{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Flood Impact Mapping with UP42" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the following tutorial we will map the impact of the flooding in urban area using UP42 python SDK and OpenStreetMap data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook is intended to show how your existing GIS analysis and workflows can seemlessly be integrated with UP42 Python SDK in a few lines of code." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The notebook is divided in following sections:\n", "1. Download Sentinel-2 AOI clipped GeoTiff with [Sentinel-2 L1C MSI AOI clipped data block](https://marketplace.up42.com/block/3a381e6b-acb7-4cec-ae65-50798ce80e64)\n", "2. Calculate Modified Normalized Water Index (MNDWI)\n", "3. Convert MNDWI raster mask to vector mask\n", "4. Extract building footprints polygons from OSM using [UP42 OSM Data Block](https://marketplace.up42.com/block/df2ec03a-50c4-47ac-8a83-2db613869cf9)\n", "5. Plot the impacted buildings with Folium" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# imports\n", "import os\n", "from functools import partial\n", "\n", "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import pyproj\n", "import rasterio as rio\n", "from rasterio import features\n", "from rasterio.plot import reshape_as_raster, show\n", "from shapely.geometry import LineString, MultiPolygon, Point, Polygon, box\n", "from shapely.geometry import shape as shapely_shp\n", "from shapely.ops import cascaded_union, transform\n", "\n", "import folium\n", "import up42" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'divide': 'warn', 'over': 'warn', 'under': 'ignore', 'invalid': 'warn'}" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# allows for ignoring errors + division by zero\n", "np.seterr(divide='ignore', invalid='ignore')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set-up data directory to work with. This is optional though. The SDK creates a directory in the project folder for you!" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "sentinel_dir = \"./results/sentinel/\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Download data from UP42 platform" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2020-07-31 10:39:59,659 - up42.auth - INFO - Got credentials from config file.\n", "2020-07-31 10:39:59,925 - up42.auth - INFO - Authentication with UP42 successful!\n" ] } ], "source": [ "# authenticate \n", "up42.authenticate(cfg_file=\"config.json\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2020-07-31 10:39:59,931 - up42 - INFO - Working on Project with project_id 14d0c2e7-bcb1-499c-880f-e3e3ac4dee11\n", "2020-07-31 10:40:00,778 - up42.project - INFO - Created new workflow: 8cd776d6-71ec-4a1e-b54d-340130bf07fa.\n" ] } ], "source": [ "project = up42.initialize_project()\n", " \n", "# init workflow\n", "workflow = project.create_workflow(name=\"flooding_sentinel\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Following will fetch the data from UP42 platform corresponding the AOI and parameters we passed into the function." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The area of interest is based on 2019 flooding events in Mid-West, USA in 2019. [Bellevue](https://goo.gl/maps/8UTHGfrLp8KuKk617)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2020-07-31 10:40:03,369 - up42.workflow - INFO - Added tasks to workflow: [{'name': 'sentinelhub-s2-aoiclipped:1', 'parentName': None, 'blockId': 'c4758545-4b74-4318-ae1f-d5ba72f234ca'}]\n", "2020-07-31 10:40:04,116 - up42.workflow - INFO - Selected input_parameters: {'sentinelhub-s2-aoiclipped:1': {'time': '2019-03-21T00:00:00Z/2019-03-21T00:00:00Z', 'limit': 1, 'zoom_level': 14, 'contains': {'type': 'Polygon', 'coordinates': (((-95.929012, 41.114021), (-95.928326, 41.124884), (-95.922832, 41.132642), (-95.906868, 41.123978), (-95.900517, 41.116995), (-95.88747, 41.119452), (-95.878887, 41.119064), (-95.875969, 41.110787), (-95.880947, 41.106519), (-95.901203, 41.102121), (-95.916824, 41.106649), (-95.929012, 41.114021)),)}}}.\n", "2020-07-31 10:40:05,618 - up42.workflow - INFO - Created and running new job: 11c00140-a930-4555-81b2-8f5022cdf4d1.\n", "2020-07-31 10:40:06,063 - up42.job - INFO - Tracking job status continuously, reporting every 30 seconds...\n", "2020-07-31 10:40:28,470 - up42.job - INFO - Job finished successfully! - 11c00140-a930-4555-81b2-8f5022cdf4d1\n" ] } ], "source": [ "input_tasks = ['sentinelhub-s2-aoiclipped']\n", "\n", "# Update workflow object with our desired data block as input_task(s)\n", "workflow.add_workflow_tasks(input_tasks=input_tasks)\n", "\n", "# read aoi\n", "aoi = workflow.read_vector_file(\"data/aoi_bellevue_US.geojson\", as_dataframe=True)\n", "\n", "# construct input parameters\n", "input_parameters = workflow.construct_parameters(geometry=aoi,\n", " geometry_operation=\"contains\",\n", " start_date=\"2019-03-21\",\n", " end_date=\"2019-03-21\", \n", " limit=1)\n", "\n", "# run the actual job\n", "job = workflow.run_job(input_parameters=input_parameters, track_status=True)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2020-07-31 10:40:33,482 - up42.job - INFO - Downloading results of job 11c00140-a930-4555-81b2-8f5022cdf4d1\n", "2020-07-31 10:40:33,485 - up42.job - INFO - Download directory: results/sentinel\n", "4244it [00:00, 405195.11it/s]\n", "2020-07-31 10:40:35,655 - up42.utils - INFO - Download successful of 2 files to output_directory 'results/sentinel': ['7ed7ab02-3097-4038-80c8-10a4d3b3f1db.tif', 'data.json']\n", "2020-07-31 10:40:36,600 - up42.jobtask - INFO - Download directory: results/sentinel\n", "100%|██████████| 1/1 [00:00<00:00, 1.81it/s]\n" ] }, { "data": { "text/plain": [ "['results/sentinel/quicklook_7ed7ab02-3097-4038-80c8-10a4d3b3f1db.jpg']" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# download results and quicklooks to results/sentinel/ folder in current directory\n", "job.download_results(sentinel_dir)\n", "job.download_quicklooks(sentinel_dir)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You should see a new folder named `result/sentinel/` being created in the current working directory with `.tif` and meatadata file `data.json`. Additionally, we downloaded quicklooks `.jpg` with `job.download_quicklooks()`. This will come handy later while visualising on a folium map.\n", "> **NOTE:** The SDK automatically creates the download directory if not already exists." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# store results and quicklook paths to separate variables\n", "raster_path = [i for i in job.results if i.endswith('.tif')][0]\n", "metadata_path = [i for i in job.results if i.endswith('.json')][0]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# similarly store path for quicklook\n", "ql_path = job.quicklooks[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, that we have downloaded the necessary data let's move on to the next steps!" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('results/sentinel/7ed7ab02-3097-4038-80c8-10a4d3b3f1db.tif',\n", " 'results/sentinel/data.json')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raster_path, metadata_path" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculate MNDWI" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Modified Normalized Difference Water Index (MNDWI) uses green and SWIR bands for the enhancement of open water features. It also diminishes built-up area features that are often correlated with open water in other indices.\n", "\n", "MNDWI = (Green - SWIR) / (Green + SWIR)\n", "\n", "- Green = pixel values from the green band\n", "- SWIR = pixel values from the short-wave infrared band" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> **Reference**: http://space4water.org/taxonomy/term/1246" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def normalize(array):\n", " \"\"\"Normalizes numpy arrays into scale 0.0 - 1.0\"\"\"\n", " array_min, array_max = array.min(), array.max()\n", " return ((array - array_min)/(array_max - array_min))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def calc_mndwi(green_band, swir_band):\n", " mndwi = (green_band - swir_band) / (green_band + swir_band)\n", " return mndwi.astype(np.float32)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "with rio.open(raster_path) as src:\n", " green = src.read(3)\n", " swir = src.read(11)\n", "\n", " # normalize band arrays\n", " green_n = normalize(green)\n", " swir_n = normalize(swir)\n", "\n", " # get bounds,crs and transform\n", " src_bounds = src.bounds\n", " src_crs = src.crs\n", " src_transform = src.transform\n", "\n", " # compute MNDWI\n", " mndwi = calc_mndwi(green_band=green_n, swir_band=swir_n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's quickly plot and see how it looks like" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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kILXtOy8wG/skcUz/6ACZSnYf3GF4eoyWzAnn6r+7r3yY/tEhunEpHk3iCH84IIljakGAP+hzMThi98EKwxOfqR+TxBJdrxLMplgVm5nvU1/RabRsJqOQ6SgkXmZYdkJn08EwBbZjEAYJUZjmzskkDBKcWp2a59E/OkSmGcPTOTfvf4jJ6JzhyTm228B2HFa3d9i8dYckjtVviyKGp8fUPbNcNGe+r8bD2Kd/dMj0YkTVrSGTIL9OgprnASjnJwS24/D49SlC7GE7BlZFJ8vUNXfqDZIowjAt0sREN5bsvf1mjiBY+MM+jVYbUGNuZbVB72DA6laXaKkyRID5ZIxuqu9utNpq/EwnnDx9gtftlmhEgQoVgUWRhavvUOhTFIboho1u1BkP1dgyrQjdEmzfuU84n+cOTpROJgpDJqNzrIqNZdsMT47xz3t86GMf539bjPiw43DjbpPz0zlRmJLEKcswRaYZlWqVOL5EVtdNk8w9R4w09AJmh9Ixp5ZZZvRGGBIP/xyt7ztWY8ZUVJPQLPpHc37SdWH1XyK+8u8oJCCVeeAQ5U7FJM1RIy0/pgokUkhqkNQYJn3OZELVMfC1BYZpAXO1Poiv7ZhKxynTfCyooKdA+Yq5nsQRjVa7RF8UIhjlAZks14bCiuNJmZZ0k/o+9XjVgU9G56zv7OZoQY/W2jrBdKLuv66XiYj4Gs61GC9/hu1XgL+tado/RlHZ4yzLTjVN+xfAf69p2kr+vr8A/Dff6Je9704+y7JE07S/DfwLQAd+KcuyN/+4zyzDhKlfwR+OMEydKExIYonbWGX77hZSynzQxvjDBavbNYLZlDBQmYJlq8l/8O4JzXaFMJjgehW6G26ZdSWxmmThfI4mMpI4I4kkQtfKTCIKFcdfRNKT0aiEB3v7e7z1hTPqXpvZZES9aWFa1XIQJ3GaZ/cxhinwhwsyaVCtOyWElkQR/kCSpgv6Rwds372HTCXbd+8xOjtldBYwPFUZfxyBaVXK3wnPR9aWXS2j/sKKzHm5CDEsi2A6IYnjcpEMgwBNi7Adk0xmKgDyKgTTmDiC0dkCq6LjNjpl9K34WsWxpzJjchGSSQ1/0CeTGpu3GmhCI16mZXYm0wzdFFQdk0/+1Rc5eOTze/98n1c+vs7dVzp8+XcVJG87Dk69wdnhMzV2pEYUhjj1Bp3NLWSa4g/6REt1/gC64ZaQfhgEDE+O6Wy4LJcpaaKyvOKaJHGUZxpVOhsuTs0imEVYFYNomXD0eEwQRXngBG/+wTlOvU7VXcG0YuJIJ5wnbN/xqHkWo7OAJJbINGMyWnL02KfZ3i3pEqFXiZfz3FkrlGE+GaJpc/xhFadWL2Fvp1ZnfH6MZess5mrhs2ybYDbN0ZU5VbdGZ3OLyei8zOwKDr7IbL3uKtEy5N0//Apbd+rPzSshBLbr0rEswmDOYqYQjGLMWhWb1e0devvPcGoKDm6tKjohnM8JgyDPpDUqts7M95FSjYksC0niSxqpUhX0jw4Yn/cxrWpJlxTaiOJ8igyw+B2bt+7w5I0vsX2nycnTJyVd0FpbR+h6ibaoLFQqymA2Rdc1DFPnaBrxxmLBT7/k8WE2ef2zp+y/O6G97pDEkvmEHCVa0tuf8eItGxpvAQ/R0hStcGy6INN1tKuZqJQwu8tvTt6m1rQIphHRMiVNIyajkL3lEowZIk3R4/iPHCO7Ml9FmhILQWLbkFTUk0mN1xYLfns2o+IYmKZQiJNpEQYBUqYkMX/EGV/e3z+acdu5LiIM5shUUut4JaQvdB2R6uU9u3pcpbExy8DuEkF4PhhI4ihHxmLCYI7tuvT2n7G6vYPXXS1RHvXeGHGFWgByjce3NqPPtEuU5lthmqb9I1RG3tE07Qj4ecAEyLLsHwC/ilLWPwYC4G/kr400Tfu7qEQZ4L/NsuyPE/D9ieybwslnWfarqB/yJzLbrXP/ox/jjc99lsUsIgwSDNNU3LPMs9iKTRJFpGlGFKYsFzNMq1byUqvbN/A6XfpHh2zdWeedVz/PnYetnPdL6Gy6eYacIHRLwa254K5wyo2WTbNtUWtqJWe6uq1Qld0HD/MMRg3iJJbKifgXJHGMaQne+vwZs3GEJjS89jorq4qD9Dpdgpn63NGTcZ5hOICaXFEYMj4fMj6H9vomF4NTNE0vo/AiMi/grySOEKlOMJvS299TC2q9weF7T7EqBm6zQRQuOO8dowmNi8EpO/c8ZGpx9ERpEjZ2b5c6AMM02b6reOs0jckmAzTRx3YUf19kuk7dxNyucdFPsR2XxXzCbLxkfaeO0bIxKzpV12B0tqDqmATTiM/802cswwSva2PaBsPTOVkmCaZThK7TP94jkxpZJnEbDYVI9J9hVlYI53O6WwaTkcl576QU/Dn1BrWmR7QMcep1knjOYhqxdftFpEzxBwM6m1vYjoNl2+iGy5OvpAxOTksuvbu5Q7N9yWEW96K1tlFm2tEyZHye8upv+0gp2bx1ByEEwUzRIjfvf4wkinLHHBPPJ2ia4qudeiN3ZrsIXc+1JmbJrfaPDqlUPQbHI3Ze3MF23Jz/TKk1PVpr62zfvYdTrxNMpzz60qsKFs8XyChUwQKgFtjOao4AHGBaapF2anXCIMCq6HidVeaTIVXbptb0sB2H1tp6iaS4DQt/cIRlG/T2B8gspmLrLGYphmlRa5oMT0/VsbpVhHA4eTYkiWM0Tc2d87MBO/c8nLrF0zceoRsumqZ47DBIaLY7AArCn89xanUarTZVt1EK2wpNCShaQKYpTr1Oo9Vi5vuMznpImZImKb/3q3v8/A9t0lizSWLJUV0F2rWmx2Tk02jZ1FYyTNMhjiWWrXMcRTD5ECKKEKksYfSCSxdXOeooAueAx8slt7pV+kczDFOQSaXjqT5d8O9uzflV16UymZKa5uUxha6y+tzJaWmKkBI9jkkxyYQFSY295ZKf0mv8co4QSSnxOl0VlEcRXndVZd85jH4VTi/sagZ+8uxpjvKo90xG59iOQzCdlFqUq9y4YVqXmXp+nK/l4EsxaP6+JIqYjEa01tZx6g2C6ZTOxhYz3y+1PuKrHGuR4X/r7VsL12dZ9lf+Na9nwH/6dV77JeCX3s/z+bYJ765alg+43QcPAcoM8lL4kSJ0wcXgiO6mi0wzMmmU0BSoCPErv/c72I7BctGj2bZ4/bOnAMSxLKmA2ThF16tYtnLUUqqsUwhBrVnBqassMI6W6rulVFlEvvgWECQo9fFs7NPZ2KLmeaXwpRjkBfoAlI9Vt5HzlApyNiyL89Nn7NzzGJ8beN0u/lA5WNt18Qf9MqMqroU6bqAczHTK8OSEaBmSJib+NEATE2a+z+atBpNRiG54HD4eIDSTTGqsrK6yfnMXIRR3Gkyn5cT2OlXGoxBdV1mXlIWyuYJhVjh6PFaagyRj81aj5Mz94QLLLjJEnel4ie2aLMOEqmMyGy+ZjkIW0wjdFPjnPRorXSzLobbqcd47RqYpbkPxtINjBfOOzi5YzCWmpbIfr9stnXwRAIkcri8gyZoX5/ClupfBdIJhWnQ3d0oeH6C3v0eShHTWbxAtQ5I4yhEPpYEoBIqbtxXdYlVsxX0uwxIhKbQOavxYmLZRUg1FRlpA10LoJc8MMD4fsnPPYzI6LwMuq6Iy3SSO2Xv7TZx6HatiX977KCqFTQXCU4wN23HK8wHKrAygtbbO0eNHXPTP2Lx1B6deZ3TW4+jxI5bhnJXuSo56JaRpzK2HLfQ8QDbtywXSMAWjs4A4uqyMSJOM2XjJ7Q99mJNnTzDMlGpNiQrPexNsRy0ztuOWdEMhJu0fHWA7Lm6jywvfdUfdwzx4UdnzhCRW1MNkNMq1GB7hfM7J0wmLecLhI1/RZGGKbrhAjNtYZTLql8G917FptCr8F4fPIFxFk5ci5sIhW2GIsVQiPK2e4pyPmPb+Ar82/g3+h3seR4/HjEchdtXGMOv84aeP+a/+o9v88q0pUmxSmU4x53OEmuq5Q8+/I8/wK9MpkeMQmxWIWkyDDlbdwHYNxEgQzudKd+G4Krmx7fJvtc49z80XJnRROl9lcYn0FetW8doln6+ChiJwUOOIMpiQqSz/LtblqwFFtAwJphNWt29w8uwpAOs3d5mN/fw9snT0pVhQiG8jN/9n0z4wTr53sEdnY6uEYm3HUYNE18ssZ6W7zdnBIa2Naqm8VYubgozuvNJmPo5KXj6YRkRhitA1gmlMkmZ0NlzOjmZUazYyL3GrugZC1/CHC2SOFOiGUUJSXqerKINIQVVet8vo7Ay30VSLcD4RJ6NzRmc9hBAYpsV57wTbMRieqoG+mM9w6ibB9FJMFMymOHUVYRcLn4quVTARhZfiowImKyaM7apAQCnrlajJtCrMfJ9Gq818khIvU6quTWddIRKDk4MyGAHYvHWHMJgzG/u4DYHXsZmNFafb2dikf3SAZevUmhVqzQrtTRddqPKyo8dj7r7SJgwSZuMlN9ZWcOsmtx+2GZ0F7L19gVu38AcLuts10jTD61Z48SNdnr6Rc6y542ys2MSRzmQ0Yz6NabS67D54yN7bb1Kp6tQ8L4fy68/B1qYVUW/aVCp6zt+nCqJfreAuTaqupHcwzceUwbCX0t106e1PsR2DZkvBv+F8zubtOyXvW1xfIUTpdCYXI4Ynx5fCtjRl5isO0nZdMjmhUtGZzC+YXAyYjf1SpR7Mpqzv7GI7DmEQ5FRThe52jdO9AU69oaiJPHAoeNfi+EXg2NncKlGBYDotFc3rN3dJ4hivs8re22+qY0j9OQdhmCaaSMoxdbr3Ltt3muw/UjRE1V0nDOas3Wiw9/Ye7TWHVGa4wGS0JMtcznuKiqhUzdIh+8OwpAZ2Hzxk5979kmK49+GPcvLsKc/e+grBbKrohfw+wmXwG4Vh6ZSK31pretiuqmxRXH1Ea21dvVdKxhdLZuOIwbESnzbb6v3FXNANl+MnU6o1RbtMRkvldC2f1LYJ2i30OMacz3NOPkAKgRSCTOiklomWpry2WNBotbAdg8XMKefp6cGUl96dYz74H1nwX6M/djDCsMwatZxXl7pAXnlOj2Pk0iINdiDY4Y1wzvpOnd7+lMXYV3SP6xItQ4YnxyVdUTzC8wr7YqwIkSvjowjDsi7RISlx6vVStW+YJpjmcwmSVdGfCyAK0d9V9FB976U4LwoXTC5GNFptbMdheHpMZ2MrRw6m+XG+mvf/Njh47QMnvPuW2geid32SqKzo6Zuvc/LsCaOzU6SU9PafMTrrKXGPZZU8ZHOlwnnvpFRzCl0wGY2UGr2mBFFKnJfSWnPYfbBCZ9PBdgykzNi61UCmGWGgyneE0JBpRhxLJqOQaJkgU6mEJL7PZKTKhCYXI5I4wqk3MK1mrgdQmezorMfhe29T9xLcRoR/3qO1pkRbURgyOD7ipe9XMKSUkvF5n9FZj/nkAq9jl3XjaiKKMnOTslDbRqUYqhAmFRmc1+lS81bKgMMwzRzibCOlLCNrp96gva6cRBSGBNNpCdfajsv4fFnCpmmalZng3Vc6VOuKm50MEyajEH+wYGV1DVCZu+2ocre9ty9459U+b7/aJ5hGmBWVmdc9i8NH6jy++xNbOHWLyej8ssQv54s1TSnt/cGA0VkPq6IEZ7bj5qWDkmgZcvDoHSajc/zhAn8QksSSyeicyWhEe93GNIWiY3SNlTWHqtsAVPlbOE/wOlWcusViprInxX8qSuSVj/9wmYHbjouUKcF0ysnTJ/SPDlguhixmB5wdvsng5IDJ6Jxa08NtbnN2NGMRJAjNLLUdBWpT8KRJFKlKEa3O+ekcsyLpHx6wmE9wG4I4OqF/eKAU6sGc4ckxlWpKmihnrYSXauEuKJurTrLg952aytZPnj5hdNajs7lVCjqTOObOS99Ds/Nh0ljSaNmX2WKaUsmrI9a2a6zfrBMtEzqbW1gVu7wXtuOy8+J9OptbOX8+yekT5bj94QDDsmi0WnnPAaU1MEwTp3apH5iMzlUZZa6DKURjs7GvApkcPSnQpmL8t9eqpDKj0cpLCvO5YdnVXPznYjsOptUkjiwOH4/5lOfB3V8g9DykZSFzqF7qeW28aRFfQXv0OGbg71Ctqwqc1voGoJzX3F/S25/y4WpVleytGY0AACAASURBVMTpOqHnsazXkbpQwr68RE+PIrQ0JbFtEtsmNU0lvhMRj8OQ7nYNIQTLRUBRf361xFKtG39UuV7cL6Ccy8Vzit83CYN5Ps+scq6XkPyVbLu4b/A8CvS8Yv55aF/B9udl8DUb++y8+KAMlK/atyuDz6AM3t6P//602QfijLMsZXhyzHIxQtMiNG3O46+8Sn0lZjE75rXPfJq3Pv/7mJUpVTej0bJpb7pMLgblMeJokddxJ6U4qiiBkmlGmipIcear6N92DdWYI0yRMqO96dBcqZQQdLWmoxsRo7Mew9NjhqfHZalKb3+P2UTpIYQQHL73LvWVCZu3GkiZMRmFyARGZwFADvsaHD0ekyYKVpVphtAFda9N/0hl+DKVl/ywKEpPJGEQkGWKwkiion7VKt9T8zwltsnL9NT1OCEKQ1pr63jdVWqe9xz0V/DKCmrWc0jbRAgNITQymXH0+D0arTYH716QxjIPilLiSDUeKRTeSSwRQuOtz5/x+mdPOT8LuDhbIGVGJVeiH7zrMxmFfO7X9ukfzag1LWqex+jslNlkpErUHLcUvu28eD+vvx4wPDkpf5eUKqvTjbz0zjCII6t0Xms7rmpIs6yz0v0QWbaKXd1kdXsH3agTRzZbdz5CpbrKYia4/dIr7D54qIReQig0pnealw4GZb16oRzvbGyhGw1m4yWtNYedex5Zpu6zYZoIzSSNJZ3NrfKYRUOZgv6QUhLMprkSXaFMxeJsuwa2Y1CpZmUFCcB8IqnWFD01PDkuqQrFWTcYnp6UIrUimCiqN2qeV1JMTt3Mg6MBR0/e47XPfJr2pptXELi01jbykriMYBoRTCP84YJ4KcrxeVmeVS//nSZzjh6/x6MvvcrorFfSGeF8zuisR3t9i83bd55TXBdjvUDjwmBe0ibq9ei5crJiLoXBnD//qW3+8n/+XXz8J26SZQqJ8TqreJ3ulTptQbQMmU0UzP/a75zwCzs7/I0bC9LmGVJccuYAqWmWDliTKVqaYvs+HH2K1q06XqdKFC5yJMQiy1Tg8Dc7Heo7/4TEtoldl9SykKalHPlXr3VXMnpEBNLitcWCmy965b0H5Vitiq1K4L5GFlpcI3je4RfPX4XkVbXNObbjlihRsYYU1zdaKmqq1lzBsC7Fq4Voz7Kref+GavlakdWHQUAUhmXZpdfp0tncyuerLBFZVTHxgXA5f6bsAwHXkymoL4kiskxiuzq2a5RCOU2kZKkknCfYrkG0TInDPFvKM3wAf7Agyyw0LaLeqrBWqM3DFF3X8DpVpFRwvEyzXLWvosuqowZuo1VheDpX8H6saq4LuNSPB6TJFNPS2H5hhcHRMabVBuD8bKHOSahmHrajILMkioiiALtaZ2P3PkdP3sOyq9z60MvUPI+jx4+YjFSHq/PeCbphlNmjmhyC1tp6qeAuTC1kooTx+0eHaFrEfJJQqTqcn6as3lATvMhwwiAoA4EiOy6QggJeO3oyxnYMMqmVnOBiLpmOI+KzJO9UpmGYBqOzHqOzVYSu0T+aIXSN3QcreJ0q7TUHoWt5PwKJlv8dRxavfvoY0xSl8zYrWpnZx9ES06pQ81bK2l+hixKCBfJz1qnWVkrq4exwn5XVNYW6BAlVVyEvUbgoqySKBa3od9Ba38Cy7byscFRWLPjDgWosVKuX/x6dnZbIyu6Dh/jDAQeP3kamGWs3bpbiyGoN1lpNjp/slTX/RXlRgZxYtk04n7Ox6+IPQ7buvFCKzU6ePuGi7yNTDU1kTEYjbj2sMzwJGJ2dlY2QorBelivZjqMqN4YDOhubZQZYIBO245YNl5JY0j86ZPP2HZIoolIVLOcxwSzCdhVfvrq9g0y3GJ6q9haF8HJw/C5uQ8cfzkqo1zBNrIpNmujINGExv2yz3Wi1CGbTXCtRLR0/kOsWlCi1gO/94aCEmAtNQ0FrgdLJSKkaUm3cavCvghn+Kw4/ar7AF3/rCKA8vuoFkOaisAmNVpv+0SHLo4AfaTT4h53fxXjvh3D7A1LLZFmvKwecSiW+SyWpaWKEIebZGv9gMOAnf3iDX/6FryA0xXM79ToXZ1N+vF7nvm3zRhRRyedRXLURlol5JfB+DsbXdVIRQdSiFz+j0rSwctRLoRairGQom+B8VQ371az9q+vTi2tRVCAVJYiT0TnhfF5qI1RJnQpAvU63fK74HnUvyP+28nNalCV+RR8FgJrnlfOrtbZO//CgHINfXef/LbVruP7bb0LX8Tpd1m/eotFqsVw4ZFI9zicJaaJR99ps7L6CpnU5eTphPlETpYBBM6kpEZ2hyrjSWDIZLQmmMfOxEitt3m5gVXSWC5vBcVCqfkFlOEksOXk2wR+ETC5C1m7WWcyVRsDrrtLZ2KLqdsmyKntvX5BlijerujVmFxmmbRDMImpNjw997AfYuXef1voGm7tqEQ+DIIeAnTybV5O4UhW01hw+/EObeSOVtIRciw6AXlddH6+jsnIlBpRlqdZyESB0jdXtWsnhh/M5XldN3CKrUoK0qIR8QUXkSjhYp7u5Q5qYVGs6VXeBrvd4+QdWWduuMZ/GbN5q0Nlwuf2wzV/8ay9Q81SXu41bDW4/bJe1/rajWgaPzgImoyVu3aK96WDX1PUO5wluw2Bl1WbzVoOVtSqVasb9j66qxTxN0Y2QlVWVyfb29zjZe4/D997Nm8oYnO49xh/0GZ8f02hVqDU91m7cx7SUZuNSwOXlpUUqm0jyNpzqeeVUCpSk5nmlA6p5XslHylSWor0wCBBCp72+RXt9s6wf333wkPrKjlJe15RwL5hNc+jfpbe/R29/j3A+p7W2zvBkThjEOaIU5vxpmqMjMU7NpFJNSSIlHGutOdSaXlnnHoWhOl4QlOcmpSwDiSJrOnr8iDAoUKWU7pYKCnYfPGRt5x5pYhHOk1LgB0oBf/vhK9x95cNs372Hphfza4UbL7xYCr2Kksf5JKW9cZdme6P8fill6WAL51KMS6UtuWz/G0ynJZIj07SE2me+Xzort9Gks6FKattrDm+EIb82mbD7YIXudo3Z+CIP5qwyo/U6Xbbv3isbRfX2p3yv40DtMdMbaywb9ecy7hK2z+H2ymRK8/CQv9fr8Zvb8EN/aRezIstSyPEo5GZm8IX8+lYmlyVkhdo+03VEKlX721z8JoWAqAVJjS8FAf/E93HqFpatuG4p5XN6HOBSk5PXsV/tgFcI6K5y9kWWncRx3vgqxut2r9TXKxW+6lq3UtKBxTGuIgSFzXy/dNzFe2SalvB+a22d3v4zkjhm/eaty+t6pQz6W26aCrDer//+tNkHIpMvemSrpiIHZWRaLMAF1wyUdbvFghDMpjRWWqpcSaakia9qoutWqZ6/LDtKGZ0taK3dzUvHBOE8plozqdg6jVaFd17t5+0wF+h59jkbqyYljZUWtuPkAqwYr9Mt+bMioxRaH0DxsMEcIQTrN3fLEqcw6JaisWA2pdFqc3Y44ejxmOGJWsgKWF3Bo1FZ5tZotUmiSGWCwbwsYbFsm+7WNoPjI5YLxe3rRqbgz9x5GZZV8s4FxBuFC1Rr0012XrzP8OSYJI5LqO3Rl16lvZGx/8in2VI8d9Ha1uvaLIIEmWbc+0iHVz99TLNllx3hAJbTy/4EMs1w6xbL/DMjf0l9RfF4ZwdFJYWqBihsNo7yBi/KaQTTKc6KGhODY59mW4m44kgJKvfeeYRpVWm2RVl7v75TZzIKCWYxmdTwul1qnsfp3lvMJ8fMxj7+oM/Kqs3F4AjDskqx0+isR7iYksaSStUpKywK6HP95i3CuYKYa00XoSuRnmlVsSrZc61Ii3avlm2X6nvdcMmygNFZL3dqLvc/+jH23n6T/vFeeQ0AGi2b+USVmBX16qrJDGVWVogOD959h81bd0qKppg7Qui4jSapTLg4O8Cy7byCoQcoCqHW9Cjq9At6IYlVO+jN3RdUSVcU5QGrCiyUNkbmn43LzK5/eFAKDueTC+LlpJwbq9s7WLZdtr0FShGp0kjIcrwWELNTqyN0QbMteE/EfHo6ZZamuF6FqmsASVllMBtHpcNXTlE1DurtT/nxH97EdI+Jgch10aO8eU3ugDKhkwkdEUeq810w5+jpp/jfrV/h/3llk6987oxgrAIVr73O53/9kPVbJr2tlOZhqsR3peBOlM7eXIQs83sFQKLKaI/jmC8GAd+b9+xYzFTglORvsyp2uc4UTvLrNZopXlP0kNILzXwfr9u9vKepLPUwwGW2LS/1GurxkhIIppMSDfA6qyVtdvUcgukkRzgaJU8/PD0u31cEId/WrP7PoH0gnHyRsQoh2H3wsCz3MCyL1Rs7ZRMRIZTKurcPpqUcQ2OlVS52tuuWkOB577wshyr6K08vYpqdW3kwkDCfSmwnwutWWYYpZwdTulvbNFptnnxlxPnZgmhRKZ14UbakWsBmzCeHTC/SMvtTivYzqnWLZ28dksSSNNE4efaE1to6q9s7CnofDpSjrdXp7e+xfafJ0ZMxd176CP6wj1Nv4HW6GOZlQ5vLBU9F5Y2WXfJlhWpWN9VmMoZhl85/Mjq/nJBCv1zwdVE6/KIlqdB1ZsNB2bSk5nmMh3M+9L0f550vfp6VVRvbMWi0Kqzv1GmvVTkJYtZvKr7yuz6+gaZrvP35M/bevsAwBS/9wDrvfLHPZJRg2aqrXDCNWL9Z56Iflr+h1vSoeSv09p9RdWsE0wnt9S0sW/GgRSYSzHxMU1DzVKbZO9jj5OkU2zVZWXOoNy0aLXWe/nBBzVNtU6WcYzsm/rBPOJ9TX1FteM9Pn2HZOrNxQiaNS4QlTdFEQr1ZodGqMBktabSqHD9VHfgK57l954WyLj6YTsquYk7dKWHRosWruu46BnDy7AlxNKPWrJBlNp3NLYLphP7RoRJGaSattSoVNyacqda2dlWNlyIgLnrcF217o2VYNigp0Yk4ptZcYTIalQtylmbs3PPwBweKmpj5bN3ucPBoj1GvUo7zYkG2XRe3bnL89JFa6G2b8fkpUZhSdWtoYkmlKhid9ag11e/t7e+xsqorh/zlPyyrMmbjJWniMxm5ZeBjViTxUjA8OSbLlriNznN0QDlO88y0s+liC8HdSoWaEBy+6/P2qwMsS9E1wXSiApyKrZrK5PXgTr3B+VlAlmbEqY45Xeab0ajMtWhek+SZrJb3nk8tE+NgHf+F/5fVW3WyNCOJkxI9GZ7O+d6HDv+s87vEzsuKz5cpukyfa3ELBRcvEFKS6jpIi0GSsBdFfF+uzwiDuPzNSrehqnWuig8vefVLga5MJWE8L9GYYg1N4ohwflmOt33X463Pfw7LrpZVK2rdXFy57s+ft1Llk6NWLbWGSbV/RoGYFWhRo9XGH/SRaUpnY4u9t9+EOKZouBMmId9a0/5UCubeL/tAOPmiXKb4u4BVC8iqENIU7T9VZ6VJCTUVi1oSx1gVO3f8LXr7l7XHxbFBRZy6KTAMuxTpRUHC+FznQ9/7St69TKO9Vs0FXRGHj9/h7ssf5eDdd7BsG9MCr2MzHqmsLF5O8AcDtu7Uceom5yiNgNdZ42JwqpTidlUJ4Tpd6HTLTWMMc5rTDWkJwxabzRRmO45qM9v0cy5WUPNWygBH6DqZVDuCFYp7oeu8+Qe/R3t984pzV/Da6KyHblyWL9muy8z3VYlazoPWmh6dja08W14CJhcDQWdji9d+5xGfvPkik9GSz/3aAfNxRDBTtEhvf5q3gE343X/2jOVCRzfivA+BWjz23xmzfnOX1tpGmakVSEVRNtXZVM01VPtWN4cbq6SRpLW2XvbOdup1lmHCZJgQjDWOnwTUPI/6SpfB8QR/MKLRarGyuoWmDUCM8YchlWqTOIrQNJNmu4vtuHQ2tq5kt6pD4uF7hwhDUTrNtsVyYbKYT+humWXpZ8F9g6I/Gi2b977cL8VfxR4Ehmli1VTte1xROxZm8nLjl6Kv/N1XPqz6I+gTZHquApumh9ddzWF167nNQIpyOtt1uf3w5XLcqHIztWFPkaWP+qq0c/1mndFZQNV1iOOUldVdbj98md7+Hk/e+BKmpXLJWtPDH0ToOjkCFCoKbaWlxkaYlDXttqN6O8TRgrMDheg02x0W0zGNls3W7ZexXVd1w8vRqadvvI7XrSNTyWI+KIWgw9NjTCukUl0voWWrYhPOz9m1LL7HcegYBv23xpyfzNnYVcFrMdYLdb4SEioUZRmoToeIRKne4xgtTYldFxlF6LmDLrL51DJJTZPKdMqfq9XQ4gxN1y5572VIbz/ir7Y2+fTmb5Ja340RpmXXuyKLh8s+9kJKJIBIYPIhGP4g71W/RGutyt7bo3xNypsD5VUItuvm5bmp2oPBVvM4IRfp5XqSq7qdMJjj5OdZ6CuSOKa1tk7N8/AHfbbv3svfG5RJxGWbYvFcb4dC6xFMpyXdUhxT5sI9tZdGIy8pHpXIShQFgMSuJdi16r/OJbyvlmn8qYTZ3y/7QDj5OFrm6nW9FJ0UDRyKhdGAEv4u6owLCKgQlxXqYlDdspTKOBevjNKyqUwSx7gNAynjckGwKjozf1Du3NVe38If+KQyYzGNsCzVNapag8loXPYur9g6VTfCbVTxBwv6RzM6Gy6Vio5pCs57J1SqjlIiX9mSsWw9KRWkXXDG/kBl8qE5L/lKfzBgNr5gdNZjNvZZzCc026ulmKoQbWm5Kh7Is7qAj/3YDR6/fk7/KConpTCg3qwgdJPxaEAaS9yGKgk8fvoIme+85nWqHD1WTYHWb9ZVvfvWFmEwZ3oR85l/+oze/pRK1cEwTfzhU1a3a5zuRfz5T+0A8Mbv95iNIz72Y7d5/bOnDE/mdDZdskyWIrKChy0a/RTZxPDkOG9GZHLw7ts024LxueS7P/GjZQc0f9AnywJMcwXbdak1vbJDohCi5OaLroBqY5eU9voaYTDPEY8qm7duA2oxLZCfoixMoUd7TEYLKq6JaUWEC43TvTmttXpZz1xw70WPB9OC4ckJq9s77Ny7z2zsl7+xtbZOMJsyOPFxaib9I9Wc5ezwGStrDknczncTNBmfH+N1q9S9Np2NTSajUdkTvtBXKMV8n1V754ogzy2vxe2XXs43v7nPo9de5eTpE5JYZcWqN0RCremVZViapqOJ2nOUQKEHmfm+Qgwch81bdxieHDOf9OlutfMgUWWeRbfIaBly8jRECI3Hr7/G6vYNdl68TxIrznzz1h2kTPE6q/jDfsnPR8sQTV+WDq/IzucTyfnBjJ/e8TA0jd84O837WkRlE60Ckp765zg1E93QuOiPSZMKX/n9Hn/tEy3+kevmZW5xuV2sHqn5mVrKQetRjNR1rMmEJFNlt6Yp0I1LBC2TGT9Zq3GnUuE910WP4rKTXqbraAUNYJllgxwtTdFik4wWRC3quk5rzcnRv6T8/ZZt0z88QEqF/BVoxlVevYDlv9oKPYmlV8vMPApDDt59B6+zysF7b5bBZRFEFXX16nN2KcwtqNNLGjLfSvmKSK9YS4vrMjw9LrVFZiUu94a4up/FtX3z7QPh5DOZML3YA0DL+VyV+SouqshQwvm8hK9BQUhFW9kCiorCsOSfCxpASjXhK1mIU9exHdU9rSj9ErqGJjTqK2aZjTRabfbe7lGpKgit6lbK8919sII/COkdqIYq0wvobG5y877Kco6fvkVnw81h45TxeVj28vYH/VLdXcCJdS/fVzxvW2q7LsX2tgqer3P0+D26Ww7NtmDrTpvJKEAYGQfvvlPWRrt1k+VCLyHczsYmr376d3DrJrqRsXW7QWvNYTpessxLDe1qndq6V6qZx+dqoxXXq9Beq7J5u4E/ULC3EBq60Wc+WbJ1p/7cJjoqoLrcKMaq5B30ulXMKzx9FKpWwrcftjh4921qnkcwnbJ+c7dsBFN0/CuypUarjW5EJLHBchGUWXaBAMRLwcGjC7Zuv8zm7TvPbdVZiMMKhCQM5mzfvUdrbb3k1oVQrXILCL7ov1DAvLsPHrK6vcMffvq3cOoaVc9CtwRe+y5AuRUrKOFRZ3OL87MjLFunvrKe6yfO8/0EpvSPDmi02nQ2tnj21ojV7Rts3rqDPxzQP96jUtF5/PprbN5WbXTNSoOzA59m+7ItaIFsFTBsUQpZBL9F+V65ba1dVUGGVBCqU29w8O7bzPwlnU0Xp27ypX/1ahlgrd+8laNll33QDdPEHwzURkGa6k+gtjT2SRI1x4pe+163W85Zp95g9cYOazemtNYc3vrCAV53FVAaAylV059iU57u1jattTtlsFQ4FlC19+11m86Gy2mSsDJXAtuipPQqR1xQbEX5YNWtMb0ImF6E/M3ONv9nIyQJbcxU8ehA2csezDLLd/PKjk9Pp1xsbeHUVKMt29EJg5hglrB8a8K/verx8zcyImcT2/dV57wrGX1i22hpipGqTF+z7bLz3adWVmgkRn5vNSVsTFMoWyHLMlsX4gps/zU2sSna0RbbxBZC3mJHutFZD6dex2uvl/SLZVefq22/KjYtBJnBbFomTUXQUPNWsCp2GXSU/RryPQvi5UWO3plc9MHr7rCy+q3eoObPtrr+A+Hk3brJRz6xpUrQdI2pH/GHv32SZ0WX/FKRZRSRa7Gl4tWaXMu2sa5sp2g7Lr2DPapuhFWt4A8W+MMMmWbohoFuZIrjc1TdvNdZLZ1qparK7qyKUYqRDFNBrLolcBtqgG/ffQEpJcOTY4Sus9Ld5qJ/nkPGLrqRd3/KYdWryt+iVAbUBGm0WqVzT2JVpy90ndsvvYwQasE6fHSOlJJKVSmlF7NnLObVvPnPlmqEUq+r/ur3PGbjiNlYba4xHS85fTah1qyQygwQJXpx8uwJdt5zvt60MEwdIbSS405TtR3vMojzkreQu6+0qdYt0tjOFxAF+/WPZtiOyaMvDfC6VZ6+MaJaN2m0VEc9p25RrYVMRiOabcHeO18p6YZKVUc3wlK0d/xklPc9D1i/Wef4yZfpHx2weesO/eM9FXQNwzJTvlrHW4i4CkSkoCtkmpZtkYvMpbhH/aPDUoQYBnN2HzzMm9dE3PvINq9/9pTudo3B0TtoWj3vY7BkfN4vaYW5v8QwFZLg1BsYlqWEY3ktvvougaYpbYRSyc9Z37nDzL+gu+UwPDlm/eZuLlwSJTxftN9VtM4Er7v6XFc7oBRVTS5GdDY2yxI74Dkx3qMvvUqxQZNhmswnzxifS176/o+XC/vjL3+JNF2UVA7AYq7aPfuDPkkcYTv1sif9bOxTQ3UE9LqrZWveKHwTKTPqXrvUixT3bHx+zNbdJqs32gyPc144L0FVrVUlM99neHrMj/zlV1gYkCQZe29f8Pj1IaZVe66++2oNfoFGKGck2bzV4COJCff+J0L5dy670MFzG9QUjl+aFqllcvrsL/ELrc/y731sjdc/e0qUb8ok04yTZ2M++cI6P3//72H81s9RmU4vN6r5KlW2uKIwj10Xkhq9OMbr1vLz1K/sza6XAWmB3BViQoD/n703jZEkTe/7fnFmZERelXUfXV3V3dPHXDt7cL3LFcklKeogZVqQJdOGZRuGAcOEZUCyP8g2IMMGvxgWDBsGbBgwZUCGZFoibckSRdKiSK64O9pzdnp6p6ev6u7qOrIqj8rKMzIyTn94j6pa+othaGYBTwDEdC+rs6oyI973fZ7n///981x8dp7v64MeXN388ywjl11Rt+RpgeOX/tQv8PT994Q47hI6GyCf59oeqS7ViVQ/lxcE2nZ3tPdMHAxk580LAmbTc3buLXDWnjE5L2iurvyR1/xYro85oOZH7fqR2ORN26Rad3FXy3i+w3Qcc3YypX0wYuPGTUDMjCaDc6GylUr2WIrGLgtzAD1bEovHCdWmx1l7huv6NBZFa1vZlXqtlgTTGAzP5j80jzJY361RSG/9h986YmWrwmQgNgS3PCccxnSODlna2ERxouN5xHR0IgWAx9rSBWh6mgKdTEZ9FlbqV7ytgPb4zqYjKnWBqFQxsSroYTYRX7+xW2M+F+EZKpq1ubomlftPWbteJRzHmKaB41jMowy3JN4rFe8KdeIoohyY2t8eSs48gG85nLdnjPsnvP7FFaKpYIXXmiV9ODMsAy+wCWriNfI8J2gI4drKViA/m5xv/+M+1YbDxo0ak8FcQ0Cmk4Sz1pTM9nBLBZ5vMejNxHvteQzPzkk6BYZZsFC+qNAGvYhq3eXV432Nd1W++kG3Kzsjvl74lZp948ZN4mim/zc1Q+y3T5lNThgP56xuVTjae8ra9V2KwuX+H7aYjlLSRLx+kUd4vs94IBL8Xnx0H8cxCRqi86MskNF0quEmik0v7n3xvVUX4/Uvfhm/UuXZB9+nVPY1jc9xxSKr7o9BtyOqXFkpn50e41ccPQ9VCXCArOBzLdJSwtbG0jJvf+Un+PCb75JlMzZu3KFU7tA97mstAUghVa9Lr3Wsu2OGMWV8HrF95y799inj8z5r13cA9EFZdUkU6+DsdCYtqyXSONZt+M7RAaWywfMHZ1i2za23P6sJdlEYCs6DpOXlmbATRnmOZxh0xwl+xWXQG9JYXtEtZ/X8X7Zs2a4rux4Zg27Eteo5h0vfYJb+CZwwxImTKwE1lzPg7SiCzs/w33b+Hn/sczd4PVnlw2+dkiYiV+H01YR/pezzEw2T71qWaNnL9Ui35+Xva0kbXWFZlM/OmPlN7och3WuLLG0Een1RDgOFzFafhwotUmI7tW5oIZ602KlWuvK26/fBcYjCUBcQw7MOJS/QhZSC5Fwm7Cnxr7qU8FP54pUDqLG8IhMqW6xsVXh2X+hhGkuBXlvVc/vp9fFcPxKbvFuy2LknInSjMCXPC/yqi2nlujWkWo9ROOX04DmN5TKWaYBZiEx1aQ1RFcJscoJgfVc5a8+oLSz/kLrc0ifjUV/kvJfKpgRy+LLNaeO4FydA1xNVvOA8F0wGc0BmOccxnh/wqhj72wAAIABJREFU6HvfZnEjYOdek8lwTlCrYloGo8ELzjs5w7M55YpFULM52X/C5m6NztGEhZUdrYgW5KmGXJhNbMdi/9FD8ixj69ZtmQc/1gto52hCKRDWwuVNUdGr1xEkOVtXxa5nsShxuytbFfYfncsDwxTLzrAdH893iMKEQVctKg4lz0bE6WaM5SKkKkDTMjRzYG27ys/8+VtMhnO+87uHZLHAZk7HCYFE44LIpN8pLdBYLsvuikgy29itcePNJrWmx96DHtWFHSHCarWoLjhYloNhipme5wc0VzaYjtpU6y6mja4k1Zw6iSeEY9H5UUAaVbFs37mrPemXq3yAxrIINGksl3n+A9Gm/MLP/Jy0LwpNyLP732Bxc1uDUdIk0Sr6p/ffY3HN0+Q8xWFXOGLVgq7UmlegJn5FWOSCWl06DoQ2QPnhozAUox3Zgdi6dZtaUwjglMVJYV5V9ds5OtDMe0AfKE5f7QMiU2H7tpi1n3fG3HjzLSr1Bi8e/kAcXBsNeifHFEWmxwXTUSZwtaaoOktlXyrZcz07VxAm9d4fPhsLKt2yOAgrNb7jwnxW8NpnPndFOKZ+3mg6pRU+l4lsCUd7Q276S2RJpp9dwxD3okI4h+MRKmlNgZCU1ue9PzhlHmX85//iBv/O7HdgcovMq+LKz04J5EC02QvLwo4yvP6E6PgX+NXa1/mf7q3y+L2OtLwltF4O+f7XjtnZdfn6kkvQ8XDCqbbTqcODquozzyP2fRE9W3uPR9Lzvyx5HbPJFDfPtG2zUm/Qax3L57HKZUiN+kx/mCSYXzqwKJyyej0Q7Inm6hqGceG/F5yFXFfb8Ty6ckDwq1UtiN1/9FCLdlWozsHTx1y/6zPqzxmfm2zfuXuJAfFJeeU/bdd/4td8lvLiocDETscJ8zBhMphrFbiat9uuizmPWFz1OTuNtG0prnavtIBMy8QpLUru/JzJeSH58Jm27VyGSoAQrTWWy8RRxNL6hlTyWygsriFxr81VXwJMBBxEtWPzPGfvwX3WrleZDOa8eHiGW7L1ojg+TzBtUbmF44TZRCySnaMBRSEOMWqDUcrpNEmwrDL99kTHrAKyHV/j1ZMPKXJDztfETHt8foBhilataZqyjR1jGB7hWIqK8kIKGVNG5xELqz7T8YySI4J6ak1RhTZXy7z+xVVePOwzj1Jsx6JSd8mSXGzWcnMXZMKMcJwQ1EtEYcJ0nJDE4utcz8Jxhcd+1J+zvFnGrwgWuHofxWuXBNjkq6vsypnfw2+jmfWDs1OqdZNBL6G+6MmNMmRlq0Jz1adzNNG4WJEvELOwUuH4+ZiT/T2W1gPKQYFli8po/9FDLZYDLs0uq3SPj2mu+gy6M+2IsF1XuzX8SpWgti7cB7LCiqNIMwaE6GhE66XYnGrNpo6vVYudCDtaETPspWUmsnravnNXVLESGiMOqxt61l2pN8RCOxT+Z0WMO++eSFHUmma+X27t3/7s5/WcXLXAR/0z3v7KOpPBnDSJBUPdsLStKk0S3TJPk5z5TITBbOzepLG8IlvyomXrljx6JxfV/uWKWjDshVBQzYcB2oev8HxbpApOxmzs3tCHett1McdinBXUbD1SCSeJfI+FZSscx9oHrxgC6me77CtX3IiljU26R13+1eYdfuXkhH17AlQxsow48K9sCEkQkFsWmeMQdLrAH+Mf2hPaP9UmzwrcklhCozCl9XLE2u0a1D4ic5dwQq5k1oPY5NXr5a5L4RQicjaOuR+G/GnnYqNW96XqxCi30YUuw5SdnUCPNi6zMC5X9hdro6Xn8P32Cc3VNd780ld48O7XcUoGRTEnHMf636nDw0XhIWKSVXKiUtwfPnvCxm6N63d9nn/Y58br71DkZ3qEqgBFyg3ycV7F/8+Jdz8Sm3yeFQy6M+J5plvntmNeoS+BWEQUYtN2XNySWEw6x/uMz3PKQQUVuOBXa2TZjPZBIVu4sX6tiyxlR26mKclchNmMz2OWNjbleEDMVeMso8gLVIjMWXuG45iIbPJE3vgHNNfLeL7NeUe89myakMQxjltm7bpY/MfnAr85C1PC8RinZBDUmpc88bEmgL14+IDNGxVG/TLjQaKBOqqjsbQe4HoWJ/tTTl/tS1V0jmVeKF0BRv2IJMmpLoiQntWtCu2jCZPhHMtymU8T8hQJELH14UZRAAESiQKOwlSHySjhHYBfdem3Q/I8Zy5jP6fDGJXqB+CULLlQZdiOsNo1lj2BG84KjvYGNJY9XrMsHs0j7v3YKt/+v57J9uSIPBWdCKWkFoc/X3jATYMoTIU9qN6g9fI5eZ6zul1laT1gcSPgvB3ywbsnNFdM8nnOoNvFr1S1QEun+/kBCys3mU2EYO7uFzZlutmYo71nbOzepNZs8vZXflLeT1cPZwr5OZ9LNLF5gRfWkcWmyei8r6t05YkW+e/ivlabq18Rn2Xn8EDnsKvfU7VAPT/AMER08MbuTRGuNBzoilaFwDRX1/SBuLG0TK91zKArDmNxFDHoFZhGh6WNTXbuvk7r5Qs5EqjqDUKBVC7iQ8W8V23ColXvX9DQZIaC2mjFn3NJe/RZ3rwmfhfX1UEn6jm9bNWKwpDZdMTOvbuYVVt2uWTVbQgYj+Kph2NhaVU/j+t5GrrTOTzAsjO++RvP+eWfXOavmrGoqEGH06h5vK7EE5E/70ynREvfYD++TqVRwpaAKHXY/YvNJn995ffJnH9d2PDk5pKUvSsbjW7f5x6E2zB4m0fBc/5CXWhdTMvS45ZwPKK5uq5TClV3QrTsr65lakMe9c/0+60+hwuxr2AgmJYlHBlb21IpL57xclDR6YfqEKc6pOFkLEY9yyta8Nk+3ONzX90kTXIefrvL2vWbfwSsc/l7fnp9vNePxCY/n4kKT2W5j/pz0iQnqFlMhjPd7gFFDlOVhdgQyzJdbh6FZHJGNuh1aKx4xDNRleZZDlLUqaoE1VqdzzPiKMPz7Yu4WEsw6POs0NW8W7LIs4JxP9Lq+eFZpElfp6/OmI1j0jTTPnV1uFA3d5a65HnO3c99gcfvfYdK3cOyL2anIGa0K1vbsq0maIAYuRYSApydvsJxK3SPx3r+Kd7LCcl8qjeDcBxTriwy73ZJk5xea8qgFzHsRwS7NXnyh82bggyXJpkOXxGfhfjf4nlGY1l0A5RCXjEGylURbFOVHYDWi5F2SXiBLaJrh+K9r9RLuJ4l/NlVlzTOcUti856FKaevxnQf9Nm+2eDht071wtVcE4tc52jI6rXrMgFQVNQvHvap1BVZL9OzZ3VAsRyTJ+916BxNaK5saAqg2ojUAqnJXJK2qEh7itENCkJykcSl1cZy3quq2SicksQxpXJF/w7qddIkJpyMGXQ7MrzFJhyLgJW17R1cz+Po+TPmsw7d1gH1xRUG3a7+OcPJWCS8ORfhLbbjUBQZs+lIz2/H588ZnwtboGXNxExd6gIUJMmvVjl+2WVx1acoIsb9gmuvLWog0tLGBuF4JA4PN25eqc5V5C4IbcfhsydYti3T+oQlUFWXO/fe0BX897/2e1QbDtUFi6KoSrjTogazKEaEFtXOI+J5RpaKEKjV61WOkoRas4Tj2bz+xVU++k5bz4XTRFgXi0KSCvNcZzOIkYn4LB+8e8Jf+vM3+atL32De/wK54+q5ufqvM52KFrtpYeRShT94h29Nj/jpJY9ekmEnJp4vDh33rBJ/4dop/zAQTp/cMuW/vxgBqD8rn/7ccyFucpY+YWWrwVk7JD6e6ftw1D+j1zrWjhtln/SCQFfbakO3HVe+lwuSMS+rftO6ckBQ7IZBt8vG7k3Wru9y/PwZnm8ThSFBzSaczDBMgzRJdMSyCrxKk5jnP/iAnXsLfOlPbnPwdMB5x2Lt+i6dwwNh/3RdbRM2TQvbd/So6eO+PhXefcKXCjZR/knTNHBLopr0fDEzV7PNOIporpeJB5EUWI2pLti6yjQM80qmtFqMlCXlgvKWaV+tZV2E1VyoTF2ydIxpNbAcC5hjO6Jl2Vz1yfOCcJzglhbEYifBMeFkjGUNtZpaLcyDnoB8iKpRzGUtWyTWLaxcbBiN5RVd9UyGA7LUpLqwxeJaoK1YjeVlqo1VGSV7oSbvt0+ZTXNWtsTsMpyMSZKcqNNm596C3phtxySQ0Zl5lpOljhb7iNa+UNXbjkU4TsjkAcevulTqJT1Xj8KEaCqAKa5nUfJtxudiPJDJrkdxqZI3LIPJIMZyTZK5SaVuEM8zbFdEv476c/rtkAfvnnLwZMA8Euplzw9oLDWIplPhuJDwI9txGEm3Qp47bN2s8+LhDzRu2DQNsiRnPJyTpYuUA0erg5VVUb3O5XQs07J0OtnK1rb8XYV+o7bQlK3HBFN2jUR2tzoUibjb2fScla0KWXqxMCvvfTwXXmWAoghpH2XkKTSWM32fRtMp23caPH2/SzSdsrod0D2e6edALdqqmjctE8ct01gS1jUxsnAoCmHHnI7GJHEu7kPL0h2HxtIK01GPKEyoL25SaYj7eDIcYIcupwf7DHpd6oslbVdVM2LlCjg7bWFaBqWyj2UnJHGX8SBhHokOmOOWab18wcbuDcLxmGuvVfGrLh99p83u6zc1PlcdZMLJWCvyK/WGPvyWygbbtxvcn82omCbGQOB2LXk/is88161kAXBC5xWoMYKypfbbGWd7I6g9FxnzrniOLqvi7SgiQ3rm1Sbf+kX+1uqv8G/dWaN9NGHUF+JRgL0HPf78zQa/Ua2Kf+u6lEYjjDzHyHNIEgrTxI4ictdF98LiJs/mws5o3TdI4tmVzVBRIdXIQa1p6v93+evUvdpYEjbFQa+DQmSrUCul0Fdwm43dG+RZhmH06J1MSWKbclCWHRoByBHwqjU9j//Jf2mXyTDmwbun1Jd22bolseRyZGC77gXuW27u/088/H/u16ft+k/+KvJCq7FFZegKYtpcCGuiMKW+6Okqq1SyWL0mFlWBWfWwHJNMVm7hJCaNa/ROpsSR4FnbiGpZVe9aRS8tSWmck2UXilzTNCmVmxw8GQgQTG9GErsMejOCumCwj4dzmiumJvFNhgOmoyGNpbKGozSWlqk1F7XIST003eMjtm7VOe9w5XR7OZDCr9aYz4aSMd5k0Otg2hMOnoiNXj3cK1vXaL18gWlaGp2rbIWWZWAaJQ73hpR9m1LgUGSFJs9VFxym4wQoUWt6OJ6NZRoaB6uqYS+wcUuWrt4nw7lY3GQ0Zr8dEoUpQV28ruOY+utBdEsA4nlKLfBY3hTfz/VEd0ToGwQ+tvVihFsSmF5VeRw8fUw4GVCpNWm9eE6eZ/z4z/8iAPVFgbJNkwzzDDkDF26GZx88xDBmTEfnWhEsfOQ1PatW82HF9lb3Bly04hUYR2xANX04uLiPhIq5d9KSs0eDPCtQuFkFLIrCqd5wRGVVsLK5Q55lslJ2L81BRYeqVHYxzfSK91/THv1Ap/UVxZze6eGlkcUZK1sr8vdMsWyxKahKWR041OeknCvxPKJ30tI4Yb9aZT7rs3ljW9gO55Eek/TbJyysrOosiaO9Z4zPMxIJlSmVfXE/xjGTwYC9B/fxggDH3aS+KDoJauOAy9z0RAsc42hGlho0lsQ9E+U5bxguX/tum+PnQ1a2Ksxk0FQ8j3RFrzYxsaHlEujiSu99KJkFE35s3ee7tY9IgtfITZkDn+VYygEhk+kUKMc5Czg8u4nz4zb3BjHfGx6RJKpISLnrVSkWnpGEm/idDoVl4cwiLehTGF1D+uDJRSVPuIW3bOv7XxUDCustnvVtjvaeagqd6A5l+l4MJxcWXVXZu15ZsiNMDbVxS57Wrzy9/56wiVarYAxx+xazaXzlkKEOu/uPHuK4I9768goPv9uBvM7Cyi1cz9NrXFFcBOeo+9x2HCLJtfj0+nivH4lN3jAMXj0ZMOjNJBdaAC6GZ3OJkLW08E5t0tt3GqjIWNMyKHkWUV5oIEu/PcPxbEb9KZOhYNUbhqmVqYrdniYJRSE2IsexCGqmXmRvvPE297/+BzSWy1TqJV497mDZju4ylH2bfqfF1s27+JUqlXqD6WgowDFWwnnnQHDLw5Dh2bFoSU9jbMfkxhtNKo0S/XaPzuGBXGCr8mc/lVWWwLKqDWs+6wufuozzTONYb1DqgUqTWEeaToYDGktlztohyxsBSZJz1ppK77942ATJLtLCuTwryEACRsTXlDybcsXBcU2SOKck4TZpkuvfwy1ZfO/3hd4gTXJcS3xNraoQo6KqskyDcBzTXPUJ6i6Laz5npyHzMKXW9MizgtODMa2XI8m6X9MMhJJ3gY5trq6jgnbULLFzOGXt+pssrW9ojcPOvTfYf/SQoDYjjUWb3PN9LWyMQpF33lhe0ZAdVamrg5IC5Iz6fd0+VgpydfBUdMbm6hpHe08xLXFQah9EUnAm1P5Kw7G0scnR3lN5yMl0kp2q0PxqlecP90jmBZYVAyalsgi9UQu0+rwv8tdzitzQkZ+VxoLe9IqiYHLWo9JYwPN9bcPyfJ8ocEiiVHcbFDkQicH1qzWKfKRTytI4xl1oYjsOK1vbtF4+ZzrqYVo3qNQbbN16Dc8PdK58Y3mZo72nHD1/Rl4kOm9ckfkGXRHqpBwlnu9f2aTzLNc8i43dGl3TZP9Rn6O9IaZpcPpqjOv6KP66OqgpMZrtOPpnV0FWysbVO5mydM0G7xQju4E3GmFmOUaeiVx5aaPLLZPU83DHIxr7+/S8/4C/fO0/5e988Tr3v94ikR2yOMq4ZtvQuE96dlMDdeAi8jNDtOxVdemcOyTcgsktqltirqUO4YCeh6sDl9o4FfI2zzOdinfZKqo2aTVGUlV8OB7LXA9x0FHQpePnD9m8VWcWpmSpWBPri0usXd/Fr1Z5+v57LG+agMXegx7Lm3eoNBo8+f4/E7kPQaBR0+oQosZnlzf3jz1T/lOs7Sd/ZXnBycsRo35EnhdalX551qwsb6Vyxtr1OkvrAWmSkyQ5WZJJa5JJnhdSBJPhVx0WNwLKcl4WRxnnnQxXgmLUPDbLhHDGsITvOwqF97ixvMznvvqzPPn+17jxxiJOSWxsnaOJfghd1xezb5mbXQ4qpEnOoDfDccvSyubjlGpYtsPyhkyUcmPiKKNSL+mfd3jWEVYuW3Q3ykGNKEzZ++B9bRtrH1gSRHJGqbzC2nVhMTs7fUWWGnrmqjyyk+EcxzH1OGQ6mBOFCZZrUl8oMRnEDHozysEChuFSFOK0fXYiDgiqmgRI4lymfQlbXZ6V9QFIbbTVeombby6Sxjm9kymNJU/rLaIwZSK//8pWhbe+so5lGfRaU/m14vUGvZk+mJTKF7bHZC5GMaqzoaJMxf1hYLkmCshhWqbc0AM2dm/y4qP7mIYhk9nKVwJjwvFIOBSWV7QVTVVOypGh/OcKwLS0vqHvH8UPVwAj9bMKi6NQgLueJ9r6clbbevmCLB1QqZcwTFcK7FRuQCxDPrqsbC3hBQHj833yvNDRynE0Y5RdJNz126fYjonjVkRXIYtkLoIjFecepTJXhHdpkgj9iS0QxkHtjlbfiyS3AS8/ekBjqUw4iTHMM93l8qs17TRQXYde65j5LGRl65qes19xs2QZtQWRhna091TM3ONlITa8JBpTP5v4PcTYam27yhd+ZovgRoUNTP7W73xE52jC6z+2yrMPpixtrOl/owhsfqUqqlk5OovnkdZGqGx12zFJiwLMmKjRwMgy3Gmo2fXFpWpeXXYUEXS7/O5oxP9cO+czn1/h8Ok5WSbGb7UZvHbtmzxr/SKe7FDMFCfDMsmlLS83TU3AS+JFMGN+U369upS7Yjad0Dk80PZe5aS47AzRXSdTYH2VhkcFDSl+xGVOx9LGBmvbO+R5xrXX3qZ3ckxtQbgllP6i9fI5hjFlYcWj1xKt/I3dO3Lkccqtt5fot0ORkihFoUrzoX5+9b5/ElfxaUDNJ3+Zsj0sNgwx9+0cTXjy/XM9x1Rtz/qiy8ZuDdMyMHMDR56Pi0zkuYsrYhamNJYN1rerrGxViOcps2lK+6hF93iCaRmUA4EyHQ+m5HlBIUV2l0Ma/GqNUnmZx++d4rgVglrG1q06nSMBkem3Jxw8fczK1rb2sZ53LD7/03+CUb8v6F+y6lObVTwZE03FQSCobWLZkKUjykGCYcywHUu2FCcEtbq0MWU0FtekHztmOhpTXfA0MWz12i0p4jLoHB5o0th8VhDULIK6qLb7bbHpeL5NPM842Z/IysnVHQ4lOuu3z2gse/gVl2QuFPFuySaep/gVV74/jhDmScV8nheCHlgx+PBbpzz5/pA0iXnryyvSKuWS5wVZVrB+vco/DSdU6kKZbzsmK9UKS+sBMGUymGMYkbbpVBoNDp48Zu36jg5CEYr0lHAcU2SFgBHJUCM1uzw92MdxTGpNh1H/FKdUw68IX7sr55O245DGMXsP3idLU13BqNamak/rDO9czTgtXcVH4VST67IsJkkysmzG8fOHesNTaN1Bt0NQc5gM5yxv+rraR3YKFKyn1zqWwUGO7lKZlsXZ6TG2I+h5N958W27MNvNZcsWmF47HWqOyffuuDspRyvvzTpum5CZcHGxyXQU6bplwHFMq1/Wme/rqJfPZMVla05bB6SijUhf3prK9qso8nIwvsfZFd6TfPiVLU9Ik4cabb4vugHyfdeCObLsXxRy/WsGvOgyfjPjB03MOnoqoaFOGxVyozTO9gdmui5tfHIQuV5Oig5cxm6ZsuWWo7JHWItKpp9v0uSXEdlacaHV96gmVvDcY0Hv1S/zN8j/gH332GicvR0RTMcI6fHrOO4s+B+cZ0+VlUc3L0Bszy7GjiCQIMKUVTuXZN1a/zX68hh84OI7JfJbo8ZLjljBM2W1pNOQmmmO7rj68qAr+sp1YHYRV10Q9E+rzaa6ucevtd9i4cZODJ4/pnRzz9P338KuC5Fgqj+UorMrBkwGL67ty3TuRnamY+qLFxm6NvQc9TMtiZeuaVPfnpMSY2cWYSY2DPr0+vutHYpOPo5RBN9LWLc8XiuzLD6WCOXSORAhMpV7SYrkLr7WpMbiN5bK2tajLsgyq8t9FYcp0NBS2O6WgzwssR9jX1LzTdmBpfRPFds9SsbjOwpRBb6a/XpHokngGuBq6orKgm6trumos8gmmFTDqzwlqaNWx63kybtOhurCA44qs8vloyOJGQP/kVB8UBGFPbLSXEZ6mJVrHSpCVZzmOV+LRd9oABHWXoOrSa01Jk/wSWOMiO1qxz08PIp5/2GXn3gKOox7UXGI8R1LvYOJLlXw8z5gM5sRRhohvndNcvUb78KVQ2Q9ieq0p/XaIyo2/89ll/v7vH1HkNr3WFLdksXKtgu2anLVnkiO/hso+z9K+sCte0h0UuS0BQKnuYkShwh6PiaZTLBuaqz7VZomTlyPCCbrSU9nXauGLwpDm6rrelNUCqRTneZ5rotyFD9iRynkxS64teMzGgnNQFJEm3ilynFB7V1na2JbuC/NKEh1A1JrqqFFAvqcDWaGbNJbKDHoTQZwbtMlSg1qz8UMjBtGWHp51iKMdbMdlMhjQevmcWnORm299huPnD1lYLWPbrv6deyfHbN++Jw97p1qV/urJh9QWPH7856/zW//LY0zLFFS+LNdWRHWvq2jUOIoEsU/ep7PpiO3bDTkSuurhVk4FZcnzq1VM0yBJMlovRxw8GfD0fpciF5AnYdG8gO5EUxEtrdjprlfWB3YbVRkL5kS1scjDb53yH/9rX+Y0OeS3B98gP/spkiC4RKe7usErcZ4VJ9D5Ks92f533qzk79xZ4/D0xdjjaG/LHdxb49etPyM17lPt9nJk8QFnmFXQuSNuemTJIDHppylsyBvm8M9Z47qWNTU5f7WM7ruYkCEudANUo14aybKrgIvW+JvGENMlZWF6ntruoQ6HUAVWMA6pEe+LPw7ND1rar5LnJwZNziqLM8ubNSwfVEBBdm9aLAx03fVnEF88vRgrqAHcZyfuxXZ+26z/5y/Mdrt1u6L+nSY7rXYjRlNdXnMYD3v+nHZY3hV3LtAypBDfxAke0DU+mLEpErufbLKyWyWSb3fUsojAnk7N8dZmm+HOW5ExH5+SZSNCyHYede2/oOeej7z6VXHYbv+JQrqzoaNI8y9i+3aB7LERMyqalMrndkmhdlgKHQTdicW3jot0mH0719zia6bzqm299hkG3y9LGAn5VzP773ScMugY7/hvkWUavdSx9xAYLy1tUGg0txgkqDrEUvmXSRgdQbZYYn89BWcike0EBS9a2hSBsOpwT1F0J4SiT56ItqUYgcTTD82127i1I33BCnhe8+aU1bCfj+t1rRNOUR+91qDc9nUb1/T9o8eE3+9SaqzLZLNHq/+qCOMy8fDjWFDSxqYuNvHN0oK2JSTzH8wPmc4dBt6OhK67nydZxlaO9p4z6EWvXq5Q8m9NXYybDC1EdQO+kRTges7SxSZrEfPTdd6EwufHG2+JekIKpKJzqakRt8Jete+PzPpW6y2SYs3b9tv5ZvCCggaiCmutl5tOZHKkMtI87TRKNSH715AOqTY9waBBH4rlI4il5vkiRC4phpV6i1zrGr7iMh3Ntk1LiRNMypXe+xqPvfZvlzS16rRY33lqg/eqIPFvH9SyyJOfg8QN9iCyKkN6JCFzqtg4wTAMKk527C6RJzuHeEGHJbBHUbJyS2CxUDKn6vExTCi9nOfPZgFLZ1GLNtetVXj6csrBygepVz4lKXrQdl6BRIpOitsPnQ2aTTOtoDp8PZXdhnzSJJZbZkofrWHfQ1D2k1hTTtKg0Fmgsr/CDv/GMv/sX7/Bj8T/hcednMHoOThwLBbxlAi4Qi5z4zBRCvCQm6HYZnL/Gbw7O+Gv3mrz4UAC9Br2If+Fxwl/7yj/iV05+FfMP/jpmJg5bRpaJmb+a9csDnDOekwzeYX/xOb9wpyHf31j/zErY2D58qQ/OLK97AAAgAElEQVSleZ5rauDFCCbWm/10NMSybWrNRWrNGzpoRrlKFCNCQMXGfOd3f5vDZx9SbXoElYDJ8GKUV2ksXFqfE02KVGtXFCbE84zuy4ci8XB5hc7RgXadKLGmYkh8vNen6vpP/CqKQreD1QIQTVMdR3oZdQliYT07TbSgQy1s5YrwYcdRJipLU7zmN3/rFSA83zv3mtSaJe5/vSURurne7P2qSziOhSBlMtYbJaABNEmS41cajPp92apOJHVtW25UKWDq2ZdfrWowy+13Pi8Qo5se4/6c3smJ/L7itKtGEhu7N/VDpLLDlRDJ8wVCsn34kMbyphZybd+5x+mrlySxEO7026e4JY8si/GCKhXJUo+mCZWGS5YVOI4lQz1cicC19OxObfhRGGLZ4Pk5SVRI4Iyv5/XjoWiTKwRvHAl/ehxlZFmB7aBJe43lMourZSaDmChMMW1D+9D9ag3DnLN2vXrRljZNskws1CrdrBQ4nLX6xFHEytY1ljY25WfzCscxOT3Yl+9pTVYMYtN0PY8H7/4hjWUhOhT8AIGQFS3/KZPBOXc+t8B519Lfz/U87d++wvWWVZDgd8dabCRm+Bepewo24vkBrRfPdXDQ4lqJ0DGFY0LOiNU9o1rpnm+TxTl+dYE0GeD5Nu3DM2aTMwyzIIkD2YU5I54bMmMh0i1y5bMuiozJIKa60NQL8/5HQz0KmwwvujhJPBEcBMvQ4J402WQ6ajObZAx6YpM8eHrE6rXrkqo3pbnq0zvpkaWGTtBbWt/Q769frWLZwl65em2XQfdEiA7znEFX8ACC2gK33n5HcgA6evSSRCn9KOWf/aN9pqNUCw7zrOC8HeK4Ip2tVDZY2gg4fHYgAS/WJVFior3klfqCTHbLsH2f1ssRz+53+QuvLfArG/+AZPYvaw97YVkg5/F2FOEoLUeeUzk5Zf7g3+N/rP8V/uKdRVzPYjqOOXk54mhvwL/xb7/O6rVr/KV7v4v5wU9hR5FIoMsvOPaYJs50Kqr5uMnj6CGL601OX02w7EKPH1Rstu2YFEWoKYdKcGtaFmYusuYHvQ6NpRXWd25oXZO4LzINkFrZ2tZV+Uff+Sado0OytMONNxaZDIWV1SktsL6zfcVxJNDFmUz6FOtz9/i5eL6XFD56TGNpWUKect3tSeNYOlz8/7dbxKfX/4frR2KTB3RrXW3y00ki2/eObmcqsIPa3EWCW6554PNZQqUOSxs+4TjBC8Qcs3cy1W17Yf2KpKdevIZhKNCJgRc4jM/b9FrHNJaW9QlZVTj1pkeaTMVMv+rSP+lKIcuMJJ4TRxZJHNJrHess61pT/NuH3/4Dak2PoFoVavIFT7ZoLyA3KtNbKY4Fm/5AP2iDbleKrCw6Rwd0jve1F9kwYpIYDEOkdQH82X/3DfYenDHozmgsl/GrLrMwYdyfyyxxIdgZ9LoXBLMrs8sYcLEck1F/pm1zrmcz6InAEWW1U24H9V7H85SBPEx4vo3jmGTy83DcMo6bEtQSJoMTSoHDrbeX8HybQU9kj7ueJZjqwwFr13doLK3w/a/9nggJGs6vUNdcz2I8FEpwRZITi6DYRJRb4mT/GNOEonAvqZBnhOMxlh3y5375x/mvfvlrbN++y8rWtv4aQH8vwVK4qOov44h37r3BR98ZAxGe73DeGVx8pr2OPkD12wXj4RzLClnfuaPDWBTKeX2nTDx3ybOC2VSwHCoNl7PTFNtJmQxjqg1Pj5VO9l+wuBEwn17MZdXB0LJcTMsgnAwJxwbLmz5Oaf1KIt6oP8f1LBHhuj9heeOa0A70ulTqDeqL19i8IdCzzdU1qgsizjeeR5x3htSaHu3D8ML2Kdv8KnzHsjMgwLKQYsmAV49D/TOsbVfpnYgD6mQgLIHUkS6YnHCcUF1oUhSiWhYcfYOgJirM8Xmf2lKAX3WpNoQ4stJYIM9zJsNzLsfQKryq2PRD+u2Qd3/rFX/lP3qH7936Pr/d/yLZqE5hWmSuyJTXs3T5nJLEuOMR3mDApP1T/ObaE75SFUyPSl0cqPce9Pjlz9zh3Xvf5ddav0i5i5j3JwlGnlNYlpjL5zlz09RpdHVpLa3US2SpaqmLdEcvqBOORzjuVK9LeZYTRiM9ly+VDb2hKy5EFIoxxvbtu3r02G+f8I1/+PdZ3jRZvVYmngf0WlO6x+GF3dS0ZNJgotdi1QlI45jWy+csru+y/+gZn/vqJnGUCjGnaepuy+XrMk//47qKT1PoPvmruIghJ88LkjgX4TOoBdXRquQrUaJ5JmdDYmNyLYs8F4AWhbxUs3p1tV6OyGSlqFp5ogK7+Drlzz59tY/reWKzlw9KLBnuyxvbhJMxa9dXaR++JE3EIjSbxBT5BbO+FDgMejPms0K2mUUrt/VyhOOW8asBKvNbtRLTWNjgonDK0samGAUUMuDFFElz1YaY4yfzkbTvOHh+Q1egnh8wn/W4/dll9h6c0Vz12b7ToNeaEo5jRv2Ila0KCgyi5tsq9U9dInwlwZIM+slgTqXu6urcdkRan2kaGKZB70ik4Yl4WkHCMy2DSl0cFMqBTZEVHD6bEk4SNm7U2Nit6deL55n8GROaq+JQ8uT7z7U6Vyh3O2Sp+LM6DJmmQRKlLK019CxagYhcy9NWLvW7nr7aF5nuGxtEYUjv5Jg8K/jb//X7LK7vaquSeO0Lyh2IQ8FkOMDPqxq2pMJYPD/gxptvs/fB+/hVQ25uaPCMX61y8PQRo/OMciD89kvrmzrDvtJoSIueYLKr90Ut+raTUF/aJJzsMRkO2LghELuT4YD5dIIAGI30zx+FYsEe9rvceuvzROGU1ovnNJYFbGV41tPOB4CT/Qm33n6Hla1rPL3/Hml8EWTz5pe/okdIGjJliq6F7Zis7wS8+aVlfvfvCMHcwbOH1JsehlGQ5wa15qLWi6iZbZokdA4POD2IWVzb1IcOkTMvGQ2+QzI35eHekB0KW4/YAKoLTbJYzKdrzRLHL/vkuUhjvEzpUxoBpfrPs4ygVmc6mPLg3RP+/Z9Z4be3foNZ9JcojYWFzkxEq/6HW76akDe5xdfG3+NP1EuYphDkZnnBoDej9WLEH6/X+DXvFDMvaW59IZX1KnbWzHOy0et0B/dZfatG5T0X17OYzyxsRHWcxHP9vAJ6A0+TmPlsgEqPVGE9ah6u72HTYtDrMuh2OHj6mPmsz/pujSTK2HvQI4ltas0mW7eEvVF1lJqr6/TbJ0RhiF+1iKOZfrZUDkI5qPDiwz6NZU/bQC3HvALr+uE1++O7Pm3X/0hcqtUrqFwz7asWgjZTP6QqXlHZM9I41jnS5502Qa3K8csRi6s+rmfh+aKaz1LjAk1qgO05V3K4VfVpmoYAyFiWhkUo//NkMKAoyiQxLK4LDYEQuN3WC9Kg26EpldRL62LRqi+KB1GppFUXQflXleJZwSvCyZiz0xZ+VVQkCllq2Q22b9/lxcMfYLlzxp2RDgpR1qqjvafkWcba9V2O9s74rb/5mChMsB2LQXcmFPKeTWO5TMm3tdVO2KKq7Nx7g17rmNbL5yytb9JYXmEyeiXgHFL7oA5P6u+mZcgDljgoVeolnJKl56iT4Zw4KmM7JoNuRL89I00SljcDIaDMCpIk00LKSsMVVWtbdB+u36lx9PyJsIdZFkmSYxpiM4vnEYNeh4VlsRmE45HenFV+OiCpecta8a1cD7XmohirVKrsvr7O1//BAW9/5TM6oVBVf8o7r+4/xQZXABLVUlVe+3k0ZdS3Zeb4VNMJw7EQUy1v+pydilFCnmf6NTZ2bzLoduVsNSfLC5Hj7eZ8+K1Tdl//nG65XhkdmCY5FcbDAePhMyq1pr4vRKBOg1qzqQN5hDq6Lw96OcncpBxUufeFNwBxuN7Yvam596ev9jVmVmlH9IhCsy0iDp5eoJmv325QaZQ4fTUmHMecdw6I5xk/9rN/WlPtPF9Y9ga9jg57SuOY5uqaBkelycVoZNS39HOaJjmGEWvmfff4GaZp8IWf3eLuMOaj77RpvXiuHQCX8diXrV3K67//6Jw/86U1ri0859A/ADwNwoELFbza8BXv3mp/hq8/7vPlX3hJV7puxGE15PmDHn/qF66Bd4ozXcLIMjLXJXddzDjGzETWu5Fl4PbB7fO7Y5N61cXzbc5OBvpgZRimHiGO+mdkaarFpXmRYxceSezRXF3Tdsxac5GtW6+Jan884vd+/W9y+51lbrzpMJs0aR9NGHTmLK1v6nVUfb799inzWUilsaAtk7kC+CD997I4aa6t0zk8wK9mGKYoVizLuNJBUe97nn3M6vpPhXef/OWUTGpNsdjPo4u5n3iQYya9geY2qwdTncJBVBXD0TmNpTKnr8aUg4qk3QksqlOqUa5cSsSSi7ea1wlBnKjulSdcvb5qgSnC2Otf/JK+cdWCZDsXc7CtW7dRSWaDbhcVXpNnufS4CtvUZRHMZRFLY2mZyXDA4kZAFgsy19at27pl3ztpMT7v03R9LZhZ2tjEMA+4+VaNm28J7ni/fcZ05GiRYBxlDGSnYtCbiY11flUEk+c5Lz58oElwB08fk6aRVtenSS6ANXKDF/alq+JF7fsfxnrmCkJxnCaqtW7zmT+2Jj7zvOBobyhQwVnB0/tdbMfktXeWiaYpvdYUv+rSWCrTPR5TKguyoRs4Osxl69ZtzjsPtFhTtSlFpGuoFcitlyPZmRC0u/H5Ph9955sCn9poUF0wKAfiszg92MfzA5Y2NvVBS3u3JYI4nIw1777XOiZLz/GrDif7E5yS6HCs79yisbTMxu5Njvaecnqwj2GmRKHFOz/xVR0Pq8Y1g16HQa9DUKtwsj9l7fouo94BhmVTX1yXGgZTepvFe9tvn1JfFG6Par3EdJSLAJGSaOdPhudk6Zh++5Tm6poG9iyseJy1Q7xylVI5vWJxE5uqj2maOhhFuQKyTMzVlYNDHKwsstRjOlpkaU3Ael5+JIR2Cjct3mP/ysFk0BPPyK23P3sl70EH+qiwGokGvsgQMEim4JYu1pFwnFDybazPNjiczfilH1/n/tdbfP3/fEE5EG19TSiUwlg1bpnPQtLEod+esVMucVjZA94U83Npf1Ote0D/3Z2GGKenzKMv89/3v8tnVsVcejqOmYUp/faMdduBrd8g/egvY0cRZpZpnG0SBKSesO2ll9bE+19vsbhaJokFECzLYkzbIByPpKXUJc9yhmc9glqdtet3hff/vC/1HAG15iKNpWUG3S6P3/sOrf1n3Pu8QN0+f3DGeDintrBMrVnRXRXTMuVhS2YHpOJzX7u+I5ICZQaA2rgFkyDnZH+P1Wu7FAUYQG2hyemrl/prLwdAqf9+en0814/EJn/5yi5V1KZpiEUlTa/YZAAMU2zGnm/jVVyS2CSJXaoL4iGzXZckzihXavp0CoBUnKsULOUnhotEKWHhG+iWVJ6JeEVlcao1FwUZzPfJ5U3eXF3T30OpYV3PY2P3pv4zwMGTx1QXlKZAnJiVSMr15M/uuLjuKluvv0YcRTSWV3TFGE2nlIMKRRFw4427PH7vu7ISdfF8R9v7ojBl61adN7+0xtP7XbqtqZ5zm6Yhkq7Mmq5O1YOoOOEAlQWDxdUmnu9ozcT+o3NqzRIbNwSoZ9iPKLKCtetV5lHGLEwo+xfpdeE40dV6mliadOe4Jr2TkDTJWFwPCKoOxy9HbN9eYDKcMw9TTMsQ8Z3bVarNEmftkKAh2PmW7ergFNtxWFyziOcX4JqVrWv6nlGbyv7jj2Tl32V41mHrZh3DMpgOIrK0TxTW8asug25H6Czmh5x3PqT1csRP/OKfQzHuxaxbaEH2HtzXLoaS+PhYWPG0HfS8I2xOamHbuSfcEM8++GccPH0s29KZrorEPFO0wHfuvcE7P/HTfPitd3n2wfdw3EILQJWYKpwIu+fZyYQkyaEwaSytaEa7KYVb5aqr6Yj99qnc/Ac0FhsMeh0W1zxNvDs92NcI1HAyZj4b6udNVG4XLH9R3eWcvhrTXN3UkJk4iqg1m1LrIGbo27fvEoVTDp4+RiX2qedFva/KZuqWPE0oFPGkhj50i2cEKvXqFbW8YZj81J/d5dcmY74xmeAtmPzJn91i/1Gf1vNId1Ncr3wFCASwvLnFZHBG+2jCVz9X5esbv8m8+mUAIhnCU5gWVjy4El4zW1wk8zwyx+FXez3+9uoCp68mFJngbkwGc34Qzah6I1LHwUwSzOxCeJebpuDiJwlEaxBuM8jGjPsRy+sBlmPKz9sWUc41QSoMaqKyd0riZ1MBNmK8uILn+7I78ZCgNmblmk+50mTvQY+icFna2CKoI22dHSnytfS6qMS4eZ4zPu9z+mpfjgL7eoR6EbokAryE7uUtnr7/nl7HRCEVaA2Eilv+eK9PYTif+DWbpHz0nQ55VtBcLZPFObZj4QU2pSCnyCzSJMN2PJ1uBpBEglQ36M6wbU8TyFS1ZUsVp/q7uvTmHguriZqbRmEqPfMWUTghCg28RDw44UScYG3HkTCPE1RYh1KqKj+zaGHmejNQFYrnCyiJZQ8ZnyMjcBOi6ZSNGzdZ2bpGOB7TevmcNIkvAjvGIyqNhh4d5HnOeafN8KyDYYiN+cWHZ3zwjVOKIhcCpXzC219Zp9IQArHGUpmbbzZ17nqa5FiOEMfkWX5FdKf+7847DZY2Ak5fjaUToWA8SLj92SX++C+9xmQw55/8nT0mwznlqovrZczDlFmYUPJs7YkPxwlLG77e7AEG3YjTV2P8qqPBOJFMoZuFKYNHfWpNj43dGuNhTMOzWL9eZTIQXPjp6JxoOiWJ55SDCvHcIo4ygprAvq5t79Bvn15sEtJO55Y8WtFzKnWXz311k7XrVWzHJBwnrFyrcPpqzP/+P7xgOjrn1tuL/PjP3+Yf/69P9aFPEcTSJKZ3MsDzfaoLcHYa4XoNzk5DDCNmfC6sfc1Vn+HZCf32Ka9/8cv4lSqj874UVXUIx4JCJ7oF7iXkbs7h3g/0gbLaWGRxLWf/8VPcksXwrMCyylQXwDA6cn6b41cDDUyxHUccTicDljcCjvaeitGQjI5dWhdt7PmsR+dowuJaTR/y1Nw0HI8oihy3ZMmZbJWljU2y9Bi33MOcisCos3bIrbdqmKYpLVuLMrPhJd3jI1TCJMDxi6cEtQWi6VT+7gLYY7uupPOJA6JKGRz2MmxHnKAUhAiZRaEEuOo6KcM3Tib8/cGAx1HE/XqdX/rZLf6Ppx9eOiA4+r9KvQ4wHs6Zhwmrtg/7/yZWkmDFiW7Tm1kufO65pWNkjSzDjGPSxohnUcTWrTqtlyP2H52TJhnhJGF3bvJn6nV+PQguePiXC5ZMIHSJyzC5RcN6wJFpCP2PLQ4jeRbzxZ+7xptfWqPY8RmkKX/4X9xnch5dQcl6gTiYPfvg+7zzExuSAOqw//icdF5mfeeeFvaqREVVoV+mE5qWJbqMlwA6g24H0wbDELROuNA11ReX6BwesHXzNa298KtVOaIUhZYrD3AfdyVffNqu/+SvLM0Z9iMt7lIPuYg5FZ72QnLpLdvW7XLTFKdJv3KhtIeLAA81u8+zSKpTY4pCiHbckk15wSKOCkxLCMmiUGUfJ1LYY2K5KUU2xnFh2I+gMC8iSOUDoG1bl3K+R32hAlbhHOLnEu33oAbT0VAHi8TzSAvFxEJaw3ZcNnZv6IpLvB99PD+gd3JMUcxZWg8IxwmTwTlJPGdlq8JZO6S5ukYyP9IMAc+3iaYRzVVfWACrrvjzPNOVglaIS4iIEv1t3278kfAZgEff62BZBo1lj0rDFTY6uYGP+3NOhiPcks3a9aqOl229HDHozrjx5iJB3dXBP88fnBFUXS3YG/Rm3P7ssn69UX/OdBhTa5Zkl0Iw9htLFrZTIQoTKnWfyEm0WyGcjHV+u3rv/UpVQ3VaL5/jBSLcKJMBOaN+xPd+74hKvcHu6yVM0+D7XzumfRiyvnNBFPP8QBL3utSai0xHJ3JO36exvCw2qkIIMaNwjIKQ+JUqg16XR9/7Jitbguz3/AcdbrzxFoqVP+qfURQhbqnKzr0F7v/h12iurjGbnjPolaQKXVR2ReFydjpicc0TOgjPprFkk0RlusfPCMeJQDuv+rgli9NXbaajnhjd9GyCmsV0nLC8EeB6NuNBm+mow3yWUxRiM83SlMWNgKAiRj+zibDwrWxVABFElGcFjeUyT99/j0pDiOq8SsrR3lOyNGXtuhCAtV4+190uz/e1va5UNi+5JDz5DIbayjoLUyo18WyYpinBOhlZKnU66nBvmQyyjF6aMk5NHkcRnmnyH94UlDbVCQjHI9FFkyrxPMupNBr41SqdozPeKq9B7l7Z3EHM4tUcHsSMvjQeY0cRs8FNopOf4+XdQ5bWA/YfnWM7opvTb8/46mKVX6vkFGMLM4rIHEfT8wDSSg7E/Njt3+Hnqnd4P8kJJwlr13doHzzliz93jcWf3+Awz7GThLcKl7/XmoooXfnenXfalIMZK1sV7n7hNU5ejjh4ck6pvIRf3SK2Iu2jV8+G4m4oUXOeZ7qzpzqZlXqDUXbGbDqiUndZ3qpw8HgihYCxDv/K80yPuTRYSmqF1HPjeuUrHdlPr3/+14/EJm8Y6LjI3om4IdSG7pbKGEZ+RaGpTuTqoVVtIEA/wFkWU6mLFrbrWQQ1G7D1xgdC7EddRKAmUcbadpXJMKaxVNbiMhWAE0cZQdXB8WzKvkWazOm2pti2pxXbk8E5k+FAgytMy6L14rkmfynO+qgfCYKd9LKbpqiSBNAj0XP51ssXqFQy5Z+eDM4ZnvUoBxXmswpOSVC9XM9jNg3Zuily6E8PXxGOkyuqdUGpk6E+poFTsljeCADRep7PMwbdAbWFZSy74ODJAEUUTJOcQv47IaQSFsdBd4br2VdU4Bu7Nf3nOBLf980vrZFnhRZhVepCPRzUXV7/4iqD7gwvEAcr1f5TYq48KwTIqGTRWPI4b4csrKwy7HexZFBOOBbBP8qKpi7lwwf0DLhSb7Bz7w3+7n/3ALckKmDDLNi5u0CWrbG0scjw7IzJYECtucTOvRX2Hz0kTWIhQqqIata0LCaDAdPRCUsbG7piEZ/xGeF4RH3RxTB8VraukeeCw24YAi+8fVso6Q+ePhbt93mEaU+EoNEVRLsXPzgX7fjTFv0opLrQ5NprbzLodq+IsOJ5xvU7b3L07Dmu51EOlikHUGsu0js5Jo5mXHvtDkd7zzQgJc8y/EpOOJ7i+Q5BbUm3ege9rtasjM9POW+HLG9s0zs9ZHO3xnnXxHZsTLMkgCyNBs3VuqwMF2gfPpZiUVt/hps3bwhU6jggz3J27r2BCl8RYTmBFpmJFrXPoNuRKZUXxMUkzrS9Vs2xxUE1Z8d1WbJtSCuMU3hsTvjITrj7+RWe3T+To68LlrtO9pMzf8NIeWtmwdrvEHX/E7zBAHcq7qfMdcgdF1RiZBRhRxGlXNDwzv1f5L88/Wv8bz+9y4ffOmXUj/Clre6dazVY+gbR7Ke11/7KZU8gd/lCEDBui/jcaJoS1BxKZdFR23Rdfuu/ecD+R0O+Ua1x7bU7uhPSPnzFzr0FbdcddGfsPehhWWUtjlOiUC8IdNvctCzWtneoNBoaC/xHfjSpHQrHYu2oNz2278KLHySSwLiiO5W91rEeZQpB8TP57Fm623l5Lf94rk/V9Z/4ZVpigflh/CWIE71hFnpDn89CLMeUyk2D6SiVvm1LzqR9OT+2MOTmHI5j4nmmrXMUImBDtflm03PJyxcWuTwXm4rwUotqxpKitWIYM/NtylWXxVUFdZhSKot0tfH5iOnIYP+RsGxF06m2uqgrzwqRYHciFN6Csy5ev9dqyfbZiPPOPu2DDxn0ZixvbtFvn+pOxGw6kQvejPriinzdjHA8ErSzIqHs23zv94+0ze1ob4hhGkyGc6IwZS497rWmJ/UPYlEfdM6wbHEYCScxKqFOMQw6P5ShHc8zKpTwZBBQZhZMh+I9f/TdLs1VIbIzLEMDdPJMjAD8qkOUJSLDem6yuO6SJhmHz4dksaig0iSjyA2mk4Rrqz6VuitFWA7lQFTnk2GfWrOkRydqNKIiTFWSnwqmybOc1Wu7ROEUw5gym044ej7EcYV1cj4LMQyTW2+/Q+foULQeh6I931heJs8yBt0O7cM9kfR3ekqlvqCtSpZdXLwfqVgke60Wk8GAt7/yk3SODnnw7ku2b9/TSORac5Fh7yW2Y9F6MeJob8jWrddklrhLPM+0L35pw6XfPhGwGJk+11xd0wdOtYn51Spm2yScxNx8SxwAeyfH2I5L5+iALE258UaTQS9i+/ZdzUpXQiwlxisKYel0XZ/zrhD+DXodjY1VwTeaN5+XgJT6ost0BPOZ6FAp6E+eZxolrABBl9vpOnrZdSnyy+JOOf81TW29VXY+1/NYNCy5ybsQbtMNJ/xqo8V/9nPX6Lef8H+z9+ZRkqXnWefvrnFjj4yM3JfKWruqu1XqtlotYbUWWxgkGySDLWyB5mAGw9gzeGAGBsNhWAw+B3HwGTzgGXuMYYyHQTDItmwZW4stZO1bq0vV1d1VWVlZWblnrDe2GzfuOn989/syS5KRsE1bh6N7Tp2qzIrMjIy4937f+77P83taB8fMr65hForCzjUW+FxZYUZhyvatLq9YHPD80scZ+a+mureXLeiirS5T6uB0Xq/HCdZwysdHI35zOFTpjrquMeoHPJLLQf1zxO1nAEQIjmEIAZ5lgS6uvccch63nRHCO255w7qqg2X3o3zzH+GdeZP2Rq8yvVtXo6M4XP8niuTJXnmzgjyOe/9QJF14xg9v2sewSMuBHvq4CSy0InEmSMHJd9sO7CoxkYmev50SJlGUOgK7r9DttuiceV181z96mC4g4ZamxkBhoESq0wfatm2oGL0XGkjHxsh3f9Ml/Ixwx5ZqINg2mMRNPw8qsWnbudA6fxgWsK3QAACAASURBVCmmXcC0DKXuli1dEDY43dCY+lG2CdAzJblBoZzBbjJ/bTCNkcjN8kyJUjVHoWxRKFuUajkKJQvbMSlWbYxssxCFCRMvVN/7yw/ZAZB+e1Fh2gRTQ3UPojAhX65SrubwhiH9rkuanIoINT1l6+YNZuYdNq7VyZcssWD6HpXZKsPuFN3QmF8tZfz3HBDQPfGYjAP8yZBqXSj3xRw1VK+XDJEpVXNZ6ESS2eiE0tl2TOaWTGoNwV0HVOUvg2pE7rvDKQBHbIokJUt6pqMwob5QYOVimZHb48bHJwR+rDLkQVT6smKXpEIhDjTVAg+CNVAo28JOlj02TU3Fjy+Uyjy4c8T8aonpRKSvdU+OGLmu4isEU8GPl/hgmd63u3lb4Gbn5tXmQLoddONUy2E7DvSFmEh6rUVwSIly3aRz4mVtTkfd1CSit9ccqpaqxCM7hQJpaqsIVCkOXLn4JCDEcdIOePxgB38SkSYpjaVl3HYrswTOZ1YncQOXIkTbcYiAWq2W2fFCwmma0ekCZHAIWsLschHT1vGGQp8i7Xxydi9BKEkc0++00TSd9bV1NV4oVWeUA0UK25IkZvnCRaIwZH9rU7WDJfpZ6lCkdkCc+6fiLPlxFAYqKhZAZgdIW10YeA/pYEzLon04ZsPJQVSEqASJzT9v38SZ0/gnf+spvvjRAz72vm0Ms6K6CBIj7BSK9JoDPvXrD/jou1/DE9Evstd9mqjlYAQiZEa17r/KXNlxXY7vvpNfq/0G7yjZGLaO5Qi6otYNeMVsh+drNzD9OkYQEhQLyo5GUIfSFq/I52kddtB1TREKB70uC+vXMluhpyJ8t1+8wdK5chbLLd7PfMmgc+gxdLORo2Ew7HXJ5QsPsTh03chyGsbC/mmNlZ03mPoE/gSJt5avvcwm2N1ssnFthld86xIH9/o09zuUa1LxL/gHOy+9QH1hkatPPc3+1qYi3pm2/ZCl7pvHf/njG2KRt2ydxnJRKb9F21XGJmrKsgWoGT1kPkxDIwwS0iQ9XTxyhnqstGaFYUw+U5/LNrxUgIuQFSu7KLSMxx5nC5j4eYahEQUJmqFluFZNqFGT001GEqfksmrXsnX1vYNp/NBjxUJrc+XJhlpEAfX8dUMTBLLMa34Wk2rMnb4OMownDGPmVktU6pFowzsGOUeGd0QKDuQULSRV0LB0VcnL1yMMY8IMaQqiQpcBNNLDHkwjBt0pMtRn1J8yHoaQih16oVwmnBq47SbHD4YYpolp2aSpge9NsypC5HwbZoBuaCyeK2PnDNww2/EXTHwvQqbbGUFRVeabN1pcut5AN3w6R52HNAvdE498KaY2N5eNMHzVJpSLC6AscE6hqAhgUsAlYS2Sfy61Eof37xH4Phceu64YDaJDMcutT3+S1UuXlaVs+fxFDu/fI45Et0LThTtE4nHbhwdI6loUBMoSNeq7qo1+9vnqhkEuU+vvbt5GN0fs3pkorKnMEh/1e9m4Zz4jRMa47SYiOrmM2xL/nl9dxykWmYya5AumcmYItrjwU9ca80qYOh70yBcraHqkrkOJWNYNPRNY9WgsLSMxprXGPCKSV6CXrZwckQlSmuQDCKFdTGNpJbOECgdLqSbmubLrcJaTLkKCPPV+yWjoSn2W2882+d7vWuMvl16C0SXw1iGo88+8z/E+9xY///QGT3SXufXpE6YTAZiRXRmp6YnCmNbNLj9/aYPviv4qw8k/xfTvYQRZwEwSoyeCP58bDjM7ndgEDNvfys93/jX/6M2PC+dJkjIZR+xv9fnujRrPr74Xv/bXyQ2Ggl2feeZJNKjdYNGy6ExjbMdkMgqy87TwFQRB3TAwTYfJqMjM/BxwV1zDgc144JOmgslQqtUyN0qIaZXV7F1a8XTDEF797DySols5JlTulCRRano7ZzB0Ax57eoFpFh8thXsyaMv3PHbv3Gb9kassn79Ic39XvYdnu5ovz/HNdv0f+DH1BeXMcgzSM351OZuUWfHyEIrRWFXXsjIXH8eq2ouTlNAXUztZxcIp+Ea2+AWDPlFzZm8oglDctq8EgWc3GzJO1bRke1E8P6dgMsnEe2mcYjtmpuJP8MchmiFAOzKmdeQGSlwon5duiLb5eCBasxJf2TnxiMOEfLEk2meWwdA9YePaDL0TAQ+qzi5lYqUepMIC5U+EK0B2I6TyfuFcmcN7U5xiUdmyojAlCiLieEI4TZU1zPcEblTPzpbKzBxOoYiVc6jOxsSRCMmQi41p26zXr+EUCnijIRKHKYSGwrPuA+Wa2NxV6sLs3FguEscpcZhweF/qF6ZUZ0XMrKiqi/jjkFojTxSOaR0ciAUpm8vnS8KmqG5guk+hXFHVD4gqRm4M5M3NtOws2e40FCQKAo53dxi5LrW5+QxAI7MM7KwqClm9dFnd3Eaui4zbbB8eMBn5Gcr3gPrCkqK9dU+OmYxHBFOxcZDecPmcFs9tqOcR+D4rFzL3wW6T+dUSxYpJknjk8iaPvmaR3onHwXY3s60NVICJ9OBLweHZOX6SpMLieM3OUgJdNVsNpqLy7ncOWL9SU9Gu+dKs8qtLEIscUXRPjk8dLoao/ExbWB2H7slD1XutMYc3GuINO6obILoAiVhQzszM1YbozKZH3DfGIi465ygNzO6dYy5eb/Dqks3n9UBUyEEdEps9b5c3h5/iH71hhb/yvRf5xZ/8EuNhSPvoAMsW13F5xkY3bD72vvt8+zsu8WPLy/zoyifRNudEGl2YeeQt0HSdVBdxtKYfY/o+peNjhp/7P3mj8z/zM993Du8jTXonHv3ulEuPlOHwbUSOgzUeq4CaRNfB7rC29HnOa4/xUjZSW7nwqKqejx/sMOh2MMyYODLU+6gbOju3n2flfIXj3SF2LkbTY0xdIKSHva66x1q22DBI1sGo//DCp9IowzOdlCxOWVbhovthcOfZJq//4xu86U9e4EPvidi94ypdhdjsi+7O4f1tBW6KCNQG+eU8Uu2bi/wf+GGaNpq+TBTIpLGJUtAHHVHdieziUNh5HONMRZE+VNnDmUU8d/rria8RCWmypWxmTPUoS6iTdioJi6nUc6qqBFGpC3GYxjTrNIzd6UNjA1kF2znRBpcdCUA9z7nlIrefbfLYa76NpQ3hNe6eHNNrHqgKSV4kubymOhO6oZ1xHnQIA0HViqMCs4uLwlPfmFPWKMn7ly05aRka9gbsbbqsXHhUhUW47dOZ3dHOFmma4hSLLK5vAOCNhkRBkEVSVhi5PVXtykVEon9lEIhu6IoZUKrWlPBNzsrtfJ7Fc2XhnohTRm6ANwpo7o0ZuiFxJPQWAr1aodc8oVS18T2RZFep5/CGgVqYxXsUK5W6UywShaF47hnkRYbJnP0aqZZ3CgWa+53TlmYGufG9Mev1a2pzYFoWjeWVTBA54GB7E8vOs3z+IsFUBOfIubJQFou2+cgVGFopMCuULfJlW4k1K/VZ/PFYzcMBlVCXZKMKCTbSDTHWKFVtZhcLuO2J8kjLEYNQT4tFonmwQ6FcUXZOO+dQri0zHhwxGUc090dUZxO1UROZCXu85o+ucrg9YGnjkvJU9zsCJVyuzbJ66YqopsfjhwRdclQiQ010Xcs6LJlau9flcPseugnrV66p1rFsm58u+DFpKh0SMSDGGpNsoxfHBmeDg/a3Aj7+K9v85R84x7t2RxDUMcZF6K0RW2+C47fwo+57+enWC9z8c9f4zAd2ufWZ48z6l2PUDzDSOn3X5SP/fov/7n+8zk9ceC/TZ38UEFYsGT8rlw250IPwzhdbLT5/eImfyO3xL960xr1bHVr7I54plcDuMi2XsYdDNSdODQMKu1x1HKZ+TH2hgKblMC2L289+Dm84RNNFPkUuX1bv6eH2Pc4/WiOOHHY3XQzTJNITCiWRVeB7IZGhoWk5NeYQ0dJC0zIZDzAMW42QTnG/iUIWy/sxoP62HYfxYMiH3nOXN7z9PG/+kcf57C/c5flPtQVJsnoa7DVye+rcsI38Q8yIbx4vz/ENschbuZyoPLLACF+y6bOEJdOyVGUjD9kqlDY5eTOWHwe+z3QSE0xD0BJyjlDhh2FC7syubjwKCX0Bj/GGOeycwKamcSpa6VmLXcageqNAVZuaJnKpIcXOOdQXlzAti6OdO2xcq+ANA/a2+hRKok1rmhAGE1qHYy48+gRRGNDc36V9eICmT7FyMBklyqpSqTuM3IjGUpHuiUdtLo83DBn2hmh6hGXncNsTVi6sZZVZoqwx0t539VWvzpSzAkna3NulniF/D7ZfxLJLXHnyVTiZxTAKAuZXS3RPPEE8MwwFN+meHKs5ZhwNGfaGWPasmgdPxoLHv3huQ/HzZav4LGnMtGzKMxZL62Xc1kQtXr4Xcbg9wDAr1BoidzqO3AxNLBjjpiVV9CJZbdgLSdM2tmOQpmKhlXnmol3dorm/qzYZp0p7Q1WdIEJL2keHWUpZTc0v169cFYwC10XkzC+qjc5DATC6nqnYxTxz+fxFhWnVdZ3O8QG5fEr78IDG8gqVGVFx5ws+naOmOndKtRr7W3fVQixbq9XZIlGYMM3GO6alozlC1LX1pbbQRbh92tZBhn/tKOiLboixj8wfdwpF3HYLw5gI3UfRpLEkiJKympdWxM9+cJ+ZeYdiRac2N5dx8hcVzXHQ7Sj87PL5iw+xCRrLK+q6nk4SRUsr1cTrG0fH+ONIzeXlyERGpQLEkaDlBVOfOIogJ5G0GoatE09QFa1uGNTm5tl8bpv//vsuc3nlWe5668TBm4Q/Xc+0+N2n2bG7/MN6h7/3fZdoH42z55HD9yImYy/DElskScrj+TwfXV4W96qJT+QInrwU4EWOoyJoc8Mhepzgv/QXeE/0Hv5w5YB3PFJj2JtSbofMrX6EVlRiyJsptlroSUI414PlX+X763UO7rncflYQBjvHtynPGMSRTnlmUW0Ebcdh+9ZNyjMWh/cHJEmKYemUq2KT7o2CLOdAODQGXV+JImUyZqFcpt9pY9lGdk2EanMrNpWn+HDdEKO40yQ8KwM3eWy/0MWYbXD1VfPc+PghcQxRWMA2HPWeynu5UyhmI6CXf5H/pvDuD/g462UWXlpdfSznbrJt5xSKSkUsW5kSbiPboVL4JCtKiTaVO1NAVZn+wCOKQsrVHE7Byi4Wm/bhmF7Tz9qcdSzbJ5d/WP0rlapyByyDbHrNe1x4rM6g69M+HJMmIjZScONnaCytcLy7gz8eY5hiI2EZJSxbRLDaOQPLERWbYeuUasLXLoWD/a4PkehELG1UGXR3WVgvEscaOcdk56Uhw17I7OLyqUI6CAQVq1jkZL9Fte5QXyhgWnDzkx8jiROqszkq9Ry6YeIUTCx7QPu4RxqnDHsx+ZJBvqwRBxPyRdHlGHR7pKlGddZkYW0GzdBo7d/LRGcrqlV/du4NKAHe1s0OIiPeZtD1iSODSt3Obto6veaUWiOvKgRBaxORuaIjYxEGU+I4pZptJuRGR1baMvlNHqZl4fk+tYxdLwl3ovuQVeueGKk0lpZFkM3SStZeHqiKVcbxWrmESl1D1yPApNd0swz3i5lILEDTDHJFi0F7yPGDnUxjMCRfNNH0KUc7Wxw/uE8cRZSqNhMvolgWuQvlmgj6qdRziqRnWiIAZDIM6Z5MsB1R0fpj0bUpVWu4LRFzKyJjbXTDJ0kjWgfHNJaLzK/WlfNi+XyFe7d2MC1LQJZ0DTTBeRgPmsCewuLKboZuiM6MDEnSdYNe64hS1cbMmexv3VULR6lWU9nnu3du47abLKyJc3rnpRcU9OdscIz8Wk1PM9ywiWmferItS6c6A5OxrfCqTqGowlIWNyzuZqp1LY7RQotULwmynPsEXxj/Nl/wPOycSZx17kpVm83n2uSLFcIg5NanT/jJ71jllRf/X8bJO6nd3zm9bxk6GA8vHkYQMi3rOK6Ld+/P8JNrf42NVZv5mRzdE4+/trzAjyfvY9h+hmm5TDg7Zu76u/nL8/O806myS49vf8clvvBb+9y92aY+v8za5cvU5ubQdYPj3R2OvnQHp2AyHogux/xqScFpkuR0fCgdGUmSinNb14mjMa2DPgtr55BR0lEhyDzyguMhxzzyGpRCTTmikW4htzXgxscOeTpnkHtmnsdfu8jWTVHN1yyhC/ny7HjZ7XtZj5e5Xa9p2luA/x0wgJ9L0/TdX/b//wT4tuzDAjCfpmkt+78YeD77v900Td/2e30+3xiLfHZSSYKcTBaTmcViMfXVzdr3xgx6XbUrlIt3FGQzJP1shXbabtINg8bcvJpZStX1yHVpH++xalWVYG7UF/nbgkMvGPHjTltlNJ9y8G1V0UhWtD8e8+u/8DlmFgpMxgmzi46CwZx75AqDboe5ZSjV6hzcHzDsio2KPxEtyEJZKOP37o4zm0+EUzz1opPqStCUJGMGPZ/xIFFtt6WNR9m9c5sw6NDcFxVVpT6LUxQAl8D3GfZ84nhCY6lIsWIQ+CIaNgotTra9bCOyK8SE+YKw5JXzpLFI1zJMAVOxHJPO4ZjZ5aIS8BUysI3bbiqUqkzOkgtEFAoAUr/rky+YeMOAOMq8tNnNIUmEz1o3NKJQzE7REsYjM9M8GKqjoemRmglHoYDinMbynkEZT+V5NKa576v3sFAuCxTu1OeLH/0tZNZA4Pvs37vL8vmL6LrO4f1thdMtlMpCAzEMFRDGtHSm/lh1VeR8e/HceY52tihVbaLQI0kcwmCC2xYdDKEXSbFsU42bhr1M35EGBNOI6URgbTVtgjcKWbt8DcOMmU4OGLriZ5wdqZi2rcYx44GGn+GOLbvEeODw/KfahMGU669bonvisXz+irhOMrGiXHBHfZd+J6DWqKkb9PzquhpHNPd9CiXx+JxTZDzwibtTyjN1kkQwLkrVGkkpVlW774052RuztHGaLinb9fJa9YYDNE2nMpNjfk2An/LFDbVxah8eEIZT9CykRmzoAjRdjND8JIHk1K5lhCExOdJkEbpP87z/QW5NJpyr2bhtcY+I4xRvFKBpAqO7dbPNGy5UeOuFA34j+UW4/yqVSgdZNR+GpLJDFAZKga8nCc+PQ275Pt8OtA49nrnS4Klikf944Wf5Y+vHPFMq8WemFygWcnwk9vhD1+vc/a1D8VzCBNvJi1ChYpHdO7d5cPtFcvkCk1EG/EpgOingtlpYOZEdIfMxRn2xQfa9iDQZUpubA4po2lhtuiWeVi4EcmOs6zqOJeyUif6Vc3Rd15lOBMdif6vP439okbf94KN84v33ufnJY4VePksVlO6V/5oPTeSW/x/AdwD7wOc1TfvVNE1flI9J0/R/OvP4HwGePPMtJmmaPvH7+Zy+5iKvadq/BP4Y0EzT9PHsc3Xg3wEbwA7wp9I07WmapiF2MN8JeMAPpGn6xa/nicgFXt6kZFUl58TwsCpTzoTFESoBlcTPip39qUrZKRRJdHHDkqEytuPgDcW8NolQIr4oTLDOJF+4rSa5fMjcygzdkwNG/aKabcp2tGQ4t48O2N28zfL5ClGYZNnWAWEwwyNPXmV38zaPfEuJQrnCzks93OaUxXMXsHMOu5sv0VgWITbjYYBhxlRq4nn440jd/OsLi5i2nYV7lDn/6AYj11UjDdMSeNDm/h65PEqNK4VdAOUZg1FfJ44qWDbE0ZjxoE++bFNrzLP+yFXVVqvUhdiqc3yApmssrJ1TF3GhXMHJC8U4xFTqdWbmVti88SzFik/rYJ/Lr/wWsdma+qpNnqZQLNssrJaE0HEaEWZAIymiOlXjGhhmVbwOnsew2xft6kzE2O9MsXIakrctVci7my+BllCfX1atR4BRv6coZ7U5oSLXjbI6VwTMQ+gM5lfXcNst5WUfdDt4IzdTGYsuz8z8AlEYcrLrUl/KUyhZjNyeCMMplVWLc2ZuiSgMKNeKzK+JCjuOBtg5g/LMorIgyUO+XrbjcLJ3n+rsfDaG0tSMfNDtYOVCcnmhWh/1BUa0VBM/OwrDbGNlkCaIcypLJgt8P/vdjnBbExbWaqpLJURXkvBXoFRbUcwHCXty2y1Gbo8oDCiUy0rsKOauibJiua0Wyxcuqk6XvNEPuh32t/ZZuTifjSWGiiYpf39NFyLbOCMqeqMh7cMD6guLLJ47T/fkCG/YEnyErFDIZ4FGe2FPQGacJvgVolKCMUlgCrENx9OUnSBgKauCZWtb1zUM08Iul+me9Ni+1eH7/8gsn176ON7sd1BstdB8/yG/fGLoqlpMDMGjj4tjaD/D/tJL9E4EC+K7C+f4gdlZvqc25o3bRcqhzYM1nVY04SQM+Y3BgLVvneGSpWedrWM++6G7GJaOZenMraxSqs4w6HbonhyTy+tC/5Bt5oa9EMMMlI01SVJKVZthL8wQs2Xqi0tEgXjPanPzYm7ueep1T9MYlbiYFVFysRZcBMEPqdTrDN0O3ROPT/2HHVrfXud7/vh5du+4PLgzUNoKKcyU506pWvt6loTfv+Plxdo+DWylaboNoGnavwXeDrz4Ozz+ncDf/S/5hL6eSv7ngZ8CfuHM5/4G8Ftpmr5b07S/kX38o8BbgcvZn9cAP539/Z88NE1TNLhSraaSvyQa9qxXE1CLvmzjnz1kC12qQuXXy7halYiUiKpC3nBkfvUp5e6Ug5/Le3zrd15QzPcoDDncEXGe0va0uL6Bbhhs3bxBLh9Sqgrcqj+OSNM8i+sb7N+7y7mrDhvXZrj9bIvAj5lfXQcE8nN20RHI0ZaPUzB59OkFpbiXVrZB18fKgCWK058tWBL72T0RO+mNa48RTH3VeZCvr++NiaMmll3KwC6JQnyOXZfpRASYtA8PszQqsXFyCgID22931BigUq+rtqpUXfueR6U+y3TSZXa5mFWW5ez9EQvedCJeZ5kWWChbmcZBzOwfek9jUcHW5uZp7u0ynYjUuihMyOUM+p0p4TTFKeiK4d09OWJuJc/InQpBW5ZYByFJ2mM6Cc+I5GxM28686UPWH7lGEscC01qtUV9YFNaloXAKFEriJiVuhAm1hoARDXtdLEunO4i48PiK0C/0ukgP/HjQJJevKaqbadnkS1nUbpZuJgVk0r6k6+JGq2kG40GbOE7RNWF3870xbrvF7GKOUX+qdAhRGNA9OVbUvSROGPaEYt+0bBUcI/PCc/mExnKR7RduZul2sRJiSQhQHA2YTjScooiYdVstZIiNOO+Mh/DIZ3PEpZhUWhOVHS5OmFtZVTz/WmNOXdfiehd/T7yI0I+ZTmM6h3ez6lQUARJydPxgh/nVNQCW1susXqpy/KwhvPLmiMiZB93FGgdiAQZwn+B1V1wS+krnoBvCqTNTEXqSyTjk9rMt3vbkHD88N8c/XDIodMTz0pJYpMflHCLHUZja2LKwh0McN8at17mUy3HlySq+F/JLP32L86slNq7NcP8xg9+eTJiOAn5zMOB+ELBmWfzhSoUfeuOSEgAvrpeJwoRRf8ru5oFAX2cIbRCUz7OOmDArBsLMcWI5JhASBlMR5d0KFbtA3jPD4LTbGQbpGRFerM5L8Z5lIUEhGVmxwqgfcLw75DFnmV8cuHzPX3+S9/yDL9A5GmQWvtM2v7TuvZxH+vsfUNPQNO0LZz7+2TRNfzb79wqwd+b/9vkd1kBN084B54GPnPm0k33vCHh3mqbv+70+2a/5m6dp+jGg+2Wffjvwr7J//yvgu898/hdScXwGqGmatvS1foZhGKq9aVo2tcYc61euIRnqX61VpFKNMpuHCljJgBlngQti4U8emvcJnKx4rCRvxXFKGCTIxKuR6xJHPd7w9vM88toFnv6ONVYvVYXVpppj1HcVVEIKYnrNE4WyPLw/IE2LXLr+BLphoGlj8iWL7Vtdjh8MBarVcRi5PYoVsYjubfWJwoSjnQndE48kFqCZJBFAmuk0VpsgfzJUPmjZXjZtoZwddLs093cZuT1hHwuCh+bUtiNuykIgV6DWmMvEZDoz8w7N/V3lgRYX51ABdZxiUWV0y6jb+dW1jAY3r+w900nK2J3ijYaqbQ7ihtE68Di8PyCOU0XSEyjMstqIgVgIRv2pGseUajU0LUdzf8TxgyFOwSRfMtBNsHIhh/fvqWjUfjslTfOn+OAsjGPQFiIrqefwvXEmrBsz6vdwW01VuYvnIF63nZdeQNPEXF5oPcYUSmUlbBQYZZPanHA4nG09y2x76ecGst9ljunEySr2vBLrFcoVVZ3JnPlzj7yS+ZWNbEMmOlHTicfJ/ojxIKbWmOPqU0+r7kT78EBQ9vou82vrD+GW5Qa5Up/FG4Ysn69w7hGDauOIXvMeo77L0D2h17zPxVfUGA8i5tdEi37kurjtptpQhcEE3dBV7G6tMX/GfukptfXZDbgQlh3SOtgXQq6cozYB8n053t2hULKYy0ZBFx8TAUuDntgAybHe/Oo6SSJElv54nGlfDNGqT2yISgJeE9TQYrEwk9gQ1Hl6ZGSbSJNcwSRXsKjMOMhkQE0TQKnN51r80Nwc1G4AgnQ3nptjPDeXWeh87LFHvtNBy4qQsFjEWvtl3jU7y4ufO2HrZoeNazO89i3rVOo51nZDfqjeYJIkfMHzuP3iu/jw53+YH33uMq988UWuffc5rr5qntll4cRI4pTGUpE0GTHodgDRZavNzWMYeWVxNU2HYBqTz2y++YJJecbKWCAWYTDKzr/T+F0pHi2Uy5Rn6hTK5SwO20YG2chrQSZmyoU/8CO8YciF0OQ4ivgb+/s8+vQCvucxcl3VFZKdz+b+7tdaEr7Rj3aapk+d+fOzX/tLvurx/cB7U2kfEce5NE2fAv408JOapl38vT7Z3+1MfiFN06Ps38fAQvbvr7aLWQGO+LJD07S/CPxFgMaMENxEQaAsV6O+y/oj11Qmsazezx5SmPflH5/N/BazvWH2b/HY00xqGZYh2s5x2FZBOLIq0g2NrZsdRv2A669b4o+88wq3PnPMHijwLAAAIABJREFU7WdbHD8YUp7ZYHF9g9rcnNqMSJhOvjhDY3kF3/No7u9Sa+TpnXgsX6iweK6M7wkiWC6vUazkOdqZ0FhcE4EnScKgOwXIgkFifC/CbU658KhFpT5Lt3nIwlqBw/vbVGcbov2WjRFAXJBXnn6tCvoAlD985AaZ/qGlqiyZhuZ7fRFeY6aZMK3F3EpBLPAFk15zrCqBKAzVAja/uq4Wv37niNnFPIEf43sDDrZ7apzgFApcefJVuK0mpcpYVY0QPtSZicKAXF5ChUQl0D05pliBMKiydnmN6WSHxlJRiI1snXvPb7J+5Rrrj1zL3gufg+0XEejVJXRdZ/XSFUb9HrWG8B8XyhVqc8L7H/g+rYN7xJF4HpIAViiLyqnXOkLTNeUnlzPqQbdDEEQc3h+wcuFRBemRvO7A9ylW7EwEd2oXO22FigAdubDrup69F8L1IJj74vzyhgOa+7sZ9S5PkiRMRiiYiaDHGYr2d/xgR7Vnv/yo1GfZeekFtTBKImLrYEwYiPM4jlM0PWXk9pSyWnQc7Ox3l61YW7Xb5Wsjg6N8b6xeE5nFIBcupcg3dIXVld0PwzyFTumGhtueUKzMqNGTrEalgFJ0CjJLa2kL2s+gjWcxwlC02JOEBMCcQOMTHD+oEYUJMwsFFtZKFMs2n55GlGuOulckcczUj1k0TTBHmL5PbIsNXKobmbo+Vkr7wflZuPCzvPPcCT9z7pVsf67Jq79jnW/9rg12XurykfduAQLeZFo6B05Iy10XXQd/EQ7fxs7gUVYG72Wu1OXipRzvrNf54eplbnz8kP2tPm5rkllvA+oLS+L+5U4I/GmmUREWS3k/Eq6FiF7TRzd0Woe7FCszSpskN7ISfgPCNisWeusrrsuCUyHRJQgpxm1N+PivbPPfvv0Cf2d6Qu6NDda+0GTQFaAcuYETX/8yB9S8vO36A2DtzMer2ee+2vH9wP9w9hNpmh5kf29rmvZRxLz+3u/lCf2eexhpmqZA+jUf+JVf97NyJ1QqFLK5qIFMQJKtwkef/kMCOZrdPOTN5ewJI//AaRSlnK/KE1cI5ZKMyGWoDHdA3ajlPF5W8k6xyLAnTuD9rT6bz7WQWNd8Scza7ZyjgDKSk+57IXGcZ/2Ra8pyNRl1mFstUZvLMxlHdE+Eqnftcpl82Wboigqwub9HqZbjNX9khfOP1TEsndnFCyye26DXjFk8dx5dN2gsrdBYXCNfFo6AQrmiVK+rl65w/XWvV9GdIOb4kho3GfcYuiGN5RU1sxWVYzFbIDTCYEqx0sApFLny5KuwckvkS0sc7w6ZmdeZTg6I4jaT0RG7d16iubebvWcCTlKuO8INUDQJQ8GJPztzll2USn2W+sKi0BlYFp3jw8yyN6HfaQsSYs58aDxhWrr6Wc39Eaal0z4a8+C2pwJZuidH6LqwfV18/Cmuv+4NPPr0a7EdRy2Qpm2fgfWIReXw/j2KtRxJGrJ84SKVej2b79/OstPFqZ4vBnRPTveuYgZeozq7xPL5C+rzcuNaqddJ4lQt+mcjawGVkCeFpmf1JQDeyKV5sMPJ3v1MbS8W8zQtMuoHrF66QqFc4fjBjrKT2jmHxvKKsDBmqnQ5tvDHoqLqnhxjmCmlWo7bzzbZvtWlnmUy1Bp5yjN1eieTbF7dzcYVZeV3l52HSn2W+dU1KvW6ItCtXrpCfUHMf0X4UsDhfdElqC8sMrdymZn5ddWlkdW8rPzFRui0Zb99q8vc8npGCLSUk8IbDh9qLx/tDrnzXIu31gow/xHS3FT428OQoFAgLBbBHPEdMwbN/VH2fppZkp/4eVKg6RSLBNOYpXNlfrLZBH8RLYnJDYYihta2CAtF9DgLqbl4kdc/83f47NPwY4MKvbsDvFeUOcwl7N5x+cT7d9h5qcfmc21GbkD7aMz31mo8MXcEg6tY/ZRcL8Y6uAiHb6N1+y/ymfuv5l93Ovyt1hG5b53lDW8/z+qlKvOrJdJ0SHN/l0K5jGWXyOWF7dUwBFAnyGBgTlGQDSv1ekZVTFWYl24YD3U//fHp2EXqQsTib6sZu1Tji/HPLHFks7vp8uxH9nhtschvDgY89eZVKvUccZSxHzIt1MsvvhPq+t+vP1/j+DxwWdO085qm2YiF/Fe/4hlp2lVgBvj0mc/NaJqWy/7dAF7H7zzL/7qP320lf6Jp2lKapkdZO76Zff4/ZxejDnlzleEbUuDT3N9j+fyF03af9G1mdrrT2d4ZocgZ4ZKskM7OBhVkJ7OPnPWCL23ojIdBttALIV19YZH9e/tsXJthf0sIvnY3XfY2XZY2rim06KjvivZi2WLYC7nypOiybN28gaaJwIr7L4ipR5qWCXydNBUX4MJqie1bIvUsl9fpnngUqzY5x6S1P8oY1kLoIslfQgxVo7V/zOK6EDXVGnNCSNN31eIuPMuCwOa2mllrLk849TjZfUnlistKuXW4y+J6mfEgQsBFNrl0/UkW14VKXOA/U8r1HJNhyHCSw87ZapORxGKcsPPSC1QaJuWqTWNxTQnizs5kA99Xi49EmcoOihASlmksFZXgcNR36RwfsniuTJpO2frSc5RrC4z6A0b9gLXLonpv7u1CRttLkoT51TVqjXlG/R7ecEguH9I53qY6u0atMSfCOmKhtcgXhcApTdLTeb1lKdFSLp9j+XyVxnKBz37wSC3UvucRTgfE0ZBBr6tumBLEY1o2k5EQlw163Yf84E6hoOb0sqKSFaoglMUUKxaGrTMdCyrjeDAWY4HlFQbdLu2jA9WpctvN09c3U7ZHQZAJ5VwO798jCgKsnNgEl+uStJeycU2Em8jI2EKpyMlel1LVJk0TNZaSlsTA9xXJTlLSvOFQbcqcQkFtWgRB74hK/XH2tzbF71cUXQexIVg8w6YXLHbbMbAcA2saM+j6lGsoO6y0SopMglg5OdzWkA+/Z5P3/O1X89pgm9vbAYmeUzGxqSFS5n6w0cAbHpPLgoTuGxGN9QK1Rp7pRCx8TrGIYUy48mSDp7buwOBRYPOhgJrYsui84T7vfMUv8VPr63RuzbIYGPzHDRM/SXjvyQmLpslTa0UW1svcebZJFCZcuj7L6qUqoaHxbeUyNxY/RLL3bZAJUPGy6j6o83ng8/4iP3nu3/HdtRr/4i3r/Pb7RJhRFHqK7yD4CA6jga9SM0V0trgHTicuxco8lp3LOmNHqsN1dkYvRzqnYKhML4Otzlt5r/VGQ5xikea+OO9+4C3n+JHhAcPrs1z3l/jiRw/od3y1uP/XzK5P0zTSNO0vAR9EWOj+ZZqmL2ia9veBL6RpKhf87wf+bVYky+Ma8H9pmpYgCvB3n1Xl/26P3+0i/6vAnwXenf39K2c+/5cyReFrgP6Ztv7veAhRPlkLr6JCOwbdjlLSSuWnWKR1bONUpStvCvLE+3JOuVzAklgs8oE/YYQkgpXVzSGOU0L/tNIEcQIHfsy9W13mlot0Tjy2n+8JVnmtphYBaW8xTJNL159gfnWN4wc7xJFLpe6IVLtEXFilGkzGAxbXRbiEZOxPpzGTYUBtTljVjh8MmU4MqrOn0B/fG6tuh8gwn7Jyoa7a8LKycYpFYfHKboDHD3ZUW33qi0prftUgjgV/XcZQLm1c4uDeXSr1HK2D/QyMc6wWkMl4RLVRppURAn3PYzIePjTDfuL1b+LC49d5cPs55paKdI6H6jWWbT8RCTsmGQ1V0IxjibxpxTcYDxT3X7YRyzN1wnCa+fgrFMplppMBhZKF22py6fqT4uZ1fESpOqPmv5KTLubYFk5BiLXWH7kqbHJZiEa1IYRwlp2nub+HZMFfui5cLQ/ufIlB16d74mVxszom4hwIp2KhbO7tKv2AOOd0Fs9tcPxgh3xJvI6Dbld57s92OCShb9DtKB2BcEcklKs2tYZDzjGZX9U42t0imuYpVkymkz73X+yRxGlm00sYuidZ8E/EeBBh5USnKucUufxEmULZwhtOsHIz+OOI5QsVdEMjX7KYmfN4sCkBQAUxsy5adI63sXMm/c5UbIJkh2A8pn14wNA9ETbCSUrgT/CGQ2YXTdy26Kaliamsq0mcKKW3FDHK69a07IyrbwkHRjVUrX2nWFTteuna8D3vlLoXhgx7sHmjzesvl7hdu0EaPUNkmWhhlmhX2uIdtev8kn+Q+eNz3PZ9/kS1Rr5sEUeWcuIUqjph2YTu0wB0Ll/G9H0S22b6xr/Jr13ZQP+VI+Z3SkRrKZvnLd7v95kkCQdhyPtdl7JhcNv3+ceXqjz/qSMW18vZPS/k0VKR76/Xee/597PXfgaw0eIYq1NET2KmM3X1s8O9P8G/7+zyvtln+Sfftcpr10rs3nHZ3WwxGZ06kEzTIfADTMtQgVIAhq3jj0TnMpfX1Shx9dIVkiShfXig7pMy/0DM03UCf4Lt5NFj47Qjd4Z9oWkievoD/88dfuYvPMpf2tvjXU/X+RbgQ+/ZJArLXyGUfjmO9GVOoUvT9NeBX/+yz/2dL/v4732Vr/sU8Irf7+fz9Vjo3gO8CaEo3EfI/d8N/H+apv154AHwp7KH/zrCPreFsND9ua/nSWi6niVYJapNJ3GIwurlUrPm1OOlslZahCQCE1CtJ9nalelUvuc9JOYSMJOHFbryEHx68T3jaEguX1Bit2HP58Ljr3jI/+0Nh1knIsfM/EWlxj7e3aE6K8hQ5ZogZg3dQyx7jKYZhEGFNA2ZjAzKMwJoMnbFHF4muy1tPKJm0bm88KY2llbEbLdWozxTZ9DrKu+/nXMy7/Yw21DU0HVDWZyE2E5Umu2jMbn8gCD7vKwq88US9QWLSt3hZNdH0waqPTu3soo/FhqFB7c9DDNUM/F+b0rncMxzH/sgINq9YRgrfvb6latKJyERsUmc4I/HzK+tq9dfjg18r8jdGwcUKzrlGcEGWD5/kU//xvupLxTU+9Y5nuIULDTNzr5nVmFkr4k3GjJyXWWt84ZDqrMl0jTh+MEOq5cu448FNCnvO/heSK2xLLQa2TkmKW5pYjIeiJHR3MpiVi2LToa0iolW+B6FckUxIIRnviBsRfHpZk2p0bP256DbyQSdusLCipGT2GzWs7TEKExYOV9hf6vPZCw2QnGkMbeymAGDRBs98CcYpo9T8ElTHztnkKY+jaVFNEPMu3VDo1C2uPqqebZvddnf6lOq2dRmxQbwaOcluice564+im2LimztitRkBEpoKefwk/GAmbklJQ5sH7WJI02NZHTdUCE+chMqRVmS7S82AkKHsnqpSrnusHE4xm1P8Iah0Mm4MYYZky/q1ObEmKm531Gdu+1bXd7+6g3++eIHRAUe1EktMat/a63Ax35lmyQLtqovFPiWao0vfvSAat1hMuwxM6dTKBeozTkchyHYXShtEdp1wo2f562LA35+41Em90bE33eeX+v3cVstdoKAdhTxec/j+N73QPNN+JXbfHj933DxegM7ZzAehbjtCbWGWJRXLYsfaDT4B/XPod9/NaXjY/Q4wZutY0wqaKNltDgmDOrgrROOLvHBym/wg6/bQIZMneyP6B4NlfYijgz6XRFTbDsGhbLN1I/Y67rUF1ZF90eP8cMAt9WkNjefWWE543MXlbueZDa4rMsgtRlyTCIDbdLUY3fT5bMf2GXjyRyfGI141zPzrD3bZPd2SxUfL+/xTXb9f/JI0/Sdv8N/vfmrPDbly4QEX88hK3lAMZMH3S5WTqPfDVm9uKF2gFLUIxeLLPNN7TwlhUzlhicCdlKq2qf2D05vqgItu4c3HJDGFdUalm3AKIyp1KtCE5B57yWZSyyoY259+pMYZsB4kHD+0TmSJFYpZEmcJ46Ex7RzLMI+hv1A/T71hUWa+3sc3PNYvnCRc1cvqfb/yoVVFs9t8OLnPs3SRgnTEq38s6EyAqO7xcLaeXHBZd7pvbsvUZlxcFsBG9ceO034ymJW/fGYoTtk1D9QmeFn6WS7mwfMr5bI5VOa+3s0lpeVHmL5/NNKbV6sLNA+OiFftumdeMzML9DvNDEMG98LKVVtyjN15lfX1MxUzDsltMg+FV2egcdIJn5jeYXmwQ5pKtTE8r3UDE0tkt4wpL5QoHM0IPCFB1xmWs+vrWfir1hVOZou7FJOwWQ6EbPX+uISSRxzsnefWiNPv3OAads0lpazhUlX75f0gydxTKC0HxM0PcVtNakvLGbz6rrqnoxclzQVLWu33VI3R/kayG6TuLkWKFVn1Plbqs3QOXLx9JDpdIiRBZg4BYvuici9L9ctonAqNnCZmE86J5Sa3qiQJiNhg+z6nOwOKVVzNJYLBNM4S1fUCaYRRw+m1OfLAmQyFVAimR9RKJczB0cHGUFrmKbazEhB16jvZgS+mFy+oLQCMiJ349pjyp4pO0GyQpeWWtPSuXS9wfu9AblGkcu5OpftHB96zyZ3b3Z43Xde5JVvWObWZEIEnOun/NJP3+Jkz+PuzTZv/GiFv/mUw0/k/i7hS/8LND7BH7/4At87U2dv6wE5R8CHSjVb6XFKVZuNazOsXqqyeqnKr6YeH2y3uTo/4Lb+AXCO6T91hc5ti8+Mx7hzCcN+n+Mw5Ibn8Rs7V2D7BzHCkJzvYw8OmPgbRObb+N/O/wde/6YVNm+0GXSn7LzUozYnAFh/ZWGef1D/HOnuawW4R4YhuS56EBBUKmiTMmlig7/I+w8+x1uTbb7nWo1XDisMuj7V2RyTcZjBajzKM3V8L6BQttF1QcRcu1Lj3s0H5IslgsAjiUW0calWU/bK8aCv7nHSIy+7ibaTPzPyzMA6WSHROR4QhQmf+cAD/ptrT/DhsoABXXvVPLu3R2qE9M3j5Tu+IYh3gGKBn+JFdQJfBJQ8uC3GEpadU55biUuVh1z8KzN11UKUzHXVrk/ih+ZBgT/JFnKxO02SVPnkkyTGsqFQrlObm6dSr6uvk/7U3c3bImlsPCJfLHHhsSuYlk378JBybUou76DpCzgFAZuQfleSKvUFC7ctiGzVWRtvGKtNg3zOsl1Wqs1wuH0PK6dhGHm1IAt7yml8o7SpJHFMmmgM+1NqszP4nqeiNKW/1m21hMd/Rlit+p02a5cfUb5vXTdoHRywdrlMrhgw7B0rPUOpWsNecFSu+fqVa0RhQGPRU0hVbzhk6J4w6geYVlEJxSS1UHZQZOv1+MF9DDOg32mSJqLqk4zzs770s8rcw+17FMrljGmvU57JYDeui51z6BwfqvajFPfphoFp2xzvbnM2fMgpCGrY/GoJfxwRBtA9PsLOOSyfF8LH/a27tI8OGHQ7LF+4mG04amIx8zzsnKHiNpVlreQr0IhTsAimHnPLZZIkx+5mT2knJAmuVK2pEBGpTBdCNYGA1XWNQtkW+e9xyvL5SvbaJEwnCeuPbNDc20XXDcLpgGIlZNibEExjFtbO0z4cZwQ0ISCtNZzMGhkxdAOSJGXjWp27N4QX3vc8DMNWnSB5rfrjsXpPhSBPsAYkw17m0Ju2jTE1FZ5angNuu8nqpSvKSVMoC2eBFI+K7oDIY//4dMzPtdvcDwJqhsG/u3ABO2ewsFri+uuW2Hj+eVpRxFurVX5mfR2nYKr35dZnjvnxt72WmmHwf+f+Ka8uFPiJ1XM0n+3w/k2X5fMVdF2jvlDgXhSwfqXG6qUq9YUCn/U93j9y+dfdLg3T5Ifn5viha1X2XkjQRzEvrhrsTac8CAJ+ptViePiHYf9PkhsOKTTvPcS2zw2HROaI97ouP/KGDaIsaXHrZodKPcf6IzUuNPI8MXfEjeVbBK0FUl1HTxLswUCIBisVYf8LdYzQYGr+af5j8AFuTW7wc8+c4zUNh+c+ekD7aMyg65EvlgDhzmkfCWthrZHPeBc5xkMP2y4QpD6GKZIRhT7HVveXs4wDOe4ClFBagG4S9b4VKzOigOiFfOL9O7zjz13jr3aPuPRYjj/6Zy5w85NH7G6e/F6Wiv/845spdH/wRxxHqiqQcYYA86sl2kdjZuYXmF9dp9aY48XPf0apP89a6ITgR+z+5c1EIhuTJDnNCHcclYIWhaFq0+qmmKfKdDtRDaWMBl1lUZE7WwEDadLc38O0LF75zBvxhkNVlbePDihWYronHteeWs5apn18L8b3QkAo6+dWbHTdZtQ/jRk92rnD4noZtz0hnErYjWjNx9GQOEo4fnBfXYh2ziGwxRx7+9ZNuidHYo48N5dVXkEGqdHVayNsigVK1Rrt4z2SaJotlLZq9TWWV1i+cJHtWzeJo5AwgwBVyhUx/++jhFUiUjZWLb7G8jJbN28QRxqGOU/rYEdZ7mTKmkQNy9b1ZDzi4vVZOoceg56Y2frjsVKjS8FX4PvkipmQMpXAlgq67meL9lhtDpyCqTY3L37uMwIOlNmFBNVwloU1SzEC5lfX2br5HGnqU2uINmUwFVS4KAw52tnO+AJCtFieWRWitmyT6HsRM/PF7GcX1IbCQWwijnZu0lgqUqrlGLlT0kRDN6FaF+ekU7AYdGNV4cvXJvAnaFrC/IIIDrp7s42uWRTKIhY5CmNG/YBcvsDIdZn6Y7onIUkibvC1Rp76gsnRzg6antLvaritCZX6KQExiVOmGV7XKZiqBS9dLk6hqJwkMlxHWPZ0dBOiyCdwfRrLy+p3TzJFdZrGBIFHc2+X2ty8guY093aZX1tXYxzZWQOyc9sk9GPcOOa5yYROFFEzDEq6jpUl8Om6xt7EAn+NX063+WsLCzhFi0q9lol3+3z432zyZ1+/zFvOV7gQmnz4X9xh56UuTsHMVOYBk3HEj3ePGCUJR2HI7ZaPG2rUrJQfW17mLxRmuPHxQ8y3aDy7ojEKB9zwPLamU35zOCS89+cxTl5J+WBH5cyDsNiluoEWD0heegXPRyU+/Obf4s1vWmHUD9h5qUtjqUil7uC2J7y1WuXG/EcIC38ex3VJw5DYtokcB9P3hRZAz+h63iq4T9CKSrw9+AR/c63BO9+wzO1nWxxuD5iMk6ytLjLgTUt4/nvNUGCqCya5fCULnepSrBgK7lWpz9Lc31XOhagQZvfZUI2g7KxDZIJC1xZKZXWt33numCROeepdK/zjkxMufcsKV6fzamP9ch7fDKj5gz4yfaG0ELmtJk6hSBwVKVZsZa0plMusXrzM9gvPkyTJmZaerSoFgCRTJ0tRiERtykpUN4SH+Cwlbn/rrvjaLHWuVKvR7zS5+PiTSmAkE8Ga+7scP9jBnwxZ3rjM4rkNklg8n87xJsWKTetA0KpufvLj5PKi5bi72SMKE648MYduaAy6Poalow1qLF8Q/vbF9TIXHq/T3B+zv+Wyd/cmTsHCzusUS8XMLtYiiWfptY6w7DymZdE+FLPrzvGB8hVXZ3NMRn5WNV/NXqvTKM/J+Jhq3WFmIc/eppstNKfVlGqX7ydU6z691pH6HkkSq/zoSn32DIhEsP5L1Rq95okYEZinSm+nKMYMUmAnZ9LV2QZ7mz2cginCUUCJLyfjEY3lFWV/DP1IAEzyZdXe970I3dA4frCjNnlpajMzP59x0h+ojUL78IDGUhHDdJQ3XrgDxAIznbhEoQhCml9dPxMmZFKuzWf+ff+hjpKsdLzhgOZeTKFUfihESYx5cpRqOTrHJRbXH0fTmxw/2MGya2haB6eoMRmfCkbFOTUU44t8SjCNaB+NSSLYePwqpiU0CEc7wncdRT6TcQvDsNXv6hSKtA7uUKnnKFZEDoDvRezf61M4mXDx+iwSgSotj829EY0lQb6zcw779+5mPnYj26D5injnex45x1AhKZqeB1DWUcseM+tUaB2ETMYjdZ0Hvs9o0FUjEXnblyJE2cY3LZ1JmoqZ+OAqrdIWjq7TO/Go1EVqHP6i+OMcY2ajP0lI1A2DL328yxc/eoBTMPnl7hTDNEniJLNHDrh0vcHznzrif/22JX7i5ISt6RRL03jHbJkfX15mw7YZJQl3ny7xxVaL15dKfGAw4J/dXYL976W0k5ADrPEuueEQLRZwHIDEskkMHS0xcFwX7p7n+1Z7/O1zeX74LevCK2/rWWRywtWyA87xQ5Vnmi1Qhu+TWBZmNhePLYvQWRdgHz3glwtf5AdfdYnXNvJ86ZNHnOwO6TV90sQULIWxRhSFgpiYLzPxhqTpabJcksSKgrh8/mJ2LZeVs0k6Kko1EQImzw+lxM/yRUyymOtI2InfVa/zPtflx4+OePfrVnimagtV1zePl+X4hljkdcNQc77O8QH5YkWlUsk5pdwAiEVnT9HmQFrogoe/p34WaWsoGtfZhV9+rWxDSgHLoOtnec6ns1yJ2G0fHXD8YIcwmHDx8SeV1zyJY453BZhl/14fO5fHdhxmFxNKtRxRmFAoi6r9/osTYcvqD0nTmPOPXhcXUThm1A8YugF3nmtRm10kjsYiMtf1GbtTwgCWz1/MwDKvQEbAJklC91gs+pqmE8cemiEwpLXGvKrQTcvm8P499rfuomkxw14oABkmtA53xetqGCoT3RsOlZWs331WkbZKNYFn9UZDdjdvq1HByHXZvXMb07Kx7Bxh0CdN0q8AYJiWRQRnZnp6FpwyJolRXYqzBLj9rU103WDYC6nO5sjla5RqtSz2dCg43bWaqq4byyuZN9eiOtsQeeY5J7txBfQ7nYcqFwFNStA0R83ekyQWi1Cm4u61jihWZhj2YHaxkAFJjvA9j+psDm/UQ4XpHKHATGJEoRGFMeH0iPsvHpDLi01EY3mZw/vbtA8PHsKNSp0JgJW1WmsNn8CPVRdJ+NYtgmlMdXaJ8eBEAE6yxdh2BP2sVBUJdoWSjTcK2L3jkqZFhj2fcs1GT8QowCmYaIb2EEdCIHn76rlJhkTgC1GgVbBoH46ZTjQay8LJIe2w7UNI0zGlmRxRpGet+BkO7t1ldrmY0QW7KhBHCruSRCQwFso2x1EE/rxYyO0uYXcq8gwyDz373ytEcZUXeVUuz2+/1GXlwoqK6hXi01mCqc9d+/0uAAAgAElEQVTciqXss6KrJ9IMO8ce8W8e81Pfuc5+GDKKY64ZOT4fTvi1fp9Vy+LxfJ79IODdx8f8suuC+2a08Sx6eIg18bG8MabvExaK+GcqbyO08CpirGJ5Hskn/xbvzv11vvvqVeoLBXwvJElEtPXGrM0T5ZQbtRqm72eQnQQ92zhMy2WMMMQIQoHRdSsC2WuOuH084q/kHvCD8w3OP1IjnMZ4wz7/P3tvH2RZetf3fe55u+e+n74v/d49PdMzszO7s6tdVlqt3kAIW5YA4WDkWLjiAmK5YspUIDEUOCSFXSHBjp0YV4SxDZWCAoMwOEAWYYEitCAJpJV2dzT7Mm/d0++3b9+3Pvft3HPPa/54znm6R8QJFYPYivdUqbQ903Nfzj33PM/v9/t+P98o1IkjyJcKuBOFOBbXhpZsclNR76DXpmTVzglNVcy8Ie+f6Sw93bCPJwJwpJ27hwsKYpjQFKu09mzuvdDmw1fm+K7dXX6u1+OfXV7ga3pkYlD/482wf0Ms8lHSrncdBxHigxQO1ZdXiKIwUQxXMfMFFi9ssH/vjrzwUuEHPOzBlPaPc7S81KcduWdRsYHvUyhrFK0sdmeK6wRkMmLXanc6csZsmCbNBwI+dP2t75ALZ9rS2r39GtZ8lsff8T6ZLb53d59KzSDwhVK4tigS4VKREiCFb8Inv4jdKfHWb3xCquqH/V6Sp62yeGE9UU2L6jOtblOwTDozP9y6x8R2qS0t0z7cp1ytJhsSMYNf2siyd8dl+dKmDF0RXmgh2jKyYqGLooixbVNfX2Y8sOkcPWBkn8hsed+b4oyGpJny+VKZ/kmL9UdEDvtk2GVh7aLE46ZRqGkuvT8bYjVy2J0pvocknp1BhvJIZK+u022KhC7VENSudK4/HdtousLotE+0vpGEsFxl/+4daZ8b9vsUKxaLFy6y8/pLhGFMHMXMpgOxGTAM6TI4W/TFgmZVLNqH+8yvZegcjlFUU7oaBr02Zl5DVTWseg67O5YqZasxT/+kxdi2uXCtInMJrEaOOy/uoRvFZHPbRDeyuM6EybCNNzsLTSmUVepLIoXNc8Ok4vbpnwzI5sT8eDzwkiCh/kPXpNB8ZKku5DALurC3uSGBF/HgtS65Yon6knhM8e984jCmc/SAbK4iVe+GqcrY3vnVdTRdp7W/TXmugecGTJ2A5Y0rNHe2IRPJbsrq5ats3brJ4gWD2cSXDhpV0/DdgMCP5ffdyJ4t8oEv2snv/tAGPx9NwKuC4oHRp2itUF8SqNc4r4rFXxuDNqb5YEgcZZPNjYs7HUmi5VngjrDedo4OUTWNjFKiUjUJ/ZDbn2/hzUIe+cZlfnc85vPjMd0g4F90OtzvrSQdgxi9ZAvQTlAk7C+R7/XQXJdYUYlUkS2vhJG89yhhSJTcmxTPY9Z5B8+v7POOCyW6zQlGVmNkz7hxucSHLIuby7+F6/4FsqMRquuiJtkGkWHgFwpyJKBEkVDd8060w6/jueEXeG7943zs8hrfWl3BdXx6J1PGpzGKomI15um19pKI60COtybDU6x6jsnQEZ/t3u7ZuDMVOes6mmGccUdkRogibcypeyK9D48H8KVPHfDkbJnHGzk+ORyys/A1XuSJxbXzH+nxhljkVU2nWJmTKuNBr03/BJlWpOnCAy149RH5UonF9Q12b78miUxw5tmUmdPnwDiKqkp+ezr/Sw+hll8k8G3ZrhewEjHjbe3tAgLGklECNm+89aEFIG11bVx/TCpQ02jN86EbacxqanVLsZHn0/XmV9eSeXofkurRME2WL27KWVgaPJKKFa89/TY03Uha1aLy82YuzQfbHO9ukS/q3Hv5RVn9TSenqP0s9eVlhv2eVIOrWo/+yQgj20jacZF8rQCrm1dIyXCGafLg1VdorBQA4WRYuVSkfThkZbPE7h0RiWw1cqRxrkKgJixTQBKC41KoGNSXCvRPHE4OJoRBQGmuKrGsglJ3IBesKBLBNEZWlbRCzw3QdIPacoH7X3mJx9/5nkT85UnqoThnJQRIKZJJgaLN3GcyCMjmMsSxLx83Zcin4rpyLcN44LGwtkLzwTYrmyX8mbC0GaZKsSLU/+OBKzIHwpq0Gw37MzJJAErgR/izmGxOgJhqywUKSUVeXajRfDDEGXsUKwb5ksGlG1UOtwbS7mZkVUanxcRjrrB6uULgt3j6GxsEfsQFarhOkFD2xDxWUTKMbZGDML9WpGhlUZSMrIqzeZ04icy1GjmckY/rdLn+1jreLMDuuAx6YxF6E4VkTZXT9gmLF0pkCzoH9+9i1XOohkKvtYeiZFDUDHPzJif7PvlSHbsnMgzK1Rqn7RMK5cpDn0valfJcF1WDfElnPI3AbMkb9WueSzavsfl0g491OrJdbaohg777UJcuX7TOder0RP9xyvxqkW/49ke582Kbndf61JfzrF0VivqvFEJ+8PCQm47Dl/pF6D8rnjsB0+BV8YsPxM9BEX0yIdR1MS9P0ugyvi+BObGiikXaQC709J9hHO5w7ekGhxWDQaK0H53O+KFnF/jUlc/wBa+KfvcR0rJF9XzUpLoH8ViZMMRwHOnbD8aXof1e/mXui1xZXWV10yJfNDjYHjA+tVm0NljaeESQDtUpg94oEfgKwbHnzuS9KG29n0FywodGeak9N/3d1K5s5g1J0NMGont558U2f+Gv1vnl01N+ttv9f14Q3jz+VI83xCIPcJ4rn1EyUsiWkrQA7G5HzhrnV8Ui2Xyw/VDbHs6Un+kONJ05pS1/8Xyq/Lt0UR7bJ3ju2cYgFZMoVZVu8whVC6ktXpDwmP17t7n8xFMymlQgYZWEpPcwujGKQpSRKgVMacUNafV6xmjvn7SIwjNSn1T/h2czMCDxfA8FVc3zpA1GUVRJDVxYLzK2ZzRWNAK/y9GDkbTirV0RcEKrLrj7914+IldUGNknCUmtJx0K1YVF8qWyZF2n8+b+SYs4FkJCzw1RtQLtwzFKRiebi4nDGGc6krY/8R4NacUyTDPJzVY5ORwThbB4oYTdGTLsI0MyojBk+eLm2fOZKpXaipzJp0Ahzw2ozGU53LpHfWlFnvs0WyC1aOYKZbrNCb4fESUDYaHDsMXM0XWTmW5KkeuItC+/RKE8lwS9KLQPx6hqjjDw6Rw5xLFFt9lEz2bIFeaS0YdgAKQefgEucqguLGI1GjgjgSaNwxi7O6XTnGDmSiiKT+coIKNMqC/nufdyB1Ur0z48RVEyXHnyHQz7PSq1U/SsSrmapVw1mbkhoS9yBryZ4M8/eK1Hc2eIquZ457cusVAX53008Aj9kFESqDR1AtY2K5SrWd79oQ22bvXYvX1Kac6ktTdiYU1c/2JMMic3k0XLolAWm+JZL0qcDEpyLXssbVwXnauuIjfZFx99XIJs5GbTsohCocvRDcFfL84Unp3zeW26yyhQeG4w4L98ZI6f6Xb5hV5PtOoVj79Rq+Hviu98a29XzJYTF4QAX4mWeRyLsKWtWz0pUAv8kOWLZfR5k2Ay4UuTCTcPnoLmt4FnQf5QsPDHl+XYIGXNZ4fbkmUPZ4t6aoMLDf1sRp8TeN3s0Qo/dj/Hl1eafPTROpfuZDjaGnC0Laiaf+vJOtuXf4nTw38i/20mCjGSDUWsqnKR1ycTYlVl0miITYj9JK8oHt8XvchXvukRbn3+mO7xhFF/LP3wVr1Ba29XikSjKGI29ajUsthdB1XT5D0nikLCIBDdF28mv0dnC36eojUnx0fpvSnVUvVaTaIw5pvKl/jZbpd/Nxj8SZeFP50j82Yl/+d/xLFc1BRVpehXSRnHaUvbaswnbeWRxE2uX70mFrnR2fxQxtF+VRV/Fl6TqPHPbQRcx2E8sInjmDASXuE4Eouv742T9laGSm1Fjg8UVUU34MGrtxJueEkuYumO9nxcZyq+Si1kge/JHXHaCUgtYikjvL68Qr5Ywu608b2xqMSSbkDg+5wcbGHVczQfCJFSr9WU+oXUMWB3pqhaAd8TTPHG8hyd5j6qrkgyXkogK1eFmG91syJGD/WGBKtcuvGEnJOnwqhUmKcoKna3Lfn4+/fuoBsK42GfopVldDqRVjEzX6B7LGxt/ZMWj719jvFgRrc5IY5EZVtdyJMv6vRPpvRaov0shHeiC5PNaUkFasrqTCjTxbUym4WM7QnOaIRuBORLBnFsyQ1jmiOf5p7DGSks5Suk45P0cCcTyESiMs7mSIOUQNALNV2ozIf9PooGcaSJ2XzzSGYvtPZ2iOOQrFnAzOtMx4LRkD5W4LtoukIYZDDzBfRsxHScZTqZ8oe/vceVt7yV/skxhbJo3Qeex/zqGtuv7HL1qTrv/tBFTtSIcXLtXzNNfv/fbuNOAmHfc0NyBagt5MiXRLeraGV56fkjipUzO2r/xMFqmBQrWRbXRTs5jRk+bdsSRSt0JacULRFuFIUhw36PxoqonNNrxHNdOZLIZIQtsGQFkviXnm/XcaRo88Frt9h8vMLMyGCHIf9geRk7CHh+PObHj4/5mNah1duE/jdC+XVQPL6hVMKqC499OspLM+YlIEsVyZbd4wG6qbJxvUrRMtB0hebOkHdkMvyGbXPzle/B3F3HtG38gs/kAuBVyfZUFC8HB9/CdElFH4jOnz6ZiIQ7hK/dGA1lq15PrikN0FyXwDSFB/7wwzyn/BIbxpC/t2hhmKLb0nww5IOXKyxsbPCty68STC5iTJyzzUPCzJ8l40IlTEJ3gOxpSDRYw1c87g8f5VL083zv43W+RV/m9ottJoOZtMItXtgQo6REl6LpOpNhl2LFYOoEECuEoZeIe42ku6LJzyuOhRtiZE8Z9vuUq8JuLGf3yb27NFdl0LO5cRzhxzG77h8PG/uzPd5c5P/cj/PWGSC54BKmeSJcMgsiJlPYx3RMXwBxpBhIUeQieb5tf76aP6OtKeeq+EjuOCfDM/+mZojI2+bufR55qsGDV3si0GQ0ZP/ubTTdwHUC5ldNusdHFB3rTKiUeEtTZXRKTRPBHSURElGqyZsPcE5NLNrhkSKiO5s72xTKIYZZTMAnU7RsQBRlAbAaJmN7TBTFLF4o4ftTsjkff+ZRqQranqIOWb18VZAEB2L27rnhQztvSFLfzAIH94dkcwp2tyOZ4imFLMWs2t2OWNTPIUZTgV8UithP3xM53eljpwRCu9NB0eDp965Q+PYVnh1m+PKnDxNPvcL6VQvfj5hbmCYKYZFmlqaMRZFP93iCqonX7joTzILGyeEYTTMpzmVY2cwThTFXnlohDmN+/zcfoKoZyXhP0/qEnsBIXnMbPRvhz4Z0mxMWL2xIdbyiqkQBeDNRideXV2Qnxpu5tA8P0A1xU5sMTVnhDPt9Wns7LF64SMnScR0k/c51xgSBK7zKSWUEEMdhcq330PSYtasWu68PcEZDhv0+b3//AoEfcfelAzTDwO5OEcmHAUt5nZkHuqEw6Ewl3Km6kOOZv7jGsD9DUUVkcHNngDPyqS/lpfArTKKW9+/atPZeZdh3yZV0cnkdRcngOmOJAW4fHgjraSDYBCKcxhEdkOSzFlAVMZLI5vLS6jqbxtQW60lLvSStkmmEtDMaYTXmOPQ8tmYznszlsDTBgg+B1mhOVNTpzVsbszub8eFLDXQDwoCHKIrp969/0mJ02ufSY1WByx35yX0mw+PvXOLvHx/z0688BfYTGKMDWSkX9grAEsawLRZVVWH6lq/gG08y7VtU9kV8aiYMyYShXODPW7fOV+RquUT2uMHM+RE+Xv4BvvWixZUn69Jxs3v7lG945xLXHv1F7ij/KdHO4+iTCaWjI/xCQWbX65MJiu+h+FDoCPBSpKr4hSfAbNPqXOeX1Xv8J89e5Drw+gsnNDttnJFJdXGJ+dV1Tg7uMJv2yRUaqGoO8FBVwU7IZBRZqJxH2UZKeC4LxJD3UrvTlkJZz51KUbKiKnzhk/t8z1+p84u9HmfRS28ef9bHG2aRT8NKzkfHSjEHYnEV1b7B4dY9li9uSuwiJO33c6EJcFbNn7dqpa3udEYPSH59rxUQh2dCIEVVKc816DYn1JcLDPv7tA9A1UJ8L8PihZKcC0+GE4oVoaLvNh3qy8tMhm0KVpZBb0gUxfizmDh26DbnpNI73cQoqopxbrQwPO1z9+UXKFYMwkjjeFfw5nXDpTKXZWpYCdRmnzDREUxsoTr23UCex9JcVbL/86Uy9aUV9u/dobFicri1x8rmFSl0SzccaScgCtM2t8fh1n3ZQQh8j8ULG5j5gmz5pbQsEKEjWpLYJmbIJfnY6Rc+9AOKlSwFVaXbHLF8sczq5QrFSpbKI2Vavs/XZbN84qde5bTtys2b57rMzeu0D8fMzSMFkbPp2Wdt1YusXa4A8Ngz88Ir3shht2dC8OiKrsXYtmnt7UqCYerNDvyQXFGc33Tj2G0eoWczFCoGZj6SwjoQbX4ja6JnfYysSv/EpraoYeYdxrbC5SeeIgpDesc++ZKoGq2GycqlAGes4vsRhWIOuwv+TFgQh/0eUeyTUSKsusXKpZDu8QMMs8Tnf3sPJaMn141CsSIe8+YfHDO/VqB9MGHQdxObmYmqK7hOkCy2Lru3T/HckNbeiMCP2Lg+R5rkZ9VzlKsmY3tG+3AsHBp5jfFAZCxEYUT7UMB2sjkF34M4DihXs5J8F4UhdqdNGIwolCvEscNsGrJ8aVPqW853uM6LugAJhHJGHtfcDB+Zm2Mx2YyOowhLVbFzHXzzeRheEy1qo88kigizCtWFPMe7Y7nRSMls/XaTx59dJF+6QP9kSvd4wqXHalx+osZ2Gf7G3h43H9Sg/wyZMMQrlXDrBupUp3R0hOr5GKMhsSriZek/A5HBtFogd2qjOxOZV58JBQQnSu9P4Vn1mglDcr0euV6PwDTpzH8bX2j8Ee/anxD4EZOBR+dwTLc54RP/2WV+JPccv2r08Q4+SHY4ws+ZxIqCPpkIWx7Cqqd6PpGqgCrserNSjbj5bdwJfo+PKjf54nuv8dLzRxSsLKP+NCFgKuhGhUGvSxwNKVoWo9MW+aJBvgijwYzQj2Sqoes4GMk9NAwCokyEklBFzyijUfKdyiX2ZhH33Tme8A9XbnDoeTz3J10c/jSOTATK7P/99/5/erwhFvlMJoUshFJ8l4qzII07VOTF0z0+kpWvwK3qNHe2pUgLeGj2fn7hl6Smcyr8VMUubmKp8E6VFYVQ+k8oV02KFQVFzZDmbvdPHIqVLEsXy4xOXe7f7HPjHe+Sre5hv8f6lRUR8qKoNHe22bv7Kvv3Myyub/JEQs+z6g2aO9ti9JAwzHUjR67QSFCgFYqWhTMacrxrU1/Wk13zPLV6g9tf/iIABSvL+DROZsoNFtfFXHpsCx66Mx4RBC7Hey4rm1dYvngJTTfErK4ufMXDfo+iNcd0fITd6ZAvlSQcJV1U045DWtkDUtl9PkWtf+LQWFmUlXOqwBc2L4cK8PoLbY73R/hukGBWCzRWi8xKOu7El4Q0z3WFbW80RlEz8hqw9AYZNYOqZgh8D98N2b19Srlq8rnndrE7U64/3cBzQ17+fSHGs7sdVHXKwlqOkwMby5gniiIymYhy1WQyDCV9Mb2OgsBn5gQc74249OhFWvu7yXtsEYUhC+t5FCVDbVnATXw/JJsL6TaPRIs7Ec1l8xqPPbvIo2+L+T9/5T4b1+foNCf4M53Vy1exu23GvT6bN6p4bsh07ItEvuUCe3dirPoV5lfXufPiC4In7kc4I5FOt7JpkcazLqwVGfaF5U4xhAXv/q0e7iTg0o0qFx+rsvNan25zwvxakRvPLlKsGKw/YrF/V4hQqwt5Aj+iXM0mAkBhv5sM88kGY4724T6T4YS1K4/IPIjp5JT6UoHJUAcqOKOu6FYELllTpVDWON59nTDQZeWffk+7zSMUDZo7Q/Ilg298okbeNMhkFX5gfp6P1utsGAZBHPPqdMrnxvcpqirfXavR3xkJol8suBXjgU025wth3ZUl6ed3RgMaq0U2rs/xcXXCrxyecnPnPWA/idksAiMRSbv4HKH9JOpOiO5MyI5GInJUUdH6dYK8hl/xaD/2KJWDA0zbRrVt2ZLPRKHM806FeKgKkW6g+J6o7tvv48vOp/lgEiTTOZ4QhyL+tzaK+Gi9jv3I7/OpxU8ydn4CxfNQogjNtoXgTjeIv8oipvqJJmC0ROx9mC+5izwSfoLP/xePcevzx7z+QlumFeZLZfG9P+3guSYXrj3F0fZXJCxpeOoSx2di5fO+evFzRIAomNJNtKMMpVMmXyrhzVx6zT7bn2vx3mulr+0iTwyZr3GG/RvoeEMs8pB56KdU1QlIm1sqnDNMU4aOpLax1ctWYsGbyJZ8+m+BP7agR1Ek5mOGIav5omXRa4VJyzCDoorM77Tt2j+ZMOhFxPGUONJYvLBBr+ULr/DMxRr7HG0L0lzqMU/b81Z9HiCx8pSk/S9taxcrloziTOeX82sZdl/3pEXMc10Ri5oX89B0np8vlYTaPJdnfnVNVOWGS6+1x3Tco3sM86vrKFEIPrT2t7lw1SLwI44e7BB4HmahwNi2WX9EAHMevHoLTdeZm9dwRkMWL2zQbR7RPT5K2rI1Wns7UsjkOhPWr147S8JzXSEyS7oXZ+1XEYcbeF6SWjal+qVTucAHfsRsFnK0M2T/rs38WiFp4esPpVdFUSyBOeL9i5vN6qao3u2uULYP+zM0XaFUzfKeD2+ik6HbnNDcEcmAa1drjE5dppNTSesLg5CuM6FkFekeHyVuiCWeeNd78FyXnde/QKGky+5HGsiSK5SZuQG6rjKb+PRPHMIoZjKMyJc8WvstVi6W6Z84LFwoUaoYsnUu7HcZmaBmmDmiAAIvwu6Iyru2XCCX14giIR5t7e9KXG+3dUDRMnjwap/pJMCfhRQrBnMLOU4OxgJhWxLBNtkElJT6wwd9F2csrHnv/tAGrb0Rh1sDLt2o8YXf2ae5I2Ax00lAt+lgd6fiPawtiEhT28adjqgt5pOAmTn2790mm1MY9l0UVXwOqi4U92uXK6i6Qinpet3+cjf5TENpbR32e4R+xNatHt2mwxc+uc94ICqxNFDnnqnxlncu8dSFEu8sVfBHIe1X29xrTihWDFYvV9CzIVnTwmrkmLkhM0e8T7s75cY7Frn+tgVeyLj84NYh7vbfJLv3CMZwiOb2ZEuc9vvQhiaae59Q1wlMU8Ju9MmE4Jl/zEZR2G2Pf+d/kDP3WFHRZq6clYe6Lhd7IZoTgBwAsz/mueMSv/m+eVp7I1p7I1KEcf9kytsaJv9kdZWfNbv8r3Mq+sA822yoKqGhyw2FGoUCpOO6VE5tIlUhME2m46/nvrPOL3/Tv+V7//IlPDdk/55Np9mRfHpihTAYYnfaOGMfq5GjtpxPio4ZURiSUWLC0DujMibdJEhHq5G8T6f3AhGTLWzDLz1/xA98/dv4u3/iteHN4z/0eGMs8pkz4RP8caGcoihSRJPO4dMqK02uSkNYdl5/hVyh+H+rogdkR0DO6hPfrgA8qORLQsBl1ecpWhZ1fwVv5sqW7ti2KdYsiclt7e0mF7KSULYaUtmedgFcR0Aj8sWSnAmubF5hcX2DNBe+2zwiDYCxux0KpSxkIvbv3UFRFMELT8J30jl4KnJJY1j7Jy0efeZZ2YauLpkMu2JRTjnj+aLF3t0hJUtnYS2PM2ozm4LdnWL3WhArLKyJaFGAwWmXFz717wiDAKueY25eZ9gXY4hMRrDOC2WFg/tfwu5OKZTniKMx2ZxGoZzDGQms7qB3wP6922xcfwyrIahxe3d63P/KPQplEYfpjHxqCzk59kg94XHs4IxVCmWfsT1LBGEG/ZMpw1Mxh9y4PkehZKBnVQxTw8xrGKa4iVr1HNsvdpKWtcalGzUCP0wwriqrm4J9b3ddolBgQDtHLfKlEnanI7sZIjSoSOBH7Lz+EqWqycJaFrubw+4Osbt5Qi8SPuunLV76TJON64+xe/s1qktC7DYZ+2RNjZufbeK5ocCZdsSYIFdwON69TRwbNFbyaIaCaigYpkroRUTZmMmwy2QoFsZS1WT39mvUFvIYWfFep2MRyapUM4xOZ9QW84RhTOdwzK3Pt6gvi8/29RdOsBo5KlWTUiVLRslw9+UuoR9y7+Uu2bzOo29boH04xsxr+DOBaQ78iMX1EkcPtsmXROCN1cgRRjHj0z5j28aaz6IqGTpHDhklloIy1wlwHXEdOWMPZ+SjG0LUaGRNhqOeTE/M5vLMpg6BH4rvZdGQHbQwitF1RToGChWDrKli5nUqSfXpz0LRZo5iZq6w+1WqoksUL5v8ZLvNzZNdOkGA+5WfoLjvornC6+5aFn6hQKjrZHs+paPdhxbvTBiizVxM22bqrLMbtYR/PxHfBaaJ6omWvQKEyWKcLvixoqKEkfTUB6YJQZEfbh7xE991TY5RAA63Buze7hNFMX/3iTrPv+NHeeVLf4/qdkdy8dPHI9EKqJ5PRg1lFyETRULoFxT5/u0Rv1Y95ce/fYXlfxPh+5EsNKz6fOJesckoGbJ5jULJwK/nELn1IZ4rrjN3OkLJ6FLPEoYeUUSivvdQFCVxMwkvveB5KBxtj/jsbzz4s1lH/r1HDOqbwrs3zPHVRLq0ak0vGkAK1rrNI5kOl4JgUvrYVy/mDz3Hubl/+lyi/RyLSiER8dmdTpKOpVBfXmF+dZ2UJ+6MRrgDW/rYFUXB7ra59vTbKFoWh1v3xXMns95U4Dbs9yhWDMx8XnpJ0xhUAZMQ3YVbn+8zN7/AafuES49Vae13GA8KBJ4nFfZmvsD82jqRe4ZYTXfTc/Mmui6Y74db98SXuDGPmc+TL5YScp0vb6K5QpHA9/H9GdNJjkFP5NLnisJFEMeC1jYZRtSX1zk52CFf1FHUDJNhSKGsohs5ytUaveMhEDA6zWA15smXyglEKGT7la+gqBmiMKa2XGBtwcKq56USXnQAACAASURBVNB0RYqgxoMZziiphgMdwyzhTiY0loU9L0Ww5ks6VsMk8CNqSVsZhMjMapi4k4DW/ojJwOPOix0mI4+ZE8g2pKhoz778+ZIQlwk6YYnJcEBtucCFq1YyxpknimImI495tUg2r1GqZNm7O8TMazSWChQqBjMnIFfQKJQ1Okd3ecu7Fwn8iKnjM5v4OCMP1xG59SlSNopi5leLMojGzGvJ/+tM6qYQvqkiSCXNBi9aqThV+NHnV4ssXyoThSKmOH1sMcaI6J840jPvzULah2MuP1GTeQ2nyd9ffqLGzBEt7nJVkB+9Wcjq5YrsoFQXhFhPz+YBUNUMw/6MfEmXG8TliyIZLYriRN0vnA5pVK6R1cjmNSbDLaJ4D98N0U2VuXmNhTULSIWNIYqSka/DGXmoukI22czFSWeiezxhbHu09keU50wu3ahimCqX3r/Mjxwd8anRKa2jALZzMH6XsMOVX8dsCwW8EgqwjOL74mfPIzsaUeh0UDwPPRndAGd8+iTCFm0sYDiqSsg5kV2iuA91/dxc3kPjrH0ft1rY1l/nHxsfY2u2wz/4wDp3XuzQP3GSa0VkCmTzOh99ps73r/8S0/vfQTYJrsmcG22iKnJxj786u91dhPb7+Gz0Ob4/POALf/0qH/+nN/FdRxZLq5evCJFkrJLLi8/y8hN12odjvFkgLIdOIEdjhlnGC0OiMCabMyTkK92syRjaRGmv6Tr3Xv4a++TftND9+R8ZMg+pvL96gT/f+kkPM1+gurAk4RmLCYlp/ZHr7N+9LRdWCb9Jwm/OB9sIz7RyzmYjnnc0mLGyWRICI1XBMHMyOhRg2FelWjetsof9LtZ8lu5xk/HA5nDrHtWFJfl7URRRX1pOwB8GruOwf+8O61evYebz8v3anTau47C0cUkgQw3B5y5XTSaDQwAaK+L1+jNxTrrHRyjamG5rKhPyXEdUdLmiKSv5FN/aP2mxfGlT+OmdCXa3w/zaopy5p0r6NC40jmcsrF0k8D1UTZzX6299B+OBCPlprOSlXbA8V6V9sI+ZV1jauC594FajIXfzw36fOE7brxphGNPaG3ByINqAVr1BbXGR2qLo8PRPWsymu2iGQmN5HcM0Obh/l+WLZfIlg25T3HwzSgZ/FqIbCu2DMQ9e61OaqzIdR7jOGEVRmE7GWHWPcjVLdcFg5zVfUrwCnwQQMuPSjcdlt6bXanG4fYfagqiCD7cHVGrz9I4nWI0K7/7Qt9N8sM39WzdZuVhmPPBESlwkAo9Sa583C6ktXSYMQpoPTli+VMbppymCKoapcrA9SLoZhiTcFUoGURize7tPY7WIVc8R+hFj20NRM2SUDJOBR//EYfOJGq/84TF7dxxmU4drT8+zcrlCrqizeKFEIbHKOSNPbCiSCjvVowjXhULe1OWiHSTPJRZRMWJYvCDsW3ZnKjcdD17rU1suUJk7wzi39keEgY6qjZm5IUsXSkwdH7vrMuq7lKwFNL3IqN9jPJhhZLU/VrEDuBMhHDTzmkyKDP1IZqWnGxUjK0SCaWSsomb4zHjM86MRrc51cNbPPO7WTVj8XVyvil94G4VWi6zvCTpd0ppPg2aUKCLj+2IR13W8Uhk/X6B4a5FQfxwlihitWCieJzYFyYKeKu1V35etfkgU9p5YoDXXJXdUYmp+mF/Xfo7/9skl1kc+r79wIj9fq5Hj9MTh+xoX+On519lqNFA9T24m5KHr8jliRcUYDTFGQ/l+XONJiAxujvf5oPYK//KbN9i61eXmZ5s4Y1UGhI2H/USoKTaLU8dHTTaZrhPQO3Ew8xrOSMB0BMJahE7FUeYhEqeiKvL+bpgmrf3hn2xhePP4UzneGIu8opDmiqc2rXSBP4+OTWe+En1qmowHpyIRK1nUy3NVqgtLAq+ZHGc2DlW26M/P+s+QrDpRFCdwFpON649h5gs0d7bpHjeFUlRVxBzScYiiSMZl3vzcLrWFPCf7rzKyfbK5DPv3bMJAKI9BzMMrVZP2ocPcvAiBSN9fsWIxxhY55rrOpcceFyz85RUevHqLKPYJ/QgzrzEaKIReBLTZunXE8sVNus0JSkbn3s0XE0xuhOu4VOpikySAPXkxR55MpD85xY+mSudixZJ0uvOK+NTfXl9akRuX9PfNQuEhHOn82rrMDm8fnnUxUkytYeZkfvzu7T7rj8xhFjTypawg+yUbsfQxFUUlk1lkdOrjOoL0lysIS6Hvlem1Jly6UU2qSOEHHw88Nq7PMb9a4Mu/d8jKpasyfnR0us87v+UCuRsWteUmxztD7r7UY/HCRU7bu8RxxINXX2F+dY3Vy1eZX12jf9Ji0HMJI59KTQjFNMOgurBI88G22PBlBLEuDPI8eO1MaX6865EvlbF7LZ54p9iE3fyD+3ITYBY0ipWcYO+XL9BOMu2F/THD/GoBu+uSzTXYee2Iy0/UCLyIa2+dT9wckyTdEAolg9Kcydz8jEG3SKFiYNVN7M6Ub/me66hqhtbeCHfis3G9SkYV16lIqsuTUc/0MYsXRDTysO/SPZ7QaU6oL64R+D57d+wEoqKQyUyYjHwK5Qrv+uYVvvzpQ07bEbmix2was3xxTQZA9U8cojCmUJ6ntriQdJgaaLpw0PRPWslIS8Sf1pcLIv7XCZi5AVlTJMctXiiSLxmCqVDSqa2LWNXZwOP3fnWb9uEY3dQI/ZBt1+VgFouqGyC/Lyo76ybfU6vxy5lfwI0MhoXLqJNF9MkEd7XPlbf8BPdnM+zmt0pBXmX/AM11UXxP5Lz7HtNaDdeyaHz9fy2+56M5aL+P7PbT5Ho9kSanqGdAnGSGnYlCOd8vHzWJ1XVcvpufnP84//zZFT733I7MHQi9iPbhmC/97gE/9PQCf/Ot/yMj/hsKnc5DFXsqxAuTuT8gE+wyYYjrCiEu7iKfqf8hB1cWeWtjFWfk09wZcry7RdYsoGTEdzZf0rG74nWHYYxuCk3EeCCeM5tTCAOVomU9FH19Hn3rJffe1GrrnuuIfG2ONyv5P/cjk8nI3d75SNTzgQgpSjW1UqW40jSPWs6AwpDFCxs0d7YfiqJNhT3nOwbpnw1P+8I/PicEUKKlKZKXUlCEWPx02Z5Pn9PudrDqsLi+yeh0X4iMNI1cySAKZ5Qsgfm06iZ616V/PKVSq8vKOvB92YKPwhA9W6ZSK+GMR5JRX19ewRkNZVTq/r07EuayflWQplJP8HnMZGNFiF1EopmA/oidtyrPZ3p+NN042/xEoewuiMdUkq6FeOyUCJfa7tLM8yiKcCcTqZ5PcaJpCFB6Iz8fdjEeeLz+wglz8wtY9XnZ4ku7NqlNMv1sBWXvGJF7v0K+VCYMhKq/fzKlf9ITYBo1wzd/1zWO5xTCMMYZWvL91JbzHG4NeOZimczVsz9//QWhdFd1hZkT0D48lLbOlJmQzRZpNk+o1OosX9xk4/pjOKMhh1v3KVdruJNTDLOSjBPKyaZIdCjsXksSBK1Gg/Zhl8ffuYRuKJh5XbpHsrkChqnK1r2mq3huiFVfYtjvEybK68OtAfmSTr6k0z8BJWnLL6wVefv71/jF/+klcgWNXEEn9KPkfwi4TUFnbiHH6FQI49avWtx4xwLZuok6i3j1j1pECRhKUcR4pVDSpQtG6GKGCfluQm0hjzOaUl3IU13IM7I9+id9KrU6h1v3yRWFC0DVSsCIXqtJoVwRiYhhBDpygylGVz6FcpbqQp7VyxXyJZ3li2XUisHJbZvqQo5eSWF3NmNrNuO3HrRxo4i3Fgp8x+UKrUTM2T+ZsqiXWcxmaBW3JKUOow9GnyAus5HNcmf5/4DxZUKvSuhVwWyhZjI8Wygw2fw0bvQp7q9eRHM/QrHVQpu5KDNXzsWntRrXTZMbpkmxpnBn8ZP8emQQ6l8nF/fUfqcAXjpLTxT2qu+T2Q1xRjV+wXg/xac/zQ997+O88KkD2odjXMfHdXzuvNjmO9/1Fn6m1uUL87sPAXGAZGQQyhF0YJpnYsFkQxGGNWKvCt138g9Lr/C3Gw02rs/JEc9pW9wnd2+fJiOkHIEf0dwZoigZdFNoaIZ9NxmheAS+Lxf6KAqlGDYlW4oUu0miti//f1gl/gOOTPTmIv/nfsTnQirOeWdB2DPOW+PSI509m/k8pl+gfXgg/eACe7smaGIzV3o1ozCEZCMhqnth/XBGQxRVFR55NUO+KGh7w34vIe/lE3CKSGbKF0sSdJN6/PPFEp0jwVwvV2sMunuEgUqhsira3rbN4loJqzZ5aAwReMLOZXc7lOeqLF/clAta4Hmy0j+/2KUEtbQyTW1s5WqNxQsbyevWpdc//ZI9NPf3PVmNp1CY1AKXtsxTBW16YxftfUf+DAkZbmDLRXk8sGkfHiQJVLsymKZYsRIL4EhW/ilBKx0jpP/ecE0JRxoPbBlSI8YJQ648WULT52jtnbJ7+4BsLmnpOj7twzH5ooHVENeLlhHWupQy2D9psbCmsnWrxx99cp9CUv3feHaR/onD/GqRrVs9srlFKrWSBHoEvk8cxbT2RzRWVhMPsC6Y9pNJkjvfRtMNaku1cwRHBfu4k1zninRHiMCURV78va9gmIn4z1CYjnWau322bvUoz5lcfapORs2IlMGTFssXN3GGEw7u7aHpiiC2VQxGA49sVmXrVpcwjHEnAauXLZoPRGu0aBk0d4Z4bsDJ4RhdV7G7Lgf3Tgn8kO6xw+5tYXtr7gzZv2czcwNyeT35bipJ+E6PYiXLZGgk2QlGwi8QIsk/+I0H9E+mgIicVVSVjBLjOgFzjSXsbjuBAgXyGk3FWeL3xbUcxxHX3trg6//yJQ60kEPP4+dHPb7QmdDNBOwezBjZV8FLUK7OOlRf4MnrB6w/YvHS80fkSwaHWwM+Uq3ysU6H1vgyOOvoJwv4tQlEBs9nf4eapvGhhRn1lbtcM02eH434suNwxw14T7HIDdMkANT5XbYsC2t396ztrogwmkhRCOKYjyQjvQ3D4DOb/xpb8WBXdAeyo5GIh026aJGqoCTOrlmplBDtPBhf5o77CbJXFqm/luf+V/pouoGq+XSbEz79q1v8g+9Y4S8N/hXBy39HiPjU8Ow1hWf/HZgmoWGgJFCfXK9HZBgonsdI+TCfchf57PjX+Uc3VvkGfZnW/oiXnj/CMEuEATx4rUe5uozVyEldx3TkJ0RK0bIvVgyicEwUihCgNK46in2iUJffhfQekopE3zy+NscbYpGPIcFknoFtzoNXUtvbWdWpEyWzdEVRRfzswb5QnZ+r5lP/e/qY8FW4Ww3MXIHFdZFqpxliA6AaQoxnNeZFqE1S4cp/p6qyuh72+0kcqUiXS61YURgSBm3Kc1WKFSsR8KnC/jcaiThUz8MZj4T3PGvK9+hOJjLqc7FQwKo36B4fyceeX12TM3Aznz+rhhAe43ThTsUu6bgi/TnlDojzbMiORkoJPGu1RZKVf14PkYZReO4URVGTrPYs9aUCm4/XMEyV5oMha1fmk1meniyWE8LA43j3WD5WbVG0D49374rNVUFjMA4F1MePWLlY5u5LR5SrVeZXRQLfay+0KJTEa8wVRUJbFMbS/qgaCrWlAlY9x2edISsLecJgEbvbTs6LEG/l8qL16zo+u7f7jO0ZW7d6ZDJn7on24T6zaR8zr5M1C5SrNZYvbcpuRDoqckZDyIhKPAojFi9soKjqQ/Gx/mwotRpGci2kG8n+yTGGqaJnIxbXN1EUhYP7dzncGtA9bhL4EY3ldbkxW7tygyiM2H5lmytvKTMdeWSzOTw3ZDSYMXMC3InP4HTG3CSgZBm4Ex9NVxn1Z8lIQ8zcXSfg7ssdZm5AoWRw96WBABhlizS3eyxvZilaBtuv2MnYZkyhnMN1JvRaTYoVA1WrY7eawqMeaTRWAkpWme5xl4ySQcnoFC3RNREJhrlzbIwzh4gYg4VkMgrP/qV1Lj24TWsWn4XDdN8vBHNBUYTWRAYERbShWIi7wQ6dBVV2c4pWlumRgx0EYiMwvkT56D598xKxuc6B77ORzfLXqlUuGgZv03MyP77Ttlicm/CTa2vYYchv2DY/bA2ZlUqEuo56Lj45XvosN3I5yq+OufKWOjeqObZmM34y+hVc68dEBa3rRIZxpoYHKfYLk++c5rqog3U+c7TCb80N+IbLFcgIml7KQhidunykWOJvLeb5uGmS7/XJRKFs26evK82yV5JF35g4xKqKVygQKwpm18Pl3bjamJ/O/gEfefYqr3/phPpSgdZ+j6xZIFeY4+Xfb3PlSYtixSDwIzRdoVw1qTsB/RMH1wnIl3TCBHAU+D5mocDotI8bOLLQSDuX57upX5vjzXb9G+JI7RbpPD5dxGToTIJFhTPATdpSTkV1/ZOWRGTmS2WpFHWdidxASGueqhIFosKsLizS3NlO/lzMJMe2qCC9mUuafJcGOaSz4vSGVK5WZdWcvpfli5ty5q6oKvWlFRGXahhy4RwPbMa2fQ72E57d6EJR3TQfbIsI1MkE6MjzI85JepPpkEbzpi2x1HL4MCPA43wMZHruUhth2i1JuySi2kdWpGnCnvgdJRH/tbn6VJ3eyZTB6YzjXe+cqjbAGY1Z2hD2sXs3O6TY2v6Jg6oJ245YLERITb4oEtbMgpbYdiKKc6L1LRS74txPRj66rlBfLkgYjO+H+B7MJj4H92x+55fusXm5wm//2hZX3iJuMNWFRUanuwz7M575i2vUlwt87rkdWvtCYOW5AWEwRFEV2V0AIVTz/YgosmSXR2odlgoPjRfGg1M0XWf18pWzcxyG3H35GNcRyuLxwGb54qYcYwx6B9jdKdffKtCwdrfNpceq0gmg6QqD3gTXEZ7stBuSL5V4/UsnFMpzdI4mPPGuJaKdOAHYmMwt5NENAW7K5jWypsaXf+9AIJnXClQX8tx7ucsT71rifR/e5KXnj5ibH3Oy3yGNElZV8RrCIGA6GVKyROclHcOkI62UGaAbKrNZiK4rZDJZynOlJAZXdJhEiJIIckrfv+uIiNOxbROFEXo2w6yi0bpfAPtJscAn4TD6IEZzp8RqVSS+hSHGqMMw/ygvOw53XPeMzV8xsBo5Dr70nRAZYkE1dOK5+3D5n/PfLS3x9kKB9xSLFBWF7a/0+OCFIh8DGuUWZqZM+8Ueqprhu5+s8cNBkcBMxHhhhDmwxQJd3MIOApqPWjyYjbmWMalrGn4cYyRivcgwiBQl8ciHSVb8WdGRkvLK+/uMwr/Nj9V+iJ+6uMYjTzXYvd0nm8uTyXgEXsSdF9t89NE6P/O2l9E+e12OBEJDR/XEvF/xPZTQhDB66HliRZFI3FDX8bV3c6f8Oj/ZbvPBTYvmzpBh32U6ceUCvX/3lCfetUR9qSB0ApZBdWGeV7/QwptNcEY+mUzI/OqazM8QCYk+k+FA3oM1XZdkvK/d8eYi/4Y5zos0pIAjQV0GyXqWWszShSr1uBtZIcIbD2zKag0NwcDfuP4Y+/fuJAhH9SHxXehHEikrbuinAAm/W0kWOl++NvecgK9YsaS6XiRuqQLfqAhhmLFgJoukg5E1ZWU37J8x8LvNI9n2nwxPKc+Z1JbzVGoCrdptOgwGM8IwhliR1bqstKNQKtbTI45DMopoUQ8Teh+x+PswCFB1BU07E+OlDoR0pJHO1kWErpGch1Ceh7QrkB5WI8f+XZtCeZ5eq8nSxqWHNhOabtA97rBkqmTNApphSArbwnoaAWrQWBaagk5zhKJoTMZTLly1GPRdfDfAM9wz8WQmZdYL9GqxIoSNubyOqon3PB7MeP2LNq9/0Sabq3DnpS8QBWDm88zNa+RLAo3b3BkyGYo2YtGyCAObopXhtN2XISxxpFG0RGhHaqu0Ox1h1VRVihVfvg8RAzyi2xQuC7vTxpsJp4JuCJdG2rJOrxnDNPFnCqqm4YxHdJtHZHM+44FAzU6GIQtr+cSTPEpsl6cM+/1kFBOLxLWLm9z6/DFRFAt7YyLqA5gmCvrp2OeJdy2xe1vkhwuvfpatW10hsEsQzpVaFmc8I6NkCDyxYbj0WBW76zIZOsK+apqsXr4KILUq6WYn9CLUJEQozbYXG4AcabLZ+WsZSPCnQxQN1q5a/FyvJ9Cxzjp4VdRTkZpoODb6ZILq+RLxClA4OeXmIMur1pT3Xa7gToQrpflgiH7xF/Dvfy+wxLRWA+sTfG+jwQfKZU7DkF/o9SipKh94rEJ/e8xfq87xm7bN86MR3/1ojQD4sYMD6q/uy2x3EJW35rrQf4bPLXyFa6bJoq6jZjJszWbw5X+B4h0Rq6qcn6ft9JRKp3gequ9LcZxp26i+T+v+d/Lfa7/Kr713BWfk0W1OKFo5ilYWu+vybG4ec+UTBOZT4rE8kXqX+vOVZHHPhKHk7ceKKiE6qegvGs0Rtj7AT+R/lne99zLvfarO8//7A5o7A2ZTMVN3nQjXCWgfjhO9SA7NUBJRpHCBeLNQbn5TnkcaXkUmkkmDaUfxzeNrc7whFvk4PmMjK6qKqRsE3uQhiE16pHO8NDlNLE6KjP5M26HLFy9JcE7ajj/Przdk1Z0TFfXAZm5eJQrjBIiT3kDDBPnYF6Q2x2Hj+qMySrPbbFKu1mRoS1qRH27dkxuRVCCo6bpsww/7PZo72yys5VnZLOA6NcJQRLMO+65IGfNDrLqYhZ22xU1U1Xyc0QzdyMpFO2uK7oOIWy2iKBns7pRS1aAyl6W1P6JYyWI1BHDmeG9EPJ0xGZ6K2NRiSW5+JKdAUeTmIQoj2T2IQlc6GYanHQa9mJJVkzft1t6u/IxSUt90LMAkaRtv0LfJmqpMw0qxuSA2LiL9Lccg4awXy1WOdx/QWFmlvrQiCYLOaEjg+8ymXaIoxqqbLF8s4zoBipKhaBnki2IWPbahUssym57Nl10nYHSqyArDyJp0ep5A0npj2ocH5IoqVj2HomQoFHVCL+K1L/4hxYpBHNvsvHbIaDBDVTOUqia5okIYxEQxHO8+YH61SBhlGfSOyeYqpFnqge9zuHWPKIx49Jlnk8/WpXN0n3LVJAoVei1xMyxXa0SRw8g+oVA2CPwA3xtQXcox6o+FKySM5Ugp9dIXKwZFK8vYntFrTnCdALs7xarn5PdpPJixeKFE88GQk32fmevT2hthJh7pTKaEN/OxGiaGKWh5YaAy7PdRNZdu84jW3i7lalUmLYrPEdqHUwrlCpmMh6qFzDWWMAsFqWFIEahpdyJt25cqWf7q9z3Bdzb3RBXvrKPOYll5qgltLjsaoeUFmc4r5AVUxlnny84e33O1zu7tUwm3+sBSmee0MYbjoE8mzLrv5tXpl/n7zSZ3XJeDznXMuVf4qfV13q/rPJ7L8fnxmIOpznEQsO26/IZtMz8ciU6AIkhz44VFAtPE3F3jIPo7/Pgj/4wVXaehaXzp3geY296WVXYaCZsK7uT9L1lwAbxSmVm5hOr5ZHce52ZQ5F+/59d5+4WSgDll1cTqGHC0M+TbLYt/Mz8vF3kAv1CQjwdnoryUo59uMoyJyKHXHYeR8hSx8Vf4R8Xf5QcXFnj0mXk8N2BwOksAOSHtwxCrkUtGY4LlcOlGFWfkcbg9wMiqeJ4jRXhio69QXxJAMXcykZuAr+nxpk/+jXGIhcNAMwQ4QQJqzgFtUvJdGnso2vqebMXnS2XKVSGAEqEzQnC2fGkTb+ZKW1fKXgfBsk/BDSAqwtksJJPY9dJZdtoJANi/d4etWzcFHCcK2bp1U6BbxyPZitIMIdgTdjvRqhLVsc7h1j0qNYMrb6nSP3G4f1Mo6UXVM8QZTZINgkp9yWBwOuPa02/DdRxO21vEURazUMCqz7N/7zbrV+fwEixsuWrizQLGgxlL6yUBhXECrEaOXDGZY+c16suFBCAiWstpJCggARbi/UcPVV1pu9wZj6hUTUanabvfIJNR5LlNCYFBPgUXnVKu62iqiVUT8/HAP0meY/XsppCEiuRLZXzXOZu9F4ryWkk3H2kwTv8kZGzPMLIqnaOIYqVK57iFmdeoLRdo7Y9YvrRJv3XM/No6p+1tPDckm7OwGnNys+A6E3KFMu3DMWtXrgNgd9pMJ0KT4HtjPDeU3YrA98koUCyHWI15esdbnI59FtYusvn4WmLjtDk9ccgoGfLFEhvXHyOKBOY3FUKm72UyHFOyFug0W9x4+3vYfLwsN01HD16hZC0k13YZVQEzV8NcgfbBPlajgZnPc7Qt0LOarqCbGqqSIYxi3LEmN2f+TMN1ZhzvHWEYeZY2DMYDj9JcMUkQE7CkOI5YubTJwf2XxcZJzWDVc+zdEZyF9sE+mcyQcrUqnATLK8lYRXSpLlzbRNN12ocHzKYuc/OW7AhlMhOiSJe/b5gmzlio7jeuz9FTI3ZmgqWgj2bk+n2ywyGuZaGE4VlIDIkVLYrE4t36AM+V/xd+/LFl8oe69Hq/u1jkueIWof51ZH2fzGiZzw5dMdtvfifq8dtwcz4/qv0w08VFPtEa8JnRCO79KC8u/ysOfR9LVTl69xUx/08U68VWi0KnI+bgikdBUWhoGm4sdASBaaKEkQTlnFfUR0mXMlbPCHgSURuGZG2bSNnk12yb//zZFYysSvfYIV/S2brVY+tWj//5u67xy2//rxh98Z+SCffxCwUU38dIo2/T0JrkeYCHvPXp/D47GsGdZ/isu0jnxv/G688+yr2Xu4wHHqoW47kxR9sjnJHP6uUKViNHfUm4QAR8ycN1RABTSrmsL61wciBCsFLlfae5L/NBvnbHm4v8n/uROceuPw+ucR1HzrHPB8sEvierlhSrqCgK5bmqFLCJhVWXorHqwqKM83QnE0mbc8YjaZNKrUITe4aSmeIktrx08UtFI3YS6ZiS5+xuR75+YfET4jl3MiGKwv+LvTePkiU9yzt/EZERGblnZWVlZS237r70qpZa3RJSC4SEkAxG8gGBbcYYfNCwGDECxhzEDMbHBgxjxgPYy5xHYwAAIABJREFUmiNAGgM2WOKIGRbZlkAgARLudkstXanvvtZeue8RGRmRETF/fPF9VdWSzZxByM0S59S599atJTIyM973fd5nURwB3/Po9bo89AoRXXv/2iSxtbXVHrZcS7NWywrdu6HhTgLyxZOJhe59wtDn5MWXEEUh2UIROytc1qQWX7qnpUxDmYrID8PQCJNkuPVzJXbvDNEaBsNuC6h93vMi1wMSAZkkdr0p08QwpmiGTnlpiUG7nUyoFdWcSahOsG1FA2GaEc3tHZHnXq0x6DYIg4jmzpZameiGQTifY+dyNLab1NbzDLuRkt0I6NBVEkA5hc+DKbqhkSuGdBo7RHPQDI327gTPmXP+sTPU1k8QhSE7t6+jaQZnH0mgZm+aXMss9648T2kxzf69uxQri5SXaipc58rTf0I6kxaoUQKzu+Mxrd3txMo4QtM1JYds7+1SrgpjG13Xae9vc+qBh9B1QbqTwUo3nnsWIxUThrG4bj1TkTf9mZc0FJGaiuS1EM3CSAQRnTyN5ziYaSHb6xzsMWiNSGc0rHRKoCXJikk0BCJFsNdsMOjcxUilcEZ97Lpwdqws1/FcN3mNH3I47FyKM48sMGg5SeiOeP1Ytq08GKTSQ8opy9UlnNEOze1bVFdz9Jpj0hmdE+fXjkk4xTU1yJfS3JnNaMznEFnCEjZhpWuRIKrFuqFc5Aw/wDCFiY3RP0HYeYrL001emrj7ec6c783XeebcNX5z8mkC5yLp8Zj5f/7fVaFOebcIcjka0c/w9uw2pCbKNOd9/T5eFDEYnoTUhHllAvUPExevMb7xTtJjG2fN5IlHfxlDszltWXxiMlHnLo+jenY9EhnwMopWTvb2YEB6NFY79Gy3y/Nr/4D/9Lr/wBsfXuTe1R4zby5yAXSdK083+OEvr/KTJ38Xf/AKsi0ROqMf2cProKB6AMtxiZKQHC0UqyojCDA8j1n3IW7c+CYqwa/R/Ycv4Vd+/FNk8xa+N8WyRVPf2Bqzfq7EzmqKznzOy5+qca7psn1rwGQgTKBE1rxoIBpb9ylWFrnw2OOsn7vAnc995r9eDP76+KIfL4oifzTdSNrA6oZxzFFOQvSSKKa+NzyUcg06bTXxS6tbsSMdiSkjX2Ae+Ix6PTXVSEhdkOiEdaiwXRWNgiSRlatLIj/bMIiSHeug3VKcAWmjK8/lhdG2stCdfdjmxnMtSotruJOxajyc0ZD6yYKAhg2NbCHAzqZo78259PI6dz53OWkg0sfgLrHPDTESK1FhFypulkLyMmUy9NVutrvvYtoppAVsvlQmnI9U5y3381LuIg/dEOYvkjBYWrToNV1Ki5aa3v3EXEheAwhU0c8WCrjjNumMaIDmvsi7T5k6Jy6U+fTHNkU+fTYncsd9H8PIMHXnlBZh0O6QK64oprqcpMU1yBDMBomkbAHd0GjtTshkTZyxjzOK2L9/T2m7M7miUjnY2Sz50oIK99m+eUNMrEtLigHe2t1RhV7TxJQiX5OSsNhp7LC0miMIIkJ/SudglMDbESnToFhJY+dSXP74HypJ6MaFS+RLC+RLC2xev0ppMU2vcUCxsqjknwebdygt1oijFNNJC38WEkUridujUClI/wErbVNdWVMFdzIYkC8Jrf2g3aC0uEb95GmF3EgZpTv2VRMqEZzJUBg+eY6DM4r45O/vY6QETBtFMaXFFRU6Muq3ccdj7rQvi0CmROI5SWyfxXt3Tm09z9J6nlzxgnoNS1MpidIVKjblJVsU+Vks2POg2OcShtYDXxHV9DBCD3wi02JWGDEdPMZvDS7zCrvA1BHKnD/4wB2+6xvW+MS5f0978C8obPXVDjzleWrazu93CM0SQW6V0DSJM2MazZcIAx2/Iv60eizVLvNUPs9v1j9MaL4arB6GpuFFEZMowtA0qH4C0/k6FUF79FDud7ootim5p44iIj1UKEVomhjtC/xM69/w1JkzvOKNG9x8rk3KNBh2fTav93nb15/kJ1f/A7N7X0UxybWXzYW6XoAeekSGrs5HhfAAdhJmYwQB896TDPwKj1m/wL977RrXPtnEn4ngI3HPFMNDKZWibBjYus6ZhxeTFWOEP5uTzpSwbJu1s+fp7O8x6rfZvH6V2omNv9bJf4kP/U//kj//Q9M1RXKTpBzpsiZldHJCONoQAMf02lJbni+V1eekHl1OfhsXHlA39BeSyA53TaYih0hHOOmwJ5uNzv6ekp2pcwsPYW0hrZOP6VDjbZg6ZrqIOxmrny929im1S50MZkqmks6E3PjUs8oZTD52MU3quOMxTkLKae1OmAxk7nes+AV2NoWVTolp3tIZJzt/z52rYJ7k3n5MaqgbemJSJNYjk4FIa4ujidg1zwV8/8JsgCiMDhGZpBAC+F6o9NGaPlPxqQ89ucyr/+aGQkGqq2sKqYjmeTr7TmKwss/+/XvJdJs830p6FbB7Z0i+lOblr1tXPu6BF1JeWiKbL6jnTiJCEqbPl8tqJZMvl+m3PGrrG5SrS7jjEelMn9b+FeJ4xsbFMu293WOPd9Bus5hYxI46c0Z9sUqKo5SSHI16M3pNl/XzGS6+rMraGZvbn/00rd1thfYUK2kRQjQTfJO577NYX1PGQpOhTxylVCGXSMmo16Wxtam+t9c8OEbGbO87zKaHJkey2Wnt7jBoi7AhmS0uromvfCW6jX1Spsmlx59k5dRFljcusHLqIrX1DWX1nM0LuaGRCtE0R0XrSpvk9t4u7kR4GFz++L5A51Qz6Cv0rddssLic4dQDFT7lutB5CkAx06VsTe6SQ9MkMi38XFYEylji64gs8rpOe9+l35xiZ03GfY8U8FQ+L6ZwwzgkzSVHaJroCQFOyeOK1w7le5VPUTjzq7zy/Mf4qbU1Xl8oUKg9Q2wYGP0TPHP31VzeeSkfbKZxoogTi3cZr63hlcvHJvrItA4JctEhOQ4ObXDlERsiG/5G6xTvareJHi1y8fGl5H2do7njsvOfdvnhep35qT8W7+EE3ZDkPtNxREOTWOjK36H+HviCjR9G2IMBmfYQJud4vrtI9yV5Xvv1Z3n4lXXSmRjPdRn1PO58rsvZlMVFM43W89F1YXm7erpIfaOApjm09jZxx2KdY1lZ+u1drjz9J0rW/KU7Erj+i/XxF+x4UUzyhpFSk7EolpFySpoMB4x6vWM3raMBM8Axre1RpzyRt15UpC7BhtYpL9WYDAdqF+9700TrbFNeylA/WaCz79BtDqjUVvHTtnIqmwxFtKZNQaXACW/6QwZ6yrR42Veu0t6dCD/2xBnO9zw+80ddpXfWDYPReEQ4n2OmTTUlyQ8RThEQx1pCFhQGLJ2DPcHc7rTJ5GLlAx6GMZlsiqk7x7KyotG4GlMoL3P3eVHQVs+cpX6izGwaUCiH5Ioh2zdvUFiwErlgmPAcjjsDuuMRnusmu/YUw57Q6Is9uq68qmXxlY2VRAPkhJgvWWi6hTtxBYkoihPXNmHQIxsiKVOUU2nnYJ9yNUNz5waZ3JK6ninTVOuWfFmsLe5d7SliEKBeA7puUDuxQWPrPp7jCKOdXC5ZE+gMBgNlqywRFnc8plC2ME2dbN7CSqdYqC0LZOaIvLK9NyaOIxbrq+I1Vq3hzzya27eELDOAcK7R2dMI/D66rnH20UUyWZPrz93ANHU6BwFxHPHIlxX43J9ssVA7jYxT7uzvsVBbFo1PIuNUOeC9LmgRrd3thItSRNeNJLo4FGuaIEz4FYcESBLkq7s/pLRYVcZOvWYDOyuui2XbtHa2FXph2XYCw4uEvl6zIZLnlpaYDCKMlEVtXSglytVaEku8SWkxprnjcu7Rx0mZlrIKVgYpiYtkyoqP72zneRXrqoUhUbKL1w1d7bkj2ya0TLxymdnyEMqXmUQR5WqO+1d7wp7XjziVFmsAOEJOM038YpFsq8V4bY15NiX0924Bijc4deH9nE+nmQO2VqRumti6ziSKuOy6jG99F0uOk8jevkZM/6c/QHsuJmrb88Q64QgjPzJ0MHTkO0wiErIR0H2fnOOIhDnDwO4PcK9/L+9uXeXd1U/wLx/WeOlDFT5+d4vVM2f549++w4993ev4xKXf4/aH/x56cl2MRDt/FEWITIs5KPRD2uDKtiKdEAuDXI5563X8fOeD/Ei9TmU5S76cxp+FTCch155tYmdTLCxnkwTAFI99+QpbNwfcv9rDn4ngq8mwQzpTYvXMWe5deZ7Cgokz+otXKP8iHy+KIj8PAsWsl5OZgmLTh1a2x4xsjOOa+aPTpAqnSbTeILzvARXgks0XGHSEHGoe+MkOKVIwd6GSTuxC27T3djFMnVzBREvoA3JKtbM5FXsLQgbU2t1msV5NCFCH/u+WbRPHXmL7GCEtHkVj4zN1AzJZk3I1I5LYJgH+LCRXtBPkwFfa7UNXu2wy8XbJ5KaMeh6nLj1CuVpTxhSioRklTmtCxpMtFEiZFoN2i/LSEsGsy2zqqPWDgFAN1bzInOgoCqnUM9x7vi8Y1TM5GetKCijCVcSKQjx2cQsJkvQ4LZYojEh0s2yDuZ8gNFGoWLjCMrVFGE6prgiiYGU5myToLZIyTWGEtLtNtiA86+9d7XHncx3mQcS9Kz0mQ59h95ZCXeTzJdECaWTTazYEzGyLjPjOwZ4idvozI9HICyhSxOB66jmXToODdpt54FOprJAvl2nt7hAEEc1thziOyBYEs94ZuTz4ZI1Rb4Yz9iEW6Wpa0phUV3Msnyywe3sHgFMPWOI9YhjJ+8FP1lEV9ZoL/Dm+5lE/eUq9B7KFIoEfEs4DjFSKfLmcXDuBNglI3lHBTNl8QSWIpUwLP0Gbps6ExtYm6+cuJGuOEdeefeaI9FS8T1fPnFXPm5W21XssXyoz7A5YP3dBWSTLVZjkb7jjEbPpDrliVvjwVxDT8zyLEQwSTXlErOsEGRsTMMZjAtNKrGULeJee5Q0PfITHsllSms3GE0scJFasAIVOwDgMYZ5nVijgZ7PE6RlktwnNNeblkZrUjCAgdDfY7K2zaTc4kQnIJfeY657Hr3a7jDsvw97cwAg2xU57U9jMjs9PxLn7FTVF64GvoHF5SOKdgtR9X0z2iTnO0ez6fKOBGz1A6NX5+eWf4APLFQoLwhvDzqbo7DuMw5DhiRMs3r6tmobQOmzWJZchMi3hkJdM9lEYCcLfkXNJj8fEB0/wgfJlBvP7vPcrT9Hed/CcOU5yL7j1mbayHbZsA+OlZbIvXeDl9SzPfHiblOnhe3OCmUCNzj36GNu3bgDHVxd//sdfE+/+ux9xHKvwGaFbtyEpTlbaPlb0j+6+j07v8v+O6rklMUgW5MMbmNijVldWBVqQRL3KuNNe02X/vogPLVczLK3nhad9Anm7E5/9e0lhSORcsiBIg5C9ezGaVsDOiglVuHzZaJow/EhZ1rEI2ji2GHQ8zBXRFdtZk2JFxKXOpj6zqUu+ZCk5nq4bbFy8JAhsHUG22b17A8vKKrMW8ZgOr52c0uTkCqJAVVfWaO330f3DEAn5XAj71UBxI1p7myytVaitnzh8viShJ20zt3OM+y6VZSvxIwiPGfDIZDxZINN2iqvPtrjyTIPCwlklL0xZFsXKIrNpm+XlIuOhT+CLm2J1JUd73zuGNsyDiNq6YODbWZNBZ8r+/RHZgolmaPQaB2r6nzojolA0exKhcUatpPi4GKmYQbst5HO1NOVqRvjzD8SNIo4mhPMdxn2XqROBFlFcWGLYbRFHGsLc5UgsqR5DJGJfd+/cJp3Ruf5cm9JCGncSJLwGkaQmA2HE48iq6VlcO4GoyOvujsd407FKY4tjWzVmUpsu1SiWbauwJblCcUZ9UqaOlRaSuMmoh2FoGEaG6uoao15XrcOqq8LMSapa8qUy/fYunX0PTRfvX+H2FzJot9QaQdOEn707MZQnfb4kGiD5+pPPo9T2ZwsWk1Aw35W0rFgUFq2ZgHQ/RA+7pMdjgqSRnBUK/N1HPsbba6t05nPGUUQ+MbeKopiUpXPnc13+xkMl3r36OzB4jNjqHd6DDAOzmyM2xO+xRl3mvk0wOSdIePQJ45jrnsdm6xI03oS9W6F++TKzQkHt9GeFgirw9J7EHtxX07KUyskkOz2MMF1HNBSm+Xl7e0mU0yKhnY8NA0df4vbwkN3e2p2QMnXa+w7d7JzpUon5jo2ZqHyUAkGuEj1PFX4J28+PkPKONga67xM23sRHUr/B2/Vt/vWX1ekeOOjGjHHfw87lCfwyzd0hS6s5BmHIM6MR60WTEycL6LqmkhTnwYRes0Ft/YRqNL9kx19L6P77H3F8uIOSBUU6rMnpXkrfJFQZhSFRQtY53M9Hx36uruvKnKRcFfts3/MO97K6cI+zcznSGQ1/FuK5AZOBTyZXxJuOmQxnTIYC4pOpVynTYPVMkUHbYevmFXLFBeobpxh0Wsrb/TjcHSn7UsPSWSwbmNaaKsCtXQHtdfeHdPcdFldzLK/nKVdtek2LwBdRpJOhT74ktOh2Nsv+/Xu447FqXOxMITFi2SNbKHLp8ScAlPnOoN3Gzmap1FdUsZgHAZPBgJkTkDIzQnYYRcoyWOrH8+UFAFZOFpgMfOaBdcx9T65MJDQu4XlAqQ3StkGmYOEOHeI4JF8S0q0//L/vU67WFCKiGyIfYPPG85y8UGbr5og4DsnkinT2HVZPC9lVFIZiIg8j4jgiX7ZIZ81k0p4zD0JGvZB5EGHnKpSrNXRDp9/eVcVKog3h3CCVnrKQN/C9NM4IUmZIOm0oHXq3OcX2I9I5uV6ImDou0Vw4JNY3Colka8B0EmOkFkilbDTNJ1dOM+4JT/byUo7V00Umwxm5kkWulLwPQrGm2bkzpLk1ZnHlnEAMHOEkl7ZzTEY9TFME2pgWBL6GaYoVTXFBrJWOEgPd8ZjSYhp/NubWZ55LvALGrJyqsHZmhdbuRKwTmJIvp3HHPhBw+7OfSprKMIkXdZgMTUb9Hnt3b7O4mqO+UaCxPaZczTCdhPSaDQJ/huc65IoGZx+psHndY+/ehHK1RhSFKhNBIlsSbXLH48SjP+bUAwvcuN0CdwPLdcl0u4zX1ggX70LxGrNqntnSY9iDJfxcltCyiCyLj00mXLJtvDimbBjcmc1YPV1k0PGoruSY+xGvzBX5/cyI29ntQ1tcr86sUCDleaTHYxbu3kUPI6YLZYLJOc6f/CPKhsk4irjdPo352W+lcvceKa9LaJqqAM9tG3swwL/+BnTfxx4cqN2+HvjHpnkjCDBdB9NxjknpeME9TL2Hkn353Lbx9t/MZx/6GBsXy/SaU8aDgJvPtXnsjVl2itcESTHxx0+PxoqUKM9D3ZfECwhAZdCHCVdBS+6v8+FJYv3NfDD7Lt71kg3hSlkQvvVSUrtza0Ama/KqIMUzwHdub/MHX3GBM5ctxsMZ494Mw9KZjtsKSfzr40t3vDiKfBQrOdrRSRISOP6ob3oSUSoOUxGQAIUGwFE40iVlBsyDJGo1SbKTRDkJWaZMMWlJa1tnJBK+phPUJDXquUqqBlCopLGzKfxZwNbNzxLONTU1yUNMsodJeO4wplDS6TUPOPPwo4CY2EQQSw47lyNfKuOMHG5++hbnHn0pL3nqMT7xwd8kZQ6prgrb1DCcYud6tPcO0A2N9r6DaeqUFtMMOm2iSEzEje1NRWwSj92ntbujmibPddF1ndlUI18+NMSRygPpyCf1/csnsjR3XCrLRTU1CpJWJLzukxv40RWKKKRtYTKTwN6mleFTH93F90JMK63CXVKmKTgTgz6PvUbwGmrrG6oRAkhZAnaXioWUaRL4cLA1pp1EjOaKK4IVv7REHAeJ+kJMmOcerbJze8zGhUsiPGg4YNBuc//a8yyuCh/8fGmB8tISURixdaObRBEXcIc+9ZNn6Db6zAONYiWTZCWc5v61T5MydZbWhJ2tbCxHvR6b16+SL5dZPrFEY2sTGFGuZjjz0AKeG9DZd7n2ySZLqxvJa6GqmizdMDCtDLUTGyomWPoJrJ1dUgFBIktBwOXCdnYRO5tl8/pV/JngYzS27hOFEZm8iWFo1NbzjJP89X4rpLYunBkLCyJoZPfObVKmjqbZioewtLZOOBerkFyxSr/VVshO52AvQZKGdBt5Tj94IZEUHqJvKdNETx96VYgUv1ucOC+Y2zeDGe35HOZ5Il0X++ELv8UjJ/8Lby2X2Q0C3nOjgbP0eowgINZ1tDCkMYvZ9H28KKKcSrHp+2SbUw7ujyhXbYY9j6fyq5xLp7mt+5C/I4p8/cM8Uoh5/uA88923ovtlLMcl2+0yGj2Mres8ls2y6/vcKN4gKKSJDF1A3JapduqS6JY/SPIyAv9QFRCJ/9PDiHniKa+FoSIUHlUPGMmErQc+qZm4boIUaJJvNDCCk7ztwhb3XvcA+/dHTB2XXtPlb5bqfPDULzN7/vvJ9AeCWDjziPRDG109ioiTXb2w1z1cc4qv0ZWxjh5G6FGEF50lrD3IW+/e4d+8aoWrzzQpVtLEsUXKtCgtrjAPfLZuDnjbE0tcmU752WaT97z0BJOhz/bNAZPhjEw2Rbdxj1xx+b9RDf48jr/a7PoXRZGXh4x3lQQgyY6X9qhHD5nnfdQH+ai/vWwE5E1F+GtXVNMgyXgArV1hs5ovaQRBmIR2mBipAplc4udu6LhjGLQ9Ckmhn46FzK1YEU5rw57HdBzQa44IfGEja1pHJG8K9rZobHWR7md+cj6jXk/BxwLREKQqsceCmRdysDnjia96I3c+d5l7z7c5cb5IdTVHsZJONMGCxdxrNti9e/uYiY9l2ww6bcUlGHTaKt89nYmRUa4yMUrIq8aKQf/Ay6scbI+Vg5WVNtTz4E7GyLhfeUh4WWjIfTW9d/cHrJw6c4zJrxjdkYB77fyc5nZA9yCkWBGksWJlkebOCM+Zq925OxknaI9UNhiMOnPOPVpPHp/Qm1eW67iTMTu3r1OubrBzO1BkL2lYdOL8RXbv3GahdpiCJ/f+En6XqFL95GnypTKd/T1uf/bTbFx8AMPIoGmHMb7lJbHK8VxXMeQtW+yu9+/dFQ2iF6oEt3xJrDhWT59FeoZLLonvebR2tqmd2FBGQ4BSdgj0ppDA+xmiMKKxdV8hK93GHlEYqonaGfpkCybuxE/cCCPsrOBpiCwGgdQ0tjbxPZ9cSRAz8yVBYNy7d8CpBxa4f3Wg1l/5UjlBdBJzqrw4H8H8FwhNdXWVwxREMeX2mg0mox6WvUIUxuwGAWEs5HORZQoIvHgNL4rIGwYEAebS04zX/j6Lt24LJnkUMbrxTn7J+2VITSjYXa5Mp/zCcpnN6z2iKMa0jhB23Q2RL1+8BtltTlkxQf0W3eo/o118K8XnzgrYOn+HeipFXtexdZ1TlsVm5VmC3Cqx56mceCMIBKnNtokMHbdWY7Y0RXMWyTcaShGQ8jymC2WmlYr4XFKEJZR/dKqPDUMR4mSoTXo0xvADms/+LN+U/V/45e99mF/7R08DKR7OZDiVndMxTWWAA4eafDjU5UeG+J3zF0jtZBxtbAjTHm+hLGD73bfySf+jfPrJTd64eoZPfHCTW5fbCfejwO3P9qifzFO6a/OzZ0/wfTs7fHdzl3/1qlU8J8D35njunEzBYtg9DKj6khx/xeH6F4WE7ughbvaHpyWDaOxsVpHzJBvX9zxh+tFps33rhkp6O0rCk/tDEBOVnEw9x1G7eiEVE+QcsXs3mHmhQhVE4pqA+Fu7E9q7EwYd0URkCxa6odFrusRhTHU1lzDGi9RPFhLZiaOKg+e6VFdEsI7vebR2d2hsbdLZ31cmIsVKhbkvMsi7jS2e/88fJ2Va1DfOcuahR9i9cxvf89i4eAnPnSePU7rApVg+WSCd0WhsbWJaI0pVB2d0gOvsksn56KkJw+4OtRMas6kkHx5KE2WTJc5bkP0G7TZRFNM7mCo0ZB4EiqhnZ7MqtERde0NM+LLhiuMC8yCifrLAdHKQxPE2COct0pkxcdxF0wYs1jVKC2n6LdGYdA720PQ4ySgQCWNHVy5RGLJ6usQ0sQK2c6KBkZkCg04bdzKmWFkkkysy80K15lFcj4QEeebhR4jjw8Ss7Vs3BFlsOmbtrEmuKIhjc1+8Tu1cjqW19WOENrkSktC5eF5stm9dx85mqa6ssX7uAv2WweWP73Pvao9eU/gXSHmkVC7IKb22fiIhrhkKKRHNiYtl21SW6+TLC2xcvERxoSIKtWUxddrMpm2iMBZ7+VwuaQQMtm4NuHulhzsOVJ69JFL6M49Rr5c0UkJtIZvOybDP0toZugcW9ZOnCMPDWODK8ora/0uCnTTWkWmJh+ZSvnpviaz6CMPU+aTjsJhKwervEC7eJVh0sDNtDE3jrQsL1E2T1+bzsP7/4OeyQt/t+2R2MnDtR+DWDzDe/CY+PplQqNik7RS6rlGs2OSaPv/D4qLYs/tlUegHj7Hj+zySyXDJtkWWvH84hQPUTZPXFwp8XanE+Yu/zqQuIH5voYyztCQ+auJPt1ZjtmBAdpt48SrjRw7oPlpicPoUTm0Jv1AgPR4fK8SA2tUHuZz63bLYwyHkb7oO+f0OH2oU+b6dHf7+Ox/n4S+rUzdNThxpEiJDV7t+IwhEsU8asKM2uIr4F0YCGTGMQ+Oc0YhMr0duR8O8/nW8Y2eHrUWd8pJNoWJjWnP6LeFc2dia0NgeM2tMeX2xyKdcl+/o7rL8tWtsXCyTKZjEYaxUL1+6IwZ99sX7+At2vKgmebkflZr0ozt2WVjgkHDXax4w6vXI5GK86QxvOqayvKJ2RbIQSKi612xQXV1VP0+mXwnZl5DtzH3hGBfNUdPb4XkJDoDnOEwnAYEv0pcMS2fQnhJHMZpmYGfzuJMBi/USuZIl8sydOYNOSGW5wNJ6Ht3QEgh3QTGmAZXiJCe5QdsjXzLotw/QOgYHm3fIlyw8N6S9d5tzj1aRjnbTZDIyTUHicqcwDZ2uAAAgAElEQVQu5aVl8iWLUW+mziUMY9Jpg7XTRdJ2it07AwIfFlcWFN8BUKz6KIpYOZVnHoTJDdtRvAmZt/7CNcshK1/8Off9RL62iWnNFUkuZemEYayaplmCRCzUlilWkoheXVj8Cj25QcrS8T1HcQCE4YyAnFdPl9i9M8Cy6/SaDTzHIQyFz8L+vbsAHNyPiUIrWRFZx4iJKdOkXK0xD/zEQ19I8LL5Mo2tMeN+QL4sIozlWqOyvCKsiqsa/ZarGgZpLCQJmbmiQWt3R9nGlpdq9JoNxn0HMy2S9M4+ck4YQTkOu3duqyIpr6kMTpIJiPWTp/Bch0G7TbFSoVxdwksKbDZfIIqydBt7gOANSNJlr9nCm6SI5oK0OBnOMC2xLhMKBAGhF8omgW+RzRe49dlPkkqJiV1+CHKswc7tm9jZFJn8okLOyktLSuK4evqscBxMJn25ixcNpojATZk6a2eK/MRwiJmYyaD7sP3NeP1H8Go3mMcxdzyPcRRB7aNE1msgMbORwS5BLsds/iQUr1E+F+M5AdZ6jmxehBI98bIF4WaXckl3DcLR3+KyV8d+4IOYmkZ55ePExivFpN06xUeGU8HYN00+MBjQuPo95AcCDsfzmNTrBMtNiFLAFPQhTM6Q2n+Y+fqnoXwZUhNm/lNYI1NJAl94HJXRHdXVgyjwlusKaB8o7O3BR9/G+778/XCyyf/1mhMQwNuXlvjbX/5+wqe/hcXBQBXw2DDUFB/rhnLDO0r2k5D+0XOQPgIyrnaw9RbeZn2In33TOmc9IaXTDY1wPmf//pAoilg/V+LvLJf5o/GYDw6HfOz2ba69+hxRGDNz54x6X2p2/V/t40VT5D3Hwc8XlM5a3CSj5EbQU1IbINGK7zNot7n4sgW+/rsf5rd+8Sr3rnTFzaW6hLC7TRzofD/xOG/gua6QCiXGOmqHfESfLqeeo2lv8pBEPRBTb+AHBD7ki0LOdHTK3bkzJJNNUV4SASflagY7ayZ75jyd/RF7dzuYlvCit7NZ3MmYQbulTHx03aC9v60S6jJZQXoZ9yfEUZZ7V7psXFxQMqGZOydOx8q5r1hJi5z2bIpM1iRftmjvO0ljYDDz5kJjXiocPt7EVEj+u7O/x9oZm907QzK5JRULquvCFngyGFBdXU0aAgGtu+ORChCSDVtrZxtd18nka4wHQjvvtZ2kiKfRDZ1c0aCwYCgkwXMd0CLiSDRhzjhQIUCeGzBotxKtuEdlOatMhdzxiFwx4PSDFXbvDNW0W6wscvfKZ1isryV6ch07m1Xkr62bn2VhaT1pHsJkQi6zfvY8/sxjoSYaGjuXo7hQYdBp02se4IyGlBaLzKYuq6fPUlmuq4AjmTa4tJZm2E2YxfqQ3Tst5RU/HnQxrbTYtXvCDKffPiBfsti/f/eYd4Sc8AGVZ58tFFTjmi9ZSjWSMk2G3QNCPWYe+LjjEXYuR6F8CSM1VnLF0uIKk8EgMcnZxs7m2LhwiVG/R2tnW6gODO0Q+dJ15asQBBGFhQqz6RDTEq+ts48UuHflKr7nUV6qCVndEW8DgUh46ncu1NJUV3Oce3SRZ65Fh3D66EEKO03G2TexWbzG749GpDSNbrKzh2QCNgyipDiJAppjVq+TLXaEuqI5JVuwiMKYjUksinxkYTodMp7HfHCJZ+of5nxhiq3rNM6ss/T8TQp7e/RvvJOfT/1zxqNT0PgfKX/OJj0SVtahZRIs9Sk/9C8ZTAsiDje7Db0nmXeeAq8uPudukHLnpMfjZL0Qfn4hj8S+/mixPaZxlxa4iZGN6Thw6/t4n/d+ztk3+a5qla+yi7xh7R4fWc4QbpoYgJYYB73w92lRCIZ+LK1OTvESZZA8AoU6NL6a5yOL99q/y08+uczm9T66oRHMTCZDh+2bA7oNl8WNPN+1tMQkDHlfe8YvxWOeMA2qK7n/Tt71wZ/+ZX9JjxdNkZc3LWl+YiWGF7Jgyux4+bV7d29TWc7y1d98nvd0O7zxtWv4XsjBZp9svoDnOsec6o4y3mUWt64fmp6kzORFberMgzn5Upmj4TdiIvWVBac8pERPog5HfdV1XyeODZrbHmHoU1vPY+cidu8MFXyYMg382Rx3MlA3bEDtb6urawJybrdobo1FzGR7yvq582QLRe587jOKBW0YQoI1DyIF48t0sihhbuu6RhyKvPHW7kSk3vU9lk+sqAyAue+rYg0kee4WmdyScmKTmQICVtaTayim4urKmlJHSD2/hJglDHw0blRdyyNSO7nfXz19Vk3aAMNuK2lQLPR08nsRmns7m+LBJ5eprub4o9884ImvWuJlr13jt997DXckJJXi9XUYU3zUpVA3BKogn2tZkDr7YhKurqxx53OXufT4E8rnoLJcFyhRa5/G9piLL3tCIUmSTCp2+i791iZGqoDvN3noiRqf/P22ep3FkUZ+sUxje5P1s4K4t3GhjJ01ufFcS52jeI05Ql2QvOZ6zQanHnhIIUK+54nmS+rg0waBn2L93AVau9v0mg3ypfIhcdESBCozHTAe7NPe32btzAXVAKczMa3dbc4+/PJDC1rLYtTvCe+HKFZhTNmCyaDt0TlwCMMYdyzOo7a+odZWUhcvm0LRpOSw0ga5clo43Y0eBHddeLmPx3CzgH/wk3znrfah85i7QabbELB5wrHJ9HoYvo8WhszcDZ5xtihVbHwvVG6Qzz/T5LGz93l+641qT246Ds5nfoLbpS0B5acmCtrGXWfc+HIhm2uBPdhEC0P8QpHupdOw8X/w0myWeWaOvXiTt1WrbPqf4YfuPov9iR9ACx/HdF0y/dufZ3EbHb2X+P6xG3JoGMcK/TGrWl0Q5Io7O7je3+KX136QairFY5kM5VQKUhMm9Tq5dptMt4tXLjO3bcUfkD/TQEz2UgUQJjC/LPYpzyMyQkD43Ge6Xfzg1bxv9Xd4aMPjqSdrdPZd7l3tki9ZmHaK7oGDica6aXLOtiGKeU+nw7c+eYpPfXRX+TJ8yY6/4jv5F02Rl9OZlMxJsp2Ego+G1HiuS7ma4dFX13nenHNlPOVb1lcSI5tZYt+ZEzcQ5eImirzakaYPvbNFoRbdpSQhyRuqLFbi78bnFfXPc9+TUHfi2Ha49xf7fDubYtD2GPU9TCuDkZorTbzQlTr4szm9ZiCg1UR/L6Zhi2Bmc+L8eaSHvJW2RTRoLoXnzBMCoaXUAoPOVIXSiNzxQDUBnQOH5rYgkclGyM5mBRycwInC235Ka3cCFI+x5gW0L6Dj2dRlsS5WIZ2DPRUnKnew+VJZ7MrbQmYY+DOOBujMg4gwDJh7wtpWPj9HY4FbO9uUqxm2b/XJFkSqlSAFiufA90IMUyeTF9d7++aAUW9Gc2tMYaF0jIToue4xe00rbQvS5xzae7vkSxZTJ8Cbimz4dEZneeMCg06LUb+HOx4lRa2Ibuhk82Xmvs/+/bvE0QRnNEc3dAplk/EgEPwAXcMZ9Ykjk9auoxLYANIZ8Rgqy3X2799l6vS59HgteQ4s/FnIoNNmNnVJZ7Is1lPohsZs6jMP/ESb7isuQa/ZUNbLAMVKURTcwYCZ57B964YKyZG8hnBukzI9UqZObV2w/MXrLiacB4z6PdVAy+dXvGZS9Fr7APSaLunMEq941ZNMhgN279yi3z5QufMgCHnuRKTw9ZoNps4EK10knU0JR7rRg6SbJUynoZzuLMcVcPzdQMDjCZrm53JElkVQSEOUOkyES47f6Pf5Bw8scOdzXZxxQK4gkLTvfWWdb3/gPQzMf0i+0cAeDMi123jBqpp6u5fyYirP/x403kT92U0MPxA8gGyO7oNr2C/9Xrwgw8duvg6qn+Bb6jrfUCzz2+MhRJqS45muMMWZ27Yg6ek6kWUxT9uHzPsoAt8/todX98coEmS45L4yLxSIdYP0aITlOLQ/9GO841Xv4g3LB7y9VuP2Ez/JZe9nsAcDJvW6WmfoUcQ8batCP0+Kumw2ZGANYUSUGOZg6GqST4/HpDyP8ea38d7se/mfXnuey398wKAz5WBrTEEXfgSnHqjw3DJ05nPs9JAbN76FH3z8P/ITr17Bc+b8ZT40TXsT8HOIHuq9cRz/1Av+/9uAnwb2kk+9K47j9yb/963AjySf//E4jn/lz3o+L4oiH8eiwApttrxhe8oWVd7E7GwOyzCws1kMI432VTV+tddjEob0rZjqSo7rn+wpWdhhXO1hcAoc8cePoiPQY6K1D2OstEG3MaC8VFPFWmrCZQre5/vevyD33jquBgAI/CmeO2fYnVFeqqmQEJnXLDLA02QKFjBnOjmg29gijlJqRQAooxsJ6feaI8pLGaUP95P4x5SpM2h7ypBCTvfC9Mcnkz/NqQdsxVR/4SGnrDgWTnXj/kikteVyanofHOyxfCLLPMgzDwYEszmV5SxLazZWOk8UxUwGM1q7e4x6tpqmJewsf08md5gNIJndo16XKBT6awF3Z7GzFt1GjGkZSUHz8VyXTE5j5+6QW5fbeO6c0mKNvXtjdm47WHZGqSw81yFXTjOf6Uc8GQ6dFnVDJ5OE+SwsZ0mnDToHDlEUs33zBmtnCzS27gsGexSyfet6ApGXmU2HeAOX0mKayop4veXyJuPhTJjwuHNMK4Mz8rh3VUDk0UysNtAiSmk7USSMWd7IE4UxnQORRlhZzqom0XNd2nsybjjHyYtFes2WykNo7e4QzseYaYhiKC9lmDkjtm+JYKFsKcuo46jVwHjQVauAcd+hXM3QOdhT+/LKcpbJwKd7cJ9+QlCdeSFhEGFnU2QLFuHchBTkinXh/tdpo+s66+cuqFAcaYQjY2UHbYFQGKkU2YLJiXMl/rduF7w6oTkndWQ3LIqMMJTJdLvMCgWCQloVPS3QgPBQygYwepAPjX6Vf/rAWTr7TlJ8FsiXLCofH+K8pcKb1v8RH989Q/hf/jbZbg89CHCXlpiv/QFUnmWp2MDWNHZ0H8NfTjTnZfxcFsqXOWFZDAyf9uQcWD0GS1f5j5MRP3ZwAKPXCBQCFGIQmia67xO9wP1OPg49igiTx320WQEUiU4LQyzXVdeGIKC0vUNofj8f+bIf4x3LGt9bq/HtG+/Hbb+ehbt3P88TP9J1dI4U9SPH0fS60BR2wWFyP8u1WkSmhbd3ls3sV/OOwtP8/NedxHOFidh4EDAezvjj37rHye+5wK7v47W/DPwKv3R3jcce6fMVDyx83r3mz/f40knoNE0zgP8TeAOwC3xS07TfieP42gu+9NfjOH77C763AvwT4OVADDyXfG//z3JOL4oiTxwrZu8Li6OQOfVVcpd0lNu+2Ub7aId/8tIq/7EgYilPP1zhE//h/jFzHKk1VhC9cRh/erhzFyEiui722PMg4szDj5IyTRpbm8cn+IRMJSNuJawtiXOKdc7xsJcoDKlvFHDHAWcefoRJ4pOeMs0EshXoRb81wEwLhn86Zyb7ZZ/JsE8caUrrL6WF40GX+kaBQXtK4Kews0WcUURpsYI7GdNvOaRMVMMjJ7uF2oZSHXiuI9zIfF81E8pz3rJo701ZP1uieyA8yzv7e3iuy/JGjsW6jZ1NMezPkNnSjW1xYwtmgtuwfMLi0uM1IrVX1wi8mUhUC2MCNyBTSjMZdhn1ZmRyeaIoIl8SxLtw7nDyUomdO0OI9cSFz2f93AU19ToTG11b4OTFNWSCYbZQZO77KsClsixkdYv1FONen1R6ShzG9Fseq2fOql3x1JEufXP6TZeTFx9GN3Q6+3tEoa882eeBT219A3c8ZvfOLYpVm0k/xkiV6SVa6VkxwLIEOkKsCwlaRVeNgTsZq7VBtlDEn3lUV9cY90fs3W0lfAGYBx5rZ8Q0bGdzyrTIHY8YdGc4o4j6ySVhXFQqM+qFSn43HYsAkXypzHQiyKirZ05SWz9B52CPtC39+w0CH4bdiMV6IXmNjpkMYmZTg3Qmx6jXY+PiJUV6nPs+27duUD+5huc4CWJhIBMIBfkvUq89adCzf+8ug06bue9TKJtkChZh2eTdV9piX+6KpLLYMIjDSHmty/1xbAj2ulc+SWlnR7HCj+a2Z5pTbtz7Kj6w/Dzf+Pp1GttjUqaQsO7fH/HRX7nJr716hfGr5ryy8o9xfu+fk+l2xfTb+GqYnKOd3QbdR9t7PaH1vCqActJuBIHIjvcrMHqQD4+exosiLl//RjI3LxKaN5TbnQzaITnH+VF3ScsiDsNjUP4XvFXKe0oC1xtJsQ9Nk+LePr494rcHKb6iUKBQ/2PGJ5+isGdj+AGxJNtFocq5t8Yj4uTaHZ5MwmVKC4Of0LLQwxDTcYgNg1mxgOW6RFtv5JdqH8XWd3nX3znPqDfj3tUu7jiivQ+rH2rwbW+o8sHnN8T12X0rP179Zzz1+Pn/5mP8oh9fWrj+SeBOHMf3ADRNez/wFuCFRf4LHW8EPhLHcS/53o8AbwLe92c5oRdFkZc0DJk/LcJEpCTMTib5tmLC95oN/JnHM7/b5tN/uMdTX3eKc1+xwDD0E2j60ONb7FdRgSSe6yT7yCwy4Q44BmkDFBcSX3Dj8/dHx2RiuqFMXADy5bI6R9lUyEM4pGkiUSwhRUlEIV8qky0U1U3y/rXnxWQ+ExN+uZoBoN8SSWMyr3thOYs7DgjnFvlSUa0Xokg0Q9l8QTH1BbwdKL9xdzwSa4SdbexcDs9xjsSvlhUsG0cpdu8OSWcMuo17LK3lSJllNEPj4P6I1u4Ew9QTNCEkk1tQzHFhxCMS8gadKVY6hT8TiIKdNVk/V2Lzeo9ixWbjYhkrLbIDdu8M6Ry0yRQsFmoFek2Xav2E2usCtHa3cUYdqis5OgcOJy/WlF772Y88h5mOlDTQTB/C4e74gHwpzcqGcN/SDI29u7dZS3bhURhhWjAZhpx9+KUqw3719FlauzusnV1SMk7pIVBdXROBK4nBkmXbzKYuRqrI1BmgG4Yy9cnkBHIkbWAlm91zHdXMrp4+i53NMezukckbVFcK7NzeFAqF7U3qG6fUa82bpFg/d4bJsE9luU5luZ7ISXXC+Rx3LJCY0qIgjcpIX3/mKQmetBx97DVfqaSonutgWnP8WUx5aYXW3iZ6ChXj3Gs2mAz7TJ0R2zfHqvHMl8rU1k+IdU1S4CVKoxsGnYM9da0812XlVJlMAtUPAg2sHqYjoOnIMDAIyLZbqpCHpmCoz7062V5PQfoAuXZbTPm5HKbrMm29jm+//2GeqZX5oTdssH2zz5VnGonVakS/6fKV33iOxVSKYbeb6MMDcu028/ESc/sEoWmSb+wpT3nlGmc3xK5+9CD4FTRnkXn7XXzEMFi8dZvIGDA4dSpBCHxIjG/0KCI0TfxcVvjaA5EuHOeOFtujBV8R4pKvk9p39TWmiek6dD/1r3jPY9/HW8plvm95mfebP83O/j8l32ion5nt9RRcL5uiIJcT030UKd2+hOit5PoaQaD2+lGCqEz238xv2L/BO+t1LNvAThwnAe5d6fFNr1sXKonWa0l5Hu3LP8rjvX//BarAX6ijqmnap478+xfjOP7F5O9rwM6R/9sFXvEFfsY3aJr25cAt4PvjON75r3zv2p/1ZF8URT7JfDkk9SQyNbn3FjfDKJnop4le2qbbF2lj155tcrA1ZpbA0RJil0VW+tZLzbG8QcuYVyttE81h6s7J5U2m7pzOwb7SQx9tBiSU/IUO6aQnvu6QqR6FIUbKZ9AJWTl1URiMzA5d/CTJzLJt3PGIlCmKX74kbEbnQaSm4MqKKPahP2KhZjKbhWTyK2Tyh9M6iKZG+s3LZkJJxWaegtvnrnBQmwwGhKGPZRfJFooqTGLU6yrm/2QwSEJosqpByOSWyOQ4Mqn18WdDOvuBKo6FBZ1Wc0IcpYljm0xOXENNGzAPItKZJe5f61FbX1BErXypjGmlKJRCOvsORqpIc2eL0mKV2voGg04LZ9Sktp6n13TJ5BYOHfqSQjl1RhQXbMaDAD3xV4/CkNMPFdU6I18WvvGFksXe3W0F6xspX61wAMV4j6JQZQ9UV1aJIls93/lSElk7GbC4nMX3MhgpizgOcUaC4S/NaDJ58Zy0drdJmRaBP2Uy6mFnRPJitlBQBj7VFciX05jpMe54xLjfY/X02eS1IxCmQaeF5zhiOk4mZitt44UuekqoP6T9sZAEFhTfJVsoKiOmo0FQ2UKBbmOEpgtWfRhElBarSiIn+QR2VkTq6rpOv7XNbNpgMhyosBz5PpB5DZvXrzIZDAj8GbX1PPWTBSrLWd7d78P+m2F0CXtwV7G69UDsqYMj1qy5Vht7YJIeCbQiPR4f03uLP0PMYUxw7zv4d8a7+YXHNrjytMio6Ow75Io1Nm8c8Nwf7PKaN+T5UBDg5XLoQUD5/ibWeMR0UTTEmW5XFDfLEiE0a2tQ/z1MTSMoXiP99A9ijUZoMlfD8xicPsXs/NOMJ+fI3a9TvSFMrY6R7cIvbGMLfMGpPjYMNOmwZxx64QMYfkBx64BR5Zu5e/JjnEuneUetxs997T/h9mffQfmKrlYdsmi/cPcfJfn2MnpWD0UzoYeRWhXoYYSFI37OwWtoRxY/W/kwP/j6dTav98nmLQI/pLkjMkD+8dmQH9N/lPmdtwtFxPY3Az/wX33cX/wjRtO+eOz6GDpxHL/8z/AjPgi8L47jmaZp3wn8CvC6L87Zff7xpxZ5TdNOAP8WWEYM3b8Yx/HPJfuDXwdOAZvAN8Vx3Nc0TUOQDr4GcIFvi+P40//tXyL+OBowI4l2ImUpl6SmmbiTsSLCZXJ5nJHLsD+jc+DgjELsbEFJtqIoVMzhKAqprZ9IEAEHXa8L17FcToXggGBpx2GsDE1kgRcM9UPS2VHoWx6SUX308ynTxA9DsgWLwI/UjVHClkcZ55oudPYp02LtjIDBa+s5/FlI4EeM+x6dfZeUqVNazmDnTJq7k+TxGMkUL24MleW6WgEAChaWkPChTwBYdgbPcdS05Y5H3Lv6PJPBAJlBLiJViwrOl3+XLnmS5BhHIbquYSZEtlwxoFwVJjjDrlgv5IpCj7+8IQJJZPToxoVLYs/faatmqblzg2LFprndo7aeJ2X6bF6/ipnWyOYF7Jq2c+r5kfwCEbBio2ni9ZIyU0wdJ4HZk9CTWcig7TF1g+ScI2ZTjzgOSds5llZX6BzsEe2GjHo9yktLDNptsgUBJUuUxB2PVT5BZblOubqUMPINokjoyD13zqDdpn7ylCIhSuJfvlRm0PGxLFutAWQSXHVlja2b11ms20wnIWtn1jjz0KOKIFlZFqmHR59ricRIToN0/itWFhWjXk7SMlu+urqq0LL1c+eTiXyB9t4u2WyKQaeNpolmNGVZquET7x2d0uIJausnSJmWstYF6Ozvq1S6YuIw6Iw6rJwqUF2tYtkGK6eLrJ4p8tP/6TUYB0+Q6TbULhtQcanSoEWPBJHNHggpmjSO0cPomIGN4QdJettpPP9/5Xuqv8DfXc7Sa7rkymmyOZG6Z+dSnEqncZaW1E58vFLHKgpy21HPeVkUrfEY79b3EUQW5O+QHgywHEdp0BWZzauLfPuDw0k6siz0KMJy3GNZ8sduiUd26HKylp9X1yVBNQDswYBZoUCmPyC4eZF3rP8G372S4+9VKryzXuen+Dlu69/NpPWQ4gdkul2MIFCMeznFz21bqACiMEEtLHV90+OxgPDNLF65LP4dvIyfqX2U+ckB3/o1J9m+NeDelS5RGHH54/t899efpbHe5z13IDXRSXkWHl+6QwNSMj70i3D8Ke3CHnDiyL/XOSTYARDH8dGEnvcC/+LI9772Bd/7h/+/TvLI8f9lkp8D/3Mcx5/WNK2AIAN8BPg24A/iOP4pTdPeCbwT+CHgbwDnk49XAO/mC8MVx08ksVp94SSskswMATVGkdBwe65DvlzmZa99PZ2D/URLLKaH1dNn6ezvMer3FGu/tn4CK22rSFH580Qi1nbi2iUuh2ZoSrIn2fGS1AQo4piEvyU8DpKlHR4iCJ7HzHMwxiZ2Vvi9S8hZPlYjFZPJpbDsFL2mC1oE2LgTX9hxpg0yuRSGkcFKp+gcONg5k3zJIgpz3HiuKXLMdUk0jBj1e5+ne/dcB03vJVPshjpPiVZUl2piQpsMiOMxzjhI5EdZ8uWFBCEx1WOVdrUCIl8gZVr0WyPsrJgi/ZknksUSFv3c95OUNpNgNqJcLRJFMZ39PaqrApWS6IG0/F2onSKcN3jkVcts3xST//JGjiCIcIcapcWaamwmwwFlU+ylrbQIa1lYzvDmtz1IvmTR2p1w5Zkmd593k1z0MWHoEyUuXOlMGXfcEVG5E4di5UKCrozVzloSLiU6NGi3lYIjigMFy5eXaqrIjnpdjFRwjHgm5YpyskeLqJ88ra6nnLQbW/cFQuAJYuRRQxwQqEzgT9C0tNLlbzz0CJ2DfdXoDZLc+OrqmloRWLbN5vWriteRyRUJ/BmFhYp4PeuiaTv94CM0tu6TMk3qJ09RWz8hVjmOw6jfJo4EUfXEeaEKqK6I51HaCRcrFeWA19ja5M7nLvO133aJR55aYRCGBPtTfC9ES+vQeRWZbkMUncSN7WhU6tFwFdNxDqVguZxqACR7PT06dJQTBXKRd+9ovPY1JR60DXpNl8ZWk0I5YtSb8bXPZ3j7D/46b7l7l2e2XsLCH7xaFWwjCAQjPuELhaaJ4fukWqfE/aK5zMKmmGO8UpnQMpkVi6JIDx4lPR5jD++Lwp2cf6Tr+Lkss2KRbIISyF24nJgVfG5ZxzTysgGIksd2VGKnBz7p8Zjp9jfzdOHXeFu1ymt24Q3Zdd73lR/gNwcDnhnGMDmHc/M7ybXb5BsNZXozz2aVr75sMl447Uv1gWwWjCBgfu87+NfZH+Wnv+wlTN05zthn83qfycDnytMN3vn1J3lP9RPM/TejhSZ/iY9PAuc1TTuNKNp/B/jmo1+gadpKHMfS2/fNwPXk7+aIkFcAACAASURBVL8L/HNN0yQz8auBH/6zntCfWuSTkzlI/j7WNO06Yk/wFg67jl9BdBw/lHz+38aCMv+MpmnlFzyoL3iISURXph8qyEJ277quNOvSSU0UTJcHn3wlq6fPcOWZP1ESOV03kn2w8E9vbG0quFSEtGyryUY63sWh0JE7gxlRPVIs+heGaswDP7mBS/MXsVe3s1nRPCRBM1EY0t7bpbaep7U7IZ1xlWWsLExmOmL93AJWWjCMb30m/n/Ze/MwSdK7vvMTZ0ZGnpWVlXVXV9/T0zOjHh0jiRGgE+Tl4ZAfm8PAgg1rm2d5WGDxLizXcj0ci238gFd4zbkW60PscgkQlpAE0ugezahn+pzqrvvKrMzKOyMjMiL2jzfeN7OqRwieleTxovd5+unurKzIuDJ+7/v9fQ86zYDW8ZDZpSzN2iDRqJt4/RH+cISbtRgFIfXDPinH5NzVEkf7dZr1gDCI0DRdoQLSD146r736K89x8+OHys1NuPjZSX83cWbLiUz7KIzxvRFWapxGN+lgJxEV4Uegq5aG1w+IY+Hat3mnzeaddsIDCLBSYkZtO0JS2G545Etl5RJ3OqugWJ7h9tPr2CmDbNGm3wnoNoeEIxsnI8iTZqJS8D2P5lFNebhnC0UyuTbLl4vc9jzmZqbZW2+zedtT6I0s2lLnb5hmIn8TEsVyZlGhL2oFn8spD3cxGRFQeHUX9jfuJwiQj5vLKz+Dg811Br226k+7WQHL64ZO/WAPN5e0lJrHyjxGrKpFwMvhtkC0hOd95sTEJlsQqXmKuZ7A8tXDA4rlmcTsSMS73n3maaGpT/ah32kTRxrFmQqVpRVlWNM4PKB5VFVeE/JaCMmgQXFmhnMPX1PWvdK0KluYSpwQvfH+IVb1e+v3eNWb53j0dfP82tERGcPgm5anGPZGfLLfp7ghJGqhbU04so2hbdWXhhN6c1kUQXieiOKUTBKS/n26Xmd488f4xdL/xMfe8hA3Pn6I74U4GRPHNem2hqy/b5/fef1Zfiu/zk9FNhy8ldy6SIpL1+t05+bGK/len+m7L4hJgB+ofr2QyiWmPINktewLyRxSOZQsIMRkpK1+/7OR7iZDZuT7tWSboWWpJD2n2SR7c4lnnTfBqnB5/PRT+/z9J2b5jtIy7pLNLT3gG2e/nxfW34L54UdI1+tKpidZ/ZOyOnUN9LF23+r30aXevlMh3PpG/k7uj/mlNy6xHIQcbnZoNzxuP12jcTjgS//OBh+MbOi84a88zs/90L5gK/k4jkeapn03omAbwG/EcXxD07SfBD4Zx/EfAt+jadrXIBbQDcSCmTiOG5qm/RRiogDwk5KE9/9l/I168pqmrQKPAx8DZicK9wECzofPTB44UeQ1TfvHwD8GKGTcpHc9UTQTaROMmd66oSvzFZFL3OD5jz7FwdYGl669nJVLV6jubNGs1VSxkMWo22piew7ZYpHK7AoqTtXQyZemaTfqic4+ojTrKtc53dCVzaxYQYUPyOfEPooJihcI6FxGu1aWsippTfqNy3CRdBZWLk2TL6WIkhXR3JkcTmaAzPmW0rjnP3JIKl3BdvJUd7YpTAu//ePDAflSiguPldF0jV7Lp3k0QNc1uq1h0sLIKCj+6fd1iSInURMYKohGhgNlC0WO9ncplqE069Kqmyq/fpwdHyhi39H+rrCqTUUMukkwS3lGtRAWzp5XULoIUwnJFQ38kcNwkKFQnlXGRHLlOxnTa1oW5flFmkcHLJwtkC853PpEjdJsGRAkuWy5iLRIlU55Y0RIJ07IlI6u8/xHDpHwo2S1T0665H0mw2f2N+7juCZBEMF+En+s60mSnJhwLpw9L6R5OYteR6TdFaZtGod9RWA0LRs3a7F197ZCeGQEcL6UwnJMqttbouc/kaYoZW65okASwlFTOOh1O4x8n9LcPN3WkHCkKYdA2S6S/A6JQPQ7bfqdjmqBSbTBtJp0m8eqldNtHisP+nxpmvvPX6ff6Situ0ShxGQql8TQNonjoSK2SvmlcEcUfheD3jGv/vrH+F/39/kPjQavy2Z5lesyl7Z4vjEQq3B/DB/LEYfRSUJaFKqV5+lV5onfm4C4Tc+jeH+HT0T/gtTgu/jOhTI/sXyGT31gl731NtlCCtPSeepfPs9FoPmdU/zE4F/wL29eoHvvmwUnwM2gRcIQxt0TvgAjx8ErFBV5TcrbnO0mvuvi5/JKDSALtJTCWb0ehmUL1cCEvG2ykMv/kyTtyRW+/L+RHLMWhuT39lSiXaZaY/jCG3jryrv5xtIU3/kNZ5h1HIZHHtef2ufCY9P8D5UK/0b/c547eCupttC/y/aE3B8p5zvNHTA9D7vXJ7QtQXyMIno8yfuza/ygdpe3Xylz++ka3eaQfsfn7rM1/uhbnuT7Hv0Iv3n0Or6Q43MN13+2EcfxnwB/cuq1H5v49w/xGVbocRz/BvAbn8v9+WsXeU3TssD/DXxvHMdtbeKkxXEca5r2N/IqTNiI/wfA0kw5lmxeQD2k7Ikv8Iux3IVv+Bwj3+f+jefUAy1bLKrV9aTcDEjY4xncbC6B3fMqO130h0XxbNUn4m2DANsw1MpVfLatVq7j90lHvJB+o8NURRSr5tEAwzQJRyMMU4SQWKmIc1dnRCFteMSR0Pn7w5DijMPWnSZ76210Q6M8n6GynKG6XUU35imWRbyoYXqYlsFx1cD3OsyfzePmLDFBcAy8fpqjvR5WqnJi5do8qmI7aaUwkEPKA0tRiJMR2+40xy0TyQQXkHKanbW7nL2ao98Rk5ZuymcUjCZMjfwTZC7TtkmTFcXHtsc+6okFriwQkgchU+LajTqptE51p4vtGGTypppwRFFItlhMVvFVdb2EyUqbyvIiz/7lHrqh8dRej/axp4h/pmUn24hUhLHgHgioPJPXmV6YJg5j7t9oQJLl1W01VRE3TJOtF26QzZeIwpjiTJpOw8PrB5QXVhONvyAp5qZS1PY6ZC2RhjgctMgVbfpdX+n1ozjAMDS27txOjjPGca0E8Sjh5mzqSX93FASJRXNIsZymfrCLm7UYdKuk0mW1wo7CkKP9XYJhm8J0KgmZadLvdAj8AZWlLM1aM7HWTSfRx8d0m02quxtMz7q0GyEbt24oa2B570iSo67rTM+dIVsQMbdeX5AAJQoy8n0uXZvhp/f3eXe7zQuDkDfndUxN4yAI+GS/LxjxvR6pfk9B1ZO9eOAz9rCBE05uI8dRhdVMvO1NzyNTq9F77id4e+V9fHL147z59Xl+Zv4SW3ebHO31WLlcZBREfPTPtvg7usaPvumYT7z2l/iG+/cZ/cGPkj04OOEDPxnjKrkDWhgK97oJiF3K5bQgEFazcuWekPlgDL3Licqkte3pp598XSIImq6riY/8vUytRm3tH/DLS7/L2nDIk9ksb8jlyLgm15/a583n8vzDaw8xN/weDvVfJLd5TKrTwe60T1jcKtmiPmkbPB6hLdoXmYMD2ul/wJ/qv8XTL+/y+r97jg//8Sa9boC31+PZD+4xuqZD5X0vev2+OD4/469V5DVNsxAF/nfiOP5/kpcPJQyvado8UE1e/6zEg880Ji1GZUGSoTCA8kqXMqUojJSzndKnS5ZzQgab7JfLbXv9npKgyeQ3N5cDfKWTl4S4yf0R+xip4jJpcas08Qkcb5ghq1cqXH9qn3QmmzjriYmR6H266IaGZmhkchamJVAE09K5/3yDQS/N0oVLuNkcn/rAn7N8McPCuTz3n99iev4s5YVFNm/fZPXKFJu3G2TyWV54tsbcmRzl+Qzdls8oEPI73xuoIq8bBsVy5VQkbGLJm0jo/KHH2nWhy5fhKHIyICc2vjcgXxZRqfX9MFEqRKSzWqL/t5VrXRSFjBhbAEvegGCWW0rGJQxUjOSaOirJzTB9vH5EHNt0W33crM2gWxcZ54kyQHIm5Op8OGhx4bFpwkSOpxtaEiKkIZMM5ZgM15GTQmFnu0erPmR2JUMmX6CytKImcoPuLlOV2URWt0Vpdp7qzhbtoyaptIGmZzl39VHuPvO0kJHZNs1aj6XzDylL2Z21u7QbddKZKTrNZuJAJ0iIjcMDDjY3MC2b5lGPVNqg3WgQjkzypbJqSTiuy1RlluPqIbYjvBV6zSGzKzOqrdA+biQcBcGTKM2KSV80KyZK928+i5POkUkJ1KA0O6/S8m4//Qkc18R2MuytHzO3sqpaZ16/r+KIswUhm5T3WfOoRm33PpqWwrQsUukOjz15jl/sHnHb86B/lqzew9Q0mmHI0Wgk5GVhdDIdLSmickwWwcliq0fRAzCzeo9lY3ptzKEHu7vo/gyj3bfw/DNv4bpt87NP/gx/fnWGlxWEM55wjTTotoZcf2qfs2cL/PGFC7z1a36Sg4//78IZr1gUmetJcEyq08ErFhULHVBkNlmMT6MOk8egRxG6Lwh+I8dRq3ll9jPRdz89TvTkfR8zEjnwgZuh+MkFgls/xHtdlz+9/GcsL7+f57/kKv7796jt9fG9Q373kfP8z6kf5vbRjwu538Q+6wnbHsYmOcZEHr3kPeihcOtLHYcM80/wjsbv8iuPLFN+5gj9sE99r8fH37PNb3/tl/PR3l/wwgNH8fkbGi8RGdl/ofFZo2YTtvyvA7fiOP4XEz/6Q+Dbkn9/G/AHE6//t5oYrwFan60fLx3vQBRJWVDGjndjeHwsaQuSQhuq/ruu6wImP6opy83T7nTyAS9NOiSkKXqNmnK8k58hM+1Pj9ORqlLKNPJ9hl6PfMnhaK9HHAuoMo4j4iiJszVN8qUUmq4RBiG768LHO1OwSbkWVmqJytIK6zc+xt76PR557ZNs3mnjuCYLZ/McVzfwej1yUyV8L0zyz8WEY+PWMXvrbayUQW7KweuP6Hc6eP2xJFHyCiaPYRT4J4yI5lcvsHrlqnK3A1HYvcR8o91okEoZ7N7rq964po9wc/YJtr04f2l1fiSqIqRbObUKlK0Mqe82LYva7j0Cv8VwoJHJVyiWZ5ieO8NwYBBFMZo+pFWvKhtdeb8I34EUjitIf5L4V17IcPbhIuGooyD9STdEuR+yP58tFpk7s8pw4CqPepmbUCw7DAcN9f61689wXD1k7swq6WxFJbRVd7YFjN3r4Q9D1e82LUuFtuRL05y7+hirV65SLM/guBnKC4s89MonKC8somnC0z2TN+l3x4l5/U6bvfV7tOpV8qWUak0EvkCaSrNzyWRhXbWlsoWiimyOwkhE8E7NsHTh0kSy3DEHWxs0j2pcevwVbN1tEo6mufLK157wWJDOi9IOWba/mkc19u7fSyBw0QZavTLF9CNFPlrPEOy/BboXOGPbTPUijkYjdqTjWxKlKq1dlTwsIb/J1XpoWaqYm543hrGTobzYLZGtLgum1espC9vC9jb5rS1ST/0wb/q9b6V81+e9j4l74WCzw/5mh2bN4+bHD7nxCzf4YHeWt7zhn9F7/IOElqUK8ijlnCj6sWGMf+Y4olff64lc9uReOwHFM2bdq0x6yz4RKqMnhXvyNXl+JENevk8WaKclkvIMzxMOeTt/l+0XvolX377N9JdWKJbFMyr9/jpPX7mC98Rv0Z8uKdOeyLaVXj7WjQcQFfn5WhgqyZ1brUL7YX5vp8Q/3drioVdUKM26FMtphoOY3/nnz/D7588/8Dz9fA5NE3D95+rPf23jrzPBeRL4VuA5TdOeTV77X4CfA/6TpmnfAWwCX5/87E8Q8rk1hITuH/5NdkjqygHFQu53O4ksLkR6108WbRCrRSmdk3Gpk71d4MTqTUrBZByt1++RzsRJL9vHcUU6mEQMJj3s5edOaoplD9IfeuSnHJXX7aRz+GE4AdeLm8RxLYb9EfvrbTR9lk9/qM2Zyx7b91rki+dYv/kpsoUUrfoGB5sbXHjscfbWb+O4JksXCuzd3yfwTdqNkWgvNDyufekCV15Z4U/fcQfD0plNNMhDb8S96/fVOe132thO+sRKe9Kj4IFrkpxTQOXcC5lXrM6htD81LR3THnMpJN9BXrvTFpri3Brq+kq1QvOoyuKFAoebgtkuIXlpPuMPNYJhCGjEUZteN8AwM0rCODVj4+YsZW4kUZTyQoZREFE/CMbKDT1KVBiRIhX2O23K84uUFxZoNxocbK7TbTVp1moYlk635dPvBLi5PPnStOICgAiykQjDyuWH2N+4g2GGmJZIdpPohfBcEOYxUkNu2rY6F1Lili0UGfba9LsBUzPz6lzsrd9jes6hWE5jWqKdEYWx2J5lJShAjXRGT1Avd+I71GPrzm1mVzIcVztihW6IwJ37N64ThRH5kvhOpdJjl8WxvE/wCrxej2J5JmmRRURhxPrNT3H55WV8b8TufTEZOXf1Mu9oNKDxhEiYcw6YMU2yhRQ7jS7bQaCiYsNT96A0gQEwPgs5TQ4J00t0INJ1tKQgpjodBTl35+ZEf7yeQa99Fz+yU+NVL/8VvvaJEj9QnOH6U/sME4JedafLr89W6Lxxhzctv5/DD/2Sgu9Dz1KFNrRE+ptckUcJ4189OxJ/evma8pF3HELbItYNRs6YKQ9jGd1kSyKy7fGKO4rwJz5vqLzthX9ANBAToS5fwu29m7y3UuXLbZEZoRsanbrHq+a2+MSrP4YWvYr0cfME70H25rVQPzHZ0sJQTEgmzHPShwMG0ffzR90/5M2vusU3z56hcdinfeyxu9Yi/ld/HfO3L47P1fjrsOs/xNiv5vR404u8Pwb++7/JTsj+vnTHkg8imUUtIVgZJgNj+FhPeuCSXDTZe/b6wrdcbntMHBuPSctNueITr4eKMDY5ZLGf3I6uGyfMbWzH4GivB7E+jtY0hDmLYaQxbZuNW0L3fbTf4+qrl3n+I0+xcUvnFW98G+97539g8XyOdsMjCmNyUyZrzz1NJmcRBBHpwGTQHxGNRpx9uMzBZofVK1Ni0rDZIe2aHB8Ky9biTJpi2SEOYw62tgkSz3YrpSlnOkk8k8dgp5zEdGhwamKj06qLzothxvjDEZoeEfhdwpHGcdXG93oUZ2bE+dSTNLehp1oek9tTngjJQ10WWGERa1LfiwhHon/ebYp88trubXQjk+Tai4wCJzNk7kyOF64fYZqiEJmWSB6TVruy2IvsdJ/K0nnBA+j1VDtHxuvKCaBsTcjV+qBZJzdl02uH9Ds+hmlSnBGw+Lmrj/LsBz9Av9Nh4ex5pZ+XmnnLFkEy4p4U+1ieX6A0O6d4B8qbIeEHtBt1sgVhEJSbMum2/IR8mkmumXD063d84thG03SGg4hM3lamQMXyDMe1nYR01z6BSmWLRWp7TYrlNNWd7YnEwAgrpTEcNNm7L4rM3v17VLe3ePiJ1ypL3aO9XTR9lKA9hiL1vfKNS+iGxq2na4xGHq94/SKdsw6/uLYG/a9WEbFF0+Qj/R7PDwYcDCymk4I0SZgzSNzgJpzY4KR07K8agjDmq4Ll5/KYQ08ZwaQ6HTLPPosWhgSZDN36HNf3f4JPTIf89Mt+iP4bH2fj1jFbd4+Jwpi99TblYYbfXl3lK+u/zKj5rUryJ93jJHs+1sc6dklkkxB++MAx6ur9kWUTpMV1GjmOMvqREbOTfAAjOV/yWyVRhFg3CG0x8XAbDaKkZ68HAe3sG/lQ99d4g55DNzSm5zPkph2u9VxuL7yX9tm3EiXog93rYye8CrXtRGJ5AmlJFAJ6GBHaNnHDwDPfyNtrf8nrzmbJlxzyUw7+cETz6Aupkv/CE+9eauOzwvVf6CEg9I5iFZ+A55PVuewti5Xhg4cg4XvpLy9ekwEz+rioS7jPstW/ZV98sk+rtjthGSv2NUwKgK+YxPOrGby+WFXKQBvTFpC9phkq9CZfcijNurzyjUto2h3e9PWrxHGGZ/7i9ylMizhZ05JkQZ9MzsL3Qoa9gH4nIBrB4vkcpdk0C+fyFMtpskWbw80Odspg4Wyeh15ZodsaMvRC5s7kuHRthtyUgabHVJaydJp1Zacqe6tyVS6ljP1Omzhugt5KDFBE0I1hpImjFIaRRtNSlGbnKC8sqh6+7NuKa5mc+4mJkTyHp+NlB70uyxczzC5lsR2DOBZGQd1Wk607t3nj37tAJh9w5ZUW6YxPbipg4WxekOAMjUwepucc3JxNq+ER+BFhGBNOZFgLnwBLIRcS4peOdhL2tx2HdqOhZG+aZiQoT4Y4TlNZWuFgc0N4MiTxuY3DA9qNevKakHM+/MRrmF15BMPM02016TabSqLXrFWVxFOqHPpdkRbn9fs0j6oYZshx1ROe/klOQuPwgNyUIFl6/RErlx4iWywKM56ZGUVkbBwekCsJ7oJUiUio33FdLr3sVTSPBvQ7bQJ/iD/0qCwtU5iex7R0NH2k9P9DryfMgRLjnygKmZ47o1Ll2o069YP7XHp8Bjtl0ml4pF2TR14zxwe6Xbbr54WHeWTD3LspmybdKOL5wQA2vl2kpIWRgoUlDG33+w+YwMiCf/rPJGQfWpbSuavX7DFcLvv7Vq+H3e+ryNnc7i7Fu03i9/0C+nscvjLe48u+9hw7ay227jZZu37E8J07/LOLxwympwltWzH+5bb8XJ7dr0hxcO0avUpFfabcLzlkm0GS76RHf6zrBK7Q0ce6cQKGB5Shjiy8QSbzAHwuPyfSdfxcXoTqJONCKsXQGzHojTg+HNCqDXhrPs93lstce+0P033jr9Gdm8PPuA9Y7U5yJGCiVx8kHAXZEtkNuP2pH+B7t7e5eK2MYY+TMb/Q44tw/X/hMcnUF653vioCpj1RqGUxMMb2rZIE92JDwv1yPJBfbhiKgZ8tTjEKDsiXUhxsdrj88oeUTOrFuAHys+VrjuuSSof0OwGDLphWeCKtbRT4auKSSoeUZnPK733ohfzlH9ynML2MYYrEuCiK8Poi596xhC5eIA0Gbs7CcQXUOUyiZWURK86IaFDpHy0T6PIlBytlsHKpyNRsmnvX62TyBfqdDoNem9e/7TxeP8P1p/bxh+L8er0emj6kWM7ROBzgZMaOd5NDTAY6E7I1W/nmH+3vEg2jpD8/ViOcVkvInv3KpSKmreP1AsKEWQ4xndaQ6VkXN2fz1m+5zELikvbx/7zN3nqbbktkhU/Npkm7ovilHBMj6clL5US35SfQ65YyaRkFgXD8SzkKXRAENYEWyEwFr9dLNOKVE/1nea9Jwt7OvRfU/dk4PFBtin6nQ3VnG8d1ufDY4xxsbtA43Mfr9zHMgGatxsK588KOttej320SBhFGgi4VZyrqXOVLJRqHB1iOmdjKCqMd+Vler6f2IfQFIuXm8hTLMyc8HYrlGXJTJTXJnTtzViQEGgZ3n2mQK5bx+j0cN0PjUEwOJFpmp5wEtdAV076ylKXf8YUTYbpAJh9wvGTz+ztV2Pk24QBnN/jqaYs502RjKMKlGGWJjAlIm1P96glJ7eRQkHECXU+6xE0axsifm553gswmoXPpA+82GooAZ/gBuv9VrN37ZlL+d/OB776M9dFjkaq43eWb14u8+0u/j+du/X30Ty5M5K/rDKaKUHw/sTdHlFyH0yS70/srJwrSYW/kOISOgzkU+zxpQysRDxlVK49tkqcgWxKRbauJQKrdwTxa5k/bbb45M0N9v0ev5WPaOl/1+kWuuS7XXJcPuB1+s/l+OsabsXuCh6MHAhGRE47TT13Zt9fCkFS7Q6rdYZi7yAePXO4+nOL1bzvHU+/aoN/525vt/l9ivCRW8nEcq168hN2lTedkyItisicrQxgz3+VKUfrKy4IuzTxOSMVkFvzEdsU2NMIwxnJM4WTmeeq9k6Y3kjgmSWMgpHmC1T5UnyFjQ+NYuthB/WCPynKG0mya4kwaXdf42Ls3McwccVyj3fDUl0DXx4E5tmNip0w1G97f6KIbmvLrBwj8SOXSZwo2959v0G54bN1tsnGrwbA/wrB0CiWHlUtFLFv0V6dmXb7kq87wuq8+y7f/8CuxbAHfu4WYfMlhb71Nrx2Nz7E+TuSb5E+MzYpET7vbaipURQ6JwIyvxbiFMugdky85HGx26LZ8mrVBcr61JMHNxnEFabHd8Fi5NMXjr18UCMcgplhOq/607RiUZtPYjpBGRlGM1x9RWcryjd/7MlLpsW2x2OeAKIoI/GFiFzun0B4Z3hNFEYNem27zWJnAeL2e4im4uTxzZ1YTk5kOzVqNbquZuL2tn9KOW1SWloWMUBcJiKm0fsJNb/lCgXwpRcoxyE1ZqigLo6VIOCW6Jo5rqVW6m82RL01TXlgkX5rm4SdeQ6c15GhvF8fNqElJeWFRwe4i7GZKhdeA4FmUFxZV7z2KQjQ9VgiPaJ9Uku+gjZvN0W7UWbpQoLrTpbrTpdtsUpp1eW+nw5rniTS3QAOzy4VUiulQp2yadMIQ82hBeaWbnieY8IwL/aSO/IHnxwQ57cWY7LEuiuHIcZRTnrofo0gVwJHj4Luuyqp3a1UK29s4zSbBp3+WJz+WovqqPI+8do65MyI06ReXlnj0yjvpLC6qnnpkidQ2Dt6K0ZkatwpcVxHxpBrgdMtBIg9Os0lxY4Pi+oaalEwiAJOohZwsTE4AJlUIcgJh9Xqqz//R2hRTVwr0OwEHmx2uP7XPf/6/7lL7wCFv0zP80vIyb7j8F4we+k/0KjNqRS8RD6lakHa/euCjB/4J5CQyhFc+d7+fdzQaVF4xTXk+o8K2vlBD43O3iv/iSv5zOKRBCowJczLC1bRt9ARalT+XvV75t1zhiwe1oZy8ojCkODOjPkM+dB03Q7ctVrypCXa9HJOwP8ievdh+r93i3FWRWleadfF6IzpNse2ZRZflS0WOD/ts3D6mWE4nkwqdYtnhz95xh9zUEsPBAVEotx3jD0PslIHtmHiJt3pp1qXdGGLbsyxdWKDdOCBbSNFuDCnNpnFci521FvtbHS4+Nk2mYFOez9A5DhgODNauH3HukWmyBVuFgtx9tsag49PTYnaMvMC+rwAAIABJREFUEZdn0kmPF+YrqSThzkgkhmIINUJOOaSBKPLNWpWtu7fV5EZklOdVD3pyEgDjSdYo8BkOmixfKuIPR/TaoiVQKDlJQRcTp0deO0d5IcPRXo9s0cbrB9z46CGtuogrnTuTIxiGuDmLwBf9ajslevJeb0TzaCDyxIsphXTI65rOGnj9AQtn8+ytN5TEUlgpRyKqONnvVv0I2zFUm6JZqwoZX6dNtjCltOTC0c5Q7aVM3iCVFvdJ4/BAKQ3KC4tUd7YVCVSqHA42O4KD4Qq3w9nlcS5DcUYU+8OtLQJ/iGEK5EESUCu5ZfodQVgNgwgrF1Dd2cL3PA42N1TMsFQXSM/56s6W+tn+xhrl+UzCjzgkX0oxCnyaR1XcXJ7K0rLy0B8FQYLWCMli82jAmYeKvPa/OcM/3l+nufsmGGVFPzq7xpJtC5JmqNGLIpzEgXHsdPcgPP9XDbXaZ0xSkzayEZywp53sJcvfjQ1D9bxhPKmQDnJQZMA/4F8t/wy/uLREOmfTaXiUPtLkP3zZWa5e+bcEB1+t2PWGH5C7F2B6W8I0JnHemzS5kfp2+dlMeMdL8xktCv/KCc6kcc2k4Y5CODIZgkwGwxcTh1g3iI6b9G7/IO+4/PMsn8mxu96m2xxysNnB648oL2SYulLg64pFzLPP8Z78Tbj+cyKZL0E4rH5P2d9O6vllXz4yQrRIEAXT+yG/96m/x0d6v83GP3qYd/3Grc94PJ+P8bddQveSOXapnQYeINnJFfNkL960bLUSO50KN8mEl4VYOOUZdFvHiuAlyXiiKLUplmWwTYzjuiKtLYEiJzPqAUgY0l6/R2lW9Loah4Nkfw0y+Qg3l2bxfIFMzsIwMsnPTPodH3/ocLjV4eqr38z1p/6SqYqw1vS9UMHLMgVNruCFSc+QwK8nKWWX2Lx9i4vXcnj9EV5/JAxZyg6BH5HJWYSBQ2E6RavukS0WufWJGpdfXiZTsNXn6IaGo2lctlL80vd+EH8YcuExl27Tp7rTpTBdVsVcchIEsawtgk6iUEnGZKiNhJxB2K1mi1PCuCUhu0lHPMnWnll0ha2wZVCYFv10zdDwPdGPjuMk4zoQRbzXCXjhmRovfLqBadnMnclipwx1TEbCpvf6I3wvZG+9TfNowHv/4xrv+s1bGGYO0xo7/tkpkyiM6XcC5lfPnfAH8Ho93KzQnO+s3cX3dNKZKSpLK4Awx9lbv5fcD30F9ctJqDSlmVl02X7hQPm4S+mhYOiXEqmhuM9Fytx59tbvEY6aiMS8YnLu+okT4AIj31emM7ohUgdlst3B5jqVpRUsO4VlT7N8cVUdk/jbF/vrDdSkzXHFfSpNbESrJ8WwYNNt+cSRCOoRYTSWkkn2Ox0MM6bdGNI47OO4Jg8/MUtj3qK5c0b04t0tQneLb3r0/bw+NyfuVcOgE4YUqjUiQ8d8kaIF42jVyWL/YtrxMGGgny6LkzIzJrYjC/ukVG/kOKpPbvV65BNGvh4t8p5PfwM/wH/k7WemadYGgi/z6RYfe02OV7fvMfWRZexeH9Pr4NaqRJatJGipTkdtN0R4np6W1BlhyMgwXnSyI8fkBGbyHISWJeJ5E0e8OEEmtFBY71q9Hn5izYzu8yvVKp/+lst86I/W2bh1zHAoCKW+N8LRda6lxYp7zurx7/xfYNT5roQvkRBmE2fCWBfse4WoeB7mUBgAGX5AYXsbOMuB/k38fPk9/KO3rjxwTF8cn7/xkijyJ3TyYQiTtqYJu14WdBMp2ZKrQV39LaVuMF4tym3KB5t8iEkCkpQ+RS8yW84WivR1XUnjFKNfthR8n8K0zdRsmu27TeLIFMWvK1aExXKaQsmh1RAPl2wxNe4NN3027/g47nUM06edOBRPZtqblk4UxURRRGU2Q7PmsXDu/LhH3O+xeuUqtd0amnZEeSFDtmhTmk2zcnkqgbtjFs7l0Y0OneMe+VKJg80OC+fypLMW+ZJD47DPn7/jLqMgSghlKbzeiIOtDpl8Qa3AJaIShRHNWpW9+/eYWUxRmnW586l7Sksex30G3b5yRZMqB3meZQ66LBJTFQuvP+Jov0cuWb3bjoHXG9HuBWqS9753rnGw2eHRJ+dZf77Bh961gZu1WDjnKqdCLYHm9WSCYFo6B1sdarvCcKdV91WAjSS5Cc28kRy/RiodKta9jI+VE0zJO4giYZVcWVpm9cpVtu6I1UmvfYzjuqrHLxP/xIp/n+k5h2zBoNPUE/KbuB9FlkATJ5NRRb/bFJOm3JQgmDZrNdXeuH/juuKEyJZVbXeH2eUzACdY9NLrQaTRycluk4PNDZYuXFTXt7ywiNfrKbZ/tmAzCkJR3OM0KcdOyH3zSmvvex6Om6G6s42dMjjY7NA5Dli+mOexJ+f5rsMdaH652JHSxyF/k68rLnMhlSLyY5phiDeYYabTHrvUJStuOSbhd8mynzTEke+ZLIjK2z0MMUH1wOXP9In3pTodpT/XwpAwl1P/jg0Dq9fD9DxR6P1zvEd/G//6iXfzo191hq07TQbdgP3f2eAffkWN/3Tje1VEbqozLsARY8/62DAg0dlLyH4SWjeCQHEFJo9f9vOlNFBuSx1nwk2Q25EmNnLEyeTB9DwYubzQSfOc5qtnQBBEBN5I2NG2fC5fKvLIQomvKxZx9H1+62ld9eVVqyEI8IpFFeYjr5FCK2yLyMiJ9sT+q/jxW8+y9LLW6Uft53X8bWfXvySKvKZpqnCO0+dOOt2ptDQEKUpCm+pngT92pUvkb+J3dSXBG6MA8v/iqy5jN8MgIuXY6LrG0f5uEnGbx3EzajUmh/Di7jKzWGR/XUjj7IyTpM5FIonNMfD6gSJPmcmfo/2e+FINdcJRR+XGR1GsJgGyQFmOiWXp9DsBVmoeaeVrWhbVnW103UjIVNM89+GnefRLZvF6I0ZByKA/4tzVaYplQZwxrR7tRpO5Mzn0xOd+7kyO4kyap9+/n8SOdpiq5Ni93yWdkYExEy2KZCXv9fsimnUY0jwaUFleUT36UaCTLeYU6dDr909Ek+ZL08k2fMJRB9NKqyLcrA6Jw5iVS0lU6X6P3Xsd8qUSppXnzqcGbNy6SbvhMbOwgpUSfV8RpjN+eDuuia5rtBtDDrd6lBcW1HWzU06iSx+cINxVlpY53N6kurMtbHenSkjrW6/fp985IIrFPdA5bhCOOhxsbjB3ZlXB84ZhixW5YaiCLe+vftfHH+o0jwbkig7l+cUT/goyVEca1kRRlHzeSXc+23EIRyMsF8Ai8IcqJe9oX0gcK0srlGbnqSwtU93ZQjcM8lMlpSBoN+rMr2YV8VRlzPu+ut8FATTGtISu/vyjRXbWDnFzeUZBUbTOLGkes046o9M5DrFSGm/91sv863ad37y3KLTx+Ztgdnk0Y/G6bJaUHxP4EV0tgshWPV498amPJkhpp13elN3tKchdQvGyUCpr1vAkw16+X/6OLPCT7HQYm+zI95tAplaj07zGv6z+n5xfTvE1sy7+MKTd8PjVlRV+87XvpLfx7WR3BBIiLWEB+jMVVWQnt2snaW6y3RAn+zT5HrmPoWGoUBo5ZCKcFoYMc7kT8L5cacM4oc9oNZm6d49j97t5z+pv8PWzLsOBuA86xx63n66ydv2IuZUcc2dyVJay/OATc/zbR/89DfvbKK5v4Naq6MAo5ajty7/lcYgCb6ADRtL26FXfyG3v3/OFHNIM52/reEkQ72Ci521Ik5lIkaEkdCijYaWJCIwJcfLfMJbQST9w07LVakUWeMEwHhviiJ693M4YWXBcVz0EJx3RfM/j/GPTeP0RmuaSLQpms2H6LJ0vYDtSCaDh5iziaGzK0m36DLohYegz9EKO9ntJ/9hkFESqwEdhzCAh4e2tt5NEMUN5qxdnZhTD2/c85s6ssnb9iOpOl099YJf99TYzS1kefmKWx56cozTrUkmkabqh0e8IQxfHNVl9uEAq7TFVcRK4NZOsoMerd9l39T0PTfOZP5sn9CNqu4GCsxfOnWfpwiVWr1wlWxSJiZ3jBm4hZmYxTW4KDrc30XWDwG9RmnWp7Q4Fo1vZpQYYCXnOzVkn+ADC890hNzXH0cE2+ZJDsyZW19L1Tde1xNwmprrTVfeEvP6mbTPyfSWPGwUBgT9MIogFAc5x3SQJTrQW9u7fYzhokCsI5zkAwxT71W01E6KlKMrSxEZ6Pnj9Hu1GHTdrEwx1ZhbPKSa+MP6pYZgxnWPRepCokdcXXgtef8z4bzfqbN29zezyGXJTc4mRkJEQ/FzypWlKs3MKcZD3qkQkus0mvuexdOESmj6LnXLUa2vXn6Xf7agVumkJkucoEJkF955r0u8EyaTIFyE5QUCzViVXtBj0IirLK6xemeKXrQ7vPD4WBX6UFXB9MqZDnWZtQK81pDYawdHr8IpFlT4nHdfkkIX7xEpcRq76vvhzCok7vao/3YeX25XMe/kZk6Q4QBHaZPHPHhxQXKuifexf893PLHO8ZFMsC0Oip/9sm//uwh489HMMczmCTEZp1Z1mU0TQ5nL0p6dV310FwZyS1UmHu9PHdVoyOEoJSF7Gvsrfl3I20/ME+36CECd99DObKX73+JjaBYfHv3yewB+oiO3yfIYoimkeCZ5F2TSxpp8mLByK9oO8Jsm2JekOUC6Agm0vSoxK5Kuf539b//911OxLbrwkinwcx4JMZ4x175Mxr24uT36qpKI0y/MLKtdajnFSnZFIo9wXldxEYYRp2SeIeLYj4FvJjJcJbfL3HTczRglCYV0bx0PCIKKeFESv32c4aLB6pZTo1kXS26A3wrR08qUU2YJN4Ee4OQvdBE0ziEYQRxrDQUS/6+O4Fm5OPOBSGQGnDwcui+cu4fXFilS6uhXLFaIwmnCL8zn78KvoNE1GfkS74fHch/fZuNUQ2c6tIU7GpN0Y0m0ORfsg8eovlBxWr0yJxLXhSec7uXofBYEIVZmKWLxQYNAJaB8LwxXpHQ8CKpaucVEowlPSrkltr0e74aEbGu1GPQlGGSho2bTtZCIlJkRSFtjvdHBz+TGR0hA+7qtXxCQiU7CTGN5QwfbNowEHmx2yBZuL10r0u2OJ38j3x173to2mjxLTnFBdC+liJ/Xubi5HMNRpH4ttGJbO3Moqc2dWKZZnkntPJ45ifM9T/ITJRMROa4iTyeC4LsXyDNKaWVjCGhTL6fG563ZOwPnZos3+xhrVnW2FSjmu2Jbvhcwu20TxMZrWIRw1Et+DNkf7uwy9XiInjdT1ES2wQRIkU2Xj1g1lhiO/O7ZjMjXrki2m8Po9ipUUbk7cF/K7Mwp8uq0m/nCEadkMurtcujbDh7pdPlqbAr8kGPX9FfDmaI5GSTJZQOOwzx3PI3XvFcod7sVsa1+MPQ6cKIKTvfoXI6rJn58u9JPGMlJzPmmRK01yJOM+yGTIVGuU7t3HvP31fOXaGn9se5QXMui6xv9YT/MHV3MEj/57ZXU76RAHEOu60sPLY5UTm9Pth0lSoCyskqEvM+n9XB6vWGTkOIpfMEkknDyn0jvArTfI7e7ybCvFOxoNLjw2jZuV11YgOKVZl7mVHI+/YZFfOzoiGMxAJNAWOSmRXAcjCIQhTmJvKxELt95Qdr+GH5Db3YWNb3/g+ny+xxfZ9S+BobzpgwDHspUTnfTKnnyPadtqJS7TzYRLWKjg+X7Sw5c9SNkPFr70vorKlKsRQJnPgEAFvF4Pz81gO2M/fQDD9MlNpdm4dUxhuoxu6PS7TS4/PqP6yQJF0PD6IzZuHQOiJ2+nDExLJ+2aKkb2YLNDKu2ydOEiURhxuH1bRdQebHU4/8hFuq0mbi7P0d4e7UZdxbyK3qiTrOTP0qxVKUyHtI6FtG7t00c0DgfMnckpRrlp6bSOh0KWlyAOzdog2UdByNtbF4lkchWt6wbdZo1zj04x6IgWhG5ouFmLdqPOoNfFME1SafElGHTFtcrkTWzHZn+jh+PmiMKQ/FRIZTlD/XBA4JuY1hj21Q2DwI8VcS5MjGvypWk1Gbv3/DOcvVoiTpzsLFsUV683wsmYSItXGdV7sNkBTAW9N49qDAf9xCdAMOKl17uccHz6Q+9nem5RKTNWr1xlZ+0utd0dAAol0W933Ax76/eUbrw0Nw/A1p1bSfBRXvWtB702uq4rKB5Q/IBWfZ8oirn7zNM4rsvK5StkC1PYTlq1inLF6SRAZk6R3aIowjBN/GFIrznEH4ZEYUwq7ar2iqYZdJtN8qWSst4VEr4VtRKPokhda8lVsWwdvx9gFFLCAChM0iETfwEQpMK9jRfIFVK0uh6XXz7Lwrk8zzWPoP0l4ppGEVpXZ9R+mO3yh6lPGazOFjne6fGrtfvY7bZyVwOUfat0h5Na9880Jt3wFIEtCB6UnDGeAHwmt7zJFbzqdU/Yu2phqJjlbq3GwfYbeIfzEd42u8LRXo92Y8gbzub5rsubvH0HcrsJOmBZpDqdE9uw+31VeOMESp9cjcsR2bYq6jLy1kquY79SYZhct3SjLmxwk35+bBiqXw6cMLER/7bg5o/x9ujn+IFXFrEdk0FXEIfL8xmeeMsy5YUMP7K3x8/uHcHdnya9Pz4fUi2g+z5+Lk9oW0pFYPV6wv/e0LEmVvgAZqPMWPj7+R9f7Mm/BMZpz3TRpxycsD2dJL1Jt7IoDMcWpIkcTvqGe/2+sCktFE/o6ydX+JN/iwmBySgQN6TX72OnhM/7pDnPoNdl7kyObnNILunZ9jsdZpeylGbT5EsiLGbkR8nnibjQ3XsdCtMpFs4JdquUdxXL6aTA+uxv3GR67hyL5x6ltnuLftfn6qtfJ3LDZwU026xVk/7vsYj8zGRo1qoUZyqYlkWrvkFp1sUfpDCMAc0jj3wpRWk2reDXKIxp7A+wLAGb5ksOYSRaA/mE+FZZytI47ON74rp4gw5nHioQBhGH2+LchKGIKU25JrWdQMgPXZPAC2kc9okiYasr4X85bMeg3wnoHseiFZLNqevQrFWVi5uuaxxudijNziszISeTYeVSUQRe9EcCFdE1sgVbtVkOtjr4Xsgjr5njUx/YpX4gkgYl0c8wg2QC1gMtolU/ojTrcvMTH0XTBJpimCZRfAzRFFEYUt3Z5mhvj6ULQls8NZumebRJv6WxeM6h3w3weiEHW/dIOQZTlTTNoz2Oazs4rolpGSydL9DrDli7/ixuLsegdyx8GZIWQzDU0c2QOPao7mwhs+4HvS6F6YJAtmxb2ceKvIA5eu1jans9KourHGxuYDs6qXRIbXeHfqdDKq1xsLmeZM37NGs1FZIzCgIM0yfyTRw3w9YdkXcfhj66kSYYCn6IN+jjDaA4Pae+q9ILIQwECpVK68ydydGZs2m+8HjiU78EiII90n2KhkE3EqE0a1NQe+ZrmO71H0iQU3Is3yd6kYAoOSZXupOvnXi+TNjIPvDskcY0hkEcRYwmYH25sp/crpl8ntMU3u5+7o28p/I+nlsYoSVI0uadJj9/ucLbl36X7v7bFAHO6vVUwp6chEgbW3Hs49jY1ETffsS4QEq72pEzTZB26JdEGyQydBWaM4la9GZm1Erb6vnqdeGP7+Ac+Xhr3833zv5zfv37Xsbv/5sbNA4FEnajGPNPb9/khRvfQfZ2hVS7pvTwehidIA7KSYNM4dOjiDiR042S45O2vel6nTHu98Xx+R4vCbhe0zXhxjVTGffaw2hMkJuA4iejXSXsKKNG586sUpqdw3Fd3FyO4kyFytJyYuphky0UKS8sKumWZMhLz/JhggRkC6lkJa6ruFNpM7pyqYjXGzEcaOphZ9k+laUspqUz9EJGfrJaMDTyCQy+fDFPpzXkzjO1RKJWxslY+MORgujTOZtWfQM3l8Mwp5hfvax8zKVkTZLuHFcEoBxsriui1s2Pf5RiOU3nOI1le2SLNq26j5uzyZccskWbbmuIbmjkpiyqO12CIOJov0ezOiQcWdR2B2zdEX7mq1emCPwu3qDD+UdElrmAwIu4uTyGkVZ2sgtnC+RLwiN/FETYjiC+7a23CYbimnn9Hm5BFOL9zY5izUs4WzkQJtwEw9JJZaQFscgHeP4jT4nJhGNQnHFEkTfGs/R+J6C6LWSNn/rALp1jKM3OqZ70oFtn0A05c/kRFs6eJ46EiY7vjRLVgo1h66QzMwTeiGK5QrY4Rbd5jG7o7Ky1aNV9ei2fXnOIadvs3GtxXA3xh6Pk3hXH6LhWYjFcYPXKFJZjkMlazK44aFoPN2tjGJqyCi7OzOCkcxhmhmatxqB3TKGs8diT8yyczaNpA3zPo36wd4KTkp9yyOQsmrXqhLokUi0IO2WSm4KDzQ26zSaDXo32cY36wS69tlBlyFQ8gDj2EjmhnzDzDYrTc+SnZpSBjtDL12g36qTSoo87dybH3EqOd7Va0H4YvDlVvM3EDGfVtlm1bbpRxD/Z2iL/iStY/Z6AyA39xAr6gefEi7yuVsZJytvkeyf/Pv07n+m10/p8WVxlK0GutiXbvrC1jfXBn+er1tYwvqyMnRLbufnxKv/mWpXBvIGfESY4eiQgeulgJ8mGkaE/oIeXXAFpXyt5B1okgmy683O0L6aIC5snCIq+6+IVi/i5/NioJmnTjE5Nlqxej+zBAbl7AX904018RWuLt37LZcoLGRqHfa65Li8cXkarXxWWw4Fw3ZPbk595QiMv3zOhZpDBNacthr9QQ+rkP1d//msbL4l9jmOpje9NBLqM3b8kA1kVBH2sn4/CUIV85EvT+EOPnTWRVhyFIUd7u+q9k5askytLr9+jsrzCcCNIfLmHRJGl+vdiWxGpdMgoiGjVhxRnZojCkEG3zmNPzids7sRS0hYrMzmyhRQrl4uMgojjapTAx+BmrRMkv2LZob4nVr2VpeVE8pShWK6ws3ZXGctIR7bnPvKXpJwM5flF1q4/w9LFNOs3GhjGgNyUQatucPXVMyxdKHC018P3wsRQxxPEmqQgp7NilSt95qMo4v6NOsVymkvXZL9Z4/7zIsNdFGQ9YahH3HuuSbGSolh2aB0P6TWHCSFRV4xx23Go7d4jV7DZXmvhpHNqkiRWmA96EaQcg7Rr0muL16vbWyxfzItznUgNR0g/hJhBb0SzNqCynKHf8QlHebJFXV1rqduvLC0LTbmTZ/HcJdyc9JQ/Jgp79I5DygsOujGT6Pl1ssUpRSQc+X6y0o7xh8domsHqlYt0m01mMhkahwfsbzSTe1ucSxC9znQmy9DrMTXr0j4aUZpdIopCmrVa0mMX+7p04ZI6Ny88u4XX71NeWCDudMiXliiWK2zdvZ1YD4+IoxSmbSt5okQuQEDqmmawdGExQZ7aZKKQ0ux8kl2wh5srAHDhsWuKoCdT6W587MMsX1wU92iCGAEsnD1PeWExIe09Q2Upy+yVIu9aW4P2w5j9kVppG0mRP5tKMaUbNLWQ+miE3esp+FlK1eAk+WwyNnZySEnZaWJdnKzKTzxjJqD8F5soyO1NGtXIn+meR2Tb+Mlrsu89chzSjTpFQ6f5vl/g1ft/xNE1aB55pByT75gq8U8e/kk6/Jg6LsMPIBDohIyUlduc3B/JDZi0vtVCEWaTqdYSSLxIaBWIjR79SoV+pUKk6ypKd9LaVh1L0v4AscKTwTocfAXP5m+y/wQ88ZZl/uIP1rnznl1Wl9ps34qUyQ0kMbN6cr4ngneAMSqR8AuElz1Jj16oALpzc3whh3S8+9s6XhIr+TiKEkOSsU2seUrj+WJpcLpuqGjOytKyMmCRD2ZAwKz7u0o33zwSUKV0uouiUEi6wjDJ+x4nknn9HnNnVlm9cpX6wR7Fcpq99XYi57Jo1Y9YvFBQRUdLVpTSYGZyhZktCAhcNwxyUyUG3RTVnS6GpSuf+t21FmGYZuPWDbx+HzcnCmG7Uae8sIjjunRbonh0W00Wz13i4Sdey/0bzzG7Ahs3W6QzeRbPuzSPBoSjDsWyaB9cf2qfZz+4R74kctZbx0NMyyCORZ9a+s3LiVM6M8Vw4KAbmnKXGw40RVicjPs1LZv6Xo/aTpc4jBV7XyXPRSEHmxuJr3mAbbtqsjbZiinNzifoTawIdCnXpFWvcu/5Z1i+mGHhXF4R8qIoVglzg96I7btN3JzN3EpOsepl0Wwe1TBtWwQHJdJLyTqvLC2TnyqJGN6ur3rztpPGtGxhjazr+N4g2c85ZpfPMr96Dk3X1Lakp72m9ZT0UOr1fS/EcU2GXg/T0jF0TbVg2o0GqXTM0d6umhCVZucolmcolmeoLK+wcO68smieDEkaeuIhLrkEjeoe7eMadsqhsrRCFEa0Gw2qO9vUD+5ztL+rSHvy2gVBpIx8lEogccITEzqNnbUX6LaaeL0ezZrIi2836spvQJwnkx3fF9nwkfj+SovW0HEgsnl+MGB7FPD8YECtPadWf7KYRbp+gkQn+9CTbPsHnh/GOLDmxYbc5qRz3gOhKxMr9dOFdXKlPGmBK+F2PYxINxpo63+fnwjqTF0RE6brT+3zXfMZuPAreMWiUhBIX/ogk1Gr3MnJitzu5OdMtjP0wCddr5Nqi8WCVywynA4ZzrYIzn6CzituUL94kUFp+gRLf1KTP4bYxUo/e3AAG9/Oj+zuElwrMD2bZutOkx+am8P6ku9hMD2NHvhYvTHqIiKA9RPkO2lHPJl7LycFMDGp+OL4go2XxEoeUKsPSQyS0aeCgGcn2vexDapjZcYWthMPLSeT4dzVRxMpVk85l8nter2eSl4T7O9I+dGHE5GkcjV5sLlBq76tPLlzU4ktaXWPR14zR3nBxbBOPlwmi7v8f78j3OOyhalxCIpnU9/rky852CmD+zcamFaXmUWbbmuH6o7G6pWrInykWFQPVTEp6FMsz9A4PGCqYtBuDNF1A8v2aRxGVJayvOYrVxQRK5OvYJiiwLg5i1TD4LA2wEnnThoHJeei22pimDFubhE3ayvN+XBgKEPJ/Xi6AAAgAElEQVQi07axDeFfkEq7DLohmj6kNOuSLaRoHo2Z87MrDl5/RKsekS0UlS2wnKyBkCualkU4GigkJFdIsXKpiO0YZAspfE843oksd0s5Ax4f9mkeCYLh0X6fOLYVciM89PUETdgRoTRuwNbdW2L1nMngDz2lVsgWi2zduU0Y+px/5HFlTysNa+Q286VpLr3sVQAqhU1MWiJGo4CZRYGW2I5BZSlLviT2v98J2LrbJJVO7ueRx+xynt11wYY3LVsoKJIERolWmZZFtlDE6/eFY14i7+x3mxhmxHDQQtcsFZbTbtQ52FzHMANSaTl5tiiWZxR60TyqMugOmZ5foDy/gGnZNIMqxbJonQm3Pwt/GNKqV5VdtK4LTb5QHuQZjTwuPj7Dbx8f88LuK2DkooW9MWSbFFcviuiGIR/qdqH9sjHRLcl8x7Yf0LlLadvkavzFhoK0J3TlcpxgtxvGA6/J8Zk0+VoYCn26ZRFMoIChbQk/+HabWNf55TtneHP+mJc5Bu11j3+ip/nGay5f7v0e+se+lky1pgo9cCJlT6kGmLDyPSUllH+HloWfSXz23R2wG5Bd49GzH+Qhx+Gd7hb1zHcKPfskMVGa7URJ/nwkCrbpeRTverzH/VZeGP4an/qWy3zyz3f4mnSRnbmAnzo3orAVqW2Znkdk2WpfzFOtlNOSQGmHq8x4voDji8S7l8iQ5jbC5zxQcikpcZOrGLnCl9nnk6xsFUXrZk6wiMXf0jc9OKGdl31hXddVYpkwVvHIl0pUdzc4/0iJe883KM8t0+926DTrXHhsmvKCi67rxGGMZggrVRkqI6Vpsljtrbc52OowszClVrduLi9yvrtd5lZyPPzELKNAGGsIApzGcx9+inOPPKq84EEw3edWVvH6PXrt9cSpLcdUJU409iJtTjc0hl5IHMZMz/tkC1llfQuga5bq7fpDT+jZcxajIAYtorKUE8Y8CW9g9coUO2stqjtdNC2lwoPkNuTK77jqMb+a4tK1GbbuNvC9EZbtqEnSpLfBCJRKQiAuAYGfFIakQMoY3VEQ4fVGTObD+8OQvftttl9oU15YYP1mPzHcKSVa+Dq2Iwx42o066UyWUSBen112GQWipSNtdtuNehLvGpOyMsydEee5urON7TjkpgKOq1VhPLO3i67r7N6/i5sV3IDOccD8ahbd0MTEcLvLwVaH/c0OaVdkwlt2SvTf3Qzd1nFyX0ZYlk7j8IDHnvyyhAPSQ8b95kvT+GFIv9tRhLx+p4Omi/Mw8n3CMKZUmRGOdMn3yM3l6bWrDAdi8iIZ/9Jsam5llc07DbrNY4W8SEWB7Tj0Ox1My8AfhqQc4Z0gJk3j72fj8IDLj89wc0bjXXst6F44Aberofs4us7RaMS7221oP4zhi9WoXFWejpCVkjE42ZOfJOidHi9WqKXt6mfqCZ8215l0l5tc/YpAm/ExyR603K7/6W/gl878JL+6usJ0M8PhVof8MORHr3b4qb0Y57io5GQw7pdL1rzUoMuCSBSpBD15biZX+bFhYLRmCdMl3vD4v+O9F69w82OH/OobAn7l6k/w4+534OxlFcQvi7P8bP0Um7+3+xAb7lfwm5Vn+bbXL/6/7L15mCTpXd/5iYiMyMjIs7Ky7urq6mN6ptWtnhlGGg2XhBBg7AUDC8bP6sFgbGyv1/jRwxoWdvGxPLDLYRvDYj8Y2xjZaAGv/XAYr/EyIAmJYzSjkUZzdPf0Wd11ZVUeFXlHxrl/vPG+GVXTM8gPMIwf6X2efqqrMjMyjsz4Xd+Dq88e8C1f1OBHLv0fTD/1AeKRoP9Zgz4hs+6G8gWQioTMRiTyeECA7/wHOFn+ia7PcTGct0SQT5KEwJ/SvHeX8WBAqVZTwDspVOOUy8JIplhUPGF5sxNtUQGmi6OYEF9xou1iMaUwzSRWhZJdWfB70+3LSl7XNSx7ZipSruZp740pVerohkESD7nyRSusn68SBjFBEGMY2jG/crmkj/nRzhhvFDK3NPNzVtVrsUgc2ezecTn9sLCe9UYhe3f7bFyoceqhCnt3bnP28hXBRx8IsZLDnfu0dm9z4fEFrj3XpVjp47Z9gmnCN/yPbwOg150yGfgU0ha2aQuPb6mJL5kKMmAILn8ebxwytyQc3e683GXUt7j0riK2k+P8lXkW10tcffaAMDBw0nMnrwWIYL99q4dlC1/7yTjg/vUhC2vr5ExLXCcFptTV672xoFCVqvlj51EAyGYUOSkw5HsRhztDWruh0FK3LMVv98YjJexSX1qhe7BPv9vFKZcZuB1ypk6nGWHkctQagpM+9UbUGgU0Q3wtdK2WYkHEebJsm6E7olJfodZYUA5zebvIsDdkfrXI3KKg7S1vlNEMDW1vxNSLsCyHKIS5xblj1z9nWpDoTKcR04mgsTXvbXH20tsJgyCl5wlEvTg3NSV81N7bxcj5Atk/HpMv6LR2d5C+DnEc0VhdY9Q/TEcDuhK+kRgM2cURin79NPk1M5RTW/D7C2U11gp9n5xlKcpdFPa5/NQSH2g2eaZTFJx4ZlKyWpRKVZdu8Q7HwdZ1rnsejDeIrBsA5AeeqsCzremTc+Tsysqnqu+c+cZCK9k5/uutLFo/68mebffLWXe2ujaCgNJ+k4+0Cnyo1OV/vbxAEovR03cvNXj6XT/KJ0Y/Jjj2Xv8YFgBE2z0opEI1h4dYU+9YYpPLJCK+blDZ3UPf2kKPYg4vvY1vrNUYuVMGR1PufqzJB67M88kv/Cl+/fYlzN97n5DDtUw1X89K1MpV2d1jFHwJf2fxwzTO53hn2WRpmPDdS0v8+Noapf0m5nhEYghHOqnFL/XyZWIUpxbhWdEceS7Nyefb9W/mekvM5HVdF1zflNsuK3lZfUtTDvlcibKX1YZC32fc6mZUO0MlBVJHXKKIIWMhGwlZWwmEc8rlNOGwmAzFe3njEevna9SXHHRDJAMFR/CyZRWvtptSo9zWhHvXE0Z9B+Kqek+5v1J0p1Kf5+5Vl3s3XBbWS2xenMNtTwiDmJVNiyi8Rb/bVTPxwN/jwuML3HqxTRT5lGoW+UKVuUVRMfe6UwZdj6kXMR0H2EWTUW+K7eSoNQTSfiZoItq5/a4QKak1bOaXxFx/4IrrUihbGKY4707Z5MLjCyxt2PQ6baUgmBUfsgtlDrdHTFKsgTznWVS4vFbjQT9tAc8+jkJpLUbaxnrjUNH/4kj4zLf3RuzeHlNbWMQuFo9Z2soqU5rI9LvCHEBUv1p6jU2SZAb2k4hy4ir+JI9TrtDvdhgPB6me/DzluQ2ccplSrcbqmXO093cVV900pUzymO7BmNbOkO0bLrpmKonb7DWXHapKfZ7pSIxkJA5DOrsBTEYt3PYhlm3T3tvFbR8qyeXJSPDgAQIf4Q1vGMKnfjTCKZcpVhZxymUsuyBolynAT/5/OhGGTJ3mLu29XcaDAXt3b7O/dYvxoI9haExG/Zm9borHsGxhYPLwE4sklys8vb8AO98EsUV+MMBM29ASIY7d5DHHwY0igskC2jSvZrVwXMkOUHP4B3YF4Bia/jXAu9eZz7/RygbxbHB9kFBNFtWfFa6xXReufx8/cXDAvxwfYTsisLWuuvzkqVMkC5/GmxPfhWOGOaZF50qVaa2GHkXEpoXvOMckd7PnSVblchu26/Jrrss1S+zzpz66y//zf73IzxaWWVh+Fq9WUzS77Lgim8wETlFZ3OY//gN82w0X4+1VLDvHdy4sML34tJqve7XasXl8tvMig35WlEcC9ULbVo6Db9aS7frPVTGct0SQT5IEKy+Cr3K3StH0YRDgtlspFUjMo6WDHMxkSmWwyjrSyYruZKUJpNS8mUxtv9tFub954m+mFQqgWKoWNp10WT1TUapfEiAmpVSFmUyiEoXuwZhrzx1QqtVUJSiAgoUMR19XyUhtYYFxT2P3dk8FsjhOaKwW2bw4R9+9g7TKbawUad4bMPUiUS0Pi+kxin12WxN8L0pv0CFRWgmPBgFxnAgef440qfIJgljNjZdPizb93Ve6jIcu7/vmU2I7Az9VNhPe7ksbZdbPVxm4HXVOs+feLuY4uDdIg4zQB/BGI9WlkfN4Ad6yVOs/DCIV4MW2xBy+sepQrtvUFgQAcuv6EXZxBqSTJkVSzEW2w932YaovXxfIes1EygYnsZbSKX2cssnieok4jpTXuz/1xOct/fx0D5rp585SxjUiMFtqVHO4M+Tqcwfsbxk89Oi7sIsioC6f3sQpl9U+y8/ndNLl7OV55pcT2nt7aiYvqZMCD9HBbR3S2rsvgvH+ruokJElEqVZTErWH2/fpd7v0ux22rr1C96ApePUpHbO9v8utF1+ge7AvOlhhyMDtpFoDEW77kEJRZ25hhVKthmEU0HRNcfbzBV0l0UPXZe1shV9xXRieF/K1YUkIpZyslu1DGrkcbhgK9H3m+5gNnEYQHAPLPaj9nrWMlWIxn806ZsP6gNHAg1YWDCf38STQTz0WRyx/8gbBb/6ffOATj2JcLGPZOboHY6KPtflL7/hlRu/5GQ6vXFG8dndzk92nHmf58R9kevFp3M1N8X1KZ94PSl4UXz2OlXTu070JT/f7qYCUAH1+9Jfv8NLcWR77s3+P1vt2lXKfFs9AfpP6PH65Ijznx4LhUOh0YOsv8yPNJs8lHrau8/YzH2cyP69Ad9nzFjjFY78/6JwmuqAMSnDem7U+1yl0b4kgDzNBGokel9VhHEcKKCdpToI3rc+q/pR+J6vDbLARc8nysZm97AbISkrMbOvpDT8mihN0w8ApW/hemG7HZ/NiXSmqhUEs0PjSDtY2mOmmi0Th1osdxoNAae/LDoTqRmSwATLY28UiR4cRLz0jgsniegm3PaG1N+Lhxxpcf/45vNGI3TsJo77Buct1hq6YMT/0aFFp0xfLpuKQm5ZO4AnhmEJR8NeHPR8SXQVIwxCCMo3VIrZjMuz5aLrGw48vMBmHeKMAbxxy5+UucZRQKFsUyyYbF2qcuVSf0d/SYGjkUvT3RFOJl3QJlHgLOSqR/umiyhVCOEEgLHdlwmTlcxim2M+pF7F1rYtpFTIeBbpChQ97rkoiugdNBSJrrCW093cJfNGxmE5koig0FIKpTvdgrNDiUoSotrCYAjUHjPo91fKWnaf+UYvAnyjHwOr8InMLguYmFepkFVxfWlbIeadcFhV2PofbEjK8tuMIvfzRSOnfW3aOQlGn3+2QxKmF7mgkZuqnN8mZQuTJLhZJkpgoEhVubWERAE0XGJP2flqpD130HDOAZZpMDXs++YKGacFkFKd+AuJ76ZSExkS+4KRKh8I/oVCKaawUuef7swA/1NEVgntWfZd1nZym4SWJkEeVibo3a0sfA9z9VwRveHAFn6XNneRvn3zt663sLFz9Ld03GfQlb77Q6aifHH45//veHkN3KiSL8wb//PRpvv3UhGjt9/BqNdwzmwz+zM/w1Jd+L+90HFj+TYV8l8FUrqzUb5ZWmOiCmsYLP8EP7e/z0JV5agsFhq7Pq59u8cs//TIfXj3HD7zzDxguLyvt/DBvEzhF1baX50l2JGov2vzcp7+SD3W75DSN71xYYLQiJH5lkqCsc60Z5VCyB6RGvmRQ5DxPzPLzry9u9Pn1x7/eEolJksQKyZsvCPSxuNmP1CxeteaNtGJLK/qTS/nIR1Gm2rfSm3FXGdzAjF4lq3lxc9dFm/2wT7EiZGfNvEgQDnaGKhDKKlO8fmYNGyLavsPeFLc9oVAsZUxeIgUknL121rqXSYrtOMSxzc4t4bDmTyOiKGF+yeGdX7GGN74PwNnLVzjcvo9hTfjav3qOnKnTvDfAbXuC1hfPgIRhIJzxwkCc387BmJxpK0OK6aRHzhIKfVoa8C89uYTbmnBwb0DeEX7rlbqtAm+pllcVd94ec7AzZND1qDRsylWHe9d7Kd0wDeKS9mjORiqAUje08mIk4pQsTNNQnRKrlMOfhtQaBYa9Kbde7KTJ1YQ4Lh8bEwhfdYNSbQ63dUipKlgJ00mbc5cF1/v+9aHCXEjJXFHJV1LFPYvuwb6gFOaFvoKuG6oj45Qr6vWlao1e51B42esaOdNgMhzNrnk6DuoftTg6PFCYBJnU+t4Eu5jDbU9IEot8wVYcd6kbMexNCYOYtbNnlCjS4voG3YMm3nhMsdIgZ1osrm+wefGS6oTJz/71559Nv2cRy6c3xQhiIESNmve2yNsGUWgynYiRmJmvsLK5JkyX0oTUdhyFBxgP+iye2hCsCrtDpZ5n52j2XTSCgNg0idMgKFXYHsnnKek6W74P3rIIuHF0rIqXDmbw+tKzZB5Xle0DnOmyzyPDgX/NY7zxLF8GVC1TUWcBgNnkQoLk8oMB5Xs2P3/1HfzsVxzy6qdbTMYhr358n+9+comfq72AV3s705UW76wP+cJiSZwX9wq1rS3VipdJT+AUj8nSKqnaNMHQ4gi7O8RrfSGvPtSm1rB58fcmFCtV2vt9nv/wNt/3dWf4V+/9HrZf+i6Mz5RVYM8PBmokolrvqamOsfvFfPD0v+P7lpf5ttIcP/2F388L9a9j+TdrStc/0Q2lTgiichRJEOp86XFMEkdg6Io2+Gatz3V0/VukktdUFTtwU6ekjKStqMCt1MhjNoOXbU9A8XXlkhW7/Juq7lJpWxnYpUuY7ARoaVCMo1ih5EHwkL1hjpefabJ17Ug5xck5fFYXXvqZW3lDVaniOb563+xSNrjSPc8QP41chf0t0XbP2zk1l/a9iLmFgJsv/AHeeMTKRhnfi+h3RTCoLxWELn1e/Jt6Uqo3YJQag+iaqc6z73k4JYtSVejuR0GE2/YYulNM26C9Lzjw3jjE90JBpRsHij1g2jkaKw5rZyosb5QplkzclqhgS7W5zLWQToCWMv2RPgLynAT+kMVTxZmLn67hjQPBhR8LQOLe3T5OyVSGGpLnL1zauqllbl99bmoLC2h6iY/92l1uv9jBLhapLSxy/spjbF68hG7oir0hq1vZARCjnI46V7WFRUXLlNufW1hhOhF4jqNDT33e9u7epr0nLIt1zaTWKHDv1ZfZuXWT+69ex20dphK1Hr4XkSRTNT7JXhtNy6PpmvJrcMoV1QVQ3wnDUOdU1410VCH2wZsIRH51flFRVWXHJU4C6ksOphVSqorPgNRLkB0NoREgrtHq2XNcePwJ4ihi5/ZN5pYcoprJy5OJoHHpvqqWswE3WDjih1ZXCRPhIc/wvKrglaNcZu7+esI1DwLNnXyuDDhZS9fXs639bOf3Mugee4+MaU6W6heZJoYf4HS6mK/+GTZefYV7FwssrDqC3fKZHt91vsvkTAvsJttBQDsMaadjjJO6+2pfdUP9k8kRzBD+xcMWuI/xH46OeOzdqyyfLjMZ9UlijVsvdvi9X77DD62twcYvqLZ9NpmQVXlWA8AcjQg6T/DPWy0CP+ZrazXs0/+O4fKy6iLA8fk+oM4/oGxzT1IY36wlxXA+P5P/U1yyIqo1Ftm4cFE5dHmj0TEHuOySVXHWZla2a7OgJZkkSJ/sLGVMttHjKBZqcnlbmK/ESYrGlxKrgZojm1aVnVsuhztDRoNAJQHyp9Skr9Rtzl9pYBWmgvaUycKzXYaT5wFQsrtiZFBmcBTx6qdbuK0Jmq5hO8KQ5NJTy5x+xKRSz9PvekqyNgtgi+OYfCpOEwYxo57g68vAO3RdwtBj4+Eac0sOlbrNwPW59WKb3tGUvJ1L59QJtpNj+XQZ28kxHgT0ux5BEAujmDjBKZt445D9rQlGbi4N4BPVhZGteXndpE+7xF90D5qculDDyudUpyRMjXAs22DUm3L/VVfR1bJrPOinrm2i3T103dT+VwSo5Y1NVjbPKp2DWmOBxuqaksydOecJFPvy6TOA0FeIoxi7WORw+z43Pv08N154nmHPVaI1Gw8/ogK/7DxNJ2OFw5B0T6dsYhgWlXqdfEEnCkckyRhvHHLqoSs8/AVfpFrsktrpjUeYVpiitE0FNB0PBgrL4JQrxFFE8/4WhzvbHO5s0+921Ge2VKmzeGqDxsoavjdJP39RyhZJFJ5kPAwYD3ycUplaY0EBGZNEsC/uXn2JfreDbhjcv3Gd6nzE5sU5/mA0YjsIhIztYO5YBar7Pla/D/VnaeRyBEA7DNFG80oiNctvlwnCMQBeWoWfbLWfBKNlf75e2/7kYyfFd15vyf0RGvBibq37vsIGyMeAYzav8zdv0vrYj/MNt29jXqpSXypQKJr83ZUVvuHJD0JuSHMwx3MpsJjFD+NubhIUi6/h8ccnqmDlTGcKoJs16FN5aY6feuUST+c81s5VcUommp6wf2/A9edb/Fkvz/+wNmL42Iu4m5uq0yKrbQkmtMZjrNFYgOS6T/LBTodfi4Z8fa3GtzcaDK9cPzbfP0lNzCZuwDF1vz+sQ/P59ce73hJBPo7CtFIQRjDSjtOfeqrKVXx3y1LVjgyUMsDL2a+VF7P2nCXm3e39XcbDgbpJSoEdEXBSQR1dT5+vE/np+GAcpFQtT90UbadIsbLGq58a8tLv7TMayGRCV23xOKXN1JcKnL5QI4mH9LtdMcdNj0lq5stjEudBUtt0pGOabghTFrtQZud2j/27fcIgplK3hX76wMdte9x5pcvQ9VVnIUq5+9545vck7Vc1zVFOfnEScO5ynVrDxjR12nsjtq4fEUwTqnN5CiWTWsOmUp/pxGdR7oEXokx9RiGt3bGoFOMoTdCsVEQGZY0qhWOkJwAI1Ht5TlAWFZjR0MQowBHJw86tHjlTZzwMKBSXMfNzCrzmtlsIk6GimlercUzqaNje22Vw1GXouvSPurT3dkX7eThQr5fYiH63w+HOfSVEpOs6gT+lPGcqVoLU05eKhG5rklb7Czz06Bew8fBFbKfIwf0brGwWKJRFt8qybfKFGuW5ZfKFOoViRVnLlqo1bEdIFeuGQWN1jcloBkIUEru1FC1vp9gUgcnYvX0zVd5bUGwQt91SVFHJm9cNA9OC7kGTxkqRUi3P2UvCanTUD9W2+90Ow55LEIikuTrf4HD7PleffYaHHi3wZf/9OZzH53h+NAL3Cvh1Cp2OmsNnVeRwxIipE4rPo5RdzU091S7OBvfPplWffU42oGRXVlf95N/lzwdV91lUuxo5SOxI+j76A44zG+hle728u0vw6gf44ldf5aHHF8g7OQa3BnzozBmovQD9t3H9cJOaYXCqfES4fENo3Z/oiMSmpahvsvKW826ZbOhRBIdfzj9ttXjivWucvTwv2CSJTnt/xO//v/f44OYmy2d+nWDttgL/yWobEAG+38ca9LFdl8LtNVq33s/PttvUDIMvLpUgN0w5784xmqE8f1nKoTSmkcY2b/b6PLr+LbA0TVdV7N6d20pv3naKxHGsblBxFCuEsNtq0bx3V1ViwOx56ZdLBlW31TpGs5PIehn0pcCHeP1spj+dJEynEZrmq86A3LaYxca88kyTw52hqjhlsI+jBKcs5vcPP7HI0ilLCdqc3JZc2dmy4I/rCoxm2Tbzy2scHcZce/6QvTt9+l2PKIiZeiGTcch46KdgwJDJwGeatrn7XTHHvv2SSxQVlHRtHEUUyyaNlSJOWVjMbl07wm1NmFsUKHbTEkC4Qslk+XQ5Be0JX3rpsAei4u4ejKnU65RqoiuTnS2PBwMVGK28rXAJpVoNu1hkbtFk9UwFfxphKEnbFMwTJXQPxuzeHhD4OZZOnaG2sEitsch4MKB5b0tdk2HPFW3tYlEJ3Mi5cmN1jbnFJYG0n6uLz9ZUeMY379/G7TSpzoukJCu3O3Rd3HZL/L/nU6nXlVqc2zrk/qvXae/tEseJ6kjJYy9Vaxi5ogATehFROKDf7bK4vkGpOkelPo9035N6DhJIKpMW2ykSRQn3rl9VaHmplyCT3vFgwOJ6SSUuAJX6PJX6PFEYEgY+zXt3VTs/Z+op8FH8//6NI8z8HBcef0LN3m985jma9+4K0aQcbF68BCC0ABoFVs9U+FXX5UPdLtx/P7nDTfQgUKh6LZ3xupub2NVXsXUdW9OoGYaqhrPzePjDfeGPfV/+kDl8/IA5fJbu9qDXZJON7Hqjal92GeS/k5V98bBF+VqZ5it/iw91u+ze6tHvenzqP9/nE++weOz0J2C8wTOjEa00CTL8AGs8VsFcnM9IGdnIfTzp557zPHJuhY9vXeFf50d83d+4xOkLgrJnWgW2b/f47Q/d4GurVVj+L8TmDNwoz6MEzsmkpthqUbz2EB/5xAf4YKdDWdd578O/w8FTc0KaV7rMpWBJmRTBrKuhR/Gx/7+pS/vcDvJvCeCdkTMUWhlQYh2yspXzR5gBmWQw96eeam1nAW0gqh7JwZbVWBxHjIeeov/IlTMlDU+A+qxU3Wvc87AdE386QNerwvYxBenVl5bxPY/nP7rLE1+2Rn3JwbINQmKVLOi6xsJqkUJRnOrDHTEiCANfvKc+E6ZR+y2/bOlsVlHEUvCX79kEfsDRYcTUG1BrCL5yvztVDnhxnCgJ1fHQR9Py1BqL6hwCBP6UpbqwTi2ULaY9YRdbKJs8/LgwppE8ezFPdkliQe2TIDPLNojjBLftsXu3T2P5VAqiMxTeIZbeBGmrWV5LbzwiZ1r0ux2q8xIjEJHEOQI/ToP7hO6BAPVV6vVjSdnQPWJlU4wSotBJuy8jpaDnpzNzp1zBdoqMB3363S6VeqQAerXGolI7TOIc3jgg8MWoSHaXnHKF7kETTdOBhGDaIV8YsHV9wMZDlyjVakxGLZySuNkNe0eMB33B308dETsHewCUKnUW1hYViFRiB+TvW9deUV0oKWs7GfXRNAOnLMYbw54r6HI9V7FLVs+eI44iHnnHGrquU1tYVGp/7T0hlZsknsII+NMo9aUfpPvsM7dgKIMit92iWDZTXYk5BkeClhfHMcVqAc0Qyd710OPmyCDfMdAij0TXZwYoMu4NK14AACAASURBVJBaLuX0M23rOl5GR11WkhK09ZrKO0vBMmaOZ4lhPNA+NjGMY/z57PrDugMn2//ZuXh2ph9nEhKJI8hWsbKNLytiGdxgk29b1XGfWGDvbp9B12P4r2/zQ996mq/pXKV1+JhgJzQvYLsvMS2XjyULcsW6jhEdZyMASlu+1GwyCb6Bf7X6/Szkcly8WKd5f0AYTJmODLauHfGd37TBrekOH7nwEOXdXZVwyQAvz4FUqrP6fcKDRT7YbuPWaiznctD4XQz/CSF+k+6TAiJKxD+kY6E/HQe6z6+3SJAH7RjnGFDtRlnVi6oqmKGaU15wlhcvkcsg5uxC4W6sqncp2+mNRqq6k21dIfJSBkQ1n8Se4nYPel3K1Ty9TveYkI7cz/riKi98fI/1c9VjNDsJ3IujhFJVeMmbtsHdV7rk7aIaN1jG7OYql6x65VxVngMpEiS5+3Ecc3QoVP+iMEQ3NDRdI4kTNE2MF8q1ORVEZJXojUdceLwBCP/12oJNHCUUqxampacdAE9pxA97U5JYyMw6ZQEiyzs5Jukcd+hOyeXENbPiSOjTp0HWyseqgpQJhpyb+1OPpVMOTln4wUeRSE6EAE6gsAaW5WRwFuI6G7kxK2fqHB2MmXoFQt+nWDEIphFeEBD4E/VeB9vXsfI5qvN5/GlPUCVDTdDcph45M8/CqTWisEmtURBJxdwCrd0dhTVIkgTTNKgvFZQZkUTnt3a7lGoWhzsHAJTrNnt3Byyun6K9t0e+oGM7JgPXpb60wta1V5RsrKb59Dp9xoMBgT9RHHkZwJNYI05CipV1wiBA0wYc7txncX2D8UCMPZZPn0G6LkqpWUlHDfxJOtYIyZl9Wnsd8nYxlUWeYOUNnJKJ2z6ksbpGe2+XrWuvYOQiBkd7VFLP8rtXX8LI5ZiOxefRdnJcPxTKdbGuk/N91apPdB2i1JjE6lJLA6iRqYRi0yJJQWbZilwGG3htNf9G4K1soP1s5r6fDQBMPecEIDC7P1oUKc19EGA2PY5VAhOmxybc3r6an33kP/LXL8whnB27nL095b1LPT7yB38ddJ9Ss4k16OOXK5jjkQrkUkY2MQzIBExZOecHg1SfICbfH7D1wv/CP3j0R7nx7gvcu3HEoDvFGwe47QkXjTxPFYt8RA9VMI5NS83ntSgin+rqZy1qt7ffS1j7NLVcDnPpd4AnBN3PtBRGINENJc+rrpduHNvOm7kkT/5zdb0ljj2OxYxaBt6h6yqKnNSgl5KbCnAXxypwC9Sxg5S1BdRNcjzoK7qWZdsz9Hr6gQsDXwVAgSgWMrDuoTBgcUqCotXvdphbtIUCWK5IrOv4MoPWDQrFOe696mLZORbXxZzzJDis1ihQqdtU6zb3bri4h6Kqz5kmsQTdZSoFINUglxW9BKP55LDSAFNPOx+Cay/buJIaJ1XJJBhPgstOP1zByovLf/ZSkTCImXqRCvBue0LgzxQAvXGIZRuCKpYC4YJUI8CfRjTvD7Ds8owlkI4EauaCEHWRxiaGjqdUDWOKFYNSzVJYgrydS1vJQrJ26PoMez7FSlEh9OX50AyNfNpJEOclSBkAU/IFh5XN84K+1hUe8lFoUigmTL2IOIT60hK247Bx4WJqULPA/tYutpPDLpRTRzmBDzCtgjKE2b7ZQtNDytW8MmuReIwoSljeOMfh9n0q9aqifwqHt4Qkibl/8xUARv0elXoeXRfUzcCH+eU1ep19ppMuuq4RheKznS8I3EmlPs/O7RZOaTbyQIuP6RR44xGa3qU6n0u3IexlLdtgMoop1+ZVV2XYIzXLcShVnRkYNY5YWi3iexHDXg9A0DlTvQUA2zHZmk7BWxat3RPGI5H8XFsH2LpOSdfphCEvTyb4xSKG6SvDkmzAzdLi4A0CKyjddLlkRfnZBvrXW1qKBYozv2fX623/JCUv53nCfc40iSwL+qf5wf2f4bGzBS6kbJbuwYT3rZT5iN2k9kKFQqdDbAnRGFUNI6hucn5+smNxbMwR+OiGTv6gSnP7vfzG+k0eutLg5VR7Y+PCHM17A75sucwPW92ZjLAhfAL0aAYyzPLnzdGI5He/gA+t/hbfubjIL505wzd+yS75209Qu7tFbOiv8ZrPrmzn481cn+sUurdEkE/iRLR40xtPGASqVSlvZP1ul/XzDwEzwRUlppKC1GAmbSs7A0AKZFoV4KbhQFX4YiQgWsmlqpRd1TB0bca3j4XSnlOucHToUigZBP6QOCpgF4tp614E44azxt2rLboHY9725CJO+bg9ppzZz6Vt/a1rR7R2+6mS30zGVz/x5ZB64gKfMEGPjZRFoKft74p6XdZcRLENouO0vSSZ4k9NekcDiiWTUk1U0XlbtN9lm9+fRqycqTDoitlt3jFJooRSzUoV0CKCIObGp9sEUx3TmjnKjQfyuGL1N4nWHrrCslTTfOpLZepLDuMUwGjZBpquMegJwZrFU0Xc9kQlgHLFUYzbnvLCx/fwxiHzy4KFsbB2lt3bN5lOxkrlTbIUnHI5VazTsR0bt9MU1211jTiKUiljXyDMyxa9zi7FijCVOfO2K7T3drHsAsunN+keNIljkbzs3bmNdBok0Y+db9txWD69qRJTaVdr2YV0Rm4w7E0xjAKVeo3GyhrjwQBvPKKxsiqc7SyLOB5RTrtcyxvn1Dirf9QilxPnVX4OxsPB7DzFCcFUdBuGPeF8V6nPK194OSqQiXVjZZVhz2X3zo1U+TFWSZHEmZy/0uCxL13l49MR270l6D6pEPIgqvjEMNBTvjx2k0Yuh63ruGHI070JJdPEnHjHAqUMAtn1etSrk+C3rLDOZxPgH1TFZ0cFehyTRNHrcvazYwO579kVmaaipwXFonKbczodmvE/4+uT/4nvXV7m/ZfmieOEbx0YfOmf+y3e430Lk9Y8Vr9PdXsbPb2H6XGsAIpRKikr31HKy6rRRxyjRzHO4SHT6p/nd4c/wLtOl9m51aO9P6K9P+LeDZcvOb8BZ/8FrvvdzN+4qTTppbCP7KhkBXhiw2DQ3yRcGPEVlQpf+/bf4NeX/wvj/t+mur3NtFxWDIQHnd8YPt+2f5PXWwJ4ByilMt3QSZJY0eBksBXOV0IwJ0uRkxWMNCSRJjQgZ/kVKvW6Eh+RlR2g2v0z5bxY8dBlgiADpe041JeWSeI8uq6RJF4q0RqpfQyDgFpjgcAv8tIzB+zd6SuxGMmpF25ewnp040KNtbMlEYwy/GhAjRaAjDqeiWUXlFaAbN+rGb4/m+GHQaBogoIGFinswvzyaUZ9wfsf9nzGg4DW3gi37dHvTvHGIaWaRa1hk0SCGueULQxDQ0v90d22oM+9+vwhk6GupF0lTqLf7SjqmDy//tRTM+UomrB6poLtmPS7QlN/JjWbYKQJkQz+JzsccToSSOI8hWJFvU/ONDFyIneVSWBjdY360jKV+jwbFy7SWFlj8+IlLjz6TmE7m3aMRKBLiEJhrANQnlvHKZm0dq+r7lFr9zam5TM4mu1bdf4Umlam1hDz9sX1U9QWFtRnQzILJIfdG41YWCukXYIS9eUVxoMB7f3d9PUbbDz8CMunz6SmOyJxGLrCNre+tIw/9ShV6uRMk15nm51bNzjYvs7cgtAvEJLMIgkUktEb1BrC/c4pldU5yjocHu5sc/3559LOQpHJUCcOoVjJYTsmmqHx6Jev8U+OWvzTVgvGG+TaqzPOe1oBZgF4WF3O5/PCZjaOYeebXmNFqq5rxpTm9Sr4ONMal/Pvk8/741ivB9LLIvNlYH3QkkA0QFXgMvAPdv4c/+jggPxDJcJA6HNcGuo89a4fZfrw7wi/eaeIX64QFIsCnZ5NpE4kF/K8hLaNn3bxjCCg0OrxU/sj/lM94N1ff4a1c1V8L+L2i20GOyO+a9MnXH2Z0eKCOg7pE39Syz+0bWEuc//9/Jd+n5Ku83dXVvhrqzkGDyVqni/n8ep66cepf28+T/5zG3j3lgnyssqTNxtpAiJnueIxf8YlN0Q1KxW4xoOB4kpLJLfcrpW3een3f4OF1X3u37guZv9pG14GfmHqIdpZlj0LqhJlLUVR/KlHklj40wgzHwiDlvg4EFDXDbxhjuvPH6a0qlgB1KIoodYosH6+yvkrDc5errN2zmHUbyugl9Tml9QvIYUrNd7NlOonzXditf/yvHijdN7tTdRzRAC0jp2X+tIygW+zda3L/t0+7T2R4e/d7aPrQj62vT8S7fvWBN8LKVctbEeYsdx9ucPOrd4xHnyW6TB0XQV8zJkmbqtF92AfI+exfq7K6tkKxarFwc5QBSSJKSjP2dQWbPJOTszEU5MikbSMVbt/JgJjKcMVkbxpqtsjg703HislO6lL3+92xPw6pdXlC1UWT23wyicOMfMVGqtr+NOIUV8cQ/egiWUbos2e0u3Wz1/Ador0Om2BScjbbDz8CI2VNdUJygb8OI5T8JzBeOArFL4y70lHUt54TG1hgcpcPaWx+QzcA/WdkZ4LgT/EdkyMXJT6D9jUlxwW10usnqkwcA/wxmPl41BbWFDbyFmWAiwe7txn59YNSnNCmjkMAnx/TJKI5Hf5dJlzl+o0w5Ad3+dX2r4I8mng0jPBVs8Gx9wQO3uTDEvHkNZZtbgHrZOtfFlBq/bv6wDt3mhbb4SuB5QwzMm29YPMYrLbPjlqkEFSBj8jCCh0OthXvwT35rfzoa6gvhqGRr875QdWV1k+/f8dk4edlsuMFhboPnSB3qlTxKal1OZiyyK2LPxyBd9xVMdAtvpzngjKP9Rs8ulyzLu+6hSL6yUADneGfMv8POa5n2W0sMB4fv6Y3e0x3fn0uMzxCLM1x0uTCS9PJpifdPmBZI6f+ep/S/Nr7mCNxhS6HYwgOMa/P8n5fzPX57oYzluiXS+XdOnSNF217OWKo0jZ0I4HA4XE98ZjNavWdUPdtKS0p3T1+oIvE5KmUjHMn3o4pbKq7E8i87MiO3IJSpPgmEsVsEo9r1qmcuYvjqWMrtd47re2ufSuRc5erqciOXnqSwXyKUI9DCK8cYhh6uzf7SG19oFjCY7kRKvjTAGEIsHw0SOR9CjO/TTl9uuyEzGz6JUqc7JDEUc23vhAMQJyjqDNTcchtQVxPFEKHhRt6YDDnSF3XulSnW+IKjV1gRsbA4Vcl9diRgkTeIAzl8osrpeQ7n1L6U2ntSesXqt1G28ckF8pEscJxbJFe29Ee3+C7ydqzi2vkbSXFZ+RPr4/ZvVMBekx0N67Txyt0T1oIv0R3PYhg6MmOVPH7YTUF1fpNvdJEo9+F2oLC6yfvyD48dOE9fPncdstTCtkMtTQ9SlGLlHVvT8Vn4VgGqWjIuuYiNPhzrYAfKZJWKGYUKrlGfZ8ugdtLNtm1D8iiYfkTIOj1hE5S6g8uq0WcSp3oOsawmp4m93bN5lfLVKdyzMeis+m7QjPgp1bPXRDo7HqUKrmRbKKFIeKFVsj9EdKPEfThflQda6MPxHKd5o2EmMZfzZuUupsfh1ia+YnnlGESwyDyLJE2za2sHWdYRQJtbuwRKHTeQ2VKlupym08qF0vg/x/Dc0t+/qT7Xz592OucLqukodY1yF10su+o9yPk9s9BjhL/y9V8LRISN5aozHWYInvrZzmt7+wxWpX0FCXPjPkZ96+wdedvYUWnUGPY0anp1C5Sm7r3dS2tjBHAow3tW01WpCVspyp64GvEpTCzTM0+z/KB0s/SK7RoL5UYO9uwNVnD3n3apGvr9X49/Ov4A82sE5QG2XQly14LYpoXL/OfvXH+c7S3+ffNBYoVS2CwIOwdMzp7qTD4OtpFnx+/cmut0yQl+YtsnrvHjSVsUzONKGXtWgVHHI584WZNKz0uu53u6J63N+jvbdLeW7C7u0xj7zjSeV4J9Hfsv0vbFyPB/XstrNVtKjwLYa9I5Y3ysIW1tfVY/JG2lhd5eZnukzGAWtnKjRWhUCLYQiTmJxpsLwhVOTydo6ta13CwFb8bnG8syo9B6oyzmIK1D6nx2/lbTUCkIFWtvZlZS/b27KqBY/VMxUq9TxxnCh/+WFvSrFsEgYxeSfHeCBU88pzdZUcye1Lw5hjJkKptoE3HlNp5MTxFmdOfrYjxgaHO0Mmg4BpOi4A4UAXp4p6YRCTt4vUN1aEWl+GQiZxFf7Uwy6UVZtfM8SIpHvQJPCnVOcbDPtdvPGYIDUZMgxL0eQW1gr02j6NlTUqc3Wa97cUHkKYstiU52zc1iH1JYeta68IJkEcEYU2i6fW1IhEGszYxaKak+uGwXTS5sv/wnnWz1f5xG9uMzgS+ycFgAZuQBRGHG7f5+zlK+K65SS7ImHounSae8yvFsnnDSxbnL8gEN2ffndKpxkSRxEbF4T8cqU+n/lci+sh+PZ9Rv02Zl7HG8fYTo7uwYTljYt44xHf+n1PcOvFDr/5izfQdY3181V+rtvl05MJ+KfA6hJWPCKzLuxls0FCJjmxhRfHuFHE7w6HEFvkvCNx08/Ks2bZJXIO/ICAoMcxUdoq16JIacqfXA8Ktlm6W5aDDq/Vwtd9X40GHoQXyLbMJX1Mh9d0FszRCCfd32m5jDkaoUcxOc8mfuareJ/1S7zylM5S3qDf9XhPmOehiz/PTfcfiw3kbkH3SXV+30j0J0st1KNYJAR+ANT5xZsX2Qle5OcuN3j1hTZuy+O3//0t/s3ffDvPXPyXbPPXqN7XZglUHJNMPcL8DNwoE6Hi/oiP33+En764TdWbCq2E5lcRmzdVoiHPKYiWcfSAxOzNWv8tVuB/XOstEeRFOzBQlU99aVm1wPvdDrZTTClZsaJdAWkg81N60FghygFFH5K87Cgsc/kL11RglChimNHVxGM+hqUfb50eE+SJ1I1BtFUFTa6+5NDeGzEeCDS0BNFZdoH60jJ7tw/p7DUVbW1uyVEJhV3MsWiXsGwhMCMAMh0135WOatnKUCYlOUcEe6Wkl+4joJ4vgpTw/5aMBNspHksOStUaneY9QVdLAXi2Y6p9lIj6zv6I68+3CPwitYZoMcuWuODCF0QCAoohIcVaSnMaF59YUMI7eirR2+96irKXJBbt/RZve+eSes9ao5DO531G/ZmGgkxk5LFLcJmVt2nv76rrr+ka595exW1PmE4MShWB0bALM7pm894WpkUa+Ke47UMW10/R73aoNHJMhrvEkaAQ+n6PfCHGbQX4Xkxnsoem6cdm7hIzYTtFpfsgAJxl5hYGPPruVZpBwEOPzrN1VYxlWnv36XeFNPH8sgDd6bou2v7p8fZDDcu2Kc/VSSJBi7OdkH7XQzc0ooaNlU/9GeKY7sGEKE4IfV+NVMaDAcOeS/PeXUwL1s6+TX3fJsNd4RUQR+xt3eQzxRpvv1zn/JV5Vs9WKNdtlk34C3Nz5OZabPm7/NwrPkn7SwjiuWO8buVAF1uii6BpDKIIYksAxTiuVPeg9nDygKAgddXVfDoDvsvS6OTKVuC67yu6m5YC67LvkE0ATlbu4lAsNfO2xmO0SLADZNsc30czDAU8y3L7NX0GTJWsguJhi+HON/H1t/8h3720xJ9ZFcJJ39Fo8L0bvwCHXw6lW5AbYvXn1LkV6naxEKJJ+fGxaR3b38gyyQ8GRKbJaHGB3PVv5uPeMp2vuEqxJJwmB90pL/7ePt9yeZ4fXvwwof3fKetaWXVnUf7y3BQ6HcY3v51/aP1jlue2aR6dAiAo2KKln76vPH55viWn/s1cn6fQvRVWIri808mYXqeNpgnwne3k6B+10DUz1QQfKZ1uoWg2Jgx8XvqDjwnedmGZxuoa3mgk5ueex+qZc9SXlnHKFVHVpjNq3xNe3dKzWyYIhqWTRAlh4Iubdgp6k1VpHEXEaWUc+EPmV4tCTtbQKNbyjNwp3hhsRwRXOXIo1WqEQcCzT2/T3huxfr7KwnqJvJ1LZ+4IY5m8oGMBtPf3qc4vKnnWMAho3hOV5caFR1QHQhra+FOPHKhW/My33VAoe0nXk0mMrFIB5pdPc3TYp3vQZvNiXVXZtUZBzKUHAXde7tJpeiyfXlG0vazBjEyCsm3sMAjIFyLOXVoULnapt71TNlVLfdCbomk2hVIRbyT+VinnqS8JDwEx5nCYTqYiYJbK+LYnkrm0wyLOkfAo2LhwkVJNONBt37ymJH2LFemqVhRjmpQ5UV9axhuP2b19k6VTpwHpqTBH855LGIQIc5e6AHdOBiRxQqk2Jz6PqceCTMrc9iEww5rIYD/sufTaPT7+q3cIg5j7r7rYxYVUNKdCHIsKXtI62/u7jAcDolCI86DFajThtidpFyKiviQ+vwXHFAwFrZfqJtTVscgAL13oyjWT8dBXoyC33SKOEvIFQcssVerc/LGrTC/UWD9XY+19KyxEOg/7ME0/M+uWxYdWniaILSKeJPSLGQU2X+mbD9PEsxOGsxa/H6jA/CBp2Qe16R+kcHdSJe+z1aLPyq+CSBbUtjNVvtymNKCRv5/cn2MAwnSeDzM6nR7HEBxXxNMDn/zBJjfvvYd/on2Mb6xvsne3z/uXHL7m3S6X/u06+YMqhU6Hyt425mikQHySspYFKWrxbF8iy1RYgFKzSaIbdOyv4oXxJ6mWLfrdKcPxlOvPH/KX33OZHz58D9NKGT2dp2fb9nKbEn1f6HSomSbJ9jez/Jd+kq/ccGmufA9Pf+Qfku/3xXNtmzBzrWS7nzc5yL/ZS9O0rwZ+EjCAf5UkyY+cePx/Br4DCIEW8FeSJLmXPhYBL6VPvZ8kyZ//o+7PWyLIm/k8px66qIBn3nicgqhERVxrLKTIeyNVsRuom6dl25Rr84wHLkunBKBINwzqSysZXvxM035mKSuq39D3VcXrjUeU5wrEejIDq6XvETIT6PHGY/Qc5G2DfjtUAVPTpjRWi7itSYoVMNRcXQDnDKrzDbaud5Aa942VInaqhhf4oh2+fr5KpZ7ncMfh5otCTlWa1sz2daw4/lK3PwtelKMNWaEBhPjHRw8yAYhmY5BKfR63HbN1rcvmxTqWbeC2Be3LbXl0mgmNlTXVHZBLbkuCGcV+iATHG424+M46pWqeOBW7kWIy3jjkcGfI7q0ehdJ8yqcXEsG6oTEZh5imjlTXA9i5dZNiRfgFVOd1Rn2RwLT3d+l3O3zBl70PK2/TvL8lEPORMGEpFEuCTlcqc7B9j/nVIpEfsXfntjKYMUxhClOqzaWsB5/68opKkOTxtXaH5Es1bMeh0xSBuFKv097bJfA7wjmwUFMaDrZTzHSm5vjM74p2fqn6MP2jrupYjQcDLNtWlL+h6xL4Qy4/tUyv67F7y1OYB+FMN7sG40FAbUH4JqyfrxLHQl458uPMcwaMBwOOWvvC6MiLUkU8k8moiWnniENUkjwZTdi4UGPj4Rq3PI+qb/Ln6oJ5MOxNaZU1fuXcOX5t/hl+qfufGXzqH5EfCLEWIwjwDQN0ny8rl1m3LIJEJLCBUyTndWbBKRPQT8rCvt560Gz3ZIBXErDp7ydR6dn3y742Mk1keMr+XVL0spK5J0FqJ1+fTVhk21oK5gDM3b5Nz38P193H+L+/8hf5Yi9i0PXoXjviqff8HZ555Rup3K+KwF4uq3m34rfrOshxQqbzoUWRkpy1XVe5yrlRxJKTw7B0xu20M3C1z/LFf0nT/15qVyOm5TKRKToBUq5XdjHk+1qjMbGhUzYMvqJSwdA0nm78PkbgKJxGNlH606LOadqb167XNM0A/hnwlcAO8Jymaf8xSZKrmad9GnhHkiRjTdP+JvBjwF9MH5skSfLYH+c+vSWCvG4YLG9sKr1uZX+a+nbLWbJs/QLqufKGd/Gd755Vs2kgFDPUlOYkFe7gmGSoNx4p+1ArbxOk4DNNT9JgaB3bT9spMur3MM0c00mC7cwShzCA3dsDTj1UwRuHHB26ilqW5exbts1Ra0wYdAmDmMZKkUrdBmKSVNhl+XSZxmqR5dMl7rzcZftmXxmHWHlbodZlR0Ip96X76E8NxcnWDV0hu5U1b6ovEAY+cUaJTlqReiObWy+22Lgwl7rcTdm720M3UtOXSJrSjFIeekV1C4CUlibQ8KcfrtBYKSqGgRSxARi6U3Zu9TDzFXWOkmSqxGUmrQlR6gsg31fTQx77UuES17w/oNMcEIZiXIAW07y3lXZ8BF6hvuQw7E2p1JeZTg4Z9iKWT5fVtdZzMHAPsPIG80sOo35A895dus19omhCztSZTkTiV53PM+hNeftTyzTvD4Aeq2cq6LqG2x7gdgKW1kvE5YTugTD6Efsd47YPqS3mcQ+Fz/3MM2FCHMUKGBgGPqXaHEP3CKdcIYlzQmgniIlCA6dsE/g9HrrSUDa1w95USBN7onW/uF5KRyGpM2E6Vpm59eUwrSorm6LDdbB9j40LNSGCNBUSxFNvxGNfusqFxxdYuFDl+V6PV2ydjbt9OnuCb715sc66O+UnvvgU7TDkV+wmILoKkvaF7h+/yeaGRJb5hohrIwiOSd2+kfjMyUr6jRD02XWyQ6DHMWGmAn9Q8M4G6wftc3bbUXoOlNpdEByb+cttGX6AOR4z8Zb5of19Xr38kBKB+s/1DT7wBf+JX9z5+yy88gpkRnZWOi+X1rMnA3zO8yCTTEzLZYLTn+G3+n2+4cklDneGWLbB+vkqVj7H202bZu0FQvsdr2ET6OOx0A2I45nsbRwR2zZeHOPFMV+d6uF7tb+C4QcY45HCVJzsaryZ600Ww3kSuJUkyR0ATdN+Cfg6QAX5JEk+knn+M8C3/Enu0FsiyIdBwK0XX8BOW3tSwESKdMjALeeaEvwml1OuKGMOu1hUVrXSNlS+tlKfxy4Wj/GtBY9+/pjve5IazEiAn6SpgQgyhqkThQabFx8RtKzmvhIVOX/lMdp7u/S7uxRKwpt8JrSjKwW6nGkxcF1e/oMmZy/Ps3qmIihkupZS7nLUlyycsqVm0nde6ar9kAFd0KqEIMzK5nnVuRBdu1wJYgAAIABJREFUEIHAl7Q+iV2QVLysc59SpEtvanaxiG7o7N1tkTPnuPNKh3yhqqpZcTzp3NmyUr0B/zV8//llm9WzovKL40Qp5kl/+K1rRxi58gwEGQkBFilKYxdNwiDC98S/OI4gFh7zUkNf13VMU8fIFRUdTCY+TrlMa3cH28mRJAOmE5+cGTJ0NTS9hFMqE/gu9aXlFMchNAVqi3nKVZP2nhjFrJ8v47Y8opTDL2bhOZyyxc4tlyQp4pSWGQ222d8aki/olKp5JkOdYNoniYeUayYFJ0f+lNCgFzN3Q1X45ZpJvqAxnRQZukcM+11FE9zfMnDKK2xeFIlsa7enOixRnBBMdSbDCeOexuKpDT710avMrxYZdD3mFtaVbLI3HjH1RmiawfzyvGrh206Og22fSn2BfEGITzVWiqyfr7J5cY6DMOSpYpGcpuE0Elo7Q7auHTF0fc5eruOGoZCutZtE5sMKEGcEAdhN5K3G1nU83UeLTGXXGlvWsTm7FkWK/y6Dwsk2/euBz+TKzvofpKaX/f1BFDwp3PKgv5/chuwUZJOKLAMgzjymRZG66WYTF3PikRvqtG69n5fOPsPDnmDi3Hm5y198os7Pb36MYecSxVZLbUeLImE/a1pocapIZ8yc87JYBznDp/skz4w+xObbznH+yjy1hYIaN7ZSxkS+P5PHPXmcwGv87J97+f1w+Rf4jkaDv30q4aeXl7FdF6c125/sqOPNXn8CQb6hadonM7//iyRJ/kX6/zVgO/PYDvCuN9jWXwV+I/O7nW47BH4kSZJf/aPu7FsiyOdMk8bqmvpdBgnpYCb1uLN2s77nEfgT1s9VSeKYIEyYTkJy1rp6bTbgyFmprPZBtrLF45KbnkQCkS0FVUTb3s/sWyBMWirFVDxlRuNyyhW88YjVs+eoLSyyv/Uia2dLHO64xHFFIc91wyBEdBr8qcmdl4U4T2OlyNxSgcZqkaE75XBnmAYSk8fevcry6TJXnz1MW9CRqs4mw4h8wWB/6xZrZy9gGanutz6T743jiByWOmY5R1dtdgk8TIFB8rjGA5v7N45I4txs3h4JHW09dXuTdMJZm15sd3DU5dRDSwi/8hjQVUU+HgTs3HbpdXI4JZHcydGBphkc7gwZ9UNOP1IFRBs9FyVEYUi+4Ci6n/wZBDFn3vYIw56rQIW51MGtWKmSJGOSeIim5YGAMIgx8+K6ifa4SBSTOMIpz1GpzRMGPtVGjDcasXXtQGgHTGKccpnbL/UIfCHiU50XYjulmqjOjw7vki+ajNwphdI8TnlFafl3D5octfax8gZJ0mXplIWmR2y+rYqRCg2NBwHjwYRq3cZtH+GUTCWEM3APUnMgHbc1oTq/xmSwR87MY+Qipp5w3ssXHJIowTAKbDz8yDHKqe3kKBQXFKAUwMwLXILUM6jO63zNt19k726fa588RH9UXIdHbJsxgkKZd3JsPFzjwuMLPO977Pg+1J9lsnYeY7CIORphuy5fudTD0BqEScLjjsNH7Cb5QW1WPWcCgGzTy0oYXhvgX09MJRtks5K42dm7UrN7wDayc/bXW8cEYk4kFa+3slKu8j3k+0suvB741La2mHZO857FD/PbjxY4NzY53B7xRVOT9158mo+0vwTbdY/Z2tquq/joWZGgk+dKBuZ8b8LAvcA2IZsX69QWRNGxeqZC59VtYZDjediuewxsl5XS1XUd23WF9K7nMb16juc2fZpBwDfNzfFTF36V3ugrhRd95vwkhoGW6Wb8N7zaSZK844+6EU3TvgV4B/CezJ9PJ0myq2naWeDDmqa9lCTJ7T/K+7wlgryUHZ3xuGcI8fGgj2mFafXnp7NZn+q8SalaYnG9yNa1I3bvDIWqWWohCjMTFMmVB1GhSntO+Td5oxMB0cPQMyYaGUU5kAHMUtsXBjg6q2fPEQYB91+9JsxH8jY5q8juXZe1MxXa+wPGvq/m6Ipbbtv4ns3Lz9znsS9dpVLP45RN4tReNVK2tSYrZypMvYjbL3bodbqKsy/wBT6lqqWEXxTtLjZUl8L3JrPRRxCgp4E8lzlWmPHwwyCgVK2lqPlg5qNuSAS5fux6SRpdGAT0Ooe87cklZUebMwUmQa7DnSE3Pt1mZfOs2IeMup84vyHV+Ty2Y3K4M2RxvYRpGhSKpZTr7tPvTtm55QIW+VTAqLEq+PC+5yk5WeH2lgAJOVMkBlGoUZ0vK5pmHAmNAcv26XVcFbCF5nyEYRREEpiMGfV7rGyeTcFvLfypANQJXnuRyShmMp5QLJsKWe+mNMJStYZ0IGysrvHqp57DyOU4uD/CzIvPXbm2xNxiGbfdYmF1gcBvEQYuQZSwfk7M2m1HmAYd7uykFrMjbEfY9Q57dzn9iMPqmQpXnz3kcGdbSScnyZRC2UbXdDUmcMplNa4SHvSHXHxHA2PT4TNzAR8dDAj3x5zP5/nfSgu89Pv76LrGxScWufzUMj/ltnlmNOKZ0Uj4xtefJeJJdF8kb60wpBOGhElCSdchthTqO1sZvx4nPrse1GKPMsFbrpOvkwFQNwzIjAHUPSgDpnuj988+/41WtkOQfa6s7LP2rtKERqL2B7e+k+9f+EF+YHWVUwOH5r0BP3Fpnb/xxX+Pl3e+B9t1yaddSj2OZ+j+EwDGY52FOEKLdCr379O1/xZfvfDd/KP1dWobFV6aTHj6qCXMg6wufvEUkWVSagpxsGwClj2fgEoIhvffz48s/QbfNDfHOzef5Tm/znRrXoEws/v05gf5N1XEZhc4lfl9Pf3b8T3StK8Avh94T5IkU/n3JEl20593NE37KPA48Ccb5DVNs4GPAfn0+f8hSZJ/oGnaGeCXgHngeeAvJUnia6JU+rfAE0AH+ItJkmy90XtIwJds06sAn8rU5swZnc0u5nBKJjlLT9HZBvdvuJx7+6OqhS2XpCzJOTigENUCgd9Vc3+7WEzb+r6qNhura0KIJONPnySx2laW2y+rWMu2Qfh5UF9aprGyxv7WNVbPVLh3w1WvE2p26RfFsphfXuNTH90RBivTKBXOsVN/+Ig4TqgvOZy7XKdcs9Kb95CiUU1brgH97pR8IVIWujnLOga0m51vg5lDn6esTbP2vsAx/wAJBhP8d+MYKv+kcJA3GrG8UabWsFVrXjwu5uxue8K1T7aZX15VwVXtmyH93zUWTxWFWYwjLGDl+RUc77GSCTYtA28ywwPI0cnhzrbq3tiOQ6k6hz/18D0BjLSLRboHTVX5l6o1JsN9NdoYum5q7esRx3Fqzeorv3ndtqmBCvKV+jzj4QDTgjjWmE7E/FyOSHzPI9ewyJlWapy0wKV3fZECuR38/+y9eZCk6V3f+XnPfPPOysq6q6uru6unu6fn1BxomAGEJIwM9hocEGBCGxZrwMaBY7HXYWtt2cCasMGwBgJ2ZRaxyKv1IhaFLWFAwgIho2uYAw09V0939VX3kZWVlcebb77n/vG8z5Nv5VQPEEbyrD1PREdXZWW+V2a+v+t7rN9JcQsRhXJFgSrvvLZGHCVMzs5TqiXcfrWlxh251GsgjhMC36a5LYJ9e99j504X34vIl4Q4UxzHaFqOyI9pt3eo1CcFe8XQmV5corW7Q3t/j3P317jn4QZXPY/9MOSW7zNlmnjp+92YK3LvY9M4RYvPDft85OCAF7bPQ3wOzJ5oz9efITDvxQvq9OOYbhThxTFhkkBso0U94T1+wkxdVd26jpE+LkFcspI203b+3QLGG7XUZWKQXSfR9+D1aH3d99FP2P548pHl/ksxnPFuhPxdnpsMiLVrDk8vneM3C9v8HauA5wacdjX+59lZ/sqiGH057fYxzEKs6wpkp8WjREUG2MiyiC0bu+/SePUqq/q/4jve/kMEQR5Ml+9vNPjBqSl+N/dbfNr/7ylenxPiPWlb3nbdY3iCrG5ArtOF5tdy1fv3tKOI5VyOZyuv0F34bop7+5RTJ1F5Z/mzKBT+eayvMoXuWeB8Gh83ge8GvufY8Wjaw8AvAu9JkmQv8/gE4CZJMtQ0rQE8iQDl/WetP825D4F3JknS0zTNAj6vadongb8H/EySJB/VNO1fI2YLH0z/P0ySZEXTtO8GfpIRcvDEJX21Jfpd3qQ7rQPa+/tMTKdIeiPVJB+O0Nmlms38mcoxedfsXDnLFQ+DANIKXoLWvJTP2t7fT18vrWFrzC4to+tGakYiWqGWnTu2D6F+Z7C3viYQ0sUi82fOUShXaO/v0dzeZG65iGnrTM6IL6wMwr43oFSdwLREYJpbPsvmjQ5wyPKlCVX5+sMIry9Q6KWqzfSi4NSvvdbm+pUmuiZ59I6au2dte01sBdgRtLfRzUaI1PTR07m9xCBkufel4oQS2YGRFr263ikoUpqcWLmY2lReibv4kbCOjaMEt+tz5QvbCs0u1QNlcid/LpQ1CiWbQtmiPlNANzTa+wOhimgYeP2OEswBiENxLnEc09zaVLoJUSSsVMMg5mBnk+nFEkcHLuW6w/r1VwFYOHuPoiJ2Dj3yxYoSZAIwTI9ixeJg5w6almM4cBkORsm5tGvdunUDTesyf6aCP4w4Ohidk6DE6eIzndLrNlavM3t6WSSyto2m6URRojATtuOk7A+dfG0ipfmtCUBiL0qdF8VcvtbIMxxYmFaRg509DDMhGCbUpqaUaJQ04el3miycLdPv9ZhZLBGFIulrbm0yOWdzz0NTnLk8yUc6ezRMk1O2zaJl8a5KhX8XdunOx/ztusN+FPLZwx4v9ANoPiUCfOUVEeTtFvh1ImuG6908d8o+zTBkOwggLBE6IYluCGnbDPI6KyU77rKmx7HioWcpcONV/Butu1XmxyRpT6j0s887Jn97FyneceW+7GvHt52llWlRhNNuU/r8X+Wzcz/Jt52tEf2WAOjOeBEX3/6PuHrlb5HrTBI6jmqrm57HoD55bFYugY2JYYBlCb95t4/l9pl58UV6+z+CbRj0TyU8/di/4N3lMt/XaPC58x+k3/4gdqcjtj12zeTsP9aFa53l9qmsr/PpOxdYtG+JoFJYUzQ/aVoj36f/mhXvkiQJNU37IeB3EBS6/zNJkpc1TftfgOeSJPkN4KeAEvDrmugwSKrcJeAXNU0Ts00xk3/lxB39GdafGOSTJEmAXvqrlf5LgHcyylD+DfCjiCD/V9KfAT4G/IKmaVq6nbsuO+cotLEAhAnpznwpzZANDcvSFXDLMDQKZQsrZ9CYL3J0EKWOZ/qxdr+av6fbhJGSHaCq3Oa2AO4VK3qqsBbTOWwdmzNrupZJGlJqSkHgCTqtA+qzczS3NkeIfsMgl9ewcwbtfQ/PFSpw+VJMe3+f2tRUagHqpJayAYVyhfXrbXY31nnwa+eoTYlq2CPE6weEfoxTNEWVrE8QxzFbNzsMB+LcPNdNj89S10H+L2VmIa3yM0A7IHW2ixQIL4ugl0s6/kmQnbTulXx4AXB0yJcs/KFQW5O2u14/5NoLTaqTp0bHMzZDHLm3CZEczw3pHQ3xvYhOy6M6KWbDpZpIAJyCSTAUinA7d26rroQVDShUE3K5Iod7MUkSU2sIhb1y3SGXExQ0w9AEhcwW1fXFR6bptIQa3HDg4nseZ+6tUak7lOs5Ai8iji0ac0WFB3AKJv1eQHvvgFxew+0Z6bGK85T0z1JhgsBfo1gpsX17QBj4IoGMhGRzsWIy6AsZ4ubWJrWpafY21oiiBNOyWbt2lSQZUp8pUKom9I6GzC9VWFyp8tKXdgn8Iwb9GKdQSrtaAuhZqtXUe7q4cg++t8Sdq19m6UKNvfU+uTxs3brB5JzNwrkqFx6ZZisX4x3FBEnCehr0LE2jHUXMmiYfOWzxXL/Ps64LvZVj7+FDkwdMmCa/73yMoLcignoyoGQY9OM4DfKeopFlg2aWoiUrYEiR65k5+92WUn1L1fBOWuNt7fGRwUlr/PlKPW9svyftC1DYg2wwz+4ryUjUyln2iy9+L38r/mU+sTKFaRnsdnv88unTPLm6hjfxsKr8sziBcdEaYDTO0EfHnet2SXSDYaWM0V3gxX7A20slkpt9PrS8zHsPPkRy+93YfVd1BrIdjaxoUFAoYvg+rH0Pv1L5AK89eIb3NXz+fvnHeemzP83883+kMAT/xcRwvoqKd0mS/Dbw22OP/dPMz+++y+u+CNz/5308f6ouRsr9ex5YQXAAbwDtJElSRW02EKhCyKAL06zmCNHSb45t8weAHwCYmZpSN6JOqyVAU3JGm4KM9BSUJKsywe/d40uf3KA+M8vs6UlVMcl2qKRwiepPV+3obHtZOn5JDXvd8DAR6PS99TUFVHO7HaIwRs+LL3KhXBaVuzWirUndedOy2Lp1I51xRtx5rSPGEUELp2DgDwUVS6L/wyAQM+AUFFgolXF78NLTO9z7+DS1Rl61rXttn9auy/KlCc7eNylcxko2rzy7CxjHAHlSUEXe4MMT2mRZXjuMkhdRzUvUfKBm/LLLkrWQ9b2BCvCDfo9z988y6AVY9RzSgU+26Q/3ImZPj3Tn5THI/+20M2BY4ktpOwadWx79bgCJnrbbPeqzphrj6IZQsavPzAEpvdL3GfZ9hv2AxvwZ9jbWyeVn0Q2D7s42h16XueUVNSMfSSSv0d4fEEc2lp2jPjPL0UHA7nofb9DFSJX6NlaPKE/U09eb6BqsPDBH76jN3voagR9QnRydm7xuzW2DKOxi5cCyazTmF5S+wd7GOmGwp7jyntvncG+XpXtq9HtHzC3niCObSl0kfqZVpdYQwKmz99W5+Mg0pqXzWx/epjG/oGR1AQWQ3Lp1k+t//Bylqo3bDQSqemuN2aUyy5fqPPquRTp5eLbnshEEXPU8LE1j2bb53U6HhmlSS0Gp31ytsmjb9OM7tCd/CUfXWbRt3jc5w6xl0TCb/Lr7/2AVNzG1SXaCAC+OmXhxqPTX5ZKBNigWIRVN0aJIVconUegi641pePD6Wfv4Gn/8mMRumoAk1t1pX/I4s0wAeD1fPwv8G99v9vHIssASOvfG/kNc373Asw91+CtJgUo9R4UczH4Kd/NdFPb21LaDYlHp19/1XOMIr1ZT+7PcvqDBGQadq+/ns2f/b7616vCeIfzCg7v8UO82w1fvp37jJhAQWzZ64B8T99FT3QCn3Sa/W2PQeA88+BqLqU5AYhjquOT7/VX3k/8q8uTfjOtPFeSTJImAhzRNqwH/Hrj4n7vjlHLwfwBcuue8qvLFfNsnjiMacwts3nyFXFG0eQGo2gzckMiPGfQ1lu65pChyUnhGSZ2ms02BGk5pd5ZFp9VKXdqkFaqvVPBy+Tht14/EUHqdFnPLZTZvdJVAjuTp+0OP9r4AN+m6jmnbeP0+SSL23ZhfUPvxvQJHrS6WpeP2fGqNPAe7+xRKtbSiz6tWrTiugC/+9h2+9ltOK0Uzp2gSBhFbNztU6g4rD0xipcY3t189ZHfdV6+VLnaSky1XlnUg5usj+d4skwAgHsovZNpOVfr3I5Cd1++rROHs5Tq5gkn/yMdOddWHXkR7f8Aff36XxtzCse1nkxD1mK6TREIsyEpHFlEQU54QQavfaQI1wkCo8DVmBbK91pgmjiM2Vg8pT0AUW3RbngJ2mpYlEPSJlzrAdSiUypSqNXpHbW68+Mc89HXzFMo2nZaHldOO+QRYoTDu0TRdmCj5fjrPF50TgewvEMeCh9/c2hTJa3q95N+D4YDOoUe5Jtzz3F5XCUFV6g6He96xjoZuaJx/YJJaI8/Nlw949fk9li9NcO6+SbZudnC7PrZjsnqlydatDqZVOyZ2JM2awsBnY/UaFx+Zpr0/oNPy6HfEdZ89LUY7xYaD1Q05ZVlcTD8zl/N5vrNW4yXPY9Gy8JKEq57H/fk8KzeGfE91gcRMSJYLPN3r8VSpRM00ebrX49edHYppwPPimJpp4kaxMjwJikWlyuYXCwzTEROMgp+s+LPzcS2KwLKO+arfLXC+UaD/k4BgWU34k1YWrX9SInJSYD9JlU+PYzG3T1HweuCTPzigt/MePtT83/m2lRVwQ1avNPnDB5f4mvDHSK5/D161hpWRp5Zz+CyrQCrXhRKQmxrYgKj884dtojuz/MzuLu9YWeHKv73B46dKXLzn41x1l4hvp9dcVvS2fWykofs+xX4fv1xh0FvhU51nmTRNHF2nuL+vqnjd94/507+1vjrrz4RHSJKkrWna7wNPADVN08y0ms8iCCW6cEPTNBOoIgB4b7hsJy+MTFIddGkdC9DaHmA7Dprm4w8j8gUTe8KgtTvA7XbUXFOK6IxkXaNjCYAEULX392g395XOuai4hUKdnRPGMVI/v72/R7XuYFqyS2ApAJpccRwThp4SsgGYOXUGKbEq/NxjStUahXKZ1u4OxYpJc7tPZcLBcztIX3pd1zEtW8nwFspl/tO/v86lx6ZYuqdGsWrztncs8Opze3zm11d56OvnSeKE2dPC9KXf2+Rgq08uL5KCeOymoxsGjmUTx6OgL6+ZOJdIBXz5eolBkH+T/vQgxgPDgYvtGJTrDo15IXqTxAmFsqjCDnZcbl89ZP7MuWPHAWQSmpGNsNhuSKXu0D8SoiDFSlUY0Hge5fRxELN4iYuQzIVaY5pOy8AfdEnikL31NYGRaO4zMa3TaelU6g6d1iFhMJ12fLoYponb82k3B+SLE8d0Beozc7jdInPLFXbu3MJ2HEq1CaQKoaCjDQRn35afi+gYI6ExN09rd4fW7g45p6iq7XYTNlavkSQRgW9Sm5pRHRWR0Ai1wf2tPu2mRxzCwZYYyxxsuXhuwOzpMrde6aVUvrJSjJTfJbkK5TJrr+0xcEOSOCGJNWwnz+qVJvWZAjee36c+U+DinMNvHh3xdL/Pk6USB2s9wimDKcPkR3a2MYEnIpvAMsinfgvl03m+oWdR0GJWcx5XPQ923oN3+tcIk4QAQcHbMHS8Wo1BXcyVW+fOkjz4Y3zj1IAwSfjc1b9A/uVHmLx+Xc3r1UyX17fbsyCwkwRs5N9P0rUfXyep350I4ouFgY2k0SVj/5+0TXg90j79oAgd/3SfuW6XWNeprq1j9et8Lv5hfjj3QX6mNIPvRVjPtfnBMwkffKjO5BWDyB6NJtx6ndLODqbvH9MYMACvVlPXUYEW4xjcPoW9PV7Yn2PhHpNbNZutmx3+7dee4X3az7P+0v9IrtvFzCQOsQQfp92Ofk1ogTgbdT6wucm5XI4X9ueoeB5BoSiSuEIB23X/q2/Xv9nWnwZdPwUEaYDPI+T6fhL4feA7EAj7vw58In3Jb6S/fyn9+2f+pHl8FIpg6nseV59/hkH/UDweJSl6WMyUJcUoVzCxLIPpU0I0ZG9Dtsv9Y3NoqQIng1OrdYBuGKnKmEBP64bOztptAHrtNtOnJrCH6fzy3HlauztMNhz2NnpU6tPHKHQSqFYolYmCGE3TmT19ht7RoUo0JCZAtr1FtTZJHEVMzorM+uhgnVy+j9uN0jlqanKDUKRrzM/z2h/tMPRCFs5UKNdynL5Qo1i2eeEPtjAtnbkzFaYXSzz5LafZvNnh+c9sCJCgNNNJ8QpySYS81L33rFE1LjsbcTzSoYcMij4zEpCPNeaKyqc6DGJKVZs4Fh2YWy+3CHwHJz9S3cui/SVeQgZqAeYTgjfdI584StKkK72RRwmxLuRxJThNjngK5Uoq5CM0AuL6JDt3buG5LlZOo1gpkCsK+lm/E2KYorUtZGQruN2A6uQcnVZLHcvh/jYHO1vkiyV6R20mpnWa24fKBCmOYnJ5nWJlmo3V65y5t8ad18SYSF4vmUjphkGtMa0Aj2EQ0NrdplxLgXaBkFNeXLmHrZs3WHmggZ0TugG9oyGWY3LqfAWnKMYVTlHIk5aqOTRNJMa1xpQCMGZpgEKkqUXgB+SLQtNhYi6HZek88OQipar4XPeOfJZmCnhxTEnX6UcRpWqBR3I2a9favHdZ6OFvvHjEhUenWX+tTbs54H7bZivwMKo2P33nDq96Hix9lJ87tcRfqlbpxTEHYcjHlpcpb21h+D6Hjx3yvY/9U356cZHhhuDwf8uF3+Hp2CbYnMRIr7Fsi4/L0qp7SNoeHkexn8QbP6Ylz8nV/BslAieBx+7GTx/fvkw4slgEBYxLZ/yxruOXK8oopninwq8sTvGvv0H4N/S7Pj+9OIf3DT/HR9r/hPLmpprjS868PIZxNoEM8PJYct0u8puYe/YH+btn/iU//t8t8wf/1zWmNnx+aGqKv/mAh9WfUrQ9CZhU58NI7tfuOvj/8Z/zqmFQ7nSwBiIZjWxLWdb+lwDevRXk33jNAf8mncvrwP+bJMlvapr2CvBRTdN+HKHF+8vp838Z+IimaatAC0Eh+BOXlJgVvGIdp2Ap2pSm6cdAYkbqaz1zusrQDXjpS9vsbQTEkQBYaZqOboKuWepmWqrW6By2UlnPLnEUUZ4QfHRJk6tO5sg5JkM3TAO4CGSt3YRBP05b+RF7G2sYptAId7sBtpPnzL33qzlqY26BdnNfoLVTVTPdSCvh9MYiAWzCIEcnjhNgQHs/UJoB0n1Pcsebmx3azT2cokW3PcRKaYTtfY+D7T6zp8uUqjlOrVQZuiEbq0dEkZ1WlAOltgcca5GPjFVsFdiEOJCuxHFgpIMvOdee2ycKQ+59fEZw+N0A3xNgO6do4Xsh23e69DtQn0lV/3RdjVWyJjpxPJLelWt99QgnX6ZYqQq1tn5fsBwGAaal0+8G2HZBURKVM58rjIEq9UncbpflS5eREsjdwy6mlcOybUzrAOkUZzsOrd0ddD0mGB4wtWBTqpZS7flZCmVLzLB1jVLNZu5MRcnthkGMaen0jobk8iXcXkB9ZlZ1cfRSWX3G99bXxD6LRYaD2+yuDdANjVI1Bwj1Oq/b4pVnnmb+zDnWXtumMV9kd6NHbSrPsB9QLFlEUcLqlT2cgkljTvDRK3WH7qEn+PrFovJMcAoFekdtBfIDCPxUL552AAAgAElEQVQep85XqNQdGnNFHv+mU0Q67K52cIpixPK5nkDOe0lCcWaGJzCZPV1Gs3W8JCH/QIN2FOEUTCbninhJwsxiif0w5MXBgH4c843lMn+9NMH+ep9zp8vc5zgkU19m6F7A9DyWL/4cPzp/AUfXqS6WOEgi/q45zecLv8cH1/4xi08/DRyvsO8Gkhu3jYXj5jLKPvWEtvpJs/KTVhYdL7eTTSyynYSTkoFjKnQpOFA+pvs+Vlpha3GE4Yv9Ffb26N/8AT7+4M/zrnqOdnNAd6PPD09P8yuNLcwbI3U6PRqNDiLLIud5IyGbKD65k4CYl9udDj9/YxIv2eAfPjpNc7vPd5yd4W/OforY+taRfO4JywgCYj/AGoj2vwQAxoaukgN5fawMkPet9ZVffxp0/RUEIX/88ZsInd7xxz3gO/8sByFBcbLySJJAAba6hwFOoZCa1hRSjXdRLQ66opVrOwb5YkQYQJII+9nKxCROoUhzaxOnUKQ2Nc3s6eXUYvO2EP3Y3yeOY85cFm3kq889I5D1UaKSg8AfUJ0sYucMDna20A2NyoTD5LxQFLv1ShvD2OfWK20l7CL5+YKHbijUOqASFYFG99Xz4zjGMAOcgkHvSHQysq12OVP3PZs/+PhNVh5ocOGRKeoz4pqsvdZmb6PPPQ81cIomZ++rU6rZPPt7GwqQKNrJRsqJT+freqyqeUEjE8cXpiBFJXSTAhDFY6JjkiQRiytV5s5UyBfM9Pw0CmUb34vY2+jT2jFZXDmfHvsI+Zt978W5Hg/wcZSQL5j0O93UqOWQbvsA09KJQo3hIELXRzPnOI7xhx6dlpgMtXZ3KNVqlNI2Yq/dRtcNpheXKNVqSCdDeY5Ssa/dHGCYNbZvH1Cu+XSPhiqREJ9vF6dgcXTgM724xPbtm0IdUYuZmi8SDMtKRU/6zLvdrlBtjCPl6+4Ui+yuXcNzQ6YWFhn0hbTt5KwYDZVrU7R2twl8k4MdjekF8dnV9Bz93hDDDdF0jUEvYmeti25oHO4FzJ89dwxwJ7EZbreLdCOcXiwxf6aCpmsM3ZDGfAHN0AiThIkU+2HZOqdsm5c9j1XP47eOhPjDGdtmrplQa+QJiTl4qc3Nlw+497EZ4m7IdTuiGYbcGA7xkgRH1zkyk9TZMWbFcWD5wwzDH2LoLvHPZ2ZohiElXee5wYDnXJfbwyGfTsVyAOW6ZqYBXgbXLLL8pHb562hsmcr9bkE+S5E7qZof5+bLVnhoGMcCfHY/4zKzx46JkdXtMTe5FIugRRFBsYjT9PnA1hbmwgLnLZ39rT7JnZjyvT+N/sUfxHL7QpjmqI1fKAiAnW4onXkAcyiQ7UY04vIHxaLap+l5cPt9fLT2j3j/vbPwtIfdj6G0ih74x+h547gCmZhIfICs9KUrnkw0/ix0xz+v9ZbV7Jts2Y5DnAyE7KhjksuL6le2MgUNTcO0dTqtIf4wVOCk9v6A6cVTyte8MiHaivNnzin1s1JtArfbxbRsFfylqpuVG1VmO3dupVWmQPYPvR75Yon67BzdwzUsy2Bnq8vMUpHNmz0mpmfS7YugIuf82Sr1daC29MMu9fOb25sc7rUF8r53qHAGI0/5tAUdT/LS0zvUphzqMwWc1Lmuud1n61aHct1hJjUosXMGq1cOODoIlIa+RNkfa5nLaiJDn5O66SOmg6Gqeb/bZeWBSaYXS+QLwkAl8EKcorCP3brV4eZLB1QnBdBOtuRlFS/XeBIkHxsOI0q1nKKpCSEXgzCIKNcmjx2XYlP0+6prIm2JAdr7e7R2d0RHx+2jGzqzS8sqcZK2s9OLp1QwdLtd2k2XhXPnhYxnqlB486Ur9DsBs6fPsHTPRTqtA4EVGHp0Wi1Onb9IpV5XLoES9Feq1ZT2gmQIdFoHVCcdli9dprm9Sa/dxu36DPoxUdjGKYWUchqt7XYKODxkcnaB4aBP1w2JghjLzuF7Q/V+SiVCz3XVWKXTOqC1u4Pba7NwtkKnJQyAzl2uc+nRaV72PXaCgBAInUS06Q1omCYL6TVuhiG/c3TEU6USc4jrtq2JKv6BJ+fILRbYiyJ+YmuH+/J5uhvfAr0VXjR7fKD4cX6qPs2RmXDbG0L7Iai9AMsfBsp87PCQH56e5qrnsWzblHSdj7Ra6HFMUCiq4JIN6jK8nGRTq9TwfGHriq6/oQPaOKBPVduc3HbPqu2dtP/s88d/zwrKkGG7yC6FlklgSPcvVeWuX/92flT/BF+8vML6tUN21/pc/bbLLLyzS/mPz4tZvDSW0QWqfVytLrZsAYIbwyhoUaR08Q8r7+XDM5/mR56c46OdNpYRiZm8dODLXLfskhS5LNMgGXuOBBh+NZf21VW8e9OtN0eQTxJ10y5VJzjY2UfXdQxDozaVx00rds+10Q2NQtqu7LQ8+r2Aw10XTdcoVURQl97d7eY+82fOKQ9w4JgGvrKi1fUUZZ1TBjG+t5eKsMwx6HlMzddTDr/w7vbcgH4nBkIuPvK4mLkOPQWwk2An2ZLOriw1TTqDZW1xwyCiVM2lymzZ11miKs85VCcb/PHnO9j5fb7mm05h5wwac0XWrrXptI6YO11mdr6MbmhYjskLn9uitbtDbWpKYQpE632ElB9HuY8vSbfz+n3KE2J/uYKFtM21HPFxajcHvPjFXZYvXVagQ5A4AFuZpWRldIWe/OhGHHghkzNlzl6uK8rk6pUevaNQVfS5fPWY5bCkRIrgvZk60M0yvbhEpT5J76itwJwgvAPka8VYRGdj9Tp7G2uUqjVqjSkVOCX9cnpxCc/tC/nkKOLiI4+jG8L+uLVbVHoHymUuVc1zu116R20xxtFlRb0EIHj0ukF9ZjZNNgQ/Ppe3acwXUmDbLrVGnu7hjqjCDY0oiNm61RE0uM2Yex5+RHU0shr+G6vX0LQ+T7xnibOXJ3n6d+7guYL9ekRMCHhJwu3hkN88OuJcLsdmEODoOn+5WqUZhqw4DjtBQMM06ewNWb1ywO1XD1lcqVKfybNZh091OvyHoyM+eniIdf3vpdK1U3z8njYfmJtjdTBgIwgwXvvrROd/lV9cqVAzDH630+Gq5/Hj29ss2DYHYUj74DI5zxNz3FgERzlvlshuWeHD66t2xSGXNDjj9cYy+tjfsoF7fGUr7Gwi8LrRQaZVn/07iEr5WEXLSG5XtbdtmzDlzEv6oKzqjc0nebG0SmtFJHXTiyWCm31Onf9V1ts/iel5Khhrsdi+X64I2dwTzkUmGlmcQmVri+Cl8/yz2hRP91b5dLcLq3+b0ImVMl9s2ehD7zjtj5GdrD4G+ksMQ5noZJ//1vrqrDdHkAdVLTXm51NN+D6dZptcXmD2NF2g3mVlJ1zJQgZuSL5YUQGo3dzPBMsgraImjoHOTMs+5tk9sl8VVqhCDCdh48YR+WJCv3NEqTaBUwrJF9vYjsXOnW46WrDYuXNb3egL5TKN+XmkGxqgAqgEl4nxhK1mpv7QU8GnUp+k32kSxwmVuoPb9egdBVSMuuJam7aNnW6zdxSxeqXJxUemKdVsVh6YJI4SXn1uj2LZYunCBAtnKhiGxrUv77O/2aVSn1SBNttdyCYjUskOjosHhYGPYfos3dMQIjepzn+UStd2Wh43X2oxvXhKzfrF9vSRnr4hfed95ZAn/o0wC7VGntmlMpZjcrjrUp8psPJAg9UrTRrzRXRdY/Omp4K8uJ6eCtayO5J1EbRzx/n5MujKmfzypctCyri5r3T+2/t7GcpgrDoREiUv31t5nWQHaOnCRfX5snMOza1N9RmJo4ja1DSNuQV6R231OfGHHknisbt+CyBVR/TptDxOnb/Axup1dENnb6PHQ18/T2t3QBKbnL5wD07hODZBiiLtbawThR3e9o4F3vaOBQplm8aVIr0jn2AY4eg6D+XzeElCMwx5znWZtSxMTaMdhrynWuXj7TY5TaNhmjxUKNA7GzNztsi5d8xx1fNwnz+iHVn81GYXtr4TwhK1/X1Mz8Or1dh3SzTDkEEiugROu03fr1M0ttkJQ3pxzG8eHdGOIp6ybV5wXVj7Hipra+K7L8FjmQAZi5vG6zjmWUDbGwWTxBBmKeNLBt/x146L9mTXSc+VrfaIEc1sXFAnu78sdmBcVU8+z+50GOy8h7+0+r/y5Ycv8sozu6y91uZj7z7H1ww+QGfwk9Ru3SbX7Y5EgWxBy4t1kSiYHB8L6EBo2yrQm57HxI0bFPe+jk8/9U6hXthbIdFvnKiNr0YOlg2Br7oR2XWM9gjHRghfjfUWuv5NsvR0ZmVaNrOnl9Xj7f193G6HQX8TTY8Jg5hOyyOOEgIfdF1Q40q1Gn7mS2FaNn4kKhqpXx/HMaEvhG2kMp5Cl7t9TEtP5/Eh04slPDdkf6uLZedobm1y5t4Snhtw/UpTzaAl1c128rR2d5g9vZy2j7vqhpul8unG61t72Xa4aVlQadBrt/H6IZZjousxnVYrbQP3U86/rShjWzcPhaNUI5/O3w38oQj+nhvSmC/SmCtSnhBc+he/eIeJqUUlajNOX1PvSYp2hxFCfDhos3ypfkxSVminx7jdgBsvt9C1CQxTsBgUyC6K00Cuqzay6KKMAHgS6KgbguJWm8rz8jO7bFwf8OBTOvWZAv4w4s7VIzQ9oViZSD87IoGoTU3jFAqKdy7th2XHQGAlKuj6SFTH6/czqPcphRuQtrey6yE/oyPqoJ8ZcaQ4hjRo9DtHwiwpnc1LfIdTKFKpTyqAqW7oNObmWb3yAp7bp9s+oDLhpOOh0WdZsAHaqWCUQM0/+7t7NOYXRMJj6K+zUJbujUnS5r4nZnnbOxawHZPE0tS1PXu5Ti6G61f2Wb5U5/pwyPsmJ1m2bX7z6IiSYeDFMSu5HA8VCliaxu6XD3jxnEXDNFnOCbDgxuoR5oNFoXzXWyG3W8X0BKO2Nzsrgr5hCJc6wPA8aD/Evz34AxqmyWEY8lO3LFj7+/xq7QWcl97JzNo6hX0h9pIFqx37fGZQ4yoAZQLY3RToTpq/Z5+p+/4oSKaJRRwd176H43Nmub0sct0YSwhiXVfVeZb2J38PHWdkpDN23HbfTdvxNV6svYv/tPgaU4gx1sy6z1+sm3xy8gb6tYhhuazAbTLZkC36ZCxxOIZhiMS1MyMhmoPu45z+NbzKKxz0/gcmr10fdRzSY9TS73Jo6OhBCkgc66rocSwSAMvGd5y7gve+UustMZw3w9K0FAVsqerP6/cp1WqpKUjAH3329xgOjpSeu/B7NxRVTrZFZbUbBoJWtXPnNoVSWQT9jN2m9A8XgVfMcKUlqlOw8L2InTtdHvq6efyhEJ/Zvh1jWnngiELZpt9J6WRpJbd0zyVK1RrNrU3cXlfNiOUaF5KRNDWhKCe/1sL3vtduEwYRYRBhWga5fMT+5gaTs/OE+Cpw+p7HwrmKui52alhSqgoN8tUrB4RBTL5kUa7lOP+gAH5df2GHOJ7CdvJp6zxWAUSp26XHBqixwkLani2UbaIoIfRjYc1rGLhdl9b2gPmz86pTIB3x5Lkrjfr05mJCasATHXtcUg9nFkt0W6I96fZ8dF2jNtVQlXUcRwq4GAY+bq8rxj41AT4TboA2TurwBSNVv+a2AGWKz0SfvY319FwHSI1/k5HxTtaRMNvpkMHVtCzlzS4TjUKpLFgBUZSa0viiK1QopCqIAftbaxiG8GAoVXPcfrWFYWgMBwn7m8M0GRXXQNcNZk8vs3zpcka5MT6mEdHc3mRqHi68rczKA5eYuVTj/Rsb/ER9kdu+z2N/4RRJ6nK4eqXJ3nqfhXM18prGY6USpqbxUHq9aobBgm3zFysVtAR+66VN7rtvmZJhcMq0WLQsnp8v8mnXhdY3YrYa2B0Bfkx0gaQOWo/Tjl4lTBLaUYRfLpNfj/ik/6NC7z4sUdwWXO2g+Daq6y+i+/4xTnViGCpoZqtgLVNdypnw3ZDyr6ukM0C8N1q677/ehS2z3+xsXlbsiWGoKj47KlBJQ0YWVj4uK9xxUZ9Y1/GLhVEF3HqcDzW/wP+2Motp6Vz5wjYf+K4lPrn4MWLruxR2ITtaOOkc9TgmSBH+VnqOUrDGnZ6Gxq/za2fP4sVdfmHxAzwT/AhTL7+MmXLfkSJFqVRtNvk56Xr7xQLDSoVcp/O6Y3lrfeXWmyPIj61RoA7UvPziI49x9fln6bXbJEksNMt9ceOLIp/ZpTI7a3sYhq1u3NKPvt3cxymmN/OUhiWEasSNVhrhlGo5Oq0RAnxqYZFrL+xi54Sne2u3TacVY+UEha82Na3EYYQuvK5MTSS4bXzGneWgw2gerRuGol3FUUScBGh6Da/fZ/lSla1bHcGR7exh5SqpOYlPFPZZvnRWSZ26XR/PDbFyBoWyxdn76jS3+rzwuS1OrVQ590CDy4/PMHOqxCvP7HJ0ECiAWphm++ZYl1PK+pYnRNBtzBcplC16bV+oDwYRndaQl57eYW75rBqXjAPsjm3TP949kH83AS/w8T2hZre4UmX2dJmj1pD1a4dYOWEe43qiOq7UJ5HmK54rtOanF5dYPHd+xFPPAAm9fl9V0kcH2wx6BoZZoVSbQOr9yyo+a0c8fg7ZNn022MaxqAoLpfKxFrpMoqS2gEw62819DMNOk58E3xO2yklis7iyrLoMWbR8GAgkvjw/uc3br75MGARc/pppVh6YpDaVpz6Tx4tj3js5iZNqz1/1PGYti+ZWn6c/tUZjvsjmjTZP1B1qlsG6GbGTzuRn0/3220OcgsXc6TJLvkFcMrgV+CzbNjPvnOVXrl0Db1YFWq828ovHmyVMfTZqhpCuLW9uUjhoietmdMl1xb+w7wqFu7SaNmXQzATkoFhUTnR6BggGowpaIdrl93DMSGY8kN5tnYQGPwlsp9Tl0u7CSWj/cTT6uO58VrN/fF9KEjaKye3P8qu7Ce+fhXrdoVC2eJgcs9WbHCzMM/3yKyS6QaIbmENvFHTl5zStwuOxJEDa3SpFu94Ky/arTO2FvPvcOR755n9M++DvUdwTAL0spuEkQ57sGpbLdBcW8Oolaje/ypU8b1Xyb4oVBr6SUM26vMmKSd7QGvPzSsXLMAEthkSguTVNR7cFmlgqkvnegHZzXyiBVWts3byRVpZxWuFbSnJU0wOF4J+YyVMyPIYDnX4npt8ZYloOy5fOILXp58+MgFuy+pbHDMcDAYxm3iM1PpEY2DkHp1ikMbdAGARce+F5dM1ievEU69dfSs+7gNcPU158D88Fwxjw9vcsMbskjmPnTpfalGQhiJFDCShVRdW9dUuMKSZm8qLSf3iKtdfavPZHN4SfeCosI8cLMngK/QGP2dNTlGo5nHRUYTsGAzektTtgY/WIqYVFBYCTugAqeKcB1M9U63JcIrsS4toIulcuD9e/vM9tx6Dd9Oi2PAwjP6KgpbbCsoIFVPdAag/0joQrXmWins7ZBThSWsUWKw2GgxZaeoPy3D6t3Z3R+MR4PQArm7QpaeATsAuKhZDKycpxjWzxt/f31Phm6cJF9jbWOdjxKJTzFCszI35/xv3P6/cVFkCCAqV7XPtgh2/6rvP0jobc9/ZZbMdgvQQvBUMuRRoXHUfYgNo2G0FAMYDmlvBAWFypsbvR48xDDV4YDHipN+CpUomf3dtj2bbx4pgvmdCIYlYemCQYhuhBRLDW5Yaus37WxksSMHv4hTlsxyEoFrEzFVsviqgZBsu5HJElvMplgBiWy+S6XZx2W83SQ8fBr1SObQM4Vs3Htn1sHq7JlvRdAnB2vZEb2klo/ezrTpopa9FIZleu8Vm9dNjLblPO5OXP48mHPJbi/r66Nn6xQPj8P+MnZv4pP7owz8x+mdUrTU5NWDTTitnuu4L2lo4i9Eylnj0/IwjE+ViWcI2zbcKcI5KK3gpe8gpeP4QNlx+cmuIfLi+jRcIpT3L9E8MgzDmCNjc2hogsi6BQJCgW8Ro2ND5DuzJ74nX/Sq43TaD7L7DeFOeuadqx+aZsP8p5rlSnmz9zDuncJVXK1l67im4aKQ3OVYEKEJWUritgE4xa9XKe3d7fV8FG2HwKA5woiKnWC+h6n+VLl5Qf98t/+HkMQ+AGmtubwjv99BklISpnvXcL8OIcjWN/K5TLLF+6jFMosrexRhL3MC2btdeuYlp5Xv7DPS5/zTSlao7WrkuplmN/q82DT84xe7qM5UjTHItiNcfBPQUes/L84afXyRdMcgWTc/fV6R35XH1uj61bJo++a5HZpbJq81+/skN9en5UxabHJrT597n/a2eYWixRnhCOcoEvZvD9oyHNrT6Dnk5jvjhqo6dJTBzFI0ObzExbtubVfD4DVASUwMzunS5JkieXr6rKOEuP0w1dWeKKmf6ArZs38Nw+/c4Rhmly9vIDuL2uAtE5hYISjOm1DZVoSYtaRVnU717hwYh2mP1ZvGbUBfDcPm63q6iQpZqw7XV74rFCyqqYXRI8eInvAFGhO4WCovhJIyMJFu20Dti5c5sLbyvxxJkLTDw5ReNajyAQVr8rOZ1LRo6hF3HTGrITind12bbpHHjc98QM3ZpJL4qYMzTev7mJlyQ0TJPvrU/yIV3ntu9jAEXD4D7HYXdDiOUAzJ+pUKzluNbp8O21Gh+c/w0S+ym6+XuBiFw7vT5mj0GSMGdZbPg+Vr9/zH40G9y1dDYNHEOcZwVmskAu2a6/GyjujQxu5DrpbyclBpLmdrdtZP8f/3l8yYALHJvjH5vTM5qpZ6+NVLf71Rvn6MXX+cXZadxuwEfPnuWHv/VH+OIHv4/Y8NCD0XGPc/CzCYQ6V4kxiCNynS75O/N8vtfjb8xUeO4zG/zgN53iH97zs7Sjv8Pk9ev45Qp64JPrdhUvPnv8MvGJbJFAYPag/gy/cEHjh+56Zd5af97rTRHkkzg+VrnDccMUt9vFc/ssrpxnY/W6krDttdvKMx0g8Adomo9hita8qOjz1BrTgKjUlPVsHAuqnQzKUYRlGbieT6kq5CNbuy5JUlSCIqHv05grsr/pYlo2vXabyTlbbVNQ5zqqopO+9XBcYU7+ng1yndaBajknSZ5CuUgUHtI9cplZEnrwIKxtbcdg4VyVc/fVcQqWckYrVXMM3RBTM/mZw33+xiNiJj9oetQawv51+VKddnPA6pUmC+eq1KbyXH77DPNnKjz3mXU8t6hMVkAAHy89NkVjrki1LhQB4zgmGEa4XZ+dO132N4cpkn3kaCeFV+TvYjYvhW+OO9CpCjyjoS9R+2EQk8tbStdAztMl51++NrtkO35qYTFlILRfByCUbXCnUMTtduhEBwT+Ebm8jpHOK469X8brFfnGz0X+PBzEaeVup0p7XfV3oSQ4AmIWSmWkxbBkIggznRGGJDv/BxH8O4ctonCHi49Wuf+JWeFS2I1p6cKS2e36HOoCOOc4OrcHPt04ph+JVvxKNcesZbBsCdOm/qLGt5k2iym6/ZcOmvx+t0uYJCzncnxjuUy/6XG4aNMwTQavdQmmbA6DgCeKRaZMkw1/m/9g/4bgwZs9gsJojpzXNEzgp3d3cdptQsfB7rs4R201p47SzoZsTyv6VUYEJ4xjYttWFDkA+Q7I9neWviXXSep42XA9DqA7Bqobk2IdD8bqMxKP1PROQqKflGRIXX7gdTN5mQTIY5LXpdBqkRgG3bXv4VOT/xOlM4sc7Lic6sZ8X6PBf5ybpXTC9rNLUvSy3YYstgG3T2lnh9/tdPhLp6oUyjYbq0f8xcUOn3Q/gfHyeSBAD3w1opHmM/LaqC4BqG4ZdovHikuvO56v5HqrXf8mWFlp+6zKGqAsYwvlcsapa1LpcMvnCbS2QbGW43C3w8ypM+pvs6eXqdQnlQBJoVROQU++QFcPPXbu3KY62QCgUhct6duvHnL+wbcpJ7m99TWisEJ9RsyFVx54iM5hC6dQoNNqKcS+rOLlz7Itm61kxfxbSNfaOYe1a1cVvaoxv6B86YsVU7XjNV3DdgxK1Tz5stAM0HVN0ddkhZXbCfn+coUvOyGPvnuB3/ulVwm8kPmzFWZPlzlzX53nf2+DFz63xfkHGlTqORrzBR54co6119rsrotzOjpocs/DDRZXqhRKQuRGoujb+wPaTY/1613qM7Op+EugwHuyEhbV7EgYJitpmw3wEigZBgGDfofJ2SqtXZcoNJT/gFSlk9W8nOsrHnsq3yvHDYVy5XWGRQAhI85/p3VAuWYx6B9Ra+RpNwdomgTS2RkKXnxsG+Mr25GQS5oZyURUjRL0lFlgGJRqNdrNfSGpa+ipda2QaJb2w57bp3fUprm1ydbt61x4eIrTFxzmzixTrUsKoU6+nqMWJ0paeNGyVEfGS2+yzTDkJ3Z2hBqdpuElCbOpfayjaThpImZqGn+tXldtfhAsip91DwiThB/Tq5T7MX/02U1Ofcsit4dDfvbUKZbtXX6+8zFoPkVsT4mA5af6FTLJs22MtPqT3PFY14lS3IwRBGhpEPcLheMo9zSIZAPyeOv9T2rDK2GYsWCt6GBjATqyLMwx0J963zPPlVV+fEI7/24jgJP+H0e9Z7cv1epynS6VWwd07H/MH5z7KPatDtW6wzfNFxk++GvE+l+jup7S5lIRG5lEZVH+2eMePz7T8/jk2jLvqR5yuSuonO9+d41Pzv5HQud+pbJ3Ygcl021RHvf+HN/esFkew0d8pdd/62I4bwrPvySRoKXRTB5Gdq66rquKTDq1gaziIqLIJ0mGoo3shdg5QymUZa1bm9ubGMZAzYxlEAbIl8Sc3nIMdF1QmE6dvwCQus75otqORxarbq9LY24eXReVeHN7M6Xnjd0I5Lw5k5CI45cGIn2SuJO6uYm2cbGik8vr1KbyFMpCY7976KHrGk7BIgoiem0ft+erSl7XBSAw5xj0uwGP+BaOpvGOv3oWp2ixsXokjFmOhtz3xCwziyVe+NwWN15qEUUJM0tl7n18hplTNr1Oi7OX61zB0s8AACAASURBVMwuldHT5MIpWAR+TL8bsLfR5+Vndpk/c45SdULI4voj+1p5nnbOoVAqqwQnKxokLIXFtZEa8suXLisaWeCbgpKYusyJ5/nHrp1InvQUWyEomIVyhUK5Qq/dVgI4vuep5wucwShguz2fp/7yGWpTeXL5ujom+T4LGV9/JKiUflazbIDszyA6ILJLJG1u5dhpZGwTpdchoLm9ye2rL7J16wYbq9dYvfJleu02ndaBasuvX38tnaFXufT4DJOzBebPVojjhFef36ff9Mg1HLQ5h0HJ4M6VFjef2eNgtUNu1WX4TIu5G0M+evYsD+XzlAyDi45DL45ph6Hixy9YFu+fneU9lQolXWcnCJi1LIEHiSK8JGHpQo39gobbDbg9HPKX7bKauVtTX4L6M/iFgqjy9paFD71h4Ggaw3IZp93Gdl0VILLGJXImL8Vvsu1myUGXz1dCMWMt7zeSTh1HvJ+0z+xz45RHLn9X3+tMh0EmG7INL/+dFACzVb1MXGSik91Hdt/ZaxOlLXC738fZKvFzu7vMni4Txwlr1w75scubBGeeBSAoinm4TJLkOWb3d9JxgQD50XqclwYD0QHc9/jh6Wm+c2ICb0IAK+V76KdsDOUWmI5VspoBlFZ5V7nMlPGmqC3/m1lviqut6VpGBS1WM0uJsvejSFHSsjfeoZeKzUQJeupQ53sRuqGxdesGZy/fT21qWrU9X/rSFzh1vqhUy7LBVk+PYW+9q7y1K/VJRYsSlZah2sRi1to51oaXXO/xtjyMUPUSzCW44AJEtnXrBnPLRaIoj9vtcP7BOrUph05rqGbmkpfuFE1RbeoazS2Xex5uEPoxpq2j6xpeP8S0dSxLxx9GtK8dMX+mwn1vn+HpT63R2nWBAk4hSZX7QrqHHrdfPWThbIXalMOj71rk4pGv6HG+F9E78jEtg2AYMXQDNlbboxl+mjRlAYcAISNve3HOYwE2GF0jqYlfa0zxyrNDalMOM6dsNm5cY3J2JI0r2/7+0CP0fdHmTqtiuSRnPDvjjyUwKjpOg3MKRQrlMl/6ZDOdf9u0dndU6zyrlJg9B3GesRAXGWunA4qxIQGfumEQp59DP2UGuN0uO2u36bQO8Pp98gWT5tYWTqHA0Otz9flnMC2LTqtFsWLyru86z4WHG5SqOUWV3IxDKvWc2m8zDBW3/bU7XZrbfWoNh43VI+I44b3/4G00N/v8i6k5vhC4fPjgAFPTeHtJcNm9OMZLRWtqhkHJMLjt+yIRyMW8f3aWh02HzTikHUXc/+Qcn/A8uh9f59R7zwDwvslJPmV+gfXmU4TxDAC9OGZ1OMTRdcKaANNFlgXFIqbnMSyXiS1bOZXBcU67BKjJQDRe+WZR3ipQ6SOL2ax63HilrL6rGfrbSdX0G83Yj20nCzz7E1r22fHCeFchmwiEjnOs7S4rdIBPv/YNDN65SmM/otse8r5Ggx+Z/gx+8fvVPN/gZExBFvgXp/K/UnHPHHrQ+jruy/8OS7M1PvvvbvCHn1rj+55s8OuPfRK78+RIRtcwlEARoHj5gWUxlCNVZ4f783mltvjVWm/x5N8EKyueIG/CkiYlVcZAgMC8fl85yYmK3UrbvQKoFSIV8TwlVyoBUGEQcPvqIQvnLKWA1tzaFBXmULbRRasziRNFa5PtVHlzrs/MKeCemvFHMtDpqq2cpV+JbfvosUEYuEJGtyZas9OLS+yubVKbmsLttanUcwT+SDffS81ICmUxj2/tuhRKNv5QOMBphsbunS5BMAr24pgSDEtn9UoT0zL4+m87y9bNDi8/s8uplaqi3Qm+9AFREHPugUlsx6Du5PH6IXGc4LkhcZTQbg7otERCYOUmUo69uG6StiivRRxF6LEM3hJFn7aCpVVv2gr3XFeNTa4+/wxJnOB2A87eV6dQtjnYAdvJC4MdlZgJARhRYVuE6UggC+iTz8ui34U5j0Clh75IFKVZjezIyPdNggXlmEg65o2254+0BYwRi0B+/rZu3RC8+FQid6ffP/b3OI7U6GhvY41cUWBBhI1sUXVQHn3XY0RRQhTEqQqiT5DXcQoG1lqPnf0B5x+YxJjMUe9FgM4qQyZm8rg9oRJp2jpv/+bTxFGiLIFXDIdmGPKt1Srf22jwgc1NLjoO763Xec512fB9crpOMwxZ9Tw+fHDAo8UiTknjd7tdvntigijy1Ux8w/d5IVXM+7ZajZ+f/RSRLTysVodDFuX3IbYFxcswXjfvloIs46IzkuKl7hnGSOP9bq16RfEam9Fng+b4+OVuCcC4J302WN5tRg8i2Mk9ZCvc7GtP2vd4VT9+ftJ7PrIs2HsnH2o+zb+amCOKEg7+sMljjR4vlsvoUYTdd1EZdXpMZK7lOA0ue03Lm5t8cH+fRwvCCOulL+3w7qUy5xeeZ9/4eoJiEcMP0OLRsZ/UvQgdh/svfIL78vfQ2RqceK2+UuutmfybYSUJvaN2xgltBOCSgia6YdBu7qsqPo4jLGMUzDxXtOl1QyOJc9z3xMNKjc4pFnF3d6jPzGJaFu3mvprhyqAghXBMy+D2qy3iOOHMvacBFPf9oa9/B263qyh6pmXhpcpSo2p1BART9LB4VPlJvIE0smnv79He38MpFimUK7T391P53kjZj2q6Rs4xqE3l6bWHzC6VqdQd5ci3EQSY8w75g4DtO10mZwsq0FuWUIrrtIZsrB4xs1Tm62byvPj0Lt0jn2o9x/RiiVojT3O7z/q1NrWpPLWGo8B+AP1uQOIltHYHHB0YlKpFNV/Ptt2Flayt2tuh74/a6ido48dxlGnzC9nXJNaU+mAQRGpEIxOJbEdAJnNZeV7puhfHkbLKlTx1+V5JvYVKPYdpxRwdHDB7+ox4XXqTkkI+44qEWUChBNhJ+VppbtPa3WZvYw2322H+zDnVGTBtG9O2ldpeu7nPxuo15paLPPDkHNLKFlDBuFC2CfyYYBjyiUGHb9bz5EPotAbq76alkxz6XH+5RRwlWG+vc+pshSQzo59aLLF6pcnpR6a4PRyynMsRJgnfXqux/fIh/2JlDt8LidsBgSVwHpu+z0uDAQuWxX35PBcdhxXH4bO9HqamMXu+yu2NDRYCAeoLk4TTts2UafLzpVWhgldaJUwd6bw4RhuU8YsF4VrW76s2dxJHJLpxzEDlpCA3Xr2/rr2eQeKPL/makyrqLOBtnFevKlVQPHI1536D0UC2G3HSOulYxqVtJeBO0uDk6yLLwggC8rsDfml1nvc/FVN2DGzH4O3FIs+eXcV8ZfHYdTPTFnu2fT9+PNmV63a52pznUxMdnqja7G702FnrcvG8w3qthuEHQB+rP6LmSQ17uV8jCBhMiq5lO4pwt96ymv1qrjfFTD6OYzZWr7N27Sqd1gFut6Na9aLK9mjv73Hn6iu0D3YI/CPyRVGxuj0hyJLEGnGcEAx1li9dZv7MWUVrc7sd3F6X+bPnWLpwMaUmFdVcV+mrS7CIXuLU+YdS5LUYGwh627pC+sOo7eq5/RE3PJ2/ywChrFQz3u1xHKu2P4gOhWlZbKxeY2Lawu2KgOW5oQBUFU3yZZtee0inNUyNc0QQ77Q8Zk0TU9PIz+RZvlQXbXtXiKroabtdBuztWx36FYOv/dbTtPcHtHZdgWAvmNRTm9HmVh/fi1IFQiGqU2uIa7T22qHSF5BqgVnkPIDU5h/9flw3QHLoZaAbBUxbgdU8N8T3Ig53B2qmLoVl5HPHf87y1KWYknhvYhX4dcPASytq3dAwLTlTT5+Tc5DeBqXqBLWpaWoN8a9Sn1T4gOP0SMGK6By2BGe9uacQ9b2jNjdffhHPdSnVavQ7h/Q7h4SBGDU0tzapTiaC254zcLsBxZTdYVo6tYag0+llk/2KzkXH4erz+6xeafLq8/vUGnkmzleozxQIA4GXaO26nI8tCmWbM5cnmT9bYeWBBnbZ5PQjUzzX7/P73S4fOzzkG8plHF1ncaXKpi7ec6ueI5+q3q3kcjRMk80gYMG2+dihsEFetCyedV2e7ve57ftU6jma6Vz/G8tlniqVsHJHoPtMTb+AmQH12amuvuJ9p/NcLYoUFetu9rEnVdkn8eKzLfeTXj9uTjP++vFkQiYe4+tuicR4N+JuSz4nGxSz4jTqsTTAy/m91e9jBAFWvy/82ptP8eGDA4wZoZPxT4w6nP3QidX1ePfgpCVn/7lOF67+Az5ycMCj71rEsnS2bnZ4NAVEHrvm2e+Erqs2vdXvY/X7vLh9ns92uyRx8rr9faWX+ef47/9v601xzJ7rMuht0z0asnT+smqpSo683+3Sbu7hFEyEz7y42fe7AXFmvBMME+574nFml5ZVkJFgJ7fbYXpxSd38TcuitbvD7VdfzrRa9cwx9XEKBV56+gtMLVi0m33V/u+0WpSqQjddArDsE24+o1n9KMDbOQenUKT+/7H39kFynPed36ffe7rnpXd29hULYAEu3kgAIsUXgRZl0TzTosqS5RfZlit2lRL7YidRzueru9ius+vkiq/8fo7LSnwu30VORZGVsnJSJDmSLFqiTUqi+CJC4BsILoDFYrGvs7Pz2tPTr/nj6e7tXYKWzrZkVB2fqq0FZmemp5+Z6d/b92VqOk8YojBE1TSyuBgGcR5wdVNBN1SSKKHbGmHawtY1DGL6jOi2PAxL5fAJh34ZFhWf++fKXDq/JWhVlirELNLz86OI1tdbbKVaAE9+bplqXczhTUtl9kgVzw1ZXxZBSojf6MRxQrvp7TkvAYrcRcpDVmUXqvq0as3NddL3VZbjPQC9HFAXCynZzrZQ6auM1THtfaIiUcpYyNv/2p59zl5bdqwskcsq/2p9nO31Vap1A88VAkiCNhij6jqZ5HC/s4M+KqWI/V0wnmj3C2pnFPnohpKPVga9AFXNrIHNvHOzeX2ZMAioz1hMzNj0OyNWr17GqlTotryU4WDTbW2RRAnlmkHPgCSJsTWZQRyzHgS8zS7TOjvO5kqf+VNjmJbKMI7wfeGOeP8jhxjJ8NlOhweMMmOyQnzQZnE04qvtNraicN512Q5D0ULXdT7SavH+8XGcREFG4oXhkCf6fZphyOP9PueHQx6uVHiwUqEfRXhxTENV+Vy3yyNV4SR39q2TPJcMaEcRT/T7fG+1SjCcgO7tePEnxXxflikrSg7IA3Kgm+p5uVIdvNbiFXaDk3oTBTq5cL/9AS1XlCu28tPuUfE4+21QX699vj8wFu9XDO55MH2d9jy8VuUuH0PsSxSyzoGM4M9ndLUs0NM+y6fbH+Ytts1RTdhwP1yp8IXDI6rLu6yG/Qp6xXPIjpVV94Ft4zkO5fV1lla+i09MX+HQcUcwfNLXGZTEfSNNw2y3X9tpgN3g37qP8+7/y3uOjPOdXG+062+JFWNVNKFNniKlM8AbkFd9cZykP7FoSWoyfixakZJkFEBOKY0LIRfqpfSjyblDqezpQeIoTj3GhThOd2eLOE6QFQnNsLDKlfz4nW2F2SO35eYms0du29N2zqv2lDZXrGpznnxhTnzoxEkAFi+cp9va5vDJ29leW+To6fFCIiMTx0laZUu0t4YomjBuyaxd4yhh6IYi0Jsqh044TGsaO3GUO7a1t7wcSJih70Flo9ln9WqX0TBme92juTrI3d3smo5uKrSbQ9rNIdOHK1hlnUpN58Tdk5x/fBVnfDqdY0d5K764MsqcrCg5ZW3//WRFRlfMFMCmpzNuJf8pjzuUnbE9SHjhFSDnIEcgf592OwZxzj3PMAHeYMDG9WuYlkpj1mb2SJVuy0M3VFQtJgqVXPkw6y5ohmAsBEGMqpr58VVNYzjoMz5rU7JMMUdPVQC7LZF4qZqcAoxk3F6IbqqUayUOnXC4822ztJseX/mLJTaueyiq6LjEUcLkQVskcJ0RTBp8rtNhWtNYMAweKJchgU5dZaHeIAxihiQo7YCtjs/kkQp9YtqBaJs/7bpUZBlvlNAOQz7SarHk+zy/PQ7WJhOqyvt0QWl6ZjAgBILUcvaJfp8l3+e67/Ovpqa4x7I4aZp8cHaWFd+nrCj8oONwj2Vxp2VRlmXe5an8ZL1OQ1V5ot+HWAdPqJs5WSItSSSVtdfMvnOv8n23FwPm/gCbGdQkitChL4LYQGB9irPm/PZ9FejrIeCLgbtY8b9eB6D4nJkX/f4k4mbnsf989r/O/ffN7ifHcS6YU7lxg/OX/wlnFq4xwCMMIn7p8DQX3/RbBF/56RxhD3tn7hTwCvuNgLTBQGAX/IB+8wE+vvMsf3BqDFmReFESSYDZbudc+eJjMyW8JEv4oxjj2gk+d6rLzxxt3HTf3ljfnnVLBHlZUXPNeN8TPOJ+u40/ElVXtT6O05jMKWr9djtH1tfGJ7Eq1VTxbpDqmdf3PL/nuvTa6RggjvP2vNvrMRq6QoAjThBe8hGVsSrzp+5g5fKrVOv1vOLO2r+ZOpnwAZdTUxIrbdfvBqNd5LmY5fppNWtVqniuy6C7SRjEuL0uVkUnjhJUTbjIZR7q5ZrOzoZLp+Vx2+lxAS4MYkI//QmitMoeIisSs0eqGLrCM67L3WcbPPNXK4RBnM/oxX5LTM2VSc5N50512fOqmsywH1CtCxvZ1oZLe8tDlkWCcfiElNrWNvEGKZI93tW7v5lKXFHLPgOyFccXqqYhGyZhoOXsCiBPmLKRjWnbr0Hwx3FEt7WdP3+mLJc9t5dy4ZPE5eTdk8yfGmNyrsyNq11efmojPU7M1g0xlhkO+lgVjWqjhF3WmD2aKuulIxC3FxAEESWrTGPWwqoIe99q3aS14fL1x26kksk6vc4IRZGo1A0UReLg8THOnJviQ0Gb+w/bPPjDt/HR33uOO94yg26o+F7E/Kk6cZTw1XjIySQhQPDLZ1QNEtiJIybchK7ncaMm0ewPuWfMZsYx+Fi7zbF0zr4ehjzT6eQe8KYs84VuF69zArq3g3uIYOprXPQ8QuCApnG/bfM9Zpl2X+H+uTKPdrsc0HWOf31At7XNN3rrfPd7jnDDljhpGCgxbF0X+/WCIdDz31ut4qVGNMQ6Zqsv3ou0kppWVWg8ARwjkZU8QGSBU01NT/aLtOynrskIEZzXs5O9mSBN9lyxLO+RXy0K2OTfkThmZNuCJhYEhKlwTLGVfzNP+ZuBAIu1uxzHsA98V2zRS/teczEg3xQQqAmKXfXGKoH9AH9697P8yj0zPPtXK9ztV/ijw4d595kzOEtLQhjHD16znzdr5WdBWxsMCGwb+5rBF/SfYvjuLzG5FgAjovHLqJfBbLf3oPLzKt4XYjmZl7ze7fLq2hk+WFq86Xv27VpvVPK3wDJKFjPzp1OutCXoRf1eGtwnABE0RRteAOcEqKmX+4lnYDhZVnKjEoB2c4v1a1dJYvEm99vttFXepd/ZoVo3sMoVQcNLZ7SZL317a5Pt9RtMHTySA6wySVVV17lx5RIz8wu7injp75uZmmTGJ6Ldv02/3cauTlIqR0RhC88NkBUprwiLq7XhMn1YSNDGaTKi6il+QJGIAqE+FwYxw0HA+LTF3KxJHCXMHqnm7X0V0VLud0bEUcL04QrOhJkGrt1EQCQeAaalMn24wvbGkOVLO8weqTKWjhFUTeb846sAKcp9t4ORm7uw2+Uo4iuKARq0PQI52SqOBDLUfBHIl60Mdd9vt/O9N22b2SNH8VyX9tYWUTjgwEKNhbPjTM6VsSoamjlGrW6werXLVopBCAOf2SNV1BSs6EyYuQd7HCW88tyWwAj0fZxGiTvOTbNqxPzO9jbmpsQjTi1voWfMBkURYkV2RePwcYfLVsLnr3fpRBH33DZDfcqiXBNSwQJVL/Ni4vGx7Z28Fd5Q1fxzMBrXoKJSrxkMwoAl3+exXo+GqnJE11kajVjyfd4/Pk6YJDwzGHDV97nLsrjXtjkvXaLXvhNkn3YU8YXOkKddl5+q1+nHMWtShC1LlGUZR1E4ZZocPKUzPmvz4lfXeULz+YXL13ns+HHGfPF5Saoa1/t9nnFdztk262FIMwzBmxPzY2AnilgwDNHmvfqjlNc/R2DvMjKyFrHMbis9C9L7W9xFulYWsOJC0C1WlfvFc7LHg2h776etFYN4ZtdK+pqyIHYzBbn9I4Ns7T9urgtQGC3cTEc/83Yvvq4iy0CNoj2gOSmOKK+v87sbG3xvtUq1rNHr+LzzaJWkdk0c0w92hWkK+1sch8S6nmMEYlkWjnO2LeyB3UN8st3mX89OMj9KmLj9Q3gv/7KY24NwpgPkwBcsiayLGfgY3Z54vc0H+Oz4s6/Zv2/n+i9dDOeWCPIZhSn7d/bb7XVpycJopNvaxvc86lMzuZhKpk9uVTTcXsDY5FQewDOxlQz9Pjl3sDCnlVO1sxblMWELqmgyfurhXZ+azo83NjGTzk23qdbNHLF/6blnuf3eKV548lXsag2nMZG2jYN8/izLSq5wBoJ3P314nuVLF1PNfJ9+p83UQQGyypTtwiAzMRHGL86Embfp9y8txRFEQUToxww6PlEQU/djljLwnSylVLyAfsfnyc8t4/Z87jg3zW2n6xxYqNFreakvvBgDAERRgqbLTMwKdP7mSp9ua0Rj1mbhbIPGrM35v1ml1452Hd+iAmWugKgvguLyOX7RS17e7Xbsua+iQJDO7X0ff+QVgJIKspx1TGIaswdyeeBM22A0bDJ7pMrUXJn5U2OUHQNVkxlTJA6kAT2OEhRFaAw0Zm2cRokjp+t0Z3X+h/U1ms2Qhqryz89OcU6ZYORFdEvwv7VaBG7CE/0+QZIQAr9y5zTVuklzdYDZ8fG9ENPSmD81xjechF9cWuL81gzr4ze4xxIqg6YlqninIRIzU5Y5XSoRJgkNWcaUJPyRcPprmAqSDElVodaNeGelQqBJeHHM4Eofc87ESxIsN2FK05g3DOYNg/ePj/OFbpeyLPNZtQ+yD94khGXasU6zukGYJJRlmeuLHbbfJCxnp1WVOBrRj4UF84vDIedsm4lEwQtEYtqPIippUpC1+R/r9aD1wwRjAdOKwiCKqIUSpiTlrfliS7wIiMva0NntrwHR7ZOvBUDXSQqVdG79Gu+l5EWQe8cXA3ZWpVP8GyL5iPYB8TIJ12913QzRn1f5fwv1rrj2dCXS6l4JAsI4QorkfO7dW/oxfsX+C/6v6Wn6bZ9rL+3A7KeIXv4R9PX1PX7w+TnIMvt7BFIkHACz90r1PNyJCf7n6x3e6zh8f7nKh+fnedexBH3gUGptE+lp9R7Fe7TsY1nOA719eZqB9UPAH3/L+/fG+vutWyLIK4pCdaye049kRdClMqBWcTVmDuQBwnMHeUscyN3csuo+47DXp2ZyZHVWkWfBPoliNq8vY5hKjljPgo1p2+xsXmb1ShdZUWiuriLJCb43xK5CHCcoqopZDhFOeZWcThYGAbqh5HNhQaUS1eX6tSWq9XEm5w6yevUynusye0QESSUN2oOOT3NtQL/jU67pKcVP+LcX6WBxHKNoSpq4REiKhDyK6LQ8NF1OEekiaHtuyOKFJr2dCN20ee6vbzDo+Jx75BDlmoGnhaxf6xEGEd2WqP7LNSF5K6x8e7g9n357RLVu4jRK3H7fFK9eaHL5wqtMHRSUw/3ytXEU4wWDHFlfZBzsVu9aKh2bqQOKJG6PNnyeGOwVHcrYGOWaw+b15bzF39pYZ3zGwJkopRW8TmTIMIrx2gG6qTI5V6bbGhFFCb434OTdk1TrBt9wEv50bY3PdDr0UmGYfhxzulRiTtNY7I34WKtFO4oIkgQvKOHFbbw45p6qxbsOTdFZ7tNcHYjjTht8fG2N89feAv0FXo2f4PxYm/d+30G+8hfX6LZGzC3UCIOYBdvgfWNj9FOAm9QNiGoqcws1hirYssyjvR53jWT80ZBSWadiKlxbG1BxQx6qaMhHVI4NDbbDkF4UsfH5Nd79zgM4qspnrWWxoX4d2ndiXL6brzb+NY/UaoxWXKyKzqlymenRCC9JODhlIScSh044/KQSo20Jz4J+Z4TvRdQHFnOHSzRGI9pRRD+O+Wy3K+bxah9TljFlWSQ86ed2WB9HS1kqGRWsGEhhLx2uyDfP/pb9LlaneVV8k3Z48XHZ7dlvBQjT4ylpAI0QFqlyHOct6UzFLmMGZMe8WXX/raybJTr71348QHZM2fP2JDqKH2BeupMvOeepnzPyouVfHdvhj/5Gw3Oc3C9AivZq14fKXmXB7HiRpuUJhDYYEK7+AOcXnuSMWeLhSoUzd/8ei9d/BTnw0/HLADnwc5qeFEVI6es3O20iXWMw+cW/0179XdcbYji3wFJSnXHYNaaJZQGCssoV0R4vzLdh14Qk49SXa44IdL6fc6czIFUmXBP6gjPvjzw810WSRziNCmEwoDEjWvaSUphdywpWRWekWqlUaoVuq8XWjRXue/ggy5cEt98w5LyCzBIIgLLj5NW82xMqX+2tTaxKhcbsAVavXKY2HtKYTVu8cYI3CNFNheVLO4xNziNJO3R2hgRBTBREOedZlkWrXkYmSV+3qWtEUZJX/HGUEBLl/168sM21i26uCGeYNqtXOyldTqXfGXHt0g4jN2TohuxsuDiNEgtnx0XlPmPj1XS6rRG9Tpf5U2McWKhRrRscOFLl8U9dE5a1hbn5zVrwsNfGNZMYLirUidcc50E+1yHIEPmF9n5Rz14z4pyaVm2oYhxT0Zg+XCGKEkoxtNujXPxIiP0EKIqEVdGZPlzmS5LHz1+7zlLzKLTfIapd4BPOeT5RXsQ01vGCEvRPpSfgg1/nfNfn/Iaokh+eWeTtlQr3n7YZJgl/sb7OJ9ttYd7iHgJvmo+M/xZ3lkqcqmcKdiGKpvBor0eQJGiSRJgkUIL1wYC3lmy0YUTHHXG/prO4uJ23+xNNYmKujKbJmJbKC8MhZVlmXtdRJIm5BQNHUTii6xybeoVXRyNw56D+FCNznR9yHM7ZNuG2R32qhN8LmbY1TFlm2F7ZDAAAIABJREFUKwxREwlUCBOIBmEKkhWB33NDHDfhkWo1R+QTWqC3INYJ0g6Brqk8utUl1nU8xxGKauyi2q1eb0/whL0StBk6vBhQbwZge71gWUTaw+6sPBPFkTQNmV2xHNXzKK+v7wmwsa4TmuZrKvC/jXf/eqsIdHs9LnOW6BQ7Hfm5FIK0NhgQaRp6r4e38l7+7c5/5BfqDu0tj1+fneV35mVUz0aOYiJX21O5J7KSi9nE6b5kCU9omsRa4ZybD/Bo9y95oFxGX/H4wMQEP3u4g+o5VG+s7tnrrNuSPd7a2hSt/Qu/Cfz237o3/9Drlgh0/0jrljj3YDRi+dLFvHLLaE6qpglwm7IrfpK13IUcaZUix11U/gKlnVHnMhqeVakiKwrTh+ZzTfHRMGFtyUeSY0xbQ5YlDEPwqDNa19aNIaYl592Bcs3BtCwWL2wzGgpjk9GyxNTBBs3VGxilhF47wq429gSk2SO30d1ppUlHwJUXLohz9z3mFmqUHYP21hB/FGHaKp4bsra0iNMooWkKUSBQ5aWKQpK20xVFEu1HZdekJltKQSgoDGIuPdfklee2cManBVshivB9l9vOTKJqMm7f56kvXGfQ1dANYQgzMz9Lt7XNxWc3sSpaXg3rpgBKXr/UxiprVOsmcwsOD/2YystPbdBre5Rx8vdmv2Z/pilQFJbxBgOaazco15y8mk+SONcQyPwLgJyfnz139rNy+SK1uvACiJMAwzBS7ruKbirsbLi0FeHSVq7pdFojhr0Azw2JogTTUlFqOk+ubYsA318Q1W6cchtb98HKe/FiXQR2tQ9hGWVgExmSuC20QHX5Ah/iee86XxsMUCVBS9vqp88VWhBaXN86xS9KF/mJw3UOaAo/4WhIksRj6z3akUDIny6VWEwr1SXfZ07TKNsKZTmhdq7BNd/na34PfJib0lkcjfBij4XI4N6SxeJoxCiOSRZsTEnCURROl0oESUJbWcOLY7TqEg9WjmDdGKHocqr4GFOWVbwUxNdQVZ5JR19vr+hU6wajmsrTwyHfZZgYpkKPiDNmCVOWOVdr8aRzPnUdszldKtFBIP6jsetwdfezukdFriA/i7aXzib7fl4V3mwVwXM3Q6ZnFXdSqFpzfflCUMoq2VGlgl+tog0GefKRieTIKUCweIzi82ao//0sgmxljIDiv6UoyilyrweOy0CDxb3JOhlyFKMNPZTOPH++s8P/NNdA1WR6G0MqZz9Iv/3v8mQgBybKStpmJw/0fvq9zfZjOD5O/77HwDnPhNVnyTd52fOovtDinafGqNz+u/S8382DfPG1Z1LF+f7Ewlp4t/fyxvp2r1siyAOpbrgQr9nsXQfI+fKZTCzsorEzl7Giw1tRYrSojJc9j+gSRLS3trjywgXueMsEixea3PfwQXRTZfN6nzhOxNw3DepzC8fxBgPqU9OsLy8xGrYYeRHO+DSD7iqyIlGu6awtXeHYm97M2tILnD43zeZKn8UL55k+PI9VqeD2e/TbbXTTpFofp721SbfVwijJLL28g6rJ9Ds+k3PlvLI+esc4ixeagI5pCfGWMIhBkfC9kNUrfZwJM63sZUgDWCaAY9oCANbacHnxa5s0Zmfz6jiOIg4cqXL0dD2//+ZKn4ozThxH+flX6+PEkcPTj25z8FifO85NUXEMpg9X2Lzex+0HWBUd01I5cKSKokhc+PIa7a1NnInJPPHKWu3ZEskaZAYtrY11Dh6rsLbkijFKEqOo6h6J2ex1xZFQsst85AGiyGdsymJ8qsS1i718H0xLxZkw0QwVSRGfoX7HZ/lSmzgSlMxuSwAR61Mlnuj3+US7Da3vEwHem94N8rKP2jXTC65GYM+heh7aQHRpRAAQIKTw+V9gvRTw6cYTUF4Uz+XXQd615hwt/vcsbV7kNw59FPQ1fm1tja0wRJMkglENwjLEGoRjovoPy2Cui5/qS0xrGo6icCYdIZAK04RJwjuqVU6XSjRSoaRmGLIeBCyORiykCPwl3ydIEk6Zpgj83oCphRqqJhOQ0AyFPr2ZzubnDQMvjimbBrqhsBWFlGUZ15D4uufSUFXGI5lX/RGnTJMnG09wppLwHmcaf9nFrmj86NgYfzL9OeDh13DSi3PuzDO9CIRT2CuB/XrUuP1BtRj8iy36ooIc7FWnG1UquwHuzBm8o4vgHqJxvoXZbgsWQMEKdv9zZyj5YkW/P/HIAzbkfvEZJiFLEmTfz897v7RuxncvJhKaO8BeX+diX2bkigS20/L4jaMH+EBVGPnEmo6v6QIgF/hEupaD5ALLpj8zjW9ZBBUD5j7OH9x9mYeuxFh3zdGOItphyP1yic8sXyMMIt53b50/OfRRvJfejt7rosTRa1gPWQKR8fq/k0H+DXT9LbBUXac+NZ3Tq2AXaGVaFpnD2G5Vp+Qz2TDYPYlctjRt2WeudYLephRMR3zsqoznBpQqaWYuC3CTLEt0W0LiNBOsaW9t5oY5pqWlaHUfTReys6alcej4GJfOf4NglPCNL69hlR2Mksyge4NBV1TUhq2xubIpHPIsWwidOCXcngg+g26MaXmYlsqdb5tFOLGRq9WNvIgkSlB1mfaWR9nRefODB1h+pU2vIy44RX594Mf0dkY8/+QGzkTKUkgr51pD4uxbZ3JFNVWTmT1SZWO5hzMxsScxEvS5ca6+tI7nBtx2tvEa7XvTUqnWTWaPVLHKGpfON7l2cZtqfTwHIe5fIhETiHlFFaOITECnotdziVyxXDEO2Sc3mvHxpZQZ4A1CYfAyFPuhpNTAjeUe9akSpqWxerWbsyn6nRFh2iWRFYlOFHFx/bgI7n4dfKFMKIBOcn5RzXy6s4uW4gf4trUXCT0ySDYfEh2AsCwq/VjH2tzA6PUwbJvAmsDf/lViWWbLGIG1zPyZP2JL7hElXXr9WRHgW/fllq2UF6F9J+v1p2DsOk8PBjwWx2z5QFhGM7pMaxrvdhxOl0pUJJkhCeddl8d6PVZ8gaw/aZo4ioKjKLwwHPLQXJkdOcZo+Wh1gYQH8kThDkmn1XTxayGRIYB2ZwKVoQF3Whb9KCL2EwZpENO0IT/bmOOH9QrPvLCCaat84Lsm+GT7JULlHXlQV/wgb4Vne505pWWBVI5jwn1iLvuFZ16vws9WMchm3u+RokDG6U6fNzRNvJrDcMxhMD1N9Kbf4j+eUni02+XP2/+GscuXkaIIs6BCVwzmmdRtsSL/21r33+zv+zn7MrwmaQERSI2eRyIrdGOd+pTFymIHfxTx31jTfOD0r9De/HWmnn9eKA1WqsSKvBdxr4iRRlAxoPEED9/2LD9bOcrTzRXW/tM1Nlb6KIrEp2SZIIi4+OwWv/TuN/Pk4EUuzfw4Y+6AJIpJZCWv4OUohijOnf72SwZ/u9cbQf4WWJIk5QFe1TTqU9OCTpeC6OJYoKXj1H89A8/B7my3KCObtYWFF7eLVakyOXcQ2J3tem7A9sYQRZZobQwp13a/LN1WK6e7CeU7m9Url5HkkIozxcFjEyy/cpHxGR1vEAojlbJOY9Zi9WqXlcUO5ZpDa8MjCjUU1ePoaaHyVLJc3F5Ar72BbioEXki3NRIV/ChkY6VPY9bOA/uJN49TKmvEcZK36Zup9vM9D83hNErEUcL5x1cF1SsF2cVxwiBFd1dqOtvrQa6+Nhx0OffOBZyJkhDWGcXopkgsrrzY4tXzWzgTEzkLIVv1qWkGXZ8vf/oq3/vjx6hPCZ64m7a8ZWUk1LAcg1P3TlIq7/Dik8sYJYdqfTxH22cBXzAPxPs3GsasL/cYm5jJj5fpDhRlczMP+aLpTBgEGKbCaBBgGEpKZRSJzsgNU0qgn3ocBGyu9KnWTUZexHAQUq4JkFJ7y+OIYYiAHJaRhhXg9WVGpShCTqty8XcNyfOQoxhzp01QMolTeVDV20htPpM8QMWaAEMlpR5q10RrD/Grt4kKe3CAY2Nb9MKy4LWHZaRAShHiCyLwA+vWMpCkVb8OzQcIgE8qn+J9Y2PcY9sMSXhhOORLvR4f3t4Gd46J6jrvcRzOlEo0w5Al30dvVHEjwbAwJQkkifOuSzMMWTBN2kqMhNDKv5buxQFTJZCgFMLFMGBdlthKOwBBkjCIYwxbYCNMWyWSJKY1jRfm5ymvr+9WxbGwJM1b96nF6n5A282Ecm52+34RmiJ6vqi2V3zeRFFQez06Bw+yfewYyZnf4N0zPf7l1BSjz6zxa6fq/NnZf09/8FPYW1vsX/v58jK7LnT7BXiKaz/v/maYhNfw6vc9dzFRkOIImg/w+OASdiCEw156aoN7Z3ReCgJ8y0J3XTx9VxxHCQLCtHsnx7FIJOc+zucXzvKp//ASvc6IQcfPBaTiOM6lr+0Nn5+s1/nFE39NcvUwEBDp4nOvD1xiJe1qyCZSHAk63hvrO7ZunSAvC2S9bpq5JrwI6pYAyxWkUTMUfZE3Xa45uYZ4FgRUXUdOA4lumLQ21vOEIfChvTni2JvqqJpMc22QyuUmWJUKVqVCa2OdsuOk4jUDOtvNPQmGqskcOuFglXd11KcPVaiMmWyv7SBJPqAxkbbgX73QpGSpeds9jhJ0Q0FJwVI7mwFmyaK9NUQzhCFNRqsDAbQbuQHtrSE/9N+dQdPlVB3Nz2lvmaBOBr7L6Fuy3Gb1ahdVkzn7XTMcOFJl0PN59XyT5uqAuQXB8T56R52RF3L5wgoTB+ZyIGF2frpSojI2zWc/8gqn7p7k9vsmc6599qOmynzH3iQSm5ef3sDt6Xt8AuIoyt+77H3Oxi8Z7XC3Y1No0SpKIVnIcBo+JVtLhY4UfM9FSq+Js0erKYLeyx30/NGu+E/F0fNuRhjEHGhG/PGbV/hI67d5fHUOFj+A2hGtWb9aFS1eQEorQSUL9lGcmnWQ04f01HAls0/NLnhAPvNNJp4TBi7he6ncaKO5Lt2Nt4PaZ8m/IQJ8qhqXaAlRrIEqWtna1XsJmg8IbIDegvpTotrXWwRJgqOqlGUZKYFpTeNe2+YnxsZYr3RQKXGmVBJ8eMPgM50O7ShClSTBtEgSgtaIEy4EQUBHCZk+XOG6N2A4CDlsa3m3aCkR9rZqOvP/636fR7tdWP8+fl/7Eu0o4oNvnWHYGvHXoxGmJJHY20hpYIfdVnkRgLbflOXvsva31GXf3wWUpRVlFlQTWWEwMSHeF2ME7iEc5SKOorABLF/aYeLEDbYmagSWvVfEZl8nonhO36zDkH0eokKSsF/852ZrPyUvkwWWogjl2jv4lytf5C9OHKS14XLhy+s8eLzO01NjaIMBVquVo+bzfZZlwCI0TZxTf8g/bTS48OU1Lp3folwzaDeHVOomw55PxZklGG1jVcS48Z77HZj+HKH58+i9XSvhSNf2JB+KH2B0u990P/4h1xuV/C2wkkQEqGq9niuWVet10da27dwQBTKDlygP+oKupe8q0qWgOatcYf3aErKs5OYyzbUb1Kem8+o8DAIOnXDot0e0t4aomoJuKAQjYTHb2lhPRV4Eat6u1tIkocv04XlWl15l/tTYnnMRnuueMFgZRSTDHk5jlqWLO5x88znazS3cXhdJ2qYyJuh1ui7m4bNHj9NcvZFXoCCsbwXXXSGKElYWO9x2toFhKvQ7Iwa9gOVX2piW2B8zTSLcXkC7OWRsSlhEnrxnUsjWKlKeOCy9vMOLX9tC1XQ2VsRxDx13uPefiA7B17+0mjv3ZfasIARoGtMHefFr1zEslZnDlVy7PQxihm6Iqvk4EyVO3DXB+LTFM3+1Qr9jYkWVPRK/4hyDfOYeZh7zqYlNTsdLA7vvZcp3MnKs5Fr5cRyjmQJgF8cRpZJCY8Ym9GN67RFhELO50qffGeE0SqlFccL0oQpTpxwWPQ8NiDdDHt5UuOfIQT5kbPJh/6OMVt6LsaPvgrXiGLnw+hNFQQqCXW5wFIvA7gdIsQhi2YUukxcNTVO0RK1loQC38l4AjG4X88IjYl/Mn4TGKkx+UVTp/QWkzmEYVnI/cdXzhMNXNqsPy9B4grssizsknc7WkDhKKE8YPFgu5/P4z3Q6vKtWE+p0KbBuQlHxRxEbq30OHKkSjuk4tsbqlS6DUUh9ytojrgTCOOdMoOCNAmxHjK9UhDwu7iFMSeKApuElYjxy0jSZNwyeds6jDw7taRVnwXK/4lvWQs/uI8fxHqGam4HsssAt7Que+Wcu1cyHXXR5djuA2pcJmw9gnryEKgmdiX7b54FymU9MfhHfPoAU7/Lm9SAgzIJxKijzrQT3b2XlXPObdC3271WEALuVtrd5evEhlHdeR22N0A2FD87O8juHPorX+gG6s7O5aE0sy6ipZn1g24zGIx6ybR6pVllfXkM3hF+Gbij0Wh5RlDBau4GiJnRbChef3eQH7mpwrKSwpWs5uDHb22zvM4Gcvyvd8O+6/ksXw7klXOhAqKbVp2ZozB6gWh/PKXVur5vL2Vbr45RrwsdcVhRM284rv/aWCJ5ZpeiP0pl8KnvabW3vgrZi4QJXn5rmha+us3q1K1DtlopmClS957o5+KxodpMFFN/zkCVxAfRcwbmWZTHnv/LCNls3hmh6CatSyVvJpmXvCW4AzsQkkwcPkSQ6cRQx6HZYW+rTXBuws+Hm7XeApZdb3Ha2wd0PHiDzmX/5qQ38USiqWENJaWAVbr9vErcX8OpzW4RBjNMocfrcNCfvnmR81iaOE7ZW+jiNSdG5KDtcfHaTS+ebxFHCbafr3PX2GZJkV4io+Np102T26G0sfsPj5Wc3cftpAmAouZlOJlXcmLG57+GDHDym0Vy7sUci2O31ckW87H0rutLBXuMZkeAJi9VMxlaSk/QcBSbAriopC0BJux8hzdUBUSTUAnVTwbQER37qlMOHm00+trPD4mgEIPQAvrjJrw6q/NOTl0Bv5f7jsu/nrXrFFxfJbGUBaf9S/N35ffZv1fOE5GvrvvQLsI47OUlg22iDgTBsCQKRBFRfAue8+A1YrRZGr5fzt5FDKC/ijL0K9ae4szbiwXKZ5Vfa9Ns+bi9AH8QMmh5HNJ2ZIbx3bIxrL+0w3BgyJaucNE2hlw+MT1kkEuy82qXb8vBHQtBHNxSej0aYlso1SXgmbC+Kqsy0NJphyKOpj4AmSRDrHNR1zqTCPnGUMNVPmNcFO8Ho9vJ90V03D4zFwFV0qcv2ODNreb2VJ2I3kZ3N3h85FnPjYoDP7mNvbVG5cQP6R/mTx/4Z719aojFjo2gy/3xykvmjnyFRFDzHyTsC+6vt/eI632zd7L57ePxFvfn0tvwzUrhtT8LTX+B/2dxk5o4xZo9W6Sz3xecpXfrAzavu7DXEigJhme+v1XD/nxssvbxDd8dDUiQMW1B0DVPBKEl7FDKbq64QhCokT1mym8hKTktMZCXveL2xvjPrlqjkM73yrFp3e909MqkZOjub2Wdz+pxD7ft47iB3mBP2sj28wSAX2ZlM5/zNtRt0W9v0dloYJQu7Kqpfp1HCqmj4XoTv9Vl+5eXckGb68Dy6aQoufHpc3TSZPjzP9vo2nZ0mJ+5sUKroyIqEbqoIVzWfwB+xsihRdgyWXn6RsuPkwL5MxKU6Nc3qlcu4vR71KYskqdBv7+RgsjCIWXp5B01TOHFXA98LhYvZlS66qaRgNTk9tsJzlZgn+n1+5O4JrrzYQpYl3J7gNVsVQRUcFfY/22tZr3H5+R66oXD8rgazR6qUazrnH1+l2wpye9xiC920bHqtbaIoIYoiSpaYv2ZjBN+LMFJTmIwJ8MKT64xNzOQ0xaxaBwGeLNrG7jra7eXFC9GkjFopgncSJSiawsLZRipTG7O10mdzReinO40Ss0erHL1jnMasRVLV+ES7zX9oNtEkiTtLJbbXXbotj37bZ2fD5Xfff4I/mf9Toiv/LXp3l7MtRzFBySSJIlTvtZrlctaRSKuXLJionpf/X/U88KbRlIhg4UOMnAcYrb6L8vo6oWkyOngVnPPM11e4EQQEQGI8lF/g4/TCqd39P/JzjQY/0zjOY/0+d5YcGqpKQ01I6jr9OOavh0PuHbOI4wRVU2ioCluKAJv22yPmLZ1AV8Ux2uKz0t4aEgZxzj5oN4csjBv0OyMOagpyXcW0wrTKHaE6Au1/0jR5bjjkorXMOdvmbXaZ5tqAG9d66KbC9AENVt8FPE2iKHlSs2f+nFauWUWe4R6ylTmcFQMhsKd9nt1e5JhLUURimsi+j+77eZIRaRqjSgV1JLoEZruN0esRWDbv+T6HabvM5kqft9ll7rdtPu042JtbIjlJ/eeLVrCkNLWiTO/rUely9H96vZO/BSBejisoAA5zzrw7wFRk+jsn+fOdHe4slThmCdrr90x1+NJci8oN8gCfJSlC+EZGdUOOmSY76ffXtFQMQxxjfMpCNxW6LY+BF+Sfk3ZzSGVWeI5ks/1sZR2ub6Yb8O1ct0Sg+0dat8S5S5KUz+CzGXBWRWczWDFvH+QuYdOHhZ6857p5gM8sQLP7ZYYmqqYJy9NUBEeoo+lU62pB5U7OAVo57SuKCIHNlWVUTWf68HxaMZv5ceI4JhyVePLzy8yfHKMxa6NqMqXyOG6vh++5rC0NiSKfki1z9PSZXHbVGwxSDn8l70qEkcSo72GUVIzUZrbfGRHHMQ/+8G25u9n6tR5uL8gDvGmplGsG2lGbf3/9Oj8yNgZ4HDru5G309paogI30C99tjVBUSyQtaeIkkhkvR/yXHYM3P3iA9Wt9Lj57jfHp2VxoKAwC+p02t52poChSqsYn2rJlW6ff9vFHUd7atSs6t983yeyRKk9/cQW3k2BaVp5kqJqeVucZU0AnlqNdxkUKrNxNACKsSiXtzoyI44TAC3PluH57xI2rXfrtEc6ESOKqdZOJuTL/X9TniRt9Ptft8ur2AX7vpM8P2TW+1ryOVdbRDQV/FHH1Kxu8c3rAZ8OPErR/Lg+wYr6YanRHe2VLs+o+u7hBoW0ZRyg+xIp4HtQ+QaSIufrkF6G8SH/6dvH/6b9kXhfV8I0gyBXkRpUKchCgDT18W7jDnTBNFkwhabtgGKiShGbFfKHf5zOdDmVZ5nsqFUaIGaUyEs6PAG4/YM6xhKkMUAN8L2T2aJV+W3jFV+upToQs49V0cCP09MIfyUJNsb3cQ+sFvOveMRZHIy7Wn2Ja03MvhE5rhF3RKMs6yKEQnBl5e6r3DKmeKAqkwRMgSYNxUWSlOMMvVrT7g2nR0CYLZlllLBdwAVmHJQuiqieQ6p/vdnn3wRpxnPDCk+t8/0mHP5ueprZ8PR8bZOI5RUDczdrrsNdZL/t7EXfwzYLhfj2ATJVOSs/L6IkOidluc3H5HJ+0LvDLmoXvRfzgnMOXjv87kmc+QJAa8CSKQmiY+TlHmkY7DKlPldhaG+TjGauiYVpq/n3WNFl0iUyFat1gwfBZnJjY7TzEEUoc5ep3xe/Ad3K9oXh3iywxV3eJox6qpgl+dhyn4jgiOAkb2VQqNt71FM+SgBBy2pfb61KuOXl1H/p+WuUPGQ66VMfMFKQlgpCiyaLi7QfoZo1ybSxtK/v02+1cWz+rZt1el+31G5iWipRaw157pcvmSh9ZkTBKGrpppvx/IS7TXF2ltbHO8bvuZvmVi8iKcLBbvXJZMAlMk9GOkGydnDMYpep2pqVy/M4Jxg+V6W0M2VwR7fxM5EXVZMo1A2fC5MOtFudsm+9uyjTTgAvkv7stD7Uns7LYYdCNKTspej0FhLm9bar1ScIgzh9jVXQOLNQIgojrlzYo2WNCYW4w4PBJi8aMaKe2NlwOnXCE/rqloWoKw0FAu+kx7AdouoyqKdSnLM6cm+LKCy02rrv5zB/YU9mrmkasKLk8cRxFmJoNBDm6PtO1H3QDri92WL/W487vnk3BhqJSVVIdAM8N6bdHtErwp9e2WRyNWA8CKF/hnH0iHy+IZKBCuzmk1/H5wZMOL3tXuFFAQEtRhLovqMNrNcfzC306i8wESIRISBrcmw+Atcy7D2zz3gWPXvQ0l0cjFkc1sSdJks+4ld4YRm9b7IciI6XPf5dloQUJ95Ysblzt4jRK+EHEM77Ln6yGzJddfvPAAVRJouMGlGvi8xWkfgXTssJYehHeDHyqdZO1EkxoMmsViR3gycGA064YH522SqyFAWVd4fxgwFsmBHjxwG0OT4UejqJwrNbBkCZxez5uzxeAUi2bW4sRSNyT88C7P7gFtr3bAVEUJM8jSdkKRWGb/eYwxUCeBdCiiEySPlcxsGbHz+xVs/cyCnweXz7Jn1rLvMdS6bRG3LOk8Ac/9G/5+dMjKp//WaztFnqvi9Hr7Qo/pSOFXBznJuf3n7v2P98ecJ4io8RRDiyMZRmz3Wa4+gP8+HetMGmqLF7Y5gedcZ7o9/lsOmqwN7cEVz7rpEUxybEPYyvCCdMwFIwZwfbJwL2yIjHoBZQsFUWTcRolAj8WeIUDEZpbRR8M0AaDPAlWgFj+2/X631jfnnVLzOQlKVNni/aI2WSVmtOY3MO3FpV0kFbmgxz9XTRHyToB/XY7/7c3EIA7TS/h9n2aqwMGXZ12c5jqvEtppezmAT5H68sKmyvX6ba2aW2ssbO1wrl3HOL4nRPc+bZZ7nlojgNHy7j9AFVTcoxAbtYiKzgTgnp36blncSYmmJw7RLnmoKg+g24TWVHo7gg2gFXRMEyB9jdtARLbWOzS2hjSXB0gy5KQtU1fs6rJbNVFq/Td1yXWl3vpnu4azoBo/bc2XK680KLsOPlFyXNdWhvrHHtTnWrdwHOD/OI88iIMU+HY2QZvfvAASdKjvbVFkng5Mn39Wo/15R6yLPHUF64LoF17RMnWcBpi/7dWRSs8jmPmFhzuffggM/NG2vHwct1/0YKP88+Abph7EP57lO9SYxtFVYlDUFSbrz92g/aWh1URzILb751ifMZm5IWomoKXatGfNE1+ptHgV2dmONaBlcUOANW6SdkRAj8jN+CHdSltAAAgAElEQVScbXOXZeXz4KLCWKzpRLqoUuSUH5ytLADtn9eK4Bztgvdkn3NTG/x4vc6DlQqaJPGM67KVUtteGA6he1IA2drtlJe/dy49pwv65KAXEHgR22sDri92hINd8wGW2pMs+T79OEYzVDw3oNfyWHq5xeaKEIHaiSN24giroqFqggevGSqnDJMjkcp/XR/n9lDjLtUkTNH7diJxulSi2/JYvtTm/OOrfE+5ginLeHFMO4rodYRDoqbLHFio8etrayD7OeugeNEv0sgydDbsBu6i3evNFOHyccq+yjiXxd3H0S4mGBkuIHtMDgpcej9/trPD/Kk6Lz+1wZOfW+ahKzGfOV2ld3CKWNkrUrOfEVAcH7zeKv79dRXy0n0puvPtH2dk55koCvrApbQx5MXhECdNwupDeKRavekxBVA0ArVPJT0X01Lz7mG3NcoxLZnXRyntCn7p45f5aaXKT7zt9+keGc8xLFIcCeVAyyLW9H+UAJ+h6/+hfr7p8STpEUmSXpEkaVGSpF+6yd8NSZL+7/TvX5Mkab7wt19Ob39FkqR3/EOc/y1TyWcVXBaQhb1oSttKg3s2k80odq2NdWC3us6qdfH4FGCjKEJQR9dzwJ0zMUlrYx2318X3hJHLlRdazC3U8ucRxy0VKGRRLrkrKyJ7nT5cyVuQg17AXCoQI0BgYT6X7u2sUHYMZDVmbFKjuSpQ/iCEgAJfJYkloblvKDkHFcSXzO2J19PeGgqKX1lHStXtxDlKTB+u8NVgyJGXhmxuuJRrAuksZrApxzxtYT/5+WU0vYysBLv77Q+oz5Q4sFBDSx35wiDNvFNgW2bBevatMwwHIVpqd7u+3GPxwjaaXuLT//srlGsOg25Iv7PK6XPClU1RJMJAsA5kWcKqyFQcg7NvnWF8xub5r6wRBgamZRHHcZ68iXMQQX/v/4XsqXh/7byzIFr7Khe+vMbxuxqMz9jUU4ZBVqnP6Tr32DZlWebBSoWyLNP8xg7t5pDpwxXWbjO46HmcPFPmu++e5A/bTdYK7eIicChDWGctyJu1IgVHWCGWo3yeH5PNUBPQW/xEvc69lsVBVRPBPTWH8eKYXvs4tO5D2TmINriRU/FC02Q0Ps49lkV9CH13hFXRcSZM7IbJbJDwL65dzkV4VnyfZhjSMFSmNU0IF6ViUGEQ05RCnuj3udOyuFMSMroNU6U5dJnTNSbSNm2iSXhRRFlRkGWJWizj1wxOnxOf6a+6Ay56HuthyHYYUqsbKIqE0yhhVzSckcp12UcfuKLaK174/d2qsrhiXSeEm9LUivuc/S4G1lyKNg2+RepbplWfvQbfsvaMDuQoRuuNWB8llE6VKTs6m9cHvHq+yUMLt8HkF3En78pb3UW2wJ4RTkFzPqPLKUEgvOW/SYAvni+pZv1N/1b4v5q2zGNF5iOtFj9ZF8qWWyt93nW8xgc0DTO9RmYBXh15DMwJ5htXuKN/lC92fFRd0GFXr3bp7nh4rmBR6IZKd8fLkwDdVFhf7vH+hQZ/NvspvOYj2JtbeQIsxRFEr9UB+E6s7ySFTpIkBfhfgYeBFeBpSZI+lSTJS4W7/TSwkyTJgiRJ7wN+C/hxSZJuB94H3AHMAo9KknQ8SZK/VwvolgjykiQCXByn6nQpahqEEY2ohKO8ssv03zOkfGtjXcy1LXv3yxRHuQ56pp4n0O8uzcuv4vbbzJ8aY+PaELcfoehm/oFV9d1KMU4FYeQ4Jop83F6X+vQM3iDmmb9aYeFsgzCISdIWtWlpKUpZCKxU62aOkB95ghYXxR4vPfUkcRJglR2q9TpOYxJV0+i2ttP5tIwkCwR9uSYAfWigaCm3VdlVeGtvDZk/NcbM4pClxQ7ORCkP7lm73/cEQG19uYdRquVa/yCSJqMUcfh4nSRKCIjzAC9EZcQ+R5HI4OtTVj6n21532bw+oOKMp3vm5JS3nc0uf/lnlzj3jkPCu75h0u/4ORJf1YSTnWYoDPsBK4vt3Gcgm8vnevepHW3WFRG37SZdmRqequvohsnOZpfFC9somkL9zXWu+z7mEZOTpokK/Pz4hAAuDgN8L2L1quiSnLx7kl/b2uLj7TbnbJtzts2TgwFP9kaUI6FxngXyWJH3XGCzlmlx5QFekZHi3eATKyk4KRWxWRq1+NDmJku+z6effyfq8rldqdIUIKYNNok0jf7MNIrnEWsao1qJdhSRxDGrV7t5our3QgxTwVFVwaEPyzTDHufKZUxJoh1FTNcNFE1h5AZixKLLDOMYL47pxzFhIpDw/ShiJQhoyxFHFKFnHyYJi54nWvgp3/7xfp+SLNMMQz796l3gnBeyuKlKZGwk9Ns+tiyD2kdKEfDFPdzvyb5nfwso9ixQZgG7KGwjp/uVz5v32cLeTGY2q4yL+AA5jlFHHrrrEvQXOD8UY8NBN2bp5RYvPV2BuZcYNB9A71ZyAGFmHlPU4s908tH1XLI2Lox/iqvI7b8ZXa5Ipyta5Wb3KQL9EkXh+et38ZvlV/n5KRvPDVCvDhge2UJz7bQDIPbUtyyiH/tt/o/5Bb7+mRu4PV9oeNgqVkVDb4njD9oCtqsbCsN+lHqM9PibT17lwR++jcr039Bb/QHCZTPvxKjebiL8nQ7y3+F1H7CYJMkVAEmSPga8BygG+fcAH0z//XHgQ5JoZ78H+FiSJCPgqiRJi+nzffXv84JuiSCfJMmedjsEuZRtNk/PkNgZcM60LKr1Oq2NdZqrgs9drY/j9rq5nG2WCMAuIrzd3CSJ+8wcrnDb6XF2Noa4/YDxKREYZVlK9dqj3HI2E8BJ4t2xgtvr4kwahEHEyNvNEjN3LtNSU+S7RHPNZeSFaFmAliUCX6jDuf02bj+V37VtBt2OsK+1Z/PAHMcJzTWX6UMC4Jb5w8dRQqflsb024LH/dAWAyblyHtwhbT3XdJYvtXn1QpMrz++kEsIyulnC94a4vR63nalRrukiuAfsmclnx4qjkCRKchyAqsn5mCMKBa6iyG8vO2Ooms4LT27gjyKO3jGO0ygx8kJ6O8IJrlzTsStCnnf6UIWvPybYD6Zt54BKEAmX2+/ls/qsgs+c63Ka48gjjiMmDwpFuCc+tSQMad7W4LF+n5c9MS++pyNz8dnN9DwU1q71CNJgbx6WCdYe5nH3EI9byyIQp4I0eQWY0oNgdyYfa/qe+XxxFUFdQN7ONLYVRvH7+X31Q4LnvvgB7KsVzJ3rex6fqeeFpok324c4VeZznuLOUon1a33cXpB3XEq2SiQLSVpiHWIdUx4wrap8st2mHUU4isKDlQpeSeMb3hAnVLm/XMaLY1Z8n1OuzHZnwLG0K7QmxwS6TDuKaKgqU7LQswc477rMaFougSs2RCdMQnpKgm6owiCoOaTSEEE+0mo5YC3bm8C288TISF3psoAZazrdA7PEus70+fOC332TNniiKK/RuN/Plc9b6/Fea9Xsb/n77PuYO20GK+/lNw/8Af/mSJUblwN6Oz2WXm7xx/cc4mf5F1hf+Wl0190jcSsXjv8aFb40ESliBvYzBIqBe39rXfY81EL3QS18rrLj+pYlqujL/xX/59Q/45cdhzAQ2BTn1B8Sv/hL+XgpM6p5sFLhLWqJj13tomgyhrkbIgIfojCkZJcZmxTV+43Lbg56bm24LF/a4YG7yvzlUMO3LYxeLz9GhpN4ve/It2t9h8VwDgDFL+8K8JbXu0+SJKEkSR1gPL39yX2PPfD3fUG3RJAvBuN+akxRnLPLhZZcHEW53K2q60IuNa3wMj735sr1PeIt/U47f6zveRw+KUBZq1e6mJbK2JQl1O6iBH8U0VpfQzeFm5mQxhW+9ZkSHohg0m4mogXJLrDNG4TEcZJfcOMoyelrURALFHJzyOGTt+M0JmiurdJv7wCCPqbpRtp6DlE0GV2TiaMEp2EKmlwa4DM0/cLZcZ749BKtDZfjd03kr6PIrxevx+f6pTbVej3/Uq5fW6IyplBtqBw9XU/3f5SjZzNgXxwn+F6YJhwxQSClAj0S1brJwtlxXnpqgzguY6ac5qzCNm0btxfx9KOrxFEiHPdqBlEQ44+i3AHOTvn9d373DMuvtLlxxSsg75UUeS+6KlalkivlFcc4siLnXvK+52FaNo3ZAzz9xRXeXtF45M1jvDAccnk04p0HJ0SLek0kCVsrfTRT5dJzTU6emBLKca17UFdPA1nFNHhd9TEQrfqiwtfu43ZXjoZOL9y+ZYHzNVh6P8ZWieryMqq3s4cXLUB6daJUrITqU+LJvGmkjbdwfvgpfu6OCZwJk2rdxO2lM3BT4A/w66D26cUxXpJgyjLrnsejvR4rQcAwxSi8rVxmWtMYi8U5Bg2J656HowqZ24YsLhcXPY+tMORHHYcn+4PcFrehqiwYQi0P5zwnqx7vqs0QrA7Z2HBpNz28QcDcrC66C9RSyd/dFncOAAv8fDyS7Vu2n9Z2a8/tmUa8XEDjx5FQgCvuezGI/v/svXmYZOdd3/s5a506tXb13tOzaWakkaxlZC22sJzIjuHKxuBrYj0GAomTx4lDcG42YshNwoUEcuHCDfCY+xhIcmOWsMlPWISNiBxbxrIta0HjkUaapWemp6e7p7tr6eqqOqdOnfX+8Z737erWCJwHLHyf+H0ePeruqf2cOr/39/19l/3Jd+Ne8BLqFjbEDuXNDdIXF/jskRr/5e4iX/6jLTRdfMffUa1yqlhkreRijgJMXu1Yxw3+Nm6RvJ9bcKMNgZ6mxMa+ZLsxFGT8PFPmOYnwUXA7HbrbJ5i8s0i3OWTuUIkfTRf4wUqFQq8nFAG22EA6uo5WENkYtmNgzRr4fYH0VOqCTLy9FZGmws7aMBOyzCdNLQxTqHhOuWX+cOwcV68rJ+GNq05er6Vl2Z99o69+TWma9tzY77+UZdkv/UU+wV/k+roo8hqojk12ZmkqTnK3UlGOdoJZX1FFfTxZLsilLIIYt8HC0WOiY81h6TRNCTzRGcoZN0C5bmMHCaMgplgWhCOrEDA5ZwMpgx2PLIuIQojCmDCwsJ0i9akZeq02y+e2OXishu0INur6lR5hkNDbDshSTSTrhT7FPC8+GumU61PMHTqi8undSpVuc4vG7FxuCjRH4LeYWnDx+xGVhrNn/g7CfKR/1OGzvs+tB8vCG9wVhzNNMqoNhzAQUP7yKx2WzrQpFGs5479EHIVUp0zueegAvY6Iu5UpfHqerV6fcnArNrouglzam0OiICZNYpIoEYYzBYOphRK33T/L0pk2gS8yAyRbP/A8lUfwzBPX2Lja540PHaBcLxAGcb7pCcjSTEXWVhsOg50Vmmsdqo3G2PG2lXQRcnOiXHaJtTfSVsL81YkGgefx6d+6yNuT47zngTl+odPiyX6f+7/5IMuvbPPK81tkWYl4pNO87vGByUl+sH4aOvdjBiF2bvCS5gVJat912LWpHTNVUQUp3GtgIv9NmoLoSUpW7AuTm8Fx7F5P6cXN/Dkh784Sod/Ww5C+9S3CQKbXIzP61A0DU9PI9N14Yb8fUtaFux12B5wN7nNdsu2Q2MgYpCmPNkc82e9ze7HIQ+UypqYxqRlsXR9gFwysGYeN3Id+zrJY8DMsWxcjj3zmPmea3OEUlfxUj1MeqpW5r77GkUKRkmEQ+LHIN/AiwlHCnFUEu0NmHFfvUaawAcrkRcLb8RhbflxTL/Xt3KCgyKInYfj9zno6u+52+j4v9XH2utxsFfp9iMtcnEyZmNHZ3iqx0zaotCLuKBa5XK1ie0Izz76NYOw4aGMQ9bjkcnw0MH6OaPloSK4bBdJIVcH4yMOQ79m288CaPnavh9e5n9/tfp67DI3+Tsi9sy7BlI3TLan42VGlwkYUYaTCu6TXEaOsNE1JYgfDTHErwjRp0B0x9GNKFUucb0Of+lSRbjPgpDO15/0bYaTIppJp///z1cqy7N7X+Lc14ODY74v53250m1VN00yEarX9Vd73f3h9XRR5w7KU9lrK5KQm2naKqpA7bkndLk1T/H6PwPfpdTrouugapdxK5I/vfklEZ5lnxZsZxbE5teUYREHCyI+ZWSxz0xsmqTYEDCltWtvrHueez+NTC8I/33Ycus0tVi50mZgV7NX2pk9jZoFjt88QjgJlj2sXHLqtLWynyPE7T+G4Lk899rsEvsfM4iGlFpCxujJIxXEtsiQjTBIFk4dBwuTtdT549SrvrtXw+yH1qaKCagFmFku01kX31G0GNNc96pNzqlD6/T6FosHxOyeJpm2Ci0KWl+ZwvOAnGLw0rzNKUx6wi/Q6I7LEyB32MgIvFiMJQ2NqQRDcLp5pceXsdWqTM6rLlh33xMwsa5fbNGa3OXRLXWmvRXBMTJoMcSs21YbDN73rMBsrfc491ySOIAx0ZI68HMWI47zroyCTBsdDdQLfZ2rhAHE0zSc/fo4vfuoq73jkGFePw/lKxuKDMxRck89+4pKQAN5cpxZrUD2Xd5tlALIcht1TLPYVep1d4t04GU8uWXAkZDmcqIvnMAf5jNpS8LXs+EEULLvfU38b7wIHc3O8NBxy2ve5z7HpNoeEQSKImQUTR9dF2IizxVHtFOutHnOLFo6uY1lDglRk3T9crQqGfpzhli0My8DOu/MgTQXsP0pZv9yj2ijw0FyF5TCkbppEZHg7I1rrPtVGgXKtgKFpdOOYtTDkjU5BSUv9fkTdMESRH4NxtVwKu9/cxgwC5aIWlEqUmk2cbld1vEG9rqR28vavJWOUx2BcfrZ/EyYLZuo46lipTcLW2/m1zm/zyK0TbF5bw61Uxcb2lozesQrF7S7OTlfN5KUcLxUnqprLq047f87xGfv+9aqu/jVm+ONGQvL2UvNuBgF07ufx3id5oFxn5MfcY5Rg4fcZbX4zRhiR5Ix8QGzWdB3bEUFe4rjtMHe4QrcZMBwkVCYsShWL4QDiKEbLwyJKNRtL10GPSQ0hFYW/ZDOcjD0Ko6/xehY4oWnaUUSB/k7gu/fd5veBv4WYtb8P+EyWZZmmab8P/Lqmaf8eQbw7ATzz531BXxdFPssyURAkPKlm82I5ruhuJdte6t0FQ76vXNICz1PRsiBgeul/LzvAUeBhO5M0t33KE4LYBqgOVjc0nJL4WKSpi2npXL8i3KEG3S6HbjmJrhvKA7+zeZ1rF7bRdY2ZA0eYO3wEkZe+67dvWhZupYpbrghf/ZVlQCgD4ihUwTthEBAGQzRNOI1peV69SKUTX8JSzeal4ZAfmpvjcDtlNZex6bqA0K2CwU5HmMO0N3zCUcz0Qon+todbqRAGAd3WFnc8IKxvK7MOWsmkMevi9SMqNZvAjzl0f52bnx6B3aH9pnn0pR3ciqX89AG6rSGBF1NtFHArNvOHKxQck3PPb1EsVRXiIuVx1cYk5/+kx8aK6OjtgkHBNYly6B5EtK5bsVk4WiXwYq5d2qHb7FOu14XngC5CaWSBF8fKyJ0Ii4K4GYaEwXCPudLMwUN0m1uc/uPrfMviCa6UYTUMOX7PJO+dLpJEqdLaz1kWG3mRl0ly+4uHliTKshPIiWC6clHTkr0Z6ePFGcAaBmg7N5E594OzQaYfRk9SNZ+WmeTjJDIzCCj0+yrrPLVtnvV9vuR5LE7YLOgFdCNkcqHEuSBgNQzB9jli22zrKQtHq1wNfaFpPnaMbpLwhcGAQZrynOfxUKWCUxIWtkPEhdHUNJ7s97lXekXUC2gZtGKRJ98CKjnDWnw/Uyq6mN0/5/t8V61CrzPCrVgEfiRsbZ0NVZDlxkbC7ns+45zLAIhgla0tcc0wDDW/BwhLrvqM07wLHv+8pbYe+DOjTlWHnxf8sFYnNXSstWP8h1aLH33gBBtX+3RbXZKkxOcHYpMmn8vYV5jH2f7jBjlfzWRaSQLHyHRS829Lm2WEp4AM3pHnieQzZIaB6ceYmsbVC13mD1fodQKs2c8xnH6f2nwklsX/Uq3i9yOcklD1CNJkogxvpOrHtER2hu2UqU9PE/g+/W6PLM14qFKBucfx/XdghCGFvgimkShWar2+UbMZe8eXX9PnEjP2DwN/hLhg/79Zlp3VNO3fAM9lWfb7wH8CfjUn1nUQGwHy2/02gqQXA9//52XWw9dJkZcrTVM1d1VSuFCY0TTm5lVn7vd7tNbXaF1fF4l0rrtrcRuFOG5JPWa5XlfzedOyqU3OsL21SbFUZuSJEJV+tyCeY9ZVUKdpiS96FIpkM/E3Hd3QGXS7qljqho5bqTL0tokiIf1afuWsej3VhmCdSyRBkP+aDLpdxTvYaV8XWeqGQbEsCGX97TZxlFDINfK6rhNFKd3WkBPvO8JXPI+Tp31W8pNXzuoNSyeJUjav9mld93j+M6sYpklt0mboDfD7JaGHP9Vg5qBIZzv3W1uEQUJ9qqgQCd3QuKrF/O2jTR6uVnnxsav8yZNrlGsFjtw6QbXicOGFJlurA2zHVHKsgmsxf1SMPVrrHq3rOwSeucdyWNd1Nlc8Vs53mVks45RMpb+VwT7lmo1bsbn57ilmDpa58EKTaxfbigQ5vgkc91fYPZekGiPFN/q5YkGYLF04fYUoSnj//3YXn489Ht3e5oF5Ed7SmC3yip3QPh/n5DBrj0+41BJrSZLPynUF1e8hR0kFgGXvwpTjrxnRabmdDl7hFMw9TmbcBLA7jx8zUBm/MKaGTlCvoyUJlbU1us/9Aj/35g9zPgh438QETkXnXLPJUhDwShBw0jV5b72Oo+ukccaibeNommLQb+ava8o0acUxpqVhA1FnxGLNEpA/MJ8ZLPkiZbCfCRZ+WdeZzgzOn+8wvVBiaqHESBdXqGYc80Svx3BhgYWjVVYvdWmt+7y/UuFgaZVozLwFdgly+yVw8me321UQ/TjSkVgWqWUTOymJb6kNkbK41XUy2VHnn+/4c4yT5PZzLuQMOTUcUaBjl6n5Em7FZvNawvIrHd52W53fqJ9Gj+Z3ZZZRtOc9yMfa/xxqM7CvQ5fFff9mYfy+qa6j7dsU6Wm657HMIKDQ6+M2mzzteXzIrRJHCYNuyJtLJT7feIakc5vaELyzVuPM763SbQ6JopRaw0FPtVzKGwkO04wkw+oUihHNtVXhnqiltNY9/KselcVP0e+ewliO1DkrX/nr7Xj3OnfyZFn2KeBT+/72w2M/B8Ajr3HfHwd+/C/y9XzVRT7X/z0HrGVZ9u4cjvhNBCvweeB7sywLNU0rAL8C3IOYM7w/y7LlP/OF5EEzssCblqXY04HvKVMUoZ8XJ4mc/UrplN/vqQQ6OcN1K1V6HeEQFgaBiqTtd9uUqhOEQUiv0ybLEpWkJsJmNGFEY+scOFbnwgutXGfe5uJXRAzroNtVr/fwyZqYLzfbpGmW690zOpsRUwsH6HXaKiFva3WFXqdNoahRrNgcPDFFrxNw4YXnmZhxWLt8gUM311m75KMbsTpBsyQjDBKaT25yKEgYGpowpdCFIY5bsZlZLHH5rDA4Of35dWVD2+u0KTg6fr/HwRNVpuZLhEFMJ4iJwhQtL7LdVsClMy2qDYfAi/mrZ9uEVocvXuhSKNbYvNajXBeSvnCUcOiWCU7eM81OZyQ2GalGkmQ0ZotUGwXq00UGXcGk9/ty42NhF+rKVjWOUlHkDUMx+SVx0a3YNGaL3Hz3NG7FZunMdQrFmpJajq8bzeTDQPjQS6tigNrkDBvLAb/4w1/mllNTfNcjN/GzW1u8NBxyPYp43veJrnwv9G5TXSZAahgYiCIjn/tGumYl0ZIxs2myx/5WaaXtPHyl8Qw4GwwOOehRHcv3RLHINxGwy8YHiNwSg7k50bWV2nDzD3HScagbu0Y/tzsOR2ybKdPkzeUybyuU2Fwe4O2MOHpqCiOFmFiY2hiGiJw1Bbzfyufwh+sFnvdz3XyxiJ7CwtGqQIv8hEXb5ohts3m1n7sZ6gy9mLRsEGcZ3SThoG2zEUVohobjWmxvBUwb4nkiXm3p+lrQtGS6K1ObHEIf78q9mWlSQ8f2fEw5tsvvk1gWZt5Jj+vpQdjdjq/xsco42iAORFmhWF5PkKLfUi7zG1NPkRnfyahSURs6+Z9y5cs3HUaSoOVjCPnexov3jSxubySlu5GKgH0++XoYYvkepa0tXrx2N8fv6XJtaQe/P+QPHjxObeVljOiEQgvudor8186ILLOxLBFhHUcp80erdFsBSd70SG18c21IqVrD6+2gGxpbqwNeeHKNdzxU5Xfqp8n0W3Y/U8D8SyDd/c++/kc6+X8EvAJU899/EviZLMt+U9O0X0AI/D/Gawj9/7QHlieqaVnEgJ53ZvJvIKD3XfjbVhp4AdGLeb3QmBsEvi88zfMEupXz59i4eoU4iiiWwetHaLpGf7tDElsYZoZb3tXJ2wVDEekA+ttBnjNvUXBN1X0DpKnGwRNVqg2Hq+c2yTIBiZbrtghtiVK2Vi8yGmYYZoZVMOlt96nPFCnlRL9REFNwTQ4cq6g8eMPSSbOI4cBi+ZVtTt4zjeWYLB6vKQ/6cqmwK6dLBfNduotdeKFFbXJeFbZyrY4/6DO9AMfvmsIuCLgtTTKKJVNtcIadkGtLO9QaI5bOtJQO1inVcq8Bg42rIkjn6D85ya91OoTVAt90vaCCYEBwIuyCztS8S7VRECEyY+58uq7vMfQB1OctcwQUy98xqE85KvXq3PNbgoORm+AIh7xkD3QPYBtF5bkwHngjA4YG231eenqDYsXmg9+ywPsvX+Zpz4OV7xSSOT1UaWapbQtteq53l5fW/SlmUh4ku3fb22WKR25JwJWGKPLdI0eIy6mQwg2Og90htdxdX/YoBMTxkwY4qWUzmJ8juuuXOTl3gXdWq5SNIiZwzHGYMk3qhoGj68xZFve6LpOJTuu6h2EINcQgFdnvU6aJ5ic8VKkQZ4JBH8jvoqYx9GKOOAWKQcaqFVHWdaiZ9LOUoqXjaBlRkOCWLVrrHp3NIfXpjEbJpZ8kdCONu12BDpTy454fEHcAACAASURBVC5IsMKmd3zUASh3wP1zZ8l43w9xy02P3IRJyD41dCVJkxsC6ay3f8Ytu+X9XXdmGJAXaTlbtzyPUed+ribLHLqlTuu6R3N1wN/RK/zRdI/HT5ygvLGB2+7gNrd2iYFj7+OGI5997Pr9a/x9vKqzHyPxSURCJhmOB/wM5ubA7/PL6TW+tWSRRCneNQ/cHUEMzJ+3mcSU6zZxHFBwBP9G10WS48iL8AcRbtnCrdiEgSC92o6jSLASjfvA5AJPHXqc/syDVNZyc7Fwd9Pzeq6M7HXt5L/e1ldV5DVNWwS+FQEj/NNcuP92dgkFv4wQ93+M1xD6Z9lraxh0w8C0JQQbKStY+W9APqsOMPOdu2nbuOXKWJCNriJL4yikXMth+jDkyssvcudb5tU8KYqEZ3c4Et370I9VwQ1HCU89toxMdFs4WlWsdbcsOtiCY2IXRBLT1QtdrJyoVqqaaq4vpXSdTZ8ktmjMNuh1OkwvFplGmNk4rmCmDnZGGJYu8s+jlI2VvsqTL9frhEEPyzGxcn/9qQUxjpAnbrXhEPgRgSesJ1/60gZJUqTkFJV7XxxFDLpdbr57gSSXCkoNvl0wcUomnU2frWsDdM0iyypoWoBbYXeuHopUvUOLk9z6yFHef/ky7TjmRxYW2NkRCIbY2CS7RdwwcUo5rJpkWJYYOwCKUKgZGka+UZG3cXI1QuALBn5j1mVqwVTEwvMvNAH2jGbGC/34uaWPpdeZloVjic1BY3aObrPJ+ee3OHHnJPOWBWFdxL/mM1ZZeFSxyGeXuoTo032FIbe6lZ17nJvvyM5dmoMoO9KBTja8i6SgQf00QX0Bp9tVmmuZWGf5otCElSqj+SYn5y7w4elp3louUzdNTGDOsniy3+dEatFa9WiOPMo1Gz8/P9MkozhbVG56xwsFYkdjECYEWcacZVHKNMJVnyzJWBuEVG6v020NOXK4gt+L0CumiI1NM6YKJv32MCdqWpTrtpBH6ggZnS5m9qYmju1OJyAKxQZ1+aV/QHWihOV7lDc2BOSez48TwxBe50mCGYaKMT5OLmPsb7bvK+RD/l3+vEe3LpGAG2wk9kjQ8i47yX0JZJBLsd1msPV2nuz/HN98qEK3OSTLbM58YYMPPTTN4w/9AP5n/i/cdmcPX2B8Fj9Okhtf+9UB+yF9eb7sh//Hu/pxOZ0spt709K4ufXCcP+h+ku9wZ8U5mGS7I6n8HD8XBMwslslS0cGHgSjcrXWPKCf2RqHJ9pa4TtuOw057C7sgjplpCWTxoUqFI7bNxW4X2/PVpnf/yOF1WdnrN5P/elxfbSf/s8BHgEr++yTQzbIszn8fF+2/ltC/Nf6Amqb9PeDvAczNzrzqCUX3FSrYXcD2LmYU4ecRiW6lQuD7ipFu5ix9Odd3SiXiUJCQdF2jPu0I5rFuYxia6rSvXdpR5i9RmDIaiu6vOqWpNLbpxTLezog/eXINwyhSLIsT3ilWWL80otsKiEKTAzcJPXu3GeRZ3AkQ095Ywy1bFF1LQV3jZjNS964ZGisXthn6MfXJOdxKhe2tbbIkQ3c0dbLajgGWSP9yK+ICu3SmzerSDjttE7e8m12fpgmdzQ1mD5UoOCLvPYwSZf4j4bfAizl0S53lc9uKQ6CsZBPhKDdZK/GeD97GX1laYjkMeWRigko3ph29mkaU5ZuQJP/ZH4QEXpxLqgTiMBolVGq22PDkF8JyrcDC0arSfAuoP1QowNyhCnbB4PLZNr1OQLle38OyH4ftgT0SO6m7d9wSjlti7nCJrdUVfuUnnuf//v47+cCtOu/xPw4bD0Nqk9WuMiyVcTZ2vcxlMYcbdGIyTja/sOtRSGJbeNPCxMXZ7u7eNkkodjpkuk5YrTKa2yCuHmdUqVDe2CDKPRlkB5hYFu17E+q3/iw/vnCYd1plSOF6llI3TQZpyjATSFC1UcjPPbF0XYxBjFHKom0TZxmnfR9T03i811MmNicdh1Ee5BOOEuobI1Yv72aOz5TK9Nd9tv1YQbnS5z8OhYyuajnMWxaWpilzlWfCFMsy0DTBb0EPyXTx/mQnKeVV+6HrcULejQqEvF+x095lz+t7/Qj2O8Ptv/+ruvixn+VIQU9SrJ2MX2g2uW+7zmiYUq47tK57vHl7kh9bWOAHZ3eIrzhic5Y/txkEaBJJsu1X6fX3jyikfO5GCgC1Ydm3SZFSQuWsl39Wsqs3gwCtf4SnPY/CjEESpRRdk3phxI5l4fb7jAyDpz2P99YKaJpBEkOh6KLrOqPAozrhEEcJUUhu3LWNpgllT5pk9LsRcZQQjmLF44BdJEtmD3xjvb7rzyzymqa9G9jKsux5TdMe+ot64tw84JcAbr35RCYuwEK6IbrXQFnSCjncLnxv2ja9TpvBTleF2fQ6babmDyg71HAUYBccBt0uXnfE1uqAYj4DLji7RK8Xn96gPjlHc63NTbeLEA2nVELXDbKkq8xy7njzLC8/u4Vll/N405QkBt0QxbC71WPh6DFGQUq3tcbRNzRE8I21O78aj2kcZyI7rin+y1n9bkUw+jdX8rSxNFNGOCA2BUmSYeTwtzCrSWhv+CydaTE5d1gZwoAgKh44VuHIrRP57VM1B3dKIj5SNzTe/XduVQEzMgJXLvk5T8+XeNYIORcE/OTiIn/bqnL1fFeZ2gCqi5cdPYiEOsGSH5JEKZZdyI9lgZ3Yor8tHA3DIMAwhdfALfdMC73/KKa57isrXzu31g1HCSvnt/H7/T2vVa7xYi8T7cTnmXM6ckWDkG5O8MwT13j4e27mvoUlng2fge4pAaWHDWCwyw62bbSkB4a+R/M73kmN/zxyHAZzc2SzX8Z44SC252FGoZKDBfW6mM1PPQXuCn3n7RT6cxR6fWUcIgM+CObojgoshyHDiobtpcyj09v0MS2dN440OrqfWyoXclvilOG0jYlB0dQxgY0oohXHrEYRT/b7NOOYT/d6vL/R4DuOVhnsjHLVhMMbHyqTphlLZ1oqtXHxeI2V8126rSG9TkDBNSlVbHV+O5rG8mjE0mjEVS1W5FWhosmEn37+mUm+gSxOMoNdFsE9hZHXLvQS0h93ihvXy++Zxe/jAYxzHvaT28hfj5zPP9sT5+DEjEMS67z4xU28fsh3f8cxfuaunyR4+Z8JYyRrN9JWPfYYyU8+937ZoNxUZPn7GdfUywJ/I1hfjjOkB0BmGNSXlym222I05Dj0O7dTussAhLz2pOPwdLGvxhtLoxFffiInNJdKeRBVimGaonhHqSLQFsu719FeJ6A+NUOhOKAx6ypehyRFSi5EYlnYvv+q1/61Xt+A6//09Rbg2zVNexfgIGbyPwfUNU0z825+XLT/WkL/11xZlqmCBLsOeGLmKoh15CeGDLGRRV/C+BK2D4NAGb7oho7juhw8cSdxFNHdaoO+w/R8SUHVjZmF3RCafSeC1xOdctE1c5ObWIwMLIuddgvDNDlwU1k42N1SZafdpzE7RxIbWLZOpVbAdow9BXl81ixJZqqjz+frMqe7OmXSXl9n7rAoYFJqpvTwOeQv89+vnO1QLE2ozzJNk1wPnzA1X6XgWiSRgOllgXfLFvXpIhMnqvzE1iZvPx0yGma4lb0wuHQfvO3+GR4dDPiHMzN8qNLg9B+vK5hd3T5N0dExLAPD0Oh1Ai6fbZNlJRozE/ljys9A6t5DynXxb4OuMKhJ04yb3tDArYgku+EgUsfIKZkcurlOY7aYO+RtKP9/1dFLR7wkUQXetG1lSxxHIdXGJE6phGnbXH5phd/9pbP80Pcd468PnoLebZDaGKMckci7JTmf15OEeBwmRaAWyqBFN9CjkFG1Sla7CjOfIXE+hNluixjQRMxM07wYaYUdIlbEfJ4lLF+YlESlEt0jR0ShiMvQPcXS6CLP+T5HCoL8RgfFI5EokTQ10g3hRKYVBKlukKZ8vN3mac/js20Dlj8IYYNzzgaPVV/mkVu+wu2Ow2TdxBsEmJ5ImnvzXZOYmiYY+UlC4EdsXO3juCbVhsP84QpuxWZoinjcvj/FUmnIxdGIWpSSphlH3yBuQzAnjIXSlMgtkUQhNrvFVMK6SS7bM7gBCS2fOY/P2vUwxPI8cYzGNg6S5Da+YVDnay5J21Nkx21nx5IHK2trBEsfpv2e3+PUWxf4/O8Ld81uSyQy3pE4PFWpKKveLNktbplhYCWJsti9EQQ/vvYX/fGNyWu56sn3qpQFibAKBsHrYPkDnAv+AxNdQap7ZGaCp6eeIvRE4FlZ1/F2QrIsYHtrINIdE0FyHg5kcdbIshRdF14acgzq93skccLLz2xy3/uPcfH6HXBAALxOrowwQsFxeD1X9g24/k9fWZb9C+BfAOSd/A9kWfY3NE17FCHk/02EsP/38rvcUOj/pz1HEseKGW+OwTnCA11X8ie5g5SOZ4HnkaYp9elp7IKDP+gTjgR8K2xpfXrbnd0Lf5pQqVqiMFzoMvRj0liYnQjPcwF1yuhTx3UZ7Iy4flXMyAVcbCl3vixL6GyKE1/k0NdJ00Skxd1cx8iLupwvy+IuuyEzt6yVcP24Vj8MEnqtmFK1Rq/jE4cp0wulPPIxIE0yEj3Lxxq7s7Od1u7oQjxXwIm7ZgQRMErUa6hPFSm4JpNzLo+VRvzMuXP89xMn+E+/9ceUqhPq/qpI5oV+42qf71+cp1QrsH65pxyxZPduGBpZsvuz3w9ZOd8liR3Ktcqe47r3OBtK115tTOK4JS692KSz6XPTGxo0Zl0xUoh2fQ3MPMtafpZXXt6gMTu356SWhf5GK/DF+TM1v6DkdetXrvKD9TpvqzX5bP00tB7EDIrqoiqLReS6AgJNUzAMUssilEiBZaNHofC3L7lCK3x9hlH4YexeGy0R8Zv+ZEM9XmJZu69bD5UDWVCvi/9uWgL/EKQD6NzPx5pfJM4yHq5WmbPERs1yDMq1gsh5NwyacUyQhnSjhCthyMhLWcq760evW7D1rdA9RaEtLWGPAkd5dP3bebT6Miz8Pqcm+hwtFHYz7YF2HBOkKe+adfnKF67nLpCGOiaGpomZfDBHzBWO2jabQZxLzyyGJhCXiR2N0HUV/0BlrucytP2kPOkANw5Xp7YNuVYc2EPsGi+S4yx8Sapj7D7ja1xiJ+/rV6qKMGlsH+Tnt7b4tW8/ytKZFjttkQ/w5T+6yq+99yizB4dYfilPK9wdE6S2/SrnPfm6pPRuHEUwoogs31zLzcmNSGtyBp/eAOKXJkLynCxd91gKAu7wRST2u2s1/ln1ZZLCw+BscE+pRCfnK9Ump+h324CWk5YN5o9WWVvaIfBT/EFEdWIXkdT1gDgSyKJ/1ePg7FWudZ8j21hUvAAJ3X9jvX7rz6OT/0HgNzVN+zHgBYTAH15D6P9nLd0wVDCMP+greBhQM/c0FQl0fr+vim25Vse0bdW9Cm/zKnEY5uE1azglMZ8edLvMH6mr4JhsrPsc92cQzG037151opGYM9mOcMHz+33KNZuhH+NWbAY7I6IoxbbFjjcKUcQ9yZYXGnaR+CVep5Ctua7JKBBGMI5r5UlzOgSJCty545vmuOVdiyyHIXdNVzAsnX4nUKiArotNwp1vmWfr2oALp5sEvrD8LVVNynVbIBe6YJkWKzZTCwLN+K9uwE9vbPK2SoWv/OZlYWAjIcrcsU4iK2EQcPlsh9Z1j5tPTasNA6Au8jLnHgSx5/rVPu2NmGqjkRMq9b1+87qBaUnWe0qqJ4R5F+5WKni9iKf/aIXjd04ys1hW0agCOUixCwb1qaJCP5bPXWdieh6ZNS+fZzzOc5zUGQZDuq0mjltiZvEgpmXx8pc3uXfR5bNTX4RgjlHlpj2FZX/Blz/Ljs2bnlZ2oqltY/d6FNttLG8XEg4rVTGHrxUFdO1cJdq+Q7D6zQHbx47BGz/MfWWbU65L3TA47fuUDUP4yJvTOLrO6Vz2lwDOQMPRdfpJwloUCSMcoG4YfLzdpt96oyAVlpcwl95Fsd1GS/vokpmdG/GEWy7+zC2M9Idh4lH+WqXCfaUSjqbxtOexHIYEacq3GeL70G0NlVJj7nCF7PaqCgS5HkU87Xm87daGUl8EaQpTT9FP3y7GGLWrFK/WqC8vqy5+vFjt/30/S16S9cwgEAjJ5KSC6sftYG8Ex8v7yyXlbHs2CLpOWHLV8XW6Xf5gZ4df63RYuKlKc62DbhisLu0w+3ybb3vgozzWeBPG5+5SaAxjmn6JMJhpSmDbalYtof3xefv+zc7+9w2gyeAj21bqA8msl+RBKcVMdZ3Hez3uMsT1rboRKrTqXW/7KHddKPPigiu4MEFAuSZY9EksrlnejuDIuBULXdfESNIuYDtlqo1J4ihkp32d5//7Ku/4lir/uX4aAfQKJcr4KOv1XN+A67/KlWXZk8CT+c+XETF4+2/zmkL/11qapougGcNQc3lZaMIgoLfdodvcIvA95g4fZWp+AbcilHyyI/T7PeWTLrtQ23FwK1XhHz8KKBRFEZKOTnEkPJlFJ7nr+23aAr4Pg4DRKMZxTQZdkRonHzPLJLtb2OMePFbjyss9qo1JLFtA77IAi9tZip0qNfjy38bhe6sgSDFpmhGOAioT8KsP2rzrv82B3eEf3nKVD8xPcdAx6Gz6ijAoX4uMGhWEtAJuxaJUK5BEiYq+nTtcod8dUarY/Kv1daZNkw+d13nqmU1Mq6pkdzK3XTcM/H6fyoSA9x3X4sitE1w43aKz6avNjGTRZ4ngEPQ6Ae11H9sRBjuSTyH9DhS5cqzTlps5uUzLYnrhEBdPXyMOUxZuEqY7kjgpPzvhew9OyWL5lSaa5lKu1V/znFMs/EggQo5bUhyPZ5+4xo/8y3v4hWaTvjkAuytcs4aVPe5z+w1ZxAPH4Gwwmlph5K5AMIfXepDCzhDL8whzIpSc2TLzmfyNl9HOf0h8foURuKscLGgcLxQ4XigozftyngnfimOCLOOVIGAjL1535JGvcZbxrO/T7c+DOeCO2pD+5e/BuH5f7hg3Se3aacwgUGhBZhiKHCb14aOwgaVp3O26HC8UqBuGkMMZBve5LutfbJElYuMYRDEbK30CP+behRIfnp5mmF7iqF3kehRRn64RjmJKtQLdJBHeAAg3MufAJxnGP4rbrlLe2BD8hPx17Iep9xft8sYGQb2uimRUKr2K3CXJb+N/VzJFiQjounKq22/Eo6ci6CUzDCK3hJ6ktP/kp/kB/SM8/b6T9DojXnm2yfaWkLD+8j87xb+98zQ/E5dxPjlJYSx9UJkrjcHpkmSX7Zu1v5a0br+pTiKRyjHv/6hUYlSpKK8F2UkPDyS8NBwShQ5Z7ohZn9igO/8sdcOgvy0yKrLMJokjalM2uh7T3xlRLJjCyrog1BQA9ijBtFL8fl+NSMMgYelMi5/+O7fwnH+Wy8Z7xOtOBf9idAP+zNdyZbka5H/W9XXheKcb+h6YXkrouk1hYSmh1Pr0DPWpaSWTk927LBymbROOAgLPUx7zbrlCmqasX7nEwk1VdEPsPuUcSRSy3YuI349y9zvBbI+jiNa6p5jKEnG48MIybqXC5rWQMBjR6wToxi6UPwoSVazdikWajhQ0r+sadkEQWcK8iy/XRLcd5c/jloVxyGg4YtEWqV3axb/NR/3/zq8e/j0+efw4h4ICvY5IjZOdLMDc4QqTCyVFfJMXYse1cCsWYZBw670zvHf5MkRw7g1v4N/9+8/gFCuqwMvjkCYJXm8HxzWZXixTqticvGea0aTF/d98kFee22Lt0g5OySLJUYty3catiN/r0w7XLvbE8cm5D/Jz1NNUopmvgtTFOWGrYjyzeJDtZkDr+nVOnJqmPi02DoEfYViGmj830gxosH65pyJrxz8b2JXaiThh4eU/2OnmYyGb5fM9zn/+OkemC7yYS+nQQzIrI85z4CXsGrsir13zJgVs6keM9IbKcEcP4cjHGcVlRgBxmd7GwxSbO+Ji3RH7ZG1YodRsUuj1iYoOYaXCtUMHGbiCzhJkGUGashFFLI1GRPnvywMXum+GjYf5vLMhntfuwNbbxXPrIS/aHSZesCg1n1czWrlRUalu+2Jz7V6PZGWOZ92H+RHjCU65LrcXi8SZcMyb7qVcaw3z75A4v3qdEWGQsLq0w7vfOs9LwyHHHIdH6nXOP72psgqmTJNvnh5yrf5p5i2Lk84UHzv+8wya/5zqtRWiUp5zPlYc1XnBbnJclhd6ya7XcqLXfna80pCPMfT3S9bGYXTJUE/zztgMAvW79C9wWtM0Vx7m7xc/x0ffMsfLz2xSqtaIRxZPP77C97zvED9jDtCTiT0M/xttQGTADnJTM/5+803OuJZdwvzyfY5bJ+tpSjpm+KNHIcVOn6BeZ1Stwu0/zI8dOMG1Z9dFgzJKuO8+lyeqLzNIU6bmK1RqNu31bdyK2NS7ZWlalajvtky21LQCo5wH1dncQDehVK1hFRy2X9nhwVqZF+dLFNsWhV7wmiOHb6yv3fq6KPJZmtJaXyPwfVrX11TcLOym08miLi1jZxYP7Trh5SlzMnd+9dJFNlaWFSkv8D2SuMehWyboNocEfkzruodlFxkNhXudXNVGgaO3CeMYmbRULJUp122l0Ra3E7r3A8cqtNZDnJJFsOzl/+YQjRIG3RH+ICKKUkplaeQj5tW1hpOHsuzms8uO3K3YjHKSn27o/EtnkqcPneNLL0cYFx+gu/V2PjH5b3j/0u4OVaICAFGUEgVidm1YGqPcinRqwc2lahn//Poaj20W+MrdCzz2H17Gtl0hPxwjwkmIXvhWOxiGxm33z3Di7mk2oogvBz533FLnlWe3lA7bsnSssoFpGUzOFolurtPZ9PMUQT3nXYwx38eKu3SqiwlfVfRNWxT8Xifg7NMb3HT7JFPzrvIPkKiJSMYTPgbXLu3Qa3WpNiZzN729+QjqsS1BxhMZCAkziwd56rFlPviRE/wj7xloPSgKtt0Rd0htYr0MqQm22Ijavq+KgZaUSHaOEVVuExnxsvDKwm8OCKtVYTnalgWgQ6HXx+l2sXxLMPCf/Jv8t1KJx6aH4K6I5x4cRxvmRMx+n2q/jxGGGNFGXgRqDCdvotBbIyo6ZLpOak9iexuqKy2MJdxpiUgqG/c919JEJKolKYn1Fp6ovsyzExc56TicKBQ45bq8tdQQEtKSRThKiJG5EqkIVnq+yQfummI61PjKZ9ZYv9zjnr+2yMzRCh9vt3m4VmPKNDli2/TTlP/YuqT065I4J18P7BZhWaBl6AvsSvDGJWvjXa6MjpWz/9S2GRm7Oe4gNg+qaNo22g1CbGQHavs+9eVlPO9unnA2mH5bxKGbhTnOaJjRbcHDOXqlpYmyn03y+0q+xXiefJbslfHth+nHj5f8v8HurF9196CQELksz6O/cABvbo731ut8U+bwWGuIW7YJRwnvqM7wBPAlz+P4nTfRuu5RnypiWDrHbm8QRylXz3e5dKbN+pWe0MrnZNT6dJ2d9lBcq0zyNEkB2/c6AUembai+TKbXlJFUtm8j83qsb8D1f8krHI1Yv3KZlQuvMH+kRBQGuBWbwIvZvBbgli38QUSWikJmWhbrVy4xGvoqf32cTe2USgSeR6EoTF+iUUZjvojfD+m2hgwHUKmL8UAUDvN5cJYn0u1C3oEvOm3D0rFsPfduFkl4C0eP5TPzPrXJOudfuMbisZMMul22VgcEvpTMZLzj/SeUp7yQm4xEsEuucZcFfpQT8hzXZBTE6IZOfWqGn/unX+Rfv/MgH/3W/4PHzv41aD3IJ7a3+dadokr+ciuWYrNLroHl7JXkJXni3qeqIZ9u9vm+g2XO/D/nWL80yv0FdiVm0iVO02MqDeEGeNt9sxy6eUIdt3tdl8/91hKOa2JYBr2Oz9KZNqalM71Y5vAtdRaP1+lsDnnl+S0lc9vvTjfuPS+KraFut//fxGNUOPf8GsfvnGTuUIVCzpWQGx7T1plcKGE7BlurA66e26A+Pb3HOEeuvX73qUKHwiDmoGlyomhwceYzgvHuH4LUFoU6zb86gfB40MO2YmRreRE1A5egPk+m36/iXvEPAeLibHkelTUhSpHz8NQQ82CpbY4dB3fLIiot5gWsjRFt7ClssFusjSii0O+rohi5JcKSq5js41B0ZhjCYjURsi4jiogsGyOM0CMPt7mF5XvsBN+L5zg8Dzw9u8mjt/4Ux28q8MD9sxy6OaR13ROjr3yTt3C0yuzxKh9vt/meyUkG3ZE6NufyHPt312q8uVRi0RZhS/L1yEIfFoTfhSSmSRb9fknd0HFYu+8+3E4Hd2uL8sbGbtpbGGLkRTC1bSLYE/QS5+OWcbmjkt+NMd/Hc+nl3yzPowT0V9/HB5b/T37nX9zDmS9cp9cJWDha4/PeAPw3YkRDNRYZNiaZuHyJqFRSr2P8Mcdh+Bsx5/dD9pI/sB+5GP85dhxaJ0/SfFORU3d/hF+ZOs4n//MrrF/u5XHPCd9XuJmPzZ1h2bd4//IV/vFbZ7jDmmM1DPmNfp97XZd33jPD4+l5Vpd28PshbtkgjhK2tzax7ALVacEfcitVTMtisNMljsqUdEukIHKPeE26QfI6S+W/wa7/OliS6DZ3+ChxtIFlT1Io1ikUoTYF65cvUalPMrVwQLnaifQ2oY+XpjiB71FtTGJaFp3NDWXo0lpfE4z3uEyxVMWyJfktRNM14ihUhTaJEi6f7TD0YyZniziuhZ5mDLoh4Shmp72FYbaJo5Tm2lAkx40CSlWLrWsrhKEoulPzJaoNh2qjwMl7Z7AcAy0/2TRD4+yXNojCLlkuP+tsDhXbvtsaKh09QH16mhe/1OcjlUn+8dte5Kc3P80Hpw6y9Nvn6XUCTEtn8biQk0lDHT3ViIKYwU6o7Hp1XaO3YPOh0y2+d67Iz80e4N+dOU9tUuQ/j8/C4ygiCodUJxzqUw6zi2Xm3zyNYRh0kwRT09i60idNdZGHnQAAIABJREFUM+pTRfqdgI2rfTavCbXB1uqALM04dHOd43dOohsal17s58dbOBxK1URq3NjERh6j8Q5czvcn5w6wdqlP4O2Lrc2/zEXXxLJcxRfYWGkp1Ed27nKNbzrCUYCuGww9Ea96e7HIxfKS0MoHc6LI6yHgKgh2nIiXjRHAaLeprq2jRyHezCy9g/eKQlLZBneVwGxgefW8axYF3fI91XErVzz5eOx2tDJeNbEtlU0vddzKWCZnXZujYFeDnhdAqVVWxKy8o7V8D8vzFOfACCNKzaby4R8wRzD1AB8yn+WRep3ZhgUNcRnZSRJ+ZGGBbhzzeK/Hk/0+p1yXOBKbaMPQiIFuzimoGwarYShmxO17MAyD4eQklueJAJ6xICAtTfaEAw3m5kTM7KQHt38/3tI/IHaO4nY6Kh9eFrxRpaLsh6XdK6AY/ZIUp+ew+HhmgPy89fy4KlleqQSeR2kt4rGvvIepwX/h7x6bonazy9lhj984Y+FcPg68qAp8MFHfHUWMdeRKIneDtX+sMI5sjN9XjRfyTZIk3XnT0/Tve4FH3vAFPmoe5PnPXFOKIGkutXF1wFtrZZbDDo+++DCPNp4BPeRItcuyb/LOhkd/MuXeu6eYWSwLMyOg1xmxcqFLmmR4vS0R0LXp5wU+xO/XqZsl6J5SksLX0vh/Y33t1tdFkU/imMGOuIiFQYKmoWxpe52O0r2nSYpp2TiuyI1vra/lRd0mTfq45QoziwcFASSPgpWa6MATX1opvxsvJGEQUCiK3/vdkM2VgEO3nKS9ucTs4m4AzGBHENcWjlZprXvouiCPoaXMHa4TeDG6UePBbzuKdUsFR9MwNQ1N19Ey9pDkAj8miVKckkkU7rLk40iQd4qRmfvzJwpKfvoPtxh+Yom/frRK39qhv62TpQVGw5SlMy0Wj9VYPF7DtAxsZ/fQmpaBlnMR2lHE310w+YdrNj//s1+gMtFQt1P570lCHAc4rolbsZicdTn1VxYwNHGR3ogi0q/scPF0K5ccelx+qU0UmkrZkKYpLz29AcDxOye56Q0NVpd2GHS7lOv1MbhekCzTfV981eknY139GBFQ5hesXV4jjlIO3VKnVCsoL/xh7m8gmPcmc4crXDrbYdANVDKgfNw9z6sbSj+/8+srfOxdhxlMXueJMC/0YUMU+bCuLlqwN+xEz33qZUHS0vxcM32S6grf9aZfZs6yMDWNn7o4gXnm7zN17pwoRGPFWS5ZYNWcNYe0Zae/P7pzP6tc6rzHO+FkjOWs5tV5sRi3jzVHAewa3pEZBjuX/gYbnfv56Nzj1Ccu4ug6XpLQD6r81JWmQDqwqE/0eEe1yq11wR3pdQKCKZcX88J5vFDg8V6Pz/b70PlW9X6E9IycFS7kifJ1amlKWKkw/c5/zYPlMp/odjlWcDhXXmJUuVPdTt5fFjv5GUVuScm45AYiNXT1OfqTDUVaK3Y6uO3ckCq/nSQlDhuT+JMNvBPXYe5xDtq2iJzNvx+c+wnsfluNQeSmQSI440txBvJNxvjfx88tdazG5IP7SYLmmNtdZhj4MzO88+Qf86vzR/ndXzzL1uoAvx8SRSl6J+DEqWkcV+QdAMIbImxAXGY5mANngz/sPcWV8CV+8qYDnLytygTCB+GvOg7rl3uM/FhtHAbdERdOt4iiAo1Zl/NJAnGZ4USG5XvCvfAvwfXuG3D9X/LKskzJ54aDHL7MGd2DnW1V7CRzXpC3dkluuqHjD/pMzS+oot66vrZnrhuOAmYOHmLQ7SpYX9cFk90s26Sp+OJ5O2HusmegaxMsv7IpCkUuuxOe9cLys1gmd+irYFoG1YZJtSHiSvuIkA/55ckAwxbM58QTs3gj7673G+UYuka3OaRQFGxV6R1sG0ZuxCO+5G6logrzoNuldd1ja3XA7OEKR25tYBiaguy9nREXXmjxjqNV/gkOTz52mSR2kB+R9BEAEQZkmMJoZ2qhxKm/skB/yqKcZcRZxgEPPnO6RblmMwoEa3+wE1Kb3M2Pl8Xy9OfXAThy6wTf9K7DXD7b4crZroL1ZEd/I0va/V70aZISE0KEIuU1ZufY3uqSptscOFZjOofpQWyq0lRwHiqGw5GTE2yu9Lm+vEa5Vn+V773U75vY6IbOlZd9Vs5/hT/8qW/igeQ8z/KMgNvzYh+ZNsQV1eGNr2CivsfYZVSvw6FfZ272K/zswVuZMk26ScJjO+dZ7XaxPE/NaGW3qOdSrlGlojr38dz1sFJVz7c/vnP89cjXN05K209Iy+TnnqbEeUcIOTQ9hi6khq5ea6F/D1ff+o+h8ZwYRQRzaM27xeNbGd2TP8GibeOWBQq2cr7LQ2+Y5K3lMqd9n19oNnnO92lu3E/p4jyW11YFS49CpUDIxrzqU9smmLI57jjcWyrxcK3GS8Mh56ovYwbvUp937DgE9brKMdejEKfbpXfwEIwhJt7MNJlh4Gx3CUso9nc0u0k0bdPzT1FZW9tNo0sSgnqd9okTZLd+lIOTl7i9WOSkU1HBQN0k4T/e+xGaMw8TuQ9Q3tig1GxSu3ZNnAuVXZWGbuw13hln/e/v4uVx1ZJkj3xTHqfxDYDadBY03lIus3K+y2BnhMyGHw1ThgPYXOmzOufy0rER9E7C4iewaueZM00iBOrybfU676nP87bMobMsSMvzCy6bm33WlnZEUE2eQnjT7ZMsHq8zCmJue9Msj17Pg7zyzdZreVZ8TVeW7SFX/8+2vi6KvKZpyugmTTKsgq4u/LDrUiY7ObeyywJXiWMFIW0LchgyjiLi0BNuZvnJFXgepapPY9bN7ThHVBsFRsOAUlU8ThRJSNei22xy9A012ptifi4eVxQ0IJ/jJ2ytDuhs+swslmnMFgmDhLJuizjNIBGF3M7hP00jIc9izp3JHMskyZn1JsICNwwMBjtdyjXpy64r1YEocEJvHo4CQZAbBUzOl+g2h3RbAc3VAdOLZSo1WxS5mo3fj/jip67S6wT0t6M9HbX8LAPPAy3FLRdwXJM3P3yIuUMVmol4//og4UtPXMMqGBQrNn7fY+XCNoWii2nZ6vU4bgnTsilVJ3j5mU3iKOXEqSluekOD1rrH9lZbddQqdMgSKYRpkigSJby625YFXs7vy/U6Xs/nxS9e5+ZT03nMrSMIYWGKaesCvl8oYeXHYf1Ke8/nCLtIhiQfpklCNIr43V88y+f+1km+v7jGp3tf4Frz1tyVDggbxNQVfDrukS7d6oK5kPpdP8QzN99M7zNVfvWXvkhj1qXacPi+R2b5N72+uJ1lCdi9EKBHoSr4mWGobj5ySyS2gNgLvT52v7dnc3CjJQvGuN481UW+tyJ9vUZoiBFFwlI33xDpiSDuZbooVpbnEZm3QefefKzQVO9/6H435bt/TxhBhSmBHzPYGbFoWTydprw0HNLszcHq+yi2V5RWP7GFHC7LL8zjn2nsOKBbvDQcMmWavK9e5y7X5b0L2/yO/b9zqfrDENbVRsSIIrzDI8GJ6P1VOPTrsPw3hW9BToJLbZuw5GJElhgBTERQPy0Qm7hM37kfwlkxW576EtMzp/mByUn+pTNJf+cww37EqB1j2SL/IY4y/tc3HecTk8/y8UOP01x9uxj1dB6ktLmNu7WlEAHL8xTpb5z1fyNI+0advfxcyO1iJWwfuWJTqEUaJwoFOpsD5SdRrhcEquILOVzgRTxcrdKKr/LiToFTxSIP12ocLxSYNE3eWi6z+eI2n356ida6x5FbJ+jlPh2BH6HrOoEnjlFj1mUUxHRbAVoGS0EAqY0Z+ISVam4g9Q24/vVcXxdFPoljVs6/QuD71CYL6u9upZIb4YRKt24XBJM+HAWqgLfW15TLnYwgHex0CYOAI7fexurSRbrNJt1Wk1vvrTNzsIxbsXDcIRtXxZxYy6VthqERhyNWL13kwDGX1aWdXR17zmD3+pHyUQcU6ahcKzDYCdlaHTA5J95H3TFIwpQ4y4gRH3ihZHLLPTNcOSsCZXRDU5at0urWsHXC9pDA8l7lBBhHopsVhdQiyEcGBdcUM7NBxMr5LoEfUZlwmD1YZhQklGs21YaIhLWcIb2Wpz4zWTSH3iB3kUu4+e55SgfFxd3Rdcq6ztmzGwS5+9+wH7J+pcdwkGA7Fn6/h6aP8i+/p16fVahy5gvXacwWmTtc4Y63zHP++S3622FeUPd27ONEO6kwEKY5ltoQjC9dN1Qi4YXTmxy8uZ6bEZnCQz/JGPoxlqVTqhU4cusE1YbD0plNLLus9L3ysWShtx2HbrPP5bNt/vj3LvPB9xzA0XU+NlzKyUQoIp1kdcuOWUrV4nLKW9/8Y3x0a4brv3ONl760wdBL1cbwoHmAYKJOYgtugp3HmspCPqpUsH1f5drrSUpUdJTjnnzu8f/DrumKlJXBq4uDvN14h5/k3eS4cYzshCXcLxnisTOZJ8BZGJHojAs98X1KbIvh4CZMTcsDc8SYqzTl8KULHteGFqx/O7QepH559VWvS5HhQtQ8Xhb/dM2myY/x6NRTYn5sDqgXRswVdTZu/1fgHyLaejtR7zaMYQkajwmkoX4apr4IGw8TVidUDkFS2WZ04qw4lvXHcGY/xwnHwUBIF+snPssDpRIfnJriFquA37+FMEg4/fl1ZY8dRylu2VbXkgXTZM6yOOk4nDz+RR6qVFi0nuRDZ+qkX34/Trcrzhk5GuHV4TM3kpvt3wzIf5fqjsSySHVdcCt8j8aly/yj1VX+45sP883vOEAxFryVjat9nnnimtoQy4hi4jLNeAsTmDRN7nNdsu2QwI9wXFOYaOXpmqtLO+q9Sw/7jZU+gSc8E7Y3fT74yCJ/cOePEF37UYrtld1EvNdxZXyDePeXv7QUTR/RmC9i6BpRGNFtiY5Aut7ZjsPA87BnHWFekrvYpbqwoZWEuzQRrnhyjt1tNulsbihrW8F8FylokhVs2WUgzg1qdALfZ3ZKA0z8foRh6fx/7L15mCP5ed/3QV0oFM5GX+ie7p6r59zZ4ezB5ZArkSuSEg8dlCxLsizKpPLIsWhTjk5HSSTZT+Qkdqw8siU6TmQmcmRKlEyRskgdS1EUl+fe3NnZuad7pu9GN44GUEChUGf++FVVAz1Dx3kSLfd5tL/nmWdmutFAVQFd7+/9vt8jDEJSUZGXhxzd4ljUXDGdaMM9NxDktCi3u5vy8SLMPZ7TZzUpsWO1LY+B7dE33cQaNF+MZoi2TbftoGoZdMPYl5m5LlZX3FAdW2Q/q6qMYkhoukLN7bGx1CZb0Pn6F26h6TrHH8zz8BOHKE1kaO5YPPu5dQI/Ir4FAXZPRJOWJnU0XebcxQp2EKDIKbq+z92v7bC+1KY0kaHdtLn23Da9jpcgH2FosXByDNf1I+vLXpL5nh8r88yTayyen+Dcm6fJF+f48h+v0G3tb9ZiUp3Qr6uRlbGTQG2KqiUJg3EqnviMOAnaMTY5R32zR69d4+SFiRHv9tgbIXbNO3JmjK07HSxToDdCirnP7ldUIZW0LYurz3Y53LrL//ADx/lKvssr9iXRnQHoVfrOEwm5KIZTfVUFbZuPzM/z2X/1HP2uLzajaQfHsbjw1lnagF0Spj0p30/IdN1KBW/2Cj/2xj+kJMt0g4B/e+0cxp89SJg1RHGKZs3hUAjLcFLeQQlY/HXYt26Noe2DLnIJbH6fn48d4TSzw5jVwzWyDAp5PF1HixIiA1UDxaLr+4znNcajeGQ7DMXMunsarIUkF+DgitGL4WOJZ/WybZNb8xnsfRue/h4xGihd2t94eTlR1IFg8JDwDNCaQoZYR9gG5/fwC9dQD/8+b8lmOa3r1D2Pi9ksi+mjLKbTTCgKXvQ7W5JlzJ0+W2YHZ+CTNhQeefs8Ul7h+lNbibxWkkUU9NOWxZV+n6rrci6T4ZfGp9nZ6GK9CWbHf5m9l/8xlWdMYbATkfEkR4wUYnQhVhSMhPUMsemH5/fD/5ddF6XRwCkU0FstNm9+gF9UfocTuk5FUZhQFL5roUSuqJE2VDw34IZt8+VWANd+kZXKn/OR4NOc63Z51DB4d6HAxYvTnHxoEkWV6KVC9FSKcCBsrmNLbU2X6bYc7lxtUN/usXqrxQfDRS5ms3xucpKx5eWRUcOrtsLXZ/Lf9JXJqpx/fIbAD6lv9dhYrouo2EjvKUxUNAHbx7nMETNbzH73E55a9VpS0EVRXxcmDdFmwPf2/eQnZrI0dywGfRs9J5zrFFUiJQk3ulbNRpJThJHZhxx1+nGQjCRFsa9phVxRZGl7rrghTbcC+pZHw7ZGHOn6lker1md3o0unORBe36qELKcYREY48dcyUY79mK4gSykkWZCXBv1QhPRE5xiGAwplQ8SL2sK9L52W6bVC+t1dZo7kREa9LWSERl6l2xZ8BKLGWKRKgZEXCMR3/PBJ2mUFPZrDm1daVNdM0rqMbblCitgLEvvfVKrPiTdMomfFdXTnfOrbPXqdNplsDk3XkZUsd642KE9nmD1W4MwjkyxdbmDuCUa75zhJ4Q4CQbI08gXsXg+ra6KowrL4HhIeWgLdS7KIkW3XbS59eYvF8xOUJjLJBsx3fTyHhJBn5LQoXY0RI6CYsyGeT5zj9Rd36bYHPPlz5/lxdZU/a1YFUclaAMUilCN7Uka75qMDQZBUVAFtKpqG7/eZmssxkCT88WUcZx691cLNRL4Qj/6P/NNjCqc/ZdKKTGd+5cfK/O9vuMlT3S4v9HrsPfe/0h8fZ2x5OdG6x1174n52H6nW8Fx+ePYOjGxUIJKuRex7L62PFhLbTqRpyfOpwp+9N1UCvcrSYMCbj5bEmKvloKRSrFgKrHwQve4AvaR4D69waHYbd7qSLzYiat+Gvp2gBmJ2P4avPY4fHeu+Zr4aHXMRKXiAQHowIbgNggu4E18hl+/ghSHnMhkuGIYo6oqCLkl0o/tN1fM4NJmJfjdlbqke/2erzkbLxTsWSTdTKSYUhSv9XT5zJQ/Nt0F3Eff8v+TO1Qa3XqpjWx7/148e4X3+L8MzPzFisjPM5B/ud4c7fdl18YdGL3HnHyM2wyz9eLwx9rzBjTv/mOVohDHI5/nHb/tXbL11lk7T5tZLdeqnDOgukq3VSFXPU+uc5QvGGl8w1vjfKl+iJMtJJkHL89AliYqq0vJ9eqEPffjI5AJPzBY4EgQ8//kNMnnQ8gqlhiJIp9+smfxf8/WaKPKu42OZLkZeZWzaQNMVOk3hbhZHuwof5VJSwLtt4UoXw6vOwGZj6XbSFcZzXCOfT4xrYp323q6NJAcM+kLu5rkuviORiop3vIy8msjZpHRc2OO/Jbw4kz3avU/NZ7FMAbtfe26XdtMmjCRmcVRsbatHv+vSadoJI/XcxQqNnT7eQHSyWzsNJmayNHYsfDfAyKvJDNexfQa2jaw49COGfnnaQEvLWKZL33IxmwMGfZ1TDz/E7Ze/Jtzgcip3Xtlj+XIjgeNVLdKX+yLmd7xikCtpPPiWGTLTGXzfpyTLtLctbr1UT65Ltz1gZ9VMRieB7zN7rEBpUhceADVRlEoTGUoTGTpNm07TijZtaZ773HrS0ZcmMvz5x2+NOuHFnYrrJJB/EPjYlkWzup3YDosPz76hTuKHL8uUJqdwbJuly3UWTo4xe6wQITByJC0MyBXTKFoOWZWobXTZXhFyTCmQE5e8EbOelEqnOWDzSzv83GPT1L1NnldeELI6pYvau5flPnfhf2b15iR6Nku31UpSEuOlSxIEWnJzjovUd08P+LnSDL9+9SaplIFuZPmdX73FmGbz02fGeNPfOccifx+z+lb6rYuiEzwA7cbPmTz3EGv+IIQ/XCwOdlsxa1uyLFLNUbtXLwjI+A1US4wZYvkdAFqTmidsoUHkG/xeswlOGb3uoJnCN//givkHMbQbb5ziQq+ZndHj9oN9b/Zoo+Zr4vxkx90PlokkeDFXIuWXsLW/zZ8pv0kp0+JEOs3KYIAuSVRdNynw53RdIHJBQNf3+UK3S3Xzcdj4ByiWl5D9HMMgnPkyOGXS60eTzdJK5TSLbxPHe/vlBlYQQKAQSvvWyN+Ib/6NGPbDiEw8llFicqQk4RQKItbV7KC3W+itVqIQ6I+Pw9b3kDv7NN2Wg+cGHE+noXBNfCZbLdKXZFJBGbt0DPPYt2BKTuIRkernsdMDWrkl6Jwl5Yp75gdeCOHsf8/HzmTJGAqhH7LhugK5CTTskpCLqtarnELH63D9N325g5DNux3mjxeTee/EbJZcSaO+ZdGobuK5LqWJKcGgD0SmsSTJCTQfO9spqoozJMnSs1l0I0un2Uy6stKkMDDZurOMuedGTm+CWa/psghpkRlxoQOS2ZOChOd6CQSUkvc3B7miIKwpmkR6ziDvp1i6XMfIi6AHx/Y5dKzA7kaX3Y0uvie89H0nSFj9YSDgZUXROXImI0gsqQphUOLBtyywdWeZXmeJXClMPPWDIExCQrrtAe7AZevucpLUdvaxaTwnoLpmcudKg/xYBdcRDm6OLYiHg4HPuTNlTrxhghSiMxm0HVau70UGPT4Dy2N3vRfB9AqKqiJn/KiYD1i5vke3PUhkh1NzOYIgjTMQGzEtreN7MneuNpiYNRifyXLxXQssXW7QbuyPZoBk9BKz4C2zQyYrYXXF5ieTzaFns0hSwEiqXdThi/d1kusvVEWscOQjAAoDy6XbHiCrMuMVAzUan1TXGmSyhaFNhySeW1VRVI1GdYu//MQSC5dL/MGHH+Cj9Tq/IT9Ly64w6L1jv6CmxeehJMucfGyKz338FkHoomjiXCoL+eizBKn2YRS7mdzw7XKOdxUKXHm6imW6FMdVciXhC2GZHV7+yg5Ll+t88mKF43+jznF7hdTT8+SqVQJ91HY3XpLjJPNaGC0asXRNse2EBBYfSyjLiQNdTCyMtdjxGs5MT/TaqgqSQ8PzuOs6aGkFSRJRtwRpsru1EVngwTU8ux3+d/wziRQOSLkucrzBG0o7S0hsgZyQ+DxdF0EpjvC9zzRU7NWfZwBc1jQuM2p7q1kWXzg8ECQ8pSv+dM6i74JmbieblHgzIS0fikyNhENht1IBp8yqX0eSJDJZhVXPEwqNofchVg4cXMMz+pjrIUdfi70Pht3+4vcsNkeKx0bDoxxjd5dB8QK54tcJgg66oXAinQanjBw9JiZ0Zms1imtCqeBmQkKpR666TKBqONkseutl+uPjyYihV/oenp3/Ix6aNui2Rc7CuuOQqbUxGs1XvcADr8P13+wDAGFrO+i5XH1WMK5b9V2yBZmJmSwLJ0vMHi2wcr1JfdtlYnYWIPGqj+e+umGgG8ZIlyRuiiI4IVcs4QzsJEbWsW3mTxRYv93BsW3GK7koMlWJpFwS5TmD+lYPq7sPJ6akFK4bJBB+LNdq7lh0Ww5pQyGTFaOAwaTMG6Q09S0LRbPxnIBbl2piZl/ri8LZl0VRlAUXAVxSUVqcYw9I63nSaVGwSpNT6IYRhbiIxwz6KZyBUAzEJCAxHwxoVDdRVImtu51I2mdw7IEyA9tj47Yo8LZlkc5IGPkMi+fHeezb52kj/LLtIOCVpzaT85TkFI3tHp09mzAMkxHIA2+aQpJTOKaYzb3z3Sdo7lhc+tIWq7da5IvpiPuwH1STSsm88swOD16cZm6xhJHX+Mpn7uIM5MS3HvalbZqeIVuQmVsU0G99y8KxHXqdfoL2wH4WgRT4yXMUyuPcfKnGoaMFFk6J18oVxWjDtT1CdT/JrjxtcO35nYRnMLwkWRL+5K7L0uUGpd+7w0++Y45LOYvP5JYIxxbwI8MctS1uKpf6fX5vb48TFyZZubGH1XZwBjYPvOmQ0BF73r4PfiT74vQ/5cfz43zixcuMV2bJlUrJaEpkAKjYlsWNF2ucf3wGZj+Np//s/nEOEbfiNex1DqPEvJh9D/sFbnheD/uWrrHePp4hD4fJxPrv2Bsfa4GNKA3vVF6luWMxoSiJPbBTKCDbNkpwr0f9MAP7IAEt7vTj4h0X7tiX4ODPpfx94l7Kl0aMZIDEaCi5fhEy4EebldwdhZSfIhWo+PoMsm2i9XojryW7rjAlijT4nq7jGln6h9uo019kabDIt50Zo1BO8/v9Jmz8IKnAx4kIlMOe9sIa2U/UDwkngdHN2UG53EHHvIOuevF11VstCqsat50Biipj5FUeLxbh1t8js7eeXIPEVU+WSAU+mb1WUvx9VRXqAKuXnLuvqfRmzqJLn0HVZdp3HB4MhcoI9mNmD/r3v77+atdrosjLEWlFhMII7a9t9bhztZkUp4VTYwxsj0tfeopj586TK5bYWLpFdXWFyuEjTMwcSua0AJ4hCvPW3WVx0x9icQdBwNT8Ap1mg4VTp1m/fX0kCS4IAmxLFOK4aMbEmriQOm6ArChIEgx6Lrcv9ZOxQhD4HDqW4/iFPCs3mzzz2VXK08L5q7bVw3cDpucPs1fbEFr4qAkV3ukBaT2LJAekMxKZnEomp7J99y6vfO06KSmHY9uMTcmRuY6wl3RsH8t0omOV0Q0ZLa1E3xOSlnjcUJrIsLNqYnVd0hmZbCmNkVN5y3uPsOq7TCgKSiqFtdqjutqlNKkjSSnq2z3WbrUIgxSSDLLicOaNk4lTX7c9oLKQF+/XyRKBH7J1t8OxB8p8/alNfE9KHOUUoLsX8vWnNpEkicrhPI++Y45bL9XpdaLgIVVLPAAEw15iai6LpotZuvDR9mnV2wS+H0kCg4SNL8kyuGJDWJ6apbbZQpLbVA7nkxEKgDPwSMmpKJNdIQhCNpZadFtE6Yj7MrvYiAlg+aooVh/87mkuWddZ7y6Kji/QkPYOiZvZjX/EB1pP8kvvGvBPPniaL35ymZ7psnh+gtqcxq+uriYQq10qQeEGanaTTlN0/HGGQBCz/iU52tRm2VlfYmouB0KKnBC4GLr5x9anMBqxGgeiDK+4kxzk8yJ1Tddpz89HTnwW6U4nYXHH/vDDLmaB5kOVAAAgAElEQVRxl582TdKmiWmdRo/muNmiTrftkJNSoHQT9YA8NP8PZRn8AMmNJKpRBrrkB/tzaGkfph7mDUDkPx8V+3gjILvuCJwfFy+ixx4s+DGkH0oyvuviZLOEkkQqCFD7Npm91ogTH3zj4mWPleDY/8I783n+otPhtmYzX9D48maXya/KKLaVcBvi9+cgLP+fs5L3NXr/YhRm+Pni14j/9nWd5y2L905n2FhqkXZC0KvJpk61hDOga2Rx8gU0s4Pki82gG70vysAeuX6Sq5IapPng+Di3i218TxCc35zNcmNGxlvRR/ICXr31egrdN335Xkg6M5Gwm418PumkbMti624n0qAbnHp4jDtXLzFeOSYeH+9eI7/1+pYwOoljawVU3xA3Z1u4nelGlkJ5nPJ0hW6rFVnbBkJTrUoR/B9SXTOJ8+AzeY3QD5NC6vshhCLxbf22ycTsLJqewbH7kVY/QJdE7GJxfJ7t1RUmZ7PMLxZp1WwUTSOTHcNsNZg/MYV1t0M6YyQRu/Hrmns2WlqhPC3m5b4fktbzeK7P8pUmuUIZs9VPRgYpKYesiESoTE5o2TOGQiYKyNnd6NGq97G6LoUxnVxJY2Imy8V3L+BmJHIB5CSJ2y/VeP7zQtpkmS6O7bN1p0MmW4jQEYXpw3lKE+KmYFse5WmD049MJV4CDz4+w4OPzzA5m+XYuXFeebrKS1/cjFQFasTI17n05S3OudNUDueRJImv/PFdgqCIoroR616QDB07i+cGnLs4wfTbK5y9bnLzpRq3L9XodQQ6M0yeG/EAiPT0japFc2eHs49NY+S0KHLYp7HVI5wWNriVhTyKKgmHvsirIHkeWVgwa2kdp2/z4he2eaKs87G3HeVt5leEfl5rMuj8FOTuiDnmygf5ldYl/tnRf8/7Hy1zwSjw6b7Jk0sbrC9/P/mOYKQrto1n5Dikqtg9j+HluU7Ef4jgVF1svMJomhR33cMErjgYJf7+COTOUFcYFelAEvPanQcfJH3xw5zQdR5Op4UMDrhi27xy833M/Fl5pPsd1nVLQQCRCZDsuuRksaFzB+KG75JGl30xFwa0qPvfh9b9BHIP5SFW/wHCVjyLTwU+irvfsSbSsgPM/KTbPaDRTkWEzfh6SEPPpfackZl+3HEfVBx4uj5iVxtKYjPSmxY5Dxuuy3Xb5mg6zWldZ9NxyB2wIB6B64fUEp48ZFo0ZMebXOuhc/OH3uthdUV8ngdHI8u2Tamyn0WBXsXNHBfExuh1hLRTuschUHJFUmFsoZvyRWCO0WzyBdPkrefKrFzfo9MccHEqy29pTfrj4yObmldrha/D9d/8lUqlkiItBUHCHHdsm9JEFqtrsrHUxDJdZo8WOHlhkjtXV5CVEoXyeAK/xzKoRF7n+5SnK8lMt1Aep9MUNpWSLNHcqdLc2Saty7SbNoVyOirgDqAiSSI0Rg5S9E0n+aDEf6sa9DpZ5hZn2F65ybd811FScoaBpXDsgXFqCPJZqyYKfGkiw9Zd4RCVyfkY+YLQgUfza9dpY1sexfEpWrUaM0dydFsOC6cMssU0vbaI8tQNhW7bIa3L0Y1fSPmKC3nuXG0yc+QYhXKZIAiw2g6NrTZGXiUM0gkJrzCmU57OkJJTnH50kqm5HH1CdEli83ab2y83kOUU3ZZDbaOLY/v4nkyupGOZJqcfmUq6Ycf2RLLfVo/L9jYX3ipGKn3TJVfScJ2A8Zksb3zHHGEQsnS5jjsg2aQN+ipf/dNV3vEDi0zNZzn7xmluXaohSUXRwUp+YrDz3OfWqW9Z/MB/dZ7WuRLvOjOGLKe48eIurtOm0/RH4G0YJc9paR3b8rn1Up25xSLl6Uwis7O6Ds5AwshrzB4toBsK1VWTzbtVSuOVSNLnJnN6La3jOQ5P/+kKJ7d6vPj+o3y0fpt/U6uJAg8RWckAu4J7+0P8ll4Vc10vB4FGavtbUewVICryXo6KKmRNrbqNbkzc8/sifME7lCYzYsaN6OJhP6gmZpAP39jjzPThhLZU1O3FOezVR0+iPvRhfnR8nDlVpaQomBEB80g6jbn4KRqV/3rUhzx2axtie4sgEjWRjHpugGW6NDwZOwxJs99Vxh267LhJoY+LdMwsB5KvpwIBZccd9cjMfuixcuCP/Hzys1FnH6MEgRqpBSKTn0RB4LiEsngtDhjzAMmGIBWIYhwfry/LOFlDSPacMuvOKmq0Uap7HubWOylG/IWDBkaxTC75v6YlxTR53QM+93EBT4r9EKJwsGuOH6P2erR8HxdBDAagdAknfwGt1xNz/GieP5yJMDw+iMcynq4nBEC11+OqbfP+k5NMzWeprpkszo+JEVavfc9m7fX1V79eE0WeVEg6YxGGFnY/oNNMJ0z62OQm8H3ajR6B36ZQTjN7tEin2ae+tYmiqlimiaKqVBaOAIJh3artJsU/ltzZVi/6kxWe9pZFGAZIKVXMuCMZXRCE2JaHLGsYOSnJUBb+9ClSSSysGC/ky7pgrMsKRl6j2x7wSLrEFi7v+MF5Fk6VuPSlLZZfaaOoOpbZSTYkfcsVRMNimr7l0tjqkJIE/G3kNTaWRJEWpDHBFG3V+vS7PoWyhKyIt7E0meH4+XF67RquYxMGafTo5u/YPrbqkcmp5IqaMIlxAx5+6ywnL0wSpsALQvIpiU/+/m3ifHbb8uiZLr4boGoynWaDmSO5pMBbpjD/8aM88fXboit96/cexe55dJoR2SenoukyDz1xiJSU4utf2MJz3YRDoWfyvPjUJqcuTHD60UnGZ7M8/7k1nEF2nzUvyWQLE9y5Wmf55QaHzpdZ911OPzJFY8eittElkyNJkpMkP0J0iD4Tojgb+TyBH3D9+QYnLpSoLORFEJEkYXUdWrU+pckM5WkjilNVWL5SRc/kkzjeeAn0SWP5io38+6v8xA8d5uPNJi29mhRyQPzby0W2uCVy1Wr0DLV9z3bXhSDLmCyjSJJIE5RJZKPAEHIVYPc8btg2eLl7buaBJCXz3vuFgiQz+CgzPdH1F67xC5UKjxoGJVmmJMuJPfNfmCY/OTXFzx4eo7C5Ba4z0tV6uk4wdONH8thwXWGkVBQbp7pngSOQkXuS2AL/vmYpoSwnHfjBuTuQMPGTwi4NFfYhGD6QR2fo8Uog7Bj2T4q3T8rfv67364bjr8ddvqfrOIWCOH8rA7tvp2Vf440Ll3hfqcTVyAFuGGEYkfxFmvjk3H1/5FiHZXL3I1EmUbwHyJHxOXtp8ftWXF+nGwSoiPvYyvUmSGpC3lOHfmZYUhmf7/02HTFvo+6JTX911aQ0kWFcFhvVfYTm1S/0r8P13+SlZxQOHS/S77q0an2yuYBOcxuzJWxcc8USlcNH6LZaWF2TnXWbw6cVZo4WUNRuAtE3d6pJznyuWNrv7KM56u7GejQzDyInPZcwHESkMHnE2S7wQ05emEwY64oqoeqCmAVg91ycgU+rtit82OUJrj47oNveSTYV7eaAzaU21VWTwlfTrN1qkR8rJ5B8t9XCc126LfB9h8e+fZ7ydIaZw3nuXGnSbqRwbPELvnazhabLiZ98rysKpNlqkCtqZIuCva+qMkZOxXUDOnWXVq3GoeP5JB86kxVvuSynyBcznLo4Tc33yMkyGQ9e+PIGiioMdVq1PrYlCjyA6ww4/cgUC6dKeI5QGnRbDooqs7vewWwPSEkhU3O5KNtd3Cp8X2yYXDeg1x6QySpUDh+hVduNoH8DRdPo7rncudpkai7H9FyOYw+Mc+PFXSRJFAWhqJDIFib4xG9c46G3TXH8B49w45DE93/oQf78d2+xcn2Pdjey1s1mE09+SZKTeT2Igl+anOTm16s0dyxmjxaYmsuh6ULyt7veZWpejIiCKClQIBokxjuwzxsAuPSlKq16n0/+vUXe4f82rPydKIe+FYXalMlu98g0bgAkZKW445YcB7lfYs/3yZU1mjsWJ94wThD4WKZJaWISq2ti93p0Wy1mjuRYd13wcgmcHJvcwP1vpiMEtmh2G5PEAlmCwotMKwo5SeLfNRqUZJl3FApctBTePVHgn1WrpAZpMZONNidOQWx04zAW2XWTGXg3LmaGzOyxAq2tjuAsxJGv0iiMPvr3fkc6TKKL/z+8DsLwcbeekNHkbzwHTn52aG4fH5vkBzA00/9PzckHhQLW5CTe3NdFF+/lku8tptM8ZBjkZZmPHvoTrMmfIdNs3BNWM3y+QJKQB0MbsyFy5PBjhz0SDiIrCYciepxjGFRdNwnNsnse2MKrwde05L2Nn/+escfQayahRkNduhvdMzRd5p9sbY1c51d7Jv86XP8aWLIiTGYGtseZx6YZWC4r1/fIlTSaO+tJIY190SuHj7B85QaHjhaYWywyMevx9ae+yNjUNJ1mkyNnzorHBgGe42BbFp7rRAQu4f3e3NmmVd9F1VKoWibqKCPo0w3w3YBsUaO6ahIEQos+c1jsVNOGiu/6rC+1MfdIZHyKqjIxe4itO8tIClx9ZkAYlElJKfJjx/m2759n6+4dmjvbSV57zOB2nQFGTnTYqiqRK2mEYSFCI0RHv7dr4w5UzL0e4zMKGQPSRgZVlckWNeTIwjWW1PVNh7Epg+mFPKomLF3NyLN6ai7Hw08cEo5ekgjOWX5xlztXmuRKaaqrJp2mjeuQQPySnKJyWNy4nIFIngoCYWDU2bMZrxwiCPeYmDWob/fIFtPRzFv4ljd3rIjhP861564jyfvz9kJ5nG5rj3bd5pnPrnH2jdOcfnSS8rTBC3+5jjtQE3vf+Do/97k7XHz3Ahu6xCcGHd7/d89y+6Uaf/mJZXY3uqKLd5wEzQAS97yYTFeamKJd7wAdNF2O4oF1JFmEBOXLOlNzOQplndJEhuXLDTpNO3FYBAgCcdMqTUyxu25z6M93+aN3Hud9/DY0H4XWBeGO5xl4ugg4kYa6M9VxcTUN2XXROh02HSfZlMWfkWHCX6yHz+RVnu12wT6RdJMJ0S5ypRvWvktDxT/pAiU5+dnm8WOok0/znuIDDC63+D8eOczTVo+q65KZztCNYPuwuHoPU/9glyv5AYrl4YXCHa3ueXR9X/yGSfsdfNKFx7PpbwDnHnxu2NfCf6PCO0y4u+f5hrT4w+OBeA1vGuJiP6zdP/j9eB7ulTocOfl7PGQY/OHKgjBLCjSU1A0qqoodBBzRNGraEJs+CEYK8v1WLIMbLvSwT0Actrk96HooOQ5qZJccP1d/fJx1x+HyV7dJGwqe7YNexY94AVIQ3LfzjkcMSdJhhCz4spxYM5/WdQYNL3GYXBoMBNkyDt+5f8TC6+uvaL0minxMfDv10CTTb52mf6XF1p1OlIWuoqiwu7HF+GyW0A/ZXrmJLKfY3RDRjpNzOc5drLC9ZrKxJKJMC2PlRA9/58rlyDFNTYxzLNMknUnR7/qUJvPYvR5BICBsVZUIPNjbsXAdjVSqT+VwPvKmH4j5dzlNc6dPS03Rqu8m59Lv7fEP/vlFxioG7VqftZstPNcA9oA9jp4NOHzaoFXrc+25MIqZdUil4mAaH8WQ8JwATdcTHkG33ac8k6G5bZGSQiZmZtB0kYjnuj5hEOJFPtJxdvzJC8KBDgQ6MbDcCIZXmY7IZdWo2KirfbbuCs2s5wb4QUgqpaMbMr7XY2I2y9nHpoUTYL1Pfctid6NLSk6Rzak8+vY5WvU+c8dnkl9ugIEljGXM1gDdUAj8ENty+S9/5U3cfrnO859bp7bpMTU3jyRJdJoNGtsmL39tm8ffe5iJWbEpWLm+h+vIiROd5zoUxyd48mM3eeJvHOdJpc9/bLV44nyZ2Rdq1DathJfhREYxYmQzqkUW8H2BXsfmytNVjpwpJ0XdMgV079oepckM0/M5fFf4zu+s7yZoEUQJea6DY9t85Y/3OHq3Q+On38AvbK7wb6+I1Lq4APuqiuS6hJKUQLFy1Nkqts366rv4jcrLHDkzRn1zG93Iitdx982C4teN6XlSEJDumCgDO+nk4qKfELvuw95OBT7Ikgi/yWaZVxTmVJWbbsDlr25zarFIrpjGDgI2XJeSosDUX+IabxI3elVL7GxjElt8Ht7EFh7CylZPpejGL+zlEs5A2jSTuXrMrodIDz9UeOOiOlxkh6H04TXMpL9foR/W5wcAQ/8fsfCNZ/iR5p5IShY/7qCsT7yHafKyjJ5KRTa634K6eZzuub9k3AxoGQqL6TR7QxB47GEwPFYZdiCMNegxBH+/Tjgmvvnsw+fxdmFEUhk3Fdksl9pp0obCwPIE4TS3TvXoOGM3t0e4EcMz/5Tvk7oPcS4ZdcTHHSmSWjWbC0aW20oXyHxTvOtf18m/FlYoXNTqWxKZrzfZWTPRdAXdDTjx0CS+6/OW9x7GbAsSWKdp06rZ2JZLoxqyvVLj1MNjzB8vspvucuOF55iaX+BcqRRJoOTE79wyTTzXIQwtAj+kNDkZFf8A100lkrmYZKuoKvMnMiycLOG5Ad32gI2lNmcfm4qcvPwEBj58SsCWg3Fh91iazHBiQseONOdVzyMVhhxSVR5RBHluc9knCHRULWZNy/Qtj/p2j1Rql/L0DIXyOFt3l1HVgKNnSyI9SpcTOFySU0lxtkw32TRpuiyCZHpRQpblYeRV+j2PzeU2N1+s8Z4PPUDX9/n8H9/F98MooCfAtT2CQE66RxBeAI7tJ125Y3sYeY0jZ8aYmM1y5MwYrbqdbDQc28d1guQXLHYyLJR1XCegWNaFTajisHVnOSFRAlhtm2eeXOOxb5/n+PlxNF3mxac2oxn4/k1uY6nN0ssN9DeKbPK/ME1+/P1H0bMKl760he/JIyz7OLI4/re4foJE5wzg2vM7OAMvUXPkimnuXG3SqtucuDDBkTNjTM3n0I06d681KU1OJs8dbyRkWWPl+h63P7/FLzxR4TPtL1DVq4Tdv5/cLGXHwY/zwAMfbQgepfkYH61/npd++gJPfWqZZz+7LVQh2SxBENBt7RGGA1Q1R0VRwClTWFtDGUSFY6jLO7hGtOOumzC5nXwBjA0qqoq50+fKM1VaNZupuRwLp0rcuDjG0mAgQkxyS3QOfR++JkhZ+a3N/U3EcBRq4Rq56FjGAokJXfwu0F0czbsfgseH5+Zwr14+XvtFJUgeMyyviws0CGnd8Iph/JHCNVS0D44Ohlci0bvPKESxbSisCy8A4EjOYmXhd3ELF9BTguOiBw4TijK6mRjqzmOOw3ChHt6gBdybIz98fSR5tNOPUZqYvZ+QHG0bOmdRJ9dxBynazQEPTWb4s9Il9FZ6KKTIvVd6OXz9hzYdsR+BAknYliSnmFNVyC2h2CdQBq8usz466r/WM/lXW7B43xUSYuQ0WvU+V5/ZobkjrGQffuIQu48XOfGd8/QeKnDi/DhqWkCqU/NZXDdAN7LMHjvO9Rfq1Ld7VA7nOf5gkV57g2ee/BOuPfcMpYlJZo8eA4T+PgxNFFUiDLVkVquoKnIUQCPJKXwvjpYVDPFcMZ3M5hVVott2ohz1FmpaPN5zAxFvCrR8nxXHYcNxaPl+0s2UZJk5VaXfHLCzJie56rqhIEW58qEfRr8kcmTnKtLiLNPB6rr0exnh+R5ZUto94T63vWrSbtqio14sJkU/kxW6ctvy6DQH9LtuYs/74mdWWf/yDr4fks1r6IYqSHlelFcd+mSyAhnYWGpT3+qxs9EVEZNyivK0IYxwbB/dUPf9+et92s0Bgyiit1jWhQFQVqFQTtOq97nx4i6tuk152qDfq7KxdGtkU9FuBHztT1dxBz7HzpW58K2zDPrNJKsAQFby3HhxlyOaRtf3uWHbfGR3l8nvm+dH/tHDPP5dh8jkAnqdtvDAj8yQYtg+fq5YGlccn2LpcoO1my06TeEtsHCyhKJK3L3apFUXJkYLp0o88KYpBv0mlik81GOiqJ7Noig6n/8PK3z1167wO0eOMD95HXJ38Ao29oTofoPIXtWJmfGBKLyyOcYrr/wYY6+8zJ+8Wec7P7iI7+1h93rRuEJIKS3T4bSuJ/B3TKqKZ7AHNeBSECAFwQgTOtNoRHNYFaw5/uX8PN22g2W6EVIkEI7sSx3e1dP4Tkfnsw9MEr77F6k/GqWuHSg2SUcqOeQkidO6TqcpokdXHAc2/uY95jzAN3TAGyGpRajDwS76PwW3D39tGBGI2fxxxy877ois7eD5DNvshtK90b52qcT88U/S9X1a0Z+83uHi0ec5reuYckgr5gio957/wfONVyzRc41s0tHHxxVfl/jfCYGS0c1D/Cf+nq/rULqU/M62aiK6F6WboCoHr0PitxCF5ww7KEJkiGT1uGLbwuZ6IoMkpahE7odGs/mfrf1/ff3/t14znXyupCWuarqhRExnlzfWDLZf2iUjp7i81SMMQo6cGWN3o0tjW0uY96cfeYyNpVsUyh7ZosbcYpGNpTYr16+yeP4Cmq5jWz1cp0t+zGBnrUeulMVznSTLPltQI+taKSFcAWhpGUUTLGvdUhmflQn8kFxJ483vqaDpCi8+tcnarRaFcpp8y+Ml3eNIOo0XhsxpGhlS3HYG5CQJOxREtH6vRqvhk9Zljp6diuAt4fvebTvMHBEKgNh3f9CXAYf8WIV2fY9sXqVnuuiR697KtTZTcwvsrN/l0FGBKhh5oRpo7gifftcJUNNiZi+6f59O06dYFslzgkw3SDICUimHidks9e0eQRTZKkdFXZJT3L5cj2b1eYIgRE3LpN0AO5YbBoIjYFtClRDnvD/75BrXX9yFUDD0Z48WaO8NMJt13EGYuN6Zez53rjQ5dq7M4VOCgHf1mSqZ3HiSB1/brPEDG6DMF/nVnR3uDgZct23O6DrveNsYFySJa8/vUNvsJ4hO7MMgIm33CXlaWme8cohG1cRzhcxuai4noPOtHq2ajW6ILAHdUJPYzkHfTuJwtbQgXjq2zZ2rTRa/uscz7zjNaf9XMVsnoXMWu/14UmyJiGoxNKr2ekjOcUz9e/mY9Gl+/NGTXLQWeOpTy3TbLTRdF+MZN+BcJiNS8MbfwqBQoLy8nKSWASNWqQnZbUhH7RQKOIaBr6pkGg2OaBqB6lMo63RbgyiyV04yGi59eYszFyb5vlKJj1eexNPfnmjeY3RAbGA0CDRKisLe7Q6OLZ6zHwSk233SrRZq306607jQxsd3v/X/tUAMS+iG5W/f6DXu2SANbLy0fg/kHAyNO+Ii7oYhLXMGtCZ2Okg83OueJ9jnYyVUqyfgeEazA4bZ83E2/KCQx1dVsrXaiA+CBAmp7iCpMjFDijr/+3kF6IaCbbnJZhynjJPNoPWsZBOTID/Rz8QFfjghLw4r8nSddceJxnLid74bBKB0scplwdV4lbv514l3r4HlDnxRNIvpxCY29oJfvdWib4qONWa/d5o23ZaDnhUZ4kI3LOJmrz9/m5kjOeYWixw7V6bbHnDlma9i5AtY3RbTczmaOyIsRTow29J0Ocly70dpbUY+Lzp7P7aa3Y9V7G95ZLIKmg6lCZ3jD5Qx8iqKKjGnaUwoitjRex52lNq0d7vD1Q2R2f6D//AN2JabpN9ZpmDs17Z6jE1No6iqYFSbZpLKN+i32F1fI1vYVwPE/gG+5yHJMrKsoaji+53mgNKETqGcTjYtUgTnA8l1DYbOT8+qtBs75MfKIzBX3/IIg5DK0QKd5gDbcjm0WGRixohez8d3A7S0TCan4g58EfJTE+Y7R86MIUkp1m61WLneRFHEBs0ZONiWR74ojHu0tCy8/gfCJ3/lehNFlTj/+AxnHp1CllO8+IVtytMVND1DrlTi2c+t8e6fepBf29mh4Xn4oeiarts273ljgZ/77sd49lN3+OqfriZwvecKaDFOMoy/rqgaupGlttmg297F90NKkxlyJXENV67vYeRVTj40gaKWKU8LZKW6usV4ZVZsUNCS17jxwi5GTuUnjk7yCeUOK4GGm/0OJNNE6vVQ+wKqHy4eoSxD6wK1NYd3pD7LRy8e5i32ETaWW1imy9GzFeYWi3ys2YTWd6DYIpUtbZpJtya7Lp6/b6QyrI+PX2O4OMiuix2GjBc1Aj9k7VaL8dksh8oF6ls9jpwZo9Mc8NSnlvlbP3GcK/Zt7oz/AACZRoNQlhlE5xHIUsIuty03uq4SYzH5b4j4Jw5q6NwPdOUH1QL3g6r/36y4wP8/SbmkIBhJgxvZAAwVSk/XMQ8dwl6oYtsFTLvCulMmtfwjhMVVLh37TdSUxYbrsuI4LA0GI+/BcGGPnQiHte6erifZAvFxJCS8off1fucz7Hsfj4NCKbK8bV2g8ICI3u5brojH3jqHm62SjtCpGO4/CNnHmzMlCFAjXb0bqTUyksTuRjfhtJTkcdCr2KUSeqv1Tenmh2Wof93Wa6LIp1Ipmjt9FHWQZH9XV83EM332aAHPDUgbCr4bUF3tUtvukSuIkAchWRPQ9sTsLLXNGprepTxtUJ428P0QszlgcrZEe29AGGqoaS3q4oZd0VI4toccSehEAXQhuWEH6FlRhKyuy9VnqoKcls3S77Z5/L1HKJ4qkJYkTkT600woulm3H6DlFabmcjz3uXVatS10Q6FyOM/5x2fYWGrjuQG3XqoThmLz0m23IvMVecRHXVZ82g2XS18W0hRFFTr+yUNzTMzMRkS9AUCSABYEIVpawbH3w2MUVYqK9X5S2LC9L4AsZ6hv9SiUdfG4vMq3/+2TNLZ61Ld7iXWuZe7v3o28iiynyJQj+Fj2mY2QhduXGzz/uTUG/VTiLqioEjsbXWYO5zHyKlpaEZn2aXG9+j2PbF6l07QTDoDvh7z0xU3GK4cEZ2F5jb1X9jhaTLM8GNDyfZGAFt2cNlyX9337JB96fIav/ekqq7dakdIglSTdRdqKpCMvT1fwXPE+n35kitljkcwurbB6a4/bLzeYjzr92KRo5foW+bEyWjrOpw/YvNOhvn2Ln/ypCxye1vhwdw0KN8A8RJrcuEsAACAASURBVCoQXaWvZQVDOWIgp3yfVG+c0Hs71c5Zvqv3m/w3j+qc/pYF/CDgM70eT/c63Lh2jszNUyj2focH+wXpIGM7hnZj6HbYHjaUZTYch8OlLLblMn/iFEEQ0DObqGmxaVw4WaJQ1nklDPng+Dh/8UP/gg3X5ZWXfhJ9o0yuWt2PjpUc9FQK1xGv/4rdpxSdY6Bp+K6bQOYH1wiT3d/X4Q/b0h58XPzvg7K8g/8+SF7zVXVkth8/5uAa0etHiAvZLNbUFPb5J4XJ0e7bof4tZHb6SEETi8OEThkz2EIB5lSVRw2DbdsWHISoGx/emA2/XiDtk/3ia3VQF4+2r7uPlRUj34fRjVwxUptsfQ+S/HFsyyVfTHMkguFjlUMgSSiRj34QuSke3EgkG66hTcujhsFTv71MoayTklMsptOUsttJkb8fV+T19Ve3XhNFPm0olKdFiplIavPIFuYTR7jLX7vC+bfM8Mi3HaK6anLqW2fYvrrHZ39nV/h4q9mkEJYmptCNLI1qDc/tcuyBMtNzwryl13bY29kjWxgTPvExu1WOM+kzCSzpDPyoGA65R/kiZz4IQhxbkN8G/SDyxE+hZxVWHCdx+QJhEZvTZHK6iheGyIZMtzWgtjnA902CIOTkQ5N0mnbkb++Tzqi06jU8z05evzQxxe7GmoDEtRznH78AQKfZZPPONaqrJrniHK16LZo9a3hRTK1teVimS6GcxvdDJDmMYDoPqyvmr67rEzZDNF3Ad4EvMusD36dveRh5ISOUJKFAsLouSiT189yA5o6FrMrki1HUZwSPxUS7QjnNnStNrj+3Q79LQnYMAh8JhYUTJwFYunyFwpjYHJQmdYy8Jkx5ei7NHQvb8iiU00zP55g7XmR7pYamCwnk5a9W+Vs/Mkfd86i6ojOxg4Cr/T6bUQe1mE7zzu+r8MODw/yb/+6ZaDPn7psmyTKSFDOEhVwvkxvnlad36TRt5haLTM7lMPIqG0ttbrxYG9LYi0K4vdoCSkmYTK5YIggC/uBfX+a9HzjNz8+n+RetSwycMr46mbDsZccdyVaXggDfVQn78/hb38P/JP0BlUyDnu9j1h+G3beTv5lG6zXRW62EiR3K8gjUetAYZlibPVxcupUKN2ybOU1c87tXN3Eci9JkhrSusLPexTKFcdM7CwXqnscT+Tx1z+MD3q9RNb6fTGN+pMjPaRr9rrCCHlcULhgGH4+Nf4CU30Gx799lDRvfhLI8ArPHX0v5/gh7fphZP7yGA2xSfuRiF1myCg/6fWOfg9fs4PWLo29DWWbtLW8hPPFboFeh+Rjsvh292SVbq9E6coT0xQ+Tl2UmFR0PSEeIXrpjjh5fXDxddwRx8VVVkNlsO/HIH0Y0Ej38UGEfZunHXgjx40FID1NBgLoXy3cDSpN6siEe+ewMbSBiZCNWicQ5BvGIJj6uohwhcXafvunyPfk885rGRvQZfV0n/+qu10SR17MK3/LdR2nsWLz01Catep98KUuhXMa2LOZPnCFXspAiYtwftlr88LkynruZwDDddgu71xMZ87JI6zL3HG68WGP+ZIliWUeWU0zN5WjXnSiiVEixxGxWuNwFgYhvBSK4u4kkzeJGM2in65Mr7hPxxOPcxM8+dghTENIhOwxRomPMeFDfFjfYIHQTiFyOIm1juRtAKuWQzavUNjeYmsuxdvsqxbJOOpMmDHUc28bqmjR3qnhuwMr1PSqHPSoLedyBcMYrlNOJnC128Ktv9Zicy6GoQWJkkytKuK54XKdpC5mglkaSJWyrx/R8jlxJY+tOB1kpcOPFXUoTIrZVklJoaRm7J+G7vmD1yzLFsp7o4nVDYe1mi6c/u0ZrdzCSMKeoGhOzhyiUy1Ey4BnsXo+bX6+SkjyRSR919YoqRYiP2FxMzGYF07+6zdT8ApvLu3woU6A65vEfWy3cqKN3wxAzCHAh0WvXcjl+9tffytLlOl/8o7s4fcF/0I2smKcP4pAcMWMvT1e4c3UjQTpypTQLp0o0dyyqayYTMwI1MvIiC0D4dvfQs9nIplmi23J4/vMbnPsvDsPUU9BdxO89RBBp5GMDklQQJKYkQdRZ2c4bCDcepo64Cec7HdKmidrbE8cZkezcIU+AhEHPKNt6uEjEN+fYGe9Kv8+RdJo3v/cwhXKVysJhZFUiX0pTmtCZXyySKafpNweE2xaTaZnj5TT//NAhPqJ+mhsv/Sxp0yTU1IQQGPghPdvlDaoq2PmFGww4DXBfM5jYue7gfPx+Hf/9pG8gir0c+Pf9f8yDSPk+UoRmOIaRJNvFj4lZ6XaxhK+pyealNzWF2rfpViqERz8hUvWcsmCrmwPUXk/Y4859nQ9NTHBK12l4HpcsC12S+EitxsLqCla5PHrMkUuhHL3nECEKQxubfdb76Hs8zHY/aF4zLKFLxgMRwqPqMtm8RrGsA91k7BPI0j2fjeE1rM8fjrcd5PM0PA9JSiXpl2lHkI61npUQP1/d9debXf+aKPKEYKYhrcvohpBZ5Uskc2hJkrj10oukDZWMofDwsstnXrqWwKyxLMrI5ymUx4VdbcREbu6YGHmR/KZnFRZOllh2m3T3zJHgkcAXs2TR3brohoIfhLhOHy8qXp4b4PthpN2XRoJWHNvnE7/+Mooq5vqVyDjHMh2cgYByTz8yhW25bN7tEEQ8l1a9z86qye5GD88NMPdcMlmZY+fGqSyI5xAWtD4r1/fw3ID6VoO1WzZTcwtIksTMkUXK0xWaO1WuPrtGJkcypgASDoGiSkzMZnEH4gaQK2lYpsvKUpPSRIZCWU+S2QLfpra5kQTj7K6LyN2xSVGgDy0W8d0AszWgVbcx8sIsR03LlCYzmE2bIAgx8iqW6XLt+R3Mpo3vxe5zQu5TOXyE8nSFVq2GJAuyWq+zjawE+J6CrEyxs9bBbO0wNm2QzanoWSUhhFUO55HkLlt3ltGzWX7zl57lwYvTXHzPIT68tkbVdXEj7/iq5FBVuqw7Hb7Q7fJJvcUTR3L8zH/7KJ/815eRZZV2w0wcCyVJGrGwnTw0R6Nq4gzqzB4tMDGbTaB6EWbjMLdYZPZYISHkNaodJEnC0AsUyuPsrpt8XzXFT05O8hv1a4SRnMzTdbK7NZysgZPPJ7PQuDsfnpHGzPhctTriTBbfcONOS4LEjUxiP8Akfh6IikgQkGk0cLJZnux0eDSb5c3lLMceGMe2XNK6wuxRcU5+WuJSv0+loKI15Yi3omF3urSiY1NsWyTqOWWe6fV432yRfs/FtX3eWSjA7KeF3a85ec+ce7QQ7RvVDMPysN+xD8/v4zAZYAS2j/8fn2/8GsMbouCAf0IiO5MkelOTuNlsMhfvzYeguBAoIpAoKvBKc4K0KeBoJ2tw+vR/4IMTR9l2XZYHA5YsCy8McVd/iEF+3+9dCgI8SRo5BiW6linbxs1mkR13ZHwx7P4Xn9eILDGexcvyCBFzEKEoA1lmMN2mGwi5q6JJ1D1PfIY0Ndk0qFGkbiKLZJSrMCz7S/k+5qkBVVeghpXDeVxXbCTMaCw1vPF8fb066zVR5D1XJLa5kawrhskD38eKjEwc22f7boe5xSKteh9ZlahvbbJw6jSWaYrkulyeIPBFoe+aojPLZqmudqiumuiGytxikfnjRbbudmg3WglEG4YBelZA23GH3jeF81gQhAxssTsdn86gGwpWNxAf4HQM9RPB0CIuNnbK6zRFVwwOurFHbbtHZeE4jt0n8ANsq8fGUputOx0Gtoem6zgDG91Q0LNKEm3r2iGW6eIHIc7Ap5jTadXFuKI8XaEQ2eXmiiWMfJ7rz38pMfABIsVCKonM7XddBsn1lqhv93AiAmSnaZMtpSlEjHstrZAraZjRnN+xhSLAk4VToRpveJBI6wp9U1yP2aMFAj/k2nM7LF1uEAZCOREEHu4gZHZ+gVyxhOe67G6sIckyx8/pHD5d4cYLNayuQ7uxTr/rMzW3wNT8AgC762ssX1nnxPkJskWNykIeSeqys9GiNF7h+gsu4xtLPPUPH+R7l5Z43rJoBc3EP77VJ/KU38MLQzzg/T9zjuKuyx//1nV21my8qHuShgpjHPO6t9ui09xl0Z1gYkb4A+iGwpVndrAtjyNnxphbLJIrakhyk8a2GbH5NXTD4MmP3eTnf+wM/376WVrdRdzOw0imiTVeJpRlNNNE7duJVEx2XXxIIP1U4Ccw6TBh6yC7mmB0pp2SpJEZfKBpSQEIJAmj0eD29R/lA/1/x0cLOpWCSt3w6AcBveVdocmHhEE+p2lggdcL6QYBtxuHGBvuuG0B/0/MzNDc6bO73iWry3z3oQafkX4XdenH92H7wE865ZhtP+IqN8TCT74mjW5a7jG54V7YHvbDfBzDIFA1nKyBm80iuS6ZPZGu14v8DwJVo3VsDkqXQHIYeDlY+F2RQbDxN0mvnko82yPVKXapROk9v8TvHF2k5Xl8tt3mectCTaVYGQygcxZfXR/hUBwk+Q0z133HSXLcD87Fv1FYzXDccHJNo/GEGFGoIFnUPQ8VMV677tp4OREvG3++vtGKXzf+O2bX0z3GV7pd/q5qJMFZN2ybG1/7VWZ4WRzLqx01+zpc/81fruPTW+9RXTXZutOh3wtExCdilhnYwvjGMh3snkurZjMxayArfkJMC/wgcbjzXActLUJgJmYOUV11kBWHzp7N0mUxU6wczqPpFtsrnSipTkmIfnHgS+CL2bVlurgDP5GNtZs2vhvwyBOHcOz9Lt8yBUvcc2Fs2kCOCmi7MUDTdVauN1HTBTRNJKoFQZR9LocsnCqxsdRGN4xoRpxKPpiSFHEEInOJMEhRmpjCtnpIskx9a5OtO8uYrR08N+DQsZM4A5+tux0qC3mMvLDnLZQFEUySBDwfRs9vWy7ZUhrdUNi62yGVStPdC2na3cSLfmImi6JKbC43WL2lcPKhCSGzajuJ7FGLUvE6zQEzRwtouswLn98QZMJAjFqcgS/CatLQbe2JDcbWJkYx5NSFEucfn+E3f/lZxiZnmJjpUvm/2XvzMEnus87zE2dG3llZmXV1dXX1qe5WS2qdyJIP4QOEMRaHZ4Z5Hg5z+WHAswPPMGMz8IxnZ+EBlmXNwgJj4+WyMfbYwGLLYFs+hC3J7W4d7b7VXd1dXWdWVVZWnpFxx/7xi4jKqq6WxS5otA/+PU89lUdkXBkZ7+993++xJ099qUdtbgFV18kVS4zsniJXKnH17CXyQwrTR4aYuq3E+N4CZ59ZprprH611nd/9N3/Ph3/pPr4xFvLYzAwWiODulMHLsZ5eQwOeBLww5L27xnjorXt49osLrC50cew+nqtvYWHIspK0FhZmWoCotBTKBofurrC21GPmTJ0Dd1YYmcyhajKrlR6zFwXtT1yfOp/8vTN84H3HeLf0Uda6B1AtHadQSGhusWRroCgJEj3O7BVH8JGBBMQWj+2KabGWfHyzj+1o4yCixaXeSK+88kwJ7/lf4Nl8nv4dXxMl90AHa4yzanfzudrlVPkk6A00xcc9+z+jNguESm0z8JhTnG2lWNknMa5kMDsulunxbcUsT+aWiG+7g6X0QalZGNC2H+CpJ8caZfmJm9xL6NPH6/K1zUDYGxmhXy7jjq6AviCcAucnyKw3ku37uiYydqcs+u6Vp8Q56B6gcMVGcUSFxS4KKmOopHCzWe7PCI+Lp7pdTvf7XLVthlWVOGzK/qZmgew4SJqW4A3i7yb+3uQgQDfN5Dt19U19gkCWCQfK+9snAVuQ+I6zFcxojQFCiCwfgWQJdHxdw2g2SXU6Cfsi3hfJ97dMDOPMPFSEe5/W6zG/dgQjuxQxdVSBRbLDpBKifhNWwz/2CPlWkP8fPnoth8f/6CK27dNctZnYu1+YyMRa3bKC7ykJynvpepvluQ5DIyITbDfWRU/d95M+dakiZuK5UomKu4vW+iySLOE6sLrQjdTu0qiazI1LSwyNGFFAdyKZ0w0KQ0LDfOZMHRCc85hCp2oykweKyTE4lo8TlcE9J8BzfVRNGNrMvdhk6Xqbkckcdl/0uWVZSJNm8gWWrs8zsbdAvysDForqICvDdFt2ZPSiI8tClEVwzVNcPXdetCAyasTbTrNr/wiNFZOFmSsJGG11oc30kXIibGJG9q+ZvAaRMYWsSFTHs6wt94QmgBbS3rDQjTSBLyh9qiaLqkbYgmCYT33oAq9/bB9je/IRJVEjV9JZr5mM7y2QMhQWr7U58/Qy3ZaQ7Y2HAATqmJ0mCzMNAW7LGBy6u8qJz85RHB5h/x0Kj3z/PRgZlfMnV/j65+ZorMxSXxK69SOTuzl83wPUlxa5cXmF3fuLlKoGh+8dYfH6Et2NEFXL8vmPXuah757mF8fG+GSzydkW4uYW6Li9XcyrXebtLldsm9OmyZunCrzr39zBFz9+hdpch9qNBql0BiO6acdDNwwcC84+s8K+OxzG9+SpjAs74Wvn17l2rsHE3kJ0jYnr5dr5dSQpg6wo+J7B69oqvzA6ynsqT+F2vgcXUR5VXBenUBC93YGbJ0TBLip7xj1TL2WIQBcFjZgbHcAWMF78+UH6E2zVso8nEal2B6N5JMEI+IZBZnU16f+62Wmahx+A8knc0mlQu3iZshD3yWTILy7iGQa5+3vMOg55MR8i8EOqqkpJUajl88iuS6rdTs7roLTt4NjRnW4gk79JIEdRtoAYt6wralEocRlb7cLIl8Ap088chRdvSwJ9jKJ32ScCvVMWXgSNB0i1XxTrcxwU28CXywRyHz/b47Rp8nizyftXV2naKZDBChzGNI0aoJm9m/roCpuldjkItnwvgz32weewtTz/UllyoOtoZg8nm0FxXYy6UN+biwJgVVVR7FAEYtsSk49ogjBYqt/OThhsExnNJq45RWV3KwHlegy442n6FnrgP7chSVIZ+DgwDcwC/zIMw41tyxwH/gAoIJSKfzUMw49H7/0J8AYg+kXxzjAMT7/UNl8VQd7zhFiL6wYoqsTitcsAjEzm6DZtzK5LcXgEWVZYWzTIFgq0G+tksgNcUtfFMnuJX3w8rF4PI5NldUEBXArlYaxej+VZgRQe2Z3ljodGsUxXlMeDECOTieRVBY3OyGgDlDoHs0uiGOdYPmbHTShnYhmh/pYr6pQq6UifPiBfTtG6YpIrliLgnxwdU5+JvYVIWEdJUPAAmi4nFYVYwa7dsMkXU7TWbXxPodN0aa3byCpk8xr5IY1e26FUqdILuoltbKEsJ5UJzw0olFPUeiITMTsO60u9qIoRkM4W0A0j4Y8vzKwwMplj194Ci9dW0VMGX/rkDLsPlSJwXBrIUSwbpDMq9eUe50+sbAnwkhxSHB6hUB6mdmOW4rAhevkRb////sB5JLmA2elw6O7D9A2Jju9x8K4Ka5FPQbthsXTtKoHvUx4di7AIcOaZ6xx/3QTl0TSlikEjkmbtNCf56G+9wL/42TsYm67yy+4Sa1wQN2trLOFy1zJz/J17jRf6fT5rtPihHxjjx4aO8JkPXmD2YoNuW/D6YwyGqumomk6hXOb6+XV6LYd9t5cpj2Y4ev9oogVw7DVjHLhrOMFFLMy06Gz4jO3Zy0f+1+f5qf/yAL88/gRu7VGU/lYfcDufF6Vl1cQzhlEtSwScbDbJqmIVuNj0I8m6dgCpJXx5Nnu4YVy+jehTnmEkaG4p8MmurW2pCgSajuwLnXyjVsIKXguAWp+gNDsTebAr6KaJ7Lrs1jTGVJX6UotMXvDvF1yXeTtk+61+U69+Bznegcx+e8ae8OgHpGx3GtvBeMkwp0TgjqyAFddNqgOK41JYXBrABChIQRnFuYjsOrjZbAJM83sCO9Efnmb+7M/zvvJJpOu/DFoIpdN0pj5KVhGugYO0M4ikeAdQ8YNWsVsU/7YF8UGgXagohLcIoPH6VMtK/AasyQZrF5qEQUivZXPfWIbHZRnFcROb4i3UPG72u49fiydDamR9XB5Nk8qoHDhQZCHChfiaJkxsdP2m/fsnHeGrymr2vcAXwzD8dUmS3hs9f8+2ZUzgR8IwvCJJ0gTwnCRJnwvDsBm9/x/CMPzky93gqyLISxIJNUrVFKHAZPmMTeWpazKO7dNtNpMbbKCI3qhl9iJwnlCuC4KATC5PriQAdXHPu1QdIVcssbG2nKidBUFAr+1z9VyD6SNDVCeyuI4wHykO5yPqmoPrBlTHs9TmOkwdKiU9bgBVl8kVJfLlIHGAi/8DpKPADEKiVVYcZFlOENcg5FRTaZGdZ/IajRWTa+fXWbrWxrF9Dt87Qq6o024IS9wgCKgvCeOcUrWQ6AOomoYsK5jdDpLUI5WWcGyLUjWdsBIA2g2hRRBEgJvYda2xYiJJciSoIyWuegBmp8NIJCJUmchGWWkDRZNZnGnRazn0Wg6LMy0eeuseVE3mzNM1Lp9eQ5K2gtcq47tQNY2JvftZnr1IZSKL2RElf8t0SedAlmW+9tkbPCxPs+foEKEkcAmNFRNVkykOp2iurSY2wqWK8B+4cPJqUiYvj6a555FdXDhZY6g6zuf+fIkj92d475vH+PD6OqfXhfUrgZ7YwNLWqekNau4qVhgy7zj8+KNTqJrMzJk6juXQ7/VRFJ1M1IeVFYV8aZhOZJMbBCGVcdEOGhrNCEBe0yFX0hOa3bVzDWo3rqPqef7ov57C/p3X8++rv877Z8r49ddC+yipDeHrjSwQmoEsE0SZUKy9Lm8TjUmC/oADHdwskjIogToYSOIAEPd/VVsgy2VXSJImZdno2tU7HUKlhN9+M5m1tQSVPQggs0LRr09ZPpMHBE32XL8P1951Uz95JzEXX9cSypsUbKXLDXLWX2ps+Yy/tc+v9XpoPeg63wF6E21DQ+vVttD1tAGXukEA4CAYj6i/nup0yNVq9Id34wPh6Ncj/AcQ6FiBcGRLfArgpmw9ORdR1pxQ/eSdjXQGR1xpiYN6PAEIIrlbyYiqPq7L4eO/w/Nf8jl8b5XADxlW1WSCs/27GBTt2V4VirermyZ6zwRzCt04Szaiv66HoVBxjMCQr7QYzqusXP8Y8Ej0+E8R3cItQT4Mw8sDj5ckSVoFqkCT/xfjVRHkwxAkSejBx71bEMhzWZbwPQnwCQIR0DzHIVcqYZkmzbVVkZ2bPaxeTwDwUgaWaSY+3IXycCQFKtFtNRO9eMf3I7e5PsOjGVKGIih26yZGJku/Z6IGMpbp0mtrXL8Q0m3WUHU9Qe8HgcjuAz8gW1AZ3ZMn9ENUXUjjqprM+nIvckCTcZwOjtXH7LTRUwat9UXe/K8OksqonHpinvkrbUrVKkMje4WQyvUl9t8unNG6LZv1FRPPFV7bsctazPOX5QA9ZdBu9BgaSWFkbHIlI9HEl+RYgCYkndPothx0Q6GxYopzrcgEPoSBqIy0Gw1cp89r3zZNdTLHFz8+Q6mSZvqIoP44EU7B6nm0ZStRg3Nsj4WZpqAHqpErWQQ6qy8vAkI+dhDQGAQh5dEM3VYTSQ7od2Se/dICi9fblCoGl1+oo2oyb3zHARzb58LJFTZWVxmZnEI3DME0UBSunb9CZULo6Q+NZjh0d5WZM2vkSxOcfGKOn3njJJNjGr9CjbPBjEBHx336OLtvHuerhQvM2iu0yj4/98MHGPp8hvnLG5E7oo1lRhK2imi76IZBv2vx/JOLTB8ZYt/tw4zvyZPNa5z7Wg3dUJk+MkR5NIPV87hmrtNrW4Shz+f/4jK/9v37+XLnMqfjCQcCeS65GmEqyuIGVctcdwu4LFQUpAgsFcuhehHQbjsSe0uwcF1kIiMUw9jMmOObesTNlnyf0DCQHQfdcfAMg/xyjcz6erJuNZJ9dbOiOuDk86x5HguOw7dFk8NCOcUXFtsoa0fQeuuCyrUNCQ9be/HbXxscg716X1G28uEHgvOgZG5s6xqX82MN/xjFvv0cDC4rBaJN4mayCQrd6PUINB03bdCrVoV+/PBV2PdBNK2P29krqgWyQ16WaeoN3GwWo9lMtrPTGKTLDUoRx4j2+LtUHWdr8I8NmLZp3MfrGQTUlSoGUlSVzEd0uUDTb6qIDF4v8fXgGUYC8Ivtaz3DAHMq0jvxGZnM8WXbJleroXfaYt2vcJD/JxgVSZKeHXj+wTAMP/gyPzsahuFy9LgGjL7UwpIkPYBQY7s68PKvSpL0n4EvAu8Nw9B+qXW8KoK8nkoJqlwMDopKxDcutZK+dZyhx8YimbzIYj0n5rkrUQCPlgsCHMsSvOco88+VStj9VpLNZ/L5COS2Ibj5QwajU3nKoz6XnltBklLIsjB1CXyNkckpcsWhhOq1GVwHxDg8Hc916Pdc5i+vMjql0dlIM7J7nNX5OWRJw+x0kBWF5toaD79NIMaffnwWu59h+sjtSVXiwJ3HefH5Gpl8ZBozMBuNLUdBYBbifQqCACObxbH67DtWJvAFKl/PC3piY6WfzGq7TRtJkWiuWaSzVVx7PVmfkc3iOQ6ZnEahLPjRj/7wIayeJ7LViWxUahe95hjncOm5Vewo+Cuqumk9qmlYponnWRSGqjRWaqRzKrMXNxiNrF0BSlo6qX7UbnS49NwqekohDHUmD+a447XjmG030jJocu3CaSamDzK2Zxo9ZeDaQsUvV9QBn/JomuOvm+DF0wL899HfOs2Dj07x7ruqvM+bpwabgR4SBD6Bzrw3w2/25/jExgb3H83yhgd28XPlu/jSJ2a4cHIVz+3TbVpJ5QgglS5y5XQD3w9x3YB8UefwfSPMnKlz6blV9t9ZYWKfUP+bv9qiXfc4+cQ8S9fa/OLP7ud94RKXlkQQlR0nyhJBN9eQoywr6btHGbPsR1rmuk7o+1t68OG2ku+tbEoHaVCBpoProEQ91jgo+JqWIMLlIEDttBPDlEGP8Xhb1kQXDZHNlypp+jmFj2206Sy8Fc0R2SRwS3ocbBW8uQl4F4PNkox+Wxl/W4AffA1IjHlCWUkyEU0V6QAAIABJREFU8p36+LeyRw0isZh4ctDevRtKZ6A9CtN/wg+PGIDBZ5U51qwxUE3GtAzzegM3UxXb17REyGa7iM1OGf7LRabvqNgnKwRy3PaQ8UNB9bVNjzBQOG3aWOUc+UUZdYCbH+9Dct1tm2QogxWkwEdyJcyOoCFP7C1wbmlOVAj8gFDZ2cHvn3SE/+g8+XoYhvfd6k1Jkr4AjO3w1i9t3a0wlCTpljsmSdI48GHgR8MwjL/QX0RMDnTgg4gqwH99qZ19VQR5SZK23CiF8YhCoTwcPdciBHyW2twsAN1mk25rI0HXCxnYDdqNBpWJXUmWG5eydcMgVyzRa2/gWK2k1Gt2Oqiagu+HLF5t4Vg+Q6Np9t0+zNzlDXRDw+w4lEdVZi+eZ/LAITxXgPOAhGoVO9nFynuxe1zg28IrXRkwL1EUzE4H124zsbfAySfm0fQJUmkl6oM7yXEbGRVFU3AtD98NEsS+3Xe2WKYGgXDE01MGuVKJxmoTqxc743mompH09lcXuuiGghRR4CzTJT8kJ6538blqrq2Sygr++/xMi42VPqouTHRyxRSTBwTY7e5HdgHwd392iaVrbdoblqDqSSG+71OdmEqqLdVdYjJw7DW383cfeZGSPoxtt5IKgzjumKsfoulp0rk8YdDmrofH8Z0AOa9y/1umKFXTWKZHt9Uk8APMrpg8Lcy0mNhbIFfSE+fA6cNDZHMaqwtdPvuRF7nz2jhP/+htvHdxkU+sPSUyrTibB/E/4kDPOnOse0vMOw7TqRQPvWkSL/KVb6yYbKyuIEnCxS6TLzAyuZulq+u41ppoBU3mmD5SZulam5UbHSoTGUZ253BsH7u3gd3XWVv0qPx1jfM/fpSS8zt0Lv1P+BGKW2uF6BE4Le4T39SXHuhlx5S77SOmUG0XS9nCmYdEFCYMNh3rYJMzHT+OP686mxMPZZtYiyHLTGoamZTODdfmLxoNqD2K0VwRwLdtPvKwyVnfIjN7i0CblIAj45nYmjX+/HZwXjJiFH987AOTJ9iaXQ9y9dnuTS/LNA+VYPpPyJcuCwOi7gHoHuB0/zxXLAtr+S3JJDJxoduBCTCobQCbFqGDLZhbhcctKPptryWKdwPyuP3hYTqBwBvF1tVf67WQ3Ei0JjbwGaBfbs/AB7Ea8X7Gk4Fuy6ZUNViWfE73+1s+M9iqeKXGK1muD8Pwzbd6T5KkFUmSxsMwXI6C+OotlisAnwF+KQzDEwPrjqsAtiRJfwz8wjfbn1dFkA/CAMs0t0jIyr6CquvCwMSyaDcatBuNxG8cRDYf93gBzE4bx7aS4B47jsX9ZSOTRVF0jIy4YTiWRWOlRnWXoLtZPY/Wuo1jeUwfKTN1aAiz47CxKra5+2CKq2fPkCuVyOQLW8rlqqbhuY4A1UU0OBHQHVRdjyoOm3r51y+c5d43TlJfMrlxqcXYniG8qOUQW8teOHmC4rBG6AtufDwbVXQZot9NnCkHgZ+0IWLe/uzFDXw/DUCp4ice88PjWTZWTIysltDzxLrkCFCmJdUERZbJFVPMnKmzdL2N2XEZGk2z+1CJ7KE8v7u2RtcROgdv+/H9jHy+xlc/PYvnBpQqaYG8z2Zp1lfJl0ze/K/upFnvo6cUbr9/hFNfWCM/JNGPrGuFC6Bo2eiGQrPeJZPP096wuHByFT1qqcT+Bp0NmVzRYGHmMs36GnbfpN1QWV8xyRdTGFmVUiVNZSLD9JEhABautjjzzDIju3M8en+Brr/B3wU1cSOO/7zcZs8e6Hg5Tngz/IZU48Fslnf/4D7umO9z/kSNuRebkeSuCYCqC3fEtUWLbmuF6SNCb2FiX4Gr59Y5e2KFg3cOMzIpSthzLzax+3DuRA3dUPjfvmOSX1F+j/kb3wnWGKFSSHjc9MQ2QmWTOjY4BjOu7RnTdlOU+DVpoH87uL7tKnM7lf7jPu0ghSsW7gHIyjIVVaWvQtPxWXQcckv1LaVqxdnsA99kGRtTtAYAdzvR5bZz5re/lojnRNsIlE3NAMn30bdNnLa0AWIU/EBbQAp8fMOgP5pm7N738D3FIl44xLOpG5ytzUH3AGfXGgLQ1zwuePaBypimcSUzR6hMiO9wQKjG17Sk/K24Lt7A9xdEFMdB7YPtYjix2NH2YLy9jx8oMlqvJ5TpNClSrVQ5bZrkl5aQXWcLZS9e//YxyLuP998qlfDKdYyMxtyLTV7z2F6sGBuwg5LhP8PxKeBHgV+P/v/N9gUkSdKBvwb+bDvAbmCCIAHfC5z7Zht8VQR5XU9x+N77sUwTq9dLytCixNsj8CONc1khVywlvXAjk0kCKoCRFdKk9eUljEyGQnkYx7Zo1teSEr2RzRIGXbEdWUFLSYkkref6ZPJ5uq0WCzMt9h0rC2lY26fX1pEVmzseqgjr1F6P2lwHSRaVCNcRErVmbwGA0A+Z2FtgYl+V2YsXk2PtdwXS/m0/doR2w+Krn5pnZHI33Za46cmyLB63YPLAIdaWVxjbk0uyct8PcS0PWdk6G45bHIHv0240yA9pdJou5dFh+t1V9h3bzaHjVU4+Mc/lF9ZwbD8CDqYYm8rTrK/gOJGLnGEkk661xQ4XTq7Qadl0m8KZb8+hIW5/YJRPt1s81RWo9wdzOZ7qdrntjRV+4u4qZ55e5uufW2B09x66zSa+t8Frv+dowkJo1i2adQvb6jFsFBLOfqw7YGRUMnmNib0FbLtLZTxLt2Vz6osLVCeyGBmVS8+tsu/YA3iOw9zlS1ELRcJ1A0Z2TaMbBu3GOpdPr9Ju5BNnwspElssvrPHMZ2Z5+/jtHD4wzgv9a9SYi05mTtCq4l59+yhk5qB9lK825/hq+Vk+3GiQl2XG7tN48A27+IXRUTqX2pz7Wo36co92Q4gLWWZA4DeY2FegPJpmfE+efDHF0rU2mqEwPJph6rYSl19Yw/dDTn9lie+YzPGRe/byho0L0D2AZ4zQHRtLaGnATT3T2L4z7s2zjTYX/x8E2w2OOFPcCcwW9/AHs0UpagtsLzHLQYA8oE/e9EUmZ8hyksX6moY5MoLW65FqdzZd4XZQtkv2YQd9+lu9v30SMDg5iAM0MXgxWtaLAGmDY6eefrysr2n0Rofg2H/kiGEkHvJXLEtcO83jsPrI5soibYZpXearuRkU594tZe/BXvp2aVrYrKIk7ZFtkzhfuTnH30k0J74GjGaTjd4ugnyYOH8C6BGFM55cbadfxuv1ByZ78fKxSmD+2H/Fc3fT2rCxW8K/oFYqoVoWejQRfiVH+OpC1/868N8lSfoJ4AbwLwEkSboP+OkwDH8yeu31wLAkSe+MPhdT5f5ckqQqIAGngZ/+Zht8VQR5oXg2H8nQ1pLXRdASQScem31o0YMW5XYNI5uNyu/t6LM6Y3umcSwrUYZzLCsq61vY/S5GNku+LIBptunh2D7VXSNk8nnWa4uYHZdMXmNkMsfZZ1YIghJri4LS6FgWkiwunFxRoEhVTUZXpKREXKoaeE6QyNPGAc7sCAe5lTmLiX37E/leAMs0OXiXsKy9calJKq1QuyFsGzVDwY9sYUFov8foepGFawSyQragohkqmTBLu9Hg3b/5GgA+86eXWJnrkC8dZuHqs0wfGRJcfEVibCqP2XWRZYnl2SalapV2p42syJw9UUPTZMJQZ9+xPMdeM8pvrq6w4Dicin60HlBRVU70epxOp/m+75+KJg996ks2M2dcPvKbz/Pt7zjA7gNFlm90mL3YIBfZmsbVhG7LTvp5MZJfqAiKY15b6DJ7oUXgB2gpifrSIo5lJQYzAoehsDx7DU1PoRsG+dIwK/NNLNPj8L3VBJDXXOvzub+4zPBomnP/+hC/Ndzk8dYVzi6T3JTj/nwCyovQ+LFE7hWjxpVII/9tu4s8euA2Tn9liYUZMVEUqn02zfoKY3vylCppskWdUjVNc62PY/mRFbBBt2VjZDSe/KurlL6SpvWf7uEnb/wpn7gxCgvvINBTuEGwJRDqnXZCdYoDsGcYCSUOSPjXsHmDjl+7VQl2MLuMf3ODQT0uHQsGgJwsE08IQkUBo0ZJURhWVQxZpua6QtkyAp3FILfBoLy9dJ/I0fpBIhC0pZIQC+IMrONWojjBQGCPWx7b+fXxekJFIRzYD88w8HUtsX31NQ0qT/GWIYWKqlLzPK7bNlbrtuQ6iTEK2bU1uiWd3dke92XH+HR+CTdtJCI38Xm71Ugy8CjAx2OwFB8HWtlxYAeK2vYWTeJpEJXsgyCkpKookXFOqAjL2+S8RC2ZnTju21kBP1WpsPKNLs21PhdOrvIT91f48q5dGM0mmUbjlVe849WDrg/DcB140w6vPwv8ZPT4I8BHbvH5N/5Dt/nqCPKeR7uxTqE8TKE8TLuxvllqj5zKgC0gt9jkRFZEidkwzaTPXl9apN1Y58Cdx7F6vahvL0eANxndMJAk4UE/ultP+Oe+H+I5TlIZWJhpkspq7N5fpDyexkgPk8nlE1BabI7juZufiScmIgtWNuVRZQGUW12YQ08ZlKqHOPpARrjNOU4SrAPfp1mPeffRhEaRImlbn15XeM6n0koiGOQ5TnJOZEUmlRUlfj1l4HsdVo0Q93yL5towqfRwtD8Suw8NsbbQpdt0kBSJbtOmb3qURwVmJJ0Vxjndlo/rBviuyUNvPc4TqsWHlurMO464qXk5vqx2yZcuY8gyT7Tb/On6Osd3Zajs0Xjw9RMc1mQWr8k8+VdX2X+sTO1GB0Ut0VpfJfBDCmUD2/YplI2IUaFTX+olDIUYgS+olhU812X3QY25FxeEX0CEJRA+AiKr9X2Hfs9B09MUysP4ns+Lp+scvHM4CbhL19usLnT5yt9c53/5yaMcT6d5j3+J2eaI6K3GKm8gAnzcu1e7QgHNKVPzcvxhZ4bPtuZ4JJ/nkXvzPPrtYyx+ZYWZM3UWZlrYFjRWTLpNG91QKZRTlEfFxK4216EysamjnivqNFZMPvf75/nQz9zOrH2ZU3wSu/HTKBFALM7sYuU0zzA2s85ICz8eg4p3cLPJSTziZW6i3sW9el1HjiYUchDg6fqmS9nAMgl6P9CxwhA7CBhTVSqRCI5XsNAWezsC3XaqJuykevdSYD3YlMXdXv7fIpe7LcBvOReyQqBsBkW7kE/kawNdx6720fZ8nGPpKk3f58sbPiz8INqNuyIcQy/predqNbr7RimpKjlZJi/L1DOZmzjnt5p0xZoGTiazBSMxyJKIDXfiz8QTsvh5PBEMdB2t16M5PU21UEOVJ/Fcn33HKnBhEdUW2bjPJjZgS0smwnQMVnTicxTvS0lRWF8S/hxrSz2+qzABxmrSxhmU8/3W+KcfLyvIS5I0C3QQ6jteGIb33Uq5J+oV/B/AWxGk/neGYfj8S61fURQq47sEf933yRVLiRBL4PuJFSiQBELHspLAKlDuTlKib6zUqC8tMrF3P91Wk5HJ3QDU3NlIbS6yVFRdZCWFZwY0632MjMrG2gJGRqUwZNDesEQvfG+B0ckcK3M9YRsa9eHjbRuZDKqmR60FH1UXdLG4zRCPuN0QBH5E8xM0PFXXBZ4gykgbK0L/fH1Zot2wEmW+wA9JpRR6spT0zz3XSTLYWKs/DIKIc+5z58Pj7NV0VitpsoUb3LjkkskXGNuTJ1/U6Xc2wWm9kkOpmsax2uSKOo4t+vmdDRcjoyBnVNKjaT52vcaVVnFrduuU6QQ6ndIZqqpKzXUT160DqRRvfNMk33jqWfbdMcTqfI/i8HTCgFBUjfqyqJAIbftIzjea3HhuIAxpUkJBsLFSx/dDGitZJvYVIu2BPo2VLql0kUw+j9kBSfYwMiqO5dBtNimPjuHYCqe+uMBdD48zFJXKjYzK5dNr/NmvPccP/Kd7OGdZ/GG4Qi3uzceBPpZ07R4QjyNaFF4O9AbzmTk+nJvhw14OChe4f5fD8YNlfnv3Xbz41WXOn1xh+XqbxoqJY4n2S3k0k9CNdENJlBPLoxlqNzr8xftO8eHv38dnjnb59/VzeOYUtjVCLkK+xyVmO59PuN2qvTVIx333QNM35XKjkm8iijPY/90B7T2Imo+rAYkVKiRZn68JtLqvawmIcUzTcDoeFVX0pMnMofckZNfZksHHPdst954dAvXLHZK/meVDDCjcBuaLM3dZSY4r3m5MJ+uMjNAbG8Pf/eVNxbvMi9ybyXA8k6HueexOt5nPzKG4RwVQzvdRIlW9QNMjjnyAF4bMd4bQoklYPEka1DXYsv8D+5TqdJIA72QyWyh+CVgvFjsaqKzE6xp8bpVKTKsqnu3jOgG/16hT6wyxN6JHytG+gQj2gxWe+Fq4iUsvK9j5PFaEZh8aMRjdnWPGtlGbheR6eaWD/KusXP+Kj39IJv/tYRjWB57fSrnnu4CD0d+3IeT5vu2lVhwEAc36KrmiAEblSqUksDuWRbcV2WlqOo5lJeh1wesOcKw+qqbT3mhQqlTFzdyyqC8tJqC4TC6PLCtk8gU8x8F1WpRHMyianNixitJwJMbTd9GNtOiRN20qE1muNFYTpLwsy0kPTdX0aH8UUS6ObGwFF1zw6GOAXAy8i3EFqqYjy6KNkMkXyBVLLM+eoTKexeq16LTyyLIUldTETaBZ7yfnyer1EoCirCgsXr1CqZKO+sErPPTW1+G5AZWJLN/5rqPYdYvZixvUbuR48q+uYWTVRLLWjYKO1XMpVdMszLSiACsnYLi65/HXzSZ0HxIBPjMnrDbNqSTzXctdw5Akmr7Pmm3z2VaLY2Npdu3Pc/+bJimUDT70X04yVB1H1bQEQ6BqCs16n5QhstrYUKdvCkEYPaWQLeroKYVe10VPKVEPX5T3RyZzrC600PRccm56HZPqRBar57GxtkC+NMqBO+7lwskXOHBnhdE9ecqjGSG8tNzjE7/yHN9x7wg/+KaDfO/Vq1xRu+L4YrexQBfPB9TyULubz82p6KLWORVc4JJVx5Akfui+Yd60J88XPzHD4kyLIAhprvVprvXJ5IXMcMwqMDvChjiurnzqQxc4dLzKX/6LL/HexUWuXPk+vObxhJMdy9/6yiY4bSeuc/zeFgT5QEa//aYd92WjL2PLcoEsv6Q8aRyYxzWN2zoSa40urz06xFe7XT49+Ul6Iz9DfnFxy7YG+/7ATZn6YHae8N53UMC71fFs5+PH6xR/1lYUfXyciizoZpomvne9IT5cuMCQojCpaXyh3RZ4g9Jp4FEhBRxVS/ReD7uQB9lhzfOE1W5UGdJNEzufR+v10F0XIr774ASMAQnZQNd3ZE1sH3IQ3EyljCZlga6L9RqrVFUVHRXXcYRAUfMe+sNCWTGAhMYpE7VlourAoKxtbEzjRRMCr9TGkIQbZaGcQk8prMQThG1AxlduhAn1+p/j+P9Srr+Vcs9jCFRgCJyQJKkUIwK/2QrbjXWCwKdZX008vEvV6hbFtDhIwibYzHNdnIgr3I6c2ArlYZr1VRHUo3J6Jp8f6F8LtTcv8lHP5LUoa/SxTE9ouyMMNSxTlK0LFRXHtgRHP5pgxCp8AlntJvs36F4mArmc7L8HiS5/TJmzzB6O1SczuZswzLIaybj2Oy75YopURsWPjHA8N0DTBY1wkPIm5Hj79NorvPVHDtNt2YQFjaUrIns89uAY3SGN1ANlHn7tGPc8sou5y01qNzrohkK+pfPi8+uEoc/hrIYfhFimSxj6pLIp7J6LF4ZgTopg5uWgdBojfx2tMEunPR0FxH1YXg4rynyf8Ga4Yt/gG798L/1Fk+efXCRX1Om1V5Ekg1RaRjNUOg0LPaVwx0ND6IbC7MUNGismdjQJ21gxmdxfJFdKkSulIg0AR9AELWHnWxnPUl/uJrRJIHIgFJOZTnMFx7ZIpUtcv9Cn3bA4fN8IB+6qMDSa4cXnVnnqU4tUn1vl/T93G3+Z2+CPF2e2BG8R7Ad+OoGO0teQfAOo4OUCcSO3xujoDX7XOskTnVneXa3y6KN7eP7JxUTGOfTD6DwLUSDdUMgVI81v00M3VBzL4xtP1cifX+dz7zrG7973Jd7fPYDUGd9i+JFka1ErK6aWJdl2/BuKM9sdJEq3j0FEfvw8dr/TTXOLtW2g65ul9cAHvUFO3sRThH6IJkmgdnGzWSGRuw3sNlgCTqxnt2XygwF/p4CxfQKwHci3EyhPoPzFNmWE0p4bqQt6hgF6JDamit8lmTmsMKTuedQ9j053AroHkszaK9fpjjXoxhPC0mk0SRLOfV4uabHslMHv9Dz5ruRbtxgGR1xaj5dNAJtxO0DtkpNljKxKY8XkVK8HjQcwh0MKi4s3tXNulcEPTvhU2wK9gSIJjJOg7/r8yvIyqU5ni8jQt8YrN15ukA+Bz0fE/Q9E6j63Uu7ZBcwPfHYhem1LkJck6V3AuwCK2Qzd5qbtK4Bl9lhdEKuJue5GJhv5yyuJml3g+4n4CwhAnKl0EltQWRatgEJ5mG6rSbuxjmX2EqCc2XHotGxyhbIQ3cnn2aXpzF48j6Z7ifua2XFJpZRESW+zDC8mGZ7r4DnOlmOIM291240o1qwHoa1vdjqJYU0s37syn8fq9QiCAmbXIldM0Vgx0QwF1w7R9E3gjNkRtraW2cMyTe58eJz8QxUOahpWEHDt3DonPjfH04836ffW+K4fOYy/r4A0bjCtDFFfEpznTsuhVBmhWV+N3P76ZHIlVK2FIktM7CuIGX+c3coOpeINSopGSVE4n7+O6ytbs9qo5D0bXOC3V1Z4R3WIex7ZRama5rknF8kXNepLDs018f3d88gudu0v4kb9+dNfWWJ5totuGJQqVRory2iGghKBGDUjvl68ZHI2sbdAY6VDGGYFrVAXFSDbskhnVHrtDdJZ4e++Ml8jCFbYd3uZ6kSWdHaChZkWNy61SH3wKj//8Di53S6/2+iK4/ZyqKZHqIRJgJPdzRJkIMsofR11Yy9O5nbCdAfaR7mkdnn32GeZLi3xlrcXeefwPnYtuJz47ByyIiUOhoEfitaEoiSAw7jCZHYdnv7bWX7+sX3wyAd5/6yOGbwHvWcSKDJqdAP2ouAZZ66hLJTMZFm5yc40BmF5A6CuQVT1dsoc3CxnGh83bBOm0ZvkZBmr5+HYYhKjSlKkxW8kfPydSr+DCnVJBWK7Cpu82Qe+aR+jrDxUNi1qZddJtPe3C+7EAVd1HUJZSRTt7Hye/pGzMPEpcV1bY6Ru3IYd6DyV/QOu2zazjgNzP43U2gM08Q78LZRPgtoVDn12kVK6ww+VhzmQSoG8kZSuB7UHttvN7tTv3mlseX8H5kQ84opPYo0bhomPhQ8Q6ITyZnCPKzmD1RxpW4UgNklK9jc3w3QqRbth0W06qJrMrG3viDd4xca3rGZf1nhtGIaLkiSNAE9IknRp8M1vptyz04gmCh8EmBqrhKm0j2UKBHTs+iXKxApBICc69Fsd3PIEfpA40MUZvtlpk8kXEiqY2e0kk4K4PK5qMlpKSLoWhqqMTU0jK6JnHpfdVU3j2vkzlEYE37oykeXsM1cpVaoJfgBIsAEQc82FElyc1ccAwnjEmX6cicdCMfG69JQhaHXNJkEQ0Fq/xMTeQqIEl0rLWxTvADzHod1YZ6gaoKcUDuop1nwPVZJ46Lunue9Nk5w7scLCjM8LTy6yMtdh99t303mxSbPepzyaIZvTaK07IAWoupwcT2zGc+h4lY93uyKriQJe05XoBS75eF9kL8lik2w/4p7/WurvebzV4rFSie95Q5UjHYfpI2UuPrvKc18S1MPmmoUsS5SqadI5jTsfHse2Fwii0ni/F+BaPnYQIssSWuQIqEae9pbpJb37dsNivdZgaGQUVdMwO9A3LVFF6HRwliwqE7twbZ/nn1wUuve7c0weKGJ2XBZnWvQ7Lr/xH+/h1MEvc2J5BtpH8TJjSOu3g94k9HJojZ7oiUcGIGokXKNoGp6Wg/Zhcc7qr2U2OMnHvFlmbZt3DA/x7Y/s4sm/uoqqyWRyWmIpHNOacsUU3ZbN0rU2ekph+Xqbpx6/zs++ZYrarhZ/wW+wXnwnSmuU9Pp6ArCSgs2AHnuDbxeZiSlctxLOuek3qyhJ7xduBvDF7wXxJFZ2eMfQEIYpBJgs02Na1/mpSoU/rF6Ey8omjW2HfUjW+00odYPL+bqGdAsf9LjvP4jGF2Y+mxoBMXreTRuCB18tipbU0tvF//JJ7INjUD5JVpbpBQGGJGGpXcJ0h74yDEaN3dkeJVXDDVVKGZeDqSLvHB5mWFJA7SbYhRgUGcStkZjKODDx2Y6oj19PvuuBVsf244WbkfX94WFwyjR9P6INb1Z6Xo6H/Pb1D+I1AHq+j4bA1FTGs6x1VzAG+vCvNLo+5Fs9+W86wjBcjP6vSpL018ADwK2UexaB3QMfn4xee8nhuULspVBOAT6+16bXFj1h35MSedoY+BYD71RNw9Cy5Iqijx8EfgJCK5SH0VMGzTWxazFQzTJ7ZAsKnQ2LfhfKowaqrlO7cZ3GSo1CeRjPdSiPjnH0gddw6dmTaJpNqZJm98ECzfraZqAfyC5iEZQY+T84ZFkWTAFf2OF2m02uXziLpqcolIcTHYBY5e/c154mCAKmDh2OlOo0tJSDHwX6wPdxot6+rMgEgY/db6FqRWpzHb7yN9e455FdNNcs1roOB++usutN44SvGyYnyxxRUvRVWOkIxoLrBARBKCYmHlg9L/peXIyMRiYnlO/qnosmSbgxEM0pc3iogwK4oSjHujEKPRaUibJ6S29wyp5j1lnlb5pNfv3RXYznhNPgxopJs26xdL3F2nKP245X0FPCHte1PLqtVdJZoTJYX+6Rzuvki3pyPmLAnhVRIY2MytBomkxeY3lWMDeMTAbLBMu00TQZ13VZXZijVBkhPzTJ+a8v4tg+43sL3PPILmYvbnD59Br/7Ze+xu9//34+cajJJzc+w5XlOwhj5H2gb0EyAwlfOLQsQiWL7PTw/DyhIXTxO90DPJHvMUHdAAAgAElEQVSb4URvlv9zaoo7Hx7n8gtrmBHOIAbkGRmVdkPQ6mLKnZ5SBSDvfz/DY3eV+W//dg/v3fMB/uCrP4blTyRWtb7rovWtTV90TdvRvS3J+gcR9QNI7Zt+pwOWo4NgrniC4wBENreYU3SD55FladOp0YXTphm1PxaTTHs7UjuALcIpLxd8pzhbhYBiq91A2eSkx2OwRx8qCnY2i5PNJh4Bdj4P5a8nVauD42eZ1tOUhr9M3fN4wRTXfElVqZVOi0lAxLqoeR6d6JweTKU4lk5zLJ3G7nkcz4ecLt4QEw5l06Y1DIIE7Haro90pcMfP4+9icLnkWAcokXY+D4HOe8fGCGaEUNO41OV0bgatV9xkaewgsyvdio2QVBJ0mr7PbaMZCmWDP8yZWPN3UGx3ksrRKy9r+61M/iWHJElZQA7DsBM9/g6EVu6tlHs+BbxbkqSPIQB3rW/Wj08ZCpMHSgnwCATdSPClpYhHLVzSWusd7H4Yle4FQKvbaib910T0JpMl8IVgjmPLSZndsSzsfpOh0TGunlknVypFHPsMlfFd1JcXmXtRiNcUysNMH7kdVdM488yTVMazVCayXDy1LBDdmWyE9o+4vFFFQTeMRE8+HrKs4NiC1z9/5TTTR8rkijpmd2tPstvawOx0cBwzOg81tJREt2XTj4KAsOQV/f14W2a3k3DdhZCMjiTL3Ljc5MXnVvmrPzjHA2/Zzb7bhylVDfrD0F806bZsdEMhnVUplA3WFgXN0HMDwiDEMnvkh9IYka1vTpZxN+4QCOMoQz/bbgg6WWYORevjqt1NMRnYpKC1j4JTZs2ZY82o8dvaKm+zbb73wSrNeh/PbSSAtNqNDisLXdaXTPpdIqtfgQ9wbR2z0yOdUdFTyqYSYJQNx5RI3VDQUwrj01najSa+J6o/jhX5B6hCjrhZF0Y3E/v2M3NGeIRPHSoxdVsJWZForJiceXqZ/3DkKA9OZnnMfhZqj4rjUrt4xvAWmpoUBOIvunlDBFBa34/fPizORWaBTm6GH3U+xb89kuVXH7idj/7WaXpdl3xRp3ajQ3k0Q66kszrfJRV9p47loxkqKTdg9mKDr/zZZd73pkkWvu0DfPrK3XiNB8CcQuvY0GgkXu2Bpm9BY8NmzzpQDGENGwG9dhqhItznAiWyQHW2XreD601ocF6OnCyMpzzXJ/BD+mHIqdoUqXUl2YfB/y9nDHLZ4+0l+xHc/DjJOLm5KhBr1zvZDFapJLLcyPkPtQOFCwlLoKQoTKdSPFooUFFVPlSvU/dEtWz6yBVAAFO7QcCal6HmuqxH7+/SdXwnwLE8hlQVZCfh0Q+2POJAutMUaydxo51aKvHEIeHQR5gJBrQTMGrcuwKONnDeo326lTlNOLBfgxWEMCrfC82ELoYso2jib8aywJxCCnycTAbdNL9FoXuFx8vJ5EeBvxbMOFTgo2EYflaSpFPsoNwD/C2CPjeDoND92DfbgKLK7DsmvLgL5RhQ5bJ4vc2VF9aYv9KmPDpGu7GOooZkCwpgsV5rkc7mEvBaIhsbiJI1CHEZz3UoDJUjnr2CJDdIGQqO7ZFKk/TujWyWQnk46Zc362tcOHlCUPOGqrQbFtXJHFrKTaoG3WYTsyv4n5lcXvTUdR09ZSS87VjsZu7yJV739mEO3nWA559cRFELaLpJrlRKevGWKXr0RiaDbfVorNTYtT9PKqNhZGLTcFm47RmC4uY5jnDg21eksdJETykce3CMviFx6Dt38fBb97Aw0+IbTy/zpU/OcOzBMfa+cZyFGaHVL8xciPjoA7xdWSKbF4j2UkVo349qmghuekMEcWtsM1uXHSwnKtXHy8T/M3ObdLPmcVC7fNo7zYneEh/b2OBPvnuasT15lq61WbwuApNtCiphJq9hZDTOnaixsRqVnCWZ5Rsd8sUU5dE0QSBsfnVDRdVF2d6xfCFQFJXvVxe6WL0IqFgqYXbapMQpZGX+OmEgUZmYYPGqRbtRY3Qqj55SIj59i8f/6CL3vWmS+3MZTuUiB7sIRDU4QlnGKpWSrCzV6SRKY1LU+3WZFOel8QCniqfojMkcuHOYk0/M01zrU53ICl59yxaVHF2wB8yOQ7Mu2k2BHHLl9BrnT9T4mz94hNusrwk2QP21uBxADoQfhGcYmypmbCLvYzodbGbjW45jAO0+WGIdzOikbSXmuK/sGQZ4Oeqeh26kCIKQbssmnZHAnEKOqFqqZaFEFrIy3CTVmyDtY1W8gSww6WXvIHM7mM3Hkxl1IBDGy8e9d88wcAoFGPv85rUKlIbP03QlsMY4bBi8IZ/nWDrNqYge+nAuRzXi/2cVBTuiyc06Dpcsi4uWxaQmMCtmx2HpepuxYRHk4ypD3F7Y7rO+U/Ae1LePz/VgoI8fB7p+kz5C/B3rPRPKz4nXAvFb2TB8MKdQnPUtGv6Dn92OwwCSNksQaTOM7fkc7ygd5nMLNyhV04IymZvBzdwmKJKum/gevFIj5B/doOb/V+ObBvkwDK8Bd+3w+q2Ue0LgZ/8hO6GoErmiTq6oo4waXLdtuiWV+w7vplQxGNvTZPbiBql0SLflEYZCXz2dFbSydqMhsjIPCuVyRLXroxvpBPQWy7Q6tkWpksa2fNLZKoXycOJHLkB5Qmt9Yu9+ajdm6bY2Ej67ZfaSqsOl566z57Zjm6Cuvklno0FxuILBJthuk/IXIMsKn/vzWSoTu9BSk8AqqqaRK5YS3f24BWGZJtVd2cQIJZPXKI9mCPwwUgFMJ739dmOdVDrEdX1UTUFWJDb0kCELzjy9TH9PnpHJHG9952FCX/Sylz2XxooZ+bh7qJqgCjqOSXHYoFnv47sBqiZAbum8jm4o9IIACpdEgI+z+Rhx3D4q/ssO5GbE6+YU5GbIl4RFcmf1wejK63K41EaTNGYsix+6fp337B/jWGaYdsNm5kydUlV4wqf2ZjllmrzjviqP/9FFFq91RYXGMTG7DkY2yugHbkyqJmPb/paMfmwqT7fl0Fo3BfYikhBW1DCpItWXlihVq2ysuixdX2Rib4FC2RDUQtPjmb+9wZd+7jhvkT7NiRt3QfM4PgdQu5t9yURnPMpY4gCY9MajgOlypzDA2fU05yyLOx4Y5czTy7QbdsKb77QclFjLPyWqLaounPa6TTtp5XzwP3+dT3znFH9/1wrvX/l9Zi//ILYxhWoZKI6zmTH7AbGRTTySQM4OQjjx7zrqZ8vR43B7KVfXE9xJoOu4mSxKL8vHNjY4PD7O6FQe2/LpGgGoXZxCgeL8fLJ9OQrEUiAU72It+8FKyKDgD+zcq99CD2SrE12sphcL23T2DEFmDmljX6LDnkxcM3OUhs/zr8tlvDDEC/tUVA07CKi5LiVF4bFSCT8MKSkKs46D5Xk8ks+L57ZNJVL6m9R10pKUsEBUSQLZ2cIMcLPZBIi3fcTqhcnyg86C29D28UQgoeENVFwShoSuUZ14Cs+dRJZllq63WNzvRMDB9UTdLt52fJbj63j7OZZ8nyCTxc7nOaBpjGlaYiscH2usO7DTBOKffHyrXP8/fjTrFp//6BVKVXEzrUxkuePOYYycxMR9FfY9MMIDK33Mjsul51a59Nwa/a6/6QSXcUTGjijFd9sBgUfiCmZks6wuzEWlWouxPQb9rktlYirZhyAIUHWdXLHE2J7phIvvWJZwOOu0SefE5V4Zz/DAW3Zz8olzjO7eS3l0jG6rmZjQxIFaN4wEcW+ZJmN7BLjP6vUwux0s0ySdDblw8oRQ4ksZhKHF8HiakUlRIlQ1WcijdlxKlRDfDykOp1ienUk096sTWQJf5/r5BmEgMX1kiHFV4yufucYLf9/Gc2scvCvL8ddPMHmgyLLnUlHVpKwtK8KkYvbSBpqeZmPVwshk0HQZz/Xx/ZAwCiZW0GdM06gZNVGil53NzCcK7nfkQyY1jQOpFLcZG9ydyXA3x1jWAn46e5YTvR6d7gSfOXCA4U7A43Kfq5aFHYib4PzVFqqmcPSBUc6MSvzl4iJeGLKSz/Poe+7i7Ceuc+oLS+gpEehXF7rkirrg+lsCuBYj0wM/3KKDkCvq+IHN+tISxeEKuWIJyzRxnT6SLCHJId1mEyObZXhsFwszCxy6W0sCbjancfqrS/z5W/byvcELnM3NwNLb8dQplM6QAFnKMtqARncYl2SjG6ebzQoaWqeD545S6wzxkfV1fm50lH/326+j7nmsnKpz4eQqZseJ0PcuQSDc/3LFFKom2ja+E5Ar6fRNYVn7ndm9vPnIAX5A/u9cWriHYP67Bzj0BppsRTdcf0smnATPgQCSZIWD1Z2BUu4gCj8+7oTTrUS0KkCVJDRdZng0wy9cvQDmg5vri/fBdfD1bHKOBpHmcuSGFyPyd6LEDSrZyUGAF9HfFNdFM3vJfkqBj1Uq0Z0y4Ogv830VIVJz3XG41CzA6huh8YCYvJXP8Ugux3QqxbSu83irRdP3qXtC2Od4RpTkz/X7PNXtMmPbPN5qUVIUcrJMSVG43TCYjnryzRttHNsXNFS9gWcUEvzG4Bgsx++EuI9fH0S5JyDKgdficzE4iQsVhV61yg8WCvRXXFKGKn5zrVEKS0t4hoHead9ETRyc/EnWpk9C/N8zDPrDw/y70VFOfX6eIAjJFVPiWL0ciiMy+Fc6i//WeJUEeUmSsUyX5pqgcS1db1Nf6jE0miEVU6R6HqouU6qmefDRKZprfa6db7C22KdQHqY8OibMZZpNGis1AtzEFSym4AGkczaKkqbdsEhnxY9JN4xEAz9XLJErlmg31hPr2Jials4ZiQJbJqfz+sf20m7YrC500XQXu29jdojEaYJEIjfmxMdqdyBK+8Iwx6VZ76NqsQVtwMpcj7WlHqVqGkWOqhylVOInH2emsUBOEHGtAz+kODzMmWeWufPhcR58dA93Puww92KTsydqPPO3s+SHDErVNMsZ8eMulFPIkae8JCnRxCgftSMCwCed0SJ2QYZ6r8Pd6TTn2GC+291UvNMbkJvhA9MTvLWtY+5KMaZppD2hR3/5xTVGdud498gIufV1/i5cxJCGWLre5kDD5rV78qSrOeYbK+zeLyxsi4+M8DPXr3N6fZhqocbZfp8vtNv8X4/tY+lam/krbVRNQ9IEfa6xYopMl03qGRqbGZQmIykSxaEUqZTC0vV60u4B8DyLTE6jb7qY3SZmt8nQyCizF+uURzP0mjaKLLGxYpI9UefdR6v8sbzOie4FkZlZDyU3VCXKoGKKURAEyL5PMIBQD3wfFfAvvZcPL13gs4f+hLf9P+y9e5Qjd3n3+VHdVCpdW31T9/T09Fw9Mx7bYwyDwSZxCAZDMAQCC4Tkhby5LGzIhrwh+5LEOSFvkgObbE6SBV6yC0kI+I3JawIOJtjE2Nhg8MQXPNgez3imZ6bvrW51qyWVqlSqm/aPX1VJ3TY5Z/+I7XPi3zk+4+mRSqWSup7f832+l2IRv9fjXZeXecuVR3n03iUc22Nj1aLdcGlsdPC8gGJZZ9feApbp4jkB41M5SiM6J+9eoHImzy+/boTfXK/jlEpJ9+TrOqGqkgqFW14qCBIXvHhOGrvjDWbIy56XmLLsLEiDEPMgqaony6A1qKgqrzKy3De7ysyRMjUXcCrbomqhX9hi1nksd0uFQQL/D0L3kjcA5Q+cT6Ip35EoFxtXBapKe3IEZj7F20Y0bt27F7kbcgGPT1SrfLFRRzaHUC0Lc/IY5ysbjESWvP+LWkAqKzhhyJAkuCAbvs+Xt7a4rdYl9difJkXbP/w/eduBp3n/8DCjirjNuo6PbbooKanPU4nPe6DjHjSb2UmuGyTDDY5htgXdRNdkJ09CAnrR39uhiK0WhlwSuOXkOzv4+uw47nN14T1ZTuSG7xka4p8uraDpYsz3bbMO1fejN5fRG40E1n++10tw/Qu8er2QQllPbD3Xl9q06g5aWmF40khCWeLY0PK4QSWCoONuzTY9qgtVvG6XIHATNn4cYhMHmOw9miMIeoK13d0EYGRy1zZJ3NyZ01Tn54CIMBc91zZd1hfbDI0bhGGPbDHNUMQjcJ0gSh/rYpsWteVnaDddUqlBIx9JSPuieb25VefE6w8yMpGlY4tddatOAtUaeSHF87yApdkmuaJGZU+e3YdKdNoeXcenY8abBInKnjyuY2PkVB688xIHrhrhmjfs5uBIhVa9S3VBcAe21mw6hpJA9SDY6aSEzWysAggCl0xWfC6Hjo+wmZeY23JxwpCq7/eNYSLr11ENfmlkhOWtJsV1jy27Q1NKJdfLNj1ePplnznVFmEdPdNnVeZPqvMkJfTel0QwzR4bIj2d43fnznLI88HPU6geoSS6ntDrtcJ5bf+dlPPbVS5x9rMbmmocaOeOFYUcU+sgGWFGlyNq2D90rqkQmr7Lv8jKNDQer5SQJfm7XpxiZJBXKOiuX1pFlUciypTQgHOmWZptcYWe5/4YDXOE/xvn5HGgNfClHoOa3mZwkjOcdPuXxTVfu6AT+y6n94AB/GxEY7575Gu8eGuL3T4zxg/uXyQ/p0Xihi+cEtJtdjJxGsSy4Eq26Qz1CW84/sckVUorv3ZzlhuKHaJ/+XdJrRbRWKynm1ujogEGJmhT8eG46eJ6Dy9f1yG/eSzr357JjTQUBKG3eUCxGSEsaSyVRWuSqC0KVEITbiFgxpB5vPlKBkOP1ZHmb093Ocxu83tvga2m7TE8Y29SF30EqRdB0WZ5vM1TSuD6X44vlhwnqJwilCWgf4O82n+F0p8OpTof3dg3KuowcQifdY9Z1OGlZIolx4X3kqlUxZ9c0Wi9bQE+leLlhoEdd/bLtCwOuXpfU4huBR7ZdN8l1BTw+cD0CVd22udrJoh9cg49LeBPRZ7lzc7bqeRh5Dcf2UFSRMxCjIfEYAOiPMSK9fMwjSPgBYYjkitFDb/RxrEY0Rgp7pHVFZMk7Ffz05gvgdCdW7yW4/oVfkiyzte4RhsKwIzYqCYOAxrr4kvqeS23Z4cKTDQLfTwh6iion8aETe0Vk6eS+Au2GK/TFl3wUVU+g89Kojm16yEqJXKlEfa2KbbaSUJZ4hq5ns0LuFqXagdgNzp3dornVZdfeQkTqEqznQlnCsX1e/55DrM6bbK5ayKocyb/cBBZ3LI/mVpP15SqSnEJVpSgfXTjt5YrCpCdXSicGMbNPbNLtqDTrLUanhF5cklJkDJXxqRz1NZ1W3aFVd/C9EC+a47vdgLkzdbS0knS5m6sWmi6TitzVUtG8V9Uk0rpM17EJ/Tj4Jw4DkmgWZD6/sSHkT4Bn7dqeuV5+mGOZDPebJn5F4mgtpDyeoVnvMnemjusEpA2FkqLw5mKRu5tN/mJtjd8czTPcFB3E6phCowyP+V0+N7vMScuCMCPm+7EkT2lzT6vGx1ZW+PBbppk5UubuW5+hVXfI5lXCoMf6UpuxqRyFcjqRAsa689hrAAQbf2TSwDYbaHo+GaWIG5/YNCiqhCyLm1M2JxANTRcyt82qzcm757n7TQf5RP4HfPZpFxrH6bllembf6hOicBdXkK1SA/BzSpKEtt5xEMKpXXTzh6k5FT5ZOsXdux7jqXcd5aF/uoQspzDyKm5U5LV0yMiokcTzbqyKQJ/xqRxLs02Ofk/n7lcd4K9Kn+b280dwL7yX4uJikq42CPsOwsIxb2CnTjtUtSSBLZQl5Ljr7j4bvg00kdbXDUM0XWb6shJ+r0cla4lRT/y4CEKPOQu+rtMt5MVmI0qKEwTBfjAK9N3w4vMdXKkgQIveg1MqkTYDJM8V835A3czi8RZut0/hXH4vvzQzwmFd42S1Lr7PIw+SvvwBfmN8nGuzU5RkGafXo1wyqKUCfBnu32pS9TwebLdZnH8D6uIR9MYcUhDiAjOldV6eHaOkKDR8n7kgSD47XZKonDqVdP1uhJbInofkOM/KE0gQix0StNhTfvBxcfGNpZAxryEuyJ6RFde918P3QyRJYmg8A8HCtrn5tk1FpBKJj7OTzBfD9RgL2KZHc0sgXu1mFz2fwvGNZ3EsXlrP33pRFHlIoWezaGk9sYuN/d5jmD1OjwMhe2o3G/ieS6/nce7xGhsrFnpWvJ1Dx0fZtb+IFRUPYRGbx7FtjFyFdsNNjiPsb2uJ7W2hPEyuVGJkchftRoP1pcVEkx/2oszzjnCf0w3xeqnIfe3oiXHuTnd5bcWgsSFufKquUFKFVakkC/LNmBfSqndZeGaLR+5b4uCVw2SLaSwz3tCI4uLYPhef2iQl5ZBkoCfRi2CneOZcKOvkSn2HqY7tMXdmi3bTFYzmhujYc0VBnLNNN3n/WlohbSh43QCr6VIo67hOQH3NxsiXsFpbYjSgy5x1HE7ZNqZTEDfCSKo1mL1eURSWPI93pgswDl5GoghkDIW0oZLNq1imh5JJseR5XHJdPrBvlOsOlXC7AZ9ubXLSsjjvOJwyU9B4Vd8vPGbp29M49jS3yqeoeh7vmBzi8DWjPHrfEpbpkdZljJwaXY9ukvTme2FyzWL4XljIijS4rXVLfAd1nY7VwsipBG6I1+2RHy/gec1k0+M6AZU9uWQTt/nddf7qJ6e5p/V95vQq1E8QqFcl4SPx7FpyXVJhSKDrEKe5yTLGapVAU3FKpSTAw4/c1bKSxNpsi0LUsVsRGjFsZPG6oriHYS+ay3u06sIdsVDWWV9qU3k4xW03zFD1nuC7TgWvfjVgIbuRrC4aH7mGkUD7adPcVixiqD/WjsfvS3Ec9EYDNTJyijcDflrHzeehfDdzros3WkTxQqQNlz+YmOBD/p/SfeYWUmFIGL1f2e3Pzr1sdmB+K4hfSlT84uWn+yQ8OXr9uMNUHAcvktdqlt3ftESPz1WrdLxhgs3ruDPUuHPkQfBVqP48KG1mDn+BD45O8rNWhsAMmdxrsJoKWCWgHQQseR4nLYtvtVoiqGnj+oQ3YI2OYh4x+fKePdyQz/OobXNHo0FJlvmNy0eZfWIDfUDLHgwU0G3EtoHH7HQETAKEiDrtHf/m6zpuvoDeaIBtkYoLsaYlSoIpTcPvBGhphQNXjsNdI+Jaxmmagw6OA5uoeAMwOPsPIl8BjAUunq5jN1PIirif5EMZB+HTHyMV/5bhzr/XegmufxGsOC41cYoLA3aygEWwi2DWF8oxMU2Es9SWN3HdFqoq0ag52+bWV143wdlHa1z2shEKZVGgt9ZXaG6uUxweY2RiF67j4NgilrY0Mipuvvk8k3v3YeTztOqb2KZJY0Mw4s0tiQt2nYyhJMYlUweK5KWQ6nyUyRz0cLuik7SjAp6SBAlpbCpLJqeyfKFJo+ZQKOuompQkks3Ob7I61yZXKu24BmJs0ap3UVSJlUstdEMRlqhhj4yhMnNkKHn95YsOlT0zLDxzlla9y/CkIeJjGy7goukysirRi3zgW/UumWwOSZISxcOh46Pc3hGEu/eMB1xy1zhbvJ1Gc4/Qi0cM+6cch5l0mt7QEH6vR06SsCWJQlmlo8Alz6WUlbmzXudJywOnwscyq3xgZIRrXJVxVeV+06S29FqxeSg83X/jcTAIgD1NrVXhNrvNt8wFPvXa3dw0meXRe5eor9loukJKTtG1PFr1ruAdRIhFHHrjIwp9KxDXPgw7bK42MPJ5VC2D3e6gGz0yOZnN6gqFcppezIlIi4CiXmRB26o7fOPzZ/nGsTG8V6Z416X/ydkY4bCnUeoOqusmZDzhCCf1WdOamsy+4xu6H13Tj1QqnP3mOoeuHiVXTDP7xAZz5xrky2lkOYVjC7OiQjlNaSSDuSUQHU2XKcg6Zx9d59F7l/i7n7uMP7zqAf7WLaOsHENxHKyxUWTPQ98ShVqKnN98Xe/nwg+YxcSOea5hJB/Fc0Gw3UIeZwzU8QdYcstUPY9RL6RR63D9sQJvLhb56mvuEiQ3yYLWYbK1GgDmrl0Jy1xvNFC6DpLrisS9MEzS1xJoO5LvDULJcVccb0SgP9OP59gJ56C6m0B7H7Lrolk2a9fn+B979zI663DHbafZf3kZ1wnYf9Uwc67L3a0WJy2Le1otGquvgfoJ9HWQPYFCtCsVmP5/qKgjpHrCOnZEUbghLwKQSqMZoIubLySjhzgLID6nwc58p3Rx8N8Ho2QBlECQCs1duwgjhEjyXJRo45B8VorNtdkskin8MB7p2LDyFmT3TH+mH4XlxPLI+HUSsuXAXF2KTHx+77ImT/z3VXzP4+DxYWaODFH74dy29xVL/57P1ev1XoLrX+iVSqW2WcBKYZgUeyDq8Puz8b4kTYqIIypju6cTJ7z1pUUkBXphj1xRo1V3aG522XesnHRysqKgatDcXMexrIS8J6JeBZyo6XoyPxeudCFGt5DY1FqNLl3Lw3UCSqM6Tz+8xq6RDLOnRUGKA1Q2Vi10Q8hKjAhSHpnMkitqjExkWbnUijzohY90GIhgmJTUw3WcyM3PRdWIcuZF5rhuKLSbLvmyjqKKoJYgmkPHsPT47hBza46U1MNqhbS26tE1lTHyAl2QI0KaeM9yn4jmheRKaYr785xa2EKXJI4bBjlZ5opMhrulRRbD+8BYIK85lGSDuW6XT1Sr5CSJEUXh+lyOvZF/V06SeMiyeKDdTuR3LzfmeZWUobpm8nfqBrWNo0mgB1pdPM4tc+PeJ/nQ2BgPttt8sf4I1dqRyFinzaf0dW45NsHrRg7y1MkqT3xPeC/FM8fqgitse4uaYN9LqcRZTnT1YvzjeSGbK4KMl9az2GYbTZfRDUVktHsB04dGOXT1KOq+LKkVh3OP1xiZEJr2uTNbzAB/fGCSXw0+TfWZ94E9nRSXnty3MR2EQ2MIPL7RBwBaE0qneGNhggujFrIqEdoeuWKayp58FFcrIOBcUXBC0rpMZiqHJAl9/caKlQTznPzmPB9/xwGO/djdfHbjVs4++jsojUIf8nY9fF3M5a3R0W1Z77F8K5TFxiQm2w362w9CsRvX12FSkP814UcAACAASURBVAiPGwaj6z6+G7KxYnP9NWN8ZHwcPXWB29yyKPTRsVq7JvEr50ByaXI12fUaTtbA13WytVpCFkwFAUr0Oxh3mqkgwC0Ukr/HBd/LZgklCXt0jEBTydZqqJaFr+vYw8O0LkuBPUVmczOylXXRJSlKZtQZmcySyaucdRy+bZp8fnOTJ7fysPS/QvsAckelJzvgeWxcWYF9f8bhUotGMMQlz6UdhuQkiUOewvn5LY5dW6GxvIGbNdDMVtLhDl7PnUtxHHwgHAiZid9jzO2ImfOxo11PlnEHUBYQqg6BErgc1nUgcrXs9Ug3OwO5A32JXBJdO1CYBxn7IFCV7nDAH1Qm+G/zp5PvXCABrcOolkBolOBHk/deWv9+60VT5OM1WOxzEXlON7KJVh36XvGS1Pesj9+IkS9w9MS1+J7Hxsoym9UVLNOLWOMqji0YrqRCQEKWtUhrv7nNNtf3PGFKk82KqNp8Xvw8+oVsbNRIpUDTFYKwR6PmoBsq7YZLqy7815cvtcgVymSyo9hmi5TUTWBj2/RISSkK5TQbqzJrCwAq7VYdVZUw8iJStdfrJ9UpqkRKSuG5IaomYZmeKE6OjySn0FVR9OPu3Gq6qLrMzOQQMER13sSxZdrNLt1OSLfjYJsCVouvp9ggiJjfsCdQhaon0ucqkSzO6/Xo9nrs0jQWc7MczMjMaFk+MDrK24olfnVpkTvabdGtA5V0NPcHqr6PZ+5Nols/t/EYjSCgMqpyz3xH/HzkQV4xVuWwrvNI6TtUPY/jxghmGKKkUrwqm+WrywLJwS3z3Y02v99b4bfGx3n9W/exvtSmOm9im24yi48/E02XE0LeoN+91E0xOpGlNKKztdahuemSyeZwXTGWEdn2sHKpRa6U5ppDRR4dkZg6UMJ1fKYvE0E/jQ2HPabH9667jP1b9wnbW/tQUuR70Y0Zopmq3DcY8XWdwDDw8mlmrvwDvnnwIN0lm4m9BTKGQqPW4fKf2s39psk7CwWeuGuRx+9fjjghghQoCJg5HFunUXOiTl+h3XD5ymeeYte4wfc+dDnDjU/hX/wV0ma6n8QW58CjRvPw7QEpUhCitVpJlxdvXuLAE9Wy0GybG6/4ZwCuMYRmfCzikZRGdW5vbHHSsvh6syk2cxFC44xoIgRGq4PSpqe0scZmaFcq+LkQL5uluBDp6sNgmxSrm88nvIZQkvCyWbqSRHN6WowNAOfVn0LNLrNx/oMUnhyiWyrR3fMMxy//H5zqdOhUX09n6e1Q+gKfWl/n2rEsx/+3y3jYsoAuatvlGccR3+n6CeEJobQJhhcIgK5bhqO3cG0+zY2FIb7VajHnuowoClcZIt1w4VyDg8dHgb6Xgt5oJMjJoOY95ksMFtfE5z7qrkNJQokRUCAY2HDFn9vgClQV3bLAzzGjaYCPbihsBQG7v/c9OuXhvsXuwKYtZuoDybnGxT/UNNysAeWHqa/ZyIoiZIJeiNPrQesoxYXFZxn2PK/rJeLdi2BFNX4w8CXWuAvbVilxjoud7eKCH0vSwiCMbGNbSHI/bjae8dtmC9cJ6Fg21QUTVRVyvJGJLEuzTTxXZn1pger8HDNHLqdQLoss+ygdz8jnUTQt8rX3EmSh3WyQyYZky2najS5GXouMUzwq0/vZd/kVPP3wSRzbpjwh7NUE01sUoGxepTSSobaywdiuGVr1OqjiSxmGPVStv7HpRZwAq+lGUbiiW23VHdG1Wv3xhtcV10VVRccqSSlGJrNIUgq3KxjtVgsCPyZxKQlnQCAGMgRC/jb/1QU+fvUow8NZnlYE2ejbpkkAHDYUXpXN8tfTe/jcxx7mv11q8c637uWPfvoQw/+6Cu0DVCGxBkWvJsl0OBXON4t8vBlCezc0bhY3oH1f5xO79nAsk+Fjq6vMOg5TmoYKtIOA1SQVy034ASedBX7ROc1rcjk+91tX8eRX53jwzjmkyMinawkZ2thULontjaF7cX1D2k0xAhkaz6DpMrXlDmEQfRZSD1UXJEvbdEl5Pb7ebPJLh0aoNAPqa4IkKUkCvu/cs4p/0zSfqN3BLU/MkLrw3m0yNdnzkDwPzbLpFvJJN+/rOkzdzq+NjWEsd1F0Gd0Q/IxMVuVDCwuccRy+tLXF9SdyvPPYFZy8e4HqvClGPo6wKM4W0xg5Dbfr0264hGEHSU5RnTf56h//gIX3HOIL+/6GW77/Otz5q0QoS1bMsfVGI9GTgygucdFPhQKN6OaFgkB2vWQGLiR6God1nVfmckxE0rELvouSSjFV1HC2LJY8D3PjZeI7YCwkhV4ff4CZdJoJVYWJf8Y/Koxmar7PY7bNciCL4mpPiz/j5+dmYf21CTLhjW5FlsNbwBb4OdTsMllJwjn4GVrTRZBcdmc8XpMroaZSnN91Lw2AwtN8vdnmIctir6axFQRcbRjsUlVm0ml+ePlBlGMX2fD/b6Y0jYqqIndFIW7V94sx2JbY0EhaivywzlbV5v4zy2i6jJRXWKp6CXKQxLfu6OK32cYOdNTx/4MosL0IxUgFwjY2V62iNxrJhm3Q1EYKxGYJY4GcLOOFgs/RjebVsQPizjn/zlCi+PxiBMHLZvmJI/ewvlSM7sU91LRMOwgiS9u+WsDX9ecfruelmfwLvlJsh+sn9+5H0/WkiIKIZI1165Is43tEHuteAp/HDnC2aUbWsMLfvt1s4Lo2vlekWXfohWnUtMbaQiOBPBsbNrLSQ0sbLM2eQ5JlSiOjGHkBz7cbDZEQp+sogJHPMza1m/J4haXZ8yxffBItrSSwd9f2WZ2bpVXfxNyqY+RVPMenVe+SzhjYbTOBBAvlNLv2FvBcGJvaTWOjRmurQy9Mkc6IzQQIolwv7OE6fmLl2qh16EbyMCMvTFscy8exPRxLSHZ0QxjfyKqE1w3oOj6Tewuc/td1CuUy7ZZg4Du2GBdksmqyiakte2QLY/zTZxd470f2U814nHUcTjsOFUVhJp1GlwSq8P7ffTmL+OyRVR7rdsSNONQSz3pCDcbuEx96LL+be3+fpQ9gLGCFIZ1eD3fB5iNT43x+c5OT7TZV3+ehdhuneZkoDG65rzduHKcB3N97ilvrdX75xt2J1M02XRRVJp1VI3KiT3Eonfzix1292xUKB91QyBZFMW83Azq2TyYaQwsFQ8CDd17iD396H79dXSEnSdwwk6fY6CYJcpbpcdcXn+HarELzZ2yKpd+i+8SfkPJS4ibqeUiui5fRkwLvDXlQuZN/vHaBH3dyKEVBFLRMj8ALyVyW57bvFiDUOGUscE92BXN8nF+5eYaTdy+wvtQW6M9oBt8LmdxbIFdM40RkzKXZJnpWYWPF4m/+8BFO3Lib91x/J7eVThGe+eUEBg6jWXwM7wpFQACylMjRUvE8OGJkd/N5Ak24th3Qda7QdUYiImYjCFhyXaqqip5KcW02y/ldpzmlVxM5G26Zn8jneXk2ixOGiSd8vK7P5dBTKR5ST9OQXIH4FJ6GkQfJ51bwxh/AmX+XKOj7/xo9lcJ09cR2uaIoDCsKeVnGMzyssEdWEmMHXZJwwhDG7mN3OkVJUclKErPdLm8uFrmpWKSiKDi9HntssUnebahoioxT72J1g0TGK8aBAe2GUPI0ax06ts+hqwWx7VHL4qzjJImBO7vuQbObeA3aycYjn8FNQOLN4HnbnAhjgmT8GNW22Nq/Hyq3M6IoXDAFn6Mds/YlmVAOthEud57DYBhTLO9LBQEfm5jg1NdnKZSH8bpbpHWZ2W6X1NZBAvXs854899LqrxdHkU+l0A2DMC06Zt0wIvZ8Xz4X/xeGIZqjR2z7TDKXB/o57kE/dtbIF8T8vLWBbig060RM+gLl8Qq22SJXlKhM52ludbGbJNGv9bUqdtukUB5OdNS+5yZe967j0Niooek6maxIpWtvBRHikEKWNWyzRbZQFH7pxRLDFXFjadU3qa9tMbY7h6bLlEYzPPODKjNHLidXKqGoGhsry7hdJwrBCZA1AdcbeY0w7OG5IZmsQr6kYZse7YaL2w3Q0jIjE9nomoju3GmKCFZFlVAj69vyeEUgHXVobHSQFSXRhCuqipHLC3/+ZoNOe5Nm+TLuX6/zLdPE6xZx5DZTqsouVaVrR6zcjMhGb8uBKMLxjTzu2NoH+sU/VJJuXK+3BYNbKVNrTPNna2v8xdQUe+0et1Qq3N5o8HOXLkHjSvF8R0ge48jbuOCbocafyj9EqaT4+Ztn+MH9yzx8zyJ226MwpBOGIa7pi5FIThU+C1FsbdpQ0IJeNKv3RSDRRJalC006ts/wuAiICYMeG6rN9/95npt+YpiHLIs7Gg0+cd0uHv7GAtm8SlqX2bVPODI+9tVLBD9zmMtzH+Hs0ssI5v4TkqoiD8y2vWwWRr5OZdf3eL10GMsTqIJlCg+AbxRc/uvTT8P6ryXxvQ3J5ZbFU9y671v803v3Y3xtkaceWkvGL47tJ3I/IcsU5z+5t4DbDVg41+C39uzmr26QeP/M7/HVJ26it3wd6ej3Mr7Rb3PEQzjMxQl38VxY9jzMsTGsvSYfGBmhuWoTBl0OTGYYkmT0VIoN3+fP19c5aXb7kPdAJ3/Xwgx35Waj9xeFCvg58HNcset0Eu2KnxPfI8mFUOsrPtoHwJ7CCzW83Kx4jVADZ4zF+hMsxkqNWJLpVDhpT0N7n+h4R8+wWH6YRWNBvHb9BH9eOsWXi3OUFAUZOBLNxRu2uL98tFJBz0hAitKYgZJKMSRJ+L0ejzgOvgxeGjKjwuL3s0800B/8I4rmyW3BNCBm73GKYLzx2wmdDxb45LlRMU+bZtJp92SZIDpOvGTPwy6XofQE2d7VtOpOcp9wiiUx8ug6CaFRjl4n5okMogjQl9f5us5hXeeZhouiFthaFyjlR5aWKM3NbfNBeCGY9S/B9S+ClZIkxqamaTcbwiK20UhIdnGHr6iaiGONyR5R2IwkywPQfb+bj73mJVlCN4yEiOY5QSKVEqiAxPLFKvmS6IIPHs9jmV2sZsjagkAJNlZEUu7Y1O7EtjYMRTF3bBvdMMiVxCwfVSVXKqGldYx8IbGr9T2PVn1TbFIi8uDKJeFiViinMfIq2QKJdFDTdUqjowkJ0O06HD1cYbgiWspGrYMcoQaxBj9X0uhYPp22h2P7GHk10eaK69PvXIVUboPyeEVk1zcb23LvtbQu7IAXF1A0m9JohtluV0iiukX0dJOKKrq1UUWhWVDQljp0TY/clcP8xcUl0Wk5FdS9X6QkyzSCAG/9tajNHrLXJhUEdDThE+6E0Y3Wz8H6a/k29/GtoskvygUe+qdL3PjmaXDGxL+DuKHHBSHOrI+KfXVzP79u1vn6aIN3v7bMmyayPHzPImuLNqRCMoaCbbp4XsjoRBbPC+gFIuCG6JrG0jRZlSiPG7QbXWzTJZ0VVq1dx+fi6U2mvYCP/vQ+3rMwx2c3NnjT3gJzZ+q0my6TewvJBu784zV+e0+Fz8g/5CRfwFt5CyCY4n7BgcL3edvRB/mjyYPM/bDOcEVEdepZld/brPLZ5Q0aF94LrcOJlhkyuOYbOSu53JJ5hPe9YYxrDJW5M/VEJhgbk3SdgPyQyCToRDI8gIfvWWT5Yosvve8y3hz8M/dILh33OrLr6+SXl4WZTBg82y41CoyJpWrdfB5rr8nBq/6SbvNANLboMmIoVNs2B6ZzPFqvc/L0z1B4fDdSEIh5+0gZyg+LzdrFX0Huiu9oTKCTPQ+t1WI+fAOeYZCxbQodh/zKg1G4zOvFPSQI6MkbpIK1iImfJ1BnaVcqpIIa3cIQgT4RFchX9u89YYixeSoiHup0C6/DGh3FG/JQWjqB+kYWx/+VxQgxOqVX+xsKyRWbkmizQajBxvX9PIfcrHisUyHVTTNy9ixTpknafGS7XE7TkuK+0+xmJ0lt8O+xnj5QVdKOUCFssyAeYMb3ZJEiCJCXhFX2xorNoatHgQBzooKxuZkQ9WKdPTw3ITCM1CFuvoC5exzDFpvlVr2OrEpiBOkL+aIUhNuUADuDeP79Vy+5r/1HXC+KIk80a9aNrHCn6zroWdEth2GAommJvezg8j0PKfar3vEllGQZBRFMo6V1UlKKMOzhdgNKI+OA2BSUxycoj0+wNHsOs2GJTmdfgV17C5THDRae2cJ1BAt15dIFtLRIMMsVhxKXPN/zovQ6aZtvfQzx69msSIqz7chkRvz79KHDzJ15nJkjZcrjGaYPlXjy5JNUpvcThsKbvzo/hyTLqBrCoz4q1O2miySlCKLiJBjjYmbsuyEpOUUQxXuWRjIRuVAQ/4y8ShD0mJjJ0dioJQE1uWIa34s2SVHwDoDdbrD74CglWaYky6jpOjPpdAJp3mOaXJvNkncCMnkVj54w/Bi+QLWm4TUvoxbPz50xFEc4DYaaRqpj0Au1frxnqCSd/uze2ylM6Rx/zSQPWBYf3N3jcfuHLLuPsLT6GvG8kQfFDXXj+mTOH0fc3iM9yPnuKn90+S7esucoX/vc0zQ2OrjdgFwxTeCGUaRrBkWTkmuZklOoskwv6NExPcKgl3gRdEyXjGHQtX3CoMfypRYP3b3AJ27cxV/VanxxyOcdP7WL6Vmb1XkzyQWordjsvuhz62WjrF23yXXf+xqe+59AsSE3y/Ejt3PLxAxH0jrVikeuKNCaxwKHv6rVMM/+72QvDCO5YsMZw+WqZdGW387tWp1HrCe498ZDAFx6apPGRkC7qSZ8C91QGB43sA3hkhirDB5/YJnTJ6v82fsO87uX38udIw/ScH4d1baRo7CS2Go2ZnBL0d9TYYA1Oio6xvI9XJvNkpIkLp6uRamGKSzTZWwqx2y3CxuvJrv+GIrjUFxcZP3oUXpHHuCKTIZH2g8y+i8l0qY5YBAkNhAxTByn16WCAM1sJcUnfuy2UJsgoDQ3lygY4vFDTHaL592Zzc3kfeXWZPLLy8kxRc5AQCog6pZ1AtXD1y/hZbNkNlM4pXHalQrtSoVsbV3I1TQNtVMkFbqkgksAGPV6ov9PUJIwFK6HbC/gg+9jmwlQND4ZVDX0ZBnXMJCirj0uyoklMYKUF6sLTHsENxUkMuNG4CBFrxUnJqYG5Ho7C3zMIQhUlcbeGZj+e059d4VGrYOiZslke4ztzmE1a/i6jmpZzykFfGk9P+tFUeR7vV6iUY+LZEy0C4MgYdFLgwlUkVGO73n4uCiIG7sky33WfSSzaze3GJ3M4rmxPM1KoH7HttDSOuXxiuj8JZmnH57n6IlxxqaydB2f1UstOu2AXFHA6LFNroDxxevGzngxuhCfq6KqCbegMFROyISu4+B2HdT0EBurFrmShpFXmdiTZ+XSLOO794oseU0ElOzaV05kU0+erFIYGsWx2sIXP+pOc6U0Y1M54cSny0hSCklO4XZFQYrle2Eogm5GJrPkShpaWnwNyuMZGhsOT52sUhoZwzZb6NksQdDB9wJGFIX96TSX6zoBcKHbZZeqcjCdZrbb5akhIfV5c0dBH5inYk+Lwts+kECR8Y1Ds21CR8LLKgQZW5ClIuvTzzx5NWedh9BTKZxeL/myHjcMFnffJUYBudl+FxXP9UEU/vYB5pw2P+fM8rZyji/85tXc9mePs3KpRZsu+bLO1potSJJ78siqhO9GHUdU7GM+A0ChrNNudGnUOhh5jSDyxz99sopZd/jtm6b5ttql6nkcO1ygUE7TdQI6poeeVVBUGd8LyDzW5IFX93jXxK+hp1IcTKf51PQ+DqTTbAUiEMg2PXoFlc9vbmLO/meU9RlUq9q3aJVjHbvQQ/sLP8tc4zj73c/xlyd2859fM8k//MWpKNgok4QRpQ1hgJQrpoXKBJjaX6Sx0eEH9y/z1+87zEOX+7wrcwutH34cpaUn0jW90Y97DeSoyEedWU+Wwc9x1nFwsxK26aIbKgvntiiNZHjG6/Lna2vkl5cTwx3VsuDoUZzVG3mk/DDUT6BajydOboNwdahqSF1nm1kP9IlgadNMjGB2FiUpDPspdrIcueCZyJF8TQpDiCRpgFAQRJsoNyn0XoKgxBuOtGkmx87WahRWVhKSmpsvYNTWk2I7eB7xucSvMbhBia2CA1VFpg9v/6g+dCd0P+h6B2zTpQeqSq5apa3V8b1KYvFsev2xS8IJkLe75w2mJ8ZJhIGqYu1S+Ym9T7J2TxfH9ikOq9jtNiMTWY67Gb5dqZBumfSi6/ZCyOdesrV9EaxU1AELCD76IkkykrRdmznYOUPUycvP3hXGxT3urFv1OqO7VNHxyik6bSfJj/c9D8eyksKsZ7NMzOzjzCNzVOdNKnvynLhxN7qhMndmi7kz6+SHKji2zfrSIoVyGd3IJpsMEOEzpdHRSPrm0W42UGyV1lad1lY9MpopJZG2c2dOU1+zKY8bTB8qMTaVo91skR+CXFEULuFW57GxYlEem0SSZArl4eQ6FIbKOLbNZtXBd11a9U2GJ4SjW+zMF8+eY68Ax/KSAiZJEutLFiuXmmSyBcIwYGN1mWxBzPdt02NKVbkik6Hb63HWcTCDgEYQoEckqWuyWSZUlYfabe5oNDBbMwLW3Lg++hBdgnSKYPQC2NOoW6Ib8A0FCk/0yXRKW0D9pVN8e/64KOZKm7zeEqE3ksTbjj7IlKpyZ9NmrqX1C30M54daxLAWMbh3yc/wO6rK+z96BcceqHHqOyuJvMyxfSGNK6YTKZqc+AYopORAjHki/e/qvInvhYlHfmk0g5FXOftYjT1pmY7tExwrM74nT22xzdxSm67tMTKRJVdK025Y7F7wuKUieAUTqkpmwWEzK3gTgRcysSfPz8/Pcdvp65DXrkJvbCbfL9W2kox0FdHVe5aB27mKQHk3H1f/kdmSwx988Bj33X6BjRWLkcksrhMkyoxCWXwv6ms2YdjjwJUjOLbPN//+HK/4ySn+YHKS/2p9Cn/9tbTL06TMCWGuEhu4uF7SEetbDbyMjrNxPY+MPMiHFxf5/UhaWF+zOXpinNtME+exT1LcPJMUlJ4sU1heQXFeSSp8BZmtC6RNM3mfcaHbdq8YKEQ9WSYdHSvu7uMlR8TGWNMdqKpgnQ94FsR+7IMs9rgQxd12UtgiFCGGqeNZdfwnlpXMxOMNQDwPjzcHg4Y8satfEjAThsIfIXq9QR18T5YFkz32ih9gvw/OyOOCvJM4N3i91EaDb162F+Vi5Eg3rHNhvktpbi453/gY8WuF0WcxeH0TCD83y02FAhurc8iKQml0jDAMeebxGocnde6JkgN7kvycqMDztV5i17/AK55vx2S5vuMdyYw9ltEB2x7re315x06TnNhQx/dcjLxBedygOm/SaRP93MN1OoRBmMyfXMdBN7IcuvoaADpth4fuusDoLpWxqRwv/8kpzjxWE45oGWGVG48EBGFOcAHaDeF/H+vuxflr+J5Lu9kQhL22iZETVrrri6soqpzM54282rdiDXrU1zpcPL1JJjvE2NRYcp3ia6JHs1E9ciMbmdyFbZp0O2C13ISvYJutJLynVd+MNlftBHkw8nmUyBgr/lm7KXbp//Anj6NnVW6czvPrJ8b54UjAt0yTb5smX97aQkmlmO12hf3tyusSLbw4mCsMbowFZiYfZa5t4M29v298k5sVJKzGccjNMlpaoKKqPLle7pPqRh7E6blcm83y5mKRmXQap9fjzt4W1dgRz40er9X7s1GngtM+wCetU3xp6zwfuGqUX95/hC9/+gkBZUupREKXklPki2LDJkeRtZouQx4s00VWJcancqwttXFsAavH4Te+F/Lwv6wBJEX904rJ9T9W5hpL5tH7lsg2XXIlIXt8q57l1HdWGN+dwy6n0bNKMof/jZUlblvrwcb1ZDY3kSIZW+zZPkiE0ywLtSM6RDNzgqrS5qR6H/9dVfnQuw5w/1cuRvC8lJguxV1caTRDfc0Wm8fIufE7d1xid0nD+vBV3LJ8N3/+1FF6zju2EahSYZAUBdW2hCWtrmOVX8uX0l/lD40SaUMnCIT18qm1DbJrW0nBi4tTpr6J3mwkxXJnOI480GHH3W/SmQ4w0wNVRYuOu7PrDVR12xw4OYdoFDFYHHeatgy6tYWahmsYIr42cuRzC4WkoMZd/uAa3AjEGvNU1BnHxx0sxnFanmpZyQbFj6F9nr126s53WuL6up44K8a8g5IsJzPqODp3pylTT5YhZurv2DT0A5dk0Ktcm83ymOkSBv17TC+cREmlyGxuRmFDnogTfoFCav4jrxdFkU+lJIxcHrtt9qH26CYWhqEgq0W+9nG3n7jdRR10GASRfxPJhkA44HVQVKFdL48b5Epp1haFvE48JowIeuL1bLOFogkdfly4RyZ30dzcpFXfYOZImcuOj7BwrkFzUxaWuF2HRm0d33PJlYYSRnos4dN0Hd3I0tio4ToOkixRKA9jmy00XaeyZ4Zzj2+ycrGF72XRDRU13Y/YNZtdlmebjO7al1wzRVWpr1WTY8ekvnjToBtGgiQkToKyHI0cxJhjZHIXIEh28c8c22JjZRnf81DTIZKkkJIKTMwMM3/uLIEXcvGpTS6e3uToiXE+OJ3nQ/tGaYchThhy0rJ4Q6HA6eIj3NW6l8b5X+jrmY0FKJ2ioqpYRptablYU4cmvcTgXMqGqPJ69l6DX47Bu8HLD4PzEPTjLPyWK//pr8ab/nvcfCHiVlGF9sc0f54d583SRt3b+Hs79F4EA6FWxcXAqYlQQe+w7FWrAJ3ur+KOjfPBXr+TsY+s8/fB6AqVvrlh0LY/xPfkICQqRQjFXT+sKXccnE41VVudNHLtJvqzjOiLu1nMFMXPhmQZPP7zGxh6fL9XrVPN59uY0zLqD5/goqoyeVRiuGFSm88KPfjKLGYZ82WrwyUfeiLz6im0Z3JLnJkSmniwkbYOzV82yUZsl/O4beaR+gkdys/yf+27ljnfv5/hKwJ1/e4bSiI6iphKVQDqyZd5Ysaiv2YxOCetPewAAIABJREFU5SiUdZZmG9zzuTN8+P0H8Xun+WRulpr0X1CbvWRmLrvixh13nPpWA6txHE+ro1++QqveTRCRhyyL3KogkQ46vMXFDPq+63EHHofnDDLK48fEhTM+lqxG2QCqKjzdB2DqwY58sKDG5jlxIRycFQ+6+UEEm0dFPP48nFIJL5vt2+xK0rbXjF8nPs9tpLnYNnYHISwm0+30iB+E5QfXzrFFvFGI0YEY/o+/P53h4eh3XsF1fKqRxNHLZpPr0Is3Dj+CCR87M/phAMYCr1QyPKErpDMBrfomqib8OxpBNxlPyK63LSb3+VwvwfUvkhWGQcRCj3K4Bzp0cbN1kcIBGU/UmcbFy/c8NLm/MRgk4gnZm4LviS9YZc8MhfIw7UYjyaGPxwXCo74VxY4KM5y4Y/a9LOcer3HldRNMHyrRqnd56uST7L/iKsampnG7jkgxi2xybdPE9zzG8rsxyuUol96isbGebAAc26Y8Xok67xbLF0wcuxG9bzki+Y2w9+gBNF2nsVFL3pfdNgnDIOnigcTrfunC+WRDFG80gMRnIL4ZSZKUPMd3XRob69htk1yxRGU6z+S+Ag/fsyjiPiObYCOvoRsqzzxeo1V3mLaHCLyAvKHyy0dGqAU+T3U6TGkaf2p9DWY/1IfOJZdlN0XN90W3XXiabx7ZxStdlfpah9Kkzu0pi1vrdc46Do6XEezk5h56GZPR8iwV9RBLzzT5/jfmIvOhDKdvnuFjo59mLoqwnet2MZW2kFHFevqoy2+4ZW6VznDdnhw//qYZMQZZtSJHPIVm3WH1UitymlOTGGAtHSs7ggSqr86bbK5YbK3ZyLKWKCda9S4XT9f548v2Cab5ZpeTUdRvrHZQNCHjc7sBKTlFOwy53zT55Po68uorRPhL1DEC22bC8eoFId18PjLXcfsOanYG13olprHAR/WHeWupxDuirr5jepRGhc+CuSWcGkcms1imy9aaUFJMHShRXTCZv2uZT9y8hzn3Inf6/y9e9SZkrxKRy1Qkz01sYhXHQTZnCMpioxDnK3S1FGcf/AvGeXJbmE1PlrfPuXn27LknywLGjjrMJN4WSA0ktsVFLS4imm0n5kLx6wwec7ADTjrxoK8iGOz8B21c4z8Hg3Tix0C/sx7cVCTOcQOPiWVpg8U4/rd45h0/R4o2I//WGnw/g9dpWweuanSGh1FSqcR1sxGN3LyBe0j8+ewk/A1uNpLxiFantiLuLW43IPBNMjmZ0ojOhrWVIBaxZW58vZ/v9VKRf4FXGAZRxGufPDcIyQOJde1zsejFn1JS8MNoxz+4csV0dJxelDHfSp4/uGEojYySK5aEgY7jJOhCbI4jyRUef+ACo7vSHHtVRRCv/vVsVIxLUe58i43V5QQJaGzUxFxeFbr5Vn2TbqdOGEwShmL3K0kyueJQhDBEcsEIzdB0PUE04vAc3/OSeNx4tOE6HeprVdqNBpvVFbKFYmQLbCUkwdLIaCKNi2WKMTHQd13qa1Ws1halkVHstscNb9/P6Jt30XuswTe+sEbgC8LZ9GUlHv6XRbbWOmys2FT25Lj2pj1srFqk0zJzuNxUKPDjx3q8+aIrOunqTXDxV1gcu0/M2Ce/xbvLZYI7OqwcGWJsKscP7l/mVVM5dl1e4R/qdd45KnNP+m9plE7BxvXUXDhpWbxt0mB4Ikvghcw+sYmWVrj15hlubzRYjoJEZmWHxVCLGPfRVz3Ka28EAb8wN8fxTIaPvHs3L3vcZGm2iZEXUb+tusPmik1lTx5V7X/nRDa9IDPqhsq+Y8NU5026HRVZcfA9m16YpmOJEcD9X7kIgJoWTGZZlQgiY6IguvGszpvMHBnio8vLfKZWg6dvYfjSHEC/ExroqgYZ5T1J3jbH1iwbX9dJRxuEduYmHlHanO8+zpG9e3j1m/Zw/1cuUp03mdxbEMTURhc9q1Is69TXbGGaYyiURjJcPL3J2cfW+b0fm+TYkQb/V/Ev6S3/SRL00pPkbbNmYc/qJqZAI5PC3AbJJ5S3F47kd1v60T8ffL+S42yDrGNPfegXNikMYUfRjP89/v9Y8z3YUw6+/jZXt+h5gzr1wc9B9jyU6Pr3ZJkwel5KlulFRLt405B07zxbc57ktv8baxDxeK71XNdwkI3v6zrdiRp6KoUShWE91enw5DNvZbhUIrdWfRYB77lIjCCQCGd0DLQ6XXuMwA0pDOmYDQ/H7glTLjMklOVtscAv1Ez+P/J6URR5ej2MfAHHtpJiFhf4bYX+R2gdJVlGCvpzfCCZbYVBiKJq5EpiA9FudtH0EbS0nsTVxqz6eGm6TkEWcHoMY7tdh1Z9E93IUh6vYLUsqvMmB4+PMHWgyMK5Bk+dPMeey46RK5ZYX1qIIPSos4hCdsrjEyiqRnV+Dq9bTTzxFVVLuu248MYr3pAIvoARufA5if6+Oj8HEHEBGqhpL9LHOxj5PLniUGIAVBodTeD8lUsX8V0X22zhuy5uVxxz175DlEbH2Fjx+KNfuJfKnjzVeZPx3XuEE567hiSlaGx0SGcMVi412XWgyJc7LchASZaZswQSs+S6Yt5efjgi0NlQfzn4Od4xNMTHtRG+fO5Jrr95Bt1QOf6aSdpNl1d3VTLDw1RUletzOb6VO8+dkT75d1cu8CVd55feOs4rVmHuzBaVPXmcXo+bi0Xu+uRT/OPPHuRX21VuiyNqS6fYvfdODug6eirFiFJKXNVu3dzkA9eMMhn0uHi6HgUOZbBNN5HYabrw5I4VC1pasO67jo/r+Hhul6GxHB3bR0qVCHtb3PD2fXzj787ie2HCcPe8gHwxTbGsk40cCi+/bIxP+g0+cz4P1XciN8eBOVEUw35xiYvaYMEJpSAp9qEsJZC+7LpIQYC6lSe03kdj43p+Zutu3ji1wdf/9NV8/5/nefJ7q2i6LDIdLA/fCyiNCEvfzbUOYSjgfLvmcP9XLvAz7zjAR3/8Ksb5P3BOfiopCCD8y71sll5xHowFPFdNuA6NIIBQ2aaXBnHDj1GIQY34YJ76zo47hsa3FfWB4+38/9gFLv7Zj5KpAQmrPFDV5DkhIO8g9A2iA8/KXv8R+nYg2RjttHV9Lpj//88anNdvs6ONNhmpIMCLYmZxxtAlKYlabochbFxPKpwVo5MBsuLOWf9gJy+FoZDHqZ3EGtpuu/R6IUZOxCKXFAV7dBRjwN1v0DHveVu93kvEuxd6ifx09VndOzy7cxeP957174MmOWEYDHS/QcLYD4Me60tt9h/LCy2+kUWP/LrbjUZSlGMjmNj4Rtc0JFlK4mglWSZXGqI6v8r0oRLTl5UEcavRZfniBSb37qc8PpFk1dfXqpTHKyiqSmlkLIrKHebiU08Q+C0Wz28wNDYuZHVRYY4LPpD8PH6fuWKJXKmUBMnYpkk6I1Ec1nAdlzCArhNAr4dj2zQ21hMfft91E1a+Y1msLy1QGh2LpH9SQoKsr1Wpr1XZffAywjBk/xX7ktAfp9PhkfuWOHzNWJKKd/DKYd65dIlN36cky3zr4EGqvs8djQYUnubGiRpTWoYprcgn5cdp1K5mRtNwuwHv/a2XAaJYZ/Iqsirx9b85Qxj2eGpTQ1LafP6PT7C/fS9qKkW1C9XaXu5pPs0/7N/NDW/fx+I+jYciWPv4rxyENix5npjNSy5Mfo2XZ3Ncn8txPJMhJ8s81emw4fs82G5za73OJ39sCoCNFeGXoBsil37+XJfhiNMRBj3whNoBD8x6FxAd/uqchaz0qEy3ufFnL6c3lmbmyBCLs80E8i8VM6R1Gbfro6g6vWMF9j3zDI1L70Revi5idre2/w7EXehA1ypFN005CCBigg+S8QCkICSzuYmXzdJpDOMv/yJ3NR7jhvDrvOvEEG8+cJjv3HERx/Ix8hqeF2C3XYychiRJ1NfsyPdeSE+//415CmWdWyYmuGXv7TjOzSIO1nH6MjpjgSvG51lbGBd59tN5zrsuuWoVzWxtKx6JPMu2t83K45/H7zUuCTuLcpJ5HkHrO4v84DETeHng2IObhngTlQr6mvVExz4wm49Rh5icN8i+TwUBYaTFH+xcBxnv8Zz7ubrk50IythX/HRuB+LVjZ7rBTdGgbC4lSdjlMrLrUbi0SU6SsAbg65SXEqTOeNSw4xpK9PMWBq+3PVwmKwkvhNaWQ1rP4nsWRl5Fz6oorf7nFI9P4nN6PlePl+D6F3xJEtimKYhwkexNkmV8103gd+hD630XvP6XJd4kiMfp2zYHTpTjDf15qG2alMcrCQ9A+OKLIufYFm7XwcgLW1LfddF0YbPpex5aWo9kdyX+5bZzvP2Dxxibygm/8/ZcpPkXQTqxjK/dEFnljm1hmyaVPTOEQcDS7DkK5RTpjM3ugznqa7A6X0f3+oVeUTU61hZaWkbTFczGCvW1apKQp6gq5XExPvDdkOqCmXScjVoHVfdR1TT1NTFGGHQGrOzZi6KqSUaAbmTZWFkmCDq8+k17cOwOtRWLxXMXSWeKdKwWY1M5Zo4McfiaMTRdpjKd5562SXU5C62j1EKN68PvIKdSzGgaxyfOc/fBI3y92eTmQpHX5fO8LnyMYWWKXEYjkxWe/2NTWcymS22pTX2tw/DEIQ5cWaG+VuXxr1xi851X8eHFRR6xbU7yNCy9g9837uCbrzzIU20hlZNTKb7bbvPOoSEO2Gm+G7ni5RUR+fnhsTEu/HAT3VC4es8QP7h/mZteM8kvzc9z86UL/PQVJd5+4Bgn716gVXcIwh5m3WFj1SIIewyPZ1DUfrLd5pqNkSvR68Gey+CGt++nuD+Pkkqhej2mDw1RX+vQqjuEao+u7bN4rkG72eUdv3old5omjeWfhPoJslVBTOtJEl5GJ91qDXTLJAVoUO4FYtaaCgOUbhSAo/XhZtnzCF0POXJE0x4/yHfbH+a7k1/j4Cs6jO3O8ci9S5RGM4xP5XAsD7vtoqUFIa+x0cGxfHRDqDy+eds5XnZ5mdPvXOdy6R/xL7yXbK1GKEmolkW3dIr3Dw9jXxBpjJXpfkJd3P3FxVP2PFIDpjdJulokUYvfwyA4PcjwVgZg+Z1d/WCRHdw0xGtnV5oUxvh3Y+BYcfEflJTtPM7ga8kD5/5cxjSDKy6s/g7iX3xOwY7PevAYO/Pkd87P43NPGiHPRQsDkTUB7DtW5s6us027v41oOHCO8dXbKSvMSxJ22yVX1Oi0hSTVNj0atQ66JGHUan34f+B5L63nb70oivz/x967h0lyl/e9n6rqqq6+Ts/9PjurvWh3tVqtIiFWSMKyACNshDAgmwAOOOgAOcbH5BjHkJAT20eO5ZgYE5NAjB2ZoBglAmMsjEQEkkASWmt1WfZ+m925T890T09PX6vrev74VVVX946Ecx5blp/we555Zqa7uu5d7+993+9FiUkYjXqoGU8YrNsBPtBv7xa7ifnqWwEaPhhtIR2lYzKganEaNSFm0163yPgDTIBhWbiui1Gvh4E2KKkH+yW7DpqeoKd/lMcenOGK/X1M7c6RG0hw/tgsmpYk29ffNrjZLGO2DGzLEn1xH/0u+usiG8z2xcPSV2m1gdVq0qgJS9rRbRniyRipjKBsrS3WMBpVqhsW8USS0mqDoYk0QxMp0j3TXLJMZlsthmWZmCRxfTLJ8adW+J9fOUdhaRElFmNk23YmduwKHwKmYWBbJi2jzsFbxrj2bdNkJJniSp0Tz+SZP1fGc1U/y43hbE/ylXKZw7NFcXIDcJ0xQvXi+6C2k6WDv8W94+PkLYsnqlUGYjGKtk1Klvnrep0bh9P0nN6gbziB1asye3iVo9+rk+mdYmz7DlG16Mnx/W98DdNwuPWOYfK2zclYk6ovvvJcvc7P5nLUHIdHKhWWLIt+SeHWTIbHq8vMxp6i3zcY+d7XZpi6spdLowoFp8X03l7mf7DOd35yN3fPzfHAxgYXkkk+9cE9LL1Q5NlHF4jHFeEV4AvKjG1PsL7aoFxs4tpQ3Sjxzl+6Gu1gjh5VJSP5vWRNIrU7w62DV/Dnnz/B7OkSajyL6ygYDRvX9YRokJ0mvuGg1euhe1jMMNDqYnIalRUNA0EgfCK3e55BoAvL3o7fT3Yd1KYhyvmOi7I5jcPbePP5e7jrxl6+dOfr+daXzlBcqaPFFSRFOOmpusLY9iybJYNqqYXjlzznz5VJPqLysweW+br+76mf/NWwfJ7rPc+h1E56h4VN8cTOHu5bX20rr21BUXupXnIwEQh66N0gNTOZbPeIuwJHsPxWZitRalw0QIbnLbJcMKEK3zPN0Nc9oKYFim6hk5zViST3/IDdneFHdecD4F80UEs+J/9Hge46wIe0S/YhWyFyblqZTChUlRtIULZraI0GsZaBmcmiNuohk6B7BJOWYJ8kxyEXi3Hk24u0mgpq3EKWJaqbLUzDwVY9ZKdNtQz3N+Jq94oM78c8+b/3ocRkSqt5XxpW6QjuELWT7SrlB7N418G2CA1sgiw/0KaXFQXLdHEsV5TC/XJ8dERbAAEIT0wqOr9gMVULJw+BM1656IZgpVSPhqJINOs1kpks6Yg8b4Dej1YKdh44yNriAmtLs/QNJ2kZNmuLNeKJHuqVDcHT9lHdluFABsa2Z7npjmnKhSbnjxa5cKxIs+Zy7OkV9lw3yAs7VL5XrYp+OMJl6+25HO+9cYTnHlukZVTBE+X6/PwsjWqFWrnMyLbt1DbL3PCmSW58906Gf/hDAKbjcX7t1mHe//YreOqhSyxc2OTiiRLZPp0PXtXHR6cHkSyPn0ivM9PKA3lyisI3N7/KiJpi0TT5QrHIc40Gv5UdpijZ6LLMGcPg/vV1fmtqmKWZMtZFl9W5KgNjk+QGBHZA03Vimsb1t/0Us6dP8ubrPA73+KYkxgjMv5uPqV/j7dUq/354nEOpFDlFoVm3BTrfa3+5i7bNFfsH2ZyKc6HRYGc8zkyfxMTrhyk7QtHvyVqNFxsNDNflI/sHGbuQ5eJJwcHv6Y3TqAlHt/XVBq4NPf1x/s97b2QBm4FYjIwk40mCf2z72/b6NOLJGEpM6CYUl5dIplVsy+E71RroecxkkmZ/P2q93iHpGkjIYrXV5oIRLc93IM8dl1irLaSi1uthybqVzZJYX8eupzEaX+DB5CJHr/09vvnBXZz7yiVW56t4joeqK1iGCNQ9fTpxXej9u46HrEgcfmSer779Vm6yznL4jIJkWXiDp9nluxL2D8dRFIknW3We8KVSg4DbnXFHs91o+TyqsvZSw90iO4yWsYNtdPTN4bKgfxnXPDKC6oLXFaSDsn20/B9cM6BDqjaK7u/ef6Vrn4KJRbQKEUyGthK6Ca8/nRUK/BaK62/fVTUaQ0PEJIGV0HSFFwvN8P4Iti3X65ftZ7jOoNrqZ/0TqgoY2LaBElNo1l16+nWSGZXD63UUs41ZiGIEXsnx43L9q2QEvPboENl6Z7APJgABxS6UhlQj2bvSFnuolcsMT2pYvo1oQJVrZ9JyuP0A4BaMtqudG/6OnjDbMkMDnOJymXgyxtWHRsJy7EZhBSDsgQfHVysLM5ihCSXk4cuKwoVjF8OALioNHsneNmjQaNiUC02yfXG0qSRT02lGt2WolVvMnStTr5osX6qQ2z3EhVaLx9cVoTYnm6zseJoRVXjXNxs2rbpFubhGpbTO4Hicfa/Nsb6ySO+gxOvv3Mvvra4K606txJlYjQ/WjnJvKs/7D/Xziz8zycX/ucyxp1c48Uyem+/YTjKj8rMjOWb9icU9KyvsjAtGw3ONBveMjXFrOs1a3OOb+U3eks2GlqL/cjPPlRM6P5vr4/pcnK9/4VKIWwjaNgH9cHBimjOFEhRvQaqO4rkaC4VTfNE+zgnD4FeHhxlRVb7VqnG00SDf8qC2k/XYOQZjQsN9fNOjnBbBKCZJ5C0Lw3Up24I3TPF1/OFmnkVrmQ+8ZYhDE2kOf3seTY+FaoF6IiOochvrzJ8rs31/H5IHnoQAMyEmV7bnUXNdbrljOw/dd5pyYQ3LbDE4niU3kOBoZQ3sdIh+VrYIBq4iE2u52HE9zMYl1wlNYqIUMJFJtjOlILsPuO2y44Z64lq1SiuX4/z5n+XK1gP88zcO8Ul5kv/+H46R6dFQdYVmQ5gftb0NfJbHYIK5Uxv848E+Dk89gF3Zh7rr8xxKDTAQi7HgOhzN2nx6aZUjxz7AiD+JDsBdQbCXXRfTF3AKhqcIZLobyaSD191oUIsEvOhkIFzerwQAWH4fOYqYj7YFthpBxh/o5Uf3Jaqlb2azHVWJjnPftb7oZKKbNx59LwBZyq6LFBEJigIvg4xY6jpPwXoDxH50UuD0CLGmQAXzjGGQ87cdyBS/HJ/d1oU1sqsKYSBdlkMtBKGeKfnWzjLnn/9X9CrVDopl3DAuu94/Hn+341XhFOB50KxXwv5ykIUHNDK5C1AEXPZakIl3Z/2u62K2nFC+FYSjW/D5QKXJdVw/sLZta9sKe2aoNR8A+4JlGtWq0Hn2NJYubHLm+QIHXz/G7oODjG3PCnc312lT2AaHSOdy1Col5s+dYfniDLZpMjQx6fe8XfSkEJZI92ihMplpOBRX6hRX6lw8UaJfUvjjYpHftNZ510cPML23F8twOP18gWuKcGval3f1+eGGH3hsy0VVZcauyDI6ncJxTMrFJhurDfYfGuGn37+Hz9dLfHNzU3DMSzcI6tup/4fzp3+B383n+fjiIsnbhth/aITiSp1H7j/Lo//9PPVTFbYXXb5QKPBco8H1qRQXWi0e+usPc08+zwO+Kt4vL2n8swsK/216O2/t6aHsOHyuUOBji4t8o8/ixrf0szTzIkeffJxSfgWjUWf50gzxhMGfmZscaTRg7TaRHRlDULoBY+VNPH7+Rn43n+dwvc6saRKTJKZ1GbXnLNX86zmyNsJXsgbqkE7v8RrXyHHKto0uSezRdU4bBqzdCmu3wdptfH05zd1zc3x20uQXf+sGbrtrB2Pbs753eJVYvMnAaIrTz63RqFis2IJ3DIRe6Ibrkrcs1CtSXH1omJZRZ2gizYGbRvmrZIvzcz8RHovkOMiOg2JG+q6O+5IZbVDOjqqqhUIyZvuBHf07ZhjIlkm8WiVeqRAvl8Uxz/4Tvl4u82za4ZrXjaLpCooioSiSyN5lEegHxpLoSRUtrnD423PYnseeqcMw9BgfGxrijdksI7EYn1ha4ucvXeLImbcRX9hOvFpFazQ6RF4ChbluV7KtUPLh97xLm747uHVXCaI/wQikaQMefbD9ILAG64v5OIZofzpK64sq5QXbC7EGXX396PqDn27ufvexbiWiE73e3ccbHZLjIJtmR1XI1nUY+0s8x8No2MiyBBfvxlFVzGQyvD7B+YruU/c+xFoGVo/Ep0ZH6RtOEtcVEqlekpksnqfRqFmQnA9ZCNF20yvuQueX6/+2fv6hjVdFJu+5HkMTIih1AO2iHtaOGwbdmKriKlsEfkVQ6YJlAlT62qK4MI7jhWIl0XJ+UBkIevOmYYQiM67jdlUIRHUh3ZMipmnhe8lMBj2Z4uwLs+w80E9uUMdo2L6l4xJj23f4+AGZ3IBAs9c2yxRXhONV3/AIuYFBANI9Nn3DSdYWayF63bbcsOTkup4I+rbNrGnypNvkulvH+cG35vAcj2e+Nccbf/EK7onnsXxjmFnT5ESzyaQiYVkuWjyGnlR956iAoSC86hc3TI7UTPSiiWLF0SqiwmHro5hzv8tXBpt8ZfpP+ZMDOvtXRzj65DJrizVaDZux7Vk++s5JPjEyQtG2eWRzE7KneKhc5hZ/4jGxs4f8XJWnvzXH3r44h64f584LFzhcq5G3LD7ypl2YhsP3/mKW4soyRqOO1Vpn97UD3Fetimwbnx5lGNjlg0LVLn2BJ9dyPLmcQu85y5emp3lDK47rerw/8wIPv/A+PtP7Rc4YBr9x/RiyJ7FoWUzH49ybz3MyeOjaaUHzM0YoxGrcN/IIOWWJWzMZXnPjSCgLq6gii3Esl6WZMpn9OXRZxnCF+p8uy9RcNwz8Y9t72H1wkJvumOZD7hoPP/NaWLsNqRVHcnwvcV+6NvztP+hdTRN0rkgvuTt4gV/Z8gN9FMVsZrK4inyZpnrMMHB0nYbzWmZlk7fWHuHXrotzzx3X8N37z1Hzte5FFUxgEmKqTG3TJJ2LE5ckbkyluOWKIveOT+E5Hg+Uy3x9fgTm/29i5SyJ9XwYMKOl6CBjD/a7W91tK4naAJBmb/H9D8ZWJfmgtx+MaKbsBPdSEIiAWKRvvBVgzlFVCNoLkczXlWW0CNccIih+18X2A1ygkBe9RsGxdU8athrd2fZWuvWS0+bIm8kkZioJWgnT6MN1XfSUilS4FsgL8GYEqxBMgoIKUXAcATgRy4JYjW2bHsfnqsKIqVZC03VUzRZGT7mjOOpbOnzug0rAKzu8/63L9a+KTN51PUamMlQ2Sp1Kd9HSVqQ37routmlidwE4YqoaStLGVM13eZNChG9QVgrKwLKshOV7wZWXI/x8P+C3DD/ot1X0ZFnY3gZ0tJiqhUC+oYlJjj29gut47L52gCuu6kPVTBYvnOuoNuQGB8kNDKLEPIorSyGlLzcwKKhLPnjFqNvhg1VPxkhkNHIDCR5zGhz2e2cnmk0md/cCYBqipD8Q853gfB9sx/OwPeGalunRyA3qDIymGN6WQU+JMnS9auE4HkXbFgYy9Tr6Rjks87q+73ViSYELH+WDJxUevSXJnb9/iJ9+/x5sy+Xci0XO/uEZFv58nltSaabjceh7FqM+Ti4WY9E02ehR2H3tIKoqk+3TmVBV9uo6KUXhSL3OzWfPcuRQkjv/jz00a+epVea47g0T3P6+K3lwYwPywkM8KDvrpRrxQgJp9bUw/x6Yfw+G5zH2gwp//vkTGHWbWzMZpPWryM+8k/vmeviN5WVWJIeb02lONJv8cbGI1eoRwEFXQy+XyZyXUFcmYfltfOZhOlrIAAAgAElEQVTYQe48vc4zPcKKuFww2FhtkunV0VMx5s+WSSsKZdvGcF1qrsuiaWK4Ltcnk/ScrXPs6RVe88/28G/VTR6e3Q2VfcQ3HNL5PNmlZSTX7Qjw0NU7jrSutuJVh73orrKxrbfL/DHDQN8sh9UC2XFJrq3Rs7CAtHILzH6A37ukcvPZs/S/c5KJnT3UNk1yAzqJtAj2xeV6eD/WXZeBWIw7cznWl+usLdY42WzCuY+RPd+id2aG1Foh5JR3B74g43wpz/KtRvfrl4ESI+cnPHdd2WmobOcHxZerEAAdmX9UAjaqrR/tnXcH6O7JWLeoTjdKP4pdiDrKbTV5iGbbHYC/yP6HFQvZpLhcD6sxYVBXLm93RNcXnKOYYbRVGGWT3pGksLK28WXHTXZfO8jAmGDaKJZFK5NpV29ecS/5H49XRSYPkMyoVErrpHtyHch36DSsiY52z9x/z8+UXdcVRjDlMmq8ffMGvvCBqA20efW2j6gPsvxgREV5TMMIdfFFBm+QS6UYmphkbXFBBO+BIUqrFmeeL3DrO67gJ+/ayfkXCyxdqnDp5ErIvwchQeu6DuVCgfzcLANj46R7chiNERYuLPtAQWFWA2IylEjGGBhL8r16nUstYWu6YJpcOa4ztTtHsyGqALOmybimcSY5D7WdpBSFgVgs1CyvlU36hgWGwLZcysUmg2NJ3LRCftUCOy3oTq5LwjCIGRWShTUag0MhRaspf4g/zHySWdPkU68b4YAlwH+bG8K3/sThPPe8ZgxY5ovLNXRJ5jpFZ/50mf845qJcq3P7qsvJZ/KkxxVUSUKVpJDDfvM1g7z/xuvxHI9H6lV+aXEBStejXLqDxPp66BQWPHxjsozrToZZw/pyHdf1SOc0Yl4LLy5YDDSmuO98jftLz2NVtwsjHeMmmPozIZwjixLt0KlTyKbJ6oEDVCbfAcWb+Ujyt/j0tRO8c/vVbKwK9PvFEyVWF3TcBy6w967tobTuoVSK+SMFvne0yNpijetvm+DTq6vcv74Oxff6E6miKNW7DoopJGKDDD6a2UYD2FZ93G6kejRDDB7kwQNbq1SQUm1DkgCUlSyVaFnT2MZHOVJ5jF+Rnua/3badTG8cqyUEgtYWa/69G2diZw9/WKlwMJnkLdks52cKpHriPG5UGThzJgQRhu2GSIZq+0yYbgBc9PdWQX+rknwQgAL9gG7EfRSc53att1vRLlphiAYmyREe6q2MSBgC69tw/7cQwXFlOfSwD7cfofpFKXnRIK9GKh7BCNob0f3eihoYIOyD0YFnkGXeMmTw3Hc3ec2bJrHwsPuKSAWvUyfAv1+CaobsCte76Hlq9Am3yEbFolIykGNCxiGmyhy8ZYyvGJtQfB1q/aQ4tkjJ/hUH3v0YXf/qGLblUt0oYY6Oh691q96ZLUOUvB2FmNbmoAfLRK1qASyzhRpvP+yWL1UAJfyMEeho+/148B8kioKuaVsCAYOsPijfm4ZQiRvZNh2q3OmpFLWyyezpDQ7dPsVN77iCmecLWIZDtVwhmc74XHoL13F9KdwqxeUlcoNDTO3ey9TuvVw8eYxmbZ2+4aRwo3OFo9fOAwN8vLzCbHkIijdzNHeUo70V3r2/n0ZVAKUGYjEGYzHOQNiTH1ZV9LEkxWWobrbQdIXt+/tIJGMsXhBZdd6yqLouuJroLwZfdMdFazSwGnVkSwQGtZGiufFpHhzc4MEr/oj/fH2S6+MTPPvoAksXa9Rrl7h6tcHn7tzOGeM8D27UeXsux46qye3ZPh7c2OBL/TafuGoEe34ew3VJKQrv6xPOdV/d2OCJapVxTePbm34vPlYTDzK/N2n7D3gjlxNB3FYhdwyAQ7dPMX+uzBHd5jurFbjij4Tqnu+M1x+LkQdRnq/tFBr7xgj6mngQVcbG0MtlUmtrWMkkrpag+PRneX//Sdj5n/ju/l1cawhe8Pkf5jn6/TpX37Wdqusyqaoce3iBZtVk18EB3vyhfdyzssLnz/XD7K+ibqjEq8UOu9GYX14NA49PU4LLy81weRCMZqnBCOlZXC7xKjkOns9bVxsiIGfn57FSKYzc6zhcvJkdM08xOXmW/f0JDiaTfOqWXcRdoTfxFWOTgUorBFhm9ue4e26Ow2ffTL+shAp3Acitlcm03dXcy4N7MLYqUYcBPiJcEwTG7pJ59+gILpFqhxfZTpSaF91mEBwDdkLYr28Z4bULM1TTJBapsASTz0DfPlh/gL+IyvIGn3k5RkHH9fYnIS83uk12PEVhRFVxHQPP8YShV+4oirmXVKHQYeoTtkv8Y5dkGTeVCjPxyuQUaAUURWJgLMXmRgvP8XzcRopH1hZI+Ep3wcQhaLFs1f74ux6vlnK9JEl9wH8HpoFZ4Oc8z9vYYjkHOO7/O+953tv817cDDwD9wPPAL3ie97KcxFdFkJcVCccRffnAmc22zJB6Fi4XOtO1KW7REVi6Bu5zyYxKIiPAa7IsiQAo+w5zuh5OEoLsXVQAOtX0wmzABwG6bntCIPtBv0aZocwk2b5+Yd9qmmi6HsqtXnnLKLnBBAduGuXh+8+SGxjy2wTi2iT97CAA8fUNjzC2/QrKxTXmy2XfuzzO1O4cmT6dvuEEo0WVo34fGq3ENzfr/NpVu5k/u0G5aLBf1xmIxYTdKlC2JH5KT3O0r0KtbGJtCnpUtSSUqjRdITeQ4LTZFAh5v1yfXC+JjE9TQyGTwMM7ZhjEKxWMco5a9d/wYfd3+JMDOu/efw2P3H+WmRMlnn10AaNh8+g7dvDJokDcj16hkpNUfnloiC+vC5/0oi2qLJOqysFkkufqdWKSJHjwjQZnDIPZVgvSF7D7ijSdPhxdx0wKOVVyx4QDnVYSgRz4BWMFY9LjyRfTUPppEcyzp8TFHfgBvzk6hTVi8bXyozy++iwUbya2No1iVZF9+dLq+Hh4rBgGWqWCWxqlXvt93jB7lENXfY3fvnGMwefXWL7kcfJrs/RkNFarJtN7+0jty/Jis8l/Wlzk6+UyrL2D+LqCWheo44ALH5TTtYhwE3RmtS8nIhJQpaIj2r+3Iw/6aIBQTAtHU9slZh94GjMM1PVBLPNtLBgjLOh5Hk5f4P71E/THYiH24DfHxtBlGcd0+epmmYcv7kdaegOSez7k7wcB2FFVvEwW2RJo9bhPrQu/b/5y0SAefS96rFtlsN2VgJej30XL992Tg26sQ7Q1ErWZBcJAbiaTwg+z6/pFQWfBNQnc77rL9NGx1fFFg/XL5cJRVH9Q5ZAch1YmQ05R0HQFs+WIdp7ZFx5TFMEf3E+CrdGpKQB+66gxxXHpWQ7dPkWl1GLxQpl9N4zxsFXjwblhRhYWSJZKl+nh/28+PgF81/O8eyVJ+oT//69vsVzT87yDW7z+u8BnPM97QJKkLwAfBD7/cht8dQR5H4ncN5yksGR1SLqCyLQF312+LPCH61DasrayIiRHbcvFMQO0vIQWV2jWiNjMOuHnQltWWfZFYaywOhCi/CPtgVBAxlcZy8/NoqdSaHrCp3w1AI2/+tNzlAtNxq7IsvvaAU49u0rLF50BQgnbAOVfr2wwe/pkKIGb7evn9JHvMzA2wZ4DQkZWT4pA+HDfsyJwxWqUnZgAeRUNbMtl6XSZkYwq3pdNKN3A/6iv8LbrBkP72nKxycyJEuurTTI9GqZhE4tL5OspKN5MvDLToaJm9OTCjM9TFBTTCqlZANXUh7i397epDQ3x3n+8m8e+OkN+rsqJZ/I0qhaf/vBVtOo2L/a0WKxvcoeW4eesJAkkjjQa6H6p/oJhsGhZvLWnhxFVZVrTOFyv88G5Oc4s70e96rex6uNYtZ3Cgjbwj9dK5PpPcnUiQU7p4aHNTTj6+8RqIhuxeiQx6dHzUNnDE9VVfiaX4319faTlMgv93+Boch67dAPK+g56Z2aQDAMrlQof6tEMzan9Iw67Gj/T+BMan7iO2dMb/vWJoY4leKJa5YHFRR7Z3KRa3g1rdyGtX0V65WKIcg/WKUNIYQpeg06hk7B/6iOUo0HNU9rOaVEr1wA4FV1vRyvMujwJ0MtlkZ0qCoqVwW78IwGWijVYyJ5iIXsKffAZ3pTNskfX0WUZKybxKzNV9KNvI7E+S7xSDQNaYKDTymREQEzlKFw3yODzqsACRI6j+/ijAj/R7PJHja1K/qFuul8RCALYZW0Bn18e7a87qtoh4hKA2YxcTuyTquGo1svS5jxFCdcRBdhBG0exVQk+WD76evfxda8vuEdsXceOi166d/Xv0B+LEVOFFK3kIQCr1MJzITkOtp90RB0Cg/MRTFBShQLGxRwfnpvjXb29/LOPXsXMEyvIsoQhy6DniVer4fEGzI6/ibjP3/YQVrOvGpW9O4Fb/b+/BDzB1kH+siFJkgTcBrwn8vnf4B9CkJdkiVbDpm84wcqsMKkJgnn04nSi7Tt79tG/g/cyfTobqw00XSHdEyeZ0VjPm2GADycERKh0ritQ86YZ8WJ3L+PId7cSbMsS4jiaFq4z4Hof/vY803t7MQ2H7fv7eeJrl0LhH6FVnw0tb9cWF2jUyixfnAmd7YyGTaXUYmRbhtOyxUyrzm+MjmK4Lg9XKpQdiYzPyQ5Q+BeOFeEmPSxNUz7Il4rHGR0Z4errB7Eth9Jqk0snS5iGzb4bhhmaTHPGa0FtJ4nVZpiJid8yntx+8EE7KAVe5qmFHLPr/5ZfufLbPLHnWR74pf2cfHKFJ/58hhOH85QLTfZcP8S1t4wxOG/w+8NFfrYvRw+eQKQDuiTxzc1N3pjNcjCZ5PFqlbvn5vjUyAjf3rWLvxhc5TuVLMfVNWah7Rcfq0H6Aq/xObiG64IxRKwm0zO/QMwwaGUz1Ad3YA0LlP9X1i8QkyQ+MjjIg+PTWKbLv+25yFO1Yxyp19k0P012aZnUWgHJ9dW+fDxFvFzGk2Wq6X0YzUF+fvYS6ZRA09+ZzvH08gbP1escKWuw+E+hMYVU7xcPPssUP44bAp4CY5koMpotyu7R0nM0aARl3ygtKxo8A+MVlzbaNpxAuE5H5qzWTeL+A77Z199RWt+c3Is1rjE4eoQPDw6yI6ax7jl8ZnUVZj9AZmkpnPh1ZMOmsMFt9vdjZrIklhSSpdJlmexWojauLBOLlJKjxxYGDb/NJkcyZ8WyOqobMacTmBYo6QUjyHpDjId/DgLsR7CMg1DbC/X6I+2HAD2uNRpha6Hl4wWCSUrw2cA3fitMwP/K6A7wwXkJZY8VGa1qkEkvs1efJt1jYLZsPAnSF2MophUi3qP7ERxLIJYTbQVJjoNar3P0hx/m6MBTfKrvOT65d4R/Tg+qKjOYrGHHdVSlHmruy66LF2mZvFJDkggldf+WxoAkSc9F/v8jz/P+6G/42WHP81b8v/PA8Essp/vbsIF7Pc/7C0SJvux5nu0vswiMv8Tnw/GqCPKe59GomgxNpKmUSiQz2bD0HSDgXacd+KPBPuCzB4j7IMAK0J2N5wpxBtd1Sec0apvFsNxuWxYxAsU8s6PfHtDdAGR/stEhzOMIGkkQ5MU+tPnzIARtAt/6csGgXDDoHU6Qyak0qlVyA4OhCl6Q0ecGBqmU1inmF8LWwfZ9V3Pp1BLPPjrPjXduZ9GycBoOt2YynDEMThsGZUfYRmpxReiku56gmpVuADuN0lR5tJBgf2KTQ+Pj9A0nRckuGQtVzPRkjDPGJtR2dtiXQrvMqNbrYYao+bP8mGGQKK0LP3NVo27dxtcr+7jG+AJ/ct023rP9Wn7wrTnOvVigtNrgzHNrvOZNk9xfKqFKEjlFoby5DWI1nmGdqxMJRlQVw3VpuS73jI0xtepQ3yzz/qkM+4d0vlAssm4vU10DpaniALl4C8NLMK1pQpAmf3t4HK4io5gW1t6H+Ox1M+QUhcP1Xp6q1bhnZYU/3rYNacNgT0bnQquFgx9AFFmU0v3zEEx41KYRAhDVRIEFM0nZcZhptXjw7DVChKgxQbxa9XuyLp5SQvE1wqFNYXNVsZ3AtjXqBBalMEWDfPB/dPxNNcEVy8L1e/wyYKta+EB3NI2ErKA2xHW2Ejpqs13NkV2Xyb1f5AMDA1ydSLDq2nynWuVTP3gjmdMZ4tWFDrCd5StLBq8FxxzNyKN94G5RG09ROnAKWwXArSYGMnTI4YYtl8hr0UlUdwYdVEasVIq1q66ilcsBMHD6DEAoAauXy+Fky9U0jFxOuPEpCnq5HHreRysCHRMq//MvBTaM4gheqqwfDbzBa1HBGcWysFIpUopCTJIY2ZbB9fUb0vl8yJPvBt4F+xVMPu1IlSI4n/r8ONb6+3GGD/I5+b9w/XSSpuFxMJHg8PgYkuuQWF9/WebDP8BR9Dzv+pd6U5Kk7wAjW7z1r6L/eJ7nSZL0UmCBbZ7nLUmSdAXwmCRJx4HN/z87+6oI8kpMZnOjRaNm0tMfDwFxADFNawvcdJXpO5znIpm56zjENI1W0yWdS1HdKGHUbaEmJ7mhk1wQxKMOb7KiYEOomBdq1qttBb5AoCfgzEcrAoFd68DoOOXiGo1qhXQuR2GpIFy5tmV8a9oNP7gLE5xGtYqm68Lmtq+fjUKTcnENPZUKe/RHvvOE0G9/xw5iSZk3kuU7lQoXWi36YzGm43FmMirVzRYxVRb8bL9c78pxqOzj6+Uf8O6+PkaHk5w7WsRo2L4jmlA0e+ZSHYo3k84/F2ZjgT56tzRnANxy5XaWr9UbaNUK7rzG3KV/ze1v+df86fQ0b3jXDmzLZf7sBgvnK9jWHP/zfVfSP5TlgVIJkvNkYi6TWpy0LPPI5iYF2+baRIIjnznJWcdj0PebB/hvv3SAf6Wt8HvHdob7U25mOOJucrTRoDr7c0irr0WtL6D5SobNVIrpiR/wkYGriEkSE6rKiWaTE80mv7Gywk9kMxyu1TlvGFj18TCbBWhlM20eu+Mg1xvUhwYhe4rrkkmWTJOFai/MfoBYcYx0Po+t50N0tacoKIaB5mdF0aAnpuVap9+63zf3ukrVmCb4nPmO71BEFW0rilkAngqR3X4FwFaEVr6Ry4XLBZQ7V9VwVRXTL/3WBwchd4y35nLs13XSsswT1Sr3r6+jzl1DvLrQ2XuVZdb27QMguV5i5IdHSRUKQhjHvybBuegO7t1+8IGbWhRd78pyGFw7ngtb0Auj/wccd8WyQiW8IHMNetOuphEzDDamp7nyvZ/h34yNsWpZPFAq8Wi1KtoUksTRwijq87/E0EmB9TByOYzeXAjSCycushzy6qPXZCv+fvSaBqBJLzLJifbzg3MUYDa63wssiG1dR0EYOK0u1hjdliFv2yimoLi5qhaet2iFQwGsVAozmaQ6Po5iWiRK6yiWaNVZ5TLpfB5m0pSXf5/3ev9cnIf6OL3+hC6cJOiXMypemSFtKaj2dzU8z3vjS+6JJK1KkjTqed6KJEmjwNpLrGPJ/31RkqQngGuBrwE5SZJifjY/ASz9qP15VQR5SSLkTI9dkeXsC+uh/7ppNMPlggvVXZ4P//YnATFN8zPoDVzXJZ4QbloxVUFVZYxGnWQmSzKTDVXsYqoWThA6jHECRGzkQRJq27tiohCU94EO5H22r5+1hXk0XWdgbIxTR5ZoNiyuPjRCPBlj4VyZ6kYFPZXCdRwa1UpoalPbLOM4VUr5FbS4Tra3j50HDnLh2PNMXZljZCpDpl9nQtNIyTIJWabmOMJiFtDiMdKyI4B5xgheZgUq+5gtX+Boo8GwGwuzeNtyGdue5bjT4vB6iszCahjgXU0LS5EvBfiJgrhEKRowDLJLUP7u7/LOvY9ycPuTvPBLV/PYVy9w4plVjIbND741x8HXj3Job4a7+jOcDyoStk3NdTmUSjFabQtZPP/YIgduGqVSMnjqoUt85I5Jfm/gKaTyTwuVutINGEOPYeh5aEz5vupWCCarjYwwqSgcrteZjse5PpXiXb29fHVjgy9eHODLPWcxWj1QugXl0h2kV0RvGdpZN4DkKu2e9eo1HNZKUNkXydzLxCu+jKxlITsOLT9TbuVyQmUOwVgIH9RuJ/UpLLVGtM1l00QKHuByp+saXZnxS2W9jqpCKhWKsQSCLEFGKCsKJqBYashasHMV0Nah72EGR57l48N7MFyX5xoNfnVxkdmj/4KR8+fDcxRS+XSd5rgDep5m/wGyC/PhOQxwHVHEfzRAhfsTCK9sMbr781GQ31YB3vb7ykGwiQbM4PwG933MMChvm+a9H/ojPmmM8sAnXyTdE+eT1w1y/50HhIUy8DlWON5fx8jlkFyHRn8fRi6HmUyGpX8gDKR6udw2gYnsW3QyEx6b4winvchxBJOnbhZFcK9Ee95BgPcUBSuVYtxn3NQNkfDcfv481tCd7fZEq62MF1RgJMfBzGSpjY7Q2n4cXI343HWiSrPth7xm33+g6rqcWfxHsDyC/cPfIVbRyRYKpApLHeDK/9U2xN/akDrjxN/z+Evg/cC9/u9vdC8gSVIv0PA8ryVJ0gBwE/Dv/Mz/ceBdCIT9lp/vHq+KIO95gl9p1C2yfXFSWSE2EyjOQVsMJ8ieQwCe/10RbnMiEGtxHT2ZpFGtCGWnZJLicoPpvb3kBhO0mhblgtBthzaVLjqJsBEWs0Fwj2rrd/826nVcz8JzPSRZolEV2b+eTDGybTv5uUvEVI1UtpelC5tM7+0jrivoyRgba03RGojrGI22PO/ItmnKhQIbhRUWL5xDVmRfMjLHsafzmIbDvhuGhaWpD1xMK0KK1HM8GjWT/Yk0D8Vqol+dOyoMXcoHuW/9ce6+8krOvVjgwE0jTOzMMX6gj/uKRZh/D+l8vkMKc6uZd7TEKvm9xaiimSvLyJZJ37lzGGvX8MO5O3md/C/4tTcN83M3DHPuxQKnnl3j+39xiaHn0vz2DcN4e8b4g7U1Ht7c5Ei9TmxoiOJyg4GxFKbhMLnrSk4fmWVqT5pkRuMrpRJo4oGtbnpACrt+F96u+0DPYyenAFFm9mTxID0+91p+XT7C1YlEKIRTsG2w0xhnf0WcIzuNbLbCfrmoYjhhWT1AwZtNgbZv5n+KxPo6sitsNeUIGjlwf2v298Oef8ctI2s8eeF16Cdu87N9PQThRR/8wfm0UqmOLC6apUXPd/AZuFxcJfyeBfgTWQ7NS4LPBdfbSqUw+/qIV6tCxGT8u1y962EGYjEmVJV39W5jQlV5olbj1xcXmX32XoZfmAkrHFHFNMWyyJ1pYOSmcNQ6K9ddh1qvk11aRt8sbxm8wr8jk5zosUVfi/LMu8F74T3oXu4AF50cBOdKNs3QxjfYhpHLce/4OA//4QkyuTGKK0ssXtjkZlfmQqtFzRXKhmglSjt2hWqCXv9JrL5nKVf2US7dgNLycMafhvJBsjM6fTMzwvbXR+IHATsKnvT8CkBo1MOPDpLR9QTWsfhtoGZ/Pzem0+xPJPie74BYdhzc8XH6zp1jc2qSTSbDc12/5T529S/x1p4e0opCDOHFYHkeM6/5OiOqyk3pNFcndvCppSWMseeYNfuQFt5COr/QAajsuO/gFe/Jv8rGvcD/kCTpg8Ac8HMAkiRdD3zE87y7gb3Af5YkKYDQ3Ot5nk8L4teBByRJugd4EfiTH7XBV0WQD0Rfli5V6B9O0jecZHXeCA1kRDnc/2JHAnF3Rh8I4QQBMdrXX5nfZPe1A4xtz3L+h82wRN/xWb/kH4jhBOYo0Obh25aJ5wVBvt1OSfdooUa+ltJxXYfa5gZ6MhXuh55Kke6Z4q8fmWPfDcMMTqQprTZCS9tkJhNy9oXO/SDl4hqSbFMuFHAdl3RPL2dfOA3AnuuG/AdvLyOqymDD4yyQ7dMprTYYUXtFgA9oZXYa7DSO53HGMJjeK+Qtxw/0cc/KCt/c3ERdmUSxjnfqXdNpdyoO3m1ntpEMqhVhRsiOi6OpNPv78QZf5PlGg08sLXFzOs0n3jKObbksX6xw7miB5UsVbnjTJB973RADsRiPVio+W6DJ2mKN3ECC3qEKmd4cLcPGaFjkFB00Ad5KrK8juS6Vq+rsGj3OeQCzD0fTkVwxUUmUSsSfvZXDa7dxeOQRzkwf442ZDKf27qO51+Fzaw/y6+clOPMJYb/ZBWKLUotAgOX0cjlEkLfNO1Ra2UxnZSN9kYODK3xsaJSC/X3O1HbSMy+FWV00k2sMDgEC5d4d/MNz63basEZHN6I7eC34P3oMQAiUs3Wd+uAgMcOgPunBnl/jnqkcb8puo+Y4pBWFg4kEzzUa3L++zg+f+DQjx4+3dfe7uOqS44Rc6VYmQ3V8PGQq6Jvl8DiixxTdr24xm8toZ5GJZvR3wDwIDHtebpIKhBgIFwGoC0rLpR1XsHr8qxRW6hi1Fo5tU9s0WZEcDtfr5BSF801BJfP6T2LEdyK1xLND73+ePeMn6Y19nQlV5e6BAT61/E2e1O9m+Fi93QqLXKeo4E00DAaTFSf6vAueS5FzEpWLjdLhHE2s91AqRXWxjm25GA2Ljw4O8p3b/gW5Nym8MZMh7Ve5nqhW2aWq/GSmh0MRt86y41BzXXbE4yRkGcfzON5sUnYcQbvV83gpkTgFYMUo26BDU+AVHBJSh37K3+fwPG8deMMWrz8H3O3//QPg6pf4/EXghv+Vbb4qgrwkC1rYhWNFevp0ZFmiZdTRrVTYs4Z2yaUjoPuo2gAZ315WRk+mKBfWiKkqkiRhGg4j2zKc/Ou29kCr2UBRZfA6JxHd62sD8jrL9sH+NGpNIVjjeGGpPvCRT2ayxDQhfds3PILrjHLs6SWuOjTC9W+Y4MzzBVYXGmRyw6FMrm2ZaIro7RdXlmg1i5SLji99O0R+rszqYo1Dk2neGosRdxGIegi1xou2HSq4hVQzO82R5Z18PDbLR6YHOZhM8sjmJk/Vahyfey25QiHsobmyTCuTCVHgsuMiW2aHDSq0Ed2XBRvXwVGTGEMwuPtPeWMmJ2wuPY/fWF7m1p/McfddOwK/vrMAACAASURBVPnWn57h6JPLfP8bFxl8fo2rVIWP//J+vrqxwe6DA8ye3mD5UoWJnT3sPjjAwoVNpnb38tnqBpRuJ2YYmNmsUCPb/RGuT/aKIG+M4CrV8GGqNg1oGhjlSezcCDnlJO/u6+Oxr17gtW/exu3ZLPekz1LVSqRXVtGqlXbWHPTI/YqAmUyGMrFA+HpQ3g/Ok9Zo4Moy+uI4R/W7eLfxZay5n0efnSJZeP6y74KsKGEFwdZ1dL+EGg2gUfcxWVFEn77r/F9G1dqixx01UwmAV66mUd9e5ZdvuY+35sa5NZ2mXjSID6Qp2zYqEofrdR7a3CQ3O4titg1TQtwAhM5perlMvFolVShQHR/HyWzQGBpCqzdIFtZCqdagYhQcp0UnNdDdgjXwUiqAQWDpwAfQDuxBBSS0hA0qIH6fHsuXYk2ts+1AH68tTnL0+8uM7xhgYkeOom9qdL7VgtINZC+t4+ijKMY6VjJJM9OHLstcm0xyaybDoVSKSVvh+mSSJ5Pz4X4G7a8AjBcV23FpW+UG1yuoOMhKW6AnKN3bPjamG9QYnJtUoUBOUWhULZIZFT2pMqF57IzH2Z9IMKFpNF2XO3M5bk6nOVyr8VyjwVO1GrdmMqRlmbxtc8EwKNg2huehShK6JIkAf/FuKB8kd3GR1Fphy+vUPeF8xcarq1z/io9XRZD3POFy1awJydXFmU2GJtLUK+LLF3DP29rxcvi7o3/uOKExTWk175vaaMiyQnHFoFG1GNmWwbYN0tk+Gj7y2rFclFibgx9k+W0XumA/dJ/T7nT03oNhWyaJVJpkWvBMQ1tc02Rs+w6WL82Qn5sl3ZMjlR3i/NEC+w+NcP1tE5x6dpXlS2sh7c51HZ9rDwOj42wUFmnU1nCdfnKDQyTTk3z988e5+Y5pKnEFq+X4mvcm2b44e64b5AP5PGT9L9T8e0Qp2szB4rt42HiKp2rfYUc8zqTPQ1dm3omjrtHo6xOylf7oBtxFgU3RB7ujKB0ZBPiVgD33kj9wgIWzZbJ9cVYyEn+wtsaHz7jcN3iW779nN4oicerZVWZPb4jKzp+eZe9Yir94cZbCksvU7qtpNV2OfLdMYWmFN717F8X5Ari+pvgV30Ed/ys+MTLKhKryzMgxQbGbeTMg8AKu4tDKZrEHlmHiz3l7bhuXvjbH2PYsa7rHaNGlPxaj6grQlelPMAMueZQW5qoailXH85XdHE1Fi5TdA7BikFGm1gpYqddg2Wmo7EMvL16GCg/KrM3+/vA8RgNhWFqO9K9l00Sm3XOOXqMgMww+FyivBVahWOKzimWFXuP1bS0mr/4MHxu+ksRKi7/6M1ElPHT7FKNTGS5ZJp9YWsI6/psM14VtabRMHzIC/IlitH3TOzNDY2gItb4eTmRCLrcvjtOt5LZViX0rull0ghB8J4PzGZWSvew+jpTzg/6xpyi0MhkSSwpvPH+eP3jdJFOrDaZ25wSN1XXZn0iINo9WwvXPs2aaOLqgrdb97U2oKiOqiqVCrCyBncbVBE0Y0yQW0e2PSty+lAb9Vn939+aD96KUT7VeR5EkIfPcIxQKD9frPFWrhY6JOUVhVzxORpb5XKPB+ZWrYf49HHE14pvNcFvR73wrkwGtLBg8LY+EL25lpVKhsZXXdV/+g8fW/wMbr4ogH+gKq3FxE1ot4bLmuS2gHy2uhwE3lJ/1A3qoKa8owknO/5KnewTlpba5gW1Z5AaGmD1dYmgyxfTeXirrQko2kUqHiPhA8U6WlbB8HrjFNapV9FSqQ0Y3KOG390d8oWxL9PyDSUEQ7HMDgxSXl2jUqsiyTHXDYvHCJjsPDHDtreNMXZnjyYdmAXyN+7ZgTyLVS7O+QaUknJ76hkfo6d/BYw+eZXpvH33DCWKqTKNqIssSQzelUTck9NQ6ddfFitXAzKGXy1ipXhxuppo9RV5ZZd22hYZ7SgCIggcvQGJ9PaShBV/uaCakWW299G7AkygVaqjxTSQPjIZFcbnO2BVZDqVTfLF0HYeXR5gyv8gvvqGfD98wzJMPXWJ1rkp+rkqjarG2WMNqycyePikqIqqKaTiceW6Nu/cNUNjzPzjT9yy/ML3GH0weoAeZSsng1l27+IOeOb78Ax9UFj70VHAlsJMcSqU4W80zvbeXtXM1VnYkmD2zB3VDoM2thC7Q8K4DfmYaHLsI8hau7CBpKopJyH0HQgpa0HPPLC+hVSs+2v4serncLkNHwVKK0gHYCihaUUESoKPXvFWv9uUERzxFIOpdRQ778WYqSf3KOXbt/TJH9+3nh99eYObEOuvLDYYmU8ycKNE3nOTThVWss78iTIoQeAe10Q70imWFKoTd+xe0NBTTamfodMqvBhP26D0VBryo2MsW9rRSV9/+pYRzttKLj2b9QZDVy2WeLLt8XFrk7W/q5bObm7xLVshZCtelUixaFmd6zlKblkFuoljCuAY9T0qWhZBTPM6TtRpP12p8uVSi96+HsfVlcVzBveS3F4IJmxUpkUcnMUHLKHi9WxQpONIATGmlUiHwzpMV6o5DTJXRdAXbcnmwWkU68lke9EvsjDyCOvgMb8/lBNbA7KP/1FJHRSuYvDqqSnl6GrJnQoVJRzYxL21HbdTDya6VSnVU/CTHgb+Pcv2PM/mXH5Ik5YA/BvYDHvBPgbNsocHrq/J8FvhpoAF8wPO8F15u/a7jUd1sCVerqkk8IVPyZ84rs/OMbJtu77DPiQ9049vrEKXsIOjalkU6lyOmariyCJT5+QKu4zG+Pcv8mWWxDj/AGxE5ymg2n8xksC2hwmebZpjBB8sFFrhBCyG4mfRkKtTXd11B24upGkOTU6LK4LoMTUyyni9z4nCe3dcOoOkxRrdlWF9ZF/r5yZSYuBguyUwWTddZzy9RLhRIZrIMjI4TU1VOHXmR3QcHSfVoVEotZFlw3tlABHgrIWbaUbGVej9e8Wby5ikhJmOnYerPsIZGsMw+If/qajin3icoMnSitoPyalAajaKU7XhbBld2HKxWD02E7n62TyfdoxH3hNOdtLGL/KU7+GPvL7lpeppb37GDJ79xkZkTJUqrDXqHpkhmMhiNBo1qheLKGpnePh667zRvfs9unr9tLx9LL/Cp0XF6kHm+1aSsOxxSU/zHiUm+6POboyXCzHmJauP3+Wjvr/HAB68Ev4J0f6kEpTtQLItGv6hkxCuV0LEtpHtpGrbbpolFs1cQD8IgiwpocUGwDrLLaPAOtAYCNoPoxVtiQkKbsx3c590I8ihKPAxqfuk5WpYOg6ZvhGNmsriqhpVMsXFVhk++7st8ZHA3zz80J8SLik0mdvSQ7okzPJHmq80Knz+7jdRMP1pF4AWCiUcwAQq2E4xAAMVTVRTTaisHym0udzQjDc6x7LqiVeRPKgMwXvQYghHsw1Zl4JfqyQejuwrhKUrYukgVCmwsvovHzcd4sbFM+dJd7H/N42zTNCY1jT26zvF4nDNaSTBYlDZyv9yKc6LZ5HNra5zxnyX5lsdwvREC6qL7F0xmut8LgYcRvEH0fu7myEerPME9ZaVS4f1s+uybse1Z+KsPMXTyFPWhQSTHoVZ/L1ZjivP6N4R/hZ1GtswOwKnkint5c3IS65ovMTl4mv2JBIv+Pp9Y+nTYxtmqPP/3grCXeNX05P8+xt80k/8s8Ijnee+SJEkDksC/ZGsN3rcAu/yf1yIk9177ozbQatjEVIVWw+aK/f0szTgsnC8xOp0mPzfL0ORUmNlGVeaiUreBD7zoaQfBXijXJTNZVK2HctFgYCxFKivjODqtZgNbtpBjEPc17m3LpdUUADyj0UCSTCRJ7wjwAfDPlZ1w4hH08DVdJ92TCzN527JoVCvUymVimkZuYJBysYDZMkj35HjhiTkaVYudB/rZf2iEF55YolxYY2hyimQmKz67WSbdk0PVEkiSKah5cVFtGByb4tzReSZ29ACw5/ohUgM61fMDgtpljIgffGBRvAWuJ4RyajtFrz5Wg7G/FBrwdhJdbWJ4Hnb6PWE26qgqXsQ9LAqM6gYOBcuIBTRqjkP/VJqnajWm4xL1ioO0sUuooCk/RcHs413On/Db4+N88J/s4b/8v0dwbLGtRrWKnkwhyzJGvY5Rr+O5Ht/+s3Mce3qFf/2Pd7P21BoP7dcoOw51X+jjTq9NY4o5DpLb1mWPV6s8VavxB2uCpno01eDhk/tRF/Zi9MUhViNW0cMHG4gHqhKwLaLATX+ZsLwa4DoUWdCPRkboP38+PCfxavUyIFVwPm1ZDtH5smUJbnJUZbDLbjTo40aBV91iOrKiiImXaqGaJjH/s83+fjYnJ8m94df50sQEt2YGkWYbnDtawLZcRqYy2JaLJEs0dyf50uIizP8y6ZUZEj4zJRDvCehzZjLZzr4DhLeqhnQurd5oAxSVtuJbUCIPRlBhCN7v1q7vQNtHniPBfRgtdb8UcNGlc+Jq5HKiEpHNCmZEvQ72IMjCMpjSDTxa+Qa/ODDA9ckkRxsN6o4DlT3Eq1UUw6eL2WlGEha2F+OMYWB4Hhu2DcWbqQ8NhtLQwT3VfXzRYzGz2Y4JTThhi1R7gjaMmc3S8G1dA5yDMBvKYUzlycVilFbLaLqClZDDe1St15Edl56FBcrKrRwd+0swR8FO08pmcf1JaHi/yQrl6WnU3uPs0dPcPTBA2XEErmf7g5S5S6j+VStCO8Mw2roMXZa+Px5/9+NHBnlJknqA1wMfAPAdb0xJkl5Kg/dO4L96nucBhyVJygXk/5fZBq7jkcyouI4nrAsVwS0vF1cZHE9QXF6ib3ikg8oWZOFwueRtSLlzRAneNk1iqsa5Fwvsu2GYHQf6eeHxZTK9fbSam+CAY6vEMxkSaZVMr2gNNKpV1LiEY0dBeKJM73kuSiyG2Wpn9IH5TXQE7YaYqlFaXSHd00synQmR/4lUmrXFGlNX5sj0xkn3aDSqtVAsJ6ZqxFTRAhgYG6dcWCPT67J8aYax7TsYGBsnNzjEhePPk0jGsC0Xs2qjJwoYZU30gNcgZqy3PbH7S6F5DQNPgZ5HV5voskKZBkYrB6UbkFrxMGhFx5bZZJSW5VOqrFQKYjXS/usxSSImSegRelBmaQmWRqkVPsev7rqPwztm+N0P7ee/3vt8yE4IJm/pXI5KqYRleiiyRKVkcPjb8zSqJnfdcg0Pbmzwf+m9pHviPF6rgr6G7EoiO4zIyAJYL/57fmfgKTHJqewjvVhBreexqkGp2bhMTz4oAwdIYRAAwwB4Fxy/kcvR7O8P9dpzs7MhEE0vl0MUdzQTDka8UqGVzeLoOsU9exg4cyYMlFGedxAE7a6KQJTGFgjoxCCsFLiymHyUp6exd36Ljw8P8xYjzrHvzrF4QYhq6f59NDCW4pY7prll9hLHz97JwIl50qv5ED0dZN5BUAkmhMEIgYs+y0B2BXgzKPkKrES7VeH4FQg3st5oiyJqmhItrUerCI6qokAYxKNBP1iXlUrhyrJfXtfD8xXdb0dVxXfETmNs9pFYbTLTajHbamHjU8qAdD4vKJSOi6PreEovN6ZS1BwHG0jLMgczGc4Mf4/a2LsYPHnysvso2q6JUiNtXUf1z21wLNF9DDX4abdoHFXFyuXYnJzE6z8J6ReYnnqCnfHdLDQsNF0JzZ6a/a8jtVZAbdSxkikS6+s087cLwG72FJWf+UsGkzXGVZWMovDzvb18u1LhodO3YG1czZnYaS60hBOh7Xnic5HrHsWxRPEZr+z4cbn+R43tQAG4T5KkaxD2dr/CS2vwjgMLkc8H+rodQV6SpA8BHwLo70lTLjaZ2t1LbbNFMqOyOv//sffuUXKkd333p6q6qqurL9PTPZeeq0bSSCvtRau9Wvbugi+sMWSNDZhggw3mBJJDMAGDCXDivAkBYoeQmDc22A4Q7PhKvH6NiW3gXXt3be/a671ZlnZXWmmkGc1NPdM9PT1d3dXVdX3/eKpqamaVwPsHi8/JPufoaKanL9XV1c/v9r20KY+OompDNK9uYxS0RCxG0/U9qnhijh4kgV20yRXBXw/8JBHIqCo7Wz5L57aZP1Fl8dkWqlbE6ooW4qBvJc508Szdc11cJyCb200uQKD3fS9Ay+o4AxtJDvfQ79JLVuQkAbCtHrbVozJeQ1bEvF/TdVobTTZXuswcLXPyeyZ57vFNls4JUSDPdRmbnqV+ZTGh23Xb2/hewPKF84xNz1AeHUPPFQlDeOrhNXQjw8lxg8f0OsgOak9URmGpJL6AYw+ijn+VaiZDLZOh7fv4YQY7jGiB6z+EtPEyjFYrkVyVAj/xOk+QzylQk+QLda5AjjZfxGb6zskCgemx03U4YHqoesj8SBavZCNt+XsCk6m+nfNTv8YTE/A9bzjII19YolAu026IijuW/nUGNr2OUOx77vENZEXiO/cv8s9//AgXTjd49qDKL6ysRPPCiYQZ4Gu7/t6Zroy0c5f4jIIUYCxFDVRcd7fK2kfpSlckgSIju1GrXlPZPnwYb/YxselZswSqRtY0yZrmC1rrsTY4IND4qkZ7bg73wHdAazFYOyhEdqI5f3xs8UoD0Pav+DVi0xk3n2dQLNKt1fBu/X3eMtXjZ/wxnvzKKpeebaHIEpVxA8t0uPHlNQ6/coKfW17m7BO/SfGSi95eSfj7ku+L442NcWL0euo8xW32eHQQJwCaZWEPlROcghfNjdPvIx4ByEGQJDb7lfHSK0469lfu6bbx/sfst+WNEwZfFdRPZEf8CzRUy6LTmeOZfIMF26buutTP/RxFX7j3OXmDQbGIf91HecfoKHcXCqy6LquOQ0FReNKyeLKxkwTv+LX+d6Y78THvp7CmuzlxwhKfXzefF5iI4Ysw+0mOFPu8a7yGthrjmUKykgRaK5rbbyWdlqxp4l26C/e6v+Hk1LMUFQU3zHJLNFq54jjC3XLkEbBrrAxCHo66Yl/vdsE5QZjfQl7fNSeK5Y3jKv5Fp9BJe4vA/9PW3yXIZ4BbgV8Mw/BbkiT934jWfLL+Fg3ea65I0P+/AsxNjYa25aHpChlLyKv6vqhyhWOcRnurTnlUZn3xEoWhcoSalxM3t8D30RQ9Ab8JdLq7h1cft86Xn29y/I4xjt02ytlvmmQyOmE4QFUz2JaVBPh4Lp/LF4RxjariDGz8yBZVViT6vS4AqpZFy+voRh6jUEwSBM910aMviKwolEdG6e60CYIg+RmgOFzhzDeu0m72efWb5pk8WEJWJBaf3aJQLqc4/Fqkqz+C526iZFxsq4dj28wePYam61z49lM013scnNF4zFgGvU6gHUCO5oFeucOpg0/w4PRNtJtC7/4r2QF/0myy4roCNWzNJl9Qu1xOLFHjAJ/eHOP5fFyB+bFaViBm9jVVxR14NNd7NNctageKPJMPQXbQelaCXtd6FuXLq5w1fpEfP/Z7bLzhBO2mzcrFrSQTty0Lz3EIQ5vySA4/CNla7yFJCqe/vk79iskb/9kNvLO5Qv07vw6BJjbSCBQXH6fa6yHHYM5SSVR9kYmK4rgimXHcPXzmtCNXWpAlbrvLQUAY+JhTc3hjS2IjDDRwKgxKtYQTH3dTFNdFio4lNhSJq0t35hyj85+kmsmwcPi9lJeWyDcaCU0qnlunxyT7TWGARK429nO3qlU6B6scedlv8uWjR2k84nL/A2cTyeWx6QIZVeb210zzH0pdHjh3jqX2GLk1Bb3d2KONkAaDXYvX/YKOR9QCT1f+MUd/v4PeHixB9BppQB/sjkz2z9Tjn9Mji6TTtC85Skut7tdG0NttyAixm7jrpZx9Jw9c7vHELf+K9tpryK4cRArEd9icmsKbfYzfvH6VuwsT9FsDigOfI25IZVxjTtP49jUSkFjJMFE5jPEXUZKUvubi718spOMYRnJeMraN4rg4USKH8W1eVfV5Y3mMt+XKPPxXlyhWdGRFdNPi70byXY08DNwhCXXiAd5Vm2NpMOBvOh1eWSjQDQKankdNVfmZiT5f2Fmg0anxpFVHkSTa/SJ0rkcxh9F6lwCSxDLuNMXn+qX14q2/S5BfBVbDMPxW9Pv9iCD/v9LgXYNIOkmsv11fNwxRFA3PDei0BkweLFEeyYkqXM8lojjmdp3yWJb2puCey7KcQrTHrnEiGAdZMQ/fpcEJj/cg8JHkAtsbfcqjOVStgaKEaHoO23Jx3QDXEWI5khzuCdbx/D+T00Q3odcjqwvQXewJL8sKne1WAriL2/cxBVBWFLSsjtUVc+a54zewunABx7ZRFI3lC22uXGhHx+yjZsVrd3fawunO6iUzf9vqoWoOzfV1dCPPyORUktQ0r/Y4VZjiy+ZVGpkudrmMr6rYc8sUj36IByZu4EsfPc/SuRaHbqzywz9znN/f2OB8V4bmayMgUf8FlQ68sIIKZBktFkSJP9Ko8gfIyzK25WGZLpIiISsSf9JskGmXyLUuAxHC2nXJ2Aqlc2Ws5h9wu/pr/MVPzTPywAYPffYy5dFR7J7wHZg6VKJ2oMj6Yoe+6WBbHrqRQ1IkwpLK4rqzq/LHhDj+SH8/HWT61Sp+VoJMF9fPp7Tk2SPnu2cGnqLHyY4jgGyIiso1RFUlbR8hrAkb4PT5iyuu/RtdXD16uk5/uMzcsf/IJw4exgtDvvfkf2HH/4Vkdipb1guqZQV2Vc5SvPW4Yl49dQr/yKe4Y/Y0dxcK3Dc0y/a3mjz54Cq2JZQmtayCY/vc/uppnhgN+eOFNiy8g+qTChl7fU/CsweTEAQvmJnHv6UDU2w3Gs/f41l+mtqXBPcY55GqdPdoBUQJzv5Rx34VvTipi+mFaZBf/G9PtyZ1zHq7Dd1bBSi1O08oy+TrdQJVpV15AzTvJmP3kH1f6MPXLqAf+HP+9dBNXDnTonlVvK92o8/tr5ne8x1KUwwztr3n+Pbrz8fHFB+35rq73SBNi2xu1eR6Htz0OYpjj3Hf0BA/WR3nnkKBzYsd2s2+AOQWVQqyDHYNY6uV4B98TRX+BHMf5r6hIfwwZMN1WRoMaHgevSDgdsPgmK7zBVkWapGbr6axWhHfNYD2CcbOPCXAo/tonOnP5cVdUtLl/T9x/a1BPgzDuiRJK5IkXReG4fMItZ7non/X0uD9S+AdkiR9GgG42/nfzePFawgU+8AWRilBEFIe0dnZCnDsfsJ1z+bKmK1tJuYKrF1qU4iQ07IiR/7xLrqxG9Q918HqmlHluxusjUKRpXMt5m8e4cRdNSzTpX7FjHyWZWRFwrE9eh2PfLmUIDNty0I3jESwJg3667S2IrCfm7T7gUQeN2YExC1/0YZ3IqpeKTG50Y0qTzywzMl7JimP5HBsn+ULm2TUqcShzu71Em3/2NRndeFi1MoewyiWuHi6zg+cGOHdJyb4pecE6M7N56GwQFlRkIsZCmWN2euGOXnPJP/T6rDiumDPJKY2iYKWLaRZM4MgqSzSbURP1/f4rYNoX9vVCv1qlXImQ6dl090ZcP2d45RHcpgLArEfV7HxLDeWeJV9n5WVV/HewhO893VTHLqwzeKzm2T1fJT0OGRUmWO3jTF5sMTCmS2Mokroh5y2LM5bUajWWsRBPl7xZhjPkPVWNwkwjRtuoLi29oKAFlfYcVtTCfw97WnJ9/F8Mc6IKYf91TeJVq9TQfLXEuOT9Igj3qjT4CqAewoFAfYCfu1wj/+4eY7sEyJZS/PFQ1VNugCDYjFRlItd4MypKdq3NmH6X/P60ZB3jU9z8yDDg5+8xHOLHVzbS655gPkTVf57sc+7z1soT72P8uISw5cv7QHFXQstnVT0wa6lanJuUqyOPYjxawDiYkGedDIUJwdpy9O0G2K80uclES/aB0rcL/0bz/fjx6eDaZzgjhZaNOTHMQ/fTfXMDr7vo166CznwUWJWhKqhH/nP/OLYWET/3Pt5hmNZPvbxf0mtsbQHRJk+lvjYFd9PcBb7z7eotgOkqLq3h8p0pibpj+dg7iNgLPOfDhV40/ANyCt92uf6nNvZodMSLpjlkRyeGyU01myCJ4HITyC/xVsOrjCv5/j1tTUBLAQ+G32/3TCkHylmNjxPAHu9AhjLYNfIbW1htFq73gjRWCK2mE3jJ16s9VK7/u+2fhH4RISsvwz8DIKW+QINXuBLCPrcAoJC9zN/14Pp7Qi7Wct00fMqW3UHXPZQ5XL5YdYXtxidytPdMbGiABqGA3w/TFrlcZCNZ+ye08MZ2IJXP7AZLWp4ToCiKlimxfKFNpIko2YlJCmLURxm/sRU0rq3e71E614EY9GCj3n1pUoV27ISHIAI4Dl0w0iSEce2sS0roeV12208x0E3DGRZprUhAl8Y5jn/VIP5E1Wuv3Mc3VBZX2yQzY2i5/O0G0JRqlAuY3XbWF2HQzcNU19aSjoZ0/NH+MYXr/Dzr34FvzT5l/j2P0Xp5cGaZaWX530bGxz/wTEu2DZfd7s807Cpbx0WaPtAA9nBV42kykkD7JJWaFRFJeCq6MucsW1CWZhioG9yJJulsd6htSEENS4GDluet6caVBw3mclmbJvc1hbdhR/kM5ku31tY4bX3zrJ0bjsB3nlugJ5XufWVU4SqRKGcpTicpTya4xWLi3DhV8T7CDQ8XfDa3Xye3ugohXo9obXFo4a4sg80LeG6iwppV9d9v+hI0h4OdscAsmkmbX7VyhPKWULFxmi19jw2rrrjatYulxPkvdbr8bGFQzS9C5zK5wUFq3M9au8hBsXiC+hXsuPgGAZXb7sNKk9C+3bKl1cZFIv0r3ue19/8ed40PMwby2UuPVLny8+0WF/sEPihsBy2feaOD/PqH5vnT7e3ePfT0xQffQ2F+pmkLZz+nENFKLXtr97jFQf6ZIwQ+arHidL+IJ8khil6mAx4Kb2G+HGaZSFHlX88wtk/p78WKPRaKz3XTkYD7i6HP57Jn8rn6eZ8Hjr0X7FX/hm5rS3Gz57FNcRYKqaLvnN8nHdPTODnHeaOD2OGAe6mR5AyCgAAIABJREFUzeZqlw81GlSfaYhuTDTGSK8XSPbCNQGvcWIa0xd3Zmewjz2OPvM5PnzgAD+SmeHSmSaXNpbp7jhIsoSiSMJt0vbx/ZCBHcnQdufJdr6dgCA9XQdjmRtyOYqKQi2TYSKixy0OBtSj/3VZZs1xMOvfQ3ZLYTCE6FjZNQr1eoL/2APCTCUsL/ZM/v/09XcK8mEYngau5Z97LQ3eEPiF/z8HIUxdTCRJplTJsrHaZXQyz+KzrajKjRTHVC0Jut0dIc6xdslEVmSGqllqB4oUhgLWF9usLtQZmZxKhHJsywLLYmx6Bmdgs3xhm83VLre/ZprKeA5Vy1I7MJf408uykni8i9dW0fN57F5PjAWiVnwwsIXXvSJTGRcVc3N9bVeYR1aSv6eXltUpRapymq6jjQswYWujTmGoTK+jcObRq9z48hojkwZBEHDpmXUqY5MUymXcQQfHtgmDED+U2bhiks1lqF9ZxCiW0PN5wjDP4ukmx0YanG+dRuqcEvK2XoF3e/dDZ15k4SC48nZNfFllcb7jeWlaJzs950zPqkNFCM4kFUnKFrisKFwxHdYWO3RaAx5SfRq2Rsk0dzf2qKLwsnoC7lN7PaRnf5R3jPwq/3pigtf+yGHOPnqVwPfpd1XOPHqVm14xwVftPk/drKLLUHc7rFy4C2V7JmVQ0mNQKtJ9xRegfJrt5Z8gs3qrQES7LkoUhOIKPBN1LuLNFHbntzFnPgkKsoIXHW/MP5d1J/HRBhHMcltbYvafAt2lNQZiK1WIKjdrli+bT3HOtlm68GZGntl1cIvb/vFzh4qCOTUFxipM309x/r/h3w6vK5V4ZbHI7UZNCP88ucnmapfuzkA8VhP4l7vfOscnsha/cP453DCE5X+J3n5+TzcjHRCToBlVZWkxH3ihcU66qg94YQW/v4qV9ikspoGOgSwnTnxph770ihOuWNc/Hmfsv0+s9pdGuMcVfCDLWNUqjD3IuycmaPs+i4MrLE2pKHae8tLSbmdCEV2Otu/jhSGZIY2v97q0fZ+TVYP5yginV5cS6lzMSIjfW7qrEF8ToaIk34n06Et2BehxZ3YGe7bOD9/5Xn6jVuPA1hEuPNLkb1bX8dwAWZHIFVRy+UzisSErEu7Ax3d9/mhzk5HnFpJr2FeFABQjf8GRbBYXuLdUoiDLLDkOH2+1cJ//JZYCDTJdcpemKFkWsr9FII8SLL4+8XFIJ6J2uZy853jMcC2Fvr/f9RK6/h98yZKoiK2umNeGfohuZKKqtxQJzSiJCpwI+hVWFzaYPFhiY7VLryO02296xQQv+/5Z2k2bM4/0RTDWNHTDIAztaBZu0Gn5uAOVjZUuU4dKzB4rsLnSYGx6JmmFi/Z6kLTlteyuZn6arw8pT3p5V20vnqEDdHfatDbqkXa9n8zw4+W5LiMTU3iumzyX1XW5eGaLl907gyxL2D2PjZUWpUoFO6pmSsM6nusThjnARZIHCT7BMk0CP+RINsv5wgJe6SRSvwjbRwitXxHo8hSiOGsKkYswZyL1i2idekI9SwOZEmoW7KmC4yAg+WJzkqP2/0FJ5TtN8Z7ajT6MCzCanGr9A4k6lxJ18/KNhlDW+tYf8tsHPs9bv2+No5bL0w+voWo6rY1t1i61Gb0uzzO2zUXbFhWKXRMbqeOQNU1CRbhw/eJ1V7i7MMPHhz/P/3QqBGZVGNtE7VbZFUBAu1zG13YFZOJqMqaNaQPRvo+BSmLDdpOuh+K6eKnZcdqsI97MYwBZXDn6qkoYvY7eblM4fYLBpbtYygtak9pbSnjciuvSr1ZxDNFp6Y2O0j15Bn3mc7ytWuXG3BTTqsqpfJ58x8dQNbbWe7SbNnbPE9x3RWLm8BA/9LPX80fNBr+9fpX22d+kcDlDtbO4JxDHHYd05R53ENL0NvFFcPYE87RKYPxZpwGM8dq/8aeTyTiQt+fm8HSdamRrG2sGpAVg4s8sxiUkv+9bMUg0TrbSmIt4dOMaBlQeZ1o9TkaSOJjNslRYIJQnElW6pAIGvm1ZPGya1F2Xh02TmqpiBwGrrstf7ewwHCUFYarTkQb+xb/Hs2wlGv/F6PRYYGlndgbv1t/nVeM7vHdqlqFNl2ceq9NpDbBMh4wmoxsa4zMige+0bDKqTEaV8dyAwlCWZ+yOeL6YahxdyzPVS2SkGaZVlVtyOdq+z/3b27hXfhxp+wiaZSH5FcbPnmbp1Xdz6p5f57Rl4X7nPUhbu3oH8egtxmAAfycnvb+X9ZIYznfPkqTsLjhLlsmXMpELnYMsC295WRbGM45tMzw2zmDQpTpusL3pklFztOrDLD+/zVZ9jYm5eUAg723L4vgdozTXezTW2siKjKbrNKKuwYGjw6xcWESWd6v5ONgDiWpeXJF7rovd64mWu7vXuU438kk737YsoUevVCmPjJLRNLrtNs2r62gRODBOHHTDYPboMepXlujutCmWqwSeQv2KSe1AkdHpAp7bYWOljm7kI+pdm/JYFqev4DoKc8eLbKx2sUyF8ugoD/8/l/nZXz/OY73TNFp3Qv8G8cVzdxWx0qpiRqsVAY8aSSUfc5njysXLRi1uea9/tRwhhYFI+KQnhF8UifKIjmU6tJt9fmBolNrQ8zRrNfKbwhDHUyMAUWwLG4vLqCpZ08Ru3s0bLv17vvrDR2muW2xv5rAti6/9xSKve+t1kIHTjQmov0606EfWI0T0MPlGg97oKKuuy5OWxemoBR3P2IFEhlO1ejh5Y88owR4qJ2j7xH7W94UJDbssgriNDSKIuEYeorZqXFXGm1ycFMXBL9ZRj6u84toa8thYAmqLdfRDReHKPfeIc1IuY49oMPIIRw5/kbsLFd48PMyNuRy5ro9VH9AyXTZXe6wutDn/VIOMKjMymefWV04xenSIf7ayzEe2tlAeeA+jERYhHZxjUZv4PZN6f/spc+mfY7nV+PpKd3nSAT49o09X9PH/yeNVleaJGsx/gHagMf4/foCxs2dekHikXyNJHmX5f3m//RrxaaMYN59nTpeFtgNwu2HwUGGBUJmmNzpKtmMmgjNuPs9xXee8bVNTVX55fJwjPYlCPstrlhYYPPYB8o0HkmOL8RNuPp+MbEJFSTwF0ufAMwxcI09nahJ3YoUfvvPf8t6pKea0Ub7z4BrnLnfYXO0yGPioqkxl3EDTFQI/pLHeo991sXsulumgZUtkVHG+u7Vawm7xNRW112NK0yLBqiyrjkNGknjSsoTT3g3/iUHrTpS1u+jWajD7SSZUlXY2y3m9jpufwpyawjEMxs+eFWwFy0pAv8Q6Dry46yVZ2++CFYS7XHLb8lBVhXZToN/73d0vp2PbQq52qJwE4tbGgKlDBbI5h0HfpTw6SmW8JmRgoyDq2DZhGNBp2Ti2H3UDRMW8dtlGViSuv3OcselC0i0AIgEWgZ4nEuFJKHmy6BDEtLzuTpug5WMUSxHdzRFtc0O02rV4c3ccQe/r9VJdCSHaA1AYKjMyOSWsattt9Hye558WLdb5EyNUawa60aS+bGKZ4nGKLOEOOoShxsXTPfIlGVkxsS0dy7S5bxP+5MABftz/IHbwSyjLNRTL2kOFE+haDX1bAGziYCsq8h6ZQZDMIKVgL99YDoKkqtwjNxq1ASVFIhNtPrIs6Dvpui3e0Jy8ga9pKOpee9WMbaNuFTl//h/zB+X/lx89UeXB+xdwbB/b0vnOo1d5wxvG+eudJczgQQG2y3ShO4+r30nQGidrmnxuaZYj48+zMhDtS0/XE3369HEk3YsIjd+t1fD0ItmOKc5LlPjsp8R5up7MsNPt65hTHr+Gr6q4Rj6hLWWizsB+cx8lbv+7Lt2JGoOTOSgsoB74MOOqyoymcTKXww5Dvq84ye35PNqqTd/tshUxDjotW5g+LezguQHHbhvluh+a5dPb27z/2WdZOv9TZK9cR/XCeVRrV+Amnh3H7+VaQXHPdzgVSNMAuDh4hVHgTIPv9gvVJHrzEdUt1j5PTGsKCxQL65QVhW7ewC6XExR38tr7rqk4UYx/Ts/gk1Z+DLyLOlKhoiTJnypJdIOAcibD60olPjb1KM3yG5MEuV+t0p3VOfmy/4sPzR7DA9zWgPrzJgutAcduG+XiYEA+cndMgIUR3mAPOE0RoE4p2JXpjZONQamIO3OO4vx/4zMHbubMo1d5tNFPPldZkchmxTEPbI/AD+nuOAR+iOv6BEFIRlXQdIWJU6OMLHaFxkH0ejEe5LRlMRx91h9vtWh0atB6Leh1To1v8FTxz3EDjWbuJIz8AWWlyoSqcj7TZVAsMhhW4OSvsHrgp5A2fpDqxYsJbTKmKKa1+V9af//ruyLIE4b4nodt9ei0hB/6lQttRifyDPoyGTShEx/EXuu77nBGscTqpW2mDw+xttihtVGP0O9ihl4Zr7G5sowkyTTXewz6gaieAz+xhF06t8Gx28Y4enKUb3/tArXZOfR8HlmOW/a7trOxEY5t9RJTmvTxeK4TyesKB7xSys3NMk3Bw4/kaBNqXtSdEBW9j6brjE3P0m23k7Z8pxXguQHF4Swjk3kkRWLp3DZqVqCiaweEBKmqHcZzHZTMJisLbXSjyF9//Hle+SOHeVu1yh/PfpLB9r9Bs6zdNjLsQbeDCOTZjokU+IlrWSxDmjVTSmSuG2nU70VVh4qCkzfwCgHdQIDkPDegMm5w3rYTK9H4OeOQLvu74jgxGC0+Jrf5Ct6z/Je87o4xfmr+Nr72+UVaGxb9rsurCgXuGxriC1zAjWwwTWMZnAqdmduFkUamK5y1ormin3NxDQO1v1eVS7MskbRESPk4gMfBd+uIaFsW19Yorq3hVatsHz4sOiFbLRH8o6pfTo2f91Samkoo60Av6VrEwc+LVPJiK1tfVRkcPMurbvoctxsGtxtz3JjLMZfNkkOi4Xv4a322LmxzZbUbKTCG+H5Iv+vSbQ9QdYWffO/LKPoSnzLb/HGzydLCj6Bfnie/Wd91zEvR3ZJjSgHi0oFyz/8pZDpRd0eKHusYxp7niMGVcXCNA+t+IF/SaXIcVN9HXbkVU34rZvMVjPfO7gLVUgmhDIloUXJb1M6/1vweXijL7Br55LV1WWZaVTE3+txTyXNvscjHKk1cM58g/Cks8K5ajY2FDpqusLnaZencNuWRHL9ublJfu4vRaCwUxoF9H60s6Yb5u6p2g4pgp3SvX4Xa/fzigQFvH7mO019bZ3O1y+ZqF01XMIoa3Z0BgbxXqkRIdPsoioTvCrts3w8pKwrHdJ0z220CVYtGZC7Zjkl76zaeyXwHgMb63UlnrHjru/iB0jijmQxfP/wJ2hc1sKb5uLRGNZNBP/yn+If/lGO6ztur07xf+zRLgYZ0Pidonyn65IvespdequT/wVcYClBI4Ad02w7lkRzFIY38kMbKRTNpzxvFIk6Mlo/Q6RlVRdUELWSoor+gfZ5G5vueELuMK+ix6Vlsq8fw2Dibq13mjg+TzW3QbjYYiyp0IALiyRHgzk+eP1AUtGhD0VPZabBvM4mTBdEVkJPnsK3eHmpHWnNfz+epHTjI+qIQlbB7IY7tMTpZQYkqY7M1YGvDot3s4wchZstm8uAq7aY4l/miim11MdtDfPEjK/zcfSPcfYvBT3c/wWD5J5KZaiDLOKUS/Wo10uC2kf2UAlxEGwtULQnmwO4mpwuwXDowJAFNawn/bSODY3uUKjqf6HSoX72D0aWlZHONZ+BxFZ2Wbo2fr1Cv0y29nd+p/im/ND7O2HSe57/doN3oU/7sEh+8d4aRTIa/aLdZWXy9ABWOPAJz/10Y7mht6OwiezNdsbG6OZ1sZMTRGxVVd+voUfxc9Fk0HTTTJLfdTgKKp+ti9hhR8eLbfE0lYytIgU2ovVBNLYAkiAPIrppIADuGkSRUO7MzQjFv9tP8h6kp3l6tYlhzbG9YWJsOYHKxJ8CjuaKGa3s4g0gBzQnw3QA9n2FotsjYXTVGJvJ8vNXi+4pFFgYDzlsehTPHAFt0M1Shy5/pdJJgq7guTtSliIMt7ErFxld5GhEOJO5oyfUfsS72t+Pjx+5/fHyf+PpTXBfFshg/exbvooHiPEFmYO/5+//KhjaN6I9HCPE1lYxJ4AXBJxaFmc9m2blq0VzvISsS756Y4DM3/C694LcwNqMRQ+k5/nF+iG99Qwh9tht9bMtj/uYqH1xrIC3+GIp7VnDQ43MUJUJxUpU4tmmiszEoFoXq4cw57r35z7m7UODuQpk5TeNKRHeUZQnff6EGmaoqlCrCTjZ2+HRsPwHg+ZZPOQL2ic9WTjpTLP8EK1qL7yvtcMfc4zxRPg2rb8J0dB7udinIMsd0nccO/QkEGdz+KHXZYSYvWv035XJMqyqqJIHsEKhDyG47SdTj8/5iLomXZvL/4EuWJcJAwigW6UezI9vyCIMQu28mILUYTOY6wrEuX8rguT6DvkunlWH2umHOP3WVTFtmeHQao1CMZGQt5IyowiV/VzQnPe9fX+wwebDE2HSBs99YinTyUxtVBOYJ/CCp7IUYj0gYZEXe40gXA/NiWpxu5JN5vW318Fwn0a4PAqG1rxu758Tu9SiUywk3vt8L+NrnFzn/VIMf+fkbGZnMo+kKl59psXa5S7vRR5ZUFFWm12lx+MZbWLt8Vjj7dToUhsqcf3KTN7/6Ft4z/TTnvQK2+wZheappDA6ehdJzeJFpTXbbTwA0iUJcSnNcWNYKqUrHMCLambtno4w33Lrr0lvvJbNAO4gcrqIRhWtcw44yWlnTFJrsikLWNBkUj/DA1VF0ucHPmx6KIjHoBzz98BrPPFbnnf/0Ru6bK/P9W88Jo5DhFW7SG9yYy7EwGOJ8dpGLKy8ne+U6KheeRfYDBiVh6uFFmADFcfEPf1YcQOk57Au/guQb5KJRRqFex9c0fE2jW6uJDbLXIyyVCPYFsphil5jMaMKiNtsRSP5AkRmUxPW9ffgw/pFPUR7/Fh+ZneUHSiXy7s1oWYXlC23WNiy6bYFr0HSF/FAW3VDJF1UoqrQ2LDKqzNGTw8wdFxLRD9Dnou+TlQcoHhyRNRZsGxxRJfrDK2DNovV6aJa1hyUh+X4imYosk4lAYz4kpj8voH1Fv6c38jRIc/+KQW/pLlD6vrHHu+T7AqcQVYRxEpnwsVMqcemVtOT9F1LqruX2FrfMYzrZnKbRjECLmp5hxijxqmKRv5r7CNvtf4FX7vA7J5aoX8kxsFy6bZEIHT05wmcMm9IXf4H85unkWk+/btolMP4uxQDM5o2z6Lf8Km+vVvmdyYMUB6IQyiBTquh0WjZGUQiIxYEcxH1sy010Dwa20IsQ3iAafsSRz0hSgoJPj6b0poM9XeM2w+WkYXC6v4o7+0lODUmczOXoBsL86S3Dw9RUlb/qdDi/eiv50tOMZjKUFYUlx6EcJfhO/gBGgz3J1rX0EV5af3/ruybIy4qwaS0YeXa2d1BVme7OgOKQyEhj5TnBgVfIl7MosriQLdMhCISxTWlYp9+T0PN5rK6ZzOVdp08YDiI/ZZ3A92muryUqeJurXTotm/KITnF4dyYvK5Fmtr87n48Duuc6CUAvCAJQEZz3GKzn+wk3Pl21x3K9RrGEY9u4ziAS2sknGvcg5vdjM7PCn765iaJoNNb6PPf4BodPjFA7IIJDa8PCGYR4rkO7aXPwhgqbq8somSKlio8sO/Q6JoO+z+NfWubHbh3mD5wvY7ZP4gQz+BNPMDr/SX5/eprT1v14YUhBUZjTNOwwZNVxeKzX4+unfwp9aY7qhYuCbgN7EObpNmSyqclC63oQiRy1m30yJaGbHYvKDErFPYIc8UrT8GIwnmZZuJuv5onhj/K+W6bo7jgsP7+Nmh2mMFTm/j88w8l7JvnOG6b5g81F2n6e+WyW+WyWaU3jxlyOLyuP80T7JN1OLaH9JGIpjouvqcxNf4Ol5iHmSm2WSs8hrx1JKE3GVisJBPGcNWv6iVZ3TLOLZ5HxXDUxRGGXChXP882brnLTDf+S2w2DuwvTvLlU5uoVk4sLO2yudrEjcZ+MKmNbLhXdQFVlHN/HsX3yQxrzJ0bIHS7w6e1tltZWqakqD5smbyyXyYQhlwYDzvoDztk2dI/j3/Q+KFyGyz/Lzsxxsh0zAdv5qprgJtJz+JjiBSl+e4r2Fc+cATxFQVLVPWY26dl+eu6cfOapTlB8DmOxn/j+6ZFBfBzXUomLnyvBOkS3xwE97awmI+b58WxaGCtt0/Z9MqqC5wQEfshF2eXLpgndU3i1CxSPfohfG7+ZC1c26fc8WhsW0/NDTJwa5YMXLpDbFtdX0haP3kMc7JwowLtGPgF1OqUSxVvfxS+P13hTucxwIIMqqnLPDcgaGTQ9QxCEiciWLEtJpe65QSLGo6hycptj+zgDH88VlXy/Wk1knOPzIfk+6HXeUqlQkGUe6wrFxp8dGWEum+WbvR4LkUHPW6tVXlks8h7lOzzWsxPhnIsRpx67lrAF0pLCaffFF2W91K7/LlgiViet9XxJRssq2D2PyniOjRVR9cQiN71On5yRQcsqaHomott5dNsOpUqWQd8TaPyBLaxauyaS5KDpStS28nGdAd0dHyMQgTaXL9Ha6DN7XZnp+TLN9TXGZmb3GOHoEfAs8AOCIPaUDxLf+DTHPl6xop0zsGk3NrGtXuIsp2X1KBGQscyOMLux7ejvAhyoQ2RmI9NuNNCyOk9+ZZVSRefIyVGMgsbKwg7bG33azT5906E4pGGZFqVKldZGI6mg1WyJr/z5RX7u6B3MzczwT6yP4Bfuhsm/ZC4Ccd03NETOFqMBq+siyxJGsYQ5Nsbr/D/jrPEaBvV5sh0Tq1rBKZUYFIsMX7qU0NX2tOO0FjVVZVPPCPpcvCIufpoHrNm7hhZSCqiV8X2Irg19u02vfZL69oPM3DPEM9+s43sa2ZyCbfVQMkWefniNW4H33TvDVxSbpueRVxReWSxiBwHz2SxPzH8A0/o9AEpr61GSITTrA6XI0sKPgF1jyXsEaeNlFNfOJqC5eLQQjxViudm4CxCv2DEu3sQTfIOiEKgq3XkLKo9D/XW85bbP8tGp6wiCkPoVkyefEnKzm6u711+uoKIoEoUhjfJojrnjwwBUJ/N8sNHg0e42Cwt1nmhrHCn2mdM0zCDgYdPkH0VJ2V+021waDBJcAk4ZnAqhoiSJm+zumsLEfPO/baUDbDp4uvk8+UYDOwrU8Xm5VlW//7a0Nn+6te5FwTLNx99/3aWTxfi50wlFXFfvB5Aqrgu9HrmtLdqt2/mrzkf58PGZpEsC4G7fJPQmtBZ3Fwpsr/bY3ujTWO0mANPfWFvj/IU3Mm31Ek+D9MgDIsW7yLteCnx0s8PV16jcdNMH+PbRm2mu93BWHdp5kWC0NiwsU1xf7UYfu+eKwO8Euyp2iKrd8WNefSASgCghALAtjxE9gzeyjmdXElnhUBHWtsXSEkPczDe/tMyvD+nYlkfjq2s8seMwMqrzJ2+a45Ful2O6TllR+JlqlZ8fHaUgyxQUhUe6XX57ZUd06yLmzh4dgH2Yib/vJdr1LwX5f9AVBmFEkbPRdJ2N5R43vGyM7s6Akck864tXyeaiyjG6QDKqTEaTBVUkyDAymccyXRzbS7jigg+/FYHXFAZ9Bc9zcQYCIBMGShJoRUUfIssSpUqWratiFh8D/dIKevHPcVKSbtGnq/j4ZzGTlykMlRPwYIyqlxWFMAwolrNsN65GGv6CJQAksry1AwcTcxZJLvDol66QUWXmjg9zx2umufxMK+pGDGiu96gdOBh1BmaoLy8RBEKYZag6wlc/f5nXvP4gb5v0+Jj2l+iKjx2GrLgu87qOYw+4/GyLtcsd3IFPZTxHu2HzgbfM8r07j2CXb0dxXLavmxCa1Xodb+3mPW04N5/HKZV4y20fYPviMO1GH3PbpmfmaHqhoORELfKYnpbYusbI630bsOQLlbriygam/hP8cfOj3DyZx/vWFhlVpVAuY1sWYajxjS9doXm1x5t/+SSfbG/zaFSRlKMOxZwus+QZKO5mhDDeBfhJvo+ydpeoDu0a+UYj2QhBUI/Mg3k49l5GjS5Xn/w9CqudRCAlfbz26KigupXLCQshzG9BYYHakU/xtkqF37h3m0sPqzzy9GICorJMF6OoMj0/BEBttohtufh+yOEbqzwR2jwe+Gx5HqdXt3mm3ycjSbxjbIz71W3ms0Mczmb5k2aTpufx0WYTD/GFt8NQoPRzDVw3J6x2gc7UZIQpsMUYp1jc02pPAmIKzR4nYekZs+K6dCYnk8o16V7sU6LbDz5Lr/R993cMgD2JR9zyz6Ra/nFClm7Nx5U6QBCBKdMrfX/Nshg5f5564Z28f/yT/PB0AT2fEX93KgKMNv/f+MnqATrLA7o7okt448trZO+s8GdnlmDzlWTNBxIBmBjYGid9drlM/eRJwuPvFwnX6ps4csMHeXt1lOXn28nnbUXYkZgH327a9KLuZeCLPSu94tvFeRT4Hcf28dwAu+eysdLl1MkyeIWk65ZOsMxA6CgMLJerix1AJJidllDvmz1a5seOVwiBhcFAsA8UhQ81GvzbyUnuGxri/ZubtDNdZKeY0EO9ONBf8xN/af19re+KIC/JEq4jVLg8x8EoFpM5U0aVmTxYYruh7BGKsS3RGiuP5ChVdEqVLO1GX3hgT+Tx/SCZqcuKQmW8hmV2yObkxHlt0CcJ4LKs0FzvMHu0jJZVsLo7yVw9iEYF6Zk7kLT945UO/t2ddiR6UxLMAN9Hz+cJgiBB4NuWoNENVUcIQ6jWqkmXwLFtdCOP54rOgSzLlEdGWV+6CEDgZ3jyK6t0dxwmD5YYmdwF/nVa0Nqo49g2pUo1ca+LTXLam3k+9ntP8473n+IB0wQyuGHImuPQ9jwmKjq1A0U2V7usXGgnWtz/4qePwfoPCcTvIY+P/uB/4b6hIT7VavGOzvVk7Em0npWnMnh1AAAgAElEQVRUrJ6uU85kUEI5AgsqqKqMF3rQvJtQFvK8uzKwvQRlHfp+ogAHu5WYZnbQemUk8xAfb7X46XsO8dD9C8iKkiR0k4cO47kuV5e2+Hc//WVufeUUv/yTh/h0q5XMC5e6RjJzHhSL2OWysHPt9TC2hPa2DBSWtjC2Wnsqw26tBtf/Gh8+NMLdhUlO+r9KV/tXlJd258+x41u/UsEd3YbZP+SOsTpvrlS4MZfjVD7PuS+XWf5qi49dXkLTFYqVLPmihixLaLqC5wZkVJnySI7x42XqrjAL+a+tq7y/0YD2CaEd3rke9aZ/wwdmZrjXVJmv1ai7LllZpqgoTGsaC5HJyEFN41Q+T1vfopYpYAYBj03fj+dUoPI4ba0NnWPkvvk2Jp9+mkGxmMy093xnU7/LQYAXa/tHG/nKj2+A1iL/rTeg9np7AGaxZsD+FXdu4nY2+9rqsHfmnpYkjo8jXumAHT/ffopfurOQ/h1IuOvSzhE+1GgwNzXFSEYCx+Hew0/Rnnucnx2Z5h/nh3jy6iqyInHirgl6t5T48UuXYOmf7HHgS85TNHf3NaEwFx78DD93qMmpfJ7sDZ/nDmOeI1qWB7+6gJYV27OkSAmw0jJdeqaDa/vIkdmT5wbJbN6NKnpFFn+LEwAnRasztwccVhSwxwAzOfeeruNnJVRJou37yWNbGxZaW2FsuoC5M+Cxv15mfbHDHT96SGjZBwG6LPPWapWMJHFxMGA0k6FdPo3WGyJj2zjGLuDoRZ/JSy8Z1PyDLyUjNrJ4lg6iHVUezWGZLiOTebbq/SSgSpLCxnKP4TEdVVdwBh7tho2eV7FMh8q4waWz24KTHs3OuzttzO0W1cm84JXKEoVyNZnJZ1SNna0GbuSEF8vXxhK2cbXvDPykJS+CdyRv6/uJe1mcCMT8eVmWcQZx1a+RUTUxRjA7dFpbOL6fmPDEy4olVlVBH7RMk8JQmdrsYZrrawRBQGNNZvXSRU59/ywj0fuK53EZ1UOSfYEFUHa1/GOE/9jUHJv/Y5lv/eQxAFYdh24Q8IWdHfKKwvExnbvuO8jIRJ7lC20CP+Sq5EPnerFJzn+Af+TUaJxpsVHzoDuPp19JfNtDWcHPSgKA45KggDVdoRs45Nciill0/xgtneZNp93HYDcIaGaH4vo6jzWGUQ/IlIb1pDui5/NRQuYnVMpvf/WqoDO9doavuhaPdbvU8j3qN/8WvaW3C8/5sQexrVns5t1I58pJm1HrWUny4Rp5emOjwqcbeKzXww4FJamhC4DlzswMvqoKmdm5/87rDz9LNwh4x+go9w1dx9Zyl80LXR5dXGd1YUdc/5qMH4T0TRdVVXBdH78ZUL9icup1s9x4qsZ76nWWolnn17td1K/+p4RmVr1wkc4JiR/saCw8s0XtQJFb5odwbI+Ds7Pcv73Nn21tQet2zhcWeP2oxPcVi9xXLnPOthlWLtANAuY0jbY/xGn1EivXPc+mfT1Z0yTbMYVmfKrVHCPa04E1FuyRAp+bDv45tUyGBzoX6S9WKUQA1NgSN26vp+fUafDdnip/H51vjxZDan6f8OxTj90/v49BeunXjZHtaWMcEMlcePNvocsy/2p9HT8MmdY0CrLMyWyWuwsF6ldM2o0+xYrOzMvHeMfyMhfPvU14QCBkXWNjnRiTEQf6frVKsfY1fnbkKDeFGpbp4HVdVm07arGLNn0Q6Tok6PhUaz7dpnfdgNAPhdFWjMBP/++K/30/pCopkLH2JE2OYYDWQkGAZY2iRvfcNgBGUUueq7VhEQQh4080uHOmwMvHRau+6Xmsui493+eN5TJPas/z0CuuRwqOoLfbL/gsXsz1Urv+H3hJEuj5DK4jJx9Ga8Ni4mCJras9Dt1QpbtzFaNYgogbP334CGuXT5MvakkrKvBDHFtku51WK7GalWUFd9DBKKr4EYDGtjxcZyvpDhSGygz6Ia4tfO2D0N1Dv4vn7UAS4OO/x5V6EARoWT0B48VOc/vn9kES1OUEOxCD9DKqBipYZofm+hoZTSPwfUYmpwCE9r7dxzIF68DwSzz54Cqnvn+WW145Rd90+caXlmg3bOGiVxIe97G5TiDLyFlx2+mvLdPbcZg/UeXgoRKFIY3zoY3redhBgFwUl0ftQJHpw0N8ZnsbdVvFHRrwAyMBF043sXsu49MlJFcSiHNXzLV9TYWRR9AlCVWVyeUzFMuacMEKLZQUJz8OIGmkdrwZKNcAWcl+IARsNl/Nl51vcPhElacfWmdkcpJOq0Vj7TKKkmNsZpbyyBi6keehz15m4UyTE3dN8Cu3jXFM14WS14GPcrNhACqf3X6OR2qP09B/ApozZE1TcP11nUCR6Ver2NMtkRRYs3yq9Tzf7PVoNK8Hu0Z7LkP3kAeHPsyxcodXFYv824kD7Dy7w/N/UeeLgzVkWcLcGbC1bqFoMoosZJwBdEPgS0bKBoEfcvKeSQ6+YpxPbW9z2rI4aRi8sVzmI3NzfHrqffzqMxWGvnQvgSJjLr+Rr97zbX749QdoLZqEhkIxn+GRZpOPt1qi6m/eDZ3rWRr6DCcNg5s1ndFVh5+Yn2c78BOApReGuEc+Rd24C+fZf4TkL2M0NneTrshe18/nE5MixzBYe21WUBX1Op7nCZcyr4CnS3tm4v+7bX7Xb2B3hiv5fqLxH/Pv09X5tQK9HyURe8x8XDdp08dYCth1nNM6HTxdpzMzy9aNozD3Ee4d7TOS0Vl1XVYch292u/jA3YUC522bG7ouxYrODXeO8fVul09thEiNW5JzFTNDYvChUywl3gyD677KT1UqXNeXubSwxcDy9iDl4/m7HFFmfV+04b1rBHk5uo4CP8RXwt3gLksJtRJAiwRzuu2B+Kx2jif+DE6xBE6FuWyWuuuydaHN6qUdwkCi11ExtzcpDldwHeEq+cQDKxhFjWO3jVIezbEzK1TyGp7HMV2nIMs8NPtJmsc+wPiZs2hmZ4/M7UvrxVnfFUE+DMXFZ1vdqIWt4dgB7kAE74wmky8p+J4IppbZoXl1jcJQNmrT20l7czDwMYoq+VImsoNVIuqaHLXKfRRVJgzChA4Xi9toWVHtFoayqKpMu7nJyMTUHg58jNYXWXaQqOLFqlrxiEBXVZyBTYaI2hP4SUB3bBtZtpNjk2WRQMRqefF9Oq0WYa8bbf55oRNg21TGJ9D0HN32NkaxxPDoNI98YQlZkZg7XuHU62Z57K+Xk/l/TN+LkwsQSURhqMzF77R4/ukmd903S6c1oPCmGudtO9mIbzhRxRn4PF7wef/yprjRWObGXA7L7JM1VHrRjFaJpHF9NQKgjT2Ih0J5NMfkQeH/PjSaY/VcHdm/Nm96/9qPto7bn2qvB81X8JXOX/O2QyXOPbFBYWgYx7bp9wY4jiWSpAjAODY9g9m2+ZtPXOZrn7/M9HyZ188WKVWylCpQKGscqdV4pNvlC7nP8dDa4wyW3o6nz+LnewIgV/4sR6prmEFA3RxGlSSKsixa5pku3VOPM1p7nH8zMcE9hYMccjOc/fI6y8+36bRsBgOfQc+lFI1DXNfHbA1wbI+MqlCq6By9ZYSzh1VqqsqvXb3KsTWPtu9zYy7HjbrOVdflDzY3yUgSlM8QKN+P7Aeol+7inXN/yRfbbW4v5Fld66DLMm3f52JPgc71KFuHCeQjXDz4McYzGRzbp93s07zaQzcyDA9leet8lWO6zkgmw8jxFm8+/O946PnvpfTRLF40cw80DY+9MrD9yMxFH3qek4bBY9t52Hw1mfpRMvZZ8R1Ige/2A+PSK11dxq+1X342LZ4TS6bGeADJF4Y06Vb5tVrEab+FmCrq6TqdqUnUm9/F60ol3jRcpel50OthB4HwRli/j4f0OnPaIi+vVJg9OsxnBh1++tISylPvR+0JdH6Y32JQKiH7AaEsxKHMqSmRoGga+tSHeWvlCO01m3bTpm86kV6IcIqL9z+x7yjIikTfSnkKpAL8tVZ8e1zUeG6AExnUBEEoximNRvLeJd9HNQe0fZ+m5xH6IfnScNKpVDIZZFlm0LcAg8aaR0aT6e6scuiGCvmZCRYGA57t98nJMjVV5Z6SztdHvgEUE2Dji+4m/xK6/rtjCS930VbWjTy22ktm7kvnWlx/5zjf+ptVdMPAtlwG/QbHb59k8lAJLSv48oEfks2KYC8kce2I7uYnIljOIFKACmWyhp7w1m2rh6oJtT3LdKNZl2i3p8V14oo8o2pYZkdw8CNKnazIwlBHlkVVHt13FyxIYkUL7Lb6I2vaOGnQsjqFcplSpRq16jvJ/N8yzeRn27JEEM/nyep5Fs5s4dg+x+8c5+Q9kzSv9njyK6sEfhndMHZHAJqGY/fRdJ2SUkWWFa5eMQn9kHFV5dOtlqDAAE1No4nHry6u0v7275KzbdzCArcbBgtnVrn+jnHKioKf7yUqbXFlgNZiPDNBa8Oiu+PQaQ34I3+Hs1tVhvehnfegb9lrPxrIMgqRjndiHiJUyT61vc3v3nacR/7nkrh/EKAoOVRNoXZgjm67zcbKFUoV8T7Lo6MEfsDVJZ/zT12iNKyj6WLeOHtdmXuNDK+VS/zngw3+LPik2JBKz3FPSWdO07i7ME7D83gqbzGnCVrRT9/1KEVF4b6hIdz1Qzz912t8e3WZv7piki9nyUUVenk0h5ZVmDxUYuJgiY0rJs89vkFhSGNkMs+x28YYP17mbLvNR7a2eGBtivNVIYZ0qlDgc+02uiThA28sl1ElKTlP1YsXaWjv41MTT/Cp6fuFEJBnJDP77NVRMraw1rX7o+RkmdBQkgAwebDE1miGM6bJR7e2+N5CgbdUKvSDALQWg+JRAGTThFiARtNwSiWBojfyoLW4p1AQQX7xOOqluyjU18gM7OSz3T8H/9vat0mbHhLQ3bXm6/F907P8tHmO7Dh7bG4DWSaMxgVqr0cmos11azXcIw9Ry2Q4aRjYEaisnMkwF72Oe/grnO73qbslLtYk7m9d5bFeD+qvxc/3COQooJnD+HobJ2/QnajROzCA63+DIxGd80fL01y3DfVGn14EtpSjWTqIIJ7mucNuqz4B1sm7c/l4KbKUIOrjEZ5j+0iSjGU6NNfFvvqbt3+D94w9iPnUb5Ovi8RbsyzqvTyrrku+2Uc3hgj8ALvXi7qUGqqWpVSpYJkm3XabQV+ib3n88x89TN11qbsuXd/nzcPDtH2f04c+Dg/+vKBXphzqXsz1khjOd8GSFImxmVlKwxUBWgt81i41KAxlWV3YoTCUTaoyEEjTM4/WWVvskDOEZKrr+hGVbkCponN1aTNRkQv8DNm8Gs3HPWQ5TCh25ZExgsCn12mK1pgm3JqyOei0tujuCBGUwPcplIeTCyYIArzUfDAIfDqtrSTgx0p98Uoj7yHyoo8AIbKsYJlm0t4HSM/+VxcuJLcFrYDuTjtJPITbnM/qQpe+5TF/YoTp+SHWFzvky1nRpYgsep2BSAo0PYdj96Pjkrm62KEybnCHYbDiupy3bbww5DEEgrZ96SfRo0KeTJeRTAZnSKM8qqPLMhQWCLQDBLaN7AqRl2ImYDSToX7FFIphssROAejcmFQPoR/sodbs965PC58Espjhx6j7rGlS37iZxSMWw+M5utud5Dx7rsvqwsWI5SAl50vTdYxKkW67zcTcPHavR6/T45nH6jSv9jAKKquXdnjLq6f5zeM7VMZz5MZvYme5S/2KSafV4ZaixpsqRXRDxdny6bRsOi2bLy4sMTxusPhsi8APKf9/7L17mGTnXd/5Odc6dera1dXd1T09Pa2Z1oxGGomRJSsytolso8WADZg4QAgsycYQyONdIEBCArtLst4nXhZiErJhF7yLeZyNk9gbm5jFYEu+YCsISVjj0WVGMz0zPdM9fa/qutepc90/3vO+fbrVsrO7IGsXv88zT093nTrn1Kmq87t9L1N5jp2qcOJMlXLNwbAEADGZc/hYu83uXTrvfvgsjq4zO4JeQedfNZucd11+aW4OR9/kI62Y9t6dPFzc4tFSiXP5PAXD4H0bGwQv/AKGP1LUPbvbxef1lJ6ZIzYMZaHrtLdJ9Cbjcgm/UGC8/VZ+a/KTPD8a8ci9JYq6zh8GPn+wscNmGDKKY3633ebxXo8n9yyIbcalkugYpPNlKUXsu+7++/SV/5bPzPwJn6k9hXXpncotDjiAsI91Hd8VJkBm2v05PJJR94UjkgC5j+y2B8SHDj031nWi1PVP/h4UCgymppSkq1x+wYX1d7B45+copscYxTHPj0a0owgndaO7Nh7zzHDIL66vc9nzhMZ749P81/c/x4ebTVb+4z+nuLmpfAsGd/Rwzv6P/OLsHK8vCO2Gummy9dwevY6PNxD3Lc3QyDmmco2LI0PdD4K0kJEBXi45qoRUujbW0eN9zrzvhRQrtgr6uxsD/uh3r/MP33oc88Qu/93wt+iW3o3Rm8DudmG4wG64zUTOYGNjJ+2Eusqnwy2V0q6j4OjbOQdi+P0PXeZ13zLH4uwkn0/ZLEGS0LAsdguuwN5E0Tfa9a/yek0EeU2Dmfkia8s7dJpbxHFCoaxTmazQ3h3huBb9zphy3aRad8i7lhBVsXQxh4oTChXRhi6UbNyShVu09/mhURHfC/GGIevrAyw7l87NUcA4oTWfKrINAgwjT7k2qQBdsssgVxzHtDY3AFTbHThgQSvn/Vl53OxPWYnbjkOxUqWY8pR9z1P7kIA9ue8w3W+1PqX49/32nqro+3sen/7IFb71++/k3MMNajMun/3YMnFcUceS5yi87j28IGCcyl76t4Y4msbl3gQfGbcEXWj5p8nt5LF7bSLHAd2nHUXkXQvT0nG0dP6XIpJB3NQXczkeKZX49FMrjIch0/NFlsdj2H4r9uAqkS1QxspjHV4Gsju8rOEAPRDmOdZgAOvfxZf6H+TMUoVnv9Blev44/XY7vS6iC5PLG4xHHXp7ESfuultQEYMA07bTG1aJ2kyDfqfN5s0tLDvHM59d48k/vEV9tsDp++u0tkZsrfUJUmneck1Y/IZ+TGdvzHgQYDvi63T6/jrT88Lmsz5bIFl0WfaEDe5uGPKlW9t8sinEQj5cu0aUJBiaACm2o4iV9jTc+kGKy4IBUAI+esoSM9Tu3Ri9CaZeeIEGu0JjINpXh5NqelJISMq4ymuXGAaJfidPxn+FJ8sv8ttTz4rPYhzjbTwqAGO6L/4NF8htVSjdvo3Tbr5MzEUGWit1GzzZaQt3NfdtmN6L2D2RdEkzFim087LW+yso4h1WqjsgXXtI/CYxDNXWV2I30b4Wv9RzSAwD33XZuvdegnv+D0j9DWifh91vTsVgtrnfdXlPvc6K7/Oh3V2+uF0FZ5N7CxZ108TRdXb6NXZaNdEt8RpM3fWbvKNSoWoY/Mzr3kv/4i9DcZnxwr/mb84a/OzMWSZ3QvzNCKcQ4MyK+4Bsn5u2nnYJdTVLl3rzZIhnsqUv7kMi6Mt7F4CV+b/EKzVOlPC9CCcV0nFLNtcu7vL37qtjnt3hwuI/5XO9Hu2rfxNim90w5IGaQ6+do1ybZNjrpiDmIMUaBfhjj9D3CX2fsTcguugwHoa85W+f5fO9HgZw3LZpWBYbhQL2YKj0Ll7N9Y12/WtgyQ/p3Mky3daYsSec6GzHoDajU64JC9rjpye4vdyh3xmn5gsxds7AcU2MtMVFTrQgbcdg5kSJJErQjP2Z1en766qFFfgx42GIPw6FcUO9JrLnWLbCjFQA5+WuSWHgU52aTs9fzNGF5O6IxkKJ6lQexzUxrbI6XntnhD+O8D3hVDbZ2H98PO4QjIXhRL4guglu0UY3zPR4MaYlMny3VMAt2bR3urz41DbeUFPn4bguO+stXnxqi3MPN6jPFTh9fooXn97CsvOpBr+vrGqL1SrdVhPL9ijXHFavtJldsrigC1922uchFrPUSCY5ziZvHlp8bK3PwpkqVTMPZn+/OtcNtDjmnOOQ70fsbY1onCix+UCJL600MbvOvqVsJJzYpLOdbMtmDUWyimayslfzVG+aC6MR337PJM/9R5FQDfs9hr0uSRIBGmJ6oKUmRbcVnVEaA3nDQToaERgG3/OIQo1SdZJBN+DZLwiEsWnlKZTL7G03RZepWmV6/jjDzjU0PcEtWRSrOeqzBRZOV7ld0fjJjQ0+/sUCDM+I69lfwhgUKLTb6L7PZkEYndiDIR0jfY2NBvlmk8rqPu/eCI7hVc8LquHgFvlmU40uZCCPbGufjz32VGs8y1bQBwOqKyuYXoOgcJLA+G4Gs6LV7qwXKW5uAkLj3R5s4HQuYXe7SrVPvR8ZhLqynPV9RUM0PU8p58mRS7ZhmkXSZyVyZZfgcBs+MYyDAT+jgncY5X/Y6EbuQ+IHOgsL8MjP8q5KhYZlsebf5DMTz+HZLZLhAtadv8H3VJfwUsZBP47h+o+R28nzXKnEc7VnYLgA3rTivoeOw079bj5YXadhWdyZN7ha/xK4t3jfosuP1uvsPbfHyo6H45rMnSxjpKdpWIb4XhdtpdWR5bonUUIEBJ4c8+1X6VF6r4pScJ2WSQCiOMGwdVxDyN96wxDT0ilWDV58agu3ZGM7Br9wf4NmEvGvWi0eK/w7lsdjzuWnGQ2bdJotuq0m+YKOaRn09kaUJmr4Yw9vMEDTQyy7SLFiY9g6xaqwqv1cr8ea7/NgoSDGeZYlKvkM4PbVXN8I8l/n5Y0EUrs+W2Btua0+jDJYzy9V6bY8TldytHdH7KwPINFTEFnA7eueAofIG/WZ19WVf7nlmMqG0XYMDEsn71pUpxxyjkEcp2A512TYC1g4PUFtxiWOxDxMZs7+OGJ3fcDu+gBNA8MUyUmxkqPf8Zk65hL6IhAOez6bN3sCP+BFmOY+hc1ORepHAzEOkEj79ngIWoxhaNg544BWgETVBoEwH3FLFnbOpFzLMX3cpNsas3WrR3VqCtN0aG0NGfR8JhsucyfL3LqyRzDWlTSw4xZSvIHAAjiuqaR9P/i2+/kle4PfWrFFYIrtg8C34nVeenaSYc9H1zXaoaDQRXaiPNrH1SoPF4vcfKlNp+nTOAGPd7vsdBsUej2lcmfEwonOTH3XpZ82oJDY2fae5PMCqSNej5XxmIkZN1UTFFK/xUqVfrdFeSKHbmh0Wh6anhBHEaNBX40vJN2xNtNQ6oZR5GPZedUd8T0Bkhz2emI0kgRUJnN4wy4bKy9SqTssnp3l5D2TzC9V+KTf4591tvnwhfvIvfBfUG02BTANsLtdTK+p9ATY2VFCQEGhgOEHFDc3MQLRfpdVrx7HOO22uFmmrl5GEJCkj9vD4QHKoe77Sl5WUs4SQ0iZjkslnHYbt9kisi0Gx+eEK581oRDnWWyFXy4LUNZgsK+vnlbRWfU6PY7B9zFTfXnJjZY39awvQRaPkW3XJ8a+dn5WYleubLJwFD+eQ4/JfcqfAs/hciqXw9Q0/lWzSa91Trit6T5UL/DeqSmWcjk+1+/z7nyZMEmwmgVKt1cpAePSLF61gB73VIJl93p0N9/ORyd/FUvT2GktQeshCItEyW3a6fm0d0e4RZvqVIDj+imGREPTNVzXZOxFRJn2O4hgbhmGqtaVCI6hqSAvefHZBEAzNAxdo9sWYj0AbslKf9rp+Xg89ZlVShM5fvLBacHeaDY5lcsRVnI0FkpMzxepzbhohsbGjS7dlkdra4hhJvjjmMnGJOPRJpUJkeB+YTzGi2PRlUrFcvxyWb2eV1vx7i/6ek0EeRLo7emYlgjI3daYMIhJYg1vGApkqa6xdq1NoWLT2U2U9Ktp2xn9eEFDG/Z6tLa6Ao3ahyg06e56SnBH03Q0PcFxTWHfWnMwdEFTmV+qsL3WZ3d9oExgskFW+NHripYiPLvFl0i2+MMgwCkUmGyUUvS8+HJmtfSzf5c8fEg18m07ReDr6vUJFkCggpI3GDDs94SNrj6gPlugNGHRb7dxSyVuX+thWOvMnijxzd+xyO76gGe/sKG08eM4Yvv2CnnXJEnyoEep0prPtU/d5tfeeYJPtJ9jZ62GNs4BQpt+XCpx3BLyqqNhSLFqsxmG4DWIrV2FIh5X8jRMk96eeM1ry23eU7+Tj+xdxRsMROtYN0RFnwaLCJSG/VG+5apNnOqAy8d3w5CnP3MLIBU20qlOTSunP7kMw8a0bRjsj0S81P99e22VbktQKpNYQ9N8NF2j0xxg5wySRGNy1sHOGZiW0CRwSxaNEyXqcwUe/rYFPrzX4mObN/mDbpdg41Fylx6luLFJvtWksL2jZufSPx4EfVBhDtKOhuyIyJuhV60SWRb5ZlNVxbKK1VPfd933sdPALgVssoFTO1Qpy+NqsaMkbmPbPuD6J5OGoFBQKnjZ7kC26h6XSuR6Pcw0oZDPk0FQj+N9a+NDioZZGtwBZT35vqWiMtm2vaTVyd8PVPKZpCYrXytfm5FyuVfGY/p//OtMXrtObCS0F+8kKb9I0TBYGY8ZRBHXELoE0uMg0Q1lPyz3Ka/NeOMU7dqbxQE3346zDV58nuc9gX/4zrM1WlsjdtcHVKcERiOOEuycQb5gMhoIUy4j5blLMJ3lGFiWQZyW/nGcEBIfELvJVv4ywGeXaenYOZOcayrMUrflEfpi2/aux4U/WmfYC/iF/+w4vhfylbkCk3MF3vD2BZ4YDbjh+7z7Oxa4+sQmn/7IFbxhiGXn8D0PzdBwChaLZyf43UjoPzQsi6phsBuGRDntgCHPq7o07RvAu6/3snIaw16PKNRZPFtj0B4TBDE5x8W0bYZ9n2I1R2tryPR8EX/cSdXj5AxLmrpYKhC2tgJKEwYnz91HGPhqPi7044fEUcKoH1GsVmmut5g5foLRwMMbhuyuD+g0NbZW93DSakQGA3ks3RCJhT8WFLVC2VKJhwzIcRwpoR1d11UiIul6spI0LYsQDnQilKHNcLjPz0+rSUCh79s725Rrxxj016jPFsqk8BYAACAASURBVGhtjRiPPIrVKls39xj1AmYWSlTreXRTVKkSFUsiRhOWbTFoD9C0HIZp8eXP38Yfh7z74Ql+w71F0j8JiBZpku/x9xsNdp/exTA0pueLbAZ7WD2RQMWGsK2l9hQBEPoCnDPoenQ+v81fvafK7xhCJ93wAzU7Plyta0HwypVeRjs+1nVWg4ByrXQA5Nja2iRJhN54FNo4eVGty+AuEp1YJQGSsqjruqIqapqFpiVq9GI7BsNeQGdvzInTVe56YJrnThh8YG+P3eWr/HG/j3f1JzA3T1Pe2cFtXlNSvFnjFlkRC/e9AC0NUnave4AGlg20MqBm1dmUcFA655bocUVjzHDEZQdEBfA0EGpRhNl1CFkSan+tlhqFmJ6n9OyzyYEcnUj9eC2zf3nOcvvsUknGEYFctuxl8JcVezY5Ofwc+TplknO4ZS87AnIZQcA4vT6rI4vVsU9pUyRhAL1jxwgbn6aoH1Nz9zBJWNm+i8nBUIxE0u+i3K/EI+R6PWpXrjBov1FYEsfpqOUafGrtJ/no+Yucv/NTPPnIaX7/dy7T3kmxK4EI1sVKTlXXEj807AWYloGdE1W676Vg33T8l6XOZVv0YRBhIoqTKE5UR9AbBtx4oaWYHl6apJuWTqc1VrLYV78ivtt7W0M0XaPb8ti1Qv5Nq4UXx3z/2QlG/YjKZD0tqrpYOQHuK83kMTc7HE+VFcMkYS0IhMhO+nkYp922V2tpfKNd/3VfcRSTy+tomiMAdjWH3h6Ua5M4hQLLFy9x7uEG3kBIM84cdxl0I+xS+cB+ZCDfB1QFtLY2iCOBRndcl1pjFtOyUrW5Fm6xRLFSxXELKbUt5eZbTopKr6XKaaKilihtCX7bXhMe0pKGJ9Hw7Z0d1fZ1XDdF+Qs5W2lTG8cxtZkGgELwe4N9hTqZRABqfiw59CACfX3umKDehUVWLm8zd0eZXkckArZTZm/b40/+8Bb3vXGWSk208S1bSMAK3X4vTSpCShNl6rPHuPnS81x5dpd/8Vcf5je2Pgbt88RBQVRF9irvqlZ5OhKStIW6w8rKmNBxyKUJiHhTbZphyN1VG284IApDtlf7LD0wReQ4eJZFcXPzAAL6yM/Godl8ZFkH/O1Nz2OzN8H0fBHDjBTQ0RsOKJQNHNeiuemRtQ2WfgTZ92Vt+Sqa5uOnXuwAhhkxc9ylWLXxBqJj47gmJ05XefjtC9yoavz48jI7V/4GtB7Eabepttvkmy+oYBhbtpqTG6ltqhRiyerhy5lzlgamGwakCHk4WrY1MYQFsrxWWR93GYgiS0ioyptrZNvoUayobWJG72H4QtRG7iMoFPAqVbU/qd5G5r2SHu3WYCC44Wn1fFjESAL1ZOA+cH7p32LbJk7P9yi0/OF1ODGUV0c7VMFnuwBq3NO9WwALU7AiQFiMebhQ4PnRiN0wpB/HfKnfp/SFn8X0Wqpql10VWclHlqW6J4XtbYVLkZ/RxDDAE/oTTwRDajN5TFtXWCTT0nFccSuOooRRX1dVvKz0RZCPlBseiOpddhlBBPjAC9MEQEd39ql4cZSQy7sYRoQ39ImjhNqMy9J9k/heBHTptTyCIGJnrY/lmKrgeb7mYP7lCSWN/ORnbzEx7TDstYWU7jihUi/QOFHixoVd3nvfNA8UCrwpsBn2A77cKPPcN/0j+hd/Sjjy/QWWmP16rNdEkI8iHStXxs45tLZ2qM8W6DRTAxfdoFSdpLU1xC0JlH3jRImvfGlLBEInr4KeRI+HQZC2bUMRyEslxqOhCgDT8wuUa5NCQQ9ZQUfYTp4wEIjgMAgoVqrM3XEqFdXR1fMFKl3chIa9fdqWaVkM+/uBLo4SwtBj2BNAr0F3DztnEIYxSfoFbe9sEwYBhikQtlZOZ+wFBN0RQ10T1XaaBHVbLQCSJObWlUu4pXLqe28xv3Sa+aXTbN16lqm5Alu3BsoBb+PmJgunq5x7eIbW1ogX/mRbdRD8cUSxEjAaiC7F3B0nae9u4w3bPPEfVvjp19X4wPZnibbfKrjXxWUalkUci5vEWhCwG4Zq7irbsQBFXU/xFULGt9vymDRN1dqV1CV5M4SD9rLq85HxC0gMcfOUN+3QcThe2sO0K9TSubw3HJAkEXEkKhlp4SsTQMmV77fbglboeQT+iGLFVhbGw56PP45obQ0Jg5jp+SKve+QYk3dV+HCzyX++vkz78z+Ds1aj2m6T6z6nAG9KdjUNWnLJalRWurLazVb5WctUPWOYI01g5DbZil+ubNCT9r+JYdCbO0Zn4Thh2cMYFATVriA6VHrgH0DjBwVhnOIXCsQpUC3fFJXuuOSpfWbfZyN9HUlGzewodoSct2vp+VuDgQrAWTnabOUeH7EvPY4JJZjvCJBdkqFhys+PvHad48cZ3f8Z8UB/icFUhciycJstMPvc77rc5Tg8XChwYTjkj/v9l9HydMPAHgyVyx5A4nkCQDkcqmRKjqNCx4GwiKVpPDMc8pddiyCtxosFcV7eIFQtd28gqvggEJoeYRCTs0QnKQgibCf97KfAY8WRD2IiXcfOpZa1XoQ3DJhsHFPulv1Om2E/UJa1xUqOuCQ07XWjy97WiErNwY0T+u0xza0h22t9Htqe4BOnTjG5E/Kbn3khHVuJ4ziuxuLZCar1vOi2tnzeUCvgrY9obg65f67GW0olfn+2gZsmQa/q0rRvyNp+vZem7YsV5PI1uq0ulUlDebc7boH2zgbn3tBgbbmDW7IoVa2MC9x+9RJHkeKu++MIwxQ65pom3ONEJS1V5Ubq+W5KLQuDVAHLskQnwS0c0LDfD46y3ZbS40Cp3sllmCZJHKHbaWvPzhP4PlEYp7OsMbl8yoH1RVIQhQl2zlXc2Gp9ijiOaG7eJkkSDNMkCoXanrSnnV+6EwC3VGY9LANdpo657NwWCU6xXOPLn7/Ng2+bZ+5kme21PttrfQJ/TC7vpkmRqO6H/R7V+jQbK02+8h83+OHqCVbueoqPVy/A2ruheoHAK2HlDNyiRTuK6GVob+qG6t7ih0sT/Mq/v0gSC6Usp2CQ03XCuecpfrku2rvxvse0FkVgHBQyUZ+RTLtWj2LlKGZ6Hl4i8BXjcUQtZTwMez10w6NUsWlv95RNsLDzHSlchJQhbm6uMzVfVAYxVy7s4HtCPfE7fuQuJu4s8/7NTT710iYXNu6EtR+lenmINbiNPRgeQA5nwWLyc52lBsp1GICUpYjJoCb9uOXjRhBgRBERKIR7Eh20MJUrdBz8Upn2HYtElS3Bkij5jKxp0WqPYpyxh5FS6yLLUu5oo8lJVVFLbXe/IDjxTrutugZaFClxHC2K9qv5IzozRwV+6VCWfZ8PX6+jqnmZEOiep66D/Hu2hS9V7OR1HE1O4sx8AS8yYPut6fjHZuu+e3n9Q/+Q9x87TbDt0V/1qc+YlGRbfrhvxwoiOfInawojAcJoKdY9IQwEBHmHwHUZn3gJyi/SsCz6cczcHWVuXmnT74ypzbipWNRYGRJ5wxDfi8ilNtqCUWPhexFWCiA20speCucMe4FgHaXgOwnIG3sRli0Ms3TDwC2KBESOPlcu7VGbyTPs+fTbPp2mz/Zan/psQXT3KjmGPZ/nn9zkZL/Gi9e7KrgPuiFJIu5lt15qK2GlnGsy5RWYOl6kUMnRBZZyOZHcp9iGV3N9g0L3GljyTYhjYSqyvTqgXDNpbjYp1yZTY5gJAj+mXHMYDUIWzlS58eJYVdZ6WsFLpzW3VKbTbInt+6L6lT7yum4oDWc5744jcVPxlbuTodrjsN9GNy0rxQOIWXu5Nqk6ASLZGKoko1ipqva+xA4A+x2EeJ9Pv8+ht4njmMAfkS9IB7uYYsWm2xoTRzGGKd42XRce6hIFHgY+i2fv4fknn2DmuE1pwqK318NxXaLQ4PrzLWozLue/ZY4rz+6wcmkPXddJ4hymNSYMQlYuvUCxUiVJbPa2hjzz+Bo/8FN3sjze5Dn/s9xVX+f683VuvNBifqnCRqpwpZDdCOBT5NcIg000LUcQeKqz4sUxdO/GaV9RILsDVVp0MPDJ/RpBQChn9CkqP9FFBdiOxIhlPAiIJ6O0c1AiGPt4Q8mQ2E8abSevgm8Y+Kn5j41lGXjDgH7bp1xz+J4fO8fqSZt/sLvLR57ZhCt/l9xWhcmNTWKjp8BYsqqWQUVV4nGsAG6xrhM7jjJY0UG9HskWODyHVwAlCUJMA5vaJr1GktKW7RRIW9txuSRkeSUlMhafHRG0UwBkzlFIej3wiSxL0OAMA3d7G79cVoHfbbaOBE690rjl8DbZ0Yt8vbJVL99vTXLxMzS5wzP5LIgu+9rlvjmUJCSGsDUOp1d4Q6FAO4p4brhAYowIXJfw3P/G/3ziBBc/tUqvJb7z575vMb0mwYGkK3BFwtNvNEisRF3TOB0F+AUx8vBdd9/O1m7RsCwedF22L/cZDwNGg5DNWz367fE+N96LxL9xmM7pLdySTbFip1bakQLVSWc6yULSe+L5EnkvV7fVUqDc+twxqvUptlaXmb2jzO7GgDhOuPLsLpf+dBvL1plZKKlOo1zNVLUyDKK0vQ+WnRMdz2qVYa/LrStthj2fYqpZUpovoJdMzEjIMuNsY/g+Trv9NT8r31h/dus1EeSTRLosCUDU3MlTNDeuYJjCQU43DMq1Sa5dvMHi2QnauyMmZ1x8r6Pm40L6Na+AcEKPXlSotuOQLxSJY0EV63f2BE8856AbupqjE6C+ZIDSlZfe75AG4ShSLXy3VFJytABxa78ToBsGURgq2toB9TtdHFfXBdJ/X+o2SgN7kiYVNv1hG00TrACxTaySDRngvXS+65bKnHv4jTz7R49Rny0w6AXqmuxu9BmPI06eqzF3R5lbV9qMBn1yeZfKRI7ajMugK1730n3nefGpJ+k0Nd56O+GX5mf5K71bNMMwFdOwqM3k6SQJK1/+RQoZehQAfo1LesAddxd56cvi+Dl3wBAwRpbiFkNamaeOdNl2varq2Nch16JIccT7jQZetcqUaQolsDhRDnRxFOOPQ9WZAYm8F9WMNxzQ77QVL97KJaxcahHHCfd+8yz3vqHBVxoaP3L9Ou3bb8Nc/g7yzSa53m3yzaaq1hPDILBsjBRTkW0NZ9HiWQDdYae07LaH1yu1NrNYBln1ZoF2uu+DDDKmUB9zWn2swYDR5KSyf907dYrBvc9irL4Fp91m6oUXyPV6xIZBkgbucalEZFkCPZ/y7/VD1fdR1XYWOAmvTHWT1sJSH0HiEeSYIrsvSNHztq0CuentsxVIr7F8TvaInYXjsPQ+lnIVVnwfLdAEJfDUn/LEXxrzlV+9hDcMieKEat3hHl3ni2snMaemyO+J93c0UWU4NSWSjFzK1gk09dr8gktQKKjPgREEhF4DunfjNW7RsIQvexjEjPoBmzd7WBm6bOALBo+dE9+xmYUSlZqQXm5tDXFSASqhtxFy7fkWg44vKvE0CIO4NHGUkMTiPhKMLZx0NGBadir9rLN+vUu/PebqVwac/qbXc/v6BfGadI1yzUE62nmpZr43CKlM1vGGQ3L5CN8T97EoFhK7bsnm+gutFHkv3EX7HZ8fuGeCH1n8EKPNH6O8vv7yD/Sf8/oGuv7rviQNJFaV+Xhk4FZ0Nm+upHNnm9FA+GyPN0L6HZ/ihEYcIirrKNoPnIaRttgFAnWcqpuFvs9oEFIop+Idhq6qvm6rKb4M/j4/VbrYxXG0XwnKG5auI33a/chTiYLEA0iUveOaBGllH/hjNE1X3QaxPWlAT7PjnIaIc6bwpafNoLuHW7RIkv1bVrY7EKdzwjiKUt69xYkz51hbvsLkjMv2mrjJW3YRrw9f+uQKb3rnIne/fob27ih9PJ/SA/cZCrqhM+h2ePGpLd51z1nuLW2w6guxjmo9T7We56UgAG8a3b998Ebf+AOWvYS7H5rG90JWLl/h9OuW2I5jonzAYGqKXApE+2oBPludHTAusWzhemdZHLcsWltDxl5EsVLF9zxaa6tYOY0kNtVMXooWhUGANxjQ3tlRanfba6tUJnO87fuXOPvgNL+6u83ff3oW58s/SrXdprD9nLLDzYq1xIeCijx3NVNOq0xJ+Yoyr+ergcrkyrbhZcCTFa5Etmfn++KDFqg2NYCzXiQxDKEjL0cKUUzn+HGC13+A5hsmqXCDx4d9vu2JY8z83qTCPUgBGS2KsHu9gwGV/QAv3zn5PsWHZuay0/EyFkV08D3Pus0dvi0fkD7Ojm/SoB9l9p31QJDHGExN8Wglz/mUMZNMvkBUe4r3nVun/LxGtzUW95dBQOGOsjCm8WeILIvB9JSgAGbeb6uTpO9j2jXQhZWsV62COYRYQwssgWWJbZ4bjfh8r8frQcnYguCsC4nsfepb3rWIo0TMx1NuexQlDHo+kbKUDrBsHdsRsrP+OKLT8iiULBxX2G5rmihUpMmWHFsVq1UCP2bYT0ebnsfatatUJh0Wz04QBTHtXTHODIOYci2X/j9i89YepZpDtV5kPAzZud1msiGSj37Hx3YM1pY7rC13OH66SnUqT7Fi8675Fh+/6yn8a5NHf9j/vNY32vWvjSWAEQHdVhO3VGb6+AKrVy9RrAh0drVeoFyrsbbcSU1kfE6crvLlz99WlbvsBICoiINxQrnmsLctqtwwCNA04e0u2uwxWGJbO+ekyYX4IFcmhamLbNErP/k0uEOm1Z8GJ8ltl3PeMAjoNEM0TUdPwTCaLqpN0gQhuySXddj3Ma0ccRQx6O6pzF1PRTPka5Ft/2GvJxTcVHIj9KXnTp5ib/saxYpNFEaKc99pDrj1Upu5k2WKVZt+26ffES1Dwwxw3IICHW6tLrN8cZfVMOBNxSKPdbsKtGNYOs+PRqp1KlHjehxD+zzvufkJfuXOef7mA+d57N9eZfHsBL/Za2H29ZfN5bS0/a7FB+lyMqAcnmlHtkVsWWAOOZfP017xiMN9XwDHdVXCtZ+siSRS8uEd16U202D16kuce7jBQ48e56OVMf/89iq/dcvBfPGHcNqbonWdVrCalExNZ+/q/DPBStHc0vOXLerDwVGuwzQvSNHp6TEOX48D1+QIxL1c9nBI/fJlIsuin6roGUGA6Ym5cTA54NGZDo//xhb99pj73jjLncdvod8sEDoO41KJQVq1Tly7RmFnR9H/5Ll+LRR8ltp2uHNx4P0/1A1QIL1DgDv5u9JVOGLOD0LiV37GYl3HL5VJZv6Et1cqNExTqNil7oG3g5tMPzDLyRdatHdGVKccHnzrPP+h34f+G1XCpGdonXDQSU+yJkaTk1B7RmgP6D4JgN2C4jJV06RhWQooJ+fngjYrundmmtqIwG2JWfw4whuEyqlOIPINOi0PI7WhBSGhLJH44vkmcZww7AVoRp9Be0y/3Wb6+ALFygQbN26yuzEQ8/+8S2+vhZ0vsLc1oj7nUq3n6bbGuCUTPaXSicSiSH8vYNgZY+UCKpOW8AxJcQXlCUd1FK5e2GHpvjresMJiwYbqBULnO4/8rPxFWJqm1YB/CywCK8D3JUmyd2ibtwAfyPzpLuAHkiT5hKZpHwL+MtBJH/sbSZJc+GrHfM0E+TDw0bQB3b1AidtMNo6RL/TZXttMrVbLrF/foVgV86nFsznmlyqMR+k8UYJv0spWVKOaapfLtc91N5RjnAwA0pMeUO102R2QZjcSZGdadormF8cf9rqUa5NUp6ZFG3jsUShX1DHFMfwDQjjivFzCwCcKodMcU6xWU5pfD8M0lDCGpmvkUq52cbKkAICyqpfAQCmuMz1/HIDVq5ewczHeYP/art/oMr9UoT5boDbTZ+1ahzhK0DQh8eoNh6qt1+8MuPmp2/yL71rkh27coJbPM3uixPQDk/z6xYs4mZudnDnTPk/P2eTzlUs0LIs3/eASv7Gzw4c/+x6K7faBNrScw8fGQW70gcpdIq914ckduIV0Tu3z3ulpvvLhF6jPze0nYLZA9HvDgUj+0gpGWNF20XQNJ1+iuXmd7/2Jc9zzhga/uL7Ob2zs0F79dkpP309x8wViy0YPhIkKlkVs2WoGH0cHOdyymlajiAynWgbGxDDQPE8E/hRZD/tta7mv7Bw6y82Wx87qvb9SV0CLIpxUgEYC5owgwKtWxflMf5Zz+Tym5bNwpsqZB6a5eqXJnWkioUURuV6PZHNT4Q8O7/9ls/DMkqp88rGvhrg3gkAh6Q8He/W776uEKXs80/MIDAODg4E3KBTUZ6izcBymP8gZx2Ecx/SjiFxnxNi8m4+3P0LVMPiH717i2sVdAJ6eSnjv9VVyN8+Qa+8QWxaJBPulin6JYWB4Hvm9Nv3ZhgjwxesiqIdFcDahuEypvMLDhQLfWp7mr+bK/EFng0GqFgmiqg+DGNsx0AyNvGulzoQubsmm3xFKlOOh6E62dz3GnrCCNW2d+VNVnIKpcEZiRGnS3hkxGoYMMjLg3jDkyrM3mJhewPejVBI8j6aPmV+qUKzk8IYBbskmDDyh0Jd2ElYu7bG1OlSdsdGgS2miQHt3RBQlFEoW3daYXmfM5IxwCx30xMhU1zVhj7z5dsVIeLXWa4wn//PA40mSvF/TtJ9Pf//72Q2SJPkccB5UUrAMfDqzyc8lSfKx/9QDvkYGFQndVovXP7pAqZJjd32dYa+L4xbotsapGYgwRqhOTdFtjTl5rsbuukCIyoAkjVfiKEopI6W0XT5WR5JVnXQkg9QNTtfT9nnMeBST9aJXCUM26KQBWz5fmje4pXJaRQrjBtkBkGh56WGfdZqTM2SQIwRLzdgl1UZcJoG8rUzWKdcm0/1J4Z19RzzHddMRRoxbLHHspLAJ1fRQVbejgc1Tn1lld2PAN3/nIvXZAnGcEEWjdHShU67V0v0krF1r8+KfbPHuiQluVjRK31znlzY2YO17VUtX8rEBjN4EtM9zyfP4g26Xn799m1/Z2sLcnTsSXZvoxgF6nEKnp4FC8s1jQ983tklR/Iu2rYBGWbOgbquprIsB+u09Bt1tNM2gPDGFUwx55HtPUXlwkn+yuck/2dykfe2vo61+u+JP272uCtqJbqiAnxWTyQYy+fNwwMsGJPm87Os7rPCnAGlpYMkiyLPze7nNYTBcrOvKMU73fQo7OwI/UCgo+pp16Z184HoR+68dx/u2aUrLz8GFX1NI9FyvR+n2bSqrq+p6vFIgz4LolDhNxmHuMPo/C4hTpjcZpHr2cfn8rNZ9ZFkHuhqHr5v8TAaFArFt05+rYxVuM2tZPDMc8seDAe72NuVrPZqPvZ9/8tn3UHqyxO8taVgPTvBYrwfLf0fgMLpdcS3T90hq81uDAdbIO3BcYlspCOJs0phY5cFCgbdXKvxArYY3DA6o1GV/gkDNF6s2S/fVOfHAVCrAJGya7ZzJyXM1Tt5T48TpCRbOVEX1nlLqZAVfrOSoz7rYjkGSUvJWLu3R7/gprS4UQbrni25BJeHcww1O3iOwOrUZl2rdoVjJUazY3HqpzTOPr7Gx0lf3L9/zaCyI+2sSm0SBAEUDxKEQ3vGGIYWSha5rrN/o8kO1Gri3lMTzq7ZSxbs/q3//L9d3A7+T/v93gO/5Gtu/G/hUkiTD/6cHfE1U8nEUU5vNC13kPY8kSdhavcnxO89gmBMMe7sE/ib1uWOU40luvHibuTvKjIYBtZk8g+66AtHZTl4EzbEQQPGGIbqhUa1PKeMSyRmVtqsSOd9vt4U8o+tSrtWOfENFdW8ozffQ9zO/S9CLlJ+M9ul3kfCMlyC7rM1sFPlYOV0oVVk63VaTJIkwDBvbFvNDCZ5T8/e08yCoYvudAdO2Vds+joTynVsqM+z1GHS3iQnxhkN0XafjxVx8YgNd1xSg0bR0gvEeLz71JCfP3cfC6buIo4jd9SE3XmjxrofO8uG9FivjMZ/qdKB7twgetk2U04Q8qpdW8ztnufDSd3PB7INfw9h4Pfl2U92Es9X8YYGMRDeUiIx8RFbysaErARKqn+L2UzusLneYPzVLGPhs3rwBoNyyZHUfRxFJYqPrEbrZ50d/6SF+bmedX/+TPVj7PmE6Erq4rR1V9R5OSORcOIsGl0Enu+3hMQNwIBAeXocDfGRZkBG8yWIAsttnE4pswDsK5JY9R8OymLx6lV3jv+JdpZ8WVfCXfo3qyrIAjKXAPKmBL/9/lI+7FISJMsdR7+OhxEQmAQeupb7vAX/49cgE4KixhdwuKBQICgXVLVHmReka1SZh8UO8o1Lhm2yHD0UR7SiilGoJCBGnCYz17+IPF9/Hz83MiHn8cIFcdxVrKIL6YHpavV5rMFBdHqXAGMdE6fxdgh2jJKEfRcxbFqV2yPN/vMXuxuCAiI1i+th6GqALlGs5wiRhZ7lLvyMSJLdkCQU8x9j303CEvoaXVvnVuoNp65RTsF6xatPvjInjhPbOiG7LozRRIwwCotBSCcIj33uKDSvG1DTqpkk/ipiyirzw1BarV7skiWD4iAo/plovsHi2RrmWY3utz7AngvrdD80A0N4ZKRGerbU+3jDkO/PHobhM6Hzbyz6b/x9bdU3Tnsn8/ptJkvzmf+JzZ5Ik2Uj/vwnMfI3tfwD4p4f+9t9rmvbfAI8DP58kyfjlT9tfr4kgr+kJp+6pcflPtzEtndKM+LLK+Xy/Y1Kc0Lj10iWm5xcolCdYW+5QnyuweavH6fNT3LzcVdWtrLzDIKDfHlOZnFbVXb6gK8UziayXevd7OxuUJxycQllU/Lat2vmwH7zlMWSQlkp2xeqEmOPrOm6prIKtVK6TwV4K9ugpijiJBfXFME2CcYzjCpaAtKAVWvYj5U8vqYIyaZD7cTJtsGGvmxEFMtIOSJNy3aTX8vCG4gbjuC5ryx3OvaFBY6HE5q1eytXts/yVZ1k8ew/VqWnWrl1mbbnDv/m1CzTec4oP7u6ycv0dFK+bDKYskomrUHsKwiLj4oKga0kLT1AiLHKuGVtCdU1U/jWtGwAAIABJREFU8JGQuJUVsZ4B26WGNbGhqwAvV+g4UHuKtUs5TFPoHHgp1kGOL0JfmIC4pRKkgjhnXjfBm965yJtXrvL05e+C7Udw2m0SIyLWBxQ3NhUHXy7FhQ4OGbJk1mFZVdl+BhS97qj29ivN5w//LjXeD3x3DgEB1eNHbHt4Jm56HvXLlwlXfjLVX3/ywLWNLAsbVOV64JiZoH1AfS9zHbJjjKPOO7Gsl52nvBbZMcZRlb4EHyaGkEjWogi/VBasi9kGg1NN0H3qTwrgozP5pzzgzjLspR0FX3Sc9Gjf4MfudkWAi2OKuo42KqEHGcXBKBI4kHQpW2XLVt2GKG/vV/NhkXYUsZo+X4rTyNa5pM0VqznFhS/XHBbOVDEsg6Qb0N4Z4Q1CFdhHgwDHtQ7M803LYDQI6O0JadooSihWbNo7Hps3e/RSc5p+Z0yS5BkPBqpTKrsKvhcyi0kYRNy+2aJxosjKS22uXtgRmiGpzXe1nmdqrqCofdW6Qy8F223e7LN4dgJd11i+2KTfGeMNBZZgcsYl8uPUCOnV1a7/c2jX7yZJ8uArHk/THgMaRzz0C9lfkiRJNE1LjthO7mcWuBf4w8yf/wEiObCB30S0+v/xVzvZ10aQRyBHLcdk7o4K/c44zQTH2I5DuVbDsrsEXqrbXqmysXKd+lwBbxAyNV9k7O0Qx1V0XU894oXQieWEqgIWDmQBOcdWCHKZDMRxlDq/xeTzaUXg+5i2rTjwUjVNBnfpMW8ORfVcrU9RTGVApcSurO7ltv12W4HBZEdBttzDIBB8ftXajw6MCmSQly1oWaXLGbzcpxwfCD32pqKJOYUCe1t7lCcchoib3dgbsHZNmGCce0OD0/dPcfGJjVR4I2Dl0gvML53GLVbZ3dhj5/aQ6ifyfPI7TvClRy5y4SERGAZxzPJ4zEe3EhHYdV/4n6f8bK0rOOKxrN7tfbCd6XlosXcgGAgAXnpDt1I/8mh/xmt6HlQv8mglz8UnbjN3x1n6nb0DCdl4NKRQrijNg+bmTd7w7Qsce8c877xxg6dffDfVZ+Yw/Kv7mvsIrvjLhGrSACN58ZCZh6ddiSzQS3220yBoBQfV6dR+M8C8wysbIL8aeC2LSpdLdgIU1S6txuXKUhgP70u20OV+zMz7IrsW2YTjMCXwcFfiqL/L37P4C4mcj0HhGbIV/GFgoRzrRJbFzvnzeN/yfs5XxjxaLvOmYpEP7u7y+zvvo3pjhTsdhztzOaFCKa+9bROlSadExf/U9DRay+cB1+W3C4KqKYF3kWWpjkFQEEmrEQj/BYmVCMKqSG51H/pLBMMFNr0Gfzv+db5y991C1S4WuB9d33eNc0sW0/NFJmZc8kVb8OiHIW7JxrB0Bh0hVuMUTKbmCtRmXAHENTQuex7DOObh/Ay7GwPKNQfLMWicKNHvjOm2pGiYgVuKCQKT5vqYOIpobfmpy+eY6y+so+s6uxsDdGOWrVs9ensBmp5QqrgUSjazJ0osnKmyMaHTASJd5/hShdbWkGIlx/lvmWOgCZ7+sOcr6V3fiwTavrLFqv0q8+RfZcW7JEm+9ZVPRdvSNG02SZKNNIhvf5VdfR/w8SRJ1Bc30wUYa5r228DPfq3zeU0E+ShKaG4MmF0o4ZYsbl4eMvYCqvW8CoTNzZBC2WB77RbF6gSVyTrtnRHT80UAlu6bpLkR77dm4wh/HJGkXyIlixprFKtVNfuWfxdB2MD3IiqTDnEkjFXCQ7NEGeAFrc5Rs3+RjEziFkuiat9Yp99p02+3U8yANNERS1L+pJOerLphnx5XnZrGcQuqCgeRPITDgdpWmtm0tjao1qfV8x3XVUF/2OthWhb12WMs3Xeei0/8EdVph17Lw84ZBD6svNjBsgyOLVV48G3zXHxig9bWkCTxWLn0Ak6hgGHY6LbBM59dS7suBjVLZ/HsBG/+7pN82h0Ae3zU/mUsTaNhmmyGIcHevYTe3yAZCQMVp93GGIkgExuGEmLxqlWhqZ5y7u0gOCAooqd2tPJmy/zv8PZKhXG8JhKfoEC1Pk0cR/TbbbqtJoNuh6lj84z6G3zzd5zgoUcX+Fvrqzx94cdwbjWwBoL6l9hixus2W/sVmuMcmL3bhxTtZMCRlfTLLFFTk5SjKvBXWocr38NVcHYMIKvbLEWPTMCNLAuDfeCfvJZ6FOPubNNZWKB7/Djc/T5w16B/Erp3Y17/VmYuPqeqWCNlg2RlZxXy/ZB07+F1eKyQGEKPPzuCOQpgKa9r9rocXnLb3rFjeI/8Y356rsjbK1M8Uizi90LetLjIG9/yc1zO/QpvdRyqpknkWphDwOwzOHsVZ/lu5SEQfdP/wBvsOu3uiHxORxtMElsdhccw0s9jUrkpZGovpyDKQGjVq6QFRCUvu1mhS3tUwotjdtYHbK/1cYu2qsYHPR/HNanPFajPFli/0VUdh+OnJ2huDBh0fGVO0++I7Qdlg7VxwO91OuyGIU86Ax6ZKBIYMQQxC6errFxqEQaxCvTFio2dM+jnpfnXUATkvpj7r9/osr3Wp1p3eOZx8b0SjBuLhdNVzn/LHL/b6/CJrTb9VIjqpxrTvOPMHOvXu4wGIZYhKLZ3PzTD2nKH0TBg4UyVxbMTLF7dYdXZ/E/6Lvz/dP0H4EeA96c/f/erbPvXEJW7WpkEQUPM85//Wgd8TQR5XdfodXym54t0W2MhhKFr+F5IFIo2uHAG22M0FPrtumGwuzFg9o4ywTji+OkJbrxwi3JtEl03UqrYbSqTJRWsdcMgl9dVVqcU7Fw3NZfRGY9Eu1dq0tuOCPiCC5+5GUXSanaYtugNxZ2XAbxYqarWvQTpJUnMoNtBNzQMQ4pTWErcZv+aGEfI5+7z16Wa3t7OBnMnTylXO284UJz5OI5SExZLea3rusHcHaeIwg2oOQReiG7EjEcJV7/SYm25zdJ9dRonSty60hazwyQgCnsYZkKQ3ngHvQDDEDXRhS+OePGpLXRD482WwbvmXEoTDifOVKk8OMnPrq3yUfcfE22/lSi2CTfeTO3adXLdnpJKDVwhh0rKl5eBJDEMhb7Xoxg/lSiNLItGaY8H3Tv4oygRKPo44yo3FowJy84x6G7xvT9xL8fvmeDty8t87rl3UbxSxfTaJIahdNpzvR7l1VsKOX04kB8Gj8mKVravXwnhftTKzpUjjg5oqgrP8M3NVMY1W3mrz+Rhil6adESWxd7iIgCB64qZ8nAgAvzSv+SH54cs5mZZGbd5evgYl2tPcXvuu8jdvI/ixibm9WsquTmsJZ/FGBwZiDN6+9mqXL32bAKTef1ZQN+BZCo6KPcbA+27TR4/e4yHEoeN61223C7lWo7nR2PuzOW4nIIzzzkORjvgvdPTnHEc/s/qJ/hUbBOtniV0HH54XvgUjKZsNpo9knxP4T+MIMDwAxHga09BfwktmiDX6wlqZWoRbHoeQUm0681WHSMIyLVX6Z5u4MUxo1S1TtcF6jyKEwbpzP35P97EcS2ldledcsg5ovgoVOx9WlyUYFgG7Sji6cGAZwYDYagTRTRMkyXHwdE0Zk1LmeAAakwAkMtHDLpdHLfE2AvZXpVujAILZDmmkAU3Iixbo3GiyMlzNX631+GxXo9/s7dH0DkDwwWeHT7OX6vV+GfzxxQlLwxiVcUX0jl+a0vQXb/o3jryO/HnufRDmJ+v43o/8O80TftbwE1EtY6maQ8CP54kyXvS3xeB48AXDj3/f9c0bQrRAL8A/PjXOuBrI8gbGoNUGMIbija3UGrSsJ2Y7VURvKPQZmbeodvqAmUMI09vz8Mt2kRBRLluEo59xT+X4BaJYC9WqmzebIsAkKJEQ1DUOBAiEVLbXrbSh72u4qEDCkkvW/embSstdLHvffS8pNjpuqEAcKI17yt9fOlAJ/a3nyyIa6On2II2TqEg/NCR1b6hEgVBe9t3NbMdR1TwGSCe+JvALlx5dgUrJyqDKEqIIzGfH48Cbl1pc/8jx3jLu5do74y4drGphDFmF0+q7oE3EuMTK1XFshyTJErYXR+yvTpg5fIexy42+Z/eucgvfpPOB3e/yK9fmyTZfoTY0BmXS8r9DOQsPlAzeTl/1+JIIesTQ2iNe9UqP1SpMHN1RHWykZoGiYRIjiiq9Sl67XW+58fO8b9MjLiw3ORzlx4ld+NeIstXrViJkrZ73X3aV7CvxX4UYOzwOorbr9roh7bLbnMU1/wwOO8oHf+jqGgKiS7BbOy3tAPXxatWSfI9CAXWx3r9T/DeqSneVKxSNAzeVCwyb9t8yezzxfgPiNbPqeMdBtodNoc5fC7Z58k2/OHHjzr/7GuUgD75umQyBWny4PtolgWxzZf6fepVk8V7J3h+NGJ5POT3djpc9jyoXuBB16U8ggtPbnHm/jp/Z3aKOx2HTy1+iMD7eQCKhsENI+Rz7R4veR4UlwkK8/uMiDhC65wk8Rpo4xywsv/epGY7pucRhEWwW4RLv0/oNdBfOgO6T0iOfMlS83XfE/eJyNcVAt2wdCzLwM6ZmNa++UypmkPXNdVt1Esmu4Mxt4OA5fGYVd+nbpqs+D4BcNyyuL3eTRUvI8ajhCQJmTlREoj7YUgciXtCEgnd+35nLCh8RZicyXPXA9Nq7t84USKYsPjE2hZPD4cEN34Y+kvgTdOObT5nPUYwr+ENROI/9oTYT+NEifbuiN31Ad2Wx7vfPsNvH/84r6Z6vfYaMqhJkqQJvO2Ivz8DvCfz+wpw7Ijt3vp/95iviSAfhTGBL5SVfC8iiiQ1LaZaz2NaIYEvvN+7rW2K1RydXakpH9JYKLF+o8uxO8rcvLx/Q7QdIQYR+Z5qlVs5jW6rqQK5FNLptppoWryvRZ+p9kG2wAsqgMsgbVo2dm5fcAXAS6lzumFAICl6sZLBlUFbaOyXFD7AswYpI2CwjxNIjXOK1apCi8sxQ7Fa5eS5+9J5fYrC9zxaWxupPa5F6Pvp63Tpt9vsbtzGzonRQnt3m1LVxhsGRJrAI9TnjtHa2uRPH1/j7oemOb5U4dS5Glee3aXXGXPr8m0AShMGhbKrwETiZhSmnQuhfhUGMdtrfb70yRUWz07w/jfPc9lb5jP6L9OOfgbT8yhuitadFkWKHgepPr0vuNNyJg/pTNhxSI49zjsqFf79+77MzPElQCQ6ra0NJUqUL3b5tr9+H79eHvCBGzZsfj/ENuPjN6B9nxoLGH6ANRwonXkVQNP3U1axh1vnWTc52ZrPPvZKbWdJidOiSNmyHrWyUriHKWVyX1lAWjYY6ohAGKQzawEsNPAKPtgtvGqVRirOUjQM+inivKDrfLFlwvp3AcJkJbZtkgwOAb469zYrMQsHVfuySnhfrQMAolpX7fsUX5AF9cn9T17s8IFv2qYfxzQsi91QeCRsBoEwTyous+Q4DHbHRIGoMnc3BrylXuAPz9zB+8q/BsCD7iTv29jgsV6PHR+wWwSFM+S6PeWS6KZOkIYnhIW8ShU98NWcPnQccK/Bwr/mvzxm8bzn8TnzURoTq5SuzCkbYzgI5B2PI8ZjcT1KFVuJyWze7OENA6bni9RmXEYkaMOIqBfy5lKR867LUi7HRhDwzkqFc/k8a6mWh2GNOXGmymTDZe4OwWW3bJ3W1lBoYuj7mK8oEgDeJBICYpI+19wa0muNxaw+DLkwGnF5/RzGxutTimaTkflWOPkYz49GTKSvLxhHqnrfXd8vPn7QPcVbSiU+9VU+P99Yf7brNRHkJTBi2AsYjyNVnWqaw6AfUCha7G23aZxYpN+2cVyTzcEeE9Mz3L7eZGq+SBSlTmSjHXRjkjjWKVZs/HGElno1CBEHHd8LFOpdAt6isCcEG9KqPwz8VLhGV9UzoKp1KYSTnbNnt7EdRwVrEO3jYa+nAHGSRre7sU6/vYc3FDRIKcuq+O9RpM5djCw8JUbhFkWC4I+Fy5Ss1uMoZnttVYwLjH3nqc1bKyRxH00zGY8s3FKZ9m5LKFvteYSBRmtrE9tx6LW7XPjiumobyptMzjG59dIe80sVrJyhJDbl8sehotNEcUISJUri8rMfXeZn3tDg37+jwKMzf48nr72RtvPd2MMhuu9jDYf7QCZZ3RtGyou3FQDKq1Y5fscneV3zBO2Td4vuSxTR2tqk09zAMPJE0YiH336K3h0O/+LyCqz/hJiRLn5I0Ju8Bmbbpnx7XSDLO21FETsciI9arxSYjlK1OxyYv5q3+isd64AgzqFzyM6xs0HQGgzQ0m6FHsUCxxCWwewTOg6LuRx3OQ7nHIcQeKzbZco0RYUWFkUVfahrkWULyJXtHGRf72Hu/+FzhH0U/VFJVBYDIJ+fRBkaYhr4i1ubdP/13+XXGg2C2VXe8sD/yo/X64RJgqlpDMorzFvn6LSG+J4QgClWchi2zhI5Hi4UeNB1KRgGz3seO8s/CN27MQYF8s3bwsQntY01PA897TJokVC5w3FUWz8xDKHdUBzyl4rHeLBQ4MEHnuCnpu/ii//yksC5xCZ6GmD/L/bePEyS867z/ERERmRk5FlZmVVZR1dXH2p1Sy1ZsmVZBttIwhh5MBiM2QWWYZhlh2PHszDzLMyw45nh8Cyzi7mHZQaYxwMYAwuLGXP4wpaNbElYltWWWt2tVnV3dVd1dR1ZWXlGRkZkRO4fb7xvRWZXy2YXH8+D3ufpp7ryiIyIjIrf9T1SpkEUjhj0Aiw7hWZoqq0ug7Fsfwtt+kjp1Ftpg7ST4s01ByudgdaItWtNaofzaGmdUVUnikY4eXHP7HUCOg2PMBzh5M1YVKyDnRX3h2zRohI5ODmLXEkYYq1dbFKcnuMTf3KJ133zMn/+iuP8aHqF9zc/D1uvwNnehrv/HZ87fAeP/8Uq1xsD7nt4kYE3JGXquB1xXG6s1NfYcjlp21/mIP+yrO1XfOma0HW3bIPQj8iVSvTadTy3R+CPKE6lyU8Z1Deu4+QLrL24zcxijs5eD9vJcuNKm5nFHMMg4vjdFdZeHBLpoiUWBBFO1lSqdiDAJ7LSdjttuq0mhbLN5tUO03MotHryPQKIN37DkzK6SkFPN/C9jtq2dIiTAbs8W1MJgOwgjJ0HXY/HAsJD3s6KYC4DuBP7VA8DUZ3ruk5ja5NcsSTMamKAnXDt8xgGPjlnikJ5GrfTxsnl2VprUDINIVt79BjNnR22169RqmjsbXvquHLFElEU0dr1qN/YZehHVOZFkjR7OE91McfsYo6ZxSxmOc2jnQ6DKMIYjXgom2Uu0Pnsx9bZuNKmWe9jpQ08U+faC026zRf4yHffxu9PX+AHI4tB437wZogsC6snb6gIVbsoxM9mGcXAtsiyCLM93lIqcf18i5SZpdts4nbabK1dxUilcHIhb/ruO/nwIvzipUsEL/wIONdg6X3cUxxwphdg7mYpXrtMprG7b0UqedkHBM3kGmu3HxDE5Eq25ier9ZdqX0+iycda4wleuXxMzqYPavvL0QMIKhxRRcitLnyM+xxHVfLrcdDeGQ6FUtuJX2B09l1osbqb3B898XvyGA9C/ct9SVL8Jt930EoyAuSSAd9IPC9d/oiTRCMIaBrLqitx1vO4EQS8pVgk0w25suWqDtP6SovqYo56ashhy+K+bJaz/T6bQQCN+2Mzn21h5OMHREYokk3bZhBL/trNphoryORzlB5A+TO8NpslHI244Hn8Zr3Ov6/O4XvDWE1Tjv1GDJFmWPuucVqscOn1hmixOUyrIUB6nZZPrzUQJja2EetahOSKYhQAsL3WVc8NfcFVtx0hTdvv+KTtFIah4XYCTtxbQdc16jd6VOayhDmLQjmN7ZhqG42tTYrTAiiY3Q34oWqV989/gNCrMdpN8V3Tef7qD1+kvtEjV0pz+fldPHdIuzFgGIh9u+P+GeaPFChVM9hbLb6cK2ll/vdxfVUEeU3XxFy+IygiO9d3SWd0UiZ4bkjK0qkdzrPybB3dKFGZWyDwd9D0gJRZZPPaLsfvnqbdGDCzmOPskytMzYi5Y7/j42TZB9/FvFQ5F5ez9ZSpk86IlndS2UjS6HRDV/Q0K23juW7MUbUUFx1EW98L9p3QlCtaJCpNIbQzrV5rO87+CCBpRhInDpIaB4xV9RJBLmxSSzi5vKIDDm9cV1oAk6h+w9Rxuz5h2KHbbOLk88wsLrG3vYKeIgbqWWM8+1KlysCzuH6ZmBFg8blHt2ntrijFrULZxkob5PMmu9UeQVn8Yd/74ALPP7nJ9nqX5o6Y6/fdgE/92SpvfXCBP7j9kzy6+ylYeQehV4mrx1jkJGMz0nV1sx8iHNGo/BU/61T5L39xjvkjBfQopH7jOkYqRakyw9e+pcTHD2t8qtulZBjcdtev82I/hPYdnKkvwfbDlFavkGnsqooMGKvik+tWreWRYSh52YibZ/VyW3LOr1gCUaQq0peaa08iz5MB9VYdBib2Q861dd/H2W3QrdUIbKD2IaZTJWxNE+3t0Yj6cMjn+31IxW3cYQ49bCrN/siylHd9svJOAhQPOqZb2dDKlvvk6w9iEyR/j+LuRPI7kRRGu9nkqfU7eKp9DjYfgcU/4Z/PzNDY6uN2fErVDIWyTRS3rkuawW22TSWVYjgaCSvk2DpWi68HiQUZ6Qa9uSwc/Q3umr3Kc7vTsP52gaAvPCcSSeDNMx7vXjxM52yTbzsyTXZWZ31FBLYgiDCMUYwDCseCj3R8M+KAL4VqAlOn1xqwt+XiuUOstBC5kd7ztpNiZnFcKtYfhNRviDb58bsraIbG1XN74v3xXH8wFQoRrB1PiYYZpo6dFeO2XNFiZjFHY8tl6USJ5VNlrushZ/YEFgerQfdN7+NXMzV+7ZNPoqeEYt/Ks3UWjxWx7BS+FzJ1wuH43RXO6wHXfY/mS1y7L6+/+/XVEeQ1xhCgwifdZxRpjEYjNi63cfIWwWCE57rkiiWa9T6nH6jx3ONb5EpT4r0xb3RmMUfgi225nYDqgkEUt8h7beFgly+JINxu7BKFIUYKnHysBx8HVmX44vv4uk6Uj/Zlc2PN+FypFNPVMgx9H9vJ4rkubqejjk9W4KJDECmZVRDteSttx214R23DyRdUcC9VqvHxGXi9nhoTWGkhlysV8IBE0iIwBM36tqrunXwBu5XHyefpd7dpN3axs1maO9u0GwOyhRT93h7TtcPMHz3G9to1ttfX8NyeQu+r8YPnARqdPYiigBurPaIwYjSKmFnMcfJVVWzHpDzrcPzuaWwnhaZr7Kx38VpDBq6Q2vyXp8v8x7fNc2f3Q4Sdf0y3VhubdSdb1SldZ1i7SO3wh/nr/5Zi6cRJttev4XselbkFmvUd3vy9NVrHMnxyc5Nly+KkbbM6GLDq7xFsPoKxdwhne1tpsWthqGhmcimwmL8vhJJEw08i25Pt5GSbOhmIw7i1PBm4k5930DYPqvgnP0N2OLQwhATILQkANIDUwCPTaABlgtQP8M7UL/HhdpuUpnG232enW4btbxRjDXuTlDt8yYp78pwkE6Sx8YQ1bsSUHFUYwb5+vxEnEMkEJ/nZkhI42SmQuAWJbmf97UI/vnsU7E3e/ooeG5fqzB8tKOnVzIJDK4o4NDA4pGfobvapFU1sXceLxX/8fJ7IFOY+g3ye0fTzcPTH+S9HFoAZ/pO2w1P8MbXiFrVUClPTeKoNpzN5orU+j//FVexsire9fp7PPrmO2w0Ig4hi2RHdxGjEMIhE4I8LHV3XsB2TfNkmW7QIBiFuR9zLNF3DShvMHMqxeKyozGtKlQzDIFTV876SXopcyeKTbpeUpnHE1MkWLbJFi4ErAHLZYlp1BXRdYyE+R4Gp0W35cRJhcvK+Ku9u7vCxTocnul1Y/THwary5IlQzy7M1GlubRMP9Ob8E6y4cKRBkdG50Ax7K5/nWUolfP/CK+lKtl9v1L7k0Tbsd4Zoj11Hg3wK/wwFuOjF/75eBfwC4CJecz73UZ4xG4OQssnmLXstH04ekzSzl2lzMdd4jnd13lxNmNgbthkd1wWHQ17l4pk5tKc8gBqmsvSgu4uJ0RdnASiEaQLWzoygiZVn03WHsHmcpMRkZ0D23h+e6lKozsde7mKvLWXdyiefDeNvip+fut+IlkK5UmcF2HCrzC3huLwYVNrh89lk1zxfgOYv6xnWiKMJ2HNxOZwwweO2FCyyfulMZscjXys+BmOYXf3auWIpn2AJkePn5ZynP1jhx76u4fPZZ8lNpNq+uYjtZjt99D7XDy2xcuSQ6F2GolOR0QyccDhUQEAQTwEo7BH6Wpx9t8Nf/7QrzRwq86btPcNfr5tBeVeL1rsYHfuscdtZk4A158dldAj/i6f/+MO86+q95/9mHhbysX0brTY8F2X5R47Y7/wv/aWmZp37taeaWy9Q3NqgdXsZ2snSaG8zdOcWn9/bI6TrD0YgVz+OD7TbB8/+ayue6mL1nhSZ9DLKbtEQFxgL8ZJBLVv3qO9d1od4GNwX4g96ftJxVgSwhdpOkmQFKM37y92RQndTEB8YEcmQQTLfb8TZqeP5P81jlU+LF9dcJ6eHBCN33SXlV7OZ1ZQc82cFI8vGTx5YE/0lVukl2wMgQPu86sUvdrRKoiTn/yDAgCMZAjRKcB/vKfPkrPbzSLEM7ZORcI9hw6LV8jt89jTlj81fdLs1+SMkweKOVxe34VOayPNZqsmCa7Lzitwm6x5WQE+4SOM9QPfFfY6OZAt0wpB9FvHPO4pHCafyOMIKJMiMc26TR6uMPQpr1Pn95+QIggMCGqVOZd6gt5el1AoJBqOxjZTVdmcsydziv7F11XVMub/2eqOTnjxbYiobUTIdmGFK0BU2t3xPb1HWN6Vg0p9lpkdZF1Z+2U9hOimFeWMlmnBRh2abb8mk3PGqH85RnHXaHQ5ZOlDDTBq950yF+btTk59aFVsddWZvVO95Np3GanGGQK5m4nR1VfIxGLoWyTWOrj25oNOt9FodFpgwDMxh9+StL7avKoOYrM45AAAAgAElEQVTLvr7g+R6NRi+w74hjANeB93NrN503A7fF/14D/Hr885ZLGjT4Xki74QmKiNGjVKkShSGZrM/i8SKNG/1YitGgVJlh8+o2J+6tcv6pBq3dgbigdzws26DT3GK6NqUAbdJwpt/rYlppfM9j8+pqXJ367G25HLotq9pnspKX80wxJ48DfEyTs7NZIZuatvfb+/HrZUWNFhH4fTRdY+D1aDeEoI9c0tCmVJkRCH99SL/Xpt9r02401B+OtJWV7X8577ezWSrzC3RbTay0HXcSekphz8kX9p30Ys5+bWmZQnmaay9cIFcscfTOu/HcHpX5BVq7a2QLKbbXr9Ft7cUCOveyceWSUpPz3J5iFggb4BmFbZAjDRAJVqcZ8Se//hzzR4p87Tcvkz9a4C3/4ykuPlOnseVimgbNep+9XznPr3/3Cc4e+wte3KvC9sOMgLAnRhsjcwQzH+dbSyW0j2xjpgusnn8eTRcUyWsXz3PqvgoZNDFn1nXe22iws/4wpU+9krndLTG/ZXzmq4VCXlVK6iogGDcL00yuW6HekxVq8r2Sfx8lqm9p4pLsHsC4brtq9SdocWpGHQe95HEdtOT+FTY20NbWGBlCIMct3y6uw8YLQujFEAqEmd1dRR+c3J+Rse+k98U2Xl/qPMLNwDt5bMO4kyOTMfmYVB9M+t37+QL1B3yo/R5m/gpvzOX4nulpzn5sk8ZWnyCImF3M8brFLJecEcPRSMzFg4iRBpVUitfmckwdusKN4CK9eLZ/LJ3m9bkc75y7g3RriDMyWNNHLKfTPJTPs32lw3OfvqFEakqVDF/7LcsUymncji9YPuGIvW2P4nSao3dOM/V1M6Q0jWXLYndDWD+f+8wWTt7CyZuUZzNkKzabwyEzQQ63E6j7ZNpJsRUNeTIW8RmORjyQy1F1TPKlNPWNHp47ZN422IqGLFoWpzMZPrd+jWzMfAGwnRRbJZ3SdBZ7y6XbFJ2CngnP9PoczZvcfm+V91t9fu7ZWWh+I+RWyOY/z4JlccFqMBwJCd10RrBs+r0+pUqGUtVmmSnqN4T4z7OfvkHW1HnB7FJ7RfGLvGpeXn8X62+bVH09cGk0Gl3VNO2twIPx478NfAIR5N8K/M5oNBoBT2qaVpIqPS+14WEQEgQhplVk4dgUjc0beG6P5s42h07Yaj4lgxGIufXq+U0WjjlcvRAo2ollG0zNOgyDfac4uYxY3EWC7grlaTavruLkC2qmLbZhK194mQiIAOYrPrvQjw8UUj6KQvWcaCWvKcqaEKYRbfr6xnUCfxCzAVp0m02lTGekNAUOGvRdBn0XTdNp7W4rq1k9bu1F4QgzPaX48VIuN9ladzttStUZpaxXiDsZq+efp9tscvzue4iiEM91qcwv4Hsegb+L7/XoNqWbX4FSpcr6yosqcQDRVek2Bce/MrfA/NFjtBu78biirWb+w8DmwtPb1A7nyDgpBtMmR0+XiaIR2+tdhkGElTb4yPsu8sFvWubC3Sm+7dLvElz5h4x0X1RUzjUeuO1RfrZ2gp//q7/BzmYpTqcZ9AUg89BteY6eLvNot8MfNBq850YI5/5P8lf3sJs7SqP8IIGZ5HxX0uYmV1JpTraHjSDAN/c11mEcLX6rJCGJUE+21iNdR5tIFg6a2U+a1ExS1pJjAyMIlOWqBM3JFr9mmorCODIMimtrKrBL0Z1kMjFZkcvjDBOBefIYk78nz3GyeyGPRVb/8vckpkGPA7pMRJLLCAK6szV2Tx6hdPuP8FA+TyU1zSOFAt9aKvHRoI6VFo5szXqfgTckY4jq+MmdPlE04p7Xz7NYtvi+6WkqqRQ5XWc9CFjxPGqmyT2OQ2+tR6M3FIYweY1Pd7usDgacqto8/B3H2bjcZvV8A88NuHpuj8qcULBzOwFrl1pkCykWjxdZOF7kp7e2ADidyfBAKcvcYo71lRaFcppcycKYTvPeRoOz/T7vmJuhN5PijjmH7fUe5dkMf9Bs8rFOh5ppsmCaZA2DI5ZF7miWUhDFvPQBS5UMm9qQ+nBIJk5Aqos5/KzOR/f2OLuzw33ZLHeGsdzuIMQYjTjjujx8qgLAhb1N0emJuxpPDnOQW4HG/Zwv/ynpuxc5fWWW7fUu3aZPJm/yqocP0dnzOPPXG1w+22Djcpv5owWcnMUDevWm6+hLuTS0l4F3f4v1ncDvx/+/lZvOArCWeM96/NhYkNc07QeAHwAo5RyiaIRhaITDNjdWd5k9dETR23TdEbrNjqPU3IQhTCk2cgkx0xr1DQEQicIR07MZBRLTDV21a+xMHk3rY6VtcqUpUqZFcTqNpu+38aMwFIA701Qe7YCo3IMAXd9HF/sDT1WvUqYWIBU72a2ef575o8cU5c0feJSqVYHEH3jUlpap37jOMAhYuv2kkmWFfclaKy3Mcoa+n+hMCBU7WenLSn2/o+CPjRyE/r6Qtr128QKDfoNcqUwURWxcuYztOEoXf3dzwPyRAs16H8+NaNa3WTx+gsbWpuoYSBe/YRDQbuzS3NmhMj+vOiZinBAohkImm+OxP1vl2gtNvufHX8kTRZ8rr8lzh6nziT+5RHlWcO7f9/PPsHxyivf/8HG+R/89mpf+BzFfnfk4v3fkKB/4rXN4roumDwgGOsNgwNG7pviOd9zND2+t88z6uhBAufxj5K/ukd3ZOdDaVl2HoaCaJc1Pktavydl4MtCPjH2lutEEhQwmkgJQVrEH2cIqXnviPZKbD/uJw6TVq9y/YQKIpkeRaqUn3d1kkJadglRiri+3ITsNMoGR+yU/K/lTIu0nW/awH+ClrnzyGG86R7JCj/dnNIFJSHYnDMaNa+RxhcDuidv4h2/83/ie6aPc54gW9nQn4uq5PdxYZa5+QwTITM7E7QRsXGlz+WyD9p5Hc8fjlQ8uMG8bXF/Z5W+e3yUMR9z1QA3LDnh2a5fmTp+0bVCqZnjlgws0Q9HyX/V96sMhy8tp7siLYCf038WMvTzrMHMoR7vhMX+kwP9ld/nNz75BsBgqj/NANsvjJ27H7foEfkS36dO61CFX0TnT7/PAhQsEoxH/sFzmNUs5Vgdt3r2xRfPG6yG3wm1TO/xNr0cqBlF+8s4TShZ3ZGqsugNWPI/Xxtr4jQw81m7z7q0tXty6nVr1PGdPHePy8w0unW1wV26WD7fb5A2DnK5ztt+Hwjm03Tuxm01Y+zr6028DfciF0hl+0tngp+6cZuNym631LhknFTOessws5lg9v6f066PwJQ3TvjTr5Xb9F7c0TbOAb2FCSxe+sJvOQSu25vsNgEMz0yPphjQMIgxDtIHdTptoFOC5AYYp+OoywNvZbKzy5rJ6/rLSfF46UcIfhGrmJaRljX2nNschCrMKNNfc2WYYhGQLtlJNS5kWbrejqno7m8WOke5RJJDwuq6rIDcMAnQ5q40raEl7W7r9JOXZmtKeT5kWTr4gwD1xEmE72URg9JUZjpPLkyvddpOdrAzG9RsbNLY2lRmPP/DGLmY5g7edrKjudTEqWHnuaV799YtcvZCiubOtkgqZEBSnK2ytNyhVM7E95S7dZjMGPO7E+gK+kO4tlfB6PQUWFCI/sh3o4Ot6nKwI/f61F3v8zn94mhP3Vnn41BTFhxcoVTKsnm/QrHvYjpDT7L5nlY/fW2XjjY/z35pNHutGhOc7PPf4FgvH8ridAE0zWTjmcNcDNX67u8d7dlpw+Qcwdk5RuXQJwxf0p8k29q1AbrAfDA9qfU/O4Um0sGWQPshIJvmeZPCS1ewYaC0OxFLM5iZ3ucSaHAdM7utkxX/TeUhy3X1/zIo22S5XVLzENvxCASue709uU48iAVR7iRurTEiS5ywp/DP5U77HCAK0OAGSnxXpOtQ+wulMhhc9j7P9Pp/t9Xgwn+f7Tk3juULF0UoblGcdTt0nlNzqN3rkYjGovhuwea1Dc6fPU391PZa6djl0vEgUjmhsiYo/GISxG9yQ42nBsX+00+GP9/Y40wv4qYUqj7yiyL0pm8aWy8Vn6nH73WFmMcfRO8v81nPPYqw9JKyZ23fw5NL7uH6lzWc+soadNZUzHBWHs/0+7p/9O3qHRvzq6X/LRzsdNoNAJL+N+8Fq8OLiH/NibgVSLngz/Ga5zvc8MMvqYMBP3rjBp7pdbE3j+OIia5HPezcbvL/ZpPnBn0HL59nkP6PdodFtDuh3fNZWWpyezwDwneUyaV1nyNM8CvS3H8betMhfv47xtv+duzIZaqboUKYsHdPU6btDPvz7F3nr99/B4vEiK8/uUpl3FCDwwtMv5cny8vq7Xn+bSv7NwOdGo9FW/Put3HSuIzR35VqMH7v10oitFwW3fdAPaO7sMLN4iE5zlygc0dxxsZ1pxR+3nawIgsUS7UYRGDI9n6XTGpDNC+TqdM3h7BPrlGdrCiAm6Wtut0Pt8DL1jev02kOm57LKAjaKQgXWAxJ2pQXFjRdBVwTefae52NM9rqxBeJq3G7sqGCdpe4Bqh7uNXdqNXRWU7WxWAfuGsYKVHA8oP3nfp9vcU5a80tNe8ut13VDcfM91aTd22bhyiYUjBc789QZTM0siSLuuou8JjfsC7UaD3Y0eR+8ss3Flk+31rDp3yXMkGQEy2ZFgw3ajwWgUS3JOlbGiiOFQHPPupsZH3neRt/3wabKHshx7xTTDIBQV10CIlbgdn7NPbPKG2aMcOTzDI4UCqx/aoTidxu0EBL6NafV58G138slqxA+eG2I//q7Y6/samd3dsUts0s0MRDUL+/7jehShTVTLX2gdBEhLrjHTmgTKPPk+PYqERGscxCbpc3oUEUwovh1UQavPiZOPVOwFn9SElzS+ZLUuW+JSKla+NtL1m+hyku3wUtK+k8f3UliBg9QAx8CDcWdi8pgjIBUHeLc6A7nHuDOT4Yzr8slOh48+9cP8vtVg9Wv+nHfdN4/bCUiZOvNHCjzve+QMoQOfdlIcv7tCeTajgutoJHA3C8fyYiRmp8RIKeaN1zdcblxp86OvmGF3o4eXz/KHe3uw8g7eZfwyK4MB/2FhgYxt0G0NWLq9RP54nj9vtfg3q1fYufAD5Le3CbJZPO4B5xphcYUoGsVCPUKMZj0I2GkcZ/bGJlpYJXXhX7HjB5iBTymbBdbF6OXFbyZwHKG4V67zi6V3857dXTaDgNXtkzA8CrkVXpdr8qpslie6XTZ3jzG1G1NIX3uWC95t5EppomhEZ29AbtHgPsfhc395je/+B4d5wfN4Zu4xmrkVvPI9eH6Z/6NW4/ump3niPRe5mO3h5AStL4qEuM/mtQ4nX1Vl4XiRXmsQq/cJBsCXc4l2/cuV/Bezvov9Vj3c2k3nA8A7NE37AwTgrvWF5vGMBK9TqiLlp3Q0LU9lfoGdjWt47pDRKBtTwnb2bVVjGluhPE1n71psmegxu5ij3xtSnnUwreGYVnypMhO7w11XVqxOPq945iBlaEP0KHEjjn3nZRUN7Ff18sYjxUkM0Ypv1ncoz9aob1yP2+ui1S7b+5o+Uo9Je1wvBtOUqjPCbCceTzRjffuh7+9L70aRShJ0QyeFpcYLKdNSUrcS6b+9fo1jdzlsXu1QXTimKH0ySZFgQyefV+9tbPUpVTNsr6+RMi3uePUDnHvqSUXlk+cr8AdK9Mfr9chPmaTM+KZ4Y49sYQrHzIuZfa9HOuPwl799gaNP7/Dm7z2JcVeRh15Z4YO/ejae3+fxByEf+K1z3HH/DKeOFDhb91g8XmTjSptBv8Udr56ldjjPO188Bxv/BKvTwex76IGPny9gur0xullyJav4JCIcDqZqjVHCDghw8jFJlTuI/30Q5/1W+5Rs0cs1MoShy+RsPDkvH9PNj5OHMDY+kuYyka4r7IHBfkUfWdaYoYys5r9QV0O+Xpr0SIc6NU+fGH0kv5NkUJfPS9DiQayH5HZkJ6O1dAjcJS4NPk8vitgZDknV5zGCKvX7/5TNIMDtBJx+7Sw38hofarV4S1FU6KNwxNHTZWwnRX1DGNQsn5qi0/I5/UCN+7/hEN3WgCtnd/FcYSpTqmSU3KzbCXjoGw5xPJ3mufZJgkvfz3N3/h7NMKRWzZAv21RPFHn35ia/Va+ztvYQqc0TpLzr6lh7fAvhG/8Tr3xwAScvxGjStQx/urJC7q//J6zOJXHeolAlZ1bPVZbIka4TmRahZTLI57kw/Mn4S7HIrbcJTZP+nMEvZv8131AocKajQfMerJ649+xFEWf7feZzoovge0MeKUxxd2jxiZ0+F57e5u13llg0TY6n0xy3r9INLzO15XDxw9c589gG80cKuJ2AbssnnXHwBwM2LrfJFS1uu3uac5/ZUtibo6fLN11PX9KlfVUZ1HzZ1xcV5DVNywLfAPxg4uED3XSAv0TQ51YQFLp//IW3DzOLObyYu5kyDfpdYXEKsLvpsXh8CSttU6rsB9NuU5jNFKbKuJ02Xi/AShsMvJBRnBXPHy3QqrdjxbgChbJ4rdvp4HY79Not8lNlVe3CfkWu9OfjJdvzdjY7Vr1LQ5l9KpmhHOhkOx6yag4veevDIFCz8CiM1POSoicr8ygKVXtffXHx/2VQl45zuqGrqlx+hqDkucwuQe1wnuce38LJb6pgrhtSTTBPyrQEz96y0HUdTTcIgi6mNWTjyiVmFg9Rnq2xeXV1DKiYLRTx3B7ZQsB0TSQSKVPQHEeRxijq0muH5IpTqurP5Ka5finkD3/pDK/75mXSp8q87YdP86H3vsD2eldJkJ77zDZnn9ji2N3TzB7KUZ7NEEUjrHQKKy3cuHCX0MMmWhQq1zq5JC87OW+WfGxg//8TLemxajrejkTEy+dDw7gpGZhs6ydb+AclDkkTFvlONfM+IMDeSlwGDqD2xWh5xdGPsQEqWMb4g0m7V3UsCXBgmAjCypXugH1JJk0yYZFdk4NAg5IzPzZWuAUAUq7QNPFKpbhz08PrHmc4OgOAresMnRS4UDNNqiOD590AYzrNk3t7dKOIk7ZN9bU1qos50rHs6jAIY9+FHMunTI7fPc1TfZecLQRiNi63Kc+KNvYwCAVv3RYmMiXDEHa97hJn+n3edeMGd2YyHHptnn/xwgs8de7t5M4epbq7ixEISl3K8wiyWYxBia+/eJHXz+XoRi717pDHznThwo9T29xU5ztKBCppA6yFIVgWhtvDdAWNUA8jQsvcB1CaFv3p22i+8IP8UekMrH4v6U4H031edHYu/Djvyf4av3lqip31Lm4n4JVNjWbQZxQJWerXnphitm9z8fE61wyNwBvyQt1j82qHk68Sanbb611mDmVpNwY0tqCx5Y4p+VlpgWdYPjX1kt/ty+vvdn1RQX40GvWA6YnHbuWmMwL+6d9mJ6JIo1UfUarOkJ8SLfDqQmHMmEVaiYJotSsntJ5A21fmFmjsvEB1Lkuv5ePkTbotn1Ilw9rFXTXzTppCbK9dY3o+C9G4ohywb9caCqc6K23st+oTrXjRgg/G3iMEbYTFa2NrM/aut9TM3E8AwdRMX82xRatdtNytsbm/fFx2EKQRi3y/tKWVWvtSmc9ze7Tqz/HqbzjEo398SVXplp1R3YMoCmk3GvufER+7ZRg0bvSZmrHxBwNWnj1DebbG/BGBpO/39tB0ceztxi6vedMC7caAIGixt+1RKJdJZ+D2V2awbIPPfeK60OYeDmk3/JjqV+X//pVnmT9S4JUPLnDkzrICSumGhu2kSJk6/W6A1xsyf7SA74VsXu3QbQ0EncfeZGiXxvnpuqHU80bRvt64BHzJwKJHEcOY0y0R6ZNCL5NgObgZHCa3lUwCRqYpOOEJbncyEbhVi1tyyZkQkpHPJRORJAXvoNdOWuQelGhAQgTogFn55LaSkrr4PpFtj1XYEqU/qTWQPG5Z6Sf3RY+iW2IN5Mxe0uaay8tMX3yRdKdDx13iQoyEr6ZSaj82g4CRGStqrvU4Xc0wHInZ8GgmzVItQ17Tef4zWxTKNv4gxEpHlKqC0ZPTBdXOdoSwzPzRgkgubYPlU2VMSycwNXK6DjMfF3Py7lF+3/XJ5zbobLwRNv8Xcuttcpubyigo0nUM0xLBttejsflj/FE+jxaG9ONEIn91LzaBEeZNemzDnOzkRJaF7zhK3CllGOoz5Hgm0nVMt8fQtvGzD5G/8ZTS2pfOek+7Lrffexu9lo8/CDn3mS0Wj5fYXu+SdlJcerYupHZd8dmNrT7d1oAwGsXg3Tbd1gAnltYtVTLosTBZsZrhtKFxx/2zRNGI5zJfbsW7l9v1X/Fl2TZHT99NZX5BtXwBpEWrQIZbap6tx2CubrOpaGsAfj9NtyX48kBcTSbm5IYMaKL69QeekHKNbWSTvHjZDt+vmEP12XI/JDVOvH6/VS/2PVD/5LGkTFNVKEmxGoUFSHQOfK+PJz87DOm29pRmfaE8rZKcMOyrfZQiOU4uod4WhVw++ywPffsC55/aprXrkyuWlMVtc2db8eplFT/0fTXjlx0EUekIv/bG1ibl2RrdVpNcMU2vLToaRkqAmVKmwV0P1LCzKaFV3xpQOzxDt+kreqCTKylwk9vpkMkWqG/0WHl2lze89QjFsgAufeJPLhNFwo1wa73L8qkp5o8ICt/6SgvPHfJQPs+F+Q/Axe9Vx31QS3usRT4JomM/sB7kCjc5Q5fI8ZFhYIY3W7/KJZHveqzGluSb+wVxHDLZmETUq0B/wD4kE4uDRhEHBclkoE0mOGOz7rhboYXhTfiCJADvVnS5gzTqb0W9m7TgvRVoMXk8khI4tG2sTodMYxd3ugxWg5yuC+zKaITZGTAyDFYGAy54Hk7eEtrqsyXlVPdkr8cZ12U9CPjP9y/xuU9cZ+hHdFtiZnxVb7J8qkwjA7tFC8+1uf1VM1Tns3w+GvDL7V2WwzSPNNP85Pw8tn6Jn/ub42QfE83LwDTjufcVrJ5LauAJHf8wRIsTHHl+0p2OwoaUL0Xx8bVVwhlks6TbHSXdK8+BBEsaQaDEh8bYFr6vEkXDD8i3N8k0dtX1Jz/ba93OU0EfLRKGOOsrLaJoRHOnz+LxkqIwF8o2G1faNLZcLNtgejZDtymEdNxuQG0pT7ZoUapkSNsG6YrN7+/tkc/qeFFE1jB4tZ256Xr4Ui7tZXT9V35J5Pvm1VWBqI8ifK+/XyHrBsun7iSKooRMq7R7tZQ7mzBs6VCZE0Yqu1sCHRuGfWxnmsrcPG5XGMgUytO43Q4ZSxMt6xhAl+TVy8dEhR4xxFdSssMgGHOZE0mCPoaCT3YG9umAugrqsiUeRZFomxqGAvlFUYTb6VAoTytveEEbFLQ/CeITaHRPnSehsOdipUV3YuPyJU692uHcU1tcfKZOtlAkV5rCdrI0tjbjfTLGLHVlZ8AybFq7dTLZHLphk7M9gkGo5HAt28b3uui6SA7yZRsnZ1Gq2gyDSOnZSy3sqxf3GI2yBIMebkd0DSRmYRgElCoLbF0L+NPfeJ4T91SYP1qgPJuhWfcwbYMs8OynbzAMIvUdX3uhyYP35PhgeZ063HqGHLedwwSKHcZ9zOUsPgRV0coW9ReaoU/+Lqs1WWXLGzjAKIERmDSvuZWL3eTnSpDgQc8ftJJBPHmOJBDvi1nJFvykFG9SGlgLQ6x2+ybN/0mUf5Lud5B87ySWYjIxsGL8ysgwQPfxRiM2h0M+eO6NVNbWGOTzPLpV5D+md/hnRYvV83vcN59lecZSVf9J22Y9CPjV+g7/9A3zXHxmh9XzDdxOQP1GD8PQuP2+GfZmHUrVDHOH8zx06UUeu/AmmPk4P7EU8YaeTs7QWLQs8MtkdneVi2LK89DiLpLEGhhBMAbwHBqi42T4AamBpyp3P18QiV/gk4lBculOR2zH9/fpsmlbBfakTPDkdweiza/Op+8T6TpWp4O3/nZ+tPYL/JqZIxcnNN2mSOzF/S7CyVuKgWDZgqmQMnXCcETK1Om128IDxE4xdziPZRuc7ff5cKvFU67Ld01Nccy28UZ/KyLWy+v/5/qqCPIgwGjb69dUhQyoSlkGVFWxet5YYGrWdwTNq9WMTWEinLxJ2haHV5nLMhoZ6r3DIKBQnqbd2CXMjJTlrGyDS2MYuYScq6GqdflcNFHpRGEEJorqJ7npk0E/ZZqiQrasMd15mexIip6kCyo0f5wEuJ22mrNrGmpbqcTftgzWmt4Apti82qFQThMOxec069uqJa+4/RJ0FYaxLW6IpukqqSlUUqTMiNZuSHNnm5nFJbqtPZo7O7E+v/jjdzsB9Y0eG5fbWHaKheNFUqZOdT5Lc3tIyjTpteu0dgUhQ3YxdjauMYo0nHyeT/35KoUpm5P3Vfmab1pm5dk6O7EvdXOnz9CPyOQt2g2Pe5wKp2ybTxwAVgMBWLJcV1Tf8agiCa6bnFenPG/MGz6ZCEj+uULoT3Dwk/Pn5PuljGtomopelu50xLajfQObZMWqx+j40LhZE17OsifXrdr/8j2T6yBTnaTqnhxrGAckRZNLUv/k6yZb9pP7p9430VWZDPpjgT7+XQ8jUj3xnRp+AN4C675PStOgcT9aeF3s88o7+K/Zn+CX774L3wvJHsryRLutVOIA6HQ447q0yoLh43YDUpZOyjSob7jYsbFLqWpzNQx4rJGCzTeB7nOm8tfMHp/js67Lz17eJHOlSmjuu9NlYursJCNBXneRZeEVS7jTZRXETalkZ9sCYxL4ysc+mSAd1A2Bm2mgI8NAD/dfKxMC+X+r18NoHeO5fp9MbkpY2TYHDIMI3dDYvNph+VSZ+SMFLjwttlko2zz89mM4eYuNK20uPL2NnU1hOya9jpAQzk/bvHtriwueR8kwmE6luC2d5lDqpfEWf/frZTGcr/iKokjJo+qGrnTSZVUtvOY7lKpV9XoQ8+t9AFtWIbtvXOsogIz448ywc13QunRDtNvl+zqNIbVDBlKvfnK/kuIy4rH9+b0MwtKARjd0JYgT6fqYC51cElWMU8EAACAASURBVKG/H9gNIFCjiYPmqtIkRwbuKApFxyMUxjpyu+KcmBSmhMjN9hUhMrNxWfCZTTtFv77vPa8bBo4tRIF8rz8mtCPeYKq2fbvRYNAbMXs4z962PIZQdShau3UWjxcZBhHnPrPFPW+YZ2Yxx7UXmjz10WucfqAWm4N0cfIFgsEeuWKaKGwzt2xz/ZJLvjStpHHTdpYwtAj8SDlsVeayXH6+wTCIcLs+5VmHG1fanN4d8kixyIdKJZzdhqqiImO/ak0Ks6jvN66iJR88OUufrNwnf5/UqE+28CeFZKRlbsrzCJws7YV5urUaxbU1pTgnZVqTYDwZ7KRd7EvR5uQ66Hk9ivBt+yajmFu9d6yFf0DLHvaBiEkw4xhgkf1EJApDjPClXfdupQcgEf5yP2SXRTInIK5OI4s3FgqseB7kVhgUZkm325QuQlP/KZ44/rvcdXuJP2g0WBkMOBk7z5UMg7cUixiahtEUmhwzizmRSAY+bsfn6sU98sU0parNX7XbcO27ye7s0LPv57Puh/ijZpP/Z2+PzSd+lbnVp8fGLmMdHMMYuwZD08Ts9QgtE3dmhtA0KaytkfdvHm8kE1F5bhUoNAbhJZPbsW5J4v1JMKRM2OQIwAemaw47611MW8hNux2hUeL1AqVOKXAJBls5jU3f5b4T+3/3vhcSeKEK8H/eanHB83j34iJvLBRYNE0CvryV/Mvt+q+CJYNFyiTmX+tj1a+cy4u5sTkGXMsVS8pn3rJttteu0dz26MW82CgU2sprL/bUa2RbOwx9qrNLY6pw8nNlRZ0M9KKi9cdAHHLfBVI9q9zfhLytrl6TfL1s6YvKXSYG4gYsuwie66oqXs7i5T4ICmFGVOqa1P0X4woch2EQsL2+RmNrk43VDtEQpmZsAm8Ym96Mn0O5PbcjBIByxRJOPq+4+FEkFAUBei0fPQWlalXN61OmSaGSYnYprxTBlk6UALjnDfNcu9ikPOugG1qcMHjMLOaw7BTLp6aIohHtxjqzhwStb+XZZxiNQsLhgCvPe7zqoQVaxzJcXdQpbbnKaWvzaoe5IwW6TZ9HjhUYHfkj/M3XKzcyiSxWs/Ne7yZEuGynTyqpTYLtLE8oIWJZIvD2emPVtZx/pgxj7GY+Mgy0KGSQz9M6dIjON7yHB6p7fMfUFM0w5GeeO0Lm6W9i9rnn1E06ibaX2/9iWvKTVflku1sLQ1ITILxJ0Zwko0AB+uJr5FYBOnkO5JIjCCnVO5rYl6QGgFwy6BxUxU8KCQXFkgpueijsYb0oYghgNQicI2T2BBjN3izx7Zcv82rH4aMXFzCLa7xneZmgMWB7vceh1oBcMc1mNKDb8ul1hPtavpxmetZRGB9d1znbd4WRj+dh7pbZ2Xgdf5h9hj9rtSitrqoAf6uOyqTOwcgw8LNZwup5WHofbftfkNmzMd0eeuCPJ30TYFF5vaRisKe6XiZYFclulWSEqOvB8xjp4m/jUFo40vmDkGLZpt8JYtpbipRpsL3e5fqVNvmixdKJEh9qtzGA1+WEHa3tCEBitzVg62qHTSPggWyWf1mr8UYrixWzbQbFr4qw8/dmfVWc7dFoJOxcvX4c2KwxYBqghFdsJytayVEYV7QdUpbwP5eB2Urb7N7ocfTOadyuTxSO8Ho9NRNPmWZsBiMCl2xHw3jGty9uYymFt2S1n2y/ywRkjHIXV+2yvT5MZNqpRFUlH0/S4qQWgETj67pByrIUj77b3BNt9e4+Ol8ex8blC+xsXMO0MjDSsWzhXd1rh1TmhByubhhqHCKlc2Xg77aaSt5X6uIbKaFloOsa2bxJFEYKJxBFIdW5ImnboDKf5YFHlmg1BgReqGhwfXdINm8yt6zjuSF21qK2lGdmMceZxzbY2/aYPbTfkfDcIU5eAP4++7F1Hvme21kZebzum4/wkfddjBMD4ZrV6/jcrhUxZz8JvF7Qh6KQ1MBT3PBRuF/RSDod7AcWiawH0CRlaaLylcFdUp/U9Ru3puX25U8jCAgAr1SiPz1Nby7Lt813+c6pGd6aEdXQh1pneGrzEcILpjJcGcVz8qRUrZ+4yct9Sa7JFvdBAf/WIXp8TVL9kjS6sc9M6Mwng4ic8yusAwlznsT+JPc1ea4nk5qDwHyAoJ8FgerYbAYB3TAEe1N9H4Yvvsvm+X/GR1NdMi8eoX+4xQu13+U7Z0oMg4i5IwU20hG9KGL2ziL3PbxIYGo82unwXL/PGdflR2dnKbchFw3AamD2M/hBQKDHSdPK/0wUdx1uhdGQ5zJ5boa2LdQyu8ch1YXIQg98NcOfPO4xk6AYCzF5PpNYkoNWUt443englsuk2x0ubJ5g8LUh2ZU0Tk5Q52pLeSrzWXIlS2hXxLa0lp3iW0slDqVMnv3UDV54ZodROMKyU8wfKbB6fo9XvSZPXtf5OoSugO2k6LZ8CoP0LfftS7Netpr9yq/RfrUrzWDkPFsGVQkok+1v4b8uZGClMpwMWF6vR2PL5cS9or3fbgxilbm+0oBvN3YxjIO//KTaXVLoJjnXkUE3ZVnK6Q1QgVGJ5ww8FVTdTlsh2KMwJGXt/19S9ZKCPLaq6oVXu6yq5fNRFIpAnljdZpOttavohqbGCEJS12L+yHJsguMy7JsxoK+ttpekDYIQ5EmKBAGsPHuG/JRBc3cTO5NPqASK+Z3nDvHcIaapMz3r8OynbzB3pECxnOb0AzWWT02xvd7l3Ge26bYGrDxbZ32lxfzRY0obP1cskTIt9nZuoOliJli/0SM7ZdC3NVbP7zF/VJrkjEjbKTautPmhSoX3xAF7EmikReMVraxiku5mY5VmHFBlVe07DkYQKEpTsvIfTrTCpYmKbM0Hr/0ZuVH+19lZjjVGfOKDlyiUbf7Rq6Z5avGPicxXM8jn1bx0snUvg7TCBiQq65fizX+h9VLvlQFLBujQNEnFYLlJYx65n/J8JhMSuSbb+XId1KVIJg3JxyLLugksKF+T0jRek83yu8PcTYqH9rVa3CXwILIYjkaEOmyVdC54Pf70RpPNICClCRdDL4p4pt9ndTDA27uLk/YO/6pWw95sQW4F0z0KVDGrT3A8XQXnGn5+SSVqcsnvbVIWeBRFhMRWuYYBkQXbDzP72TWcRkPhMSY7GLdaycRIC0NVzU/uR3K8oqh8caLExrfw1kvv5k9mKwyDiFzR4r/7kVfwycBlLYr4qOey8I0Vvmtqis0g4EPtNq/L5bjta8XftbTKLVUy9FPw8e1tHsrnGXQCbEeEGiGa4x90CF+6pfHyTP6rYe1T5UyiuJ3uh7K1bSjVOol2l0pvSQc2OR8WBiYGYThCjwUr0hldJQhKKS5nxe17Xe3D2D5NVPWiUxCq1wprV2e/2jYM1b6WAV6B9MJQmeWkTJNhvE3pX0+8b6kYGKZQ/ZFQpdMNod3f73UxzP0LVn6+1MHfuHKJQjnN1MwxQIDyZIvedrJsr69hpAKmZgRdUUroSsZBt7VHyrSYWTyknPlsJysU/Ha2ueP+B9heXyObv06v3VMAyG7TJz81xEqnqMxl6TOivd6jWe8ze0hYZQ6DiGDKpODaeG5AtzmgtTeg14Z0JqTbauK5PWYWlwT7oSNEjLbWXLbXuszNlHii18POpmju9AHYuNKmUE6jGxrfWS7zq/d/gvTz30T++nV8x1HoZGUqIymMwc0e7XKN4mRnrJo0RZveLxRUZS4tWd3qDAChJWbynYUFhuU6nPgFXl2A9x45wvF0mp21LqufbnA5GrF0osT0PWW+5rPXyPzND5HbevymvwkZ5P6/tO2T8/SDAvlkgqAqwQm0e1I0SO7D5Dghua8HrYNa8snfJ5ei9k3MkWUipUfRfvIWCoOhsLiFF0WUUinQxT5Lbrkc3QAioKKxYJqEbsi761u8t9EgeObnyd4Q9xJ53RhBgBUE5Ho93j/3n/k3tTmx/dwKoXk73gz882qVry8U+EXn2lh3CPY7MRKPIPddXXPx8abbbbJbNm7wVuzW4+i+v58UGPtMEBmYkzoCSWVEhZE44PtOYlKMODFNjgCCbBatM8eF+jxWOcLt9NEMYT373s1dXhwMuO771EyTd29ucqYXQON+7jr0DPdkMhxPp+nqEfVgyOa1AG80Yt332R0OecfMDJkbA4Z+rHPSuRlz8KVc2suV/FfHSgZPAMuwx1rjkpteim+ozfqOer2km0mOt2ifj+g0PIHqjoE0rd391rTnuswtl9B08yaU/EvuZ4wRAFSLXFTrArQmxgxRLELjquAvXy+TELktmXAE/oBMNqfoclKpTgR7PUb3hximMIEYBgHhcCgkeltNnFyejSuXKE6P2FoLyU8FwvXO85R2v1TYkyMNKekr2/Yp06Jsz1EolxXDQXQRxOigVJ1RycqLn79OaSZN6Ee43QEp0yKM6TaeOyTlGOxs9GLnKdH6czs+Tt4SSli6TsqCfsenPHsI3/PotVsxXW8/adKjiMAfYJg6IbA6GLB0pMDlsw0MS2d9pSVMibyQwtmAFx7a4YeO/TSPrh1h6sPfiLPbQA/8MaczuZI3S1ltqcAfc44BRWkaxJ2R0DSpnzwJhQtQuQKl93NP1uQ22+aBbJbX5XIsWxaZ7hHcTsDmUw0evSHYBsdfUeE1jyzxWdflZ9bW4OK/ILuzc2CLOolUl/txEOdcvSbBM0/SBJNGN7dakzK6k+drMoDJ/VHjDhLobjliiBPWg6iAtwrucHNSYATBWPtZ932MxP6ODAPueBdQFUI4M5+gu/wwoVnD2W2oAJ9ud/CzDgwXqKZS6IbG2X6fYOvryF/dI7e5qdQS9cAnyGYZ6WL80IsiNq91uK/igL1Gt1aD8mf4oWqVSioFMZhsEqdxEABOB4gitFi8RgtD0p0OlQsX1L4mE6lbYSGSIM/k9yu7QZLRkby29IlrRF5ndrPJ0LbpbnwLheMfpL7R49jpafaikN+9cDfGpW8Xoj3x9ZGNv4cV+5t4Md52kM0SZnti7KD70D3Ke17zT3nn3ByjtPAKMByDQvnL3a7/+72+SoL8SFWrct2EdI9nwE4+H9PFTBWkfK+vnNwAhdBvNwaUZzME3hA7m6K1i0K8C659ikFf8N/l0g1dScwmAXOyozC5pKXr/u8BXq9Js76j2uvSf33o++h6NFalD30f3TDQNF3x8SXqXS7pQx+FofKTD3wwUikyWZ12Y5coDAmHPcCJxXL6KlCLroM4nlxpSnUuStWqSni6rT0qcwvMHFoSQkMxAj8ptJM8zl47ZLaYpjAnVARrS3mcvOAiv+/nn6E8K1ynUqYeo3R9JaihG1osd6kTDARVsLG1SSabo1ybU58n5/O5okWpmuFXGg1SmsZx22AYhORKFs2dPk7eZPlUmXbDw1vt80tLi7zX2eLn3PMMn7pX0ZLkLFLpfSfaoSPdUOIjEjku2+eDQoFerUZ46jexp57jrkyGd05P87pcjjs1i8bWEcJwRHk5T9QZsnW5w5UNoXXueyHdlo+ZNlg8XuQ1jyzx4MWLPLZ6N/aZ72P22hpWp32TD734wr+45POgefskEG5yjVnhJoB2kAjocTWdlPQNE23nySA0tG0GsWqbFK0xggDLdVWr/VbrVhS7ZACTz8lAaFjWWHvc1nVsTeOuTIbnlv8r/egHgDJ2szlGGaNwjgfzec4+tskP3V1lZ/g4Le/V6KFA7Sdn1pEpZuTN+LNtXcc0++pYulHEMUGOVNufxDBMdonkiCd0nLFzMoz/XlOgqnnZOZmUU76JHjmB11CVflzZJ9keB/HopRhP1y8zmhFMgo3LbVovtKHyPOG17yTfbJJud/a/m/j+KPn9vWoVP8ZCjPQ0cJ1mb5pmGHKobDPwQkI3xDC/zFW19rLi3Vd8SW0EYZYStxGTATb+gtqNXWERWywpo5Mkh1x6q0sgW7PeonY4R7sxwHZMbMca92A3tBjtfkA7M4GMFxiBiJRJ3J7WlTlLUu9eUtu6zaYCrymeu26o7e0fl65Adrqhq6AWhePa3UJ0RnQLzLTGMIjIZDMKiCi151OmjZlexEiFalyQnKfvA/wkHz6KcQ4xVdHYN+GRTnky4EvGgNvtKPe/+o09IT2rawz9iNphoXalGxpm2iAbS1xevyLm/k7eVDP7rfUuzZ0+pWlhw6sbOuXaHN3mHpZtC8ldw4hlcTvkixYrrQFeFPGa3pCUaRCFI6JoxNHT0/xxv02paHC8HtB/rMP3Fi249yl+bpjDu/JqcrEGOOwDj1QLN0HfGhoGXqnE3rFjDBaug1eDo7/Boak13j41xbH0Ivc6DneHFjtXuqxHfXxviO2Y9Lf6ZGYzzCxm6TYHZIsWpqXj5CymZh3aGXjLygpPfOhdVC9dIrf59P7fQHzzN3s9dVNnompPtthfqrqDg+Vq1XWQoHVJyV0SwT4599cMQ/H0JQvBCIIxYSH5c5DP06tWlbrb5Hqp/Zb7PDlGOGhEIat39VrTAm+GbhTx+myOPzhyhPXFgAunfo1f3Npi9XPvJLumYfgBoWXxXff+GVXjCJcGIZVUikOWxVZMvxxjCMTYiPrJkyybppC21XWyuo4XhjDMcSMIOBWZYDXGErXkkudbBm15TFJHQL5maNvQ3tcbUK+NpWnlXSrZMZHfl9R9OCgRCE0TK6YlAwd2iCLLwuz1yK5N85v1Oj9ybJrGVp92w6OUH9FMxfc5ea+IJXalNK70EJAJlRaG9KpVOu07WB1c50hOdPB8L0RL6Nl/OZbGyxS6r7qVDITyd1lZu90Oi8duw+20qfu+8ikvVapYtk270VCiOP2ukKeUNLrrQYBtWQn/9hR7254K3MkEYxj4ByLtQQRJKRgj28oSDCiDplTsk6IyTr6wr0wXb1dWykIqN6GXH7MGJHDO6wn52nRG2DhqmtDhL8/WALh09hk0zcCy82q/5HFITv4+7kAfG41I97pC2aZUqQrbW72tkhQAJ5enVKnS3msIx758ASef5/Of+iTF6UqcCPg0tvoUymkyOZNey2fgDkmZOp3GQFXxbidg9XwDI1WgMJXD7bTxfZfy7DylSlVp8UuTnZRpsXi8SKacptkQ+91uePH5i1g+VeafbK7xZK+HoWn8xOEabztW48rzu/yYVuK+r/sb/tHhP2Tv0vfDU1XFCdYS4C8pSNKfKomKffoSnPgxfrha5YFslkcKBRz3JHtbLn5TnN+nt1xyxTQzizlKFZvdKYO/6PX489UtXvQ87KpOOBoRjEZ4wYhLlwYEl76f9NXvZfrKi1gx4HFSTGdyHRTkDgqUk/K0B1XEMlBPVs2T5jRJrfuDAtdBbXcZ4N2ZGYJej3S7g91qjtHw1PYP4N6rOXwi0VDt5JdIDEaGQWiZMMxRMlwuP9+gWk6zlLO5r+ywGQT87PwH6PnfR6Tr9KtFHsznqd/oMfQj7nMcTto2j01Pkzp3ToEMpTCRDIBeFGFMp1nt9aimUjS2dzj0TX9IXj9Ms97ngeoeT86sKiGbSSDc5HkDxip1+c/POiJBSgAvk0slNhPnQH6OEQQK1HcQNiD5+iQgkHgEYngeH+t0/t/2zjxIkqu+85+XWVmVXUd3dXX3dPfcMxrdSOhCIBuDOC0cBgMWDmQb2wRgY8OGYc1yhPHajl0bO1gM3sXBYvDiaxe8YGNALAJxCMQx6EAjNNKMZkZzdvf09FldR1ZWZmXm/vHyZb3K7hmZEKi7x/WNqJiurKzM9zJz6vd+v9/39/1x2yG579I5h2eN57m7fIDQ3JEYd3VcneRq+j6RYRIa8lyhlYXqdZztnGIh5jtksgajk93KlD5+8thQRl4Zc93r1fXcJWO9RWOlymBlBNdp0qhWE3lZ1blNGbSW1rs4Yxk49Vrci16V4vmAzA91S+i6dfLqnPoYlOFUkrp6FUAYBolhlN81ulK3KjKge1hhgGHaSejezufjRUGY5O9VXX7Hj4AIYURY2YGkZ/z08QPc9MLtPPztxcTztgsFWRLXdhOvPV2mp84vFyQuxXKZuakz1JYWKY9tSXTr1fwWzs4kuXlV2VAZz9OsOdj5PKVKxGAlF4fnm1TG87jNDmEYseOyMs0VjyMPLeDUPYZGd5GxrKSLYDYnUwyK4W+EIdV5KV989uRxXv/eF/Ku6WnKpsmLSiVWlhfI2iaGKbjixjF+6fiozAMCHzZmMccFL91V4uShZZ69vchf7tjBJ/KfZL/3FkqPl8k2nSREL8IAP19g4corCC79JC/Y8wjXDQzw5rGrsZ5waM54nAsXCIOInZeXKY8OUI9C6q0WH11c5JHWLIfPuVR/8CKoXoc9VaE4O0u7VML0fdxyGXdrA5ztDJ45Q37xCUzPTxTLoNdAR1ruVuFChLtVpXKpBjLqb/0Ykbm6aY2ONKlOQemjr+o5H4a0SyWWL7kkGYMIgx4CmVIT1L3ZnnGfx5ArJv5azXIgNmyeD16FhU6N6nyL6nyLXD7DQMHiHVeO86WVRznA39Ia3QflA+zO5XCXO5w8tEQYhvzZy3fxsZ2fwvDGEu9aNd4B2dnt6Nlr+NS4VGj0owh/wGZ7NkvRlCqUY5kMZBqJ4VOyw4lBjaMgIgggXmhlXFfeh0KBXL2eLDDU+XVvXFexUyF+VR2iOiHq11Z/Llb1bdC2KxEnMwjoxPfkG9PbyJcaGKbAqXs8p1jk7om7gDclBl6vUIlME3eoLJvdhN1oTLZeg61fox2GtN2AttMhDKKEaf+0QfQV7zYM0iIz6VavygNVfdq377uMhZlpFmamkz7zuvY6kUEjFrrw2gFtt5l43GEY4PsqN971bPVadmBVyFuNQzHlQeX5PfT+80DS9U4ZX/VSUYMoCpMQfRB4KSndkI5wCToh2YKdsOdVP/uMZVFdmGfnZcMszDRjQqCRGHinUV8lp5ssVIIgqTRQ9frV+Xlcp0mrWWPh7LTUzI9zhLVYmjNjZfHOSYW/7fsuw3M7tFseo1u3UV86S2koR2PFY2HGYeueQWnkg4gojPDcDq7j02qGjO/M06hWpX5AzmbrXmkcpNqdVN5T6ZAt24vc227ypVqN1wwP8/Jymc8Ddj5DeWyAfdeOwhdeCI19CF9w/5GIt9/8Nv5xzx5+6lnjPP7gHM86J/jl6/ZyzbUf4uzZP4HpGSLDpD1YYuHW05R2/j1/OjnJb4yMEJ2dZH66yYlvnaIwlGP3lcNs2VPiX6tV3jx3mv2n2uBOcOnwPEfPXQ61q6B2FfZsFrtapTB3FMtpJrnL4uws5iM+oXEqMbbpEjCdH5AYmPN4zmmku9mddzGQKsfS91XMbAVd8jcN3XNLxg00t2yhs3M/zN0qj+nFOflqNfluOoKQNtxrkQPTIXzduCsjKD3fCarBE1TGS1QXWvjtgIGCRcGH90xMcFf+BNuz0zy7UGDyoMPBYyssnWtRHhsgmm9D8RhhdlvPGM3YyzY9ySQ/7H6GahBw0snAJSWKhkEjCNhTzuJWQ1nj7nlJ05i1FAp7vOv4/75nmkm4W9X36/LI6SqGta6RCtWvxQXQF3T6wkw1y1Hnk/fNg5lXsPsX7uKJg4vk8hZ/NDnJYfcE31qW5DwVfVLnDeLvG5AI+Iig2/L5WLvN6/eMcPpIFS8IkpbiTyf64foNAGX4lDcvt602+iA7tNWWFuPSsCzlsS049RqDlZFEDleF3otD0rt0mx3yRavHQw+UVG3Qa+z1bVKZzuxJGagwt4LK2etQPeGV1+868TFjIm429UPvexGSIK1UqyKITMxMV23PMAzsfJ7y6Bizp07yqjdfytSxkDNHO0kYXXXXU+FutSBZKzev5qk09NUCSXn3sg2sneTslRqfkiGOogEGClJ3QJLjbOpVj+HxAX5wzzTl0QEs2+TIgXlK5fG4gUU2yfO3mg12XXEV2ZzNwtnpRAhJlf0FnWX2XbuFv11cxA1DnlssEh1vxs+G4NqfnuRfvDq4E2ScTuKxzO//MD/rvZWXDxf4zK17OXLfHAfuneE7L72ctxX+lE8//kwpPjJ6F3fe0OHmxqWcO9lgZXaFmROys53nBhSGoDSU5Z5Ggw/Pz7P/6Atg9jZKZ85xLgwZX67K8rzglPRigi77PVuvydaepUFwtNr6OKetvDjllSmDkPZo04x7OL/XC6sNc7rkSu3TQ95KLWxV+ZgysGr/jm0nBC3oevaBZRHYNmSXuh6lzj2Jj6GXkunQGd/pCEaaHa6262Q2q9lk4JGf4dOZBqNXP8ord5R5QU4ayxORT8E0uS6f59ZikdFMhoF9smFSqWJz6bUj/HPGgca+VYsb5aVaThNz/mq+12zSDEOoXg+j3+aRVos7V1ZwBwe5u16H6rV07DOrKiB0sR+ddZ8sdmLjLIKASFOp069BulNg+holsr+pqgMVTdGfgSQCEO+7SvLZneCo4TNcsakuuCzPOtyUz/PVQp5s00k4LabvS5nhOEITGd1IDcT5+9pVfKP+Df7BXuLVkyWacYe/Pp4+bBgjr6AMvC6Ekxam6fg+taVFKuMT2Pl8V52tKUVnlPZ90OkkCk1eO6BYzsXHU+FwyW63C132enrF1xO21xYa8rNez0NvNKPGqUrulAce+kHiIav9O76HGffAVi1fO363451dKCQEPkWAG9tmxfntZdqtJkLYZG2bRrUqDXbcJEeREtW5esffFb9R+6mxZ21btuA1jMTzLw6VWXJnWZo9m3j3QdDCa7sUYzJNQrY7tkKz4dM626Tjh8n+dj4f96GvMVAoyjC95/Xca8M08douk7sL3HDrNt65fIpnFQrcEmT55vdOYFkGdt5ieneWtx8/DoaH1QwSA1SansbxP8gXdn2ZPxp4gLfeMMa2aofq0QYfvmwHnegA1eBBfrFc5uZGngPfmqG21MYwBY1qm8GKjWkZNFfaOA2f+cEO985uofzdZzCw+DBGEBJkpYenjLsRhj3h6Y5tY4Rhwti/UI5cMfqfjE1/vjC6Op4ue6rY2O1SKdmuBHbSpSqhpwAAIABJREFUtffQNbSKrd6Tr095pAm5zzCSemvTdcGRYjCm5yfRAd2gPZl4T7r8zAhld8ZkgRRHDfTws/pOcXYW/8gr+ciWezjmunxICBphyCOtFq8fGeEZAwPMdjocdl32FW0mnjnMrswY36jX+a2DLsy8AhE8lFwLvZtbrl6ncuQI+4feDmGW3PwAoWFw6szLeP/QKd5fuQ9mfpvBM2eS+elGc815xTDCMPGMI9NMcvrphZyhGXE9nK+Oq3QE1GJAX6Sp7+tqg524RFK/ryolkFsO+Ey1yh/sGufUkSpO3edYrk1rZESSKuMFajqdAH5yfPX8lO6/nv2zt7F/+2c4eM0hOiJiYg12/08SQvTr5DcMdPKbvk0hTcirzs9THhuTRLswZG7qTPJZ1pY/1F67g2HkyOZkGVkUGUmeO5fP0Gr42rm6D4LKt6/Filfvuwz8MEkVKL175Q2r1IEi2Nn5QuINdz1kvWtdLPgRnzdfKiWCM8r7j6JFrrp5K/vvOk1tycXOW9SrbuKxK+KaHp5XBn31NV+9qJEiPzLsrzgFShkvXxrEadRlCWO9RmEwg2GYnDu1TOCH1Fc8LMtgdGuBltPBbxtEoSAUQdwWeJDa0iJWdoCJXXsS2V91zxTh0KnXmdg5zgfCKoddl3/au5f9nz3NWY2pf1etxvzcdVJL3F+QP2q+j+l52NUq7eDFvK+xj/ft/WveNJHnjwvDnPj6WT75vF0YhmD/Xae55/QsTt2LNbrlYnCwkmPr3kEOPzDPsYcXecXzJnnT7nN8bO92TM/Hrlal3rdTTbwaPQTf462ZXcU46Bq4dBmTXtp3XqEaSNjs+g+47mnrYXtLyy2rH17Fitd/9HVPOZ1K0D3ApPTL6jY36eRsgqwlm8H8YJTC3GN0bJva1q2Yvk9+aal3wfBvgDJS6pz6dTXohqGDeJHUsW2Ks7PY1SoLzT/h7rg5FWGWgfkVPlQuExUWwZ6F7JKs4VZo7KNwokR+7gRZx+lZCEXxvVOVGO3HB4E2uZrU6GgPDhIslQimbmPiwH2JgVa6ATp0A68vrNTiS30vqWeP75m6Hwm5LXWd0os1tNSHSjeo6JHeXVDnfxBf0wCZZhlYXOTTy8vcNjhIedRm6ZzDvZUG7u7TZOvDlGamk+oAfX562kfNJVev05m3aWVu4ws79/Om0VHGn2YjD33Fuw2Bteri1b9rGf8wCGisLGPn89Lw1OsYpsHIhE1lPM/RHy5gCIvaUpvSsI1hCuxChsWzMlfa8f2Y/V3sOW7isWsGvue8oda0picEnmr8of6zxkI2yptWoXEp2qMMupGIzCivWR1DRQJUuH1u6gw3vGArxx5eoLrQwnMDrNwgo5NbEmU6vSQuiX543qqxJZ3vzC65UPWv7/g+S+fOUh7bQnGoTKNaTVr6+l4DOz9JFAWEgUGxXKZZm0vY5ircHQYRyJYhZHM2xXI5lva1KI9tSZQBpeyvkVzv4lCZoFNl695BpjzJZs5Pt1k616JYzhIEEZf/yl5+7fBhmHobZrsrRGJqpXGm62LM2rRP/D4fe8H7cScWeffzJjglOkxkLERMLCoO5aQanx8wWLFxnQ7HD8atPU3B7KkGz9le4GODjyHCbNL+U0GF2fUf8sSwx95RGPTWia/1A50olumErdh7VfvoGvtpzz+wLIS2SFDhWqEZD51dn/YWA8tKWOXZWi05vzJ6gWXhlQZZvOxS3O1LsPXzcvyH/gNDZ84wcvSoXARkNRGhmFl/Pi8+TaTTUwjni1qoseqLjVy9nrTuNR/zaZdK8loFIaOHD8tGRVmLxsQVPdfCchwGlmeTrnbqlfZwlWCReg+wsmMHINMFhfn5ZDy6/LB+H/T3IPvIA0n+Xl2z9GJgLaKiOs6qKIHZrRpRkSL1uf49/ZnTF5yWI7viHT7ySj5euJs/3zHKzPEaz8rnOTz6bULr1cnCQ3EPAssCrbxSzb9j25iej+U4+LUxDh9/MY3hB9fFyP97xoYx8ufz4lXtfNqTVjXdteUlJnbujkveDOanZ3Adn5xt0m4F+H5IFEaEQUQ2l0k87DAMWJhpsu2S3T3nXatmXkEPbUM3HN/zuSLlxflsRazr1b1XjW+6fetVvb+U8u22t3XqMkJgFwrMT8tGLXNTDU4dqZLN5hmZGKQ8NiY5AG0Xz23Fx8v2jE1n16cZ/upzWV6Y76ko6IbyZR2/EC2CjkjmlStIlnwYRhTLWbI5KSc8N9XAqXtJxEMKGGWlh75rd9JoSJY/bmHp3GxXxz8M2XftKMGVJWbPVLnCtnnonmmqCy3KowMUhyzePT1NdfFq8MrY1d4f4Izrkm06hKZBaGXlD80X38K/2Db/MD4MV/wZf3BJwB3jA5y0DEa35nHqPq7TYemcg9uU18ouWORsqdDViVzILmF6I/I6Kj13SPK4ypNJh2rTP8+Kea2gh1b1nvJrId3YRYVt1Xl1spZKBURhSDuutVbXR/fYg3yerOPQLpXwCwX8fAHGJ/AHbLxSCfeGz7B74oecPPJacEcoX/37vKRYZF8uxwOOw70n64lHGhpGou9vBKFk1ft+snDRy+TSXp8+J7V9rTSHft2ieP7q+tvVKoFlkavXk0VTrl5PFjCl6enESEeGJO2lc+D62JTKYce2ZQRHix7oht0tl2WXQ88jE1cbqHHpHAJ9TroRVu/1ngW6Adevm34t0sdT3IeEpb/G99Xzqef59bGKIICF53LI/QKNpofT8Hn3xART/gnuM83kmiT3IF4AqmuU0RaFIgywWrJstWF4/KfBMaaOrax+sH+C6IfrNwjShla9P58CnfxMesReW+rYe67LYKWC57qYGY+RiRzFIek9uU4nqdUG2e3M91PRgXC18ZNji//jh2ESku/E5Sf65/q41HY9zw2qrK4benfj0j87n08WBSp6EXQ6ZAak519bnuc5t+1ky/Yi9919hnyxnDTmkUa2W36omvCoNrj6dU3PT11b1fJWtfxVjX7Ko1s0DkGA72Ww8/GPRCA9aMmSN8kXszgNj0LJYt+1Ixw/uER9uSHVBXOSwGfnC4mCn36tMpaV9CGYfuIor3378/m1mTNcl89z+/AwD514hGxO7rvv2hE+O5WFmVeQq9exl7sMbqArTRqEgCcVxHyPsOViui6O8w7+y8J+Ln/+99kxNUS96jFQyNCJnwdVy1sZz7N93xBi0uaeM/OwdDPwRE8IVKmJmUHQo/amQ/e+dY8/bcyVl62H3c/ngenfUZ9BlwtgeB5eZYRMW4abrWYzKWPzC4WkiY46X23HTtlMp5SDwcfkq3iMKyoLvHxoiBcP7sLf+V2+02jw3slr8ZfaDFRyvHt6mnshMU6qLEuRu1Q+XTfE+lx6CID0LmIuxD/Q9dmTDneB5GU0x8Z6jKX+tx7+1sWR1Gf6gktvyarG6uXzSfmj2WxixMYtnW/XF51qAbSWUJFuttfy2PXnwAwCOlqqJn1efXGZfn5ULl9Fk9R11xcOal5GEFKcWeCA4+DRwXM7DM54vLJcZr9hcPbGG8HoYNXbmL7PyJGjMq0RdNvfquOu7NiRLFx377yHww9WWJhprnlff2LoK95tPKQ9egXd0CeNatouS+dmGZ3cmrRmtQsFassOuYKF1w7o+CEZy5D95cMwCWMrDXjVX151wEvOl8pj9xhrzZCvVaKmvNf0AkCF+1X4XXnWHd9PjLVaAGRzdkK6+4U3XkW+lOWLf3+YVsOgPFbuCbd30wNmcjxl1FWUoDcV0J273CebLF5UiqBYVn3lgx5lP7mYGsF1HKIgwjAzOA0fu5DBa3fYvq/MzstlG8/luZB8aZAwDKgtLSayuU5Dpk1UJzxl4A3TZOdlZb4rXA65Lq8sl7nSM7nPD8kXLSZ2Fbnixi3wxa3gbMfwJKFPV+LSkWibmwYiDDA9j/LJkzSb1/DfLv8cX7l5Jz+4Z5qOH3LZ9aPsubrCyESekZ1F7lxZ4e1zM9z7wwYc+AtGD55OQtGqVEgZNd1Y6bnO5L5r+XX9B3hVmHoNJF5ZiimtjJLp+xD/QDuVijRGhQLO2NiqGulsrRZ3HTPx83n8QoHO6Azs/D9YhWls4Arb5pbYU39ucTfPGsjTrPtYWYPrxwZYOd0gYxl8uVrlgzMNiqdl5ESF0JXn7Gtz62iyrOm5qetzocoCxSFQ+yR9BuiSDkONmKcMuzJ8OrM8YfvrLHHLWh3atqweo6+0+NU+ev5e3QfdcOoyymmYvmxKleTg4/n1pGPo9bD1a9EzTm1M6euWvpbKu1fn0sdjeB5WfC5npILbHqKwJceZY1PYeYu3vGg7D9zxAf7rtm3YQnD78ePsbzaZnvhjCmcEg6dPJ8+lWy5T3b2b4VvfwSW5HL9aqfDLXMJddz+eOAl9PD3YEEZeCM1j1/69EHr7tkuBnC3bd5KxslIm1TBZOjuLlZOs73zJSgRx8sUSTqOKZRkJ6x1We+S68da9efWZrlCnj8swTTJkyVg+qiJUecnqb3U8vcUr0FPuZpgm7dYSz335Hjw34MC3TuK1cuRLdmKI9WuRzfXK+qqWvYZp98yxmwc3E2IdkJD1DNMkXxpM6vET+WDDTCoYuguaKDn2wkwTwxR0/ICpYyvc/7UpioMVsraN6zQpj40xOFxJFgwZyyJfKrEwM43rOORLJarz81zzU9s57LpMWhavG67wlU8eia99xO4rK3xiaRHcG3q6i+nec6g9O5m4N7fVbEovNl+Q3cnCkANHX8YHb/oud8T9r526j2EITj8uIwOtwYh7ay6cfCMD51p4hQL1rVsxwpD83ByV48d7Goqo/LPePe1C5W7Q63HpbW8TclRsNExtP8UF0aMCIMlaoZVl8ee/yDXjp7huYIADrRaPtFrssCxMITi5sFfW9nsVKB+QJLTyD7k0l8M2bKqdDo+6Lic9D9sw+NTSkuwwFoZ0ogjbMHDDkAdWHOaP387It7dhObMYvrdqwaKnMHRvM51yUHPRsZbRT0SD4kWOTk7T91dpA12+Vb1WXTNt0aDfD/W3MuRhNotfKCSpCBUBUefTIxb6ggJtDGmoe3uhuavrpsYdas/5WtGg80HdC13BMOs4SXmfWoCp/UQYgldhIJ+hueJRXWhx8HuzvOPGccYDA8/t8M1LL+OE7/GL9vs4UHwNxbMlOrmQ9mBJevBX/SNfvfRStq1EHHtokTsfOsPs6TqGsR6ytn3i3TpDxHngbogeUuI46rO1yHBx8xqQbPTGSjUheQmjTS6foTwqGbcx1w3TFLJ+XvMgdU+9x5iHYQ9xLY2EHa8tCnSvvjvOYNU2+X0Z/lU164qQ1m6t8Dvvu4WgbPFPf3A/i+ccyiMTsp1tNnVOw5ClhGGQsONdR44ta9uJAl4YhonEbo+mvrZY6cTlMB3fY+rYkYTUqIiC+VIpaanrOk2snPzhUeqCUKVRVXX6YdIiOFsajKMDg6mISTfiMDSS45rX7OFvpqa4wrY5faRKbamNZRlkbZNT2zK84chxcCewmk2yTQcjNuQd2yaK52N6PobfreVVnhPIsGy2VsOZfhEf2fU53nzTVdy8vYjnBsxNNSiP2eSLFkHky3p6Zycd26Y1acK+9xF4Feql2xmctpPFQ5jN9pTK6QZe996fDIp4p5et6eVSOnkv+UFOGaxrxk/xW6Oj3FIscsh1ecJ1k8Xmt3PTPDR8lAnLYtb3Ja/hsfdy1J1Iwq9Z36c6WYD8aWYzDe63Z+MHOAudovy3sY/CtE/x3OGecLieT1djzGgqfF4+nxj2jOetyRZPExH1+a5l1JR3qiO9kLgQsU0hff8yQa/Bz9XrPdEI3XNOL3DSlQ9rnUNvCZyea8hqj13luZPoQmo//fwXQjpdoBP1kohPs8mrti8xWNmN5wY4dZ8zx1Z49t5B/GJIxw9p1n12D2axDQPyp2luuRURBNQvb2Nf+Q7+cHKSc5+r860DC7SbPk5cySSeZiPfD9dvEJyvUYysTV+dO0/Xezv1GlPHjjCxazeV8QnCQIaHa0su9aU2I+N5giAiX8rGDPQwLquzYy17I9F51w26CnvrY9Cb4vRI3moGV881yzGHXW86Pod6n3R6CwI6nkep3OGGF4xz3c9cx+LZJvd+4hD1ZSgOVmI53ZQCX9AVCVKa+XLsXrIAUXK7nttKSvnUdxM2vuoPEDPgs/YAvtdgfKdsuNKsSc5DVzTHJzdgJg2GpKpdJ0mN7LqszPFHl7DjMGd3EWSALxXuqvPzLJ2bJWvbLMzM8PxX7ebjCwvsbzS4c98+Tn75LCCV7264dRuvm5lBfP+vMMIQy5mVBibsFRdRBl55UoZmcHLxYlAEAZUnjrOYez9vzP8hzy+VuKVcYPvOUQ67Lg+ELWwE37wpZP+VH+UBx+G5xSK/WhnhWLvNG0+9jxMn3yVTAH6q4c0arV3XMgjpfHsa6c/13Haava3e5+fneOTeD/LWia9A/jQ0nimNcnYJRr8Nzh6oXUUVZPOdxj5yKy28vEi69WWbDsNPNJPzBNak1CGHOOXhI8LDSYREGZ2kR7niKdD1hlUYN10jTuzdrxWWVtdAN6DKE1Vh9/S11UPl+nVJh8fVuZTHr/MD1N+hYfRGivRoUextn+8+rxU616MIih8RmeYqMaIg/n2JtHSDnnZQnQGTa7jG+fVnY61xpT/Tr63iVHy2WuWT5SqXXT+K74XkbJPcxAC/dPw4AEXTpHquw/4H30Lu7BiR6dLYPgiXvZPXj45yR6XCwyuLWJYBBQun4SOEqbry9vE0YUMYeSHEmnn4NPkOVtery/3kNtn7XOa7vUB6tIZhMjfVYPeVw0ShbH3qe8T5+YjK+IRszdp2k3y08lwNQ+b8lUHU8+gqcqA+lyIvS7hOM5G81Uvf1PjVe9WcpquF79NqNrjs+lFu/J0r2Z7N8vW/e5wTjy5RXw4YrIwk8+/hA2gcBQXFsFfo+D6hMkCxEl+aL3C+EsaBwjDtlonTaAAiDuFn8dxWHPoPyA0YMZ9giI4f0nJ8cnaGleU2hcGhJIcPkiSoohUAi7MzZG1JRCwOCy65dpSPujLPvqdt8MS5FoYhMAxBc5fNvY81sGOd71yt1hMSNQKZ11SMafUjrIe7jbiGXpX/iIMB35v6Pe4plfAnY50Fw6N8+Ud5rLyX737xJG949V5ePDHIaCZDOb72fryySROuEs3z2NCnPca0MdE93zSJTiFRFtPOp46jk/RAGr+RI0dxFm+kNf5czJaV5J0z7k0Yvk+kGaZc/RjtUon25DzM56XhdpoJUSwyTIwgJOPWEkJfx7ZlSZplkTHNhOGuxqrPVc1nLdJger80YRG6ZMTzEfSUR6tq5lV+XF90qHGrsejXT57k/FwAdTygRwAmua/aPUuXyXkaCVKNWd1z3+otM1QLoPNFGXReRpqcmH5e9M8VeXAtvsNaz1wi6uT5WN/8AO+y3s1jL9nHD+6ZJmMZPNBs8qWprfIgnSK4EwycGmJw+iRB1qJdKjGclbyOkXpIdV52sisO5Rgez9OstslYT3/ovM+uX2eozmjnC6ms2X427T2bUilOtZINg4BiuSyNbi5DEESJl9luqbB02FNapoz3YKVCZXwiKROrTEzi1Gtxr/hm0iXOa7u4zSbZnE1jpcrc1Gmcep3dV16NnS+wfV+5x+Cr1rO1pcW4U54Mzw8UPPZcNciNL7qcwA85fucU3zm0zPTxhlxAFOykUQx0W8/q/d6717I3T69fI12+Fnpz8KGhOAerf4gNw2T7JUNUF1rd48cLGNfxGSiaGBnZYc5zA6oLLoEXEgQDZG0rUepT3r+65rWlRXIDeTodF8MwePZLdvAX2RrHGm0KpsmRhxaoLbnkS1nyJYsPzc3B7EtXSWcqYy7CADNcTVJSuXvdSKmrk6vVMT2fXK1Ou14GoDExQdUXFIeytByf7911msldJdoVm5WteaYsj8OzlzE+N9/TOEQRwYDEACgDq4zx+cKpaU8tOcYa0I+hvD5luDKex+CZ09jVKucK15CrV8nPzZFtOklrULdcZvnSXVA8hnnl/2CbZVE2TfYXf5b2Ez/NxIEDuOUys8+zIdMgd+pyyidOYjnNZD66MQV6wuHpsfqaEp/+eTr3nN52vkXPWuHpdFhf/auujY70fUiPSZ0jIdLFnweFQm8TGEX200oZ9cUXyFC4SI1hrXnphl1xCvTUjNo/nedfK6ITpa5zDweB1L1KsesB/ILkrWRcl9lmgTNFGKzYDBQtvEwGTv461rIkWOZqdTLuDMVzsilTfn6e+dmb+WrhUW7fWWZil+wl4NQ98iXZ7dKpnz/1+ZOA2EANaoQQrwH+CLgSuDmKogfOs99twF8iK3Q/HkXRn8Xb9wCfAkaAB4HXRVF0wQu6IYw8EBsBpSW/tgCOQk9nOtPsMWy6ISyPbcEwTM6ePEjghxiGwM5nqFfDJFyvhG86vk82Jwlq+aLM68+eOolhmsyckOEpZWiV1nqjWsX32omsrplxufS6CicePcLo1m0Uh8oJ41+lAJxGndlTJxkclZd+aBh2Xr4FgAPfmuHBr0+RG8jLRcpQuUcQR87RkAuLeCED9EjY6k1nlEevGPjqGqlFwureAKsFh8IwZOncLEEnh9+2sLJ+8tAoY53N2VS2bGVuagrDFEShiAVv8riOw+jkNqoLc5RHtyQSwk69lpzPNAVOvc7knr18uzEDwC2FAjOxul3GMth5eZmPzdRh6tVYzZPkanVpdMK1W6zqRKqMrg0ee2FoP6oqtJ+t14hMWQfsexVyQ1nqS22Wz7VoxyWYEwslXvmi7WA4DMRSveo8a3msa4Vj09AN1b81d69/T51fGSW/UKC6ZzfPeMl7OOl5LH/zAwydPkOQlWVUzpYt8Iz3cse44LahHXxqaYkTngdhtltmly9gLu4myAlCo53wG4wwJOM4PeVnq1jwStRHC3urKITaZ825hGHPZ+lw+FqREbU9+Ux53epYF+DSqPMmUZ0ggFjTPUT2aw8Ng1DTLhBBt2WrOm+yuDOMpEZcHVuPZqixpRct6fuu+smHqbI4IMnJn4/Ip/gmekldmh+gnn/1nbTyYWTbGEF8/ZZu5h+XHuZXciY5O0MlkwF7low7hl2tUpydTcYFkKvVYOlm7h77HtUgwM5n8NyAoGPSchxMUySlqv9OcRB4NfDR8+0ghDCBvwJeAkwB9wshPh9F0WPAnwMfjKLoU0KI/wm8AfjIhU64YYy83ggFzl9GByQEML1pTBgEZHMjCdHMdZoyfB/KEjrTMrALGVqOT8bKIAxJvAuDkEa1SmV8QhLUYrU31ZUNVnvHGUv2pFf6+kl9e1hmZcGmMi4NWcf3CcMg6V+vjOLo1m2JnGvgtVg426TVkMcvDVfic3Z/3NT3u9dGlcj1Gm+Zb9cqAVJVCmohICMeTs/2tQSHwjjlkS+VEIZNsdz7g+N77eTckuhYx3WaDJQKFIfKyX1R+X011nyxhGEYMuWxIo34xM4CMxMZ7n9ggpdtXeBXKxVOTM2Ry2eY2FVi79Uj8JVnyhyw19sAxfT9RD1MQf/RXEvrXP1Yh9ksWcfB8KpJX/nyyZPMj/8GB6//AjsuKzP9xArFcpbRyQL7rh3hS7UaLNyK6S+fV6pVeZHQrc2+EClqLW81yceexyioULUK8UamFGUB+aP7sqEhjrXbfLoY4g/YtCoV/B2HoHg/5YE632gYXGHb3FQoMGFZHI6PH1gW7cESwfAZyb6v70jkXVXIWP1w6B5iYFl0slkZ6lcLHt9fZeDTjHJlaPUUi9pXlZY9meettvcQ51IesdpXr4dPyue0aIM6k052VPue7z4m9eepBZ1a5KlnL83AV2NdRTqMFxsqDZA+pz5P/fpdCEYYEqW+lx4DdKsFStPTePmf5f3lA/x2RT7DuUWf1z3n7/n06Xd2BaEsGaZ3tmyhuc2Cfe/lWfFivjKepzw2ECtgqr4YT3/ofKOE66MoOgQyunAB3Awci6LoeLzvp4BfEEIcAl4I/HK8398howIXNPIiitafBSGEqAOPr/c4fgwYBRbWexBPERfDHKA/j42Ei2EOcHHMY6PMYVcURWNPx4mEEHch5/3jgg242vu/jqLor3/EMd0DvGOtcL0Q4nbgtiiK3hi/fx3wbKRB3x9F0b54+w7gS1EUPeNC59oonvzjURTdtN6DeKoQQjyw2edxMcwB+vPYSLgY5gAXxzwuhjn8qIii6Lan83xCiK8CE2t89PtRFH3u6RwLbBwj30cfffTRRx+bHlEUvfgpHmIa2KG93x5vWwTKQohMFEUdbfsFsTEoh3300UcfffTRB8D9wKVCiD1CiCzwWuDzkcytfwO4Pd7v14EnjQxsFCP/I+UzNjAuhnlcDHOA/jw2Ei6GOcDFMY+LYQ6bFkKIVwkhpoBbgC8KIb4cb98qhPh/ALGX/lbgy8Ah4P9GUfRofIh3Af9RCHEMWUb3N096zo1AvOujjz766KOPPn782CiefB999NFHH3308WNG38j30UcfffTRx0WKdTfyQojbhBCPCyGOCSHevd7juRCEEP9LCDEnhDiobasIIe4WQhyN/x2OtwshxH+P5/VDIcQN6zfyLoQQO4QQ3xBCPCaEeFQI8bvx9k0zDyGELYS4TwjxcDyHP4637xFCfD8e6z/FpBWEELn4/bH4893rOf40hBCmEOIhIcSd8ftNNQ8hxEkhxCNCiANCiAfibZvmeVIQQpSFEJ8RQhwWQhwSQtyy2eYhhLg8vg/qVRNCvG2zzaOPHx/W1ciLrnzfy4CrgDuEEFet55ieBH8LpGsu3w18LYqiS4Gvxe9BzunS+PWbPIkq0dOIDvB7URRdBTwHeEt8zTfTPNrAC6MoeiZwHXCbEOI5dCUf9wHLSMlH4n+X4+0fjPfbSPhdJMFGYTPO4wVRFF2n1WBvpudJ4S+Bu6IougJ4JvKebKp5RFH0eHwfrgNuBBzgs2yyefTxY0SBNSQHAAADX0lEQVQURev2QjIMv6y9fw/wnvUc079hzLuBg9r7x4HJ+O9JpLAPSG3iO9babyO9kCUYL9ms8wDywA+QilALQCb9bCFZqrfEf2fi/cR6jz0ez3bkj+4LgTsBsdnmAZwERlPbNtXzBAwBJ9LXc7PNIzX2lwLf2ezz6L+e2mu9w/XbgDPa+6l422bCeBRFZ+O/Z4Hx+O8NP7c43Hs98H022TziEPcBYA64G3gCqEay/AR6x5nMIf58BVl+shHwIeCdkPQJGWHzzSMCviKEeFAI8Zvxtk31PAF7gHngE3Hq5ONCiAKbbx46Xgt8Mv57M8+jj6eA9TbyFxUiuRTeFDWJQogi8M/A26IoqumfbYZ5RFEURDIkuR3Z0OGKdR7SjwwhxM8Dc1EUPbjeY3mKeG4URTcgQ79vEUI8T/9wMzxPyMjIDcBHoii6HmjSDWkDm2YeAMQ8jlcAn05/tpnm0cdTx3ob+fPJ920mnBNCTALE/87F2zfs3IQQFtLA/+8oiv4l3rzp5gEQRVEVqQJ1C7HkY/yRPs5kDvHnQ0iJyPXGTwOvEEKcRPaIfiEyL7yp5hFF0XT87xwy/3szm+95mgKmoij6fvz+M0ijv9nmofAy4AdRFJ2L32/WefTxFLHeRn5N+b51HtOPis8j5QWhV2bw88CvxezV5wArWrhs3SCEEEiVpENRFP2F9tGmmYcQYkwIUY7/HkByCg5xfslHfW63A1+PvZl1RRRF74miaHsURbuRz/7Xoyj6FTbRPIQQBSFESf2NzAMfZBM9TwBRFM0CZ4QQl8ebXgQ8xiabh4Y76IbqYfPOo4+nivUmBQA/BxxB5lR/f73H8yRj/SRwFvCRK/83IHOiXwOOAl8FKvG+Alk58ATwCHDTeo8/HtdzkaG6HwIH4tfPbaZ5ANcCD8VzOAj853j7XuA+4BgyTJmLt9vx+2Px53vXew5rzOlW4M7NNo94rA/Hr0fV/+HN9Dxpc7kOeCB+rv4VGN6k8yggIzxD2rZNN4/+68fz6sva9tFHH3300cdFivUO1/fRRx999NFHHz8h9I18H3300UcffVyk6Bv5Pvroo48++rhI0TfyffTRRx999HGRom/k++ijjz766OMiRd/I99FHH3300cdFir6R76OPPvroo4+LFP8fKpzu6QdCKlgAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 7))\n", "plt.imshow(mndwi, cmap='terrain_r')\n", "# Add colorbar to show the index\n", "plt.colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see the water area is depicted in blue where as land area is brown(-ish) color" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create Vector Mask" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have computed MNDWI, next step is to isolate boundaries of flooded area from whole image." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This means,\n", "- Apply a deterministic decision boundary / threshold to NDWI values\n", "- Translate the threshold values into boolean value mask (1/0)\n", "- Convert raster into vector boundary (multipolygon)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "According the [NDWI-wikipedia](https://en.wikipedia.org/wiki/Normalized_difference_water_index):
\n", "\n", "> For the second variant of the NDWI, another threshold can also be found in that avoids creating false alarms in urban areas:\n", "> - < 0.3 - Non-water\n", "> - >= 0.3 - Water" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Meaning all the values that are `>= 0.3` will be mapped to value `true` and `< 0.3` to `false` respectively." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# create numpy mask\n", "mndwi_msk = (mndwi >= 0.3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pixel to shapely geom" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "mypoly=[]\n", "for vec, val in features.shapes(source=mndwi_msk.astype(np.float32), transform=src_transform):\n", " mypoly.append({'geom': shapely_shp(vec), 'value': val})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's convert this to `GeoDataFrame` as it will be easy to do vector based operations as well as to create viz." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# to gdf\n", "submerged = gpd.GeoDataFrame(mypoly, crs=src_crs, geometry='geom')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.0 203\n", "0.0 138\n", "Name: value, dtype: int64" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# value counts\n", "submerged['value'].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that `submerged` have two unique values (0.0, 1.0). However, `1.0` corresponds to `water` so it makes sense to filter out land-area from gdf." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# filter by water area\n", "submerged = submerged[submerged['value'] > 0]" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "203" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# shape should be 203 based on value count cell above\n", "submerged.shape[0]" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# quick plot\n", "submerged.plot(figsize=(15, 10));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have vectorized boundaries of flooded area which we will use to intersect with building footprint polygons from OSM. It is better to collapse all individual polygons into a single Multipolygon geometry.
\n", "Also, note the x and y axis values!! (**HINT:** crs)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "boundary = cascaded_union(list(submerged['geom']))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Retrieve Building Footprints from OSM" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this section, we will now retrieve building footprints from OpenStreetMap. At UP42, we recently developed an [OpenStreetMap Data Block](https://marketplace.up42.com/block/df2ec03a-50c4-47ac-8a83-2db613869cf9) which is available on our marketplace." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As hinted before, the coordinate system of Sentinel-2 data is in `EPSG:3857` and the OSM query is done in `EPSG:4326`. Therefore, we'll need to perform some coordinate transformation here for both the OSM data retrieval as well as plotting the results with Folium. Let's define the transform." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# transform crs\n", "crs_project = partial(\n", " pyproj.transform,\n", " pyproj.Proj(init='epsg:3857'), # source coordinate system\n", " pyproj.Proj(init='epsg:4326') # destination coordinate system\n", ")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# read bounds from dataset and transform to wgs84\n", "osm_poly = transform(crs_project, box(*src_bounds))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the next part, we will create a new workflow within the scope of same project that we initialized and authenticated in earlier part." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2020-07-31 10:40:39,504 - up42.project - INFO - Created new workflow: 41dbab0f-4792-441c-8bbe-05a538d520d2.\n", "2020-07-31 10:40:41,547 - up42.workflow - INFO - Added tasks to workflow: [{'name': 'openstreetmap:1', 'parentName': None, 'blockId': '2c688ca6-f256-4989-b6a2-f2fed0f6e812'}]\n" ] } ], "source": [ "workflow_osm = project.create_workflow(name=\"flooding_osm\")\n", "\n", "# input task name for the OSM\n", "input_tasks_osm = ['openstreetmap']\n", "\n", "# Update workflow object with our desired data block as input_task(s)\n", "workflow_osm.add_workflow_tasks(input_tasks=input_tasks_osm)\n", "\n", "# read aoi\n", "aoi = workflow_osm.read_vector_file(\"data/aoi_bellevue_US.geojson\", as_dataframe=True)\n", "\n", "# construct input parameters\n", "input_parameters = workflow_osm.construct_parameters(geometry=aoi,\n", " geometry_operation=\"bbox\",\n", " start_date=\"2019-03-21\",\n", " end_date=\"2021-03-21\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The job is almost ready to be run. If you notice carefully, the `end_date` parameter is in the future. The block converts the future date to today's date.\n", "\n", "We have constructed the `input_parameters` but we haven't yet mentioned that we want to retrieve `building_footprints` from OSM. Currently, the the block offers retrieval of 4 feature types by providing keywords listed in the table below.\n", "\n", "|OSM feature |Input Parameter (`osm_tags`) |\n", "|--------------------|-----------------------------|\n", "|Roads |`street_network` |\n", "|Water bodies |`water_bodies` |\n", "|Building footprints |`building_footprints` |\n", "|Land use |`land_use` |\n", "\n", "Here, the variable `input_parameters` is nothing but a native python `dict`. We can add `osm_tag = [\"building_footprints\"]` to this dictionary. The key `osm_tag` can be a list of all above tags as well." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# add osm_tags to input_parameters\n", "input_parameters['openstreetmap:1'][\"osm_tags\"] = [\"building_footprints\"]" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2020-07-31 10:40:42,047 - up42.workflow - INFO - Selected input_parameters: {'openstreetmap:1': {'time': '2019-03-21T00:00:00Z/2021-03-21T00:00:00Z', 'bbox': [-95.929012, 41.102121, -95.875969, 41.132642], 'osm_tags': ['building_footprints']}}.\n", "2020-07-31 10:40:43,242 - up42.workflow - INFO - Created and running new job: 9a06fe58-89c1-4c29-a909-d8327857bee1.\n", "2020-07-31 10:40:43,703 - up42.job - INFO - Tracking job status continuously, reporting every 30 seconds...\n", "2020-07-31 10:41:00,556 - up42.job - INFO - Job finished successfully! - 9a06fe58-89c1-4c29-a909-d8327857bee1\n" ] } ], "source": [ "# run the job\n", "job_osm = workflow_osm.run_job(input_parameters=input_parameters, track_status=True)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2020-07-31 10:41:05,567 - up42.job - INFO - Downloading results of job 9a06fe58-89c1-4c29-a909-d8327857bee1\n", "2020-07-31 10:41:05,568 - up42.job - INFO - Download directory: results/osm\n", "26it [00:00, 27685.17it/s]\n", "2020-07-31 10:41:06,562 - up42.utils - INFO - Download successful of 2 files to output_directory 'results/osm': ['building_footprints_2020-07-31T08:39:02Z.geojson', 'data.json']\n" ] }, { "data": { "text/plain": [ "['results/osm/building_footprints_2020-07-31T08:39:02Z.geojson',\n", " 'results/osm/data.json']" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# define download directory\n", "osm_dir = \"./results/osm/\"\n", "\n", "# download results\n", "job_osm.download_results(osm_dir)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'results/osm/building_footprints_2020-07-31T08:39:02Z.geojson'" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "building_footprints_path = [i for i in job_osm.results if \"building_footprints\" in i][0]\n", "building_footprints_path" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "gdf = gpd.read_file(building_footprints_path)\n", "\n", "# reproject to EPSG:3857\n", "gdf_proj = gdf.to_crs(src_crs)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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0way32811010{'building': 'hangar', 'layer': '1'}POLYGON ((-10675793.142 5028506.241, -10675786...
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" ], "text/plain": [ " type id tags \\\n", "0 way 32811010 {'building': 'hangar', 'layer': '1'} \n", "\n", " geometry \n", "0 POLYGON ((-10675793.142 5028506.241, -10675786... " ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdf_proj.head(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Extract Flood Impacted buildings" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Until this point, we set the stage for actual task. Basically, the building footprints that intersects the Multipolygon (one we created from MNDWI) are effected building and those that are not are not-effected buildings!" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/prayag.thakkar/Envs/up42-py/lib/python3.7/site-packages/geopandas/geodataframe.py:183: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " frame[geo_column_name] = level\n" ] } ], "source": [ "effected = gdf_proj[gdf_proj['geometry'].intersects(boundary)]\n", "# change coordinate system for plotting\n", "effected.to_crs(crs='EPSG:4326', inplace=True)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/prayag.thakkar/Envs/up42-py/lib/python3.7/site-packages/geopandas/geodataframe.py:183: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " frame[geo_column_name] = level\n" ] } ], "source": [ "not_effected = gdf_proj[~gdf_proj['geometry'].intersects(boundary)]\n", "# change coordinate system for plotting\n", "not_effected.to_crs(crs='EPSG:4326', inplace=True)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# quick sanity check\n", "gdf_proj.shape[0] == (effected.shape[0] + not_effected.shape[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's time for plotting. We will use Folium library for displaying our results. Of course, it requires a bit of massaging before we get to the plotting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[41.12074089370247, -95.899658203125]" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# bbox centroid serves as the center point for the folium map\n", "bbox_centroid = list((osm_poly.centroid).coords[:][0])\n", "bbox_centroid = [bbox_centroid[-1], bbox_centroid[0]]\n", "bbox_centroid" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "# extracts bounds for image overlay\n", "lon_min, lat_min, lon_max, lat_max = osm_poly.bounds" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "style1 = {'fillColor': '#228B22', 'color': 'red'}\n", "style2 = {'fillColor': '#00FFFFFF', 'color': '#00FFFFFF'}" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "# init folium map\n", "m = folium.Map(bbox_centroid, zoom_start=15)\n", "\n", "# add effected buildings\n", "folium.GeoJson(effected.to_json(), style_function=lambda x:style1).add_to(m);\n", "\n", "# add not_effected buildings\n", "folium.GeoJson(not_effected.to_json(), style_function=lambda x:style2).add_to(m);\n", "\n", "# add raster png quicklook\n", "folium.raster_layers.ImageOverlay(image=ql_path, bounds=[[lat_min, lon_min], [lat_max, lon_max]], opacity=0.8).add_to(m);" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "folium.LayerControl().add_to(m)\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see the buildings impacted by flooding in red and those that are not impacted are in blue." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It should be noted that success of the analysis depends on the availability of the data in OSM!!" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "m.save(\"/Users/prayag.thakkar/Desktop/folium_map.html\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "sdk-notebook", "language": "python", "name": "sdk-notebook" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }