{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Segregation Index Decomposition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Table of Contents\n", "* [Decomposition framework of the PySAL *segregation* module](#Decomposition-framework-of-the-PySAL-*segregation*-module)\n", "\t* [Map of the composition of the Metropolitan area of Los Angeles](#Map-of-the-composition-of-the-Metropolitan-area-of-Los-Angeles)\n", "\t* [Map of the composition of the Metropolitan area of New York](#Map-of-the-composition-of-the-Metropolitan-area-of-New-York)\n", "\t* [Composition Approach (default)](#Composition-Approach-%28default%29)\n", "\t* [Share Approach](#Share-Approach)\n", "\t* [Dual Composition Approach](#Dual-Composition-Approach)\n", "\t* [Inspecting a different index: Relative Concentration](#Inspecting-a-different-index:-Relative-Concentration)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a notebook that explains a step-by-step procedure to perform decomposition on comparative segregation measures.\n", "\n", "First, let's import all the needed libraries." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import pickle\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import segregation\n", "from segregation.decomposition import DecomposeSegregation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, we are going to use census data that the user must download its own copy, following similar guidelines explained in https://github.com/spatialucr/geosnap/blob/master/examples/01_getting_started.ipynb where you should download the full type file of 2010. The zipped file download will have a name that looks like `LTDB_Std_All_fullcount.zip`. After extracting the zipped content, the filepath of the data should looks like this:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#filepath = '~/LTDB_Std_2010_fullcount.csv'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, we read the data:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv(filepath, encoding = \"ISO-8859-1\", sep = \",\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are going to work with the variable of the nonhispanic black people (`nhblk10`) and the total population of each unit (`pop10`). So, let's read the map of all census tracts of US and select some specific columns for the analysis:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# This file can be download here: https://drive.google.com/open?id=1gWF0OCn6xuR_WrEj7Ot2jY6KI2t6taIm\n", "with open('data/tracts_US.pkl', 'rb') as input:\n", " map_gpd = pickle.load(input)\n", " \n", "map_gpd['INTGEOID10'] = pd.to_numeric(map_gpd[\"GEOID10\"])\n", "gdf_pre = map_gpd.merge(df, left_on = 'INTGEOID10', right_on = 'tractid')\n", "gdf = gdf_pre[['GEOID10', 'geometry', 'pop10', 'nhblk10']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook, we use the Metropolitan Statistical Area (MSA) of US (we're also using the word 'cities' here to refer them). So, let's read the correspondence table that relates the tract id with the corresponding Metropolitan area..." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# You can download this file here: https://drive.google.com/open?id=10HUUJSy9dkZS6m4vCVZ-8GiwH0EXqIau\n", "with open('data/tract_metro_corresp.pkl', 'rb') as input:\n", " tract_metro_corresp = pickle.load(input).drop_duplicates()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "..and merge them with the previous data." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "merged_gdf = gdf.merge(tract_metro_corresp, left_on = 'GEOID10', right_on = 'geoid10')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now build the composition variable (`compo`) which is the division of the frequency of the chosen group and total population. Let's inspect the first rows of the data." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GEOID10geometrypop10nhblk10geoid10metro_idnumeric_idgeoidnamecompo
001001020801POLYGON ((-86.456273 32.405837, -86.4570349999...308129301001020801338603386033860Montgomery, AL0.095099
101001020802POLYGON ((-86.412497 32.589422, -86.412442 32....10435142001001020802338603386033860Montgomery, AL0.136080
201001020200POLYGON ((-86.467354 32.459308, -86.46764 32.4...2170122601001020200338603386033860Montgomery, AL0.564977
301001020700POLYGON ((-86.46106999999999 32.42709, -86.461...289145201001020700338603386033860Montgomery, AL0.156347
401001020600POLYGON ((-86.470524 32.456117, -86.4700469999...366877601001020600338603386033860Montgomery, AL0.211559
\n", "
" ], "text/plain": [ " GEOID10 geometry pop10 \\\n", "0 01001020801 POLYGON ((-86.456273 32.405837, -86.4570349999... 3081 \n", "1 01001020802 POLYGON ((-86.412497 32.589422, -86.412442 32.... 10435 \n", "2 01001020200 POLYGON ((-86.467354 32.459308, -86.46764 32.4... 2170 \n", "3 01001020700 POLYGON ((-86.46106999999999 32.42709, -86.461... 2891 \n", "4 01001020600 POLYGON ((-86.470524 32.456117, -86.4700469999... 3668 \n", "\n", " nhblk10 geoid10 metro_id numeric_id geoid name compo \n", "0 293 01001020801 33860 33860 33860 Montgomery, AL 0.095099 \n", "1 1420 01001020802 33860 33860 33860 Montgomery, AL 0.136080 \n", "2 1226 01001020200 33860 33860 33860 Montgomery, AL 0.564977 \n", "3 452 01001020700 33860 33860 33860 Montgomery, AL 0.156347 \n", "4 776 01001020600 33860 33860 33860 Montgomery, AL 0.211559 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "merged_gdf['compo'] = np.where(merged_gdf['pop10'] == 0, 0, merged_gdf['nhblk10'] / merged_gdf['pop10'])\n", "merged_gdf.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we chose two different metropolitan areas to compare the degree of segregation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Map of the composition of the Metropolitan area of Los Angeles" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-119.02865769999998, -117.3360503, 32.6463769, 34.9269651)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ycq3i9TR59OhcjHzSG0CQ6WSbd0dNPErwwtvTNnS/8O4fViZG/yVzzmvFlKCP4myN7+Fs3BvnnSuyC2UE1AvvhqGvYwuAHCFIzYWHRVPHiaZfpdzXYEpnnQjlEmLcUrLGr2KCNCYA1TPEMxa1+2iMiavSsa5MSEp6qIeezaWrOI+XtY4Lt5kqz44KUim8p8rehz1nZONjr9Q1yiD7Zl3t24tOnXh0swm1K+nmf1j3C2/H/wecAJ4DKuOJXweOApupvrTuZ9urgVb1nu5NNkDXoVUc0EX2EfaA6lk0vkyce4mVLclWCu/K90sUF6myUicV58RRI353naq9QueOvZtXYT0dRjdPTOboH1bgZxdpcRh4EBgBSjNsxUAOXwpwFbAre6CL7MWEr5PqyxL2XkGCEywvLndRzdtVaFtsqNVSrFb2aNfVParuwmveHs8KWSuaN8C/xcUPH1jgeA9OC38PeB+YAJ5G5JuovoHLxOZpGLqNuHBk7q2ML9K4PkR2EmZ3ohqBnqDMjlxMSyoVsdWqIIIJJxG5xqz9WQxwEo2voPoqIl9Ho5soV0rOn9tUlcFdxWOO9LrbKDa5vCJY0r2fIeLGEcxlaKuZeGavxjNnZt9bewEtFPsJk62YQ0KAaZyne2kVudKJhiLBl4jZV7G/WDmu+HczztxUtL2PSKq/Nj+SIoXJ86BZ5tn4Ez8C93YuB4YEdwl7XqrrGs2hxnLDnnbAh4p1C872/TPAHyzRskrKSXkM9CwuY5inMTwC6lKAijlFkI6xucZeQSQEeW7phjArr8RcR2TrvMPKNCJFj+/NyVblkgLp/vKdJvgCteXpToNM9evUzrbyt/YGK67Wplfq72PxlQZ15pDrOPOHBXJo/DBobx0XObN0k1WhnjF7PE1l7Qhvx78BPgKerusskU0oG0DfwGkd63BpPz0rQs4RZG4i5iV0+kSrR5PQjN9EtXX2r4CVCO9KVm6P1aoW+yVPWoI7TF/3Dp+eltDNTgprS3j3D1smRn8W+H/qPtflQJ9bOlf9FHQrsGHhkzwLcA+TPokEhxBxmp6YXpDTgEmWTMFNkFKrOjLVizhNUSu2ldhpq5UaHW/DR0v9q4y2kNJo+i1MapuYsNqEtjI+fRm0TT6a6VYPwNOZiMgPA9/FOUD/hqp+p+L4EPAvgF04ufyLqvrPF+tzbQlvxx8CnwBPrKgXkf0oX4COAbsbMK5uR5HwbUyqF3gckTI7qQSZ/fSWK6I6dW31TRUa7UWrpcaVt2rxRav9OjYxp3c4ag8RTYFJj5AeqCa8GxGt0S7C29NhiFmlr84i/rZJror/G/hB4DJwXET+raqeLmn2t4DTqvqfiMhm4HMR+T1VXbDextoT3k77/jbweyvuS+QRlLHEVrhzxf11L3cJei4hcqius8K+q2h0GXD+ZDb/NC7PeTP5kGqJfOL8HdCReftNmMaES93X/CeI2oFljm8hWht+ZQvrNT9WdEBUUEHVoJoCVups1i6hZe0yDk9n8SJwRlXPAYjIvwb+ClAqvBUYEBEB+oE7LOEgufaEt+N7wN8HHlmq4ZKIDKJ8AuqFdzWctr0HkYW8/Bc+NT1Q5uGvU9fO0GThrWoHpZpGHE0PotHhefvDnmOYJX9G1YR3o+3ALRYs+rRLvtMMxAtNz7KQRq6WLYpuEpH3Snb8uqr+evJ6JzBacuwy8ye0v4yLiPoKGAD+c62e+2KWtSm8+4cjJkb/AY3Qvh2HcLOox5dquDaQc4i5j0kHiHxt6fY1kt0oqP0YV82rj2h6lGiqMunOyoimxzU/NkJhcj1B9i49m3YRZPZIkIqwvImNHmKep/cSaNVl322oTiDSX+VYq2i8kFTNY+MrOJ+B4lbqS1AaikbFXxftI9xmfpU1j6eduKWqVSKVgOpmn8rf2g/hVv2+gTMV/omIHFXVsYUuuDaFt+P3gZ+mnoIlCyECyv2WKz+tZQYJ38ektiDSlAetmFSZ/VtNfB+mFmo+D1W9SDxziSD7sIjMCmC18UmEFIXpm0zf2oPN7wIgmoLxS4B8rpmBGUn1fR0TTqI6gsavJJ0udsHEwWnBNqPA/ppvYHEaoWI0Q025xcojM9oly6G3vXcQImBWy+a9eDqoy8BwyfsHcBp2KT8OfEdd3YczInIeJ5veXajTtSu8+4djJkZ/DvjdBvW4lmNALUHPV4i8vMqXrXOd1k4wPnoYQE14FdUewp5zFCYOuvzjusDKiT5KbuxRjXIjZIYeExO8jso1RLYhkkL1fNKw+KRwy135sQ2g65BwgXBovbsG5EEjEpt0/Yfk6WqOAw+LyB7gCvBjwH9R0eYS8E3gqLj8D48C5xbrdO0Kb8e/xpUMbYRHcyNjdjsLCU4g8sLSDRuNySDBOxRVW7W9oIvE8JcYs23kbM6FiWfdDl3a9TvOvc7UjUjTA29Jut85qWmUojA2p1m6mfP7ybskkYvGVeWPjacQfdeNXxU3f7dz6nxlFrh5mc/mXqttVyHZgNTCNfxvVocGZxHyNJvVs3kvjKpGIvITwPdxq0i/qaqfiMjfTI7/Gi5992+JiDMLwv+iqrcW63dtC29n+/454Dcb0NvarfstQe1r1428bJh9mnCuBolG0++Rv7/oKQ24bEh+/HENUp9JkHmM+Uu6eVwBnFKqL6ppPAD2xarHWkMznnSNmNS2/gnsaJZHnqfLUdV/z1xly+K+Xyt5/RXwl+vpc20Lb8e/wNm+V2qXuwnV4oO7HXNGMbvQ+C5qx1HNE01dwYRpbJQHZFaTTA3uFxNsacUoNc69ydTNRoVnDTF9p0ezG96TMDNZcaxaUpmFjN4t+SwWRpthW77Nyn8X7WLzXkm1Os+qI6sX590CvPDuHy4kcd//bIU9LRhM382o2h5mbl4GO4TLDgSwr6quGc/EKsE7hH1K2PO4iGlA9q1FB/epFsZvkBvbSDTVaHt8mnhmgjDzA2V7RUwVJ7aFQj6GUY1xSRzagWaMY+V9atvUl/CFSTxtgxfejt8B/h6uLOhyeRhXQGFthbQUxq6B1pqEI0DjfWA/A238EmSQeYLspmuJ+3+OmTs3mLxWX8WreihMvazIUckMHlZVpTD1DoUJkcy6AVRLqndpCHwBoNaeJZ7ZjUsDK9y5fhe1W8gOXpKND+xOzpnCxXoWKa/+BRCkzyFmftz5ymhGuEQjyn+2i/q0uql6PSumHWzezcILb4D+4Xyiff/TZfchkkLZDvomsMpe16uPqsZEk8dA68uaBhuRIEOcv6BBdmMjf1wipgcxs74Hmhm62bDOq5OmMHlYC5PjOMH3NWAGtQsvr4pcBtkCmgIyFKbvEkd7CMJx0AcBVHUC7ARKRHlcNCCIiKB2CuQc7jcc4ARLWlVNIuqKFREDkBAIRaToUGdxdvjSnO2CmGasHjVgQtA2DmseT9vghfccvwX8FHNLv/Uj0ofyclJ9rLvrf2v0GRovL0FK/r5LZhBkRjS9/jVp1vRYwtVKgFKqJWdVVRe6JzFBSO+mjcX3mrk1w9Q9sLZ0eTlFbqx6IhiTfosgfQgbza0S2cIbaOy+b2rPEOerrv5oqu+0mPBxnLAvX85ODx3BBI1NeJP03IA+2sXW3IhVBI+nIXjhXcRp398Cfn3JtovhEra8CnwIOo3LvtZVqOok0fTiaQlqIS4M0twl0cb3HfZeAizR1O5FWk1QLtDnUFVsdAKIQZWBzWMUZt4mzIwDYxS1bBfVJklq0CSMTAxBegITjqB2PWqTsDgp/R0voqUuklEmzqUI2nZVuF2EZtUa7p42RVaxMEkL8MK7nN/G2b6Xr31DMTz3oHO0tiNUK3TRgajae9joPHFuGnTlpgETjjdgWIvRwDX5cEw2PnkysW+P6a0PvyA/Xi03/jkW/f5oiM3PhpJJT9+nPPhsWZY1UYVMpYO2OYXIk7NvbTzCXOrjUqG8yDL1Yisc2qxnQSOcvNolRGtNOqV62hMvvEtx2vd3gF9pXKdyCPQc8FDj+lw9VDWHzZ0gzvclCVCeaVjnNv8aMzff0eymp0TMbIY6VTuD6oSYYNO88cS5UyAhIlnUTiPh5mI7VTuNjS47e7AqqhM4QZqpcvUx3NJxX9WxSTBJduNnhJkZyW60hH1bxQSHAURkkE0HC3rj/fNEk+UhhmHPDSnWKK9O5VgeRDmNcJPiUvbc6k0pXwHjFCckqnMJQ8RESOoNAGw0RfWkQxYWyaMuQbMSkDTCXt1Im/c9YBL37EvjfAVqNa944d1BCN5hba3xmzjbd2OqhImkUbaAHsFVkqkmSNoOVZ0imnwPjQ/STAc8jV9i+vqXGvZeJZraBTIOug/YoDCKhJcAQeN+IAP65LwukE+BKDn2cMmhs7L95Qwztz8kmpnSaLqACUR6Nu8g1f8QtnBHb5y4gtoKDVoKsu2lS2LCymQrcy1ENrLl2UhvvDdKNF2St1iW+k1VLqdPY0y1tKylxTrA5UOeaycyMqtjizGY4JXk9QWi6fm9hdnjYoKFogLyhD0PLDHu5dKIJe967eYWN9m5DjKJGEFkEMxOYJOIrCttrGovYAvXWbp0qRfenrZBdLHCCmuVidGfBL7b8H5VL4H2AvM0ynZBVRVbOEE8vYFOWy1ID53EpB5IbLsKGJFg42KnqNqC3nj/A+Lc8/QPvy2ZdRHp/vViUk/VcklVvaITo9dQ6xzMJFARU/xRVf4tVtWaFcoKcP98Do17mPUOJ4tLxRmRHpwQY5I19BJZHhdOg02EuZwmSD3mhqNxspyuuBcWUDHhowvehARv078zKbUqhjlP9aXUltnpwwLvS3YVX4up0j5Jb6tfYIJHAE32JJ+VSkXZ1eL4FCRTMU4B1olI3Y5yqnqtIoSx4uEoVkQs8D8w8OAf1du/Z3V5NDD6q/2r4+v4zbHpE4tUFWsKXvOuzj8D/i71ln5cCpFdqB4BmuHVuyJU4ytE02fR+DFgVb+EDUPCLSJmUWE97xQxKTY/O4kJJ2UZhVVEZCf9wwWmr2dQW/ekTAA14TnieHeVw6PYwlYIP0VMFvQAIolXmZ5lbnXoHEnVIhGB+nK+jNOzKbuocF89RpFgd6su7irN1bTM2qhMfR7PsvHxk9XoH54GfqE5ncsrwFvN6Xt5qOoMhYm7SehXm6XsrAMx65ZuNO+k42LC50Rk2Q9kEdlNz9Z7YO4tq4P+7bcXODKMxlfQ+FVs4XlsoUBcOImNjzYoyU1E3/bLkuo72IC+1hLda0jtJkSQVdpagRfeC/NPcbWIG4tIgJhDwNGG970M1EafURizwDxbcoeRY1nFYWSds4euDBHZR++Wq85mX+e5JvUCPZuOVD2oOlf0RYIpgkyaIL2BsDdPmD3ttt5JgswnsxtmrKYLh73HJOxpVD3xRtApQrFd0tl61jB+2Xwh+ocnmRj9ReA7TelfzGHUHsElc2nJJErV3iKa7KMjapHLRwTZuyQpxih70IuL6BSpM6Ze3mxkDXIRs197t37M1PW9iW9D7WTWvUR+/AxxrjzBiphJBh44hkk/isgm5vwlnihpVe7wpnqDmTtniKaeXfB6qb4Rera0WwhjpzjgeKWnQzA+znvN8ivA3wE2NKV3Ma+h9ihOgK/qt0zV3qcwniOxlbY9JnVX0gMNFjY6jOo7iNSam31JRMxT2rvlQ6au76eOyAIRyejAA8K9c9OgbgVBwjFZt9dggufr6QuRLfRs3ELUd4Tpm4eozMlt0m9I79Z2E9ydRPdKBE/H4GeQi9E/PA78UlOv4YpLvN3Ua1QjmjpJo8LhVgNpyld1GOwQqncb2alIcJCerR9TZ3IREbOXwQdPgRQw4X3Zcegr6d3ydTLr8wSZI9QbqhRmX6N/51nE3CnZe5e+be3gnFaNThGKnTLONU0xztvbvNcu/wS439xLyKo6iaktfITGjfWkbzxXgPPAReAiEjYiR3Y1HiOp+NVIxATP07PlfSgTnEufF6ReYN3eSdY/elJM8BiAiBmQVP9rpNfdIdX/IamBk6T630eCN6Bq8dXSgTxG75bi/UUMPChiQp/mc2V0yvK+p4vxy+ZL0T98n4nR/wv46aZdQ2QvqseBF5p2jVJs4S7tnrI1s6EgJizNXraScq1LoDPNUKbEhC9p79YLzNy6jS08vPQZyfjqr+8AACAASURBVHkigwSZeU5RYoJtEMxNuoIMauMr5MeugH1xwQ5N6mtk1o+QH+8XEzyBKzlaUa2s6t/SmOyFs9GtPbzm3Ql0eW5zr3nXxj/GFZtoIvII8GZzr5FgC9tX5TorQlexGIW+jto3ylKONggR2U12Uy8SXqjthOArere+J5nBV2pqboKdkl3/Iumhi5jwCM7rfj7p/tfp3zENZgIJepGgHwkGkGAw2YaSbV2yrU/eF4/3gTmFSyu71vGat6fleOFdC/3Dd3DL581DZAgxLwPVQ4YaRJJRrxOc1Fb5Aamvgr7flK7j3Bk02r14I5mhd+u79G7dLiZcWIte6GwTPijpoddID13B5e+evXrJ62lWoj2LPAnmHO1TKMTjWRRv8/YA/CKronXIizhbb3OwhQ9YVjx0k5HgbcK+Y6T63yY1cBwJtq7+IPRQkgGvsQSZJwkyH7HghETGyG54R0z44kprm4sJHwLzJXABk76CyRhMZgaTuYVJfwORlf3vRQ6CHF9RH53PTKsH4PF4m3et9A/fYWL0uzTT9g24alnEoJM0w8YY59rzwWPCnKT6Vt8Or3oeV7ZyLyIG7Cuo+RiRmnKb14KIbCS7caNqfJJo+j6qhmhqDxrvBKbIbnhPwuw3GnU9V2pVnhGZLZKSTbbGIOZlVD8ArTUhTWmRFS3fXdbx6iSiXjne9t8RSFfbvL3wro/vAn+b2ksILg+RfSgfgzZMgECSBhXbuJKejSMi7GuiQ1oVXO2SEdDihGEC5QuXIc0KhJOINPQhLRIcIOW+Oprqj1F7DI02S5BpXK5s1SkR8wM0e1VN5Jk17LflM6x5Wo4X3vXQP3ybidFfBv7Xpl9L5ClU3wa+1rA+be4EUJMj1BIkmpRM4bTW4u4s9ZdvvAHETXdQc7b+z0BvgcbAeso97vuBZ2e1QS3EqHkLCXYh0vB4eIEc2I242t9Ti7XVaPp9cneHWFxaVluSlyr7XUWuIHtDgkzdtnUP4IW3pw3wwrt+/k/gJ2l8StEPcNWK9uAeDjdBNoNextVyXjlxrjF25PS6t7H5GdLrnhKXshMALUyNkL9b39J3dlNGpFjysgmoTjpHNN2Oi+mulQDsIdTmUHMMCXqAg4gYVMeBS6D3k5KU64GbQIjIgjXAS8Y0jsafgz4PzCyZW11tHthbx9iXRvVyQ/tbW3jh3SG0yplsNfDCu176h28yMforwP/UoB6ncBOBceAZnKY0AmQReUlVv2Dy1p9jY0Ox9nqYNtK74fAyrrWyCYdJn0DjzYgMSnpwgBLB7ViWg3iTf132PLCcz6pIxtnBLcAYygyu8toTFe1c7XOVM0h4C5H5Kyaqb6LRetB9zJZdlfPAUsVBuvcJ1Jn4/4en5XjhvTx+EfgJGuME9DEuNveR5L1QspwrYh6x49evc+tLJ4B6N34mOw8uN53nNC50aHmaQ6p/i4gMg7yNBFWW83UZDzWtPeWn6kXUXkIkg5ill3xVI6Dm5Cg1MJhsi110H1rYh8pZxMxpt6qDYOcXQZHgJksLb0974YV3ByBdnqTFC+/l0D98nYnRXwP++0XbOeFxb76GWsYTLOEAJ5sfPaC3vnSvh3bckMzAa/UNOOknvS6n6C1s4RJqk2QeEiASAJYguw+YAL2dHLfFG8Gp1QeTU6qn5Ax712FSxVArSZ5x1X49zhar0RSqQ2BP4xystiVJzHcDhuKSl+ooGo/iViYeRDmyuPVXR0G/SiYTLbLr6l40XnqpWyS1ZJvm4BONeDwdjBfey+cXUP0x1F5EzAsuzChB9RZqv0DjPcB24B0kADF7KwT5GWAfSxHnx4FB2f70EdY/uLj9W3UK7Htg1gPbECnmsT4LPC5iIMhUs31b4Boiu0F2L14IpCKkRzUpfG+eJqi9+BU2GEGj8opeamPQm0APyimQCPQAUKK1anWBp/oZ2DGcwO6ERDQtxMvuFeCfmx2Ct3l75tM//BX3z34P+Ek0PgcyCpjEMWofc3WXAV5CY9DYIuYoJjyMaoTN7wS5hAQXKD5NZ79rJsA5KfUx9tVFYKde/eg1rn6EmnCcdP91MgP3JTswRXbQkhnIEmaGELkm8AOJ0nwKNYrIFpAbiCylCa5b8r5VzxCN9wCfJnsGgY3AOcTcR1J5wuwBRBbvS/U4GlWrvz0JFCcXLy/gRD231K56CfRS4un+/JLjbzdsYU8NEx4vadsLn9zK03K88F4ZvwD8TeAh0IdqaG9Qewgbn0DMI8AA6C402jXbYvYxLUcQsx1AJ26U24VtNMDMvQFm7qGl9c7WDR+XHQcOMzfbfBLsRVT+A5jn5pah4zdRLYAYhCDxmO5BggkWW2ZWPU+cz1J9teBx1ILmThDF65DwOEHmMUQGKvo4g8ZX0Xi+E5mqgn4CVBPqpQ0NqjdBPwX9GrBr8fatJ0lLG+P+w0FJJrVtqJ5dfGLVBNlt889rPj+XRjXVPykSdE6J2Nbin5sdgvE2b09VhvZe5v7Z38QJ8FoJ0fg5NH4LeI4F46J1F6r3ERmS3g1pnbixZMeS6Z8RZ79OutDPgQzCE2ANKs6LQ+0+YAtopVw4hlT5Sqh9h7iwHvSR+QcrBxG4ZXqNXsDyDkHWLYtrPIKNtyd9LGQqeJclBTcAT6DxhhKTQNuiqlPk7hS9/Gf/NzrrTwC4yUeB8opepdvS4Wf100N5mlxfcKR2ulcieDoGL7xXzneA/5b6P8tDwGfAdSDD/KX23cAFYIhU76LrqrJl/1E27tmOGBe+pHo28eLeD+YoSKLl6vdBspi0Rcw5bGESjftml6GlpNyk6sfADGieOP9SbfcnbwCvzr610UsYjdD4HTRePP5b9TPQWmOZr+OW6zvg+6vFUMBKzAKvW4OiXiR5uooWFg1ZDTrg4dfmDO29yP2zv4UT4HUijzGbOEQj4BxwGVgPcheR1wA0PzG9YBe9Gz9l095XKwpafIWLbT5LqTBF9oKsw4RukmBSI6gphnzdLNNkbUFQW0998ZOIeZXyH8u02ujP0fg5nLL5FpgBKc0b7hzZjyTjreWXdh3oRaotEbQhqu2ZS34+q1iCtePxSVo8LaczHoDtz88DP86KftQS4hJ9PAScBtk468W9fveMjn11gfzUTtSWe1pP3d5PYfo46d5SQZs8iOW6s6WatxHJg+wDJkE/ByxqSx/Yc0uoqldQW0eucVUw94B3sFEGkTEwm1Q1Ir7/I0AMchX0ZUA17L8nIutcKJ2+CdQT+mYRWd086IuguXvH0PhxXLKdaZBpkBlECiAxaECjMuR52gX/3OwABB/n7VmKob3nuH/2d4G/3qAeH0/Mn6dRjITpvyR7f+Cownqm7pwEham7ht71lsKMotbZzZ2W9z5okphEAjBvY5KEKqrXgDxz+c3/A3CMYs1n1QFExhB5hDB7kzh/DLW7cSUQp924GAItAG8DLyX7A7Cvz6YnV0U1/gKNe4H7zvNcdyRD+hh4MmlYr+AGl4Z0e53nNBENcOlR1yfvqeJL0Al03ohbx4ZWD8Dj8cK7cXwb+K9orP3ycVwRDYDDgvwFvRs3IDxNX9W8L++CFoXhNGgP2AJq/hRhGJHrwBjWPoAxPYjZhtpHccvQbwB9iHFVx9S+iZi/jJi5+7HxiKu4xT7mUo7Oc7hTVZsMezdwlNL0pBKMA9Oo3mZ5jljt9uDskql9kwvDdBdbWj0AT214m7dnaYb2fsn9s/8S+C8b3HMAKBIcBXkZkTSqJyDeQaUGKvIayidJEpOduOxtn4M+CPIZRSEqvA8868o6mg+AMUTmHMpUr2GjpyidiKheAfsoMOfUthBqjzEnsMuzx9n8K5jwDTBC/SFeMXAFeEDV3kN1GsEQ588STa0nyN7EpDchGDADJeMXRELU3sdGtzDhZiAECcUEO+ocQyXdIfSi6bMqch1VC2pRxOXBU7eMIEYkPbiszH5dSNtHOXi6Hy+8G8vPAX+Nhmpj8jESDBSd19wueQ4NboL9FLQ8L7bIEyiTwNuIfBM0k2R1m7OVq04gnMQtae/ApR2dQ+NLxd6APuBesi1anlStnQT9ALRUo56saJYDsxf4zHmn60ZqyO2tqvcpjH+BxiFzldbSuO+wy74Wz+wnXtQ/bBPl1bnGyG5c6tJLINHSbToAm+/BRouVi71Geom07msHL7w7AWHxRJEdjhfejWRo72fcP/v7wI81oDcL5i3EPI/I/FAxkc2oGQD7Puizyd4Z4MukxOQ3EXMUtfuSePEklzk3kgQx1TVo1S9Qux7YW/bVFwFSBdCjaDQvwYqqvo8WFAlKvNv5kMqlcTFXEfkK5Osu5lwB/VCjmWuo7Z2b9ogiQYCYAZBBIIdGld7vKy3LunKvYTE6Z9noYFTTuNrqCy0Jb9KpGx/jbOMWkQLZTc+W5RVYO3jh7Wk5Xng3nm+xPOGtwBiYzxLP8EcRWUwTApEsarZB/BlwC+cx7oSlmCNI8BoSFNN7PQd6EwmuIfL0gn1a+zmYAUTuAoLqNOgGxASJM9YUhB+j9h7YTcB+VfsWNnqEsP842DdQO0VhPI2EY2TXT4EppkodEJHdOFt48R4AOYhGI8Qzq70sW7OTltroAtH0RZfSlj04R70ZKlctOhUTPofVz1G7kPAOQctD/PJjI1rtI0z17wGgMHHemUesW3oP+7Zgwq0l9vXSFSpXrGaOpf43Mvd3bsaHLVwlzt9Kjhf7FBCtuF7ppRa/VpBeJ0HmqZI9Gxm/aBh4sDtMJp6OxAvvRjO09xPun/0D4D+rqb2Yo2C2I7IPGMJ5cNeOyA7UnAL7PHAJVwt8N5iekjbJ8rccBfpRPZNcbx5qzCBqH0XtDdROuYxp5qqIfAO4hOoPIcYp5WpPqs3/GWp3kh4qiMgPq+o9Ji5NYgs7Sa87IhLMK4OphcljRJNP4+zFcfL3YF333Rh6NHf3HYoPeJ194AuuIlnx9QDOSW93ybn9LFENrsMIULtY9bv5xDPVE+/EuWuIGUVt+fG49uqvK2B9w3u0hSMV+ecNznHyVsOv5Wko3mHNUy8/y9LC2zmhiWmAtinPJZW+SgXgaZwgX4cLzQpAd6D2aUDBHEVkbvlb9QPUCraQwha2Ubasbq6r9Fyo/Bmoso0414+YKdAbmhv7gJlbr4LuxGQ+IshU2ruTE20MDFQ9troEqK1vstStiBinnTYkYmwbapd2bOxsNuOFt6eFdLE5v4UM7T0J/NEiLa4g4ceNEdyAyEaQ98p3ap/LeGYOgEwCbwFF5ypB7WFsfBpr38XGZ1H7DHAQqk1V7Q8QTaHoeea8q++Rv3+aaHovhcmnGLtwj5mbPwKSI7vpTbIbnkbMj6iNL1YZb/dOhzsZE3zZ6iG0J1rt++rt3h2AGFmVrRV4zbt5/AzwV5LX08AYYk6B2QDsR6TBFZzkAUSOu5dmCgleT9KOvuYc2OQQqiMVJz1eqWmJCfIqmWOodYJegn4gg9rbqO4msc0rXEVjkGAEJCbbnwZzHDGPI1Jae3t8/liN/961IxI8CVGEfy6UUz3ruxfenpbif6TNYmjv+9w/9yvADwIPI9IDcsbFVjcBkYcQcxcxpd7drwHFYiGW2tZEAxHzyrwYi8SpWFUVjT8kmnqJMLMfuIqkriBSvZa22qkqY/Xfu3ZEZAPI2ToKxKwRbI/GuVPJG4OYrJiUF95tjiCYLl7k8w/RZiLy28B/N7dDv4bqlcZr3cXubUVgowD6Iq7gyR5guIZeFszDraoXiKYm0Pg1YAIJ3wZ5CZGF05XGuXVqUpMi0lcyrlaHFy3iedxyRkFuE2QnwFri3AO4/1tqqRNXjOot0DZKPdsmqH2O3L2SHXKK3i1eeHtaihfezWRwz7uMnf8+8EPJngBsDjUncNnR1uGEyB1czu4J14anEFnMk9ninGUqw3oOoDqDSNa9VYD3mUuuUoO7r+wG/RJ4GEBVJ7HRe9j8ZjR+DDCu0Emwpywr28I8Qpx/gzAzF/8tq+ZrMQlyAXQfcBfoJew9TZB5nGj6I+KZp3GlRduBPGHfSYLMCyIyN8lK9aO5u2+jdtEEOQ1B7WnqzzW/BtGNmrsv0g4ul56FEV+YxLMyfoY54Q3wUJWMmjuTrcgMymmQm4h5mXKtywJHnYe5jgDPA32o3gH9BCRGTDFpSwC8AHwEPI3ITVSvA48Ai6UFvTP7Kp75FFtIhLR8jIQBIvUJEuddXranrvPr4womfYYgsxGTekxEnlC1t0XMNtX4GqpbRMwgqb5XNchcIH8/T3kd9VZwhVT/VQky80qwahy9j9o9TR+B2mPYghfctbGdeGbJrIAeTzPxwrvZDO55k7Hzfwp8s46zshSdydT+OWLSSclQgKeA15PkJq8nuadHQPtADycCvVKbHAP+FAm+CToJ9jqq94AzuBSjiks4kgXuk2joqnoKW3gemERSHyFyaFmfgcblGeKqZvZYNtcI+y6icQ7EEKQ2iUmVrQiImI3ub7CtdLFcTLhbkZOgrRTeZ8msGxAJynwGVPUuMM3MrW2Y8DoiW5s6Cht3r4rSHPyyeQfQzYEtXnivDj9DfcK7BP06GscgpxFzB6SnLJpLRFD6Z/OJa/wIajT51k4AH+Byh0+5nObSjxoQm8Zp7VUuqTHwBjavzoM82Lpswe067Kt4v9LMVBaTOurs+2IkzM5L11ozYsZbmN70JpkNwyIyW5lNVUeZuX2POPcYSAa0l9hOEaSOgGzAhfu5OHmRRxo2EhM+SBxP4nLZe5bGC29PS/HCezUY3HOEsfMjQC024moEoE85IWPeAcmBPDzrKKZRqe17O+gbIM/iYrsfBL5CNQf2FEo/zlp3DbUFkGFEHiq/nOTVxoqNC5iwUjDOIOZdVDOgw7iHveC0/RxOky/OLqaR4F1MkELtO6o2RzQ1QZxb/jKwSY0Q9j0qJljuZzmLquYxYUwcF5gzTXyFG/92oFgApZLbBJlPUFVsYSPokxXHLwF5JLiBxgeYE4g3EXOGsH8IAJu/LaWJcgARGVYTXiHOpZLqcIDuI85Xy4h3DTFXMeEkYl6tcrx2RHaCXJs/0fIsgBfeHUA327xFl0jr62kQY+e/CfzHBvd6HrfkXSl8rxGk+8uc3lTfQeMHmLOtf4y1V8D+IFAAuYoJ7yWhbLfVxheI8zNAKnmgP4iYDwjS+0XMvGXmue+RXsLGo6AWE+4WMcPl7ex9cndD6tfwLCZ9lFT/q40qhqGFySPEMw/gXFvuEPbkCbKH0PgM8cxXhL3PYgtniGbGCLN9xPkJwuwWJNwtIj3J/YyTu3sX2IUExwAIe/okyBwE0GjmHeJpC2JJD71QqmVXHZPqFaau9aC2nrrlMWI+QHUdQXpLUpimdmx0BBvvBq23ROtapgBkZOuL/gHapjzRk9bv7WuutanIk6cun1DV6iuZTcIL79Vi7LzgYq7n5fpuCiY8Ok9rtvFJ0ANl+1SvovYCaLIsLh9hwh5EHp5rohaYkHqFwgJo7t6baFzP53CW1MCUBOmnlm66jPGoWpHlFw9U1Rni3EnE9K50jDpz9zjR1DzHtZox4RuY8NVkYAVEykPMVCcpDdtT/YA41x3FVVaf9bL1xXtLN/O0gid70/q9fauTpfeJj0dXXXj79KirxeAexdm+VwcbHUb1RNk+MfM1VpHtmOAQErwPfIIJo1LB7ZqIaZTgBiDVt4na8kJbgswImQ17myW4wd3fCs/PSph9acWCO5oeWZHgBrDRAVQ/JcqNYgufJ/4LoHobG48Q5wzRzF1s9EbyfrGoA8/i+KVzT8vwNu/V5Y+B47jwreYT53Zi0n8BmkakgOpC5R5B5FkkdQSRpocLiUk9opn1kxQmR7D5A0ABCT5H4+3AXuA2JvyEsHd7ped4t6KqV5i504h7HSDO7U86HcYWPgYi1D7MnM9FDzZamY3cA054+3zwbUvr8o6vBl54ryaDe5Sx838P+GlcytJmsw2NLyPy/FIlixNW0YYifYQ9D0LPmJhwF4kWo9HUMYLsY9Kooi2dQu7eV5TH+jcGtU1bsfB4zdvTOvyy+erzJziP7GOrcjWN985bPl+YVfM0FhHEhLsTwT23P+x9pRiXvaawhcbXofY0Gy+8PS3Da96rjdO+vwP8IS5JyiQuE1qRPDCFC73aCaxUkK1H44Ng3gBZj8gTi7T134dWoXE93uWe9sAL7zbHJ2nxNJo/Aj7GZUtbjBg4mfx9dom2ixGgNvFA5iwS3EPkuYo2xbSpnlYgwZ06w8M8rccLb0/L8MK7FQzusYyd/1nge0u0DIADOFv0W8AKspzNsheNIzAjIFuB3UkhE0WktwH9e5aDjRZ2JvS0K/5/1s4IiOley3D33ln78wfApzW2FZwQfxeXHGKlXEK1F9UpIEJ1BNWsWntMVS82oP/FUf2w6dfoNMKs91ruPFpd0MazhvHCu1UM7rHAt+o4oxd4EbgK3F7Zxc01xLyAyLNAPy6EKMLmxylM7NC4MKKq0yu7xgKoPQo61ZS+OxBVtVqYHCHyVao6EL9s3uaIkVXZWoFfNm8tvw/8feqzNe/C1eg+AzwO1FhVWE6A7sClOw1h3hduE2L2ACnimdeJ5Ss1qQ8QiZkLIVMkmBIT9KJqsflk8jevL0uQLk4M16O6A+wn7kj0AiY8Xvvtdi+q9jPyE7cpjK+JWPYuxAtvT8vwwruVDO6JGTv/beC36jyz6Lw2g0v6kgbGgYM4TbqSz4CDSFD0aq+63CcSPKpijqD2NdAd2Pz87Fth9iQEBxABtdeBasmDr6C607XRPwXySVIQd31VM1/ery00P3GE/P21FcvefWzW6++Kz2/ergh0sbe5XzZvPb8HnFvmuVlctrYDuKQvJ4F7wEjy+mjyejvo27V0KEH2NUz6A5xmP59oxqjaawAE2UGC7JRK8H1VvZS0OEOQCRLBfQ0bD2Hz6ykNh1OtcbWgO1FbeMsL7q4giy+h6mkRXni3msE9EfDzDertFWAdzoZ9ADicvB6ijv+1mBCymx4E816Vw08R50+BfIhIj9roI2z0dWBI4Y8JslsQsw3VL7ExYCdxKU+LzCBmbLk32OloYWqEqZsHWz0OT8PwS+dtioi3eXuaz+/gUqY2sSSjebDGhjFhz0YRSWlm/T7i6XfROMbGeTR6niD9HmHfXwKsavx9bOEHAYOE74E8oxq/A+EmQQZA7uAM4pr8PQHBBA2oxd2JqOoVcncP4yfN3cRmXGlej2dV8cK7HRjck2fs/M8Dv9q8i+gZkBoqSMl7iHkJQIxZh/T0Ywu7CehVtWfFpIYTO5IRCX9I0wPHiQvjEma+oWo/ID+eJpAYCbZgAouyBbXHgQhkJyaImneP7Yeq/RRkC9H0KfL3n8IL7m7Da95tjI/z9qwG/xy4sozzruAc15ZA1y1yMJ7bFFQ/mT0i5nEk/BzIi5i9aLwV1bdmD4sZlzDzMPCFiHlG0oN7RCRA4xvADBKsR4IIMS8jcheRl5Zxj43mBK62enPC4RJUdYypm/1MfrWR3N3XfQa1rsQLb09L8MK7XRjckwP+jzrPOgeyE6SAE0YnS47dBa6VvH+6TCiDBY6BnEDMnyPmBmLuIgaiqUdR/WC2pQmeQcKPcAli+tD4EGr/AtU3cGFu53Fe7n+ByF1M5gASXEcjBS4hZjeufvcmVI8CqGpeVe9X3pDa6ITmx0fq/Bxq4Suc1/0R4EmQV3ETlhGgoasBqqoudnv6A3o23Whk3562wwvvNkZEVmVrBX7ZvL34DeCnqB5+VY1RRB4CBhJhBGqPgBhM+CLQj43/BGEIZC9iLrvwLlkP7EPkFXeOfgoMIpJGdQYIiWeyBNl7iDiN3QTPYzmORs+g9hiqecRsAhMmNcA/BnaCfIVgCNKvYOUIqjNo/BxzBVYuqOoVoslxNH5MTfotguwOoumL5O8NUpg8CASa6j0tEjzegM80B5wAeRnYATw2d0iSBDX6FW6ik2N5KWi/ACaAvNr4HoXJNIWJQ6A9Kx28p+3xwtvTErzwbicG90wzdv67wLeX2UMOk9qGSJL0RY4TmAzoDGojxGSRYDMa76I8HnwA7GWUGBccCWr3E+dOEmSySe5zMMELxHoMLbwC8iGwGzQHwb9DZBvIHkQeRvUI8Bom9ZraaJTc3c9JDfSLCfoU9hNN3kFjJ0TzY2nylwUoD52K87cJlyn7bOEDFIPIBBIaRF5e/ATZgRPsgJ7EVXOrJfVlAbfaMajKA2h8nqlrP7y8QXs6FC+82xURaJEn+Grgl83bj/drbyqVk68Mbnka4BNgJvkG70bCLSBPIPI4Epym1N4r8gBO83wcV4p0EriKxn3E+VOJNu4wwVNI8CHoHjS+CvIuYg6D5IFRVO8lmvgx1fgGuds3wL5MYSxSW7iIzX+Cxg+j9iaqio2mKfOyN/fp3f4WrizqwqhGqE4n21T5Zg+CPYDGrwB7av88AeRA8hm8DVxepOEt4HOQ5zUu3GTyapqpa+1gz/esLo2oNeDx1I3XvNuP07U3VVslNWmxMlgKOJxkNh1B7V3EjKP0IPIimBHUloRsiSRtI+A9XLy4RaPnIX0R1R1EU2+CCiZ8DYL7qL2PCQ8gMojq14BjQBrVPBr3Ek1/itqXgauIuUY8/aOoQmHqCHHuEDAOmi8bff+OayLmEGKc3Vv1Di6XezHkLLn1+Doav1rDh7SM77ikga+B3sbZxF9PPpOHceYB3FjkcPLSggZVOvJ0P83wz/B4lsQL7/aj6D2erXIsjxPKicSWwSptitJ8zhlM9QDoOjQG5EunsEsadBSnrRf7uYfTyF9OrvMlqheJZr5EC9PA65jQPaxEhsAMYeNLmKCAyIPAq6j9Y+K8oPYHwRQIsn+M6nOI/Chq/yPCIM5ZTlD9COISG7NMiphH3ZjtMHH+CDAJOkT5LEWS8b0DCBIKJpwCMdhCFjQGY9DoIeAqzjEuhc1HoMV4d53316TeRoKS5XvZCPoqrhzri66tzJswSJA501elYgAAIABJREFUrH07bqHx5+Tu9hHnfJGRtcNftHoAnoXp5lAxL7zbDVfr+ywwDHwIEoAM4JzYtgJ3QE+BTiLyzYqzLWrvIQGA+f/Ze7MYuc4sz+93vnsjInfuO8VFC5ciKWrfRVaXuqp7umfG44e2jXnxwE8Dw8AAxsCADWNgGDDG436wyxiP2+NGG/DLGANjjPFS3VWqUim5SxQlbpIoivu+L7lnxL3f3w/n3oyIzKS4qKpIqeIPJDLzxl2+uHHjO98553/+x7t3WQ8QkL7ErA5cJGZ3Qc/Rmtc121bYx3fxjmJ7gFcg7kNxCVNEL1vdcsxzkI8RMUJyFDRE3uhG8V1JN4iNy2B/inEEdAbYgrJjEN/BkoQkXUCl7wD1IYiTc6nOuYTLvQ4AT4Oevv8Ns9skteCLCSAkB4CtYFWyscPEyecf4u7PolFtCQ9AYjOzhVi6UF0LL9IY3kV96A0636/vO762Ja89SnlnBx18a3QmlycTH0D4syJ3PB3zYWr7Dsy2IcVChGUdsJ2YjwJLQHvAloDWATliM8bW4tijwDncYDW9T+mmX4MuvOlJH5433gNMYvYHOElruDhuLugC6C2kIZQL7FPQLdAfAjmhdguzbsZvnED5yww8fQpsPrDCzDbSs7h8b5t9FIJY/wgsgHKUT6I89Vz2dC1pzSvex5xiwyjeqAVC9Tb5xGXQsge879+a3WJmK6gOrFCl/xTZ+HkaI0uI9XIRUv225+/gicKvH/cAOvhmPK4yrt8FOsb7SYQlQ8DS++x1jZLoZRZQm+HpLX7ugjYV2zbjOem3i/9HgdkIVvvwEHE5ln0oHqIMrTdrxReCirY9uRHj/wNJTlJbC2GjGZ8oT3+O4gqU9zFyYTXKR6jOPWAW7i2PKgEcIlQSIHFSXmwACYq7ycbWAWvajjG+pF2i8kPgh4R0O3TtIDauomymnrglO5qcTQnCb4x8ZGZPU+l5mkqPi7VAQNkBJu92E7P5KFsBJKQ9+8nGXqTzXfwuomO8O3hs6EwYTybOzrpV2oMahRdnX5BUf3Sf89xo/1fV0rlUNj4JynDrFXEvOmJJbqE6Vmy7jNkbRRgepPMof6p5PruFMb94DUJ6Fws38B7jiSW1RYqNu9w986pfm4XU73QpLj5loTIzJC4BcRfeIa3c2HK5AGnPFbKxi3g5V4GwqWDMg3QC5ecpiUQWFpJ0PUU+fmyqPG3qsOpCQtqsJY/Z4KyR828Js4KbYJU36V5YDFNniI0LKM9Je3ajCJO3fi8137/D2Pm4B9DBvVE2Jvm+omO8n0zMtCDSx6ixEBiV5K2/FE+WL5sb6jDtmAmgKbQCd5G81adiInTSLIzTDBcb2ChNxvo1vBQmtBxflo0FzErhFcDugF7xfLwdA1uJsdiSylXNefYgd09sxWyc/lXnDD1NzHZAeJoQCqMbIz4Zzm7ApLvE7CqQYdUhgp0tuABCWUTcKO7bJeBPW44cxMImkq7Pga8AIxvrBa3AFyiPBWa2hqS6pvxf0iR5z35iYxGKNSyMERtr6ZRzPqk42cl3d/A40THeTyAUswks7APbbGZ9SIdQthWsVuxyBGXbyAtVz1A9i1k7qUq6g/JnwHZgybYiH/0CJUlt+MpNsrGbzH9muoDJSMvfhtd+lzgNsaVueqq1510sVIFzYHMwy5BuIatgpJZUpLnrvkR5v5m9hjPIU0wrUX4L7DRoIa09v2fclPwo6O2pUUmnMZvXsjCZGhQx/znIWeuWBshPgi0vGPGAnS3WR4/NeE+HmdXomv8qgKQJM1smaRL0FcpHaIxBNr4KZSsf91g7AOCDxz2ADu6H77dIS8d4P4lQ3ofyN4BrCpVPiFmOl0WVOwxh6e2WI+rMCLVrAvgJMIriIGhc0I3yHJEoSUeYbMxB/A0WmlJm0m3fH6Q4AvzSQlLx/zWOdL4ggQgkRI4li7BkAs+L38Zz5u9DvIhYCLbCQrIIhS9RdgDCwhbVs/mgsmHHAuAE8Gz7W9ERFN+mHWtB74OtxYlgPcBpsFcJ6VYUj6C8GyeyPYOL1gBcpdIzByGglYm+G0veKMY/CUyg/CxoRiRAMb8Qf/m/jdqcxXfD63/3temvf1tYoWhnZjWw57EAtTmoOjBEbOymMdxNPrkaxQX3O1cHvzV0jHcHjxUd4/1kogybLyY2Fs/yegML5811zWc5WiMoFsxm9QDbJQ2heAjF7VK8QKicBiVY6LaQthgo7Yb4tqR6Eco+RdQPivMeAG3FUn9uFAH2obzuwi2A4jGwBhb+CLETNAwaRaoD17FkMc2w/HT0AVeRAsqvIdWALtDsddPSD4C+qTIx994dFrYU2QBXi0MXwDbhOvA903jlJ4ClmNXwuvfidHZu1hx4jBNcP79e4yOX7vE+fiswswGS6tskC4qFVLaHyaFu8olnQLPV/Hfw20PHeH8HYPb9zTp1jPfjwPDZVUCrcLfRJI0F0u6AJU6einmFfGJ6aLtCzK4ppEvMbFrpFOB533VtW2J2GeSKYBc/Tsgm3qVv6b5Zji2slfYyM/+cAUL5gWK/K1hYAmESxV8Xxu+HRV7cZVPFIOgUTmIrS9zOFWOc2V9cWktsLAAeoMabFSi/CuEQ2ABm7YxyjxCUzPslSKcwW4Lf69ZvdZU2iVbA26OOznpVyfMVWb026+u/A5hZN1Z5i+4FSPEIo5e2PK6x/B7ic1vyWqdbXAePFR3j/Tgg/RSzv4fipzhJbAtp926PRBc2x9JXMetR0NeEdBCzQDYxh9jwUK/iy9Tv3BWcw5IbhIoR0gVY+qxN+1wlXYa8SrOcqnhdxr1qm6XleDi+UbjYJSs9B172nWwX8CrYYWKjl1Dpx2wSbD/wJtK+Qh3tuu83de6MmF0jpHXM1ky78A1mM+r3xpJCRAZku7GwBZtVeS6AhgoNdvDFR+nRHwOW4aptJT7DIwTHwK4V+yeglKEbk8AGYmzd/zHCltOz9COysQZ5vZ98YhMW7lIuChUfpMlKBw+Ojtf9XUCHbd7Bbx4xRRzBc7sDoC9pC103YWbPkVSfQ/GqiA1i9iHEl0h6usgxYCPKIc/drKa9HxMqc7BkZ6G/MlrUTq+hNNQrXs1B+yzmb+D9rVshAEu6yhahRpx0L9WCsOQ8qOb7aRVJdRAxgIWzuKLbc5i9i3uuE3gtuQH/L7ABxcvExivA08T6DUL1a1dqm3rH9zPcN8DKfH/APfpISI+DCeIniEkspMBSrGhwIk0Ui5D5wNbife4AXsRJeReAoeI1gEVY6AcyLGwDBrFCGrV/4WcsX3eEG+ene+uPBWa2AEsXUC1L8XUaWGNmJukm9aHdNEa2dELrvzF09Mw7eOzoGO/HgyVAa5hzA7FxlFDZ3LaXNAnUMIPGsAxWyuwUooqXcF1gZuergNl6YL2zLSuDhi1RvbEL5QGzSbPQjXQLsz2gESnfixtYA0bMwngRXoaWpK+hiNl1FHt834BiFCFJzfgDCIb0AYp9mG54bjlM4kpti8CehTBBqJ6EeJOYbSLWFxOqhzEryWMLwX6FFbKuftm1lK0XQ/ULQov+uDRUeNqFqM09COvlAlzxc7wk7QU8jH8VOInZ9uJ8H+Ha8gNYeLHlDHOmTtXd92J47x/U4//5T+/MfrHHCzNb2/L3AlUHXqPaf5b63S9ojL7xOMf2PUHHeH9H0PG8O/hNI5/2f/MJi/kZYv08ikLZJO65ngW2SGqgfBswZiH0qjq3TpxcT7OxCITKgRlXMwuYLURsxNJdFipvSvFjlDtTWm0VUzux9CBNPe8WxpYCsbGOpLoQOI6FqzTGeqF6W5a+byH5CcrnAl9D+CHGTaTzhSdeNjTZDBwnsoB88iyV/sXAYvL6L0DdWFrD7FUsuYSZi6r4+/5rFNdj1h6qnj1E/g0witz/CZxVvgQQ0ifAMsxeL8h1rd3OrtHOTAc0TK1nRNJAyQ5/UmFmFbBnVZ27lsrAp+TjI0zemU16t4P744gtee3G/XfroIPfLjrG+3EgVG8jfYLRQ8yvg2pkYzXPFWsx3noyx432LTz3ehw3NqHI2wYzS2WVHShzA4RF0C3EHrCMEALSKMQdWDJKsGtgdxSzQbAhLB2EwruHBopVLNwmpH1gg0DAiLgMZAULt7Akw7NJdbBu0u5JxDBm8/Bythz4IfA12BXM3kW6DkxQ6gyLBWSjVSApPGyI9blAFxZ3knSfBYaRPoSYoPgMVukhWA1UR/ku2oRlpmDt220I95it5ackCj4LXMa7uH2Nk/MmkEqvqjWNsRg4Q4ssq1lYEP7OP6py8+LH8diemr34hylptZek8rSZPZEa5maWYMlLhD6U9hwlG7/J5O3yfWZMnw9C5SSx8czvfKBPNjqSqN8ZmKsyfk/RMd6PAxYWYbwCQNIS5lU8AriQiPQlxLeKv8+DngLqVPqPAxCSrQCGDSFeleTGXUoxXiEku7FQ1EYLS2qDxMZ2Ke5C+TtY5WNLu15D8SixsRl0FktWAzcISTvBKberoCWSPsToAxrm3vRXllQjMW9M1W1b+LTw5LMWUZmvUP4O4tPCtI6CzQG11HPbESBFsQKMYvYW4iYqCGxmp8Guo5hNhbjvC50ALjPVd3sGluHM92W4Qt0JvAXoB3g+fB1YqTFfGuS7FCF0M+tXd1+3rp9drg/+1yuYQUhOMm/FWFi+YYR5y2vUugcIaQ9YDbM5Vi5WHjvsOZLqELX5g4Q0IVTWAw2ysa+xxAhplWwso94x3tPQMd4dPBHoGO/Hg2yWbSNupBnH7DXMNiL7xCVHW7zLydubgYlSIxsLb6JwCNVrwBYsnRk29x37i9/fPDKpSjaxg7SrGVYNla+I9R6UJdRHXyJUP5OFS1hym6Q2goVxxHUzK/LafIRHCza1nLkXYgK2FekilsyF+DHupUOlF5x8Nlz84PKr6SmUf0RsrAGGsORVHhzPAldBxzwq0aYWV2IVHtWo4Yz4PTiJrbjB2gFswQXeJ3FP/QiF/rr1zn01/L1/HOMv/nKIq6c2kIRzxHyFbp2fLZx/W6ue328btq21kDxWspuZ1bDKW4RphPlK73JJQ4xdGUX5g3Zj+31BSXLsoIPHjo7xfizQZSAvDMId3Bg8j1kfsfEyJB66lUYxBnFjfxIzYYn5sSFBeQ4SZsOEah/55HnUQNgg0h0sDGI2DnQjDZulwxDvYMkgFupIg0gjYDeLa5wBchRfJmafENJXkI5iRdOS9vewHGVnyfIKviJYJML7FipzZXYFMAtpScoruqHEaygOIiYh1oBIXvf3Gqo5ZmPFOBI8ZRBw6dVNKJ7ELAJPIQ0Xf8/h/ngb76b2Fj7xvs1MVts6vM3pFrxc7EZx7gpeI14DDiM9g1m5ANhZ3JPFZrYxbHzrWrx6aiOaYsBPh7dfPXd4u84fzXjxb/01i5552x46Z//bh5kNqNJ3iPrdjvFux2Fb8tqtxz2IDh4QnVKxDn4LeAr4BNQPNJphXXsDSFDeDAvLjjrJyzCpQdrlYeWQ9pLnt4BxLJw0Y5tyHQaed3GXetH+Mwxith0LBwnpC2ahpWuXAI5ioYXlriGUDZA3GoQUFG+R1+8Rpg4yC9ulvPBGYhVlrxLjTpI2DlcPir8EAnn9HeA6ZkuBcVCZg/ZFBlzEbD6YbzeeIq//DCfuzS9q0yeQncI4xuxtTadD+AJiG75QWowT1VqxFRgE217cl1/7vcSAMTwHHpH2AgsKEh7AQQBbtWl7+Pv/9Ym4618Pc/P0Sbpq0+/Z5amx9vTtk028ZUOn6up7ap8l1SeKAS6pjiVPjO77E4ROyLyDJwYd4/144CFuD8M2Vbqc6NSgTSxEY0SdwqyG1EuonQcgn4SyLabiOIoHCVVwDxLgLpYcgjgCdrjwrimo5UeZ8qR1o8g3l2OoI14GvYmUCeXk9aO+K0NYehTlNxFHCbUhsC8gGS1C06OE9Jh783GAvH4M7JJrFGolsAE4ACyH8CmeP+4GlqO4yAMRdhEYBq0vJdJAKwqdmA/A+oAA+RxIcowDFC1Ikea2dzprvquWv7fgnvUhmjXdJbYDnwIrcUPbA3wFVnIAAiULX/oMt/LLMNsh6SUA7lyeS1dtSNKnZvZScdxZWnukr9640CrVOSiH4TML1bVwJ7V5b9h0Jv1jgplVVb8zW4rh9x0dcZbvEIyO593Bbx4l+SkAHxWM7yqKt7FkIR7mXgWcAm3BuIXyFfKOXy5oIoHyvZhlJuWgpWZT5CrARjDbCsltYC2+UAB/plvzrRnElcBVLNkgaRjpLgAxToIiSdccQMSsB+JKlI8AKzG7ibEMuIJYApwHW2JmlzF7GzQI9EArSctG8XrxRcDGZlOUeIUYvyLGu4RkEktSLDxb2O8ALEDxPaQ9oA2+rZESKpewZCPwBcoXFyprr2PW+mxP/wYvLM45RGuZnWMr8Cu8qQvAG6DdYNMbo5Q14McV40jc8a++5urpNXQlh627bzsSxPgFWX6dGKEkIgIkaXtp2cSNd2mMHFfac53qQLCk2t4h7tExjJe8aZYf7vF3FECl/yvqdzdSSvb6PQwtP/P5/WpXmtPJd3fwBKFjvB8PSuNdoT3s6yFyr40eAHWBdSMVOWN1k08kSA3ysQrwB1T6L2C2EqgXeuQJbpBGkM7hLcD6gRVIXwDjWJvB6gLmUZLEAOKk55JjfZCQvge48QrJebN0rqQx4BJoQNIJFAXMwyrV4lwGfAFELKxEuln8fI4vQC4gpXgHr1KqteH3Jf6AGFdAtoOQLAFOIQpvnKWYvYm4BroAjBMb72D5qYLN3Q96G8W/gfA0ZqW++2wh4PnAx/hiaF7L9gQn2pWs8gBs8YXIrCz3dUj9nDu6jFrtFPMW1qikn5Jlo2TZBiqVRfT0fk6W7WBoaB15vpS0MrMuPJ9YRz6xjrTrA8x2EBsv4mUCX5HUHoak1wI7htnDH6t4B7MfU5vebbUFk3dO44vC3xccsCWv3X3cg+jg4WDW8bw7+M3iXh5LadTbapglWSEikgFvABWkgwA0xpDhIXFLcpKuO2ZscO80B9lBLOwAFoJ+ANyCUOp2ry+usQ9sHLiEWYYFJ3RZOkJI94LdBfai6MIlUgNUTmSx8Kb3gu4WOeEhoIZUweLhgpj3R8CX7qmHF/GenOPkk5/5Ham+4GVU+gAnd9XxRcdWjG4I64DD+OLjGt7qdAzFD0E9YGtR/iGEgPHHKG9A8rOi3/cyPBxehrFLvIbXeM+lzTu3FaCDuAob+GLoWdBRsM1Mx50rp0irc2g0FpMmDczWU6lAmoq08ku6un4MQH8/xPglaVVgk3htfuHxxpVAlXwyKeRYS3ybUPojzlwPNOM1Hu3c31l0VNU6eKLQMd6PB5/hzO4yBNmFG6o67iW2l5KZGY2xseI/D91J2zADZS0aaBmkXfshdOHh+Eh7N68SZch3DLMeLAELb0Ax29/L44rZ5+SN6xaSRVh4CWwX2EqIOcrfBAYhvgnshORN0EdIfwIcdvtdXFvagdk2Dy3X3QiEKV2T9Xguf3/LlcvnNC9EXbYg3QROufyqPYWym8APIX4E6YceNrdXwBYX9/QqLiVbp71j2XM4G316WHx6R7HTBaFwECf8Tb0hm7/87fBn//mvdOT/MupjA8CXOKktFnbwIp7bn08IG6n155i1M96lL8kmatTvrlHSNTZVD67Yj3RwRse0B8Ojuh0Pctxs5Y7fZ3z4uAfQwUPCDML3N7PTMd6PBy/QotbVhF10NrX14sznXDE7hbJuQsWfwrw+gamL2hw34vlEnwuzWEaoDkOYWxDfXi/m4HG8jlmqj5wi1gNJ7SNLqvPwhcNVPGz8BdhdKj33zreGdBMx+zWKz6B4Ds/jBlwL/CKwCPQRcBNCq+b6JGgXaATYCHoOaS9SfcrLl/ZjlmBhAum0dyfjpJ9fXwNeAy9Kx3ABrj73HIqfIq0sSukamK3E0iuYfeljIvj743mcrDYdW/x+s4mp+u62UPsgvgAynNR2BqijeAbl81FcZsZ76pu/gzG90nbmatdX9A6sIFR3kjWqjN6uWKiMY9aabzZi4xUq3V3EfCfZ2BkltW4L6WugZ8jHbxCqg8WzMe6iL22YZmxtHLMeRI7LwD7Lw6GXpLa3+NvHmE9upC29YI025dwHhh2n2n8FDJSLxsg7JF27SbuS4m1Yi+dvM5cRBpN3Kih/+REu/qiIwK7f4fU66OC+6BjvxwLLgAy0j6myLcClTw1jEfCcYvZTlP0zf6X4qIq6bUsKTzVpV+KU4n5JNzC7Yx7aNCARpBADKMXDyCVprcFUa0wdu+/Qk+oWsok2BTbF/CjE61hyzZLqT5B2+rUYatntHdwjBYigN0HNUrHY2I+sSqisJYQVuGUo8uD0UTYmgQNIi5FOAa7+pTxCrGLV97HwE+CXoIVFuP8z3CC/gzP7Z3uPA7hRvlzsP1Jcs8TWaaHkNUiTxMYiWg3a4g29XPj4OFmjvZc6gJlZz5zX6Zl7B7iNuIDLw0ZC+g6WnkLxAkE5inehzTNfSJwq1/uMpPLijPO3IRxzXXjtBs3/5n1nwswSklrbIk755AXauQGP5nlbGLLuhdsAFLObNEaGrHfZQ+msqzE2SD7+SJd/RBywJa8N3X+3Dp40dNjmHdwfIxcCnp8MuDMpnKGa07OsnTDlTOgUMcEUg9X6Cub2v0L5PwWuEBsrgH9WvP4VIblClCF1IS0FnsLbPgLxGHnjGsRNYOdJewYIycapa8ZsB0ntj0hqIA5i6RcQe137nFJ4QmTjvyTtfpr20PIUJGDyzkXSrpZWnlYDe6Fgl5dYjufVD+Besvtpef2ih7xzA+qEqq8+GsPz5PuDh7cD3QsumyUvIx1HGgdOF6mAl4GnitEcLgjS/cQMQuUKFhaAnkf5Tl8MhZOeX+AK7oX/GlgDze5bBZb5j07RTsb6nJlh9RmwtFpR//yc8aFfkmdzyLIVeJj+avH7Ema3gDmg1X5L7EvgVBE1WAEYllywkM4vSHztOe+060GEacoywBpOzPtNYFozHcsfyPO25FN6lzdr6lv7t3uEqF9Dp68D0L+62yz0cT/87vWqP/xdX7CDDu6H31/jPXI+Af5jQuXPsKTs7zxVLjP1t3QbxeMQX257XfEAHobtxlnJpeG5gTRAa3OKscvCPZW8+OkFwOwPcTlOAwbAlgFrsfRzepZG7ny9HPiMULkDtt1gveengdgAqEvZITwsuqH4AUuOWkhecIU260VqYMmbVHr3kTdyzEYIlaeIjcWg6xBba3pHcA91EPd2hWJhDGwlcfIw6FmQUOl92STGWWBC0lnQpCk2QF8CrwDjBSEON8Jq4MZ9AoqOXNnE5yDzmnAgdF2iMT5OpXcQ975XMhUt0Af4s7veP4NwFOJuiNtQ3I+FXtxIbwcdRvkoFi7ghnCF32vmgX6GcwK68ZaifYhPQPOARZh9jhvdmQbQrIalgyj7SetWLGyk2nUN5c7yDunXVHq+sqRWI6ksByZJa0/53uFjrPI20DWtxvtppCPMRlaTToAutl2TohrBkpIXUX6eDxjX1ghOEjRAEkJ52chFKI5Rqt2V50zS2ygeRmUJmSo0vzfFGgvDktsWkqK6wZ5tD2CELrDjQE5Ib3BvDfryvV8E7hCSMbDPi40DuOhRK0bBToOew9Ljpb5f+z2xcjESkCqgACTFs1zuVdyD2BFn+Y6iwzb/vmHk/KvAXwAvQbjOzFpfhxRRdhr427O8epXZvdOFHg63VtUswyfi2ZjDbxW/D4IOIdaST/4Rd0/+HbPw7wGTYBsxC0g57dKeVVwtrAxn1gnVj8GeIWYfYuE110sPQ2ZkYN0k1etAHbNNhMoYyg4S43RBjgqtXbVidhn3Sq+RN0RSW+V16OU8aGfBVqO4mnwCsHOE1KMQzfd92sw2UulBipfIpvHBGmM5yrroXZpjtopQG7OQZkibXXhFe4E3JWWghpn9aOrYkGxG9gGEg97FLAeSPUWzFFecUxwBewWzCnn9fWfjhypJpWkwFD9F+SpgHYT9WPLGTO6WvoSS3W/vITtB2WAl7XYjn1TXkY2Xqm4lir+tydKWTUDsB3KJK1hgqlbfLCLbDZiUx+JeC+lpM90jhx2OYiSU4j33gnQFL7srt5ygyax3HmRjbPpR52k1kmnPdIGbEl+RdC0F5hQT5zIUT4AmCZW2cZtZhTlr13kAhYuznGvauLNTxOxdS3s2UaT9VR/eSTY6zXjbRXqW9DF+7TrVvi2znOlhMIYvsDvo4InC75fxHjk/D/hvgH+IT6a3aOZSZ8IsIJbP2O4h3HtPClL9EXi+i5GOkDfqKP9Zy/YGLsH5ajHmI7hBH8VCBTSBdBazHEs3mtk7wA2wrbhAysGpjl8+uF3AJqR9wCSW1CG7AngDEp9x75WDXExIU3yyb6B4pshZz5qAlJgww7ugKbsN4Thetz6JpSeApoGr9b+AVCVmJzC7RKiB8u3Kx3+JJd2EygR5fTfKNgN/pKTrC3Od8VGgl7R7BdhcYrYDLKBcEG5iVneOgX4AMq8RJ/N7SB3FQkc+zgE9x5QuueY2ba8m8JrwCv65ezrCu4hdJmbPAljatUIWviTmhi92hqn2j1LtC+7RhUEIY+T1K4Cwym1COjh1jbxeFfrCKn0VzN7FQNIYylpFbgbBRvASs0jT24149KC1D3n5QXikSHnAozNLseRTLDyP5/i/ZdmX7SOpLkfxGpZsMbMaMAx2hKS2AbP7kcu+phQfmg2KHyFNoDjbd7X1m3aetOcUIU0JYQtpz0d4xObb4Kc2d12nvvu7CDOswzb/jmPsihEb/z7wU2Ax2BdYuA0sgfw8wttt+uo/4iHwuThLuz3XKR0DjTGzZrgV21D8DAv3IRaR4cZ4AngNC8tJqlfJ8kugctFQQXkvJFcxW4JVn8astzyBTWmc5IfxyRuwz5lqm2mzhU6L3C5A2EPSPa9oPuJjd5QM2/U2t1+AAAAgAElEQVRgx4qc8VNYWIGZe1CWXANLUKMXZReAFKt8DdaQsmEIXVg6g7xlcImQti2KFKo/IzaWIF0hqQ3hRnkcqBAbLxAbvW0nUbxC2tsDtgJleyC8hRkkVc+vKgUpI4S0KEkbxJIlYGsxzUfxGdBFFN/CNcsD8CVocyHnuqRY6FSL+3qPBY2tafu3e+F1Rq9uI6SD9K982pLKe8AI2FFC+jzSeepDTwGjVOccpxR+kb5A2Xqwm5gtbjnjZUpiHkBIFhMqG7kndGrqzzy7BfEwHp1pF2tRHIdwdcb2JibwEsbWcZzDF7szP1MLq7DQotxnB0m7vjkM3sQ3G8eYtev9t6P5fFu4ad0LpvZTbc4WGtMr/h4af/FtT9BBB78NfP+N99iVjcC/wNJ3gMNuVG1TS3eoVixt+0+6QFM4pcQI8ArfDEEYwglSt/Cc6SSucV28TjewEazdwJstIe2+QT55GOXPT43L7AjeTONe4fqBlnOUpJ/xWcbaGnav4zKnhb663sW7Zb2LLyxeALtMUn0TxRso7vZuZckYikVJmr2JVd9H+TkUGwVbvgvoLRKfg8V7bcU4TkoTUwpz8V1C4l6vhf0Wkh9DmXRlB4pN45nU9pH2vuqKaoBVWiILU/egJAaC2TLQW8AIZksgOUVIjZiFon/4l1hax9hKbAwilmB2AakXeGGKvyB9ATGFcJnmdyfDDVoXgPWtXKexa5DUtpON/ZyYLgcWYEmNvmXzkG6Rp/OAeU6km8KkfzbWSm4cw1XojgN3CdUMcRfpTvG68BxB9PHYAC49W7wYE7LRhcVtvIHnphO/TqiTh4VY2Ena845NTw5W+qrAORojpUEutdmP0Box8Ss9J6k9v2izLhrvhfUzN2mkuFb6jan7tPtZQrqXkNYI6RQbXhJkE8eZ/p1+OBy1uevOfYvjO3iM6Gibf1cxdqUH+C+BfwxUigltLZbWMFvpxB9u4PegBw+Xlkzeq8BlyIQbs3nA07hG9/2ehlt4OdKb+KzzFbAIbDWt+tbfBLOFpF3HwUq3oQfYTsx3oDzDS5+axlqapI1UZWV48STWogjm/cJbwv32GWYt8qwWQC/hYczLYNvwJibrsbASCyvN7BhUNkg6Yx6d+BzoQ1kDxZcldgDzIB7E0gHcc99HklaI2QBSHyE5S2z0AJtBJwAItdtIdVCDGBsKmjAryGzYU8WYLmFpF2nvBisN94PjMspGIAhYijgLYZiQfIp/TjfB9rvx1AJEjsVNgBDDeFRmI05ganqeMe6i9FClnFA5bgs2foVkWFIln/g5+cQASeU2luwGRqnOvQIYyu+gvCAsmgjVfcC48smzxbZh0tpaS3qfRrqG4mKMQxBb883H8UXiloK8dQFRpgJGUF4uEIzJu5NAhVAJhOo4lZ4aiu9SHz6jtHYdS1cBwkiLFHsX0gTEM1iyAX+un2Lmd2ABofIxyhYDa1DcgeI6YnYW7DRJ9Vl8sVY+/yMtterG7Iz4O8X+y/GKhVlhIV1GUrmAJS8Bd5BuASKvf4byTcWYF9Ks338Y/PUjHNNBB78TfD+N99jVPwb+MzzUGYDjYJdxL2oTQBH6vZd4xUDhdS2ivcPXKF7iM4h7p60JldN4WPFFLESMSTz0W3SqkrNqXd3sCJ6LW0FT/OFNmGKoR7DXpjXXgJA8j/gcqQrsKfLNL+Le3w3coF+kWcP9DMpP4R52hhvkHxevnWPWdprWi+cfyxxkbdoOywGsteRHcQ+WbIOQW7A/8W0aA32Ge4QLsLCxpSb9KWAXsXEQZ6Evx8IVjH6yseUoX0fXvN2EytvADUMjaoxOEuvbqQ6cNpc8fThYuI3idqQPMStKspRiYT5uQMYRr2LJr1H+pWuoaxfSsmL/5ThRLStU3srF01oU38cN+AYjQqW3GbpNKoPE6jtYst8seRXjDCFd47eNwSJsD0l1h5dACV/AZO+AIJv8WCG9YqGyrriveYvpHMU9y9Ywdgry61vyPtI8wBdwsXEWWE1sgE0cIFTPEUJCPhnJJ8rw+R6aJMoSG7Cwg6T2FCE9TMw2UZT/EdLPSLoi8BKWfkFs5DTZ+4Cu4M/6EFOpGu7gC78SM/P0vgguI0/3SVxaHXSCmE99n83CH5J0IWkZxKPExqMY75/df5cOOng8+H4Z7/FrTwE/xezfxdk+O3AhjLeZJU/3jTBbDsngtFxbb5Fv3o50Dp/M5wNzMFuL1wbXcePZzxT5aUZ+vJwcyz7R4OHRffhn8jQuEjK95nUUWI57pG8V7/EiZicQAeLTPp4ptns3zRD7EM1yNoDxB5Owbgmzq2we0gLpAGWbzHbJzwmmaqW1EmmCKU8aCOkAysrJGUsqq4GLCgMnQafJx7cRJ3eR9r2OhYVY2Oenilew5OEbYli6DNUBdSPG8NB9A+MkMMdJiDHHeA3CKdAk6B3Qh0hrKb1rC3vA3ioiBhcLdvqPp64jHSkY6eWFR7Hkcyy5i7deHWK6ul7StZekOmQwAApSHCZmN4CFhHTSkuq7SLeLvVvD6p/QWhXgaH6nzaqE2maU70ZZP63Pk+LLTN7YQ3XOdENtfl9C0VrWRKV/klifR3UgtZBs08TtI6AFEC6QdMksvFy891H8mZ6Zk5ciyKMcHinqYioeHnKM0Pwf8OfnQTCEhadQfppZFuNmhmRdMw+z3ViSo6zXeSH6Ae3fj2u4bG4H32U8IaViZvbHOOcqAf5S0n87yz4/BP4H3GG8IelePA/g+2K8x69VgH8E/FeUNdSOzbiH+fCQBHZvQQyzVbS31ixxvC1U/c0oJ4vrEMYx87yuYjbD6wZQfovpLHf3ClcUXRsPonwUxTCLkMVXYC/gi4R5tOe+S2Q0n4mIT8SrcEbyi6DDuEAKOEP5M8waiF+A3sS9pQXACdANmkatgvJPIXljqo7b7HlCZRCpgvLFeLnVGTPbNhWVVXyHxtCXssol8on3AKjf3SwLZ6j0XTBLXgHSWe/VDNg6fEJ+3Y2rbQUGUexGMQOsWHyM4wIkhbE2rx7wyMpNFG8Xx6VYshxLLqK8dTExBzRlvCyk1wm1Tbj0qi+2PGV8lVAdIakNEqrPmlmjbEhikrBwQ9nkICEp2dIJoGI8V3HuxRhwrngWS7Tei9xz/+nbWO1j7M4kysvF3FlC5QYWdhYj9c/UteL3Wc+iNrKZ1NPMaVf6L2OMgxUF5uyDOA6qgu0FraLUHGg5RZGSAXSK2GjyNkJVjzbL2leEJAGNI73xDTvOoganFYTKmik6QzZ2klZiIPyVzV33+9Z8pYPfAsznlf8Jnw8vAPvN7P+Wd3ks95kL/AvgjyWds3bS6qz47hvv8Wtv4YzQmaVbZvN5GIUpxUEUlxcT91xaal8fHHbn/vtM4VJBbFuFWUsZjNWRLtAemj5A03DOclkD7IXCaH8IdgPiBTxUuQTPoX6ME49O4HW7F3EPpwc31ouA63g4fz7uuQ/RLJ+6hpet9XtePWwghAEkkIYwW4OygvBmAGdR3sor+BXSm1OEupAWTOt0nHxiAggQ9jubXytwT2ojsT7OFPtZ/SjvR/EssfE1oXILkm33VWPw+3MctJhmaVtacAh8ESBOFkSrzRDO+f2zdRhf4g1VTqP4JooJ2D7IzxUdVb7ASVc5Fp4rBEqmPrlp41hB6PoMsxcN/rTllVst+xiEo5bWuiGcBo1ithgLVeCap28A96QPgw0Dd/EacsPCYmAFSfIGSe0cUCGbXERSO0c2BqEySKX/DdKuuxbSzZRh6aS2h6T2I2ZB6+21kCzGCXblvauheBmzZZjtQSzC88U9EEbaTiTdKp6j0nifBF0oxF5KeRQD5iI9QwjTddz9XoXkCyy4tHCMO5mZ3mm7aMs/V8DO+CKF1ZQrxVC5inQBZU/jYf7/5d7n6+A7AXtiCGuvASfkks6Y2f8B/Dv4vFHi7wP/Rh7RRdK1+530u2u8x68txKVD/6Pf2DmVr+fbsVOHaebpHuB6+hxTL9h6FD/FQ+41FOcDqxAfYcmiYtu8bz7ZFC4V+fIeSBYiDeHh/S1NVjnT8/0ncQ/7I2aGYdf4WONfA3+rmOtOALcwXQTeLpjdA0U41JnlPtmvxtLVSGD2Eeg9sI+QXsSsqyDQLQHGCdWDxHyjM8MBxV9B9Ppps5dEsgvlb1A+s42R9QqVhYYdJE0f7Bsa0jnExj4sXQba4cpxNl6Ec+eBIuJ6sfdd32YXfUEWd2BhnFC5QN4Yx8rSMV3DklXeQ5zNkB+mmS4RxEkiuwhJi4a9RmfhPbYvMkNlA6iC4rVCAW8IJw8CoQLMBbuL2XQBocnycy6usKr4PE4p6ZogZoOkPesxu4xVRqn0ZSg/A9QJ6UzW/uyo0FzYHsGfkWF8oSiwBaBeYBvEPcR8Hyh6OodR4L2Wcw0gvYXNImCUjRzy90kdS49iwSNaFo5g4RtDiu0IG4DjWHKFUH17SginBRa8YkFZdhA4bHPXnXnw83fQAQvN7JOW//+lpH9Z/L0Cd5ZKXGAm32gdUDGzD/H546eS/vdvuuB3z3iPXwvAPwD+O0rSzLeFNAn6GCehfRscw+xedbOzYT2Kq/Dw52x14697JdDDwC54vr7812ZXj2tiNz4RV3CS2ueUId4S0kc0DTd4qHoNTBm68lo1Vw2bVtpj1gBW4GEBbxkqRZxQOATMB9uC2XDLURtwpr+QagapsP1FeB6InwM/wqxOzHdioQ+bVnYn5d79TLdQHMfS57HKdcxWI13FGIawGOIYcBWpq2CSH8S9susQ+yA0ICzGkjohvAv2PsoOgT0DOoNU9Z7jDCEtxmxaeV4E2ftY8gPQCmI2Z3pDGWA50nnMSrWw0zg3ogbBO4P5eY/T5G/snX4SvNd7qeEegNR5CVpOqHRT7fdFR6gMWrXvRcyqs9XizwrpU9yYti78tgDnijEmWByF8DVoFMVjYGMQ/7DY9wQzQ9guwetNa66D1Xwf5TgpsKjSUFPlTDEh6iuksyifixMgz7SOFLgpxdvEej8udxsI1dSIpwsvH2ZZQRGqA6D/4oHuRwdPOH6nIi03JN2rhHg252J6/WOKR1bfwx2gvWa2T9Lxe13wu2W8x69tAf5nHqBJxENB+SHQveQeHwI2+eDX1DmaOfPZQoOPgo8xe+3+u7VhCU2ewBJK6c82zFhBlFKfMzQ0sVCbZcHxKbSWpLUuktSLh7FrtJGx7AKeg1yO9yZP8RDtRdA54EfATWLjLcgzQuUjQjqGdBjySRSXgvqI+V3gZaTrMLmHSm8/6CrG68jqEPdA+AOMIYxDRF0F/rgY22U8X/8UMBdLfoB0BWWuQ2/W7aVU+tz3i0N+a2wHEDHLwQqZWIuE6gq81n+WRacaxWsLgUNQ1HJ7iqGVn3AdX2Rdwj+rA35+evAVvpfCTZ1WZyB/mZDMpdp/FsX9JLU1WHj7wbgCbagBfaC7lCFuEYBeN7pagDdfeQ5xGWwDXgVxkqbRb+DeeoWp594SXAK4SXRrjO2gnfg2TtN7EeI5LIwS0pdAXxGzKyiupfmdWgs6DmpdmFSYtRVvE2Z2Eez9h7wvHXTwTbhAu/7+Svz7O32fG3LS56iZ7QC2At9x4z1+rQ/4J8B/yuxEq0eHVJCxrIKzd+u4utkafKLZ6/ld3fH9qDH7SmqseP1BcYvZCW+PijGwR5GCnN7q8Ae419dKwpq+fC0/g1men1lDBdNlLXdiIUF5BX+oj2D8GHEQX0CAU8PLCMLzwE1nDsdDwBIs7Ae6FbPDFqo/QtkW8sz7mmPv4Pn85UgHULwMcR7wAvWhO1R6r4PtBr0IvAfxELIhnODYzD2LUIR7BXRB3IVYB3Yb1EA6TcznQxxDTAI5lqR4SOwmIbkC5FBGY+I+LHkD6ZJL6FoV78T2Jr5wGcdzyW8A+1F+DXcfjheG0Ip8dxHJ4AZmMxedau1GprMUBsuS2ryHjAy1oyyzFIOg14BulH/sf6uGG+g47ahAOxGsB9c8aD3vlLBM61ba89hdTE2AdqogPk4UXIb1hMp68okz+GR3WYqrZ/maztZbYDr+iv7Vj9butIMnDk9IY5L9wHPmFUkXgf8Az3G34t8C/9x8QV3F55D//ptO+mQb7/Frhif2/0dmdg76dvA+mp9CXEWzo5OHPcQN3KOZN8UAL4Smgf0+ofM87jl8gU+O5zGbRSnqnpg+yX1L2CfNsT4UpquflaS21nMvBY237Fsqss1Buou1sPLdcLTiKlirItwZLHke9/av4cI4hVZ42Ia0C/QO7feni+ZMvBbYiDSIGq/5+QzKumtpJWbXkDKIO5zwFHqBlJh/AeohGx/GkiWEys6ifegkaCkWDmOVjcRG3UPPsV6852eAhJjNxZKrwDakD1HcjLIKMA9LynKkUXwRuB5pK2ZlHT8orkT6APQ6cASFBKO/IKKV77O1/rlknB7DbEHx/ubhBmqo+NlabB+iZKBLZ7BS4rfsCMcQylZAenPqXM3P7BpNxTta7r0KAl9Oe+33S8RsF6iXGIcw9hVj+cR/234Uh5H24zXdI8Xrt/FoQXu6JTZiQdJLpqoRQnVyWs/uVkW31NvahuZCUfEITdLqOupDg+QTKwi1nxMSjywl3XUX52kjxkWaKQYw6xDVOviNQlJmZv8J8HPc8fkrSZ+b2T8sXv8LSV+a2d8Ah/Fn8i8lHf2m8z65xnv43Brgz0mqS7Ew03BLQ4Wed+65SjKSysOE0zO84cTMZgdmsysy+TLutWKKy/BJdBHwFeg6s8o83hObcA/qQbyB++EEj55KmF5LPtNzNltT1MyXiwMrSGibITaQ7cdC4dFpenndgBt+68YJeXXM5hTGpvSsT+IyrQBvEeMJxGrQTbAjkjLiZBXpILGxHuIhCBNgHxPSYbku+UksyEJIsWQ1cAsL64CjYGtASzA70PSCtZPY+BNC+gGW/MgJbJqL8RWepN4OtgrFvUV+PwG96CIv2uu7ZH2K2Sli/aJV+st8Vy++mLtdPEfl/TgANEBbcEMxCnE9YgHSR+6F04BkNyhHugtWKKVJEN/HF7Bz8LI3gDr+BV8GLEDxs2Lcd6DMuwc8X2y3CkGa2fJyJ5gpzALYlWLh1v5MmPUXpV7uUbdm7xQHQa3e/R40pVnQqmc/jFctNI8PleuU6oAGOMeheS4njY9CTF2bnm5yDmPJbY9+aOO0VMCzqHGTGF8vjr+ITeu4priHUqcA/g0Dz9y/u1kH3w0Y8GSwzZH0M6aJ/kj6i2n//znw5w96zifPeA+fq+Lh8X8CdJM3zpFULxb1zK246ipULch1AKxOSBdRNs+YDvcGxkCGCzM8PNzIpDSJQ4vAztz3OOkunu+LuKf4CKVosw5oYppAysPgDO1RjXvVtrZ66IYb+QSogDb6pG1vYukAynbTXEx044p0W7FwHsXSQ73GbK1YvYvWLaa8f5tvZreFeosw+7MQvvDrq4+Y9WDJGdACkp7bWNKAuNpft6/xHtGhEBBZ1nKlQgA8JsAglvQUxnkQbAXSKdAlYA3SXmA7ZkOQr0asRcqVT/4a5c9CuAa2B6a0xhPcA76CWR0nBd4CzS9SA4b3cj8BnPIFUME+Vb4TbxZyB0vneNUAADtwEt8xnAl/qfg9VPyeg4uNQCub3WxdMbY/wS35MNKhlvD5IL6oGsTD9i38C00UYzRaF4cx/xjCTb8/GsXZsXeBNXg7uEFgDLNeRB3ijmJs5teyCl5WVz6z5Qzb/n00G2up8qoBF1E8CfEtmnPX8y1rizGkQ8BIUfnQjtg4oVDpszJS5Pu0lpj+8xnHdNDBE4ony3gPn9uGE9JavsRaRT55hXS6SJJK4k7Lpuh10HkOSe0z0AhYF8rHcH3zeThp5kHLrh4G83CDNHtxvTN1VwLvzPr6I8N2YvZtWfKtuMczYQtaXCyvJ26izz0+dmPhbUjnoWwSD5Gex0PJx8B+ABwixlWQe2mUK4fV3EDGgOIEFrYj/QLUB1HulYZLWEyR7bLawDtSfh3CDUuq2wrhk4LMFCfAfuESoNoEtq+QHS3z9ifBlmJhAukTzLa7zeXfYvYhaCUWvibtmkPMjNhwMZ5Q/QXKGxC9NtvsNsq3AEuo9N4krfliI+Z7i7D4DixkeGTlTaTToGdA+3EZ3F8AP8HsWWR/jYX/DwuvY/auGyzdBH5FWes+tVC08SJNURqgHTQNa9FRzOpgh4HboJegLZ3SDyRIZUnZVkq5WVfLa9USaF2EQcx2obynOOYC2DNFieNLuMzvDzD2FgZ8DLNt/pQUt94N8T48p5+BncCsVczlBm0IE4SwF0ueQUqBpRDugu3GrAfFMRRXAPMk1Yj1A4TqO2aWYMn7wGf+fMXPAKN+Z4DavM9EUn7/VaQMlgLXijKdDr5H6LQE/W1j+NwiPFzwH95jj6UoumGQzhGzi8XEeW/kk63ksTuE5AjiThuj9TeLOTS9lNn6Difcy7A/OmYqrj08ptcs3SPOZBdxgZM+fLLbSzPcWEDrnN3MErBfAwOUvcRl5zAbwFJfaMT4KxR7UCw6i+kwzsK+BIxjIfv/2XvzGDnuLM/v834RkUfdZFXxvg+RIilKpESJl0i1pJZa3YOdtQ3YWBsLj70wDCxmYazHhrG+1sDCY8BY+y/bsNc7Hu8Yaxtjt3dmdvpQqyV1Fe/7vu+jeNZ95RXxe/7jRVZmFYukpNbd9QVKKlZGRkZGRsb7vfe+7/tFXEU1TaskCEE/IAgqQBe4gpXO6cL8zUugmXTbAPEV4Cr4AuobceEi6727LqrSs8JGqqpyzq3A+rOrMDe5Vlw4jK+MgbuOC94jSbrq3mw/2VnL8fFZgmwZ2Gt9dhqR8ByS+mYDqD8IKEgvEozg3LuovwzsR1yAcx9ggboH404oxuTPA3lUf5NGvgEmf2fPYdnyHntdmQvBp1j7ZgSzvz2ItYBeoVYxiepm/g9iZiL9WPZ8DbtWBRjAJx8TF2eBFnFRAZGtPPu+UbYFEX3ABRM+SaqVndnAAqxIFKbHWI+b2ALEetBB9H7tIZ0DDCOsm4bcBmMPu/Hl3YQN+1R9iEgjuE2URy+gccqpCHuoFIYJswsR10GQP0yQeS/dw39E29rP44Q2gxl8o/hmg/fIbQf8HUxs5dnZcFLejjFxF/P5Wdpt+ORNoA8XHsfKtcsnlZpNqq6cPtY+iYT12bEKK29ODt6qI1/gmD8D5AKm2/7bYB0T/UfgaT14kRUo96i1CqZTtOpMWd3nUhJgtY/qJ82eA7jwx/ikC/WLgSPgPGi/BeUJhKBlfGUbuG5cZi+qHtVAoAlxCrIbYR9IBQleRZMTuOAdxN1Ek1smxEIryCWsD10V97gCch67JhSbGXeoHgaWGUtbOgnzp/Fe8OUu8M0gx4FBRGKBJQTRQ8Q12vvVWUaAYx7or7Bg3AAuRvxOi4dyOK3CLLR+slRHQSKQlzEhk6rUZxewzEhcqQSqag/wS2AuqismGOD2WC/GUm3ArsNXEHmMqcN1pZ/xQ0Q+qDvHjVg5/nL6u2BBNAvsQNwsgkw3SSmHJhkI9kwwve27WAEGMJvSK6DjqLf5fAvCFSZLpd6t+12xmXqHEfWebrVbT0qcAk3K1/Blqy7E47Xvg/qTaFxtTQ0AnWiyEPVnEddRLQVgkyL/21NfewbfSQjybWGbfyX45oL3yO2XsRL5tudtmmLq6MgXQTs+NqatyGEIzKs5qezFV+rL2QniLuCiR4h7vvQmkIqOnAKGESlNHKsN2U/trU2H28CgZVwKtRv403BqmsC9D8vWRrEbZjXTr+qZT4dmLHPbTrVXOwli4hkiu1DppjY3uwHVC9NUMm5g2WAHNW9wh1UlpoqBFLBMcDfoJeA+IqvT97AIkY0iAarJUVzQIuJ2onoRrRQBgWQQ5RTICOIixJn/s4/PojqEL7eDjOGih8Zk9x+jSRZkGHGSjhnNw2aMq2zj17EM9AxGyFqH8Cu83w1yDnHjRojzt/HJVZR3IBkjyB5Pn9dj519eZIJLoNeBo9b3xYOOYCNxwzyptlaf/W3CMuEEa8kU02urJX3sNqr7LePmFWwkZT62INsF9KO6BVPAm4tdE2dqr6RJ+nmn+uYsxgRzVoB+wsRIoBTBHD5w8oN02yvAEOLSXn1lFsh90AbMF76KA2m1o4o4fU+AFlHNWltENk6bUU86MzoA/hYSvJLG3QdAJ+IawZ0GP1nd0CR3U8hpXLAOF95Ne+71+FOZtXaAGczgO4SvP3iP3G4B/hHwhzzX6u8rhDIbYQT1l/GVqQEoQP2LJKUXsVJqCDJuhCUSxA3gQg9SM9oAiIsdoJ1EDeYVbiSp9Tzf0WwIU5fagEgW5Rhm7PE0G8MKTOtnHWM38XL6sw+LDFuoBdLp8CaWqe3CbvxV0tU9bJbYshpxr6LJ+XSbDFBA9TEinVYe9RdxwXast1/Axh5S6IMJlrRqBXQ/vhJiVYpeYzazLX0PY+kxlJHwMlHmFXzlAOo9IsNoSmZTBkE3WAB0AaoNFpB0SO3YNiFyT0zguAt4D9N3d9gCJ4+4oUmfoY+7kGADFiAXWSyVZiTsAn0PCW4isgyvd6labZreeACynJq86w0syxwFHUoDdAyMgLTY8YhQ01lXTEughC10VgEnrV/9xLVQncFvBpkFshn0N4j7ID2/MXAR9DYi72FBfUs61jcIdKHaliqxvV8XND/EFo13QF6wiQB/GHQrQabFPsMJVD266+AXYGNgB9P3uhNwz5UyVbomsYKt538ZKKN+yP6WzMMWUw0QnwW8qm4kKXZRHtnBtLLGzsiXUdMx8h05kvI4kmrU2/hdG758Adx//8zjm8F3E98ebfOvBN9E5n2Mp/tof43QVSTxOUhKII8wdajpkM7dahOqlsmqBx+DC/cRZHZgMo23gBdw4WWQXahexURTzoA2M71BiseIO6bQVe1DiryKUgHOp8S8ZibLp36SspDHMPnIajlxN1bOvIJl+vWZ+UJqQRDn1ucAACAASURBVHk6VK+FDuxmL+A6AUHZg/AmIo2qrhVNukUkQH0JTV5GXBfqO4FtaFBOCVD5lM1/GtgIut0Y6cy3MXndbaNbFEHmoxqABmhyDVirvuKADGFjKC4IMYa2Q32CBTjAb8YaqNvRylG8H8D65gUzLyk3ILkmVZ8HqYDsEWEHuEGEznTccA9OHqaZabrbylVclMey0hOIeCQM8Mmv0/N3Fxe1YGQ8Qf0t1O9S9aeJx64iQVGips3UlNQSC+4A8jPEVRn99Vl2tXS8DbiPEcCKoFX70uvURFAKWHvjHpZNp+NO6oEHCLdRxoAM6g+DJOn+xoBqH3kslYI9isoyRC6mj90DvYMSWMvBv5tmuYPALUyMJe2Ja5yeI5deWyuofbd7sZ78VBGgqThlpD1NsDLLY3z5HtX59SeRBTaoT3opD3+EryxEguuo7wCt/471k2ntJ7Pwtoi8mp7ss8Ag6m+i8WZ7D/y1tG+4/pxjnMEMvnX4eoP3yO1mvhWBO4WwPnVavI7G9XKlnw0+3oG4Lnw8G/W7gLO4TJXZuyTtX3Yw2Zv4DFbGBmQbFoh/9OSxSQSss3uk34OVo++AZBF5f8rW97Fyrfl9W+DuYrLJyApq2fV0mJXuYyGwBdxBYC4iS9NUyDS1k8JVfGW2ho0viFUAPkT9y+nzroD0YlleALQiCBCj6tIxpuVU++riRlHamBhTUgdyL2VatwB78JWCqj6GeEhwx1FfYaJ9IntQbYNUyxqfGItaK6iOIcERoJ+k2AzaStiwDtw+xWfwXBURAb8QX25Agn1I0EBSWQXagU/uEuayIDtALLA4ulJW/SShE1VuEY//kqS4G2hEkkNUA7fqWdAiyBAQ1sr1gAW8KumujAU8B7IME8XZCdy0fwMmCFSdxOhBxKRBqWbavIypylXSv63EhFPasRJzrVxsSnXbgddAb6OEiBzBKhZj+FgwZ7fb+OQW+DeZZKYg5xA3d2KUzYUyUf5XvYLZwr6LTYSMI/IQk1G9lprsLMAC+1xjjXMYkoqx46cP3KoKSek45VEQaSfb9sP0OrooIrPVHMt6SCr3EPcO4tqk3i5VZACYB5JBJ+bv/+cnX2kGM/j24+vOvJc+f5NvBJatfREk5boA6Yaw8RNJ+3ipP7fexGZfA5D1iNT3v1/Bgu9dLIt5ssQorlruXv7EY4b51GaYu7Eb5m7Mh7sXU+7KYNn/08rxL2I3+BS+o041zJPOeWv/gwE9+WmL2/WvHfdnDySyfgeSyV4C7UCCW4gsRP0n6U24I80tP0md0hYBd1B/B+tpFxDXA+QRQRP/C+BNcC2o/xU+ToiLDnSEINOGi6aYt2gGeE1VP0o9uRvQuIhIgoRj4jJvq+o+cCO4oIxqBScRxYFGXFjGRStwmWtATzprnQPtALKI62VC1tP3a1weoDw8jgR7iJpGJci8hYjNvieFAknxxxOHFTW3WuVFB0C3gDuMC1MnLf0lterHGuByep1cZbKO8Vj6mdQrzS3A9M8HsOvmAjblsIx6PojIOLhRVIvYfPl9LCBeRXU/VrnIgDuDketaEbmFagFow8cj4HeBNKNJt/1eDzmKuA2I1M9vjlj7ggaE1cD9ut5yBrt2u218bKL4U09AW4G6cdBTmlRa04VD3o5VB9DkBj6OSEox6Cuob0FVjY+iD0DmiEgFZJa6cAQ0BG1JKWnjItIAshB0GFwTLnsOuI0v7WUG31/MENa+NKx4/ibfAERaIexB4wSmKDB9LvgdxOMV7OZ4h6gxHVGRZXXZ01TMw8hIW5jIyL80bAJOIEFtbE71NvipWXkV15noHcpdalWSAOhF6ZEgu1JvX1in5/Yf0GsnluvNM7H7G394V6JcBthgvUqZD1pVYbsIbhX4FmqLhiFgJchdvF+MJqF6f53ywCwz/WAUu9mP6nj/PUYeNdK2ZFTD3ClJSgVybeO2OCLGZX6OCzOpIhe4rNoIGgnIzxEc6h1JeTbOPVIXVDCv6AIwTyujPRT6HkvjPKcuU9Q7pz8iqcyShS8NST5zAXS2lgbOUB7eCbwAMkq2bRy0C6VBfaUCromwaa/1rKUdCZ310R2gey3r1i6s7F3tzQrwECOtnaFmXnDPggwxVnYewrJzSc9LhAXq40A+3ffVdL9VS9Y20ASh0baVnWYUojmM/Z1BXAM2G98EshjVN9D4NOrXAj5l1e9W3Cq0clQkSJngsgdxCZrsR+vuHxLEiJykxr570rQGVqLaiynPPQmRCCQgzN2nPPhiuq8M1jZagshRwsb5RMEA6BVERm0TSawSIIqLdiFJkXj0ELUxyAa1okMLSBtCydoo+r9I+8aZ8bAZfCfxdQfvtc/f5BuCyDoI95n+82+FKP35PEIwVVZ4KzYf+9tYnU69GU3WLhdZgrpFJjFKGbv7VUd0qlJVNq9shLfElq+6HJFFMnten7zzt3+tH/8fE6V7/8k/H3Dv/cEVERmEMMTJQhJ/HHQWOJuh1vAivtIPPDC2twynmek+8G+jlX7ErUMyt3Tg/jmS0nxmzd/E0L05JOWFPL54jkxmvSJ3mffKgKisB84gYS8S5AWNVb0XCRtUtIiLIoQG8cmoknQicg/XsIDKWELYOEJSTtTHH2vv+YDKyE4tDvya7Ly5XD9s/tidK/eQb33R2hZ6A6teQH7OcTFrzizwprjoLi66hnESLgEb62ao09PLvvScrkpHqkwe1WRXB4DVqVjNSpAha+dwCcvM03aOHrdtpTqX3GfnkkUgj7Ge9BgWxM+mVYkN2KJgCPQs5hNQfzFsAt2DaisaX0f9GuCqma/oPoURkmIvmrym+C6CLOJS8pnXG2kLJN1VsB9kO6pHUT8GeJ4UyFiI9eerwXsc5Aji5tnCxy1SWEap31FbBAAcgaADceMY436eiHt18q4VlE9s5FNHmOyXXCFseGTPkwC778XA/zX1AGfw/cIMYe3Lw8rnb/KNYu7zN/mMkOAS0zJgn4l+avacXxT1OtQ3MT/nyWYUIg6CoQkWuY/3YIFiFXAQpAEzWamVNZWieWjLJbf8pTl+29/8VA/8xQ8AZNmGISzrm4Um91Eugd8CtKLJLTzHEPcqyIegb0zMRavvVvUrKA1f0MLwA5LKGPmW2dw+8zLFsflkzx8jE42SydzA+xLlci+zF5VE3Ht2k5ZHqH+L8d6T6sIM+TlLEDcsLmpFK4JkRtUJ+KQoLgg0GX+E+haSUhYUvHYya00Lj47vpdD7LoWhX7N0Yx/l4hjNnYFltLKKXHuJsOEkPr5PmJ+T9nmrAeYG8Hqayc+nVuYuYQF4hCpxUPUXQHXG+jz2/XsrPcEB6vPADjPGcQ9wbo1to12YEc5wuk/FAnWM8RQ6sUy3OsbVgbVI/hL4GxjZbwWqF9J91PeudyDSBaFDy9dBloA/C/wI9b9Ckx8g4QlcKOJcXflcJxMffTKEJAdRnQ+pr7F3J5Cgei1Vn9eE8jESRIi01DPRVbWfUl8zk7UGjkOwHBeOyjONd6Qbgq2oBqiMIOEnaPw2En4sUdOK9FxdSsfjEuAIjQt6n76/Gczg242ZsvlkTGdn+cWgyW58fAoXfh6f8A6sTDrV6etzwAWYstgAuDWgJxBZZb0+TkLVTUlGUY0RCXHhm/i4C8iAbEtH4s6gSTEttc7FPrv1CCtRjsuLWwvS0NTlb13ISefCURHpBO6Dzkd1FAtuXcBraDKM6keg72FCKYfSbL6IVq6h8W7GBopcPbIJuIO4hYicRf2rlEqgeo4gWE+SFCiM7dHRBwdw4QhBtBIZOY1PluAyV0Q1lxK9AkDRZCU+voiWx5GGBoJsJ0npIeVh8MUdCsOMPjqMuEaKo9eIpFkWvrydMH9AXLANOAZ6TVRKhPkGTJnNofqLSeNlpjYXYIH4NlY5uY8FXIM1X5el/zpLbcysCsH6u6mkqp+XTlIuoGbosYSnf4eO1f0+AtID/L6V7cliymfVRcRerKXSAOxBJIMEO5DcTXxyDtEN+MoeceEKdU33gNXiolHgHr58g1p1yac/Cfg2dIo2gfpNqF4giAax/nwnyAAuCOy9aIjqIFV5Vguw1cB9DIJ5oMsQdxh4Z2K3peFTiBsizC9CpBnVkrigyZzUFBGy6rLbIfMAZDM+noW1KOoX53/8lPM4g+8LhMn1m+8Zvu7g/duWpJ+GMcQdRX0Dlu1+UfvQ31YEZjLUT5V//Cy4Q82J6gvAz0WCVXUTYfPSEaJz1Jjm50F3AadRFmHOWzswJbQxLADtwHyr72Dn5SJm/LAUTTICq1i6/mqwaHUD6A7UH0fc2wCIHEL1IOaTfgJxOxB5CaUbTbaCrEZkLhJB/5XDqpWfURioqPcJIv2gSOBu4X0fqo5CoYk5c48wMlzk8e236es5TkfHu8xZdwb1JQavP2LupoB49DxhfjESvYiE90GuShAVFQmBITTJUXz8GkHuJEGui/HH3g/1+vLeI5Xs6+vLiC8LgPqqwM5yxJ1E4wZwdxA3CytXvw98gnEEKhhrewgrXV9L1fqasLJ2B6bffRXrWX8ItCLSjZXi12K92G1IkBhBTLeB9qCawTyAwYiG9cYq9eimpmZ2J32tHxr/AIcx1Kuqa1sQ2WkSsNKV9sW3AvsR2YgLFE1OY5rx3YLfhukenMCFb2KVoVYkOAB+GarDauzylfVaRqpaEBdewQX9SLgIkW3pAmYVVeU42/A3iLyVPq26IPIQzErJj3vw5R8BiUrUhQs2g25EE6EyWn25RJFbBLlDBGEZXAZzK1FM5z0AKUCVYKcxyK+eci5nMIPvBL6+4F3sCwgbFoAeQbWIuE4gQJN7JJUl4J/GpP4saERcniBjTkmqBdBbqO/HJwnoDj6LIIzIMgi60GQbT2p+fw7IEVwU48JNz9/2CfR98dcFYO0U5bMh7GZer2TXn/5/o40asRWRENX9qWGFlV9FZqFyBbQZZDE+OY/GJxHXAlwH/QAXfYKRrN5C9VNEWoA3UpZnFxLUEeOkyY5HL4HM1ULvfkjKFHpbtDySMDJm5daGfDe57BqaWx7S31dAtczYWF7jeJBy+TDiBonjfTJ8v4ALSySi3DuJhrmYfOcNmbO2H7SMZXGJiMzGhe8x2nMMnxwkDDYj0kHD3PPSMtoevbb5cuEvPlzhFi7uyy/dAklplVYK10RYSdgwBxc+tvIyl7CJiZuYb/WdlGF9GJHXQIaBH6B6EXyN36HajbgxLNt9CRvfqi6kFBMMeYj346DVsvrbaAwqB5FgLSKnQBqo5RJlaj7U1X39CtiBmbB8xFSBINWtoL8BWWQcD66B7E774UvTfnGCBLtQfwihHYJr6WtUCWjGqRD3Gt7vB20EHwKtqhwAiQFBXJYwV28NWsf81QjVvvTa24ZP9iNOUC0SNeVJSgN4vwkfH6Om1haglYCksg+YPFqp+hiSmPJAM9m2dYirCRhJ+BjonGiBGP6clmVDzOD7jxm2+ZeChcbqli2TShkSrsaFpPrfCpRBr+LjClYGzYHmUW3ARBim2osZfLwECYqI5GyER9YiDiQokpTu8plnuOU1JOhGXCvqm1NThc/ah45BThA1bHnGNtWbYQc1PfF6PK9kPmBBI2UNG2moCeQk4oZAlmNl270WWKQZ5AHoI2x86ybGbK/bX9WHXCNgI8oxE4rRLlABaSMp78dXViFBQTV+jAQ7ReQMIu9gfd9RVOdiZdSUoKUhyGXEvYBqT2oQkdfSwCkkPEixdztBNC5tK45Qzqi2DOwhLjUwf44QRauoVMDrKlQP0tu7hnL5KP0D8xBpo6X5vhZv5xkZLXLvgSOXHZE1L8zWpDxMS4fNHId5AURcpl3j4j7CXAPlkUUU+xrItHRTGUNE1gVzO+fm/92/dSu58ahqI9kCej+Nk42IPAA5hf1hBLQhPce70/c6F2QkPbfzmfy9OoN5iIfU3NjqHxcs+16LSAXCE6h/BOJSnfSNCOewzPk5UsIqmETv69Qy2wQ4jYm9vAS8B+pRPqzpBciGtK0yjgX/Lst6KSMyAnSiPsZPGLM4RDK4YAjvt2N996wd3wRf8lzt9fWWsfCrVpx0ot6BVkDO2PXn221gIECD/B2S4THM+7yKvYiYhHGQuYiPx1D/Kqp38SWw+XsoDVwkO6vDtMuBmsZCuW5f//LZ53EGM/j24+sM3sue+ajUy31KB8E0ia/diM6hSS8+bgFtRv0cjFg1Dx/vIYgmS4CK5AiyS1B/Gl/JYSX2YVTDlJH7GrVs5jpB9AAJXk8zSPDJfuLiIvDPDv5B9iwSbKDmkzzNewy6JklFqo5j5dAR7Pw8wAhFR7DPpkoYG8NurIKxmet7qQmmCT7VG3zO5IaPkDKde8AvptYiCNL9nML6sHnwa1H5K9SvQH2Cj3+JJmuUYJzK2Ci+/D4ue0gzzQtFANUm1B8BvxHlFEoDYoosEN/UuPiQMF8SF7yrSeUOpcHVqN5Fwt8QZFcjbrYseKGfBS+08vjMKlT7ybQ8oDR4i2y2l8L4Vr3b083gcI6W5gvk853cuPU60Ezi91OptBEERaLI43yjDt8tSvOCHHFxABeiyG00eQ1xrWRbwcf7tTg0SmlgYjZbgmBpuG7Nzdp59Y+RYLGdL3kXW5QcSlsQYPyIvVgpfBz4IbYgOwYMgbuJtW96sAVnCQvAzh7nI2yOu0p624nIVeBxOl/fAROmI1tAD4HeSBdnNZiU6Bk0GQAJjRio+6kFrWoLxmMCQanqnbw/5fpoQeQtVPeArzqHBVivehnilqGVHsQtBO4iwSJ7ef05Wn6bJyBlklIX6rcDK3CZM0hQDcYDVs1hNybIc9YqAOkz0TsqgVoLR/L4yj3QGrtcZC1BBD7pxse7cJm9+NKi9NG1lAZuk2nrwQULqQZtF/YiwV2Q0M7lDH4X8D1OvL9FwfuzwMY81iMhuPTQVSuo30tSWjyFRFT/PJBgo3G5piCpdKNJGy5yiFuGyGRCkAu2EzUcQP0NXJC10q9kQMfQZASf2OXhQo8xiD3i+u0mgQMtpb3LMshk1yRjLdcvClZiY2PTZeTPOidP64VO3bYN+CHqxoA94NdjfezjaZYTYfrVA/hkti2MtEeTcqNlOKMZ1KejQqWtlJKLmmn5C0Fng7wArhORd8F3o8mrlu2zEq0cZrSvUdX3E2ROIIH1vF10m6gxQNxLOtZ7WHsvZgiCAQmiqwThG6CbKYw/1Eo8wOM+Kw1X4i7pbHxd58w5QxgsQCQW517EbtIRPhFGHw3SstiBNmGBdSe4/aguQWQlQbZFmhfN18b5Fxi9W6I8/Er6WdeuH40FgixIEcuYu4F3LODpASxod6StgKrAzxiwAZFrmMb3fGxePYPplleJWY+ozXyHGBekG8uM8yDLJn9w2otVSN6Y/GctoZUz1Eb9foHJ6T6DlU3JPudpSXMg8ibqrqDJffCLUXmMEckGqJnljFYFUkTcbHWZYdQfwleWg+9Hwj5MBre2UPXlFWh0DBdkU6ev6uq8HdiajuP1kZRng24XV7s1qUgfxiG4klaRAmAd4vJAAeQNXKZ7wlkMllAefECm9SZBUE6ZSw2IWwSUQW484/zMYAbfCXy3gvd0EImQYCeSV9CbKVHlafrdTyKIdj3FBXMMu9HdQ4INuHBKQBUQB256B83J233mowEL3P1Mr4X+5UCkEXgTdUXrDfsXgQjVs6gfBK2oaoQmRZLCMHFhOcWBcYJcL1EDIANETWdw0RsisgbkGJZl3geuIsE20P1oslRVh3GREET3UX2AT1px4U2yrRuRYCJjK52/NjLyp//7y0BWRBYCw9mNK8427dzwJknyuDJQ6HLZ0KmrjISqwxIEOQsE3pEkw1iAWQ7cxMcv6v2TfbJ4exPoORF5qJo4TCTkMJnmLHHhtqBZbV4SovFxKuMjuLB23fh4PkE2QX07uP1YAL+Y9r3fAo5Y2XeC0/qJkaMIseD5CFNMG0vbERWszH4Eu65WofpLrLoyB9iByDksG0+hx7Dr4A7wdu1CUgUSNDnMZLOZpolRqHq728nIAtvR5ABKl2XSsiQVvaleH6shWIhyFvwuE/bRIhbAU3cyP4RyCRc2ivqLaLJbfWU/Pt6O6FmCYCppdBSNB1Fdg1UFTmKBt4gtShaQlNqYoo+g3pvlKGGPHRer01OQIMwnDAOQCr4SovoztFJ11FtFeSgiM+s8UcNjxFXH1S7QMD9+yrmZwfcKAjNz3l8KvlppVBEB2W2kG9/M52ecXwB5jEk6LkZkEdbr/uqC6NPx8Gt5XZEcyA9BzuArj9FkJ5BR9YeojKwEjlAZm0t5pAVYQlIcJWr6GdnW10XqZ35ZDXyYBuPLoKgGr6OVT1HfSVKej8tuxpdOEWQekpu9CXGXtTw2Qt/ZYY1LC3r/6Z/kK4/6+/C6AGucNqrzIo8eXrrffbGjY+OKRnGuaejO4+KjC/+ipX3Lmu55P946Ena2jkXtzT2IDJMkD1AdxblHwCiVUQ8sUReq9l/K0TjvFPk5BUHX4sITJKWiaDIXcQmZlhwau9qYtl+hyi0R2ZT2cQuAojILIYMFoCaqEVW1GZFNGNeA9O+PQVpARjH292msZL4ZW+jMxgL5KPAY1QeIDKbBWVBdjlVzmoDDCCMY6W0OqqfBT7lG9M30tROUWyC3QVZgi6Gp2Ah6A01WAcdRN44Lara4Ig3gSqgHkSUgS1B/HGsBjANzEFdEgi34+Cg+HkHcIBKcMDEVvw+ClFgme5HgFeNH6K9A3sGsV8HkXm/g40fUTFPSU6og/gi4TUwlkNriZFF6+jMEme0EmYPStvr3APTBfgcsJh5do9nW9SLyArZwmXEQm8H3At/9zHsqRNahbtT6frr9MzxjHNx1RDYwKev5RjH4tb6ayEu4qFcTf5GkNEBSsHKn6o+IS11AE0F2Dw1zXxQX/gT0U2qCIAAPweUQKaC6W33yIfHIKuBNJOwjyFxDZYCocbm4qAmRecA8HX94gKS0TQQW/sO/s+jOP/ifjiaDowuwO3Kg3odhLlNoWT7v4u1953JxKV7rvX+EQunGg5ahv9y7OVrQfqn9b/1gDVAhjl/ABSEtLREBL+jj1JE0bDiHJm9Q6L1JvkNJKqdx4XbE7Ud1Bep/Db4VccNItC89Jwmi4+YWV81iZTlCAZVZmARpAzZT/QJwCfUnsGBcTMlV1zC2d9obl4dpFr4PaKV+AWSGK8sxDkQF84fPYwGtC5HdWOabYO2YBGOTT4cAWAq6FPQB6g4hMrnkLtKIsgT0IrAZkV9hVqIPsIC6xTT1o0NoZSkwD5w5mpnt6TDIQtPzdzH4x+KCV9LWlANEffLXuDArLvwhqntR7xC3FlsINWEjiSOoduDj1U++DT2AjeEB2g2yKyWTzsbHTaDLpjxhImuXedt9+j5uYSz8GfyOwWzsv+mj+Orw/QveACJNmFTjPmxO9RljYu7EhHjFtwfl52/yJUOkgyDbRGX0Qd3fhPzsBgh+kxpxgLiulD3dBSxFgvuI24bIC/jkIzTuFOF9DXJHSYoNIJeQYLs4aQa5lvb5b6jqMkZ7NjM8uBfVCPDR7JbxZHBidpfuT86NZ9saQilWRmfHyepsGFBKfGm0HHcND4+PNyX+WlSJVXv7ulEtEEW9Mnu2p1CAbP4auQZFcbioiMv10jR/XHwCjrdI4iEqo63AHcLcD0AaCDInxUWTiX++Uv+vUaqCKS6qIEFKHNRjWH+7OpZ1DdU9iPtJ+m+HpfRZmFAJe5D+HAPNpHeZN7AqxkNEYpRxO88TDO6AmpDQZ9EC8OlrlKZ9VKTF9Mn1L1F9AWEMK+832PNkiQX9qAIcQvwwqpIuHC7bmJgqQbQN19yDOZrVxuTKI20kxXVK/orJkopplMMJVIdtvI4l+Eq17TIBVX8CfN2opRvBhV0gO0QkVBeewlemSgn/FvoIM5jBdwtfT/Au9gV8ceGULw6RHajbB/5pwTnhmziu5+P5M+lfAUQkp7n2iPLQcZLiC0hwCgl2mPiG/hIJ56YZ4AOUAGE+IkNAP+rPI/IOKntRXxAJ+tVl14m4RiQ8j1ZewkUJIotU/QMdvLaHSmkWSTJRqpXQddUfz72Hg2v0weBCgGtwf3V708e3hwv0V5LdPB5h7oL2vfnOlg6GR3alb+ACs2e/SLkMcfKQxrYcQbaVML9HMs1vov4UvjRA4o01rjoO+iLeH8cFO1GdPsjV0DTxm6/sRPwRJCiDbKbqMGboB6mf8a9WgLZhwfQRxvoOsUVtLzWjmCuongN5P91nGWRVSkQ7BbyL6lU0mc74ox5HMcJFyj6fkoLYez1o2+gOSDrQ4CjCAEama0f9SZBKOkHxhpniAb5yn2rlRZPbqO/GFiYl0Nr8tPpGkDERWQ1yP61uHQbmpC0GUI1RP1mnXNxhXKaVZLymeOii16TOc11EXlYXVUD34ONq3/953uEz+F3D9zj1/roy7/k8hRX2lcMC+FRbw1vgqraUy76R43o2mp6/yVcDEVlItm2h+rhbKiO7gF4kvIELf6RJ5SZJ4a+Jmt4ScTuB4XQmuSlV7aqgXtH4OLBTRK4iLoNIrBL9Gvg9kvKnSLhemheO68D9MjK+Ck3yAI0bVzQWLt8FYKxQ7lEln4Wzsd2U113vG30HKL+4pOPDzo7WjoZ8Jq+qPThnbO8o7KcwbiNSzo0xOhDR0JpFGQJOk5tdAXai/hqwFGQfcANNEryewyVFPjsiNNliSSgPcZljiFsPch4jn03/HGOY38C+e0exbP0+VflO63OPgZZRPQyUELcKpNMyXY4hshYNEkj2pvtchGWdNzCy46Ipkw3rbDRPFk38RSSL+qiutXTbMmE1FTY7hiLoQ1RuIm4ZQFpar9fsXwKaTkwo2Hf9EtBHmBuykTt5BDIGnKvrdVePI8TG8RKQfsQ9xAXvC6BBwz00PoqPVWoqbHVPlX9TVf8Cq0hMNTOZwQy+1/i6gvc3a0gisqsumtHJ6gAAIABJREFUgHtwQxOCD99OLHj+Jl8txIW7CBs/xMfbgI1aHvmIyvAyfLyJ0kCf5jqOStgwF5Efov4Yyh60kkN9GZxT5CyaPEYTwbkWxP0eSaEbX27ARe2IvCtLt4SqWuLih+Pl/qHLbu6spFhJPioXymE+n1mUE7njVLd62KO1MavMrNamcO2LizsBwpaGCs5ZFufcBazkOwSEVEovAQ1oMgRsxFd6ERdS7A+AHJnWdoKwYoGD9XUiJE9DjAWKyUFCtYmk5IHHiEtw0RkIXnrqql99AnokHa07CfIuaILqz7AMvFq63w0cTeeSG9P39R4mkjKcTgtUZ7LBRs2mQ1s6I75o8p8lTgPuCAT3sJJ2df6/Kpu6D/V9+DLgbqU2Tc8aRcuTiv5IkBmivpRti6bqOQObiR8nyFaAtzFW/YSGuYgsgLCDwPVgPIFl1CSWPwJ+Ki3LFftcZjCD3yl8XcF7IdZL+2ayb6gG8JtAdpLIybcTc7HS6pznbfiVIsi8D/pLkuJrBJmdVORyqr8d4cItaNwLwa9UtVHMEGQECRrA5UHnorSBH8YXX0XCo7hMDvXLSUf51McXuX9uBJ9sOfAH/3iNL1byAI9Lle7hSrLapWNBIbxZMYnXVR/sXld2QdA6/migB4VgdHykZfPStPzLEE3NrYAiUiSTuUhppBWXKajIBVR7xQUNRM0VzJDlHhI2gg6jugf1VoqW4Agu6iQptjJpdEkOEeQywAJMe3yEpKTAq1QDmvoXSEoADxB3GZfpMKvTukCu3pvrWnIXdR5xfRir/B0mKwjuo+pIZtfD/XQe2vy9xb2Lag/oddCVTLvo04vpcxX1P0v7zo3AWMpW35eWxt/Cyv1vpKXvAWyxsCY9B/fB70b9aZ46hTbpdYs82YO+h43recyPvFod8FgAXomV1euJpgcwAZdUnEYfY0TAv0fz0hkv7hk8G99IA/LrwdcTvHPt/yfFvj/Hym2tGJu6gmUK87CsqhN4GVv9L6Hm+fvl4dtZIn8abvH5g7emz1vEl/XZuswOfPmx4Ds0115A4wjVKyLBbVWWg1+CL4cqYQK6Bvwx8PeQYDUu7ETjQ2gSo34c9QEic1T9A+6fvc3AnYkSatTSOFQqDlr5PHCzhivW7nQi50MnIw7GSolvcM71i5BV7zMCSCYskMlYwHMui3MZnIMkhiS2DFUkBimgieAVxBVAepEsSBBZY0wjxCVIcARxDwBHkLMgZmN0xta2ca154AJEb+LyIT4+T1J+ncmL03mon4dV4nuQ4Cou6rRAHuwyRTq2gF+E6id2HJMCdxeQR+QyVlq/gKm4nccWKuvseGQhyEI0+Rm2wFkMuggL2FexOfBUZ12PYgHTA66ugFBBk2PgHiLyY5DWVPnsZYw5vxeCZmzx8Bgj7sXUmHQtqC4CcnVKifeYzgHNlPyEWuAGK/V32HllHtCF6hvYLP3uyTuQTuBPaV5y6Yl9z2AGv0P4+tjmufYYuJv+VPHxU7cv9jVjAb0ZG5f5m9h87Jfr/PXN4xHwUyybqCpugd2s/xPshj4XW/QoxhzuwchGc7BZ4QJ2Q71Hrn0kJQi2YGS8/4d6c4rPC5FmwqYBKsMHRGQbEu1DwtcU2tH4F/i4EZiDxiMgV4BXQV9F9SwuXCYu2q1e/hrkJyIi6pOzolrSwXsT1Y/y0Nip0qPBCevUfOA2pO9x4YLWhuGO5txWgKgpd2n2i4uHfeJjPLjQuWjF3KK0NNcY4tnsYUQWMFZeRLFYpinKEEYj4txm68/rHOJUEC3In8AFmwhyP5Mw34HIAlxmCeq7sAXQGaBi5icJqbjNDsxRrEJV/tRFMcgl1A+aytgT7nkL0WSh7cN9hAsz1ErPD8FVxWrOUWOT76Jq01ULeONY0NwAfErNmATse1LdZzXgTz2O1zBv8N1TKv+RfW6cqftbC/BXWOl8NxPihXoYdHLf2rAPdFvaW2/FArJi12YJKKAMM1lUBmwhcR/T0G9P3+9c0PvTbAt2Xfyjaf4+gxk8AZkhrH0DyLWPYJrfYCzb/5ZiXwb4r4B/8E0dVh3K2I3peeMpU9sF9zEryV8A/y+59t8mg+id9q+59gQrew5Q7NsO/H88u0/5bIgsIWopE4+dQdwOVb2HrxxCkx/XbRWD7gNJ53V1A77yoWqco9j/HmH+qKqGSFDEZUpkm+5QHFqtqv70f/HPGgGa5rZeXrlr/TVNvFvvvdcV88+EgYu8ZH4VzpuXjQIphTeuz6VUGlTvBc9OHRzbV77T24VXUC1noihPc9NJ4uQquRwEYQZkQL0/QJgtishZVK3u6yKHBLexsvBtYDGq1XOqmOHLAOJKBPmzmFvXp9gCUrCFaB50yDyqg1XATXxlkKfNYKt/G/VH6u4qV6mxqNdT0/q+QS1zDbBFwx5snMwBPwD9NbAaZClmNXoCMxh5FsdkN3ASNACp75E/BAbT2eoyJgYzl2r1R5N92EKyH8voq8fVAGQQBlG5hMgN0PeBZSCTq2cSnEDowsc7gAQJrgMvIPISvtJrrQjOYHa1DU85/j+iecnoUx6bwQx+Z/DtDd7TIddeptj3n2FqS3/0Nb96jGXHl7Be5J9hN7z5mHrcXKz0l8Oy4MvYoqOYPuaAPnLthSf2/FUi195Hse8n6TF/8V6/yCrChsPEY12i/g2t3cCrCDGjiX0oK4nHrxCP1RSz4uI6guwlMi1rRWQWq37QRWV8YODP/+xBUCotX7Bp+f62JR1xeXDMhZlMawANrcvmxmFn63qV4Lxbs2ETQCEKPhz86Ud5HycDwIFsc+Nw5uHwBwDB7KbzmXkt6wiCA4ThCvL5NkSyiHSBbiOIHiGuCGLs6DB7HJEliNxFggziVgPdNual91KGdCNQStXobmE94BjrBz/CssOztq3mcVEBF/Sh/g6qLWjiUV9Pjgzw8Wu48BAiL0OwrPaQgjHGd6eiJPdQ7cSqKwEmy3rVftdHGMnrFsY3aMIC7l6savAspJUKPYWJx7wEzLX+uNQ7l7UwUWJnARN9Z65ii9bO9N9lkE6ci4GXjCXvt4EOgjxA3COQJbh0PEyC4ySlpVRta1WLQAbVYayc/rTA/Snw5895bzOYgcE8Bb/po/jK8N0K3gC5dqXY9x9jN7R/52t61QfAdnLt0xka3Et/noXnPf7VItc+SrHv9zFd7S/OJRD3Oi7bRVLIicguxXWjk0bwjHik8WnisfcAcNF5opa7RA0/EE1CUgKYCCGZhtdn/1v/Pq2b3zhe/viv2hkdXvPw0JUrcRQ9ys5q3lg5e+N6LDJOJhPmVq8buP3Xe0/f/LOfBUtbs7tcEHRL4LY9vn93X++txxcAzXc0P3q5PYcGD1sll7kdbW8dJI4hbBxHgstUxtDRR/3GiMfRtmxI8rMPEkVzQK8BV0HnI7Iv/dbnsZJvBqtyzMIWZ21YNeVR+r5bsSDfgBBA0GGLBLaiQTc++RD1IeqzqcJaBz5+BRd9jJP66sXe9PPpA3k9db47iZmcXE8z7FU2t80WLKguxxYcu4AuEA++C+tzz+XpGAMZArcDYRzkdEoB/xBbCJh+ui1S8iCjoLcxUZQ1TK4mHUNcNeifBEYh6EllWdvSn6upq90coB2JSiD70WQr6o9hlYWTPLtC9CHNS2ZIajOYAd/F4A3VAP7vYcf/t7/iVzsN/Ihc+/2v+HW+WuTab1Ls+1exfu0X/9xd9Ca+cgaNXwLZii1s5mE38ILAeoJMhwa5Y7hwjLBhF4iISITKUJ1a2EqwnlSw9uXR3JqXXoovnf21P/hfrqn0D+8o9g97SHoaF7Q3PL76sP/623+3/1FP726ARTvWjl6+/iC5fbe/Lxe6eHFjbjFAqX+0GA+OLgHwnruRcwMAVMZK+HI/6lsRmlGaAE9SjokLFYJcVpMwIswuMmKb3hFx8zFiZQkbzxrF+q0XgSWoXgYtINKNeXynlQeyWJB/DOxBgg6CYAM+7gLdCPSgWtUkX4Qm+5BgR3pe5gArQH6GyMuov8Okvq+eRIkw1t0BRGbb9uxA5ES6UQTBq6jfBxP+6lM5t9fBlerkWQObwJA0C9YTTPUOrzfss0z5IugAaAVcvazwK4iUqfXuoUZEq8E5MEW2X4D/gOlRAfZjC6MmYD6jd94HbtK0eIawNoPn4nuceH9HgzdYX7fY9wdYRvT3v4JX+BD4Z8BPybV//XKlXwVy7Xso9v1d4J984X2IOIJsP3GMiGQUd4I06Ig5sVlmn2lZhuqF6rPsv26riZpoifRmrur3g+4SEcKVa1c2vbyiZ9ZbLz8sHzxbTMaK7vbec/fHH4/s9uOFPdVDOLrvYlPRysjtqkTZfKbJ9qWZE//0UxO4cdK2/V9524J3Rh0RDvV9xOVxoA8ATWZRGnqN0hDAYrKzf062ZSsuE5BpeZiSqMYQ7QZWgfQCO1H9DXh7n8qLiNzHZpC7UATRFstqdQdw1vrFuhvLrHcauV0vo/FaFMG54whljBx2GZHft33rVazP3ZQqkg1jWWwa7OUUSAPoh1iQT7NeHoN7A/wecKsguYplyy3gzoFsomafW+1x704/3xzK1nTEbO1TroEc1ms/jRHjZmMz22PpebiNtWjy0z6/CtWbaFLvBb4O4xHMT8/VhlTRr4q1wH8A/A/A33vmvmcwg+85vrvBGyDX7oH/kGLfHuB/5LP6Wj8bD4C/T679//4S9vXtQ679f6XY1wH88Rfeh3rFbvodIu6D9G97gDdV9SZViUyhEfWfgDhVX8RmjdNybEoaKxf7FH+cwtAgN49s7vz97csBkmx4MWhsm+2RoUU71nQl1x4O3zt45SAgCkkCIwqHHPSXCuXD2AJhMIyCQpCNmoNsNIqqA5RSAUoFywSzuRCRCFCSykMVtx9NHA1zxyRq+hHgEDcG2oERyAZBFmLchQVAb2pOoliwzaK+B4hNHpQdKHkEB3yMaiuqg6h+hMgP0zNYxLRGD4LuwpdW4jJHLE2QR1SnA8Q1oollwKonrXRNdaEA6oeQoADyDhMiJuqxBcA2CNKsPbyBOZH1IDJZihTKUwKklUNUKzwdB4HNMEktLd2vMsEpeBZUz+LLTdRPj4h0oHoM6H/imCbjezy9O4MvFTOWoN9y5Nr/BcW+j4F/CPwhU+0DPxvKwH8H/DG59u83mzXX/t9Q7LsI/HOelx1NBxdtx5evo8mEE5TCUny8Bx9v8z3Xr8qs2dslk2nwD++dk4754xJlXgFQ1VERaVLVot66eoixnrxUxjYTBA8RaZMF6/eSbUqyjW3zSEpzVsyZfcz1PPjg9pX7Pw8zYSlGnXodiWP/EwDn/YHCaPH12qEFV374X/8bq8lk7hFGJlqiaoQ16Mb7gKrxS3m0gpMYEHw8QlLaB+pQzRM1LsGyScGCbWiBnDGgDZFtael8JC019yAuAGkEDgEhqstT5vlP0uM4ARIikir8BSvRpNuCtn8XlX1IHYFNfb1M7iugk01TII/6wyDtaX/5btoXfxcr25/AytfVrHrq6NizlMme9R2IQJ7yHfsMN0v1e/Dl6cbAmGZxMR1mgvcMfufx/QjeALn2YeCPKPb9Y6yk9m/z2WRGbwB/AvwJufYHz9v4ewNb8PzrwL/83M8VyRA2NlMZGQJt1bhyXYcHHsZ7f6F6+/JVvC4jiQOcu4X36xGp0NzWw9hwJ0nSRNvsO5RLecbHdgcbVu+RlkYKBy6c1nKczf/BW/OCWR0vqMjPKQ4/zCweq9DR0q0/PZKfGwW7AVT17njgu5yIE9WB0Ek3FjU0asqNEwQPieMVWOkV4soQpdJeRAaJolmUywneB4wXsyxs3kVfz2XCR8MqkifXOi6zlufJd9xO9zmK6iXMBrMNWIVNGYBIG6pX0CR1D9NrGLEsRt0wGr/AZKGSTeATlC5wp4CXccFWNC3jozvQuAfCI6BjoG8941M4BrwMmgG9hbprmDteDHRjZfReLIgfYyIznsAFIJw2w7V2x9SFQj1mWb9bZj1jm+mh2oMvv/b8DZ+JDxi9s4WmxUd+y/3M4PuO72/i/T0K3lUYsew/pdj3n2OM3DcxUYvl2AjKKBawT2E3uZP8/+y9aZBcV5bf9zv3vZdr7QtQqMJOEAABkAQIgk2CWHqb6UWzyDPSKCTLE9YHy5rQhMJqOySHw3KMI2RJ1lhhOyZGH+xQODwRHssKeWRpZnrhkN1dWAkCIAgQxErsQC2ofcn9vXv84b5XmVUosACQPdONzn9ERlZm3nffklnv3HPO//xPpvvnk8Ga6f4TyhP/O/CfPfW2IgMELR9Qm3uDSnm69n/+T289MsbaDQCoBsxO1b2+6cl6JzfjKCXh0OR2VNfp/Pw1unowHWvXgOxh7O4JUuyXTOpIfdeyNu97STnUSRrIVZt/7a336WjfRxRdpFjsxNoaYVimWjmAMccx5m3K5WtYu5VyueC20o1E1VFEdlOceUdzc5tQnXRtLPkWLu+c5JzB5fVvAtdBvokzkikW6qt1MxoOulA3eYQUyK542z9zc9nVwLW4NvqXG67aABreBLMB9/vcjSvZasRNnDph7P2aB4h8NX6/imof2O+BeR1jknKsd3BM+Rdxse0X46Ygi6F6F7SLx0dkxtxn0olT8yvgFiiZx4xvnDvC1kZxgjKTICUcoS6+xepSj1oaHslnBnff+iPm7/+PiPmX5PvtivtuoonnDM+f8U7g8uGn4kcTj8d3cPXDL64w7lGIeUOr0Q9q//7/eObGM9Hlmzsiz9xPdadDrN6U9rYh1SgA2sH8SLYd3kRYu73z918o21LxdjQ+ctXMDG87+0fHr53//rmtebSwyveO5lP+wXRb9nTf+rY+bt+7j4hqGDnFrsCPJJ9TQFFVRJKb/Tyzkx9jreKZObzgA2pRG7PDN+h+aQ/i9eI0uGepE7tmcQS9NiDA9al+AJomMbKq42i0x72WUyCvxUzxcYRv4hjsg8AA6H6UK8AcIvtQHUe8lxHTAWxStRPU5o/iZ3tFTEIgK7I4NRSLjauiOgXWAt+GqIq1R8G0Y8xrJGRCt6i4gerriGRRVTRSnJFc2iI3UWtLcBnxDuCiGvtxC5sdgIJ+iFvkOK6Be9RwC4rRWMxmb3y4Sxckz4LfA36d4shvkuu79wXM18TzBJGmwloTzzFcDfjfwJXkPH3jmHznmzo7/eyeTy3sokaX8QQ8weQ6h/FzPnHtlAR5D9DchnKKsLRBV7fc4X64QVpzt0LVIAQ/tJr30v7Rbd942RaHpq+3buxVyaTQkYe9gNLTNS+9PUI6s4Vy6QjG7MYYC0wzNfomQXCaIPdt0i1HaEkfAvOpEN0Dz8NJ8g6i+iIiPcDdOiFLY09c1+NKyEC1SFR9CDqPmFnES6IPa9FoLcr7iNcXh6sHQbbgaqeTcPVd1OZxLVcBiQgLBwkLaJKrN6lI0kmTNQAtoXockf2IvICac2AfkCwO0I9Rex1kEpGtiOxGbQWooXo8Jqc13uU83L1BcQb/Ic4g94D48d9LS9BciqH+XuIxp50eunbiUg5fNL4MXKA48lvk+p5PkmkTTSyDpvFuAjLdZyhP/H1cCc5TQUTag1/7raO1/+t3lycgPS08v0dEnPcXlUdIPEE/c5uwKGSyQt8aacvm/H6n3X23EtnXHs6UPuw++elr2d7Way3re0rS2dEj1aoL1Wczowvzd3RuwBgnaTs/N8LU9CgteUfOmhiKMN4xOvoKGlXaxYmcjKraCrXCCHA7bmpyA/E8jKkg3lkwe8TVNgOMgXVNQzQCja4g/jH3gsNADxqpqr6DBOuXOAYKfBk0jdqziNkLep96g5rY29Yliyz9MvBdlPuI3ERkD2oM2GMgESLrcbXoo84DllbgJVzt9NuIRCStwtTGRlmP4gz0nAtvyy7gT0GewWPWGySkuZ8MOoD/m+LIXwL+Lrm+2ZU2aOLnBM+v49003k0s4F/imr98/Wk3lIEX3pbV62/o6N2F8Ln3xtdPSG9/DRGnlFCtlkllMqDo1ENDrZz8WwkI0YdH9lCr5nTs3m16V41RmS3r7N3XqMy/i59Nke+ZAj2m1y9NU5g+1r+udW5u58Dg8CcPisCxdCaYzQx0H0v1tpWkvTXC88ZJGnMIBaLoKLVaFRHFmHsIUAtLVCqHCYJzqBaw1hCGB6gUj1KZLWm2Z1pEVqO8jkbXANDQoLoRMZucDIlcwc+dQLxZPP8y0Kbi/1g/+aGRLfs2Sbo1DzqK41+8ixN4WUtUBS1sV5P6AD/XIdCG2jkcuQyIQkzqGFrbQNDmGOnVmdex0RRIp4bFI/i5soiXQW0B2A56HSWFSJtjsHtZVPfiQttucaU6AfYGqkdAepBFNd9Q96iTFqODIDtdZzF2g4zhQuZT8XNfPO9lNBKwJwBF/L1xPTjUZVV/0vibwFsUR/46ub4mma2J5xpN492Eg1Ot+0c8i/EWMcFf+e2Z6u//g4X3vFf3e9Le3diX+TiI602tOktUXuTBmdf2XUCjDcBBanM5LY5+iIZdRNUsYfltRI+Q63mbix/NA62tEp6ZvzayKx8TpVKBf27Lf/3X9iTzabU2yv0hZ3Bz2QKVyloqlWktlipYa1GFMMxIS0uWcnk/9x9ANiv4Xo3ibEjhwQEKDwL181doXTsB2g7swkY3CUvrQM4T5PrwMgXR8AAwiKRf0tnRY0wNwf1LB2nvO8PaHR5O8vMoiLu2Gh2Jc+Rgq29QraJ+y4/F9dSOT0A/wJYrYvwcXuqQO6fCMWx1H6m2EWrzhwhaPkbkZZCTwGaUcTR6AzXfxZhNqG4GvUkUzqH2GGIUkYMkYXqnZf4Aq8MLdfcLX6pfwLHq2xC5jyOZlamz0I8AjZrtU9AglavhJVTGQNYj9ODU6jr+HFyhF4ATFEd+B/hn5PqiFcY30cTPJJrGu4k6Mt3vU574A+A3n3ZTaWl/zex664y9ePJ1gPD9d6z/9d8YFM8LcLnaMk6TGyepuTiMKmJSYNsBtDo3SFjyUXuSIDsJ9n3QaWqFU3zzl3qJauHN3/3DeVuLFhjOtlLTyT/54CMEFd+PTODNZUyUASR4IW3F9yfdOWZM+dSVqlZqKVSxIe97XS2V7CsbkuMJqJTXa1Q7gUia2vwmmbq6HZN+Fz8zgfEjYDPoq4TVH+FlvuxOwBhVLevdCwF3zx9gw6tHZO2OraCXcd6rG6f2BNhDiBlDUtdQO4xG22iUQVV9APZllCxq30O8rwHQsraD2ZtpYEl1hCmBPckCCUzzqK7C1s6h9qsk5Wpq30X8xs5jW3D3gNUsvReovYAkLTq5BaxDZJR6x7JXgSHUXgR9GdUNYMaBWSffSg50wC1STA6XRx8HvYYjsRlc2H4u1mX/IuED/xj4xZjMducLnr+JnxFIU6SliZ8j/EOcqEj3027of+M/7qle+iDERr79+P23olzrcf/gL+3HMbRvU+9q9mhpnp8dozb3IuAR5NdhZkrY2k784Bgib6J6hLD0pvgG/DSqsrisKLJSvjG8UJssvhn21/euAUi1tdzDmHUAkkoRThRvYO0Lam0lqkUjYmSucvne971tm6v+C+s+INVmCFraqM7swvOPYNLXQS1R5TBRpYzIEUx6gEybkZjOqmqrIpKRl3/hS7rjKzfRSBQ7JPAV3MJlUJUubG0DLuRscF257iM8BNKqCqq3RDSrqjmgRFQdEC/jFh6qfWDGVJmjVh4RtVVFStgoC7qLKDwlnjcQ59dB/Fcg+hEa7gIZRkxnLLN6Lt7/aPxdlKiTFZO7nWsyA04sRkzZNRbRW07kLhmrBlhTF5HWT8DUF2aqd1hgw9PDo41xvuhqkIu4VsLtwBvAJxRH/hvg95teeBPPE5rGu4nFyHSPUJ74dVx+9ql+H+IHG1Pf+b0fYcwhVCcRtsV64ODyzxMkxiGqdNIQQxU/16leZgINxwTpR7wRVZ2mOF6lPDHNzHTI1Pg0LW3nWdV/ONuS1raulgViUvdX9pbX/NPfnolfqlYqszI3ngEY+1//3yJhNJ2MTXe0AMyXJ2cvz9wa3rHlO7/ab3xvF1H5DJncy6QypyTIHtLqzE00SuGl30DDk055lAyqiq2sJazMqHhHEfMac7fWabr9BLk1PRjvRTAR0zdymuv9kXjpN1X1TaLyXbBLVc6+CowRlRLBk7sE+ZdQvURUcsS3qNTlDHs0Tq63V6BXp8eO6v0zibfu6tzb1wcy8HoHqj4adaP2DBp9BeRIEnqPkbT4jC++6DItHHwSzgAW1G4AtoE5gizylO/W/9T7PNLQRO7gWuY+Ds9aqRDG+67GjxJukfA6rgxvFU7PQYDfAPZSHPln5PouLz9dE88lnl/Hu2m8m1gGme7BZ21gIp63C6eX3bvC0JBFvz/pFOOvwmoV6FQkLUKHen4V5ArWlgijYZ2dm1d9eMlUKhVjpM1vb5nObeof7tizvSYijkWutiSi0wRp5yFGth3HSAagOle8NHX9vkF1H8DYe+ePrP7Ga4eoVV+nVhvBlHZokL+PeCNo1EVtNgXSrXMPL+KlirSu3i7inUF4m7AIfuZH+BmhMrNFJ6/VCFpu0r7pU/FSObx0C+KVsJUjYLejeoJ6GVVDBELHENnR8HoK8c4jZhy1e4F2kEugB4Ez0rE+TaplUIc/2knszUq6dSkLPWHAL72FLX1d41FJ4Tk3hV7GMdMBroGt1h3ppZC7oCFOvGUVMBuT8JKmMk5qVkzSr3sa+Paj83AD16AkEWd5FSewVInfj1jowPYIktatS738Vlwu/HeBf06u77OkYZto4qceTePdxPJwDUx2AX/vKbfsxXk+h1G9DoSIvLRohKryeAuwGGJaCLJvUikfoVR6qFNzQfjgwkwuLEQAq3/54KWNf/c39pMYGGtnKM2ep1LcTFd/osK2qJ3r1PV7a9A6A3rm/O2DmXU977fv256nOv+QtjVrBd2mQctNqrNpd8h2J2FZUHtDRK5ggnlUxzCDjEeaAAAgAElEQVT+NYLW/XjpcaauDeBnTlGba6UyvY5UyxbUfqDiZYA+MNshPMKyPav1SGzT54CPRcw+vHQqvl4PxVbnEe+Qqj0G8paIeJppH3fNUOI1gGv60gCzG2yJlY33cv7JQ1wXr20gR0DXgXQishV0EqRryfjrwFuxB7+x4f3juF7d4NIn50H2g5ZxC7gzTuKVVxoOY4LlS8tyLBaMSTAUfzYCsimuKW/EFRzjvRX4H4Bfozjyt8j1fbzMXE08LxCWCSg9P2ga7yY+C/8lzij+wkoDF0H1FTR8B3ez9MAfjPOwzmBbG7kmHouwWKVNzEPQI1g7hUZHaV81id+SxoxUJLTpls3bK1sPf2swu2mgRKr1x1QLaUqzVWq1ImHpW8CC4lZ+c89FovAaQDhXqbT7/b548sALPE80UGNMPtXfP8faAdeydPz6xwpX8QJL26oJLc8knnIvaluBw2CvYSsPJNOxHg3fV2Q7gPiZL6mXhqhynGo0TXVmGzBDujPCBGeQ4ABwzTV2CbOolrFhBhNMEeQHEW8K51mejA+/DBjESwGIeNiJG9+jc2MaP+vJxoMB1cKnOnT2sI5d/pJO3/lAul+clM5NR+Pr/QouNH0iubI4idP5eO5c/F5jhzBwHcqmEekAOYTqEWRh0XEX1wYUnAf8UTzXcip97fHzdTBdMdsdnOFuwYW5AS6AFoEvNeTUV8KHIC/hUgCnQPaCvs9iFjy4zmWtDa/3AmcpjvwT4J+Q63s+Wv428XOFpvFu4vHIdIeUJ/4argXkch7P8hDpBD8N+haaqGRyEacxbxE5gZ9ZfIO10TCAanQVjYYw3mZgG8Y7itqD9G8/IkH+kFk3OmiGLx4OejYfaWlfcwjVC0TlQK3OM3blLTzvMtm6LLdGei3dnt4HTpIs3ZUfzNOVNDihdH/+Q5AdVCoFDaOyGkEMbSDdElV9JEipDd2NP8g8kCA35BYn+hAhUNVAUI+oOq6qVRJZUPEU8coLr6PqPCZIAZNADhWDjWpEFaE6dxgvc1QyXQdxJViNnvk5jLdnUaBibviOTt3sljV7ztLa/xqZTmX2/gXmR1+hVnxDS9OD0snBuNb7Gug0qr/iXus8znD3AbEK2yLM4Azu+vqxaBlZ9P03hpxfwv0+1uPamVrgHmgG1RdRBPQCakfxTBp0Lr4mRVyIe0M83xbcQuIuaiM3R6LWJqOIvMajmEcki1s8vA7ixSIzS5Fe5r0A14Xw1ykM/y3ya84sM6aJn2E8545303g3sQIy3VOUJ34FxwpuX2l4A94GbiKS5CVzwI9xecqlnhGgnwLDmFQXKNhI0RDSbQW89DmC1nlM8BFtA220rPkIG87iyUeEpVHUfgM/dZp1r3yErY1jCyOIN0+mO5JyqZuGfLeGtrU2Wz0SFWqrUbYF2zbOZb99MAgvXTeVP3ovIyn/ZLCl700REYUW+KQYHztAB3sP5InKEwT5A6iWKD4c19yq9TpzK4dG9RxrtmsG09DeM6qNEBb2YdJH0KgNjdKE5Sy1QmnxZdAIW7lEEkMWfwo/fQUw1OYtqCfrvxSgOqb3P1jLyIUS6daHlKYavN4G+yVmK+gY2NOoWY1wB9UB1E7gvNECIIhfQySLyCVUXwE9gzOwH+A89b/UeJQNfw+CHF5yl+xDKYN9Bw33AgMgn+AWBAmqIDsbppyKr/N6XHi9QWNdR1GO4mrOX43fPNpQYja3oBDn0jaNmKEeJXgUqt2g/5bC0L8D/lvy/YXHjm2iiZ8iNI13Eysj03019sC/x5PyN0V8lPmG+3wRJ/2ZULWSRhgJNgDrXeWVoMiHAOKl8njpVzHeHCK7Rfy47YU/C9FuxJwAEOPN077qsKotUxxXETODSL/6wWLjaOTFaL7Wkuw7GnpotFw+Zzb0e6mM92544UqnFqvfk4HVvRiBublZamE7YOnuVqLKvNaMgckpkClJ5XuoTM/hBaBenTAW1WZw/b9RW6tibUFEBgkLVcRrQ8yM2nAMtVl3ziqOUW49VLeISNlNpHM4L1nBVlU1L2JaEFAv8xFhuYPy7CqMP49VD7UpF+14BPvATmEJEUZZSvYSKSKSwpEN89DQKtTVnde/L6U//usKYg7joipraCgvVCigNkDtTeAGGF+i8DLGjCJmM844D8bDEwGYrNv0kV7ir7m35R2clw/ITKz6lsGF+O8Bl8HsAHuGejh+msex3VVPgL4UH/t/AfxlCkP/Ofn+d5Yd38TPHpp13k383CPT/QPKE78D/PdPvI3IK6geA30d5wH9KY5dLMsEtPSRl6rOoRIxy6wZFPEuke4qkO56D1v5GoCoZpEJWWBa+35WIz0CKu5jPL8jNStGusWTvEnLwehPvgeg3pZ1pDatdjtav66MMRl9MHSCsTFnCPr7z+LZr1ErQK0A4h1X45eIqh4m2CsiLfVz5zxqnZdYnj6Bn8ngpQ8Q1QapTW1SEzygMtuDF1QQH0y6RmVqHjiAmBOkWpPGJCk07ABQa48TFt5QL3MTkX5Z87KraxfvtIjZp6qjTN26prXyUuv9JVwIPADdh/LJMt9WkmtYzEVQ+yHodhYMtx5xOWl9ADKH2ocgfYhcJCGZqd4kqtwmqnwrnqWGSVVB89hoO8YUEK4ujEc/wXUjS77ki8scn0XMBkS2xa+XKryN49qcrkXNKrAf4prKdLgfEtdwjVW641ROXTK2jo3ADygM/QHwHfL9E8scRxNN/FSgabybeBr8Y1wbyG88+SayA3QGF0a3uD7quxcNUS2g3AOd1Dp1egw4gyNvASiqFvgYdAbjV8RL7QB2qNoT2PAo2BxIjVRLDVXFBL4gRsXbR1hbSIT7+eC0GEk8M2TD2g8kk66S9kNEDCKalJGRz9UYA4x3TTSYxvjfJaq5HLjnTREWfwnEYIIPVSRi/mEBtS0EecV4Z2ntL2CjPK4OGUxQJt1xXqBV/RyEpSK2OoosKI4BiKodRflUjFdA7UlFLbV5BT2D6kCDbri7NoCIrKZr82owP15yfe+jkaK2hPHPIeYgqp9S7/JVJxPWrzeofhqH10+D1BACxwzX11F5H+Fr8cijIKuBo6gWQF8G8vWfgHdBjBcA06gKsJ+Y4BdjAscIj9y5yDiOsKdgIxa6mGkJFox3H6p346YrZ4C9IC5tIZJCTaf7uWka5T3QAaCKMIzImvi39Dj8JvBNCkN/D/g35PuflEDXxE8ZmjnvJpoA1yO9PPE3cT2ul/Z9Xh4iXVh+CNGnKNMYz+K88IZSIL0P6ryoqHIZ7EvAhxjvNeAI4p1Doxk0mgSZxviHXfnSAjzE7I/j6bVYwjTjPEQRgmCi0XgjcTONGObllwbEmKXErfics47sFATTdK35GpXZo4SVg0xNnaJvYz+u9jiLrTlCVVR1RrES68XUCn9KkFWKD0tqw/v4GQiyvdjoErXSTtJtY2Q68yD1XKvavdSKd0i3tyDmbbXhGWrzAnavO3699dmXfEmYQu0oGrnrbcMbOOJ6Fvghqm/gIgYRqoJGaVxdtsEt1BIDf8ktxDiKW4g0Gj8P1e2oHQVtQcwAjgwXX2C/sCDs4u6m7+IU5OLWo1JCZL0L17M4yGL1Iugudx76QcNnW0E/wrVnfZ3GBYhqBDqD6vdxHdi24nLpV1CNnNa6ZOI1zzCu1Gwex+mwuO+0ilMb/FUKQ79Jvr9ZF97ETxWaxruJp0Ome5zyxF/F3cSfrP+3mFewtXaQUyj7cZ7cIDaqgKZdGZmMoGERSIF5iAlqoEcQX0VkjyoPnd62iUAGEZlmIWdqqoj3A6KK80a9XATWQ7wIxJP27lVaKnYDqGq5cHvqnkZ2WK16YiQy//5oDbhvq6HXsX9r0Yh0ouohEqIqZNI3QTdy4fh/wDN5CoWrBKmN9L/QA2YEkS5AMKl7tG/YgEiIDS+A7qZW6kZrb6LRUWAtam8AA6i9ga31Y8NPEWlBTKMcbQZkRpAKqkeJqiFiAsQ7jkZJBKMOjSbUdfMCENRMY6Ok1MwCEcL3REwXqGJrk26cZkFbXNTDDiPePMhXH/Mtun2KdxCNjoEeRvUacBPkRZyxPgwcRe09xOvHzz3A5T+Iv6s00AV2M0g95672EqohyC3EPEDMWheWR1FdXTfYmkf1HiLrUL0AbHUlbALKi2h0C+wmoBe0g7pB7olXBNuBY6hexC1eZhFZAySe+HEcv+Cl+FhPxuf0v1Ec/jvk1jRLyn6WIMtl554fNI13E0+PTPcpyhPfAX7vicaL9IAcd961PY6YdSDrMd5FbG0dMB7fgK+JyAZc96kqrn73uJtCsphUO8672gmywDYWATX+acKCC3V76Sk0GkG8TkT6pKXtnAIEwRxBMFwcurN/0fGNXlr4s2NH32VS/oKojCQ7ACgVe3DeKGzddRKR1YjMi8gA8BCRPGJSAKrhCDY6iq1ast1/inh5osoxTDCFnzmOmCm8zAmMB7XCOGLKi45JI0OckxXfrUkUPUpYAiVq8EAVpyj2ZsPGR1gqU6qgGp1BTItgk5D1XPy8Dqs1CFfjBQmJLGkNug1oBa2gzIKO44ziRWA6vkI13ELuDs5rjUTEujl0CiWNauLNDsc580TaNB1vPw76EhodQKOk5G4SkQYWve5EwzHwjsXH54G+hjKMRtZ9N3oK5GLsWYc4HflBIMm/J3nyy8A1VPPx9evl0Rz42zjm+9uoDuDkVpto4qcCTePdxLPi93G63P/RE402QTe2Chq1gRkCexUxLYh8iGveAV7qPrAF1VnUPsDWZoFEMlRxMpngbvSKcgp4GZEcoIh/I/48hXgeIn2qiqxeNRa8vPUULS1vAKv4cd1YL4XWwgKpx/xbiDjuU67lNOlcXOakc3FF6VXE1G/+YaWPqOxC6X5uUFItLmwtZhATvI0jXLmFgEndxFarLE7DKuhNnAF1FHwvXUW8+4g/iZgh3P9vDxpa1IZgjwOvgNF65dQivI5aVDmJmAGRRSppfYjkEBMzs3UK6ET1HNAX57rbgE+Ab8bRj+VU0BYzu60mdes1kCuITKJaAz2ESEP9tYDq8fhcq/jZTcAmVKugQ44YZ0uoBmi0GvEfonoUNAvROuqh7wzI67h6+saysRML19vhJeoLlM9CGxCS728a7p9BPMeOd9N4N/GMcP2/fwsXVnx8HW0CMdvB/AD0NYh6gZq7MZuzDVHgEJhx4S5vI3ABDXuAKZAQd0MGd8N9GbfhFKpniaoTVGfrZWGC4OeHKI6VvBfWJV4Xqio2siV1YVJrPNMaNwZDVQlL1YqXb+SCLcJuNr30fdo61+OlA9BhwlJF0RmyPavE+LOVY8ePR/fu5TSsVnK/csh5sZWpqvq574mfzSNSdfl6nYwZz9td2N3cAjuE80QVtEtrxbv42RdB50XMNuAOImsR7opQxXm582qZA3saF5GYAinjPEtgUUmejf9uRe2o4l0C3S0iq0i+BNUzSKxB7vTOE7LW0o5cT1oyOA/mHK4cax7UILwM8qhwipfqQPUGNqyRNE4RSYFsRMzGRWOjyiToXtxiogbsA86DWY+Ih2ovLrWTnLNTtnO/sRyOWX6F+uLws9BBYciQ73/WJipNNPGFo2m8m3h2ZLpHKU/8NvCHTzTe+Bk0dN6QKmAHUZtFo5uIuY4Yx2J3nboOYjiIRp/EAiJf+4yZB4gqp4lK+xa9K/5FgjzU5sapN6lo/fT9K2hkE4+rcKlYuR0pLwDpndVa+PXf+ubye/GDG/QO5AhLhrD4aWzXfKAdYQaRNjs51R5ev7kZkWp468G0v2ngFSozkF9zBOPVldOUo6AHMf6giHcYL/01VS1hyz4uBN0D2oKtnAP5RYWPEL83tqEtLNIPj4aAtzApN1dSwy3eSbygHj5XvRr3Dm+8SHfjMPYJVFtBB1BSLDC8uYzLZ8/hZFGLwHDM/H7A4l7gcah8YWFhEPm6K3fTY2CXEedZdCw5jLcT47uVFPZjbDQNmgGp4QyvxPsr4sR3DgA3gROO+xCLuDi9gIOojuG0zg1Orz0ZfxwXLn8SGKBMYaiIE7X5O+T7//gJt22iiZ8IVgoZNdHESvjXwP/3ZENlANX3UXsctIQNW13LSjbTqD2t0WtxjhSgGw1fRe1g3NDksZM/8k5tbpcYU6F1w3nE+whARExmYFVjo5K8VdI4sQ+Zn1yqD9KA7r4p8YJDkm7bLkFOxM+0VT/8ZKr8x+8OaqlSVBuezHzjYGfr7/x3I22/8zvr/a3bpla8JNrQFtVJfTbWYK/Ghltw/6e70Vri/SYeYFlt7fvx1keBAugZ0GuPuSaPXiOJPVXYiZgQ1X4caWtV/PwVnIRqHsfY/hqwBhNkMcEA4h9DfEX844hvEN9H/Bx4w0AG5QRqL4Hd/8i+AVSrqJ5H9ShKFdUaNjyGrQ5jw1dAdwCdzgCrD2ocwVFbG87HwzU7+TJqT6Da+P2mcSHzKeq17Jtx+eyn6Vkf4Mhv/cC/oTC0THOZJn7qYOTP5/EXgKbn3cTngwuffwf4y08wugt0M8miUeTFBTUw1RIiF0huyGExBPER5oFRTLAZ8T4GM41jITdMq2BrdavrZS6ThHvFF/FTaTq37tbiyBHKU/vX/Y1vnL/3h9+/a8tVX9J57RF/vlIqTaDQ9sKWAun82fiY4mlUQJTV6xs9NaOqFVQjb21finCmSrn0FmovYKMHGJkn3TFFqsW1wxRvGvQ0jsRVRZiMiVfzQELAChBvFhsOxTseIgp7EP92fJIzwKfAlCJXRcwdMakN7vhQd30F4AZICXQO1Q/rF0lnUJ2FhjC6kEQrcrh2ow9Qrrkcd7IditppxDSUs2kxFo/uiL+PtWg0GM8da5fLDtAtwFo0rs93KZYKMAvaDqRAZkEstjqLyCmcd1wDjiPeHkd4XAKNjjZwBCap59r3x3yIHyHsdjr7cgi1Z3ENSRrxrHfdDPDHFIa+TL7/3DPO0UQTnwtN493E50em+xbliVM4Ja/HQ6QL8Y+iYULs6gR+GD+HiLwCgOoIGq0GRC1/hlBFPBExr7jmZICtlXE30Ri23lgi17cG6EDtDaLyHKq+GEHyaw6plzm99q9/q23tX/3yWwCy/hdGD4isXu5w1daOUZ6oh3oLIw+ACJP6SOEelbmvpvbs2Bqf2ztUC2Wi6hvkVltgt6TbLmA8d04mOALaENaX42L8t+svzVmMvxcTWCrTt9FoMzAAeofarDNMldly7IlvoW3DEbx0BsyLiMT/xwsksp3xdfwYG77ccErXWb7zF9Rz2gOgA9jwONg8iaCOeKdhwdA/xIYXcI3hdsektlWoXeNahgJwOeHqx693gDay6C6DCeMe5kep1/0/BPkhyC6MSa6PxZVtefFxRo6UZ67gogNlNLqP6/VdA9YiMQkSvYFy8zHnPY2LMDwL2nBqbAfI919bcXQTfzF4jhlrTePdxBeF86xkvAHEO4DqD9CwFai5kK3sAWaxehatTbucq8Q1tdEalE7QpVKVS2qdl+5IJwkLm4EexEtY6Eimc58a/3tMXg1l7aGPccQ3tDx1lLBoY6EXQFCRzoX/fWsnSLXeRPw0IntR7aE02QaM4AWfEpbzRNWkrWbs9Zv+xjNfcnyh2vDYws6MP+scWTEa5EcoTw7Hrn+RxKtMtd92pVoC4gWgb0F0A/VKiOxCbRVkELVlVDOgFcRMNuyzjHgvutx67TQgRLXYV1YAg/ihOBZ4P+JtQvUs2Fac/OhNXK59FejXseEPUNuGC0OvBt7FlYJlHQufcZyXPYbIapQ18aU4A7IXWbi6bfHzFOKVcKV3kzhjPYTLVXfHczmD7pj/V4HzYDtxC7Ckf3vDKWvS6GTjI5+5UPrnQS/wZxSG3ibff/9zztVEE0+FpvFu4vOjPPG3gb/9RGNFBJEMqkkO9Gj83IYxXUjWhTY1HAd6Gize0m5Pi9jPkmoR9YIRosoQtcIcaA7nbXWg0QYAjWqn0LAmXhp6dp3R2dsR4r2vAHP3dmFrjWHxe/S8vK5uc/UmJlgoBRORDZpq+y5R+auIHCCuR08GA3PLhnvr8GjU5latRw5M8AYa1nA52gdITE1Jt60TMbuAcRdqBuAFsIPgHQU1qD2M6kln2GEhUuFwOy4hc6VayaEuWvjYcZAekJvxie5FjYJcxRnSHhJja6MMIo315N2Ityc+n0ugO2LiWHLVZtBoMC5HS94cw/UcB+QsIr3USwLB5ZlbQTbGx/spynWwHaBbcXXoj0K1gGOXp3C66cvhi7j/rQfeoTB0iHz/+BcwXxNfFJ5vjZam8W7ic6A84QP/KH48BURxpUhVFmlp22HEbIpf3aHOEAe4hdM7T+ao4W7MEs/TLsbvw/h9Wiu4GmUXFgXo1lrpXbCJTOag+Nk3QU/o+MX9LJf7THddFy+Td6xqHdMonMCGx0S83SQNSHK9b1Aau0lU2YGffRk/647PhoLxWwnLw3jpi6Q7XkblRYQRFnLIbEFkHPQCyCvARseM5hMR2ayZnkuotoHOEuTvAhBVpxEpOplYVgP1PK7IQZREMnabEyrRYZw3OobzXOfQqIJqFfGygEGjEFcXP4uYHtS6e4J4BcS4BYKgoD044ZcRnEe9CTSIiXI+sAHxltTYJZ3RkkiEXMQ1CpnGiby0AVdxixRBjLDYcAOcBDmIK+sai3kQWfDixYlOu880BLszll19H1cC9jijnSC/wudPipeA/4fS2K+S7f0MxmMTTXxxaBrvJp4N5Yn1uBKxt1ca+ghEPMRkcIIagiNtzcUqY642V5lGwwpIgJhWXG5yz8JSWmSChC2s+omqVrHR6XgPm5JatAZuVop6P2mXjPWz++l99YwWH1ZQVfyMc3FtzUhudQR2VFVh/FaZ0cv9dK+b19buD1Bbz9362VlSrfVFhY0K0rYhS1Q9RpC3IpLFRsWkO3dcttTRwDGPy8IAV4q1C+iRoGUI47+p1t4AXSeuXed50FeJotM4w3Rs6ZWNr00X0IFSwrW8BJGXcCVfAyJSYoF5Hf8t5gEi/c7oU8bpl4+TiLfUCYJ9wATIFYzZCVwDKYKMO66CnUdtETTEBItrw23tRcSrxdrnMXSKusEebBg9juslvhNIcvlOGU71+/Uzlg7gTRCwWNBPEMmiehnsNVx9+eL2p3Us7f397BDjA/+W0tgvk+2tfWHzNvH58By73k3j3cTTozzxa8C/wtXZPgsWy385T7YFJ8SSNDw5jg33g5zDC9xN20aDuBDqHCKKyHacMdkCegSNfsFtquMkhszEpGnxfYKskwMNK6FWJ5Ow8zZJt0bk1l4Xz3eELFW0Ontea3NbqcydoL13N0MXFLXXsdF+CqMfgXVErs5tZ8QLFjqUoXYQL9MhQb7uQZoGCXgbDmJrjcpkyd1lCtB6qN1W4mszQGUyVOSKM/xyEvE8ly42IeIVWPBsPeI5BDDY0IvD5sk+ktLQxjtatOhZTI+7pnY9akH8pLXmFK7kSkFCxORAqoiJZUppA+3AhskC6RNsbSeLcSX+zpKLNc5CyBxAyyCxJru0I/Lt+IO6apuqa/25HIxJxHviM/SSbWZAr6G2hOsu9kK8xRxPVy62FA9ACi4qIeC67f0rSmP/KdnepqBLEz9RNI13E0+O8oQA/xz4rz7nTI0eWRXHJH5t4R3VELU1xDsGalH7IarzuO5ReWerzBWQPjQ6j/MUnWKb81AT+Ih8EE86I7Z2GQhUqzXqJCnIrj4inl+v23UNDUrUyie5f+4g6147yeotBt9/SFSxpFstUeUDQAkLo0j+GGDI9k4TtG4Xkcd5euA82pMNrw3Og64C2bhGWVEtOe6cpkBO4KzDDOIV47rsk/F5P8CJl8ThbfmEhSYiZhKNzoJM4wxVCczduE46MeA1EA8xRcTcBSkjXMdGESIGdNZdezGI1IAqqopGYPVDvMBDTICNroLN4BZ0bUA3aKMnLeCFJN6zw2UW6YlLhromu9tWdQ70HO5LD+NIxfI144+DSDvIvgXugOpDNLoSX4ONTzXXonnNp4h32CkFkrD6/xNcp7J/+MzzNvGFQZ5jJZOm8W7iyeAM978A/v7nnks1dPrmzAKvgKx2Ye7oHpaLaLgH+HLcrOQsqj00GvfF6AA2IOYCRGXUnFIb5cR4sQcrMQNcz6JRTIZrMCqp9uPiZx8R3BDjVzSqOZKc2j3StiqjYflIvflJvEbQ8BjYV8j0fETQ+raItK9w9tklJC9QPYLTiW988wMAEbGY4ADIR4jZgEgnak8CbyHeIEgK1/LyHrArDpm7si4xxGpln4LdgssZ9wJRvAAAG80A7Rj/JiKb4y5pfSDXQV+s10fHxDbVo9jQgsYtRqv3CPIG9A66SIilL34kCONOcCx6D2bBXMXljas4zXcFnY+/Jw+njQ4wB3oPZAa4RMIfcAIqNRa1mf0MiKxCTQdEI080/nFQUnGtewrHv0jwDyiNDZPt/V8+1/xNNPEZaBrvJlZG3eP+/IYbALvB5VdZg+vLPRbnXndjJIfKCWw4Bpp4M+sfnUOTfHaSBPeBNrAHuXXiE/Uzt+nZfE3a1v5isgGqU0AVtc4z9dKXSXXse3RuwKRWkWkbZ8O+hOVexAQWk17MehdfaVl/kdnbhtnbgUIZL/0huTVZyXQ+SpiyYRkNT4M8REwvzlApcGrhOB1mGnbyEWK24RTYcIIvnHAEL6n3zXabx2RAqS9QhDJKotQGrv92YsAXh80bJnLbmjGQD1i4zrbK4vvGOmqFIbzM0u2X4hQiS/gREofbqcWpkxR1Q+36otdxNt5vAXQ2JrEtxQOcGtwTwCbtPp8dIp/V4/t/pjQ2Qrb3X3+ufTTx+dDMeTfxcwtnuP8pnz9U7qCatPS6AnLHeXsISVmUYx334qX6UT1BVJ0l6XC1eJ5roFXE2+Veh7NIMAmMozZLtbCRsU9HaVso/fVishiY4Bwip0l3hbI4zF6HmH4pzd/VwLstIs6Q2VqBqFLvLtc+rQsAACAASURBVGUCK6oFqvNeXGaWAxnG1jqozj5QP3OdsHQfyGP8EkHLbkEzOLGTQSCpC3/0/FAnk6rRx4jZvmC4AcTrQuQxNfXL3KyUT5f5sOKOd6FeXpc8J5v0IlJXJtPEM16EfqJyGhNcWBDacaz0WzjCWQviL2dUG0L3jxxfY8DzLC7cPoQjt51dZi5wJLeVjbdqAfTNFcd9NmZBliq2LcUfUBobI9v73ufcVxNNPIKm8W5iJWzli8jfqUZxKPithnaV2z9jg5tADs/vR1Wx4XkWlRFpJ9gXUX4MshkoItKlql1x+RB46WrDhAu/dUm1diJmG0oRG911RCmtohpigt2IoLXCeXv8P+yUr/6VtQurd40mKY7vWpgxv+o86DeZu3MLEVfiZoLrGO8QUWk1c3e6SXdOIawnClPYakpNKpJHE3FXWdSPG4BMLM/agwlqQI2wdBF0A1TXAsOY1BW81B7qDUHiMLJeQqPk2iqqo3E+2SJyBiQ5h2lMMOveZxbMONhEJGcOMe8Ce13O3F4B3kSMxUt/CWf8oc5wvwJmN1pLlNimQd5y+XUu4vp6VxsU2JZDCHyXJNyu+gFqRzH+L8enkpSerVtuY5YSIR8Le5EnERT6jAkQf5zP5jaAC+f/O0pjh8n2NmVU/7zRKDHwHKJpvJtYCVtWHrICVBX0BvAWqrdxN98xl1ttGCMiLhouFaAf1zbyDiIbMX47NnKduBzWAHlU+9DaZpS7qN4QKGvXpmFm7+WICkaLk9+TtoENIDOY4AGutrcEtFGbvUciJQqADGKCQfzcPirzLcxPrdWzPxxkz1dUPE9QpvDSP8RWPcSvglY0LE8jxoqYB4g5gDOWFaAdkU+IytNE5VdBPiRozaNSwk9/7FjKXAR6QN5E9UegO3EktAIis6BV4KWFxUOQb43VxxKsWeZa33E1z5Spa8grdfWxm4hE1PPFrSCrQMYR6UGpAN0Iw7gSMhcRUOZweeYCYm6wICyuNm6uUsCYPDbYgq2+x0KvbvGAV+rDeeh6kcvLDceQhDddf3J4DVXQaBDVxohEEppfBXoc2BQT2IZxYi67cBGNL7FIOnfR9bmJ2meVRAWnAvcxdWLdSmgFvkdp7BDZ3qaMahNfGJ5jLl4TXxAep4X9NLiK2ntodAqiFER3IOpDo+OoPYVG74MN0WgO9EcQd/kSBsDsAzmOiIfnH0TMj3B14QvSZ/FTHxq+gIa9tPdvIQj24fuvM/bxSyBbxHirEBlApM2xsnmAeEM4D7KGk+PcjIaHqc1d01sfu9z2gxv7ELMf8Q5Luq2LbNcuxBwm3dIPrEOjw6jNgh5AowuE5Q1E5YCo8gBVn7C0052PWMLCK9hqC8Z/GWO+jcgunNcNkEGjVWi0Ho1ewkZxSZZ3D/HOIaaRuf0oVO+gegJ0jbt2ZqPrGGbWg9Q7tiEeJliHCdZjgg0giQe9NPetOGOYbJcFdiBeC8bbhXhTcYi8CPoqartQewy1H6DRV1D7uHvLKlTLoB7oIcf4XojCH8Ll42vYcBC1bRh/A6oPl5lnL/AxLvT/Co6wdwcwqB5zkZ5F1+emmzNcD2xaOtmTQyYQcwiRYOWxC1gNvEdpbMOKI5v4wiBILOj4k3/8RaDpeTexEp7d81YtouE10N0sGyLXt105kTQ2pVgcVhUJQN7GRu+BDRCzD2Rea/OfxkpjMdlLZ6nOjwM1Um1v0v3iR1Rn9yF+TrFXxdVdlXAa7FlgAD/XG3v6ATa6j63E+VrdLQNbvy9t3RfUT6ukWlwATrVI2o7gpUZAxrBVBb2ADac1rF0g2/tAwtKIy9OjWpkO8TLXJdczgQvpjqNRCRsOKgSozWOjCsYfRO38opuAn5tCYvER1YwjuD2q4N6A2wsMcLcYOVr/SOZB45SDRtiw4TMKuIYeJVzuvYjLVVdAH6JqgRToUkGT5GCTUHUAvI5wHTCo3Y/yLsZrXzIenPLd6Yb3Zp2GOgI6ho3+DNRFZWxtHGQKL9gDTOC+v3g++UbDnJtxvIENoEdArztGOavQ6ChOLnalMPfKEPMA1Q1PabzBRT7eozR2kGzv8Iqjm2hiBTSNdxMr4dmMt1Pb+hR0JSGXloa/PVfSpSOI2YvqPdAiakfikPIdUA+hRpDfBFojqs4QlQ8AV8l0rqM8dYKweIrq7JfdcYSrRKPb4G9HNYtSVZEU6H3QAhChtoStzDdaF2np+AYtHSel7n0aFTMhxttGkBdVK9RqNZTtwDzidZLpWq9h+TRRpRMRZep6l6tTToRJdALxQO1hATSqXgX9RaIQkBML5WfI6AIzW6MjqF0L7AT5fhzGXo6UVWTBYJtSg8AJYM81mP0AjRq6mfnXluShl7C87fs8mo+HJ8om2q+BOYZ4yzDD5XgD+3wQNCF/ncZ4SysALuDkUb8Wv57FedyNaMEx9LMup69dYG8A74F+/cmOd0UMIebzMNRfAN6hNPZlsr1LG+008ZPAX1Cv7T8PNI13Eyth41NvoapgHyIcQM01512rB/ShOgH0xMIWw3HJ2IwT0mA1sAXVUbR2AhcajXB50G4ckekqMC4ib4OgXvoaUbmE6gOqs3OqUYbSVHrx8diCI6bZzU46k05q840dqG4g3quLykpEkjxqXczFz3gY85BaMaAwPklt/jBe5gz5PiPGv6eFYQs2jfjtVOfGSbeP4mX2UJ1LrPIaqvN9ml01SJA/qMOf3GNudEa2fnUVxm9biEIE2RuI7Ed1GrXr69+BrMcxqu/hjFFDaFozOMGT2yCJtGhCYmsoO8OCvE9izFRnEEk+F5xXPMMC3UcmQc6DPgBdBzqPE4KZj4Vy2jFcQxd05Nvj/RrEnEe8t3GLiuVKu5ZDyGKZVHDRgWQxMovrV95YhncK51UnHIqPcWVgL7iHHAM9wOfDLcSfB/pXHPnZ2IXLgX+dbO/siqObaOIxaBrvJlZC8ek30WMkN2uRrSBbnbG2p3E32BeAm2C/iqLAOdR7iDFrcTe3NTijk8aVlMWhUA7hukglnaSKqL2H+GNg23R+6HWWQ1TNAbsQ/11U0ziCU+Jd3kW8tCz0xAbgTPz54ht1rTCnGt7AVg02nAVOY8NJokqkai02UkQQ4SR+ugvHSh5FSCFehJ91xjYq5xDzA1pWRSAZxLsprvRrDmQYzIuofQ+NXsUtaAoaVW+B147nr6KeJBbAA/HFCb2cBtOHsA1FUI0TcmYKooQF7iGmwZOWyziBlOT1JVxTj+R1EZFXY+P8MsgUykuxwV8dL3gUdBrXrnQOZ7xbMUHaqbRxMBZcaQzrP+535fFo/fWF+HkUKC0x3KPxNYrD+lquk+kWsAPHaeh6zD5XgDmOmL2ILE+Ce3rsA/6Y0ti3yPY+w/9XE000jXcTK2M5stBKsDi1rHoNtUgKvLfR8Gb8TsIiFpAyoutRbYuNQQbHxDYg612NsxxC9SNnJADHGt8t4GP8t9XWPnzcwWhxTMl238XaLMb04udeAGYQ8xHIayILhK4IJ1W6fGi0PNXG9K0DeP41xFOMtw8NoTxx5f9n783D47yv+97P+c0AeMFdnAFJiRJFSqJWihQlypIoLpatWLKcJnGcNI5vkpumTpo+dbbbLI2bNmndZrm+2Z0mddre2mma1LXz5Ca25MibuO/iLlLivlMCwBUkBsDMe+4f5/diFgz2ZbD8Ps8zD4CZd/nNAHjPe7bvAa7g6gpSP1NJR2uRabdxqd2kIjuWq98q6aisPUkaZl1h7r2ddHuMIqQb70T1G0ADkj6FyNOqepXrR+9F45n0gs59eJrgbkPhHm/at4EsBveOhXrrTgEtvv3sGnaDcgfodFRv22dtg8JBCiSevfictsh6P+ZzHTaPezWw1UcIDiEyHcgiZHEzIM6/gfD+5JOzVjV9zWui3w+aBU2qrxcAR1E9hRWTHbVzpi4gbqlVnMs5zOhX9MNzmvK2r/2g5flokbko233qpdfPsDqyC3HPdivSjRzrgK/Q3vx9NDZ19Lt1YGgEkZbAFKa5/00qELcejXeCvq/Kq16HW+5A2Yu4TpRO4FGIcyibgFsgs4FnKG+KvgszsD3FMbpuXcEKrxSkgMhtEOvz7rha0I4rizCltuvUz94sMxZGUp6/TEZd9prT1FRDPbMWnvMtbIsROYvGzXaDkTpNun46rv4GdTNsMpqFmM/63duxcHdEcZrVXCxEvACbqpb0pb8fK86aiepJbE734t7WZUgdLrWOuLDZirOkHpE7gWP+805h6Yfzvg5huq8gd7aN+hGrchOhPXnLWBj9Tf99q29xa8VC1a2+wr0dy0Fv9XvdQvggFu42JTORZ0BugHQg0oTSAvqg78k/krwJSgsbRc4hcsX30Fvhm+p+f9wk7XGfX5uAHgQeADlPZW2fSFL814L9ntuworyH6XM4iS4aBcOd8DLwl7Q3/wmwOUwjCwyGYLwD/TF4422YAVA9C7wL2o7GoIX7LAcpc8EtRNw80A7QnO+Pdoibh0g1LfMuernQSjS3URqb7q58XttbdmjbuVJZztl0Xl+PLthhXUnaTP7WEVLRPeLSyyr3LztHXWMncUeFQIicIT3tLVJ1dyNuGbAL56eTubrtImLSrpI6i7jZdqMSH6A4TasOqd+PSy1HxKRBRepMj5w1QBrV8/Rfe+CnqKXWoPE+700Xny//ugeoA30UuIy4B7HZ25Vh4QuUzsQWl8we9+hmKoeEqB6AeBV2UzDd0iXSDnobG+P6NvDhkj0uU+yZrhhxKvdgxrx0bvl1VJdgNwXPAYf9e3oe86ozoEfoDZvaVpwTr7yFzT1/rOQzKmU+qpVFfSPJx/zjCu3Nr2M3RTuAvTQ25frcM9A3QihYC0xpBho2VyyEeQmb/jSbQu4C5u1WaJPr3Wj8bVy6gGozaCsa51FdATwPugdSR7AZ1EVEFqLc8AIdZTrZGhcehMIWkBwutQyop+PaSW07V1VJS6+fukdFTlPoWASsI9WwVe54sO/+3/rZK0E20XH1eYoCKEtJ1d9ExPfDu8RoXiUJ50pqC5J6DuhEOADuOqQ6rdo9XgaFI5DyBWTxSeL8eVz6GshGRfN03uhLQ9sodF7Apa/a+ZxDC63euF5BdZOPAmwEbUPcK6hesAI5CphBjSmO3VqNtX4dhlJpVbmBeeK3sbTFFcoN7i2QaeB2Yp0DbaAfAk0Dh3F1S1BtQOOvo4V6YIudl6TyOlc8nrRR/B1bEZtqByIv+mjMc36gyzpEHKo7gfu8Zz7wqWMij3qP/AIWgVhLT6W2KwM+3tCZC3zcPwC6aG/eR9GY76Cx6dgYrCMwQQjGO9Af7/by/GlMazrJQ96H5SvNAIqAq99I3NmzrUm1HVhNnK+nmlCQ6lNoHiS1EefKJ36JzLIit8qW5/gMmreLvclzHNK2c430RtzZXYwm0+/aQTS33wu+iEynYfZaTUebaW9eQhynqZ89p0wpTlLT7as7Ksn0MHHiQ6+NwHIkvQ9xVlyn8Rk0fzdx1wZcKkNcuIGrm4PIOlVt5erb7RQ6ekQUeqCFeygVVRG3AeI1oDsg9jcwCnDY7LCkoCxtUBynqnoDqAN5BJHSSMNeYCWqvn1Mvg7iW7T0MaANYTFJcZhyBLvGvIukmr1a2jlc6mVi2YkWcqD3U2x9a0bEpxRkDyIzfTRmBXASmIPqdkRW+19I6RjX96H6pkVxhiA+JbIQtAXlvF9z8e9W4wKjFjnvlTqssO1p4FPY/+GCPvcIVCDF+9FJSDDegf74CvBrWIvOdSw0+QAWxl3c556SWorNkbYiIVWT4BRp7Paa+kIL96KiZRJGqoegVDKz24jHSHoDkqqnkLtG3PU8UfYYwk5uN88F7bVfXTtv5lxjH2nPHm+rYQ0z7kbz7d8m7rJRnq7+bTQ/10LQgLiSimcpqXJ2+xB5wnu9WayCbBbEiyB9llR90aC2nT9BoaNa3UBPCp23Kp5JPrPKymsF2YV5l++WbBsDT/gfj2E3GoIVj9VhHQKVw0tm2HsBy313e7xJzjxROWtD5P1+t3PdNw+SWmez2wvJviUxTl1B3HUDmInyFpK6B5FZwFmqodqF/Y32NyykL1KI3Gu9+ZzFxs0egHgN6kr70mtBlvbmNI1N/UdhAlOCYLwDfRNlbpBr/efAPwx6X5E7wb2GFuZiBj+L6hHsJqC34RJFXPoCVqg0x3rHOUGcF8Rli1Wk0g5sEEm3kar7CIB23TwLzJK6aQ2k6pYp7OJ2H9H/rpuPq8YdIq6h942qknjZLTTOmw9MR+N9xF23bXKmtmD51UQW86r3uKdRLIw7gKQOg37A2sQMzbdvIdc6cGMRd3ZWPNPblDCHSFEERTXZJo9qjIj63vtZ/vkY1WNYGiCHhbhzWDolB3oZ5bQXWWnDCgk60HwnSCeu7pAfxXq/P+MzaKyYF6mIpCH1IFrIAw2oHsN00VN+fQf9vgexMPozqG5AvCqfVc/vsfkndFAmBTsYNEdST2HdB8kN5/PAQTTfBOmjiPQxTGdUSfk1Xa3R+Scmodo8MKWJMq+Ta/1vwE8Met9U/Wzy7U9TDGU+0tfmZcT5ZUAn4jai8VLvmHViRmK+baR3IO4ZVd1FXDiC5ltwDe2IZCC+QceNC+Q7Kg1bJXNpb9nCtHmD86xSDULcBeLaRGQxAJJ6GpcCIjMsGl9Gu/LA3SAHuo1OgqSuI/JhU5OL64h1syL1XDu2ovJ0g0JEId0MdHrj+Y6FzzUmzsdQNnNJgDokpdjvqQG7MUnU1hqw1Eg9ZuDqEZnnf14Aehw4QbE/PGWvSZ0V8WkMXPaFZHnMk58Besg+KGLgJqqLER6wvDkQx0esCl6ykF+Auh2m1y4z0cI2NM5g4e2nsFx5qVzqYNlBtU4Di/r4ufK6GaU8EjS2NBKMd8ATjHdgoPxLrLVlcApT4laTijZRyD1FT0nL/jB1M419eL3bS9xNtycnt4EORFrRQgeqtxGJEZmOygzQM2j+Zn8n0vbmuTQ2DfK6LCtBrhHnF6qqSuXOIiCpBcS63ULqqeUVB7jlk3IdlluWe1QLB7lxMo/GMxgW4qwlSyNry9PZmNhJKxYSvgolU73s6wrMsCah2bji67vARuC2F11px1rd7vYFcBeBg6jOAznt28oarG2Pd+3zIsJy4ouxmom7vJpeBLoc5BQan7Nzxk8Aj4AeRV0DFFai+R24dBvoyxRvPjYDa6oXi/eFtmA3IF2UVqD3SrwGaEFTZ3vphhhtRkokZmoQqs0DASDKXCPX+lPAVwe9r0utRabliLu2EndVFIbJJaALdFHVfSsRt7HMexV3GxAReRlA48Im8vk7bbJU3EZ62st03e57Ipft+Ahdtw5TP+OxfrdNTi1Sp6n6gxQ61mJtVdU0x0FSzwKvWTGbNvoQswPOWh5Vj2Ih0YXiUo9rY9MbdN3q/XjV118RHte0N2ZJVfzD5hDrcXqvV8hhxjsx1knOOvk5S8852DeAWf5c+0HrEXcTS2ynsVawDiziklxvTmA9+f6zdjHoTZBNmCGtB54AuY3G261HO74OHABZS5wHcdt9CHs/sH4IhnsDpgLosN/dQLXGs1DIohyF1GzfSz9W9F6AGZhyBOMdGDhR5mvkWr8I/Nig9xWJSNWvxqU2W5W5dOLqFiGyCFVF443dqpbisBnYzO5xHI0XgdsI1CFSQORFcLsVfVa6Q/PxA1i4dz+phtNoPKAiH7118brUD7Kd19XNptABxM2Q6sV4C0ja9zYLqF7C1MXywCMgD5vxYitwnzTMfkQzj6a5cXYj+dtZNLZwtKQOkGq4XjRU2olNXYP0tCuYF5wo211F4w1Ah/eSO1Gtt3PqBYvpS2noHCRVwK4J7cA7lLdxbcc85l1ooRmb+iUgF5HURxC5H+Qyxfau90DuwG4GjmPtgs32PB/EvGUrPHSpNdZZpjFxR6LO9yYaF0DXW3GjpBFXvPHT+F6QneA+NPi8pl7CiiWTHRcymBsl42GIt0JqLI138LwHS6g2DwS6+XmsKrkyBDwwJLWGVEXbjYggqXVl7bXSuJV8e7X2rbmgJxFX2ia0mnzHXtV4JchyUhHkbx8DF2vuykXytz9Y5Tg9KXSs0rirVVzdgEvPRdxyFXeGuNDW4331vtOdIHdiIejkyZnAatDdQE5c3UPMuX+dxvEt2pu/RldbxKz77hPnip+7xqX97ol2+CZE1qK6FS2UGru3um8C/LtFXOWCvRfNeYoKZqVsB54G3QT4sLFcx8LfitUhHPI/L/E57sVAs/fCFTPM1UebamEnNsEsDcRIahqav4ikpyNuAVrYR3dFPO8AH4L4LCqnQdZann9AbWLvYPr5w0RXoHrLS8OOBcHzDnQTjHdgcESZq+RaV2E58F9ntLwBcatJT9tHoUPRwhMUvaQUFKulVfUscdd5VGdYb7PEIjh1dTcpdKQodFRqYfdFvd66fEhm3lPe/4zsI1XfhdTdjSDgx6mYESqQnuFAHvY9ycnzCQ19JNKrfHZSMlxF94lzC5k+/yNo0yZM3GYzyEozGBKj8SbQ6UCX9zKK59bCAZLCNI1bKC9QA0mlis/pRYo3ZAWqU1nBfsXrfifvw4yr6hVgKSZjei8Wjl/st2nGCg7byo8cv43mk2LGG+DuwskDqIt99TuQWogWXsU89uTGZJGlXPQA6nJWvU4BE5JJJq/NpbuYTvfRX4viwJlOqfrb6DPESvqpioScdyBQRpTpAn6bXOuXgT+jOGd5ZBF5gnSEjQiN36bQsRg4n4h0qOpB8u0PAYsQt6FMq9zVbaTQOYdCx+CqczuuPaAz7m4TSR0iVa+4+scR6dlrLVW/HSzz+n5ZnvAh3ncQtxbV3aArQd7E8rV3gp4FfRIkyesny3F0V0mTt/ihLsFC4cmoULv5QGJE5mDqeG2ovovpfhdA1KrFBcwzPwjSBnoZ3DFESkd9tvkK+wUgJxCuWG6YFiys4rC+/9n+57OAQ+OraNc9FNMksyCOUNkIJUIs6GZsTvkxTCRoacm5l0Pchso+kDXloXRtA17Hii2XMaxfWSVxV09BthHnbSyVMWe0TxSYOATjHRg6UeY4udbvAn4U+D36HPAwDETmI6n5uGmgepm44z1VvUW+/R4svxtDD+1pu6IWOnvmzatznfS0AzL9rjR1s1bgSsdmjgpd9JCNrYbcCTob2OlVxA5AnELdBaARXNraqXge8zjXeAU0h6QEjfcDKxCpx9WVe/qaLwApSPmpX3QACyHOAQ+g8ZvAkyA7/Q1MouD2OMqbSJwm1m1+5vhcYCY2KvROYCYqV5HUwzYNrlApkrPY1qBvm0BNj/qGetB1oPtR12TetybGa6n//ErHjIK1nz0C7ttYeH0u6A0sDfCh/j/roaD3jc5xuzmKfVa7CWHzwRP6vAOBXogyCnyRXOtrwO9ihnz0EHkfruEacdc+xD2OxnNAdopIubHVQgddbY3Uz0jR1b4ZzS+luze8m2vUTT8k0xc2EmUeF5day9hxlqJwST/INFSfBr4D8oI95yPXwkLvSBaAnVho9VnsYg9Iym9bfhUzcZbEZUwK+irD4tWFXlTbQTMo91ZJX79H0SNOqtSVuLABkbryojM9CvGdVCtMLLIC4puobKXceNVhc92/Cbzo3+sGJLUSkQ/Y9LB4C3ZD+SijxzxU9yAyGqHzNuwaHfmvn6a9+RVMKjZ5nALO0NjUn5ZBYJIRjHdgZIgyzcCPkWv9CyyUPnoeicgcSdV/iFQ9qvE+Cl3XiDuvlXhmoFoH+qSkGiDVgKrG5HPfotCRpa7xhkxfOJMos1xE1ozaOvummQEbbxKxkBdQNoAm3uZtrF/7OPAQiZY6gGpp+Lwafowm0LM1rDLnXSmxuhsL21fSYp87t+z42loc1KLrUT1ZnH2i70C8gL4Nd8JMbFjKtpJ1XwbpRORFNN4FxLh0qRdeT1y4A5FmkHsRGUWvNdaS0HkOu4mai0VWZg3jwHsoRhaexYz5x6psp7Q3n8cM+VmsQ6D0cZrGph3DWEdgHBKMd2BkiTLfINf6OPDTwA8Dq/rZY1iIuCdIN4DWd0G8jUJHA3H+ycS1xNWfJd14WQodd1A/a67MWDg85bKRo6P/Taogsh5lG2geuAdTdqvW5nQX4jajhaRgL4VVtyfG3ArvrHetE/xQEjgG7g6EvViV+DZr2fKovglxBgvnvleRk85QrAYH1W1o50UklWjT5v3zhyC+i8HncK/5dV8C6SIZt4ooGjdQ6NqESz8F5Im7LgCPevnU0+Dae0ypGz4FYBfobVTfshsFnqS8IO4dLBqRxgz6cEaL9ibcI5jccO+Sw+3NnwV+lcam3ooRJx8CuNAqFggMnChzG8uB/x651vuBH/KPobWXDQSROkg9R3oaaLyHuhmziTKnRdxiBpRbHlUUOIeJkxz3j/lUk+McCOZh76Cv95W0ozk5ZBXpElFqVERA5TYwDaQZ8NO8OIxziVDNDuAZkK3+5xzEMygaoOugu/z3HZjHvdG/3+Sm7QG0cK37vKoXIJ6HGbL+uIV5ko+YgIs8BPEl73GfxULWyev7QdcSd522dZbJ8C4mLpxH5DuIW+sr0ntiVfI3sQlrS6tuU85mun+HhTdRaQKXr8izPkjx82rz+zzHGFS5VfBLwDLam3+YxqbrY3zuwCgQjHdgdIkyJ4DfBH6TXOvDmBH/ODB6Ax7EPTXEMpWYgc8vB6sAvl3xtR1T7DrhH8eAU0SZXNmeudYIeIUhfw7yDDavu7+wf4S43nL5HZhkbak3Vhoir8x570DST9nNQHwnPdXWSmnDCtxuYII51xFpgzhiIIIoqrsRdxfIA8A+X9V+GXVvIazAwvbHMeP+ICJrLCpAT9lS1TzE11BeQOOjuHQDIkvKzhXnp4E+SnJTIW4XkrrPNPKrsgMo7ULI2bnjq6h7B+lRQAnmOa/xn8l+TDNe/dcnqmxf19vHM0Q+DOygvfl7aWx6e4SPPT6ZE/a3fAAAIABJREFUxAVrolpdLyEQGDVyrcmwhx8C/k8Gr241Glg+Mcq8PmZntKlhmxhW61Kfo1VvWFEYCzCj7HvU1aaFEd8EpoNcQ9wMzJC8i0UFxNrQuNtrjc/zHm8DINYSVjhjBYOASAzUlRTCOZIec1tnHrgB8oxvS+vjLcVbibueA9mNq48Q9yAi10ByfmRnC8QnbFt9CtiCRXWOoPEKkmlvxeNttMr1bnK49E7ErUPjTcT53m5uWnB1p8qmsBkHKbbhgXnrdT66AdBl0QpZD3ocZB4wqw9DkqM7ykHkfz6Mac2PhoPVDvwK8Cc0NlXWM0waVi1u0h3/plqJwMiT/uR/3qOqo5oirCQY70BtybVmgL+jKLpRCy4DrxBl9o75mXOtfwT8zPAOopUtUx3AXkwlLVFKuwwsQPUsWkjC7d5Qu3M2GIW3KKvMLpvRXdFzDcT5TWjBDJ+ktiHynBn1fOl+YEVT17Eixg5gN8i8qqFp1R1ooRO7EZhpRYh6jdS06Ti32G/TCbrH3xA8BRRQPYvIY6huQuO1JcfbBvFzPc5ji34HtL8c9Blc+gR283INm2E+A4smJGyGHoWPR9C4i2KqaCeurr/Z7JeBM1g6ZCxkV78J/ASNTefG4FxjzqrF83THr//AmJwr/RN/OubGO4TNA7UlyrSSa30R+DzwIzVYwVHgw0SZ0zU4N8Cnge+hOPN7CMj6Eg/8sD9WZZ96omhW6vVWVJnraawKvpJbmCxqAcvZih1HS1XS8sBNRBykl6H5RHnsBibS8pDfrgF43orRdS9IHnjacvB6iLgrwtWvQuQokLGqeb3p28XyQKv1cvOcDyQcAWJELE8vstbEXeJ1JhATVwtHe/o13C1IygEf8NvjxXAqj1lFg1/fo/yGaiCdBQv8Y6x4EThIe/OngL+ksSl4chOIyVuKF5g4RJl2osyPYmHCL1GleXiUeB14voaGG6JMG/BTwz+QrMPCxy30rEo+R7FHurRYqXLk512YwUkeSVHVAZBGf/z12E3CckrlOsWlETcTcdNxqVm4+ocw7/8cRcNdyUrQp0FPWWibS6SiZYi7irjHQDoQziFyN/AsWpiOFi5ZC5rmzahToHs6WYIqsAniPEMXNrmFpFp8RKL02OvRuLLtqkoVuFbmyjOonhjiWkaT2cBfAF+ivXkAY1EnEILlvMfiUQOC8Q6MH6LMAaLMD2EX47+kZ3/xSHEW+AHgZaLMlVE6x8CxPPt/H4EjPYcpj93qfkb1NKrtqF70z6TB7QK308LGsgvrD96NhdH3AF/HDK+N4dT4Blo4RNzVRqHjqH+0mCNePFHFWs75dQxkxOoSYB1oHVo4hMZvEcdvW/80gCSh/wLwfX7741iIeVnZkeJC0gc/kwHN6K5KAUkd8CNHqyCtqF4ueeJC2cuqu3usy15o6/ncuOEHMC/8I7VeSGBgBOMdGH9EmSNEmR/BKrH/X4oKYMOlA/j3wCNEma94dbjxwi9gxmgYiAN5kUQ6VHUfNsTjQeBJVL8O5BF5GpH3IW4J4p5G5G5EVoE0gTwFMgdkJcgslGXYTcEyNJ6P/U4eBrKIi3F1O3DpTT78bai+iRYWg3sGC7MPlDSwAvRRa+dy10HaQbeBfs2vE6xArEBPw72xRMDmCUyBbPAk+fvqf3cHQV8CnYfGu1Ddjeoy65UHP+71rqrHVb3Z6zlVFdX9Pe+BxpQFwFdpb/487c2TYwjKJPa8Q847MH6JMseAnyDX+u+Bj2Kym0nfbG+CFNexdq/3ME/yvZLHq0SZU6O97CERZa6Ra/0E1ic9zB5gmYOFt1uwwSazsWrml7EhF/jzJEamUmGttEXsMOWV1aXnSSHyDAjEha/7HPYlxK1D3E6I10BqjSmg6RL69oRPknjp4g4j4o1wcmHUDr/NRSR9C3QaGp8AtVyyGe6Kqnt5AvRteg/bJ1y0XnddAXIQU927gf0e3vWfy3tYO+CzFH8/T6PxLaAF3A7QRqy/fVr102jPSJIZ6/esf51HgBzqziNSqQU/lvwk8CLtzT9CY9PWfrcO1IRgvAPjH8tJ/37Zc7nWaVjF7wIsz/se0EyUGZpy2Xggymwl1/obwGdG5HgiWZQG0P1YXvYK5olvxPqk38CM1DVUc1hV+F7QK1gYvdN/74+XfgqNv4EwG6SAuJL8uc4EBHEvmBSprAfZjBbmI+5p396VtENVcs3O7dpB3wXaQc9ghrMTmAlyxeaPu4WImMGWFKjupJC7Btpz8IjINJRZoNfpS4ZV3HGQFFo4jbjkpvCIX2vSdtaJ/b15JTrZgBbyaPxBII3G7SDnENeJSC/G29+JaH4TSgdCF9Ymucy3k3niy5CqpfEGS018h/bmByZuNboEhbVAYNxhKm4H/GMy8VvYhLCXR+RoIjNRHsHmWDdjeejEQ11AuRLZTkRWonob8yA3gCbKa4pIF5Ku933PeTTeSZw/hxmlGSD3g+5EeR6R93xYfiFxfiNCFml4BM2/ihZeoui9Xga3x/LLcp9puGsLVjFfUoGvl8DNrmIYc7j690O8kTh/P2i5ZoApze0El0fzy+lRXCZbQJ4EGpHUG15udg49Q+YX6W4Pk12IqwO5G+08hEu3Im49qvd7NbtO7CZpGWU95xqh+X9A9Tms3/4wSAaRvZTPBF+Dxpv6ENcZK35r4hruyc/kvS0JBCYiUaYAfDfwc1iYdviI1IOsAjmPVfQnVCZYK6aHEYFcN4/YgaTqKYqvbEdcIy59D7ibIIt9/3MdsANEEVmICLj0aiRdh8heXPohJPU6uL3gDoKbg8hHsKjAJlRv+PO+Bu5bmAcMcCfEe8rXpwdB1yFSj6TWkWpYiGu4iqQ2gtuIzT3vBN4H2oWrK7nRk6NI6iAu9TwiMxBJIfJBrKXrOBYNSHgLM66+SE1ugy5DOI+rewS7kdkKvIG4xYi8bOkEGrGxpWDzxxuBl4BToO9hfe+n0e4bpIR2kFoLF/09Vh8ycZnk1ebB8w4ExhtmwP+IXOtXgf8CvDDsY4o44IPW+6xpzItsr9iqXA5ViMGVC5wUL1QNmBTpMZy7E9iHxg7kQcTlEVmI6iZs3vWdCEt9SPwuxDVDvLLi3E9bCxizgFUgexHXjsrDwHEo3I3GdyHeYVc9BjqPSkTuQHkUkSwIPoqwD9QBDld/CYsiPOyHrCSKcqXcD9IK+h0sx/0oVlG+EOvzxo7Jeqw/PQJWW8RAsqh+B7uJuQ+rPdgPLEFkMRpvQnUJyBFEvgtY4D31hIvg0oiM9pzwvjgG/OhkVl+bDATPOxAYr0SZk5iQxk9jFdbDx8LT93ojVNkDnVwPEiN+2wq+9FuYN3oC1dtofBqN260NLb4IEoMsRNxqRJpAfaua3ovldB2wAWQNSCPINKpPVSv2RqtO9+sVK95KHURS7/rXOkDn0tPoJlzs/k5kmq+sX4uFsXOI3OVfexJcA8h2oNM8dbfRFOfcMz5hmkiezge3HXF1CE9iKYfSdrF2iiH55GbrLsxwP4LG+4kLZ1Bdap9J943HYcS9AbIZ5Ci4DMJMX6BXC9qAj06W4SXiZEwe/a5D5GUReVtEjovIv+pju6dFpCAi/UrDBeMdCIxnokxMlPnPWLj7zRE5pkidVXPLdGxGdkLiaaWgezLYQ3ZuzWAh5enAYqDJe/Dr0cJ+4JoPU28DLqHxAYpTz1oon2iWQ9wBrFiuOi59k1KpVsuzJ+1Lxyg19D3f4LVeXpgBKqgWzysyB3HPgtuCuCcRWYdIBOz1n9Gr4LaDO4npt6+G1JuQmgapiyBbkPRj3gBH3cdVXY7q19C4BY23Y3UM5zGjr1hb30Yk/RAijyGyBpGHERqwMaK1mr/94zQ2Ha7RuSclIpIC/gQbDPMo8MMi8mgv2/0O8A8DOW4ImwcCE4Eoc8oPMvlDRkSRDRC5F+ReG16ibUAW1S2YoTlKceJZFkhaodqwwRyKeaXbrLJcBRuykhjpU3SHmpmNDdtIPP3HEdcIctkb/oewYR4nMalTodimBtZ6dQ3Ie7nUfsRXtC9VtcWge1Eetqr47s/iBaz63mEX2JXAZsR9yL+v6Zhe+6HuNjbVhSDbEJmDupegkMeuqUcRdxotVAqemF65uNeR1CLE+c9K78QK5JLr8QrKb6rGit+msekrNTjvZOd9wHFVPQkgIn8NfC9WS1HKzwBfASoH4VQlGO9AYKJgY0X/GbnWrcCfMnTpz3IslA4anzbZUcAMbytmyCFp8RJZDtKM6iFsBvjj3thupXy62RKsJW0hFsYund/dDCxCZAGSPo/yNpBBRP35Sq9Lh7BitkeABQNTzpXbfWx3GuQG6Bso6xBJqsGPgtxn71tn+LUn7+cDwElUNyDSBSwDjRE2gLzgP5c8pL4JLEPkYeJ8ZVThCshJXDqHuIpOAnGg2ykf5tI1gDc6krwO/NoYn3P0kTELLmdFZHfJz59X1c/77xdiioMJ56lomRSRhZiWxQcIxjsQmKREmS+Qa90L/A0DG3gxMMQtBhaj8UGfk30c8w6aMVGcpIjqLVzqBVRPYUZmD/SYqLQdM343MMP4UslrZ+gOqcsiXEmPs83kvo/iAJUqMqP9vY/U82h+F1UvgnLWh8PBJGAXgRwGnsfCltNQP+RF9QzEXVjuehrwPIoDdwLhGpbbfg27MZmFyCv+PbSgZQV5V5HUbcRFiOsRLvWUas2eq772UeM08Akamwr9bRjolZY+popVS4pX3l3+AfArqlqQAVavB+MdCExEoswBcq1PA1/EWstGDnGmqKa6FeIlWBhZMUN+tbidLPHfLULZADofE8tJYR70DeCCN9wbKE7ZSi5c71GpuibypA/dx5h3Uj/49Usade29SOOXXhlXYrnlNb4a/ygwG3EfskEp8T0UR38ewXLtatEJ+QB24/ISPWuHBKs2B8ghqbOIu14Mk1cl6V+/BOSssG9MaMcK1FrH6HxjhwgMoJhsDDhPuSLk3ZQWVRqrgL/2hjsLvCIieVX9294OGox3IDBRiTJXybV+D/Cj2J37HSN6fJHVZgQ1kR5NvMbLqG5GpAG76AhWTHYSK2Z7FOuvPg/dhTnrgY2g0zCtdIB5lOfWk/MuBhaiPeaUD4K4HvMo52NG9rAPoVb2zj8DusWmfcpTQGSGW58FOeHTCFsQV7qOpPf8FCbVa962Pb8U9AR286JI6jAit/ox3GBpgTxwDqS/ud8jySdpbNo3huebiuwClord7F4APg58onQDVU1uhBGR/w58tS/DDaHaPBCY2EQZJcp8EdMF7/OffUiINJrh6e5vBss9KxbavUhRiOQVzHC/CbxquWVKe5gd5unVFZ/Sah5fUlW+CptyNjhUTwOzQGZbD3WqGVf3HJJ6DtxSrJp7r39P3/TN6/VAl70tvQuoR+QRxH0HVz+Lsla9eLofYRr7870DmgNdC1xGY//+5CAiK8H1og1fxn7MmcoN+v0OnT+gsel/juH5xp5xINKiqnngU1gV+RHgS6p6WER+WkR+eqhvLXjegcBkIMpcItf6/cD3A79NMdw7Mohb7z3SdVjF+SKrUuc9oN6MF6+ZwcRhHm8dlr8t+J+X+eKszZgYi0LVsZvXsBzydOAp79Ve8M+vokxytAoa38JkR+/w57iJ6lsQn0HcXFQagZx509qBSew+jeX2d/mjJJ/feuA8kj4G8W1wadBO3+d+EXgX9Amsov4ScDca282HyFXgbURKJWh7IwmTDz5NMDQ2AL88Ruea8qjqq8CrFc/9WS/b/vhAjhmMdyAwWbARp18h1/p32GSof0vvQiaDR9w6b8CdCa4A3SHvbu9jG7AQkXv8zOt5mIf6OvBhq0zv3nczlkefhU2DAysOm1V+XslibWybME/8iR7blHMGkce6v0djr/TWDDxT9JR0D8hTXn0NVN8GXYYZ0k1Y9Xc9mm/G1T1TlGMXrKite4pZAUsRnLABJbyMFek9ixXu9WO89bh/T21Y2mG0OQ/8YxqbxrqifewJg0kCgcCEIcp0Af+JXOsXsTnhv8BI5cPFrUP1LOCLynQ+5qUmV0nLZ9vs6itYT/h3AdMROYRVkd/j91/D4Fjs9z1Ir2NKwdTXvIFWzYFmvPBKE6rbEXnWb7gUdAMW6t9n74d5ft+1oJexEapp4q7N4BSR2SgPUpzZfQZchMjdqM5CC5YmkFRrdwteOZeBNKpdEJ/wimrvYZ/h23YzMarcBn6Qxqb3Rvk8gVEmGO9AYLISZdqAz5Br/X1M2OXnKKqeDR2RRcXjCKjewiqxr3sltsewvPWjWEHXtxH5gN/7Fpb7e4nBk9wgPIyFuudQ9f1ISd5Y24AHUN0D0gbaDnIA1WuAIm4eIu+APA9srujgmY8Z1DbQJRA/6F/eCi7lFeruLfHkW7A2tyS8j+8ZT9iCVbjvxlr81oBuRTUN0oXIrSF8Jr1xGysGXESxoj8G/hWNTdtH8DzjmxoNDRkLgvEOBCY7ZsR/j1zrHwAfw1Ta7hyx41tu+gn/Q0nltTYCy7EhJglpinrhA0f1PNZiA5ZLX977elxkQQHdgYXt08BT3YZZSwx03PUGUnefbyl62HviczEv/wSwHvQsuPMQP+hP0IW4UkEVf6zCOeA+xB1AJAmpr/Cz0iNgLjbSdD52E4NVtdOJhd6Hcj1OigWTiW5tWJTlIWxwzA1MQCeP1Q38yRDOERiHBOMdCEwVokwM/G9yra8D/wH4F1QXkBgelqNeW+KVgymlLcMq0Qfe/qUaY/nnx/rbtGQnE44RaUdZgkUFroDeBBpQfRj0mIWuNUbik6jMhPhc99oktcHP6O5AZBEav1t0yiWN5c/PY6M97wLaIH4IZE9FW1ga4m22jUtumN4FTYruHDZHfR2DU1U74Lfv77OcheXujwPfO6UmhdVwXOdYEIx3IDDViDLXgZ8h1/oXwOcpn/E9sphX7iVWdT/FyVsDpZVB93prG0k+XWQPVrF+CbiJ6hI03gV6B1ZI1kXcdRqnO5FEBU6OgCSfSYNvH4uxlp/dULiJuCafImgG5qPxJiR1i/I54AlrQTYikqjh3QF6teT1pB7hHvqngFXEP0ClwE3vtAMfo7Gpt4EtgQnI5C3FCwQCfRNldmK52V+kp3jJKCArQB7HjM+xAe50pP9NSrCQ+NNYREGwMDJeOOVBYBciq0GW+j7vG8AVtPCSyb26rUhqsQ0b0UOWx9ZbxPE10GYLc2tS8LYZmO/PWY/I/YgsrbKqDl95njAbpDS5nui+l+pfV3IDC5E3YzPGB2q4wYRYDgxi+8mDc2PzqMVbq8lZA4HA+CDK5Ikyv4uFpb8zNieVpzHPcStwtuomqu1eYW1l1dd75yzlhs1HF6UBS3qbfrdI2mucH0LED11xpxHXALobjTeALvTHmm4ztkvrBPQk3YpzugGTci3RbC+jwUcdkvdWB7qg5PUL/mtvY04vYh79emyk6GD47KQXYpmihLB5IBCAKHOaXOuLWB78dxipiWW9IgKsBi1gOe3lmNBJwgWGJo3aUfFzYqyfRuPXsOKwDZa3VkWSHLfbDHSB9taqVeopnwBsO9U9wFr//F1YLrpaMV0Hqm2gR3xOvrTgLbkOz7DT9MjTnqEoKTsYvg786hD2mzxM4px38LwDgYARZWKizB9jleNjNE9aUiBrgQuobkP1iK8SH6K4jF6peCJV8v1DCOsRmYfI8yAlY0rdCqABjTeUVaN3H1ZLJ24t9c+dAH2Q4nW0jl4LAHU5xDu9CExlpXq7/9pCz2lTpxia4T5OmBQ2qQnGOxAIlBNl3sG8yV+hXJt8FJFHMeOXwkLQM/vevgLVU2jhgC8iKyVf/FYuURw1CsXoQjsiM7Ee7fWg1Qx4DLLRjiHX0MIWND5TXKe2eCW3q5U7emZhs5qvY/3epSS66asw9bNS+sqD90YyKay3tQQmASFsHggEehJlCsD/Ta71VWzs6GBzz4NH3CpvNPeC3g00DXznuJVuYZQyFpYc/3m0sBd4CPQQ6DVgCcgxLNR9DOslXw96CNVWoN6Gm5BH5MXuY9ks8wUoryKsxYzzAco9/Wos8I88Ft1QijcqMeV573aG9rn/NI1Nh4aw3+RCGC8jQUeF4HkHAoHeiTKHME/431HmxY4S1pu7koFXo2NV4WVGroCFoMEK40q8V7mJzc6+gaQ7cPXv4dJtfp9p5l1zDOSajQPV5yBe7+VVk/O1YBXfj4LOxoxvPZZuGOhnlMaiG+sohtpzFOd649/D4CIQ8Kc0Nn1xkPsEJiDBeAcCgb6JMl1Emd/ADNaOsTmpJMNBqnEDCz1fRuOdEC+l6PGeNk9aTpdsXzJ2VFYBG81exu2W/3arQbb7KviHQZZgXvAHS45RGkc/TFE1rjKn3MDgWYGqYob7nZLnB9sTfwz4l0M4/yRFbIjdWDxqQDDegUBgYESZPVjx1Ifo3bCODCIrzdDKfqylrJTTmPBLkxdkacDUxjaBNCLyEBZCT0RJ/BATLSA0Im4Rlnv+bh8aB5HnETmIyHxE0hBXtmTV9/L9OlS3oPomqp1eM32wRFgFO0C65D7hevXNq1IA/gmNTe39bhmYFATjHQgEBk6UUaLMN4gy64D3A98atXOJNCKyAuQJTKBkIzZCNCmiS4FbCfIqSDPinkPkONbrfQFICrZyFgLnNHAV1QZMyAXfr51gIWtlE7jKqVs2RcyqzueAbC557XlMR7weeNlmhw+KFOh9qO7CiuaSG6O5fexTyS/Q2FRZCBdwMjaPWry1mpw1EAhMfKLMBqLMi5jxem3UziMyDXHrTTNcHgW5G2QHcBphDiKzELkL2GLTweRexC2k2PM9HdiLTfKai4mtXAJAtbQvvA7YgMhaxK0BSdrlbpFIl4rbgKQX49Jr6Fk17um14rwvHOiTaHwNVT+qVPcNcN//DXxuCOcMTGBCtfl4J9ciWM/rw5gG8jTs91bApB93E2Ur20uqHWMaVhE7A0v4XSbK3hi9hQemDFFmK/AKudZVwL8BvmfUzmWiG1axrZwF3YQVfRUoFXmxqnWvtKZvYUNRSpnnvyY565vAZZRnQY+DtvpBJmBx7DxwAtwLiFf+kPRqNL/Hr2dhyfFikE2giXjLQEkBc/zQFAXXNsCxMb9OY1OV5vTAZBZpCcZ7PJJrqQM+AvwQdmG6q5/tN2EhxQcwI10A3sVkFddhalBzqux3DgvR/T3wVaJs20i9hcAUJMrsBr6XXOsK4New8aOjd/UUWYS66RBvBu7w4fWEmxRlUpdgnncijpLDQtwx4pLX7gN5DvK7sJD6A9j/FNgN725whW7DbecXcHlwC9F4I6hDUgsRMaOthWMkgi6DYyl2MxAMcqBXgvEeT+Ra5gOfAn6SwSlMraUo0TgY7gE+4R+3ybV8GfgMUfb4EI4VCBhRZj/wg+RaHwX+NfBxRitFJ5JB3SrQt7uf0+4e7jV+o0bQhpJ9IlTTwEn/mA0yC40PYxGuy+Degbj0+rgKkxutOH/K66Kn1vV4zcLwCTED/wyugjuMyJoBbl/X/yZTEJGaDQ0ZCybvO5tI5FqEXMsvYAU1v8aQpSGHxTTgx4C3yLX8nA+1BwJDJ8q8RZT5PzCD+AXMgI08IhHI/cARVG9AvBi0UoJ0WsU+aUQug3wI5BnQb4NeAHkTXMrma0syX/sYuFdBXqC3QSrlnER1J7gz4E6BuwauFWQPPVvLKukC9+4gDDfAp2lv/oVBbB+YBATPu9aYkfws46c/sw74A2AtuZY92EWvHbuxeIMoe7GGawtMRKLMMeDHybX+DvAZLJw+sojMQLkTCsdIhoZ0o4ex3nCwlrIOYAY4V5ITTSOutK/7BMg84JtI6kVELmGzvU9TfXIYmLTpWWA1IvdVWWSTbyU7CPEcLDQ+Fxvz2QHkwV1DysL/A+GHMGW43x/kfpOfkPMOjAq5lhTwZ8Ana72UKnyMahfZXMtu4M+BvyDKhp7SwMCJMkeAHyDX+hTwH4CXR/T4InNQ1w5xF1Y0tgO0HVgBdILbBbLCz/ZOFdU19DImj7oRuybmgVWITAOp9wYg0UF/1m83D4sodAHbsZqSxzEj2vcaYa11h2kB6ERkEDKwvRLqVaYYwXjXlt9mfBruvljlH79KruVTRNmv1XpBgQmGib18mFzrOuA3sVazkcGl1qByDriFyDpUC2hhC+hcoAuRejPggOW7wfTE20F83lqPYMZwGrAQ1QuI3Atg+2PbWT/3OeARevfGe0ckRf9a6APhk4zZLPYJxiT2vEPOu1bkWp4BfrHWyxgGi4Gvkmv5fXItQ5GEDEx1osxGrNDyI8D+ETuuuHu8kb2JSAqXXgepLMitii19NbpsA5lV8vxciupmO7Dw9jx6Kr0txdrTFmHe9xbKpFjHjJM0Np3sf7PAZCIY71pgrWD/o9bLGCF+HthMriXb75aBQCWm2PYqplD2UeCvGZEQsNyHedZmsJ1bgJQZaDBZ0l0knnSRpMVrq4nDCEBS/2HtW6onsTqQZ/0+z2IRhLnYdLGNjB0j4b1PToK2eWCE+UGsj3SysAr4NrmWkcjdBaYiUSYmyvwtUeaHMQW0/8aw+5xlBXAK6+sG+597t/i6bgOtMHwaUxwukkwI24wVwT0BXEP1ABZqr9bDLVj+fB028nMsmNb/JoHJRjDeteEf1XoBo8DjwHfItTziIwuBwNCIMm1EmX+KGcFhhoNlGckkNJHZlI8aTQGdoO+CXgLdgOrfoVo6U3sLSb+4amwtYN3h8kpaMa+7GXgPUzQcC6GVkLaaggTjXRtW9L/JhOQxbHBEK7mWz5NrqQxTBgIDx2aJf2YEjrQSC3GDGeIkpN2ISZtmMG9/PegC0E6QI6ahznJvtHdjnvQDFCvPK7mE3XA0YTnyafTMk48Go9M/P9GRMXzUgGC8a8Nk/2ebianEbSXX8mFyLcvItUyv9aICE5IvYIM3hoHMwgos3/P560WgrwP3Amco77opIC5G5BFEzmF/yzt9GhtbAAAYI0lEQVSxsHk9NtykGkcpDkJ5D8uRL6GaLPHI05/wS2ASElrFakNLrRcwRjwGvNr9U67lJHYh/P+ArxFlb/ayXyBgRBkl1/px4Ajwb4d+IAE0i+px0AI2kxzsb3Qj8IgfFaqoNntvqg7VTsxwJwNQqrEReB9WAHcDmI5IIhTzGKo7gGeGvvZ+Cca7KhJaxQIjzlTVDr8P07n+K+AyuZYvkGv5aCh0C/SJFbP9OlbNfXjoBxKHuAdASm+es8A6VFu8eEtTSZq6C0sDKd066T24gBn1yP98BZHpqO5C422ovg1cG/qaB0Qw3lOQ4HnXhmFcgCYNiZb6jwGQa3kHmwn9JWAbUTZMVAqUE2W2kmtdCfxH4JeGfiB5HDSZHuafklZwiYF+CNUtvle8HQuXv4Wpp13CesATdcF7Sw78DtCB6lnQLmC1vxF4CNgDUiHbOiKcJUwf653geQdGmDdqvYBxyIPAz2HVvfvJtXySXEv4+wyUE2W6gD8Z1jFEZoF7EPOsEyrbrQTVLqw9DEwKdR9W2PY+YL1/LMY83+3Ag4g8Dmr65uWMdEX4Fiz0v5jGptdG+NiBCUC4ONaGfVhLSaA6j2P66V8m1zKz1osJjDOizBngy8M8SiPWx/0OlrN+suL11dj1Maksd1h4/BZmqEu93S2IPFv08mSlP2bpzcEy0DeHuWaw3P9LwFoam75BY1PwuvtCZGweNSAY71pgIeH/WutlTAA+Cmwi1/JyGFEaqOCTmCEbGhYS3w7SBPIgSLVRn/OqPHcnVnG+C9jby9GnYy1llXoHDaDfAT0GOhgVOQUOAp8AHqex6fVgtAMh5107Pg/8LL23ngSMFVgu/C1yLf8XUfYfar2gwDggylwn1/oRzAuuZmT7R1IvlP2s+i5wwuerZyDuKStk4zDoQ1hPOMBbiKz3+7xDaUGa6knQc1hIPeEq8DYmofpYyQnfBXaA/B2mnz4f00m/H7gIfAO7QdhOY9MNAkNg8t7zB+NdK6JsjlzLpzDDFOifR4Gvk2v5K+BnibJTpd0u0BtR5hS51peAb2Ga4sNDZD4wv+yCL5IF1qN0ABtBl9vPehRoRGQB1su9HdUm0HrKDTfAIWwASyXzgbdpbApRuMCgCWHzWhJlvw58rtbLmGD8MLCPXEu1i2FgqhFl9gEvUtQvHx1EGhBZBxKBbMDC4hlUD3it82eBe+gp55pMTuuN10dnwQEgKKwFRpWfBX6j1ouYYCzEdNR/otYLCYwDosxe7P9o9BGJLGQub2Hh8AbgBf9aPeLWg2wHDoBsNm11OYLlyCtHkuawoSeBwKAJxrvWRFklyv474J8z+WVTR5IU8F/JtYzNRTswvokyfw78pzE7n8hykHpE2pEeMyHvwmaH1yEy16RW3dMgOeCE32YD8D9onDe6EYOpjBCqzQNjQJT9MywknO9v00AZf0iu5btqvYjAuODnGcswtMh8kHWY6NIpVDvR+FXQa8BzwKOonijZowGbOPYGlhd/Z8zWGph0BOM9noiyXwK+h57htUDf/DG5lvpaLyJQY0zA5XuBvx/bE8syYCHIN4FXgPtBt4DuB52J6jnbTt/EcuPv9zt+c2zXOdUYI687eN4BAKLsa9hdeRjaMXAeAn6w1osIjAOiTA74GGOuoyD1iLwCshHr834eWA5yzaRXAZtultAK7B/bNQYmE8F4j0ei7B7g12u9jAnGh/rfJDAlMA/8JzG53bEVMxG3DmQLcATkACIPYhKrW/zXJFT+LRrnhRqXwJAJxnv88jl6tp0EeucDtV5AYBwRZZQo80fUpI5EngN3E5HSSWSPYbnxxGBvHNs1TVFC2Dww5kTZLiwUHMLnA+Nuci1313oRgXFGlPlfWB3JlTE7p4hDWE65gZ6DTSR72P+8ZczWE5iUBOM9nomybwLfBwxGB3kq8+FaLyAwDokyr2ECKp8Afso/PoqNBF0K/N3In1QibJBJaR/3k9j/8g1MdS0w6kxelZYgjzreibLfJteyHPgLrAgm0DufJdfSSpT9m1ovJDDOiDK3gb+q+lqu9fswkZfP0nOYyDAQQNcAO4BnEJmLsgG0mcZ5oSU0MCyC5z0RiLKnsAr0X2Ysw38Tj9nAV8i1fIVcy9CGVQSmHpYf/0NsDOgI15kI2Kz6d/0TK4C/HdlzBHpl8jrewXhPGKJsgSj7WWzq0M8Ap2u7oHHN9wPbybU8VOuFBCYQUWY3Ftr+0sgeWO4g+X8VmYO4XSN7/MBUJBjviUaUvUWU/RyWq/s4oWq1N5YA28i1PFvrhQQmEFHmOvZ/9c8Y2WEnz2DjPa8Bx0fwuIG+CNXmgXFHlM0TZf8XUXY98Dim6xwK28q5A3jN1wwEAgPDwuifB57CBoqMAAJWNPcVomzo7w4Mm2C8JwNR9hBR9l8AdwLfDfwu8HVgGzDV517PAV4n17Ks1gsJTDCizFtYHvzTQOfwDyhZYOvwjxMYEELwvAMThCjbRpT9GlH2F4myHybKrsZy5H9a66XVmPnALnItP0+uJXRYBAZOlMkTZX4L88L3DP+A8o3hHyMQCMZ78hNl24EgXgIR8PvAziDmEhg0UeYQNlTkc8M4yhGizLkRWlGgX8aq1Dx43oHR48VaL2AcsRKrRL+z1gsJTDDMC/8ZrNujMIQjfG2EVxSYwgTjPTWoUSfiuGUh8OUQQg8MiSjzOUxL/28YnO5CMN5jTch5ByY4QR+9J6uBf1rrRQQmKFFmI1HmY8ALwK0B7HGDoGceGEGC8Z4anKn1AkaQQ1i/7EjwGXItc0foWIGpSJQ5APxj+h89+rofVRoYS4LnHZjgnK71AkaQef6xgaHlHUtpwiRnA4GhE2VeBf6wn61CyDwwogTjPTWYLBOMuoCLWM56PXAEuDDMY/4Tci3RcBcWmPL8EvD/UJzXXcnXx3AtgSlAMN5Tg8mipbwbeKLk52XATOCtYRxzHiaHGQgMHatE/yVgDXCq4tXdRJnLNVhVYPJ2igXjPUXYysSXTj0IzKjy/NvY1Kbh8HPD3D8QMKLMNuym8l9TLBQNIfPAiBOM91Qgyl7DBEomMo8D92K57qQ95wCwnOHPpX+CXMviYR4jEDCizG2izG8C9wN/DHy1xiuauoSCtcAk4HeZ+C1js7Bct2BGfDHQMELHfv8IHScQMKJMM1HmZ/2o0UBgRAnGe6oQZa8Dk0VX+Q7MiM8awWO+fwSPFQgExgWTN+kdjPfU4o9qvYBxzHO1XkAgEAgMlGC8pxJRdgPwl7VexjhlZq0XEAgERpCxyneHnHdgjPhFht8bPRkZqdx5IBAIjDrBeE81ouxl4CXgaq2XMs4IfbiBwGQjeN6BSUWUPQx8N9Be66WMIw7XegGBQCAwUILxnqpE2a3ADzJ8ffDJwkgNOwkEAuOFyVtsHoz3lCbKfo0wFjPhm7VeQCAQCAyU4SpTBSY6UfYL5Fq6gC8wdf8ergJv1noRgUBghKlRPnosCJ53AKLs/wReYeoWbX2ZKBvSB4FAYMIQjHfAiLLfAB7FtJhzNV7NWKLA79V6EYFAYDSYvEnvYLwDRaLsVaLszwL3AX8IdNR4RWPB7xJlj9Z6EYFAIDAYgvEO9CTKXiLK/jxmxH8LywdrbRc1KvwZ8Mu1XkQgEAgMlqlaoBQYCFH2IvBp4NPkWjLAC/6xBhvROZGrQf4c+BRRdjLelAQCAZjUBWvBeAcGRpRtBb7sH5BrmQOshv+/vfuP9au+6zj+/PR29QPKxPERqQUGjoZBXGcYMjJQYMZJtyUw3MZ+6DJiZZtlpkGHCJO4TMNQJ8sErB3WOYMyt5Wt1UJpZmREbITiwNGN0cEmDQtyiGuFcga1xz/O1+y23Nv785zPOec+H8lJ773n3HNe36Tpu+/P53PO4RRg2Wg7nrpbP3qCMzwP7AB2AacDxzSeeWJPAe8jptsyXV+S5szirdmJ6XvA5tF2oLJYAiTqofYXqAv3XmLaN9ofqN/F/QrgJ6nfNZ4aTrwfuBn4MDE91fC1JOWW8dGlbbB4a/7F9DzwxCH2V8Bjow3K4ovAu4BfB05rINFW4EPE9EAD55ak1rlgTfnFtIeY1hLTa6iH1P+Cub/5bC+wDlhBTG+wcEsL0IBfTGLnrW6JaTuwfTS0fhL1ArlfAM6inicfm+Q3n6F+uci/A/8I/BMx7W0+sCS1z+KtbqqH1h8ZbesAKIvDgRXU8+Q/TN1d7wEeBb7tU9IkLRQWb/VH3Ulvyx1DknKzeEuShmnAq81dsCZJUs/YeUuShsnOW5IkdYWdtyRpmOy8JUlSV9h5S5IGKNDvFx8emp23JEk9Y/GWJKlnHDaXJA1PwAVrkiSpO+y8JUnDFIbbnw73k0mSNFB23pKkAfJWMUmS1CF23pKkYXK1uSRJ6go7b0nSMLnaXJIkdYWdtyRpoJzzliRJHWHxliQNUKhXm7exTZUkhPNDCA+HEHaGEK6cYP+7QwgPjrZ7QgivnuqcFm9JkhoSQhgDbgRWAqcC7wwhnHrQYY8B51RVtQL4KLBuqvM65y1JGqhO9KdnADurqnoUIIRwK3ABsOP/D6iq6p5xx28Djp3qpJ34ZJIk9VgKIdw3brt03L5lwOPjvt81+tlkfg24faoL2nlLkjQ3RVVVp0+yb6JJ8WrCA0M4j7p4nz3VBS3ekqThCXTl8ai7gOPGfX8s8MTBB4UQVgA3Ayurqnp6qpM6bC5JUnPuBZaHEE4MISwB3gFsHH9ACOF4YAPwq1VVfXM6J7XzliQNUwc676qq9oUQLgO2AGPA+qqqHgohvH+0fy1wDXAUcFOoM+87xDA8YPGWJKlRVVVtBjYf9LO1475eBayayTkt3pKkAQr4eFRJktQZdt6SpGHylaCSJKkr7LwlScPUgdXmTbHzliSpZ+y8u6wsFlE/mWcx8BywF3gWOBz4ceBo4AWgAP6LmJ7NlFSSOmi4nbfFu0vK4nDgF4E3AacBp1AX6unYT1ncA2wCNhLTN5oJKUnKzeLdBXXR/iBwJXDkLM+yiPph9mcD11EWD1O/mWYz8GVi2j8fUSWpH4KrzdWgsngvsBP4GLMv3BM5GVgD3AnsoCxWURY/NI/nlyRlYvHOpSwWUxZ/BvwVsLThq50MfArYRlksb/hakpRfgBBCK1sOFu8cymIJcBtwWctX/hlgO2Xx9pavK0maRxbvPP4YeHOmax8BfJayuJGyiJkySFILQktb+yzebSuLi4HfzB0D+A1gK2VxWO4gkqSZsXi3qSyOAD6RO8Y4ZwN/PbqfXJLUE94q1q7fBo7JHeIgbwMepb5NTZIGwlvFNH/elTvAJH6HsjgvdwhJ0vRYvNtSFicAJ+WOcQifdv5b0rC4YE1z98rcAaZwPLA6dwhJ0tQs3u1ZkjvANFxHWfxy7hCSNC9CaGfLwOLdnj48mnQR8HeUxSW5g0iSJudq8/bsyR1gml4CrKcsFhHTX+YOI0mz5mpzzYNtQJU7xAx8dPS2M0lSx1i82xLTbuCB3DFmYCngM9Al9VRbK82d814INuQOMENn5w4gSXoxi3e7rgd25Q4xA++mLCzgkvrJ1eaaFzE9A/RpEVgE/payWJY7iCTpB1xt3r5NTDxJcgLwnnajTMtxwAbK4kxi6tOCO0kLWWDQq80t3m2LaTuw/UU/L4uX083iDXAG9erz37OAS1J+Fu/u+E/gu9SrvLvo6tGfH86aQpKmLc98dBuGO6bQN3VHuzV3jClcTVlcmjuEJC10Fu9u2ZQ7wDTcQFm8LncISVrILN7dshV4PneIKbwE+DxlcUzuIJI0uZZuE/NWMY2ewnZL7hjTsJT6BSb+/ZGkDPzHt3v+NXeAaToXuCJ3CEma3KKWtvZZvLvnrtwBZuBayuJ9uUNI0kJj8e6amL4J3J47xgyspSxWOYQuqXOc81bLrs0dYIY+BdxNWazIHUSSFgKLdxfFdDewOXeMGXodcD9l8XHK4sjcYSTJzls5rAH25Q4xQ2PA5cC3KIvVDqVLUjP8x7WrYnoE+NPcMWbpZcAN1C80ibnDSFqIAq42Vy6/D+zIHWIOLgDu9JWikjS/LN5dFtNzwFuB7+WOMgc/B3yVsjgrdxBJC4xz3sompq8DvwT8d+4oc5CAOyiLC3MHkaQhsHj3QUz/BpwF7ModZQ5+BPgCZXFx7iCSForQ0tY+i3df1B34jbljzNEi4BbK4m25g0hSn1m8+2VD7gDzYAy4lbK4ylvJJDUm4Jy3OqJ+dGqZO8Y8WAT8IfBlymJ57jCS1DcW7/75fu4A8+hc4EHK4kOUxZLcYSSpLyze/fON3AHmWQT+CNhBWbw5dxhJQ9HWYjWHzTU9n80doCGvADZRFp+jLI7OHUaSuszi3T/rgT25QzTorcBDlMXP5w4iqedcsKbOiGk38PHcMRqWgC2UxVtyB5GkLrJ499P19PuBLdMRqV9s8hFvKZM0O76YRF0S0/8AK4HduaO04BrgHyiLl+UOIkldYfHuq5i+Brw3d4yWrAS2Uxan5w4iqUec81YnxfRF4DO5Y7TkBOBfKIvrKIsfyx1GknKyePffKmBL7hAtWQJcAXydsnhV7jCSusz7vNVlMb1AfXvVptxRWvQT1F34mbmDSFIOFu8hiOkZ4CJga+4oLTqC+nayc3IHkdRRznmr82LaB6wGXsgdpUUvpX65yfWUxUtzh5Gktli8hySmR4DLc8do2RiwBvgKZfGjucNI6hLnvNUXMd0A/EHuGBm8GvgSZRFzB5Gkplm8h+ka4PO5Q2RwDnALZTGWO4ikDnDOW70SUwVcBezPHSWDi4CP5Q4hSU2yeA9VPf99R+4YmayhLE7OHUKSmmLxHrb1uQNkspiFOe8v6QAuWFM/bQS+nTtEJhdSFkflDiFJTbB4D1n99LXfyh0jk8XA63OHkJRJW4vVXLCmRsS0AfiT3DEyOTF3AElqwuLcAdSKK4HjgItzB2lZyh1AUk7D7U+H+8n0AzH9L/ArwM25o7Rsd+4AktQEi/dCUT/7/FLq55/vyZymLf+RO4CkjJzz1iDEVBHTTcBPAdcz7Ie4PMnCec+5pAXG4r0QxfQ0MV0OnAHcmztOQz5BTN/PHUJSTt7nrSGKaTvwWuCNwKcZznD648Anc4eQpKZYvBe6eij9dmK6BPhp4Cu5I81RBawipr25g0jKqa2u285bucX0OHAe/b4v/GpiujN3CElqkvd560Ax7acsrgD2Ud8f3hf7gA8S09rcQSR1Q8i0ErwNdt56sXoo/XeBtwNF7jjT8CTwegu3pIXC4q3JxfQ54JXAY7mjHMJtwKuI6e7cQSR1jXPeWqhiepq6A382d5SD3AVcSEwXEdNTucNIUpss3ppaTPcBbwKeaegKXwU+APw98AgTPzxmP/DPwBrg5cR0LjF9qaE8ktRpLljT9MR0F2VxFvAF4KR5PPPXgDeMuud6zrosDgNOAZZS3/r1HeA7xNTUfx4kDdGAF6xZvDV9MT1IWbwGuBZYBSyZ4xlvAq4gpgOH5GN6Drh/jueWpMFy2FwzE9MeYloNHE9dxGf6VLaKunv/WWJa/aLCLUnzZrgL1uy8NTsxPQlcRVl8hPrBLm8BLgSOnuDop4Ad1HPWf0NM32orpiQNkcVbc1O//OMO4A7K4gPAURw4olMSk+/VltSuECAMd3DZ4q35E9N+6i5bktQgi7ckaaCGu9p8uGMKkiQNlJ23JGmYBnyft523JEk9Y+ctSRooO29JktQRdt6SpAEKznlLkqTusPOWJA2UnbckSeoIi7ckST3jsLkkaZhcsCZJkrrCzluSNFB23pIkqSPsvCVJAxQgDLc/He4nkyRpoOy8JUkD5Zy3JEnqCDtvSdLwBLzPW5IkzU4I4fwQwsMhhJ0hhCsn2B9CCJ8c7X8whHDaVOe0eEuSBiq0tB0iQQhjwI3ASuBU4J0hhFMPOmwlsHy0XQr8+VSfzOItSVJzzgB2VlX1aFVVzwO3AhccdMwFwGeq2jbgyBDC0kOd1DlvSdLgbL//gS3hsJRaulwMIdw37vt1VVWtG329DHh83L5dwGsP+v2JjlkGfHeyC1q8JUmDU1XV+bkzjEw0rl7N4pgDOGwuSVJzdgHHjfv+WOCJWRxzAIu3JEnNuRdYHkI4MYSwBHgHsPGgYzYC7xmtOj8T2F1V1aRD5uCwuSRJjamqal8I4TJgCzAGrK+q6qEQwvtH+9cCm4E3AjuBvcAlU503VNUhh9UlSVLHOGwuSVLPWLwlSeoZi7ckST1j8ZYkqWcs3pIk9YzFW5KknrF4S5LUM/8HJwF/kvh3Ga8AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "la_2010 = merged_gdf.loc[(merged_gdf.name == \"Los Angeles-Long Beach-Anaheim, CA\")]\n", "la_2010.plot(column = 'compo', figsize = (10, 10), cmap = 'OrRd', legend = True)\n", "plt.axis('off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Map of the composition of the Metropolitan area of New York" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-75.5381038, -71.59841419999998, 39.36886419999999, 41.70820779999999)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ny_2010 = merged_gdf.loc[(merged_gdf.name == 'New York-Newark-Jersey City, NY-NJ-PA')]\n", "ny_2010.plot(column = 'compo', figsize = (20, 10), cmap = 'OrRd', legend = True)\n", "plt.axis('off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We first compare the Gini index of both cities. Let's import the `Gini_Seg` class from `segregation`, fit both indexes and check the difference in point estimation." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-0.10652888790131243" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from segregation.aspatial import GiniSeg\n", "\n", "G_la = GiniSeg(la_2010, 'nhblk10', 'pop10')\n", "G_ny = GiniSeg(ny_2010, 'nhblk10', 'pop10')\n", "\n", "G_la.statistic - G_ny.statistic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's decompose these difference according to *Rey, S. et al \"Comparative Spatial Segregation Analytics\". Forthcoming*. You can check the options available in this decomposition below:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on class DecomposeSegregation in module segregation.decomposition.decompose_segregation:\n", "\n", "class DecomposeSegregation(builtins.object)\n", " | Decompose segregation differences into spatial and attribute components.\n", " | \n", " | Given two segregation indices of the same type, use Shapley decomposition\n", " | to measure whether the differences between index measures arise from\n", " | differences in spatial structure or population structure\n", " | \n", " | Parameters\n", " | ----------\n", " | index1 : segregation.SegIndex class\n", " | First SegIndex class to compare.\n", " | index2 : segregation.SegIndex class\n", " | Second SegIndex class to compare.\n", " | counterfactual_approach : str, one of\n", " | [\"composition\", \"share\", \"dual_composition\"]\n", " | The technique used to generate the counterfactual population\n", " | distributions.\n", " | \n", " | Attributes\n", " | ----------\n", " | \n", " | c_s : float\n", " | Shapley's Spatial Component of the decomposition\n", " | \n", " | c_a : float\n", " | Shapley's Attribute Component of the decomposition\n", " | \n", " | Methods\n", " | ----------\n", " | \n", " | plot : Visualize features of the Decomposition performed\n", " | plot_type : str, one of ['cdfs', 'maps']\n", " | \n", " | 'cdfs' : visualize the cumulative distribution functions of the compositions/shares\n", " | 'maps' : visualize the spatial distributions for original data and counterfactuals generated and Shapley's components (only available for GeoDataFrames)\n", " | \n", " | Examples\n", " | --------\n", " | Several examples can be found at https://github.com/pysal/segregation/blob/master/notebooks/decomposition_wrapper_example.ipynb.\n", " | \n", " | Methods defined here:\n", " | \n", " | __init__(self, index1, index2, counterfactual_approach='composition')\n", " | Initialize self. See help(type(self)) for accurate signature.\n", " | \n", " | plot(self, plot_type='cdfs')\n", " | Plot the Segregation Decomposition Profile\n", " | \n", " | ----------------------------------------------------------------------\n", " | Data descriptors defined here:\n", " | \n", " | __dict__\n", " | dictionary for instance variables (if defined)\n", " | \n", " | __weakref__\n", " | list of weak references to the object (if defined)\n", "\n" ] } ], "source": [ "help(DecomposeSegregation)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Composition Approach (default)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The difference of -0.10653 fitted previously, can be decomposed into two components. The Spatial component and the attribute component. Let's estimate both, respectively." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.029575766160051364" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "DS_composition = DecomposeSegregation(G_la, G_ny)\n", "DS_composition.c_s" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-0.1361046540613638" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "DS_composition.c_a" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, the first thing to notice is that attribute component, i.e., given by a difference in the population structure (in this case, the composition) plays a more important role in the difference, since it has a higher absolute value.\n", "\n", "The difference in the composition can be inspected in the plotting method with the type `cdfs`:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "DS_composition.plot(plot_type = 'cdfs')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If your data is a GeoDataFrame, it is also possible to visualize the counterfactual compositions with the argument `plot_type = 'maps'`\n", "\n", "The first and second contexts are Los Angeles and New York, respectively." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "DS_composition.plot(plot_type = 'maps')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Note that in all plotting methods, the title presents each component of the decomposition performed.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Share Approach" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The share approach takes into consideration the share of each group in each city. Since this approach takes into consideration the focus group and the complementary group share to build the \"counterfactual\" total population of each unit, it is of interest to inspect all these four cdf's.\n", "\n", "*ps.: The share is the population frequency of each group in each unit over the total population of that respectively group.*" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "DS_share = DecomposeSegregation(G_la, G_ny, counterfactual_approach = 'share')\n", "DS_share.plot(plot_type = 'cdfs')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that curve between the contexts are closer to each other which represent a drop in the importance of the population structure (attribute component) to -0.062. However, this attribute still overcomes the spatial component (-0.045) in terms of importance due to both absolute magnitudes." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "DS_share.plot(plot_type = 'maps')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the counterfactual maps of the composition (outside of the main diagonal), in this case, are slightly different from the previous approach." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dual Composition Approach" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `dual_composition` approach is similar to the composition approach. However, it uses also the counterfactual composition of the cdf of the complementary group." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "DS_dual = DecomposeSegregation(G_la, G_ny, counterfactual_approach = 'dual_composition')\n", "DS_dual.plot(plot_type = 'cdfs')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is possible to see that the component values are very similar with slight changes from the `composition` approach." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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bP/HS3qFyVuEC1nD0b/uGeMn3Nq3/gvAem1mt/Vu1z2Ew/XFav1MqV1rfdgD+3alEtX1bKY/h9iU9j/Tynhd+S8+kUpverSzesBKE7adwAXEtbpLzWXzhUinOYknH4gODReFYgS8wvQe3J103EuUdCUZNiCwnPJzfSDocr/wXsHOnvmeFy0vGrFsAJM0E3osLdieYWWsysqQ3DFGxz8AFyJ+a2dlleexF3y9zNdyO28rsI+lA671wqC9KL9SsCuF7lcUbTvbEX7odhAHDdHoLGckyP5CSzlCUuXTtkWY2lIsyhgRJR+Ha+Fr4ZgUhupxHcMFvIW6Tmsx3L9yOdKWZbR/htMBH7afhnW1FIbKEmW2WdBNeV4eSriWuljfjdrrNQHsFDc50fID7y0Hkk8ZAtSdV9YOBkqYsra9PE1r6o5T2GTZ4n7TX4/38qbjNXq1lmIWvoC5npPq3ap/DSPTHpWv/YGavGkQ6I4qZLab3zF05pW9epYW4Jc33o0NVphooLSI8pTwgfF9eW35eUmmxWr/9XL0wZoTIBCWBL61hLSo/EQSSk8KfJcfD++MjqCtTBMh9Qng5JfVyLVqlBeH399WUtVbMrF3Sz/GFBZ/Cp6ArIqkpaEtK9XCSpJwlHKEGnh9+01YhDzWL6L26FdyYPUdPOQn/fxX+QvZaZRdWNh6FG/M/NIiy3IwLAycztCt7yyngKz9r5ShqH3hcTGVNQpJ/4l4DTqNM8MNXtZbiVMNQpgU9Jh/l7XSor0mjpJX+Fb7Ap5wpuKbyHHoLkf094yLDp6E+SVImZSr1lPCbfK82hd85uO14kkrOuwvgfWvKNGfJSfLJDH5DiIvw1c2vlnSImZWbkOwg0beB398x+P0+URZvAa7ZfLLKwdVgqPY5PIK3raMkTTOzTWXxh6I/fhjvB54rqaGCGdNQMJDv5GC4Jvy+uLyuJU3G+6F2etrlSFJTHySpCR+0FnF3SuOCEd/2UNIbJL1I0k55S5pFT6d+bcrlL5D0irJz5+L2kNeY2fJwbln4PSkImaX0W3Cj7DThuTQtt29VN9I7n1OSJyXtj/spHAo+iXvWP1PSV4Lbn15ImiHpW8DrAcxsJb6ieh49rkhKcY/DdwXahJsMDDefUmJrKvn2Zf8d/kzaoF2CmwG8J3wIknwOn7a4ZJBTihfhHe1nwnRDLyRlNDR7mm8A9kh7Vn1hZhebmWo8llWZ/EW4VvvcYIcE7JjO/Xj48/vJC0K7OkjSjMGkJalJ0glphZL0HNwVV5GEyyBJc8N7lHbNO3C3UStw34DJsMWqcm/6UKZDgYfM7N/N7G3lB+7qZDnuriupDenvGW/ABbfh4ADcHc0OJJ2BD9gex22OS9wafs8pi384bsudRl994Z9wwe3dkl6WEo6k4yX1u9tOaLvn4cL4X1V5+8vT6NH6gJs8gdv+7ZGIl8XNDzLUptkcKFU9BzPrwlfxtuBTn8n48/FZs252HmxXTVAUXIhrNb9V4Tuxl6RDBppHoN/vZOgzhmR7v2DDeiX+LXt3WfD5+KzHz4J5TCn/hlCG+YPNX9JxaW05yBL/E/78a1nYpKTcUSoT7r5uHu4ZJk2DXpeMhibyOLzzWhMWxDwZzu+HOxKfgHdUv0u59jLgD/JFOY/jC2Zehrtn2PEym9kaSb/Ghaq7JV2JaxRehGuz7sa1Pkkewe0mXy+pC5+CNXy18nLSKfkZfH/olO/CX65X4A2rFoE0FTNbK+lUfGr/g8BZkpLbHh6MC7FN9J4KfSful+wrch9ot9PjJ7IIvKVcSztMPAQ8ICnpJ3I+Xj87Ok0zWybpfbi/tTsl/Qa3L12EG3c/jPuLHDBmtkHSawhbWEq6Gp86L+LP6nh86nKw+/RejQs5V0i6Fhe47jGzUfMLZmZPSvoQ8C3gdkmX0rNV4T7A18ysXKt4Lq4ZPZ8eG6WBpDUBuEHSw7i2ZSW+0OBgevzAfajMIP9o4P/ke1g/itufTcf9wR2OuwZ6U4qmrDQ4rUY78PbwW77d4g7MrCjpIvz+zwE+FIL6e8ZX433JZfiCjTzu3SBtcFwrVwBfk/RS3Maq5J+wA3hrmWbsT/hiizeEWZhb8LZe8vW305RbKPu/4fV/Oa7pWW5mPw+LOl6F25n/NTyfu3FN25xQJ/vjwky/5gxmdoGkHN7Obgvp3U7PtofPw4W12xPX3Cjpy7j/xPtD37IN14Ifhk+Tf6W/vIeAWp7DR3Ht7blh4HQNPX4iJ+MeHp5kcHwO/ya+E/er+0/8mzYTr8MTcS8YFTW+VXAT/lzfJ7dlLtmFXpiwKS3NFg2Fn0jwb/uNuHB8akj/OFyD+yh+T0n2DnGW40LbDiS9kp7vZMm84HhJF4f/r7feW7Z+DB9ALsG/uaV2/lLcHORGepQiJZ4P/EjSVfhAdzdcTpmHf/eq3l62Lqh2GfdQHfgDeDf+IX8Et4vrwo2LL8enbMs9059NcCuAC2g34Z3GZnwqeWFKPhPxVZwln2YrcAFlOhVcWOAd4NW4fUmRhCseKvuJnIOPMksLdx7AO7ccKW4+qHHHmsR1jcBbQx2tDnXWimtivgUcnnLN3vjoZ3mIvx4XRnfaVaLS/YWwU6jg/ojErgdl5xeH8+U71iwlLDiqcJ8vxkeem0L8x3FH3zv5Q6z0HKu4n3m4f7HSzhRbcSH154TdKxJxL6Z2FymTQr2vxIWHnepntA7cUfeS0Ha24bY5Z1WIe17a/dWaFr4o4VO4U+aVoc7bw7P9GSnb3eGCztdwTdpafADSin+svwrMSblGuKbkSSq4H0rEnRLK3AnM6CfuHHwabx1hF6T+njH+4f5lKHshWY+V3pn+2nayvdGzU8rWUC9XUmG3mFD+S/HBdnt4Tq+icvvN4n48l9LjkmRxWZyZuLum+/EPaxv+Pv0O78P7rP+UMh6Ma9Lup/c34W94v5fm8/f1uMDYGtrUA7hAkbZT2DIquGRKq+tE2MWUvf+DeA5T8Rmq0s5am/EZoxenxE19Nv3dD/4OvAn/jm0M9fh0qKePk3hv+muHleqFHjOWkj/Y8vqxSvU50CO04Yvo+fYtxzWBaS6TSveVVj/nJcqcdiwri/9y/Pv+KC4XdOP9wFX4IDTNndJCXC4p7Yi2Ge8nzybFJVS9Hwo3PaaRdDbegN5i7gYlMsaRtBj3kzZUo9FIpE8kHYELme82s++Odnki45NgKnENvu3neaNbmkhkdBlxm8hIJBIZJhbhmr+f9BcxEolEIoMnCpGRSGRcYGYXmtksM+sY7bJEIpHIrkAUIiORSCQSiUQiNVMXNpGRSCQSiUQikbFF1ERGIpFIJBKJRGomCpGRSCQSiUQikZqJQmQkEolEIpFIpGaiEBmJRCKRSCQSqZkoREYikUgkEolEaiYKkZFIJBKJRCKRmolCZCQSiUQikUikZqIQGYlEIpFIJBKpmShERiKRSCQSiURqJgqRkUgkEolEIpGaiUJkJBKJRCKRSKRmohAZiUQikUgkEqmZKERGIpFIJBKJRGomCpGRSCQSiUQikZqJQmQkEolEIpFIpGaiEBmJRCKRSCQSqZkoREYikUgkEolEaiYKkZFIJBKJRCKRmolCZCQSiUQikUikZupKiJT0cUk/Guq4VaRlkhYM4Lo2SfsPRRkiYxtJD0g6pY/wv0k6awSLFIlEIpHIsDJqQqSksyXdJ2m7pDWSvidpal/XmNkFZva2atKvJe5gkLRYUkcQGEvH8aEMLWa2dABpniJpZRXxjpV0uaTNkjZKulXSWwZyH2Xpni3p+sGmE9KaF4TwXD/xFkr6raT1krZIulfS+yVlh6Icw42ZHWpmiwEknSfpkrLwl5rZT0elcJFIJBKJDAOjIkRK+gDwJeBDwBTgucBc4B+SGitc06cQMsqcGwTG0nFTfxcMVjgKguo/gSXAAmA68C7gpYNJdzSQNB+4BVgBHG5mU4B/A54NTB7NskUikUgkEqmAmY3oAewGtAGvLTvfAqwD/iP8fR7wO+ASYCvwtnDuksQ1bwaWAxuATwHLgBcmrr8k/H8eYMBZwFPAeuATiXSOBW4CNgOrgW8DjYlwAxZUuJ/FwNsqhO24DrgY+B5wObANeCHwMuBBoBV4GvggMAloB4qhntqA2SlpXw98p5+6Pgd4HNgI/DmZTijbO4HHgE3AdwABBwMdQCHkvTnEbwK+GupvLfB9YEII+whwM5ALf78LeABoDvEtcS/Hp5TzEuCv/dzLv4Q0N4c6PzgRtgwfkNwb6vbHwJ7A30LdXgVMK2sLbwdWhef9gURaTcA3Q9iq8P+mEDYD+Esow0bgOiCTKMMLgdOALqA73O895e0EH7x9Em+764CfAVOqaavxiEc84hGPeIyVYzQ0kSfgwsX/JU+aWRv+0X9R4vQZuCA5FfhFMr6kQ4DvAmcCe+Eazb37yfsk4EDgVODTkg4O5wvAf+FCwvEh/D9rvK9q+HfgC7h27Xpc2HmHmU0GDgP+aWbbcG3iKuvRbK5KJiJpYijn7yplJOkFwH8Dr8XrZznw67JorwCeAxwZ4r3EzB7ChcubQt4lE4MvAQuBo3DN597Ap0PYV3DB6ZOSDgAuAN5oZh3A80KcqVZZS/vCfu5lIfAr4H3AHrggflmZ1vrVeNtZCJyOt6WP4880A7y3LNnnAwcALwY+KumF4fwncM34UaFejsUFPoAPACtDGfYM6VsyUTO7Itz/peF+j0y5pbPD8Xxgf3wA9e2yOJXaaiQSiUQiY4LRECJnAOvNLJ8StjqEl7jJzP5oZkUzay+L+xrgMjO73sy6cIHG6JvzzazdzO4B7sGFBMzsDjO72czyZrYM+AGwqIZ7+lawS9ws6c4+4v3JzG4I99OBa6sOkbSbmW0ys76uTTINf3ar+4hzJvATM7vTzDqBjwHHS5qXiPNFM9tsZk8B1+CC005IEq7V/C8z22hmrbig9HoAMyviWuH34hrPL5vZXVXeC/hUfF/38jpcU/kPM+vGNaIT8AFJiQvNbK2ZPY1rCG8xs7vCvf8BOLoszfPNbJuZ3QdcBLwhnD8T+KyZrTOzZ4DzgTeFsG5cIJ9rZt1mdp2Z9dfm0jgT+LqZLQ2Dp48Bry8z2Uhtq5FIJBKJjBVGQ4hcD8yoYOO4VwgvsaKPdGYnw81sOz6t3RdrEv/fjmuASos6/hIW+GzFBaQZaQlU4L1mNjUcx/QRr/x+Xo1PaS+XtKS0IKcKNuHT3Xv1EWc2rn0Edmh6N9BbW5taHynsAUwE7igJy8AV4Xwp/WW4IDoPnxqvhQ3Udi9FvC6T97I28f/2lL/L7y35LJaHPHbKqyzsK7h5wJWSlkr6aB9l7ou0PHK4drNEtc8mEolEIpFRYTSEyJuATuBVyZOSJuHTuFcnTvel5VkN7JO4fgKu0RoI3wMeBg4ws93waUoNMK2+KJ/6vM3MzgBmAn8EfpMWb6dEXGC+CRdCK7EKX6wE7Kjf6bjtZU3lxAX7duDQhLA8xcx2CDaSXoZPsV+NC1uV0krjKmq7FwFzqO5eKjEn8f99Qx475ZUMM7NWM/uAme2PT5m/X9KpKWn3d89peeTpLfhGIpFIJDKmGXEh0sy24FOEF0o6TVJDmGL9LW5v9vMqk/odcLqkE4Jt3PkMXPCbjC/eaZN0EL4wZFiR1CjpTElTwhTtVtw2E1yYmC5pSh9JfBg4W9KHJE0PaR4pqWT3+EvgLZKOktSEa1dvCRrD/lgL7FOyOQyav/8FviFpZshrb0kvCf+fgdt3vg1fEHJ6ECoBnsG1pn35y/wMcIKkr0iaFdJcIOmS4PbpN8DLJZ0qqQG3TewEbqziXirxKUkTJR0KvAW4NJz/FW7buUe4r0/jC3+Q9IpQLtHzvAopaa8F5kmq9H79CvgvSftJaqHHhjLNxCMSiUQikTHJqLj4MbMv49q+r+If45J7l1ODDVs1aTwAvAdfLLIaX4W7DhcuauWD+KKXVlxYurTv6EPGm4BlYQr9ncAbAczsYVzQWBqmj2eXX2hmNwIvCMdSSRuBH+KLTjCzq/EV67/H62c+wYaxCv6Jr4ReI6lkXvARfCr35lDeq/CFH4R8/2Rml5vZBuCtwI8kTQ9a0y8AN4R7eW7KvTyBazHnAQ9I2hLKfTvQamaPhLq5EIWSp+AAACAASURBVNeKng6cHmxhB8qScD9XA181syvD+c+HfO8F7gPuDOfAF+Jcha+6vgn4rgXfkGX8NvxuqGAj+xN8sHQt8CS+Gv49g7iXSCQSiURGHA1sXcDYI2h0NuNT0k+OdnkiY5Og9X4SaIiav0gkEolEBk5dbXtYjqTTw5TkJFyreR/ury8SiUQikUgkMozUtRCJ+5EsOYU+AHj9AF2uRCKRSCQSiURqYNxMZ0cikUgkEolERo5610RGIpFIJBKJREaBNIffkUhkF2KBZNsHeO1q+LuZnTakBYpEIpFdkHrsi6MQGYns4mwH3j7Aa8+vbWenSCQSiVSgHvviKERGIrs4Itq1RCKRyGhTj31xFCIjkciw7PEZiUQikdqot744CpGRSKTuRr+RSCQyHqm3vrjeyhuJRCKRSCQSGQNETWQksotTj3Y4kUgkMt6ox744CpGRSKTu7HAikUhkPFJvfXEUIiORSN2NfiORSGQ8Um99cRQiI5FI3Y1+I5FIZDxSb31xFCIjkV2cerTDiUQikfFGPfbFUYiMRCJ113FFIpHIeKTe+uIoREYikbqbQolEIpHxSL31xVGIjAwvHRsyQBZva9lwVBpsWdlv+fmStr+URvJQ2t9mRdG5SSlpF4FC+M2X/V0EujV1YWvtNxyJRCKRyK7B2BYi21bsC7wSuIiWOa3h3FTgbPyD340LBUnhovT/HD0CRQmV/RKuz5SdU+KwsjjFxLlC+M2G6yYk4pTKVyi7JgM00iNUlfJpAhrK7iUpeCXLlBSactbVuhYrzAvXl+63dD/GzvdWTqmeSnWWFPay5Cbcr6ZpR4RyK+STTTlKafQnLI4g2gJMGcCFdwHHDHFhxiT1aIcTiUQi44167IvHthAJa4H3Az9NnNsL+MboFGesYjcAJw5f8rYeOHjY0h+bdI92AUaSeuu4IpFIZDxSb33x2BYiW+Z00rbiu8D1tK34G67VmzHKpYrUFwM1MckPaSnGOPVmhxOJRCLjkXrri8e2EOlciGsjPzTaBRm7qNyGMDJ4dhkhsh6nUCKRSGS8UY998dgvb8ucduCro12MXRpl621wNBTsUvesAR6RSCQSGTrqrS+uB00kwPeBjwG7j3ZBxijF0S4AgJl1YsVHwAxlTK4hDYdBTzlLC42gZ/FS8v+lAVnPeWWeM8BiDfT9ahrgdXXJ2B9NRiKRyPin3vri+hAiW+a00bbiG8DnRrsoY5MxoxNay+ZHjwCgeffbaJw8UMFvZ3IThyypKmke6QwjkUgkEqkn6kOIdL6N20XuNtoF2aUw20gx32qF7tvo0RImbDAt/GNFivluYN9kwNCVo3CdWbFAj3sj652L9fprx3/NBDxvADnW07sxKOrRDicSiUTGG/XYF9fPh7JlzmbaVlwIfKLfuGYdwK34MzkKafIwl250ETbEIluSdbSveznt64Ytg6oodJ5Mvn05MHeEchwz6t2RYJe62UgkEhmj1FtfXG9C7zeBbX3GMLsWrBvseWAnA3ditryP+ONgZfOwNrs5w5l4jdTb+1U3lG//U+0RiUQikaGj3vri+voOtMxZD3yv70jWACQ0j7YIbCVmD+8ctXgHWAErdmPFzVhxNVZ8ELMlqfHHLMMoW0mTQGsGcGW9C+f1Xv6qKd8vsh46rkgkEhlv1GNfXD/T2T18DXgPlVfPzkw5dyLYIxh3hb+bgT3w+y/VwdRw7JWwp1sDWot0JGbbgXX4yuIZSGPHNlMaXg1dJreKYvesmq4ZHg3vSGoix8SK95EiqngjkUhk9Km3vrj+hMiWOWtoW/G/wLkVYuxV4fyBKcql/na/mQU2I9hYNgDz/LSWAIuqKe4IMcxCZLaNYo27ANbbm7ALU4/G3JFIJDLeqMe+uP6ESOfLwDtwwa6cbcBQ+oNJaitLCLMbQj7TgCzQjbT/EOY7qlj7xiVYXqBt5Du6lMlcyw7R0GT57g4ymW5gMpkGU8Okk3unMMza0eGn3t7lQbFL3WwkEomMUeqtL65PIbJlzgraVvwUeFtK6HJ8qnoYsTSXMaswluACpeHToUciTR3esgwT21bvT6FzDoXCtcBsJu95ZK/wjs0P0zRpE5nc8RTtZpg0EqUaSTvFXWbbw0gkEolEBkJ9CpHOF4H/YCfBXRqlNRGzwWaXnbsJoyslbnJnllJhc0gNQCdu7zkXmEI1Tq+VKVDovCklj53+b8VikaW3ZMHEzPmbaZ40tacMagNzabBxchvabRWbVm+mc5ustfUWT8fE5Kl5rDClH8dCURNZR9T7w4pEIpHxQL31xfUrRLbMeYK2Fb8E3lgWcgzwBDB/5Au1E8fXINA+hnLTkHrsNM0exQprPZ2+npWyFPPHV5VLsdhNd7ubAXRuvYesJTWMjwEHAJDJLZUy+5uvVD+ZxtztSF6Gzu0HkcutoPd2heXU++rm7GgXYKSoRzucSCQSGW/UY19cv0KkcwFwJkkhRhLGdrAuoHG0CjYAZlHsvg/kroUyublIC1FuIWYPY4Vmdizs2YnaBi8z5z4EQGNzuaAtlHkAgPaNG8yKHTRk28hNepBCcStYadHSY7RubSVf6GDCxKVIbbZ9w3LAtM/JGRBksofXVKaxxy4jREL9jX4jkUhkPFJvfXF9C5Etcx6ibcXvgdf0Oi8djnE92EmjU7ABMRk4oUeBZ/eB3NG3dBBkO7DiErB9gf0GnIuUpXnSwRVCs1LmUACzwqPAQrKZZyBzCOQ3USwcHNLYBKwk370FK+yPsR5lfCeZTMNwehwaSe3mLuXip95Gv5FIJDIeqbe+uL6FSOcLlAuRANJJGPeBCThsxEs1WIr53VDmejI5F4SlZpRdhBlg92K2CawZOK6WZCVlbMKMtSCRyT0GWkC+/V46NhwBtKLsekBkm9swW0fn9i5aN60nl2unZfKGkEyG3WfMwYqbd87BCqDh0eJlm/em0HE78CyGf8BWb+/ygKnHKZRIJBIZb9RjX1xv5d2Zljl3Az/AHYH3RjocNAN4ZKSLNQTMBQo7nZVAmSPIZBeh7OFmXEW+o7OWhKXsnspkZwo1S9oTZZqAPQG3yZSmAS1IM0GNmM2gUJiCND0cE5EayWSPIZNtI5M9GKkVabMVizuXeYiQlFNuwrMhc91w5ZFgl5vOHsgRiUQikaGj3vri8aCJBLgY9xt5IzALWAm4Gx5pFsbGulznYcVjKHQvIduwyIrdj9K5ZU/8mW0GOiGzEYrzgAXkJtxKoasBKxxdRcr5kI5XSsNE04SDoGef7Aztm+lVZ8Xinjv+P+PQzco29vydJJOtSaAdEMk17cNH/Q+wIpFIJBIZRsaHENky52baVlwJvDic2R9YCmwEng2sxwWvevPZOBnIYWYUC23AwnA+OGUs9jg3V+ZYcs1g9hRWeJJC9xyw0taMRRLGlqBOUJO79GGFyGzD7CncebvHzWS3UMw/jTIdoKeAIsZSpAwosTd5GVZYbkYDZubCnuVDmlm0Y5rb3RsZFnyS97g8smI7kEeZacrk9q2QS1cob+na0kCsgGtTh2JLyl1K0TacErOk04D/wbW7PzKzL5aFTwEuAfbF+6SvmtlFw1ikSCQSGZPUm/ZifAiRzmfpESLBBclZwAak52F2PW4/mLbLzRjGTqTY3YVyz1QVXdoX5fYl08ejzTR0IjUBsyjmrwVehvX2ra3dF+4DQDH/ODM7XZjLNj3e76483a0u6Ba6bgQ7oe+yZq5D2ZPTw3LX0jSllxBpZo+CFSl0tpDfni5g5lquR9mhWFBVb+/ygBlOOxz5wOE7wIvwGYLbJP3ZzB5MRHs38KCZnS5pD+ARSb8wszQfq5FIJDIuiTaRo0nLnBuAq8vOTgSmA6DMSaANoFuBx0e4dAPFUO4WshOeIdNwFPAoXvZtg0vVnnC3QfYwaXaXlS9cX0suVcSprO2z4gQr5ns/p85NedrXHUR++3NrKMdA2aVWZw+jHc6xwONmtjQIhb8GziiLY8Bk+bL+FnwGIe4YFIlEdjmiTeTo8jng1Iqh0ixgFsZmsHuAIyvGHW0yjdei7BFIx4F75mHirD0BrHPTEgpdU8H2xLWttWH5yViwf7TicpS5C/+QN6BMZf+OZp01tNb+YxqqHKv4HLq23m8Nk+4IeeexYhV7og+ZseSuJURmBtgNFfut772BFYm/V7KzR4FvA38GVuEmHK8zs12q/iORSASGry8eLrOi8SZEXhuOtL2te5CmYmzB53DHWB1kHifb1IpU8R7UNG0RgHW33Ui+fTlgWKFq7ZzlOx+g2PUMDZMOV75DFDr2B6ag7DKap/VxYbGxhkXL/b8J6k/is8Pobuv5s5i/Aqytj7QNFDVYA2Dgvj1thqTbEyd+aGY/TCaddlHZ3y8B7gZegO809Q9J15nZ1gEWKhKJROqSQfTFfaU5bGZFY0yAGiQtc4y2FZ8Bruk3rjQXs1vx6bbRpoNM4y1B87ig2ovU0HICDS2YFdto39nDEYAVum/F8p1kGiZihU66t+dp33AyFCcBbZZrhsYp3cKuQ5kukrviWPFeivmOxN99SJg7Z11D3CpTLC4E69smE7t+iHLbZRbWSJAZ6Oi3wHoze3YfMVbSs+ofYB9c45jkLcAXzcyAxyU9CRwE3DqwQkUikUj9Mci+uC92mBV5PiqZFSWFyAGZFY0vIdJZAlwPVLO4oqP/KCNApuF2MrlFg0jByDReCxjFrmfhDcApdLSzbXWltFvId7yYfMfTNnHGXCk7ga6tawHDeBCKs0DNPYt0bC6F7muDeGVhPXUaAptZRan7mM5OpRob3qESXruHKJ26YBh3GboNOEDSfsDTwOuBfy+L8xRuhnKdpD2BA3HvCpFIJLJLMYi+uK9ZoWEzKxp/QqRrIz8LXFlF7LGgbSqaWZ5C50MUuzZiZmBFyGRomHSUlGnpLwEpM5nm3Z8HYNvXrCIIkWbFR+ncMr2KMuzN9vWrbOLMB5XJBoHTNgCH4EJ5iQlYYQFo9o4zgxPZaq3/KnIbMgXo+Fl0NoqYWV7SucDfcVuIn5jZA5LeGcK/j9syXyzpPrxNfMSspkVckUgksqvT16zQsJkVjT8h0rkKuAk4vp94o268b1ZYTdeWA/CRQm/ybU9Y8x4b+/CXuDMNLU9ixcdt6/ImOjfVsiXibDo3P27N09rIdzwEWqtMw3rMOil0LTErdFDMN9PVtZVc032aMLkZXyXeW8hV9llIk6rMs1YhciQ1kbsQGrgxdxWY2eXA5WXnvp/4/yp6u+eKRCKRXZBh64uHzaxofAqRro08H7ii74haBNb/Qpxhwsygu62bpB1ib/agc+MD1jy9RcruXk2aamg5EcByE26mc1NtBSp0PY9tawGeQ8Ok+0nuOa7M5eQmiHXLJpBrmkbT/s+yfMcVFLoyuDCYV8OkHJncXcB2rDDBCt2tFDp7hMymqaaeCewiuUmVnZan07+AOHQi5FjQUo8YwzidHYlEIpEqGaa+eNjMisanEOlcSX/aSAnQ8zB7HGw7cMQIlQ0z66bQfiPQly3kbljheIqFx8hWJ0TuQJkqxSnlNfWAG6z9mel0bjqsYizMsELW9pi3nXx3M8reiHKdZJkCtEFmNzINGQqdC7DiBopdCyh0X4sVegT0fHs3Uo+z99yksTxlOWG0CzBiaBBuJSKRSCQyNAxTXzycZkXjV4h0beTnKJtGS0VagPE02FO4j6RhwcyMYvdtFDoEdhR9C5A9dG6QNc9YSjG/FctvQ7lmlG3BCtspdGwFQSabQ7mJFDpboWgouwVlHsKKU8k0rkIqUuh8zo40W/a5URNmFGlomS1lFjFxz622/p6H6dp6ELAS5XoLlGaTEScq13AnzVPzgJQtToTc8cD9KNuFN7wuUIFs420UC9uxHUvGlgL79SSorZRPhY8MG4GVIf8ikAGbBZSvit9ldksRURMZiUQio81w9sXDZVY0foVI5wrgdnz/7L6R9sboBrsBOHEoC2FmhuXvId8usIG4FFpARz8DApfVnqJxaiOYqaXlME3ep7SoZi8zw7Y8cZWyzc1MmK7StHcJSbsx48iCtT51NcXuGco1bygVP/y2AHdZsbCZ1qd2x5WTe5JtuEy5iTPJZFxzV+hcDtpGtmF3ck17Usy5I/NMbraSb0e2+TZyE6cC6nONdnIFeKYRYBMo01MuC3+Gv5VtIZO9ix2O/FWyo8yB9pK0O9BLq+s2IHY/CYkXVKR1+VeYPPdDFcs2joiayEgkEhl96q0vHt9CZM9K7T9XFV9qwDgY7BHcHmDQmBU30N26GjhqKNLrG21StjF1Fx5JeU1dOBOp4pS9pGlM3vcI2p/ZjuXnpkbKqJNMbhWFLtcqFrq3kek6BsvcB2oFjgRbBRwiZSGb4pxcmXuZtOeJUqa5ptvLVNr2PBNMEwaGC7dKm8ofy9PtQ4cUNZGRSCQy2tRhXzy+hUjnL/iy9eqEOGl3jIlDsS2iWXEr3a1bSS5QGUqUvRFlepyBZhr6WL2su5CeUzk8xJL2sAl7rKZ93dNYYacV45KabPKcbjYv7QZrAHZjwh430jBhImSm4ca5IO7FKNCxMUehI7GVopbSsvfMmgXI0aHq7XkikUgkEtnVGP9CZI9t5O+rvkZqxjgA7FFg4YDz7m5bynBqIJumHiBl96gush2D2ePV7IgjaS+bMPMp2tetxQp77hyeWWiT97me1pXP1R5HrSGTyVHsOpid3P0AE2YUyW9fQsfGRUAXLbOlTEPt+31HhpUB75IQiUQikSGj3vri8S9EOn8Eerus6Q9pIsamgfqMsULXnWDDoYF8imzzMsAgU4vtZtanmavbVlHSvjZh5lN0rH+cYvdO1yjXfJJNW/i4mqecCkHravY0ln+G7m0ZsCNCQhkaJi2i2H0DZIrKNp1cQ5lHm/p6mwdIXFgTiUQio0899sW7xq4cLXOKwOcHcOVxwLUDyrPY1QY0DujaPtEmNe72PDXutkhSjYMAOwGz66rOSdqX5ulFoLMsqEDD5Bs0adbknriZ3ZTJ7q1s01E0TTuChsn3gu7fcUXT1BNpmrYNMtsg0w6ZjrKjHTIbcNODWokOxgdDcCsxkCMSiUQiQ0Qd9sW7iiYS4HfAA8ChVV+xw49ksdq9uIHgRDzFnnCQPElu0moyuWp3g0kjB8WTsMydSMdUd4mmk5twL/n2kj2l0Tz9GuWaX1jxCgmyjUcYLQ/Q3XYtmYa9cdc/p/byE7kzE7BMAxQfxD3qi97rs8OKazJAAz2DoOF6g/rdfH68UG+j30gkEhmP1FtfvOsIkS1zCrSt+Dzwq9ov1rHuAqbK6XArPM7OfgcHh3Ir1TBpYFPBZvjOPLYvsBqK2yBXrX3kdJqmTbfGqd1gD1Ho3KBsU68dfnwqu9hGj0bQhT2zdWQaSqvcJ0DxGTM1SpkZfWS4G2QPGdB9Dj1No12AkSFqFSORSGT0qb++eNcRIp3fAudRvfuebcBypPkYK8HmU81OJoWO1VQjRGYnXEdDi1CmkXx7F91b07Wdmdx1NEyuTbNptg3sDrCZuAP1kuA3DwysGyxzC8o24JutrwbacMEpg9RLYyvowIqtZBqmIvWepu/cdBeFzjTH6XvtfEr30LhbZSFybLHLrM6ut9FvJBKJjEfqrS/etYTIHm3kz6uI/QS+QfnJwBqkF1nr2htt7YN7MWmPddrzkCMlpU8tm/Vva9o49RYyDV3KNvrClGzjtXRXiKsGU6Zh/5R8NoOtRJkUDWnxdvrdEad4HFYs/TGld9q6F+XagCwUu7HCicCJKDcwG9H6pL7e5kgkEolERpBdS4h0fo3Zx4B5vgLbAHsIK65D2f2AfYPj6pX0CGHukmbijGfT3dGmGQu29RIgzYrAk8BcpJwad2s2iqtdG6gcyjyBMs/BnVfngaKk48hk79uRRqbxECbu9TA9dn9yo0wrku9swIoPAYbZGqTJmG0HOwbI7tiUxe/ldrAu4FmDqyY7AkuRaqUUAbkmWaueBLN6KuuAUdw7OwJIOhD4NT6L8gkz+9YoFwkASYuBS8zsR6NdloEgyYADzOzx0S5LpG8ktQFHmNnSCuEPAO82s8XDk3/99cW7nhDZMifPlie+BHwNX2gzFzgYODho5e5AuSOx7oUocweQB+VRppu2tR3kO06zR65sscZJT9I8eZOap25j2pxtyjacBtyOKY+yx4lMG6IBmIK0xm392G1HOcwepqt1Ar6n9CTBM2QnriLbcATSrBCnC7ObyGQWhb83g83FLKkB7cKsC+ymsAd0/1s8DoZioYVsuRxZy+Jo280KHTdCpknZxkEKusNOnM6O1ISkfwfeDxwEtOLeBr5gZtcPc75DIah8GFhsZkcPsiwXAyvN7JODSafKvKYCXwdeBkzCzXJ+bGZfGu68hwpJLwE+ARwNdAAPAl8zs+p2Wquc7nnAAjN74xCU8RRckN+nn3jH4iZjJwBF4HHge2Z20WDLMBKY2Q5fx2nt2MyqX5g7QOqtL971hEjnl8BngLQdXJ6F5R8BmrBij5BjxZvINsz2/xcm0Ll1Pzq37medrUu1+755zDYA2xHTwW7Hiq1BU9iAaU8yDUWkDGbbKObvwwpHAcldW7ZR7DwJ695AbuI2rHAnVjiMkjbUtYyP4G6HkszHCtuR+pm6HhjWtXUJxe79wp9FfNo7OUoz4PCdLqzMPAqd84AHyQ6DB6ShZddwgUX9Obgdi0h6P/BR4J3A34Eu4DTgDGBYhcjBIClnZnl8QP3r0S5PjXwDFx4PBrbgm0MMzw5hw4Ck1wA/wQcep+MDj5OBN1Ltdr1jBEnHA/8APge8GdgAHAN8BKgLIXIsUG998S7zkezFlPl54II+YhwImodPP98MLAHNhjKrxQnTHs3MX7S/MrmFYCv8pA4FCmQbJ5Od8DDKdZFpWImUoZi/nkJnHis8l94CJJDpAgQ2x4qd11gxP9Ws6FoFszawW9hZgAS4Ax+NDxqz4lYr5p+wYmGVWXFrcFXUhC/M2ReYB+wH7J845gO7DyC7emh79fU2D5SwX+tAjogjaQrwWXyq6//MbJuZdZvZZWb2oRCnSdI3Ja0KxzclNYWwsyVdX5amKXhQkHSxpO9I+qukVkm3SJofwkp2yvdIapP0unD+FZLulrRZ0o2SjkikvUzSRyTdC2yT9E/g+cC3QxoLJb1c0l2StkpaETRbyfKdFNLdHMLPlvR24EzgwyGdy8rvJXE/nw//nybpL5KekbQp/L9PjVeC5wC/NLNNZlY0s4fN7HeJfA6S9A9JGyU9Ium1ibAJkr4mabmkLZKulzQhhP2LpAfCvS2WdHBZ3X1Q0r3hukslNSfCPyRpdXjG/1Gp4PIX6OvA58zsR2a2JdzDEjM7J8TJSPpkKOM6ST8LbQ1J80K9niXpKUnrJX0ihJ0GfBx4XXgO94TzUyT9OJTvaUmfl5QNYd+TlKy7L0m6Wm669TdgdkirTdLslFv6CvBTM/uSma035w4zS9b5OZIeD8/jz8l0wr38p6THQhv/nKT5km4KbfA3Cos6JZ0iaaWkj4f7XibpzERaU0JdPRPq7pMKpliSFkhaEp7dekmXlpVhQR/teJmkF4b/9/U+l8r3gfDcVkt6S6W2kGgUddcX18OHfLj4ObC87yiaAXou6ASwFUyYulHzF12u2Ucs0R4HXq/dZq01s62Y3Q/sAWpAuScg0xVsFtuRbgXbAlyHayYeA24DtoEtBbvBBcRiDss3Wr7zL3S1nkK+7XCK3d3B6eSTpAuQ4P4Sh4ZC1yN0bZlP1+bZdG7ajc6NYMXnDln6vakHCWQwPjnrBlF/Dm7HIMfjA8M/9BHnE8Bz8a1QjwSOBWqZ8n0DcD4wDZ8m/AKAmZU8LxxpZi1mdqncD+xPgHcA04EfAH8ufeQS6b0cmGpmL8D7qHNDGo/i3ineDEwN8d4l6ZUQNiJwweJCYI9wT3eb2Q+BXwBfDumcXsV9ZXBN1Vx8sNoOfLvKOrkZ+IKkt0g6IBkQhJ9/4DNPM8P9flc9nie+ituOn4APhD+M26svxF3BvS/c2+XAZertleK1uJZ5P+AI4OyQ52nAB4EXAQcAFf3p4l5C5uA+jCtxdjiejw/aW9i5bk4KaZ0KfFrSwWZ2Ba4ouTQ8hyND3J/idvkL8OnzFwNvC2EfAI6QDwZOBt4KnGVm24CXAqtCWi1mtipZAEkT8Xeg4r1IegHw33jd7YV/f8s136fhz+S5+PP4IS7MzcE1zG9IxJ0FzAD2Bs4Cfii36wVvl1NCnS3C23FJiPsccCX+Hu0T4vaiynbc3/s8K5Rhb7wuvyNpWmrlBOqxL951hcgp87uAL1YZuwE4SXCSmqdM0rT9GzRz4QLNWHCy3NZxMzAJ7CCwJ5Em4y/qcZDJo8yhKHMyykwkk3s2yh4I9iDewE/0eLbAjXmLLwPuAaCYn2XYbVSeLs4bZMyK661YWGXd266zYv5JKxaeNiusMSusc81i/imz4vqBV9awMNG62++w/I7jNit0jzXD8yr3Ja9/6m30OwaZDqwP08KVOBP4rJmtM7NncIHwTTXk8X9mdmvI4xf4x6sS5wA/MLNbzKxgZj/Fd55KDgq/ZWYrzKw9LQEzW2xm9wXt2L24YFUymzkTuMrMfhU0rhvMbCC7TRGu/b2ZbTezVlw4rtY85z14XZwLPBi0XC8NYa8AlpnZRWaWN7M7gd8Drwlaqf8A/p+ZPR3q6EYz6wReB/zVzP5hZt24sDkBFzZLfMvMVpnZRuAyep7Fa4GLzOz+IHyd10fZp4ff1X3EORP4upktNbM24GPA69V7t7LzzazdzO7Bvx1HpiUkaU9cGHxf0JSvw80BXg9gZtvxafSvA5cA7zGzlX2ULck0XJ7o715+YmZ3hnr+GHC8pHmJOF8ys61m9gC+VfGV4d634IOWcnvdT5lZp5ktAf4KvDZoVl8HfMzMWs1sGb4GovSudeMDltlm1jEIe+X+3ufuEN5tZpfjtI17EQAAIABJREFULvT6dS9Yb33xrmoTWeIifORQjQ/GVSjXusP20LLroPAIcCDSURh34CPY2WALIXMN0gNIJwCNFIt3YsUuYBNoOcq2Y4UdiVux8E+wQ4DtlDoXqVVktiNusWLBwNyHI2oBZlNov51CxxH0uOeZTaGjvNwz/Uf307x73/4Za95GcRCYNZHfehi9HHpn7rSGCTeg3ATlmqvcUWdY2Z3W5Vkmzy30H7WOEaStuY/UxAZghnrsC9OYTe/Zj+XhXLWsSfx/O66VqsRc4CxJ70mcayzLb0VfmUk6Dh9oHxaubcJ97YJrhp6orth9E7RY38C1UCVNzWRJWTPr890LAvAFwAVhQP9R4LdBUzoXOE7S5sQlOXwWagauOU67h17PycyKklbQ+ztR/ixmJ669IxHW12zXhvC7F+7dI420NpMD9uyjLJXaxVxcIbI6IXRkSLQDM7tV0lL8u/GbPspezibcZn4v4OEKcWYDdybyapO0Aa/XZeH02kT89pS/ZyXzDIJ6idL7NANvr+X1Vnp+H8a1kbdK2oQvYvpJP/dX6X76ep83lPUF/b2zddkX79pC5JT5nWx54oukqLOBTsjchdQZhLYjSdqBSDOx7DYoXA7shTIzyeT2wmwGcBPSicDEnuRsjZGdA/a4MnRg6gA9ZJbfSrG4ldzEBgqdd9K1WUzaex7+Uh1i+fbbwfIU83mKneVTyzXsYGPNVui6D18IY2GlTpFCVyvFrtl4pzGv+vQGiTQTZW/CCsf3nCweQ/c2gK3W3XoLpSnv3MQC+XZ3e6RMJz2ybmlLxErLw3u2TbS8sGIW1P9S8mxjUY2TTw7XTwfW1X6DkV2Mm/CVta+k8pTeKvxD/kD4e99wDnzqeEd/oZKHhoGzAl8V/oU+4vT3LvwSnzp9qZl1SPom/oEupX9sDelup1d/yCzcjRr4NOqBwHFmtkbSUcBd1GjyYmZbJV2Aa7j2C2VcYmYvKo8bNJEduE33PWXBq0jM/sglrjnA01UUY3WIW2LfPuI+Esr4alzbmUapzSTTy+PCVX92o+XPYQWujZ5RaaAj6d34YGEVLmz9d4W0emdktl3STfi9XFMhWq97CeYG06muXtOYJmlSQpDcF9derqdH2/hgIuzpUNY1uKYeSScBV0m61nb2bNDf+9HX+7zLsGsLkc6PcAPk5O4qz6DcWqS+7QGl/bDMKrCjwe4GrsVfDMOKBcjcDEwHW22FrgyWPwTotmzTYikzCTIHk89fQ7G7gHUbnZuPpHHqQ8AC/X/23jvKjjO9z3x+X9UNfTsi50ASAMEAgmAmhwQ4nBnOaCRLDmutjnZXlldrr1ZhbUle7a7WGtmWvDujrFGWJflIYwXLkizJI5HDmSEJgAEEGEASBECQRI4NNNDocGPV9+4fX110QDcAkmgS3bjPOX26771V1ZXuV+/3ht+b9Zi2ZOgWQk7Sh2UVjcGrsJmrymRf0i7Mj+SANoZGrZEyvr7pqpPaNuhsvprHdWBEtkLTHw4zOy/pC4S8p4SQc9Ug5MR90sx+nBAO/teSdhDu/S8QwoYQDJnbMgNqL5cOg07EKUJ6TPNB+B+A/yrpG8B2ggH3KLAlCxlfCZ3A2cyAvA/47uy4IISQf0KhUOUvCdGQZVlIu7kvo9kJfLeCzt5nCOHql0f9nwrQL2k2QTnjipD0k8CThPPngH9BSC96G9gHfFHS/8RI7t2dwJCZ7ZH0+8AvZp+fIhjFrxI8cP+XpE8BW7Jt1oAXrmCX/gz4j5L+kOAImPRYzMwUKvp/L/PI/QUh5PkQ8D1m9s8J98z/KekJ4DQjeY7JFXxnTwGfkeSylIQTkp4CfiE7b0MEY3upmW3OckF/hnCflAmeuidGXdM5krqz0PJE/DjwlKRDhLB1n6T1hLDydxEmJX8q6Y+BPdmxvJSFmz8o/1bSTxBqBr4N+CkzSyX9GSFX9nsI+a4/SmaoS/rHwItZqP4c4bs4kcd7ovt4NJf6Pn9gpttYPM0cp1NA901VQsjmELADRc+iOId0hTIRWoCirbhCAs4hd3fm7erE/AOYX43ZRlzscPnniAovg5XMrMPgedJqHZ+moBLFeR1E+U9jfnSY6aL49IzBxV2XX+jjwEZ/i6+LvMjplsx9LWJmv0h4WP1rwgP/CCFX76+yRX6GYDi9AbxJMFh+Jlt3H6G6+xuE4rv3m6f1b4A/UKgm/k4ze5ngbfk1woPyXbLij/fBDwD/TtIg4QF5IbxpZocJ2ow/BpwlGInNXLzfA27N9qV57P+CIGHTT8gla74P8MuEnMOmGsaT72MfjZCWdIbgBfoM8K1mNpQZy48Tcv6OE8K+X2IkheZfEa7DjuwYvgQ4M3ubkBv4q9l2/x7w98ysftmdMXsiO56nCef86css/+eE/L3/OdvHU4R74q+zRX6fEH7fQgh5Vwl5oFdCM/WgT1IzjPw9hFDvbsJ98efAoizH8j8RchJfN7N3CM6Vr0gqmNlegtG0P7uuF6VhmNkLwGPZz35JZwmFMX+Xff5N4CcJxvIJghf4u67wWCbiZHYMxwmTmu/P9hPCORomyNE9RzBgmyHre4GXFITF/4aQFztROsFE9/FoJv0+fxim21gss/cjFD1DGThQInxB54PbSqhMu3LkXkduPVgCPBMixYwLodhWsvCzmSWY30YyfDOKdoO7G2kkV8LlNisubgKwSu8hxoYz3i8NgvbYB5HhuRSHUXQYcFi6jlGuuyvGbB9pbc1V3q+rwSBwAlRTaf5P07niv1x2jWnMbcW8/cnKD9bOfP3bJ14xs6kVuG/RokWLUegKxc+nG9NxLG6FswG6bigzcODngJ8D/yCmHQQ5nhxYF+gsyLIiGRFmQPuAmzDrBH8A6TzBs7sE6SRhpj46H2Y5gFn6Ao3hO8HFKFdhIpFw31gxSkbSX/T5pTmFi9/GFQqYbyA5ouL9JMNbSGsbL7/6FeDiLeS6NkpabmbnqJ09Atz6vrZh1sA3JqwKvQboDD+GlXtnqfPD2PDTgGnYaqtFixYtZhzTcCxuGZEj/CZBWX8u2LhONs1aFD2PXBV4FLmFWW3KVszugOhGQqhmJ+hWpPcw30NI9O0CMGM7jUoHyu25TL7lEjNr5kZcQcqB3iDKnyMqLkOuS3IXGYsWtz9AWkv5sK38ouIW5do3mtmAJdXXSMod+HQIuTOEvKEFV1jlnWB+weUX+7ixRZdfZvoz3fJwWrRo0WImMt3G4pYR2aTrhmEGDvwCI9VoE2CfCIUd2kWQZ3BgIfRt9gRBn8ph6eugEmbPIHpAHrk78I2/wsX3EmQA3sDlhjDfuJCDZ76L0O3GYWnVksp5goDsZBwn312Wi++4xDIB39hDkIUo43JH8Gk7WETID6oRFUOFW1q5B+hD7iguXyOtrgKdJNfuketAcbPgpZPqufXgexipkgYYRG4fLucJFe2T9TY8GnJH7cNWoU41101OZIsWLVpMB8zsWS5fnT4tmW5jccuIHMuvA/8Hl80ftNsZL1/mkzuI8j1ZdfZmzD8SBGZsB5bMRtGTinLfQZSTmT8tucsafhYVh0gqVS7uSpOi6EXyXbdL7sp05lxuPYXZZWC+pBsBmvmwo2c+FuX3AxGK7pEUkWvHzBZfNDtKylvAN0Pxoz/sxPzdpDVwuc3gZgM3IZUw200Iz/eQ1pYSkumvda4LI7JFixYtWrR4v7SMyNF03TDIwIGfJ3RMeJ/TAVuCT76Ji/KYjVQdS/dCdBK5x5vblNwVGSaS67B893vUB/YhV8F8N6hKruQUFR5+P3uXGYGlCd4bu5yLL5I0GL+cWfo6tf7Ld5TwjXuAEnJvAA7zk3XeuZaZ8UakNP1CKC1atGgx05iOY3HLiLyY3yBouzWFdHOM6apyCSx9AM8+pLGtmaRzfEDxYLn4JivMQlLTc2j6uO+yRvlKdeZC72nzE7bhmibMeCMyaLhPr4GrRYsWLWYe028sbhmR4+m64TwDB54jaF01OUSoyDbG9p4dTzuWbsD0OnIJ0t3Z++c+zC41bcbs9zVwh11XslDXgRE5/Wa/LVq0aDETmW5jcUtsfGJ+haAV2GQFQRH/AWAzl7WibD2WrsL7v8VsK0bOzN6/IWlWxmyK27N8EKbXTf4hmWunts/s74lAzn2gnxYtWrRocZWYhmNxyxM5EV03nGXgwK8RerCOZxOhxdZKQquv8RjQAL2F9K0AZn4PSbVhcXELimYTzrskOczDaNmd4Muej9lpLD2CoveV+zjVmE9fpj40HXMbPygRoe3k2Y97R6aS6RZCadGiRYuZyHQbi1uuhMn5JUL/0IlYT8j3e4XgmRwi9EkdAL4GqoPuai4s6RYU7SWp3E9j6HYaQ2tpDA+Z2Wp844SltYS0diNpbQC4AfNP4+sLsfQRrqG+zVY9t4PyyXvAT2Q8z2RmeEhbzYzu9//TokWLFi2uEtNvLG4ZkZPRdcNpQpHNZMTA3QTPZJXgmewC7gFVkYqjF1aUv4d8925C4/k62B2YPWEutxCz2NB/M1dYhflv4BtzgCJoD++/Y82UYLX+bSTley+/5IxkRhuR0vTr19qiRYsWM43pOBa3jMhL8/PAlbTmG93s0jNRmFvuFUX5DSrMrpDrTMi1f1Nx4Vtw+QJRcR9xqQdLngW3GiIDbcHl+pA+to4pZjZolr5u9cGtNIYvVVA005nRRmSLGUr5RAflEx+uQ1WLFi1aXIJWTuSl6LrhFAMHfhv4l5MssYWQA3kLIbxdBeYD2wkSQXuBI8jlwQYxew0X3SXYhiWP49NtkhsgLnQADdQ+i7R6HBfPx9J5wHtmNkyQ9ekws3NYekguvvMKj+AccCT7e4jQv/uKVP7N7By+8Ra1/sX4xnSW6LkazHgjslUkM8MonxDwFeA85RM/SmnRjM7pbdFipjDdxuKWEXl5fg74QS7uGgNoIxIYm5G7CXQILIfceczvQrods0WYfwWISSoLiNuO46IHSP3z+HqEohW4+CRSN9IgUXGtJeVtoJWIGsnQadLEm2/soj5wJ1G+g87lk++t2XmwN0GZxJDGdcaxfYQe1xMVx/SZ8S6+0U+172YsvaaKej5GZr4R2cpvnGn8OPD3s7/rlE/8r5QWXVfaXC1aTEem21jcMiIvR9cNxxk48A5w67hPBgg5kCDFODcI9EB0DliIXDuW9iP1YL6NEOY+SFotEBUXg8VhymHHkVsD7AdWmm/soDHwAIq2o2g1jaEj+GSQtPp5XO4Qxbl9wCpgpG8htg2sHv5EWLIR5TYj13nxAWlNts4rwCyC57QCnAKW0xhsUB/47NU5eTOGoY97B6YUCVr5jTOH8onHgf931Dv/DLiJ8olvobSo/jHtVYsWLS7HNByLW0bklbEPuIFQgd1P6GBjo8TEAeqg9Zh/Efw6FG8F3gLrIRicBqzBp7vwQ19Hmo2L7wZ2AO8BC0hrb+HTO3GFV4BVWHKYpFoAC0ZoofugXPQwae0lQuh8BEUVosJsLB2E3LP4WjvGZnyyGKybpral4ndw8cOgu8FOAcPAHFDwtuU67yEu7aDSexPmL9ND/Lrh2Y97B6aa6RZCaTEJ5RPLgT/h4nz3WwmpLPs/8n1q0aLFFTPdxuKWEXlF6AXQp5FuufCW+ZOgvQTDchU+rQJfBVsNegOSR4CvATFyszA7CxwF82DzUdRLkAeK8A2PXAOz2fjkPVxuLr6+D58uZtaaIrgVYAnmV4HtxXyKpQk+6QTL2jNqB3L3IrcNuA+LduAbo/tbp+HHRl1zLbjoSKUiiu+10qJhfH0LjeE2fNKNr2ceTOpA/iqd2OlAH/Dmx70TU810C6G0mIDyiSLwl8BEk7/ZwM9SPvF9lBad/2h37Dpg6KgDlhBUOpYACwjOhhjYR8fSP//4dq7FdGK6jcUtI/JKkDsPdABgdghLTyD1I30Os1M0w8vYeeBmsK0gLKl0geVBhmKTi3PILQTmYf4U5pcjF8LIxk7iYo6o0CAZHqLS+x1Ebc8IdwdSIXSJ0XnwXcjNhrgL5YZJq8+AvxspwRgKXkfbgsvlUfwsaXUdWDcu/xJR4RNYqkzg/NKHLLUTFTYSFbLDtkNYcgyfNPCNiPrA9ZIvuVUL7rsmZJamiqasRItpz68RZMcmIg/8I+AblE/8DaVFxz+63ZrmhCKlHkLnsoWjfhYTjMYbCZGe2yfZwu8ALSOyxWWZjmNxy4i8Asz8MOigoIA1TgEF874Hn7ygKN8JvIYBltRxMXhfN0tes8GTp9W5YBWYD4YgG4BdSKfxvgH+PGgukpBuAI5JrtNyHUN0LH2CqPgA1tgKcRtYQhjIlmU7VcPSMi7+JHLPIT0MaYJxHHwKOo9cTK59DknlhRE1UtUJIew23ofEk6QVKLcCl8OsaMTtrwEeS8qkNdEor8CSZVftpF87PPNx70CLFpelfOL7gO+7giV/k1BY9x+ndoemCZXeOYQw/xpgESFPfBGWdhGcAwsIBuPE0RezwwQHw0RScAlBqWPfVd/vFi2uEVpG5JXgG23AMguSPcEj6XKDF/IIw0KHgFvN0j2Yb+AbUB9sg8V9SIsx3zCzHVhal6JFZmmEIifScxD14vQAZsPIBgXt5Dpuwmwr0rePatW9B7N9YKcwnwML2o3mb4VoCyJG+hTmhsC208ybjNuWgpYDZ5BbH4p+7CyWXAh7+R1/u03Lb61rwQ0bL3c6JAlFG8KrCKICluv0mH+NpDxEY/AWzM+99FamDU9/3Dsw9Uy/ZO4Wo6ic2gD8L4R2rOsJeY/ngaYUWAN4mTBp9MCDlE+eQu4BwqT0vwBP0jZ/RnvcL6LS+38ztgBpNCcJ+r+vEMb8yfLD3wJuJhia49mJ9BDh/LZocQVMv7G4ZUROxMDBnyb0HzKiuEqufSEu9yZJtYxvzMPS1aT1LWDnzOUWomil4DQAZhWs3mH9h85R61+KXCrpJrCjZr4B9ICtAc6Cb8d0Emhg9ibyS8ElBH1Hh/TtmH8Suc9l216DbzQIs+bRzMbSm8G9DQwhdYAey9bZjlQmaES+DnwqW+dN4DZg2CBPvZojadQ+6CmT5FC0gXwnluvoo3pmF2l9JVgHwQqeXt+MwGnCQ2LGI02vZO4WGZXTa1H0VRQtxsyw5Ama3rQw6e0ljPOfGLXWQ6D7CAYnwPcC/x2V3r+mbX7yEe79x0el90eY3IAEOAhRGel+LNnFxEZkAnwSs7cIIe3x5DGrIp358Dvc4nphuo3FLSNyQvw/AFYht42ouOmC9ZMrYY2hLTRqh0EJvvpZ0ioo2kyuczbSXoJBuIae5bPwi/dh1mHgwcAV8kANX+tHcS9iEIhweUdohdiD2X6kjcCzmH8Vn6xHbiuKHkaKCDPkRTRD0S5+DpSCORQ5zF4DCdEDVMHOgm4nzKgBXiDk8sxBcQXpoKRNrH3oXaqDV+XsSZpD27w5ZjZA8Ig0qJ9/l8bQfUyvLkmbteC+ma+tNw3zcFpc4IcxWzSqd+5GQuODJrdcvAoDXJy/9yfAnVR6zwLdtM1/m0qvgPm0zT91tXf6Y6V86vuRfnGST48D70J0K1IzmtIxybLbkR7CrEaYKPcBZ4BBYDiMw9pGMORbtLg803AsbhmRE+OBc5hfjE/2ktZOYWkFWCRso+FP4oqnkXsV/G0oFtI6iLtxuTpJZZVc8TAuzUN6M0YFlCh4EA8BqUi7IXeTwcv4eglXWCnz+5BtgOgc0izkHgJ9AwDzT5ImQnGMcz3AG1g6gKIbQbOyffZIBmag8BrNBysRqrMdIbS1AKmHkGN5DoB5y+/i8K6t5v1JOTdRaOZ9I6nrwotCz1zLd71DfbCXxtA6sK5LrHqtcN3kQ063geu6pnI6AuYAXwAeB2pZQ4MaZg9w+erO3Ujj25jmgKcIlcVQ6f01Qjh3BZXT30ZIjakCnwe+Sdu8K2kHe21i/h6ItiESYHSB4FvA0tBEYswapwiT9yoholInGOp54F2gDUWWGZ1zCWPti6O2/WNTeDQtZhjTbSxuGZETERVvxKwdDNLaLmAZ6AhYBBwiKuxBufko7sMnbwEDmL2Ei+7A0iGi4iCWiLg9kk+2g/cYBeQWIbXh6TG5Ms4dQVGXUIq0Bu8T0G5gPT7Zj6Lt+EZEVCgBQ1jaRlToAfZgjXW4/B7M94yaMY/CngQ9zMgs+m6C5FA72AsE+Ym7QKeBw5KW2/LbH/DP/ckOfP1NLbjRad7KPMX2NlycJ1dcI6n4YU6r5FZT6F5tudKL+LSOi4uktSq+XqQxfP+H2fYUcZ0YkYJpFkK5bqmc/j7gJwkTwqOEZgHnSWt3EgybGsYe0Fkgyq7rGqRR4Vilk2x9yai/fyj7vRtsZ5iMUidMVlcycSHJNMH+HfjfBjd6IlsH3YZZAn4LcqNyw6Nl4BNQH9IGLN0MrKUZ4nbuVdB24H6CJ/MIY43Tg1N7PC1mDtNvLG4ZkRNix0K1tPZhVgc7iVTDOAP0k1TyFAq9QkWTO0Zad+Y4g7kdgFBUCx5BUsLgFIMZlm5H8XwUHSUpz0f1dqTYFJ/AxX8HziM6FEIj67FkN1gNS8ooZ+RKDnQQWArxK/ikhtx8RnfPGWEj2DtZNfa9QETIh3yH4H1cCzwfDtdmI22VVHQPfecq/59/er4N9p7ivZeaeT7P09Z1hvv+0QG1dT3yYc+uXO5BXOgiaYpqlM9fix1hThFyymY+0zCEch3zCULDg/VIQQ0hbewCHso+LwC3XCjGsxSggekNpP7QTtWNz6meiISQAhOBmt26CgQjaSmV04O0zZvMGL22aV98mOHj3wB95yiv7VlgIdgLWLoR9DzSJ0JXMF8kGIz9ACi6BUvfAB7N1q2BbgZ7juCpXD3qvw3RjPa0aHE5puFY3DIiJ2Y22NdBn0duJ74eqhyNV5BuVK7zVVACVhAyUyTMD5HWK0htuPxtUvQmWBtyVVA7+GF8IzK5o/hGijEIPkK5BuY9ab2Oogi5QaSXsdST1ueAhjAfoTQPUS4rmrkLS78OtGO+Cu55UAnsRkKoOg+UCN6CBwii5hsJD4G5BNmKZuedjUA/Zh6Yi4u8+/s/ttc/+eWzFAorCTmNG2hU3rHK8QfxQ69RWrRME3o/PxDVcC6vOZ69LvIhyRRIp9nAdV1SOX0DoRJ43QXjx2w3ljx0qdWAHNgdXOiS6rejaDdy68Z6KIEwIX0t/KlNXMxiQlHeHwL/5AMdx7XBH2Dp90O0hVDseByjC/y9AGHMjSCMf81zFDy1ZocgehRsByE96DzSbIxHCPJJw2CbCSbBIKUF18U40uLDMx3H4pYROTGzgYfBXgbfh6KXMesAvxpLuwxnJJUYuT5JHXJuCXAOogVIB4FBzCwM9NYFhkndJPVzwTMYxUSK8GkKioK7wEkuduAX43GY9YH6w+cqAg3SWgUzI8ptwXwdn94PvAnWjaICcm+DDUFUzHQnm4PXJmALwWBcSNAtWxL+tt2Zp2ETULOT+79um79yO4vm10iSExgvkySfIM6X5VxMY2gDA/vPWHHOFuW7IsxSXHQpWaBB4NVx743+ltRxuQiL3s5eG76+hAsC7h8b14G0T4trlkrvHxA84QVgIHi6WEsITY/Eu3yjGVY+DDqVtTidzNNYB70WKrNNWAqm3WGiy0qkN4G7CGMBoWkC94EKF23J7HHKJ/8Q+F5KC6ejNND3AquwdPQ4c8eFv6SmUsW50IGMOlDE7DzYvaBzyAWDMxiMTSneQvjRXYQim9em9ChatPiYaRmRE3OSkF90D0FfLY9wZgjz38CSW0gq+5HmGhJRcY+i3HxIByHqBFseDEBq2WDTCT4lyuVxuRjJ8PXZyJ0BA5MQwrxhOgupkHsMsRlsk/nGfwNihXxGT5o8gnMv4KKjwDLM9oD1Ykkb6ABwK8TPIBwhGbxIMCC3AQ+A1oDtIlRo9gF7CFWcBRXbe2zu3L0qFDaSz0e0le7CuTm0zdpBlN8MAkuLNAbbifJ3Aw3U5i+hSzCM3EQejYz0MHFx+Zi36skLocXjx8p1kg8ZmG6ttq4DdgE/m/29mxA5uDUriBuFIhSdQlpOkPECs9OEAj4RUmrAfAOsDTQPsQtsGCiCLcJsAdAX0iz1DrAWqQQ8ArwLJtBN2bY9YXJ6ApgP9o8pn/gLSouuxWjCpVg/7nVj7MusJawYBoVJstk+zN8JvIjTPLC3CGH/MvAS4ZnRRSh66sx+xk+gW7S4JNNtLG4ZkRNzlDCb96Aq0GbGe1h6FJ8W8fU95DtTzHrBRGhnGMTC4V1rDD+NIcX5xaABsDmKS2vJ5UYVpuTfJq0VwWH49zDLg68itwDsjqz4ZS1mX8NS8FRxufC53NPZQ6AC+gxwGLMNWLofFzdAOxELQA1C6CmbMbMK2EowGOvAsezv2ZjtxNJ+dc5aqWWrDlLuC4Nje0+ZXPEpCt0VolIOEOYjrFG1pPqM4uInSWv7cFEvLq5lXtPmt2AQ1EGYkU/SEszNJSq8CEBaWw3MzSrLJycubSYqxNTOd1HoHsxcABrj36z2t4Nfd5nrPBknCFWX1wcSuOmVzH0d8CrBiPwu4NYsqHAU4w3gXqQ2AETnBYOniTQPmDfmPVwN7AShKGYc9jYQY7452auBew60EGlVeG0vYVaFC8tkzQb4LHCQ8ol/D/pTSguvxfzmsQwffwz478e8530V6RhmfUjnsSRFOojIA3+FojuBY+DXoChPEHJ/g5Dv2EUoqpmIVnvJFlfONByLZ6YRWT51M3JthEpCw8xjqc8GYo/5lDBr7AB5nIsIM/YESJG7D/NPgtqQK0L6S6T1fWDPEuVfwDlC+JhlYGfxDZnLPamosA6YFSLQ9IE7Ab4BOk/a+AZxfhNhdorJrSApb8FFPSFn0hVw8XwsTUA7Md9lvrEdS/IoEj7FGkMF5IYpzGqTZJgVwJ4Auy/k5/gbQCeB+zDbhWjql30VeBA0F3gE7DTBSO4nyPw44GYsrQPdzFl+CKtsJ017wPjHAAAgAElEQVS6iVyFYqep0BWD9aDoJFG+E4p5FFvYvl+D92243NwLDzfDB4+HWwg2f7JLJalEVHjQzCCtHSLkbE6cQ1Sc/SJyEXFpnVw822rnDpPWz6o0/yJPp9WHnsPX39dtM4rrJh+yyXTLw5nxtM3/JvBNKr1twA9n7y4FWwqcw9gO3AYqT/Z1GYu9RIhGTESJZjvVQAHzDwP7Mfckok7IEx8vC9TEAb8A/Dzlk78N/CqlhUevYKc+eoaOfgbzP5adjzagm+A5jDEtAY6BewSsH1wd9CbwAEZPSEVyz2DUQpSIxYRJ+O5L/MeTU31ILWYW020snllG5NCRZcAv43I3E7qxZNgbYHOAJQQB7BIXjt12MOKpG0HuU8BhjBpmMdg/weWekdyn8HYGS+eapS+APYSiHcj1gx0CN0S+M4dZP9LNpLVesE2IbQQh8lfxjRI+fQ+z+fg0j6Iqsrnm66cldzPYchTtISrcSNJIwQbxySCN4Rr5DkdaH7SocA9mpWz/uyV9Dou+ivkNyL0L9hnMgiHsk/NI23DxBrzthqQdxeeCqLlisP2IYyiqY+mncLmIQnseX7+XXNvTivJzwMrEhTUoZ0AFubsEfaBtZqkBZWHLLiTv43agqJqFyrJTbQPAMNIisG1At5kN0hjqIDyIBoAauY75wF6wWva/PHIdxKVULnfLhZBe+6IhFI0WVg74xlbyXXMwv5va2aUET0E/LreLuNSTXXsxInyeEJ7EDjAs/eqV33Qzg+kWQrkuqPQ201DGMwtsE6GI4y1C6HrFpNsJEZKJRMchpLPsB03U9/5G8HUMId082dZBewgeSYAfB36E8sn/BPwspYXXhsLB8LE24EtIP4zxHKHKXWZ+G+YPoGiRxGbQSkIEag8jqhbnwPqRW4vik0DoIIbA7GtgPcCWTJ+3knmCqwTtzVZl9rXC8DEROgvdm/0sBT1JVPgDinOumbze6TYWzwwjcvhEjCU/BPwr5N4DTmHpGYKhYFlHgSxp2l7jQuI4AHdkXWLGt606Twj3zsaSH5W0BvNvg6oo2oPcEixeCvakpM8h9wKwHGlpiKv6/UAHLncceAq5Ddn+nAPmIncfcXEeZn8L3rD0PKhq2F4pOomZSXSbK54GW4xjAFfoAeeFX2hJ5W3wK4FHidueQFGJXHEdqID5+cDzwbNoVVAn5j0+OYdZEexB8E+j6DWwWYRQ843IncNS1L5grQ0eOodr+wbt8+aBOw5KqJ7fSbF7GcYhfHqYfOdKpBWkSRk4jXKvEAwxRwinHc1asW3BfJsFrcrjuPiQpDkEKYwzhDZtESHU3hmMTMAVdiF3r6QqUeEUciOJ74CiYpFQrTpCWnsD8/fIxW0AFhLj99G+sBO5O2gMx4RJxGScQfFfXOLzmYeEpjCEIulzwK8QrvHvmtkXJ1jmUeCXCQ/eM2Z2iTza64b/nYtz90ZTQG5TkKHhHaAMVifk92UTIyPzVnYBBwiFH0WCUHaWPz1hFTYEVYcH0ASFNSP0gfss+NcYCXHngH8KfC/lk38F9kVKi7Zf0RFPBcPH1gN/RNOx4KKHMdtvSfVdfGI455Hbn+lGHsEYJHIPAk8SipmWB7UOzjA6bG1+M/jPQDP3XC8TvJOjx6m3qPT+Fm3zr6vIxjVDmDz8D8C3EyYOY9UIFC0D7qPa9wMU53z812iKx+KpYPobkeWTDyH9FsRLkLYTwsU5wkBqmEXgZxPaULUTcllGcwY0TKiEXE7IhSuBVgGhc0FULGP+WcwEHAabh3RjKL5OD4XN6EbQPmApZscIM569KNoUJHfsBSBBroTLL8DSzSHk7mPMqvikDSMH9CPXj5TH/GyJFHTKpBpRPBsXDyJ3C9jzGEPEbU8StX1uzPRFUZDf8fY85gdxzjDqwFEUJVhjC+bB5EFnwR8EncZsEHhELtdppYU7cVFFaT2h0A1xCcy7cL6oIp0y8wOgQVyuCM6DZfmQdgboweg3OEH9fBtmhq/vxMWeqHiPKbeNKL8KaS5xe5nGUAw8hPQSoa0jYEcl3YzZ6/hGAtERpNB5x0WOUPmdGf92BHCYX0QIUwWK8/YQ528X6rK0+ixwHyHNYbJv6pPqWfOBe4hPR6ZSVkKhVeevA58h5BrvkPQ3ZrZ71DI9wG8AnzOzw5ImTX+4bqj0xoQK4ssTvvuZNuEE11EQ7PcM81vANgI3YD505wpRgCzPmhroLC6eB7yKpXGoSJ6QIaS5mAYmCKsL7B8AsymfMOCLwFOUFn00D+vgefoh4OcIxvMFDHsXmIWLCkT581LUCKkCOoZcOVusm3Be9oPaGC0gHqq0DbQV1A3cCsRIYya6BGN6J/DlqTjEFpMwfHwu2A8Srv9EcnRvo+gkLt4EPAhUqfb96MdtSLYkfj5KKr1zMPt/gE2gs0gdBI/HOGwQ81mbKusn5K8UCKGglBAaWpQNBLsIhkk/2DHAgQxpDi73aNicpVj6FmY7wcoEvcihbPvrsfQAYdBZEiqzlQ/7oaaW22akgnAFpEcgItNt24CUw/xzwMO43ABSFz49TlrL4eISckOkSYN8aScuXkjt7GKitmWazP8ttxJLhjCOgavgIgsPjagKdgs+3Q0UEfuQawc/C/OvYLbAda/4NIAl5QO4XEMuVzO0jrTaSZT/Ji4y0kYJ8wuJ2yKZnQa7i2CE35ftwRaJDYY2Y+md1AfCoJzvfhq51TQuPPFywFGi4tu4fBu+Di63g6h4P5buAL8En6zAuUHMDmM2D7k5mD2HsslC6E97NyE8N3IKonwDnx4C1kH0KC6q4WunCVqZJwlemS5GjMq/m/yma/EBuA9418z2A0j6U+A7GJtH9t3AX5rZYQAza/Uahq8weQj6g+P9O+BTQpRlHnJ5QiRg1pjlFB9HWpz9DWZvBuFyG1es5o4CK7MK5hdDlGMMRwgeoJggzv0G5ZM/g6K/om3euIroq8jwsXnA7wPfdvGH2iHFC8lFi8ysV86NbqCwiuCBheB1DEV7WPnCEmaHseQ8ij6BlBu1bjuhSrvZ2ccRpNT+Nyq979A2/4mrdnwtxlLtazqI7gYewOW/Fd94Dfzo+/ogig6j+NYsPWN0FOtfEp79X/jodvqjZaoiQtPPiKz0OsIM/WeR5mAcATZMmEhgtgcoZ6PgHKAHaZwwr7YgNSuHN4z64AzwVhgcbXDURl8ieMwIYwuDYDsJRSqfBbpDRTY7CYPIWZoDdhhQBbwClhAqMPuDTpu9RBh4QijK/DYUPY7cXUSFV+UbK5E7iosfJS07vPsmcBP18/st33VWaDnjPThySwghq1Kof0kbIXytJWBns32Yhecg8nGmjbYRiDB/EFhKrjMhaMU9i9yrRIW8XNyB3IPm6s/ia8OS6wF/KjOAzwEdyM0leDR2EJc6MXuF2tk7QCeAKi53BNhLVOgg3/WIpBvMbCnYQXzhKeS6hb0AMowImIWZkMVg50mr84MYcDQICOnucVffo+g5sDZgHVzINSlY+IIA9CsurTXf2IZv3EaYVPz1RffR9cDU5eEsIdz3TY5ycSXrGiAn6VlCJOFXzOwPp2qHrnkqvT2EdJq/JHjCBrLX5wkPuiHCeNN8byB7PyZ0Wpr4YprVwQv4ZPbOGcwOZsvffeEeULQTaWzERlqXGZPbsGQ1oRhlD2TfO0mgB7H0TbLvW+aZbDDynHkZooXAfwaOUjn9JeD3aJtXff8naXJs4MBjuNwfSVo47qNy2Aergm4GlYQ/gNmCca1js4k/OwgybxHYCsy2Y6kDuwfAzL9IUhtQ3HZ3tv46gi7k6Pv76wQv/J9S6b2ftvnXRo7odKXaJ0ZSBtaP+r2W0dElCaL8JszvxZJTITrnbkNaeYmt/yTVPk9xzr+Zqt2/IqZgLJ7KiND0MiIrvbcDv8nosIImTAgHs/1YcrmZfJ1w802wPtuRFgbDyHKYN+RizN8wZjnnOoFVBCmb08ApsJvQhb6sWwgPxnkEoW8wewJ4CPQ6cjnkHsNsIMhKxLMwOxnC2bYV2IBcNy5/EJ+sCIafP4VPPwW8hqUbaAztJy6VUTzBRY/eBdogrYyEmzkANIJ+JedwLsYnhJC3ns8eNHXgsCyto2g10mJF+ea52h1OfbyWyAn8eVA+tG2UC+vKEXpt9yjX7vHJgEVtLxMX11HoOS0X53G525Cb09xTQahkd/HjhDBajuA17gQGwfZlIfUCF8J3FlIVvD9FUj4GGsDFjyL3DbA1mN+XPSgxs3lZpekruEIb0lLMDkvxInPuDXztOfWsGfE4XC98uFZbcyW9POr175jZ74zd+kWMDxnFBA/CpwipCC9K2mZm+z7oTk1r2ub3A9//vter9P5DJjMgAcxvY2yhzlxGQn0JZm8RUlUmz8OUHoC4D/NPge67oMYwskB13OVtbv9ZiB4d9YBcBvwg8J1UTv8ZV8GYtP53CsD/B/wIPtltcu/i4gKK7sXM5NzLQMOMx8Bvw/w+4edj7ACfx8WG9GlG5JHuJxjre4AG2BKwM1nRZI+wB83l6qFIUAY0CwRH82mC1vA9wF9nhmT/hznO64ZqX47wfN5A8DLeSTAa51xqtTHIrUX5iZ/xE/NTVPsqFOd86f3s6lVj6toeTllEaHoYkZXeduCngB/hSvbZ7DiWjP+ipoxJDAJgF9JdE6xfBh4PVdmj35+sgEsHw+BKB7B43Di+mpDjt5mRThD3ZuHzkdFW6sLYA8zKQuD3hO1ZHxAqjKVZmVeuLnjV0CLwBzDvLK2aKG4GV8SSMpZW8OkyFDeIczGmWUBX0Lb0c4HTmK+BS5DakRsAufAeNeRmg+pIJRR9FRf3YJZm4eMS5t9FHMR0J0QpjhsJM/jXQb0Eb0kdWI3ZPrAltM19D5c7Qdz22CSzrXeyY96LUcqKpVMUzcf8XCx9B6mbMJPaivl+FIWiqLT2JtgDWdX3c5h5pENACXwf2J1ARFptB7dSYnU4/ZadflYQFf7ZJBd4hvOhkrnPmAXPzCQEQfwRlnKxdt7RbDvDwLCkLQTvwvVpRH5wHpv0E5+8ivk86BQapysZiAnn/Ahm9WwCeDFBYeEt5JbRFDIf8zmzwW/OGgxsIeSZvwZaAH4zhkB3IPc6YTy8hWDY/gSV018Efpe2eZWLtnsZrP+dW4A/ZiTn/VbMQ1oHaOByR/F+tsEh0sYhsFtRtA2XX4tzXZnt9zxme5DWENKdPMHLWyRMjFNQf4gaqQi0y7lhUNDaHXk2vcFIcY0IYdMDBA/a57P9bDGaal8H4f67kxGj8XbG5bJOivnj+OQdpAiXe/jyK1ySL1LtK1Oc86sfcjsfgCkrrJmyiNC1b0RWer8D+FXGPogmx6wf7CSh7dT5EGpWEbgF7HXCzPim8JmGJ9nKOZp9Ui/PK5kBORnNO2L0uT7GhRm62YgsDk3v5a4sx2g3RCVIFwbNR+3B7EbCxT4JLMV4F/NVLCma1R6SczuBOfj0EOIYvgZJeg6X68mKUlJgGGNuyOVMb8e0A0gtrXcKq4A+gdwupDbkloIWZ+HtbZm38RHgPeBm8HNRtBdYHULkFAlepTPhOG0r+CGkjcp3DV4w2sMsp4+mlqfkkdZhVsP8NnxaAR9l8iL7MetFuhGzJHg9mY0YxtIquL1gA9m5E8FT/TSQEOU2kaQvAQM0Bl4EZuFylWyiwKh19tG1cs9lrvWMZQplJXYAqxXacB4jiGd/97hl/hr4NUkxYSJyP/BLU7VDM5hPTfSmmT9DUu7XBSNTx1B0GBcl4OYxupWiojM4N1l05xWClFDTm9kU5B/xDEk3YVEhG2sHgAWglYRJZS9oBVIfIwoZRvj+LcbsC+C/i/KpP0X6Y9rmj8lvnpDh4zLz/xSX+x/D2OB3Y9ZJaP/YBZwG7ZV5D64BVsW5k+Ak6fOZ3mO2LyqCHcQsTwiFtxOM4OWg58JvG0AScnMmCY2eJXgvx+wl4X7+SssLCVT7FjLWWNxAyEW98kHI0textD806bDFhBz3LpS/ci/lpfly5pH83au0vSvmQ4zFl4oKTVlE6No1IgcPrwC+jMt146IwqJkdJq2HIpko9x5oXeaZIvt8H3ASbGPm6epmjHyFHsmWqxHy4iaYSdtRwsNuEZNX8DapwmXzBprtwEZdRA1l10/ARvAvYLqZUByyhCBBsxc4iwRGkSAw/CDmnyBoelRJq/vxSQUooKiKyz1JruSBEi6KMObg6AZbg6+fx+V3InUGB5zvzoqH2iGpAUtIqxVTJEX5c0AMKgP7wBLMisETmp7G7AVw58HmoOg85oV0CnQb4ebbHox5fwtyy0EnQS8BcdYRAkKIZyHhRBzP/q4BEWmjCn4eUMcYwnwPUMv07mKCAX4Ac0uQjuHizyC3lmD8e8yOYI3ZwHpS9obrxH6S6jykCPMLLWqbLak7VKqyEfj3l7mOMxcBU1QRaGaJpB8CvkaIBPy+mb0l6fuzz3/LzPZIepLgwfGEpO9dU7JDM5VK7xImSM0xM6gPHgZ7zNBOSXeCLcGSJaQXOhUOo+hdXHwMl/v8Rds2O4v5l8BK4PKjogirgP2E73CYFEuENJH0HdA6QvenQdA8pE2EPMoi8Hy23r3ANsw6wC8EJUhfBr5Ipfd3gS/SNv/EhMc8fGwO8IuS+x6i/NjPzN41S0/jG4cwWwZ2DBd9WrityK3HN54DOwPmCJPZfkLjiG5wZ5Hbj3Q/UhdoC+gesDdR1FR/OJ/9pyHCWF3OzsEyRozstwmV4X9E2/yrmvc5Laj2OYLDZgNjDcaJPOFXhvl9+HqF4LV8F7ljKB4Atwhpw+VWf5/8DtW+r1Occ+gqb3dyPtxYfKmo0JRFhK49I3LwcJ4Qtv4CUAoNX9xbwArMH4CsWiitLwIdxUVvhjCrOrMCmTWX/R9B96ypl9acCYPZ88ADhBN8BeilbGC8FEcJhuHoO6NpeDbD6w8hewGLbof0TUIxUDlIZ6QnQr6k78f8AGIx5o5LdBqqErWlOJcqKpYILs0GPq0gn0PuXBiU3bMhFu8fhtyTSDmiuJ+0+lmU+yYkG8zMgb1HrlRCUT/mI6QOoIz5NPSQpZyFuU8j90nCwLsjO54qwaO4FLODweDUblAvkjESanuZcN/NBjtOGHgdZjW83wbpCqQezJXBcogbIRpCamTpBOXMO9mTaW++CuxBGsLlfeZNOIByXWDbzfsqybAnKhRw8WEaFY/qfRjDFhdmobiK3N9K7r9e2TWfmUylNpmZ/R3jqt7N7LfGvf45wgO3xQfj8QnfTSqbL4yZk49r7ZhvEBU/PSbNxKyK+e1gG4Bvyd7dw0jEBILE1n5CrlUu5FMrwnyZEJubC5QvVHqHvPEgLzTyfzrAryGMxc2HYImgk/nPKZ/6CvgvU1o0MrEYPvYQoUDn7EVHY3YSfFXheXAMsRp0nJD/lYLtxOXuBnsD+BTmt5hvlDC/Emy/lG8gH4PbDsoRihZ3MOI9TQge9v2EcW30g3s3IQrzC8BXaZt/zYhYTykhf/FW4C5GjMb1ZB3aPhDmj2Lp/pCGYc30ipWEZ+pruMJaQlvOqUKMlov7iJiisXjKIkLXlhE5eHgjoXDm1jHvp7UlhPy6cQabLcUnYWA0hnHRi6BFwMosiRzkOoDbmEgw1+x+gvv33tAXli4uzptsEGad47Wm9gPNSu8jBM/lROezqTnYHJ0PIncCS2cB92M2lBlrDyLbDa4f2AjuANINoNX49EWwHKgOqprTbHzDiIop2CnJ5UClYDQCLp6LJWfA5UInHVYjdxRFTyN9ayieoUJUfAVfj0H7JDdAvmsWigaRG0C6DTiNkUOsy453ELkact2E/MX1oHmEpPw7kJ7CzBOqP1PkGnDBE/gsUEP6LKFI5igh7DMMLMOsjbRyHJd7L1u+C/NnCIO+Bcet3QDqBPcGYJg9k4WUwgPJRc3rOlLhZvX9NIZW0BiKMJtDMjwXeJm0fj/W0UWusw/sN+hZPXVyIy1aTD3HCNWXywkh56XmGyfw9WZ+2CBB93Ai3s0aBzTdeScw/xrm72VsIc4WxudRhYjDGUKr1TPg59AMT6NesGWgFZjtyib50bj1vwm+k2CcNr15t4/63MDWAm9SPvE0Zr9ACLn9AMHTt5ixGzyFeBtTFUtl5juQ24vis4IKogS4bPwJ47XcRtDz4VjwOPWAEtCdQA+WPA1xgnQCqIBqwOfA9jASrUqBPwd+nrb5LzOTCfmLdzBiLG4gXLP8pVa7LGZg6TawBuYF9jBjJz77cfkB5G6fbBNTwPQSbZyEqYwIXRtG5ODhuYSZ2/dMskTPFWylHZ9uQm4L2HHS+qMjH+kIcmcJYt9lXLwQaTXmnyP1w0S5ZwhfgE+M2+YxUINg9AxwQdiaOmhwlEbYsfAeRwl6a7cwIiOzkTALiAnh1n1Ij2N6DuzhzPt5P+Z34KJ1XMgTtCMYK8BeyKwiwOpmVgYrk+tYSVpL5ZNh8EUsyUOcAxpm6Rl8o6RcWwMzB7yNnENuXRbObQPlEEUUnQY6EXm8X4Ql583lloGdCfqTVgO9SciVzBMG+jZC6H0vwciuIJ0lJJfXgdNIhzHWEGSE1hJc4lVgKz7tBz6PdBiYjVHFfI2osAmsF7NyMA71fBA6phbOvevKqt6zB5vtAoVWi+Z3gFUxb2CrQQfN143q+RIXHlzWR1w6Q3HWOczvBesLPdX59Su4v2YsQlOZE9nio6Bt/lPAU2Pe69/3MCOah52EKuLR+dsDKNpJrn19NjGE8B1V6A6lDrAdmK+Eqms9Ps5TuStr5NDUhd3NiNHZSzDybsz+9w0YryFlk35Ls7Gtmce5B1gFVsLoHSVXtgWs2VLxMaTHMDuIsdt8o4SvHweOExXnycW3EsakTSj6Gi4+QqNSotprFGbnKXTOCwagDZjZUmGDWai6Q4qMyHmCw2F59v9eCTl3rMXsdVAXUjdSKctjLxAmwb8L/BJt8z+6sOdHRbVvHmND0RsI0b6rP2D4xmbwk0f2XG4QuYuVA8JE4zk0Ru/zavGRto+ZyrF4qiJC14YRGVT9JzMg3x/mN2LWB3oXLHN12zIszfIqU/CNM0T5LaT1W4lLRUJI5AAhnLKfYBQCujebnUdZCupusGFQgyBWupOQPF7Kfj9IMEabeXZNKuG1vgb6NLDFzC8mqT1JlC/JksPAMizqJ3gSngF/I+ZfxuxOcNuACNIY0jZ8WiCNz4bqcbsJaA8yNomZEWFpBQxrlNuI2+qYpTLrxBr7cfF+ktoNuNxrOFfD5W7E0h7k3iPWKkvr+6mdyaP4PPnue8Fe5P9n7z1j7DrT/M7f877n3FQ5sJhzkkRRia1EUbFbrQ52e+CZMTwLf5hdY9YYA97wYW2sPxjrtcf2Low1dm3AwGJs73ii4Z3xzE5Lo25FZiozizmTVcXK6aZzzvvsh+cUWSRLmpZaLam6+QcKLNa9de+tc899z/M+zz+AR/wsCbeKFYqLsE5iG1ZUHsUKaEHkILAIYQjVGnDFLkJsyD/wDwCvmriHq4S0hIYETQ+CgMg1kFGQccSX7DnlGnAVkVGUTiyvdgzVV9BkGXPyzzVLzpNMpfhKgWLnACLvkjVGQFolKj6tqiUIBbJmB+hu6b5v8POebj8X+NnZStzFVwjp3LRHx0/9E8zZAuAbqjomIkWQ48Qtrbho7jo1iQn2NgG7rOCTR8k1N6ieBz2Fajdmvr2Dm53FSQi5qtrtBB5BuA43JkAtoJtROQnaDXoadPaifwbrOA1yczPeB5yzotHvhWzuBr+KZi+ANBD3vjlKyDga/gyRLqCG+IKiNXCDoB7RLs0aYxJXCihPktWPqos3iXAUWIZIHRetwVK7TmAb/ieBSSQ+lnPvh/LXtwmRYVT/LfDvKffdOVJfaDD/xZXcHEfP/vuTCkw/P1RTssZ+zEFD845vC9Y5b4K8g4tXzVtAGkZAn7boYI6A68sV9l8EvtyFcQGuxV+XInLtX36XzwCRHnDH0OyT+BK9ZM1ngEmy+kEkivDxs6gOAT2IrM/v9y7WaXsq34Hfd9s5NasEew/7wCUgJ4Ci7bJvjLufwAjYZUQ8aEaaHA9v/eEymo2Ce/5vXpBKRwmYQcMPgHOgMaprQDtQ3aAaTtEcD2hWVs2qTBxPaF++Bh8N4eJzuNjZuBsFdfhChZBW0RBIprvVF58krb5MobPI5OAZ2haDxDNUr46h2qRl+TS4t0lrINFl4pYMkT2oJDgXY+fKXHL4OLZLKwIh79iOmzWIBmaTf8R1oEzb7+slVGOQq4h0E7JRNPUg96tmR1F9SET2otoBmpli23Vg3NXZbscRRLbeuLABSvEAyfSP0dAK2gZct9cfNRCXirghlaiNUA8amrshEsTdhy8V4RZPw19c3O1E/rzin2Jqyx3YZ3iaqOUyPt7KrfYpTawbODuu3oQVlXP5j5exQIUjzNm0YRtwh/iXUP0Im2yc5k4+XCXvXA5gRcosukAugKzOeYqzhctkPjF5CvVHIVsFtJsjA4hIESk8BRzH+RH7e/QZVN8hq3kIgiYFSl0gUsDFLahGmKBuLVljibr4A8TPIDIokCCSYpOPSEM4ByRC2gU+BhnAuSew+MZ/QrlvYXrKmuBlA/YezC0auz/t175QWN77deASmg6j2WI0OwEEospyoARhD3gQ9/Snr0/hJEaD6AB22CBPZm2m/rLXAVa4ftIT3I81SL48LLC1+OtSRG78wh9R3DNoOAX6aTuSdjTsgGwnxCCy6LbbH8O6jT8pEpAuRO4xbqC+gRVPXVi3LgUOovqAFErvypYd/frqb/9V/Xj/sHzjOwnKetBDIAHx19FkHPF9qmm/JtMxmq3h/MErOM0ItU1MXO3XxfcmUu4S1AkO8C0O5wMi04RMCYkgcVXT5qsMHVmCFCa4eKZFnvivCuA2gj9Fqeu8GJvXUWgXIEXku8AQwseoJvnrT0zdHaqoxogjFxbtNeKzrAL6Qe4HLjDLZxSKqJG0B8gAACAASURBVE4DS3IFXR3lVTRtR7Wo6EGy+sP44iuI+y6avWt8LLcTZIaQ9uGi/Yg8iaVC7AcEiZYBLWT1Jpp9GxgEfxwXLQdWikhLfjLsRtx9oNPg+okrPSKuCZzlVkuEX1gstN3vXfxkkM5NqY6f+jVsRHUW5/8UH5ewC/jrWPfpDLZZnst3XMKst63xnHdjedtgn8G3uJl802Q2Qk7kYXBm63VzVD2LWX70rWk4VkBuyJXQO0B3YSruuUrxTcAMqkdQvdXb1xc6EXcF6EX1NJoOI/I86i7iC/cibqdEpfuBI6CpSSmjYzh3giwpQHIVF02jYTnizgGZoh1UByJc4RotS3eg+gahuQopBkT+CgvJzaE+shibjO3AisWHME/jrwaqh7EEueXAYnDv4fwjqPsA8au5kR7kcz5vuIC6bjs/7nisOvPa/31KBLaGj9FwHUKF2QaWiUBB/KPcaqD/r4A/+ux/5OfHQluLvy5F5Lq//C63YBhrd/9lyqnGX3K7YXbUPT/mN929FRUTe2iEsAl0tzUsnQe2oNnxXPAzkpugC6rPumUbfhx+8Hf/TEqVAqpdkHks8aaC6oR14SSQ1WaY6u/TI293i7ge4mgQ789SLhcZONPU7iVKXMoo9UTiK4hIrCiIbyDSSXMsJqsVs8HhAddeWuke/cEyiUvdKK9TWZxaao44IDGuEh7VA8AaRJ7BuFYlbPe62bqt4RqaRhAFRJ4CDmHcx3uwLmUDmAbpAb2MSBnV1cAekDoi3fjSSkI6JJoFjVsqIvEqNHmNgAcG0CxFg12IQjKDL74GUkQkQ2QrMI1ID1l9BbAbXBciAeikOXVKxU8horhiFV9QXMWhWpKQDmCZiX9G++pPWW1+QZAneN7Fzyekc9MV4NfuuKE+vB3jov8ydwoKAe4zmoyeA/rQ8BrICqzjdz/wPkgZ2DLnd4ZtDO6voHoZwgA2Fn4H5GHgyp0XeN0G7MK8ccn/3Yfqm6ARyDJgFfjDhMYsd3MQXxwyIY0rgsSgKxE5iY+/j0YTZM2zQCu+4PHFOqoZqtvR8JZEBXOLEF9HwwegdWAMDYsAJWs0wDvEjWlIdqGooGcJzVZwKfCPqA//A0q9X7/1oz6yHBOhPosVj58lseVnC9WzoKu5VeTViUQnEe5FpDLPb61hPhU+AOEd7hDcggkw53v+cB5N13FHLr0+Y0M8diLR3MdbRH3EUer5clT2C3At/uqLyPqIJ6o0Qd8DKaPpCBpKqLag2b3Mv7gN4Iv3mfgkDBDSTubrZoqvoWmNTy82D+E/1RR/M8Zp/JTHkAI2yq1i5PKngZ2gzwFvgGwGPkTkJVR+jOoasubrKq7ielbEWIdyBvuwjCPucZBrqKKhWdfp/nYmro4wOd2qvT2vSbkcMzXlNM1qzAy2EksViROqJ0os2jBD3z1lxGf4uML0tYZ1Hko11927qrHrnbHy6u2PaFI7LHG5DL4LYQRToBdNLCTt1uYPS1B9A3Gem92G3FNNHOiDaLbHHkMamH1PDdvdKWiMeVHtMOWjfgjSmnd8A8oxxK1DZFjgEioDwDKc79OQnULDFmAfIMRtD4rIiwCoHiNkh82E3e0iqsQk1TqaLkWz9ZB+BHSj6cOEcIBkukKhPcX5lUiU5srLdcCfftob/wuFBTZCuYsvAKXeK9SHfxNTc9+eXgHGD1+cx7KOEpICsBTxlxFZlHvqjtx27vSj2oZIPoL066345EVEQMM01vU8ga17ubefPoAFEPQABxHZbnxsLZioTxOghC92o+nbiG9F5BsgHvH3mo+lXDTepU4iMiRR6SWi0gxmIXYOuAd0lKy2Ghf3IzKNyCLEr8j55Q+h2gDdj7jHiFtOERJlut9T7JpCWIMvXUbCY2gYQP3/BPzvX/wb8xlRH1mDFYuzheP6T73/lw0bGR+BYOp3e4+nTbgFiGzEdASbP+VR5nNXOcmdYliAC3BbdKdqgqb77Hz6RPrcVcTfftsffmkF5CwW2Fr81ReRsByRe26U3zcEz5CPUcaAadCBPMWkREgfQsNHOL8NcSsRP2TKLnsENGwGMlxUR4oTiJwnrZZQbUdkGg2LgTK+eBTxa/M3LQVSJLrITTPZWY7hCEi3fU+CteH7MG5PKf8QgGoDkSKqJ/LFL6BaAc5BeIHAn6BZSdPmPjRpI6sv1WJXQ5AqIR1H9T3Qomr6FyiCpq3UxxoSV1JdtrVVym1vkVYdzUaizUYn5y7U6e6scvzYYoR+ypUGHV0VnenPpNipuCgiKj6kWXqY2kiHlEsPl77zzXfsMIVmLhCK8s5AC8ZxdNgHfRzcW9g50op1Fl8GFiOyGPEnUX/cOpU6lB+LrXYcsg/RMIT47nyH/wYmPipjM4PZD/hKxJ1Fw31AgmgE7n6Qk4hOoQ3BeKU1ssb7oEvxpS5gBvQ+YBwNTwhyUcVVIb6AppMIzxMVIKR7yEIE4WGa40MUOi7gfROJRhD/Bq0rTn/+0/bnCwts3bqLLwql3lHqw9/CPOJmvVw/wNa3x+ecGB0g7yEyhMhT+Vr1MMhpYATkKBa+sOWGAhvNgP3c3PydAybATQKrIRzipmK8E8JVYApcLtAJTVTvAU4i0mLuDNKJxItAx4E9wGqb9LhxhOdRdkK2HWUM/GUrRhnH1p6rwCSuWIJsGFzAAhcKICkunm0WLBKtnlDkKlmzHXEzaBbhy1cRt9SWR5YT0heoD5+j1Pv//kzem/lgApi1wHP517OYGPPrCQ3vmtBTnkZuENmHgdSuDbOja+7FrrcxZjEzmX//BKqKNhJgBmQSF5026pR65q1hZACRNTml7AzoMJq1M2/HEoAz4K4i/oFcmDWLy8Df/+kOwGfHQluLvw5F5JpPvMVOui77kpX4/Bx0haF8Rzt7v0X4ws0TRHUMaEVkKUb6TojbijnXoje/z2T+2DOILM15f7Oq69tfyDvcSiSfxa1j+FkvytmiWPUchGE0246GN1SDJ50pURtO8IUlRC1VVEvGG3TrgWE0UUJYTHPiHBrGiFu71Je+lVw5v3/qd//IazOrFzcsrkWthRBNVAuh0ub8yuVVXywoznmyhmfiSoGlvU6VksAVKXZUNW6BtPYaoWl+iJrN2N+sp4AIwVJh7MNdRYixD/WsKfsYqu0Yp6kB9CDuUdBdqNYQeQz0HBpG0OxR4CIaJoFHTeh04825SsiMoyjSa4uIvolmK9FgnBdhWnwUVJikOX0BX6iJdXVTssZrOL8K43FNgg6RNZ8WcRtVwwQi74K/DAjOOSRypPw5oeFoTvRR6B4mKt+HuLu5zHdxFwCl3mnqw98H/hDrBq3mTl/cozhvVjuqR6yAvOGzeOLGCNq6lyusG8hpjIdnEJlE5WlgL2RbgKdBXgX5CLSMjV1r3OhOuichPQpUwb2CuG8Du7GpzTOY6Ofd/P+CchDNHLYh7gLuzzexlZxCswLxfYi7BNEMqgU0bM/FjifQ9F00tyxzUZeI34wvXACqmjUDGtYTkghxlxA/irgiqr9Jtf/ELUboXyTMYmcbN212tvMTh2F8hVAdQdNTGJXhICYsneU0zp5bF29+L01sU3A/9vc18nPiOnYNzzvl2kJIltqvREfmqbhOAA+RNXZhItkt3BlAch3kBOLK4FZjhuVzRbgp8H8C/yulnknu4lPxdSgiV3/m37ARxLPmsRgewhaNubePgTsPbEZkfr6lkXTb5/w/5qa34+34fJFVIusQv47AG5o1KiTTz9OcepOsuZpCZ03i1gTLkj4CLlXCJFm9AlIjaunAx4IvbuHK7kuMja6b/PBkkzRb46rjuyYHJ8dmhqd7pwbGOrvWLx1b+mvPu9LG5YKq0BZlOvBBFy4uamXxRWltXS6iV4mKMZTqOPc+Sg20FQ2rEBlEKWAtyTLIKGgebyZ10H5soVaQrZjJbkDD25gCswmcRPWJ3GYBrNNg36m8ne9EPbAc9CyaToJvgowYV8qdsfG37AWquKhVQnZMo1In0KqqP0aiXhHpxNJ8HkD1A7LmIsjFfhJOgWs1Rac/jWZPIx4K8THp3Hg/gE5djBG3Drj0ud7Tn0vIzyz28C4WCEq9derDv4KFPfxGLoS7hE0hMjSd3XwnoEXs2nEekatYjN0urNNzAdWLEE6Ae2nOM1yyNSYc46a1D5hjxcP5pvsScBChANqJyBqIZjDT6X1o+MASs3gSK0p+hLjtuVAjAZ1EfA3CK/mG9DpQyTPJIlQPI/IcVug6LDb3LRtjh+vWMWMHLtoDUQPSK0jsgG7xBY+GIZCNiDuL888Dr5M1G6C/wheh4K2PdGHpN7Nf2/g818evEiGM5x3mrdj7BMZ/nA3zmIsr2N9n8XsiL9y4RfUMSD8hnYTwPPOjJ59WmreyphdQmYCsE9tkTOcq7Sex1LQPEV8A93DO9b8dE8DvAf+aUs/Jz/Pn//RYeGvx16GIXPO5f1PkKdSdhdDFLfYEbjwvzr4o/HTvqvPfxMU7EZmm2NlBedEV8YUy0AvyF9bR4yNBt6mLD4Dz4uVeXBRrc+pDJkdb4ijb5EuF/my6tuZP/3Cfb6TZ5rVt5dH+amO0zzv6LveX1SeLWbFiXFwEXa1DFLsqFCoJyeQgmgmuUMAXWiWqWExXaM6+wq0g53CFUURWgT4GHEZ1NSJDIJeATkRWgx7JyfSZcV1kDfbhG8VG2vMk++hSkOtYqg9Yl+AsqimiGbgRxG+1C4AOo9kKNIzhS0XxxfWgK7Ux+Q7el0GWY1YkDbuY6T2AIv4v0Ox7IG/jYiciT6vKLkJ6i5WJtK1OMBPku8hhccdf9au4i68cpd6M+vDfycfOv8UtyWH+BGRXQM0nEdmbC2XW2sRBmogcQhmwbqCuB6liBcIMyGLIWrijKJpz5olcBPkB6G6sALwHkQdBzpgXpBYI6Qjii4iUsLSaU9jofRq4jgaHuA7ETQIPg46iWZEsjfBxC/idGH9+CcKJvPPYAqEBUsZFBxH5DiEbQ/z7iFNUy7ZWuRiYzE2tG2iIzG5Ipz7zsa6PlLFYwCcwF5BHubUb9vWF6ihGEajlnd6GbS5CGxq2GmNJ5toFrbUplZ4CeWCOytph14wMkdvFrX3m96yfnCQWkpOIu4Bm27EGyO2Z3CWgBXH7kejh3N1jLjKMx/8e1i39z19153EhrsULu4gEEFmPuhMQImAIXPYFF5Bwe6fzc0Ci0rPq+w5JczJV3AatjxzGl2KJW1vRcAjVEprsBymBq6qLjpM1nLqoxJKtiV75qKOwdsmh6uFz10OaTYdGmpxpTD3dUinu2rh+WUOEBs6tp9k4z9S40NoREzWdKCWSyRSJPZHLEPcJJGFdR2isQzmB8+8h8RM414HtIjfkJrwD+Zg7w5JwHgQ9gOXiXkPEoXIYdNa4vQe4P6/Bd3GjiNQq6JPYDrITwjTKPtBF4IrcUM4F8se5RKFlEmiieg2Rb6LaBKZw0dvgSiLyPdXoKJrWJE+7EHH/WJFdoF9q6sCCxEJbue7iZwNTG/8LakNNTLltELkH9bmZM5dyG5RcSSsH887OcdDlmKXZcqNEsgFzbqhbZ/EOzKqb94E8kU8/ngZO51Sf/SBlxD+MSB9pfSchGQQ5jS+kID4fhU4S0hQNLbhCF+hUnpCjON+D+E5svWnkz/lObpr+FFDW5mQTX6mJhjI+GldN34bYi7iI0FiL+ASRK+Z5K6+hWgW68cUHEfkmtevDlPt+Z95jWh+JsDXtUaxgfAyLDWzcPIY/BVR35vzAErbYDuUb/dkPtcv/5pzTrzE3pk5asdaXNoAkL9bBBK2pPYSo+c5oBKxEs4hkekn+2lN86RDits95Qc+i7MVcO2axzr50jgqfXqDJzYSgmxBpR7OIkHwbcR8h7uHb7pGCtqDZrH/w7N+agXyEixpItNXEV3dgD/AfgD+m1DMxz+1fLRbYWvx1KCI/Bv4CG4kuxpJQchuJnxAi96BuEOi+jRj7ReELGSmIuAcptL1Fc6oTzVrI6uNEZczMkVRxRZxrITQqZDqFZvegIVAbHxo+8PGB47/zxovXas2dmoWXYhhNYOqph9cuL6XpVO3qSH95Vc8opVIb5TKk9T6a01fVxy0SlVK8n0bI0ExB+vGF84SkAw1bcIVXEQdZ2oBkEyH9PqQJmbyHixJc/ACQokmE4iCqIbyEdSBLwL2o9gNHEP8Cqsfy7vAak+bpHtAIlTdMOaUtIG/bxUYKwGHQ7Wh6EphG/BVsjNaJLQ6rRFwRWAxhV94pKYO8hPhr2AUnExhB/HdBx4DfoW31mwvr4/gV4m6ZfRdzUV70f1Abuo5dbGevE3Xjfbsn7Ge6FyuEnkbDTpBF+YZtbsrJXowX/Qm5ylpDeRuRJlbYxViHzgNFxHWh+hBwEdX3EDeBhnOg30CzI0j0GJq9bLGuUTdCAZELIN1oci/q9iO+iTCI6rJ8unIS2+BeArZoyIZJ6z1ElSHVbEaCnBPEoaqEFBPfhEuo+z6avQbUcPHjEM5y06Pw/6F2fQfw9xC/hJvF4mPYWDovFnO+vlmMVTAvzjYsnGE28ewzQltA5xZLF/O1tR0TNT6CTX9Aw/tWMLoE4TE0+xiZa3cT3mMu/19DDXG7UfrsPdHLaIgRfwbNngEiQprgb3/Z+jjKQURu8wRlu50rdGACmwq4KuJutSHKmnsJSWv+GpaCTOYdzASYwBVSVB+G8BEhuQc4g0QTuHjLJxSO14H/CPz2Vzeq/gmxwNbir76ILPX8S+Bf3vKz+ojHRhUrse7Vd4HvYwa480Pk9lb2T4OALX4/gpxRYzyaCON1NIDT2AehhhGEWzEey7/m0xYC8c9LVHkFkS7FtWvIzkPWrkgNeBqRD3BxRAibEDnJ2b0baEw9MXLgxHtxS3F4RW97euHKyOF7F7dvda3lDxY/uHZIs0DLY5siejrWUi6/h4YijdpVWnoLhKSdJF0PbfsodDWIKvfgi6NAhitcI2tMI66IyCRRXECjs2TJdTR9APRRQgIhaSDRTpw8BQwjbAPdCUSIexLVH+XHYjnwlu0iuY75yz2IWR4B+iHoOpA8C132YTSEOiINiNZCOM4scVx1H+hM3umcAs6jMoX5jE0A74M2UTaDvs8N9Z3E3H5O3cWn4m529l3cgfKi36M2NAT8CaqnISwHHgWdTQN5HOUchLdBXwR9BaWIdR8LzJqV3zy3LmHdp9nu2+Gc79iK8h4is8XLMDam7kG1ieow6CHEr8HFPYiroXqZkPYTwg8VVotwFueXgB/CErPuw8UXUd0GHEYDhPQcIgGJ+0xog6BAfewwMIqGdnGFAsIlxAfEtRCCwyzNCqZIl9UgKdZmvV1suQXcK9w0Yb8VVjwp0AfaNKER6ZzJ2VHs+vIZ1dYyYRt1ovzYX0DDGeO1R4tABo3PqRfztfMEQgfmrVtAww/zghMQBTWVumoDzVwe5HDbU3rQsBuLG9yAaj2nGMwiAl2NcvnGqFr1FHARwmKsM2saBM1mEL8PF1k3M6QfEZK5XcwlaNiD+HtwhQvAI4g4REbBTSJ+AHFb5zkwVeC/YDzH1yn1pJ/tuH41WGhr8VdfRM6HUk+Gyesv5z/549xAdS+fvytYxUaq72O7s1VYgVrAFrd+7AM8AHxMqWfkczzHh9RHLmAh5/P5Wxp84Xugr5LWBbJngTbQEZSD1EcLZPVtuMIJSt0rZd3T5xqnPjzN8FjHxm9u3e8S7Xz8731/MN60bsjfc+83R//t7/958/w1Td44XHDeS9f3Hlqui/uQRe0DoEV8oV9xy4grXkRK4uNL3LBPkEBUHsPUaCVQQQR8nKJ+NyHtQLPNwBI0fRGNDiLec9MOKM4LvTUgy0BPYPykKWyx9Pn/Z/GI3aavYRYNdSwu8VGgA8J14BugHwAtxsd0XRBGsXicKt5tBt1PljQQ9zwhOY9l7s71ufst2lZd/Rzv3y8mhAU3QrmLLwnlRT+iOvgs6Mvc4Dvrs2g4CHoFDctsPCqvmLOFXsHWhp2YMvsdVEdz258twFlw5xHyIIHZbG2t52NUBekBetGwD2SFxdrpOsQHlAwkRbiuWaNJc1K0OXOCuOypLBkXzwzqWkGmEB1AGEUzl4+6e1AdxkVdIOO5KAOKHVWaM01EZlDNldhphi/WQLpI6zVEalLsXIGmA5A9h8pbxhEH4BS4Rs65O37nQdRT2PVlMTeNv2v59ObMHMr9/Xb3cAAb/2aY3U0ZpAN0K5YsBuigPS8V0BXA5lw4dBwlgK4EPCE9BQjCI7nYdBN2jbORsggob9oafqN4PY3qBuCcrc/6wDxnxijiMjRcBC6SNfpU/DWc32j8V8ZE5DzouG1AdFP+3IuxBsxcEWsLmm0n071oSNF0nk6irjWrn1DF+UNYI2cbyLO3rV0Z8Brw+8CfUuqZvvOxvsZYgGvx17OInA+lnqvUR74FvM1nD4UfBn6JUs/eL/x13Y5Sz4+pj/yPwP/1qfdzhe0izSnFH0Gzh0DeR1iKhkBp0WV8sU8InUSFseK9jz91z+/97uuTf/Af/PU//oueuL3UP3PuevLBP/h3J93wWHvi3LRW66HFycxmbTYry3uy9r/xnSaF5iQz1wNJ9SPKfXU6VrZrVFmEi2Jxvo51US0T2/hHdUSaiKxF/CjO1wjhNJqdso6fFnPl5BQ3Cm6tYIrrfWbUyxpENiLuEqophJ3cOqY5Bv5xGynpNoyf8gg21ugDToNOg86APIZIH+p3IzKr6DwNsgEXL0KTt7ACdNby4iDWoZxm+vJyWlfeLSTv4i5+WlQWv8/MtV8C/hka1luB5mrA9/JUmXabMLhziDyXc/Qc8GOQ7wKjIB+AjCBSRNy3c0Pw/YRsm6WOiIAcylW0ESJbLDVL7wOdBA4SskiRcaBFkCWIm8aXxilGqmnVSW3wCpUlAR+9aNGpBA3ZBFmS4KQF1WskNU/WvEjc/qCIbCOwF82a+EiQKNMQKtnolUlmhpCWbnXtS0YgZPh4hYbsqrjoATRtYJOXMZCjIDsQEVvvaMciIUsIfZgAZRtWQDWY7c6aH2Uv5nKxE8Qh0ouGC1hz4zpWVJ4HtkOoAmfQcDbnlt7LTSHJJKpvk86sw5eGcPE21A+h6VlUn4KwH5WzSChaAS/dhOwyxh+cND6lnkTcqlwgcwINFe5IdaGBFbVVDUlq1wyG7f3HodnzhBsV8aTGrU+ICLkl1KyYpgOb2L2D2RbdnNppWkHDQ9wpZA0g/YgbQ/xma0DcgfewjuN/otQzON9pfBc/GyycIhKg1HOG+sh24A+Y36n+dkwA/xD4HUo9Mz/T13Yr/g02VvjvPvEeIu246COyjFxJuBlVT7FzMDctR4OegZASsrcol5a37Hjw+tqVpan6odNtgzuPt46futRI07C0Bpc6i3HS3lqqnf3R4TRuKcWP/dLzMRNDDRBP5CM09TrTXyZrDkixo4tSt3UjhaaNMnQM6M4XwhOARyRCdQZoR9y3ILxMaD5tSnO3GHEvEbI9oMfyLe2DwDVU2hA6ETmPus0gY6DHgU7EPYEpNpcirgPVl5hV4Fnk1YMgOzHj8gpm+TG3+5wnE+kBNHzTnlZ32WPf4N88i3VDPr2Qv4sbWGCb37v4MjF95TFsutKZK2avWmEnu/IOVjdmRJ6nemkrqpsxoc2PQdogtAMbIDqcU2HaQHoRf5kQahCWotkoUhCcbAcOID5X0+o5NNQgfA/kDVQ7gNMSlcq4uFU0q2rc4khnYoSY0NwLBA2hSTJVR6Ju1AuNUbQ2XJD2VTUJjVF8YQiyKRFf0FDtJjQe0iy8wugZzY4ebSt87zfKlDuFpFoHfQiy4+AnQU5i3pUTiNjoOqTvoOk6JO7Nu67HUK4CjXyNGsm7hw8CjbwDewwroopAO+go5qm7EtU9GG9zFnuwMfgGVMeBfTfELCJXUMkQfwHxi1A9g4YRcIsgO4jqIghFlD40u4ArbMGU7GuA/Yi7Bw1HQfai6RaQdpyf26jZiW3Uu4BHVXUYDbe7cNyO5ZgtXAsiW3Px61yLn8eBM6heAyQXYTW5tYDsR6JT+MJmxM3HczyDdRx/n1LPz01wxEJbixdWEQlQ6rlEfeQZ4G8B/zPz54JOYYTwf0qpZ+jLfHkAlHqU+sj/gI1Zf+sT7+dLKyQ0l6miYfDSu+HQ/gJeKtTr4+7+bUXq1UCh5PT8wTou66e8yEfP/Y2pyuoDnev6uhoXjl5uJlk2ljXSpXGaXZiZrNbKvW3j2/+XX11GFC8iTWJggqQBYSih0jZKliaaJSql7iK2g12G0IrIDlT3EdJl5v3mMkLWAuE5LFP7hyDPIP4oGp4BeQ/0knUK6OZmHu5FCFdRlyDSlpOh94H8ACvsMrjFhHgUE+fMHW+shhsCqW13HDfNdhGSmz5f83t+ff0Neb9OWGDeZHfxJWH6yveB/4xx5IZyUVwDeAlxuxHZgGoVoRfYhmo/qquBOui0bUplCHEpuBTNIlRrQIb4DtBpRCxGEKpodp8FQTiHuJxjJ9sQVyekL4tRZKpoVgEew/mDqARxHqJCFQ0eVQECWbMdJcHJJIInbi3hi3V86R7EX9AQHiVrnEPDJM2pBoW2t5m+Kk6Duh3PqXqNJa2XjQMp+0hr92jsD4vEJZy7D1u3GoT0AxvBygE0OHAlbJ1bhIiiYXfeGPhWflSPYBvp+00kqHUgP1aUwF1AcMCHWIG5B2ua7DLVtRaAb5hPr1QQuY64Er6wDc1+hGpLLlQaN96nXgL+GqofawibyWZO4AtTAoOgk6gs5hZ7HBXMBm0A28jfmvQS0hPMNZG/FYp1Xxuk1WNElacQGUTcdTQ0MVV6fk9dj2ad3GoL9ya4Ij6uINFDWGDIXAwBf4QVj+9S6vn6ZZf/tFhga/HCKyKBPMvyP1If+V3spHwCGwFMYx/QXZR6al/hK5wtJP85Nsr9K/PeR2S9Ri17w/F9afry7/9g7k3h9LGbd+vt/DCrZgOZgIiN/QAAIABJREFUjhE99t2i2/ytRpykhfYVb2WhWi0XJ2ZmskYSYu+2Ln9842VUL3Gtv0LkAnHciWork1N99IUJZkZX4EdOauf6hjjfiu0WZ7AFsQS6HNV1EDwaDoHsQ9gIxFj843UggfA0ylGQ86phvdju+zDwHMgBhEfQsAfCEcRvAXkzf4wa4r6D6gAazqJhIuf7aL4HG0ekDeP7tOQE9ll+qcvJ3iB+J58MAX2cmWv/HHH/jMqSz+7j9ouGhbVu3cWXhx5s9ArWOXsG4+u9i2bjSJRPELQN5a28QOwANoN4RO7Bum3XQB8zDjWKSCeajmN2Ye9at9LFECZQ+jFnhkP5hGMcpIaLvk/I9przg44ibhdIH7COEMYgu4ZEAQs1iPBFxRUeE00/UHEBX2qVQntRCEeBTjTbhzJDlgquNIm4xZR6p1na5slqQTRkaPo4cAEo4QrncYWWOZvWs2TJATRdRgjHQSdxvgK+jou+Bfq+mVNkFcTdSsES+TaqpzQ0hZA1cPELoHvQkIn4KzjflissatiIfA+ImqWdfoxFUz4FHDFFu/YCB81kXTeibhCRYRBURQiN/UA7Gi5QG9pEy9IC4g4gcQzhHTTM4ZQLiB8EKUFooLe5wmmYKxw9jPhxS3+RMuLWizmk1E2kIxdB1piqP66gyWy0JFiTJU9Gk4O4OMPFT+QTqbloAn+Cqatfp9Tzyd6RPw9YYGvxwiwiZ2G7kEP519cPVkj+bYyrd/uOCgBx0VPhzImPPu1hdHj8EQf4++/biy9O4YrjbtuvtGx/7cEO7T89+Z9+7R/Xm2f7yyt7W1/uXtrudWq6ofVGLKtXJFKppDSbdUJoMjO9jLaOK1RaH9CQHLddchYjror4RTKbIS6ynKy5E9UMF60ghLNAWZExce57IAmqryH0Ie5ZatcnVPxZfHFY4hZAu1EOYRFqQ2gWgWvNx12ChqOoXsCSL1pgdgeuhZwblWALjS2SNzK59UPQbyD+k5KFbsczwK9SHfhbVJYc+Al/5xcPIgtOEXgXXwJmrj1sEwTdhQkTt4MMYN2mx7DI0/fNWcEFJDiQbdiY8QriCqheRvwmQtoLuhvL295jvyOrUAYRnmE2MlYly1XMwYrH8D00vAs+w8mHeUHTkW9CHU7OgvThC54siaxwicC5PtFsBOUQ4ttEg8NFVowGApqNCQTFp2TNJoSILPFS6rDNrCZJPmI9RNT6oIigLj4s5lE7jK1LLbjoJUI4h2OckHQhxar9LboXeMA6iu69vDM4m562FdXjGoInrTkkEjR7nay5AnQAF7Xhyisx/rc3jrikQITqeYwqdQ7rJA4C7aguAT7ERQKMgk4Aa1A9hfPrCFhKl7hB4tZhJAq46D5ElqGuH22+AzKDi1oR//SNBUHdvhvJY4Cq1oE6LtqH+PUibj7RzUemopcnMDHrELAhd+1427rFYRnIKK6Q4OKtiDw2z+McBP4d8AeUekY/49m7MLEA1+KFXUQuBJR6rlMf+XXMLmheRN//9bbmqY8CGlz0wi/volBSTZtNieKCjg8FoijSof4ihTglmS7o1NVWrU9kWmiZ4eKF7P4ty/T42f5m0/ukmYqns9NJs/kAIRwgzRwtrSWdnKzL1PQIzmVMTR6X3vsSpP0bJFMf5l5ooyq+QdRyHl8cpDo5xcxIhyxaOwhUUV1F1hxQFx3AF1sFrRCyKSR6nbhVSKaXkVR7NCq/KuIFtBXkKrhtwBVUu1DN8gWxjHU4WkEXI5RAPkTcjHUkuI7xgvpNDSkTiNuRcyd/0gJyFuuBPVQH/hHwv1FZkn2Od/HnHwtr3bqLLwPivoXoLwOYaE73gT6OKYJHgTLCOOJiVHuACbNak8XAeZA2xFWBS/n9e4A9OLcB5CyWZ70FS586ALoFcacRvwMT7WUg7yBuFEvHaoBkaDiSj41rhKwTH0+iGuHcJuA6ZE1UM8S1IHjQJhJvBD0NoQa0alpraKNWwwuiicOmHYMkM464IviyIyrV0GxYRN5AoobAkzZdYRK0QAhVfFRA/Bjimrg4IHI/sw0D1RSRCJGtWEH0DhoGgS0gl8TJd3D+MK6gwIj6wnWyZhuaeTS7Ah6zx5Er9vp0o/ExpQPbfJtyW7UM4VS+vvbasSNF5DxImwhNdYX9oCtFpBVfCMY31QsmggIk6gParHvJADebHrN+zeeAyyLOEZUdZhU0OwI/a8edKVy0HuRhRKaxydQjILPWfBPgmzZ6jxchsn6es24cG1X/e0o9H37WU/bnAgtsLb5bRH45eA14FfjOfDdKXNjgn/2l3dnbf/K0rFg/4/qWVzAlXIG03gE8oiHZTTL1rNauv0F1qElS8/gYCsXy5KnBtgpsL8XRm20PrPeN4Wmi6cmPo77eolZnsuTA4UaYaRRdV3trYfMKoVS8T8dOHcNFk1LsrOGiIrCCYsePRdONqgXRD1/ulAe+NYbxS18AfReRXkIjQ1yCuOdtAWq2iCvcq674Ec2xCO0s42IH2kJIlyD+PbKmB30A8ftsm6UdwASWr1qD6H1AUFoQHgVaUL2AhimgCKHLbC/cJMJebGscMEL/fP5gt8Nj3NRnqA78HSpLLv5U7+bPIWSB8XDu4meM2vVfBfnr1nR0uxCp4OR5VDM0vIamHabQ9jtASjZ1lhnIxjABhge9jmUm1zBu3WZUBzVLP5Ko+KtYYXISpACyFNWDmCn5HlSn8oJ1CfA+oTGpaVB8XCatjZFUhWK7iERV7LLrEHcWCKguQsN2VHfi3A6smDljzc2gGtJIk8YUE2eUSl9BCy1NiYpe03osrhAIjRjnl5PVL4uLu1GNcZKg2gnsQJgB3kOoofoy4laCLkU5huqQhvRDnC8LPIDyce4ssQWjA5QwHrhtZqMWRTMBXhDxJ5HSYlTHUS1AdhENp/HxX0PDLmAdGgbRbBpLmNkIEqHhY1xUsmMemohvx1JpJhFJwY2IZAXQa9bZxBHSN0D7QM3CDfcm4l4wJXV2GNVLKAGhC0v6WYFEY9Y9dC8CGUoVkSpZ4xLwPOJ2IW62MPwYeBzkQi6U7Aa24OM7PSetcHwd83T8L185Fe0rxkJbi+8WkV8GbKz9m5hHZc98d/GPvbhFepe9ofVGCRfDjR1gIwEFF5fwxVcFF7R1SYmZQaT/rLB+/WYpld4vFKOdbRtWTbqVa7u0XlOJMiZ2HY8JocRktSWZmIkKa5r90eLO2D36wGGisiekFzRtlEUaLyLuRxQ6Ig3ZED5Dnv2vN9KYOKmqj4K+TVZvA2ZAM7JGVUVexReLZI0EST8ArWnUUmLgaKoiMWl9wK14fBjNSqBVcB8i7psIrwHDqI6B7Mfiq7yR6TVC5RWMUyMIz5kCVLZg47RZC41ZvD/PoQzc9PwfwIrxq9iFpgT8NtWBPwB+h8qST4iA/AXEwlq37uJnhdr1pcB/D/x9oAH+NURezG8dMGsuV0EKW2+qscEoKfo+uE7AYVF2ZsWiYRcizxBCCnqetFbWkL6KSC9RZbEIm4D9CPeaKEZPAN9G6UeYJATVkLYQsh6y+lltThbIEpW4RRW8mPCvhis4RDtBimh2AtTZONsNIyiBSULWBozSnFJK3UpcVIkKS0EziUslJBrHFQUXXRUXVRCpAi4XDr6DZtNIlBr1xmOTE70GNEEfR8MHiPsGITmtxiv0gttpcbOy3Mb4OFQLubVPN1ZUniakTaBo3HP/rEUshgJJc28uFvr/QCsq/jyaKSG5Cn6dRAUP6kECREux9W4acS+h+hYiz+ML+9HwJJqNgtZyC58uVVVCcgTVGYlbThLSS6DtiJ9BpIH4NFd/70DTKuIbILtBe3DuPlQ9Vuj3o6EN1WlEjufiq/68qJyv43gM+CHwMrB/oRiBfylYYGvx3SLyy0Kp5wL1kV/Gdlx3HHcR1+3Xb41Q3YHZQsySi98FEKRKoaNds0Y3GlZTHTrI2OhUcuLsOy2x9i769e/7Vf/tX18ft1U2UZ14i0LZNf/wzUeAtpnB0R8n07Vvu0uDUdsDa1YSsiP4wgRZvYWs2q0zYx9J50ohrW2j2H5eh444ssZF6Vi7iKgMadWj2QxGmI+ABrjlIAP4oiNkMSId4uJxOpZ16sW9j+ALxzCj8aWgZ3EuQiSyMTfbEZkTr6XDmB1IFzAN8iRmLD+N+au9k19c2oArIIOI1DF/SvJP3f789d1nr48qtriF/Of7seQjsGLyb1Md+G+oLDn1Rby9d3EXCxrVgbUgvwH8JpInSlkCyYugh7DUlmeBJYjsA520L85jn7krSG7NYxZhDWYNrRELH3AuIgQvvtSByLC6wr2EZt4lFI/zZwiJIP4FYABchuoJNGmioQpaV9XlTF47ge+OKDVSpFzUtJHgC17EtSNagfAQyg+BVaCXQT1Bx422Q0oyk4H2SKV3nGRyDaWeMXCdNMYbFLtWiymn1yLuFGiw7qv2IlIDvxbVQbK6Q0NEVBIzwc6G8cUuNP22wIRqGKc5FaTU9QwiP7LOoUxjaV1diDxHSKeBrnxdWwPyLoTZTi6gG8xCLesE6mjwgJDVJ0FagBriruGL3VZEE6EyBjiQGA37bXPOUVQ9mg0B1zRtXCaZ7oAQo1okqtSIKh1YAMSEvV+SINE2NJzHFOjvoGkfXgSRHaZdDGfImpNAQNx1JLICXtx8/MY65p/5Q+AVSj0XvoCz9i6+BrhbRH6ZKPXspD7yd4H/e97bVR9BszdycQlAGR+P54rGqmroNIWe+wCREqsfrLj0SLrhX/zDsXjZ8ihyMyOM9V+BsEkrHes7tizZrWlICovKHSj7SFwX69ZcYGakSXVsI609p0hqbcAwIkWcf1dcoRPn1quUGiSTSjKZUewp4uJ7CY19ZI0CQQPlnosi0g0S8OJRn4aJK9NS6kpk/Ysf6Pk37w2nXz3uNr50GWQCDYLIbDrOK9xqzXQMkWdR9wHC5vxnG4A3cn5VH9BEwzLEnULc86BvMGveq6qYAnQKK8CLWCd3N8hqrEswq478iJv2FIdyruS/orLkF3cnvABTEu7iC0R1oA34N6DfA46gjCKyDtuA7Qa+kRctYGlX20CKWCDAE/ZjXYONpwPI4/kouwkUENkM8TE0u4aTTUjUDpQl8AZoCaSBSBUNS0BmOctLIFxAdZlmzQkIT6omr1Mf+1iHhwIXdgUeeKogyx+so4kQlZVkKs5FPgcQeUBxGRqa4rhuhWSoIGFa6xM9dKwZIq054taTYp3BKY3betCgqiGIyHk0JDifgCrKqB0DPQjaios3YyPpXsRfxEX9oBeAjRrSlLTWQpZe17T5loiswpf6EZ0AGQEtmo0a41jBeA1Yo2grWWMI8WM4xkE2oVmGhnHQsohrB2rgimjm8KWA+BkNaa/4Qr4hD++h4VngAKojqAoaJrF1NwUczikuauALHld42IQcbhAr/lsQeRTCebL6QeDW8bOyN3+95wCHL913Y9NxJ65incY/B978/9l78xg7riy98/fdiHhL7iv3XaREidRCrdRGlqqrq0pVXe0eTNvuBroxsI0ZwOPxwG4vsKdhGD1jNwbGLI2BgbHR4/EfY3fbbWM87eoqValKJZEiJUqUSJGUKIqruGaSmUnm+taIe+aPG8lMriKrVBKz+n1Akpnv3RcvXsSLG+ee853vo9Rfuavv5Z9HLMC5uBVEftEo9f8htbHN3EyIXOqEqB3seeBVYCDnKz6Fz0IG00UjuPgp2pd+xOCicrT8wbhs6YjSmdiacUKXNSA9RNTlo2L8IkUsmSm/4WvZ6rb/+i/MpPsOXlStQry8v4RcH+aXsGTlFfWsNJozg6ZoxHwqFNUo9QcRrmZ1UFHyqfm0SPVySVGhIC0qkNVjwJN0RWTVy2ofWG1XTk1Tn27DSEir64BFuJi8k/NiIIHbeuA0LhEwRrA8ey2Ur5nlK34C+lWCE4SH7LtYthppArOgf4aeCFkSW8IcEXwPxqIg86EVobTCUuyqY8J80fkSZn8N7GVmLvwO7cs++BzP9ILBApy3Wvi8UBleBvx75hZWD4M1MXYjZXn2cT66CNWRp+cCS4NgUfsAQbbFgy6H8jYdwDNIRRRvnredPpwleE3gkkl82h+aXnQFRXsImasE2ae44iS+7mjWK370bPu5f/lHk4u2bXIlqU5jylPui+VcRGZPYlYCP2wW1UgnU6LyeVRqhhK8dZjZFde9Ysi8L6MYosSZ+UwuSWk2zpL5C5DeZ4o/lStmyGK8GfiZfCFcNPN1wUFc4hAew4DMzMc0K68SFcB7IylHyF0mKtQQxbwK45FmQGtAr2LZTvNpjcnTo5bVMywbpXuDk6xOY3wJruBwcScgM0tx0ThxuQxWxyUdClJIizE/FTKnmgR2oGgTsjrmixA1yeoP4wp18Kni+DvE5R14X8Q33g/6lFbNExcrML+fsCBfk5+raVzyMS6pomgDaCmwLNArr4ERMtHfI2QcD/5C6jj+HLEQ5+JWEPnl4O8Aj3G13DMP0vOYf5uwyp0AjeddeF7SU0b8seAwpd4iaD1xsQcKP6DQYWpWBmgfnGDq/EPm4kWW+R2AXMHNRKXoot/55tp4af9F9fdtYcP6CS5eqnLlSpOB7i02eSai0LWDrN5L0iHMsKwBWf0gipZTG78U3HOaEJebVh9vJy6NySWLsTS2tFEHf4HuVStk6RCuENnE2WHgq/knizAvAsH+fmAKaW34W09i2Y4wxk4BZ5GaBJHdFw120az8MnBCaDtOPwGty2UslhLISScI3JtnkDsCtOXb7wU+BLcW/HGCkO77wGaMDwjWiw8A7zFz4Z8B/yPty2qf+xm/17HAyNwtfA6oDC8GXuNGw4YE7HlMryDeJGQky4Trq5/QKDMHs8tgU5i9iosGCQHgRtBGgh1dylyX79VXIa0nLu0HSqCLIcgyQ+5BoAJ2DvQULv4uvnlScUF+vDZVcljc221+/GymrB671c/GZurNO41XAmuw5n4UNVGUms9MTgVwQ5IIGUknnHN4nyqOClhWV1KUNaoZ3k8Qu6L5ZhasqrMY5Mx8jbQe4eIiLq6BFTAJn3rkynKuSFTK8PXHrNh9RC7uMN8cyak306AVhHtuJW+UqQNfR9E0lnZgfj/NSgdTp6fUu+ERS7pex8UFLJvEp92Q9WNuTE4OXAVFizG7iHNTeejxJLAb3CSwB7QaRTNkjSDlllXbCVWdD8J428JV/rh9nGdSR4BHUXQGVxjCxQ3gwZCdvCk+AX6S/7xOqX/sM793LdweC2wubgWRXwZK/Sm1sd8glFYX3/C8qRvSDNwQsAT0CGYjZtlrZI0icr0oSrHsPYx+krZeyT1j3o+BVSh2lZyikhFtJUuLcWdhv5y2uMce2qHB/s0ygyhabR3tZ6nUTxKVxeTIAD0dEY2p+0ibn1C7shqYpn1wmqx+zKJSA5dEuOI0Lo7AvkJa32ulco2sPkFzchMuOaOo8DAUpuSSh9S3bk4bM6t3gJbhkhizPUGj0oYxfwTsBEEK4gOw8J002wbuLJb9gMCdzIgKo4GgThrKS4wiZ4gywTXnVSzbBDaC3DbMXkFaDXohL68dyV0h1hCsvHqAc8AQofT2FPDHzFz4XdqXHf65nPt7FAtt9dvCz4jK0CbgX+WB3s3QJASXa+c9ZsDbYNMEzrLhsxnw3wD6UPwD0JbrtlMjBJCfMpfZgpB0OUqwvzuJENms1E52JoxXyeB7VrnogAbNmSQq1xsD33ommj5wMi0/20myegUQ1aw2PiP5NlwizN6wtCGy6pSSSBTb2sEquMjwqUGGiDIzy3DWgQr12a5lxYXMLBklnRlA0WUyH5uZgc9Im1nofm7LDIT5SHIFokRAZN7XSCsN5Ir45pgpLodmQYuQK+Sf+TzeCsgwyzyWvQVuHV1r9kkRuKihkL2tKWlLkWtg3sKCvnoRS79uUccHwblHnTilOZ1nlKz5Oi7eAhzApxFZYzoIs7OO+R7V8BjckCC8H8U1osI0iiZzkfibfTdOExYerxOCxvO3+P608FNioc3FrSDyy0KpfygPJF9jrps4wLmHyPyBwO1TAZ++hdSLzy7i3BJU6pCLVhvux4Gb5MaB87jkI5rTy0m6PsTFa+noTqhNd4ztP92ezdQb2nvmcYxk6W+9OCUpwuxZQcTBvRfoG7zEQNwhFy2iVJ60UneBrH6crF4MQsJOuKhJXEqCXRmAXyJUNAQu+Th0CIYnzNJJzKo0fUSuE4J0Sd4eA05hrMH8Xlw8qyGW5hPbYoII+WvgHwWWCmok7dW87PJarocG4EL3tzoIwWABsTz47OpdsEeC7EaaEER5I0JGZVOuXXYEOJO//1pCN+kZ4PeYufCbtC/788GTlBbezNXCT4fqSBuW/SbwXxH8mnfcpGQNaC9z4thXHyQ4cMFsUCh3Zp6jSZnAoXwRaGB2AOkhpBizEYIV6TGCpuBaYByzRsg48hwu+R7mV+HTc0grwMbxXsRFUZ9cg6WnKHYWpocmmpcOX4ju+/VfLdCcXmyj+wDWm4tP0r78GC7qZ+yT03Qui2nrGJCcLGtclnIlciOWVAUTzayK8w0UJUgpLi4ICuYLo5BF5rOmVS/75vF9vnHyU19cPpBEqzYmrm9lgag4TbGniHlvzWpG7ZKRNUHaSdyeqK1guNiBN3AVQrOf4ZSFTmpXZPrsDGltiJ71mUQ3uBHwAs6Aqsj1gHmiuJMsHkP+Y9DDYG+DToF+GQkaU3vAtubCQcvu+Pug+ABRcQq5TeiGBcAs9hIoD/+JUv/JO952C3ePBTgXt4LILxOl/jeojf1T4B/d8JziCpZNILUhVwP/nOLSO5g9gG/uBlst9ARSN1iG6XjgMvkU6LO0PpJ885cjFQsr9Mk/n2a6VrBGGlaj3l8gigYVNNmg1PYJK+4zjJqZf9W8StmJkxOux5Vd39Ir9KxcKpdcRGpi9hK++U7u5tBmWXMcF3UQlzMwj+IpzIM13wd7OHcsFLAaMzPL3kOuIrnLoA25LlwbZtN58HgF1ECa7aQOE2JwiSgjZ5gVEHkHoD7GGMYlvXkZbBT8NOavBEK5OaACbkkeePYRspBtwFcI3J/OeUd+FWB/bgLIHAts3mrhblEdeQT4beBlcCuBqbCw8jZP4QDMJrDsKC5J0FWR6OvRIGTLAFYgFzRcg6rCBUIguSXYGuojLOpFXCaUUZ8EHsxf+wnYW4Qs2dvMKj+4qDN0E6cPi+wocSnDxcfwzQGKPeNd/8Vy1/nrRaf6+GJc3I6LHGl1EebblHS+Z1llmP6Ny1y5byNR4RhGH3H8DNZ8jdrEFepTeCTGT2e0D2aW9aO23jbqlQ6LSsOOrI5vZjRrsukLyi4czqr7Trmh//xG3DRrbvjbfzUpPtZhKvcmGAXLaiVrjBfJmsNqViJDIq011LYoAQzzfYgJULB9hQQk5OpYVkI6g2864rZcxsw1UNQbKD1WBo0KV6DQ8VJuZ+JBXwN7Ny/hO7CbdUTfAu4scfEkiu9DevQWg/YCfwL8x1Yn9ReLhTYXt4LILx//BPg1Zq39ZqHocSwbx+wY5hPM/wgXfRXFb+LiQZx2gnsaSbkjAkyf30njyqOA4UpvqVQqY55zJy5OTOz/ZPHpRrpzspk99Z1HV0+te2KedNf6R8oUSlf85OUUT4db3L2k8d4H55LN67xrL3+TnvuOoujrmN9JFL+ruPQVS2s7kW3D6hP42AF1ULtEp/m0AepVVOwGJUTF0SBUnr2dNw29i1kd6QJms12fDUIJLQpSGu4nhAxtyGTKTwObwLoR87sBJ3GF58D24htvE25u0+G19gKBMlAFliG3HrM9YI8TuJIfETokn7/unKxm5sIYwdrsV2lfNvnTn94WWvgSUR15Bvhd4FvMetCHu1QXRic+24/ZT4gKMT7L8PVngafw6Shx23mk5TfZajRvWw6i0KFt7ACeAy5i1gG2FLPNwSAg7iA0tU3nDSZHMdbnlnrOzK5gvibntoKbxrm9WHSeLC3KuU1Y/X2LogkXlRZZVDonX88o910hlwmztPam4tKk4qSM6yrKRTHmB0hrS8C/L0WnLa16okJMqTtj/ISzK+fNLp5wrncxNvDAFPLjxGVn5b4EqUxWb1C9nGp6un384OFs2VP3+YZFUbL2Pqnc2yBuK5tvlu3ShxUakxkrXigyfbqk5kzDmrWCoVjkfEiz5ThNYNSDtqJVca5EeXGsKC6juBySBdZJWOh+CqzD7DzwKHLzs4uzlasQONqd9K7oPFHxBC4ZQHqIwB2djxGCP/WPaXEbW7gLtILILxul/ga1sb/L9baIoZR9CfwLmN9NcBU4gPmqZY0hPG2Ky2dBQ3gfBLYtmwY3San3A5lNW2mDmBnasfqv/dr0+T/58XBx0Zrm+Pjk/vLGJ2oM9o2T1Q3nUtq7v4Zlr2M0/ehow3V3Zm2/9RszuNjAdmBWQX4oSPSoDfghUSElq+3CvEOcw6cp2LQlnf9ZUakbGA96clJeXi5hNg62A2kaRSvBvo75t3JLtQJQD1ZlynDRcsz6sOwjwqT5S8AxzD4i2CWmoDR0iDZ/CCxCrphnN8cwq2HZKUKm8etgH2F8iFiKsT/f3iZC887N0AdsB/6UmQsv/8I32ywwMncLn4HqSC/wvwJ/5ZrHzcD8YXzjSr6Y2o75vXiX5tziy8AysAHSyihRYSeKloNNgnMEP+j3uarxenW7k+B7sKiONNswWAAaeebzIug+8G8DGwh85KFcfsZozigEOIVjmB3GuW+g+BDOxsyyd7E0w6fe0vp5Cu1NKDjMZmbTNko6GooKHVhWlYu+AnYYeNV8swo2gDVmMIok5bqiZJFd/nS4XpWr7D5A77bHIUs9aSOmZ2m7ula2Y9bAJf0UOjtdacnUyr/aP9k8cbTatm5N7Hr624jbpuWSGSSjd61XoaNmipqUetpJ2hvyKfi6JyoZinpxLtBtAvdSiASz9RTazyOXgK0CfxKWxlTTAAAgAElEQVTUC24TwT4RggbneYJt4mO3ONs1gvbttVB0FJcM5YHjJuD6BUGF4BLzb4EfU+pv3mL7LXyRWGBzcSuIvDdwiGudVgJc0k1W2wlMgR7AeD/YyZrwmcA2YLYB36wDRRS9jotOE7evIp05IcnTsXzbwDde/rPB7/zFmLYl25gZfiv3qp5BfIusuQ9L9xruPtc+Za5z9cfUxjdR6htXXBIufg7pOEG38QeYlUxMKy5929LKK2T1Nsw/jaKf5Dpqz4DtBrca4zyWGcqSvFzWa2admG8Co8AbiuIEs2fB3ie0Qvbj02WYDeXHpBqkj3gr/G1FoAPcBqSjwBPI/QS5en7UXiWUwPtRNB6cGWw0n0Q3YbYfeGneUb5x8r0WXwH+HTMXfv0XusS90GooLdwa1UsvY/xNAk3jFNJazKbwzQ+wdAkhMJmDolF8YwmwEUUf4+JjuZLCNKgd8yNIW8F2gu3HMOQyrrl/2ChoFOky8AJSAsn5IN9FR2jGsToQ3G/MH8SydUCnb0wfBMYk14ZvHgba8NlPUGJYFuP9Iurj4zY9XKPY01SxcxEuqeAbKWnjx/hmnUJ3l6WVMcwS0A9oTkcUutYTt00gS2k2xklK43Jxj9UnzzNxzo/88X9y2UxFbU8+ZoVCRa5ncTtXLm5hlU7JuTqFTqdC52raBwds2SMUlh54k8ZkRvuiceIyyJVAMyr1BqkzXDcqFYidoOSxbCB3bDmYn4sZRIPgUpNI0TqcTmO2CVgUmgBviuUEUfdboQQcRVGKS0aDLJzWI91PUMKYj4xgw/tvgD+l1D99m+228GVggc3FrSDyy0ZtbD1hNehueE5aBVYJ3BgZTqugKBFvJHhP78gHZkCkQpcsaesmnVkFnCVrZFh2SoXOLtIqduZHCSG7Bm1LX1HHkl3m6+OSu0/SKmtfvIPa5a0Uu3ZjWYbPCsRtP8EVEsRFTGWkKRR1YfYKSUcDVCZu3wM+kzSO2QGC80wF/HbwO3MdtRrBCusysiJGhOQwvw0Xvw0UMNqAK8C6/IZzCdy6PIDeHYJMjYNdIUyqQ8AO0Ffy43cQ2AI6S+gi7EJuCvPDmJ0kfN8fu+5Y38nq+y8A/zvVkf+e8uAvnu7ZwuNyt3A9aqMFArf6N0CrQsbPHgZKeP8KvvkCoeHleowRFYvABMHG8HEAzKaQOvMmtkthqPUSaDfnMXv7akONix4FjoK6kJ7D/AGC6H8EeiTf3gDYISAGu4hl95v3O8gadWpjBXxqdK46hdwKwKHII01D0iR2KeVBkXSmcm6xsBcNmyAqfULWKGP2CdgUioSUoriEzypk9SZxaViukFJwTRQLmCAqwrLHtOS/EX74tCWLVyViPNGSh4usW7RYoYR/kDBXNIGdgkUM3p+RNSaVtBXBO4iewLl3CD7VJUHZaETAUqLyBRU6mkA9p+xUCI5ZOwkd6bMoIC267pxcYVbIfA7zLVqz/HiPAkJaQtK5PlALbol3gD8C/j2l/ou3GdfCl4kFOBe3gsgvE7Wx3wL+T+ZI6jdCrg8YR24QXBWISGsf4ZKRQNJWJ0G77SGz7LukjTNgZ0CXwbURF85h/gpJuY/e+19V25IuXNxFYyK1ytg0J99ZaisfKlO7/CnFLqNzZQ1YofYl53CFlYIhsIys2QX+QcIk+CBQU1S4SNL5hDUnX8NUMIgkVVE8BjwG0ZsocvjmA8AoYloow1RA1o2iDuCdEFC6+5AdAPqR2xckMZRh6TG8HwSXgCLM9+PipwmdPcGbV9oFqhDsDdchrSSUqR8PV6UDsyYwDP6d8LutIHSfZtweHjiNooeB3wf+4d2f6AWAhTZztTCH2ugiggB4yGRJoGg7PtsJtg25l3EFA/sYn13KVQ8CrzguHw3NLnYt7zdk/wPn0TgLNk6gfwAsx/wQWOBfm70B7jHIlmDuCIEvuRnsIOb3Ea7TAeB5zH8P7D7z2W6aU5GlTcjSBlEcKUq+idlBzFcwJpC6cYppTI5Rm4hUaF8DWmNmSHLExactGvwg8AhVEZYaVsJUw9cLFLrPyKzD0voVFJUVqwqERuyupUru74WVI15dKwtEhaeB0tVmw8Df/BDYbOZXUB39kKyeUOrPKTPxWaQp4NsYRwkZX6M0uBHzJhc9Oe9YrrrN2Zudf46BhggZy8dyk4XdYMqTBBXmZMnuR3rwFtuD0Cl1hDAHvgG8Qan/wm3Gt3AvYYHNxa0g8stAbUzA/wz8/duOM/OgD/Nv1S7MZ6GcHS3FfAN4GqwfRRfAfww4w5qYbZOLduCSlXJxp6XVj8lq29S+7C1Fha0Ahk4yemKAVY8spTmVEhcTfOZk6SU6V9fk4tlmk+X58mgHRgfhhnAaWIyZgmatj1EUVt24Zq7leARUAjyysyF7qDR8FBeBzRAVCijqwDcd+COgAczO4RtrwYaIShnmHwP6wHdgeHDD+X59DAzlHKMVYCfCcbKTmJ0DPZ6PmQbuQ+oDVkK08qrBvc8+Aj9fB+9mqOCStZitArZTHRmiPPh/3NF5XkC4bQ6jhXsXtdHNhErGjaVQuaVYNkzwuxboQSL3IOY/wTcbyI0iFyR7jI9zXvL8rNhB4ArSC+CiQDHxRzF7BGwdcCgsVikQtCD34JtdQeRbZ4Ctebbsk1w54lOwb2J2hLRWpzHp8D4hir2S9jLwHuaHkIshy/DZCN4vozEtskqDJhcpds8oLCANsyflCsNhLvTrwJ1Grii0ztoWfyLzhtSDS0pBMcLOm5kwy4RQnEjdazaYr81QudxOsfcAcWk7Qb+yz3x20WaGvsvkpwWiglexp4b5As61Ac9iHLCsPg52Xq7QhfS0pNJNnFyux3lCF3uF4DBzGWkDgSs67/zp+atd87eHJzjF/JCwyN9LqX/m9i9p4V7FQpuLW0HkF40QQP4+nxVABhxB7qugncAixFoUH8IYxWcbCRlIMDuCyJBLyBoxp/eM27LHCmofWIRlH4BPKfS8qahwtZxligssWn+/APONFIiRK1DsvcTYoWdM7gh9m1fjm0eICuvk05Tgcd0GNkDw0G1i5uUKEdI3QT9CbnEe9BqQgWVEBWHZYrAKyBBFzHqRykgr88ByD1DEsiKWbQY2k1Z34uIl+cpsFaC83AWoAaxGbg3hJlYDe4SQkSmAHQfNWrntYLaMfw1slLnsyi2gU8DDoTQHwB9QHRmmPPgnd3D+Fg4W2Oq3BaA2WiTw22aleIJXtVkN7BToQeQ+Dp7U8yD3AK74Di5aMfeYnsH714ERpC6CN/L2a4IYaSlESzE/jWw36Buh8S5bQuB15xJjmg7Wo+5ToAOzXgIHehqfHcbSEaKkSFwuu0L3DKgGKuOzcSz9GiR7kRtH6kQMq9jdYS4ygj/3IXAduHiGqHgQuW+SpT/EJTNAp6CbrPGhXLwoBHzJekkfYbbRmtXLwVcuaiDXFHEBNKmk/Rtm9haNySUWFV+Vz6qW1ftIpycQELeLcl83pb4JFdr7gJMYhyGrhvlQhN8jmFWYmKPMXCJoY3pCFjElcByX58d0F6GJ725xCfgB8H3gR5T6L/8U22jhXsQCm4tbQeQXj6eBf/CZo8z2YH4juAx4FmGEwGwDxG/itAyfHgt/+/7QxGIeYwVZc5q05oETuKRTScc0PpsmrezEaBCXn+HC8RQ1ztG/ZAVTFzwYdCwbtIlTJuc8rvAAE8dGKXQKRRcsbu+SohrYJsIN4X5gEvO7cMlKfPNPsayIiy/hknWEJhgw73N9xqEQQLqlBFtDD4rxaQNFnwJrguxFBCrNCoAnSO9j2aP5Zz8GNomxFskI2Y+IMJEuwWf/Hy76NcJqPAabysv9ywllo7kUQRAuX/MZZ6GGovbrHhPw/1AdGaE8+PpnnseFAHGHCY8W7imUBurURv8G8BcJnLd/DrSBPYf5P0DRScxfL9XiQftw7sE8WAwIot8loAfTBNL2sMiyj4B1oDlJGNnHmBWRxkAOxRcxy/BpxbJKhpIKLm5KWpM34pxBLkLaik/fAV8QLCbpqGD2DKIP7DSueCasB62K+S58MwN6QBdJ2hN84yNgAMwTlzpAizG/J+8+HiYYy4zj4kXIVVD0bFC5wAHtxIVeMBOkENVwEpCB9qnQOWNJh4WErSsrLg2StL0oCTquxtr7mOWMClAckqbh+HHtRWSz/yyCaziPO687H3dz5b0P/ClhvttPqd9/xvgWFhoW4FzcCiK/eDzwmSPMjmDpDEErrAA6j1kPUAvcSN2H3Kco2oxlO81sEfgiPnWKkzPWsyRj6kxi/fcX5BJDTGB14dMuYJRm8zwXT7bbyJlLeukv9dCx+DT1yWmsuQLvMYv2iFqXqTBJc3q9FE1DXKHQvgk4hFkBS88Al4hKBRSfR24Q6bl5n2EvZp0ENxlDedbUJW2YL4AtARWRlgHdyA1g2a7A53LHsKwQXu8u49OPULQBuS05mf8NcIuB88hVMOvCsinMerHoQn4RbiWs1J8EzmD+MOh5oB/8u5gP3KLbQdF7oZR3AwrAd6mOfI3y4J7PPJ8ttPDzQmng/yXo+81iEvgBleEXsOzfEaSsAIaR+wT0wFWdyFmYNUPFYtaNxp/N11uHCRn8St7EtwmfHQYLEj6WHQHXBC8s7QFbiStN4KJ2SdOY/wlGJ+Y7sUxmWTvm24GyXPxYeGv7EWaPStFH+DRF0etIDXyjj9BY91WkH8vUxBVfRm4X0nIMjzU/xEXN/K7rgU6kGPMpLv7WvGNSRTokxcsJ+ojl/PFZofMpIJHUAzyHu6nGyjg3OvjM4Ybska7+c7Mn5mF+8XIfoWqym5C9XEUocXcQtBtvJUfWQgtfGlpB5BeP9bd91mw31lwF/BJmM0CKNAJ6CngT8xEowcwhDqHoEXz6IWljGb55iaxWpa13JWlpk8SnmD9vKCYqlFBcx9c3Cla4LV+bAroNptU2OGDF7nEaUzWyRpPOpYnVx8epjjra+i4RFQEvyxpHLas/Lbm9ipJVxG1HgbVYdhl0XcefjSAmIXoCMCydABy+0QFKUNRL6EKcBitg2YfAU+DeJqzgk/znWaCMZe+gqBNoB9YCo6AC5svhOOn+QEb37yP3EMEBYxvhhlECbQZfw+x7YN++g/N0BW5LXm8HXqE68hXKgwfuYHv3LIRyI4wWfmHQtmSUyvDXUfQ9YBDYMs+BxjHr1GSWYdl+ZoWrA7Zi2WvIfWV2a8B2zI4y54wyTliQbcSyfcAW4LScmwamMdowvzl/7yqwF2M/lj0EFM27N8AqWPp1YG/oEHeGZVFghbmLmDUR38WynrxL/BByTxM6mj9AsUfqJQTOq5HrRG6K2WzhvKPBnF3jfDx3k8eux2WCe8sHzJWjM0LQer1SgwjNfQP55+4nyI3Nr2bMvmaMQL3ZBfxL4FVK/UPXbe/gHexfC79AWIhzcSuI/OLRe8tnzA6AfwacB3sXzGPWg2Vt4F7BRX2YvwC2ndDcsglI5OJnLS79mFoltemhh8BCoJpWT+GKM+BFVn8JuR0KnMKRoOPG/QK89BrNmRr1iUt0LKtTHXNESUyhoy7vO1Fm1CeaJB3nGTm2m2WP9IB2o6gfyy6ZZevwWYqLhoA4b3bpFs4IN5AsEOwt77KedaKxGJSXZJSA7QMFIV4lazAbystxGVHBQOX8+JVAFaQSsCYn8bflR7GPcIO8nyCMPuvlO8uL7Cf4bM/xwW6AjqCo7TO6KiHcVF6lOvIi5cGjnzH23sYCE7ht4Q7QtsRTG13NnM3gLBYRrovnMP8j4JtXnzE7B4whPYnZqwSNxzWglVhWJWgSHiIEkbPBWhtmx4EUue1AhtleAt0E8BcsNOMcwDQMNqbIvQTUzdzOMC5qIK3C+4tYOoj5bmA9pjdRfAVHHbNuouIeLKtithLp25i9lfOkpwgL9GubUwI6CcHgGULA6QjzxGVgI9dK6UAI3v418ApwlFL/Ty/rFTjwywkVqKX5o/8tcPhn2m4Lv7hYYHNxK4j84jFym+d6gRmkbtDTmN9LmAAbYAOYrxA6+t5B2h5kNtgPPC6zbjMaYIsJnMWGTZysmfkeyotnVOw6JGl7Pn4lufuBmVUZOxYRJ2VcXKJ2JSUuexU6C7jI45LVJB2HFDIAj2vlk7uBR4lKZ4DjKCqTNY4xfuzasm/fQ51BS41jKAIlnUEvzZ8iZB8PEcrYEWFVfw4jAd8JUQ8wiZhBURdqOw1ewFmME8g9Dn4M82uBAwT3DEPxCKEj9CPmvtuDYGN55ylIJWxWLsNiQqbg2g7t0F36WQHkLBYBr1Ed+RXg4ILVkVxgq98W7hi3sq/bSsiErcD8foKKAYTSdYQ5h2gDXgylbPuEEBTuIGTTHgc+ALscrlsiFDnC9fCpoSv49D0kw+wpYBxLm2S1EXzDzDq/p0J7U1gH2BUkh08nsGwTV4MtHUVxH1IGFImLZwNtxiWEEu8u0ApgzsM1SHmdAS4GfV06CQvGPm7ewDKdf6atwAng94D/8LkFeGE75/KfFlr4bCywubgVRH7xuFUQaUgZ3nZhvhN8CfPLgH3gvobYiWUlFHUg5WK1agdrI0yUUrE7Uan3InLr/cyFXVQuvgzAzPkJ4uJHvj7+pkp96xQV5q+8E/WsWURWewizUYo9R3HRVlyxTpS8J7kqiiZBu8F3g8ZxxQpoOdhJYIBm7WZuCnUU9YXA12LMHDBByBisA10JxHxWEspFK5HOgysTXC4M6A3esb4Xs4nQmKOUUBqDEECuIEj5COe25I/NBBs2PiZwnj4gON3kh23WyUEEK0Z2gG0EFuen4vJdsptXhPfgFNWRXYQmh3cIQWXjbjb0pUAsuNVvC3eM60ukEMqx7wPPIpfl5eh5QuQiBI6KCQvSNmDxTRZWz4PexKkXGEaa5V8mYIvIqh1gPYTM5FF85rGsHhrq6nXLEuEi8KmHrKBQmh4ELoBGUNwbpG90HDGE9zWiuIB4EsMBTbBL+PQc5kv4bBD8anBnictPEOZFMD8NHM5pLtejg1ChOA5sp9Q/eveHuIUWPicswLm4FUR+8TiZ/3+GsDptEjKQ9wFrUVTDN+bKT2afQuYxvhH+TkHRDpzbjtSFkc7SbMw3PWR18/ZDqiNLCE8Iy7pt/NhzxOVdtC2+Ru5DUmxtix8krewgq3tc9BJwNARauh9Fn1yV73HFFZgJa3wMyWXktlhj8igzZ2/kGPrmIuLSatA5sAT8c4RGmDJohlAWiwj6ZilB5Lc/yIFoCSEoG0V6CnQazGFZP0RnCRZhw5gtBh4BTiJXw+xtgo9sO7A8Fx0HuyqQfiMCmX47xrtgR4E2zPcTNC3v9vpYm//8dv73fm7kZ92D0MITJ2vhTnF9Y5gRFjiBDyhFuOQpsGP4tMGc5NV2zL6PXA9yT2F+D9j1QeSHhHvIGKGkXQmSN3RK6jSXvI9vPAFESE8SxUCygywVhc4MuQGwMeJyJ8F16iA+fR+4lIudn8PsEE4GPATZMrLqSszvxHwvck9yA8dce3LnmjyAtItgB0G/jPnjoB6k68vX5Nup3e3BbaGFzxcLby5uBZFfPF4F/hj4TWYdV+ZDehD0A8yvImQt27mWmE0oN9kwMIz5euho1jguMVRco2xyBV1rztvU2bfwzeevviytruEm9oqSRNK+3bCTJB27SDoHyJo/kW+0IZcCUyh6Jt+P95ATchvM/GUmT93MSg18cyrEiWqAVQnBcxGo5noYRvDabQKDmH1IaKQZB84ErqQJ7Bw+Oxt2NKohHgGGwRVBW7DsDHAKrC+8pysF9xu9h9lizJ8FPwHqv/UpsTpiBWhZ+NMOgL0JeunWr7kjXG9ndu9igZVQWrgD1EYHmOPhQQgg3wKev2acBGgDLpnGNy8Tyr57kfvK3EJKW8EOM+e7fRbYnP8+DjqAZU1M+xDjljVdThdpEq7rSRTtg6hAHNfwzbIKXVWwMj59jtCRnBrWi28kwDRxeUBmY2TNtbj4ONIWoIhZmavzmHaCPUlooBtFroS0Ep+9gtSWqzk8kn+/14O9BTcNIsk/d8tLuoUvFwtsLm4FkV80Sv1GbezvA99mvszGfESl1aTVDrCblV/A/Av55LgEuVndsdBs4tOPiAprSasp5q/n9aygPr6XUu9TN3/f4llwTnIbiYsboQiW7cen+4JuHKDIUPRN89n7XDnayc08v/O9DONdAVwS4kZ/HPMdhA5HQ1EfofGmSmh46SSI6NbBMsz3gQ2DFVBUwcXtBKeHJZhNg32IpRcRKWZjmF8P/jymQ7hoOu8kHQK+dePuQUjrcpRQRJiTXpIeBV/B2AF6/GpW4+5R+ilf10ILPztKA6PURg8SsvU3DyBnYfY2WAdyM0AR9NQ1NzMJzDWDsxQXCdfryvy5Cyjajrkj+MYIWfMFQXu47PUaljZwhbpEm5mtxzhJ0lFH0ZNgH+D4EGwSnzmwHtLKWsK96SCuCPg6Zn1IJy1rnMR8VS5ugH6IK3QA+0HjWDNG0SqkdrAnMOsCmwLOYNlxcM8jPYfZIaSHb3IU7n3qSQst3GNoBZFfBkr956iN/R3gD2/6vPQgcbmGT3divkyUpJhv4LM2QFj65LzRhtk+FMU4PY1xgLQ+bIpTsBuCVKsMO5Vu0SCueB2+ca1Uj6ItSBdB7xEi1+3A+3JRj3WuuMjUmUl8+ji447honCBmLOSuAJNgE4TvmQcZWA2zPLi1UQI/KyEEkldClsF7UBX0HLAXxZsJHt4joC7gxGx3Oa7QiTXOYZYGWzVlSNvwZsj9Gehb6Jb1gT2Ect85bgyG28BvB85gUcdPqbuwMILIBcjDaeGOsQt4mCB5dfMA0vvT+EaGS+7D7EKeyZ8/YpTgDX0aow/46nVbeAiz85hF+OZKQsWiArxDVGhA8SXhd2BZj+Riknbhol/G7BSWdQbVBjqQhjA1UfwOSftDUrQVeAMVRxElYC3SARRHKDZcVEcqBOMCgEI9cKh1ArE9b0x8jNAdvQT8bsw9iXTlFsdq6q6PbgstfJ5YgHNxK4j88vCvCHZl/4jQ/HEtpBJRsm3ubwcuBjPDaxe+GfTSsAi5x83sDFnjUyRD0TTpVIr5R27Yrk+fsLR2RnFpFVABdxC5enhLk6nYDG4uVxHj3GJgMeg8gWT/BNi0Cp0j9G+KrTGzm7icSW4z8HEQE2dR4D5aGZ+VMD8Fvh3IUNwMQaAtAtUIeo4AR4BlIfjVm4EnqWC3GMpiRYJA+DEC0b8EfgbjWeR2h0YjPQi2C6wd7FfADmNuOHeumKUGrAc7wZw23m3kflhFaNZ59DZjboU2qiNaEB3bC4yH08Id43cIUjX/E8Hp5D3gv2S+3WdW+xRLt+Obb4E9R1Q+iqJZIf5/QXnRX786tjL0KMF15RShUS4BYvBj+LoDvp6P3I/iXqFOfPN9sC244gTSEiztw9iB2RRBuPwo0IFcFeygCt3twImcB+1xSW8QIPfHpHgNcBa5JnIlQjWnFvaByaBsQR9mH2P2ONj7hGv+GDCN2IfJblEyzH7GY91CCz87Fthc3AoivywE6Yd/Qm3sPxDEZm/i7XwTSCIqvIBLpjH/Dr5ZNLNDpNUHUHRW0tfNFd6lWblVF/gkzZlDFHuGcIVHkbZes/nbv/sws56vwYlmK5hXoX0XZovADoAeBXsvJ3ZkmNVzeR4IupGEzIFrIMZzW8RX8rcuEsrZVVAf2JuYrwJ1UCVcXdqBWQG4AvYDLH2OYHG4FemdvGO9L/zPCeAh8LnenHse7BLhRvowNwvebwqbuMtubYDzBB5oB/d8hkMLbvXbwh2iNFAH/iz/CaiN/h7w1/H+fyOrvY2l+dxjodkmqy7FxzuIS9sJjk9zaFt6gMrQ9wic7llcAo7iCv1ktSBijnPAMvB7wV5G0c5cF3YDUMCn2wnzyWmkNcAHGCU5vQj6MCgkRAeQ60XqAyKcO47ZWSDDRT0o2kJw9XqCUKr/DmYfgV0Ic4A/wNwCNf+I/q0QrLbQwr2IhTcXt4LILxul/k+ojb0E/BXgf+F2YuTzIXWg6EXkZvDpuyjyzE745j0uXkNU2EHW2AgUSNo/UtuyMuWBh+WiO3FsuRlmbrIjjjBRvw5+K1DIBYffA5Yjdw5zZWTduCRkNywdAy6BJsA3gp2tlZF7EjMfCPzp5pxVeSZIi2gHhsM3fF4KOwx+JbMyHoHAuQ1sPyE4vJ+g/5aBhlD0PPhdmLWHju+7gX8AUz3PZlaZs027FTKCqPEq4PtUR44RAspT+c8QoaN16p7JUi4wMncLPwNKA57a6L8A/zyWbbvu2U+AP8DS85j9TpDdugH/mPA9fj8ff4S2pRmVIYH+AeibuZajgbbiklfBloKtx2xW9WAK+AApIlwPG1B0CvNXwB4BIvB78sXbx8BzoK/N+56+jtSO2YZ8P0aAXUgJ5rswmsCafOwH4C7h4lVAP8atytkttPDlY4HNxa0g8l5AyEr+39TGvgf8LeAvc70A9q0gtStKXiLqBrPj+MYFrGoq9hRoX+IsbjuuqPSsbu4Bfbe4dcAjvYS5PTlv8hGk0LVtloGOg5UJLhkiiKfXQQm4MrKxnAAP8EbO5ZwM/EfLMKtiWSPv9F6VB5ArmAsg5+MBAv9rDLQNeA3zReRO47NcdNi9xXyf79vDA5+AVTH6kTYRPIVHCBZnj93kNVPMSQqt5kaZlVnUqI78TcqD/9cd7svPByJPHLXw5walgYyZoR/hkmX4xvJ5z6wC/oSudZdv+dq2pceA373hcZ+Bi58l8IvbCTSQDlBwxDG7wlV+NEeBTZiVkQYwm0Z2BEWHsewb+RZfRPoxcr+SU2xmXafALHSdB2mwJwiqDj3ADMSbwJ/FOALZEdBXUfQOckVgOOzoTeE/46i10MLPFwtwLm4FkfcSSv0XgX9Ibex/IGQV/zLwl5jtgvwsSOuJiusVFaHYEx66cdQMQb/wZqgTCPFVQqbsBIFLdJyQeXiJ25XdQ2l8D5NFQk4AACAASURBVPMliaQNuGgKos3zBp4HXQZW4Vx38Av3bWBDIbuAwn5YSuArjgFduezl2WANeV1nu9m+kP1QROiyvA/sR8AW0If4dK772qcOaQ+KNgLdYG/iswHA42LlgeIs3gyf2e8AtWFuAml+1/x7BE5WAuQi8EwRbmifhRLwh1RHHgX+LuXB+h285ueDBbb6beFzQFbdBfxTwnV+kZARHCZcc7cOIm+NNaDvhF9tN2GumPOVD2LiAK8grcBnh0OpWgNgE1j6MkF7EuAKLjkEegTsbUQnZs8TuNEV0GXMdiLNZlJjguTQGwhv3o/iG3VFhRTFbwXFBcYDD1PRrY7IT/GZW2jh88UCm4tbQeS9iJCZ3AvszeWAfgn4I270eL1bDAMvU+r/4Kd8/fepjf0b4LduPURbQ2MLLxCkfPYRMhM7gATzJYIWW50gJrw87+DuBB1CWoGckTWmkU5hWgPZMEFzcRRsHcaHoIeQBgEw24tlKb5ZxSXjuORbYMHFxuwi0krMjgL3Y7YTbBtmYP4Scu9hfq6k55seF78KKgIulzbyhMziIvDH8P5E+KjxE0jzOWMHgSuE7OPd4L8DvkJ15LcpD/6056aFFu4OXeuOEWw/Py+cBvs+UMLMYf6HyJWRjhN4k02k7TmneRMu8VjmMR98vAMmwjwQlUDdSCcxymCnka5g1gaujoueI5Sx3yZUJEIAaLYNn/2AZmUdUTwIGgGewuw02DCW9aP4ZlqQlyj1t4LIFlq4S7SCyHsdpX4P/Ija2NOEDsvf5NbajLfDh8CvUOo//TPu0d8GvkGwJ7sF9ALYTkIi9MWgMWc7gc15qfpTYDxvcikChZxcv5rQkLIMqGIkuGgYcynWrADrCOLJG8GamO0GdYMmcYVSEBVnBZb9MOc9DiJNA2sxfYj53eDnl5YXYf5aQXC5N4Gv55X73Xku9yhoI0BwwJgtT9tx0HzHjBu74e8cm4F3qY78Y+CfUR78Am9oWnAllBbuQXSs8MC3mT67DelvoWgraHEusTV7nRhSP2EOKIBd6yQlZ+CmkFIwn9uSNkFPEqS9HgXNVlKewOwIyq/NwM88T1brlWyjmf0Y30gwe4+o9Khh0zQmhhSV2kk6rt/7lrd1C/cAFt5cvLD29s8zSv2nKPX/FrAR+NfceellGvh7wBOfQwBJ7i37Nz57oLYRFinHMdtBkAYaAXcKdIkgDwJwGhDGXnx2kqzeT1YvIh1Fro70Yl7yukyQRJpFAjyfE/bvx+wyoYRcYS4LmgeQdg58P8GT+zbfee3Jm4Jm0cBsJ2aDYOcwq4LNlwO6lqBvVvns43JbJMDvAzupjqz/rMGfGwS569Hd/7TQwvXoWLmTQMX5e0jnCHPVOABm72KWBXOA7DoOonYQGtIug0vA1ZHrx6yJz85g3Af6CGy+qsLYvN8f4P9n787D46jORP9/3+qWVJKxvHTbeAdjbMAYYwIYsxhnWBKWyTAkv8k6yUz25WaS3GQmmZs7yc0CWWYmCVkgDEkI2QlJGBLCNoGAMRiMzQ6OMXjBO7jlTbbckrrr/f1xqu1WW2urS61qvZ/nqUfq7qpTp7ql02+dFU5DkuMVvY+gPan5zjFIYh/Cs+SyG5G6diTRXbeRZyt2/caUK4ZlsdVExo2fehF4D9mWL+H6KM4BZgNH4wZ7vBr+fCX8fRl+anuF8/Absi0/xo0o74WcHf6yFbQDaEJkk5u+hwQuoAsAP+zsPg73hdOAJGeBbiTI/w/iHYckPDR4BoIJdG2Cew5YgsgERBSlDZGnkEQeVAhyeTTfBExGZDKqj3F4fshCPh8FnYJ4c3FNZGNxtRqvQ4NNwHMoe0HmIXLcocNUD0KwE9UtrsZTj0d5DkmUpD9g5wBPc3DnB2mc8PNBptU/ERZCInIJ8G3cZ/5DVf1aD/udietT+xZV/W1kGTLRO2p6J/ALDmz9NW42gzHAPwFz3fytR3iGwqpYBFk0eAJJTkWDPPmDpwBNeMmnIOmBbEAorF41WoN8hlzbWrykj9cwGg32I3V5EskzgVGINBDkd4qXGIV6PpIc1c35V0XwLhgzcDG7ObcgMq781EZcjWS1fAwXwHa/CkYxkSUoD4I+C1yEm7JjPvAwKG4gjTYgkkHqtiHeZIL8dtA61+meLF7CR2U7mmhDOzcCU0DWg6eI7MNNoXMqwgEkebyb1Fi3I8mdINvR/F7QWSAnIt49h0eAynLEOwV4DJFjcH0f63GDY15BEi8T5HJ43jxck9fLuCXf5rsR28GroPvcBMbeZGAyGjyOeKcP8v1twtWqDoHomlDETeFyLXAx7v1bKSJ/UNXV3ez3deCeSDJiqmPU1Bzuf6kV+Az7N3u4G79CM/bjIAHFg/HcgLNzCDq3E3RkgTWKbEc5XUQngbaq6jEEHQfpbN1L0JnncJ/K9dQ1zxDxTiefvQ90DMlRDcBYkE6E5nCqn1L3RnH5xgxMpGVxJDfzFkSa8vip/WRbluBqF75CX3MnipyPshp0I672sY5C07IwGrzxIIrqLlT34yVmA6+g2o54o4EdiDfGTVBeNx4NjsXNA7cedBPi7QdvDQS73bRANIHuRGQ+koSApWhwLMILoIpXtwKkCTfCZjRu8NJ64D7cF9wu8F5BaMRLnACaBzkWFwALsBTNTwe2g4xD2IMb+b4CwumNBucrNE64tQLp9K3QhBKNhcBLqroeQERuBq7ATZNU7J+A3wEDnMPTxIqXTKLBOlwryVRc8HgibtDfftzk/CFZg9cwB3Qz+Y4k6E5UNyHeZDTXAXoUCb8DL/kiQX4NSBLN5UFOC08miu5Hc9tEkmPwEnkkuR+R2SW5WoWfWhP9xRvTh4jK4ihv5q1PpCmfn8rjp67B1Sr23RwkMhdkGq65vTBCUnFfKKNAGyBoAG04NGGwSBtoBvQEXKC6GGRf0fmOA+aBdCByAnhn4QLUpyge6CLSGG5nIt4l4bOnuFVsvIfBewG8HHgTQF4GrxMhDYkEyBrwngFmoDoHDV5Gg3AaIk5xTdmJRpAmxJuC8JdBva9wN/D5QaYxIOJJWVs/TAU2Fz3ewqFVj8Jzi0wFrgSur9gFmeGnbfsJwLcR72LX91j24QJIcP2dX8VNKQaQRxiFsAuRKyRRN0ZE5rqbOdIiMkq85ExJ+qdL3VHnSX3zuZJsXCB1o88XkdGqulMTdSnQgKBzrKqKBrlGVe1ubtnvRX/xxvRPRGXxoZt5Ve0ACjfzpQo386/2N79WE2kGz0+9RLblPOBbwId73deth32BGwijB3GB3rO4GoiXQHxcXycPYTKutvEoXF/FJIiHkIPEuaD3ADnwZoX7/QmRPJACPePIk3cx001HIpch8hqQ+0HnAg0oE4FN4AUI8yCx28W6uhShgyD317gn7kaSdYh3PkKA6+R/Im7akXKtB94+tKOzYRDrtaZFpPgG4gZVvaE45W6OKZ20/hrgM6qal5j1BzL90Lb9dbj1uhcA4zk8KPA03DrchSm2jsPNVbkPeAg3dc9BYGnYFP0A4v0V3Q8qfBBYBKxW1eNozwTk2lvp3J/UIJeko20HY49vlqOmnFBy3A7gV5W7WGMGKZq1s7u7mT+reIeim/kLGECLkAWRpjL8VDvwEbIty4Ef4Po19cyNuH49GmSARtAXgB2I+CBX4iY7fhq0EEDOxc3DeBCoc8Gidw4io1F9CTdS+vU9nA3wFoZr6Z4aZmANIpfhmq9PRGQ2qtvcCOvgFNwck6uR5HSEdSBzQJYQ5B9yh3t/RpKzEJlTOAHoBtyo81MH+O4VtAFX0jghTsuyZVR7Ddi30HWy/Gm4m4RiZwA3hwFkGrhMRHKqeltFc2qGXtuOC0DuxPXDCuly4BxEBKWu5J5iD67/5GUlKa0GNqN6n2ux8Mbg/s/W4hZCOB3Xj3gu8AL14zaQ7GiiblRG8u2jGNUo0pTuxEuML0n3u/ipjspdsDFV09sNfWQ38xZEmsryUz8n2/IY8CN6Xu7vMPHSwGI3GXhwIm6U+d1hcDgV9wWRxi1jeCFuBZkU7kspHEwjx6P6NK7D/rxuz+Om/DkAPABeAiGLW9nmBJDHgQtBd4BOBfkTIpcCraiCyEJUnwN2oMEUxFuGJMYWBZAFB4EdILP6/X519V4aJzxT5rHlE4H+NU2XYyUwW0Rm4uYAfSvw9uIdVPXQEp8ichPwRwsgY6ptRx2wmCD3IpI4D5Fv0CWABFyNY0gLAVyA+98+r5v9wX0JngY6FqTera7KCpCxiEzB/X+7HUVOQJIn4NU9SN3YsYgmkUTWtYJ00QncgDHDxeDK4t5u6CO7mbcg0lSen1obDrp5H/BFus7v2D2ROai3AYIM6FHhiO1NQBakEfcl8RDQBLIX9H7c5OQ5YD0io1CdjltmrZXSAFZ1G8gJiPeSO0Z9kMKyacei+hRwAJHFIK+6ScclgebXo5oCFgN/BH0NeLtASkZfaweuFmRnme/aN2mccHOZxw5eRM3IqpoTkY/iOmongBtV9XkR+VD4uvWDrC2K6tcQrxXXvNx05C4yKfzfngFyEuhq3KwHzbibDg/3t+I21QRuadHRuFGj5+OavE8C3YN4J6C6qegEa0B2I14bicQlBLkHCXJJEnWliwH8Ppz31pjhI5qyOLKbeQsiTTTcSjs3kG35JfBx3Eo3qV6PEZmJeluBADQBcjJuhZo1HB7NuRmR6SC7ccFpgJtqqPDPd2r4hbIB10+y8B+5FpGL0GAlsBDx1ocB5J24L7p64BLgCdADaDAKZBToTJD94K0j6GwGeRSR8eG59gEtaLAFt0TiHA5PXTIQdwKfKeO4yolwlQRVvRN3jcXPdRs8quo/RpYRE72mSTnadnwK5ME+9tyE6gzXAqFHAwsQmdxlD9UM7n//XNz/8R0gKeBukNGuNU5ywAwgIOGvJt++m0R9K17iknDy/3vwkg2IN40jV9m6cfAXbEyFRVAWR3kzb0GkiZaf2g9cTbblGuBdwJfobQ1w17l36qHYT3Ur8Gq4XOLLiFwAuD5V3VHdhwsuC3M9FkZjTnVLFuokoBnNT0bZhuoYJHkcwnPAgyDtoONBx4EKkpwTLr+WA61DElnguHCFnHWItLsmNhpQNiFeT8tBrsc1HzTimtXH4/p9tgIfpHFCrofjhoYNaDGV0jRpGW07bsbVdnRPNQhv6AotBo+jOs71iQZU1wEZ3CCaLagmgdEIHbjo8QBwMiKuplPkaLxEI15TJ+huONRdZSxuhazSfo+rsTlJzXAUXatQJDfzFkSaoeGnDgDfJ9vyG+Df6XO1m1BxUKnaAvyJnkaOudfrcAEkHA4gQdjpJjWWMWjwopuPMr8Pt6bvcyBnId7LeMlTUM0RdD4N7AbNIChoK+IF4WAcINgD3vxwBZxpwBa33u8R8sDDuCkWjit5LQAuonHC1n69F1GxJQxN5f0z8Dd025zNCjQYT9f+y6cD2XCJ1CWIzEK1E5jl1qjXfbgbtQ5XY6kLgOWInHOo5SGfn4Dn7UJE3fyv5IEEIsdzeEqxgv8MW0uMGT5iWBbbPJFmaPmpDH7qPbglG18a0LEiKZCLcV8OD1Jcu6DajqtdaO7+YAU4mcPLQSrIJSAb0PxpbrCMl0CDB11TuiroRW7OSj0TmIp4xSM7dyLSgKtZbMRNQ1RaC/kwrjblfLofrf5pGifcP6D3ICqeV95mTHeaJm0Frip5dhdu+quzEK+l5LUcsBHX1LYUWImIBzwFIoi8DvE0rHncGe6zl1z7Hwnye0HnoR3byGfbUD2aQM8m6Gwi6Dwa1TEcufrTLZW9YGMqJGZlsdVEmurwUw+QbVkAfBU3wekASAo4H3S7a6JmFvAkh+eb605d4eBw/+cQ7ykImsDbghsQMLfoLtA1O6suQFiOG1hT3M/rGDT/Z1zTuY8bmT2BcDg37gvxbHq+Ufs58M0BXbYx8fJNXIvDbFzwOAf3PwHIWNyCAHtx62qfiMiJR6QgsgM4C2UZIq3gnQysRvOdaDAKzS9x84833I/ndaJBE0HnQSRxJ8gEvGQ7QgLXfWQl7m4yz5HN28aYMlhVgqkeP3UAP/Ux3JKDLw88AZmMCwhX4kaCHkkVNP8QUJhkuAMkhTA77HZZj3h7XTr6IKp7UD0IshVkMwR/dKO+dSVoe1HKk3Ad/ncCm3D9HSfgah7BTeza0//X08AHaJxQOk9X9RSaUQa6GdOTpklu7lj3v302XQfWnYLIsYgsQWTBob6QR3LT/YgsBsaiwVaCXALNp9F8DjeArgXPq0M8wavbjXi7EU9I1O8Htob9K0/BdYNZCGzGT3VGccnGDFrMymILIk31+ak/41au+eGAjxVvNOJdgKvp6CYo0xW4zvtJ3OoUoxFpBNkOtCGJVsTrBHkZqINgBQR5ROYDM92xugX3BVTav6sBWAKMBaaEz40Kf07rIcf7gDfROOHggK81KoKbm6yczZjeNE26F7pZBlTEAyldP7075wJPofoIqgrBmaAuGBTvQrzkTLy6x9162Bog3hl4CUWYjuti4rmR3F38frCXZUwkYlgWW3O2GR781D7g/WRbbsKtG/26gSUgS4BHQKfhJlV9ENVG0HnAKpBx4dx0fwW6HjgG5Bk3jY+cj8gmlAA0bG6jE3geeA0wFtXHgbYe7viagZmo7kBkLa5Zvaf/6k/QOGHdwK4takJES20ZA26QzcW4WsXdwLMgrgVAu6xg2AHek4hkQRNoMD/cf6+b/ks3AG0gS0Gb0CCBJJtJ1DeB7gcdj+Y2IXWTcKtgTcf9Dx9bkp+Hor5gY8oTv7I4Xrk1tc9PPYyfej1uXc/b+32cq9I/2/W1ktVAJyJHg6xCvAZEmkEawr3XurkmaQZtCDvwr3Vxn6zENVGPQ+RVxHsYNyDndOBiVF/sIQeNoHk3MbKu6mGfG2mc8ON+X9NQitndr4mRpknPg/yHq+2XhFtrXhYh3qVIchWS/AuSfAVJJvESZ4GcA955SKINvBY36T8BGrSjtOAlJ5NsvJSEP5tE3U5EOsB7GReknoOyB9fFZCNuAYEpRbnZjJ/a1E0ujRkeYlYWW01kf2QzSdxo4vNxncMLTZbrgLtxzSaduBGAZwATcdPMbMUNxliOn85j+s9PPQb8TTj45nPAG/t1nMhoYC7IXDTY7oJHOkAmgBaa1WYU9sY1gT+O6jQItuIGyJwI3A+JSxABZRkE9UAOvIawb2QDR5oKOslNU+Kd3k2t5ff7/wYMMevfaKIk8l/Av1C6pKGIW6ZNtRXNP0KQbwQWoPosGuxFEm2I+GjwCm7ZwxcgmId6HXiJcbiy2EPYDYl6VB8G7UBlBiKdbh7XLu6K/FqNGYyYlcUWRPYmm6kDPgF8jJ77uH2sHyltI5v5OvA9/LTNTTYQfuop4E1kW+YB/xd4Cz03FXcl3mRUR7lR3METoIUpeArTiywEuRcYBboXJAF44ZKIWUTcPHNeYvGh7z7VLOhzIAdB53PklEI7wJtC9yvYn8TBnU/TOGF4deoXsel6TLQaJ27k4Ks/B/6hy/OqEHQud8uJcm7RKycj3h7QMcBDiLS61W1oJwgEL38/klwAci5uKcRxQBYhD1oPchRucFvpKOz+t24YM9RiWBZbENmTbGYU8FvcUniDNQX4NnAF2cwGYA+uhvJu/LRNNdEffuo54G1kW64Cvgxc2a/jRJoJtBO0EZgMugEXhD7m5p1MnAFsRrw5wDpUDyLeSsSbjeojHF5RYw3Qgsg5kHDrZrtl1R4BDcI08yBTu52qxPkpbsWA0jnyqi9md78mlr4IvIPi7x0Rwv/NrqOzXReTwrys50BiKaIJhAuB1QT5BjRYRaKhEZEL0OAu4NJw/6WuKwsZXKtQQTswPOZlNaYnMSuLLYjsTjbjAbcy4MEdfbqg6PdP4WooP4Gf/k2Fz1O7/NTzwBvJtpwJfAW4qM9jPC+Fsg94yk0enm+HxJnhF5WAPoVrFutAZBHICmA7IovD6UGew00h1DU4dBMfn93filHcgKE9/d3ZmJrSOHEDB1/9AfDhLs9Loq3rABtZinh1aL4J8Xbh1eURbxSqLQS529H8EkQywCSCvI/nrUADD+R2xGsG2RveLE4GKV4gYGW4cpYxpkLiVW86dN5L5QPI7kwBbiGbuY5sJtHn3uYwP7USP3Uxbo7JW3C1DD0TbyYiKcSbgld3ISKv4Nbf3eaaxMTD9YdcCSzALUkIrjbjr3A1GuH62mV7hMYJw7NvbMzmJjOxdTVuXevDJHEGXt0WJPEn8O7Aq5uBlxQSDT5ew3TEmwjkEDkTDZpVg02q2qpu6dJXCHL7Uc2j+Wa3jr2m0WAzqk+WnPvxobpIY8oWs7LYgsju/e8hPt+HgZvIZtJDfN7481N/xk+9BRf4Let9ZzkOyLhlddmIG539NOheNFiOajNwEJGnUT0P1btwo8SbcdWN+8KE+jhPj7objDM8iFfeZsxANE7cClzb5TmRBhAfkVPwvMtx0/oIyG6EUcBc3KDGiSQblpBo2AvBWCRxAEnsQRKdeIkm8NoJ8nsIcvvId5xJvqP0/82CSDP8xawstm+BUtmM4JbpGmp/D+wkm/kV2cx0q5kcID+1BngXbhm1XsiJiCzF9XW8D7fizRRcTeM+EEHVx9U4Xlh04Cu4Ud1jOVxLOVDDZ4WaYjKIzZiB+zqw/9Aj1R0QtOJWgdJwecNFiHc2bqqeLv/TIt40Sfh1IoyFYDaabyTI5xCOQmQJMBpoxEuUfr/1NPWWMcNDDMtiCyJL+WmlugMf3oorOA+QzTxCNvNpspnpVcxPfPipjbi+i0/0secSYDvoQmAWqsvCichBRHFfcPNx0zSBW3FjFG4apym4wPORMnI4TEfml9l8Ys3ZphyNE3cC3wJAdRMEedzqUHuRuqeRxJLDf1uyCMjhbupWAasRmQa0It5rQdpw/ZLrgKOBnSB7EG8pkigeVHMAWDsEV2fMIMSvLLaBNd17HlcgVVMDLiBaBHw9HNV9F3AjftqaZXrip9aQbTkLuB7Xt7UbAiJT0WAZ6GJgKnjHAZtRXYNrGn8q3DmJWwHnVWBXuATiebiVMwaSs//B3RwMTxYQmqH1DVQvg2A6MBFkPZJMIrLgyF1lEq6WMqSFYLAdGAfyGF5iyeHdaUbqFuPm7S14Ej81PPsjG1MsZmWx1UR273fVzkA3ZgIfAVaRzfyAbKa+rwNGLD+VA/6T0g78R5D5wEpEWsO7uem4oHEMrrYyiat1TAPpcGLkwnQ+c0CX9yM39wMLaZzwehon9Get4OqI2d2vibnGiXsh+BUwEbyVSHIiIjP6PA4AmYOXvBBJtiKJjYiXB1YDL+IGwk3D9assXuv+qW4SMmb4iVlZbDWR3fs58G/A5GpnpAfvA15HNvMV4Ac2gXk3XI3ku4Bf01OVocgY1Evhgs2HcfOMNOHW5j2Fw2vuPgSchGoLblJjcF9KR4e1IruAR3DLKk4L01sOPETjBKs1NqZ730MS54F3Bd1Pzt8DXQ3sRjgDpAmkMJfrX3A3fLtwfZjHFR20vkJ5NsYUsSCyO356H9nMR3A1ksO1tnYGrsn278lm3o6f3lztDA07fuo3ZFvGAjf0uI/IcUUPDv+q7AJeAj0WEERGocEq3NRPG4GpQGEFnAC4jMYJuyuZ/aFltYpmiDVNbifb8hvgbwd45G7c6jb3AI24abmywKKwRqaNI6f82ja4zBozVOJVFg/XAKn6/PRtwJvos0m06s4DVpLNnFLtjAxLfuoHuGB7YETGu5GecgB3szUe8V4H3BG2H3SALMMtq3YbjRNjHEASuxGBpmbcjAa/R/OPEuSXEeSWEuSWosGfQB8B7a78zeFmOpiJiCKSRWQcInXh61mODCK3R3kRxlRMzMpiCyJ74wLJS4HWamelD0cDfySbaepzz5HpY8AfyzpSZC4i5wNL0eAeYBLo80DKrbHNc7j+WPElxK4fjqkRfipA89egwSIIFoMuCbd64GygE/Qht169Es6SVQ88DGzFfYcJbiBiYQqtgCOn03p5KC7HmEGJYVlsQWRf/PQDwGtxNU7D2QzgH6qdiWHJT3UCbwR+WF4CkgBZAt5Y4BSQUcAKXG3Ha4B7K5TTKonftBKmhjRNeoDSmzwNFqC6HTfn43nAPNzsBi244PI83EpSi8PfZ+MGsT0JnE7Xif07gC1RXoIxlRG/stiCyP7w008A36h2Nvqh73WkRyoXSH4AN2CqPCJngbcC5NywdrIN9wX1aGUyWUUxK7hMzfkMXW/Ux6DBNlQzAKi2orqPINhGkH8E1dJFBbbjAsex4QC34rl119n0PiY2YlYW28Ca/vs8cBzwlmpnpBeLyWZG4acPVDsjw5KfUuBqsi0rcLUZWWAH8HFc7UXfRBaDrgDOBBkNupLGib2v2x0LFhCaKmqatJq2V/8MOgl0L3AU6Gw034xyEBiNBseguh+RU9D8bjehuNcMMgeRVtxgm07Qe0BeX5T6M1W5JmPKEq+y2ILI/vLTObKZt+GaLr/C4ZG5w8kE4FGymXfjp22Jr574qXspboLOttyCW4rt4/1LQM4CXYpbz7efxwxz8Sq3TC0SmQlMB3F9u1UD3NKk9aCCajsEF6KsB28zmk9CPgtsIFHvhbUxdbjVpYrdPoRXYczgxKwstubsgfDTip/+IXAM8GHghSrnqDvzgGVkM1dWOyOx4afa8VOfwE010t9R1osRWYd4z0aYM2NGDpGJICuLHnuInI5IPeLNxaubjSSWAmkIlkBwLgRnQzAPDXaGRy3n8LyR4FaaGo6LRxhTEyyILIefPoifvh44CbgA+Bmu0/dwGXzjA7eQzfx1tTMSK37q98ApuOUl+yAe7vNeEW2mhkjM+uGYmiTAWXRtfh6L6zqyFs+bQaJ+CQk/h3hLSdSvxat/BngCzaVwa9sfU5LmJ/FTw32aNmMOi1lZbEHkYLiayfvx0+/CTx+Dm/j219XOVigJ3EY2mlTIWwAAIABJREFU81WymYY+9zaOn9oKXI5bd7ut951lE3764BDkKloxnFbC1CQPER9kP26VqMLgmeVAAtX9AIiMJ9GwBEnMwUvMJ9EwFklsxa0aNbUovdvwU78Y0iswZjBiWBZbEFlJbvnB2dXORpEE8K/A7WQz1v+1v/yU4qduxE0d0ttKQHcOUY4iJoPYjKkY9wclcg7IBFzN4h1h8/R4kB241WlKjvK24CVPAk4rerYTN+LbmBiJX1lsQWTl5aqdgW5cDHyy2pmIHT/1JO6m4GM97HHHEOYmWjG7+zU1LwuSBrkct079PkSOBzkTN8H/XwBQ3YhqO0oryOii47+Fn1o79Nk2ZpBiVhZbEFl5m4b4fEvp3xQWnyObSUWdmZrjBt18lyOXTlyDn1pfjSxFImYFl6lJ7g9Kg8eBEzhc67gAmIcGS1HtBJkHnITqk+HrDYicXJTOX4AvDE2WjamwmJXFFkRW3lDOSfYEbm60ebhgsjdH4fr5mfJ8DDdReaGmuUaaskPxakExtUh1PUFuFRqcDmwA0kBhkvA6YAnwIPA4yEqQ3cA6kPOLUtkHvBE/Ff++ymZkillZbEFk5d02hOfK4grNABck9uVDZDP21V8OP9WJn7oaF7DfRi01ZRszHGh+JnBG+GgcIlNxa2QXvIrr93g6cCYisxBvUUktzN/jp9YMSX6NMRZEVpyffpahm9z2HNyI8Bfo34orM8PNlMtPvYCfuhK3Tm/tiFkTiqlJCdwI6z/hBsZsxC0v+gKQAVmDyPhw3wBopevE4v+On7KJxU28xawstiAyGtcN4bkagZP73Ouws6LKyIjillCsITFrQzG1pW3HqUATkAc9ARjjfieHyAm4tbGnFR2xDNcqUPA48Lkhyq0xEYpXWWzTvkTBT99NNvML4B3Vzko3mqqdATPMWK2iqaa2HbOBf8INiMkBM9DgSfB2I9ICKCIKtOCm3PJxS44eSgF4O35quCz2YEx5YlgWWxAZnfcCk3Er2gwnQz163MRBzAouU1M+iXgn4iYKfxXVZYh3MiKnley3FDdSex9dq14+btP5mJoRs7LYmrOj4qfbgStxI6iHiwBYVe1MmGEoXi0oprZcAzIFkTpEBC+xuKjvY0EGt8zsK8D0oudvBX40VBk1JnIxK4stiIySn94HXETf0+8MlRX46d3VzoQZhmLWmdvUkKZJLyDyCSAoma6nYAWwH1gPzCl6/kXg/bXXP9mMaDEriy2IjJoL2i4EPgC8XOXcfKvK5zfGmG7IH0FeCB+0AGuAbcAe3CCbzcCiogN2AZfjp3YNaTaNMV1YEDkU/HQeP/0D3F30u4Hf4QrBofRF/PRvhvicJjZi1oZiaoufCoC3AQuBifipk3Cjr7cDJwKLi/Y+CFyCn3pxyPNpTOTiVRbbwJqh5Kc7gJuAm8hmPGAubsWZmcAMXF+fcbgRiruBLbiO5MfSv8nEu7MHN/LxF4PIual11jRtqq10cIyf2k225b0c2efxavzUSoypRTEriy2IrBY/HQDPhVvvspl64MPAB3Gdy/ujA7gR+Dx+emeZuTQjgfVvNMOVn3oEd7NtTO2LYVlsQWQcuBrMb5PNfAc3WfjrcFMHnQY0F+2ZAZ7Grev8MwseTb/FrOAyxpiaFLOy2ILIOPHTCjwabl8K18Geglu1Zg/QEu5jjDHGGBMpCyLjzAWMW6udDVMDYnb3a4wxNSlmZbEFkcaY2BVcxhhTk2JWFtsUP8YYY4wxZsCsJtIYE7u7X2OMqUkxK4stiDRmxLOJw40xpvriVxZbEGnMSCfE7u7XGGNqTgzLYgsijTEg1j3aGGOqLmZlsQWRxox48WtCMcaY2hO/stiCSGNM7JpQjDGmJsWsLI5XvakxJnZE5BIReUFEXhKRf+3m9XeIyDPhtlxETq1GPo0xxgyMBZHGGNcPp5ytr2RFEsC1wKXAXOBtIjK3ZLcNwBJVnQ98GbihwldnjDHxEF1ZHMnNvDVnG2OIsB/OQuAlVV0PICI3A1cAqws7qOryov0fBaZFlRljjBneKl8WF93MXwxsAVaKyB9UdXXRboWb+d0icinuZv6svtK2INKYEU+i7IczFdhc9HgLvRdM7wXuiiozxhgzfEVWFkd2M29BpDGGQfRsSYvIqqLHN6hqcXN0dyWidpeQiPwVLog8r9zMGGNMvEXSyzCym3kLIo0Z6QY3wW1GVc/o5fUtwPSix9OAbUdkQWQ+8EPgUlVtKTczxhgTW4Mri3u7oY/sZt6CSGNMlM3ZK4HZIjIT2Aq8FXh711PLDOBW4J2qujaqjBhjzLAXzQ19ZDfzFkQaM+JFN8GtquZE5KPAPUACuFFVnxeRD4WvXw98HkgB14krQHN91G4aY0wNiqwsjuxm3oJIY0ykVPVO4M6S564v+v19wPuGOl/GGDMSRHkzb0GkMSZ267UaY0xNiqgsjupm3oJIY0zsltoyxpiaFLOy2ILI3mQzAlwIvAl4DTADaA+3sYAPvArcD/wBuA8/fbA6mTVmMOJVcBljTG2KV1lsQWRPspn5wHXAuX3s2QwcD7wfyJLN/Aa4Gj/9QsQ5NKZCxJqzjTGm6uJXFscrt0Mlm3k9sJy+A8hSPvBO4EmymXdXPF/GREFARMrajDHGVEgMy2ILIktlM3OA3wCjBpFKI3Aj2cwPyWYSlcmYMVGSMjdjjDGVE6+y2ILII30PGF2htN4L/EeF0jLGGGOMGTYsiCyWzRwDXFzhVP832cwVFU7TmAoK++GUsxljjKmQ+JXF9i3Q1YKI0v0W2cy4iNI2pgLi1YRijDG1KV5lsQWRXfkRpTsTuIdsZlJE6RszOCLlbcYYYyonZmWxBZFdbYgw7TOBGyJM35jyxawJxRhjalLMymL7FujqSaAlwvTfQDaTjjB9Y8pQbvOJ1UQaY0zlxK8stiCymJ/uBL4e8VmuCVfCMWb4iFkTijHG1KSYlcW2Ys2RfkbXZu0fAmMqmP47gBXAdyuYpjHlE6xp2hhjqi2GZbEFkaX89A7gt4ceZzMfoPLT/lxDNrMDP/2bCqdrjDHGGDMk4hXyVsddEaTpAT8lmzktgrSNKUO8+uEYY0xtildZbEFk326JKF0fuJVsZmxE6RvTT2X2wbE+kcYYU0HxK4stiOyLn94KrIko9WOBX5DNNESUvjH95JW5GWOMqZx4lcX2LdA/348w7cuA28lmZkV4DmN6F7O7X2OMqUkxK4stiOyfG4CNEaZ/MfAc2cyXyGaOivA8xnQvZgWXMcbUpJiVxRZE9oefzgKfiPoswOeAJ8lmjov4XMYUEeLWhGKMMbUnfmWxfQv0l5/+PUMzt+PxwONkMxcNwbmMMcYYY8piQeTAfAK4dgjOMxa4i2zm74bgXMbErgnFGGNqUszKYgsiB8JPB7gm544hOFsS+BXZzHuG4FxmxBvIfGTFmzHGmMqJV1lsQeRA+endwCtDdLYE8COymVvJZqYM0TnNSCPE7u7XGGNqTgzLYgsiy7N6iM93JbCWbOYzZDO2VKWpsHLvfC2INMaYyolfWWxBZHmuq8I5RwFfA5aRzUyowvlNLYvZ3a8xxtSkmJXFFkSW53bg/iqdexGwgmzm1Cqd39SkeE0rYYwxtSleZbF9C5TDTyvw/wFbqpSDmcCjZDP/SDZj1UHGGGOMGXIWRJbLT+8C3gwcrFYOgB8D95LNTKxSHkytiFkTijHG1KSYlcUWRA6Gn34EeB3VCyQBLsD1k5xaxTyYWItfZ25jjKk98SuLLYgcLD/9EPDlKudiDvAM2cybqpwPE1cxu/s1xpiaFLOy2ILIyvg68JMq52E88GuymcuqnA8TS/G6+zXGmNoUr7LYgshKcCvZ/BOwu8o5SQC/JZuZW+V8mLiJ2d2vMcbUpJiVxRZEVoqfbgV+Xu1sAI3AV6qdCRM38br7NcaY2hSvstiCyMr6FnCg2pkA3kA2M6bamTAxUe6dr9VEGmNM5cSwLLYgspL89AbgXUBQ5Zx4wLFVzoMxxhhjapgFkZXmp28F3gTsq3JOWqt8fhMr8VolwRhjalO8ymL7FoiCn74NOB64oUo5eBLYUKVzmziKWROKMcbUpJiVxRZERsVP78RPfxA4HbgWyA3h2T8bLs1oTD/FqzO3McbUpniVxRZERs1PP4Gf/ihwDpAZgjN+Az999xCcx9SMcgstCyKNMaZy4lcWWxA5VPz0SmAx8FREZ8gBnwD+JaL0TQ0TkbI2Y4wxlRO3stiCyKHkp9cAi4AnKpzyg8Ai/PS3rRnblCded7/GGFOb4lUWJ6t25pHKT7eTzVwC/BFY2M+jDgDvBMYB83HT9+zB1Wrehp/eWPmMGmOMMcb0zILIavDTO8lmzgc+iWuCntjL3g8CH8JP/2VI8mZGJmuaNsaY6otZWWxBZLX46Xbgq2Qz1wCvB67k8AThB4DngVvx049UJ4NmZIlXwWWMMbUpXmWxBZHV5qcPAreFmzFDTwTEukcbY0xVxbAstiDSGEPc7n6NMaY2xasstiDSGBO7fjjGGFOTYlYWWxBpjCFud7/GGFOb4lUWWxBpzIhn62AbY0z1xa8sjlcPTmOMMcYYMyxYTaQxhrg1oRhjTG2KV1lsQaQxJnZNKMYYU5NiVhZbEGmMIW53v8YYU5viVRZbn0hjRrxwgttytv6kLnKJiLwgIi+JyL9287qIyHfC158RkddU/BKNMWbYi64sjqoctiDSGIO7+y1n6yNVkQRwLXApMBd4m4jMLdntUmB2uH0A+P6gL8cYY2Kp8mVxlOWwBZHGjHRCuNxWGVvfFgIvqep6Ve0AbgauKNnnCuCn6jwKjBWRyRW9RmOMGe6iK4sjK4ctiDTGRGkqsLno8ZbwuYHuY4wxpjyRlcM2sMaYEe7xJ56+RxonpMs83BeRVUWPb1DVG4oed3eLrCWP+7OPMcbUtAjL4sjKYQsijRnhVPWSCJPfAkwvejwN2FbGPsYYU9MiLIsjK4etOdsYE6WVwGwRmSki9cBbgT+U7PMH4F3h6MBFwF5V3T7UGTXGmBoVWTlsNZHGmMioak5EPgrcAySAG1X1eRH5UPj69cCdwGXAS0Ab8O5q5dcYY2pNlOWwqFrXI2OMMcYYMzDWnG2MMcYYYwbMgkhjjDHGGDNgFkQaY4wxxpgBsyDSGGOMMcYMmAWRxhhjjDFmwCyINMYYY4wxA2ZBpDHGGGOMGTALIo0xxhhjzIBZEGmMMcYYYwbMgkhjjDHGGDNgFkQaY4wxxpgBq/kgUkROEJEnRaRVRD5W7fwUiMgDIvK+Mo67S0T+IYo8meFFRK4Xkc/18vpnReSHQ5knY4wxpqBfQaSIvF1EVonIfhHZHgYy50WdORFRETl+kMl8GnhAVUer6ncGkZebROSqQealv+f6goh0hu93Yfs0gKpeqqo/KTPdPt9PEZksIj8KP+dWEVkjIl8UkVHlnLMo3WPD8ycHk05RehtF5KI+9mkWkWtEZFP4Hr4UPk5XIg9RU9UPqeqXAUTktSKypeT1r6jqgG9EjDHGmEroM4gUkU8C1wBfAY4GZgDXAVdEm7XBKQpWjgGer2ZeyvRrVT2qaPv3vg4YbIAmIuOBR4BG4GxVHQ1cDIwFZg0m7aEmIvXAfcDJwCVAM3AO0AIsrGLWjDHGmNqgqj1uwBhgP/B3vezTgAsyt4XbNUBD+No/Ag+V7K/A8eHvNwHXAncArcAKYFb42oPhvgfCPLwlfP6vgaeAPcByYH5R2huBzwDPAO3An4E8kA3TmANcDjwJ7AM2A18oyd95Ybp7wtf/EfgA0Al0hOncXnotRddzVfj7OOCPwE5gd/j7tKJ9HwDe18N7+gXg5z28dui4MG8PA98CdgFXAccDS4G9QAYXjPb4fpakfRXwLOD18nmfA6wM018JnFOSty+HeWoF/gdIh69tCs+/P9zODp9/D/CX8D26Bzim6DwZYHr4+NTwMzkR+BkQAAfDtD7dTT7fB7wCHNXLtZwU5nkP7kbjb0o+y+uAu8JzPAxMwv197wbWAKeV/O39H2B1+PqPAb/o9fcDL4Wf0x+AKeHzEn5+r4bv6TPAvOK/J2BUeK1B0fs3pfTvBPib8Dr2hNd1Ukn+/jlMfy/w6+L82WabbbbZZttAt75qIs8GfOC/e9nn/wKLgAW4L/qFwL/1kW6xtwFfxAVdLwFXA6jq+eHrp6qrifu1iLwGuBH4IJAC/gv4g4g0lKR3OTBWVS8AlgEfDdNYiwui3oWrXbsc+LCI/C2AiMzABQ3fBSaE1/SUqt4A/AL49zCdN/TjujxcIHEMrvb2IPC9Abwv/XUWsB6YiHvvvowL3sYB03DX0u372U1aFwG3qmrQ3YnCmso7gO/g3v9vAneISKpot7cD7w7zU48LXAAK5x8bnv+R8H3/LPBG3Pu9DPhVmN/luM/3JyLSiAsc/01V16jqO3FB6Ru051rai4C7VXV/D9dSB9wevlcTgX8CfiEiJxTt9mbc33Iad1PyCPBE+Pi34fUXewfwelyt7ZzwWETkAuCrYXqTgZeBm8NjXhe+N3Nwf5NvwdWWHqKqB4BLgW16uGZ6W8n1zAnfu0+E7+WdwO1hjWzx9VwCzATm425CjDHGmLL0FUSmgIyq5nrZ5x3Al1T1VVXdiQsI3zmAPNyqqo+F5/gFLnDryfuB/1LVFaqaV9c3sB0XxBZ8R1U3q+rB7hJQ1QdU9VlVDVT1GdwX75Kia7lXVX+lqp2q2qKqTw3gWorP06Kqv1PVNlVtxQV4S/o6rsibRWRP0Talh/22qep3VTUXXnMnLnCdoqpZVX1oAOdMAdt7ef1y4EVV/Vl4vl/hauSKg+ofq+raMC+30Pvn+UHgq6r6l/Dz/wqwQESOCV//Aq42/DFcLfe1FbyWRcBRwNdUtUNV/4yrLX5b0T7/raqPq2oWdyOVVdWfqmoeV5N3Wkma3wv/9nbhPu9CWu8AblTVJ1S1HVdjebaIHIv7vEbjalglfC96y3dP3gLcoap/UtVO4D9x3RLOKdrnO6q6Lczf7fT+2RhjjDG96iuIbAHSffS1m4KrWSl4OXyuv3YU/d6G+2LvyTHAp4qDK2B6yfk293YyETlLRO4XkZ0ishf4EK5miTCtdQPIe2/naRKR/xKRl0VkH645eayIJPqZxC2qOrZo29bDfqXX+2lcE+ljIvK8iLxnANluwdWU9aT0syZ8PLXo8UA/z28XfZa7cHmfChAGQzcB84BvqKr24xoK+nMtm0tqXUuv5ZWi3w9287j02oo/i+L/gy7vW1g72gJMDYPX7+EC5FdE5AYRae4l3z0pPUcQ5qfcz8YYY4zpVV9B5CO4/oR/28s+23DBQMGM8DlwTcdNhRdEZFIZeSy2Gbi6JLhqCmvECvoKNH6J65M2XVXHANfjApdC+j0NIOku3TaKrg/XZ67gU8AJwFmq2szh5lyhsrrkS1V3qOr7VXUKrqbvugGMcL8XuFJEevq7KP2swX3eWweaz9Bm4IMln2dj2JSNiEwF/h+uW8A3Srot9PU53wu8vpdR5duA6SXX2t9r6cn0krQK/wdd3rcwT6nCuVT1O6p6Om4Q0BzgX7pJu6/rLT2HhPkZzPUYY4wxPeo1iFTVvcDngWtF5G/D2rU6EblURAr90H4F/JuITAinTvk88PPwtaeBk0VkgYj4uObJgXgFOK7o8Q+AD4W1iSIio0TkchEZPYA0RwO7VDUrIgtxffgKfgFcJCJvFpGkiKREpNDkV5oXcAN83i4iCRG5hK7N1aNxtVV7wr6E/28AeSybiPydiEwLH+7GBR/58HF311Dsm7hRzD8pNCmLyFQR+aaIzMf1s5sTTvmUFJG3AHNxzcB92YkbGFJ8/uuB/yMiJ4fnGiMifxf+LrhayB8B78U1TX+56Ni+ruVnuCD1dyJyooh44ef5WRG5DDeI6wDw6fBv+rW4Zvmbe06yT/9LRKaFn/dncU3e4G5c3h3+HzTgmu1XqOpGETkz/HuuC/OT5fDnVewVICUiY3o49y3A5SJyYZjWp3BdPZYP4nqMMcaYHvU5xY+qfhP4JG6QwE7cF/NHgdvCXa4CVuFGfT6LG3hwVXjsWuBLuFqhF4GB9M8DF3T+JGzufLOqrsL1i/weLkB6iYEPDvgI8CURacUFvLcUXlDVTcBluC/gXbgg8dTw5R8Bc8O8FK7947jAYw+u31vheXCjeBtxI4wfBe4eYD7LdSawQkT242pcP66qG8LXvkDR+1l6YNhX7hxcP70V4Xt0H24070uq2oIbHf8pXHPsp4G/VtVMX5lS1TZcP8GHw/MvUtX/Br4O3Bw2+T+HG0AC8DHclFKfC5ux340LxBaHr38Vd/OyR0T+mRJh38OLcH02/4Qbjf8YruvCClXtwI1mvhT3GV0HvEtV1/R1Lb34JW6gzvpwK/wf3Ad8DvgdLhieBbw1PKYZd3O0G9cc3YLrz1h6PWtwN2zru+sjq6ovAH+PG0iVwf1dviG8TmOMMabiZGDdzIwx3RGRjbipl+6tdl6MMcaYoVDzyx4aY4wxxpjKsyDSGBMZEblRRF4Vked6eF1E5DvilqR8RtxcsMYYYyooqrLYgkhjKkBVj7Wm7G7dhJvgvCeXArPD7QPA94cgT8YYM9LcRARlsQWRxpjIqOqDuEFqPbkC+Kk6j+LmUu1tfk9jjDEDFFVZbEGkMaaaptJ1kvYtdJ0g3RhjTPTKKot7W4nGGDMCHC+ibWUeux2ex81tWXCDurXm+6u7yfdtyghjzIgTx7LYgkhjRrg2XAeYcnzRrSd+xiBOv4WuK/1M4/BKP8YYM2LEsSy25mxjRjjBFQTlbBXwB+Bd4cjARcBeVd1emaSNMSY+4lgWW02kMabiC7ofSlfkV8BrgbSIbMEt/1kHoKrX45bSvAy3+lQbbmUiY4wZkeJWFlsQaYyJrElCVd/Wx+sK/K+ITm+MMbESt7LYgkhjRrhCE4oxxpjqiWNZbEGkMSayJhRjjDH9F7ey2IJIY0zs7n6NMaYWxa0sjlt+jTHGGGPMMGA1kcaY2DWhGGNMLYpbWWxBpDEjXBw7cxtjTK2JY1lsQaQxJnYFlzHG1KK4lcUWRBpjYteEYowxtShuZbEFkcPZ3nUCJMJNOFzbXfx7Mti0so79r9ThZp8vvNYTKfkJh1dOShT9TBx6fPS8vDdlQR1QXzhnyT6JomPrin4vTitZsl9vtIefhWsuTr+wSdHzh94fDfI53XxffUk6AHkgCH/mwt+Doud2eCe87aY+8lkT4tiEYowxtSaOZfHwDiL3rpsN3Ay8ljGzWsPnjsUtz5MHOnGBwaGAisMBRJLDAUep0iCrNPCSoq0QeBSCk3z4nOICDg3PoUBjuF+AC0w6ORyYFI4RoIEjg0O/KP/FgVLfOg4sB87p177laN+3FFgSWfpREm8vMKaMI58AbqpsZoavuBVcxhhTi+JWFg/vIHLMrBfZu24/sBgXOAKMAk6qXqaGIRHte6dB0GiTH6Y6qp0BY4wxZjgb3kGk8zngAfaua8XV7nVXszjCRd2LItZBZLlvTr6iuRjm4tYPxxhjalHcyuLhX3M6ZtaDwANAMzCe8poma5tEHOUl6vvep/bkqp2BoVLoP1HOZowxpjLiWBbH5XvgqmpnYFgTL+Igsi5uN0eVUFftDAwlKXMzxhhTOXEri+PQnA1wP/AIcHa1MzIsSSLiPpH93E2DTLD8D2sB5Pj5+2T80WPDgw//rauW/t0rh29mikdjK4R9PQWk7qgzy8x9uf9fDWUeF0txuZs0xphaFreyOB5B5JhZyt51VwF3VDsrw5JEfB/S3/SDoE2fuNeNEm9qfEzGjFlYsTzUHVXukRZE9iGO00oYY0ytiWNZHI8g0rkLN+3Ka/qzs6oGIhK3z6NM0Y3O1nz+RX1ieb2ueWElGoQBmbqpijSsZQwCIZ/zaG+LLPDS9r1rdM+Lewjy4wEBDWs1NfyM1UPD59EEqh5oEg3KbZYeIX87jjVNG2NM9cWtLI5PEHm4NvLW3nZT1e2g68l3HK3QQaIhKSJzhiiX1RFlrCzSwMtrF1V9fLbmTiS7exPojCE6Y9z+lwdlREXMxhgzTMWtLI5PEOn8HngeOLnHPTT/IkHH+Yce59vXaKL+URFv0RG7qj4BQVsYLySBOpBmEZld8ZxHyYtw1iORaYh0oDqwIdo6MieXNMYYY0aKeAWRY2YF7F13NfDLHvfRfEnnueBE8u0b1KtbKl6y66orQYeH5s87IglkB17yRSThg8wXkeHdPy6RjKzWTEQ8HdW0if0Hjh/QgRpEkp0oEu3BiAmC49gPxxhjak0cy+J4BZHOLcAXge5rCzWY2s2TMwk6mlWDRwEQyYHk0eDY7k+hkwg6J0EneHXLlIQHGqBBOFo4OVpEThv8pVSIJKINrppHZwYeRMa+JjKSKHi4GlFt98YYM0zFrSyOXxA5Zlaeveu+CtzY/Q46qocjU2gu5XYZwPmCzsVuCewiicTDw+ujjjYvMvqo9kNz77jYsLAGeOF3PWIQk0Q9ZDxycc9/v8Xx7tcYY2pNHMvi+AWRzs+BLwDdDLKQXaBlzwfTL/mOo1V4Drz9iHS40dGCeIklfR8cgQjCnZc+d+OmzsyeSZ05fcjzpGHqguOzuAm4E4BsXvXC+jFTU6/UNdSfnWise3TCwmO6zuEZzWCfuNduDltxK7iMMaYWxa0sjmcQOWZWJ3vXfQ247ojXvLoNBB0Rj+ANjnfhTFAc1nRoIBmQDOCBNpHwcyJybLR5AfBUVVvdeQsTdXeZuDsIN1RVOvccUALVZHNj4CWTXkkQ6gHqJb39IrI/fzCrnaqjOrMdbUCggQZJvy4QzzuIHjrHkWFs/GsirTnbGGPMkIpbWRzPINL5MfA5YHKXZyVxHF2bW4dKPWjabaH8wQ6FfSX7Fa/WUvjZjiTWS92oDsRLo9qK5vejwThgfl8nlroxos89P7o/mQw68x0Pf+aX9QDHLpzzTPN0b+VwAAAgAElEQVTR44rTf8lLJo4HOPqEqa3evBnjX7jryWTrlsxJq+9etUndBNza0Fg/PlmX2NU8aZw7qjbrByMc8j68xLEJxRhjak0cy+L4BpFjZmXZu+4/gG8WPy0i01WSD6O5c6uUs2L14daXUWiwR5FRIEcjEiCeJyKgwVryHR3AvF6OH0DArCIJby2gXjJRmjcFXgRo39eW8RJeJ2ibePJyfX39HvGkGRBV3ZDrzO/uzHa0JeqSz9KZ27Nv486nQLT5xBkCIKOaG/ufp2FpxASRxhhjTDniG0Q6NwCfBdJdnvXq5pMP1kIQo0nG9Tg69hYeeNSNfo5E3TzEm0OiAYLOpWiwiO6W4xtAy7GXTMgpl53Z0/vi1Y9tmgWwddmzqoHOrke3TZgybs7BA+2P5zrzJwIIsq9tb5v3ygtbk6PGNJ4iIgcTL3gLAOZd9b0aaMkeeewTM8aY6otbWRzvIHLMrAPsXfct4Orip0VktCYaMuSz60GPq1LuBifo3KNeYqeINwERSNQvQYNtBPmX0Pw0oOi6BhS1Jbym+pUgJNLNgddQ5+V2tZLL7ENEWhF2AZpoqN8X5PJ7g6BzX74z95gIr9TVJ3NhGh1NzY0HxZMja1mDQElENOVQ/egNdOxrAI6OJP0RLG5NKMYYU4viVhbHO4h0rlXVj4hIl/khRWQmyUY0yC8laK/OqOnByGfPQ4Ol1B91OO/iTSHhTUGTgG5Fgy0EuYWH5q/sBxGRcVcsPFNEoKHhcURO79iSeXDvXY+fr+imhJ+cAZDw69YmguSc9vbOpZltexYm6xMPpSaNPauQjt9UTxDocg2CZYgcEJFlgGgut0gSiUj+rmTc7CXaumUZba/uA416VaG4/S+XLY79cIwxptbEsSyOfxA5ZtZe9rz4LVXeAJwBrAemicg4APESS5T6pQQd8QskNV+nQW6deMlZmmvfw55NawjySl1TA4m6OvzmY7T11Qd106pOGho20t5+bH9TpqjWPDGuuaPpokUPSV2yPXlUw8t4HvLYi0creqhpOp8Lmgv7+zMmPpRoasgDgucBNAKKaoAnkY5qltHTFmvngf+fvfeOs+MqD/6/z8zcvr1Jq5VWqy5ZliVX2ZIlG4ypBhLCCyRAgDfllwKkvelAIARSfgkBQggJpJAAISQhCeSl2ARbsoplSZZlFUuyrL5aaXu/bWae948zK12ttkna1eruzvfzubv3zpw5c87M3HOf85ynbCXfP9VC5KyyiSy2JZSQkJCQmUixjcXFL0QCoP8A+lEgCawBzqtaZ0RkLQBiN01b024E9TaQH9hGrHwJmZ4Wbd53Vf5vYK5EQJcu7iGXe4aLrXH6+leiGh+j5jzG4ccHsKsroqnb1lyZ/tG2j+FdlgfV1/lD7xf8/JuWR6pK60as2bazE+7fdXNTvmbF9l2+IYpt9hsSEhIyEym2sXhGCJFSsbxDu499DvitYNM88Oeqyg4QG/UTwGHgtulr5XWifoXmB5/W3GAPsGq0YiJSTix2P40LUNUzDAyewnWDNI2X/hiqqj0sy8a2s+Ry38Wxyxjs2YJIEK5HKdu81vW6+1uc3v4up6F6iwJl82vy4jhROxW7d9T2nnpml4oF6ewAmcEU6guqxmxTbL0iHlAyNYAtV2YY8vI2vmdRtcCXuatG9rD3ZICujq0myHvhtVKhvKIG2y6++zyNFOMSSkhISMhMoxjH4hkhRAb8GfABYEgosUA3gAZ3JnIGP78LWMJwb+5bGr0dZDfJmqu9skdBRBopSY0ecL20LI9IxBRmK76/Ee/K1I5Vj20wb/r6t9DSYkwBGuoPYFlrxjz5YOdmADo6d+B5G8Ysm40/TTy+acR9va1bmXulzKwXT2wh3WfTenIl/Z2LRjwukdhGIjnmaSdIZDIqKRZmldo1JCQk5Bal2MbiGSNESsXydu0+9nng10cuYDVixxpRBXW3oP6tbiPp4iT34KQiYtn34uX7tW7VVlSh/dh81L9+r/NMeqcxdlTB9/PjHzDUIreH6ETCXgITCUGuY3xfBjub9MxzW6Xxrs2Xtp0/VkPX+dUTbcANMvHrEhISEhISMguZMUJkwJA2cnR7QBGQyENB3MVbU5AU5wTxahWRSzaQYkdKpOHuzQBaWn+ATM8ObTsSIT84+tLyKOhgf1Js+x4A70Lb9xhIPwMgiXjOalqweVjpy29zef8ahMgJTKh09DKqjXScimlf67OA4nsRBnpupnZwZubhGQWxrnP+O/HAACEhISEh41BsY/GMEiKlYvnFQBv5q+MXdh5Ac81Aw7hlbw4uTnIvdjyLFXlAhpabR0DKG9ZQ3gBl886Q7tqL+qpndt4zUllVdUXEKfjsd39/d1f6xTPPpO5a5qXmlSOdXa5mcg9qSfK01bRg9BZmsylKUqPvH9bMCRQZ76mfQ27wUkxI7et5ikz2eYwOs/DYoU8Wnu8V23LArcD1B4gPhciQkJCQyaLYxuIZJUQG/P/ALzCWNhJAJApyGnT6hUhxThGvTorI+vELFxyWqGgkUdGobrZntDLpw6e39+04NCdSV9Hr9g7Es6cuLtFs/lGAnh88R4/I2ap7Fl1MNFYdlYjTpdlsm5H/FFrbuujpQYa0j7n8yB7ZIzOBJ3oMTeRIZDKLyeVHt/UE8L1t11Tn6MwaWVQErOud/XqT25aQkJCQ2UoxjsUzToiUiuUXtPvY3wAfnEBxd/wiN4FI6rSIXP/Suh0plRVvOIkgeuQ7SdDLwp4I2dMXV2ZPXxz5WNUFnbtPLCjpGthaua7xdp57vgoAz9uB768nFtt3aQnbdefT2nYEI6BHMc+PjxEYh/8f2wHnehArN24ZnbTp2PjnmkGEqSpDQkJCpp9iG4tnnBAZ8MfA/8dIeaav5FYIKO1ry4G0DrRvI9tXjvoRVB3EylG7vEPqbrtdIvHKsSoQsSySlYsAFM4D+Jn8/v7dR3q7f7B3bA/pgP7jFzcnGyp+GKsueSUAqmVA2TCFoqBqI9J07d0cAb3GaAaqE7CJnDSV/q3wbNwk5PrtcEJCQkJCJoniG4tnpBApFcvPa/exLwLvH7Og5VTg59uZxpA/2v7yTtpPvPbqHR60HnmJ6iX9jCNEFiJr31ELmu346Ies9N7dI4fPGYXWrUeXpxbWbM1c6EmWLq6TaGmiCwbXcKa7O9sz+Hy+K73u5WePtpQvrG5f9po71vqqu/C5F1BVRSzBWdHUD9SJyESEsGuU+CayQq6TJUUW1zf5Bim22W9ISEjITKTYxuIZKUQG/BHwM4yljRRrNVbkNH7+AnD7zWrYEJrPtNF+YqQsNEEBb5ke/pbHslcfkdI5KydSp1h2BCDSuLA/vffZa2wQ8wdOtc83bfNfQLkkvCYWVjslaxNOSXNr3h3IJlDV3qMXNdc5qBhHl+7K1fPj3u5jc/ycdzTXnVmZ7uzdku8d2Iix1vBq7l6cFbHioBaWlYm/+t411/R1ERnf6sOftKyLM/m7ERISEhIScsPM2B9KqVjerN3HvgT84tgFrYXYMW5myB/NpVvoPvcyXWdrgNpxitvk+vpgzjjFhmFZ42rkJBLNJe5df7j2Nz9ckzl88MTF3/7VofA+GTsRqb6izf0Z9QazJcseXZOIzKtqAgYq4xEh75YCh8SxKoBstj3ThuAAbfi+jwnabZahPY1i+ea978WBdqB0wn2ayPK3TFq8/9mznC03EFYiJCQkJGRyKMKxeMYKkQF/DPwsE8k+Is4mcLeg/j1cznozqWi65zjN+3tws3cB9RM+7vTOe7Tz5FZyAxHcTCl2bAAnnsPLRsj2NyGSQ+w+oslufBc8N1Gy/ra0WO/Y5rZe9OK335GQSMRq/+yn5uP7cyUWy8z/h68ftUrLVonIOoDEHevm133441taP/l7TVbUaY3UVNSCngIsFCRqpVE9q2gul3YHBHC7B7M2etJJRjvxNQHg5bxOgcHkgtKI62bd/ED6LIoVKU28LJZcikEp5SWHRKQSpJmx/coCV3HAstsRywo+D/+mCSbUTwY4E2zyC+p2sZxu7FiGSDKCk6hErAiqLrmeVjLdDZiMU0G90qLt++dLzdpzE71PxYpQfEsoISEhITONYhyLZfJMyG5NtPvYFzBONhPDd3ei3gOT2ob+tgO0HusnN3gvUym4W84Ra+3/GnXZO3vixOOR+ob5kkiuklGeVG0/vkVPbhtVI6uud/rU73154dDnSCr+g8rbFkTFkSUi0pBrT/cA56OV8VHzfAN+5JFHd0fuvOuaQhqNijMlMj/AE1Kz9tVTVfmtwgrb0r8qGTsi1mg80pveq6ojxigNCQkJCZk4xTgWF1uu7+vhj7iWUD5iP4BYWyfr5Npxaifnnm8iN/gAU635tZyBMfb2xBYvu99Kpm4bTYAEkJqlD0nj+lH7L469sPLV9zw99NnN5Kq9vtxmL29FvUhiv1VXecaur+6UqvKXpbz0zEh12KtWPz1pAiTA1E2EZsP3A0SQ63yFhISEhEwSRTgWz/TlbKRi+SntPvZPwPsmdoCARDbju9tQbyM34KWr3c27aXtpyrSP0rh+D/HyckRsEHCiYwROl5eBdROqd86qzXj5bdr83IMj7S/fvOaegQMnT+RaOhZHFtRr6QffflpsayEj2Hf6Hd3bs/936524bhLAamzcGn39GybX9nTqvkCzRkq67gC3ISEhISGTRrGNxbND0wKfxATBnjiW8yDI9us9oXq5Hi682MBUCurlDcskVb1MklWLJVm5WKKpuWO06C7gmQnXXb9mI3PX7Bhpl4gk5v38Y075K9c/3fCFry60mh6JES3fhh17DuRUYVmrumJj/J1vuEg00kssdiD2o2+9b9JnTVOniSyub/N1MmSHU0yz35CQkJCZRjGOxTNeEwkgFcuPa/exrwLvvqYDLacRP98LlF3zSdtP7AfdPH7Ba8SOviCr37QU8LGc8ms72E+iVgaRcY0uRERkwd0btHTOFj3+ww2of4Vzkth2Y9W73nHOsu1q7CQy/8G5EASM7H55h3a/NBf1FwdlF8V/9FV7/EysXSLRvoJqhjvIOKD3MkuEt1uGIvQIDAkJCZlxFOFYPCuEyIBPAO/kWrSvYjViRS/g5zxgwgG/ARjonIprO4jlZMWOJK/vcF0H/gHUWoXIxNpXUls9XIAkVtYsqx/rEid2VTYcEREql26gYgnatn8L/c3rEfslKUmV2A2LPJzk2LaQXvZp1L2mIOmM7K09GUxa0MmQkJCQkJCZxqwRIqVi+VHtPvY14F3XdqDMRZzdqHs3ExRA1fdy5AbuuI5mjk4kudu6/c33Avde1/GqadBjIIsR2QkyIUFNnNjt3PHW3dr+Uo6e5jl4eVtWv6lbbOfOMY8TQSuWluPET0q0dOJ5tO3YJjzZBv5IYX/kUtYavUJovFahc6IU15TwBgiXpkNCQkKmn2Ibi2eNEBkwpI28trtk2ffi+U+B//CEynef2wtMIEyQ+NjRXiwrj+cm8PMloxTsIVk1OMHWXkYV0COodqJ+FbAWUHDnYkW2IvZyRMawowxaGSu5VxruhHnrTqiX7RkuQGrnqX3aeaL3UlbCoavruVnUjSm0XiocK7GldsmIDjuXsKNj7795TCBX90xgavO1ishrgc9gArh/SVX/aNj+cuArQCNmTPpTVf37KWtQSEhIyC3J1I3FUzUOzyohUiqWH9HuY98A3j7BQ3qBF4AIllPl9ffs9F23FEWdspKVIjKykNF1dvynIJJolcUPvUCq9j4RqdW+i1v12PdHtqGsXb7fmn/3tXk0q38A30sBw+NGCrAMP78M8jnE3oXYGfBtVGMgeUCxnHpEFpu6tBP1D+Lnl4lYHVedquNELz1nJ9a+dPd+apdcU1emkdnieDZls98gh/pfAo8C54DdIvItVT1cUOwXgcOq+kYRqQWOishXVTU3JY0KCQkJuUWZirF4KsfhWSVEBnyckYRI1eGhYnYBFSBGKyZC5kLnmd2P/ljj0g//ytaG97xt9DtdVt9BT/NefC+OiEu8YpBEuZDtT+F7FurbsuThxdiRlIgYpx0n5lBSdwQkyEUtmPcqOPE+VI8E21cF7c3gu7tBfezolQKc6iC+NwiMt4wcRb316Agrx56riLUfxEO9JsAIuJZ9bJw6x0a1mHT1xdTW60am1pj7PuC4qp4w55KvA28GCgcvBUqD+KUlQCfXEts1JCQkZAYwhWPxlI3Ds06IlIrlh7Tt+b9A/btxEsvwMqdwB7P4+aXYsaNESuuxo8txs+3YsUbQLsBGpMwpK01G59S2pZYtwu3pPWyXpKrFtusF7SY/eBAnPhfLWSpzVq1l7ur5l09q7xDLuWp5W910Tt3MAdTN4sTrZNmrl8jwIFGqvXjZOtSvAVy8/AtAFhOTcRPwYlAO0BfxvX6M3eSNBvMW1F87wZIzlVATeeM0AGcLPp/j6mfzc8C3gPOYXOpvV9XQqekGEJHfARar6k9PZtkJ1KXAMlU9fqN13WxE5GHgK6o6f7yyIdOLiGzCLMmuGGV/I0ZAKlcdSUty6zJFY/GUjcOzTogEINf9t8AHyPdCYYBsLzsXL9tLrOp5+s++oeAIn8TcY93bdzTnLra9Yv9PfvDSMRJx3PXf/ftD8Xl1m8kP9GInvk009irc9F68TD9iCVZsQKNlvohYAKraTq73MOnWKzWI8cqdmpzriR19ENV+0Bfw8vOAJgDUfwFj12gXHGXhe9uDcDpjpRq8LjTdfYpcf7fxf7YsVIVI4gXTeQREyPZN/Dny3UV67KkXiCZ7pem+W8X2cTTs8YvMDG4gwG2NiOwp+Pw3qvo3BZ9Hqnh4YM/XAM8DrwSWAE+IyNOq2nu9jZpJiMh7gV/DXJte4D+A31bV7tGOUdVPTrT+ayl7I4jIauDPMZNcAV4GPqyq37kZ579RAg3NB4CfBRYBXcBO4PdV9cAN1v0URoD90iS086PAUlUd04lURH4C+FWMyVMf5jv4CVXddqNtmGpU9WngkgApIqeAn1bVHwT7z2C0aUXHFI3FUzYOz0ohUhoe3q/NT/0n8CMj7C4j27kOO74VdeP47gqgHLfvYmpZ06LCgnYqMXD75z66Nza3di3qb0c9xUk+irpPYsdcxCol1xtDHBERS9U7hJfvpv/cvVfFkLScpxF7E+k2X1PzXhAvuxC4HEJH9Qzq1XG1YFOG7y2fqumLnt51nmzvVaF8boBSfPcOcgMvTmKdU8XM1bFOHu3j5Gs9Bywo+DwfM9Mt5H3AH6mqAsdF5CTmh+3ZSW1pESIivwb8BvAe4H8wGoXPYwb4jSPZK4mIo6q3ojnAt4G/Ah4LPhdbTNjPAG8AfgbYjhmLfzTYdkNC5M1GRH4V+C3g54DvAzngtZglzlteiAwZkbHG4ikbh2fNct0IfHzMvZa9GTt2H5FUOU7yhzgly+1U/EJsXl3LkO1kbG5tR8V9azeKJeX4+RKcpI8dOY7YFeIkE8QqsiRqNxItM3EdBy9m6D+7ETR66Twm9M5FIqkEXnar+t4Jbd2X9XtOHdLeM+bLrP5zqFuBufHDkJcnS4DUgY6X/ONPbvVPbt/in92zxW85sI38YNVk1H31yYrix2N2aCKnNl/rbmCZiCwSkSjwDsySSSFngEdMU2QORsNwYhJ7WJQE9tIfAz6gqt9T1byqngLeBiwkCFcmIh8VkX8Tka+ISC/w3mDbVwrq+kkROS0iHSLyYRE5JSKvKjj+K8H7JhFREXmPiJwRkXYR+d2Ceu4TkZ0i0i0iLSLyueC+jteXGoz27ouqmgte2wu1XiLymIg8H9S9Q0TuKNi3QES+KSJtQR8+F2y3RORDQd9aReQfAy/TifQlISL/ICJdInKYMcKnicgyjOPBj6vqD1U1q6qDqvrVIS9XESkPzt8WtOdDQ6tPIvJeEdkmIn8anO+kiLwu2PcJjGnS50Skv6BvK0XkCRHpFJGjIvK2YHs0uE4fCD7bIrJdRD4ixgP3d4C3B3XtH6Ev5cDvA7+oqt9U1YHg2fq2qv56UCYmIp8WkfPB69MiEgv2PSwi50TkN4Jr3iIiPyIirxeRY0F7f6fgfEPP57+ISJ+IPCciawv2rxKRp4L7fkhE3lSw7/Uicjg4rllE/k9hG4L3/4TxKP520OffKLj3TlBmnoh8K2jbcRH5mWHt+0Zw7/qCNow1MZ46pm4snrJxeFZqIgGk4eHntPmp/+byrHiMwvJK3P7exJzSmgee+IeXvYzbqp4bEct2gBy++yzqPYhYj+Mkq0AGUT+FODHEOohY/Yh1jFS9w0DLDpAI+X4P38sFgbUTDLbOUVVlsO0QdqQKsZZQ1vQ0qhdQbxnGRmEkJm8ikOnpYqB98rPsjIgWwwTm2gLMFynC1DnWqKorIu/HaDts4O9U9ZCI/Fyw/wuYCd0/iMiBoDm/qartU9Kg4mIDEAe+WbhRVftF5LsYT8u/Cza/GfhfwE8CMeA3h8qLyG0Y7eVrMVqFT2I0mmPxIOZHZDnwrIh8U1VfBDzgV4A9mEntd4FfAD49Tn0dwHHgKyLyJWCnql4saONdQV/eGNT9LuBbIrICY9z/38APMVnHPGDoR/69wesVmFBi/4ix7SrMTjZaX34Ps2y3BEgFfRmNR4BzqjqWVuYvgHJgMVANPA60AH8b7F8PfBmowSyJ/62INKjq74rIRgqWs0UkBTwBfAR4HXAH8LiIHAq+P+8CnhaRHwBvwXy3PqGqnoh8krGXsx/APFf/MUZffhe4H1iHWfb8L+BDwIeD/XODOhow1/+LQXvvxgh0e0Xk60OOHJjn88cx9/WXgP8UkeXBvm9j7v2rMffqv0TkHlU9Gly7t6nq0yJSiZmIXIGqvluMjeSl5WwRaRpW7J+BQ8A8jHbtCRE5oar/E+x/E+Y6vg/4A8wzdP8Y12dKmKqxeCrH4VkrRAZ8nIkIkYYyrMgZouVz7Djz8bJ7cNNBkGt7LeJsRb1N+O5ZceKPgmwVYQF27AVEXq+qA+T6ThFJ2Xg58LJ3UxCHUFUh17sV9CF872lsa4kOtCwnNe8lMYPcVUKkevl92nO+n/7WLfge9F1sIFV9HstWxAIE3Ixg2Uqi0rbq14xtgyjWzRPs1K/yt/37NjwvgqqgatGwNGMtv+dWspOsHb/IzGACM9nrJrB5+86wbV8oeH8e8wMSciU1mCWqkZamWzA/2EPsVNX/DN6nh93PtwLfHtL6ichHgA+Oc+6PqWoa2B9os9YCL6rq3oIyp0Tkr4GHGEeIVFUVkVdgllD/DFgkItuAn1LVlzBLxH+tqruCQ74caLPuxyy1zgN+veBaDGkw3wl8qsDr9LeBgyLyvvH6gtHo/oKqdgKdIvJZjNA2EtWYaz4iYkKovB24U1X7gD4R+TOMMDskRJ5W1S8G5b+MEeznABdGqPIx4FRBnL7nROTfMffykKoeFJE/wAiCc4D7rsGBpJrRn6sh3onRgLcG7f0Y8NdcFiLzXBZavw78DfCZoO+HROQQRvAdEiL3quq/BXV9CmPjOySklWCWUX3ghyLy3xiB86PBeW4Tkf2q2oWxQ70mRGQBRjh9TFUzwPPBRObdGBMRgG1DtrmBZvOXr/U8k8VUjcVTNQ7PaiFSGh5+Vpuf+h5mhj5GQasZJ3UcO7aJYHkCJ74JkS3kBzcicpBIchmRkr3AQlV9Riw7BcxB5FEAvPyOINd1A1YkR1nTFnpPN4IuVNUuBrv2qegGfP8FSdVWYEf3S2pum9iRO4ES7W/9vnaeKkcslWgiT7wMvXB4LoOdV2aO6W9dOmIfBjoPUn91xB9Vhf7WQ2R6+zTdlb3GS3jdqKpDbnAeufziSxtPHGj1zxw5QLK0R+5+dBUaGP7G4tXkcz2oKrYTE+fa0z6q5+a4lB5RIHALAgQz+ApDaQ5FnEDLnNL2/QmpWZu+oc7e6ghIMeiFZx/tGGP5kWwc64P9Q5xldOYV7lfVQRG5Kt7rMAoFm0ECJ4VAe/QpjCYwifkN2XvV0SOgqueA9wf1LMAIHv+I0YwtBN4jwRJtQDRou4cRwEYSeuYBpws+nw7aNGe8vjDsugyrZzgdmGs+GjVBe4e3pVDje6kdwT2A0Z0/FgLrRaTQecoB/qng85cxCTT+PRDEJ0oHoz9XQ4x0XecV1lEgtA6NjxcL9qe5sm+Fz58fLEUP1Xd2mBdw4XX7MYwG9I9E5AXgt1R155i9G7kvnYGAW3iOwiXr4c9IfJzrMzUU4Vg8q4XIgN9nJCHSir5AtNQDqUVkPiMt/1jR+7HZgagg9gHs6KOAg3rHwE5dshlXzeDnM5puT4CckpL5SdSNUta4XDPdT9J7ISGND63TXd874B/alYz8zMfvGjqFf+A/9uK7MVQX4rsr4WqXqgnh5+v9o9/fbmwRFQi0f7nBBaCrr6fKG0FEKjQWO3qFEInW4ebq6O1An/z65c3R+PPkMuuCT10q1tCPZ+GlGG36ZsqoPwez/DISV34PkmXPyOa3Ds2SazG2IjOaqdREhlw3OzHhvN4CfGNoY7DU+TqM7dsQYw0LLVzpyZrAaKOuh78C9mFsA/tE5Jcx2rFrQlXPishfYpYZwQgZn1DVTwwvKyIPAI2j/KifxwhcQzRilr8vMqIN+RW0YJwNDhUcOxr/A/xlsMy6Z4T97Rit2UIux95rBJrHacMQw+/fWWCLqj46xjGfxyzzv0ZEHiywLx3vJ2InkME4lv7bKGWGrmvhtRnuiHEtXHLqEKOIKXTsWCAiVoEg2QgcA1DV3cCbxST2eD/me1DoIDLEWH0+D1SJSGmBIHkt9+amUmxjcZHJvJOPNDy8E/hBwaY8kdRWomXLEevOQIAc5WCJ4URArE2IswCJtiLOLsDBdzfiu8/he0/j5/t04EKSvnMP0nduvbYfUvXzA8DLvLg7pwf2RN2/+1if5jvVeuyxRvVylzUM+XQTXv72IQHyBqgm07uRbO8Gsn0byPY/QG5gPYwVfWwAACAASURBVOi88Q+dIuKxzITKXRYgASpRvzF4LSx4NY7yMvtHFyCvRq8Yj2bFkrZYcl2vkKlDVXswjjV/ISKvFZFIYOv1rxhvy38a4/BC/g14o4hsCIzqP8b1e0WXYsIM9YvISuDnJ3KQiFSKyMdEZKkYZ5ga4H8DzwRFvgj8nIisF0NKRN4gIqUYO84WjDYqJSLxwIYQjBD6K4HDQAnG3vNfJqhB+gbw20Hb5mPC94xIoOn7PPDPYpw6okE73iEivxVo5b4BfEJESkVkISZ8zldGq3MYFzG2lEP8N7BcRN4d3PeIiNwrQbIJEXk3xpzhvRjThC8H/R+qq0lkZJ1W8Fx9BCMU/4iIJIP6XycifxIU+2fgQyJSG9yrj1xDX0bibhF5ixhHl1/GTI6ewST1GAB+I2jDwxi72K8H1/idIlKuqnnMczfakv3w61fY37PADuAPg3t2B/BTwFdvoD9TRrGNxbNeiDTI7yHOVuzobuI1Z3CSmxGZoNAhdxKr2kesfKFY9nmxnNtF7CHt112otwmolZK5NnV3tlK3DiqXrAJ5jWZ6zpGylnP7HT32G9+43FqxcpOI1OBlC5apZOYupSaTVxlJ3xK4uaR2nD+snReOAHXT3ZyQ2Yuq/glG4/inmB/RXRgt1SOqOiHzE1U9hBGQvo4RxvowTijXY77yf4CfCOr4IvAvEzwuh4l3+wNMPw4G539v0MY9GLvIz2Hs3o4X7PMwgsVSzKrAOS5nHfs7jDC9FTiJ0bCNKgwO42OYZc2TGCeY8YTyDwbt+0ugGxPn8kcxjiEE5x3A2AFuA77GZcen8fgM8FYxntufDTRmr8Z40Z7HLLf+MRATE0j708BPqmq/qn4N44z050Fd/xr87xCR50Y6map+CiPkfghowzxT7weG7Gr/IKjzBUz4oueCbdfLf2HuWRfGFvEtgUd4DuPU8jqMNvfzQb+OBMe9G2N724sJRzSas9AfYoTebgk8uIfx45jn7zzGjvT3VPWJG+hPSICoXtfi6IxDW3c/CTyM2M9iRRcCVUAP5sGex1B6wstkMV6QYMW2iRN/EPUzQAeq58G/IlyEqr8X9e5W1Qy5/r10vlSBm0mTrKjFzFovY0d3WbXr1gP4+75+EvWvR9jqBJKIdYGSutP0XViNsduZDAaoWrRHKhpr8V1XTz+TCDzIrwnN53fS3HJVJp9biIysfcV7rDU/8o3xixYvq+NR/eem63s01h5t2atjx4kMucUINFbdmMwyJ6e7PSEzG5lg8POQ4hyLQ5vIy3wceBj17sO7pPyrCV5ZxDqIHe8FiSFWP3b8TrzsM/j5JH42DbEsIhFUD2LZJfj6PdByjIfaBRBj79F1Yi99zfWkqnqIJUa+4V6uqeDTBPXUcg7b6SJW1i3z72wgXrEY9fN4+TKJxB/SdPdJPfbEJAiRckEWb+6U0rqHADSXfmHE3NvjoKq9nL8wXm7v6Sau+59cwJqRYtLPIKY2d3bILYCIvBFj1ycYreYB4NR0tikkJGQYRTgWh0LkZZ7EZCHYOMK+GOrfjjuYwY69iFM2T0TK1I7dizvQivqrNFLqilH5r1XkDFZ0KX4+IpBCZImgi3038wTZboeSmrmILAb6GdE7T7Lq+51k+9pQHa4BvRI7ckBqV/RRUlstqZorhTKxI1i2CRYeL2vCLGGNtjzbjtGsFoYS8rgUcFtasOweWfJwVJKVt6lqr7/1q630dS7Fsc5QVroF9SEajRCJLAi8L0dFRMo0Hn+BdPqOscrdAswOm8giM+YOuWbejFmuFcwy5Ts0XIYKCbnlKLaxOBQiA6TuXtXW3b+PCcY5GnG87J14bajYzYjdiXpGcHPTP8BJrVHI42UTqDcH9Z9VN92JHU3jpGrAsiiZY+NlD0iixiNRdz9+rgX186i65PtbEUuIV68X9VTTnWdg5ATzAJTUbZXFmzbJRKYuvS0vEK/oJ1V1RGqWNTHQcRHf9dTNuuLEHCobVyK2o0e+8xyRxKDULItT3nCbnntut6Sq41QvWQ/UX3rAPfcCve1N+F4Uj5W0ZQsdfzxNpfZQU1UX2O9chfb1byGTuXukfbcYs0OILLLZb8i1oao/Dfz0dLcjZPahqh+d7jYUE8U2FodC5JU8gTFcXz9uSfUaUO9y2J987ys0kjoCsgIrchLPK0WsR3CSWfz8M6jfZUWTjxAdFsbRjl2OPRZJFnqXCWUN64gk9pBP30OhVlCsU7Jo06CU1k04u4yUN6yV8oIoRfGyRnOSYeVWv+kuVd+XIPC4LFz/0FVdV834u7+dxfdGS3dmMzBwD7BHHfss5WU1gENvXwuqguO4dHReVe8tyowXIkWKb/YbEhISMtMoxrE4FCILCLSRH8FE5m+6xsNt0u05nGSey+EnTBggO7pULHu8NGNXt0cEVr3hHjpO7CKaSpHu7MGJR6hceFcQDHtKkPEy17SffZbWk+MLsEaQhJ7eoS1LbrBp08FkOSPdwoThekJCQkKmn+Ibi0Mh8irkCdDTXBlgugwTHHVsgULzd+Kln8FO1F/pcW11MH6u2pFbIwI1S4xmtGzu9VQx6Wj7GXu623ATmfGaSCi+2W9ISEjITKTYxuJQiByG1N2j2rrnz7kcL6sAfQ6joawatQI/dz9+DqzoLuzEEkRqEKt71PLFiGpxPeU3xqwQIkNCQkJCQq6VMNj4yHwL2H/1ZrkLE/T14Lg1qBfDz53Gzx9TL+dprm/LtXpDquqpiQYUvlmoquK5s+m5Kfe+8kuj2X7ODATEsq7rFRISEhIySRThWBxqIkcg0Eb+AZcj/xfuvQ20B5MhoZGrbCflLJZzGiwPkYdAQXNN2ryrg1j5S5qobhOxFCfRLyVzU9p3NovvRoOnx5OyRgtYofmBo2S6llIy/5bR+qmbP6YHn+zW0wfuH7/0jKKWWzTP6mRRbHY4ISEhITORYhuLQyFydL6JST6/+updUg5sBs1yOYWXi0kCn0ScVYhUXyotVlTnrM3T/mIP3Sc2GnWknCZaCvGqQe0/fxI/96DEa/ar6goyXc+S733MHK0vg0y7Q4r6frP/xJdqyA0un+62TAM1zGghUoxbYEhISEjINFJ8Y3G4HjUKUnePz7i5QiUGUgayAWQzyENAJcYR58qSkWSWRa9bR/mi7xArfxrL6cZJAJwk3/8wsaofkqiOoN7zuP01wCDRiu/AsJSI04Cq9vjf/XwZucHRbUFnNjPaLlKCLAnX8woJCQkJmRyKcSwONZFj86/AR4HRAn73AOXDti0KthcKXB5W5KSILJa6tRvws+2q6ovYopH4/TL3vqcQ+0HNdD0vkWQVqYZ+3IEskbLbRGQy7tFLmEw1w9s6JqraqS9uO6KnD9yGmy0d/4gZy4wWIoHQvnEmMtC8AThPquHUdDclJCRkYhTbWBwKkWMgdfd42rrnk8CXRy5gZ4GzqHcWsWyws6gXATpAahE7j+WUgr0QdWN4mW04iYewYq742V5Vt0VwehFrLsg24pUbcdOHEUkjtoX6Z9XNXsR380RKlum5l49qxwXsOzdNNMj405gA5fdiltq3YASi28Y45piqKv2dzf6hLTUM9s0jl66Y6DWbocx8IbLIllBCxmGguR74d8BmoPltpBqemuYWhYSETIBiG4tDIXJ8vgZ8GrNMXUgWqEME7JJTEkk+gFj/FyhBpAb1cvjuJlV18QaeA3XJ516plrNdrMhGJeKTax3USClix88AVSLS5dvx1ZzYsp/yudslVVuq559Z57e1n/S276nA9zfLwmXP23duGrWxqnqGdOsgsfKT4iReN2z3Q0Gh7Zi4l4VL5R6wXXOZmB7eaunpA6+8oas2s5ity/ghxchAcwT4BjAUWPazDDS/h1TDvmlsVUhIyAwkFCLHQerucbV1z4vAhmG7BoCYKSSA7ELkMVX9Pr7rYEUWCd7LIixRJGcUgXKAbFdKo5VnyXQeJ1J6P+o9hVivBXaremck035WBztr8AfO+xcO1urW7acVOY3vr7RW37nLefDRlapeJ557GMH46OR6y/DyNVhOJ35+Duo1ov5FAPW9/aC5yx2ySkSsjajmMJrJKJADbEQ209u6VdtOz0bnmbE4PN0NmFJEILRvnEn8OfBgwec1wFYGmm8n1XB6mtoUEhIyHkU4FodC5MQ4AuJj2SBWCapZ1G/DshehKOqlVd0YGjmJejZu1sLWl9R306C9iJ1AJYlKO146S/58Bidpi0gCnHtQf7siNpnOueqmO6ieW6G+d5H+vmbmL3aIV/ty4cw2a8XaXkRaSbfNA+5F1QN8wCdW/jzxqgdAnwGJ0HNihWZ7TuHnV2EERUOkZBeJahCJMqSZLEBqF262Hv0ZX0/s26oHn9qA+uEzAk9NdwOmmmKzwwkZhYHmnwB+cYQ97UDkJrcmJCTkGim2sTgUECaCEz+IWP/70mfVHiCBOCuA7aCvxstCrm8L+K9CnKcRXqFedjtKHSCIHBSRO7Cju/HdCGK1q3pPolIlmo4gTheR0qiI00NJ5Li/9dspqZ7b5/zIrzxScF5U/X3Ai6jfT75vgGzXJqAM9RMisgskC5RqaeMx+s/NY0iAFHsfdrQPJ943XndFxJIld23WxXf2k+57kXRfxj++u5T2s4uJJvoY6L6uFI5FyiH7XZ9pne5GTDXFZocTMgIDzXcAXxplbxNwgIHmNaQajt+8Rs1gBs4LMAdYgp9vxNiaN2FS3M7FjL0O8N+ULnz/dDUzpLgotrE4FCInglg9l967mR8ycGGZOqmLxCsrxIpkGcqzrS6IBep56vtn9OL+uWJZg4BQttAiXjEXK1otdqxKvWw72f4lRMqyIGvFjm7Dcjpx4hHNE9Gzx9fJwtuewXd3IvYaVFPgbxXUaA8FiKSeUdiG+gnsSA7fSwA50DYRyWvpgtO4gydIdywlWjYoiZrN+O4u1J1Yt0VKSJbdS7IMu7oBVXXxvXZ877C/5SulqFqk++rwvZms4dg63Q2YaobCSoQUMQPNFZjYtokxSsWBv2Sg+c9INTx+cxpWhKRbbXy3FiMIFr4aC97XB//jwVHHgaWj1JgbZXtIyBUU41gcCpETQPua80RLtmDHPdId87Aig+R655IfbKWsoREYRNUl17eASMkRzfbZuAODp7/wH6eafv4t8xAE9bKov0/ddBlOPK1uxsdND4pT0qninBasPLAQ9LSUVvQ4P/fHpwR/PurnQWNAN0Z0DBqlp/Cyd4vlRBBrJ5ZzL/gecBAvfwSxEDviEC17SH3ve9jxJgBEulHZCtigG4eqy7R1PB8pSZXaifiogc1FxMF2FmM72K/6qaAZmsXLH6HtzEX/0JbF9HctmPw7MK38cLobMPUUnx1OSAEDzRYmgsRYSQnOYkJ8rWRoWTvdmgBiJOq6p7qJtyTp1mrgZzFOhssxgmElJhxaO5cdk8ZAnwnejCRAPosR6ttvvLEhs4PiG4tDIXIiqC9k+xbhtVehXgkAJQ07xIlddrbx81uAMnXTNWTaB7PNZ/v9/r5SKpdZYkdux013arrdJdtrEy+/HTfbg5PoJ9ORJVKS10hyiah/DmQxIudE5Cxq1SM0YAb9SlTXoN6T+O580LkM/Riovx7YBaxBrI04MVAdBE6h2ifxypUgTaC7EOuV2NEIqqfxL0+QD37yU9n5b3xt79xXbrqm7DgiEsOJrqR+6Uq7finq5l/Ss4dbdP8TEw1DdKvz1HQ34GYgUlx2OCEFWJFfQ3UO6A7UWw4cwURbmAOUYrJq1WKSIKSBv2ew5ZuI/VpgDunWx4H3zCphMt1aAXwfuHuMUvsQy0f9ckbXMg6gehcjJJgA8sB9wOdvqK0hs4piG4tDIXIEtHXvD1DXx0m5xKtjUrsuJpbTqG52N9muLm0/VEb78W7tOH+AeGkXNQuRVHUa8PFyBxnsKs+ea21Jzqu68mmwou3EK8DLDWLHOoAqxOrHclzUO404UaAXVUBvA03g5Q5iRVcgUg+U4ec3Y2I/XlEzXu4B4AJ2dB9IFSJxoBp4DmObI0AH0IWZaR8HaUakV5VE30snqrxsNnOj106cyDKa7pgvVfXb9cLLSjbtoL7oyefX32jd08AL9rs+M/O1CEW4hBISkG77ScT6k0trFJ63C6NZawq2HAJSmNSdYARLwHo9MLRq8Cbgi6Rbf4dE3Us3odXTS7q1FPguowuQgyAHsexXAaD+0VHKNYO8AnQnsHGE/euAU0DbjTU4ZNZQhGNxKESOhJe5H0iR739OUvV3AaiXPYNQS75nHpm+s6TmxBF6yfbZ9LX3Uj7vddjxE4j4tB3rLLtrjV22ZvkA6fbzakc6ESsrZQsXon6O7uPrJFr6XziJPpWISiQVEWQ9vrcPkX5EyoGjiEQUS8n3n8RJXQRuE7H/B5ESVBOodyeRkv0gc4B+YDFGQLw8nVHfB14EqkFcUBvYikgTdmwJsENgw0Pf/teWC0883jkZl09EEpTXbZTyukvbdOWGff7e7zq0nlwzGee4STw13Q0ICRmVdFst8B5UB9RMFPNiNF+Fv0KrRzjyJCKLhm17E/B10q3vACowKV9rgTcAnyZRp5PfgWlC9bOIrAYucOWS9bFg222XBEhDyQiVZDDjard5yTbAM+OuxBHJgKxAtRHL6pqqroSETDehEDkS0bKd+G4EP4/2n/8O7kAN6g8iVAMeYiklc4QlFZ1kOuqIVeRRtuNEsyIRV0vmJIkmXSxbULVRL4s4A4jdjvqDwBbEtoiURkQkr9keIV65R/z8aqxoN1iLEHkKsR4mffFJ4jWKn+1hsP2Ali6ICeTAtbDjW0AtIPC41gtBDxQVj8v3dzOwF9Th0qz40o9IFMBynPrS5SsOt+149onyVcvnRirKF4tIarIuqcSSd9obfgzNZQ74u/7ToatlKZF4D9mBGkqrT9PXMe05wkfgyeluwM2i2Ga/s5Z0WzkmZu064O1ANyIp8gO78X1LLXsQseow6VcHRGR4kgRAzgb7C4kC/1bw+V3B/xeBi6RbyzDpXH8C+GkSdRcnsVc3F989gBVpQqjhSiFyGbAc1S4KPWTFOofq8yAOIqtRtwNYCxhBU8TCiqwqqOccZpytC+o5N6X9CZlRFNtYHAqRIyDxqgcwS0CuetkfEEmuQt19uJlG/Hw5ktohiZpGRNLq5zvxNYZIUuyYWdKomN+u3SfTMueedvK9/Xg5H9U6xLodJ2ljJ7q188wRSgZzxCtV4uUWYm1ArGeNtpAafHcOlr0fO55GLBsrMkhqzgAiMTPD5QLqZsFei1yVTQfQHUFvhuw21wM7gSTggx7FzKC7MEHHbytZvPiBzt37tj/1mrdmnUjkQtXda93SZUt6ozVV2UXve6eTWtR4/w1f22h8jfXg2zswdlpV+N4Jf9u/TMxd/OYylCZyFiAmqkBIMfDLwHuB08AyRJKq/h683L0AeFd8laIq9vNYTi9iLQDqRCSFWKUTOM/QMkIX8NWC7cco+uVZ/TR+7mGsyLICYbEXKEO1GfU6wB5EZCiUWRbhDSD7EJkPdhfqneSyIN6LGVtXA/uAezAmBWDGkTDAe8gEKb6xOBQiR0L9HSANiDiIXUquuwukBDiJFYkQi0ZVOSJ4EZL1NbTsqtCBljZ1EruIlZVJ6YI+qb3DB8qx4hexIgvJ9Z9j8MLzJOaUgN9IursSHUyRab+o4CL2s5qsViltSiFOAlWl71wOL5dE7LREUooTd4I4kCewnC5Uk6D7USKIDLfJ2YCxh9wNrADKQB4A3YJx0jkL4iKswCzh5ETk5ca3/9j6vuMnDhz75J+2dj6z54HOZ/YA7Hnpz/9q2YY//qUn6n72g4vFiVyT881wRKT60qW27PmonrmR+qaI/fa7PjM7lqGK0A5nFrMJaEKkCTBht3J9NaOWVm8dnjf0qVvt6BYsuzYIAzZyTnhVF9htJqzcOWzvUuDTpFv/kUTdnhvqyXRRMt+n/9yvgn4WAkFR1ZjyqN8Meh/oVpAGk9lLh5wEzcqMWH3AAOqlMJPyLGa1Zw8wCOwNPgMcJ1mfvUk9Cyl2inAsDoXIkXkYdC9KE8pFxDqD+j7qD+BlklK3ugrRclXflXyfas3KFKqdOCW2CHHEqgA9j7px0AzitBMtsxk4P4doRZvmc88RccpI9+coX+QiuHiuT7w6hpvpxolvw8vE8XMWltMXzJY99V0fcVaJZS/Bzz+tXi4G0otldYsV2w10gdYhsi7oRxZ4ALOcksFoFx5C2RYMjPtAlmBCg1wA0u5g+lkrGo3Z4Plmdh0D7klUJHdVZJofzX3+Q5nI235xm1TXz5VIZDSPxWvBo79rziTUM9nMgtA+BqH4Bq4ZT7q1EWgFSQGdmHiEr8c41SlDdo/q7UT9TROstQIvtwLfPYoVrcSObAGpR8SkOVXNByFrlgBRlMYRIh9bwAdQ3cRgy+tJ1rfcaFeniVp893UgxxFpRf0UIvMwNqWgfrnRCGkXxhmpD5iP+j1AL1ibsOwUqoGtqA9GAxmgHRiP7ZljSxoy5RTjWBwKkSMTAe4HRfDPqJ2I42XiqD8XL1em3cdf4vzxNmqbPE2UCZZ9RMRy8HMuTiKBesdQcRBZiOaqwPdRTWj78VoG26M48U6qF0fI9p4l2xnHzfskayIiliOWRBWZg7qnESeDWDFMDEnFTQvqleIkT4F2iUiJqiZxM6JkqrDiHQglYjlPItbdiAwE/ZkP7AdiIOWI3o3SAfoA6m9BrIcIgui2fPfxLS/+/h9WlsYjec/1+6OJSLciW2IVSTObdvPx/Nc+/aB1x/qtzr33ZVAvLhVLxxImWxE7gvnxGfp2SPCy8AabuWPdPPAHUBTU59ALR8jl7pv0u3ptzBp7SCi+LAmzgG8CqUAYaQOpxHyHHrjiZrlZF3F2Y9lpxEqimsZ3Y6jXiJFsoua/1gE57LgjIiZhge/WAyDWLsTqxaxYDAmk80DbUPYhMlwbCWYp958YbHkNyXpvhP23Oj9m/ulSVJdilqEvp4c12kZAekArgXbwF2BsRJcyFF5NRFBfMQ42Q2Y6abCG7Apmvrd7yKRSbGNxKESOzJAtnI1qP+Y6LVDfV04+/z/4auPn6jl70BhT16/6ITULK/DzXfi5lGazK8DukGjsKFg9WNHb1IrOl2Wvt1QpE5EFDF58Uu14OXZ8ADfn4w1myfaKxkqayHbPx0ksQt0TqJ3UntMHNVkTkUiyBC/jqxWvFUuqELtSLGu1irUb9V8i3zMHcU4RLXURW4Ek6AGQNRhD8KeBTSAJkIugDRhh7mlgIarV9a95hLqlC09kz52vkogdi6diPkp9w0NrWpzbFjUDguu1eK0nI5pbtVpEVH33AGKvBvIFXwA/+J/GLF8PD0sUIAmxLS+IsFoKoLY9no2kj4mD52Di3nmYGb9fUCbF9ecK9oFt13ls8SECRZavdRbwBxhBMvhC6fMgHiJXjNliR5ZyOVRPMDW78qumRlt2GN89AX4KJYYJgp0BcqjWgbcGkX6QZxArD6xBpBa0FmULJoRNG+jxoNII+BuBxxlo/lPge6QaikPr1n/O4eqQPPmC9wqyzLzTfuACIn2o/z3UL0Wss1i0oZ4CJSBlZvWJihHOFtpDhkycIhyLQyFyRCQBWgMsRqxnRGSlenyLvtNvYe6CR8j0nGHeA1lEWlDN4mdR9SNixyuBbs6/eB7JxahZ+AiqTwNLpHJ5i0i0fkjG0mTdg3Qd70N7LXK9zyKWT2mD4uVfAupBE6o4ZDovkOtOke8b1NKmbokkLET2AA5oA773gqifUfVXkE+fJTV3GWIdBIYyKSw22gypxmgZjgIXQGuBwyDGdkc1izswGInLQ/Mfe9XjZ/7+nx8EqG6ovjDn7qXNkdub+qWy4kWi0QSOE7UH0wN67sy3ZMHCN9P54hogR+XKNpz4fC6zH7FXgH8MKPRevHylI8n5siBQjJzdega0EcsaRbMh7YBvbfrxVuoW3+4//oUd1kPvXiWx1FWORd4TX9hBb/uGESqZCPvsd31m9gReDrkVeR6jGfw4xgt7HSioHjcTQNYbgVIGxlsxFRFBNYXweow2cxh+P1hdQANoHeoB9IK91cSn1dXAdtQvAR2+dP5K85J/ZbDlu8DXbmkbwL7TAtZnFO4Bvxn1u1BvANULGOXBoFj2XMiWYUWOIlYC5BTibAYZxHfvR6ytGEfFH4BVhYyZkab5pvQrJGSamHlCZM/LjTiJ92E5czAaJUXVxc93g1ai6qNeFpMCLAVyETtSD7jBy0PkPlR2I1YzTmQTsFLbXkjipJZSNr+SgQs5Bi9k8L3jZDqr8XObpGL5c1JSdzvgsOD2XnWzLomqJ8n2CmiafP9x7KoTqlqDuqqe53Bwawv19fOxLIdYqaiqJdkeGze9i0StS9/5DF0X5pMq8zWdy3H4m6KpxHPWykd8Khpc1G8zL3Xw3W78rIuX3o+UPIz4B/FpxbJOAX2YCObVQAOqp1FNIHI+6LMDRME6Dn5lSXVZvKah6vF8JlflJKIt0YqYHSlL+KRSpZTV9xKNWSJWBbHSxbiDHmCDnBE7dgHVUxg7ABesDMae6GoB0hiytyuq5PrE3CsdBB2grKIfsf4fe28ebNeVnff91t7n3PG9++aHhxkgJg4gMRAgQXAAyWZ3s9lSrMhSosgdyY7jllPW5FSqYieKLFmuqBOV7e7SPMQly6lYUmIN3W52s9lkEzNAzCMxTw/Dw5uHO59z9sof+z7gAXgA2SRBEiS+qlcXuGe4555z7j5rr/V93zqGqk+pRLESx2Je+YW6pPMLEFkOQHms3e3+z3vt0//1527ctV4g3zZBafQYSbwU/+BMQAZpahpFxHkGszhQwbkABYw4FEjiVz+s2/Fewb3Gw/nUI9t9DoBKv7tpyWLQxUAfygka2ft3hcaXgNvZaPUj8sBN7xXQ5DmUXmAfIp+/w953IvKTwE8Cv0n5yu8Av0du5ofiO/uhN2GO1gAAIABJREFUYeJ8h6r+NtHoCvyYN7vxB8hRjF0CvAF2FTCKmEUg3wZeRHUA5EFs+vsgOb/cfgH0LN6f10M1RmQQ3z4xjVe338cnDcVeAxRomvuJSxbca2PxpyeIHDsdAv8U+Bcg/Vzv2ACabAF9pvG/M0z90aOnUF3MzTwEYS24WJ2+SfHi1yTT8nlSLbsR+xBi3gGMJpUxkBxtS/cTZOponMaEVyXXs1LQnQqtJLURXDxMkHXAs6DjRMUCcXU7s+YpUXWA0AZEpc8xeHSvFua0ibpm6uP7pG3RAq1WrhKk61oejzRKnG3tDtHiPE3qFVxyWatDgWQ7V4kxzdo051VgBprsQM0GcNtwWtOkWgJBgkwPLt6HJi9hUtsQu8GXp/QyQg9Bpk5cJvPII3mb+utMEsXLmxd0XTXZlEUVDdJIOuxGkyKxlqRQKJFuHdXx8xXQRNBF+NKyA3sBY3OoCoBq0kdcPYEYIzbzGHAIL/Lp0/79Da82PQ/MlzlzfdBpM9sI0pG0LnlWxBwizPhevw3YH/ufl8GN9kaq7ij1scCsfvGLAO7bfzgCBOTbjsi8RxKa9PFGN5874dvvsvxTh3uNh/OZQKX/KeDv3GZpD2gPYsZRt7FROcnjjbGb8EIcD3Un8QK7qajiedI1MHOYHhPAWeBzt1nu9yM2Bh0G2vGTxt8A/hnlK38I/FtyMz9+n8SJ858H/lREZmnY1EdUOqAuhvHeiOJgnfZFVcl3XEHkWUV2iwktPjNrQfagmseY5SAZvPOFzwprcg5o8xNgOhB7HFiH51g6oP9j+b73cSOKvTPx1+0JYC2+W1GB4sW/JMj+MzIdZz/W45uCe20s/nQEkaXLz2DCX0DdLEx4GTSLiydb/BXQ5HoJR5Ob+XaLgddAGko6nQmUQIZA5ouRFzXbtYlib576+GPYTB/N87IiZoHAoxqVNqLxBoLsYZDD15TRqo8LtGumsxchLT4LcK7BkRzFJB1km5eSb32dKLZM9O+jY06Z6kgLLQsuAB3gatIxN8ZFq4wJjlAcDGjuKIOM6vAxR1LdgNgyzfP2Y1NLBfkcIhlU8RlXrYOZLSY9gYtikvoAGEX1HOrKqDuOyLIG76eRmaXW9MwzK4Js+mrLgzO/37Z8TjMzOsdMU8bpocMT8njwJM7tpVzroXPRLFV1aOwIm3ZiUpnGOXQgK4ADqhrq+NnXEJsDDOoqqm6LaVn4SuP8N0lh/hYdP/8M3sx4G41BWvI9oeS61gNDpFtWTHPld3FNTalV0CPUhuc1SvUeuZZ3aO6I7Pqf2KBJNKp9u96NcLLfLP3Jne+yzqcLIsg9xsP5jOBn8BYyt4dIwU8Gb4Jqgu9iVQQDYg+D1kAjVEuoC/EBpEXoxwtCcvjMZgveqmYAkTVMWwK/hlHEPo3Gu/FB5CTywP8I/AKly78N/DH5Wcfe4/f+8DBxPg38741jAUDE9GiQzTJ4aIIkGabjgbTkutKIPA7iENOKyGKQvYh5GdUDoOfwz8tnru/cXQZ9CTgPcqGRgZy0P5sUI/0Klf5vke0e+gi+7X1MRbE3BH4Cn1xaO80a43hv5zeoDm0g09H7kR7fdLgHx+J7O4gsX+kEfguRv48N94PpAQbxg2cTXm13Chc7YBM+i9U9ZQ8VYCdi00AdWOTVy7LQB2CUACTMr9DWZReAEE1qOHccnIDOBxcCCRIsROQAqgdRHcRzhTaJyLNewacK9ImRUVLNGwhyW5jZlqBuHppcJCpNoC4CdwQTriVVOEdSjxBbozY6RJgp0twOtVpCV08LcbXG6OlNMmtdRoLMjdw/Ed9FwZkOXP0iYjPYcBQxNRCIakWczUPcjsgpfPcLUO1T1X4svfP+6BuxCO3u6LaanTPHmu65Qqo5y9DR3dhUlZb8IR09ewEbluh47FHRKAtJB9dFKetR6sBxevdm1SVBsm2vSEtB7YbnX3HD579HWMh6JYAqE6ObyWQDwlQjKyIx6ZZRMGc0KfdSujybTGdFRMaBZiTI4x98kzgD+njj+l+D+dzPGCQoaFzbohMXxwmyzcSVldy+DPjZK2Vz75VQPvWo9P8Yvjz8/iBi8cFgyw1VFlUg2YOY2/WNbmxvDmGCJxvb7MZFLaBLplmx6F9tHpJLXCsPX/u8EG9N9E8pXf5r4P8kP+ujmaRNnF8K/Edg9U1LRhC7VwoLmjQqF6Uwdy0wjIs3Y1KPig+qF4MuQpPNwDNgisD1lq2abPHnUi4hMh+fJNjIVO9NVRBZhOrXKff9Q3I99bv7he8DgOpQC5r8PeAX8bziG5aCHERsDRMsQszk/foG1aHnyHT08THiXhyL780gstJvgH8I5jeAY8DFKd6IPTetPQ8x+1DXmBmaIuhOL55hEWJSoFODsKuNgG8CcCh78dz0F/1iO4iVRWDno3oImxsjLo6iyRAq61EHmF2NQC51LTftB5cuvBK6JJ57mQXzCJoYwtwjAJrUN4KbidhIwtw8tel9xNWlZDMzmdN2kLimxLVImuYs09HTXYg5qqqlaVsUesV0GXWHEROCxGiSwWbGwT2JRt/HuU4VewoTduOiK7jql1FtCduaDoM6XfVURKbZSJgNVMxDmCAls59+Q4J0qxu/MEh1cLbYsJk4mrzzd3HdaDctwlPa2tPHWP9xSuUNWiqTbNn4un1g7gtwKQTGaeo+QK47obktkpb5Ve0/cEk6Hz0hYX61JtVDqFuJVz5OoG6rOleBKI2Ykphwk/+oa+KCqdO4GBMmxJWZQI/kuyHfjQ4cGgSaEXOUVPMAUamAiyczB397m7vu0417rITyGcCP4TnMN0PxWcJGz2YavoVMNF7/AXfKHLp4Y8OqZiNICmQh0HPT9T+C2Os8ZpE1mFBBt+GihcDM68uCQWAxIg+hdhSSCl75PYlNXB8PfhxYSLnvCGL+Evg22e6bOZ8fHBPnBfjvgG8waRB+HRFijoux68h170ZVRaQAFLB2gV9FJ6tVFa5ZHql/rviONqfQeB0SDGsS90sQTgYiy1G3A+jEX7tBVC/iW0hWKfd9lVzPvaFgv1dQHSrgg/vV+BL1GuAhxBps5hxJ9SjwMHASCa5gwscQmc4+bgnwPapDL5Hp+HgpCPfYWCzXvFLvFVT6VwC/zyTHR9X5pvc3QbWEJvtQDdFkGdPbL4DY7YjczBcC2AHSichiVC8BFpGexsz0BoWiqiuBbBW0DXXdiD2JSB6kiMik9UwWXy5KUK14cY+kkKAFNIvGNZxDXZTgag6buSpBZg0wU1XHqI8fIiqO45JmNHlWXbydUt9TADLj8e+QKrTLZOZgKuLyHmAETIAmsxFzFjHrUHcAL7h5RZPaTlRjgswg0cRioI1SXwlYQm7WaYxZhNhNhPlukMUisg8xa3Hxfo1rQ2JsqKgIMo7vLZ5HJAUyDGaWJtUYl0xEv/vPl8jMrl6z7kUjze0LSBVOSLZzlYTZ67xG1ZPAFWAWLr6kmmSpj9XQxJHufFxILmkS9aPJs9j098SGab+ZZnDRbKJSBqETCY4Q5DK4eh9J/QY7Dx04NIiYQVKFq6Zt8QatF0/o+PlB4koWeNws/cl77EfxwbCyo1lff/nOianbofv/2bhHVde8+5r38Z5R6W/D8xAnA8NxfLA4BhTJdk9/f1b6HwaO3Ha/6k7jojlM4RU3sBMkBulCZBYmjBGZfrxULaLJfjR5BgkmPWanLI+vB43+2TKGz4gONMaeqQ/wg8D/Crz6YQWT7tRftWOC35SWRc8T5h4ACaZwzE42/FMEY/sVuqmPnSBsakdRxKwUkTToHnxAchh/DZYAFoKDaP0xGjxs3y2ockQyhQiRyQrXOa4HzeBV9o/g7cZ+gVzP73wY3/Mzh+qQwVMFHpvyt4Jbe8DfCH8PDiJy+65ON+Ig8AKZjo9FFHYvjsX3Tiay0t8M/Do+RX3dCG26ABIA3YeLn5l+2TUM3CaABLQZdBAlwWc3LcpuvLXDDRAxRxHzhSlvTVVBbsIPSFeZFPSo2wLygl+mRYx9HDVVtFYUm+rEpkBkb2P7rSJiNGwG1adA89THvyvGztIw/yr14ita6jNi02OIPYPIAziXKO4SLhrChOOirEXdm5hQUdeOS3YAzgd6dgdhIU9SPSWQ0SDfT1QZQexc4ALV/pBs936Qh0DaxPvUzfalGtshQXYlGr8pSAoxn0Pk7Wu2Qf67V8VmgJraZ56YIAzmypw1KkFmjojcSOhXPYUnoj+H56UeQRnHZrMklZD6RKzGpLkmGtAMfkAfAa0xenIOYneQn9EG5jxJDaKi8cIDREEZ6wWTGpO2RS0AGpU2IiJSmBtpeeD3zbyXPlMBpMe9x8P5VCPbPQL8f+9jyxdvu0Q1wkUJtwaQAE/6BKfWUHagwUO3zYaINHn1svkWIj966+eYuZCMNoLQc3ihTRkxb4N8HtVqQ9g2GSD/NXCUSv+/BP76gwST7tRfbQD+b1w8R0eOg69E7NZsR5VUIZFUUwQ6B5eMUR0qK3JUglQOF3d4rqhsx6TmItf6Xi9vvNaAEYQW1OxRTYyIvCgiAel8C3AEJAAeAT2Bz2BOZmNX4uk9zwBfp9x3hFzPZ6qRwQ+N6lAGH3ivwp+/VfiA8dZq21T4dp32BmWK/+d7DSDBB6evNTKSYz/UcX8ouPfG4k9+EFnpF3wZ5BvczLe5HVR3kkQJ3ivxCXxLv/ONf08JQM0xfIn55h0M4G/imzFdlF8BmXWHo1kGMtl5YlIV/tjkByEy2fkgA5zA3/BHQFb7fWNQV0eoIQyixAjPo9qLCV5E3Q9AQ6rDNTJSxNhXUX2IqHSB+liNuJrWlgd2iLHtgEBQhmg16kZwbhxJrgpSw9icqsZE1TKuHpHtCDHpPmx6DiIjSLhcwKG6DxhHOAykQc8gpoovoW3HD7i7Gq9FPB9qK8Z+0az6r05JmLnTzDEL1FH3llc7OhE0ULErgC6MHRGRBQqXQVRUBW+kDsXLkwbxgliLSJOIRTMda6kMvomL2jVJHpNyf55U0/FGdnoqipLr+i/vcGz3cR+fdNxWRa1jZ7aCFkgVNhLmmpBgqYjczAtOg4RTsmo37UQBtgJLEHkFP76uu2EdwaBsB76EF5ycBx4E1uNbCJ5GKTcshSYn+Y/hg+ZDlPv+Bei3yM18t4YD1+BO/VUI/Brwz7lmzg5AgIvWUB44Raowj6h4XOsTl6mOpUjlDUGunaCtRybtjcSON0SGo/ixeHJCmQIZAXlG0atAHQl7EekDAkS+POUEvIS6qSV8Gt/zTXxQffW9fq/PBKpDbfhAcTJYXIm3hHtvsYnqOJqcQZMxNHkEMUewmVuFZj8c1gDfpjr0RTIdpXdd+zOOT3QQqcNHFpLp+Jci5isA6nu7Hgetidjpc76q59BkGca2Nv5/GWhDZBaqddRtb4wNzienpkUIU/rT3hHyNpNtxKbHpNVGZcp7+wC/jboWkHPAPLxSHGCoMYM6hASzcdUZggxq2NxMNDEKUlen41RLB6hXYq6eLGtzl2hLMiBh3mFS74ixkOmYqfXxUSpXs5pqibDZVjGmH8xOXNyMJgHKK4j9pqJOywMz0GRU0oUfQ91WxMyVa6XpxPtOQoCYdWCP+FPkWkBOISZpnLccaB2lCs4h5ji4GHhTgnTLlOu0G7Tqz7GMItKGyGpUn9do4jsk9QKCQynhkmNodByIVNV6CoN5VTXOE5dfk1QhR7o1pj52/XrGlYq6WEk1nycuL0NYzGv/cYfmM2PSM0/ofNCrJV0yjosKIK9Lz5MT7369P52412wl7uMmVPot8Px0i7R4ZbcWL7UR5udLfXyyTK0aZE+SKvQRNllsahbIbAkyS6bNQqqWUN2PyFRqyFpuDiTFzEfMfDTZBDo+JVu5A9+n+zF8gJbDCxf347NMTaiOg/4+8FXKfd8B/h25nuIdv3fx4hKZseaPUNeJJrtwcR0XJSR1NCoLcamKmFAqg6fJtIuEhTImaEKCEDHricubCfMPACiUcVFGTFADnp5S5TqPmBDVswIFxMT4BMBUxa+iegy0nxvFm2PAHwDfINdzr/YZ/+CoDgm+/e7U7OIqbu9denuoO0dSu+yFrcwEmsFMYMJTSPBBA8hJPA18k+rQK2Q6PlLz/HttLP5EBpE6fCQN/E/Ar1CfOKapQlVEMqDHqQ4tB1ATHiZsGkfsWmAA6BO0iGqBqR6RMiVLKJJC7NQS96abPnkEz4lo5lZF33Q4za3ts25GL54TdP1ci2S5zkV9BE36EHMAE5Rx8dP4gHIrSAJ6AZin6sbR5Ar14gBJ1ImxAwxd6KYeN5PKlkjVhfJwiUI+Jhrv1rCljsgVjJkHQRtJrYYJrqCpHAgqMoGLF0BwQJJatzr3GJf3nKJj6SjZjh/4cnXQj0gTSgWNMkjguYsuGkCSESCL2JkIT6Laj5ghIPHBoXaDzkf1PGIsYh4AWlE9BNhGADkOdDQsgVKoxmhy2NtsyBjqDGK7MXoVsu24yALiM6OaYHNpRKqgz0qQQTGHCbIjuLiX6vAs0JnUxzpV9YqI7CRJDFG9i7HBBRpHfRKED5PUNuKi9cBX38P1/nRCaHSdvI97GGuYhvetcfWqDr/zANAOehCucR2FuLKEuLKkkRyLyM/aQZi7sSONaoK6baAtwArU9CIy2WbR4qs727nFh1JLiHwB9K2GgGd9IzjdBbIWtOGiIE+jehrcdtDngBMgLwMvA79Kue+3gD8g13NraXHiwleAnxUxzyMGCMA2qvUu2SjpwnM6cXEzSe1ZkE0EmecQ+33JtD2qcb2Kq/4tQe6LwEF1UT/xWI6oVNRUWwWb2i4miBBZjwRlkDmIC5GgYWMkW/HVliv4CsoyfAatgK+Y9QJfB/6YXM9na3JaHbLAUq4HipOB43RCsXeHn1x4U3BXP4u6DcACxG7EhKE3hb9mrfRh4kV8LHH8Lux7etyDY/EnLojU4SMvAL+HL4GAq68kqW1UEwREE9e5DS5aTm0kwmeyAsJ8ERM+N+1Ob4+lwAV80AaTBtjvGVK6uZftNJgc/KYQHYyBxHMtvQ1ED+rKnlcjryHyRbBlRB5UdZtIou/iohQahwSZrIb5EWpjkMq00z37KLlOkXyXQV0MaiAYJRoXbBqCvMGkYtRdFWhH7CgQYrNV1I1gs2ni0gwRc4VZa5RcdyBixzz3SZ/1Dx7XhqTV+8mZFEgRY3y21rkzoBP4B8qTiPSiDCBSB9kB0o3nPw3g+9MWAEHpA+doZH01KvWT1PsJcy+KmHEVk6CaQySFyXwBOEBSq4PmMSlFjIixDwO7UN0CmqblgZXAQtABKTQ9qqqO8ugRffWP23XB0lizua7awdOJq5/tDQ6enEjN766w/OHFEqbeMI/8/dsLEj4DuNd4OPdxC27pKKOqqn27+vCZvgrIg7fdOtu9XZpmPTdl4wroXtR1c11IWG/8TYVBdSa4LUCAi+v4lqxZMDsx5nnQTVOKOmX/0hA6qFbBDYB+Hj9OLJ2y7w7ga6j+HKXL3wJ+h/yskxQvNqHuf8GXr7ff8l1Ur/px0H+QP0qrSLATE8xH3TsSpFKobQMy6uJ2nei9Sr1UUgmKJt3RBqaOz3INo+6in6xe8348DDIXuMzUsrUIqG4H/gb4S3I9U/txfzrh+YvLuTFgfIx38zd9N6gO4mpHUDcbX6Er+AUygAm3AhYTflhZxzvhI4/o7rWx+BMTROrwkR7gt/B2CDcimrjdzRI2tu4mKnarmAuETVfALKJ4YRQQbGaQTLtBgi58ablLvIcaqq4MekrEzmso8m7mQQ7jLYR8gHQDZAsik1nNjXhPyifw3MupLcTaG0FWfcp2LWhyHG89MGlBMB9017W+0YIgYgSzTtFNiJmPzZ9GYyuYhRrUz7LoxbLUxyCuZkBzEuSGFRKkZqkOQaoF4DiaNIsJC5iwhshTqtoncIUw/xj14nFMChE7grHdoA5jBdWgMdAvReQ0vnY9A5ESiMVna1cg8lrjdzYD2I1qDU+AdiDtjXPejcgE/gGyrpGNdA0yeg9ohM1kKfePEGQvg2SQYD6ucoSEKnHpAWAZQX4nYur4bhuqLtmJCV8QNAAadpyuRlwe0iDXQVLr1YFLZaLag5w8NJPEHXWV6GEpZL9vOlsy4MokSQ2b/MFt7q/PBPytdm/Nfu/jFnwDb0816Vk4R4ePzcRFP9tYnsJnVB6+Zct020aa514fY1U3os42aD+NhzcjYPoQubGFqc9SrgAWoHoUdHL/MXAA1Qoiz4HbhJrn/OT02uf0gzsCmgd2A1cbmdKHmDQuVz0F2ooXVP4ixUvfxKsPflRd0g88ccOtq7oLdB4wrpXhjVotLtAk8x3JttYEnSt+sLKg7Q3XjRERO4fcrBJcdkJ4SYxdA0kJzDiqOTSag0mNIrzVSBM9hyDc+Pz8NvBvEPOD26rn73V4O52V+CrdZMD4MFN1Bh8E6i6RVPvxAWgHtyR0zGZs+tmP2ALnI43o7sWx+BMRROrwkQ34AbDl3da9847cPOrFhKS2h6T2RQCS2iLqN1RCYs3N3EjY9CjVoT5M0Ey67R18gDM13V7EC1weBoyfTdOM/+FcxNv2nMdnMZvwI24/PoDsBSZLPg/h1XkL8LygGiIzVIIKrv42Lr6CxoMk9ZRkO9eh2gfuIpqUUfbgonaQBDFniEuJ1kuO2uh5M2P1F6iPV1RdL66WJyqrJrFgAqtRpUx5RCTTlcHYJkxQAZXGcUJSO6k2nRM4QJh3qCshJsJkxnGJ6sSVTlxtQlrm7/aemToX5DgYxQfDGXyG9bWGIChmUiXt+113NcyOxfukqUEp4QebCE0mQGY0BoN9qLbi4i7yM1qAml6bxZqAeOJhYBjkGDa9DGM6uKbS0+1AUZPaMJWBYdQV8N1qHtfoSlEvnOyl93QP6cwotWoH+aah7H/7/FbT0dbD8MVRqpV9lEtFyqW/fl/326cFwj1ncHsfNyHbPYGvpBy69l7pzVY8T3I+YKlPNJEuXN/GBPtpXdIkYX5qALkfeKrR2nVFg3ZzEuhFpB203qCeVMHt5sYOLpNG/0ON7YveCxeA58C9hdrHG/0FTkDSDLzQWL4J5Mv4EvF1DpqYETS57jsp8l+oEhGX92jp6lWGjj+kxqake9VBybR2IaYCzCDINlFYUHH9A29Hf/G7j4RffumCffClYYLsA6g7pnHVAmsFDiE2ERs8TvP83Y2A9gIgoGmQfsSe999DHkHEcS07pWPA68Bvke3+dFUyqkMzubUcfTdKxh7q+kmqQ1zP9t6M/djUstvwdcfRuA8xw2Ae4VbB2AfBR5sWvAfH4k9EEIlXFX6wAPIa3EJsuBCb3ktSm47XGFC+sgETXsRFs2ldOk/RqiBF0LfxZZ/Z+Mza4oYC7xGQ51Adws+Yl/rZNeCzYiV8yeggMIQv3c6d8pk9QBuYc4h8Dtio5eGweGznhDYtsIX53VEjjfZdcDm8qXZKXWTQuIhNWZREaxOxJkmTjA8U3chrf0P3whniqk+B6dOoPEwyWqMyqqSblWxLm46dLdO2pM7VIwFt8xKCXIwJ/zNJ5WXEbMWGLVoeG6Y42E7XA3WxwXo3dOJVho6to2XBFinMi9AkQIIaIjGew5jG91EzoCn8bDECtvkMoljQy3iy/ShoFUUQDNDtOVLkgSuoq+Fih6svJ64cIC4/ByQEzTsxdjZB9oyETSdUHeAa5TqzCRO2NLK7AnqYqGzURcuBkLh2kf4L2/XAnjVs+OJiWbC0V2x6gca1N6U69DBBrgM4Q1OLI8xAVH3NrPkfkg940937uMdmv/fx7jDLfmrUHf/zn8Zzvy3q5qnqBbGpAZpmOTKda2/IeqgewY9jgi8tT94XS/yfjgIXUXcedA43BJDsxLeOPYPYMtB0Xdx8Dc+D24aaAJJHuG7ZcsRXLWQjaAd+nFl/vdpj+9DkJN4TMECTHWjyrOQ60UxbmdrYDtJNAlwCnQHs1bg8QrWERKMSPrn8osRJqMPHqtKzZgIxP6KDRw5I0+x9mi5EIuYlkMPYsBNf3QqBYVSXgG7D2ACkGaGITySUgD8G/i3Z7gsf9Dp9rPCClwVczy5Ovt7ctOPuwSUHNalkiSsTmOCw2PQoiAN9FOQENtWC2JW334GeAx7zjT5cCZXNiF3IzRZy9wrusbH4kxJEfvgznLC5i6Q+ATr9rMSb7sLoCcVmdlOY/+w09IcMUy0ZRDq4lRycwROrW4BnwVaA5aD7wc3BZ9Vm+VctglwASqQLwfZf/jfdpfMXFqz62q9vXvjf/GQMql4YZDK4RFGXAm0iifp04tKYHnwzXTp2Np9pSnXt+z++pYVHl1yc+crjWwpLZ85nzsN9hKEl1xFjQiNhvqjVUaHcH1GfcFq6Mv/8r399oPvnvtq095/8b0fW/sWfmXR3V1rf+pOn6F50RroXRRrXD0u+25Dr+lsyLasQI4g5jT8xK4F+RIaA2HOemNM4PyWg3FDLpfCGxzuANGJSCIH38FIBliHmLKoriSsX1RP3B7U0UMEGxyTbfZX6eJm4tJtU85imWlrRZPT6D8stB5pETArYBxJppmOCwaPjROU5IBM05VLyhZ8YwqQiRDowqd00d1mGT1dgNKR9yXFpmt2CiOjo6ffjx3cf93FPwCz7qW3u+J//GvAbeEXxYdofbhcb3mimrHoQP/Gd/KE9g6fyNHiUWsZXWB7F/8anevZ5SxsxgESg3wNdOUXEM/WDEkjWcUOGRwyYJYgEvsTsOvAVD//ZIj1gW9CkqqqhFwNNbmlz5Gcm2PQ60L3gMuqSNHF5jUrcR2tL2XS/NCb5mfMJUt3gToOdh8YzdOL8CsqZ75Np20SmfVRMOA+YhVACuvTCoY1kWyLpnp/FWMXF7yDBlxD5JbJdv/3DX42PGV7wsowbg8VV3K4Rx92Cz27v8c9D8uBKuDiFuoS4MkiQf77BL60hkoDUGtqB2+wvmcrTzYM+iybmr93LAAAgAElEQVSbkODOQaRqP+rOAYqY1dfs9m7ELwP//fv4lp8ZfFKCyMXvvsoPCZG5mOAwPkN1xzURcyern/cCBU7hZ9ALgBikA8wEyAgkx0EKKDk/iGqrsWbsxVf/0/D3nvtye1Kr51GXQxkCNw+St1VMiMat2KzV8khY2fH99r7N++Oz/++WGfFo8XxgTbH01p622T+6ukMrlRMcejtDc5eaJ16xiDUgQqa7RjRhtTYecObYpaj3YvnkV38xteDvvpBOtbdGiDTJup8+SUvnRRGTxZqAbIfg+UgzgZ14nuhZvG3FGKpPoW4fmixHzFlMsARvWeTwSsUIPyjNxWdlQ/wDo9R4wBSYzDKYMMZFjiQqibE5sl1nxZinFHagDuolIa50k9SewWb3k2lf5k2M9W+QIIMJXkbEaO+WY0TlDGI2ketEsu0vaWnkHXKp5SJiCHKvASHZjlNkO47QMi/rH3gcMUv+7g29tj+ruNdKKPfx3mGW/dS/csf/fCtw1sx/+RwA1UEL/DaqX8H/fp/h1tJdI9DUI/iJsvdkFZmD6quoft4/5FlxbQuRCAke91WbpMp1pwyHb/nKrZ+j7XgPxcWIzEZNH7AZ4XOoKiLiHS3kIBqPNlTcIPYUUCPMPiLINkS6PJc7LiJ2GOMKIskaDD+QdPMIqmcRQpCN0rUqQExCbTTQ0uU5YlNlFaOgu1BadOTSFY78YDbNHUXpWbyBJHqVpDqXsHkvqr9Iuf9tct0fTQ/w9wsvenkCXy16DljPBxW8fCjQm3w0zWGxqTo2rZjg+Wtvi6SB9WhCo73mrabh6k7iExw34XYBp4KLNoMuxj/jvB2TMgyMYsIqYqbyhr9Cdegfken4yHiu99pY/MkIIk0qQuN+xIzj4vcQUMo+xE6gSXOjrDKNYTj4ssp7EMgl1fY7LJ3x7jtgHpgCnnN4FtwDwAhi8sAlVJ4AOYuw2nerUasuaQrSUnxl56tHtTaWRt1M/EC7AxPMBJmLi88h9oH6ptePD7662R3607eyBk5aIzghbGrLT2z/+d+zi77wWHvHQ3OG6JphWpY+ljPti7oc9JLOi165nGbgUnPp0Inxy0cvmDCXDh/70hMPS2DOom6/tPcYxCo+2BvAZxki4HXPMZR+RAbxmUXBZx0XILLFe7PpbuDxhqdaT+Na7MTziuqozsdzR9ehegBv0fM6whxMKhETDqlJ5yTVlMOEWaJiH2Euq0mtjfpEHzaYBQxKqnmMMH8JMTNQnYUvX7wF5kVMUMGGJ1CUsSsPKcFGzu5fAUwoUtR8e0VmLciQyqZIpROpj1UxNo0XRN2H8DFoEO/jo4RZ9lM3dknJdCZUB/8J/nf6m7fZbD3oq40y9ShxpR+xI4jJgnsFZKtvFyhTy9oKuheRhRA8jrrD0HCeELMBdVunKXPP8Arthj5DGl111L2BullgBwGDyCgu9rQnm94hYX6dqh4RMX2gOZQZoFUxdjnp1hpx/YJmut+UfI9gAgParS5eTFQ8KDazAXScTNvzpFtLuPpxNBnHN4awpMPlzJw1SlxP3Okf/EBmrsii9V6xqVcAVPlVqQz8I7Jdlz/AZflwUR3K4a2WJoPGdUzfoejjgWoVdVsQeemmJQ9hwktcb8IxHW6NVVTx7YOnWSbmVv9J1Rh1+0GfvWWZT5y0+wzmDXOckTsc04ePe3As/viDyOpQXjLtk16L3ap6AdwA6qokNYcmKVRTuPrsht0EoEtINVdFTKeqQjSxERfd+oMJm2YRZH9AUu8iLk2TkZQTpFuvku2aclPJYbxQpIBvq9fg2pBqrNAKchSk5EvlUkdMueHvMA7kUbmCDwgX4RWHfZ4/KBdRLWlcnK2VwSFMLpBMc95k20N18TnEBAIZVNtAT2hcXeM2/u2reuLtR9JdrUfzczskVa5VXKLZ0liJ4aFiXFXqvdtOFE9vPhYlUZKe99ah8sO/8g+u0j3X0tSTcn2HxV28kiLflF340JznxsW8TlJv0dLVgjTNbsdYHxh64UsP6CAiCUoB9EFEDgKdiAyj+hgQYmwPai6iyTCeI/QD4HGQFtAI5CmcexvRAOhGSYPu8+Vu2YOYF/z51DdQ8mLMKJgEpR8xeWw6JKoMEhV/hAhvA9T24IO46LIEmcVAN0l9hzcoN2WZsfJR7dv3fUZ7H0VkhOKlJ2nv2MXoyHIdHTvFyVMv63D/blm8+BnC3GkkuOgzvnzvA9y5ny7cRR6OiLyMVw9b4E9U9WvTrPM83lcvBAZV9aOw7/hsI9OpwNeoDFTw534qfNtVMa8AoDqCi04hyeOYoOg5a84hNjflqReB2QfyyrW9iLSDzXCt2qQ9wHYv0tMK6l7wE1BdjupWfJZyDOFlVDcBbbi4E5EukI2SanpG1b0BYlAtihfuhEAJkfM4EnBXwVQlzLZK2+IAmIHvNFMAIqLxFYpuE5tJAS0ickVNYHESIhITlYtigxXaNfeMnn0n5syhRTS1HZEgvVQznW8JyfPExYzC16Uy8LNku6Y2kvjoUB1qxvsUb2j8reG9V88+GqiCul3gInwmezUqW/C8+icRsYhY1PQ2xuRJ1PE3lv8+6o40Bqk0yCpEjDe0v6Ez0CS2IbL+xuNwh3HRLLhtr+0IZDsS3Ly/X/8os5DAXRuL79Y4/PEHkVONwQERmQd2HmLB3Ph7UNWzqBsmLkW4KIVNd4oIpAob1MWTBGclKp1HjBLml4uYF1S1SlT8DmJymECIa+BqAdmulCA5RDbi/c4MYp/i5n7cqgcbnRYmsYJp0bj4YkB1L7gDqEbgCqgraxId1aic1b6jZ2Wody5RZS2Ln/6OFroTXNSJi0e1Oio6PjDuDh4cksB+k9GrhdTTT55sSzXPmr312FhoJVMaGpd6FC+YKNUW5oRdlWKFIAxNJrRRcf+JfN/fvF7u+YmXFK212pbMDOlZ2x9cGjK2cGiiI7Q+6xqVr4CUQXKgjyDsQxn3PCZRhBISDoI+iR98B/F2RM+huhGIMPb5hk/mcbwyvQWljqvtAZqQQBo2GgCLfGmfFKrNiDQeULqj0dPXgnZgwmdE7DsU5lzWSuYtxi52km0boDLwKPCguuatYlMJmryIMqES9BGNXyLT/BQzH2lh+MxhRN4hbfO0tu0nSdoZGhnk/LlntF7bKE/M6ibVnJJUoUx+1p27YXyGcLdiyIad1u/ifQwvArtE5JuqenTKOq14b9iXVfWC3K7t3n3cHWS7vkFlYBT4d/ggbjMiN2drBJNa0vAf6UJ1J+iziBwDDiK2HfQovkTYgJ7Ejx0+gFTdBKYTZB2wDU1W4qsBi4B5kDSSCeZwIyWTQ5OjoCHYNGJWAScFswrcccCg9IKuR0wdkeWIbER5FpxDzWlE6mgSIaYEPCkm2EvT3LQm9SYwV9BkCGPmC0GawCwE0CA3QM1upyUVywOZhzWu7qc8psx4+BSuPgNjIcg/CexA9U8o932FXM/dDzR8i8Cn8IHT8/ig8cOx17kbUL2CRpfwz/gQJlXT2shcSx/XBTxP4WlTgyADIBu8rkCfRrWOq1xv6iHmFBJeAl0wzcCVIMEcdU4F3YMmFbxR/kPcGmD3A+cQW0Xso1PEsn4/8K+BP/qAZ+GHxt0Yi+/mOPxJCCLfc9sjEVmI2IWkCt6KQuOrNMrNYoLrs5h0y3zgIpjjiMQiEpBue/maAVPYNN3ub59G9h6HPxxEVvvft27DxRc0iWbryDnnju3UaMvbK828uSfCH/3KVjKFL6G6HZspE9jlWiseIS6flybJ6Xg1kZd+PBx7Y2P+9H/68wuHtx9rcko6DcMiHE2gv6SMF6wtWCNiRYwI6f6NRzrafuRLufrm3cfTLXZmav3z1Ux4yPT82j/eq9VahCtDZcTRpvN9NlH2I2IQYlTLKAZB8Wa654Cct/TQBHiNyYFLzH5Uy3gOqKLuChpXgC8CRVxyAJEyiOc6wRxUJ9BkGyoxYtYhsg4T7iGpr8ZzpibQZCGpVhFNKjrcWySK6qi2IOYomrTg4quIPQb0EpegOvR5MQatl/eRLUwQZP1g0ATSPhfteeANNn//57hyZZn2DzdL29LngL/4oa/ppxZyN7skPAGcUtUzACLy58DfwU9IJvHTwF/5KgSoav/dOpj7uA2yXf+eysAI8EuIvHjLcnUHMGayVetGaGQoRHoR+yDelmeSPw2qOxAeZaoAR6QdRbzSWp9uvFcFMw90c0MEqUzSk4xZQ6xv+HXY39jLEmAPvgLiECkC/aAXUa15k3R68W1ma57uZE7gW9zuo9FZR2zqdd+cQb4IBOri/UQT+0EGEGsIm6wY+wSZpdtEE6v1chNCHldPq2S+Iza9GmhBY0C/CvzhB74GU1Ed6gQexweKa3i/LQI/Dvgy82Zwq/DHvgVuoDxMYoDJIFJkK2pWehoEANtQngbdiMb5xn4a+3eL0dpiTOr0jR+rfYicJKmliEt1laCMTa8TkdSU1S6DOYmxC0DmM32g9H3gl8l0fAy2TXdtLL5r4/AnIYhc8L62ElkJwQia7AJde+Myswmxz+HVwx8G4ve9pch6TPqcXtx9lfGLP0pU225XPXkmWP/8aknl9wD92FSMSqLxxCmuHJpPU/tJeeiJFVKYuxtYef5f/9lVylXBk9uXl+A1lAqwRmFHqVzX9sCEucBGzmmSGR0dOfvzv55OtzXPmfGPf/xkaux0E2PjYyZjQ3Jtjq41byMmS1Qqq7EGTB4TVMUEy4CzoHNRzuJ7jpfxg3oZzEWEVm+lIHNQ3QfaBpLyghltqNIBb/HxdEOJtwVsByIZRJpRZoO+A2zH+/e8gE3tQpMqakqInBYsKuGozFyeAc1o8ep3pXluBmPTiKQQGVbVuVQG5gKoi69QG5mFmHNk2jaTau5mvHc+QkYKrfPNz//pq8Cr7/s6fooh8oFmv50isnvK//9IVafO3idbwE3iIrcY97MUCEXkLXxw8A1V/bP3fUT38f6Q7fom1cExVLuBYVAL0nCNSHzLU9XtqK4GHMZu9mXo+CyYYUR85xJ130WTJiSYDCAV2IQSovFabsgISc7ffPIsXpi4D+hvNCTIYVMxaCdo7Eui9iTC5711r+5FTE+Da50FHcRYUDsKbrBhKzamGpdRyYmxDu/ZW8e7RCRoshVVwUVFxESIacVmC0AesrvEBO2IiKQKNVUXoLpKTLALkRmoHteoXMRFOcnPfv/nvTrUwvWAcW3jdcH73+HHBNVLaHIKXBvXuxyB59buaGSgp24w3MjcbAFuNhFfhsgekrgFddPa+yiMonoZjU8CEFeewqvPG2KZeDFxfFltpl9MWMbYHJiVTG2FfB1l4M+APyDTceCH//IfDu7iWHzXxuF7N4gEEGkDuxpN3gZ9ovHmUTC34z28X3yw8ySyQOaui/TSru+ZzgVrbLptt4ZNJ7GpHMiIEMQqukI0OaAzHuyVdEsrYvaQal4/sWPr5pErw0tQ1hrkbYdyFbocFNPwZgRhBuq52FWT2M0VGBsdmLDzVz1wruOZB9PZghWO7q1onMS0FERShZSEWX+uNIakER8n1NWk9hNkCyJmFv4mW8WkslrkKp5P8g5iVqM6DFiQWQ1V5Da8GnvSeF2BM/hs5pN4w+IGL1XPoW4VmHcQysCbKD2YYK3PMCfrIRmSdOEoUAct6PCpQIlniaQGQTLAoyS1zaAPYlLvSH52ReulZmxYlXTLBgAtzP0excsncHHpA12/+7gTBlV1zR2WTzck3lz6C/AP0c/hJ0rbRWSHqp74kI7xPt4rMp0bqfT/DPBdvK+rf1+sA92Iqy8EKpjgDCKTfCnFZzoC1H0LlxRAH0LdJlQFkRKYFjR+kluU2dcemSWQk4hsQHULIhHqBLQJpAlMFVS1OlImyOzCpLpFTBXVFfhJfhFVQ1KrYVNeTanaiogFY4mLTk16TIJ0D96W7TTQiRIC61G3SZ3GYk0ZdWlc1C9iIrB1kkqCSWUFswDDqxj7ILAVTWZhUjE2XES5LyDX8+7JhupQGi8gWYtXFT/LNRulDwA/GR/Ac/G7ePd2vHfaF0B0i+WNahU4pq4+QG0kjYsNSJ1sZ7t4gevsxt87IBWuG80bYF2D7pAGaVj6aTewFc/rvBkdmtT3EpcUk45kOvudaCKFD3am8vYmM4sTiD2EzQTY9IqG0nsqJoBvAm8CbwOnyHRU38PZ+STjTmPxXRuHPwlB5APvvsodIGLBrkTdNm8vYe4GIf9O6u33BDHBEuasm0F5YJeOXzX6nd+uaq5Nzcs/c0klqVEr7sBVAoytaXV4QloWztTerTvzC4L1T7/29d5Nn/+lw6E1I6U4+Z744zE1+FwOXu/yvKOqQIdLkiu1ck2L/aM2e/KKSc+bka+f7isGczpzqeamgOJIDogQcwl1C/zRmb2IaSapLSep7Vc46PtuZwdE7Awgj2obmryN2BTQh1etfQmfTbwMVBD5PNjvoMkZoBmRxcDiBrm6DmYcsH7AkyF8UNqPahNoRFR7G2MHEbMSb+fQ4KgIZta608BCXNwLuhZ1b2MCQ/OCS6hrFpGH6Hy0X5PqGLgdQKuI+Xsy/+X7Fj7vBXdPWHORG4335+AnFjevM6iqJaAkIpvwvOP7QeTHgWz3Pir9T+OpK358FjEgGzCp7yBmTSMz6HnQPgs5C+8X+agX0CG4+DkgQtkO8tT095iqLzXLIaSRqfJq79OIXQRs86bfvAWyHBO8Q1RcC5Q01RKJCVKo5DHSh6s34bt75VHNoFEeNQfE2HZSLVV88DiAz1oaVPOgj6oquvE/pHniy0VNt6qorNba2Dc1O6MgqMPF88HGYuxZ1IUoxxFixI5LYL4EvAg8Srnvp8j1XLn21apDBp8ZW9v4ewIfOE6WV6PG8VzEV3ven5LaxcdAl3HdSWQjmMfwPPZekJn4IMI0jOIX4R0zmlAGMaaAjwVCXNyE78KWwQdaI4g5gtjleL7rSrBXGD8/CvpQ43ptJNM+NVv4EOhulNU36QseBvY2xJeTbiDTCWMajdKSVly0FnUbCXI3Ptcl2Ilxw7ioCR9IApQRcwCbtdj0SrlZXOPxFvB/AX9FpqP8Lmf248HdGYvv2jj8SQgifxX+f/bePMyu+rzz/Ly/s9y1bi23FqlKpX0HCRCbECDAYIwhS8eJE7fdndXj8WTiJPNMkp7E3fNHln7cySTpZNLtzBInk8QTOul0iDcMGDBCEghJCO17SVWqUpVq3+56zvm988fvCkkgJ7YHbGTX93l4UNW599S9Z3nP+3vf7/v98te4FkMX7mZahkswluJWFteX8LkMkRDxrnfBvFNwkj1XhMUT3Eq2gHOs6cdxf5ZzPS2rNz+mFDTbsUbiWV9vf+AI6eayRqU05VGfINtDEveTKd5OabhPZ86VNQiWjXzx5YNnfv/Ju8qx3TsbJx+Ygx0JbPbhFeCVIrRat6KwHgxkmzKIiDczOpspTJZnqwf7Qr8tH5jWQpXmjjpBPsbPvIgJDWoHiOa2EuQHxPPzmiRniedS2PgekqqQVFHkEF5qBj+zWtSuQG0G8Y8hvA/kDRz3aCmOq/ScG5aRBJJnUW0Is2sB9BbXfpIVCA8Bh0GPgnnc8aEIMV4VpY6ok95RMo3jncF9x1mUCNxUXoPiOo6Yuqrdi8ZNzvfWA/h5aVm3kEB+s3j3zL32AmvEcZ2GgI/guDdX4x+BPxFXPQlxles/fNc+0QL+eWQ6z1AZ3QY8DdzmqlP6MsKDOFvD21GZbtBXNmCjUcT4IPNcqXrMgpx7y8DCtVCNwbrKFeY4V7iMAjKCSAciBms7ECkR5DxM8BRJrRcbRSreajTuF+uHmFSrmwbXU0AnSLnxmRLQeecHTuDs8dgM2ges1Ev9xzRXGBXjxXrpYk4W935ZgqyPrdRQD2x9EeK/jJr7SepfR0wLEmwHu/+qb7IdOEBl7FcQcxMuYbyDK97jOK9wXsHdbT2IrMQ9O+7B3RtTvNmt+RYgMoZqL05+rRO4G7UHQJYgJoVr1d6Oah3sEMgQSMGpbdijqPS46XdAzF7Upt3H1Qxq30DrTYgMgVzAxgU03kjT0oi5/lmgQG26hfTb6ix3cFmE/lpsQXUPaufALoLoEJhpTLD9cvKkqpbq2JE3aWqabFcbHxYTLMb4J9xCwdsuXiiqWieaewkvFeClbxORe65zhAaA/xf4c9LF9/7C9N2Jxe9aHP7uJ5Hp4jGuJXdeC7eaux34BO+ccvxpXOJzeeVXwU1qNeGqbEeAL+J8URNcUBwnXVSqEz6QXHfsvzrRgSuRb33btgZEZKk2rThovFyzGq+VyVNd2HqJqDSEmB/UqPqyjE2BjX3yzadLg6VcXK6asWq01nNJ44zCM8V8Ot9czNeHL0xEiVXPd5lTHMU28gXjZYKynw48EWp2tlJQvCrtPYEsvqNVTKCgVcSfVD/zLMYIUBXjRaRaIrXJ69Sm2oAVoJtJqqB2tzqS8k6EDwDHQCcQ8zCqX8cFqsdBn0XY2iiUj4E+ceXb6wbHo5S7EdmEsynbBVjE3I3qDkRDVFfiAuIAzjrxXpAqIgWM72PtErD7MIFqUp9zE5jRdq4I6R7guzBVdyND3qVKpKrGIvILXBnI+pzT9pNPNrb/qaoeF5Gv4mxDLU5+4si78oEW8M0j03mJyuiDqD7ZmHBt8NzsJGqKwAyQwUZHgVVgFaUPx62aBCkBN6FqETmP42TlcQM4QyAXcTawANO4CdrLOAS6HNXDqF5AkxQS5EU8xQva1fibtD7/HDMDX9SaZCUTzpuWpYrKMGJyrivlLwNZiU1eAZvRpOYGb4J8QYShxrANdmqkT+O47NVLOdO5CGzchpeaxEtliearmiQTJPOBpFpfRry7sMkZxHtrgnQa8cqI+UVc1fE6UNdNccOKw6gONNq+4NrAncBLqF62XhTQAOfZ/Q2e1XoRZKbxeh833XwSTUpAH4pFTDvYL+ESg0dx1rMrXKpvbgX7DMo97r20456FnYAhqa7ByTJdCy9cSqZrH9Vxn6iM2viQGP8tOo+6HWUX7nl4ELUl1FaAR6+ttlmwtYOYVLeiKWpTh3hzghsAwUaTGH8TSILxHwAmQI6IyDJSLdfrPk4D/xX4K2An6aK9/vF77+HdiMXvZhwW1e+sBNK3Defx+X/y7SeSL+Oy6tdJF/sb+2vGJZITpIvf/vDMtZ+zFcex+CdF0zWp79DZ81upjJ8grm4GaholX+K5Lz9OR9dpue3hYYrFbQKvl4aGW3Z84tND4/uPpmNIQqg3FzKydvOynj17z5bjWmQtTCvkC1DJp3w6uprpvWt9LGlTnx+ZbG197J6Z1h/5kJFFWzIiXgR6+Wq9zF/M45LlCGhX1UnQVdTnjmHjdtACJhwUP7seY7pRfRaRNO5iM7gHx2HgbmehZuecvJFu5QpPBfe35HnES0AtSDcwDxqh1uKqvr04vuVziGRRxhDTCtQR6UF1DBuVVWQD0VwGVwW+euT+w9KybsHO8JvElkUtuuNj3x4LpOkPvrD/n+FELuBGR3kkhesW/ZhbBJJDOItqE5rcjOowaB/iNwG3g46iTDtOnVaBWTe8JwIUXLiQUbD34ugt5QYfEpAYkQIwiSZToE0oM6BLEf9mhGdQlqvGp/XSwSjatyuqHT2VpDpaAv+ux7Lmpq1ZEe9yV6sV5AgaeRqVu8AOksRGsh2PASVUT6qNW3Xm/CHqc3UKSzNi/FiHjhD3H4sJsoEpLvOkdimUpqaqLNu+UYzfjybvxwT7ELkDmAFzCDH3Nlq354HloCPACEozMAh6E67bFnCtde6XQR5vxOKTqF2CK6pcTkRfwnHTj+Ae/ncjcgrnDrYIWIfqebXxMqL5FwibbhbMKTRJg93UGDoadwt3cxThAWjQCxzU7VsjnBUiqnoItRE2rmCjZaBXt0Hdm2w0TGV8HtU8Nj5EUukFcxE/G+CnjXhhhezidhERbFwFvbpCuAdY0lDsuLJP1ReIZpfgniVv+5OY1CsS5GcwQQtwx9s4m04h4EvA54GvkC7WrrOf9zRuxFj83a9EfrNwVcBP4hKdn/sW3jkN/AXw69cQZ10lcfqd/IiN/U5RnfhB3I1S+EYvEy/cTtj0ukIL88O7CLMlE9of1Xsf+jLF4hO0rFgn8dwE1qazi4rtH3jyNztP/tVX3jjwW39WiJTa2Fxl+YmdJ5YJnC1DOQTTgisNlOoJLdVIx0+cj7EQ16Ja9sApyuW/a/Jv6ovCO9ZjOjYnKCmELmAGtTOo+oipAqFAiJhBwkIHGvtAD6oRGp1AgxlgC5iTqC3jAtth1KZAXgZpBqOIFlDd25jWuwW40Fit3wPsB7O9kXDeA5g3nQJUxxrHrxlY5fhHcuXOEkFNEFGfvWzHOIoLquO4tvondfrUnLSsfeYdPLPf03gXtcYXcKMjLtdxnMR7QW9TVSte6gJiPKw9CHYroAijiOSwOge24hQkZAlCO9iTWMkjnsWYjcB6MC9hbYq4bBBvJSY867oNwRrgMCpTbr+6BmUcjU8oXpqkNomXapG2VePBA4skuGfWS04elXhgIAnX36H43grUXlQbn9OZ80J9JqGwIq8Xzyb1g3uT1Jqu3Wz4oJUg147aOUkX01oah9KYaKqoQ5/98/q55/fr0p/8KVn6iUcSpkwNW7sNkRHEewhN+t2BkZcQbzMi96MakdR3Y/wEdBrEA10D9DUmz3ET53oRMR9oHNl+4AnQ06geAXnMSd3ow7jk8QFcxl1o7KsD+KpTt2D7myUrkeWo/QcqY+uw0atk2h8HcwZrXwC9T+PaAaAFW2/BSz2Nl/bR+DmSWgoxc+KOd0FNMI/Gh6iXZzHmsauugFlcV2gWCFR1CVOnBbfg93hTGzTZSH0G6jMoXJJcdycigvGraLIXtZcT47txSfwbwM2I+GptnaTq4eL31bCI2U/QBCa1GuO9VZJH3bXJ54G/J11855/p32HcaLH4xkkiAdLFhELKg9EAACAASURBVOrEf4erKv4e/xxX0iWPv0a6OPZuf7RrkC6eoDrxOPAU/wRHEj97SWqTi8gW79H63D47M/W0JFHejo9+ycRhk8aVRJPYTp84/9rsoRPh6J9/8e6e1b3H5ocuBRPl+qTCQAxiIfSgHkPOA5tCjVXNTw5PW8/36mEqkMrwVBJon9f6vlvTTA+W6NhUx6n0X8St2NsRik7DzUwj0oa1lYZXbRpkCSgktW6Qs5jQtaKUvaBpx23iVrAXwKxAzC5UOxAM4nU0Jv56EGnCJX2XdeI2o8xzdSVRvAiRHwAuTwpe005R1XHicj/Y292aQmNgOcjlAPQwjo6wkER+s7jB/FoX8B3CbF8z8FvAp0BRtTtAjdp6s5jUJMYLwOwEY5DL8diOo5oGnUPtaYyXQ8xKkGFw0jjASUQew5gRTDiOrb9OUvHwspOoTuMkhFwiozoH6qNxK2r7MUGBpFYWL91NNl0m0zLj39aV2KkpK0ZmNSoPglY1Lls7cDSW9o4i5ZGB5MR+Lzp3zg/v2DRn1KYFNmpS+xLGRJQnm5geuK18ZuTFqT1HrE7O57oefTCQsLlTc10B8xfyOnU6kfabdzl/ZW85xqsBraha4sp+0NtBBGPSqI2AGURmG9/hdbC3AJtQnUEkh9PUPA/4qG4CuxtMMyJfQ9UHXkcbrWThUGPa5G4cv63q5GqMDzwnXtChucVp8XMd2Phl0DQiOZQhsBFJ/Cq2Vqc+vZxs93pgDhtVgf0aV4axcQvYJcA2xNuByYKjFDU4qnKFqxmXj3Mt9eB6aKc6cYBM+xbXsfJWNjpNlxl/OVW9BRt9laS6Co3XAssQ7xIii4ABvPQ5gqZ1Yvzr0QMO4arjf0O6OPjPfJYbCzdYLL6xkki4XEH8f6hO/APws8C/xJXhL3+XAVwC8X+QLh7+7nxIIF3cRXXiAZwwbvq6rwkLj1DLnqlPXJp87X/5g+rgs7tWYa2xcdLRtrZntDpdyodNmXKtb3hYoNK87bbXHviL31l2/rNPjp/4j3/tVeLkPnUZ1GHcJJ1vIMkjgTHGr5ZqVrUuZa1QKUfZpqEJ7f/Zz9SX/eAd6fbffMyISBVVg0gdkQKqrlWD3YcKYHO4hAzUPgek8TIhwhNodBHrfxn0UVyL5n0428fQ2VZKChGDqgcM4QTbt+DcbUJoiLyq3cu1HKJZrpYjuN6yLC6fw9aveo9cjzrwYZ0+9bfSsnb4OtsW8FbcWHFrAd85fBT4FICqHkCT7Yi/X+B2sM9j/IdwG3cDG1C7G00eBPaialW1ho1FTDCFoRPiLFaHgA0gexFawSagqzGpQxDnHT/P7EDeNGPJOL1ary5qRdExktotasIjYnxHyfJ8Y9rbY02iBFufAaPUZnzTtVjIFGcQL/DuuPPO/O337iXXvBEvM6tx9bBOHm9R6/WXdp+Q3IN3frW05xkV3/c2/4utTWF6ZKleHF+D8QeR4BTVCaNJbVb8TAsiI6AtqD1IXEWdnNCLYuMI/I5GKz+LagEbn0KMRczlL7QLWIZqmybVAYyfEjGtqA6rxmkwiYiXAh3HdVeOgtzqElJzHE1yuJi5D9UJl6RJXbzUCHFlDhIwYbpBJZhXxaJ1Q1yF2fER+6W/HTNPfHiViPQgfifGu/2aM64qwMs497Ie0GtFMKsTo1ybRFocB3YaL3UJL4gRA1EpIt36snOEMbch3k40eZNHKiKicflWsJddjlowwSuEhV5MeLNzr7sGA8DfAH9Nuvi9y5m+wWLxjZdEXka6OIvzePyPVCdCXMVvvvH79wbSxWNUJ34F+JPrbRaRQJuW5V7/n397uP8LL14zxTZxYrAZoDQyhXHTyYOtzblRkbh/2Sc/WvWLXZne3c8fOrfzRO3cVKledWJqKzNgI9X68OhMPURMKvQkia1nZ0qe75sZP/TC8T1nbHut0kw6W8UldJOAj5hOkAugW1TtMZJqj0hwWkX6UF0jIhcQY0F2AMtRvReRGZ25cJBcZxfoiPjhIyC7EZaj9jSa3I+yD7xJjBkFToJudO0bCy7BPtwIeBmQC42b6DjO83YQRzpXVOuKTuKlevFSA1yx/LrM67z6393Ac5RHPk120T++I+dzAQv4/oMTDFctOykviYEI1f3YOMY0HiEiGZTdqJ0FOYLI3QgvC1iQFGLaUe3GxqeAJrxwDWpn3P1u8nip84iXQ5OQuPIaXvpOLC/j7FBvBnMGMT+MJomgM2qCwxiTqIiC5oEa9bl5gibBpHy8wBh/iU++Z41WJw8TNlnSxT0mzKc0iV/Hxm1oUiXXO83wEZu7e8OsaLS8/Wc/NlD8ubTUXn9tvP7KAZu6/85eMh192Fgl31ORILuKy7qOqonaZB82GieudBCXF2l28axgx8H7IWAnqluBHWCuasPaB1ETqKrq7PkxgkxA2HpAS5dCglRdsl1ZxDQW0ALoUpCBxrm4E+QruG7c/aDPNiq37aBzDXvHdpRLjkYgE4K1OjuwDUAlPsXkyDJUR8guPuvOQ7yT6sTlQZYR/GydoGkV0Ismu4gr105Y1+e7gHlMcFwyxYh0cZMYr919hsuzALIXL5xE/HsaQ0HHMMF2kqRfVbtBj2KjGbA3YYJdBE0hfvY2EfngW66/Km5A5s+AHTfSgMz3C27cJPJqpIt13q559F7Bf8ZV837kehtFzNLFj/7AubN//Y3zHOsSou5M57JXTMetuWRi8FzvT/7Yoo5qf9mMTEWnD5ynGtucBwdzUBSIE6U1SHmSyoR143nFWqU+VJ6rBNmmdFN1ar6mUTWN71kdP14mqYeEuUSC7CxN3TkRL01pOENSS2m64zS22olIQdVMkW5+v7hWxE4Rq+Bt0PO77sQmBVqX1WT5NkBvQ+0uIA1yADRGNIcm+8GECKtB9wB5VNtBD4LUXYtHmnAT8QY3xWm5IlL+ksD7v0XSyFOUR/4v4H8iu2hBdPx6EHnXprMXcANjfvBRTPgp4Dw2Pi8kj4B3RctQ7Usgz4AsdsMxtojx73cLRP0yJngc1xLNY6NXsXUAD5PqBr6E8VaCGUdUQLcBacQfB7MXvH0NmkoKm7wISRoTPONmQfUx4sqXMGYRkr6AFxTwwnyj4hVi/FiM346aFJgZyXatw0bnxE/XUZ0XEc/WZuYRv8LchKezkxHgY4NhDVqFfHOSfvBxT7KdCZX+V0zr2oeAEbzUnoZm5T7UToLG4gWPQ+YV9dK3E+QPiBcK6IOgR4D7EKkhgQc6gFOP8HHdliFIUmiSx8+N4AVNEmZrWrq0hMpEl3bcMi7IjJvOph/X7ckDX0XMItAxnFB2BCxCNcFRAALwq2Cd5o7SjJ+9naCwEwHJpLLy0//mAmGhU4x/GFip4t9L0PQVxKzAz60T105uvN1crV1pVfVVmpbmJFXIiMj12syHMUEJ8be6OK1fB+kCNiKCYvqIJqtgyoRNGVKtBRG5ntj4flzi+DffCzzHbxo3YCy+caazb2RUJxbhdCWz19usqpWn1t02U7owuOjD/W8cDvK5tqQWnfLS6dW1wWNnvJTXPX/yVB+nD2abFhf9vj/8+82TF6ej9R/e2vfsHz+dnrd6YQpWZOBcrycr1OpURalnjUx5go/nhYm1JVGKqcCb9tNB6s5PfzKd2v4wxgxXpDS5iNHRGdbd1GRaumPbtL5+/Hd+d0ZsTTb+xi82uba0Len48RT10ia673xFvOBBVEfxMucxsiLZ/Y/HqU10enf+8JS09HposgqbDKsYQW0RG53D+L7AEpCTjsppM4DB+B5IhIgF7gN2g9yL6nmSajcwhAnKboJQbr3KCeFbwQngY2QXvf7tnsbvVWxZ3Ko7f/rBb+u9uc88tTCd/b2I8kgG1c+BfgTXUi2BnEUTn6S+2Q2PkHfuMcFtjrunr6N2S2MPJZBXcDGvRFLpxJkcDKsEOTH+ioY24SRIHtUZSPrAuxeRtJsqTrpBToAYTWo1YBYT5KhOV3VuWCTfEWF8JNWaRZO62vgOxH9NtJ4DspiwG+e7fRLxHgTdhdqKrVfSDO8vzXz5mbpZ3hNmqUbS1hlXhyf8zLLFQvtiX5oWC7mulAkyzaiW8NM+8ChOtmw/qutRew7j96A6gWqCSAnsB1R1WIQQJyW3GSQLnHP8c/WArSA7ENmu5UtPEzR5GC+vVhdJPH8SVY+wEIqYKcTrwnjmTaqQ449344ZCSwg+aj3UplwbWuuIKJADqQKrQE9pddIHfExwP6oWLzUGlNBkhKQyjZfpQJjFpJYhZqzhhz6JJn3ElWZcRTCDCcfFC5Zj40uoDUF90HmgDcwl/PTloaFGwUA2NX7uAxlENauwWYy52s/6MiZwPMfPkS4eegeu4hsON2IsfvckhhdwBeniCI6cfl2ISOahp57sAzj+nz43aYIgCfLZlPE9TRebm4JcZl3LxjXFliWtD1T7hyON7aW27tbK5IG+pi13rdoYp/w2H9ZbyE0l2j6jpOqwOvTMUt/zVk9FsT8Z2/WTiQ2ricVPBanpr3+9MvWHn6lU/+6LEu16fdKOTi6TIF9Xm+RNEKzLr16dWvdrn8qAFVXt1sr4ElJNd5EuHEJ1qVpb0aQ2p/XptSgt5uYHijo3W9Yk9oFQrZ5qcGnWEM0PE1duw02rD4K+D5IiareidrOrXCZrUS2g1qJ6FxrvQeMNGH8e8cZRW0W1DTRE7SnUDqF25zd3AhRX1dDfozz8q5SH326h9X0OMfJt/beA70GUR3wc9+xWoM8pKnhdGO99eOFWgtxuxDtJkEswwQeBRYiAshY4CrwK7MVpS64AWhC/DfHKmkTtOnp4WtXW1CaHVFkMtCFyEvHvc/vRPZBU3L7UU008SsNdOn26qKMH1uiFPanazucrJHVFrSGpl1RtKCY4IoYQL8yD3oWtzeEoMi0gl7BxDRuFJFWNBoej2ZffUF+T2FuxEtPesjazcWWbFLtSUhrLYrzNJLUcaltQK6i2ozqE6nHgTsSUnfe2zgBFRG8CG4N+jaQ6oDYeUtW7gVNuOlAuIjINTIPsQx0VRzKdd4mXqgimKtij+NkiQUZEY2nExbqq3qE2btUkXqoaZUgqWzQub9bSYF7nBnNaHleQOi7Zj5zChhnFSaIdRbwcYXOZsAW89Dh+Biojc1RGVlId20Y0/zjxfB21D5PUTlGb7KZyqZX6DMSV9wGtiDEE+bUYXzH+Ovz0AwS5bfi5O0EWucW9l7vqKuoBZhz1SQYRsxKR7Rhzx1sSyBPAH+AS9B7SxV/+fk0gL+NGi8XfG+3sGwO/hxPrffx6G1s2rt/20flLB0Xk5kY9u2EpZUbQBMm21PS+n3gxd9PF1tVruvOnf+vJ6NSBc9medd1nUxBZmFm1tBit7G0PauV6OH5+NNc3VerEtUDGE5hKQRJHyd29m5bNFlZ3zJYuTE9oktRrY7NtYTUqy+iFNEHLmeqLfzXc/fDDOX3tmQp3v79KZbiPqXN34lontxG9fgLjjcvirUW9tL+gqRZLZVzNrbfccvrT/+7A+LOvbfOy2RNbD+01okmr2tp6Um0lMf4WNHkZF9hDhDxOpzMAPUBSewDjvYiYhwC/8UB5A5G7UT0LKGpPgiQNvtBVxGu9gFstj+AWR37j58t6oE742MlR3Ex5+I/ILl6oSl7GQj64gPJIG/CTwKeB9sY9tgPHxWvFyW71IpInyN4H7MN1WG5FdRJhsmG3N4Eb9FsOgNpTiPSq0ouNXyTMejrXP4h4Wckt3qkmaMFGWWz8CuJXxUgap/dVAR4kqb2q9bkhajNLKE9Mzr64t2TW3NOemhualaZu1AQeSc1qpiMS1AfbA/ISzj3n9kZb9ZCqJsSxr7Y2W3vtjUzHx3+k5M9O5bSeytr56gRTw3nvrg9G0nMneKkLeIGiOoxqC9gyyCnUziPePq1MKH6qJH6uopokoKfE+Fniaq944YiWphKmLj6ji9bkJcx9rdFpSYFU3PfSm0jqA4gZxMZF4G6S2itokgfG8NPvx8avalwqEZd91M4S10bBLLMaH2b+4jxIQr67Ks0rMmA3Y8xhxHsA2ItQQnUb2F2oNokJprGRQe1hxSaq+ghxNM30pVNMDs/TtmRaeje/SG3agtZIF/fghUXEj0RkTpN6D+WRo4SFAC84BYyjeh/Y8yA10GE0bkeDlzBeDieQfrVg+GXUgReBLwNfJl3se+cv5BscN1gsXkgiv1Nw8kQfxdleXVcewRgT4aaXm0BX4hwVEpwnaCKpXEpTqbQYQ7pYCCKRw0eODtZJBYU7b1+xvyUdbo+qUd/08GS5d9OyQt+OY1XAS9xl2V2HmfZc6nB5tlzKTJfbbGTjufOTubEzg/n1H7n3lMQ2Zzbfe2v0uU/pxH958lTPJz6Yt+dO1ShES0S8V6mWb1fVAKUs2SZQrUrnljRx+YCi67RSfW35L328e/bwwMVofCJVOn5iJLd+behI4aoNvZ4KTtqi0vjaAarHQDoR7xnEdL/5e3gVkScafJ/FaLIUeB3jtwADriqpNUSWN17fy7U6Y6M438/Jxs9duGPxCPBRysOfAX6b7OIbTpT2HYVw44mTLeCdRXnkI8Cv4hadV8uS3Q28CpLAZa1WrePuqRh336Vxz5ImN1Qn21A9D7ocwFXs7EkRVmmQz0o+NJighBfeRjRnoNKKn9mBn3GakYTbQUfAO6Ma79WZvhaqUzPE5QFbqXsX/v7l+lzm8NSWf/sRCVe3wdylhLY1dbFRTtE0atPE1QQ/c7PY+A1MUAOtkdRSJNVK5ZkXUv4jPxqlZDJMrG/NzY9MGz9sI7Hd+D6S1KcRE4OUEQQog4YgBcRLq2oFNEt9djF++mY02U1STwjyddA12HiNxvV9mLBFvGC9RpUXJMiknWWrO9qIHAXtRZNtOCHxABN0E1VXA81qw8NipI4Yq3H9ADZGjG9Jan1MDoYEJocQU5/twE9vAYlAV6P2K0AWZB4bvwoq6hLyHpLaNJDSyaF5jr0QIWaazuVVNjxwj4T5C4gpAvP4mVMk9RQ27ieam1UxZdQqaregyT6QxmBR9DJJ3ccECV5oEbOey0NH1+Iil5NG+Brp4gI3/RvhBozFC0nkdxLp4kxDiPw14G1mo4jcgU1ex6n5HwPNSmG5B2Sxidr6HFRnL2hba29Sjeae2PGHq479+ycnVz6+aT6dC/3xrx/acey/7QvSubApbMu9kXIDKTMKd1k4UGjOBJ6YZPTsiD/VP5brvLl3unTyQjrdVjihcexT17qdunRCfD/TvHJxQK0uen5vWnqXHKGt4yadnt5R23csE89oU9Mv/bJBkyLotKSLa0i1JmOf/7yKHw5vefops/+RJ9rf+KEfy9576lA7fm4A1QqqzSi9YE+472gabQstI+Z2RPJcoVhscEM5cgDROdU4wMbnMX5F3Gp2GlgCalDd0/DZvohIDyJduB72GTe0LpucZyzgZCIu80b+LfAh5od+mnzP3nf+hN8YuAHj1gLeSZRH7gV+H8e1S3BC11uB/oZu4VUWGjoDLOHtyeYwsAp3f4FzWRkAloJsxAsXoXpI0CpeAJBHeVWNtx7MEdTOU599EC98vfG+DBoLSS0mKo9go0XVcxcHxv7r86VZK4x+bU/UV8zKut9aiUhoxAuVqRP3gVrEO0e6eJPOTxxFxJPW5TW1cQ+2PqmxrZkVa6LMho3WTvYH/ppt86i12Fi1NDLO9IinbUtTEuZmxQ8jxDeqFjSuA3VMKCL4mmreBnIOZK+YIMBLldUmMeODRzWuX9Cxo3UdH09MUzqQVOtSgsws6BxIDvfcvQdkH+hyjerTWp5/Lek/PZP0He0L7nvESEsm0vP7smCVQss0Nmkn03YRMQGF4hLqtUFpX+ORammjPvcMqeYPOjkeidF4CCSDmFlVbXa2tcksGDDeNC3dTWz98WdFTDMarXHcSVvF2uNAGU0eRROw8UsucXxzIDrCBPOuyksHJrwPL3W9yKG4Z9zlxPHAdW2CF/A23IixeCGJ/E4jXTxLdeLDOF/ut3NSxbSC5lGt4ipnl4A+NE6MH27T7s0nzNSFwZW///MBncvbb/qjX19JZXpPvGN3pfWOdfW7774prO45Wc30FLbw1N4Q6IgdwXvDoo7C/qnxufroRMnP51LR2EvHArXKig1BauLQBWmu1L1gcLhmUmRJh9as6I2TehwzNZG1o2Pn8b109cSg73d3q85PlCCqiB/GtBUjnTk32vXYLaunX33j5NF/9VFNdbZORROTLQDihVtQe5wkfgmSRcAHgTfwM7eCjIImwFm3ktbjwGLEnAbpQmS9KiWtz7xAXG2WVGtGxTMikkakhuoplCzoOty0N+A902jFpXGCv882ksylOI9vB9UaaseBPcwP/gnwG+SXzL9LZ34BC3jvoTzyr4A/58qzwMM5pRxsmA68xUFEmkEvu6k4qAK6ufHeOrALEUVlEXAGdJV7q2y+qlenoNNiUi9jgrWa1Ofx02dRO6MSLBLhNeA+8UJo37RbRw+kwkKK3PruzPG/eH6m6IlvL47UK1/+apD50U9E4gfZhtSPQZPlWp08wNDhdbrqgd0kdTDeJDZuwdhKZvOtlqSSknS7SCoDcRKLmJpmO2LJFH0d3LNam5ecpHmZJ8aEaBJjY4sJjUazea3Nz0mm+BXxM72K1rBRJMZPgW3XQruKoU5KIrNxSbP66WExYYhiGvSdLOA1ZG/msNF5xC6pffY3l9emKjtqU2VTWLJ+Kn1LO1qdXkzn6jySzOCZ81qdyku+F2leOYqNYvEzy4DD+Jk81j7XsIvMNKrGGxBzWETn1eSaqc34aK1MYlMS5pch2fNUxi227jQaNTmElwZ0LUn9WVy37H5MeJawMESQzSD+BhG52snmakwCz+OSxqdJF0e/9YtxATciFpLI7wbSxReoTvwG8Jm3bRNZgepXXeDV2YbDy0qFs6g9QlKdAC3g+7cBl7DJCVpWjfs/cee9DO895pXLdYbGql5reo/CzQppDyYMrBnsH1+WMnIs45u29rb8+vn56qHp2UpXKvSqk0cGgmi6Mtc0Mtdrsv7E5JFhku5jie8J2Z6W1fHYzPF4bMYn5VeDrkzI6d0P0r1uj7b0+MRVj3MH64TJYMumxY+1/NEv75JCz73xbGk/DVchjcpTiAnEC6sNScek8Y09EIMmA8BUw+nhOdCNYCbAvIyNc0yf+UGCwm5SrRa0DPKY00eTSwiKshe1zmbSmEWIrEF1DJEakEa8pWiyq/HA+xrIkoa94mUNtE8BP8z84H9PfslX361T/57FwpDM9x/KIx/CuXp519l6E64iaIEpnMzMPLDuzVeoRqg9iiYzqE1jgmmM94E3t7tL6uXGVPIWrvW3F0QivPBu4Jz4qTw2SZCkCHYvVu5BZC9qV4gJxrV51Tj95+X8F/fM5kGxGg8fPGcknZINP/bTHpVJNCq/hJ9JA0XKY7N0rdlNXFX1goxJNaumWkYkiWOi+TwmrGMnUzpXNybX2YzqpDFhaOcuWZp7j5FUczp2MqK4MiYuBQT5DmqzY5QvTku+x0OMgr0oSKyYLkVaxATtJHNnmB//IWlaupMgv1mmL7xCa2/sqn2mAzf8YkjiLzQqfMsxnqW57Q3Tkp6SnlS6Oj4dpb2wKOs+cBIvtCR1tHzJMNuf6PxQk4SFJjFhFfGmQAKncqGRKm0iUgQzBvQr3E0SHaI2GZLUNr955OMyOG74lQFDG92Bjc+AdBHkxgibz+OlAhFZhaswvxVzwA6czNALwKEFDcd3CDdYLF5IIr97+F1gG/BDb9ui3IOtH0WChrBvsh+bxFqdGmCmP01zR4W2ZbuZnagRekqYNyKmTzNtIZg4tbY7RyqVD5oyUp+rZIFZC7ty+fRMPhO2GtV6HCWH1OpsKhWU5sq1ZGpoMnvTym5sNZlJ6kk1nqtkLj35Ir5HR2Vy3uY6WzvV2krYns0U7lzprvLRc8tYfPMZvXRqhvHBDbQ0XySdBrVW6/Ovemmpa3nsVQS0PjcnJshppsPHRk8hJo3xXxAxa3Ck/UdBTiEyjdoCyimwgiatwIw0Ld1BkJ8W468H7XMyG9SdpIWXR2QFcAZNHkHtDjABaB9KCsiDnsPaeVAQeQL0WdwDcgduaryEq1L+AvODa8kv+eN3/Qp4D+FGa6Es4P8HShd9kI8CvwjUELme9FgCzOASzMtC0gCzjqOsbwAbUZugtlGVlKdxSdLVbW5FZDuq+7hCI7HAQRyn8k6numBfJC51KjIBakG/IOIXrNVXZv7+/5ZoeDjxSnPMnL7oG7CzSLL85uX+yl/6mF85flqT/iOZdFe617/p9ks6O3p6fue+ejI+q4Wf+BnjdXdaNFGsKjYWrU7GkutNMNkqUxeW0tQziDE+qokpdKXROLITpyPCdE3nB33mxqPq8aND5YELiamol3vk0VSwZI0hzCaSbgoxZoakntjJoQt2z1fUbNz4gtZlRhY3vyqFxSkgbhzjCVAByWA81TgO7OjBg3hdQ5lPflozxvcKisHWO8AEBBmDmF6MN0mmXbQy2kVc7ibMx6CTKNYVGbzNmtRfpzyaaLrlMHEtJKm2YetNXFkkvxVXKVRIibBwiLAgmMB+A/3HGEdzeB6XNO4nXYy/0SW2gG8fN1osXkgiv1tIF5XqxE8Br+NkMK7AmGasSdBEMZ6P6kXxggJeepqm7hy5yBJk7mPRhtOIuYgJ0iJmC9mu55nsD7hpo8XzNrct69zfGnjzx48ObIzq8ZLhqRJMlWiGEWn4USskQyeHS6u3rDogIs0m8G9JL8qX8ktb/bG9586Fa3oGu7as6ZYwNeV1tiVBW6FdLl0cByCOYkENxZ5WXbbxMElFyC/eiY1nqU7fg00OqcjWxrdSFfMqNuoW4yte2IxIjSA/4Ej0zKK2xpvGM9IG1IApQTwyHYqNC6idRiVCdAJocX6y0e2I2Yl4Cchr2GgJxn8JZDHYfmyScRpuADSjgyJjqgAAIABJREFU2ofIowjjKPOItHNtlWQ5paH/TK7n+yNIitx4kWsB3zoqYwI8CuZnwK7GDcQMoKx/+/k3BxG56zp7KSDmfWhyAggRswJNGs4z0oaT+LkJOInaCcS4RbKyFHRn4+9sALkN2IHa46AGWEKQv4Amyxo2gT+gSfV5iUvS/L4HLBNnW6Ozg3O3fCxKDe4+HtVEtJD2WyY++1/ebKvPwnzxZ/yjQXtGZw4P2UW/9Mtpb9nNjwuEOj7wBZrb0LnxejI7nTdBx3Q8fEb9rt7ztj6HBFkBsogH4mUl0zqplQk/Hh21A3/6F+bkl17V8dHZJDBwy7O743W/+uMtsmjZjFn7CMT1uk6cnKw+8yXf1MqRN9hnzdIVBVm0cV7EGDfRbTKANJQlaoCnauZrn3+SaLa+tOnXfvOSyeZ9xK8g0o4JZhCJcMoSUxJkNtC+aT9xdQTntV1xvEdxSWJpaB3QRWXseoMt14MS5A6Qaqtigi0ics91XhPjksa/A/6BdHHyOq9ZwDuJGzAWLySR302ki9NUJ34WJ3lwLUzYha2HqE0r5ixol6TbyqTb0Lg0RVx5CT9nG9waT5FnbP/ZuWTP/i5EbNzZ+czG1YsfBeR036WvletxfwwmArLQGjaSSAFv8fqeFzvWLGqN56tj5amZPblNi3NPf+Yf445caqbbM4WOj//4JZPPZ4mrk3jhHNk2ZWzg62BFp/o9wlBobm5CC1XJdVmtTCXYyfPkFoNnXsKEFhGDTeqoPad+ZkZMahYnPD4HxI32fQWYRkwdMVuvOR6qx/FSddROonY9qONqiRzDyxxEvFWOA6lTIFmSOIdGE2CXIGYKMY8A550Uhc45MWOyuKpInmvRDfwLSkOnyfUcfKdO93sZN1jcWsC3gspYN/BrwM8ATRhPnJugTqkme4DFAnlNolPEpVGSWo6wUJLgrbdFA6oRDZoKIm14ITj9w1Zcm/QYcC9J9QjQjwnPIMYH8eEqdxLVshs2YQQogFURWYzx29VGzxDNP05UeVHyHYGG2YmgY3W27bY7k+YfHSyQap6qnT0/6zcHO7HK5F8+vSFYuXYw/dCPNtuLR0d7f/vfv19S2SJJ5ZiiZ+hYupHa3BvYKLZDx6cm//Jzeu4Lu63XXDCrPvawbfnoL3RMfO1rs4V7t9XDTGB0bpj48KvJhc/+I2d3noizy9qDeHQ2XbLUJZf2yi8cmM/88FJjlGDuwP7s5FNPyqIP/cRc8sI/eHFp3k7v2217Pvg/ZkAVjXtQP4VIiDCES84QP5UKHnpfzStF/XhG8TI1hCbwfSeqQQp0FMw8Ik0SBE8Q5Gh0UwAsaodwXZRrCxHfCF7qFKnWYfzsOhHZcp1XTOCeR18FniJdnPim9ruAdww3WixeSCK/20gXv0514rPA/3DN741Zi+Vr2LjLuT3IOEFukyLHCZs7CPJN4qUjRG69/BYdHdvB9Mz9AIFvXsref8dXyi/veyDIBJ3RDJunYUcE25vg9avUXuMNj926VRI9eGm63Dx2YXK6ZVOv2frzT8TVEwOp2qmh+0hnT+H5a7HeDlItKi2tj2sQvERl4gHmLgyQbupGdRepQh4brSKaP0imdUJy7WnE3E+mc1REOjWpvYKN7wHZJX4qp9aOo0kPzhvcQ3UEWI6Yw+A9h0jKOWHgI0kF1UvYeDsiOVRngZMIY6h0ofVBoAkXBGOEKmo/AOZlkDtxAsj3ukoAo6hux7G2dnI1z8uhFbf6rlEaeoxcz9ffsfP9XsUNxsNZwDeBythS4N8BH3/rJlU7S1Q6QlJeCbJLU8XteMFyqpUcsJTaNGqCHZhwm4j4qJ7CaURmgPNcK6UFsAy1TyPeOUAd97gxzKZJP+KlEROj9hBgQYeBO1FrgY06P7wHpC75RUdAjHiZrZrLvkFSN6BWJPDxgljTbTkPGdFzR8hu7G7GOVzR9Rs/dUI67xwkicqme2Mz8IqqbcPatcRzHdSmOuzE8Bkp9ibB3R/yeeV0Pd3VpmOHzsnQXz7n1c4OTpFETJw6mVr8S78i5OK0trZVwkWdieefyVw6cTHxIVrclPa7f2S7n3/g4YBcMUdSn5zZtVczWx4yqc13eEn5ZHf15TdGm3u9ikaVlRKmBxB/DpEK6BSK4CrAEWiTt2LjvN/UGeOl8or6gjG4pLrXJdw64GSGJMfbYYAeVbX8U8YhVxLHZSKyFlj7llcMAJ/HxbyDC9zG7zJusFi8kES+N/C/8dYkEkBMiMabwPsKaBoxS4gr53TuQgG1l6Rt/UMoVaJSFciR1JRC65D/E5+Y59KZuUI+15bddtf4Hb/7p8Mlk6t1/85/WIPIiERRl0TRCfqeS9v50mRwtr9HM6mq7ju7pDOfyg8/f7Ta8+PbpPNfPhhTbJtFq7PU6+OEzRGZttvxUjspblzEmef3EVWXMTx8vD40UUsmSssyP/lzh6Vl1XLEzOOl2oEBorlxhbqrNOoQJqwBTYJ9nybJBPXZA9joFsImxEuNoyZCvPuA82hcwFUMu0FbwL6OtUsw/gDiNaP6GBrtQowHstoFa2ZR9THBTqCE2iOOxC7nERlHNc+VMdF/yrUpBXyB0tBD5Hr2v2Nn+72IG235u4B/GpWxDwH/iUbHAXDMD1s/RjQ/hcZbcOYHYONLVC6dwVXIbm+8vJ/K2P1gpjTd9op4/oNgDqPahONKLgOurEWdLuRDqCkhUnRtOdOHWot4WcfhsxmwS4A2VDeBfh1N7lfVSZ0baKZldStRqUJ9boZUyxEJcjVUYxtVouSF/2arfX2aKmbUf+Jfi2x62GNueIzaxDQigVl0+3mCdKxJbTWqKxnqO0NLyyh+8CJjxx4AHZGuW+ck17WUqDo5fXKwNnDwnBmbrZEMTlD5ymte2JL36bbN3anmuyTdfDi8a8V9vXf/a3r+93o8+Gef233ujz874cW1tLR0tpBpHxM/XxLj6ZKf/7jnJH2tMUuXJ9mP9ETMzflM9Z+na32CmDwinuN+SoxgcT7X26TQ87SEuRC1AWJCkLuQq/2qZSmw9G0T8ddAI1ysarzFTBHkTxE01fFS3yhxnAb+FmczuGshcXwP4QaLxQtJ5HsDt+HIgNdePV64nbh8QoQC4t2nVneCXybfm5Jo7nIATzf+H8iqdYlo5RCjJ7KUxgqkl0Z+c2py8b/5eLUyUJ8JZyYrF//XX78JxE+v6jmx+Ofev11L5Yssbu4EHsvuP7vj/2PvzYPkuPL7zs/vZWZVVlXf1Xc37vsiQBC8AYLkXOSMRhppJHm1OsJSyMdY8kq7odXaGq8tWXbYsqzVaB2yHdauLU1YGksrjS1pZngMhyQukiABkkOCAHGDALqBvu86M99v/3jV6EajcZEAiKbqE1EBdFdmVmZ25Xu/9zu+P4pR6/Dx8xtR3pBkIgOEFf3GBspTwsQ51bBZTW33sjjHy5z/IEuYXJF48NFB0rV50egpSqOvkmzIUxhZQmnMA7MUAYJMQksTJyiOPaAuP+iY1C1aigkewkv0ImYYdCW2vAZXEboRZBdinkA4hTKEmDxiDmH8L6K6B5EyJijhdDffxBUEpCveRh940g3OgOo51HrMTJQweyKcn1rgWaZ6dpDpev9D/XXvdhZeGk6V+SgMCvA4ql9C7b2gwyBHVfUe4twhonyrUz24jEkS9QHYfiDEC193qSF6BuQC6HpBHwIyYEu4cLUPkqjIkBUQaQCNEe8FRDbjKrm34iXTTHssVQtgD+EMSEXjV0C3q41P5p/9s2NWfT/z2Y3biIs9JBtG8RIJbOyjcSR+IN7ydSmdnMzFq1bFfnmqldJYmfGxvA73lsun+3YlHvItWk5oFJ2T7NIzOnKsKNrYTseWkiz/7NtayvWbZFqJSifjqYsmyFidHC9KEtT3E0TFcjG7qDOZ/tKPJlT1LRFpFpFTwDmTSGxb/JW//1jz5z57unTuaG/tgw9F4icF8ZtARiWZtIgEQIsmGweZuujRuiIpte1LEG8c1/faununvRXRdivG80nWZoFHnB74NbnaBgURc0JTrT14iQwm6BIxy3Ai8XMpAX+NMxyfIcz+zW6ycDeyAMfiqhH5cVIY8oBfA36duQbkJUwPIjnE2yVCAT9ME+UaCJvAxmcRCRC/AGSkpSX2Upua6T91P7CHwbMZ4miTn2mYqNnStejC7/y7yaC1dQDxvIYvfU6jINtz4Zm/GmlbUf89qa+tb/j0vcXS6b5iet2id/0lG4rUNXuy5qEPJBG2VMTgnpxZEesus/XzKTZ9NtAwNSTlolAaHiIu7kapRRKLkHwbido8pYkBvHAQVEnWKyZ4R6J8PZn2Wmx5kmSTAqtEyznAgnkJJIEbOOuw5dcRv90JiXtTuEHyFVznjLcR+RTOO3LA5V2RAQLE24nqEKrvQzwK6loezvkr3MBfqhnM75If+HlSLT3X37xKlTtMYfAHgT8AWt0sZIbQuBd0J1o+QVxiWtCR2WONCc4RpJPicupmhagrAuOKBX0VeBTXjaQBaEDt4YoHLEI9wIyi8VrEdIOeBb7jttO3uRSFwKB6EI36VbVZc/3f1vy4SZR60ZHRNPzgCCaYIM5/Co32alCbIcikKU3G2podr3niyZA43wD2UUnWF1j7QCjnvr8naMuVpX0ZmqgpGi9Ma1wSeo7HSmpKJCiLSI4gjCsi58ZkOmXxP/2X2rBtq57/o79g+b/6amrsyEDY8dM/udEEiaWVG7AXN1YsB0Y0Lu0O64v3hg2rpkyQiipi3opIG8oASgphM2Hji5Qna2hZhyTrQndPBWC4UnjUx+XzbszlnAOptALUNcx4kqcrDs+A9OBcn63ACkQ2SqJ27rg2zTjwMvCXwDcJs6NX2a5KlQ9F1Yj8uCgMtQPfAB6/5nbGuwc4gfG2IN4kaDOl8cMk6mK1xV40bsVL9wqaoDAWkRvsILYQ1kzS2AbNmw7Sc7goxw50df7UU8dl65cXizFpe3bfiaFvfvPE8Iuveg351bUX9hwp1m1dKW1f3pGgobNg1j/dJUFypj1jlH8eGzUDk6DfAxpEzAg1Td165tk3VamjtmtYgnRM2GxR65PM5hFRSpNFoAxSFsQiBkSmMH6MCQylcUuQOaPinQf6KgakJ2ISxPkCardD+X3AR/wA31+FamNlUJ4EjoGcw4V7zqEaIbISoBJae/TSQt7NoyfQuBe1TVzfEzmF+AdBmoFnyQ/sINXyyRuIF9ryt8oMhcGfAr7ObONQJIvKIVDEBCtJNqwEUBv3UhrrBbsNKJJsqhdYCvrOvMcWiVDTCboXNAlkURXQUZy3yyLyBsijaJxE4z0gFpHP457Ng6CtwANOVzI6ADytU/0v6MHv+OVzF6PcOx/UJDZutUGQbFBrc2j8PF4yAJ0imipo36Ew2veC563b7JnOrs3iPnMQaJfFW/MGTaLWGtWSqs1J2NBMy7o87cvyUp5q0LEPxtX4SalfMoVgxDfqN3fS8BNfkdrHv5DyGmtTmS2ZOozMajSgaWCfWl1XfH3fQd55pmw623f7T/7kMkxwP27R+g7Ig2Bfc0oQ8q7Jrn6a7NzIMTBfhzJHEdgPUgI6cbqMi9wpMAi8jRMQXw6MV1q8Lr3Gt+E4Lv/7IM4QfpswO9dQrXI3s8DG4qoR+XHgDMiXubKg43JUx12bKeqA91HbS1ToliCzWePcIaYNUJEGrM2RbLwQTx45V7owfD65rC5jjHePTJ2v1/LYboJwQrZ+uUmMSQOoSdvobG+86acerR/ZfybKrl3smdgKtnE8HjERPR/Um8UrEWMqp2L9ysC62K2JNYnYsgDSvEHwa1qw5WHEU7ygIC7/sAtVoXF1RqP8OGISIhIrTUk0rhM/ncH43UQF1JYvoKwhLvUw1fsE0KN1y84IdnvlZqytXOtI5e6cA3MEMYuAPtQWKtp1m4HnwGScyDFJnKG4ubI/LnfSrMTak2j52n8DiBEzW2vtL8kPfI5Uy414MBcM14+mVbkrKQz+GvAbzBfJEPOQM+oquY+AGK9Tk43tlMb2EKRVpiVinATPIWY89eO4ns6rKp5/V/2r+gHEp0FbQPa76mM7hshrIDlsVIt4S1xBGwbXTKAftX2qUQLVFuLSt7Uw1cHQUMp76DP5+i8u8kyYbFZrU+T7Jkk2Licunscki8Q2EV8cmpJUKiHlyXaSLT3E+TzIMODjJZeILb+DmDTitQqyTOPSa9K9JkQVgmaktqtV1D6iqv+dOIpQGyGiWs77/uLlKUq5Dfr+t4XWdeel6z5V1RfQOKXn3xsa+/ofvDLw0ls23dlkWz+XCiv3ZReuMnrKDh/7lgTpotR09WCCL1/jL2VxBUmjlf3TQBciCWeIzoOTHmue970ZRoHngGeA5wmzF66zfZW7nIU2FleNyDtNYagBJ9Z6PQPSgu53IrUmh5AGGggyU2j0LKVyjRuXAFt6XSWxVISx0hS1B//+7+1c869+6a2Wz7QLpcnz1HWMSfeD74gxT04fvjhe8uvuXRFKY200OfiOElub3dCtpTPnpuzpo09q3TOvB5/68l5tTRpSrbGE9bV4iQEwLWjsDDplEGvPEdTnXCcdW8ILu8T4BjepjTlxXQTxR0GLldKzAkgRCFzXGRA/FQOdKt5pgpq3AaUwGGuy8YiIrAP2AAlM4AZcl5y+CJFunCDyOeedNG9WuvxApXITJyg+D1FfZeV/dcR7i8sT2h8D/pj8wI+TavnkrPAX2Oq3ClAYTAJ/FzeOjwF/AjSiuhaNJxHvHsSkZvU+BkBEjIZNKrMXRyIdWD0O8fOIlwQ6QB6puO5n77wENa7dnsgjqN2DxveDb0EP2vzQiASZQTFeHSK+YmJE8iJeAsxaSkMhkxdPidoB7t+Z9pu6uxEZxMYDxOVTiDTjpSOwHnEuIi7V+uu2FLS1AYbOhpTHTyOUyXQlxU9nEGkHOY8JukFPo7ofkVCMX4t4ZcQ8DuxR5KwdOFFPaWJU6toSpLIFk66vRbxWSTV6bPzyWUbP5lT126JxoPmBIikvUfcLX23N/KztCDo6OlF9RozJAga0gPihaVoTg06BxMyMM8KMUR/j1B7WVryJ57lcAPzUh/jLv4kzGp8B9ldFvz9hLLCxuGpE3nkewvUlvTaqrzktRFNCZLWTv9ESSA7xxglq1xPnd2FLO7D2fuzEUS2Nq1eTioOGmudGXj5YavnSj0ySak6I8WsYP1vSyVMnMf456pbW9X73RW9s35vFe3/xB5K5oYlyNJnX2o6mwL77TtnPJC56NYmsfeNbIo1N/TQ25nXTE5OmoUsR6Uble2icBfJgJyQIH1PsbtR2g9SDLHHXYN/BxjGAGK8VUIwXC/QjyW4wIRp34QWHEO8RbPS8eImY2kX5ysRXVPHbtTTykpjkdkQC4uJZvOBEJSeojJDHdcm4Bxu9ip98CjeYd4KedB4LbQUOgczkDTmpkS1cE/MWmPkEl13la37gK6RadJ73Fxazp7wqC4ewuUhhcAPwAHCUsLkXgFyfAX4TtTFo56w9LMhBxJQveSCnUXsM4rVAC2r3It7qSoi7DfR9YCcIqI5BdBRoRWUXSAkT1KjGr1CaEkqjGTX+KJJsFMy9aNyLLR1QJCbKH9Xi2CR+GIrxPMK6EpAG3Q66T/ykr4murai+io3qiHLDGG8cP1RpXg4tK4po3ISNxwlqYjR+FSWH8YzLw9Q8tiwCEeKnEbl3+upEpNm0rhoDDUAQkRDXuq8T6JQgdYaWNSUgifjrJdPRJRnXVtprvHSXlgCVwqTKAyM3PYVeoeo+zzZDwAlgMa6QCZz25u8Bf0WYvXizH1plgbAAx+KqEXnnWXnNd1UjNzjG9zItgq28XFlRv4arlFwryCm80KrxX9H+9yYo59BiIfbHB/KLf2SHTL56uAG/sSResgCS13RrmiDdT2ncZ+r8Fj8TPpPZsD4g28HSL96r40cvTGmsmdJY3kpz49tTx4ZrrInHM2v9tBdHGRnuH6eurVMLI4fFSwjoFrxwD2J2otIrQaYGuGfWlewF2YbxnFi3jQJAwORxq/MPKrniZ1Etge4DliJeH2gJG6XRaBmeDFCaeFADXhE/rAcFGxUxfjswgWoJtWPExQOIeNjodYw/hSuYEeB+4KDr8KCvgCxByxe5vEJ7fsQrV3Tx5uPvARPkB351oRuS4ibVj/s0qnwYwuYp5jYrSLdZ4KvkLv5t4D8APSAnQFbjWtpd7plXexSN23BFM4AuRfVsZYHWVnmdRe0ZNErjjFYL+gHoWi3n9rnWh/acZDrL4qeMwkW18V9hpzpR/TzoPs0PBYyfW4QJJmle84jaeIrx86+RajgmyaZQS6NlvMQR/AwURjrQeAqTDrFRhC2W8YIUXqoTXwQxJ0EvVPJtYiAHshaT6ANdhlQWso4YqBGRzXNm6JM4z2ARt7i/1nx4hEsG5C1FcO1Wv4vzLO4CjhJm3ZhSGKrBFQoOVGV4PvksxLG4akTeea4ePnXSF2+jsQV6Ue1HbdFpIGqME/19Ho1D0DZgs4h3iNZNn2H8/D479V6yPIF6vf331GYzLcSlNzX2e7CR6lRfiJaLIjwMmCU//NlO1E4ChA/3qwmT8diB0+WgrT5OrFmEaUqUhw+e8ZKDk4EdL1qvo88zzZ1e3ze+3tb+o18clExrP2FzDapvotE2kJOI7ONSFaEKwus48dzpp8JDowhEET8BWkQkAgwaTwDFiog4iCmANwTyZGW/JCYogj4IbAE5jUgj2KUIw/jJSnsNGQOexhXbrHbeSOqADrAdqL6K61l+HcxrzLRsvBq/gsuR+s3rH+8uZ4EJ3Fa5AdLtf0iu/6uVIrOuWe/sQPUwIutRexyNW7hkQAKwCOIjqNk2K7S2GOw5ZvpfT+IWaGnUjqAaABn81BhIiC0XiXM/5DbV/UT5ZQTpAC95hii/QePys9hoCeXJNJ43TqIhh0lbYJTimAF5l7ikmEQOrEH8mMLIKjKZw6DrET1WKcC7H5FDwEqQowiPMiN7Ns3chWAZOM10dfP8lHAFKq8ArwPncMZoVPnXMlMxPY3BtSlsxnX0yeI8nWtx6UsdlX1fwRmL+3FtIs9cNSQdZicr97rK3xQW2FhcNSLvPNfKX3kF9FHEgGo/2BHQBuLCOsR7Fi/5IKgHmnXfNHsIaBOR/dYLJqIJqRv5+l9eClPFw6fFpBvrSBgr+b52wkZAksAexDyA8ZIAZ7+xe68ZHi4We4Zr6htSQxN73qJhdXvcsHWleK2NCbP6oXHT0Fanmhysf/KHy1LfFYC3HzEWbMYO9r1UeuGbniRDd23GI/jcj42aMKytdFoE4w+iNonxAlxOUYwbhN3qWqQVF15qA6lHggHwxlFewc/EJBtWIbQ6I9AAjKKaAHpxXogkIrbyec+APF0Z4/O4YoHncNWPj1QMyfl6xTrE34WYqwj7XsE/Jz8wQarlaze4fZUqdw6R+QrABEii+j7WngUNcUakBX3LhYhNJ9hnUJajnAXZWum3bXFG0CTwiKrtq+Rv78FLzhTqGP8wsfSitoHy1AaNi2cpjKSJra9lsw+TWGz8TJHmdZN4qQAvUcRaKAxOUZroRu3jAMTF3dR0TYGWSCz6JkFtM+hfC/JFdyn6XZAUbqH4qXmutQc3ruzCFdi14qqbV+OKUnbjFpXTc+F54F8D37jlvaILQwJ41RzGKp8kqkbknWfgqu+IPIpyHujGaaoNoyzC+K+BqVONxkD6BLMCkTrUBGA9YI14/j6sN5rYuHG3JBKKSNz/q/9sJar3Jjaueyn7Cz+3ApgAeRUxl6o1VXW8oUYWmbrmLpZkx0mGXrB2ScLbsGrKTzeMk2qIpHF5JF6yBnRzpr7hJcQLCGq2AO+BV6f53Kg9cejx2ZeS+IGf+sDJ7miIeDEizai2VCasIzhvQQ4xAZCvhLRLbkKQUkXOrl4EJWxMu3C0jGH8VUAC1UOgAapTwBeAGJPci0tanwReqRQGTAAHmK2BJ+ZhVHtxk8gA6ByDUa4n+zOX3yU/sBr478CrpFoWnudggYVQqtwwZ7lSGxXcA9aMmAwaL8J55yJUu4GjqNZUCtTWu03V4IT3e3Dah23ueTWH8BJlbGTFS6SBXSBTRHnVs/vX4YdvIcRkWjq5ePakjg8v4lxPhvH8UTY8akjUpzQ/VCDIdEvuYg5bnumtncruIlG7EzHfQUwWLzUqInUgBWA3yBJEPgOgqiNg38FGY2iUEy9sQMxanAd2thd2Ng248eIM0A88D/wbwuzER7zn8+NC1FUDssq1WWBjcdWIvPP0z/lZcYPYBaCMMkE0WYcLiTytynP4yQw2KhKXazB+vZrkuEAdIu2o2Q22BSCxvKO9aemP9Guirr3/q/8iRnUxQOnIsR3D//6/vFs8frK25R//r91Be9ulDxeRurqf+/l3yv/jvz1KOjwV3Ld+sYj4ZDI1NC19S4KMh59aish7Lp9RBS9sRrUPdETjuFR+c0/N3IvUqfGjUt+UROMBNBbwCsAQyGdAD7sCIbG4sM85REIwpcr98FDNgaSBccQTsCfReBPiH0fJOUcmdUAAPA8mxoWx9zrDUZ4G3sKF33aDjXDCwdMX3okLNYHS486JJwAfbNkVfN8UX6m8LPmB93ChqudItfz5zR7ojiMsuBBKlRtmvsKNUzgDqtlNWN4BNE4A91RygDtADzkBbdmFmCRqx0AeZlrDEABJiNCJlziLl0gxq0uKBGlUvBNMDTijcKIfNMrj+Sdpa81IKulpYaRM7mIjyfo+gWFquj1yFw/hp4bxwwATrAOOIl4KkTJxvkuhH+NnseUJNPqAuDiCLXWjthlXBZ3Dr/k+Xmob0w+x2gM4RYgGROYzqJfiPJQPV/MOq3ysLMCxuGpE3nn24HJtiriBfAVOg83psBl/zIlq6HFcDk1IlNt+aW9bbgPZi5fsVlXFWWgAQlwaQQk5fWAqXNk2njs42ovVTuLYL757+B6/u3NNnu1mAAAgAElEQVRf0N42s9KvYFrbtyd+/n+5oCdez4kf1FHTcgApb0e8jXjhqyKyGfHPY/wiNlbi4jB+WKfIF4t/+u8O25PvXTEw6+TYMuqbVoHschWR+gjQg5i9YKa/d104A7q2svpa7LyVtCMeqH0GdDWuUtHD5TG1IzIEngdqUPsQyAFEk9jyy4jJIWZ7RXbjXudEUYtw/1X/IiJdKJOgx4BJNG4Gc9HJh9w0BthUeT0G3P1GJLLwxMmqXJ/8QAL4zJzfnsUV7M3oD4q3DUyExrvBTqfDbAR5E/EqXno5i8YRl88Z+4AMqnVoNIV4e0GWIdKlNj6OyEzOoAgEQZ10d3QR1AwQ1gaSbkmiOoKfTmH8FGonSbenETOASRjUHkBjS5QPMP4TiLwqce6zOjWyC43rCNJbr7hmL/2m+MkJpvMV1e4FbQTZBgrKm4hcuZ/TbWzEVUZXqfIxsfDG4qoReacJsycpDP058G/nfV+kHi+xhzi/A9d94EqJGY2b1JZ3Oe+BGIwPXkJJt1jKuZTU1xXqHl4XlU71HIuGJi5JfETne7fFE5MjXm1N49xDijEd1DT2SOv6w9Ky6jNq42Gi3BlcgvlxxDwKCsZ7ETUequfiIwf77Mn35stDgnyukotlCghjzpi0K9F4+jsn4F1AJMZVWSuuSnEU6AG1YNtBu7HRecQXvOQK1L4LBIgZB212hqZtQ2UTNvoOYh7ACw6BRGhEZQJpALm6a1H1IrDssjC2xm+DV3+N6uwboe4j7HtnWWAhlCo3RAq3WE1Xfv4Al0bSesWWAojXjbWHgDrE60fMtpn3ZTHKbmY0DvfjWiGCyAlM2ExcmFAbtVKe+q6WJnbQtOgEA8VXKOUewngHyS5ZTRy9RXFoC2LP0Lgmj5jNlMaUuHwRlbzmRw5x5kAL0E3r2sOSXVxLcTgmqH1WEjU/qGqnc6kFGCLROEx5og/UIh4YXxDzNBq/BLIOjcsgQ7hOWcaNGRQRSc5zv2qoGpFVPm4W2Fi8sEzeTw5fw3kj58dP309QuwsXZkmBTOIMLIfG64kLO7Hlh5GKV89LDkmYbRY/NYbnx3heYAuluQZQcvybfz1/ezOA7KKy5kcDADFekyRqt0qQuRcTHEPE9YwWU4PxWlTtjtKzf1p/1WOpdZ4AkRAxzbiK6pOuWtsk3IvpqtAaIAva7arOtX46JxLYg3ggZgSR4xhvOcbLYrw6xOsE1PXHtt9WGzVjS/2U85a4AOh6kEJF1mSec9T3Ud2LM9bnLKh0CxoNO73OD83cKtG7k+kQyod5Vbl7SbWM4SIf4AzIJE6uZw6quPZ6yxF/LeIvvsyAnEa89Tg5oR4ul8iqAbrwU+uIci9RnviMCKEYfyON3eO0rn2G5U9MiZf4voS1X6JpVU46Hl4hxn9a1L4rQaZTvPQwaEyqsZ2o2I5IL3XN96NxjJcs4aeeUtWDevGdXTp2NkGifgwTviZeYlDCbErC5kiC2lEnPyavI/IEqhPAE+769D1Uz+K0Fw9e5Y7dnlzIKlVulAU4Flc9kR8HYTamMPSzuMEsPfdtEQnxkjvVJI6DHRPxtqnqBbCHUSylkW1MLwBsWVSC/SLBE2qnXlW1ZQoFP5bQ2Hype+6x868dWNnw039LxczzrUuktjB67tDlJ2Oa8ZJfqHgK9+M8owUx3p7UL/3rzdHbe/eXX/rLwN9w/6jpWlqn5VKfJFMdpn3JIMh5UEW1C7VvYsvNgCBeEQgxfg94Ec5Y9oF+VJvQOANyHOMVwCsg4uRDnJxOufL/BkRW4CVXEOXPKJwiztWonzohok+gcQo1exCvg/mo5Aww09VmPrrQqB38EScndNN8FC/mnWWBhVCq3DB/hFuoLWVeAxI0LrzFZG9ITfdZ8v1nyHRsEbxpL/r3gW8BpxH5AOVTuNzh2bQD39PiWJHS+LSn8iiJhtOSaktjSyuZ6p0gqDlNonaXJBuKAjtRuwtsCmu/DVojXrJZS1MTLNnWL3Wt0/mVRVKtaUR6iaNJWjdEiOTwwggTdAHDiEygmsV4lXC7GULtbud11HdBdiAYiI+i3hFEyle5V/kPdYerVLmVLLCxuGpEflyE2fcpDG3EiQF/br5NRGTVdG64iHSA14GAJpsOE+VHiPNbET8WkUe0MLJLiyNpEpkMLatGyrv/GKxeWZVobVfulddfz2x/aDleeISwKYOXbAYQsDSs7FDV6XZ+CvgiQkUBtdFtRgrks+KLDbY9fjK4b+dSNC67AhiaUVsEsojksFrGltNq4wm0nAKERJ0VJ7dRhwu3VTr4SIwrdqlDzCjIBpxGW4gLc9eCPAT6Mq5C20mAwGOCnNNk0zIxZj02erFyDk+jsaLyAmJaEMnhKlBTwBSXtzO8Gh5Oy+1axubViMkPBKRarjZp3SVUvYqfWFIt3yA/8D+Av42Tw3oD+DHgHwIrVG2OyZ4U6Domz+aAxeQHd2mqdbuIeMBxUq3/5NLxpnr3A1txldotOCWEMhrFxAXDdIME8fsx3iawJ5jqTeClxyTT/hTg6tZsfAYoYUwz6BbnPfR6JEilaFpWQvVbECeJ8nlEygJNajwrahoQ04/xY/ESQ8CTTpNWvofSBWYI4k+D7kY1j8brgDdQGoERRH0IylcJGS7opgFVPgksvLG4akR+nITZ0xSGngZ+AhfibrmR3UTMeoIM6qcnsVFZpy68rFM9j5NpOyxi1msQvl7uG7lSSsiYC4l1G48Gax9ooGFNVkR2zHP4azEnX0gM8AjCEdREqO1HTCNuIqkHxhFTQEwPnmSQMEQQNC4h/ihCAY0iVF9GNcSY+3BG6ndRW4uNjlW8kPWIGUQF1I4jsgVVxUYvglb6gesO0fgYKh6qy0CWovoSIk+APgD6KsgKp7/JVm4mlUNtcK2UyquwD2eAbiY/8C6pluLNHqBKlVtCqiWPW6xO83vkB76ntvynTJxpZKYNq4uKlCceozz5ttYtj0Tk8nEk0znBVO/zuJzuQaAPp7V4UMKmLVoabwG6CDItwGnUtuAlzpHILNXyxLsS1G5yB7JLgQlUUsDroCWFGLU1CAK2BvE9CWqbgAbEnBeRbWr8XmBcjBch8ilU9+B6UoeIrEK1rRK63o7GpyvX9CDOy1hE43HEK1UzuapUuTVUjciPG6cd9icUhp4Dfhv42RvdVURq8IIntXbRsISNLxNNNRMXIF/QTDbxhdSDSwbGL0RvSbYjWfMDP9KS3LB5vRgzf3j3xihd5UzWIaYHbCdoCpETIGHFgNuDSEpU6zCmG7CoTbjCGSky0/1BgADVHjReDiwHEZTvgeZRnUSk0fXODjdio90zBuQlVmOjIs7b0oGYBpyenId4n8OWdwMW8W5yBrEPoGYQkWHcpNmGEyu+Gjlgum/vG4CSH+jBSaucBi4yMwH/2V1hYC6wZO4qH5FUyyHJXdinifoNlMZmjwlvAg9J+8PX8p7/Pk514CyZztneu7+gMArG/5VZygavkO5cjsYnsSVR1UkRqQHeAcmBXsBJb63ESx1H4zy27DpKaalHxT8sJtFf0awUcZ1f1uBSa2B6Iaz6BmAQeRM8C1pwOrL2CEgfJtGMMUVgA8q+j3bzqlS5jSywsbhqRN4thNkh4OcoDP0m8OPA32LGELkmItJEovZxErWo2hPijY37P/Mb+0nXNTYbs1Y8f/FHOLM+nMTOSVwI+mon0YWaUdAeRGaHfh/B+M+jNocT/Dau040Ash4TNKK6F7XiGmbYk7gK0Fcq3Xkq3TXiFNbmgAQ22nWlQDjgCmTyQAExexHZiOokttSClT1gdwCiRC9gEutEpAtAVW3l+kRci7jZ9AN5ND4CpnmWUHsvrlhhCdN6kzPEuHDfpbuDE5DvZqa6dZq/R37gy6Ra+q56b283QqU7ZZW/SWh56hvY0u/N+fVW4B6uXnwCmc4C7rt/OeOnQvzwl4EzqB0EimACMaYdvHa8S8PHKYUlxMV38YK1It5ibLxH7ES9qg5eOp6YPF7SIPIw0AB6iulwudp1qA4hkq1s3YgzLD3EfFY1fgFrk4KOY7waBAW2oHoC8GHeiTqe75dVqtwxFuBYXDUi7zbC7Gngt4DfojC0GmdQ/hRu9X1dRMxK0o1zDaHZPA/816u8V8AZYTlgGDh5WfeGwlAH8BSX99md/eENuI4M01WQIOKh1CBmOUpvpVJysCIILqiOVT4zBl7GBO1o/Dw2qgEChSxqPaAbEVBOi9rPzV6tqWpMeeJl/FQWL7VMREpOJ1IPIZLBBKewpacq2w4S5zdCLqNB7T7EW0R5PEbjVQDqpfbihfeKSKZyP6aAZaD9YO914TOzCaivTG4WOFy5hmndz3eYlj+5Po8CB8gP/AyplpducJ9bzwJb/Va5BeT73wS+iRsPLuIaHlzEecs/DFkRUbW2yT0vNII1qHkTYQ0QI+b7OG9kvfrhMDZqc6mIdg3QCvY4ACbxCl5yUkQ+i2oM+hzwJPAeSC/itaF6Htha8XoK7lm6qKpvMXWhjDJFTVc3RlYBb6P6PPCgK/i7ghLVbjJV7gYW2FhcNSLvZsLsMeBfUBj6beA/A//zRzziHwJ/lzD74Qo9wuwFCkP/W+VcroI0g/bgJqNhII/IDpRToK2gNUBcMSB7cN45RWQneMfc//164uISjH9CjL9dy/ldaLQTZLeI+TxwEZWjiLcFkXqi3PMEmTpsPEqcfxE/vQMxh1HtAL2I8Dkk2KW2tB1bOu8S+YHy+KM4Q3FGiicubMAE74IsBnMakUdxoed7AQ+1TWiUAAJMYrpqe31lb4tra3mjBuQ03cCL5Ae+BvxaJYftDiILbvVb5aMj7Y+MAb9+yw5Yt7xHx07+IsQ/g+p20O9jkoMY70lcFOOiCz/rM0Asxm/HlgfRyHJpkSyN+KmXEK9bxAjwV0iliEdRRDaAjCNyD9DmQtbswz3Hh1GFXN9ZisM/RE33+xrnmyDxNuLFqD7F2MmXSLeUJXmF2EJPJbWoSpWPkYU3Fi+ss/2bSpgtEmZ/EldN/MKHOMIU8CvAz31oA3KGPwS+e+1NpAvnmRsG7nN6bXoOt9J/B+ep7He9d20BbITqLrV2UKPimEbFWJ2hCZgIP/0w4n1bxEyHgttBd6KRC20HNY1iEhvES5bFJJ5G4wNOp1IHgSdARDUSNH4WjbfMOdnZWo4RQW2PiDwEdKJxU+X3eS71QdQhXLJ+APbsnGMZbrA46ir8MnCQ/MB9193yViK41e+HeVWpMgupX/F14IuI/BjiJ8QLPu+0YsUg0ukWjrKkogHbCDzMTJRlSPz0ERGvKIIAeZAUTpVhCpF3gEOg089sG3AEt2j7LG4x14zxm9Xa8zrZc0QLQ5NEOVDdxNTF7+johQnKufmMxTO3765UqXKDLMCxuGpELiTC7G7C7GeAR4DvcNVCl0uMAX8CrCHM/s4tWWm7Y/ydyrGvgSzjUt9qPQ50IRxEzEbE60DIIqYO8cYR44w1jWqICw8QFx7BSxx3Mj98IML3xEtswOU8ziYFukS0/BAihzBeiJjvOi8iAuwAjMbFPdjyY6guZf575sJYQc0bAoLqIVQjYAIbnUHtaVw4bD+qD1/aS3XysqOofQ3Vo9e/iddkHfAa+YF/Sn7gzkUKFtjAVeXuRRrW5KVhzV9j/J3AP8OFy/8Yp/F6AVtcjy3eQ5RbNWu3ccQfRaOk80yaDCIJRVdrfrBfJ3uMlqeGUQzIbE/93Dztcbzk/YgcBS8pJngfzLhoXIefjKR9fYJkw3zdaq6eA1qlyp1kgY3F1XD2QiTMvgp8gcKQByzCVQq34sKu/biQaj9h9vZU/YbZDygM/Tzw/117QwmBx8CcANvHTLeIEVwVzfT5BaBdiLcak3gOMSnngVBB4xMY/2lM8B2Qbdjyd1H7aZyROIWY9xBzAecpLCNSiwkGQbYDH2hcOIQtf9GdjmwAfy8a3wM605IwqHkDG5XAPIa7f23Ay8DjKuZZimPdeIkevGQ9iCeXHliNKpqUBURqEHkM6EO9MUSu3s3n+vjAbwBNOO9klSoLDqlbNg7880u/mDz3L0EfwxXYzX4+ehDvZOX5WYFaiAsjiK8UR09Tnvw8MIBKCVvuAnkOP7kb6NK4vF77Du+l//16/OSUdG6x6vs9kmlvxiTL2CjEeGOofVP8MEDjbrxkZp7TfeM23ooqVT6xVI3IhUyYjXFhmDMfw2f/eaXrzte4fEK4EpGVqEmBPYXzDh7Bedx2A6BkQYZE5F38sIhIjFoftTmn/Wa/hZhPYYIjmMDDll9AbRKkHZEkYrLAMVyYezPIu4gYVPvFS3xRTXAcWzqOjeqw0Wq85BvEhZXAFH66KGIexvMGXdEMnbiK9ATIGyKmWZN1vQKJSh/HAeB9XJgeNK4HWw/eSEVLshH0fZB7PuIdvgD8m494jBtk4eXhVFmA1Cw6Ahxh7MT/DtQj3tsgQ8ATThbsMho1LrSi0Rh+6q81ysfEpWaM3yEioqWc1YvvHWXwGKh9BDDEJfT0npjVT4wBTUyeexbVFMm1zSCrwP8+YnoQ7+k5n5UHnrn9N6BKleux8MbiqhFZ5cMTZv+QwtB3gf8I/MA1t3USQB3ALrDZy9/UcSBCTA61FlXjkuf9tRAnQLYBhyvJ9O9gggy2vAbnjVyNWsBM4QVrUH0HtIhyBOxG99GyCvEv4JnteAlUdZF4yUlENqD6LhqfBRnFGLD2A4RPgXwHMQmgQTBrwOZEzDpUXwC2oXoc16A7gXhLEdOL06ScAvn0R7yzZeBHSbX0fsTj3BjTeThVqtxupnqb8FI+LhrRjEbduLSqnThv4KU+92KCfsKmNlUtIX4RYTsafRtJ7hQ/USPd90L3vahaS2myR+NCP6VcrfjJlYBSu6hZx84MMnqqV+qX1GOCApLMzPNd//PLVCiqVPm4WIBjcdWIrPLRCLM9FIZ+EPgHwO8CwVW3FXGThZpesPtwj4wPxKBPOsFgLeF6Ti8CvQhmEie3swI4DHIfwi7EG0PjTlwf7bMY7wJogFAH9IKOVd6rfDbJ6aZmIrIatB/lAiKbwBtjujOHkU6Q7wBNiJRANiG8AgRoBFCHLZ8COipVoop45xGzHbQRmAI9ADKTO3nz/BKpllc+wv43jSywVltVFhhTvSuArwB/BxGXSqJ2iMvnoPuBXTiD8iIuV3mFiKwmyOwmLnyACe5D5LI8SBFjNFGLlOKlpOobAXRieK9eOD8eDQ2VNVOblMkjbwVdtbD8kRXmymj2796OS65S5cOw0MbiqhFZ5aPjim1+n8LQG7hOFouuub1IJ3idqL0Aegz3PTwE9j6cV2IXyDnQIiKfwnktenH9sx3GexA1e4AWRGLASf/A5PxC5KYF7CTTYsXQCzKKkxc6B3QB74KsrVRgj4JkEDmAaovTtTSnwOaBnSBnMf44JvhCxTgG1feBtZVc0A/Lf8Z5du8ssrBCKFUWCLkLBtX/AmzGFbW9jXsGtyJmpUshse2z9ngIeAkkjUgzLr87hZj1+KkRcbnPcwsES6AXENmG6l611ufNZ5p1MpcvvHE8XR4vdkwUy4cWf/WX0yaRWjdn35cJs2/dnouvUuVDsMDG4qoRWeXWEWZfpzB0H/BHwNy8oysR0wF0uBxCW0bVdccRaQdZA/oGrsClHRgHtoC+i/NgxohsqxTgKE76aGdl23k+S5ajHMBVjBdBBhH5NOhpkOUgh1FdjUZvg24FeQ+YQMznQc8DGxEBG/cDQ6563HvqkgHpPmQQdC+Xd+y5Gd4AfoFUy53VqxOBBbb6rbJg+B1Efuay36h+/yrb5oEDIE9cEdJT+yY2msALtqBRD0of4nfixoU+wEl3iWwXz4OdP3nCU5uo/aF6KI1fbIqiwNS2BvO4ef6vj36JVarcIhbgWFw1IqvcWsLsAIWhLwA/jSu6uULV9wpE1qJGEX0VdAeuq84kMAFswvXzrejFMYbzdHrAIeD+ShJJFvRVXAX40is+Q3XcHdO8iJiHQZtwOYwxrufuIjTqB7Yj/i7QJ4ALqO53x9S3UMbQeCte4h3E24jInNC9Jj/CMnIA+DKplsKH3P+jscDycKrcpeQupFD9j8TFo3jJ7Yg8Nc9Wa3B5vwGCqfgVj4CkmO6FPReRJtB7VO1pEbMKWI5GYyBnEO8BFym4bPuVeGGv8ZMNSu0wqWSA8WrmHLUHJ5VWpcrdwwIbi6tGZJVbjwtvf53C0LeAXwN+EZhPm20GEUF5CKcruRm0BedhqIgTcxH0CFAD0gL6PZwhuRcX3toMlVwrdBewEZgp4FF9H+QxhH1gTwCrXRGMAeEMas+AJBCGwDYhQRmRZWh0GpdbGaB2HGQSpBaRtlnHBjgHbAIZvvkbpkWQHyfVcu7m961S5S4i3ZFnqjeHl/wHVHrTX4FI6ArguAeVh1D9K8SsBSZQfQvX+SmuvApoDO5ZL2GjQUywBDH7QdtBmxCpQ2UYpyO7CpN4GS9sRIyPmKV44TBYBXlwzpn8YUXhokqVKh+SqhFZ5fYRZoeBX6Ew9HtMd8yZyUm8EhED8hiqU7jONmOgtaArcFqYz4M8CuwD2crVu8Nswk1EY8zID5URMdg4jxgFzoG2uVwqrwUkAfIIMALag5ZbUd4Go4j5AJFN2EKECY670LiCyGuAgPWc8aglRFZc/8aoBU7h2h0mgH9EquXl6+93G1lgshJV7mJE/gnwP11nqxHUnkVL48APorzqIgQVVEuge0C3AfUCqPG/BTwEuguRJMpARUEBEZMg1bZU4+K7iGdEzObKkb4lnlcPfpbLm2tY4P+9RVdcpcqtY4GNxQvrbKssTMLsOcLsL+HC0NcvGhHJILIFkZ2I2QqmAGZ/JfScwBmG8xiQat3EQxPQzGz9SpE6l8QvCdQGqF2uNmrXKJ9Qa7OgZdBRxDuE+K24Ip56jPcgMIKND4LUIOY+dx26B9UGXLFAXcXQvUoXH51w3lE9Avo6kANW4vr9/jfg/76R23hbWWBdEqrcxaQ7hnARiKtjyyVsqRkXMQDsEjTei+p08dxF0BrcM7VLbfllbNSOyutgfNQa0CUg0y1CO7C2IF4iEPHacIu0I0A3ShqXHjObPyPMnr4Vl1ulyi1lgY3FVSOyyp0jzI4SZr+C63V76Ib3E6lF5GHEfMEVrxBzZYUmuElj/pwqdBAxOzBeBjEuVGbLp9HyNspTo9j4HsR7D5F1iCiqF1Cbw6qALgMm8BKnEal4UrUGZC2qAS4P0wOZ01JRbcVoPI8r+lkHPMCMN3YY+EVSrfaG78Xt4MMOWjc4cInIUyJyVEROiMg/usZ294tILCI/esuurcrHxR/goglzuYDrWtWI60E/TSfodoj7UB1ASIMEIO8DkyD3OsmvKInIClS3o3oC4XxlgdaHLb+ocfkiQhHEoPYEavsQpkBb55xHVdanyt3HbRyLb9c4XDUiq9x5wuwrwFbg15nuW32jiHQh5lGQ08D+mTf0Iq745mpMF8FYVBOo7RUxSxH/gAhbEbMHEcV5B3eAdrtz1IOgEcL9iDRcdjz34E57R4vAelQrxq2Cm0QfwBmPc5kCvkSqdeSmrv92YcyHe10HEfGA38dV668HfkJE1l9lu98CnrvFV1bl4yDdEeFyoWezF5fTfB/Gz836/VmQfWD2gFmG0AI0I7IVkXowm0RExSQT4oUJlPOg+xRt1ZFjOR075WscH9U471McWapq+9G4F40eRW0NqhFOv/UErq1pP05qqEqVu4/bMBbfznG4akRW+XgIs2XC7G8AD3IzXslpRJYj5kFgF+heXN/w5fNuqzrMZcLjpgNYhfihIHWYxF6EFKqrcV5FcIn8JyqC5qay/+znZQUaPTdL27KEMySnq6v3My07Mj8/Q6r13Zu65tvJ7fNEPgCcUNVTqlrChe9/aJ7t/iHwF7gJvsongXTHHuC/4gy2t0G2g9S6N80KMK+C6UO8xYh5FJEdzBESB4qILEaCGDEext+uJkir2mEme2I0XkNcfBQtQVDbRqKuIBqHiEligj0YX4FGkIdBVgKtuHzI8p27EVWq3AS3Zyy+beNwtbCmysdLmH2TwtA2nFfyV7nZhY2YnageA1ua933VIqgB7q38poDIIuf50BLgVQptUmALKC+C+GCyCOuBlyrHGAD6Zyn4pIDP4QTOj+I07jbhcrhSOO/k1fhtUq3fvKnrvJ0IH0WbrFlEDsz6+T+p6n+a9XMXrnJ9mvO4hcPMx7sq3h8GnmRW27sqnwh+FeQ4sxdxMB1RyLvitmvSCnoGkaWqNk1p/Bg2UmxUT6KuDU3tJiqFeOEjouVnMIkmREKQAURqKtJe+TnH/H8qChJVqtxd3L6x+LaNw1UjssrHT5gtAv+YwtBf4nKpNt7U/iKrXcK9DjBTcHMe1bgS5n4QeBUX0l4DTGK8Jqw9jx/WIMYDSQLDYBeDrkS4gNORe6JSrLONy8Lnl2ivvHoqP+dxBT3182wL8BrXKzq44wgfoUvCoKpuu/bBr2DuBP414P9Q1ViqxTqfLNIdF8hd/G3cInE2w4h3Ho1WXucIa3EpKM+i1gIWMY0Ycy+qvUiilkxTj4jZA7oJjU8j/ghoF0ofoCDNc4750q25uCpVbjW3bSy+beNw1YiscvcQZl+jMLQZ+BLwf3LtcPDliHnAeQztLqATpzH5AK5Kc9r46wO2oXoQ/v/27j5KrrrO8/j7e6s7qZsnCJUKTYBAwGBAAYEQQEIis+gBF0R3dBd1UJZ1XHdH150zOsPZZTzryDjM6Djq6Mii4zqMsu6RUWR4fjQhgUCAAEIMEJ6TELiEEBL6djrV9ds/ftVQ3emkuyt1q+p3+/M65x6oqvvwq3T3937v75EdRFYFlwJLgLX45RWP9cknJWDwqe69wP1AH84N4PuNDDfHN6tXp0Khh5H/aLfhm7HH1w80bBsYugzmIfglLOstBH5eC1yzgA+aWcU5d21riigZ+xvgLPxiAW/ga0GBLvUAABveSURBVEXmYdGhPtGz1zHbDpZihanAgcAbuIFX8DMZHEVkZ1u1sgrXVXBVex438DrVXX1M3r/LuqfOpuqmwcA2cIZjOsYJ+L/B5fhEdNAAIz8MiuRZZnFYSeR4pIkBM3i7aeZV4vLIzajSmGKpCvySvi2/Av4tPplcNKZjzSZDwa+b7dxMqK4AVwTbhUWLcdV7/MNXdRJ+tPQy3h4h+iLYmThbBm4BcAB0zcasC7drU10Z7gLOHOnqwGK/sk3lZogWjdBP5Y+IZz81xn+J1spuqa3VwHwzm4evrb0A+ET9Ds65eYP/b2Y/Aa5XApkjU3pSejdfBVw55H2zIylMBp80AuBcdQMD/c+AdWPRAit0veSq1YMY2HkTlfRgCkWzru4DiUon+v1ZBWzF3AyItuGqR2C2GXgWWAfOYVY/4O5BiqU3s/7KIg3LJhZnFoeVRI4mTQrAB4FP4ROP+vkJd5Amt+OfsHfhn5pPwnfenoT/YS0HfgHcSFyeSDVQ+8b3Wbqevi03AB/AJ5Onj/l4s1kQ/R6O24BTca7q54IEsNdrNfkRkEB0J656EFQq+PaEQyC6jij6kN+/+wWoPghWBFvqazz22Fx9AtgKzA4Y4bMnx1z+VsuoGdk5VzGzz+NH+xWAHzvnHjezz9U+H33eUMmDq/BN2nOGf+BcdSsD/Y9R3TUT35XlEJzbzEDfeleYvBWLNkJ1OlZIGOivOqKlZl0bseh5MzsK6PIju90BWPQKrlLFutZi9h6wp4ddrnP6IouMJINYnGUcVhK5N2lyEnA1frWUkUzDN73uyVzgD2rbo6TJv8cvzeWIy+rYPRY+mbyFvi23Au8Dvsoe54Icxgys8H6qA8ugGvFW87hZLYk8AwoPY3QBm6Bram1uxzUQlfEj1GZjNhcKc8G9imMFRAVgJrgt4N6Fn9x88KIr8avqjOQS0lcuIp69fQ+ft4dZpqskOOduZNgaxXsKWs65izIriLTPlJ6d9G7+OvC9+redc7DrzX6G/02b9dAV99RevQrR/RZF07Eoco51bmDnUxQmn25R12tAEXOAlXHMBHsAs3Nrxw5vsru5+V9OpEkyjMVZxWElkXuSJmcA1+Obr5vhOPxk2AZsJ03uBn4EXKuEcgx8MnkXfVt+gx8V/Zf4uSZHZ9FSXHU18DTOvQzVI7HCapxLMXsX8DAWFf362nwAooexaDLwAvAKuBg/SfJxGEve7u5otdHfPIafNmQScBp77pX8bxr67q2gAS2SvR8BXwYOG3zDzHAWPYmr1o/Sdvjpsoq111vonr4A43cM7FxkRtkN9G/DDWyge9rLYAeCOwKzWbUWgC7gEXz/yxPqzruJkSdAF+kcgcVizRM5kjSZDfya5iWQgwZ/O6bjm8h/CdxKmvTs+RAZolhyFEs346cg+Bh+ep29MwPrOhkr9GKFJVjhFbD5RIWFmJXwNcpL8KOsU7BpwA7MFmL2buBpfIf8ZIRzT8bs3Zgdh9kCbK9D6z7ScbWQgwJbaksCNKVnJ/AXu71fmDwL7CHgOeBVuqasp3taL4XJy5k0424m77/ZokKCFQacY5Vz1ZVEXZMx62WgbyrVygJcpUJ14EmwzWBVXLW3Nsn4tLor3aepfaTjBRaLlUSO7HL8slytcBbwIGnyzhZdLx+KpSrF0jX4PlRnAbfudX8zwE7D7LdYtBizjfjVcu7krfmyXC+wpjb6ehLObfMjue0Dvi+kHcngja4xe5s7sr0samwTGZ+rGNY32KKuo23StBPpmvocXfHvLCpsMIuesK5ir1k0xfzD94nAhyh0z2egf4fre+1Vt6v3VawAuLVE3a/jqikD/c9SrfRTSbsZ2Dl8fsgHW/QdRRoXWCzWXWA4PwJ7pJncszQHuIs0+R+kyeEtvnbYiqUKxdIdwNnAHtcDBfDJob0bv/52Lz6pmwb8Ble9C9ybYFX89AbT8Te7k+rOcB/YbGBNg6XtHn0XkRyb0lMBvrLb+87da8b7zKIzcM78yjVWwsfGJdT+dizqXsCkGTMsnj3LigdMwyzFIocb6MKiAhbNBTcHV1mIG5g67CpKIkWaTEnkcL5/4pRR92u+g/D9/NaQJl8jTS4mTY6rJbUyGt9M9bf4bgh7ZjYNbAd+NP09+FHW7wE7HKIZWBQBv8XXNg7O2l/Bj7I/Ap9Angy81kApBxo4Jnu2D5vI+P2C+r6Jzq0Ad6p/YU8QdR2JRSdhdjL+73Mlvs+x38MKi6zQvdnMDgWmQ7UH596D2RLMDsY5P4VP1D192HWVREpnCzAWa2DNyJ7Hr2zSDvsDl9a9fpo0+b/4OQ1XEpeHN9HIoGKpQt+Wfwf8Z+Dr+H/L3ZkdjosOh+oTwDtxbiO4dfgO/dNq2+CgnX78KjNLgIfBHYTvtJ/iaz/Ho0P/3tS/UVpoSk+V3s2XAtfh3HJwSwCwaBVWOH7IvI5mU4DTcW47fmBiP2YzcHYAuKPB1oIrYIV+cA8Cjqirj8KkzWD1fc1fpFjavU+zSEcJLxarJnJk97e7AHWOxCeVtwEJaXIlaXJwm8vUuXxfyR8Af7bX/cyAaFLt/zdhhXOwwln4GsYTgRXA4/gm7yXA4CTk/fj5Qk/Hj/4ci4eAjwK3j/frtExgnbkleNfj3D+9lUBGXcuIuk4dNjH428ymY7YIs8XAsVi0C6LaUqbRM5jNxKIlWLQUswOwqIwNSSIfGPG8Ip0msFisJHJkP2l3AfZgKvCHwAOkybmkiX5+e/ZTRm++6gFuAmKG9pEcABbjlz68k7eatq3I2yO0p+Ob2dbilzMcropPHj8OLCSe/S/Eszu3FjmwwCWBm9LjwP0Q2EHUfT8WLR3zsWY7MTuJqHAa1tWLRRX8Q9+y2rYd2MzQ+9vaJpZeJDuBxeIObV5ru7vwycU57S7IHvQA/4of1f1Z4vJD7S5QxymWeunbch7+5nLEiPuYxVDwP2M/Hcjz+JHem4GnwM3DJ5gvAG/6icjfWs97OUN/P96Pn5z8UKAPuI949o4mf6sMKSGUFps6ZyVpcg1mF43zyEeA43HuScz6wY7FJ4xrMTsDPyDuVfwa3YNeaEqZRTIXVixWTdZI/OCaP6Tzn15PAlaRJn/U7oJ0pGLpJfwE36+Puq9ZF2aH1Z7qevzNyAxf+7sVv6JGGd/cfTtvr59O7fx3Ec9+lHj2DcSz7wgrgSS4ztySE2Zfxw9cG8rtdTrHfvxE5OvxU3yVgedrCSTADmD4+tib97WoIi0RWCxWErkncXkjPnG4t91FGUU38D3SZO/T20xUxdJzwH+gbnTnmJkdDHY0WDf+phQBG8FmYtFJYE/i3Bpc9Sri2Z058nosjOCaUCQnirOeojpwGdXKGqqVdVQrG6lW3sC51Tj3CM6tfGu09dsioIrZWfha/yeAo+s+H5x9od6L2X0JkSYJMBYridybuPwavpkyhPVWLyNN3tXuQnSkYulWfCI5/MYyOrNuzJaAbcPXOBbAvYFzT+KqL4E7Fj9qVEQa4n4AvANYgG+CngFuF3A8fgBbVEsm1+DcfTiX+r8/9zK+2boKrMa5u/HN1mV2v7c916IvIzKhKIkcTVx+E/gw8FS7izKKAvDJdheiY/nVbc4EtjR0vNkciObjb1gHAhXMZuL7Fd/RrGK2R4NPvqqJlGaY0vMK8NdD33TvxblVtRcxPpk8Ab+61Fn4hPNQYD6+FnIJ0A8217ceDFnu8DWKpa1ZfgWR5ggvFiuJHIu4vBP4HCP13eksS9pdgI5WLK3E/xvVPxD0jfl4sxJE82rN28fg3GbgZXzfrLAFFrgkd/4OPxNC3QCY6hE4twzn7sG5ZVQHVlLddTvV/oepVlYM6zd5N9gScMvAbccnmYPWteILiDRFYLFYSeRYxeU7gfPwI3A71SmkyVntLkRHK5bW4msuevCTkU8BvoDvrD86szlgM4EXwOYDd/rpSkIXWG9uyZcpPb0Q7QLm4gev3Q+sg+pMqC6C6lIYmEO10o1zBaguxu3aRLV/FdXKcmAuRjd+DtdH8bWXg1btdj2RjhVWLFYSOR5x+Wb8aMC/xXfe7jRdwG2kyXdIE03ftCfF0gDF0ssUS9solhzF0veAUxlrjaLZLLAdmB0O0fUZlrR1wopbkk8n4afnOQBYhG812Aa2AbiVavVRqv0nM9B3LJW+FxnYuZWBnUWqOyNwg6OvXwMOGXbeq1v2DUT2VWCxWEnkeMXlhLj8JXx/nD+hM5sy/xvwC9Kku90FCUaxtAa/Us1Px7S/2THA3ZjlY47OwJpQJIfMChANH4l9BrgesAPpjs9n0ow3sMJKcIfgqg5XnUG1spiB/sFBc4+DHVZ3/G8olrRmtoQjsFisJLJRcfl14vK38GtsnwH8T+D7NDpwo/k+DPyMNJk26p7iFUvbKZYuBD7CmLot2MH46UXCZgQXuCSXIsxOALsBX6M4aDMW+Sm0LOph0vTT6Z6+iUn7HcOk/Y4g6l5GtVLCT+NzWt1x24CLWlV4kX0WYCxWErmv4nKVuLyCuPx14vLngVvaXaQ6HwPWkiantrsgQSmWrgXexWijrs3urE1MLyL7zt8JLToGogGwFcDLEHUD78C5+97aMyocjFmEGXRNOYruqSmwCay+G89fUSw938ovIDLRKIlsvne3uwDDHArcTJqMvPSfjKxYehW/rOHXgI172OuG1hUoS412wlFNpDTV4C/UPMzWYdFiiF7GbCewBrNTgNX4fpP1XsasD+yUuveeAb7TgjKLNFF4sVhJZPO1ujl7LPNX7gd8O+uC5E6xtIti6Sv4EZ/Df679BD8/ZJ3AmlAkl+p/oY4BtmN2HH7ENjjXB5yMn5h8BfBsbYLxLhzHDzvXf6VYGvv0XSKdIrBYrCSy+Z5u4bWq+H4/K9l9rdjhziNNTs6+SDlULD0NfIqh/8a/oVjqxBH6jQkscEkuGc69gKvcV0sYBwetdeEf5BKcW4nvr3wUzr0GnABWxKx+Lfu/p1jqpG5FImMXWCxWEtl897fwWiswW4jZ6cAjY9j/C1kXKLeKpRuBY3m79vHGNpam+cJqQZE8cpV7YWA2flWaSu2/L9XtcSjYDLAesNlgR4E9jNk76va5Gz9rhkiYAovFSiKb7+f49Vxb4XicW45z6xhbX8yPkSaTsy5UbhVLz+LXUj8HuLbNpWmuwJ5+JZdOw4+wfgq/1vXD+CRybe3zB/ED3jyzRzFbXHf8RuCjFEu7EAlVYLFYE1I3W1zeTpr8M/DHLbjafoxvqcMivk/RimyKMwEUSw64ud3FaD4lhNJGvS91AwUgBevDbCmwCZhde38V2E7MBis+NuBbBgY54EKKpU5eUUxkDMKKxaqJzMY36cwVbQDmt7sA0mEaffJVTaQ0z0fwD7lbwS3EucfwNZJd+LvqkbXPHTAAbAdm1B3/NxRLd7W2yCJNFmAsVhKZhbi8Cfg0PuB1GjX1iEjn6H3pYuBPwZYDfUAVBt4AFmERtU5fs4Cd+Cbr24Gj687wIPCV1hZaREBJZHbi8i+B/9LuYoxg7ei7yIQT2NOv5MohUFiAFZZAYQrWXSGa9F4sioHB3zXDLMb3kXx/3bG9wCcplvrbUG6R5gssFqtPZJbi8v8mTfYHLm93UWq2MbZR3DLRKB+U9rkMOAo4DIvKmBVH2OdefPP1Oxla+fFFiqXwlx4VGRRYLFYSmbW4/NekyUbg74H921yaXxGXB9pcBulEqlWUdplyUJW+Lf8LWIcfRDPcPcDh+PtV/T3rH4B/zLp4Ii0VWCxWEtkKcfmnpMn1wBfxo7b3a0MpXsE/8YuMIKzAJTlTLK2nb8v3gTOAW/Dx6lDgBN4eTDOn7ogb8bWQndjvXGQfhBWLlUS2Slx+HfgqafINYDHwe/jpeRYC3RlffRNwLnG5lavpSEgCe/qVHCqWvrjbe31bfgh8Zti7DwK/T7FUaUWxRFoqsFisJLLV4nIvcGttozb598H4p+65wEz8ag1b8RPvnoBfK/az+CkuxsMB/wf4EnF5axNKL3mkQTLSub4EPFb32oBfaV1syaUAY7GSyHaLyzuBZ2rbSPzE4GnyF8CFwMUMnWR3JBXgGuAbxOWHRtlXRKQzFUvbgO+0uxgiMjIlkaGIy1uAbwPfJk0OAs4ETgQWAFOA14Hf4Udf36aaRxmXwJ5+RURyKbBYrCQyRHH5JeDq2iYiIiLSckoiRSS4p18RkVwKLBYriRSR4AKXiEguBRaLlUSKSHCBS0QklwKLxUoiRSY8I7QJbkVE8ie8WByNvouIiIiIyFCqiRSZ6IzgmlBERHInwFisJFJEwNQoISLSdoHFYiWRIhNeeP1wRETyJ7xYrCRSRIJrQhERyaXAYrGSSBEJrglFRCSXAovFSiJFhNCaUERE8imsWKwkUmTCs+CaUERE8ie8WBxWvamIiIiIdATVRIoIep4UEekEYcXisEorIs03OMFtI9tYTm92tpk9YWbrzeySET7/pJk9WtvuMbPjm/0VRUQ6XoaxOKs4rJpIEcmsH46ZFYDvA+8HNgCrzew659zaut2eBZY657aa2TnAlcApmRRIRKSTZRCLs4zDqokUmfBsH7ZRLQLWO+eecc71Az8Hzq/fwTl3j3Nua+3lKuCQffxCIiIByiwWZxaHVRMpIlnOTXYw8GLd6w3s/en2PwE3ZVUYEZGOlk0sziwOK4kUkX1pQpllZg/Uvb7SOXdl/ZlHOMaNXAQ7Ex+8FjdaGBGRoGUTizOLw0oixyJNJgMLgLnAztq2P1AEXgHuIy73tq+AIm3zqnNu4V4+3wAcWvf6EGDT8J3M7DjgR8A5zrktzS2iiEju7S0WZxaHlUTuTZocB/w5cC4+YdyTPtLkNuAG4Brism6CEpjMJrhdDcw3s3nARuAC4BNDrmw2F/glcKFz7smsCiIi0vkyicWZxWElkSNJkwj4K+DLjO0nWgTOq23fIk2+BXyVuFzJrpAizWKZ9Yl0zlXM7PPALUAB+LFz7nEz+1zt8yuArwAl4B/MN+VURqndFBHJoWxicZZxWEnkcGliwA+Bixs8wxTgUuB9pMkFxOWNTSubSBYMLMOltpxzNwI3Dnvvirr//wzwmcwKICISggxjcVZxWFP87O5TNJ5A1lsMPECazGvCuUQyltkUPyIiMmZhxWIlkfXSpBu4vIln7AFuIE2mNvGcIk1Wa0JpZBMRkSYJLxbrLjDUQnzi10xHA19r8jlFmiysp18RkXwKKxYriRxqTkbn/QJpcnZG5xbZdxmunS0iImMUWCxWEjnUiJNvNkEXcB1pcv6oe4qIiIgEQEnkUKszPHc38N3a9EEinSWwfjgiIrkUWCzWXaBeXH4RWJnhFeYC783w/CINaLQPjpqzRUSaJ7xYrCRyd98EttZtzfYz0iSrvpcijQmsH46ISC4FFouVRA4Xl68lLh/w1gZPN/kKc4F/JE32toyiSOsYwTWhiIjkToCxWHeB0S3P4JxnA/9cWx1HpAOE1YQiIpJPYcViJZGj+9eMzvtR4JKMzi0yDg02n6g5W0SkicKLxUoiR3c9kGZ07stIkzMyOreIiIhIZpREjiYu7wLuyOjsEfBr0uT4jM4vMkZRg5uIiDRPWLFYd4GxaeZ62sPNBO4nTb6qwTbSNoE1oYiI5FJgsVhJ5FjE5ZXAv2R4hUnAV4B1pMmHMryOyMgCC1wiIrkUWCxWEjl2/51s5o2sdxi+efvPtLKNtI4RWhOKiEj+hBeLdRcYq7i8AfgI8GYLrnY5cBVpMrkF1xIJ7ulXRCSXAovFSiLHIy4vw0/N0wqfBP4faTKpRdeTCW0885HVbyIi0jxhxWIlkeN3G9k3aw86H7iDNDm8RdeTicgI7ulXRCR3AozFSiLHKy4PAFtaeMXFwGOkyZdUKykiIiKdQklkY25q8fWmAt8AHiFNTm3xtSX3Gm0+UU2kiEjzhBeLlUQ25lvArjZcdwGwnDT5eBuuLXkWWBOKiEguBRaLlUQ2Ii4/B/xpm67eDVxNmnyTNOlqUxkkd8KaVkJEJJ/CisW6CzTuO8A1bbz+nwB3kiZHt7EMkheBPf2KiORSYLFYSWSj4rIDPg2saGMpzgAeJU0uaGMZJHjh9cMREcmf8GKxksh9EZd7gQ8Aj7exFF3Az0iTL2iVG2lYYE+/IiK5FFgsVtKxr+JyClwMpG0sRQR8F79kYncbyyEiIiIThJLIZojL9wOfaHcxgHOBH5ImqiKScQqrCUVEJJ/CisVKIpvn18CadhcC30/z0+0uhAQmsCYUEZFcCiwWK4lsFj/Q5op2F6PmUtVGyviE9fQrIpJPYcViJZHN9RPgvnYXAjgSmNvuQkggGn3yVU2kiEjzBBiLlUQ2U1zuBz4MrG13UYAD2l0ACUlYE9yKiORTWLFYd4Fmi8ubgcXAPwGuTaXYBTzTpmtLiAJ7+hURyaXAYrGSyCzE5a3E5YuA04DVbSjBT4nL29pwXQlWWP1wRETyKaxYrCQyS3H5PuAU4Djg3hZddQtwaYuuJSIiIhOUksisxWVHXP4tsBT4RcZXS4DziMubMr6O5EqjT76qiRQRaZ7wYrGSyFaJy7uAC4A/zugKK4GTicutqvGUHDGzhjYREWme0GKxkshWistV4vK3gT9v4OgXgJ3D3qsAtwJ/ACwlLj+/jyWUCSusp18RkXwKKxZ3te3KE1lcvow0eRX4O6A4hiNuAn4fnzTOBw4HXgce1wAaaQrVKoqItF9gsVhJZLvE5StIk+uBLwIXAgeOsNdjwOXA1bUVccDPQdkJ81BKroQVuERE8imsWKwksp3i8gbgy6TJJfhR3PNqn+zAJ4rr65JHkWyYgalni4hIWwUYi5VEdoK4PADcU9tEREREOp6SSBEhtCYUEZF8CisWK4kUkeA6c4uI5FJgsVhJpIgQ2tOviEg+hRWLlUSKTHgW3NOviEj+hBeLlUSKCKE9/YqI5FNYsVhJpIgE9/QrIpJLgcXisCYkEhEREZGOoJpIESG0JhQRkXwKKxarJlJkwqutktDINpazm51tZk+Y2Xozu2SEz83Mvlv7/FEzO7HpX1FEpONlF4uzisNKIkUE//TbyDbKWc0KwPeBc4BjgI+b2THDdjsHmF/bPgv8YJ+/johIkJofi7OMw0oiRSY6o7ZmawPb6BYB651zzzjn+oGfA+cP2+d84CrnrQL2N7ODmvodRUQ6XXaxOLM4rCRSRMiqJhI4GHix7vWG2nvj3UdEZALIJBZnFoc1sEZkgnvwoUdusXjWrAYPL5rZA3Wvr3TOXVn3eqTo5oa9Hss+IiK5lmEsziwOK4kUmeCcc2dnePoNwKF1rw8BNjWwj4hIrmUYizOLw2rOFpEsrQbmm9k8M5sEXABcN2yf64BP1UYHngpsc8691OqCiojkVGZxWDWRIpIZ51zFzD4P3AIUgB875x43s8/VPr8CuBH4ILAe6AX+Y7vKKyKSN1nGYXNOXY9EREREZHzUnC0iIiIi46YkUkRERETGTUmkiIiIiIybkkgRERERGTclkSIiIiIybkoiRURERGTclESKiIiIyLgpiRQRERGRcfv/Wa1XrrNQ/2gAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "DS_dual.plot(plot_type = 'maps')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The counterfactual distributions are virtually the same (but not equal) as the one from the `composition` approach." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Inspecting a different index: Relative Concentration" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-0.4252237137424809" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from segregation.spatial import RelativeConcentration\n", "\n", "RCO_la = RelativeConcentration(la_2010, 'nhblk10', 'pop10')\n", "RCO_ny = RelativeConcentration(ny_2010, 'nhblk10', 'pop10')\n", "\n", "RCO_la.statistic - RCO_ny.statistic" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-0.37586237172215886" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "RCO_DS_composition = DecomposeSegregation(RCO_la, RCO_ny)\n", "RCO_DS_composition.c_s" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-0.049361342020322" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "RCO_DS_composition.c_a" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is possible to note that, in this case, the spatial component is playing a much more relevant role in the decomposition." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.8" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }