{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Satellite data (part 3)\n", "----\n", "J. Potemra\n", "April 2022\n", "\n", "----" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Outline\n", "In this notebook we will look at a variety of satellite data and apply these data to different questions. We will first start with sea level as measured by altimetry and do some comparisons to tide gauge data. Next, we'll have a look at surface temperature and try do some trend analysis. After that, we'll have a look at scatterometer winds and compute Ekman currents. Finally, we'll have a look at ocean ocean." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1. Satellite data: Sea level\n", "\n", "In this exercise we will try to access and plot satellite-derived data. To make things even more flexible, we will read data from remote data services (_i.e._, there will be no need to access data on the SOEST disks or download anything to your local machine). As mentioned before, NASA PO.DAAC, the APDRC and PacIOOS are all good places to look for data:\n", "\n", " * https://thredds.jpl.nasa.gov/thredds/catalog.html\n", " * http://apdrc.soest.hawaii.edu/data/data.php\n", " * https://pacioos.org/thredds\n", "\n", "Additionally, we will make use of the mapping functions within cartopy. This is just one way to draw coastlines; GeoPandas and matplotlib are two others." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As usual, the first thing we want to do is import all the necessary packages:\n", "" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# load array utils\n", "import numpy as np\n", "\n", "# load in plotting rountines\n", "import matplotlib.pyplot as plt\n", "# this for colormaps\n", "from matplotlib import cm\n", "\n", "# add mapping routines\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cf\n", "import matplotlib.ticker as mticker\n", "from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n", "\n", "# import netcdf for working with OPeNDAP files\n", "import netCDF4 as nc\n", "\n", "# import pandas for data handling and dates\n", "import pandas as pd\n", "\n", "# import datetime for date handling\n", "import datetime as dt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1A. Plot map of sea level from AVISO at particular time\n", "In this first example we'll try make a plot of sea level anomalies from satellite altimeter, specifically the AVISO product. We can get the proper URL from the JPL PO.DAAC server." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# specify the URL to the data set, then create data object\n", "URL = 'https://thredds.jpl.nasa.gov/thredds/dodsC/ncml_aggregation/SeaSurfaceTopography/aviso/dynamic_topo_1deg_1mo/zos_AVISO_L4_199210-201012.nc'\n", "file = nc.Dataset(URL)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'time': \n", "float64 time(time)\n", " bounds: time_bnds\n", " units: days since 1950-01-01 00:00:00\n", " calendar: standard\n", " axis: T\n", " long_name: time\n", " standard_name: time\n", "unlimited dimensions: time\n", "current shape = (219,)\n", "filling off, 'time_bnds': \n", "float64 time_bnds(time, bnds)\n", "unlimited dimensions: time\n", "current shape = (219, 2)\n", "filling off, 'lat': \n", "float64 lat(lat)\n", " bounds: lat_bnds\n", " units: degrees_north\n", " axis: Y\n", " long_name: latitude\n", " standard_name: latitude\n", "unlimited dimensions: \n", "current shape = (180,)\n", "filling off, 'lat_bnds': \n", "float64 lat_bnds(lat, bnds)\n", "unlimited dimensions: \n", "current shape = (180, 2)\n", "filling off, 'lon': \n", "float64 lon(lon)\n", " bounds: lon_bnds\n", " units: degrees_east\n", " axis: X\n", " long_name: longitude\n", " standard_name: longitude\n", "unlimited dimensions: \n", "current shape = (360,)\n", "filling off, 'lon_bnds': \n", "float64 lon_bnds(lon, bnds)\n", "unlimited dimensions: \n", "current shape = (360, 2)\n", "filling off, 'zos': \n", "float32 zos(time, lat, lon)\n", " standard_name: sea_surface_height_above_geoid\n", " long_name: Sea Surface Height Above Geoid\n", " units: m\n", " original_name: maps_of_absolute_dynamic_topography\n", " history: 2011-02-11, 12:02:38, AVISO, Aviso2Cmor 2009-01-01 2009-12-31 2011-08-24T20:50:25Z altered by CMOR: Converted units from 'cm' to 'm'. 2011-08-24T20:50:25Z altered by CMOR: Converted type from 'd' to 'f'.\n", " original_units: cm\n", " cell_methods: time: mean\n", " cell_measures: area: areacello\n", " missing_value: 1e+20\n", " _FillValue: 1e+20\n", " associated_files: baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation gridspecFile: gridspec_ocean_fx_Obs-AVISO_obs_r0i0p0.nc areacello: areacello_fx_Obs-AVISO_obs_r0i0p0.nc\n", "unlimited dimensions: time\n", "current shape = (219, 180, 360)\n", "filling off}\n" ] } ], "source": [ "# We can optionally print out the variables and metadata in the file\n", "print(file.variables)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Next, as an example, let's extract data for a specific time, e.g.,\n", "# extract lat, lon, and sea level anomaly at time=1\n", "sat_lat = file.variables['lat'][:]\n", "sat_lon = file.variables['lon'][:]\n", "sat_time = file.variables['time'][:]\n", "sat_sea_level = file.variables['zos'][1,:,:]\n", "\n", "# NOTE: it's usually good practice to \"close\" the file after done\n", "# extracting. To do this:\n", "#file.close()\n", "# but we will be needing this later, so I'll leave this commented out." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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bNU71s6yuHZ15KU6//s3V15XC9ubS7svFaddd1qmQk+ERUwGrZpWs2Iju8oaceQETAfa99PlMrBK8Luben4waWEeOt9dnXzHsrKXL8c7q3qsFVQYKEUL8VwD/Wkr5VSHEmwAo0/2u1knvwVJK79XkwCNPkae+bH4kPQDYWZtt5x2/9mo85m3viG7jHb9mXy4hZJi4JLcGJR3vYlInShGbS9FtTK2J3KIesov1tS1sbM5evWwR5hxZzZV+c/u/dt7rcNp1l81sU24UnIwPVyTZlGMzLcOXZmGLIJfkBNckJUKdKsc5ucU5UlyT1hFkAPgVAB8UQvwZgB8DcBmAKwD8jBDiLwD8zPTvJHbW5O7LJEWOCSHjoqUcA/OR5FhaRIzF5tLcS38/hNxamunEF6JFNNmFKcfAfIS5phyrfWG+fPOackz2F7YocShybJNj//T9y7EtagyE0zdslMqxihanyHFupLgkJbdKmTcp5RcB2Az8p5MWJOYjxT521uenXdoQu+8vbaR/8YSQfmktxwoln7GR2lI5zpXyWHySbEaZlSR2kZtso6v0htzht0+//s2MIpM5QgNObK+pQTTE7GAb66I3SfbVN/bJsSt6XEOOo6ctjBYrOf7vr78Qj3tres75IEfS82GTYp07fu3V+OHfuGp3WkoyIeOhKzmOpW8prlWDWcmzTZT7kGTfCH42fFFv242BS4xt2+qKHqtIN0V58YnJNb7tMvvgI2bJN12Sgb10CyWqXYlyysAfQyNVjGMCq3okOTYDobtnbYXsrMugHAPYlWMTpmQQMmz6kGOfgObKsZkqUULtqLNNJkMd2lrjkmNbZ7tQ+gQhXaDXVQbmH/9vr+1FYFXnNyXMKtWhhcDWXLarlJx12oihnEMpFbEd7vTUW1cKro8UFxxFBDlGjGN4zNvewc56hAyIoUWMc2idOlEbubVkjbDqIhqKKutSm5K/64sU+/KKU7Btm297QqMJMt2CxKLkTkWUzdrFrqgykBdZbh0lnrR59j21babIKkm2pVuE0ipipDgH5Xy5AdLBC7JPjndWp7nGW+N9lEDIfsU1al1XwlmavtBlrnTt4a5dkqxIyVEOCaYvQuxqWy6pcgzECT4lmaRgCt/SlimamhgnpGD0kTahIskpolx7pLylTVEkybkMWpBjI8c7q5KSTMiCYJPBHGmuLZWAW4pjzz/qpj6VlO2P3W5TRH1R5Zw8ZVOMTSGunR6RI8cp2Oo7U5r3L1+66sKZXGQftsjynnjOd+hrRU7Fisl8lRuiEZtvvLRpb3uqOKdElKvUQa7FgZNPkY+4+Fez5v3LV15UtzGEkF5x1RcOyWItMTZzkE05zrkpzxXkVFL3Qcuhq1uLsSKlY56LnHJvlGRiwyXPeoe+mOGpQ+RKb9yy3Z+FxNaMItvSLGrVNDZLuYUEWKXaPuZt78DXLr6oeR3kKsjM1lCOCVk8bJ3kYiKpLVI0dDle2hL7+omV3nku5qVo3anOteyUTohbmyszL0Jy+dJVF9rzcY3OfCnoHf5cI9+VoDoX6p0MdWI60tlGz+tSjkPo/dBCfdJGfwagHBOyuOiye+cvvwZAXO5vad6uvt6aucZLW6KzKHIKulyGoslDrhzhy63OSRdRksyBREguuiyqjmxmaThgPtXC/Mz+fnj9rhxiHyny6ss3binGJjFpE6lFGgaVYrF+6inyka/51ahpKcaELD6lcpoiySmR51oR5Jay3CIHW8fcX63X5yM2RcQnxyUSzDQLYnL6m67GkqVUmm+I6t1p9JxkQ45r5QOHosDJy0sYWKSE3M56gF2QhRDOFItRRpApx4SQGEKR5Nx0jFodg0uWEZLrrsvPtai2EVxnpdzp0gix3oGPsry/Of1N2iAia5iT5O31+brBeqe9yd+2IaH3/m9Kpy1KHUusDKeMgLc7j0OOSyS3hNRSv4MSZBFxrqMcE7J/kGs72aLXWtZsgtplbnLMukISbVtGSVQ7dfju7PVUiBgTUgtdik1skrz72aq9soWJkmMlnLrUmuLqW18MOSI8twxP1LgvOVboqRijy0FWQ0NzQA9C9jeqioUuWypK6ZPmPh/1x6LOcyXElMFsXX6uS1KixUC8HNfOLz7tusvwtfNeV3WZZJj4xFjHlFY9imzLRy6lhuQ6l12QMtG3HJuE8pYHlYN84ORT5JG7/qrvZhBCesZW4k1VtXCVf0uhVvpBScQ4V5JrjSwKlIlxyxuRVBk26UuOFWYFDArzeDjjdfHSm0JuPrLCFUXeMd4vxZT1WssdmhwrfGXeBhVB/tGHPbTvJhBCBkoNMQaGIcdAXdFNXnekGHcVjS8VYkXfYqwvn2Xixsltl13oleRYMb79TfPlx8zl2iLJSoTnO+5NPlvaajc08wT3eW2oktuK4dbrIYSQATK2Osg7q3Lu5UKu7cy8WiFWd2ZeuSyv7cy8fKyuHd19dYFaD6PH4+O2y/bkdmdt9hWDTY7N5Spm8om1GsNmTWKzeoWrM54psTvr0vpysbMmna9FI5TKS0EmhAwOU6BqRRgBFAlgzfJusa/S5fmoKcS278z18mFKr+8VokSK19e2nK9YVteOWoeoJsMnRYhNXLnJp7/paqtsq8E1dtMmIgbkUPg65HlFOCDKi05MPzc+AyKEDIpD77/C+r5Y3ak+SIVNCn0pGH10Zqu1zpbDT5dQu9JEqgynCK9rno1Nv8koSWYJuP1DTAc+JclmBz5gNvXChpmDPLfsfSy/tWAEmRAyGFxyrOhC2lqnF4TWW7J+cxkxy8uJ8uaSEwWOISVSnBsNjlkmWRxUmoQezY2N6qZik1zbkM3m+3oHvd1UCC0yHPNEyZWC4XsFt6dw/i6IGXmPEWRCyKhoEUnuC5+41pb01jcXXdYc7iJKnMP62lYwmkzGg02Ga5dkC2GTZFOMAcxIsQ/1edEgRYWSmzN/jdKYJiFJpiATQkZHF5Ks11secm3lXPEdwiAarTvM9RHVpSSPk8e9dTYlYmmru0fssQN7xIix61xlpo7pIu2T5ZgUry46Le+syyaS7IOCTAgZBKdddxmWbY8aHTnBXUlyn3RVD7gVXVWMsMGUBxKLKcdAmwE8ctDTL1REW5djXWBzz1el/RxiZbuEruUYoCATQnritOsui5pOSZ5NlBcp3YKR4Hr0KceMHo8DmxSbdCXJtuGhQ2I8eX8Y+bxj5Y5fezXExRc5P6cgE0JGw50vumSuI1+pJOeIaS0pjyl5lsvQpLU1NaT44Opknx3e4qVxEYmR4r6wddTTxThGimsNgpRLy1SL2BSLO37t1VEd8GLgWYAQ0jmx0WOdO190ye6/uiT7ZNUUULm1VKWzWosOb6WR4P0mxECZFCsZTv1MQYkmKbiqX/iGdjbFOCaFwiXJ3ko2lcTalPfawqx37tNl2axpHFPjOAb+wgkhVTEHRqg95K5PjkPi2lVtXxs1UyH2owwD9VInYgQ4ZhmU5MUmlF4RKvkWNSy01uFu5n2LGKvzl34uMVPPcpIuSsTbR42KGc5lT/fPX77SnSJRSrVftxBiGcDNAP5aSvkcIcSDAfwugEMA7gTw81LK79VaHyFkHCiZKxVlW41klV7Rp/i68AlxK8FNFciSfNkxdoKrIcbm8kxJtlWx4AAh/VMzvSK2FrI5nS7CtlJnZgRWrk3rkmP2fKKfP1anqRm751dPnw2TlFQxXaL7TuXoipq3v68C8BUAx0//vgTAZ6SUVwghLpn+/dqK6yOEjIgcKdSl2hU1qZnHG7qo5EaBawhxCyEdo+TmUFuMzWX7IsmU437JFWNf6sPue5bILwAsbYq5z2PLsenYIsauc4n+/tbmivVcZZ7fFqmTcwuqCLIQ4mQA/xTAWwGo5I9zATx1+v/3AfgDUJAJWWjM9IpSzIuBEmaXqKoLQK7IdpEGUbMzWYj9mgLQUohTOf36N1OSe+L0N10NJDwksaVUmDnBM585Brww37elSZhRYYXtJn17c2l32q3NleANtynLiuW1najIskluxLiL+sgtqXX2/HcALgZwnPbeQ6WUdwOAlPJuIcQPVVoXIaQyZ37sDXPvbWyuRl3YlRRPhtut3rTdtgDhdA3bBadmOkOp3HYtbrnrG6NYD0mK1XGijlv1G6Eod8fpb5pEjnPKtIXKqqVEf4H585LrnOSK/NqmCy2rBvtVjBXFZ0EhxHMAfFtKeYsQ4qkZ858P4HwAOPXUU0ubQwhJxCbHwOQib/vs1ue8Zff/p1//5k4e09/+vDfORKe7lt46nboih8uycHjLfufhWqZr+lhc2xsSZ9t8rWR7SELsSrPQjy3WR26PSqcokWLAXj3CTHeIOQd1lcJkRpVT+nv40ix2o94JorwocgzUiSD/JIDnCiGeDeAAgOOFEP8RwN8IIR4+jR4/HMC3bTNLKa8BcA0AnHXWWax6TUhHuMQ4hdgLQI7M6MIRk7oRaospKK7pbW3Nkdvj1zaS59G5d3PduX4lwIe31qxt098rleXZ5aZ/jynzmJI5JAkOEcpF3i/53n2h5xqHBviIjRCL1Z05Ida/R9fxGXO+qPW73NhcjZJjV2pFTA6yXNuJluSUwUuGLtPFgiylvBTApQAwjSC/Rkr5C0KItwF4MYArpv9+pHRdhJD+OfNjb5iJItsYotjYqguYhOS4VHpTUOvSRVlvU0iS9WkVNWW5BUM8blIISXLMb4fksbMmdzvHAe4KEjYZ1qPDumyGZNj1u8s5T0x+x+k3k2Y6j4kv5zi1ikXt6hU7q3LQktwy0ewKAB8SQrwEwDcBPL/hugghmegn5djH4b4LvX8AhrjIyo3PuNwZ4a6Vf7exuToX1Tu8tZIsaceubuD+rXmJrYFNjm2SG5JkhS7Wi05of6Tsh5r7jZLcjph6wioqvIzJ+WN9bWv3N28eM76b1FLMZZvHWEpqUms5bsmQJVlIOZyshrPOOkvefPPNfTeDkH3B2Tdc6v08dILWL/K+ZaWmJ3zuaVft/t8lyaFIcM3OdL4I8rGre393KcmAXfBK8pxdjEGoa2y3uZ0l+d2xckNRrscP/8beecMXHbYJsf671n/TCvO3HRLm1AiyWt7eU6HZ40c/3/ny2m3pFTZJLpHjVjWQSyS5ZLAQIcQtUsqzbJ+Nr6syIaQKNz7j8oDYTi4iuZ2sYqTFjKLocgwAD37Q3838rS4gKVHvnA5neiR5b52bu+1U7W4lxTr6xdaVlxybbpFDC+lWpMp3y7bELjsmmsxR9rrHLKWmp0soKT64urn7e7KJsM5xK0dw39EDc9Pev7WO49c2vJJs+8yUZnMaU45dQQDb+75OeSqH2lY7PlWUWw4QUhJJ1m+OgHqj6/EXTMg+JiTJgP1in5tG4YqsHL+2gY/81Dtn3jv386/A8WvhCxkwK6r3bq5HR4TMyM3k/yu7/86K+J58mutwrcsWeXLtg5jtVNOY29tSHFsy5nbHSLLCJctMt6iHnj5RIsYKJccubOkX+jFhHtsxT4J8clw6EqmtBnKqKOdUtUihVrrFD//GVVUkmYJMCInCJcVKsHPEWGHK8QtueimOXZ1EcY5fOQIAOGn1Ae8yvrd1jPV923xq2nuPHti9EN6/tb4rm6HH7b6L7XHT9t539IA18mSiT6Pm3V2P8fe907aa0S1TmEl7XJVF7NO6I8qU5HIOvf8KiNXZNAoAM3IcK8YlmJ1nY4l52mDrb+GS5tW1o9bPbNFkIH1EvZbDTptVMEqiyqWSzBxkQvY5seXeQp3XQj26P/JT78S5n3+FdZpjVzfwwae8B8BEjpUoHr9yBCetPoATlg/jxOVJusWJy25R/v72niSb0/3A0gP47s4xM9N+f/tBuGf74Jww+1InXEJryqxansIXkQotx4Vavr5sW9spzd3hEyOfCFGS83jUtVfOlWPTI8eA/4ZWkZsu5UqV2Pu7XhzSlXaRGl2unZds0jIVI1aYY+WYOciEkCJyUipSo6UX3PJCAMAjD8xGjJUcK+H9gaXJvycuzS//+0t7Umz7XL33/Z31iTAvT8T4+2uzsnzviv/xKmAXWTNafdLqA7vyraa/N/Do1oZarhklj5FpV+S6JftZyH3pF4wk10XJsSK3qk0LOU4VYyW/vg7GMaUqQ7gqW6RGkX24RhqsIc4qwuwT5Vo5yIwgE0K8UeSUYvi+Kg96VFjHlgJxwvJhAJiJGptifELhufae6Tn8+zuTi9x3d47ZjSoDwD3bB4uWr7bBtSxbSoiS55Qosm1+hS1q3UXHQhv7TZoZSW7Dod98OwD3YB56esXk3/lKFSFyjtXaJdpsopwaQfaVebPhEmT9JqR0WT5SBdolySmC7IsgU5AJIQDmJTklauzqFGdKsR4VBvYEePJ/e+rEDziiwrUEGZiVZGAvVUPJcm10YXblTpfgilKHOh4p+pJoFz5hqREdbynvOaJMSbZz6DffPpv/GpDjyf/d5yoXsceD67vNSavIjQybcpwqxS1pXSVDCTLLvBFCmhI7QEaMHNvEWJfimHQJxfd31q2f37PjluR70gMeu+357s4xu+1T/+q5zXPtc0i0Lv/mtGpf3LN90Jk+UYIrnUNPa/HJchf1nVNonSLiKqVXA/V7sdettqdcqJtVirIRMZ7uQr22MTArxyZm6UP9+w2VXtOXEUtuznFO+kRpZYvW1EzbcFErncLGsPcuIWRQpMqxLY9Yl+JQFPieHb8854qwD7MzH2CPbitptomwixOX/25GqE9YPrwbTQ5V6QDqSrRebcOHrbQcSceVm+yrN868ZMxFjIFZMQbCQ0K7iLkZ6kKOc7FVq3BVqlg0lrZEUzkGKMiEkCmh2q4xpc5y5PiEpfmL1D07e3nGNgl2RZXNaXSsnfp28qUvJrocgy7JIfROf4qcTn86KaK86JLcOk861IEPmJcsW/+A/SjNJXKcO4BObh55DqWd70yWHR3luhLnlMhxTGqFmW/cWo4BCjIhRCP2IpIjx4qQHPvQhTZVbmOnN6PHIU5cfqCKJJvESHOpHKfgkmNX6ayxyXRXnQjDN6LhESz3S2RZr1JhijGQFjmuNcrk0EZIdNU8dqGLcwtZbpF3bOuMp0bPY4oFIWQQmCkVvk54Zt3iH1h6IBj19WETXF1m9c58qaRKcRfERJaPXznSmSSnDrQwtDzmELH5qDXw5SXvTeMfrnqRJflR114ZnCYnrSJFkm3fTSs5Lo0ep0pyS1LyjnPluCuGsUdJJ5x+/Zut79/+vDd23BIyRFyC4CrdZhvlziXGLlQqhfvzyb+mHNuE1iXLreU3JXocWxXDJca2HORakqyPzlcbnyynDiXeFakdA3OEOiTKoWhyH535Dr3/Cu/nLTtlleYcA3v72iXKKTnHtahR33hIdNE5rwsoyPsElxwT4sInxoA9lQJwi7EePU6pQBEjxyZdRYS7lGMfJYOQ6MTmI5eQM+RvrWGCW4q2+r3kinJp2sVQqClHZnpFTfoQYR+lkpwTRV5e22mWkxxzHMi1nWAUeWdVVql3nMP4FZ8UQ3kmPo5d3XDK8QnLh2fyjGOixop7duyv7++sz7wU3905por4TgYDmX/lLCd+2jr1lE9afcBb7SJ3gBGT41aO7L4WCXUs1xJuG7kl6WIe/U+GT56PmMYOF0/yOLy10snNiW8UvVYsr+3MvIaIGj1Pp4tOehwoZB8REmGmWuxvXnDTS52fxdY1BspygXVaRoF9cusasCRm3vlp88U4JpLsK/vWKje5NLocK90to9g6LaPKuXnMoehmXwOMhNIrFK0iyDVSLFLpKmpfI8WiVh5yjahy7SoWQJ2BQebWzZH0iCI2WkxZ3l/Y5FgXGd9IeCVynCvBLkkNyW1o/hJqj7o3VEEG8uU1NSLdlSQDbUS5pKOfT5JvfMblOPNjb3CmXrQS5VxBdgmQ9EQslRzf+aJLcNp1lwGYF+TWcgy0FeQWecc1JLlUkFsNM92i9jEFmVgpSa2gQC8OF9zyQudnoSGic+W4thib1IwC+5cTL8U24bWVd3NNaxI7aIhNlG2pGDlCnSKwuekaXUoyUFeUa1TCcInyjc+4HABw9g2XGtOvjEaQAbskKzkG+o0e67QQ5VYd83IluVY+cu4TBNdxcucvv6akOf51UpCJC0ry/ubiW58PYCJHNmmqLcYpuCQ6Rm67EOSQHOd0touh5mh6LlJl2SWxNXKYuxZkRQ1RrlkqLrVTmRLomsQKskIXpdgosi7HwGILMjCcKHLNznqlKTb6sdJSjgG/IA+/SywZLLpc2zoXhE5eLU7gJA4lxgpTjkNi3EqKddQ6fMM+u0R3bxjo8LS5mMNGt6ILITaJ6eynS3TLznwty8/5KBk5sEUNZb0TX4ws65Hlvs61Snbl1pI3nUKfVqF3GNMHB8nBJrcpct0yzWLRSrwB5ZVMVHWL1nIcgoJMeuOcz16Ezz3tqr6bse+4/LZn4yTjfPy9rWPmqiPY8oy7EGMTlygD/khxbnWKGpRGj1Ol2FXZoqVch9I0YitqxESruyg/V5Pj1zY6GWhEZ2hly3R0+Z2JKnukGJgX47SR8/x6Y37uHqa6m+oVtSR5jAOG2OhbjgEKMmnI4a0V70ns8NYazvnsJOGeotwNl9/2bOv7OXKs6hqnDvmcS+rgH6rdrSS5i+hxCF/JN/3zWqJsrs9cbk6ZuZQazmakesjCXFIXOQdfhPnsGy6tEkW2CY8puSFSIsWusmelclxrnqHRd+6xydgHDGEOMsnCzF321W/0nczMSAhFuYx3ffWc3f/nRjFj0ir0QT9CQ0Aruog++8S5q455tXOPTQkNSXHMMlLJWaeL2pU3Wkjy0CpalKDLcqkkp+Ygu3BJcUwd4BZy7A/kdCfOJVHkkshxK0EG8vKRv/GSixu0xA5zkEl1bn/eG3H69W+uXticaRfjwBU19gmq+qylKPuizCcuP1AkyX11yiuV0z5ymLukVvpF6+Gs9QFEupTlmAFIhkCNzncpMhu7ji5TL3JTLUrTKlqOqJdKl3IcgoJMsrn9eW9sOoKTSr/Q6UueVWrCpWd8vJf1x6BHj1vw3Z1jvHIbW7ott8RbqljbcpdTJbmWFLvKuaUsI4WhSHGX7dDTL1JlubUcm5ij7fUVXR4iXXSeq1H9wlxGXykaQ8k5tjHm9AqggiALIU4B8H4ADwOwA+AaKeWvCyEeDOB3ARwCcCeAn5dSfq90fWQ4tJJjmxj3iZ63e/ltzx6kJLeU4+9vH7ObZmGT5Noj3ukCq3fC09cTK8spbSutaazjE2LftDVkeQhy3HcbUmW5pGJFDXKE2TakdWi+RXpCtwg5wzVYXTs6aEmOZUiRY0WNvXoUwEVSyi8IIY4DcIsQ4lMAfhHAZ6SUVwghLgFwCYDXVlgfIU1wdWDzTdeVLLcQYFvlCp3vbz9oNw9ZJ1WIY6POtsiu+Z4u6inr8RErxjWixanz5ghzrY55vmOjbwFuQd+SrOPq4GeTYtfnLlnuW5JD5dtCnbvVNLc+5y3ZQZqYdaQur0+GKMkp0eMhyjFQQZCllHcDuHv6//uEEF8B8EgA5wJ46nSy9wH4A1CQicHhrbXB5MjFXvR1cegiolxbjvXtVP8P5bna6gr7iJXVH1h6wDMgyJ64KlH3tSNG3E3hjpHjFEktkePQ8lJl+aTVB0ZRLq41KXWUhyTJQFiIQ/MOKXXjzhddAgBzw0YDcZ3zTEqfYCqp7SLfeej0nX/8qGuvHKQkV/2GhRCHAPwDADcBeOhUniGlvFsI8UM110X65ewbLsXBaV+C0hPFECTZHDjDhykLF9/6fFx55odrN6kJLtHRo8n3bB/cFTMziqynW7TEFFf1tynKipyR82Ijx2pftOqEF8sJy4dn2hAzTHVKNLlmpQoyDLouNedCyTFQJsax1xqzo5tvPbH1kFPbMBb6lmPFo669EsCwosnVvmkhxLEAfg/Ar0op7xVCxM53PoDzAeDUU0+t1RzSAH1kprGjC/FkmOW9/+vE1nUdgySHJClFkhUtZNknrqYo29pUsnwfMdFc9X7tSLKvLbbPzPalyu+YI8aKnKoWQ4oeh6Q2JbpcK5p854suKSr1psqD5tQ3zpVj9d762hZufc5bdt9zRaDHKMBDq3+8KFQ5EoQQq5jI8QellNdP3/4bIcTDp9HjhwP4tm1eKeU1AK4BJnWQa7SH1CdXjmvmebXEVX9VvZ8zAEJfxEY6baOe+SQZsItpFxFlE1v6Rez0NbBJqI7rs1rirH83tehbinNqIJuUlHobihzHiuy9m+vZklySh6wk2Rz1DpgVLj1qrGOT45jrhJqmhsC2rL40FlrI8dirVpjUqGIhAFwL4CtSyndoH30UwIsBXDH99yOl6yL9YJPj2nfZfaVZxF6UJ1Hm4UpySIpN+TG3W98+U5IBeEXZlhds5gOHKl+oZeSIbF8j2oUk2UauONvmqxmt7lOO+xTjllLsE91aNZHVvLGibEqyToow3/miS3ZziXWUNH/tvNdZ56tRN//g6tHk649a79DFuKsayDXkeNFk2EYNy/lJAC8E8CUhxBen770OEzH+kBDiJQC+CSA+yZMMij5rTbbCdlHWL7LmkLZDJFWKFTFCYla4MCOWPlFW+ITZNc+YqJmTXLKs0nb0Icc1pBgYbsQ4JL195wTXwCXBOaRWlUiNJtvEs/YgV6WMQY73gxTr1Khi8XkAroTjny5dPhknOXLcVRT5glteOPeeeaG97+iBGUmOiR53lYfsEqLaQ/i61msTZR1XRzoXfUWAS0iR0thKIYtMLSHWGaocj5W+y7/lVJWwRZNjR6PTp+lTlkuGl04lV473mxgrxpeNTppS4xFUSeS4tiTbZFhROjStjYtvff6cCJWWgXvZ4z+Hd331nCQxzhUSJfgX3/p8Z51kWztC0rwI5ERqbSX1TPoU55rR4xYSbFLrN3vs6iQlYcyinFMCLmYgEWByHja58RmXz/ytXyv0zm8+VGc5H7rwxuYml6b8xbSrNqViHBs9Zke8fISUw+kXd9ZZZ8mbb76572bsW1LluFUKhU+QUyIcMZFiH6kRZB1demrVSbYNZKILjktQzG12pY/k5FiXyl3rag+5DGVEuxbyPAQpbnFzqhiC9HaRQpEiyKntsQkysCfJtmtFrCTb8F17coaezpHPrgS5CzFuLcUtI8pdl3kTQtwipTzL9hkjyASAKr8Trh3ZRV5xjSiyLseui7HtQqoiS2o+JZOpnfRa5HVeesbHdyU51OnOJyBm+kgJvu2MkbsuRqdLWc/Q6LuyhItUMa4lxEOQ37GRIscuMVaoDtsHV+fzf8/82BuyJdk1Kp7reqOuD672xqZZqGm7oIsc466ixWJ1r4LJIqdfUJD3OaouZQxD6HSnHgHGRJJtF+XQBVZ9rkS5RJK7QpeVlpE5c10u9GoYitJIaIzg5lSVaMFQpbaU2CcUqSyS9HbZ+S61gkUMZmDCJ8y2jnK1JTnUee/g6uZMG/V0i5AkdyHGY+h41xe6ZCuGJtsU5H1GrBCbJw/zJJVyIs2hNIpsXrTNi7DtQqZfaO7fWndK8sw8HQuzL3IcIyq+yLHrBiBU8cNctq12dBcd1bqQ477kt4v83lTGPhCHjzFVmTDbWnOI6ZjzvHlt0MuCmnnLXZMSSa7JfhJjsbqTJLY2MVYMaRQ9gIK8bzjtustmhvh0kV/EfXNwkgzYL8g5Fw9XWkLKQCIqPUJPF3jZ4z+X3JYcYlMqQiJWmrrRQjBjpXsMkd0hijAQJ8O15XdMkjokWu63UGqDiZLlWFF2pVqYlF5rWkSPu5JiYBhinINPjl0Dy/QJBXkfYCvobmNodSFLiYkah+Z35SSbuKKvJ60+MNO5zsylfddXzymS5ONXjuxKlWrbfcbftYiRpD5SUsYgvj76HkGuhBIpXmQBnn3sn3+THxLBVmUxa0ahgYko50aTU8q/pdRFrnW9ixXjXBlWlEpxTJTXJ7AltFpuayjIC4QtfUL/Uar/2yLJrpOF66RUO1rsIjeKXCrHLmp2cFOkSPJJqw/MCaEuyYBfjE1hNeXs3U/6AID4To76DURo3anEiuPQ88Jr0lqE+xw8Yyi0eBLmIjUi61p2TVFWqWYuSc5tq2tEVpWzHIocp5ZyC4lriSQvkhSb09eW2ZjlLa/t4LTrLqs6+EwNKMiEdISrEsOJy3+H377jKfiXj7kpajkxkmx+FssFt7xwehOQVv1DYd5A+KLItSQyNi98qOkLLmrLcN/5v7WjkjbsObJ2eezqJt9HrTbkLMe1X3zfUYt9Vlp7vyTHWM0bK8ox6yqVYkXXclyCLQ85Vox1hibJFOR9zO3PeyOA4Y9Pn8Oxqxu9C0EM+lDNv33HUwAgSpRdkpyKS6xjK4DYosgmpWLqE0VfXvgYqSnFQzz+fRUXSuXZJW9DEOEhEnsz0ef+66qDXa311JLjEkrEuCR6nDqvKccKPSW0b1nmQCELhKtChRJhGyE5HkJpN8Ad7TDLvb3gppfu/j8nzcK8gNvkLyWFwexApkeRdTk2sUmyOZpejdzbmPrJIdGqlWZRQw5rp7+0olWqRKkUp0hqzfJiLmoNcNEFrhSAoZxDFWY7cwbicFG6rFuf85boSkshGVVyZeuDExIvvQ23P++NUW1qIcepUeRcOe46R9glxzZaSzIHCtnH+OQ4hlAdyj45fm0D537+Fbt/m6JmRpFDj3i7uODHoqLJQH9DN8fKlq0zI+CW1ZZ5tC2WXSLdXXWeqxUtbv0bSB3i2WxPSJhr5uKmyHaJdHaFS25Lh2mOWZatZnIuMSKqS9XXzntdclTSvG7GSLLZt6fLaPJYxBhIk+O+oSAvEKUy7GLIkhzCJsmAvXZoDcyc2+9tHdO09m9NastcX5UVatOiY2Zt9BuUIaRWhNJufJ/72u/6nbbIbdZlO1xNIu/8GBL6mhFxfRCNrold75kfewPW1/wpD0pEu05n0K+vMRFlXZhbtjUn95fEQUEmUfQpyaVRIVs+cstI2VBH3EshVbJicpHHSokcH7dypPMbBdf34PpOY7631DSbEsxlxRyLKb/nHJmu1dEv9VwWM31KG/RzeA1ZdolsaQm12AE+dAn1BYhqP6aPTbtQxIxBYJPo5bUdb5rF0EaeWzSYg7zPSemgNyRBdl0QQxfqFPHzLStGmnRJVlHk2BxkhZ5eYY4UF8pB1iPXrmlVDrIuca599JGfeicAzKS1mKSKUpfilUOtyPGiRNNziNmHtfYPByvZoyRFJBdTaktE2Vb+TV++Lqmtnp6GiB2AKxabJLsE2SfHQ44i56RYtMxD9uUgU5D3KbmVK/qQ5BRBBvKkSl1YU+btQpJdguyTY1dKR+ww1SFBBsolOVVk+hLlPgZbcdFVLrS5ntQ2l+6zljcTXaefDEmw+xDmLtjYXO1NkIH5ToClwmxKcm4EuYUk++Q2pkNhSf5xK0mmIJNdSkq6+XLYWomz6xFj6JFqV0IVkgGbIANhSTY75pXKsW3eWEHWL/Kfe9pVOOezF0U90k591B/DUL5X0paxdW7MoW95Tk0PGbI0q2hzX/hGq80R5pRIcgkuYXWtaygd7GrK8mgEef2HHylPvuzlwen6ro03ZtRoRrnlenzztZDkXEHWaS1VuZJ86Rkfx7u+eg6AWUn2yTHgFuSYzoA5ggzYL+a5kpwrJS2/x7EL8aIMjmKjy/QU27GZctyNfejtodSMTpHxvuXYxCbLtSTZJEeacyR3e3NpMHJsUuKDp113Gf7yX7x+sQQZoCTnYBvqM5UuBdnXQSW3k10ryUqV5EvP+Pju30qSXcQIcmylDJsgmwISK8hAXiS/y/SKsYuvSWnnzzEKc5+CnHvsdVmPugVjEuWhCbKPlI59PmpWxVhdOzqIAU5KyPFBdSPjE+TR7pWc4t/7mRpyvAjoF66ashwqBaZXtigd4KO0bNyVZ34YF9zyQutnNR85u/ZvyiiH+02OW1c/0ZcfK8uLHJ020Y/NkmOvdCRP/cazD1lOKXHXth3h0nRnfuwNo5Hk1OoXLlwR6ZDouubrs4ZzDXwpLiWMay+QXuk6vcLHvZvrxaXaapcmu+/oAXzwKe9xyqeLlz3+c8Eocil6xBoA3v2kD8yMOujDd4F2fQ+l+zV3/hZSPPaSfS7M7UotT6imXSRR1qW2hiiX0nckGZjIct+SDAw7BzqFXEl2VQTRK3vUqqjRV63pobFQRfRa3UWQYcmx4t7N9ZlXDi066cQ8Er741ufP/P2yx3/OOe0Jy4dnOvWlYsoxAKscp6RWlHLs6oZVPFzvmxy3csT68nH8ypGs135hiNvad/6xel+9YpYRO22IIcixouYIhfltODraAatMUqtu+Mrlra9tzbxqsrp2tGoZu7GxUIIMUJJt1E6vUCeqoZ2wTGGOFeiakmyK57uf9AHrdCetPoDLb3t20rKVKMe+gGHKsY4S4lQxTmG/ie6iMMTa0boA2141KLnhb8VQcpKBxRHl25/3Rmxtruy+atFCmJUo66/9wMIJMpmllhz3IcS1T8q+C0/tSPJ9Rw/sXuBdkgxgV5Jrpli87PGfw8se/zmrHNvoS45TSBXj/RgB7osW+7hrOe57eO7SJ2GtOLy1Nig5XjT0flMtZJmUwW9iAVmUDnktHuv58pZbDJf8gpteig8+5T1495M+MJdWobj8tmfjhOXydfnSNHQ++JT3eAf6GNJFOlWKF4nYAV8WjUWV45a/q5DE1h6yekiMpYNeClubKzNR2o3N1erpEyRMc0EWQjwTwK8DWAbwW1LKK1qvc7+yCGLcMtettFNfLi+46aVT0ZutZKEL0D3bB7PyjGOlOJaci7ito17pzcZ+E+OUyiRDE+cxd9IbU65wicCOVX5dqD4xiyjHLnIk2Rz6uxb7JcrddCuFEMsA/j2AnwFwF4A/EUJ8VEp5m3UGKYKFr4darJrk0VXnj77k2OTeowd2Uy5Sc5BNcuT4nM9eNP3fRGpjLu76xTXl+8qR5EUX49ISfbHLXvQocwljGMxjLEKbW1kiJ1VvUapY+KiV29tCjLuW4hYjB6bSeoufDOAOKeVfAoAQ4joA5wKwC3IE5k6jMI+PLntED2XEPb1O8gW3vBDvftIHcOkZH5+R5Nwocix7cjzBdbH3XZwPb601+/6GLsct5bY2J60+MEpJbpVeMeSBO4Ymw12IaI11LEr0OEWKQ1HkmmLcR5R4CFKs03oPPBLAX2l/3wXgKTVXMLQd2heLkF6x6Ngu/l1LsovSi7SrHnKLvG4SR1eSfPzKkcGlWdTMK64pxy1keD9EVk0WRY5rUUOM+0ybGKrHtW6VsLw3M7a1EOJ8IcTNQoibt+8bT4RmSIxNjtkzehaz2sQ92wfnhpduSep30eK7Sy3dNjQhGyonrT7QSeR7SOkuQ5TjFue8w1sr+1KOF43bn/fG3VeIFh31+qycsb25NFg5BtpHkO8CcIr298kAvqVPIKW8BsA1ALD+6JNn5JmEGZsc6+TmtsYylPSKGMxIMgCnJKsI87u+ek6VTno3PuPymb9rH1MxUeTQUN02UiS5hsCZHSvHhGp3y4jyEEbW67tcWxcMSYpDkUtWXkjDJ8lnfuwN1dfHNAo/rVv6JwAeK4R4tBBiDcB5AD7aeJ0Lz9k3XLr7WhRUhGW/RJdtg3XE1i1WEeZ7tg/i8tueHd3Zz3bD8LmnXTX3ninMsXQ1GEsO9x494HylMMa8Xp39Fk0uoWZqxRBGoqvFxubq7qvmtLHs1/SKmtvdddRYRYrHJMdAY0GWUh4F8AoANwD4CoAPSSm/3HKdAHDo/YtbSa4PKe7jUd5+EGaXJOdImKvGskLVPT5+bWMwFT1M3v2kD3gHVWlFqix/b+uYUYvyIkty30+CfNSS5D5HkSsR3RqivF/luCb7sRpFLs33lJTy4wDiQmNkELhk2Hy/r1H1Fika46JUknXZu+/oARy7OhvFjS3xloqrsx7gT7X44FPes/v/dz/pA7jglhdWb1sMar/FCF7sdzTWtIyuqVXBQh1jpU8tWvxG1Lmr9KZfnXu7Dlysr20VS64+f43l7Sdufc5bilMtVteOdibJY5ZjYIFH0jv0/itw54su6bsZoyHnRGubx5Tm0HLz6mG2KzU2BK4888PBiLAPVyT02NWNOUmuyeeedtVcKTmT+7fW8ZGfeudM9FyXY4UtkpwizTGy5ct5ThHlEEqkhyLKY45+p1BDlFvdSI5ZlEukVs9Jrp16sV+IjaKffv2bnZ91Icljl2MAEFIOp1/c+qNPlg//N+4hcHNYNEmulWIxpI4eJinS7BPlsXTSswkiMBHCHEEzBVmXRVMW7t1cn8tDDh1joZuT2P2u9rlr+33YZDk3AhnTObBFykCXwjy2UfZaDjedK8xDr4U85HO6jxRJjqn0QObxyXIrUR6LIH/jxZfeIqU8y/bZwguyYhFEuUSOx3ryjJHlWpJsoy9xVtJoimBI1HxyDNgF2cR1sY6J2sfsb9s+zZFkWw53KSFZHoMoDylC3KKiRU15zpHlVqK8XyU5VpApx2V0Lcl9CbLccq9XrM4PLDceQT50snzYG17p/Ny2cbGMXZBz5XiMJ0wXPlluKcmKPmQ5tfSZSY4gK9QFOzadJbSfQ/svR5IVMbKsb7uvLX1ElGtJ8pDkGOim5FstYU6V5SGK8ljP95TkbjFleeyC7JPiEN/81691CvI4YuBT5NbSzCuFRa5sYWMRi8j7tsl3Ubl3c73Kxez+rfXd1xgIyXGIg6ub0VFjnxwfu7oRdXPxgpteWjUqrH9f5rb7Prvv6IGgdOWUiPMxNLGtRRfVLI5bOTLzyiX2OFW0qgYT+7uzz9tfhYsuOP36N3sjoSQO80YjZbjroZDrgimM2qDUjomNLO/XjnsxJ80xyfThrRXrNoUqXShJrnFhS5XN3OizErXSSHIrSqPGucznIJfdDNgqbMQMXnLv0QPVJLC0M99QJbvrAUT07ywnupzSuU8//oda8YKQrmkZPW4pxCbjsSIPcmupKP1iEUmNJLimb1GFwkWKpKtp3e12pweYF7Iu6gLHPt53kTLSnE0KbBf70gt6KGrcJcetHCl+1O6SZLV8FzUrXgCzohsry0OVYx19/4xBls2qLyFcv4fS39nB1c0kSdbPiWMKfJB+6bL8Ww5dirFiVCkWPlqH2vtGjW7WdXmzg6tHva9W64pFpV34Ui9Cg42oFIyWvdRL+eBT3oN3P+kD3sf/rs9qp4TEpFSUECrn5vq8JIc5RMuqCj7UoCSh19g4fuWI89WKnBSM1LQLG+r3UnIjXpJy0eJcXQuWehsWY0y1aMlwbxcySU27GBM3PuNynPPZi5IjCorUk2yfj/Zy6nuWRJVTcV00W+Unn/v5V8ysM1bYWsixjxKZ0OXlgltemFwL+YJbXogPPmUyzwtuemn1bQ9Fk2umW+xnWkeac5421Bx8BMiLKpemXPQdWaYIj4MakeTltZ3RlHnzsXCCrNCjyYsoy7rk1RQ/1zpaEHOizzmph0TZRY2oqDmdeUFNEUhbx7KaqQspgyC0EmNfRK9kNL0PPuU9yZIcuw0p6S6kjFb5y+r7yxVloHwAEiBflGsNMAJ0I8u15fj069/MihYNGXq6RVeMX/Ej6KK3Y5+U9HruE9Xu2Pa3TO+wCaB6vFoipbnzuy6+LapomAOFmJ/VqFBhUlpxIBb9O7S1M/c7dolVV7m1+41WkfmS47DG+SE39SLlvBle1rDTMFywmkUesZVAStMtltd2sLw27uAkbxEWiBadzbrMy7VFxf3T1zmhu+S4JqnLS+0glLscte2px06fIw/aZEmJqUrNuOCWF+K4lXmRLWm3ikqHYKpFG45fOdLsBqRW5QtF6m+3RuqFoiS63MfQ1aQ7Um8qhpJu0Vdwc1i/Ain6bsEo6KLqgm9dXUhzqiznLBeY376QQPmiTbU7crnyHnNk27Ycxbmfd49eafushhznpim4xFN/FK+nZpSKj44px75tGIsklw5Q0nUHwS5KxtU4ZnJzlktEWVHj3Hlw9SglecHIjbirSHKJKI81J3lwvwAx3Yly5KH5VqQKnY/cCGUtQY+9CNSKkJQ8joyRudy8xhC1orUlUa4WEeMWNZ59HbzM9ZR+T13WSC6h9lDWrmV3Kctd1VYuPWZKRRmoI8t5nbopyWQPPeUiR5bHKMmDPfqFsSMpzBM+8lPvrDbaWEh6Wo8YZ4p2rjAD7gtAjRy9VIGrUZO3C/pMk9Bp1ektJFElkcKhdtJrKcOx615EUVaUdu7LOafmnid18isf1ZHk9bUtVrFYIHJTL3IlWazu9JJmMVhBNqEw+wldsGvk1bmoJdI18/BiuXdzfeYCVKtSRKto8pjx5fC2rAwRUzbMtu6hj2Jo0qcc65jt6EKY+xDl0nNq6RO81PNk35LcApU2wIoWflp0aCyRZCB9tL0+JHmYR30ETMXYo+8LeG2RrvV4MSZ/unU+N0V5ghrEwybJXR6/ZsqDT6hK2jWE1IqhYBP3VtLcpSiXPikq7YibUqZR0ackt4wis+ybndaVPko68eVEk7uW5NEKsiJFlL/xkotbN6dTYi7grhO4EpVcCagVkQ5dIGoLbJcdHHW67Nw3FFwj25Uce1ee+WFcfOvzS5u2S4ow5yyP2Gmdu9zHsNY51KpWk0JuXvLQK1zoMkhZHgdDl+RxZUwXsEhyHFu70yfH+r8lbdBfOdSoJRpabqgWrjlf1/T9BKAFoWMr59hTI+tdeeaHs9oUg28IZNuQyF0Nk6xz0uoD1hex0+V30zV9DV+dy/raVva8ZJj0MTx1V4O/DfNWkIwSl+jFRkhLa4nmjnbnoyt5HUvHPrJHl0JMyhlqVLmPVAtFSTQ5N5LMDnuLR9epFkA3keSFEGTmIdux5b/2Ea30dYDyUSuam7L+oUZzS2shd0HXj4pj8Mll1zV8bVB++6FWrnKtG9sakgzk99nIyU0ulWSg/hDUpD9K6iWXSDLQbiCR0Qsy5Xic5EpzyfJTPu8a37bbLpzqvdqiHLNfVKoDsDd4ht7Gj/zUO6u2yYYrFzlFOLsoS6bSQcy2UownDOEmpZRaHXFr5COXRpO7zktmNLk7XOkttfd/1yXggHbR5NEL8n5jIiT+E7EpOSW5xl0yNGntilQ5tn1eszRdCiXHlhoSugZDFc6aHQoXjSHIcc3hq2tEk2tJMlBWLjNXlCfzpmlF7Wjy1uYKTrvuMnztvNdVWd4i4Mv9bhHNz40mD02ShyXIQkKu7czVPCbzw9z60E/SPoFxyYkrt3JIeXuLQM2IeQ1RdtUi1iPGtTGXnSLMruhsKi3KkKnfiuu39L2tYwYr9V0wBDlW1JZkRckw1TXSlbqOJu/NmyfLpdFkU8YoyWmdIs1pawhzjigva1kBORUuFDVkeViCPEWlTYREeZHTK0pHy3OJsU9AQp2OQp/nDq07ZvFu1bEu9wJZa6ATRUs5dq0vNaqsRPny255drR0nrT5QReJ8opyz/DFL9ZCkuAtKIsolI+/p9CXJe8vopjScS8BOu+6yuff2izSf+bE3FM2vC3OpLHc9qAhQR5aLjlohxNsA/C8ANgF8DcC/klJ+f/rZpQBeAmAbwCullDekLj9WlBeNcz//ChzbYVpWrd74uctJma+GTNfqoFdbjmt1ciuJJuujx3Utx4q+1tuSUEQ5Fl0yY0es61uqxyDGrQYYqTGYiKJk5L2uq1zMLyeuQ18XOcn7IbJcKscmNdIwSjvxAXmiDOTLcult3acAXCqlPCqE+LcALgXwWiHEGQDOA/AjAB4B4NNCiMdJKbdzVlIjUvyoa68cfC3kcz//ik7XN8baoLkDO8RcpGKrfYylHFsNUR4TtdMWakWRdfTjtaYsp0xXso/GILtDYwid+EokGagXTW4VSU6Vr/0gyS2ocQPTR0k4nRRZLjpapZS/r/15I4Cfm/7/XADXSSk3AHxdCHEHgCcD+KOS9ZUyZEk+57MX4Xjt/JP7qDw4Ml2HUuy6ENe6yLZMzehaEFuWSGtV8WKI+CKsuctpRU1ZToGS2w9D6cSXSw1Jbk2JfJE4akmyIqcjH5AfTdYJDThS80j6JQC/O/3/IzERZsVd0/eIh3s314uHQt4PEpRKV7Lru3D5vpeuLnj6ekLHyVgqn/iwieBQ6yLn5u+TOoy5H0QspVHkrmDpt/1FScULRQ1ZthFskRDi0wAeZvno9VLKj0yneT2AowA+qGazTC8dyz8fwPkAsPzgE8Mt3kfU7nAFdHshtj3yzpGQkotXazmOldsUCQ5dxGLKOIVutBYxquyqjazTdWQ4d75FlWXXvkndXt8+julM3Bd9j5jZd6pFSi4ywIFEhkqLm5jS1AtFTVkOtkZK+XTf50KIFwN4DoCfllIqCb4LwCnaZCcD+JZj+dcAuAYA1h99smw9MspQ+dzTrsI5n71o7v2akqyqA7guxLUuXjolQtLVhSwlsmpOX5PYC1fMdGoalyh3MZhHH1x55oeTqmDUFtFax2ytTn2561WUrD9lX9T8rQ85GrwIo+6VklLZgqI8XFrWTwbyOvMBs7IMlAlzkYUKIZ4J4LUAniul/Dvto48COE8IsS6EeDSAxwL446RlB3JDcnnUtVc2WW4NPve0q5ot2yUN9x49sPtyoU/TxcXHt577jh5wvlK5f2t97kKj3vO9anLv5vruqwW25S6qHCtSqmCYx3atY/3dT/pAdjWO41eO7L66xLa9Kfuh6/PE2Bhax9fSdL5SDq4enamZ7GN9bSuqpi/zj+tXsAihvpuUmssxrK4d3X2VsLy2MyfNsZQeTe8EsA7gU0IIALhRSnmBlPLLQogPAbgNk9SLl+dUsGg1fOCQO+uVUDNv1DyZH2eJNHd5AY+tQmFWn3A90uw7CtwVLW+6hoyS05yR+mrU8k5db6tIdq3l+lKzKMNhastxn4OJ1O6s17K6hY1W+apDoGs5Nmk1nLUpyV2ViiutYvEYz2dvBfDWkuUD7SSZ+DHF0lYCLfXCGHuxrjmyVVcMTYyB/SvHOikDj4x1kJvQ0x9FqSyXbGtMneFa9cljKZHW2DYNLWpci1r1kfeWV14nOUaaFkWOT7/+zXPv1Y7g1qTmoCNAdzWVR/E8orYkj23gkdgOVfroe2Y02TWMsA9X9DW2XnAJtSS5ZfR4iFJM5omR5Jodu/TBVmJJ6Twbaovr6Y8vv7iV6Jvb5BNl2/mmxvmlhaT2Lb59lXozqRlNbh1JXgQ5tokxECfHseksNmp+LzVzl0tFOXRMjEKQgb2c5BxRHosQm7WQTcyTok+YX3DTS6NTLnwXylCv65QLWk0JiG2PScyFJVV8Yy4QKuLSJed89iJGkaeEJNl1bKbKqPlZqiTrpIzuFvsbtaVKlRC6WbbtV996a99w9y2ytRmKGOvUjCbHSHJOBYVFk+OUaHGJGJvLqC3KtTr4tap/PRpBVqSK8pDl+OwbLt39vzrJ6HJW2okiRpJtEZ5USU4h56Jcsu6a5dVKLgCueX3inLO+PkR8LISEteaojDWo0R7z6VNOdDtmPb5lt05DMSV90aQYGKYYm9SKJudGkl2SNFY5NvOJ1zN2bQ05ti2vlij3HU0Odd4bnSArYtMu5NrOoCW5S2yCULsuck4qh20ZJdguJrnpEK1Hjqq9/KGPdNU3JcdnznGZur4Wnbli12NrZ4p86/Pk5ujGzJfyRGsRaCnHtdPEupJkDiYSprYct6R2NBmoU9FktIIMLEYHPlvELzZynFIjuUbkLJYWgqtj2+aaUqywneh9J+0xnZD2Ix98yntm8vRTyZW3mKjtEMQupg2235ntPGTb5thKNKQb2IeC5NIiX7x2XeUaaRejFmQgTpKHGkXW5diUYpf4xkQT9ItSTpkrk5oXrRrRkNAyapz4c6Igh7dWmkhy6EREMY/ng095T5XfhAvfI/4xy1/uMOpj3uauGUMaBRkPra5Hrek77UJnWIIspDcnxJVLFJOXPERJ1qVYv8i4Ik33HT3gvRilPjoOXbzU8lKjQCaxJ/4YsbVF12tHQlxyHHPHrE9jnpzM+X0nr5S7czXtGE+GfZBS+m2RGJKAlbZlkYZIB4b13YwZW9QwplrBojJWSQbmOyKWCLNtsJEYaR6WIAcI1a8b0zDVL7jppTh2+n2bYuvqTZ8iwCk9x2241qXejxXlFiPPpVIjJy7ncVJontqPqLostk/m6SpaOjSZ8qV6tWprSnpZzLJMuhLwoX2XpdTqA1FaE9mEklwmyUO4trRIwQjR/1ZnECPKIUk+9Jtvx52//JrqbYtB5UHqEqoL7UmrD8xM/72tY4rKo7nk2PU4uEapJdeJv0XeW/uOdN3/TGJOAkMuDL/I5N4clkjX0EWqj/aVSHKovbG151use6x0KccKmyTH5J7e+aJLstrWFbVHxMuV5CGIsUmXHTSHt/UJ6OkYpizboslmmsWh33z77v+7kuUX3PTSaDF2vf+9rWOcy0+pnWqjpBe578TfqkNISzlueXKo8QNnL+725HZcq8kiCFXO7z+ms3KsyObuw0XY9zb2cwe9McpxH2kSQ5RjRUo0uUSoB7UHxFJ+UrVLls1ospxOZ+YjdxFRvuCWF+K46WbFiLELfXpTlnNG/LK958uDNulDjIEWJdK6+zmwTNFwaTn6YgqxlVlS6qWr+UtrrKeuL3felIo+JMwYnuC1HlFvTPSZPzyG7yFGlEuus4Pd+pj8EIUtKR/YE2VXNBnAXES5r7SLGphyXJITWSNyNuQoxdB/+LU4/fo34/bnvbHvZgwOs1ZvzlMRnRoD/OTeaKaIZMzyQrjW1eL3XkvozbZ1dYMwBMYgxWRC7dSKUsYgyS1ZiC03ZVoJc6wod13dosbAHKHIcesOQ2OM2Azph95l9FgNUUpRnqXVsOQuYdWXd+zqRtVhz7u8Ge3jxrf2On3LG5M89/FddCHH+0nMXFI8lOoTY/guUp/IxvbfGfZWe9A3MJSkH+rBqktyiyhyqKSULru+9AkXtrSKlBSJFFLE+Pi1jaYn8JRRm7r4gavjMPTj6yu1gtHkMmoey32lJZEwQ442931sdBU5bnG+Dg0r3AdDixjbGLocx5DboX1UW+7aSFseiq8nq63KRYtIsk2MQ9HjWCkG8jri+QYy8DHGiLGiSzk2/78onHbdZVWX97XzXld1eUMjlPbQWnRyRMY2qmfKenLmXwRK88Jz17GopJ6vcytZ9M1+kWM9Et7qWuy75pZUexr2EaTRRUmrVukWqSkVtYd+NomV5BpS3DKKPKQ8uNo1Gkl/1Bq2vCupqVdeq2w5tvlTpXmIwl363efI8hCFeGzlNIcuyRubq9W8JmXfhVI3ai7LNX3N77qVHAMjEuQY9DvJ3B+GrPQYRkWPbXIcSqMoHeSjlCFHi/MiY/V/lC66rk6hH+cpHVtTqB097ptzPnsRjl+LP8ZLZSXlmI2VwiHdHPooaWdo3qEIdIghym4sXRxnNc7LY60KVCLJufttEVImuhonYDR7yncgmTvLlGNb/nGLUffO/fwrcOzqxm7+b60axyWDhJh0NdqXotbFocaJuqvOBl1Fk83jvIUst5ZjffldpF2cfcOlOLiaf1zWHgxhfjjyten7dvlLXb/reB9KB6ASan0XYxHtrhlbxHgsqE7TgF/iFnH/5G5TXzc/o/oGYnaSLXJsJuebdZKBWVFWA4ikdNZzyXFqjeMSXIOEpEpxbA/7MdKVJPcdzajxaLGlHNuWrd5rJcpn33ApgG6jr7HDjbtEucU6Q9MsgjynELopGTLmcVKyDWOJFtvo+3wbiy7HOYx1hNWc7730O42JzofWMSpBtpEjArZBRfSOeyoXWR9pb/f91R0sr+1gde0o1te2cHD1KB56zH27cpwjxikd81LJjRjXkmQ9/64kmpxSsSK8rOGXrQmRK8CnXXfZroAuWupECJs8lOfd1jmOXKLcdTtqLyuXfkYOi8t/9h0zXUq2rR1DTb3pY1TSPvOPY0Q4RWT1bbRtl/7EMKaakrnPuk7ziKFG2kzp/P2fCRNJOehd9ZF1bCXgzI56u4OKaHJ84jGHcXB1E8evbczIsRLjE5YPz63rnu2DM3+XiLFNwNXy9Eiyimh3nVpho3XZtxRa9qwN/ShDJ7jW7Dcx9qELTYpctLow6MuNkcQhyGwLYrarpUTnimadVLA8OR8itY7PVNEZcue8VGL6VanPbKIcu44hRp595Xy7YFBHkdypc2C7ZEN/37YeFUU2O+qFosYAgnLcBSetPuCUbltd5CFIcwo1o8izyzUfb3f3s8gV46H30C5Bj3LXRD3NcN2kxR5fXR0fiyq/tQjtn7GmioxBglsfm2NJmSghJKW+qLEe1NOfiNtEuWtiv7s+hDz1mrmQZ+CYzkq6YLgGErGJsS1qbGJGik1qpFR8b+uYqA5+PrqOLteIHreS5Nl15EWXY08MtU5eruXEnARK5u2CFp33Qsdf6LiisI6LRe6gWMpQj+VSMXadv4Zadz13e239qmyiDLSX5dxtaHkTVOs6NsxfSUW2NleiIsqrlmujusMxxVjn3qMHdiXZJq0Kl7yqDnU5w0/71lcDVx5yzjCtsXJco5ZqLWIvIkOLdoSelIyNGhHlcz57kfdz87hrcWOUwhAfdy4KqWkspesIEdsG2zJT27+oYgwMS45D591UaQ0FNHyjBLaKKg/tutfiWjesX4sUzkcHJZiSbLv4mCcaJWVK+HQx1iOvx60cwV8fOXH3M/3/ruGeFXrkVv+/bT6XQJvinVIzOSZyrLZbF2VTgnX5dRXIL8k/rl1aqyZDO0mYuFIxxibONkk2c6nV52YZpclvu01+cavvX18uZbkdQ5DOkvljZX+IYlzztzPU81koFULhk1dfeVs1n2/7Y8U49pzj+97G8D2kUGVrhBCvAfA2AD8opfzO9L1LAbwEwDaAV0opb0hdrtqoGFF27QBzXj0qPPk3LMIKJZS6WN59+AQAruFG994zI8++ChHqM3OemWU7Srr5KEmlcLXl/i3/kLo6MRUtaqZQDPGi0AeLkq8cqsBx2nWXWS8GLSSiyxujjc1V3P68N+7+PfQhaluObNUFYz1vjKHdLX43Qzu3HXr/FQDmfcTmM6HAnQvb0NpAvWjxInSKzJVineKtEkKcAuBnAHxTe+8MAOcB+BEAjwDwaSHE46SU2znrKNlQlZtjS7XQ5VgJoC7FetRWVYRQknn/1jru3VzflbnDWytz5VX0+pr3bs6LpJJElxDeu7q+2777t9ZnJPW+wgoVLkH3SXnK9KEScb6Icq4kj+EC0ReLJMkl1DhGun5qoMsxANz6nLcMRpJT9sUY5Hi/0+L7bPV76et8NhHgOFTpWDXego7ykZq/ixppFL601L6oIbs51DjCrgZwMYCPaO+dC+A6KeUGgK8LIe4A8GQAf1RhfU5cB6OewK73HD28tbYryUpAlWwet3JkNzqrC6guxroU6z9WdYDp61KS7EK/cKv51HtKFnVhVm3RCcmtPn1MukOMLOs3FPp+0udNzWMG3JI8FAkeemqFjVonz6Fi277S8kV9f8+mHAPDiCCn7pfc7yB3/1PG4xliJysfQz4HKcwRel1uYj7RVpjXOdu+zs1zjtl/Y9jHKeSOmFy0F4QQzwXw11LKW4UQ+kePBHCj9vdd0/f8yPA6YzZUn0Y/IHVxBdSAEe5IpU0odTHe2lzx3Nm4elD7O5yptt1//6QShi7apjDry1JRZoUrpcOMWrsGKNCX5xLlUI51bbqS476laMiEJLvPE2utyMeQvv/Tr38zbn/eG4286h4b1CEl34Nr3jGLc+3UlSEd5zHknFu6jDyabqKPpyCNwcli+1fZSr3FppP69lfqfqnVHywXtf6c7zNXjoEIQRZCfBrAwywfvR7A6wD8rG02y3tW/RVCnA/gfABYfvCJRRtjQ24tQazqZdzckdq//bsHeZdlRot9X5YZtVYc3lqxlhGzRaIny1+ZeV8X/MNrK9pyZkeBMiO0phCbJ0d9X6gbB5fMK2GOSe1IiVq7blb2+/CkY8ImqF1Ks02SYzqfdHkspO4Pc1Suvov65+yr1DZ30fkxltRjJmY7a29fn+ey1IGPujofDEWOl7YEdqY5yRLQfMS9H9w+4Ba+o550Dl9bfahltdyXKfJtGwW5JcEjVUr5dNv7QognAHg0ABU9PhnAF4QQT8YkYnyKNvnJAL7lWP41AK4BgPVDJ0fEkNNRkgzs7dTtzbXd3ORcbLUI5/+eX77vcYl9GfrfexK5pQny/dg7KX0fB+dO0iG5d+Vpm5iRakVKSkVsfnHMY6Y+LkYkja7zn301QIcswr7l2LajD0kujeqG2jzE32pqm4a4DTXZj4/oFTH5x0qOl7b24oTq/ztY2o0UbmPWQ2znSVOKxebSbvRxd5mrs9oUkihzpGATPdptk+mQgKeSUoxBxzV+RU2yj2Ip5ZcA/JD6WwhxJ4CzpJTfEUJ8FMBvCyHegUknvccC+OPCtloJfdnA5Au3fdFHI+6k9IMh5zGDLuT6MmxfrPVgdGyfXNuZa//RB1Z223vEKGs1k3ZiWebRrZ3pne0attbsouzLo06NDuupHaEIse+C47roLvpFamx0Icm2ChdddjiptX2+Sh06XUpyrd+Tr838zcaTUias5XqHSg1xSumMpzDleGnD8jB9a3kitZtLM9fxow9YRvedLs+UYh39vZ1VGXQi2zLUvPo6AcyNKgyUpSzo2PqKAekRZd93XdrWJke7lPLLQogPAbgNwFEAL8+tYGESI8S589juyNT/ZtM03KH+0Bfik3JfO+cO6q1lx5Su9x0/1ik76wLA5Id7dGuyrSpCvTEdSdCVr6yIqT5hynCJHKdMMxT6Hlu+T1pKsm0wgC6kocX22MTYJfqt8lLVvF11xiNxuI431/ulv4GxCLGiZkTxzhddEiXJ5jXfJ8dLGwI763ImomzDJbEhUuZTbbHNa5NlwC7MucylpTjSOXzC7Pq+a0l8taNfSnnI+PutAN6athCRJcA+cg40XZRVe8zHFjbR1R9/lOBqs09wd6fZtN1h2qab/LujfPYBgZ1V9d4SdtYltlcl5NqsLJvVOYA9YfbJcesOdrEn8tgLRuqFIWa5pjzkSsiYGVK5uZLi+jW2QZ3c73zRJQBmI1a2i0JqjdNandzW17YWstPbmMg93obyWwvRVxmvECmdw0LuosuoInStt83jI8YRfNOr9dlkGRiGMKcuB8gLrAJDG0mvIllibByUNlEuWaeZK+SbPnSgp4qwYnnD/ff2NEtiZ0tgZ7p8mywDmBHmFPoePanVBcOX9wpQJHRiRn+qgS+9IrRul4zmttl1krfJsTl9qHd6q0i5fsy2Pn73001iLGOR21SGKsMm+pMc16N8PTcYcEePddE1PUAxI6WJYmxbp3UaizfsrnNNWttteopPmH3ItZ206R3v23Kga0qxzkL9AnMfS8wtxyHKxcutHBmeLNOcbvZvU4ht8+jv76zuzbO9vifLO2tyLg1jcqCuJOV5ujohmLhGG3Itx7cs2zJTiTmpq+UPqVPVkKkpymqUPTM9wSW6scdUSdtCx4yS45Tl+CLLOiXS3PVxSjmeZ8hyPBbBLSFmQKJYOVbv5Uivjk2sbVLtTaVc01IqDKcw/44VZl/7dJJSSIG9XG2Tae527PJL/G1Yv0JZT0ZjCEZpEx9X1MJ3lzczneU6trM2K8kqKqyL8s6qX5LVNGqepc1ZUZ782AV2Vpew/cC0w6DWQdCGrwzO3LTTjgt7j1jWsvKQzHW78r9Te+W66mzrnQxsUb5SEWiVZ9g3tUS5dJS9msKeIsePuvZKiMhDIzY/LzfKvOhyXGso3hYMSYr3gwSbzKY47b0fsy9MOdav4UpKzfzjFFzyqd5PFeWZdrmCb5EeUhu93bZt2FmXnj5Y/uWlMpxfJACx05+UprK0m4JQXpku5UB0ia2Oyiv2ibLKNw6J8vz7k1zlpaksA6qDH+DrIDizjNAPd12ltuzdKcb08HQl5gfL2kQsO2WdutwrzComNQmld4yFFEGtuZ0txMSWu2iLGD/q2isBxHcqcfX8tq1bJ/YpT9dPOrrOwx/S76MvId6P8ptKbNBlpt6xRY5tf+uURpUBT1UKx7J919+wX5T7WUjgQz7UpbgPSpCxU2fjfY8RauNafow4+9oWI8IhzGgyMBFlW9qFrx16NHn2sz1ZjllOLGakGpjIMuDvFGCKsO9OPTePKhpbvpqlNJ8teh0j0a6SODGP27ssfZbDWKtP2FC5iz45TiGmLmnKSF02zEoWXeDrCNgVrW80Wx5zlF47sWlMJczUO55eC/Xr3dKmFrTa7de0N73pCq7OfKEUi1h21mdTJ3bWZNFTa7MtO4GfcVCAA2mjMexEjjYaWvagBFlIYOWByf9jN9CxJACJUub5UlNlNVYaa6wr2BaLJM987km3cLVpeWMvIq0v27euFCnfXsekqsYajOoaEsCS9647HJ3299J1LrdG6o/2WGh3nZaak0cdKRw2YiKIsbm1Q5bmmvQRubOVixKrdcoR2VJ+TEnO+W5jRiCsSd+SPMbjfxHEuNVgFK3kOPSbVddL/Vo4d53UUhltkmxfbn6nfu9ynSkW2Yusglp/bD8q3eFSfMPHoAQZcm/DdAlLJeaLNQU8VkxLDhqbhNdcr+2mIjTfnPw6pt9em51WRZZn5o04kF3Lt61HX74pzebnrvUpzGnN+o+6JIdkOPZk5DvxWXs5ewTaGzmPeOweQs+bHrIo1BiJLbeyRQvEqn0QI+u0jqcSM39b0ntqwE6mZQwpv7hvYo73VsdxTWzpFTHoEeUSzHWGKlTMt8OY34h669QSzr32uD/T173bD0prm8shfO6Sy6B+tcL4Dmt8KS7JLhHdULtscr+zFi/DgL99ttJsKfMA6eKqf769+7gofp7J3+G75OVNYHtNzMzvkmZgfj/79s3kO5jPoY4h7QQ4/8gtZp6Z1CD9EZhLnqeUZLHZak3aOkX2Lc2xclYShWxVfi402lOKJM/N67mBKk21MOkiotx3FLk2rcW4i+F2S8k9tnfzfAcqynrZMj1tQT2VdT1R9clhTE7yTCc2j+Sqttimc81jk1Pbcr3tswTPUrGtW/eJGJfYY37bY6V5UIIM1E0xcOXO5uJq20Tq5qeteZCUTKPaMzdv5k1Cynzmgby8ka5zNmkG5qPaJqZUqxsXU5aBdGG2ri+yNrW7vXrah325ZukdXZ5jUkWAWZlyXbzMjoa+SiJdyPMiSZMNUwJs34uvjqguyrboW+28c9v3UUuaF2W0yf0cNa41kpm+rCGIsm27dlYnlSlm5TZxwA6t301oupm/E9MjAXtapS2dISZq2wrXunWfyHEJm0f4GNYveKfuF2ET15R53Z/NfzG6xAHzUc8Yka2df6za5f4s7QDTty91mSkHsznt9rpwLDc/70qXZWBPmHV8NzihEjmA+/uMeXrhijzMtdFSTgiwRyJcw4c6MaKTRx0XKlWhw6QketnFELldRsVTI325UWVz5E9V/UWl0LTc5trDXqv5xiDJ+1mGgbpCnLqOLsXZ/F2qm1Z3cEKL9toG8tryR3lLriEmO9qTX18KhU+MY5xhe01EP5G2+ZlvnaYb+Lxie9rBf3lD7v3faH/IaQb1qxYyXdpClAh36h3K7BcRJ5Rq2tm//euNX27tfZkR/c24y/MtY3t9b9tj95PrGNBPTvrgKC5cUV1zmXPvRRyDOU8LdMEHJrWqd//vqcOZjFmwPSIvGnAMxx64mOmDrbQmZR0+sYxdTsqwtUCcJNvy5fWRP01Rtp3yS6Q5trPnGCS3hNIh1IeeJhFC/a67EGWTGvnKtk60LmySDMAqyrMVI+zFA2KqNviuDzUDazlCPL+MhGBYSKQjhNi2vu01EeUeoWmGJ8gVhCqF3PWFvpTtdbErzD5ZVsspjbCGpsnFtuw+idku391izg3TTmTOtUnqiS51Hfq05lOK3WHDtaizXl0lJZ3EWdw+oVj7XjtnL6C6ZIvVneCocanEiodvXbWjrqmi7MI5Mqd+owSXKO+1JaeiiU8G92uFlBxJHrsYj50UMdax3bzO5CSv7p0zlSSrcmp6ikNKzm84KlvPnVL8oYV/uOZ3P6HW0gHXl+ZTOzdldGBRZ1CCjJ1uBTn1gNK/BPvne//fPfHdZ6ReGAdT6fYqEY9FF/iU6UNtiJ22C2ztcKVpuG5elHCaaRgmoeiwS4hTOziGMB9ZBTs1qoogGnOVPrTIM5Be1N415OrMsvT8aUMWjm7NynMONvG1SYmvQ1tfj89nyrcZw9kCiaWd1FMAo6ygqy63K20mldATgZTIfO5w9jWx1RSPJUWGW5U+a0kf0WMfh95/RbDUW8nNaokkz7UjIffXeh2zRVaz+vvEpVCY6ykNpJUIcexne0+J47/rQQmykLIoLzY0b0hwnfMdiRnHDVjamJw8d9ZXZubZPqBF2u4Lf0EpdzrZEfDAfCkHfAsxLllm6h3t7A/cvt1mOsPs/Pb3Y6LBNXPE9eW50ktcvZyB2ajzBHfnQMBR0D6y9JCv4+Husi3ynFLuDki78LmmbTH6YQifHPt6sQNwVkOZw0ydAeZuUkJpNDZsw6+7ib8EdZHCEPquWwhxrFjWEFCXZIeW7ZPzoYmxTowk94FZ6cI2gJevakNIiOenj/8du3xHeYxNNHMjtHPrzhHiSD/LYVCCPKmDHDGKmPHFmDjvIBJ3pBLeVMz5dHHW2zEjztjbrtq5wyZRne0ikt9b0erxjI4tkq+izLZUDFtVkhqVQXzfdcl+cKXhzFYBETORZ33UxJgOjKkjIrmnm69rbS57T/pmL8azkj5bzcNM38glRnRSJNq3PJsYA/FynEJM1ZPUUSZVFY1YXB0/FaH9WjtFwVxe6s1R7HdrI2Vf59y4xLSh9nxDp3WKix5Fjp9ncu7cXrPkBAdycmc7tFlGafU4UMh3ljaO7jqMYwrv/CkEn9YXSHHKvIMSZLEjg43fPrCctfNyZHfpSPw8OwfSd+Xyke0ZSV7e2EkK/6t5QpjL1H9EOXd9LnFr9ZglOF/kDcXM04bIiLKrxFxuG2zrqjFNOfr2hjswthhlyVcz1HmRecBeGm9+1MX5aKkpGTGl1mzE5k6nyFNMSkVqHvnu/yuMHOlaRu6w7ebSbPW5Z6a3pIa0iLCWCFRMe3L3l6/+NRkOKXJsiyK7iBVjl0+5fCjFeXR8XhZymhiHCXlhbjAzxKAEGdK+ofpdS86Oyv3SAUBsuMNgcn3virx05KhXkv13XmmkpoqYCewzn1Us9dZ1vnJKSo0tcd+2vF0Z1iW5oaDGLrv0e7Llns90KJ0uX48qm2USXXnNuSjh9l0UUuuYz+VYPzAf+QbmBdqWAx1zabPVHS55tB6KGqdipsHE1soOUWXo9Sl61Y1dAvvQXLttq2pFv2OfPtQQYldVktDyKMrd4iw5Z/n9Anu/YfXUJ6fyhDpfu1IpfGKcKsQ275Hrq7vT7xxYcaaUKvZSMhJ9JTGltSXDEmQHwdC/R4B9gluKvmzz4InFTLfIzZM2l2fiWn5qxLqUrsXY956d+nlVIfLK51nybR2pR2bk3Bfp10V58rexjsQRIX2U5mgrXLXObSNa7kappwK946jqocTSl3etxE4Xq5BMxUqxvm5XKoUtghzqSBkrtiVS3ooYUTRJEnmjKos+3HuqgMbIefR3sSWCNzah9S26QOeWervzRZckVbKIEWMg7XccolXKpc2bfL6kPnOJssJMJa1FF0JsIqQcRuUBADjhQY+Q//Bx/zpq2qD4Hj5SoUURHDww86ceVbaJckwk2cxN9pFzEMYu3yXPXUijSexJwhTH1P3jygufec+MzkYWH2/VidSG2W5fJZXY1Bhzu2IH4amZlw3MS75ql96e2Cj3fMfE8PxKTHfWpTXfGYirC+uLFs8MV+4YDctsj2pTKrEdK33tMds0837EoDox6SIxaSKmdObmbLv2aWoEPiTBthsR13dYK/qfw1gE2yXJoY56PkmO/Q0rXMegLXpsK/NmDq1sloKNiSADcammpiSnBBR11wHy0kxbkZI1cMOtb7lFSnmW7bPhbBEASJkW8fVJ8JHMMaYPeEaK8LVhKspiY2v3wLFFlF13Wzold16uuyxfmopLmNUPLjcto5ZI58hxzMnBt+/NiHuoY2hpe2tj5rOb6SNAjXSXNhERZ8kf/cLgqTdu5lD712V/35VjPTdEuRp8RasI4XxUn/H41T2iYlqqi7XkXsHQ6LZ2qSHc55cZPk5iptlxdtx0LDMwLK83j/4B9WRB+7/jpgSIiNwnROTnhpJX7xektZTKdW6uNGAfIr2VcM90ctVkWRdgU5ZdclyzUyWAuRJv5vDOuhjbxkfw5R3b2D6wHHSJnQMrYZk0HEehuw5g952uKEmj9TGsCPLBh8ufOPSLe2/ERoE9Miw9yxDGFx6FS6AtyzLvsID4g8cXaS551FAjgl2alhES59L61PpJIXVfmfvHty9qdqiMvSlKeboAxEXAw8uYn75GJZOQmMdeEHYjyOtit122qHKInKizntPsizSWRpXMVBElorM51X6KhDFAzEiU5rS5uPZFDLFD7M4s31sKMRw5n29D3G8npRPmzHwJTxFC4jwz6EwHEezWkWrVmfMbL7kYAPCoa69MX0ZE1BhwP73Qh3pe3kiLGOuf7/4dWa0ipn/WXIDS5k+RrpNDrB/VFGJfBHlYgrz+UPkTD/+X/okCkWGfEMcQLc2mKHvm8x08te+29AMntOza6R5ANznNsWX8SnOWXPsndZ+Y1M7Nyr2hyYnw+8S4ZBAcb1WRQClHfft0Wba1SSf3Cce2Jqfb6/Gy6kqb8Enb7jo9Uhgj9i75yxntsQRXO3JGuFRsG/vfta9c+9kUlJh1xazPnC4Gc3RMH10IdPQyO0r/6DPVw/UECHA/ITBvgH1R48m/7shxagk33/UvKv84xqU8KaZDw5Wd8MnbrxhJisWOTEqNKJXhmGU6hfnIxqwkHz7ilGSzM5+OeaCGpDblzikkyznpHiEZ81XMSCW3/EutZH59OSmVVGKXmYpL2M1ygXOfF6bKAJhLz9h931IVI4ao8naRReNnUms2jIol98WJcHQetpbKsby5l+qg6kbbakabpA44oz6zldnbieg0mTva48wyKnTMjB0VbPezxNSf0NMDfYhfV7t87bHVDW9JePl5N3g5w8272O3MmlkWMJWSVI9SXCUXY258dSF2HW+udIqUEm65Vbyy5Nic7uCB6KpftckqxhCxjcMSZA8xMryTIcxLgYixvt6slAwD84sMCXMtYvKDSvKjbYJWO8c2taYjELc/Y6L4NaQ757uNzV93DT6jE1unMibv2iXMtUgdUUk/NlJuYHb3132WzywdHfXcZ12WzRJ4tlSD0sjszFD20+XHRJ9TySpBFRF9DY0GVjLc7Pb60u53aOuQauvU6Vq2rSSiPq1PlNVAOzHEpIa0qDe+u2yH1MZGvG0jYM5NEynQqdTuLBmcPyDEIRmOySnefT+h412N8m1zuDzKFbxUgUJDlrPWXZMKAdRhCfLOTnJUOEeKc4iSY08UWdH3I4iUiHVMhz9Fijinkjv6T6yQhmpYx9Li5sZ3Y2Mb2cg5xLkH99j1bqGOrdyRQ3IOemZEf2njqPMpgYm+zboo77Zhc3YfpHaiS6VUhGuV2LPPFxcVTs2t9H3PzjqsSpotaTip7A0eNC/Kk7/tKRKu78pWhtBFTekOEXNsuEbSNKPSPoFOTfWYkdTp/2OXkdRJ0pOrb6ZI2KYJ5RKHUiWAchHWcYppjDvFPNFX05hP1BUVAotBam2LQbEVCCF+BcArABwF8F+klBdP378UwEsAbAN4pZTyhtJ1KWpKsVpWKJI8R2q1iympd1FKqFs9urD9wIJpHh4p9QlbbWrIsT59VCS5UYQ/dr1mG33Df8bs+5wbGFsaTYkwt6r6kRr1j5/e/ZjXHHnR1kmwhjjXerxfkvubU40kRYrV8RsqTeVi5Z6938sqZs9NMeUcfeiD6wDzshxDSrRZYRvhcq9NZRHnGhFtvcKLez3TqHJmre2Ucn0x09p+S65cYcCfkhObO9yJAJu0qPrlWoZLlruixvagUJCFEOcAOBfA35dSbgghfmj6/hkAzgPwIwAeAeDTQojHSSmjbamryLC+Ppckz0WPEypZlBJz8OsFvGuQ0tFvbt4IySgZVTBm+bkSm1umptWjI9v3aftuUiL9Jqk55nPzV8hvbkHJBcfcr/pIUbNDqpqpKXKm7NyE+XzYlOhyigiXyO5k/vzvLDR0u2s9riix/v3p31lqndbYc4Etj1/ls4cwZRlwC7NtZMpUnB0uA8dVKFqdItdLm+4IuL4cV9m/Wk9XQpVZbG1yYatokltZYjJN+NgGwuekKgIMVJNGHfXEf86RXLJcQmb7S/qqlUaQfxnAFVLKDQCQUn57+v65AK6bvv91IcQdAJ4M4I98C5NSdi7Gimg5HjC+zoC5pHYijFpm4xFxXG1MSbkwl5M06lClx0uhG5/UTphAWJpzy82lRHddOc85xERicp4mAH5RNuYIt3M3Z9U+QmFtWt+gpAgxEBcpBvb2dVCKXdcJ7ffmGuk0n/gos2vESjMVpyZddBw0CUXAbXnzgF1Yq6SHROTk+/ZRaXpETD+ZksE55kjNFy7EJZtOUa7clhaFGXyU2s7jAPwjIcRbARwB8Bop5Z8AeCSAG7Xp7pq+RzrC9aMrFec+i4GXElUUXSPrgmr+gFN+0BFVUID4yLKNkmizTskIhTlCHLO+2MhM7G/D3KdmvrJq02z0cS/lxOzUB7jFskZdaZNWHShj1xWbUxwVLc7pVQ/MDOCksMmya8hc+5MDABFD0rsqvrg6AQLz8hyq/T07rXXSmc9T6oLXxhRTM4ock24SioL7coN3pwlUU3FJsa+CRHFJNaBOKkKijNYWztyiBjnt6CKYGrwqCiE+DeBhlo9eP53/JABnA/hxAB8SQvww7PVnrL90IcT5AM4HgFNPPRW//43ftrbjZ9fs9ZF/f3N++mee8EvWaT95z3ut77fgWX/vUudnn/jK5XjWoQv9C2gUua6Vy5wij0OS6VRJVnjv8mv9UB0jFrnaEhNZ9uGrkOGcJzM9pnYueqi9SRF/x+e2UaKAWZlS+yMUWbZJVG6JvBrUXl90ST7HID7FYuzC0nHa9vvxpS6ZTw5MWbZ1WtWxVXxRqTgz01lSNRQx31dMZLrGkwtb+TxFSgQ7dlp9+SGJjhFiX+US/f+1xXhRpbiL9aTIsM0JfQjxO87Pglc7KeXT3QsWvwzgejkZbeSPhRA7AB6CScT4FG3SkwF8y7H8awBcAwBnnXWW9SzgkmMbLjnumk985XL/53debX1/V5xjD4iKIm37AddI1cjpCNiKKvleuT/82LysyBSN0u9rSCJdrXZ1SXmjwDy2IeRdUWXAltc6W0nBJj0pkeQupDolVSN18IKsUbwUphTE/J4cogzYZdkmygC8srz7fqBEoinLQNr3aZ1fq64xN31Byk1IvPuvBz1LSIhDnUdj6w7H9nNIrjFcOT2iCyGuEXw03a2lFMdSNJKeEOICAI+QUr5RCPE4AJ8BcCqAMwD8NiZ5x4+Yvv/YUCe9s846S958880AwlKcXHUiQJfR5RiCEeYYKu+jvkvU2ag5sEpQolJPNLEnupRODB3nxMd850N4QuD7nrOi/xH72bVvzP2RUj2hVn5qzRzk3AF7FKHUl2oCEfs7cny3tu/Tdmzbbv5ShqT3PUnIoUV6jnNdjfKna5IqxLb5UsS4SgpFBSnuOj9XUdOdUoKhilI5FkI0G0nvvQDeK4T4cwCbAF48jSZ/WQjxIQC3YVL+7eUpFSyeecIvVRPgMXWy03FFmEt41qELq3QaUwxBmGuVXeskhcKFrY5kblsqH+8xKTkl30GsXKeuo/hmJ7ETmI7ZlUsvIWiLRs7mZ+/N5+vMmDNKZVe533Ofx0b1c2uZVrrBFBtb1jz0mNKKvvrjZqUXM93G1aHPxBY19r3vmjcHM0rdkpCEx7QhZhCalLrbQ5PiljLcZ7DQJrs50lyLoghybU5Yfoj8h8c+t9ryUuT4E//jXdXWO2SSItMFsjUEeY6hetTYJPckWKs0Tk0yjocuj4Pm36WPjAGCYqOTPkoG4qkhv0CFWq2x30tp5BjIHsjJ91TAh+378Q1akiu4XUaRW5OzLTk1tyfT5Etx9jEdcU1YhGhwTXySPOQIMllkCsqVdT6sZG0qn6A+8T/e5b45sZ0wj2zM3bRVSbspwVEhwEerairVaoPWwreegwes7V12RCwVvui6v3NgOrlRYJ0m30nsSF6VbihtUWRgPpJsPglwYYsszzy+37DnK8ekMvhEMrVaStedRIF6bYmJDk+mSxu2OascW2F+cS0xHqro5tIqxzjEKCPILdIm9ksEWfGsh72szkVlpCksc/R0xw7AedIsOSZ7lek+j4lWeeIppP6uEqOaLXO+Oxu0wEXJ9xGz3wtyy4G4m5YcUiPNe9Okd/CLxRwpMDSNjVY5y/7hzNM6i+6+l1ufuPQJyJTSUmd9SeTY8UWQRyPIrXOJ95sgK6qJso2c76xPUe2aCBkYrSTrdCXMQ5BjGzm/r4SOZED9XO5Bi7CPCpIcerrh2tclgqwo7cTZ9wiWLlJFOS7P2J1Tb3uy4qugAhQ89ew5arxz+AjluIDRCLKqYuEr1VZTlPerFLt41sNelj7TgfWqHQpjpC60Pt8ySuZtQuDkWesYrbpd6jeYemIfyg1TV2IcokLubEmqSpIQ5HwPfeznDgRZ0UqUXXnlOR0zF4VUGVb40iai+ixYjhVVwjXqnJpRo3jR0iOGzugEGfDXM64hyZRjO6mS3GI/lgiubxnR82beKGTRkSADCZJc4ybUJlR9CPJQZDiWSmkCWfQwaEETfPswct+l3njERPBrRJiBuI6ZpTIdqu3cmlDFlaplBXUC1WvM8Q2C59TE3wO9pHtGKchAuSTzYKvHnDROL0ItytENgSxJ1hjisecb3dGFTRTExhY+8ZXL8cwfe6N1nk9+8c112mW7WA1BwKYM4TvevUB3ffNh6URaQszvrTjdKGXo24LIfGy6S+2c5aESI9a5EWJFTE4xkPbUJDTYlyL76Vzl3xDJY7SCTEgKej71ooo7mWcRb2ZId9hu0GqVJ0ztUJkizWOS5BxcYpwyvLMiNb84Vo7J+KEgk4XGJUgUn/1DriTzGCHArCS3rt1dWoWkVqrG0EkZfr7mEPMABXk/wTrIhJCFhqJLSqgtRK70I8Atc9GVSBLEcWb5HrG2jQ7Yitz2W5dVWYz3VRUlEoSCTBYSChMhpC8++cU3eyVZp2Vda53gYDAVxbU2KUPND24QITJamGJBCCGE9MTPnp3WqbU2Sj5biXqK3OaSKsWfuPPqokpHZHFgDjIhhBAyUFpJchdy2jVZ6RNatFiXYF2SKcf7EwoyIYQQsuDEpnXk4pNTV0lI12e11hvk8BHKL3HCTnqEEELIguOrQa7kuUg2PfiW22qdTijFpAL7d+xKQgghZJ/wyS++uXtRbcnhI84X5ZjUgBFkQgghZB/A+r6ExMMIMiGEEEIIIRqMIBNCSMfs9p4/shE3w3QIdRM+SiaEkDZQkAkhpENm6q86xJcQQki/UJAJIaQxtkEJSmDkmBBC2kJBJoSQxuSO3FVbrAkhhMTBTnqEENIBpgzHRIEZKSaEkH7gSHqEEEIIIWTf4RtJjxFkQgghhBBCNCjIhBBCCCGEaBQJshDix4QQNwohviiEuFkI8WTts0uFEHcIIb4qhHhGeVMJIYQQQghpT2kViysB/Bsp5SeEEM+e/v1UIcQZAM4D8CMAHgHg00KIx0kptwvXRwghhBBCSFNKUywkgOOn/z8BwLem/z8XwHVSyg0p5dcB3AHgyZb5CSGEEEIIGRSlEeRfBXCDEOLtmMj2T0zffySAG7Xp7pq+RwghhBBCyKAJCrIQ4tMAHmb56PUAfhrAhVLK3xNC/DyAawE8HYCwTG+tJyeEOB/A+QBw6qmnRjabEEIIIYSQNgQFWUr5dNdnQoj3A3jV9M8PA/it6f/vAnCKNunJ2Eu/MJd/DYBrgEkd5HCTCSGEEEIIaUdpDvK3APyT6f+fBuAvpv//KIDzhBDrQohHA3gsgD8uXBchhBBCCCHNKc1BfimAXxdCrAA4gmmqhJTyy0KIDwG4DcBRAC9nBQtCCCGEEDIGigRZSvl5AE9yfPZWAG8tWT4hhBBCCCFdw5H0CCGEEEII0aAgE0IIIYQQokFBJoQQQgghRIOCTAghhBBCiAYFmRBCCCGEEA0KMiGEEEIIIRoUZEIIIYQQQjQoyIQQQgghhGhQkAkhhBBCCNGgIBNCCCGEEKJBQSaEEEIIIURDSCn7bsMuQoj/CeAbfbdjn/EQAN/puxH7DO7z7uE+7x7u837gfu8e7vPuqbXPHyWl/EHbB4MSZNI9QoibpZRn9d2O/QT3efdwn3cP93k/cL93D/d593Sxz5liQQghhBBCiAYFmRBCCCGEEA0KMrmm7wbsQ7jPu4f7vHu4z/uB+717uM+7p/k+Zw4yIYQQQgghGowgE0IIIYQQokFBJoQQQgghRIOCvI8QQtwphPiSEOKLQoibp+89WAjxKSHEX0z/Panvdo4ZIcR7hRDfFkL8ufaecx8LIS4VQtwhhPiqEOIZ/bR6/Dj2+5uEEH89Pd6/KIR4tvYZ93shQohThBCfE0J8RQjxZSHEq6bv83hvhGef81hvhBDigBDij4UQt073+b+Zvs/jvBGefd7pcc4c5H2EEOJOAGdJKb+jvXclgL+VUl4hhLgEwElSytf21caxI4T4xwDuB/B+KeWPTt+z7mMhxBkAfgfAkwE8AsCnATxOSrndU/NHi2O/vwnA/VLKtxvTcr9XQAjxcAAPl1J+QQhxHIBbAPwzAL8IHu9N8OzznweP9SYIIQSAY6SU9wshVgF8HsCrADwPPM6b4Nnnz0SHxzkjyORcAO+b/v99mJxsSSZSyj8E8LfG2659fC6A66SUG1LKrwO4A5MfOEnEsd9dcL9XQEp5t5TyC9P/3wfgKwAeCR7vzfDscxfc54XICfdP/1ydviR4nDfDs89dNNnnFOT9hQTw+0KIW4QQ50/fe6iU8m5gcvIF8EO9tW5xce3jRwL4K226u+C/2JF0XiGE+LNpCoZ6BMr9XhkhxCEA/wDATeDx3gnGPgd4rDdDCLEshPgigG8D+JSUksd5Yxz7HOjwOKcg7y9+Ukr5RADPAvDy6WNp0h/C8h5znurxmwBOA/BjAO4GcNX0fe73igghjgXwewB+VUp5r29Sy3vc7xlY9jmP9YZIKbellD8G4GQATxZC/Khncu7zCjj2eafHOQV5HyGl/Nb0328D+M+YPIL4m2lem8pv+3Z/LVxYXPv4LgCnaNOdDOBbHbdtYZFS/s30JLsD4D3Ye+TG/V6JaX7g7wH4oJTy+unbPN4bYtvnPNa7QUr5fQB/gEkuLI/zDtD3edfHOQV5nyCEOGbaqQNCiGMA/CyAPwfwUQAvnk72YgAf6aeFC41rH38UwHlCiHUhxKMBPBbAH/fQvoVEXbym/HNMjneA+70K04401wL4ipTyHdpHPN4b4drnPNbbIYT4QSHEidP/HwTwdAC3g8d5M1z7vOvjfKV0AWQ0PBTAf56cX7EC4LellJ8UQvwJgA8JIV4C4JsAnt9jG0ePEOJ3ADwVwEOEEHcB+D8AXAHLPpZSflkI8SEAtwE4CuDl7Omch2O/P1UI8WOYPGq7E8D/BnC/V+QnAbwQwJemuYIA8DrweG+Ja5//Cx7rzXg4gPcJIZYxCSp+SEr5MSHEH4HHeStc+/wDXR7nLPNGCCGEEEKIBlMsCCGEEEII0aAgE0IIIYQQokFBJoQQQgghRIOCTAghhBBCiAYFmRBCCCGEEA0KMiGEEEIIIRoUZEIIIYQQQjQoyIQQQgghhGhQkAkhhBBCCNGgIBNCCCGEEKJBQSaEEEIIIUSDgkwIIYQQQogGBZkQQgghhBANCjIhhBBCCCEaFGRCCCGEEEI0KMiEEEIIIYRoUJAJIYQQQgjRoCATQgghhBCiQUEmhBBCCCFEg4JMCCGEEEKIBgWZEEIIIYQQDQoyIYQQQgghGhRkQgghhBBCNCjIhBBCCCGEaFCQCSGEEEII0aAgE0IIIYQQokFBJoQQQgghRIOCTAghhBBCiAYFmRBCCCGEEA0KMiGEEEIIIRoUZEIIIYQQQjQoyIQQQgghhGhQkAkhhBBCCNGgIBNCCCGEEKJBQSaEEEIIIUSDgkwIIYQQQogGBZkQQgghhBANCjIhhBBCCCEaFGRCCCGEEEI0KMiEEEIIIYRoUJAJIYQQQgjRoCATQgghhBCiQUEmhBBCCCFEg4JMCCGEEEKIBgWZEEIIIYQQDQoyIYQQQgghGhRkQgghhBBCNCjIhBBCCCGEaKz03QCdhyw9XG5is2gZQoiyRiwV3jMsFa6/RhsK94GssQ2FiyhuQ4VNkMXHUun6y+avsowBbEPxsVTahiFsQ2koo8o2yH7bULp+AKL49F7WhtL5AUAULmNZ7BTOX74NSz23YUVsF80PAMso3YbC+QvXDwArxW0oPRaLZp+2oWwhf/pnmzdIKZ9p+2xQgryJTZy98oyiZSwdPFA0vyicHwfWy+YHgMI2yPXVovl3DpQfFjvrZcvYPrBcNv96+cOR7bWyH972er/zAxW2Ya1s/Ttlh+KkDYU/qZ0BbMPOWtmFZGe9cP7VcqmRa2UXU7FaeDEuXD8ArK4dLZp/fW2raP6Dq2XrnyyjLIh0/NpG0fzHrpbNDwDHrRwpmv/4wvlPWn2gaH4AOGH5cNH8Jy7/XeH85dvwA0tlyzhxqexYOKFCDsMJS2UXiAc94s6HuD5jigUhhBBCCCEaFGRCCCGEEEI0KMiEEEIIIYRoUJAJIYQQQgjRoCATQgghhBCiQUEmhBBCCCFEg4JMCCGEEEKIBgWZEEIIIYQQDQoyIYQQQgghGhRkQgghhBBCNCjIhBBCCCGEaFCQCSGEEEII0aAgE0IIIYQQokFBJoQQQgghRIOCTAghhBBCiAYFmRBCCCGEEA0KMiGEEEIIIRoUZEIIIYQQQjQoyIQQQgghhGhQkAkhhBBCCNGgIBNCCCGEEKJBQSaEEEIIIUSDgkwIIYQQQogGBZkQQgghhBANCjIhhBBCCCEaFGRCCCGEEEI0KMiEEEIIIYRoUJAJIYQQQgjRoCATQgghhBCiQUEmhBBCCCFEg4JMCCGEEEKIBgWZEEIIIYQQDSGl7LsNuwghPgngIX23YwA8BMB3+m7EyOE+rAP3Yx24H8vhPqwD92MduB/LGcI+/I6U8pm2DwYlyGSCEOJmKeVZfbdjzHAf1oH7sQ7cj+VwH9aB+7EO3I/lDH0fMsWCEEIIIYQQDQoyIYQQQgghGhTkYXJN3w1YALgP68D9WAfux3K4D+vA/VgH7sdyBr0PmYNMCCGEEEKIBiPIhBBCCCGEaFCQB4AQ4vlCiC8LIXaEENYenUKIU4QQnxNCfGU67au6bueQEUI8WAjxKSHEX0z/Pckx3YXT/ffnQojfEUIc6LqtQyZ2P06nXRZC/KkQ4mNdtnGoCCGeKYT4qhDiDiHEJZbPhRDiN6af/5kQ4ol9tHPohPajNt2PCyG2hRA/12X7xkLE8XiCEOL/FULcOj0n/qs+2jlkhBDvFUJ8Wwjx547PXzD9Lf+ZEOK/CSHO7LqNQye0D6fTPFUI8cXpcfj/ddk+HxTkYfDnAJ4H4A890xwFcJGU8u8BOBvAy4UQZ3TRuJFwCYDPSCkfC+Az079nEEI8EsArAZwlpfxRAMsAzuu0lcMnuB81XgXgK520auAIIZYB/HsAzwJwBoB/Yfl9PgvAY6ev8wH8ZqeNHAGR+1FN928B3NBtC8dB5H58OYDbpJRnAngqgKuEEGudNnT4/AcA1hq5U74O4J9IKf8+gLdg4Dm1PfEf4NmHQogTAbwLwHOllD8C4PndNCsMBXkASCm/IqX8amCau6WUX5j+/z5MxOSRXbRvJJwL4H3T/78PwD9zTLcC4KAQYgXAgwB8q33TRkXUfhRCnAzgnwL4rW6aNXieDOAOKeVfSik3AVyHyb7UORfA++WEGwGcKIR4eNcNHTgx+xEAfgXA7wH4dpeNGxEx+1ECOE4IIQAcC+BvMQnEkClSyj/EZL+4Pv9vUsrvTf+8EcDJnTRsRIT2IYB/CeB6KeU3p9MP5jdNQR4hQohDAP4BgJt6bsqQeKiU8m5gcjMB4IfMCaSUfw3g7QC+CeBuAPdIKX+/01YOn+B+nPLvAFwMYKejdg2dRwL4K+3vuzB/AxszzX4nuI+mT4L+OYB3d9iusRFzrL0TwN/DJEjwJQCvklLy95zPSwB8ou9GjJDHAThJCPEHQohbhBAv6rtBipW+G7BfEEJ8GsDDLB+9Xkr5kYTlHItJ5ORXpZT31mrfGPDtw8j5T8IkivJoAN8H8GEhxC9IKf9jtUaOgAr78TkAvi2lvEUI8dSKTRszwvKeWSIoZpr9Tsw++ncAXiul3J4EP4mFmP34DABfBPA0AKcB+JQQ4r/ut+tKDYQQ52AiyD/Vd1tGyAqAJwH4aQAHAfyREOJGKeV/77dZFOTOkFI+vXQZQohVTOT4g1LK68tbNS58+1AI8TdCiIdLKe+ePra2PaZ5OoCvSyn/53Se6wH8BIB9JcgV9uNPAniuEOLZAA4AOF4I8R+llL/QqMlj4C4Ap2h/n4z59J2YafY7MfvoLADXTeX4IQCeLYQ4KqX8fzpp4TiI2Y//CsAVclLr9Q4hxNcBnA7gj7tp4mIghPj7mKSaPUtK+d2+2zNC7gLwHSnlAwAeEEL8IYAzAfQuyEyxGAnTPLFrAXxFSvmOvtszQD4K4MXT/78YgC0q/00AZwshHjTdnz8NdjIzCe5HKeWlUsqTpZSHMOnk+Nl9LscA8CcAHiuEePS0o9N5mOxLnY8CeNG0msXZmKT43N11QwdOcD9KKR8tpTw0Pf7+E4CXUY7niDkev4nJORBCiIcCeDyAv+y0lSNHCHEqgOsBvHAIEc+R8hEA/0gIsSKEeBCAp2Ag12UK8gAQQvxzIcRdAP4hgP8ihLhh+v4jhBAfn072kwBeCOBp03IoX5xG8MiEKwD8jBDiLwD8zPTvmX0opbwJkwvqFzDJuVsCex2bBPcjmUdKeRTAKzCpqvAVAB+SUn5ZCHGBEOKC6WQfx0RA7gDwHgAv66WxAyZyP5IAkfvxLQB+QgjxJUwq1rxWSvmdflo8TIQQvwPgjwA8XghxlxDiJcY+fCOAHwDwruk1+ebeGjtQQvtQSvkVAJ8E8GeYPL34LSmlsyRcl3AkPUIIIYQQQjQYQSaEEEIIIUSDgkwIIYQQQogGBZkQQgghhBANCjIhhBBCCCEaFGRCCCGEEEI0KMiEEEIIIYRoUJAJIYQQQgjRoCATQgghhBCi8f8DA5k4epQCip4AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Now let's make a quick plot to see what we have\n", "fig=plt.figure( figsize = (12, 8) )\n", "plt.contourf(sat_lon, sat_lat, sat_sea_level, 50)\n", "plt.colorbar(orientation='horizontal');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Side note about time\n", "\n", "In this example, we arbitrarily choose time index 1 (_i.e._, the SECOND time-step). How can we determine what date this corresponds to? And, maybe we want to select a different time, but not on index but on date. How can we do this?\n", "\n", "It turns out the file does have metadata that tells us how the time (number) corresponds to a date. We can use this, and the datetime function to convert." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "days since 1950-01-01 00:00:00\n" ] } ], "source": [ "# first, let's have a look at the units on the variable time:\n", "\n", "print(file.variables['time'].units)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "the first time is 15629.5\n", "the last time is 22264.5\n", "the range is 6636.0\n", "number of times 219\n" ] } ], "source": [ "# and what are the first and last values, difference between \n", "# successive times, and how many are there?\n", "print(\"the first time is \", sat_time[0])\n", "print(\"the last time is \", sat_time[-1])\n", "print(\"the range is \", sat_time[-1]-sat_time[0]+1)\n", "print(\"number of times \", len(sat_time))\n", "#print(sat_time[0],sat_time[-1],sat_time[1]-sat_time[0],len(sat_time))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# okay, time is a number from 15,629.5 to 22,264.5 \n", "# that represents \"days since Jan 1, 1950 at 00:00:00\",\n", "# there are 219 of them, and they appear to be monthly\n", "# how to convert to a date?\n", "# the netCDF4 package has a \"num2date\" method, and this\n", "# requires a variable name and unit; we can use this,\n", "# then make a date with Pandas datetime like before (!)\n", "\n", "time_convert = nc.num2date(file.variables['time'],\n", " file.variables['time'].units,\n", " only_use_cftime_datetimes=False)\n", "date = pd.to_datetime(time_convert)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DatetimeIndex(['1992-10-16 12:00:00', '1992-11-16 00:00:00',\n", " '1992-12-16 12:00:00', '1993-01-16 12:00:00',\n", " '1993-02-15 00:00:00', '1993-03-16 12:00:00',\n", " '1993-04-16 00:00:00', '1993-05-16 12:00:00',\n", " '1993-06-16 00:00:00', '1993-07-16 12:00:00',\n", " ...\n", " '2010-03-16 12:00:00', '2010-04-16 00:00:00',\n", " '2010-05-16 12:00:00', '2010-06-16 00:00:00',\n", " '2010-07-16 12:00:00', '2010-08-16 12:00:00',\n", " '2010-09-16 00:00:00', '2010-10-16 12:00:00',\n", " '2010-11-16 00:00:00', '2010-12-16 12:00:00'],\n", " dtype='datetime64[ns]', length=219, freq=None)\n" ] } ], "source": [ "print(date)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "slice(62, 62, None)\n", "1997-12-16 12:00:00\n" ] } ], "source": [ "# We now have a \"proper\" date, how can we search?\n", "# use the \"get_loc\" method on our date\n", "\n", "print(date.get_loc('1997-12-15'))\n", "print(date[62])" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# okay, now let's redo our plot, but now select the 63rd time-step\n", "# that corresponds to December 1997:\n", "sat_sea_level1 = file.variables['zos'][51,:,:]\n", "sat_sea_level2 = file.variables['zos'][62,:,:]\n", "fig=plt.figure( figsize = (12, 8) )\n", "levels = np.linspace(-1.4,1.4,51)\n", "plt.contourf(sat_lon, sat_lat, sat_sea_level2-sat_sea_level1, \n", " 50, vmin = -1.0, vmax = 1.0, cmap = cm.jet)\n", "plt.colorbar(orientation='horizontal')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's copy/paste the map drawing code from last time and polish up the plot" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/tljh/user/lib/python3.9/site-packages/cartopy/mpl/gridliner.py:451: UserWarning: The .xlabels_top attribute is deprecated. Please use .top_labels to toggle visibility instead.\n", " warnings.warn('The .xlabels_top attribute is deprecated. Please '\n", "/opt/tljh/user/lib/python3.9/site-packages/cartopy/mpl/gridliner.py:487: UserWarning: The .ylabels_right attribute is deprecated. Please use .right_labels to toggle visibility instead.\n", " warnings.warn('The .ylabels_right attribute is deprecated. Please '\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# draw color-shaded plot with map background\n", "\n", "# set up the figure\n", "fig=plt.figure( figsize = (12, 8) )\n", "\n", "# set projection\n", "ax = plt.axes(projection = ccrs.PlateCarree())\n", "\n", "# color-shade sea level ('data') on same projection\n", "plt.contourf(sat_lon, sat_lat, sat_sea_level2-sat_sea_level1, 50,\n", " vmin=-1.0,vmax=1.0, cmap=cm.jet, transform=ccrs.PlateCarree())\n", "\n", "# add coastlines\n", "ax.add_feature(cf.COASTLINE)\n", "\n", "# add lat/lon labels\n", "gl = ax.gridlines(crs=ccrs.PlateCarree(), draw_labels=True, linewidth=2, color='gray',\n", " alpha=0.75, linestyle='--')\n", "gl.xlabels_top = False\n", "gl.ylabels_right = False\n", "\n", "# set label size and color\n", "gl.xlabel_style = {'size':15, 'color': 'black'}\n", "gl.ylabel_style = {'size':15, 'color': 'black'}\n", "\n", "# specify where to label\n", "gl.xlocator = mticker.FixedLocator([-180, -120, -60, 0, 60, 120, 180])\n", "gl.ylocator = mticker.FixedLocator([-90, -60, -30, 0, 30, 60, 90])\n", "\n", "# specify how to label\n", "gl.xformatter = LONGITUDE_FORMATTER\n", "gl.yformatter = LATITUDE_FORMATTER\n", "\n", "# Add a colorbar and title\n", "plt.colorbar(orientation='horizontal')\n", "plt.title('AVISO Sea Level Difference, Dec 1997-Dec 1996');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1B. Make a time-series at a point\n", "\n", "Now, let's try and extract a point near Hawaii (roughly 22N, 158W) and plot vs. all time. Note since we closed the data set, we need to re-open and extract like last time." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# This time let's use the APDRC file, first we \"close\" the last one\n", "file.close()\n", "\n", "URL = 'http://apdrc.soest.hawaii.edu:80/dods/public_data/satellite_product/TOPEX/AVISO_reference/msla_monthly'\n", "file = nc.Dataset(URL)\n", "sat_time = file.variables['time'][:]\n", "sat_lat = file.variables['lat'][:]\n", "sat_lon = file.variables['lon'][:]" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[607]] [[524]]\n" ] } ], "source": [ "# We now look for \"where\" the salellite data set has a measurement near 22N, 158W;\n", "# note that we don't know the exact resolution of the satellite data set, \n", "# so we search within a range. For example, the satellite may not have data\n", "# at 21.75, and if we search for lat = 21.75 we'd get nothing back. On the other\n", "# hand, if our search is too wide, we may end up with more that one point.\n", "# To do the search, we use the numpy \"argwhere\" method\n", "\n", "# step one, find the index corresponding to our point\n", "J = np.argwhere((sat_lat > 21.5) & (sat_lat < 22.0))\n", "I = np.argwhere((sat_lon > 202) & (sat_lon < 202.5))\n", "print(I,J)\n", "\n", "# step two, extract the data at this I,J index\n", "sealevel_hnl_aviso = file.variables['sla'][:,int(I),int(J)]" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(208,)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sealevel_hnl_aviso.shape" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Make a plot\n", "plt.plot(sealevel_hnl_aviso)\n", "plt.title('AVISO Sea level at Honolulu');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the x-axis is just sequential from 1 to 208, corresponding to the array index (row) of the dataset. But what we really want is time. Checking the metadata (see above; time.units) you can see the time values are monthly mean values from December 1992 and are reported in \"days since 1-1-1\". This is a standard, but bad, reference used for example in matlab. It cannot directly convert in python, _e.g._, this will give an error:\n", "\n", " time_convert = nc.num2date(time)\n", " date = pd.to_datetime(time_convert)\n", " \n", "So, we'll have to add an extra step. There are probably many ways to do this, but here let's just use the fact that we know the data start on Dec 15, 1992. If we subtrac this from all the subsequent days, we have re-referenced the time value to \"days since Dec 15, 1992\". In other words:\n", "\n", " date = time - time[0]\n", "\n", "will have time as \"days since Jan 1, 0001\" and date as \"days since Dec 15, 1992\". We can then pass this to datetime." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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uYVKUVH+5hj9WjCDXrLnK/Z+6voOGbiItS/jcmVUQAnzz3c6smE6qgddKKvZNZzGZkSMH+U88sYyLGxUcmMl1NO3KkWuag/xERkYl4lr4midd5w676Y1XkD+3WsKVrWpXeh+NA+qaaUs1ALMoS0QUQw0tOLMN0+SVhInXn/nks/ipv3om+eJiwq8QioMz+WIEJs+lmre8aB/qmolnb+wCAD53ZhUnj8xiYaJZ4kga1DbKKuYnMpjIyJHlmmvbNWRkCa+9YxE3d5MH+bWiinw61dJILI5dlt8MCk1Bnjmx+um06DWKdR07VQ2rRTHkHGBuMjeTB5h0qQlNfjjBXR2hmrzN5KPfqSmleO5m0dZ++wH3EAwv+N8Xh8m/6Z59AIDTlkxzZqWIN96zt+m5nQw53yg3sDCRxkRWRqVhRLJ3Lu/UsH8mh/3TWWxWGrbTIS7WPfZJjnSMZnScybvPnW708xk28HPm7M3igFcyHKhrpl0IxaFIBFqM+NApRJCPgaLN5MMSr2yLGsdds1FuYLuqYbva6Ju/PqybZkoimMjIkRKvXK9+8aFpTGZkvHCzhFOWNv/q25rHOaZlCWoC1mqaFFsVFQsWkweASgS3zMpODUvTWVsHX0vILtdL9aYdCUcc+ckO8h4mDwxHkKeURpaewl6DnzPPrZS6sayRR92HySuyJNw1wwpbrgnV5NkHGkeuObfKLgiTRrfkdYrdNhOuprKyPSgjDGslFTklhcmMjDv2TeL51RKevr6LjCzhjr0TTc/NyCm7K18c7NQ0mBSYL6TtG2wUyWZlt46l6Zwd5Fd2Hd9/nB3FdkXDXCHd8nisIO+TzxmmHvufO7OKB3/2c7jQQWO6umbarpHnBJMHwBKvbk0eYHNehbtmSFGOoslbxQ5xgsjzqw7r6UYf9zDUGgZ+7XMv2JppUB+eqZwSicmvl1i5PyEEd+ydxAurJTx9fQf37p+yPcEcSVs+bFqJT6bJs/W2S77qhonVYh0HZrJYsoI8T75+4Ivn8Yr/9oXIWvhuTbOHhbiRTkXPMVRUHYQAeVeLapvJJ7jxdRtfu7QFVTfxP79yKfFrlFzni2DyDKputjL5FBEVr8MKfhJH8snH+BBfcAX5jXJvdfmvnFvHb3zhHD566hqAkCCfVSJr8lyvvnPvBHaqGp64uoP7Dky3PDcjS3ZxSBys20E+bR/7dvbO1ZIKkwJLMznsm2Ze/ZXdOi5vVPAbnz+HrUojcoDeqTV8j5MS46ZVUnVMpJtbVHejaVu3cHaFMe+/+sZ1+6YaF5wUHJrL4cJ6eSh2KIMGc9d4E69E9K4ZVpQtNhY0MARwDQWIw+Rvlmw5IOnc0KhYsVwm3NMezOTlyO6aPVNWkN83BQDQTYr7Ds60PDeTmMmzY7I4kcFEhh37dkx+xWrJsDSdxURGxmRGxs3dOv7L3zxrryHKhcZHGPIKVzcyMUY9+o3567SfT7dAKcWZlSIeOjoHVTfx4ceuJnqdXUvee/mxeegmxfm1ZNKPbpj46Y8/05F0tFlWEyfauwlVM1oTrykJWh97W4kgHwOlOutbE+b/zcS0UFJKcW61jFceZyP4NhPMDY2DG5YubVImN3hPQI6prNK0/Q7CelG1y/3dGvyLDwYx+S7JNW1uQDesm9n+Gcbi901n8S8XN/HF59dxyKrCjaKLFkNyF3ETr94dIO9nMmgmv7Jbx05Vw7e/ZAmH5/J2S+e44Ez+rn2TAJBoBi7A+hT92deu4hNP3kj0+wDwjg/+M371c8mrnN14/MoWnr6+k+h3mSbvkWskScg1w4p2HSiB+Ex+ZbeOkqrjoWNzIASJt8pRsbLj+MWnckrgDWsq116uqTUMlFTdrgSdn8hgYSKDnJLCicWJlucn1uQrDUgEmMkpdqBs16TshovJAyzIP3ezBEKAdzzABpdHcTjwBPVMQJCPbqE0WorobLlmwJr8mRtMqrln/xSySrIbMeDcEOcn2K5HS3jzWrVyJ3xdcaEZJq5uVRP/vhf/+ZPP4pcTtsVgmrwn8ZoifS2GEhWvMVCqh/eSB+J3oeRzVo8vFjCXT2Ojx3LNzd06ZvMKtqv+veQ5prIySqoO06SQJP8bAc8fLLrshSePzKKmGfaYPDeStjXYKDcwV8hAsqydQHtNfmWnhsmsbCfJebB/6OgcDs3lAUSrOtwJsZqmY8g15brmE+SHQ645s1IEIUxuyyrJW0/wz2S+wM6HpE36eJDneYK42Cw3QClwZavzwTdsPSoK6WSh0tvWAGDFUP1sYNjzIE8IuQygBMAAoFNKT/b6PXuFdm2GgfhMnleM7p3KYq6QxlYf5JrX3L6ILz2/FjrhaiqngFLWrydo98I1z5wrR/Hr77o/8DXjBEU3NsoqFix2yI9/O03+xm4d+62EKwA7+fr2+w+42r1GYPKuEYZexKt4NZq6WALDI9ecuVHEkbk8JjJyR/10uFxjM/nEQZ5dE8s7NexUG775kDDwosIbO3Vohmlfk0lgmBSbZRWHZnPtn+yDug+TT/eZyfdLrnk9pfT+UQ7wAG8z3IbJ262Go32Ia0Wn98v8RBqbld7JNaZJma1wNof3vOY43vaipcDnTkaoeuXBwO0DziqpFubCkbTr4mZZtYuRUhJBPp1qr8nv1LA04wTVBw7P4MBMDm+7bx9kibd77ZDJy8zvbEZ4nbJv4nU4fPJnbxZxz36WNO+kn06xpiOdkmxSkPR1Vl19hs4kYPO8CtswacfjFbcqDZg0WddIzTBhmLTVXSOJYqihRamuYaKNJh+31fB6SUValjCdUzA/kelp4nWjokIzKPZPZ/ET33I73vPa44HPtfvXhBRE2UE+IKh7EcdX7sZmpWGzQ4Cx+XZMfrWoYt+UE+Rff+ce/NP7vxkz+XSsEWyOJt/KJpUYswPKaitB6MZw805Rqmu4slnFPUs8yEuJbzpFS87sdHDOWlHFrLVzSqKru9uDXNnqbFA6f60kfws/1/00+XErhqIA/jch5HFCyCPeHxJCHiGEnCKEnFpfX+/DcpLD70L1Io4UADC5ZnGCFRMtFNI99cnzpOu+6fZbT+4mCSuIUvXmgQjtkLQL5Wa5Yeu8AKtTKIUEecNqg+DXbwaIN51nt9oAIf6tLDIRayIopRaTb74ZDkNbg+dushoNm8l3mHidyimJO7FyrBbruGvfFBYnMziboKjKHeSvbnamy/NdQRINncuZrcVQ0RP23UA/gvw3UUofBPBWAO8jhLzW/UNK6aOU0pOU0pOLi4v+rzAkKNb10JYGQPzhGGuluu0zn5/IoFjXe8bsuEd+aTrb5pluJt9erklHDPIZOQU95vzbumagrOpYmHSY9GSbTpSbFVYI5e3/zmHLNRGZ/FRW8U0+24y1zeel6mzbzu2fHHZbgwG6a2xnzRKzvHYi1zD3mZy4EyvHaqmOvVMZ3LM0ZXc1jYO1koqprIysIuHKZneYfBIN3Q7yXgvluGnylNIb1v9rAD4O4KFev2dSGCYNDLCqbqChm22ZPBDvTr1WdBgnlySiDqKIC967JVKQz7V3sfDgFIfJA/EYHm8q5m4QNpGVQz38fpOc3HAGN0TT5IMS1FFHPZbsvjVBTH5wmvyZG0XMFdLYaxGNjCwlLiIq1jtn8pRSrBZV7J3K4vBcvkmfj4r1kvP7Hcs15eRyjR3k063umrFpNUwIKRBCJvnXAN4E4HQv37MTfPBL5/Ftv/UV359FGRjCEadv+lrJKSaat6peeyXZrOzWkZEl32ZbXjg95aPINdE0+SRBjdvgDlu2RwDIp2VUG8Gv0T7IM1Ye1Sfv56wBot+0Kj5thgE2Ck4ig5VrzqwUcc/SlF0v0ZG7psY0ebt/UwK2ulPV0NBN7JnKIp9JhX7OQeC748NzBVztEpNPFuQtTd5DghRpvJj8XgD/SAh5CsBjAP6WUvqZHr9nYjx5bRfXA7Lx9mSfNolXgDHFKAGkrhnYrWk2k+cDtLcjzg0NQ0M3cWmj0iSNbFgulSgTexx3TYTEaw+ZPK8jODLvDvLhF78d5Cf8dyz2MOUoTL4awuQj/j383PF6rQkhA50OpRsmnl8t2Xo8wCSk5IlXZrclhCS2y65aGvi+qSzyigxVN2NXh66XWZ7ryHweV60pVUnBz6Ukf0vNx2IMWEx+XHzylNKLAF7Sy/foJq5vVwM/THvLHUmuiTYUgJ9AXJN3qjk76+v9P79yEb/4meegGRT/7R334d0PHQbAbireEy4IckpCIZ1qw+S5uyaqJh8/0Xh1s4q0LGGvy2PeNshbOyG3ju+GM0y5/TqKNQ0HAzzSXPZp9/f4DQzhSCds2tYNXNyooKGbtrMGcJh8kvF9RddgeCVhEy7ukd87lbHlxapmYCqi151SandG3TOZRU1jVdntKtWD4DD5DjR538Tr+DD5kQGlFNe3a9BNf99zKcLAEA5Ziqa58UIoLtdELfQJw+NXtvBfP30WrzyxgJySaupwWWsYyEW0OwLtWxvw4BRVrkknkGuublVxaDbXlPjMKTJqIUND1ksqJjIy8gFVijw4R/XJt2XybYJZmNQ3yGHe3Flz19Jk03poAl+4qhtQddMecq/EaPngBtfg905l7c+vFkOyKak66pqJPZNZm9DUE0g+HJ1o8nzd3mtOSRHhkx8EdqqaHVz9LtqKz2SfIKRlKZIUsG5tTbl2bE89ShjkTZPi//rIUzgwm8MHvucBHJ7LN8lPdc2MFeQns+HTofhxiirXcEZTj+EmubJZbdLjAYvJa0bgNpwzuSBE9clTSkM1+UwqmruGT7HyDfLK4IL8lQ2W7zg6X3DWk7BAyzv/OKlcw4sDFyczdu/9ONeDOx/Dfz+Jrm+/nrWzCCJ/YagH+eSlaPGhWxBB3sK1bSdB43fR8QvVW7XoB1mKtlVd88g1hQ6Z/MWNCq5sVvG+h2/DZFbBwdkcrrncBTXNaMn0h4H1lO+euyYbcxISpRRXt6o44gpCANM4KQ2WSdat2oMgKFI0d01Z1WGYtGMmXwpl8sk18E5xabOCpelsk5yQtNWC063TYvIJ+7NcXK9gz2QGWSWVKEhzN1Y3gjxvwMdbi8d1xPAdhN/QkH72rhFB3sK1rfDRcBWVfWBRGhXJETW3taIKiTgNnTKyBFkiiZn86WXmKb7/8AwA4OBsDsvbNZvx1jUDuYj6OdB+OpSqm0jLUmTtlrsMvEzeNKndI8aNbWt3dciHyQPBF+96OZzJK9Yc3nYJvbBqV6Bzdw2QvP1yN3Bls9qU0ObrAeIHee/M4KRD279xdRsPWOcvJz1xgjSXV/iNAnASoHHBXW68XXVc9l3XgzV50Wp4ALjuYvJ+d9mqxeTzmfZMOB0x6bRmDYjmHRsJIShEKNkPwtPXd5FVJNxmtfk9OJtHSdVtNl7TYmrybeQaVW+dXxkGR65pvug+8MXzeN0vf7GlSOrKZqt9EnAHef/j1Fau4Uy+zfZ7pxo+BzeOu0YirdosMFhN/spmpUmqYevhBVrxAuOO3ciN3RCTVHVuVRq4vFnFA4dnATiulChD2zncsweSaPpu8GrXA7N8/kC8vydIk5dTBCZFbPknKUSQt+CWa8KYfD5CkJQjWii3Kg3Me2SFKH1ZgnB6eRf3LDmzVbkrhP9ttUZ0dw3AgltoMZRuJgzyzrExTYoPP3YVO1Wt5WL2s08CQC7k4q1rBkp1PZzJp6Ix+TVPzqT1dSImXq3mZH47nkHJNaW6ho1yo0UKS8rkeQEftwEnaWHxxNVtAMCDVpDnu+aqGv342DfmrNyWDLQDP/+OLbBjFFdisX3yPkweiC//JIUI8hbayjUNHVlFahlO7QclYgOimma0jBKcyMiJ5BrDpDh9Y7dptiqXOXjytebT2zoMfM5rUIJT9ZlfGQaegHIz+X+5uGlPcfK2KuCFLIdmPUxeCZZrHI98WOI1mk+ev7/3JsORjmihLNaC22F0K/Fabei25TAKeLn/Ua9ck1CT37aCK28sFvUacOOJqzuQJWKfw/kETH63pmEyI0NOSTahSSrXXNmsghDguBXk4/49Nc1AOiW1zFZwLLyCyfcV17arodvviqpHHhwQdavqx6wLmZS9a4iDSxtlVBtG02xVzuS5FOU3wCAMUzkZJgUqAdvdxHKNi7l+7BvL9tfeHcy17SqbNOU5RmGaPNdkw+Ua6yJrw6SubtWQT6fsSmQvoo565OX+Qa/RDU3+g1+6gG//rX+MXPhzxb6BNTP5bGK5hjdys9w1CZj8N65u4+6lKfvz5p9zHLnF7dXnMklSuebqZhX7prJ2LiXupKu6ZvjWkNgW3j7p8iLIg7k4lrdr9h27YbSeFNWGEUmPB3hiJQqTb2XCE1kltMNiEJ6+zpKu7tmq0zkFExmZ+f8NE5pBY2ry4U3KGlbiNSp4AOHbWNOk+MzpFey3eul4paHVourbZ8dhaK3HqV1LA8C1XW5TsHZ1i9k3gxLLUTX53RCvfUZOdcVpsbxdw0a5YTu22uGyle9oSbwmZvINTOcUm7XGddcYJsVT13bwoJV0BZzEa1wmz491p+6aK9bn7/Q6ih/k/a63OF1QuwER5MH6lau6aSehfC2UMZh8VAul6lOBOpFJJZJrzq2VoaRI02xVQggOzuZwfbtme3bjFkMBwf1rVN2M3EsecAIIl2vWSioqDQMvt4aYe//u1WLdbpzlRpjrgktTYU3YUhIBIe1711zbqrY4e9yIGuTd7NKLTJcqXrm75cJ6tCHclzeYVTF4kEl8uWbWNcEpE7MYanm7hkrDaG6xILOOrnE0eXeQ74Zcc2Q+Hzn34kXQztmWC4Um3z/wPutHFtgF7XfRVhuGzQzaIWq1X83H0lhIJ9Pk14rMG+7V/1iQr9pb1jg++Xb9a+LKNRlZAiGOFLC8wySDO/exikuvXMOCvA+TD9HkL66XMZ1T2jZha1dazj36XmePG1G7LRbDmHyXNHk+werSRrT+6Vc2qy3OGiB5Z0w2ps/5G5WYxVCXrJ3FcQ9JKbRpRteyDlfxGtfDk8g1FVXHRlnFkfmC/TnHtVAGudlsuTBC65NuQAR5OC14j8xZco3Pyek3vi0IihQ98eo9CQpteqUHIcgbvmcqi/WS6sxj7aJcE9ddwxpySfaugrNuO8i7/m5VN7Bd1XyDfJhWe3G9guOLhbbefdYJMDgIrZdV1DQjNMjbswPaavLBvVO61aBsx3K3XFyPFuSvb1d9e/I4FsqYTL7SzOTjWigvWTsQ7mThyKVTsdwxbiZPCEFOSdbJkjtrOpNrWue7Aq45BILJ9w83rVJqrk8G+eQjyzURix1qjdbt3GRWRqWhx+6cF+QNn8zKKNV1pyNeN+WamO4agAURfsPhQf4uK8i7cxFrrkZVXnD/sy+T3yjj+MJEy+NeMJtr8DHmlcKHA5w1HO0Yq26YKKt6iCaffNyeG1yuuRhBrtENE6sl1S7yaVpPQk3ey+TjJl4vbVQwmZFbktyFjByY+PeDN/+RS6d8czftcMXlrJLt1skxffJBco2UbGeQFCLIg/VZV1LE1nGDfPJxEq/tCm1Mk0LVzZaToJBhjpa4OuJGAJOfyipoGKYdBHLpGBWvbYZ5q7q/eyAMWcUZSrG8U8NcIW3bHd1MnnvU/Zh8VmGyj7dJWVnVsVpUcXyxVYbwol2XRDeTC0NaDk8w8mQyL/f3IiOnoBnxpmV5wXvsANHkmrWSCsOkTYPOnfW02lyjwKvJs8Rr9L/p4kYFx3x2YPl0KrQZnRt1jQ32cec/2O8nYfJWYnquEGvIjBtqoCYfb0RopxBBHsDKTg17p5weHv6afBwLZfvEK2dKrRbK+P1rDJNis+zfr4X3S+HM2DuKLAzcDhdUEBVXrgGYjZK7a5a3azgwk4OckpBVJJRV52Zyc5cz+dZAFLQNv2RJFSciBPl2TaKubtZACHDAh+260a5831vu3/L7SufDvKsNw3ZOXduutX0tLk/6MvkEide6ZqCmGbZHnr2OhEaMHcrlzUqLVAOwIB3VUswLoZqYfEK55spmFdM5BdN5Z9JVXAtlkCYfdw50pxBBHozJL01nQxtOVRpGdE0+goUySD7hI+Li6PJblUbgTFOePOXMOE7iNS1LyCnBPeUTBfkmucbRhScyCsqui9ndctYPvBOlGxc3mFThTt4FQY7A5PdNZdvWFbTrtsiDfJAm7xRUJZdseNL1xQenYZjU3oUE4YZlNNjvM9A9STtou8dPE5OPXgyl6gaub9cCgrwcWZN31uGVa5Jp8ly+5b2OuqXJx2l13Q2IIA+mye+bzgVa4jTDREM3W6pTgyBH6DLHTzzvScCHPccpiArzhnM2zp8TR5MHmMwQ5K5p6PE1+azCEq+UUizv1GymPJltbuewWqojnZKa2KEbOZ9t+IW1MiQSXKHqRjtJ7fJmpa1UA7SXa/gNcjqoXXFCDdwN3tztwSOsHUA7Xf7GDmfyrTfQlESgpEis9XhbGgDtj4sbVzeroLQ16QpYxYERmbjfrqndgJkgrOzW7ZtgUgtlLWBIj907STD5/oBSan2g2cAyde7TzUdk8ukIidegqTEFzuTj9NAOqfLkTD5xkM8Gd6KMa6EE2Hi5umZgq9JAXTPt5k8TGRll1/usFVXsmQoeVZhXWhnehY0KDs7mI914lFSwu4ZSivNrZZzY035H0C7B2I7JJ3WzuLFTY0H2bmvCU7vh1yu7dUxm5MBRlhk5FWs9fFzlrMdCaZjRcg0XrTyCX5BnA2KSB/k4v89BKcXKTs3OWaQTavJ1zfA9F53eSYLJ9wVblQYauol9riDvvWjtXvJRmbwkwaQIPcGDOtQlmQ4VNtPU1uR5kI8h1wDB7YYppYk1eVUzbGfNQasvjbcx281df488R87D0CilOHujGEmPB6zpXQEX2Walgd2a1lRYFoR27hq+Cwpz1wCdyTWcyfNdUTvmu+wKYEFrirMebt+c8TB5IBpb5cnio4FMPp5c0+quiXdsi3UdlYbRwuTjtiEIGrcpJ7RkJsUtH+RXrOZYS9NZSAFb1WqMgSFAtOx5MJOPPx2KB3m/maacQfIgH6d3DWBNh/KRazSDglLEqngFWE/5uma2SAYTltWTY7XkX+3K4XVNPHujiIsbFbzhnr2R1hE2gu3CGpM7bovK5EM+513PMA0vknZ9dINr8kvTWUik/bmzslvzTbq61xRPrrGYfMFloYwhcZxbLWPPZMZ3t5NPy5ErXvnNpkmuUeL57AEnMc1vhEncMLyNiJ/RwWnUJ4J8X+AEeXbS+yXS7IEhES2U6QiJFf4Be+/0kwmZfNBMU0euYX9nt+QazvQSuWusQifAGZgy6WHya0XVnn3rB6/W+tdPLENJEXzrfUuR1iGHJMcvxHDptEu8FusalBQJPO78JtkRk3clHAvp9q2qV3bq9vketKZuaPKAvyNlp9poOmZnV4q21ORFPs16+0Qduu5ukgb4527agVfAc0u1o8lHl1fsNiI+lmW+PrebrJfoeZAnhLyFEPI8IeQ8IeT9vX6/uLi529zrhDGz5pOCM6OgwdBe2Hf+kAslyF2TiMmXVSxM+Jfx8w56m5WGnVSLA5Z49Qvy7G+LH+SZT57fODjDdQ9LKas6yqqOfSH9Z3Jp2T6Ghknxiadu4OE79zRJBmEI6y90fq2MnJLydZ94EYXJT2WVwNyCzeQ70eSrGtIp5oQqhLSqfv5mCd+4uo3NSsNuChe0pjj9dHaqDWQVqWmXGJSsNEyKN/3al/Fbf3+O/Vw3cW6tFBrkgWhNxnibYXdrjyRyjR/xA+Ix+aCdOtC+XUi3ES1qJQQhJAXgAwDeCOA6gK8TQj5JKT3Ty/eNg1VrBN/CBB/Bl/LR5KOP/gOiDQWoBZwE+XQKhMRl8vXQwRYssJpWEVHMIJ9lg0MopU2/6wT5uO4a5pMv1poZ7kSWBSdKKTa4/BTSE969DT91eQvrJRX/6v4DkdehpKTAbfyF9TKOLxYgSe2PVUaWsFUJ0+SD+9bw3wc6dNfUGpjOK9ZksWBf+Xv/9HG7+2Q35BpKKT719AqevLbTxOKB4E6fZ1eKWCupePLaDgB2rDWD4u6lSd/3cJrRBVcNc+zWtBYXU15hxWaaYdpraoeV3RokwkYIsr+lPWnzwu4V5RPkJ9IyCGGDW/qBXjP5hwCcp5RepJQ2APwFgLf3+D1joVTXMJlV7Avazy3haPJRK17btxJ1hvw2fwS8KVNcuSastS7fHsZNugIs8aqbtIVJ8WMUv+I1ZTN5N8OdyMjQDJbM3bK2/0F93IHmxCtnXkGBwg9Mk/f/fM6vlSMlXYFo7prJkOAUNBIxDnaqGmas9wiaLHZxvYxLGxXMWcE4rLtm1GlVz90s4Sc+/AS+fnm7pdmZU3PS/Dpfu7QFwMl7nF0pAgDu6QKT3/G5oeZi/D7HjR2W9OcJUt61NA6TVwPmuwKAJBFMpGUUE/SoSoJeB/kDAK65vr9uPWaDEPIIIeQUIeTU+vp6j5fTipKq2w4UwH/77Wjy8Zh8WDaeD87w02rjTodaL/lXu3Lw7WHcpCvgOIq8Dgd+EqcjsiOOrMUSd2t6U/k5X2NZ1bFVtjTekCDvTrw60k8403MjaNh6rWFgeacWKekKtO+bXqyHM9CwjppR4e7XEiTXfPF5dm199L2vxB/+m5fhpOWp90PUzph80PUHv/dB/MG/eVnTz9K834uHyT92aRMAcGO3joqq4+xKEWlZ8rVPAq4+RRGSr359+/nvx7mJruzWmlpVE0Jit2moNcJbe096jAa9RK+DvN9+t+lIUUofpZSepJSeXFxc7PFyWlHxBnmfRJo9xDtyMVR7X61tofR5zUImFZnJV1QdxbqOPSF2Q5vJJwjydmLQoxnz7+Myef5666W63RsHcFlH63okJp9Pp6CbFA3dtHMGk9no6mOQT57Pw41SUAVESLzWtKa/0wu7o2anTD7PB2X4M/kvPreG2/ZM4PjiBB6+c0+oFBXVJ79VYZ/T7XsnWgiEX/W4aVI8dmnLbgN9Yb2Msysl3Ll3MnCsZhDJ8MNuTcNMrvmc4YnPODdRVgHfLGdFqX1xo67779Q5JrPK2Mg11wEccn1/EMCNHr9nLJRV3U5OAuzk9LKYcszEqyL5W66KdWdeqq3J+2jabMsd7aS8GMEJwh07SeSabID7oxNNHmCWTjfzdtcH8OAR1hPePcy7VNeRkaVYa5El/y6UPBhEvWGk28wOCJsKBbgGW3TM5NmxmvDxlZdVHV+7tIlvvmtPpNdjTL79erYrra4aDr/2vOfXy9iuanjnyYMAmHWSOWuCZba8S5MPA8/lzHg0+ZwS7ffdr+Nl8kD7NhheBNXBcIwTk/86gNsJIccIIWkA7wLwyR6/ZyyU6z5yTQuTZ42GvAM5guDINU4QKas6XvFfv4BPP3MTgDXkV5Z8GVU+LUfuvMcnAYXJC53INVm7K6GHySe2ULLnrxXVJl80v9GW6jq2Kw2kZSl052RrtZoeOkM1CEEXLd/WR71h+JECDkpp6FQowDWHNAKT/++ffQ7/fGGj5XF3m18m1zS/1mdP34RmULzh7mg1BFETr9s+DcE4/AoLH7+yDQB450sPQpYI/uRfrmCz0sArT8wHvkdUTf76dg3Fut7i0ok7J3anqqGumVjyJKbjyjVh7hrACvLjYKGklOoAfhzAZwGcBfARSumzvXzPuCh75JqMryavR066AvDtP71b01BtGDhvJZxUzQy8y8fpxX1hvYyURHB4LoTJWwE0iVwTlBi05Zq4TF522jY0afIZxX58s9LAfCEd6gRyX/zFmh5LqgEAJaALZT2gp1AQwj6rasOAbtJQJi+nJKRTUtsgZpoUH/zSBXzyyeaNsGaYqDQM+z38Eq8ffuwqji8U8LKjwTq8G1EHmfC5rn5Si+Ij13BZbf9MDkfm83jy2g7mCmm89UXBtQ3259xmZ/vMcuuMY/fvR5XDbvAOnR4mn445BCXIPccxabnW+oGe++QppZ+mlN5BKT1BKf35Xr9fXHiDvL8mb0SWavhrAM2JV+473qqwZFWt4d+GFGCsIaql7vxaGUfm8qEDtbkmHzVwueEEeS+TT+6u4XBXgfKbaEVlTN5PAnDDZsANx6kTB8FMPt7NK2MlXv2GvHDniN8EJjfcPfaDUFJ1mBQtg7pvWs4ibvcrZGQ0dKd46IXVEk5d2ca7Hzoc2T4b1Se/XdUCJTW/9rxcHpMlyd55ftfJQ6E7TG5bbqfJP3V9B0qK2FPGOLIxE9v8+HpzXFHah7vBSVCwJj8+cs3Qo1xv1eS9Qb6s6pGTroB7UK9z4fOguGnpmGxqjP/h99tNBIF5usOdIJ0w+aAhEp3KNQD85RrO5AOKuzj4TZcnnuPKNUHj6cKsb35IyxIo9a9u/tTTK0jLEh6+M1wLj9JOl5fs85bRHFyu4+eA7Su3mO+HH7uKdErCv37pwQh/DUNGcUY0hmG70mjRwDn8Eq/8eCspgrv2TUEiwPe+/HDoe0S1QD5zfRd37ZtquTnHlWs27D5QzW61uOMM201i44nXuBPgkuCWDvKmSVv6xPtbKKPPdwUcn7z7dXiQ50nFoEnufA1RTijdMHF5o4oTe8LL7ye6kHitexJxjQ4Tr0Cz5XE6p4AQdpFtV9szeT6lq9owUKpp8eWaAJ98OwbW+jr+Te0Mk+LTz6zg9XcuNu0U/cCqMsM/bz4Qgw9/4fC2YLDnEVg3jedWSrjv4HTbweZu8ILAdgFou9qwffde+FWJaoZpec4JfuQ1x/CJ97061K/P1sKGcYfdBE2T4pnl3RapBnDIQFS5ZsOy73r7QLFGdN3T5KdyTl1Ir3FLB3m+BZxsI9e0c0h44Zd4deQah8kHBd12tjyO69s1NAyzbeHOlC3XJAnyQYnX5G0NnHW5cyEpHJnL49xaCVuVRtugtGD1vNkoq6GDsoMQ1LumrsdPvAKtTqpTl7ewVlLxbS/e3/Y1ckr7EXe8CdlGWW3qbnpxvYzpnGIfL29bjEojfr4iahUuY/L+n5OtybvlGoNCtowGk1kF9/kEZS8IIW2nQ13ZqqJU132DfNw6hPWSinw61SLPxpVromjyQPD85G7ilg7yPEHVTq6JG+T9utZ55Zp6wGiwoDX4gW/V2wX5biReWy2UVjCM65N3BU/vMb197ySevVFEqa63DfJ7rA6VN3frlrsmbuKV+LadSJJ4BVqZ/BefX4eSIpFsi1H6q3C5xqTAZtlh8xfWyzjhmo3qHR/pdY9FQeQgX9UwV/C/LpzdrHND0gwau3gOaD+n9dkbLOl6736fIG/LNdH0742y6ttOQ0lJgV1L/VDXTKRTUqAjb8rlJus1bukgz9lOi1zTJSbvF+S3Kw1QSgMnuQetwQ+2fbJtkE9eDMXdMC1M3vo+dsVrgFwDAHfuncSVTVaM1C7IZ5UU5gppXN6ssuHNCZg89en5X7flmoiJ14CZqNe2qzgwk4sk80WZXsTlGqA5+XpxvdKUk5nwMHmvsSAKonTGrDXYXNcgJp9Jtc5L1k3TJkBxUEjLoYlXrqN7ve0Au5ZkidjH90P/eCl02PlG2b9FiJKSWvrwhKEeknMDHOIlgnyPwQ/wpCfIq67gbJgUpZiJPcUe7+VOvLKTTDcpijUd9RALZbtSeY4LaxUsTGQCR8tx8J1KEk0+owQlXpm+GlSpGISgxCsA3OFyRkTRkPdNZXFurWS9VrxAFtQjXNUNq1tntL8rG3B8buyE92x3g8k1cYI8S76W6hrWSiqOuwrheKLRHeTj5JOAaJ0xeXvhoM/Jby6qZpixzxeA5V/CboI7PsNC3OBOloqq4//71Bn85ePXfJ8HcCbvU9wVwwwBsOKrMEceJ179qHq9pYO8n1yTsfRwnnTiH0IsJi/z8V5uC6Xz9WZFRa3RLvFK2ya+zltb9XbgrCHugA/AfcG3yjVx9Xgg2EIJAHfsdRhplCC/NJ3FudWy9Vox3TUBczbrmmkXgEVBUDHTyk49epCPINfwoAqwzqmAu9q5lcmXVQOm1ViuF3KN00M+fEC5m8lrBrWrweMgr4T3ctqpssR70A1kJp/GTk1z8hqlhu/zAJZ49ZNr0jE1eW8lvReCyfcJtlyTbmbygMPC/UaKtYM9qNfHQgnAmm8abqEEwqfqxJlDemg2j7fdtw+vODYXaf1uEEKQkVstdUlG/wGeIO9h8scXJuzEXJQgv3c6awfHJO4aoHXOZl0zYt0M/eoINMPEaqke2rPdjXaaM8DOw32Wd5s7bC5u8JyMc6N3J165xBE/yLeXa5y5rv6fk1/nRr0DJh92E3RX/PphOqdgt6bZbRg2yqrv8zTDxFbFP8jHtVCW2uRCBJPvE2y5Jtsa5HmAbTej0w9+hSDuC2az0mDumiAmH2DLc2MrxhzStCzhd773pbh9b/RWvG7w9sBuqJoZ2z4JOG0S0rLUspNxdyOMxORdBStJNHmgted/XCaf9WHyq8U6KA3v2e59jfZyTQOLkxnMFdK2XHNhrdJS7ezuAeS3U40CLtFFYvIBnxMhpMUlppk09tAawNLkQ5j8dlULtdxO5xTsVhu25BUU5LnzbSFIk4/R1qCshruaBJPvE/iJ4614BZwAm4jJc5ZouoO8S64pNwKH/ALBjg034oyo6xRZRWrRZxuGGVplGwQ5xRJhQcfzjr2TIAR2f/QwuCdHxS+G8mfyqh4so/nBT5O/YY2Pixrk8+kUqpoRKs9tW50m90xm7MTrxY0yDnuqnbmvvKLqvsaCKIijyYcF17Qnt6THGNzhhndouxd+feTdmMkrllzDmbwj15TqGlaL7PNatwuhWv8mOUUitxoB2rua+OCQfvSU7+lkqGFH2ddd0+wK6CTINyVeXRfMzd0aTBrs4AganeZGVPtkN8DnsrrR0JMFef56QYnS77h/P3LpVKRtvbsdbGwmL7XWMgCMyceRa3K2XOMcHz4Img8pj/IahkmZxVBuZrqPfvkC7l6awm5NswuH1ooOk/fe5NnQmRQqqu5rLIiCOHJNmEziLerTDJrQXRMe5HerDRwOKaqaySnYqWp2Q7X1smpPOvvFzzyHf76wib//yYdthu/nronbu6adq4kPDumHXHNLB/mSqiMtS03BysuikwR5v6SeqhtQUmwLu2wxvbDEK9A6Os2NC2tlZBUJByKyxU6QlVvlmkZCVgYw9hvEvN987z68+d59kV5n37RzMcbV5O0bsenNNcRLKNtyjSsILe/wucFRE69O22TvjfN3/+EiHjg0g+1qAzM5BRlZwvm1MgyT4tJmBa+7s3UGA29VHXfYDUfUxOtkVg49BxSvXGOY9s01DvKZ8LYPTK4J1+SLdUeTb+gmSioroDu/VsbVzSpMkzrVroE++RhyTT088Qr0r3/NLS/XeFmOd2wZD/Jxim0kiSDlGRTNEpUpzE2ksbzDvOBhxVDuNfjhwnoZxxcmIs0h7RR8RqwbnTD5jJyKzbz9sM8KoimJxOotBPhXJQPt/c1e+DH5Gzs1zOSVyME1rFNirWHg2RtFNhAjr2DvVAbrJRWXNipo6KavXMenQ5WtVrZxE69OAVzyPvmA4xLj0I2kmjyb0+onlxgmRbGuhcp70/k0KAWublXtx7i3fnmnBt2k2K42bLkmMPEaUa4xTYpyozW2eNGvwSG3dJAv11s9xFyTV11M3j1wOirY5KFmn3xGljBXyOD0MutOGNjcKdWeSZ1fj+as6QYyPonXhm4ik5DJH5rLBY57i4OJjIzJjIyprBx7QLkcMNiFDTyP765x955Z2WmdLBQGp/S+mdXxormbViJ3Jp/GSw7OQDcpPmp5vf2a0xUyrHiID55JbKEMcbTUGkbbwfaKR8fWzaSavLPT8aJY0+xjEwR+A7jsKoLaKDdgmNTu4rleVrFRVpFTUr43Z0UmkX3yLL/SPuHtZvLfuLrdtL5uYmyCvGHSlurFdvDTzTI+cg1rnhUviCiS1KLJZ2QJ84U0yqqOV9+2EDjEwbsGP6zuqn2Ravh6vBZKzTDteoC4+KMfegg//a13d2Np2Dudte1occB7q/gVQ/lN6wqCX5fO5Z0aDkTU4wFX6b1PwZkbMzkFrzgxj5RE8L++bgV5n5slnxFc6aG7pqYZyLbZPXmL+hoGTWShDBsByL3vYbkB/rPLm1WbQG1YQZ1fo2tF9r23MRlHHE2+XOeGjvDzcsrKFQDAT37kKfz3zz4f6fXjYiyC/BNXt3HiP34aXz4XbxC4X8GCV5NvN9knCIon6aRa8sZDx+bw8mNz+OD3PRgodwR1NuRo6CYahmmf/L1GVkm1sLqGYSbqQwIwuSapnu/Fkbm8b6KsHXjexKuzMiYffW2SZNURaAbOrZbwAx96DJc3K5GdNUBzb3w3vN/P5BVMZRXcf2jGnuvqZzUtZFhDL8dYEO88CWrV0LQ2zWhrNfVOmNINM1kxVMgIwJ0ILh8uK22UnergjbJq504A1iri+nYtkDgpKQmmTxsMP9gyWZub66HZHK5uVaEbJq5vV3E44lzhuBiLxKt9UsYchlxWdeyZ9EyA8fjk4/at4ZAl4rFQGsjIKbz3dSfw3tedCP1dv17cbvCLPx9zG54UWaV1UlBDT5547SZ+7jtfFKunCEdQW4O6ZsT2/+fSTM766sVN/MMLjGjcEaMmIUiT937PGemrb1vA41e2cXyh4LvDLFjTocqqjnQq3uxbIHiGgBt1zWhby+AdY6kndNfkQzpJciYc1trDzfKPLRTwwmoJGyUVy9tOkF8vqbiyWQncXbvPl5QUfjyjupqOL06grOp4enkXmkFDHUKdYPBXaRcQZXvpBz8vq59PPkmQ9/afbuhm5I6NQe1rOfi2tW9MXm6dXJTUJ99tLE3nEjGgsIrXuBO0sjKryOTM+Sv/9+vx7ofCh2E0/X5AEGsN8iyovub2BQDB9tl9U1msFuvYqWqxWTwQzV0TNtmMg+8oODQzecUrAN92w9z7Hpp4zTk3o7lCGnOFNNbLDdywmLySIri0UcZGuYEj8/65onQEWzNH1CI0vqv40vOMGBwRQT4YQXNI26GsGm3lmuRB3svko7cBaFfxWh0Ak/dLvA5DkE8K2yfvrXjV4yVeAc7kTZTrOmSJ4OBsLvLQd8Bh8t5jzHdsPEnNA9lLDs3gRQem8Jo7Wu2TAHBkPg/dpDi3WoptnwSsalVZCu9CGVKxzeGdeKUnbDXME7x+ck279gpAs/15Np/GwkQGG2UVN3ZqmMzKODibx6nLbMj40QDCEOTG8oOjyYcfe/65fun5NQAQck0Yova/9qJU11qZfLfkGs9QClUP7jrpRbrN38NP9nzMYJQUfhZKrQNNfhhgD1t37bYopdaOK768UdMMVKwcT9wkfdCIOx70f+ibjqLo6rGvpCR86ideE/h6nI2eXSm2nbwUBDbnNfh6qkdIvBYyKVRcfxPzySeQa+zEqx+T10BIeMVzWpbsds4zecUO8pRSHJjJYSqr4LHLWwAQyOT92ocHoeRTSe+H/dM5ZBUJT1/fhZIisRxZcTAWQT4Jk682dKi62cIA3PZF0/LgJpZrPMVQUUr1gfbuGr5tzSfYiicBr3jlVYJ8baPM5O1h6z6tJ+LKNVyTL6vtbYV+yCv+FkEu19y1NIWXHY3eXO6IxQgrCTpQcmTk1jxM09oiyDX5tIyqq+eMltBdw3esfoM/dqsNTGWVtjunmZxiBfk0FibSuHylgrpm4sBMrulmdSSQyTvnfTuUfXpi+UGSCI7OF/DczRIOzuZj7f7iYHSvUhei9NrwYtOqbvMOjHYH2JKqg9L4JfMA98k3txqOqsm3a2tQtTX5/tyjM9aw6iY73JAkXpNC9tl+c5IQe26tzIN8684wCoIslDzox63R2DuZtW/Ace2THJkQuYb799tq8lZPHtNypDCffLJiKMBfk+c9fdph2iJzs3kFi5MZrBVVXLVcUHssd9biZCZQ3mqXJ3PDr11KEHhepVdJV6CHQZ4Q8jOEkGVCyJPWv7f16r0Ua8xWHLmG96nwDgjgrKGs6igmaGngXpPmkWtizw1to8knSaolgV8FJOuzMsJB3qcYqh5ziDcH1+QrPjmeKFBSrEI6iMnHzRFIErGTeEk0eYCZGYKup4ZhwqTth9DkMzIodebmshmvyRqUAQEWypoWWgjFMW1VrM/kFXz3yw7ZUhIL8sxhF6THA6724VE0eVVHVpEikSCefB3JIG/h1yil91v/Pt3LN8r4OEDCYDP5QrPHmldR3tytu1oaJLNQenvXRE68trFQ8pM91y8m75HDKKUd+eSHAXYizWyuSgYQqxgKYDeFmmaglGAKE2ANq1Zam3Dx451koheXHeI2J+PIyKmWnfEz13fxv75+FfVGtBGJXgbeSFhAl041j/BzY8fq6dMOM5bDZiafxm17JvEXj7wSLzk4jZcfn7OZfJAeDzhyTSRNvq63LYTi4EE+SCbqBsZCkwf8vdxh2KwwJu+VawBgaSaLGzs1p/VoQBVcGJSU1MQ8uumusRtP9dFCCThyGL/5jDSTty2Ufkw+bpB3+sEfTFiFnE2nUNOamWpSuQaA3WM+MZP3kWv+9F+u4G+fWcHr7tgTaV35JldMxiqGin/OEEIC5+BuVxuRWmRwSYffEO7cN4lP/PirATgaehiTV2KYO9r1knfjnqVpez29Qq+v0h8nhDxNCPkQIWTW7wmEkEcIIacIIafW1+NVrLoRl8lvBDB5gPUBv7FbsyviDswk82E3scQYLWzbJXlsd02fmLw3sc23rCPN5H2233VbHonpk1dSUHXmrkkqoflNh+L9cJIE+aML7JxNnnhtlWt2ag1UGs7EqVw6/Dg5U6qYLm9SJCqGAti57jc4ZKvc8L2GvZgtpCERf+n16HwBhAB3L00F/n4hoH/O+bUyfukzz9kdLgGg7OPaC8Kd+ybxxf/wMF5920Kk5ydBR1cpIeTzhJDTPv/eDuCDAE4AuB/ACoBf8XsNSumjlNKTlNKTi4v+vt8oiM3kyw0U0infrfDSdA4rO3Us79QgSyRR2bzs0uQppbHkGj5VRw2Ua6y2xX1i0t4Rd/zmkySJNizwq3hNmnjlg7j9Gt7FeY2gYqgkYxa5xps4yPtcT9tV1gyMT1CKUgwFMFLCWzonTdbnMyyJ60ZdM1BpGL67cS++7xVH8IHvedDX3XN4Po8v/uTD+Oa79gT+vjNxq7lr5J9/7Sp+50sX8OZf/zLOrrDGgxU1nqvpWEDlcrfQERWklL4hyvMIIf8DwKc6ea92iK3JV1TM+7QUBYD901lsVhq4uF7G0kw2kbXJ3dBIt1hMnIs1LUuB5frVCPa1bsKefqRzJs/lmv6todvw0+TrCS2UXJMHkmvgfsO8efVtknbS3LURNJ6vHZhPvnk9u3zohiVjtpO1+E6z0jBsF1MSnzzAmDS3Yz7yx6ewfyaHR157HEC0UZEHZnKhDf2OtpF8gsb1XVgv48BMDutlFX/5+HX8P992D0qqjoOz/WkeGAW9dNcsub79TgCne/VegD/zCMNmuRHIAHhzqcev7GB/wgIF2WWh5OuKwxDTshTYT76SMMGXFE5voGYmP8qavJIikEhzbYWa0M2SU1IwKWDS5Bp4TvGRazq4mR+ay+PPf+Tl+LYXL7V/sg8ystQiF/KRfzzIR2byqm4Tg8RMPs3cMKZJ8ZVzG3ji6ra9o4gS5DuFe3auGxfWy3jwyCz2TmWwaTn2yqqW+GbfC/TyKv0lQsgzhJCnAbwewL/v4Xsl0OTVQC1vyWoTu1FWcSDhHdltoeTBI6pPHkDLEGQ3qg0j9pCMTuCdY6qOgVzDknlyk0SSnMk7n0UnQd47YjGKFz0Mr7ptIfYNi8Mrf1JK7ba+dpBvV/HqYvL8Wkh6zrDEq44rW1W7x36QDboXcPILTpCvNQws79RwYrGA+UIGm9ZNpxPZrhfo2Uoopd/fq9f2Q1ZJ2b72KNiqNHD/oRnfn7nZe9Ke7UrKsVA6TD6eXBOWeO3nSWRr8h65JolWPEzwDohOXAzlCqRxxxDar+GbeG3fOqBX8Lprapphn49RmbzdjkDV7criJBWvAJuidHalZOve6yXVXsdchMRrp+BjQkuuIH9powJKmTR2enkXyzt1UEp9W5gPEqN9lboQh8mbJsVWJViu2TfttB9OHuSdmZBJ5BolFTyJptJvTV4OSryO9unDHC0um2uCHRfgYfIJHU+satbTLK3Pn7MbXp88b+kLOIWEbX3ynP029I41+VedmMfNYh1/9Y3rAJg09sJqCUB/5BqA5VvKLk3+4kYZAAvy8wUm19Q0tmtJerPvBUb7KnUhq6Qi9ZUAgGJdg27SQLkmq6TsLWBSuUaWnJmQnBHFY/LBf0//mXyzXKONgU8eaHW0OL1r4mvyHEkZXC7dSlI6lWs6gbfi1R3k18vR5JqMLEEiQFU1bMKSlBi86d59SEkEnz+7Zj92ZqUIJUUw1aeAOpGVmzT5C2sVEMLcMQuTaWxWnPbFS9PRJ4P1GqN9lboQh8lvBPStcYN3hIsz4ccNJUVs2xhnRLE0eVlCI6CEuqr2V5P3VrzaiddxYPJaq1yTpOKVI6llkfe/caOmGYmqXbuBjMwa7PFJSHwCExBdriGEoJCWm5h80iA/V0jjFcdZkzZe/PTsjSJm8+me2g/dKKSbmTx31uTSKcwXMjBMimdvMDkpSW1NrzDaV6kLfsUbQdi0EzbBWt5+K/naiVxjJ14TyDWZlIRGQIOoSkPvW3MywAli/O/g/n1lxJm8t8CmrpmQSPzkYK4biVfrhkOpc2OvNYzEidNOwc9VfkPfqcWXawDL364a9u4vaTEUALz1Rcwp9PCdrJ5mp6oF2qB7AS+Tv7hRtgepc8L45LUdALg1LJT9RpxiKJ4FD2PyLz44gzv3Tia+yOQUgWFSmCZNKNeEu2v6yfDSKQmEOJq1NiZM3i/xmpFTsZmhu5I5MZO3bJgNT3HW4DR5fmNnx2fbxeR5c7oo9SM2kzc7c9cAwNvuW8JLj8zinS89ZGv7833S4wFLk3cF+dWiiqUpRgY5YXz6+i5kiWDv1PDINcOTHegQceQazuTDyqH/z4dP4MfazGINgz1kwDRtuSaOhp2WJezUWoM8pRTVhtG3DpQA23ZnZMm2GI5D7xrAR67R44/+AzyafAdBHmC7Cc6iB63JA87ujWvykxkZJVWPvK58ht1Iec1Iki6UHHOFND72Y68CAOyZzODGbr1vSVfAYvLrLMhTSrFdaWDOIoo8yJ9e3k1cQNkrjPZV6kJWSUE3aVPDqSDc2K1DlghmQ/pQE0ISVRpyuGeIJnbX+DB5VWc6ab/61nC4RwCOkybflHjV4o/+Axw5KyWRRDcJwLlRuIlKrc87Nje8BXA71QZySsre/UYN8gVLEmt0Qa5xY6+V2OxrkHe5a4o13TJvsPfnx0XVzcQSb68w2lepC3FGAF5ar+DwXD6xZzfaepyLNqm7xq93td1Lvs8XvzsxOD7uGrnJm55kvivguEwK6fhSDwe/OTStJ+FNpxvwyjU71nAO7h6KevMpZGSLyXe3qd0+Wybpc5C35BrexZbfZFgCmD3v4OzwJF2BMQryfoMtgnB5s9K2V0WnmHB14LOZfBcqXvvdgZLDPed1nHzy1YZuJzsrqp7ItcTdOEmlGsDF5K2gapisZ//gNXn2WW9X2RhM/jdGvfmwdgSdF0N5wTXvfhRCcUxkZKi6iYZu2jkKHuRTEsGcNbxEMPkegZ+U7XR506QsyIcMCOgGOOMpqZpTZBOzd43fDYsz+X7Nd+Vokms4Kxt1Jp9myU5+nHdr0UbJ+b0OkNwjD8CubOVM3hkYMphjnLFJE1vHbq2B2XzaHoaRi0hYWGMxp61B0mIoL/YNQq7JOq0N/IYOcV1+mJw1wBgF+ahMfrVUR10zcWyht1sq3qCoXNcTtTVgDaJab1jc8tdPCyXQ3ABunDR5wAmsO9VGolGP/HPtpEDNW1XME8IDZ/Kak3idySt2JWdUuSafYUy+0wZlXnC5Jkqb4W7B3aTMbo7mev/5Dgsoe4XRvkpdiMrkL21UAADHFiZ6uh5+1y+ryYJ8UFsDm8n3WZN3u5fGoQsl4BxD3qd8t6ZjOhc/aBDCEq4dyTXp5sQrv/EMXpN35JqZfNr+G+MkXt2afLcSr6+/aw/e+7oTeMnBma68XhTwv71U120b9lzeHeQZkz80ZJr82FgoozL5yxtVAM7knF7BfddXdQMpicTSI9OyFJp4HYS7hs+81QwTKYkMlU0sCXL2tB+my+/WkjF5gB2fbmjynMF3Mt+1G7DdNbphHxu3lBVZk8+kYJjUTlh2a/c3nVPw/rfe1ZXXigpbrmkwJp9TmocOLU5kIJHm3lfDgLEJ8lGZ/OXNCtKylLhPfFRMuIYMqFr0+a4c6RS7OAyTNgVTO/Hab01elrBma/LmSLcZ5sgrfHKRYTeWSqLJA0yP7aQAxtsfaOByjcsnX1Z1dmxyil3UFIfJA7AJQreY/CAw4ZJgtyqNlnzAD77qKE4enR06Q8L4BPmITP7SRgVH5vIdeeCjYNJKUHG5Jq60wZ/f0M0mtsCHePdbrvH65Eddjwdcck3DsIt9kjL5P/3hl3dUoOZl8p0M8e4G3Jr8v1zcAsBmoF7eZHJnZE3eep4d5Dsohho07OlQKpNrvPmAw/N5HA4ZBj4ojO4R98A5Kdsw+Y3e2ycBxsxSEkG5rqNU12K3HnUHeTeGwkJpxL9pDSNyrsQrD0JJg/y+6Swms8l+F3A3gWtOvA6qn3zW5a75u9MrmM4peOWJeZuZR2byFvvlDc5GeQfInUWMyat9dfZ0gtG/Ui04gy2CmTylFFe3qjgy1/u7LSHELp7YqWmYiZnQS1sXg+oZATgohpd1TS4aHybPApCbyc8kDPKdwlvxWh+0XGPdxEuqjs+fWcUb7t4LJSXZMmRUTZ5LHFsVLteM7nnDd2plVcNWuVWuGVaMj1wTgclXG6wwaWGyPwUUExkZpbqO3ZoWmyEGMnnNgCyRvjPprOIMkdDGhMk7co1u5z2mBhTklRRLZPOb+MA1eSvx+sXn1lCs63jri/YBcKzBUeUaLmmsFusARpvJ811M2XLX9LM5WicYmyAfhcnzKrWwnjXdxGRWRlnVsFvTYvel50HU67AZVD8T1qCMOS0aujl0yaUksOUazYBpVb0mTbx2CkIIsi6banXAFkolRUAI8PXL29gzmcGrb18A4BgKot58Fi1b4U0e5EdYk5cktjtfK6lQdbOv1badYHSPuAe2GyCEyfMt+Wy+P3dgLtfsVhMw+VRzP2+OWp+HeHNklRSo1Qq3kSCRPIxwJ1471eS7Ad5THnBkuX67qDh451EA+E/fdo99s+F5h6hBfq7AerpslFVIBD03PPQaExkZVzaZDVsw+T4ja/t6g5k8r1Kb7dOHM5GVsVVpsHL5hHKN6ql6rWpG35OugNuialoWytEP8vycqTYMGCbz/nfide8UGdkJ8raLakBMHgBmcmmcOFLAt794yX7s6Hwe/+lb78ab7t0b6TXklITZfBpblcbID5kBWOw4vbwLoL8tFTpBR0edEPJOQsizhBCTEHLS87OfIoScJ4Q8Twh5c2fLbA++vQxj8v2WayYyMlaLdegmjc0Q3cVUbtQa0Xt5dxO220IzxobJSxJBTmHDvHes3Va/Rsn5IZd28h7Vho6MLA00Ufln73k5fu/7TzYdE0IIfuQ1xzETYzfMGa8y4iweAP7j2+6yK9Hn+thSoRN0egadBvAOAF92P0gIuQfAuwDcC+AtAH6HENLTyMQ0zVSoJt9vuWYyy/Q7IL7WO5VjQb5Yaw7y/Z4KxeEeatEw4hd3DSt4T/kku61uI6e4mHyfh7X74cTiRFd2Nrxx1zgw+dfcvogP/eDL8JrbF3D7nt62RukWOvoEKaVnAfixn7cD+AtKqQrgEiHkPICHAHy1k/drh4wihTJ5Ltf0S3edyMjgIzvjvueUpX0W61rT49WGEdtz3w04c17ZvM5xkGsASwe3gvygnDUcrBbBSbwOylnTbXA32ygXQrnxTbct4JtuWxj0MiKjV0f9AIBrru+vW4+1gBDyCCHkFCHk1Pr6ekdvygZbhDH5Bqayct+2wLx4AkDsxlc84BRrzUG+NqCL390lcVx88oCHyQ/IWcORdTH5qtrfEY+9hC3XjLB9cpTR9kolhHyeEHLa59/bw37N57HWblsAKKWPUkpPUkpPLi4uRl23LzKK1JKodGO7qg2k/zQQn8lPZmQQAhTrHk1eG4y7hruX6jrr8TIOW2+ANSmraoatyQ8SWSVlu2oqDX0gCfZeYJEzeRHkB4K2ZxGl9A0JXvc6gEOu7w8CuJHgdWKhHZPfrjZiJYw6xaRLz4zLErkn18vkmSY/CLnGqcgcKyZvJV6HRZPn7rB+D2vvJfiIvlH2yI8yenXUPwngXYSQDCHkGIDbATzWo/ey0Z7J97cUuRMmDzBdvuRl8o1kI+o6hVuuSdJwbViRT6dQrOko1gfP5HMuJl9tDMYq2wvw6UnjkscZNXRqofxOQsh1AK8E8LeEkM8CAKX0WQAfAXAGwGcAvI9SGt45rAvIBIzM49iu9Fd35c4EJUUSBebJrNyUeKWUoqoNSJN3tcLVDNPurTPqyKVTeH61BEqB+w/PDHQtWUVyNPkB3cx7gQUh1wwUnbprPg7g4wE/+3kAP9/J68dFVknZ4/H8sF1t9M0+CThMPqn/eiqnNMk1qm6C0sEMknAPZRkXnzzgVL0enM3hdXfsGehasmmnnXNFHR8mz+WaUW5ONsoYq6PO3An+TF7VDVQbRl/lGq7JJ5UBprJKU+J1UKP/ACfxWtOMsWk1DDidKL/n5YcHPumKa/KmSVFt6CiMC5PnPvkxKIYaRYzHlWqhkE7Z/da9sFvJ9lOuyXYY5HPNiVe+lR9U7xoAWC+pMEza1x1RL7EwkUZGlvBdJw+1f3KPwY9xTWOEJD/gYqhugY9GFHLNYDAeZ5GFnDU02A9235p+yjXWRZrU0cOYvCvIWzewQbhreIXr8nYNAFqm4owqfujVx/AdLzlgs81BgudaePuNcWHyALuZisTrYDBWQb6QTqEaoMk7fWv6F5x4/+nkTF5BWdVhmhSSRBy5ZgCJ13RKAiHAjR0ryI9Im9V2yKdlHJ4fjsuAJ7c3y+xcHZfEKwC85UVLAy82u1UxHGd3l5DPsMIWSmlLotPuW1Po34kmSQTzhTT2TCULiFNZ1hah3NAxlVUGqsnz3kDLVpAflQ58owQu1/Bd57gkXgHg/W+9a9BLuGUxPmcRWPCjlHm5vQ6UQcg1APDhR16BvZPZRL/rbm0wlVVsD/Xg5n5KWNllQX4Y5I1xA5drNq1zdVyKoQQGi7ESybiGWfFJvvJBwv3eMt6xdxLTCd/TblJmdaIcJJMHGNPkk6oEk+8+HCbPOpeOE5MXGBzGKsjzhGRVbU2+blU0FNIpe3blKGDKcufw5KvtrlEGc/HzIDSVlcfGQjlM4LtMPnlonDR5gcFhrK5UzuSrmj+T72ffmm7A24nScdcMargzO13mhVTTExyeywMAzq4UAQgmL9AdjFWQ577iig+T73ffmm7A6Sk/HHJNxmLyozLbctQwnVcwk1fw3M0SAKHJC3QH4xXk7cHMrUx+qzr4fuFx4UyHYkyeB/lBDZPI2kxeBPle4ch8wXUzF0xeoHOMaZBvZfI7I8jkeTEV70RZ0wxkZGlgE++5Jj83Jh75YcQRS7IBBJMX6A7GKsjz4iM/Jr9d6W9zsm5ATkmspzxPvDYGMzCEgxfrLAgm3zMcnXeCfHaETAICw4uxCvJBTF43TBTr+sjJNQBzsrjlmkFu4bNCk+85jswXALBzeVA7NoHxwngF+Yy/hXLHCpKjJtcAzGHD11/T9IE5awCHWQp3Te9wxGLyQo8X6BbGKsjzhKS3GMophBq9IH9oLo9LGxUAnMkPXq4RTL534Exe6PEC3cJYBfmURNh0HY9cs1Wx+taMoFxz99IULq6XUbfazw7KWQO4LJSCyfcMCxNp5NMpweQFuoaxCvIAS756mfwgOlB2C3fvm4RJgRdWS6g1jAHLNcJC2WsQQnBkviCqXQW6hrGjC7l0qlWT50F+BGWGu5emALAqyJo2WLnm3gPTePHB6ZG8WY4SfvKNdyDBtEgBAV+MXZAv+AwOGWW55vBcHvl0CmdXLCY/oL41APDme/fhzffuG9j73yp4wz17B70EgTHC2Mk1+UzKN/GakaWB6tlJIUkEd+6bxOfOrGJ5p4bji4VBL0lAQGCEMH5BPp1qYfLbVVYI5R0kMiq4e2kKyzs1TGRkfO/LDw96OQICAiOEjoI8IeSdhJBnCSEmIeSk6/GjhJAaIeRJ69/vdr7UaMgHyDWjqMdzcF3++195ZCRtoAICAoNDpwLvaQDvAPB7Pj+7QCm9v8PXjw3G5FvlmlHU4zneePdePHZpC+95zfFBL0VAQGDE0FGQp5SeBTBUMghn8oZJIRG2tu1qA3ftmxr00hJj33QWv/XuBwa9DAEBgRFELzX5Y4SQJwgh/0AIeU3QkwghjxBCThFCTq2vr3f8poV0ClVVx3f/3lfxnj9+HM/dLOLaVg37ppPNWRUQEBAYZbRl8oSQzwPw8839NKX0EwG/tgLgMKV0kxDyUgB/TQi5l1Ja9D6RUvoogEcB4OTJkzT60v2RT6dQaRj4xtVtmBT4x/PrmMzK+NHXCqlDQEDg1kPbIE8pfUPcF6WUqgBU6+vHCSEXANwB4FTsFcYEb1JmUuCBwzN4+voufvW778eeKcHkBQQEbj30pLKGELIIYItSahBCjgO4HcDFXryXFwVXRehvvusBTGUVTI9w0lVAQECgE3RqofxOQsh1AK8E8LeEkM9aP3otgKcJIU8B+EsA76WUbnW21GjIWY2dJrMyDs7mRIAXEBC4pdGpu+bjAD7u8/jHAHysk9dOCs7k716aGirXj4CAgMAgMHYVr7xL4z1Lo2uZFBAQEOgWxi7IF6zE6z37RZAXEBAQGLsgf9+BabznNcfw5ntEt0QBAQGBsWs1nFVS+OlvvWfQyxAQEBAYCowdkxcQEBAQcCCCvICAgMAYQwR5AQEBgTGGCPICAgICYwwR5AUEBATGGCLICwgICIwxRJAXEBAQGGOIIC8gICAwxiCUdjyno2sghKwDuDLodQBYALAx6EVYGKa1AMO1HrEWfwzTWoDhWs+4ruUIpXTR7wdDFeSHBYSQU5TSk4NeBzBcawGGaz1iLf4YprUAw7WeW3EtQq4REBAQGGOIIC8gICAwxhBB3h+PDnoBLgzTWoDhWo9Yiz+GaS3AcK3nlluL0OQFBAQExhiCyQsICAiMMUSQFxAQEBhj3BJBnhDyIULIGiHktOuxlxBCvkoIeYYQ8jeEkCnr8TQh5A+sx58ihDzs83qfdL/WoNZj/exRQsgLhJDnCCH/eoBrebf1+NOEkM8QQhYSrOUQIeSLhJCzhJBnCSH/1np8jhDyOULIOev/Wdfv/BQh5Dwh5HlCyJtdj7/UWs95QshvkphT3bu1FkJInhDyt9bn8ywh5BcGeVxcP098Dnf5c+roHO7yWjo6h+OuhRAybz2/TAj5bc9rdXT+NoFSOvb/ALwWwIMATrse+zqA11lf/xCAn7W+fh+AP7C+3gPgcQCS6/feAeDP3a81qPUA+C8Afs76WgKwMIi1gE0YW+PvD+CXAPxMgrUsAXjQ+noSwAsA7rFe7/3W4+8H8IvW1/cAeApABsAxABcApKyfPQbglQAIgL8D8NZBrAVAHsDrreekAXxlUGvp1jnc5c+po3O4i59Tx+dwgrUUALwawHsB/LbntTo6f5teK+kvjto/AEfRHMiKcBLPhwCcsb7+AIDvcz3vCwAesr6eAPCP1geXOMh3cT3XABQGfWwAKADWARyxTsrfBfBIF9b1CQBvBPA8gCXrsSUAz1tf/xSAn3I9/7PWhbEE4DnX4+8G8HuDWIvP6/wGgPcMai3dPIe7tJ6unMNdOGe6fg63W4vreT8IV5Dv9vl7S8g1ATgN4Dusr98JFswAdpd/OyFEJoQcA/BS189+FsCvAKgOej2EkBm+JkLINwghHyWE7B3EWiilGoAfA/AMgBtgAeT3O1kAIeQogAcAfA3AXkrpCgBY/++xnnYALEhwXLceO2B97X18EGtxv84MgG8HuzkOai1dPYc7WU+3z+FO1tLtczjiWoLQ1fP3Vg7yPwTgfYSQx8G2Vg3r8Q+BHdRTAH4dwD8D0Akh9wO4jVL68WFYD9j28iCAf6KUPgjgqwB+eRBrIYQoYBfIAwD2A3gajDElAiFkAsDHAPw7Smkx7Kk+j9GQxwexFv46MoAPA/hNSunFQayl2+dwF45N187hLhybrp3DMdYSa41J1gKwg3xLglL6HIA3AQAh5A4A32o9rgP49/x5hJB/BnAOwOsAvJQQchnsuO0hhHyJUvrwgNazCcbG+AX7UQA/PKC13G/9/IL1+EfAtMfYsC62jwH4M0rpX1kPrxJCliilK4SQJTDtFGA3nEOuXz8IxsKuW197Hx/EWjgeBXCOUvrrcdfRxbW8El06h7u0nq6cw11ay/1A5+dwzLUEoSvnL8cty+QJIXus/yUA/wlMg+NuiIL19RsB6JTSM5TSD1JK91NKj4IlS17oVoBPuB4K4G8A8DV8C4Azg1gLgGUA9xBCeBe8NwI4m+B9CdgW+Syl9FddP/okgB+wvv4BMK2TP/4uQkjGko9uB/CYtSUuEUJeYb3m/+H6nb6uxXqtnwMwDeDfxVlDt9fSrXO4i+vp+Bzu4ufU8TmcYC2+6Mb5633Bsf8Htk1eAaCB3SV/GMC/Bct+vwDgF+AkGo+CJUrOAvg8WAtP7+sdRWfumq6sByxJ9GWwreUXABwe4Freaz3+NNiFO59gLa8G25Y+DeBJ69/bAMxbf9856/851+/8NJhD4nm4HAgAToLlFi4A+G3+N/R7LWAsjFrHhr/OjwzquHTjHO7y59TROdzltXR0Didcy2UAWwDKYNffPd04f93/RFsDAQEBgTHGLSvXCAgICNwKEEFeQEBAYIwhgryAgIDAGEMEeQEBAYExhgjyAgICAmMMEeQFBAQExhgiyAsICAiMMf5/nQglWX/xuM0AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "date_aviso = pd.to_datetime(sat_time-sat_time[0], \n", " unit='D', origin = pd.Timestamp('1992-12-15 00:00:00'))\n", "plt.plot(date_aviso,sealevel_hnl_aviso);" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Now plot with date as the x-axis (and add a grid and title)\n", "plt.plot(date_aviso,sealevel_hnl_aviso)\n", "plt.grid()\n", "plt.title('AVISO Sea surface height at Honolulu')\n", "plt.ylabel('cm');" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# next step is to fit a line, just line we did with the tide gauges\n", "t = np.arange(0,len(sat_time))\n", "B = np.polyfit(t,sealevel_hnl_aviso,1)\n", "# convert trend in cm/month to cm/decade\n", "trend = B[0] * 12.0 * 10.0\n", "# cheap way to round to two digits\n", "trend = int(trend*100.0)/100.0\n", "Y = np.polyval(B,t)\n", "plt.plot(date_aviso,sealevel_hnl_aviso)\n", "plt.plot(date_aviso,Y,'r')\n", "plt.grid();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1C. Compare to tide gauge data" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "URL = 'http://uhslc.soest.hawaii.edu/data/csv/fast/hourly/h057.csv'\n", "column_headings = ['year', 'month', 'day', 'hour', 'sealevel_hnl_tideg']\n", "hnl_data = pd.read_csv(URL,names=column_headings)\n", "\n", "hnl_data[hnl_data['sealevel_hnl_tideg'] < 0] = np.nan\n", "hnl_data['date_tideg'] = pd.to_datetime(hnl_data.index*3600.0, origin = '01-01-1905 10:00:00', unit='s')\n", "hnl_data = hnl_data.set_index('date_tideg')\n", "hnl_data['sealevel_hnl_tideg'] = ( hnl_data['sealevel_hnl_tideg'] - np.mean(hnl_data['sealevel_hnl_tideg']) ) / 10.0" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(8401.0, 14974.0)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,8))\n", "plt.plot(hnl_data['sealevel_hnl_tideg'],label='Tide Gauge')\n", "plt.plot(date_aviso,sealevel_hnl_aviso,label='Satellite')\n", "plt.title('Sea surface height variations at Honolulu')\n", "plt.xlabel('date')\n", "plt.ylabel('cm')\n", "plt.grid()\n", "plt.legend()\n", "plt.xlim([dt.datetime(1993, 1, 1), dt.datetime(2010, 12, 31)])" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas.core.frame.DataFrame" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(hnl_data)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "hnl_data2 = hnl_data.resample('M').mean()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(8401.0, 14974.0)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,8))\n", "plt.plot(hnl_data2['sealevel_hnl_tideg'],label='Tide Gauge')\n", "plt.plot(date_aviso,sealevel_hnl_aviso,label='Satellite')\n", "plt.title('Sea surface height variations at Honolulu')\n", "plt.xlabel('date')\n", "plt.ylabel('cm')\n", "plt.grid()\n", "plt.legend()\n", "plt.xlim([dt.datetime(1993, 1, 1), dt.datetime(2010, 12, 31)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2. Satellite data: Sea surface temperature\n", "\n", "In this exercise we will try to access and plot satellite-derived sea surface temperature (SST) and sea ice data. Like last class, we will read data from remote data services. Here we add a new one, a NOAA THREDDS server:\n", "\n", " * https://thredds.jpl.nasa.gov/thredds/catalog.html\n", " * http://apdrc.soest.hawaii.edu/data/data.php\n", " * https://pacioos.org/thredds \n", " * https://psl.noaa.gov/thredds/aggregations.html" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# load array utils\n", "import numpy as np\n", "\n", "# load in plotting rountines\n", "import matplotlib.pyplot as plt\n", "from matplotlib import cm\n", "\n", "# add mapping routines\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cf\n", "import matplotlib.ticker as mticker\n", "from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n", "\n", "# import netcdf for working with OPeNDAP files\n", "# (can also use xarray)\n", "import netCDF4 as nc\n", "\n", "# import pandas for data handling and dates\n", "import pandas as pd\n", "\n", "# import datetime for date handling\n", "import datetime as dt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Read data from NCDC THREDDS server: SST, SST anomales and ice concentrations\n", "URL1 = 'https://psl.noaa.gov/thredds/dodsC/Aggregations/OISSThires/sst.mean.nc'\n", "URL1a = 'https://psl.noaa.gov/thredds/dodsC/Aggregations/OISSThires/sst.anom.nc'\n", "URL2 = 'https://psl.noaa.gov/thredds/dodsC/Aggregations/OISSThires/icec.mean.nc'\n", "\n", "dataset1 = nc.Dataset(URL1)\n", "dataset1a = nc.Dataset(URL1a)\n", "dataset2 = nc.Dataset(URL2)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "# Note that there is a variable called \"time\" and in this\n", "# the units are days since 1800-01-01 00:00:0\n", "# We can convert this to datetime like last time\n", "\n", "time_convert = nc.num2date(dataset1.variables['time'],dataset1.variables['time'].units,\n", " only_use_cftime_datetimes=False)\n", "date = pd.to_datetime(time_convert)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2A. Make lat/lon contour plots of SST and ice concentrations\n", "\n", "Here we can pick a specific time, _e.g._, Feb 15, 2020, and just read that date. Since the times were convered to datetime, this is straightforward:\n", " \n", " date = datetime(2020,3,15,0) \n", " timeindex = date2index(date,timevar)\n", " \n", "In this example, let's use the python indexing syntax of [-1] to get the last time available. This is sometimes helpful when running a regular script (_e.g._, get the most recent file every day without knowing what that is\n", " \n", " timeindex = -1" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "# extract all lats, lons and variables for time at the last index\n", "timeindex = -1\n", "sst = dataset1.variables['sst'][timeindex,:]\n", "sst_anom = dataset1a.variables['anom'][timeindex,:]\n", "ice = dataset2.variables['icec'][timeindex,:]\n", "lat = dataset1.variables['lat'][:]\n", "lon = dataset1.variables['lon'][:]" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# make a quick plot\n", "fig = plt.figure(figsize=(10, 5))\n", "plt.contourf(lon,lat,sst,50,cmap=cm.jet);" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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7Rnh6SsyY0YDvvsvi2LFaRQS5SIgCTiAIuB9igVc3gm0L0dHuTJwYSkGBjoULsy7SO3yx4exYpwMSCQg4WKnXp+VB5XuFhVlfyLKcd1G758IVAxcx+w9AkiSlQqEY7O3d7NOyMhpVVvZVQE/ExGhEfZMyW5OPPdVZbftQ0wAnjnt6pnHXXSHExgbwzTflnDypr8U5nIEWOAocBI4Y9rVCTE6hCAmRlrfffoAXXhA2vm+9FYNCoSA7O5fBg/tz3XVxTp1Jp9OxefMONmz4m88/3wkkmB1VAkFAINCKNm3u4uOPQ+jYsRFKpbLWV5WfX8CxYyfp0aNLrevagl6vp7CwiIULlzF9+mygC2+9NZTIyHA8PT1xd3djzJhfENLFU5ikiROBWKfPU3/ELMfQF6NqOQzIRZDtAMR9jkQQ7brA+vn9AVhr+N4WQe5PGn7fA7S3UQeCgiReecWT2bPPkpFxOUNmZQMrgSQEkc5HkOyGiP+vNfXlvX3ddT6MHRvC1q2F/PprLrpLws8uhEjXNOaZt2st8Y9GLLT+xtd3W5mHh3JPTk7Si8BOlxTt2oaLmF3DkCQpXK2OflGr1U0sLm7nJ8sDEFISI4wvv/lvcEyqHA1OzgxClwY9eii580531q7Vsn59JeIxr29S9h4QzSefjKN3725ERITj6elBVlYOS5f+wvTpW4F/MKkXrTEAjWaezSNpaRkcOZLA+fNZPPHE78ABhF1WsKFNgBjWrn2X9u1b4+vrA0BZWQWHDyfTvn0jPDzq14arPtG162ASE8+Y7WkDdEeoWBsg7M9q93/ZJ2bdDJ/RQAyCNPyBIENHESTaqMbNR6iEjfBHqJFDDOXyEHZ36Ybjs2vVx+qIBr4D1hv6ZQ4PBDFraVUejPemWTMPHn44nOnTz10mL8ZK4CPgPL16XceOHf3IzZ1ESko6HTp8jlhAJCAkaG2Avth3JHKOAKlUErfcoqZbN18WLKhPiaG989dWqn8xxkEZSCAg4C+dXp+cZ5CifSLL8rWty/6PwkXMrjEYYo51Cw5uPLeiQu5cUtLNQ6frgBgM62PAsCZzVxbCwiQeesiDggKZ774rp6DAeMQ4mOoRhvbGCdccFcAyhL1WJILEtkBIFmWEJEeFkKDICFWl0aj+FTSa+6paSkpK5ocfVvDuu58a9vQjN3c+hYVFlJWVExZmblsFEyc+zS+/GKUmRhuzaIRUxh1BCioRUrgdhnKxaDSrq9rQ6fT8+28STZtGEBBQV2nOpYFa/T3i/rUBhmP5X9RNQiGIWSWCiBlUw5KXMJWLMCtYqYFDTYC2fPLJTTzxxB+I/7Et0Bxhd7cF4fwgIf5rHeK/r0T8N95AJ2AY9aey0yKeMV8EAXcOffv60bOnH++8k8blG861CLL6G0LK0xxBskP49deenDuXyuOPf464h62AXYh3rCHQ1FA2DNO9rPm/j4hw46GHwsjNrWThwiwKC2158VwIqbIlybLXxqUcE4uALbi5bav093dbk5Nz+gVZlo9fwg64cJHhImbXCCRJ8vTyChwvy/6ztdpIf52usySIhUTdBo0rm4BZQ5Jg+HA3brhBxTfflHPkiPkgnYpQSS0FzMevm4Fehu8y8D8EcYNbbx2Jj483CxcuA55FSFgyECouHfAKQtryM/369eKuu26hrKycKVMOAJsRqi8QtjdNgdvQaEZU63dBQSGHDh1j2rSZHDt2AngOIbnJRJAFLUZJ2eTJvWnWrBFNmzamefMm1chdQkIqfn5eREUF1fLuXTqo1bsR9/gxhKrS3jNW26wH0cyZE8LUaUOqHzInZsbPxO1w8jagN/ACGk2gRRVZlgkKugmhUgxE/Ae+QBegGVdOmmFx/yZMcKegQGbFCnOV5qW0GTX+jymIZ78I4VySY9jOIxYYvoAXDz98HXFx7fjzzy388stfiEVRG8Q7aIRz/e/d24/bbgti2bIcdu60djCx7p857LXv7LhnHCPtEbia6l0o9MBB/P03VigUmpTi4oxpWm3ZKlmWr0YDPBfM4CJmVzkkSQpVqxu+WlSkm6TVdnWDgQhbmLqSMepY9/IhKqqMxx5TceJELkuXnqCi4h8E4YpGSL9es1FrMmKyNVerrDaUVyMIXAZihf80Qrqjx0jc4DpgDMK27LyhnpvhtynGVFraIby8zG35IDMzi507/+H+++cgpAwRiMl+CGIy+wIh0evKjBmdUalU+Pn5MmzYQEJDbUtS0tM15OcXExsbXSuD/UsNQcySEWrgaVy4tMn4rHZjzpwUpk7tIaRk5jAnZRaSs2LY9RkUzgHOM3fu60yYcBcVFRU8//zrfPvtn8AzwMuGCg0wqTlncelSDdf8PiqVMGOGJz/+qOXwYVvz8sUmabUZMzYACxAkLdCwGcPDtEEsZlob9hvh2OzCzy+diRPD8PBQ8OWXmeTn27oHjvpYX2SpNu3U53ibjq/vZj0cKFIq5Tn5+elzZVm2x1JduMLhImZXKSRJahEc3PSD8nL5hqKigZ5i5W+0y3HW4DSaug1Il0qaZu88OiABSTrIyJGh9OnTjnnz/iIx8Rhi0gd4COhn+L0Cob70Qhgn90AYy9uDMZZYOYIgbQYOIaRXZQjVZiwwEkGoNiIcANIBP5KSlrB79z7uvHMv5849VmX/BTBx4mR++WWN4dddQAeEagyza/3KcE5LPP74RN5448Vq+4uLy0hISKNjx8YolVeKJKc6NJo8tm7dxfjxvyDu2U3A9XZKO6vOjK7aqoiZOYyqTKhOzIzQFsB6o3H6MF56qRWzZi0B7keQgzPAHsTzEGQ4n/n/drHg6B2rTlLUaonp0z2ZMaOM/HzrcV2LeIYzEOrSWIT60B4xro06ubZjgYxQCRttIL+lVaskbrllOMePn2TlynWG/b0Q97kJwvZPYehvEMLmz+hJbjp/ly5K7rlHYvnyXLZv969lvy4H6nsxXIKHx9+4uW0ucXdXLc3NTXpZluX0muu5cCXBRcyuMqhUql4BAQ0/q6z0aV1QMNRdDFzGyfjqUj86hi1HBB3wJXCW4OBgnnxyMqdPp/LDD79SWZmFuA8qxIq7GdAVsSpPNdRTIqSJj2AKeApC2rXFcOwswsDbA2Er8wDwNQCRkeGkpwcgpGy5iAnuGYQ0DcRE087wXYMgeCqEfZiaoUMlfv99o+F4U2AStifGIwi1az8WLLiJsrIySkvL0Gq1PP/8fkDm3Xe74evrQ/fundFoKomNjcLHx9NGW1cO1OoHgL8RdkUDDZ/2bOFsSUdsHY+u+j5nzmmmTu1rKmIuObMmZNaqzTAdZGyBfT9BdjLi+enu4PzWfbH33qXa+W5+DfWHzp0VDB1ayZtvrkKowwsRasVMhN2dH61aaTh+PBEhNY6sQ19q42ltxAnEe1WGyU5zA0JVnAHcjEYzB71ez549ByguLuH8+Swee+xLxKIqCkHoZMNvHYKwtUC856ZwMz4+MGmSB3o9zJ9fTklJLS7NIfIM11GCGEtUmIIn+3Nh0t/6HrsrgV2oVH/oAgKkzTk5p5+SZfloPZ7AhYsIFzG7SqBSqfp6eDRcplJFBRcUDFGJib0m1FZ6diXCnKAdBN6lV6/e3H77WL7+eiuHD58GEgEf3nzzXnr37kZubh779x/i9dfnIyQyJwyfZQjCAyIEwT1ABc2bf2PwEGwCjOLIkdto2/YZxIRxPUJ91Rixat8CvMSiRX7cc89jCGLsjyBy5QipWTFCQmGUCvgh1GANEHZ/zoQOyEZIzUoNbbghJgMlYgLQAqVMnNiDjIxi1q71RKN53vnbehmg1+vZsGErd9zxEPAmdbfTsiZC5sTM+F7E2FdpGr/bkqRlAPHAgVJgN+L5s0eojP2wcS4jZKPHYIqNdmoLRyRPRpDePTz00FjOnVMxYkQIGRnnmTVrFyY7LxlBOmOBoVw8dWwOwus1BZO9WRfuvrsRBQWFrFlzCOjNzp0PABATE2UhWa66KllGr9dXC/uSnp5JmzY/A8cQ0sy2CCm56Znq21fF6NFuzJ9fztGj9ZHe412Eh2lXjMGWxXVmIO5rOILo3oAYB7QIyZ4aIeXz49LaJqYiCO1h/P1/18py8anCwsQ7ZFl2NtigC5cJLmJ2hUOlUvXz84tcoNdHNCwouF1p3yi6tnHDrgZ7Mut0Smk88EAofn5KPv88k+LizxBqJjARIwE/Px8KCzsDWw17jAbbqQivsJsRKkktsB+h7nRHeJOlIIK1pgPNiYwsJD3dAzHBtObQobeIjo4gP7+AtWvXU1RUTG5uHrNnp/Lxx9cRFhZKgwbR6HQ6du/ex9SpcxCeh/UTF8yItm29GDMmiNdffwRB3J5Fo7mzXs9Rn8jIOE/r1v0R6sFnqb2EIdrq0/J7NWJmhLk6E6pLy6yPZRi23wF5MaaFi9n5pRa21aLmyDB8VpEzqJmg1WSkbosorkeQ+N5s3z6Nli2bsXPnMSZNepeMjJMIKW4sIuxGKPUZ+LU69gHzgUqeeGIcAwb0JihITXh4KJGRzgcLdhbx8YcZMGA2whHnHYSE3ISQEImnn/YgPl7HihXaC/Ra1SBsI3OB1sydO5IpU0oQsfeMxDcNIVELwvb/HG5o41LBfNF9An//5VqVqujf3Nzk+10E7cqFi5hdoVCpVP18fSO/leXIBgUFfZSOI6DbImvOqFauVFL2K2KAL0dIncoJDW3GlCnj2b79DGvW/IOQVMUg1AsBgLXtVQuElCsYoS4z2oaFY2lUDGK1exoxuPoYypxESExKEIN9T8SAfA5B2MoN+5WI1bMOISnDbJ+EUNm0A/pQn9IJd3eJt95qyFtvpZKdnQv8BPS9YqVmmzZt46GHnqGiQkthYQNgghO1HHlsVv9tImZmoTLANimz/m2LpBnJWQYQZ6OusYwjWB+3IGu7bVSoaTFl/Z6XAPNp2vQ8//zzF5IkoVZPIDa2lLvvfpQZM9ypf1s4azVzJaa8qB8DZ1iz5gN69epaz+e1xEsvvclnny1AEM77EH9QKdZp5ZRKuOced6KjFXz4YRnFxdXbqh2yEUTwCEJF3BwxbujNthsR9/0sIvDueQSxa4OwTb2UsH5mkvD336JVqYoOGQjav5e4Qy7UABcxu8IgSVL7wMCYH/X68JYFBf1qIGTWqIlo1ZaU2VJxOkMA60r+dMBfwAq++OI1mjdvjJ+fL7KsIiMjn9TUM+TmZrNz5z+sXbseEbLCGBneGKXdE0HUJARROo6YAHMRZM4otUo37D+EkLb5IgbRUYgBdJ+h7SDEQLsXITEbjFBdZhjKG730xiEG31SEFK4NIt6YZOhTY8Rg7VGL+2Ef48eHcv68lnXr8gx7TgBH0WgW1kv79YUjRxIoKSlh/fq/eeedTxCqldEI+zJ7qOmZcUTM+tq3Lavtd1vIsPqsqZyt3xkYiJm59KwuDjipiPAqaRw4sIHGjRuyc+c/DB/+CPAsDzzQgLNny1m/3tdxUw7hSBL/PuIZ1yDeESXiHYbGjRtw4MBGLhaEd+8BhBozD3EvCxDvVyBCbajBlArNh+7du3DnnYP4+GMdZ87oEYu1WWZ1jM9NOMLUwWh+YA5H0s40xP+B4ZztEI5G3ezWuHSw1e8k/Pw2ad3cSnbm5ibfK8tyso1CLlwGXCp/bxdqgCRJ0UFBDb/184vtl5c3yK36gFATajOwO0PgrFfFttRIturVdA7ztozlKxF2YquBQL77bjajRg1FlmVSUnJITs7kvvs+JyzsFElJyVRWGhcTryOCfPojPPwSEKvTAYhJowCxijcmPlYiCNh5w7m68s8/v5CQkMi4cY8ayuwGOnDkyB+sX/838fGHWbBgLUIF1B6hGm3G3Ll3MmXKDLPrOsOMGb1p2/Yupk+fzbFjGxGzvCdCEvc3Qir3pIP75wime9aggTuxsZ4sXJhldjwMWEJRUbFNW51LDbV6OUeOXM/w4XdTUFCOUB/3QRj927HHqnOYgVSEoX6KfbWlPdSFlNUFRhVp1XcvkM3zo9rKlZri4FgqpsVIE6KjIykvL2f48MkItbkHixdn8dZbDdm9+5xZ8FVH93gZYiFj9Hpsj7CZOohYqNyHMLw377M7Z87sISDAH61Wi0KhQKW6VNNKJ6ATGo1w0qioqCA/v5C33vqQZs0aM2TIAMrKysnPLyA/v5Bx4/4kOflFnn32SZYt+509e44j7rGO2bOno1IpkSSJY8dOMn/+xwip+E3AnZicVBx5q4YgxiIFgizuMWxPImxLjUGtL0c4G1v9bkxh4QQ3SOjr67vxRHBww6W5ueeelmU5/zJ00AUzuCRmlxmSJPmp1TFztFrFfcXFAzxluTV1e3GdlZbVlpQ5C0ekzN4qU4cY8P8GIvjjj1fo1q0TAOfOpbFjxyEOHz7FF198TmWlxODB3RkxYhD9+/eiY8cBgA8vvTSJ8+ezmT9/CdARER4jGxhBbu77TJr0LMuX70NItLyA12jWrDH+/n789NNXBAcHUVFRQf/+ozl2rAIo5pVX7jM4DrRExFMKBxYBkRw+/CHR0ZGGFfvXgJajR9+usp8RRsnXIwZhPSJwpi9CetcJ4Ynp7uCe2ILl/Zw5U2LhwixOnSo323sS+Iqff/6GG27oU4u2Lw7U6m4IiYUR32PKgWmNui4qjN9jINKLOa9sZur8/vZVjvbUmNbf7cFa6lUbWNe1kJpZqV4xHDP+trBRA5Ok7UfgG9LT9+Pp6cFXXy1m2rSFmHv79u7tR/v23nzxRaaDzkUj1PkPsHjxRxQWFnHuXCqzZq0GOiMWiXMQUqg5iPc1DUFcjFkonkKjqeui49KhuLiEnBwNaWkFSJIOrbYEvV7H9dd3R6GwNMxPTDzDu+9+yrJl2zHFXbOG9XtciCBiYYwb14ucnFyys3P45590xEKxEnEf/RBjhHFrjdCXX+wQLOb9Nn+XzqFSHcDTc2uJSsXsvLz0t2VZtpdLzoWLDBcxu0yQJEkKDAyYWFzs9qUsxyorK4dTdwFmTRNbCmIV54sYBGzBkUNBTahJUmaPhPwNrAH6kJsrQlKkp2dy3XVv8txzPTh48BArV/7JG288zrBhA2natJGddqCyspKSklIaNeoMRJOU9BulpaW0bj0IeAJTihsNglD1Yvv2SfTuvQKxqj2HmGjKMBmnN0ZMWK8DMeTmflEVvFUQM6pW60YcOnSURx55jrvvHs0rr+SQlvYUXl6eJCae4eWX3+KPP7YhSKIO4UlWEwm3vJ+9exfYmGh3Aivp378Xmzd3RKN5poY2Lx5kWSY+/jBFRcWMGvU98Cdi0nmJ2oWLsHXMkohZeFLGwZwxm5n6WX/HBMwenCljPJej387WM+4zEjRrSZ95eZvOA6mI5zKXTZvm0bp1C86eTaF791uB2xASSkE0ZsyI4fvvrYm8tURcC7xJYuImgoNFjL916zYwduyXCC/E5QgHk0zEAmMEixZFcf58Ns88M93Qzng0mpe5GiDLMomJ6ej1Mi1aRKFQ2H8Pn3zyRRYt2gyMMGwhCI/uaASZ0iOk9T6GfTswZhj566+fuO66uKq2ysrKyc7OJScnl6ysHLKzc8nMPM+MGSsRC8ruiHGhP6ZQP5cKqYhxci0eHrtL9PrzoysqKv68hB1wwQAXMbsMkCSpQ6NGDX/38fGKPHo0wbD3GWpnT2aE9QRWhlDnnUEMGCnAYcQgXYiwv+pvKHczplyPNbVrC854lzkqo0cY0X6PEPXnEhgYwAsvPMeqVafZufMDi9IZGYfx8LBvo6XX6zl8+Bjt27cxGEHfjyBWo6z6lA18grAZi0AMop3Yvv1lmjZtRGTknYgwGX0M/RcG9T/+OJ/Bg/s7uB7H2LRpG5MmPcuIEYP47rutiEG9h+HazVfKtohuKiqVxDvvNGTGjBQKCswjm2ci7mEO4p62IynpOwICLn2AzdTUdNq16wt0Jjn5a86cOUu/fmOB6ZhIaE1qcev9VnkvwWaw2DljNjN1Rf/6JWLmsCZXhadh63MgV4DkBmXnoOQ0+LaGkKEQOgz840BSOEfgjETNHNWkZWAiZ8nA5xjTIH366XQSE5OYO/cLxPveDxhM48ZeTJwYyvTpKVbtGO/zGeBVvv76fcaMGVF1dM+eAwwZ8gjCPlPN/fcPZcGCJQCcOrWHoCCTkX1BQSFubm7Vslxc6Th3Lpu8vGLatGngMDjz4cPH6dPnK0TstSjEH9UYYfifAbTi9dfDSEhIZNGik8ycOYQVK9Ywa9b/6N3bORuzY8dO0qvX14jx6DTiue+IWCimI8arEgSJDjBscYgxxIv6JXHzUan+pVEj9b+nTp2+yWV/dmnhImaXEJIkBfr7t1hSXMwQnS5cEiusCISqwK8OLUYjJuW9CFVWJsJ+qgEiJpcSiGDfvntp0qQhv/32B+PHf4JYFe1AnN8TMWF2NNTzRQzqwQjpUixCBG9+TiPsDQQRCFuUfw3tRQI/IGxXRhnaPopYeUuI2GD+REY2Z+pUNQsWnOfw4d8RcZCqY+LEsbz33swa786mTdsYM+Y5hKH5bZjs9pIRNiNaYBbffvsaN988DDDmSHwQMSgORwyQ02nRoiknT3YEmnDs2K2Eh4faTH106NAx+vY9g0Yz3GHf1OpfEI4OxxD391lESA+wrXZO5eab1SgUEr/8koslziCIWVsE+T4GtEGjWeWwD/WNXbv2MWzYXTaOhAJTsMxwUBMpM7OrinTCuxIDMdvRv+aO1paUGclS4RlI/ROyMkHhBqc/gtCnwasN+JdDSQzHVsm0vrcAzq+G5E9Fvf7nIN+WnZiN86RbqTdtwjrkRiriP1+NsDkrw5QB40UgkCeeiGD37kL27rXlkigj1KKQkvItPj6moL+lpWVERT1kOIcbc+fez113jcbTs36cWK4EZGbmkZamoV27Bri5OdZalJWVc+DAIYYPXw/4odE8flH6VFFRwf79hxg27C8gk1dfbUVgYABqdQBubu5kZ+eQmXmeN9/chAjXcRMiGLYjlbU1khHjbyBinDYfz/IQLsln8fMrKlepdJ9pNMkvyrJcXq0ZF+odLmJ2CSBJkuTjE3RfRYXXPK12pLvjVCg1wWgPchxhrHse6MKCBbfQtGlDYmObO5QqGVFeXk5iYhJ+fj4UFBSxefN2Tp9ORqPRsHLlQYTawh9B+KIQXobNETYnxpVlKcJo/zSC6OgQLuTHES96JYLcBSCI0RKEV6QxtlgvQ301TZrczVNPteKDDzI4e7YcQeTOAFFMmBCHr68PZWXllJeXc/fdY+jZ87oar3H79j2MHPkHsA5BfAcB2xD2MVoEMTwIzECjuYn8/EIaN77NcD2TAGMU+VRDX1IQ8aKKARlPTw/KyvwQks4yTDYkWqAZSUnf1Ci1EirRjQgPs2fNzgfm5MXXN53XX2/A888nU1Fh/c7O47XXbmP6dAkhNfsBf38FZ8/ur/Ee1Sd27vyHV155i4iIcNas+cvsyAxMBv/dsG2DWIOUzImQF3P6bWbqlv6OO1kXUnbodzj2DGhzIGQw6Brz2K2pDB7cn379etmsVlxcQkyTB0B/EjzbgqyDkMdAfQcoPO2rNqupLW3BekFU028IClLx0ktqpk2bgl4fiQgpoUYsmhojFi2fAe4cOfIWUVGmGyXI2QDEuNUcjcZW7tmrG7m5RZw5k0nbtg3x9HS73N2pFbKycmjZ8mkEmeqLGLeTEc4hesTYHIwgYOWIcbslphBDEmLRFIAY942mZRGI9zIcd/dM3N2PaMrKcm7Vass2XYLL+k/DRcwuMiRJaqRWN/w9L69xK1kei3hZagMdghwZ42mdRkiiVMyb9xxjxoyoFhW7PlFQUMg//8Szb99B3nzzN4SErQumOD6NeOKJ6/nkkyTuvz+Mvn170qdPd4KDg9Dr9SQmnqF58yYoFArU6lcRxOVvIJqZMwcyZMgATp48S1ZWBbNnzyUzMxwxaPyDIG0BwGA0mhnibuh05OXlk5ubR2LiGeLjD/POO1sR99Wb558fSPv2rYmMDGfgwFsR0rL2iIFpIRDElCl3EBjoz6uvvovwEtSh0cxDp9OxePHPPP30ywjyG4lQMUcafn8DFBIf/w6pqekcOHCYl1/+BKHy7IoYEIMRE+NLwDA0mo8c3tstW3Zw332LEAPpO9iTQt57bwipqRVs3Fhg4+gWwz2VEIPpSeAhNJrnbJS9OMjLy+e33/7kqae+Rqhd4hD3xBjLynZQ2OowJ2lmEfUjsKm+NP9d78Rsrwb2P0ND3/W8//5rDBjQu5qBuCMYnydfXx+8vDwZe/8vUL4JlJGgaADKhuAxGPJHg2Qg8HaJWarVpzVSEZPwWcTkai5xk4EU7r03kNTUHWzceJy3355IcnIq+/cfYteufxHvXDgifEw+cD3Hjr1GREQYAGr15wjiVoaIw9UREf4FNBonpIFXAfLzS0hMTKdNmwZ4eblf7u7UCnq9ntWr/2T37v0cPXqCtm1jiYqKQKVSkpeXT2pqBhkZWfj4eOPt7cXixZuwNGPpyP7971FRocXb2xtZ1nPy5BlOnEgkIeEU3313ADiLm5svQUEBOzIzT98ky7K16N6FeoKLmF0kSJKkjIqK/J+Pj/crJ0+ecoPHELZEtcFehNFtI4QaUMmbbw5m4MC+tGjR1KYq7WKisrKSb75ZwvPPbwWak5T0KAEBdVHBmqDRFHH6dCbt2jUkMzOTLVt28tRT6zFJqdohIvOHIiRVZYgVoIwpAK0HQorXHUEcMxCDTlvgDoQX5BkEMcuma9cm7N2rQagOdwEPo9E8AsC8ed/z/POvAd3p21fB33+7A2MRXlnpJCevxM/Pl7KyciIjX0OoW19GkCKjNPMf4EPDFXYC7kSjubXatU+e/DLfffcjQhp5P4IAVp941WolL70Uw3PPnUVvM7OMjHBgOGa4zlHk5r5xUZ6PrKwcSkpKSE8/z6lTZ3jiiT8Q9/sMIqhvHCIljXFiM6otbYW4wMY+c9JWAzGztjHrt5mpCf3FD2svzAzbdarBWO7gKjj0OATcwrkDD9VbCJKysnLS0zNIS8vgzJlknnxyF0IKOwi4GxHqxQtByrYBExHPRScEcYrDRP6NSEe8I/GYzA7uQSycdIh3oQQfHyVvvDGDadPe5fz5v6qej+LiEjZs+JuVK9fxyy+bEMbtmYDMsWObiYgIQ6vVEhY2E6HydENIX37A3GHpWiBoRUWlHD+eRuvW0Vd87tkLgV6vZ9++g6xcuY7PPvsB6IhGs9hhnYqKCg4cOMy6dRtYs2Z9aU5O7iMaTd73sotE1DtcxOwiQJKkds2aNfnjlluGR06d+qj07ruf8P77PyOkL7XJlbYbWMGOHWtp3brFxensZURubiFJSVm0a9cQd3fTAP/xx18xffpsw6/GCGKqQ9hP5SDiKb2LsFe7BZCIj48iLm64oVwgRkmYMFwGiOeNNybh4eHBtGkzDPtCgCfRaMZWnTsj4zxlZWX8889BHnrobQTJWA90Ii3t/SrjZrX6HYRNz7MYg2qKz5XAKWJjA0lI8ENI634GpqDRTLC4fp1Ox2+//clHH83nwIFTiPynE8zaE3jooTAOHy5h584iG3dRj8iUkMTSpTO5/vruFjZC9YV9+w5y440vIAiDJ0I1HIIgzKEIUmauruxeQ/5Ie2o6c5ipM+NsHLYiaXMGbmbqkf5OtGsDRkKWpoV/74PcfdBgPpq9dQkdUzuYpI1/IVTak4B7EU4q7wO/MXXqY2zevJ1//jmNIPEBCDK2n+houOOOm7nzzps5cOAwH300n5KSUp566kECAvwJCQmiT58eZGSc588/d9KlSwfat29msy/FxSWsX7+FlSvXkZaWybp1SyykhOfOpdGhwyCE1FzDmTOLCAx0Jvfr1YOSknKOHk2hVatofH2vXXJ2IcjLy2f69HfkXbv2HT558tRQWZbtxcJxoQ5wEbN6hCRJqoYNG7wVEqKe/OGHs1Tt2rUCxAQcEtIKMZi1x5T2xxkD2nlAbzSaVy5Wty8LcnIKOXs2i/btG1YzuM3IOM/KlWtJTz8PiLyXfn6+hIaGsGbNelas2A7048SJFwgNDa6qV1lZiVKpZM+eAyxd+gsBAf5ER0eiUEhERIQxYsQg1GpBcE+c2GVR1xpq9YcIj7cGrFr1Gn379qw6lpycQseOLyFI9iOYpBeHEPHO2iEMcu9CqDe/Ah5Ho3nI7vmysnL4+uvFzJ79B2Ji9gPyCA5W8fzzUTz/fLKdPH8/A1kkJf18wdJLWxDOEM8hHBWGIcIFuGHbQSEa6G4ZysIa8fZO5MDo3VZ7toz/x21mak5/y52OJGXWscVkGTY8DGVppP87+7IYuKekpNO+/QsIqfAEhGryFVavXsjIkS8gJJFDgK3ceGMwTz31IL17d3NaxVpZqSM+/gydOzetlVrWCLX6N4Q0eBowg7Nn/8Tfv/6fu8sNFzlzDps2bePFF9+syMvLfzQz8/wCl/SsfuAiZvUEg5TszzvuuDliypRJkpubMCAVKq92hlINGTiwMWfOnOX06TCEQbw5tAi1RAoixY4KYZSbBTxdLWbW1QpHpKwm6HRCmlRXu7q0tAwiI8NrVPNptVr++utvTpxIpF+/XlRUaPn336M899wSxH/UHRER3NxNPRMh8fBDxJHagWAiQ9Fo3rJoPyPjPGfOJNOgQTQxMZGAUC88/PA0Nm7cSm5uKfAlkybpOXiwhN27bUnLooEPACUazaI63A37qKysZP36v7n77rkIo+J7EXZFBvJlHQw10suUT7KyDE4nQPo58OkJKgMB1hXAv34I1esmhG2cF3ArSC3td6YG2zLj7zlDNzM1o3/tL9ZI0DZ8CEe/Ivno9/j5XUgaI/t4773PeeON94EOTJnSi86d29O5c4cqY3tZllmxYg0PPvgiQhp7FHH/dzFlynjmzl2EWNAV8tNPn3PjjX3tnMk+kpOzUCgUxMTYX5jYg1p9H8IE4Ah9+3qyatWVlQKsPlFaWs6RIym0ahWFr6+9bBUu5OcX8r//vSnHxx+OP3r0+BBZlrNqruWCI7iI2QVCkiRV06aN309JyXmyoqKQpKT9FpILnU7H+PFP8uij4+nduzu5uRq++OI73n13JULachohXTmN8LCM4IYbGrJx4zZDCwFAHzSauZf2wi4ScnOLSEo6XydSdikhwl48jLDty0KQrSiEmq49JtsaW8bYhcC3QCgnT35OSIjlBCgCd05B2A7lcObMBgIDA5BlmZUr1zFx4svASIKDr+P556N47jlHIYRe4fDh9URHR17A1UJRUTENGiwDTjJunMzixX8gvPa6YkzxA90gsgUMxX4w1JJ0WD0AdEooCwfFMfB9Hsq3QPk6xD1UIdShoxAS4WYg7XTcwTgb+yIsj8+JuwBidmodrHqAg3t+oGHDmm2lZFlm27bd7Nr1Dykp6YwePZy+fXvWKIWyjA3WEnGPj2OyUTQa8Qci4lY1Q9jv5ZKYuBOVSkVaWiYtWjSpc+ojnU7HgQN1k5qNHDmO7dv3MGbMCD744I2LRmCvFJSWVnDkyDmX5MwJrFu3gZkz36soKSmdmJx8zrHBmgsO4SJmFwBJkpoHB0fvzckpCBSTMQgi9UyV3VJhYREzZ87h66+3IDwrixH2ONchvJ+2AXGsXj2BTp3a4+3thU6n4+DBI7i7u+Pu7kbTpo0uYf65iweNppgzZzKvaFJWUVFBePgLiIj1xpA9ryL+M2ukIgh1AmIy1SH+4+NALLm5y2xK5iZMeJJVq3TAeISnWxarV7/KyJEzEM/HzUATHngglKNHS+3Ylgk3dniS2bPvYNKke2t9rbIs8+OPK3n00TmIsCaNMNmKdQdGCyIWh2VgV1swkrPN0+DM+6CKhcoRwO3A20B/UlL6c+ZMMuXl5XTu3AFJkli5ch333/8OsAakDqb2IqzajbNzXrN+zRlopcqsKV5zpqH9tD2wdAS/r/qU7t0711BJYMaMd/nww78Q90kN/AEEodEscar+r7/+zvjxsxC2kiA8rbUIL+JPAd+qcCt6vZ6UlDSnCKOzOHs2C5VKSXR0UK3r6nQ6FArFJXc+ulwwqjVbt47Bx+faid92MZCbq2Hq1BnyyZNJOw8fPjpCluW8y92nqxEuYlYHSJIkBQRETNVqK98uKYlUCGPcdET8lw8xpibZu/cAgwc/glj1dkPYjRhjxYDIE/kX+/f/RE6OBn9/P7Kzc/n99418/PFXwK1oNG9f+gu8CMjPL+bUqQzatWtkYeh/JeHgwSP07/8cghxVsHjxa/z++0a+//53RHRtYzoWo5RsM4JY92DGjDjKysrZs2c/DzxwD506tavKn2mNjIzzjBp1LydPBiDI2a+IZ6Ev0BNQEhCg5JVXYpg27awd2zKjt+N64Dc0mp9rfb1q9TOG844CbgV6IxKBtzARoThqF2Li1DpYNhLQ06lTezZuXOGw+LFjJ+l1/SQIux86vVb9XPFOnNOg6qwy/o/AuSQamcCRBFjcH3rMQ7O8tROVhDq8bduBiBAlpYaG3gXSycra4NQiStju9QYmI8wWFiGkiB0Q40gChw6trVJz1zcu1Nbsv4bi4jKOHUulbdsYvLxc5Mwe8vML+eqrReTmavj++zWVOl3FmOJizW+Xu19XG67MGfIKhiRJEYGB0X9WVjZvW1Jyo0IY42oR9jcy8BTwEWr1BoQUbRTCGNwWmgBhdO58J8JIPAtB3MTE/+OPQy/qtVwqFBaWkpiYUc378nLj/Pls1q5dj0aTz2uvrUGITzoABzh48FcaNIhi3LizwP3ccstJVq6cDLyFMPrXI7zi3IFDzJixG2Oogo0bT7J69Xt2iVlERBhbt/7KtGkz+f77tYiQCEMsytx0k5rVqzU2SJl1OqOkanWdQX5+AYLUvSPqSwaJYJxBVWmErUCoYJ+sBQ+A8sWw6m4OHDhESUkp3t6W9jmpqem0m3kEElfDyZ1wxzvwyETLmMvphs84Qx/ia+iHeX+czWz270pY+gh0ettpUgZCzS3edTfgN4SE63aysp5xWrItSRIvvTSOWbPeQUgodcD9zJ0bzpQpK3n88TtQqy+et6NKpSQ42I/z5/OJiFDXXOE/Dh8fT1q1iubo0ZSrMgjtpUJ2do7BhhLAV+Xj0/CX4OBGf+TmJt8py7It0b8LNuCSmNUCPj7qmxQK7yXFxcN8ZNmesXI0Qr01F6EeaobIWdcCU6gM46RqvPcZiHha5Yi8lkpSUlZclLAHlxrGlWa7dg3w9LxygjbOmfMps2bNRxBqNYIQ/2A42h8RAmIXQjWpA8IQkg0wkbNyw1aEkIZ6IybrwwgJiEniuWPHXkaMGMtvvy3i+uuFE8fChct4+uk/AWPKGwFvbwWzZjXg2Wet45ZFUz2d0UdAYa2SR2dknGfixMns3NkDhhkC4NpTVZoTsxpSIlWhOBf+Z7Cr8/SH0Jbc3iMKtTqAeWv+hfxzEDcMBt4EXYeAX2D1NtKr7+KgVZ+MTgEGIjbHfTNTK/o76BhCuJWfDr/PhKN/Qu/FaBaFOq5jgLDDm4cgY98CvwBrgBfQaG5wqg1rJCUl8+efm3n++Q8QnrsP1KmduqCiopJDh87SufOlj4l4taKgoISTJ9Np3/7KlfxfCTh69ATffruU+fOXo1A0xttbk1dWln2DVqs9cLn7djXARcycgCRJ7iEhTb4rK/O+vahojFJE4LeHaISL+wyEJM2IJxH2KCAi2i9FGP17IkQFPXnmmab07duDXr26YvTqvJphNJy9UmwzcnM1rFr1O888sxZjDkxhZA3iv9iNKUhrLGLG90FIx4ykshemnJtGWDsAaIGXufHGfrz33kwaNoy28M4dOLAP9913B+PHv4/IGtDWovbo0UGUl+tZuzbPsMdcSmYdVysNGM22bd/Ttm2sw+vPzy/ggw/m8cEH3wP3woTPINKOGiuD6kFaa7Izs5ZURQIFuXAgAUpPgOY8tO0JbXpAXWwmjWQt08a5MBCz4P6268ky7NkNWz6Co+ugzTiSVjzgdIiRDRu2ctttMxGLrPcRHrdPcuLEjw7DrlzpSExMJzDQh5CQS5/w/mqFRlPEmTPn6dChESrVxcu6ci0gNTWddu2eA/bh4eEn+/n5v5WdnfSyK6yGY7iIWQ2QJKlpQED09rKyLhHl5T1xHCDWetLMRizzeyK82vYj4kFl8Omnz3HLLcNJS8ugYcNo3N2vHGlSfcC4Gm/ZMgo/v8vral5cXMLnn3/LrFlfIjzhIhAqyw5UJ1VFCCnZe2b72iLCRfwFDEaQuj8RZK0lpgTAKYiAt2GGMusRWQDa8tlntxEQEMC4cU8jpHS5CGnqAMx1eCqVxLvvNjTLiWlLSmaNn4AlaDS/OLwP06bN5KuvjgAvwrDbqxvUZ1h9gu0wFbaImS1SVt9Id9zunILNTPXvb+k4kA7odfDhJEjYBF2eJOnrfjXmMDVHcXEJMTG9gRUQOUjszLsXSsOrMkZcrSgrq+D48VTi4ppc7q5cVcjOLiAlJYf27RuhVF6bNnpq9f+A7UBTcnK+rpMtYk5OLs2bP4oQVuQA7gQFRRzPzU2+XpblnBqq/2fhksU6QEhIo4d9fBp8lJ9/s3t1KYlTLSAi0B8EFgM+fPXVY9x00+AqIta8+bU3IFZW6jhyJJmmTcMvOyn7+++d3HzzUwhvt8cR/4kRtkJd+CLIWQOEDeAQBCmaYDjeCFjKypWfo9fr2bVrHydOnCIgwJ+wsPa8++4MhEF3S4SzwI1AEo89thIhlStHMIfqKZoA+vXzY9euIioqogx7HJEyo5febcBscnM1BAXZtxcSdmUjodPt1b0e7dmSmcMZQgb2yZP1OWsDW6pN8zZB2OFb9zET2PQhZJ8k5fDKOpkH7Nq1D4gzkTIA70lQOo6ysvsvSyDa+oKnpzseHm7k55cQEHD1m05cKoSE+KPV6jh2LIW2bRtc1arg/PxCGjdehhifgoFeaDQ9+eKL7jzyyHogjeDgF9FoZjtuyAy5uRqaNZsO7EQsgO9AxOPLIDc3uJWvb2Wyn1/wLYWFOX/V+wVdA3ARMxuQJMk7JKTJr2VlYQOKi0cqTKlmaoKt/H85wEcsWfIRQ4YMuKAX+Pjxk0yfPpvevbvx9NOTAOHdJcvyFeNZpdfrOXr0HNHRwajVly/GUWlpGVFRjyLCENyGUE3agjXpSUVkaOhitk82tBGGcNDoSr9+vQAYMOB6i9rt2rVi/PinEBI2P4Q3rgcitVMqwuPTdjwkSYJhw8J47bVSaiRkFgFeGwDtadbsV3Jy7jW0JVk8a1u27OCnn3ZAu3km4/6aCFJNgV2dNbK31UZtyVkk1cmZIzs3o7QMQOnGxH4N6myzeeDAv4h0WWZw7wO4k5KS5vTiSq02aSc0mitnIo+JCebs2SwCAhpe7q5cVYiMVFNRUcnJk+m0aBF5VZKzpKRkOnUailiENsOo1dm//x169OiMyE38CPA2GzZsZeDAPk61++67nyJewCkI9b/5WLaHoqI+3grFF3+Ehjb9Ojv7zCOyLOtsNvQfhYuYWcHNza29h0eDnXl51/lUVnbB0lXMGUQjpCLnERPwx0Anhg6tm3GwXq8nuNkByLural+3bp1FANTh70PZfvBqysFtc+s1zlFdIMsyCQlpBAf7ERZ2+fLnaTR5NG16FyI47GwEQbJFmm3B1jEJoaIEmMLmzfPt1h42bCAwGhGx/RCmaPnmbWsxhUwx9atTJx9OndJTUGAkZWYEzDxlkXUOSskL5M+B4QQHv2HYGcrevYtp3rwJ2dk53HLLZOB76GrFphx5XdqyL3NExmqjvrTlZOBMWA5nyhivKRIhMQttwZmEH2vROUuMHXsrs2bdA+nvQ8RkkAyLIKUby5at4vHHJ1qoRnNycjl48Aj5+YWUlZUxZMiAapJMtTrlikn67efnhU6np6SkHG/vq1f6dznQsGEIiYkZnD2bRePGYZe7O7VGYWEx4kWZbtijB7YxcOBExBg13HA8hNtu24tGY5uYqdWf8d57gYwYMQg3NxVffLEC+AIYbSNnbguQS9HrH5eys19/UKVafrckSa1kWXYmge5/Ai4bMwMkSZICA5s+l5cX9LZQeVWfOC0nbWs1mPHYckQiazAu8z/66E0KCgp5+WU1Gs1op/pTVFTMb7/9wWNPvgW6PAD++GMZOp2O48dP8sz/5kGnl6HxrXByARx6GyJvYEJ/N779G957vBWjRw9HrQ509hZcME6fzkSWZZo1q03gq/pFYWERDRuOQkTnv5vaE2tH0AAvkpu7v8bVsVr9MIIQ3m62Vw+sA1YgBsJGhv3iWZo+vRnffBNISooSiBYhLIy3Mr3UflJwMBA3MCUHfxdYzp139uPHHw8Co6HTe5Z2ZbZImS0Df2ekZDWpLy8mDNdRZWNmjnggK5GGCwdw8OCmOp/izJmzdO78P/BsAK2Xi50lByHzbSg6xCcf3MPx44l88skhRIDhLgjHkmJgD/ASGs0tV6zULDu7gLy8Ypo3vzhx065lyLLM0aPnCA72u+pCj5gynEw22xuNsLPdhpB2ZQFzyM7ehlKpJD7+MAMGHEZ4qScDbRDObN0NdYxRMUrEh71xq2ps2wLSE7K3V9ptxcU5jgMf/kfgImYI1aVa3XK1trJPv+7dpiqGDTMGiy22U8Nc4mGNcsSD7IaQ2BQhjF/KATVxcY6kNSJH45GEbKjMEytzWQuSOyjcQV8CSi+xufuDj9kgIOuhLFd4n0kKKM+H8gLwCgKvhsQ1KLd7zvqAVqtDp9Nd9pAY8fFJCDIWUkPJ2qIC8b96EhdXs8onPv4Ygq0YnxPZUL8S4UDijYhdB6DF3V0iONid9HSjENsN8LD/mGlt7HMzbFrj8SJQlgsPSA9/oSu1B+vzqOwcs/e9pvYuAAo3k5ZDr7XygtOaPmOkIlJkK/W5YW4g8wAd2reqpvIvKyunoKCQsLCan5fz57NJyywHj6aW11eSKfKA6isQ5FuFeAa9DL8LaNYsBj8/X+LjIS6uxlNdFpSUlOPl5eHwMXHBPkpKKvDwUF02ZwBZltFqtVRUVKDVVqJQKFAqlahUSo4fL0WMPzLi+fQjLi4MrbaSI0dOILQ7fohxyRolQAFxcc0AiI8/iRgPlYgxrBJhk+tpaD8XYU/WFGcXxsXF+XzwyUdIupSvcnNP/OdVm/95YiZJUnM/v2bbCqX/heMz0SRFkEsR4RPMJWPG747JlSXyERI4I0L44Yc3yMvL57HHPmbBgue45ZZhgEh1EtL5Qyg9C+2/gaQpcHoJtJwEMcMhejCoDKsP61yFtiQT5QXwbVcY9BGaL5rVos+1Q25uIcnJ2XTo0Oiy2rpt2rSNMWPuRwT1HYYYaOoDGxCS0LvJzZ1ao7Ts8OHj9OkzBngUYWOWgcgJGUR6+lesXv0nDz30HTAN4zP1yCPh7N7twYEDEVioMeOsGndkm2VL/eisUb+t58d6nzOelxcoIfOK0Ng9VpqhhoI8QTBTykGpAn9DSqF0G3HMjCmXAJYO4fvXbmbkyMFVh1etWseEh14D71BofCuazeNtnre4uIQFC5bwysyvoPlmaGIZ3oQM4MxtUJzG+7OH0bp1S3S6ShISTqFUKhk4sO9Fi+Bfn0hJyQFkYmLqe1Hz34DRE71Vq2h8fGzbkV4MVFZWEhp6E8LzMQgRl1GNsA8rxpQKcDgi2HkG8B1wPYJInUaECQpEZK4xLjyN891W4DAazbeAUXo8AvgS6GUp2TeiJgm/LYTroPB1AlSLj+XnJ/aVZTm7dg1cO/hPEzNf3/DbJSn4uyLPRV64GXLkWU9k8kmEKqIupCwaES5hGoIs/FqtxNq1S2jTJpbGffZCzrvgHgZtP4eWHaqVdQh7E+KJVfDHo9DlCebeosfDw52IiDD69etVLySquLiM48dT6dCh0WXPf5mfX8Datet57LHXEaL5VvXU8tfcfXcgn332jlOlKyoqWLFiLY8+OhMxyKXw8ssPMmXKwygUCkOg0p6IeFgF+PgoeO21pkydqkaWY0wDXW3sqaxVkNbE3R4cxSarDTGz01cj0SrNcKziqZGQASSdhDt6QkUZlJVAuxvhpT+rytkMMJtp+PxrIWx6nlen3kOzZo35668tfP/LHhiwAnxi4JfWHNzzs007zW+/XcqUV1dC7GwIGSh2Wt/TnK8hZTroe161adQqK3UcPJjkCjh7ASgpKefYsZRLGoBWrf4OWAjMxLao2pb3OYiUcn4I7UIjhPrdOi5bKiLQ9h40GlNecrW6HzAJGGubmJnDkR2rjWMKaS3e3k8VlJYmDaqsrNzjoOVrFv9JYiZJkiIoKPYzrbbRA4WFS1RIVol8zd36q4hZbWDPo+4sIrr8Cl54YTyhocE8O2sL5G0HpQ9oc6HBI9Duc8t+1Aa26qTugqNLmNAum+zsHNau/YujR7cRHu5cxHN7uFwrREcQbtr9gM+pm2+LLTvCEmAyCQkbnFJ5GbFixRpkWWbkyEF4eFgaVavVdyMGwqaMHNkYgNWrOwExEOlVu//eXiDYmmCvTm3DYtRAymzBmqjZK1tVLl2GBzvDqIdZPzyUG4eOhW63QnRrGPok+AQ6JmYAqf/C2jlQmgMxvSHuIZBUcOhbyDwAFV5odk+r1oe5c7/kte8V0MoqXEAGQn2p+R4KgwF30IxAozlp97qvdJw8KZx3goLqS9r834NGU8TZs1mXTIPwyitv88knuYgQPPZImDWciY8I8CBCczQIjWZu1V61+m2EFuF6hHbiIYiswYzFehHpCJVn8C29vUKpzH4hLy9pbs0Vri3857wyJUnyCwxssbm8/JZOxcWzJCSzFYLdByYa5x54M286C+xFELJlgBt4NuLt95eAfxfQbAeVL+gNxts+ZqmeHAX6NB53ZkKO7gHRPVjwJsye/QYeHu4XTMqMYTGaNAm/YkgZiFQg4rH+DGHb1x1TAvm6whtQk5mZVStiNmbMCLvHPvjgFiZPXo0kNWXAABXTp5eaDtZmALNVrq4SstrAgWbOESEzL2MkXTWWzwBOxkNpIbkvD2TlynUQdwfTegfw7vuvQ8u7oH1g9XqZVr+jO8BDC8X37NOwcy78swjyzsHQL2DLSxw9ejNt2limW8vPLwC3xuKH9X3bfzcUa6DkBOgncWHP2eVHVFQQp09nuojZBUCt9qW0tIKEhDRatYq+6NLHTz5ZizCbAOfnKmvY8xDuBuRZkDIAjeYFjhwZzc6d/zBt2mfAGkhfAZKn/bGlNmOOqglFvn+7K/IfeD84uNX1ubkJd8mybMuy9prEf4qYSZLUzC+g2c48eWYoJXeb7BIdPUgZLQwpLbvbKGDu3Wv2YEteIOcjyNhiRPRkxEOrUEDkYGgxE868D9m/g18PiLgTosaBm1lEcvMJuiZbIScfepVKdcEqR1mWSUzMICTEn6CgyxerzBaaNGnICy/cT/PmTVAqlfz882pWr14G3Af0qEVL5oNbBpBPkyb1F+fpxIlTQAHt23tz6pSeYnt+JpcCtZW2OVBhOkPKal02AvhrGzTriCRJjB49nNGjh/Pbb3+AuhGENnf6nFVYPB4i2rJs3qvccfdjEKCAfm/S+7YZMHgHmg+Sqop+uOg0NBhUvY2ATNBsIC1pG+fOpfLmmx8QFXVH7ftyBcHHxxO9XqasrOKyO/JczYiKCqK4uIyUlBwaNLh4NntHjiQgDPEbG/bYImX2ogmYm+cYQvFUw1hgISUlpXh7W9qMtW0bS9u2sYwffwdhYROBESD/Chk+osCFLv4kb/QBP5Bb9O6YAPW8w5Ik9f6v2J39Z4iZl3fQMN+AVj8Xui0W9mTOLmwjQCQgxwY5amH6KuuBv4GjICcidP5B4CGD1h9Cn4CAkdC0G1VSuibToOEj4G724jpjrO0sbNgZBQUFk5R07oKaTU/XoNfLREcH1Vz4EiM6OpLnn3+y6vcttwzj4MEj9O9/D8JDrgsi4Ks9WA9sZxHpmW7H19enXvqYn1/At98uBfoyZEgAK1YYF4Kp2F+51gNqCoVxgaSstgj2FxlZcgqCq75b/zbuLR1xN3z4KidPnqZFi6YkJSVz36QX4HrDf51J7ZJzZB4jYd27qNUBoKuAX6ZC71egKIOPuryLXn8rwa2egfIMKDsN7UdUHy2VXqDX4unpQcuWzfj224/rdB+uNERGqklP19CkibMRhF2whWbNIjl06Cw+Pp4XbQG7fPlviJR/9lSmtvLspho2Z+ylY4EBREfPIDf3bZvSPzc3NzZsmMbAgbcCw0D+Qwgn7DmlmaMmW1hJAr/nKKxo19LX/8mTbm5ufbVa7SEnOn5V48oIF3+RoQ5u/pybZ+tVRR5bTEb+9QFZBvkwyDMRrsIDEB6Yc4EccK+EgJuhTQJ0ngXNemKhOlV6mEhZBpYSMvPNHmozMUZAeXk5//vfyzzzzCO1qGiJvLxiMjPzadny6ol03bFjW5Yv/whBnJ9FxNoxxuApxCAStUIhgly/DYxDo/lfvfUnIMCfLVtWERCQRHBwMadOJRuOpGIhhc2w2i4E1s+Ks84FzrZngLXtWLB/jt3NvIx1HXPIFRUQGASFGrp1G0J8/GGUShWP3n8bHPgR4pc7n4XACJ8QMjIy+eyzBRDeCZTukLodSrN56sUveeWVt0HOhL6fwbDNJm9oc7j7g0dD9u07WMuTX9kICfEjJ6cQvf6/Z39cn1AoJFq3juHMmUxKSyvqvX29Xs8HH/yMIGY1wWhiE4PQ/hiJWndMi8EULLVAINRKnwDHCQr6wX7r0ZFAACKXcIpZXEU7sDX+ONindx9OkcfaQE+f2D0+vmGjHDd+9eOaJmaSJCmDQ1strlR0ebPQY4MbSrPIzHWZmCKAcBnknSA/jrh97YEZgBY874KABdDqILQ6Am1OQZc50MDOiWxNurWxK3JE3mzs8/zCnYxGI1myxHGya3soL9eSmJhBmzYxV0wKKGcxcGAfQ5Lvx4AdwBKEHdpjiHxuINzLdwAfIQicnpMn/0Kjeare+9O8eRPWrfuUjRs3A7MQZD4NSBUOJ+knhct5emnt8lk6C1tt1UP7tVFl1oSswyWU9h9BWXgU3NQZbhYLiqSkc3RI68Kbb77Eb9++BqunQUUNE4E1rhtHv8k/iOc4pC30fAFSdoDCC8J789nmAOg1D0K7QVAHqCyFpOVw4hsoPA0lafDHvVCeRmLimXq75isBCoUCtdqX3NzCy92Vqx7u7ipatozi2LEUdDp9vba9Z88BQIeIl1eB/aDnUN2BzZyQgYm0xVCNoEkhwC/A16jVH2PLYTA8PJRFi95CBLb+UOysq62ZPYKmiqXIc7On0r3V8qCQFq/U0MpVjatrdq0FJEnyCQxqsadMuuPuItVSJZKZgbo9IhNh9d0W8cl/AOiFmNQB78eg+UaI00LrJdB0Anh1AK82lgE9raUftibBmqRjzkjRrNvJPQsFmZCXKvojSfj7116srtfLHDuWQrNmEXh41GP00EsMjeZ+NJqf0WjWsnjxy0AoYJSibgR+4OOPb+HkyY1oNJ8TEhJ8UfohyzIlJZUsXjyTw4fXIHLVfYEYXPcYtt2GzYALtdmwRl2JWIQgYOYkzCtCQ0zLRJsSsbog85vNlA8YyOtj+pGTdYwXb+8HO1bB+Fe4/+2FMLY5SUnJXH99d2g7AJ5qCmW1MNTreh8kbmHkyEFwchWc3QR934DwduDmBy0fgOBOkP0P7HgEfoyGhC+5PWoVLG8Gv98AspYjB9dw113OZfO4mhARIdSZLlw4/Py8iIxUc/Jkuk1SU1dotVrAF3gNYfy/HWGukYkI07QBEfwVRJyyBwBnzFiMBM0MUkvEmLSToKCXKC0tq1brnnsqEWYiBlphPb4Y5y5nxx1b5CwqhMKGf7nlyb1eCwi9bq0kSdekOdY1GS5DkqRw/6Bm+wp8Z0SjvUfsND4QdZ3cjA9TZQKoC8CzjQhxURvYOrez0jJbD2lNZRI2wGc3mn7/oIMZg/l8ypBaTyanTmXg5qakYcML8+a8kqBWj0GkHDE6BZwD5qDR7Lro587LKyYjI49WrcSq9ujRE/TuPRZ4GqESh6oVr3VcM2u7DOv/3bjPnv1GXWzMjKrCTpZSsdIMddVvR2QshOo2u9l2sjNkvPQ1jZf9yPz57xMX1w4A9SPvgpcPvPAe6HTw4Rw4vAPNmvcB+PrrxeAdzdSgBy29MY39zgR0lVBeCP/+ApnHYdMc/t6ykgYNomnS/SnI3sOjD9+DWh3Am3OXQkAMFGVDy4c48n0/oqLEDUpISCQ1NZ3OnTsQGHj5csJebMTHn6F165ireiF2pUCWZU6cSMPPz4uoqPq3zU1MPEPXro8DBYh0GH4IE40yYAwiGv8yRODZLYANhxnJS6ggzfPzWgeJlcuA8cAxjh37gogIkxZq//5/DTk2t0OkWRBme3PvhczHsgwZswis/O5gXnZiL1mWS2qudPXgmiNmkiS18PBtfbA8/BMvSm6ofylDXWGvHzU9nE6qKW0GA31rGOi0kHIEXlgHjeN4asdjFBXl8957M53otEB2dgEZGXm0bdvgqrErqwnl5eVERFyHELsbCfYOYC8ajX1bivpCQkIq4eGBBAaKc5eVlRMZOQNYi8g7ZwxXYLANiTTL+FAXYuWMhNZWfXPbrUiqpGXmMJIze8TMFikDB8Rsxvfcm3yS999/rWqf+tZn4Zb74N898NU74O4Jw+5H8+0zAJSUlLLkx41MZRhEWYa7wDsHVs+BX74FTS407AAKH2g5EM3iuwExcZo/25mZWWzbtptRo4bg5vbfJCbp6Rq02sprajF2OaHT6Tl4MImWLSPx9a1lVHwnoNfrCQ7+CTgFRKHRTGDr1l2MGvUaInRQIYK4NQP+wqFhpsO8vDLC/OJLtmz5hA4dBAmrqKggPPxZIA0i4iHSaq64ECJmB24FC1FlvZNVWnCkzbXksXlNqTJVKlVXN5+2R8qjl3jhfxWQMkfHnDGOrEm16RsEhzfAS+uhcRxo0vnos6+5+27npWVlZVqSkrKIjY26ZkgZYBDFKzCRMoAE3nzTRliEeoZOp6ewsIyAAJNrsKenB0lJ/0OoIoxEwGgjkmJ7ULP1LHS02oz747B8XmzVDbexgSBkBm9Mc1JmVFnasysLIdsuKTMet1VO0a0r324xqXDT0zPh393QoCkc2AFzl3L6+FYyvjSlOvP29oKQSHipC8zoC2knTH3/8nmU54/BdxvRZB1Bs28Jmr1fVZEyoNqzHR4eyq23jvzPkjKA0FB/srIK6lX99l+GUqmgVatoEhLS0OnqPxWkQqFAo7kTjeZ/aDQTAOjTpwe5uWtYunQ6QnrWgGefHYSIT+YgcLpcat+AX5JAehl4n379HmTt2g0AfPrpAoRj1c2QIVvaxtr6Xg/Q+t9HacicUN/ApsclSWpcfy1fXlwzxMzHL+wmr4A2W7WNVrvh3fHSnNQeMaqNPZit8jVJxGpq1zihehhIR7ghT2ZAGHS/jQcfnOJEp4QUISEhlRYtIi57uqX6hiQpEIaz5jYYexk2bOBFP3d2dgEhIX4WZECn0zF//kKEe7pnzY3YemaspVuRCELmyGPRWC/OrE4k0Mm0ecVpqjZ7XpXW0jJrQhZMTtXmqFy2JpDKma/x1qSxVFRUEPbLFtre8TCqB+7Do5HBePqb91CrA6tlU4iLCuDEwfWQfRY8c8V1aM7Dlp9JmPM/ND3/uySrLlCplHh5uVNUVN2eyIW6wdvbg+joYE6erEd2UgMkSWLIkAFs3LgESOW9947yxhsPAvcCxx1XduRdKd0OrGHcuJmo1V8xceJYhM1ua6BclLF3mTVdvq3xzd6cFzCUorClwb7q5ofc3Nwu0eR/cXFNEDN/dcy9Cs+mPxdFb/TAo3HdG6qJFDl6SC6EjDk65kh1ZQ5rKQfAbTPgxT+E2geE59rhDbz55ktOdBDOns0iMNCbgID6id91JUE4QLRBqA0PAB+zcuXHNG5cf0Fk7SEzM5/wcGGblJ9fyE8//UpISA9mzfqS6lnLDZBL7Q9m1qTMuM+4RRqOW0vSOmIiZGb1vOI0Vcb91hIyW7CWeDmSkjlCCNn4J21Hv/cfXvxyMeHtB6Bb8B1u06aieuF59L//Dof3ouzYgiVLVthsY/Hi5eDrCy07Q3kZfPUy9L+d4OArL+be1YDw8EAyM/MudzeuKYSHByDL8iW/r506teeuu0YB//Lyy/GI/JjjgKOWBSUv0wY1kLNuiFya62jc+H1ef/1OYLkpjpkjCZkjcuZorLMFn64URa7z9fRrsdPdw8eZ+CFXNK56G7OAoEYP690aflwUscYNpX/NFezB/A/PsLGvtm1cyPnrUsaRVCQSKC+FA5vh27fR7Pi6xlMVFJRw+nQmHTs2vqZUmObQaPJo2nQ44M2PP77M4MH9L/o5KyoqOXw4mX/+2c7zz3+PCJGhAowehc8hcs8ZYVRnmuXQtN7iBJkyojRDTUzLREAEazXus+klhVl6JIO61NxezFgfTMTMSLyyCXGKhFlLyYzIwbbHa1aZH5VnziG5uaFq3qiqH3JZGeV9+yMnnAA3dzTnjwBQWVlJWlomqamFbNy4jjlfL4OufWHHBujYjxML/kdo6MXxrr3WodfL7N9/ii5dml2z48DlgDFhfLt2DS+pc8WyZat4+OFFQBTCFs0PMQZtQBA1HNuXGWGci4xjilyE8AxdDHwA0lPOOR/Z+u3sOW0dT07GN31EubYkeVhZaf4mJ1u+4nBVEzN1SNNndaqmbxeGr1LZ9ZC09afbmaDqjMtJyIywR8wigaRj8Eg38PKFwjzaxTZh1qwX6dvX9sJCp9MTH3+GNm1i8PJyFCX/6kd5eTnu7u71MumkpKSTlpZBWVkZCoUCHx9vGjaMJihIjSRJlJWVEx+fwGefreO33/YgVqvzEHGIzgL3I2w/zGGWf1XyMtmKxSEkXmYG+bYkWubEKf5ED4tjtoz4AWJaJlrUMxrpOyJhtshXDsF2SZl5GVuwdgyQ9Xryp82m6P1v+Oyz2Tx5JAn9ps1Ivr7oDx0BfzVz/vc8UxevgORTvD15PGPGjHQRsnrAyZNphIT4o1ZfWenXrnbk5RWTnJxN+/YNLxnp1el0hISMR4wzCgQhawesAz4FxtgnZo7moQwMTgHrgOsAP5PDkvG4M23Vx1xalo7vv8PKK0uTx5QW5669gBYvG65aw6GgsBav6NxavVoYvkKJwsomp6YHqKaytXk4rFcFjoigM2Xr+mBmYpucpQMHt0B4Q9548GbS0jKYN28h9933BDt3riUysnqlM2cyiYxUX/OkDKhmp1QXVFZWEhr6AfAj0BBhvJ+IIFxFCLd1D6CI11+fxfbtTYBngEmIaNn7jb0xa9VOuhTjc2NUUZrvswFzYmSUjNkjccY91gSsrqrJmkiZeRl7BM2Ist//puj9b8DNjcmLl+EWokb/xuvI58/jduNAFKGhSH9vg8gGkHaWSZPuc0l46gmhoQFkZua5iFk9IzDQh5ycQtLScomOvjQLCKVSydGj79GmzShE/LMEQGbFig8YM+Yx4DjILwKSiaBFUD0zjTUiEHUyhpv2ORiXHM6VdZ0DjXU9Iynq+JeH6sBNv/kGRNxelJ9h2+7hCsZVKTELDGkyTe/W+q3C8JVKFGaJdmv6Q2396c4wd0di2PpEbdt2Jg1NJJCXDZ9Phb9XcHz/H7z11od8dygFigvhh61omp6vKp6fX8zZs1m0b9/INbHVgMLCIn799XeeeGIxwh19NoKURWCZ9P4J4C4CAwOZOjWNl19ujMi/uZPNm1+jf/83EQEhGyHWSkOB0Yh0KGARzywOyy3d7DSdTF+9IjTE+idYEB+jxCyu5S6b12MuGTOvF0xOFXEyJ1vWZMoZIuYI1u2ZS81kWaZidzyqpg1RholyOQXBlPUdAIWFEKTm3XvHM/VcKYmP9HfZlNUjZFlm3z6XOvNiQK/Xc+DAGdq2bXBJk8YvXrycJ574GVgNXA+8zQcfHGfy5FeBUcDXgKcgZ7ZUiLURftSE+hRQmKNSg2/6oIrKktOjrzbJ2VVHzAKDmzymc2v2YVHEalWVpOxC1IHG1UBdHgR7EjBbD7D1asPeOa3Jlq1gmbWBUaqi08E7D0BpMbvfeZC77prEmYBoqNSi2boEMA0Sbdo0wMvr0g0S9QG12vQcazQXf/JQq5OAuzDJmdR06hSDXq/n4EF/BPH6BPgBIUVbz+DBMh4epfz224fAZk6eXFKVWSAx8Qzr1m2gvLyCWbPmIgxqS7GQnEW2qB72AkzP1lCxz1oVaYS1StJaWmW0GbtQgmWNYLO+5NiJXWY6Xl1yYE7QKg4coWztFrT/JqANb4pu6zYUzZvx/ZhBhIU1pkuXZvXXcReqcOJEGqGhAajV154j0OVGXl4x585l067dpVZpjkQsJlWgegkqGyNiOZYANwMLLIkZ1M3+2hmidjFUmwDqLFT7h+qVZYk3Xk02Z1eVV6Z/UPT4IqnxJ0UdVqmI8nTsAWllHG1R1npic/TnR1h9t65bUznrfbbKG2GLeNnytnQW5t52SiW88DrkJNG9zy2cScuGdtcxuoWp4bNnswkPD7iqSJlaLRtImSnXmzlJq2/Isoxa/SswCEHKevP11x+QmbmNn376ioMHmyOCODZA5FA9AawHoGfP8+za9TqwkLNnf7ZI99S8eROefPJBjh41xN9iO9XUmRlWW7xhM/42SM+M5MpWaApbhM1YzrENWbYFwappv/lxR79t9cVRSI28KW+iPXKS9wcMgMBApIYN0PW+/ZKEOfkvIzTUn+zsgsvdjWsSgYE+eHi4cf58/iU7p1KpZMGCp4APIOIm8I0Fz4OIMScP+MykyrQWNERQO6mYo3naCHvtZTg45gw8QqnstFrh5tdwnbuHT68LaOmS4qqxMfPxDxul8Gk6XzdwlYS71arNHouvi4jUmTrmJMmebZc17JUzSsTqQrzMEWn1O91WmQaQn8vY24bzw8qNsOhj7l2xAIDi4nLy8oqIi2tygR25dDARsBhLg1U5BrU6pd4lZ8XFJUya9CyCaAWzefPXdOzY1qwvnyDsybaCBQFJxccnAi+vArKyfuammwazd288lZWVFBUV07VrHBERYXzzzQ/88su7CNs0G5BPQryd9EwRwEEgErJbhlSRG2dsuCwlWsFV6kt7RCyHkFoTLlttOC6TY9FnIznLbd4I7T+HyIxtzb9330zkM+OdPq8LdUdAgA+nTmVUy5DgQv2gadNw4uPPEBTke8liRvr5+QIeIkJ/yHewqzeUHQQ+B54yhckwhr4Ay/HGWktUl7nVWNdeG/a0Us6cw9iuZyRFbdd4+B4est7Nza2bVqs9XEMrlx1XhSpTpVJ19wpqs6Xoxo0eeNoZ0GsjbnVGPGqeY89638WCkVylU51oGffbq2MPZtfqUXqA8hsHk3VsK6GhrQkI8OfMmX8A+PffszRtGo6fX/2nCqlPVJeGGZLtWhCzUqB+idmRIwlcf/1IAMaNu5X33ptZzXFArX4EGAGMNOxJNXxWcP313kRHS/z44zuIoLYVgArc8kBrbvP1EfA9MNbQFpgSCqeYfnfyqv4cxwEThCozlgSbZCmHEAtvSXtqRvP9IWYSrGwrghdCDtkEV5WxPu4MHJE0a0IpaytJ3ZxI6U+/U7p6E38t+pzOnTsAVNlBXYs4fvwkBw8eZePGrQwc2Ic77rj5gtpLSUmntLSUFi2aOl3n2LEUYmKCr/gx4mrF+fP55OUV07Jl1CU538KFy3h65im42RA+qfA0LG+GCBLbAfgapEaWOTOtx5wLMda3B3OJXG3btpbOmUvbio7je/SmwqKcxNayLKdyBeOKl5hJkhTrFtR2a1H/39xobBjAa0O8HP2xzhAt62jq5jAnUOkOytUWztS3VcaOPZsxLIL27R9RjroJlUrFSy9N4e67RyNJEpmZeXh5uV/xA67zKsqUmovUArm5mipStmDBR9xyyzA7JfMQ3pZ7geGAOyKK/8106/Yuv/wyGFhqSSK1QwxfnkXYpf2FyEhg6xwxQEp1uw8whc/IgBSak0JzvCI03OT/qwVpMidcwWRXESvjbyNC7NiZWRMxW2XN26wNjOe3JIiWbee4BRMzqBUMakX+qs4MGvcIB//6mZiYC33pLg+OHTtJr7c281pXiSeffNDi2LlzaXR4eS2cTYSDP1ftXxHbnjvqcC5ZlomPP8ygH39H9+NyEXhakkCvgylfonm0jcP6wcF+5OQUXvHjxNWK0FB/MjI0FBSU4u9/8e9xeXkFeMlmUrCm0P9tSFwNKRuAxiAfBam14fhF7Iwz2q6a6tvTdhnnw+atKPL71s9zz8PHJElqIMvypdMd1xJXtMRMkqQo99DWpypuXuZJaLva6bbtqR+dVT06M847Mva3hqN+26pjLSZ2BlZiZfM4VXJ+AWWdurD39yU0b25SV1ZW6oiPP0PHjo2vmbRLarVZjkkDLkR6JssyBQVFBAT4OSynVk9EqDHN0QyF4gzvv/8NkyffDpJ39YqyjMhjtwVB6u7CJCXDKgJ3CnRqIQz9QdiYjYe4O3dVk4JZEyYjWcohhFgSHF5LXVBbMmZPQmevjOV+ca7M2d+T88t2Ulcv5eDBs1edxEzd5X5o1h52/gjhzVH2a8uWibcSGhpM7HVDod9D4N8WuvSAz8YwdfQAXnrJuZRq1vjpp195dOY7eN97C4UjZ0ByGIQl4Z76NxWzP0KzfZnD+pWVOv799yydOzsvZXOhdigpKSchIZW4uCYXXWX8779H6Df8OXjKMBZEIEj616Ph8G+mgpJsOm4OR/OeM3OXLfWovfZqmj8dScqskbeCwD0vnclLPd5KluUKByUvG67YmViSJF/PqDaHywZ8biJl1qiLNMxRIFZHcKTrdobd12UFYK+u+QNtRy9vHasq4+2vUA4eZEHKAJKTs4iODrqqSZnJ+N9aUhZjVgbqqt6UJMkhKZNlmaABDdmz52W6dXsXQbB0iBhl7WjVqhMJCQ6IkCQJ0zT6GTbjfhurZiMpM/73L8DAvmsMqkvxfweSB0AegRZqS1uSsZrgbJwxqL2krDb9sNcv+bl7yHpvCWlpmTXUcB7JySn0e3MWecs38e3Xc7n5ZnsS0guDevpeKMuGYR/C2NmwYym6+ZPos28/59YsFJ7UnTqDQgEhMpQU0b9/7e2X8/MLePjhqazfsYvAJR9S0uc2WKeGLKCBF0SEw8kj6PV6FAr7/mAqlRKlUkF5ufaSRqv/L8Hb2wN/f28yMvKIjFRf1HMdO5YIvu0tdyqUMHUJvH8vdBkLf/sKJ01zI3xbJMweKaqJoDkrKauNEKTGY2MoKklt4u/1wz5JkjrKsqx3UPqy4IqcjSVJUvo267y/aMgUNbF9LQ86MsS3B2e1HDWQJ6MEqhS1zf1gip5erY4hsKetcvYisDvVT7Pv9vIaag8loJ8/j/3rf8YcJSXl5OWV0KTJxTaeu3hQq6PNJEqCnGk0qZb7wSBtisFk93VhqFptlmdCpZCIv/POTeTmfsaOHXvYsWMvb765F9hBly7v8M8/fQDJ0l7DHJKXpbGtNeRSGOYFL2AhOY7ru8vgGZlTRciMaEaixe+QKoma/XAY5gSsLmEzbKk666LWdBbB5KArKCY4WE1Wli0jzNpjwNw5KLw9UPp5M2HCU/gN68mhzz8hIOACUr5ZYdeufTDvIXhmBXRxA9zgb9F/Rft2eHl5wgNvwOtjTZWG3Erv3t1tN+gAc+d+ye4gFa0Sl3Mkb7iQskYCB7+DoU+ibdwAP093ysrK8fZ2rEILCvJFoykiIuLikob/Mho1CiU+/gyhof6oVMqLdp5HXj8ETa28mcMBfKBNV1hwO3S9Fxp1gYxQUxmjMKCuNty1NeC3nu9qa39mgzRWDn+Sgj/PtQv0UP6CiA1yReGKJGYhse1/yO42ogV977H0WjQnWMYxONLqe11h5082j5buaJ91nZr22atrfszeORyROrAkZXJZObnjnuWjGc/RqFEDi3KnT2fSrFn4VetlpVbLlmk/0i9+DLPS0jKWL/+Np176BvyiwSsQStN5/YVxSJJEUOgokTfOcxQETQf3/nTosotlPzUCyfC6mQ9qcYbPDCDDhnu68XcnL7yWaujlvwOAHRG9KI0Xz0GIDVJmlEYFkkcegQSSZ/HdiDwCrerZJmO1lZzVJ2zZnhmhKypFUkr4+NhQEdcAvV7P3r3xtGjRhKAg0zsl6/V4d2uD+r7haN76CrmsmA8+mMerr06t+0VYYdiwu6D3WLhxgOlZeGE63DwK3S2dCPP1gWXLUT76MMoePfAuOkv+i3MI6n2MeVMe5LbbbnL6Gj/8cB6xhxcLUva74UDCe/DDmwzsEcfy5d847W0ZFORHUtJ5FzG7iFCplMTEBHP2bBbNml0cwy69Xg9Zv0PP6Sbyk4FJ0HHvY/DzDCiqgCPt4LrnIHkCZAYBuyCj54XbnFmbJtkiXLbUnMay1qTNjvbIQngTjsmcaerb5L9+z6iQZq2mZ586/lrtL+Di4YojZsGd+ryhiWp7Bw/MND0ohnyAVcjAkoQZvzuyQXNSGubomHliZ6Oq0DrJs70pyZws2UoMbb7P/Ly26tnrq600O/mvzEXZvCFjx95qsT83twiFQiIg4CoOGCm1qPqqOWqSDlXZmJlJpzSa6pIydVBzcSw3sdoxc5SVlbN583bunr4Lzv0C0b1g1NeQvhdO72LRBxO45/63wbszNP0SfPoIF3QgpKSUYp0b5a1VtlXP1gOPucrA/PsEqkgZmMi5ddwva6IFgpzZUxtaEzp7bdiDdViLmuCs96Ysy6SlQGRkJhikBrY8SMvOnsc9zPn+GpGfX8jAqRPIjk+jLLeEZrd3ZPXzH6FWBzKn3xAee/s9Ov44lcZ/vE7lxr/5YOA7jB9/B40bN6z1uaxRWVkp4grOWlT1nFQhtgO89iW6U8fw3LEVKVIMbuWAe6ve8MbLPPTwVB777CtOrPiewEDHUjyFQkGDyTdz7v434JHhkBEoDpxwg7xc2rUTht3OLs68vd0pLa1Ar5dRKK7OBd3VgPDwQOLjz1BSUo63d/2nxjt48Ai4qcGvqWmhaJxr0wHfALhtMpQW8feX8+l7/0+Q1RThTV4Gfl8AD4vGnLEvs0egbM3L8VS3GzNv09Fcbu+4Lb6AAvnFBWieHzHDLyzqROH5tKUOWr6kuKKImX9EzEh9RKMX5BcXCLsba0JmhDUBq4W9ly21YU1SJ2eOGfc5queoDWfrOdsfgJIf11C6dA0Jm1dZDLyyLJOUdJ42bWJs1rsaYCRVdom4mcG8kZSpb2huOl7TC25AcnIKHfs/BL6R0HI0DHkD/Azu7PHzIXUT90w6AI2+Ab+B1QaSuMDz7M8MM9mFmZ8/A1Mi8nirPlmvHsNN0qqEgljIEGrM4aytigtmJFT2pGf1AVvpmWoiZ7YkaI7s0YrOZLH7yWXkbz+KXK7Fu4FIr6T08SAwriFKTzdKShVI7ioK9pwg+qEhNtsBYV+1ZcsOTpw4TfPmTWjVqjmvnlvK348up8HQVtx1eBolmYVseXg5S5b8wmOP3c/o0cMpLS1l8pAZtP3mSWJHtqHzZ/fRZ9StzJw8hdtvH2WIAVU3rF27HsIbVSdlIOzJ7pxkkspjGpsU13UheOMiKk+d5Xy/cTRp15d/tqykWbPGDs93cPq7TJnyCt8teQG6fiGeqQefgt5xfPjhnTz11IMWEkNHkCQJf38vCgpKCAy8ihd1VzgkSaJJk3DOnMmkbdsLXwwUFBSSlpZBq1ZiMfv77xsh5MbqpMz4u6gQQnzgiw8IeXMsmn9epbDwWeLjDzNqYjvIGwKqptBokHNG97ZUn8aycWbH4m2UicNS6mUtZXM0/5tLAW3B3QP9a8ulsikDF7m5uSVotdoDDkpfMlwxXpnu7u6t3Ru0OFD83kYP2oRb3HCbNliG4+ZqP3M4S8Bs4UJIEpiCYWY7iM9kq5yz9ZxB2frt5I57lr9XfEfbtrEWx9LTNZSWVtC06VVsWxbU3PQSpp+spsK0loapg5pbqg3NYC5tM8f589nEdr0TBk2Fvk9Wr5tSBklnoKAxKLxE++Yc4SA8124PP+S3IkVrJdkw3vpO1VXjpfFq+BZLsjYUYt5MZBS/AoIMNSPRguCconnVPiOsyY9R0mRPPVgbaZllu7Zt02qSpln3r/BkBn92nE6jl+5k50MvUFGhJTU1HUmSKCgo5NChY2i1lXh7e1JRoeUrdS5bRz2KUqmsFsfszz83M+6BJ4ns3Yjg9pHkJ2aTe0T8gYOW3ENYlwbkn8pm14traXJzWw5+sJUja//AzU0Ytm/cuJV7nn+J4YdmovR0p2zjLg59vI3s+DTmv/02gwf3r5MZgLrdMJj9NXTtW3NhA6yl9ll5anRzP6By7gd43tCDvW9MdxgyZMuWHdzy2Hvw7F5QuZuev0XTYPsP0ON2Dr1zq1NhR7KzCygsLL2qbVOvFhw5kkx0dPAFkeCysnIiGz0K2n3gOY5HJ2j5/Kv10ONPuL51NWLmFaFBt2cPFXeOhbse59iTQ/Hx8cbPz5ecnFyat3oYdGch6hUIm+JcJII4xNhoHV7qoDhn1dicjmXkBFsB2I377KlBjYtd8/OYP9a2yFtKIr4vDC0oOncqVpZle/TykuGKIGaSJIW6N2uTXPHhMk9atLU45sjGyp7RvLkK0JaK0BzOkDBHqWqcgS2iZd6mMUehM/UctWGO833u5qtJE7jpJktpgk6n58CB08TFNbmohqUXG+o2zaskp9bEqkoyZuPFrUltadHOmBWQsQ8eXiokuOZtmasbQQwsQ8ErzrRQUBzQ875iC5PT+wMShIPXMNMEa56zcjhriSWBbIL5gCnET+xhuXqMgFfWvkR3dtvsq5Hg2LPvsiedqm9iZouUOZKoWfdbp9XxY4c5fP/u+1x/fe0M3a2J2axZc1nrk0r/GbYJkF6nZ0nr2ZTnltB//h0cX7AHSalg0A/3MLtcqP5bPzWJytMp9PrlSWJCtQSTw4nVJ9n00hYkCRa89SE9e17ndB8LC4to2KQr7M4Gv4BaXZ+tsVAuKsJ9/hwKF68ja+dvKJW232mtVkvYwBdBoYLnloLSTFmSchR+/xgyT5Hx11z0elk4H9iBK2zGpUNpaTnHj9c9fIZeryc45i5QqqHJMsj6EDyLoclUaGxgK0ZpVpz46RWnQc7KoqxLV3j2OPz9E2x6ASLu4q0nonhx+h8QvAsilaa65tPMH1gSJSMRMh8f480EKfbigRqRaeqb3TJWxMumwMZKC1HNGW/nJrxmPZlVevJIQ1mWy2yc5ZLhsqsyJUly82nd9mDFrJmeXn2iAMdqRaN9ly1YryqN33MKgp2Wgl0oCbNlJB1CdjXyZV7OOqm0PVhL1qz7bTyuz82j4uBx+vWr7lqfkpJDRIT6qiZlgN1VmvoZE2EzVwvWhpBVoaIYji2DFeFw60fVz91RxA/rxY4q8vEro0g50RwyoFmrPBI1gdBRIqZlIr3YTiwnyCGYHfSq+r+NpCyYHGJJIIcQ4if0EFIzA7w+0NglZVB3g3vz9Ej2VKHmsEfczEN1GMuYP8/2nAes+610U+Lm64Gn54Xb1eTm5iF72PeElyv1lKQX0qdbV8pySxjy03g2TlzKyn6f8vS3vYmKiuDIB19w/XvP8nvr/+EZ6MGti0bScmQLWoxozrHlx7n13oks/OITbrzROemXn58vDBoH37wHT1vZG8syrPsJfl0E//wN5WWgq4SOPeDB5ygdMBKvKFNMTCFlhYrJr8Kv29i4cRuDBvXDFtzc3Mj4axYRA6bBp/fC49+byFlMGxhxO0wZSEz7Pni0akTyyh/ths5QqZQoFBJabeVVHWbnaoCXlwe+vp5kZxcQGlo7Ig9CUoouCXq+Co2CIcPwzNlSP8YD4SLqgFccqB59BOWmMZT7PQnBDaFla158fR54dwBJWb0dIzmagHAyMaoh46g2XnvFaUykyZZNmk2bMExELwMToYuobo9dBTM78KpoCmZzQ1Ud/xxo2YCi0jtD3T7/ZbMkST3lyyi1uuxvVXDLlosrxt4ZET66I2L9bp8YZRNSJzWjuXTCbhk7E4ctmxpb5ayPO/PbfJ891VJtQhYYyVnhO/NR3nor/v6Wsbe02kqyswvo1OnqyYfpCJqNNZMtZ8qAWFn+/vsmFi9eztqznpBxFHJOi4PtRlUTpXu9oGGq/xzuYyHNs0zx04aHrmVhy3s50TKWvglFnG2u5pWYl6pCV8QikpQPZy0JCBWzKSCsCHsxil+J7ZtAQt9YdtONHfTmfhY4dR3mcDZMhZGcOSJk9lCXOjXBzdedrKy6Ec2iomLi4w8z5Y8FZP19kJF/TLJbVumhotkdHdn4zTbuXfAySg8VNy4ax4HZG7mu/zDaPtqTGd3Gs2PaXM7ecY6hQ+9iQc/vmLD9Phr0iqHN7a3JiM9kzZr1ThMzgO2v3EHv3iNg0cfw4HPQoBmoQ2DJ55B0gi+fuY8b5r2Ej48PkiQRufQIfPoazHme0tHj4cbRENUQj8Kt6Avc0ccfRE5OrjGch4eHB2kb3iHqlqkwfyy8uhQyFWJyayMWcbK/H0jQfMpkjs5+1y5BDgz0IS+vuE5kwYXaoVGjUA4dSiY42L/WDhf5+YUQFQsPjQJj1YPY9oA0I0alEWqi35hI7p0HUWx9Cr2kgtg8GJUAv1fCeUPdCWb1zYgSE4ADVJGqmoQpVSTNlsrRlmLRTBJnTcqsNUnm5CunIBgiDBK7CMvy2YTg+8jdaP450l0tVc4AXrXZ6UuAy6rKDIiJeVDq3OkL31XvK0Ml2zGWauPxBfbVguawJlj2CFdt4ziZkytjuhvRp2CH+QDt5TS0btMezPuctjeN7BEP8e+mlURHW9qLnDqVga+vJ+Hhgc5d0H8EmzZtY8yY+y13Pn8IghqBp59Ne4c77vyOWE7Qnd30YgfqrFKL6mtCB3J++4Oc63IMX89sgskmlhP0yIoHQBPqxQ56Wajy7EXjzyaEBFrWKBUzLiLqGjespsTizqImdajxnbN+94zHdr20lnJ3P7Y9/W6tzrtv3ynGPP0AKh8PYnpG0+XlG/EKqW6kbzzn+jn/snPaapRebvR4azgdnzaRq6wDKST+GE/Cd//QZlIPltz7Or6+vvzww8/M+PhD1K3DGD1/EAcXHKSg1I0N076wOIder2fTpu1MWzyX87vP4h4VTMSQdnw55CH63/EAckkpckERtO4GYQ0h7zzEXkf6hxNtkiFZltmxYw8jf9gB61dCXg5S08ZQoUX2D+OP2c/QrVsnp+5TeXk5ESMfhQ7dYfSL0DJI2DnOWwvT7qHlM0M49dlGpjzxkN0sA/n5JWRm5l2yvI7/dZw5cx4PDxVtPz4Kf82FCTPQPNG+xnqlpWVENb8env4Rhg4xSZvizQpZG9Ab7M1i+orFZNbQiVQ2aoVuzyHo1AvC58BByUTArAiUUV1pRKy/GNeyCXFoWmSh3nTSftxIumoS6NhCyonmxLRMrFZXX1bOiQHP6LV7D/aurKzcZbfhi4jLJjFzc3Nr69ahxbzmiyZLSjNSZu0Sby7Jsme/Yr7PKHWoK6pLuaq76FfvoyUJszfB2kqV42gStUXYHBG1bELIuuc+vp79ajVSVlFRSV5e8VVt8H+xUEXKhj0NbfpD677QxzBZxWNp0zDUNDDkEMxahpNALLGhCYzI2lBF3loEnaZMW4KvZ3YVUQlhB9Yw/o+xnHCg7suu2p9NcJWRv1H6Zl3e+EyKurbTMtmCuVqzrnDGRs3cm9MWsvenMuOOR2t97hMZZ/EOcGP01keR7KjhzM8Z2DKUoHYRrP1qAf2GjrEgZqGdYgjtFEOr+7vxz8w/6TtxLH99/i2xsc0pzSqiMCmXD2OO03dGHzS7T1FWVl5FqIwJ71vdGsuZXxK4edOjZOe7sWvsF/SdZUh1I0lIgf64L/2SjIY1e3hKkkTv3t3R9O6OLE9Gp9OhUtVt+Pbw8CBh8TvExvaEb+bAlnMQ4YPnqM6UveJFRW4xs2Y8z3333Wm3DT8/LxIT6yegrws1o0GDYDZtike14k0qh8yAWfexr+e3dOnSEcBmHLqSklLmzv0CImOhtZmK22hPZk6o4qkiZF5xGgstU3nrKEqKCzi04mOaDr0fOr0F/M/SfsxKqmXLxjuWBPA3jmMhFiZGOQXBVerNmJaCEFZJsvyrj0l1MU+yJmjG81hD4elB06UvK5KHTd0sSVJDWZbPO3WiesRlIWaSJHkHdmi8r/v390iV/mXk4ENLEqoRFnMS0tKM7JgTNnPUhZA5qmNNjGwRJSMJM0oA7Ek1zMmbOezFdbImYLb6kkNINVu2VHd3oqKqG2CdO5dNgwYhV20w2fpGSUkpsixz8uRp8AuGRcehlbjXcS1NeSfpCwnEkvKj8Ooc2HKNxX9h/N/uZ4FJogaUahrjF5RYZdA/it9QZ5WiCTUFxDUuRGI5YUHmHRnLC8naCYt99hYTdbE7s37OqqvW7Ut3wdLGrC7wyj5H+rYzDPi8d63qpaSkU5pdzPDfHnCKlAE0jnVnd0UFQUFqFG62bS7VsWEMXHg326esou/ddxLYMpQGg2OJ7t+MbU+vpMXwZqTuSqXfI2PY/e0aAHx9RbDb03+ewSPAA88QH27o747qhR5smf43W7aspG3bVnYN9WuCJEl1JmVGhIWFgL8fTHoZz1ZKgv1z0KsqyevUjPS1//LwXMeqc4VCws1N6UrPdImQk5PLit9+54YnvuPPDRFQKdOmTSwLFixh2bJf2bXvCLQZyw/Pd2Xo0BuQJIkXXnid7/dlwSPfiIT15kbvEVjYeHlNsLTPNpciRcx8iKMdJ7Czf3+OrfqS1r3vhOF9gD5VasQUmlfZfZWihr6C2MX6J1iMR+aLz2z/YE4QW03d6Ei4YtSIhfjX3hbcWjLmSLsW2cid4LmjPRKeX7lXkqQmlzpt02UhZtGtGv7Y/ImuHs3aeJJNtl3SAuLPtI55ZCQltYnPZI/gXAicSXFjq5ytSdf8Gp2ZUG1GQS8uhXPJNG3ayGK/S1pmgl6v5+OPvyI7O5dPPvla7Hx9BXGjEmnJGpvPSS+yue/ORwwK6ewq4rQdYZfT21yVabjFxdktCAk5RAU5QtV5WBxXYyJnsSQ4JeFNINYgiT1hc3ABa2cT++3Zih/mKOirLYlxTajJ7sw6+4A5fn1uG60f7E5gYO1sl9at24BXcBieQdVNM+zdX89AD0rOlzDsqbFoi8rs/w8quP6j0ay64XO8wnxJ+esEXca14NnsyXgHezNmyS180uRTXjnyHK+3fYdGjRpw881D2ZW0n0nxDwLinlSk5dC4VwTNmzetMymrL1RWViLpdES+PAhFQDEACm8vAn76nPOxg+jz51dsHfygwzYCAnzIzy8hLMxlZ3axIMsyYdM/oHLNLnwateGNoWVsTAyncruWqOtug3IJBs6FLu0geTFjH36VdcsC6dGji0ivVVkAzUOgjQ0DeTPHOHOpkrkzWg7BKP19aDxvGuOfmUvW1jV8NOMxnvpkJritr2oqpmUitBTqwSonPIN5RjNOOXAsSjAzwbA9vthaqFoLahyZPJlr4k4Y7HrNz2XPlClySHsK1u9vqCwunwm8YvcEFwGXnJgFhgfdGdWrybA2DwpXeFuTiHWuPWM5a3JWWzWNPdiamOombahdFPTqatiaCZwjVCSmQHAooaGW9VJScoiJCXZJy4AFC5YwY8a7zJ37utjxwTIGPu3OG5hUZzkEk4AwvI/lBFOYW0WsMAi11aTQPGyZqeFwsRlJl/ZEA5o1WUV4VqbpOFhIzMB5T1xbpMy8v7WB+fNu/pzXlITc3jtUW/JmKwCusV7+ifO8/6xtuyZHiItry6HD5wgoy0Tl6dyw5hPmQ4f72qEtrWTcH3c5LCtJElF9mvLP63/h5ueBokUTvIOF6jIisIyxiway8I4/efSvZ4iKiqBv356sWvU7+ecKaNRALLZv+fB6Xo9ZyLFjJ6pUUJcL33zzA97XxaII8LN8rqJVhC17noSJczn0U2/at29tt43AQG8yM/NdxOwi4sSJU+gXLMB93jyKk0eyNy+dPh2z2fSLGiI6QY+3IcCwEG/3POzfzIYNf9OjRxcmT36YL7OWwqT2tPv0AcJbXg9YmgXl+Fe387T2ps4hGO+e7dCdSkaWZVq0aArFy4TU7W01KRPUVbZasS0TLAQntr21LccRc5MMoz22vTHFuJCN5UTVOLKbblX1HUEIeXaQTTAtDd7vltdtMhnJMWjseswaytrNZ59zc3P7WavVxjs8QT3ikhIzSZKiwltGf9Pzq1uU9kiCLVJmDXMC44ykwFnCZeuYPa9MqG73ZquMLTirhjXfZ0vVaf5gZROC3E6NnJdHcnIKDRuKqP6VlTpycwtp3Disxn5d69i8eTtTp84AYMqiP1A+9ggPP32Oe/meHofj4bCpbK+7dlS98IApx5oRVrfTnHDJegVarR/uHgV2y1jDvuoy2y4hu9BAxLWNyO+MbaR972LT8+qIyMXd0Zyx9z/M9o1rq0l+HWHiq1N45clXyKuBlJlPEJIkMeTDwTbLJfx6gsQ1iXiH+VCmKUNzSkPKbmFTdfdvt9Gog6WBfpsRjenx0HnGzpjA5nm/o5lcxr3xt/NVp6+Y+u+dBET5ICclU1FcQUKXRXTh8hKz6OhIVBWlBMtZBEu5gNn/MrwJms5RpKVlOCRmfn5enDp12WNxXtNo1qwxAWP6Ufzxe7g9VMYaxc28HHmUTa+lgLYcPKwCz4Y2YM4fJYwYcZjY2OZovn6K+PgbGHrvQ6jSz9HyqUEWxa2jAtiDpFIiyzJ5efkcPZoAbdtX2aoZJWTZBhMjo5YrGNs5fG2NO8Zcvs04xSmaVRPCmCOWBIs0c93Zw1qGO+y/ZX2jKciJKjJofi7z8yndVVz//W3uG0Z+/5ckSY1kWS5x+kQXgEtGzCRJkiJbxvze9dMR3p7B4mGyRXScIWXOxEeyruMMakrgbJ382cKQ2IZqxlF0devyNdnlWE+YpknOaNuWTbYyhID+HVi27FemTn0MgIwMDRERga68dkC3bp1NP1JO8vzO3txkJGUbsYg4rV5ayqy7XgbEs6UmpUpaRhgW4TMSQ2MsnoWigkYEuZ+uUm9qQr0sns/aRMa3B2dE8eaozTmNz1ptVaKW57NNxBzZbQaTzS1PRXH89wgSEhKdImb5+QXMm7eQ7GM5+EY4NqI3vnPW755Oq+NcqpKARgFVUuX4b/4lJyGHsYNGExUTzlldCktPrKLDuDY07NuwWpsAvR9vz1vNF1NcXMK950cR+31PAMpPnCU4Kgx9Mx8GT4zkrT6buOWPUqFqukwYOvQGlG+9RumzM8m//Uaa9gy1OK5uFcanR75jyJABdttQKBRIkoLKSt3VHxfxCoVKpSLxgw9ZsGAJv373Dbu9FpL08iy6/PQ4+1Ysht5joVlX6HE7+ATC2Cfh0wcZMOBb8FPDrJVo7m3HnjXL6Xn7OMrPF9D/9X5IklRNOmVL2q3XVoIbpP/vCwJv6o1aHSgCP8/4GO7IJa7vCW7iN4v34BTN7M6lOYRUETd7aMapagTNkbmTsNNNqAo/ZL6/JhhzDTuMxtAqnLbPXh/i/tGer4G7a2y0HnDJwmUER4dOajS89ec959+isEVorImJLWlUTXWs4SjWmPUfYU26bJ1PlLWnTnLO5q0mVY+tazL21RYxsy53dtyrvNnnRu66azSyLLNv36mrPsp/fUKtFrniRhd8zgN+yxlxeIMgZfYQZvVp+K5pJyZVc2mqkYidTh+BQtLSOOJPoDoxuxBYG6zakprVFPKl/vpSP+1Y437lT1w/oTE+Qe4UFKt4fujz9O3bs1o5vV5Pt3HDcPd1p/eLvRhQMJDj/Y8A4p2tLNeRn1ZMaV455QUV+Ef5cOTXJI6vS0av0xM7pCH6Sj07vzyCrlyPXi8TO6YVN757A7knctn25g6St54j9paW9PLozPrU7dy58jaLPliTvB/GrCK2XyhRKb2Yv+gbJsy7jgFD3VC5mRwSZt95iJhWPnw25U+n7kdRUTE+Pt71bopw8uRpFi1azlerVhAxtD3NH72BRs1UVJZqSZq/kX2f7+fsof0O2zh1KgO12pegoLrnDnXBOZSVldP0qWkE7DnCY888x5iBYhG+YsVqDnvGwnsrRUFtBZzIgtRj8MndfP/JTEaOHEx2dg5dbh7D9U91oMvDnUmgJVBdEm6cW4oTUtjbZTIR993A+V/3Envwe7YqRWaNyZNf5u/GCp6YobZwXDJPD2eOBFoSy4lqKeMSiHU4b56iud153FxqlkMIu+lmMQ87In/WwhbzedeWkEWjD2DxoB/l5C1ne12KEBqXRGImSVJEeMvouZ3nDLFJyozfzW+OLTGoNWryAHPscWk6Zgz+CeIPtkfEnFWxOjNhOROfzFZfzVcQtoLRnvP3YZb+PHcB2dmFqNW+LlJmBt8OjYl6cAg3+20ykTKjpKydoZCZSpPzVFNbWifFrSJlhnY0hS1oHv0L4JiU1cYmscobyWoQc5Rf1Vkv5braNF4IHL0r149vhLK8FAoraNA8mHETH+Tk4f1s376HR196hvKCCiSFhLZcT2jbUB7+dRBKNyXKTZWcWryH/YtOkH4oh6KsUvwjvPEM9MDT353zxzU07RtFv2eEGjH+x0S8At1ZtWgxQUFqOnTox4H58fR/rS9tunoT9ctt5CXlcfSn43z7zlLa3m2ZLs7W+DRqehvmDP6bBh3SkCRoPzQClZtlXKeJc1rwZMfd/PFla4IjVMx5bR7u7u6Mf+heFEoYcFsgc6dtwsPDg/lH7uKVwQfwD3EnK7mMP/9cRteuzsUrqwktWjRl5sznePbZR7nhrWf5Z9xnbDydg8JNSXTXCPpMv77GNowJzV3E7OLD09ODtHkfkZ9fyNmzOfj4+PH6z2uRswuht0GKGwHgDm7REKmCglz27o1n5MjBhIQEs3Hhd/QeNIrQUd0JiXTsvFZQ9H/2zjM8iupvw/dsSbLpPUBCJ/TeFUUBlaKi2BAbiti7L/besGHB3nvvBXtHBSkqVaRJS4D0ns1m2/thdpPJZOqWEP3zXNcmuzOnzcyZc57za6cBe1YK7vIa3nviAcZbm7c7mzBhHOs+vpc+9FUcP3qypYXEPEii5HOonq24dG6WQmmsGsPyluYnKtdmdJyTzrFplipOfuYA4YWj678RBCEr2ls2tQkx6zK823cH3jE6vlNKvaFI4Vpp5PYpUnJmRD0oZ8hKOnAp1OzOxPrNT2RaqwMlSZ38mJIKSUrykjJicBaWALB7d/n+AJAyJHVJYWiXMma/9R6spclon4E0E7CJgf8a0WuC0rE0ClrangGV7q54u5ZQIWiTsuB/rX6kRsjkkG7JpUfI1OwmzapY9RYqarad8uNytek1LzRPAADbVlTQtedQGus9nPPlUXQclIHP68Nqt5KQGUddiZNdK0uw7+7Db6+v54Yzr2HkvUPp1ClHO6yEbMey6667lJ+qvievgwcIjA3dUpl2VV8mXdCTaktq83EVJA7N5651Dr5euJnuo9LxenyU2lteX1bnOJ7fNg5XvZfdywqYe8m51JS5OfuBXoyfIPD4NXvI7z+UxgYfVpvAde8NIiUrhitGrcDj8apfT4hITk5i5d3PAKIUElDdjkmOpCQHe/dWRrxN+6GOlJQk8vIEfvppJX4c8NM6KBJaBmUlDTrkwMwreWzNCm7yeLDZbPTs2Y3Opx7IzoWfcNQ9ohRaPseke0toKKklxQ+O9Dg2PvVCqzYMGzaITfNK2bG+lozAeiWD1g56St+bj6lHYpCWE5wHg+9dkOhVBizTpO/jGJZTSWqTNDCYXwp5edrCnWZyltkzhcHnDkrc/EbCS4C2t1CYiDoxS0xNPCZ/am7/UdMyyZCxXymjDpIstfhdSpIlPdWh0gOVx1xSK0PNQ1Jr0jOj2lG6Hq0BX1mc29peRzi2L7/OfJqa86/EarXgcMQYbtN/HRUVlTh/38htx6+GzZITQVKmFU1EjaRJSVkONLoTsdrrEQTRRECP7Ojbe7XeX1Utn5Sc6cEMeTOSXi0EDOi/F3oEL6tHAo31Ilkq+L2EXSuKye6bRpcx2Xxz+0p+eWwtXcfkcOBZ01nx0Y+GSYUcRx01mfsnPsaZC3pT4xCDPgXfydhEO1nU6ZaRQSlkx3HCXYPwuH3MjXmPUUdl0qV/AjEOC0MmpjFwfBoJKTYSUmykH9uT544St0iz2sR2X/VBJwo21vP7l2V88WQBt05bzfe1gzhqTjrLl/9hatN0szB772Jj7bhcbsUAp/sRPfzyyy+U1QgkXvcqtUXN912+/ZDzprvhnPG8++4nzJp1HABvnHE1E486ltn35DfNu36/n0/vXM8/X/3D3tUlWGKseBs8JA/MU6y/S5c8Tjj6OFZ+voIjBjQojk1qYXmkUFqYqgke5ERPPp9LeURwT2I1aGnr5GRPWs/oS0aw+Y3NMwRB6O/3+/9SrSBMRJWYCYLgyB2Y8e6ZD/YhVZExGzMK1jomPa5GduT1yEmgHHIHAzFf6w4kPWYmdIdSm7UCe2pNevK60kZ0w1vvYtOmArp379gq3/8i/H4/69dv5NIrpjOnj58+mxD3jctBJGRqpEx6TGr4H0RR67S7bP1JStmm2I5IB0BWgpGtSbTUn2brDpJBNdvNoEOP9LyZsDC1lW5+fmEby5d/xRvCs6x58U/8ScmseHEDH17yM13G5HD1+pO53HEjv/++NWRSBtC1ax74/HSMqyQGG3K7UT2zA/k77G7w0nNYEisWlbJikXjuzdu28XrJwaRkigumUjLItLW8z3/9WsU1B/9OXIKVhjovx5ybgSPBisUC8fHxIV9fNCAIAnFxMbhcbuLi9i8C2wqLF/9GRX4vDj/UzYeB2x6UljWNAclQlgee447jp59+Zdas41iyZAUPPvgU6Z1Er+Jgn125xM3aF1fx0sLHGTy4PykpyRQVldDQIGrsbkj9hNtKp1FX5+RD+y1s+KGYj7/8kwUzk+lVUtrkcZ5JKUH78AzKWkiujERcUIParjlqgdeDXp5KUjWjkL7/wXItVgvHPjEy5t1TGj4VBKFXtDY6jyox69K748MHndPBntpR2fvIjGu+2cCwWum1PDzE89remfJjWgFjw4kNpbztknKMt+A5AGtNA1sKdvBWwxPcP+5h1br/F/Dnn2s58/xZWBpcnDsYrs0BoQSRYAVVlkbi7gYJmU5ab2FncmI3tvDIBFrtpRk8rieZkuYL5gnVFkzNPg2USZpemI7MpsFSXY1qJJyMljr3nfnbGXp0J/Lze3ALd8NdisnCht/vZ+rcyUw6KbVJ8qO2WJRL+pXSAjiS7Nz0x1RSXCUsfruI+GQbOd3iSMmMaXpXlcah/JFJ9DswhX9W1TDr/7KYc5MovUvJtLFzZ0GErjhySEyMo6amYT8xa0OccMLRnHLXg9yYlMXnffZiGTVKMV1Gchmlx07n7bvv4YvTz8S5fD1T7z2Iq6cf0jQ3bVtZzisnLeWB2+6gf//eHPvkPLa9v4aGcic9JnZhybOfYtu1jV7DBuJu9ONIsNAhP5Gr3xrIseM3QAktdjWRvuN9ZCEpwnEYMh5dwYg3ZvO7rGb4r/b+p47Mps/hST0aapxzgWcNNcokouaVKQhCrx6jsjfesGS8JSiiD0JLumSWUYeiJpGLXaUr92B0dy1pglr09WAZRtpqRM0T7DR6UY3l9XZcWotlaxk3zX6ETr3jWfHDcsWNkf/L2LhxC7c9cQrLP6/gqQvh+HQQgkb92cAkYJAycarIcrQiUoqQbGoexPLVV9M//TUSY3ZrkjhpTDMlz06jeYLQkm7p2bmpRd3WImZGYqvpET8t7Ham8u7d2/nymd0s/fEHOnTQj8P3++9bGTGip246Jfh8Prr3HsisW7oz7cI8KqyR2dAd1Mc7vbHO5/OTZRFjjLkbfRzb5S8WffgJ/frlR6xtkUBZWQ1VVfX7dxZpY/j9fu75bhmfPvI0lR88gDUzHVCenzr+/hkZu1YxepSP0bmFLRZDFw77nZ2rKuk+YxAF32/F19CIPTmWuPR4nIUVPPrgvSz6+iqGdfNx62xaBNKG5rFzS1Zeq3qDkMcLC8KMpsmsVqq5bm0zqOA8KzV5ktcpr6uuspH5o36pLdxSmuv3+1sGrIwAoiYx69qnwzszF/SzWG0Ww96MYGyCUYpMrITgOWl6+WTRkt0rbz4uz6dl66MevyV0Ma4SlCIqB9HN2x3f8f/w2tTx3DltJXOuOZg3Fi6PWN3tHWvX/sUxx83g2gt8PPoK9NyMaOgPIikbJP5Xk2a1+K1AvpqgcKzO3ZEE+56WeRXSKq0wjZIyaR41yCV2cigZ/SuRKiXir6UuDS5q9JwVtPDt2xUsnLeB3mOSWfLD94ZIWbiwWCw8sXAhN951BZa6Gg6/vA/VcZGpV07EtMYBaVpp7MH1y+rJyrW3O1IGosSssLB8Xzfjfw6CIHDByEF0mzWTK2dfTZ+P76TM1qHV+3cgv9JnRDGpI+I5kCVNx2sr3Txw+l9Ulbrpd/ZoNrywgs7jcrHmdyfhr9+pLK0ib3giDz52La5KH29dg2jSUQxp2ZKxKjC2Sedi5YVea/MbM9sQmoGUUKlpn6SQmjYZ4SuZqTDlmp6J3y6wLwTOikSbpYgKMbPZbIeMPiZr2LjxFoIbHMihFadMa6UdlGhJz2lNUuIm0i1VL0r1SMtXglFbH7W2q9nT6Kk61epWDmhbhrO2Az6bD7/DSXdHNY9825NpWeuovauOxMSEVnn+S3C5XDz++Is8/sQDPH41zBqJGPpCTsoGAjkSIqRFvoKQBJ9tkV7y3e2Jx25pNvzXg6ZUTloftNoA3Wx5Ru3F9PIb89YMnZT9/EkVD125lzdffJXRoyMTFsIojjzycLp1e5+LbjmdV+/7hYHjU3FbYsk/KJMxJ3chrVPQjkZ5Fe1x+/jxma1sXVpGWl48XYakMuK4XOyx5sLVKE0Miz+uYuyU5BCvLLqIibHR2Oje1834n0RKSjy9evUkUfBSPPdWsl+4HSFgZykPTRUUPDQtnqwVFG2u4diL8hh0zQiGnHwVk6ecSPLfeyht9HHuXZ3oNzKe8aMTiKsrw7GjAYKyIWkYIclYZTQEkHze09q/14xgx0h6KQGTmklp2b4qzdPTz0pg8dOu0wVBuM3v92/XrNQkIq7KFATB0mNAatk9H3VM7dzLmPpMupGz0kPVUo/IV/bSMtTKNGtQrSZ90OuAclKpll7+wJV2CpAiyO6D6bYiqm8yKKPThlySk7fhzt3ZZHR9oGUVxcUbtEMH/Muxc2chp585gS5Zfh45EroX0dqTchLNscrUICdn0nJ0BChlzv4U+sYxuIeO2YGGJE3vvJqUTwty1azZfqy0Q4f8nFm7N6UVtd/vZ0bXv7ji9UGcN+htU+VBeKpMOfbsKeKXX5YhCAKLFy/l/U8/ou+h2Vz9Yk8SU+0t0paSgdvl5aEjfwbggmMvZ+/eYt767lVSOsQx7eo+jBrlR27SYQTB+3vp4Vu45vxHmDTp4PAvLgpYs2Y7ffvmERPz3x1j2iu2by9GEPwcdtFZJPXtSLen/g+LJHZlBqWMYTl92EifwKbhQazZkcJ5R5fhtCbw04ffMnTYSJ57K4atm/yce4mtycwhk1J6lRQ0L3JB0e42GLdRzbxHaSyRS82MOgkYlbaZMZXSGuuU0i7/toZnrqtZu25F0WC99ppBxN+izKyEMw8+3Jc6rFcNUNN0XM0jTErKoPVAr5Su2ROy+ZicPPUqkRjJZrV+GGYmNnkeuQrKyKRkdOIyEnBWmi5IygDwQ/beeGJ6r0HA21Sv1S4Etk2xcffdC+nevSsTJowjJydLqeh/HQoL93D0kYdy6clw5XAQlCL5T0IcSJQCxsoJXIimMlWN3UgWtreKa6YJmWRM8XwQOeH1W9DerxOM9Wk1A369fFIoSZY3r3biE6ycO/AtQ2VEEx075nDiidMB0dB6/vwbmHXlEXz88C5OvbVHi7SZlPHtm7ux+d18/85SrFZxUjznnDN4+OGneeb017m3oJ4Jp3XggBniO9dnbArJGS0Jnm/3XvbuaMSWm01W59gmJ4TkxhI2rqyjd+/IkM5oICEhjtrahv2BZvcBOnRIZePG3fz51ruMmnsa20+4nikfnNkkOSslg2WMbtpGUGrLOrgrfLo6m1MOKeH339eQniEwNLWREyYA69ykUUCvnAK2ZOWJCzxk40+Osu2rkbiKapJ1ueRKCq29sY0IXIzEapRyFD0J4LTDXHzwUP1Am802yuPxrNBtgEFElJgJgmDr3c/x2A3Xe1tdkJIa0ah6JdiRlLw+FO2DZERM0bBbSX1lRKUVIoyKeJXCZmgH3BVdkjMpo0M5eFLLibV6W5xPzrBTUlJGcXEJb7z4GL26wa03wkeLPqdv3/Zns2IWl549nvNnw/8NBL5TSCCVlBXTHNk/GCpDCqV4ZXqmRoE81Q1d6WL/FozGhFZQBWiSOrVzYfZXLaIValmheI5+8lw5Z59ybruMh5WYmMDCa99g/KQp7Fhby6ijMjlgRlaT9MxqtxAbb20iZSAGAr3llnnccss8qqpqmH3dVD57ogCv28/GU9bRa2Qy40/OYfjkDD5/ooCvni4gr1cMhdu2427wMvuGHIYfmsiulXVYLAKdO7ffYNEJCXHU1e0nZvsCcXEx+P1+YmJiWP3K2wwcPw7bsqWkHtC3RboyMljCgWRSKgbGXotItCaWc+ABPhY+PpfKCj/CZpqZQWAx24uCJtvcFmNkkViG3oIvWH8QQbVqHza2kLDpxQtVC44tJYSgvpewNI0SpBo4vTk7mPa2O93CJXsS3ge6qCY2iYgSsw4dE8878hhLXGZWS3uDUFSHaRS0Uttoes5JSFUr4qV2LphPmgYMqZKkUA6upy75MkrSxLTq8c6aIhIHOlFCYQ7u3H9aiYJz+8SzZcs/VFZWM3IQfPgWHDIVtm3b2S6JmdfrRRAELBYLPp8Pj8dDTIyyK/6WLdv4ayt8cTEiKQtKxKRidjViFTBkbYFsyTk9BAepQNqaxM4kle1qXZYRBPucUnvkqtRi2Xk9qVuIMCNpk0Pu6RyEVmDcyhIP3QdHbGyLOHr06MryX39g8eKlvPzJ/Txz2SYGTevEnNtyaaj1UL7bpZo3JSWJj574pel3fb2Tx5aeyuK3inj2so2MnZHNExsO4Ki4F9m5s5DDDjue4l2NPHWxA1+Cm08++qgNrjB0JCTEsnu3fgDe/YgOMjOTKSmpxuOpx1XnZcdmN6kH0CKeVxkZbKUnv3IgvYreaTbkX+dkwSSYXwuzD4WeaqxgrcpxCVrG9ixVJEhK5kfS0DtKizstogWtHfeMOCFpOftBMw/JyCprodKVY/AwC127WjrabLZxHo/nV81CDSJixEwQhJjuPZLmX3xVoyBG71QnZLpGz8F0KBOvVmUokapi2X8tGFQ9Scmg3kQl75TyCUqJnGmF0FCLzRKUpqX6K3GU9cM5cEkrEW+vvlbeL3iE7G1jGDxMbLsQ62xXzgCpf+SzbAOcdjfsKAKbFbJTYW8FxMfBgnPhyHnr+PjjL+nXL59Bg/oDoi1Q3+4QU476s1YjO1pqTSP9RpLOXwyeWAd2qbhMzzatWOV7toE0cpiQ9hohXEqSaLPkDJTjmKmRs875sazYs4CTOMZ0PW2FTp06cPLJMzj55BlUVdXwwgtvcPW4hcQmWPn4rQ8MlxMf7+DqSR9w9SRaRc3v0iWXTZt+i3o0fY/Hwx9/rGX+/IcZ3ncJCX6Ye/3vpKSYdzKIj4+lrk6dmO5HdJGVlcyGDQXE9ZuNpbGBemsSfp+fDEtpk+G66t7SRWAvglv60HLsCThJBdMY2aJOPkYY0YzJpWBNY09WS5InzwPKErbgMSXipRVfUnMszGqWoCldz3V3Om0bNyS9CvRoXYJ5RMz4Pyc74cKZx2U9ftwJl+C1WbB6fNoZPDoFBimjPJ3acSn0HISCph1uhWNq7ZDBq2LI65FlkP9ueU7ZW8uDDZvkArXLEM/ZvQJCYww+R12LvDa8lJX4qK3xk5mYSWVVIT3zBQq2+4mN60hWVugB/8yiqqqaqvKd1DtF4pUQA24vdOzaB7vdTllZBeUlhfTpDH4/uF0QYwUX8PdOsFggLgacLujTty92u436+noKdv5DvzRo4vEOWj43O62fo1NyzijU+osb/IKNelsWCe492uUa6b9KadS6gLweaTpPy2PBPit/N6V92erxqb6/an0+FMj7tB8/2zd7SU7ICtn2sb7eRXx828frE/eXFFqEtwgXDQ0u/v57M4MH92/azcDpdOJwmCfHamhsdPPXXxtJTwGbHerrxUVQpy56HjLK2Ff3fz9EOJ2NxMXZcTqd/LNrJwnpsWR1sGDDiwdr0zuXSB2xDY3NHpaycQIQxxX5OKo0ZtloMV5Ix4hgfTY8mmOOHNK08nRKZSqV5cFGrKexxbV5bRasDb6m37pQGH/l1ypt6/x7nuG7H7aM83q9SwgTESFmgiBY+ufHVv/4nCshq1/goBkDaD11kpLEQcsWSEnKYFStJE8nV3MGjwVgxMNNTa1pxg5HL6RG3PqheDKKSe3QWt5cvsfFDVPX0X9SNpu+3Mm8OxPIKC3j9ffhlbc2K5QWWdTV1XP1uUNYswkungXjusKmAtj0N5TXwtu/Qf9c+HI1nDAe3r2AlmLzHFjjANJhcB+49gYoLYYFX2xmz54iDh59ECUzAxH9obXnpVSdqdbXpFDrMxpqxpL6QexNG8WgnS809w+jfU4quVOTlsnrVfquBgNSNCNBdeVBJUORoAUh7fs11T6uu9BJVZmHT15Zht1uhi03I5Jemfsa9fVOcnMHM/ciK/ff+TcffPAZZ599OeXlmyIqRRs9MJ+X7oEDh0JZJfQ/Gt79+CMGDx5guqy1a3fQu3cnYmNDe377ER527SrFZrPSsWMaH3/8BQs/uIcnPs5uZXc1tmRVs9mHErJpaQ4ShHwuDIwrel7foGBClNMyrdrYozXGSMusGNi6DYp1KpkpSY8paVHUIEv7+3o4/+7ErStW1fQyWIIqIqLKjI2xThvfz52Q5aG1KlFuLKilOlKbPLVUOEZVPVpQqltqmC2Hik2PGVKmBCMeI1JIVZYNJR1I6PtjqzIyKCOjI9z99SAuHvQbF869kHlnPMYHX8Ww5o5GGhpcUdsVwOls4KMbB7HgOzh4CCx/Exxx4rmBY2hSJx49AoqqYMGpkJeBoi3D4CQgTfx+0REw/CpYAHTokE1mMqwogdFajSlGmWDL+6ZSOilU+kNtdi6JzsLWdZqNUWq2DxshbwZgxNtTMxAvrQdZtUG1he1IkZdTJ1XQd6SDd55ZHDIp+68hPt7BpEkH89zjP3PzNbW8//4igIirNuecAI+/KRKzjFSYfzZcceaxfPHbelW7TjU4HLHU17v2E7N9hIyMJP75p4iOHdPo2LEDVUUtvZCa1IFBtaSS+YOWsNSguYR80WbYk1yBRMkdC1qRLXkdgXMtzKCU+EQ26mZPcjtlOcdQWjxnw4gBkGxr6C4IQm+/379J6RKNIiK6if5dY5+/8viASC/o9VYs+S5Fseyc1ABbboxdrHBMrSz5xyjUSGAoZclgdJPooAeIejmiMb+UiEm/+2tT8TvqECTemEGUkUGxJw3/3mKseJkyZSLOWi8JCQKjhsL1Fwxk587CVvnCxfbtOznsgEF8th5eug1eugwc1TQ/9+CzBw7uCyeMgQGxkLJVobDgQBL4rPgDegReDkEQ6J4Ce/fS8tnplNHiuJrhvXwAUPodOFYb14nEhsKWx+V1avXVMPqZIuTXKEeRyvEwkFbibDEIaw3IS75r4OITyjh6eCkTT0zl9YeXk5S036NPiqeeuh+AcSOH8fnn3wLwxRdKbseh45Qr/+CbJfD3SqAY5kyFvHS46aZ7cLnM2YzFx8fgdDZGtH37YRzx8bG4XG5qauqYe+PFEBvXwuOxV0lByzBScsgl8TmSj0nIxwK1sbNVumJZ+iLROSFYZouxWm0cV6pPnkeJZ4SSRnZ+3mEey9gBKc8r1G4KYRMzQRAG5KTY0/JjUJ5w5FAiZUpp9aRkoRAwpfYFmbHaA1GSPBiQlgU9OIIfNejFaoHW8Vrkv/3FXYjN3qJYdgZlfPfIRk4fspHzrk1i0KD+DJmUxqYfXDwxD/buhnuvPFS1faHA5XJxyjGTmDsNFs2Hg2NRf+7Sj5TIqKEYlu+AaRLnvTgbNFa0TNPqpVV6pmqERd4mLfIWQF1sRxJde1vWryd9CwWh7hJUROtrQeF3hKFEzpb95OLKU8qZPvEWPnz7A+6/7OfoNeBfjMzMDO6550Z2FYPVAk/PhUvPO5+tW7dHrI7k5CQuvGwex90Cf24GQYAXzoNNX75Kv64DWTAhH6+39YJPCQ7HfmK2r5GSEs+SJX/giPVx7VcHtDSAly4W5ZBLh+Rjl1Lgbcn5iixH04ciRK1HkFTJVYXrJJ/vmtOqkqN1kPa9U3l+UCFIimOv0mJYi6cYTSP5PWUIVNd5RwqCkKKSyxDCJmb9u2XcduGwKrvmyj8ciZZSGWr1yNObLTPUchQQ6rY0Ui8TJdIWDI0hPe8v7oKQvbNV/cHP5NPSSM2281dBChUVlVx/7n089Dgk1MKVJ8CqLZheHWvh55+XkRoLlx+PMvlSIwlSaKxKxnaDH/c0H+5x+AWsd0KpG17aCTdsgGeWK+RXKl+6QlMatNTaIUNDTDpxjWXKdUpWf5okKJTBIFLQex4GYMTmzOv1c9fllTxw38OccsrxDBzYVzfP/zLmzDmF3NyOfHM9nDsJbj4Ozp9xOI2NkSNAl112LmddfAsn3QqrV0BGEvxwGqw5Dn4rgFP69WX7dnF82bZtBxdffB2jsvK5pWs+UhtlhyOGhob9xGxfIi0tkdW719Pn2N4MittKr5ICxpasote6gpakSG8cCn7W0pI4yQmPTOqVVuLUXoQr1SFNi+zYOsn372XH1cpXq1/tGqWfbIXzSvmUykG0c54ztDauU2bSuYSBsGzMBEFw9MuxHzM1g5aTDzQzbKMTifymSP/r2f5oiVqVJCVKx9A4VqySDlq49ipBLaaLVlqlnRCCkEdMT/dVUO50QEK1YhqA9Gw7L63M54zhm+n92GiW/voVfbrBYx/BVTNhUHc49uCBvPv9qoiE0Fi1ai0H9w0Y44dDwoMYSIu+MCUDztophsro2FF8+D4/nLEVvqhszta1E0xWK9/IMa3zkt9+BOgNQrGGI41cSqXUZ+X2mEbbohWOIxQJm1r7dKAkHZOStapKP9dd5iYh0cr06VNCaNj/Hux2O1deeT73v3oLEwbAxZPhm9/h8TMGcEWEHHcEQWDu3FNJSHBwyFXXUngrJORAHvDlWLhlIxwxZhJZVihywRW5kJUJb5fA5KUrOfDAUQDExtpxufbvmbkvkZIST5a1E7MmlzO25G+RVCkRMencqgalOVn+PQilGKHSMiIl/JAupIP/pWOVXANmdv6R8gytcVDt3gCzR8GLy903CYKwwB+id2VYErOUhNiZx/ezq28BJ22w1mpczR5HWk4oK3kj0o9QoCBdCK4aWunMNSBXcwalYHrqTynclZ2wpxU25VfKl0kpOZ1j+LK4Pxc+0ZfDp0+n/9grKSgVVRe3nAFbi4jYXpo1NXUkBNWXRiDvG/J8stVUXDkcmwPvzjgIgD+ee5IxiXB9J3gnH14MRJLpkWSwfrUVl8GX21WTSmxtZeiDgbQdkUak+nyIkL4L11zipsKbzPuv/9Yuo/u3V5x66vGsL4Af/xLf18eOh8d+hoKCPfqZDUIQBE455XhSYuGRxZB3M6wvAVsHuKsf7JkML/SANUOhVyw8vBeGxMCjjz7Htm07cLvdCIKA3w+R3n95P4xj+/adNLpcTOwhWdAHyZncplsJepItNUlYULK2jtbly9MoBaqVcwBpOjX7sWKF83LpmxqC6tagNFB6XHoPtDiLNL+kDZmJMDDDnQiM1GmFKsIiZrnp8ded0be+eYRVM77TsmlROmdGpaK3sg+lTDMSFZ0y5dGN9ezOpMfl6ZTyuMu6YE/fSR826pI5QRCYdXYsFp+H9PRUVgcM7Z0uaPTAL0+GFr9ICr/fz/IvnqW71I5LLk3Vgtp9lh2/Nh8e3gwff/wFfznhkGQ4KFn8f2QafDAK8l2SvGoDktJApFW/wkBVn5hJfG2Jej6lMo30x0iSKrOk0ajK2SCqq/0s+tDHs3d/T3KyUca8HwCxsbHc88hTnPssNO6GLulwwwEwc8J4PB69gJDmMKoLXL8Ikjrm88JqmiQQVgHGJEGFBy75R0x7sR8sP33PjNGH0T2nP8d2zKdwxQq+HDaMv//eTEVFJevXb+S7737m5775fNkhnzfeeJ+FPfK5NCuft3Pa364j/3a8//4i6q07KKwYiW8PvL8YXGr8PWjgH4QSIZNDa/EqJ1/SjxbhkatJNdSmrJWVIxf+KJElI2YzSueViJ+87UrXXwRn9PMK/btkXK1Soy5CJmaCIKTHWTxd8tM1EilJwuTn0TmvdUNzdNIp5ZMeM6PmCSH8gJbkTMmGzKxdWialCOUdyclYZShtJqV4dxfhbvBy8skzWL0VSrbA8FT4/B649BFYuVK/LC0sWvQ17gY4VT7mKj0LtZdbj0QVQ596uDQZrjn7Uu5NhQQr7N4NOb/D9btghlWlHBOSMMX6FeBMyMKhRsz0EAHSE9J1hHIPwiBpy/9KIqOLY7/nZYiYOnUSXQaM5/7vxd9XjAabBRYvXhrReh74+HcAKioqccls/nc3wrS/4MHucLoN1vjgs46wvQtsdcAVfvCWlfCdI5PTD57GkJ6jOHfCUTx1+hyeqYHXPfDbNdfi8cMoC9zjhld77SdnkUJDg4tnXnyC0Qdvxl/eiUffgDkLYIbS1tpyUhZEqJopPY2D0cWpmsROqU75d7VjarxDqUyt8dDo2FcMhyVAQ0PDFEEQQuJYIROzLumO2bM61MRpPgStC9W6OdLvZh+sXvlGICdheqRM54HJw2IoETI9Uqa0JYXfD4316djj1UNtyOuKcwhkdbBy/s2HkOiANwMxig/MgpuOg+vPP5G6unrNtmjhtQUX83/HiFH6VV86Iy+tEmTpbk2HvV3hzIAAZnlAQvZjNW0KZ2IWjjrJ8wnVc1INRu5TuIQzktI5CSqyHKwvTOXauTUcePb+STgcLFx4J48uhh83g9ABTugLz142h717I/fgUlKSeemlRzggpYRftsFPq+HTNfBdCZy4HuYmwVErN3Pej4t4sBFW7wFnESQLcIQNRpaUclNmNmtioSgeVsbAJxZ4R4BPu8LTfrjeDZfkwQ95cEcFbN78T8Ta/78Kn8/HRXccyogRPo6o/o2aLT259XFY+NgjFDbIEiuRMrnkSXpcei5blk5NI6I1HikROKW65HnkBEyJiCnVI/2uR8qUiKEaNM7FWOHQblYHcJBGCaoImZglxsVdfGI3jQR6N9iIZEQrrxr0WK2W6lMp2rGSI4BG/WqeaWY2cpcTODXSllBvJTF+N5lCS09NeX7p95Q0C8+u7MfeHW5KagXu+RhWBlSa5x8GA/Ng7pFDAtvMmENDg4tfNsL0EZKDSi9RONDoA8fEQ5wAWxpk6VHPEwk0xKcTV6fzfLXqNmpoHyrhC4P8qsLgwqfIk84FJ1Qx5oSOPDnnXYOF74cScnM7cuP8+Zz4IlAE/zdGtKM8ZNg4fv99dcTqOeaYqdy36DdWl8PFS+CZHXCbbSx9Tz2Fi7ZsBGDAgD7cGQOHOeEcF7zqhlo/xFaU4UpL063DWQQ55XChFc4aM5m33vpov21aiHC73cy5bBg711Tzzg0+7OvrqaiMZVxvK8nJiWSZixMsQkq2lFSIchKmtsG5mgRsncp5VNIrnVNKqwUtwYCZRa/B8XRWRrX1gO4pt+qnbI2QrL0FQUgY3CmpU9ckxAaqRfOPtOQgXCitEpS2wlFLo8fKc9SDaqptWSEnbEHPTPlGrkrErrayB1kxG1tEWlfcliLwPRhcMCOrjPc+8HPYaEhLt3D/Ih9vXyYaFj9zDhx0K7z11oeccsrxiteihrVr/6J3JiQEncWUSJHe7g5SDx7Zva/3wUY3bHCLe2kmWKCvHfoGBh5BgPdyAqsNpfIUymyBEPtrQ3w6cfXloWWGkL0gNRG8TrVrN5JXD8HBWaXtFVkO3nvbBgI8dumX+w3+I4Dc3I70CfCeeDs8Pg4O7gCXzziBn7ZvbNpXM1xkZWVQUaHt9TmzaDNjtu/kp5+W8t7/3chLHnitvJw9eT0R6sQ0eRInb6cCmZ9nh0EWuPWCq/jii2955JG7SUnZb4NoFKWlZZx9xliSk+Cn1yA+sMiu3LGTQUdcSkHBHroEXzu5tAtavrty06J1sjxKkjMlYqQm0dKbR9XGbKX61aA3dplZnGtdr1bkhkCa8VaoqnIeYKLGJoT0FsfYrJOmJATUmFoweiONSMiUJnIl8aYawpn4zEgRZBI7JVszLe/NFgSsSEyrJm2rqexBWkJzYNkmd+Uiye/guXXN59LWOensbOD0SX6W/erjyEOay7RZ4dEz4Y4brjWt0vztt98ZK3dVVlsxmUDZHrikFBK3w/BCOLUYHqmGF2tgwh44ai8U7YbtbpjmgKnxOgVq9bcQ2tiCmIU6KITjGKGVPhwpm1EotL0iy0EZGfy6qJqpZ6RHjDD8r2PAgL78UwkLl4uLE4CZiZBgg6+P6NPm7enWrQuzZ8/kreKNpArwcHE5DRnNAbIL6rTzWwWYZoOf4yH786+YnD+cutx8YvP2rdr7s8++YdKk45k371YaGlz6GdoIVVU1lJaW8dxzr3PtZflMGj+Wg7rDR/MgfilNoTG6lm5h5+p1bNmyjc7B4O9SBMc46ZylNG7rxQqTl2fkI8+jBSUtlhLU2mKmLr3y1fLLOUigvTEW6JESZxMEwXRnDmm0HJyXefGULJWTah1A6bea1EQNkrwPr4O3pNv3aD08tZhR8tWAVtv1OpkcBg0F5WE2mgibTt60Eie1ld1ISfxHvT4lMXRx87nLJsOGBXDGUEmeYhiVBKOy4LsLhuhfgAS//fY7h3Y1lUUZkudSugdmFMFj1RAPTLeKx2NGjeHIhxbwzarFdLFBl50wfBecswu84WhElFaAwe8qz9tjd2D3yA05QkA0PDXNvmMRQFAiXFbsZeX3tUzr+2j0K/0fQXZ2Jl/++gPProLLPxHJmSDA3DT4PFwnkjBgsVh4cuvvLC0tZ2dqqun8sQI8ECO+u+94wFUQmRhtZrFx4xbWrv2LFStW8c8/O9jz0uvc1jl8b/VIoKqqmpmHDWdg/7F8+OytDKqHNw+Hu7qB9UeaPRKLYXDhVobk9+DJx55jlNxxV0685MFd9aA1J4YKPdKjdVyrXr153Wx79MqQkbMjk6ptI/JS5uqU1gqmVZmCIAj902MOGafUV/VukJpYVC2dhkhz0U4oc0EHB2z6G845WBygTEF2E3XbpfZbSzVmZrBU2u2+SLIhq+S43w+++kRiy6uV26NmeC+5t0m10DdXliaAkR3gj70w3UTzu237lu2JQCb6fUECjx/W1IPLJ34y7c176R6zF5a4YIgFbrKLq+sP6+CXX5bx2dJl3AyceMHZ3NG5E4cffgj/d+hhnFYNL/cUVyyKz9gs9F5SqW2MlpQqkqp9pTYZLT8S9yQIyaJHqqLfSB8umrmFM085h6FD28fE9l9Bly55fLbyDw4dOJxT02F0GqRZoUpHOhVtJCYmUFpdTVZaSpMKMygxK6hrqdZUQj3g9oI3ueXx2Lz8qBK1lStX8euvy/n77y18+OFnuFyNADweA8fFwqB6OH/HLrp27Ry1NoBICp9++hVycztyyCEHMGzYIKqqqlm37m+++OI73n79ZU6dBA8eBUM6QUJlIKMCSUmp3M6oCWdwpAPGOyTn1MyOtKA1pmkROrlZilFo1adUp1JapbnYbDu00hsxb8qGKQ54col1JnCNmWpDsTHr1cvhtcdIZW1GLzaclb4M304T58NrlsP9a+G8X+DFI+HUgWC3hlC+mcnK7MSmROLUoBfiI4AGbzqOmLLW5Qd/SzuO0kbyWr+LYHIPOONTuFWnuVIcdteLPHDBWVwjF7RJ75ekrt93wb2V8GU9dLGBY8gQfD4/a/5YQ2N3kWj/1An2eiHXKv52FsGMBJgBOHJgfSO89vTzvO6FxkY3b2xcx7n9BzJ4DZyQAdfaIdGC+ouqB51+6LHFYvUaVHVEkhC1BYL9SG2gVDEPCNpJ/vOXi1cfnxWlxv1vIyUliRnnnM9bHz/FaDcMT4ALtkJtbV1Edu8IBfM79qWLD+KtLQdgKTkLQomkpQjwTRwcWQMNPfK5cMtG/sjtw12N0D0rnwdLokPOZk85kcMdcFgcHJMCR9aCF4hBHHMOAd4ZOpGrdGzuwsEXX3zHpRecz6UzoPx3mPkwXHvzLcy//TYGdoODB8GauyEvA0PCA3tqA0JMHB92FBCCC0f5+GNU6iSH1FxFqZxshbRK51D4rQT5fKaWRq+MSMLInF4M3bJBqKvOEwTB4ff7jUWeJwRi1jUz5eRpMVWCLqsNB3o3MVCvIMD8UTCrJ5z7M5z1GdQ0wiWjZOmlxtVKhtZGO5ZW25QmfiOsXW6QKe3wGve32tOdZO92ZPudt2yPlshW7XiRSHiv/QEO66ZevxI6d85lVx34iyTSS5V7V7sXphbCvHtv4p4TjiY9XbRo/qh3Pg/Ym/PbBMiT9FKH5Nk5i6AHcHMMHO6FE2+6h19uvYdrv/2QiopKjjvuLB63wIJ0mJMUgkRVCbJn43KkEuusanHMbBmtoGNUr1luNEJ1qEH2LqWVOFtIzXr38vLi4wdzw137Ri31X4fb7cZVC2RD92o4Mh7uGTCUO3e07f32+Xx89dUPvOCGdfGwzge76iWEQAEFCs4BAHkW+NIGJ1bB3Rl9yBbgPDvc2wj3eTwR251Eig5WOC0RDosPOCgIzRNjQR3MAi4ATpNsARdJfH5TPle9DovugjH9xGN7K2HzT7eRHg8/34D4HnoxRTDiK4uoy+hAYumeloss0CdnWk5xZghdqOe1NGzydkaSdJkRohjJUwwTOsRa1lb6DgG+NNoM0zZmSXbr7Ck9FRrQVpDVa7PAsExYegyc1xce/g0W71TIZyYwptZqQC29Whny/GrSKrVzKseqqruSXLtDu0167ZKmkdyfknr4cSec8sgilcKV0b17FzJj4dVgHDE1AlIMP++FXhY499wzmkjZunV/c3UZvG1g7JN7eB1ghS8dsNYHN02aQW1tHS+8sJATzz6duaXw8m743QWrXVDjg593wEbD6xd1uOJSiXVWNl2X9BrDHjDkMYKMOggYrTvSq0gZvnrZx8tvwI4du6Jb0f8oOnfu1DyAZ8ODGfB5DZyamR9WLEKz+PTTr7jolPO50g7pAlhra/EmqgcSlpKxgrqWH4COFvjFAZviYbUDLrNDIrB587aIttvlcnH//Y9R64dxcS3HFGl7BgOnAzP6H0RZWRje1wooKyvnildg0VUwJuCE5ffDtEPg2c9AsMHqPzEWxV42zibXbae6r8ToV+t9N6vNMrLoD2d8aQt+oTYXSs9HAFOT64QBndLPN5PHFDETBCHW62nM7RqvkkCNiERikgLNh2WzwIoS6J0C094C994I1BctyO+J0XsjSV/T2JVk3/aWZa2jtTGnFEoBAaW/A+Vk18HorrD7t6OMXxNgtVq5/eXXuX9N4EDQwUKB3H7igXFXXtgi/xtHHs3pSdA/lLg7QJEfsgSIBd4+62KenHsZ2194lXmBgX1kIQwthOTtcEUZTPgLRqyFn6rFTdBDgcuR0kzMwFxfjzIxahMoTBDBPVtTUyDJQbvyavsvYdCg/iyvDfwoFu3M/u4GMV44q2tosQhDwZo1G7gkFeYF3ltrZSXelBTFtHkJ+p6aQdTXQ1G9mD4b2L07coP6r78u56C8gax+eCGfdwCHzkx4HnAwMLDXGD75xLDgQxdPP/0Kx4+GYWNoGjvufwRueBYuuWQuBx0+k8s+QH2M1xhDkit2UN1N5o2lNCerLeCVzimkVQqDogojAohs2fFI8YdoQ4WfHJwBzgbXeDNFmZULjx5vq49TPGNGvGkWBtnzX5XwRxlM7xLmJqBBhKMakkqLtMoJcRVTY8slce/ulgeVXpAcleNKzgES3Hs0nHgb3L07n+Nv3GQ4BtXo0cPY64Q/KsWtnqQvlbMISvzwjBs+8MDiuae1yLvVDSeEYR4zyQqTlOP7UueHmVaIO20m9913MzExMTQ0uLi7z0AO/QsOiYOvBkOsyY7jcqQS21AVeqON9LFoetvJ+ymS3/J0GnZmSoGVK7IcdB/iwuXaT8yigVGjhrKrEXa4IDj9eovhlXgYWS+Sj4MPHhvVNlRWVrF69XqSaoDAzJBaX0Vah1TqCwpapdcjZWrns4Ft25RUIeaxe/de5sw4lWcy4IhaoBykwnN5GwoD/68GBOCD2ZcwPUL2Zlu37mBq98CPYmAtPPUDvPzxBwwbNojTD8rnxB6S8/J5ViO+VnL5dgp6HiJ6UikRMb15Oli+gbndWdTSzEQXSuOJUn3y83pSun1pv6vyPBxlkOdzpgiCkOP3+w2N5qamof4dMmZNSJCtwoywWaOxSMLM9/RB8PUU+PgIsEYqbJK0E5tRJynl1xOdapUh+fgCfNpS5G0p/VIqXx400KAY+tBk+P5CeORVePKC3oajctvtdm5/8F4OWwqjFsPynfB8NVywEw52woB6WOWG79ctJidHjLnicrmYmJHP1044OcStFH/zwoUuuKURfpLs8bfBB93r4cQGqAZefvltnE4XO3cW8vnn39J7/t3MmHEkm7xw+XZYVw+zt8D5/8CLBhYYrjiZxEwKMzYKRleGZlenkUyr1CcVYuZBczw+mw0KCtR2Ud6PcGCz2Zh2ykncshkq9zZLLmyC6BzzxPTTo1p/bW0dE/qOJOu3xZwlWeLHVFfRmKwsMQsFhcAI4IOrbg27LJ/Px2UHHsxFiQFSZhIXAWuA59MiE2fttG6LuPNDKK2i6Z3qHw/fnHccH330BT9vgRkZqI8NGvNKQk0R9XHZPLIazvsH3qiFNwsD/aRY/C//KJYv/a+AICFrUYaZ8UQpbJXSeKh1/Wr51eqNlgROpeyJCR5LYmzMYUaLMafK9HmnH5qMoYfVhHDDFJi4gWfkw+F5KidzJB8lmLFBC0JPJKuU3kyHVWlTbXVHkmoKmw8Uod059TqoykpqUBl8PBFe+BrG9+nNDTfMZ9u2HbrNnzXrODYW/sXJnWDiHvjSCV1uv55bP36NLXvX8VrFZnJzOzalb2x086cPZlkhSaNHag0gC93wkgd+HjGSqQ3wdJw4YLj9oorzRx98ESBsx/QezqRhh3L22Zfz+v9dR/q3nxHvFzdmfmMnvFIKTxfDnH+gUh4DSHrvCBAzNYlZtF7+aJEzeT6jA6GEnMkJWmxKHFVVbbx56f8Qbr31KsoOPYKJDVAvWTudghjS6oMIEQg5Vqz4k3vueYQUK7yZA4dLiFlsVSXFcZEhZsFRbiywGsKynfP7/dx44924XHCFRIirZOcmrz+IeOAh4E6IiCR4wk2bmTkJTrkLvAGZx/y+sLEW7rrsUj6aBJ3qMD/XAEKxH2o93LvHTtY5l3NhKZwSaLJp9aP0vw7CVm2GkkYrr9bvaCNQ34Qk6JudajiemWFVpiAIcQMzEjNzzNj/tKewAEY7i57XpjyNEWmhHllT8j6RxTKTosbahaQSiVjfyKpCD/I0gRAb3YFNB8Ev5fDBly9y/Ksv8txH7zN8+GDN4ux2O2f/upmzfD7dqO9//bWJHgI8r6wkB/Rf9qdjIbsRli5byZwk6GcXj4/pBAUecQWSahEjjXfZCQfFwYcdZIVkQ7oTOqeKKs2B8ZCq9YYUQ6MjpdkrUyWN6ffASB6lfqpVHiG0w2hbZH0nTaIYKt0bS3a2WjTq/QgXaWmpvPLKY5x22oU8/+23XBLo9w5gPnApUJ6Wz9wIhnrYu7eYE6aexBkJ8Fhq87sZJDU1xVV48iNLCBOBPsDixUuZOnWS6fxut5vrr5/Pshde4wUf6FmryQmZFP2BnsAnHQZyYgTu61WPbeCkQ/px25dw+wjR2eB96e0zQlykkKjT4goLic/N48orL2D27JMZ03ssBT7R+1ULwWcqlYbJoXVOesyUivM/itGJULXXOdxoejM2ZgeMTxbsLY5okY5IB9OM1KQibW84bTQ6MSoRLWR55W3SIXLVvbuQWrUlPPYvXYUo3SPJvbMUw3hgfDYclA6zph7P5Bg45/NPGDCgjybxMrIVz99/b2ZQIJmSrYIWKXPkiOeTBXimi3KaXFkvL1BJRzH0BfrKCZsGXHEpxOjZmKkNnHp5jNqeRYOgSdOaff8C70ZtLWxY7aZPn14mMu+HWQiCwLXXXsJJX3zLOTaIE0Qj+wPq4BzgFWC2243dbtcrShVOZwPLl//BIyfPpswHY2Pg0czAOVn3t1ZVqRr/m0UuzSRpNPDtt4tDImZXXXU7/7z8Fi8BajtxapExOQYBUkr2XVo+i4AHyszvV2qz2Xjqw6VMHH0AY1NgmjTArvw9lENNIhRQVfq37aRr5844nQ1kZWVwhg2e9MBdKgIW+VirNfYatSuTptMa36NG4LQ0Rm0kPIqxQF6sECcIQie/379bL73hHtQnJ33WRFtNy/RtKRYMVZxpRKWnBC23ZLP5Q1U9qbS7NjGPpNoC3XQtyjOquw98dxaBc634keIEG2waDPl2OPOQ6fTP7MMbb7zfygNs+/adrFmzXtc2raamljcuv5Fh3uYVt67dgwyOHHMvtU0QP4ag02/clgTsjVEKuW60v0bTOSAINVWKRht/XAL5A2zk5XVUT7QfEcGgQf3pLcC3AXV98H2YA7iBb75ZHHLZr/fKZ1CnQdxy3Gxm+uAuC7wtqL+ftupqPEnmNyLXI0ZjgM9feMOwvSuI6stP0/L56uW3mIMyKSs0ULccxUDvZx8E4J9/dnAF8BHwzjufmCxJRHZ2Js+99RazP4EH1wa8xPU0IRqNcxaJ42lxQQE5eXns2SM+KMsl56PiHxUSzJAz6Xcz43tU0YYc5vB4V0yc3WbIzswwMRN8vmmHKDF5KbIxbbBvGm1xI+WdRY1caR3XgjTYrVp+Dd14XUwO8duLlMmW2geF3/Lyi5VflqZjgTQp5XBTGnzphyf88OxF19I/sw+3dc3nww8/54RO+UwZPonTDzmWEem9+b2julrjoi7DWA6sBG4Bbq6DsXUwxSk6CzzYKG7ZpISoi8gN9jXBbJ8MZaEgzdeWMNp/FFBXD3GOSET13Q8jmDb/Rl7wiPtNOosgvwd0S4ChwNenmgqj1AS/388NFfCVA5Y64HQ7TLSKe1vKEYxPZq2uxpuc3DqBDnJ1jncD/MCKFasMlff++4s4IL03twBXAQdKzhWiTcj0yFoN8NI5V/LQQ08zacRhHA/cDtx5wVWG2qaEsWNH8M3S73ivAC78VSOhyvunRHaWFRSQl5dHQ4OL77//mdceeorJRnbGiQL0SFi7IWtRwoQ4F32y0s40ktaQKlMQBHvf9MT0zNAl4dFFKKqiUMpTUwWZ7UhSz5VsWX6dic9fYgEELH6f8opKr62od3w9V/Y8hXyDgHeAHX54uxo+vPgyZiXAGR1g2zb4AdEj8v0/1zJs2KBW+c9b9Dr1Dz1N/uD+OByxVFXVcNnwwSQkxCMIAk/MOofP3bAAGNpWO80YFH375eeCUIqwrVdXKOFU5DCr2lSqQ6sdJq7FUwj3PAKXz7vfZGP2I1ScdtqJfHn9nZzmEm0uHdmirVnxPzB83oWmyvL7/axYsYrHpp1Ehh/6S5bwalH7g7A4nfji40O7CA0IiKrZcyefxLK964iNjdVM//DcKzgLOAaQchGz0jElLAReB/64fQF3IEak8AG1QGHhnhbOTWbQrVsX3l76J5OHDePFODhLzexCB8FnNKy4mOLsbAYO7MvChYs51Q6jDBAzvWccRNCUJNIwHX4jVLShHfywBKjf0yDfsFARRm3MBg5PtqnTsrY28pdOEmrSHzNtMmtcGS60RNQ66khncgaO8tKWUgy9/BowGuxRnjb4wgYHORtinB/qIU8AjxM6J8DEOrgCOHXicfy4cSnZ2Zktyhw3bjTjxo1WrfPQPes5+ujTeXH5HyyUHA/5pQ11Cw/p/Q70La89DltjBLYPiASCNo9F6Ns/al2/1rujRCIVFgINLphyPqSnwfTpU7TbvR8RQ0JCPG8WruPGzgM52Anv7YLBnaHfTvjqwSe44YYrdMuoqqrhoYee4qNHniEOONsOL2rzn1aIhow0KDU7HfgJuOeeR7nllnmaeUoFGOlvScqMIDimqUnwQHRGOCrwCcKCaLj/+sDxXB2GU0BSUiIPvf42l82cyZmdZVvJKby7cmIkHafTfT72CgKXXHIdKSnJ7DUQc1iaX29/03+tdGsfOCbGWiDFRrwgCEl+v79GK60hVWaHxNiJB1KpTOLMEqBQbb7UytI6b7SctoLZNiukr0vrSMLuvebun0paM6RMKa985VkoORf8FCJGzD4BOKbPARQWmotpFRMTQ5cueXQ220AllXqkXsbA/Wx0JGJvULiJodqGhItIDZJG26xyP30++HMjdByUYDgw8X5EBnFxsSwo2cz/PbmASUWwrAZuzoWdiJ6Jaqirq2f37r0c22M4pY8/w9ux8IcDLrZDvOwR5iXoS1KigUJE0nc58MzDT1NVpTm3MWLa4ayRHYuEtEyOXMnnACB0a75mjB49DJcX1ihEmtGy0ZKP6V2ALuXlfPHFD7zy+At8G4j3eK4LVnsxhXDmi1AQNdXmPowWcaCtNg4YqZfOGDFLS54+2vTMKIOWeihak1e0JGH7yjaoGOqsHUgoNUhuZNKhUDp5ocrHaN4gLgYOAkYNHE/XtHzOTMtn585CXUPeqqpqvnrvE8ZJjhmSlkmlO1Gye3TXJxLToD05tGhLJBCNQUXupKL2W9oGpXYEjsV3g41L4LNX6ygvr4hCg/dDDzNnHsNjrz3DsZugOg0GxcAXX3zXKp3H4+HrPvn07jyEMQMP5uhkeLWzGGYmFE4dJG1CYyO+mJgWx8JBoeR/OqIJxfff/6yZZ+Bn3/CnJJ/RcStIskJJdxLwJ1BRUWmwNmUIgsD0Oefw9m4MCzLUiFP63r2c2KEDIy2iSvptjxiP7egGkaCZQVuTM/hvhdsY3cFP14yUI/TSGSJmdQ2ufgOTCX97olDSREK6ti9hhByauL76jGziyw0mDiSTEjK1QIpK0BrI9AY5+fndwKnAJ8BzgAc4ZMihTEjvzdlnX05aWn6T55AUy5b9wUgLHGB2YNfqqxEiN25HIvbyusj0z1DLUMsXjjexkTql/+XHi6B2YB45qVBQoOsZvh9RwuTJE7jmvjuY9jfkJ0Hh5ZcAYvT7x3vkMyQrny7Z/VhQBd90hJrucHt6MyELejub9XoGSGioIzsrIWqSteHAL78s00wz4p3niOS250aIXTJwBDCnxygA3nzzAzLS8umRlm/KmxTgyCMP54tCWozjatAaz+1FRRTn5PCDDxqA8RZ4xgO9LPCxB8olzTIyL+wLcvZfwZBkSHXYJ+ql0yVmgiBYbfgSHVY0vfmigjDtp5ryqH1ChREjaKOETOu8wm9naiaOCgOND7RRTsiMIlSRv9LKVLqqtAFZwDzgXWA6YPvgMwCWLl3Zqry6unpSJCt3QxOE2vPJhvJU8GRqpDEBd1w8tgZJJPIISUV1zyv1YTVypvUJplGLqae2z6o0ncr7lEEZLgESEvaBzms/mnDmmSdz7CUX8WIJ3FAB93fPZ0LHPrxSC5/mQElXWJ4LB2oEdw4FNmc9nvjoPfuhwJcvvKG5UbsgCFQTWfWlEcnb+TSrM2tq6pgGVAEXpPfm11+1yaQUWVnpVAXUjcFxXErOjC6y7SUlHJ2ZSSawxgcvx4ofN6J36SUueNcDG0IkXFo7J7RLRIMTGESfeqhrcOlGXzYiMes10NIQZ3rCUFtVqyGodmtLCVmoD0grnRH7InkaE9frTM3CUVmqn1BSXnt9WWyIxrx3AtcCd869nJKSshZpfjn3MnLNqFQ0SNlnRdD5WzjkV6hJh1td0Jgpyyv/aJTvdsRjlxIz2Dcqe7261VAk+28EJnYBGJwFv84/3GSj9iPSuP76y7n++svwA411cH0qLO0Eg2MhQWUG8PnhgzpY3xhana6qOnYL8aE2uRXkasN8IBV4552PVfN8+eX3jNEpN5QYZnr5gnuOu91uLBYLccB5iOrDuUedxtlnX2FIehYXF4dTZUs4M2O6vbSU7pmZTANyBTEA8Yk2+CEOrrPD116Y54IbjBepScTkzgORIGxt5mSgxQciQObsFkhyNyQLgqC5h5IRYta/f6KZfZgkMNNoo2nDmeCiMTmaIaFKD1l+XqkcyW9PrAO7q8FQ09qTx0yu7Lt8oL05Acb54ep+Y/F6m61Sl3jhODP7U8heGL8fnD64Yjmc/geMs0NNHTywBW4rhPv3wBYlNb0aOZM+i7h4bE4d43+ziIYNmdogYkTqliP7r/UOSepJK3Fy9UFw4yew8kDdBeJ+RBE7dxYyf/5CzgFuj4GZiZCu4Kq41wPLGuDRKpiwB44vglsDJoJmxxJLfX2rkBmh2pop2bYKwAXATRdcrWrPte751+muU7ZRezKttimhF/DJJ1+x7Kpb6Y/omX4G8DKw+oNFfP75t7pl19XV4/JrG/ir3U/p/fKXluLOyuI64ItYSK2H4xrgPjfcYBf3CC4BfgXMuWapI5LSM6m0UMshIKrznZ52ywS3yE+N9yN2EVXoErOu6Smj+wr17c+1yuzkZ0SSFanylc4ZrV+DlPklf9sbclEmXEqEDJQHlGuAP7xw661i7KvS0jI2yWIoGX35Vrpg1lqwLIPslVDYCI+++ATfOKHWB49sgxld4ae+h3LgOlgqteHPlvwfGPhICFOBB3a4gyR5H4XL0CJb8jRGy5JDGhdNrgJVI3nBTxGM6wEPDoALtsGNN96t6RW4H9FDXl5Hbrjhcj4EimXDR5kXHq+CI/bAgAK4uAxWuGD24w9z7703E+8KbcJL8zrxOZRjzMvffTXpk540ayCiQ9GVAXsuORIQ44pFEnISp0bqJgE//bSE32l2wctF3Hv4bOCG0y5kucYG81u3bmfmAUdwY6p2e/TIz1ZgWHU19cnJWIHuVugK+A+bwHw3XOaClwNSuRrgG+3iwkKkNTda5EzP0U1O8tQ+pqE018s+vWuqbKC9ZtCVRXSxM7l3cO6RVtgeNijXmnSUNgaPRn1K98EM8TKRzu1IwF5vrHeHu3qQ7lGnl87McSXkJYgvbSniBsGvP/Y8d9xxLRkZ6Qy2wFIvTJH0VK3gg84iWOWF6Q1wZQxcHAdZq5eSlZXRlCZ7xAg+ff6hpiCQb775AQddeA3ndoXSRqgtgIUHQO9suOQr+H4r1Llgh4SDZVrgp1gH1kZj0ssmFKP97hjp00qkSKu/B38bjeEmTa/Uj4J2acWyY9LvAVI7dxTMsMGM51/gxU9f4NzVkdtMez+MwWKxMG/eRZSXVzLn6Zc4vAC+tYqLF68fpsTDmc89yVNjR5CentaU75lnXg05Jpm1oYGUFH3DtUKF70bHHoBZwFygvt5JfHwzEQzankWamBVibGzbBQzr1oVPgN6yc8cDXwNXAscueILzz59NYqLIVv1+Pw+l9+ZJYH4mnJPcepN4rbYFEbyHvwTKDN6HgjpR1brsqx/wAc97m6Uz3YGxCmUFy2uPCM4F8i2flL5roaBOW5prelN2jXG+hxWGZqWMAz5Ty65LzIrddMh3oD3YqzVMjrYkc5EgY2YlawY2IA+n3obkNOJq9MMPREqka2aANIPgCxD830I0D5QBZ599OQsX3sUFTy7gxvPncaBV3Kg8CK2Nb19pgLPscEFRSxLw9tuiPUq3bp1bROaePn0KjY1u3G4PozPSqHz6MkZ/CN1TYK8bnnrlZRITEzjssBNIQlxZ9rCDJzYOm5paWe/9MAI9AmbknJKk1mibtOqT9zH5e7Au8H8SZAA32uGilTC5Uz5dd+8nZ/sCt99+DQ+kJLO1tJyzDj2QpwNETC3W3Ndf/8jpIW7fY2tw4o1TlpjpwcyY40YkGosWfc1JJx3TdHzBgsdZRWtSpFZPpIlHZqBNI2itlhKA64ClwE93PcSbdz3EF4Hg2/en9+Z94DsHDDa/q1ULZAB3Bb7He734bTYEj4dTgM6Im9sDHAl8CgywQm8Tsc1CuX9G1LBmEYn5TqktWot/UyGbZOhhA4ctfoRWVl1i5vd5E5O0FJ6RsCNrD9I3o9C6Bi3bm3DLBxoTU4mtqdTMLl9dhdv51ciZ0osoX/FK0xhtx0TEzYBXfPAZxR98xoubf2OlFa5rhIdjwC6IdmMfe+H2RuiwHa7KhqkOaCiGVXXwLXDnq8+0Kvu77xZz8snHs2RJS8+ohIR4Zs+e2XxgxjSOKilj06YtDB8+BIdDXPm//vpTvHz2+Sx1wfR48MZoELMglMiQntRMmk/puJLkLJLbQKnVp1aO/HcxzcRsFjAJDs+CyzbDtHL4uVM+6fvJWZvDZrNxzTWXGErr9/tZ/d1ingqNW2FtaKAxSZlZSCdn6RgR6iLwQOCp8+Y1ETO/389jdz/C5cB8oBpRfWh4Y+gIwIYYyywF2EZrvVV3IAYYj+gYsHbtBnw+H88CPzugb0cMQ+m++RBNQwCeAJKqqvAkJWGvqOAQRFu3s86axfsvvsnDDnhUgNlOuAi4mfYrIWsLKJGuSG491cMOLldj6DZmgiBYY8Eemea0M5ixCQunvAiRMgBXYjIxdQqhoGkdq0yKSJAzNRuyIJRUElIYsS/IRbTHeBEx1lkmcFj+WObv2cAqH/RzwnNuGOWEmxohdcxIrBMOZl4ZXFYG271wmgBjTzuBgw5q7Y81Y8Y03n77A44+Wje+H1lZGYwbN6aJlAFMmzaJt/ds5usln3N/FXjtMVjdBiM0atmCBX9rGZHq2Y5JjxmxP1NLp3dMz9BVnmadeFgQ4OJ8ONUG8xpV8u5Hu8E//+zAJkCnEHWZ1kYX3pjWezlFw0N8OPA3UFxcit/v5/T03tQA64EOwApAyXdTazwLF+uAOXNOYT1wJrBdpf48oAL4+oQ5XHDSXN6J0ydlagRWej33AF8gxlQ7jMDG8ikpTWnnAS+++CaHW6CjBT7ziPZoWxDJrBGEe/9C6QtqoTkiGa5Dyb7MtCpTA52sUONqzNBKoycxy+4YY43+XvRmJGlGpA3h1is/HwnVT7htARoTUhSJmR6Tby/hMpTE2I6clpujF9SJ+9AlArMRpWe3Z/Xj9AdvZ+3VN/OdF85Og3ddkL9uJStdcJQDdtbBIC/cGQPnP3q3Yv1TpkxkxYqv6dYtvG0s+vTphR342hfH7koX041m1LMFU8uj9N3MfpbS40ZUnlrHpDAimVvbMt0tuZCxHbxeL9Y2GFr2IzR8+OFnHGMNLfo/gMXlwivZZFxrDArHXCIonT8cmNbnAO5882nWAK8BXwF9gPm/fcERY6cyEUhRL8owjNiZrQKOi4tjU8VmDk/L5ztEqZ0SLgKeE+CruJaOTlJo3T95W/YALyHek+D+wrbqajzJzRLMfsCtwIM+uC7gAHBzDAz54n1OnnQ8fsLb81SqPdGCEc2OVppIzW1K5eSpzKtK860ZsmYVwIY/VhAEwa8SN0VPupvb2erbd6On2irdrLQhku0wkzbCbWlMTFIkZvJOIe3A7YWUyRFc3QT19UodOxW4CXgUWHDlzbzngfH33cYbLsiLhReyYEYCvFUHT5VupjoezpfZlUkhCAI9e3YLmxAIgsDyLSvoP2IYNxY1cmmpqF41BCOS2kj3HzXSFUq/DqXudcD34s8Ei+g3sDizbwiF7UdbwO/38978hznJFroUoqzKRbUlVjN/qDHE5MgFTgT6AqfOOo/TA8cagQNvvJI+fXoxGXGRFylotbsQMcL+1VffxvvvL+KyVx/nO4U8wfAh1yTAXw6RlMnHQSUSoEd2YoFbgMdo3sDdWl2NNympKc19NnhTgFnnncHHXnj67Wc5q2gzw4YN0r0+PejdG6XnLpeEqUnFjEAvX6jlasGsF2enGKtAy9DeLaBHzPI6e11tqZo3jmiRsHYMd1wCMSpemUrkrK02GjZqg6aEgjrY/I/4UXpBJiLajL2OaK70f/93C+u94oBvE2BavPi/qqqaxsK2s1tKS0slJSWFT1f9yI8N8LyBLTObYEY1GCqMqkW1jqmVq1Wf0vF14FwrfsiGeTFwg0CrYML70T7w22+/4/ZDnkmHYyksbjf+GPX4l5F2KspDjBX2HKKkCKAj8OedDwJw2S+LWBThOqWQk40FwFXAvLlXYLVa+QuolOWRjnd2IXJ7QqYjbn8nlXhZ6+rwBXbhqEWUkHXwwztPv0KpX9wzFeDXX5fT56AxrI9MU5qgFRIlUuXLISVg8v/RgtFwG7k2wUqoxKxTcmKfPF9rg5Co7PgeKv4L5MzgNTTGJ2J3RtoBPLKIhs1GcNU3D3gqBk72uHgroB47MBZOTYTrB2g6uUQFPp+P5OQkLn50AVeVw3Y3befIEg1CZ0ZCrfVbVlYL9/W1cHEunJgCB/Uby3M55vcQ3I/o4tWjZzETcWI3u8ALTobSTczlMDMZF+p8pLDS0si+M7Az8D05OSks1Zxe26THQLRtG4IoyVtwyvnMAP4PeAbRMF8Poc6xfkQtw7WIUrsgrLW1eBMTAShH3Ks4FlGd2R8oL6/gzz/XcuzRp7Hsl2VEir9oSUULVf6HU5cW9HYpkEKudQpVcqz2DDv43ZrETNPGLDPeMShXIxJMJA3iIoZoTYxa9j1mbdFChNuRiL2+5fNoNwQ5gggSOyU7hTPscJ6krwkCXJcKmTvgvrp6EhLi26aRTfULTJx4EHOSYNIeWCxAbifxnNsnSvMEgX/vAsKIhEzBbk4r9lJesThxTLHD+Y1QktOba4s2qYZtMIuGBhfLlv3OymNnU4g4WVmBm7b/QUpKkk7u/23s3FnAV174En1CpjVRCY2NihIzs6QsHPQBCoBff13GL78sb7M1k7TdxwM/IqpVr3l6AU+cN4/tiJ6PcbSMn6UWAsgMIXgP0dmhL2JIjocCxy11dcSnJYpEG1hUJ24RJSA6CfxzyfXkvPMcXsALjNa4rmg4S0jJWSjly/MEY2Nqoa3MfORztCMHcjxOwW6xhEbMrAI90ivBaUZN0xYwExrADKRlGiFiRsqSwmiATwmkD9VlcWBvqDdFxtQ6qHzQlRpYhtphI/3CGi0vToB0C+zevZf8/B76GSKMzMwMbtq+mZRHnmXgbfcxpALW1EO1FzrHwtRUmGWBg+JCN6bWhJ7TSSTeFYN9XomQyQfb4LlM4GngTB+sTe/Nk2ESJ6ezgYsvvo6PX3+PXkAXmo29/wGO7jacLwvXtAhEuh8t8ciICcyxw0CNXfiMjA9FbjdOuz2koLF6kJalNZEnIG6DdMJRpzESkahEC0rG8sF2XY1IxJ456RimTJnIGV2HcxHwFGLIA3lwU/lG5XKoEaTliETsqfdeoFevbowbOpFHgZlAT189hYGdGArqxPhuwXJOQgytse6kudgR9y7OU6hPr36ltKEg+EzlZZmZX8IlXdJnEmmTIGcRZMf76JGR0V8tjSYxi3U6u6ZpJWAfSMqyZf/DhRF7GzNkSs+4Owx44xy4dzaYFsnLA7kqdTS9zqcUDDaIfR3zpsALdX7C9rYMF5deeg4nnXQMq1evJzY2hoMPHsvGjVv58svvOf+eBxCARR2gmz1KDTDbv4x6Q0vSKa3+tOrVG6gzED3HHgWmdhvOJ5t/IzOzpSd5VVU169b9zebN/1Bf72To0IHk5/cgMzMdQRDYtGkrF4+ZwmkLFhD/+nu8AsjHLR+iiuf23MHcU7E/hpoStm/fyQceWK0idDY62RUCgtuN325vccwo9NKaKesY4GiazSEijULgT0RClEqzKcdpkjQCzTZDyclJvFeygeOy+vEoYvR/Jeh5YcrvwTfAbcDpwKRJBwPw/bIvuXfMFCYC79TWk2yPVyy3O2Kw2W8Rt2uaoV51m0GuHlaKjRmJOvbV3JVSDR1T/EPVzmsSs0qs1jQNFhAxUmZUkqTl5q8UhiDUrW/02qCl3okmBAHB32yhELz/RiVoRpm/XGrWVk4EelAT+edawe0Xt2VJSYkW6zGGDh2y6dChueP179+b/v17c8UV5/Fafm8O3g1fdYT+GhKJkGBUiqu2rZNSOg1CJj8uDcAY7DtqK205YhHtb14EDs8fy91vPs3kyRPYuHELLx8xjbdqoI8F0nzgCKTbi2jHk4Xo9Hk24gQzWKUOC3AKcAdwfXUNSUmJVFfX8ttvK/nss29YsOBWYjSM1f/r8Pv9XDhsEucAmQpjvhlSBoDbDTbd+OXKeSMIgeiSMhAlv4nAm1+9g9vdyOdHncZNwDuIhvadA214Ki2f8ys2Y7PZeGr9z4wdcDBnIhrrSyU0RkOLBL9vBG5AfIculiw6evfuyV5ElWljZetN5aUELw4x0K0ZSIlNNJ5dEPIgxHIyFYpkLVzVabjIEqBasKlGb9F8czxer0PNYieipCz4Pxxioyb5UiNnodbXxrZC0gnPL9ODRcK+TC2isRoZC0fVGQ60yGGtPzAAt+O4WIIgcPqWzdQ//TKn3nwnH+ZATrl4rk2lziF4XxrpZ2pu/UYHbAGYg2gXdP2s8zgXkbDNBJ4H0mUW035EQlZOs72OnlvMAGAMcGjX4cQiBtPshRic1PHqu9z7PyxJeywQlPXMSBXo8ZgiZtGc2CMFtUm8M+K2RmdPPolftv/BuIrN1KflczGiqr4CmIZo+3V+IE+nTh3oM3II21auJj1wTG+/RqV7VAJcD7z7zbuMHDm0xblvvvmJjYiLlkENDexS2FRe7x01K72MpMraaJ3h5FcjZZEURijNsVkCNHo8WWp5tG3MwCq3iYk4IYtWejn07HDaMYL33GKL7NYQEFpZbU3O9F4SK4Afli37o0mM315x5pkns27d38z78D1e3deNkUDN8Nho8GK11b7Z1eg44ADE/VJTUd92RAAGSX4XIkrT9HAxourJh7jLhA3R/uwyIC4tn9v+B8nZhg2beQgxJI0N85tlK8Lnw29wodRWE3k4khElCYtUWjQNKAUmdRvOog2/sqD0b07N7MsZiPtVDkJUNZaVlZORIVKx8pWrMSqjVbpHPuARREmwnJTV1NRy3klzuR6xn1tcLnyxsYpESuu+hEK02oKcadWtBSUpvjRPtLRDcu1WpgANHo+qxEwzXIZFIgVuFQQ0GiQnW+MTDqRu/1oSg0jUJS8rQtfQ3gIKGHGjD6bRS2skTRDBfijti5/ugVwBxo1T8iVqX4iNjeWOO67l63qwZLe8jvYQhsZoHB5Q3hJFDWYG6s7AUKAbkVcz2BE9zsbSvCrtATyJqCL9X4utVldXz5xx07gnRpQe6kFLPS39btQONlLG4sH/Sp9IQErGlMhNHqJzwVBgYr9xNDS4eKNsI/mIkf07ABOAc3o1bxWXjbgxhhRGFry1iIb+CxD3Ab2lZEOrNO+99ym9EUkZwG6fDyyhhSQ1+g62hVrz3wb5Qjf4O0YAv8+nanej+qQEQYhJaGyIUSRk4RjgR5L8SMtTapO8HqN1h0umokBa/VYbFp8nYurLSEGJVJmJfSRPJydzeQnKZCyI2yrgUhc8uOgN4uJa780XLYQTeys1NYV+MbBEJYCnGXIUKZjtE2YkpqEM1GYn1lwwLH1QQh6irc/evf/WuCbmUVdXz1ldhzDSCqcbMM1UexahEqBITuBmywqlzXJJmRwCokS2H3Bd3hAsFgvPVWzmpHkXcitwHCKh+vXXZQAcNO9CvkYMT6HUNqXPKsTgsW8CvS6Zy7sbl2JTUBkfcsiB/I0oDQ6iEf09j0NFpMqKRtvUyg+3nnDn0ThPo2psJy1VZlpKSoIHqsTxzuj+epGGmb0F1QhjOHZm7UT96bXZsbjdhtPrdRqjKlGtcuT5jXp2hlqfHOsa4dlqeOf7D5q2EmlLhBN366CLLmDR808ypko/hEZw26pow2ifaK/bfJmB3KDYBRQBvXp1V87wH0NJSRln9B1LTws8EWC0WiYKkbDrkd/ztoBeSIdoGH+fC1wCXJyWz8LSv7nuustYsuAJ7kIkbbOOOo2TgNsL1/DRgidYjChNU0MtsARR0vsVcNlN/8eVV56vkQN69OjKvDuu5ZWb7uFWyXG1+650D3zAAxizO/wvSMlCUWNqmX7ojdm+2BiP2jktYpaQ4qqzk0hk1XvhpJd7lIXrMGCkjnDLi5D3p89mw+L1tJo8DU/YCveqPQQFVmyDwed6RUDrtC9IWbjR6k844WhmLnySJAtcE0VnQCOkzoxULpqkbF+5rucCvyJGQHc44vZRK9oOKzrmc6YLTrPBzXawSBYGbWE/2paTuBHPQT0bNDVPQLX0OYhG/zcCt2T25c6Kzby9axWfffYt1dU13HX1bXwJbM8dzJl3XsdbN95Nb5XyfMDdiI4qLyLaFl13mDE72vT0VHYCVTTH8wsGkJUPObuAVxGH3qmBYxuAZ4FliLHY2vL9DFWaGSr0SJnRudJIumAae1GDqopHi5jFWFMTPWRXqgu5zUqcjJIePQJntky18uR5oqG6VAuGqxXAVuG4r8GGxSNKzEyRMSNtlLfHSHnF5qVuuoTSYHsrPfDYXvjOCZ98+pp+A6IAvz88iVm/fvlcdNeN/HXjnYbSmyVY8mcTCZVoKBO2dNILxa09GlCqdw3i3or/dTybk88CNzwdA5NNRLMIV9qVK/uu1S8iDaPla3kYyomYXt9NQ7QtuxO43ecjMTGBmTOPAWD8+LEcMXYqVcCNN97N8bL6pfVuBbYBa4vWU1RUSqdOOYa9z489dhoffPA5V363mNcAp9/P1YjhNQ5FDMCcikj+lgA/I+4zGiRmvyLGgasBvgbOMlRreAinL4Ti5BHVUFA63MQfF+cWBMHi9/tb7dKl9WraYywGbDiNkhn5pGs0uKVRhGrvFq3ylIiXSTLWAk4rgt3XfO+M2spplavWHq04cNL6VciZGoFQJRZKKmgN0nz1avinAf748zu6deuiUmj0EU4U/507C3jwujt52YRZnJLnpF58Ma00bQEzk5k8XzQmbLU2JBC9eFftAX6/n/k5vfnUA4vjoI+EhSqZJJgNcGoWakStPcGQ96kG+iM6m6xatY7hw5sj7PXp04ub7r+VZ666lTcRHQPUUIIY9DUmJobOnTuZqv/M3MHsRHTqqAa2CwKVwAXzLuS99z7ls+27AJGglSOSyUsk+WMQ99S0YGx/z7aCkgQ0lP7TJqRM/l0Ce40AYhdxyc9pEjMD9qChQ07O2oktV0gwagdnkHgo3os6xMBORqVgaqRK6be0LWqkT4lYS8iZqXboQcnxIvDbvxZWVcGljz6+T0lZuHh15ASygL99UOWHARboadBpqi2JljzQcCTUXEoDopFyQ/X6MjKp/gkcaLLcfxOeeOJFvvLCNw7orMUEMBcuIxQoEZ59Qc6M1GmWkMmvbThw1aTj+apkQwsj/TlzZlFRUcHc+Qt5l5ahXqSOCeW0dg4wgrKycpYiBrl1IIbyqPf78QHrFjzBMMSYflWIErRhiE4F0g3R+iKqTzMRpX/S62qP4TCiJSmLmMmPTOBhtwgCKsRMULOVEQRh6EkDu6284KKLw19IKjE8NTv2qLLBEKAn7lc139MoQy2PRl1+n436hEwSavaayqcIO8r338i1yGHEH0H6TOXp5c/bJjsuvTYP1NXA9nroO3igiUZGB05nIw5HaAZiPp+P0rV/0ZiRjqu0HDdibBs7kCy0D+lNY4SWyTEahDPUOpS6nTcvD2tBQdNvraEkxtJctw9xcuoFOIbu+34VadTW1rJjy3b6WCBW4ab4JTdT73kYdz9q/Tya6pB813t7GnXOhwN53fK6zL7ZSm21IW6kHgN0l/Wtqqpq9mzbSRdahxcJluUG9gCDTPZLt9vDxvV/0zPwuwSIz8uDggISEMMvuYCGQNuU3AO9iLZtDkSpGojvVGMgbxWiY0I8osQ5SeE6ogF5F3YrHDMCrXEpCCEcPqI179vg8nsf9qzeXpDi9/vr9bJK4bbWVvoOfXnevp0jIilJU9tY3Gjd4TgahHodgTqdCZmsGXsOY767O/J1qNQZMZhxqJCrNSWrFe8eOOgFOODU8zn1rGMi174Q4PX6WLNmB8OGheHFNyofgB07djF06ERGW8TBbYUPjrbBOTYYZYnSxuc6CFcyprQiVVJ7q9UTinTunwUL6DFvnum2veWBrzxwZulmcxX+C+B0NjA0dxAvx8J4q7YaXL7xvBLMBKSpeeABEg08DzVEWyqTrp9EE0bs5HIRtwo7C3j92/cYMWJI07lPPvmSG+fN42TEjcSlr3mwPD/iPrI3v/QIxxwzFSPweDxckNWP1cAzgWMXAzc88AC3zJvHEOBHRFIGok3Z1Spl/Qa8B3wfaN8aYF7guoYC//fzpyxdupL7r76NccBsQy0MD5G2TTUqPQtLcqagIRRqkzyorHU0iVlje4hqqqRaM2u0b3Rj8UgSMXm5Rvbv1Khb8HnwW3Q4spn2tqXq2Gi75KrebMQYBsGdDwRYXwmvXHBmBBsXDiLzgnTokM0FwI271hAf76CsrJw33viAs265lwwB3o8Tt/CINiLljac20BklZWrlBbesMdNOI95Woxrhuj1QW1tHYmI0DU/aFj6fj4e7DmKYBQ4JDB1G1ODtwd4rXAcDvXIiObnrtdUBnADcftgJfCzZWWL69Cn0+e0Lxo6dyiEo25oJiKTt4jMv5W/gGgM7U5yb1Y9diAFoQVRjVgA9hgxgBLAJuOmu63nwhvmcgbjThhoupKUasw9i4GcvoqRs4MC+DBzYl86dO/HwrJa7bTYiboxejRgn8ABC0wTInUXUYMYmUFqefPcSNYQVtkg+BxaDW9RWKuqptIR5jd7KWltTtHwze+zJP5GE2p6YZo5rlW32Ws2Uq1aHgXtm8XrwWiOo51Wrc1/G11S6LxL4s8FuhcWLl7Jmzfq2bFkrCILomRkJxMbGMr9iM/HxoqVJRkY6l1wyl5WlGxlzwRyucEG1HyracKEUTcNYvV0Cgmm0jisFIparJrSuQRqweGAeTEiFFw4YaqT5/wp4vV6OzujDN2541IBOTm3j+fYI+aSrFShUKaDovvAGPhJR2rRx45YWx/v06cVBwGuIqkElDASmIO4NawQ7EPeYTQ783gjkB76/WrGZq597iPk3zOd6YDqQpVGWfD0YCzyBuGH658Ctt97P3XcvZNmyP5Aa2axA3Pv2J8B+8dm8jig1/AnzNnNGjPzlx6VBeUMpry1ga3DZ/Cq2ZFoSs5rK2IRGqGqWXoc6aYe7T6XR/JEkFfI61crW875UShtCrDSLz4PPokDMjErijHjBGpUsRhJq3qIKxv++PdAtHubOvYL4eAeFhWui1Ch9iKEyosuULBYL48aNZvbjL/BNwAqhP3BcDBxoEW2j3MBwC8RFQKKmtAuDFKFI1IyuRo2UIT+mVGao9dw9DEYthglrNzBoUL/QCmkn8Pv9HJ7ZFy+i8TdORCMg/h3BgY2EVdlXoVakMOKMIpXMzAIuHzuVz8s3tQi18+if33H6sEmcCjwIijHNUhDtuYLzuFaonkqajfj9iKTvWEQJ6gVp+aQiemCqbDzSArXAH4g2ZdmIAXJjEMeh8cDChc80pY0LlLkDmA9cC5wXkPDdfvs1/PDDL9xw/BzuCZQzFTGwrlkTaRCJ4RLgPsQt1YIIxTFBGgpF7uwkh1xqFvytJE3Ti1bgsse1MvoPQpOYVXl8frXNjeWV64r4jBKdICKpVgwVZuuMhKRNhWBZvI34rLLHpSFdMgwjxC6a917POzWn+ZitIyydDiNfhxEWZxQbZQyRkphpYeTIobzy5tMcdNAYrFYrP/74K1+fcT6veZrd2Wv98GgsHBpFa9BwJ/RoEIJwymwxkBaL6pmHBsCcqdP5YtVvZGZmRKCF+wa7du1mO2JcKjWVSHuJKfdfgJygKcV8K0QkR18CL774JnPmnNKUplu3LvxcsZnb0/J5AbhHVnYhoj3XO0Cn9N4AXIBIgOqB25d/RdeuecTExFBZWcVemsmKDzF47Akrv2Hjxr28hSi9W/j+C1x8/JxWnsi+QP1liDHN/ka0R/MikjSAO4BxiPHVOgHLC1YTH+/gkkuu55zX38MLXEYzKQORSE6ceDBLKzZTXV3Djz/+ykOzL+F5xK2qDsO4zV8h4pRQBpyNSNKOkpxTSm+kfxsdT+SEK/hbyoWC31sQPRlX8mkID1VVmX6/v9Fb39DEBJT27ZPHStK1XzCjKtyXKrX2hmKwFPnwe60tjkW6DlPH2xoBcvbUBtFe4vo/ftunzQknuKwZZGVlMGXKRBITE3A44pg6dRIPlWxmcdlmvi3bzI9lm7nj9ac4zwWXuMATBbIYjk1XVGMFRRLFcFoszEyFU0aNpbb2XyBaUsE1Qw5lEqInnlG0VxXmv4kwKqlJpb9LgNuBO/7vFtaubb3xOIgBX6UIPpeBwMfAu8ANwCJEKZoATBs9mUNyBvDjj7/Ss/tIkmn2UrQCM4CxIw/H7RbNmWoRx5U6WjMDAZGM/QG8DCQiemQODXwAPgqkewBRIndF3hBGpPfmnHNO41zgaOByDVu45OQkpk+fwg8Vm3nju/fZiug0cBOtN3WXQnovTwvci7hAOxZr5IPw+nfQ9MLIB9R5kPR89V4QBEE1DoKmw6gXwSdtmLRSrcCWEduAWc8W638R0bx2JVu4aNVh5lkG4pr9uBse3ACfrfiRrKx/r0Qj0pg6dRJLdq5ikwdOrodtEeQUWl6T8t9SI309lUA0EErojRbjVDHcEQP9bHDjgUMj2bQ2Q11dPT8DQXlMcEIyQq5DiQ+nZrfVHvzG2guk9yYP0dbq3PHTKS0ta5FuA6KKTw0CIlE6CNHb8gzE2GMPIUrOL5lxJkk0R+4P4mygi81GY6OLQxB3E3h5/DGkIW6GLq9jIaIq8m3gFuARRCnZQ8ALwOTANXVD3L/zU+AQ4NhDj8V/29Wcs+JrPB5jsZeGDx/M2xWb2Vi4hrOef5iHEFWv8v6jRNCX0+y0f4tCnnBhxBbWbJ7guUog1etVbbImMWuwx9TvklSixwiVEBWCJj/+XyJq7eE69qXaWF53EU3P9+1lcN7F0KXLv2kd3TZITEzgnT3rqEd0jf+xDnbVhTa4BKE3wAQJlxohC6XucO3G5KtXLShJ/AUBHu8OP5fB4sn56pnbKc499/84FNGGKAgz5Mwo1Oy+mkiazYZgcHJWK/u/9JZLyeuRiAFdD8wfy6+/Lm9KU4RI3MxCQNyX825EadYZSoni4nC73aQhelZ+iqgKfR4xdrkUaYgelD5ak/XuiCrOIC4BPgGuR3QK+PqW+zh61BEMyerHm29+YJigxcc7OO64I/nunxUsQ5TWSRE05PcH/vuAVYG2ZwbSBG1uG1XqUHMGiAa0xqCCOvi7Htxx8bvV8msSs1i7rbZaodBQEFFJmhrUpDHyyb69E7r22q5wEM41BfIO7wc/LYlgm/5jiIuL5a296+iPqBroj7g6N2qNpySW14NR0mQknZToST9Kx6TnzLTDCBKt8PQQuOavyJXZFti9ey+LP/+WS3XStcXk1NFmA7diiCZDaCtSti88Na3AuYjxwE476tQmclZDy8j7RhBsuw11UrcTEBwOvDsLyADOR5TMdUL0sgxF0hTsQ1ZEtWlQJXonohTuKuCpC69hWFY/Fi9earjctLRUXl/9Ax/Sctxagqjm/AhRjXkP8DtiyI6jEdWaVsTQHheGcT1Gj4eLakCwCKrWBprELNXrc5dpJQgDcqJmlrSZJnlaxEBJXdoeIGuLxevGZwnFh2UfIoL3ctYo+P4XKC4ujVyh/zHExsZyZ8VmNlVsZnfRenyIGxBH2xtPT7oWrfrlBC1SmOiDmsbW4Q3aMz7++AsOQjlifaHsf7Tht9tDlpi1JdTCKrQFWRuNKGk6/ahTOS0tnwJE54C3APmaQE/ao9XWVKBDfDw7nU56IkqYzkUkMrMQ1aOhQNqepxHV5zsDv4cCDyOqUc8/5gy8XuNBMjp3zmUUcDLwFKJk7wbgUuDHwf3p1KkDK9NSKUeU/p1Ms9QsH1FV+0uI1yP/QHTemWqg0effo3Zek5g54xyblIiZmvu62dW2ar0apE2JiJmSwGmRMy17tnZA2GwuJ+5Yh37C9gI19aSRfNL7HVBn/r1KVDWtWqwVEnE/goiJieHYe29iWeC33nuppkZUIz/hvuuRJlQxFu32moFFgDGJ8MtJxqKttwfs3l2ElnN8Wxr4++32sCRm/ysYhWj03hmRKOVdMhfbRXO4FbgO0RA/+NzWAisxty0WiPHMbomLY4LT2RRMthPwCpGL1P9B4L9U+iYg2p4lgympmSAIvFexmZ/+/I4KRBXtrYhOCBVr/sK+ey9pFZU8gkhspQuRSYH/CxDJrZGQIEYgJ8ZqhN4oyoFSZ4Oqh4Sm+MXp9W4pF239WkEan8hMnKFIoC03cW4Fo3HDQoVaSJFssLvqcccmEOusUc4TTeIY7Tq07mdgthnZE358Hk67EdYU9eP/Lvyrzbwj/6046KCxPCb5rfdeGj0ntyVTy680NkRLBRkOlML9zMmCi7bBKc4GHI64tm+USUyfPpmZjz1PR1QG7TaE327H0Sha+4QSW6qtIJc0GQ2tYKZsvWsfhrjlkR1wPPoc11Vs5rrrLuO4vCHMQwwAG48oOeoa+D8CUW0XJGm6bU5MxFKnv4qSttXMfdiJGH+tq6ycXESTiu+OO4sJBnYtkOLHH5fwA9ATMWbaeMRdC7yIG6wrSZVyEMnuCsSYcFsRnRgiNV0rPUvptRpFkd3OnpoaZddcdIjZjqqq9eGoMqNJzuRQImsR2xW+LSGN9ybrTXahFnenRNGlQ+F8mxC0SMFowGBZugOGwi+LYMIMD/27f8e0aYdFoXHGIAgCfr+/XZPDfv3yqablrYzGe6lWnnzhti+IWHAc0FrQyeOakQ1HpsE9u2HJkhVMmnRwtJsZNkaNGsbB0CICe7SgR2D8djsWt/tfZ8Cv1t5wyKWRvLOAwYgekfU33cP48Qfw4vqfWb78TzIy0vB6vWRkpDFoUH+Ki0u5666HeOiVdzgGY0OpPyEBoba2xTEpoQiXOH+P8t5Ca4DtiNtS6aGsrJzKymp69uwGQHZ2Ft0R70lwhO2jU0Yuog3doYh2dHMQd0GYiugccAXm9ns1AzOkviguzofbrXrbtSVmbvfusvh4P/X1Ic888kkgEpHAjSKsva30EG3JmQLsjXW4YxKb995UIC5NbTITxDZaceXU7o1W2+UI7kMyqDlvx2y4eS4sfPwiJk/+C6s1ipFVNWCxCPh8vn1WvxG4XI00IMY8iiTMvL/tRSqmByVydlgK/HbNHCatNLfa31f4E7i5jerSmoh8sbEIjc3+cZGSmoUq0ZHDaN5IEEsj190p8OkKLH3see587Hm20rxd8EjgnFcfp2PHHLKzM7nxxis59ZV3eBQxPtqBwHlAx0B5PsS+MAyR1PgTE/HV1dGIqPrzIg6tSn7HuYH8ZiDQHDsteL1+RNuzceeczpQpE1i27A+GDh1AbGxLarR9+06uHzaJxYG2dQJufPNpDj98PM8hOhLch3FC1YPmALsfIQai/QJxM/avEB0FMhVzth32WixKTq9N0LMkL9hrt3u10hm1MZGnU1q1R2MlH1VyFi2okJYYVw2NsQFTzVAIoVqetpa0mW27nMgVw0mT4YXPfFz3xKHcd8nPkW2fQVgsFrxeP+2Yl7Fhwya6Eb1VYqiQRscO5XyodUphpPzDUuDibaLx8b8BDRiTTsihR0C0vNaU8vrtdiwSYhYJtFd1aCTRO/CR2n7VAj8AC0+/iPMDxxIRyVUucDqiJ+RsxBhg2wL/twfyHgWMT0zks7Iy1gTKD9qdBsNSdEAkL78jqkq3IXqNHhnCNQRJ+HZEO6+aZ1/l3WdfJQuRJH214mt69erelH727Es4AFHlGAf8Cpw36zzW7fyT98o2MjWjD18h7utpBHLynoKo9u2GaHt2DfBP4P+UEK5PjlAWHXu8Xh+gGi5Dj5j9s93vDyFsY0vobUgsPxYNcqaGfxNpi2mooTEuWT8htJaaGSFDWhKufY0iWrTPZoOnr4PRp+/lxtk1JCebdTQPH1arKDFrz1ix4k/FoJVtaWZgFsF3MhrkTF6P0m4m0jHhx2ro2f7Ny5qQj2hf05YqRCVy5ouNRWiIlOm1iOAE+G9Rj0aKSCYihoQ4GlEKVYfo1WdDJD6fIqr4LkXc1mhmIF8Coh2WG6hOTqa4upoKmknZdESngyLgcWA9kN6rO9u2bKMvMDaMNucikr1nEJ0aMhAJ0iLg2FFHcOm9N5ORkUZeXicK1vzFVJq2c2U88B3w9NOvMG/ehdy86HXOPupUGoCTTLZD2l+ORIzDVo8ohXuR0IiZkk1Zruy8Y1kwbwAAs4hJREFUXh9tALff71dduWgSM7/fX5GflGR2M/iwEZw02kLtGbZEzahKLgKIaaiiKrOn8QyRapeZcsIhcUEyqUcQA+d7doYJR1h57K0JXH/uyjAqDg2ixKz9ErPi4lLuv+YOntjH7ZBv+is/HknyZbZMTXJWDHurYFik9cBRxNUfvczVx87mWANpI0l05OX44uKwNDYqkpNw7bXCRShltBdpXTD6fzDERTaiPVUQPkRPRRDJWg0iOXInJzOpupozA3n7B9L8hBgYNg2oAsZu2cY1QC+V+s2E7LDSWlV6FCJZXHLN7ZQgOg3MpKUxfyHiXqAX3fUQgwf35/DDD+GcG69k/p0P4kUMjxGqbdU9iHuHjkCUDu5E9PYMB8G+b7SPeACvIKhuYA5GNna3WFyN4FCKjRNNKHl9tdcVflvZm8U2VOMyKjHbVwhn83mltGpq1sDxy66xcdzUOq48w0VcXNsq7KxWUZXZHuF0NjCzzwHMpHmPOylCfZfMSrHkix6lRZDRMtUInpF6W0HSr7Tqn5kI55bChe3cySOIceNGU4JodD1YJY3aSl8LRjwMpeTMHxtLjcvVQoXeFpIuueRC67zZctsLOdOChZaR+YsQVZ7Jyck8UV3NHESvRRAlabciSsY2APciSrlCvUdGSf60wEfe7iCCZdwBnDfzHM4Exrz5NAMRSWYwqGxnSb3I8qs9q5GIxGw9IjkNldcoefOqQS5hKwHi7HbNYJyaccwAEmJj96hGQWtjRCtIZUT39owEVAhebEMlLkea8sn2isA+l6bSax0PbtEEkAMHd3IxcLiNee+eHmoLQ4bFYmmXqkyfz8dFnQeRB9wX3/p8uAscNdITjuTZkdP8MXNcCsFOyJDWIy13XIBZfH9E79ALb0PYbDYefe0JbqW1AbeRoKlqOytIyzACX1wcOFvuORFu7Cc96LXt36ICjQSC99mDaEuVl5TE2NpaRtN8H7yIzgZWRHuyDrK8SmUarddI2uVAAerPpT+ihKsSeGzWeU3exg9rlKn3jC9F9CB9FlENPAtRqmgG4fajnYDFatXcV0RXYua3WNbtgn5d9RK2Edq99CyKiKuvoCGaxEyPQEVCTWmkHj0EyVlgAr3tTj/HTV1L7Yw6EhPbrmPYbO1Tlflkhz4U+WFRvBiQNxrvipZ6si3jDIZtI6rjwSwIcF0ivP1Pc/DK9o4jjzyccxBtaaRR3SMpQdIrp8LhQKioiFDpLeswSuwiTcSUyvu3SNEcwGy/v2mvySDu0sgnVdFJr70C0dmgCzARUYJlFn8jOtQcCYxROB+sd2LgA+BCtKfrTLO0TAl6z11A3L7qBESbtxLMb4WlVKdaX5C3Z5sgsLO6+iet8nQlZtsrK3/e9S8Q4bcbhCs10yAtVm8jPmsYYgGlOrIxLtVSS6cUT00tXSTVvQECMGiohQMn2rn2hRkRLFwfoiqzfRGz+nonC93wRCzERei1VZNayc8bTb/PodZfVfqmTQhtP8F9BY/HgwtjE2ah7KMWONhIOdLv/rg4BJnELFIwIvlrC7RHUhZ8ji3uj80GJrZEkpcn/Q8iMVuCuHXU7YgenEE3Dzeiq6HeqPg1YpyxTRpp5M84FpFMKRE5eXoj/eMiRE/UHnoJDUJPjR7EjsREX43LtU4jiT4xq3a5NuxITGxfs08UEdVN1iMEv1nTx2xaTz7hkCR5OfI6kJ2LBKSENwcxCM/3iPuUAJffkcKiR3a26T6aVqsFj6fNfWM08WjuYIYAvXXf7JYwqkIMGWbV2Ub6p5k+bLZMSdolDdAnw2A97QShcvJrgAdUfMX0VFTSc/74eF2vTDNqTTM2PW2F9kAOpZCT4yCBFdLS8EdAetkAvI+oguwDTAAuufcmHgHmArch7sF5NeKen2ooR/S6fPTHj9gQ+B0O1Ih6rux/NKHUl9X66BaLxYM2JzVg/A9rN1gsbtpZKKT/pErTwCQT21CFKy6ZuIaqiJUZMsyE4NAL3WE0yK087zpIy3bSZWAGJ85xcPGtU3nniRUGCgsfNpsVl8vdJnUZwV9/beIp4AeTgayk4SmiCjWvW6NSZj37Q6PH5edVHEsAfqiCd13w82e/6TavvcBms5GAaDtj1KG0EPE2fAcsdsPxNmOTgxr88fEI9fVAaIbzZvLsS4LUXpwCtGzCcrKyqCg2rspRMuJ3IhKvLsDB11zCkd26MHXqRFJSkjnnnNOpr3fy+effcsghB3J1nwPYpVIOiMSuJzBkyACGI4bvMLsjrVLICiXsa/Ks1M5dXq8H0QdBFfo2Zn5/UY+kJA/tjJgF0S7jMYUSQsNgekddKc6EzNbELBpBYpXsb4zWoxRHzcxuBCaRQRmX3prG9EF7+OrXAUwetz68Ag2gPUnMCgr2MG7ckTwVA31MSssiCqNkSOmY0nujF0JFCpvBdFqQ5K9yw6n/wFNvvURW1r9MZIZ59esmxKjrU5LhNSecKTsvJyFak54/Ph7q6lpILZS855RgRNKxrydcKdoLOVNDWWYmqaWlxKLfTrXzLyDGIvtMYb9LQRBISIjnuOOO5M47H+J7RBIXLE/+rJYBx952NSBK3dZgnphpPX8971CztopK+UPNWwNYrNYqv9+v+XoaGsLtNltZOHtm/tvQ5rYxJiYTR20JzkRZBjWbsUipKtXUlFofeTlKv0OFiqrZEW/h4nk2Xnteade2yMNms+LxtA8t/zff/Mh04AwDJohye7CQoPXcQ0Wokq8gpNduhiCqtP+5HTCpMxx66DiDDWg/0NyuRQEPIG6f89i37zH2mWf4zRv6gjcXiE1IoFNAYiY9vq9g9loitdgP1R7ObB6t9EJ2NhUlJbpkwouoVlyGGNMsiNWI2zvd8M5zmvlLS8t5+OGnOQft128FMHPmsYBonxaOZFYOJZs4o4sJIwhXPboJiI2JWa2XzhAxs9psv2n6du5HmyGhpoi6pCgwx0hNrkaapjehG3EckJKzdZC2TjQ0Th7ajWW/x+ByacbviwhEYtY+JGZ1dfWkY9xgOyz7sWioxyNF6tQWBnp9W6EvvlsCx933YpgN2zfwYVxiFtw38cGH7mDEiCFkZ2dSqTJb5mKMbHjj47HKNs2W51f7qEEthIdWevl/I2WYTQ+t2x28lmBepetTu+ZQJ321+2fJycFfpG04vQ5xS6cXEb0Ubwr8dwLPAW9//AqHH36Ian6/38/cvgcyBhiuUY83UGZ6eioAyYjbTZ2M6HUZKpSeUThSTKV3x6hxvxoKgaXArurqz/TSGiJmf5eVvf9rCA1pCyjttxkuImL8H6VtjOJr9lCX3FE/oR6UDPjDQQ7NpCxH9luJhMlJgZq0zQhZLAbWQa+SAk44oIDBQ2HWVYfRGOG9+uSw29uPKjMjIw2j5r2m+3ekpGJahFtJZa6V3kybDEjH5OcaffBHmRiw9d+IHMR4SXpoAOYDQ4DZs8XNfNLSUijygrayRQdWK0KEYvyZJWRmyjRarpH0cqKlllaNjBklbmYhdOiAb+9e1fO/AI8AJ510DD9vXMonFZs5HHHj8OcRScL48Qdo1vHDD7+wHjGyv9wQXv49HbDbRfH23F8WMWDGkcQjxiwLFUrzvlS6ZZYAHwc8qpLWaFgMJWy0Wv3VLpfu5s6GpIh+v/+3v202X6HHY2lPun21jh8Ju7P2uvl5YvXelsQslIlSPlHpIYeWEirpfdGb5INpi2S/zZajVm4QAcvltIFOPl4IR17p5MBjxvPmI2+Qnx8ph+iWsNmsuN3tg5ilpxsnZqagZf8VSjl6tobStPLv4dQtr7NY4bikT32/C4Z3gJiYmAg0oG2xadNWqmi9HY4cTsQ9AzsBn+xe27SzwW+//UG1D9b5xa169iXCGceNzgOhqDmlREDpd3uCkJAAdcoSiy+BT4Cvfv6UgQP7Nh1/vPRv3n33U0pLy3C59Be4eXmdaEQM2jqE1l7BQTKzClFKFsSAAX144YWHWXbeGVwwZSZakN9nJUSCn3gRg9p+TmuyaNQrWQ3/WCxevF5dA2ij6t1dhYLg3QPtgpi1t46vCqOTmYnAq3ZXDY2xbbxhdxHqKkoj5FWNdEknfTmBU6rDCHkrFjfDfea9RD58vJjJU6dy2FUDeOLsd7DZImnNIEb+17HhbDMkJsZjRlhseOFRLPse7kJA6bfasVChVb6aM0s2zf08B96vhpnHRLBNbYhbx0zhTJS3m2lElKR9hBiL6gDgtfJNTaSsrKycCy64CoCuAiQbmAzl8FssEMUdMYLjf7R2gjHTBrXfZsowch1aEhu5sXsL4/TYWFAw6yhE7O7vAV/++FELUgZgtVo5+eRj9RsWQO/ePfli8cfMHH8Mq4DjFdL4Efvd7a8+3upccXEJWrtAS9XLevfLiBYtWI6SI4AFcTio1K6mBYw4BDQCNru9xt/YqGsEbUiV6ff7/cnZmcVfGEm8jxFJsXfE4pkVYzwchA4EwOZx4rHFhdmoNoRctQnqUpEchY9eOVLVVECt2buskGtOdvP7lz6Kv1nPYZP789Rq7RXZvxlFRaVkRruSSJCySEKukjTilamnAg0cX1MB/aa/FZFmtiUeSMvnL0R7ISVcBtwM9L/qIr5Z+U0LUgaQmioG2HgrG5IDh82Op97ERKw1Zje6MY9IjPNa8fqM2mGa0axEYn6SquX0jN0tnTrhK2xJGX4C3gUeRAy1MGTIgPAaFMCgQf1ZU7KBfoh2afIesBWoBaZNO6xV3tjYWFUbMz0SrLeNmBFI76kAnIhIpOQmXGoqZ1CX1pUhxnabDNjS074z0h7DIoTSmrrHUwVhfniGB+ZhhCFHE2GrNKNga5ZYtZvalFxSrVuNZTCiPgJj0i+9eoJQq0/P804t3pnZ+7gWGATd4+CH63y8+T1cf8of/DSiD7dcv4i+ffUUPcYgCAI+nx+LZd/ujrFnTxE9bYDHuAon6ur6SJMyaT8OV92pZF8puRfF9ZCdHXWqGxH4/X4WL17KfcfOZhfwCmLU/3haT9i7gB2lf2O1WhXLWrVqHakWmFZLkz7K7PjrTU7GVl1t8irCh5m5Qo2ImYGad7N8Qa/ULun7Gak5TkliY+ncuQUxWwa8imhbOAz4eOef4Vcsgc1m4/mKzVyUls9liCFXxiNKy94Ebnj4TiyW1vKg3NyOrET0Bg3G3tMaw7TOBZ9F8DnIJZNa0reg5GsOovNDnno1mkFtpfHLjkTcHi3dYmFtQeEzGkU2wXDEoz3V1Z9sTk5umzgEMkSCEYeDiEjOIjhJJXl2UdNFa7cwlfr1DKVDvU41z0qzRtrBfNL/anUYKS+wp6ZQAqcMgr/vhsOSfRx9xDR++OEXA43Rh91uxePZJ69FC+zdW0zH9rRzmtn+rvZ81ZxCQilbqR9KpbCS41m5ljbdRSJULF/+J5Mze3PlsbOZjrjFjJJ6BuAlRO83NVIG8MQTL3FrmrgNVRByEqE3BnuSk7HW1BjyftQqz6h9mLQMeXlKhCdqixGNfql334zOcdLts0DfpsqSl4evoKDp9yLg4acWkAuccNf1JCUlquYNB49XbOa3P77lbeAr4ANEMnjaaScoph8woA9dgB2B36HO81rPNi8B8nsEJKGDxP9K9eQi7p15J+Im76GgAtGzdQRwOPAh0CE+3kVrIZwizISi/Otvj6cx2vKyfU3CooZISc6yIalmJ9VJBolZNFVJQYS7ubnaMaWJVOmYUv0K6uO4GPi/0fDAdLjswrP47LNvwrYRs9ttNDbuWwcAv9/PH489T67F/HtjatERJU9j04TbSHmhkreB4ic5BcrLo+JOETEsXbqSUyefxMk++AzRkyxoV6YkPSkHjvxAO/zHli3/MEohlLi8XymN0cHfKTkppNdr70xihLTJ9+00I1UKee4wu5CU5gu8H1L1qNJHC/Lz4c6Bli5d8O0Q6c4WxH5x7LFTWFexmQsvPCu8wnXQvXtXvl3xNV5Eg/+vNy7VXBR4aA5TEYoE0fC9lT3XaHCNLxD3DR2EaKvWCfDYbBV+v7/eSH7Dqky/3+8fm5KydzP0mGjAuE4JesaO7Y2IyR90RNSa4U46xZBcu5Nt3aZFp04tQ381hKNKMqvyNFOfStlnjIbOaTBn3oUIwlNMmzbJYIGtYbdbcbv3rcSssHAvG4EZ6mNe+0SkFg1aqnq1OtTsHYuBQXDIscnc8eCVHH74702u/e0JP/74K+fOOJP7gXEG88QhxrtTw44du9i97i8GxGFqs035uN2YnEpMdaXxAhTKUDsWapmGxm0T/VFtkjcDR07rhZFc/RYuhOxs/CUlbAZeRlRfxsa23SY+vXp153GF3QLkqKurZyfiukgNchWlEqTnFJ+5iecVjpPJcOA3IBPR83k5YLPbDZvpm9q8pdjrfWajo/XoH0rgP6VPe0Z72tg8rr4Mpy1K9i9mSFk4kol9hUDdE/LhggmwePGSsIqLibFhwMkmqqioqKSDALESmyAzEgZnUfvq36Ygla7aadm35P0sR/ZfqZwALjq3gY4d/Zz/9EkRaGRk8dxzr3PxcWfyfKxxUgbQA/jzz3Wq599552NOToSYMFXijckpxNSo25gZGevl0qVw5oiwSFl26/ymSJlCGum1GWmbnmpTFTEx4HZT4PfzSaApn5dt1K9wHyAhIZ5OiHHTOsQbf9ZGJZFNiJbUX4bZCeKG708DvYDlFoG/SkpeNZrfFDHbVlf34feORLfaeTXC9W8gXkoITlhtOmkZ8OAUALu7HndFfOTrj+a1anjBGfKWUzumVa5aO7Jh3Fj4ZcWbmk3Wg91u2+exzMrKyklRmUzNrPYM9fM2GthaQc2O0SwMDuCCIHDJLcksf/2fECqJHp544kXuv+pWXvHDYSajvwwHPn/wScVzPp+Pt+5byEkRiMncmJJCTFUlYN4+TT7J6v2W55Wni4ikLFuhPLNqTrXj2cbaqXTfdONmde7Mnl27eAvYC7y3809Fw/v2gvdXfsMvwOQGKFewMAmOT0aereb9DM6xGvfebL9VyivN87vV6kUM/G8IZp/S5g2NHpe3fYRu+m9Dh6AlVeykOq1LRMpqBSMTdFtIvYyuSENUpQ4/ELasd4dlvB8TY92nEjO/38/Ds87k+AiFaDNMzvT6k96G9aFObEbtf7TCrijlV/D2HD+8msZaN+vXtw8pw86dhdx/w3zeAEy6/gBQgDovXbp0BfFeGCGbEcxII4JpvdmpJNurmvIpTWxmJR1GJ2LFdFqLPqP90IjzidJxIyr2wHcj5EwpTIMUdYiR/C8GXuralSU7dnD4VRexomB11Az9I4WePbvxefkmRlvgCCcUKITC0xufzPSpFbUweQ9872x2BDDrjKIngMpLAKsDvImJu/1+f4OxlpncP9Tv9/uH5mSv+r267qDR/zZ7lvYCszZfKumTy7dTndaVjI1/m7O5ihShimRZWpDaDxmVpKnll8FRDVk5AgUFu+nWzSDJlUGUmO07Yvb22x9R64NzVd7kUCTV0pWpJkLtA0bzRbp/mZiU00qcVGQ5OPbUOOZ/Oo/XB3wa4caYR1FRMRmIpEzvuQbd/oOoRwyj8crnyhLi11//gNPtIBhQYyrZRkn7iisxhdjaSkNplX5rIvA+S+2NHHLSrRZyR+uYVn3Q3Gcj0SfV2lSsfi/UCEku4sbYbyKGmtgM9ASeeusZunXLJzs7lbS09k3IpBAEgVuKN/HrESfyyKrV3Ber3IfCRjaUbIevnfCHC17PhoMNZDOqhg/CWQTf+8ANb5tpnul19qbyise/jos9aLQ/vE2ilQzr98M4kit2UNAzsKlspEmSGX19JIz09aDmKCBfdRpZncra3KOXwNatO0ImZvvaxuylq67mFgGsChNquOYD7XVbslYIttFG+LH4AvkrshwATDgzl/MO2UbNRbX7XOIwfPhgrAL8E9ssMZN6L6rFw/IjGn53AQ44YGSr8/X1Tr548wPucrQ8rhanS/pbqY94Y2KxNYYxP6i9y3LTBSmRURtrzI6NZqRhRso1oqkIXq/WGKYAD+J+jkuAS267mvj4eI444hC6dBGjb61evZ2EhH9RIPIABEHgwh2reVYiMTM8DplwBJrigBExMCgGziiBb2Kgl4LEGIxJ6tTwZXyy95+Kyte0S2gJ08TM6fF89Z0b3422ZjWo0cZrQYuoaQXva0u0p0kquXw71aPOaD5gZvsnvXSheGZGGqFKx6D1illjBd0l3UdxcYnZ1jVhX9uYFbmhh2wwiaQ9Z1jkLNwFg1b+aPVPWd8f2beWYYelMufpubw7b9/uBGC1WjnDBp944BCJxkIvWOkGYDHwyfKvFMv98svvGWmFDiGYH5mJjK87dis5buipxKXfi1W+G0UkCZwWOVCS3Gpcp/y+fQNsB34EugG/7/iD5OSW2/T5/X7cbg8xMZHdhq6tMH3D35yb2Rd7JAUOsntsEeDFbJi4G6bEw7ENsCIX0kPQBqppGbx+WF/v9AFrzJRn+lX0+/0VNYmJpXWZyqsoPeNMM9tcKKUNy+ivvSACBtR2TwNeWxx+qV97BLd+2qd2ZkbLldsOSfMbGdgDEITQDWItFmGf7JfpdDZwwYh8YgTouS/7/L5wBgjlevUku9Lzsr4/5/58lj+3no0bt4RQcWTR/aUnedKkgPYvYAyQn99D8fyHl1zOzAiZpnhiYrFKpWWSe2vKe04OvTFBqmo0aocYDsz2e6W2SduoRNZkxwrqRLXlfOAN4KWv3+Gzis2tSBlAY6OH2Nj2F+bFKKxWKx6g205YatgyC9OLwUEx8HYOfFUPFT64q1I7vVnusS4VkjLS/vCbnCRCotOpduHLb5ycMSvRmIdMq5WSSZGtWURFJx1JRGjAiK/eS11yRxKrd0emQDMwI8aP1qo1iBy0iaRSfwvU4/MRke2U/H5/iz0Ho4Vdu3azbt0G/vxzLbvq4M8O4A9d4Ne+EWlVuMnyy8iglEwyOsXS99AsVq9eT58+vSLUqNAwePAAWk/DzVBSZaYhRiJXQlVVDT854fWu4DC7PlG4f66UVGJrFYLLhjrmq9kF6pVlxhBfrR6jDi5G+6kRsqhwXjqfvRc49vLLjzJq1DDVYmprG/6Vakwp3sqGq8vhwN3gV15TtIaU6MpJmpJEFZjogCW58LIPzs+hOUqzJI+WWl8LXzphc0P1o8ZziAiJmC3ZW/FI967Jp8zKrrYZedlaXYiZ/RBDeKHbJSmLwuottWwrlRk9QiNm0VQzhQoz5cn7VPC39NnrlFcx0EGxPTZsF3IxyKw3amoDj8fDM1P78cZWKHLCqFywNsK1XSG+FJxRqdUgoimVUIOeqt1Im7RskgaJxv9lWUFyloEvLr5dbL21des2+qh0V6V9/wAGIG5arYRvvvmR8Q5INvMKaNzfhqR04hrLwusXRmxK9dpkQmLelC7cMuR5zbRfmkdBLevIgbwiKGqApx5fwPTpUzSLqqlxkpTk0EzT3jF542bqP/ycz+Zdps4TQukTCud6AXfI82s9P4N94nN7kquyouYzY6mbEepM8ucfFU6/rwNY9IiT3nnpC6G1spWVIV1FSG0YjBrphWPM1+ZQ6YippVsozhtO3rZfWqcP196sPV1/EEbaJE2jRdIC6USJWXjELCbGTmNj5O05SkrK+PbMsby4GdJj4fmDYWQmWINbOEr6RSTsPKVlRdUzMxziFIQWOVNrk9F2Bq49I6us6ZDf1zYSUT1s2bINNYtGJdvCgjoYimiTVFdXT0JCy9iHX15+JTOkh4yM5/LfkvQNienE1ZZrFKBSj3zSy1ZIo9UOOfZlvD2l+pUkOEr55BKfQB7nWvjWA2t88MyRh+k2o6bGSYcOqWZa3i7RuXMnltTA3kboEENLwqp0r+X3V03YI+1bRqWvcsKMxm+gJA3cVR6n3++v1KmhFUKakfx+v8+WlLJkqd48pEW4IrDSVrNZUNqfTClQoTxPVBBpWwfJg08t3UJlRk/1dOEMTkVEN9isHEbukdn25Kh8AkgrEWVN4U64sbE2XC7VuMshYdmyPxg/ZCy/FsE1g+Gz02BMtoSUSRBqv9Y7F5V3IhKkLNL1Kq2kc0RpWQYiOUvKieflyp+i0DDj2LmzgM9uvJVJKvZgamOdFeUdlvbuLeY7J5wQdDY1skCWQzbGNHRMJ86iQszktlWBfUl1JRvyMTTU/iGvX/7Ry2ekfLW6zLRPfixwj5/xwPWP3UNiorZ3j9/vx+Vy/6ttzIIYOXIop152IafuBJ8f8/NpuJJbJcKs9Jzlv7NhUQVUWWKeDaXqkEUF6/eUz3+rIsmneqO0XjbpMa1BwORNNTuZyAcxs0EPW0DtpYoGAi9qTGMdHrsDn6BhuRtOIFAIn5ztC1WXHiTPNybMsC8AsbH2iBKzb79dzOnHzuSF8fDaTDh+jDIhAxQnAK1+baSP/yu2aDL7jpqRvCiUndQvl4oN++ambN26nfPPv4oJwyYw1gu3mJhvg1K0XgJ8+20zsdy8+R9uP2wcsxIhRWkWCIVAZ4MzIRNHXbn2eB+JcdJo+5TqCnWxbIRsSReAaoQyxHvQIR6qqtS3ugoiSMrag4Q3Erj22kup9sDbekOsmT4brkTVQF2veVIat5VUPRlK8SETM5/P9/13exq8Xi0Wa+Sl0LtAvVVce4DeCi/cMpUQ6Fgp5duoyjBqGRki2sskHQEJTjA+VRAxuCIgMYscMauqquby2Wfz7iSYOkIjoRl3fA1okTRVcqY1Qemd04KRCc8IzEgo5HWr1JHZP5OK9W37Ivh8Pu4dkM/ksYcz4NeP+KcL3BSjHLNOi2jnJcA9sXDTWZdyVo98zu+Vz9HjJpPphZtTw2igQh90JmTiiA2ciIZkQ2/ukPc9M2pZo/XK61I7HyRnQcmgPJ2RuSK4CM+G9ERY/cB83aZWVdWTkvIv3ANRBVarlWuefZ4HtkoOGpRatYCWECgUyMc6yafEDQVOf7nf798WStEhG8X4/X7PuK6py38srRo3KQv1myARxapCnsbMgG5Gv6z2skrzRepF1iojlDpU2p5e9BdlHfqTVrpZvUw976FQY5uF4nUpRxQJt5yEyY+nlTjxWmP5K/ZpjmVqyPVEkpgtXPgs0zrDIUNQdmgAdfsVvWMax5Vs1BQn+2g9L61yc1S+my1HDrV+L+vrmZTRZ0hPXt1YTHV1jWJ4gmhg6dKVPFUEm4dCZsCt0okGCZONY9J0E4tglQNeEsCTAM/3gIQylbxq/UmhDjmcCZk4dkkKVhq31MZpNdIVqp2ZWnrp9YVCzrTmD/k4KfUYN9s3JXjfBvftEb8/pZO1qqqenJxUE5W1f+TldaROybhS/kxClcaaSWdgXH3fDQ0+njZYaiuEZa28ZGfV1c8npyyeNKDKqhm52MiLoLYiUctn5MXSqkvrQRr1+jBTp1oaresItkVjlZi59y/WjT6LXus+Vs8vrSvS5Ewr7z6QcqqRsSDKyGj+ngUxaU5qK8LztouLs9PQEBlituPzp5jVn5akzIjY3cgEqJU2AE01vt5iK5R3Ue+cGe9LO6ClmTbaxwP/e1FARlaZ6JnpyCBzaCdWr17PwQeP1SkkMujduyeVXqj2QmbgmCMohdGDLI0j8LkyeM4M2TFRny/WjjXDrU3szC5OtaRkegROS2AQhDzcjhk1l9kxTi20T7Cfr1VoRzactkz82r2l74Yiamqc9OrVwWTD2je2bt1OZ+nQboSAKR0LR4Vpgrs8X57k2llWrcehVRGuG9nSFcW+yrIGMpqmu1DEhUYHCrMrnVClX3pkTZom3LARenl1zsfX7KU+KRufYMHiV9j1ta3IkdJzMXJvIhh2wwwpKw1MdTEZlaQVarue68Fms+L1Ktz7EJAdD5uDHE9LlWh0YaFZmYE0RiQnRuvReo+UEK7qWoOAGkVaiZM0CijN2kS3/vFs2LC5zYiZ09lAug26xtJykWbmGQchvRdq5F1vstN55p6OsVi9rtZpQ7n/Rhev0Ex2jM4PSv3KaEgnvXYYOR5Cv75/ANywAf4o1NCMINqX2e3WsD3N2xs+uPFCZgS5pt4CUZpG6bjSszXqmal2TJL/Tws4sW/w+/17dUpVRVhPz+/3+10+4aFXt8eEJlkKfuS/pceV8ukd0ypTrWyl41ppteo2ei+MXK8OBCCtZDOVWfmhFWAWRUTeY7ONXduDpCyTUnIyGllR93nYZQqCgM8XPjkbet4C1uyWHNCTPGj1Za13yGwaIwsIeTql/EbLjKTKMpR3S1Z/JqUccpiFhZ+/HkJhoeGDDxZxUrrEpkzv3sohPy+fkLTKMDpmSv7XO3OILy9qmV8hnWKfln9yFM4bgVJaM6pwaTmRRCjjvCTP8R0h1oAYpaKi9l+1ablRfFsIx3UkvHFPKb08r1Y6+RimgmfXWNiwu/Iag61QRNiBl3aVVj/x3JbEGy/r0xgnqDDIVjB744ysstXImRRm1Dx6bVKDdFVrFtkYu1ZZmqzdqynOHUZ68cbQ6w0FanZn8n6gVb6RusOQnEilZEFkUtpEziqKPcSnhu9WHhdnx+l0k5AQG1Y5DQ0NJEqLUHqnlPq62bhJ8rRKx0K17dFauOgh3MCxkYCsDRVZDkrJ5KgZfp69toSPP/6CY44J3SbRKP58ZAGnZeqnA1o+r3DHMCPlK9RVl9yBhJq9yvmM9sOg9GtfORyZCFANhNZf5e+W0r2VvfcVbsgwMLRUVNTRubPRTvPvQcdYKGmEnDhajy9GpV2hmj9pjWeyums88EOlrcHna/xWp1WaCFve6ff7KxLjrMu/KJCd0FqJKX2X5zE7uBshQ0ors1BWYqGsfkKBkZVwNmQ1rqK469DQ6wk35tk+QkWWo0l9KVdjlpGhSMqkKCWT3392cdawsBY3ADgcsTid4Yfe+HvRjXRPN5BQ6x0xIuXQK1uvDrX2yNOb8abUg9l+qiQh0koDmm212QUufW8MF867hh07dploiHns3r2XX2rgQKmfgd6Yo7fqD2fBKC1D5RnUJXckgd0hVBACFOISqqaRf49UvdKQGEYEA0qQp8sBBgU+0HSvu3WBGjesX79RtSi/309dXUPYi8P2hsLCPRS7EG3MtCRlepA/K60x0uj7Ijv/XDk4rY77/H4luyLjiEio8mXbq+bea09eN21EdQygL/UJZUUdrpTNaNla+metiS5StlJ6L7jCdcW467D6GnF2TsPhUtsVT6PcYsl/tWuQG62aGeQi4b2pgLQSZwtyZhSlZDZttbN75xby8jqF3Zb4+Biczsawynj77Y/57E9YcimRkxiEIw0L9d0M/jbSRyIZxNaGtvG/FEZW2hJkUspG+tBteBpjzu7LiS/dw/JbHg+hkfpYvXo9Z0w9lus7QW5M4GCkxpZIaTIUyqntkEvGjnXGy4DWY0NQCi/v/2b6STBtKHOBvB61Mc+oZMWINEfJcU52/Ukx0C0JKioqVYuqqqonOTn+PxO/LIjHTxzPaXmQYkf5vqt5r2shlHFOpzy3D55anuDcUVK1INziImIh6Pf7N5c02DasDLjzajJOvZugZUAZbiwjI9IytZW/UeZstEy9tmqVpXCsQ9EKinJGabdRrz4tBAfMSEpAwNigGQJJyWiSmZUpni8lgzIyyT2oC7euesh8BTLEx8dSXx+6xMzj8XDn9fP44P/bO+/wOIrzj39WvctqlmxLuMmWe6EYg2kxvYZASCgJJCQhIfTghF5CTbADP0ilhJYQCIQSSsCA6ZhuC1zlXmQ169S7dLe/P/ZW2pubLSfJ1tmez/P4sW532u7OznznnXdmr4LCYTaB7Oqm3XmnejcN5/fBbVQpyx92TR3xOiLuIfz67ZANFmzKnLWzvbcu5eJj3i+nse3Jj2hpkXwxfIBs3LiFs447nUVT4eqBjxecicQyIIsr0JI6krTkCnmb71TPBqNjFJ+d03vhVC7xn2gdc8Oaj90qUdl7akWcTg2eL0yFLVu22Wbt8zWTk7N7tnLZXbz77ke8ug1+exjOosztmPWcW9vUz/bruU0QE5/4rK7rzZHHDkXTdX2gaQAQFxc399jpBR9d8+urYonDaCSBkL9xOWbF7nw84LYzgTWuNaybK5GYbrzkXLwkrFcXJdl1y/Lvh8tTQIunPT6X1NbK0BOD+VUOL/ZVu/zc4rqV0ya+P04+tughjrjgze6xRO4hjh6MLyV0kERzbRddLV2UFNl82sojug7t7V2kpCS4B5bQ1NRM9Y6tTDIbH7t6Yr0PZhgvddEpjF29N+ur0/tmTcvtGVvbBK9EUH9btELSYkWfCps0xXfNQ5k64xLoIJEOkqjd1ExOShZ5ec7T5ZGyYeVKsmJguHjd4m+78tq1tbJnHCdJ10sbKMszDprTikjvjHCKV2wTnZ6DU9vbn/bYC3Ztsl1bbpbf6ZyI9fnI3ukgpT6YNKWE+Hj5Bba1dZKSsvdMYwYCAdauXM3oNMhIoK/O9oceSVwv9c7uOQrHA4EAl918n3/15soiXdcrJbEiYtC+utzT0/Pp/mPSKoe9s6Bw1gybQE4fHrYLb8U6avFqnrbuA+V1ms4J2f5SkUzdyLDL286kbxP+gym/Y+6mO0noGbBgt8fN2dXOaJTpkm4/Lal205gy/7La3t2gDMqYyAt/aST/i2zOve84lwK48+WXG9l//3ERTyUMK5/AaTfB6fPgqADy6ZNq4TfC8f5i1ic7C5K4j5o45TKQuu/2Lov1yaWOvNe6iKNSFzjnZYeH8tfnJbOUQ+kgh3VJPTx2znts/Pwj244yUh599F/846Zb+HK6ZHd/r1Mvdq4Y4vP1aqmytjcObW5nQiZfHXwVh5bd6pyWHdb6bVcuWdtitivmNTq1QTikLcN6vZnCMVl7Jt5v8x679VU1wv8Q9t5158DR90Ctb520fWlqamfHDh+TJxe6ZLbn8Ne/Pkbpw3dx2dGEtjORaAAv978/CO3uc2sgLSbz7cEQZTCIwgzgm/KOM2/+IvbTl2f4w2tOf8zVToLJmp5Tx2GaJd38o+waDbsOUSzDYPo1uJ2zmVMfUfcplVkHMzrm7cHzUbJ7BuJ1DmQ6YgBxzQ+RR+pnZpIa18HHnWv7XwALiYlxdHX1RPTx4GHlE3hrKXy5Dp6+CGgi3JfFqS7Z+VfI6o1TnXCa0pNNAfUH67V4ERpuU/lufnK7oEHOwUctOYyeW0BucQZPPvksP/nJeQNO98MPP+Xu627h48lBURap24PX82aYSISq9W+ble1N6UWkt28LDR+JT6oXYS+rhzLRKZ63iy8et4b1Es+tbOJUpZ1oFsOJbnrDDWNRWqJhWc/MzAjLfufORvLywo97we/309TUTGNjE+3tnUyaVDzkfmp1dfX88Y67eOkY5KLMSiTvRH/3eHRYJOQPwN1PxfmXb238kcfUXRlUYdbT0/P5lLHZKz9vqp8+p1gSwK2Tkd1AmcOl7IWTVfBI8nYqi3ishtDGRxRldvHdkDUwEWzIOSrmY0rzLmF0zdv967DtrDODsYWB3cICr6N2j7itxBTDHf7tTF695jPa2ztITk7ynpGElJREWls7IxJmazbBD6+HZ66HVOv3icX74jYwsMNa72XP10l0Weu5SaQOtk71N9J67tbxOqXvhEP9EgV/LrW93mbfuvMofvu9+wcszN5/fyk/+94F/OdAmGiu5XJrz5Cc83oPvYoyUVDIBrlBmlNGk9G+rX97homIbUWk7YbXumNiXpMoltysXk5CT9b+eimXgyDMSYXa2rowYabrOvX1LYwd673Tqa7eyeLF7/LWezfx/pIAMTGQPiyW7m6YNCeNBRf+mZkzp5Kevvv3RPP7/Vx5whzOngZzpiHvX2W/veDFSh+hTnj641g6YjKf0fXafm8oKzKowgxgzZb6H1z3bGzp2/f5DdHdj325wpC9pF5HQ3bpeLX0TMP+GsyOy+kFdXqhB6NTsZDi30kgIY724Tkk45N3rDLEMNYXIZIGyQ0vDa5H6vOSe61lAyEzP4nC/XN4++33OfXU4weUVlpaEq2tHWRne2vM6usbmP8TWHg1HHUc8I5NQDcBIvvthJtFzK4M1v9rCO+g+yu8zXD9sb5G2pBGiLny18S6oCQ1PxV/a8eA0l+8+F0uO/8i/nMQHGGOKbysmDXxYm23s3pb4zo9SzuxbhH4TdmjGd3yFnTh3G54GXzalcPpvJPVzEs61nskijLxmBjPa7p2caxTxVYRbIlXmwrVzcY3I0UaG9tIT0923O3/k0++5IkHzmF9hfF701Y4/lvw/WPh0TshbrJRxzs7dW680c/Nd11IVSU8/uA/mTNntstFDh66rvPbEybR2gW/+xbeF1244VbfrALcq2V1OHR0wT2vxvSs2eK7chBK2cugCzNd17+ZUpyz5JVP6o857VBhYYGXjl4WxsnaEul0hpdRt/VcBCOaiPEiFL1co4Ui/3uUxx3BhJ4X7csXSUO4izs+KS4+f3Z7l1kR/cmsiFa1ooOGs3795oiKKCM1NYm6ulrP4T/++HNmT4Ifnio56UWkuI3+xHBiWLtOzO6dGcz6bnfM6VrcOl/R79/LMvpgmEiEfgnGXlLP/TGRvKl5nuKIBAIBHnzwCe7/7V28cjAcnEVox2C9Vrv7bjeg6g9uW0GI54RBX1PCfqR3b7UfODulPRBBL4Z1uldu4tTt/okWNUt4sy2S1iEvz0X2Xlru4b2vwA8Ph8TEcOf+6uoG6UfLW1paeei+Wbz6FjQ2wZXnwOWXQiAAc/aHhARLYItLyMKFfnwM54YrOzj++O9RVxfq1/bMMy8yZ87+jBs32sOFeWfFijVcd+5pdAdg8dmQMJLBF2Xmb7eBoJPgt/z9wCdJeruefK+uR9Dwe2DQhRnAmo1151//eNqmEw5qSUoQT7p1JjUOYdxeYK/+K27WBtEZ061yRDDd6FoWpzAeyjOyZikfJ95Gcc+L2HoJ9Kd8biPgwcjLYyMpWjFMrILLuru/Ez5y6fBvJTZ24DvHRLJlhq7r/PsflzD/4OABu+2fxJH7YNFfi5vduyIro52lT/TlcXpfZfVPjGPtdO18Ml2mYK11yovfYgllTJs/n7VfRLZlRmVlNe+++xEP33UtKW3w0TwoTqP/lh4vYUwRJfP56k/6wv0PEEMgPp64vC5nQeZ1IGFXBln7J05DIpyTEcksgpN/Lf33bbXFeo9qjNXe722Ax76E5197LSy43x+gubmDiRNTQo7rus4NV8+ivhHuux3mzYE4D7299T044+JcXn6knrq6enJysunu7ub266fwx0fgpZeeGFRhtmpVGWeedBp3Hg4XzoRY8/NLXpD1j15El1NaTukH2ZkAD70W17Rxe/0t3grqnV0izHRdr5w4Nvuhv77C5VecYRPIbaQsqlq3+F5x6zzEhyA+YNlDcupMvDSaXiuDhwoVTxvp7Tuo75pItr6u75wXK1kk99ptZGwXTzxnNqwufj5u1oxIfcustPkTeTFtG1d4SsGemBgNTdPw+wNs317OK6+8yaWX/kTqSPuPfzxH9U647EqgAW+dlZ3QweG4FVldsxMAkQpuL1YLpzpjPn8vlmOxYzb/j9TDw8NKXx85vVOXZt0xf89P/5xHPtiJ3+8nNja2N05lZTV///tTrF27ge3bd1BQkE9WViafLH+dqq2dHDcV7poGxydAjOnoP51wEWDu/u5m6QH5vXUbyMna2H4MFFu0kaQl7LBfeS2K9v7WNWubIcPjAoNBcYPIl4sy8ZiYj/S8WO6V9N6TV1fBL5+HO38KU6ZMDAkWCAR4/vnFNNd9xD13PEtCAhTvH0dVhc6OdX56euDN5yA9zZuAFAe8o0uSmHl0Fu+88xG5udncceuPWfYNFI6Eww+f65qeVzZs2MzZp5zCA0fD2VMZ2PSlWFec6vcADQu3PKnR0OK/TNf1gfkzSNglwgxg/Zb66x5cnHDR94/qSiowPzETaSfu5cbZpeGlUbLLuz+jSK/OnmZYczm0F+tehD54oyveZGvacWQnr+tfOm5iNNL75XTewxYqXixkMkSrmTW8ucFsA8No39nKlRP2dy6ER1JTE2lt7WD16nXcfPPvefWNhUwt+T4XXfRDiovHEhsby9at2/nj/93AX34PkpkJg2mWv8WO1no8EkuEXSNlJ4Kc6q9THk6/nXDqcGVWEUtHO1BEMQbGdLjp7G/+hj5hNneasS3N8T+cx+P3vMgbb7zD40/fydaNfo7/QTbHnR+gpKiFljWr2bEMfnwG5FTDgSMIfZdkHVF/Oicv915Wh6zh3YR+Tfi5xphihsVuDA3rNAjAct7L4NUkAkFmfZ5WcWR1g5BZSb2Woz91zk7I9eYt8XNbVgcJiTDrnL5PL3Z1dfGPfzzH88/cyrnn30Fy7BKu/Dm0tMLa9T1MmB/PyPl+TpgPHfsl4/FbMGHly9F3snVlK8vG/YaX/uXnwFmw7Bs46cxYR3+2SCgvr+T044/jtyfA2eOCByOp93b9p11famM99+fA7x+FA0bC8Xb7tFvSXLYOPipLrvbVt/0zgtJ6ZpcJM13X24ZlJp376ydjXvjHXZbPRokjX7FhcJv6MI+5IWvonJwwZc6vohDxMCXimKb1fH98GzySM2IVK8svpFtPIV5rizxdL5XdbaQdSYMb6f52eLeQidQG4/nIZSPGprJ1W5sp+v6ofqUnkp6eTHNzB/PnH87Jp8fw2ksB0nNf5LRvP01zE4wYpdHcoHPNpXDMkcGGeYXQKUwj3Fri1aIm+y1ON3qxkNhZqKy4WbncsIa3flnCKS8H/HExth2ymI61Qw7rkPDhI4dcDLeR8P3vSiihjLE9HWyoTWLh7Q3sv/8RzNhf4/f3xZM2ZxozktaT9U47fBG8ts7gP9N3ezry5+VknYbwttMujgw3y7csDw80xIynIOaz8HS9WOndrGeSMjhZvLxYsUwraH1ecl87kueTCjg8uBCKllS38lgJEWUiw+HmMyG/CE4/+Ri+872fkZiYwEvP/plxhfDTM/djckkbh8zuy7cvvzg6XMrmVHZjW5hsDjgymcf/1s7h82N49X9GP/7aSwF+f5vjZXmio6OTC797BJefCT+xDkS9DCjE45EaWoTB3rpNcMMDsP8EOHAi5DhYfwMBuGxBXGDF2rZj9MHaoV9glwkzgIbGjhcnTcz65r0NDTOOsm6f4XYTrRYCa2fSX/MmRL6BrPm3xXelPi+ZLIQGQUhXOgJz6Wzq85IhD7JW2ozanDolid+IVg2F6R+wXTuScZmvGwed7p+sUZaFiUQgD+BZDdQCIvMtMxug3N5pqdxg2Bzatvmkq536Q3p6MhUVdYwalc0/HyvjxdP+x2WXX8nXW5KIi4dtm3UKuzsZdmAyDVieuV3DZN2iYKXkvBjHi8O1OXIUEa29ojiTiBpp+narzpzKNEB85IR84QEk1gj6ym7WB1+efaclpg8E7ay1vemOD3TwtxvgD1dCSopOw/BYYD1Zz7TDCksC4jPt77toV09kf7uJ+Wk2x+3KZvP+N3SPZ1L+MxArhHOzYED4QNalLnlZ+GMiEx29z10ysJNZTWXI0jP/9lKXXLGIVq0GfnEq7Dccvtn0MG2dcP81cOLh8E3tcQxPfsvTbEIkZTPjahrc9/dkll87ie+XrCUpCTo64BcXXTOgywNjRfr5px1ESRH8+lvAzuAJJz3gdnwAlteWNpg8DnLGHMmlD7/P0/dYTgr1+ZG3EvC1pD2t6z6PH4aNnF0qzADK1jd8+/Ib0tZ8sbglKTERbwLJbdQoa/glS7g9+WbYHO/tfAh1BA7zEbAINes5UcTJXp4w/4NpwY5EEFt2jZDUPyEYZ7/sJSxdfStjM15Hc9qwUiSSDn4g9MO538Sp0RRFmRfLWmdtK7m5g/NpndTURFpa+lwOvvOdk7jm+qtYURrgyKNjmTZTA/rEQVZNebjlw86B3aulyw7JOxFiYRIHHUJZrKLGtDhkYV9fpVM0EVpG7cpqh9gZy6wlVmSdlfyrETmUsI5caineWR52H1OB+jHB6xZFGXifmrQOoAZiCbMet5u+9jIDYJduMH4gEIt/RSLxIyWLICJIXzro9YCX9zvUhcF9QZCIGce0oDrl6WahMsPI6qfTdOpJBxv/zOfXnZuEr3IqhUf+KyxPu/J5KbeIpmnsNzGJ9XohX6xO4/E7q/ndHxZx0knH9Nv5v7u7mwtPOYhZhXD/BYYABPrqlVu9t7P627UzHtqe0SOgqhamFb/P/DmS/ILxa3bCPX9OaN64ue4XLqUcELtcmOm6vqV4fPa9d9yXct3t17ZpYTdPtPjIVg7ZvNwy8RTycg+gEzDFgVtnsCEv9BMY1hdSZnK3eynDOjuBSEdjCfEtDEvdxM6kGQwf9o23jtHJP87LvfT67GSddxCn0Z/s+k0/IPNvL9SSQw61NDCMmp5h+Nu7SE1NcY/ogZiYGGJiNHp6/MTFGSaEB+77Kz/5/s95+d1Epkw3fDN85FBGCcXDg3s8WK1YloFGSB2SWY6dLF92As+GSISPrL6K8WUWKy/5mWmLU0s+ckKet4mdhVSsL5F24mbaPnKYx1L79y/YSWTtDAoyqyjz2gbZzRRY0g8LB3Ix7+SWYf52qxt2Vk6zbMGwze37kZ6yLfR9dnLTcBBqdo7zXi1ZVsR6Yj5HL4j1yykPWfhacnvz75d1zfp+T5cH2V75LXLGLKVOy5YHcCmzrNzW87JrypiSw7lPzaDyxA9Yu3ZDv4XZPRdOIUmH/zsRYmIIHSyIAwbRp1E2aLHW50jaPEt7m5cNAR2eexPaO+FH3wbZl9YuuS7d39DY82Nd11scLnHA7HJhBrBxU/3Nz7yUcf6ZJ1M4azrOL65slOVRoIl/Wxnop3tkeBmJZQU3V7JagexeSmtnJ8tHZg1wGmXlTFlC2drvET9hfb9GoxELW+uzc/AZCplOyvPeeco6Tev/duFlI0kfuQyjgYZ/L4FAYFA/QWL6mWVlpQJwwgnzmTgjkW1bdKZMp1dglFHCyflLjEg21izzHkmnDV2svNbjblZIE+s9sutURGSDE+tUoXlMJrREQp5lXt9zsx63e949xNl2LHa4WV9zg92seS/CLNrQ13E8jfOWFHbTlFZLQQ3hnZE1nGg5teZj91ucIpS1p+I0tay9ENKpz0umsWoCWWnGIiOntigkXWHgYFcvrXXEWqesiM9bVk/cBJnYFtsN9vpjbZO1WTLLW28ZBAu1bFCq67B51bGMOvRvruWyuxYnUSbGs+LvCbDhi0am3zPZNk8nPvnkS/71MXy9AGLtRJmJbBGa26DEQiSrb1vbobPL+PvV92HDdmNq08oLr8awcm38J7W+puc9JToAdosw03Xdr2na8T/7ddyK1z6NixneELq6NOwGeuhwvAosq3Nn2DEBt4prxXxR3F4KbHxYRHFmNjxeLGNmmLBO20J9XjJpbKOzJ5WKlsmQtybkvK1jtBefORtCrH3VofHdrsVKfxpAM61Iz1V8sIkDDpjRr/zsyMhIoamprVeYlZdXsvbrbqbOL8BHTFCUTeQz5lCf9xhZ1eGdvdkoh4hwcdpQQCa+3Hxy+iOEfeRQQlnvefG9sY2XR1h4M4553PreWQWZnQXM7l2x5iHr1GUWFWtZzL9drdRWEeVVlHn1AZNZR0W/NbvBk91MhEeLqXSKTdI+VHVPZeTYNx0t39J6bBPOjjJKpMfNtN1cGMxFP7luz7M3vLze2Q1cZPFMRGEk62fEtlwcuFj/bq6ZQnxWBQ0JKUCfpd+1L4rguN05/5YdxMbKv0AA0NzcEvYZpxUrVrNly3YqKqr40wN38PtzIFfcu2+6i5AyLYcyq64ww2DFbfsSk7c+gRlTITF1Lqu++ZTsDHj4P/Dye/Cne40tR665I6V1w6a60+UFHFx2izAD0HV99ezZwx76y41Nv7ji96EPwFoZZTdONq3oNrI3j8kEj93oy0p/xYFIGSWYDsPWdGUdmIhokRM7LfN/mQNz730ofgffhvmMnBUqzGzJlzeqTr4QYb51dr5vAuKz8TrVFKmDrSzdHGrxkcuB5xXzwmcfR5SeGxkZyVRXNwBGQ3XLH07g1HOTSUntE2WfczC+4PRKVtiW9aF4WkhiCSu+R17rumz6wm6a2G760M3HRjalZD5Tt6knO2duu7pv7bTFa5MNgsx45jYr1jgy308gdGNg67Nx8Puqn5ZsLPqwCjO7lerWaU3ZYgI7wWXnFiILk+88gHJaRNHSNJrUzK1YH4Gsnbbea6uF1freR9Lm9sWJzDe0lpwwcWY/ULc/bqYhez/EGQ4xL2udC7vmPPu2zQzbsuFoRsx8hmbbkPJ41ry9bb4dvoffiPHJpGbEcvJ1p3PtSdcyd+4BJCQksGLFGk4/6wzqqnvYvr2U1NQUXn31Te5+4Nc07exiyux4cjO7eeZBmDeGkDpeP99m8C9YxEL6IMlCObdFEL2uF0I+O+vgykVw/x8f54ADZnLjpbOZdBo0BG/wfd1w6fXpgZaWwC90XR+E1R3u7DZhBlBa2nhZT3fKGYec3jN8ziHhHb3dvjJerC6yY5GMsAcLsUG3ig/rMZnVwG1U4+RLY2cByBm+mpq1J1PdMYb8pC29cWyXh0sIu78OjYc4PenVr8NphOlaHhecGu+ieYXQ1sZ7733MUUfNiyhdKzU1tXzyyRcUFOTT1NSMrqfy1FNP8twL/+TQYxJZcHdmb9k3UhwU7MYzL5YIs6yV7TDNva7K3hdx2hzsxZcbsmfg9g6Z99vLu2Z2cjIRJrNyiM+yNhguFx89xAqDGeNv8xNKIua2F32dlbye9Iooq2Baif10ox1BUeZIJKvPZasfJRZVR0tEsNPzOtVtDVPdORriO4mJ8TtavpzaL7t9BsF5Kr1W8pxFcoXn6iM3+M7lSOuUeMznIF5qbfoSa7010xTbfvlAMbxPCM3PGKhk1CfRE++nOa1vl4ZI/Cmd3DucwptomsaiD2fx3F/q+NXdV1G7pZX9jx3Gsjd8pGfG0NEWw7vvfsSfnruV6vXNXL8wjSNPzCY2VuvNt54+YdW74M3E6yIhwQrcXxelLdvg3Kvhh2fR2/7f/8R6jll2CL86u5YX/g6fLoOyTdqXldUtu2TPMhnaLtqGwz5DTRtTMjl9zeJPu5MyMvr8eiL1AYu0c3bCFDWiGToSEecUx67B8er74FYep/O51NKwbQ6dLQXkT3kZCBWPXq0PMsHp5RrEuG4jNS8Ou3bTEpGOns2Gd/GzzXx578dsfGNxRPGtvP32B5x11k+YcFAGWcN0zjnjMurbX2TeSXVklIwI5mc02p9zMEs5lFN5hYP5jJNXLpEnarNIwiq6zHuUg48Symz9uOx8Rkycthhxq9NiZyN7PnadrPjMrJ2p2ZGG5ht+zCTtveNpOSr0GeYGh0VivSpjYu/zN62nDQxjGA2Wu+pj7spS+Qa/kS7VH07vdA0EOya77U/MKcoVyIl0dbQH63WkHZuPHJoqZtDeWET+5PBPBcmmFq2CKJJ20hpfXhbZ4KHW9ZwTGzH2dxpGgzQ9ax1xKqPYRsnazb4BxDrX9s//+YnEFC9Dy7b3aXArw2CyZUULpS9u5ds/yyF3RDyvvODnjz9fxw+uzuaSq2JITAz33TX9TcMGDIKFVzxvde/wohecpp11XefGCzt49mX4xQXwqxvL6O7uZsG981nzcQOb1/Xw+LNxFI3WOOPYhIbNG5v303Xdq5FywOxWixkYqzQLizIvW3BJ4OGH/hHbe7y/2yOIOK3aklmUZL9lVi7zuLU8To1LuN9UX2flTcyENmTWtJ3ylvlr5RR+yaYPfk1O8RIaEpJ7j1v/t4aXdeBW4eo0DWsX36njd7uGvjTsR82RYm2w9yuO55PGfiyOsHD00YeTMzqFXz05hVmTOmjbvBOYR/vYzUGbTOj15+BjGA19CwAsfhIyZAtCrH435u+SvFBxloOvN5xsSsN8Vk4WW2unar4bosVCtE44/R2efp/YEn2JrPetgWGW6wrveK2eLVbriOx6TCFmpita6HLwcTCfhUa0+oZFurdiMJxXZ+T6vGSyhrd7E4CRflLJA3bTvFZafRNIz++by3V6x2sl/4vCpi8d+8GYkaa9OLc+U1NUWY9bj4W/k7Uh9SL0OnJDwvUdD6/j1vKJ1jMxTmgeoVPpZUwMLV8jdPlTaM3uAUtdNe+lW3soK4uX8HZhc/CRMx0OmF7Qe+zQM4Zzyndi0DSNRJtnJM6qhJFvTHeLOxyI7jvWckjzcKBiBzzyFCxadCfnn/89AO644z42lzVy1Z2Z7DculkkjGjhtfkDftqXthN0pymAIhBlA+fbGRyZMyjvnwUdj5v/8Qvn1erXE2B33Ig7sTMpuL46J+OKE5hXuy2A9Ljvv1iB5SV9a9hhIGPsV5RtOJm3KO64jU1nHHZq3swXM9KtzLJNwLU6/Q8Wp3IpiXEdt2DEZYnz/9kqyxg1zLKMbmqaRkZdIXUUnTIK2nAYCZXPYMDaht6E378NSDuVQloaWxUaU2VkxrQLGOmCwijPZ9JQpQPo6kZzeqT43q6ZTw29OzYbmJU9HfE7WjlDsQGWdZAPDwu5pDj5GCc2Zmb+P3JDpzDJKQtI174kZzhTNteSwYVohxSvL5SslLY799fMtexDaraq0m6YRvszQO92ZL5wX6PVVs5ZHmNbpzzchvbp8tNeNJW7yUjo8tKsidgNO43duWJjwMobXLVldsR73kcMwGnrjiuHFOpGDLyyMVdiZiKLRqaz27Xb4lK7ZT5jn4tbNoHHiNlIt8fpcIsLvoUwcysrhtS/yQg4+y8Zk1vTCFwiF1bFgfd+QV9gXPs994Y6XQQRAT4/OmophTN+vkVGFGn/4VzZ/vPMOzjzzFC664SjWftbMk0vyyB9pGIzuvC5AbXXG/T09Oz+TJrgLGRJhBrChrPbUvy9Kr5g8Kz1z6v4JruEjWTE5kGlOpykZt5dK7JhkL4v1fzFtWVp2aduVz3whxYavtqidtA+m0VFchpbQEXIt4Q6poR23rNKL98nNodbOr8N6b5ymH+zCisetWEfN1g5fDDd80jAa1kbyUVaDh31X8Paf1nPlcbdRXDyWYRNzefvxSmbOn4ovXSO5uQD0zfi0PivBuqBoNe/pvKBAs8MUuaaw8JHDxxwKyDsuqziTnbPGq7UIPHG6zw67d8BIX/5cRLFlvf/mZ7Hs4ljLbZbTeszqo+YnLqTTtYo2UTgOoyEkjBXrdGYZJZRN6/NFC/M3Gw4b5hca6ef5IA/m7iw1piHFryaIzvhilZve5xgf0mnJrGD5wXswLfTdtA6KcqkNs0yELGKwOFWb0+JefRBruorQYnvIi6u0FfJesIpiE/O9tWs/7QSYmK4sH1N0i2nIBquyehdaL8PbG5Bb5czBhCjsQgWZvahLaEojpjuOjpyGXiFspmfXZ8isfHZtq53VW/bb+v6/+XQ9L9xfybGnJzHzpBGse7+aVcu6mHxEDqf8WJ6XWUdrye0dRFrrYF++ubgZAfruk3wBmfncXnrOz4Xf6wKq+MuLOeTmx3DX1Q0cfEIGhx5/KLNn67z45XBSUo19Jhe/2M6br6du2LCu9mrbTHchQybMdF1v0zTtwF+dF/fNMx/FJmflxErDuTmM2mFnDRN/e51WdMKLiBIbFfMF9eo34SQ6ZC9bWKMWk0PnuB1krp9Hx9RSINTKYdfhyiwhMmQi0bVMLtfodNxuikts+GSjYjFM3PjRtFY00tbWTkqKd1+bDx/fzLp3KvnZ/35CQ00XEw/K4AcPTTJOatCd3kpH8whyMsypcaOhmUhZaBlspjGNkWP4aFGcpnMTxk51PIfa3mdsFeGi8HYagYt120t9sRNFIuIUo5PPYQeJvULPagEz44jP3mp59JHDoQ6byJZRYgjeaWW9IlnmA5RLLRvyCime3regw3a7n/nidYbuceXLgxxzkY5kOxWz47Lep9DBj3yjU6tl4mMO7b1PdoskZPc8qTYbPWd97zWb+ZmY+dnNKlgHonZWUS/HnMorTqPKztn1ATLh7zVft3I7tV2yc8NoIHtNMXWTNtqmKabr5Zw4GJZN7Tqh6zqLLinn/j/cy+Mv38zTj2xm9pFpvPp4Gyd36Pzox4b/ut2K1V6XIcs2OpEaVez2hTPZGcjmiftbePKBFiZNKmbt2g388jtG3Syclsm7LzRx2T0FXPCjvr0sN6/r5p5fBxq2baw/SNf1QFiiu4EhE2YAuq5vyCvIOP/KcwNP3/O/4XH5sX1LeZ1Gbm6mdruXrYyJvQ2XaCEC7/Pu9nPuho/CRoqlJm8rYifmZiWSxbXzo7BLt7yoncwPSmho34k/uTPkvFOj5/bCWgWp3KfHfeTmtdF1w/k65NMTMXGQNqGAU9a8zJg5OTzqP8ZTXr8+7vec/vj3eXDNHLZ808LkQ0PTbcvzkbEzg44My9YVTTnkZoR2nsX54asyoc/fymrZ6mvYQq1TduJF1mGb4cVnYLWUynCaMrbWSZml0opMlNn7LDr7qVmvoYce1/2urNNaZZSEdNDj2RgWzypU++q3PA8r4qa7QIhfjImTr6s55ePLI2TlrimoSljXWzZzUckcwS9OtHYvzSsJmcodRkPIylQ7/1qRlp0lZI76yvY6nPDa1skGUeFpeXOTEKcTIfRd8TKw9Lry0YqXAYisPzPj5eCj21dIF3FUZ2vg0k56bUedBvXgbXDVVOcH3fjs3He+cxIAy5ev4ONXv8ctf+orR/g+brL2yF6UySyXXupb+ZYervieD12HV196ix07qjjnpz/lkHMKWXzvOmZ/K53zrxhJ4fhEtGAZW1sCXP69ns6Krc1H6bre4JrJLmJIhRnAzqqm/4yflH/MQ9c1XHTxPbm9k9NuWyVYG1TZbzucrAxe5tW9NCpWU7lbByX7W55vnxne+tsunrScGpSXVDN87Xh2zl4dVmaZoJSJP7sG0+7eRCq63EazdjitMHVKx0cOGVNGsvL797Ciq4sX7/99b0PjxPTpkznoxCzOy/+IrjY/P3tyDvN+OCaYZi5xw30M+2YUa8b3BIVQDodmGFOX5j1cyqF9018WDItIX5mtlge7KRHRimYeB0KerTjN59T5yYS7tW6Lvl598ez9GMXfMsuGXTmcMKYywxtxWT59ItN+WlY2AJOtxLNi5wBfRgmfMYeD+ZwcantFlV06ImV5hhg0rZuiADdXEX7Owb3vjflsTUtYGSX8j5OC1x1ahr57I3cZEa+ruX4CBdOfd22nB4q8rttbTcVn1uenJdbHPuuvk7O+bBGWNU/RPcP8bd8uy/stu/fHp+cwds1IVs/YSaukbvd3QOvFdy60POFuCotfDTD+wMze3//739v88vJLuf1vmYgzYKbwEl1o+tKXT59aDSmR1KklL7dz40X1XHRtOlef/zmPPfY0v/3d3Zx83STOvTKHy/5QFPIe15KL369zw7nV/ub6wOXd3d1fe85sFzDkwgxgU1nNL/WXcmeNmRp78IkXZNiGczI5m1itYm7ThPYrbeTHZedB3niYnZbbi7OR8WEvqZGvu2O/neXQKc/G/AayNxbR0TSCjox216k/85jol+FkrRPFqLWcbg2W3THZs7T3dbIXCXYvd8bkkZT/50viczO49vXnPAkzgGfueZ9zMk7m3b9torvDHzoyT0kiqyOZOn8O62INv4pDLT5lZt1ayqGU5U3kNF5xddY2N6UVsRPMoRaiib1pWPP3OgXTV4Zw6xM4C6tacsLEiHg+NA+5wLE20FYBYhwLF2KRrkRzWpnnhrkFh9XH08x/I+N7r98UUeL9MPdVM1ka9CVsYFhvu5YTvCozbWNPvIkh12cV8T5yeqd3zelYU3CVBeNsZHxIR2hYDzeEXdtGijmYz9Db0gkkdbI+plh6HyJ1HJf5fJllF3/LBJjV8gllkmn98Km08OPh1mCvq4qt5+2EnFgP3aZPTSZXtdOW2k1rRrc0rFFme0teJFY+mW9caNzQY68//g03X3QXPl8dP//5ApYs+ZBHv5jI5ANTQnpNt0GxifPALFzAWq1nZp1etbyL+25oYtvGHh7/+5NkZmYy78zD6Gr3c90H32LG5G5p2jn4+PM1VezYwKPlW+sesi3IbiIqhJmu6wFN047+5z0929InZGWLU0ImTtOIYjgTr2bzSPybZI6jVvEh+rFYkYkw2QtpNxqzE2eyCiuzIvq0HLqn+CheNZ5lh1RKrtd7o2rnoA1eRmDe8nHr7E3Ee2PnwGpXf/KPmcraRYvRhmXQvjH8vtjx9der+OSpbdy15gQo2q/3eO/UXnYHiXXZlCWWcGqGsY+c2BGZYuBlTqUkL3QvIwgdrVrFkN10vR1WUWfUmdC6bU7lmXlYO3y3Eb5TniZLJaNuM4yXqROjTCXBMtV6KouTb5x12rNvcUWoz5bV8igKWdFh2hR0hkUyfDGL+U6Y1mkxjHUhhNWqKVpBgV5BZr2/64QpVlP29fqhNQXjZ5jHSiR1TdY+5YYMIPXq0WjDtyLDq8+sPEyfqLFassw0zesLtViGDlTWUdJ7DVbE+lsmuXavsy2yY+Jg3nodXtKRUR/IYXRZJ+8f3Eq7wwDDq/CRIfYzdpY00ac5h1oaKjp4+eXFXPyrK+lo7OSGR4uYfGBKSHwvbbKTIcRu4YH1WeXoO/l4SSePLGxm/cpufvLrdJ499ysWL36Xcy/8CafdNIX5F48nJjYGQupO3/v9vwfL+fz1mE83rqn8ufRG7WaiQpgB6LreqmnazD/+YsOWm/87NbZgbOhUjlPjHUlj4OS3IE4/ys7J8OKXISuj1bHezlQu/nbbBV2GWK5NWWnkJ8SRU52MLz90hGcnYPojpLxaUuymA9yev5tvm90x6RTVvAkUPXEzgbYOyi/9A7que/qweX19AzkTs0NEWV/5cmgeHsvwmiRypoY3ftZryqGWjRSHTDlar9e0sthdn5d9jIw0Qxsm64DC2nnV0reCVCZ6Zat/w68//P0TxYOZr9dVubnUUtZUAhl9v03Mj5jLhK15XUb5c/E15dBelUVyQb1xLiOHz5gTlr/5bpui1fTlspbbxGrZKmMiB/N5yLHQMhn33rpYIZdQ1wTrMzDFu531py+O5XzwGq2Y12uHVcSa06Jm+c16qdeMJmbqR7ZpWIWc17bUam0067F5zeFhS3prkZulXSa2Ill9Gp62/QIvMYzXVZHWc9a/Z2wOsG5EAu3JLUL57d9zp/7BDSd3G5nrxDG/nYtv2WpufH4qhx3qD97T0P0Q7dpg0SrtxTVGvOcdW6p46i8tvPNyB3Hx8KOr0jnurme55vlrmDRnLo3lLXz3wSOZ/ZMpxPRaicPbn7K3tvPm3xrrt6yu+pa+u3fctyFqhBmAruvlcXFxc289c+Nn1741NybN8kzdVg+64dWfy02AuL30bmmI5Rcbo9B0wl9sWXxZHiZ207pfT2nnkM9Hsi6vAWLsrYwy0WQ3PSSa8+3KJCKu/JRZKeyu1em4FTtHefO3j1yaHnqAxq82EWhqpb29w9MKzenTJ7Pja3tfvzW5mZxUFujNTzatK3ZAVstJuBi1F2MycebVUgH0TqLZTZeKCwZMoeD0jGT+gqYwysmI7D22pmG1/pj0BFqN45ZjUqFSBfTtiUlOhrF0v6yppFfIzJr4aUg9Np/ZRsaHNe4llPUKN2unbPpzWctv7YCs9dxHDksx91Ez6oO4gbB5PV5ERZgoE67ZDJOb0eeYnWuph+YzNa2mtcF6WxvII619GElpjbZ5f8acEOFuvW47Z3ingVfooEDsrMMtfP2hFnfBZT3v9l6J/YTsvegre/iUamKXztRtAR48fDgZxEjLIL8OeTvuZqkOLY97Hwcw++wJcPaEYBrhbgqiRdfEy0Iz0YBiLX9cXTWP3LWF5x9r46yfpvDgn57mgANm8vHHn3PUSaex/3kTufDlE8mbMIzW5FygIUQIWq915+qdvHLlZ52Vq2sm6breYVuw3UxUCTOAnp6eL3NG5Jx53+krn/vZm0fHxScbRbTruHcF7iMu90bAaerMrvP0Mgpz20xQPC6+nGbYtmSdmvwORm7J5t1xefRZTWptR6qyskdyLU4jIDuLiWkx6Asnv/d2Pnmyxs/MWyx7+uxxZB46maLLTyUFd1H2+OPPcMe/Hwddlp9xJ3viNNriY6Emldrh8ulou4ZqI+OFKYTIOx/nZ5mLdX80sQM0pwv7ttOQdy5erDjidFp7VVbfE7N3K5WmZRVXZhrtVVkE2sqNczaCLyfDR7kpViRCJeS8BSeH7r77IxcIPsxtMMIHAxBqQfQ15VCWUYK56tO8V3Y+k6awtdvnKbmgXirOrNbCsiYjr/aqLHwFfenmktPb1fZtfQG6r5D9srtJsBn8baS49501pxXNLUusFkAj3fB9t6xtgljnnAS927YX4mq+sM3GLYLeTMu61YjXqXYrdiLayxT8iWubeHVCNt1xPZb3LPx9M8rrvrGzU18p86VzMn6Y4lq08lrbP1GUycI4pW/FFPjZei0v/NXHI7dUctSZw/jk48UUFAxH13XOe+YyPrzlA37wzLHkzZ+Gjxy29V57aB0w/2/d2crLZ73WuXNd3f66rke+keUuJOqEGYCv0vfSmKljrn/qvKW/O/+5w2JiYmM8K+9IpyF787R5SSKZnvQiwpzL4MW6kSsd3dhVeJk4Mf//qFjnrA/9fDYqgC/RKkYteykJ6XptoNxGa2KY0PKFvkh2z0C2h43M2TV0y4O+eyGWK332eKr+9T7/5QCXq4MvvljO9Qv/wEGP/5SUwmx8JNqWdUt+DLN8dawbXkKusKGsXbmt9FnWIluZJMO5PvfdT3FnbWtHJaYnPifpykTJtJr5uzwoEnz0dbq9FjFMoVDb2zFTBVQa/9pHhAspM66tRa4SGBEa3gxripmyphJyMsI7ZLOb7vudS+jUTfimmL6m4P3LCP0CgRPW6wccpyRNceWFdoswDUmzIPR5+ArCBZCPHCZX1/BJvkYrJ4W1d1aLqllfakXLX/Beu723xrnckDpVvq64b+rZpYPvrSv0WUTN/E2s12cOFGQiuCSjLOyYdH84IX/ZdTm1ZSYjmzrIbmrmy+mZgIbVn1KGnZXaxG5gK5atb7Np+131raLMKLfxv9nvmnXAblGbHbI+2urmE+erZsEF26iv7uaNV1+lpMRw7WhtbeOk63/AzuU7OP/jC2DChLAnIntGPR09/Pc7r/S01bad2d3dvToswBATlcIMYMuqLQuL9y+e9MIVpT8+84+zNS/+PuB9+bD9C2K/NFqeTqgZ2m11p5P4kpUpkulSq2O0GDbUkhPsOOLg3YkdHLq2h7dnJtimG+oI7O1zLVZkfkVe8PJCyz7P4ZRO6NRa6PNqW19B/LDUsPgyqqt3kjmjiIJjpwXLYSBOjwKsz09gXmkdS5qmkZPhQ/w8kPl7GA3kUMt4NvQ2bnZTDGYeTr+94O4cHDoVaBVPEOqEbyfIQqiS59NelQUFhFq0ggKqvKDPmiMKFKzrNBLoExwFfYIvJI/lhGzW2k5QFIpCqDSLJQUnk1xQT0lGWcgzsE55mumbKyjNfMzyWstcXpVF7kR5Zy4TDmEE713yrL5rsvMjC7tPQhpA370bQdhzaSer91mYIi2XWvJrY3ltcjY95IVNXlnFUK9V08RinbQKIOv7ILadZlsFhIoyG+uW9Z5Ykd1Tax22llnmg2eKdDFs7kS5Ncy8D1ZBZ9Ybqyg1sT77nPRavr9yO29PSyNXkw+0I8GprQ4XcOF+jGIafYYA+dSzucLXaVNep2sw8xrPhpB++L4rdrD0tSauePkwSkqKqa7eyd///hR/eeIxxp84nlM+WQCpibbpWtEDOq+fv9jfXt1xc311/WueIu1molaYAWxcvvGn/h7/mP8tLJt/8m+MHdW97PcF9qMEE9HJ3IsDuhcG4gcljxd5Zyvbiyi8UzfCvD9S57ItWxlZr1GRFR8SVvbxd3Be0eQ0WrNLz+0avCKKNCd/HNm0QPkfX+HYAw/i3//+L6ecciypqSnSuAD77z+Dlttq+PxHDzP7gR8Qn5EsfcY+cqhNy+XUzq34KzKCU1WhnZD57UzRp0I+ivSF/O3kcybDGsd6b0yx4SsQOhRJpxXS+U60f55ih5hcUN9nmREFWtAC1ov5NYTgsV6h4bRgtjv8fFi8auF/0+pWIDjGF2CIvOVZlI6YG3IsJH2EqUJrvpLwpcylcGLoVhRu1rHetCuB2aHxZD5zVqtYbxmsIkzEes9G9KUlihStJR1fUis9sX2DZKuo6C2LYJEEDEEcPNa+PKs3n9yMcAuij1yWNh0qtZ6a11deJRfrMmHlZG20E8Ki8BYFsJiPVZCJx0Henon3Lrmgnv0rmmhIiaVyWLxtPBNxCtvutxdEK5mPnJCtfay+gaKPpcyn2A4nw4cp5mQbPR/507EkFY/gsZ9+wbP5B9OwvZVZZxdz/gc/xFdyCPEejQW6rrP4yrep/cb36I71O+72FGkI0KJkEYItmqbFj9x/3Po5V08fPf3cqa7hvVlZ+jcdJPOfEv1rItk3Rl620BdR5j9iJz6kfhM4TOkEKWjq4JyvK/i/w8aSo/X5YthNJ4llsLsGpw0qrWkNFC/fUrPmaS2XVVDGL/sM3/++ZNNN/+Q//3mUo48+3DG9lpZWjrztCrb961Oy54xj8ou3EpfZZ3GzNsrHL2vka30UqyYYozrRCjORMkpYF7J/lHUlpt1eT9Z8jLzkzr9OmJ1K+bq+/EzxENIhmSJD8M1KLqgPn/ZysPyEdOAi1Uj9v3rzLyD081WWz1kt0t5jQdVRth+EFz9r1Es+IYKkNy+CZbT5ZFaY+BAFjhuCGAzzB5Ola6YtK6sl3d77K16z3b0R07U8A7OMx67y4c/q4utJQeu6aB2TXb9Ydut3Omcb9UxsJ8rXFUMVFB4RXgfD7pelTopiySrsbC2IJoI10sniZ5bDOoCRTSd7fSdMUTYyuYarPtrMU/MyaE+IGZT20a6dtpuKNdsCu090iQuAwN6P1c6FxWnlqLhYRExja20qTTtaqS+aTkt2UUg8O/846zV+ePdSNjxf/mH5VxuOjJYVmDKiXpgBaJqWljO+sGzqg+eOnHa00bKIFjGZxUYmwLxuK2CH6OMVei58/t7rdJynvG38I7yEl8WxCrdvr6piS2x2b6Mrix9J3oOFzNnX633wsvJPFGmbb3+alhVbWfvgo562ywBobm6h5KgTmfHKzXROmR1yrlekbovjkM0N/HXErN4OxOq8nYOv99M4pggrY2LvJqSyL0i41fW+cHZW3L5RvszyEobEamPFvK6I0oJQ8VCF7XQnBYQKM0F0LCoICjMIFyAyUSYTejLMuGJ4mfiwE3HW8Bas05IhAtgUVVXATKEcSPKws4RZyw59z8RNaEqsXrfVfsx9JQdQH58ULhyFD6P3Ij5bK7J7Lwi33mlZO+FkEY+ihU0UZmJaUqzC1MaSaM1PfHfMPKwiUZw2tbPg/XTbKqrSE/lkdFZYuQfa5soGyaIws04Jm6uDRREluqWEbuUSPlsluvC4ufpY9ymTbWBu3VbF/ZpD79nnj61m2/3vldV8vXGarus9rgkMIVE9lWmi63qLpmn7L7vq+W2VD12bkDp3WkhHZieCZNORTr5iXlYSgjcn7EgsZXbWIydh4dUaJosDoaZ6X1MOT40Yxq3LS/kqdzpxuc3S6QNxKivS/M24TgJRPG8es8tLVhaZoLTLQ1xA0FzXw5WzjvAsygCOWvUuXXWtNKUUYPVysD7T9RkZ/Kh9M5qu995L65YPZU0lxpRmRuiXAcxBQOgO/mLjWNuvAUfpurnGFBMYHY+1IxJFlbWjskxLhUyhlbpMN8qmuEThYKZpCjSZuLOzfDmFsbH2hXXS1jzz6RNHYnjLNKs0bxurniOiWK2y/C2W1fr3TIeyiGGtZbIiux5LWdJjuogfFaDel9R3TvYcxGvVdai2vEuyazAFt5jOG9CenxVSZ3rrWDCOOMgR/3a1lol1UmbJlVxne1UW5ZWWdIN+emZevVPZECIPZNbn9qosJqVuZ2RtD38vmoLeFN729Gd7GStug/8wP73enlUu3KxCzyrWwi1woQu6ZK4usr08Rb9g01Inc0Gxrlq1pmmdNl323Ea23LuksnblltnRLspgD7GYmWiatl/y1Akb0p9cGD9y/z7LmXUu3M6fzAt2PkJu1jE77KYfrefdpiEjxUmcyLAKrinrO/lW43b+fGBxWBgT2dSLbLQqK1Mk5bLG6++98JK+uEqs+q7H6d6xk/V3/t5TGps3b+Wgo7/D2Jd+T9oRfaYkmTPyRWvLeCNhImVN2aGJWDvjE4w9tPrWQYZvr2BN2zrlEL7PWKjfi/U5lK8r7hNlVguY1UdInC4TLUPQNw0ouxYRmTixs6hYLWcFlv8drHCLct5jge8oeXrmb9kUoCxNMZzM2mMX1jwmWvZmBf+3s8RUAaWWNMzyWs+LVFnStcaxCy8rswxTlAaZn7qNzMxOXvRPCBerdun++yZYegcceRdMOBV2TJPnXSCJay2HFVP4zXZvd0BivRXL7TTVav0tlqfaJozMkuk07QzE6AHuav6IP6fOYntsRojglLWxJm4DZLvz1vag9/NcHqZi3bCbGjWR+fzKtiIRrXR2+yqaafbmZbku6zTszlc+Y8tNzzQ1fb2+SNf1poguaojYIyxmJrqub9M0bXLcWb9a3v7f29KTpxmr1l7hVCZKvpEGkYsy2QpGcT7ey/YNItaVPWKcwcS6eslulZGI+fJ/lQ5HNpUzbX0HX6QLpo1gg2KuYhPjiyvgrDhZ35yOufkpeb1Ou/O9+0QFV3nlUkv2j05m7bTz8P3qGnJyssPiiBzXUEnSjGLSjpjt+iy/yM3lkB0VlBVk23dsy6GsoISSDGPvJ+vKt1pyKf+gONSR+4i+80ubDjUsClZxVNp3vnyWYDmwdCK995KsPkd80WHcWiVEJ3rxbwi3gnmxdJnxZKLJzeqVQ7i4Eym1ie/Uecp+i9fmJp4gXAR8jXFPZlnKVuqSt9fyib+drlm8FggVXwUwN6WSx2qmghdbQxXQtB2+eIA77riOG2+8Hqp3wNg/2ednPW49ZieAqoy66kPi4yZac8XrlA0wRMxPWMsseU5xRZHmZMkMcmrnJko7h7O9NaNvgYTgP2eH2XbLJFR7afiilhALomUbkZBpWROPwsxqzROFmBW7Pd1MH9u+eM5izAlz2xNzkVX74g/puObf9a1r1o/fU0QZ7GEWMxNN0yYlTJz0TdZ//y9+xKTMsDlt2f46pqXBTdWLmKvVRCdVO5w6ZzdztNsKIQhdCu9lBZI1nOMS+uDLn9nTya2blnJj2mG0xsSHh5WM5mT52YmvSBhIfDvLnh1Wf6/1F/0fMSPy2HbVFY55dHV1ce21d/BiRy1p//pLyDnZs4wLBLjjy+Vce9D+tFcL4sxuashquTDDz5SEs2LtVK1TgrMkaQatDyEst/wtdjTmlKeTyHKy1LhhF9eDdWtRyXsseP8o5/TcLEUyEeOUnh2ida8U4/5bRYJoESt1KIuTcLSm6WKdcb1+CUkx3dw2eSm/WXVkXxpuAnjHYnjv+xCXBpkl8K3/QL2N2BD/lvnUWXHySwPpNHtvOUslx8SwXu6bU30Un4O1vMJ4d4S/hV81fMV12w+jJz9W7itY4L2tl5UvzPfTctxugcRg+LVZsVsIJm7gK84IOC1eMJFu0VIA8WUvE7vgmqaOdWuLdV3fOVjXsjvYI4UZQHx8/JSkojGftfzf82mFp6WECC5xztpU4GWUePLNEjeHNCusTJw5rVK0m560c+h0XckmIeIX1opNAz9v2w4O6q7i/1IPsF0R5ir2BoldmY8oIM3n0bNhKzVzzyL+xRepmj7KNv6Yxx+j/T+LyfnPH4ktyAPkz9AqDH+5ei2LC0eyMSMjtCGxc4SXUUCoFcFOTFRZ/kGfMMgX4lk7jq+FY18TipNlSMzbiwjwko5bWFOYnfEeC5YeFR7f2onalcmr4CoV0vEgGG07f5l4s0vDilNZ3e65ncBwCHNkznaGJ7bx3LKSyCyL4vXL8polhLUOOuz8D2WDFfP4CCGsGaaSvrotK28kwsypTlkFtxhXEJQxBLg9YSmPVU9lQ5akffOyslecFpf5cSI5XiAfvJrI+ifrqm3Z4ganxWJOwkx2XER0+ZH5S4fwwWLSb/9lTfO2TTN1XR/IUHFI2KOmMq10d3ev1jRt/7QrzvyyvPvpDN+x1qlCw4wpqnFzM0zr52DEuXfrLtHmeXOjxfJ1xWH7PJnxyquKpcLNzkrWXppFeYG3qUawFyheR01SbEa+HyeM4uCmSg5pqeATRobGMfeVQsh3IJ2FQ9ywfLymY7028TqD5bE66iYX1PdOA+cUw7AHb6Phu2dS9f7LFBQMl2ant7QROyqf2II8572ogg11e1UWS7OGMfer5azfrxAeegl+eBn0ePEMt7lO8Zis43XqIK1/lxIqGCIVBV7KJOvMvYo4p3ychGkkccQwInbCVHafxeOlkjwjEbhOAscapgDv1ycLJ6R/2MQdPLp1Wnj6DnHCjol1wXotBcI5uzRM8SVijWedzqyyHPMyje70LMTymvfAS/21eW5nTNzANx25bOjK6iuzVWjZ+XTa4bToxvzfFGdV4V9+6C2j5Vp8TTl97hE2lkg3H2Crq4h4XNyw2pqe9bjsk262vP1fMhZeXdG0bdMMXdd33xYCg8geazEz0TRtdNro8ctb7n4iiwPmSVfpQN/KR7ddnk3c9sCxm2YTRxq205Ol4S+FF7+rsFU9QhrSczLsOhiASkilizsSPua2rkOoJyn0vGxUasVtxOm1jG70N02XDst8hjVHnguXXk3XzO9TP3xDWLi2tnYKD/s22Yuupu2Yc8PriViepDriLz6WhT/+Mb+64goChx4D33wOf/0cYicYYdwsZnajfNn1VSEXA07hvYh5sTyyRt2uftoJM7fyOdX3IIvOeI8FLxzlnL8TdoLVLQ2n8hfY/G3Gi1SQerlXXo7ZpSfc6/SiLm6Y+ynXfnhEeHmdRK8kLanF0Pp3geSY+fes4N/CogTpPbSb6vQiJsVyiuHtrt+pPZUwNrOBiw5YwY1r5uHPj3FeGGO9n3aLIUSsW7nYLdQRkS36sa7aDpbBqzHBnBFInuW+SMMrbnsq8tq/Sf7rHTXt61eW6LreMKDMhpA91mJmouv6Vk3Tpqdfd0Fpxx/uzqXgGCBcdYtOjuCww3YBoR8zriKs0tp1wqZDqom4x41J8izLnjrBym/uQG4lZHm4JZ+QjS/N0aGsAxMxr8MuXHB01UoCj/VM43J9GbfVHIKer4WGsYy8evHSAXgpo1dcrsG2EfLQufmactB//At6rr2OhAeHwfDxYcESExM4b94B/PPMS4k992OS//pnwGZne4CONrqXLWPtkUcxde48VmxZD7kFkJUPXt1SRRFl7SzEOuJ0nU4iyk6UyJ61eNyts3Y75uWceV7sJLtxtmLYCQPzt3jfZPXZS5ndOm/rca8C0KtodBFatmFtrv3QUTv4pGJk5BYyuzBO+drVr1mW47IVoaXY33MxX7t3xEt8WTwzruyabNrDpNgeLplVyr2fH4C/JQZ0oWyy/Ey8LqCxsxI6WQ9nEX4fXAbhtp8DE+5Bf9x0QtKzlsmOZx4m5ak/7mhbv3KSrustDiGjnj1emAHour5D07TJKTfeukqrrR0eOOfs3nN2m/TZ+i6Zq9Hs5unBvhEMxpUJLJYbx60bSvZimrBLCW2ErHnKymSOHr3ukySmKbtGizn9m0AeM7p2ckbGep6vntiXp115ZPdDzMercPRaXjFMpPEkmPUl7ozvQHISXef9kKyM4by06DcceaTxTcQdOyo5//xLWbZ6PcTF4f/8C/RAAC0mxqFMhXDv27wb28Hxh5/AioZ8GDcdNC1cmHkQj2GdhNm4m+fsOnO78LK0Zb+9lM8OLyLOKY6JrDO0CjNZXqKALbVJR/xbdj/dymvTKXuObyKm41X42nXysnpjl14BHDm8nHueOghaHcrW3+co+20tYwFwguS8XZ6yeirLy0U4eb5HsrStadjwsxnf8L9N46hIS4c0l3Tc8vFSNrMsXwu/rWX0MkUabJtDVuYL99KLL3Ak/sJhFjJZm67rxD56HcmvLF7Vsm7Fgbqud3jOIErZK4QZgK7rtZqmjR228A9L/VVVM7qvvKL3w+dmJbJuJWESpshH0OeE6yTOnI6L4s48VwrtlVnh5mIrpYSLMy/nqjFevJm4CxFTyNkJUIs4ezpxErexlJWduZR1ZstHW5EIH9liArcwkcT1Ek+GkFbv1PSJJ+Kf+wyBl1/h9NMvYNq0SfzpT79j06atLNtUCSf/jDV3fJ/J51xN94LfEP+HhaFpinmPPJoydH4e/z6J46bQWRW0RHodCbshdl5OwkMM75Sml9G8DC+dd3+EjBeBp7f3/a0l2ws2p3jQ9wy15MjLZ72uUkLvh+ze2AmxwRDCTulJyjWyq4X2ljgaNiY5l81LvrL4bnHtBLGdsBLrkVNcuzJaj9sJe9lvE5drPLJwO7Gazjvbi8Kfv6xueEH2novn3cSoHaaFTaijIVuU2HwJxMw7Ij9hmzR6+yqzTTV/9/QQ+/ufkvbNyrca15SeqOu6f2CZRQd7vI+ZiKZpcRkzZ7/bdvBBh8X97k602NiQ87bfXDNZTmgnOSv4v7j6RcRL52+3EaEXXwIzXJXlvJ0/knnerpxf24SxuYa82jauH/4ZN1cfSnMgMfSkV0udKFJl573cQy+IFkQvjrPWODIn14/fgguP6/2ZkpJEW1sHXPMHuPBXbE1azuiTLyJ21kT8P/s9FBSGj/Is5fhebBk1jcm817qffZm8dHyRdo4DoYBwoSGej4RIRYdLuEUL32PBr48yfojiajCIRJiZ2Alat05dJgSs/zsJZZlFRCZQXJ7XeeeuZmt1Bh8tKbTPU5a/F2SiSlamWZLwZthZhOMmzMQ8ncSm0/2T5elyfwrTmrnqgK+44eN5dPTItyLyLMqcym5Xb5zq4izCvxlrCiJzZbY46Ldar8Q4Zls3yyZfa9ncsDMgdLQR8/tzyajb/lBD6bJfRPO3LyNlr7GYmei63qNp2hGZgdjHm8/70fkJj/wVLS0tLJy5+V4IVYRbLkoJ3+1ZZg0zz4OzI6eZjzgak71UYjqllvBOL29p8LzVB80qDsS4smuwsJMU/tkwmStzl3FnzVwCaH3lELETP3aiy3pPBxvxWuz2CTP/t7MkVgHjj4VPa2HRNfCfvxMbG8fUqSWsOvhcqIKMGelsfuVvjL3tX3DaDDjyZJhyNEw9BPYrCcv/HX8Rl2ctlwszp5G6eUw8Lo6++8tA4kfSqVhxGu3bxTHR28MF064QZdZ03QSaNZz1nojPFZzvl5MlJFJBbh6zuwbh2cXEBDhobDXPPltiG8a1HHZhZNdkl45TnmK7KabrlKZbGBmy5+hRlCXF9nDF/st4YNn+clEWSVnsnq+TkHdKvwp4g3AjhMyfz66vKBXyLMCYhu5PfbHLz4qvirSbT++Oa6xZUL9t0wMRphr17HXCDCConC/IHDV6aeuJZ/3F/6fnY5JnpoQHXB5+SPrSWStgteSYiGzXaC+Nq5vQmeUQR3wBSi3HxXLMsvyWVXyrEA3yVXsBJd31fC+2jGd2TOpLW8xfvC9eLGoyHznrsUh96PqD9bnKhGIlMCIH7nwELrqW5gfvZtVbL8CjN/O3U0rYnD6LsWNHU3/vxfz3yDH86EeXw/LPoXw9vNECSSkhedWSQvfwGEbEtVDZEz5wAPo6HqfRLpJzAxVndvSnE96VeZoio1eI6TairBwoHLwy2Qk/LVl+zouIkokKmYARj8mElilWxXBacl8Z9Xaoshdns6fUsHJ9Dt09sbZh+o0oVq3i2q2u43DeLYyYjl14u3sfad3uDa/zy6NLeXX5OLY2ZziH9zJIcSuP9V7YCTYRu/pnxa7PMwWctS73R5SJA2LRPcikbQVpt3+vvWtnxanNzY1LXFLdI9nrpjJF4pNTjtBGjHu7+/p/xDPRMhlunTv3WnFliBVSdt76t1uDIUtrlkM8M04p8rIXECrOxBGmiZuVD4hB58bMT3mteixfNRR4m3qxlsOKTIh5QTZFuasQ8xKnOmOr4B9PwPpS+Pod2G8qjJ8BH7wALQ1QMAZmHA5n/7kvDct9OTR7B+NTG/jH9qn2ZRDFmfgcZeHFv2VxvHRcTnjpnN3qgCy87B2xK5MgghYt+pQFC+ZKApZb/i4Ujg+iYLOjP1Og4PyM3KyCTnmKVkaJ1fGaaz7n32+XsGVHprxcbvVEFF+RUCD8b6YxS/gt5iNLwyn/SNt6p3AO+Z0ybSOjhrXw4Ecz7dtMpz7Eiky8yfL28nzMtGY55C32E7K0xbKYU55Oz8BupkkUZtXC8U9fJ/GvV7d1blkzW9d16xfr9ir2SouZle72tg80TZucfut3P2v+/qIc5nwnNIDbSw3u4st8UUqxf1mt4cS0RaqE46XB3ycgF2nmCMWMVypJX2wErL89NkQBNO7beAC3TlpKZXkqFVXp7n4s1r+t+fXXCjYQMSbeA7frdpsKHVEA515j/J3VAR+9CVvWwUl/N6Y+Qe48G+Tz+hF8b9Q6ni6fTI8eEx7AxK2TcRP/bnHciERgeU3Xy/0XsQoIR2FiCq5ym3MEzxcKvyWIAiYSZOJINvVqh524CSmHjeh0mnZ1KVdWVjuZmZ1s+SrTm3UK+icOvCKm55SuU73yMjCRpeGlrtqUacaoncwdW8mtrx3qLZ6bQLN7Hl4Q2wnr3wV4u25ZP2ctm12fIvrZypDNTJl9hK7Df/5Iyv8ermzbsmb6nrpxrFf2emEGoOv6Rk3TilP/89tlrau+GcsJN0FMjPwlECuoKGy8dIxekL2Qbi/l6+3wOjAiuW+kM8ty3nwxZgGPC3HNstuV3zpysoYTBFUzCTzw+Wx+dcBX3PzxPNqw8Zew5unUuHvpnL02qLI4smdrDROpOLBibWzyk2DqaXC0kL9o5rfQQwxfFQ7n4KxKPl49Kry8Il6E5UCuxw7ZfTPzjyQ/WZ23Xo+sY7AiFWV2wkomymS4WMwiEVJuiFOvXoSbVJDZWQBt8nSznplCNhj22GO28fbbLr6PkZwTyzFLiNPfNlN2XEzTi0jzct6trZCkN3xYKz8+cCW/ffMQegIxoek49SNO4svpemR9lltZxfbEqVxiv2DFWq4RwvlSm3KYWBeyyYRbdyfcfDGp1eu+aN208nBd1ztdUtzj2SeEGYCu6w2apk3I9Mf/u3nt12cGznwCRqf3BbAbucheeqcXR/aC2OHlxQHJ8v12QxQsx2jsTiBEPPX+X4X99hqyPEuRl124F1vJ5PnuiVw17SvuXnwwAevms3b3RjwuCkVZvmIn7dRw2F2/mLdMZNjlL5ZBRBzhyVaDunQUb64awyWzSvmYUX3hbIRcWJkHKiwHinh/TaFmVz7ZvbZ73q4MkvDyQn8XE0QaL8xnzg2P1yZuGxJyLPQ+xsToHHJIBddce3jfQa/CyQkzX/EZVxEuVMV33Us9F99pWT5iOBMv9c6pzRf/LoCk+B4WnPklf35lFg0VSaHp2PU11nzc+gYnAeWENcwsoTyleGsr7X6bcV0Wk/WSL/wt7k4AsLSS2Pe+p6fGttzRVFF6y9608tKJfUaYAQT3OPluZu7oi9r+8a2/9vzi3zHkBnd0F4WCiVchYA3rVXDZHYvEgVkPWtFMxNGxtbMUO9JIRKSVKvikaiSjE5s4f9oqHn9rWnh+Qvjec3Z5yRpW2bOQNZBiWDdxJsPtmdmJQhGxIXLpYKrbUukOxFCY3kR5c4a7MPNSP2XnBiLg7PKwOpnbpe+lzsusOlXCeXCxXJUDXXgXbE7YTYUWWs5bfw8QT0LM+v4PIN9eC5mVvvQOPLCKFSty6eoKdg0y4SRNk74w4vXYiTIzrigWxTrlVLciFWxW7NojL++KrI0KxtPQueqMr3j183FsqPDwLWOnY7L+ZaDo7casi5ivm/gUj5lxCugTeXY+wPk4Lx4Q0wVY+xlp685v7Wqr+nZj297p5G/HXu/8b0dcXNwByZlj3mk5+oEMik8yDjq9xHbHvQgbr52pbQM9CB2BtXF0a3g8vqAaOlef+SWlm4bzduVo9zLYiSpZXk5lsDtXhdxC6BSvP+FMnBpN8VypffoHpFexf3END78+w5uQtBNcXhpuO9EcKbLO2ktZvApcax7SQUm4AFu0aBMLFowTjvbnndmN1jhHBlkAhqRpEpr2Lbd8xUMPTaKyMjVUMLlOhzrgxVomizNYddWOgQgzh/TOP2YVPf4Y/vX05KGzaNsJKvN+m+4wMpEl4vQcZgnxTAFmbcciFc+VOmx7iPTqeyqbfZsO1XV9i0sKex37lMXMSk9Pz1eapo1Pfee6L1uXfTaaCTeDFuscycsIJ9LzrqPlcuHvfjbS+nrQJjibzb2KzGA4HY0H/rs/t/5wKVX1KazsyAsNZ5ePmJ4ZRtZQ2JXBjjewX8Xq1gCb+Yt5VwnnvSCO/qzHhWPLtXzOm7uW5LJu2tvj+8JZ71t/7kWk4fvTAXvZ6sAtf09O/TKxZLVgFSK3dEXgj2Wbjww3oRhpXuJq0UhwE3B26YWGHzmylUAAQ5S50Z/pXbFOh2FzHYMtyNzSHYBQmz9rK/lJbSz6+4H2eewqsebWblufmaQdCknDHOTaiTK746WWYzJRJoow8Zy/HW3VxQzr+vStet+mb+v6rtqUMLrZZy1mJpqmxWYPL/lrd8zoHzfn/SuOQsvHVvvTIPRHqNlOXbrRD5EmG4na4WYBCZ7PSuvgpnM/5d4XDqC8Nl0SUJKemG6B8L+dVcgprtjY2I3WrB2EU8PhRai63SNRoNk0iKedtgF/Twyv/U+0+DjgdcNTu7iDtTGrzGpmd88inrbzIiqM8H3bZbi9O3YrNiNlIOIs0vxlaTml4Xb/wtP82c/WsGxZLl99FRxgeZm69EJE6QTLq03on5uFbbouZRHxmrfl/Z8xqYazTy7j1gcOoas7zttARZKOp3y9Igoy8GYJLSC0/XSzgMkGuWI53K6pbRNpK8/qiqP+hgbf5j/sK/5kMvZZi5lJ0O/sopS03DfSOg/7Z0vn48mkHtwXwE4gRPLSSTO2vBRhfhleG+1IrQGEbyzp9HK6XWPw3tSTxH0P78+vfvwVt/1pLg0pSY7hPU3TiSOrWQ5xrIhWN7vGpMoSNlJrVCRWM6cRooW33x7N7bd9zP9eH4uua/YBZcg6Itk2D6JVarAGo6LVzC5MCG4ixu0dGIiw8hp3B5iLMvqVzmCIP2takVjVvOTdZ6FKTe1m0qQGHnlkknOU/tQZz3GEMg+mIPMSx241rBPBcKP3a+KC76zmtj8dQtf2CLtVt8GdQ74Rt12etpshvA0Fb/tpmmWyxpddnyB8Y5r+S0rd1Y3tTVuO6enp+dK5cHs/+7zFzIqmaWPTs6d+Ne+Qw7PmH3MWMTEx0A1OO0J4olt20Om+dw0gs4QBxPUgCBzuRXJSD9mZHVTUpCGtVvGSv2X3plsIA5AiOW+HeF5WZvO5xgvHZOHd8nMrQ7fkmITc3Hba2+NobbW7ybKbataVBOT1ZiD1ocshvjVfL0LSLPtA6rYzhYWdlJcn7qLUrQ9voA1C9DFsWA+6Hkdjo/V5i891V/YVYr2we47WMmg2x+3o7/U41++4OJ0RI1qpqkqhu1vYj9Dazsn+jgRZ++HUjvZid50RDgDF9tJLeCvdhF17d1sXz7/wMFs2b9pSW7nswL19fzKvKGEmoGlafG7+tEfrGgt/EMh4HHb2ZxdUCRGN5gZzpG2HzQ7oshVSVpymI4EjTt3OEQft4O6/zcEf8Lhpqk1aIeFMq5fVCuYW12tebqZ5p1GsXRoy072TNUlLZsSIFi7+xdfcfMs8eRhg8OtGpH5JNvE9b/y665A7/w8WO2yOO1nUZPGdwrtZ6HYNsbE6ixZt4rrrxtDRYfrZFkawua63xRl9eLH8CekNZKNfxzScNiOWlEMgNbWbW275isceK2HNmiz7cnppR2Hw/em8Tuu6Wd3tsJvaFJG1hbllxDadrw/LaLzVt7Ps9n156lJkn5/KFNF1vRv4YXrmqGc7G495oVu/Nw7tWI+RIzHZ93dDTCsDacjF/CybTFoRGxeX6c0PXilimNbJpT9czgNP7h86LWeN68WXy6uwMc/JRJJ43K0RsZu69pK/LG+7tET0diorYmltjWH8uCo2bpR8CsczkdStgYqlYPyIm9TdJUIGKx9rGnYizct5WXl2uJwfLMS0jd+HHtrEV1+lWUQZQDnogz11GklYwU0jIt9Em2ly28FN/96BhAQ/11xTyn/+M84QZSF5CMj2aoPQts+rz2jEwtRmUYVbOpGKNacBs/VcpU5M7BPEt/yh3e9fe2htTXepc0H2PZTFzAFN0wqysqZ8VF9/yni4AzSJHXdAlrCBrMQysRuJexmhy/DoqyZzHLcsi7/gjFUAPPHC1MhXJnmxfDlZtESHVbd8RcFm5x8hnvci8sT8XepLSUkDJ5+8jXvvnSGcEeuHmwVnMOrWQLCWT1YHxfKHC4ZIWbSojAULSiR59EfoOMWN9Nr6i5n2QMWaU13R+d3vtvD73xdSX7+rpmi9WgvdwuwKnJ6VtSyh71NMzCh+/euv+eqrWN5+OwvP7aYVOyuzbC+4fiPzQ5YJNadVzw6YZbUuKhPb0krrqusaNO0qcnJXfVS78+sTdV1vcc9k30MJMxc0TYvJy5t+b11dxuV+/z80tLHygBEt8/eKm+iyw9qgi/EjbQBdviFos+JH03Quu2w527cl8eJLU9yz6Y8DrFs6XtKyE3uRlMPOQifisbG9887Puf/+adTU1AJbMDYHahBCuYkDp+MyvKQnhpOF748ocaqvXjDiLVrUwoIFaQ7pe08rMgZ6/W5pD0SY2T0v472eMcPHkUdu4I9/jPQeRTqFa817IOHswrsRaRvqFFfn0ksrqa6O57nnzC2CdsWedv3dHimSPsftffaK4NJgEtLmLSM19aLOxMTuq32+dX/uRyb7DEqYeSQhIfXQxMQRr7e03JWB9r3wAP0WZl5FViRxIsXLiyhpIGxHdkaDEhMT4De/+YZly3J4882i0HgDxW4JeCTxZBtf2k23DqRsEXLQQTXMnl3GQw9di3EvdwK/B+YEQ0TaqexK4bArMMWI9Te4DVTshZk1Ta/CINoQ74H1mB1O12u8z7fe+hWPPDIsuGjCayftVUB7sUZ58d2Thdkh/O9UFidRFokIMSyMP/5xNboOjz+ejzcHeq/iys3PbTAt3073FNzvi9t56zXrwB9JSnqioaNjzRxd19d7KeG+jPIx80hXV+tSTdNGZ2Xd9Hp396tzWloWxkCGTeiBirHdjZfGTWISD/m8S7hfUyAAf/jDdG64oZT29jg+/NBPiL+IFzFlF1YUhf3Z08uMU5U8MIvdoO6B+Bxffvkjvv/9hWRmbqKxcRhG4YbRv3qzg/53REPFQHy4Io0Tbe+iHW4daaSUM378Vjo7Oykv73HJVxTKYv79Ef526TkJNlGMOaXntUyRWYy+971aUlIC/PnPI/C+qnGQ/DileLVeRvJODdTSbu0LKklP/0VPfPy25+vqys7XdX3XLcvei1AWswjRNE3LyNjvZ21taX/u6flNHEisZ55exD2hQxic6Y2kpAA33ljNyy+P5vPPzffSZYrUxM4B1elTLjLcVic57efWb+EVySd1HgDuAAyXi6OOuozCwiz++c/VwAFAkU28/kz/7QniLHKcLWYidmJj3+E3v2nlpZcSWbdud4zPB+NeDySNgdb5UZx6aiclJX7uvTeZQCDCrSYGBS911s0SaXduMBfImO3d8yQk3N4JFd/u7GxePAgZ7DMoi1mEBJf0PqRp2qtZWXcu6excUtLWdrUWutGWjKFybh0IXh1jZeH7znd0xHD33cO58cYyenpyWbYsHVvx2jtOcBAzTkLJ7YPKvVj8N/q94arXTT/dBNoHwF954YU/8qMfXU5T0318+GESixbF8eKL6bS2BvA24h2MumVneXBbTSgi60QGy5l9MNjTRZnX8svvc1GRn5QUJKJsYOmGpjMQ8dvfeFuD/4vf7u2Py0gfJ55YzdSpcSxc2EEgUN/PsgEEgOeALOC4CON6uSdiPzMU9Xw16em3BeLiVi+tr99wmq7rA7lh+yTKYjYANE3TcnMn/rq9Peb21tZbEgzLhozBmJqJtFMcSuT5p6f3cOON23nqqTy++carZcNKfx1sI/3+4a5axSgr/3vAD4Ff4fN9l6OPPpPS0mTgUo47rp1hw+J49tlI91wc6ufvlcEtp7vFLFqsZJE6usviyGgGlgNrMARKLcZ0Ww4wFfgO5gDyyisTeeutblatCngs80CxK38AqGBgzvMBoAzjXWoO/j4AONYhTgWwDujAuFcJGLMfqUK4URx9dByHHBLH737XQY901tduGrDH8q8O8AGvBss6F7jUw7UNdJHDroprd81biI+/sycxseVnzc2Vjw+gMPs0ymI2AILWs3s0TXs2JeWOz9va5ubBlRi7Vg/E12Ig4ZzC7q4OW25daW4exV13FXHjjdt48kmNFSvERtCNwRJMdhab3b2txBrgfOAp6uvHk5V1G7Aao2Pp4J13mli4cD9efbWetrZIOtA9xTq7q33fxOfcH4vDYDOY/nEmPcDzwNucdtoRHHXUscycOZUxY4rQdZ3i4jeBv2CInyMZOVIjJ0eziLLBHuR5vcZm4D/AWuBGwOE7u1ILUCfwCbCUmTMLueyyK/j2t0+goaGRCROOwZj+z8d4nxoxhFFNML9ufvGL08jOHsaMGedw9tn3A/8GcoFDg//D/PnNHH54Onfd9TbGl4KqgFiMexmDsTAngGEByw7m4QuG68HoYmOD57K44oojuf/+MuBkYCPgD15TB8Z0QSD4fwKGSBxFZF/v6M8gX4wbibXNDNtKWtpDAV1fv6W1dcMRXV16NIyA9liUxWyQ0DQtJje3+Nb6eu0Gv//qGCixCRlt9XWgHZBsysI5zczMADfc0MY//5nEN9/EeYrTPyuDXVyRwVq1FSk/Aw6hvv4nvPDCa/zkJ/cA92J8t8TwYTnhhFYyMmL7YTVzIhoF28DLFGoxc5suHdjUljsD2Y7BKY0ejI5+I/AGsB5oB8awYcNj5ORkS1PKyroZeBk4kCuvPIMlS2DFio7g2S5gA8b0X6SDJSfagFXAZvoc5eswtn6JA5qAgznqqB527Khk3LixVFRUEhsbS3Z2Fm1tbTQ1NTN37sGkpCTj8/lobW1lw4ZNrF4dAMo544yjufLKi5g+fXJIzosXv8v1199JR0cnsbGxjBiRz5gxRUyYMJZvfeswZs+ebnxyL0h9fQNPP/0iN9ywFPgMGMHRRx/JYYdN5pFH7iM/P4+zz/4Oc+ceQEtLKytXrqW7u5uJE8dz1lmfYoixOiCbt98+l+LicWRkpKFpob5oPl8dF154Jdu37yAjI52EhARSUpLJzEwnJiaGl16qCN6rWOArjA9UnjOIz8RkMH3KviA+/q89yckdlzc1Vf5N7eA/cJQwG2Q0TZuYmVm0pLv74FFtbadou8YouSt9dLx0Enb7og1UnEWKnaCKdMoqUn8M8fr7+yzuApZRUfEUI0eeDRwGnB1Sjri4ChYu3I8bbtgeodUsEqJRqEXOokXJLFhg9RMc6FYzbu4Dg70NiV29Nacov8AQOhrGivBjWb78J6SlpZKbm+OaelnZBt54431iYrK4+eYHgSkYYuIbjOnOSiANYxVwFoalZgYwMoJr6AQ2YUwTlgLjuPdeY4GUpmmMGVNEUdEo2ts7GDOmiLS0VAKBAF9/vYrKymoKCoYTCARoaGgiKSmRjIw0Fi9+l4SEBIYPzyUpKYkxY4qorKxhxowpFBaOiKBs3mhpaeWLL1bS1aXR1VXPtGmTGDtW9FnbtWRlPQrcjWFZO2I35RppO5CJpv2VlJT1G1pb1x+p63rFLinWPogSZrsATdNis7KK7uzujr+ypeUHiTBxkHPYldMtg+k06ly+jAxDnD37bCJffRU/CPkNFW4dtN192A5cD5Tw+OMH8qMf3QicAhxO37TODo47LpPs7DieeWZ3fd93zxRq4cIs2ujAsHLFYTxju89u+TBE2BZgC+np9Rx55DxOO+14jjvuW/j9PWRmZhAbG2sT357Vq7eTn5/JG2+8yYoVa8jPH86ppx5HcfFYenp62LRpK2vWrKO8vJI33niHjz7KAI7xkHI18DawlsMP358jjpjLWWedxujRdquJo5cdO+rw+ZqZOrWI2FiH7/3uQnRd58EHn+CBBx6hsjIFGIvxXo7BsGqWY7Q1B7J7PJJC24SYmC9JSflPm6Z1/qq5eedDyko2uChhtgvRNG18ZmbRa4HAlAnNzWfGuK/cjJRoWN3mFbmVKS0twPXXN/Dqq10sXep3CO+UXn/L0x+/vYHmuxa4DcMacRXwfvDv/Vm6dDqHHnob8DUwCTgdSCI2FhYuHM2tt5bT1OS3SXeoiJ76Fx3CzO6d9AELMfyeWjAc82cGzx2G0eG+C7wD7OT880/igANmMmPGFCZPnkBiYuKAS9bc3M7mzTXMmOHN+pOVdSEwAjgteET2vviBT4El/Pa3l/CjH51NRoaTr1h0s23bTpqb25k8uTBkqnOo6Ojo5IMPPuGLL5azaNESjGnhLgwLZwqGdfMYDAvqriqvtT7XkZ7+lD8+vvqjurotZ+m6vnMXZbpPo4TZLkbTNC09Pe8iXU/8Q1vbmamBwIF435hw3yApCa67Lon33+/hnXecNrscLCIVE7IprP44TO8A/gts5amnfsx5512D0cAeAsykvv4MANra2hk16v8wHKOPAw7iiCPSKS5O4tFHo7kdHFqR5k2YrcZw7PYDeRiWHoDhGH5bdRidXRLG82rB8PlLCMYbFgzr5pDdhjH9uB7DEXwTcCT19Q/g9/t5/vlX+fnP/4sh2HYCyUArr776AAceOHNQhJjIihVbGTNmOOnp9pswBwIB3nvvY8488x8YU5y30WfZW4YxPdmM4dfmA2o58siDuOeem5k4cfygl3l3oes6W7bU0NnZTUnJqDDfsGjC7/cTExODz1fHVVfdzJdfllJVVQOcAHxrgKnbvcMBEhPfIz7+jYauroZzOjtb3xhgRgoHlDDbTWialpudPfbZ7u6sw5ubz41z/wL2vkVCAvz610msXu3nxRe7bUIN9hTuYG1T4JSeGL8JuI4lSx4lPT2NOXPOw3CGvoj6+qtCQm7YsJmDDjoLOBBNm8/vfjeOP/yhkpoau/sz1OwOYWa/N9qiRaNZsKBHCNuDIZI2Y4iKSowpxTgMYXYehsB4Mvi7A2MFXyyGdSs1GDYew8pVHzz3QwxB1Yoh8nQMS0ZNMI9qTjzxUA4//GCKi8dx4IEzycoaFnY1uq6Tnb2QF1+cx9y5B5KUNPiCDKC+vpWKijqmTrWfWmxsbGLMmMMxru9kjAFDDsa1PQcsAQ7i//7vGDIy0hk7dj8mTBhHaupgzwTsXnRdZ/36SjQNiotHRLUos+N3v3uA3//+j8AvMAYQozAGFwGMQcRArmkj6en/6oqP73ymrm7Lxbqutw28xAonlDDbzcTFxc1LSSl43u8/eHhb20ma8fIoAGJj4eKLE2lr03nssc1EXjWHelrNTZh1Y1hRnsdYxv8rysunU1h4NsaquGPZufMPxMX1+YxUVFQxdepFQAszZlzBMccM5957K3fdJewyIn02XRg+VqkYzuefAG9hbDtwMoZYMq2HzUA6ixbNY8GCVRhWqrLg+apg/PHAJCoqLiI5OYlAIEBOzo8xpuEKeOedPzF79nR0XeeNN97hW986TCqSdF3nL395jOeee5lJkyaQm5tNfHw8mqaRkBDP6NGFTJgwjgkTxpOZGR1Terqus3z5ZiZPHkVysr3wW7WqjMMOOyX4658YnfqnwIvMmpXD448/sEf6jDnh9wdYs6ac9PRk9tsvd48UZSYPPPAwjzzyFNu3NwJ+4uN76O4dwxVgCO2j8b7yton09BcCMTHrNjQ2bvu2rutrd0GxFRKUMBsCNE2LzcwceY3fH3tjW9sZyfv29Ga4Req883IpKIjngQeq6O4ezPq5GtiGYQVIw/DRMLcXiKGvwRrsTRp3YFhtbsHwBckDJlBffz0APT095OV9B8NSk0tl5dMhokDXda688kaefHI9N9xwNc8+62P9+o6wXPYMvNzbeowptJTg33nARm666Wpuv/0tYAXG88rCsGqlAZtZtOhXLFiwkAsv/BZTp5YwceJ4Jk+eYLuFBEB3dzfx8XvywhN3qqsbaG5up7jYfgVjVVUNkyf/CEMQX4SxF+Pj7L9/DNdddwVHH334Hi1aZHR397Bq1Xby84cxYkTWUBdnl2G4RrwAPIQhthe5xAiQkPAeCQmLmwKBtovb2uqfVs79uxclzIYQTdPysrPHPtXdnXZUc/NZ8TBuqIu0i/E+LXj88ZkcfngGCxdW0Ng4GA7vfgwrwGqHMNMwprZkTrSjMERCIv1bxNGDsT1GJ4ZD9VqMKcxfcMklXTz55L9pbj4Aw6dpAvX1d4TEzsp6BvgjhYXz+OUvz+KGG7b3w6IY7YzAEF3/AGZQX/9n2traee21t+jo6OS73z2V5OQk/H4/fr+fhIQ+P6+WllZKS7cwb96UvU5ADISeHj+lpZuZOXMM8fH2q/eysp4EbgeKMQYRDdx66yVccsmFIRbcvYW2tk7WrClnzJjh5OREh2VzV9De3sHIkXdg7IlWA5yFvR+aDnxDWtoLnQkJ/qfq6rZcrut66+4qq6IPJcyiAE3TZgwbtt+zTU0jSwKB72NYCKD/W1bs6ik9N1+vSHefrseYdrKa2HuYOTONCy7I5/77K9m6tYuBsRVj93Mwpo97MBqiJAyH7kQMx++Fwf/1YLlqgmFGAc9gTDkegiGiY4L/RhEuqs3dvMfRZw0NYOxD1YBh7VmC4f+RjmFJ68FYpXlarzXNSn19A+PGncQFF1zMjh0jefvtxn7ei2hCx7gnazCmH7OBb1Nff1nEKX311UYOOGDPdUDfFWzcWEVKSqIni1BNTS3r128kIyODiRPH7ZIFCNFAfX0LmzZVU1IyirS0vdOVZN26jRx88B0YrhPjgSOB2dgvWtlKbOzTemZm60d1dZt/qOv6VpuAit2AEmZRRFxc4vEpKTlPBgKT81pbD/fwYXSvDKZQG6wvF1jL9APh3DQMJ/ltjBo1il/96jqeffY1PvusEfg2hvXL3MOpCmN6cip9+8XZlXELhpP3GIzv4uUCVdx0Uxu33/4chjDKx/BZqsIQXfkYDt5VQBJ//etvufji5Rh7kIHhEL4ZQ1AkY0yTjsLYh6o8eLwH41lOwtgaAQzL3bsYYm10MJ/9gCLq6s61tfpkZT1BUtLD3H33Im6+uYrm5t31rcPBQLZH3svASuAoYCL19Rf1O3UlzEJpbe1g3boKZs0aq6yIGC4BFRV17NzZxJQpRSQk7D2WwKysBzFWFddjtEd1GHucHYSxSbAdPmJiniU9fevG1taq73V3dy/b9aVVuKGEWZShaVpsWlrORRD/e79/dlp7+8Ga0eEPlMEQZ/0RZU0Yy+x9GFYhPXhsPwyrkR9DWNUEw5ibR8/HED/rSU1N5YorrmDHjnb+8Y//Eghsxbgn5nYHkzGmBg/FED7lwfMjCJ+W7MTYK+pzjNHjMB588FJOO+0EvvlmNbW1dSQkxFNSUkxhYd8KLV3XbTs3n6+OnTt9NDY2s2NHJT/5ybtADRUVD1FRUUVaWio7d/p4++33eeGF10hKSmL27Gn84AffZfr0KZ7vZENDIx988AkXXHADc+f+hoMPLuL++6s8xx96RGE2CngMw3L4G4zpy4P7nboSZn3ouk5p6RYmTCggLW0w2o89G7/fT1lZBXFxsRQXF0TFHmUDwRBiX2MMGCsx2rWJGIPNkcAE+gavMppIS/s4oGlldR0d9Rd2d3e8qvzIogclzKIUTdMSMzKGXxYIxNwUCMxOb2sbDIE20P27ZPgwfFJGYTgOL8ewMHVgiKZtwPTg+eZgnAyM6Tzzu385GNfWiOFj1RI83olhUQqgaX7OOGM+M2dO4777Gvjoo3ls3VrOlCklZGamU129k0mTfoeximwEhsBroe/jwvthTBk2B891B8vbTt/Hy++mvv67Ed6j3UMgEOC88y7mjTfWAnOAQ/jNb0ayZEkjX321J7mBmHvAtWM8h5eBVNavf8rTZ4WcUMKsj/JyH93dPYwdmz/URRlyWls7WLt2B4WFOeTnDxvq4vQLYxXxnzAGoKsx2spZGItfhmOsuvQiNhtJS1sa0LSyuu7ulss7Opr/rev6nmR23ydQwizK0TQtIT0971Jdj71l9ws0N2FWBdwX/DsVQ+hMom8Dzmy2bVtAenqaTfzIqa9vYePGasaOdXfazcp6AqMB24khENswt1948MGDaW5uoaKimnvvXYqxAegl1Nf/ZNDKOlCqq3fy/vtLKS1dyVtvvc+GDX7gZszNT4cNi+WWWwq56abttLREe9vqx6gvGzF8ycqBsbz44jUcddS8QclBCTMD07F99uyxe7xlaCDouk5VVQMVFXVMmjSK1NQ9z58sK+svGG4RpRjtfgnGN07H4GwRE2kkPX1pAMp83d0tVyhBFt0oYbaHEBRol+h67K26PjW9tXWOZjitDzVfAc8G/76C+vpLd3mOXV09rFtXQWJiHOPGFQzZ9+z6Q1bWZ8G//EADK1fOpqWllZaWVuLj44iNjaOlpZUTTrgGY3p3Msa0RAnGirnQ6dSDD27kiCPSWbgwGvY2a8UQwNUYltR6DMtkC4aFNBsYyz/+cT5HHTWPtDSv+yl5Qwkzgh8E30Jx8QjHHf73dvbkNsLYdPhujIVAOzF8xQ6gb1FYJFSTkfGpX9c313V2Nl7W1dX2nBJk0Y8SZnsYmqbFJSWlfT8hIWMRFOY1NR0Sa/gUDDZ/xXCWn4vhu9BG32rFiUAhhq/YcozpwyTgXGBU76eFdiXGaLieiop6Jk4cuUd1QoY4ew94xHI0A0NoBzA2Tz0IOBX36Ykd/PKX+axd28477zQNfmE9YdaD94GR/PKXhzF27GjGjCkiNTWFrKxMiopG7fId4pUwg02bqomPj6WoKHeoizJk+HzNbN5c48mqHm1s3LiFAw/8MYabx1EYjvuRfqxeBzaRkfFJd0xMw5amph2XBAKBt5UP2Z6DEmZ7KJqmabGxsUdkZIz6i9+fNqGp6ZB4w7IyWKuvKoAnMCwdAAX85jff5Z57VmP4OVRjbOw5AWM36dBNPHeHOANj2mbdugoyMlIYPTov6kfGWVkvAFBX9x3+97+3+cEPXsXYgmMjxsrN72JMB4PXT0YlJWncfnsRDzxQxfbtkWwrUo2xwMLY2LZvQYYbzRhTv9sxpiSrOO+8k/n5z38Y0WKGwWZfF2Z1dc2Ul9cxffp+++QqzO7uHjZurMLv15kwYcQet+rylVcWc/7512IsfDqEyD9K7kfTVpKW9mlnQkLgC59vy6W6rn89+CVV7GqUMNsL0DRtck7OmPs7O/2Hd3YemNTdPRtjX67+0A7cGvw7B8My1oVhUjdX/ozG+LDxeOrrvz+gsg8G5jL4qqoGiotHkJkZvd/uM4WZgQ7cgTHVl4hxf+cAZ0acbmFhAldeOYIbb9xGR4eXd/oz4CWMEfkwjOe7GWPbjtOwt8K2YmxEOpmbbjqRWbOmcsghB5GcPPT+O/uyMOvo6GLlyu3MmDF6jxMkg8HOnU1s3VrD6NF55OVlukeIIjo6OqmoqOKAA44JHrkQw3XBKy0kJX2lx8Yub09KSnjR59t6ra7r5e7xFNGKEmZ7EZqmZWdnZ18cHx//y5NPPjn117/+deakSZPcIwr8619P8Nvf3s66dRvDzk2aNJGjjjqcFStW8s03KykqKiQjI53MzAxycrLIzh5GSkoyiYmJFBWNZNKkCUyYMG6XfZzZSnt7F+vXV5CcnMDYsfnExUU6BbD7ufba23nnnY/46U8v5IwzzqK4eKJ7JBu2bdtGRcUODj54rqPFpKuri6KiUfznP38PsXB1dXXx3HMvc+utC3nttVeZM+cQadwRIwq46aZfMWxYJh0dHVRV1eDz1dPZ2cXMmVM477yhWdm6rwozw69sK+PG5Uf1oGRX0NnZzYYNlcTExFBcXOD4dYOhRNd11q7dwOLF77B06Ze0t7fT3t5BeXkFDQ2N5OXlkpubw+TJJTz00KOkpTlPweq6zueff87dd99d9+mnnza0tbUtbG5uflJ9YHzvQAmzvRBN02Lj4uJOGj58+M2jRo0ac+211+aceuqpWqTfBGxpaeatt97gww8/oLS0lHff/QiA5557mu9+92zq6nxs2bKJxsYG6up81Nb68PlqaWtro62tjS1btrBmTRlbtmyjqGgUc+bszw9+8F3mzj1gV1w2YDRYNTWNbN9eS1FRLsOHZ0b1tI6u67z22lssWfIhr7yymBNOOJb58+czfvwEhg8fTlHRaGkjHQj4efjhv1FUVERSUhJpael8/PGHrFxZRkHBcC6//Ary8wtC4nzwwbssXvw67733PhkZaTz99INh6TY0NHL11bfw8suL6e77AnIIb775Gn/729/QdZ3ExERGjBhBbq7hmLxw4b2cfvqJ3HbbNWRk7F7/nn1RmOm6TllZBRkZyYwcaf9N0L0NXdfZscNHdXUjY8fmk509eCu/B5PKympeeul/PPnks7S0tHLiicdzzDHHkJWVTVJSMqNHj2HUqCJiY70NIltbW3nmmWf8ixYtqm9ubl5eVVX1W7/fv1T5j+1dKGG2l6Np2sSCgoKrNU07/Zxzzkm55JJL0saN2zXf5Ny+fSsvv/wS06ZNJykpiZqaapqaGhk9eiwAt99+G2+++Q4VFSt2+dRXd7efzZur6ejoYvz4EaSmRv/nZXbsqOSNN97h448/p7y8ktpaH5WV1eTmZjNpUgkHHngA++9/ADNnziY3N4ucnIKwNA46aDYnn/xtMjNTufLKBSHnjj76SN555wNmz57OeeedSVpaGi0tLWzfXsGGDZtZs2YdNTW1HHTQbE499VSuuGJB2HYLgUCA6upK1q0rY926MjZt2khNTQ07d+6kqqqaL75YDsBzz/2dY445YtfdLAn7ojArL/fR1tbJhAkjonoAMpg0NraxcWMV2dlp7LdfbtRtCRIIBLj99nv54INP2LRpKyeeeCw//enPOOqoY/pd1tLSUu6///6G119/vd3v9z9eW1v7J13XK9xjKvZElDDbR9A0LTExMfGM7OzsawoLC0ctWLAg+/TTT4+xfgh6oNx112+54YZbbc9PnTqJq676OWeeecqg5elGU5PRiKenpzBmTN4eMb1pxe/3s337DlavXsdXX33DihVrWLt2PVVVNWRmZpCUlEBMTAzp6elkZ2eTkZFGXFwCF1zwY+bPP5rMzD5/m4aGOl577WU++eQTGhsbqa2tpb29HV2HzMwMsrOzKSwsJCcnh5ycHPbbbwybN2/iT3/6M2Vl6wkEAvT0+MnISGPs2P0YN24MY8YUBadhsikoGM7IkQUUFY0cEpGwrwmz2tpmduzwMX36flEnTnYFnZ3dbNpUTU+Pn/HjC0hJic7BVlVVDZMnz+OWW67j+utvpb9tbEtLC//617967rvvvoampqbVVVVVdwcCgbd0XfcPcpEVUYYSZvsgmqYV5+fnX6Vp2pmnnHJK0sUXX5w5e/bsQetMOzo6+PrrZbz33jusWrWSzZu3smLFavbffzp3330jJSXFg5KPV3Rdp7q6gfJyH6NG5VBQMGyPty50dnbS0NBEfX0DNTW1lJdXsH17BevWbWLNmnW0t3fym9/8hhUrSjnnnHOZMWMWb7zxGh988D4ffbSUsrL1FBTkM2PGFEpKxpOYmICmxdDe3k5jYzM+Xz3l5RU0NTXx299ew9y5BxIXF0tcXGzUftx6XxJmzc3trFtXwYwZo6PWr2qw8PsDlJf7qK1tYsyY6N8CY8mSD7nwwit4//13mTUrMreNQCDA+++/z5///Oe6jz76qL2np+cxn8/3F13Xo2GjQsVuQgmzfRhN0+JiYmKOGzFixNWJiYkzLrroorQLLrggqaAgfIrMpKenh7o6H93dXYwYMcrzSL29vY0HH/wzt99+Nz/+8dnMnXsgWVmZZGUNo6hoJJH6v/WHnh4/27bV0tDQyujReWRnp+3xAs2O7u5uVq/exI4d9dx1151s3ryVQw45iHnz5jBv3hymT58cFSspB5N9RZi1t3exatV2pk4tIjl58Cze0YYxoGqkvNxHfn4mo0Zl7xGWQV3Xeeyxp7njjvuor2/g2Wef4swzz3Ys+8aNG3n44Ydbn3rqqTZd1z/YsWPHfYDyHdtHUcJMAYCmaVlpaWnnpaenX5qfPzz/m29WDJsyZSIpKSlUVFQybdpU1q/fwMaNWxg2LJO4uFja2zsoLh5HcfE4xo8fT2FhIdnZ2eTk5JKbO5zCwkLy8vJDHFs3blzPwoW/Y8OGjdTXN+Dz1VFb62PatMmMGDGczMwMMjMzSEtLISYmltjYGGJiYpg0aQLHHnvkoAipjo4utmypobOzh7Fjh5ORsfeuZKutbWb79p0UFWUO+FuU0c6+IMw6O7tZuXLbHrepciTouk5dXQtbt+4kMzOF/fbL3SOtghs2bOagg47r/X3CCcdQV1dHU1MzEyaMZ/r0aWRlDe964oknG+vq6rb7fL57Ozs7X9B1vX0Ii62IApQwU4Shadq4wsJRl2oaP83Pz0s94YT5MaNHF1JeXsG5557J8OHGruKNjc1s2LCJjRu3sGnTVqqra6mvr6euroHa2jqqq3fS3NxCTk4WaWmppKWlkZ6eSnx8ApWVVVRWVhMfH0dPj5/6+gbXcr388j84/PC5g3adLS0dbNlSA8Do0Xl7bUdXXd1AVVUD06btF/Ub8A6EvV2YdXX1sGLFVsaPL2DYsMH9nFU0oOs6DQ2tbN26k+TkBEaPziMpac+3CHZ2dvLSS2+Qnp5KXFwcy5Z9w+uvLwk0NrbUNTQ03t3Y2PiUruvVQ11ORfSghJnCEU3TpowdO+aS2NiYH0yYMC7l1FOPjTv++G+Rne1lh3ijUfL56nu/B9nc3EJnZxcjRuQzcmQ+fn8guL1GB+3t7dTXN1JTs5Oqqp3ExcUybtxoxozZj6KiUWRm7hrfkqamdrZurUHTNIqKcvfKvaCqquqprm5k6tSiPW4BhFf2ZmHW2dnNqlXbGDs2n6ys6Nwaor+YFrLt22tJTIxn9Oi8qHXs7w/l5ZW8/voSXn31ze6qqp2Nzc0tf6msrPq7ruvbhrpsiuhECTOFZzRNmzRy5IgfpqWl/jQ3NzvrpJOOjp8//3AmTSreK3y1mpvb2b69lq6uHgoLc8jJSd8rrsukpqaRHTvqmDq1aK/cHX5vFWZtbZ2sWVO+11nK/P4AO3c2UlFRT1paEkVFOSQn7/mCzO/3U1q6knfe+Vh/440lPe3tnTuqq2v+VFdX/6yu69uHunyK6EcJM0W/0DRtZGpq6mljx46+qKOjY/KBB86MP+CAmbFpaXt+x9Hd3U19fSutrZ0MG5a6V1koWls7qKlppKgod6+znG3ZUs2YMflDXYxBpaOji8rKekaOzCYxcdcvkNk9GJtAt7Z2kp6eTFZWqucNVqOZ5uYWPvzwM/+qVWs7k5OTv1y/fuPDXV1dr+m6Xj/UZVPsWShhphgwmqbFArPT09PnJiTER/da9gjRNE3bC1dGaRgf6tyriImJiQkEAoGhLofCnb3xvers7GxpaWldAqzZ265NsXtRwkyhUCgUCoUiSth7l2gpFAqFQqFQ7GEoYaZQKBQKhUIRJShhplAoFAqFQhElKGGmUCgUCoVCESUoYaZQKBQKhUIRJShhplAoFAqFQhElKGGmUCgUCoVCESUoYaZQKBQKhUIRJShhplAoFAqFQhElKGGmUCgUCoVCESUoYaZQKBQKhUIRJShhplAoFAqFQhElKGGmUCgUCoVCESUoYaZQKBQKhUIRJShhplAoFAqFQhElKGGmUCgUCoVCESUoYaZQKBQKhUIRJShhplAoFAqFQhElKGGmUCgUCoVCESUoYaZQKBQKhUIRJShhplAoFAqFQhElKGGmUCgUCoVCESUoYaZQKBQKhUIRJShhplAoFAqFQhElKGGmUCgUCoVCESUoYaZQKBQKhUIRJShhplAoFAqFQhElKGGmUCgUCoVCESUoYaZQKBQKhUIRJShhplAoFAqFQhElKGGmUCgUCoVCESUoYaZQKBQKhUIRJShhplAoFAqFQhElKGGmUCgUCoVCESUoYaZQKBQKhUIRJShhplAoFAqFQhElKGGmUCgUCoVCESUoYaZQKBQKhUIRJShhplAoFAqFQhElKGGmUCgUCoVCESUoYaZQKBQKhUIRJShhplAoFAqFQhElKGGmUCgUCoVCESUoYaZQKBQKhUIRJShhplAoFAqFQhElKGGmUCgUCoVCESUoYaZQKBQKhUIRJShhplAoFAqFQhElKGGmUCgUCoVCESUoYaZQKBQKhUIRJShhplAoFAqFQhElKGGmUCgUCoVCESUoYaZQKBQKhUIRJShhplAoFAqFQhElKGGmUCgUCoVCESUoYaZQKBQKhUIRJShhplAoFAqFQhElKGGmUCgUCoVCESUoYaZQKBQKhUIRJShhplAoFAqFQhElKGGmUCgUCoVCESUoYaZQKBQKhUIRJShhplAoFAqFQhElxA11ARQDQ9NKdGh1CZXgIaV4D2EGKx3wNCbwkpSXGuwlnT0xjIdr1+L97snE9njIDOJwDxdtYWLxcP1RVmZP19Wju4YBoNtDGC+Pfx9OJ+Ahne6Ae5gu9yBGWh7CeElrByzWdf0Ej9kqogglzPZ4WoHLXcKM8pDOYIUp9BAG0JLdw+R6SKdgDwyT7yHMiMHJK6mg3jVMTobPQ2aQS617WrinleMhnVxP6biHGUZDVJVnsO5h1s521zAAVHsIU7Mbw0RbeTyEafdQ5nK3sTGwwz2I53BewlzjrQVVRCFqKlOhUCgUCoUiSlDCTKFQKBQKhSJKUMJMoVAoFAqFIkpQwkyhUCgUCoUiSlDCTKFQKBQKhSJKUMJMoVAoFAqFIkpQwkyhUCgUCoUiSlDCTKFQKBQKhSJKUMJMoVAoFAqFIkpQwkyhUCgUCoUiSlDCTKFQKBQKhSJKUMJMoVAoFAqFIkpQwkyhUCgUCoUiSlDCTKFQKBQKhSJKUMJMoVAoFAqFIkpQwkyhUCgUCoUiSlDCTKFQKBQKhSJKUMJMoVAoFAqFIkrQdF0f6jIoBoCmaW8Aubspu1ygdjflNZjsieXeE8sMe2a5VZl3H3tiuffEMgMk6bo+bagLoYgcJcwUntE07Utd1w8c6nJEyp5Y7j2xzLBnlluVefexJ5Z7Tywz7LnlVqipTIVCoVAoFIqoQQkzhUKhUCgUiihBCTNFJDw01AXoJ3tiuffEMsOeWW5V5t3HnljuPbHMsOeWe59H+ZgpFAqFQqFQRAnKYqZQKBQKhUIRJShhpvCEpmknaJpWpmnaBk3Trh3q8nhF07RYTdOWa5r26lCXxSuapl2ladoqTdNWapr2tKZpSUNdJhFN0x7VNK1G07SVlmMLNU1bq2naN5qmvahp2rAhLKIUWbmDxy8L1u9VmqbdM1Tlk6FpWpGmae9qmrYmWL4rgsezNU17S9O09cH/s4a6rCZ2ZbacX6Bpmq5p2u7a6scTDvd6lqZpn2qaVqpp2peaps0Z6rKaaJqWpGna55qmfR0s82+Dx6P+fVTIUcJM4YqmabHAn4ETgSnAOZqmTRnaUnnmCmDNUBfCK5qmjQIuBw4M7kEUC5w9tKWS8jhwgnDsLWCaruszgHXAdbu7UB54HKHcmqZ9C/g2MEPX9anAoiEolxM9wNW6rk8G5gKXBN+/a4Eluq5PAJYEf0cLdmVG07Qi4Fhg2xCWzw67ct8D/FbX9VnAzcHf0UInMF/X9ZnALOAETdPmsme8jwoJSpgpvDAH2KDr+iZd17uAZzA6sqhG07RC4GTgkaEuS4TEAcmapsUBKUDFEJcnDF3XPwDqhGNv6rreE/z5KVC42wvmgqzcwMXA73Rd7wyGqdntBXNA1/VKXdeXBf9uxhhojMJ4B58IBnsCOH1ICijBocwA9wG/AaLOwdmh3DqQEQyWSRS9k7pBS/BnfPCfvie8jwo5SpgpvDAK2G75XU5fIxvN/B9GBxAY4nJ4Rtf1HRgWm21AJdCo6/qbQ1uqfnEh8PpQF8IjE4HDNU37TNO09zVNO2ioC2SHpmljgNnAZ0C+ruuVYAgKYPgQFs0Wa5k1TTsN2KHr+tdDWyp3hHt9JbBQ07TtGO9nVFmfgi4bpUAN8Jau658JQfak93GfRwkzhRc0ybGoG+1a0TTtFKBG1/WvhroskRD0E/o2MBYYCaRqmvaDoS1VZGiadgPGlNBTQ10Wj8QBWRhTV78GntU0TVbnhxRN09KA54ErdV1vGuryeMFaZow6cQPGVGBUI7nXFwNX6bpeBFwF/H0oyyei67o/OM1aCMzRNK33U0x74Pu4z6OEmcIL5UCR5XchUWTKt2EecJqmaVswpl7na5r2z6EtkieOATbrur5T1/Vu4AXg0CEuk2c0TbsAOAU4T99z9uIpB14ITgl9jmFhjTan9HgMofCUrusvBA9Xa5o2Inh+BIa1JGqQlHk8xoDj6+B7WQgs0zStYOhKGY7Nvb4A410EeA7DvSPq0HW9AXiPoB/lHvo+7vMoYabwwhfABE3TxmqaloDhjP7yEJfJEV3Xr9N1vVDX9TEY5X1H1/U9wfK0DZiraVpK0GpzNHvI4gVN004ArgFO03W9bajLEwEvAfMBNE2bCCQQRR+tDtaDvwNrdF2/13LqZQzBQPD//+7ustkhK7Ou6yt0XR+u6/qY4HtZDuyv63rVEBY1BId7XQEcGfx7PrB+d5fNDk3T8swVl5qmJWMM7tbuwe/jPk/cUBdAEf3out6jadqlwGKMVYKP6rq+aoiLtVei6/pnmqb9B1iGMf2wnCjcwVvTtKeBo4BcTdPKgVsw/G4SgbeCM4Gf6rr+iyErpASbcj8KPBrcQqMLuCDKrAvzgB8CK4J+RADXA7/DmHb9CYagP2toiidFWmZd1/83dEXyhN29/hlwf3BBTgdw0dAUT8oI4Ing6vkY4Fld11/VNG0DUf4+KuSonf8VCoVCoVAoogQ1lalQKBQKhUIRJShhplAoFAqFQhElKGGmUCgUCoVCESUoYaZQKBQKhUIRJShhplAoFAqFQhElKGGmUCgUCoVCESUoYaZQKBQKhUIRJShhplAoFAqFQhEl/D+AySFozde7gQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# make a much nicer plot\n", "\n", "# set up the figure\n", "fig=plt.figure( figsize = (14, 8) )\n", "\n", "# set projection\n", "# these work\n", "ax = plt.axes(projection = ccrs.Robinson(central_longitude=0))\n", "#ax = plt.axes(projection = ccrs.Mollweide(central_longitude=0))\n", "#ax = plt.axes(projection = ccrs.Orthographic(central_longitude=0))\n", "#ax = plt.axes(projection = ccrs.Orthographic(central_longitude=180))\n", "#ax = plt.axes(projection = ccrs.NorthPolarStereo())\n", "#ax.set_extent([-180, 180, 45, 90], ccrs.PlateCarree())\n", "\n", "# don't know why these do not\n", "#ax = plt.axes(projection = ccrs.Robinson(central_longitude=180))\n", "#ax = plt.axes(projection = ccrs.Mollweide(central_longitude=180))\n", "\n", "# add grid lines, coastlines and color land values\n", "ax.gridlines()\n", "ax.add_feature(cf.COASTLINE)\n", "ax.add_feature(cf.LAND)\n", "\n", "# color-shade SST with 50 colors using the \"jet\" color scheme\n", "# this works\n", "plt.contourf(lon,lat,sst,50,transform=ccrs.PlateCarree(),cmap=cm.jet)\n", "\n", "# these plot as rectangles\n", "#plt.contourf(lon,lat,sst,50,transform=ccrs.Robinson(),cmap=cm.jet)\n", "#plt.contourf(lon,lat,sst,50,cmap=cm.jet)\n", "\n", "# draw title\n", "ax.set_title('SST for %s'%date[-1])\n", "\n", "# add colorbar\n", "plt.colorbar(orientation='horizontal',shrink=0.5)\n", "\n", "# sea ice\n", "#plt.contourf(lon,lat,ice,4,transform=ccrs.PlateCarree(),cmap=cm.gist_gray);\n", "#plt.colorbar(orientation='horizontal',shrink=0.3);" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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EBI6Ojj22bxeJwTnS89raGtzdPXC87BYUbl5YNbfw7bdrmDr1LAACAoL7nZNCoWDcuHHs2bMHQRDw8fE56bp5eceYN28eY8fGsnbtJ3z00eeEhYUN6NhPu1BsbGzk0KFDJCUlnTaRqNfrOXr0KFVVVURERJzR2L0zgVKpJCQkBD8/P44ePcq2bduIjIw8bdnlgYGBtLW1kZKSQlxc3L/q3JsxY8bM6SQnJ4fGxkbGjBlz2n5rdTodqampKBQKEhIS/jbJKSNBYWE+RUWFNP3vMwjwYffbDzNhztXILDr1i729PePGjUOj0ZCeno6NjQ2RkZHdNI7OFmx10mP3Cpj4wnoANF+/j8LDl+aigiF5/BQKBUlJSezevRu5XN5rgktbWxsXXngBCxacz5IlNyMIAs899yi33baY2Niz+t3HaTXvNDU1sX//fsaMGTOsINDBUFZWxvbt27GxsWHKlCm4u7v/a4WKhYUFUVFRjBkzhry8PPbv399R3PtUExYWhkKhID09/bTsz4wZM2b+bZSWllJRUXHaLIlGo5HMzEz2799PSEgIY8aMGZZI/OmnDcybdw46nXYEZzl0dDotkyZNYvaN98DhFDJW3Mm+fclYJU4lI6Ln+o6OjkyYMAE3Nzd27txJXl4e7QnDow9L62hV0v9yeTV2516Gq6sLH7/w+LDCwtoti9nZ2dTV1fV4/aOP3sfZ2alDJLbj4TGwBhmnzaLYnqUTFxeHvb39Kd9fS0sLR44cQSaT/aPaAJ4ObG1tGTduHGVlZezcuZOQkBB8fHxO6Q+LIAhER0eTnJxMTk4OwcH9m9XNmDFjxszAqK2t5ejRo0ycOPG0hPi0Vyzx9fVlypQpw97n3XffxhtvvAtwxo05oVvLEHfvoujAOhxCJ1Oy9pmO157YkIlTzJSTbisIAl5eXri5uZGdnc327duJj49HpVWx/+3FCNcuRhsTSMvbq2nNPsIt993N1Vdf32Mck8lESUkReXm5FBcXUlgo/X0jemA74Wys4yaQObozGcXCwoLExMSOnICuxriPP/6YpUtv7XZe6+o0nH32ggGdj9MiFEVR5MCBA4SFhQ2oK8lwKS0tJSsri1GjRuHu7n7K9/dPxdPTE7VaTXp6OiUlJcTHx59SQS0IAnFxcezatQs7Oztzuz8zZsyYGQF0Oh0pKSkkJSWd8jqJJpOJzMxM6urqRqys3dtvvy6JRCsrDu/djY3NmXVd1z2/jOacVG6elcAdT97WsVwURWr3/kLY4gf6HUOhUDBq1Cjq6urYv38/EwtdWJvyFcJTvyEaDRh0GuwnnMNXd77Ki8e3aWxs4JlnnmDjxk3k5hagUtni5+eNl5cH3t6eeHt7ck1NNW+9eC8yo4jPum0Uh3eeKxsbG+Li4ti3bx8TJ05EqVSSmppCSUkZZ589FYDCwhLuu++/CILAnDln8+67H/V/LIM7fUMjPT29o93dqcRoNJKamkprayuTJ0/+RzT+PtMolUpiY2OpqKhg586dREdHn9LYRZlMxpgxY9i1axe2trb/r2JZzJgxY+Z0o9fr2bdvH/Hx8ac8pKuxsZHk5GS8vLyYOHHisC1/TU06Pv30I5YsuQ8A1debiImJ7bHeDR+DSiu5bT/qaXwbMRaubkF3ZBfa1D2sevF+Zs+e3u319PRsZEoLUuaHDnhMJycnPqiYwrTK73nuiZfAuo7nf85Cc+B3ApZ/SEXGYVxfWk/rrs2ImXuYO/dsXn/9GUJCArG37z1b/NFHRdRJ56M/mg7hiR3LDQYDv//+MwEBQezevYtJkyZz4MA+xo8f2+Ha/uyzNVRX12FjY82LL7729xCKxcXF6HQ6EhMT+195GDQ2NnLw4EH8/PwICAg446brfxru7u7Y29tz8OBBampqCA8PP2Xn0MrKivj4eOku6/hdjxkzZsyYGRyiKHLo0CFCQ0N7zbQdScrKysjKyiI+Ph4Hh4H1CO4Lk8nE/PkXsnXrDgwGA8uW3ctzF3QmVvgVSckfwTkwf4cU46ezhY1rYedEeObhYU+hBw1rPmLbX09ic/HlPUQiwMXr0nBOOndQbvbITHh8nZzVv2/g3CdiENWjcGv4Hb/Xt1C5eR1Vnz7NbZfNY/J9lzNhwksnFYddEQSBC6KC+GHhNOLCgykrK+fOO29n27ZtFBYW0tCgZcaMmSQnH+Tjjz8iIKAzG3rduk28+OILXHTRwNzOcIqFYn19PTk5OSNy59EXlZWVpKenj9gH+N+KtbU1EydOJDMzk71795KQkHDKRJyjoyPBwcEkJyeTmJhoFvZmzJgxM0hyc3OxtLTE29v7lO2jvbtLQ0MDEydOHHLP4xPZtWs7R48e49JLL+Rrl2D+t+wZnjv+WuJ+mHi8jMzow5JYVGmlP/cK6fkjwOqre7bFGw4F2z5j5ccrmDVrWo/X9Ho92vVf4H37ikGNefVqsC9uZJtmPVc6T+D+Rx7hkRWv8tf+b0n97gsO/vYl/v6DP4hPPnmDpqZmjhzJIDn5MDk5OUyYkMCqVW9gaWlJSUkZO3emc845s7n88vM6touJGcXFFy+kra1twNf3UyYUDQYDycnJjBkz5pRajHJzcykrKzvtNRn/vyIIApGRkRQXF7Nz504SExNPmTvDx8eH2tpa8vPzO5qymzFjxoyZ/qmtraW0tJSJEyeesn0YDAYOHDiAg4MDSUlJI3pD/8MP67C2tuazDX9Skv4a7sfTF6ZvAffjSc+2OsmKqFVJj1Xazv8Xr5NE47zZ8ON5J9/PQLn9pWaOavbi6Hhvr69HPvYFSlcv5LPPHdS4k3bAZyVvEu16Fne9uBbPuffx8uoNXDTWh99XvY6f38lrH/aHjY01SUkJJCUl9HjN29uTCy905fDhADw8PGhoaOSbb9aj1Wqxs1MNSpcNOzXqZOVV0tLSCAgIOGUV2UVR5PDhw2g0GsaPH28WiSOMj48PMTEx7Nmzp9d0+5EiKiqKwsJCGhsbT9k+zJgxY+b/E+11aRMSEk5Zx6vW1lZ27dqFl5cXERERIyISa2tr0Om0pKam8Omnqyn0i8VxwY24u3t0rFNxPP+03EMSiSmx8OtsyDmhUIZ7hVTA+urVsOKRYU8NhYU11zkv5a23usfsNTU1E3nvJzSs+RDVGx+TGTnw8/DG3XCsfAfflr7OM19eTX3aDnR7/qA4Zyd3XjcHW1tr0tOLMBpNwz+AXrCwUBAa6klGRgkzZsznq6/WEReXwPr16wY1zrAtimVlZb0ua21tHVaz6r4wmUwkJydjY2NDTEzM38JtaTQaqa+vp6Ghgaampo4/k6n7B6CxsZHNmzd3W2ZhYYGNjQ02NjaoVCocHR2xtrY+48fl7OxMUlISe/fuJSYm5pR0spHL5cTFxZGcnMykSZPMbf7MmDFjpgu1tTW89toLNDbqiIuL47zzLuTIkSOEh4efsmRAnU7Hvn37GDVq1IhVpzAYDEybNpnS0gqWLbuPoKAADpcV4nDRtfh++AuCIKN25au4nb2IirlXoVWBe5mITYMJrUpO1NFWTJ6NNDg2UuGpRefajN6+FScLI2NF2PQe1DqDnaWx2zVWoVBgZWWFtbU1a/5sI6MwnbZpl7JunhLfQpH53wsE50DLzg/5vmEln9/6BgC//rqZpx/6kRqhliZXa/y+3cexMR4nObqeTN8CL+2Em0oe5JlX7+XmmQ8hYOKSac7cdtuHODjY4+BgT1lZLUeOFBAV5YdSOfLXPwcHG1xcVCxYsIAxYxJYuPCKQY8htBeDHCoKhUI8diyro91MS0sLu3btYtKkSSMWy9AVo9HIgQMHcHJyIjR04JlHI01bWxvV1dVUV1dTV1eHIAjY29tjb2+Pra1th/A7Ufhs3ryZ6dOndzwXRZG2tjZ0Oh1NTU1otVrq6+tpamrCysoKtVqNq6srDg4OZ0w4Njc3s3fvXiIjI09ZSZucnBxaWlqIiorqtlwQhAOiKI49JTs1Y8aMmb85dnYq8dJLL8TGxpo//thGaGgYY8cmEhkZxoIFl4/4/rRabUcW9UgmyGzYsI7HHnsMvV5PSUkZX375PxZ9sYu61a93rOPn50ODTM25l36KVlWFbfkW3JWNJIRPwqfRC6syexwKVNiU2WFstcax1BJ5W6e9KycYih/8kb9K5qFVwYeLRQwGA0s/byFwfyYHKz7A1kXGqLHTwNhMZsp+Sgo0NOdbsz9nE7/tWI2Dgx0XLXiDouLdzIt/lDLnVoqXLCB7Qk9DSWSmFC85cWdnVvbOiZJV9PHHof7IDq4snEysLIF0Uypbd31PRERP3VJd3UhhYRUxMX4olSMfESiKIt9/v5XNm//kvfc+wNq6M5xsINfYYc/I2tqKjIz0DqF4+PBhoqKiTolINJlM7Nu3Dzc3N4KCgkZ8/P5oaWmhtLSUsrIyTCYTarUaLy8voqKihmwJEwQBS0tLLC0tezQUb25upqqqitzcXOrr63F2du6ofXg6eyZbW1szfvx49uzZgyiKp6Q2ZVBQELt27aK2trbfxupmzJgx828hJCSQl19+AoDly5eyd282LS013HbbHVRXV3HzzbeP2PWg3ZKYkJAw4omh6elpHDqUSlhYMJMnj2f8+DHM/3YDHwF//rkWURTx8PDg5de/JMr9L7QtrRyuyGP9wZ14tCVwftOkbuOpujRvae92EpwDZUa47yVJsC0vF4hJUWA68CH/LV7Bf5+5g/DwEG55/CvcJp6H2iORCdYirnOVXGZxPlv/V8rbG1YQYT+PBdcfIXOMDW7AhL9gxY+d+338cZj9K7y0urPjCkgC8fBoySU++jAsLnsagNnMxlGw71UkAqjVdggCpKYWEh3tP+KWRUEQmDYtHoPByPTpU7nzzttZsOAKrKysBrb9cC2KlpaWYnLyfkaNiqGsrIzS0lLGjBkzrDF7QxRF9u/fj4uLy2kViSaTiYqKCgoKCjAYDHh5eeHp6TnkZucnWhQHiiiK1NTUUFpaSk1NDe7u7gQEBJy2VoggWVF37dpFdHT0KXFDa7VaDhw40K3Kv9miaMaMmX8z8fEx4l9/STFlGRnFqNX2uLrak5aWxe23L0OpVHLZZZdy2213DatQdVNTU0f3tFNRasdkMnHkyCE++OB9dLoGXn75CURRxGQSqaiop7KyHktLBU5OttjaWmBlZcHEKfcR4jiWp01PEpIredS0qs4M6HbalwH89NkG4pbOo9iqmg+1r7GpeiXO1t58ue25XrOLDQYDz03cyvqGd5g8ehxzZsxFpXJFme5LncYb24IGHku/BA+3WKLcziLO4xx8qixwr5DiJKHTmthuUfQol4SiprEYDRqKxELeNb3Fl7Vv9HmOqqsbKCqqISbGD4Vi5N3Q+fmVpKZm8OSTK8jNLSA/PxdfX/9Tb1HU6/UEBARhMBjIzMxkwoQJwx2yB+2JK3Z2dqdNJBoMBgoKCigsLMTV1ZWoqKhTlpgzEARBQK1Wo1arMRqNlJWVkZycjEKhIDQ09LRY4SwsLBg3bhx79uw5JaWIVCoVHh4e5ObmEhISMqJjmzFjxsw/mZqaRkRRxNVVaoEbFRXO779/y6+/buHDD1ezZ88evv567ZCsi21tbezdu5fY2NhTVo9RJpNRW1vDtGnTuPnm27joovPw9vanvr4Jd3fHXt2u3359H1MmX0Fu4OV4qKSwJJ1tpzCD7qKxSqyiWWxiXLkvLaYmZrpcyg/bPyQ0NOik5+W1195ndf63eFsG8sMf6/hr2za+mnAQ/agCZBO3YiVYkpt2kDDLmWxMe56P9tzEb4E5uFepuonV9nm0u6FVWlAJPvjgg4jIAXE/T7m8T6DnJK5Kje51Lmq1PaIIaWlFxMT4jbjn8L77HuSCCy7BxsYWo9HIW2/1LVzbGbZF0cvLSywoKCA7OxtbW1sCAgKGNV5vZGZm0tbWdloSVwwGAzk5OZSWluLn54e/v/+wmnWfyFAtiidDo9Fw9OhR2traiIiIOCWWvhNpj2EZN27ciAdTG41Gtm3bxrhx42hpacHFxcVsUTRjxsy/lpiYUeLmzd9z6FAe0dF+WFr2LGvS3NzCeectYuLECbz22tuDumYZjUZ2795NSEjIKW15m5y8n2nTphMYGMDMmbM577w5+Pu74eKiOul13WAwEOA7hR+9kwlu86HSWE6Rv4yIOreOMjnQ+b9arGbbZ39iqzIQFOSPp2ffx1NYWExsrFTke3bIbbTNnEr2dyv4ISAFeUMT35a+wuHEPVw+7woip/uxbdtWXln+OT95H8GlwoCzbuAhdr+YfuYv8Q8+E1eTUb21TxFYUlJDQ0MzERHeI6Z5CguLSUg4m1WrPsbOzpHzzptHUVERAQEB/V5jhy1XbW1t2LJlC+Xl5fj5+Q13uB6UlJRQX19/ykWiKIoUFBSwbds2FAoFU6dOJTg4eERF4qnA0dGRxMRERo8ezbFjx9i7dy9arbb/DYeBSqUiLi6O/fv3YzAYRnRsuVxOaGgo27ZtIzs7e0THNmPGjJl/GgaDkQMHcnBwsOlVJIKUK/Dddx9z5MgR5s6djUZTO6CxRVEkOTkZb2/vUyoSTSYTjz/+X1555UUWLbqaPXv2kJAQdDw27+TX9UOHUnGy9sJD6YOpsZ6xpZ5cvMudyEyBZMf8Dqti+3+1oEaOnCNH0vsViQBbt+5CqVRy11038fW+e3Dxi6O6PoezUpyZnuvLLusjPPXKPcxdnIiNjRUREbGce+FsxuaqCKlX86XF2o5998cc2TlcLrsSS5lNv1rG29sFpVJBQUHVwAYfAD4+Xjz++P3cccfdFBQU8MMP31NYWDCgbYdtURw7dqz4xhtSJfCmpiaioqJGzA2q0WhISUk55W3e6uvrOXz4MM7OzoSFhZ3SfY20RfFEqqurSU9Px83NjdDQ0D6TbC7/WoqxeP2uoe2rqKiIsrKyEeusYjQaOXbsGGVlZcjlciIjI3F1dTVbFM2YMfOvJS4uWnzhhRdRKuWoVNYEBLieNDNWr9fz8MMr2LJlJ2+99SazZ8/tc+yMjAxMJlO3ahMrVjzBrl27mTdvHsHBwZx11qxhlS0TRZG33noNudyCKVMSiI2dhCiK1NUd7XO72xZs5as/bmSR7c086/weVo0GvmxbyVdtKyk1FXOz22NUGIq5w3Ip6ibrDqvij6vXMf/y+ZSVpWJl1X99ZZPJ1M26J+UD1NLU1IKfn3ePdQsLq6mqqqf4f3Ys23AFFzgv5kH5I/hXdO6rq3hsf2wQDeTXp3BB43S+++Vjxo2L7/e8pacX4erqgJvbyIR5tbS0kZVVQllZBU1NrTz++H8pKio5PTGKSqWSMWPG0NjYSFpaGkqlklGjRg054QOkYp+HDh1i7Nixp0y4mUwmsrKyqK6uJjY2Fnt7+1Oyn9OJWq1m8uTJ5Obmsn37dmJiYnoV7vM2grtO+hA710Gt0+D35evrS0NDA9nZ2YSHhw95zqIoUlpaSnZ2Nn5+fkydOpWmpiYOHTo05DHNmDFj5v8Dra0GAgPdUavtqKysJyUlH09PJ7y8nHvcoCuVSl588b/88MNP3HLLfwgNDWHp0qXMnDkHhUKB0WikubmJdevWcOhQCvb2zuzatY1Nm37tEEsbNvzI7t37+fHHn/Hy8sDa2ors7Jwhxcs1Nzdz6NAhPDy8WLp0KRdd9BOiKPLkk8v63G7t2o18+ccS3nD+nPNtLkNn0qISVFxteQNXW96AVgURxSrCXCawpuIDnnV8l0XM5WfTT+jRYyuoKC+vICCgfy/niccl5QP0HsIlk8kICHDDw8MJmyVlfHP7hyz9z/skFYZwg+cyLtSfR77hKLvs00lVZFDQlEltWzltDVW0tTTghBM++HL4cHq/QlEQBMLDvUlJyUelssLGZuhNRYxGE0VF1dTWNhIQ4E5sbCAFBVWsX/818fGT+91+2BZFPz8/8f3332HOnLkdJ7yiooKMjAw8PT0JCQkZ9N2IKIrs2bOHwMDAU2YO12q1JCcn4+npSXBw8GmrUXiqLYpd0el0JCcnd1gXBUHAr0h6rWtKPwy9BZIoiuzatYvQ0FBcXV0HvX19fT2pqanY2toSGRnZrcPOoUOHiI+PN1sUzZgx868lPDxM3L17Y8c1ymiUrFp1dY0EBrrj5NS777OtrY1Vq9awevU3HDuWx+zZM9m//yDl5ZXMnTuLefMu4vHHH8fGxpoff/yR8PDIjm1NJhM33HAt3323joiIUHbu3DfoMKyPP/4Ag0Fk1aqVJCcnM2fOWXz00Ws0NDSiUtn2qQseeWQFW7/KxWBqQ9daQ3lLPjFWiXzu/DO2MhV5+qPMr5zEjztW8vVSLav23oGn4EWa/hDr1q1j+vTek0VGElEUqaysp7i4hq/3q9j86QtUFO1DrY5A5TeKq85XExYWhIeHG2q1M46ODkOyzGq1LWRnlxIbG4BcPjixLooiVVUNFBZW9bi5MJlMHDyYy6xZ5/Z7jR22UAwI8Bebm5v45puvmTZtRsdyk8lEXl4ehYWFhIeH4+npOWAxlpubS1NTE9HRp+bNLikp4ejRo8TGxuLkNART2jA4nUIRpPchMzMTjUbDmDFjCK20RKuSLIjtxUJheL0ym5ub2b1796CKrLe2tpKRkYFOpyM6OrrXDOrm5mZsbGzMQtGMGTP/WmJiosRt237osbylpY3c3ApMJpHgYA+srbv/9qakpPH0068ya9ZUHn54BUajkauvXkhzcwszZszh/ff/R3l5GTNmTOGXX/7i8ssXcujQIUaNiuSWW26jurqK/fv38sADj/T5u15ZWUFu7jEcHBxQKi347bdfqKqqRRAEoqP9iY6OQKlUYG9vN2CrZHl5JZGRk/C0C+Ojr59g/PgxLI5+leSq33jDaTWLq+dxyfXn8sgjS7CysiIz8yirV6/h44+/4Pvv1zFt2qkXiu20tLSRmVmCWm2Pt3dPK+9IUF5eh0bTRESEd/8rH6exsZmcnHJsba1OGq5QWlpLVFTSqReKsbHRoqenG9dccy2LFl3b4/WBCIKuNDQ0kJyczOTJk0e8nZsoimRlZVFfX09CQsIpjUU8GadbKLbTbuV9wCuBvWEj72IvLS2lpKSEsWPH9vlFMZlM5ObmUlRUNKAbCHMdRTNmzPyb6VpHsTc0Gh25uRU4Otri56fuqL+XnZ1DUtI5AMTGRpOTk4etrQ3Tp5+Fvb09ra0NPPfco1hbW5GXV8Arr7zH7NnT2bx5Jzt27MHGxoaqqhoCAvw4diyXpUuXMG/eBahUdvj4+KHX67nlluv59tvvCQz0Q6drQiaTce+9S1GpLJk8OR5Hx6Fda0RRZOfOvSQljUGjqUepVPLW6E1s1H7NkzYv8R/tlfzvuxdpbm7hqqtuo6joEEajkYYGLfn5GqZMGTWk/Q4Vk8lETk45BoOJsDCvQVv+BkJ6ehFubg6o1X2f07Y2PXl5lbS26gkO9sDW9uRFtU0mEy4u4adeKI4aFS6WlJSRlZWJh4fXSddrdzGqVCoiIiK6uRi7Tnr79u3ExcWNeLyg0WgkOTkZa2trRo0adcba4Z0poQiSCD948OCI9u/syqFDh3B2dj5p9vtQQhLMQtGMGTP/ZvoTiiAJq7KyOkpLa/HxccHd3RFBENBqdXzxxVq++05qK3LFFZcQGRlLYmLogKx7e/cm09ioxcXFiRUrXicnJ4+6unqioyNRKBTIZAKffPI6dnYqmpvbSE8vIjDQDWfnkak5/N//vsDbb3yMESMRsih+lv2Kl+DFdtM2LjNeQg01mDDx/fcrmTZtIgDbtqWfdqHYTllZLRUV9aekb7NebyAlJZ/Y2IBerYMmk4ni4lqqqurx93fFxaXvjPJ2nJxCT71QVCoV4ssvP49cruDRRx/n0Ucf4p57Huh1XenDXEZWVhZ+fn4EBgZ2+7AePXoUk8k0rMSI3jAYDOzbtw8PDw8CAwNHdOzBciaFIkgW3r179xIcHIyX18mF/VDQ6/Vs3769hwu6sbGR1NRULCwsBp3kZBaKZsyY+TczEKHYjsFgJD+/isbGJoKCPHBw6OzcJYoihw7lExrqgUo19ERTvV7PN9/8QEVFNXfeeQNKpZLGxmayskoID/fGzm7oY5+I5BK/GYA0hxJCmzqvWaIoYsDARvFHbjPezOufP8XcuWefUaEI7X2bK4mK6r3m5XCoqmqgurqByEifjmVSlnYjBQVVuLra4+PjMqjEo4EIxWFnPYuiyNatW6mr01BXp6GkpPik6wqCgJeXF+7u7hw7doytW7cSGRmJu7s7TU1NlJSUMHXqVEwmE9AzG2ko6PV69u7di6+v7ymp8/hPw9LSsqNvs9FoxNe3Z0ujoaJUKgkLCyMtLY34+Hja2trIyspCo9GMaNkkM2bMmDHTE4VCTkiIB01NreTklKNQyAkKcsfSUklJSS2OjjbDEokg/c5feeWCjudabTNZWaVERfn1iJMcLnPmnMXhw1t4IOk1btFdyau8xmhGIwgCgiCgRMlFwsV4483MK6czZdY47rzz3hGdw2BRq+1QKuXH+zaPrFh0dbWnqqqe2tpGnJ3t0OlayMkpx8JCSUyMHxYWpyacbtgWxZiYSHHx4iuorq7Bx8eLNWs28Ndf2we0bXNzM+np6bS1tWE0GomIiGD9+rUsX/4YM2dOZ/Xqr4Y1t/aK8wEBAXh7DzwIdCS54WPpf8Xx5O37bDdzq8f0jhZE7S1/oDOxZO182Dzt1M7LYDB0ZJaPpGVRFEV2796NnZ0dVVVVBAcH4+vrO2RXv9miaMaMmX8zg7EonkhNTSP5+ZU4OdlSW6slPj5oROPntNoWMjNLiIrywdp66OVb+sNgMPBKyHrebXiOj2UrmSc7v8c6e0x7uMR4Ae989Q5Tzors8Grp9Xqe9vgfjY5yXsn5zymb44nU1zdx7FjZiIvF1lY9R44UYG9vQ1NTK0FBHtjbD138nxaLokKh4PrrFwGSW/Opp17hoYfuY/nyx7G17btkubW1NWPGjOHYsWMcPXqU0tJStm3bioeHG4cOpQxrXiaTif379+Pt7X3GROL0LXDrryLuNUa0znqqPQzUxRt54jMtol6JTqmkpa0JlzYVHuXSNuUecM0quDtl6IWwB4JCoWDcuHHs2iVVph9KaZveqK6uprm5mYaGBmbMmHFGEobMmDFjxgy4uNjh5KQiJSUPg8FEbW0jarX9iMTot2f7jhp1akUiSNerbLIxYcLTNgSau79usDIQaz2aZEUqO4UtzI5YxJUPXYS7u5px4xJ4y/QGVrVWLNw1lvj4mAEV4h4uDg42BAd7kJZWxOjR/h1JRsNBFEWqqxtoazNiNJqIjQ04LfkWI9qfztLSkt9//5ZHH32O+PhYfv31VwICgvvcRhTFDpfz4cOHiI0dS0VFLV5ewxMuR44cwcnJaUR7T0/f0relz2QyUVdXR21tLesz6rm7Wof1NBFjkwKlUYm9pRzBphW1XwYGqzaMqmrqW3MpaZFhEZJEaV4FNqU+BItjKPfof3/DRalUMm7cOHbv3k1CQsKwEoh0Oh1paWkAJCUlkZubS0VFBT4+Pv1sacaMGTNmThVNTa0IgkB8vFRkubS0juBg92G5oA0GI+npxYSFeQ6rEPRAOXw4jZ2639gVVIClVwvZfpk0+tfTrJYUo7xFgbJJgWCQoVQoefqOZ6gwVtBWI/Lzxr0sW7oM3wI/3nhgFceyj3Lz01fi7e3B5MlJ2NuPTOJNbzg62uLr60JGRjFRUX7IZEMXdXV1WvLyKnB2tmPs2GAOHy5ArzdiYXHq2wwP2/V8MrP4hRdew6WXXsbtt9/d5/ZFRUXU19cTHR1NQ0M97u4eXH75ZVxzzbXExMSgVqsHPaf8/HxqampISEgYEbV99xtSqzuVVvrbMQk+ul56zWAwUF5eTmlpKQdqmyiyckRZ7IJ9vgNj/lCxNfMjxogJyD28aXtyJ5aWtmy8ai/r61cjc3DkgacuZeXKr2lrgtExifgFu+Lg4MDRtEIEXTzhbtcgCAJ3vT7swzgp7dnQEydOHHAdxHYMBgNHjx6lsrKSUaNGdVgmW1tb2bVrF1OnTh1WrKnZ9WzGjJl/M8NxPQOkphbi5+fa4Z7UaqW4NmtrCwIC3AYtNERR5MiRQry8nPot1TIStLbq2bPnCLmp5Yy2jMMh2wW3NCfs8x2wrrZBMEnX+LWm73jL+Dp3fHU75151AdaCdLwlsmKK3AvxC/KjLqKWwpACyjSl7N+9H51rHe+889wpP4bCwmpaW9sIDR18mFdzcys5ORXIZAJBQe5YWUnX6IoKDVptC8HBHsOa22lxPZ+M7Owcpk6d3vH8iy9WMmXKdHx9/TuWSbWHcpgwYQIA9vYOfPXVSvLzCxk3bhxpaWnk5eURFRWFjY3NibvoldraWoqKipg4cWI3kehXJHUj0aqkeMHYFOnxr7OhrRfvqF+RFDsYnAOzd3bGD4L0+C6ZlnG6HKztaqnVepJmG0G5lT2jt0lictvhd1h35Bd21KzHzk6FvECO49323HHH3TRdmMW7lzzJ+PFjEASB0NBA1q7dyL33XsfWrbuZMiWJdbnxaL12Ye32JXLdJBZ97YtrhYwKd7DVSfvYOVF6PFyro729PeHh4Rw4cIDx48cPSFyLokhxcTHHjh0jICCAKVOmdBOElpaWeHp6kp+fT1BQ0PAmaMaMGTNmBk1jYzOiKHaLYVOprBg92p/q6kaOHCnAzc0Bb2/nAd/QFxRUYW9vfUpFoiiKaDQ6SkpqaW3Vs/bD3wnbF0l869SOns4n8onpQ9JJQ4YMJZ0XdW+TD95lPlAGXjt8iGI0TW46TEkiVok2ZGQU4+PjMqLZ2ifSblWsqNDg7u44oG0MBiOFhVVoNE0EBbnj6Gjb7XU3NweKi2toazOccqviKbMoLlmyHKMRnn56Be+88xaffLIKhULBunVrSUqS6h0VFhai0+mIjIzssX07VVVVpKend7Sh66uNkF6vZ8eOHYwbN66bsPQrgqBcSeCptJATLFkI2/ltVudzW520XnCOJCbdK7qv2+KqpejCDLSubThvCcEy140mG4GcYEl4uleASTRx3XcqFlx2LvX1jSxffg9ubmpMJhPp6aVMnRozoHP7889/ctutD3LjNY8QkzgKbU04mfiDIMf/6z18UPwY5yY9QYDn+BGxOKanp6NUKgkNDe1zvdraWtLS0nB0dCQ8PPykVsj2cjnTpk0bslXRbFE0Y8bMv5nhWBRPtCaeiMlkoqiohurqBgIC3HBx6dsNW1urpbi4mpgY/1MSGyeKIrW1WgoLq7CxscTOzoL50x4gosmXb9o+73OfrWIrv4u/If9c5Jyreya7nMgjxocoFAt4Onsp5eX1mEwiAQGu2NsPzCg1WAwGIykp+URE+GBre3J3vSiKVFRoKC6uwdvbGQ8Pp5Med0WFBp2uhaCgoVsVT0sdxZN9iOvqNPznPw+wa9deLrjgXO6//zY2bvydlJQMvv56bUdZnaSkJKysTl45HKQPc0FBAfn5+YSEhODj49PriTtw4ADu7u4dcXGJ+zutb+24V4CuizCfuFMSeB7lne5lW113cQhgtNJTOjeTJj8NXhsi8UxRo+2Sq6OzlSyVWhWk1+7gpYzrycrb2Msccxgzpu+4zXYMBgM7d+5jz54DfP75WiZPPouEhDjWfP09mQfTsbdyZ6bFOdwW9BIv3QdfXTagYU+KyWRix44dxMTE4Ojo2OP15uZmMjIyaG1tJSoqakAxjenp6djZ2Q25DI9ZKJoxY+bfzFCFolbbTF5eJTEx/v2u29qqJze3AoPBSHCwR69xh+0Fn0ePDjglFqymplayskrIycnl10f+ZE3lGqY6XoChWcsm4wZshIEJuJ9X/8g5V8/rd71asZabjTewTdzCbOEcbvnjchQK224lhUYarbaFo0dLiY0N7DVesb6+idzccuztbfD3d+03AUYURQ4ezGX0aP9ei3APhDMqFNsxGo0dHTiyso5x8cXXceRIKgaDkbKyMuLi4ga8r7a2NjIzM6mvr+9Rl6+0tJSysjLGjBnTsSxxv2QZbBeLwTmSmMs5rtPcK+Dq1d3dyr1RG11B3sJ0vH8Nxn2nL4LY+Qa3l7hpd2lrjQ3c3jqO2267rlutqXYGIxR7zKO2DplMwbFj5VhZWZCbm8l9i5/mJ49ktKEerJ0PKbHSPDIihrQLtFotBw4c6OZKNhqN5OTkUFpaSkREBO7u7gO+m2xpaWHv3r1MmTJlSHegZqFoxoyZfzNDFYqZmSV4eDj2cFn2RUNDEzk5FdjZWREQ4NZNqGRmFuPiYoera99teAeLTtfETz9tR6cx8f7/3iHkWBgKFMQJ8RgxcrXsWvyF/sVuOwMViu2UiqW8a3qbfeIevqt9r6OkkLe3C+7uDiNuOS0oqALA378zYXcgQv2k8y+txWAw4uc3tATgMxqj2E7XNm1hYcHMn38eU6dO5s033yExMXFQY1lYWDB69GgaGhpIS0vD0tKSyEiplVBWVhYTJ0486baxKZ31CtstgTrbTnd0V9pfN8lN5C9Ip8lTS8zLE7Bo6NvyqbOF9QmPEFcRxaJFlwzq2AaCs7MTAGPH2lFZWY8mI4qxYWO4/9i1NDaLNGpdsZl5ARbTp3DeMU/sdAJaFfx43sD3oVKp8PT05NixY4SGhlJWVkZ2djY+Pj5DSkyxsrLqqKl4KtoGmjFjxoyZ7uj1BpqaWrp1ZhkI9vY2xMUFUFFRz6FDeXh5OePp6URtrRaTSRxRkZiZeZTfzk/GYYkdRUeKmLFuFvtNKSgVp7ekmpfgxcOy5fgZPKmurkGtdsHBwYbc3ApqaxsJC/MakdI27fj6qjl0KA+12h4rKyVFRdXU1DQSGOiOs3PfJQV7w93dgeTkPHx91aesVM6pz6vugiAIPPXUgzz33FtkZ2cxY8aMk65bWJjPwYP7ueiinlY5e3t7xo8fT0VFBXv27EEmkxEQENCjf/S+seDnDrN+6x5r2NWtfLLAWL1tGxm37scp3ZWob6KwaxS6uZq7bt9uTcwJhrq6Wkwm8ZTXNnJzc8BunjXXa24g7c9swq5xpKqqhvXr32HLB3eS3Wpk0oUvYhsSy+VaycqaEyydk764+w04MjqE5abNVFRUYGdnx4QJE7qdW78iyUo7UKtlYGAgaWlpvPfem3zyySp+/vlHwsMHFqdpxowZM2YGR1mZps/Ytr4QBAEPD0dcXe0oLKzm4MFcDAYTcXEBw56XVqvjfN/FHOEwSRETuO2R/6D42JLrMm6UspRPfUnAXrEWrLHCioYGLWq1CwqFnLAwLyor60lJyR/RWpEymUBwsAcZGUWIInh6OhEfHzTk0jlyuRxHR1tqahpPWYLRsIVia2vboNYXBIFZs2bx6qvvMGvW2QQGBtPUpEOptOgQIyUlRcyZM5vCwmJ27Qpm9Oj4Xsfx8PDAxsaGPXv2kJ+f35Fp2/7liPkuG1evADzKLfp1L3dFbtnMwaV78P8hAv8dnUGi7aKwN9oF5/33P0hS0gTeffeFge9wiFhbW3DW9VF4TnRApbLCz8+Va665FIBNm35n+bPfU/bjg9i5BmMythEy4WoWn3U7PyxUUuvU+5hKWSvTmzMRrATkcnmvoQHtrvz2GND+sq4dHR0pLS3hyy+/oaiohM2bt5iF4v8zBEGwkclkZ1la+kyVyfR6k0mqtC6T6fUAXZ+f+Fgu1+mMRltbmUyvF0WlUqFoajIapXUEoa1NFC0sTCalsutY7dv2Np40joUFiKIg9L2eILSd9AdMFC0s+np9kOdHaN9/12Po+lwu1+mkeUvH3dsY0rxOHi/UPmej0dZWLtfpelunqak+y2Qy/CyKYv1wjsnM3xNRFKmsrB+2sJPL5QQGuiOKUFPTwLFj5QQFuQ+rTV99fQMlFHNsfD75l+SQ8Nw4rGvPnEDsyhWyK7ln7FN8U/Z2hxZxc3PAxsaCtLRiwsK8htUBpZ3Gxmby8ysxmUT8/V0HnAXdF15ezhw7Vv73FYqZmUdZsmQ5999/O97env2uL/3GKUhIiCQxcRyCIFBbW8eMGVOJjo5Cq9Wxbt16HB3taWpqxsGhb1N3VlYW8fHxqFQqMjIyyM/PJzo6moMH95K6YBZjJ9zJaL83sD3+k9ku6NpjC0+kyU3Hwfv2EfPBaJyO9t2buF00trfns9XBxo0bOOecmf2eh5FCLpcxapQv2dml5OVVEhjohiAIzJ17NnPnnk1paTlpaVnY2Fhz8wOfUJrxJzFhP8D07t9Mk8lEXl4e/hGFzI8Mw8trNLt370aj0fRIbMmI6BSJA2XUqFHExIymsrKKYYbFmvmbIAiCg7W1/SJra+d7VCo/X1EMtdTp1IL0q9/1TqSu37FsbGSMHavC29uCvXsbOXasdQAzcOp1bHd3JWef7cC6dbXodKZBb38iMTHWHDnS3O96J0MuhwULXNi/X0tOzkCOq3e8vZVMmmRHfb2RPXu0aDTGIY1jZVWHUpnd6uTkV2Uytb7f0FD5P1EUK4c8MTN/K+rrm7CzsxoRd6leb6S2VsuYMcHU1zeTkVGMk5Mtfn7qbmFlA+Wr0X8wZ+I5FM3LZ9wzE1DqRrY39HB4TvYii4yXcYfnk7xf/RQ5Ofl8880PLF16G1FRvqSnFxEa6jnkrOi2NgN5eRW0tOgJDvbo6Aft5jb8OEgbG0tMJhOtrfpTkoQz7GQWBwd7cdy4BOrr6/n11zX9rl9bq6WmppHQUM/jaeBVjBo1mYSE0Vx44TnIZDLmzZvFpk2/8/zzb6HRnPymV6PRkJGR0VGHsX1ZWloa68q0/O/6hfgrE1jjtrkjo7kvWh1b2PfQbqLfj8Uxt3eTW1eLYlehWOEOE1bVEBkZwTfffEhsbFSv2w8nmaUvRFEkO7sUKyuLbkGyXTEYDESGnE/YY59RtDCJwuOJyBUVFWRkZODp6UlwcHBHCaL6+nrS09O7nd+h0tbWxi+//ExmZhqLF9+IWj2wwFtzMsvfC0EQFHK58jwnJ9/HW1oMkXp9jGVraxTgMsiRpLaaVlYwf74FCQly1q4tZ9cu7Qk3EiLQBpQCFUjCTgdoAD1gARgByWXg6zuVe+65jhUr9lJd3QrUAxsAD8B0/HlvPwSLAEvAGegeS/vSS/7cd1/BII+vOzY2Mh57zIcvvqjm8OGmQWxpBLpfkEePtuHyy10oKGjjyy+raWgYmmCEBpTKdKysjrQplYZCna7q6dZW3TeiKA5dFZsZcQabzHL0aClqtT1OToOPdzuR/PxKLC2VeHpK10NRFCkrq6O0tBZfX/WgRc55s67lv5c8zuRnp6NsPjWxiINNZmkWmzuKc/9i/JklpjsY5zCHUl0WWwx/YIcdedX70OuNpKUVER7ujUrVd75CV0wmEyUltVRU1OPv74pabddxznJyylGprEbEqlhSUoMogo/P4H6LT0syi4eHJzt37uXmm69Br9f329u3qqoeDw9HoN197IafnzcGg4Gbbrq6owfj+PFjsbPrO1vr6NGjhIeHd1vm6OjIxIkTUR1OwefJJ6naocVmnwnoOwnDaGHg4NJ9RK6KOqlIhE73c1fB6F4BWhuRu+++nXPPnXlSkXgqEQSBsDAv0tKKKC/XdJzjrjQ3t2CNFT6HqilaKGU4p6amolAoSEpKwtq6u1ndwcEBmUzWq1VxsFhYWODq6saMGTOxtR14Fp6ZvweCIHg7OoY/q1R6XWYwRFtUV09F+vkQkERfyfE1B95XfdIkBQsWKPnllzYeeCAHk0kEagFbQAkcAHq7QAYzY4YnXl4efPbZTiQRKX1e77nnEl5++Ruqq1uQRFYLoOe5564lIWE0Pj5eFBWVMmfOpSeM+UWXx8/3sk9vIBxYBewC0uhsOGsLPNbL+h8AWwBoanqGZ5818dhjXrz6aiHFxf15tI3Aw8cfK4BEQBLkhw97cfhwERMnqnj8cR9++62eX37RYOphPD3xvSg54TVv9PpI9PpLLKA8BLZ9qlTu/9DVNeiH6uq8h0VRzO5nkmb+ZoiiSH19EyEh/Xv3+sNgMFJd3UhCQmDHMkEQ8PJyxtXVgYKCyo52gP1Z2URR5NNJv7PwhoVMeHrKKROJg+V243/4wPQ+G+W/MEs2m9XiSnLIQVb/O2OEsWgUOuYZz2Ge62LeP/QsgtBCZmYJMTF+/Vru2mtC5udXolbbk5AQ2CMZ1NdX3VH0fLhWRVdXB9LSigYtFAfCsIWinZ0dn322kldeeYW4uBk89NBdXHrphbz00jvcc89/sLbuVN6iKNLY2ExYWPc2NlddtYBXXnmfCRPOZffun8jOzuXaa+/k/vuXnnS/Op2O1tbWbiVy2hEEAZXKlmXLlvHNN1+SNXUrQWtGodrde9atiMjhWw/h86cfLmkDs3R1tU5qbA0sT7uEtuYivv32owFtfyoQBIHISB9SUvKxsbHo8eX9YGoyvnpPJjjPwL04lYN5tURFReHicvIPVkhICMeOHWPs2O43HJGZnY9V2v6TZAA8PDwoKysjJCRkUMdl5syhUCgm2NgErRSEsFCNZhowHsmKdyIDFYgGXFwK+c9/nNBomnjssR9pbNzWZYyuYuZkP8Q5/Pln96BjmWw6P/zwML6+rixePLfPGXh6ulNXdxSQisK7uY06/spSIBYo6zKf+cAeiJ8OqizY9mYvIxrpafkrQRJ3dYAP4E19vcjrr7dyzz1+PPJIMy0tInAEsKPnOZUBNyOJ5QNI4nTX8decgTns3DmV/fu1XHqpE08/bce771ZQVNTX71df75EHsBC9fr6iuvrgJfD7JU5OgbmNjSV3G436jX3FRZr5+1BXp8PBwXZEkilLS+vw9HTstdKFUiknJMQTna6VnJxyLCykeMbexFNlZTVHj+Yh3NxKyQulWOkGbo071cwS5vAB7/OY8RF+FX/mSuFqDor7eUq+gvkyqXLJL/I/GGuIIzF2NgEE8mv+16SnFxMb63/SKiBdz0t09MlFpYWFAgcHmxFJRLGwUCCXC7S0tHW0+RspRiTr+eKLF3LxxQvZu3cXF188n19++Yuff/4LURR55JF7OtZraGjGzs66x4f4vvtup7ZWw7vvfsq6dT/x2mvv8cgjD3LLLXecdJ+5ubkEB5/chevh4UlbWxsff/wRz+d+SclF2VROyyNyZRS25d1N8sUzClE0K/D9q/9aTe2WxK6xjh82vkqDVTN/bvqiz84xpwO5XEZkpA/p6UXExgZ0i1NJ1R9g3nnzCY7ejSY3iCmLovr9QXF2diY9PZ3m5uYOi2NkZt+JPSfDw8ODAwcOmIXi3xxBEAQLC+s5CoXnZ0bjGJfGxvOBwH636x8TkyZ9wIIFC/jkkw84fPhwl9emA5uPP1YABiTXcm/MRYov/Pz4cwsWLhzFu+/u5733Fg5qRm5ulx9/9DDgQKfnwRsYd/yxCOVAXDjMqIA/PUCpAv3lwGfAsyB06WkvNgN7jj/pWpuqhMJCW3744S9uuUXO66+/fHz5KDqth13xAXyR3PqHji+rRLK6fgl8RVubks8+kxEYeDt33jmRbdsMbNjQ23l7BshAEoReSMLUFzgL6HqBkiMJ3EQ0mvIgQdi4wcoqR6tSeS/R6Uo/FUVxqH5uM6eB2tpG1Oq+u6sMBCkhRkNcXN/fe1tbS2Ji/Kit1ZKaWohabY+vr0uHgKquriE8fALLly/nj5/+4OHKx/pz7p1WLpJdzOOmp1ghPoWn6MVv4q88Iv9vh0gEUApK3pa/x2Exha/FL3FwsMXV1Z7c3Ioellu93khBQSWNjS0DsrRCeyJK2Ygkori42FFTo8Xbu+/8isEyoqpm3LgJfPXVl1x00Xx++mkDV1xxJYIgsGTJLdjYWFNT09CjRZBGU88DDzzJd9/9iL29HcuXr+Dee+/mpptuO+l+jEYj1dXVREdHn3QdpdICQRBITU0jMteBu1veYonT5aTccRCnLGdCvgtH2aRE566jYHYeEx6bPKBj7C3OMVN/hJufPuuMi8R2rK0t8PFxISennPBwyYqg0ei4aMVYane2EvPCZDwdlLy5F1Zf3bc1UBAE/P39KSws7HDzn6wsjl+R9L899vFErKysjgfctvYoZWTm74FSaXm2vb33apPJz02rvVgmiYrh0AasQy7/ieuvX4yj40SWL38Una7rF8mKTiuexfFtesMDuINOS6MX0ExAgD2xsV4sX34377xzyYBrff722xagXaw60Glx86a79e34zVQ54OEGi03SVADK/9f5Wsd/ayifDmWbTxjHGwhj61ZITFxKYuJV7NvnAkQgxVyWA6ORYiX3I4nQPMLCgrjjjiUEBvoRERGCWt3pAXBy+hO4hby8l3n44Y1ce+2lLFvmxhtvrKG5OQdJ7M4G4pGEYnmXye4+fg5PVs/WA1G8gZaWWhVs+tDOTnxRpXJeotPVrTZbGP+e1NdLfYGHS02NFkdH2wElxAiCgIuLHU5OtpSU1HLwYF5HLN7WrbuZPXs2mlINWw7v/FuJxHYekD/Ih4b38Vv8XyZ8+htfmj7jStlV3dYpoohnTE/y4qePAuDt7UxqaiF1dVqcnFQ9YjeDgz0GbNWVimsLNDW1DqrQdm84O6vIyan4ewtFgClTplNRUYlCoeDAgQPcc89dhIYmERUVzm233UlmZgrl5RUsXnwFlZXV3HTTPdTXNwIQHx/Dm2++Q0xMbJ/7KC8vx8Oj7zfCwsICq2dfp+DrVSxZcg6trYcIeOd2/MUpFBYWsnv0dvx/CqR8fBlRH49G3jb0U5FuPMwtYf33ljyduLk5UFXVQEWFhpqaRkwmkR9//IHYbecjVypxb5EKkFe4A/24jb28vNi2bRthYWF9nvOTCcSuuLq6UlNTg5fXcAWImZFEEIQQe/ug7VZWkeqGhnPkknuzXQuYkIRcCVIyyFjAkf5rWlQC92Jra8v99y8nOTmZDz74oJf1WoCs44/7it0rB1YCFyNZ2dSANzfeaM377+/HZDKydu1GFizo/7v43HNv8Pzz7W7kV+hMYDku7ITpEIckCB2Ac7ps7HHC4wINVO8DgxYcx4NVu5Vheue0xWagumOzDz/cxOOPP0ZKihGpEM6LQEovM53Fxo1PdROH3bEFXuCjjyzIyjqGp6eS775L4YknzuOFF/5HdXUbsAyYhHTOzgK+Pb6tJfAWkus7GpiGJMJbkN5fb6T32Bm4isbGC5wE4duVNja5r8lkslkmk+nASSZl5gzQ0tKGhYVi0E0ReqOioo6AgME1SJDJZPj6qnF3dyQvr4IjR46x7vU/uOLaK3Be7sY1hitJEQ/hKXiyXr4JC+HvkfGsEBQ8Jn+C+z4+iwACmSvrnghTJpZxj/FO1vzxAQkJo4HOnIDU1EICAkwUFFTj5GRLfHzgkLLBPT2dKC/XDFvkW1lZ0NKix2QyjcjnoJ1TYgJrt6z5+QXw3XfraWioZ9++3VRW1iCKcnx9A7j66tsZMyaOOXNmUlZWwWuvvU5CwsA6tRQVFfVpTWyn8b7bsHz9Bf7nl4D9C4+yYsXzODo64+vri/st7hyqSKEhSIMoG/rNcbYxkxpjJfHxPefT0tJGXZ0OrbaZ5uY29HojTU2tJCfnYmGhxNbWEnt7GxwdbUb0TQUwmUQsLZVkZ5cyapQvLi52XHzxOdy+7kF2Cuv5TPU9OltJLN7wMXx0/cnHUigUODo6UlNTg1qtHta8XFxcKC8vNwvFvwmCIFg7OIR8Kpd7XdrQUArcg6SMKpFcv6uBbCThoAbSkcSa7fHntkhJFl5ALlADHEQSG+Dk5MlDDy3j22+/YO/evQCsX7+avXuT+fnnP9i/PwVJwDTRmRzSjuPxcauAmaxZM4uFC18FXkCKJ4xn0iQFhYUNFBQcAeCmm+7lkkvm9XlDk5aW1UUkTgG6Xhh8IN5aEoDtgrDdgNlVIIoiZHwDO1+D+gywjQZBAcnzwWkyONwJjvGgCe2ykRNwNbCa+voM/vwzg/PPL+W77wqRRGIMUswinHvuTBYtms/48WP6EIlQV5fUY9l110mt2OLjRxMZ6Y1GU0d09DtI740WmM3ixS68/PITtLW1UVFRRWzsJ0iJN1VI7udaJIEYgHSjYA2sQxShqcnbSaGw3+/mFry9qir3AlEU+68xZOaU027dGi4Gg5HWVj22toOPJdTpmrC2tuKTWT+Spt7N0sfuQ53ryg8W35PcfJD35R/yguk57jPdwxvyt4c1TxGRhoB6akfV0OjfQLO6GYONHpOFkb2P7MK60gaHPAdcUtU9ws1O5DrZ9YwiigIKWCB0D185LKYQJAR3iMR2TCYRURTJza0kOtpvWPUlnZ1VFBRUdZS3GyqCIGBvb01DQ/OgWjf2x2nxldrbOxAdHUd1dTVXXLEIgKeeem5IY+n1elpbW1Gp+v9CyOVy1Dc9TMPnn3HuuTOZNetsJkxIYsOGTZSWlvPaa6+RsyKPxku0+J7jR9RnMVhXD7xGklYFdRYtCE0CBQXF3HvvYzz11IO4u3tTVlaHXC7g7KzCzc0Ra2sLlEr58QbeAbS26tHpWqmtbexoAu7t7YKt7fBMz+3FVouKqvH0dMLb25m2NgMgXXzW/KzmnnOfBaRs7YoB3sB4eXlRVlY2bKHo5OREenr6sMYwMzJYWFhM8/f33VhQUGoruXTbBclapBi7GN577zrmzp2JnV3n981kMlFVVUNxcSkVFdVceeXnSG7NMF57bS42Npdw882pqNXbefPNx3nqqbdJT9/bsf0FF1x9/JESSWjWHH8+G/j1+GMHJHds+/+vWLiwlT/+eIKZMy8BvkEmC2f+fHuefLIGaK9P2Hsf8oKCIuLiltAZ4+cLdneA7X1QITtu8SsG4YSCuh5Iv5Jxx5+XA4YW+GERlGSy5tP7iIwM7aghu379z1x7bTU0fQH6u8HkdfwY/kISW53ekp9+WsGLL75Ic3M+mzbZIYnEWCCFn376g59+Wkxd3dAyGO3tbRg1yof09GLCw72oq3sKeKrHepaWlvj5+VBX92i35SaTiTVrNlBUVIylpSWNjVpefFF67eOPH6C0tJzly9dNDgoKKHVxcVlcU1Pz1ZAmambEqK9vwtt7+Bmv1dUNuLgMPl7uyy/X8sBtT3HzvVeztvFbJrtNoT6vnqy/sol+PIqaP6rxf9Oad4QnmRGwgMdYznWy6wkSgga1n1b7Vgpn51OeVIqq2A71EVf8fwnEutIGRZOCX1ZuJPbNBJo8dNQHaci4Jo1Wpxa8t/rg86c/itbeZc84WRLj6HnjNVmYQoVYzkWedzDvqQlcd93lFBZWo9HoCAryIC+vArl8eIYeuVyGSmVJY2PzkOs0tuPoaEt9fdM/TygC1NTU9JldO1AqKytxdx+4ebb40Zs4e8tnfHW4CKFZwQxrBR9++Aru7t7k5hahu7GSD399B2OljOuWLsb3oB9J6yee9MMEUCfWsdbiR+KMYzmnPI65i6eTmDibuXPP4ciRIuRyW0aN8jlpppNcLsPGxhIbG0tcXe0RRZG6Oh3HjpVhZaUkKMgdpXLwb01jYzM5OeXY2loRGxuAUqnAYDBy6FAeHh6OHeWIyo3FQM8yP32hVqtJT09HFIfXnlChkFwjAymlZObUIAiCjbd38G+CYD9x0aL5PPvs60hWukQgH8mqFExd3dpet5fJZLi7u+LuLmXY1tX1LDB//vnnkpZ2GaGhnmza9CbPPvs63t6ePPbYTrZuvR+5XM6OHXuRy2UsXfotH354PZdcMo+77nqY1avXAI1ICTSzkGL1AJTMnPkc4A8UMG3aRpKTL6C+3gj8ziOPLOG++27vmEN5eSWRkc8dP55U8HwYzjkHnELg22ugcBnIdoBYgpRZ3NB5AO1hfHF0T752M8GHN0K9jPKcNVhaWrJmzXr27DnIrbdexwUXnMOffx5hxownThgIoJn581145pkdlJdXEh4eQllZLdOmJfL55+5UVUmCOSxsGbCF7dsdez3/A8XGxrKjUHB4uBcq1cC7SshkMi677MJuyx5+eEm357fffj21tXVWDz204vOwsJClR4/mnCuKYjVmzgg6XeuQrIAnUl3dOGgXqMFgYNmdz+IrC+DTV7+hCR1JN43lmY+e5ujRo1jsteDSiy5ly3epTLl4NKt3vMm1k5Zggw0PyntL5OqJUWEk74JjlI8vw/+nQCY+MhV5W083r4CAZYMllg2WOGU7E/BzEHrbNopmFLLr6W0E/BSEz19+COLArmO2gi0PyZeToj/Ejo2HiI0dh7e3C/HxgQiCgF5voLi4ZthuY7XanurqxmELRTs7ayorR7bp0mkTihqNps8s5YFSXl4+qHEUCgWbNv3KDz+s5d63vufTVVuRty7n7AtSSEqKZurUeG688UoyMo7y9dffs0nTQPHTRUxeNxWvnT4Ix+OwumY7v2N6iw9bP6TNVseyl+/j7bc/YP78y3B1deOyyy5l1ao3B1UdXRAky6OTky3V1Y2kpOQTFOQx4Abhra168vIqaWvTExrq2e3HQqGQ4+ysoqqqATc3B2xtbagyVbDZ+xi+ViG4V0BwjpSI0leMoVwuR6VS0djYiL398LKzHB0d0Wg0uLoOrBSRmZFDqVTGOTp6bS8pybcFI88++xbgh+Ri3Nqx3oED7w95H21tetLSCgkJ6exi8NxzksXqzjtv7Fhv1KgwAK6+eiH/+99qnJzmILmvQXJ3+gPHk0WYxZo1c1i4cCmgQSaLYd68S3n88TKkhI1oIiI63bz19Y1ERl4G1jPhrAsh+DxQeXS6jwu/P76iHoIEabcv7wHvs6W63j/TaUVUAu5AUwOsWgJ1OZQc/B+Wlpbs3ZvMzTdLZbw++sieurp7iYuLBi4EfuiYz6ZNXzJ+/JiOmywPDyn+KyDAk4MHc/H1VePqKt1IZ2U9R319A6Ghg7O09Ia1tQWjRvmSllZEZKT3iAiJrjg7O/H++y/KnJxixioU9pW2to7n6XSan0Z0J2b6xWAwIpPJhtwvuB2TSaSlpW3QbtQDBw7jjz9WgjXXWtzMDfvP49tvf+fo0aNMmDCWpUtv48tb9/Lwnw+xZsJnlJTUI/eScW3l4gGNr/XUcviOg7jv8WTiQ1ORGQdnwVPqLAjaEILfb/5kX5bJ/od2M/qtBCwbBubBWxC2gNBrgvnu2LfIZM14eXUmi7i5OXDgQC5+fuphdcNxdLSlsHD491lWVkpaWkak82gHp00ojkSmqyiKNDQ09NvW70RsbGy54oqrea9hHNVP3sGm387FRn0xX3yxivj4GCZNSiQyMpTHH7+f+vpGLou9A8XlCrzneOO/JoqmZie0KtDZwrTNYP+KAs8vnfjoo5VcffWdeHv7M378BFat+oi4uFFDLrgtCAKurvY4ONiQkVFMS0tbtw/kiZhMJoqLa6iqasDf3xUXF7se1r66Og0PPvgYF144n/LyPD54eS2Xu93N5OIAFMLJWxn2hlqtprq6ethC0d7enoaGBrNQPI0IgiBTqwOetrT0vU+jma+UkjfSkApIW9GZSGHPV1+9RFCQ/5CsxwaDkdTUIoKDPXBw6PvO2Gg08tFHX7Bs2StIYvVEi1cpUpJFI/AbCxf+dnz5NJKSLiU9XUlj4wXHlyVx9dWbqaubTV2dhqCg6ZB4E5z9qvRyOdB+3+UOvJQGK28BeyUEnA0PvQ9hCdLrnnSKRA8gD9j7KbxxL4RcRMGud7CxsWbr1l1ceHF7rde7qKu7E5C+x1VVz/Htt5O59dYK8vOvwMGh9++MTCbg6elIaWkdfn5SWIebmxo3t+GFeHTF2tqCyEgfMjKKiY72HXKNNaPRyMGDhzEYjMyd+wB79nxAWJh0075t2xqmTLlAMJksN3l6hn5fXn7sMlEUR/ZqZeakNDY2Y2c3/JuAxsYm7O1tBvW9P3w4jUsvvZEwMYo0UwrfF7xPaamGjRs38oXr75y7yR+TycSOq/by/RsVfPnl5+z7PZVX7noVTXYN1359JWOaE3lW3luhe6iNqCH9+iOMfice+/zBXftPRNGiZNTKGKpiK9m3fBdxr45FVXZyg0yLczNZi9Jps9Pj9K6a9YXrWfHivd3WEQQBd3cHKivr+7xe9zs3hRyZTKCtzYCFxdClmSAIWFgoR7Sd32kRiq2trVhYDD/DqampCRubwX2I25m+BSp2riWr9HeeWvQC277fwZ5jf/H11+uQyeTcc88tLFlyCw4Odsx/+GxefeI93h27lqwrMlCfbU10ZCRWVtIX8fbb72Xlys/5/fdtPPnkE3z11Vecc84cPvlkFe+++8Kwj9PCQkFMjB/p6ZKL+MQPnyiK1NQ0UlBQhaurA/HxPSu+19VpWLjwRnJy8tFo6rnppv+Qk5PNNdM/5tKqs1B0qVesVUnxivSTtezi4kJWVhZBQcOzdNjb25Ofnz+sMcwMHEEQ3K2sIlJ0Oi+35uarBclEVoL0PxzIYuvW9cTERCKKItu27cbJ6bh1zmM6eJ3Nl/e7Mm3axG4F9E/EZDKRllaEn5+63/gYna4JH58rkbKcH0SyHgpILuBCYCfgyrPPTuehh55HqqsxD6mA9fWcf74zr742AzxtjmcV/xcIx8npKKCC0LMlkdjVhdzuGfIEPEfB+e2FvgfA2s9575VHuOyyC2mvDHPkSAbI/UERw8XnHeOVV97jqadKj88zkbq6i7j88j5HBcDDw4nk5Fx8fJxHPKmtHVtby47OTaNH+w8qtEUKjdHw889/cvvtzyIlxBhJSnqQzz67mauu+gv4A3DGZHqB8vLMi5D91SwIQoQoikdPyQGZ6YZO1zqotnInQ6MZfGybWu1CS4vIftNuXAU3rK2tqK9v4uefP+v4POfnF/Hqq+/hgy+GdyxZJjzCiw+/yFUzrubCpy9g26Zt7Nm8myTGdxu7NryGjGtTGbtiPFaakbOGu6a4YVlnRfK9+xjz4jhsKrsfs9HCSN68Y5QnlRH2VSRuye6Ioogd9pzvcj1ry9/vpmk8PBxJTS0cllCEzvhCV9fhGWNUKiu02pYRE4rD7vU8duxYcf/+/X2uU1VVRXl5OTExMcPaV1FRES0tLYSGhva/ci9c9ZaGfR/fyB2Lp7Fly288+OCdpKSk8cwzr1JVVUN6+nbs7FTo9XouuOAarr9+MTfeeCvl5eVkZWXh7e1NUFAQcrmc1NQUvvvue+LiQnnhhde5//77ufHGmzl6dE+fQnYwvZ5NJhOHDxfg7+/akc2m07WQk1OOpaWSwEA3LCx6/yD8+utmli9/lsceW87o0XE4Oakpe7IJz1+kWohdC4bvnAjv3ioltpysRiJIF4zNmzdz1llnDWj+J8NgMLBz506mTp3a77rmXs/Dw8LCdqIgD/grKvIBiyuv9EDqk9xOOVISSHvvNwdQiGA4HqsnyEHlKSVvGJoBkWA/N2xte8/Sb2nRI5fLUCr7d78cOlSIFBPYW0FfLVDFqFFhWFhYUFVVQ0lJGe2FuC0t/XF0tKSisUtNVj2gaAN5A+h1YOsNRkWnkVLZ5Q96bfoiU0q1pEWDEbGkHOwcwMoBH6OW4vI6MIlg0IOpjbjoIHS6Jo4ezQWbUGjqqofUgAdxcf2ehg5aWw3I5cKwXFcDwWAwodcb+nUttra2kZFRiHRiRTo/IyAVAq89vqwFhOMWGdEdKVMdisuz+OB/b5oEsW5RY0PJ1yN8GP8qBtLr+ejRUtzcHPu14vdHamohwcEeg3Y9l5SUsXDusxwt/I2Mo3vQaHSEhEhNL4xGEwFeY5gvLGCl/DMWG6/hC/EzYhhNlVAF1nDH5UtwD3fm/M8vwjlDsqY3q5vYv2wPY58dj3XtwONrB9PruT5Qw5FbDjH+8UkoWpSIiJSPL+PYJVl4b/El4Ocg6vR1bBE3M1GYxH+MN7JJ3EhNTVaP38AjRwoIDvYYVi3EmprGEamFWVZWh8lkGlBy02np9TwQtFotdnbDrxZfX18/qESWE/nsDkeeN76DpSyfzUe/R//Uy7S2tpGXV4i7uytarQ47OxVKpZKFC89n27Zt3HTTbXh6euLm5kZubm5HPUErK1sqKyt44onvCAsL5cYbb6ahQUtbW9uIFZOWyWSMGuXL4cMFjBqlpKSkFp2uheBgD+zs+v7iTJkynrFj43j55VcoK6sAYNm9DxO6voFJ+u5liDzKYf5auOv1vucjmbQthh1GoFAoMPVsTGtmhHFwil9uaRn1mNZ6jTK53J/k+4EOA08JUteQh5HqCHZhfibY+IDy+F22ByCa4K9lsOc23n77ORYtuqTbJvn5lRiNJoKDPRgIycm7uf/+x5G6rFwEtF/gvIEfgb3U1X0PQFWVI1dc8T6ffXY5V131MUuW3Mwvv15OhmUvP4JxdFoRPehe5sYdKbHbA6w9Tl7RpfmeFfDxS9KTt4t4yfMY9xWFw1c3Qs7xOM7zV3Ot84+s3GUPYZPhRynxo7Y2e0gej5YWPZmZxf12whgJSkpqaWxsIjzc+6RzdXJ6ACnb/BIkC68dUvZ2EFJ9SBUPP3w3K1b8ArIacPoBLCZ0GWE6WC+Uyeqv+srJZfz5mto914iiaP7SnyKamwcfV9gbUvu3wVmhNJp6rpvwX0q1h3CXe1Nbq8XdXXIRTwm4kuzmQwCMFyYgCAK7xB0ATLsjkV/f241Dsy3LP17GtZ7XEb04hvxz8oj4bBSHbztE9AexgxKJg8Uhz5GATUGkL04lYFMQGdemYlNhy7inJmLZYIlG1DDOEE+YEM5t4s200cbVwrXYeYShqzzWbSy12p6amsZhCUU7O2uKi2v6X7EfrK0tqK5u6H/FAXJa6qR3bf82HBoaGoYdH+cpVOF0zJ/Lgh/mj+0Z/PLLX8SOuR6dVo5e39n6KiIilOTkQxiNkpVBLpcTGhrK+PHjWbVqJfv27SMhIZY777yDWbNmMW5cApWV6SPecUSplKNSWZKcnIeDgw2xsQH9ikQAa2sr3nnnef76ax0ZGTvYvfsn3Lydecv0NCdakYNyYfav8PXl3Xs490Z7fOFwkcvlGAyGYY9jpieCIMhdXCPXNrbGPKVVbVGiON6a0gNwVyMJw7OQYhOPi8RR70DwcpiSCc3hUGN7vBPJ8UE9ZbDoRbBVY2vb3WpRXd1AY2PzoO6CFy68gM8/fw/JMvUQ8D5SjcaPgHVIBaIlXF1dqKv7iPPOm8Xllwfj5dVGRnpWb8N2dro7USSC5HLu8tzFvqbHn92xrQjb13c5uELpv1sonPtE5/INV7Ny5ddg7QHJ/wW7OL755sMhVwSwslKiUMjRaluGtP1g8PaWXNwlJb1fkKTfh5+QusTogHOR6lbeCMxAumwsY8WKNIqLv2ZCkj/UTATx+Pe5/bx7OWOK2IBGMeNKR+fQfYIgDM/cZeaktLUZB2TJ7wu93oBSqRj0Z/iVyX8gb2xGLsp469snaGhoIicnl3fe+YRbnr6Y2bOnA/Cn+AcAsUI8AG+99REGQzOfy77mcuEKLqi8iDEvJuH3uz97Ht+BSWnErmD4be36Q33IjeroKg7flkzEqihi3o/rSHL52vQlUXYT+Lb2XTYfXscl157HBbKLeh3H2VlFXd0AA/5PgoWFAr1++F0yra0taG4euRDh0yIUW1paRkQojoS1LjC+lhyVM14RM/Cbv4QZCfcxe96bxATMY+3ajR3rjR0bi8FgZM2aL7ttb2VlRWRkBF999RXl5dVERo4mMjKKnJz8HgJsuNTWaklOzsXSUomNjUWvfbIHgiAIODo6EB4eiPMsK8Y2RXKV4QpSLTvviGx1EJsiZUD3xUgJRWtra5qbTyywbGa4CIJgq3JOyKxVLLpYDF8JntbdRZPyS+A9kLtAwNcwvRDOFcH/Vgh7ClRSaAIedE/oKP8F7hZAJrXHbKe5uZWCgioiInwG9dl0cLBj7tyZ1NauYuPGN4FtwAbgM3799X/U1d3f63bLli1ly5ZcYCYkH+ycX/t8z+ky766402FJ9Ak7hou9JJLUVKM+3jGldeteqmcvRszOlraxsoEX5knu5qaDcPjTnuMWb4TKnRD8CLNmTRvw8feG1J3h9NSuDgnxoLq6EY1G1+M1ydrvBryN1NXlciSLb5FUZ1KwRqrJ6IWPz2JuueUaaUOX8u7CHKTwBe8VaFSPJFg7xBQKgjC4dh9m+kVKOmNYZctgaFbJY8fyWFXxAo/Ln6aWGm6++X4yj9Ry+dn/oehRDTvvS6XiVw0A68XvAaignJkzpbCjXHJZI37NV+KXXGu8mlWmT3HKcEHRrMR9jye7nt5GyeRiREb22gpgUpjIOy+HfY/uIvDHYOQtChzyHbutY8RIbeQxjEYjvr5evPba05xdHd3DmghgaalErzcOWwcoFLJhi0ULC0VH/eSR4LRZFNsTQYaK0WgcdqC3yWTCaDTy4FNKHlkhIC69hyvjXsQptYTs8rVoNJ0CyMLCgoaGRuzs7Pjrr986XKVtbW3IZHLWr19PcvJe3nzzNfbtO0hISPjx3rHDp7m5ldTUQsrL6xg1ypfAQHd8fdUntQAMFCcnFffeewer/niJMUu8uazqLA627u62TmxvXcS6YGNjMyICzywURx5BEFzsnUMytaq7Q/B8FHq7cLjeJgnD2dUQeSlYd8lg6iq4uopLd+DAcStbYzVtUs85TCYTmZklhIV5DdmaIQgCEycmIv0U1fPMMw+TmBh/0vWrqxuZNcsLqfNLXafVMw6YA1xHp1g8vtz6ujqsz+0UiO3CUE01LtTggrTMMu0Qppo6OF7M/73XngSfKCjNhJfnQpQvK1e+SW7uPo4e3U1Kyl/UHfuausqD1P0VN6Tj74qzswqNRndawjJkMhmRkT4cO1aOXt/9giKXy6mr+4PMzK38+edali277Pgr4Z2hC4IS+BRYyHXX3XX89V4ukO2foahraVa/4qJyCs4SBGH4ddLMdGAwGEcktnUoQrGlpRVXkwtnCWexTraBcSFJ5OzZx275fl6UvUKQEEwmGbwie53N8u0A3C67i91/HCCQQNbJN3CncDcPCcvR0ohW1FI+sRT3fR4Ebwgl6YlJaMJq2fPEDjRBI3cTVRlXwc5ntmKwMjDxkakE/hSMlcYSTUjnPkRRZL34PXv3HqSycmBla2xsLGlqau1/xX7GaG4e3hjDvWk4kdMSozgSxZVbWlqGLTa1Wm2Pji6l7iZWfbeIYK8LeOyxpR3L6+sbKS0t56qrrkWr1fHtt19x4YWXUFpaSlOTjokTx3Hw4CHeeGMFMTGj8PJSY2fnMKw2SgaDkcLCKjQaKZi1a/aZi4sd+fmVwyp4bWtrSVlZHdHREURHR9CyYQzXp1/Mq/Yfc77xXFRaybLYFyMl8KysrGhpOfVutn8LgiCo7ZyDUxud33An9NzOF9qFlMcJz6Gn9Yc+li96AaxN8MN7bN68g4suOpf8/CrUavsBhUL0zwKghptuuqpjiSiK/PbbFi677DugDB+fSVx9tSvPPtvFBdwej3gO+EyV7vLDw7LYGTexm9WwK+3i8MRlTUlR2D1yK6Z6Lbq3VvOf/9wnvWi4CObeRN2Ka0fgOE+OZPlXUVenw8Vl+DHd/WFpqSQgwJWjR8sYNapnyYP2ourx8TE8//wuYB8QBuIuEMaDpwA8CC3hUHc71Lh1tv/u7fNmfzZa928c5anXZgmCEC6KYj/+CzMDQa83DqucSjstLW3Y2AzuGqvX66kUqphmmMQhklnkv4gF+ZdRLBYx0ziVaGE0rbRyr+lu3pX/j9FiLNliFo44cp3sBs473lc5kECuM13PZNlUiqcVMfrdOAAstBZEfTyaRp8GMq5NxbLOiogvRmE5xAxorVcjGdekodQpGfN8Urf4R58//CmeVojFUUseNN2PSrTjT/EPnnnmYTw9BxZWY2trNezC51IdRD3DjLIDGHaDjHZOWx3F4ZvFhx/nqNPpOoRiZKaUwNFopedowwHC3GuRyR7pWNfGxornnlvOxImJPPnkK7z33nv88stPREbGsHLlSu6992ZmzpzS4QqfNSuJlpY2cnMrKCmpJTjYHWvrgbnJRVGkvFxDSUkN3t4uBAb2bEMmCAJ2dlIPx6FmtllaSrWV2nn4r0TEZ+ZzUP8j56+SxMXsX2EF8PAzvY9hbW09IgJPoVCYYxRHCEEQ1FZOUTmNgS/Z43ZOpzAsp6cb9sS4vRM52e+hlS24+QGwcuXXXHHFAiwtHYiNDRj0fJ2cRKTM2WLq6qTPeV1d9w9cWVkFo0ZN7rZs4sRZ7NjxV5cl94O4Azyk34Xi7BDiwiQLebh9Fi7UUINLD1HYjstxAVmDlGXpm6DGJuEaGn7ZTcEPv2MsKgOlkuDgAOpuiO11jJHGzc2e0tLa0yIUQQrAr6pqoKqqoc+SHBkZrxEZeQ5STcsJ4FqE9B4CVheD58WdK3dtRuNxwvPmBIyeq+QWwlXpgiBEiaLY04dnZlDo9cOLT3wg4VvW5r3EjTfchGGXgcnPRDNt2sR+r9nHjuUxY8Z8VCpbClS5WLdY4eTlxM87f6LCVIkvfqxIWYr/+2q+/HIdFZoKnhIf51XTy8TI4/ivcTm3y+5ku7iNm403AGBSmrjeanGPVrp2xfYkPjOByrHl7HtoN547vQnYGITcMLDj1tvoObYgC01oHRGro3DK7lnGxiVVTebVaawwPc2fpj8oo4yzmMlLj7zLj8s3s6l2Zb/7sbGxGHacsVI5MnGKSqUcg8E4pC5vJ3LahOJw0ev1w67F2FVsulfA6MMAlkz1v4bos7u7tZVKJbfcIlkQ3n77OTZs+IX6+kY8PT358st3cHXtWRDXykrqgqDR6MjIKMHR0QY/P9c+3QL19Tpycyuwt7chLi6wz3UdHW1paGgaslBs/+J3vcs466zJ3Hff4ywdoBFULpd3JPgMB4VC0eHCNDN0BEGwsXaNymie/oI9Ied0vtDVbdwbngMYvOyE9e5YAh88jEwmQxBsCAvzGvQNYIdIFKxB9EHKvu5OZuZRJkyYe/zZrcDXwFWMGRPKE0+802XNAOnfz0hJLA+CS1gN4WRRfbxvtUuHm7mnWDxxnXYcp/hS2Ca5frJSt1JUNPh2WKIosmbNejw83LCwsODc25+B2hJqc3d3O2fr1//MtT8cgHHTqbtlEnZ21mi1LSNmCRgIISEepKQU4ORke9LfHw8PN7CJADsjVBwE7Uvg8FrvA/ZlsfYAPOJpq/ncwmL7osOCIASIolg5Aofxr0WvNwza9WwwGNi37xB79hxgY/5XfCD/BBtHS7Iaj/Lgxc/hLrjz5F/39Nk8wtfXiwjXKWRWbWNMywQyDUfwUHtyoPIge8Td1FHL2NGzccKJFlqJkkXxmbgaa2xoFiWv1J/iH7xofA6As4SZPBHxJPXZml73JyDgvt8T9SE38ufmsmvFNkLWhOO+z6Ojg9qJiDKRohkFFMzJI3BjMBGro07auk80ilTWVPKz00Zya3JQoGCSbDKrZJ8zy3AWd/q8zJvFS3vdth1LSyU1NY19rtMfSuXIJLUpFPLjNxH/AKE4UgkeBoMBuXx4cRhP17dSZ3SiuAou/lVatqfoO3YXfs3bt/560u3c3NTccMOVtLUZyMws6VUkdsXR0Zb4+EDKy+s4dCgPb2+Xjl7L7bS06MnLq8BgMBIe7j2glHobG0vq6vrxDfeDTCZgMonI5dJcoqLCyc8v5AfrL5ltfSE629OTmGi2KA4fQRDk1mGTM5sTFquZMLe7KDxRCJ5w0e6tPExzuVOv21h71OFiX0Pjix/QOOtstjx2HzY2qmGVgZAOwBon5xAQm6mr6xSMdnYqnnxyGQaDkSeflMrUODt/RkvL3TQ1aYE3gcPAcklwvgYzp25kLpsA0Byv5dduSWy3KtbQvZyOmpoOsdiOC9XU2KiZWraSIwue5dtvN5CU1Fnv02QyIQgCAdcspuHHHaSlbcPLq6ci+vTTr7j33sd6HnKX34DQxx6m7svfoFoDaz/FdJNUm83e3ob6+sEXPh4qSqUCb29nCgqq+i5vZKWHha/AWzOg6XWwewYEK/Ds8rvc1XoYR/flXa3ZcXG02bxhbbH7wVxBENxEUWwaqeP5tyGK4qBb980OvJlWbS1ny2bxkuwVzhPmsd92N9e33MBNiltYKX7Cwuk38cCLt3PjjVf2OoalpSU7Mj/kw3FHyCr+gzGmeGLiI1hcNI8NG37l5uuXYsDAzbL/kC6m8bzpWfazD4Bp4hSOkcVdxtsppwyAaKL5znsNxnwTVqItQULvjR3kBjnB60Px2epL1hUZFM7JI3JlNHZF3S3iNaOqyboyHec0NRMenYyi5eThb4ViIZcbFzC7YDbPBDzH0rqlvCy8wmxhDoIgsEL+PFfrruAN8d4+b+BGwhqoUEiWwOEikwkjpr9OuVA0mUwj0m3AaDSiUAxvuu41RiqcFWCCnGAIO6Bly9EPuPm2K/Hx6d/EIrXEGdgcBEHA09MZV1cHCgqqOHQoj9BQL0RRpKCgkurqRgID3XB2HriLydJSSVubvv8V+0CyCJqQy6X3xMHBnokTE7nzj0V8qP6eSRUXotJKrvm+im8PF3N5nOHjGDNhgyZ2ui+PXi8t6BoPdpx2Qdger9cnJ6xT0+DSsW1bchqNL3zAnp++QaMxEBk5tBZzdXUCTqOsO+cLEG+N06gQ6tIlL2T0zZmQ8R3UdXolEy56nAPuU+F1AdzvkjoOHgLrr+qYaL+zQyS6UI0L1QRzrMOl7IgGDY7dXNDtorHd0liNC03FtaQ/vR5BJsNSraIpqxjVNFtMJhOrVn1Da2sbT775GjILBdoq6Y4/4azz2P3LOgIC/DrGFkWRex95AZ58H3nWZoyfd1ZO8LzpTnJefwEbG2t0P+/AeP718MkrzJo1reN30tlZRW2t9rQJRZA6Sxw6lEdzc2uPkJmiolIOHToC2hy4cCJYPgsvPwQVKsAKYhtBdvx3Ma59wOP/y5GSjCroLF3Uvl7c2bT532GrWv/2IUEQIkVRHP7V8f8xs46FdFSleG9O53dDFAcf2uWi9OAK+Y1cLbumY5lJISIYZCgEBTcINzFdmEHi/fHY2amYO3cmdnY93U4ymYxrd0RQXu7MrVd+QUB6HteeewP+QgDrZOtJJpmVpo9ZsGwuOS/l4W70oJ56PhI/BGCGMJNMMZNcjvGm+DpPjvsvuk0CEYZgvpJ9y3z5JT322Y6lxorR78ZTH6Qh7YbD2BXZE/7ZKBBEDt6zD1EuEvvGGGwr+v8e/WTayH5xH1fGL2BT5c9YmyyZoZjZcV7HCxPQoeOnn/5k7tyZJx1HoZANW+QJgsBI6DtpnH+IUBwp94l01zR0wZm4H+ZgYnWAjPdelrJ7s8v2crDqF4IrLuh/ACTR2y6wBopCISc42AOdrgUQ8PJyxsJCia+v66DvAuVyGUbj8N74E+8y6uo07Nt3iJ32aUQYR0GF5JafuBM4hUIRRj4z69+EU9yYpxoiQs61euse1A7HJFF3/OLcmyg8MaHjRE6M46vBBbW9tI0oiqRf9yDvPP0IMpkVPj6WQ7buO80IAQ+o+/MYTotCulmgWlpa2bDhF9i5FG77DezcmTT+A7QXXkHCT3JqJx/mUftvCOYY4ZdlMyE7mcX2n3SIxK5U4yJZB08Qi70dbw0uqKlh7wc/U/VzCstvu4Oamjq+W+TI/PnnsWXLYR597WU8JgdiF+hC2dZcXMf6UrVfR2tlA2PGzWLiyxew4eoXAaioqIJmLUSPxWijgiYLFBEeOEwJpeHR1/C97l5qvnmXr156jguvWwZXPMdvXz6IzwULyV/7JU5OthQWDizLcqQQBIHAQHdycyuJiupMbGlra2P06GkgKGDqE2BhiTLAho7bVcEEi9ogQCGFKsRLNyfN5U7drYvxSAlHYZLAqWlwobncCZ/nJqOxOBCq2uG0la7FM830QAqVkowcQWIIuYJ0LtvL4wwUo9HI0fr9hAndexaLMhHB2DlQsBDMf2VP8PndP/Ha3avZUfpNr9fgzz//jqVL/wvAA6zjLtkSvjR9wX3ivShQECgE8e3zPxErxBEtjCLgETXPPf0GbrhzrWwx35vW4WsVyhO7bkKrNfHG5x9ghRWXmxZwG3fwmvzNPo/HIdeRpMcnUZFYhlwvx22/O75/+uF6eOB1XW+S3YJSULLnx13Mtp7D04qnUQqdFki1oOYN2dt8cNXXnF0+5aRhcCMh8kZK4I2U4ITTJBRH6qCHUzZi31hYslPgynyRc7VSvcBgZtAa/SOfpd83iDkM/lgaG5vJySnHx0eNp6cTR44UotU24+urHpTwHOwPwsnH6Byk3UIZIR8FSC39gnP6L5MzXNpdeGYGj6WtTZIiNmz5xatnIbfcIImhAWTIdY3F6xqzV31cKHV1w3ZN9MhZdwSxrY3zz59DZmYJgYHDay9V9+dxa4gH1H0hPU5OPoKn5/zOlW4cz6Pxz/Jk1ZuIqW+x3voDptjdiXNVMytdLyWcLI6GSYImi/Bubub24+tNLHblRBe1m5ecqikR3HyzZGV5CJj62GKuC7yYmauuIHqyAy+7vgqAe5IfVfuLADDpTWy/63uujfJg/cz3OncwfwzEJvHa4vNZsquImreWQpMW+fXjAZg6dQKvP34Hd9/9IAC6bYf44ou1XHPNpchkAm1thhHJZh0ojo62pKXlkTh9GTctOpeYmEicnR2lF3eWgrMrJIPbzWdT/U4ArRn5cOdKGG8jhSdMleJDa3Ch2l5NjYcL4fZZVNNpfe4oTWRfTbW9tDz4iUXkLXhkonN02A21qdkfnbYD/ofx8vxj/OeXEFRaKenwP4Tw3pxjx6+vA/8t/f77n3AV1STJx3d/QSYinHB5u1t+D3cZl+BtdGfPnoNMmNDZ6a2xUcuzUV9R1JKNM87cLbsXk2DiI9MH5JHHzp2baG5u5sNzN3C0LRuNWMelquu4f8XtXCssZk/UNuakHrfONcNfUzewYMGlpClSeeCx21m06BIiIiaSIabzs/z3k14vRERKJxeTd34O6iOuhH09ipS7DgACrocHVrZTJsi4XriRsy3OBiPYCT09fdfLbuQb41c8+uhzXHjhuURFhePgcOIP70honWEP0THOUPRKb5zyOoojq46HN45BJsO+yUhsilQGxlYHgY1q6usbaG7uP3hUij8YuLu0rc1AVlYJubkVhIR4olbbkZlZQnS0HwqFnOTkXCor6wd8XG1thmEHphqNpm6WTI2mHrXaGe1xr4JK23/R7ZHgdAbr/39CEARH2xD1zos/Ow93ywbUSBdnF6oJJ6vjcde/9uVqajr+upaICScbF2oIJ/v4eNnd9qndfBDmX0ppaR2+vuphvW8dIhGoe0V67OQUyowZ8wkcZcWvddHUitaIdXY8+ecKqICGtgB8LFJxrm6mztWaC9gA0GX+Wb1aTDuPtbrHH0jCsf0vmGMU/ZKFZ3RnNmRraytH3tyOW7Qr0ZOllmSeY6QQlXOeGsfFn3d6ImQKGX9csKrb/tPTt1O3+TOuvfYy6t67j5r8vdRWZVD9wrKOdRYsOB+AgLXPAhAZKfWxd3S0pb7+9Ibt5eUVcNddS7n0vFksW/Ykcy+4jmnTpNaEk7w3MjNsIzMv20iERR5R794ibbTxFXzCjnG+/XoWI1l3l/Aqi/mExfafEHb8s3cB67mHVzves7DjyyayA7VQS9xHtyAoWz4UhJMEppkBJGui9gQPsEwmG/A1JC0ti4dveo6XZa8B3ceSt8oxWvQ0xrxleoMrhCu5eu4dXHTRtXz99Q80Nmp5//1VvNv4PFqDhodlj3KO7FzqxDpuf+la6uqO0vbQuXwzdytftn1KAQXoMaB7/Rg2cjsqqWR++hXce++tAKxd+wmjR0fh5eWOvb09UVERuLu78h/LJfwl/slrpld6zAtAE1LH7id2oAmtY9xTE1G0KKmNqibh5USKZxSy/4E96DwG3i2lzb4VpbZ3a6GFYMHb8vfJ/KCQy867mTVrNvRYx2gUUSiGJ6tOvEYPFZNp8LGrJ+Mfk/WsUChobR1eEcolakuW10qZts2mJpbX3U6S5VQix4bzww8/cfnlF/e5vaWlVN+oP0wmEyUltVRW1uPn54pabddxca2ubiAy0gcfHxfc3R3Iy6uktLR2QP2bR6KfZ9f4RACdrqnXu46L18Ej7vDMw8Pa3UkxC8Wh4R3pvz5peYIsIUjTzT4WjKTu22PxuiZwtL8GPTN8gznuCjzBRdvVwqiyl2HbUkx9fdOAezkPlK5xqjkXtiCsSpWeRHeuU6OMwNkio9t2JyamdKU362JX2i2NPbZzE9j84EbuDGhjjv4iVqx/E5dwZwy6FlLf2kZdYSMu3hbUBtix5uLvKNgitfe7YtNl+AXJeD5CikU873YfNn9eTmbmUQ4dSiU2Noq9e5MZNy6+R+KLIAhYONsirtuAU7ATT255jQ2JK3FwsKGmprHPkjUjjYuLM0X2UliBr68vRc6BtKZIva1TJt/LTXuuptXDn/JmO3bf/i6CtSVKTQav6W5Ca+vW8RlqP9/tn629JB2/MalmLpvIQaq37UJN52fTEeLfH8eaG8VdgiB4mvtCd1JwvJ3crGMhAOhspRjFi1JCmHUshC8dkzEaB3a6bjzrIVbInmOCbCIgGQbakbcoMFoZoKEzRrVQLGSpaQkAzs6ObNmyky1bdgLwyy/fMHr0KL64aRsfN3zI+6Z3ucV0M3POOQuA2O+PITsyE+OqGtZ+9BMzmMGemzK54blL+OGBP8gik5fuWcajj0ou8LPOmkxFhYaxY2MZP176AXi2/HYmqZO4y3gbS2SdiSQtji1kXZlOq2Mr0R+Mxq6483tSeHY+fr8HEP/aWGojaki58yDO6S4Erw1D2dx3PWedpw63gyf/jYsUIvldsZkbLW/vtWqHwWAcdHjaiZx4jT7T48A/SChaWFhQVze8yuyWlpZEFEqWwwpjKWuaPiUnIpm8/QXce+8tZGYe5ccff+Oyyy7C19erx/YymYBMJpy0Er4oitTUaCkoqMTV1Z74+MA+4yqVSgVhYV5otS3k5JRjZaUkMND9pO6mhobmYRc3PjHwed26TZx77mxy0yULq3tF57r/x95Zxzd19X/8fZM0aZp6U3f34q5jAhtTng0mzF2Yuwtz5u7uYxsb29gYDsWhhZZSp6WlmmrqSe7vj9u0SZpUaOH5Pds+r1deyT333HPPuffmns/56jk/wgNYk8WRUhmPRBD2fxrcvN3mx872nHHmeU5gIRmzB08a8KG251uLdZBpM4myDRGjQ9tHRdsc60ZckSsBAV4jTu7b26XF347LQLB9P6cCVVBfE09M9E/U+/Z99i1JoTkdn1nVaTte87Y9D2iAc2/0RWls5/PzV/M5qwGQK2W01LRTdaAOlZsS70h36g8dxEOrYOEHJ9Bc0cL4U6W2Tr4llq1flPDrG2UsuCuM62+5BqNRpLbCACLMusCfn97cbHVOtdqZnJ3ruOCLh/F2DuexOVL4DTc3NYcO1QztYg4T7u5uVK75iU8+Wc78+fP57uQUZAE3UjNtEe5R3uQsW0XAtCg2P51NS/Zh/vzzWy656UraVqcz7Ww/cpHSP5ql1WZZ7kS295yjv2d2zEQ5GXO1frIO7gGePtbj/V/C4i0xPVENqvzh7EzJsaUwGhRa2aCI4t69+2k01LFYfond/Yo2BQaX3oWbKIpkmjKQIeO3VV91L3RSSUlJZP/+A4SFBTNx4hhOKZkNwJ9/riczsxgfn15TA43GBQ8PN/ToqaOev0x/svU+d0KEYH4Ul/NN6FeMU8/gimXz+euvjbS3d3H//fdapeqdXzOOm7xN1FKLt5M3xfMLqZxyhNhvE/Db7e8wNA6A90Efpjw0g7LZpWx7fDMRv0URsj7MYYic5rAmXMsGdjDt6Gwm72mBLaO2k39mHaP+CmHMmNRuh9fhzWsjSRSHK90043+KKA437p5Go8G3vQ7/KqjpnvAKC4u5//5b0GjUzJu2mEZTHbGxkXaJIkgqofr6lj4r/ZaWdgoLq1Aq5aSkhA3pYXF1dSYtLZza2mb27y/Bz8+D4GDvPiSzvl5PSIhjScpA6Ooy9nlwVColKpUrs9ZL2xtmS2TRTBqjC609oEci37a5neHGxfwnQRAE55AU758ueW20lYTMEenpJYZ53du9BMqWUJlhKWkzS33iyUM+0ZuxdQE8/MGFfPDwqhEb01Nfn8DHd5VxeRyMDwTm0BviZz+SpyzQ3BmKW3MpshppMqz3VRNTU9bTjplA2hLBXrKiJZ5cq3ObVdWW10AdaWSlDAJj1Ey5NJr6ZieeO+9ZGhtN/HreTz31Lqk+gbwdTZx6uRZB8IXuti56eQxuyg5+eL6U8GRXriidSUVhK1fHbCV2tDNe7vbNVry9vfhjibXBvkIhx2QyHXfJu0wmIyTED3BGrXZBOzUMxWUnUfHJX5x2QgDvL+i9//NPW0hcDIz3syaHtkHOLT3LwXpRYrYhNS9mLnw0iidWlz4pCMJHoihausP8Y2GSSe/iwmgpSURhtPR+dtXDT6MKaG4eHFF84rT3eFB4CJlgnzyo6p1p92rH/ZBkZnGa8RR2i7u4T/Yg8+Yt4o47rieoPZg1GeksNT3OeYnX8dA3N/Px4l/wFrRsNKzh1CvmdnvOKyktLWfcuJNwclKgkXviZFTwmFwKrH+u7Dw+4gMyFNlMl83muVuX4tLlxA62c94pF7Bq1UoiIkL57bc13HXXjWjRUjSxgNzzOgjaHMyUB2YMOti2YBIIXRtOwLYgCv6Tx9YnNpHwWTLeudbvzVa/FlQNKmSG/smV3hWuM9zKq8YXOfv0yzBg4OntDzBmTCrt7Z04Ow+PKHZ2Dp9swv+gRNEcCmU44W2cnZ2HnTrO1dUVZ2cpGGa7SbL/Uba58/D9L+CrDGax1xI2tPyKl5enwzZ8fT04dKi6hyh2dRkpKammubmd6Gh/3N2lOIRGo5F33/2UX375k+XLP0Kt7j+ljyAI+Pq64+PjyuHDOvbuLSYiwg9vb1cEQaC1tQMnJ/mwIvC3tnb0iX2n17fg5CT1+WAipHVPzmbbFVt7mLa2thEjirbpFP+FY6RMDHh+xgKZYnKwRJDMeYp71avS5DvVQRYSr5o2YpCOrfdV95HAmT1/eydzXY9kcbRvKL4pTay4u5DFMzYzduwoPDyOPnNIW1s7t1yXStZG+P0kGKcFLgSqkYji/t66BpMKmdCFTOieCKvAq6pNqlcl1feqacOLMqtzeFFGva/aijxC35iKloRx6eWldJiUbPx9HVpt7ySye7e10e4tZ73MJSsv5Hr3H5m6QMvN7yeSv6uZpxdm4+Kp5Ma340mY4iFFapALrG9L4475RZw300G6Iwcw540dTjqwo8HJJ89i06a9JL37KXVes7n9g1gWv72ZB2/vlXDGJwk8d4HImVMBdzDreuyp/c3X2/K3eZ9lHQA0cP1D7sIPbzn/Cow7DsP9n8HWgAI+reqVJN51g6TaVyjkdHYObDuvo45UIc3hfmedM+0+vXOsPwE00ECOPB9M8NaLn/K+/CPUgpqlsqcIJJBXzv+YM4SzUKFivvpslpd/zvff/8Y11ywiLCyYpUvv46GHnqFBrCVWHsci2fk97V/FNTSqjazz2MORw6XIEXha9hy1e3TsLDrAK1veR08zB/YUcN2j16GqVTL6yTGoGo/u/+DU6kTiZ8noA/UcvCSLkvZiEj5PRq2TFppHppcRuDV4wHZc9RAdMJZX+JxIRRy1Li1cd91lALS0dKDVDs9cpL3dgEYz/LSokq3j/xBRNEsDh0MUR0KiqFQqMTkbqAwQidMns9J/FxkdO/i2+T2Wyl9kmnEW76mDeeKJF1i9+nu7bbi6OmMwGGlt7aC+voWKijpCQ7VERwdYrfy/+eYn7r//KQASEqaybdvvg8oXKZPJCA/3JSDAk+JiczrAAMrLdQQF9U07NBQ0N/dVXaelJfHMM68xdt0tpGKd77XKvy9RtEyDOBz8K1EcPARB8ExIdbrhwZvlqKnHq6b3Ze5FWQ8BBHqkcA7R/QjaTui2kkmzfRmArCwJzzEH8AlwYsGCy5k+Fn5Zkz9gv9vbO3B2VrFmzSaKi0vx9HQnNTWR3z4+FcMO2DsNVFrgRKDbNJH9SITRT/puqgnDXVEqlVnm76i2+ab7GDt/MR90eNW02SWO5mvg1lHDll+aKMjfYzdenCXGjRtF1u4sqqtrufCW07kiIh3RJDJjkT9npNzGW98v5esnDtHVbkJf34XJJHkgjn7NfpaLsrIKduzYw0knzcTdvZeAazQq9Pr2404UASZMSGFxw3+4/ozrkdVcgUol8Ga0ka+UMG8UfH+biGBzrS0diiwluOZFiW0925BMXjVtFPiGELdA5KeXqscKghAriuLAD9rfHJGuHbywwDrToZkkAqhUigGJoslkwllU0oFjO3+1Tk19fF3P9uuyt5glzibPIGklJjKR/wjnApJg4yb5zdzEzb0NdMLPxd+iju0N3B8cHEioLIJZpplcLlxpdT5RFLmh8SK+a/iG0YGn8v4vt3PjhIeo+qOSx295gkuuP4eaLZ14Bbvz9kdvc0nJlaiE4f8XXCtcGf/sZGpGVbP7ru347wog4rdIKqYcYcqDMwbXhh5eanuaF9sfgSZo9T7Em1WPote3Ex4+OE9rR+jo6MLZeWSo2UhpI4ThehKPHz9e3LVrV7919u3bR3BwMD4+R682Bdi4cSPTpk0bVoaWpX/uJu7HaKb86glIN9xs0Kt3hZ/lv/FO7KP89tuXDtsoLa3h8GEdQUFehIVp7fanqamZtLTZrFjxI48//jhjxyZz9903sXVrHjNnOk6L1LedVvLyKujqMjBuXPSwwmUcOHCY8HDfPhPPsmVv8vMLm/kodA1+7dJEVeUP6VPh5les28jNzcXNzY2gIPuq+cFi27ZtjBo1asD83YIg7BZFcXy/lf7mGD/a870FpwReNXXOVb2FA/lUGbBeBlpqMhRg7DZBMKDA0F3RgPVzbC5XNLuDWx0V+S20NEmSvdGjU3CE9vYOykrz0beCXAZGE3g5Q4sBOg3grAQ/Ofhquvvl6JE2QKfCDREZKhp7x9BlM57uMdmOsT8YrUwwRGrr5FQcNpKa0ve/aU8Sb4m2tnaqG0sJ9I5EqeztRHt7ByqVkszMbGQChIQG4+3t1ef44vwsGlvA2w3Conuvq8FgwmQyHdcQOZbQtzZQXFhBeKyAl8oAdWDqkkIqCh70PoPdf2GjQoa8vVvya9Flo0KG3GCyfiYteY2dZ3l3Vj4rf/smf92m+rgRHdT/IDRJ48Xz75TmWFvCaMbu3YWMGxdtVdbcrOfDD7/k58fWslfcgzPOpCt2kizYn39a/Fs4eHE245ZNJFfMJdWQwBjGskmxlVdNLzNfOJ3l4vekCmmcJTsbgK9MX/Kl6TPiiOc18RUCFYF88PO7TJmSwF9/beTSRbfwo7CCE2Rz+pzvJ9OPPMajyJMN7N+fQ11dHkajkYMHC2hvlyKMREUF4Ovrjre39BicI/yHCo6QIqRymXAFE2WT+rS7+Zn1TL939qCubUGsiapZxbRPyMf7gJbRr4xDQEDvCp1iJ2MbIkkQEvlV/gdyoff9KIoicziBLYYNPWVr1/6IKKrZtmYuF38mlbntG3oq8927Cxk7NmpYJM9gMJKVVcro0ZED1vXyih1wjj0ubyCNRkNLS8uwiaJGo0Gv1+Ph4XHUbeg6fFF714BF8F0z9K7wk/FXDubW9dkHktdxUVElIODm5oyHh4tD0uru7oZcLsff358XX3yR0aPHsWzZm3z99ddMmHAKmzf/MigVrpubGicnOVqtK/v2HSIoyJvAwKE7FYii6HDCW7LkSl5/+mM+qHuem30fBySiaEsSAZqamoZNEgHa29txdj7+kpL/NQiC4JQSIlx5m18j6rw7eyRtgPTbErbSNVvhgV/vMfUpaisJoq29og4fFICoC0R5OBL30b/w5nsl/PmlpGR85BK49ZW+wp6NG7dy1cWX8NDJsCQG9lRCUxWcEiKde+EPsLsznBOaS7giDqYkWMQNsxxb9/aBkMX4HD6Af80eybnFdjxmeDgoB8f5rgGdjzP/OaWTvDyBb774gdTU6D517E3CfeF48XfNdadRXCgtyGtrD/Z5Z9TUlHD/PdfS3Ar/CYdrP/qZ7OyDzJt3EkeONJCUFGqv2WOOwsIKXnnpHe59Kp3ZrR1SNhx/pOsbYlHRbC5gApT0fT4tLQ3NZZb17DzPsybCN+8SKwiCryiKx9er5/8ZZINI9GGOM2xWNX799U88vORFJrucyNOy55ghzEQh9D/du1S70OYnmWS54srZwgKUKDFh4k753dxovI5DYjGvi6+SICQSL8TzjulNDoulrOEvXHHnnYlZaDR7aG/vorCwmFaTnhOc+pJEADfc6DC2suH3H2hsbAKgsbGNjg4FHh4uNDS09JhelZVlEhIyiohbfZkekkb9XSYWGM9kGS9zvuyCIVzNXhxyqeGnih84f/V5FCaqULTJ2f5IOn6/JlOp9KTGuZOatQ20dO2inHLC6M2+9KrpZaqpwl8IoKrblPbWWx9h0eQL2PbRe2zFxIylqcwrnUNY2MDqbDPMzqLDlQSOhFONJY4bURyuxzKAl5cX9fX1wyKKT5/sx8rqXUBsT5lZvZoX0cWGPT/j72P90jcYjJSW1tLQ0EJUlD+enho6O7vYt68UjcbZ7g1Zv34LLi5qwsIiUKmcGTt2FHv2ZKJQKGhqauaOOx7l9dcHduwrLa3BzU1NRIQ/oaFaSktr2bu3mMhIf7y8Bp/iq6mpFTc3tdUDaDAYeOWV93jnqS+ZLJ/GxV4391yPzFEw3047er1+2Kpnc+D0f8PjDAw3tfK8+WGdgrqe3gnZbJ9XZfHbDEtnEPNvO5oQs12f2V4Reh1eeoIiU0t1TTQq3ww8qGXBIhl/dgvaH/sULnusEU9P6//i7+9fwp3jYInkAMvkYCQDtm7VcrILfHewhBYFfLAFCpwh2rzozbJoyE/abtEGEHZ4LThbjNM8LrOK2t5vy3HbHmeBh+7swmiErIwDI2bPY4sN6/YQFjYGd2f4/OoELv3QmmDPnXsCF06FV1bBwVqYOVOKz7hgwXwuuuhSOjsb0etbqKurZ8qUCfj6Dm/BPVgUFRVy0omjiHhgHbjSq9qvRrpXltfZ/NuR6YO9xY35eTYfb26/CoRquDoR6ju97gXuGKkx/S/CJJcW7pahbGzh7CyFbnNxUbFq1VqW3vAqP8t+ZlzbeJBBvVjPLtNOTpad0rd90cSbptcJE8Lx7HTjdcWrfNz2IVVU4oOWR12e40H5wyQ3ptBEE6c6ncUPhu+5SHYxb8je4UfxezaaNuCSNokZv9ZRXu6GTtfEt0s3cb/sIYd9PlF2EtGmGH4M3cI5h2eQlVWKTCaQlBSKs7OSqqoG8vKOkJgYgkbjQkJCLPfccxNKpZLmc/XMzk/l8pNuY6GwyKGDTn9IawrHIO8i8d4gpr4zDa88b5rCGtlwVzZNMjVZbQnINqnw7HKnTDxMmNBLFHeJO/F3Cef79Ld48cz1+C/S4VTvyTfbvmJfl5RCZ+U9P/L2PZ/x7urnGD9+9KD61NraiYvL8E2y2tqG71RjiWMecBt6JYHDhaenJw0NDcNqY0aWM6Io0BBkHcxW7wrk51PfUkaCQZIeiKJIZWUDGRnFODs7MWZMZE/+VaXSidjYQLKzD/cJwm0ymbjjjkd4443XcHHRIJfL2b07A1EUUalUZGZmsmFDOi+++Db9obKygaamNiIjpberXC4nMtKfxMQQjhypIzu7lLa2wdltVlc34utrPamvXLmaFSt+50vf1Xzl+gsJOkmqVBgNf/Z9n9DR0YFSqRw2wWtra8PFxWVYbfxTkOKvevLiQKSJ1Gy/V0WvzZ65zAwzgYT+7RW793nVtHUH287FB50VSfRBR5culBCfnfigY+GZrVxwnfT8u6vh0UuttRVGo5EVG+DkSHrJhPnT3cdrgWkqSFOARgZRLvS1P6R3u81Vi7qlxqrMaly2dov9bVteG6C4BL740MjrL/91zEgigJubKy+88BhN7fDgSinosSUEQeDmN3YAsLsRArsFjmt/+JXaksPcfOI5PHvWYj66fAlnxU+WUgQeY7S0tPLcq9fh6x1O/NruQkvibXkv9nd/1tB7ry3vu6OP+V5k2ZR1t73QF9TGtmuPzQj/d2CWKNrai1tCo1HR0tJBVVUNt17wMJ/LvmScTPp/7jbt4izjfBYYz2S16c8+xz5neoaPTR/yvOoVvsn7mpyEgzy18i6yazdwyq3TUXfKcdXD+bIL+Ub8CmFhE4+YHmSGcQpTjOP50PQ+7UI7r/0oZVbSat2pqWniQOsubpf1n/Vsseul6C6pITe3nNBQnx6SCODv74lS6URxcTWiKLJ162+oVCqysnIIDx/LGWcsRoeOfIZmxqp3lT6hThHcdtttsMUJrzzJ/l9W50HZgSnsCvAnJWAzZ5x+KqOdxlJl8zJ9S/4uiW0RXDDxDp7bsZB7772Z2Qun8fnnr/HOO8v4449vmSHMpJhirp17H11dA8dfBkmgY3aIHQ5aWkbWCe64qp6HCw8Pj2ETxanp4HwohKZxh/E8Et9T7qqHsSSxz6OUSRWJLF+eSFRUHG5uakaPjrQbN9HDw4WICF/27y/tVg+Z+O67n8nLK+Tw4SOcfPI8u30ICAhi27ZtnHDCbFxcnHs8pixRXq5Dp2smOTmsDzFTq5UkJ4dSX99CTk4ZXl4ah7aSIHk/NTa2EhMTaFWenr6T06quIsQ7BX337SmMlmwT18/q205dXR1eXn1trIaK5ubmfz2eBwFBEFzSvBWhSZ30ld7YEKuqVjCKEKTBrgSxpyyLPlIdW+cYs6SyTuuCqdUV/4Je3eEbi+Grt+HkVNh6ENas2cSJJ0oG4Dk5+WiAMbah8vygtRIidkB3hBvmyuBxTxCy7fTXYtskVyI32nnJmqWpYC1NNG9btmO7v/vYR56DU2+KIDz82Kt2L7/8Au668xEm+cKNp53O+hLryc3b24vNm1eyatVa4uOjCQ4O5PGTFmDo7OJruRORyi5EER7sgtSEqWSoIehI/xOkXt/CXXc9RlnZEb755j1cXBzbA3d2duLk5ER9fQMPLJ7InkMw3Q8adE2SBsev0ZoEQq8pgyX5M5c7gj2HJMttizIPIERo1wiCECWKYlG/g/0bw8lgkVLVQTZsjcYZvb4dJycjMkHOK7LX+MW4gg3ienRiLVc8voj7R9/AxWddyD3ifVwuuxIjRp40Pc4vphX8mvUZwcGBVFbW097eRUSEdBMFQaDMJAWW98ADFSquueYSbrnlGmJiImlra6e4uJSEhBhkMhkFBcWEhgZRUVHFJL8JuOvsewCLMpHDs0oQTzOg+lXF6NGRdgUQ0dH+5OUdobCwssdhNCUlkWeffYh77nkCb7zpGtBg2xquejAqDXx4z8fID7uRsCkR6CWQmaMETvkiiGaNFsH0AQue/w8HvzyAuPecnpiNroIrr8ve4pzOM7kx9EkWfn4KWq0/ubkFODurmDBhNF8dfo0F4dezw5jOr7/+xdlnnzpg3xoaWggP9x3SeOyhpaV92N7XljguEkWZTIZMJrPKwnA0kMvlKJXKYYXJcdWDUBhMc+oRRJmpzyrtK81HXHvL1Rw5Uk9JST4xMYF2SaIZ3t5uREcHkJVVwu23P87y5St5/fUP6Orq6ncVERwcyh9//MHzz7/Jvn3ZPeUGg5GDB8tpbm4nJSWs3zhIXl4axoyJRKVyYu/eYiorG+ymcqqpaUSrde/zR2xpacVFJjmvtGikT2G0pOawh+rqanx9h/8QNzQ04OnpOex2/u6QyWQnnOJskFvdNnvSNyCzCC7fCGnLocH897AkUpaqQksJzn6Lj1ni1i3ZUa1xRyNU9tZdC167ofhV+Ow8mB8Ba566oqcPXV1dKMXec2bshol/gLANHq+XSKJn9+4/THBHHdxWCyZbyWf3+cRqgT5Z7e2M3eF1cURK/KFc48xn38G95x6f1MKCIPDzL5+zvRLymuHw4SN96iQnx3PHHddz+umnMGZMKhe+/QJHGhro8vKirAXKW+FJJUyQwXntMNsr1mG2qm3bdhMaOpqvv/6RzZu388knXzvs26pVa/H3T8bbO47YmIkUHYHXR8H7YZBSV8TDqZF9SaIZNhLjPrC0Q3T0wUEd4Ew/iNVqLnbY+X8AnLqkuImWns620GicaWlpJzg4kD/3fc281ybSFObFnV9eza7aVSxZchUzZkxm1fYv2SxuItIQQpwhkkaxkfXFywkOloQI3t5uVqkjzz33DL4yfIrBZOBa41UkCymkpiYSEyPZi6jVziQlxfWkETz99IuYEHAqX7/2HY+c9pjdvtYl6Nj6xCbygnJZet8TzHt+gkMtlSAIxMUFoVDI2b+/hI6OLgRBYOFCKbVkHXXMNczhB9PyQV/Pqvgm0h/fgs/eAELWJPaUu+qhKKrXwXV6upK9P2dhdK+ndbKeHfen0xzSZNW3D+QfE22IoCyzjssvv46rz7uDSy9dwmeffYdG48J3Ra/z6KN3cfrpJw/Yr/78CIaKtraRUWGbcVyIIkjSwMbGxmG34+fnR3W1o7fSwMgcBftSFHRW+VE3tryn3OhkpOSMXGbePZVNmzbx22+/8MADS6mttR+XzhIeHi4EB3sQHh7Fs8++SENDA5s2rcfVtf9Yc5GRMTzzzFJuuuk+TCYTFRX1ZGQU4+WlIT4+aFDqMEEQCAryZvToSPT6NjIyDtHU1PtHF0WRI0fqCAzsKwkcMyaVDR1/9JDlKn/p+ny9yP656uvrh+2QZG5nJCSTf3ekBvtccVIYjidWC5ziBx/PhKImOO2L7kIHBMxq25I0Zll/GovDcS8/JKkU1/S2GVEJ6lyorYNCGT2Lk6SkOBq6YGMBlB+B+yph8jWSp/ZCVxCjoD4KWiw0Ky83gbwYAnbCwv1Q3wWGbm7Y5eyKsqO5t6+W/TaPz94YbWGnLEjfzugYKCg4ZOeAY4Px40fTIcI9nnBa2iyamx2b47S3d3DNNXcQ29CAYGGTXdYCb5rgDFHyLTlwIK/PsSUlh1lyxvnc5SSFW/8ZeOD+p1i5sq/a0WAwcN2V1/J8t7/BqSGwfRScrJScjFI4xLzYcLrM19nyGer+3eboObNHEu3B0b5qOEELrmq1gzfSPwNBPh3ccFf/3rPOzk60tUmCiZCQQBYtOovn9y5k3rw5Vpqm2NgoPq1bRkntbgqqtvFq3YNWdsZKpQKj0YTBIOm7f/55Ff9RnM961vGD+D2Prri1p64oiuTk5PeYQuTmFqCu0vCW/D1e3v0GYpqRLpdeYUmbtpW9t+yi6MwCIl+N4baPb2WJcO+AEn1BEIiI8CM0VEtWVimlpTVoNBpWr/6OL8I24yJzpQ3HwqMD4gFcu1TEqiNYuXgFhRdnMOrNMQRsCbOKeGKeB1+5WfqtaYET3c7moetfYsebe1n31Xqyrskk+/J9dLpKJl8+gg93h9/DGMU44ksTEAW48sqLmDtXSmPo7u7GLbdcM6jQgOZQWMM17TIaR8YhxhLHjSiaHVGGC39/fyorjz5g/8r5cP+TsDwhhrJ5hZgEE4enl5Px4EbkHXLGP3EC07NOYtu2nSQkxPHKK+8Nqt2AAC2fffYJ+/dnkJ2djUzmRHl5eb/5qUVR5NRTz2DcuEns3l1Ie3sXo0dH4u/vOeSbrFDIiYkJJD4+iJKSGnJyyujo6KK2tgl3dxe7Djfx8dHUth3GVd9LEvc5iMfa3NyMWq0eti2XKIr/ejwPEkZ907zpth6PjtR6fhCogacnwiNjLcqr6Gu3aGnjiJ3f3XZnzZ3huNeU9pJHsw1aN7l8IgLKcuHspDgOHMhDpVLxwAvPMOsApJWCyiipowHGKCVC0VYF5uWi5RNZZYTvWsB7N1xfLJV1aDxQtjdhF7a2h4722SMr+yVniZhJ8h5vy+MBlUrFf7xhf5PkI/1k2Bi79aqrazkrIoVUGYQ1NmKwkb67APOAU4Ht23db7aurq+eysXM4xwBXd8/RbsBjwH0X34jBYLDSdMhkMkK8oaBbwLlIidViwb2whHfdwlEWQ/M+C1JYDW37e7f7kEV66/UrNRxgzR/XAh2NDbHCv55v/UIQBJRKBR0dg1PDmrVz9uDt7UpdnZ6dO/fyzotfc5fzQ/wq/sJdj91AQkIs+m47pTfe+JAzpl/KKcmLEUWR+vpG/IUATpHNJUQMIfyPSIrPKMCoNJB33kF237mDkHVhjH12AteXX8sk1zksLh9c3EIALy/X7rS4ApmZh/j661Us1VzN84oXuEi22O4xRzwbuSv1dq5dci2Pv/YoXxR/xpSHZ+Be6m4VGs8MTQtc+aGkWWvRwK2+S3FV++F5hhOv572K6mENngVebH9kCyWnFGOSmdh77m4e+/4RIoUotmavZNmyR/H3H7rmTadrxsfn6BMZmCHZOQ4/YLcljitRrKuzH3ZmKHBzc6O9vX3QxqGO8MkiFbWCBxmPraUupYbUZVMJ+TMGuUnOw2rJG7nDNIOP3l/BLfPXDtCa9Ef95ZfPePjhR0hP38C5557L5s0b2bVrF+vWrSM9PZ3du3djMpnYsWMHGzduZMOGDVRX11BXp8PZ2UBkpF+/au7BwMVFRUpKGH5+HuzfX0JBQWWfQN2iKPL++1/wxLnvECxIq7nKAMk20RHKy8sJDh68m78jtLS04OLi8q/H8wAQBEHrrlLJNZaPwyBsv5Ykw9wQ7E/EtpN5lc3HhlQ1dYbhtq/Uui0LEuG3FTYZ4Yw6OGvafM7TxlJVVcvZwOrdf/FxfT5//bWBcOChMjjYbZ/oKcDvzvBXIFSESd9rA6E1HDYHwVPd77gOFw9UdRZaCHukw9HYBkFOcnYbe1RuxwsvZ2ex1QQLgM+B0tJyq/1vRsWSEj8FL4N0jVwaGzG4W9salQPBwGTgu/t6s70UFZVwevREwk0SiSwHdnR/zwDKgFjfROb6JfUcI5PJ+PjHP/nhEHw0Gi62mN/aquDQ7+UEh0ixcA6KveX2iKG53PIzXAgCpHi6CEDSgJX/4fD0lELKDBdarTu1tU3U1zcSo0gkQh7FPjGTpKR44uIm8957n9PW1s7zj7zNNVyLj9ETgE/P+4txQq+DW/C6UMpnHGbzMxtQNiuZ+sBMdJl13Ge6m0pZFc8X3jjkvkkpJrVER2vJyMjg6TnPoH3Gi/QnN7L3tp3svzaDNt9Wdtyzg59e/o1v73qXsLEhrFmzhhsuXcLZm85FMFnPPZZkscpfIon3Pyk5dGaOgrknPc+PP/7KBbeczU2G6xA2ypny0AzavdrZ+PxaMnz3EDrWl8crbhpUUg1HqKvT4+09fNv9xsZWPDwGHxFlMDhuRNHV1ZWWlha7NnRDRWBgIBUVFUd9fEdHBxkZGcQkttDqClVlSXSKvXYBLW4Cb8T9xRL/pbwwaTM/7LiHr+cMTHIjI8M55ZTZpKdvpaKigi1bpADhs2fPZty4ccTGxiIIAsnJyT3lv/76Exs3bhzRkBeCIODj44avrwcajTMHDpRRU9OIKIq0tbVzX+zHvHLvR1zmtoSXvD/p8XL+ehHstBN2U/L+riQgIGDYfaupqRkRO8d/ACbOcDH2LvktHTMGUuE5chKw3GfrOWy2V7SQGrYq/NFsrexzbH6R9ClrAV0rnNUJ64DRRsh+fBlq4IxxJ7Fz515ORMrDVizC2DYwiaD2h3lBMFMNAQo4UQ0nqEEth2nO4CuXztXZ6Yayral/gmg7JnvjsnPcqpWQfbD/wOHHAiqVioed4GEBWoBNm7YCsHnzdub6xPJKA6Sr4TUjeAsgb2rCaEMUzcu1iUAFUigugE8mnYQ/cANgbxl2PXAmcADJPtmMmJhIfln/O7dlQ3VXL8krawFFVxdOTpLsN9sk3b+ylt7PQBgJwniCvEke4uV2xvBa+fvDw0NjZV94tDAYOji4p4Lbr34CH7zRu0Ktsplvv10BwJlnzmXt2k3ECvF8YHqXF9c9hE5Xx/LWz3hMthSAxqgGdj60FU2ZG25l7kSsiiLPkEeaIZGaC0t4d/tTw8rM9VTix4zOmsRp757J9HtmM+mxacR+nUjo6nAUzSrk25K5p/QQTy/7AGPIQ8Q7X4iPzJdmmhxyEFtHzptfgUVfAzOmc3r4Tez9rolxrrNJMcTj0uzENV9dhaJTgWuLGzFBKTz55Gt22x0M9Pp2VCrFsAVFIDnEeHi4DFxxCDhuRFEQBDw9PUdE/RwSEsLhw4eHfJzJZKKwsJCtW7fi6+vLtGnTmDU1iYa5+1l9cq8jR4sGkgNPJKASEojn+qhl3L1/HufFP8p9434ic460ali/fgvXXXcX06adjpdXLA/FfklAgB+mNZL9nd8XKRwOk8auUqlwd5ccSjQaKWRObW0NDz/8BI88cicBAcNL+2OL1tYOdLomUlJCSUsLp76+hYyMYq655m5KW3P5wnc1Z7gsRHTTUBgNH1zhuK36+npcXV2HlYLRjOrqavz8Rnasf0ckBvrMHy9vcSx2tac2tt0/WAcD23JArAZRJkdm6tV9mwmiGeUWn1qkuJs3AdcA5wAXn7KQNUAzcMGPn5MIyGxH5Afb26HWTlDhLhdXlNUWy31HZNF2LLaSUktHnW4kdIdEc3YevuH4ULGoKp9Xv5ZMWm666T5G+cZy7dmLudIbstWQLIOQboGAv0GPUWNfOuAMLATeOucyAMKeeRQ1UixrM4LpJZa3AQ8iEfeokFF4ecWSlyflsY6Pj+EkN/i5O8+2mQQqAVNjIx4eHlzeARe3WidVGQppPFpMdQVfV+dzjt0Z/h5wc3OmufnoHT0B9u/PYUzcqZStO8SXc77n5fAfadGAgS6+++5nAPLyClly2SNcJl5KLbU8POcllsQ9hiia0Hno2Hf9XnIvPEDyB2lMfGYKokxkS9omXja+AMCtt15LdHTEUfexra2d7zu+4GHjgz1l8k45rhWueBZ50amQs/BDDdvvOJcmQx0XTd9J7EmVtAnt3GC8lu/F7/q0aZYkPnl/3/O9cjNMn7eU/Iad+Czp5NzLTsfNyZubzrod7X4/Jj85neUrlxMXkkpRUVWPfedQUFlZT0DA8O32jUYTRuPIZ3M6rrmhzI4o3t7Dy1ns4iJlRGlqasLdZrXtCFVVVeTk5BAYGMiMGTN6DHxT1EHcFHqEivPL0bsGE13Y125hofuVpMaOpqgtm72Vq5hb5EuHVwfecl9OdvsPdwTcTbXXfu6rvRaehc99/+Bq/5sZ05GEWg/13pJxbIsGTI/Drgkwfidotb7cNupjHrnrdk48cSahoUHDui5mmEwmcnOPEBsrOcQolTLi4oJYvXoTJ0ydy8SEWQT9GkaLKP1B3roey4ydfVBcXExk5MCpgAbTr9bW1n9D4wwCXnSeNtqSHwzkpFGN/RAxlnC03w6pNDhrcGrvnf2HKhU6F0m9ugJ4FXB662NG2yyWv9LD5xXwW/fcdpsHXBMB6CCzE9QyDWM6GvqOzR7MdQaweTPvDxchQAWvpsZy8/7jn074lFNmkwxkAxe5QqsJnmqAh41QbCEMULS1YrKIOWpWO5sV1jOAj4Di4hKqq2vxsqgHvSTRsmwekI6UeW/epHls2LcBPz8fmtokKacl6SsDxJoaIrRaMhsb+RGYDtgT75mPC7HDa22fH7W/RXmVdZkV/CBeD9TXj7az919YQCaToVI5DctzduvWncxQzGHxwdvJv3YHzWUibnqBhR7XUGEo5aO6F3h48Yv8IPzAVNk0ZsvmUClW0KBoYOn8Jzkyo5SY7+Lx3xnQE0qm8N0i6h+sZXdRBtRDeHhI/50YALt2ZRAvJBAo9DUb0btCtS+UhgL48dXbr3DqwhuYMyGZeEUyXXQS6hIP7VJdsxTRVQ93LgNHXlP3vO1BccVr/Pz2s4T7juey014kYLqW2Afj2SFupy2nkwuvOrnHITUkRIu/v8egTKxMJhMNDS1ERw9fY1dfrx9SIo7B4rgSRV9fX4qKikhISBh2W5GRkRQXFzNq1Kh+6zU3N5OdnY2TkxOTJk3qk1vYVQ/fhI7ijuwt/HaWB1XbXPGvAv8qCKiUjFsBEjXjmCCO4wqfS9B7NXNJ01nEyhN5yP91BAQ0rlM4w2URi6pnM0V1Ak6CE+pO6/MACN1S710TpO9rOi6l1SOP+0/4iM8KHhj2dQEoKqpCq3XDzc16rAEBWu68YCmfX3gumXenUyiGsdE3kpwEx4Lljo4O9Hr9sMk9gE6nG5F2/glo1nf6hTsD/fla9JfCzx5sCaFtJhOL3+1+Xjg3SuYWZjWkLSwJi3nbFjcBvwO//fYXMcDyLvi+BC5WwKUdsMQJfgNmzpzCbzu28mE2NHaLrBYZnJnQ3tbbL8sMHtA3VAv0JYu2sRS7JWZCNaRPh+nrISIgljMrjz9Z/DJzPReMns2mdpjlDOfdegNrX3zTqo6irQ1nNzUhmt57YHnNfYBZwINjT+IPIApwpBww3x/zP/BD4A8gLW0WoUCaHGYZrc/xCdBZV8dcLy/Mofw2AmOxvv+W976sxT5ZtIQlcTTXtyzrIY3VoBLAIAoyQRAEcSRsl/7G0GrdqK1tIixs6OY9oijy/IPvc4H6CkpVnbR0ONGeVkPwPj+ubVmCaxc84fk4vi2980occXhOcCf/vFw0WzUk35+G3GC9ItxSv5m2b7u47v5befK5F4almfrpp9+5/PKbGU1fRzC9q+SMGWUhmDvvvAu46otV/LniU87XXMV7kavRtEhZJX88RzK5WtmdgqwfpRoAB28/lTknnorOv4sTm9OJe3UMj5me5C3TS9x0/2U9EUj8/Dw4dKiGiop6oqL8B1QDV1Y24OvbN3zd0UCnax4RyaQtjitRVCqVyOVyWlpa0DhQpwwWfn5+5OTk0NHRYTdncldXF7m5udTX15OcnOyQoJSGQthhJ74OGcP5Zbv4I20qmYKS6EJ6Pv42q2HBzY3P3Po6uLjLPPg+ei9ODtQwZrLoXyVJF82/bzUtYVJTAkbjvQ6DZg8WFRX1dHYa7K5Ofr+6nk46iFgfzBFjANWXFHC7aiNVVYn4+9s3wi0qKiIiImJEHuIjR46MSJ7ofwK65E44CY495oG+xNCWSNmr09/xFuhw80DZMrBHsD2JlW35U8DVQAFwcffiKc8kxQS89HA2BVffzhNP3EdYWDCdnZ20t3dw8GABX375Kx+WtnO/2J0Puj/Vs4NA5H2IpQVxjAS+TYCF2TDfaBz2f2+oCAsLZktdL0Fd6hfLeJN1HVlnB3qFc7+q3RnA3d2/84FfkWwRbWGWRu7q3n4Z+AwpzI4K+CkMiout7+MnwKNNTUzy8OC57rIVwLPdv23vfw95HEAVbSa+ZkJpSy7bbKSMni5qEy1dnkgJIf+FA3h7u5GdffioiKIgCHz56yvceeYy3t/3CmGNYfzn/LPRZJ/I9XopfpJa6CWJzSFN5FyajapexfinJ+Pc0BvJQhRFMsjgW8UPKGWuvLX1WVpDG/j+lxeHNT6TycQc4USWy1f02ad3lYifbcRC2SuvMa7KnYmlM6ziJlf595LEwWD9LBBniuzYsYemD6LxP+jOM12PABATE9VTT4pAEkBraweFhZUoFHKiovztRh4RRZGKinrS0sIH3xEHEEWR5uY24uJGfo49bjaKZgQHB1NeXj5wxQEgCALR0dEUFFjHlxJFkUOHDrF582bc3d2ZPn36gFKs0lBYO9qDdZ4JnCDspM7XQOYo+Oxi6cGzDBljJnjmuEt6V+mBK4qSPmYbx/7gqpcklWZppb8sABdchp2aS6drpqqqgfj44D7EbseOvXxYeD/vhP4uBdaOkLPOJ55JkyZRVlbGtm3baG5utjqms7OTqqoqQkOHn7nCZDJRV1eHVqsddlt/dwiCoHGXC3IYojPAQBJFyzoDqLI7XVxRtjb3nHsgCZElbCWLo4CvkZwpAM5wgWmucHVVPkqlkk8+eZ2wMOkopVKJu7sbEyeO4YorLmRFYydLdLBcD1Vm47iB1PD29tnaZVZD/jbwzYZo4Gy/BOrq+nKQ6upaqjOyuMUrlqysg4MZ/lGhvb2DT7vgrO5ts91fdUMnYrfRv+Vb09I+NAhJvX9d9768fs5ThiQNBNgOvAR8BazVQFf3NTLbNe4DAoHRzc1U2ZiLNNnpj+23vbe8ucxMfK3U3HZsHc3Pf7BCkHV351/0A6VSgSAw6DA5tpgwYQwbKr7gSO1ezr1gLh5KL8YEJlsRrE7XTrKv2EfW1fuI+zqBUW+OtSKJADfLb+Nc0zl0ih1kBFYxZ+xdPP30nZhMUFZmm7pp8NiwIZ0AAtEIfV9ILRr7Nob14e64PvMatTcu7Jl7Hdkj9gdRFNm3bx/7dnnQeSSEJrEJDRrS03+zm3XFxUVFamo4fn4eZGWVUlJSg9FovRKsrW3G3d0FJ6fhy+waG6X0f8cioshxlSgCBAUFkZ6eTlxc3LDbCgkJYcOGDT1SxdraWg4cOIBWq2X69Ok93nqDxVfTAzh8uIv2gzv4NHgiqlYFmaN6iV10ofQwmgmimRBqWnrLzdJH/6r+k7i76nsDfJpEE21CO5vuj2XRx82OD+oHdXV6SkpqSE3tm80lN0nFXbXPcbXmNuKcU3ucdiQPZzXjxo2jrq6OjIwMvLy8iI+Px8nJicLCQiIjI0ckD25NTQ1arfbfsDiDg39gS6uyrf0oj7aUovVHqvohV62dGsRq61nbUgrkSMLlKIBSFJIzxW1AlSdcN4g1kbOzMy+9+yJPn3Ia73bAVbWw1Atu9HBwwABE2VbdaSYtjwDvmWBm9ESuX3ofvz74NPVACLANeHHZMpqBc2acwT3PP4q7u2tPZoiRwsuBKSQDJ9hc28quLtqcnOySMkukIhHew9i3HzQftwRJJHcl8AGwHmmc57VY18sDHgU0wNLWVp4MDuYX4AHARK/AcKAlv5kwOnouLPf1txjxr2tSIBHFAwOc8h+Djo4OdLp6goKstUf+/p5UVTUclVTRjO3b9/DOM1/yzcyNiCcfwnWDP6LMRMXsQ1TNKCFqRQxJH6b22CGa0aQxsaDrDA4IOWzY83mfvnl6epKdXYogyAgOHpoZUktLK59++i2/u20Bi3ejeR7NHAWOjNrWz4LZwMWf9WYgGwpEUSQrKwtBEKg5Es+MQshzKSOkKZTExNh+j/XxccPLS8ORI3VkZBQTFqbtSa9XWlpDSkrY0DrjAJWVDQQGeo5IW7Y47kTRyckJZ2dnGrs96YYDQRCIjY0lKysLk8mEKIqMGzduWGrt0NBQFgHGwm186zsRWpRsmSaRwX1p0kNpJo5mmB88s5pa7wpRg8hMaiaS9frDuIgudIT7I/mIDg3V1Y2Ul+tITQ2zuzK5SXcBJ6hP4yq322hDIomv2HiveHt7M336dA4fPszmzZsJCQmhqqqKmTNnDrk/9lBWVjYiDjH/ELi7i2LPG9iukb8tbG3zBiNd7AdGlTOK9r5M1TyZ207qZS2OyYDt8b/XSmFYBoLJJBIeHsrn5ZJ6Nj+/iJmT5nJCK0TKBnddbKWx9giuHEkaFwdsePBpTkPKM1yKJOELRHL2cgE+uOtRDgKRkWFMmGA/YPZQsX//Ad4FvsWawAJgMICFTZcjYmYuvwD798G8/zzgXSSS6AWEnDyLTas3cJ5FvU3Am8CyD17m8ytvxa2tDaNajSvwCn1tUwdCfyRxsPCTTBP/DZdggczMA8ydu5CIiFBuvfVa5syZQWhoEL6+7mRmHiI09OgW5k1NzVx+9r287PwOsQVx5J24g7KTC6iZXI7Xfj/Snp5BrZeCqgBrYYjeFb71WktWfTkHd/9qV1AjkwkkJ4eSk1OG0WgcUh9DQiR/hDltU9C79Y1/+OM5jp1RQCKLTy2Qjsvs37XBCiaTiX379qFQKFiiS0E9oROv77fgbmwmQDG42MLm+I9+fp4cOlTNkSP1eHio8fJytauSHioMBiMtLe24u49sWBwzjjtRBIiIiODQoUMDOqIMBIPBQGNjI5WVlSQnJxMRETEi/QsNDeUypZJJOemMGzeOOblufHaxRAijinqdXMyrkip/KWm7pgW70d7twUw4XfXwuOlVpjvN5pLH+k/TZAtRFCktraWxsZXU1HC7MZgKCw9xUDzA/VP/YpuHzGEeZ5CId1hYGIGBgWzatAlRFEdEXdzR0UFLS8u/afsGD1dX0eSYCPWTnaUHtl7AjjyCHZTLfJTISga/aLG1NbPnAav2h8MGuKUUPvlk4Jhjoigis4inExsbxXkaeLsdnlX1tWMzo63KPokcKITLnO6PGand3+a/81Xdn/uBkpKyESGKGwNiuboTXldBuD2TVKMR5PIhkSpbW1FL28ELABF4D2gFVq/eAEAx0AbcikSQ3373BRYsmM/evfvJ+WMj1UolTUh2pn5IdqevI9l5Hi0sp9j+pIlqf3ApA5VCPvy0FX8jTJw4httuu46XXnqbW2+VQsWEhgZz3XWXMmfOyTQ1HV3g5bvvfpyTTSex0HgWJdoWTKouDp2VB7/MYk2qhrTZUr0q/14NWosGGtuqWLr1Lh6+7T/9avNkMhmJiaEUFFSQl3eE2NjAfrVWZgcWN9xYKV/VQyzNmr30qRJJdJR61hL3PznYqyChq6uLXbt24ePjw0WNsUx6dR1v/Hgiu5RBmAySwfWhQ6VERAxOKqhUKoiLC6KxsYV9+0rw9XWns9Mw7HA2NTVNI+YQYw//FaJodkTpsgjmOhSIokhZWRkFBQVEREQwdepUDhw4QHh4+IhdKH9/f9RqNbt37ybaJQYyQ6gMkP4Qld3SdHNgToBb/pQIJFhLGy1hFpFbfu80bOOL5s/4w3kbklJncOjqMpCbewS1Wklqapjdcbe2trF48fWMO+sJ1s+QbEhsJYn20NTUhIuLC6mpqWRlZVFcXExycjIuLke3WikpKRnRe/MPgJtnqIuIb6t0wex58TraNtdNsdhvqYoepExGlMlRuRmtCZcjJ5nuc7RV9U74sVH2jzs/C050hzPPnDdwH+w4uGra4TUDTJbDGXJQCI6zhFhiIJJoJi0DEbJgJDu/4cSBM2Plyj+5sxM+V8F0OZR19J6jpx8mE8hkQ5bimWFpM2ge4yxgMzAeybFFj2SsvgGJLG7Z+hsJCZI6rfL1DyiKjGSXQsHr3cdfhUQytwCd3cePRpLMHg1sFxNW6H62PDxA06r0PMpT/E+jtraOvXv3k5aW1Mfh6uGH7+Cee25i7drNfPTR16xevZ6nn36F3zPrueW8GUyblopaPbh0qbt2ZfDOO5+R+UMu6S4fs/+CbCpH6VClJ5EbUk32zVVs84riz1Ok+npXyEmAsMMQkdvJnutOIXDyWVx22fkDnksmE4iNDaS8vI7MzBISEoJRq/sG4H7//S+4665H8cKLzYrtxAq9at4qf/hhgUT+jkUy8Pr6ejIzM4mLiyMoKIidwC1yqY8uohqDzIl2U8tRxU2srm4iJiYQhULGvn0l+Pt7EBzsfVRmXlJCjAaSkoYXdqg//FeIoiAIPUGzo6KiBj7AAvX19WRlZeHh4cG0adN6ort7eHhw6NChEVVvuru7M23aNP7cth+tupL05lRGZUoe1uY/S9hhyRnGkvxZejUDPbmUNS0gCpLTi7nulp3bme28kMi8wZPE2tomDh2qJiLCr8fWwRKHDpVSXl5BevpO9B6jib7sRv6Mlv7UA8FgMLB//34mTJiARqNh0qRJ1NTUsHPnTvz8/IiNjR1SeAOTyUR5eTkzZgw+p+e/QGxSaoX1lw6C1dvCvO6yVe06Wo912exTAAboUHshM3aRP3+B/eO66/Vpy/J8XRa/FdAhwIIaSEtLYvfuwv7HAbS3d9LS0mElVTz9pxUkHcynAil+YKAgZTDp7/Xa2c9fS9l9YJFNHcuuG0NC6Fi2DJC8im8BDAbnQY3BEdrbO9BVtfHBsmUoBNho6nvLQJL+mUJC0C9bhqWhTqedurZQdtczT7/m3FJq4GGkECHnRIVTVFRCIzAJCAUaGozs3l2I0Whk+rJlnKxSofbwYNmyZbgDAUi2YN4WbZoJqQh40pc0ikjX0gDkYv2YFtF7HwAEO89q9pZtsPK34eVt/R9Fa2sb1157J2FhwXz11Tt9hCsqlYpTTz2RefPm8Omn33LnPU+TvT+T4hkp3HLL82S/+9CgzvPyy+8SvCaRr+Y8RsaZe3DaH8mWxiT+vE1g62hPNm/ezJvhgajVamZv6JYmJkjzX8AHHyL3C2LHmxcPWiAg8QAf3N1dOHDgMIGBXgQGevUc/+uvq3tMqe6W3ddDEs3xDz+7eHCCj8Hgu+++5O6770MURU499RQuu+wqdtR18VaLSPOPX4BMjiCTE+sbwpqAAyyuOpkKsZwPPniZmJihcY6mpjZaWzuIiQlAEAS8vd0oK9Oxd28xERF+Q8733NTUirOz04iosB3hv0IUAcLCwkhPTycyMnJQD1ZbW1tPOJxRo0b1CbSdmJjIpk2b8PPzG3boHUs4OTnx1IyxXLSpgpOb0+lQhlNdH4F/lYxEIK0QTt8H+uhe9bOtetfs6FLlLxFFyxVZ9c5iND6DE1tbutunpUXYFVenp+/kkktuREkIFbr9yGQK9BO6qPcb3EN08OBBwsPDra6hr68vM2bMoKSkhE2bNhETE0NISMig7ltFRQW+vr4jktXlH4RWobCUSXfeidrfsSq1ByNtueUHBRFnoZLVE7ptY//nHawtpB+Uh8O81+Cll54YlNQhJ6eMsDBfNBrr8FcTJsQgl8tZsWIVC6+8FQ8gWIDLneAGRXcoHQsMN2tI2YvLmPzInT3bHwKlfvDYnqOLvdjZ2UmMfzK3I9lFliOFp7EXIllUKGhZuhTXe++1KncUiqg/2Eokf0Iie0ok4vgT8DSSQ8wYwPWseWxfsQr3uDhOOOEE3nnnHdYCdwGFQINNe5OQbDs3IXlWz0fKRy0APyJ5Zr+EJH00wzxmWzW0rQmDrxLqu4ThhYX4H0VkZBRbt27lzDNP49pr7+Sdd5bZ1cQJgsClly4iKSmO+YtuIidoBqdoD7Bnzz7Gjk2z07I19IdMnPn4qYhFCnQ7prPsFid2jgdJW6sgOTmZjIwMJk+eTJW/YDXPNf32Ne/fesFRaY3c3dWMHh3JoUPVZGQcIirKH4OhncWLbyCGGDRouEJ2ldTH7liJz981tNA2/eHiixexdu1G3nzzWdLT9+LvH8rTTz/Dr6vXIgsMxWvSXAA6ZQZ25vzEzc2t3KV+iNtbr6Ory3a13D+MRhP5+UdITOydP+VyGeHhvgQEeFJUVMWRI3VERwcMOmj64cM6wsOP3nFpMDju4XHMUCqV+Pr6UlZW1m89o9FIXl4e27dvJygoiMmTJ9vNxiKXy0lLS2Pv3r2YTIOXzg0WX8wI5MpTZnAorpPw1I3MKyhh7p/GnliL0JsC0BztPXOUtF3lLz3cPywAg0Lab66bJx4k0KV/F6zW1g5yc8vJyztCaKiWxMQQuyRxy5btnL/gZq5L+ZYnzsxk/oIP8dBGI7YObqasrq6mqanJrq2nTCYjMjKSadOmUV9fz5YtWwZMxyiKIgUFBURHD9HF7F/oq7ukSdKsQjWHCbEbKqfawQeO2qlF3tWBqXWAXKyDCUljYSO5tx2iXOA//zl9UH0QBMGu+tkcj3XBgvnU1eWxM28bL636lk86YWEr/DxMYmgLW4nkqyL8UQZ/ntS/t6MjfPnlD0QgeWEOCIVCslO0gJnwWabnGwyCbT4XImVoMU8CciRP58VI6QFXrFjFLMBHpaKjQ9KL70WSKE4HYoCLLNr3B949tJuC8n2c+9ITfIDkOFOKJEUEKd7j/gH6aS90zpFOEEXx6EJC/A3g5OTE8uU/0drawcKFV7NvXzYVFX1fBp2dnSQkxHLazLGsXv0To5MSee219/ttu729ix07DnLiObOJ+XoqhfUpfHa+U3dUjF74+vri5uZGUVEROQm9GqqYdYfpyM1kzpzpRz0+uVxGdHQAcXGBlJbW8Ntv6cTExFBAAR544IlnT5zEWetHjiR2dHTw22+r+fnnr/DwCOTss89ErTaxePGZZO/9k8qdP3HwjRs4+MYNFL12MyWr30Wd2MHtrdfx9tvLOOWUWQOfxAKFhZUEBXnZJYEqlROJiSGEh/uSm3uEgoLKAdXara0dmEymPsk1Rhr/VTFPdHQ027ZtsyudkgJRVpCXl0dwcDAzZ84cUH/v7e2Nv78/Bw4cICUlpd+6RwOFQsHvQQlsMEZxTkcRk1w3Ut8cgK4hlOhC1x5iGF3YK0Hcl9brMV0ZADPrJZK4czzM3gAhsxfz8oor+WPSqUyf50ZmZjbbtmSSlBrFkiXXERMTj9FoIjRUS21tFd999yMHDuSS91UVzYp2gmWhvJl5F+9N3sK7uqd4OegrojmJLYHgOvdy6pZfPqixtbW1kZ2dzZQpU/pdFSqVStLS0mhqaiI7OxuVSkVSUhLOzn3tYCoqKvDy8uqTDedfDIjKGrlCxGAQbKVhthksbGEleXREFgeRDk/h20aHy1FGJXAQkkehhqJWSe3q5jZwGkeZTMBk6j8RhyAI+Pr64Ovrw68le3j55Xe5+aW3GdMCof2E8bEHe57c9uAlwNPe8NRBOGXwzffgs9se4qTu3/3ZHQYDRoWCwq6uPuUjgTjgNaT4lq1Int/JSKrjSwGzDPUPtZrGNilDjhd9PavXAG5IYXfuihjHu/X5XHbZ+Zx00ixSU2fyPb1WCicieZA/jESUzW8ae9fB8hx6mQAmceAI8H9juLho+Pnn33j00QeYNetsQkKC2Lt3TY+2Zv/+A5x64d2015YhymX4npPC6lXbUWs8aGhoxNPT+v9sNJooK6ultrYZDw81Lz39Cv+JkYILOgofk5iYyJYtW/D29u5xTqx76g78z71xwLzpRjtB7Rsbm/juu19oXubHpenj8fb2IjJSy5Ej7px77rm4uroyfs0kTDuMFEYrWPT10Vw5+ygoyOWRRx7lqaeeoqtLIC4uCBcXFYmJjuMGd3R0UpbVCMBZZ80bUq74mppGuroMA2ZOcXd3YfToCKqqGsnIKCYoyNtKJW+J0tJaQkKOfWzi/ypRdHZ2RqvVUl5eTkhIryFmU1MTWVlZuLi4MHnyZLskxBFiYmLYsWPHMcsCIq2ilExoSyC2MJZo5wpCw7MIUnQS0uhLvtaP6hZP/CqlP4T5D1cYLdl0CKJEJCcA/nqImL6YZ5Snsav4O5p2N3BOzBnccaIXrdoadmzZznOPvUF+SS6j5GPZY9zJJcqrSZRP4UynJJwFNW8aXiUpeiZjlZP5wXczfppY9N3q78F4gYH0B969ezepqamDvtbu7u6SCqKqim3bthEUFER0dHTPi0AURfLz85k4ceLQLvC/AKiudHbuRK/v8xbqL58uOEiD1qd1+ieLfuDk3IreeQT/P9VwchIsOQduu3Eyn387sNpWIoqD1w64u7vx0EO3885Lb1OPZG/niPw58sy2RI8nt5316alquEYHpaVlhIUNzYh81OUXcOSjrwZV1+TkhLMNUbREfzEKB+Og44uUZeUqJPtL8135GEn9nAx4azSoW1uZg/To7ATOsWj/6e5zvIukdr4xM5vMzGxeuuUBQCKRDyJ5kXd2130GeByJMJ4wiLEdcXPvorGxf/XTPwAKhYLZs0+goaGBdes28Omn33LFFRdy6kM72PXRjUTf/CoRY87mZs06rltXyp/fvMKyl1/j99/XcsEF5wDSu7mmponS0loCAjwZMyYKmUzAWVCT61TEZxfHOLRnl8vljBs3jh07djBlyhSi9tXStGst2Z8+7LDPO3fu5eazn6G47QDTVHPwnDiXc65WUHiNnjfaX2CGYg4GQwYvR9+LK6400ECaMIozhbM5228B7fMMrD93M4c9XfAt8cfX1xe1Wj1kNbeUuaSZ2tpaqqqq2Lt3D9OmTWLBgtn9BrwuLS3ns8++5Z11B2jP2sUJnudg6uzg7pg3WFZ0U4+fRH/Q69spLa1l1KjBZTkTBIGAAE+0WjdKS2vZu7eYqCh/PD17X1YtLe10dHQdk9zOtvivG47FxMT0EI2uri4OHjxIc3MzKSkpeHp6Drk9QRAYO3Ys6enpODs7H7PcwjvHQ5i/nCNFIUAIXs1daFU1JHaWEeGahSoE2rpckas1GDudaVEqCTHJAJFgWQVxB41EVrYT2NyGKllP0qQ45M3OeOf44L3cD02pB3PEM7havBUvT282NK+kVF3Jlc43SOF3upfokzRTqVXWoHaXZv6qbvH8n4MUdYiiSEZGBkFBQUMOgyM9zAE9Obw3bdpEXFwcgYGBlJeX/ytNPEqIomiIdXMzYN9sDegr7bJHdhyFjwEGJIvKjia6gl37Bu4eTHpAe+36gbwWnpsJyS/D1q27mDJlvJ2KvZDJZANKFG2xZcsOXJEkX/ZyDltuDyXbDNBjLwog1oArUFlZM2SiGBsbyWo75bbErhzwVano6OxkqPEGgm1+90cWo4G1QAVQgpTpMBPJUeVz4Cw3NxqbmljfXQ+syZ0TMA3IBuKBebPPph1JzfwqkqTxKeC77rr3IMVLXoJEFmdhbQNlS37LgXLpQTg88Mj/3li27GleffUNTjxxBgUFxbz44tvMmDGZHW9fgcnQgfPMk1k1zw04E+eCVXR1dbH2SBPa5gpOb9YDcoqKqlCrlaSlhfeYMK1fv4U22qgcE4jeVdJ2rXegVdVoNKSkpLBr1y5kTS4IShWdnZ1W3tVGoxGdrp709J3ccfWTPOb+EjM9T2Eta/kjawUfX68n2OjHctc/SVFIYfJcmk2UUEIQQagElaSV84S9Msg0xPPE6c1UV1ezb98+2tracHZ2xtXVFRcXF1QqFU5OTshkMgwGA5WVlXR1ddHe3k5rayt6vZ7Ozk5cXV3RarWoVE4sXfoE+/dvGDB15xNPvMD33/+Cf+pJnPl8KU5vvoupsYGvW97nyY5rBiSKnZ0GcnPLSUwMsRvCrj+Y0/+1tXVSVFRJeXkdUVH+qNVKiouriYz0Oy7RRP7rRNHZ2ZnAwEB27txJa2srsbGxpKWlDWvwTk5OTJgwge3btzNx4sQRdW6xRGkokthCOiuJB4PwrwoioAmm7jHSpW2hxb0Fj84OQpr1aDRGaBYZX9SIa4MC2lSE7ffAu8gN73JVnyj3oMATKRbPObIFYOiN6WaGIAj4Cn7okaSIy+6UVNyD8XAGyXlFpVIN2fvcEnK5nNjYWEJDQ8nJyaG4uJj29vZ/PZ2HAVEma20HzWBl6fZIkRkOnWH6IYvKtkY61J69BQ7In0M4iNnoXAf3XglLX7iMX7/P6qcByW7JNuVVf9Dp6rj8jMU8i6TSHAwR7M9JyEwKBafeeupUesZ2cg3svmohE/cNzall4cKzeOT+p9AjkU2Q0vCZty2JXaVKBXYCn5sxFELYH4TuPgQBUyzKy4FCDw90paWEdG9fijRxNCORvkuRnFguRyKCryE5u1yF9IjcD+iQ0v6ZlZ/O3ftfQwrRY6l3sCchbRPFLlEUjzZX0d8GyckpGI1GEhJiWLnyC15++R327NmP2M20FT7+XPmh9Dv7+hPx0D3Nx7ddxSc//sKXX/5OdHQUiYkhBAdbP/jXnf8wj0Z8Qn2opifMW3/w9fWlpaWFqw9V8dX4hcye/wh7N78ESGkvp08/na4GGX7usTyU/DWpnrP55hTQu57HTX+e1xNH+IgrrEqDU/4E/yoZEMlB116TrWV3mjOICYA77u7uxMTEIIoi7e3ttLS00NraSnt7O01NTYiiSFdXF/X19T3JPXx8fNBoNKhUvevuN998mXPPPWNQ+d1fffUpLr74PC674TnyNn3AzoP3smjR2ay58fsBTWgMBiPZ2aVERvoP2jnFHtRqJcnJYdTX68nJKesOJSQeswDbtvivE8Xq6mqOHDlCR0cHM2bMGDFS5+LiwpgxY9i5cycTJ0486hiAQ0FOAkzQS0Tts8Vy0va5sy/SHU0LFIVJD/6kvELa8hII6s7iYg5YOhRabA7FYw7sbRl0NHPU4Elifn4+LS0tjBs3bghndwxnZ2fGjBlDRkYGra2t5OTkkJCQYPUH/ReDg8bZuaCoqck3aQjHHBVZdADn1jraXexI4x2RQ9vA3v2QyMs84LnDnXyzcTKLZm5zWG+oRPHRhEmcDFxg5xoMZewDHuMHJhFyj0DS7U8MuV0fH2/UWEcXegYp3M8eoNGiXHRxQei2D4T+Vc30s+9oSKS5fpKPD111dT1RXg8jZal5CIn8fYEkfbwGWAj8YO47cGb3x7Lv5r4sAE5FIo399aEVQC4fRBqDvz/mzz+Lr79249VXX+a11z7gpZeewM9Pi4AMEWhf/QsESFd8aqYT+kfupqioiMRgf7JkSm5/4jN0+du4dMo7PLVckuS1tbXTpRQoHx/IunOkecqRNNESERERXNDZScSM03l8w22ARBLnz3uE2cpLuHHqi/x5CnxxCtw6XpIcA5KRajcSu9Onb5kmRQ0xm2qZnVUcWU8JgoBarbarsaqpqSExMdFhv9vaWvn00y9ZseLTgQcJqNXOzJw5hVU/LGPWnItQyJR8881PvPDCY/0eZzKZyM4+THCwD97eA9tkDwZeXq54eLiwc2cBggBVVQ34+Xkcc6nif40o6vV6srOzkcvlTJ48mfr6evLy8hgzZmTSYoGUVzItLY0dO3YwadKk46IGtfIUs/gddlgicCsLYPMoyU7RMjC3JfmzJYK2dSy3q/wlNfMPCwb35zajoKCAhoYGxo0bN6IPWWtrK42NjcyZM4eKigrS09MJCwsbsZzR/xTUtbev2QZThkIURwTdBE9h7MSoUPWWOSJ/9gJ5DxA2x0kOD8wRefWJOs75tdOh6kahkA06mG1bWzufG6DCZj1ol+wNNZyQgj7j3KyDOie4+OLzHB3VL2T0xk2sQyKJICUyNpO9YKBZo6G6tdUqwwocnUPL0UocZb6+mGpqaEfyijYbCo4HVtfn8/PPq7ji0iWM796nBWqRUhJaTvT2zm9+I+9ECtVjz4eiAPCRyQaRFPWfgVmz5jBr1hzWrVvNJZdcytVXX4x29Mk0H8rEc0c+BO+h8pQ0XD1reeuPHPahIcPnRBa07+Dky++m5Id1fLrlGrLPiufss0/lzQe+I8lvBrUnjabKv1tTNkg8vDeWk9pKOevyubz33uc89uibjBt1JZFzH+HO+ViE17GPHqFGAjBLyoSycuVP5OQkkpg48g6pAN9//zUpKQk9QeUtIYqiw/kwLi6an5a/SX5+IT4+3v06shiNJg4cOIyfnzt+fsNLVWyLI0fq8fPzICRES0mJlA4wOtr/mEoXjztR7OrqIi8vD51OR3JyMj4+PoAkjSotLaWmpgZf35GLCeTt7U1aWhrbt29n/PjxuLqODLMfKiz/fK/cDB9mSukAzeTPHGvRXvo/M3k0E0Nz/coASZL4ys1Wi7R+IYoieXl5NDY2Mn78+BElb6IokpmZSXJyMnK5nJCQEAICAigoKGDjxo0kJSXh5/dvutbBoKyp6bc1gvDgFXbCw/R7XD8OGnalira2hxaEUGboxKBQoaCjLxF0BH+b3w48tC+MhZ+zRE4+IZnnX/qWiRP7LhAVCjnt7YOLsezsrEIGDKiPGOjxs7ffqW/5ny1wegqDUl3ZYteuDExIauZvgC+BS4BPgSNYq2GNrq54NktRYWzJoaVDjmWZI1jm47Z3LFjbR/bAxYXDbW3ch+SQ8saKT3nsrEv4OEuKsWkyiTghZWqRAeHA/EsXseKTbxxKhGztMd9B0qq8Z1OvCSluZWFLy8eOR/bPxAknnMyWLemceuo8ZqcksEE2hi0r7uRQcDC3T3uXhrVNPPrw7ehqqpGp1BS7u/PQgw+xuWYbLmofNm7cSs32ds4PuAXnC6/ghQUCdUPMsvr1IoFFX52Az+EiGprrOevGP2icNYZnjzJ8zQUXnMuBAwc5WF5FwG97cWmX4eURzpY0xwvKoWL9+vWcfHJfqUppaTnnnHMpYpGMxz69gzPOmNunzqRJY5k0aWy/7Uvq5sP4+3sSEOA5In02o6Oji6qqBkaPjkQulxETE0hLSzuFhVUolXIiI/2PSeDt40YUpbzEpRQVFREVFUVSUpIVcxcEgVGjRrF9+3amT58+ogGavb29e9TQo0eP/n+Rc/jTS3p/myWL6VN7s7r4V9ETo9FMJn88RxLNZ46SxPTmYwYLURTZt28fABMmTBhxcXVpaSkajcbKKUahUJCQkEBYWBgHDhzoSQf43yLs/0PYpXNx6aKlZdD/+qE6ZwwE18Zy9BHBeDYNIMyxJ7XzRyJXDqSLyiBYfgN8uQUuPW8hl1wC9z6eZ/VMOjkpBh3Qtra2DhegsnUI12GwpNGORLGyGZJO71/1ZAuDwcCdgYn8YpBCzzQA7wOr1/2IXC7j05lnYRth0ujmhrzZcfhAW8JnNj+wXBCYbS3N5Zae8bbH95H6ubggtrZyX/fmL4f24OHhxpr6XrvMs88+Fa32cy44YzFtwC+/fYVKpeTST77pOUfP+Sz6aT4fwGWAEWsyvKO7XC2Xo+/sXOfwIvyDERYWwZYt6Zx//kLaakq56aYbiZp6EhvCJ7PhwavRy5Vs2riC4OAA3N3duPHGh5k4XsvW5WVEu5/C7Jirabr0XL4/hSGTRDO+uUDO7A3XkGbKZ4lax7hxtumeBofOzk5yc/PJyclDPe8cKk9IQFC7UOMbiapwLy4vvUvLrVcfXSctsGPHTi688Kw+5U888SJzGy8hSubFBx98aZcoDoSOji4OHJDUzSMtSZTiElcQGemPXN4r4NFonElNDaOuTk9WVilarTuhoT4jKgQ6LkRRp9ORnZ2Nj48P06dPd5jfWa1WExkZSXZ2NqNGjRrRPnh4eDBp0iR27txJdHS0VTie/wbWz5LiiLnqHdtjnP+NRBSnpvfaIfaEvBlanE86OzvZs2cPXl5exMXFjThJbGtro7i4mOnT7QdddXFxYfz48eh0Ovbs2YOPjw9xcXFHlev7nwBRFLvGubo2VYJPQD/1hkoOh2Kr6N5QShNheGJBFG3Jlb3cvLZwkI9aEOCi6TDLD2a8AieekWElWVQqFXR2Dk71nJGRxWgZYLK21Rz0eAcj6PajZ7yzJ8Hz3yzliisuHFT/2ts7WBiYggwp7mADkq2fNzB6dAqvRMVynQIibLRZbb4eGA/3Ovta3m/zOG2fgT75uaust83q3lis83Ob2zRDBKpDQ6krLSUG2FZ70KEEdfr0SezM2UJFRRVjxqRSVFSCDthHLzm0hDkXeEkl6Fvt26L5I3lTH5bLupqNxgK7J/4XeHh48dZb73HgwAEOHNjHO/Enc3Cshqg7n0R/4XR8fX16YihOmpRCc7PIqafejkfHGH5YIDmOuOp709EeDSSzp1jKytSkp6czYcKEIfsF6PXNZGXlALD1mSUolXeg09VTXV3DH3+s4+u1G2CYRLGpqZHi4lJSU/vaMO7cVMkrHbfwsfgGCxYMXSTa3NxGbu4RYmMD8PAYeQfaqqoGnJwUdu0dBUHAx8cNLy8N5eV17N1bTHi4Lz4+biMy1w+bKJoj9ttDa2sr2dnZmEwmxo4dOygpUlhYGBUVFVRVVeHvfxQW6P3AxcWFqVOnkpGRQX19PcnJyf9Vu7mBbArNpDDxoEQWBxsX0RaNjY3s3buX+Ph4AgMDj66RfiCKInv37iU5OXlASbCPjw8zZsygtLSUzZs3ExUVRVhYmN2H+Vhk2Plfgt7Z+fMCQ8st44+3gUi3+tm9roSa4FGS/s9mn13YlturVw2kYCVlDImDU6bAvn0HrIiik5N80BLF7y6/ilPkgJ1HxipMkGX/B7K77OkIks7VYv8Fs+CuT7o4cCCPpKS4Afu3a1cGucB6pJduA5CHRNpEUeTjBvjCjsmT0d+ToM5G3O2QQbOFlcMwSN3j6PHUtjNW8zGWUscDLbAC+AuYHR5OQEkJq4t3DahmDwjwIyBAOklUVDjvqODcDmgUwUmwT9jndcFBoN4FVIK16UQIsNQIN7l77hKrqodmg/E3gr3sRGbU1NRw4MABfH19mTt3LvPnz+eu7n1FpyVw19WLmX7hY+T88TJyuZyOjg7efudLXnx6CvvzrSV/R0sSLRESEoKLiwvbt28nKSlpSHO4p6cXs2dPp6mpifBwqTOBgf5AAiUlZYgl+4bdv9Wrf2fs2DS7amz3MbP5fu2XrBX/4sUz7ut7sAOIokhlZQMVFfUkJ4d2eySPLNraOigvr2P06P7zSstkMkJDtfj7e1JcXEV5uZQO0NXVvstYc3Ob3fI+7Q65xzbo7OzsM6EbDAYOHjzIjh07CA8PZ9KkSYNWNQqCwJgxYzhw4ABtbYMbxFDg5OTE+PHjcXZ2ZsuWLej1//+d6XIS4IMrhn6cKIoUFhaSkZHB+PHjjwlJBMjNzcXLy2vQtqWCIBAeHs706dPR6/Vs2rQJnU7Xp95A6R3/7sjT6b5Z72COUPsfnSevQ9iqh6vBvf4QjV4RR5cG0BEBS7H57v74e0nhbSwxGK/nI0cqeeGFt1jRAhcp7EvY+mCw4/Hv/piJurm/gFwO196i4LZXrxtUUxMmjKYa8LYQsvwK3PvWc+zYsRdnYLSs976aPx1unrgrG3qO6XPf/SQiqE7t3bbsZ89vy+s+x2Z/Sm+77SKcDWwAvvvre+594n7uefvZPlk9BoMzKiX19LUOSCLAq5KJOl92izkt75/aH9aYoKChwdZ08R+FdjvhkVpaWtixYwfFxcWMHz+epKSknkV6mEW0yVtvvYPm8oNs2iRFF7jgggVERfryY3EZLqMzadGI6F0dZ2I5Gnh7ezN16lSKiop6BEWDgUwmIykpkZoaHdu27QYkQdTu3Zl8//0v/Cdw+ATsp59+4vTTT7a7z69rK0c8WhijmICXl6fdOs+/GUPByTGIUTGAZI+Yk1NGU1Mro0ZFHBOSaDKJHDx4hLi4ICuVc39QKhXExwcTFeVPQUEF+flH7C66i4v7SfNlgWHLKpycnCguLiY6OhpRFCkvLyc/P5/w8PBBpd2zB5VKRVpaGrt372bq1KkjLvUTBIHY2Fh8fX3ZvXs3oaGhREZGHpfAlccLra2tZGRk4OHhwfTp04/K6H4wqK6upq6ujilTpgxc2QZOTk4kJyf3eMAXFxeTlJSEi4sLRqORwsLCY9Dj/yns2Ons1KX06XKSO3g07dmiHRXsEDvnkgY65noiAoIjSVwV9m0U+2vf7ORiYb8oukiqaEv093/s7OzkqTnJfFYAJ/vARyoIPJbKAVvv7mpImObFxys6B3V4fn4x0BtBPRgpZqHRaOSn8xaxyAOsohF1n6fDywOVuhGZrTrZ8rf5ftgGR7cHy3tnJo4Wba4ql8LVZNfkoFAo2Lu3CFfXow9vtXTpfTzx0NN0iJLE0PY5OxkoCwJvBahrsXomAP5QCLS0dq046g78DWA0GmlpaUGj0WAwGMjLy6OmpoakpCSHi3PveulbcfGdtFce4vHHX8DHx5utW3eyefN2/E+6nDEKBaFOh0jXRB61faIjqFQqJk+eTGFhIZs3byY1NXVQvgFvvPEuJ5zwNZddtgSt1ofi4hKioyNYsOAcHnro8WH1qampkd9++5O7776hz778/CLW7c1hwsQTUVc6FqhUBkg+BAAFl7nRcFMGYWHaEbdHtERRUSVardtR5XN2c1MzalQENTVNZGaWEBDgSVCQNzKZQH29vt+MNJYYNlF0dnbm8OHDuLq6kp+fj7u7O9OmTRu2h5KPjw/+/v5kZ2eTmpo68AFHAU9PT6ZPn87BgwfZvHkzKSkp/y8cXYYDM8E6cuQIKSkpQ862MhSYTQsGyg89EFxdXZk0aRLV1dXs3LkTf39/RFEkLCxsBHv7vwdRFI0zI7x2b2pvmDxbjfUkaidDylFLGPuxz9M0VdLiHohrU4XjWIkDkUVbkmjnW1wJpeqVSPk6eiGXSyFybDMavD4vmZwGyPoPBBYB5kfFgmQMmjgP1qPbpl6wp5yagqZ+Q2oAfPTRV9xz+8O8rJTIklliNrkFbrnpPgLlkB6MXccf0UmGTDT1JYL99dnRtiWhtK2TAmTBhd2WRAqFAqPRhCgenWe3GTfccDl/vfQ0P8lhkflVZPMcB1s+Vxb9OtwBQrOyUWxptxY1/8Pg7OxMTk4Ofn5+FBYWEhERwYwZMxwKUEpDYcIu6ffPX7zI1GsD2PvLq9x664M0Rp2GTKHEc+E1/FllYoF+K3vUbkhBjUYWgiAQExODv78/+/btw8PDg/j4+AHt0s8993xmzz6R/PxcUlNH4erqNiL9eeSRB5g79wRCQ/umJn3++Td4aMk1rMr1pKzSfiIAo9HIsnPyeUAIpbwzm4jUJtJiwlAqj52dfUVFPZ2dBqKj+7NU7x+CIODn54GPjxuHD9eyd28RERF+lJbWkJAwOF+NYRNFURRxcnIiIyODKVOm4O7uPtwmexATE8Pu3bspLi4mMrJ/3fzRQi6Xk5ycTFNTE/v370ej0RAfH/8/l3pOFEUqKirIy8sjODj4qKW5g0VXVxc7d+5k1KhRQ8rF3R/8/PzQarXk5+eTn5/P6NGjR6Td/2WklzXf/UGIbONsP5P9mIWW2/YkSWZyYI9g2m7bsWPzqTxAbUCKRBT7g43DxGBQ79v7H+vwc6Ktrq9qxNnZifb2LlxdrclKditcMg4CLe3lbc5r9x/s6BpaltlK75yADvpI7qYrK1HLFRQVSVIPR9i89GGWesMtntbnfbAaLu6CIIVkw2fbD4OTM3Jjh3WfbaWHluX2xmJ7383ftiHqLI4396WpqfWopBiWEAQBvRG0TjbnHMQz+UEuFHYq7h1WB/4mqK6uRhTFIQthAgOD6fD3xD1lKsULL6P5qfsI+34nBxMFEgU5nxjGk7R/K5MmTTpmSSnc3NyYOnUqJSUlbN68mYiICMLDw/udn7RaX7TakQuT9+uvP/PZZ1+yZcuvdvenp+9k6dJn+bkyhMpFr7Nq1VrmzZsDSHPr559/zyMPvMLZZ5zB2YtOIykpHK12BIw6+0FjYysVFfV280N3ded/H4ozqFwuIyLCj4AAL3JyDtPZaejX/tUSwyaKer2eyMhIiouLB33SwcJsr7ht2zZcXFxG3LnFEu7u7kydOpXKykp27NiBt7c3sbGxI0aCjhVEUaSqqoq8vLwez+5jTXJNJhO7du0iNjZ2xHNpy2Qy9Ho9Y8eOtWu3+E+D0WjcnNnhrK+MancN0DM4omOGrZrRtsz2GNvJuxr8yveSM+4iIhrsZSfuBwNkZzFDh2SkVl/bAJ59F5nOzkra2jqtjLGNRiMlraA2h60xE5D+xmYely1Bsu3jQCpeCwgCnHO9louW3si2j+xPQPn5RWxuhscTkdKZ2Ehjw22Jn8U5W7z8cWmu6tuPwdx7R4HGbcdXbb19cyR4dceoqavT4+U1vDBWjY1NFLZAUqidPtpDd53OfbC8Smaqavw3fmJHRwdjx44lLy9v0GHjLBM/BE44kz3vP47mMwPhD75HwVlpgDnYtTP19aPZuXMnU6ZMGbFYhbYQBIGIiAiCg4N74upGRUUREhJyzB1KP/nkA+666x6++OJt/P3tk093dzf0+mb2zHQlbeG93PzeX+R1E8WXXnqHfRVNPPfOe/zxzVdotSq02pETiNlDW1sn+fkVpKSE9rFLFEWRq666jV27Mli69H7OOee0IbVttv2OiQkkN3dwIfiF4ZK78ePHi7t27aKxsZGsrCymTp064rZ+nZ2dpKenM3r0aDw9PUe0bXsQRZEjR45QWFiIq6srUVFRI3belStXcvrpttHShg6DwUBZWRklJSV4eHgQFxd3XNIUiqJIRkYGbm5uxMTEjHj7Op2O/Px8Jk+eDIAgCLtFURw/wGF/awT5uF2/YIz3m+decbOUzmMwi0jLegPFrHayU8eiTO8agmtLOZjfFeZ9lv1Q2BxrWWannlHR+/IzoKC6SqSlU0lskLXmwGAwYjKJKJW9J9DXZXGkEhK96c19ae6/vbH0nkg6v2X/DBa/bdFdTy8LwVVWZl3eXV80QUaOQHxsTJ9UlSaTSH5WNr4K8HWi732z7Kft2s4AXUpXTE5OqEz1DgZk0W/LsdneG8tr4whtUr3yFsBD8l5ube3ok5/WYDAikwmDntzLD0pqvLAhWvT8/tdWfl23+eOs4srLh3bk3w/mOfbgwYM4OTkRHT10z5PQYgOHIx2TzIqKCgoLC5k8efKIxjB2hI6ODoqKiqisrCQsLIzQ0NARDag9e/ZsALKz9zFr1mx+/vnzfqMTnHPOZeTMvIjKx64nZkM5xWemMG/6RE466URkMhVrsw6wafm3nHvuGTz77EPH1J+hs7OL/ftLiYsL6iPRb27Wc8MN91BcXMLrr7/ORRddzAMP3MqFF/5n0O3n5R3Bw8MFf39PRFHE2ztuwDl2xJ4IDw8P3N3dKSkpISIiYqSaBUCpVDJhwgR27NjBuHHjRlS9bQ+CIBAcHExQUBA6nY68vDw6OjoIDg4mODj4v5a7WBRF6uvrOXz4MHV1dQQHBzN58uTj1h9RFMnKykKhUBzVy2ogGI1G9u/fz4QJE0a87f9lVNTp39uU3/bKA4V3OgXas5muojd8S7VNuT3JkllNbA6b0h+q4EDIRXi0FBNcn+64nvk8fkhqWgAPizLbekiqZx0+1KJlz/IGPnrfwI7vrOMqt7S0U1paS2KiZEtTX9/ArMV38trpMDvVZozmcfWTEcZeP/r00Sy1674261uWMVtzp8NxvPGzlm9Lo/j9oS96ypqamrlq/FgCRPgkGgTL62OG2RRqjk27VdK5c8ZcgGdLEYEN2x1LCM2mZdVIoYE6sJZOWppbmffZM1U4DOyHW7aC53/uZObMSzh8uJboaD9++mkVu7fcyV8bQFcv5bleeLs/T92wBp2unqAg+/ZTP/30O/fddSf7rgHfyfSV+Dp49to64ebVMjG7zHS7/Rr/TMTGxrJp0yaCgoKGrDXqjyQCBAYG0tXVxa5du5g4ceIxl/KpVCoSExOJiYmhtLSU9PR03NzcCAsLw8dn5IJFf/zxB1x44X8GDGH15JP3M/OsK3jQeIgN19/Mod9WUlJyiE9WrWX9j99z961X8ca+9bi6jnx8REsYDEaysg4THR1g1+xj7dpN1NU1sGPHbuRyBaGhwWzevGPQRLGxsZX29k5iYyWHncES3hFdOiQmJrJ582b8/PxGXLql0WgYP348u3btOi5kEaSLqNVq0Wq1tLe3U15ezvbt21EoFPj7++Pv73/MM4wYjUZ0Oh2VlZXodDo8PDwIDQ0lLS3tuHppi6JIdnY2oiiSmpp6TM598OBBwsLC0GiO7Z/xfw2iKBr8fDSXPLqx9at3rrTZWU1vFpSBnBzslTvyoLVQQYcK68n2v4zgzvTec9K33oDn6iY7ZttEM0kE8E4JoL4kp8/harWK5uY2Hn30eRYtOps/fjiNSeFwVqp1mwOqZPuz1bR3nOW1LLM/DvNYXLvqyf7xAJ+EfcPGjds4Ur+agq0dLAyAV1JAqKVX5W1PtW1b1u1Y0uQVQbjPml5X6f7um22ZpbOQBWmuT1HjVdNmXafbA32vF7yaDSueSuP3X16hIC+TDZskr4iFZ8JNV0BqEvyeq2T+zCo+fDwFby8oLOrN0mLG57fFsuxHWLGomyTa9o/ea3K4GtQq0HYvMF77BTqcPJ8TRV0/otR/HuRyOUlJSezfv5+JEyeOePthYWF0dXWxe/duxo0bd1xiDJslpFFRUdTV1VFWVsb+/fvx9vYmICAAHx+fYSVlCAoKZv/+zH7rdHYa0Gr9+ePrjzh4sJDs7P1MnjyVadOmcecRAWHXHiZMGH2cSGIpYWFaPD3tn2vPnv3MmjUTFxcNn3/+MaIo8tprTw2qfZNJpLCwkoSE4CHP3yNKFBUKBampqT2OLSNNJtzc3Bg3bhy7d+9m/PjxuLmNjDfUYODs7Ex0dDTR0dG0tbVRVVVFVlYWbW1tuLm54e3tjYeHB25ubkctQjeZTLS2ttLU1ER9fT319fUYDAZ8fHwICAjoyaF8vCGKIjk5ORiNxmNGUOvq6mhoaCApKWnE2/47oKau9Zu9lao3tus6vCdZJhWwJD+WtnrmffRTZk/yZus4Abj5lWM4pKbNXYu6ttZa4mYOnt2fk4wdKaIldPhwuFZE7t1XXCqTCQiCyNtvf8Irr7xLoD9sMsfCtQncbXVuO+PoIWGOJFuO7Pwq+5ZZjuPmhWV897mev358kLM0IHbBpFMhbbadvpn7bf7OsimzGEOryg+1e7WUIsVGytnTXwtCWO/bSwItf9tKI/vUow2qQekrEbZLLr6KV19+jrjwj4id6MSZ58pRKqX/fAMw0afXXMnJo68N96plsTz9I2y+CCJn9B2X7e/ouRDgDaVfQWkVfLFT0ZVXXPdon4b/BX5+fpSVlVFWVnZMsouZw9zt3LmT8ePHH7f5Rsos4oOPjw+iKKLT6Xps7wVB6JlfPTw8cHV1HfQclJiYxPLly3u2TSaR1tYO9Po29Pp2mprakMkEPD01xMWFcP31N7F8+Q89gqiimxZw3oZPOeusS8jMXE9YmG3G9ZFBV5eBrKxSQkK0/do/fv/9z6xcuRKAuLh4CgqK2bAhnTlzrP9o33yzApVKiVLphIuLmtmzp1FSUoOPj1sfc5LBYMSNEXx8fHBzczsmKmiQnE7GjRvHrl27GDVq1Ig7UwwGarWaiIgIIiIiEEWR5uZm6urqKC8vp7m5mc7OTuRyOSqVCmdnZ5RKJTKZDLlcjslkIi8vD5PJhNFopL29nY6ODjo7pXhsGo0GNzc3tFotsbGxx8y4eLCwzA99rEii0Whk3759xyT/9N8FoiiKgiBMufEDRc7WDwwyq0W2rWTKkgDaEAlbeGGHWHSrcy2lTxGyPymumUdSyud9z9ufk4INSbRErUVIjsLtOjpdPO024enpyo8/fsbZZy8kq8IZ73Xt9j2B7ZzXlhQBeGW1WZMnO2pdS6mnUSGjPkUihj70Olj5oJPa9oeWD4D9Fu31R5wtpZwpdupWQ7vWC2enegQfII3e+2njkGJLvHW+FtfVF7TU9h0cgG/vOOp91Xj5tZF8KtSnQonzDET3dPzGqtDhQ59M03LY12Li+kV69Gi6TWIacHJyYv36Ldz+Mqx7BCLNDiyOyC3SuLoMklRxTRG8/IWMQ5WyU0VR7Btl+l8AkJqaypYtW/D29j4mdukxMTHI5XJ27NjBhAkTjovNoiUsNXkg+SjU19fT2NhIRUUFLS1S+h6lUolarcbJyQknJycUCgWCINDR0UFhYSEGgwF3dy+mTZtFZuYhDAYjggAGQydqtZLQ0ACrvMm//PIH9fUNhIWF9/QlatcROvzSCJ3szrXP7uP3N0aeKHZ2dpGVdZiICF+8vfsXfvn5+VJZKUWgaGxsoK6untdeex+j0UR9fQMvvfQOEyeO4YcffmXq1ElUV9cgkwmMGTOapqZW0tLC+23fEY7JE2BWQZtJ40jD3d29J29zfHw8AQFHH2NouBAEAXd39z6qcKPRSEdHB+3t7XR1dWE0Gnsi1Gs0GuRyuRWZdHJy+n9HkoxGI7t27cLT0/OY5Ic2Izs7+1+V8yAgimLe+PFe7z3+RcO1T9zTd78VEet27jOTiFq0VqTBvK3zlQiPDh/wlb59ur+ldiQyFOSTzsGq/+CXsBJtfYPVOXsIpqO+YK1mtiwzwyPAGeOhvirMnTv3sm7dDlq7Spg4W0WekMBkv4zeCubsKQ7OrcMHna/1mHNTpH6Yr4e5X+btXOKtCGE7zj19zSW+p25MVpkkEbQkQmaSaE+NbwsbgthDzP2hTpeAV0teL8G3cNa0vKfm7Z57aAEfdNSitSK4WmqpRWt1L7TUQoq0vzZZS/HGM3FL/pb67rHahQucdL0vz5y3H29vyf7Ly0dGVIzIe9dCyjiLsafQu3ixWLB41bTxsYVJ6qnXQ3S05+rGJt0axyf+F05OTqSlpbFnz55jkpACIDIyEoVCwbZt25gwYcJ/zS4fJEJoNvUyQxRFOjs7aWtro6uri66uLgwGyTNNEAScnJxwcXHBy8uL33//nUsuOZPg4ABaW9uYNk3K47x27Q/I5b1zzrp1W7j99lvw8PDsKRv91HX8WVFHfeZeNL4jH6KvtbWDnJwyoqMDHKqbzejo6KC2tg43N4lrjBo1luuvvwqtVsuyZW8iiiIvvvgCN920BL2+ha6uLrRaH2JjI8nPryQlJfSo5/BjQhQVCgVjxoxhz549TJs27ZisSFxcXJgyZQo7duygvb39mEgvhwO5XI6Li0ufFV9GRgbBwcdGfD2S6OjoYOfOnYSGhhIefnSrkMGgvLyc9vb2YxZU/e+G3bsbbuwwup0xdl5H0OyTrNVCtkQBrKV2tkTNvG0mRrk2xMBMNMwkxVW/i4JDZ1EQk4mW2h7yUeDbVwVmey4ttd1k0Qdt93G1Fv1NO82N9y7ZYRW8uqqqhg8++JJ169JZ9tbNzHqihnSSmExGn/MV+Ib0SvjsXAt7Y7SsU4sPucRZbZvhSu8kmc7U7mtTS0z1t9adcPQIO7IDBSsCBb0kqrByIm6hWRT4hvSQPem8uj79No/PDJ8eAuzTPU7pXsST2103rrtFXc+x5n0HK+YhejViUDkDzlb3yxYTToPPMuP44S0dhk4T55wrMHGWs9RuTZuVk5Ut2S0uNHHXi3I+eNMotTVFoKHeue3gwboFDq7iv7CAt7d3T8zZ+Ph+CP0wEBoaikqlYuvWrYwdO/a4+AUMFoIgoFAoyMjYjYuLC2Fh4T0JGoqKiqySNURFhbFu3SYWLz6P559/g3HjxuDm5s5LL73D44/3rrgTE+PIybFerJaUlLLu7efx8HC3G6h7OKiv11NUVEV8fLDDXMyW0OnqaWlpZepUSc3s5+fPm29K2S0ff/zpnnp79sxg2bJnWLr0WYKC/Fm4cCEajRyF4ugXFMdMpuzh4UFERAT79u1j7Nixx+QcSqWSKVOmkJGRQWNjIykpKf8VG76/G+rr68nIyCA5ORk/v8EEPzs66PV68vPzmTZt2v87aer/V4iiaBQEYdzdt7iUfvSnh1NAsLwPKQOspEi9Eij7JA16yYIluTATDgAtOsTwajo3nU9zeBc6p6o+bdqDub10puJDLTq0PcTFalweIiajyMnfP8Vf5z0AwAPLr2H5N1mcsDgAjVcwa5RnEEWhXdWrmQhqfXulgoCVZNCSCPZeJ6kvhURbXS8zIfNBRwLOfMoleNJgdey2OaOJJxevtW0UzOkmqmvbegljlSQlhG51N1CQEtJzv+LJ7S3vJrrm87fVReKf+HNPXfN1ziWOQmJ6+tKAZ58xWZZZEkxrkqztLpfuSS7x+Ig6nPOnUzkxAyPxPfvM9S2fBzMyfzvI1y/WADBzpnf3dY4n3jcXnW+vFNlSmv37963cfF5vspWr73ElfbXJVFzQOUkURX2fk/wLu4iLiyM9PR0fH59jloHLz88PtVrN7t27SUxMPKaxjIeKd955g8cee4K2tjYuuGAh77zzod161113PYsXX8Inn3xDZWU127Zt59tvv+KBBx7hxhuv6ImtmJQUy/LlK62OTUpKYPv2PVx11UUj2vcjR+qorm4kNTXcKvRXfwgM9MfZWUVu7gESE22Nmnvh4eHJE088w0MPPc4dd9xGcXEpS5c+RW2tjvPOO5MXXnhsyDzpmBofhIWFodPpKCkpOWZSKblcztixYykuLiY9PZ3x48f/z2VV+f+EQ4cOUVpaysSJE4+pKthgMLB7927GjBkzLK+2fyJEUaxUuyhPuvbc5g2v/hmJptu6o68UrS8xkuSA1pOKmVhsZ5LdcqltLShAEdmAe/54cpMKrPfZwJbA6PChkN6QSj625LJ7nbD7mo+hmyjeN/cllj9wMqPOj6HFqwWPemfwgU98F3JpjSTN+5kzrMaWSxw6tD3nmsj2nj5a9sksVYumsKc/ltfLTKp0+BBCVU/9XOI5jd966qUzFZ85vVI+nzk60plKPLnWKnyL9/pvSAFyoylke8pEJrEDkIijDzpq20ORK0zUKTx6+moen/lam8dibxGQ203ybGH5fJiJsPk6+aCjrXQ0Gq2JfLVEWs3nsPy2JMs+1JK+RnJVnnOGM3P/o+6Rfpolr+Z+GQwiu74/zGuPNlGUK6kIr38jjjPOU/DE5eU06JTXdXW17OdfDBoymYxx48axbdu245JZZdeuXdTV1REfH39cPKL7Q2dnJ4888hgvv7yUxYtvoLKyijVr/uDEE+f2qTtv3unk5Bxk/fq/mDt3PsuWPcMTTzxDamoSDzzwNO+//yIgmYS1tVmbxl577XVcffU1XHzxuSOifjcaTeTnVwAiaWn9Z6exhSAIXHrpIpKSUomLi2bJkhu56abbHNbX6/Wce+5CJk2aRGxsJFOmTOOGG65n4cKreOCB2xg7Nm3Q5z6mRFEQBNLS0tiyZQseHh7HLFi2IAhERUXh4eHBtm3bSEhIIDDQcWLvf9EXXV1d7N8vvaenTp16TA2YRVEkMzOTiIgIPDyOXTL1vzPaWjs3Js6Muuu283XP37piKv4KKZKIpUTQcmI3/7aVNlmqMm2ljFp0PWVmEqIL8+KUTa5ktWppcTH1kSaaiYFtW5awJJZmQqNFR9TVsyh6bwMmkwmZTMZlv78FQOj8NGqOtKGt1lLv44kPtbzoe0OPxKsBzz5jsEdewZpE5RJPLvFWUjfLa2O2aezAmTziSUeLrsmHXPd4tNQylXQmsp1PuZh48npU65PYQS7xbGeiFXkztyv1U0tZXgwhcQXkde+LIxctOqZX1eDqV9FT1yxBNN87M3HU2dgf5lnYVpp/O1JD28KpS+TcIiPLp8txQ7C675b3Mp48q+NmPn0SVz+wm5kTWtEJvj0EsQFPoilAhxbD9r3ccGkpRwo7MBhg3OI4zrg1DNexsTx4ww5aG/0+KjuU957djv2LfqFWqxk1ahS7du06pu9ts/YuLy+vRxX93xTIbNy4ltDQYFJSErj00kXk5xexZs1fdokigK+vH+eddyFLllzH+vUb8fT0YP78U/n++x/4+edVeHp6cM89j+Pvb61Bi4yMRqerIyMjm0mThqcZ1evbyc0tJzjYG39/z6PSot1zzxKWLLmKnJw8LrnkRn76aQVRUZFERETg6+tHcnIK5eVl5OfnM2XKDCZNmoSzszOXX34NAL//vppXXlnG/PkXsmLFZ0ycOGZQ5z3m7kwKhYLx48ezY8eOY7rqAcnjeurUqWRmZlJZWUlKSsq/0qpBoKamhqysLGJjYwkOHnqMpaEiLy8PJycnKzuSfzF05GwsWhaVFhn27k05S857ayaNgpT+wpJUWJIoe4TQ8rct8TBvA+TRTaRksDLJlQlZbayZaLQiOZZqSvP57DlZWMLyfE4e0sTT3t6Bi4ua6nU5eI0NZ3+1H52+vkzMD0SXWIcOnx5JoXmcjs5jJi7SWLU9tpLmbV2T9Lut0gt1QH3PN0Db716UBcZgMK3pqdtW6QXuOnKb4vFxl0jUL01nku7eSzJ/aTqTqe7pPb8t4eOuoywvpuccZXkxlFVKGY5yR0vXMqRqO3sTDNQxS1KrN8XTVulFSFxBt9TRvnq9Fi25TfE957H8bVb92kpyzdfipLxmtkbKqXByocKCTOZhq77Hyr6xJWkCjXjzC1hJJ0EiuJPYzuMPVVKa24FbkCvzXp+L7zlTMaLjt+e3odtc+1dJVoltdNB/MQR4e3sTHh5ORkYG48aNO2bvb0EQiI+Px8fHh23bthEfH09Q0Mja7Q0WR46U4+3tRXh4KM8++xDTp5/BnDknDnjc7t17ePLJ+3jzzY945pkXUKudue22h1m48ExOOOEEnn76OQC2bNlIc3MTzz77DDfffM2wSKKU6a2OqqpGEhNDjio8jSVcXNSMGzeK9etXsGfPPkpKDlNaWkpm5l5effU1cnMLeOyxx0hNTe3Dt1QqFddccz3PPLOMgIDB59I+Ln7vGo2GUaNGsXPnTqZOnXpMyZtKpWLChAmUlZWxefNmUlJS8PUdueTifyd0dXVx8OBB9Ho9kydPPi4rxMOHD9PQ0MDEiRP/tUscARTvP3RLu1fa5BWPZk2Y/Zhk5Gyp4rUn2euPyNl6xFrCTI7whZSSw8irPMlVR0hl9HVgcVRmr44WH1zPORGWrUKplN4PG9/8gISEqezdYUI4PZ5UJz0/V19AvN+eHpWxrZTUXttmYtZW6UUZvSTNkhSyF9qqvKAS2vCCUUjOGFVgCpVT9k1MT4iasr0xEAhrmA8ZwGgowwsqgG5Fxhrmox7dfZ6M7n1AWaBXz7l7fHL8pePaMrxw8jOirlPxXcVcyBDgiAgZv0OXlrLwiZTNi4FKCJlZ0ENy05nacw983HXomnwo29idXjMAyn73omyMJL00E15zfV2TDyH6FgLrcvgmKRQRx/9J6VnpvZ9m21CzStxS3d1rUxnP9X94M/agFzXRExGUCkDH5k+KyPm+tLIyq+Q0cbh5ZP8F4eHhNDU1kZeXd8ycW8zQarVMmzaNrKwsysrKSE1NPe7SxTlzTubSS6+irKyCFSt+p7GxiaQkx3Z7ZoSHh3H4cDlFRSWEh4cSHh7C1q27+PnnP/j+++9wc3Pn/vvv4pNPPqepqRmVSsnzzz9y1P1saWknP78Cd3cXRo2K6JO3GeCHH37lyitvpa4ub0hzoq+vD3PnnmBVJooif/yxjVWrVjt053B4hAAAMwtJREFUXnn55Rc46aSZhIUNPg7ncQuQ5O3tTWxsLDt37mTy5MnH1MZBEARCQ0PRarXs27ePkpISkpOT/7Vd7IY5l3VeXh6RkZGkpKQcF9JWW1vLoUOHjkkw9n8qzPEV21vHbM+laty5j/UGLHckLbSKu2dDEnvKm+xLAc3lr7mE8MjereyaaEDX5NOv1HAw0OFD7NgOFAE+ZGZmM27cKLZu3YUqNpTa0y5CQEa6lxsTKqv4sfpk1ijnc2LcrwCkN03lDPefAfh246WwConoAepTLcgaQEU3EewmfW1YJCGupDe4tmXErVYg22ZfpsUxGTb1sWi7AvjDYr+jJBHd/RmlriFT5Qt5gtS2LB+enQ8TL4X6iVLZKCTiChAI6tH1lOVZ5F2vlMZpFUx9FZSt6q1TNloat0w0cXlzFq+5TORwvgchcZLtqSWZ7HWo6V5gNPUSUwnxVpLaPCQJc223Kj5PiIfuIPG1aBE++gTdG3m61t0F0aIoDpSJ/F8MEsnJyezcufOY+gSYoVQqGTt2LNXV1Wzbto3IyEjCw8OP+Xv90KFC3nzz9Z4oJ3fe+QgPPHAb27fv5uGHH+D99z/p9/iZM2fx5ZdfoFKpuPjii3jrrXeZMmU8y5evwNPTi6uvvpw9e/awfv1PeHl5IJfLj2pMJpOJ0tJa6uv1xMQE2k3HB7B3736uvPJW1OqBvZ4Hg6KiKmJiIjGZ2nn00Yd4+eU3rPa///5bvP32e6xc+YWDFuxDGO5izpywfLAoKCigqamJMWPGHDeyUFVVRU5ODsHBwURFRf1XPaNXrlzJ6aef/l87f1NTE1lZWbi4uJCUlHTcAno3NTWxZ88eJk+ejLPz4P8UgiAMmLD8X4AgCHLv2IS/FAunzE55YgFaQUce8XYleuZYepZxBG2lTNAt9XKESpjZcZjRzTW82jUW+jN1qcQukbKFOqAe1Tdvon/7S/Z9/i4TP/wI/bIPUJWX0qEPxa/kD27dtYf7n30e3qmTiJBl2+bfGcBoB/2w169KO9vm3wGwbNZ67nxltnWblqQSB+OzbNvyt2V9y74Dt07bza+VUeS3ePWeo6sRFO4gCFJ9sxmWOayO+dtslp3Rz5htsDA+F0Ej8o1fQo/U0wqWpt7dfVUH1PdRoZsR757rUIpclhcD332Ay2evlrfm7osTRbG1/979CxjaHGs0GnuI2/FSCxsMBnJzc9HpdCQmJh4zDd7PP//ANddcx1lnzeOHH37Fw8OdkJAgXnrpcVQqFdOmnU5paSm7d+9h9uzZdtvo6uoiODiQxYvP4+OPvyYmJoq8vAJMJiPh4aF4enrw5Zdv4+Z2dKl5RVGkpqaJ0tJa/P09CAnx6ZfnnHXWJWzcuJWwsBA2b/7lqM8LUFpaS2trB/HxQfz110buv/9Jfvvtd/z8/Fm69BF27txFQUExP/zwEXFxvVonL6/YAefY4xtyHSlFUE5ODvv27Ttu+Yr9/f3RarUUFhayceNGoqKiCA0N/a97bh1PtLS0cPDgQdrb20lKSsLLqx8SMMJobm7uSbs4FJL4LwaP7rA5J3n8pvl946GukxWvvIDWp6nXrs6CBJUFSOrLMmKsJv+yvJi+xMJCnWqLjcoQxlHNLNlhNlSG9t9Be+1i3XZbpRfiuddi+iuTpKTpPeWGu++FRa9SrY+hTVNI4IufW3OaSptvkMiSLRG0R+YqsSZ9GRZ1zeWjoU/oxgz6kLye7dH9tGVZ14akOjsZCJ3aTP5yT5u2LRy+zBLM0d2fTItxZtL3Olue27IMSPTWkSar4eE9U+mDACTymWFTPlqSlJZlePW0Y7mgMNtN9llkVIgoVt2P0x9rSltz9yX+SxKPDeRyORMnTmTr1q04OTkdF7MrhUJBcnIyLS0t5OT8X3tnHh9Vdf7/98k22fdAyEJCAgZCWCOrKNZaRXGhbq1aQbQW22+tGxa1trh2UYq4tFqXutRqXX7aDRXrjiBBkIABQkKAkH2bbJNtMpn7++PeCZNhMpmsRH3er9e85s495zxz7jn33vO5zzn3nP0UFRWRmZk5pPMuPvzwg6xf/wjPPvswp5wyj/LySiZPnkJ7ewfnnfcjvvjiPS68cAmzZ8/kqaee7dWO1drBjBnTiIuL5tVXn+KXv7yX119/hoyMiTz//D9YseKHAxZrDQ0tHD5cTVhYIDNmpODv71le3XvvH6mpqaO6uors7NnU1NQN+L8rKuppampl6lR9Uu3vfvdULr/8IubPXwDA0qVncsMNP2b27GlERUX22/6IexRBV9379u2jq6uLadOmjWg3ZGdnJwcPHqSqqor09HQSExNHVDCOtEexpaWFwsJCmpubycjIIC4ubkTLu7m5mR07dpCdnT2gG4d4FPuHUkpFnHbms01+rDS98AztrUYX1Lscm3/QIc6c1ZZzl6jRbdvddekQIjPpKRwrILC6k/vHbuHRutkc7Qx3uxyeR5wmm+7OW1wX3Hgp/O8t8PEFuz4pM8/mckpYLBPaGnmpIbOn+HEWi+48h3BMwLl6ON0JTaftdQ99zOrVPacO6oFy6VZyiDOHGHS26SoqnfJy5sJiIsM7eCP3pOPz44qjPpxtOLyprmnjj9+ONLWzdsHnPLBtPrXtQcfHcybXaXsmsIRjYtX5HHJ4lV3zbeuEdauIObj9X3WFey/WNK2rl38S3DCQNrajo4PPP/+c6dOnj/gyt2azmfz8fPz8/Jg0adKQOCVWrbqGCRMSuP76q+no6CAhYToFBfnk5+/jjjvu5M47b2TJkjM466zL+NWv1nLhhRf2SF9UVMj69et44omn0TSNTz/9F9OmZfbyb96jL1/ZQklJLf7+vqSmjvHqZZWysgoWLTqfwsJC9u/fy0UXXcx//vMS1dW1fPZZDhER4aSkJJGSksQXX+SSmDiOs8463W3bXV3dSEVFPdOmjT9Oy7S1tXP0aCkZGROPS+dgVHoUQR9DmJmZSV5eHnl5eSM2Rg705Y+mTJlCWloaRUVFfPLJJyQmJpKamnrC11UeKjRNw2w2U1RURGdnJ+np6cyYMWPExwVaLJZBiUSh/xgvBlwTMS7l06ZFlzzHjX8HX0N4OISfo8vWtasV4/t5Y/t249shIBz7oVuktOPPhrrZ3BzxJWvNC7HsdrqGHF4p57Fy7qhy3faF896EW1ug6H34cgvET4fC6eT42Lk0q4BXqibThc/xeXf+duVdeoqr3rrEHek1x9KEvTxMOwRidzxjnzvR6ihnR9wKp/RGnDNOPspDL5wMjb3kZyY9jy3XKdxZlObSU6y65MHPp4vVS3fw17wsXSS6K69eRHO3p3amse3Iw9VOcXM5Jv4bquCJy4mwNj9cV7j3VnlxZWQwmUzMmzePnJwcpk6dOqIvdEZHR7Nw4ULMZjMFBQV0dXUxceLEQTkpwsPDKC/XbxQ1NWZMpgCefPJxXn/9LQCysvRBsOeffxZmc133FFsAb7zxD1at+hlXXHERGze+TGbmSUREDK49stvt1NY2U1paR0iIiUmTxvXrbWar1Yqvrw933XV790Thp556AXa7naioSGw2G/7+fgQHB3P66afyzDN/59VX/8mzz27oUYaVlQ1UVTUwdar7HtKgoECPItFbTohH0YGmad1z9420Z9GBzWajpKSE4uJiIiMjGT9+PFFRUcOWl+H0KFqtVsrLyzl69CghISGkp6cP29yVfeHwJM6ePXtQcyWKR3Hg+Pv7z7DFTN3FBfcrbMY552jkHQ26A2dx4yx8QBc08RzzJMFxXacnh1Vy3mmHuP/L+dg0H6/GJLr16rkLc2D891WZeznUEMmWv/ZzKUx33b7uPG8VbfoxG+Wwbt02Vq+e78ZgKeDhzUEnG32Rnt7ExRcX8+BDc4/t1NqOiUlXj6Fr+TiLXmeBGO8Sv1Ljhp/s4lBlJBuPph2Lj0t6V9vQU6g6//8SjglDh+gfC7yzHZ9/XWcP6Cw5r81ifuf4oxa8YTBtbHt7Ozk5OUyePPmErarS1NTE4cOHMZvNJCYmMn78+H4NQcrP38uiRaeycePLxMZGs2rVbcybN4+SkhJSUxO55Zbru+PW1NSxadN2Hnjgfj7++CMyMjJZvHgh1133I84776xBH0tbm5WKinrM5maio0NJSIghMLDvWVw++WQrH374GYGBJl588TXuvPMmxo0by5o193L48FFKSooJCwsnJCTU7TsUHR0dpKen8sorf+n2hJaVmTGbm8nMTHb7NrW3jFqPogOlFNOmTSM/P797lY6RftHEz8+PCRP0CSsdb+Xu2bOH+Ph4kpKSCA0d+ODSkaCrq4vq6mpKSkpoa2sjISGBuXPnntCxgGazmT179ogn8QTT2dm5WykVG/nWLZ81hG2dQsQ9oPx1z5oDVy+c1oYugBwk6fsqgOeAcT29YA5BsiM+nnExLfw0OZfH/j0L4p0etFxFi4Nc3AgZjhdEznnMhXc3TuDGG79kS6WXQtFVrFW6HIOzlw+AUsOJ6CwCHaLQuWyc97tuA5rzurGebCVx3nnFbNzodDyOPDnEokPUdh+LG09ghRGmXMKcvKeXnlNAe6MfG/894Vi4syfSHQ5bjvPGtUs912l/JVChwZE/EVj1REN7w75ZbZp2pBfLwjATGBjIggULyMnJoaur64TMexgeHs6MGTPo7OykrKyM7du3YzKZSEhIID4+vs/p8t5+eyMdHVZuv/1+vvxyDxdeuJSzzlrCZZf9gHPP/V6PuHFxMWRkTMLHx4eOjg6amhr58ss9fOc7i3qx3jdWaye1tc3U1DShFIwbF0VqapzXQ9aqq2u58sqfkpaWwqJFp1BZWc1nn+Vwxx2/oLPTxscff0Bioucx3vX1dTQ3t5Cerl+3JSW13WMSR2Lo3An1KDpz+PBhysvLmTt37gmfJNtms1FRUUFZWRnt7e3ExsYyduxYYmJiBl0pQ+FRbGtro6qqiqqqKlpbW4mLiyM5OXlUrHJSUVFBQUEBc+fOHZLpiMSjOHiUUr5xY+b/xdev49qrl99KbKw7geV8H7D2YdHRvewkBo1LNjaqDbumMDcEdu8DoJNj72R0On27Xur+vcTpdPoA8fGtNDQE0N7u65JfR96sTtuux2SiP8eblNRBaamnbiXXA3F3YL3j66sRH2+lrCwU8OH4rm5H/gJcth3l7xpfGfuc40J4uJXgYBuVlU5Lc7pm2y0O+8pl28BpTl9LfQMvPreetjbts4qyz76naVp7b1YF7xiKNrazs5Pt27eTkJDAhAkT+k4wzDQ3N1NeXk5lZSUmk4n4+HhiY2MJCQlx25t35EgROTnbOPvsc4iMjGbv3j1kZemDqd9663lOP/2U7rgffZTLTTfdTF7eXu6++y52787ljTfcrwPtDk3TaGnpoKHBQm1tMwCxseHExYVjMvVfm1RX17Jw4bnU1pppa2slNjaW5OREWlpaSUlJ5rPPtnlMX1x8iBUrriIpKYHHHvsthw5VYbXamDx5aBbHGPUeRWcmTJiAyWRi69atQyYyBoqfnx/JyckkJyfT1dVFbW0t5eXl5OXlYTKZiI6OJjo6mqioqGEXtZqmYbFYMJvNmM1mGhsb8ff3Z+zYsWRmZhIaGjps3eTl5aVs376NpUsv9Oo4HWJ/uCdVF/qH8fLAjwMCQp5Zv/63H1mtawJRy528U65eMmfKjO/evHeGp8zoZlU+gdx445ccPhTBv/59bNJnt+PgXPfH97LPuYtYawMsTJr0Gy66KII//OEl4CUjn448evI0OuKVOe0zeUhTxrp1naxenebGjmv6MqffrvSepxUrWjl0qJPNmz096Dkfn/O2a14c/1XWIx8LFoRxzjlm7r9/MVarN702vXlQncvPKQ9qEmj/w9//DltgYPPlTU2lb3jxJ8II4e/vz/z588nNzaW5uZmsrKwTOutHWFgYGRkZZGRkYLFYqKqqYu/evbS2thIREUFMTAyRkZGEhYXh4+NDamo6qanHpnSJiIhk3LixNDQ0YrG0YLPZ2L+/gIqKamw2ExZLC2lpE8jOnsFjj/3OY166uuy0tLRjsbTT0NBCa2sHwcEmoqJCmDIlaUDi0JmmpubunrWgoGBaWlopLy/lb397nu9//xKPaWtqqjnzzDO55JLzufHGn7B3bwkhIaYhE4neMmqEIkBCQgImk4lt27YxY8aMEX9byx2+vr6MHTu2e3xHe3s7ZrOZmpoaCgoK6OzsxGQyERYWRlhYGEFBQQQGBmIymTCZTF5Vps1mo6Ojg/b2dtrb22lpaaG5uRmLxYKmaYSEhBAdHd29NvJIXOAHDuxj8uSpZGVN4fbb7+CZZ55h0aLFbuPa7Xby8vKwWq3Mnz//hM5TKfSO1dqyTSk1Jjz8kY8slv9m27XboMeqJq6CAy/D6HY0aXZ47NEwfvnLaqzWLt55Z/yxrt7euoAd+yuDPHcHk4Tu9voBhYUfERR0D0lJN1NaWuaSP1ch5c2x9HF8bgVmf9OD7uX7H7ALsBEaejkzZiTwt7+FApY+bGwFtgFz0MtDGd9lwGfolbACeA/IA1qAc8nOjuf88324774yrNadRrxa9MJ+GX1MgR3d85jIMW+ha5lCzzJwfHeA9hghIR+XtLTkz7Vatd5eJxJOIL6+vsyePZuCggJycnI4+eSTR8UDfWhoKKGhoaSnp2O322lsbMRsNnPw4EGam5tRShEeHk5wcDDBwcF0dLQzd+48mpubueyyC7jqqv8jKCiQ5OREkpOT+OEPryQ0NIQnnniQhQvnoGkaXV12OjtttLd30t5upb29k7Y2K62tHSilCAkxERYWREpKHMHB3rXb3tLa2kpjY1OPfQkJSaxZc9dxcevqaiksPEBh4QE2bdrE22+/x9VX/5Abb1zFvn2l3etEjzSjpuvZmdbWVnbu3ElSUhKpqamjehUPTdPo6OjAYrHQ3NxMW1tbt+izWq24lm9jY+NxXcS+vr7d4jIwMJCQkBDCwsIICQk5YaLr4osvpKSkhE2bXuU//9nErbeu5U9/epRLLrm8h1Btb29nx44dxMfHk56ePuR1JV3Pw0NISPLK9nbTM3b7VT7geADoS+yAZwF2LI6fXylr1tjZuTOUd98dqge+JOCfwBUAZGX9nrPOSmD9eteZovv5kksf6dats7B6tfNY5b6EaDOwD5iHLgy/ArYA+4GDwCQef3w5P//5J1xxRQzV1aG8//7bQCwwAbjIsNNopPsUqDFsOe4nPuj9xjYglLVrr2PHjt1s3LgNiGL16vNYt24r2dlBXHrpMu6//3ksFquRzsRVV03BYmnhrbfeBmLQfQZVwAL080HR8yGit+Otwc/v8a7QUOvdDQ0lv9U0ze6hYIQBMBxtbHl5OYWFhWRnZ38txuE3NzfT2tpKa2srtbW1bN78KWPGjCEgIICoqChaWloIDw/HZrPR0tJKZWUlkydP7G6PfHx88Pf3JTDQn8DAgO7v4GATPj7Dqy8uvnglJSXlFBQU9RqnuPgQy5dfxa5du0lNHc+ECeNZuHAOS5eeRXh4BAUF5UyalEBERHCvNgaKN13Po1Iogn5yfPXVV9jtdmbMmPGN8VKd6JVZvEUpxdKl3+Oll/4MwJYtOaxZcz8xMdFs2vQBgYGB1NXVsWfPngGvp11dXUVzcxPp6ZPchr/++itcdtkVIhSHCaVUTExM2ptW65hTmpsv96Xfy/D15mHTRYWfn8Ztt7Wyb58f//pXX1NHeLalhzUDFxi/kwALd9/9EM8910JxcYcX9r2l5zi8deuCWL36IPpkk8FAl5EfX3Qv3ET0bl4LcADYgS7yYoEmIJEbbljMggUns3DhnO6pOaxWGzt3FrJnzxdERUWwatVqI5/z0RfCOwRM4fXXf0p29nQiIsJRStHZqQ8mbGxsJjQ0BJMpwG0vQ01NI6WldaSnjyE8vG8x8Oqr/+L66/+MLhhbgFTgh+iCNMQoD0c5tqDUq0REFOU3NBQv0TSt2JuSFfrPcLWxDQ0N5ObmMnHiRJKSvF/3dzQyb142+/cXEBQUyCOPPMLixdOHbFm8wbJu3Z+prq7nqaeecxv+7rv/Zfnyq/npT1fyi1/8uFvraJpGaWkdtbXNTJmSSGDg8Ezf97Uao+iKr68vM2fOpLi4mC1btjBz5kx5g3YEefTRP7J58yeAfsI2NjazZMl3ePzxZ3nnnf+QlTWTyspK5s+f3z2e9MiRIl577R/U1taSnX0yF1/8A/z8ep5iZnMdOTlb+fDD93nyyWfx8/Pj17++k3nz5qOUYsKENFpbW9mw4Y+8++57I37c3yY0TasDFptMIeeGhZW81Nw8LwqW4n6MnTs8d8PabPDgg/Dzn5tYubKJF16wYre7euNswAPoYmQscBtgRhda4fT03v3FKV0df/rTWtavf5Tly3/Offf1JRTdjeNz5RDwgvHtB0QDHcCvgXXo3r5yY78v+uzgXcD/AwKBYO6663ROO+1asrKmsG3bDsaNG8vkye4fhIqLq0lPT2DBguVERS1zymchTz+9kpkzs5g48fgXDxzzvcbF9S7sS0vrMJubmTYtBT8/7x6yf/CDC/nBD/SJig8ePMycOVcDT6DXxXjgt8bxfkho6PstSnXe0tBQ/bTMjfj1JDIyklNOOYXdu3dTW1tLVlbWcffr0UpTUyPLlp1Hbm4eYWGhWK1Wrr32Sm655XoKCqpGjUgEWLbsHM4//0duw/bvz2P58qt57rlHOOWUY5P6W602DhwoIzjYxIwZKSd8FblRf1akpKQQGRnJrl27SEpKIi0tbVR3RX9TmDo1iz/+cQMWSwsvv/wmTz31IpdeejH//vc/CQ4Ow2azccopp2CxNLNp00ZeffUfvPfehyxdeiYJCfE89NBDPPXUU/z9768QH5/A1q2bOXSoiEceeZQdO3bx4ovPMnv2dO6662aefvolXnzxRQ4cOEh7ewcxMVGcc8532bjxZTIyFpzoovjG09HR8rZSamxMzK61TU1frOnsXOoHC9G7KQdCPbpXLZqurk949NFdXH755axZk8Ijj3xBa2skuocqDTgKOKaR2Wf8bgDq0MVYkhH3CHSvIewHtJGaOp5HHrmd997LYd68RHJy+pNH5zF3R4G1xu+l/PWvv2D8+ERCQ0Ooq6vHzy+C+vqt/S0Ej1NyWCxttLR0MHGiY5mbU4AA3n33dubNm93v/3Jgt9s5eLASu91OVtbxKzV4Q319A3PmPI8ujAvQBfEZwG78/N6wR0X5vlhTU3aDpml9DaoURjn+/v5kZ2dz9OhRtmzZwqxZs74WDhmzuZZdu77i00//jcXSwkcffcbixQuNJfD6muF/ZKmrq2fMGPc9brfeegs33bSqh0isr2+hqKiSCRPGEBMTNlLZ9MioF4oAERERLFq0iPz8fLZu3cqsWbMIDh76vvrRis1m4+DBA8THjyMycmRe8DnjjLM49dSFXHDBVZSUlPHZZ58RGBjM4cOHyczMJDo6GoulmQkTJpCZeRJnn/0dfve7O4iM1Mdfrl79Mx54YANTp+pekcLCQ5hMAVRWVgOQmprG/v0FzJkzizlz9LW/2tra2bs3n1mzpn1jhhp8XdA0rRO4Syn1cEzMO491dPz3+62t8wPt9ln0vE04e+K60LtpK9HF3rPo3ZMBQAoQBLSiaSG8/PI7LFyYxX33/ZAnntjMwYN70Cfmq+uRj8ceu5bs7JkAxMZGc/DgYUpLy7HZbAQGBnLNNZ/y+OMnk5SUwPbtX3LPPW8RHu7DPffcw969ZVgs3gyR60IXnmb0l0Py0F+SeYj6+mXHxd65s/exRQPBbrdTUFBBRkZC90Nvff1tg7bb1tZBfn45cXHhJCZG9+uB2mazERd3D/AF+gsyaehdzxcBFsLCPrUGBNg319Uduba6WrqZv0kopUhJSSEqKorc3FzGjh3LpEmTTrgXyxPjxiUxd242Z599Gbfd9n/87GcrT3SWeiUoyITNZjtuf37+XrZt+4Knn14HgM3WxeHDVbS1dTJt2vhBv209lIzaMYq9UVdXx1dffUVKSsqof9HFHf0do9jY2MCiRQtoaGjCYmkhPDyMxMRxfPLJlmF/Y62hwczvf/9bVq68hvr6JoKCgpg6dSp+fn40NTXywQfvceedd/L5570vulBeXsmhQ8VkZp7Evff+kRdeeJW5c2fT1tZOTEwUb731vMc8eDN+Qhh6lFLRcXFpv2ttbb/KZjs5qKNjFj0mzAPgSeCwy74rqKtb22sj4xAzUVEhjB8fS1dXF62tbQQHB2E2NzBmTKzHazoq6g7AMfPKHHTP50zmzw9k8WIbf/hDuRHWhS56ytAXr56I7ul8H13UhgDx3HzzXBYsOJnTTpuPyeS+y33nziKys9Pdhg2EoqJKAgL8SE6O7TuyF2iaRnl5PZWV9UyalEB4uPdTizU2NlFcXMLixcvQPYdnAvqSj76+ewgK2tYRFBTwbk1N0c81TfM0j5IwTIxkG6t7pA9SUVHB9OnTh2Sd5uFk164dXHzxJdxyyyp+9KNLgcFfrw5NNFTaoq2tne98Zxnf/e4Z/OEPf6SkpJiHH/4jr732Jnfc8QtWrVpBXV0zhw9Xk5QUw9ixESOqa7xpYwf9yDDSw1NiYmJYtGgRbW1tbN68GbPZPKL/P5LYbDYuuuhC5s6dzZ49H/P552/zxhvPkpv7FY2NDcP+/2FhEaxceR2VlTVMnDiRGTNmcMUVlxIQEEB8fDwXXXQZqanjPdpISIhn0aJ5REdHsWHD/Xz44ZusWrWcwsIi2tv7GlcmnCg0TTNXVxetamkpH2MybbsrLOyp+tDQt+x6N63jmneeoTmAwEAT8DIxMRmkpc1h8+bjJ5INCjIxc2Yqvr4+7Np1mJYWKxER4cbcoH2vBVtRcbfTL3+gCPicbdt+Qm3tx3z/+0VAK7AeeIuTTqoFnkYXtPs49qJJOdu3/47f/OZWvve9xb2KxKGmpqaJtjYrSUn9fXHIPRZLO7t3H6G93crMmRO8Eom1tXU88MDDzJ+/hKys07jssuuMkGuBOEJCPtBCQ//UHB6+9RGLpSS5uvrgMhGJ3w58fHw46aSTyM7OZt++feTl5bn1ho0WZs06mf/859+sXfsQR496M2uDZ5qbLVxwwVVER5/EFVdcz//+98mgbQYFBbJp0+t88cUOwsLCycychlJd5OS8y8qVV7JvXwlVVQ1Mn55CfHzkiIpEb/XboLueLRYLHR0dI3ajBX1C7MzMTJqbm8nLyyMwMJDMzMwRzcNIsGNHDkePlvDqq39BKUV8/BiKio6QkpJMbOzwLvJeWVlJfn4+SUlJnHrqqfj4+GCz2di06QN27/6IMWNieeCBDVxyyfn9sjtr1jSmT89ky5bt5ObmeYxbUVE/mEMQhgBjHNoDSqnf+vpWn5aUVHpXcHDwzOuuuy78vPM2Bfj4+HD06BGCgoIJCgoiO1tfq7i+voGnn/4bQUGBpKWlEBoagp+fHz4+PiilSE6OJS4unIMHKykvNzNhwliCgvp+qy8w0ITZXMDmzdvIy8vn0KFivvpqBzt2tPD888+zdu1aEhLKefllGxaLH4WFh/DxUdjtTzJpUhrBwVNJS0tF0+yEh4/s+J+mplZKSmqYPn3wPSFWq43i4urucY6hod4P3r/vvvW8+OJr3Hvvb1ixYiWhoeG88cYbXU888UR9TU3N4ZqamgesVut/jYnahRNMe/vIL24TGhrKwoULKS4uZvPmzaSlpTF+/PhR2YM3dep0brjhp9x55wPds3QMlH/+8x00DS69dBmvv/5Ptm79gr/+dQNnnHHqoOxGRISxZMkZFBYeoqGhkQsvPJeODvjqq2JSUsYQG+v5XmSz2SguLiU9PXVQ+XBG0zQOHCjvOyJD0PU8c+ZM7dFHH2X+/Pndb+ONJJqmUVFRwYEDB0hMTCQtLW1Uv7nVn67nhx9+kN27v2TDhvsBvVvg7LMv4yc/+QnXXfezYclfQ0MD+/fvJyAggKlTp/ZYM3rXrh0sW/Z9du/+aND/o2kaTU0WIiLcXyCVlQ1UVzewePH3pOt5lKGUio2MjPxRWFjIXRZLS3RDQ6M66aR0KiqqaG9vJyoqkqqqGrdpd+364DgvdH29hcOHqwkLCyI5OWbA00B0dXVx6NBRDh2qwWptZsaMySQnJ2Cz2Whtbe/1XOuLoeh6tljaOXCgjKlTkwc1zUVnp43SUjNmc3O32O5v420215Oergv6MWPitICAgJqODuufa2pqnhXP4egjMzNTe/PNN8nIyDghQq2zs5OCggJqa2uZMmUKY8aMGfE89MWuXTu48sor2bp146Cu161bv+D22+9j69Yctmz5lMLCQm644WY++ugtZs7MGpDNgoIiIiLCmTx5IaGhIaxYcRUXXHA+CQnRJCREexwLqmkaH330Gb/61e/Izy+kunrfkAw500ViGSaTP7NnLxr+6XH8/PzIyMhg27ZtJ0QsKqVISEhg7NixHDlyhM2bNzN+/HhSU1O/9i9E7Nmzh2nTpgC6SFy//km6ujSuuWbVkP9XU1MT+fn52O12pkyZQmRkZI9wu93OvffezVVXXTok/6eU6rXhrqpqoKqqgawsz93awolB07RaYAOwQSmVnpiYsMLPz+/H6ekTYidNmuBjt9uV1dqJpmnK19dX6+qyqc5OG4GBJm39+r/0+mRqtdpUW5tVBQT4aUFBAQN+grXbNZqb23w2bXrfPhQD8hsbW3wiIkIGPJG0pkFTU6tPaGig3dd34Pnp6OhU7e1WZTIFaCaTvzYQzaBpUFR02D5lSkZzR4f15UOHDj+tadqeAWdKGHaCg4Npa2tj3759ZGZmjrhY9Pf3Z+rUqbS2trJ//36KiorIyMgYFSunOaisrGDMmP6P+d2yZTsBAf6cfPJMlFLMmjUNm62LH//4au6441ecffZSwsPDueSSa4iLi2Hu3NksW3YOWVlTPE5PBbBx4/+45551FBYeIiEhntmzZ3P77bcxYUISKSmx+Pv3Lb+2b9/Fz362huXLr8Rkep9ly1awcePL/T5OZ+x2O/v3lxEWFsj48d71TA7ao6iUepdj81YIwlBTq2nakhOdCaFvlFKR6K87j16XvgBQqmna6JpDROgVaWOFYabPNnbQQlEQBEEQBEH4ZjJ6J0oSBEEQBEEQTigiFAVBEARBEAS3iFAUBEEQBEEQ3CJCURAEQRAEQXCLCEVBEARBEATBLSIUBUEQBEEQBLeIUBQEQRAEQRDcIkJREARBEARBcIsIRUEQBEEQBMEtIhQFQRAEQRAEt4hQFARBEARBENwiQlEQBEEQBEFwiwhFQRAEQRAEwS0iFAVBEARBEAS3iFAUBEEQBEEQ3CJCURAEQRAEQXCLCEVBEARBEATBLSIUBUEQBEEQBLeIUBQEQRAEQRDcIkJREARBEARBcIsIRUEQBEEQBMEtIhQFQRAEQRAEt4hQFARBEARBENwiQlEQBEEQBEFwiwhFQRAEQRAEwS0iFAVBEARBEAS3iFAUBEEQBEEQ3CJCURAEQRAEQXCLCEVBEARBEATBLSIUBUEQBEEQBLf4DZUhn7OXaNTWug+ze0jX1XuYby/pRrs9T+k8/ddA7HlMM8rLyZO9L7WdmzRNW9J7DGGwKJWhQYvxK8Al1N9pO6CX/dDjWdM1yPnu4hrmP4AwD/aVf88T0M/X5hTN1jMM92Ge4vnS1WvYQO372rRjPzrpiXPUoQizucRzCrO7hHU6XZfW3pP1CCsDuV6HmYG0sQNuv0ZBWzSQ9rCv/+q1LRricvo6lHt/2tghE4rU1uK3bYfboFBL78k8hYW0uN8/kDSe0g21PU9ho92eJ5sjWe4BnSq291BhaGgBfmFsJ7qEJfayndQzmgo6tu1aY/G9bPcnbKzT9rje4wXG1/cIigmvc8pWz8Y1hjqn7VqneHW9xoukwSXMu3TO/x3jEi+qpu3Yjyp6Ut3Ltutvb9N5sNHmYqPU6Vouc0lW1sv2muNrXxhqBtDGDkfbNpD2YTTY85RutNvzlG6g5dSfNla6ngVBEARBEAS3iFAUBEEQBEEQ3CJCURAEQRAEQXCLCEVBEARBEATBLSIUBUEQBEEQBLeIUBQEQRAEQRDcojRN6zuWN4aUygPah8TYMWIB9xNHib1vur1amZdteFFKvYt305oMRb2PFhujKS/fJBuBmqZlDdKG4IFhaGO/zu3DaLH5dbbndRs7dPMoQrumaScPoT2UUjuG0qbY+2bbE/qHtzeJoain0WJjNOXlm2ZjMOkFrxjSNna038+Ho30Y7Xkcrfak61kQBEEQBEFwiwhFQRAEQRAEwS1DKRSfGkJbw2VT7H2z7QnDw1DU02ixMVR2xMbQ2xA8M9rvv6Pd3nDY/FbYG7KXWQRBEARBEIRvFtL1LAiCIAiCILjFK6GolFqilDqglDqolLrdTfhkpdTnSqkOpdRqp/3JSqmPlFL7lVJ7lVI3emnvSqXUHuOzVSk1wyXcVym1Syn1Xy/tXWjYylVK7VBKLXIKi1RKvaGUyjfyuaAve05p5yilupRSlzjtu9k41jyl1CtKqUBv7CmlTjfyt1cp9UlfZe/FMd9m2Ms18tKllIoeRJ1EKKX+o5TabaRbOcg6iVJKvWXUy3alVJZT2HF10lsdCMOHt9eBF3Z6nBsDtHHcdeVFmr8qpaqVPq2IY99Dxnm1xzj/Ivtrw9h/g1E2e5VSD/Zho7drLlop9T+lVKHxHdVfG07hq5VSmlLK43RHHvIyUym1TR27R871YCPQuGYd94J7jP39KltBx4t7Zb/aVy9tShvroay8ON5vV/uqaZrHD+ALFAFpQACwG8h0iTMGmAM8AKx22j8OmG1shwEFQJYX9hYCUcb2OUCOS/gtwMvAf73MXyjHutmnA/lOYS8APza2A4Dovuw5lcuHwNvAJca+ROAwEGT8fg1Y6UX+IoF9wHhHeXoqe2+O2cX++cCHg6yTO4E/GNtxgBkIGESdPASsNbYnAx94qJPIvs5T+Qztp7/nWB+2us+NAaZ3d11d7UW604DZQJ7TvrMAP2P7D45zup82vgO8D5iM32P6sOHumssEHgRuN/bf7ikvvdkwficDm4BiIHaAeXkPOMfYfy7wsQcbCgg1tv2BHGB+f8tWPsPSvnrVPiBtrKc2ts/20MX2N7599cajOBc4qGnaIU3TrMA/gAudI2iaVq1p2hdAp8v+Ck3TvjS2m4H9wBle2NuqaVq98XMbkOQIU0olAUuBZ/qRP4tmlAoQAmiGrXD0huBZI54VyOjLnsENwP8Dql32+wFBSik/IBgI98LeFcCbmqYdNfLhsNnbsfV5zC5cDrxi2B5QnRhlFqaUUug3BTNgM8qx33WCfkP7wMhHPpCqlBrrrk40TWvwcGzC8NDfc8wtbs6NgeJ6XZX3lUDTtE/Rz1Pnfe9pmmYzfva4t3hrA/gp8HtN0zqMOK73AFcb7q65RPTyfMGI9gKwbAA2AB4GfolxXxtgXjT0exVABB7KV9OxGD/9jY/W37IVgKFvXxO9tCltbO/H9n9e5s/BN7599UYoJgIlTr9LOXaD8hqlVCowC6jvp71rgXecfm9Avyna+5M/pdT3lVL5wEbgGmN3GlADPGe4dZ8x9nm0p5RKBL4PPOm8X9O0MmAdcBSoABqBMi/ydxIQpZT6WCm1Uym1vI9j87pOlFLBwBL0C841LBXv6+RxYAp6A/IVcKOmaY462ED/62Q3cJGRj7lACvrN6rg6UUqFuDs2YVgZkuue48+NfuPuutI07b2B2nPiGnreW7zlJOBUpVSOUuoTpdQcbxM6XXM5wFhN0ypAb2DQPUf9sqGUugAo0zRtd/8O4bi83AQ8pJQqQS/rO/pI66uUykVvxP+naVqOS5SBlu23jaFuX3MGYFPa2J5pU705XiOf34r21RuhqNzs69er0kqpUPSCvAn3SxC5taeU+g76SbzG+H0eUK1p2s7+5k/TtLc0TZuM/tR+n7HbD71b6QlN02YBLegnZ1/2NgBrNE3rcslvFLqynwAkoD9ZneaFPT8gG/2p4Wzg10qpkzwcW3/q5Hxgi6ZpPbwiA6iTs4Fc9OOaCTyulAofRJ38Hv3CzUV/ctyF/gTlrk4GPD5OGDBDcd27Ozf6nxE315VS6keDtPkr9PPt7wNI7gdEoXe33ga8ZngC+vrP7mtO07SmAfyv63VrA34F/GYwdoy8/BS4WdO0ZOBmDI9Db2ia1qVp2kz0xmeuyxiowZTtt40hbV+NuvTaprSxbo/NHd/q9tWbJfxK0cfAOEjCi24fB0opf/QC+7umaW8aAyf7tKeUmo7uaj1H07Q6Y/cpwAVKqXOBQHSXsx89C85j/jRN+1Qpla70Qd+lQKnT0/Ab6AUc1oe9k4F/GG1DLHCuUsqG3gVzWNO0GuMY3kQ/qUP7sFeKvu5iC9CilPoUmEHvZd+fOvkhhlvcwQDrZCV6d5sGHFRKHUYf+zCgOjFuaCuN/Cj0cSeH0bsSXOtEhOLIM6jr3uC4c0Mp9ZKmaf0VeWdy/HW1EHipn3Yw0q8AzgO+69Rd1h9K0buxNGC7UsqOfh+o8fCfPa45Y3eVUmqcpmkVSqlxHN/F5tGGUmoaeoO527gXJQFfKqXmappW2c+8rABuNLZfx8uhApqmNSilPkb3quQNQdl+2xjS9rU/NqWN7bWNPYLuefPmeL8d7avW92BbP+AQ+g3JMXByai9x76bnYFsFvAhs6I89YDxwEFjoIV+now/s9MbeRI4NtJ2N7qp2/N4MZDjlf523x2ukeZ5jA23nAXuNylDo445u9CJ/U9DHEzjGXOShD4B1e2ze1gn6WCMzEDIEdfIEcLexPdYow9hB1EkkxmBd4DrgRacw1zp5qK/zVD5D+/H2HOuHvdMZ+Mss7q6rG7xMm0rPF1GWoA9qj+vH/7vauB6419g+Cb0bSHlIf9w1Z+x/iJ4vszzYXxsucY64XpP9yMt+4HRj+7vATg824jAGwANBxvV63kDK9tv+6c91hhftq7c2kTbWUxs73Zv88S1qX709mc9Ff3unCPiVse964HpjOx5dmTcBDcZ2OLAI3SW6B92tmmvY6sveM+j9+o40O3o7ib3M3xrj5MoFPgcWOdmZCeww8vhP9C4lj/Z6O4mN3/cA+egn4t8Akzf20Luw9hnpbvJU9t4cs/H7auAfLvkdaJ0koL8Z+ZWRxx8Nsk4WAIVGWb2J8QZeb3Xi7Y1XPkP36e3cG6Ct7nNjgOmPu668SPMK+jimTvR70rXojWOJ07n/5ABsBKB7M/OAL4Ez+rDR2zUXg954FRrf0f214RLnCH0Lxd7ysgjYid7o5ADZHmxMR+/K2mOUwW+M/f0qW/l0l+eQtq9e2pQ21nP5S/vq9JGVWQRBEARBEAS3yMosgiAIgiAIgltEKAqCIAiCIAhuEaEoCIIgCIIguEWEoiAIgiAIguAWEYqCIAiCIAiCW0QoCoIgCIIgCG4RoSgIgiAIgiC4RYSiIAiCIAiC4Jb/D85ZZcesSjZeAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Now make three plots, two polar plots and one global:\n", "# colorbars at\n", "# https://matplotlib.org/stable/tutorials/colors/colormaps.html\n", "plt.figure(figsize=(12,4))\n", "\n", "# first plot on the left: sea ice at the South Pole\n", "ax1 = plt.subplot(1,3,1,projection=ccrs.SouthPolarStereo())\n", "ax1.gridlines()\n", "ax1.add_feature(cf.COASTLINE)\n", "ax1.add_feature(cf.LAND)\n", "ax1.set_extent([-180, 180, -45, -90], ccrs.PlateCarree())\n", "plt.contourf(lon,lat,ice,25,transform=ccrs.PlateCarree(),cmap=cm.cool)\n", "plt.colorbar(orientation='horizontal',shrink=0.75)\n", "\n", "# second plot in the middle; SST \n", "ax2 = plt.subplot(1,3,2,projection=ccrs.Robinson(central_longitude=0))\n", "ax2.gridlines()\n", "ax2.add_feature(cf.COASTLINE)\n", "ax2.add_feature(cf.LAND)\n", "plt.contourf(lon,lat,sst,50,transform=ccrs.PlateCarree(),cmap=cm.jet)\n", "plt.colorbar(orientation='horizontal',shrink=0.75)\n", "\n", "ax3 = plt.subplot(1,3,3,projection=ccrs.NorthPolarStereo())\n", "ax3.gridlines()\n", "ax3.add_feature(cf.COASTLINE)\n", "ax3.add_feature(cf.LAND)\n", "ax3.set_extent([-180, 180, 45, 90], ccrs.PlateCarree())\n", "plt.contourf(lon,lat,ice,25,transform=ccrs.PlateCarree(),cmap=cm.cool)\n", "plt.colorbar(orientation='horizontal',shrink=0.75);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2B. Data at a point: computing the annual cycle\n", "\n", "Like last lecture, we will extract a time-series at a particular point. You will notice in some places (like here in Hawaii), the seasonal cycle dominates the signal. We usually want to remove that and look at \"seasonal anomalies,\" and this means we first need to compute the mean seasonal cycle. In some cases this gets tricky, _e.g._, with hourly data, irregularly spaced data and so on.\n", "\n", "Pandas provides a nice way around this.\n", "\n", "The data we've read in thus far are daily, over a long record. This will still work, but may overload the server, so instead we'll read in a monthy mean product called \"OISST\", or \"Optimally Interpolated Sea Surface Temperature\".\n", "\n", "Recall we have our old data sets still open, so it's good practice to first close these." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "dataset1.close()\n", "dataset1a.close()\n", "dataset2.close()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "# Open the new data set, monthly mean SST from NOAA\n", "URL = 'https://psl.noaa.gov/thredds/dodsC/Datasets/noaa.oisst.v2/sst.mnmean.nc'\n", "file = nc.Dataset(URL)\n", "\n", "# Extract lat/lon and time\n", "lat = file.variables['lat'][:]\n", "lon = file.variables['lon'][:]\n", "time = file.variables['time'][:-1]" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "# like before, let's search for a point near Hawaii\n", "# step one, find the index corresponding to our point\n", "J = np.argwhere((lat > 21.0) & (lat < 22.0))\n", "I = np.argwhere((lon > 201.0) & (lon < 202.5))" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "# extract SST at the specified point\n", "# NOTE we want an even number of years, i.e., number of\n", "# time points is multiple of 12\n", "sst_HI = file.variables['sst'][2:-1,int(J),int(I)]" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "40.0" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(sst_HI)/12" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(sst_HI);" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "# Again, like last time, convert the time variable to something more useful\n", "time_convert = nc.num2date(file.variables['time'][2:-1],file.variables['time'].units,\n", " only_use_cftime_datetimes=False)\n", "date = pd.to_datetime(time_convert)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(date,sst_HI)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now wish to construct a monthly climatology, _i.e._, average January, average February, average March, _etc._ This would (and could) be done in a loop, and can get a little complicated. This would be especially complex if we had daily data. Pandas, however, has a nice method called \"groupby\" which will allow us to make a climatology quickly. The steps are:\n", " 1. put the SST date and data into a Pandas DataFrame\n", " 2. compute the mean after grouping by month\n", " 3. repeat the monthly means for the entire time record (_e.g._, if we have ten years of data, we'd repeat the mean seasonal cycle ten times)\n", " 4. add the climatology to the DataFrame" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " SST\n", "1982-02-01 24.139999\n", "1982-03-01 23.850000\n", "1982-04-01 24.129999\n", "1982-05-01 24.580000\n", "1982-06-01 25.730000\n" ] } ], "source": [ "# make dataframe\n", "df = pd.DataFrame(sst_HI,date)\n", "df.columns = ['SST']\n", "print(df.head())" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "# compute climatology: here we group the data by month, then compute the mean\n", "mean_season = df.groupby(df.index.month).mean()" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# we can now make a quick plot\n", "plt.plot(mean_season,'r')" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "482" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(step3)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0\n", "482\n" ] } ], "source": [ "# Next, we want to add a second column to our DataFrame that\n", "# includes the mean seasonal cycle. To do this we have to\n", "# repeat the 12-month variable \"mean_season\" over the entire\n", "# record.\n", "\n", "# 1. collapse the variable to a single dimension\n", "step1 = mean_season.squeeze()\n", "\n", "# 2. repeat (tile) the data over all years\n", "step2 = np.tile(step1, len(df)//len(mean_season))\n", "\n", "# 3. pad the final rows (the above works on complete years,\n", "# and this data set has four extra months)\n", "print(len(df)-len(step2))\n", "step3 = np.append(step2,[mean_season.iloc[0],mean_season.iloc[1]])\n", "print(len(step3))\n", "\n", "# 4. finally, we add this to our DataFrame\n", "df['mmean'] = step3[1:-1]" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[,\n", " ]" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(df)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'SST Seasonal Anomalies near Hawaii')" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,12))\n", "plt.plot(date,df['SST']-df['mmean'])\n", "plt.grid()\n", "plt.xlabel('Date')\n", "plt.ylabel('degC')\n", "plt.title('SST Seasonal Anomalies near Hawaii')\n", "#plt.xlim([dt.datetime(1981, 12, 1), dt.datetime(1982, 11, 30)])" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'SST Seasonal Anomalies near Galapagos')" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "J = np.argwhere((lat > 0.0) & (lat < 1.0))\n", "I = np.argwhere((lon > 260.0) & (lon < 261))\n", "sst_GA = file.variables['sst'][2:-1,int(J),int(I)]\n", "df2 = pd.DataFrame(sst_GA,date)\n", "df2.columns = ['SST']\n", "mean_season = df2.groupby(df2.index.month).mean()\n", "step1 = mean_season.squeeze()\n", "step2 = np.tile(step1, len(df2)//len(mean_season))\n", "print(len(df2)-len(step2))\n", "step3 = np.append(step2,[mean_season.iloc[0],mean_season.iloc[1]])\n", "df2['mmean'] = step3[1:-1]\n", "\n", "fig = plt.figure(figsize=(12,12))\n", "plt.plot(date,df2['SST']-df2['mmean'])\n", "plt.grid()\n", "plt.xlabel('Date')\n", "plt.ylabel('degC')\n", "plt.title('SST Seasonal Anomalies near Galapagos')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 4 }