bQvG40Gbt68qc++dOkSXn31VQDA1tYWcrmc1vHMmTM4d+6cjluj0QAAXL16Fbu7u/r3QqGg83p2dlbnbiwWQxAEOh6NRgPNZlPnSLfb1bkmcxwYza18Po+FhdFZfmpqSuddsVg0ypP3VtrD70epVNI5Ku+m9F08Hte+9DxPP0ejUf0sv8k7MhwOjc+8XvGzB4OBMZf5NylDyrF/k7b1ej20Wi3jeTK3Op0OfN/X+9rtts7nVquFbrer61i73dYym80m+v2+fu92u1om11e+83hMgt1f/Jnfb0EsFkMkEtH7+HMsFjPuS6fTRhmJRELnVzqd1jFNJBJIJBL6DuRyOf0sz5N74vG4lilrr/THn/zJnwBAfWKDP3n4UHv9X/zFX+hYOHw8YJ+zJoHfb0HYmnBSEshxrudrIpHIoTPOOEQiEb233+/r2UTOSfz+y3ooawG3V+6TdZrvk/L5el7T7N/4vBrWvm63q+Xb50/+7nmenq94D5Jzin1OFvA+F4lEdM+V9VeeXa/XjXba+ySvx3x2t/dA+Sxn9bAy5X+7DScFjwfD/hvLDUddZ38+6X1HgffYcQh79knfm6Mwrr/D5utxcNy1wf7bSZ5zkr4LWzN838df//VfA8fY6++WoL0DYIDDGu05HNZ8IwgCH4BKy9JoORjZArO9OIQJ0/L3MAHdXpRisZixQPF9g8FAFxs5YMuLzwsDH7A9z1MBgtvD9eBFXQSEVCqFYrGoAkkmk9FnDQYD49n2YsMLrhygARxa9OxDrtRDrpPy4/G4IcjL33d2dgxBO5lM6nVBEBgKjHa7rW1Lp9M6lsBoEotg5/s+arWa1nswGGBubk7rKBsGC93yPDmcydiIEJhOp1Vwr9freOCBBwyhXNpTrVZV0VEulw2BMxqN6thnMhnUajUVoGVuAiPBket/4cIFFYrj8Tjy+bz+lkqlsL6+DgB45plnVFB8//33ta5SLxGMpqamUK/XdbwTiQTW1ta0r9577z39zs8qFApIJBKqfEilUjpHS6WSPjudTmMwGBibnGB9fR1bW1s63mfPnlUhf2VlBSsrKzpfWQhMJBKq2CgWi1hcXMT8/Lz2l8wR6V9p9+bmpgravV4P/X5fr+H3NBKJoFQqoVwuax9JmayoGQ6H6PV6Kiz2er1DQrG02xauWKD2PE8FNj6ASH3C1qBIJGKsC71eT8dGlEtcFz5IcD17vZ5xIOF3IJlMGoIwKwOi0aghrNufpS72IXPcwUvqFvaZ+8D+bK879prE1wmi0ejEQ58toNvX8dou76l8lnFMpVL6mZWtomSR75FIRD9LXzsobsten06nnaD9McNJDuJhB9XbIWgfF3zOG7fWMCKRCPr9vq5hrEyT77yWyp5nK0jZ+JFIJA4pZ2XtSSaThhI3kUjodVwPYLyQbQvtvGbJs3l/FEPDYDDQfbndbus/YHT2GqcY5v1pMBig3+9rHWTPPw5Y4JH6Sv/YbZN9W4xh8ln2Uvt6PuuGnW/DnmF/DvseJtDdy4L2h30X70VBm+/9IIqZk/TPXRG0gyDoep73UwBfAPD/0E9fAPD/HbccPmTbmq9xlhUbYYcxWQxZOB2nBeUDqSyy/DxZwFhzJ7DrLs9KJpN6sAWggmo+n1frIgBdmOU5bLESIYT7RGBPMHvBYmFCntHr9VCtVtUimUqlVEArlUpaJ7aOSxksbARBoPXKZrPG9fYhla3nfB9vlqlU6pAVUJ4nzAGuB/e1CMz9fv/QGMt9pVIJKysrAIBTp04ZVlPeNGUT4ufJ5yAIsL+/r89uNpsqOBaLRUOY501vaWlJN2KxrMqGvrGxofUXAVME0L29PbV2VyoVVKtV7O3t6fhIv/b7fUNxw3Wenp7WMR0Oh2g0GtpWqRMAXLp0CY1GQ4XyM2fOGAJ0qVTScet0OjrGmUxG67+wsIClpSVVfDBTQzZ9FnaZXSICl/QDz5l8Pq/PYAYGz7VWq2UoLXq9nqEAazQa+jw+8Iiwywo4Zn9I/eV95usEosFnZggLhPbBwbZus6WEDxT24UeuYyu17/vwfV8PVHy4Egs295HcJwctW1CWOvP7cdSBkMGHWC6T12V+7+WQxP1lK4JsZYd8ZosTK0vsOozbxOXvrGDlzw4HuF17vYPDh0GYBRUYf8Dm85fcx+sDrz0ssIlAK/tOqVTSfa1UKiGbzRoMxeOAz3nA5POcnCsEXEe7XaLYPq5FW86YYUwnYTbJfcLQOw7sfuR9ms92AEL3UVvpyr8xg4Cfwc+Vv/P5054nYed3h/sH9nnrduNuUsf/HMDXPc/7CYCXAPy3AE4D+D/vYp0cHBwcHBwcbh/cXu/g4ODg8InEXRO0gyD4j57nTQP4nwAsAngdwH8eBMG145bBNHGmR7AmTP4mGEdFtOlEbKVgbZZ8lvK73a5qCcXiJRo/W5smVi6hejKtgi0hkUjEoDyLRVsshGIxtOvP1NPBYKAaOpseJT6M8hu3jS3QnudhZmYGwMga2Ww2lbrDWtler6eWbvGHZA2ytK3f7xuUV7ZoC8Ko/EEQoFwu63cpR/qHKYX1et3wdw+zOglE6xyPx9WaJ3+XOhYKBZw5cwbAyHpu0+4Fvu+j1+vpM1irvbW1hc3NTfXZ3tjYMDTPnU5H29DpdJQpEIvFUKlUtP6+7xt+zDK+tVoNxWJRn/3KK68YPuyNRkPvm5qawuzsrPbV9PS0zq9EIqHad2kPMJrjqVRKrek7Ozs6FpVKBYlEQsvkelUqFdRqNf2eTqcNvzBpZ7lcxuzsrJbPlLr9/X3s7OzoeEQiEZ3/YsmVdhcKBYPtkc/nDWuAtKfX62k99vf3sbu7q/NXxlnK6Ha7hgWTGSr9fj/Uop1IJHTss9msQWlnFkSv1zPWlmg0alAV+b21ffukD+V/XkvYos20+H6/r59931c/bf7On3n8mSnDz+j3+8bYcB3HrcFh3+VZdhs9zwvVNIt1O4zaKb/JM2zrFJdvU+Z5bbTXV94PxlnTxzGfPsm4HXu9w8cPH4e5bjPo+G+Trh/nksNraiaTOeRfDYzed3YNSyQSOHXqFICDfYdd1NgSPhgMdE8aR8O23f6i0ehEl0f+O5+TbIuw3b5x69y475PiGtmxTd59911tT7fb1fNVq9Uy9h3e1+SMFmaZFjZi2F5gM1aPWo+5zuNkANvFwP7ucO/DHl/b1/924q4GQwuC4D8A+A8f4v7Ql3+cjzbDPiwd9RyBCNNhQp/QOVkIn+RDI9cxnTcejyObzaqA63neIeq4fAdgHHL7/b4uaCwQsvAfBCOfb6bb2n0i9YpGowadRnwTpRw5eA4GA31uNps12mwHBmFKe6vV0vIymYxB7fY8T4V53/cxPT2tG5vv+4agKgJaNBo1/FW5nZ7nGQHpZCMFRmO4v79v+C/Js3mB3dnZMTYyPqS3Wi34vm8I2nLf+vo6qtUqzp49q/3Igur09DQ2Nja0HNm0G42GtnNhYQH9fl99wAeDgdK1d3Z2kMlkVEheXl7W+l+/fh3xeBwXLlwAADz++OPqt7y2tobl5WUVeFnxkUgkdJx83z/k7yX9WK1WUSwWdX41Gg3dRCuVijFPUqmUCrTsGy5+bDK+3W5X67+zs4OtrS0jTgH7/PP/7FYhfrjShl6vp4Jkv9/XelSrVbTbbb2O5zj7XAv4vZdxAA5o5nyftI1941jZYx8GWNCW+RMW4EU2hXFrFyv+hD4u/cpUP6aHs8JQPocJ2u12+1DwNQFTxyetwfZGJkoL/h52ALIPffJMu+/ksCZjw35/tvDN7ywAY23l8sPgqITHx4fd6x0cwjDOb/MooWgcfZj3FD5LsEtaNptFuVw2grOKMt5el1nRKcpLVs7y+sUxH2wDxXEEbTG2hCkfwnzRZZ+ylQ18rrGFW5t6zUYN/u3pp582AtvK+VCCmfI+JC5vcr/Um/fsTqdjjIG9B9n9EGZIsttj/51d4o6ijof1scO9Cx7fO0Ejv9tRxz8UbH8S+VuYhRs4rN2yIz3aFhg7mjb/nRcDtiLbwY1sn04uX5BOp1WAKpVKmJmZ0WBfLKhkMhlks1lDI8q+K/1+X9vE/pjskyr1Zb9E9ieVCNnSJ7wIslU4FosZn/m5QRCEBpKLxWLGwb/Vamlb7EjNtoVKFlzpSx4X6Uvx0eWoywIRvKQfgiDQQ3W9XjfGn63utvIiEokY483RqzudjuHnL37R7XYbQRDgnXfe0fEWxUq9XkcsFtNgZdlsVoXFvb09DYLW6/Wwurqq/VUqlbR/0uk02u22bvalUgnvvvuuljEzM6ORv1dWVrSODz30EE6dOqVR14fDIfb397X/WXiOxWLGpic+zWJh5gODCNDi1y/v3fb2tvbX/Py8WqYLhYIqPeR5EixuZ2fHUMjI2MmzWJnCUfHlOhHYxRdb2snWbQ7Yx8GwEokEhsOhMX/HRe+XcgEcEm47nY7W2Y76bq9PdpyIMO27vPdhgcBsKwn7aPMByvf9Qz7nfLhiSzWXyTEI5LewgxcHCLOv474S2BZt/n/cs/j/ML9rVibaAYI44BlbpmwhX2Af3nhj5rG5k35eDg4Ox8M4AUjeVV4/OHOLbU3luCSyLxeLRZTLZWWJcVYDiZPDz5c1UVhnopC1mZLjzp987rIVnPZ9fObhdtifATMbj72GhzGTwgR+gS28ciwVVqpLmVwXMSYIC5Njzch5ZH9/H+12W/d36WfgIHBoWLuz2ewhZbXshyw72EI+l+HW9E8G+Hw1LsDrB8XR5lwHBwcHBwcHBwcHBwcHB4dj476waMtn4HDUcVsDN45SxFQd8RthiwU/k7WNXL5t0WZLEOeTlt+YdiPav3w+j6mpKdUAsrVE/IJsurf8z1oY7gO2XIl1m610YX0IHFgMpR6c6oH9aFOp1KF0TALO4S3phOQ5rVbLoBdJ9G+5lq2cW1tbei1bv5kiKlHSRVNr+zbZYy/PGgwGRvTyZrN5yA8WGFHUmU7PPq8SUZu145KmS/w+X3rpJQDAU089pVZkoZJ9+tOf1j4RjXe321UN7tLSEpaXl3Hr1i0AI1/oa9euaTvYLyyTyeCNN97Q/p+dndXxFp9tYJRmTFJ3ASPfcRkrSakGjCjgnNu60+loPU6dOoWlpSUsLS1pPaUewIiaLfO+Uqlov6ZSKaW+z8/Po1Ao6HX1el2jpotFmuc8u2qE5QqVMWXaXrVaVX/34XBoWDgzmYyR4omtsqzdtOM2SFmA+T7zeyha+jB/YXFl4Hk5jsrINHixvIT5srGFQ9ge/J1ZLmyh4OvstZPXklQqdWh95b4M6wMua9x3XhvZejypb7gPeGzs/mGXCKFoylzOZDL6mdOdyTPGUVPt/8PoiA4ODncWJ/Wb5bgagGl5tdNfcfySYrGoe3Y6nTbYRra/s53dRCBnR1nH7bgP/GxeA20KOO9f8je5jq3RfG/YeZip0oywdRYYnSXCzsL2Z/vZDNsCH4lEjFRgnncQ/Xtubk7PKrVaDb7vK/OPz17i6sTnQEGhUDjENLNdq6T+NmuM6zTpHOlwb2Lc/m7jdlDJ72lBW140Fm6Bw4IYC44sYNqHQenMdDpt0EuZht3tdg1hsdlsGnRMO8AQH6w5gBcjnU6roDI/P490Oq1Cpr0o8QIcj8dVENvd3UU2m9WgVP1+3wj4xP6pOzs7Bv1ZFtxCoYB8Pq9lct9ls1mUSiVDcBEqru/7hpCXTqd18+r1eup/DIwUCZwWTNq3u7uLZrOp9WfaqaR7EsFV/LmBkQ+ytOXMmTNoNBpaRqVS0TQTsVgMs7OzSgPf29szDvfAgVB3/vx5Fco2Nze1PElxJb91u12loLbbbdRqNayurgIY0aQ54FKlUlHf6EKhgJ2dHQAjobLf7+t9pVJJP3/jG9/Al7/8Zb1ufX1dx+btt9/G+fPntY6sAPjWt76lfb69vY3z58/rBsX0bQlyJu3hVFzb29t6yHj00UdRLpfx8ssvAxgJ5I8//riOxe7urqZAy2az2N3dBTDamM+dO4cf/vCHWuaTTz4JYERbF0E7m82i3+9r/ycSCSMNFbtn8GFI6iq+ckwj73a7qFar2s+bm5s6X5PJpNZD8rez/79NHQ+jXgOHczDzJi33NJtNtNvtUGWAHNjYBYPjO9hpuwTiP835sZkCJ/fEYjFDyOSyJAWZjD0H75NyWBHIz2Z/QlYSshJQghSyspL95e22hQUsOwp8qLTTdDE9MZ/PG2smH6459oAoD/nQHEYBlWeJ6wPD0QwdPik4iVJpnDtG2N9sZdeke9i9zKZeh5VfLpcNungqldL3mN22EomEuvMBh+N0jHMbmtQ2qZeUa99jG4WOkyPZfuZJ0guywM9rniiw7d/CaOlhvu52W/i7/few9ZKV8XIGkZhFjzzyCADTfa3RaKh7nkDqv7i4qFT07e1t7O7uqksf7zmxWAy+74cqeO022EHUbjfCBMCwd+1O7zXHiV/FmLQesGubjbB2TFovJj3nTozLuH4+ybMcddzBwcHBwcHBwcHBwcHB4TbinrZoi2bRTi3AsIPbsAbO1lLalBubFi7XMRWbA2eJlUk0f0xT4Wd73ijKuFjiFhYWjAiQHEHXbq/dBvnMVmT5TbS9kqZI2mVbl5iSyhrlWCymwSjy+TwKhYLWMx6PG+ml5LpGo4F0Om2kt2BKJ1v8Z2dn1UIbi8XQarUMKrb8lslkjCBbUhYwoheJ5X59fR0LCwtquWSKaK1WM6y05XJZNcuSukzq7Pu+0sQqlYrRH41Gw7BAcn0l2BtgBnpLpVJYWlpSi3a73VZLq1jJpU+WlpaUEv7444+rRT6dTiOfzyulutfrqTVyaWkJ77zzjmpqV1dXsbW1BQB44IEHsL6+jqtXr2q7Jfp5Op020sVVq1Vtdy6XU0pXr9fD5cuX1QK9uLiogd0uX75sRGrm98j3fWxsbCgTYX5+Xscwl8sZAchisZh+b7Va+mxODSL9LEwESaXCLBWZy/v7+3j33Xe13ZVKRe979NFH1aIhUfz53WcKH0dxtVOP2K4a8my2Rgg9mxk2TMVj6ypbI3q9npFiLZlMhlLF5XkMO7I5rwOsFebUeBK0jfs4zD1G2s0WenscpQ52IBqbGcBro4zxJKo2w2b32DRM/i2Xyx1a9zlQGvcXR9SX6+U6DhrJ9NOj6urgcD/iTlv1jvqb53m69/M6Ku+3vK/5fF7ZOg888AAA0z2OM4XwWnyURXmS1fMk99xOnMQKOe5aO1L3xwkcPFfGqlgsjnXxEtYeMGIsZLNZ/W1nZ0f3vMFgYAQCtmUKe55wNp57EcexDjvcPtzTgrZE2Q6j8vCCxguw7X8iYB6+0JDYr5JzArIAzalv7Pyz7APpeZ4KNOL/c+YXUaLn5+d1I+ADnQ17YeTDvviicJtkgWF/Fs47LPVnPxuO5hiLxVT4HA6HqFarxmFW+oSF51qthlQqZeRtFuFKqKTSz7VaTRdOSe8k5fAhfDgcIpvNah/V63XDH0cEOclVzb9JHwwGg0MCiNSjUCjA932t582bNzXF1nA4VD+hTCajgjEwmld2miCeC/Pz8wCg/Sb0p93dXaMfJfI1MKJli9Liueeew82bNwGMBJH9/X2dG0tLSyokra+vY2Zmxhjj06dPAxjN5W9961sqoJdKJZ2fV69exfLysl7LtHIAKrjLwUWEi4sXL+I73/kOgNH8+fSnP63U8ffee0/9tyUegMz75eVljaY/NTVlKGNsn3+h6wPQ/pC2yRxPpVIoFAoGLUkEtu3tbbz//vu4dOkSgJHwzvEGZE0QdwlWljHNrd/vH4rIKp9ZGWcr2PhzWFRUYDS3bOqinXNexlRS1/FvrCxjgVbaKe+o7VcHHFDH2V/Nzkxgx26Q+ziiuJ1PltdaTqfH66kI2dzPnN1A/sb/2/WwfRFtsKDNlPijwMoaHt8wmqSt+LTr6+DgcHIcRRfnv7HgJfuhKKUl7We5XDb8q/n8Zqd7YmVgWCrGcfWxfxsXnfuDCNpHRUC+3cI7Z3IZV4+7BTuWB4BQpSevzbI/JZNJJJNJ3W9LpZLhwscpY+04JMehct+LEJq6E7zvLO7+m+Pg4ODg4ODg4ODg4ODgcB/hnrZoi2WErSVhwSDYChVGAwVwSKvDAdY4cI9QOjlaNlsx+Te2oEciEaUqp9NpLCwsqHWvVCqpNlbyZLPm0tamMl1Sys9kMkbQKA78NhwOjdzShUJBy+j3+/qbWLOlTLYedjodjQwu7WGrltxTr9fRbDaVvr29va2a5YWFBczOzqq1e3t7W8ctkUgoRRww6Tm7u7sYDAYG7Vi0lBxFtNFoYGtrS/uZKcdCvWULtDxbniW/SRsEYlHNZDIGa4DpqjLW8sxEIqFjWqlUEASBfu/3+4YVs1Qq6fN2dnaU3ra7u6ttS6VSqFarOmeAg2CAV69exeLiolred3Z2VFO7sbGBSqViuCaIdbvRaODatWtqWWbL68LCglrT5+bmsLKygp/97GcAgG9+85uq/V1eXkapVDJoxxzQq9vtanC3xcVFtVSzG4K8lzz2MoatVgutVkvLZPpzNps16F4y/sAoSn21WtUAa/1+34iazuWJlUPGlN0sms1maE54YUSwZYSfxcHc2u22sX7IvOt0Oshms+pCwswGuZfXFi6Tv9v5Te1c4tKvTD+XQDMybkx3D8uewNHPmTrOfZJKpQz6HtPreI2W8niNkzXBth6E3Sfly9+4rWFl2Ayhcawmux9sy5ddpzC3oA8S1M3B4SQ4iWXxXg/Od5R1mwMZsqvI0tKS7jXsvtZqtcZmCZjEeDyqHrYlkM+Sk1g6J8VREZDHubQcBWYbjbPmnmTencTKfhJrqrTdzjhhr9tynQQ0FeRyOSMfupwJNjY2jKw6zF5jF1Wuw72GccwrDr52p10bPqm4pwVteQHCFjl+CcP8I/lFAsJTtNi+18ABTVoOuXyIZmFNniEvciwW0wP1zMwMyuWyQfFkQXuSj/a4tkm03HF+Q5zWJ5lMGvXiwzZHTwaAt956C8BBejKO9M70W6FnShowERw7nY4+6/z583jqqae0rclkUgXTRqOhSgBgtDnyAX57e1uFu5mZGYMOKhTtXq+Hl19+GV/4whcAHNBjgRFNvdVqKYWMlQ2+7xuCkvhiSz1E0Ja+ZgGCfbpYoTE1NWX4EpdKJX32tWvXdO7l83nMz8/jxz/+MYBRyi2ZJ++++64K1qdOnUIikdB+zWQy6qO9vLyMixcvKk06k8ng1VdfBTCiwWcyGa3ztWvXVPC9cOECSqWStmt2dlYVAJlMRoWf6elpdDodvPbaawBGVPUnnnhC+3xzc1P7OZPJ6Hi8//772NjYwPLyspYjyhIWyuQwMumd5cj4Mp9sYW13dxdXrlwBMHIj4DR2wMEmwv7BohhjCrWMW6/XQ6vVMhQAXB4LW+xiICm9gNH6IP8AGK4l1WoVuVxOo6dOT0/rIUBcCrieLAjbbincX5xiDjgQNHu9nvE3cdcQcF8yfdB24xiXVsv2YbeVheMOrrzRy3rOtPUwgZ/HgP9nyDNs5ZjUVfqI68x9ZJchENp6mJ/eve675+Bwt3Ec6riAzxJydpibmzPW0kgkYqwh9pmR1052fTlJ9HPGJJ4ZbkIAACAASURBVCHmgwgytoA0Sdi2FY+2wD+uLsdRFNwpnETxIHsRZ4uQMyunnmWFrD0enPVDzjjiHirrd7PZ1POguFHZrkP3MmzlhqOO31nc04K2wPa1ZovLOOHatmhzbkLRiHFgBM7Zx5ZdtmDL4VcWAE4XkUwmNRjW7OysEdjLntz87En+SbxoAGaKIV5sAOgmJNZyFqhkQbFTCvV6PSMoWKVSUX/oer2ufVwqlbT8aDSKVqul/r17e3tapxs3bqDZbKrgeubMGSNFjtQDgBF0bGZmBtFoVK3kYuGW9khqtHQ6jTfeeEMFzlOnTmk/1+t17O7u6nikUinjUMw+sFNTUyrQlkolQ0BjpUu/31cLZKfTMQKoFAoF7X/JcS3tKZfL2pYgCLC5uanC3fLyslqjZb4AI4GtWCxq3xUKBe3j3d1d7O7uakqvdrutdS6XywiCwEjpJZr+06dPG/NrcXFRx7RWq+khZjgc4vXXX9d+HQ6HGrDt/PnzuHDhggZKu3nzplrCq9WqEd+gVCqpgoStq7KZS/+wpVUC1HBgG5kzrVYLtVpN79vd3dVnSwo79qfltFccyI/XC7ZGS553fr95LZFypQ3s22v/nS3T8rlSqSCXy+m85z6Xgx77DDL4oJFKpULTh4k/tcxDUShxvdhCLxArOD+TLf629WAcOA0KKwNkrMMOemG5v1nBINex4tCuvw3bv9pWDnAdOQiOfSBn4TwajRo+fay0c3BwuD04SsiTvWB2dhaLi4sADpTosodw3BtZh3htYyUfWy0nMV8mWbTtdY2FmA8ruMr6a+8/gpOkBBvn+817xknShY0r+3aCy+WxYnYZnzk4fa2cfXlPFUFbLN2ypssZTMrn2EYc9PZeEkzD9ltbTnDxRu4M7n3VjIODg4ODg4ODg4ODg4PDxwj3tEXbtlYDB2H/Oc0MWzPG0RdtOg5bVeyo47ZVky1Z0WhUrZycIsm2brPf0HA4VO2r0M3DIl5K/bnNTG3klAesuRPLFjCyYAdBoPRbpm8LxZUpsGKprlQq2Nvbw40bNwCMrG/yrL29PYPO2+12tYxms6l1lLJff/11AMBTTz2Fp556CsDIKidWKilT6nXu3DmsrKwY48VWJ9FqT01NoVgs4s033zxUr+npadTrdbUeVioVQ0PJVrpcLqfWYqG0AyOf8kqlYviws1/0/Py8oQlmrXMQBFomW9MbjQb29vZw4cIFAKb/8Llz54yomEJBl7q89957AIBLly6hWCyqVfl73/ue9kkymcTW1pZaSguFgs7DGzduoFqtKrU7FovpeIsbAXDguy39lUgkNO3YCy+8gPPnz2tbb9y4gZ///OcARhbsYrGodcnlcka9uP/F91cg/ZhOpw3Wg00Xlz4ERr70YvEXhkFYOpBsNqvl1+t1eN5BRgCmJ/f7fYN6Zkfw5jFmqwnTzCSyOEcIl/KkX2VOsjuGnQKL01DF43HDtSIWixkUSu5XO/I30+J93zd8HHm+smVfmC5yHVt9eW20WUAMm2U0KVUal8/Rz5ku32g0DsWrGJfe66gI5QybajgpvZf0JVsFHHXc4U7j4+JHeSd9xY/TRl5TJKK0PKvdbiu7ROK/AAd7vX32A0w3GI7nMq5O486S4yyBR/l1H4cOftS1J+nnce424yz5J7GWH7ceJ7V8s8sg72u2m5KUK25ZwEGWGN6v7PMBuy7K2XF/fx+1Wk3X+/thjR/nUuBwZ3BfCNq2/4RNEWeME7rlbwAO0ULsQEHjguQIpUcOr8lkUheGbDZr5BuORCJKy/Z9XykrItBwPcctyLxhiFDAGwUfjmVBSSQSxkLBNKQwSpXkS75+/TquXbtmUJ6lDyqVyqEyw/q8Xq/jrbfeUr/vy5cv6+K1urqqgeCAkeAqOZAbjQZu3LihAuHMzIyRXk1o3tlsFoVCAefPnwcwCnAhwbFmZmaQTqdx/fp17S9O4dXtdrXvxM8cGAnrUkcJmCHjxrmsK5UK5ubmjMVfypBczyIEtlotI/9nLpfT3NZbW1v47Gc/C8CkOIsvtdTxypUreOWVVwCM8m2n02mlzuVyObz44ovaznq9rvMwlUqpwH/lyhU8+eSTKrx3u12sra0d6mPJP85z/cEHHwQwoqZfunRJBe8bN24YAUuGw6Hhly3CCgfRYiFYIGXk83n4vq/CtO/7BpU/EoloXzabTSMYoB0ES/pA0okBI4GcYxbYvmucwo2pxLKZs7DLAjkLffI3GQ/b55sp9CwIs4AbFsiM/a1F0OZxkrWI6dZ2mkIR8vlwIsoyprvLfUIpl+/sOsM+5bJOhrnthNG3WdFh0wDDUvFUq9VDSkfbXUj6nnNjyxiGUd+DIDDmDNeZ+1jyn9vxOOzyHBwcTo7jCtkANJ4Jp0aUMngNlvdfzgoc4IvXjXF+uCfx0bavO67gbT/T3kf5vnEC6gdZf8J8x1kJ+kGEsOMK0Cctn4PUspLV87zQ4Ly9Xu/Q2YLbKsacIAiMOWSv98CBa2Oj0dCzxHFdCMJ+/zjB+WjfWTjquIODg4ODg4ODg4ODg4PDbcQ9bdEWzR5bRySarmihOEqwHc3YDrrDVo9er6faLrZANhoNI9I4B82IxWLIZrOazqpcLhtByKS8VCqFVqulWqR4PK7Wz93dXbTbbaX3CuUZGFn3OABXr9dTK+b29rZhCWJLmed5RmqgbDarVlmOnitB3qRP9vf31ar8/vvvo9VqqSav0WgYAasEYtkLow4xJRQYWcmFZgyMoodLlO3nnnsODz/8MIBR5PM333xTLbGrq6uqyeZUX9IngjNnzih1SKyfUte1tTUNNpZIJHDz5k21cs3Pz6uFliN912o1I3r8zZs31Uq9ubmJz3zmMzo2HAArCAL84Ac/MAKGnTt3DsBoHs7Pz2u9PvWpT+mc3d7e1vFMJBJIpVJ4//33AYys0V/60pf0t3w+r5HLX3nlFQ1WNjs7i1/6pV/SaNz1el37RNKgCD39xRdfxK/8yq9oW2Ws2u22Mhvku1gg5TeZF6urq2p9vnLlCh577DFt69TUlL6nPI+B0Tsm7wezFHzfRywWw8zMjLZVxqlSqaDVaum7w0HllpaW9N0DzECBMvel/FarpWyJaDSqLIVCoQDf942gcPyucDouZqgILVtgB9mROjabTUNzLvWRemQyGZ0Xvu8babrYHWRcIBjJNsCsF7ZaDwYDbasdJMZOGSaIRCIahE7KFNgR2zkwm+d5Oq8TiQQSiYRhSZJ6dLtdI7sBWypSqZR+TqfThpuL53nKShCrvszfer0+tu96vZ7BiIjFYjqO09PTWqa0GxhZ0weDgb4DPLek/Q73H05i7fmgQaRudz3uJL37TmFcsDJxqwMO3mM+e8iaYbNumKEmFmy5zy6D3VQYH8bSZ1s2+UwalmZM3Jd4DtmBy8aNFTMg+Uwrv3HwS3Z5ZPCewc+d5Hppf+dzWBjs4Gv2s8LALo+AyTzlYKfcnlarZbgUADgUBBc4sILLb5FIxDgfet5BFo1sNqtnUa63uHfJ8/lswnu8YBwrImxsw6613ZzGlfFhXU3CnvFxtXyfpK0fZRvuaUHbpggCh/3zgMPRYuU69se0F3dezOzIw7yIM40nlUoZPqXpdFpfsHg8bpTPZUSjUT2g7e3toV6vY2VlBcCI7iqCe6VSwcLCgh4uZ2ZmjA1kXBRJuw84N3A0GlWhRuip0neNRsOgwbdaLV3MOKIwCwtCVQ3z27Q3iHa7jZdeegnAKGXUmTNnVLB/5plnlJ78xBNPYGpqSuvcbrdVOOT82hIVXQRhPtyL8kUUGL7vKw1eaLS3bt0CMKJpy3U/+tGPVPjf29tDEAS6cF+/fl37vF6vo9FoGMKK9Mnrr7+OwWCgwm4+n8fu7i6AkUC4urqqh/hOp2Ns8nLo73a7qFarqlR44YUXlOZ95swZvPnmmxoP4Nd+7ddw+fJlAMBrr72GhYUFfV48HtfUXOfPn8fly5c1r/aDDz6o8ykWi2mdLl68iEqlolT1fr+vc1IEZhlvFnZnZmawvLys9crn88YBhynNnAO+1+sZOeDZX5yFmmQyCd/3Dd8pGY9CoYDl5WVjY7Zp2QKel+zvLPnVef7Ks1OplCEE2tRxuScajRp1YEE4k8kYwqPcK9cx1ZvdSWwfahbsuY6yxsj3Xq9n9BVTvYUuLs8eJ2h7nmekN7T7kQ+3THnkdaXb7RquJ3zAkawOPFbsc86pWfggyevrYDAwFI3z8/NGejVWOMTjcYMGKJR0gfQrR3aXtVaUcbzOfFyEFYfbj4+Lb/T9Ds4WwQIOr52iXOb3znblYFcwPufZLid8j+Cj8FvltRo4HAl6km+2Hf9FwP3FCKOHM47TVo7TIveMi7D+YWC7Yx51jSCsL1mp0e/3D8X1EAwGA43XIr/xGb9YLBpnbTl/8pzp9/uGgt3zPN1bPq6CqcNHg/tC0AYOrKqyiPJLFOaDI9dyGi22/NgHWfksv/FBmnMIF4tFtaTl83kjnRHnq2bLh+/7ahm9deuWEeBrenrasM7blnfO1cyLMx+wbU0mW+vj8bhRxu7urmEF5kBpnFO4UCgYgSNkUUqlUmpJk/7i1FIsuPAB9e2338Y777yjvso/+clPNA3V008/jfPnz2sfRaNRnD59GgBQLBYNy2g2m9U6D4dDFZrkWSKU93o9La9YLBpKi06no3137do1TZvV6XQMYbFWq6kQ2Wq1jPRkrMB4//33MT8/j3/9138FAPzqr/6qju/p06cRjUa1HBFkgNFhghkRvu/rfNrd3dXP4hctY18ul/HCCy8AOPD/lzrLc6QPHn74YTzwwAMAoMoFYKREYMvxT37yEz3I/MZv/IYyKTY2NrC/v69jmk6njbzZ58+fV8WHCOfSTmaTsFDJ4yZgrbHMGRFoOfcpa9Lz+bzOoUgkogqq69evH8oNLc9mi2YsFkOz2TQ055yCLB6PG75NPH9EcIzH48hms7pG8PvQ6XSM95nfB2lTmPAuY8dKEQFbkW3l22Aw0Hdd0oyxcC3l2bnFuf9lzZFyxvWjCLN8YOaDC6+pdhA8+yDMwel4nnEKMlEcSN/kcjmdQ/zORiIRI+AgW8Izmcwha5PMmW63q+VlMhnDZ56DP54kYJCDg8Nh2AJoWD7rdDqNcrlsvK9s0eR1kI0aHCxSygvzT72TghGvPRwHKOyzXRdbwBwnkIfdOwksYNrPtsciLGgpM6VOUg8uO6xt9ucwpsO4mEDA6AzF5wzeW7it3W4Xvu8bDCY+45fLZSMmCu/hct70fd+oCzNoXeyOTzacj7aDg4ODg4ODg4ODg4ODw23EPW3RFl8/wLR4AWZ08Um+Lgw7jQ9bZdnaxuWw3282m0U2mzWop1I/1qQOBgO1pkqdxWq6ubmJ4XCo/rwPPfSQas9yuRyq1apa6cTHExhZmJk+ZfvASH2FyiptazabatWq1+vY2NhQSnIkElEK8v7+PgaDgVonz5w5o36zwEGKpWQyafjLsPVL/HA57ZhEAc/n8yiXy9ovnucpfX5tbQ1ra2tqaVxYWFC683A4VKuvpJNiLaWMjVgmxQpcKpUMP5t4PI7V1VUAwNWrV9UaHYvF8P3vf1/vmZ2d1T7nSOXVahW7u7vaNt/3sb6+DmAUQT2ZTGqf5PN57cfp6Wlsbm5qnfP5vBEbQJ6VSCTQ6XS0n4fDoVqn33zzTTz77LPKRNjc3NR+vXHjBlZXV7Ufut2uWqO//OUvqx8yMIpeLpSovb099Z+vVqvY2NjAY489BgA4e/asjtN7771nzMlHH31ULeTpdBqZTMZgdbB2mSnZTA/ntFxiJZX3meMxyH3CUkin09r/1WoVzWZTaf+ZTCY0CjVgpgzjVDDRaBS5XM5gZDBtPRqNGhG3edxkrKX9Mo68FtVqNUM7bmclYDp0rVYzKNRs9WFaOWcRsDEYDA5FEhcWBvtXi0WeLe1MR7ep6lJH+7kc/dXOiCD3yv9Mn2cGzjh/xMXFRaPOlUrFsLIzO6DRaOiaPDc3h3a7rT7hEnUeGI3V9PS0Po+j3TebTcO9IJVK6frEcQ+kXAcHhw8G9j1lF5ZkMqlngEKhoKlKARhnDsCMUQMcWEJlrbSzQnyUGGetHmfRPsqKbVPHwyy9ssexNfek9Y1Go8Z6bJ+lTxIPYNJzPsj3cf7iqVTqEPsqbF7IGV/2Rzudpud5OvcikYjufzs7O3pW7Pf7hs8/x3SxLf7ODeWThXta0BYaKR8Eo9Go8ZKME7IB84DNB3/5Oy/i/Ewuh1PTSAqvsAXH8zw97FWrVezv76uPcDQaVQGn2WwimUzqy8s+u7IBcZ3lhZc+sP2M5H8+8A4GAz1c7u7u6mF7Z2cH0WhU8zO3Wi1Nj5XJZLCysqKHy5WVFW237/tKO5ZgVZz+RwSQRqNh5KXu9/t48sknAYwEwuvXr6uQc+3aNdy8eRMA8Mgjj+Ds2bMqrOzu7hqLmwharVYL169fV/o5C8L1et2gJKfTae2D9fV1eJ6nZcr4SJmibDh9+jRqtZrhr8/B4SqVio5Hq9VShUUsFkO1WsWzzz4LAEYasFarZfgFSzA/YLTAizAtf+fFX/r8V37lVxCJRFRxwLSn3/u938M777yjucUffvhhfPrTn9b6T01NqZC8sbGh98XjcRW0W60Wnn76aRWg9/b2jABkQhEHRoqhM2fOADBp8MBhH17esFko4/kqGxW/myzsSt8AoznKlHN+d5jmXSqVDKUXBwS0gwhmMpnQtUSEXQ4yyEIsb7DJZNIQVO0AYvJ+cOovu78ajYbhJsMUPrvOAqHnS9+xT7YcLJj2xn7M4w6t7Poh48HgoGP5fN6os30wY6Ugu3/w+sEUc362uKhwIEQRilnZBYyUhPLsXC5nrNHVatUIcBeJRFRxNzU1pWvC5uamIXR7nqcuEiwAhAW9cXBwOD44OCyfVUqlkpHOi/c5Fj5lbQk7+wmdN2yvOYqGfbswTogeR4UeJ4yHlTXOz9z20Z7UVtuP2T4HjzvfTuq74/iHH0ewHhc3JOx/YDSXeC/jPVW+S9mc+paDXUYiZk71TCZjxPrhlGP2PJzUZidsf3LgqOMODg4ODg4ODg4ODg4ODrcR97xFW6IXs0Wbg56NC6ohlmGmftr0cAFHDuZgTIAZsKpYLB5KPxCmsZRAXBK1NggC1YoFQWAEXtjf39c0A/V6HbOzs0a6L04hBZiU9rDImhLMSLTE9Xpd61GtVpHNZtUSKxHAAeDChQt45JFH1HocjUaNFDxieRXrF1O/xFKWy+XQaDRUW12tVpUCLlQweXY8Htd2v//++3jnnXc0WvZzzz2H+fl5ACONolhrl5eXcf78eX1er9fTegh9lF0KWGOZTCZx6dIlHUcpY2NjQ8uo1WqIx+OaOqvb7ep4z83NGRTSarWq1z377LNYWFjAhQsXAMCgsAsVV8q5deuW9s/MzIzSnjY3N+H7vvZ/Pp9XjX2328XOzo6OAUdD//a3v429vT218s/Pz+tcKxQK2sfAiMYuv7377rtGBO8nn3xSg5l5nqesh2KxiGeffRZPPfUUgJHVQTTIHCVb6hkWpFDGgOl8HN2+1+sZgUnYUsEBsUqlkloZC4WCQUdmN475+flDge+kn9lKInWR+ziAm6wdHCiNrSYcYZtT+THLolwuG1HTxWIq4Oj9HClbaONh7zdH7BVrNpfBUfGHw6GOt9QTgEYVt/tPyuTI79xfsVjMcHXgqMA2HZzT3w0GA52HbPmXunBARrlne3vbSNPD0dvlvec1SPpWgt3Jms1MEFmPxG1nYWFB38tCoaDP7vV6qFQqBuVc1hLuMwcHh5ODzy6yjgCj/VDWCWG0hFFxJaMBn/fstdl2Y7FxJy2OR1HHjwoKNuk771Fh14VZuI+y4tv9EGbZ/jD9dVR/hD07jCoedub3PM/YFzjjSFh9OQsHr+X2GUTOGbOzs7pfbGxsYH19XZmq4sI0qT0Onwzc84I2p9UBDiKLh4XpZ8hiHJZ/Vu5nn0g5cMnBm4UQoZGIHygfvqUesVhMhbBms4l2u60CM0c4z+VyyOVy+my+TmiuTAWVxUCopGERh8PoRXLAbjQaSg9vNpvqayyQXNaPP/44VlZWDKGJabns18r1CILAoGtnMhkVcoIgMFKXNZtNfd7m5qb6rcszfvSjHwEYpdz64he/CAD49V//dd18K5UKXnvtNfVBZsqP5H4WYYKVJ7lcTin7Mh5MSRX4vo94PG74SctYx+NxXLx4UZ/Hqd1mZmbwwAMPGL7FQoEThYU8j6ly7G8udZI6d7td7XMRwkRhsru7q/3T7/fx/e9/XzeX1dVVpbCvrKwconZLPRqNBj7zmc9onSqVivrkl0olTYX22GOP4YknntBc2e12WwUjGQPOCGArxAR29FF2L+h2u4YfMAtv0k/AKFUaU8KbzaYKUaVSSYWrhYUF3QwlXzj3g4D9+oDRGPN6wX7SiUQiNHeuRPrmQxRHFg+CQOckp8qSa9g/jsH+yZx9gPNTy/xkGrYdJZyjkHNKLU7lwu+zrLkcFZ0PXpzakGn3dt5vO0Kr9H88HtdUfFwOcBClHRi5mtjrK7tc2Eoc9uXu9/u6ZrMiRTJDyDotfwNM5Zi4JIh7CdfrTuZPdri7+LA+qA7HQ7fb1fc3nU7rXmkbMuQMBxyOxcPrHLsSyrmOz4d3Sxg6Ko3VOF/rST7a9v3jfIJt4Xxc1HG7byZFCQcmKy7Gff+gv9kCdZigzftYIpEw9kB7L+bYKmz86vf7hvvUcDjUvUBSdAqazaaeD5mybvcdj42jkd//uO2Ctud5XwPwZQAPA2gD+CGA/zEIgnfomhcBvGDd+h+DIPivTvIsESbDNHXjFgS2mLBF29aASvkADlnQ2HpSLpf1pRP/ZBE0bMGC/a5tP2bW1CWTSUOYEP/tpaUlNBoNPcy22209MNpWLrb8sWVd/IrFktxut/VgWa/XcevWLV0oVldXVfCdn583DqzRaFQFF7bIDgYDI+UZC1qy4bFvrQj52WwW+Xxen53P57Xv2u02ksmk4UP6ne98B8DIf/gLX/gCAODUqVOoVCpG2jHuA0nXJP3MabquXr2q/frmm28awZME4svLfqd8gP/Zz36m1z744IP40pe+pPWPRqO68M7Pz+uzW60WksmkjkGv19P+kdRc/Hepfy6Xw8WLFwEADzzwABKJBN5++23tux/84AcAgO9+97sol8v4yle+AmAUROrVV1/VsXnooYdUQK/VasooyOVyWo+dnR1cv35dfbsbjYaOzQMPPIBcLmcoHDjfuWxS8jzbV07A74NtjWRtMivHJN2dsBtqtZr28cbGBnZ3d/W+crmsYzo7O2v48UpgMMAUdsUyymwWBvtJc+Ay4GDNabfbRv2BA59yaSP7rbNAyxp1Tkkl8SNYGSGf2+221lcE7bCgjvy7tJXXQoa9rjA7gAVtVl6lUiljDbLHm1lHwAF7JpVKoVgsqhWL19pYLKZ1SyaTqFarRipCuadcLiOXyxlWeIGk4pI+4TpOTU0hm83qO7a3t6d1TKfTRhowVs6wT/snSRj7KPd6h08Out2unmvy+bwqUjm2gs2W4vWFmUDAAWNNPo8Tyj4qHFdIPuqasOtYaGOjjA3bf9v+bdI9k/pskl/yUTjKR3vcb3Z9bFaafeYIY4kBIyGZldTMMi0Wi7pPdDodDTbLe3Sr1TLmGjMqbfaAs3R/snAnTgUvAPj3AH4ZwBcwEua/5Xle1rruLwEs0r//7g7UxcHBwcHBweH2w+31Dg4ODg4OE3DbLdpBEHyJv3ue9/sAtgB8BsB36adWEAQb+BAQDV6YT3aYn4od9dj2WRS02214nheavD4WiyGXy6l1LJlM6nXJZBJBEBgWcHl+q9VS/9q1tTXMzMyoxqxerxupprLZrNIS9/b2NKJzJpPBgw8+qFbUZrOJU6dOaRlsxeH2JJNJw1oViUTUAvPee+8ZffbjH/9Y/U+YZlyv1xEEgVoPY7GYWp9931fN4MLCAvb397WOyWRSrV9i2ZO+bLVaygaIxWJotVpGP7NFyvM8bYP4egPA97//faUBf+UrXzGs5OVyWVN2tdttbG5u6hjcuHFD+65WqyGVSmmfB0GAt956S687ffq09oHv+0pVZ23oG2+8gd/93d/VlF6f//zn1VL8W7/1W3jjjTfU0h6LxbR/ZmZmEASBWuaWl5eVbXD16lXt73w+j3q9ruOWSCSwtLSk/bq3t4cf//jHAIDnn38ev/3bvw1gZNHOZrMawV3GSMp48cUXtR/29vZ03ly4cEHrePPmTWQyGaWL/+3f/i0+97nP6bPZZ7fZbOq4TU1NGVHU2aLNsClyw+FQLfnxeByFQkG/M71d0tSJZbFYLCrNsNlsol6v633ValWjpjOVu1AoGO4ShUJByxBrtIxbrVbTMbWjiXMf+L6vdHB7vNkyDYzmFDNgBM1mU9OLSb3Y+sxp83jNicViRnn2msd+xoPBQMfK9plmtws70ngqlTJYPAJec4TuL+Xb9HOuVxAE2sfdbhd7e3tGHAGxVMfjcS1jZmbmkCuF1H9rawv9fl/fj3K5bLjb2BklbGu9vB++76v7CsdAWFpaQqFQ0He2VqvpGhTmgnC/4qPc6+8U7ncGwiTL2YexPp70fmbrSFpE2cv4HYzFYiiVSsokm56e1t+azaa+X+KqI+v29PS0YXH0fV/XKMkGAxyMN6+J43Aca7PgOFZh+4xqn015H+Tf2D1SruO1k5lOg8Eg1A9b2ipr+jgfbZsRGhZTJYzSbn+3GQWTIoPbvt52W7nssDkn50Mps9fr6Wdxz5LP2WxW9yRJYwmM5lYulzP2VI7N0mw2dT4VCgXtC84EY8eFAWCkz+R2c9uEcSpt48wV4/r6g+A4ZdhM4OOwDI7ztzCGwQeF7TLwYfrmOHEKON0g4yTt+Ch8tIu/+H/P+vvveZ733wDYBPDPAP7nPsJHTQAAIABJREFUIAjqYQV4npcEkKQ/5Sc9MCyNlw17MWOID4+dEgsYLfDsNyiHM/mNqTV2YCKmpQ6HB3mQ0+m0Hqij0aj6AgOjxUA2k+XlZWxsbKhgxAdgOVSHTWim5fb7fTSbTc33ur+/rwLm5uYmPM9Tv+nV1VXDv4V9WtgnUp4vENooACPXJefeld9EEGq1WprrmsdAxorL7/f7eviu1+sadOyHP/whHnvsMX0256TudrsolUp6gE+n0yo0Ca1cniH5vqWOskmLIMqB5KSvvvrVr2J+fl7Tny0uLuLBBx/UMbx165b6OPPmuL29jenpaSNXuhwy2Hdb0nlxXmWZP9VqFa+99hr+8A//EADwz//8z/jLv/xLAMDTTz+N9fV1FWRkIwFGFPmnnnpK2zozM6Pj2+12tU7ZbBYzMzM6D4vFotYjk8kYdHH+LK4CfMBiVwpB2ILO7x4rXVhJxHms5TfeYDl3diQS0XbyOyv0f+ln3/e1nd1uV/PTA6YLhrxvTIvn9HCiOIvH44YLA/dBtVpVYV6uZdhrBm+6kUhE5yW/H5FIxIiBwIcyXgeYim//ZlPqgINDVrlcRjKZDA26yEo1dvWQvuQgeZyejgONiVKTc6qzG4F8zmQyBhWe1yKBjAFTTiORw6nkuH9F8WWXyQHtxP1Fxotjash69gnFR77XO9wbyGazRjwI4EBJJ2cLYPQO5vN5dePi8wNwsG61Wi3Ddaff72u5EoSKXU4+yOH+uL6zYTTmcRRhm87N7Q5LVQbACC4b9pxxNPiwe8YJ18cRVsKExUnP4jby/jTuOmn3B6WMc5/LZ9tIxuDzsih7wuKSBIEZz4nbwYqNIAgQi8V07nY6HS1DDEPc/3KfyBcfRwr5OJ/9k/6N5SAbk367X3BHBW1v1Nt/DuD7QRC8Tj/93wCuANgA8DiAPwPwJEb0szB8DcC/vYNVdXBwcHBwcPgAcHu9g4ODg4PDYdxpi/b/AeAJAM/xH4Mg+Ev6+rrnee8C+InneU8HQfBKSDl/htEmLsgDuBly3aFgF794HoDDlrNx2jPvF5Epw7SgyWQSuVxuokVbNGesvWR6lATcEWojQwI4yW9M+e31elhbW1NNcC6XM7SLNh0zjMrT7/exs7Oj9OqbN2+qFebGjRtIJpNKnTx79qxBjQ2Cg5QHTJmxrUlixQNGlmO2sHW7XbV0VatVpVzu7e0ZgbM4sJJEW5d2S3A0gZTxzW9+E2tra3juudF0S6VSavmWVFxybSKRUCp0qVTSiMPAyFosdS6VSkr/CYIAnU5HLeHAyJINHNCJhKo+NzenVuRCoYDFxUXty8uXL+v4NptNDIdDtYzLWEo7xboqAfKkjt1uV8d3fX0djz76KP7mb/4GwCgQ2Oc//3kAwIsvvoiVlRWlo3/+859X+ny5XDZSSpXLZe2TK1euqAWyUqmgXC4rLf7hhx/GmTNnAIzo4alUSsfDpgFyxNd4PH5koBXpZ5lnYtFky6t8FquGjI8EXwNG4ysWU+kvGbdEIqFzPJVKodPp6HytVquGC0E2mw1N+yfWZrHEsuWVrcjSbulLpqvZgdI4eIr8jSnn3K8cdEWeKf8za4E18Ww1kT7nYIEMOy2YlN9ut40gkpzukC3FshZymjaOHM+0b3EPkD5gywH3KzMKOGq4tE3Ki0ajqFQq+u40Gg3tq1QqZaQhs2mLknJN+kCe02g0jGjkHOSR94CPo1XiI8JHvtc73DuQtRo4iAQdxriTvVD2KGGuAKbVWoJYyjvv+76R6jSdThtBV2WNmkQVPwr22XHcNWFWbP4eZgnm85p9dgujU7MVO8x6K98FbFUOq3MYwyesjuP6Qc66XC8OTsfnVK7nJKaB3Sf2s+1rw+per9cPBTVmNhfPJ2Hn2ZD9TvYyDogbBIGWMRgMkE6n9SwXjUb1bCL7aVjwZWbJfRxxHHr1uOtsi7gdBPWTsl/eMUHb87x/B+C3APwnQRActVG+AqAH4MFffDYQBIEPQJ3fmIYSJlhb9eByjEObDduvm30KpZxkMmlEoOVFnIVEeQZTl0U4n52dRTKZNA6XHO2w2+2qILC9va0U4Xg8jmq1qjmMP/WpTx2isIT5pjPdtt/vo1qtqtC0sbFhRM4ul8uYnZ0FYNK9giAwNsdkMqnt4efu7+8fSukkZYhgHSbQChWdIzzLb5lMBtVqVTdO9jlnGmu73cbly5dVuPY8Tzfs4XCIVqulY8OHeVkA5Xm8OCQSCaUCzczMGG177rnntPxkMolbt27h+eef1/EWwc73fSN6uSzIwOG873yY54U5mUxiMBhoBHrf95WKvr29jUuXLuEnP/mJjtu//Mu/ABgpCqrVqhEdW/J5b21todVq6QGlVCpp9Odr165p28TXWcatUCjonJyenjYiQ/MmKtHnw2jT0j7g4L1kijZTuBKJhCFci3JABC+hCDNVWdwX2M9YlAjpdFr97IXWzWmcRPEkUfY57gFv1uxf3Wg09DeOwi/zk1N9yLueSqUMSrWkDJNnc1/6vq99J+4rnLJG5qsdPdxOZ2JTvllBIsKnUNl4DOTZErGbU/sxXV/mUqPRQCqVMmjrfAgUH3GpP7+nrERi5SgL/JJKjHPJy3okY8+0+zD6vNSZBWam5EejUWM8+LAncTxs2PTETwI+ir3e4d6GKMuBAyWcvJ+8x6ZSKZRKJcOQwZRwNlzw2sDKRXFh4bOE7Zt9FFj4lO9hn8fdGyZMTPLbBkwKLa/pkyi1tj91WOYL+c2uNwuL4yjZ3JZJ7ZDywmj+/GxbIOc9ya7LcQXtScoNdjsTRTArx1l5zWDXNsm/zfs7xzbhlGDxeFz3MvEJl77h1JGNRkPrIYonlgE+DgijjYfNgTC3gUnC9rhrbcXQ/YQ7kd7LA/DvAPwOgP80CIIrx7jtMQBxAOu34fmHBO9xvi9hmkKBHbyHfZX5Owt69ovieZ5uEhLcCBgJjuxf1G63jUATvV7POCSK7+fCwoJhAatWqxq4SZQBYT4gduCFTqejAlu9XjcsTQsLC7pQSL5YKZ9fBA7U5HmeLjZbW1tG37fbbX3W7u6uYZnzPE8FnnK5jHK5rM9mv0fP8/D1r39drfDFYlGtjgAMa5LneZr2KggCnD17FsDIX3tra0sF3p2dHdU81ut1w4I+PT2tQlmj0VCh+DOf+Qz29vbUYt7pdPSeW7du4YUXXtC2zs3N6Riura1henpax1iCq/F4iFAej8e1jpKmSP7OPj/nzp1T63wqlcI777yj11YqFV3gq9UqSqWStiGRSODll18GMMqjvbm5iWeeeQYAcP36dXzve9/T6yR4mMQakL4cDAbad6I0YkGVNzIWricdXCall4pEDnJn93o9jS8g1lV5P0QoBw5YFlKXer2uArrEKZB22j5ktt81K87Yb6vZbOp4s/InkUiosqdQKBjvrAjJUie2SkvAQbnOTu/FAifXmdNe2f0sgdPs+osvPQck4s3NzjVrjwXnrGYhVvq11WqhWCwayhMW8tl3n4VdaQ+nPrTng7SL+1L6RdqSz+e1/Ha7rX1nB3Zjn7pUKoV+v6/fE4mEYd1moZ59tpmlE1bX+xV3e693uHfA5yQ5p8gaUigUVLkvzDB51ziwJAvTtoW62+0a5ysOnPhBLWj2Yf+4h39b4GSBFoCxh4SVHSaw2sJumGAsQqz9vHGY1B4WfsI+j4PUhQV+7n/7fG4LYWFndP48Tnjna/m3VqtlxLnh/UpYEcDB/GHlv32W5hSaHBuAc7mz4plZmLlcDvV63Zi3zPZiZhif/e82jlK62NfY14V9P06Z95vQfSfU7/8ewH8N4L8AUPc8b+EXf68GQdD2PO8BAL8H4JsAdgA8CuB/A/AzAD+4A/VxcHBwcHBwuL1we72Dg4ODg8ME3AlB+9/84v8Xrb//PoD/C0AXwH8G4H8AkANwA8A3MIpEeiIHmjDrddg1gjBtWZi1W3z42GpjW7TZ6jXu+ew/WqlUVHs2NzeHIAiM1ENM/axWqxpJu9vt4vLlywCAL37xi5idnVXa7tbWllpSpqamDE3wuD6QZwiFhelGqVQK09PTamWWFD3SziA48D1lGqfneYY1cjgcGr4vYn3u9/solUpqhX/ooYfUgr24uIjZ2Vn9nk6nDV933/fxV3/1VwBGWm/RbjcaDaN9tVpNNYVvvfWW9t2ZM2cwHA5Vcz4YDNQCvLm5iWw2q9/n5+dVo9br9fSep59+Gul0Wsufnp5Wi2axWMTm5qZey6m4yuUylpaW1E86EokY9OednR2dh7Ozs4blTK4Ti6PMyRs3bmi7/+7v/g4vv/yy1v/mzZtqcfY8D5/73Ofw5JNPAgDeffddpbfv7e3hmWee0XFsNpvqUvDEE0/oOO3u7iKZTGoU9eFwiEcffVTHgiNP25HAx9GG+N0TGrHMGaZpifVTymC/9UqlAs87SMOXSqUO+d5KfzE1i1Njtdtt47uk75M6tlqtsf5rQimT8jkKtfRdIpEwXCS4r/L5/CHqNUfkZ8q553mGDyIzbhKJhGFJYFpbEBz4t3MWBLk+LB2VzdCx283+dzw2vu8bFgGm1fFzxG2GKXZyHa+tUhdmG7AVma3iHG1d0gbKOibpvqRP2McukUgYKfMkYrGUKXXhTBPCpGCrTRj97ROAj2yvd7i3wZlUstksyuWyrpGlUunQWiPrYLfb1bWZsyEI7VfOUP1+32AZyp5g/zYJtpV0nMX5KNh0aNsfOWzdGHcWDfsu9bM/233HmBTtmxFmJbafFWbNtOtnW+HDrJ5Sr3FtnXRet9sU9gxgtI/aMUR4PHjO8D49HA4NlhWfcflMwM+Vsnk82O0sHo+PjRvg+75xlvg44k5Txyddd6/jTuTRnuhUFQTBDQAv3O7nUvmHFpWw4BNCpw6jqWSz2UP+wrbPBx8GmZbNz+t2u0bKH9kU0um0+mxImZx6qNVqqTCRSqVU2Pr5z3+ORx55RJ/LB3M5dI4TtPnl73Q6Wi8JBgUc0FrF97fZbBr5sKPRqBHUif07pTzxgRShgH2Ac7kcVldX1Uf43Llzh/qVD9KiDGi323j++efx5ptvAhgJ6JcuXQIA/NM//ZMKRvV6XesBjHyX3333Xe3zUqmkfZlKpXRRlXHm8RD/+WQyqQeCxcVF5HI5Fd5brRYWFxcBABcvXkQulzOEOVEwLC0todFoqNIlFovpM+U5Mnc45+/e3p4RTIPrms/n8Q//8A8ARsqGYrGo/VUqlXRT+OpXv4pHHnlEBdDFxUWlxq6urqLb7WrAvR/96Ec484sgZ5/97GdVWA+CAJlMRse7XC4rNTqXyxn+w/b8Y+WM7c7AeaE5nRgLO+LnLfOu1WqpT/b29jYikYjmfWcFj7goSFvlnQZGhz4OONfpdIygcNK2drttvAMydsABLUyuLZVKRp50eZbQ1HleyvokqePkfWO/a6Exy32cO973fWMOxeNxY+NnGj8r0vigKp85lgJTuVkxwevpYDA4pNDg2BS8ztTrdWPtZcoe0+Sbzaa6S4gbAtPMeY1gP0bOl8oxHeSd4bgBdkAcQb/f17VXDknimsBB/thfW5Q7fGDmHL6fFNztvd7h3kGhUDD2j9nZWWO95HWb3UHs9En8d3aLYbehdDptnI3Yde4kArMdXMzGJPpsWLAvEcDHpWxkQZufGxaga5KgHQa7PrwXj6P12tfZGEfxDvs+qV52ncLGO6we44RuBruksaIZMAOSifujzKder6fzVZTebAjguEy8z3AMEN4fJO6IzG0xjAEj41Cz2fzYCdqTaOIn/ds4hYz92wd18/i44xOlfndwcHBwcHBwcHBwcHBwuNO4b0KksgUEGJ+mYJyGkrUnYsngyNC2hY2Dl9laG7YgifaSg4BJhFy5vlgsGpaZIAgMyqJQxb/73e/i3LlzGhRsYWHBsCZxFMVxgQVEMyfaM6ZYBcEosrhompnWwxY6YKTVE0sQU9GBg3QI0lZBoVDA6uqq0o49zzOo9dJ+6UMJ9lWtVrG5ual1eP7557WOf//3f3+IciUaxl6vp0HNTp8+jXQ6rc+Zn5/HxsYGgJF2sdvtqqU0Go0qrXVhYcEItra5uakpvHzfx89+9jMAIyt7Pp9XrfrGxgYeeugh7bOLFy9qJHlOGdVoNJDP57WfOB1aNBpVKvpwODSCof30pz9Vauwv//Iv4xvf+IaO6draGn7/939f+/3UqVM6l8vlMtbW1owxuXJlFMPo29/+tlroS6WS9mssFsOpU6e0/5lazwGjgMPWz3Gaelvzy1Go2VJppwPp9/tq2W02mwa9mrXOlUoFQRBo/83MzCj1l+n/8o7KPBRrCAAjiJhcy0HNEomEjsHCwoLBxhBLtO/76HQ6WgazNjqdDrLZrFrd+dnpdBqtVkvfP363m82mQUtLpVJG5FOZg8I0sBk30q+DwWBsmkJm7fCzhVLHWnwBW9mTySTW19cN6wSnaOOAj51OR983rgdwmI3D2n5mPrB7T6PRMIKv2enCmPrO7j1CbxXmUSqV0vHl9H9CW5f+icfj2ue8Djo4OIzwqU99St8RofDKmsWWxlwuZ7h28LvK55Fer4dWq6VlSPpLKZ9dmI5j+bxTCIuqHWbRtunkfH5jRqVt9bPbM45CzfWx7510D/+dmWk2JlkfwyjBx7Vc2mzUsFRYk6zwyWRy7LW8x4lrHrs88hnfnnt2wFeuL6ezZSYV7/WlUkn3mf39fezt7emZgVlRR/Wr3e47gUnW6KOuC6ORn7S8+wH3tKDNg8aHdnuh4hdB/s4vCnCQEgY4OLSFRRYPgsCgXnueZ/gaNptNfYGYdlqr1ZRmKgKdRJp+6KGHVHDc2NgwaMD5fB7z8/MAgLfffhsXL17U6M+FQkHL9H1fKb7AiO7C1EwRWiVioggrOzs7SnGenZ1Fv99X2nomkzHoWJzWIJ/Pq6AtvsdS/0ajYdCw5Z5arYaf/vSnSvuORCKaqmxvb0/9fYFRHmf5rdVqod/v66H3H//xH/XZ8jdpJ1Nsp6amlOa9uLiIvb099TO+efOmtk2imEtZjUYDDz/8sJbBghD35WAwUOF5dnZW6UfASJgWf2fx5ZWxkTGTcWs0GrqBcBT4lZUVI5oxR9C8cuUKXnzxRQAjH9S9vT2tyx/90R/pe/E7v/M7Bj35tdde0/n60ksv4erVq3jttdcAAGfPnlUa/tmzZ1Up8dBDD6FSqWjbisWi9o9E0mRqniiGpI9Y8cGLrMyRer0O3/f1fcvlcqpMGg5HeVVlXszMzCil/datW1haWlI/eVb4zM/Pa0R0GTspo9VqGTTyVqtlpNzi1H2s3MhkMqqwSKVSmJubMxQHMtdsgZZzyOZyOa1/oVAwomAz5VzGXK5ttVpGKjlWbgyHQ51bhULBSHPGdDWmledyOWQyGZ3bnucZtHhWPjQaDX2ezFV2k2F/eI7wymuqjA9wIKjKXMtkMrqeij+lvCMcGZ1TrQldntOtMf00Ho/rQbtSqRxy65F6ch8IbV32hr29PV1L8vm8Xidz106fI/VyuP1ggetewEkOiXeSIjmp7NvRn+zLamc/yGaz6naVy+UOpQ8ME4QBUzjiWDC2MlaEbblOlMTZbNYwcnB+5DBDyzghdlwGgXFUdmkbu/JwnIpOp2PEH2k2m1pHztzB6TClzmzosV1oWJGdTqcNY4jUUWJf2OdlKUPusVNy8lov8TjsFGtSHp+7q9Wq7jusQJY+lu/JZFLPU2FjYGOcHzuf1znOx0nypp86dUrP7qwcb7fbhutcEAS6x7IALu5M8t1WQkcikUPuE8DBmVnOi7bLgsSM4mcAo32U3ynP80INGawUlvrzGLIcZSvVuQ9towm3m88tNv3fFrbZ3cNWGoW5QfD5kp/BCItGz24nUr4dSyjMfcJ+jhgg7WefZP28d3YuBwcHBwcHBwcHBwcHB4d7APe0RZu1WHawizB6gp0rm6+zKUqs/eDPogFiGrhYY0RTy9oo0TiJNQoYWdHa7bZqYDlARqPRwNzcnGoYz507p/TnlZUV1Go1wyIs2q1z584ZGkumVUoANGBkwW40GlqvWCym1qNut2sEZmMtmN0u1i6z5UoCO0j9Odja/v4+tre3tb/W1tYMjSNbqPh5kUjEsDyxJkpoaMAB9Z21p2LhvHHjBvb3942gc1JGvV5HpVLR32ZnZ7XtHGEyEomoJVPqIdZbyYUo7c7lclp/yQ8u35vNprIA5ubmDEtvrVZTTedbb72lf0+lUohEInj11VcBjCKBv/POO1rfIAh0HM+ePattq9VqyGaz+OEPf6hj+vWvfx3AyPq2s7Ojluu1tTX85m/+ps4FodZvbGzgc5/7nAYdO3XqlFr6bMviJEqYTaMTiCaWI0OzawMHywEOAsjF43HcvHnTsGLLb1NTU5iamjIsjMIkmZubM4KZ8FxOp9P6bkjAMLk2l8tp+alUCu12W8dxb29PKfmsTZY2hUUbFRcR6RMOviXWAh5HQTqdRjabNaiY44KzeJ5n0OllTLe2tnDjxg0jIBGPoeR3B0YafVmfJA8p5wDlQGAcQJItI6yt7vV6qNfrOh6shY5EIiiXy5prvlwuG+4ttqZffrM18bVaTceDLS+yfodR8ofDoRGQjnOuCuuC+5sD6RyXDufgcL9AmCMy59vttr47U1NTWFxcVIu2TUG2g5wxVbzX6xkBZdmCx9Zt3jeZOs4BYgHTQhhmMQ2zah2HssvXy9lEns9WZVk7pc3yGzOM2GIq1nhuB/ePbVm06xZmcQ9rA5+Zj7NuifWW11LeB9i1Sv4GmONmW165nVKncfWaVMdJFs9JFnL7PtlTmeIv53MpR4KeSR3tsbBlEQH3DwcmjcVimJqa0jJrtZo+W/qHs3LY+7TUyabI85zhYJ6T+ob3MtsN1x4b7sNxrg9hc5GDHdrXho132Jzn32yreJh128YkOZHvs8v/oLinBW0RgHnxtDvXfhFssz9TCdjnjuk/fN1wODRoBIPBQA/BIvjz8+TFnZ2dNSgyvu+r4GIL+aVSSctk2uny8jLi8bgKW4lEQimjp06dMiZZp9MxaJwcDZvTgvX7faVw+r6vn6Uu9ssrmwQfPNmfpV6vG/RnfgHr9Tp2dna0H2xqFtPJuM+BEWVYNjOmbdpChvQ7YAon169fx7Vr15QezlGoJe0CjyP3oywMrVYLa2tr+hxefNvtNrLZrLYtn8+rIqVcLmtkcGCUYmtpaUnrn8vltF6VSkXLaDQampar2Wzipz/9qf525coVY57/wR/8gUak39rawrPPPgtgJJTmcjk8/vjjAEbR0R977DEAwNe+9jVks1kt55lnnsETTzwBYBThXubZ448/jscff1wFo1arpX7q1Wp1LIVG3r2whY8jfsp7yd85dRUL8rav8o0bN5Q+6HmeulVMT09jampK5yhT2FOplNYjHo8bPvPyzgAHghzTleV9k0joojTa3NxUhZh9AMnn8/qusx+/7/uGIC9tkGdns1nDX9xenzjyN2+Kcl2j0cDW1pYK17u7u4YLSb/fVyUL10M2cHkXO52Ofo7FYsZBcjgcHvJlk79Ho1EVhLPZrLat0WgYLivtdluva7fbqNVqRgR9putL/8sYcLvlfS6VShgMBjpfZRykXvamLW3xfd9QYMRiMSOGhMyZbDaLQqEQSh0PS5fm4HA/Qg79vBaI4m5paQmLi4v6XvM5JggCQ7nJ559oNGpkgOh2uyp0sADe7/cNYSWbzeqzZM9hheNJIzrbrgqTBBJ5pvzP9GFRpkp/cVwajtfBcYBshAk4Yc+eJIja14xTek9CmCDMCgUeH85Qwy6Hks2HY6SwoWScADeJrjtJwD1KgWD/zhRozhTCZxc+L7C/vZwb+cwrY8/RzwHzPBKLxVAul/XZfK6UPubvLAhzH/PZRX6X8vksbyue+Fo+X8leexz/fc4iwuXawrPdP3zOsOP2SB3z+byhdLFlBFsRxfWbJGzbbQm77ihq+XFxTwvak7QNPIF4IG3NRZhfh1hi7CAHfB8LxiK0imAtL58cpIHRy2nnkuUyxBpZLpcN4fGtt95SAXNmZgYrKyt4+eWXAYystOLDOTMzg7m5OSMHMGt7ZRPKZDJotVp6+K5UKmqhlfvZd1L6joUdwPT7rtfrep3433CwIekP8VnnvuT+l/vlO79YuVzO0ORxXVgQ4iBtPE61Wg3Xr1/X/rpw4YIKvrLQcVvZeiV9t7m5afzGCoZ8Po9cLmfUX569vr6O6elp9cFZXFzUvhPfcREK3njjDRUWn3zySfXjr1areOWVVzTF2fT0NP74j/8YAPDqq68il8upcH316lX11+71enjppZfUsnD16lX86Z/+KYCR4mZ6elpToH32s581hGnZaMSyx36z0gdh7yAvlrx48m+cH1X81mQcmW0g7yErWSSGwO7uLtbX1/W3zc1NncsSrEz6ORKJqOKD8z3LJsa+Trxhs8VGAptJH/BmwEHamNkgKbZEWOT1oV6vIxqNGr5fUl46nUYqldL7OOaCbF7jNjOe16xFj8ViunlKijOxyNuabN542FrEFgjpL/Zvt9vJcQlk/gwGA5RK/z977xoj6XmdBz5V3XXtqurqe8+le27NGQ4pUiJFDkWTEm8iRdGS4TiJkzjJygmQi/8ExgJZYI0Amz8LA8Z6YQvIApsYcWwFtmNHoiPZkiyKlEhRI0rMkBzOkJwLOTPdc+vu6Vvdr121P0rP6ed956vmkCa1Guk7wGCq66vv+977+55znvOcvLMGaXvVajWbK1euXLFxMTU1ZQaq4eFhh4iPBw6+e2Jiwsqyvr7upBbTfms0Gk5+VM2/raiUjY0NU/71Hr/tQkU7lJtVdF7fiBKWTqedWNZsNotdu3YB6JFDxuNxh8tG10o9i/nxj3788HaKJNeGXC5naw2frekJdQ1kefo9892E5wp17igvhkpQbKfG2+p+yH2BZzflEdFn+Ar58+DDAAAgAElEQVSN7le+R1vPwf3u07L5e4te81FWrDv/17omEgkzKNTrdfsd12TWzb9P+0rRUtwb1ZDrlzHICKHjLgjJ4I8DJUBmu/sOJ3VOKLoykUgEGgeA6zmh9BqRkiyn8osQJeuXm//r2VfPzGq85zUawdh++qwbUbS1r/xzXz9Fm/2k7UwDO8e/IlbUQaFnITXI+B5nPWtrebVv/HIFiZbxRtEtNyphjHYooYQSSiihhBJKKKGEEkoooXyAclN7tPtZ33wIikKbfEuSD8cErofxBMUHqPVJ0wD5njqNoaBnlGl9FA5Cb1gikUAul7Mynz171n63srKCkZER7N+/3/6mV2h6ehrZbNaJGdaUP3wGPTa0Nmr85eTkJOLxeKCHrd1uO3FEnU7HntFqtQyCuri46FhjO52OXVtZWUGlUnEschqXqxDYVqvlMCT7jKZqgaOFmPFdaqVjnzYaDRQKBWOVbLVa1k+E/NDil8/nHWssn8F0SAo7Zr8Rrqr1puUulUrh8uXLBtl+5513zFp49uxZbG5u2nMefPBBGyfFYtH6sFQqIRqN4tOf/jSAngWfrOO/+qu/invuuQcXLlywa+y35eVlnD9/Hr/7u78LoAcdJ4v95z73OfzlX/4l/vE//scAeuEHly5dsroR2XDrrbdarDSwxVxP0bmmVnrC+3QOBMX9DgwMIJVKOdZu1jubzSKdTjus19qHGxsb1l6atq5Wq6HVajmWXT5f25UoFF7T8IhOp+PAxwh55GdFvTD8gJ/VKk+kBd/N8VMul5FOp500Wgpb1vGbzWatXLVarS8yROdQOp3GxMSEPVM90xsbG6hUKuZl9j0jGv/ox1f2QwUpnJ3s3RqPqKm/NHY+mUwaY7uOF/995XLZ5hQZXIOgee12G4lEwuF04DPJ2K4hBepNX1tbs7GQzWYd5lx6tEulkgPl1zZSz3ooodxM0m9N7+fdJlSYe9nMzIxxKzBDB/fRZDJ5XWaYfuuL/50f5qe/5XqjYTZEKSkk+Ua8Ur4ny7/Wr314nWXUdcFnHW+32w4jtnpbdd/UWFw9h7HtlBXc92grjF3L56/x2j7btYnWxT9bq4dTy+Jnm9B9QEMZNS2j1oHP7AcLV49qUN2CxB8/PnxeQ52UF4Tp5oKY67Vu9Ab7GS74PEX3KaqO9edeo1lbiBhRPiRlp+c92qb+u3mNiL4gr3vQ+YFoPO2PoM9A7/zbDyHhl4f1Iyxe4e/KZ6DnAP2df65gufkMis8p8G4SVH7W9W8rN7WirZ0RFIfNv3Xh8RXtIOg4GzYoNYA/gJiOhp99CBDfrYojodYcHBsbG7YhDQ4OYmZmxiC8mUzGlJP5+Xl0u12Lt11YWHCIzJjii8/RvK9KqT87O+ukDVKiBa1bpVK5LgaEylcul7P2qVarpkyz/QmlajQaBk9lPC8PwLVazRnEfhwLCeR27NjhKNp6wFZIDGNWgogq2A5KdkHldnp6GgsLC7YAJBIJ5xl81+7du9HtbhGYtNttO7CzfFygdeO8du0aNjc38fLLLwPopcsiNHZsbAzVatXiq69du2btU6lULO738uXLeOyxx+zad7/7Xfyrf/WvAACHDx/GwsKCA5X73ve+BwD467/+azz//PMGh52cnMSBAwcAAN/61rfw1FNPmeJ6+fJlG0+RSMRgunfddRempqbsd1QQ+Zntqf3I/7U/YrGYE1ZBicViRvAFbIVusLzRaNSIrWq1mo2L3bt348SJE1YGjdOrVqtoNBo2Nur1upMnXeeoplbR+GqgN2Y1RZhCtTRmO5PJGGxd20OJyPi3jt3BwUGbU5lMxoHUdTodB6Kv8XC6NhEmD7gpttrtNiqVirPGaT51NZCxr9hW9XrdmcMar+2vqVzHmLeb7x4dHXXIDdXgkk6nbQ0aGBiwdy0tLTkx4brxa0w568L2HxoacoyHatBLp9POuxUKSGOQloPjPJfLOWRFfBdznvr7BesZSig3m/hKh0J4+8Xz1ut1pNNpO8DPzMzYGs7QFK7HGnJCpVXXQc5VjXllOTTWVPcZ8msAwSmkgowF73Zo3u6A7Z8j9Syocde+8ujDspWrR507Gs5Sq9Vs7Vcjt69M++UI+l/Lod8FxTLzzKT97cOA9d2qeOk9fuyytqkqTXqfr7z5kHIATlhgv7ppGbczjvjfqbKqHD66HwEuJFnDQ5mWTp1TLGcymXR0A3VW0NDPuaJkrVQq+dtcLmfn1FQqZec1f8ypgZrnDJ/DgG2l7aRORg0HDRL9XmPb9bnvNib9uGyfRFa/53fajvzsc7CwTv0MYtvV50ah4+9FAQ+h46GEEkoooYQSSiihhBJKKKGE8gHKz4RHOwgio38HkWnQeqaQCd+j289LrlKtVh3LhnpIFELabDbNc9Vut3HlyhXzPK2srJiXrlqtYmVlxcoyPDxsZTx9+rTjKb399tsdL9TGxoYDf+bzCX0BetYzZcReX1+38q6urjqWNYXxVKtVx9ql14AtS+P09DRKpZJBPDc2NswL5VurGo2Gw5RIqArQY2lnGZn6QCFkSl5Fb22n03FgJdFo1OCeyvZJYbuOj49jYWHBrHLVatXKn0gkrG7xeBwrKyt2/7Vr1+x39XrdrIt8N63t6XQab775pjFPF4tFzMzMWPtEo1GDzk5OTlp7JRIJ3HXXXVZW9Vb+2q/9mrXn8ePHMTIyYoRn3/zmNw3yfOLECUxOThqi4aMf/Sg+//nPAwCef/557N271+B+L7/8sv3uscceM893t9vFtWvXjGAtnU5jeXnZ6UuKeoRpbVS4tXq3ac3PZDIOE3itVrO2JNSX11KplI2LWq2G119/3Umvp5bvVqtl86pWq5nne3h42MaCvzbU63XzODQaDQcO7c9nAFbOHTt2OJ5XPr9cLjsQymg0al7lsbExpFIpu69arVoZSSqo6Aktq1qw1aM9MDBgZHGEtrMNNEUeswZw7jSbTStjqVRCsVi0/mFbshxE7ujfrKuy+2YyGfMO+2ukwsd1Pdrc3ESj0bB5q+/SfuK84TMmJyfN41yv11EqlZz0LHq/hvGoBbzb7aJUKtl8LxQK1nYM6QFg/cnf6fNDj3YoPyuixFMU9XaOjIwYQSvgkqfSy6SeOX0u0/8BvbWB3ltNBcX36fz0CRs1HEU9o7pWB3lo381L5//GD4lSr6Aij8iwrVky+DvuT5rWUCHhmuJV210Rdqy77gVaDvX6++fgfmfh7eTdPPw+SzSfT6JPoDcu/HvZXv75wUcw+N7uoDHpl7UfAuPdRJ+vaCn2B+vTbDadcMJ+GS3UE00vvoYp6TlV21lJy7rdLnK5nNOWvB6Px20/Z6iBfz5hvWKxmLX5dgSDqhMpaZ+Wx38G36+iEH+dS51O5zqkQhAkX9+loRZsS/YJz3WsW71ed8ZMEMM6PwehNrTM+rffRu9VfiYU7X6KtX7nX/Pz/m4Xl+3niNPfVSoVJ55DFw4dfM1m04Fwzs/P20BeW1vD3NwcAODSpUu4cOGCpXUql8sG4T137hxmZ2dx8uRJAMBnPvMZU8qq1SrW1tbs4K/s4RoPOTAwgHq97kxWDtK1tTUMDQ3ZfQpXLRQKKBaLzqJOpWxjY8MO9/V6HeVy2a61220nTrrb7do17Qc+lwfbPXv2WF3K5bKThzyRSDjxvISgMm6cynAqlbK6NJtNFItFOxx3Oh0nlVkqlbL81Vr+TCZjz2NMKxWSCxcu2GTN5/MYGRkxBWFzc9Pi5w8cOGDQcMBN9ba2toZyuWzP3LdvnwMte/vttwH0GJdnZmYsDvuHP/yhQfIfeeQR5HI5GwvtdtvG0z/9p/8Ux48fx8WLFwH02NZZt3vvvRf79++3fNzaH9Fo1GK5Gb5w/vx5AL0DFtuOhwbOMd1ACEf2QxPYb9zI0um0Ax+u1+sYHx+3Z5TLZRtDCkcul8uYmZmx/lEIH+MHFWKkYQPK9qow9kKhYGO5VqthbGzMOTTxecyvzo0umUzaOsAUd6yz3wace9PT09jc3HQUXPYNx7XG6XGsEeKmoQIayqKZB7Q/ut2tOGk+l+VUY0aj0bgO+sj5OTIygmazacaNer3uKOF8RiQSwZUrVxxuCI7P6elp5PN5B+qpacZGR0dtfquhTuOiy+UyNjc3rT65XM5hPNewIDWG8rDLd/trvrIol8tlJ2xA04xpNgtfEQkllJtZtoPY6uF0dnYWExMTTsylhuQAWwZ4hdFSSfYdG/ydHz8cpEDxe03hRaGBURUgH1b+boomFbsgxYKxpfp8rkMsl7aDron6vyrohIvzs2Zu2c7R817k/axNfqilv9ZpmJiu/+Vy2QmJ0nAm5VLR1F9UjIKg5EHKzXbw3n5QZb3Pv+azpiscWvdfTc3lx8jrc/VaqVRynFM+v4eGISq/CLOgKA+Kjgvld9FzgO5P7Detj+op+hyfWdw3zmiYVb/xtJ3jk0o/P/shB0Hs4b7CrAY8wE37p2PCHzvvBhv/IOZYP7mpFW2Nj9bB4Hu5fasZfx+JROzAqJ1Ha6gSc/jxeHy+Ko1UAqhg+ROSVphyuYxkMon5+XkAvYMn0zbt3LkTIyMj9tt9+/ZZPO/HPvYxvPTSS/g7f+fvAOgpOXv37gUAnDp1Cqurq7bp7dq1yyE8oFITjUaxf/9+U1w1ndHhw4dx9epV83CWSiXHs87YR9aHStbi4qKT9iidTtumoUpkUH/wWjqdxuzsrCl3w8PDzrtLpZLjMVZCCCpGyWQS2WzWif3SGM5oNGpK7NLSkpPqKJ1OWyqt4eFh6zf1kMdiMYyMjFi919bWTCE8fPgwzpw5Y/mlm82mkdatr6+jWCwaGdrp06ftvrfffhtra2u4//77AfSI0tgfd9xxh9X53LlzePrppy31VyaTwW233Qagp4wMDg6aQnL33Xfbfd/+9rfx2muv2W/VC3D8+HFMTEzg6aefBtAjR7vlllsA9BQqzes4Pj5uSlmn07ExTo+mthGfr4QuvI/lotJCUZSCjg9uyFyAVfFdWFjA7t27zdCieZZzuRxGRkZsHNIDCvTGDj3y09PTGBgYcBROP46ccyWbzTrpJ+LxuEPAw99ryisSlrDMmUzGNlE1ELDtNEa71WrZb5rNphMvrEgQ3/Dko3SUc0Itv5p+i2R7vE8t52tra9Y+TEPC+b66umrzT+PVYrEYSqWSk+tb89qXy2XHGk/xSU3UI8924fdM2ce/iRhJJpPI5XIOSaUeVADX4s4yUkFnfdQrwNSEQG/sjo2NOWMmKM1YKD9b8kGQ4vwkn/teRFEeXBv04Ml1e9++fbYHxeNxJ52mnrlarRYqlYpdq1Qqtp4w/lWJoXS+r6+v25zXOGxNn3n69Gns3LnT9luul/pZ1wruKfF4/DrlneLH+eq+oJw3VEaIIJufn7f9JJVKIRKJOHslHSU0DOgaxPNUq9Vy4tmVNE29dEy1GRRz3u32eGeC4qZZN72mSDPfUK77l/JsFItF2zN8p1axWLS+4nkRcDldiK7kWFDiUxozguYD38P7lMxWjcSsm9bzRhCubBs957N/q9UqisWiY1j1CcN4j6brVGQWU+z6JGv8nTri8vm8PTMej18Xu6711L7xScJ0P49EIg75r54J1Bivceo0UKuBLKgdaVDQ3/nIgyB0CR0QfJ+f8lgRHdrHmu6VRi5tL9azVCo5a5DvSadBi9cUact3c74GGRXCGO1QQgkllFBCCSWUUEIJJZRQQvn/SW5qj7bKdvCAfrE6fgyFxmmqJU9hEkybRStcOp12YiwVCuPDpOnBXllZQavVclgl6YmmdZGe3gMHDhh8eHJyEvl83piod+zYYfBhn5FT4yrV8tVsNhGJRHDrrbcCAJ577jmzsp07dw7T09NWn9HRUbO6Mbab9SkUCg5k1H9vEDSTsBFaxzudjsG1p6enkUql7JnqBR8cHMT4+LjFkyqDItN2sZ9isZj9TuM7a7UaBgcH7W+NuaxWq05qLq2TMiknk0m89tprhiJ44IEHzCp/8uRJJw3V1atX8eKLLwIAfumXfgm5XM6QCSMjI5ZGi8zG9Mx99rOfNYbtH/3oRw4keGpqyqx/4+PjVu9UKoVnn30W99xzD4CeV5ztmk6n0el0cPDgQQDAfffdhx/96EcAetC/+fl5i8UuFouGZqDHne1dr9eduGZ+jsfjzrzSeQNsWeApOqcUUqfWd72fUMIgmGEsFkMulzP0RzweN6/mwYMHMTQ0ZG25vr5udapUKua1BFzYHmOqgS3PKMujqeNoFebY0HRoCtEm0oCWbSIBgJ6XSCHOfviKhsVoHDaRAhqKos/o1xdB3hvNTOB7Y3lvIpFwGP8Vyqax4xpnH41GUS6X7b5qtWq/azQaqFar5oUfHBx0vGKtVsvqQA+6L51OB6lUytqkVqsZoiOTyTjt4MPkNHQg6LnqYWe5gK21jKnLOE58+Fsoodxsol5YesA4psfHx21f8DMr+F5gPYf5XkbfIxYU0kcPFfdpvW9wcNDOO8lk0rxa/rv1nbymv/MlqBzA1loHuKzpiUQC5XIZJ06cANDbN0+dOgVgi29Es0Vwbx8aGsK+fftsb9YQsXg8busX+S24DgUhMvtJPwi1/9n3kvrQ26D7eH5TyDw/VyoVp430czQadZBa+j7lM+FZgrw3jUbD9tTx8XFkMpnA9Zjnc/VUB0HHgyD4+reiIGKxmF1LJpOoVCqBz9dsOESd6RhSXUDjubXt1YurbcPvdA743no/Rj5oLAfB77VP/bmjc1HPD768X6i1j7jYTmcDrk/56Xum9dyUy+Wcs5ciSPw0c35cuXrF/RSjf1vU0c+Mor1dp/uwciB4YLIDK5WKk09alQLCPHgo1Y7lROJz1tfXbcFVOHIymUS73bZDbrVatXdtbGw4pEKtVssUqG984xu47777bENMpVJOLLGm6qrVak5eX5a/Wq2iXq8bsdXo6KhtXleuXMH58+ftfel02jEo+HG0ugESGlQoFJxrwBbMO5fLYXBw0ODhzOnN9mm32w6Rk+azHR8ft01eJ4+SuVHhUMInhfinUinrf1VOSKbAOuiirURyyWQS9957rxGX1et1Kz8P3wwBOHv2LJ544gkAPXjtyMiIxUmPjIxYXTY2NtBoNHDfffcBAF5//XXs2rULQE8R5mb+zjvvYGRkxCb8wYMHbdzNz8/jzjvvtD6enJy0OP4f/OAH+OQnP4nHH3/c6kN4+Msvv4zFxUWDzD/44INWrlwu58BhdUyqAkglO4jAhH2lMCWFpOlmpYuen4e00+k48dW6AU5NTTmkWhxbnBtq6GK5CoWCbeZ8HuumaaE4JnkgikQiZiRi3laWNR6PG4S9UCg4cdcrKytWjng87qwXunGqcugrg5o/k+leVLlW+LPGWPnx2/5GTCOFpjAJyu/pK++cH8qD4I8RP05SCdTq9brVZ3Bw0NqYJEnsU78+bKtSqYRMJmO/Yz1YNx+G5kPSFCqpbaLrN9/D+zT9XDKZdAwdfpuFEkoooYQSSiihhGb4UEIJJZRQQgkllFBCCSWUUEL5AOWm9mgrdEk9FOqx4Hf8vc8KzmsalE/mWSU/0DRaCstQsh6SDfGZa2tr9nlmZsa8KmSy5jNJwgP0PGrlctlgxnfddZd5w/L5PKrVqnkkSYIF9DyQPkSSXq6hoSG7Ri87PdO33347vva1r1m5Xn/9dXzsYx8DAOzdu9fKqDBNwCW9GhoacggtGo2GlSuVStnn6elpdDodI5kgMQnLBcCeOTo66pCn5HI5a2eFwgNbpFXdbhfFYtFJHcEyJxIJhyit3W4bnJcECkFQeyXIAHrkZfRWTkxM4I033rC6KXx4fHzciKxmZ2fx1a9+1Tyes7Ozdl8kEsHhw4fx2muvWV3uvPNOAD1Y///8n/8TQI+F/dChQzbuDh8+jK985SsAegR6mUwGx44dAwC88sor5on7/Oc/j5mZGQfeRHKWXC6Hl19+2a7l83kbh/V63WGMrVQqDtRX4Tgk3eI1bTufTEVRFgqj0v4cHBy0epJRUiFnClWempoydIZ6xjc2NtDtdh0iLWWEV/IwJZfJZDL2eXh4GKurqzb/lGyNHmYlWKO0Wi1DZly9ehWrq6s2ricmJgzCvrGx4cCeFJ40ODjoPFNZUBXR4dfbb3+2GUWRCMp4ruEwXEO1bprORMneNGWYQvuYOoxebB1PhODruqxkiu122yGNUSIzhfH7yAdFHuTzeXuGkvtwbAXBAEkoo+lE2D663iWTScTjced3ysYaSig3oyicNJ1OWzjbnj17DGU1ODho6BEiZHTd0owTSkpLUid9l4aeKfIlkUhYWIaiW7rdrp0TJiYmHHJUv/z6t37nkzPp73QtiEQiFqIH9OY115fV1VWcP3/ewoBuv/12C7/a3NzE8ePH8dZbbwHokXdqSM5TTz1lda3VarZejI6O2nkhk8mg0+nY+xQi79fHr78fHrkdbD6IoTnomdo+sVjM1nGyZQOwMKEgwq1EImHnIl0rgd444TWWnXtssVg04tlisegQieq4IJGV7m39IPD92qPb7TrZNjRsYGhoCMVi0TmvaDgh5wPDoXSMcc+u1WpO3ZWkzQ+d09Apv2801CwajTrn7n6oXp+szJ+HQYRx/nV9P5+5Xaq17WS7EA8f0g5shbVp+RUFqGhknW+pVArZbNbOwpVKxUFpKomvjklFwHEN87Ow+O30bnJTK9o8LGojcVBpY+hC5yvdCinUxmw2m7ZoaHwq44+VoVPh6N2um58tKLYgn88jlUoFDioOGioFyWTSYMBzc3PXxSlpeiVVrlkHANcdyrmQAz2F7Zvf/KZdW1paMqVvcnLS6lKr1Rw2Pk3XEQRzZV01xpKHWN5XKBTs2uDgIIaGhkwZHRsbc1iJlXG0Vqs5ipLGWvsbqMJryQjKawq71zyWLDeF97Tbbezdu9cYRiuVirX/3r17sba2ZrFam5ubuOOOOwAAf/iHf4jh4WFj/j579qwph+fOncOVK1dsfI2Ojlp/PPfcc3jggQcA9DbzdDptm//LL79s4/q2227D22+/bfV56KGH8F//638FAJw5cwYPP/ywQdqLxaIp2p1OB08++aTVb+/evTYOa7WaPa/VamFjY8NJpaKfNSeqpp9g2ymDu6ak6hcny5RY7CeWgX3A+8jkqc/X+a39GI/H7eAyPDxsm3k8HketVnOUSta7Uqk4bOjJZNIOBQylUIWNxrFCoWALOtl8NUaNZeQY1gWb45Ux2Rqb7sewBx2o9JDBDUnbRH+n7eqnKdFDsoYD8HCoBxJVQBWKPjw87OSG1QOJrpvd7lZMO9dlNfL4BxK2na77eujjnNR4Ut2Ytd/8A0qr1XKUeY0f1EOkwvU1VjHMox3KzSpc2wYGBjA6Ompx2aOjow7XgkrQugHAWT8Al804Eok4xq5Wq2XrBMOE+Fs90GvWgtHRUUcB3S6GMij+NEi59j+Pjo4ax0c8Hrd9/9SpUxgeHjY+kD/90z+1tJunT5+2FIVAb01UvpS/+qu/wkMPPQQAjjHQj+3d2Niw/UFDdyhBZ8cgdmrf+KDfa9xvP+VB9xOGOinPDa9x3eS+p2XWM0G9XkepVHIUHvYjs/TQgJJMJm0NJxM+x8DQ0NB1a7rG32p8eD9lW5XIbreXkk0Ved1rlH9E20vP2wwr1ffxbEJFm/XWPZWKnZ4z/ZRXuvfrGUqzsvi6h9aZv9H/gWBWcH8++GGCWi59x43GMSs7uT9mte2U00WdIapDaPgW/+YzyJnEPq1UKo4eV6vV7G/fkBLE6v+3kZta0Sblu++pDhosgGtNo1LsdzqwtYBwEJdKJTuka+5WoDfh1YujaRrGxsbMs6XphTKZjEM2pXmomeKHKTTOnj1rKSw6nQ5GRkbMkhqPx20RZw5tTvx6vW5lzuVypowODg4im83aoXdwcNCs1deuXUMqlTKl7Bd+4RfMqk1FlIusDlpNiXTt2jXEYjFHUeLvqtUqRkZGrB1GRkacWEz1fkciEVNOhoaGnHjPWq3mLB7+5GRd1TBQLpcxMjLieJ78tAKq1PDdGsO5ubmJ8+fP29/1et28z7FYDJcvXzZl6+/9vb+Hd955B0Av3/ns7Kz129TUFL70pS8BAB5//HGMj49jx44dVi4+48knn7TD/X/4D/8Bn/zkJ62eb775pm3YKysrmJubMwXj93//902R/Of//J9jbW3N8RBo7Putt95qCIOZmRlbuPyFs1gsmhGk1Wo5OYt9PgM9zPhkNn66Ef8z/9YckGosq1Qq9pkbOMfo8vKyc1+lUrF6DwwM2DjXsUQyPfUWc24UCgVL0cZrrDcPioqIUQIfrgE0arFNNAacG4BuGrqJ+sRoOj79NtINV79X8T1Heojy36fEb/os3eT8MqvHmXnSuR6pcs4+5brQbred9C/8jvVWYT19L4+OO6ZV8Ql4+Lmf15njjNc1bj0S2SKL2tzcRC6Xc7z8Og5CCeVmFM6TkZERy5ENbKV1AnrrBucevUxBTg0/r7KicGj8U5SVP9+V7JRSKBRsD1LOm/cqvjKpioTWZX5+3ur64osvOui1P/7jP8arr74KwE1dNjo6ik6nY/VZWVlx+EDuvvtu4135yEc+YmXwCT8bjYYZ498L0aKu46rE+KRaAJy93jfABimVVAD9/Z3PUuOjGtJJlAb0yEAXFxdtPFWrVevj2dlZTE9P21k4l8vZOXlwcBDr6+uOQqX7jiqZvvGH4hsTVCH3xU+BpUS9uteog46G/n5EZ75RV/d6LaufJ1r3LFUkiTDoJ37ddVz4/RvkVeb5gH/rvqlnKB0TNyJqNND9vZ9nXfdXlksVYf9swbpQl+KZTRF3zWYT1WrVId7jGPXJnD8IlFoYox1KKKGEEkoooYQSSiihhBJKKB+g3NQebVog1DJFGHOQt0w9Ooz9pKj1jxAWhVNouie1uqTTaSflgFrW1IJSLpcNmsW0BS0YmR0AACAASURBVPQkKgyGsCnCtk6cOOEkkz9//ryl5lpZWcHMzIxd47MB1xujsBd64ejdK5VK9rlYLKLT6ZhH9a233jKPLS1sfH6pVLK6DQ4OmkWX3mDCrKamppz0Z6Ojo+Zl3LFjhxPf6TNPa1xlLBZzoEH09Ha7XfM00WJIC5ZaHv2YMY1lJTyYZfFTvbFvBgcHMTo6avddunTJvJ9DQ0M4dOiQlfHNN9+0WPrJyUksLS2ZNf7ZZ5/Fv/yX/xLAVtopjo0zZ85YW5ZKJQsboIfw29/+tl3Td6tV/ezZs/it3/otK+Pi4qI9//HHHzfW9Pvvvx9Hjx7FL//yLwPoeYSJnvBjYLvdrjMGOI9oNQxKjaZeVuD62CCds75FVOFpm5ubVtdSqeRYUqPRqGOJ5LVms+mkT8nn82Ztb7fblkplZWUFxWLRYSv3U8BxbnU6HYdNnHVnWRgPXq1WrQ2I/OB41ZRzTAeiMHa1UGs7x+Nxx1PdL77O90L7YSx+O2v8ozL0M40hReOkfSQQvU8aJsDfcczoGkR0DNtEvQB+CI967qvVqhOSouXSdhgYGECz2TQ2fYaGaF10H/ARMeqV0z2AXph6ve7AW/2UaqGEcjPL6OgoxsbGbF7omquxq4RzBoWQ6VoMuGgX/lbjIzVsq9vtOjG9yrnCsCdFFQZJEIyaz/bne799KJ/P4+WXXwbQm/Ncp7/85S/j6NGjdkbbsWOHncO63S5WVlbMG10ul22dOHHiBC5evGjtsnv3bgf6yntYPs1OEVS/IPE9of7eG5TBwQ838r2K2iaahUXbTqHbgJu2Sz3a58+fx8LCgu2/lUrFIPj1eh2Li4t2ftN47V27dmH37t12dtQzN/mDlDPDDyHj5yD0HEW9xcAW78ra2poT6umHHuk+0Gw2bQ9UrhmeX9VrrXuevlf1F17XvVi96YoA9ce8llH7UN/He3z9iff5aIog6Lh/pvDPJ74oZ49f3qCxxfbwkSj9RNtV9QhFc/JMqWXh86vVat/2eb9yUyvanFDvFqOt4g8+bVD9jR74FC7Z6XSc3MrFYtEgVlSYdVJorBEXByq0jOPZsWOHHdI7nY6TgkkJvebn5zEzM2PQ7scff9xigw4dOoTl5WVbwBSOmc1mbdFguiEq1xp3Ojo6igsXLlj5jx8/bhvI0NCQE0ekB1SNrb7jjjvQbDZNQdy9e7fBouv1OpLJpBGFJBIJq/fOnTsdchOSwgE9aP3k5KQDM+fCXa1WbfH1J7g/ORS6rLGrVBDYDkqaQGWI5a1Wq9bmJFtg283Pz1u/jY+PGyyFcOf/+B//IwDgX/yLf2GH9ttvvx2FQsFgaBcvXsRnP/tZAL0Fnm135MgRLCwsmFEhk8nghRdeAAD8yq/8Cnbt2oX/8l/+CwDg0UcftTqvra1hfX0djzzyiP3NHN6rq6tOqAPzWLLtNMZKc5e3220nNdPAwICjjPqkfCpBhzL2hS6yqkzznYCb15wbHuPoIpGIEzrB2H7WjZC0dDptfXPt2jW0Wi2rTyaTsc8TExOoVqtWhmazafwIzWYT+XzeMQZR4vG4zb1cLod6ve5sZBxbtVoN2WzWURo1PrhWq9maMTY2dt0mrYcctpdu5gqvC+oL/oaiMGntAyUT82OjdZ3UWLxoNOq0nW7QrJuS2fh5czXEIAiez3R8CvPW9m+1WtbHPlxSjahqfCXcUYlQVDS+S9tEFe33AvMMJZSfJqESm81mHWWl0+k4nBy6DvE7/k6VZ91DfMO2zjufeJapMoHenkuSsHQ6bfst1/73GkMZpGj1C2EqFAr27pMnT+LZZ58F0FMWf/3Xf932idOnT9vesry8jN/4jd/AP/kn/wQA8M/+2T+ztWnfvn2Yn5+3M8/S0pJD1qmhKLFYzInnpQQZEPRs6ucG9hVrVUJUYfPXuqBz8cDAgO2rQG8dVGNpqVSy921sbJihu9Fo2Ln0nXfewaVLl+zMVq/XjcR1YGAAc3Nz+PjHPw6g56Bg+29sbGBxcRGHDx8G4PKxsO1U6VSnjNZpO0XbP+fzLFGpVDA+Pu70h/LXKK+Knjl1XyP5az/YPdvQl6Ac6tpv/QzUWjfu5TqH+3GJ9Aur8EXHkg8BV/Fh5XqfP5b78QtsNz79PlXIvy96jb9X+D7bZ2Vlxfb6D4pz5QM/FUQikX8fiUS63r9FuR758W+uRCKRWiQS+W4kErn9gy5HKKGEEkoooYTy4Ui414cSSiihhBLK9vJhebTfAPBp+VvNAv8bgP8VwK8DOAPg3wF4JhKJHOp2u6X38hIyXyu8hbBf37LEa7REkYDDJ3MAelZUn1WWHiofglwsFs2jtmvXLsTjcfNWbmxsmEVErU0k5uIzO50OHn74YQDAd77zHUxMTJj1LJ1OO7Dyl19+2SDnP/zhD3HXXXcBAF566SXs2bPHvN2HDh0yiLlaOckSTG/x+Pg4Pv3pXldtbm5iYWHByrq0tITnnnsOAPC5z33OgVcrLGbHjh1mDVpfX8fu3bvt2u7du80qRyI0Er1Vq1VrY3rRCO3I5XLXpcFQQi9aCjc3N83rt76+7pBNKbyakH7Cs+gRYz/t3bvXIehQS6FKLBYzNMBrr71mbby2toahoSFrn2eeecb6dGFhAc1mE//m3/wbK8vevXvtXV/96lcNsv3www+bNS2dThtTeaVSwYULFwySf/fdd5t3O5fL4dixYzh79iwA4M4777S2e+WVV/DUU0+ZdXllZQU/+tGPAAAf/ehHkUwmDY2gJHZDQ0PWdsViEXNzc9bHIyMj1k/0XGh6JoVO6VxUqJPCl9g3LHO9XncId1QUDp5MJlEsFg0ZUqlUHA9nJBKxOoyMjFifkjQO2EIlcCyMj4876I9CoWDPvHr1qlnmd+zYYZ5T4HqSEmXibrVa9s5YLGZMqrSaKyMrxzify7IoaYzfroo2YOopilrOFaJJeDh/q95z9qVawJWsSPtYvdhKzhKLxZBOp62/mP4F6K295XLZYaj1YYc+GyrrqQzzAwMDDmsvn8cysp1LpZK1Z61Wc5jqWW6+a3193UF4aN8oPHxlZcVhSqf8HHq0fyJ7fSh/e9G1IEiYoqrRaKBcLjtrCteEWq3moPT6edF8T5OPNlOkiu/pU/ZqJZvVMB7g/TECBxFiUXzyqEajgR/84AcAgKNHj1ooyuTkJB566CH89V//NYAeMoxogHK5jK985Su2Dqyurtpetry8jAMHDjjpq/i7jY0N28937txpyLig8mu7+lBvnwxNEXz+Na13EEmp3z5EEahHW9nDlYDyypUr5o2uVCqGLnrnnXewuLjohHtRyuUy5ufn8Z3vfAcAcN999xnh6/T0NFZWVhziMe4ZDGfQcgX1b5C3tt/arWO7Wq06EGT10ipxloY3sr04b6hTaJYPLYeP4uN1not9/Ya/U5I07W89H3B+bRduFtROPhmaDyX3vcP9RNcd/Rx0f1C/9QsDCSq/rkdsN21LfaamLfURd4qg/NvCxoEPT9Fud7vdRf/LSK+mvwng/+x2u1/58XdfALAE4NcA/L/v5SUK//ap/X02O8CFCephjr/Rg5QPB/RjXfReLjblctnJWa2TQmElk5OTTqfPzc3ZAfv+++/HO++8YwrW4OAgzpw5A6AHH33iiSdMITx37pyxMkajUWQyGYNWvfrqq/a+vXv3msKxb98+Z4GMRCIGT/7oRz+KxcVFg30XCgW8/fbbVjdCv4HeZqA5FLl5TE5OIpfLmSKmbUalhpPhnXfeuW7i8rcal0vGdj0scwHT3IdcoNg+pVLpunQkFIXGpVIpRynXg3ipVLK+ifyYgZAptlqtlil5xWIRi4uLFut7zz33WA7sVCqFyclJU9Ly+TwuXrwIoJeX+6mnnrJyHTx40NjKy+WyKc/Hjh1DoVCw2O54PI5f/MVfBAB861vfwqlTp+ygtH//fnz5y18G0DP+nD171mFzZpuPjY3hzjvvNEV7YWHB4rxVgha697P4aNquSGQrP3m323UWNzKZ8z0LCwsG2QZgMeaRSAQPPPCA/d1sNq2v+C6FkiuMkWziqVQKm5ubNm8ymYy96+zZsw4jucYIqzLLOuhYVoU2FotZeAmwBQejsUEh2xQaHoIYxH1Doh4KyDdACTpssQ380BllcdUckzpXmKJN79PNXuF7ZGvlNWUQ1g2sWq3afOOaqTGbQXHPbJt++av9tmR5aWzVceiPbYXM9num9sF2h7mfA/mJ7PU3Ku8HSvxh/Pb9KIEftAQ5HDQMIxKJmNF47969DqcLFSfADV/TsAteU4M49+VOp4NkMmnzX9cJhtcp34WGKen6f/HiRVNw5+bmrF3T6TRKpZJziPYP2Trn+btkMumErQwODtq6pP1bq9Vw+vRpCxNTHppbb70VpVLJHCzRaBSPPfYYgJ5h+/Tp0/j93/99AD3jAMs8OjqKPXv22H3tdtvOAfl83vaIXC6HoaEhR1HyIfiq/ASFsASJv56pwqYZGnTcKE9FoVBwzrHDw8PWh1evXkWhUHD6n+NncXHRzj7Ly8tOPHqtVrPwxEqlgmvXrplx9pVXXsHx48cBAE888QQefPBB/Kf/9J8A9DK5aLacbDYbOD/9+GbduzTFJJ0MGs9LGRgYwMbGhj0nHo878fPqFGMaMgBOmTS8kW2vceT+3qy6iCre6tTodrt27qYRWsNdfSOCclppqIaG3KnDMWg8sQ38OHh15vmx1vo+Hcs0qgWNNY2Z9o0ElUrFMXr0g/z75whtE83LDfTOgTSWjYyMmJHo0qVLWFlZccIcg4xV7yYflvn9lh/Dxc5HIpE/i0QizJGzD8A0gG/xh91utwHgeQC/8CGVJZRQQgkllFBC+eAl3OtDCSWUUEIJpY98GB7tHwL4X9CDik2hBxc7+uPYrOkf/2bJu2cJwJ5+D4xEIgkACfkqC7iwE7X4qCdZr7VaLcci0263HVg5hRYltewocY8PRyC0qVQqOUQMyhociUTMIkoGXt5XrVYNWkpoET2lU1NTRuiUSqVQq9XMYnPt2jW88sorAIB7770XV65cMSj5+fPncfr0aQA9Cyk9dmRPVAsWrWJzc3OYn583j97ly5fNuvi9730Pt956q3lNldBi165dVmcyQLLMCvdMpVLI5/PWrmphJWyWZUmn09ZX7XYbxWLRgWoq4RPvqdfrKBaLZkmt1WrOGMnlcvaMVCplFilC6VnXdDptv1OShFQqhUqlgrm5OQA9six6U19//XUUCgVjbN/Y2DBr/szMDO677z4rx/LyspF60HvAHNuXLl0yi/dtt91mz9i/f795t1mX119/HUAPwj49Pe1Y8CmRSAR//+//fTz99NMAgAsXLpjl7iMf+QgmJyfNqu57K9Ryp9ZN9Ra8Fy+PQqmi0ajVrdvt5VRWZlu+mxZz3nft2jWz/I+OjmJ9fd3mQDabtXE3NTWFzc1Ny7GdSqWcccLvo9Eo1tfXrf1PnTpl7X/58mVMTU2ZxXpgYMC8/4QD0mLqW1VZXjJU6+8Jo0smk+bdYVnUO9HpbDFg+zks1SLu36eiaJzBwUHHgg9sjRVlE2Z/c33SdYyQPYVw6vPZBlxDueYpy7i/5ippGuASkPjeYo5PkuJp6A/Fh6Sp5ZloHvXyKxpALe4aWqTf+2XRd/2cebR/Ynt9KNuLD7UMEh3rJEfiOUBDwXhO4rqnZGjA9eERCtvUuaRhJSpBSBEfyqyfuW4rashnZg6qa9B1esd0L9NzAD2vp06dwp//+Z8bnPupp54ypF+tVsOLL75o+9Dq6iq+/vWvA+iF23U6HUMk7tu3z84j58+fx/z8vOPdY/tryE+9Xse1a9ds7RwfH9+2T2/ku+3uvVEvHT2m6g3l/lStVlEoFKz9Go2GjRmFjk9MTGBxcdHOmMlk0jKkvPXWW/jDP/xDQ2kqc/1zzz2HZrOJj33sY/ZbeuF37tzpeIGJLAWCYdFBYUnAFvoMcM/88XgcjUbDQfspeWe/NgsK1dC9abvx2++a/71C0f13KSJXdRZ9t4/e8klptcx+OdTjrGUL2ht1L/bJq/X+IPKxoDONPttfL/qdH/Re9pue2YLI4ojKo25Qq9VM7wkiqusnH7ii3e12vyF/nohEIj8A8A6ALwB4iT/zbosEfKfyvwP4PwLeZf/6xWj7ECJNPeQrFX48kR7ieJDlgVQbWZlwfZgl4chkLgS2FgIqGo1Gw6A0GxsbyOfztqg3Gg1TjIaHh7G0tORAjKgUxONxvPXWW6ag79+/364ps3StVsPw8LCjCPBAnclkcODAAWOlLhaL1iYnT5504h65ebB99HnJZNIWulgs5sSw6GY/PT1tG9nq6irK5bK1pU5ApipTwwfLrM/nwquplDixhoeHsWvXLmuf4eFh28AV0sZ3a6wylbdcLofl5WWDdu/atcvg4fv378f58+fxqU99yvqNMjg4iOeffx6HDh2yscA0XYQqs1wHDx60+O1Lly4ZrOrNN990WF3X1tYM1vb444+j0WjgS1/6EoAeHP1f/+t/beU6ffq09eORI0fMWMJYay4i09PT1ynp/D8oxo7X3m1T0EWdz/CZJH14FD+XSiVsbGyYIapSqZiSvLKygu9+97u2ue/fv9/GwurqqkGTgJ5SzvvK5bKN30KhgLW1NevTCxcuWN9lMhlMTk5aWeLxuPVTPB53Dnu6ntTrdQdCp4y7AwMDNjcIW6dozDHbnM/XgwTbyl+vgsSHjmu/+YdgNUIlEgnbUJSFn2tfEAeGpjvjmhmk5MfjceRyOZv7Gp/Ie/1QHcCF6fE9GpqjcDtdo8n4ymf4G6RvROXc1/GjBot+zwHeX0jFzSo/yb0+lA9G9Eyj0G6dI+12G7VazYycCrlUY5qedfhsP0VnPwOaKgb++uWn/dHUoZyrVMLeTzo9P0RNjfbcF06cOIGVlRVLb7p//35bD48ePYrNzU07hx0+fBjnz58HsJWelQZZdcQwnElj39kmzKzCexSerGs116Egg7h/bn03uVHjDIV7H8+0anBl3biOK1/K8vKy7Yd0JPHa4uIivvjFLwLo7cWnT5+2NteMOKdPn8YzzzzjOD3orOh2uxb/znKxzdWATEUuSOHk2Urh4XquXFlZsXO4ps7VcwzHf9C+0K/Pgto6SEEPOmMpNFrD8Pi/z0DfT1Q5DTK6BO1p2+1z2q7UxbTNfcU46NynddE+DHqX3qOQ8Egk4qwzWrcglnZe09CVVCqF8fFxC19hph5gKxzgRuRDT+/V7XYrkUjkBIBbAPzlj7+eBnBVfjaJ6y3fKr8N4P+Wv7MALsk7AjuIEhSXzYPqdh2omwsXPT8/pP8eP/eqKtoaJzQ6OmoTOZPJmBIeiURQLBZx6tQpezc9jnNzc6aEAT3yL5JxcUCx88fGxvCJT3wCQE+h0tgNwCVZ0viRmZkZIytbWFgwJSwajeLUqVNW5jvvvNO85IuLi7Yp79mzB91u1yHL8g/0mo9ZY16TyaSTC5Ftt7a2hlgs5sSYqLeNQvIqXtMFb2RkBDt27DBlS0nmSJDEjSQajdozIpGI0/eaBuzpp5+2Q8A3vvEN/IN/8A9M6WMsPAD8xV/8Bf7tv/23Vtdjx44Zycc3v/lN1Ot1PPjggwB6SjI915/5zGfwzW9+EwDw2GOP4a233rJ4/VqthiNHjlgZv/3tb1usfSaTMQ96tVrF0NCQ9ZUSyjQaDUMgsA9UyfC9kyocy++2uev80jRaatn0PSaNRsPG5OrqKk6ePGltd/jwYVv0XnrpJYecR3NnX7p0CbOzsw4qgvNIxxZj8NUgwzKOjY0hn887JGT6Lo1dBLYMPLVazdqHKBTOj2h0K98225u/VUXVN274qelUIdQDrr+5qrebf+vzNf+5GitTqVQg0RiNbxrryWs0Pmif6nxW0Xk0Ojpq/a2KLf/XODeuAVSmdXxpPfVAlU6nr7POq8FBY830Ph2XNBLq83Wj9j0EP4/yk9jrQ3lvogduNbQNDg46czwejzueGo015b2AqxRz7QriNAgy/unhW73T/oHXn0PcszX2k+/2jeRBotc05RLLoiSK3D9WV1dx8OBB29+LxaIRzd5555149dVXbf2dnJw0JW9wcBDr6+u2F1y9etWU92w2i3a7bQ6QPXv2GLEtAOMN2blzJ6LRqJ0lhoeHA5UFiu+le6+i93CM6Hc+wRbbq9FoOKS07XbbxtCZM2csz/jQ0JBx/QwODuLee++1c+zv/M7vOASnw8PDTlpG9v2RI0dw9OhRc1DcfffdhkJTDzhwfbopXZt1jPoGHT+lHesdj8ctZpfv0Rhh9W5rzLEaaoP0jO1QBL7nOwjx4cc+q6Iai8Wcuc6y+mVRTzb/VseCKqo+MsB/jhqv9Hu/7jr/9Ln99DG/3EHl0LOL75Dox1vQD21AQxfgOkb4t3JF3ah86BSpP4aCHUZvsz0PYBHA43I9DuAhAEf7PaPb7Ta63W6R/wCEjKWhhBJKKKGE8lMi4V4fSiihhBJKKK584B7tSCTyfwH4GoAF9KzX/w5ADsAfdbvdbiQS+T0AvxWJRM4COAvgtwBUAfzJ+3iX/dO4X4VpqEfE93z7MAmNHVSoo3q0ybKpbNa8j9CZoHjJSqViVj16Ik+cOAGgB4GlB/vRRx9FoVCwcmlscqFQwPnz583C0mg0zBrI1ArKvk4YT7PZtHvm5+eRz+exe/duAD0LIi1Mq6uriEQiBpG56667LOa4Xq+jWq0apL3dbuPee+8FAPs90PPgKSxD2Z5p5WZ99Fo8Hke9Xg9kHYxGoygUCtbmrVbLrL3KILyysoLl5WWzNGl/Z7NZjIyM2LvVMtVutzExMWGexna7bVBlfRchUPQ4R6NRs07fddddSCQSxoTZarXwB3/wBwCAX/zFX8Qbb7xhbaSshnNzcxgbG8OLL74IoOd9o3f71KlTeOKJJwD0LOO5XM7a6/LlywZde+GFF3DlyhU88sgjAHqIidXVVevvt956y3772GOPWRmXlpZw8eJFsyCPjIwEwsn8OaYcCBq+4YtvMQyyIPN/pr/g3yz/5cuX0el0DG2gVvNEIoFsNmvxXktLS/a50WjglltuMWRFs9m0sazjgKET9FwePHjQYRStVqs2P+LxuJWfsDll11cvKT3Fg4ODaDabDmya6ALAtTzrvOG6xfAG30PkW2rV80rhPUHxyPSCB8HKW62WUxZNp8fr9GpoOE6z2XQ8zirRaNRp13a7bX9PTk7afFD0AP/XdVjL68NW/bEV5OHwIW9+mJGuO/o8bdegGD+Nb/15kZ/kXh/K+5egkB+mLw1Kc8f5qSiQoHWCc0wzWvjepqA5Qq+Zwth9b7iWU7k8FOr7ftqA71J0HD9rlpKRkREnVOv48eOG9Esmk/jkJz+J//7f/7vdxzWdcd4KO1bU07Vr13Dw4EErC9+t6y3DjfhMP8zH3wsUbcA6vRdRj6nvNdT+Ji8G17hms+mgNBU5t2/fPkOQ1et1C5vL5XJ49dVXzeP/8Y9/3MpB7yfRZjMzM1anTCaDgwcP2j5RrVbxve99D0Dv/Hn48GE7s7XbbfOEqxdb0wHzGuvN+HM9g1CI9lC+GOUg8qHjipC6kXhnwO3ToPNUP2+uojb9vUzbVcPXdDwxZCTIG+0/p5/4dfTn6bvB4N9tvPooi+283j783P+sz/DLprqT3w5cg8bHx+2Z78Wj/WFAx3cD+FMA4wCuoRer9Ylutzv/4+u/AyAF4P8BMIIeocoT3feRV1Pj5tj4Gmvkix/rArgHOlUkFB6iUALmfNU4bHZWo9FAqVRyyMuovKkCTtImLhpnzpwxRWJmZga5XM7gMJubm6YYjY2NYXFx0UmxpXWr1Wp2wCeBA6+xHAMDA7h69aqVZceOHTaImPqC7xsdHbXF6/jx46hWq7bYvPTSSzbgPvWpT1nbMW0PFQSNra7Vak4sprYdSdOU3IFlTCaTuHDhgpNnWRc9DvhCoYBisehsPJr7eXR01Oqqm18qlXKIYVgeCifgtWvXkE6nDbLUaDSM9CSXy2F+ft7afHJy0nJhXrp0CWNjYwbnbjQa1vck4yKJ3ebmpo2fsbEx+93q6irOnDmDb3yjFxb5hS98wWK0v/a1r+GRRx5xNj3228mTJzE7O2tQrVgsZgYfoJdvne117dq1wEWMMbNBkKMgYhx/w9BDUxDxF2HkmqqJz08kEtizZ49de/PNNw2KV6lUcOzYMYPfqfGL8fhKgMa5MTQ0dF3MLq9xHgI9w4o/RhU2pwpzrVZzxhafz1zxehDjOGs0Go7y6KcfjEQizkFYlVc/PQUlCA6l5dc+9NdP7VNCS3mfQtR4SALcjU0P3dFoL60K2z+TyTicCI1GwyECYkwjwz8UFs96k0SS5VBlW8cP4aB6mFajkRpi/U3Vhx1q7JuvyP88xWP3kZ/YXh/K+xOd/zrWqdip4dAXPSMpBNZPpaprgx/6EbRnUKHSdUnXY12nVPlRpdhXPoMkCJLK8uo6pYok37Vv3z5ks1lzLExPT5sCmEgkEI1Gbc9eWFiwfZpnM035yrNXOp3G8PCw7e8al33gwAFT5JeWlrC4uGh7kpKhsc+0T/VM+35DV3xjTJAiz3SZug/x3UNDQ5iamrI+XllZMWfOpUuXzAA+OjqK8fFxM5bncjk7x0xMTGB5edmUZCVqLRaLePjhh82xAcCcUydPnsQdd9zhpMnU/UPHFuvHv3Wc6jjXtZ3pXjXEkvclEonroONB4Xe87732j38eU0OBf90PW+U1nkc4NvkclkmfE2TM6rc29DPs+AY3fd+7nVluhDxxu+f5IcTaDmpQ4FkrKERNc7RTGed9qVTKUvj2Sx0cJB8GGdo/fJfrXQD//sf/QgkllFBCCSWUm0zCvT6UUEIJJZRQtpcPnQztwxS1dgbBnPh9kHXO/99PX+R7LJS4w7fwUpheipLL5cw6t7GxYRbR48eP48CBA+blWltbM+vf5DpTNAAAIABJREFUCy+8gCNHjmDPnl4GlEajgeXlZQCwtFlkSL5y5YpBb4aHh7GxsWEs2CMjI0aUlkgkcPnyZQC9lFEXLlwwC2OxWDSr6tjYGNLptMHRG40GPv3pTwPoeaS+//3vG4xa00tdvHgR999/v7VdJpNxSJYotVoNKysrDrM422doaAixWMy8ZZoOqNFoON50TdvVbDbN0lir1dDtbqUuU0v58PAwRkZGHM8in5HP5w3iS1FkAMdIJpPBhQsXzOtZrVatPQqFAoaGhoyQrNPp4MknnwTQS/1VKpXw2muvAehZxZimgt/Tml2pVPDVr34VAPDkk0+a9SyXy+HP//zPDenwB3/wBwZBS6fTeOyxx/DlL38ZQG+sEX6ey+Xw5JNPmoc7FouZd7vRaODy5cvmaczn8w7ph4rOK99S60s/KBCZSSn0mEajUVQqFYfxkxbFubk5bGxs2HjdtWuX9RNTqajHkx7Iw4cPI5fL2RwuFApWz83NTUNWtFot5PN5G4fZbNbmKX/LsZBMJh1PaCQSsb+r1ao9IxaLOamrBgYGjFQnHo9fZ2HV9Urnhk8m5q9ZQe3sW3/1+T5EU3/vs3/y93wPPzMEhSgStdKrV3lzcxPNZtPxWrP9O50ONjY2rL9TqZS1HUM1FI3Dd2t4QblcdiznPmRMvVbqaVNCO17T8qfTaceC3y+Fhw+L1e9DCeWnSYI82v65qdlsXpeai/clEgkH2aEhGX74nbJQ+ygoXfc09MVnZNb0jurdjkQiNqeVzPS9SL1eR7fbdZjAub63221b3xKJBJLJpF07deqU7e2nT5/G7OysZYpJJpMOYWo6nbazyvr6unmwJyYm7EzG9xHJk0ql7J5SqYRYLGaecL+N1asZBCPX/vY/a1sGhVf65KZ6T6VSMbQQ0NvbuFfS2819LpvNGnJucXHxunV6fr4HehkfH3fOONVq1dp8eXnZnp9OpzE4OGh9UK/X7fzw1ltv4fz583aGIgEp+5FCb616ajleu92uM+Z1z8jlcsjn87YXjIyMBKI9ADgoEd03FV7u943fbz6BmP62H4qK9dLziV7TbAF+CJkv+jsNpernSScxqU80p2UPSr/pi5/Zw3+WPwf8z/oclSDPfKvVQrfbdUL8fG+4ll8zmGgK2RuVm1rRpvhKsv4PbMH/arWak5pA82orfDSXy13HtMyGZuoe3pdOp00RBuBMyJWVFVPKbr31VlO0kskkCoWCoxTw4L97924cPXrUDqW1Wg0vvPACAOCJJ57A/fffj4WFBXsfY3sff/xxPPfcc7aA3XfffaYELi0tmWJXr9exd+9e5xBKqVar6Ha7ttkkk0lTyhin/sMf/hBAT7lm+5TLZXz3u98F0IP27tmzB3fccYe1JcsxNDSERCJhCvSlS5dsM8lkMg4MrV6vO7DppaUlm1CanonvAHrKdKvVMnhRvV63uOW7774bpVLJfptKpa6L01I2dMY0DwwMGLTplltuwcmTJy2P9oULF5y0ZjMzM2ak+Pa3v42PfOQjVrerV6/a+Jqbm7N2LxaLuOuuu/D9738fQA/KTwV9enraDANf/OIXkclkDCadzWbxyU9+EkAv9ODcuXOW0/sf/aN/5MC2pqam7L6NjQ0nbj2TyVg7nDp1yhaP9fV1W2yUCRuAA/GnIhW0EXARVNZLKlR62KEyy2fUajUrR7PZRCaTcVKFaHxRt9s1CNnhw4cNrh+LxZw5plwEp06dsgPOxMSEA+cGttI2bG5uIpvNOpBwPo+LLcerpiwBtiCENAzwEFWtVp045Far5RxWKExbpxB0vpuHg6CYrm636+Sr1jnFODS9V+F2ypfAd/J/TXfn59XWWG6OFR5aNB0d2z+ZTGLPnj0OvwTHJ1NraDo31keVZBohVElWA0k0GnXy0rIc5N/Qg5JC6nQf0LGrdeaBQGO0FF4ZSig/TeLHJQJbHChBSoe/buu6oetJOp2+LjOCpvrjOylBB3YtH0VDVfwwD/1elcUblWaz6SiLm5ubdiaIRCJOGsNkMml7PZ0vQG/PuHz5su0hQ0NDtn5dvnwZY2NjVn+effiuaDRq5xqGRQG9/Yn3cM/xM0RQfAOG3479FKLtPqtR1YcnU2KxGJLJpKNo616cSCSsP0ZHR+0Zu3btsnWR7cOyLi0t2Vl3cXER2WzW9p3V1VVzLMzOzuKZZ56xTDqlUsmuNRoNXLx40c7aY2Njtj+zv9n+/aDXrHcQJJ8hoGyjTCZjbeAr1jof/LOQvjcoxCtI+s0ZLTM/6zmAoWdB79aQSpZX36PnBT+kQA0y/cQ3emv5g5Tifqz5/hkl6He+YWi7NlFdhwZ2Dc3jeqdzne9QA6XO0xuVm1rR7mfN8ImCtFP8xcsfSNu9C9jyousCw4anJco/1AG9xZgLej6fdxbSdDptqR3OnDmDvXv3Whww87gBPUKsF154wfIHAsB/+2//DUBvAZubm7NF/GMf+5jldrx69aqVad++fTh06JAzYahIDA8PIxqNGhHV0tKSHXJjsRhuu+02836/9tprOHbsGIDeosfv3377baytrdkGo4NxfHwc4+PjtuieOnXK8WizDYHeAslnrK6uYmFhwQ7AiUTCFPRcLmcLdaFQwMrKik2KRqNh1+LxONLptNW1Wq1amdvtNrLZrHOYYAop1g/oxcT/yq/8Cp5++mn7ngaFzc1NPP/889Y3e/futQ3jzTffxPj4uG0SZ8+eteePjY3h4sWLuOeee6zMzGM+PDyMZ555BkDPcHLbbbfhueeeA9DbvFiuWq2Go0ePWn0GBgZMUT1w4ICD6tBFtdlsOoqBemx966IqGprvWWOu+fygucff6jXeyw1Q89Hrwu97TTkOZmdnHUPO1NSUzbF0Oo18Pu/kYOVY3rFjh+Ph1Dmr8TmJROK6PO0+eZC2q290YHnVu6pojEql4nhU9cBDC3TQOkPrq+9d57t9T4Ufc6XXVNHWDUqNkEos1mw2EY1Gbb7SSMVrmg4wnU7buxXNwHfrusznMZZM66qx+2q08TfzfoRBQRZwn6sjSPpZ2FnvoEPQz3N6rw9Tgvb6nxX5oOulz1PFWPf6aDTqpMLJ5/Nm3IpEIhgaGnLmiCJYuP76CLIgL5ruqYqUabVajnLH54+NjTlrsOY2TiaTVqZWq4VUKuV4u3Su+umdWDYqSNwXgK280BrH2mq10G63bT07cOCAGWDr9Try+bzj1OFePDIyglKpZH2g9xWLRQdNs3v37uvIH4GeIj84OGjtqiSoXNd0HdR1VJFPQV5TPfcpCrQfaZSiRjOZjPNb5duZnJx0PNzT09N2jnnggQds7y2VSnj77bcdFBrRlrzOM5vyhFy5cgW33HKLvXNqasoMHel0+rrUkmzXQqFgn6l0K8pKx5PuL0r0Vi6XHaOxnn/K5bLTN5r+V9s0l8uh1Wo5KE1//+Ke56fH0v7QPUn5RDY2NjA4OGgGBj1XDAwMoF6vmzFI+zCIpI3tQ30myPut6BifHDpIWdbfsn9jsZitQ0BvPdE2VoJXVX51LaHB3ef7AbZ4bLQMygGVzWYd5TpIGo0GWq2W6Snvdx/60NN7hRJKKKGEEkoooYQSSiihhBLKz5Pc1B5tWneCYlEovudErUH+b4Po6Sn6DLXyqYW30Wig0WiY1UotrNls1ryd1WoV6XTaWCvL5bI9b8+ePZifnzdr4MGDB3H77bcD6HnA8vk83nrrLQC9eOvf/M3fBNDzWj/00ENmBVpbW8Mv//IvAwC+/vWvm2UwEong8uXLFt+byWTMu7q0tITJyUmD4LRaLatbNBpFPp+3+3bs2GGWrxMnTphFutPpYG1tzSxcCq0ZHh5GNpt1YOvqAatWq45lie1YLpeRyWTM6zU0NOTAeWmxXFtbw9LSkl2bmJjA7OyslSMWi9kzlpeXHSb5brdrZel2u/aMdDrtWM2///3v4/Tp0wB6FlFaWJ999lk89thjhj4ol8tW/unpaXz2s581L/za2hruvPNOAD1PQj6fxxe/+EUAwCOPPGJtfubMGdx9993WdgAM+XD8+HHHG91oNPB3/+7ftd/yXe+88w5yudx1Hly2Lz0DbFdeU9QGmblpKRwaGjKL7sbGhmPlU6sw+16txtqW6qXmdf7PvmHKKIUzMTYun8+j1WpZ6IamFyHSQdPy0ZI6OTlpXgaGS6gXmJbfiYkJJwVdp9Oxcc5UdNquZOvnb/V/FX5Hj0xQOhCyu/L5irgYGBhwoGHKnsnn6GeFPPtlCIKO+2l7NG0XRWPOOQfK5bLNoVarhcnJScfSrF4bfse2Y791Oh0Ui0Xrf5/h1vdEB8V58ncKD+8HNfPFRzmp+B5sZZel9IvpDiWUnwbRMazrHmNUgWAeG/87IDh2Unk81BOnnnV6p3RdVcgrU2QBPS9X0FrQarWug7beaP37zXH9LhqNIpPJOHse1zyGIHIvaLVa5kkkz4x64bl2bmxsoN1uY++Pw/GUw4eZGPhuTRvZD50TJP0gyf5ZV68FQcWDYOgsB8cJPdz8nXqLE4mExVNrRo5IJIJDhw7Z+TASidiZSRGgfCb3b3ot+fxMJmPngNHRUQfNphwsQe0T5HHl/qT7ieoKeo5V9BrP/Cy/Mn8TTg9sMYIrQs33XOt5Tr3Rvn6j4uszmhFAPdH0Hmud/TbwPwedYfqFHwSNoXcTH9odVDa+X89GwPVnGX9t0fJpv+kaUq/XnfObrl36Hu17wD2n3qj8TCjagAuB8AeDDkYuEkEU9IrlD4o11WcogYbGEmjqKYVEAbB4n5MnT2L//v0Gmfn4xz9u73v22Wdx//334/nnnwfQgxcRIlMsFrF7925b1M+fP2/Pr1QqiEQieOihhwD0Bg6ff/vtt1vM8eLiIq5du2aKhhKXra+vY2VlxZS0qakpe346nUaxWLQ2mpubs3YdGhoyYrTh4WE0Gg27j1BToHcQr1QqNik03qfVaqFWq9nAHx4etoUzk8lgamrKIbZgG1+7ds0gb8w/zj6+5557LAbKJ56KxWIW571z504sLS2ZkhCJRGyT0Al27tw5RCIRS9OVTCbxox/9yPqwWCwaXP+ee+6xTeKWW27B3Nyc5X3ct2+fTdIdO3bg8uXL+NznPgegF3PPnJPM3wj0IHXLy8sWjzw0NGSHkWaziTvuuMPg5xcuXLAxwlRJQXmWCYuhAqpQPF20OR+C8sMzJYp/SKH4sLSgDcOHNnc6HSf/NQlsgN6myrHMayw/CWzYdoRy+dc2NjasXWlMYrk05pjkW/zt6uqqkbJVKhUMDAzYXMlms87mrsoY25nf+5ut5qFVyKTGwGk+Vh4w1SjCfo3H49elndDDtb9p9iMp0f5RqFaxWHRCMNjObDuFV1YqFYdEScdFv7RlPEypIVPHpE/Upsq01k3HpH9I8g+uKv3CHtgOei1oow0V7VB+mmQ7pcyf48pV0A967RMO+gqJb/BTA51yomj6VJ+QcHBw0CDI9Xrdzj8qDG1Rbg1/bfONCsCWshhkmPSdMr4hle9Kp9PIZrPO/sj7aJjn+UfhvYVCAaVSyfaMoFAkoLc25nI528ODFO1+69eNKlH+5+32b/+Z3G/HxsasD3mW4rVcLmepT5eWluzs1u12MTMzY32VSCRs36zX60gmk064ou4NsVgMjz32GAA4oZetVguVSsUpg6bq7Sd+KKlPaqb7tJ491UmgY5fnJDVs696l40uNv9RFWFafrHM7JdaHrfvxzPzsc05pXfpJUJx1ULjUdo5Jf7zqvT5PhC9+bLXu+X6YiLaz9ofOdd8QqPrGwMCAs5YEpYLj375j6EYkhI6HEkoooYQSSiihhBJKKKGEEsoHKDe1R5swVd9boh4YtWIoFJP3+pZb3u9baJRNUz2EtVrNgWHW63WH0XJ9fR1AzxNHGHM0GsW5c+fM+nf8+HGzcv7qr/4qWq2Wwb673a6Rk01NTeHMmTMGJV9dXcUbb7wBoGctnp2dNWj36uoqDhw4YPUhvJbEGlevXgXQsyLS6zsxMYG1tTWzxpKEgOXPZrMOYQrTKWxubpr1dXFxESsrK+b5q9frTqoshRZns1nH0qnM39ls1iFloMcb6HkTlSiNHrxoNGrwdAA4dOiQtXEkEkE2m7W+UTKTRqOBSCRiZGLqmZyfnzcL69LSkv0DepBwtnEymcQbb7yBBx54wO7duXMngF44wJ/92Z9ZXTXd07Fjx/CVr3wFjz76KIBeSq+/+Iu/sPKzja9evYovfelL9ruVlRVjQ5+dncWjjz5qY1RThRw8eNCBbPviW1k5VzQEgn2nVl1lZ1Vvtw/D1nmk6arUWxBkhdXyqjdaUzzRIqmeEb1H70ulUjZnl5eXrVzZbBbZbNb+1tRSbAOOOyUwGRgYQDqdNuhfPp8PJOaJx+OIxWJOajFl/lWyH7VI09rLcpHhl+2k9ympkRLI0PKrlnqKesNZZj9sIMiKXigUHC+BetqHhoZszJD4JShFWDQaRTKZ3NZKr2RoSsrGNlaPANvA99KoR8L/PgjuGuQN0rFMCUqhouUIJZSfFunnTeIZSVFE6u1Rb5yuWb5HWwnPdF7Rs6T36drmE2P6a6KGClE0XSDrFTQH+f12Hu0g764Pt1XUo79PMh0p4MK+iVJSEji2YzabdUgtk8lkYEYL7he8xvOJ1jvIO0mofpCXMmiN6+fF1vYiJJm/6Xa7zjmG/Ub0EvunXC5bKjM9EzBtmaZRY183Gg3k83lDRQ0PD193NuE5OZVKOXuLep01jIjXtc79oMRaHx+poSGKwNYZUdn6k8mkIdF4TZGj2g4+M7eWK4i8NmgfUmHfKIJPr/ke+e3EDwegBP3dT7aDg+v+qenDWFbeo+RnurZo3/BMoCiCIPg8n9mvXYHrz7TAVrhjEPLv3dpR5aZWtDVGm8IFMejQ3ul0HOi4T/fuTwJdYHz4uR9fyvu63a5z8KeSrPGjjFN+9dVXAfQUts9//vMAgFdffRVHjhwx1uhOZyvX9KlTpzA6OmrPnJiYMAU3lUrhf/yP/4Hf+I3fANCbaFzMSqWSKYSvvPKKo2QCWykoRkdHsXPnTocVWeGXAwMDTvw2D9WRSMTKsbS0hKtXrxrEeXFx0QYwlRhuIK1Wy9oklUo5mw2wFaPNmChCu0ulksMk6bMSU2HWXNlMlaWKtm4YGgNbKpUsTdqxY8dM0Tp79iympqYst/jLL7+Me++918pYqVQsDn9+fh5vvvmmPY/wcQB4+OGH8bu/+7tWx1tvvdXZtNlv5XIZf/VXf2V98alPfcrimZ577jmr2yOPPIKxsTF736233mowKkL5g5itfaifjnn9zDEfxCBLGHO/vIxBMV5B4kN+WP5oNIpsNmvl1EMYFXwqsSsrK7axEdathhY+f3Z29rp5y3GhBoVEIoHx8XEnlZXGaGssXSqVMmOWKreDg4OIxWLXHRCBrVyOQZuvH7+kEG1gK7c8y6VtzDnEQ7APs9bn99s0fLgo26BSqTjvzmazZsxg+heWyR93agzQ8ughnNfVQKIGMV2TeS/gQjT9GG2/fv0OmEHtEBS39V422FBC+WkUrre65va71m63HWfCdhBt/d5/n0Iu2+12YJYG8mBw3mWzWbtOaDGwlYVhO9iplsFfG/wDN+/xUzQG7Ye+sQ7YyppC5mRNKcv1eXBwEPl83q4lEgnbP3R/VUg079N69VO29F7Kja5VfkiX/s3PVIqUMZz7KzOWsE9LpRL2/jgWfWBgwM6Yw8PDzp6tMfjtdhujo6N27tOQAcZoawYQVaz1LKNZPrZro6A9IsjxFo32UkVqOlIdd+wfnjfVAM7nUWfQ7B2+M5Dt6pfdN9zonuQbQbSO+js1IqgEGWb8MJEgg5V+r22qz9XfbWfs03uCjG9BomcmXauCyhtUftXT+DefoQ4PrncsvxrKFGr+bvIzoWj7HeJbOoMmFg+gQQMnKG7Av0+JQ/QAmUwmrVOq1aod/JeXl22TSCaTWFtbM6VpcXERR48eBdDzQH7/+9+3Reruu++25y0uLuKzn/2sxS+tr69bbu5sNouhoSF85zvfAQB8+tOfxpkzZwD0FiwqvgcOHMDq6qrFubbbbUslVqvVcPDgQVvg1FNJBYd1yOVyTpwNF87du3djY2PDiKGWlpbMMPD222/j8uXL9sz5+Xkn/Za+T+PFGo0GotGoWREZF8y+8hdEeuh1QVero/4WABYWFpxxNDIyYr978MEHrRy33347Lly4gOPHj1u9iVigZ4/vuXr1qileyWQSTz31FB5++GEAwB//8R9bPUdGRvCRj3zE3n3+/HkjNbty5YrlBE+n09i5cyd++7d/G0Av7pvIhrGxMczPz9v79u/fb2NraGgIV65ccRYO1jsejzvjXz22arnmoSKIVIskGzeisAGu0Us3JFV2dbMKyh3tz1MqfcVi0UEjJBIJ27T0oESjEOu8vr5um6imyOh2u0ZKyLIrqkIt3H5MsCra6vX1U1Rp++jGzM1cFUl/gVeFWlEjXHOodOsBzt90gjYotr8eCrSvyuWyjSfN7Z5IJK57vo4nloOx57rRqaKdTCbNAKcWb58wRtdeRUiwruoN6SfbxWir+OtM0L2AG28eSig/DeIrshSdnz7iyTcA+odvfa4q4dsduPVdQR50iqJ1lLwzyLOr5e3niQviblDvmK6xep/GcKoTIAhBxTWZRoKgM2cqlXI8sX6MsLZZP46Jd0sfuJ1ivZ2CrkrfdjHBanQF4KCZVFmcmZmxPkyn07h48aJ93+l0bL9aXV3F7t27AcDSKCmRnKLeNI1Tu9128nl3u13nXMPnk7RU2yfIM8o6890+WZl6StvtthlI9PnkYtGYYnWg+HuZ7z0PUqA5FoLGcyQSzBPCNtB9jwgNX4JQXP57+hnStlO0gww2/LvfOqDGEt+Z45+TKEEecb/c2l56/lTjgxoCVXFnObRP349HO4zRDiWUUEIJJZRQQgkllFBCCSWUD1B+Jjzaaql4N4ueQlyZJocSZLnhb30rmHqx1XrpU/rT+6zQZ3oeeW1kZMTibZPJJPbu3Wue0r/5m78xa+Bdd92FV155xbyt3W4XR44cAQC89tprWFxcdBLY02s9ODhoMcEXLlzA8PCwxVpr3Es8Hsf6+rp5CBWqQ1gMYT2dzhYz9Pj4uFnP1tfXMTIygpmZGWs/egHfeOMNnD592tpreXnZPI6rq6u4fPmyQYxKpZJjQVRvnEJxNf0S30voeCaTsc/NZhPlctlSQpCpEgB27dqFgYEB815GIhGcOHECQM9KyX5bWVnB7t27LcXW4uKi/S6dTuMLX/gC/uiP/sjKxTb/xCc+gT/5kz/B7/3e7wHope1iardarYb19XVr16mpKWvXb3zjGzZeH3nkETz//PMW9/3xj3/cYOrFYhGTk5MWHnDp0iWDqfuWWrX806LnezI5FjjOOL/Uy6CWWgCB1lj+TWm1Wo6Fmv3bbDYtNo9/K+t4o9GwsmjKLjJ6c8wUCgWzcvt1UwTDxsaGoTaIxlAPNMdys9lEOp122ke9Nz6MSD3JPlst1wR9Pr1GGlPE+cAUMWzz4eFhm9vkgeA89SHV5Gng2qQptnyLulrENS5JQzI01RewFcrBNuLzc7mc/S4IFq/zWWOqdW4zHk7DS4LgdvQQ6Nrbz3OhEuSpUWu7ttF2YQ79JISVh/LTJNt5MX3EiR+OoZ6moDWdkEo/lpL3KrInKGZWvYn6eWBgwNa2arVq6BZFixD902+u9oOMBsGFtd66j+nZUNd07qFaHq5RXL/4vmazaXsEvb5Ba0QkEnE85uqNDLonCGHgy3uBkfuQ3aDf+t49vSeTyTjn6aGhIdsLksmknQGz2ayDwNKsN0TRcX9Xzzfbl2cxFXL/+KjTfvUOQhvQ06r7EIX9rfuXIi41Xa2eaxS9xnj/IO8t66qf+6FQ/D5lu/AeRQDquPbH83aebK13Py/2dnugL/3GnQ/B7+ctJpdWP/QN7+X//pzQv31Gcn1mPw+9MpLruHg3dInKTa1ot1otW/CoqHCy6iALgnT6pBUKF+BhPugaSbl4oB8eHrZDZzqdRrVatWsKXW40Gjh58iQA4KmnnsKVK1ewsLAAoAf9ZSe/9NJLDgnVo48+atCa//yf/zNisRg+85nPAACOHDliCnm328U999xjCtbi4qIpYhsbG0bE9uKLLyKXyzltQmG+XB20mmJiYGDAye+oJEX6O1XKNPXF4cOHMT09bQpJqVQyaPTm5iaOHTtmyunKyootzkNDQ07KIk0ZpgRM8XgcO3fuNOh4JpNx2nJqasoWorGxMXt+qVRyNtz19XUzPrTbbfvd5OQk7rjjDnz9618H0IOCvfjiiwCAxx9/HN/61rfsfR/96EcdMpPXX3/d0nbt3bvXYrpOnDiBubk5rKysWL8xxzbTgQA9mH0kspVa7MiRIzh37hyA3qI0MzNjdaMCyrqMjY1Zn2rOdj8ejmXlM1lG5n3nHEgkEg7Jhw9767eIdzod25Q0zVs0GsXq6qrNI8ZxAVukV/ytGiUajQaazabF0ysZCwllqFAPDw878X0sR7VadWL9VCGMRCJmkALcjeD/Y+/NguS8svPALzMr9632QhWqgMIOECQBkmA3N7HVElsRkt0KqcOyp22FIiZGUsieB72OXmbsCEfYEY7x4+hBDlljexRWKNSy2+62SDaXZoMtNJsAySYIYi0QKNSCWjOzcl/nIX1OfffU/xeAFtBqqv/zUpmVmfe/99ztLN85R/YQK4v8Pem/hBN4xUnL3uDDX/ZNKBTC4OCgriFZH8D2/AofOAFjs9lUwVRiAGVvcpy3nIXSz0ajoXNaqVRQqVSUR5L4TZ7FBoaNjQ393uTkpO7fkZERlMtlT4Fha2sLnU5HIefZbFbPMdlvsu63trZ0/3FcFe9r4auNp94tJs0Lci5KNhtJWLi2hgK+fIUfD3L5BhTQwyI/YdZPQZO1vpsmSaRtAAAgAElEQVRzgc8qa4wCtkN+bK4boH/WWAWaySo5/JqNluVy2Qn/svl2/ProNSbbf9sv+zqbzTqGVS7b6uW0AbZlPj47RVmU0lWcmIpLZrJBlI266XR6x7wxH3dTxO5XofLjmYXns9GejbgC75VzuVgs6jiHh4f1bpff8D3Khh1O5lmr1fQua7fbTjk0NsDKnW3b8RqPJVbsGK7sZRjinAV8ZzPkmBVt/g3zDNgOlZT27D5isrBxvpP8QqlkPrh9v/vQ7/1u0PHd/u/Vf7uO5C8bt7zCQYCdNcKtgc2GjLF8y89mHrBzQ/56tSlrlfNJ2DbuhwLoeEABBRRQQAEFFFBAAQUUUEABPUT6XHu0m80mer2eetyA7Sy17AWxng4hCzcREkuLV6ZmsZYxzNImDWFLEEMTxLJy8eJFjIyMKHw4mUxqPw4cOIChoSGFATebTU1s9fu///u4cuUKFhYWAACrq6s6pkOHDqFUKuH9998HAPzcz/2ceswnJyfV8vXYY4/h7t27avFLp9Oa1TyTyaDT6ag3qVgsKl8B19LDllWGluVyOSeZCfMgnU4jk8motXpxcdHJ1rm8vIybN28C2M6ELv0vFAo6H7VazUmQwtAdtpANDg4qdDwcDjvJmmwiq0KhoB7Pzc1N/OAHPwDQ92I/9thjAPqevrNnz+L69evKL4Huz8zM4Ny5c2qBHR8f134sLy/jn/7Tf4o33ngDAHDmzBn15J88eRJjY2MOHOsb3/iGtikewng8jlqt5mQslRJqs7OzjvX30KFDGm4wNjbmZEHN5XKa0bvb7SKTyTjeULFI53K5HRZLsVAzrFggwGwZ9vNiCEQc6K8tTjAhEHGg72W2GSFlPfF8S/IR8VpzEq3BwUFNEAhsZ0cHXG+oeEXYUs7l+YaGhnyTp9j9wInYLATKK7uvlK6S8Qgah9vgTKfyW/Fms2efrfuM7mELb6fT2QFbZw8IJwocGBhwwl6k/eHhYaytral3h5PBdLtd3dvpdBqdTsdBGAiJ517QAoIqkDYspIzRNxw+wmQt0n6eGb4PbDs2YUyv5yaL43UQi8V0rT2IByWgH48sjPFvgx5VWMCjHJckEgXccCBJ7ChIkoGBAZUDbDgen9sMaxZZy6sMGOBmKG+1WipLxONxtFotx0PM+7BeryuiTD4H+ucT710uEeZ17zBEWEjGZr118pnthxdiiduR13xO8Hk2MjLirJtMJrMj8ZgQ34eMvmRZ5V7EPGEEloyVPXly13AIkQ0b4HsTgCNLcOlLRrsBbkhRp9PRkD2R2RnxxaFZPN6BgQGFijcaDZRKJSdsktcdh4YxEimVSqksKV5xRkjw3cLzz15r6QMj3ZgH0kYsFsP6+rrKVyMjI05iVfZ+26pH0q4lua94Xvh3smcrlQrC4bBzJwlfRc6w3m+v1+wB5jbkeywTWu+3X5uWZCxyljCqg9eurCVBHjOa1i88kedD5pIRCTZsxYYvSt8tIpHL0tpx3A99rhVtIbtZbZZGrzglifFjmAFDomxcEv+OIUvyXfnM/o6hoAIBLxaLaDabmpk7kUjoosjlcsjn86okT0xM6GIYHR1FOp12DkgR0kdHR3H37l09iJaWlnSTf/rppxq3mU6nkcvltF/VatWpmy2wJek7x5vYC8vGdAHb5S28YBUC7RX+7N27Vxf3+vo6Tp06pYL68vKyZk2/e/euoyTwRsjlcnpwPvbYY3jxxRe1NJqtbVwqlZQn3e52hvOBgQEcO3ZMa4uPjIxoubXNzU2d37m5ORSLRS3vFY1GFdL73nvv4fjx4yq4jI+P6wG/tLSEDz74QGO7NzY2NIzg13/919FqtbRs2ttvv60Xxte//nW8+uqrAPpx10ePHtW5v3z5ssZr79mzB81mU7O7z8zM6LOFVzIfqVRqh5AhF4PUgQT6QpSsrWaz6ZQiKZfLDiTKQqi9sqpKm3xxSj8SiYQjBHKMnsyPtM8x2lL/WrLmc2yvrGUvRYkvehHe5HKvVCrOhW/Xvb1AuH0vuJnXs6U9yYrOBitbN5ZrO0q/6vU6qtWq8sjGF8keYsFA+mehclyij9dFp9NxqiQIhcNhBxLOcXmVSsXJ6cCCN+9ZC6PnfkiGcy7hxjzfLau3H7TNK7TBb069oJK2/3L+i5BjYyoDCuinhfzWsw2vsGeIX1jMbtBxC+lkQZ2FdNnf3D7DMf3gz15ODGvQ9CIrt1jnix03t+/1GY/Pq30vgyw/635g/vw9PwXM639eBkohHg+HSPH/bbss30r/7weCbKH1Nt6fecewajunHOrZ623nMLF94OfxeezFDz++Woi2vT84Lw3nLGFjkl3XwmPbHz9F0f7Pq49eirDoHl7Qb+G/n8PRb6159XU34jbsay9IuL2H7/Wse/HsfvrFZPe3nX/5X6/Xc0Iqf5w+BNDxgAIKKKCAAgoooIACCiiggAJ6iPS5NsOL9YgtMuKNYS8zw5iFxJrC9XmttZQttdwesG2hYui4wMMZjsAWNYELT0xMOJkYO52OeiPz+Tyef/55BzZx7do1AH2P0czMjGYoP3v2LJ544gkAwNTUFI4cOaLQ8WQyqX2cnZ1VD3mj0cDo6KgDq+DawJxRMZ/PeyYLEH4J2eybklRN+i/U6/U0m7Lwh2sfNptN9a6urq46Xv6NjQ3HIsdQJ+FVMpl04MOh0HYyK67XDfTXDkN2L1y4oM97//33ceDAAQB9BMB3v/tdAH2L5rFjxzSx3NLSknq1fumXfgm3b99W5MC5c+fUs76xsYFWq6VZ4L/1rW/h61//OoA+umFkZES96ePj43j55ZcBAFeuXHG8f+VyWVERly9fxt//+39f+zEzM6NewUKhoM+uVqtIJpP62ebmpgOxWl9fV88or5lEIqHeZ0kWJzD2VqvlrH9r3efM0GxJZc8xw7dtwgmGuMn+ZjQD78FwOKzIEGuZtVlEpX1O+GczlnY6HV+ruRdMkr/jlRFVYMU2uQbzjsctZBEh3Ec54yzsUf7aRC1+qBQOibFZwflc473++OOPY3h4WNfy6uqqnl2bm5uauX9+fl4TMwJwEqiJR0A8781m08kkX61WHQ+3FyqBvSyWrHfGKwOtX1Zam3DJC20Qj8cdqC2vrb9teHNAATF5ofmEGH7L+108Y7tBr4Ftj7affGX/MhRdkplJm9wP2UvcT9u+eD4ZFePnsbQetvsli2jhsfFZ6sUfr+d5oZy8+mP/Z1GSFjnFcitDx22YDH/Xrw1LkvFZfuOHemDEAgAnASjPk3im/Tz+9i97b8PhsMqq3KbcryxLsnzCr+93P1iPNkPtOayKeVmtVtFqtRydgpPiWe+pH8+9UA9eXn7mlfCbPecMkx4YGHC88PZ5fogGr+/a77EcIX20aBhbMUCI961FH3j936uPP+6da3Uar7Uh8yRyq9UZ75c+14q2QE5XV1cdmCMLoYlEwnNxcFydvPebUPs7ZnAymXQ2QTQadaCnfBiLMiUlg1ih5dJDFy5cUOXh0KFDKtRubm4iHo/r+wsXLjjC8f79+zWeuFwuqyB75coVFQpnZ2exvLysca3Dw8MaxypZuhmu4werZGLepVIpR7GwZZva7bYK0f/5P/9nhV6vr687SmC3u10+bHNzE7lcztkIDDuW/ofDYdTrdR03l15Lp9NOnEehUNCY2rt372rJNaAPHRejSLFYxLPPPqv9D4VCGhudz+f18L158ya++MUv4p133gHQzwou/BoZGcHk5KQq/fF43IHKffbZZ5idndXxSJ+/+c1v4rnnngPQL++1sLCAc+fOAeivC2nj2rVrOHnypM7p4uKiHqpywIqhYWlpSePWo9GoE5vO2eNDoZDysVqtIh6PO7HLrBixkYrLK9gY4Hq9rrwrFAo7YtA4J4L0V4QH+Y5X9kwOB+C9KhBrwL18uaKA7WMsFtO9ks1mndJZnHtA1jLD79h4ZWN5WOhgQZXXJGe2lXYZTi/EMfLSPiuQbBT0U/LlkpG9ODAwoPtI5oSzkMv3bt++jXw+r4acvXv3ap+Xl5dx+fJlAP0wi9u3b6txZnR0VLOMC/855pyrFHAcPvORjTYWFs9kL14LqdsNOs57kwWegYEBnQuJ25J1x0r4g8RtBRTQoyZWgKySxAbNWq3m5AmxMch+Bq3dhFxug5UYKXXEmXz5jPVTQK2iyPeOVzwpv7aKnVe/+f9efWA5j88iK0fyuO2z/KDjXrBxlh0Z8m3/8r3JRmQOm5R+2PAgr37w2OV+l994QbaFrGHSS5n2+muh6V4ldyWkiMt3yvoR5cdL0eb73RqameQ5XmEQIoNw/hS5G23oVLvd1ns0FNoOw0wkEo7s4rV3/PYSrxnLV2lPxi/f47n1gpVbJdauL8B73/sp2tym3/7l7/i16WXct8+7n/f3Q9ZYw2NnBxc7T1mG2s1oY+lzrWgfOHAAiUQCuVwON27cANAX4AcHB1Uo4nJGTMJkTtjAwrdfvIPdrLz55HMvS2273dbyTktLS04sBwD1/hw7dgy3b9/WhFv5fF5LOn388cc4f/68lveKx+O4cuUKgH4cdq/XU4VtbW1NlfXvfe97uvlFoJaFs7Ky4mwUjsXlmF2boEPGx7yR/w0MDGibtvZwtVpVa+Bf/uVfqrCazWYdgX5ra0u9wwcPHsQnn3ziKDLyu3379umYZ2Zm1AgBwBGGZZ441kIO5u9973sYHR3Vfp0+fVp5d+HCBTUGbG5uOknO2u22fjYyMoKzZ8/i8ccfB9Cv6S3e+Uwmg7W1Ndy9excAMD09jQ8//BBA31tfrVY1pvrw4cMac7x3714cP35cn12v17V9ThQyNjaGWq2mfM7n8/rZ+Pg47t69q8ojGzpknrgMmcSKcwIssUDL5cLeTyu4WE8sr3GeXzFKSXts5ebYXnu58/6SQ08S5/Bnsn8ZbSJ7ka3Rsp85Xp+t79Vq1bmErTDH+2FyclJ5IOtMkp74XfZeCWvkWVyuzMvIZGt0CgkPJIkHx0ZzfzudjmOl9/PycsmVRqOBcrmsnutSqaRtjI2N6Vn19NNPa44FIZl7mSeZt0wmo4Yta0hhgZZ5Z63zLIzYS5cvR3tJWqGA49F5PbEgJ3y1yeO8+hVQQH+bxIqAF0JH1iuXLLWK5G4eLz4DWYaSmFlrGPMiq4j5xW161dK13mT5vp9X2f7Pjo3/zyWSrIfTy+vM4/ZTKPy8ubaf8kxpm/vBzgvOZyHvmTdW9mWlnD2ebFC0sfW2/3bMzDtWtLnPfkoYe0NlLJywjVEQnMyLxxaLxdT4CWyfz9KmzRnjZcCQ53EJKV5r7DRj/gNuQi3hoeWPrB8/pdKuPV4j9q/X+pE8Tzy/1pu8m+GM+2U9+fY7Xq/t76whezeP+b1i/r0MY/b9j2Pgtsas3RRt/o3XuXIvCmK0AwoooIACCiiggAIKKKCAAgroIdLn2qMt1oWZmRm1Ji0tLTnWND9LqlgzGJLBFjj2gjCJdc7LwmTh6GzZDIfD2sd9+/YhlUoplPjKlSvq/fziF7+IJ598Uj2l3W5Xvzc9PY1yuazvc7mcQosXFhYwNzeHN998EwDwj/7RP1IL9Ve+8hX1Lp0/fx4nTpzQPkqpHRkLx3mk02kHImOtO14ZSyuVii+krN1uo1arKWT7t3/7t7VU2QcffODEZ+3Zs0dhp91uv2wQZ1sXng8NDakXO5VKOaVB2INXrVaRSCQcaK54Nk+ePImVlRWcPHkSQB8eK+XVXnjhBfzRH/2Rvm61Wlo6q9Pp4Omnn9b2Dx06hLm5OQB9q6rMU6/Xw6FDhzTT+Pj4uD7r29/+Np566imNtf/2t7+tY3v22Wc13rxSqeCZZ55xyo4J//ft24dCoaDr6/Dhw+ohl7IOXEqFLcPRaFR/x2XmJHu6/D+dTjtx97IupAyYl+XfelIYnshlNqRcG+8dhj5xXEwikVDvajKZRCwWc9Yow6btWvWKbWo0Go6Fmi3ZDMsDvLNpClkIOP+G+8IVCyTMhOHoQvI9fh7zANi2nNvyXnwe8flk47wjkYiWDuR14cUTocnJSdTrde1DOp3WtbWwsKDrrlAo4LnnntM2uSyMPI/RPhbqx9nXuf8yhxKrdz+WbIbUWe+B5TEjADgTfjwe34GW4Pc2k3pAAf00kJcHUf4PbJ9VHK4hXj9G+PFdz2t9Nwiy9Ypz1n4ud2pDNPz6LH2RfgA7vaq2D9xP+9qrz8yfWCzmoPH8zpp2u+2gGO094ecJ9Oqr7beM2ebdENmOPdjyPT4vueqKhS6zx5zPZiv77tZnGwPO5BVC5oU0s55ivstYruh2u87dx8hLhotbxJifR9uLvMpvtVotlMtllcW4pCUAJ8yJ+yH9FN4w/3lsNpzAS362d7q8tvlqOJSC1yTLP7Z962n3ei3vvV4D2CEncT/sHvCDhfvtLy/k7MMgm6fAPg/YXp9ees+DwNU/14r2p59+img0in379uHUqVMA+jDjjz76SBP05HI5z4sA8L+E7GHJ5HWY+DHcHhSiTO/bt09LB0mfRUB96623cPLkST1EDh06pMnPhLjMj0DCp6amcPHiRY0Dv3jxosKF9+/frwL1lStX8I1vfEOh6idOnNAah61WC7VaTXlXKpWcOtQWhuQV7yMXqJdwH4/HnYOoXC6rsru4uIher6fvud52rVZzDsyBgQGNR56cnMTMzAyA7WRo0pdKpeJAQbmG9ObmpiaZm5iYwMmTJ1VJPnr0qIYibGxs4Jd+6ZcA9NfL97//ffzDf/gPAcCp7b2ysoLBwUH8g3/wDwD0k0GJAiJ9eumllwD04+T/9E//FADwwx/+EM8//7zO6dNPP60Gho8++kh5fOfOHSSTSY3Bj8ViyqtSqeQYJrgUWqPRQDweV6WfLzZRQARmPjExoeMplUpq9Egmk8hkMhrHzskhBgcHHWgY4CrYrLhubm6qkSWVSmn7tiQcx4oD7oHvdfkK3J0h7fIb4UMqldI+drtdR6ms1+vKg2KxqH1sNBqYmppyFGOGD7PSPDAwoMofJ9qT/oiRSBJpSRutVksh1ZyshWHhlgdi0GN4nNBul5HXOSWQ7Vgspn3kcVm+JpPJHQYT6X+1WtX91Wq18Prrr6twMjU1pYn8pLas8JzrzloYmhUmdkuC5kc214S0K3/tZ7zuxRjEcf3yfeEXn3d+d01AAf1t0L0MPwzN5YQ/7DTg+91CqOVz2x4L20KyfyQPAgv092OosvcAK81+SvZur+9FsVjMGY9VABn6y+eJ15lyP33zG7uFMbNxttFo7DBo2xBIeY5VtOV31qjJJb3secaKqpeMzHesrXMtv2fecfJRgY6zkmbzjXAiVzl/BTbtFbtsQ492gyRbAwAboer1usrk9Xrd0wgixhmv0FILHfdStP3CGZivFjrO/ODfRSIR59kca2/bY+K5YSMZ/xXi/c2hsDwWkQ2ZJ7ze/BT+e5GX8Y37fD/E9ekt1N2PrOx4vxSY3wMKKKCAAgoooIACCiiggAIK6CHS59qjLZaTpaUl9e6Njo7i+PHjCkmem5tT64d45oS4lBV7UwWG4WUdEXihWD3YqymJv9gLxSQex9u3byORSKi3OJFIaEbeZrOJra0tbaNUKuHJJ58EAHznO9/BlStX1MM9MTGh0PGpqSm88MILWt6r0+ko/DyZTKpl8NixY5iZmVFLWLVa1cRGg4ODGB8f17Fx4rJkMumMDdi2TLGHM5FIODzJZrOaaRroe34Fej03N6evn3zySczOzmqfr1+/7kCCGWr8xS9+Ub3wp0+fVg9kPp9HNBpV730sFtP+VqtV3Lp1y4GCcqmsmzdvKuQ8nU5r4rJKpYKbN28C6Huif+d3fgeffPIJAODNN9/EK6+8AqAP5Z6ennZ+x4kq5ubmFHXx7//9v9ckZ5FIBLlcTj2LL7zwAv7Lf/kv+jzp09zcHGKxmI6Nocqrq6uOtXdzc1ORDrVaDbFYTOdnfHxc+Vgul52s+UtLS2pdLhaLahFtt9soFAr67FKppFmnZe65VBpbQqXcm7yXfnU6HfVohsNhxONxJ7kJw8Ak2Ynwkj2vDHtjCJYkP5N1KPB04Z3wo1KpoFQqqVfWwtyazaYiQ/L5vJPcp9PpaL/S6bSDGuBsoGzBrdfryo9EIoGBgQEHNcL9rVQq2g4nZZM+ylrm/ddoNJyQi1arpfuIrdoyDvE4S8IX6WO321VExtbWlp4D6+vrOzz20q9UKqVrS+DgsjcvX76sKJGxsTHs27cP+/fvB9BH3Fy6dAlM3E8vdEwmk3G8Ahy+wglhgP5eZ+8KsI0YYM9IJBJBJpPxhJXbsAT+a0MIAgrop4X8IMDizWNoNMNm2btkkz/ZNtmjZJE4jEDhaiYMzeU7414eKfauWTShn1fbQnMtRJx/z7+xyazYi2k92n4Jk+6nf/ZzL0g2Q46ZdxYJxuW4QqGQ45G27chrRlKJF9yv38wHHoNXAjsvSLD838tzzOMC+muJSylxPxhdJkgni8Ly4qXf3NixsqdaEshKm5wYjZ8lKBCe192SZN5PSIH02e//DA9nNAAj50QO8gt72+35u6F1/d5z+17QcZaH7DO8PNXWs+71/B+HWB66V7gHI9Z439wvPXRFOxQKfQZgv8dH/0+v1/vfQ6HQ2wC+ZD77s16v97886LPK5TKi0ahTEqlWqyEcDmvc7i//8i9rbKzEWgD9CyCRSChMutvtKgS5WCzuYDyNz+mDzVbH3+E2BgYGFOLa6XRQr9f12dFoVIXjXC6HSCSiEPBPP/1UN+ns7Cz27dun3w2Hwwrn3dzcxOOPP66K2auvvoq//uu/BgD82q/9mgq1kUgEZ86cUYWwUCgo7wqFgmZtB/pZr4Vf1sDAMSCs0AwMDCCXyzmHmYzz7t27+gyZP+nX0NAQqtWqKuWcEVkOPVHujh8/rhme9+3bpwpbKpVCpVLBrVu3tE2bLZkhcFb5FMVifn5ev7d3715VaOr1Oubn59UY8Ku/+qsay/wHf/AH+N3f/V2cPn0aQD9eVeYJ6B/WkkmeL/QTJ04gm80q5PYb3/iGXjzT09O6ZqQetvRxfHzcMSAJLF/aZ+JDlssYyKXKhwgrUKI0yTNkrAyjk0tH1gLXRxY4kZ9CwoIFK8yiXPNrzihqy1XxGrXkBUlk6Fcmk3H6z/yQWsmijHL5KymxxTAuFkyFPwKV84ozYniV/GVoH/OEBYtQKIR6va77qFqt6jgFyi/PtkKOfaYowryHu91+NmJZa8ViUee00Wg48Clg+8KREABpj9ca18Pe3NxEOLxdUz2bzWreiGq1ikqlojD8TqejcyPrHNguryI8ZyFDLkPeH1boY6Gf597m2LCQUP4tCwB+AuffZfpJ3vUP0KdH1fQD0U9LPziMCHAVVRZ4Q6GQVruYmppCPp939hYbpmRsksuBq1OwoM/KViqVcmLAOW+IGByB/v5PpVIOLJNzcvjFh3MVgEgk4ihKMj7pM7/n11bm44opLGCL8iZnUTgc1rtSFEd2tlilwwsa7ZUTyMuZI0ZOzoUhJOFYXoZJ7huwnfcGcHNRZDIZ55xlSHatVnPufo6TFv7IeMrlsnOfW4OorL14PO6sH3YY1Ot1NV5HIhGnFK0tZcWGETYw8J0kxlL+nVA4HEa5XNbviuIKwDFWA/27jO9iq3Rzu3y3815MJpO6H+QOlrGJU4t/72WE4eo+subkM85GHw6HkUwmHcMWr0Fe59x/KWfrZfRmI3QoFNLvynsZp8h2PDdcTpZzDNi9ImuEK9VYHlj+M9k7n0MuZL16GdW5//J/Nl79OGFij8Kj/SwANus/DuB1AH9O//sjAP8nva/9OA9KJpMa5ygbMhwOI5PJ6OIFgAMHDgAAbt26pcyp1+tYXFxUpXJwcFCVVkkK5aUgWJJDXcgq13xByUU2PDzsxCCzUCvP/bmf+zkA/TJdomzNz8/j+eef1+e9+OKLWiaq0WhgZWVF445//ud/Hi+88AKA/kUm3kigr7yLl25qakr/L/E+wqPPPvtMP4/FYohEIk7iJlFwqtWq8rtSqWBxcVEvgEgkosrz2toastmsliT7jd/4DeXBpUuXcPXqVeXDwMCAE4s+PDysfQagbbLVOR6PO57qcHg7AZ3Eecv7QqGgyq14wTl+Ww69oaEhZ6NGo1EcPHhQx/rqq68CAP7ZP/tnmJqa0kPh6NGjzoX30ksvqcHny1/+so7t8OHD2NjY0FJmr732Gp5//nnlgQgGo6OjCIVCegEmk0knbpYVULsm2+22o7jyBcLKRa1WUwWHDz0xZonxZ2RkxIlf4pJYzWZTedxsNp19tJtFn7/H3lo59LwST8kh7mUQs4cv8yMWi2kfJa5Y5g3Yrsudz+cdIdBLcbWXkvzf1rlmoYyVPP4ue2VFcGCDgPU4C0/S6bSTdIwvTe4jXyYyv7L/2Mgi3m35rFAoOPkAGNnCbTYaDV0/tr4696NcLqPX6zkoGOl/Pp/H+Pg49u3bt2Outra2tE+Dg4OOwMCChfBAPstkMjvWHs+BX2kee6HzWcPog59h+ond9QE9WmKluNFooFqtOqX/hPj84z3G7QDbCr6f95D3ls2/woZVAE7SK77jvLyofmO7H8OHVx9ZEOd7zCodViHyIhmzyJyVSmWHQRbon++93nbZzWw2q8b91dVVVCoVp3ykUKPRQLFY9E0Iyop2r9dTFGWpVFLZp9lsYmJiwkErCokMxV5mvust6mE3XvA9x8bTZrO5I+mn9P1ec7ib55f/8rP5f5lMRvnACUYBV55ot9s6NwCctWuNJ7xG/GQVcTrI/2zOFavIswLJZVb5frK8sEYF6yVmgxInGuR55Dbv5VG2yBMeNz/Loiy4/7vNN68tXhv82jo3WLeRpI5+Xn6r/DOfGdV4v/TQFe1er7fK70Oh0P8B4AaA79K/q71eb/lhPzuggAIKKKCAAnr0FNz1AQUUUEABBbQ7PdIY7VAoFAPwm6z9ArkAACAASURBVAD+bc81b/2TUCj0mwDuAvgfAP5Fr9fb8mrjf7YTBxCnf2X5cy690mq1UCqV1PMRj8c1BnLfvn0aE7yxsYGJiQm1Am1sbChEVKwbYuGwXjRrjWL4EmdsZK9Tr9dzYkrYYlsoFNSbPjIygvHxcdy+fRtAP55RvPWjo6O4c+eOlp66e/cuZmdnAfStN0tLS5qVenNzUy1jR44cUdivQK65BBbDRzlmt1arKSxboNwMn/KC/0SjUUxOTioPNjc38b3vfQ9A30r48ssvq/f2L/7iL9Ravr6+7lhcOa57ZGQEg4ODGg4wMjLieBkZDpJKpdTaVavV1FMpmS85Dljm44knnkAkElGIeyqV0nGWy2XlTzabVcQE0I83lwzksVgMGxsb+ru7d+/qXFy7dg2RSETHNjk5qQiDGzdu4P3331ePYTQaxbFjx3TsnPWYS0ywt8BmumRPvjxTrMMM2RWoEUNhhF8c15pIJNDr9fQzhsZJvDNnZGVEB0PJ2WrPFlwvyJyFHnlBtK0Xgb0y4uHksbInXzwEi4uL2Nra0nWRSqUcT461grLl1GaD9YKpW2swQ/HEE2I9sfIZe5LS6bRjSWVPe61WcyDaXs/3eu/n6RErM/eL0SUMweL2JJZNvsfQNuaPrF3ObSF5IsrlsmPFHxwcdGCMgmqxXmv2qNjP5PdCnL3cIimsl8wLombh935W/58l+knd9QE9GmK5plKpOHkyGHHSarWcM9YvFlfkIltNgJ/nFRbjlUuB0Ux8hgs83ZI8635jYP2+Z88DCzf3upPscy1ZlA979WXMAslnT5/Ih8vLy4pEEz4IClDQZNwv64XkNgUNmU6n9Vyt1WqoVqta1YXh2rlczpFvATghRYxE4DhmvzmSv3bdsFzDfWcPtz1nme/WY8vrc7d1wes1EonoXVYoFLC6uqrozmw264RN+oUUsUebX9tnW2Qeh03Yz3gOQ6GQftciQRhlIfchy1s8h4yq47XM8oc8m19bdJzX2Kznm/slMHXr4bZkPeuWd0yc/Vw+94LFS5iCH7Hcws9heeFB8rE86mRovwZgEMCf0P/+PwA3ASyjDzX7VwBOAfjKLu38AYD/y/5T6ujOz887UF+GJfJi/PDDD3WzPPvss7hx44YqUQKjAXYuHD/Ih3xmBTBWNFjIE+VWYKECcc5kMgorlwNcFv6NGze0z/V6HadPn1bo9fr6Ol588UVt/7nnnsNHH30EoB9XKQnh1tbWnO8VCgV9HhsistksqtWqozTLYhTIEB9mDPFhw8HW1pYqypubm3pgbW1t4cMPP8Tly5cB9JVpuSSWl5dRLpedRSwx2VKrWpTTbDbrxESxMsVhA5VKRSHsGxsbqszKXEj7165dw9bWlv4uHo8rzzOZjF46MzMz6PV6qqSdOXMGn376qc7p5cuXtRTYBx98oIo70L8EpaTa22+/ja9+9asA+vD8EydOqKLx5S9/WZ/90Ucf6boWBVDWEx+Ocnjx5SU8EWMPfybkBeuT11wmLRaL7UiOxnBke4DxJcf98iOBr9u4GHnN/eLkW3LYC9yLqdfrOaWz6vW6A5sTA5LUfZf1xJD8QqHgxJJ3u10nNssvhpeFQzGwye/i8bgDafISBJiPsh9E+AX6+8DGaAvF4/EdMCc/wSsUCqnRiGvYt1otR0m2sYq1Wk33EvO11Wo58HYb7+xH3W5X17nA2SWHBCd349hBmRfpFycBEsHCa62LAcMr1gxw4YoPQn73w88QPdK7/lHRz/B87SA2sA8MDDjxsGzQkn1ljXqsBNiwOy9F28Jq5XccIsKxpfZ84ZAcLwXK697xUwjsa+kXv/aT86ww73f2yPnLYY3yu0qlou1LCUW5o65du6Yy3yeffIKNjQ1HDuOzjWHHPFZrfOCzk8sfDg4O4uTJkzhz5gyAvhIuZ/3IyIhzF7BxQJ4nz+fwNX6W1zxxjhWWJVnOiMfjSCaTnnBuVvqYz/bZ8t6LRF6whmNgW9GWsKjh4WHnPmSyijDzinnCRnXeC8DOpKVslOaQJR6brE82FHDOFYaEyzOZV17QcZEHrIJtny36jOWD5a+0bw0rXm3yHtotOZ8lr31vZSppPxaLObKXF1+lPZGT2EhxL/g806NWtP83AP+j1+styj96vd4f0ecXQ6HQNQDvh0Khp3u93gWfdv4VgH9L77MA7jz03gYUUEABBRRQQA9KwV0fUEABBRRQQIYemaIdCoX2A3gFwNfu8dULAFoAjvzP1zuo1+s1ACieQqwxX/3qV5FKpfDee+9poqlisYjx8XG17CwvL6tXa2hoSGHY5XIZMzMzaqVaW1tzSn+ZsezwsAlZWLn9DieOEM+bZL+WhD9HjhxRL2m9Xkc2m1WPc6VSwWuvvQagn6Gas2+///77+sxnn30W3/3ud9VL/vTTT2vSrqWlJS1JJd5hgRZvbm4qT0ZGRjAxMaEe7nQ6rZ5psVYyRJgTZgiPBXrEkHNJ5jY8PIw7d+5ouaybN2861nHmXTqdVk/du+++i1/5lV/RBBRseaxUKvq9UqmEkZER9eRHo1H1Ru/duxf1el09ZRsbG5qd/Nlnn8Xa2pp6CNvttnrRWq2WrpFLly5hbGxMLX1zc3NqjZ2ZmcHXvvY1fPzxxwD6YQqSPKzX6+GJJ55QS/b6+jpef/115dfp06e1n2fOnHG8/LJGUqmU42VmC5wtR8fZnuX/Yp213jxrWRUPAZdGEx5waIVNECc8aTabuhbEMiveYmtt9EuAwwlX5HnWOi88YOK9KBZd9iRzMi5pn73oMm6GX0kSQGmTkxtaGLisEx6b8JST0QkJPJv5L+QFYeZxRyIR9b6yF549ycIPTvxl2+WssZxQjeGJ8lvhj8C75XeczI2z2jJZCD5TNBrV/R+LxZBMJnX/ZTIZx8MhHi32gAPuuhYLOHvkeQ45ARqTwMm80B9ery38jvvzs0Q/ibs+oEdPHBZTr9edxKQMaxaSfeUF0xXkkRdqyov482Kx6JRA9PIeeqGl7L71eiafo7bPXl5361m0/xditJT1NNr2+DO5K8vlst6T6XQahUJBZbazZ8+qPLiysoJms+mcZ3JnJxIJVKtVTw8ue/OEhMcsQ0WjUaytrams+sQTT6i8KXc9h1ZJm/I/9mgLWZgx/+XXNiRH7jnbHrcrv7deYa+5t3NjP4vH4xpiKUlSATiICsC9YzlkSVCG7BmV3zCSDXBD2ex4OMzKC/7vBfO2SBKbXb3X6zkJX5k/nEjUepzvB5Foib9vEybahLIcQsJyqoWK23b99rpdA377Wc4trzbtOeO3nx+EHqVH+38FsALgW/f43kkAUQBLD/qAY8eOIZPJ4NixY3jnnXcAAN///vexvr6uC04gJ0BfEeM4x4WFBVVMDx06pAogwwSE/C58ewDbbJT8PREea7UaNjc3NUP4+Pi49nF6ehrT09OOIiMKs7wWAfvll1/G+fPnAfQP2dnZWT3wMpmMk3FblKRLly5h3759WsqMM/LGYjHkcjn93a1btxwBuNfrOQqx8ImhHZ1Ox1Hsk8mkQuZnZ2fx1ltvaR3wVqulsUG5XA5ra2sObF1ilbPZLOLxuCrs4+Pj+juGU0ciERSLRY0Bv3v3rhoRSqWSU698z549Kqyvra2h0WjoeCT7pfBOFOQbN24gGo0qJPzUqVM6b4ODg6hWq9rm8vIynnrqKQD9OOB4PK6X2S//8i+rYWV8fByVSkUV7evXrzsZyeWSk/gouXC59JYofVYZknmyEC++tCTmVv4v7TKsWHgo65dLNYkiysIWXzT8GUOJGS4ofRdl1CraLLB5kaxtmxGVM2lLvDXQF1b44Gy1WmpkaTQa2l48Hkc6nXaUa+mjVVp7BNfnWCO58LxirMRg5HV4c9w8sA0nBLZrgkubHEPJl7fA8b0ytguPeE5YaeU1w23KRSnri40LTFaw8oLYcZtsHLAKO5/lXAbIj2zsFQthYkixgqD01c6VkBfk0WtN/owqho/8rn9U9Kjm60GF079t4nNI4JwMcWbIJZ9fgLvXbUiRl6ItbfD5wvkVisXijnakDZF9vKCpVmHeDTruJWDbGGYeN58hckZ4wbC9DABWQWcDoPyOS9QuLCzg7NmzePvttwH0Q8jkvMpmsxgaGlI+2GoLHFpl4cJ+xoJEIqH3frfbxa1btzSX0e3bt/Hcc88B6Ms7HGK5tbXlhA/ync58tcqV5b/Ib6K0sjzKuVpsqIIfdJx57rUuvBRtyV3DlTeEut1+uUsOUxKy95rlOcf42rm3ziX5zBqNed5seJn0xUvhlN9IaADX8mbFmktscX9YjrPkpRv5GTeYrKHAKr/ymh0Q0o6XQczyn3lsP7OhfrudETY8RIwULKuw0fFe9EgU7VAoFEb/8v1/e71em/5/CMA/AfBtAGsAHgPwfwP4AMC7D/qcN998E8lkEidOnMArr7wCoK98v/baaxo7C2wfmuylE2uTKH3Dw8N44oknAEA9nT8O8UTzpHASicHBQTSbTbWYFQoF/V6xWESj0dBY3/Pnz6sBYGxsDN1uV3939OhRx1PZaDRU0ePNMzg4qL8Rr6hY7rrdrirCkpRIFlc6ndb2JDmEbFauSS4l1oD+4p6ZmdFnLy4uqtI9Pz+Pjz/+WJVTjlcSS6nwYe/evZr8rNVqYXZ2VhO5RSIR7T+X4hocHEQmk9HEIc1m0ymrxLGlXLt8eXkZpVJJPfkcNxKJRDD7PxPO5fN5TE5OajK6K1eu6Fjm5uZw7NgxPPPMMzruxcU+ijKZTOL69esao/3ZZ5+pYj05OYlisYgvfOELAPrlveQweOaZZ5y48lwu51j/WHmIRCKO15Q9tqwEytiBbcGIxyoXbqvVUr7Oz88jn887yq+sg1QqpbU9hUQIiMfjTrkvLs8mz5P+W0u5FYRY8PGLjeFLXmL3uQQdK8LSl2w2q+Vs5FlcU5Rjdm08rxUWOS7e9okFOFYi7UXjR+zFiMViqNfrOjb22A4NDeleF8HHJiG7F4lQab33/Jot7nx58XkH7CyTIW3EYjE15HCplFAo5BhdOH6Q11Kr1fKM5Zc2rCfArjV5z2uLhWVpx094sGvwZ1TB/ond9QE9epI1LEZ1ORMlySjgeoRFpmEBmEsDebUt3+t2u049Ztm/jUYD6+vrzlkqrxuNhp4V4g32itH2Mor5EX/Xet8kV4X0nxVtv+fZZ7OhUM4kOcPq9bqOJ51Oq3L7xhtv4M0339SEuPv27XNik+W38tcadfnM9esLsO1QqlarjhyZy+W0/UuXLqmM3G638aUvfUnvzkaj4Sif4XDYMQB4KcJeZyobx7l/jCCT2OTd5tLLiGAVUz8SbzT3iWVH6Q/Ql3m4tjM7EmzSTyHhARupOKEsf2ZRdH4yB6NKAdcbbe9bRivaUp5WXuFEe358Zb7wmuN++pEY5y3izusOl7EwWWeO1zqXv8wHNkzIM/zWBssV9nlehvh70aPyaL8CYB+APzb/bwL4RQC/DyADYB59K/i/6PV6P/NFSQMKKKCAAgroc0TBXR9QQAEFFFBAPvRIFO1er/cagB0m/l6vNw/gSw/rOfPz84jH41hfX1fr35EjR/Abv/Eb6kU9f/68ZmxMJBI7PFSc1Vfia8Wix+WNOB6523WLyItHOBaLoVar6TO2trYUdhsOhxWSWi6XnWzfwLa1rNPp4OOPP1bv7ezsrFoejx8/jl6vh/feew9A39r45JNPar8KhQKuX78OoG914xJP4kEVbzpDMMWr3Gg0EAqFtP+1Ws3xhGazWbXkZbNZJ/OweNHS6TS63S4OHDig43n33Xe1j5ubmxp3HA6HlT+AW4Znc3PT8To1m02NF282m2pt39ra0mzknU4HFy9eVI9zIpFQqLWFNkWjUc30vW/fPjz99NPa/q1bt9SjNjs7qxasVCqFcDis8eepVErh7MlkEolEQtfh9evXlT979uzB9PS0WjAvXryIX/3VX9Vnz83N4ezZs/o8gfULn2VuSqWSrslisehY9zneq9vt6meyVoW31oqXz+fVc83lmVqtlkLk9+zZg2QyqRa8eDyua1LWDJch4+zkpVJJ1xdnrGWYN8P/5XvWgyLWVYati3dV1kK73Xbg1QzNY0ske0Ilfpqh+DL3km2XLdb8GXt9bFw/Q7krlYqnx1PmVmi3UJWBgQGnzXq9rnuTQx3a7bYiJ4rFIur1+g7Io7QXj8d1vtlbLPA3zvArryUHg/CZkQI27qzZbDrWcDlXEokEksmkY12Wz1KpFFKplK5JPq9tPDjzyWZcZa+1VxkP9lrbuH4/75SF13lll/1Z82z/pO76gB498dnQ6XScs032CN8D1htmIZ3WmyQkXjluh8uHsUxQr9c1A3kkEtFzgc8n7jvT3wS+b2HG1mvNf3fzmnqd6XJOlUol5967ceMGAOD111/HlStXVA6wHmcOE4tEInoW1+t1pNNpT+8esDO7u4Sv5fN5vde2trY0Fhvon/ciQ/3xH/8x0um05vlptVoOGonvOc4b4sVbL2i3nPUMhWeERCKR8A1V8iPrhd0N6ZBOp1VWkfAsoK8PDA8PO3Ho7Gm3IXEsL/C6YNnLK9aa0QHs5bXhE+yxtWPj51n4uYXoWz4Bbkk12V/W0+zFV6bdeMzoSlvm2P7O67de47QoFD/oOJNF9/ntW4vA4D20W3mwHc+772/+FFKpVNIawpIAq9FoYGpqSuN7z5w5g299qx86trCwoAmqGo2GpwIN9A8MUdYA4OrVqyqESky3wLn37NnjwFojkYhnzCsnicrn88hms6qgM5QjEolgcHAQf/mXfwkAePHFF/UAevfdd5HL5VSx3Lt3r5PEYmhoSCefy0Xs3btXN1C9XsehQ4ecxA4M7Y3FYo6QKwdPsVh04C6lUkkP4PHxca0ZfeHCBQwMDKhx48KFC6qALC4u4gtf+AJ+8IMfAAD279/vJE3jGJxIJKIKw+HDhxGLxbTP1WpV+ToyMqJKnyg7ovRHo1HlXTQadeLFWTAvl8u4du2aPvvZZ5/VsZ0/f14PhpdeeglXr151agi/8cYbAPrrZ9++fdizZw8AOGXYFhYWUC6XdU2++OKL2v+LFy/i7bffxle+0q94E4/HHbgxH7A28Z7XASiv+aDgMgZ8MImCwBebzBUbagRWxYciCzm9Xk8vwK2trR0JsaSfd+7c0ZjzoaEhPQjn5+dRKpWUJ/l8Xi8FUcL5YrYHJMOM5bUVOPg36XTaUTC73a5zaMr81mo1xxhmY7QtpEhes5LHyqG0YaFoXn1kvgE74xhtPCEroLLuxsbGtGQf0N/rMr/AdvkyGbPMqexzmdNyuazCriTOkc84RMULTs3CO9fljcfjzt7kcAOvpG3CYz/h2e4VC5O09DAE890MIwE9XPKKm+PPvF4L+QlsD0p/E8VtN3rQtfMg/bBt+/EiFAo5yq6EcAjx/heSpJtybnAMpIRfyTkxMjKid73E9orxX5wEQL981bVr13Dy5EkA2+UEgX54n5zbIgPwvcCKO98T9t5kOC6fezaPSTqd9gxNEUMB33O7hZJYw4SMJxaL6TOXlpbwp3/6pwD692Eul3Pg4qLQ9no9p5xlJpNRg62EEMmz2ekjf4UPW1tbjkzI47Z3mdzZ8/Pz+I//8T/i8ccfB9B32ohRJBqNIpvNapssf7JhW+4WnhtOGGYTjPK9Fg6HVTYF3PAkNnYyj1lOkbuXwwHkc5tEjuXNdruNeDyu65fraANw5KREIqFjk/BGoC/T8P6Qfks/JNmt9Fn6IvzgMC52msh9LmueZS5Wmjudzg4ovLTBzgsLjeY7lx0ioVDISZa7211rn8kJlZvNpmcICe8fGZuXYUv2nry3iYCt8i6f2Xrb3EdWwuUvn3EPomBr2w/8i4ACCiiggAIKKKCAAgoooIACCsiXPtce7bW1NUSjUZTLZbV0ra+vo1AoqJVp//79+Mf/+B8DAN577z31pq6vr6Ner6uVqtfrOeWjLl++rB42gQcDfU8uJx1jy6YkBROrbzweV2tjsVjU72UyGSSTSQc6y69HR0fV8rJ//36FYS8vL2NgYEDHNjIygr179+qzG42GWqbS6bTTJkNeL126pGPK5XJqtSkUCigWi/o+k8k4FsT5+XlNNDYzM6MZKBcWFjT7+aFDh1AsFhXevrKyoiW1FhcXMTg4qG3eunVLrUMCNZLPZmZmNOlGsVhEt9vV+eCMhJLADehbJdka1e121QJXrVZRr9fV+10ulxXaXSwWsWfPHoWOFwoF9QIePHhQXy8tLWF6elotlZ988onOzTPPPIObN286MHb53vXr1zE+Pq7WRy7ntrGxgWg0qvMhGdaBvkWavXTshWcrsc1s7QWT3g3m4wV7Y2t7uVx24Nzd7nbW6UKhoIlKgL7lj+FdqVRKed7pdBQpsLGx4ZQlGR4edryrPG72VLM1USBW7JWxngQvmGM6nXYS7PBn7Mmt1+s7oPYMZeMMo+wNicVijiWU2+eEMdJfP289oxYECi995HOHoeoW8jk0NORA1NkjFYlEtA2et0aj4SSSKxaL2qaEmnDYiBdEy1ZeSCQSurfT6TSy2ayup1gspn1Mp9NIJBJOBnovD57NGmpheZw05l4WaG4joJ9u2s2bHdDDIdlXfogpIRtGJ15H+T7DLDlrs3yPvWAi00h1EIZnckUCC1X3QzBYD5j1THvBW/3a8+OR12sZux+/LBpLzt/XX39dw87EG8klpLjKAkPHOaxKniHEMoLwg/nAics4/MdvrFNTU7hz545W+Pnyl7+s57SMRfrpB2lmHvk9x0sekdecqdt6u20SLPtbea4f0g3YhvUPDAwocmBtbQ2rq6sqo3FIlEV02TAii7jge1pI+s4JZRniz78TrznQl+stX5kHvBb4NcsV8tprr0hFIg558Epcx2gYL556PZ/5s1vVFe6TXxvWcy1k152XrHu/yLa/KZrpc61oy2LizMydTgflclkzPudyOYXzPv/881r66Y033sC7776rCyedTuvGLZfLzkZuNpsqJCaTSc36C7jCtxyODAmR3zUaDSfOhuE6IyMjDiQ1l8tpaSguOZDL5ZDP57Us2GeffabtT05Oolwu68LJZrP6vFqtpu3n83k88cQTGn+7sLCgAnYikUA2m9X+371714kJ7vV6Cueu1Wp48803AfRh9KLwC+9OnTql/ZDY93PnzuHixYtOrWZWOmKxmMZvHz16VOetXq9jampKYd+ciZihRgK7F97yxV8qlRz47erqqr4+dOgQhoeHsX//fl0LAmUTWI/wP5FIqLLyla98RS+WRCKBAwcOaObQ0dFRnbfJyUkcP35c+zI1NaUGnmPHjuHgwYNqtGAlo1arOVnyGQ5khQebnVJI1qfXZ3JYsiIi42ZIl0AJ5aBjJYwvWn6m/I4NT7VaTY1ZmUxmx2HJ60J4FwqFHKWSBUC5NNn4wH1gIYR5yVDlXC7nQN9rtZryI5vNolAoOIezPKvRaDjxRo1Gw4FqcYwVxyBKqAuwE2rtdWGwAcBmx+axcq1P6ePW1pZzMTNsXBRknisbh81VEVixrlarTkZi7r+NV5O+JJNJNbjkcjmk02l9H4/H1agmpWZY0Zbx2gzHzAsv4fZRQX0D+smT1/wGSvajIVYOAPdcYp7bTNgM25TfyTnYaDQcyCjDTUOhkJ6/q6urSKVSeo7EYjFPyCv3z74XpcZPobIKkN85wf/3ikXn5+2mvNn8DSw7yn373/7bf1OHxOjoqONQaTabO6qPyLlqq4ZIiJm8Z6cDK9GcHZtrpkv+Hr7L2EA9Pz+vct/x48d3yGTSDodueSndXjktvBQjG+bGZZb8+C//k3H63Qv2dzb0gWUbCT2UvnDOGIaOS98A18ArcgznQWE5ho3l6XR6RziWLYVqeSDEVVDY2M0KMyvJcr96GZtEl/HjJVcAsfPI47Zk5T6WY72g49JHL9i9l8Hdry/cf2mPf2dDHb3IngP3S59rRVu8tizQtVotVKtVx5shHs9vfvObGvvz8z//8zhy5IjGb1+/fl2FvbGxMfXqAG7ygFgs5sT6coIqOeRYyBYhN5/PazyLCNsiaA4ODjrxPuFwWDfd0tKS9iMUCuGZZ57Rutrtdltjzjc3NzExMaFtsmLBMa9Si1k2CXuaIpEIyuWyJuVYXV3VElsnTpxAIpFQj/bW1hZeeOEFAH3LpvBjZWUFKysrOh/f//739fC9e/cuxsbGnFJKIswPDAzg1KlTOj/sSZ+enkalUtFFXi6X9fX4+LhzKWxtbTm1BeV7YgSRdlmxS6VSWFhYUIW6UCjo91ZWVvSAFX4///zzAPoXlIzzxo0byGazOH78OADgww8/1Lk4cOAADh8+jA8//FDnWPo4ODiITqej3+UEEV4XOCeIY6u/3+HQ6/V2JKXi9lg4CoVCOh9stEkmkwiFtkuxiYdb+Fgul9Vws7m5qYp1uVxWJAHQP+jEczk0NKQW4uHhYQwODuoaEq+mtA9412sWpAb3nz0W9mKTPbWysqL9GBwcdGqY8gUrcb6s5LOwwgqu9Z6zMm0T/8hrnhc/8kpkJmcMx23x96SPQ0NDiMfjTj1c4bkYk5h3fKHaBEUsWLCAbZO/MEkpLaC/x0TRz+VyyGQyut8GBgZ0PiRhpfwuGo3uWs/TS0AQAfNecWMBfT4pULgfDfkJyLy3rPJpSy6xIAu45zd7IPluBraVz3K5jD179njGpLLXUvripTRJ24yKks/kbPDybPMZK4K39YTL2Lj//NovtwSPm5O7Xbx4EUBf/pR7Jx6Po9VqqTFeSqsC24qdvOe7i2OP7djEuMHIM3ldKBT03u92u8hkMo6SJmMrFArI5/Oan2hubk5l0bGxMV+leTejhJdi7WcE4fvXxtHyPcQ8YAXNrk0vr6/NLyPzwQiscDjsKVdI31l+Y2MSo6y8DOry7GQyqfJOr9dDKpVS3SSTyTjyi4AGZQAAIABJREFUg59hgr3jVj5k5VYStvmtZe6XLR/G8gHL4Mzr3TzH9rt+37PKM+9f63TwIuYRl1Sz/fRqc7f9/CAUxGgHFFBAAQUUUEABBRRQQAEFFNBDpM+1R1uIITIW88+ZrKPRKD777DMAfQvrwYMHNX773LlzeO211wD0LRbValWtHtls1vGGJRIJhTWz9UM8WeKNY0jG8PCwenKz2SxGRkY062Y0GlWvk8AwxILVaDSc8RQKBfWwTkxM6OvFxUUnvlraAvpeRoblptNp/V2tVtN4YclCLDDw06dP61iuXr2KW7duqVfKWonE+nrkyBHs3btX4eLT09PKcykLxV5BaX9oaAhjY2Pq2ZW+AXBiTu3YONbXzj33kbN2An0Pm3jRBF4ryIFLly6pZ3rv3r065vPnzyORSKgVes+ePRpzvLKyglOnTqnHv9frqVd8bGwM7XZb+XD16lXHq8+ZKi2UxlrcOEbYD4LjFRvE5GdR5ph2hvqFQv3MlAJtW19f137cuHEDa2trmvW/UCjsKPck1tVsNut4UDnsYXZ2VsMGhoeHlf/JZNLJZmrhXeFw2EF82EynHNsta6BSqejYisUiOp2OWqszmYz2t9FoOCEYrVZrR+wxowq8rL1yJrC318Z1e6ENvOabkTICRQP6Z5zwoNfbzsIuoRmcxV7WXTKZxMTEhKJsBPkg88ZWaoarNRoNDAwMOGW3ZGycibXb7TphEOl0WveRwMa5RI3MjUBFeb6ZP4xWsZZ4ttIzv7zofiztAf300b28HwE9HGIPj7wHvLOYc/gJew15T8qZImTjs/m85CoZvOdtnKZXn+XZ7D1kr6b1ivuRzQ2xG3Sc5Tx5FvOJ0UwcatNut/HBBx9ovwTRZb2fTI1GA5ubm3pejo6Oqhxj4bCccVtCIaUvXNZVKkkA/fPXhvTJbyqVCsbHx3Hr1i0AwO3bt1VW7Hb72eflHrUyhvVoe3mthY9+nnCLOGCvJJfE4vaZh7KOvKpkCKKLQ7U4L4mg84C+rGoRDl79l3aZvBBq0ifZA4xAGxgYcGRVrgZj14jNlcNks7nvdo9K/6XaixdqjGUtvzwqfuQVNmDJK0zEIlb4/wzbt3KUX8y8RUV4fY+fY+lnBjrOCQIY7sCxIpubmyrgcXytCKeSvOrxxx/XuOI//MM/dEpJLC8vqwKyZ88edDodhc9IvWtpMx6PqwLBAv3k5KSzuKVerLyXg1NKVshBNzExoX0Oh8O4efOmbsSnnnpKfzc2NubEw+bzeV2s5XJZF0Umk8H6+rom6pIYIaCvCOVyOf2dJJaTPmYyGeXJ1taWlnloNpuqfF64cAEzMzOYm5tTngt0/+jRoygUCno4j46OOgYFjqGemppSngu8RXjJB0+xWNT4JYnvFKVfktMJHzudjkKc+bNsNotQKKSK3tTUlPbj9u3bKvTLRSlzc+XKFeVru93G2bNnFfp++vRpVWISiQRKpZIDhxMjSz6fx9DQkM6HPbQY4sYHio2zsdAgoW63n0SOLzNOqsUwNE5C1m631Wiwvr6OtbU1573w/Nq1a6jX6/qeD3iBN0s/NzY2HAVNjBTXrl3DO++8gyNHjgDox8xLeyMjI5ienlbDViaTcYS0TqfjmezKxjZxibC9e/fqmOv1Omq1ml5QDFtOpVKIRqNOrJy0ywl65D1DzC30TIgFPS9Yot/lw20ITxkmxoq28FjKdsj5Fw6H1XgVDoeRzWaduDMLqWO4uJDEfrHSzwq5kOwT+YwTK6bTaQdWznB9qyTbUmn2gvUSpuX396OI+RmdAvrpIitk28+Egjn88cieWfac8oIjyx5jAZhjRG1pQ24vFovpvuZSOyIPsDHShgNJ/2x/LAzYK57SKqNW2bL5P7xI2vZSCL0MEZYnMu5qtap3KsO16/W6Girld3L+l8tl1Ot1J1aZ49n5HqpUKtovSW4q90SpVNJn89kpRlUvyGwqlUI4HFYZs1QqOUo9h8D5QcStHGMVbYaO2znkdWjjea1hg0thWuM4Gz74TGEnT7Va1e+L3Cjw+uPHjzuOMTZk7waNj0Qieudxsln5nvSl2WxqX4aHh5HL5ZxEsRzSx7H71uknJGuE9wzPN4cy8l4UeZzh9F6KqR3zvYgdDNYIZueKyQvyb3lujetexhp+tpdzyu81t/mgFEDHAwoooIACCiiggAIKKKCAAgroIdLn2qPN1jfxYLdaLSdrbSKRcCDI4u0sFArY2NjAzMwMgL4XTTyav/d7v4dXX31VS1ZlMhn1fEuStPHx8R39abfbSCQSan3c2tpSa1AqlVKv3K1bt1CpVByPpFgvo9EoqtWqersnJibU8xcK9bMTMiRZYN9ilRIL1/r6uvYjn8+rVUYSQYnFiJOOSVki9uBJlva1tTXNuC5jkO/duXNHoeILCwtYXFzU373++uva/nPPPYdr166pt5u9hZ1OB2NjY1ouK5fL6VzVajWMjIyoBTaVSjllzdjjHw6H1ZOcTqfV8iVJJISXnNAiFouhWCwqLxkunEwm1YIVjUZRr9fV6n7gwAGFU3M2dvmuQMEKhQLW1tY0EdX09LT2q1arodlsOl47to77WdPYi+31PbbI8Rg4sZ9Yfm2iFQBO5v6PP/4Yt2/fVr6ura2pB16gZuyt5OQg0WhUraVcQootzbKmJAmfeMmBfnk7tsyPj487ntNebzsTPic/E2+uPINh3+xVbzabDtw9Go3qXh8cHFSLr/TZeqEZpcIeGuGBeFfZ0motol7WW5spNBqNOnPP+5QT6DE8MZVKIRKJ6P5Ip9M6tl6vh7t37zqwQ06QyFC2er2ua8ZmAGaPtiBPpB/s0ebsweJ5Yegf85XXtl8mUumPV9IbQTXxngro7wbt5s0O6OER7yc/EvQVe9LYkygeXMDNkCzhdQxzlWeNjIyg293OLm094jbpmJenHdgJ07Zt+IUg3I9Heze4rW3Tety5/GK5XFZkWyaTccLJQqGQg+gTklKwclYXi0W9z0S+EN5x+KPA8eVML5VK+joajapMk8/nkclkHA+nUDKZRL1ed9BV4uWNx+MYGhrS+92WnrL88fvMD3LuNR/8nu8rRngxWThwt9vdkayMk3AKEmxkZASRSETnJxqNKg9ardYOSDp7ULmv7FVuNBo7quNIO+l0WuWpTCaDeDzuyCCsN1gkhV+5UQtn5z5LqVJpk5/FqBR7xzLZ9nd7z3e3DffbzaNtkQ/Sf14nXFpVyCtURM4j5p/feefnsf+ZgY4XCgVP2GilUnHqxXIdX86gx0rG6uoqPvroIwD9sk2//uu/rnGib731lsaljI2NYWhoSKEj2WxWFTRRwjmbuGxWjo8RJZ0hmQyrGhoawuXLlwH0s6OLASAej6NUKuHChQsA+rEiopguLCyg0Wg4Nfbk0OOajFtbW9ja2tLFKHHTwHaJM+lXvV5X2Pfs7Cw++eQTfS9QbOHJV77yFQDbWUKlj7/4i7+ovDp37hzm5+cdRUzgwqdPn8bNmze1zvkTTzyhY6lUKkin0zqGfD6vZbTy+bwq4Hv37kUoFMKTTz6pfJXfLC8vY2hoSOe0VqthYmLC4Z0o7xzXz9mSs9mstiNzKgeu1GRnI4tk5BwcHMT4+Lgq5dVqVed0eXkZIyMjjoIi/LIXbCi0XWosHo87RgpgG7rb623H23JNaMAtyVKr1bCxsaF7JRQKaajAlStXdC4uXryItbU1BzYtkGMpASEGHrlQ5DOGGJVKJVW8ksmkE3vPYwuFQnjrrbcAAL/5m7+J//pf/yvOnDkDAPjCF76gymE+n0c+n1elv9frqXFD4q7FWBMKhRxInbQxMTGBXC6nAgPPvfyOwwM46ykrhLFYzIkVF2q1Wg7Uj+Hnw8PDjsIJwOGxZOC2JAICx0azos3zyZe2zJl8lslkdNzT09NO3oN2u63zsbCwoP2PRCKOcY4VWqs8M1yfL/NOp4NkMqntxGIx3VOWr16ZhoV4nrwgY1YZtzz0I6/v8zjlt7a8UUA/WQqU7EdLXpB8q5Ra6C/fYywQ8/4Mh/sVP7zKcOZyOT1/5DOv9m1fLNnYTAvTvR8h+UEE6fttr9vt6n3VbDbV0TM3N6d3L5eIlfcM9c1kMtqGVNkB+nIGn3tcclLOWi53KZRMJlXRHh4edip5WINCq9XSszocDjvQ96mpKe0LK+OWB2xA9oOX78ZDwIUxSx+5HK/cxV7nvB/kX/IvAa5COz4+7sgrpVJJx2djn5ns/mFDNIc2Wdjz+Pj4jvJb7DjhcCm7L9mI4PU92ze+1+xnUm1GqNPpOOFeQt1u19G3eH693jN0nOVD5o+Fedtzxqvay4OQ8OR+wo4eRmhSAB0PKKCAAgoooIACCiiggAIKKKCHSJ9rj7YkYPDL1Ax4J0oA+h6+RqOhnrjNzU31EM3NzeG5557T5GgTExP4zne+AwD44IMPsLm5if379wPoe38EstNut7G4uIjV1VUAfdirJEtLpVLqPQL6cOtDhw4BgJOwqFAoqNUSAN555x089thj2veNjQ31lH788ccK7z1w4ACKxaLCsk+dOqXWF7ESSz+4Th/DQsULKF7BTCajXrBr167hxIkT2s7i4qKOu9FoYGpqSvu7vr6OY8eO6Vj//M//HEDfCvbSSy+plfXKlSvKq0uXLuHgwYPKV7ZgtdttRKNR9bD96Ec/0u+NjIyol/qzzz5DLBZTy3C321VLrljGxcNZqVTUAjk5OYlut6vIhHa7reM8efKkrpFLly45mesnJyedEIWbN28qZL5arSoqYWRkBEeOHHGsoLImM5kMstmsk2nSj2ziGbZ6yv9k3EKSDVu+U6vVdDzdbj/LuPBkcXERb775JgBgfn4e169fB9D3zjM8nL3DvV7PSVjF1kZJtOYF6xkYGNAa7YIGkO+JtxkA/tN/+k/4+te/jv/+3/+78uvpp58G0A+DqNfrTlZzCQ3I5XIYGBhwUBDCY0aSCB858Yns01qthmw2q23kcjm1lEumVvbYyPxyshFJgGKzzQJuMkf5y3PIScfY2is8ZviUFxxOEAVe2bflWbKHP/30U52PdDqNcDiMa9euAegnLZQ1YxPlMCzeerQ5qyfD7ZLJpBNiE4vFdoRB+IVFeJ3lD5t2gzwG9LdDf5OkNLvBzR/V/D6It/1B+/A38eTvxgubZfxezxFPopyPHHoE9M8D8Vrznh4cHESr1dKzmhOFTk9Po9ls6rMrlYoiwdLptHocBVLrdR4IDFf4KolWge0KByxbcGiYvK7Vag6ayCZVssgaW0eYZSrOqN7r9Zx2pf9TU1O4ffs2gP59KAlU5Xcih7VaLcTjceeuYWSYhapbqD3zQXhuZYKpqSkHBi3ylFRHEVlvYmJC5dvR0VEUi0W9TyqVivYxHo875zknZWPeSZ1vrzCrVqvloOXa7bbKyJJYjO9cGY+Ec8qzGCEhmdiFBwMDA06mcWmvUqk4yeoEQi/84iRqW1tb2n8Oo2u1Wk7iNJ6TRCLh1Onms84iAJhEfuP+M9pSxiJhXDacTfpgveRCMt92DqR9P/g281jGw3KBzIdFMHh53oFtNKdNdir94BCVUqm0AwHnt2+52g/LtHyGSdJWzsIvxGEV96K/M4o2LxxbEoYhthZyYLPXAf0D5OOPP9bPHnvsMfy9v/f3APThyefPn1clhCGQqVQKQ0NDqrCtrKw4m1Ug4/V6HVevXtVNIhnDpR+hUAhf+MIXAAA//OEPHRhONpvVdjY3N/WyymQyjmK8sLDgxMvI/ycnJ/GDH/xAoUJDQ0NODG2j0dDvptNpLC0t6Ti/853vqBL07LPPqpK8sLCgUKZoNIrp6WknZv63fuu3APSVt//wH/4DfuEXfkHnSuDbo6OjmJ6e1j4vLy872dtv376N6elpHY/M6dzcnPZjeXkZZ86c0T5ubW3pWDY2Nhwlql6v6xpZXV3F7OwsvvWtbwEAfuu3fksvjHPnzqnCUa1W8dRTTzkbV/oE9GFXEoe/urqqc9NqtZy54UNcsmj7CTUMvRWeybNl3gRey4e69FGg/HwxyOtyuYyVlRX86Ec/AtCHiP/1X/+1fo8h6byPGKosWbtlr7BBxGaQjUQiemmzcCXx09Jmt9vVORweHsZ3vvMdbetf/st/iX/+z/85AGBmZsZRrguFgh6IchhLTHK1WnX6wTDmSCSilyXne2g0Gk7+BA7BGBgYQKvVcmISGZrNMH4+3PnZMlYLgWP+8+XIn/GzbQZcjpm2SqyFBHJfRNA7evQo3nvvPZ2D1dVVfS1rh2PZOEO4n8IcjUadygpcdYHb2C3fAJOF6T0Kpft+IIwBBfR3ke5Hmd9tz9kYag5FyWQyKBaLjoJojdBWIAbcfDIS1835Opj8IO0imHsZ70QRA9wwQ2mPx20FeD9imVNey13DYYZ8Tq+tre1QJhhm32q1HCcHZ6SW78tf/h+PR8pGAX0lTYzQopjKd6vVqj57eHgYJ06cUEdMLpdzZIk9e/bo87isJPej0WjsiIVmpf5ema35Due5Ych8vV53IPIsJ/H9wsaGSCTifJf7JfMt7a+vr6tCy3KX3KfMf6vkMdTbrhv+zM9xaL/P/LH6DT/bqy9MXoZtub+9wnMljOAnQZId3suoJuvaGpTuRcIT/r6XsWE3aPqDyACfa0VbyhGxEMpWDyFRrqz3BcAOxRvoL7CNjQ1N8FWtVtVDe/r0aeTzeVy6dAkAsLS0pIJ+IpHA2NiYXhqLi4saS9xqtfRwqdVqKJVKuHLlCoC+Yi8WuHA4jK2tLfWaAsDZs2cB9K2em5ubTny4vL5x4wZOnjzpJC8T5WR9fd0p+XPmzBkVesPhsCo/d+/edWJUM5mMHqpA30PPpa2kz48//rh6RScnJ/Enf/InGnv95JNPqme3Uqng5Zdf1ljoQqGgRoPR0VFsbGzouIvFoirh3W4X09PTqkDs379fF/nMzIzO7549e9BoNPQS6na7jqLNij0ndhPPt3hK33rrLUUYHD58WGOVX375ZUSjUYyMjADoJ4QTi26hUMDg4KDOR6fTcZAIXDqLvY6SrMqWngB2xqmwQcleVmINBtzYUUniIf0ql8tqzLh58ya+//3v49y5cwD6BhOvEmqinLMHVp5drVZ3WPy84sCkL8IvTji3uLiIWCyminyhUHD2cyQSUeTG2NgY/vW//tcAgH/zb/4Nzp8/r8nQKpWKzu/c3BwSiQReeOEFAHDi5/mSk5J8IvCkUikVAGu1msZYA/0LnGPeGBnCAo/X5cjJ0zjGl72+PPeSGMR6mYBtD7ZfnBIr2twXvpilDYmt4jP0/PnzmJycVAMT534QwwSfo1zzmhVmLr3GHm0x/Emb1hPOCAMvocDy6mGS3+VphZqAAnpY9NMSa27jPf2+sxsiwCY2ku9ybWZgOwko4JY9EuOoyCRcflIUQ2DbOMd5GOzd6XVG8Dkt5FWnW2J0d1NOmOyz+Ky2yrvcGcViUY0Hg4ODendtbGw4chgbZyWJq8hl7BG2fbZ3FyOt2HmTTCYdtNfKyoojS4ix+sCBAzh69KjOWzwed5T8cDisDpfh4WGdU07W2ev1nDwl7D2UORDi/BzWuMFzJXehtFWpVBznGt953L5NUip9BfrrS7zu8ld4ubCwoHMlz+d+sMNDnide3t3ukN32Hd+H/H2rWHvlfep2u856skYm3tNecdJecdl+yQYfBYnxxcubLLLP/fTF8pzj8AFXF2SZ7GEg3IIY7YACCiiggAIKKKCAAgoooIACeoj0ufZoW5iJ/LWeIYa8slWHPUYMJ1pcXEQ6nVYLVqlUwvr6OoC+9/bgwYPqRfvmN7+pFqzV1VXcuHFDYx3PnDmj1rC5uTn88Ic/BNC39vV6PbVs1mo1tWy2222USiXt1+joqHq+xfok3r10Oq19Xl9fx/nz5zWb9fDwsHqVV1ZW9Hu5XA5LS0uORUisOslkUrNOAn0Lj7Q3NzeHJ554QmOXAShsulAo6G8ymQy+9KUvqWd6fn5e+fijH/0IW1tb+ru9e/cqX7nsAdD3eMo8TkxM4Ny5c8qjY8eOOTFcAm8fHR1Fu9124p3FQinQLPGgp9Npfdbm5iZu376NEydOAOhblz/44APliXi3f/CDH2D//v2YnZ3VscocJhIJLRUl7+VZAlvm2CChcDiMRqPheFs5K6P19AlZ66gNg+DPlpeXHSu6zM17772Hc+fOKWSY4c+tVkuRAuKxls8YhiYx/xwiIc9KpVLYv3+/xtMfO3ZMkSGJREIh6//u3/07rK6uOntYLPYCMRdI/p07d9Sz8Yd/+Id45ZVXFLmxb98+3eubm5solUo6d0NDQ068vs0CznF6DGG3MHOGdDHkn8uAWXganzv2WezRtuVwuCSWhZoxlI09FQyHk7bZu8KwNg6liEQi+lpQOOKBSqVSuu+73S5isZi2w3H3NmSH/zJfE4mEU/aNY+nlXGYvvJDX2S70MD3c9+PFCrzaAf1dI+up5j14P3Ht7IG0ZfqkvCbQv4PK5bKDimG5bGhoyClRxfBnPmv4DGQSr5xXP61H26JwbNypvWPlezaPhOXjbucDj0fuucnJSZw8eVI/X1lZ0XtUqsHIbxj9xee99MtLFhaYrMhpjNzKZDIqC0kpKA75kbt3z549qFarzvko91On00GxWHTuMkY38FzbMDcmi+Bi+D/fnYyck+fJeCqViiOfcJk09nDzfSt5gOSO4vxNEvcrba6trTn3mg3r4zaZPyw/2PVp80x5lbyS97wOrbde1gW3J95+m0dA2rD9YPnHDzpuq7M8SvLy9PvJGZYsn/32pUVS8DnjVUbtQelzrWjbRShkSznwQcSxOvxdxvknEglUKhWFQ2cyGWeDbGxsKJzmq1/9Kr773e8C6Av3p0+fVlgJ1yo8cuQI3njjDQB95Y037vvvv49nn30WQP9iyeVyqrCVy2Ud45UrVxCNRjU+/NatWwqTnpiYQDabVSjo4cOHVbGYnJxUHmSzWWQyGWf8vKharZYK1ZyIZHh4GGtra/pZsVjUcmjdbldjyj/66CNUq1U1BoTDYT2wJAb81Vdf1bHJ5j9z5gwikYi+n5qaUv4vLy9jZmZGS0lcvXpVE3IkEglNDjcwMOAckFw/cGRkxKl5WCqVVCGX+HBJJHf48GHlycWLF/HSSy8BAK5fv47PPvtMIeEzMzMaNnDw4EGsra05ZUokVj+VSjkHsj1wOTma8EzIL0Zb+C585UuDFSqpXS2X9q1bt/DOO+8A6Mf/371714EN+cGR+cBlwWhoaMiZt1Qqpev/yJEjeOyxx7SESa+3XX6r2+2qwnz9+nXkcjkty3b8+HHl3V/91V9hfn5e554Tc12+fBkHDx5UxfBrX/ua9lfyHrz33nsAgFdeeUUVSU5eIrwSfnGClFarhWw268R9c21pTm4ia4/nRebPJlsTisVijnLK8H9gu2aqJbkIbF4K4TETx7VZAYdj/9hgFYvFcPbsWS2pFovFlOcy9zbunPvF/5f+M3RUypaxAMTC7v0o0I/qkmfjrf3//cRkBhTQg9KDCm+PYv2x0O6VJ+F+n2mVKz4f5b7d2tpSqDHgGm7z+bwqk0JyTrDA22w2USqVNFbWCtR+EGQ58+RMlDNY2vA7V7wUIz737DnFUF8bzsgKlZzHYmAA+vJau93WUqo2eRXfgWzkTiQSzvnF5yqHLglPhQf5fN6B+PMd1Ol0tF+dTgd3797V0D9+ViwWQ61W07vehmcxHxmOPDAwoDKrhb5bIzFDhMPhsFNrvd1uazvCG+kXQ5/95ollGmlT2uPwKqB/98v/OBbdhke0220nBtw6Q7wMNH5k4d7MTyELoebxsOzLd5k1FrEMKHPl1697KbkPi2xsPT+z19tOCmzJLwZeXlvjBifa47wzLINZA+R9j+G+vxlQQAEFFFBAAQUUUEABBRRQQAHdkz7XHm2BzbBlguESQrZMA7DTo+1lqeBMmAJxXllZwZ07d9SLWigU1PPz5JNP4tq1a2q1OnXqlHoSP/zwQ7UECqxYsmVfv37dSWz11FNPqee42Wwq/HV+fh6VSgULCwvaF7Gsra2t4dSpU+ptHRwcdMqJCW1ubuLw4cPqfatWq06x+Uwmo8m+pqen9fXHH3+MTz75RL3kN2/eVP688sor6mWPRCJOmY+rV68qZH5paQn5fF491fl8Xnm3d+9exONx7dfQ0JC2f/XqVSSTSS231uv1FMZcLpd1LpPJJI4dO6YeTrbwzczMYG1tTb2o9XpdIcdzc3PYt2+felu/973vaZuzs7MKtR4ZGUGxWFRvfSKR0OQf5XIZzWbTsVrLZ5JZXCxmiUTCWYcWmuNlubNwNfZOWmsvsA3JajQaKBQKCg8/d+4cLly4AKCPFODQAU6wxhAisdSKl4EzpE5MTGB0dFT3w9GjRzXcIJ/POwlrBgcH9Vmc3f4XfuEXcOzYMQ11GBkZUR53u128++67uu6KxaImKczn83j77bc1aVu73Vb4/5kzZ5BOpxWRceXKFQ3pEJ4JX23mSYbp1Wo1x6Nis5JaKLaQ9a7Ie042wp5u+Y39nfWCyLMYzeOV1IXb47OOE7y0Wi19L6XxgP5+iEajum8PHz6s+6bRaOxInsLWXwux4pJeXJ0hnU47Xg0/SLj024/uBzL+oB7A+02AFFBAf5fIDzru9z2vxE58X7FctrW1pTKB3FWMyJKzIJVKKZII6HsT5YxiBJx8396PQrtlS/aCDANwvOjiWbUeVWnbD87rxUvLR0FDdjodRRGJjCB92rt3L27dugWgH3In/R0YGNDfCx8YjdXtdp07yqI5ec5ERuBKNltbW1hdXdW5Gh4eVvmz2Ww692GtVlOeTU5OqodZxsbnqPWs851kz3f2ttrkndJnRp5Jm5zFnkt62TUpxN5u8Tbz/ch9tEmzRHYfGxtz1i4nJGN+yzj9knxayL/fPmL+2BA1RuVyOJbwkRErrPekodjwAAAgAElEQVRYHrE8yOt+t2Ruj/KetCER8j/+zCs0T/rlBx0XaLxtk+UyQa4wkuLHGevnWtHmxbQb7TZBrFjIZ6I0CfHBKnEQAu2ORqMKVdmzZw/OnDmjG55LVH3ta1/Dn/3ZnwHoH2ZHjhzRzVqr1fDhhx8C6CuYExMTTmkkUXY3NjYwNzenSgiXbWq327h06RIef/xxAP2DQg7IGzduaFy0xGJyPItQJpNRmLO0+ckn/z97bxojWXadiX0vY98jcqvMrCWruvbem1s31WI3OTOUODMYQQQGGGDkgQwIsoGRZ2AZsA3ND9uA4bGtH8ZgfhiQ54dlGxAEARQ1IsEWRElDUq0mm+i9u6pZa9eSWZV7RmTsERkZ/hH9nfrurRdZVc1qqlt8ByhURMZ7993t3bN955xzNgfPPPOMxdXmcjlr89q1a/asy5cvY2lpyTJZ93o95xk7Ozt2CFYqFfvt7bffxvz8vBkHarWaQZY2NjZw6tQpYzCqBD7++OMG315fX0e9XsdnP/tZACNDBA8Nlg7jQdHpdAx2//jjjzux56dPnzZlbmVlxa47evQojh49aspbu902ZbHZbGJ+ft7mtVQq2dpkMhmHuatiwViXMIhwmPCgn8Pq/pFUiPnggw9sPX74wx/aviPsSRmKlnHigVIsFrG4uOhkc+e6HTx4EKdOnTIDD+PkOSdquNnY2LBxLi8v44MPPgAA/NVf/ZWTXRa4Eyd8+fJlrK6umtHi2rVrDlxweXnZGP+3vvUtp9TGqVOnDCaudaJrtZqdG9ls1oEPDgYD62O/30e1WrVrfWUxmUw62dxVKQ6DKfHz/UCtyCC4jslk0hH0+Bx+13NQ11PPNTXGEDrOfV8oFHDlyhUAd0qdaG4FhoZcvHjRYWx+iRR/v1IQS6VSDnQ8lUo52cop4HDPhwkTPwu6V3wlKVLAI/p5ojC4ZNg74MeZ8pzY3t52MlSzNCvg5s4ZDAZIpVImTwyHQzPM9/t9M4aTd4XxRwrKYX0OgsDhxbFYzPhHOp122tBKIWElhBRyPi7ruJ65NMxyPNVq1RwUlUrFeMnOzo5T8SWXy1noVDwed3KpKEy63W7fpSTovOoYut2uySqdTsfmu9PpoNvt2txVKhUnblllF4a98bPyQ5VnVE4nNJ18WjOQ++e8zqmfXdq/LwgCc2rt7e05+UX4mZnE1ciu+1VlEHWAMIRL+SjXI5fLmTySy+UQj8dtTVSG8rOm+2EIOn5f8R2nZPrGdt9YTf7K/TkuNMRX2LV9AI5MFWaEHgfdfli0X3kv38k0DlbvE+dE68rrWunZMa6dB5EBPtWK9tzcnHlRqGywJI96kCjEqUJDgUotmxq3o9ZNHs7AaHJbrZYp2sPhEMeOHQMweqn1EDx27JgTT/qP/tE/AjAqH1WtVk2Z7vV6Vi5sYmICN2/exIsvvghg5ImlMHz69Gk0Gg0c/TAZVyaTMYsoS0Xw2mKxaIrMmTNnHI9UtVo1hUHLNdDbTI/5rVu3rFzYcDhEp9OxDa7JNC5fvmzztbW15bTf7Xbt2XxxmVxDayAXCgUUi0VT2C5evGgH3eOPP46JiTtlyIrFoilNKsDTKkxLcCqVMuXw8uXLCILA4p402drGxgaSyaRZdWu1mo2n3+87JcKq1aodrIlEwu5JJpPI5XK2pmoo6PV6jsGk1+tZn5nghQYGLYWh8SG0pOlhqeXiKpWKHYhLS0u255eWlvDyyy/jlVdesWt1L7fbbWOyesjOzMyYYWN2dhblctmUVo1nmpqaQrfbtf2bzWad2pqpVMrm4datW1bqTQ1G29vbeO211yxpWiKRsL1LayLnZ2ZmxpTuarWKX/3VX7U2e70e/uzP/szWO5lM4vd+7/cAjAwmnJ/Z2Vnz8DMRHeeg3+/bmvZ6PeRyOTMqtFot54D3YxD9eqnAnUM7LPEXy7JpTDiJ3ghlwvo5LP6Oa6pCpJZl4718VrVatXe9VqvZHJN58QzN5XKmhB89ehRLS0sm1MzOzjrKO/c/33/u80Kh4BgpUqmU028Ku2SamjCI55MKihzr/dC94k395DK+1Zv37Pc8jb2LKKJPO+1n3NovoZBvIPOFdeAOik7rY/MsY9kv8rZMJmP8xC+70263nTJX45STsLhfRYNpQjVVUlnzmf33Pdrq5dIyYzpHfi3rwWDgyEbkBTMzM3bO8X/KTXNzc2bcZ7JXzl29Xne8sjSU+0RPviq4fPb6+rrxuPX1deTzeZOvNB683+87Htx8Pm/tffDBB5ibm3OUU80Houeo5u4AcNf6hhlzfMOzep8Bl/8qvy2VSsZbuO5aplT5uSK8aDgAYGg+5ek0lqhRgjyN66eKNvv/oAZazkfY+6gG/P3imOnR1r7ou+J/9xFlupd9xBo/jzNQ369jYT8KU6J13bRfvvFtP/LLe+n88H3WJLd87kcxLEQx2hFFFFFEEUUUUUQRRRRRRBFF9BDpU+3RXl9fRzweRzabNcvmwsIChsOheWfq9bpZOLSo/WAwQDweN2tXPp83K9iNGzeQyWQcT6xmLkwkEmYB7PV65qFNp9Pm0QHc8geFQsG8aKVSCZcvXzb4SaFQsGezFBMzmT/66KP49V//dQAwD+Czzz4LADh//rxl356cnMTMzIx5D6enpx0ovFqPNd620+mY9ebq1avodDpmwdTMlwsLC+Z95hxpXA+ttMPhEAcPHrTnXbp0ye6LxWI4ePCgwds3NzdtDlZWVjA1NWXPfvfdd23uNjc38dWvftXxAhOilEwm77Licg4UlbCzs+PEDQVBYB75druNbDZrcOXV1VWz6J48efKuWBfuC7Vs0RLIZ6plkF5MhZrxMy1w46xwPvSIVC6XbW2CYBQPTpj/zMyMefW//e1v4yc/+cnYOLRkMml7dm9vz7zYlUrF9tbCwgIqlYrNg+8FYFwXMHofmDF8eXnZyZq/sbFhqAQ/nrxer5sXm/HDwJ33UkvokY4cOYLf/M3fxF/8xV8AAP7wD//QEAy3b99GpVLB7/7u7wIAfuM3fsOxgPO6RqOBYrFo+073oK4R5049KuoZUU8ycDfMXz0diihQ762fiTQs9wT7o1lvFb6tRPgjx63ZfXd2dlCtVs2b0O12nbNRx0PIHTBaKz0/tISJZtanR57vrGZQD7MIq6fCj+8Lo4cF3X4YFveIPn7yqyCMowddSz8+dL/Y2gdp++PcUw/S9oO8J76X617P29vbQyqVciDhRH9NTU1hYmLC8ptoWcZ0Oo1CoWComGq1aufEcDhEsVh0zhGepdVq1Xh2EAQoFotOPKwfYxlWySCbzeLWrVtOeUL1OPMzz04Nd9FzVNFmu7u7hvbq9XoOPJlj0DnjPv7ggw+MV6ZSKePZU1NTzvdcLofjx48DGIXDsXoLx0bv6u7uLhqNhuMxp5waBAFSqZR9b7fbxgPr9bqhxEqlEiqVip3vRPsBozCxTCZjPHhhYcHmf319HZlMxuQH7gPAlRfUk85+KdpBvd2K6OK8cY3p4QdGMkKj0bDf5ubmTH6r1+u2Z8hPtXyt5g1oNpvGD/1yrBq7TH7HeWQbRFQqX+a89vt9NBoNy9M0GAws79OTTz7pyAVaFYV8OCxPicqNLJmpZUv9rPiUmQuFgs0BIfiKouT+LBQKDmS+2Ww6MoLKRYpaIDJM+6nvIt8pogvCSr0pLJ45acKqm3CPqPygMjOv53qoLM+2+eywfF3+/Ghohu6De9EDK9pBELwA4L8F8FkA8wC+PhwO/0R+DwD8jwD+CwAVAK8C+K3hcHhOrqkA+PcAfuXDP/0pgH81HA6rD9KXVquFWCyGzc1NE9Kz2SxmZmYwPz8PYPTSaUkeCtG1Wg3tdtu++wdjLpeziVQIUSqVcgT/yclJa+P69etoNpum6JXLZUc5ZOzw+++/j7ffftt+09iQIAjw5JNP4umnnwYwio98//33AYw29Oc+9zlTjGKxmDGvv//3/z7eeecdg46vra3Z4Tw5OWkv72AwwNbWlj272Ww6UNMvfvGL1pdbt27hG9/4BoARxHxjY8MOsEOHDjmJNshQjx8/7ihNy8vL1sf5+XmUy2VjDNls1pS5EydO4NixYwZlbTabBpH/0pe+hE6nY4x5d3fXmMnk5KQp2hwTD1Yt7wXAEfyHw6EdgkyKQSWwVqtZqamZmRkz2uRyOQdSpC84X36/nANwR1hQ6K9fmiksPkeVHf/wunTpkh2c+XweExMTNq97e3uWD+Ab3/gGyuWyvQ8AnPuSyaQxXNZRB+DcMzs765S402R33W4XyWTSGHi9XncSB96+fduEgkQiYWuoDI/wf1XkffgSod2qzMXjcRw7dgxf/vKXAYyY3p//+Z/b51gsZqXkpqen8Y//8T8GMBLYuCdZE1rnn/vfF9i0JAqVVr8UCtsIi+PjNfzMQ1yNFr4QMm7P+HFv3BsqqHAvcf71HaJwpfVqNcbNh1PyWc1mE9ls1vrV6XRMqMpkMs6aZjIZJxmaJpXT9dXncc8rNOxhxkPfS4GP6A59knh9RB8/hcU0k/Z7X1R+UHmH9bKBEZ/wY1GVFAKr12goVTqddiDaqoAofJvnuQr3qoTn83njgZ1Ox1FWKDtQcSNP1frRlUoFmUzGzsR+v2/OBArpmrRN51UVntdff93auHnzpoWWxeNxLC0tmTKpYW6+ouCvg8KhVXlrNBpOOcpCoWBtKO9l8jOVcXhPPp93lK3hcOjIOxrvrmGGYXG/JIXgk7fzPp3zRCJxVy4V8i46wjQBmq9cA3cnhFM+44clKc+Lx+N3xf5yT/Z6PXsWea9Crcl7CW1Xw7YqhMoTNVcN++3PGe/znUBhyb3CEnj5Sui42HF1EGkfFQbPGOqwPcl+hDkM/N/8EI+HZawMc1b5cev6OSyWPqz/D9K/jwIdzwF4G8B/Neb3/w7Af/Ph758HsALgu0EQqNvxDwA8DeBrH/57GsD/9xH6ElFEEUUUUUQRPXyKeH1EEUUUUUQR/RT0wB7t4XD4EoCXgFDrRADgvwbwvwyHwz/+8G+/DmAVwD8H8HtBEJzFiOE+NxwOX/3wmt8E8MMgCE4Ph8ML99uX3/7t30Y2m8XW1pbBsq9du4b19XXL5gjAvLB+6ard3V3zaq6trTnQCi0J5ic4UC9WJpMxb97Vq1exvb1tXlpNjAbAPKZBEOD48ePm+SuXy/j6179uz3r11Vct6/XU1JTdl81mnb49++yzuHTpEoCR5/jMmTMG5759+7bBki5cuGDllxYXFzE9PW2W2iAInGRVP/jBD2x8qVTKPOvJZBKNRsMsPMeOHbMkVOr1vXr1Ktrttn0nnInjJyIAGFks2Y/V1VUUi0VDCszPz9u6BUGAbDZra6VZJbvdrv290+k4UDa1uNLqSYvrYDAwq+3U1BSKxaKtm87x+vq6WSyz2SyKxWIojCSZTDrPBuDAttQ7rR48wqHGWfvVyuaXrKMnf21tDf1+37y07777Lt58800AI2+0JiRbW1uzNczn8yiVSua5XlhYcJJY8bMmGmFf2F+WbWGb3W7X1rvZbDrJvjKZjGPdV0+3Pq9QKNwFJ+JY1au8vr6OarWKEydOAACefvppfPOb3wQwQh8oFOk//sf/aG00Gg17Hw4cOIB6vY4DBw4AGEGqfahf2NowqZyfKANwreia9RVw4du0qqrV1LdIh8Gs6THXJDgk38vDhHeA6y1nkrGwpGO07qrnndfV63XMzc056AZep+VS4vG448X2s4zrnCgEX58f9vlheKT9eyPvdjh9knh9RJ88UgQSMDrHtXzm5uamyS79ft/hxX6WZJLCdfk/ZSj1ELJNhXPreeLDPbl/E4kEisWi3ddsNh0eTlmiXq87kHaFihMFpQnVSP4ZrvDkRqOBVquF73znOwBGyEaWtDx06JDBihmKp4lWNbyo1+vd5b3ns4cfJq3l+hD9yP6qd1JRmuS9qVTKQazl83njm4PBAKVSydCRmoj22LFjmJubMxlaveQKAecYFPGlKEN/Xv3wLZUflHf5oUn8jfuRpF7+fr/vQKE1qZbyVy2Txjb8yiQcVzabDQ1ZYLZ4ro0iKRjGqnDm/cJWwpKD8VkqL/hySxhixf+bwqaZYV73vcqw+v4q5NyXFdU7rQgGv5/jQoP4Pvved35WlELYvUp6ncLdFd2gxL7reeTLL/dDDztG+xiAOQB/zj8Mh8NuEATfB/ALAH4PwBcB1Mh4P7zmR0EQ1D685i7mGwRBCoAC4gvASBnL5XI4ffo0vva1rwEYbYZ2u22wm62tLbz99tsARkI0lc+NjQ1HEX7kkUfssHnjjTfQ6XScF43XTUxMIJfLWUx4q9VyNmun0zHlMRaLOVl4uUDz8/Om8AOj8ls8+FOpFOr1uvVT42v/yT/5JwiCwMZz7Ngxg8O++eabFhPLvlCBymaztinef/99HDlyxK7LZrP2mbWsKZi/+eabTt1jjafY3t7Ge++9Z33m4XXz5k0HFlMqlWxsLBlEGHAqlbI+lkolTExM2KF7+PBhO9CbzSa2t7edPvN57XbbxsaSGFSMu92uHfxBEFisB9eRa1Cr1TAxMWGK/czMjGOIYNxRKpXC5uamUw9bDSma0RuAowiRQQJ3SnoBdyBLCgvWg0dhL3oY1Ot1YyLVatXKeAHAH/3RH1l8V6lUwqFDh0zhaTabBg9fXFxEOp12jE8ab+tD5LkvOp2OMYx2u+0wok6nY3t3fX3dUaD8uu4cc6VSQblcdsbNZyn0jmvFOYnH40gmk7afrl+/bvkSGG/PazudDv70T//U2lBBQkMA2u22A6nT0mkKKfK/+8YSH2o2LoZIv/tKtrYTljVU97LCxXV+h8OhA+fkeFhZQQU2Nf4o01Ehltn0ud4qPKgBhjA6FZT82KlxWdp95VoF6J9WKY6U7IdGP1Nef78UrefPjqjYqSFVc79sbm46YWKqaI8zKFP41TOR55fG6NKAqxBhyhm9Xs9RAtW4HwSBxfQCIz7KZ7VaLSfDNsOiSMqjWUmEf1eFdlwZrUajgWazaTDzM2fOGH+cmpoy/nj9+nXs7u4aD1TFF7jD9wA4/G9iYsIqo/A7ZVq/jvPu7u5dYT4kLRlWLBZN1gVGa8yxKlw/k8lgYmLCMQhQPtE4e66t8k22v7Oz45TWVeVZ2+a4KR9Sqee1atRVBZB8TOPFVan3c6z4inaYEtvv9528AUPJy5RMJk2m9KtSsIyd/o1z4hvX94Mr+6Fleq/uecK7+TyNp2a/2Qc/rFFj2pVPq2E+zBmj/2u/NfRA29R9ESbvhBnZ95MJ+Nu4UBiVp32Hh8LZx4V2Pgh0/GEr2nMf/r/q/X0VwKJcsxZy75rc79PvYBQL5tDv//7vW1klKgvT09OYm5tz4qR/4zd+A8DoRaOXsVqtYn193RTy9fV1O2C++MUvYnt720kyofEghULBrI2dTsdJ6NVqtWzz85ADRgvGF5I1+lib9oUXXjBPXL1ex1e/+lV873vfG03K2prFXf/BH/wBvvKVr+CXf/mXAYwUY/bjmWeewcWLF20MxWLRKXul8US+JYeKEZVgWnVfeeUVm9dkMolr166ZJ3BlZcWScW1vb9uBxZJjfHmmp6ftYE6n0xgMBhaHnc/nrf+ZTAb9ft+Jj+V8lctlHD582J6hitHm5qYdWPF4HFtbW6HxQExmoi85mUur1UIymTSvph5WjCsHRh5/PUz8VP+qyARBYP0Kiw1SJeN+PNpMmqXeSiYlIZNjLP/ly5etz6xfql5UWtEff/xxJzlJMpl04m35mWWitISeIhb8Uh00bvT7fSdezVda+X6wdFhYGRdeo4of20kkEnjvvfccizLnnEYVvgPVatUQJK+//rqdD/l8HmfPnrVzQMvJ0Eik3mj1WusB7M+DHwukDIrEQ9tneiT9rCULGYunlme9R+MYNQGIXxIsCO4kovG9JMqg4vG4U2Jre3vbhJwguFO/lEkFOU4V7LgX+GwV0DUhHO9V4cifU//zR6GH2dbPKf1MeX1EHz+poHk/70SY143nHI2xfI9p0ATujtNVLyY9leoJVI+zGgM15lXbZclGPV/UOB4EgfE2jftWw0AikcD09LTxhevXr9s9TzzxBBYWFu6SBTgWrfHMtjgHyWTSnELZbNaQi1oKSssl8n+/lJUmi9OkVPl83u5XJwQNq2oQ5xmu8cicE51zfi4Wi2i1Wk58Mvu1sbGBbrdrTolGozFWgfJRYJpbR3mBet2pCKkyTV7PfEocTy6XC1WGiCRUXhbGl3mf8ivNieIbztkG54K/FQoFc2q0220Hyaj5lUj8bVyscxj5sq6u4zh0nO/RVnlaZS/2k3OuRgr97KMytQ3fiBAEgbOX/f6E5RfwFWaVffbzZo9rW+/T56ly7ZdjVSPhfrkmxtHHVd7LP6UD729hp7h/jdL/CqAk/w79tB2MKKKIIoooooh+Kop4fUQRRRRRRBGNoYft0Wb9pzkAt+Xvs7hj+V4BcCDk3hncbR0HMIKkATAzCC0Jb7zxhsV4qAVCPc7lctksR4VCwSxuBw4cwOzsLI4dOwZg5Mmi5WZ5eRnNZtM8vSsrK/bZh8pOTU2ZZ/fKlStIJpOO547WuVqtZrEujAslHT16FL/yK6OkrK+88gq+853vmMfw9u3bDgym0WhYPPrKyorFUM/OzqJWq5m1aGpqyp6t2TRv3ryJfD5v0FothfD+++/j8uXLBkV67LHHHKsNs0gDrpe/2WwaUmBnZ8eBJQ2HQ/uNXkxaqiqVilkl19bWMDU1ZX2Znp62PtPKTc9ZMpl0Yqfo9aRXlLBpxifzHsZwA258xeLioj2Ha6aZrdmP1dVVHDp0yOZVrajxeNyxSqdSKccyC7jWR4XYMn6H14RZ63zY097enkHFGa7wgx/8wNaAKIJMJuPstWQyaaiEI0eOOHB3tV4qDIkWPbXk8TOt0Bprz8/+tdls1saj3o4wOBTXN5vNOtbGbDZrHuxut4tvfvObhgzJ5/P2bJbsUgsvx7a5uWml0MrlMqampmzdJicnbT9pDBj7TCIcUWHTYRArrptaU/04ubCyYP6cqMeX7flQbN6nllnfc6tj0Uzj7XbbPvv9DQI3m/76+rr1U3NUNBoNQwrwfPCt0sBoP2mMXRg8PAyGpmN9EGuyT5E3+6HQz5TX3y9F6/nT04PM4XB4Jw/KYDBwyp5qPg2FYPtQVj2niLgL8y4pnJfoIj0D1QPsx01rSJR694jW4lj0TKpWq5br59133zWUGJGEig6i3OWfzdpnwnAps3W7XUMM/vjHP7YY7W63i2q1ajLsxsaGE4amiAP/nPRLzHLuisUi8vm8Mz5FAHAOmGuG89/tdg2xGY/HUS6XTT5UtBrjeXW9Febveza1/8prlF+rPEX5XCuAsP+MI2e/YrGY7UOdI8pP+l33usphPuRYvf5+HL56gxWVqXmemM9HEXHUByhbKaJMab94be2fj0TxcyioXOnD1JX/+uNSxIQiLFUW1XvHhcqxDz6CLyz22l8bbdMPy9P//d/8MIVx1yskXOVgIkFImpfpbxM6/gFGzPWrAN78sDNJAC8C+O8/vOaHAEpBEHxhOBz++MNrnsXIev3KgzyMysDu7u5dB+eVK1cAjDatbmhOGmtv8/Asl8sGDTpy5AgOHDhgJZ6efPJJp0ROrVYzgf7VV181pZhwKSp6jUbDFPvJyUk7SAkzpQL3/e9/3wTUJ598Eh988AH+8A//0PrJZ9frdfT7fWMaw+EQL7/8MoARnCkIAju4c7mcxQItLCzYOGu1GlqtlkFadnZ2rDTXuXPncPz4cdtkly5dsvmanZ3FY489hgsXRmF1pVLJ5rhUKpmQzk2qcBNuyEKhgHw+b0YLjZEnhJlzsry8bC/DqVOnUC6XTWGMxWI2X0Fwpx722toa2u22rc3k5KQ9u9froV6v23pks1mbx2q16sQGKTPRg59wMa6Hln1j3FZY3KwagThu7lc/vsWHOpH8eJbV1VWD+G9vb2Nvb8+MFCdOnDAB4ZFHHkGz2XSgcloOTaHvysiGw6GjWCqEOpVK3QX/UsWSxENUmbvOiRqetJb17u6uGXT4LD3cNC7vypUrBoXf3Ny0+Zubm8Ply5cNLj4/P29tHjx40AxNm5ubuHHjBg4dOmRzyb3FeG0V4FTh1HXrdrt3hREAdwsS/oE+jomGhRD48LtxArHPCFSI9Ut96V5WgdNX/lVQrdfrJsxls1knwYtC8dQ4oO+GjsGfIx8Kpt8fhhIVKWIPjX6mvD6iv10KEyppAFVeRlmIioTyPF9w9s8ntqFhMgwz4WcNl9H7/CRaPizYzwuhZyL/ppDparWKK1eumAzVarXszNvb23NKT2UyGUcJ8GPQeR1hyxoSR748MzNj/HBjYwMrKysmU6lBlGGHui4a+tVut834r3wzn887/aS8wjlQxUh5uCbmWltbw+HDh80AEI/HLdyuVCo5dajL5bIDgVenA5Vyts8+EoqufIPEsSjvpEG8VCpZHWmOTUOWxinaugd9CHUYrNzn/fyN60sHnOYx4rrlcjmH3/JvbFfvC4OOh71/alTX95DkQ7nDFG2/3eHwTp4VDVPk+DTxoc6BKsbKz32FWdtj+J2fPJD/q2wV1k/9vN94wiDn2g/ep/B7X9FWR9iDQPtJH6WOdh7ACfnTsSAIngawNRwObwRB8O8A/JsgCC4BuATg3wBoYVTmA8Ph8P0gCP4MwH8IguC//LCN/wvAt4dRFtKIIooooogi+luniNdHFFFEEUUU0U9HH8Wj/TkA/0m+/x8f/v//APjPAfwugAyA/xNABcCrAH5pOBzW5Z5fA/DvcSdj6Z9ifK3Oe5J6hgg7CoNAaJbBZrOJ9fX1UEvR1NQUMpmMk0zsyJEjAICTJ0+iXC7bb1//+tfx2muvARhZPy5dumQe1b29PfM69vt9vPDCCwDulPeiNVMhr6+++iouX77sWEFp2XJ8RVUAACAASURBVCHMm2W1jhw54oxb4S27u7vmtVO4La1otNDk83lL+DE1NYW5uTnzYmcyGbPI1et13Lp1y+bvrbfeMuulWg1pcdVSTfxta2sL/X7fMkN3Oh2D+LAsAq3G6mVcXV1FtVo1b3S323UgsFxfwomeeuop6zM90xsbG5idnXWylXOOp6enUalUnCQZ9ITm83mzENfrdezu7loZsImJCes/wxc4J71ez4G5qQVZk0sRPswxKOTq4sWL+OxnP2vjXFlZsTVlGTv2cX193b4TQsY+Li4uWqK04XBobRSLReRyOUM3+LAnhZZtbW3ZnKj3v9/vo1QqmZV+a2vLCZ1QLzbLcACjDOfcB3t7e1hfX7ffpqenLdwjCAInydjW1pZjYa5UKuYJX1tbs3E3Gg1MTU3ZvURRACMUhyYHbDQa5rlYXFy0NS2VStjb23OgQxwb++FDkTiecdlM1SKq5c74m37XbLNaroxWf4VuqReb80joNucgk8k4iIVAkqFpAhN6BLR9fTcSiYRTVof7J5/POyXb1Bs9MTHhoDbUa64wNJ98+F7Y3+9F+127n6X8XuSjOh70/k8BfeJ4fUQfD/nenntdq5/VA8azM5fLOUmpNLu3Dxn1PbR6XmpiNM1eHVYezEfCKGlypkASRioSSb10Ozs7aDabToIqRfVoIrYwmLHCyvWM3d3dNV506NAhnD9/HsCI5/GeZrOJIAics195sXrvFYnU7XaRyWRMXtHEpExixmeUy2VDHygfIj8kaUlcoqD4e6lUMvkql8s5yLlUKmX9CoNoqwedY2N/OW4meQXueLsVHakVfTSJmlZM0cR0+yHB6BFWGLPex7UERjIa51GRGkRzcs9Uq1Xby/Pz82i1Wk51IfXA+wnuSGEw5TC0BN+psOuIBNB3wIdhK1qOf2N5NW1HkcO6xzVRbBh0XPupoSDxePyu5GucV37WEAK2r2O5F4WtN5GkYfKFjo2fwxCnD+LZ/ih1tL+HUTKTcb8PAfxPH/4bd80WgP/sQZ/tEw/Jey2exmvoxg1bYABYWlpCLpczYT+bzdrLX6/X74rbpQL4yCOPoFqt2uG5trbmlLJibPWxY8dw5coVHD58GMBIweXhdfLkSdTrdVPQb9++jbNnzwIYvbgzMzMGgWU5BABmCGC8eDwet9JZ58+fN1jSpUuXcPz4cVOuU6mUKbQnTpxAoVCw3xSytLm56ZRHW11dtU2eTqdtnLVazckIqZkuGdeqzEuNIJodVDOqE4bt11Zm+z5kheutChLrO2spDF43NTWFZrNpSppCYJUJpVIplEolJ6ZZ45VarZb1v1AoOMqDHlK8l3/X/TsYDCz2em5uzowqqVQKrVbL2vzKV75i9TiDIMD169edg06h0NPT0w6T4L7WOCedJwDOO8R5DTNYca6ohDebzbti17T8GpXrQ4cOWTiDL1wNBgPrYzwed3IwpFIp57dSqRQaz8d9pjAlHSv7yFJf3PNa7m5+ft6Jd/PhWWpgCoN28zPvZT90Xn2YoQ8rHwcZ07hGH15JIsPTuqE+VFy/8zPb8yFzwB1hVGF0485U9kH7wnHr3NwPs4zoZ0+fJF7vKzPj6EHi5u51/7iwjodNfgzjvZ73IMacccJgmIHwfiisr/o+82weDofY2dmxazRelYJyGNwzCALs7Ow4ZcKUp/pxrTyzhsOhyWhURrVGMs+YfD6PtbU1k09isZjJGcPh0NoLgsBRRguFgoVmMQRNf+Pnfr+PTCaDW7du2bg5llu3bmF6etpkhosXL5oy+sYbb+DMmTMAgLNnz+L11183A2aj0TC5jsYGKr/1et2JoVVF+OTJk3j11VFlvZ2dHVSrVZMJGW7GcXMNyU/Zr0qlYp+feeYZlMtlkwl1b62trTmGYY3nVeMv55xzcvPmTev/8vIyKpUKfvSjH1lfKCMzRIkOqYWFBae+ej6fNwW11WqZfJLL5RxjQ7PZdBRnzZ/j80o1pGjpOpUxs9msPbfdbjvVa2q1mjk11tfXHXlEy+hSDtI96Ru9w2SLwWBgDi3/PVdjDB1f3Bd+uTtdjyC4kxVcy+rxeTp37C8Vbc1FwPYpVyiv1/xNGibiK9MkVgZQyD/bZ/m2sNKk/vmi8hsNfeNg5fr34XDoGD8eRMknfVxZxyOKKKKIIooooogiiiiiiCKK6OeSHnYytJ8pKdxCPWKaxEmtEeo9ohdRPUgkwp1Zv3p9fd0saZ1OB5OTk2aVicViBh3v9XqYn583y+dbb71lCcP29vbM67ewsIBHHnnEnt1sNs1CefjwYQduW61WzeJFSNBjjz0GYARfPXXqFICRtTSbzeI//acR0u/55583K+vRo0fNsjY1NYVut+t42mnxq1arSKfT9pxUKmWJ3VZXV9FsNu1aheQoLDqbzSKXyzmwD1q5CUcmGkCtZ5wL/pbNZh14eCqVcuon05qmcJzhcOhAyuhl5j1+5mZSu93G5uamzbMmrdAkXb1ez7HwaibubreL4XBoY43FYvY8H9bjWyyD4E72ztXVVUM+nD592rHKq2f31Vdftf7mcjnHQ/zOO+9Yfc7hcIhGo2H7SeFemjSF/2vIgkICFSrXarVsXmu1GpLJpL0rCsn30SWPPPKIIS/m5uYcK6HCczqdjllqE4mE1R/lGtASTEstYd9qmWUIA5+tn4meAO5Y9tmm1lpnVnyFEWlmcT6Hc6dQaJ/U66tn1t7entO+b8n2E3bwNz2vfG+fWmPVi91ut23dms2mg5BQeB/hYwql4rhzuRzy+bxZuxVGF+bR1uQyWitX50nhaj75VuaPy6sY0c83RfvqpyffSz3u3eV19/POK6kHie37vAaAJZbSLM5aW7pUKjnwZ8p28/Pz9mx6AOmdLBaLuHjxIoARX5iYmDBvqyImSYrqUui7ygWVSsX6/PjjjzueuIWFBUO2MQyK7SkpRDsej2NjY8PkgE6ng0cffRTAKBQvHo8bUjKRSNh99N4DI893sVg0z3cqlbK52tnZsfMfGMlzlAfr9bpl/wZGoVphntfBYIB2u+0gHCjLbW1t4dKlS5aMdH193RBlXG9F/nF9icxTvsd52tzcNN7O8arcwTaYJT9szxAWrXKSJpfVpGPKy/L5vOkCKysrjlyvFVjC1lXfFZ/GeX6VZ+u7QfkgDHnGe/bLpB3WF22Dc+8/j6Syyr3O2XFyTNj/Yff4fx93LcNHVCbXBGjq8X8YcsenWtHudrt2wCqUUTfZYDCwl4K/A3eEVf1O0syZABwYuUJRgRGEl8rDG2+8gXfffdcU6t3dXafczfLyMgDgO9/5Dv71v/7XtnjXr1+3MmPFYhEvvviiHfDnz5+3g+jatWuIxWJ47733bCyXLl0CMFLQt7a2rFTV8vKyQY+03FalUsHe3p4diMPh0BSVW7duodvtOqXRFPKj8SjDoVsqSJmHQo8UgjMYDFAoFJzDRudTs/spjGt3dxfNZtOJqVboLw/SdDqNcrnsxN8qPEehTcPh0NaGGck5J6qI7e3tOTFLGi8SBIEx2VqthmKxaPPcaDTu2ithBxaVWy2PpvAuKrA//vGPcfToUWNy2WzWfrtw4QLi8bgTO04DSavVQqPRsPnS3APpdNrJOKrwH/9g0RionZ0dY9hbW1soFAqhGavT6TQqlYoxm0cffdQxDqhil0wm7dlqHEulUsjlck7uATVgJBIJKz+i2e71oARcJdbP6bC3t2fvSjKZtPYbjYZT3iGVSjnhCH4WbVUk/bhsffa4bKD6G881NXao0YDXsx1l2j6MinueVRH087iYKxVqVIAqFosoFov2PZvNOqX2xsHI/Tlh//ibnzH1fuh+md/fsbjpiPahh6Ew/6wg4x+V/jb7cy9o+37KcxhUfNy1+8E4w0iNgZpPgt81prlcLpvBMZlMGu+tVqvWRrFYdBw2rVbLFPLt7W1Uq1WHX/khMmHnWTKZdMLl+v2+Pfvo0aMGN08mkzhy5IhTgpUy7KVLlzAYDBxDgZ6rmh+lVquZHKl8C3Chy+p4Ydwq56der5s8srOzg5mZGSc2mv1vNpuOg0WdFepIisfj2Nrasv6USiWTt8vlMm7fvo2rV68CAI4fP268PQgCVCoVx5CuoU1qqFejcb1et7G0220rB8z7VM5T2aLX691V6kv3HuViDb8jDFoVbV6XTqcdHq46BcPA2BcN1eLYw0Kw/D6FKb9Kyuv9Mq73G2+sbaisEgSBM//qhFMnxzingE/697C4en8+ws6I/RRtzrfKUuo8UEfqw6BPtaJNr5vGK5J8odT/O3B3KRlfEVKLHA8UJvWhhU7rKz711FMIgsC8iWtra3aIdLtdi8EZDoe4ePGitR+LxeyQXV1dxdNPP40nnngCwOhFpmWT3lTGaPd6PWu/2Wwim83i+eeftzFofWkelolEAtvb23aAtdttp1TW3t6eMZiJiQnzmLPOrpZg0hgQbsxms2kx1YCb3KvT6aBQKNihOzk5aUnaADh1tDUWmocgD+69vT07PKvVqmMx7vf7Nm71mDMRFPuiXnGOlX3WxFOqXMXjccdjq8oV47P5sjabTVNG2JdxcTaDwcD6oh7Pc+fOWZ+2trZQr9dx9OhRACPr+3e/+10Ao0N8cXHRkqFlMhk8++yzAIC/+qu/cjzEXDvALTsC3Ikv4/yoR1OZUqvVsnWjh5kMPggCYyCTk5M4fPiw9Znx2f78c9/xXdWa9ul0Gul02vqqNVZpxPEPda6VjpHjYJtqGVfjhu6DnZ0dpxas72H2k2GNY4DKlFR55ljGWZp9gdT3kqgxMezZvEYt8+O87noWch65PplMxvbP9PQ08vm8CVu+MKGGDlXe/f3vz19EEe1HYe/Dx/WcsM8RfTQK83Dfy/ClyENfsSCRT447V9vttuOdVAWq0WjY+d9ut43n3bhxw4zVmsuEv/Gemzdv4vDhw9ZHRd8xNlx5qyo/6mmvVqsmV+bzeRsnUYDkSVevXjVFmPKaJv4iJRIJPP/883bmajnKJ554AsvLy/bb9va2wysp1yWTSQwGA4f/Hj9+HMBIhlVZr1gsOk6pwWBgcoGWfFWDbrlcNn7P9on6jMViOHLkCN555x37zfdak9cogkyRahy3yo6aT0b7T+cOSfeMz1P1Ofo3lRd8pTKZTBrfnJmZcRw4+mzGOGvpLP/sCVMetY+Un8YZuv2EqX7umvtVtMNQdeot9/tFg706DPZTfsdRmDFL+xMmW/sGkrBYd10rzSsVZkT7aSiK0Y4ooogiiiiiiCKKKKKIIooooodIn2qPNktCZTIZB8qorv+JiQkHAnQ/FASBE4OcSCTMU5nL5TA7O2uQnHK5bDG1169fN88yn01rSCwWM7jtc889h/fee8+sf7/0S79kFpRms4nLly87WSD5+fjx43j55ZfNiri0tGTP+v73v4/nnnvOMp4/99xzBj1qNpsGTafXU73Amu1wOBzaXNZqNSdDdTKZNOiyWjPVa9ZqtZzMi1NTU05h+2KxaAiA4XBoMT6+B6xYLJpFlBZQhQARNt3tdh1vZKvVsv5nMhkHpqXWx3w+70B91ZOvcd69Xs9BOMRiMScmnHPH0kaEl2UymbGWu36/fxdEiRbrQqFgUP5Go+FYfl977TWcO3cOwMhSzpJdX/va15BKpcyLffHiRVsPZsznsxuNhu1DQqnUo61WfM1UTs8y4FrR/dIa6XTaUAnz8/M4cOCAfafllnPMMTNejGNNJpNODgEth8aSE+x/vV53LJjj4Mpqda3X6+bFaDQauHXrlmVpz2aztn/oMdd3WK2ju7u7Tmb5sBJVPkpGLcF+LLQS+34/MdpaQkwtxvT4KDTdL2WjUDCFUSWTSaf8INeDpdf4XdEHeu7SI34/HvqPQvdrgQci6PjPEz2oFzos/m7c90/KPnqQMT5In8dd+9N49nXu7redsMoJwN0QUkV/qXeb3ik9e/R8rNfrzlmq5Ud55rE8GdF+q6urFqa3tLSE69evmxzje7T1ecoj6NHUHCN83vvvv+9Aiff29gwJdvnyZRtbr9dz5LBsNmse54MHDzrQ9GazaXzz0KFDDlx5eXnZwsvm5+cNhTk5OYm9vT2TF/XsL5VKSCaTTjkxjo3ZnykT5vN5JzM0+9Hr9Rw+2mw2TQ5+//33cfLkSfziL/4igFGo5MmTJ609jXH294XmVul2u4YUUNnH53k+vFrlsv082tQPuL7qCVXUpHpDffRaWEx5WK4Trqd6scd5gP0wNEWMfZSzi+9sGBxdveD05GsZO0Xr6n36bvj98r3W/jyGjdv/m17nh9T5MfG+PMS9pWXwwjzwH4U+1Yr2P/tn/wzpdBq5XM5J8JTL5ZzU837iIODOIoTBGBljrLUWWf5naWnJgfw888wzOH36NICRkrS+vm4x2olEwuKd2+22lcZizDQV4ffeew9f+MIXAIxidVqtlpP467nnngMwisV96qmn8IMf/MB+O3jwIIDRQTo7O2vQpxs3btghdeHCBVMkarUahsOhQT8LhYI9q1arIRaLOXNHhXZnZwe7u7t2UGv5Ko1nSaVSyOfzxkBUYKdSz4O6VqvZfYztJqRdoc7ZbBbZbNaJYSGz6vV6phjFYjEbH+Aelru7u05dcIVqcfyET5XLZUeZ4+dut4tEImF9UxgS45VUMdbDxT90NbFYr9czJr6wsGCMZ2VlxQwn9Xod6+vrtmcajYa196Mf/Qi3b9/Gb//2bwMYMUQyzmPHjllcF9eRxpZGo4FcLueso8Lz1RiTy+Vsz2hcVavVQiqVcgxdVKwLhYKTLIttca0UKlUoFBxGwzmmch92eBKKp8o0yY+50vFkMhl7Tyh4Eb6mwk8mk3GMdCrEsP96wKuirQxPv/vn0ThGRuaqz/PbCIO0KSyPTC4smVs6nUYmk3HK0/G9j8fjyGazJszNzMzYmpbLZccYoYlD4vF4qNIdRuPiMCOKKIw+Luj4fkp2BB3/+Gi/mG0fOu6fibxHQ4X0bE4kEuZwIanBHbiTGGtmZsb4YTqdNjlvcnISJ0+eNDlvbm7OeNFgMMArr7xiydAWFxfNCcDfSaq8AXcn8yRPunjxIp5++mkAI4eKykZPPfWUA0E+cOCAE3bFfvX7ffz4xz+2cWsZs5s3b+LgwYPG206dOmXXzc7OmoPg8OHD2NzctOsqlYrlL5mfn0e73Xbg4pxHGhu4Ppubm3ZfJpOxOaA8yfXd2dmx0MhXX30VhULBDAxPPfWUk89kamrKgV7rHGv+HZW1NT8NeRLv1RrkrBHO9lWm1XGRdE+yPSZODcurorw7jBQWH3bW+bIN2/cNT/ocnTsfAq1GhHEhXL4h3FfkNQ9OKpVy9rn/noaFf/jXjpMB/JAzPwzNV8L9zyoP6X2aZFeV64/j3I+g4xFFFFFEEUUUUUQRRRRRRBFF9BDpU+3R/sxnPmPQVc2su7a2ZlbDfr9vVjS1bjDbsCZNoLUjnU471q3d3V2z+DH5FmFDly5dMk/f9PQ0/sE/+Afm7XnjjTfMSnXy5En7vLm5iS984QuWPfyP/uiPrP3nnnsOR48edZJ80Mo6MzODdDqNf/pP/ykA4KWXXjJv97PPPouNjQ0H8kDv0vPPP29e9ieffBLnzp1zyl5NT08DGFnxbt686Vh96eFsNBpO4jH+HbjjcWZ7uVzOnq0ewWQyieFw6MC+CTE/deoUJiYmcPnyZQAjS6qiFIbDoVl1C4WCk2TOT0pCK1WtVrN+lstlZDIZLC0tARhB09lnelA1GRr3SbfbvStpBb2hAJyM5+l02imZ4ZPuJ4U5KeT81q1b+Ou//msAcEp1nD17Fs899xx+//d/H8AIWUGPY71ex87ODl555RUAo8QnzD5/8uRJXLlyxcajFulOp2PZMNk/zR6u49bwDKJGgJFFWr3YmuWfHmWFhGsCOoYNcD20BIh6XnXulIg2ULiXWiz9ZCGks2fP4plnngEwsvTHYjGzqnPPAaOwh0QiYc9m+AHnxG93PwqDUO8HnaY1NuxaP4u9Wq+HwzsZvP1EJ77HOZ1OO1Bvrn0qlXK81urR5ruuYQT6PE2Gpp4pf54exKMdebsj+rjp0+S9/rig458UGncuhHnvyE/U6xiLxaxEK+BCnCkD8sxqtVp2nZaKXF1dxeHDh41PFwoFC1G7ffs23nnnHTz11FMAgDNnzjjhcUoavsQQKIWB83OxWHS8fs1m00EJkjcePXoUpVLJztlr167Zfa+//rrJEcAo4ZkmD3vkkUfs+2OPPeYkJ+VYFhYWsLq6anwhCALj55R11OvLv7HfPm8C3CSZCuUGRnIlk58xYS3X4Ktf/aplIGeGaD8sChitryZJ7XQ6JmP2er27soxTJtTSsPx7GOSfcoWOiXKCX81kXOWNdDp9T1TO/aBpxnlvgbu92D6pDMXr/MS4+twwD6+2rzKHIlXD+q4oU/9vYdfp5/2g4/p72OdxGckBN+zNh/w/7EStn2pF+9/+2397V1bxsMVTpXA/SAbJT7OvB8Xe3h6azSauXbsGYPRSf+lLX7LfdnZ28OSTTwIYHV4/+clPAIyyk/PQ3tjYwA9/+ENbTGYkZH9Y2xe4U04HGClha2trBgP/rd/6LacUEQBTArPZrEGQi8WiwZJu3bqFxcVF5xDhwba2toZ0Om1QqvPnz5sxgJBavlxaS5nPAEYKcq/Xc2oWco4J7+HYjh8/fldcLscGwA7427dvO5kY9fA8deqUjYUZRBmDrBnDGRtFWFKv17MYpcOHDzuKXqvVcqDrCqdWqLJmIGf9Sa6jliqbnZ3F2tqaU36Ee+tv/uZvUC6XjUG++eabFnv9mc98xgwkAEzZAUYHHvcZ9+L3vvc9AKM4/H/4D/8hAODzn/88XnrpJWOwnU7H6oF+4QtfwJkzZwy2Ho/HnT1DRT6RSCCZTFq82qFDh2z+WT5Ky12osqvx3KVSycat2egZJ65lwVS51RwJGovFMigKJeeeZJZ6vh8TExPWxr/4F//CYH+3bt3C97//fYOaXb9+3Ymfp4GGc8dnURFlXzR7vmaspQFGM5NqfJrGvmsMu5Yw8+eL145TtLmXWLKCfel2u7avJycnEYvF7F1nbVjtv8bmcX1LpdJdNSe1FMY4YeFeMdUPEnPNcd4v+W2PE9797/cqGxLGjD+Nis3PO33aYrQ/jaRwT/3bfteTxkHMNeZVFW0a/NTIynM1CAL0+32DNd++fdup6Uz+tLW1hffffx8nTpwAMDrvec9bb72Ffr9vlWIuX75shm1fKQsL6+F5qbHWqVTKwsIuXLiAarVq/L7RaNgZPhgM8Pbbb1uI3cWLF/HYY48BGMlvKpPFYjE772OxGBqNhlWsyWazxvP29vZsnMyuTgN/v983+WByctLJuZNMJk3uZC4T8olut2u8BbgTMqZhasCI33IeP/vZz6JYLJrj58qVKzbn8XgcKysr1i/lNeT1mm2d/dIQtV6v58itflhYp9MJVbT9DNdBcKeyis9bNFRL+TIrJKkSru+Db0gfx5eU7/iKo2+I8qHjmqV9P+j4uPdSDQU+TJ3x7/5vfj810zfn4H7O13HzEabP+Qq5Gvv12dpnhZX7c+q/wx+FD3yqFe319XVMTEzcVfNOk2SoQKrll9LptMVUAO5GZ3kArRPNyWX8Ig+UwWBgh1cqlcKBAwfs2m63a4fg448/jm9+85sARgdzo9Fw4rfffPNNACOl7Mtf/rIpQ3oYxONxPPnkk+YJvHHjhimBCwsLTgksxs4Cow3Ge9LpND744APzJOdyObP+pVIppNNpO8TPnTtnSjiTffGAZOwScKckBPursaqaZEAVDp94P5WabDZrnzVRGb+r4UMt161Wy57vlxxQa5oK0c1m04kv2d3ddSzeqkwdOXLE6SvnIR6Po9vtOn3mdUtLS47ivbe3Z0xue3sbGxsbePTRRwGMvKhESCiqolgsOt7bIAjMCNJoNNBsNs3Iogr/0aNH8fnPfx6vvfYaANfq/Oabb+Lo0aM4e/YsgFFMOPcM46uBO/ufcz49PW3vUbVadZRMKnBcj3w+78RqaYIU/9DjffF43ISMbreLRqPhrA/7xX2hddnVAKDrevDgQTzyyCPWBoWAVquF+fl568vq6qrt+QMHDuDkyZPG+HVs/X7f8chzDMDdyfQ47xy33qOx3coMyZh9Q+I4UiahzMP3Yuu72O12zWutDIV5FSgE5nI5xyvgr1XYGRpRRH8b9KBC0H7eF//7gxqDPi56kDHuJzT/NO3ez/W+sH2/nng1mAZBYLygUqk4ZRuDIHAUaPUqKw8vFArGUylHqMzDcXQ6Hfu92Wzi6tWrpkAHQWBtlMtlx9vdarWMZ8zPz2NlZcXkgHQ6bYb/Wq2Gw4cP2/etrS1TMpUvaHI2YGTEJ9JveXkZKysrZkwdDodmmGdpKZVV2S4dDeSdFy5ccNBM5Fdzc3Not9vWx+npaScOe3193Qzu6+vrjqOk0WiY/Nnv902+vX79uqEBmAyN475586b99thjj6FSqTgJ6YhAVIcJfyNPqtfr2NrasjlptVqOQquINx9Rpv1ttVr2G7+zvXg8bmVpmU8IGMk0VLoZ/60GazWwsz8k3xgTZpzZ3d11kKVqzMjlck4eAo0J95Ou7u7uOgYldX5priFVPpnYL8xL7qMFd3d3HUQo5WI6pth+JpMxedGP2/aTtykKU9dNkYv8u/5GovwTNufD4dBBV/hGBP6d9drZf5WfH4Q+GZwjoogiiiiiiCKKKKKIIoooooj+jtCn2qNNy9XExJ3i74RiqgeGMFGWAQBGVhK1FCkkmPGF46DjvBcYefTofa7Vak7sr1p2rl+/bpbAQqGAdrtt7R84cMA8S3/913+Nb3/72/iX//JfAhh5GWlJKxQKaLVa1k46ncbbb78NYGTpLJfLFjPTarXsvs3NTYPSTE5O4sSJE07cJq222WwWq6ur5tGuVqs2P7Qe08o3GAycdsSZrgAAIABJREFUEhMad6QlmNQyxbhxXqtQ3Hq9jnQ67cy5ZhTVclmDwcD6odkmS6UScrmceYvV80aIs3qg2T7nTK2G7Fen03GyWWr8dj6fd0qQdbtdgzY1m02D3tZqNRQKBYu1V293IpHA5uYmLly4YPuEkPYbN26YNT+RSKDf71v7zz33nEG6MpkMyuWyreMjjzxic7WwsIAXX3zRYp2WlpZs7giN+3t/7+8BGHl9aZn3IcEaDhAEgY3tyJEjjkV8YWHB9n+r1UI6nTaLtXod1FNLi6FaVWm15X7i2tDCyHVSSPhwOLR9vrOzg36/b3v00KFDloVfYWeVSgWVSsUQHm+//bZ5D2q1GjqdjoUbaJ4AwpDUKxAWK64xZZwD9Qbzev6vJefUy6Gwp3t5ktgn5ivQs5HzwX0bVj6MUH1em8/nbT34ToVZwH+WHu2/63GqEUX080qKDqK8BYzkH4Xs9nq90JJCYXBP9VYp/1XPHHAHUVcul9Hr9czzurCwYHLX7OysgxK8ffu2xTsrog5ww8uAkZzGM7fRaFhomOZt2d7edhCDV65csd/q9brjrVePI2Vhjk3LF3HcYeUcW62WyR/Ly8tIJpOGjtPzvdVqYTgcOp5ezbgNwJGnKRcvLi7a3ycmJlCr1fDHf/zHAEZebD6LpSO5pppjh1nk6SXn8/msXq9nnlI/LttHVqgnlnO1t7eHdDrt7AWtvqMyic75veKuSX6887j96ZNfhko9qn74mNJH5XmKqvM9zbq3lPi+ct8rkkLH4fdZIewkfbbKUPcK+d0PocNna1w/ZUDVKRRirmNXj/ZHpU+1oq1Cvrr6d3d37RAcDAZ2WOqiMn6RwmS5XLaXc2pqyn4H3Hjbra0t3L592xJK3bx504HdaFIAKnfASGF7/fXXAcDupUI4HA4NnjozM4N4PI4/+ZM/AQD84i/+oh0858+fx/Hjx52kauz/yy+/jFOnTplRYXZ21jkYtEacQpd1TjqdjlN70d9cmgBBDRGpVCo0+Rnnn3/ji6pKFsfGpFpaJ1Gh1kyUwfGEGUiCYJQcRRmuxkOpkqbwcz2YeZ/WSaQRhIetxuyw/WazedeByHFWKhUnpiuXyzklJ0qlko21XC7beNbX161GZiKRQLfbxWc+8xkAo/hqxv8zDpcQ8LNnz9r+LxaLOH36tNWm/Pa3v22GlCAI8PLLL9vzfuVXfsUEhmq1akorS2+xjxwrMHpXdK0mJydNCSdj5/wBcBi9Mjn/AKZRggegQrb90ATuodXVVSvTtbm5iWw2a+Xv5ufnrV/VatWU/3K57OwFhYy99957aLVa9r7WajUTthgSocYmNZ5QYOPc6R7VudB4LBX6OOZxoRbAeMiVGjO0jVQqZf0qFosO7FvXhjWwtcyZJsYbp2j7zC6MKUcU0cdJD2KAicilT8rcqUHW5+/kJUEQoFarOfx8XLIkJQrYfqwwiWceMFJqmf+kXC6bjLa4uIiJiQmDbP/kJz8xvlksFh3j5tbWlj0rFothY2PDZI3NzU0LO+z3+3YPy8mST6+urjoKFeUcjlXlHeU1Ko8wnEnlk7CcKOvr644ClMvlcOTIEQAjJXxmZsYJKdPrtFyZOkqq1arxoEwmg5/85Cem2C8sLFgitoMHD2Jvb8/kDk20xhw+bKfb7drvzWYTjUbDCSPQcSufHAwGTn4iEuOuVY/QRHt09gBuWTaFinNtwt6jsMRivtKtyrKWpGISN65bWJ4bPjcsWZn2jbRfDLj2IaxP+jzeo4YbVbT5Xmo7ugd9R5zKhPvlUvHn8H5i1dVYok44Pk/lSv27395HOScj6HhEEUUUUUQRRRRRRBFFFFFEET1E+lR7tDc2NpxMvcAdK4xakNQjqaW4+A+Ak114YmIC1WrVLIo7OztOUqqpqSmzknzwwQfmfbt16xYOHTpkXmXfs07v5IULF9Dr9cwysrGxYcmq5ubmkM/nLQNlPB7H888/D2Bk/dve3jYvWjKZdCDHQRDYeDR798TEhJNBWiG1nU7HrKq0vtLCpM+iJZCWKvUqa/v9ft+B5vqQFmaw5lr5EGJNYqfQD7WSpVIp8yz68I/NzU2nX3xWKpVyoLk6Tibo0HZ4HZNlATAovpaVYH/b7TYqlYqTiI2W2Uwmg+vXr9teiMfj5iVttVqOlXhubg7nzp0DMLKoE7Zcr9fRbDZx7NgxACM0h/YnFos5mULZj7W1NZRKJfNoLy8v49VXX7Vxv/fee2bVX1hYwOc//3kAI4s0+0iLOudLM7qmUinMzMzYd02skclkEASBvTupVCo06yYtmZp8kMlYuF8UXUJLdqPRQLvdttJcV69eNej7YDDAgQMHzKNNWBowsr5rlny1XsdiMXv20tISrl27ZpC0a9euWWK3UqnkVARQa3gul7Pr+v2+YxFVSyr7Q/ITtaiV2Lfo+tbmMIuuf08sFrNxZrNZZw302fTW81qF3zH0Q63XYWsawbUjiiiij0oKV2W4joawMFFTmJeOUNMwFJEvS6gcwN+BO2cg+cnt27dx+vRpACM+WavVTEa4ePGi8eLFxUWUy+XQBJfMek1YuFZg6XQ6jid3Z2fHknv5kG/1xPlJqXx0k3r8fI8n+1gsFp3EsIPBwPq4trbmINR6vZ7JMZqg1E9KrJnLtSzs6uoq1tfXbU0TiYR5zEulkjM/mjW9WCwilUpZgriJiQmTA7a2tizxKteb/eh2u46X2s++rUhP9cJzfdiGli3NZrPOejwIjHxctmwlXSd6g1UO0HA1/x71cKunfT+otQ+nVwg17w/rI8nXwfx++HB0f0/qd/Vu+8nSwp6vEPOwaxTRpyHFRKb6EPFx7YTpMw+SFO1TrWhrynxuvnw+j0qlYoJuNps1uK0vsA+HQydmm5BRwkyZpVhjUNvtNra2tuyw2draMrjq3/zN36BarVrMK2tDAyNIDmte9/t9ZDIZU8inpqas/bW1NSwvL5uSc/ToUYuvXVxcxNNPP20vmJaVuHHjBnq9njGGcrlsB0+hUHAykB84cMAOs2Qy6WQSv337NpaXl62fWhqIcSxshwddu912oNbpdNo5fDTuWmswa1mocrnsZI3WlzWdTmN6evquWGqOjc+q1+sWwwS4NTI5F3qvlukio2CfNUZYlX+FmXc6HesjGT/biMfjzmG/tbVlBp9UKmXQ/WQyienpaTO0pNNpYya5XM4U64mJCWSzWWNK2WzWjCqa+ZNtaKz41taW7ZMvf/nLNv5XXnnFqRH/rW99y2LGHn30UYsPX1lZwerqqs1JpVJxsplms1nrg1/PdDgcGkPWGtq+Ys251nFw7hS+n0ql7LqtrS3cvHnT6nCurKzYs8vlMiYnJ+0cmJubM4PJyZMnnUzlLH3Cfmlt9/X1dVO019fXzfhWqVSQz+ed7LLcF5lMxuauVqthenra1oMQO86VZuUHXBiZz4R8JTaMESmzYh3zsPqZNJZwLtU4yfwFmjFV++XD0PTZajyJKKKfNT0orC8yCN2hTwp0XIXedDrtZHvm+cUQNFVI9HxUhYFyInAHiqux3ioDallJVVauXbtmscS5XM5xGNy8edPCuCYmJrC8vGxn/MzMjMktrMiixn6232q1jLc0m03s7e0Zz9DrwmJxfZ5BClOmwmJgmdma485kMjb/N27cMFn32Wefdcp2aRWf4XBUVpJ8dGJiwto8dOiQ5Z353ve+h1QqZbLLiRMnjEdzzSgfMqwOuBOapTlx2D5z/2jOEw3ZVCVS51DXkHtJY7u1bvjExIRjpOY8KnR8vxwlGgNM8jORqyNDyVf0lE/rmPzr1FGlTq0wg4w/R/r5fuLKx4VusO2wdn3ouN8PlXMeJAZd1yOZTDqlZ7m+LDvsl1Nl2xwbw+t8w4I/H/eiT7WifejQIcTjcRw4cMA8uIuLizh8+LAlTcjlco5yxQVicicqnEx4AIzKWm1ubprSWq1WbSEoGHOzr66uOlaxd9991xag3++bMn369Gk7oJ544gmcPHnSOWQpzFerVSwtLdnm+NGPfmRKdyqVwtWrV83LeezYMYv7feGFFxwLab1eN+Vyd3fXDo2ZmRnUajUbmxopmKiCB1gsFnPiZDhv/lwOBgOnxBMPJrbB+aBSr1YlKlA0BujccY453/yNlmFgxJQ0aZoqLo1Gw0EU0LgCuMnQhsMhOp2OKZzpdNqJ1eKYa7XaXYoS9w+RAmo9UyFA64mvra3Zup04cQLdbte8zNls1jyqTzzxBM6cOWNzp4KGlsdi22FJJjKZDEqlkt136tQpYxI7Ozt455137Nr333/fFO2VlRWLneK8aeIZrmGv13OYXL/ft/ZarZZj8fWRJ3wvKYCwDbbJ9jqdjpMkjHN3/vx5XLp0ydAf3W7XBKiZmRkcOHDAzoFDhw6Z0aJYLN7FRDUfAN+b+fl5PPHEE9b+6uqqja3f76NardqeicfjjpWe87i6uorp6WmL4ZucnLTraJTS8iB+SQ7uPZ/5+glClPFwXpksiG3o2lCIVE++MheN31aBM4zGMdFPiuAeUUQRfbqIvCCfz5uypbHE9PIqwo6kCqX/G2WMsORGKj/xPCUv2NzcNEW4XC475aUAmLOFOTkosxWLRZONpqencfToUZNJarWaGdzr9bqDZlKFfJxhk/OkxliVcXwFwT+nxxlFd3d3nTKT/Hz58mUHVVAul00Oy+fzaDabJjdp0jSNyX7ttddw8OBBk4tLpZLd0+/3HU94Nps13kivKNdb5dRMJoOJiQmTxVTe943VGr+tpbnS6bSTZI73co4pw/E7SREGVG7H8WU/1lf/rt91PcI80WFea35WxIJ/3bg9pIrsvRTtcYYcv4++MqoGHv3sG3/Gta19VOScT4wXB+44Vrm/UqmUoyvoPPvlf3WtVdb25+N+KYrRjiiiiCKKKKKIIooooogiiiiih0ifao/27/zO7yCXyznZqrvdLjY3N6300c7OjlnT2u22eaCq1Sra7fZdsQXAyBLSaDQMBjMcDs0qQgsn6dChQ04W8X6/b97i119/3byTp06dMkgqIdRsa3l5GefPnwcw8oAlk0mDnh44cMBiZLa3tw0eDYwssOzj3Nwc0um0ZcmsVqvmOdva2rL5KZVKCILAPH1BEJinvdfroVAo2LPT6bQTZxyPxx14NS26hPfy71oKiu0Cd+KhaHGcm5u7yxrI39TSlc1msbKy4kBzaS2tVqv27Gw2i3w+b7AkekOBkddUvfeacZ6F6/nsdDptc6cQHM6jxvhw7aenp9Hr9Rx0gI57YmLCYomXlpYsLv6FF17AD3/4Q6csFS1lhw8fNutuLBbD7Ows3n33XQDAL/zCL9gclEol9Ho9Z/9y36VSKeTzeZujZDJpZa6effZZLC0tOVAwenr/4i/+wvbk5z//eZw+fdqx4GvctVqJE4mEU2JO46wIx+OcaAyUIhjUU8F9wPnZ2Ngw78G5c+dw7do151oNIZmcnHTeI+55jT8m8kAzsGr8nmYWLxQK1o9Op4N6vW5j8KFYilDZ2dlxypNxTVkSQ98BJbWY7pd93CeFQ6lHIgzepftVUSh+aRifwjKe698jj3ZEEX266JMEu9czl+dQWFiSerQVCq3/q3fP9+z5556GN3W7XeNd9XrdcvGUSiXMzMzYfcVi0eSuy5cvo1gsOuFrlBF47pOq1aqFiSUSCfs9mUxiY2PDkWvU2+3nNyEPGgwGSKfTDoJQ+YbvKQ2D5qq3lt/Z3s2bN03G4pxrmchut2sybjabNRn81q1bNneJRAIbGxsWysbYa/YjnU4byjGZTFqfGbqo2eK19Gwmk3FQiJozRsMBVEZIpVK2vpRtKFM1Gg0H2alhCiqr6P7Zj0/6sHLfM63kr5PPt8N4bJi32f9tP09sWPt8b8bxdEVsqsymaAy/KtTe3p79FgSBUwpV2/T7NA4loOMlqUdb94XubYYuahjHuKz1unbav58b6PhLL72EVCqFa9eumbLQarWcF1LhvXqIEuZL6IiWFUgmk3dBaxTDr6UeNjY2nPJVe3t7FlPd6XQcpZUKMxVFtjk7O2uwpEKhgJMnT9rizs/P4+mnn7bnbm1tWX3Co0ePWszujRs3UCqVLI6o2+3aBpubm7NNtry8jFgsZgdiMpm0udvZ2cHVq1dNIez1es78aGInfbFY0oJtUAkBRtBuQr9SqRQajYYdZpOTk44Ckk6nnTXis1k/XKHePCAHg4G1T0gY6yBrQrJyuey8GOl02vq4uLiIc+fOWZvxeNwUVWW2pVIJlUrF2tnZ2bGxEHKsMeyEHB88eBDvvfeeMZ4jR47gK1/5CgDgBz/4Abrdrine6XTa1jsWi9lYPvOZz2B1dRVf+MIXrH01dOgBoMnugiBAo9GwuVtcXLRxP/fcc5iYmMBf/uVfAoAT9rC7u4sbN24AGL1TN2/eNBj7yZMnbb17vR6mpqasfa0BGo/Hnfrn9Xrd1lTXmYYZVdr4Tg2HQ+zs7GBpaQkAcOnSJcsh0Ol0UCgUzHimtcSfeOIJPP744zhx4gSA0TsWVuaBhhT2q9ls2ryePHnSiRFcXFy0sbXbbWxubjqwco3dV4hSu922PmtNcCra7IvGE/GzxsKTwoQttumXCFNDUbvdduD/ylAU7kXBQpmNhin4NI75PAgjUnifkv/9fmO/x0H27tX+frC0/Z6x398i+tnRJ0lZ/LtODzLXDzLPQRDYeZzJZJxcKn6MpcoEqvD4kFRVvPRM1PNSFe1EIoF6ve4Ybsk3h8NROVbeVywW7ay8evUqpqenzahbKpVMfpiennZC7FhGEXBjmlutFjKZjMUudzod5ywG7jgvNK7cD4/TUCQfFq3K9c7OjsnLDOfj/LdaLRv3wYMHsbW1ZbKRlpeq1+tYWloyhXpmZgbf+MY3AADPP/+8GRsY4snrTp8+7YSMqZND8wB1u10kEgnj9Qr1bTQaiMViNl8qEwB34m+Z1EzLY2nYZyKRMP7ebDbtvkwm4zgZNPEa4EKJx+1zX9HeL55eHRKMbw5ThJX8dzFM0eZ996to69/9+/yxajLhsGSD+o6po8o31I8zHHAugPBQijClnP3QXDN6Jqhy3ev1nLh7LTPMv4XNw/1SBB2PKKKIIooooogiiiiiiCKKKKKHSJ9qj/Z3v/tdxGIxS6YE3F0qiJ5S/kYLJRNO0PKlEFFgZCmkNU0tnUzapZ4hJnY4duwYqtWqeYQ3Nzfxox/9CMDIgscSS4QC0UqSTqfN8/3CCy8gk8nge9/7HoCRp5pW0BMnTmBmZsYsftvb22YZZCIPTe7AcWsSJFrWaJXc3d01+BI91vSOdbtdx9OkWRqz2awDOyVpOTD+70Oo2X9NckX4j1oOSUyUpRlH1eKn5Z4Gg4GTiITPKhQKToIylikCRhD/IAicLJ+cn1KpZHPqQ2k1iyFh9RzPYDCwZ6+trTlZRAuFgiXLarfbyOfzePHFFwGMkvd96UtfAjCyuBKx0Gq1nIRkmjhuPwslvZYK7SYVCgXMzc3h0UcftbWj110ztm9sbKBarRqS4uzZs+bdLpVK6Ha7tn9TqZRTDkRLjc3OzprVvtlsWh9ZBoz7cH193cksvry8bB7h7e1tJywhFotZ2ZXJyUkroXf8+HEcOHDA9qO+D8lkcmzpC7W+JhIJzM/PG2KiUqnYs9vtNtbW1mw+M5mMvaeacV6z0ANuORnf46zrth/R6qxwrDD0Tb/fd+Zfx6YeHtJH9Ub/XaLIw/nzRQ9SouXjok/Ku/Zx7n3l2cycPG7uFZEYBIGTsFFh0nruKUSY2YZ5NrdaLZMRiF5SpJB6ufj3WCyGw4cP46233gIwOvspF12+fBlnz561EKx3333XSZ60urpqyMJMJmM848iRI1heXjY+MTExYahDTcTGZJSa0Vv5NlGbbF/HqRnKVUag3KXl0TiX2sdOp4NqtepUiqHcsrW1hb29PetztVrF0Q8T8y4tLeHNN9+075oAdHl52ZBm/X4fs7Oz9ttwODSPeS6XQ6/Xc+D0pGaziZWVFQdOr+F9iUTCSfqpJdVU5tM2NTHX3t6eIQmAkVzDOWHpTqIXteymQut17YCRnEEZ2U/Eph5uPykYxwWMZHBN7qYJ3Hxkhpbf9T3o9OCSxoWpqYzgj03fN37XsWmVHa0kMxwOQ5EbbE91KT8jOfvmlwzzZV9F3HG/FotFQxn7c9Dr9dBut53EeErqBVcv/M8ldHx7e9sy53Jzc1K4wYMgMEGZcdnAnZhjbuJms2mLQFg0lYfDhw8bBPXYsWOYmZlxYjoI+75y5Qrq9bothr4UiUTCNli5XEa5XLY+JhIJe7kymQx6vR5+7dd+DQDw1ltvWemI8+fPY2JiwhT7Z555xjIpM9MlDQea0bJcLhtUfHJyEpubm3Zdq9UypbJarWJjY8O+D4dDp/xPPB43xaVcLjswaY6Na8FN2Gg0nDnO5/P2m5Ygi8ViFoejzwPuZIZWhV0PFLbHGo8KL9OM17VazSkppcpPpVJxjDB8yScnJ01xZOyU7i3NaKgwmH6/b+Ou1Wo4ePCglYsD4MDbZ2dnrd4zAPs8MTFhz67X65icnHSypepB5EOD9EDQ2HStc93pdHD8+HE7BM+cOWPzury8bPuARimGGGxtbVmt77m5OSwuLtrYdF+TEfAg1Xh6NUr0+33U63VjsAoVZ4ybZr/XetjpdBrPPvssgFEcNg0TCwsLlh2W93CtfHg1+8qxKlNQoSyTyTj11WnkI/HQrtVqTkiBQpT0OsZ33U+Mlx+bpd/9WqoqcKii7WfW1GfqniFTu18l5JOiKHyc5M9/RBFFdP/EzM0AjCeMg6VOTk7aWa0Zf8fFp/pthMWr6nmvSr+fD0TjmzudjoUIxuNx40/dbhcHDx50+ITmltHYYsZNK1HmqdVqNp5sNmvtMU8Lr1PoOOdEz2qVcTKZjPVFlT5+V4WKfJTfOT+qSKoyR6WJ8OrZ2Vlrr1qt4uDBg9bPW7duOUYRtkellRBylkXlWgBw6olrmS4tN6sVa9Rxw+dpnC6JRhuVyZWHUuEnqZxHWYDf91P6woj7NcyY7cOTw8KZVE55GPzWL3UWBiu/3zwr/tj8z+N4J3/TjOf3gsjv1weOx3emcazq9Gu322MNHz6c3af7WW+fHticGwTBC0EQfCsIgltBEAyDIPhV+S0RBMH/HgTBu0EQND+85v8NgmDBa+Pah/fqv//tQfsSUUQRRRRRRBE9fIp4fUQRRRRRRBH9dPRRPNo5AG8D+L8BfMP7LQvgMwD+5w+vqQD4dwD+FMDnvGv/BwD/Qb43HrQjhAInk0kHtuAnPKCFTGvWDgYDBzqwuLhosJfnn38ek5OTlgRJk2MtLS3hwoULBv/R9plhWOHVtLJdu3bNLI1nzpzBiRMnzCKnsIvd3V20Wi1cv34dwMibTg/2lStX8Nprr+HNN98cTVijYf06c+aMkxDCT/JBa12n03HqMe/t7ZkllXOiVl2FdcRiMScpnFoLOY8697xPE0xsb2+b9anRaDj1mNXSrGsVj8edBBFq2VSoyHA4vMuarIkwgiBwPLu0ms/OzqLb7VpiK810CsDJmNlqtZwM7prRkF5Mjode393dXczMzJh1fHt72+5bXV3F2tqaQcdXVlYMgZFMJs2jnUql7kroptZI9UDeCwKs49as4LVazaz2yWTSxsO9o9lB+belpSVcvXrVsqGXSqW7EnpxP2hSNvV0M5M+90m/3zfERSqVcmCA8XgclUoFwMjzf+DAATz22GMARt51viuVSsWBJ2qise3t7bs82er1VYsmoUOAm8iD8ETuPb2HmVUBOB5vvY9j0fbVEqwJfMLIz+Sp/dfQD3q1/Xv854V99mt0/rxQGHxt3DV/x+kTw+t9b1BEny6KxWL2zjB8JsyrzDrK5FGacMtPcOafl+O8fj7ctdls2vM0galmQCafIv+ljAeMzvTbt2/b2a6VHQAXuryysoInnnjC2lAP/aFDh4zPra+vG7+lV05DkdTD7J/FfFYikUA8Hjc+qsnilA+zz+QZRIUCI7lLw/SUt7BOtiI2KTvk83ncvn3b5M/t7W17XhAETk3wQqFgUHJWumF7yWTSvI7NZtPmxPdGa4haoVBAu922kMFer+c8W+VBhWErcpEebQ3nVLlY52jcXvM91L6sth/8edzZRo+vZoUf5/n+KKRJ8fyx+ag/v1/+u0jyx+N7tP0KLT4EXX8b189x86XyFD/rs7U+fDabDa34sp/s81H50AMr2sPh8CUAL/Gh3m81AF/VvwVB8K8A/DgIgiPD4fCG/FQfDocrD9xjIS6QZozb29tDPB63AyCXy9lhpor18ePH8cILL+BznxvJBMVi0V7qt99+GysrK7h16xaAkTJBeDihQDwcFP48OzuLbDZrC7OysmKHZafTsXJJOzs7SKfTBvtOJpN2MGQyGQeKrZuUMSZagoAM48aNGzh06JAddCpUK6x5Z2cHsVjM2mg2m8ZECOPhHGmsaZgSrnAgHoDtdvsuiBKf3W63sbW1Zc+r1+s4deqUrWc+n3dCANh/P2OmQmATiYQxZcYh8VDXuCf2WWFcGovSarVsTjKZjCm72WzW9s/W1pZB8P15ZWwTv2tW+Xw+j2KxaP1stVqmHPb7fTSbTYOLq0KoUHEaR5Q5hmVEJPmHP/dTIpGwOeAeVsWMIRKLi4t48sknAYxCFhgWwXklM2SZE+7z7e1th7GRQfLZytjYN8YXsR/KKMmcuM9zuZxldD1+/DiOHDli8XAzMzO2/3O5nLP3xh3SvMaPXeZ1+XzeKWmn8du5XM7CS7SE2v/P3pvFSHalZ2LfjX2PyLUya99YTRbJLoqLSErqbrVGPa2WLEFPIz9Yhg37xQb84KfBDGDMAMZ4DNszY8PAYAaGYTVmIKhHrRFGTUjqBnvRSM2Whk02WVyKxSpWs/asXCJj3zPDD8Hvr++cvJGVVaxqscj7A4WKyLj33HM0ybjLAAAgAElEQVTPPfecf/n+79/a2rK5xBISahSHpUf4faSE5W/re6HjB0zmk6ZYKD+DbmS7GdOajqHP4LMg0wxoPyf+syCfpL0+kodfdC1TZl/VH+hcVsNb1ztlLCb0lO2p0qy6i1670Wg41VQKhYJTQUOroKjO0Wq1TKfs9/tYWVkxZ2q73XaMsI2NDVv/q9UqfuVXfsXOm5ubM90CgLURi8VM3xwMBhiNRrZna1UPNdQpfjkz3WM1jU71FTXI/fxU3TN0j5qfn99xLOXw4cN4/fXX8cQTTwAALl++7DxTbe/o0aOme3S7XRvzTqdjubMcL+5lzHfm9Zn6CUx0G78CjO5zmu7VbDadkmTU3X19QSuTsF1NNVQ91TfWwvZK39D2U/t8o9l/V/T5K5P8/RA1YvXzbga0OqUUqu8fR501jE/Gv89pEPMwCHsYvJ7/a7/8wInmzGtlFX0GOgbUhfznpdfci/wscrTLAMYAat7f/34QBP8TgKsA/hDA/z4ejwdhDQRBkAaQlj8VgdtEB7r4BMGkjjNfjrW1Nfzar/0agEk94GeeeQbA5MW6deuW5cq+9957Vs5odXXVecl1IsViMWxubprhPTs7a5FKLkSMqhWLRWvzxo0b9vdWq4Vz587Zi3LkyBEsLy/bOfryKvnEU089hYWFBfz4xz8G4E7AxcVFlMtlmyys6a2/ARPjcH193bx/mv+aSqWwtLRkRtPKysqOCcxj19bW7FqLi4u2KKnxTdGXot1u2wYSBIFF5FdWVpw8WqIJKAsLCw4BBUXJIkgEovlLSmSmxvvKyopjfKbTabv2eHy73FMul7P2GZHlGCixVb/fR6vVcvKTedz8/DwqlYrlOF+7ds0MQuZha0RYDTv2l2U7dKHTBTHMs8rPaqCrEctoMTfjdDpthuPi4iKefvppABOD9uzZs85cZjky5oSFRU1J2qKkgvoM1SDXTU9LfzEXi++HIk/279+PYrFoc7tQKOwoP6VjwetpCRR6OX2CMv42bWMYjye1I5VsjdHtXq/ncCDohqgRAp9cz/dy68YT5iHWCJEa2uq19SPYuoH4BrRee5r3/bMge8kT+6wY23cpD2yv/6zNwc+y+Gud1kHWtZM1egHXcOEeo7/xPa7Vauj3+9bOzMyMo7twrx8Oh8hkMg5xk66dvV7PIRAjyqperyORSNhef+TIEdNltra2sH//fnNgv/fee9aPJ554wpz4H3zwAer1uumVmpOdyWScKL9Pdtnr9ZzoukaAVScrFArOnkedo9lsmm4ITAJQ3F+PHTvm5Gj3+33TFefm5rC0tGS/KXpNg0+xWAyPPPKIg7bkbyypxWegehiDFdRVtGxorVZDrVaz7xqN1v231+s5+qeWoUqn00in007kWPdnnYdbW1umK2r/d1ufwhzbKppLrHoff1OELtvwa1DfScJ0CYruZ9MizNOM3TDeFz9KroHQabqXb2j797aX8l4aDOl2u04bisDI5/NO4NUffz/o8XERfQ/U0A6CIAPgfwXw++PxuCE//V8AXgewCeDnAfxTAMcA/LdTmvoHAP7RA+xqJJFEEkkkkURyDxLt9ZFEEkkkkUSyUx6YoR0EQRLAH2BCuPbf62/j8fhfyNezQRBsAvhmEAR/fzweb4Q0908B/HP5XgRwjV6PtbU1iySeOHECzz//PF544QX7rqzaLJtFOCzLLCn7IeGi9HwpEzGhvTyWnhFgEqmsVCrGwPzMM89Yv5rNppX6+uCDD/Dee+8ZbGhlZcW8nEePHsXMzIzDqq0eo9nZWStnpDklgAvHTSaTdl673XaY+BQulUqlLPrGPBVG5tg/4DaEi232+307r1gsWmSP11XYOr29zC+h17NUKtlx1WoVm5ub5sUtFAoO3Csej1u/ADheK/aDETw+03g8bmUkGNXVCLR6KJknzH7yWisrKw50X73o9AIDEw9ut9u1eZJOp638B+fE2bNnAUwi3ITPp9NpzM3N2T0cPHjQYOTKDMqUCIXOUcI8lPo3zYHzn6FeY3Fx0YEQ0Vu9tbWFAwcOWLT7c5/7nOVyv/rqqzvYWimcE/T+NhoN64efO5XJZCzKr6yzMzMzOHz4sEWxDx06ZBGCbDbreJQVCcJr+O8Hj/Pz+BVurblHnKs8dlqUNxaL2dz1c8E0J1C97YzKaD4ZxYcph7FihsHR9bOOA/vIz/5Y8Xe9tzBY+ac9krtbhODTfu/3Kj+Lvf4+dzmSSCKJJJJIfibyQAztjzbef4eJ5/pXPA93mPz1R/+fBLBj8x2Px30AprmqkRuLxfC1r33Nag8fO3YM/X4fly5dAgC89NJLePvttwFMShaR2EqVZsDN36VyHQbzKJVKOHjwoCn7rVbLShXs378fpVLJFOlut2v9uHjxopNzc+rUKTNAB4MBPvjgAzunXC5bm5VKxWDq165dQ6FQsBrGzDkBJka3wswVbqKGerFYxI0bN5zSYjQKbt265dQsrtVqTv3lWCzm5I7zs0KxMpnMDlIRv2YgvzebTaeParBrzvzGxoaTq6VQJE0TYB8IdVKDud/vWw4QMIFc8drHjx/Hu+++a4al1ttuNBqWT7R//37Mzc3ZdVKplDlZut2ucz/xeNyeE4lTaFyfPHnSoOL9fh9ra2tWlmrfvn1G8nH58mWbZ6wHT4i2DwnejYyChIE8jwYDc4d1zDl2rVbLgXvNzc3ZvbLUGM+pVqv2zqgBxzJsWlebY9xoNKz9mZkZzM3N2fvH6wETp8Ty8rI9R81R4jtLOJASf/H95rE+1FrrbHa7XafUmOY+M5cHmMyLsLJybJOG9mg0srEKggDNZtOOLRaL1t87OUjuJGEEI2HG4G6Gtp/zOK0vn3XYrk/MEslEflZ7fSQPv/jcGJqap3DedDpt66ym+aijHNiZx6mErH6AgqJ52MAE6q1lPbkHDYdDpFIp09E2NjZs7+JerKSWdFbX63XMzs6aXvb8889bm9yrqE+oHpNOpy09KhaLOal/mUzGxk5JYoEJHFrvR4MvSnSaSqWQy+VsLysUCo4Oxf07CAJkMhnTAw4dOmTBCqbYUR9Np9N488037dq/+Iu/iO985zsAJvoD71ODJIVCAQsLC6YL8XkDE52g1Wo5NdTVQZ3NZp29TDld2B8ADmGbwp+ZGqf5znqcQsfH47FD4Aa4677qRmon+HBr5RDwU8P4mYEKvbbu7aq/+alxdyNhTuSwPlP8tLlp7fG4aSlw6vxX2yCs7TDo+N3kaGuaCPU8tT80yKE15xU6rn9n274No9fci9x3Q1s23kcAfHmK19qXn/vo/5v3uz+RRBJJJJFEEsn9lWivjySSSCKJJJLd5a4N7SAICph4oynHgiB4CkAVwA0A38Sk7Md/BiAeBMHSR8dVx+PxIAiCFwG8AOD7AOoAngPwLwD8ydhlKr2j/MN/+A+tJAA9iC+//DLefvttXLhwAcCE2IxR3n6/75R18JP0Cd8l2QQjVI899hhOnDgBAMaISa9YsVg0b+DGxgYuXLhg7ZCsjW3yWvPz80in09Znhc3mcjmMx2O8//77ACbRb3oGjx07tqPEBb15mUzGYV4sl8vmjc1kMub9u379ulNya3Nz035jGTOFhDMyx3vh/ZDRmG3Qa8voqHoN1Run3q1Wq2X9oLeX/X/nnXfMY5TL5TAcDo2MS8tD1Ov1HUzQvB/2HbhNSsISXhodvnnzJoIgsDZnZmbs2Sg5B8vI8X46nY7B6xm1prdrbm4OKysTot1SqYRGo4HTp0/bd4VVnz17Fo899hgAOORhOmd4PSXo4Fj1ej0Mh0PzGms5t3379mE8Hps3PpfLmZd7c3PTOc+HMdP7VygUsLm56Xh2iXoggkQJ4uit7vV6DjO3EnUps2kikTCPNeCW7mAEQPulaRDJZNKiIer5ZT/DIr2KbOh0Og6BTBAEztxVMhU/Ks6SdxQ+72636xBrFItFu5+lpSWL1h88eBCJRMJJ4+D6RM+sjxTh2Cnzu1ZdUE9wLBaz9RFwS5cRMs+5wL6qqNdYowwPg+zWT59oZZrXXo/TueTD+v1zPi3ySdrrI3m4RSNZXMOVTElTuhqNhlNuKgyVFEaWpFEtTWfS41g+ivvV+vq66S4zMzNORFtLlS4tLTm6j15vZmbGdIlisejcD9P8gAmJ6MbGhqWGKVnr+vq6tTc/P49UKmUpcMVi0UnFoz4IuJVnOK5aGk2JRTUKryVx9VlwH1ZEGa/X6XRw/Phx6/OlS5esck673UYmk3FKdPK5kVgOmOx5GvHc2tpy2Ns1HW88HpsuUa/XUSgUrF+qCyWTSRSLRWcO6T7H8clms0YAS6Fu1+v1nGo5ihIgooBjlEqlHD0sLK3LF97ztKhvWBRcz+U9aErox5G9RGUZDd6NkBXYec9h6Dh9Hvrs/T7thYh0t/tRG8VPjVN9irqbT0gb1oZ+D7vfvci9RLSfxWTjpDCf6usA/jGA3/ro+xveeV8G8ANMYGG/gwnhSRrAZUxqbP5vd9uR69evI5PJ4MKFC8bEvb6+7kBystmsvbwzMzNmnNTrdafmb7fbtcXghRdewKlTpwzOq3BVXpeG8BtvvGELD3NGKTT8gMnLybJEQRA4ucXdbhfXrk3S0AqFAtLptF1b2SLD4DOUVqtlZSEAOAq8Mh2TdZptaBmJIAiczaZarTqbnC42/Bvb5MZFB0bYS0I4uy50fDa1Wg2xWMwWVi3bxRxjvphas1rLQpH9WuFY7Mfa2ppTy5NjpvfGTbXf7zu5uRz/8XjsGGn64mazWRSLRSs1tbS0ZIYXj2Nf1LCrVCr43Oc+5zClai1rbuDpdNphNdd7YY1MZVBUWNvKyorNc2VL5ZhyHpbLZeMzGI1GTn3LwWBgG2I6nXbqYGreurJ6xmIxJydZc8zV0OZvCsvmvRBGqEybCv/v9XpOeoDWedf3VvOw9X3g/FGYmJaWUYZ7dcypYcv/dcz9+qXso5Z5Cyv5oZuv/u8byb7hN22D8t/DacpuBBO/P/JpMrTxCdrrw5S3SB4eUQ4c6gHTmHzb7bbDMOw7TwHs0IF8w0X/B26/lww6UGdoNpumSywsLJi+xn2R67zqRcBEz2QbpVLJHNkzMzNYWVkxBnE1aH/yk58gkUhYmiNwOzAxHo/NOU7GbhrkuleSOZn3o78pRJr/cx+iXqRpV1qRRaH65XLZ7lWZxQ8cOIADBw7Y9f7tv/23+OpXvwpg4hCvVqvGpXLp0iXb8zQ97cCBA+j1etaPTqdjuuN4PGEZZ196vZ7pHJubm6hWq86z5bOqVCqIxWKmxyj8XGH95CbiM9WUMX9t6ff7NsZ0VmvKoKZgTZMwgzlsbvLv04xfDS7o592uSci2the2x/sw7js5qP30j7A2CHcP65c6y2Kx2A7W8WnilyDzuXj0szLHq46jgUnALZXnG9q+6Hgp3Hyvci91tH8AYLcdb9fdcDwev46Jl/tjy9e//nXEYpMavowIZzIZXL161V6KhYUFe7GuXLliL382m8XGxoZFqn/zN3/TclHa7bZTKigWi+H1118HAHz3u9/F2tqa5bC022174VkPkt9nZ2eNEOvgwYNOGarhcGgLTK1WMwOn3+8jkUhYBEwNazWkATc/Z21tzTEyB4OBbVCZTMYWTi4YWhKJC/P6+joOHDhgpSm2t7dt8aeEvYiaK67EZxTfo8yFr9Fo2ELXaDTQ6/VsHAqFgj0rEnZpPUSWoGBJC2CymWhOdbfbdcoe6ViyXifvqdFo2EIdi8XsPjQCyQWXY+znBOu9ZbNZa581PTUCycWlXC6jXC6b91rnazwet/ucnZ11SnNVq1W7t1wu5+SAZ7NZ++3WrVuYm5szRw5LjPC8ZrPpLD4sQXf16lXbYCuVCk6cOGHn3bp1y2p+smY9jcdCoeDkk8XjcWfeh4lvcAZBYHOQxjLfKS1VRiVDS9VxHrJsGvuleYDb29sO6kEdH/7iqUoe+wbcNro1KhO2GeZyOZRKJYvqazkZ3nfYeb5TSxUq1s0OI0BTL/E0Z1fYb2GbeyR7l0+ZgQ3gk7XXP2zyccvB/G3Ig5zDqg/wWtMic7rHqlM0zCmpiERdA4nYASZrsOo46sQHbu9L6sjO5XIOuak6Uvft24d6vW6/Xb161XQV7gnck37wgx/Y3vXhhx8ikUjY3knHPTDRCaij0QCkjqaRdZ8bJJ/PO4ilSqViusTc3NwOAlC2E4vFbN/P5/PmGBgMBk4ENR6PW4Co3++j2Wzi8uXLACYBp7/8y78EAHzhC19ApVIxUt9bt27Z+Dz66KPGVXT48GE0Gg17Vrq/EqGmZcGok7Pcbljt9fF4jH6/b8ZXuVx2xkjJX3Xe9Xo9GwPlH+J9+04KDRio04VCR0ZY9NM3ZDVQsr297aD9VK+Ix+PIZrN238oxMBwObQxoU4S9U3wf7mRE+59VTwJcvgR1VgEusiKdTjs6mtolhULB3o12u41ut+ugFZWDyHcGKALS15N4jCL0WO9c3x19Nr6TREvz+sZ7WI723azxD99uEEkkkUQSSSSRRBJJJJFEEkkkn2B5oHW0H7Qwr0Ujf8lkEnNzc+ad2tzctGgS82cA4NSpU/jSl75knov19XWLMC8tLeHixYv4D//hPwCYlAKj96ZYLCKdTlvk9ZlnnjGv29GjRzE3N2eel83NTWNovHTpkuMF0yizsj4Oh0Mkk0nz7GjRdXoa6cVibgpwGxbPfm5tbZm3NJVKOZ7DZrMZWiaKeU3sF+HKwG1IquY0KCSDx5GxTyE56i1TbyBZ44GJd0shvOqd6/V6DkQ8n89bPwgbAm57ovjb+vq6zYOZmRljHgcmHjh6v+r1Olqtlv1WKBQsGn3w4EHL1SfrpsKvFEKsHvZut+uUI6vVaublU88aIdOce4Sgs4/aX2WSV68/UQo81h/HtbU1G4dyuYybN2/afR86dMg85++++67NLZ0zRAYwCrBv3z77fOnSJbTbbbs2y5Dx2Wu0e5pXlXAinU/M/WKpLJ2HCitnzh3vWyMEzWbTvKwKOc/lck5Em158PmMVzfULyztSL7TC0SmZTAaVSsUQEsr26uf/hKVmhOUx8lrKjq6RnWnRas238mFlYfc37b4jmcinMYodSSQPQsLyO6etK4ow4vGAW8EkjKlZI4Q+xJOfy+Wys/9ub29bpFLhtkQQadSKn7mmMwqsEeyFhQXMzs4aAvIP/uAP8Hf+zt8BMNEdm82m8cScOHHC9kblucnn8w5aTlOgGNHW9VujbZp25f9dxyQIAif3WvfDSqViulGtVrNUtmw2i1wuh5dffhnARPfib2fPnsXp06edNEc+w+vXr9tYcbxUx9RULf0O3I5GM2KrufscuyAIMBqNnDRHiu7FnD+qG2nKmO71bJfn6VzzGan9XOtpudfa5m6ftR/UaRVuHSYfdy+a1hdt1x+faX1Q5K0flVZGb87dMOZvZQv3o/T6XvpjznbCrq3ij6Pfhtpc92Off6gN7XK5bBh8Gr7D4RDFYtFeZJ2k+/fvx8/93IT0NB6P48MPPzTo+KlTp6wM2L/8l/8SQRCYcdLtdm1ROnnyJB577DEzvur1uhnJr732mkOepMbhaDQyZRuYLKZhJFSlUgmVSsUgsPqgeRwnoOZaz8/PO7WgFf5AaAo/b21tGXxJjR+WdVBYlUJWdDPzhffM/Bs1QHTR0DyhYrFo1yL8WV9QLZ119epVG4dSqWRjfvLkSWuDRp2WsmI/6vU6RqORzZNr167ZptButzE3N2d58YcPHzbniTpnCE3XTYKfme/BvpD4jfeti082m3WePSFfvIY6Uvj3Wq3m3FulUjE4OCHlXDxu3bplhun+/fsdZUI3YuZvc44ePHjQ4POdTsecRLFYDMvLy45jiIrF8ePHsb6+blBvJQBsNpuYn5836L3WTQduG3ssw6BEFXy+PiTKn4M6z7XMHPPs9d3hcZp7p3Akjo9CFRWSpooL+8T3SgnhfJ6AbDZr88JPqfAVRBUdq7AcbTW0p7Xh537txXiO8mHvXnYrrxZJJJHsXUjuCbiOQ9UduEYpd8c0Q1v3xlQq5ehQo9HI2Runlfjh78BEV5mfn7c+FgoFvPvuuwAm5Lv9ft/hanniiScAwPZrlnI9cuSI7alacpKOYIVX+8EEihql5BdR8lk/l1h5XHg9GvbAbQcDHdYM/AATnePtt9/GN7/5TQAwZ7iO68WLFwFM9Gl9Ns888wyA23wvqifRqPeh47pX+k5sDQT4hrZCr9UoUyg4cNvJznHRfc8vS+vrTdO4AXzHuYq/r07bY9UJFebcp2j+cVgbYZ/vRXQs1abwReHiymPE58PfdA7qePmkYz4/lP6mQRkfEu47Oqal5vnPYq/52vciEXQ8kkgiiSSSSCKJJJJIIokkkkjuozzUEe1Wq2VwXSV52NraMpbDU6dO4bnnngNwGyIM3IYEf+tb3wIAvPrqqwYxJzkW2/j85z9v0JdarYbXXnvNPDr79u2z6B77o6Wb6JUhlBWAsaLzt0wmY17DfD6PfD5vEWctybAbw2E6ncZgMHCgMPTUKksio6da+ort9no9bG9vG6N0p9PBe++9BwAGVZ3mheP4s0yCwr7VI62eyEwm43gtu92uRVfVq9rpdBwmUiUWI+EBcJtA7eTJk9YnQsAJwScyIRaL2XNjWSV6VhcWFiwKG4vFHO+uesW0fAY9YnyO4/HYoryVSsUpE5ZIJKwfLE1HEjKF9WcyGSMi2dzcRLfbtd+SyaRT+qJSqZiXeGNjw6LR8/PzTlSWJdKACVlKtVo1cpPHH3/cng0jsbyXbreLW7du2bkkHyRJm6YsKCOqRo+11AjHlv+rBzkejzuEfPwbx47C6/JvfoRZIyP63DY3N532lPHcZ+HnWPN/9ZorGeFgMLDzxuOxA3FT1nT12vpwMD+K4pfy82HkGsHxI/Rh4+yLD0GMCNHuTqLodSSR3H9R4kfVYxixBdx0GMB9F5VICthZNUb3bWXc1r2FKVBhSBXu39xbUqmUMYRfvXoVP/rRj6ytSqVipWar1SoOHTpkqLEbN244ZV3Z3mg0Qj6fD2W59sWHu2qJSD/arYSdqtfoOazUQt1oPB4bErPb7eKVV15x0rF4LwsLC3j11VftfprNpvV/eXnZdGteg7pWNpt19EPVi/X+ksmkkzbmlyLVZzQe364G46PCtra2DC3XarWcZ+iT8OnYKTmaPg/dN4k28L/7z8kX/xhl1fYRDHo/fpu7pWPcixANF0a0quPDe+ZYKnrTf3/UhmDbOuZh5LI+y7j2hXqdkvftFtGeBvPn36Yd93HloTa0s9ms5QPzha9UKnjyySdx9KMyAwDMaFXo6h/+4R/i4sWLBs09duyYlWOKxWI4efKk/dZsNq3MQKFQQKFQMKWadamByUPW3BGt1ay5q8zZ1LrBuvCrgdBoNMygCoIApVLJrqclJ7iZhE1OhXL0+30sLy87E5Pta54w26ThRViuwmopyWTSgRUrVF2NHzIo8iVhvjvb0Nx0jh+vRYcK2yQEPJFIWP/L5TIWFxftvK2tLTNofaZRZevM5XIIgsAxFilalos58QrN8o0YXVA4J1kXk44WTS/Q3GGOEedWKpWyZ8IalVp3nBtgvV7HjRs3DMq1tLTkQKJ6vZ4pAvF43PLHLl++jKeeesrm+YULF+y4VqvljOuRI0fMaVGtVq19GtLKzurnzfHY9fX1HfA+PkOtb5lIJJx729zcNKXAX4B1oR4MBk6Ots/0ruW9+C6ytqYqbJoXVqlUHMeQOlL0vZpWWk/nGcffzz2axrS5Wwkv3wjXjc9XEih73TQiA/veJcrbjiSSjyf+nsrvqmfQcFSD3M+hVS4MrtvtdtvZQ1THUf2JTvMwg42OYdUzrl+/DgBYXFzE3NycwcO1OgQh5Fy3L1265HDNkDul1WphdnZ2T/Bh5rlSdH/xofY+NJftapkrnqNs5TyuVqvhgw8+wC/90i8BmOjFBw8eBDDROa5cuWIpd7du3bJxfeKJJ5wAh+6jrFHNMdZ9TUWfpR7L3/ReVWcD4DgwtNrPYDDYcZ9+miN/U2e8z6DvQ5N3M9L26jDRtjV3WfUAhY6H/a/jei9GOB3xPq/LtH7otaf1y+e10WetEHO1IcL6ruOhhraOP9+FsGfqQ9GnGddhY3Yve/xDbWjX63UEQYDZ2Vl8+ctfBjCp06cDkc/nbRE8e/asfaYSrWRTNCSOHTuGdrtthre+WDS4uYg0m037zAi2LnRaw09zjGOxmBlNWguYBotGlRmdZC1oGnAHDhywBaxUKjnlrHTyqacuCCYEVZyo3W7XDMDRaIRSqWT3yFIYPE9FJ6N6iLnI8Tc1cHyPXz6fd14K9axyMwMmL5WSwvE6wM58kFQqZf2v1WqGLlhYWEA8HjcDfXV11Z5bu93G7OysbZyFQsHGp9ls2vOkwTwtB0c3dHpg2d5wOLTn2Gg0HPK+TqdjJTmWlpZsXgwGA9t8M5kMut2u/Xbz5k2Ldo/HY5w7d86ewYkTJ6w01/r6OhYWFvDDH/4QwGTTY77U17/+daytreG3f/u37XmwXMfRo0dt7FqtlqMUjEYjGyuOP8dVy90tLS055RaC4DbvgRrydOIoKoX3SecV36NYLGbz9ebNm1hdXQ3NjS6VSlhcXLT3QwnQrl+/7hi/Oq+0zniv13PqZ/rHDofDUAK0RCLhcA9oTpfOay0nArh8BuQXCMu14kY2bQP0JWzTuJOnPTK2704iAzuSSO6P6N6pyrE6MHfbe2mYqMNXnZo+2VRY6SzqMH7+LbCTiC0ejzskoqdOnTKdpNFo2L6Zz+fxx3/8x/jSl74EYKLPESlZKpWs/51OB9vb27bH+pE+3Rf8fF7fmPA5UZQDR8lZdQyUK0f11tdeew3r6+u2p2azWUMPdjodLC8v255eKpXMCH/yyScddGUmk3GMHI4dgzJh+dV+pJv3zt/0vn3eE27fyfUAACAASURBVOoHLGVKPUDbpO6pDhgfyaaIO+U98SOmu+VoU9R4Doto+1HxsL3+Tnv0/dqT7hTR5nd9T1Uf0vtRlIg6ygCXI0H1G4rm/GsbRMoC4c9jGsJgWkTbN8D9ftyLbhTlaEcSSSSRRBJJJJFEEkkkkUQSyX2UhzqifebMGSQSCRw+fNjyR69evYpjx45Z5Pqv/uqvnLJQWpS80+mY96JSqVhEe2Njw/HyAXAgDf1+36JqCiVWZmPAhSuT4Rm4zRJNGY/HFoFkCQX1ZqoXstVqWXkIYJL/Akw8O7VazTyp2WzWYTxXduXr169bSafhcOhAxTOZjOULHzlyBG+++aadp15jzQlWiO54PEan0zEvonqzisWiwyq5tbVlHtCtrS1kMhknasrzCNfnseol1jyber2ORCJh+dXNZhMffvih3ZvC8BcXF23M6T1mvzqdjt1buVy2fjDySlizwuC3t7cdT7wyXm9sbCCXy+Gpp54CMPFkE6Ld6/VQKpUMWVGtVq39UqlkEW3mJPH7aDQy5vvDhw+j2+1a/2u1mj3Dc+fO4eDBg3j66aftN86FpaUllMtlvPXWWwAmCAnmUn344Yd4/vnnAUzm2FtvvWX3s7i4aOPIMeB5hULB2FWbzSYWFxdtLD/88EObJ1r2i9A1jsHq6qoDB1fWdC3/USgUsH//fisx4sOZ4vG4XU9TGFKplEXg+/2+A9Gv1+vmYd+/fz86nY6DDGE/iNTQlAy2Tzg6P2tOl89zoO83cNtbGlbSYq/iw9B282xPg6zdCWqmv4VB/XaTMK6JaX2827bv1B5FI1d3K/fLyx1JJJHsFI32+X/XqKWmKWl0iqi6MLiqn9cbBIHzNz96F5aG4/N6aJnVbreLgwcPGlrp3Llztq/duHEDpVLJQa8pAzbboA6lCC+N0GpK0W7QVo2E++lFej/KncJqHUSi5XI540v5wQ9+gMXFRevz/Py86QHnz5/H8vKyM87UQcjxArh58/o82N+wKCf7mEgknHvTtlKplJPCyXa73a7peZ1Ox0G9EW0G3GZND0NPUGfViLbuS9MiqPp5t+fl/32vedgaeb3TPn+v0HHtzzTkHN8bfY+0zK0i9bQcK1M1fBZyv7+cx7vB6/VdCYtS8/O0iPa0z34b9yoPtaGdz+eRSCTw1ltvWX5qoVDAyy+/bDBdQk8Bl7CIuSJqJPM3EkIoMZcuvMzf8X/zSRP8GnGE4rbbbYN/s89c2EqlElKplJWH0DJR9Xodq6urZuRXq1Vb6I4ePerAXTqdjhkTQRA45FuEmQOwY4Db9bAJvVYiK8KVNAdZ8899KPe0PFGf1ImTmAugvqyaR64Ed7lcztqv1WpOabdOp2OGXqvVst8ajYZteBQaqoPBAPPz8wbFZtk4tkmho0HnkOYm++WkOLc6nY4DPcpms067qVTKjMXRaGT3rQRq7XYb5XLZytH9xV/8hfWx0+ngzJkzRroyMzNj8yudTuOdd97Biy++aP3iceVyGa1WC7/8y78MAHjnnXdsXJ999llTCLa3t3HmzBnjOrh27ZqNa6/Xs9x49pkLKfPn2ZfRaGRG/aVLl+z+S6USyuWyvQPxeNyeIZ8d5/zs7CweeeQRO65arVpJkXK5bAZ/pVJxIEw63r1ez+YdN1t91ynxeBzFYtGBBVL4bPge9ft9R3nQNcAn6NDNRCUi1/rZyZ2Ukrs9N4KORxLJ/RHfERlmOFLn0NQ2NUBYjpTHKiGnn6usxp7qO5oDq+s2oaq63vswdeqcx44dM0P1Jz/5CeLxuOmmx48ftz53Oh0LEGxvb2NjY8NJSdTx8FOK1FDxjWvf0Nb7YbqipmO1Wi2Mx2PTjbLZrJGllkolzM7OmrP/8OHDdu1yuYzhcGjtPProo1ZKV8noqFuH6Vesa636NIW6oRp//J0OcD83V58j29e0N9X/U6mUY8ypYe3ngOu8UNnNeAsThUKr+EasOoDuZZ/5uHuTn2cd1qZCx7VWua/TKHScz0nfP00XnaYnhf3N53UAdkL5w37T7w9SIuh4JJFEEkkkkUQSSSSRRBJJJJHcR3moI9qE13zxi180iPNLL73kkBEVCgUjVlL4KGHdGpFUFl+NzClBA0nG6HnxoRwKKVJPytbWlnnPtB/AxJvCiFqtVnO+5/N5h2mzUqkY7DudTttvjUbDgTIrRHhubs6ihalUCrdu3XKYrulJHY/HqNfrDqGUsodrBFrPH4/Hzlipx9X3BIZBYXie/q6we3qoFdbDz9ls1qKWGxsb6HQ6BtFPJpMGG1pbW3OIzeLxuAO796P1CtXS0hfJZNJhpVbYlZJbxWIxS0Xg8+ZYptNpQyKw73w+7XbbYbLWqHW5XLYxOX36tPVrbW0NZ8+exenTpwFMCNA4P/ft24dXXnkF3/3udwFMvNCf//zn7bwTJ07gP/7H/wgAeOGFF+y8d9991+7tgw8+wM2bN/H4449bvzSdQQkBK5WKjc+FCxeQy+UcxnMSpPjs7QrXP3TokKVHbG5uot1uO2QXjHYTMcJxTyQSDuQtlUo5nm0lPtSyXwAs6q5jnslkHEZyfV6cIzrP+S760Q6f+XIaPByY7n2+G6/03Rz7WYE872VcwxAFezkvimZ/NuSz8q78bQtLhAKT/V3XdE07U7Sfv38DLvu4H33mO8sykMBOGLkS5GYyGVuv+/0+giCwPUlhs/F4HN1u1xCJJP8CJuSdV69etb5sbm6aDtJsNo2xG5jsidTLiIjjfStMmgSwFEUvAm5FC62Co+lTPsR5fn7exmd9fR1vv/02gIkuoeOVz+dNtx6PJyXBzpw5A2CiS2j0XMuGapqe6nJBEDiEWPzO9kejkZMWSB2KaFEiz4ha4Hla5iyRSDgINc6VbreLUqlkz0ptA0LTNX1N54xPfhYW0Vbdmf3Q41QXmJ2ddcZH57aOCecaRUnafN1Ex4DjAtxG5mlqqY8q5bHK5q57Hsve6lzTUqea6qDkdBzLMLI1Xk/vi3pxEAT2nHK5HAqFgpOiq7qWT2IXlmrCfoZB09UeYf93K6U6TR5qQ7tSqSCZTOL3fu/37KEcP37cKT908+ZNZyHSBZcvL+AahGTv1hJMCgnWwWYOJn/z87rDlDAq78puzP7SmNNahVzMCI1WFm/2+bHHHkMsFnMgG/zcbrcdh8JgMHAWFPa/Wq1ic3PT+uXnuPKeADjQLHVSMAdVx0QZJ7UtH+ak+Tm6ADM/R/M81AD1c5nY/5mZGecl3traskUWgMGdU6kU9u3bZxu6wr5TqZS9xNlsFr1ez2GqVGeKbhKj0cjOo+LAfin0nXB9rcfNDSSTydimSSgXf1taWjKIPzfR73//+wAmhipLibRaLSwsLNj9vPHGGwYFe/TRR1EqlXD8+HEAEzg6nTg/93M/ZzwHCwsLyOfzOH/+vPWFEPZWq4Vr167Z/aTTaVMe2u02ut2u/ba2tmZs641Gw2DeBw8edOp0X7t2zdpIpVLo9/s2lv1+36B4rAlPZajT6VhOfr1ex9LSkp3XbrcNnq9pBNxkOK/T6bSlKJBxlf3XlAhuLnyPdEPX99fPQ+KxYf+rRLDy+ye+Ubzb2E4zoPdqhEdGdySRfHyZBr/130M1xFTB9vOY1VjwIaNhyjcVdIXDaiBG94XxeOxwfmxtbTn1nrXElhpsrVbLggLdbteMyHK5jEwmY212u12nFKwaNf1+39EHk8mkA3/mPkTHMHUQDR7RaQFM9vr5+Xk7bnNz08ag2+2i1+s5uimh4nNzczh48KCldeVyOYfBW5+TljQdjUaOTuY/D9+IZTqbOvtTqZSjJ/d6Pfucy+VMh9q3bx+63a5TrtOvFhJmlIUFiHyjOuxv+hud7Rp0UsfNaDSaahD6+1BYjvZexDce+Tc/xWAvbYQdO40bQNtX24nf1QjXd4zC8Z825vcKA7+Tca3HaGD0M2dof/vb3wYwMZj48ly5csUioMBkAeBiAOx8CXSxofAl1WN1sVTDUvM8aGgpCVlYGQPmN3Mx6/f7jhcpk8lYhC2fz9tCUalUMDs7G/qAmffDhaNarVpUsF6vmwG1vLyM06dPOwRibK/RaDjeWY3e+tf087BVlG5fyau0BjGvrZNbDRfdXDKZDPL5vOMk4edcLmcbF50g3KDm5uYcj2IymTSjLJlMWnT12LFjjjdb83/UwGcJKhpi6XTacWz4Xm/N5QZgxl08HncM69FoZMZjOp02gzCfz9vz3L9/v7MonTt3zngJut2ulfECJhFozofl5WXMzMzY9VgSD5iQk/V6Pdscn376abz22msAgH/1r/4VZmdnAUyM+l/8xV/Er/7qrwIA3n//fXtuhw4dQqlUsvztlZUVy/167LHHcOXKFTPQT548af3o9/u2aXKMtV483yHmeVMhabVaNgaxWAz1et2M8nq9bmNeq9UMBQBM5ivfay2T1u/3kU6njYBuYWHB2qOXXI1kPm/me+n81Xnu8zSE8RLslnc1bRPbi0SRt52ym1Lg/22agR2W+zit/UgiieTexI/ahRkUVICnOTB3izzpGuzrdmoIKTLJL/3l54trPWY//1sJZAEYyo5OZ2CyDzFyvLCwgGPHjuHw4cPO8bx2s9k0nVYj2OVy2dFjE4nEjlrEaqRxrywUCk552UajYXXAa7Wa7Y2bm5uo1WoWkFDk39LSEh5//HHTr3K5XGjONPONFREXlpPMPvo1wRVJqc4MDXqontRoNKy9YrHo6HbUNdmWOsg1aOY7yv28390i2v5vOq+11ClwG9W4Wz64Ong+DlHoNOeyfuez2YsRrsdpfeywfVZ/CzO8/XsLM7TVCeKX7VLxjfBpMi26zfsKK/F6N+Mf5WhHEkkkkUQSSSSRRBJJJJFEEsl9lIc6or28vIxYLIbr16+b92lxcRFra2sWdRwOhxZFG41GTvkB9T4qIznhRep9Ui+belDU4zQajZxyQBrNDYLAyecdDodOjio9j81mE2traxadbLfbDlW+5p1q/0ulkgOnIdQYcNmSt7e3cfPmTcdjQ48oc1K15ATFL7nheyW1PfXIaX/pvWK7zWbT8ZbpeYoUSCaTmJ+ft35q/rOWHGOuC6OYmnPD+aCluYgwKJfL6PV6TrSSz0o9l8zJ1lwdhZToGI1GI4us89nwN0ZRgdssi/RQFwoFh2mcyAZ6bOn1PHDggPESHDx4ELOzs3ZvP/3pT63ff/Znf4aZmRmLWieTSYt2X7hwAV/72teMhXz//v3GFDo3N2fPZmlpCS+//DL+5E/+BADw4osvWgT7+eeft9JywIRNnPdUKBTQbDbNC/2v//W/xpEjR6zP9KLzuek85XOrVqvodDp23+Vy2ZABZA/n3GN7wG3mS8LrlRchCAKbD3Nzc5ifn7f8uPn5ecezPDc3Z/O81+s51/bfD7ap6wPRL5ov5XtEfXQN5V6jpFFE25U7QcfvNd86go5HEsn9F9UDFB0E7ISUhpUKBHZGm/zqKRQ/UukzTYfx7ejxFKK/mJ+qiCzuZeVyGcVi0YmkMtWp0+kYm/eZM2eQSqVw5coVABOdlv3g+dzrATjQ8V6v55SiVY4d1RcTiYS1oYi39fV1nD9/Hu+//761SV2yVquh1WrZ82i327ZvLi8vI51OW1+KxaIDu/cjkH6Em581Wql6N1FviopUvhRles/n83be2bNn7VkwjU3RZn51EE0Z9PPIw1IMwqLWYb9RfL0AmOibPst52PjwvDuVCpsmu6U/7YbWCpOwPVV1Xz/NQiPbOj/93/SzpiP6CAI/tWQvMHofLeGPa1iKiiJi/T7eTUT7oTa0uTCVSiUzmqrVqlOfOZPJhEKOCTPWnBU1wnVCbG1t2UuXTqeRSqXshVSSK+B2LWq2o6UEFF6Uz+ftgfX7fVsM1tfXnVq+QRCYQk9iECr0+nKurq7uqFfHBTKfzxtMqdvtYnNz0xbETCaDffv22XHtdtuMqJ/+9Kd2X0rGAbgvvC5CfMnCICN0ZvBeNU+Iwv53Oh3nZdLaju122za2Xq9n99bv9zEej418S43PUqmERCLhGOG6gafTaScPSmHruklorpbWZORzUqiWLtTb29v2TDVvmdfghpVMJm18er2e3XO323UWg0ajYYblyy+/jDNnzthYfu1rX8OPfvQjG4OzZ886hj3rWy4vL+P3f//3zbgejUYGVztz5oxda2VlBV/4wheMhOx73/ueGcw//OEPkUgkDO7OHDV+TqVSOHnyJADg8ccfN8Xi5s2bBh2Px+OoVCo2DwuFgsHNV1dXMRwOcfToURsrpkQEwaREiY4dx3w0GjnGMAlsgMm7wXGdm5vD4uKi5esXi0WnDU0d6PV6To625lVN2/Q0/wgIz/e6E3yZ50Vy73I3Oe/TnsFuELrIwI4kkvsjavCqjgNgqlGm66Ove6jiT91Eobx+EIV/91P//D7qsRr80GunUimHJDUej5sOEgSBAyPnfri8vIyVlRXbU5966im7p4WFBeRyOWujWCw6JSzVOaDBhPF4jHg8bo5ihWw3m03jbbl27RquX7/u6HncQ1utlkO41W63jVh1ZmYGW1tbpm+pDqhpeYRnKyzbd3zoWOr+qrmy29vbpsNyX+aYZ7NZG4P5+XnjfhkMBgiC2/xBaniRB0gJ0PTa/r69Wx65/533oqJ2A+fjnZw5u/1tL+JDwvk31eXV8PVh/XcKBKhupPcGuBxP/rXCCA19MjffuPZ1ch07fQ67jZWfsqBjog6RMDi6/r8XibS3SCKJJJJIIokkkkgiiSSSSCK5j/JQR7SLxaJ5uTQ6prBjpZMvFosWydra2kKj0XBKAzH6TNIFhd3Q20E4OCOejUbD8QBp9Fu9Z7lczuDBhFMrRJv9SKfTmJubM0+nRlTZPiHJvV7PYS5fWFiwaLdGV7W0UbVadc7TiODW1pZF1NkX34sXRuDke+P88lgKme50OubdUg+yTzDie8s2NjZsTFqtlkGCR6OR9bff7yOZTFrEs9vtGuFZp9NBqVRyoOk6joTNAy5RRbPZdKJfR48edVIMlM1dGeHT6bRF3XkMvcuNRsPIuEajEebn5+23VqvlkGqR3bterztQ5VarZc80nU5jbW3NIuEHDx601INLly7h0UcfdZjAedz29jb+3t/7e8ZWfunSJbzwwgt2HOd4qVRCpVKx85aXlw1uXqlUcOjQIbvXUqlk0eFsNovLly8bQiKTydg79uUvf9nm3erqKlZXV52SfCR6W1xcxGAwcIjqmEKQTCZRLBaNHV2JCJmqwffPZyllfxcWFjAzM2P90tSAWCyGZrNp75FWIuD1+awUDsh+UnxmTZ3z/jl3iqZGcn/lTrDxaZHv6HlEEsmDEYXOavURYKfeoeJ/DyNnYpQ6LIodBkWftj7EYjEnSsu9mG1zX8jn86YvdDodBzmpyLmFhQVba65du4bBYIBTp04BAN566y3TcQqFAuLxuDGULy4uGnrTR1fNzMzsIPFVAjZ+rtVqpgvVajUMBgNDl21tbZluTYSg7qnUp5PJJEajkemf7XY7NAJM4jKF5CtJrJ82MC16qBFn6o3Ur1UnP3DggOlaJFLVVEMK7QbVvXQuTJsz2s5u7NiE7vMZd7td0xVZAi5srqlt4V9b0ZV7kWntT5vjeyFB0zamRa31f+0v5+Ru0WNgZ0Sbfwv7LayvPsxc/6b34BOi6XVU//R/24s81IY2By4sj0fh3FSCh8OhLSgUzQvlxOfLqKV7uKAUi0UMBgOD2ijchPUB+SA071thMLrQ8DedAIlEwskLpWxtbVkeONthrnKxWHRySH2jVfNYV1dXbZKsra3he9/7HgCYwcFxUEOi2WzuYPDTRUD7mU6n7bdqterAqLTudbfbddrz29b2M5mMXWN9fd0+z87O2rgWi0WnDvhgMMDZs2cBTIzc0WiEL33pSwAm5au4yVUqlR35GbpoaCmo2dlZg2yr04Nzjou9lvfq9/uIx+OW6tBsNg1iNTc35zBwM4+L/eff8/k8KpWKjcnGxoZTX/TcuXNmrMdiMavjeeLECaRSKbzzzjsAgEceecSM9/Pnz+M73/mOPeMDBw7g3XffBTDZ7Fn269ixY3j//ffx5JNPAphA2bi5nz9/Hu+88w4effRRAMCTTz5pkLcrV66gWCzic5/7nN03+99qtQxGHo/HUSqVbMzr9bopFuvr60ilUgZV39raMgbyer2OSqXicB9QOOeVnZ7z4uTJkw68Th1zwO13bmtry8k7UwcVDeYwmJjOGTrewnIJ1eFEmbZ4fxzo+L3Cz8I2r2mpHhQ/53Gv8nEN1/vhmKAjMwy+Ng3W5l8rMsAjieTjiULHfVio6gR+/qpvaIaVDWJ5JDVcNDCibWh9YR9Gq+eNx2PbD3kttp/L5RwjfGtry4zRarVqjuFSqYRf+IVfADAxdi9dumR7zblz58wonpmZwWg0sv2qUCjYfhiLxRyYvOpawERXpbNe85Gbzaajm45GI3NE6/jv27fP0beuX79uY8L9lEat5j+rs8Q3Rn3ouD4D36DVdDzVp4GJbq9VRTiuWsKL96aGkvIAaV62GvnUJcJ0VR867htz/Mw8bOoSnU7H+lUoFJya3mGi4+WnKexVphnRYeW49JphbYQZ6MoY7hva+hvHizqUH5Tgvfnv+jTouH73Dfk7jYc+47D79vVIvcbdjH8EHY8kkkgiiSSSSCKJJJJIIokkkvsoD3VEm7IbBNMXP0qj3pVpx+rxCgP1v/vX9D07jHBq9J2icBC///SCkdBJ2RUVolSv1y3Cur29bdfLZrN2L6PRyKlxSCgPcBs2qx5h9egqREPHIJFIOB7jbrfr3KOyQ/Ie/fH12x+Pb7NKjsdjx/uokcWrV686z1C9W7VazYH2Pvnkk+Y1fvTRR+0eer2eA4vv9/s25uPx2GEuTyaTVvNaPb/pdBorKyvmXU4mkwbfHg6H2N7edjxg9FCTWI/Xa7VaTtqDegIZGQcm0Wd60dfW1hzCu7/5m7+x62xvb+ODDz4wL/rFixctsv78889jbm4Of/7nfw5gAuF+/PHH7RnRE7+xsYFEImHndbtdI1Sr1WrOff34xz+2z8ePH8fBgwetnfn5ead+OJ9htVrFxsaGEwVmmkC9Xkc6nbYIdzabdZACw+HQSfngsyd6Qt8BZUNXFIoy4+u8Y1SDz0a94fzdJ0wJk3slL/mkSNg6GEkkkUSyV7kTEsYXP2IV1s5uZE2qQ/k6mu7FGinT/cMnavKhwnqer9u12227diKRMKRZLpdDPB63vSyfz1s/PvjgA0ulmp2dxaVLl4zQtFAoWLS21+thbW3N2p+ZmbEo9ezsLLa3t20fbbVahrADXPbmQqFg++/a2prtoYuLi06fNZLX6/UwGAxs72TUmP1Q+Pb8/PzUyLQ+K+psKtOePQAHqbobzJ9y8eJFB/GmsGai2djWtGixbyv4EXlfwuDJvE+25ZOzqg5IfZfnaVs6lmF2xP2WvaK1fF11GvpLofvUucNY1P3P02Dfu/3Ga4S1yUh12LXDYOTss9o9nxnoOMWnageml8zR330o0DTafB1Q5thMG+TdJiMXL7ajx/KlUeOP35WFOpvNGlxcy4LRUFFjlvextbXlwF81P2QwGJhhxwmlsHW/8LyKLkYKv1LIVTKZ3FGEnsfqYsPFRTc6HZNer+fku2upJv6dsCyOV6VSMUjz/Pw8vvKVr9j3fD5vhmqz2XRycpivA0wWQUK5c7kc+v2+Pcd+v29tAJPcZd7r6uqqwb6Zu8R+xuNxM4q3trYc1nwfcqVMjltbW/bCX79+3eZIvV7H0aNHzeh/9dVX8cYbbwCYlA+Zn5+3XPVyuWxQ7h//+Mfodru4dOkSAODzn/+8sZmORiMnbWB1ddXmRT6fN9j34cOHcf36dXuOBw4cMOj4pUuXEASBsY4ru369Xrfj6vW6MZQDkw2QOfiEnfHaiUTCHBhkdOX7oM6YTCaDQqFgDoZ8Pu/kUfssqDpHVQlotVpOTr6W5PJzCf1cLUqYMnG3cjcG7sNu2D8sEkHGf3biQzcj+duXaVwTYX+7m2ena2k2mzVDSat15HK5HeWAFNaq5Rx1/eWaHQZr1nO4zmtKHM8hJJvGb6fTsX1gMBigXC7bPtdoNGxP+qVf+iVcu3bNDO1ms2n7WiaTwTe+8Q0AEyM4l8s5aYfcvxOJBI4dO2ZO7yAIzMjP5XKYnZ01JvDf+Z3fwbe//W0AkzJXKysrTmlVVqUJgtuVbZLJJLrdrt1bLBazfPBqtYp0Om33dvr0aXMOkPOGfdne3nb0NU1rU5j3YDCwVDyWag0ztPlstdoPf8tkMs760O12nftRHVbTTNXQIlu76sw+szj7oGmBg8HAdGk+H01D4zmZTAYrKysO9xL1SrLFU4/RORcGZ1YbQdMX/ACgnxfNOToajRyjPp1OO3omn+/8/LwFM3isGvf+O6I2hVZsUp1K3z3fCOdz8O+X6azsRyqVsvnE50A9PJvNOukAnG+Aa2/4z9u/5m5/o9zNnv9QG9p8uXwvp28079UjupsXSfOuNQfHLxmm+Zj8DkwmGCcHI5xhbfBa7MtoNHLIq8bjsTOx1YBWQ0Mjhp1Oxyl1sbm5aS+CEk11Oh0kEgmnnrQuInrf/M5rqwfX9/bqOUokp9H50WjkEL9pRH40GmF9fd2+Hzt2zBYsAEa+RQIyLljlctk2KJYHY59brZYZpvl8HoPBwDzB7Xbb7lvzfegRZn41+wVMjMX9+/dbeaxisWibCcdEN3FdUJQkQx0wukhoP3gcn+/GxgZ6vZ5tekeOHHEWm263i9dffx3AJL/6pZdeAgD8+q//OorFIp544gkAkzJhHIOf//mfNxKz9957D4uLi3avb7/9tmPwLy0tGXlKrVaz83K5HOr1utX71jHQjZj9VsWF+eEcCyWU48Y8Pz/veLiD4HYZkUwmg2w26xja7LOWZfMdXMqrwM9qaFO4UOu71F5FSQAAIABJREFUrx58f4EOy0OK5NMnkcEdyWdJ7sSNcC/vg+ZUD4dDx5GuxwDhUTAfEbibMu0bKKrz+WUX1ejx9Ubds1Xn8a9NAk/ANahmZmZMV/HzdZXklgRnHItGo2E6FCO0NML/9E//1BB2HEe2u7S0ZH1TXphCoeAEPAaDgZXH2r9/P44cOWJ62OzsrGNwxmIxa0fznYMgcIxdzXlVTiPgtrHtPwMGGvRYv1azjrMa637erv5G0Zx7fvcd59Oi2PqM/Zxy9ot6SljZOt5nGLGZP9d82e192+u7N60NRqZ1boeNXSaTcfiWNLDH/vv2gV7L509g+4rC9X9TBLDvkPHf070i8qblaPv/38uadtc52kEQfDEIgm8FQXAjCIJxEAS/7f3+ex/9Xf/9tXdMOgiC/zsIgvUgCNpBEPxJEAQH77r3kUQSSSSRRBLJfZdor48kkkgiiSSSjyf3EtHOA3gTwP8H4I+mHPPnAP5r+T7wfv8/AfwmgP8cwAaAfwbgpSAInhmPx3vnq/9I1Et1p9zraVj8MA+oRpwpfjRa2Q8ZwdYSAQpR1XIEjGQCt6EvbJ/RXQBOjk02m0U8HrdorkK0Ga1VLylFI+uESoWVUCDMI6w0l44Zx1e9PDquLEEBwGHIzOfzyOVy1heFgLD8lj5HRi4HgwFu3Lhh31944QWDZe/bt8+8quVy2YEpVSoVY+Zm3hT7VavVLPLN0gr0Ot66dcvaTyQSFq1dXFzEcDi0HG2N9sdiMTQaDfM8K9tlJpPB1taWwVuGw6H1q1wuI5/P23NWz6l6/xT2wjHWZ//GG2/Ys6/VapZDvbS0hFgshqeffhoAcPPmTfNy/5N/8k/w7LPPWkT5q1/9Kt577z0AE9g3PY2ZTAaXL1+2eT0/P2/PieW3OCeTyaTd23A4RKvVsjGZm5szDgHCxoGJZ3x+ft6ebxAE1kd6vDXvTOeTvmOMMgO355ZCjLQsCYXRgTB2WXpbfY87j/PRK7pu+BAozRH016i9SAQd/+TJZwA6/onb6yP55MiDiGYDE52Be7GmtimijrqJQmd9HTAskr0bwlElDC3pnzMtaq1rvKYlxWIxKw8LTCpqUEfI5XKGlBsOh2g0GgZ/Xltbsyj1zMwMEomEpZ61Wi0nlW12dtb0gL/4i79wEFuqyyWTSafEKPf6lZUVJJNJ6//s7OyOyjNEAs7Ozlr/Y7GYk/OcSqVCEaFkmg4r70X9TMdVkYWDwcAi5rov+3u07r/+c/Ij1RpV9itm+NBx/R42L3xbQtESvA8tI6qphICbfz5N9Np7jdT6ovNz2v/szzT0ndovPE8j0FquWPUrrUhE/Ypzzy+NzM9E6yoK0Wef97kVgNt2VljEPIxXazdbUNu8F7lrQ3s8Hv8ZgD/TToRIfzwer4T9EARBGcB/A+B3x+Pxyx/97b8AcBXArwL49l77ErYY+gOzVzKNMEiRGtMKtR6Px06+py9hEBCfLAC4TTSheQuDwQD9ft+MFc2VJWGCljHgZGfujLbNRSmRSNjEb7VaO+7Nr38XlpfNhZPXo/HE87hoVCoVlMtlJ2eJnwnr5rXT6bRTP7pcLhtEmPWl2Uar1bIxefzxx21RWl5etv7m83lsb29bDlSlUjEj/MCBA1Yvm2OnxHHpdNraZ8ktXlsNX629rs+03++jXq9bX5rNprVx4MAB5HI5G08lo1tZWcH29rYZ8yTx4jNU8hLNkel0Oma479+/Hzdv3rTv165dM0N2fX0diUTCNrMjR47g2WefteNWVlZsnrB+JzCpxf3+++8DAN555x3Mzc0579bp06ftHK0Dvra25iyy7XYbFy9eBOASkmWzWTOsk8mkk7+ttTv5vBRWzjmyvb2NcrkcunGyPJ/C6jhH1XEWfJSnpakaqpz4jg89z4eO77aW6OdPqVEWCT5dBvcnaa+P5JMruxmj9yKaLqfcHbpOU3nfLU+comt4mDGkMi2lS40F34nqG5Kq/ymPDtMHuT+Ox+MdBhjvPx6Pm+EdBIHpKkxr4x6okOdWq4VqtWqO87W1NccQ1nFYWVkxHW57e9t0gGw2i3w+b8d1u13r79LSkv1jnxUSnEqlTM/w659Pk/F4bNemHqzEpAoR1nxr39BW0THZ7TcNktG5EOac2U3CjHqdC2o3BMFtPiE1tJkiqDw0/jV0vKbJbo5f/e7zGfg2lG9UqnHqp5KGtanvr5bp4nctozzN3gCwQyfjnNfgCo1sPdYPaoQFOaY5S6aJ3uvPBDq+R/nlIAhWgyB4PwiC/ycIgkX57RkASQDf4R/G4/ENAG8D+IUH1J9IIokkkkgiieT+SrTXRxJJJJFEEskUeRBkaH8G4A8BXAZwDMD/DOB7H0HF+gCWAAzG4/Gmd96tj37bIUEQpAGk5U/FkGMA7IT1+N6HvRxHb4d60+htUrZD/7vvNVSysmQyaZ/pHdFSR/zcbDaxtbXlRDX9IvcKOefndrvtQC9YqovC/hOCo/et5be0hJGOCSOCjFwuLCw4njeNHKtXUktp5PN5lMtl896ScRuYwJ1nZmasz4PBwIjFer2elcbgeNGrqgRn4/EY3W7X2lTPGhm86Z1dXl42aNZwOEQul3PKeNHLurq6apHic+fOYXZ21iLfuVzOIq1Xr15Fp9MxCPi1a9cM3nX9+nWUy2Vj7zxw4ICdV6vVHOKTUqlkHrhOp7PDE8/+k4CC5ywtLVkk//Tp03Ztfa4A8Prrr+OLX/wigAls/emnnzaP+9/8zd/Y2PX7fXum+Xwe1WoVx44dAzAp28VrFYtFvPXWW+Ydf+yxx+w5vfbaa6hWq06JEEWakOF8YWEBc3NzNrcUMsZ7ZfR7dnbW5l2pVMLMzIz1X73VTIlQr7eWi9P5r15P7aMiCCg+gUoYS6bv5fbb9FlA9yKfpkjpp00+w8/mb2Wvj+STIQ8KOq5RLoU167odBAFGo9HU8j36XddjX7fxSZZUwgjR9H/VD7UahfYzlUrZ8fF43HQHYLKvKpOy7iWlUsmqayjx6/b2Nmq1mkN2qntUKpWyfXV7e9spIzocDm1PV11RUZP5fN6JaI9GI4corVwu216sEH+mjDGiPRwOnSouiqDUPXB7e9v0rvF47KRD+sex37y26tmKKFNk29bWlrPP+pVC/AovOmf856wybd7pZ4VFD4fDHWmlOn+2t7cdPYayW+orxyjs/7CIbZhe7yPs/O++DqVEyX7flOxXo9tqE2mUn7bGNOSAXlfHTtMv/HPDkMOaCht2X3sRHbtpaJjd5L4b2uPx+Bvy9e0gCH6MyUb8GwD+/S6nBgCm9fwfAPhHU0+8y0Hb6zlhOTiEK6nhowup5gskEgnH0PbLTehLzklBOn0upIVCwQyqVqvl5CxpubB6ve7kgY9GIzOGdHGZmZnB6uqqs/HoZ39j8VmcuYgvLS05hhH/ns1mdxhJ/phys9Hztre3UalU7PjhcGi5QN1uF8vLy9bGBx98YL9pqYV2u+2UVtje3rZrZTIZbG9vW371vn37bHzm5ubQ6/XMoE4mk2Zwjsdj26xWVlYwPz9vm0mxWDTj+cqVKzh//rwtIqlUyu6lXq+jVquZ0a8M2EEQYH5+3qndHLaw8758BnSOVafTwfnz5wEAZ86cMUOe98T2V1dXrT7nF7/4RXzrW9+yjXNpacnKgilEbGlpCYlEwq59/fp1G59UKmXM5sAk95ow+F/7tV/DT3/6U2uT8xeYzEnOH84xspo3Gg3HQVIul61N1jIHJnMtFotZikEYp4DClDT/RzdfZcnUutma9gBM5oLmUfl52WHrhS+fYaPsUye7QfU+C/K3sddH8smT+w0dB1zDSg0eXcP5O3+bVp5V12bCvNXQDoOf03gOg+36QRp/7VfjQau4xONxRy9QrhZ1GrCyDfe5RqPhQGX12tz7gYlO0Ol0cP36dQBw6nkHQYBWq+X0U1Ok1CAfDAYGW89kMti/fz+AyX6rAYlut+tA0zVVS68V9kx0TKk70JDTclJ6PsfPHy+/3K7OEz/v2c/11dQvhT+H9V1TB8Lmtz+P1Kgcj8c7GNW1fe1XmEwLHO5FON+n7Ve+8ejDyikKHe/3+85YxWIx0zm3t2/Xyqajg/NWUwTVbqLoGPi6Fp99KpXaoZdpn33DWv/XdWO3sZyWYuKP417lgZf3Go/HN4MguAzgkY/+tAIgFQTBjOfpXgTwypRm/imAfy7fiwCucXKGTRR/0ZzSt9C/qzcPmESZeSwNNi5uABwjeWtryxaOTqfjRCB5XC6XQ6lUchZPtk+yAHoRtTQXazFrnWtO/HK5jE6nY5NdSanUSOp2u44HVL3Hg8HAMVR0wWIeNsey1+uZ0fq5z33OqYFM8ixgEuGkQXX16lUUCgVb1Pfv328GczabdeowHjhwwBnzGzdu2OL/yCOP2LhqGQkSfLBNrTPIUlN8NhcuXLDjhsMhDh48iGvXrgGYzAtGppPJpBl5t27dQiaTMQNUc987nQ5effVV80LfvHkTL774IoBJrenz58/j6NGjACbzhOWrSAxCw/Xy5cuOQc4I/+bmpjN2P/3pT3HlyhW79nPPPWdlzhqNhpP/f/nyZZtPX/va14xo7JVXXsFjjz1mhvDa2prjBOEzPXLkCD788EMbE53XW1tbTk3ImzdvWj4ZMJlvHK93333XNuJSqWRR8F6vh3a7be+U1ktdWFjA/Py8taGICDq1tA68vzmrYsE2NdeLNSU1J1DfAZ84zS/hpRuROnmmRVd2i5CHia9Q6jnTlJdpXnDt726e5L30Z9q5fn7iXuVeFfO9eOn9PL1pXmk6HVUpV7TJborjvYzlp00e5F5/3zsbyX2RBxHVnpaTqgEDrv1hkemwdnxD+E6Ks2/87BbJ0n7ws673qudRfwTcsl2qT5FclE5y1XGGw6HpGMBEL+BefPjwYdy4ccNx2lNn6na7yGaz1k/y2QATvVKJW5PJpAUQeCwwIaEtFotORFgDKZ1Ox/S3bDYbuvdyjFRn03xqJY/zxzkIAofHZRpprwYrNKDG/U/7FRZ1Zx91b/ZJ2lT0Wnqvfr6+6g/8Pew3P5o+bT+/k/E8jbgrzNEUlsfMKHyY6Dgy75q6teqOrDHPe+t0Ok7pL+Wn0vvWZ0qnEHVhRX8Q9aDnTYvy++iVaZH7O6EB7mVNe1A52iZBEMwBOATg5kd/eg3AEMBX5JhlAE9gyuY7Ho/74/G4wX8AmmHHRRJJJJFEEkkkP3uJ9vpIIokkkkgiceWuI9pBEBQAnJQ/HQuC4CkA1Y/+/WNMSoHcBHAUwP8CYB3AHwPAeDyuB0Hw/wL4Z0EQbHx0zv8B4C0AL9/LTewGA7/fkYY7eTPUa6JeJYWdMu+IvyncnPCSsPwZZSnktSi9Xi80cgPAidj1er0dsFl6M30PWCKRcKLig8HAYS9n9Hxzc9Npf2tryzypWnIsn8+j0WhYm/1+34ENaUSw3W5bJJxt8X7q9bq10ev1HARCJpMxxm16hIEJzFuh8L1ez6DKhAvTi7uxsWFjlEqlLPL93HPPodfrOSU52OcnnngCX/3qVy2S//rrr+Pf/Jt/AwD4yle+gl//9V+3/jz77LPmCb569SpisZhdY//+/TauPgS/1WrZOBcKBRufZDKJ//Sf/hMOHDgAYBLxf/31123MH330UWvn4sWLDuy+0+k4ZSY4Rzc3N52SDM1m054jy3YBk8g0+QGAiSebkfVisYh+v2/HxmIxpw0t88ZnwvsmimB2dha5XC40J4eea98zqb/53wE3d4rvoubzKNzLl2le7WnrQhgUTUWhi2HHfxYhyZ8UCcvPnPb90yifxL0+kk+OPIhoNjB9rfQRRYo4uRu+C180WnU3JRfDkELaHvupxyWTSUOlpdNpB53FfT+bzeL69eu2Hx44cMD20Js3bzpR5Xa7be2Rr0bRhYx+v//++ygWi3aNeDxuaXvFYtFQaExNPHly8tovLi7iqaeesvvR66VSKYcPp9VqWb+KxaID//cju1oBhPdJPdiHK7P9sGglj/HH3I9w63PyI9D6nPzv/DytXyphOoEPr1YdZBpaYzfxI696rd3sIB5zN8JnphFnhd3r516vZ7op0wn1mlrCjDom0R4aGVdWeU0L0Xdf0QV89tOg73sdA0WhhKH9dmtzL3Iv0PFnAXxfvhPm9XUA/x2AJwH8lwAqmGzA3wfwO+PxWD3T/yOAEYB/ByAL4LsA/qvxXdbV5IuxGwzy40IS+XkaRMM/x4dl6MRRyvtMJuPk7lBI6qD521yMmWfKdgCXJCuRSBh0R3MawiYf/1dDW/sAuKWmxuOxkU7welrnUcs2AbDFmflGwGTxXV1dtfvRElXsC+HDnU7HYFUk2SB0WZ0Z6XTaIZlLJpNO3U0SibTbbWeOpNNp53utVrNc5Xq9bka35shzo+L9NBoNM9bH4zFOnTplfcxms049yxMnTuALX/gCAOCll17C448/DmBCysaSaMAEGn3hwgUAk3xnPqfjx48jlUo5RGyvvDIJCg2HQ7TbbVvcnnvuOTOu33zzTcRiMRvL4XBoOc2j0QhXrlxxoFscr3Q6bfOy1Wo5Zbt0vl67dg2pVMrGTstoMX+em3E2m3WcTTrvxuOxnTc3N2fj4ZOzKCFHGBRMHVZ+7g+Pa7fbTn1LbVPnq1/ei9cI+6ybuxr/YQu2/ze/bMynRR5GY/R+KiqfAvnE7PW+sj5N7tbgupu6qP77uRtU+V7rrT5McjeGdpgzdJoEwW0yzGaz6ewFFNWlADilFqmraI4nr5lMJh2CteFw6KzVCrvmvgW4+hvTi8LOYz/ZfqfTseOoq+geyD0vk8mYznT06FFcvnwZN27cADDRTbh/Hzp0CEFwuzZwpVIx47nf7+PZZ581o7nf75s+cuTIEfR6PeO60fS+arWKQ4cOAZgQqR46dMiOUwj5ysqKAwtWXTSVShnhGq8dBtHm3qhjQH2Q5Go6V7SONuspAxP9R/WWfr/vQNpVV1EyPerefE4a3PGNd/27b7iH6QF0FPBY6mUcxyAIHMIz1UFUd1ECYR7rExbzvn24cxicnvo/dW2du7xmmLOfRM+al62kf7wXcuow8KOBmPF4koOv80THTfui6zvh4hxX5STicwRgJMnq1NE1QX9TcmTmm2veN0UDk9TXfG4IHae9yL3U0f4BJmQm0+Sre2ijB+B/+OhfJJFEEkkkkUTyCZJor48kkkgiiSSSjycPnAztQQqhGPfbe7wXmEBY4jwjYMrEqBBVehd9unrgdhQ5LOJFTw5LAoRBcpTxke0pgQY9ND6kI+we/bIDlO3tbQdmrAQHes/pdNo8Whplp2dOx4EEBySlUhIveiU5joy26rguLi46Y5BMJrG6ugrA9Uy1Wi2Mx2PzupXLZfu8srJi0V1gwn7NcdESW5VKxdjdAWB+ft4Zx0QiYffWbrfNK5zP57G2tmaQq9/6rd/Cm2++afdZKpWszwpVn5ubcyL+Cu0ulUoWFf/www9x/PhxI3P70z/9U4Pbnz9/3oloK0xsbm4OP/nJT4xorFqt2nNUxvzhcIher2fPQ0vH0cvM87S/vV4PlUrFrq3l6DRCwPeBEYt8Pm/XpidT0xvCmESBnQQdPtyLolFrRrO1L3qt3crHTPubfx4Qvl7454cx4N7v1JdI7ix38lR/BiPbD408yGfj781h34GH9539JM7r8dgt8RS21vvf+Vw0QuhH7jSK5sNbeVxYJDPsf/+zjqNf+gu4HT0bDAaG4BsMBk45zVOnThlhaq1Wc3Qy3hPP03163759RqpWq9XsM5nFSVqayWTwC79wu5Q9EWmVSsUpg1qtVu8JaaUlZH102bTx8hGhYQiJMMIwPicfTuxfy0fA6TX8v+9V9DwiWBUVoZHSvUoYgta/V37W9EK9n70gcPfajzDEoI6/Pyd92Lf2wSct3G3M+Rth6tPmoSIIwwhr9X4oPuR8Wr8UjeG38UAj2p8k0ZwLZah7EIZ3WA4A4MI8/IVZ6wwmEgkHXqQQ5yAInJra/jV0wgG3J7bmKmQymR0lDrQf/jk6wRSWotdTuAnbp3GayWSc+9GFP5FI4MMPPwQwMUZ57Xq9jng8bgZzv9+3e+r3+2g0GmYgzszMWB83NjZQKpXMiE0kEk4+E40knsvNBYCzyWleSbfbNUg4c4dZ9qpSqTgGoUKUtFbkxsaG5YMzF50b1L59+6y/jz32GLa3tx0DlzDyIJiU3eC4tlotHDx40PrPa928eROLi4u2sJ47d84g4BcuXEA8HseZM2cAADdu3LBNe2ZmBhsbG1byY2Zmxp7N4cOHMR6PrV/VatXgclruzIdcqQOD+dgqCs1Sg53lRwAXvs3ScXw2yvw9Go0cdn1lGWff1GHlG8Y6z/l5MBjYZ8IIwxQvvodhxvadNmYfDj4t/8d/z/3zPonK717lYex72GbMv++Wsx3JZ0N8YzrMuI7mxu6yF4eEji/1DC17qmmD084NEyrfYRBb31E7jcmaVWL02tPWa7/01Hg8NodyMpl04OjUi7ju8Prcy3m+Xlv35XQ67dTRLpVK5uxPp9MO700ymTQ9o9FoOEbS5uamk561m7E4LX1iMBg4jg5/n9N9dJph7RtKmsesY6rQcP96YWW0/BJpeq5/vd3uNawfg8HACTppusNexbdfdI76kHBl+vb7GPa3u5HdDG21PZjyqdWLOJ7MwdZ3eJrDatpcSiQSO1jZ/XO0X74zLgwWT6cI++yzzus8i8fjTrou5W7szE+FoQ3sXOg+rlfZX0jDfr/TeT7pEoV5OlqvV4kFfNG/qfdmN/p9NaCVKC0Igh2RdB0rFpHnZ61nnEqlzCGgtfLU08jawzTs1BPFXCPdXNgeDW1uGjSa2eba2pqTK62LOA1aenBp7G5ubjqkXcvLy2acZjIZxxOp5GKFQsFqbK+urtrGdfz4cYcQTut2ZzIZdDod8wwfOnTIrjU/P4+FhQU79o/+6I/wG7/xGwAmhnWxWHRqQVPq9bpFwa9du+bkn6jX+fTp02i1Wo5ThM6GjY0NZxFstVq2oa+uriKXy1m5L1VqNN9qPB4737VsGvNnFOnANvh8w+YMidL491arZe2n02l71slkEul02uEsoKTT6R25cipKOOjnXuvGpXNexVfmwjyqe11nwiLa/rm6qX1a87YfBrnTBhoZUpHcKbodyb2L7+zSiK3uM6pr7Rbh9qNhfiQrrLQRf1PRqLj/7FX/nDYPgmCSW019xVfstQSrkq7m83knL1d1SZ9IV9FZuVxuR1RZdTvVA3gOg1b+OOs9TBMfneWPG4/R8VMDh9f2dXpgoo/4Tm/NhaaO4vdFDa1YLOYEW3wjfxq/Q9jc0s+q7w+HQ3s+6XTa9B0fhbebqN7CvqkjRJ+hlsriPfL/vQYFpokf9Q2zt4DbvFIasPPfPf1NnWX6v4raOeRfCHOQhPVl2nwKc6xMc/Lo/EwkEvb87jWIG2lxkUQSSSSRRBJJJJFEEkkkkURyH+VTE9Gm0OulcKC7jUCEHT8NOu7/5kfYNHLGaG0qlXI8kepxpSfKj2IDE2/N1taW3bNG4ug5U/iGel+0XJUWidffCGMOg4AwUknPDiHAwCSCqqzW/X7foq21Ws0pl7S0tGR5QtVq1aKwzFfa2NiwdtjHXC6HbrfrlAhgxHt9fd3ufXV1Fbdu3cIbb7wBALhy5YpFhPfv348nnngCjzzyCIAJbJolpH70ox9heXnZGDZHo5FFtK9cuWIR7aWlJczMzJgX8f3337cxmJ2dxeLiIl588UUAkxJefG6VSgVHjx7Fq6++CgD4u3/37xqzeK/Xw4kTJ3D+/HkAE1g5x3Y8HlufqtUq3njjDXumKysrNo5f+MIXUKvVrKQX2wEmDKavvPKKw+zJftXrdQd+lMlkbPxnZmYcaNDW1pYdNxgMDBK1urqKubk55/nTU97pdJxnVa/XnRwx3ku1WkWv17PId6FQsNSATCaDXC5n19N3haXwwjyi4/HYYRNnCTdgJ5RNvfbT8nEodwvHYn7gtD76bfl/e5jZi/fCEk35OOV5fhYybc2P5JMlD/K5+JG93b4/jPKz7v+0SOluEW0K1+ww2Lf/XT/7a/+0a++GdGJkVCPL06K5Koyuqe7lp7YBtyt3sE1lLvfLXOm1x+MJmzf1h36/b33MZDLodrsGQ0+lUk5FFu695XLZ0U2VE0U5gO4k0xAFfqkm/c1n29ZodyKR2IE+YL/86j2EGlN0b9ff/Gc2rUqJ3pMvPjpC9fNYLHZPEW0/ZYG6DOAiGvwSYfcbYePbOv5ntXu0bJemW/rn+v3aLdrOv6dSqR1IhDDEgv/dj6brM+U8DHtv/Si4P3/vBTX9UBvaYeJDG3ZTVH0Y5zQYwb2KT11PyATzszkZFRbBCaDwbl1I9UUeDof2AiaTSQcurnkRNK4pasTq31kiQWEe7EcsFnMW8Uaj4cB5uYAnk0l0Oh0nF5pGdxAEyOfzljdUrVadxXI4HBrk+erVq7b479u3DzMzM3av169fN6NvdXUVTz75JIDJBrW8vGxlK1qtlm0Os7OzCILADO9ms2nG6Hg8xje/+U2DUM/NzeF3f/d3AUxykP/6r/8aAPCNb3wDR44csX5dvXrVMTCZ6802Offef/99NBoNfP7znwcwMbxZfmtpaQnf//737d727dtn/RgMBgYpr1QqWF1dtXHV0hQ//OEPcePGDYO+X7x4Ee+++64911Qq5Tg0OAbz8/PodDqWZ601tf1ydDMzM/a8q9WqzQM6IZS4Tjfkdrtt7YxGI8tp14WYKQrc+NWJMB5PcrD9mooAnHrzPFY/q5LQ7/cdvgQK3/uwhZvv7502gruRsPbuV7pLJB9f/P1imqIRyWdbIuj4gxM/hYb7hxor1HfCHJ9UxMPgvlqiCLhtwPEY/zc934cc87umdN3JITcej21v09Q83qv2dVr512kOABo82o46pTXAEo/HzalDOjqpAAAcRUlEQVS+vb1tjmy2r3ql6qJ7lWk5teynjrOmdGlOu29EauBKc6GZekm9TK/d6/V2wOfDCNV2S9UKm0u+Q4b9Veiy9vduxC9z5Rva+jkMLh/W53sV1WN9zhINyCmvjhq0YcHH3WD4KnwWrMsd9o75hrb218/n9+0q3+miz9Sfg5omGxaUuZNE0PFIIokkkkgiiSSSSCKJJJJIIrmP8lBHtLVAvEJKfAmDMO4leh1GkhEGO1V4i5bZYrkp/raw8P+3d3axcVzXHf9fej9IiuTKEinrW4oEybJjt3bd1laTSqqCtK4KFEn7kAAF2qIvCQK/tA8NChRFiqLIS9qmdeoA8UsAu4GLokXQpEhru4qN2omVxkFsS5FlWx+2ZFKUrZIUv5a7K04fZs/VmcM7w11qyeWS/x+w4HJndubO2Ttz7r3nf88d8sfQSbzK5bKPCMt3dFTQjp7pBAiyn4wGSqR3dnbWj7Tl83l/fOdcIjv25ORkIgo+MDCQyBAokUuJnutzy4jr1q1bg0t2AXEyLrnumZkZDA8P+3MfOnTIZ7weGRlJJCgrlUoYHR3124aGhhLLlUl27O7ubjz77LMAgKNHj+KDDz7AI488AiBOXibLZt1xxx04fPiwL/PU1BTOnDnjy/zcc8/50cG9e/fiG9/4BgDg85//vI9uP/PMM3jyySf9iPS1a9ewfft2AMCRI0ewbds2P0I9OjrqJdO7du1Cb28vLl++DOBWNm4gHtV+8MEHfTnPnz/vI8xzc3M+uj0+Pp6IcHd1dfkI8PDwMK5everl7rVazR9fEpXpKK0kbKtUKigUConsphIVl3ICt5KkyW+zefNmXyclUZnOEq4lRDoKoVUWui6FIro6YV6hUPC27O/v92WMogiTk5N+OTTJUK7LHBqlnJiYWDCSqqMVdqpGGvbZ0ezotZWwLRYxtXLyrOUuQt/T57CRfLvfStOMzBzItlXWdciz3EYy5L1NQhPaL6vMWk5KVp5mVQfN1PnFotidrkxZTts1c25tVx050/eWyDnTlEg6cqaPJ9Ph9DPeJsaUc1lpqX5v5arNRLTFR0lSXDmGtJtEPaiX2rSS11CUsVKpoLe317c5tW/XbSf5nqD9pigF9DKrOmFtGovVBZvMS6/kohO8apWCvjZpV+hnrlyLtHfke7IMrpTZRrTTkqGFVheRbaGovJxbl0lL/rW8vRlC0nFdztB0VF2mrPdLQatytVpCJ721dtb3ovaroXtKly/0G0jkOU2lbOXf2v5aAWnbc7qe6OPqeif3mtTX0HTcRujojnYI+8Mttl/o5gnta5d2EAYGBhbMDdHyBN0BkXWapQLIj7dhw4YFsiHpSOpyiWw8VDGnp6cTTmlubs7vJ1kB5XMtmdCORpdNX4+gO/m6DHKj6XPpDrmWsEsHCIg7jyI9LhaLqFQqXlocRVHiISJLawGxZFs6lXv37vUS8JGREZRKJS9Nz+Vyfo3oqakp5HI5v/a0lqmfPHkSg4ODXl598+ZN37G7fPmyL5Os6Xz+/HkA8Vxi+c5rr72GwcFBv2TGuXPnvIT9woULePTRR/0x9XzksbGxhMSoq6sLH374od8mne79+/djeHjYS8KnpqYSMv6JiYnEHGSNrbMam5E1lMU+K/O1TIGQ6xGZj3wvJM+yaOch39MDVFaKpJ2cNErscWTgSf8fOr840NBcp2Y7zkttaIe+lyUxl33TOtz2eM0ev9EO/WogTUJJyHKw1HuLLA37TBeyJKgWvU3aULpTYLfL38UGIkPbQt+x8nYZGJ6amvLTuHTuFDmO7qTZjp0esNbS62Kx6Nti5XLZH6O3txfVajWxPKt0rnVnUZYL0x1hKaMOoDRCWoCrq6sruAqO2NxO3ZIyyvx0+Z4OhNkOkO5Ma+zvkRWgs/d42r2u/aQ+tx4saXZAz/4fCvRFUeR/k6wlzvT3pSzN+Eh9TP276UGparWaGJyxHW0ha+WWtIEOOV7ofpM507rNkiZB153uKIoS974dmLADG7pNa6XpjbB6W1CEEEIIIYQQQkgHsmYi2mnyy6yMv2mj0JKQQUs7QxnvgFtRTl0Gmw1RtskIokS9JUIro4gA/HrOOipuJ9/r0RY9YqZH17Q8p1AoJEaftKRdItwhW+pzitRXR65lv9nZWR/ZLZVKmJ+fT2Qll3OXSqVEkq1z5875CLNk8xYbbdq0yY/8RlHkZdJSFpFUDw8P4+DBgwDiJGl33nmnP19fX5/PMj4xMYF3333XS9W3bt3qVQNRFOHFF1/0a39v2bLFJzmr1Wp48803AQBPPfUU+vv7vY0LhYKX5N9111147733fLnOnz+PH/3oR/5a5ufncfz4cQBxYjOdkKxcLvtod6lU8vL/sbExn408n89jfHzcy+mvXbuWUEtoabQesaxWqwlJvk52J/taaVXocy2P0yOBEtHWdS0rAqoTaOi6ZUe/5X6QtSh14hmtkJifn/f2ArBglFuP9Or7ZrGI1O0QijyHbJIWHZPPshQ2dhRXo58Ti0ldG3k2hsq/GmSyi8k0ydrBRmXSWKqaZCnlyfp/tUS0l7Mcjcikl4JuW+hj6KlIIufUK5HoqXK6jTMzM+PbJ5JUVfyCXndaR3alDSN+TUd5RTmoJe3SlgtNP9HvdVsmiqLEmsJSfolMS/mtPNn6Ce2Xx8bGEhE8rQrM5/N+NQ+9usyWLVu8DaampuCc8+UaHBxM/BaSyFeOL9daLpcTSrTu7u6ECtRG63UCMaFcLiOfz/sorZ76Va1WE6o9525laZfpcfo4oQzkzjnMzs76YxSLxUQSX912sf7P1g2xV7FY9DbWCVvlmGkRc9sGSfP9EpnWigNtS7kWexwb5bfKkDT1msY5l8hIn8/n/f2n+wKTk5OJNphWNYrdtB1scj29qoBsGxgY8G1wubekzmjVsE1w193dnejrAMlIuf59dXZ0XXf1d8X2ui8n19LMtICO7mjbTq/+XFhMxhVqMNqbTXe69XsAiQqmpSj62ILIdiT7o34oyTbpaOsHq71ZQzdvT09PYkmvvr6+YOO+WCwmKmYoDb8+j77Wmzdv+o5wT0+P36ZvtL6+voTEXFf8QqGQWPrr+vXrXvYNxJ1Mmc89NDSUkJ/s2rXLS+/vueceX8lffvllvPPOOwCAe++9F2+//bafg9zf3+8d7I4dOzAwMODteuPGDf++WCzi2LFj/mG9efNmL03fsmWLfxjv27cPuVzOz8vetm2bXyJs9+7dqFQquHLlCoC4kyw2KRaLeP755/089hMnTvjlvcbHx3Hffff5h0mpVEpkW5elyt544w3k83kvY9dzm3QjAEhK/Gu1GorFYqJTbuuFdtQhGbnUVf2/IOfW9SnNqfb19SWygOusofZBryVudgkv3Uiy86zs+9D9uFyN9hDy/AnJsJuVZqcNJob2sefX/6cdK+u5mTYvqlUy2WYb5cvVyCdkLdGu++B2zmvnWeoOrZZMA8k2mpYEW5lp2kChRkua5by6I5LWwQ35nSxCc01DcvNGnqt2H+1/7cC5xpY57Xh2+lXagFLWNacNNNvz2WNZ+bP+a6e8Wd9l28qCbcvb+hOSpsuKOHqQR0uJdRBAD7ToznnWbyn20ZJkO8CU1inPmo4Xet8Mtg2l23K6/SaBSV2v7RQMwdYDew/ojm9WndH2sP2UUEDFfq+RPmHatqXYs6M72oKd83G7o8v2xwj9QPJ3cnJywYhJWvTbJhKQiloul30EWOYx284KsHB+jh7F7enpSSxntWHDBn/u8fHxxLJQ0kEBbk32l/LZSKZdb1seNnq+ztTUlO/YlcvlBQmG9MhSV1dXohMu86RnZ2exb98+H9nt7e1NJGIbGhry87nn5ub83OUHHnjAz5netGkTqtUqLl26BADYuXMnTp8+7ffbs2ePryc6Ucj777+PY8eOJR6k0tFzzvnO+mOPPYYLFy747x04cMB3kM+cOYPdu3f7Tvjo6CieeOIJAPGyYB/72Mf8CN33v/99P3d848aNiRFSu+SZPNDL5TJqtZofkdZRXknApyPEOiEZkFRF2MEVPQKu666eJ2072vrc2qHbTrF+MOkBpEKhEByMkXKIrSTZmm7wWOcVGm1sJCLcCM08OxrptIbmK4Wc5e3Mi86KjDcaydffS4t6Zx1/pWhFg4IQsnRafQ/awWCbdAm4pYjSy/BoP6bp6upKRI6znlG6facTPOkEo+IndYRbd0bSGuOhRn5aGzMriKQ7i7oTBiSXitXBHNlHR2W13wnlZpHrtnlOGnne63KFrjcrsZUc33by0wh10HU5dHtBAk1AUpnX1dWF6enpYJnl99XXHTqGnFtHVKWNI+0iPVBg2zF6mz637vSHBjtkv6V2AtMQ++ugnwSPdCK/arWasKt8JseIoihoL9u+sAHApbSBFrvv9O+t7WXbMWkDPEu1L+doE0IIIYQQQgghLaSjI9oyQmHnO9hRtizpZNZx9Xf0aFkosx2wMOugzX5oR2i0dFbk1DJilLa8l5aw6Ii2zFPRcmId6dNzjWw2yyz5iZ3vY+0g5deRVwCJOTNagqPnrdRqNT+nWcoo5yuVSokoebVa9TLtixcvejn30aNH/fXMzs6iu7sbb731lj+mSLQnJycxMTHhs4KXSiUvWz906JBfIguII+Na0i5R6+7ubuzYscPbfGBgwM/zvn79Oq5fv+7nX+3cuRO7du0CADz99NM4efKkl7T39PTglVdeAQAcO3YM+/fv90uG3bx5E8PDwwDiSLtIxfv7+31mdiCWvlupjvzGepku5+J5NnqOj45y67qey+US6gM9+mclVzYKLucORcz1PafvDakjMidNjzxK+QuFwoIlM0LzuxpB9reZ9rNGTpcaoW0kOpwlHQ9J3hqRjIck1LcrHc9SCKUd3+63GJSOkyxaHa1ZblZa2ZFGMza7Xfu26h6085H1SioS0RZVXpZ6UD/r0vLQZEW4q9VqQqlln216dRabC6SRbNZaLmzbh7ZctrxZWbWlzKIG0+fSEW1dZh2N1L6nUqn4c9VqtQV2SItM699N+66s8su2kPQ6S/Vl8zDpKLZuLzjnEtPsrN+dmppKRFR1m0bPHc9qO+h2cbVa9e210FKeoZw6ss3Kw61iQu+bxu0qTeQe0r+H3H+zs7OJ9r/OVWWl4/r+00pM25fSCgyrVrHXlfasCW3T946uM40uxWn7SOtWOm5vVmsI/cNmNRLt/no/m6xJJ8TSD07bmUiTLaQRkqmEtuv/gTjZV29vrz92uVz2MmNdaSXBREhmY+Un2l7ykLHrFMt+erusJw7AlwGIk5JIZxOIb1ax6+zsLN577z3/v05MMDc3h02bNvnvDg4O+k7s3Xff7ROEXbhwwd/0APDSSy/55GeXLl1KSPRrtZrvuA8NDeHGjRu+875582b/QMnn89ixYweAW/PexT6zs7P+Afrwww/j1KlTPqHazp07/bZz587h+PHjXsbe1dWFEydOAAB+9rOfYc+ePQnnKL/VlStX/PFkAEYSxFnHYxPvif1zuVzCWepOstR/7QR058/OJ9bOS9cnOY8+vxxD34+6QaLPZZ2vdnIy/1s7KO100hpJIflgVudysc8aoZFOZmifRjr9WR1v+8yzHfg0mbgtY1onPLRfI4OXK9ExSpPREdJOVksd7MR70H43LXGZ7vTZTraVRqc12i26vWY7pva5Gho0zWq/hdp/oYECu2yQPo/4ZevD9bH0OtpaMm9lzbqNpf23lmzPzc0lpgnqdnBoHm2o7Zg1UBtC9rfrZoeOJcfTPtD6WBs80Ncq12mXfdOBBZm6psutk5DpsqXJ1u3x7eC73maTh6W110N2CdlgyXJn05+Zn5/3163XVJc52vr31uWwdhX7WxvmcjlfX/UUiCzstdlBCds3tNNL0uwVOu5i586C0nFCCCGEEEIIIaSFdHRE244i6vdZUgL93TRshMgeT/63Em9dFjsap0fW9GhNLpfzkVaR9oaSU4h0XGfhlPdjY2Po6enxo5RaxqyXWpienk4kadDJ1eQc+vh6FDefzyeyWev9dCQ9iqKEFFpGlebm5hLHz+VyCYmzztStJcgSnZdjdnd3Y3BwEADwwQcf+MRZ09PTGBkZ8aNiIyMj2LZtmz/G66+/7rOCHzhwAEeOHAEAnD17FgcPHvTR75mZGb8sWKVSwdmzZ30Zt2/f7rOH9/T0+OzkfX19OHz4MO6//34AwKuvvuqvc3BwEKOjozh06BCAWIou19nT04NTp05h3759AOLkaFIXdDbFcrmMyclJnyxu48aNiSQx1Wp1wWgqcCvpW0h6ZLNd6gQdus7Lb2aXrxBsQj2dPVMTyvIp7/W0AS3rsSOOMnoqv4clTTVi/08b6bSfNzKqKtgMmmnnSytzqJxZpF2/LnPWdWedLyRbbKQMrZDaN7N/IyP3i6l29H72ePpZbn1AaHkPUfyQ1jIzM9NQHVktku3bSWbYShZr57SaVkTStK/RUdj5+fnEso868qdVe9JOsoopKVMURYl2jF5eSEcgZ2ZmEn5In8sq+mx0LtT+lL/6ezpzszxPpG2llXO6XHY5TOu7slRpofabLbu2XaVS8VPnxAY68mrtqv2vnFsv92RVbrrc8lvIuW/cuJGov7VazbebtJpBfm9te7k2SRIs59FyetsWLRQKCbvalX/0+eS9XVZMt6VrtVoioa+NaOv3GtufSVOxWqWtrWu23kkUWpdf2tlaHm77BnKO6elp3/adnp727QxJTBhSeEjfQLcPxWZzc3OJuid9DDmmluDLdvkrxxDVhl0dSc6lj6lVgFKX9DQCrZzRbV17bYJW6y6GWy0Sp2Zwzu0AcKXd5SCEEEIC7Iyi6P12F6LToa8nhBCyilnU13dqR9sBOAjgTQA7AUy2t0Srin7EDRPaZSG0TRjaJR3aJgztkk4/gOGoE53rKoO+flF4H4ahXdKhbcLQLmFol3Qa8vUdKR2Poihyzo3U/52MouhGWwu0ilASB9rFQNuEoV3SoW3C0C6Z0B4tgr4+G96HYWiXdGibMLRLGNolk4bssTomEhFCCCGEEEIIIWsEdrQJIYQQQgghhJAW0skd7TkAf1n/S25Bu6RD24ShXdKhbcLQLmSlYF1Lh7YJQ7ukQ9uEoV3C0C63SUcmQyOEEEIIIYQQQlYrnRzRJoQQQgghhBBCVh3saBNCCCGEEEIIIS2EHW1CCCGEEEIIIaSFsKNNCCGEEEIIIYS0kI7saDvnvuCcu+icKzvnXnXO/Wq7y7TSOOe+5JyLzOuq2u7q+ww752adcy845z7azjIvB865I86579SvM3LOfcpsX9QOzrk7nXNPOecm6q+nnHMbV/ZKWk8DtvlmoA69YvYpOuced8596Jybds79u3Nu58peSWtxzv2Zc+5/nXOTzrlrzrlvO+fuNvsset3Oud11+07X9/sH51xhZa+mdTRolxcCdeYZs8+avJ9Ie1jv/p6+Poa+Ph36+jD09WHo61eWjutoO+c+A+CrAP4awIMA/gfA95xzu9tasPZwBsA29bpfbftTAH8C4DEAvwTgKoDnnHP9K13IZWYDgNcQX2eIRuzwLQAPAHi0/noAwFPLVeAVZDHbAMB/IlmHTpjtXwXwaQCfBfBxAH0Avuucu6PlpV05jgL4RwCPAPgkgByAZ51zG9Q+mddd//sfiG388fp+vwvgb1boGpaDRuwCAE8iWWc+Z7av1fuJrDD09x76evr6LOjrw9DXh6GvX0miKOqoF4BTAL5uPjsL4MvtLtsK2+FLAH6ass0BGAHwRfVZEcA4gM+1u+zLaJMIwKeasQOAe+rfe1jt80j9s7vbfU3LZZv6Z98E8O2M75QAVAB8Rn22HcBNAL/R7mtqoW2G6vY50uh1A/jN+v/b1T6fBVAGMNDua1oOu9Q/ewHAVzO+sy7uJ75W5kV/T1+fct309Q3apv4ZfX1EX9+oXeqf0de36NVREe26VOMhAM+aTc8C+JWVL1HbOVCXCl10zj3jnNtX//wjALZC2SmKojkAL2J92akROxwGMBFF0Sm1zysAJrA+bHWsLh16yzn3pHNui9r2EIA8kvYbBnAaa8s2pfrf/6v/beS6DwM4Xf9c+C/EjbuHlrW0K4e1i/B7dfncGefcV0zEaL3fT6RF0N8noK/Phr5+cejr6evToK9fRnLtLkCTDAK4A8Co+XwU8UN2PXEKwO8DeAvAXQD+HMAP6nOSxBYhO+1ZsRK2n0bssBXAtcB3r2Ht16nvAfgXAO8ibqj8FYCTzrmH6o2UrQAqURSNme+tmfvNOecA/C2Al6IoOl3/uJHr3gpTr6IoGnPOVbAGbJNiFwD4JwAXEcsy7wPwZQA/j1h+Bqzv+4m0Fvr7GPr6xaGvz4a+nr4+CH398tNpHW0hMv+7wGdrmiiKvqf+fcM590MA5wH8AQBJcrHu7VRnMTuEbLLmbRVF0T+rf087536M2BH/FoB/y/jqWrLN1wD8HOK5V4uxnupN0C5RFD2p/j3tnHsbwI+dc78QRdFPZLfA8daKXcjKs679GH19U9DXB6CvB0BfnwZ9/TLTUdJxAB8inithR0u2YOFI5roiiqJpAG8AOIB4BAqgnRqxw1XEUQLLENaXrRBF0Qhi53ug/tFVAAXn3J1m1zVRj5xzjwP4bQC/FkXRFbWpkeu+ClOv6vvn0eG2ybBLiJ8AqCJZZ3g/kVZAfx+Avj4IfX0T0Nd76Ovp65edjupoR1FUAfAqbkkXhE8C+MHKl2j14JwrIk5OMIJbco9Pqu0FxJkG15OdGrHDDwGUnHO/rPZ5GPGclfVkKzjnNgPYhbgOAfG9VkXSftsQy4g61jYu5msAfgfA8SiKLppdGrnuHwK4r/658OsA5urf7zgasEuIjyJucEid4f1EWgL9fRj6+iD09U1AX++hr6evX37anY2t2ReAzyDOEvhHiJ3N3wGYArCn3WVbYTt8BbET+QiAhwF8B8ANsQOALyLOuPlpxA+NbwEYBtDf7rK32A59iJcUeACxXOWP6+93N2oHxPOXXkOcMfERAK8D+E67r205bVPf9hXECS32AjiG+OF4xdjm6wAuA/gE4uV1/hvATwHc0e7ruw27PFGvE0cRj1TLq6fR60Y8d/QNAM/Xt3+ivv/j7b6+5bILgP0A/gLAL9brzAnEGaB/ouvDWr2f+Fr5F/09fb2yA339EmxDX09f36xd6OtbbO92F2CJleQLAC7h1ojSkXaXqQ02eKbuRCoA3gfwrwDuVdsd4mVBRhAvQ/AigPvaXe5lsMOxumOxr282agcAmwA8jbjxcqP+fmO7r205bQOgB3HmzGv1OvRu/fNd5hjdAB4HcB3ADOJG3q52XE8L7RKySQTgD5u5bsSNmO/Wt1+v719s9/Utl10QR0BerF/rHIB3APw9gE3mOGvyfuKrPa/17u/p6/110tcvwTb09fT1zdqFvr61L1c3FiGEEEIIIYQQQlpAR83RJoQQQgghhBBCVjvsaBNCCCGEEEIIIS2EHW1CCCGEEEIIIaSFsKNNCCGEEEIIIYS0EHa0CSGEEEIIIYSQFsKONiGEEEIIIYQQ0kLY0SaEEEIIIYQQQloIO9qEEEIIIYQQQkgLYUebEEIIIYQQQghpIexoE0IIIYQQQgghLYQdbUIIIYQQQgghpIWwo00IIYQQQgghhLSQ/weBiVqxPpjwzQAAAABJRU5ErkJggg==\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", "\n", "subplots[0].imshow(cat_gs, cmap=\"gray\")\n", "\n", "subplots[1].imshow(dog_gs, cmap=\"gray\")\n", "\n", "plt.show" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "$\\to$ 2D pixel map" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2D image pixel map:\n", "\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": [ "\n", "print('2D image pixel map:\\n')\n", "print(np.round(cat_gs, 2), '\\n')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "Can get any useful info about the range of values / intensity, which is a basic *feature*" ] }, { "cell_type": "code", "execution_count": 46, "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": 47, "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": "markdown", "metadata": {}, "source": [ "***\n", "In some cases is easier / convenient to work with a **flattened** pixel feature vector" ] }, { "cell_type": "code", "execution_count": 48, "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": [ "print('Flattened pixel map:', (np.round(cat_gs.flatten(), 2)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "## Use grayscale features\n", "\n", "Now we have the raw image intensity values for the grayscale images $\\to$ \n", " We can use these *raw* pixel values themselves as **image features.** \n", "

\n", " \n", "\n", " \n", "**We would have a quite large number of features, since the intensity value of each pixel is a feature!**\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "## 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", " \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", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "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": [ "***\n", "### Binning data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Quantization / Binning** is the process of mapping values from a large set (often a continuous set) to values in a smaller countable set (often with a finite number of elements)." ] }, { "attachments": { "image.png": { "image/png": "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