{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "A6iFUUQLNDlE" }, "source": [ "\n", " \n", " \n", " \n", "
\n", " Run in Google Colab\n", " \n", " View on Github\n", " \n", " View raw on Github\n", "
" ] }, { "cell_type": "markdown", "metadata": { "id": "-Poar3cXUNXh" }, "source": [ "# Module 9: Estimation\n", "\n", "In this lab, we will learn about Kernel Density Estimation (KDE), interpolation, and (briefly) regression. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "executionInfo": { "elapsed": 1915, "status": "ok", "timestamp": 1689092869781, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "XlUxkOTCUNXl" }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import seaborn as sns\n", "import altair as alt\n", "import pandas as pd\n", "import scipy.stats as ss\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": { "id": "FJDsylhFUNXm" }, "source": [ "## Kernel density estimation\n", "\n", "Let's import the IMDb data." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 285 }, "executionInfo": { "elapsed": 815, "status": "ok", "timestamp": 1689092872335, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "OCAKuM3fUNXn", "outputId": "e2d49b57-75ab-495d-d4e3-1c66fa59cd60" }, "outputs": [ { "data": { "text/html": [ "
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TitleUS_GrossWorldwide_GrossUS_DVD_SalesProduction_BudgetRelease_DateMPAA_RatingRunning_Time_minDistributorSourceMajor_GenreCreative_TypeDirectorRotten_Tomatoes_RatingIMDB_RatingIMDB_Votes
0The Land Girls146083.0146083.0NaN8000000.0Jun 12 1998RNaNGramercyNoneNoneNoneNoneNaN6.11071.0
1First Love, Last Rites10876.010876.0NaN300000.0Aug 07 1998RNaNStrandNoneDramaNoneNoneNaN6.9207.0
2I Married a Strange Person203134.0203134.0NaN250000.0Aug 28 1998NoneNaNLionsgateNoneComedyNoneNoneNaN6.8865.0
3Let's Talk About Sex373615.0373615.0NaN300000.0Sep 11 1998NoneNaNFine LineNoneComedyNoneNone13.0NaNNaN
4Slam1009819.01087521.0NaN1000000.0Oct 09 1998RNaNTrimarkOriginal ScreenplayDramaContemporary FictionNone62.03.4165.0
\n", "
" ], "text/plain": [ " Title US_Gross Worldwide_Gross US_DVD_Sales \n", "0 The Land Girls 146083.0 146083.0 NaN \\\n", "1 First Love, Last Rites 10876.0 10876.0 NaN \n", "2 I Married a Strange Person 203134.0 203134.0 NaN \n", "3 Let's Talk About Sex 373615.0 373615.0 NaN \n", "4 Slam 1009819.0 1087521.0 NaN \n", "\n", " Production_Budget Release_Date MPAA_Rating Running_Time_min Distributor \n", "0 8000000.0 Jun 12 1998 R NaN Gramercy \\\n", "1 300000.0 Aug 07 1998 R NaN Strand \n", "2 250000.0 Aug 28 1998 None NaN Lionsgate \n", "3 300000.0 Sep 11 1998 None NaN Fine Line \n", "4 1000000.0 Oct 09 1998 R NaN Trimark \n", "\n", " Source Major_Genre Creative_Type Director \n", "0 None None None None \\\n", "1 None Drama None None \n", "2 None Comedy None None \n", "3 None Comedy None None \n", "4 Original Screenplay Drama Contemporary Fiction None \n", "\n", " Rotten_Tomatoes_Rating IMDB_Rating IMDB_Votes \n", "0 NaN 6.1 1071.0 \n", "1 NaN 6.9 207.0 \n", "2 NaN 6.8 865.0 \n", "3 13.0 NaN NaN \n", "4 62.0 3.4 165.0 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import vega_datasets\n", "\n", "movies = vega_datasets.data.movies()\n", "movies.head()" ] }, { "cell_type": "markdown", "metadata": { "id": "JJHK9gMXUNXo" }, "source": [ "Although we have learned that it is dangerous to drop any missing values, we will do so for the sake of simplicity. We are also really not trying to draw any conclusions about the data so it is okay. But be careful with missing data in practice!\n", "\n", "**Q: Can you drop rows that have NaN value in either `IMDB_Rating` or `Rotten_Tomatoes_Rating`?**" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "executionInfo": { "elapsed": 6, "status": "ok", "timestamp": 1689092874380, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "I30Blbs4UNXo" }, "outputs": [], "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "PbFy7_-TUNXp" }, "source": [ "We can plot histogram and KDE using pandas:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 448 }, "executionInfo": { "elapsed": 920, "status": "ok", "timestamp": 1689092878384, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "TBy7YsFKUNXp", "outputId": "a9a77b78-d220-4ee9-f03e-83eff5fe8297" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "movies['IMDB_Rating'].hist(bins=10, density=True)\n", "movies['IMDB_Rating'].plot(kind='kde')" ] }, { "cell_type": "markdown", "metadata": { "id": "DQIS1I0KUNXq" }, "source": [ "Or using seaborn (two ways):" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 525 }, "executionInfo": { "elapsed": 1398, "status": "ok", "timestamp": 1689092880742, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "cN6IhenPUNXq", "outputId": "771e6ef7-b9a4-46d4-fb04-c1b0cd5ffc03" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.displot(movies['IMDB_Rating'], bins=15, kde=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 472 }, "executionInfo": { "elapsed": 1397, "status": "ok", "timestamp": 1689092882854, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "XaT1MvtD4t9L", "outputId": "6676a969-351e-4415-ad3d-0ce0f820614f" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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cnIwvv/zSlbGIiNzmq6NV2FvSgAClDCtmpUsdZ8CkRmoQpJKjzWJDSV0rBkcFSx2J/IjHjdkhIvJVVpsdz244BgD41ZWDEKsLlDjRwJHLBAyPPTtQuZwDlWlgsdghIhogH+aVobimFWFBStxz1SCp4wy4rllZZ+ra0NzRKXEa8icsdoiIBkC7xYYXNjummi++Ng3aAKXEiQZeWJAKCaGBEOEYu0M0UFjsEBENgLd2l6DKZEZ8aCDmT/LtqeYX0zUNvbCyGaLIgco0MFjsEBG5WavZite3O/a/emBqGtQKucSJpDM4KhhKuYCm9k4YTR1SxyE/wWKHiMjN/rXrDOpaLUiJCMLPxsRLHUdSKoXMOROrsLJZ4jTkL1jsEBG5UXNHJ17fUQwA+PWUNG6ECThnZR2vaobVbpc4DfkD/tQREbnRv3adQWNbJwZFafDTUXFSx/EICWGB0KjlMFvtKKltkzoO+QEWO0REbtJuseGf354GACy5dghbdc6SCQLS9Y7WnWNGzsoi9+NPHhGRm7y/rxR1rRYkhgfi+iy26vxQuj4EAHC6thVmm8RhyOex2CEicoNOmx1v7HDMwLpn8mC26vxIZLAaUSFq2EWgrI3/bci9+DeMiMgNPsuvQHljOyKD1fjFuASp43ikrtYdQyv/KSL34t8wIiIXs9tFvLrdMQNr4ZWpCFD677o6FzMsJgSCANRbZFCEsZuP3IfFDhGRi20qrMLJ6haEBCj8erXkS9GoFUgKD3L8ecS1EqchX6aQOgARkSczGAyora3t8fGiKOK5LXUAgGmpapw4eqjX1ywsLOz1Od5quF6LM3VtCM68BnZuH0FuwmKHiOgCDAYD0ocPR3tbz9eCCUgehZhbnoK904wX/988PN/W1Ofrt7S09PlcbzE4SgOFIAK6GByr7cR4qQORT2KxQ0R0AbW1tWhva8O85c8hJmlwj87ZUaVAjRlIC1PgF8+t7tN1C/dsx/q1f0VHh+/vHaWQyxAfZMeZVjl2nGnHfKkDkU9isUNEdAkxSYORkJZ5yeOqmztQYyiFIACTswZDG6js0/WqDMV9Os9bJWocxc7OsnZYrHaoFBxOSq7Fv1FERC5ywNAIAEiLDu5zoeOPotUirM11aLGI2FZULXUc8kEsdoiIXKDVbMXxKscu3mOSwiRO410EAWgr3AEA+DS/QuI05ItY7BARucDBskbYRSBWFwC9NkDqOF6n9eg2AI5p+6aOTmnDkM9hsUNE1E+dNjsOlTlmXY1JCpU2jJeyVBUjQauAxWrHhsNGqeOQj2GxQ0TUT8cqm9FhtUMboMDgqGCp43ityUmOFrFPDpRLnIR8DYsdIqJ+EEURB0obAACjE0MhEwSJE3mvnyQFAgB2naqDscn3p93TwGGxQ0TUD2fq2tDQ1gmVXIaMOK3UcbxaTLAC45PDIIrAZwfZukOuw2KHiKgfDpQ2AgAy47RQK7jhZ3/NGRMPAPjkAGdlkeuw2CEi6qPaFjMM9W0Q4OjCov7LGRkLhUzA0UqTcyo/UX+x2CEi6qP8s606g7mIoMuEaVS4elgUAA5UJtdhsUNE1AcdnTYUGR0tD6MTQqUN42O6urI+za+A3c6d0Kn/WOwQEfXB0UoTrHYRkcEqxIVyEUFXmjo8BsFqBcob27HvTIPUccgHsNghIuolURRRcHYRwVEJoRA43dylApRyzBihBwB8ks+uLOo/FjtERL10pq4NTe2dUCtkGKYPkTqOT5oz2tGV9d+CSlisdonTkLdjsUNE1EsHyxoBABmxWijl/Bp1h+zBEYgOUaOpvZM7oVO/8aeUiKgXGtssKKlrAwBkJegkTuO75DIBPx0VB4A7oVP/sdghIuqFQ+WOsTrJEUEIDVJJnMa3dc3K4k7o1F+SFjuvvvoqsrKyoNVqodVqkZ2djfXr1zvf7+joQG5uLiIiIhAcHIy5c+eiqqqq22cYDAbk5OQgKCgI0dHRWLZsGaxW60DfChH5gU6bHUcqTAAcA5PJvTLjtBgSHcyd0KnfJC12EhIS8Oc//xl5eXnYt28frr32Wtxwww04cuQIAODBBx/E559/jg8++ADbt29HRUUFbrzxRuf5NpsNOTk5sFgs2LlzJ9auXYs1a9bgkUcekeqWiMiHFVU1w2y1QxeoRHJEkNRxfJ4gCJgz2tGVxQUGqT8kLXauv/56zJo1C2lpaRg6dCieeuopBAcHY/fu3WhqasKbb76J559/Htdeey3GjRuH1atXY+fOndi9ezcA4KuvvsLRo0fx9ttvY/To0Zg5cyaefPJJrFq1ChaLRcpbIyIfI4oiCkodXVgj43Xc3XyA3HB2VhZ3Qqf+8JgxOzabDe+99x5aW1uRnZ2NvLw8dHZ2YurUqc5j0tPTkZSUhF27dgEAdu3ahZEjRyImJsZ5zPTp02EymZytQ+djNpthMpm6PYiILqayqQM1LWbIZQIyubv5gEkMD+JO6NRvkhc7hw4dQnBwMNRqNe677z58/PHHyMjIgNFohEqlQmhoaLfjY2JiYDQ6+m6NRmO3Qqfr/a73LmTlypXQ6XTOR2Jiomtvioh8Ttd082ExIQhQcnfzgcSd0Km/JC92hg0bhvz8fHz//fdYtGgRFixYgKNHj7r1mitWrEBTU5PzUVpa6tbrEZF367ABJ6tbAACjON18wHEndOovyYsdlUqFIUOGYNy4cVi5ciVGjRqFv/71r9Dr9bBYLGhsbOx2fFVVFfR6xzLier3+nNlZXc+7jjkftVrtnAHW9SAiupDTLTLYRSBWF4BoLffBGmjcCZ36S/Ji58fsdjvMZjPGjRsHpVKJLVu2ON8rKiqCwWBAdnY2ACA7OxuHDh1CdfX/VtfctGkTtFotMjIyBjw7EfkgmRynWhzdVlxEUDrcCZ36QyHlxVesWIGZM2ciKSkJzc3NWLduHbZt24aNGzdCp9Nh4cKFWLp0KcLDw6HVarFkyRJkZ2dj0qRJAIBp06YhIyMDt912G5599lkYjUY8/PDDyM3NhVqtlvLWiMhHBA2ZiA6bgCCVHGnR3AdLKj/eCf2y1HCpI5EXkbTYqa6uxu23347KykrodDpkZWVh48aNuO666wAAL7zwAmQyGebOnQuz2Yzp06fjlVdecZ4vl8vxxRdfYNGiRcjOzoZGo8GCBQvwxBNPSHVLRORjgsfMBOBY4E4u43RzqXTthP5hXhk+yS9nsUO9Immx8+abb170/YCAAKxatQqrVq264DHJycn48ssvXR2NiAiVzVYEpowBIGJEHLuwpDZndDw+zCvDfwsq8dj1mVApPG4kBnko/k0hIrqATaccG37GBIjQBiolTkPcCZ36isUOEdF5WKx2bC1pBwCkBtskTkNA953QP8nnrCzqORY7RETn8dVRI0xmO6zNdYgN5OwfT9E1K2tzYTV3QqceY7FDRHQe6743AABaCr4CxyV7Du6ETn3BYoeI6EdO17ZiZ3EdBAAtB7+SOg79AHdCp75gsUNE9CPv7nG06oyJVcPWXCNxGvox7oROvcVih4joB8xWGz7MKwMATBsUJHEaOh/uhE69xWKHiOgHNhw2or7VAr02AONiuRK7p+JO6NQbki4qSETkabq6sG6akAi5rEXiNP6lsLCwx8cminbIBeBopQmffP09knR9WwcpMjISSUlJfTqXvAeLHSKis0pqW7H7VD0EAbh5QiKqTvX8H1/qO1O9Y1zU/Pnze3Ve1I1/RFDaRNz52Cto3PGvPl07MCgIxwoLWfD4OBY7RERnfZBXCgCYnBaF+NBAVEmcx1+0t5gAADn3PoRhWeN6fF5Zqwzf1wGxV/4Cd940B0IvlwioMhTjnWeWoba2lsWOj2OxQ0QEwGqzOwcm3zQ+UeI0/ikiLhkJaZk9Pl5vs+PAN6fRZrNDFjUI8WGBbkxH3owDlImIAHxzohZVJjPCgpSYmhEtdRzqAYVchsHRGgDAsSqTxGnIk7HYISIC8O+9ji6sOWPioVbIJU5DPZWu1wIATlS1wGqzS5yGPBWLHSLye3UtZmwudIzQuXkCu7C8SUJYIILVCpitdpyqbZU6DnkoFjtE5Pc+PlAOq11EVoLO2VJA3kEmCMiIdfx/dqSCXVl0fix2iMiviaLo7MLiwGTvNDw2BABgqG/jTuh0Xix2iMivHSxrwonqFqgVMlw/Kk7qONQHoUEqJIQ6ZmIVVrJ1h87FYoeI/FpXq86skbHQBfZtFV6SXkacoyvraIUJoihKnIY8DYsdIvJb7RYbPj/o2FvpF+MTJE5D/TEkOhgquQymDivKGtqljkMehsUOEfmt9Ycr0WK2Iik8CJNSI6SOQ/2glMswNCYYgGO/LKIfYrFDRH7rP/sdKyb/fFwCZLJe7jVAHiczTgcAOFHdArPVJnEa8iQsdojIL1U0tmNncR0A4Gdj4iVOQ64Qo1UjXKOCzS7ieBV3rKf/YbFDRH7pk/xyiCIwMTUcieFBUschFxAEAZmx/xuoTNSFxQ4R+R1RFPHR/nIAwNyxHJjsS4bpQyATAKOpA3UtZqnjkIdgsUNEfudQeRNOnl1bZ+ZIvdRxyIU0agVSIx2bgx5m6w6dxWKHiPzOf/IcA5OnZ+oREsC1dXxN10DlY5Umbg5KAFjsEJGfsVjt+Ozs2jo3juXAZF+UHBGEYLUCHVY7TtZwoDKx2CEiP7OtqBoNbZ2IDlHjyiGRUschN5AJAkacXVH5cDm7sojFDhH5ma6ByXPGxEMh51egr8qM00EAUN7YjvpWi9RxSGL8SSciv9HYZsGWY1UA2IXl64IDfjBQubxJ4jQkNRY7ROQ3Pi+oRKdNREasFul6rdRxyM1GxDsGKhdyoLLfY7FDRH7jo7PbQ7BVxz9woDJ1YbFDRH6hpLYVBwyNkAnAT0fHSR2HBgAHKlMXFjtE5Bc+Pzvd/IohkYgOCZA4DQ2UjDgtByqTtMXOypUrMWHCBISEhCA6Ohpz5sxBUVFRt2OuvvpqCILQ7XHfffd1O8ZgMCAnJwdBQUGIjo7GsmXLYLVaB/JWiMiDiaKIT/Ids7BuGM0uLH8SEqBECgcq+z1Ji53t27cjNzcXu3fvxqZNm9DZ2Ylp06ahtbW123F33303KisrnY9nn33W+Z7NZkNOTg4sFgt27tyJtWvXYs2aNXjkkUcG+naIyEMdrTShuKYVKoUM0zNjpI5DA2wkByr7PYWUF9+wYUO352vWrEF0dDTy8vIwefJk5+tBQUHQ68+/f81XX32Fo0ePYvPmzYiJicHo0aPx5JNPYvny5XjsscegUqnceg9E5Pm6Vkyekh7N7SH8UNdA5RazFSdrWjgTzw951JidpiZHE2N4eHi319955x1ERkZixIgRWLFiBdra2pzv7dq1CyNHjkRMzP9+W5s+fTpMJhOOHDly3uuYzWaYTKZuDyLyTXa7iM/zHcXODRyY7JdkgoBMDlT2a5K27PyQ3W7HAw88gCuuuAIjRoxwvv7LX/4SycnJiIuLQ0FBAZYvX46ioiJ89NFHAACj0dit0AHgfG40Gs97rZUrV+Lxxx93050QkSfZd6YBFU0dCFErcPWwaKnjkEQy47TYc7reOVA5XMNWf3/iMcVObm4uDh8+jG+//bbb6/fcc4/zzyNHjkRsbCymTJmC4uJiDB48uE/XWrFiBZYuXep8bjKZkJiY2LfgROTRPjvoGJg8fYQeAUq5xGlIKl0DlU/XtuJwRRMmp0VJHYkGkEd0Yy1evBhffPEFvv76ayQkJFz02IkTJwIATp48CQDQ6/WoqqrqdkzX8wuN81Gr1dBqtd0eROR7Om12/LegEgC7sAgYEe/4ri+s4EBlfyNpy44oiliyZAk+/vhjbNu2DampqZc8Jz8/HwAQGxsLAMjOzsZTTz2F6upqREc7mqg3bdoErVaLjIwMt2UnooFlMBhQW1vbq3PyKjvQ0NYJnVqGgCYD9u8v7dX5hYWFvTqePFtKhKbbQOVgqQPRgJG02MnNzcW6devw6aefIiQkxDnGRqfTITAwEMXFxVi3bh1mzZqFiIgIFBQU4MEHH8TkyZORlZUFAJg2bRoyMjJw22234dlnn4XRaMTDDz+M3NxcqNVqKW+PiFzEYDAgffhwtP9gckJPROQsRfCIa1H63Se47Ik3+nz9lhZuNeALugYqf3+6HkfKTZjIRn2/IWmx8+qrrwJwLBz4Q6tXr8Ydd9wBlUqFzZs348UXX0RraysSExMxd+5cPPzww85j5XI5vvjiCyxatAjZ2dnQaDRYsGABnnjiiYG8FSJyo9raWrS3tWHe8ucQk9SzsXpWO/BFuRI2EfhpzkxE3Dij19ct3LMd69f+FR0dHb0+lzxTxtmBymWN7cgIlDoNDRTJu7EuJjExEdu3b7/k5yQnJ+PLL790VSwi8lAxSYORkJbZo2OPVzXDVmaENkCBrMwhEASh19erMhT3+hzybNoAJZIjglBS14bTLRyw7i88YoAyEZGrFRmbAQDD9CF9KnTId3WtqHymVQbIPWZSMrkRix0i8jkdnTaU1Dm2nRkWEyJxGvI0KREaaNRyWOwCgtKypY5DA4DFDhH5nJM1LbCLQESwChHBnKhA3clkAjJjHa07waOmS5yGBgKLHSLyOc4uLLbq0AU4to8QEZgyGpXNVqnjkJux2CEin9JitqKsoR0Aix26MG2gEjEBjkkym0/3bkkD8j4sdojIp5yocrTqxOoCoA3kDud0YanBNgDA1tPtsFi5orIvY7FDRD6lqIpdWNQzsYEirC31aDLbsbmw6tInkNdisUNEPqOxzYIqkxmCAKTFcDMAujiZALQWbAIAvLvHIHEacicWO0TkM7padZLCghCk4vopdGktBV8BAL45UYvSeo7d8VUsdojIJ4ii2G0hQaKesDZVYXSMCgDw3l627vgqFjtE5BNqWyxoaOuEXCZgUJRG6jjkRa4bHAQAeH9fGTptHKjsi1jsEJFP6GrVSY3UQK3gnkfUc+NjAxAZrEJNsxlbCquljkNuwGKHiLyeKIqchUV9ppQL+Pm4RAAcqOyrWOwQkderaOxAi9kKlVyGlIggqeOQF7plgqPY2XGiBhWN7RKnIVdjsUNEXq+rVWdIdDAUcn6tUe+lRGowMTUcogh8fKBc6jjkYvxWICKvZrOLOFHNWVjUf3PHJQAA/pNXBlEUJU5DrsRih4i8mqG+DR2ddgSp5EgIC5Q6DnmxWSNjEaiU41RtK/YbGqWOQy7EYoeIvFpXF9bQ6BDIBEHiNOTNgtUKzByhBwD8Z3+ZxGnIlVjsEJHX6rTZcaqmBQC7sMg1fn62K+vzgxXo6LRJnIZchcUOEXmtUzWt6LSJ0AUqEaNVSx2HfMCkQRGIDw1Ec4cVm45yc1BfwWKHiLzWD9fWEdiFRS4gkwm4cWw8AODDPHZl+Yo+FTuDBg1CXV3dOa83NjZi0KBB/Q5FRHQpbRYrztS1AmAXFrnWjWMdXVnfnKhBlalD4jTkCn0qdkpKSmCznduXaTabUV7O9QmIyP1OVLXALgLRIWqEa1RSxyEfkhqpwfjkMNi55o7PUPTm4M8++8z5540bN0Kn0zmf22w2bNmyBSkpKS4LR0R0IcfO7oWVzlYdcoO54xKw70wD/pNXhnsnD2I3qZfrVbEzZ84cAIAgCFiwYEG395RKJVJSUvB///d/LgtHRHQ+jW0WGE0dEARgKPfCIjfIyYrFY58dwYnqFhwqb0JWQqjUkagfetWNZbfbYbfbkZSUhOrqaudzu90Os9mMoqIizJ49211ZiYgA/K9VJyk8CBp1r35nI+oRbYAS0zPPrrnDgcper09jdk6fPo3IyEhXZyEiuiRRFP/XhcVWHXKjn41xzMr67yEjrDa7xGmoP/r8K9GWLVuwZcsWZwvPD/3zn//sdzAiovOpMpnR1N4JhUzAoKhgqeOQD7syLRKhQUrUtpjx/el6XDGEv+R7qz617Dz++OOYNm0atmzZgtraWjQ0NHR7EBG5yzGjCQAwODoYKgWXCiP3UcplmDkiFoBjRWXyXn1q2XnttdewZs0a3Hbbba7OQ0R0QXYROF7l2B6Cs7BoIFw/Khbv7jFg/WEjnrhhBAtsL9Wn/9csFgsuv/xyV2chIrqoqg4B7Z02BCrlSAoLkjoO+YGJqRGIClGjqb0T356skToO9VGfip1f/epXWLdunauzEBFdlKHV8ZU1TB8CmYzrnpD7yWUCckZ2dWVVSpyG+qpP3VgdHR144403sHnzZmRlZUGpVHZ7//nnn3dJOCKiLoJag4p2R7HDLiwaSNePisOanSX46ogRHZ02BCjlUkeiXupTsVNQUIDRo0cDAA4fPtztPa4ySUTuoBk+GXZRQIRGhegQ7nBOA2dsUijiQwNR3tiOr49VY+bZlh7yHn0qdr7++mtX5yAiuqjgrGkAgMw4LX+pogElCAJmj4rF69tP4bODFSx2vJCkw8pXrlyJCRMmICQkBNHR0ZgzZw6Kioq6HdPR0YHc3FxEREQgODgYc+fORVVVVbdjDAYDcnJyEBQUhOjoaCxbtgxWq3Ugb4WI3Oh0YyfUsWkQIHKHc5LE9VlxAICtx6rR3NEpcRrqrT617FxzzTUX/c1q69atPfqc7du3Izc3FxMmTIDVasUf/vAHTJs2DUePHoVGowEAPPjgg/jvf/+LDz74ADqdDosXL8aNN96I7777DoBjA9KcnBzo9Xrs3LkTlZWVuP3226FUKvH000/35faIyMNsPd0GAIgLFBGk4vYQNPAy47QYFKnBqdpWbC6sws/GJEgdiXqhT98aXeN1unR2diI/Px+HDx8+Z4PQi9mwYUO352vWrEF0dDTy8vIwefJkNDU14c0338S6detw7bXXAgBWr16N4cOHY/fu3Zg0aRK++uorHD16FJs3b0ZMTAxGjx6NJ598EsuXL8djjz0GlUrVl1skIg9httqw/Uw7ACAl2CZxGvJXjq6sOLy05QQ+P1jJYsfL9KnYeeGFF877+mOPPYaWlpY+h2lqagIAhIeHAwDy8vLQ2dmJqVOnOo9JT09HUlISdu3ahUmTJmHXrl0YOXIkYmJinMdMnz4dixYtwpEjRzBmzJhzrmM2m2E2m53PTSZTnzMTkXttPlqNFosIa3MtYhK1UschP/bTUbF4acsJ7Dheg8Y2C0KD+Mu0t3DpmJ358+f3eV8su92OBx54AFdccQVGjBgBADAajVCpVAgNDe12bExMDIxGo/OYHxY6Xe93vXc+K1euhE6ncz4SExP7lJmI3O/f+0oBAK2HtoDjkklKQ6JDMCwmBFa7iC2F1VLHoV5wabGza9cuBAQE9Onc3NxcHD58GO+9954rI53XihUr0NTU5HyUlpa6/ZpE1HsVje345oRj1dqWQ5slTkMETM90/DK98cj5f5kmz9Snbqwbb7yx23NRFFFZWYl9+/bhj3/8Y68/b/Hixfjiiy+wY8cOJCT8rx9Ur9fDYrGgsbGxW+tOVVUV9Hq985g9e/Z0+7yu2Vpdx/yYWq2GWs11Oog83X/yyiCKQGaUCmcauXotuUdhYWGPj02SO2ZibSuqwq49eVAr+tbcGBkZiaSkpD6dS73Xp2JHp9N1ey6TyTBs2DA88cQTmDZtWo8/RxRFLFmyBB9//DG2bduG1NTUbu+PGzcOSqUSW7Zswdy5cwEARUVFMBgMyM7OBgBkZ2fjqaeeQnV1NaKjowEAmzZtglarRUZGRl9uj4g8gN0u4v08R6vrlNRAfClxHvI9pnpHq+H8+fN7dV78fW8CuhhMmb8Y7Sd29+nagUFBOFZYyIJngPSp2Fm9erVLLp6bm4t169bh008/RUhIiHOMjU6nQ2BgIHQ6HRYuXIilS5ciPDwcWq0WS5YsQXZ2NiZNmgQAmDZtGjIyMnDbbbfh2WefhdFoxMMPP4zc3Fy23hB5sd2n6lBa345gtQLZCYFSxyEf1N7imJySc+9DGJY1rsfnHWyQ42QzMP62FZgQ0fsZglWGYrzzzDLU1tay2Bkg/VqwIi8vz9n8l5mZed6ZTxfz6quvAgCuvvrqbq+vXr0ad9xxBwDHzC+ZTIa5c+fCbDZj+vTpeOWVV5zHyuVyfPHFF1i0aBGys7Oh0WiwYMECPPHEE32/MSKS3NvfnwEA/HR0HNQKLuJG7hMRl4yEtMweHy80tOPk/jJUmZWIHTwMcm5K6/H6VOxUV1fjlltuwbZt25xjaRobG3HNNdfgvffeQ1RUVI8+RxTFSx4TEBCAVatWYdWqVRc8Jjk5GV9+yUZuIl9R2dSOjUccY+9uz05GW8VJiRMR/U9saAAClXK0d9pQ3tiOpPAgqSPRJfRpNtaSJUvQ3NyMI0eOoL6+HvX19Th8+DBMJhN+/etfuzojEfmZdd8bYLOLmJgajnQ919YhzyITBAyKcqzyX1zT97XlaOD0qdjZsGEDXnnlFQwfPtz5WkZGBlatWoX169e7LBwR+R+z1YZ39xgAAAsuT5E2DNEFDI4KBgCcqmntUS8FSatPxY7dbodSqTzndaVSCbvd3u9QROS/1h8yorbFglhdAKZlxFz6BCIJJIYFQikX0GK2ospkvvQJJKk+FTvXXnst7r//flRUVDhfKy8vx4MPPogpU6a4LBwR+Z81O0sAAPMmJkEhd+m6p0Quo5DLkBLBrixv0advkr/97W8wmUxISUnB4MGDMXjwYKSmpsJkMuHll192dUYi8hMHSxuRX9oIlVyGWy7jlFzybF1dWSx2PF+fZmMlJiZi//792Lx5M44dOwYAGD58eLcNO4mIeutfuxzTzXOyYhEZzHWyyLOlRAZBJgANbZ2ob7UgXMONQT1Vr1p2tm7dioyMDJhMJgiCgOuuuw5LlizBkiVLMGHCBGRmZuKbb75xV1Yi8mF1LWZ8XuDoGr89O1niNESXplbIkXh22vlJtu54tF4VOy+++CLuvvtuaLXnTgXV6XS499578fzzz7ssHBH5j3/vK4XFakdWgg6jE0OljkPUI11dWadrWiVOQhfTq2Ln4MGDmDFjxgXfnzZtGvLy8vodioj8S6fNjrfPdmHdnp0CQeCKtOQdUs8OUjaaOtBmsUqchi6kV8VOVVXVeaecd1EoFKipqel3KCLyL58frEBFUwcig9WYnRUrdRyiHgsOUCDq7PiyM3VtEqehC+lVsRMfH4/Dhw9f8P2CggLExvKLioh6ThRFvL79FADgzitSEKCUS5yIqHdSIx2tO6dr2ZXlqXpV7MyaNQt//OMf0dHRcc577e3tePTRRzF79myXhSMi3/d1UTWKqpoRrFZg/iQOTCbvkxLpGKR8pq4NNjtXU/ZEvZp6/vDDD+Ojjz7C0KFDsXjxYgwbNgwAcOzYMaxatQo2mw0PPfSQW4ISkW96dVsxAMcigrrAC3eTE3mqGO3/NgatbGpHQhg3BvU0vSp2YmJisHPnTixatAgrVqxw7gciCAKmT5+OVatWISaGy7sTUc/knanH3pIGqOQy3HVlqtRxiPpEJghIiQhCobEZp2tbWex4oF4vKpicnIwvv/wSDQ0NOHnyJERRRFpaGsLCwtyRj4h82KvbHGN1fjYmHjHaAInTEPVdSqTGWez8JC1K6jj0I31aQRkAwsLCMGHCBFdmISI/cqKqGZsLqyAIwD1XDZI6DlG/JIf/bzXlxjYLQoO4mrIn4S57RCSJ13c4WnWmZcQ4F2Yj8lZqpRxxukAAQAmnoHscFjtENOAqGtvxyYFyAMB9Vw2WOA2Ra6RwCrrHYrFDRAPujR2nYLWLmJgajjFJHO9HvqFrvZ3yhnZYrHaJ09APsdghogFlbOrAuj0GAMCvp6RJnIbIdcKClNAFKmETRZQ2sCvLk7DYIaIB9dr2YlisdkxICcPlgyOkjkPkMoIgOPfKYleWZ2GxQ0QD5oetOg9MHcoNP8nndK2mXFLb6lyLjqTHYoeIBsyr207CYrXjspRwtuqQT4oPC4RSLqDVYkNNs1nqOHQWix0iGhDGpg68u6cUAPDA1DS26pBPUshkzhWUz9Rz3I6n6POigkTknwwGA2pra3t93t/3N8FisyMjUgV10xns32/o8bmFhYW9vh6RVJIjgnC6thVn6towISVc6jgEFjtE1AsGgwHpw4ejva13v7HKQyIQf88/ICiU2Pryb7B+2aE+Xb+lpaVP5xENpORwR8tOZVM7zFYb1Aq5xImIxQ4R9VhtbS3a29owb/lziEnq+WKAB+rlONUiR6Tajht/9zh624NVuGc71q/9Kzo6OnqZmGjghQapoAtUoqm9E2UN7Vwh3AOw2CGiXotJGoyEtMweHdvc0YkzpWcAiJickYjE8N7vCF1lKO71OURSSo4IQkFZE87UtbHY8QAcoExEbrWvpAE2UUR8aGCfCh0ib9TVlXWmjlPQPQGLHSJym+aOThypMAEAJg3iQE3yHwlhjl3QTR1WNLZ3Sh3H77HYISK3+WGrTtd0XCJ/oFLIEBfq2AXdwF3QJcdih4jcgq065O+6urJK6rh1hNRY7BCRW+w926qTwFYd8lPJZ/fJKmtoh9XOXdClxGKHiFzO0arTBACYyFYd8lORwSoEqeSw2kVUNnLZBCmx2CEil9tb0gC7CCSEsVWH/JcgCD+YlcVxO1KStNjZsWMHrr/+esTFxUEQBHzyySfd3r/jjjsgCEK3x4wZM7odU19fj3nz5kGr1SI0NBQLFy7kKqtEEvphq86kVG72Sf6tqyvrTD3H7UhJ0mKntbUVo0aNwqpVqy54zIwZM1BZWel8vPvuu93enzdvHo4cOYJNmzbhiy++wI4dO3DPPfe4OzoRXcC+H7TqxIcFSh2HSFJJZ1t2alssaDFbJU7jvyRdQXnmzJmYOXPmRY9Rq9XQ6/Xnfa+wsBAbNmzA3r17MX78eADAyy+/jFmzZuEvf/kL4uLiXJ6ZiC6s1WzFkUrHDKyJqRyrQxSokiM6RI3qZjMMdW3IiNNKHckvefyYnW3btiE6OhrDhg3DokWLUFdX53xv165dCA0NdRY6ADB16lTIZDJ8//33F/xMs9kMk8nU7UFE/bff0ACbXUSsLgDxoWzVIQKAFHZlSc6ji50ZM2bgX//6F7Zs2YJnnnkG27dvx8yZM2Gz2QAARqMR0dHR3c5RKBQIDw+H0Wi84OeuXLkSOp3O+UhMTHTrfRD5g3aLDQVljrE6l6WEQ+jtbp9EPiopwtGVZahrg51bR0jCozcCveWWW5x/HjlyJLKysjB48GBs27YNU6ZM6fPnrlixAkuXLnU+N5lMLHiI+im/tBFWu4joEDWSIzgDi6iLXhsAlVyGDqsd1Saz1HH8kke37PzYoEGDEBkZiZMnTwIA9Ho9qqurux1jtVpRX19/wXE+gGMckFar7fYgor4zW23IL2sEAExgqw5RN3KZgMRwR7cuu7Kk4VXFTllZGerq6hAbGwsAyM7ORmNjI/Ly8pzHbN26FXa7HRMnTpQqJpHfOVjWBIvVjnCNCoOjNFLHIfI4zinoXG9HEpJ2Y7W0tDhbaQDg9OnTyM/PR3h4OMLDw/H4449j7ty50Ov1KC4uxu9+9zsMGTIE06dPBwAMHz4cM2bMwN13343XXnsNnZ2dWLx4MW655RbOxCIaIJ02Ow4YGgAAE1LC2KpDdB5diwsaTR2whEgcxg9J2rKzb98+jBkzBmPGjAEALF26FGPGjMEjjzwCuVyOgoIC/PSnP8XQoUOxcOFCjBs3Dt988w3UarXzM9555x2kp6djypQpmDVrFq688kq88cYbUt0Skd85VN6Ejk47dIFKDI3mtzjR+WgDlQgLUkIUgZoO/kIw0CRt2bn66qshXmRk+saNGy/5GeHh4Vi3bp0rYxFRD1ntduw/42jVGZ8cBpmMX+JEF5IcoUFDWyOM7V41gsQn8L84EfVZkbEZrRYbgtUKDI/lQH+ii+nqyqrq4D+9A82jp54TkecSRREHDI0AgFGJOsjZqkN0UfFhgZDLBLTbAEVEgtRx/ArLSyLqE0N9G+paLVDKBYyM00kdh8jjKeUy58rigaljJU7jX1jsEFGf7D/bqpMZp4NaKZc2DJGX6NoYlMXOwGKxQ0S91mQRYKhvgwBgdGKo1HGIvEbX6uLqxBGw2Lh1xEBhsUNEvXai2fHVMSQ6GLpApcRpiLxHhEaFALkImTIAR2ssUsfxGyx2iKhX5MHhMLQ6vjrGJoVJnIbIuwiCgJgAOwAg38h9sgYKix0i6pWQsbMhQkCsLgB6XYDUcYi8TkyAo/sqv4rFzkBhsUNEPdZhtSN49EwAbNUh6qvoADtE0Q5DkxVVpg6p4/gFFjtE1GNfn26HPDAEGoWIQdzwk6hP1HLAUunYF3LH8RqJ0/gHFjtE1COiKGJ9sWPH5iEhNsi44SdRn7WX7AcA7DhRK3ES/8Bih4h6ZPepepSZrLBb2pGssUsdh8irdZxyFDvfnqiBzc4p6O7GYoeIeuTt3WcAAK1HvoaS3xxE/WKuLEKQUkBDWycOlzdJHcfn8SuLiC6pytSBjUeMAIDmA19KnIbIB9htGBmtAsBxOwOBxQ4RXdJ7e0phtYsYHqlEZ02J1HGIfMJovRoAsOMEix13Y7FDRBfVabNj3R5HF9aMIZyBReQqY84WO/sNjTB1dEqcxrex2CGii9pSWIUqkxmRwSpMiucigkSuEq1RYFCkBja7iJ0n66SO49NY7BDRRb11dmDyzRMSoZRzujmRK/0kLRIAu7LcjcUOEV3QyeoWfHeyDoIA3HpZktRxiHzO5KFRAByDlEWRU9DdhcUOEV3QO987WnWmpEcjISxI4jREvmfSoAgo5QLKGtpRUtcmdRyfxWKHiM6rzWLFh3llAID5k5IlTkPkmzRqBcYnhwPgFHR3YrFDROf1WX4FmjusSAoPwuS0KKnjEPmsH3ZlkXuw2CGic4ii6ByYPH9SEmQyDkwmcpfJQx2DlHedqoPFyq1Y3IHFDhGdI7+0EUcqTFApZPjFuESp4xD5tOF6LSKD1Wiz2LDvTL3UcXwSix0iOkdXq871WXEI06gkTkPk22QyAZO7pqAf5y7o7sBih4i6qW+14IuCSgDAbdkcmEw0EDhux71Y7BBRNx/sK4XFasfIeB1GJeikjkPkF64827JztNKEmmazxGl8D4sdInKy20W8fXZtndsmJUMQODCZaCBEBqsxIl4LAPiGqym7HIsdInLafqIGpfXt0AYocP2oOKnjEPmVriUevjnBcTuuxmKHiJze3uVo1fn5uEQEquQSpyHyL13jdr45UQO7nVtHuBKLHSICAJTWt2FrUTUAYN4k7oNFNNDGJoVBo5KjtsWCo5UmqeP4FBY7RAQAWLfHAFEErhwSicFRwVLHIfI7KoUM2YMjAHAXdFdjsUNEMFtt+PfeUgDcB4tISpyC7h4sdogIGw4bUd9qgV4bgKnDo6WOQ+S3ugYp551pQIvZKnEa38Fih4jw1tmByb+cmASFnF8LRFJJidQgNVKDTpuIb9mV5TKSfqvt2LED119/PeLi4iAIAj755JNu74uiiEceeQSxsbEIDAzE1KlTceLEiW7H1NfXY968edBqtQgNDcXChQvR0tIygHdB5N2OVpiw70wDFDIBt0zgPlhEUrtmmKN1deuxaomT+A5Ji53W1laMGjUKq1atOu/7zz77LF566SW89tpr+P7776HRaDB9+nR0dHQ4j5k3bx6OHDmCTZs24YsvvsCOHTtwzz33DNQtEHm9rkUEp4/QI1obIHEaIro23VHsfF3EKeiuopDy4jNnzsTMmTPP+54oinjxxRfx8MMP44YbbgAA/Otf/0JMTAw++eQT3HLLLSgsLMSGDRuwd+9ejB8/HgDw8ssvY9asWfjLX/6CuDguikZ0MU3tnfjkQDkAYP5EDkwm8gSXpYZDo5KjptmMIxUmjOS2Lf3msZ3zp0+fhtFoxNSpU52v6XQ6TJw4Ebt27QIA7Nq1C6Ghoc5CBwCmTp0KmUyG77//fsAzE3mbD/PK0GaxYVhMCCYNCpc6DhHBMQW9a68sdmW5hscWO0ajEQAQExPT7fWYmBjne0ajEdHR3WeOKBQKhIeHO485H7PZDJPJ1O1B5G/sdhFv7SoBANx+OffBIvIkXV1ZXQt9Uv94bLHjTitXroROp3M+EhM5KJP8z/YTNSipa0NIgAJzRsdLHYeIfqBrkHJBWSNqW7gLen95bLGj1+sBAFVVVd1er6qqcr6n1+tRXd296rVaraivr3cecz4rVqxAU1OT81FaWuri9ESeb+3OEgDATeMToVFLOnyPiH4kWhuAEfFaiCKwrYhT0PvLY4ud1NRU6PV6bNmyxfmayWTC999/j+zsbABAdnY2GhsbkZeX5zxm69atsNvtmDhx4gU/W61WQ6vVdnsQ+ZOS2lZsK6qBIAC3ccVkIo907dnWna85bqffJC12WlpakJ+fj/z8fACOQcn5+fkwGAwQBAEPPPAA/vSnP+Gzzz7DoUOHcPvttyMuLg5z5swBAAwfPhwzZszA3XffjT179uC7777D4sWLccstt3AmFtFF/OvsIoJXD41CSqRG4jREdD7XnB23s+N4DTptdonTeDdJ26737duHa665xvl86dKlAIAFCxZgzZo1+N3vfofW1lbcc889aGxsxJVXXokNGzYgIOB/a4G88847WLx4MaZMmQKZTIa5c+fipZdeGvB7IfIWrWYrPshzdN3efnmKtGGI6IJGJYQiQqNCXasFe0vqcfngSKkjeS1Ji52rr74aonjhBZMEQcATTzyBJ5544oLHhIeHY926de6IR+STPj5QjuYOK1IjNbjq7D48ROR5ZDIBVw2Lwkf7y/H1sWoWO/3gsWN2iMj1RFHEv85ON79tUjJkMk43J/JkzinoHLfTLyx2iPzIrlN1OF7VgiCVHD8fnyB1HCK6hJ+kRUEuE1Bc0wpDXZvUcbwWix0iP/KPb04DAG4cGw9tgFLiNER0KbpAJSakhAEAth6rusTRdCEsdoj8RJGxGVuPVUMQgF9dOUjqOETUQ1PSHTsJbCpksdNXLHaI/MQbO04BAGZk6jndnMiLTMt0FDu7T9Wjsc0icRrvxGKHyA9UNrXjs4OO3c3vmcxWHSJvkhyhQbo+BDa7iC2FHKjcFyx2iPzA6u9K0GkTMTE1HGOSwqSOQ0S9NC3TsQXSxiMX3uSaLowb4hD5uKb2Tqz73gAAuPcqtuoQeYrCwsIeH5ss6wQAbCuqwq49eVAr+rZsRGRkJJKSkvp0rjdjsUPk49Z9b0CL2YqhMcG4emi01HGI/J6p3rGx5/z583t1Xvy9/wBC9ZgyfwnaT+zq07UDg4JwrLDQ7woeFjtEXspgMKC2tvaix3TaRLyxzdHHPy1Jjvz8A/26Zm9+EyWi82tvMQEAcu59CMOyxvX4vIMNcpxsBsbP/z0mRNp6fd0qQzHeeWYZamtrWewQkeczGAxIHz4c7W0XX2RMM/I6RM66H9bmOiy7aQ5gt7rk+i0tLS75HCJ/FhGXjIS0zB4fLzS04+T+MlRZlIgdPAxyroDeYyx2iLxQbW0t2tvaMG/5c4hJGnzeY0QR2FSpRLMVGJOow80vv9/v6xbu2Y71a/+Kjo6Ofn8WEfVObGgAApVytHfaUNbQhuQILiHRUyx2iLxYTNLgC/5mWGRsRnOpEWqFDFeMGgq1Qt7v61UZivv9GUTUNzJBwKAoDY5UmFBc08pipxc49ZzIB9lFEXtO1wMAxiSGuqTQISLpDY4KBgCcqmmBKIoSp/EeLHaIfNCJqhbUt1mgVsgwOilU6jhE5CKJ4YFQyWVotdhgNLE7uadY7BD5GLso4vvTdQCAsUlhbNUh8iEKmQwpEUEAgOKaVonTeA8WO0Q+psjYjIa2TqgVMoxK1Ekdh4hcbHC0oyuruJpdWT3FYofIh1htduw65WjVGZ/CVh0iX5QSoYFcJqCxvRO1LdwYtCdY7BD5kILyJjR3WBGsVmB0QqjUcYjIDVQKGZLDHV1ZJ6qbJU7jHVjsEPkIc6cNe8/OwJo4KBwKOX+8iXzV0JgQAMDxKnZl9QS/DYl8xN4zDeiw2hEepEKGXit1HCJyo9RIDRQyAU3tnahuNksdx+Ox2CHyAQ1tFhwwNAAArkiLgIzLyBP5NJVChtRIx6KCx6vYlXUpLHaIfMA3J2phF4HkiCCkclVVIr/ArqyeY7FD5OVK6lpxurYVMgGYnBYFQWCrDpE/SIkIgkouQ4vZisomLjB4MSx2iLyYTQS2F9UAAEYlhiJco5I4ERENFIVchkFRjpbcY0Z2ZV0Mix0iL3asSY7G9k5oVHJMTA2XOg4RDbB0vaMr60RVM2x2dmVdCIsdIi+ljExGkcnxI3z1sGguIEjkhxLDg6BRydFhtaOkjttHXAiLHSIvZLOLCJ+xGCIEDIrUYHAUByUT+SOZIGDY2dadwkqTxGk8F4sdIi/02fFWBMQPh0IQcfUwDkom8mfpZ9fVKqltQ0enTeI0nonFDpGXKaw04d3DjsGIWWE2hAQoJU5ERFKKClEjMlgFmyjiRFWL1HE8EosdIi9ittrw4L/zYbUDbSe+R4rGLnUkIvIAXa07R9mVdV4sdoi8yMovj+GYsRlatQx1G14Ge6+ICHDMypIJgNHUgdoWbh/xYyx2iLzEfwsqsWZnCQBg8QQd7G2NkuYhIs+hUSuc20ccqWDrzo+x2CHyAqdrW7H8PwUAgEVXD8b4uACJExGRp8mM0wEAjlWaYLWzi/uHWOwQeThTRyfu/tc+tJituCwlHL+5bqjUkYjIAyVHBCFYrUCH1Y5TNVxz54c8uth57LHHIAhCt0d6errz/Y6ODuTm5iIiIgLBwcGYO3cuqqqqJExM5FpWmx1L1h3AyeoW6LUB+Nsvx0Ah9+gfWyKSiEwQkBHrGKh8uKJJ4jSexeO/NTMzM1FZWel8fPvtt873HnzwQXz++ef44IMPsH37dlRUVODGG2+UMC2R64iiiD/9txDbj9cgQCnDPxaMR7SW3VdEdGEZcY5ip7S+HQ1tFonTeA6F1AEuRaFQQK/Xn/N6U1MT3nzzTaxbtw7XXnstAGD16tUYPnw4du/ejUmTJg10VCKXWvX1SeeA5BduGo0R8TppAxGRx9MFKpEaqcHp2lYUlDXhqqFRUkfyCB7fsnPixAnExcVh0KBBmDdvHgwGAwAgLy8PnZ2dmDp1qvPY9PR0JCUlYdeuXVLFJXKJd74/g798dRwA8MjsDMwcGStxIiLyFlkJjl+MjlaYYLFyoDLg4cXOxIkTsWbNGmzYsAGvvvoqTp8+jZ/85Cdobm6G0WiESqVCaGhot3NiYmJgNBov+rlmsxkmk6nbg8hT/HuvAQ9/chgAsPiaIbjrylSJExGRN0kOD4IuUAmLzY5jRv77Bnh4N9bMmTOdf87KysLEiRORnJyM999/H4GBgX3+3JUrV+Lxxx93RUQil3p79xlnobMgOxm/mcaZV0TUO4IgYFSCDjtO1KKgrAkj43V+v3+eR7fs/FhoaCiGDh2KkydPQq/Xw2KxoLGxsdsxVVVV5x3j80MrVqxAU1OT81FaWurG1ESXJooiVn190lno3HVFKh77aabff0ERUd9kxGqhkAmoa7WgtKFd6jiS86pip6WlBcXFxYiNjcW4ceOgVCqxZcsW5/tFRUUwGAzIzs6+6Oeo1WpotdpuDyKpWG12/OHjw3huYxEA4L6rBuOPs4ez0CGiPlMr5cg8OzMr70yDxGmk59HdWL/97W9x/fXXIzk5GRUVFXj00Uchl8tx6623QqfTYeHChVi6dCnCw8Oh1WqxZMkSZGdncyYWeY3aFjN+/e4B7CyugyAAj87OwB1XcIwOEfXfmKQwFJQ1wVDfhppm/94vy6OLnbKyMtx6662oq6tDVFQUrrzySuzevRtRUY6pdC+88AJkMhnmzp0Ls9mM6dOn45VXXpE4NVHP5J1pQO47+2E0dSBIJccLN4/G9MyLd8ESEfWULlCJtJhgHK9qQZ6hASNUUieSjkcXO++9995F3w8ICMCqVauwatWqAUpE1H9mqw0vbTmBV7cVwy4Cg6I0eH3+OKTFhEgdjYh8zLikMByvasHxqmak+vEKFh5d7BB5OoPBgNra2h4ff7TGgr/vb8KZJisA4CdJAbh3XDCay09gf3nPr1tYWNjbqETkh6K1AUgMC0RpQzuOm+RSx5EMix2iPjIYDEgfPhztbW2XPFahi0Ho5NugybgaAGBra0L9xlV4+/hOvN2PDC0tLf04m4j8wWWp4ShtKMfpFhnkIf65ojKLHaI+qq2tRXtbG+Ytfw4xSYPPe0xzJ3DcJMeZVhlECABEpAbbkRkfCHX6b/t87cI927F+7V/R0dHR588gIv+QEBaEhNBAlDW2Q5d9k9RxJMFih6ifYpIGIyEt0/m802bH6dpWHC5v6ra+RXJEEC4fFOGSzTyrDMX9/gwi8h+TBkXgw/1lCM6aiupWq9RxBhyLHaJ+EkWgqb0TpfVtOFPfhpLaVljtIgBAAJAaqcH4lDDE6vq+6jcRUX/EhwUiSm1HjVmJD462YMZPpE40sFjskE/o7UDhvmrqsMFgsqK0yYqDZ2oQM+8ZfF6mRGdpSbfjdIFKDI0Jxog4HbSBSrfnIiK6lMxQG7ZVyfB1STuOGU1I1/vPgrosdsjr9WagcE8JygCoolOgjEx2PlRRSZBrwn5wlBoBCZnoFAFBAPTaACSFByE1UoPoEDVXQCYijxKhFtF67Fto0q/EU/8txFsLJ0odacCw2CGv15OBwhcjikCzFagzy1BvFlBvEWDqFODohDqXRiFCqxRhqTmDY1s/xIybFmBSdjYUMq/afYWI/FDj9jXQZVyJb07UYltRNa4eFi11pAHBYod8xo8HCl+M3S6itKENJ6tbUFLXhhbzuQP2NGo5IjVqRASrEHH2f8M1KijljqImb0sR9hduR7BsHgsdIvIK1kYjZg7R4PPjrXjqv4W4Ykik8zvNl7HYIb/S1N6JgrJGFFY2o73T5nxdIROg1wYgRhcAvTYAel0AgtX88SAi3/OLjGB8W2bBieoWvPntadx3Ve9bxL0Nv83J54miCEN9Gw6WNeF0bavz9QClDEOigjE4KhgJYYFQ+MFvN0REwSoZ/jBrOJZ9WIAXNx9HzshYJIYHSR3LrVjskM+y20UUVTVjX0kD6tsszteTI4KQlaBDcrgGchkHEROR//n5uAR8mFeG70/X49HPjuDNBeN9elIFix3yOXZRxHFjM74vqUdjWycAQCWXYXhsCEYlhCJM48db/xIRARAEAU/9bCRm/nUHth6rxif55fjZmASpY7kNix3yGaIIHDOasOd0PRrOFjkBChnGJochK0EHtcJ/N8EjIvqxIdHBWHJtGp7fdByPfHoEl6VGID7UNxc/5SAF8no2u4ig4ZOxqVKJjUeq0NDWiQCFDJcPjsCdV6RiQko4Cx0iovP4f1cPxujEUDR3WPHb9w/Cfnb1d1/DYoe8lsVqx/t7S/HrDTWI+unv0GwVoFbIkD0oAndckYIJKeFQKfhXnIjoQhRyGV64eTQClXLsOlWH13eckjqSW7Abi7xOR6cN7+8rxevbT6G80bHRpq3dhJH6IEwePZStOEREvZAaqcEj12dgxUeH8NzGYxiVoMPlQyKljuVS/LWXvMYxowmPfXYElz21GY98egTlje2IClFjwagQlL96F4br7Cx0iIj64JYJiZg7NgF2EVjy7gFUNrVLHcml2LJDHq2h1YKvjhrx3t5SHDA0Ol9PDA/EPT8ZhF+MT8TRQwfxRGeHdCGJiLycY3bWCBRWmnC00oR738rDe/dMQpDKN8oE37gL8hkdnTYUlDVhz+k67Cyuw/en62E7O2BOIRNwXUYMbr0sCVcOiYSMa+QQEblMgFKO128bhxtWfYeCsiYsXncAb9w2zicWXGWxQ5LotNlR0diOkro2GOpacaauDQfLGnGwtAkWm73bsen6EPx0dBx+Pi4B0SEBEiUmIvJ9ieFB+MeC8fjl33dj67Fq/PHTw3j6ZyO9fsFBFjvkNu0WG87UOwoZQ12b889n6tpQ3tjubLH5schgNSamhmNCShiuTY9BUoRvL2NORORJxiaF4a+3jMF9b+fh3T2lUCvkePT6DK8ueFjsUL+IoojKpg6cqG7BiapmFNe0oLi6FSV1rahuNl/0XLVChqTwICRHBCE5QoNhMSGYkBqOlIggr/6hIiLydtMz9XhmbhaW/6cAa3aWQBCAR2Z7b8HDYod6TBRFVDR1oKC0EQfLmlBQ1ohD5U1o7rBe8BxtgALJERokRQQhJSIIyeGOPydHBCEmJIDjboiIPNRN4xMBEfjdfwqw+rsSNHdYsfLGkVB64RgeFjs+ymAwoLa2tl+fIYoiKltsOFJtwZEaM47UWFDXbj/nOLkAxIYokBCiwFB9CMalxSM5QoOUiCCEBnEfKiIiT1JYWNjjY4fIgcUTdHhlXxM+zCtDcXkNfpsdikBl7wqeyMhIJCUl9Taqy7DY8UEGgwHpw4ejva2t1+fKAoIRkDIaganjEJA6BoqQ7gtLiTYrLDUlsBhPwmI8AXPlcXTWluKU3dG6ow4IwH8+/BB2eyxO1bjkdi6pNz+4RET+ylTv+FKeP39+r88NHDQekTf8HgeMwC/e2IOaj5+CtaGi5+cHBeFYYaFkBQ+LHR9UW1uL9rY2zFv+HGKSBl/0WFEEGiwCqjoEGNtlqLcIAP7XtSSDiHC1iEi1iKgAO8JVIhSpSQCSAFzb7bNOHd6HT159GrNnz3b9TfVAS0uLJNclIvIG7S0mAEDOvQ9hWNa4Xp9fbxawq1YEopKRfO/rGB9hRXzQpffSqjIU451nlqG2tpbFDrleTNJgJKRlnvN6e6cNhro2nK5rxZm6VnR0du+aitCoHONqwoMQHxrY4zUWqgzFAPr+g9RXhXu2Y/3av6KjgwsLEhFdSkRc8nn/bbiUBACDzVZ8eagSFU0d2F2rREasFlcNjfL4fQhZ7PgBURRR22LB6VrHLCljUwd+WIur5D+cFRWEkABlv67X1x+kvuoqsoiIyL00agVuHJuAXafqkHemAUcrTShtaMM1w6KRGqmROt4FsdjxUYIqEOVtAo4VVqGkrhWtZlu39yOCVUiJ0CA1QgO9LgByzooiIqIekMsEXDkkEqkRGnx11AhThxWfHazA4CgNfpIWBV1g/35hdgcWOz6i02ZHQVkTdp+qw/oDdUj89TrsrlUCcPTRKmQCEsODkBqhQXJkELT9bL0hIiL/Fh8WiHkTk7HndD32lzaguKYVp2tbkZUQigkpYR61r5bnJKFesdlFHKlowq7iOuw6VYe9p+vRavlf640gV0KjEJEWG4aUiN6NvSEiIuoJlUKGK9MikR4bgm9O1MJQ34b80kYcLm/CiHgdxiWFSR0RAIsdr1HTbEZ+aSPySxuQX9qIgtImNJu7L+YXGqTEpNQIJKja8PiiW/DrP/0NCWlREiUmIiJ/ERmsxs/GxONMXSt2Fteh+uy/WQVljYgLlEMdnw5RvPTMLXdhseNmvV3cz2ITUWqywtDUiTONZ/+3yYqGjnMX8wtSCsiIVGFktAojotVIDlVAJggoLDT0av0DIiIiV0iO0CApPAiG+jbsLWlAeWM7ytrk0M//C/IqzRi4ebrdsdhxowsu7idXQKGLgSI0FspQPRRhcVCE6qEMi4UiLA6CTH7OZ4miHZ11pbBUHIe5ogjmyiJ01pxBoWjHfy5wfa47Q0REA00QBCRHaJAcoUFNsxk7j5zGibJqjNbrJcvkM8XOqlWr8Nxzz8FoNGLUqFF4+eWXcdlll0maac+JSgiJYzB5zkIImgi0WgW0WgW02YAfLtz3YyqZCK1ShE4pQqs6+79KEcrkWGBsLICrLnpdrjtDRESeICpEjXERNmx/7D4o7t0jWQ6fKHb+/e9/Y+nSpXjttdcwceJEvPjii5g+fTqKiooQHR0tWa6nv61H1JwVOAMArd3fU8gE6IKUCA1UQveDR0SwGhqVvF87y3LdGSIi8ih226WPcSOfKHaef/553H333bjzzjsBAK+99hr++9//4p///Cd+//vfS5YrLVyJHXsOYkhaGmJjoroVNkH9LGiIiIioZ7x+LrLFYkFeXh6mTp3qfE0mk2Hq1KnYtWuXhMmA5VeEw/j2b3FZpA3ZgyIwPFaLuNBAaNQKFjpEREQDxOtbdmpra2Gz2RATE9Pt9ZiYGBw7duy855jNZpjNZufzpqYmAIDJZHJptq4BwmUnjsDc3vsdyPuqqxvLWHIcxZogXtfHrivltXldXpfX5XV7q6bsNADHv4mu/ne26/MuOa1d9HLl5eUiAHHnzp3dXl+2bJl42WWXnfecRx99VATABx988MEHH3z4wKO0tPSitYLXt+xERkZCLpejqqqq2+tVVVXQX2Ca24oVK7B06VLnc7vdjvr6ekRERHhV95LJZEJiYiJKS0uh1WqljuNW/nSvgH/dL+/Vd/nT/fJepSGKIpqbmxEXF3fR47y+2FGpVBg3bhy2bNmCOXPmAHAUL1u2bMHixYvPe45arYZare72WmhoqJuTuo9Wq5X8L9xA8ad7Bfzrfnmvvsuf7pf3OvB0Ot0lj/H6YgcAli5digULFmD8+PG47LLL8OKLL6K1tdU5O4uIiIj8l08UOzfffDNqamrwyCOPwGg0YvTo0diwYcM5g5aJiIjI//hEsQMAixcvvmC3la9Sq9V49NFHz+mS80X+dK+Af90v79V3+dP98l49myCKEm5DSkRERORmXr+oIBEREdHFsNghIiIin8Zih4iIiHwaix0vtHLlSkyYMAEhISGIjo7GnDlzUFRUJHUst3j11VeRlZXlXM8hOzsb69evlzrWgPjzn/8MQRDwwAMPSB3FLR577DEIgtDtkZ6eLnUstykvL8f8+fMRERGBwMBAjBw5Evv27ZM6lsulpKSc8/+rIAjIzc2VOprL2Ww2/PGPf0RqaioCAwMxePBgPPnkk5feusCLNTc344EHHkBycjICAwNx+eWXY+/evVLHuiSfmY3lT7Zv347c3FxMmDABVqsVf/jDHzBt2jQcPXoUGo1G6ngulZCQgD//+c9IS0uDKIpYu3YtbrjhBhw4cACZmZlSx3ObvXv34vXXX0dWVpbUUdwqMzMTmzdvdj5XKHzzK6mhoQFXXHEFrrnmGqxfvx5RUVE4ceIEwsLCpI7mcnv37oXNZnM+P3z4MK677jr84he/kDCVezzzzDN49dVXsXbtWmRmZmLfvn248847odPp8Otf/1rqeG7xq1/9CocPH8Zbb72FuLg4vP3225g6dSqOHj2K+Ph4qeNdmCv2pyJpVVdXiwDE7du3Sx1lQISFhYn/+Mc/pI7hNs3NzWJaWpq4adMm8aqrrhLvv/9+qSO5xaOPPiqOGjVK6hgDYvny5eKVV14pdQxJ3H///eLgwYNFu90udRSXy8nJEe+6665ur914443ivHnzJErkXm1tbaJcLhe/+OKLbq+PHTtWfOihhyRK1TPsxvIBXbu2h4eHS5zEvWw2G9577z20trYiOztb6jhuk5ubi5ycHEydOlXqKG534sQJxMXFYdCgQZg3bx4MBoPUkdzis88+w/jx4/GLX/wC0dHRGDNmDP7+979LHcvtLBYL3n77bdx1111ete9gT11++eXYsmULjh8/DgA4ePAgvv32W8ycOVPiZO5htVphs9kQEBDQ7fXAwEB8++23EqXqIamrLeofm80m5uTkiFdccYXUUdymoKBA1Gg0olwuF3U6nfjf//5X6khu8+6774ojRowQ29vbRVEUfbpl58svvxTff/998eDBg+KGDRvE7OxsMSkpSTSZTFJHczm1Wi2q1WpxxYoV4v79+8XXX39dDAgIENesWSN1NLf697//LcrlcrG8vFzqKG5hs9nE5cuXi4IgiAqFQhQEQXz66aeljuVW2dnZ4lVXXSWWl5eLVqtVfOutt0SZTCYOHTpU6mgXxWLHy913331icnLyJbe392Zms1k8ceKEuG/fPvH3v/+9GBkZKR45ckTqWC5nMBjE6Oho8eDBg87XfLnY+bGGhgZRq9X6ZBelUqkUs7Ozu722ZMkScdKkSRIlGhjTpk0TZ8+eLXUMt3n33XfFhIQE8d133xULCgrEf/3rX2J4eLhPF7EnT54UJ0+eLAIQ5XK5OGHCBHHevHlienq61NEuisWOF8vNzRUTEhLEU6dOSR1lQE2ZMkW85557pI7hch9//LHzC6TrAUAUBEGUy+Wi1WqVOqLbjR8/Xvz9738vdQyXS0pKEhcuXNjttVdeeUWMi4uTKJH7lZSUiDKZTPzkk0+kjuI2CQkJ4t/+9rdurz355JPisGHDJEo0cFpaWsSKigpRFEXxpptuEmfNmiVxoovjmB0vJIoiFi9ejI8//hhbt25Famqq1JEGlN1uh9lsljqGy02ZMgWHDh1Cfn6+8zF+/HjMmzcP+fn5kMvlUkd0q5aWFhQXFyM2NlbqKC53xRVXnLM8xPHjx5GcnCxRIvdbvXo1oqOjkZOTI3UUt2lra4NM1v2fUblcDrvdLlGigaPRaBAbG4uGhgZs3LgRN9xwg9SRLso353n6uNzcXKxbtw6ffvopQkJCYDQaAQA6nQ6BgYESp3OtFStWYObMmUhKSkJzczPWrVuHbdu2YePGjVJHc7mQkBCMGDGi22sajQYRERHnvO4Lfvvb3+L6669HcnIyKioq8Oijj0Iul+PWW2+VOprLPfjgg7j88svx9NNP46abbsKePXvwxhtv4I033pA6mlvY7XasXr0aCxYs8NnlBADg+uuvx1NPPYWkpCRkZmbiwIEDeP7553HXXXdJHc1tNm7cCFEUMWzYMJw8eRLLli1Deno67rzzTqmjXZzUTUvUewDO+1i9erXU0VzurrvuEpOTk0WVSiVGRUWJU6ZMEb/66iupYw0YXx6zc/PNN4uxsbGiSqUS4+PjxZtvvlk8efKk1LHc5vPPPxdHjBghqtVqMT09XXzjjTekjuQ2GzduFAGIRUVFUkdxK5PJJN5///1iUlKSGBAQIA4aNEh86KGHRLPZLHU0t/n3v/8tDho0SFSpVKJerxdzc3PFxsZGqWNdEnc9JyIiIp/GMTtERETk01jsEBERkU9jsUNEREQ+jcUOERER+TQWO0REROTTWOwQERGRT2OxQ0RERD6NxQ4RERH5NBY7RET9kJKSghdffFHqGER0ESx2iKhP7rjjDsyZM8f5Z0EQcN99951zXG5uLgRBwB133NHtXEEQIAgClEolYmJicN111+Gf//znOZsopqSkOI+Vy+WIi4vDwoUL0dDQ0KOc27Ztc54vCAKioqIwa9YsHDp0qFf3u2bNGoSGhp7z+t69e3HPPff06rOIaGCx2CEil0hMTMR7772H9vZ252sdHR1Yt24dkpKSzjl+xowZqKysRElJCdavX49rrrkG999/P2bPng2r1drt2CeeeAKVlZUwGAx45513sGPHDvz617/uVb6ioiJUVlZi48aNMJvNyMnJgcVi6dvN/kBUVBSCgoL6/TlE5D4sdojIJcaOHYvExER89NFHztc++ugjJCUlYcyYMeccr1arodfrER8fj7Fjx+IPf/gDPv30U6xfvx5r1qzpdmxISIjz2GuuuQYLFizA/v37e5UvOjoaer0eY8eOxQMPPIDS0lIcO3bM+f7zzz+PkSNHQqPRIDExEf/v//0/tLS0AHC0Dt15551oampythA99thjAM7txhIEAf/4xz/ws5/9DEFBQUhLS8Nnn33WLctnn32GtLQ0BAQE4JprrsHatWshCAIaGxt7dU9E1DMsdojIZe666y6sXr3a+fyf//wn7rzzzh6ff+2112LUqFHdCqYfKy8vx+eff46JEyf2KWNTUxPee+89AIBKpXK+LpPJ8NJLL+HIkSNYu3Yttm7dit/97ncAgMsvvxwvvvgitFotKisrUVlZid/+9rcXvMbjjz+Om266CQUFBZg1axbmzZuH+vp6AMDp06fx85//HHPmzMHBgwdx77334qGHHurTvRBRz7DYISKXmT9/Pr799lucOXMGZ86cwXfffYf58+f36jPS09NRUlLS7bXly5cjODgYgYGBSEhIgCAIeP7553v1uQkJCQgODkZoaCjWrVuHn/70p0hPT3e+/8ADD+Caa65BSkoKrr32WvzpT3/C+++/D8BRFOl0OgiCAL1eD71ej+Dg4Ate64477sCtt96KIUOG4Omnn0ZLSwv27NkDAHj99dcxbNgwPPfccxg2bBhuueWWbuOZiMj1WOwQkctERUUhJycHa9aswerVq5GTk4PIyMhefYYoihAEodtry5YtQ35+PgoKCrBlyxYAQE5ODmw2W48/95tvvkFeXh7WrFmDoUOH4rXXXuv2/ubNmzFlyhTEx8cjJCQEt912G+rq6tDW1tar/ACQlZXl/LNGo4FWq0V1dTUAx9ihCRMmdDv+sssu6/U1iKjnFFIHICLfctddd2Hx4sUAgFWrVvX6/MLCQqSmpnZ7LTIyEkOGDAEApKWl4cUXX0R2dja+/vprTJ06tUefm5qaitDQUAwbNgzV1dW4+eabsWPHDgBASUkJZs+ejUWLFuGpp55CeHg4vv32WyxcuBAWi6XXA5CVSmW354IgnDPLjIgGDlt2iMilZsyYAYvFgs7OTkyfPr1X527duhWHDh3C3LlzL3qcXC4HgG4zv3ojNzcXhw8fxscffwwAyMvLg91ux//93/9h0qRJGDp0KCoqKrqdo1KpetWSdCHDhg3Dvn37ur22d+/efn8uEV0Yix0icim5XI7CwkIcPXrUWZScj9lshtFoRHl5Ofbv34+nn34aN9xwA2bPno3bb7+927HNzc0wGo2orKzEnj17sGzZMkRFReHyyy/vU8agoCDcfffdePTRRyGKIoYMGYLOzk68/PLLOHXqFN56661zurlSUlLQ0tKCLVu2oLa2tk/dWwBw77334tixY1i+fDmOHz+O999/3zn77Mfdd0TkGix2iMjltFottFrtRY/ZsGEDYmNjkZKSghkzZuDrr7/GSy+9hE8//fScIumRRx5BbGws4uLiMHv2bGg0Gnz11VeIiIjoc8bFixejsLAQH3zwAUaNGoXnn38ezzzzDEaMGIF33nkHK1eu7Hb85Zdfjvvuuw8333wzoqKi8Oyzz/bpuqmpqfjwww/x0UcfISsrC6+++qpzNpZare7z/RDRhQmiKIpShyAi8mdPPfUUXnvtNZSWlkodhcgncYAyEdEAe+WVVzBhwgRERETgu+++w3PPPecc1E1ErsduLCLyajNnzkRwcPB5H08//bTU8c7rxIkTuOGGG5CRkYEnn3wSv/nNb5wrMhOR67Ebi4i8Wnl5+QVnZYWHhyM8PHyAExGRp2GxQ0RERD6N3VhERETk01jsEBERkU9jsUNEREQ+jcUOERER+TQWO0REROTTWOwQERGRT2OxQ0RERD6NxQ4RERH5tP8PrI8cIVa41tcAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(movies['IMDB_Rating'], bins=15, kde=True)" ] }, { "cell_type": "markdown", "metadata": { "id": "PqZvRjL8UNXr" }, "source": [ "**Q: Can you plot the histogram and KDE of the `Rotten_Tomatoes_Rating`?**" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 448 }, "executionInfo": { "elapsed": 1502, "status": "ok", "timestamp": 1689092885232, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "bSknnwkaUNXr", "outputId": "47018b91-0973-4a76-944a-5479003ae8af" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "cwwv6lrXUNXr" }, "source": [ "Let's study how KDE changes with the size of the data. \n", "\n", "We can get a random sample using the pandas' [**`sample()`**](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.sample.html) function. The [**`kdeplot()`**](https://seaborn.pydata.org/generated/seaborn.kdeplot.html) function in seaborn provides many options (like kernel types) to do KDE. Let's sample some data points and see how does KDE plot changes with the size of the samples." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 754 }, "executionInfo": { "elapsed": 6223, "status": "ok", "timestamp": 1689092892243, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "tLuP9lEYUNXr", "outputId": "a9101107-4fcf-487f-e437-db65dd94c4dd" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/d0/wgh1l_5905x4crqpp1b7whz40000gn/T/ipykernel_90570/918431562.py:6: MatplotlibDeprecationWarning: Auto-removal of overlapping axes is deprecated since 3.6 and will be removed two minor releases later; explicitly call ax.remove() as needed.\n", " plt.subplot(2,3,i)\n" ] }, { "data": { "image/png": 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/PXZERAR33HEHy5YtIy8vj5CQENauXUtqairvvffeZccjRJsoQogOsWHDBuU3v/mNMmjQIMXZ2VnR6/VKSEiI8uijjyq5ubkN2n733XdKWFiYYjQalcDAQOWll15S3n//fQVQUlJSbO369u2rzJ49u9G5AOXhhx9usC0lJUUBlL///e+2bffee6/i5OSknDlzRrnpppsUR0dHxcfHR3n++ecVi8XS6JjPP/98g225ubnKww8/rAQEBCj29vaKr6+vMn36dOXdd9+95L9FdHS0MnfuXMXf31/R6/WKv7+/cvfddysnT55sNN4PPvhAURRF+eCDDxSgyU/fvn0bHH/btm1KVFSU4ubmphiNRqVfv37Kfffdp+zfv7/R8e+9995LjvXC62/uc7EdO3YoEyZMUIxGo+Lt7a08/PDDSmlpaYvOI4QQovuQufu8q23ufuaZZ5Tw8HDFzc1Nsbe3V/r06aMsWbJEycnJabL9119/rYSHhysGg0Hp3bu38uyzzypms/my5xFCCNF1ZJ4+72qbp+uvv73vsauqqpQnn3xS8fX1VQwGgzJmzBhl48aNLRqPEG2hUZR2WCVBCHFVuO+++/jiiy8oLy/v6qEIIYQQogVk7hZCCCG6L5mnhbi+SI10IYQQQgghhBBCCCGEEOISJJAuhBBCCCGEEEIIIYQQQlyCBNKFEEIIIYQQQgghhBBCiEuQGulCCCGEEEIIIYQQQgghxCVIRroQQgghhBBCCCGEEEIIcQkSSBdCCCFEq7399tsEBgZiNBqJiIhg7969Ler36aefotFomDdvXoPtiqKwfPly/Pz8cHBwIDIyklOnTnXAyIUQQgghhBBCiNaT0i5NsFqtnD17FhcXFzQaTVcPRwghxHVKURTKysrw9/dHq+0+z77XrVvHwoULWbVqFREREbz++ut8/vnnJCUl0bNnz2b7paamMmnSJIKDg/H09OSbb76x7XvppZdYuXIla9euJSgoiOeee46EhASOHz+O0Wi87Jhk7hZCCNEddNe5uzuSuVsIIUR30Kq5WxGNZGRkKIB85CMf+chHPt3ik5GR0dVTYwNjx45VHn74YdvvFotF8ff3V1auXNlsn9raWmXChAnKf/7zH+Xee+9V5s6da9tntVoVX19f5e9//7ttW3FxsWIwGJRPPvmkRWOSuVs+8pGPfOTTnT7dbe5WFEV56623lL59+yoGg0EZO3asEhcX12zbL7/8Uhk1apTi5uamODo6KsOHD1c+/PDDBm3uvffeRtcdFRXV4vHI3C0f+chHPvLpTp+WzN12iEZcXFwAyMjIwNXVtYtHI4QQ4npVWlpKQECAbV7qDsxmMwcOHGDZsmW2bVqtlsjISGJjY5vtt2LFCnr27Mn999/Pjh07GuxLSUkhJyeHyMhI2zY3NzciIiKIjY3lrrvuanQ8k8mEyWSy/a7UvWAnc7cQQoiu1B3nblDfJlu6dGmDt8mioqKafZvM09OTZ555hkGDBqHX6/nhhx9YtGgRPXv2JCoqytZu5syZfPDBB7bfDQZDi8ck991CCCG6g9bM3RJIb0L9a2Wurq4yoQshhOhy3el15/z8fCwWCz4+Pg22+/j4cOLEiSb77Ny5k/fee4/4+Pgm9+fk5NiOcfEx6/ddbOXKlfz5z39utF3mbiGEEN1Bd5q7AV577TUWL17MokWLAFi1ahU//vgj77//Pn/6058atZ86dWqD3x977DHWrl3Lzp07GwTSDQYDvr6+bRqT3HcLIYToTloyd0vRNiGEEEJ0mLKyMn7961+zevVqvLy82u24y5Yto6SkxPbJyMhot2MLIYQQ15L6t8kufPOrJW+T1VMUhejoaJKSkpgyZUqDfTExMfTs2ZOBAweyZMkSCgoKmj2OyWSitLS0wUcIIYS4mkhGuhBCCCFazMvLC51OR25uboPtubm5TWaknTlzhtTUVG699VbbNqvVCoCdnR1JSUm2frm5ufj5+TU4Znh4eJPjMBgMrXp9XAghhLheteVtMoCSkhJ69eqFyWRCp9Pxr3/9ixkzZtj2z5w5k1/84hcEBQVx5swZnn76aWbNmkVsbCw6na7R8Zp7m0wIIYS4WkggXQghhBAtptfrGTVqFNHR0cybNw9QA+PR0dE88sgjjdoPGjSIhISEBtueffZZysrK+Oc//0lAQAD29vb4+voSHR1tC5yXlpYSFxfHkiVLOvqShBBCCNEEFxcX4uPjKS8vJzo6mqVLlxIcHGwr+3LhGibDhg0jLCyMfv36ERMTw/Tp0xsdb9myZSxdutT2e31NWiGEEOJqIYF0IYQQQrTK0qVLuffeexk9ejRjx47l9ddfp6KiwlZ3deHChfTq1YuVK1diNBoZOnRog/7u7u4ADbY//vjjvPDCC/Tv35+goCCee+45/P39bcF6IYQQQrRNa98mq6fVagkJCQEgPDycxMREVq5c2ah+er3g4GC8vLw4ffp0k4F0eZtMCCHE1U4C6UIIIYRolQULFnDu3DmWL19OTk4O4eHhbNy40fbKeHp6Olpt65Zheeqpp6ioqODBBx+kuLiYSZMmsXHjRoxGY0dcghBCCHHdaO3bZM2xWq2YTKZm92dmZlJQUNCgTJsQQghxLekWi42+/fbbBAYGYjQaiYiIYO/evS3q9+mnn6LRaBplqymKwvLly/Hz88PBwYHIyEhOnTrVASMXQgghrk+PPPIIaWlpmEwm4uLiiIiIsO2LiYlhzZo1zfZds2YN33zzTYNtGo2GFStWkJOTQ3V1NVu3bmXAgAEdNHohhBDi+rJ06VJWr17N2rVrSUxMZMmSJY3eJlu2bJmt/cqVK9myZQvJyckkJiby6quv8tFHH3HPPfcAUF5ezh/+8Af27NlDamoq0dHRzJ07l5CQEKKiorrkGoUQQoiO1uUZ6evWrWPp0qWsWrWKiIgIXn/9daKiokhKSqJnz57N9ktNTeXJJ59k8uTJjfa9/PLLvPHGG6xdu9b2enhUVBTHjx+XzDYhhBBCCCGEENeV1r5NVlFRwUMPPURmZiYODg4MGjSIjz/+mAULFgCg0+k4cuQIa9eupbi4GH9/f2666Sb+8pe/SPkWIYQQ1yyNoihKVw4gIiKCMWPG8NZbbwHq62IBAQE8+uij/OlPf2qyj8ViYcqUKfzmN79hx44dFBcX2zLbFEXB39+fJ554gieffBJQVxv38fFhzZo1DRZEaU5paSlubm6UlJTg6uraPhcqhBBCtJLMRy0n/1ZCCCG6A5mPWk7+rYQQQnQHrZmPurS0i9ls5sCBA0RGRtq2abVaIiMjiY2NbbbfihUr6NmzJ/fff3+jfSkpKeTk5DQ4ppubGxEREZc8phBCCCGEEEIIIYQQQgjRlC4t7ZKfn4/FYrG9TlbPx8eHEydONNln586dvPfee8THxze5Pycnx3aMi49Zv+9iJpOpwaIppaWlLb0EIYQQQgghhBBCCCGEENe4brHYaEuVlZXx61//mtWrV+Pl5dVux125ciVubm62T0BAQLsdWwghhBBCCCGEEEIIIcTVrUsz0r28vNDpdOTm5jbYnpubi6+vb6P2Z86cITU1lVtvvdW2zWq1AmBnZ0dSUpKtX25uLn5+fg2OGR4e3uQ4li1bxtKlS22/l5aWSjBdiKuYOS2Nsi1bqNgTR21uLkpNDfa9e2McOgS3OXMwBAd39RCFEEKI64aiKJRHR1P48X+pycxE62DEZdYsPO6+GzsPj64enhBCCCHagaW4mIK1a6ncHYulrAx7Pz/c5s3FJSoKrV7f1cMTol10aSBdr9czatQooqOjmTdvHqAGxqOjo3nkkUcatR80aBAJCQkNtj377LOUlZXxz3/+k4CAAOzt7fH19SU6OtoWOC8tLSUuLo4lS5Y0OQ6DwSAriwtxDajJyeHcP9+g5Ntvoe4hWz1zaioVO3dSsOrfON0wBd9nnkHfp08XjVQIIYS4PihmM2f/tIzS9esbbDedepOiTz4h4K23cBg+vItGJ4QQQog2M5VBeR44+1D60w6yn30Oa0WFbbc5OZmKXbswvPc+AW+/hX2vXl04WCHaR5cG0gGWLl3Kvffey+jRoxk7diyvv/46FRUVLFq0CICFCxfSq1cvVq5cidFoZOjQoQ36u7u7AzTY/vjjj/PCCy/Qv39/goKCeO655/D397cF64UQ156K3bvJWvoEluJiAJwmjMd56jQMIf1AZ4c5JYXyHTso/+knKrb/TPK+/fg+8zTut9/etQMXQgghrlGK1UrmY49Tvm0b2NvT4777cJ42jZrMDPL//S7mM2dI+/VCAlavxilibFcPVwghhBCXU2uGw5/A7jeh4BQAxakuZO9xAcAwcCCei+7D3teXygMHKPr4v5hOnCBl/h30ee8/GENDu3L0QlyxLg+kL1iwgHPnzrF8+XJycnIIDw9n48aNtsVC09PT0WpbV8r9qaeeoqKiggcffJDi4mImTZrExo0bMRqNHXEJQoguVvzV12Q/+yxYrRhCB+P3/PONstucIsbicdcCzKmpZD+3nMp9+8h+5llqz+Xj9bvfdtHIhRBCiGtX4QcfUL5tGxqDgd5vvYnz5MnqjpEjcL5xOmefeILy7dvJ+v3vCfxsHfq+fbt2wEIIIYRoXnE6fPpLyDlfKaIs53wQ3b1fBb6/C0Uz42aw0+M0bhzuv/gFmQ8/QvXx42Q89DBBX3yOXTuueShEZ9MoiqJ09SC6m9LSUtzc3CgpKcHV1bWrhyOEuITSLVvIeuxxsFopmjyDtIWPMrK/LwN9XZrto1it5L/1Fvn/egcAr98/ivdDD3XSiIVoOZmPWk7+rYToXqqTkkiZfwfU1OC74s943HlnozbW6mrSfr2Q6oQEDIMHE/TZOjT29l0wWiHaj8xHLSf/VkJcRbIOwH/vhMp8cOwBk5ZS0+smUhbci6W4GPdxvfHtuxeNBhh6O/ziP1CXFGspKyP1zgWYU1JwGDmSvmvXyHwvupXWzEetS/UWQohupOroMbKWPgFWK5v7juWXnjex7MeTRL3+M0s+PkBRhbnJfhqtFu/f/56ef3gSgPw33qR00+bOHLoQQghxTct7+e9QU4PzjTfifscdTbbRGo30fustdG5umBITKXjv/U4epRBCCCEuq+AM/PcONYjuGwa//Rll/MNkr3gZS3ExhsGD8Xn3RzQLPgStHRz9ErYut3XXubjQ+19vo3VxoergQQo/+rgLL0aIKyOBdCHEVclaVUXmk09CTQ17fEP55/DbGRXoyaQQL7Qa2HA0hwXvxpJXVt3sMXrcfz+e990HwNllyzCdOtVJoxdCCCGuXRVxe6nYtQvs7PBZ9ic0Gk2zbe19euLz9DIA8t9+G3NaWmcNUwghhBCXU1lYF0QvAL9wWLQB3HpTHh1Nxa5daAwGer36Clq9HkLnwty31X6734Tj39oOYwgKwudPfwTg3FtvUXP2bBdcjBBXTgLpQoirUu7fX6E2NZV8oyurx/+KtYvH8+WSCXz8QATfPTIJX1cjJ3PLefi/B6mxWJs9Ts8nn8Bx3DiUykrO/vFPKLW1nXgVQgghxLXn3BtvAOBx5x3oAwIu2951zhycJk5Eqakh7/XXO3h0QgghhGgRRYEfHofCM+DWB375GRic1fn6768A4LnoPgzBwef7DL8LJi1Vv6//A1QV2Xa53XYbDqNGoVRWkrtyZSdeiBDtRwLpQoirTtXRYxT/738AvDHmbt783VQm9/e27R/ay43/LY7AxWDHvtQi3ohuPtNcY2dHr7+/jNbNjerjxylcu7bDxy+EEEJcq6qOHaPqwAGwt6fHb3/Xoj4ajYaeT/0BNBrKNmykKiHh8p2EEEII0bESvlCzyrV2sOBDcPEBoGjdZ5jT0tD16EGPBxY37jf1T+A1AMpzYfOzts0arRbf55eDVkvZlq1UJRztrCsRot1IIF0IcVVRFIWMlX8D4KfeI5l931xG9fVs1C7Y25mVtw8DYNX2M5zOK2/2mHbe3vg89RQA5954E3NGRgeMXAghhLj2FdU96Ha96SbsfXq2uJ9x4EDc5s4F4Nzr/+yQsQkhhBCihcpyYf0T6vcpT4H/CAAUs5mC1asB8Hr4IXTOTo372hngVvXtNA59DNmHbbuMAwbgdustgFrSTYirjQTShRBXlYqff8ZyYD9mrR3xN93FwvGBzbadPcyPaQO9qbEo/G3DiUse1+0Xt6klXkwmzv3j9fYdtBBCCHEdsJSUUPrDjwB4/OqXre7v9cjDoNNRsWuXZKkJIYQQXSl6BVSXgN9wmLzUtrl0wwZqc3PReXvhPn9+8/37joehdftjXmqwq8fvfgdaLeUxMTLfi6uOBNKFEFcNRVFI//trAHwbPInf/3IKWm3zC5hpNBqevSUUrQa2JuZyOKP4km19/qhmpZeuX0/18ePtOnYhhBDiWlfyww8oJhOGgQNxGDGi1f31vXvjdstsAArefbe9hyeEEEKIiyiKwp7sPTy36znmfzefKZ9OIfLTG1iUs5k33d1IueFJ0Nnb2hZ8sAYAz3t+rS4weik3/BE0Wkj6Ec4esm02BAXZstIL3v13h1yXEB1FAulCiKtG5d59aE6fpFpnT+ltdzOst9tl+/TzdmbeiF4AvPnT6Uu2NQ4ejOst6oSe99o/rnzAQgghxHWk9Mf1ALjdNg+NpvkH3ZfSY7Faa7Vs61ZMKSntNjYhhBBCNHQ0/yh3fH8Hizcv5pvT35BUlESRqYhcUyH7HYy86+HGnLhneDj6YVJKUqiMjcV04gQaR0c8Ftx5+RN4D4Bhd6jfL85Kf+ABAMqif6Lm7Nn2vjQhOowE0oUQV42Md98DIDpgNItntzzT7eFpIWq/E7mk5ldcsq33Y78HOzsqdu6kKj6+zWMVQgghric1Z89SdfAgaDS4zrq5zccxhITgfMMNoCgU/e+TdhyhEEIIIUDNLH8v4T3uWX8PSUVJONg5sGDgAv457Z98GfYEn2Tl8H+FZdzgG4EGDT9n/szt393OwX+ra5W533YbOnf3lp1syh/Unyc3QmGybbOhf38cIyLAaqXok0/b+QqF6DgSSBdCXBXMaWlYd+8AIO+meQz0dWlx337ezkwb6I2iwJrdqZdsqw8IwG3uHAAK3nu/zeMVQgghriel69VsdMcxY1q1yGhTPH79awBKvvoKS3nzi4ULIYQQonUUReGV/a/w+sHXsSgWZgXOYtPtm3h23LPcGDCNAfvWMNRs5vYh9/BW1H/4bt53TOo1CYcyM+77TgGgv212y0/o1R/6TQcU2N/w/trjnl8BUPz551irq9vrEoXoUBJIF0JcFXI++i8aRWGfzyDmzZnQ6v6LJgYB8NXBTKprLJds22PRIkB9rdycmtrqcwkhhBDXm9KNmwBwnd2Km+tmOE2cgD44GGtFBSVff3PFxxNCCCGE6u34t/nw+IcA/HHMH3n5hpfxMHqoO09uVGuZ2zvBxMcBCHQL5F/T/8Vfy2/Czgqn/eB3KSspqi5q+UnHLqawtjfxMbls//gYO9ad5Oj2TLQjJmDn74eluJjSjRvb+UqF6BgSSBdCdHtKbS3F3/0AwKHwGxnfr0erjzEpxIte7g6UVtey6VjOJdte+Fp5wZo1bRmyEEIIcd2oyc2j+uhR0GhwiZx+xcfTaDR43H03AMVffIGiKFd8TCGEEOJ6tzF1I/8+oi7uuXz8cu4Jvef8TkWB7XV1zMcuBievBn17bz8JQNwoFxILE1m0cVGLgukFZ8v5fpMvn+S/ya7Cuzm6M5cj2zLZ/slJPnp+L6fGPUKNnaM8OBdXDQmkCyG6vYrYPdiXFlGid2TYbTPbtICZVqvhjtG9Afh8f+Zl23ve/xsASr75FktpaavPJ4QQQlwvymNiAHAIC8OuR+sfdjfF7dZb0Oj1mJKSqD5+vF2OKYQQQlyv0kvTWb5rOQD3DbmPOwbc0bBB6k41G93OCBMebbCrOiEB85kzaIxGFv2/9+jp2JMzJWd4aOtDVNQ0vwbZ0Z+z+HzlftKPF6HRKPQ17GeUXyzhM/rgG+yK1aKQUujOvtF/IufYWcyZWe1+3UK0NwmkCyG6vazPvgRgR+8R3DqqT5uP84sRaiB995l8CspNl2zrOGYMhv4hKNXVlHz/fZvPKYQQQlzr6gPpztOmttsxde7uuERGAlDy5ZftdlwhhBDiemNVrCzfvZyq2irG+o7l8ZGPN260+031Z/ivGmWjl/6oroPiMn06/XoNY/VNq3E3uHO04ChPbH8Ci7Vh6VRFUYj7Lpnt/0vCUmOlzxBPfvVUP27x+CvjlJeZeKM9tz81mtueHImrtwPVxh4cHPH/SP5EyruI7k8C6UKIbs1aUYF5+zYAiidOx9vF0OZj9enhyLBeblgV2HQs95JtNRoN7ncuUM+77jN5rVwIIYRogrW6morYWACcp05tUR+L1UJycTLJxclU1lQ2287t9l8AUPLDj7IImRBCCNFGnyV9xoHcAzjYOfDnCX9Gp9U1bJB3Ak5tAjQw/uEGuxSrldINGwBwnX0zAMFuwbwT+Q5GnZFdWbt4/eDrDfrs/T6F/etTAYiYE8wtDw/HLSgQgiarDRI+B8A/xJ07l43Gt0ctVp2B7Sd9yc8sa89LF6LdSSBdCNGtlf60DTuzibNOPRh/y5QrPt7Nw/wA+DHh7GXbus25FY3BgOnkSaoPH77icwshhBDXmsq9e1Gqq7Hz88MwcOAl2xZVF/HS3peY9Okk5n47l7nfzmXiJxNZGrOUE4UnGrV3GjcOO38/rKWllG2N7qhLEEIIIa5ZJaYS3jykZps/NvIxerv0btxoz7/Un4NmQ49+DXZV7t9PbV4eWhcXnCZNsm0f6jWUv0z6CwBrjq1hY4qaTZ60J9sWRJ90R39G3xyIRltXmnXYnerPhM/VmuyAwdGeW54cj1t5GrU6Bza8cQBzdW17XLoQHUIC6UKIbi3te3VC3tsnnMhQ3ys+3uy6QHrsmYLLlnfRubnhOnMmAEWffX7F5xZCCCGuNRWxewBwmjjhkmuYHMo7xNxv5vJx4seU15TjYOeAi96FWqWWLWlbuPvHu/ng6AcoikKN2UJBVjkF2ZXoZ9+BApR8JeVdhBBCiNZ67+h7lJpLCXEPYcHABY0bVBXbMsQZ91Cj3aXr68q6zJiBVq9vsG9m4EweGPYAACtiV3D0+Gm2fZwEwKhZfRk+PaDhwULngM4A505AToJts8HDhYk+pzBUF1JaauXnT0+28WqF6HgSSBdCdFtKTQ3sVV8X10+egtFed5kel9enhyNDe7m2qLwLgPsd8wEo27RJXisX4gJvv/02gYGBGI1GIiIi2Lt3b7Ntv/rqK0aPHo27uztOTk6Eh4fz0UcfNWhz3333odFoGnxm1j3IEkJ0X/VlXZzGjW+2zc+ZP3P/pvspMhUR4h7CO5HvsPvu3ey+ezdf3PoFNwbciJ3JwE/fxfPWMz/y7mPb+fQve1n3wj5+ODWQnRP+xr7C/qTvPtVZlyWEEEJc9XIqcvjv8f8C8PjIx7HT2jVudPgTqKmEnqHQd0KDXYrFQtnmLQC43nxzk+d4OPxhhnsPp6raxKb/HMVSayUwzIuIW4MbNza6wYAo9fuxrxrs8rp5OkMS14BiJWlPDmcO5rXuYoXoJBJIF0J0W+UHDqKvrqRE78SYWVde1qVefXmX9QnZl23rMHIk9v7+WCsqKN+2rd3GIMTVbN26dSxdupTnn3+egwcPMnz4cKKiosjLa/oPXk9PT5555hliY2M5cuQIixYtYtGiRWzatKlBu5kzZ5KdnW37fPLJJ51xOUKINqotLMR0Qi3J4jQuosk2JwpP8OT2J6mx1nBjwI38b/b/mNRrku1mvr9bf+6tWcp9R15gXPpctIWOoIDByQ5HVz1arYYavQs5vhF8/2EG3795mOLc5uuqCyGEEEL1wdEPMFvNjPIZxZTeTdxPW62w7z/q9zH3w0VvllUdOoSlsBCtmxtOEWObPIed1o6/Tf4bN6TfibHSFZxriLxv8PlyLhcLnav+PPFjg81Okybhacmlb/pmAHZ+fooak+Xi3kJ0OQmkCyG6reTv1LIu8f6hjOvfs92Oe/NQNZC+J7mAsuqaS7bVaLW43norACXffd9uYxDiavbaa6+xePFiFi1aRGhoKKtWrcLR0ZH333+/yfZTp07ltttuY/DgwfTr14/HHnuMsLAwdu7c2aCdwWDA19fX9vHw8OiMyxFCtFHlHrWsi2HgQOy8vBrtLzeX89hPj1FVW0WEXwSvTH0FBzuH8/uLTHzzj0PEfn0GzFp0XrVsD/6UtaOepf/jCotensTif05hxphy/LJ3oVEspB8rYN2Le0mKy+m06xRCCCGuNkXVRXx1Ss36fjDswabLr6Vsh4LToHeBsMZlX+rXJ3GZegMae/tmz2VNd6B/zhgUrHzf998cLTvS/MD6zwCtPeSfhHPnS7hoDQZcpt9IYNpGHHXVlBeZ2L8htWUXK0QnkkC6EKLbMv28HQDz2Ino7drvf1eBXk4EeTlRa1XYdbrgsu3dbr0FgPIdO6gtKmq3cQhxNTKbzRw4cIDIyEjbNq1WS2RkJLF1JR4uRVEUoqOjSUpKYsqUhpkxMTEx9OzZk4EDB7JkyRIKCi7/36cQouvY6qOPG9fk/lf2v8LZirP0cu7Fa1Nfw157/ia8KKeCL17aT/bpEuyNOm5cOIjfrpjB8Cl9qdKXsWznMs5VnsPOXke/O6cRmvIFEXv/gn+Anlqzla0fHGfPt2dQ6hYrE0IIIcR5n574lGpLNYM9BzPer5nyawc/VH8OXwAGlwa7FEWhLFoNpDtPn97seWrNFrZ/otZFrxiUSZbrKZ7b9RxVtVVNdzC6QVDdPUBSw6x0l5kz0VlrGJD6DQDxW9IpzW/mOEJ0EQmkCyG6JVNqKi752dRodAy8JfLyHVrphgHeAGw/efnaa4aQEAyhg6G2lrKLSlEIcb3Jz8/HYrHg4+PTYLuPjw85Oc1niJaUlODs7Ixer2f27Nm8+eabzJgxw7Z/5syZfPjhh0RHR/PSSy+xfft2Zs2ahcXS9CudJpOJ0tLSBh8hROeq3LcPAMeIxmVd9mTv4ctT6gKhL0x8AVe9q21fwdlyvn71IBXFJjx8Hblz2RgGT/BHo9Xw1JinCO0RSpm5jBfjXkRRFHQuLjjfcAOOVeeYoN/D6JsDATiwIY3dX0kwXQghhLiQyWLikxNqicTfDP1N09nolYVw4gf1+8iFjY9x6hQ1GRlo9HqcJ05s9lz7N6RSml+Ns4eBB39zGz0de5JRlsE7h99pfoCD1UQ1En9osNlpwgQ0jo54nNmBXy97rBZFstJFtyOBdCFEt3R6k5qNfrJHX6aEB7b78W8YqAbSY5LOtegG3K1ucZWyzZvbfSxCXA9cXFyIj49n3759vPjiiyxdupSYmBjb/rvuuos5c+YwbNgw5s2bxw8//MC+ffsatLnQypUrcXNzs30CAgI650KEEADU5udjTk0FjQbHUSMb7LNYLby872UA7hp4F6N9R9v2VZSY+OGtw1SV1eAV4MxtT47E3cfRtt9eZ8+KCSuw09gRnR7NT+k/AeA6ezYApRvWM/aWQCYvGACo2WrxWzM68lKFEEKIq8rWtK0UmYrwcfQhsm8zSWlH1oHFDL5h4De80e7yumx0pwkT0Do5NXmI0vwqDm1JB2DSnf3xcHXj2YhnAfjw2IccLzje9LkH1i1cmrUfSs+vW6Y1GHCeNAkNMNhOXYPlRGyOrI0iuhUJpAshuqWc7bsAKBs8HAe9rt2PPz64BwY7Ldkl1ZzMLb9se5e6zNmKuL1YiovbfTxCXC28vLzQ6XTk5uY22J6bm4uvr2+z/bRaLSEhIYSHh/PEE08wf/58Vq5c2Wz74OBgvLy8OH36dJP7ly1bRklJie2TkSGBNCE6U+WBgwAY+vdH5+bWYN83p7/hVNEpXPWuPDLiEdt2S42V9f86QnmhCbeeDsx9bAQOzvpGxx7oOZBFQxcB8OqBVzFbzDhPvQGtkxO1Z7Opio8nbFpvJs4PAWD3V6dJjj/XUZcqhBBCXFW+OPkFALf3v922uHcDigIHP1K/N5GNDlBWl8ziPP3GZs+z59tkrLUKvQd5EByuJqpN6zONqMAoLIqF/9v9f9Raaxt3dPGFXnUP2U9vbbir7nyG3d/Td2gPFKvCvvUpzY5BiM4mgXQhRLejKArOiYcB8Lmh+dfIroTRXse44B5Ay8q76Pv2xTBwIFgslG2L6ZAxCXE10Ov1jBo1iui6LBUAq9VKdHQ048c3U3+xCVarFZPJ1Oz+zMxMCgoK8PPza3K/wWDA1dW1wUcI0XkqD+wHwHH0qAbbzRaz7XXu34b9FjfD+SD77q9Pk5dWhsHJjlseGY7RufmFyx4Y9gBeDl5klGXwyYlP0BqNuESqNVpLf1Brqg6fHsDQKb1AgZ8+TKS0QOqoCiGEuL4llySzP3c/Wo2W2/rf1nSj7HjIOwY6Awyb32h3bWEh1UcSAHCeckOTh8hLK+XUPjWxZsIvQhqUj/nT2D/hqnclsTCRj45/1PQY+teVeLwokO58ww2g02E6dYoRY9Q31k7ty6OssLq5SxaiU0kgXQjR7WQfOY5rVSkmrR2jZ025fIc2qq+THpPUsiy2+qz0si1bOmxMQlwNli5dyurVq1m7di2JiYksWbKEiooKFi1SM0gXLlzIsmXLbO1XrlzJli1bSE5OJjExkVdffZWPPvqIe+65B4Dy8nL+8Ic/sGfPHlJTU4mOjmbu3LmEhIQQFRXVJdcohLi0qv0HAHAY1TCQ/t2Z78itzKWnQ0/uGnSXbXvqkXyO/JQJQOR9obj3dORSHO0d+f2I3wOwOmE1FTUV58u7bNqEUluLRqNh0oL++AS5YqqsZev7x7FarO12jUJca95++20CAwMxGo1ERESwd+/eZtt+9dVXjB49Gnd3d5ycnAgPD+ejjxoGxBRFYfny5fj5+eHg4EBkZCSnTp3q6MsQQlzCVye/AmBKryn4OjXztuiRz9Sfg2aDg0ej3RU7d4KiYBg8GHufno32K4rC7q/Ut0YHRPjg3afhQqVeDl48OfpJAP4V/y/Olp9tPIaQupIzydvAcj5rXefujuNoNVvdmLiLXgPdUawKR7ZlNn/RQnQiCaQLIbqdE+tjAEj370/PHi6XbnwFptbVSd+XWkiluYlXzi5iK++ycyeW8ooOG5cQ3d2CBQt45ZVXWL58OeHh4cTHx7Nx40bbAqTp6elkZ5+vd1hRUcFDDz3EkCFDmDhxIl9++SUff/wxDzzwAAA6nY4jR44wZ84cBgwYwP3338+oUaPYsWMHBoOhS65RCNE8S3kF1SfU2qWOFwTSa621vJfwHgD3Db0PvU4t22KuqiXmv2r74TcGEDjMq0XnmdNvDoGugZSYSvjkxCc4jR+Pzt0dS0EBFXviANDptNx0/xD0Rh3ZZ0o4HC032kI0Zd26dSxdupTnn3+egwcPMnz4cKKiosjLa/rNTE9PT5555hliY2M5cuQIixYtYtGiRWzatMnW5uWXX+aNN95g1apVxMXF4eTkRFRUFNXVkjkqRFewWC1sSNkA0Hw2uqUWjqqLgRN2Z5NNyrf/DIDzlKaT2tKOFpCVVIzOTkvEnOAm28wLmcdon9FUW6pt66Y04D9CDeJXl0DWgQa7nKdNBaDi5x2ER/YB4NiOLExVl79nF6KjdYtAens/Gb/vvvvQaDQNPjNnzuzoyxBCtJPKuv8HWIePvEzLKxPk5UQvdwdqLAr7U4su294woD/2ffugmM1U7Pi5Q8cmRHf3yCOPkJaWhslkIi4ujoiICNu+mJgY1qxZY/v9hRde4NSpU1RVVVFYWMju3btZsGCBbb+DgwObNm0iLy8Ps9lMamoq7777ri0wL4ToXqqPJoDVip2/H/YXrI0QnR5NZnkmHgYPbu9/u237nm/OUFFixs3bgXHzmr7hbopOq+PBsAcBWHtsLZWYcal7S6XsgmCeq5cDk+7sD8De75MpzZcSL0Jc7LXXXmPx4sUsWrSI0NBQVq1ahaOjI++//36T7adOncptt93G4MGD6devH4899hhhYWHs3LkTUDNSX3/9dZ599lnmzp1LWFgYH374IWfPnuWbb77pxCsTQtQ7kHuAvKo8XPWuTO41uelGKduhPBccPKHf9Ea7ldpayuv+O3e+oXEg3WpViP36DABh03rj2sOhydNoNBqejnganUZHdHo0u7J2NWyg1UHwNPX7xeVdJqtjr9y3j4AgBzz8nKiptpC4q4nMdiE6WZcH0jviyTjAzJkzyc7Otn0++eSTzrgcIcQVqrVY8UpWV/fuM72Zyb+daDQaIoI9AYhNLmhRe9ebbgKkvIsQQojrV1Vd3VSHsOENtv8v8X8A3DHwDhzt1dIt59LLSPg5C4AbfjUQu1YuID4raBZ9XftSbCrmy5Nf4hpVNw9v3YpSez4zbdB4P3oNcKe2xsr2T0627cKEuEaZzWYOHDhAZGSkbZtWqyUyMpLY2NjL9lcUhejoaJKSkphSl6GakpJCTk5Og2O6ubkRERHR7DFNJhOlpaUNPkKI9rM+ZT0AM/rOwF7XzDokCZ+rP4fcBnaNF/yuOnIEa0kJOjc3HIYPb7T/1N4cCs9WoHeww3mEJ3tTCjmQVkhidinFlWYURbG17e/Rn18O/iUAK/euxGwxNzxYfXmXiwLp+uBg7Pz9UGpqqDqwn7BpvQE4tuNsg+ML0RW6PJDe3k/G6xkMBnx9fW0fD4/GdZ+EEN3PkbhjuJnKqdHqGDot4vIdrtD4ugVHY89cPpAO58u7lMdsx3qJhRKFEEKIa1V1Ql0gfdgw27akwiQO5h3ETmPHnQPUV8UVRWHXF6dAgf5jfAgY5Nnqc9lp7bh3yL0A/Dfxv+hHjUDn5oalqIjK/edfBddoNEz91SC0Og3pxwpIP9ayeV2I60F+fj4Wi6XRm14+Pj7k5OQ026+kpARnZ2f0ej2zZ8/mzTffZEbd38L1/VpzzJUrV+Lm5mb7BAQEXMllCSEuYLaY2Zy2GYCbg25uplElJH6vfm+mrEvFrt0AOE2cgEZ3/uF3SWUNn+1N54d1SQBsUaqY824sd/47ltvfiWXWP3cQvmIL4Su2cPe7e3h1cxJxyQU8OPR3eDl4kVaaxtpjaxueLKQuI/7sIag4P29rNBqcJ6lJdeU7dzFgrA/2Bh3FuZVknSxuzT+LEO2uSwPpHfFkvF5MTAw9e/Zk4MCBLFmyhIKC5v+YlifjQnQfJ2PU//bz/YPROxg7/Hzj+6mB9ISsEspNl6+5Zhw6FDsfH6yVlVTu3dfRwxNCCCG6nar6QHrY+UD6JyfUtz8j+0bi46QG1lITCsg6qdZQbU1Jl4vdGnwrnkZPzlacJfrsdpwj1Rvvss0N30h193Fk2FQ1a233V6exWiVrTYgr4eLiQnx8PPv27ePFF19k6dKlxMTEtPl4y5Yto6SkxPbJyMhov8EKcZ2LPRtLmbkMbwdvRvmMarpR0nowl4N7HwhoOmmtIm4PAI7jxgGQW1rNiu+PM25lNO9/ehxjlZUqjUK8sZYeTnqCvJzo28MRTyc1u72kqobY5ALe/Ok0C97dw/RX4uiDGrR/98i7ZJefX0cJF1/wHgwokNYwOdZp0kR1PDt2oDfaMSBCLSV3rO4tNyG6SpcG0jviyTioZV0+/PBDoqOjeemll9i+fTuzZs3CYrE0eTx5Mi5E91FxKB4A+6HDLt2wnfT2cCTA0wGLVWFfauFl22u0WtuiK+Xbt3f08IQQQohupSY3j9qcHNBqMYaGAlBZU2lb3OzOgXXZ6FaFPd+oNVSHT2++hmpLGO2MLBiorqvwceLHuNbVSS/dsgXFam3QdvTNgRgc7SjIqiBpT3ajYwlxPfLy8kKn05Gbm9tge25uLr4XrHNwMa1WS0hICOHh4TzxxBPMnz+flStXAtj6teaYBoMBV1fXBh8hRPv4KeMnQH2grdM2U0atvqzLsDtBo2m021pZSdXhIwAYx0bwYWwq01/dzvu7UqgyW7ihVg2W95/kz+EVMznw3Ay2PTmV7X+YxsHnZnDiLzP54dFJ/O0Xw5gz3B8PR3sKKsxsPxhAbWUg1ZZq/rDtLw3LswTVJcWmNFyDzGn8eNDpMKemYs7MZOgUfwCSD52jsvSiEjFCdKIuL+3SFpd7Mn7XXXcxZ84chg0bxrx58/jhhx/Yt29fs0/P5cm4EN1DQbkJ7wy1rmng5I4v61KvvrzLnhaWd6lfdKV8+3ap0SaEEOK6Un1UzUY39OuH1skJgM1pm6msraSPSx9G+4wG4Myhc7YaqiOj+l7xee8ceCd2GjsOnzvM2UFeaF1csJzLp+rQoQbtjE72jJoVCMD+9alYLNYmjibE9UWv1zNq1Ciio6Nt26xWK9HR0YwfP77Fx7FarZjqShsGBQXh6+vb4JilpaXExcW16phCiCtnsVqIyYgB4MY+NzbdqKLgfC3yZsq6VB44CDU16Pz8+W10Dsu/PUa5qZbhAe68MXkgrmbQO9gx87YQHJpY88Ror2NoLzfuGtuHN+4ewb5nIvnwN2O5dXgvanPnoShaDhfuYOa//8ORzGK1UzOBdJ2LCw4jwtWh79yJV28Xega6YrUqnNzbfOKtEB2tSwPpHfFkvCnBwcF4eXlx+vTpJvfLk3EhuoedRzMJLlGzx3wnjOm089aXd2nJgqOgPh3X2NtTk5GBOSW1A0cmhBBCdC/1C40aLyjr8vWprwG4rf9taDQaFKvCvh9TAAi7sTcGx2YWPGsFLwcvpvWZBsCXKd/icqP6vXTTpkZth97QCwcXe0rzq0naIzfbQgAsXbqU1atXs3btWhITE1myZAkVFRUsWrQIgIULF7Js2TJb+5UrV7JlyxaSk5NJTEzk1Vdf5aOPPuKee+4B1BrGjz/+OC+88ALfffcdCQkJLFy4EH9/f+bNm9cVlyjEdevwucMUVhfiondpvqzLsa/AWgt+w8F7YJNNKuvKuvzs3JefT+VjtNeyYu4QvvzdeCrj1be3w6a1fF6302mZMsCbN+8ewa6lv2Kgg/pGWab2f8x9ezvPfpNAhd84QAP5J6G04ZtkzpMmAVC+Qy37MmicGic8IXO76EJdGkjviCfjTcnMzKSgoAA/P78rGq8QomOdiIlDp1ipcvPE7hIP09rb+GAvAI5mlVBaXXPZ9lonJxzHqIH+8p+lvIsQQojrx/mFRsMAyCjN4GDeQbQaLbcG3wpAypF8NRvdqGP4je1XMnF+//kAfH3qO7507QdA2tc/8sfP4tl4NIdKs7rWib1ex4ib1Cz4AxtSsUpWuhAsWLCAV155heXLlxMeHk58fDwbN260lVlNT08nO/t8EKuiooKHHnqIIUOGMHHiRL788ks+/vhjHnjgAVubp556ikcffZQHH3yQMWPGUF5ezsaNGzEaO36dIyHEeT+lq2VdpvSegr22mSB3whfqz2FNZ6MDFO5UFxrd5RpIbw8HvloykYXjA8k4WkBBZjn2Bh3Dp7dtXu/pamTNbc/hYfBEa8jH3mMXH+9J5+bVCVR6DVUbpe5o0MepbsHRythYFLOZ/mN80NppKMgsJz+zrE3jEOJKdXlpl/Z+Ml5eXs4f/vAH9uzZQ2pqKtHR0cydO5eQkBCi6uopCiG6H0VRqDx8GAC7oWFomqjZ1lF83YwE9nDEqsDBtKIW9bmwvIsQQghxPVCsVqqOHgXOLzS6PmU9AOP8xtkWGY3fmg7A0Km9MTpdeTY6gNWqkJXdG02tJ1WWcv6lZFFpZ8C1rJDDW3fzu48PMOFvP/FhbCq1FitDp5zPSj9z6Fy7jEGIq90jjzxCWloaJpOJuLg4IiLOl1KMiYlhzZo1tt9feOEFTp06RVVVFYWFhezevZsFCxY0OJ5Go2HFihXk5ORQXV3N1q1bGTBgQGddjhCiTkxmDAA3BjRT1qX0LGSo2eYMua3JJhlpOVhOnACgbPBwvn5oIqH+riiKwv71qQAMu8J53UXvwpNjngDA1W8bPh7VpBVU8t+8QLVBSsN7a2PoYHSenlgrK6mMj8foZE/QMDUJ7kSsZKWLrtHlgfT2fjKu0+k4cuQIc+bMYcCAAdx///2MGjWKHTt2YDAYuuQahRCXdzK3nN456mvgPhHNvI7WgUb19QTgQIsD6TcAULn/AJbyig4blxBCCNFdmNPSsJaWojEYMPTvj6Io/JjyIwA3B90MQG5KKdmnS9DqNIRN7d0u560w1XL/2n384YsEqgvVN8J8Ao9SM2YCAL/TpNHL3YHiyhqWf3uMuW/vIrfSxNAb1PPHb0mXNU2EEEJck9JL00krTcNOY8cE/wlNN0r8Xv0ZEAFuvRrtLjfV8s/XPkOLQo67L6sen4m3ixo/Sz9WSF5aGXZ6LeGRV/6W2S3BtxDuHY7JWs34MbFEDu7Jzlp18fKSxG0N5muNVovTxIkAVNSVdxk4Xq00cWpfLlarzO2i83V5IB3a98m4g4MDmzZtIi8vD7PZTGpqKu+++64tMC+E6J52n8knpCQTAOfhYZ1+/lF9PQDYn9qyQLo+MBD7vn2gpoaK2N0dOTQhhBCiW6gv62IMDUVjb8+JwhOklKSg1+qZ3mc6AIej1Wz0AWN8cHK/8iSWc2Um7np3D9uSzmG01/LbkXeh09hRYDmJx63qPcPQ0weIefIGXpg3FA9He46dLWXuW7uwBDuhs9eSl1ZG9uniKx6LEEII0d3sOrsLgBE+I3DWOzfd6Ng36s/QuY12KYrC45/G43VKneMDpk/Gy9lg21e/5on6ppf+iser1Wh5ZtwzaDVaojM2sXiGwsiJN2FRNLhVZ/HmtzsbBNOdJ9fVSd+pBtL7hHpicLSjstRMzpniKx6PEK3VLQLpQgixPyEd30o1iG0cPKjTzz86UA2kx2cUU9vCWqr1WelS3kUIIcT1oH6h0fqyLhtTNwJwQ8ANOOudqSg2cfqgWkZleDtkrVWaa1m0Zi8JWSV4Oun5ZPE4npg+mmkBUwH43jsTjYMDNVlZ1J44wT3j+vLD7ycT6udKQYWZ33xykB5D6+b3rRlXPB4hhBCiu9mVpQbSJ/pPbLpBWQ6kx6rfB89ptHvN7lS2JuYSnn8agJ5TJtn2ZZ4oIjelFJ29lvAZfdptzIM8B3HHgDsA+Nu+lTw0azjFLv0BSNy7hTeiT9va1mekmxITqS0oQGenJWi4Wt7l9AEp3SY6nwTShRBdrtZipSD+CACKXy90rq6dPoYQb2dcjXZU1VhIzG7ZwiXOU9RAesWOnfLKuBBCiGteVYI6VxuHDkNRFKLTowG4KfAmAI7vOotiVfALccOrt8sVnctqVVi67jBHs0rxdNLzxe/GM6KPGhS/rb9a3/X7s5txqstUK9u0CYBe7g58sWQ8UwZ4U1Vj4Y10tYZq6pF8youqr2hMQgghRHditpjZm7MXgIm9mgmkJ34PKNBrNLg3fMidmF3KyvUn8KgupW9pDmg0OI4dY9tfn40+ZJI/Tm7tWyr50RGP4m5w53TxaT498Sk9Bqv31mO0Sfxj60n+F6e+4WbXoweG/mqQvXLfPgD6jewJwJmDeVLeRXQ6CaQLIbrcsbOl+J9TJ0qXYUO6ZAxarYaR9eVd0gpb1Mdx9Cg0BgO1ubmYk5M7cnhCCCFEl1JqajAlqouQOYQN40zxGdJK09Br9UzuNRmrxcrxnWcB9fXvK7Xq5zNsPJaDXqfl378eRbD3+dfVx/uPx8PgQWF1ITljggAo27zZ9lDbUW/Hv+8ZxdhATzIstWQbFBQFju04e8XjEkIIIbqLQ3mHqKqtwsvBi4EeA5tudPxb9eeQeQ0211qsLP3sMGaLlV/q1cxuw+BB2Hmo98RZJ4vUNU/sNIy4qW+7j93N4MbjIx8H4F/x/yLfbygAN7ulAfDct0fZm6LelzvWlX+uiIsDIGCwlHcRXUcC6UKILrfrTD4hJVkAOISGdtk4RtcF0lu64KjWaMRxlLowasWuXR02LiGEEKKrmZKTUcxmtM7O2Pfpw9b0rQCM8x+Hk70TaUcLKC8yYXS2p9+Inld0rqScMv6x5SQAK+YOYUygZ4P99lp7ogKjAPje9ywavR5zWhqmU6dsbRz0Ov5z32hCejqzV2cG4NiOLCy1LSvfJoQQQnR39fXRJ/hPQKPRNG5QngdpdfepF5V1+WBXKonZpbg72jNfq7695RQxzrZ/34+pAIRO9MfZo32z0evd1v82hvYYSnlNOf8ojgfAp/Ikd4S5Y7EqPPy/g+SVVuMYMRaAyr1qRrqUdxFdSQLpQoguF3umgH51gXRj6OAuG8fIVgbS4XzNtnIJpAshhLiGVScmAmAcNAiNRsNP6T8BENknEoDju7IBGDzeD519228xai1Wnvz8MDUWhemDerJgTNO11mcHzwZgY952jBPUG/+yLVsatHE12vPvX48ix1lLuUahqqyG1CP5bR6bEEII0Z3szVbLuozzG9d0g8TvQbGC/wjwOJ9VnllUyWt1D6yfnjUYy341QO00Xj1O9ulispKK0Oo0jIxq/2z0elqNlqcjnkaDhu8yojnk2RuNYuEvo00M9HHhXJmJxz6Nx2HUaNBoMJ85Q+05NXAu5V1EV5FAuhCiS5lqLRw5nU3vMnVCNHZhRnp4gDs6rYbskmrOFle1qI/TJDWQXrl3H1azuSOHJ4QQQnQZ04kkAAyDB5NVnkViYSJajZYbAm6gosRE2tECAAZP9Lui86zZnUpCVgmuRjv++othTWfYAcO9h9PbuTdVtVWkj1DPWbZ5S6N2/bydefnO4RzT1wKw56f0KxqfEEII0R2UmktJLFQfco/1Hdt0o/qyLqHzGmxeuf4EVTUWxgZ5MtcXajIzwc4Oh5Hq29b716cCMGi8Hy6exo4Yvs0w72H8ov8vAPirhzMWwHh2H+/cMxIHex2xyQV8klSCYdAgACr2qg8PpLyL6CoSSBdCdKlD6cX4FWShRcHO2xs7L68uG4uj3o5QP3Wh0/0tzEo3DBiAzssLpaqKqkPxHTg6IYQQoutUn1DroxsHDSI6TV1kdJTPKDyNnpzcm4tiVfAJcsXD16nN5yiqMPNGtFqe5embB+Pj2vzNu0ajsWWlf+t7FnQ6TElJmNPSGrWdOdSXPiO8ASg8XUpBQWWbxyiEEEJ0BwdyDmBVrAS6BuLj5NO4QUU+pO5Uv4fOtW0+mF7EjwnZaDTw5zlDqKoLTDsMG4bO2YnclFLSjxei0XZsNvqFfj/y97joXThhrWSdizNk7CHY25k/zVKD5yvXn8ASNgKAyjh1vA3Ku+zP65RxCgESSBdCdLHdp/PpV6yWdTF0YVmXeqPqy7uktmzBUY1Gg9OE8QBU7N7dYeMSQgghuoqiKJjqS7sMHkR0uhpIn95nOoqicCK2rqzLhCvLRn/zp9OUVtcyyNeFO0Y3XdLlQvWB9OiSvehHqzfYF5d3qffHu4ZRoFdvfv7z32NXNE4hhBCiq+3NUQPKY3zHNN3gxI+gWMA3DDzVhbkVReGvP6rz+fyRvRns50pF7B4AHMepC3ruW58CwMAIH9y8HTryEmw8jZ78fsTvAXjLw538rP1gtfDrcX0ZH9yDqhoLn9aopVwq6xYchQvKuxw6J+VdRKeRQLoQokvtPlNAUKm6uIlx4KAuHg2MDqwLpKe3vE66c12ddFlwVAghxLWoNicHS0kJ2NlR3suDQ3mHALgx4EbyM8opPFuBzl5LyKi2LzKaVlDBR3tSATUbXadtuqTLhYLcghjSYwgWxUJyuHru0mYC6S5Ge4ZN9AegPKmEo1klbR6rEEII0dXqA+lj/Zop63LiR/Vn6PlFRqMT89ifVoTRXssTNw1EURQq4tRAutO48eSmlJKWUIBGq2HUzMCOHH4jdwy4g1DPUMp0Wl51sYfcY2i1Glb+Yhh6nZZPTD1QtFrMaWnU5OYCF5V3SZZ5XXQOCaQLIbpMhamW+IxiAkvVTDbDgAFdPKLzGemJ2WVUmGpb1MdxvJqRXn3sGLVFLQ/ACyGEEFeD6kS1rIshOJgdeXtQUAjtEYqfsx+nD6g3s4FDe2BwtG/zOd7edpoai8Lk/l5MGeDd4n6zgmYB8H2vPNBoqD58hJqcnCbbzrw5GEUDvhYtf1t3RLLXhBBCXJWKqos4WaQuFjrGp4mMdFMZJMeo3wfdAqjZ6P+sK59234QgfN2MmJOTsZzLR2Mw4BA+nL0/1GWjj/XB3cexw6/jQjqtjuXjl6MBfnB2Yt+JLwEI9HLi/slBVNo7kObZGzifla6z09JnSA8A0hJkMXHROSSQLoToMntTC6m1WAkqV2/CDf37d/GIwM/NgV7uDlisCvEZxS3qY9+zp/oQQFGo3LOnYwcohBBCdLLqE+fLuuzI2gHA1N5TURSFU3V1SUNGN1GftYWyiqv46qBa5u3xyNY9VI/sGwnA9uoj2A8fCkDZlq0NG5nKoaYaBxc9/oM9AdCmVfLFgcw2j1kIIYToKgfzDgLQz60fPRx6NG5wOhosJvAMBm/1re+YpHMkZJXgYK9j8WS11EtF3b2rw8gR5GVVk35MzUYfPTuwU67jYkO8hnCni/p3wAsZ66mx1ADwyLQQfFwN7HMPVsd9QXmXwDD1+lMTCjp5tOJ6JYF0IUSXiT1TgFd1CY7mKrCzwxAU2NVDAmBEH3eAFgfSAZwmTACgXMq7CCGEuMaY6jLS7QYOYPdZdT2Qyb0nk5daRllBNXYGHX2HNXEj30Krf06m1qowPriH7c2wlurl3IshPYZgVaykj+oF1NVJT46BdffAX3vByl6wsje8dxPD/dRrCTXb8eqmJCrNLXv7TAghhOguDuWqJdZG+oxsukF9WZdBs0GjQVEUXq/LRv/1+L70cDYA2JLAnMaNP5+NPs4XN+/OzUa/0KNDHsDTYiFZqWbt8bXq+Ax2LJ0xgASvfgCU7zkfSO8T2gONVkPh2QpK86u6ZMzi+iKBdCFEl9l1Ot9W1kUf2BeNXt/FI1KFB7gDrQyk2+qk70ZR5FVxIYQQ147qpCQAMn3tqKipwNPoSWiPUE7VlXUJGtYDe72uTcfOLzfxyd50AB6eFtKmY8zoOwOA9b3VbLTKfXupffc2SPwezOVqI2sNZMQRePRhDLpKXBQNDkU1vLcjpU3nFEIIIbpKfUb6iJ4jGu+01MDJTer3urIusckFHM4oxmivZfFkNatbsVio2LsPgPLAkWQcL0Sr1TB6VmCHj/9S3IKm8GShWu/834dXcbb8LAC/GNmbkv5DsGi0WLKyqMlS32QzOtnj188NkKx00TkkkC6E6BJFFWaOZ5fSt36h0W5QH73ehYH0lgbFHUePQqPXU5udjTklteMGJ4QQQnQiS3k5NelqoHuXo3rTOtF/IhpFw5kDV17W5X9x6ZhqrQzv7cbEkLZltdcH0rfWHMbeG1Cg7KwjjHkAHtwOyzLh9/Fw04voHJwJ0f8MwISaClZtP0N+uanN4xdCCCE6U2VNJYkFasm1JjPSU3eCqQScvKG3Wj/9P3UPje8YFYC3i5qNXn3iBNaSErROThw+roYGB433xc3boROu4hL0TtziGsKoqmqqLSb+tvdvANjrtPxu1jBOuat10gt2xtq61L8VJ3XSRWeQQLoQokvEpRSgKBBmVie75uqjny0/y5a0LXx35jt2Zu2kvD6zrAMN8XdDp9VwrsxETml1i/poHRxwGKX+IVOxe3dHDk8IIYToNKa6bHQ7X19+KlEz1yb3nkxOcgnlRSb0Rh19hni26dg1Fiv/jUsD4DeTgtBoNG06Th/XPgx0DcSiWDnbV523y5RJMPtV8A8Hgwt4BsGER+DRA4QEFAIQXGNPoPkMb2873abzCiGEEJ3taP5RapVafBx98Hfyb9ygvqzLwFmg1XE6r4yfTuSh0ahzbb36si5VY2aRmVSMVqthVBdno9fTBIzj2YIi7NCwLWMbMRkxAMwN70V6H7Xm+4nNP9vaB4V5AZB5sghztZRsEx1LAulCiC6x67T62lVIhZrNdnEgPT4vngc2PUDUl1EsjVnKMzufYcnWJUxeN5lndz5LRllGh43NQa9joI8LAIdbU95l3HgAKvbEXqalEEIIcXWorquPrukfxOni02g1Wib4T+BUXTZ60HBv7OzbVtZl07EccktNeDkbmDXUr+2DrCxkRm4qABuGq/N3RXwiltLSxm2dvPBf8jpGuypMigsr2MAPccfJbeGDcyGEEKIr1Zd1GdlzZOMH0IpyQX10tazLeztTAYgc7EOQl5OtaUVdnfFTruo97KCJfrh6dXE2er1eowipqWGhRa3V/re9f6OqtgqdVkPI9EkAKAmHqbFYAXD3ccTV2wFrrUJmYlGXDVtcHySQLoToErvP5KNVrHicywTOB9IVReHt+Le5d+O9xOXEodPoGOw5mIn+E+nt3Jtaay3fnvmW27+7nS9OftFh4xtuK+9S0uI+TuPHAVC5dx+KxdIRwxJCCCE6VfUJ9fXxLD91HZMwrzBc7F3Pl3UZ1bPNx/5wt5qN/suxAejt2nhbYrXAl/czo0CtobrRR4ddcBDU1FAeE9NkF62DM0F1C5OWmwbzN83bvCNZ6UIIIa4Ch/LUhUZH+DRRH/3sISg7C3pnCLqB4kozXx1U77cfuCAbXTGbqTxwgCK3EPJKjWh1XV8bvYFeowD47dlkfB19yCrPYvWR1QBM/cV0rGjwLc1j047jAGg0GgLryrukSnkX0cEkkC6E6HQ5JdWcOVeBf0U+mpoaNEYj9r17Y7Fa+HPsn1l1eBVWxcqtwbey/hfr+ezWz1g1YxUbbt/Af2/+L6N9RlNVW8WfY//MS3tfwqpY232M4QHqgiWtyUg3DhmC1sUFa2kp1cePt/uYhBBCiM5mqstIP+SmZnhN7j2Z7NPFVJaaMTjaERDatrIuJ3JK2ZtaiJ1Ww6/G9W37AH9+Bc78RLBiT4hzb2qVWnLHqguplW3Z0my3fmMDAEg2jeNGbTwl+z4lu6Sq7eMQQgghOphVsXLk3BEAwr3DGzeoz0YPiQR7I18cyMRUa2WQrwtjg87P11UJCVgrK0npfxsAoRP9cfE0dvTwW84zGIzuONaa+FP/uwD44NgHJJck4+TlSYV/HwB2fr3VtqZZ4DC1vEvq0QIUa8vWOROiLSSQLoTodLHJ6lPiSfZqvXN9cBAanY5/HvwnX576Eq1Gy4oJK/jr5L/i79yw7luYdxjvRb3HYyMfA+DjxI95cc+LLV4UtKXqM9ITskqwtHAi1uh0OI4dC0BFXc05Ia5Vb7/9NoGBgRiNRiIiIti7d2+zbb/66itGjx6Nu7s7Tk5OhIeH89FHHzVooygKy5cvx8/PDwcHByIjIzl16lRHX4YQ4hIUiwXTaTVTO9r+DACTe00m5bA6jweFeaFrYyb5Z/vUDLnIwT74uLbx5v1sPPz8svr91teZ0e9WALYGqX9flO/YibWyssmuvQd6oHewo9LqQXbNIJ7WfchH2460bRxCCCFEJ0gtTaW8phyjzkh/jybWGLugrIuiKPwvTl0s/J5xfRuUganYs4d8rzCKnQPR2WsZNesKHmh3BI3GlpV+o1lhSu8p1Fpr+euev6IoCj4T1TfBXU8fJ74u8c2/vzv2Rh1VpWby0su6auTiOiCBdCFEp6uvjz5aq9YuNQQF80PyD3xw7AMAXpj4ArfVPR1vilaj5YFhD/DXSX9Fg4bPTn7GW/FvtesY+/d0wVGvo9xUS/K5li9w6jSurrxLrATSxbVr3bp1LF26lOeff56DBw8yfPhwoqKiyMvLa7K9p6cnzzzzDLGxsRw5coRFixaxaNEiNm3aZGvz8ssv88Ybb7Bq1Sri4uJwcnIiKiqK6mqpWyxEV6nJyEAxmVAMetJcqvFy8GKgx0BSDp8D1ProbWGutfL1ITWQvmBMQNsGV2uGbx4Cay0MngNhC5jRdwYA32uOoOvdC6W6mvIdO5vsrrPT2hYnS7LOxFtTgv+h1yipqmnbeIQQQogOdjT/KAChPUKx09o13FmYDOcSQWsH/SPZfaaA5PwKnPQ65o3o1aBp+Z69nA6eB0D49ACcPbpRNnq9ukC65uwh/jT2Txh0BuJy4tiQsgH3iDEADClIsT0s0Nlp6VP3lpyUdxEdSQLpQohOpSgKsWfUQHpwtfrT1NuLF/a8AMDiYYu5tS6j7HJu7Xcry8cvB+DdI++yIWVDu41Tp9UwtJda3iW+VQuORgBQefAgVrO53cYjRHfy2muvsXjxYhYtWkRoaCirVq3C0dGR999/v8n2U6dO5bbbbmPw4MH069ePxx57jLCwMHbuVANciqLw+uuv8+yzzzJ37lzCwsL48MMPOXv2LN98800nXpkQ4kLVdW+FlPm5omg1jPcbT1FOJaX51ejstPQe7NGm40Yn5lJUWYOPq4HJ/b3aNrg9b0PeMXD0glv+ARoNIe4hBLoGYlZqKIhQM/XKNm9u9hD9RqoPAtItU1AUuJMtfLtdHoQLIYTonurLugz1Gtp458m6BJU+48HBg//GqeuQ3DayF86G80F3a1UVp3OcqHL0weioZWRUN8tGr1cXSCfrAAEuATwY9iAAf9//d6xhAwHoV5zFlgPJlFSqD8H7DFHrpGccL+z88YrrhgTShRCdKq2gkqziKuy0Gtzz1YXBvqiOpaKmgnDvcB4Of7hVx5s/YD6LhiwC4Pndz5Nemt5uYw2vK+9yOLO4xX30ISHovL1QqqupOhTfbmMRorswm80cOHCAyMhI2zatVktkZCSxsbGX7a8oCtHR0SQlJTFlyhQAUlJSyMnJaXBMNzc3IiIiWnRMIUTHMNeVdUnpoS6gPc5/HKlH1Cyv3oM80Bvtmu17KZ/tzwDg9pG9sdO14XakJAu2/139HvUiOKnBeI1GY8tK3xas1jsvj4lp9sF2QKgn9gYd5WWQ5DQPvcaCa9w/MNXKguFCCCG6n/qM9GFewxrvPLlR/TlgJoUVZrYczwXgl2MbBsqL9xwgJSAKgLFzQtA7tG0u73C9Rqo/zyVBdSn3DbmPQNdA8qvyWZX9OXb+/uhQCMpL5au6t9wCBqsZ6XmppVRXyBtmomNIIF0I0al2n87HmUom99JSk5ICwM+6Mxh0Bv466a/otLpWH/OxkY8xxncMVbVVLNuxjFprbbuMdXhvdwAOZ5S0uI9Go8EpQi3vUrFHAoDi2pOfn4/FYsHHx6fBdh8fH3JycprtV1JSgrOzM3q9ntmzZ/Pmm28yY4Ya8Krv15pjmkwmSktLG3yEEO3LdEoNpB91VefBCN8IW330wLC2ZZLnlVaz/aRaGuaO0W0s67LlOaipgIBxELagwa7IvuoDuW/0R9H19MZaUUFlMw/k7Ox19B2mZq/le98PwC3WbUTvlPlbCCFE92KymEgqSgKayEivLoXUXer3gbP4Nj6LGovC0F6uhPq7Nmh6aHMGNXoXnLUVhE5uuB5Zt+LcE9z6AApkx6PX6Xk64mkAPk36lJphIYBa3mXdPvUBvYunEQ9fRxQFspKKumrk4hongXQhRMerNUPCF/DfO5m3eTxHjQ+wOuNurHWBr2xPuH/QrwhwbdsNtU6r48WJL+Ji78KR/COsTljdLsMeHqCWdknMLqW6puXZaU7jpU66EBdzcXEhPj6effv28eKLL7J06VJiYmLafLyVK1fi5uZm+wQEtDEgJ4RolqmutEu6F/Rz64dzrTu5KercHdTGQPr3R7KxKjCyjztBXk6tP0Dmfjj6JaCBm19WFyS7wGDPwfg7+VNlNVEyfjAApZco7xIcXlfeJd1Aeo9J2GmsWHa9ibWFC40LIYQQnSGpMIlaay2eRk96OTesec6Zn8BaAz1CUDyDbYHlO0Y1/Pu4rLCak4XqA+RR4Rp0bXkrrDPVZ6Vn7gdgvP94ZgXOwqpYWe+iJuUNK0zhRE4Zx8+qf58E1NVJT0+U8i6iY3Tz/2qEEFe9xB/g7THw5f1wahOO1goAzGXqK2TnXMEbC4u2vAY7XgNL217B8nP245lxzwDw78P/tr32diV6uTvg5ayn1qpwPLvl2a71C45WJSRgKW/5QqVCXA28vLzQ6XTk5uY22J6bm4uvr2+z/bRaLSEhIYSHh/PEE08wf/58Vq5cCWDr15pjLlu2jJKSEtsnIyPjSi5LCHERpaYGU2oqAJleGsb5jyMtQV3bpGdfF5zcDW067nfxWQCNFj5r2aAU2PK8+j38l+A3vFETjUbDjX1uBGB3iBWA8uifUGqbflutT6gnGq2GouwKDOOeBCDS/BM7j5xo/fiEEEKIDpKQnwCo2eiaix4iX1jW5djZUk7klKHXaZkb3jDjfM8XSVg1drgXn2TAraM6Y9hXpvdo9WfWAdumJ8c8iZO9E1s91DKxg4vSsbPW2hYxry/vknGsEEWRh+Ki/UkgXQjRMWqq4JuHYN2voCgVnH04N+r/cYvpBUZYPqRwvFrbNKuHhoeszhhNpRD9Z/hPJBSltemUs4NnMytwFhbFworYFVisV1bjVKPRXFDepbjF/ex79cK+Tx+wWKjcv/+KxiBEd6PX6xk1ahTR0dG2bVarlejoaMaPH9/i41itVkwmEwBBQUH4+vo2OGZpaSlxcXHNHtNgMODq6trgI4RoP+b0dKipoVqvId8NxvmNI6WuPnrQ8LZlo6fkV3A4swSdVsPNw/xaf4DTWyFtJ+gMMHVZs82m95kOwOeOR9G6u2MpLm52PjY42uPXT30DLbc8hGzHgThozJzd+q/Wj08IIYToIBcG0huwWuBU3ZtXA2byxQE1oDxjiA/ujnpbs3PpZZw8qD4QH1y5B71fG+bhzmZbcPSgbVNPx548OuJRzvaAcgcN9rVm+hVn8W38WSxWhV4DPNDqNJQVVlOSV9VFAxfXsm4RSH/77bcJDAzEaDQSERHB3r17m2371VdfMXr0aNzd3XFyciI8PJyPPvqoQRtFUVi+fDl+fn44ODgQGRnJqbpXU4UQnaCyENbeCvH/BY0WJv0/+P0hvnVfyFElmGFBfiQe3gpAhZ8rs3+zG+a9A0Z3yI6Hd2+AjOb/P3Apfxz7R1z0LiQWJvLZyc+u+FKG1y04Gt+KQDqcz0qX8i7iWrR06VJWr17N2rVrSUxMZMmSJVRUVLBokbrw78KFC1m27HyQa+XKlWzZsoXk5GQSExN59dVX+eijj7jnnnsA9aHV448/zgsvvMB3331HQkICCxcuxN/fn3nz5nXFJQpx3asv65LRQ0GrtWO4+wgy6l6TDgzzbtMxv4tXs8cmhXjh5dzKjHZFgZ9eUL9HPAjuzZdzGtFzBJ5GT0pqy6maoC7IVrZ5S7PtA4epDwbSEgpwmPJ7AKaXfUtCWl7rxiiEEEJ0kGYXGs3cD5UFYHTD0juCHxOyAfjFBW9+KYrCri/Ved0ndx9+IwM7ZcxXzG+4Gk8oOwulZ22bFwxcwMAeg0nsrf4+piydvDITu07nY2/Q4ReiPiDPkPIuogN0eSB93bp1LF26lOeff56DBw8yfPhwoqKiyMtr+g9XT09PnnnmGWJjYzly5AiLFi1i0aJFbNq0ydbm5Zdf5o033mDVqlXExcXh5OREVFQU1dXVnXVZQly/Kgth7RzI3KcGxhd+C5H/B3ondp9Rn4BHBDlTcFJ9oj5g+DR0dvbqK9pLdoH/CKgqgg/nQsqOVp++h0MPfj9CvQl+8+Cb5FflX9Hl1AfSW5ORDuA0LgKAij0SSBfXngULFvDKK6+wfPlywsPDiY+PZ+PGjbbFQtPT08nOzra1r6io4KGHHmLIkCFMnDiRL7/8ko8//pgHHnjA1uapp57i0Ucf5cEHH2TMmDGUl5ezceNGjEZjp1+fEOL8QqOZ3hqGeQ2j6IwZS40Vlx5GevRqfW1zRVH49rBa1uXiV81b5PRW9WG7vRNM/H+XbKrT6pgWMA2A/QPVRczLtmxBsVqbbF+/4GjmySIch82nxK4H3poS4rf8r/XjFEIIIdpZiamEtFL1re1GgfT6si4hkexJK+VcmQk3B3sm9z//0DvtaAFZScVolVqCU76zJX11e3on6Bmqfr8gK91Oa8ez457lRG+1xM24anUR1u8Oq8F2W3kXCaSLDtDlgfTXXnuNxYsXs2jRIkJDQ1m1ahWOjo68//77TbafOnUqt912G4MHD6Zfv3489thjhIWFsXPnTkD9I/3111/n2WefZe7cuYSFhfHhhx9y9uxZvvnmm068MiGuQ7VmWHcP5CaAU0/4zSYImgJAjcVKXLIaSK9x3If3OTMAw0fffL6/W2+470foNx1qKuHTX0LusVYP444BdxDaI5SymjJe2//aFV3S8N7q0+zUgkqKK80t7udY98eJKSmJ2oKCKxqDEN3RI488QlpaGiaTibi4OCIiImz7YmJiWLNmje33F154gVOnTlFVVUVhYSG7d+9mwYIFDY6n0WhYsWIFOTk5VFdXs3XrVgYMGNBZlyOEuIjptBpIT/fWMN5/PGkJ6oPpwDCvxrVZW+BEThnJ5yow2Gm5aUjz6yk0SVFg+8vq9zG/Aacel+1SX97lM5cTaJ2dqT13jqrDh5ts6+HriKuXEWutQuapMipD7wIgOOMLSirbtnaLEEII0V7qs9H7uPTBzeDWcKetPvos25tfNw/zRW+nhvusFiu7vzoDQO+MbThUF+I4dmznDLw91C84ekGddIDh3sPxm6A+NPdNOwWKlc3HcjDXWukTWveAPKkIi6Xph+hCtFWXBtLNZjMHDhwgMjLStk2r1RIZGUlsbOxl+yuKQnR0NElJSUyZogbrUlJSyMnJaXBMNzc3IiIimj2myWSitLS0wUcI0UqKAuufhLRdoHeBe7+DnoNsu49kllBhtuDqYMfPGV/iU6Rud+zXv+Fx9E5w1/+gzwQwlcLHt0Nx6xYR1Gl1PBvxLBo0fJ/8PQnnEtp8We6OeoK81My7w5klLe5n5+mJYeBAACrj4tp8fiGEEKIr1Jd2yfSCCN8I0o6pWV19h14+iN2UjUdzAJjc3xtng13rOqdsh8y9YGeE8Y+2qEuEXwRO9k5k1+RTM05dlLS58i4ajYa+9eVdjhbgO3UxABM1CWzcJXO4EEKIrtVsffSiNMg7DhodpqBpbDiqvhF6a9j5N78Sd2dTlF2B3l6hb/omDIMGYefp2Wljv2K2OukHGu26a+4zmHXgVGlhsH4fpdW17D6Tj1dvZ4zO9tRUW8hNkfieaF9dGkjPz8/HYrHYXgWv5+PjQ05OTrP9SkpKcHZ2Rq/XM3v2bN58801mzJgBYOvXmmOuXLkSNzc32ycgoPmai0KIZuxdDQfXAhqY/z70HNxg9+7TaibbkKACKtKT0SmgcXDA7qL/VgGwN8Ld/wPvwVCWDf9bAObKVg1nmPcwbu13KwCv7H/lilbsrs9Kb315FzUrvULqpAshhLiKWM1mzGmpAOT7OtK7th8VxSZ09lp69Xdv0zE3HVP/Dp85tJXZ6HA+G33UfeDSxN8NTdDr9EzppSbaHB7iANSVd2nm74HAuvIuaQn54BHI2R7qQsc1+9Zc0d8QQgghxJVqtj76yboSx33G8XOGhdLqWnq6GIgIVuc0c3Utcd+nADBIfxr72iqcLniL9KrQa7T68+whuKhEm7erHxX91L8rhlT/BFhZn5CNRqshYJAHABnHpbyLaF9dXtqlLVxcXIiPj2ffvn28+OKLLF26lJiYmDYfb9myZZSUlNg+GRmty34V4rqXexw2Pa1+n7ECBtzUqMmuM2og3eocS68C9YbUEBTU/OvhDh5wzxdqiZi8Y7DxT60e1qMjHsWgM3Aw7yDbMra1un+9sN7uQOsD6Y7j6wLpUiddCCHEVcSckgoWKxUG6Nd/DFnH1Teyeg1wx06va/XxUvMrOJFThk6rIXJwz1Z23qW+7abTw8THWtV1el+1vMsXHqfRGI3UZGZiSkxssm2v/h7YGXRUlJjJzyjHY7KalX6jKZrY0+daN2Yhuqm3336bwMBAjEYjERER7N27t9m2q1evZvLkyXh4eODh4UFkZGSj9vfddx8ajabBZ+bMmR19GUJcVxRFsWWkD/O+OJC+Qf05IMpWH3x2mB86rXqPfWhLOlWlZly9HfA5/BUAjuOuskC69yCwc1DfVi8802h3wHh1ru+TWYid2yE2H8+lxmIlIFTqpIuO0aWBdC8vL3Q6Hbm5uQ225+bm4uvbfLaKVqslJCSE8PBwnnjiCebPn8/KlSsBbP1ac0yDwYCrq2uDjxCihSw18M0SsNbAgJkwofEr11VmCwfTikFXwamK3fjXlQzXBwVd+thuveH21YBGzXZP+KJVQ/N18mVh6EIA/nHgH9RY21bndHiAmpF+JKukVVlpjqPHgJ0dNRkZmDOz2nRuIYQQorPVl3XJ8IJx/uNJP6ZO3H2GtK2sS302+vjgHrg76lvX+ee6bPQR94Br6xYpndxrMnqtntOmTJRxIwAo3dJ0eRedvdaWvZaakI/DkNlUaZ3x1xQSF/N968YsRDe0bt06li5dyvPPP8/BgwcZPnw4UVFR5OXlNdk+JiaGu+++m23bthEbG0tAQAA33XQTWVkN/6adOXMm2dnZts8nn3zSGZcjxHUjuyKbwupC7DR2DPI8XzoVUxmkqmsFVgXNYOtxNQY2Z7g6V5YXmYjfnA7A2CluWDLTwc4OxzFXUX10AJ0d+IWp3y9YcLSe2yj1egZkKjj0jKa4sorYMwW2BUfzUksxVdV22nDFta9LA+l6vZ5Ro0YRHR1t22a1WomOjmb8+PEtPo7VasVkMgEQFBSEr69vg2OWlpYSFxfXqmMKIVpo1+uQHQ9GN7jldWgiw/xAWhFmi5UePkeosZoZXKEGpvXBlwmkAwRPhclPqN+/fxwKU1o1vN8M/Q2eRk9SS1P56uRXrepbL9TPDZ1Ww7kyEzml1S3up3N2wmGYmjVQGSdZ6UIIIa4OlSeTAMj01jDGM4Ls02pGet82BtI31gXSo1pb1uXsIUiOAa0dTHy81ed1tHdkgv8EAI4PdQGgbNPmS5R3OV8nHXsj1QPUEnG90r8nrxXzvxDd0WuvvcbixYtZtGgRoaGhrFq1CkdHR95///0m2//3v//loYceIjw8nEGDBvGf//zHdq9+IYPBgK+vr+3j4eHRGZcjxHUjsVB9k6qfez8MOsP5HWe2gcUMnsFsznWlqsZCH09HwgPcAdj7fTK1NVZ8g93wrstodwgfjs7ZqbMv4cr51y04evZQo10O4eEABOSDg6UAe4+9bE3MxdnDiFtPBxQFsk8Vd95YxTWvy0u7LF26lNWrV7N27VoSExNZsmQJFRUVLFq0CICFCxeybNkyW/uVK1eyZcsWkpOTSUxM5NVXX+Wjjz7innvuAdTFgh5//HFeeOEFvvvuOxISEli4cCH+/v7MmzevKy5RiGvXuSSIeUn9PutlcPVrspla1kXBzl19HXRQmTOglnZpkanLoM94MJfBD4+rC5u2kLPemd8N/x0A/z7yb6pqq1rct56DXscAH/UG/HBGyxcchfOvzkmddCGEEFeL/ONqxlehvzP6HHesFgVXbwfcfRxbfayckmoOpRcDcFNoy+qb2+x+U/05dD549G31uQFu7HMjAF/7ZKDR6zEnJ2M6earJtn2GnM9eq66owSPiVwDM1MbxedzpNp1fiO7AbDZz4MABIiMjbdu0Wi2RkZHExsa26BiVlZXU1NTgedEihTExMfTs2ZOBAweyZMkSCgoKmj2GyWSitLS0wUcIcWknCk8ANMxGh/P10QfM5PsjdYuMDvdDo9GQn1lOYqy6beL8ECpjdwPgdLUml/qrb5U1FUi379kT+1690CoQclZB77WNLcczURSFXgPVB3uZSUWdOVpxjevyQPqCBQt45ZVXWL58OeHh4cTHx7Nx40bbYqHp6elkZ2fb2ldUVPDQQw8xZMgQJk6cyJdffsnHH3/MAw88YGvz1FNP8eijj/Lggw8yZswYysvL2bhxI0ajsdOvT4hr2uZn1ZIu/aMgbEGzzXafzkfnkEqlko2jnSPOOeofzfrAwJadR2cHc98GO6OamRb/31YNc37/+fg7+XOu6hyfJX3Wqr716hccPZJZ3Kp+TuPUP1Yq4vbIYmVCCCGuCuZTatDYfVAY6cfVm8++oZ6X6tKsLcfVbPSRfdzxcW3F3+JFaXDsG/X7hEfadG6AqQFT0Wq0HK48hW7CGABKN6xvsq2zhxEPPycUBTJPFEHfiVQafXHVVJIZ9w21FmuT/YTo7vLz87FYLLZ77Ho+Pj7k5OS06Bh//OMf8ff3bxCMnzlzJh9++CHR0dG89NJLbN++nVmzZmGxWJo8xsqVK3Fzc7N9AgIC2n5RQlwnThSogfTBPQaf32i1wik1kF4eGMn2k+paHnOG9wIg9qvToEC/kT3x6etMRVwcAE4TJnTiyNtRfSA9+zBYGpdpqc9KH5nnjNaujHzNLo5nl9K7LpCedVIC6aL9dHkgHeCRRx4hLS0Nk8lEXFwcEResIhwTE8OaNWtsv7/wwgucOnWKqqoqCgsL2b17NwsWNAzgaTQaVqxYQU5ODtXV1WzdupUBAwZ01uUIcX04HQ2nNquvW89c2WRJF4CSqhoSskqwc4sHYHbPaViL1axu+z6tyC7r0Q+m1S1ouulpKMu9dPsL2OvsbVnp7yW8R0VNRcvPW6d+wdEjma3LSHcYEY7GaMRyLh/zaclmE0II0b1Zq6txyFPnuuDwqaQfrauPPvTKyrrMbG1Zl7hVoFggeBr4Drt8+2Z4GD0Y7TMagBMj1Gso3bCh2YfbfQZfsDiZVos+/A4AJpp2sON0fpvHIcTV7G9/+xuffvopX3/9dYPktLvuuos5c+YwbNgw5s2bxw8//MC+ffuIiYlp8jjLli2jpKTE9snIyOikKxDi6lVf2qVBRvrZg1BxDgyubK0IosaiENLTmYG+LqQfLyD9eCFanYbxtwVTffw41pIStM7OtrKjV50eIaB3gdoqyE9qtNthhBpon1zkDYC+Rwybj52l1wA1kJ6fWU51edvWSxPiYt0ikC6EuMpYLbD5OfX7mMVqkLsZcckFWBULBrejAETZDwdA16NH6+uzjXsY/MKhugQ2/rFVXW/tdyuBroEUmYr4+PjHrTsvEHZBRnprMsu1ej2OI9WablLeRQghRHdXeOIIGgXKjDCwx2TKCqvR2WltN6OtUVRhZk9yIQBRQ1oRSK8qggNr1e9NLGLeWvXlXb7xyURjNFKTlk718eNNtg2oy7zPOF6IoijYDbsNgGnaQ3y7Vx6Ii6uTl5cXOp2O3NyGiSi5ubn4+l76v81XXnmFv/3tb2zevJmwsLBLtg0ODsbLy4vTzSSPGAwGXF1dG3yEEM0rqi4it1L973agx8DzO5I2qD9DprOx7s2xmUN8sVoVdn95BoBhN/TGzduRil1qWRfHiAg0dnadN/j2pNWCf7j6vYkFR+sz0t1P5+KsdUOrL+a7Mz/i6KrHw88JFMg6JVnpon1IIF0I0XqHPoa8Y2B0hxueumTT3WcK0DmdRtFW4Gn0ZECFWmtc36dP68+rs4M5b4JGC8e+hpQdLe5qp7XjofCHAFh7bC0lptZllg/0dUFvp6W0upbUgspW9XUcPw6Aij0SSBdCCNG9nTygLiR4zs+ByhT1bTP//m7YG3StPtbWxFwsVoXBfq707dGKh+cH1kBNBfQcAv1ubPV5Lza9z3QA9pUkYD9JnZPLNmxosq1/f3e0dhrKCqspyasC/5GYnXvjpDFRm7SF4krzFY9HiM6m1+sZNWpUg4VC6xcOHX+Jmskvv/wyf/nLX9i4cSOjR4++7HkyMzMpKCjAz6/pdZOEEK1Tn43ex6UPznrn8zvq6qOb+91kK+sSNcSXpD3ZFGSVY3C0Y/TNgQBU7K6rjz7hKq2PXq8+kN5EnXTjwAFojEasZeXc73ozALmaTeSUVNF7gDsAWUnFnTNOcc2TQLoQonVqzbC9boHRG54Cx0vXTN11Oh9713gAogKjsGSeBUDfp401Ef3CYPRv1O8b/thkjbTmRAVGEeIeQllNGWuPrW3Vae11WkL91KyZttZJr9y7F6W25eMVQgghOlvesf3ql6AA0o+r2eR9hrStrMumurIuUUNaschorRn2rFK/T3i02dJxreHr5MvQHkNRUDg9Sh1L6YaNTb5hZm/Q4dfPHUC9fo0G+2HzAJih2cP3h89e8XiE6ApLly5l9erVrF27lsTERJYsWUJFRQWLFi0CYOHChSxbtszW/qWXXuK5557j/fffJzAwkJycHHJycigvLwegvLycP/zhD+zZs4fU1FSio6OZO3cuISEhREVFdck1CnGtaXKh0eIMyE0AjZZdhFNVY6GXuwODejqx9/sUAEbO7IvR2R5rZSVVh9TA81VbH72ev/qWd1OBdI29va1szc2VAWgUPTpjDmsPbaXXIKmTLtqXBNKFEK1z+BMozQJnXxh9/yWb5pVVc+pcEXYuxwC4OehmzOlpANgHtCEjvd60Z8DBQ82K3/9+i7tpNVoeGaEuWPZx4scUVBW06rTnFxxtXTa7MXQwWldXrOXlzb5KLoQQQnQHluRUADwHjeTsqWLgfLmT1qiusbDjlFpTvFVlXY5+AeU54OIHQ29v9XmbM72vmpX+fc8sNI6O1GRlUZ2Q0GTbPqEX1EkHNKHz1GNoD/LN/uR2G5MQnWnBggW88sorLF++nPDwcOLj49m4caNtAdL09HSys7Nt7d955x3MZjPz58/Hz8/P9nnllVcA0Ol0HDlyhDlz5jBgwADuv/9+Ro0axY4dOzAYDF1yjUJca5pcaLRukVF6j+WH02rd7xmhPhz7+SzlRSacPQyETe0NQOWBAyg1Ndj5+6EPDOzMobe/+gVHc4+qD90vUl/ehaMnGOSkzvnr09fRq78HaKDwbAWVpfJWmbhyEkgXQrScpRZ2vqZ+n/h7sDdesnnsmQLsnE+g0Znxc/IjzDuMmnR1USF93ysIpDt6wo3Pqt+3vQCVhS3uemPAjQzpMYSq2ireO/peq057fsHR4lb10+h0OI4dA0iddCGEEN1Xdnk2PXLU8mWuvW7AUmPFyU2Pp18r1zQB4lIKMdVa8XU1MsjXpWWdFAV2v6V+j/gt2Olbfd7m1Jd32VW4H+MNkwAoXd90eZeAugVHs5KKsNRaodcoLC7+OGuqcc3eTVJOWbuNS4jO9Mgjj5CWlobJZCIuLo6IiAjbvpiYGNasWWP7PTU1FUVRGn3+7//+DwAHBwc2bdpEXl4eZrOZ1NRU3n33XVtgXghx5ZpcaDRpIwCW/lFEn1Drp0eGeHNgg5qwNuaWIOz0ajm2+vroTuPHo2mHN7y6lEegmkxnMasJdRepX3C0Kv4w9w29B0XRUKgcJqsmgx691LI4kpUu2oME0oUQLXf0SyhKBcceMOq+yzbfcSofO9fDAMwMmolWo8WcURdID2hjaZd6oxaBz1B14dEdr7a4m0aj4dER6sJl606sI7ci9zI9zhseoGakH80qpdZibdVw68u7VOyJbVU/IYQQorPEJW/Hp1j9Xmz2AqD3YM823XzHJOUBMHWgd8v7J29Tb47tnVr0d0ZrBLkFEewWTK21lpTR/gCUbtyIYm08n3v1dsbBxZ4ak4XclBLQatENnAWoWelfHMho17EJIYQQF6usqSStVA2O2wLp5gpI+RmAI47jKK6swcPRHt2pMqoranD3cWTQuPNvgVXEqveeV31ZF1BLvdVnpTdR3sUhfDgA5jNnmO4TgKZSzeL/18GP6T2wrrxLkgTSxZWTQLoQomWsVtihvsrJ+IdBf+nsNKtVIeZUFnbOSQDMCpyFtbqa2hy1Xqp9WxYbvZBWB5F/Vr/vfReK0lrcdYL/BEb2HInZaubdI++2uF+wlzNOeh1VNRZOnytv1XCd6hYcrTp4CKvJ1Kq+QgghRGc4Fb8NAJOrA1kpVcD57OzWql/87IYB3i3vFPu2+nPkr9Wss3ZWn5W+vudZtM7O1ObkUBUf36idRquxXXd9nXgGzATgRt0hvj6YRU0rH6gLIYQQrXGy6CQKCt4O3ng5qA+3SY4Biwnc+/JNpvq21039vDnyUyYA4+YGo9WpYb7a/HxMSeq9uNMlFhW+qtQH0rMONtpl5+mJfd1b7zVHExjqoj4Aj8laj3eIo9rtZHGnDFNc2ySQLoRomVObIf8kGN1gzOLLNk/MKaXYehSNtgY/Jz8GeQ6iJlOd4LXOzug82uEGOWQ6BE1RX+/a9mKLu12Ylf7Vqa/ILMtsUT+tVsPQXnV10jNaVyddHxyMnbc3islkW/BFCCGE6C4URaEwMR4Aa//BnMtQy5f0HtT6+TqjsJLkcxXotBom9vdqWae8RDi9FTRaiPhdq8/ZEvV10rfnxeI47QbgEuVd6uuk1wfSg6ag2DvirynEp/IkP9c9KBBCCCE6QtNlXdQ5SxkQxeZE9c2vsFINtSYLPfu6EDzi/MPr8p93AGAMDcXOs20Pxbsd24Kj8U3udgyvL+8Sz7yB07CaPTErFRy134tGA8W5lZQXSVKbuDISSBdCtEzcKvXnyIVgdL1s85ikc9i5qAtrTu8zHY1Gg7muPrp9n4D2qdGm0cCMFer3I59B9pEWdx3tO5rxfuOpVWpZdXhVi/sND3AH4HBr66RrNDjWZaVLnXQhhBDdzZniM3hkqcHz2j4TQYEevZxwcmv9ooExdUHmUX08cDXat6xTfTb6oFvAM6jV52yJUM9Q/Jz8qKqtIn2smrVWumkjisXSqG19Rnpeuvq6PPZGNMHTALW8y+f7W/YQXgghhGiLE4XqQqO2QLrVqia3AcmeU8guqcZbp6P0mFquZNy8fg3usctjYgBwnjq108bc4eoz0vOOQ01Vo90OI8IBNZA+ZWBPzEXqOhCfJn+Kdx81g1/qpIsrJYF0IcTlnUtS65ZqtC3KRgeIScpB56w+RZ8WoN54mtPV8iv6gCss63Ih/xEw9HZAga3Pt6prfVb698nfk1KS0qI+Yb3rMtIzW5eRDlInXQghRPe1J3sP/5+9+46Pq7rz//+600dt1LtkSVZzldwxxmAbY9M7AZJdAktIvrBkN8tmQ9hNgG9IvpQ4hGXDwi+whJAlARJ6s42NbbBxtyW5yFbvvYz69Pv740gjC0n2SJZklfN8POahYW6ZM4B9NZ97zvsT3ySetxhnASIffTR29eajX5bhY6xLZwPkvSWer3xwVO/pC0VRvPEumyNq0VgsuBub6D54cNC+/hYjIdF+oEJNoVW8mNEX73KE7afqaet2jttYJUmSpJmtr5A+J0xkfVN7FDrrwRDA+61JAFxnDMDjUolNCx4QxaY6HHTt2QNAwNo1EzjqcRYUC/6RoLqh7tigzebsbEA0HI0OMBCrXY2qajnVehJzogpAbZF1AgcsTUeykC5J0rkd6M0Rz7gaQmadc/d2m5Ocxhw0um4C9EEsjhJLsJy9M9IN55uP/k3rfg4aPRR/AcU7fD5sQcQC1iSswaN6eDHnRZ+OyYoPBuBUXTt21+AZbGfjf5G4I247dhx3R8eIjpUkSZKk8bS/dj8JTSoqUNcpskRHk49ud7n5urgZGEE++sFXRExb/DJIXDHi9xyJdYnrANhR9xUBG64AoO3Dj4bcN663OVlVX3OytA0AZGtKCHa38Nnx2nEdqyRJkjQzOT1OClsLgTNmpBdsET9nr+Pz0634eyCsXtzQXXp10oDjuw8fxtPVhTY8HNO8eRM17PGnKBDXF+8yOC7VmJaGxs8PT3c39qIiLk5OwtUhbkScNor9vTfHJWmUZCFdkqSzs7VBzl/E8+Xf9+mQPYVNaPxPALA24TJ0Gh0Ajsr+aJcxFZoMy+4Vz7c9Jpa9+ejBbDHz7bOyzzjdcvqc+8eHmAnx0+N0q5yqHVkxXB8bKxqgeDx0Hzw0omMlSZIkaby4PC6Olx8gvB16zJF0dapodAqxacEjPtehsla6HW4iAo3Miz13FBzOHlFIB9HMfJwtjlxMiDGENnsbNZekAdCxZQuensFLxON7C+nVfYX0wGhvPus6bQ4f5NSM+3glSZKkmafEWoLT4yRQH0h8QLx4sTcfvTXhck7VdbDcrgO3SnRK0KB+Jt5Yl0svRdFMs7LfWRqOKlotpqyFAPQczWHl7DCcbUsB+KznXQBa67rpbndMzFilaWma/YmSJGnM5fwZnF0QMUc09vTBjlMN3nz0vplfME7RLn0u/TcwBEBtLuR/4PNhGaEZbEzaCMALOS94X+9ud1B1upWSnEZKchqpL23HaXejKAoLe2el540wJx3641269+8f8bGSJEmSNB6ONx0npLYLAGviMgBiZlvQG7QjPteu3nz0S9MifOuHkvsmdDdDcCJkXjfi9xsprUbL2kQRObc1sAJ9XByeri46dwxe0RabHgxAS01X/5fujKsAWK85wr7SZurabOM+ZkmSJGlm6Yt1yQjNENfS9hqoywMUvnBlYfbAIqfoQbL06uQB11tVVenYsROAgDWXTfTQx19fIX2IGelwRrzL0aOsTAnD3ZmGxxlIvacGQ0RvvEuxdQIGKk1XspAuSdLwVBUO/1E8X3avWEp1zkNUdpYeQ2NoQa8YuDj2YvG6y4WzWszcMswah0K6fzhcLDLP+eKX4Hb5fOgD2Q+gUTQcPX2SD9/Yx59+9jV/+MluPvjtUT576RifvXSMvz19iN//aBd/e/oQi21aTB7IHU1O+orlAHTJQrokSZI0Seyr3UdCk/hy2Rq1ABhdrAvAzt589DW+5KN7PP1NRlfcD1rdqN5zpPpy0r+o3kHgtdcA0PbBh4P2MwcYCIsPAM5oTpYuctJXa49jUB18nCdnpUuSJEljq6C1ABCFdPHCZvEzfhmby9wstevQeiByViCJ8wZerx2lZTgrKkCvx//iVRM57InRV0hvKgD74BXifovE9p6cHCICjaRFWnC2idVkDZYyQMa7SOdHFtIlSRpezRFozAedCRbc5tMhp+s7sCo5AKyIWYGfXuSsOmtrweVCMRjQRUWNz3hX/iP4hUFzEeS84fNhYY5o/q7mYW7P/SmVX3XT3mQDBYIizESnBBGVHIQ5yAAq1Je2o8tr4/vtJmw5LThsvhfsAfyWi0K6/dQpXK2yY7gkSZJ04e2v3U9Co4pH0dCsjQFGV0ivsfZQUN+JRoHVaeHnPqDoc2guBGMQLP77Eb/faK2IWYG/3p+G7gbqV4vs2c7du3G1tAzad1C8S/QCCIrDhJ2VmhMy3kWSJEkac3356Okh6eKF06KQ7krdwKGCJhbbxY3npVcnDVr91blrFwD+y5ahDfCfoBFPoIBICIoHVLEa/RvMWVkAOMrLcbW2cvHsMFztorh+RLMbgNqikU+Ik6Q+spAuSdLwjvxJ/JxzPZiDfTpk5+lGtAEia3xNQv9SMkdFBQD6hITxy2kzBsLqfxXPdz0tclfPQvWo5O2o5M1fHMCvLBoFDWUhx0i9zcx9v72Uv39iJbf8ZCm3PryUf3jmEr775Cou+VYalmg/jCjMaVZ584kDI+r8rQsPx5gmMlm79x8Y7SeVJEmSpDHR7ewmpzGHhCboCJyFS9Vh9NcRnhA44nP1xbpkJwQT7Gc49wF7fyd+LvmuuIZPEKPWyOq41QBsV05hmj8f3G7aP/1s0L6DGo4qCqSLSLj12qMcq26juLFzYgYuSZIkzQh9M9LTgtPA0Q2lojie67eS9E4FAwph8QEkLRx809qbj75mzUQNd+LFZoufQ8S7aC0WDMnJANjy8lg5OwyPPRqdK5aqQPHvtamyA3vPyCbESVIfWUiXJGlojm44/o54vujvfD5s++kytGZRNF8V17+UzNnbaNSQMMaNRr9p6b3iDnV7dX/zsiE4elx88mIeX71ViMvpIS4jBOu1R9mc+Qp/dryE3jg4FzYgxEjWugS+8+gKvgxTaVM8dDTbeO83Rzi8uQxVVX0aot9FFwHQfUDGu0iSJEkX1tGGo7g8LmY1a2gJmQNAfEYoGo0P+ebf0B/rEnnunWvzoPRLULSw4v+M+L3OV1+8y/aK7QRdJ7LZ2z4cHO8SmxaMokBbQw+drb156GkbALjCKPrBfChnpUuSJEljpMXWQrOtGQWF2cGzRRHdZQNLIp/UBHtnoy+6InHQbHR3ezvdhw8D0zQfvU+ciGoZNid9YW/D0dw8ViSHoSjQ1bKQbkM7Nv92VBXqiuWsdGl0ZCFdkqSh5X8E9nYIngVJq306pNPuIrfpEIriIc5/FvGB8d5tjgpRSNcnjnMhXW+CNT8Vz796FmyDL5AdLTbe+fVhyo81o9NruPSOdG7452zuXfsdDBoDRxqOsLd277BvoWgULBkWXguyo0n2R1Vh3/sl7PjTKdwuzzmH6M1J3ycL6ZIkSdKFta92H/49KpYONy2hIuYkYU7IiM/jdHvYU9QMwGXpPuSj92Wjz7sJLPFn33ccrI5fjV6jp7y9nJZL5oBWiy0vD3tp6YD9jGYdEYlitrw33iXpEtDoiHLVkKjU82Fujc830yVJkiTpbPpiXeID40VMal8+evpGSo40EqAqaP11pC4ZfNO6a88ecLkwpKRgSByHvmSTRV9OevWRITebsnoL6Xl5hPgbmBMdhLNNRL6U+Ymb4DInXRotWUiXJGloR3tjXRb9HfgYxbKnqAnFT8S6rE0cWHx3VlcDYIifgC/LWXdCeDr0tMDXvxuwqb2ph/c2HaGlpgu/IAM3/XgxC9bEo2gUov2j+VbGtwD4ryP/ddYvxVkJwTgUOJlo4NI70lEUyP+6lq2vnMDtPnsx3W/ZMlAUHCUlOOsbzv/zSpIkSdIo7a/dT0ITuLQm2oPEUujR5KMfLm+l0+4i1N/AgjjL2Xdur4HjfxPPV/7jiN9rLPjr/VkZuxKALzqP4L9KNEdv/+ijQfvGZ/bGuxRYxQvGQEhYAcA6/TFKm7o4Vi1ntkmSJEnnb0A+uqpCwRYAaqPWktjsBmDh2ni0usHf0Tt27ACmeawLQEy2+NlaCj2D+46ZF4qiec+xY6iqysrZYaiuEEI0adQGFQOykC6NniykS5I0mLUSyr4CFFGU9tGOUw3oAkTu2CVxlwzY1ldI18fFjdkwh6XVwbqfied7X4BOkdna0WLj/d8epaPFhiXSzK0/XUrkrKABh9674F7MOjPHm4+zs3LnsG+xMF4UCfKqrCxYE8/VDyxEo1MoyWnk8/85iecsxXStxYJp7lxAxrtIkiRJF06rrZX8lnwSGlVag9NQFQ2WCDNB4eYRn6svH/3StPBzx8LsfQE8Lpi1qn959gVwZryL5fobAGj78KNBN9K9OemnWvq3zV4HwE29eavvH5XxLpIkSdL58+ajh6RBbQ501ILen89K44lya3BrYPHawau8PQ4HnV+IQnrg5esmcsgTzy8UQsTNf2pyBm02ZaSjGI142tpwlJWxMiUMAHv7XGp6C+kN5e04He6JGrE0jchCuiRJg514V/ycdTEE+xbFoqoqO0vz0Ojb0CsGlkQtGbB9QgvpIBqkxi4CZxd8tQl7j4uPf5dLR7ONoAgzN/7LYgJDTYMOCzeH8+3MbwPwu5zf4VGHLogvjAsGoLy5G2u3g6QF4Vz1gwVotArFRxrY/XbhWYfnd5GYyda1XxbSpanphRdeICkpCZPJxIoVKzhwYPjmuS+//DKrV68mJCSEkJAQ1q9fP2j/u+++G0VRBjyuvPLK8f4YkjSj7a8T16AFHRZaQ/piXUY+Gx1Es3HwIR+9uwUO/UE8X/WjUb3XWFmTsAaNoiG/JZ+OizLR+PnhrKqi5+jAzNWY2cFotAqdLXbam3pz0nsL6fPsR9Hh4tNjtXg8Mt5FkiRJOj99M9LTgtO8s9GZvZaaw1YA9LMDMfnrBx3X9fXXeDo70UVGYl60aKKGe+H0xbvUDI53UfR678Q1W14ey1NC0SjQUJdGh7GZToMVj1ulvrR9IkcsTROykC5J0mDHepdbz7/F50OKGjpp9hwDYFn0Mky6/iK1p6sLd6tYcjVhhXRFgcsfE+9/8DW2/PdBEediMXDjvywiIMQ47KH3zL+HAH0ABa0FbC3bOuQ+Fj89SWF+AORVieXcSQvC2fC9eaDAsV3V5O2oHPY9/PsajsqcdGkKeuutt3jooYd47LHHOHLkCFlZWWzcuJGGhqGjinbu3Mmdd97Jjh072Lt3LwkJCWzYsIHq3htsfa688kpqa2u9j7/85S8T8XEkacbaXyuuQamtxjPy0UdeSK9vt5Ff246iwOq08LPvfOBlcZM7agGkXTHi9xpLoaZQFkeKGfE7Gr4m8Aoxnrb33h+wn96oJSpZrGCrLuhdQh6TDeZQdK4uVhrLqGu3cbRy8PJySZIkSfKV2+OmuE3MmE4LSYPTnwHQEH41IVYxe/riq5KGPLZji/jeGrhhA4qP0axT2ggajgaZ9CyIs6A6w4k0JVEbKP4d1xZZJ2Kk0jQzA/50SZI0Ik2FUJcHGh3MvdHnw3aebkQXIPLRL034Rj56jVjurLFY0AYGjtlQz2n2Wki+lK+td1JZ2IPOoOGaBxYOORP9TBajhbvm3QWIWelOj3PI/RbEBwMi3sX7losiWXnTbAB2v11I5amWIY/1W7wYdDqcVVU4qqpG+MEk6cJ69tlnue+++7jnnnuYO3cuL730En5+frz66qtD7v/GG2/wwAMPkJ2dTWZmJq+88goej4ft27cP2M9oNBIdHe19hISMvOGhJEm+21ezDwC/Jh3dftEoCsRlBI/4PH2xLgvjLIQFDH+jGkcX7H9JPL/kR+Km9wW2ftZ6ALaVb8Ny880AtH/6KZ7u7gH7xaX3xbv0Fss1GvF7BvB34UUAfJJXNxFDliRJkqapqs4qelw9GLVGEtGLaBcUvshPEdv9YOGcwTesVYeDjt7fq4M2bpjAEV9A3hnpOUNuNp/RcBTgot54F4tnscxJl86LLKRLkjRQ32z0lLXgH+bzYdsLKtD6lQGwKnbVgG0Ob6xL7JgMcSRK4v+D3O7rAVh/s2VQJvpw7pp7F6GmUMrby/mg6IMh98nqzUnPrRrYYGzRFYlkroxGVeHzV0/S1WYfdKzG3x/zggUAdMt4F2kKcTgcHD58mPXr13tf02g0rF+/nr179/p0ju7ubpxOJ6GhA2e+7ty5k8jISDIyMrj//vtpbm4e9hx2u5329vYBD0mSfFfVUUVVZxWh3VqsWhHjFpkYgNFv8HLxc+krpF+WHnH2HQ//UTQCD0ke0c368bQuQUS0HG04Ss+CFPSJiXi6umjfvGXAfvG9OenVp1sH5aRfpOYA8NlxGe8iSZIkjV5frMvs4Nloi7YB4Ii+iMZTIlbMf14wyhA3obv27cPT3o42PBzz4gvXe2RCxWQBCrRVenuincnU23DUdvo0HrudJbPEdby5MZ26wFIA6krbztrbTJKGIgvpkiT1U1U43ltIX3Cbz4d12V3kNBxCUdxE+cUxK2jWgO19+eiGiYp16dXe1MMXnzgAyPL7gNl1m3w+1l/vz/cWfA+AF3NfxOayDdpn4RAz0gEUReHSOzMIjfWnp93Btj+cHPKLtTcnXca7SFNIU1MTbrebqKioAa9HRUVRV+fbbMyHH36Y2NjYAcX4K6+8ktdff53t27fz9NNPs2vXLq666irc7qGbAD355JNYLBbvIyHBt34OkiQJfbEuq51JtPTlo887RyzLEFxuD1/1FdLPlo/ucsDe34nnq/5ZNAafBGICYpgbNhcVlZ1VOwnunZVufeedAftFpQSh1Wvobndgre+drd5bSA9qOUasoYfaNhs53/idQJIkSZJ8NSAf/fRm8ZrhW2jcKi0aDxdfPPT36baPPwYgaMMGFK12YgZ7oRkDITxdPB8i3kUfF4s2LAycTmwnT3oL6eW1FkwRGuzaHlx2D83VXRM5amkakIV0SZL61eZAcxHoTJB5tc+H7S1uRvUTsS5rEi4ZdJfcWS2iXfSxE1dIVz0q2/+Yj73bRVS8npVBb8Cpj6HqkM/n+FbGt4j2j6ahu4E3T705aPv8uCA0CtS326lvH1ho1xu0bLxvPjqDhqpTreR9MTgv3X9Fb076/v39s9skaZp76qmnePPNN3nvvfcwmfpjlu644w6uv/56FixYwI033sjHH3/MwYMH2blz55DneeSRR2hra/M+KiuH70kgSdJg+2pFrMuSrihaQzKA0eWj51ZZabe5sJj1ZCcED7/jsbehvRoCoiH726MZ8rhZnyhu6m0t24rlphtBo6Hn8GHsJaXefXR6LdEpYiWaN94lKBYi5qCg8r148XfQp3m1Ezp2SZIkafootIpCerolGUp2AnC0TMS6nDB5WDl78A1vT1cXHZ+L2euW66+bmIFOFmdrOKoo3px0W14eYQFGUiL8AYWMoJXUB5QBUFfSNuhYSTqbSVFIf+GFF0hKSsJkMrFixQoOHDgw7L4vv/wyq1evJiQkhJCQENavXz9o/7vvvhtFUQY8rrzyyvH+GJI09Z3sjTBJ3yju8Ppox+l6dP6ikL46bvWg7U5vtMvEFdLzdlZRU2hFZ9RyxQ+Wos3+ltiw7XEx894HRq2RB7IeAOCV46/Q4egYsN3PoCMtUvx7yqsafAEOjfHnktvSANj3QUn/DLZe5kXZKAYDroYGHKVlI/h0knThhIeHo9Vqqa+vH/B6fX090dHRZz1206ZNPPXUU2zdupWFvb/YDiclJYXw8HCKioqG3G40GgkKChrwkCTJN26Pm721IoopuikcpyEQneL2NtQciZ2nxWz01WnhaDXDZJ67XfDVs+L5ygdAd5Yc9QtgY9JGAPbX7actSEvAavG7TNu7A2elnxnv4tU7K/0Kw3EAPjteJ2+OS5IkSaNS0FoAQFpPN7h6aDRcRFuDBxcqAZkWzIbBs807vvgCtacHfWIipqysiR7yheUtpA/TcDSrv+EowNLeWel6exb1vfEu1UWyUbg0Mhe8kP7WW2/x0EMP8dhjj3HkyBGysrLYuHEjDQ0NQ+6/c+dO7rzzTnbs2MHevXtJSEhgw4YNVPcW6vpceeWV1NbWeh9/+ctfJuLjSNLUpaqQ/5F4Puf6ERym8kXxCTSGVrSKnmXRywbt4y2kx09MId3a0M2+90QDkYtvmo0lwgxrfgpaA5R9BSU7fD7XdbOvI9mSTJu9jT+e+OOg7Qt7c9K/Ge/SZ+4lsSTMCcHt9LD9jwMjXjRGI+ZF4uLfvX+fz2OSpAvJYDCwZMmSAY1C+xqHrly5ctjjnnnmGZ544gk2b97M0qVLz/k+VVVVNDc3ExMTMybjliSp34nmE7TZ2wjUB9LVLG4IR0WoaHUj/2rgUz76sbehpRjMobD03lGNeTwlBiUyP2w+HtUjZqXfegsA1vc/QHX2NxyPSw8GoKbI2l8sTxWF9Pjmr/E3aKi29pBTaZ3I4UuSJEnTQI+rh4r2CgDSak8CcJw7ACjUu1k9P2rI49o+FN/hLdddN2R++rQW15sHX3N0yMlyfTPS+xqOLp0lVt6V14TREy56MVUUDs5Xl6SzueCF9GeffZb77ruPe+65h7lz5/LSSy/h5+fHq6++OuT+b7zxBg888ADZ2dlkZmbyyiuveL/An8loNBIdHe19hISETMTHkaSpq/G0iHXRGiDN907fJU1dNLnFLKxFEYvw0/sN2mciZ6SrqsquP5/G5fQQlxHC/Et73zM4sf/L+7b/6/OsdJ1Gxw8X/RCA10++TnPPwOaHC3uXsX+z4WgfRVFY+/dz0Ju01JW0c3J3zYDt/jInXZqCHnroIV5++WX++Mc/kp+fz/33309XVxf33HMPAHfddRePPPKId/+nn36an//857z66qskJSVRV1dHXV0dnZ2dAHR2dvJv//Zv7Nu3j7KyMrZv384NN9xAamoqGzduvCCfUZKmsz01ewC4KGYFjU7xpXI0sS5NnXbviqzLMoYppLtdsOsZ8XzVP4ExYOQDngBXJV8FwGelnxG4Zg3asDDcTU107trl3ScySeSk93Q4+1eZJV4MWgNKRw23zxZF98+O+9YvQpIkSZL6lFhLUFEJNYUQXrQTh8dEQW0iALkGN2uH6EPibGig6+uvAbBcd+2EjndSiJoPihY666G9ZtBm04IFoCg4q6pwtbSwNEnUBfOqOsjMTMaDG2cbdLYO7ocmScO5oIV0h8PB4cOHBzQb02g0rF+/nr179/p0ju7ubpxOJ6GhA3/537lzJ5GRkWRkZHD//ffT3Nw8zBkkSQL6Z6OnrAWT70u7d55uROsvohcujrto0HZPVxfuVrFcSh8be/7jPIeiQw1UnWpFq9Ow5jsZKGcuM1/9r6D3F1nwfTE2PlifuJ55YfPocfXwyrFXBmxbGNc/I324pdyBoSYuumE2APveL6a73eHd5teXk37gAKpHdgyXpobbb7+dTZs28eijj5KdnU1OTg6bN2/2NiCtqKigtrY/J/jFF1/E4XBw6623EhMT431s2iQaAGu1WvLy8rj++utJT0/n3nvvZcmSJXz11VcYjZMrAkKSpoM91aKQfqkuC6u/aBCedPHsEZ/ny97Z6PNig4gMNA29U95b0FoKfmGw7L7RDXgCXJl8JQoKOY051NobCb7pRgBa33zLu49WpyE6RfyOVF1gFS8a/CBB3BS/JVj8PvRJXq2Md5EkSZJGxBvr4hcLHTUUONfjcio0azwYYkwkhg2esNb27nvgdmNetAhDUtIEj3gSMPhB5BzxfIh4F21gIIYUkTHfk5tLcrg/Yf4GHC4PcQFZNPuL4nttscxJl3x3QQvpTU1NuN1u7xfvPlFRUdTV+TaT4+GHHyY2NnZAMf7KK6/k9ddfZ/v27Tz99NPs2rWLq666CrfbPeQ57HY77e3tAx6SNOPkfyh+zhlZg5Idp+vQ+ZUAsCJmxaDtzhpxcdJYLGgDfc9dHw1Hj4vdfxUNWpZcNYvgyG/8shEQASv/UTz/4pdilpwPFEXhnxb/EwBvnX6Lms7+u92ZMYHotQrWbieVLT3DnmP+ZXGEJwRg73ax993+zGfzgvkofn64W1uxFxb6NB5JmgwefPBBysvLsdvt7N+/nxUr+v/879y5k9dee837z2VlZaiqOujx+OOPA2A2m9myZQsNDQ04HA7Kysr4/e9/P+j3A0mSzl+bvY1jTccASKiIxKPRY3R1EJoYPOJznTPWxe2EL/tmo//zpJ2NDhDpF8nSaBE79VnpZwTffjsoCl27d+OoqPDuF5saDEBNobX/4OTLAMjsOYKfQUu1tWfI3imSJEmSNBxvId3pRlXhhPMGAPIMbtZmDv6dWPV4sP7tbwAEf+tbEzfQyeZcOelnxLsoisLi3px0e2cyDYHlABSeqh7yWEkaygWPdjkfTz31FG+++SbvvfceJlP/LJg77riD66+/ngULFnDjjTfy8ccfc/DgQXbu3DnkeZ588kksFov3kZCQMEGfQJImidYyqMsDRQMZV/t8WI/DzcGaYyhaG346f+aGzR20j8Mb6zL+s9EPfVpGd7sDS6SZxRtmDb3TxQ+KjNbmQsj9s8/nXhmzkuXRy3F6nPx3zn97XzfqtMyJEbPTcofJSQfQaBQu+3YGKHBqXx11peILtqLX47dkCQDd+2ROuiRJkjS+9tXuw6N6mG2ZjbVIrJCK0reMOFfV7VG9M9LXDLHcHIDcN8XvGP4RsOx75zPsCXFmvIshIQH/1ZcAA2elx6aLL+A1hWesREsRhXRt+W7WZYQD8Onx/lU5kiRJknQuhVYxqSq9pYomVxJNneG4UTlucLE2c/B1tmvvXpxVVWgCAwm6cgZHIXoL6UeG3NzXcNT2jYajeRUOTPFiRXhlgcxJl3x3QQvp4eHhaLVa6uvrB7xeX19PdHT0WY/dtGkTTz31FFu3bmVh7x2m4aSkpBAeHk5RUdGQ2x955BHa2tq8j8rKypF9EEma6k59In7OWgX+YT4ftq+kGdUkLvjLo5eh0+gG7dOXj24Y53z0tsYecneIP7uX3JaGVj/MX28mi4h4ATEr3d7h0/kVReGfF/8zAB+VfESxtdi77VwNR/tEJ1vIvEj83bbnr0XeL+AyJ12SJEmaKH2xLqviVlHbIIrnMTEjb052rLqN1m4ngUYdi4aaze52wpe/Fs9X/TMY/Ec75AlzReIV6BQdp1tPU2ItIeSOOwFoe+cdPDaRnxqVHIRGq9BltdPe1JupGrsIDAHQ08rtCeJG+dYT9TLeRZIkSfJZYWtvIb2hiNM9awEo0nvQmrQsSxrcx8T69l8B0WRUYzZP3EAnmzNnpJ+t4eixY6geD0t7/10eKW8lY47IoHc2anHah06wkKRvuqCFdIPBwJIlSwY0Cu1rHLpy5cphj3vmmWd44okn2Lx5M0uXLj3n+1RVVdHc3ExMTMyQ241GI0FBQQMekjSj5H8sfs65fkSH7TzdgNZP3KC6KHZwPjqAs6p3Rnrs+BbS975bhMelkjAnhFnzz3EzYPl9EJIsmpJ89azP77EwYiHrEtbhUT387ujv+l+PDwaGbzh6phXXz0Zn0FBX0kbxEXHn25uTfvAgqsu3uBlJkiRJGilVVb2NRpcHXUybW0SuJSwceYzSztMNAFySFo5eO8RXisOvgbUc/CP7m31PcsGmYC6OuxiAT0s/JeCyS9HFxuBua6N982YA9AYtUUniu0JNoegBg1YvJiMAyzmOQauhtKmLoobOif8QkiRJ0pTT1NNEi60FBUhyeChwrAPguMHFJWnhGHQDr7POmho6tm0DIPj2GRzrAhA1D7QG6GkVv3d8gzE9HcVkwtPRgaOsjPlxQRh0Gpq7HKREZdFpaEVRNdSUtFyAwUtT0QWPdnnooYd4+eWX+eMf/0h+fj73338/XV1d3HPPPQDcddddPPLII979n376aX7+85/z6quvkpSURF1dHXV1dXR2il9UOzs7+bd/+zf27dtHWVkZ27dv54YbbiA1NZWNG2fwchdJGk53C1T2RopkXDWiQ3cW1KD1KwNgRfTgfHTon5GuH8cZ6bXFbRQfbURRYNWtaedenq4zwsZfied7XxDLzn30w0U/REFhW8U2jjcdByCrt5B+oroNt+fss88CQowsukLc+d77XhFulwfTnEw0QUF4Ojux5ef7PBZJkiRJGokiaxEN3Q0YtUbCmkWUYUBHJcHz00Z8rrPmo9s7YNfT4vllPxHNwKaIM+Nd0GgI+dbtALT+5S/efWLSgoFv5KT3xrsYK75iVaq4ob/15MBVt5IkSZI0lL7Z6IkYaLRl0+MKwKGFMp2HtUPEp7X87xvgduN30UWYMjImeriTi84oiukA1YPjXRSdDtM8sb0nNw+jTktW74ryltZwWoJFveJo3umJGa805V3wQvrtt9/Opk2bePTRR8nOziYnJ4fNmzd7G4xVVFRQW9ufMfjiiy/icDi49dZbiYmJ8T42bdoEgFarJS8vj+uvv5709HTuvfdelixZwldffYXRaLwgn1GSJrWibaB6IGo+BPveH6CsqYuqnlMoGhdhpnBmB88ecj9vIT1+fArpqqqy730Rs5J5cQxhcT42Msu4WjQHc9th6899fr/UkFSumy0asj535DnxWmQAZr2WLoebksZzzz5btGEWfkEG2pts5O+pQdFq8Vu2DIAumZMuSZIkjZOva74GYGn0UmpzxIzy0LYCDLOG6SsyjNYuBzmVVgAuyxiikP7176CrEUJTYMnd5zPkCbcuYR0mrYmKjgpONp8k+NZbQK/HlptHz4kTAMQNVUhPvlT8LP+aK+f0FtJP1E3gyCVJkqSpqq+QntbdwSnbGgDydC48yuA+JO7OLqx/FbEuod+9a0LHOWnFLhY/z9lwNBeAJbP64l3aCErUA1BZ2DTOg5SmiwteSAd48MEHKS8vx263s3//flas6J/ZunPnTl577TXvP5eVlaGq6qDH448/DoDZbGbLli00NDTgcDgoKyvj97//vbcwL0nSNxSIpcqkj2zFxs7TDWj9RQF7RczyYWeBj/eM9MqTLdQUWtHqNCy7Jtn3AxUFrnxSNFjN/xDKdvt86APZD6DT6Nhfu599tfvQahTmx/U1HD13vIveqGXJVUkAHPy0DJfDjf9yUUjvOXTY988gSZIkSSOwu1pc6y6OWUVVYTsAUeZ2FL1+ROf5qqgJVYWMqEBiLN/IZe1sgK//Szy//FERezKF+On9uCxBzC7/tPRTdOHhBPWuam19/XUAomdbUDQK7U02Olp6c9Ij54FfGDi72BBcjaKI3wlq23ouyOeQJEmSpo6C1gIA0roVSu3LATihdzEnJohoi2nAvm3vvoOnowNDUhIBl1024WOdlM7MSR/CNxuOLksSDUcPlbcwZ66YTOCuM6KeY3W5JMEkKaRLknSBuJ1iRjpA+pUjOnRXQSO6vnz0mKHz0d2dXbitVgD0sbGjHuZwVFVl3wclAMy/LI7AUNM5jviGqHmwRMRI8dlPweNbg5G4gDi+lS6y6J4/8jyqqnpz0s/VcLTPvEtiCQw10d3m4NjOasy9/R66Dx9GdctGJ5IkSdLY6nZ2c7he3KzN1i+juwc0HifRCSNvUNaXj75mqNnou54GZxfELYG5N57PkC+YvniXzaWbcXvc3hl/bZ9+hrOhAYNJR0SCWAHnnZWu0UDSagBC6vayJFF8Sd8m410kSZKkcyi0ihnpka1L8Kh67P5aGrQq6zIHXmc9NhvNL78CQOjdd6NoZEkP6C+k1+aCxzNoc9+MdFtBAR6bjSWzxDW6uLGLrLTFODV29C4jRaWVEzZkaeqSf+okaSar3A+2NjGDKm6Jz4fZnG72llajMVcBsCJmmHz0GjEbXWOxoA0MPP/xfkPZsWYaKzrEDO8rR7Ys3Wvtf4DJAvXH4NCrPh9238L7MOvMHGs6xhcVX7CwN2fNlxnpAFq9hmXXJgFwZGs52uQ0NP7+eDo7sZ+W+WySJEnS2DpUfwinx0mMfwyeSpFZbrEW4ZeROqLzeDwqXxaI5c+D8tGbi0WTUYD1/1es/pqCVsetxmK00NDTwL7afZgXLMC8eDE4nbT++c8AxPbFuxRZ+w/szUmndBcb5onVsFtOyEK6NHm88MILJCUlYTKZWLFiBQcOHBh235dffpnVq1cTEhJCSEgI69evH7S/qqo8+uijxMTEYDabWb9+PYWFheP9MSRpWnF73BRbxUpvR7u4IXtU4wCFQfno1rf/iquxEV1sDME33zThY520IjJBZwZ7O7QUD9qsi4lBGxEOLhe2kycJ9jOQEu4PQEWLhq4Q8XvNgZxjEzpsaWoaVSG9pKRkrMchSdKF0BfrkrYBNFqfD9tf2oLTUIyieEgITCA2YOjZ5v2xLuMzG/3wZ2UALFgThznQMLoT+YfBut6M9O1PiCXpPgg3h/N3c/4OgOePPs/8OHGjIL+mHYdr8F3woWSsiCYo3ISt00n+vnrMS0S2W/ehQyP8EJJ0bvLaLUkzW18++qq4VVSdagUgtPUUxrSRNRo9WdtOU6cdP4OWpUmhAzd+/ih4XOL3iuTVYzLuC8GgNXBVkpiV/kHxBwCEfve7AFjffAtPT09/Ib3A2n9gcm8hvfIAG9JE5Nu+kmbaup0TMm5p+hnLa/dbb73FQw89xGOPPcaRI0fIyspi48aNNDQM/bvvzp07ufPOO9mxYwd79+4lISGBDRs2UN37+z3AM888w/PPP89LL73E/v378ff3Z+PGjdhstjEbtyRNdxUdFdjddiK6w2h1ZIACRxQHFrOe7IRg735iNvrLAIT/4P+gGEb5/Xc60uogRsw6H7LhqKJgXpgFiIajgPffbU6FFcssEUNXVdg8/mOVprxRFdJTU1NZu3Yt//u//ysvkpI0lRVsET9HkY/eF+sy3Gx0AGd1DQCGcchHrz7dSn1pO1q9hqzLE8/vZEv/AWKywN4GW3/m82F3z7+bIEMQJW0lHLN+gcWsx+H2cLquw6fjNVoNizaImfQ5n1dgXCJy0rsPykK6NPbktVuSZrY91XsAuDhqFdWnzyikp4+skL6roFGcZ3Y4Bt0ZXyVKdsKpj0HRwhW/GJMxX0g3pt4IwBcVX9Dh6CBw/eXo4+JwW620ffAhManBoIC1vpvudoc4KDQFguLB4ySpK4/0qABcHpUdp327SS9J3zSW1+5nn32W++67j3vuuYe5c+fy0ksv4efnx6uvDr0i84033uCBBx4gOzubzMxMXnnlFTweD9u3bwfEpJbnnnuOn/3sZ9xwww0sXLiQ119/nZqaGt5///3zGqskzSR9jUaXNoh4EneEkS4NXJoegU7bf51tee2PuBob0cfGEnzTjRdiqJPbuXLSv9FwNDsxGICcSisZc3pXt9f7oaoyJ106u1EV0o8cOcLChQt56KGHiI6O5gc/+MFZl4VJkjQJtZRAUwFodDB73YgO3VXQeEaj0bMV0ntnpMeOfSH90GflAMy9JBa/oPO8G6/RwrW/BRTIewtKv/LpsCBDEPcuuBeA/879b+bHi6XyedVWn986c2U0fkEGOlvt1AUtAMSMdHkBl8aavHZL0sxV3l5OWXsZOkVHsm0uLocHvaODQE/riHuYDJmP7naJXiMAy74HkXPGaugXzNywucy2zMbutrOlbAuKVkvoXX8PQMvrr2M0awmL/UZOuqIMjHeZGw3A1pN1Ez18aZoYq2u3w+Hg8OHDrF+/3vuaRqNh/fr17N2716dzdHd343Q6CQ0VK1FKS0upq6sbcE6LxcKKFSuGPafdbqe9vX3AQ5JmusLeRqOxLaIQfFznAhiQj+6sr6fp978HIOJf/kXORh9KrFjd7WvD0b4Z6blVVlZkL0DFQ0BPKKeqisZ9qNLUNqpCenZ2Nv/5n/9JTU0Nr776KrW1tVxyySXMnz+fZ599lsbGxrEepyRJY61IzCYh4SKREe6jypZuSlvq0ZrEl8Ll0cuH3bc/2mVsC+l1JW1Un25Fo1FYdMV5zkbvE7dEzEwH+ORfweXw6bA7M+8kwhxBbVctxhDxxSav0recdACdXkvW+gQAjuerYDLjbm3FUTw4202Szoe8dkvSzLWrchcAS6KW0FwkZrWGtp7ClDp7RI3K2nqcHKmwAt/IRz/0P9CYD+ZQWPvImI37QlIUhRtSbwDgw+IPAbDccguagAAcJSV07txFbHowcEYhHfrjXUq/9Oak7zzdiM0pG4lLIzdW1+6mpibcbjdRUVEDXo+KiqKuzrcbPQ8//DCxsbHewnnfcSM555NPPonFYvE+EhISfHpvSZrOCuqPEtwTid4ej6JV2NXZiaLApWn919nGZ59F7e7GvGgRQddecwFHO4md2XDU7Rq02TR/PigKzpoaXE1NZEYHYdBpsHY7abYr2ILEd/gDuTInXTq782o2qtPpuPnmm/nrX//K008/TVFRET/+8Y9JSEjgrrvuora2dqzGKUnSWCveIX6mjmw2+s7TDd7Z6BkhGYSaQofd11tIjx/bQnpfNnrGRdEEhprG7sSX/xz8wqHpNOz9nU+HmHVm/k/W/wHgZM97oNjJrbKO6G3nXxqH0U+HtaGHtsXXATInXRo/8totSTPPl1VfAnBZwmVU5rcAENJ6CmPayBqN7ilqwu1RmR3hT0KoWIVFVzPs+JV4vu5nYA4Zs3FfaNemXItG0XC04Sjl7eVoAwIIueN2AJp//3tiU8VEhIGF9EvFz5ocFoSqxFhMdDvcfF3cNMGjl6aTC33tfuqpp3jzzTd57733MJlG/7v3I488Qltbm/dRWVk5hqOUpKmpsDmflOZsAHQxZuwayIoPJizACEDn7j20fSBu6Eb9+yMoU7SR97gLSwVDILh6xPf5b9AGBGBMnQ1AT14eBp2GBXHiOp5T2YpfvPj3WlXYMnFjlqak8yqkHzp0iAceeICYmBieffZZfvzjH1NcXMznn39OTU0NN9xww1iNU5KkseR2Qqn4Uj2qWBcf8tFhfGakN1V1UHasGUWBxRtnjdl5AfHlf8MvxfNdz0BruU+H3ZR2E4mBiXS5rBhCd1PY0EmPw/eZZwaTjgVr4gEosSxHReakS+NHXrslaWbpcHRwuP4wACtDL6GhTEQpjKbRaF+sy2Xpkf0v7vgl2NogagEsuXtMxjxZRPhFcHHsxUD/rPTQ734XxWCgJyeH4M5SAJprOrF19TYUDYqB8HRARSnfw4a5YrbuluP1Ez5+afo432t3eHg4Wq2W+vqB/x/W19cTHR191mM3bdrEU089xdatW1nYmzEMeI8byTmNRiNBQUEDHpI0k3U7u6lydpDSLBphlppEvOfaDHGddXd0UPsz0cMr5O/+DvOCBRdmoFOBRgOx2eL5MPEupr6c9G/EuxytsDI7U0TduWr1MmZVOqtRFdKfffZZFixYwMUXX0xNTQ2vv/465eXl/PKXvyQ5OZnVq1fz2muvceTI4G65kiRNAlUHwdEhlmBHZ/l8mN3l5uviZnQ+5KO7O7twW60AI85fPZvDm0VxO3VJJMFRfmN2Xq+sO2DWKnEn+7OHfTpEr9Hzj9n/CIAx/CvcSicnanyPdwFYuC4enUFDa4+ZlpBMug8elBdwaUzJa7ckzUx7avbgUl0kW5JRav1RVfB3NGOyW0dUSFdV1dto1JuPXn0EDv1BPL/qadFzZJq5YbYoUH5U/BEe1YMuIgLLLTcD0P36K4RE+4EKtUXW/oOSz8hJnycKitvy63F75HVdGpmxunYbDAaWLFnibRQKeBuHrly5ctjjnnnmGZ544gk2b97M0qVLB2xLTk4mOjp6wDnb29vZv3//Wc8pSVK/4poDBNkiCO+OR9HA1jZxs3tdZiSqqlL3xBO46urQJyYS+dC/XODRTgF9hfTqof9ONC8UtQ9vw9HeQnpOpZUlC+YCENwRTUFT4bgOU5raRlVIf/HFF/n2t79NeXk577//Ptdeey2ab+QrRkZG8j//8z9jMkhJksZY8Rfi5+y14s6tjw6WttKjNqIxtKBTdCyJWjLsvs4aMRtdY7GgDQw8r+H2aW/qofiwmA23+MqkMTnnIIoC1/xGNGEt+AxOfeLTYVcmX0lGSAZobBjDdpFbNbJCujnAwNxLxA2HilkbcDU04JTLXaUxJK/dkjQzfVnZG+sSfxmV+a0AhDSK/M+RFNJP1XVQ327HpNewPDkUPG74+EeACgtug6RVYz30SWFt4loC9YHUdtVysO4gAGH33gtaLV179hAZJorj1UPFu5TsYnlyKEEmHc1dDo5UtE7w6KWpbiyv3Q899BAvv/wyf/zjH8nPz+f++++nq6uLe+65B4C77rqLRx7p73Hw9NNP8/Of/5xXX32VpKQk6urqqKuro7OzExB9BH70ox/xy1/+kg8//JBjx45x1113ERsby4033jh2/xIkaRorKPiAlBZR3A1IDKDZ6SI8wMi82CBa//IX2j/8CDQaYv/fr9D4jcMksummLyf9XA1Hjx1H9Xi8hfT82nb8w/xwGWzoVD37j+dOxGilKWpUhfTPP/+chx9+mJiYmAGvq6pKRUUFIO56f/e73z3/EUqSNPa8hfTLR3TYztMN6PxFrMv88Pn46/2H3bc/1mXsZqMf21mFqkLCnBDC4wPG7LyDRM6BlQ+K55/+BOyd5zxEo2j4p8X/BIA+5GsOVpaM+G2z1yeiKNAanEGnX4yMd5HGlLx2S9LM4/a4+ar6K6CvkC5yP0Nb8tFaLOgiIs52+AB9s9FXpoRh0mvh4CuioZfRAhv/39gPfpIwao1cmXwlAB8UfQCAIT4eS2+zt4BT4t9v7ZmF9KRLAAWaTqPvbuDyOSLeZesJ35o6SlKfsbx233777WzatIlHH32U7OxscnJy2Lx5s7dZaEVFxYCs9RdffBGHw8Gtt95KTEyM97Fp0ybvPj/5yU/44Q9/yPe//32WLVtGZ2cnmzdvPq8cdUmaSQprD3nz0euDRHluTUYEtsOHqH/yKQAi//Vf8fvGihBpGLGLxc/64+ByDNpsTE1FMZvxdHbiKCkhPsRMeIABp1vlZG0H+hgRz1pSIHtGScMbVSF99uzZNDUNbpjT0tJCcnLyeQ9KkqRx1N3Sv9Rp9toRHSry0c8d6wLgrK4BwDBG+egOm4uTe8QFbeG6hDE551ld9jAEJ0J7Fex80qdDVsetJiVwPorGxeG2d0b8loGhJpKzRVGjKv4y2XBUGlPy2i1JM09eUx5Wu5UgQxApmgzaG3tQFJVgayHG9PQRNSzry0dfkxEJ7bWw/QmxYf1jEBB5liOnvhtSRbzLtoptdDm7AAj73vcAMO5+H4DGig4cPS5xgF8oxPRG55V+6c1J33qyXsa2SSMy1tfuBx98kPLycux2O/v372fFiv7f53fu3Mlrr73m/eeysjJUVR30ePzxx737KIrCL37xC+rq6rDZbGzbto309PQRj0uSZiRbO+VWNxFdCaCo7OgSk7c2GtupvP8BcDoJvPJKQv/hngs80CkkJEn0PXM7oOHEoM2KTod53jxA5KQrijIg3iUhNRyA7moVj+qZqFFLU8yoCunD/QLY2dkp7z5L0mRXugtQIWIOBPk+W7za2kNhQ4dP+ehwxoz02LEppJ/eV4ejx4Ul0syseWFjcs6zMvjB1b8Rz/e9CLV55zxEURR+uEhkpfcY91LaOvKZZwvXiqajdVHLaTt8bMTHS9Jw5LVbkmaeXZW7ALgk7hJqTonc1TBjFzq3fUSxLp12F4fKRCzJZekRsOUR0Wslbiksmf5f8BeGLyQpKIkeVw+flX4GiFicwI0bMdlb8VO6UFWoLTkj1q0v3qV0F5emR2DQaShv7uZ0fccF+ATSVCWv3ZI0famFn+NqFzPN/RJ0nGzuYnZHLYlP/RRPZyd+S5cS+9STI7rpPeMpyjnjXUy98S49eQMbjuZUWlkwbzYAIW2xFLbKnHRpaLqR7PzQQw8Bolj06KOP4ndGRpPb7Wb//v1kZ2eP6QAlSRpj3liXdSM6bOfpBjTGehRdJyatiayIszcp7Y92Of9CuupRydtRBYhCs6KZoF8m0jfA3Bvg5Afw8b/AvVvP2Ujt8qRVaLfPwq0v57+P/IFfX/7IWff/pti0YMJi/GiuhQrPLFLrG9BHTe+ZftL4ktduSZq5dlbuBESsS8WWZgDCekT0mDHd90L6nqImXB6VWWF+JLV+DSfeA0UD1/52RL1WpipFUbg1/VY2HdrEOwXvcGv6rQCE/+MDdGzdSlBNHt0xK6kpsPbf7E+5DL5+Hkq+xN+gZXVqONtPNbA9v4HM6KAL+GmkqUBeuyVp+ms69QGxreI7uTMmkHklefzy4B/w2HswzZ1L/Iv/jUbeMBu52EWi5jFcTrq34WhfIT0EgJzKVmJvXICKSpA9jP3Fh8kIzZiYMUtTyoh+8z169ChHjx5FVVWOHTvm/eejR49y6tQpsrKyBiwHkyRpklFVKN4hno+wkL7rdCNaP5GPvjhqMQat4az7ewvp8edfSK/Ib8Fa343BpCVzZcy5DxhLVz4FhkCoPgSH/3DO3RVFIcMoloB/Uf0+HY6RzTxTFIWFlycCUBV3KV1Hc0Y8ZEk6k7x2S9LMVNZWRnFbMTpFx8roi6k63dtotOIAMLJGo32xLlem+sNHPxIvrrgfYhaO6Zgns+tmX4dOo+N483Hym/MBMKWnE3TVVYS0id+Pas7MSU9cKRqXt1VAa5k3J31bfv1ED12aguS1W5KmOZeD4yX5RHYlouKh6+hOntzz/2Gy92BeuoTE1/6ANjDwQo9yauqbkV599oaj9oICPD09LEywoChQ2dJDh9uNJtQJwKlT5RMyXGnqGdGM9B07RAHunnvu4T//8z8JCpKzKSRpSmkqhLZK0Bph1sU+H+ZwedhT1IQuUnxRPFesC4ztjPS87ZUAzLk4FoNpRH9tnb+gWFj3M9j8MGz7BWReB4FRZz1kbcIajhW8icPYwNun3+beBfeO6C3Tlkex541j2MzhlO4pYNGV5/MBpJlOXrslaWbaXrEdgOUxy+muVHHa3JgDdJhLcwDRcMsXqqqy45RoNPrdrj+I3iEhSbDuP8Zj2JNWqCmU9Ynr2Vy2mXcK3+FnYT8DIPzBf6T+1rsBaChrw+lwozdoweAP8cugYi+U7mJd5h2AWDre1GknPMB4oT6KNAXIa7ckTXPluynqyAbA6K7g8q0vi9cvXUfi87+RM9HPR1/D0YaT4OwBvXnAZn10NLrISFwNDdhOnCBo6VJSIwIobOgkp9JKVEoQdS02rBV2PKoHjTL9V95JIzOq/yP+8Ic/yIu5JE1FfbEus1aKDHAfHSpvocvhQOdfCpy7kO7u7MJttQKgj/U9h30orXVdVJxsAQUW9OaHT7jl90FMNtjbYMu/n3P3rIRQHM2XAfCnk3/C7raP6O30Bi2pySIT83SN7/+dJOls5LVbkmaWLyrENf/yxMupOCliXWJjNCio6KKi0FosPp0nv7aDunYbl+rziS36s3jxuudFoXiGuSX9FgA+KfmEbmc3AMaUFCLXXYTR1orHA/UDctLF7wKUfkm0xcT8uCBUFXacapjooUtTlLx2S9I0lf8xtlbxnTqpeB8eFN5ddC0ZL/2XLKKfr6BY8I8E1Q11Q/cc65uV3pM7OCc9I1OsDg9pi6HEWjL+45WmHJ+ndt5888289tprBAUFcfPNN59133ffffe8ByZJ0jgYZT76rtONaEzVoLETZAgiMyTzrPs7a8RsdI3Fct5L0vK+ENnoSQvCsUSYz7H3ONFo4brn4OV1cPxvkP1tSL182N0XxFtwt2fjidhKM818WvIpN6XdNKK3XHh1Bif/q5hmfTxNZS2EJ4We54eQZiJ57Zakmam+q568pjwUFNYmrGX7X8WN8Ci9KKiPJNZlx+kGzNjYZHwFXIjmoimXjcewJ73l0ctJCEygsqOSLWVbvNf2iH+8n+B//Sv1pqWUf5lPfOYqcUDypbDrKSj9ElSVdZlRHK9u54tTDdy2NOECfhJpMpPXbkma3lS7jfL//RpN8LWgejA5ivnJJfez6No1aGZA35Fx19dwtHCLyElPWD5oF9PChXR8vq0/Jz0xmL8eruJohZV7rhaT9yI6Ezlcd4TUEN9W8Ekzh89/Si0Wi7dbsMViOetDkqRJyO2E8j3iecqaER26q6ARnb+IdVkevRztORpu9se6nN9sdIfNxen9dQAsXHeBZqP3iV0Ey78vnn/yr2KZ2DACjDpmR1hwtoj4nD/l/wlVVUf0dqHzkojsOAVA7ocnRzdmacaT125Jmpl2VIpYiIURC/FzBNFc1QkKhLaK68pI89H/VfdXIl21EBQHV/xiXMY8FWgUDbekiVnp7xS+433dmJxMTIqYOFBxoLT/mh+/DHRm6GqEhnzWzxHNw78saMTuck/s4KUpQ167JWn6cpSXU3bbzZxu6o0fcRXz6FV3cyI8hXWZkRd2cNNJXO+/X58bjgYDkFtpxRJpBoMbvcfIiYLCcR+qNPX4PCP9D3/4w5DPJUmaImpywNEJ5hCIWuDzYbVtPZyq68CcOJJ89BoADOeZj154sB6n3U1wlB/xGSHnda4xsfY/4OQH0FoKX/1GZKcPY2G8haKcZfhHf0FhayEH6g749O+uj6IozA5ppcENxadtXGp3ozee/QaGJH2TvHZL0szUl49+ZqxL5KwgyBdNMn0tpLd1O3FXHOAf9JvFC9c+B6aZHTNxQ+oN/O7o78htzKWgtYD0kHQA0u++lpzfFWJVwmnbup3gjetBZxBxesVfQOku5i//P0QEGmnssHOgtIXVaREX+NNIk5G8dkvS9KOqKm3vf0D9E0/g6e6mYbFY0bQv4ySlLesx6TVcPDv8Ao9yGvE2HD0y5Gbz/Hmg0eCqrcVZ30BGVDhmvZYOu4vSli4C4/V0lHioL+2YwEFLU8Wo1o309PTQ3d3t/efy8nKee+45tm7dOmYDkyRpjJV9KX7OWgUjWDL2ZUEjKE70fhXASBuNnt8s8hNfiYL83EtivTNzLihTEFz5lHi++znRvHUYWfHB4PEjxCOWd//p5J9G/HaJSxIw9TTidGsoOizzVKXzI6/dkjQztNnbOFR3COgtpJ9oASBxbij2QnHd8rWQ/tWpap7W/R6NokLWnZC+YXwGPYWEm8NZm7gWgHcK+melh8+Lx6h14tEaKHrpbVSXS2w4Iyddo1FYlyFmHG7Pl9d16dzktVuSpj7V4aDu0UepfeQRPN3dKAnBtAfNBqA1shXQsGp2OCa9nDQ1ZvoK6U0FYB9cDNf4+3t/F+rJy0Wn1bAgTqzyOVphJSU9BgBjczD1XfUTM2ZpyhhVIf2GG27g9ddfB8BqtbJ8+XJ+85vfcMMNN/Diiy+O6QAlSRojpV+Jn8kjyzXdVdCI1q8MVXER5RdFUlDSOY/pL6SPfkZ6Q3k7jRUdaHQKmSujR32eMTf3Bki9AjxO2Dr8jPQF8eJCbK0VmWy7qnZR3l4+orfyX5xNbO3XAJzcXT3KAUuSIK/dkjQzfFn1JS7VRWpwKvH+8VTmi0J6XKwGd0sLaDQY03zL+zTu2USapppOfShs/H/jOewppS/e5aOSj7C5bIBYSRY3TxTJG7v8sL7Tm12dfKn4WbYb3C4u74132X6qfsSxb9LMI6/dkjS1uTs6qPjefVj/+jfQaIi4+1bsWckA1AaWYHUFALBujox1GVMBkRAUD6hQmzfkLuaFouGo7YycdBANRxNSxeqAqI5ZHG0cOh5GmrlGVUg/cuQIq1evBuBvf/sb0dHRlJeX8/rrr/P888+P6QAlSRoDLjtU7BPPk1f7fpjbw+7CJrR+/bEuvswMH4tC+okvxTlmL4rEHGAY9XnGnKLAlU+CRgcFm6Fo+5C7zY0JQqdRaGkLZnnUJQC8kf/GiN7KOHcusc1HUFQ3dSXtNNd0nvfwpZlrrK/dL7zwAklJSZhMJlasWMGBAweG3ffll19m9erVhISEEBISwvr16wftr6oqjz76KDExMZjNZtavX09hocwllKSR2la+DRCz0evLOrB3uzD66QjqEivLDElJaEymc57HU53D2mZx3aq++JfgJ5te91kZu5JY/1g6HB1sLe+fGRw3R3zxtgan0vS73+Hp7oaYLDBZwN4OtblckhaOQaehsqWHogZ5XZfOTn7vlqSpy93WRsU9/0D3gQNo/P1JePG/CV+sUmwXfbRKwnJoaBbXVpmPPg5is8XPmmHiXbJEIb0nJxfoz0nPqbQSlSRi7IJtUeSUHxvXYUpTz6gK6d3d3QQGioY6W7du5eabb0aj0XDRRRdRXj6yGZeSJE2A6sPg6gH/CIjI9Pmw3Ko22m0ujIHFAFwUc5FPx51vId3R46LgkFjyPP/S82tYOi7C0/obj275D3C7Bu1i0mvJiBZ/Ty4MvBaAD4s/pNvZPWjf4WgMBiwZiYQ1iYt3/u7a8xy4NJON5bX7rbfe4qGHHuKxxx7jyJEjZGVlsXHjRhoaho4q2LlzJ3feeSc7duxg7969JCQksGHDBqqr+1daPPPMMzz//PO89NJL7N+/H39/fzZu3IjNZhv9h5akGabL2cXu6t0AXDHrCipOiHz0hLmhOApOA2DKzDj3idxObO/cjw4PW9SLSLn0znEb81SkUTTcmn4rAG+dfsv7emya6OfSFpyKo6mZltdfB40WknonMZTuxM+g4+LZYQBsk/Eu0jnI792SNDW5O7uo+Id7sR0/jjYkhFn/+ycCLr2Urtwd1DrF9/GS0BzctijmxAQRYzFf4BFPQ33xLsM1HM3qbTh64gSq2+0tpJ+q60A1aNCHilVjZUV14z5UaWoZVSE9NTWV999/n8rKSrZs2cKGDSIvsaGhgaCgmd2ASJImpb5Yl6RLxIxqH31Z0AiabjCKYpcv+ejuzi7cVisA+rjRFcELDtThsrsJifYjJjV4VOcYd5f9RDRubcyHI68NucvC+GAAuqxJzAqaRZezi09LPx3R25gX9ce7nNpfi8vpPp9RSzPYWF67n332We677z7uuece5s6dy0svvYSfnx+vvvrqkPu/8cYbPPDAA2RnZ5OZmckrr7yCx+Nh+3axokNVVZ577jl+9rOfccMNN7Bw4UJef/11ampqeP/998/rc0vSTLKzcicOj4OkoCTSQ9K9hfRZ88KwnxKFdGOGDzfU9zyHX8tJWtQAvkj5MXrtqL4yTGs3pd2ETqMjrzGPk80nAQiL9cfor8OtMdARkEjzy6/gamkZkJMOcHnvzMMvTsncVens5PduSZp6VJeL6of+BduJE2hDQ0n842uY5syB2hyKGxIADXUBpXQZ23Dbo73XBGmMxS0WP4cppBtSUtD4+6N2d2MvKiLGYiIqyIjbo3K8po3YFHFz3FGro8vZNVGjlqaAUf1W/Oijj/LjH/+YpKQkVqxYwcqVKwFxl3zRokVjOkBJksZAWV8h3fdYF4AvCxvR+RcDKimWFCL9zn2Rd9aIorvWYkEbEDDSkaKqKsd7m4zOWx03OZqMDsUcAmv/Qzz/4lfQYx20yyJvzlo7t6XfBsDbp98eUSaq3+LFhLWcxORqx97louRo4/mOXJqhxura7XA4OHz4MOvXr/e+ptFoWL9+PXv37vXpHN3d3TidTkJDxXLW0tJS6urqBpzTYrGwYsWKYc9pt9tpb28f8JCkmW5L2RYANiRtoKfDSUO5aLCVMDcU2+lTgA8z0hvyYdczAPxf510smef7SraZJNwczhWzrgD6Z6UrGoXY3gkAnRmr8HR10fTCf/fnpFfsA6eNdXOiADhc3kprl2PCxy5NHfJ7tyRNPfVPP0PXl1+hmEwkvPQipvR0seHkhxTb+mNdcFnA4yfz0cdLTLb42VICPa2DNitaLaYFCwAR76IoSn+8S4WVpHRxrY7smEVuY+5EjFiaIkZVSL/11lupqKjg0KFDbN682fv65Zdfzm9/+9sxG5wkSWPA2QOVvVnEfV/kfNDW7SS30orWf2JjXerL2mmu6kSr05Bx0SRqMjqUJfeIqJyeFm/R4UyLewvpedVWrk6+DoPGQH5LPsebjvv8FubsbBRUYirFzZCTu2vGZOjSzDNW1+6mpibcbjdRUVEDXo+KiqKuzreljw8//DCxsbHewnnfcSM555NPPonFYvE+EhISfP4MkjQddTo62VO9B4CNSRu9TUbDEwIwG1UcpWUAGDPPUhj3uOGDB8HtYJt7ER94VrEmI2K8hz5l3ZkpIm8+LfmUNnsbALFpwQB0Zoj+KK1vvYW90wABUeCyQdVB4oLNZEYH4lFhZ4GMd5GGJ793S9LU0v7557T+6U8AxP76GW9DS1SVrrwvqHHOBaAkLBeXLZowfwNZvauYpTHmFwohSeL5ueJd8kShPKuvkF5lJSpZrPqJ7JzF0XrZcFTqN+p1mtHR0SxatAiNpv8Uy5cvJ/Nsv5wPQzYsk6RxVHkA3HYIjIGwVJ8P213UhEcFc5AopPsS6wLgrBaF3tEW0k/2zkZPXRKJyV8/qnNMGK0ONv5KPD/we7BWDNicEh5AkEmHzemhvlXLxqSNALxd8LbPb6ELC0M/K5GYuq9RFKgusGKt9z1nXZLONJbX7tF66qmnePPNN3nvvfcw+dDwcDiPPPIIbW1t3kdlZeUYjlKSpp6dVSLWJdmSTFpwmjfWJXFeGPbCInC70QYHo4s8y8y3fS9C9SEcugD+w3kvC+ODiQwc/Z/T6S47Ipv0kHRsbhsfFH0AQFy6WAre0Kzgd9kacLlo+M2z/ZMZSncBcHnvDMTtMiddOofJcO2WJOncnDU11P7HzwAIvfcfCLriiv6NDScprYsCNLjC2uk0tuK2xXBZRgRazSRdgT0dxC0RP6sODbm5r+GoLS8PYMCM9LBYf9CpGN1m8ouKx32o0tQxqkJ6V1cXP//5z7n44otJTU0lJSVlwGMkZMMySRpnZ8a6jCAm5avCRhSdFbe2EY2iYVn0Mp+OO58Z6Q6bi8LD4s/+3EtiRnz8BZG6Xnw59jhh19MDNmk0CtmJ4gv10YpWvpXxLQA+K/3MO3PNF37ZizDZrUT7iyX6+V/LpqPSyI3VtTs8PBytVkt9/cBs3/r6eqKjz76KZNOmTTz11FNs3bqVhX0zdMB73EjOaTQaCQoKGvCQpJnMG+syawOoUHFSzEifNS8Ue2+si3FO5vCRac3F8MUTALxh+QH1hHLFnKih95UAUBSFOzLvAES8i0f1EBYfgMGsw2lzo73rh6DV0rl9O122JHFQX05677/bXQWNON2eCzF8aQoYy+/dkiSNH1VVqX38cTzt7ZgWLiTyn/954A4nP6CoN9alOlr0LPHYo7k8U15nx1VC72TAin1Dbu5bMWAvKsbd2cmCOIuYvGbtobnbSUiCmEzQUmHD6XFOyJClyU83moO+973vsWvXLv7+7/+emJiY88owPrNhGcBLL73EJ598wquvvspPf/rTQfu/8cYbA/75lVde4Z133mH79u3cddddgxqWAbz++utERUXx/vvvc8cdd4x6rJI0JfU1Gk32PR9dVVW+LGhE618EwPyw+QQaAn069nwK6cVHGnHZ3VgizJO3yehQ1j0K/7Mecv4Mq34E4WneTYsSgvmyoJGjFVb+7qIs0kPSKWgt4NPST71Lws/FnJ1F2wcfENuWQ612Naf317HihhQ0cvaCNAJjde02GAwsWbKE7du3c+ONNwJ4G4c++OCDwx73zDPP8Ktf/YotW7awdOnSAduSk5OJjo5m+/btZGdnA9De3s7+/fu5//77RzVOSZpJOhwdA2JdGso7sHU60Zu0RKVYaHxLfGk3Dddo1OOBD38ILhvupMt4qmgpoLJ+rvyCfy7XJF/Ds4eepaKjgn01+7g47mJiUy2UHWumsTuA6NtuxfrmWzT87QBJC0GpPgz2DrLigwnzN9Dc5eBgWQsXzw6/0B9FmoTG8nu3JEnjp+Ozz0Quul5P7FNPoRgMA7Z3522jxvEIAIf9dgKgOGJYnS7/7h9Xib3xtFUHRXydRjtgsy48HH1cHM7qamzHjhG4ciWpEQEUNnSSVyVy0ltLKwhti+V0y2nmh8+/AB9CmmxGVUj/7LPP+OSTT1i1atV5vXlfw7JHHnnE+9p4NywbqpBut9ux2+3ef5YNy6Rpw9EF1b3LmEbQaLS4sZOaNht+cSOLdYHzK6Tnfy1iXTIvnmJfFBKWQcbVcPpT2PEruO0176a+hqNHK60oisJNqTfx9MGneb/ofZ8L6aYF4k655dhWjBevpctqp+pUC4lzw8b6k0jT2FhduwEeeughvvvd77J06VKWL1/Oc889R1dXl/em+F133UVcXBxPPvkkAE8//TSPPvoof/7zn0lKSvLmngcEBBAQEICiKPzoRz/il7/8JWlpaSQnJ/Pzn/+c2NhYb7FekqTh7azcidPjJMWSQmpwKgd2lwKQODcUrVaD/VTvjPThGo0efhXK94Denz1zf479VAPxISLHWzo7P70fN6TewBv5b/CX038RhfS0EMqONVNTaGXBgw/S/uFH2PILaY9NwBJRCeV70aZvYG1mJH87XMX2/AZZSJeGNJbXbkmSxoe7o4O6/yd+5w37wQ8wpiQP3KHxNKXVoahoCY7T06CrQlW1LI1LJ8g0yaNMp7rIeWAIAHu7aKYePbgQbs5aiLO6mp7cPPxXriQrIZjChk5yK63cmCzqjJEdSeQ25spCugSMMtolJCTEW7g+H7JhmSSNs4q94HGBJaG/0YYPdhU0ASrGwBLA90ajMPpCurW+m9qiNhQFMid7k9GhrP0PQIET70HdMe/LfTlrpU1dtHY5uCblGnQaHSebT1LQWuDTqU3paWJWg7WF2Zl+AJza69vfkZLUZ6yu3QC33347mzZt4tFHHyU7O5ucnBw2b97svfZWVFRQW9sfQfTiiy/icDi49dZbiYmJ8T42bdrk3ecnP/kJP/zhD/n+97/PsmXL6OzsZPPmzeeVoy5JM8WnpZ8CYja6oiiUHxP56EkLwlFVFdvp3hnpQ2UqWyvg88fE8/WP82G5mEV3xdyoqXVT+wLqi277supLajpriE0PBqC2yIomNIyw738fgIbDejwu+nPSM0VO+henZE66NLSxvHZLkjQ+ml9+BXdTE4bkZMK+f9/gHU5+6I11MaS7APDYI7g8M3YihzkzaXUQ37sStnLoeBdTb7xLT65oONr3/f1oZX/D0dCeaI7VnBjfsUpTxqgK6U888QSPPvoo3d0XtuGdbFgmSedQJpZ5jzQf/cuCRjSGBlxKGyatiazILJ+Oc3d24bZaAdDHjewXg1N7RdEtYW4oASFTsHAWPR/m3yyef9lfHAz2M5AS4Q/A0cpWQkwhrIlfA8D7Re/7dGrFYMA0Zw4AiWaRIV2S04i9xzU2Y5dmhLG+dj/44IOUl5djt9vZv38/K1b0r1zZuXMnr732mvefy8rKUFV10OPxxx/37qMoCr/4xS+oq6vDZrOxbds20tPTx2SskjSdNfc0s7dGrOS8Ovlquqx2Gis6QBGNRl01NXg6OkCvx/jNTGVVhY//BRydkLgS99J7vUXdK2Ssi89SLCmsiFmBR/Xw14K/EpEQgN6kxd7torm6k9Dv3oUuOhqX1UZLYYC3kL46PQK9VqG0qYvixs4L/CmkyWiyfO+WJGlozvp6Wl5/HYDIf/sxmm9EugD05H1OtWMBAPVRYsWYxx7NusyzNP+Wxk5C76TAiv1DbjZniVpHT14eqqp6C+m5lVb8ggwYghUUNFQVN03EaKUpYFSF9N/85jds2bKFqKgoFixYwOLFiwc8fCUblknSOOtrqjFrpc+H2Jxu9pc2e/PRF0Uuwqg1+nSss0bMRtdaLGgDAnx+T49H5dQ+McN6zsVT+M786h+Lnyc/gMbT3pcXexuOWgG4MfVGAD4p+cTnpiWm3o7ifuW5hMT443Z6KD4sZ7BJvhura7ckSZPLlrItuFU388LmkWRJovy4mI0elRSEX5DBOxvdmJIyKLOVvLehaBtojXD9f3G4oo2WLgcWs57lSXIW7EjckSHiI98tfBcXLmJmWwCoKbCiMZuJ/JcfAdB8MgBX2QnoaibAqOOiFBHT9kW+vKZLg8lrtyRNbk2/+x2qzYZ5yRIC1q4dvENjAaWVgahoCY8zs6/9CAAW7SxSInz/viydh8TeyT7DzUifOxf0etzNzTira8iIDsSo09Buc1HW3E1sivgur20MpKlHFtOlUWakj1VeqWxYJknjyGWH6sPieeLFPh92sKwFm9NDsKUEN3BR7PjHulTmt9BltWP015G8cApnhEbNhYxr4PQnsPu3cNNLgMhJ/9vhKm8hfVXcKsLN4TT1NPFl1Zdcnnj5OU9tXrCQVsB+LI/Mf/gOe98r5tTeWuZeMoVvPEgTSmaNS9L09EnpJwBck3INAGXHxJe8pAWiQGvrzUc3fTMfvbMRNj8snq95GMLT+Hz/SQDWZUai045qvs2MtSZhDZF+kTR0N7C1fCuxafOpONFCTaGVrMsTCLruOpr/+EfsJ/NpOhFIdNlXMO9G1mVG8lVhE9tP1XPfpSnnfiNpRpHXbkmavBxVVVjffQ+AyB//69BxaMffodgmJrXNXhpDUaOYrLY4es6EjXPGi18GikZE2bXXQlDMgM0aoxFTRga248fpyc3BEh/H/DgLh8tbya20kpwaRtmRFqI6kshrzGNd4roL9EGkyWJUhfTHHntszAYgG5ZJ0jipPgJuO/hHQNhsnw/7sqARcIN5NI1GRbPQkRbST30tYl3Sl0ej1U/xL+6X/qsopOe9DWt+CiFJLEoQd7FzKq24PSo6jY7rUq7jDyf+wPtF7/tWSF8olgPa8vNJXxzKvveLqS1uw9rQTXCk37h+JGl6GMtrtyRJk0NleyV5jXloFA1XJV+Fy+mmMr8FgFkLxI1pe35vo9GMb+Sjb34YelohegFc/E+oqsrnJ8WKThnrMnI6jY7b0m/jhZwXePPUm2zKfAGAmkIrqkdF0WiI+snDVNx9N61FfoTs/wTjvBu5PDOK//vRSQ6WtdLW7cTiJxvPSf3ktVuSJq/m//kfcLvxX7UKv0WLBu+gqthyPqXK8XMA4hZY6NpWCwpcN2fJBI92BjMGQtQ80cesch/Mu2nQLuasLGzHj2PLy8NyzTVkxQdzuLyVnEorKxeIHoqRnbPIa5CFdGmU0S4AVquVV155hUceeYSWFvEL+5EjR6junZHqK9mwTJLGScXX4mfiyhHlo39V2ITGXIUbGxajhcyQIRqTDWM0M9JtXU5KchsBmLMy5hx7TwFxS2D2OlDdsOc/AUiPCsDPoKXT7vJmoN6QegMAu6t2Y7VZz3lafWIiGosF1eFAW19Bwlyx5P70Ptl0VPLdWF27JUmaHPpmo6+IXkG4OZzqAisuhwf/YCPh8WLJeH+j0TNmpJ/+DI6/I2ZoXf9foNVT1NBJWXM3Bq2GS9MjJvyzTAe3pt+KTtGR25hLc0A1OoMGW5eTltouAPwvWkHAsrmgKjS8LX5PSwzzIy0yALdHZVdh44UcvjRJyWu3JE0+rsZG2t55F4CwH3x/6J3q8iitDceDjrBYM1+1nAbFA24/rkhPm8DRSufOSe9tOJojGo5mJYh4tpxKK+EJAaBVMbsCOF1eMv5jlSa9URXS8/LySE9P5+mnn2bTpk1Ye5sLvvvuuzzyyCMjPp9sWCZJ46BcNB5jlu+xLk2ddk7VdaDzE0vOlkcvR6vR+nz8aArphQfr8bhUwhMCiEgM9Pm4SW31v4qfOX+GrmZ0Wg0L48XF+GhFKwCzg2eTGZqJS3WxtXzrOU+pKArmBb2z0o/lkdl70+HUvlpUjzoOH0Kabsb62i1J0oWlqiqflAyMdSk/JvLRZy0IQ1EU3O3tOCsqADD2Nq3G1gYfPySeX/xDiBWz6Lb2zka/ODWMAOOoFq3OeOHmcNbPWg/AX4ve9uakVxdYvftEPvJzUFQ6yzx0bf8YgMvniAlE2/MH9niSJHntlqTJqeX111EdDszZ2fgtWzb0TsffodguYl1Sl0azueAoACH6RPQ6379jS2Mgsa+QvnfIzebevou2/HxUh8PbcPRkTTtuIDhO9IxrLbfj8rjGe7TSJDeqQvpDDz3E3XffTWFh4YBZ3ldffTVffvnlmA1OkqRR8rihsvdua6LvjUa/LhZfwANDygC4KMb3fHQAZ1UVMLJCel+T0cyLpsFs9D6zVkFMNrhscPhVoL/h6JFyq3e3q5OvBuDT0k99Om1fvEtP3jGSs8IxmHV0ttipLrSe/UBJQl67JWm6yW/Jp6y9DKPWyOWJl6Oq6hn56CLWxXYyHxDXZV2IuA6x7XHoqIHQFFjTX4iTsS5j445M0XT0k5JPCEsxA1BT2OrdbpybTXCWWC3Q8OtNqB4Pl8+JBGDn6UZcbs8Ej1iazOS1W5ImH09PD61v/xWAsPu+N3Q2uqpiz/2MSnsWACmLIshtEFFr88J9X/EtjZG+QnrdMbB3DtqsnzULbe/qb9vp0ySG+hHip8fh9pBf205imrhOh7TFUmQtmsiRS5PQqArpBw8e5Ac/+MGg1+Pi4ryZ5ZIkXUD1J8DeDoZAiJrv82FfFzWB4sClLwVGlo8OI5+R3lrXRUNZO4pGIW3ZNPririiw8h/F8wMvg8vOot5C+tHK/i/TVyVfhYLC4frD1HbWDnWmAUy9d8p7juWh02tJXSyW3hcckH/vSucmr92SNL30zUZfk7CGAEMALbVddDTb0Oo1xGeKa47txAkATPPmiYPKdsMhcYOX654HvSj01rXZyKm0ArB+zjS6Hl8AiyMXkxqcis1to8AslojXFFpR1f7VYxHfvgaNzoOtrJ72jz9mcWIIwX562nqcHOltTC5JIK/dkjQZtX/yCZ62NvRxcQSsWTP0TpUHKG2MxYOe0BgzdaqHbrUSgEtnLZi4wUqCJR6C4kX8avXhQZsVRcF0RryLoihk9c5Kz62yEpMinkd1ioaj0sw2qkK60Wikvb190OsFBQVERMhMRUm64Cr2iZ8Jy0Dr+/LsPcVNaP1K8OAixj+GxMBEn491d3bibmsDQB8X69MxBQfE7LeEOaH4BRl8fq8pYe6NEBgLnfVw/F3v8rDChk7abU4Aov2jWRIlGs18VvbZOU/ZF+3iKC7B3dlJ+opoAIqPNOJyusf+M0jTirx2S9L04fa4+axUXDeuSR4Y6xKXHoLeIJaMewvpc+eCswc+/CdxgiV3Q/Jq7/k+PSZu5i6dFUJUkOwpdD4UReHOzDsBeK/tL2j1Gno6nLTWdXv30S26hrC5YkZcw7O/RXE6WJshZrvJeBfpTPLaLUmTi6qqtPzvGwCEfPvbKNphIlqOv0OxTUSszl4SzdaTdWhM4ubX3IiMoY+Rxldi7yTBymFy0heK1QM9eaJQnhUfDIic9KjkIADCumLJqz02vuOUJr1RFdKvv/56fvGLX+B0imKQoihUVFTw8MMPc8stt4zpACVJGgVvo1Hf89ErW7qpbOnBEFgIwKq4VUMvUxuGs7oGAK3FgjYg4Jz7qx6V0/vFLxMZF03D2W86Ayy/Tzzf+wIRAQYSQs2oKuRVtnl368u17ZtZeNZThoWJ2f6qiu34cWJTgwkIMeLocVF+vHlcPoY0fchrtyRNHwfrD9LY04jFaOGSuEsAzoh1CfPuZzt5Euidkb7raWgphsAYuOIXA873SW8h/ZqF0yhm7QK6JuUa/PX+lHYW49e7SK+moH9FGrGLCV2oRWd246qrw/rW26zL7C2kn2q4ACOWJit57ZakyaXnyBHsp06hmEwE33Lz0Dt53NjzPqPCng1A6uJIPjtZgEbXASikBctGoxeEt+HoviE3m7P6CuliNVnfRLjcSisBIUZ0gaBBS0WxbAw+042qkP6b3/yGzs5OIiIi6Onp4bLLLiM1NZXAwEB+9atfjfUYJUkaCVU9o9Go7/noe4rEF3A/i8j8WhW7akRvO9JYl9qSNjqabehNWpKzpumMmiV3g94P6o9B+dcsSuiNd6no/zJ9xawr0Gl0FLQWUNhaeM5Tms7IST8zEqdvdr8kDUdeuyVp+ui7+bph1gb0Wj22Lid1xeIm7azeQrq7sxNHWRkApnAP7HleHHzNb8Bk8Z6rtq2Hw+XiunTVfFlIHwv+en+uTbkWgLIAcTOj6rS1fwetDk3aZYTP6wCg6fe/55KEAHQahaKGTsqbuyZ6yNIkJa/dkjS5WP/6NwCCrrkabXDw0DuVfUVZaxIe9IREm+kyKRS1FQCQGDgLP73fBI1WGqBvRnrVQdFT7hv6+pE5yytwtbZ6o12KG7tot7m88S5qvRGrzToBA5Ymq1EV0i0WC59//jmffPIJzz//PA8++CCffvopu3btwt/ff6zHKEnSSLSWQmcdaPQQt8Tnw3YXNaHoWnFo6tEq2nHPR++bjT57UYR3Cfq04xcKC24Vzw+9yqLEYACO9ubQAgNmE24p23LOU5oX9HYUPyaWnKUvF/EuZceasHU5x2jg0nQkr92SND10O7v5vPxzoH9VU8WJZlQVwuL8CQoTued9s9F1MTHodv2HyAWddxNkXjPgfJ8eE9fjZUkhRFtkrMtYuT3jdgD2sBUQDUdVT39OOrPXEZzcjd6iw93UhOe9v7IsKRSA7flyVrokyGu3JE0e7s5O2reI72vBt946/I5nxrosjuLzk/VoTWL19rzwOeM+TmkYUfPBaBG95GpzB23WWiwYkpIAsOXlEepvIDFU3PQ4VtVGwmzRyD2yM4m8JpmTPpONuJDu8Xh49dVXufbaa/nBD37Aiy++yO7du6mpqRnQREeSpAukbzZ63GJvE7Fz8XhU9hY3owsQd8oXRiwk0BA4orcdSSHd5XRTfFh8SczozfmetpbeK36e/IDlEeLO99GK1gF/X26YtQHAWxg5G/MZM9IBwuMDCI31x+NSKTkql5lJQ5PXbkmaPrZXbKfL2UV8QDyLIxcDUNabjz5rfrh3P2+sS7QR6vLAFAxXPTPofH356NcskLPRx1JaSBpLopZQ518GOg89HU5aas+YaT57LYoWwjPFf7vml19hQ5KIxvtCxrtIyGu3JE027Z99htrTgyE5GXN29tA7uRw4jm+lwr4IgNQlkb356KKQnhmaOUGjlQbRaGFWb/Rt2VdD7uKNd8ntzUk/o+FoVIrISY/qSCKvQRbSZ7IRFdJVVeX666/ne9/7HtXV1SxYsIB58+ZRXl7O3XffzU033TRe45QkyVfefHTfY11O13fQ3OXw5qNfHOt7tnofZ3UVAPr4+HPuW36sGXu3i4AQI3HpISN+ryklNlusDPA4yaj7EINOQ2u3k7Lm/qZjaxLWoNPoKGkrodhafNbTmebOBY0GV309znrxRTt9eV+8S924fQxp6pLXbkmaXj4o/gCA61OvR1EUPG4PFSd6C+ln5qOfEIV0s1v85MonISBywLlqrCLWRVHgKllIH3O3Z9yOR+OmLqgUgKpTZ+SkhyRB6Gwss7owxEXgtlpZlbsNgP2lzXTY5CqzmWw8rt0vvPACSUlJmEwmVqxYwYEDB4bd98SJE9xyyy0kJSWhKArPPffcoH0ef/xxFEUZ8MjMlEVCafpqe+ddAIJvuXn4XmLFX1DWloobA8GRZrDoOVDa4p2RLgvpF1hfo/XSoQvppiyx+rsnV8xYz4oXUXhHK6xEJgaCRsXfaeFkxbkjWaXpa0SF9Ndee40vv/yS7du3c/ToUf7yl7/w5ptvkpuby7Zt2/jiiy94/fXXx2uskiT5oq95xizfi+EiH92Nzl8UcUeajw7gqOqbkR57zn37Yl3Sl0ehaHxvaDplLf0HAHRHXmNhrJjpf2ZOeqAh0Hvz4lyz0jV+fhhnzwbAduIEgDcnvbrQSmerbWzHLk158totSdNHTWcNB2pF8ev62deL14rasHe7MAXoiU7pzz7vu0aYgntg9jrIunPQ+T473hvrMiuUqCAZ6zLW1ieuJ9QUSlnAcQCqTrcO3CH1chQNRKwVq/nUt95gfgA43Sq7C5smerjSJDLW1+633nqLhx56iMcee4wjR46QlZXFxo0baWgYevVDd3c3KSkpPPXUU0RHD796dN68edTW1nofu3fvHvFnlaSpwF5aSk9ODmi1BF1//fA7nhnrsiSSz0/W41HsaAzihvecUBntckEl9RbSK/aCe/ANa/PC3hnpx46hejzeaNacSitavYbAGAMAzWXduIfIWZdmhhEV0v/yl7/w7//+76xdu3bQtnXr1vHTn/6UN954Y8wGJ0nSCHU2QHMRoEDCcp8P+7q4Ga25Eo/SQ7AxmLlhc0f81n3RLoZzzEi3dTopPy5+kejL95725t0sGrtZy7nFchoQd7XPdMWsKwDf4l1M8+YB/UWSoDAzMakWUKHgoGw6Kg0kr92SNH18VPwRKirLo5cTFyCKr6W5ItYraWE4mt6b056uLhylJQCYIvVw7XMwxOy5T/LEDLmrF8yQ6/EE02v13JJ2C9UWMXOtpqAVj9vTv8PsdQAEBpzEmJ6Op7OTe2vFysJtMid9Rhvra/ezzz7Lfffdxz333MPcuXN56aWX8PPz49VXXx1y/2XLlvHrX/+aO+64A6PROOx5dTod0dHR3kd4ePiw+0rSVNb+yacA+K+6GH1k5NA7ObpxnNxGuV3Ers1eHMmnx+vQGkWEWpRfFCGmab4ae7KLmg/mEHB0DpmTbspIRzEa8bS34ygrZ16sBa1GoanTTm2bjcTUCACC22IobSud6NFLk8SICul5eXlceeWVw26/6qqryM0d/D+jJEkTpKI3Hz1yrrhA+MDp9rC/pBltbz76ypiVaDUja/7pbm/H094OnDsjvfBQPR63SnhCAGFxASN6nynL4AfZ3wFgbddnABypGDgrbW3CWnSKjoLWAsrays56OtNccaOjr5AO/TclCg7IQro0kLx2S9L0oKoqHxZ/CMANqTd4XyvNETOXkxeekY9+eDeooDO70V37MwiZNeh8NdYejlRYZazLOLst/TZaAmqwa7tx2Nw0Vnb2b0y6BDQ6FGsZEfd8C4CMPZ9hsXew83QDbo/MwZ6pxvLa7XA4OHz4MOvXr/e+ptFoWL9+PXv37j2vcRYWFhIbG0tKSgrf+c53qKioOOv+drud9vb2AQ9JmuxUVaX9448BsFxzzfA7FnxGeWcmboxYIszoQg18XdSExiQmnMlYl0lAo4FZvavvS78ctFnR672T1npyczHptWRGixXluZVWYlKCAZGTntsovz/NVCMqpLe0tBAVFTXs9qioKFpbW4fdLknSOOtrNDrL93z03EorXQ43xr589LhR5KNXiXx0bWgoGj+/s+7bl+M97ZuMftOivwcgqm4HobRzqq6DLrvLu9litLAiZgUA2yq2nfVUpvkDZ6SDaGSj0So0V3XSXNM53KHSDCSv3ZI0PeQ05lDRUYGfzo/1iaIg1lzdSUeLDZ1eQ8LcULGjqmJ759cAmGL9Yfn3hzxfX5PRZUky1mU8xQTEsDphNTVBRQBUnxnvYgyEBHHtD4jrxjRvHoqth9vLdtPc5SC3ynoBRixNBmN57W5qasLtdg86X1RUFHV1o++vs2LFCl577TU2b97Miy++SGlpKatXr6ajo2PYY5588kksFov3kZCQMOr3l6SJYjtxEkdZGYrRSMDl64ffMfctim2iSDt7cSSfn2zA5VEJDRE3vGUhfZLoi3cZruHowr6c9Bygv+FoTqWV6N6Go+Fd8eTVHxvXYUqT14gK6W63G51ON+x2rVaLy+UadrskSeNsFI1G9xQ1o2i7wCiK4aNpNOrojXU5V6NRa0M3dSXtKEp/rveMETUXYheheFx8N+AAbo9KTqV1wC598S5by7ae9VSmzEzRcLSxEWdvtqXJX0/iPNFkTs5Kl84kr92SND18UCSajG5I2oCfXty0Ls0VX87j54SiN/SuJjvxHrbT4ua46dIbYJhVZh/niUL6NXI2+ri7I+MOb7xLef43ss97412Ukp2E/+MDAFxTvAd/Rw9fyHiXGWsqXLuvuuoqbrvtNhYuXMjGjRv59NNPsVqtvP3228Me88gjj9DW1uZ9VFZWTuCIJWl0+majB6xbizbAf+idOhtxFOymzL4EEJOcPum9Ye0XIG5YyXz0SaKv4WjFPnA5Bm02Z2cD0JMjZpxnn1FIDwo3o/UDraqjrHj0NyKlqW34q/MQVFXl7rvvHjYnzW63j8mgJEkaBVs71PXeFR1Jo9HiJrT+RYBKWkgakX7DZL6dhbOqLx/97LEuBb1NRhPmhOJvGT5vcdrK/g7UHOVW7S5+y+UcLm9lVWr/Uvx1iet4Yt8T5LfkU9lRSULg0LN0NH5+GFKScRQVYztxwpvTl748irK8JgoP1HPR9Skzo5GrdE7y2i1JU1+Pq4fNZZsBuGH2Dd7X+wrpyVm915LuFvjsJ/S06AEwrVgz5PlKGjtF4yyNwlUyH33crYxdyfMx/x+UQW2RFbfLg1bXO59p9jr44gko/ZKAW17FmJYGhYVcV7qHbfmR/HhjxgUdu3RhjOW1Ozw8HK1WS339wIkW9fX1Z20kOlLBwcGkp6dTVFQ07D5Go/GsmeuSNNmoqkr7ZnH9PWusy/G/UWZbLGJdIs3owgzsKWoCXFhd4oZRZpickT4pRMwBvzDoboaaI5B40YDN5kWLALAXFODu7PQW0o9Vt+FRISo5iJoT7TjrdLQ72gkyBE30J5AusBHNSP/ud79LZGTkgOVYZz4iIyO56667xmuskiSdTdVBUD0QPAuCYn06pMfh5mhFKzp/kY++KnbVqN66L9rlbPnoqqpyunemdPpMi3Xps+BW0BqJsxczTynjUPnAJbkhphCWRi0FYHv59rOeyuxtOHrS+1rywnD0Ji0dLTZqS9rGePDSVCWv3ZI09W2v2E6Xs4v4gHgWR4kmZh0tNhorOkCBpAW9hfStP8Pd2oSjXRTS+5Ynf9O7R8QN8EvTwokMlLEu402jaLhy8Tp6dB2oLoX60jOu0TFZYA4FeztK7VHCvi+ieG4s/orSqiaqrT0XaNTShTSW126DwcCSJUvYvr3/d0uPx8P27dtZudL3Vazn0tnZSXFxMTExcpWLNH3Yjh/HVVeHxs8P/9Wrh98x900KbZcAkLY0im35ItYlJa4Tl+oi0BBIrL9v39GlcabRiB4lAKWD4130UZGiruHx0JOby+yIAPwNWrodbgobOkjonQgX1ZHE8abjEzlyaZIY0Yz0P/zhD+M1DkmSzldfo9ERzEY/UtGK0+3BHFiICqyKG2UhvS/aJW74aJe6knbaG3vQGbWkZEeM6n2mPHMIZF4DJ97lNu0uflOehsejojlj5vgVs65gf91+Pi//nLvn3z3sqUzz5tH2wYcDctJ1Bi2zsyM4ta+Ogv11xKYGj+OHkaYKee2WpKmvL9bl+tTr0ShiHkxZnpiNHpNiwS/IAMVfQM4b9LSI2Z76hAR0oaGDzuXxqLx3VFy3b1589kg2aezclHYjT1heJaU5m8NHThGb1lvA1GghZQ2ceBeKthN01cM0Pv88lspKriw/wBenlvD3Fw1uFitNb2N97X7ooYf47ne/y9KlS1m+fDnPPfccXV1d3HPPPQDcddddxMXF8eSTTwKiQenJkye9z6urq8nJySEgIIDU1FQAfvzjH3Pdddcxa9YsampqeOyxx9Bqtdx5551jOnZJupA6Phe9q/wvvRTNcKspGk9jry6gwv7vgIh1eWmr+PMzZ1YHja0iH11R5GrhSSNpNZz8AMq+hMv+bdBm86JFOKur6TmaQ8CqVSyMD2ZvSTO5lVZWJYsZ6FEdSeQ15o0qGlea2kY0I12SpEmsr9HoN5Ymnc3+kmY0phpUbTtmnZnFkYtH9dbO6t4Z6WfJSD/dG+syOzsCvXHovNYZYdF3ALhR+zU2u42ChoENmS6fdTkKCnlNedR21g57GtO8wQ1HAdKXi9n+RUcacLs8YzlySZIk6QKo7axlf+1+AK6ffb339dLcRgCSssLB0QUf/TMAPSZRoDVnZQ15vv2lLVRbewg06bhi7gzrV3IBBZuCCU0VRZjC49+4vqdeLn4Wf4Gi0xH2ve8BcGvhTnYcr57IYUrT1O23386mTZt49NFHyc7OJicnh82bN3sbkFZUVFBb2///ZU1NDYsWLWLRokXU1tayadMmFi1axPd6/98EqKqq4s477yQjI4NvfetbhIWFsW/fPiIiZuiEGWla6vj8cwAC15+tyeiblNqX40FPSIw/ulAju4vEze7AINHrQjYanWSSLxU/Kw+Aa3BUlnlRNgA9R48CZzYcbSMyKQgUlUBHKCcrCiZitNIkIwvpkjQduOxQfUg8T/T9jui+0hZ0AfmAaDJq0BpG/NaqquKo6puRPvRyNbfTQ9EhEeuSMVNjXfqkrIWAaIKVTlZr8jhUNjDeJdwczqJIkcu2o3LHsKcxZWaCouBqaMDV2Oh9PS4zBL8gA/YuF5UnW8bnM0iSJEkT5qOSj1BRWRa9jLgAEaFm73ZSfdoKQEpWBOz4f2CtgKB4bF2iiDVcrMs7R8TN72sXxmDSz+Ab2xfAFavE72j6xkAarGc0HU1ZK37WHIHuFiw33QjhEYTb2jDs/Jxuh2wILZ2/Bx98kPLycux2O/v372fFihXebTt37uS1117z/nNSUhKqqg567Ny507vPm2++SU1NDXa7naqqKt58801mz549gZ9IksaXvbgYR2kp6PUEXHbp0Dt5PJD3NkU2sbI7bWkkn5+sx+lWyYgKpLanGJCNRied8HTwjwSXDaoODdrst1hMMOzJyUF1u8lOsACQW2nFYNLhHynCPRrLOlFVdeLGLU0KspAuSdNBTY64CPiFQ3iaT4fYnG5yKqzoAk4BcFn8ZaN6a3dLC2pPDyjKsBnp5SeasXe78LcYiMsMGdX7TBsaLcy7CYAbtF9z5Bs56QBrE8QX6p2VO4c/jb8/hpQUAHrOmJWu0SikLRWziwoO1g95rCRJkjQ1qKrqjXU5s8lo+YlmPB6VkGg/gl35sO+/xf7XPEvPMXFNMGcNLqR3O1x8dkzMOr1FxrpMuGVp2XT7taFBywdfbevfYImDyLmi103xF2gMBiLu+nsArivYxZ7CpmHOKEmSJI0Xb6zLRRehDQwceqfy3disVirt2YCIdfm09zp75fxITreeBiAjVDaOnlQU5Yyc9C8HbTampaHx88PT1YW9qMg7I/10fQc9DjcJqWLSQkBrBJUdlRM1ammSkIV0SZoOKr4WPxMvEhcFHxytsOKkDa1ZzExbHX+W5iln0ZeProuMRGMYekZ7X6xL2vLoAXngM9aC2wC4QnOY42WD41vWJopC+sH6g3Q4OgZt72OaNxcYHO+StlwU0ktzG3HY5Cw2SZKkqSqnMYeKjgrMOjNXzLrC+3ppriisJi8IhQ9+KAqwC27DaZ6D22pF0esxzhk8+23LiTq6HG4SQ/1YMmuG39i+ABRFITxNxLsU5FUPnMWW1vvft2ALACG3fwuX3khKey0nPzl7A3JJkiRp7HVsE4X0wCvOFuvyFiW2FXjQERYXgBqo58sCsVp4aapKl7MLg8ZAsiV5IoYsjUTKGvGz+ItBmxSdDnO2iMjrOXqUGIuZqCAjbo/K8Zo2YmcHAxDZMYvcxtwJGrA0WchCuiRNB+UjbzS6v7QZbe9s9Plh8wk3h4/qrZ1Vvfnow8xGt3U5KTsmvvDP+FiXPnGL8QQn46fYyWzbTUOHbcDmWUGzSLYk4/K42FO9Z9jTmPty0k/mD3g9clYglggzLofH24xOkiRJmnreL3ofEI2o/fR+ALhdHiqONwOQrGyDhhNgDoUrn6InNw8A49w5Q97cfvdIX5PRONn07AK5aJlYKRDcGMfBuoP9G9I2ip9F28DjRmux4NxwDQCRW97F45FLxyVJkiaKs7YW2/HjoCgErls39E6Objj5AUU2MbM5damYje7yqMyPC6KTMgDSQ9LRa/QTNHLJZ339SaoPQffgSFRztohb7T5yBICs+GBAxLtEp4iol4iuRPLqj43/WKVJRRbSJWmq83igcp94nrjS58P2l7R4Y10uTRgm880H3nz0+KEL6UWHG/C4VMLiAgiPDxj1+0wrioJm4a0AXK/dM2S8y5qENcA5ctLnDj0jXVEU76x0Ge8iSZI0NXU7u9lcuhmAm1Jv8r5eXdCKw+bGL0BD1PHHxYtXPgX+4fTkillR5oWDG43Wtdm8zc9uXiRjXS6UlHnRqIpKsC2S945+0r8hYQWYLNDT4s1rTf/H7+FBIbv6JCf2yhlvkiRJE6Vjm1gJZF68GF34MBPOTn9Kj02hyrEAEPnoH+SI78Y3ZMVxrEkUWBdELBj/AUsjZ4mHiDliVV/JzkGbzYtEIb3naA7Q33D0aIWV4Eg/NEYVvcdASYlsCj7TyEK6JE11jflgawO9P0QP3Vjsm+wuN0cqG9AFFAKjz0eH/mgXQ/zQX8oLemNd5Gz0b5gvCumXafI4UVQ2aHNfTvpX1V/h9DiHPIVxzlzRcLSuDldz84Bt6ctEIb3yRAs9nY4xHLgkwQsvvEBSUhImk4kVK1Zw4MCBYfc9ceIEt9xyC0lJSSiKwnPPPTdon8cffxxFUQY8MjMzx/ETSNLkt6VsC92ubhIDE1kStcT7el+sS5L5KIrHDqnrYeG3AOjJEzPSh2o0+t7RalQVlieFkhjmNwGfQBqK0azDkiBWC5SdaMBqs4oNWh3M7p0dVyjiXQJSkilJFw3Pal99bYJHKkmSNHN1fP45AIHrzxbr8ibFtpWoaIlIDKRDBwfLWlEUuC4rlhNNYrLT/PD5EzFkaTT6ZqUXDY5QM2dngaLgrKzE1djI4kQRiXekohVFoxCeJCYJ9lQr9Lh6JmzI0oUnC+mSNNWV9+ajJywTX8J8kFvZhstQjKJxEGmOPK8u4v3RLoML6W2NPdQWt4EC6b0zpKVekZlYgzLQK27MxZ8M2rwwfCGhplA6HB0crT865Cm0Af4YkpKAwbPSQ6L9iUgMxONRKT7SOObDl2aut956i4ceeojHHnuMI0eOkJWVxcaNG2loaBhy/+7ublJSUnjqqaeIjh7+htq8efOora31Pnbv3j1eH0GSpoS+WJeb0m7yxrCoquqN7Ep2fiRuol/7W1AUPHY7tnwR9dWX69nH41F582AFALcsGXoFmTRxMhaK/wYxral8VPJR/4b03niXgq3el5RvfRuA6H1f4GodvIJNkiRJGluu1la6D4mVQcPmo3fUQ/EXFNlWASLW5cPcGgAuSg4jPFDHyeaTgCykT2qpvf99i7aBOjBCTRsYiDEtDYDuo0fJSrCg1SjUttmosfaQ2NtwNKIjgfzmgVGr0vQmC+mSNNVV9OajJ44gH72kGV2A+Mv+0oRLzysn9WwZ6QUHxGz0+IwQ/IONo36Paat3Vvritu3YnO4Bm7QaLZfGi8ids8a79OWkf6OQDpDWOyu977+DJI2FZ599lvvuu4977rmHuXPn8tJLL+Hn58err7465P7Lli3j17/+NXfccQdG4/B/D+h0OqKjo72P8OGW0UrSDFDaVsqRhiNoFA3Xz77e+3pjRQedrXZ0io14Yx5c8X8hOBEAe34+OJ1oQ0LQf2OV2O6iJsqbuwk06rguK3ZCP4s0WOLcMADi2tJ5t+C9/qajqesBBeqPQZtY8bf8+nUUBMejdzupeuOtCzRiSZKkmaNz1y7weDBmZg676prjf6PLFUS1QxTJU5dE8mGOKKTfkB1LsbUYm9tGgD6ApKCkCRq5NGKJK0HvB511UD/4+7R5cX+8i59Bx5yYQEDMSo/pzUmP6kjyxvhIM4MspEvSVKaqZzQa9T0ffV9pszcf/XxiXVSPB2eN+IXhm1/aVVXl9L7eWJeLZKzLUCzLbgdguZJP/unTg7afmZOuqkM3GesrpPcMVUhfGgkK1Ba10dFiG7RdkkbK4XBw+PBh1p+xzFWj0bB+/Xr27t17XucuLCwkNjaWlJQUmv3NIAABAABJREFUvvOd71BRUXG+w5WkKatvNvolcZcQ6Rfpfb00R6wwSjQcRZd8ESy917vtzFiXb94g/9O+cgBuWRKPn8G31WvS+ImcFYjerMXk9qe9yk5uY2/+uX84xC8VzwvFrPTIIBO5S8TfudY330R1u4c6pSRJkjRGur78CoCAy4b5nqyqkPNnim0rAYWo5CBqnE5O1XVg0Gq4an4Mx5uOAzAvbB4aRZbdJi29CZJWi+dF2wZt9uvLSe9tONoX73K4vJXIpCAALPYIjlXKGekzyQX/Ey1zViXpPFjLoaMGNHqIW+rTIQ6XhyO1p9AYWjFoDKyIWTHqt3c1NqI6naDVoo8eGN1SX9ZOW2MPOoOGlOyIUb/HdKaEzKLINB+NotJ99K+Dtq+MWYlRa6S6s5oia9GQ5zDN62s4enLQtoAQE3FpwQAUyqaj0hhoamrC7XYTFTXwz3tUVBR1daNf+bBixQpee+01Nm/ezIsvvkhpaSmrV6+mo6Nj2GPsdjvt7e0DHpI0Hbg8Lj4s/hCAm1NvHrCtdF8BAMn+uXD9f4Gm/1f5npwcAExZA/PRa6w9bM8X14C/uyhxvIYtjYBGqyEhMxSA+LZM3il8p39jWm+8S2F/vEvYtdfQoTdjbKqn88svJ3KokiRJM4rqdtO1Zw8AAZeuHnqn2hyoP06hXRTaU5dE8kHvbPQ1GRFY/PTeGcrzwueN+5il83RmvMs3eBuOnjyJx25nyay+nHQrJn89pnDxe1hdqXVChipNDhe0kC5zViXpPFXsEz9js8HgW+OwY9VW3CYxe3lFzArMOvOo394b6xIdjaIbOMOtoHc2ekp2BAaTnP02nPrEawGIrvps0DY/vR8XxVwEwM7KnUMeb5orCumu2lpcLS2DtnvjXWQhXZrErrrqKm677TYWLlzIxo0b+fTTT7Farbz99tvDHvPkk09isVi8j4SEhAkcsSSNn93Vu2nqaSLUFOqN+AJoLzpNc6sRBTdJV26E0GTvNlVV6T50GAC/xUsGnO8vByrwqLAyJYzUyMCJ+RDSOSXMEYX0BGsmW8q20OnoFBvSN4ifJTvBZQdgTVYCW2ctB6D5f/880UOVJEmaMXry8nC3taEJCsKclTX0Tkf/F6srmjpHOooCs8+IdblxkYg7PdEsvm8vCF8wIeOWzkNfw9GKfWAfOIlHn5CANjwcnE5sJ054Z6SfrGnD5nQTP1tEtRmaLNR1yTjVmeKCFtJlzqoknae+RqOJI4h1KWlB25uPfj6xLnBGIf0bsS5ul4fCQ+KGWMYKGetyNkGLbwJgtj0fta1q0PYz412Gog0IGLbhKMDsxZFotArNVZ0013SOzaClGev/Z+++w+OszryPf6ePeu+9W5JlS+7dGAzGgI0pxjYkEAIpBLJJ2CS77C5ks3k3JBvSQ0IgEHo3YNxtjHsvkqskqzerl1EZTX/eP44kW0i2ZUv2yPb5XJcuiXnKnAGhmec89/ndwcHBaDQa6uv735ipr6+/4A3uS+Xv709qairFxYOvxAB45plnMJlMfV9VVVUj9vyS5E6fFn0KwKLEReg0OvGgy0XZh28DEOl7BuOsR/sdY6+uxtHQADodHudUpNscLt47IP7f+Pr0uKswemmoYjPFRHpYZwKubhXrytaJDeHjwDsc7GYoF8VAGRG+7M+6CRcqunfvwlZR4a5hS5IkXde6dopYF6+ZMwYUigFg74bjH3HaIm50R6cHkt9mpqatG2+DlpvHhNLt6KaotQiQjUavCUFJEJAALjuU7ey3SaVS4ZmTDYh4l+gAD4K9DdidCsdrTEQn97yXdyTInPQbiNsm0mXOqiSNgN5Go3FDbzS6q6wMjYf4f2JuzPAm0m01ohGWLrp/o9HKk81Yuux4+uqJHhMwrOe43qUlp3JYSQOg+eDKAdt7b3YcbzpOo7lx0HNcqOGo0UtHbKa4Uy7jXaTh0uv1TJw4kS1btvQ95nK52LJlC9OnD/2G3sV0dnZSUlJCRETEefcxGAz4+vr2+5Kka11TdxM7qkV0xz0p95zdcPAflNWJwpCE2dn9Il2Avmp0j4wM1B5nV5ptOlVHU6eVUB8Dt2b0j2SS3Ms3yIPASC/UipoY0xg+Pv2x2KBSQcqt4ufTG3oeUpE1JZPDYeLzQuv7sumoJEnSldC5XbwHe8+eM/gO+WtQuk2ctop5rLSp4aw8LIqhbh8bjlGnobClEKfiJNgjmDBP+d57TbhgvMsEAMy5eahUKibG+QNwpKKVsATRcDS0M5Zj9ceuylAl93PbRLrMWZWkYepqgiaRlUrM0HLOHU4Xx1p2oVIpJPtlEO41vApSe3XPRHpU/4n0wv3i/+GUKWGoNW5vxTCq6bVqTviKyXLXqc8HbA/xDCEzSEyU76oZPKbq7ET6wJx0gNQp4u9s0cH68zYtlaShevrpp3nllVd44403yM/P54knnqCrq4tHHxUVsg8//DDPPPNM3/42m428vDzy8vKw2WzU1NSQl5fXr9r8xz/+Mdu3b6e8vJw9e/Zwzz33oNFoWLFixVV/fZLkTmtK1uBQHIwLGUeSf5J4sKUUy8b/44xNRHklTE8dcJz58CEAPCb1j3V5a6+oXF4+JRadfD8edeLGihvd8W1jyW/Jp7Clp/H4mDvF94J1oqkdMD89lDUJonCi7ZOVuCyyibgkSdJIcjQ19RUmec+eNfhOuW9Rb0/FZA9Bq1cTnhHAmmMi1mXpRLFKu7cyeWzw2AHNv6VRqm8ifXPf+24vj96K9NxcFEXp13A0MNILlU5B7zJSVCpXx94orrtP1DJnVbph9Fajh6SDZ+CQDjlxph2Xh3hjvyvptmEPoTfaRX9OtIvVbKf8WDMAaVNkrMtQmJPvACC45TB0DuwR0ZuRu7Nm54BtcDYnfbCKdID4ccFoDRramyzUl8kbhdLwLFu2jBdeeIHnnnuO7Oxs8vLy2LBhQ9+N8crKSmpra/v2P3PmDDk5OeTk5FBbW8sLL7xATk4Ojz/+eN8+1dXVrFixgrS0NB544AGCgoLYt28fISGyUbF041AUhU+KPwHgnuSeanSnAz75DhVdGShoCIr0wjd4YG+T7t589IlnG48X1Xewv6wFjVrFiinys+1oFJ/Vs8rAlIVKUfFZ8WdiQ+JNoPOE9mqoExVuM5KCORGdQb2HPy5TOx2bB1bNSZIkSZevs6e3niEjHe1gn0FbK6BsO6ctoggqMSeEzacb6bI5iQvyZEqCuCY/0XQCgLFBMtblmhE/CzR6aKuEpqJ+m4yZmaj0epwtLdgrKphwTsNRlQoC48Tnso4qB3aX/aoPXbr63DaRLnNWJWmYKnpjXYYep7CtqByNVwkA8+PmX2Tvi7P3RbucnUgvPtyA0+EiMNKL4BjvYT/HjSA1NYOjrkTUKFCwZsD22VGiY/yeM3uwOwe+ORsz0gGwnzmDo7V1wHadXkNitrhYl01HpZHw1FNPUVFRgdVqZf/+/UydenZVzLZt23j99df7/jk+Ph5FUQZ8bdu2rW+f999/nzNnzmC1Wqmurub9998nKSnpKr4iSXK/o41HKTOV4aH14Pb428WDu34P1Qcos88EICF74IW9o6kJW3k5AJ4Tcvoef223eGx+eigRfpffWFy6csITfTF4atHY9IR1xLO2dK14n9d5QNLNYqeCtQAYdRqmJ4f2NR1t+/hjdw1bkiTputS1QxQtnTfWJe8dnIqWIts8QBSNfXRIzB3dPyG6r/q8dyJdNhq9hhi8IV5cc3/1elyt12McK26KmHPzyIryQ6dR0dRppbq1m/hUUUwUbIrpy8aXrm9um0iXOauSNEy9FemxQ89H31KxFZXKRZA+jjjf4TUdUxwO7D0xTOdGuxTuE4+NmRYhl7IN0YTYADY4xYWx/fiqAdszgzMJNAbSZe8ityF3wHaNry+62FgArPn5gz5H6mRxg7L4UD0up2ukhi5JkiSNkE+LRZPRW+NuxVvvDTVHYPuvcCh6Kmyi0jxhfPCA48yHjwBgSElB4+8PQEOHhZVHxKqxx2YlXoXRS5dDrVETmyEqGMd0TqLV2sqOGpHPy5i7xPeCdX3735IexubYybhQYd6/H5vsAyVJkjQiFKeTrt27AfCeM3vgDi4n5L5DpTUbi8MDD189rhAj+8taUKngvp5YF5PVRGWH+NucGZx51cYvjYC+WLW1AzZ5nNNw1KjTkBEpstEPV7QSmeQPiIajxxplTvqNwK3RLjJnVZIuk7UTao+Kn4dYke50KZR37wfgpuhbhj0Ee20tOJ2o9Pq+pW+mRjO1JSZUqrO53NLFBXjpOekvlghqKneCuaXfdrVKzawokdPX24Tuq3rjXbrPE+8SnR6A0VtHd4ed6sKBVeuSJEmS+5jtZjaUicaS96bcCzYzfPJtcDmoCvsODocK7wADIbE+A48dJB/9n7vLsTlcTIj1Z3K8bPo9msX1xLukdoj/fn3xLqkLQKWB+uPQWg7A/IxQmrwCyA1NAaDtk0+u9nAlSZKuS93HjuE0mVD7+uIxfvzAHcq2Q3s1p21iVXfq5DA+yRM3rGclBxPpL1Z+nWwS12KxPrH4GfyuzuClkZEm4lapOQTttf02eU7obTgqihcmxvbGu7QSlugHKPhZgzlRWXDVhiu5j1sn0mXOqiRdpuqDoDjBLxb8oi++P3Cksg7FQzSxWp5xx7CH0FsFpYuJQaUWf0p6q9Fj0gPx8jcM+zluJFFJWeS7YlArTihcN2D77GhRGdFXqfYVfTnppwZvOKrRqEmeGApA0QEZ7yJJkjSabKrYhNlhJtYnlgmhE2Dzs9BcBD6RlBruByAxO2TQlV5fzUfvsNh5e59oMvrduUlyddgoF5sZiEoF6hYPvKz+7KzeSVN3k+h/E9ez6rBwPQChPkaxii1OxGmZPv0MxeFw19AlSZKuG107RayL14wZqLTagTsceQury5Myi3ivTZkcxsojIuZ06aSzfUh6G43KavRrkG8ERPX0mvnK9bhHz0S6rbgER2srE+L8AVGRbvDQYgwV8yG1JaarNlzJfdzebFTmrErSZai89Hz0j/K/QKV2YFBCSQtMHfYQ7D0T6fqe5ryKolC4X0ykp02TTUYv1ZSEANY7e/7+nfp8wPYZkTPQqDSUmcqo6hjYx8GYeeGJdBCVEwAleY04bM4RGLUkSZI0Ej4tErEu96Tcg6r4Czj4DwBci1+k7JRoEp04SD66s7MLS4GofvLsqUh/d38lHRYHyaHezE+Xq8NGOw9vPWEJompxhv1WnIqTtaU9y8p7q+POWWZ+W0YY+8MzMXt446iv72uOJ0mSJF2+zu2iWMl79iCxLuYWKFhDkWU2TpeGwEgvTtus1LR142vUclvG2ffa3hjO7JDsqzFsaaSl98aq9Y930QYEYEhJBsB88CATeirSC+o6MNscxKQEAaBp8KbN0nbVhiu5h9sn0iVJugwVe8T32GlDPmR/wzYAMv1mjkh1mq1STObqYsVEem2JifYmCzqDZtBmaNKFTUkIYr1L5KQrpVvB0v9utq/el5xQ0URuZ/XOAcf3VqTbKypxdnQM+hzhiX74BBqxW5yUH28eyeFLkiRJl6ncVM6RhiOoVWoWR8yGVU+KDVOf4IwzG2uXA6OXjojkgUvEu/PywOVCFxWFLjwcq8PJq7vKAPjOnETUalmNfi2IyxIX4Omd4nPAZ8WfoSgKjOmZSK/Y0xf7dltmOHaNls1RojrOtHLl1R+wJEnSdcTR1ISlJx7Ta/asgTsc/xicNvIdYpI1fUYEH/f0IVmcHYlRpwHA6XKS15gHwMSwiQPPI41+vf1JynYMuB73nDwZAPOhQ0T6exDhZ8TpUsitbCMuVaz8Du9I4FiTzEm/3smJdEm61jhsUC3yUIfaaNRst9DiEpnqi1IWjMgwbFU9Femxomlpb6xL0sRQdHrNiDzHjSTK3wOzbzIlrghUThsUbR6wz5xo0UF+sHgXbUAAushIACynBm84qlKrSOmpSi86KONdJEmSRoPeJqOzImcRuvFZ6KyHkDEw/2eU5jUBosmoWjPwY7v50EHgbDX6p0dqaOiwEuFn5O7sqAH7S6NTfM9EurPaiKfiRXFbMadaTkFAPIRliTi/0xsBSAj2IjXMm/Wx4oK+Y+s2HE1N7hq6JEnSNa93ZY8hIx1daOjAHXLfpNkeS4M5GrVaRfi4IDacENe+SyeejXU53XqaLnsX3jpvkv2Tr8rYpREWnALBqeCyD7ge95wkYl/MB8VczJQE0Sz8QFkLEUmi2CG4K5pjtcev4oAld5AT6ZJ0rak9Co5u8AiEkLQhHfLxqS9BbUVx+LF4zNSLHzAE9p6KdH1sDA6bk+JDYmJ2zFQZ63K5JicEstnVm8u2fsD22VFiqeHB2oOY7eYB24cU79LTBLb8RBNWs324Q5YkSZKGweFy8HmJiPO612WEoo2gMcB9/0DRGik72ggMHusCYN67DwDPKVNxuhRe3lEKwGOzEtBr5cf8a0VQlDc+QUacdhcLtUsBWFW8SmzsrUovPDfeJZwK3wjqopLA4cC0amAknCRJkjQ0XTvEal/v2XMGbqw5AnXHybfcCkD8+GDWFNZjdbjIiPBlXPTZ1WJHGkQjyvGh49GoZWHZNWvMneJ7wZp+D3v0TKRbCwpwtrczOf7sRLpPkBG1pwuNoqWk+MxVHa509clP2JJ0ransjXWZDkOMaFlbIqqYQtWT0A/WPOUSKYqCraon2iUmhrJjTdgsTnwCjUSm+A/7/DeqKQlBbHL2LAMs2gzO/hPdSf5JRHpFYnPZOFh3cMDxfQ1He5YmDiYoypvASC9cDoXSvMaRG7wkSZJ0yXbV7KKpu4lAnQ9z9r0uHrz9eQjPoqGig85WKzqDhuj0gAHHOjs66D4uqp68pk9j/YlaSpu68DVqWT4l9iq+Cmm4VCoVSTniZklqq/gcsK5sHTan7ewFffEWsHUBsCBTFC18Gi72bfv4YxEFI0mSJF0Sxemka/duALznDJKPfug1nIqWQtt8AMZMD+fd/WJl9kPTYvtFph6pFxPpE0NlrMs1bcwi8b1oMzisfQ/rQkPRx8WBomA+fJipPRXpuVWt2J0KQQmeAHRUOHEprqs+bOnqkRPpknStKRdv9MTPHNLuVqeVwg7RnHRGxLwRGYKjsRGluxvUavRRUX2xLmnTwlHJPNbLNiUhgDwlmSbFD6wmKO/fQEylUjE7WnzA21E9MN7FmCm6w1+oIh3oi3c5fUDGu0iSJLlTb5PRRR0d6FwOyFgCk74JQGmuuNkZmxmEVjewss184AC4XOjj41GFhfO7zacBeHRmAt6G4d80l66upAkiTqCzREWEMRKT1cS2qm0QPg7848Bu7ltmPjbKl0g/I1+Ej8NlMGIrK6M7N9d9g5ckSbpGdR87htNkQu3ri8f48V/Z2AYnVlJunYTFbsTTT88ZI5Q2deFt0PaLUFMUpa/RaG9fK+kaFZkDPhFg6xRZ6efwnNKTk37wEMmh3gR66bHYXRyvMZE8RsSsBpgiKTeVX+1RS1eRnEiXpGuJywmVYhk3cUPLR99etQMn3bjsftw9ZpDmKZfB3luNHhGBuVuh8pRogJUmY12GJSnEG38vI184ez58Fa4bsM+5OelfrT7rrUi3lZXh7Ow67/Ok9kyk1xS20mWynnc/SZIk6cpp6m7quyl6T9MZMVm6+E99q816Vw31Vip/VVdPrIvXjOmsPFJNaWMXAZ46Hp+dcBVGL420sHhfvPz02C1O7tQ9AMCa0jXi9yHjbrHTKRH3olKpuC0zHLPOSEmGiOwzffqZO4YtSZJ0TevaKWJdvGbMQPXVldvHPgS7mXyn+Bs8ZloE7x4U18FLciL73bSu7qimsbsRnVpHVkjW1Rm8dGWo1ZDWE6uWv7rfpnMbjqpUKibHixWDB8paiEwWP4d3JJDXcPTqjVe66uREuiRdS+pPikplvY+oUBqCjwp6/vh3ZpMdM3Bp+OWwVYjlbLrYGIoO1qO4FMISfPEP8xyR89+oet+MN7t6lgMWrIOvTJZPDp+MQWOgrquO4rbiftu0wcFoQ0NBUbAWFpz3eXyDPQhP9EVRoPhQw4i/DkmSJOni1pSswaE4GGexkuRUwdJ/glFkrbbUdtFWb0atVRE3NmjQ47v2itVmuslT+MMXRQA8OS8ZH6Pu6rwAaUSp1CoSc0RVelzzWAB21uykzdIGmUvETqc3gr0bgNsyxE3xDwPFhE37hg24rPLmuCRJ0qXo3C5uaHvP/kqsi6LAoVfpcgZQ2Sn6koWOC2TjSbES+6Gpcf12781HzwzKxKAxXOFRS1dc+l3ie/7qfnGrvQ1HLSdP4uzsOicnvZmQGB8UjQujw4tTpUVXfcjS1SMn0iXpWlLRm48+DYbQwKTT1smhBhEFM8ZnLjrNyPwvb6sSE+n62DgK94sPE2OmyWr0kTA5PpBdriysKiO0V0PdsX7bPbQeTAmfAlwk3uXkxeJdxH+v0wdlvIskSdLVpigKnxa8B8A9nZ1w688h6mymam+sS3RaIHqPgTEt9vp6bCUloFLxuSqCWpOFCD8jX5sWN2Bf6drRu/qgqcBKhn8mDpeDDeUbIHIC+MeCvasv3mVKQiB+Hjp2e8fiCg7F1dFB59Ztbhy9JEnStcXR1NTXW8pr9ldWblfuhcYC8m0LUBQVEUl+rK9owuFSmBgXQHqEb7/deyfSc8JkrMt1IX4OeIVAdwuUbut7WBcZiS4qCpxOuvPymJogih0OVbSCWoVnpFhVWFtscseopatETqRL0rWkoicze4ixLlurtuJQbDitIdwUP/7iBwyRvVIsaTMHJ9JU1YlaoyJ5UtiInf9GNiUhECt6dik9SwILBsa7XDAnfQgNRwGSJ4aiUqtoKG+nrcE8zFFLkiRJl+Jo9U5Ku87g4XJxe/gMmPa9ftsvHusiqtH1GZn8+aBYWfTD+SkYB8lSl64dEcl+GL11WLscLNDfAwwW7/IZAFqNmlvSQ1FUak5nic+Fps8/d8ewJUmSrkmdu8S1tSEjHV1oaP+Nh17Dpag5ZROVyWNmRvLeAXEN/NDUgQ29ZaPR64xGK/rWABz/uN+m3qp088GDpEf44G3Q0mFxUFDXTnya+D3S1HvTbmu/miOWriI5kS5J1wpFOVuRHje0RqNrS9cC4Ggfz7Sk4BEbiq0nI73SJhpqxI8Lxugll5KPhIwIX7z0GjbYL56TfrTxKCZr/7vdxsyeifSLNBz19NUTM0ZE/RTJqnRJkqSrx+Xi063/AcCtdjXe97zcl4sO0NFiobGyA5VKvL8OxtwzkV4QNYaWLhuJIV7cNyH6yo9duqLUGjWJ48V/88jGNNQqNUcbj1LZXnn2gr5wwznxLmJ12Xv+YjVa544dOFpbr/q4JUmSrkVdO0Q+uvfsOV/Z0ASnVlFpy6aj2wuDp5YaH6hp68bfU8cdWRH9dm+xtFDeXg5Admj2VRi5dFVk3S++F6zpe9+FcxuOHkSrUTMx7mxOelJPw9Hw9kSOypz065acSJeka0XTaTA3g9ZDdJK+iBZLC3trRSMyVVcO46L9Rmwo9ooKXCo1pTViubmMdRk5Wo2aCXEBbHFOwIVaRLu0VfXbJ8o7iiS/JJyKk71n9vbb1hvtYi0pwdXdzYWkTBGrCE4fqB/QuFSSJEm6Mjq3/oL1TjHZed+s58AzsN/23mr08CQ/PH31A45XFKWv0ehbNlH59K+3pqEdofg2yb0SJ4j/pmdOdDI9XFSary1dK6J//GJEvEvxFgDmpoZg1Kk5oASgJKeBw0H7uoE34CVJkqT+FKeTrt0iAtV7zlfy0fPeAaeNk85lAIyZEcGbB0S06dKJ0QNWf+XW5wKQ7J+Mn2HkrrklN4ueIt53bZ2iR0mP3oaj3ceP47JYmJLQm5PeQniSH4pKwc8aQm7ZcbcMW7ry5CduSbpWlPfEusRMBu3AC+uv2ly+GZfixNkdxYSIVAzakVnu7Wxvx2ky0Rw4FovZhYevntjzNEKTLs+U+EBa8KXUKCbFKVw/YJ/eqvSvxrtoQ0PRBAWBy4W1sPCCz5M4PgSNTk1bvZmmqs6RGbwkSZJ0foXrWZf3Mt1qNYmGYHLS7x+wS28+elJO6IBtALbSUhwNDTi0Og77xJAV5cfCsfKG9vUiOi0Ag6eW7nYb83WLAFhduhoFBsS7eOg1zE4R8T+F48RqRRnvIkmSdHHdx47hNJlQ+/riMf6cCFSXCw79k3ZnCOXtKQB4jvFjZ1ETahU8PD1+wLl689EnhE64GkOXrha1GsbeK34+cTbeRRcTgzY0FOx2uvPy+ibSD5a3oDdq0IU4Aag43XjVhyxdHXIiXZKuFZcY67KuTFQk2dvHMy1x5Ca6bT356LVxcwEYMzUcjayCG1G9b8Zrbb3xLmsH7NObk76rZhdOl7PvcZVK1ZeT3n2ReBe9h5b4LLGEXDYdlSRJusKaS+CTb/OxjzcA92U9iuqcSBeA7g4btcVtACSMHzzWpbeC7nhAPHaNjv9enIlarRp0X+nao9GqSeqpSvetiMFD60FVRxVHG4+enUgv3AB2CwALMnviXXzSQa3GcvQY1rIyt4xdkiTpWtG1U8S6eM2YgUp7TlPv0q3QWka+7S5ARVRaAB8U1AHi721MoOeAcx2qPwTIRqPXpayl4vvpTWARkaoqlQrPqVMB6Nq3j3HRfui1apo6bZQ2dRGVIqJerNUa7C67W4YtXVly9kuSrgX98tEv3mi0rqtO3BlXVDjaxzM1MfCixwyVvbICq96XZp9UANJnRlzkCOlSjY/xR69R82l3T3VE+S7obuu3T3ZoNj46H1qtrZxs7t9YdKg56QCpPfEuRQfrUVwy3kWSJOmKsHbC+w9xSukm36BHp9axKGnRgN3KjjWhKBAc441vsMegp+rYth2AQ6FpLJ0Y3ZfNKV0/0qaK9+aKvBbmR94G9DQdjZoEvlFg64DiLwC4ZUwoGrWKAyYVminTAGhfvcY9A5ckSbpGdG4Xq3q9Z38l1uXQazgVDacs4m9v3JRQPs2rAeCxWQkDzmOymshvzgdgSviUKzhiyS3CxkJwGjitUHC2uM1r+nRANH83aDXkxPgDIt5lTKZoRhvaFk9hy4VXiEvXJjmRLknXgtZy6DgDah1ET77o7r3V6A5zPDoCyO75wz4SbJVV1IVNRVGpCU/0IyDca8TOLQlGnYZx0X6UKxGYvBPB5ei7YO6lU+uYHinewLdXb+9/fE9FuuXkxSfS4zKD0Hto6WqzcqanClKSJEkaQS4XrPoeNOazMlBUGs+Pm0+AceAEeFlPPnpidsigp3J2dtF54CAAJ+Oy+OntY67QoCV3ikjyxyfQiM3iZKZjAQAbyjdgV5yQeY/YqWeZeYCXninxomDiVGZPvMvq1bL3iTTAiy++SHx8PEajkalTp3LgwIHz7nvy5Enuu+8+4uPjUalU/OEPfxj2OSVptHA0NWE5KQqRvGbPOruh/QwUrqfcOhmz1YiHr54dXV3YHC7GR/sNeuP6YN1BFBQS/BII9Rw8kk26hqlUZ5uOHj8b7+I1Xdy4thw/gbOjg6k9K8r3lzb3VaQHdUdyuEI2HL0eyYl0SboWVIhl3ERNBN3gFWq9FEVhVfEqABztOWTH+A9oiDIc1spKaiPEBK6sRr9yelcRHDSIf9fn3gHv1ZuTvrN6Z7/HPXobjhYV4bLZLvg8Gp2apAliwkbGu0iSJF0B256HU6swa/Ss9RY3n+9PGZiNbrM4qMxvASAxZ/CJ9IatO1A77JzxCmL5vbMI8TFcuXFLbqNSq/pWjCmFPoR4hGCymthVs+vsBX3herC0A3BHloh3eUcXj9rTE3tVFd25uW4ZuzQ6ffDBBzz99NP87Gc/48iRI4wfP54FCxbQ0NAw6P5ms5nExER+9atfER4+eA+GSz2nJI0WnbtE7zFDejq60HMmvw+/AYqT467lAKROC+etniaj35yVMCCODWBfrWj+PS1i2hUeteQ2Y+8T30u3QVcTALqICPTx8eByYT5wgKk9Ubr7SlsweusgQFyDF+VXu2HA0pUmJ9Il6VpwCbEuJ5pOUGoqRY0ee/s4piWMXKwLQEO1BbNnGFqNQvJEedf9SpmeKLJx3zONFQ8UfwGO/pPis6JmoUJFfks+DeazFy3ayEg0fn7gcGA9XXTR50qdLC7WSw434HS4RugVSJIkSRz7CHb8HwAbZzxKl9NCrE8sk8MHri6rONGMy6HgF+pBYMTgq70OfSAiO4oTxvP1QRqeSdeP1Kli8rLqVCt3hC8GRNNRIrIhKAUclr6b7AvGhqNSwcG6btQ33QyAaZVsOiqd9bvf/Y5vfetbPProo2RkZPDSSy/h6enJa6+9Nuj+kydP5je/+Q3Lly/HYBj8ht2lnlOSRouuHaIIyXvOnLMPOqxw6FWa7bHUtMehUkFNoIamTisRfkbuyBq8gGx/7X4ApkZMveLjltwkKAkic0Bx9q9Kn9ET77JnLxPjAtBr1dS1Wyhp7CQkUXyO66hwyhVi1yE5kS5J14LeivQhNBr9rPgzAFTmLHAZmZY0co1GAcqtkQAkpHqgN2ovsrd0uSbGBaDTqPiyMwaHZyhY26FiV799gjyCyArOAvpXpatUqrM56Sf756cPJjI1AE8/PVazg8qTzSP4KiRJkm5gVQdh1ZPi55k/4GOLyFi9L/W+Qavazo11GWz7odImAo+LWJeJy+9CKxt9X9cCI7wIifXB5VIY3yEyfLdXbafd3nG2+dnxjwAI9TH2xbvkpokL+/YNG1AusipNujHYbDYOHz7M/Pnz+x5Tq9XMnz+fvXv3XtVzWq1W2tvb+31J0tWkOBx9Tbu955yTj37iE+hq5Jhd/H1NyA7h9aOimvjh6fHoBnnPreuqo7y9HLVKPegNcuk6Mv5B8T3v7b6HPKeJVQhd+/Zh1Gn63od3FTWRMTYOAP+WSM50nbm6Y5WuOPkJXJJGO1ONyEhXqSH2wne6LQ4L68vWA9DRmINeo2ZC7Mg1IetubKPOV0zQZtw8sNmKNHI89BpyYgJQUFMe1PMhr2DdgP1mR/dcXH81J70n3mUoDUfVahUpPVXphfvrhjNsSZIkCaCtCt5/UDSnSruD0xMe5FjTMbQqLYuTFg/Y3Wl3UX5C3MgcLNbFYnfyp5fXEmjtwK43MGHxLVf8JUjul9ZTlW46rpDsn4zNZWNz+eaz8S6lW6FTrEi7a5yolnzPFoI2JASXyUTnzp2Dnle6sTQ1NeF0OgkLC+v3eFhYGHV1l/e573LP+fzzz+Pn59f3FRMTc1nPL0mXq/voUZwmE2o/PzzGjxcPKgrsfwmLy5vTXT0rwFN8yK9tx0OnYcWUwX9Pe6vRM4My8dX7Xo3hS+6SdT9o9FB3HGpF7rnX1KmgUmErKcFeX8/MZLGifFdxM3FpYuV+cFcUh6tk1Nr1Rk6kS9Jo1xvrEjEeDD4X3HVr1VY67B34akNwmhPJjh3ZfPTCLadxaQx4WpuIGjt4XqI0cnpXE3zhmiQeKFwvPuidozcnfV/tPmzOs5VnfQ1HhzCRDjBmmvjvWXasCUuXfVjjliRJuqFZO+G9FdDVAGFZcO8rrCz+FIB5sfMI9ggecEhVQQt2ixMvPz1hcQMvxn+7qZDogiMA+MyciVqvv7KvQRoVUiaHoVKrqC9v585A0WR0delqscw8aiIoLjgpfrd6411ya9pRzb8NANPnq902dkkazDPPPIPJZOr7qqqqcveQpBtM5zZRfOQ9axYqbc/q6qr9UJvHKetCHE41wTHe/PO0qCJeMSUWf8/B33N314jKdpmPfgPwDIQxd4qfc98BQOPn11e8Zt63j1k9E+n7Spvx8NPj8rGiRsOpU2VuGbJ05ciJdEka7S4j1iVQmQGomZY4srEuBbkmMRRV+aDLzqWRNb3nv9+bdfEoOi9or+67A94rPTCdUI9Quh3dHKo71Pd470S6tbAQxX7xifHgaB+CY7xxORSKZNNRSZKky+N0wMrHof44eIXAivewaLRi8pPBm4zC2ViXhOwQVOr+76+HK1p5dVcZU+ryAQi4Zd4VfAHSaOLpqyc2QywVj6sZjwoVh+sPc6bzzNl4l2MfAiLeZWpPX5wDSWIFY+fWrTg7Oq7+wKVRJTg4GI1GQ319/8939fX1520keqXOaTAY8PX17fclSVdT57ZtAHjfdNPZB/f9DZei5rh1CQA+WQEcKG9Fp1Hx7TmJg57H6XKyp1YUvPWuEJauczlfE9+PfQB2CwBe08/mpGdE+uLvqaPT6uBotQn/eB0AzaXdbhmudOXIiXRJGu36Go1eeCK9rquOvWdEJmFttWhQOS1x5BqNNlS002zSoHLZSYySFctXQ06sP3qtmjNdCl0xc8WDhf3jXVQqVd+Htx01O/oe18XGovbxQbHZsJaUDOn5xkwTy8IL9sl4F0mSpEumKLD2aTi9HjQGWP4u+MewuWIzHbYOoryjmBY5sGrN5XRRdqwJEPno57LYnfzk46P4dneQ1iYqN73ObY4mXfcyZ4veNJUH25kSIibI15Wtg8x7RexfzSFoKQXgzp5meB+2eaBPSkKx2ejYtNk9A5dGDb1ez8SJE9myZUvfYy6Xiy1btjC9ZxJoNJxTkq40e00N1qIiUKvxnj1LPGiqhvzVlFmn0GnxxMNHx0eNLQDcPzGacD/joOc63nQck9WEj96nr2eVdJ1LnAe+UWBp67sm72s4uncvahXM6FlRvquoibSMWAAMDQG022Q/iOuJnEiXpNGssxGaCsXPsRdeMra6ZDUKCpmB2TS1+Yx4PvrJHaJJWmhjHj5JUSN2Xun8jDoNE3v+Gx716snrK1g7YL++nPSq7X1dwVUqFcb0dAAsJ4cW75IyOQy1WkVDeTsttV3DHb4kSdKNZduv4MgbYnLz/lchZgoAH5/+GIB7ku9BrRr40ftMsYnuDjtGLx2Rqf79tv1+82lKG7u4te00IFYb6UJDr+zrkEaVuLFBeAcYsHTZmee4G4A1JWtQvEMhoecm+/GVwNl4l7xqE8xfAIBpjYx3keDpp5/mlVde4Y033iA/P58nnniCrq4uHn30UQAefvhhnnnmmb79bTYbeXl55OXlYbPZqKmpIS8vj+Li4iGfU5JGm47tItbFIycHjb+/ePDgP0BxctT5EAAh44PYWtSEWgXfnZt03nPtqtkFwIzIGWjV2is6bmmUUGtg/Arxc56Id/HIyUGl1+NoaMBWVtaXk767uInUjGgAQjvjOFx9xC1Dlq4MOZEuSaNZeU+FcdhYkct1Hoqi9MW6xOtvAhjRfHRrt4PTPXEfUWd2YkiQjUavluk9d7VXdY0FlQbqT4jms+fuEzEdnVpHdWc1Ze1nM9j6ctJPnhzSc3n66okdK56vcF/tCIxekiTpBnHon7D9V+LnO16A9EUAlLaVcqThCBqVhiXJSwY9tOSIaBaZkB2MRnP2o/me4iZe3ikqjR+0iMkrn9tuu0IvQBqt1Bo1GbNEVbquIBS9Wk+JqYTC1kIY94DY6dj7oCj94l12x00EwLxvP/Z6Gdl2o1u2bBkvvPACzz33HNnZ2eTl5bFhw4a+ZqGVlZXU1p797HfmzBlycnLIycmhtraWF154gZycHB5//PEhn1OSRpuzsS49NyFtZjj8Og32RGo7olGrVWy2iWKiReMjiQvyOu+5eifSZ0XNuqJjlkaZ7AfF9+ItYKpGbTTiMXECIOJdenPSj1S2ovXT4fS0olG05B4rdNeIpStATqRL0mhWKu6a91UcnUduQy6VHZV4aD1obxaTpyOZj356fx0Omwsvcx1+phL0ciL9qumdSN9S4UCJ61kqW9A/3sVT58nk8MkA7Kze2fd4b/OToTYcBRgzXeRaFu6rw+VSLrK3dKN68cUXiY+Px2g0MnXqVA4cOHDefU+ePMl9991HfHw8KpWKP/zhD8M+pySNKgVrRaQLwJyfwuTH+jZ9UPiBeDh6DmFeAyeXXC6FklyRj5404WyleUuXjR9+kIeiwCNjAzCeyAXAZ4GcSL8RZcyMRKVW0Vjaya0+dwGwtnStuGGj84TmYqg+CJyNd1lZq+AxYQIoCu1r15333NKN46mnnqKiogKr1cr+/fuZOnVq37Zt27bx+uuv9/1zfHw8iqIM+NrWMxE5lHNK0mjiMpsx79sPgPfcnmvrvHegu5Vcm6hGDxsbwOoicXP7ezcln/dcTd1NnGoW11czIy/ex0y6jgQl9UTuKnD0PQC8pp2Nd4kL8iIm0AOHS+FgeSu+CaKwsaGo010jlq4AOZEuSaNZWU9FeuKFJ9J7l40viFvAoTJxF336CE2kK4rCiZ5Yl8iaHah1OnRRMtrlahkf7Y+HTkNzl42GyPniwcKBF8RzokVm7vbq7X2PGTN7KtILClAcjiE9X/zYYAxeWrpMNqoLWoY5eul69MEHH/D000/zs5/9jCNHjjB+/HgWLFhAQ0PDoPubzWYSExP51a9+dd4GZJd6TkkaNSr3w8ffBMUFOV+Hef/Rt8lsN/N5yecALE9bPujhdSVtdLfbMHhqiU4TUV6KovDTj4/S0GElKcSLJw1nwOHAkJoqV4TdoLz8DSSOF1VuWQ3i/X5d6TqcOk/IEHEv5L4NnI13OVrVhutmceNFxrtIknSj69q3H8VmQxcZiSElRTQH3/Nn2h0hlHTmAHDA4EBR4NaMMNLCfc57ru1V20WkalAmIZ4h591Puk71Nh3NfQdcLrxmipsp5r17cdlsfVXpO4uaSB/Xk5NeH0inTU6mXy/kRLokjVZtldBaJuI84macfzdLGxvLNwIwM+wuGjqs6LVqcmL9R2QYdSUmWs50odFAeP0BdHGxqDQjExkjXZxeq2ZSvJhc2akWVedU7AFz/0nuOVHiwjq3PpcOW4c4Ni4OlacnisWCrayModDo1KROElWTBXtl01FpoN/97nd861vf4tFHHyUjI4OXXnoJT09PXnvttUH3nzx5Mr/5zW9Yvnw5BoNhRM4pSaNCYyG8+wA4LJB6O9z1B1Cp+javKV1Dp72TON+4QZuMAhQfEdXoCeOD0WjFx/I391bwRX4Deo2aP6+YgPWLLwBZjX6jy5wjihi6TmkJ1ATT0N3AofpDkC0qKTn5KdjMhPoYmZYgiik2h2WBVov1VD7Wc7KtJUmSbjTnxrqoVCrIXwVtFRy1PYCiqAhM8uWDYhGD9f2bz1+NDrC1aisA82LmXdExS6NUxt1g8BVzNaVbMWakowkJxmU2033oUL+c9Mxx8QAEd8ZwqFLmpF8v3D6RLpeHS9J59Ma6RE0Ew/nviK8qWYXNZSM9MJ3mZlHtmRMzcvnovdXocUFd6BzdshrODXpjejbXGkVevuKE0xv77RPjG0OCXwIOxcGeM3sAUGk0ZxuOXkK8S9p0sSy8NK8Ra/fQKtmlG4PNZuPw4cPMnz+/7zG1Ws38+fPZu3fvqDmnJF1x7WfgrXvB0gZRk+D+10BzttmYoii8X/g+AA+kPjBok1HFpVDak4/eG+uSX9vO/67LB+CZO8aQ5g2de8TfdN8FC67kK5JGuei0APxCPbBbnNzhEM3O1pSuEUvM/WPB2g4FawBYkiMy1VcWd+A9WzQkN61e456BS5IkuZmiKHT2NBr1vukmUBTY/UcsLm9OdYnJ8IM91ei3Z4YzLtr/vOcy283sPSM+n86LlRPpNyS919mmo4deQ6VW4z1bFLV1bt/BjCQxkV5Y34FZCw5fM2rU5B077a4RSyPMrRPpcnm4JF3AEGJdFEXpi3W5P/V+9peJKuWRykfv7rRR3HORH+sUf/j18XIi/WrrzUnfX9aCknaHeLBw7YD95kaL35Ud1Tv6HuttONo9xIajAKFxPgREeOG0uyg6KBuUSWc1NTXhdDoHNBILCwujru7yVjBc7jmtVivt7e39viTpquhug7fvh/ZqCEqGBz8UF1XnyG3Ipai1CKPGyN3Jdw96mrqydrpMNvRGDTFjAumw2HnynSPYHC5uHhPKN2bE07l1K9jt6JOTMCRfuEJOur6p1Cqy5kYDEFyUCoqKLyq+wOKyna1Kz3sHgNvHRqDXqDld30nHrFsAaF+zBkWRvU8kSbrxWAsKcNTXo/LwwHPqVHGdXXuUE5a7cDg1eIV58ElNM2oV/HhB6gXPtefMHmwuG1HeUaT4p1ylVyCNOpO+Kb4XrgNTdV/ufuf27QR66cmM9AVg5+km/BJ0ADQWdbtlqNLIc+tEulweLknnoShQ1ttodM55dztYd5Dy9nI8tZ7ckXAH+0qbgZGbSM/fXYvLoRAS64N3zQkA2WjUDbKi/PDSa2gz2ykN7rmxUrwF7P3fjHtz0nfV7MKluADwGNvTcPT4iSE/n0qlImOmqErP331muMOXpCvi+eefx8/Pr+8rJibG3UOSbgR2C7z/EDScBO8w+Non4DXwPff9AlGNfkfiHfgZ/AY9VUnPjer48cGotSr+beUxSpu6iPAz8pv7x6FSqWjfuAkA39tkNboE6TMjMHhqsTS7mGCeQ6e9U/RGGd+TwV+6Hdqq8PPQcfMYscphjVcSai8v7DU1dOfmunH0kiRJ7tGx5UsAvKZNQ20wwO4/4lB0HLMuASDX0wkquHdCNMmh518JDmdjXW6OvVlExEg3ptAxED9b9Mg5/AZeM6aDVoutvBxbRQU3pYns/C8LGsgcFweAsT4Qs93szlFLI8RtE+mjaXm4rGqTRp2m09BZD1ojRE85724fnv4QgLsS76LexIjmozudLo5vqwYg66aovoxtfUL8sM8tXRqdRs3khEAAtrZFgG802M1n4396ZIdm46PzocXSwokmMXFuzBoHiGgXxW4f8nOmTQ1HrVHRUNFBY1XHCL0S6VoXHByMRqOhvr7/SoX6+vrzrhS7Uud85plnMJlMfV9VVVWX9fySNGQuJ3z6bajYBXofeOhjCIgbsFtTdxObKzcDsCxt2aCnUhSlbyI9KSeUV3eVse54HTqNihcfmkCQtwFnZyddu3YB4CNjXSRAb9QyticrfXLd7aDA2tK1EBAvLuhR4Ki4iXN3toh3+TS/Ge9bbwXA9Pnn7hi2JEmSW3VsEjelfW69FeqOQ8kWCi3z6LYa0PnoWN1iQqdR8YNbLlxhbnPa2FopJtJvib3lio9bGuV6q9KPvIHG04jnxIkAdO7YyS3pYqXt9tONpGXGAxBojuBgqbyhfT1w20T6aFoeLqvapFGnd4I0ZirojIPu0tTdxJaKLQA8kPZAXzX6SOWjl+Y20tlqxcNHR1KGD46eSS6Zke4e03tWGewtbYExPfEuBf3zTnVqHTOiRGPa7dXid0gfH4faxwfFasVaVDTk5/Pw0ZMwXtxJz99dO9zhS9cJvV7PxIkT2bJlS99jLpeLLVu2MH369Kt6ToPBgK+vb78vSbpiFAU2/DucWgVqHSx/ByLGDbrrytMrcbgcjAsZR0ZQxqD7NJR30NlqRWfQ0Oil4vn1BQD8150ZTIgVDaY7Nn+BYrOhj4/HkCqXj0tC1rxoNFo1qgZPwjsS2VmzkzZLW/94F0Vh3phQfIxaak0WaieJ1Wwd6zeg2GzuG7wkSdJVZisvx3r6NGi1+Nw8D3b9AZei5ojtawAc93bhUsFDU+OICfS84Ll21+ymw95BqEcoOaE5V2P40mg25i6xOrGzHgrW4D2nNyd9O9nR/gR76+m0OjjW2Ik9QBSmHT069OtxafRye7PR0UBWtUmjTm+sywXy0T8r/gyHIi7U0wLT2Fc6svnoR7eI/w/GzonCWVMJgCYgAI2//4icX7o0vd2/95U2Y0/pmUg/vUFUSJ6jNyd9W9U2AFRqNR5ZYwHoPnb8kp4zc5aoZjt9oA6HzXmRvaUbxdNPP80rr7zCG2+8QX5+Pk888QRdXV08+uijADz88MM888wzffvbbDby8vLIy8vDZrNRU1NDXl4excXFQz6nJLndrt/DgZfFz/f+/bzvzw6Xg49OfwTA8rTl5z1dbzV6eHoA3/8wD6dLYfH4SB6efrbC3bRqFQB+dy+Wy8elPl5+BtKmi9U6s5oW43A52FSxCTIWg94bWsugfBdGnYaFY8V+nxCOJiQYp8lE567d7hy+JEnSVdW+SawQ85oyBY29AU6spMgym/ZuH9RGDRvMnXjoNDw57+J9SDZWbATgtvjbBm0iLt1gtHqY8LD4+eCreM8VE+nmAwfA0s28NBGx9kV+Pf6JegCaimVO+vXAbf/3j6bl4bKqTRpVXE4o3yl+Thj8Qt3pcvY1GX0g9QEURWFvycjlo9eVmqgva0etVZE5JwpbWTkg89HdKSPClyAvPV02J7mqdDD6QVcjVB/st9+c6DloVBpOt56mukNE8xjHiarJ7uPHLuk5o8cE4BNoxGp2UJLbODIvRLrmLVu2jBdeeIHnnnuO7Oxs8vLy2LBhQ99qsMrKSmprz65iOHPmDDk5OeTk5FBbW8sLL7xATk4Ojz/++JDPKUlulfcubPm5+HnB8zD2vvPuur1qO/XmegIMAdwWf9ug+yiKQkmumEhf32aiocNKSqg3z9+b1Tdhbq+txbx/PwC+ixaP4IuRrgc582NBBcH1Cfibw0S8i97r7O/m4dcBWJItYmDWnKjHe6G4CW9aLeNdJEm6cfTFuixYADv+D0WBw/ZvAHDE6MCugm/PSSTEZ/AefL0sDktfrMuCeBm3JvWY+A1QqaF8J3pfB7qoKBSbja59+/viXbYU1DN2nJhH8WgIotshJ9OvdW6bSB9Ny8MlaVSpOwYWExh8ISJ70F121eyiprMGH70PC+IXcLq+k6ZOK0bdyOSjH/tSVKOnTgrDy8+ArbQEAH2inEh3F7Va1VeVvrPUBCk9EzQFa/vt52fwY2KYyGfrbYbj0TORbrnEinSVWkV6T9PRU7tk01HprKeeeoqKigqsViv79+9n6tSpfdu2bdvG66+/3vfP8fHxKIoy4Gvbtm1DPqckuU3RF7DqKfHzjH+B6d+74O5v578NwL0p92LQDH5R3lTVSXuTBZcGNre242PQ8tLXJ+Jl0PbtY1q9BhQFz8mT0UdHjcxrka4b/mGeJPbEr+Wcmc+RhiPUdNbApJ5VPPmfQ1czUxODCPM10G5xUDBWRL91frkVZ2enu4YuSZJ01dhrarCcOAFqNT4TEuDESkqs02g1+6PoVGxXLET5e/DduUkXPdfOmp2YHWbCvcIZFzJ4tJt0A/KLhtSFAKgOvtJXld65YzuzU4LRa9RUtXTjGR6GS+XE1xLM/tNH3DliaQS4dT2KXB4uSYPozUePmwka7aC7vJP/DgD3Jt+LUWtkV3ETAJPjA4edj97ZaqH4iKg+HneL6BfQm61tTJEZre40O0VMpO8oaoIxd4oHC9aK7N5z3Bx7MwBfVooO9caxItrFWlyMs7Prkp4zfUYEKhWcKWqjrV52GZck6QZScxg+fBgUJ2Q9APN/fsHdTzWf4lD9IbQqLcvHnD/WpfiwqEYvUjtxquFPK3JICvHu264oytlYlyV3j8ALka5HExaIGKDUxkn4dYewrnQdROaIIgynDY6+i0atYvF4EdP2cbsX+oQEFKuVjs1fuHHkkiRJV0dvrIvnxIloj7+C4nJxyP4YAAe0dmwq+M870/HQX/z6+fMSsZpnYcJCGesi9Tf12+J73rt4T+tpOLp9B556DdOTRFrA9rIWHME9Oem5xYOeRrp2uPUvgFweLkmD6M1HT5gz6OaSthL21u5FrVKzIn0FALt7JtJn9VQsD8fxbTUoLoWoVH9CYnwAsBaJP/b65Itnx0lXzuwUUX12rLqNtsi5oNFDSwk0ne6337yYeQAcaThCq6UVXWgo2ogIUBQsp05e0nN6BxiJHSs+AJzaLavSJUm6QTSXwDsPgL0LEufB3S+C+sIfm9869RYACxIWEO41eKSgoiic2Cc+2xbqnPx0wRjmjQntt4/lxElsJSWoDAaxFF2SBhGW4Ev8uGBUqJlUfTtrStegKMrZqvTDr4OicHdPvMsXBY0YFoqb8O0y3kWSpBtAX6zLzBw4/hHl1kk0dwXhVMMBnZ3piUF9vSQupLm7mV3VuwC4O0ne4Ja+ImEuhGaC3YyntgCVwYCjthbr6dPMTxef8bbk1xOSKprZtp62u3O00ghw+600uTxcks5h74aKPeLnpJsH3aW3Gn1ezDyivKOwO13sLxX56DOHOZFutzk5ubMGgHE3i2p0l9WKrVI0GzXIinS3CvczkhLqjaLAnmrr2Qz9r8S7RHpHMiZwDC7FxY7qHQB4ZGUBYDl+afEuABkzRTVbwd5anE7XMF6BJEnSNaCzAd66B8xNEDEelr0lGkpdQH1XPRvKNgDw9Yyvn3e/E8cbsZls2FBImxDKd+cmDtintxrdZ/58NN7eA7ZLUq8pi0TkXnLTBFprzRS0FIicdL03NBdD+U4yI31JC/PB5nCxO15UynXt24+9ocGdQ5ckSbqi7PUNdOfmAuBjOCqq0Z3fAuCQzo5dq+K/F2cOqZn3urJ1OBQHY4PGkuR/8RgY6QajUsG0JwBQH/0nXj2x0h2bNnNzT076kcpWxowTcyl+TZE0dja5Z6zSiHD7RLokSeco3w0OC/hGQ0jagM0mq4nVJasBeCj9IQCOVrXRZXMS4KkjI2J4jXJP7TqD1ezAN9hI/DgxKW8rLQWXC7WfH9qQkGGdXxq+3qr0nUWNMEY0DvvqRDqcrUrvjXfxGCcm0rsvMScdIC4rCE9fPd0ddkpl01FJkq5n1g54535oq4CAeHjoYzD4XPSw9wrew6E4mBg2kcygzEH36bY5eeP9UwA0+ar59QPjB1zAKzYb7WvF33QZ6yJdTEiMD0k5IaIqvWoha0rXiN/XrKVih0P/RKVSsXRSNADvVjrwyM4Gl4v2devcN3BJkqQrrOMLEeviMXYMuspVVNvG09ARikMFhwwOvj4tjrTwi7+/w9lYl8XJsvm3dB5ZS8EzCExV+GSJeZSOTRuJ8vcgPcIXlwLldj02vRm908iOQ4fcPGBpOOREuiSNJiU9jXKTbxZ3Nr9iZdFKLE4LqQGpTAqbBNCXjz4jORi1+uJ31M/H6XCRt1lUnufcFtd3LmtPDwJDcvKQ7thLV1ZfTvrpJpTU28WDNYego67ffr056XvO7KHb0Y0xSzTF6T5+7JKfU6NRkzFbVKWf2F5zuUOXJEka3Zx2kYleexQ8g+Frn4B36EUPM9vNfHj6QwAeznh40H0UReGnHx8lpNUJwD1LUgfNZO3YsgVnayvakJC+iiZJupDJPVXpSS3Z7Dl2BKfLeU7T0dXQ2cg9OVFo1SqOVpvovulWANpXr3HXkCVJkq64jp58dJ/IDlBcHHKJHOs8nQMvPwM/mp86pPOcbDpJQUsBOrWOhfELr9h4pWuczgiTRP6+D3tBq8VaVIy1tKwv3uXLwgY0sRYAio/VnvdU0ugnJ9IlaTQp7mn+lHTLgE0Ol4P3C94H4GvpX+ub1B6pfPTC/XV0tlrx9NMzZvrZrLjefHRDisxHHw2mJgai06ioaeum3OYHUeKGCvmr++2XFpBGpFckFqeFfWf2YczMBJUKx5laHI2XXlWeOSsKlVrFmaI2mms6R+KlSJIkjR6KAqt/ACVfgs4THvoQgoa2fHtVySo6bB3E+sQyN3ruoPu8tL2UvMP1eCsqNAYNOZMjBt2v9f0PAPBfej8q7eANxyXpXEGR3iRPEqvVUopmcKDugIgkipwALjvkvUOQt4H5PcvLPw/IAK0Wy8mTWEtL3Tl0SZKkK8JeX4/5wAEAfPRHOGPP5IwpEgcKB412fnlPFn6euiGd64NC8b58W/xt+Bv9r9SQpevB5MdBrUPTeBCvnAxA5PTf0vP+u72wkbhM8X7tqDSKvibSNUlOpEvSaNFWJZpGqjSQeNOAzVurtlLbVUuAIYA7EkWkR6fVQW5lGzC8iXSX08WRDRUA5Nwai1Z3tkrOWlQEgCFZ5qOPBp56LRPjAgDYVdQIGT1L/0+t6refSqViXmxPvEvVl2i8vTAki0mh7mOXXpXuHWAgMVv8jh3fVn25w5ckSRqdtv0K8t4BlRqWvg5RE4d0mNPl5O1TbwPwtYyvoVEPrDLfWtDA/20sYIxdbEudGIpGN/AjuLW0FPP+/aBW47906eW/FumGM3VREopKIa4tk017dosHJ31TfD/0KricPDBZxLt8cLoDzxkzATCtXj3Y6SRJkq5p7WvWgqLgEa1H7+1kv/IDAE7qncyfEMmtGWFDOo/JamJ92XoAlqUtu2Ljla4TPmGQdb/4MaoLgPZNGxkX5UeEn5EumxNVUAwKLvw7wzhVedqdo5WGQU6kS9Jo0RvrEj0JPPwHbO69UL8/9X4MGgMAB8qacbgUYgM9iQn0vOynLj7SgKmxG6OXjszZUf229UW7yEajo0ZvTvqOoqazE+kVu0WDvHPcHCPiXbZXbcfpcopcVOhrvHOpsuaKi/DCA/VYux2XdQ5JkqRR58hbsP1X4uc7fwepC4Z86Pbq7VR2VOKr9+XupIGZ5sUNnfzLe7moXJCliOq3lEmDX8C3fSCq3rxvugldxOAV65I0GP8wTyKmGAFQ7w2ny2YWF/MeAdBWCac3MCclhFAfAy1dNiomzAZEvIusiJMk6Xpj+lxkmvuFN1DtnMSZlhAcKBQGqvnZosH7mAxmdclqLE4Lyf7JZIdkX6HRSteVqd8FwEe9DzRqrKfycdRUs3Cs+Fy3pdSEOaAVgP0HTrptmNLwyIl0SRotemNdkucP2HSi6QRHGo6gVWn73Q3fVdQMwMxhVKMrLoXD60U1+vhbotEZzlbTucxm7NWi+lhGu4wec3om0vcUN2HziRHLtxXXgHiXCWET8NX70mptJa8xD4+cCQCYj1zeRHpkqj+BkV44rE4K9spcN0mSrgPFX4hIF4DZ/3o2W3qI3jj5BgBLU5fiqet/Q7vNbOPxNw7SYXVwa5AvGruCh4+OqDT/AedxWSy0ffoZAAHLZdWbdOkW3j8Ju9ZCYFckazfsAp0HTHhEbNz/ElqNmvsmihvib2viUHt6Yq+upjs3z32DliRJGmGWwkKshYWo1OAT081O+1MAHNM7+Y+lYwnw0g/pPE6Xk3fy3wFgedpy2StMGprIbIifjVZvxzMxCBDxLneO65lIz2/AJ0lMw9YVyLjUa5WcSJek0cBph9Lt4udB8tH/eeKfACxMWEiY19lKtpHIRy871kTLmS50Rg1ZN0X322YtKQFFQRMYiDYw8LKfQxpZmZG+BHsb6LI5OVDWck68y2f99tOqtX15vV9UfIHnhBwALCdO4LLZLvl5VSoVWXPFioUT22tQXLKKTZKka1jtUfjwEVCcMG4Z3PzsJR2e25ArbnKrtawYs6LfNrvTxZPvHqG82UyUvweLA/wBSJ4Qiloz8ON3+7r1uNrb0UVF4TVz5mW/JOnG5eljQDOxDYAzX9qxW50ir1WlhrId0JDP0p6J9C9KTWjnivi39jUy3kWSpOtHbzW6d2Q3VYZ5tLT5YUfBb2IQCzLDL3L0WVurtlLdWY2fwY9FSYuu1HCl69FMUaDhE1AJQPumTeTE+BPhZ6TT6kAfIZqPetQFY7FZ3DZM6fLJiXRJGg2qDoC1HTwCxV3Mcze1V/FFpahW/8bYb/Q9Xt9uobC+A5UKpicFXdbTKorC4Z5s9Ky50Ri+0nTFkp8PgHHMmMs6v3RlqNUq5qWJqvQvCxogc4nYUL4Lupr67Ts/Tqxw2FyxGU1sDJrAQBSbDcvJy1tKljo1HJ1RQ1u9meqC1st+DZIkSW7VVgXvPAC2TkiYA4v/ApdYbfaP4/8A4O6ku/vd5Ab4n9Wn2F3cjKdew99X5FBzogWAlMmDx7q0fiCaifsvW4ZKMzBnXZKG4va7ptBuaEJn8WDv+kLwj4Exd4mN+/9OYog3k+MDcClwIGUKAO3rN6DY7W4ctSRJ0shQ7HZMn34KgG+8hY1t3wCg2E/Ffy8bd0nnev3k6wA8kPrAgBVnknRByfMhNAOfCBOowHL0GM76ur54l6MmD6w6M3qnkd2XuVJcci85kS5Jo8Fp0cSElNvgK43K3jj1Bi7FxayoWaQGpPY9vr2wEYBx0f4EDnGJ2leVH2+mobwdrU7N+FtiBmy3FhQAYEiXE+mjzS3p4k721sIGCIiHiOxB411mRs3ES+dFvbme403H8cgRVemXu5Rbb9QyZpr4EHB8u2w6KknSNai7Dd65HzrrIDQDlr0N2kt7Hy1oKWBH9Q7UKjXfHPvNftve2lvOW/sqUKngj8tz0NVZsVud+AYbCU/yG3Auc24ulqPHQKfD/957hvPKpBtcSkgy1Rniovz4F7V0tlr68lo59gF0t7J0kvi890pHIJqgIJytrXTu3u2uIUuSJI2Yjq1bcba0ojE6KYlciNPig1Wl8Ohj4/A16i5+gh5H6o9wtPEoOrWOB9MfvIIjlq5LKhXM/AE6DxceoWIFd8fmzdw1XlxDb85vwh7ZBsCpvAp3jVIaBjmRLkmjwemN4vtXGpy1WFr4rPgzgAEX6lsLRWPJ3srkS+VyKez7rASAcTfH4Ok7cBLBki8m0o1j0i/rOaQrZ1ZKCDqNirKmLkobO89WpX8l3sWgMfTFu2yq2IRnTjYA3blHLvu5x/bEu5Qfa8LUaL7s80iSJF11Tgd8+DA0FoBPBDz0ERgHTm5fzKvHXwVgQdwCYn1j+x7fXdzEf68+BcBPFqRxa0YYhftET4m0aRGDZqy2/PN1APwWLUIbfPlRbZIEMGVmOrU+JeBQsfvjYoibAWFjwW6G3Le5MysCH4OW0lYrHTN64l0+l/EukiRd+9refBkA3wQLm5qWAuAzLoCJqZf23vq3o38DYHHSYoI95PuydBnG3ge+0fhGtgNgWruWnBh/4oI86bY7cYUbADAXy1WI1yI5kS5J7tZcAk2nQa2F5P756O8VvIfVaSUzKJNJYZP6Hrc7XewqEhEeN6WFXtbTFu6ro+VMFwZPLRMWxA7YrrhcWAoLATDKivRRx9ugZWqCiPT5sqDhbE562U7oau63723xtwEi3sXQM5Fuzs1DUS4v4zwwwovYzCAUBY5+UXV5L0CSJMkdNj8LZdtB5yUm0f2iL37MV5SbytlYLm6AP5b1WN/jZU1dfO+dIzhdCvfkRPHE3CQ6W61U9cRgpU0dmM1qq6ykY/NmAIIe/cZlvCBJ6u+OxIXsTvwEFy6KDzeI37+p3xEbD7yMl07V13T0k6AsADq+/BJnZ5e7hixJkjRs9qoKug6J6MovYpfj7TLi1Kr4+sNjL+k8R+qPsK92H1qVlm+N+9aVGKp0I9DoYPqT+MZ198W72MrKWZItCtLy7UG4VE68O4PILy1x82ClSyUn0iXJ3U5vEN/jZvarijPbzbxfIDJTHx37aL8qtsMVrXRYHQR56RkXdemVdA67kwOrSwGYeHv8gGx0AHtlJYrZjMpgQB8ff8nPIV1588aImyhfFjRAYCKEjxNN8wrW9NtvZuRMPLWe1HXVURKmoNLpcDY1Ya+6/EnwnFvF0vD8PbVYOmW2qiRJ14Dcd2DfX8XP97wE4VmXdZrXTryGgsLc6LmkBaYBYOq289gbBzF128mO8ef5e7NQqVScPlAHCkQk++EX4jHgXC2vvwGKgtec2RhSUi77pUlSrxDPEMakxHMyfCcAOz84jTP9PtGHp60S8j/na9PiAHivzRNVbByKxULnli/cOWxJkqRhaf3tTwHQhCpU2m8FYOrCeIyXGIH616Pic8LdyXcT5R01soOUbiwTHkbr74t3hGgoavrsM5bkiN+pXWXdtAfXA7Bn13G3DVG6PHIiXZLcrXciPfX2fg9/VvwZbdY2or2jmR87v9+23liXuakhqNWX1hwN4Pi2GjpbrXgHGMiaN/gHBEtvPnpqKiqt9pKfQ7rybumZSD9Q1kKHxX7eeBej1sjcmJ54l9ptGDMzAejOvfzmJlFpAQTHeOOwuzixQ2alS5I0ylUfgjU/FD/P/TfIWHxZp6lqr+Lzks8BeDzrcQAcThfffy+X0sYuIvyMvPzwRIw6DYqiULCvDhi8Gt3R2krbJ58AEPTNxwZsl6TLtSR5CQdj1mPRddJaZ+boziaY8m2xcfcfSQ7xYmZyEC5U5GdMB8Ak410kSbpGuWpO0rY1D4B1yV/Hz6XB6K1jwvyBq64vZHfNbvbX7kerltXo0ggweMPkx/GLF1Gops8/Jz7ASHaMPy4FzGEuAJrzbe4cpXQZ5ES6JLmTxQQVe8TPaWcn0u0uO2+eehOAb2R+A81XGpBuKxCNRm8ac+mxLlazncPrywGYsigRrW7wXK6z+egy1mW0ig/2IjHYC4dLEVE/GUvEhtLt0NnQb98FcSJ/f3PFZjx6412G0SVcpVKRc6v4cHpsazUOu/OyzyVJknRFtdfC+w+B0wZpd8Lcf7/sU/392N9xKk5mRs0kOzQbgF+uK2DH6UaMOjWvPDyJUB8jAE1VnbTWdqHRqkmeFDbgXG3vv49isWDMyMBz6pTLHpMkfdW8mHl4eOnZG7sKgINry+lMfQS0RjiTC+W7+Pq0eAD+rhcrIbr27sXR2OiuIUuSJF0ep4PWXz+O06rG5m3EbpwGwKSF8egMQ8+fdrqcvHDoBQAeHPOgrEaXRsbU7+Idp0Ktc+Goq8O8fz/3TRC/W3kWbxRceLUGU1sv33+vJXIiXZLcqfgLcDkgOE1Ec/RYU7KGms4aAo2BLE7uXzV3pq2bwvoO1CqYk3LpzU+ObKrEanYQGOlF2rSBFXK9LAX5ABhkPvqodnPPzZQtBQ0QlARRk0S8y4lP+u03M0rEu9R21VKXFABA95HLbzgKkDQxFO8AA90ddk7vrx/WuSRJkq4IuwU++Bp01kFIOtz7d1Bf3sffyvZK1pSK6Kwnxz8JwPsHKnltdxkAv3sgm7HnxK0V9DQZTcgOxuDRf2WXy2ym5a23AQj85jcHbUIqSZdLr9FzV+JdFIYcxBLcgsPqZPf6Fsj5mthhz5+Ynx5KpJ+RArUf5uR0cLloX7/evQOXJEm6RB1b/g/TATEJ+WXmN/F0qfAJMjJ2zqVNhH9S/AnFbcX46n359rhvX4mhSjci7xDUU74hstKBts8+Y3F2FAatmpNNBlr9xMrFbTsPu3OU0iWSE+mS5E4F68T31AV9DzlcDv5x/B8APJr5KB7a/pmq2wrFB4Wc2AD8PS8t8629qZujW0Qu9rQlSReMhbH2VaSnX9JzSFdX70T6tsIGXC4Fxi0TG469328/o9bILbGime0m30oArEVFOFpbL/u5NRo1428RWel5X1SiuC6veakkSdIVoSiw9l+h5pDoQbL8HTD4XPbpeqvRZ0fNJiski/2lzTy76gQAP5qfyh1ZEX37Oh0uig6KG4yDxbq0vvc+zpYWdLGx+C647bLHJEnnsyR5CagU1ke9jkoFxYcaqA79JqjUULQJbVMBD04VK8u+iMwBxAW+JEnStaLmxE5cK/+EtU2H2eiHh69oLDptSSIa3dCnulosLfzxyB8B+M647+BnuPQeZJJ0XjO+j3+S6CnWsXEj3k4bC8eKz4ZNQaLRd83xdrcNT7p0ciJdktzFbjmbj55+tup8Q/kGKjsq8Tf480DaAwMO681Hn5cWcslPueujIpx2F1FpAcRnBZ1/aPUNOBoaQK3GmJZ6yc8jXT2T4gPxMWhp6rSRW9UKY+8FlUYs3W483W/fOxPvBODzlu3ok5IAMB88OKznz5gVid5DS2udmfITzcM6lyRJ0og68DLkvS0mDu//p1i1c5nKTGV91ejfy/4eVS1mvvv2YexOhTvHRfAvtyT32780r5HuDjtefnpiMwL7bXOZzTS/+ioAwd/9LirdwIbfkjRcYwLHkB6YTr1nBboscaG+Y20HzrS7xQ57/syyybHoNCre9k5D0emwnsqn++RJN45akiRpaPacKIaPH6XtlCcANfOewmlXCI3zIWXiwDi1C/ndod9hsppIDUhlRfqKKzFc6UbmF4XxlgfQ+zhQrDY6Nm5k2WRxI/tgt/gMaKgPoMNkducopUsgJ9IlyV1Kt4KtE3yjIGoiILLZXjn2CgAPZzyMp86z3yFWh5PdxU0A3JR2afnoFSebKTvahFqtYs6y1AsuI7ecEJ2jDcnJqL28Lul5pKtLr1UzP0N8WFx3vA68giG5pznt8Q/77Ts1YiqBxkDarG20jRWV5Ob9B4b3/EYtmbMjAcjdWIGiyKp0SZJGgdLtsOEZ8fOtv4DkW4Z1ur/l/Q2X4mJu9FzivNN47I2DtJrtZEX58cL94we8p57cWQNA+sxI1Jr+H7db33uvrxrdb/GiYY1Lki7k7mQxaf5l+Pt4+OhorTOTS08DveMfEuJq4o6sCDr0XpSOmQyAaeVKdw1XkiTpopwuhd9vKqDjg+8Q0GjC3GjA7BNJtVVcj0y/NxnVBVZdf9XeM3tZVSL6STw77Vl0anlzWxp5qtk/wi9BxLuYPniLaYmBxAd5cqY7hBbPOtRo2Lb7kJtHKQ2VnEiXJHc59bn4nr6oL691c+VmSk2l+Oh9WDFm4N3wA2UtmG1OQnwMZEb6DvmpHDYnOz8Q1clZ86IJjLzw5Hj3MTGRbswaO+TnkNzn9p6lYRtO1ImJ7HE9KxmOfSCiDXpo1VruSLgDgH3hnQB07d837Ocff3MMaq2K2hITNYWXHxUjSZI0IlrL4aNHRL+Icctg+pPDOt3J5pOsLxfZ0U+M+x4/eD+P0/WdhPoYeOXhSXjo+zcza6s3U1PYhkolVu2cy9XVRfM/eqrRn3gClbZ/drokjaQ7E+5Ep9ZxouMYCQvFZ79Du+2Ywu4UPXr2/oVHZsQD8E//LABMq9fg6u5215AlSZLOq7Sxk+Uv74Xt/8cCzSEaT4rr4coZ30ZxQVxWENFpAUM+X7utnWd3PwvAsrRlfU3EJWnEBcTjt/BWQMF8rAB7VVVPvJqaKj9RKFmS2+DWIUpDJyfSJckdHDYoXCt+7ol1cSkuXj72MgBfT/863nrvAYdtOinyVuenh15SY7KD68oxNXTj5adn8l0JF93fclxMpHtkjRvyc0juMzc1BE+9hpq2bo5VmyDtDtB7Q1slVO3vt29vvMvHXvmgUmErLsHR1DSs5/fyN5A5SzT0Obi2XFalS5LkPtZOeP8h6G6FyBxY9EcYZiPPPx4Wual3JtzJB3tcfFnQgEGr5uWHJxHuZxywf281euzYIHwC+29vefddnK2t6OJi8Vt017DGJUkX42/05+bYmwHY57mR6DEBOO0utpseE/fZD/2TCYF2psQHciQwia7AMFwdHbRv3OjegUuSJJ3DYnfypy1F3P7HnQRVbuRHupV01ekx1+lpDUrnjDUElQqm3zP0CDdFUfjl/l9Sb64n1ieWpyc+fQVfgSSBbtF/4BVuBaD1tRd5YFIMBq2ao04xLauu8cHSbXPnEKUhkhPpkuQO5TvAYgKvEIidBsDWqq0UtRbhpfPiwfQHBxzicilsOiW6Ot+WObBx2fk0VXeQt0k0l5yzIg2Dx4Wr3xSXi+4Tonmax7isIT+P5D5GnYZ5PU1H15+oA73n2dz9Yx/02zczKJM43ziaDFas8eL3yHxgePEuABMWxKLWqjhT1EbN6bZhn0+SJOmSKQp89gTUnwCvUFj2Dug8Ln7cBew9s5e9tXvRqrWEOe/mzb0VAPxhWTbZMf4D9nfYnRTsFe/VmbOj+m1zmkxnq9G/K6vRpatjSfISANaWr2XGskQ0WjVV5SqKPR8GRzfs+RPfmZuIolLzeU/UYNvHH7txxNKV9OKLLxIfH4/RaGTq1KkcuMhnwI8++ogxY8ZgNBrJyspi3bp1/bZ/4xvfQKVS9fu6/fbbr+RLkG4gNoeLDw5Wcstvt/O7zacZ7zzFnwx/RVGgoSQZl0pN6YRHAfGeGxQ5sBDtfFYWrWRt6VrUKjX/O+t/B0SqStKIC04h4GZRqGhatRZfjcKS7CjqbdG0GRvQuHTs2JHr5kFKQyEn0iXJHfrFumhwKS5eOvoSAA+OeXDQTuHHakzUt1vxNmiZkXT+RqHncjpdfPlmAS6XQmJOCInZF29QaquowNXejspgwJCSMvTXJLnVwr54l9r+8S4nPhErIHqoVCruTBBV6SfiRJVm1zBz0gG8A4xkzhQRBgfXlA37fJIkSZdsxwuQ/zmodbDsbfCLuvgxF+BSXPzhyB8AmBZ8F3/a1ALAMwvHsDArYtBjSo40Yumy4x1gIC6zf5PRppf+jstkwpCSIrPRpatmesR0Qj1DMVlNHLbsZeLCOAB21i/B6vKEg68yL1pNSqg3ayMnoqjUdB86jLVUvpdfbz744AOefvppfvazn3HkyBHGjx/PggULaGgYPE5gz549rFixgscee4zc3FyWLFnCkiVLONFTcNPr9ttvp7a2tu/rvffeuxovR7qOmW0OXt1Vxpz/28q/rTxOTVs3s33qeMf7D+gVG+32aViq2qiLm4fJ7oXBU8vUxYlDPv+p5lM8v/95AL6f830Z6SJdNd7ffh6tpxNnt5OO9/7O16fHAToKfKoByN93xr0DlIZETqRL0tXmtEPBGvFzT9XwpopNFLQU4KXz4uGMhwc9bONJUeF2U1oIBq1m0H2+6tDachorOzB4apmzLHVIx/TGuhjT01HpZLOVa8W8tFAMWjXlzWbyazsgYQ54h4OlDYo29dt3cbL4vfsiWEQFmfcNPycdYMLtcWer0mVWuiRJV1PBOtj6/8TPd74AsVOHfcqN5Rs51XwKo8aDbfvHoyiwYkos355z/ov18zUZtVVX0/r22wCE/uTHqDRDex+XpOHSqDXck3wPAB8UfsCE2+LwD/Ok26xir+tHYDej3v8i356TSLOHH3mRGYCsSr8e/e53v+Nb3/oWjz76KBkZGbz00kt4enry2muvDbr/H//4R26//XZ+8pOfkJ6ezi9+8QsmTJjAX/7yl377GQwGwsPD+74CAoaeUS1JvVwuhX2lzfz7ymNM++UWfrHmFHXtFsJ8DfxujoY3tf+L3t6OM3QKDTvN2LUelCaJa5opixIweg/turW+q57vf/l9bC4bc6Ln8M2x37ySL0uS+lGFZxAwS3yObHnrdcZG+TElPpATGvH7q6n1pb1V9ikZ7eREuiRdbaXbwNwMnsEQPwuHy8GLuS8C8EjmI/gb/Qc9bNPJS4t1qSs1cXh9OQBzH0zDy98wpOO6j4sqE6OMdbmmeBm0zE0VKw42nKgFtQay7hcb897pt2+UdxRTI6ZyKgYUlQpbRQX2+vphj8E7wEhGb1X6WlnJJknSVdJYCJ98W/w8+XGY+I1hn9LisPD7w78HwNEyl26LB7NTgvmfuzPP26OkuaaT2mKTaDI6s3/FeuPvfo9it+M1Yzpes2cPe3ySdCnuT70ftUrNofpDVHSVc9ODaQCcbJpInS0VDrzC3akehPsaWRU9GQDTypW4LBZ3DlsaQTabjcOHDzN//vy+x9RqNfPnz2fv3r2DHrN3795++wMsWLBgwP7btm0jNDSUtLQ0nnjiCZqbm887DqvVSnt7e78v6cZWWNfBr9YXMOvXX7L85X28f7CKdouDuCBPfnVvFju/5s+9x59A1d0MkTk0Nc/E0dhERdZybE4tgZFejJ0ztBVoXfYuvv/l92kwN5Dol8jzs59HrZJTYtLV5f8v/4tKrWCp6ca86T2+PSeRVms8td5lqFCx7csj7h6idBHyr4YkXW29mdVj7wONjtUlqylvLyfAEHDeavTihk5KGrvQaVTMS7t4PIuly86mV0+iKJAyOYyUSWFDHl53Xh4AHllyIv1aszBL3GRZd0LcdGFCz+/T6Y3QXttv33uT76XbqKIqUmT0mvf3b0p6uSYsiEOtUVFzWlalS5J0FXS3wnsrwNYBcTPh9l+NyGnfPPUmtV21aFwBtNbOIC3MhxcfmoBOc/6PzrmbRT+SxJwQvAPONhntPnaM9nXrQKUi9Cc/uaRm4ZI0EsK9wpkbPReAD09/SFRaAGOmhQMqtpl/hNPajf7gX3lsVgIHw9Np8Q7EaTLRvnbdhU8sXTOamppwOp2EhfW/JggLC6Ourm7QY+rq6i66/+23386bb77Jli1b+PWvf8327dtZuHAhTqdz0HM+//zz+Pn59X3FxMQM85VJ16JaUzd/317Cwj/uZMEfdvDS9hLOmCz4GLQ8MCmad781lS//9SaW++ejf2sRdLdA5AS6J/ySlvc+otMzgir/SQDMeiCl3wqw87E4LDy15SnyW/IJMATwl1v+gq/e90q/VEkaQJs8Ed8cUXDR8rffc/OYUJKC/cj3Fn9byw61uHN40hDIiXRJupqsnVCwVvw8bhk2p42/Hv0rAI9lPYaXzmvQwzacEJOgM5KC8TFeeNmaoih8+WY+Hc0WfIONzF0xtEgXAFdXF5ZTpwDwnDBhyMdJo8PNY8LQaVQUN3RSVN8BIWkQOx0UJ+S93X/f2Jvx0fuQG+0AoGvP4NVIl8on8GxV+r5VpSKvXbouyYZlktu5nPDxY9BSAn4x8MCboBl+JFmDuYF/HP8HAJ21Cwj28uHVb0zC9wLvv52tFooOiJU9ObfG9T2uuFzU/1LksPrdfTfG9PRhj0+SLseytGUAfF78OWa7mRn3J2Pw0tJsCeeY+S7Y/3dWZBrx8tDzWew0AFrfeUe+j0sXtHz5chYvXkxWVhZLlixhzZo1HDx4kG3btg26/zPPPIPJZOr7qqqquroDltymw2Lnw4NVPPjKPmb86kueX19Afm07Oo2K2zLC+OtDEzj4X/P5v/vHMyMhEM2u38J7y8FuhqSbcS39gDP/+T8oLoWSad9DUSBhfDAxYwIv+twWh4Ufbv0hh+oP4aXz4m+3/o0YH3kTR3KfwB8+C0BHQTuOg2v49pxE8vHFqXKgbfWitlIWpI1mo2IiXV6MSzeMgrXiw0BgIkRN4KPTH1HXVUeoZ2jfBc5gVh8VE+l3jRu8udm5cjdXUna0CbVWxYJvjcXgOfRJhe6jR8HpRBsRgS5qeE3apKvPz0PH7BSxYmFVXk+jkgmPiO9H3gKXq29fo9bInQl3cixBVEZ27t6Fcs724Zh0RzxavZq6UhOluY0jck5pdJENy6RR4Yv/hpItoPWA5e+CV/CInPaPR/5Et6MbpzkWvWUCr31jEtEBnhc85tiX1bhcCpEp/oQlnK1wM33yCd15eag9PQn54Q9GZHySdDmmR04nxieGDnsHG8o34OGtZ8a9yQAc6HqQ9m4PvA/8ka9Ni2Nj3FTsGi2WU6ewHD3q5pFLIyE4OBiNRkP9V6L86uvrCQ8fPDYyPDz8kvYHSExMJDg4mOLi4kG3GwwGfH19+31J1y9FUThY3sK/fniUyf/7BT9deYw9Jc0oCkyJD+SX92Rx8D/n8/LDk7gjKwKjTiNW0b77AHz5C1BcYoXtgx9S//sXsVVUUJ+2gGZXIFqDhtlD6AHWZe/ie1u+x+4zu/HQevCXm/9CZlDmVXj1knR+xsk345USCIqK1j//L0uyI/E1jKHcrxCArVtkvMto5vaJdHkxLt1Qjn8ovo9bhtnRzcvHXgbgu+O/i1FrHPSQwroOCus70GvUF81HLz/WxN5PSwCYvTSF0LhL+3BqPnQYAM+JEy/pOGn0WJIjboB8lleDy6VAxt1g8IO2Cijb1m/fe1PuJT9GhUUHzsYmrAUFIzIGL38D2bfGArDn0xKcjpGZoJdGD9mwTHK7Yx/Bnj+Jn5e8CBHjRuS0xxuP83nJKgDsjYt46WuTGBftf8FjbN2OviajOT1/+wAcra00vPBbAIKfegrdBSafJOlKU6vULE1dCoimowDpMyKISPbD4dKzs/1xlAOv8p0sDU4fX7ZFZgPQ8s677hqyNIL0ej0TJ05ky5YtfY+5XC62bNnC9OnTBz1m+vTp/fYH2Lx583n3B6iurqa5uZmIiIsX/0jXL4vdyVv7Krjld9tZ+tJeVh6pxmJ3kRzqzU8WpLHr3+bx4Xen8+DUWPw99eIglxMOvw5/nQrFm0FrhMV/gcV/pu3TVbR9+CE2nQ/FcYsAmLooAZ/Awa+fe9V11fHI+kc4WHcQL50XL81/iUnhk67wq5ekoQl86scAtOa2ojm6hidvSuGUh+gb0XDUIq7lpVHJ7RPp8mJcumF0NkDJl+LnrKW8deotWiwtxPjEsCR5yXkPW3NMVBbPSQ3Bz+P81eXNNZ1sevUkKJAxO5LMITZdOZf5cM9E+iQ5kX6tujU9DG+DlurWbg5XtoLeE8Y9IDYefqPfvulB6aSEZnAirqcqfeeuERtHzq2xePjqaW/s5sT2mhE7r+R+smGZ5HZncuHzp8TPs54WPUdGgNPl5AdfiKW29rYcXli8iDmpF+9Lcmr3GWwWJwHhnsSNDep7vPH3f8DZ1oYhJYXAr39tRMYoScOxJHkJerWeU82nONp4FJVKxU0PjkGtUVFunUJZ9wT89/+Gx2YlsDpxJgAdGzbgaGpy88ilkfD000/zyiuv8MYbb5Cfn88TTzxBV1cXjz76KAAPP/wwzzzzTN/+P/jBD9iwYQO//e1vKSgo4L//+785dOgQTz0l/v52dnbyk5/8hH379lFeXs6WLVu4++67SU5OZsGCBW55jZJ7mcx2XtxazKxff8mzn52gtLELT72GZZNi+OR7M9j8ozk8OS+5/yovRYHCDfD3ubD6B2AxQWQOfHsbTPg65iNHqP35/wBQeecz2GwQHOPNuHnRFxzLwbqDPLj2QQpbCwk0BvLqba8yIUxGl0qjh9dtSzDG+KM41bT88ec8MDGSNmMcFm0XOosHBccr3T1E6TzcOpE+Wi7GJemqOPahWJ4WNZFGD19ePfEqAE9lP4VOPfgEuaIorD4qJtIXjT9/ZUd7Uzef/ykPu9VJVKo/c5anXnIzM8VmE9EuyIr0a5mHXsPtY0XV4ydHeiawJ/bEuxSsGdB0dMWYFeQm9Uyk79gxYuPQG7VMXZQAwMF1ZVi67CN2bsm9ZMMyya06G+D9h8BhgZTb4Ob/GrFT/3TTyzTaSlCcRr43/ofcnX3xG9JOp4ujW0TGb/atsajU4u9p99GjtH30EQDhP3sOlW742e2SNFwBxgBuTxBxl2+fEr1TAiO9+lZS7Gh/HFve53wrrZuGyEQKAmJR7HZaP/zQbWOWRs6yZct44YUXeO6558jOziYvL48NGzb0vT9XVlZSW3v2c+KMGTN49913efnllxk/fjwff/wxn332GWPHjgVAo9Fw7NgxFi9eTGpqKo899hgTJ05k586dGAwGt7xGyT2sDicv7yhh1v99yW82FtLUaSPK34P/XpTBgf+cz6/vH8eE2ID+16eWdjj4KvxtJry3DOqPg9EPFvwSHvsCQtOxFBZS9cT3wG6ne/5DVLb5gQpuemjMeRuMOl1O/nb0bzy+6XEauxtJ9k/m3TvfJTNYxrlIo4tKpSLoBz8FoDXPjPbwuzw5ZxZF/iLeZfumY+4cnnQBbp1IHy0X47KqTbriFEUsVQPI+Tp/zv0z3Y5uxgWPY2HCwvMedqKmnfJmM0admvnpYYPu02WysuqPeZhNNgIjvbj9O1lohtC5/Kssp06hWCxo/PzQJyVd8vHS6HFPT7zL2mNnsDqcEJ4lmo66HHCo/2qfhQkLKR0jIoDMubk4R/DvX/rMSAIjvbB2OTi8vnzEzitdn2TDMumiHDb48GFor4GgFLjvH6DWjMip39h/go1nxN/HyX4P8i83Da1q7fT+ejpbrXj46kmbIm5iumw2av/rWVAU/O6+G89Jchm5NHo8nPEwAJsrNnOmUxRrTLojHt9gI12uYA50Lsdn1y/59pxEViXOAqD1nXdxWSxuG7M0cp566ikqKiqwWq3s37+fqVOn9m3btm0br7/+er/9ly5dSmFhIVarlRMnTnDHHXf0bfPw8GDjxo00NDRgs9koLy/n5ZdfHnCtLl2/FEVh3fFa5v9uO79cV0CHxUFqmDd/WJbNtp/cxDdmJuBt0IqdXS5oKICD/4B3HoDfJMPap6HhJOi9Yca/wPdzYfqToNFiLS2l8rHHcZlM6MZP4oTvPACyboomLH7w+NIznWf4zubv8Ne8v+JSXCxJXsI7d7xDlLfs/SWNTj533I0+wh+XXU3Li//HspxQyv3EXI6j1EiXyermEUqD0bp7AFfC8uXL+37Oyspi3LhxJCUlsW3bNm655ZYB+z///PP8/Oc/v5pDlG40FXuguQh0XpyKyuKzTb8H4KdTfnrByvFVeaKi+JYxYXgZBv7v2tFiYdXvc2lv7MY32MjiH2Rj9Lq8qrfeWBePiRNRqd2e+iQNw7TEIMJ9jdS1W/gyv4GFWREw9TtQuVdMpM/5MWhFpZBRa2TOlKXUBL5CVIuLrj178B2h5sxqtYoZ9yWz5s9HObatmrFzo/EL8RiRc0vu446GZYO9dxsMBlnxdqNZ/1Pxd8zgCyveE5VrI+Dzo2d4ft8L6Pwt+GvieWXJ94d0nNPp4tC6MgBy5sei0Yn3zqa//Q1rURGawEBC//3fRmSMkjRS0gLTmBoxlf21+3k3/11+PPnHaPUa5q5IY/Wfj3LMfBdpp37CNydX8WbaZOpPrSesuRnTZ6sIWL7M3cOXJOlKcrnA2i6+LCawdoLiFEVhKP2+N3Za+cfOMk6eMREHjPfSsXRSNLPiVWis2+FAG3S3QHMJNBWJa2HHV27IhYwRzUTHrwDPwL6Hu48eperb38FpMmEYM4byBT+h40ATPoFGpi1OHDBsu8vOmyff5O/H/k63oxsPrQfPTnuWRUmLruS/LUkaNpVaTcjT/07NT/6dlqNOAne8yGO3LOF43S7CuuJYu+4AD6yY7e5hSl/h1on00XIx/swzz/D000/3/XN7e7tcIi6NrJ5qdGXsffzm6IsoKCxMWMj4kPHnPcTudPFZz0R6bwPJc7XWdbH6T0fpaLHgE2Tk7h/m4OV3+ZNKXXtEPJLnlMmXfQ5pdNCoVSzJieKl7SV8cKhKTKSPuQt8o0Ql54lPIHtF3/7L0pbxbsqrRO13Ubt+1YhNpAPEZgQSkx5AVX4ruz48zR3fG3fJsUPS6HJuw7IlS5YAZxuW9eamflVvw7If/vCHfY/JhmXSJTn4Khz+J6CC+16F4JQROe2GE3X86+crMcaKm8l/vu0XaDVD+3hcsKeW9iYLnr56xt4k3qe7T56k+eVXAAj/2c/Qyh490ij0cMbD7K/dz8qilTyR/QReOi9iM4NImRRK0aEGtpm+y32b/4vv3PQ6nx6fw3ePr6LptdfwX3o/Ks3IrAKRJMmNXC5oLIDqA1B3HFrLxVdbJThtQzpFCPAMQE+vUJzA/p6v89F6QMxkSJgjrk1CxsBXrgtMq1dT++xzKBYLxnHjUJ7+NfmvlwJw8yPp6D3OvkcrisLeM3v5zaHfUNxWDMCksEk8N/05EvwShvQ6JMndfO5chOEvv8Na0UDzK3/nvtcfZ1VwHWFdcVTsa0NZpvRFB0qjg1sn0kfLxbisapOuKHMLnFoFwJexWRw69mcMGgM/mvCjCx62taCBpk4bwd56bkrr3+ysqqCFjS+fwGp24B/myeIfZF+0a/mFuCwWzIcOAeA9a9Zln0caPZZPjuGl7SVsP91IdatZNPWZ/Dhs+Tns/xuMX973wTXKOwr7rImw/yCWHbtRbDZUev1FnmFoVCoVsx5I5YP/d4Dy482U5jaSNCF0RM4tuc/TTz/NI488wqRJk5gyZQp/+MMfBjQsi4qK4vnnnwdEw7K5c+fy29/+ljvvvJP333+fQ4cO8fLLLwOiYdnPf/5z7rvvPsLDwykpKeGnP/2pbFgmCRV7RDU6wC3PQeptI3La9cdr+ZcP9qOPWwnA0tSlZIdmD+lYu83JoXXlAEy4PQ6dXoNis1H7zH+A04nPwtvxXTAy45SkkTYrahbxvvGUt5fzadGnfC1DNMOduTSFihNNNFhSOFEew9cnfMkbY+fQUbAJn8pKOrZswfc2+XstSdekzkbRL6lgDVQdEFXn56MxgNFXRK6otaBSg0qFw6VQ226l0+oCRG+mCD8PDNpzbrBpdOARAB7+4rt/HASnQkiq+Pk8kWwus5n63/yGtvfeB8BrzmyC//c3fPDCcQDG3RxNdNrZm9OH6g7x59w/c6ThCAABhgB+PPnHLEpcJIt2pGuKSq0m5KfPUf3kU7Sc0hCw9hcsuu1eal5rw9PqxZovTrHoNpnxP5q4PdpFXoxL172j74PTii08ixdKPwXgkcxHiPC+cJXlR4erAZF3revJPFdcCrmbK9m/qhSXSyE80Y+F383C03d4k57mw4dRrFa0YWEyH/06ER/sxYykIPaUNPPhoWqevjUVJjwC238NtUdFPELcjL79b77ju7S9dBD/Ljt1u7YQcfP5s/svVWCEFxMWxHFoXTk7PjhNdHogBg+3v/1Iw7Bs2TIaGxt57rnnqKurIzs7e0DDMvU5EVG9Dcv+67/+i//4j/8gJSVl0IZlb7zxBm1tbURGRnLbbbfxi1/8Qt7ovtG1VcIHXxc9HjLvhVkXvgk9VCsPV/OTj4+iC9mMWt9MmGcYT098+uIH9jj6RRWdrVa8Aw1kzo4EoPHPf8F6+jSawEDCn312RMYpSVeCWqXm6xlf5xf7fsHb+W+zfMxytGotXn4Gpt+TzPb3TrOv82skbHmWH81/g9WHZ/Lg6S+o//sr+Nx6q5ykkqRrhd0CJz4W16MVu0Fxnd2m84KoCeIrKBkC4sVEt3cY6AYWaO0rbeb77+XS2GHFoFXzkwVpPDozAc0IVMp27t5N3c//B3tlJQDB33uC4CefZPPrBZhNNvzDPJm+JAmX4mJH9Q7eOvUWB+oOAKBX63kg7QG+M+47+Bv9hz0WSXIH75tvxiM9ge78Mhpf/4Rlb3yHJ8P2kHFmEgc2n+LO+RmoZVX6qOH2mQx5MS5daYqiYO1y0NVupbvdhsPuEtFuPdv1Bg1Gb5348tKh0Y5gPrjLBYdeBeDNuLFUN+wmxCOEx8Y+dsHDmjqtbC1oAGDpJBEz1N7Uzda3C6guaAUgdWoY8742Bq1u+Etsu3bvAcBr5kx5cXQdWT4llj0lzXx0qIp/uTkZrVcQjFsGR96AXb/vN5E+NXI6b2cFMmlfCydW/mNEJ9IBJi6Mo+hQPaaGbvZ9VsLcFWkjen7p6nvqqafOu3pssAahS5cuZenSpYPu39uwTJL6sXbCeyvA3CSaJt/94oAl4Jfjrb3lPLvqJGpjNfqgnQA8O+1ZvPXeQzre3G7jyMYKAKYvSUKr09C1dy/N//gHAOH//TO0gYEXOoUkud2ipEX8Jfcv1HTWsL5sfV+WcObsKAr311FXCtsbV7C4+Z98MGshtuJtcPIE5oMH8Zoyxb2DlyTpwjobRCTaoVehq/Hs45E5kHE3JN0CoRkwhCgzl0vh7ztK+c3GAlwKpIZ589eHJpIcOrT3zAuxnD5Nw29eoGuneC/WRkQQ+b//D68ZMzi1+wxFB+tRqVVMeTCa94rf5b2C96jqEM3ltSot96bcy7fGfYtwr/PH/ErStUClUhH2s19SvnwFplIjgW/8kOm3fYfW152EdwTxz/X5PHZnhruHKfVw+0Q6yItxaeSY223UlZporumkubqTpupOOpotuFzKxQ/u4eWnxy/UE78QD/xCPQiO9iEk1ufyqr6LNkJzMTWe/vy9WUSn/HDiD/HUeV7wsM9ya3C4FMZH+5EY4MmRjRUcXFOGw+5Cq1Mze3kq6TMiRmzSu2v3bgC8Zs64yJ7StWRBZhgBnjpqTRa2n27klvQwmPkDyH0LijZB7TGIGAeIN++4ux6AfS/hvT+fDks7PkbfERuLVqfhpgfTWPWHPE7sqCFtajjhiSPTKFCSpOuQywWffBvqT4BXKCx/D/QXfu+8GEVReGl7Kb/eUAAqBxHJn9PuFD1L5sbMHfJ59n5ajN3qJDTOh5RJYThaWjjz038DRcH/gQdk9IV0TfDQevBw5sP88cgfeeX4K9yRcAcatQaVWsW8r6fzwf/bT4V1EkW7/8DPlt/L6q2TuatsL2W//SNjP3jH3cOXJGkw3a2w4wU48Ao4reIx32iY/BiMvQ8C4i7pdGabgx99kMfGk6JH3b05Ufy/e8biqR/eNJK1pITmV1/D9Nln4v1epyPwwQcJfupJND4+NFV3sOP90wA0ZpzigQNP43A5xMvR+3Jf6n2sSFtx0RXeknQt8cjOxueW2XRs2Un954U8cLvCfwYXEN+USe62Y1TPiBdxrZLbjYqJdEm6XE6HizOn26jMb6Eqv4Xm6s7z7mvw0uLpo0dn6Kng7pmEtnU7sHTZsXbZURToMtnoMtk4U9TW73hPPz0hMT4Ex3gTEism130CjReezN7zFxTgl7EpWKz1TAqbxKLEC3cPd7kU3t1fiU6BxV6+vP3sXrpMoulLZIo/Nz2URkC410X/3QyVvaEBa2EhqFR4zZAT6dcTg1bDfROi+ceuMt7YWyEm0oOSRDzCiY9FVfrSf/btP3PRdzj6i5fx73Sx8fM/cP8Dz43oeKLHBDJmWjgF++rY9k4BS/9jMhrNCK4AkSTp+vHl/0DhWpHTuvxd8B9eE3iH08Vzn5/k3f1i2fj0iYc40VVJgCGAf5/y70M+z5miVgr21gEwe1kqqKD2P/4TR2Mj+qQkwp4Z+rkkyd2Wpy3nnyf+SZmpjM0Vm7k9QTQbD4zwYvKdiez/vJRd7d9kxd7/o+vef8H++wPojh6hY89efGacvz+VJElXmcMGB/8hIhwtbeKxqIkw/UlIXyxyyy9RncnC428e5ERNO3qNmp/fncnyyTGXXcilKArmgwdpee2fdJ5TLOlz222E/uvT6OPiMFlNbDu1mtLXQG/3otL/FOu8XwaXQkZQBvel3MddiXddtChNkq5Voc/8jM4dCzA3GDC/+F8kLnoa1+eQ2hnIc+/n8ep3p8sEgVFATqRL1xzFpXCmuI3TB+opOdKA1ezotz0oyovgGB+CorwJjvbGP8wTT1/9RSNbFJeCpctOe5MFU6MZU2M3rXVmmqo6aK03YzbZqDA1U3Giue8Yo5eOkDgxqR7aO7ke1DO5fiYXKnbxpZc3O6z1aNVanp327AX/8DmdLjZurSCp0sYiuxHL/iYAvAMNTF2USNq08BH/w9m7lM6YkYE2IOAie0vXmoenx/Pq7jJ2nG6kqL6DlDAfkTF84mM4+SnM+08ITgZAYzBinZWNx5YjtHz+Gdb7/g2DZmQjsWbcn0z58Waaa7o4tLacqYsTR/T8kiRdB/LeEzf6AO7+C8RMHtbp2i12nnznCDuLmlCp4NGbYWXt5wD8bPrPCDQOLYbFaXex7V1RIZcxO5LwRD+aeyYEVHo9Ub/7LWoPj2GNVZKuJm+9N1/L+Bp/zfsrfz/2d26Lvw21SnxezlkQS/HBGpprfdl5ehL/uuQUryTOYGHxTgqff4GJn38sL+YlaTSo2AOrnoKWEvHPIelw2/+D5FsuOw7tRI2Jx944SH27lSAvPS8/PJGJcZcXWeZoasK06nPaPvkEW0nPGFUqvG+5Gb9Hv0FJjIZ1dRvZv3E/h+sOc0vhIyR2jqdD38KxcRv4RuojLE5aTEpAymU9vyRdS/TRUQR/7wka//gXGnbbWbawlN/7Qnh7AkpJJW/ti+Th6fHuHuYNT06kS9eMLpOVkzvPkL/7DJ2t1r7HPf30xGYGEZMeQHRa4GU33lSpVXj46PHw0ROW0D/Swm510lzTSWNlB41VHTRWdtBS04Wly07VqRaqTrX07Wv00hEQ4Ylf1xGMnffzpq9CVJuJO9JuJ8ASRmeriJpx2Fx0d9jobLHQUmemsbKD2hITDquT7J7/Nf3DPBk3L5qMmZFodFemcrdj02YAfObfckXOL7lXbJAnt2WEsfFkPa/tLuf5e7MgfCykLoTT68Vk1ZIX+/bPWPFdzmz5Ntknull58gMeHPfwiI7Hw1vPnBWpbPrHSQ6vLycmPYDIFHkDR5KkHpX7YfW/iJ9n/yuMe2BYp6tuNfPN1w9yur4TD52GXy9N5W9FT+JSXCxOWswtcUN/7zuwppTW2i48fHRMX5JE1779NPz2twCE/vu/YUyTvR+ka89D6Q/x5sk3KW4rZmvl1r7/JzQaNbc8Oo6Pnj9AsWU2KV/8jrhHvoP1Z3vxKjpFwxdbCbv1ZjePXpJuYNZO+OK/4eAr4p+9w0SBTPZDQ8o+P5+tBQ18750jdNudpIR689o3JhMTeGkV4IrDQefOnbStXEnntu3gEIVvKqMR+20zyZ0XzU5NCXn5T2A5Yek7Lqf6VhJbxqOoXcz9ZjL/Nn61vGEn3XCCHv827Z9+hLWyHstL7xHwyPdhK4wz+/Pb1flMSwwiNczH3cO8oakURRl6ePQNor29HT8/P0wmE76+I5cRLF2eulITx7ZWU3KkAZdT/LrqPbQkTQghdUo4kSn+bulg7LS7aD7TSUOFmFhvrOyguaazb4yXy6xSKNI5efzBTCZPiUR1BV+bs7OLounTUex2Eld/jiFF3um/Hu0vbWbZy/swaNXsfeYWAr30UH0I/nELqNTwvf0QkgqA4nRyfNZ0dK0d/HWFH7/6jy146UYuSqjXljdOUbC3Du8AA8v+awpGr0tfcnojkO9HQyf/XV0HWivE36WuRhhzFzzwFqgv/yby1oIGfvRhHm1mO6E+Bl59ZDIrK3/PyqKVRHhFsHLxSnz0Q7sQOVPcxqe/PQIKLPxuFjFhDsruux9nSwt+dy8m4le/khf70jXrz7l/5uVjL5MWkMaHiz7sq0oH2PtJEUc2VeGpbmH5hPd5dWM4txzfQmNUIrO/WCN/7wch34+GTv67ukxlO+Gz74FJxJUx4RG47RdgHF7/oc9ya/jxR0dxuBRmpwTz4kMT8DUO/TO6tawM0yef0PbZZzgbm/oeb08OZ99ELz6OraNNa+13TIAhgEnhk8hqnYl5oyiumbsilbFzo4f1WiTpWmY+kkvFgw8C4L08jNc6vklwVzT7vBtoiIrk0ydnDLtXgdTfpbwfyX/z0qikKArVBa0cWlfeL6s8PNGPrHlRJGWHXrEK7aHS6NSExvkSGnf2f7LeyfW2dX/lREU5W3Vx+FqCSPJIRevQY7M4sFucqDUqNDo1Hj56vPz0+Id7ERTpxZraZv6eV83s1GCmTIu64q+ha8d2FLsdfXw8+uTkK/58kntMSQhkbJQvJ2raeWdfBd+/JQWiJ0HanSKD+Mv/gWVvA6DSaAhevATTG2+RndfOm6fe5InxT4z4mGYvS6W22ISpsZtt7xSy4FuZ8mJckm5k5hZ4534xiR6eBfe+fNmT6Hani99uOs1L28US8qz/z959h0dRfQ0c/+5usum9J6QBAUINNTTpTYqiIqCiNDsqil1fxc4PsaAiICqg2BAFRWlCpEjvPdQEEkJ629TNlnn/WFmNoSSUbMr5PM88yd65c+fMQHImd2buDfHgs3vbcyB3Az+f/BkVKt7q9lalO9FLCspY++URUKBZl0Aimntwdsy9mHJycIiOJvC11+T3l6jV7o2+l+/iv+N47nFWJKxgWKN/5vPpOLQhp/ekkp/tzdYjTRky2ovco1r8UhLYsfAnOo+/04aRC1HPmE2w8V3Y9C4oZvAMg2EfQ6Pe19z0gi2JvP7bUQBuaxvCuyNaY1+JuYzMRUXo1vxB3s8/U7Jnj7W8xNWeDS1hXUszyX5ZgKVj3dvRmw4BHegQ2IGOAR1p5NmIlBN5/LZkP6AQ0y9UOtFFvefcri2etw0mb9lKylak4DzhGBxoQLtiT+al6nhx6SFmjoqR608bkY50UaMoisLZw9nsXnmG9EQdAGqNiiYdA2jdJxS/sJr9CovGXo2/aybOmTOYFOVPmp0ddze7mwmxva64bX6Jge/+dwRUMLaaxr0qWLcOALf+/eSXcB2mUqm4v3tDnly8n/lbEpnQPRIXBzvo+6pleJf43+DcHmjQHgCvYbeS/9UiOpxQmLJ7AaOajqr0GMKVpXW0o//EFix9dw+n92ZwbJs30V2Dr+s+hBC1hKEEvr8Lsk6AewO4+0fQXt2bMCl5JUz+fh+7z+YCMK5rBC8ObkZ6cQqvb3sdgPtb3U+noE6Vas9sVvjjyyMU5urxDHCm+51RpL78MqUHD6L28KDBJx/LuOii1vN09GRiq4l8tPcjPtn3CQMiBljnSLHTaugzvjXL3tvDsZK+RO7/iJSb+tB4w2oMs2aiu20Q7p41+/pciDpBdx5+fgDObrZ8jhkDN08HB9dralZRFD5Ye4JP/jwFwPhuEbwypPll3/hWFIWS/fvJX7qU/BUrUYqLATCrYF9DFevbqNjT2IxJo8LLwZsBgR3p+PfS0KNhub87s88XsmruIcwmhUbt/Ol6uzzcJQRYJh4t+HMDZfnF3L7mR75p1BTfolC6KHn8uv88bRp4MqF7pK3DrJds+0ivEP+Snqjjlw/2seLTg6Qn6tDYq2nduwFj3uxC33HNa3wnutXGd5nu7U6anR0NXBswud3kSm329dYzFOiNNAlwpU8z/xscJJhLSy1j1gFu/fvf8P0J2xraOogIH2dyiw18s/2spdC/GbSxvDLGuqnw90hfji2a49CsKVoTdNhbxOcHP78hMQVEuBN7q2Wy0U0/nCA7pfCG7EcIUYOZTbD0AUjebnklfcxP4F71m2pms8LX284w4ION7D6bi5uDHbPvacdrt7RApTLx7KZnKTIU0c6/HY/GPFqpNhVFYdP3xzl3LBc7rZpBD7VEt2Aeut9+A42GBh9+gLaBPDUn6oYx0WMIdAkktSiVb+O/LbcuuLEnbfuHAbA+axw9mp0kx9kT36Icfn1phi3CFaJ+SfwL5na3dKJrXeH2zy1zHF1jJ7rJrPDyL4etnejPDGjCq0Mv3YluzM4me/4CEoYO4+xdd5O35CeU4mJSveC7nmoemaTh47td0fbpwVOxz/LTsJ/YMGoD7/d6n9HNRtPIs1G5TvSc1CKWf7SfshIjQY096Dc++oYOaypEbaJxdyd4xocAlB2zJ0xteQgypsgbV7PCWyuOsv5Yhi1DrLekI13YXH5mCWu+OMxP03dz/mQeGns1bfuHcd/bXblpVBPcvB1tHWLlZZ5gZcJv/OLmihoVb3Z7E2f7K0/OUqQ3Mn9LIgCTejeuljHfC+LiMBcXYx8cjGPLljd8f8K27DRqJvW2POExb1MCxWWWSX/o9QJoHODMX3B8JWB5gt1r9GgA+u8z80P895zOO31D4mrbP4wGzbwwlplZOfcQpUWGG7IfIUQNpCiw6nnLWzEaLYz+Dvyjq9zMqYxCRn62jVd/PUJRmYn24V78/kR3BrcKAuC93e9xNPsong6eTO8xHTt15V7I3L3yDEf+Og8q6D++BXZ7NpD1ySwAAqe+ikvXrlWOVYiaytHOkcfbPg7A5wc/J7c0t9z62Fsa4ROkpVTx4K/EHgQPbgRAy42/sPrPA9UerxD1gqLAjnnw9a1QnG0Z+uzBjdc8ETeA3mjiie/38d2OJFQqeGt4Sx7rE1XhLWXFZKJw40bOPf4EJ3v2IuPddyk7fRq9HWxsqWLqPRremOyPdtxo/nfbPLaM3sKcfnMY22IsTb2blptz4d+yzhXyywd7Kc4vwzvYhcEPt8bOXnPNxyVEXeLaowfedw0HoPOaneS4nEZjtuMORz1mBR77bi+HU/JtG2Q9JB3pwmZKiwxsXnKS717bzqndGaCCZp0Duef1znS9ozHO7lpbh1hl59a9zJs+lklSHmj9IB0CO1Rqu+93JpFbbCDcx5khf//hf6PlL/sFAI/hw1Fdw2Ruova4rW0IYd7OZBeV8e32vycn8gyFro9Zvl/1ApRZXs10HzoUlbMzITkQlWTkre1vcSPmplapVQy4vwVu3o7oMktY++URzCbzdd+PEKKGURRY9xrs+hxQwW2fQUT3KjWRX2xg2qp4Bn/0F7vP5uKi1fD6LS1Y8lAXwn0sQ8MsO7mM7499D8Db3d8m0CWwEqEp7PwtgZ2/WW5w3zSyCQH606S+9BIA3hMn4DXy2jsxhKhphjYcSjPvZhQaCplzYE65dRp7Nf3vj0GtVjir70ChvoyisAY4mgyc+9+7JOcU2yhqIeooox6WPw6rngXFBK1GwsS14HvtQ58U6Y1MXLibFYdSsdeomHVXO8Z0Di9Xx5CRQeann3KqT1+SH3qYgrVrwWjkZBDMG6Tm8SedOTP5Fp6+/0viRv7JK11eoWtIV+w1V56cNOOsjl8+3EtJgQG/MDdum9IOR9fKT2oqRH3i/+LrOIb7Qpma7kd+RMGMf4YXfQOcKCozce+XOzieVmDrMOsV6T0T1c5oMLHvjyS+eWUbB+KSMZsUQqO9GPVyR/qOa167nkD/F8OJNTyvO0ChWk2MZ1MebvNwpbYrLjPy2aYEAB7p2Qi7Skzqcq0M6ekUbd0KgMfwW2/4/kTNYKdR81gfy8X37A2nyC/5++nvm54Bj1DIT4K/3gNA4+qKx5AhAAzep2J3+m5+T/j9hsTl5Krl5kdaYWevJuloDpsWn7whnfZCiBrkr/dgy0zL90M/hJa3V3rTUoOJeZtO02PGej7bmECZyUyvpn78MaUnY7tGWN/qOph5kDe3vwnAozGP0qNBjyu2bTKZ2fT9CXatOANA5+ENifLN5dyjk1AMBtz698f/6aerdKhC1BZqlZqnO1j+fy8+vpjDWYfLrfcJcaXL7VEAbCkYT1DrMhRUdEvay8zp36A3mqo9ZiHqpII0WDgU9i0ClRr6v2mZhNv+2ufkyCkq4+7Pt7P5VBbOWg0LxnViSGvLg1yKolC8dy8pU57mVJ++ZH0yC2N6OgVOKlZ0VPH0RA2fTgqj/YMvsuK+9fzvpv8RGxSLRl35J8nPHs7m1w/3oS8yEhDpzq1PxkgnuhCXodJqCfnsa9RaFYFnzqEy7gSgVXYhrUPcyS02cM8XOzidKcOkVhfpSBfVRjErnNiZxndTd7B16Sn0xUZ8QlwZ9kQbbpncFt8GtWQM9IsxljF943McdHTATWXH9L4fV/rV8c83JZJZoCfU24nb21XPWKv5vy4HsxnnDh3QhoVVyz5FzXB72xCi/F3JLTYw68+TlkKtMwz6n+X7LR9DlqXc6x7L+Omd4k0E5Cq8t/s9dGW6GxKXX6gb/SY0BxUc2ZTCvrVJN2Q/QogaYNts+PMty/cD3oYO4yu1ma7UwBd/JdDnvQ28s/IY+SUGmgS48uXYDiwY15EQz386GLJKsnhq/VMYzAb6hPbhodYPXbH9gpxSls/cz+FNKaCC7ndG0TLKRPIDD2IuLsa5c2eC35shb3GJOq1zUGcGRw7GrJh5betrGMzlh1xr0yeUsGhPTDiwvuQBnNtY3sQc9scCpv202xYhC1G3pOyBeb3h3E5w8IC7l0C3J0B17UN/puSVMGLuVg6cy8fL2Z7vHuhM9yhfzCUl5C5ZQuLtd3D27nvQrVwJRiOnw+z56BY1Dz2mZtud0Uy6Yzorbl/BmOZjcNe6V2nfiqKwe+UZfv/0AGWlJoKjPLllcgwOztKJLsSVaCMiCXrlRQC67fwVEyXYZ7lyf6gd0UHuZBXquefzHSRly9th1UH+EhDVIuV4Lkv+t5u1849SkFOKi6cDfe6LZuTLHQlr7mPr8K7ZsrVPsVhrRqUoTOv+NsGulZsoLaOglM82Wcaefm5gM7R2N/5HUjGZyPv5JwA8brvthu9P1Cx2GjUvD7GMQbxw6xnOZBVZVjQbAlEDwGyAXyeB2YRjs2a4dO+OSlG4e78rOaU5TN85/YbF1qitP93usDwxv23paY5uOX/D9iWEsJFtn8Iayx8C9Hrpn6GlLuNMVhGvLT9Cl3fieGtFPOfzSwnycOTdEa1ZNbkHfaMDyo3pWmwoZlLcJDJKMmjk0Yh3bnrnkmO0AphNZg5vSuGHN3Zw/mQe9g4aBj/SmujGZpImTMSUl4djq1Y0mDULtYPDNZ8CIWq65zo+h4eDB8dzj7Po6KJy61RqFf0mtsTVXUO+KZhjAYNQeTgQUJKH+4I5fLdDboQLcdUO/ADzb4aC8+DbFB5cD1H9rkvTJ9MLuGP2VhIyiwj2cGTJw11p6WwiY+ZMTvbqTdorr6KPj0fRatnbyYvnxmt48R6FM7GhvNV7OkuGLWFIwyGVfljs38pKjKyed5gdyxNAgRY9Qrhlcgxax6q3JUR95X7nvfjc2ReHMh1NTy0HIHFdHrNvb0GUvytpulJGz9vGiXQZ5uVGk450cUPlnC9ixacH+OXDfWQmFWDvqCH21obc80ZnorsGVcukmjfawYQ1vJm+EYBHA3vQs+HgSm87c91JistMtAn1ZGjr6hkbvXDDBgxnk1C7u+M+aGC17FPULL2a+tOjiR8Gk8I7K+MthSoVDH4PtG6QvMM65ILP/fcD0HlvMZ7FKpafXs6aM2tuWGxt+obSpl8oABu+OcapPTITuRB1xqYZsMYyzjjdn4Kez12yakZBKQu2JHLb7C30em8DC7eeoajMRJS/K9Nub8X6Z3oxskMomv9cRxjNRp7Z+AxHs4/i5eDFx30+xsXe5aL7MJvMnNiZxuK3d7Hxu+OUlZoIiHRn5EsdCXEv5Ox9YzGmp6Nt1IjQeZ+hcb14O0LUNT5OPjzT4RkAZu+fTbIuudx6J1ctAx+OQa2G02XdKGxnmbT+5rM7+OWzn9h6OqvaYxaiVjMZYc3LsOwhMOmhyc1w/zrwaXRdmt9zNpcRc7eRpiulsb8rP94Sisvs9zjVpy/Zcz/DnJ+PJiSYg6PaMfFRM//rW0B2qDvPdniW5cOXM6ThkMvekL6cM4ey+P6NHSTsy0Rtp6L3mGb0urspmmp4gEyIusbv9Y9xbxtM6Lm/cClIxM7owIpFm/hmYica+rlwPr+UO+ZsZdvpbFuHWqepFBmItgKdToeHhwf5+fm4u1ftlSVhUZSvZ+fvicRvPo+igFqtosVNwXQYElkrJxG9lOT8M4xZdis5KjN9FEc+vHcbak3l7qwfOpfPrZ9uxqzAjw91oVOk9w2O1uLMmDGU7N6DzwMP4P/0lGrZp6h5TqQXcPNHf2EyK8wd055BLf+egG//d/DLI6C2gwf+RAlszZmRoyg9dIgzQ9rwXOsjuGvd+fmWnys1ad/VUBSFDd8c4+iWVFRqFf0nNCeqQ8AN2VdNJ/mo8uRc1WCKAnFvwOYPLJ97vww9ni33mrrRZObAuXy2nMpi88ksdp/Nwfz3FapKBT2i/JjQPZIeUb7lnj4vvxuF17e9zs8nf8ZR48iXA7+ktV/rcnXMZoX0RB0J+zM5sSONYl0ZAA7OdnQaFknLHiEYks6SNHYcxowMtI0bEb5wIXa+vtf/vAhRgymKwgN/PMCOtB3E+MUwf9B87NXlh2DYvy6JLT+dQo2RblnvYX84mSxHD164+VnmTx5A08BaPGzjNZB8VHlyroDiHPhpAiSst3zu8azlja3rNIzY+uMZPPrNXkoMJgY5F/J81jZK160FsxkAx9atyby9Gy+pfiG9NBOwTDz8dIen8XW6+txXrCtj848nOLnb8lCMu68j/Se0ILChx7UflBD1mLkwn6Rh3cnU+bGr/fMoansaDnOic6/23P/1bvaczUWrUTPjztbcGhNi63BrjarkI+lIvwhJ6FevrMTIvnVJ7F+XjFFvmXCoYVs/ugxvhGeAs42ju76yS7K5d9ktJBt0NCszsnD4z7j4Na/UtgaTmVtnbeFoqo5hbYL55K62Nzhai5JDhzhz50iwt6fxunXYB/hXy35FzTR99THmbDiNn5sD657qiYezvaXD68d7If43yyulD8RRsG0P5x5+BJVWy4fPNWar6QSdAjvxWf/Prur1zsowmxX+/Cqe4zvSUKmgz9homnWunrc2ahLJR5Un56qGMhlh1bOwe77l84C3MHV+jHO5xRxO0XH4fD6HU/LZl5RHod5YbtOYUE9uaRPM0NZB+LtffiJyRVGYuXcm8w/PR61S82GvD+kZ3Iv8zBLy0orJSNKRnqgj/YwOQ+k/EyI6udnTuncoLXuG4OhiT2l8PEkPPIgpKwuHqMaELVggneii3kouSGbkbyMpNBQyseVEnmz/ZLn1iqKw9ssjnNydgVZVSKdDM9BmZbHPL4pPBk5iyaSbaOBVt67/K0PyUeXV+3N1fr/lujsvCeydYfhsaHH9ht78ZvtZpi4/QnB+Gk+d20j08Z3WdS433YTTuLuZxZ8sPbUMgDC3MKZ2mUqnoE5Xvc/SIgP71yVxcP05DKUmVCpo0y+MTsMisddWflJSIcSlGRMOcmbUSE579OVU4zswqcu45fnWBAYHMOXH/aw8lAbAE30aM7lfkwpvcIqKpCP9GtX7hH4VTAbL+KK7V52htNAyKVFApDvd7mhMUGNP2wZ3AxSWFXL/ins4oksgxGDkm1aP4xv7aKW3n73hFO+uPo6nsz3rpvTE17V6xlxNfuwxCtfF4XHrLQRPv3FjXYvaodRgYvBHf5GQVcTIDg14d0Qby4qibJjTFQrToNlQlDu/JmnsOIp370YzpD9j2m2nxFjCmOgxPN/p+RsWn9lseTI9fmsqAF1ua0TbAWGXfBq1LpJ8VHlyrmqOQr2R83klpGVm0HjD4wRnbcGMii/dJ7GwrC9pulJM5oqXn57O9nRt5EO3xr70iPIj1LtyHXD6YgOfbVrIpkM78CoOoJPjTTgVeqDLKuFiV7kOznaEtfChcXt/wlv6WF8vL9q+g3OTJmEuKsKhaVPC5n+JnU/tn8dFiGux5swantloGeZlTr85dA/pXm690WDi1w/3kZagw02VTsy297EvLWJJ41782XMk3z/YmSAPp4s1XWdJPqq8en2u9n8Hvz8FxlLwioBR30Jgy+vStMlsGb5x1eqd3H1sLb1T9qH+OyG6DRqE78MPsdc9h6lbp5JWlIYKFfdE38MT7Z7Aye7qfl4Lcko58leKtQMdwC/MjV73NMU/vJ792wpRDcp2riDxkSnsafwkuV5N0bvk8sibQ3Fw1PLOyni+2JwIQJeGPnw0OuaKD6XUd9KRfo3qdUKvIrNZ4cSONHb8lkBhjh4AzwBnOt/akIZt/epkh1dBWQEPr7mfgzlH8TKZ+NqxGRF3/VzpmdRPpBcw9JPNlBnNvH9nG+5o3+AGR2xRvHcfZ+++G9RqGi7/FYfGjatlv6Jm23Umh5GfbUNR4NO72zHkwlj9ybtg4WAwlUHvlynxHMiZUaNBpSJj1rM8ds4yRMPULlMZ0WTEDYtPMSts+fkUB+Is47O26BHCTXdGobGvH+MqSj6qPDlX1UNRFPKKDSRmF3Eut4TzeZYlJbeElL+/15UaCSKb+doZRKuTKFG0TDZM4g9zR2s7Wo2apoFutAzxoFWIB60beBAd5H7FJ2ZMBjMZZ3WkJehIS8gn46yOwlz9JevbO2jwDHDGJ8SFwIYeBER64B3sUmGOFt3q1Zx/9jkUgwHnDh1oMPtTNPL/SAgA3tr+FouPL8bLwYslw5YQ4FJ+uLWSgjJ+mr4bXVYpfuYTNN88G43ZwDsdx5DUuis/1LPOdMlHlVcvz5WxDFa/ALu/tHyOGgi3fwZOXtel+SK9kVfm/kH4ih/om7wHjWIZwsW1X1/8Hn8cU8MGvLf7PX468RMADVwb8Ga3N+kQ2OEqDsXEmUPZxG89T9LRHPi7Z8knxJVOQyOJbOOLSp6EFeKGKYv7gqMvzWVX85coc/DEGJLG4y+PRq1W88u+FF5adojiMhO+rg58NDqGbo3lLctLkY70a1QvE3oVmc0Kp/dmsHvlGXLOFwHg4qGl49BIyySimrrZyaUr0/HwHw9xKPsw7iYT84rtaTFhPThXbnzzIr2RW2Zt5nRmET2b+LFwfMdqudmgKApnx9xLyZ49eN45gqA337zh+xS1x/9WHWPuxtO4Otix/LFuNPRztazYuwiWP2b5fsR8UuZvQbdyFY4tWvDHy32ZdWg2dio75vafS2xQ7A2N8cI4rGB522XgAy1x8677d9UlH1WenKvry2xWOJNdxJHzOk6mF5CYXczZ7CLOZBWhKzVedtsu6iN8rP0UP/LI03jzQ+N3IbgdwZ5OhHg6EuzphL+bY6VfMy3IKeXsoSzOHsnh3PFc69Bx/1Zkn497gAPNoxrjHeiMZ6ALXgHOOHtoL5tnFbOZrFmfkjV7NgBu/fsT/N4M1A7V86aYELWB3qRnzMoxHMs5RlOvpiwYtAA3bfnxz3PTivh5+m70JSb89EdpvmMeisrMC10eIq9xC76e2IlGF64v6jjJR5VX785VfgosGQvndgEq6PWiZUz06zQe+slDp9jw6rt0PrYFuwsd6D174vv44zi1bMH21O1M3TKV80XnAbi72d1MbjcZZ/vKvQGmKAq6rFKS43M4ezibc/E5GA1m6/rgKE9a925Awxg/6UAXopqU/fYuO99bz8GmU1DUGpyizjPh6TEAnM4sZNK3ezmWVgDAfV3CeW5QM1wdbszwrLWZdKRfo3qX0KvAZDJzclc6e1adJS+9GLC8It1uYDitejeo0+OepRel81jcYxzLPYaHycTn2UVEj10D/s0qtb2iKDy5eD+/7j9PoLsjK57ojk81DemiW72GlCefROXoSKM1q7EPqJ8TN4qLM5rM3P3FDnYm5tAs0I2fH+mKy4XkuvI52PkZqO0wDpjN6Sc+wKzT4ffcs7zb6BirzqzCyc6JOf3m0D6g/Q2N88yhLNYtOIq+2Iijqz0DJrYgNLp6Jum1FclHlSfn6trkFpWx60wOu87ksOdsLsfSCiguq9hhfUGguyNh3s6EeDkR/HfneLC7llYJX+Cz+wNUihn8W8Ddi8EztMrxFOXrOb03g1O7M0g9nV9unZObPQEN3dmv3sbGstVkO5/n8dhHGddyXJX2YSosIvXFFyhYuw4A77H34f/cc6g0dfdaRoirda7gHGNWjiG7NJvYwFhm95uNVqMtVyctIZ/lH+/HUGrCtzieFrs/Q9EoPN31UTJDGvHF2I60D78+T93WZJKPKq9enasjy+C3J6E0Dxw94PYvoMmA69K0MTOTXe98iMua5dibLbnb1L4TjZ59CqeYGIoMRby/+32WnFgCQIhrCG92e5OOgR0v2aaiKORnlpCZVFBu0ReXv5nu6uVAk9hAorsG4elf/+ZEEKImKFv6Kn9+nsTp8PsA8Gl8itHPPAhYhnN94/ejfLcjCYBgD0fevr0VvZvKfHn/Jh3p16heJfRKMhnMHNueyt41Z9FllQKWDvTWfUJp3bsBji72No7wxjqec5xH4x4lozgDb5OJeWmZNL1jETQdVOk25m48zf9WHUOjVvHDg53pGFE9HYDG3FwShg7DlJ2N76OP4PfEE9WyX1G7ZOhKGfzxZrIK9fRs4scXYztgr1GD2QTLHoJDS0DjQJ7vZFI/+gaVgwMhP3zDM+c+Yev5rTjbOfNZ/8+I8Y+5oXHqskpY9dkhspILUamg7YBwOg6JwK6O3sSTfFR5cq6qJq+4jE0ns9iZmM3OxBxOpBdWqONgp6ZZkDvRgW5E+roQ7uNCpK8LYd7OOP33Z64gDZY9DAnrLZ/bjoGbZ4C28n9UK2aFc8dzObwphcQDWSgXxlFXQVBDD8Ja+hDe0gd7PxPPbXqObanbsFPZ8Xq317ml0S1VOv7So0dJefoZyhITUdnbE/j663jefv0meBOiLjqafZTxq8dTbCxmUMQgpveYjlpV/kna1NP5/Pbxfgx6Ez5F8bTcMw/sTDzR7QnOeYfy1m0tGdmh6jfXahPJR5VXL86VvgBWPQ/7v7V8Dm4HI74E74bX3LQxN5eMeZ+T/c232BnKADjToCltXn2e4B5dANh2fhtTt04ltcgy59CopqOY0n5KuafQFfM/neYZSQVkJunITCqkrKTiG2hqjQr/cHfCW/kQ0coHnxDXOjmcqxC1jfH311j2VQEZPkNAMRPkf4Db3phi/fncciqLF5YeJDmnBIChrYN4flCzSs9JVNdJR/o1qhcJvZJKCso48lcKhzamUJxvSc5ObvbE9AujZY8QtE51/5WQP878wStbXqHYWExkmYHZ6Rk0GPKxpZOgkn7ac45nlhwA4JWhzZnYPfJGhVtByrPPofvtN7SNGxG5dClqrfbKG4l6aV9SLnd/voMSg4nb24Xw/p1tLInXZIAfx8LxFShqLcnxXSnadwJtRARBPyziiZ0vsCN1B852zszoOYMeDXrc0DiNZSY2/XDCOgmph58TvcY0o0HTuveUm+SjypNzdWWnMwuJi09nXXwGe87mVpjws5GfC50ifegY4UXrBh5E+Lhgd6Wh2hQF9n0Da14GfT7YO8OQDyDmrkrHVVpoIH5bKkf+SiE/o8RaHhDpTlSHABq398fF0/IGV3x2PE9teIqUwhSc7Jz4oNcHFSY/vHy4Crlff03Ge++jGAzYBQTQ4KOZOMXEVLoNIeqzree3MmndJIyKkZsjbubt7m9jryn/QM2/O9PdS5Jouf8zHMjn7U73ssWnNXd1CuPVoc0r3pCrIyQfVV6dP1en/7Q8hZ53FlRq6D4Fer0Ammt7CM2k05GzcCGZC75CVWJ5SzzeK5y8uyZw76N3YG+nIV+fz8y9M61joYe4hvBG1zfoGNiRwlw9aQn5pJ/RkXm2gKzkAspKK76FprFT4xPigl+4O36hrviHu+Md7GKdpFsIUbOYNszku/nZ6Jx7g2ImpHQdQz54FnsfHwCKy4x88McJ5m9JxKyA1k7NhG6RPNq7Ee6Odfvh2CuRjvRrVOcT+hUoikJmUgGHNpzj5K4MTEbLuGcuHlraDgin+U3BdXoIlwtKjaXM2DWDH0/8CEBsSSnvZ2TiMWQmtB9X6XZWHUrlse/3YTIrPNijIS8Njr4xAV9E3s8/k/ry/4FaTcQP3+PUunW17VvUTn8eS+eBr/dgMivc2b4B025vZelIM+rhpwlw7HeMejWJGxpjzC3EtV9ffN7/H09sfJIdqTtQq9Q82+FZ7om+54Y/nZKwP5NN3x+n6O+bfNFdg4i9tSEuHnVnbOP6no+qQs5VRUaTmV1ncomLTyfuWAaJWUXl1jcNcKNbY186RXrTMcKr6sON5SRYOggSN1o+B7eF4XMrNeSZoiikJ+o4vDGFU3v+udbQOmpo2jmIFjcF4xPiWq7+0pNLeWfHO5SZy2jg2oAPe39IM+/KDa8GUHb2LKmvvUbxtu0AuPbtS9Bbb2LnVfduwglxI60+s5oXN72IUTHSOagzM3vPxMXepVydtIR8Vs45SEmBAa0hn1YH5+FRlMiq9l34OGQEUf6ufDgqhpYhHjY6ihtH8lHl1dlzVZgBa16yvNEJ4BFmmVA0vOs1NWvS6cj97juy5y/ArNMBcMojhF/aD+Oex0fRJzoQRVH4LeE33t/9PjmlOaCouMd3Ar01Q8k5W0JaYr71Abl/09ir8W3gil+Ym3XxDnZBU0fnPhOirjLt/Z5Fc+Ip0vQCICR1DTc9NRCfXn2sdY6e1/HWiqNsPZ0NgLeLlgd7NGRM5/B6O366dKRfozqb0K+gtNDA8Z1pxG9JJTvln1e8/cPdaN0nlMbt/evN3ef9Gft5betrnM4/jUqBifn5PJpXiP3QD6rUif7tjrP83y+HURS4vW0I793ZBnU1TbxSvHcfZ8eOBYMB38cfw2/SpGrZr6j9lu07xzNLDmIyKwxoHsDHd7XF0V5jGeZl9Quwcx4lWfacXe+PYlLwvHMEPlNf4e2db7P05FIAbml0Cy92ehFX7Y2dWExfYmT7stMc3pQCgJ1WTeveDWjbPxxH19p/V72+5qOrIefKIr/EwIbjGcTFZ7DheEa5iUHtNSo6N/ShbzN/+kYHXP2rnMU5sGkG7PwczAawc4I+L0PsI6C5/MV3WamREzvTObwphexz/1xr+IW50bJHCI07+KN1LN9GWlEar297nc0pmwHo0aAH73R/Bw+HynXAKQYD2QsWkvXppyh6PSoHB/yffw6vu+6S19GFuEpbU7by5IYnKTGW0NynOR/2+pBg1+BydXTZJaycfZDslCLUioGokz8RfH4zeS28mdzoEXLsvHngpoZM7htVp55Ol3xUeXXuXBnLYM9CWP8WlOZbnkLv9JAlRzq4XXHzSzGkp5Oz8CvyFi/GXGx5Av2MWwCLogfhd/MAXr+1JZ7OWo5kH2HGrhkcTT5Bg/ymRBd1JCw/GmNx+S4ftVqFTwNXAiLd8Q93t3SaBzmjlk5zIeoE5ex2vvn4J3RFgwHwzTpAi7CzNHvp/7Dz9bXUURT+PJbB2yvjSci0PGzj6WzPxG6R3Nc1Ag+n2v+3dFVIR/o1qnMJ/TLKSo2cPZTNqT0ZnDmchdlo+e+gsVPTsK0frXs3ICDSvd78oZmvz+fjvR9bn0L3NitMy8ikq9kBRi6ERn0u38DfDCYz7605zmebEgC4q1MYbw1viaaaOtFL4+NJGj8BU14ebgMGEDLzQ1TXaTZ4UT/8cSSNx77fR5nRTItgd+bc054wH2fLMA7bZ8PaV9GdtSNlqzco4HnXaAJefplFx7/l/d3vo6AQ7BLMW93fuuxERtdL6qk8tvx8ivREy9M59o4a2vQJpWXPkFr9hHp9ykfXqj6fq8SsIstT5/EZ7DyTU27IFi9ne3o386dfdAA3Rfnidi2vbZbqYNfnsPkjyzAuYMmLg98Dn0aX3TTjrI4jm89zcmc6Br3l9XGNvZqoDv607NEA/wi3CtcaBrOBn0/8zEd7P6LQUIi92p5JMZMY33J8hXGZL0ZRFArWrCHjww8xnLVMsOTStQuBr72GNizsKk6AEOLfDmUeYlLcJHL1ubjZu/Fql1cZFFl+/qCyUiNr5x/lzMEsALxy4ok+/i3uLpmsbN+ZT1zuwMfDjecGNeWWNiHVdq18I9XnfFRVdeZcmc1w+Cf48y3LMC4AQW1g6EwIaXfVzepPnyb7y/nk//YbGAwAJLoH8WNUb440jeXN21sxqGUQZ3OS+CLuW84f0xGa1wy/ovLzENg7aAhp6kVQYw8CG3rgF+ZWL94wF6Je051n5afvkXhmIKjscSzJomnCt0SNH4b/vWNR2Vv+JjCYzPy6/zyfrj9lfXvVWavh9nYh3NclgiYBV38TsDaRjvRrVGcS+iWUFJSRdDSHxAOZnD2UjdFgtq7zDXUlumswTToF1PkJRP+t2FDMoqOLWHhkIYUGyxNywwsKeTonD0+fJjDya/BrWqm2knOKmfzDPvYm5QHweJ/GTOnfpNpuRpQcPEjSAw9izs/HsVUrwhcuQO3icuUNhfiPbaezmfTdXnKKynBztOONW1swPCbE8n85eRf8PIG8vZmk7vQEVLj26k7I+zPZX3iclza/REqh5SnxIQ2HMLntZIJcg25ovIqicPZwNjuWJ5CVbPk5VqtVRMb40bJnCCFNPGvdTcG6no+up/p0rvRGEzsTc/jzWAbrj2VwJru43Poof1f6RgfQL9qftmFe194xlX8Ots+BvV+D3nKzioBW0P91aNz30nEWGzi1J4Mjf50nM6nAWu4Z4EzLHiE07Rx40WsNRVFYn7yeD/d8yBndGQBa+7Xmza5v0tDzypOzKWYzhRs3kjV3LqUHDgKg8fHB/5ln8Bh+a637PSBETXau4BzP//U8BzMtP2vDGg5jSocp+Dr5WusoZoWD68+x7ZfTmAxmNMYSGib+ToP0v3CMNvB5w8H8rOpJA19PHurZkNvaNkBbi9+CrU/56FrV+nNl1MORZbDlY8g4YilzDYCez0G7cVd8S+tilLIyCuLiyF38I8Xbt1vLD/k0ZElUbw6ENOf+mxpyb6sQjh9KYO+e46hSXNGaHcu14xvqSlgLH8KaexPY0KPevFkuhPgXs4njS2ex5s8gNGZfy7jp57cQVrKFyAfux+O24dY59Exmhd8Pnmf2+tMcT//nuj020puRHUIZ2DKwTg/7Ih3p16jWJ/T/MBnMpJ/RkXIil7OHs0k/o4N//au7+znRuL0/UR388W1QP+42XZBWlMbi44v56cRP5OnzAGhSZuT57Gw6lZZB18eg9/+BvePlG8LSsfH5pgRmrT9FqcGMm6Md797Rmptb3djOwwsURSHvxyWkv/UWisGAU0wMoZ/PQ+NWv/5NxfWVml/CY9/tY8/ZXAC6NvLhtVtaWO5Ml+RZnkz/5UfOb/dEMavQ+rkS/N57mNt14L3d71knONKqtYxqNoox0WMqvPp9vSlmhYT9mRyISyb1dL613MPfiUbt/GnU1g+/sIpPv9ZEdS0f3Uh1+VyZzQonMwrZnpDNllNZbD6VRXHZP5OC2WtUdIr0pm+zAPpFB1jeHrlWRj2cWAMHF8OJ1WD+e4gY36Zw09PQ6k64yJtOBr2JMwezOLErnaSj2dY33dR2Khq19afFTcEER138ppbBbGDtmbV8ffRrjmRbOiS8HLx4uM3DjGo6Co368k/PmYuL0a1aRfb8BZSdPg2AytkZn/Hj8R4/Ho2r3FQW4kYwmA18duAzPj/0OWbFjJOdExNbTuS+FvfhZOdkrZeXXkzcV0dJS7DckHMszSYycQUN8rfh1NLAktCefKMMQOvuz/huEdzWNgR/9ytfg9c0dTkfXW+19lwVpMHuBbB7PhRlWMocPKD7ZIh9GLRVyzeKolB68CC6lavI/+03TDk5lnJUbAtqwZKo3pz2Cuf2Br70dHfl/PEM9Dnlu3GMDqU0iPaiZdtIQqO9cXbXXpdDFULUfvrkY/wwbwWFmW0BsDMUEZa8jqDiPYSMH4/X7bdb5wxSFIVtCdks2naWP46mW990dbRX0y86gGFtgrkpyhdnbd3qVJeO9GtUaxP634ry9WScLSDjjI7UU3mkJeow/eupc7DcoQ5v4UOjdv74hrrWig6l66XEWMLG5I2sSFjBXyl/YVIsnRFhRhOP5eQysKgYdUgHGPgOhMVeub0yEz/sSuLzTQmczy8FoFOkN++NaHN9OjMqoSwpibS336Zo4yYAXPv0Ifjdd6XTQFwXBpOZeZsS+DjuJHqjGZUKBrcK4pGejSyThJ3bQ/HnT5CyPBNjiQZUCp6dgvGb8hwnQkJ5b8/77ErbBYBGpaFfeD+GNx5O56DO2KlvbALOOlfI4U0pHN+RhlH/T8ejm48jEa18CWnqSXCUJ06uNfOPjdqej6pTXTpXRpOZU5mF7EzMYdvpbHYk5pBTVH5iMD83B3o39aNPM3+6R/ldnydE9AWQsBFOroGjy6E07591ETdB1yegcb8KHejFujKSjmZz9lA2Zw5lYSz755rDO9iFZl2CaNYl8JI/Zwn5CaxMWMmvp38lrSgNAAeNA/c2v5cJLSfgpr30DWHFaKR4717yf/2VglWrrWPHql1d8Rw1Ep9x47Dz87vKEyKEqIr9Gft5d9e7HMo6BFhuhI1oMoKRTUcS6BIIWG4MHt18nl0rEq0THjqWZBGcupUGuZvxD0snPiKcXx26E6e0p03jMG6NCWFgi4BrG5qqGtWlfHSj1apzVZQN8cvhyFI4sxmUv3OdWzB0nAgdJoCzd6WbUwwGivfto2jTJnSrVmNISbGuy3HyYHVYLPtDu+Fp50mMgyOOBUb415/0JpWJdNdE7MP19OkWy01tOqKqA0MjCSFuEEUh4Y/lrFpZCHrLw54aYwmB6TsJStuMT/uGBNw5GtebbkL191PqqfklLNl9jl/2p1jHUQfQ2qnp2siHvtEBdG/sS4SPc63vU6x1HemffvopM2bMIC0tjTZt2vDJJ5/QqVOnS9ZfsmQJr7zyCmfOnCEqKorp06czePBg63pFUZg6dSqff/45eXl5dOvWjTlz5hAVFVWpeGpLQi8tMpCXXkxOahF5acXkphWRmVxIUZ6+Ql0nN3uCozwJjfYmvKUvrl61d8zgqjKZTSTmJ7IrfRdbUrawM3UHJaZS6/oOJaWM0RXQq7gEjV+05VW8FrfBZX4RGE1m9iblsWxfCr8fPE/B35O5Bbg78NLgaG5pE1wtv0hKT5wg56uvyF/+97h59vb4PfE4PhMnypjo4rpLyi7mnZXxrD6SZi1rFeLBiPYN6B/tT0DiGtLeeBPdsRIAVBozHk01eA7szp52rfkqey/b03dZt/V29KZ3aG+6hXQjNigWd+2N+317YT6I0/syOHs4u1xHH4BPiCsBDd3xC3XDL9QNnxAX7GrA2JE1OR9J7r4+DCYzJ9MLOXw+n8Mp+RxKySc+VUfpf26AO9qr6RjhTWykNz2b+NMi2P3aJ68uyYOU3Zahms5ugaTtlslDL3ALgtYjofVoCGhuLS7WlZF6Oo/UU/mcP5lXbtgWsLzpFtXBn6gOAfiEVJxw2GA2cCjzEFvPb2XTuU3E58Rb1/k4+nBXs7sY2XQkXo5eFw3bkJ5O8a7dFG7aSNHGTZjy/3nzxD4sDK9Ro/AcNRKN642d7FgIUZFZMbM6cTUf7/vYOsSbRqWhS3AX+ob1pVdoL3ydfDGUmTi8IYU9q8+gL7ZcR6sUE945R/HNPkQD9uEdkMHpoGA2O7VmOy3RhLSlc+MAujb2JSbU0zIReg1Uk/OR5O4qMOrh3C7LDebEjXBuNyj/PJRBaCx0ehCa3wqaK9/kUcrKKI2Pp2T/fop27aJ423bMRZaOKQXIcw1mX4MunPNtDg5+BJrV2Cnl87zOIZtkz2Nk+iTQsnVD7o25p1JDngkhxAVmo4ndv/zGzr/0qPT/PGzirkvEN+sQXoXHcI/2IbD/MFy7d8c+JASAQyn5/LLvPH8cTeNcbkm5Nv3dHOgU6U2nSG9ahngQHehe6yYRr1Ud6YsXL+a+++5j7ty5xMbGMnPmTJYsWcLx48fx9/evUH/r1q306NGDadOmMXToUL777jumT5/O3r17admyJQDTp09n2rRpfPXVV0RGRvLKK69w6NAhjh49iqPjlV8PtHVCVxQFQ6mJ0iIDJYUGCnNLKczRW77mWr7mZ5VSoiu7eAMq8A5ywT/MjYCGHoQ08cQzoPbfIboSRVHI0+dxVneW5IJkTuWd4nDmIY5kH6bIWP4HPcRgZHBREUMKi2hkwvKEXexD0LD3RTvQC/VGDp3L5+C5PPYn57HlVBa6vzvPAcK8nXmoZ0PuaNfghl/UK0YjOQsXkv/7CvTHjlnLXbp1I+Dll3FoGHlD9y9EfKqO2RtOs/pwKgbTPymkWaAb7cI8GZyxgcAl32BI+adzzd7FiFuontwmAfze1IffHHLJMf0zrrNapSbSPZJon2ia+zSnmXczwtzC8HP2q9SkglVhKDORfCSHc8dySDmZR875ogp1VCpw83XC098JT39nPPydcPV0xNlTi4uHA84eWjSaG3+zytb56FIkd1ee2ayQW1xGZqGe1LxSErOKOJtdRGJ2MWeziziXW1JuctALnLUa2oV50bmhN50b+tC6gefVjRlsMkJhmmWc87xkyDxmWTLiISeBcmO9AXhFQtQAlCaDKPHrQkGugdzUIrJTCsk5b/lalF/x+sMvzI2wFt5EtvHDP/yfoZN0ZTqSdcmc1Z0lPieew1mHOZJ9hJJ/5WU7lR1dQ7oyJHIIfcP74qCx3OxXysowpKWhT0hAf/wE+uPHKDlwsNxTewBqDw/c+vXF8/bbcWrXrs5f7whRGxjNRtYnr+e7+O/Ynb7bWq5CRZRXFG3929LGrw2NXBpjOuXCia0Z1iFfLnApSsVddwZPfSL+9qfwckshx92JY65hHHFshN49AufAKALDooj09yTU25lQbyebv25eU/OR5O5LMJssOTI3ETJPQNoBSD1oyZWm/+S7wNbQ8nbLQ1deERdvrrQUY1oaZedS0J86if7UKUpPnEQffwyz0UypozfFzv4UOweQ6xJCtkcYRkdf7FQVO+OL7PNJ8ThJiscJ0jxO0yyiEbc2upW+YX1xtq+eN5+FEHWToiic3rSZ9euOo88MR8U//VhafR4eukTcCs7ibDiPQ4AZr9bR+LfrhlNkY846eRGXkM+GY5nsT86jzFT+ASC1Chr5uRIV4Eq4jwsRPs6E+7gQ7uNMgJvjtT8MdAPUqo702NhYOnbsyKxZswAwm82Ehoby+OOP88ILL1SoP2rUKIqKivj999+tZZ07dyYmJoa5c+eiKArBwcE8/fTTPPPMMwDk5+cTEBDAwoULGT169BVjup4JPfloDmV6I0a9CUOZGYPehLHMZPmqN2EoM6EvNlJaZKC0yPJVX2TAbKrcP4uLpwNegc54BbrgFeiMT4gLvqFuaB3r1nhF/7bp3CaO5xwnuzSb7JJs69fMkkwKygouuo2T2UxLfRldS0q5qaSEJjigiugOTQZZniL4z2t4i3clsT0hh6ScYpJyisksqPiUv4eTPX2j/RnRrgGdG/pU2y8DRVFIGDaMslOnwd4et9698R4/Due2batl/0JckF2oZ9m+FFYfTmNPUi7lsomi0DHnOBOT1hJ2LgnVf36n2TmZKPYxsWqYia2uLiReooNQq9YS7BpMkEsQPk4++Dj6EOoWyqhmo67bcRTrykg9lUdGUgFZSQVkJhdQUmC44nZObvY4uWlxcLbDwdkeByc7HJzt0Drb4eBkR5u+odfcoVcj/sC8iLqeu/NLDOiNJvQGM2UmM2VGy6L/+2uZyWT9XFBq/HsxWL/qSo1kFujJLNCTVajHeJGO8n9zc7CjRYg7rUI8aPn3EunjgloxQnE2GErAWPr3Vz0YS8BQavlq1ENZkWUYluJcKPl7Kc7GlJ9OaX4BRrM9RsUBI1pMihbj34tBcaLUMRy9SxSljg3Q24dQVGpvuXmfp68wLJyVCpz91Tg1APtgI6oGxZRoC8gpzSGnNMeSm0uySS5IJlefi71Bwa0EHAygNVq++uBCa9emRDtH0tQuBIfCMkx5eZhyczGkpWFIScGYkQEXu0xVq3Fs1gzn2Fjc+vTGqW1bVHZ197pHiNouIS+BuKQ44pLirPMf/JsKFcGuwYQbmxCaHY1nciCqXHegYg61LyvAqSQTB0M+jko+Tiodjqp81HYlmNQmyjQKKvtc9I4eGFw8UNzcUDt7oPHwxs4/EI2jO8X+bXDS2uNkr8FJq8bRXvP39xqCPJwq7LOqJHfbJndTkA6GIkuuLCsGQ7Hl+wtl+gIoyoKiTMvX4iwozLB0opsNKGYwm1QoJhWKCRSzCrPWG1NAe4w+MRg9o8k3uVGUX4g+r4AyXRHGwmKMhcWYC4tRdIUoxWVgVDDaOWG0c8Jg74pe60GZ1h29gwdG+0u/KWVUGch2SSHDNYlM1yTSXc+i9jDQJaQLPRr0oFtwNzwdPa/tHAkhxEUU5RRxcN1GDh5IxZATgkqpOByj2qTHqSQLR30O9mWFoCpCrSlBrdVj1hoptdegs9OQa1ShUzQU2tlRpNaSpXEjW+1KmcaBPK0Hip0zPi7O+Lpp8XFxwNfVAV9XLW6Odjhr7XBx0JT/qrVDa6fGTqPCXq3G3k6FnVqNvUaFncby1cHu2h9mrUo+sulfHWVlZezZs4cXX3zRWqZWq+nXrx/btm276Dbbtm1jypQp5coGDhzIL7/8AkBiYiJpaWn069fPut7Dw4PY2Fi2bdt20YSu1+vR6//pKM3/+xVhnU5XoW5VLZu1g7J/PblcFRo7NY4u9jh7aHH1csDV0xEXTy0uno64eTvg6e+M1qniP2FpWTGll3hYvS748cCP/Jn85yXX+xtNhBqMhBoMRJeV0cKoEOERgV1Aa2jSAgJaUxDc5p9X8IzAf/6t1x88y8rDaeXKAt0daBniQYsQd9qHedG6gSd2fz+RWlh48Q78G0V7733YlRTj3qcPGk/Pvw/h2v+/ClEV9sDINr6MbONLTqGePWdz2X8ujwPJ+RxL07HDNYwdzSeibaKnfcYJRpoTaJyVSFlKJhSCnVrDo2mZPEoOWWo1x7X2xDtoOWGv5ZRPOOn6bEqUEk4XneY0p637bezZmJuDb76ux+LX2BG/xo6AH4qiUKwrIz+zmPyMEnSZJeiySynW6SnON1Ck02M2KZRkA9kXb89Oq6ZhJ89rjuvCz3UNGIXNqj7k7i7T1lFYarpyxSrwcrbH392RMG8nwrxdrF/DfZzxc3P4z00XsyWvnN8PXw296n2eLW3Lmvy3q7BFRoUSZzctngFOeAW5cpJDLM36nlyndAx2ejAByX8vlzH4iDMjVv/336UM2A5sJ/Uy26ocHLBvEIJD4ygcoqJwaNYMp1YtrcO2GIGC4uLLtCCEsDVftS+jIkYxKmIU2SXZHMg8wMHMgxzNOUpiXiIFhgKSSpJIIgnU6yAcHIKd8S+MIEgXQm96U5CtUGq0owQ1OqcAcAq45P5u+utZ3JXyv5gcvA1E9MnGpKhoo/+ci3bS26nZ90r/az5eyd22yd281xYMhVe3rdqe83v9KThVMfefCffnbFjLvz8VA2rA4+/lbxrA6+/lUhSgrAijuox8hyzynTLJd8hE55RJnmMmKu8ywj3DiPSMpI/PIFr6tCTELeSf64Myy1teQghx3dlBi0HdaTEIjGUmzscncfzAHs4lF1KW6wFGT1SoKdJ6gtbz4m2YgTJLJ7M34P2v59Ju2vwsasXM7CFqNjkN53xme85nXp/QHezV7Pm/6s3dNu1Iz8rKwmQyERBQ/kIoICCAY/8asuLf0tLSLlo/LS3Nuv5C2aXq/Ne0adN4/fXXK5SHhoZW7kBEjRJ/0dIMYOc1tZsM7LpiLSHExZwGfrzYir2X2uLMJduKJx6Pf//xUkM99dn1a6ugoAAPj5pxzJK7r84V+ppvkE1/L7YVD7x7LQ0cOQxr1lynaIQQtcceAL7i4+vTnPVPgUu/1ebx3vXZFUjuvpianbtzLl586iQwq1oi+Kta9iKEEDbyEcD0696sx4zr11Zlcre8Bwu8+OKL5e62m81mcnJy8PHxueHjbOp0OkJDQ0lOTq5Rr/7ZipyPf8i5KE/OR3lyPsqrq+dDURQKCgoIDg62dSg1ji1zd21TV38+qoucv6sn5+7qybm7erY+d5K7L01yd9XY+v9ybSPnq+rknFWNnK+qqU3nqyq526Yd6b6+vmg0GtLT08uVp6enExgYeNFtAgMDL1v/wtf09HSCgoLK1YmJiblomw4ODjg4OJQr8/T0rMqhXDN3d/ca/x+rOsn5+Ieci/LkfJQn56O8ung+asrTbBdI7q696uLPR3WS83f15NxdPTl3V8+W505yd8xF25TcfXXk90DVyPmqOjlnVSPnq2pqy/mqbO6++Oxu1USr1dK+fXvi4uKsZWazmbi4OLp06XLRbbp06VKuPsDatWut9SMjIwkMDCxXR6fTsWPHjku2KYQQQojKkdwthBBC1C6Su4UQQojrw+ZDu0yZMoWxY8fSoUMHOnXqxMyZMykqKmL8+PEA3HfffYSEhDBt2jQAJk+eTM+ePXn//fcZMmQIP/zwA7t372bevHkAqFQqnnzySd566y2ioqKIjIzklVdeITg4mOHDh9vqMIUQQog6Q3K3EEIIUbtI7hZCCCGunc070keNGkVmZiavvvoqaWlpxMTEsHr1auukJUlJSajV/zw437VrV7777jv+7//+j5deeomoqCh++eUXWrZsaa3z3HPPUVRUxIMPPkheXh7du3dn9erVODo6VvvxXYmDgwNTp06t8IpbfSXn4x9yLsqT81GenI/y5HxUr/qeu2sb+fm4NnL+rp6cu6sn5+7qybm7OMndtY/8X64aOV9VJ+esauR8VU1dPV8qRVEUWwchhBBCCCGEEEIIIYQQQtRUNh0jXQghhBBCCCGEEEIIIYSo6aQjXQghhBBCCCGEEEIIIYS4DOlIF0IIIYQQQgghhBBCCCEuQzrShRBCCCGEEEIIIYQQQojLkI50G/r000+JiIjA0dGR2NhYdu7caeuQbGLatGl07NgRNzc3/P39GT58OMePH7d1WDXG//73P1QqFU8++aStQ7GZlJQUxowZg4+PD05OTrRq1Yrdu3fbOiybMJlMvPLKK0RGRuLk5ESjRo148803qS/zRm/atIlhw4YRHByMSqXil19+KbdeURReffVVgoKCcHJyol+/fpw8edI2wQphY5Jfrx/JxVUjefvq1fc8XxVyTSDqKsnf10Zy9pVJnq48yctXVt/ysXSk28jixYuZMmUKU6dOZe/evbRp04aBAweSkZFh69Cq3caNG5k0aRLbt29n7dq1GAwGBgwYQFFRka1Ds7ldu3bx2Wef0bp1a1uHYjO5ubl069YNe3t7Vq1axdGjR3n//ffx8vKydWg2MX36dObMmcOsWbOIj49n+vTpvPvuu3zyySe2Dq1aFBUV0aZNGz799NOLrn/33Xf5+OOPmTt3Ljt27MDFxYWBAwdSWlpazZEKYXuSX68PycVVI3n72tT3PF8Vck0g6irJ31dPcvaVSZ6uGsnLV1bv8rEibKJTp07KpEmTrJ9NJpMSHBysTJs2zYZR1QwZGRkKoGzcuNHWodhUQUGBEhUVpaxdu1bp2bOnMnnyZFuHZBPPP/+80r17d1uHUWMMGTJEmTBhQrmy22+/XbnnnntsFJHtAMqyZcusn81msxIYGKjMmDHDWpaXl6c4ODgo33//vQ0iFKJmkfxadZKLq07y9rWRPH915JpA1GWSvytHcnblSJ6uGsnLVVMf8rE8kW4DZWVl7Nmzh379+lnL1Go1/fr1Y9u2bTaMrGbIz88HwNvb28aR2NakSZMYMmRIuf8n9dHy5cvp0KEDd955J/7+/rRt25bPP//c1mHZTNeuXYmLi+PEiRMAHDhwgM2bN3PzzTfbODLbS0xMJC0trdzPjIeHB7GxsfK7VQgkv14NycVVJ3n72kievz7kmkDUJZK/K0dyduVInq4aycvXpi7mYztbB1AfZWVlYTKZCAgIKFceEBDAsWPHbBRVzWA2m3nyySfp1q0bLVu2tHU4NvPDDz+wd+9edu3aZetQbC4hIYE5c+YwZcoUXnrpJXbt2sUTTzyBVqtl7Nixtg6v2r3wwgvodDqaNWuGRqPBZDLx9ttvc88999g6NJtLS0sDuOjv1gvrhKivJL9WneTiqyN5+9pInr8+5JpA1BWSvytHcnblSZ6uGsnL16Yu5mPpSBc1yqRJkzh8+DCbN2+2dSg2k5yczOTJk1m7di2Ojo62DsfmzGYzHTp04J133gGgbdu2HD58mLlz59bLRP/jjz/y7bff8t1339GiRQv279/Pk08+SXBwcL08H0KIypH8WjWSi6+e5O1rI3leCPFvkr+vTHJ21UierhrJy+K/ZGgXG/D19UWj0ZCenl6uPD09ncDAQBtFZXuPPfYYv//+O+vXr6dBgwa2Dsdm9uzZQ0ZGBu3atcPOzg47Ozs2btzIxx9/jJ2dHSaTydYhVqugoCCaN29eriw6OpqkpCQbRWRbzz77LC+88AKjR4+mVatW3HvvvTz11FNMmzbN1qHZ3IXfn/K7VYjyJL9WneTiqyd5+9pInr8+5JpA1AWSvytHcnbVSJ6uGsnL16Yu5mPpSLcBrVZL+/btiYuLs5aZzWbi4uLo0qWLDSOzDUVReOyxx1i2bBl//vknkZGRtg7Jpvr27cuhQ4fYv3+/denQoQP33HMP+/fvR6PR2DrEatWtWzeOHz9eruzEiROEh4fbKCLbKi4uRq0u/6tbo9FgNpttFFHNERkZSWBgYLnfrTqdjh07dtTL361CSH69epKLr57k7Wsjef76kGsCUZtJ/q4aydlVI3m6aiQvX5u6mI9laBcbmTJlCmPHjqVDhw506tSJmTNnUlRUxPjx420dWrWbNGkS3333Hb/++itubm7WcZI8PDxwcnKycXTVz83NrcL4dy4uLvj4+NTLcfGeeuopunbtyjvvvMPIkSPZuXMn8+bNY968ebYOzSaGDRvG22+/TVhYGC1atGDfvn188MEHTJgwwdahVYvCwkJOnTpl/ZyYmMj+/fvx9vYmLCyMJ598krfeeouoqCgiIyN55ZVXCA4OZvjw4bYLWggbkfx69SQXXz3J29emvuf5qpBrAlFXSf6uGsnZVSN5umokL19ZvcvHirCZTz75RAkLC1O0Wq3SqVMnZfv27bYOySaAiy4LFiywdWg1Rs+ePZXJkyfbOgyb+e2335SWLVsqDg4OSrNmzZR58+bZOiSb0el0yuTJk5WwsDDF0dFRadiwofLyyy8rer3e1qFVi/Xr11/098XYsWMVRVEUs9msvPLKK0pAQIDi4OCg9O3bVzl+/LhtgxbCRiS/Xl/1PRdXheTtq1ff83xVyDWBqKskf187ydmXJ3m68iQvX1l9y8cqRVGUG95bL4QQQgghhBBCCCGEEELUUjJGuhBCCCGEEEIIIYQQQghxGdKRLoQQQgghhBBCCCGEEEJchnSkCyGEEEIIIYQQQgghhBCXIR3pQgghhBBCCCGEEEIIIcRlSEe6EEIIIYQQQgghhBBCCHEZ0pEuhBBCCCGEEEIIIYQQQlyGdKQLIYQQQgghhBBCCCGEEJchHelCCCGEEEIIIYQQQgghxGVIR7oQolaKiIhg5syZtg5DCCGEEJUkuVsIIYSoXSR3C1GedKQLUcuMGzeO4cOHW79XqVQ8/PDDFepNmjQJlUrFuHHjym2rUqlQqVTY29sTEBBA//79mT9/Pmazudz2ERER1roajYbg4GAmTpxIbm5upeLcsGGDdXuVSoWfnx+DBw/m0KFDVTrehQsX4unpWaF8165dPPjgg1VqSwghhLAFyd0WkruFEELUFpK7LSR3C1GedKQLUcuFhobyww8/UFJSYi0rLS3lu+++IywsrEL9QYMGkZqaypkzZ1i1ahW9e/dm8uTJDB06FKPRWK7uG2+8QWpqKklJSXz77bds2rSJJ554okrxHT9+nNTUVNasWYNer2fIkCGUlZVd3cH+i5+fH87OztfcjhBCCFHdJHcLIYQQtYvkbiEESEe6ELVeu3btCA0NZenSpdaypUuXEhYWRtu2bSvUd3BwIDAwkJCQENq1a8dLL73Er7/+yqpVq1i4cGG5um5ubta6vXv3ZuzYsezdu7dK8fn7+xMYGEi7du148sknSU5O5tixY9b1H3zwAa1atcLFxYXQ0FAeffRRCgsLAcvd9fHjx5Ofn2+9w/7aa68BFV8xU6lUfPHFF9x22204OzsTFRXF8uXLy8WyfPlyoqKicHR0pHfv3nz11VeoVCry8vKqdExCCCHEtZDcbSG5WwghRG0hudtCcreo76QjXYg6YMKECSxYsMD6ef78+YwfP77S2/fp04c2bdqUuyj4r5SUFH777TdiY2OvKsb8/Hx++OEHALRarbVcrVbz8ccfc+TIEb766iv+/PNPnnvuOQC6du3KzJkzcXd3JzU1ldTUVJ555plL7uP1119n5MiRHDx4kMGDB3PPPfeQk5MDQGJiIiNGjGD48OEcOHCAhx56iJdffvmqjkUIIYS4VpK7LSR3CyGEqC0kd1tI7hb1mXSkC1EHjBkzhs2bN3P27FnOnj3Lli1bGDNmTJXaaNasGWfOnClX9vzzz+Pq6oqTkxMNGjRApVLxwQcfVKndBg0a4OrqiqenJ9999x233HILzZo1s65/8skn6d27NxEREfTp04e33nqLH3/8EbAkfg8PD1QqFYGBgQQGBuLq6nrJfY0bN4677rqLxo0b884771BYWMjOnTsB+Oyzz2jatCkzZsygadOmjB49utw4dkIIIUR1ktxtIblbCCFEbSG520Jyt6jPpCNdiDrAz8+PIUOGsHDhQhYsWMCQIUPw9fWtUhuKoqBSqcqVPfvss+zfv5+DBw8SFxcHwJAhQzCZTJVu96+//mLPnj0sXLiQJk2aMHfu3HLr161bR9++fQkJCcHNzY17772X7OxsiouLqxQ/QOvWra3fu7i44O7uTkZGBmAZM65jx47l6nfq1KnK+xBCCCGuB8ndFpK7hRBC1BaSuy0kd4v6zM7WAQghro8JEybw2GOPAfDpp59Wefv4+HgiIyPLlfn6+tK4cWMAoqKimDlzJl26dGH9+vX069evUu1GRkbi6elJ06ZNycjIYNSoUWzatAmAM2fOMHToUB555BHefvttvL292bx5MxMnTqSsrKzKk5rY29uX+6xSqSrMii6EEELUFJK7JXcLIYSoXSR3S+4W9Zs8kS5EHTFo0CDKysowGAwMHDiwStv++eefHDp0iDvuuOOy9TQaDUC5mcqrYtKkSRw+fJhly5YBsGfPHsxmM++//z6dO3emSZMmnD9/vtw2Wq22SnfiL6Vp06bs3r27XNmuXbuuuV0hhBDiaknuvjzJ3UIIIWoayd2XJ7lb1HXSkS5EHaHRaIiPj+fo0aPWxHsxer2etLQ0UlJS2Lt3L++88w633norQ4cO5b777itXt6CggLS0NFJTU9m5cyfPPvssfn5+dO3a9apidHZ25oEHHmDq1KkoikLjxo0xGAx88sknJCQksGjRogqvoEVERFBYWEhcXBxZWVlX9eoZwEMPPcSxY8d4/vnnOXHiBD/++KN1tvT/vlonhBBCVAfJ3ZcnuVsIIURNI7n78iR3i7pOOtKFqEPc3d1xd3e/bJ3Vq1cTFBREREQEgwYNYv369Xz88cf8+uuvFS4EXn31VYKCgggODmbo0KG4uLjwxx9/4OPjc9UxPvbYY8THx7NkyRLatGnDBx98wPTp02nZsiXffvst06ZNK1e/a9euPPzww4waNQo/Pz/efffdq9pvZGQkP/30E0uXLqV169bMmTPHOnu4g4PDVR+PEEIIcS0kd1+a5G4hhBA1keTuS5PcLeo6laIoiq2DEEIIW3j77beZO3cuycnJtg5FCCGEEJUguVsIIYSoXSR3i7pEJhsVQtQbs2fPpmPHjvj4+LBlyxZmzJhhnShGCCGEEDWP5G4hhBCidpHcLeoyGdpFCHFVbr75ZlxdXS+6vPPOO7YO76JOnjzJrbfeSvPmzXnzzTd5+umnee2112wdlhBCCFEtJHcLIYQQtYvkbiFqFhnaRQhxVVJSUi45i7i3tzfe3t7VHJEQQgghLkdytxBCCFG7SO4WomaRjnQhhBBCCCGEEEIIIYQQ4jJkaBchhBBCCCGEEEIIIYQQ4jKkI10IIYQQQgghhBBCCCGEuAzpSBdCCCGEEEIIIYQQQgghLkM60oUQQgghhBBCCCGEEEKIy5COdCGEEEIIIYQQQgghhBDiMqQjXQghhBBCCCGEEEIIIYS4DOlIF0IIIYQQQgghhBBCCCEuQzrShRBCCCGEEEIIIYQQQojLkI50IYQQQgghhBBCCCGEEOIypCNdCCGEEEIIIYQQQgghhLgM6UgXQgghhBBCCCGEEEIIIS5DOtKFEEIIIYQQQgghhBBCiMuQjnQhhBBCCCGEEEIIIYQQ4jKkI10IgUql4rXXXqu2/Z05cwaVSsXChQurbZ9CCCFEbSV5WgghhKhdJHcLUTdJR7oQ18mhQ4cYMWIE4eHhODo6EhISQv/+/fnkk09sHZq4jIULF6JSqS66pKWlVai/fPly2rVrh6OjI2FhYUydOhWj0VihXl5eHg8++CB+fn64uLjQu3dv9u7dWx2HJIQQ4iIkT9dOqampvPDCC/Tu3Rs3NzdUKhUbNmy4ZP2tW7fSvXt3nJ2dCQwM5IknnqCwsLBCPb1ez/PPP09wcDBOTk7Exsaydu3aa2pTCCHE9SW5u3aKi4tjwoQJNGnSBGdnZxo2bMj9999PamrqRetL7ha1iZ2tAxCiLti6dSu9e/cmLCyMBx54gMDAQJKTk9m+fTsfffQRjz/+uK1DrFHCw8MpKSnB3t7e1qFYvfHGG0RGRpYr8/T0LPd51apVDB8+nF69evHJJ59w6NAh3nrrLTIyMpgzZ461ntlsZsiQIRw4cIBnn30WX19fZs+eTa9evdizZw9RUVHVcUhCCCH+Jnm6ampSnj5+/DjTp08nKiqKVq1asW3btkvW3b9/P3379iU6OpoPPviAc+fO8d5773Hy5ElWrVpVru64ceP46aefePLJJ4mKimLhwoUMHjyY9evX071796tqUwghxPUjubtqalLufv7558nJyeHOO+8kKiqKhIQEZs2axe+//87+/fsJDAy01pXcLWodRQhxzQYPHqz4+fkpubm5Fdalp6dXf0BVBChTp061dRg2sWDBAgVQdu3adcW6zZs3V9q0aaMYDAZr2csvv6yoVColPj7eWrZ48WIFUJYsWWIty8jIUDw9PZW77rrr+h6AEEKIK5I8XXvpdDolOztbURRFWbJkiQIo69evv2jdm2++WQkKClLy8/OtZZ9//rkCKGvWrLGW7dixQwGUGTNmWMtKSkqURo0aKV26dLmqNoUQQlxfkrtrr40bNyomk6lCGaC8/PLL5cold4vaRoZ2EeI6OH36NC1atKjwBDOAv79/uc8LFiygT58++Pv74+DgQPPmzcs9zXxBREQEQ4cOZcOGDXTo0AEnJydatWplfZ156dKltGrVCkdHR9q3b8++ffvKbT9u3DhcXV1JSEhg4MCBuLi4EBwczBtvvIGiKFc8ppSUFCZMmEBAQAAODg60aNGC+fPnV+p8rF27lu7du+Pp6YmrqytNmzblpZdesq7/7/htGzZsuOTwKhEREeXaXrVqFTfddBMuLi64ubkxZMgQjhw5Uq6OwWDg2LFjl3x17FIKCgowmUwXXXf06FGOHj3Kgw8+iJ3dPy/zPProoyiKwk8//WQt++mnnwgICOD222+3lvn5+TFy5Eh+/fVX9Hp9leISQghxbSRPl1eb8rSbmxve3t5XrKfT6Vi7di1jxozB3d3dWn7ffffh6urKjz/+aC376aef0Gg0PPjgg9YyR0dHJk6cyLZt20hOTq5ym0IIIa4vyd3l1abc3aNHD9RqdYUyb29v4uPjrWWSu0VtJEO7CHEdhIeHs23bNg4fPkzLli0vW3fOnDm0aNGCW265BTs7O3777TceffRRzGYzkyZNKlf31KlT3H333Tz00EOMGTOG9957j2HDhjF37lxeeuklHn30UQCmTZvGyJEjOX78eLmEZTKZGDRoEJ07d+bdd99l9erV1jG933jjjUvGmJ6eTufOnVGpVDz22GP4+fmxatUqJk6ciE6n48knn7zktkeOHGHo0KG0bt2aN954AwcHB06dOsWWLVsuuU10dDSLFi0qV5aXl8eUKVPKXSQtWrSIsWPHMnDgQKZPn05xcTFz5syhe/fu7Nu3z3pBkJKSQnR0NGPHjq30ZCu9e/emsLAQrVbLwIEDef/998sNwXLhIqpDhw7ltgsODqZBgwblLrL27dtHu3btKlw8dOrUiXnz5nHixAlatWpVqbiEEEJcO8nT/6itefpKDh06hNForJCntVotMTExFfJ0kyZNyv2BDZY8DZZXwkNDQ6vUphBCiOtLcvc/6kLuLiwspLCwEF9fX2uZ5G5RK9n2gXgh6oY//vhD0Wg0ikajUbp06aI899xzypo1a5SysrIKdYuLiyuUDRw4UGnYsGG5svDwcAVQtm7dai1bs2aNAihOTk7K2bNnreWfffZZhVedx44dqwDK448/bi0zm83KkCFDFK1Wq2RmZlrL+c9rZxMnTlSCgoKUrKyscjGNHj1a8fDwuOgxXPDhhx8qQLn2/ysxMVEBlAULFlx0vdlsVoYOHaq4uroqR44cURRFUQoKChRPT0/lgQceKFc3LS1N8fDwKFd+of2xY8deMoYLFi9erIwbN0756quvlGXLlin/93//pzg7Oyu+vr5KUlKStd6MGTMUoFzZBR07dlQ6d+5s/ezi4qJMmDChQr0VK1YogLJ69eorxiWEEOL6kTz9j9qWp//tckO7XFi3adOmCuvuvPNOJTAw0Pq5RYsWSp8+fSrUO3LkiAIoc+fOrXKbQgghri/J3f+ozbn7gjfffFMBlLi4OGuZ5G5RG8nQLkJcB/3792fbtm3ccsstHDhwgHfffZeBAwcSEhLC8uXLy9V1cnKyfp+fn09WVhY9e/YkISGB/Pz8cnWbN29Oly5drJ9jY2MB6NOnD2FhYRXKExISKsT22GOPWb+/cPe7rKyMdevWXfRYFEXh559/ZtiwYSiKQlZWlnUZOHAg+fn57N2795Ln4sKrd7/++itms/mS9S7nzTff5Pfff2fhwoU0b94csLzKlpeXx1133VUuJo1GQ2xsLOvXr7duHxERgaIolbpTPnLkSBYsWMB9993H8OHDefPNN1mzZg3Z2dm8/fbb1nolJSUAODg4VGjD0dHRuv5C3UvV+3dbQgghqofk6X/UtjxdWTciT1elTSGEENeX5O5/1PbcvWnTJl5//XVGjhxJnz59rOWSu0VtJB3pQlwnHTt2ZOnSpeTm5rJz505efPFFCgoKGDFiBEePHrXW27JlC/369cPFxQVPT0/8/PysY5v9N8n/O5EDeHh4ABAaGnrR8tzc3HLlarWahg0blitr0qQJYBlD7WIyMzPJy8tj3rx5+Pn5lVvGjx8PQEZGxiXPw6hRo+jWrRv3338/AQEBjB49mh9//LHSCX/16tW8/vrrvPjii9xxxx3W8pMnTwKWC5z/xvXHH39cNqaq6t69O7GxseUuhC5cnF1sfPPS0tJyF29OTk6XrPfvtoQQQlQfydMWdSFPX8yNyNNVaVMIIcT1J7nbojbn7mPHjnHbbbfRsmVLvvjii3LrJHeL2kjGSBfiOtNqtXTs2JGOHTvSpEkTxo8fz5IlS5g6dSqnT5+mb9++NGvWjA8++IDQ0FC0Wi0rV67kww8/rJAINRrNRfdxqXKlEhOcXMmFGMaMGcPYsWMvWqd169aX3N7JyYlNmzaxfv16VqxYwerVq1m8eDF9+vThjz/+uGTsAImJidxzzz3079+ft95666JxLVq0iMDAwArb/nsC0OshNDSU48ePWz8HBQUBkJqaWuEiKzU11To224W6F5uE5UJZcHDwdY1VCCFE5Umerht5+r/+naf/KzU1tVzuDQoKIiUl5aL14J88XZU2hRBC3DiSu2tn7k5OTmbAgAF4eHiwcuVK3Nzcyq2X3C1qI+lIF+IGujDBxYVf4r/99ht6vZ7ly5eXuxP+71emriez2UxCQoL1DjnAiRMnACrM1H2Bn58fbm5umEwm+vXrd1X7VavV9O3bl759+/LBBx/wzjvv8PLLL7N+/fpLtllSUsLtt9+Op6cn33//fYWJOhs1agRYZmi/2riqIiEhAT8/P+vnmJgYAHbv3l2u0/z8+fOcO3eu3OzhMTEx/PXXX5jN5nLHsWPHDpydncv9ewghhLAdydO1N0//V8uWLbGzs2P37t2MHDnSWl5WVsb+/fvLlcXExLB+/Xp0Ol25Sct27NhhXV/VNoUQQlQPyd21I3dnZ2czYMAA9Ho9cXFx1g7uf5PcLWojGdpFiOtg/fr1F71TvXLlSgCaNm0K/HOX+9918/PzWbBgwQ2LbdasWdbvFUVh1qxZ2Nvb07dv34vW12g03HHHHfz8888cPny4wvrMzMzL7i8nJ6dC2YWkdrHXqy54+OGHOXHiBMuWLcPLy6vC+oEDB+Lu7s4777yDwWC4bFwGg4Fjx45d9C705ba7YOXKlezZs4dBgwZZy1q0aEGzZs2YN28eJpPJWj5nzhxUKhUjRoywlo0YMYL09HSWLl1qLcvKymLJkiUMGzbsouO1CSGEuHEkT/+jtuXpyvLw8KBfv3588803FBQUWMsXLVpEYWEhd955p7VsxIgRmEwm5s2bZy3T6/UsWLCA2NhY65tnVWlTCCHE9SW5+x+1LXcXFRUxePBgUlJSWLlyJVFRURetJ7lb1EbyRLoQ18Hjjz9OcXExt912G82aNaOsrIytW7eyePFiIiIirOOeDRgwAK1Wy7Bhw3jooYcoLCzk888/x9/f/7r+MXmBo6Mjq1evZuzYscTGxrJq1SpWrFjBSy+9VO5p6//63//+x/r164mNjeWBBx6gefPm5OTksHfvXtatW3fRRH7BG2+8waZNmxgyZAjh4eFkZGQwe/ZsGjRoQPfu3S+6zYoVK/j666+54447OHjwIAcPHrSuc3V1Zfjw4bi7uzNnzhzuvfde2rVrx+jRo/Hz8yMpKYkVK1bQrVs36wVNSkoK0dHRjB079oqToXTt2pW2bdvSoUMHPDw82Lt3L/Pnzyc0NNQ6rt4FM2bM4JZbbmHAgAGMHj2aw4cPM2vWLO6//36io6Ot9UaMGEHnzp0ZP348R48exdfXl9mzZ2MymXj99dcvG48QQojrT/L0P2pbngasr6IfOXIEsPwxvHnzZgD+7//+z1rv7bffpmvXrvTs2ZMHH3yQc+fO8f777zNgwIByN8djY2O58847efHFF8nIyKBx48Z89dVXnDlzhi+//LLcvivbphBCiOtLcvc/alvuvueee9i5cycTJkwgPj6e+Pj4Cvu+QHK3qHUUIcQ1W7VqlTJhwgSlWbNmiqurq6LVapXGjRsrjz/+uJKenl6u7vLly5XWrVsrjo6OSkREhDJ9+nRl/vz5CqAkJiZa64WHhytDhgypsC9AmTRpUrmyxMREBVBmzJhhLRs7dqzi4uKinD59WhkwYIDi7OysBAQEKFOnTlVMJlOFNqdOnVquLD09XZk0aZISGhqq2NvbK4GBgUrfvn2VefPmXfZcxMXFKbfeeqsSHBysaLVaJTg4WLnrrruUEydOVIh3wYIFiqIoyoIFCxTgokt4eHi59tevX68MHDhQ8fDwUBwdHZVGjRop48aNU3bv3l2h/bFjx142VkVRlJdfflmJiYlRPDw8FHt7eyUsLEx55JFHlLS0tIvWX7ZsmRITE6M4ODgoDRo0UP7v//5PKSsrq1AvJydHmThxouLj46M4OzsrPXv2VHbt2nXFeIQQQlx/kqf/Udvy9IXjv9TyX3/99ZfStWtXxdHRUfHz81MmTZqk6HS6CvVKSkqUZ555RgkMDFQcHByUjh07KqtXr77o/ivbphBCiOtHcvc/alvuDg8Pr/S+FUVyt6hdVIpyHWZOEELUOOPGjeOnn36isLDQ1qEIIYQQ4j8kTwshhBC1i+RuIYSMkS6EEEIIIYQQQgghhBBCXIZ0pAshhBBCCCGEEEIIIYQQlyEd6UIIIYQQQgghhBBCCCHEZcgY6UIIIYQQQgghhBBCCCHEZcgT6UIIIYQQQgghhBBCCCHEZUhHuhBCCCGEEEIIIYQQQghxGXa2DqAmMpvNnD9/Hjc3N1Qqla3DEUIIUU8pikJBQQHBwcGo1XLv+3IkdwshhKgJJHdXnuRuIYQQNUGVcrciKkhOTlYAWWSRRRZZZKkRS3Jysq1TY40nuVsWWWSRRZaatNTE3D1r1iwlPDxccXBwUDp16qTs2LHjknV//vlnpX379oqHh4fi7OystGnTRvn666/L1Rk7dmyF4x44cGCl45HcLYssssgiS01aKpO75Yn0i3BzcwMgOTkZd3d3G0cjhBCivtLpdISGhlrzkrg0yd1CCCFqgpqauxcvXsyUKVOYO3cusbGxzJw5k4EDB3L8+HH8/f0r1Pf29ubll1+mWbNmaLVafv/9d8aPH4+/vz8DBw601hs0aBALFiywfnZwcKh0TJK7hRBC1ARVyd3SkX4RF14rc3d3l4QuhBDC5uR15yuT3C2EEKImqWm5+4MPPuCBBx5g/PjxAMydO5cVK1Ywf/58XnjhhQr1e/XqVe7z5MmT+eqrr9i8eXO5jnQHBwcCAwOvKibJ3UIIIWqSyuRuGbRNCCGEEEIIIYSoo8rKytizZw/9+vWzlqnVavr168e2bduuuL2iKMTFxXH8+HF69OhRbt2GDRvw9/enadOmPPLII2RnZ1+yHb1ej06nK7cIIYQQtYk8kS6EEEIIIYQQQtRRWVlZmEwmAgICypUHBARw7NixS26Xn59PSEgIer0ejUbD7Nmz6d+/v3X9oEGDuP3224mMjOT06dO89NJL3HzzzWzbtg2NRlOhvWnTpvH6669fvwMTQgghqpl0pAshhBBCCCGEEKIcNzc39u/fT2FhIXFxcUyZMoWGDRtah30ZPXq0tW6rVq1o3bo1jRo1YsOGDfTt27dCey+++CJTpkyxfr4wJq0QQghRW0hHuhBCCCGEEEIIUUf5+vqi0WhIT08vV56enn7Z8c3VajWNGzcGICYmhvj4eKZNm1Zh/PQLGjZsiK+vL6dOnbpoR7qDg0OVJiMVQgghahoZI10IIYQQQgghhKijtFot7du3Jy4uzlpmNpuJi4ujS5culW7HbDaj1+svuf7cuXNkZ2cTFBR0TfEKIYQQNVWN6Ej/9NNPiYiIwNHRkdjYWHbu3HnJukuXLqVDhw54enri4uJCTEwMixYtKldn3LhxqFSqcsugQYNu9GEIIYQQQgghhBA1zpQpU/j888/56quviI+P55FHHqGoqIjx48cDcN999/Hiiy9a60+bNo21a9eSkJBAfHw877//PosWLWLMmDEAFBYW8uyzz7J9+3bOnDlDXFwct956K40bN2bgwIE2OUYhhBDiRrN5R/rixYuZMmUKU6dOZe/evbRp04aBAweSkZFx0fre3t68/PLLbNu2jYMHDzJ+/HjGjx/PmjVrytUbNGgQqamp1uX777+vjsMRQggh6gW5CS6EEELUHqNGjeK9997j1VdfJSYmhv3797N69WrrBKRJSUmkpqZa6xcVFfHoo4/SokULunXrxs8//8w333zD/fffD4BGo+HgwYPccsstNGnShIkTJ9K+fXv++usvGb5FCCFEnaVSFEWxZQCxsbF07NiRWbNmAZbXxUJDQ3n88cd54YUXKtVGu3btGDJkCG+++SZg+WM8Ly+PX3755api0ul0eHh4kJ+fj7u7+1W1IYQQQlyrmpqPFi9ezH333cfcuXOJjY1l5syZLFmyhOPHj+Pv71+h/oYNG8jNzaVZs2ZotVp+//13nn76aVasWGF9am3cuHGkp6ezYMEC63YODg54eXlVKqaaeq6EEELUL5KPKk/OlRBCiJqgKvnIpk+kl5WVsWfPHvr162ctU6vV9OvXj23btl1xe0VRiIuL4/jx4/To0aPcug0bNuDv70/Tpk155JFHyM7OvmQ7er0enU5XbhFCCCHExX3wwQc88MADjB8/nubNmzN37lycnZ2ZP3/+Rev36tWL2267jejoaBo1asTkyZNp3bo1mzdvLlfPwcGBwMBA61LZTnQhhBBCCCGEEOJGs2lHelZWFiaTyfo62QUBAQGkpaVdcrv8/HxcXV3RarUMGTKETz75hP79+1vXDxo0iK+//pq4uDimT5/Oxo0bufnmmzGZTBdtb9q0aXh4eFiX0NDQ63OAQgghRB1TU26CCyGEEEIIIYQQ1cnO1gFcDTc3N/bv309hYSFxcXFMmTKFhg0b0qtXLwBGjx5trduqVStat25No0aN2LBhA3379q3Q3osvvsiUKVOsn3U6nXSmCyHKMStm9qTvIb04HQeNAzF+Mfg5+9k6LCGq3eVugh87duyS2+Xn5xMSEoJer0ej0TB79uwKN8Fvv/12IiMjOX36NC+99BI333wz27ZtQ6PRVGhPr9ej1+utn+VtMiGEubSUoq1bMRcUgFqDc4f22AcF2TosIYQQQlSCLquE/KwSSgsNBES44+7rZOuQhKjAph3pvr6+aDQa0tPTy5Wnp6cTGBh4ye3UajWNGzcGICYmhvj4eKZNm2btSP+vhg0b4uvry6lTpy7ake7g4CATogghLkpRFJacWML8w/NJKUyxltur7RnWaBiPt30cXydfG0YoRO1wvW+CT5s2jddff726whdC1GCmwkIyP/6Y/F9+xfzvm2pqNS43dcd/ytM4Nm1iuwCFEEIIcUnnT+Wxe+UZko/mlCv3C3Ojy+2NCG3mbaPIhKjIpkO7aLVa2rdvT1xcnLXMbDYTFxdHly5dKt2O2Wwu91Taf507d47s7GyC5IkUIUQVFBuKeeGvF3hz+5ukFKbgpnUjNiiWJl5NMJgNLD25lHtX3kuyLtnWoQpRba71JnhMTAxPP/00I0aMYNq0aZes/++b4Bfz4osvkp+fb12Sk+XnUIj6qDQ+njN3jCD360WYdTrsgoNw6d4dx9atwWymaOMmzoweTf7vK2wdqhBCCCH+xWxW2LbsFMve20vy0RxUahVegc74h7uhUkFmUgHLP9rP7pVnUMyKrcMVAqgBQ7tMmTKFsWPH0qFDBzp16sTMmTMpKipi/PjxANx3332EhIRY/9ieNm0aHTp0oFGjRuj1elauXMmiRYuYM2cOAIWFhbz++uvccccdBAYGcvr0aZ577jkaN27MwIEDbXacQojapcxUxmN/PsautF3Yqex4ot0T3NXsLhztHAHYl7GPl/56iXOF57h31b0sGryIUDcZEkrUff++CT58+HDgn5vgjz32WKXbudab4PI2mRCieO9ekiZMRCktxS4oiKDXpuJy002o1JZnhfSJiaS/9TZFW7Zw/plnMGVn4T12rI2jFkIIIYRBb2L1vEMkHbE8hR7dNYj2N0fg4WcZzqWkoIxty04TvzWVHcsTKCsx0vWOxrYMWQigBnSkjxo1iszMTF599VXS0tKIiYlh9erV1rFXk5KSUKv/eXC+qKiIRx99lHPnzuHk5ESzZs345ptvGDVqFAAajYaDBw/y1VdfkZeXR3BwMAMGDODNN9+UP7iFEJWiKAqvbHmFXWm7cLF3YVafWXQI7FCuTlv/tiwavIiH1j7EidwTPL/peb66+Svs1fY2ilqI6iM3wYUQtlZ64gTJDz+CUlqKS9cuBL//PnZeXuXqOERGEjrvMzI//JDsL74k/X/TsQ8Nxa1PHxtFLYQQQgiTwcyquQdJjs/Fzl5N73ub0kBznoKFsyjWFQDgHBtLr1H98A93Y+P3J9i3NgmfBq40jb30G7BCVAeVoijyfsR/6HQ6PDw8yM/Px93d3dbhCCGq2cLDC3l/z/vYqez4tO+ndA3pesm6qYWpjPhtBLoyHeNbjmdK+ymXrCtEVdXkfDRr1ixmzJhhvQn+8ccfExsbC0CvXr2IiIhg4cKFAPzf//0fixcvLncTfPLkydab4CUlJQwfPpx9+/ZVuAn+30lNL6UmnyshxPVlzM0lcfhtGNPTcWrblrD5X6J2uvSEZIqikDb1NfJ+/BGVkxMRi3/AsYmMmS5uDMlHlSfnSoj6x2xWWP3ZIRIPZGHnoKFvZz3Mfw/DRYZpVHt4EPDCCxxTtWLP6rNo7NSMeKE9vg3cbBC5qMuqko+kI/0iJKELUX+dzD3JqN9HYTAbeKXzK4xsOvKK28SdjePJDU8CsHjoYpr7NL/BUYr6QvJR5cm5EqJ+UBSFc489TmFcHNrISCK+/w6Np+eVtzMYSHrwQYq3bcexZUsifvgelZ3NX84VdZDko8qTcyVE/bNt2Sn2rklCY6eik2E9ThuXAKB2ccGtXz+0EeGYCgvRrVqF8XwqAF5jx7HbbSBnD+cQEOnOHc+2R6VW2fIwRB1TlXxk08lGhRCiJjGYDby8+WUMZgM9GvTgziZ3Vmq7vuF9GRw5GIAPdn+A3J8UQgghboy8JUsojIsDe3tCPni/Up3oACp7e4L/Nx21mxulhw+T89XXNzZQIYQQQpRzYlcae9ckAdA86WecNi5BZW+PzyMPE7X5L/zefg3jiJ7k3N4Gv1++xXfSJAByv1pIy7w/sXfUkJ6oI35rqi0PQ9Rz0pEuhBB/+/H4j8TnxOPh4MFrXV5Dpar8Xe4n2j2BvdqeHWk72Jyy+QZGKYQQQtRPhrQ00v83HQD/p57CMTq6StvbB/gT8PxzAGR+/DFlF3mNXAghhBDXX25aEesXHQMgPOVP/E7EoQ0PJ/Lnn8ju7cPrS4fSfVEH+q8cxcjNT9NjaX8muS3g/ETLMKsl33xO68ZlAGxddorSQoPNjkXUb9KRLoQQQF5pHrP3zwZgcrvJ+Dn7VWn7ENcQ7m52NwAf7f1InkoXQgghrrOMd99FKS7GqW1bvMeN/WeFvhBOxcGWj+DgEsg6eck2PO64A+fYWBS9nsyPPq6GqIUQQoj6zWQ0s3b+UYxlZrzyjtPw5FJcetxEwEcv8O6WcYza+z+WGjMoVquwUxS8TGYUlYp4VRlP+u9kexdHADzmv4SXnxZ9kZF965JsfFSivpKOdCGEAGYfmI2uTEcTrybc3vj2q2rjgdYP4GTnxPHc42xL3XadIxRCCCHqr6LtO9CtXAVqNYGvvoJKrQZjGWx6D2Y0hm9uh7WvwtL7YVYH+PE+KEiv0I5KpcL/uWcB0P3+O6Xx8dV9KEIIIUS9svO3BDKTCrAzFNH86Fd4DB1M6TA3Rm1+mB/VBSgqFU0LXGmecQsd+IL2zt/QLvsxbsryx9FsZmYPAydDVVBcSOPM9QAcWn+O0iJ5Kl1UP5lhRwhR7yUXJLPkuGWSk+c7Po9GrbmqdjwcPLit8W18d+w7vj76NV2Du17PMIUQQoh6STGZSH/7bQC8Ro/GMTqaxHPb+WvlJPYb88jwc6fEzhcfrTsRRhO9MpLoePRX7BM2wr3LIKRdufacWrTAffDN6FauImPmTMI++8wWhyWEEELUeeeO57J3zVlARfTxbwm4uQunQzfyfGYROnt7PA0awk1jmHTzeGIjvVFbJxFty9Hzd/Hlz3M55riAWTdr+OALE64bvsdreHdy80wc+DOZ2GENbXl4oh6SJ9KFEPXeF4e+wKgY6RrclU5Bna6prTHNx6BCxZaULZzKPXWdIhRCCCHqL92KFehPnkTt7k7iyFgm/n43t8Q9wAyHMta6OHPA0YETdiq2mQv4Xl3MQ4G+DA4P5zdNGebvRkJOQoU2/Z54AuzsKNq4ieJ9+2xwVEIIIUTdVlpkYO3cfYCK4PObadxKw2nvn3nSpRidRoOn3oenOy5m0YNP06WRz7860S2aB7szY9Kz9NE+htrdxOr2KlQohJ/+DYCDf55DXyxPpYvqJU+kCyHqteSCZJafWg7AI20euWidUoOJk+mFnMosILNAT6HehLNWQ5CHIx0jvAn2dLLWDXULpW9YX9YlreOb+G94retr1XEYQgghRJ2klJWR+cksALb3CeS9HU8DYKcodDSp6dJmAsFuLTEmack+V0RWagE5hbnoFT2/O2axyf40z359N/6PrAUHN2u72ogIPG65hfylS8mZvwDnT9ra5PiEEEKIuiru4y0Ul4BzcToxzltJCd3LU/5+6NVqAmjOd3d9gb+b22XbUKtVPHXvozguzOLnrovpcQi8Dq3GfcjN6Irg2LY02vQNraYjEkI60oUQ9dyXh77EqBjpFtyNGP8YAApKDew+m8vOxBx2JuZw8FweBtOlJw+NCfXk0V6N6N88AJVKxd3Rd7MuaR2rz6zmuY7P4WzvXE1HI4QQQtQteUuXYkhOJt9FxSeNTqNRVIzSFTBW5YPS4yf2bykg4Ug2ZpMRcMABB4Lw/VcLvfherSfy/R/p88g9uHo5Wtf4jB9H/tKlFKxbR9mZM2gjIqr78IQQQog66dhvezlz1oxKMdFO9y369rt5PCiAUrWaRs7tWXzbZzjYOVSqLbVaxYNjX6H04z9Z3jmLezaYCUxai85nEIc2nKN17wao/vM0uxA3inSkCyHqrcziTJaftjyN3j/4Hj5ad5K4Y+kcTsnH/J9+c28XLVH+rgR5OOLqaEdxmYnTGYUcPq9jf3IeDy7azYDoAN4bFUOHgA40cG3AucJzxCXFMazRMBscnRBCCFG7KWVlJM+aiT3wc1cVkU7uvJl0Ah9DM/7STid1TqK1rlegM8FNvPAOcsbewQ6zyczphBSOHkjArdif5KRIvnttKzeNiqZZl0BUKhUOUVG49OxB0cZNZC9cSNBrr9nsWIUQQoi6oiAhhb9+PQd2rjTMXoN/zFbuCQ6kSK2mmWcM3wz9DAdN5TrRL7DXqBl5x1d89NMAirdqCDz6B4l9BpGfWUJSfA7hLXxu0NEIUZ50pAsh6q05e7/CYDagLovk6UU6QGddF+HjTMcIbzpFehMb6UOotxMq1X/ucpvN6HZ9R87m+XjoTuCcUMqJdxsR3uU2bo0czKeH5rHs1DLpSBdCCCGuwsYv3iAgK58cV1D1jWHh/tUcKLibP4uHoyh6NHZqmnUNonWvBngHu1TYvsVNIXQtbsiULx8h4uzNBBRG8OfX8WQmFXDTyChUahU+EyZStHET+ct+wW/yZOy8vGxwpEIIIUTdYCosIu71XyhzisalNJWuTb7inuAGZNophLlF8sWgWVXuRL8gNCyC/g3uYUPMDwzeqccnfzdpzh04tP6cdKSLaiMd6UKIeud0ZiHv/XGIv/Q/otJAUUY3nOw13BTlS7/mAfSI8iPQw/GS25eVGjm14RCn4naTW+ROkflFXNXZ+NifpbnTWtw2T2OYdxizPVXsSttFckEyoW4ybpsQQghRWWsT1qD55mcAUga35v+OnWR19hukGaIBaNTOn+53RuHqdfk/xn2dfXlnxIvcu3IsoWn96ZQ8hEMbzmHQG+l9bzTOnTri0Dwa/dF48pf9gs+E8Tf82IQQQoi6SDEa2ffU/0hx6g2Kmb5en/BwYBPOOOjwdPBi3oA5eDh4XNM++t32AsdO/oBxN0Qc+p202A6cPZKNLqsEd1+nKzcgxDVS2zoAIYSoLkaTmVl/nmTQzE2sO7cClaYEB8Wfj2+5h32v9mfefR0Y2SH0kp3oJpOZfWuTWPjcJtb/kktyQSMKzX4oaCgw+3NG35GVeS/xbfZMHDOgc0kJACsSVlTnYQohhBC12vGc4/zyxfME5YDeRUuf8BCWJT1DmiEarZOGmx9uxaAHW16xE/2CBkHt+NCvGwdC/uDPxt+ASuHYtjS2LzuNSqXCa9RoAPIWL0ZRLj0nihBCCCEuLeWNN9hvaANAM/VqXggM45CHDrVKzYye7xLiGnLN+9DYO9Cn3SPsaQrOJZk4K8mgwLFtqdfcthCVIR3pQoh6Ia+4jLs/38F7f5zAYDLjGbALgKdiJzC4VQMc7TWX3T4ntYgl7+xi68+nMJSBp+YcXYLXcsekCO59uwu3Pd2OdgPD0WjV5BvDWZzzLn0yIgBYc/ynG314QgghRJ2QV5rH5D+fYPBWPQDOQ+5g+Z5uFJp98fJRc+eLHWkY43fFdsxmhcwCPfGpOtLyS2nT8xXuzy/kpN9utjZZDMC+tUmc2JWG+5AhqF1cKDt7luIdO27o8QkhhBB1ke7HBezZC3pHb5yVTD4NcuJI0CkAHm/7OJ2DOl+3fbUa8CgOUZZhV0NOrAPg2LY0lP9OdCbEDSBDuwgh6rzU/BLu/XInpzIKcXOwY2J/+PL0eZzsnLil0S1X3D5hXybrFh7FoDfhqCmkq8sCmjUtRXXPYnB0B8Ddx4ngKE/a9A3l6/d3Y0qH7PPPEe4+l1Oc4HTiehpF9r7RhyqEEELUWoqi8Nq213CPT6FhGujd/NiX3YoSswc+bvnc8vwQnN21l91+2+lslu5L4Y8jaehKjdZ1bg52zPbqSrR+Dwe9t9GmZVdcDoex/utj+L3cEfdbhpH3/Q/k/rAYl87X7499IYQQoq7T71zD8fe/5VzMCwDE+RvJabINk95A79DeTGg54fruUGNHhz73c+6vzwlOP8DpaAMFOZByIpcGzbyv776E+A95Il0IUafllxgYO9/SiR7o7siSR7qQrmwAYFDEINy0bpfd/tCGc6z67BAGvYkQj/Pc5f0Y0cGnUN31rbUT/d+c3bXc/3Is2V4aQEP/k+NwK/VmTdyzYCi9AUcohBBC1A0rE1cSlxTHsF0KJrWWI+0nUWzywMs+heHPdb1sJ/rhlHzu+WIHd3+xg3p9f2QAAQAASURBVJ/2nENXakSlAh8XLRq1igK9kVfT+/BSdg4A37p+iHdjB4wGM+u/OYbnyJEAFKxbhzEnp1qOVwghhKjtlPQTnHvqSY41HA0qNanOehy7bSFbn06YWxhvd38bter6dz1G9X4QXTMjGrMB1+ydAMRvleFdxI0nHelCiDrLYDLz8KI9nEgvJMDdgZ8e6UKgp5k/zvwBwMimIy+7/d4/zrLphxMAtGxexC2Oj+OsLYWRi8D50ne67bQa7p3cnjSNGTuTCwOPT2StqRRl/dvX7+CEEEKIOiSzOJN3drxDQI5C+5NmjjW9izz8cFTlM/Q2E45+ARfdzmRWmPXnSW79dAtbT2ej1ai5OzaMxQ925sRbN7Pnlf7EvzGInx/pQsvW7SkpacyAwiLMKjPrwn/AzkFD6ql8Tme649iiBRiN6FasrOajF0IIIWqhwkwynrqNM/Zd0Hk0xKQyE3lHITvS/8Jebc8HvT644oNrV83BlSbd+2BUQ1TCVgBO78uk7F9vowlxI0hHuhCizvrkz1NsS8jGRath/riONPBy5tfTv1JmLiPaO5oWPi0uue2hDefYtvQ0AO37+tOj+HHUKjP8P3v3HR9Xeeb9/3NmRqNR771YXbItyXK3ccU2NgYDpgQDSUh4EpJNQp7dZfMkYTch2ZQlyY+wKZtAQpYAqaTQiwEb997kIsnqvfcyvZzfH0eWcWyDsSUdlev9euk1o5kzR99xgm7Nde77utd8AxKLPvRnp8cHY1geg03xEW1LJqzzRqqO/Ro6y0fr7QkhhBBTxhPHnmDANcDHz4TTET2P9rhFKHjZOON3hK76+CVf029zc/8z2v4nXp/KTQXxbP+3VfzX7QUszojCz6h91DGbDMyfEcnP751L9MrP8i+9fZhUlcO2nYQv03qsHnixCvNNd2jnfeWV8XnTQgghxGTl9TD03/fQftqf6ozbAMhcF8Wv6x4HtL7ouZG5Yxoh7/av0zHDS+hgHajdeN0+ak92jenPFEIK6UKIKelEQy+/2KFtbvKDOwuZnRiGqqr8teKvAHws92MoinLJ11YebWf3C9pM9AU3pbHE+DMURy/EFcCSL15xhi/dnMvuYC8Ac5vX8Z4hEd76KqiyCYoQQghxTnFHMa/XvE6AE4rOmCjPuQeA+UF/J3HTJ8Dod9Frmnpt3PXUfvZVdRNoNvLjj83hF/fNIyUy8AN/Vvaq+0gyBnHH4BAAP+r9JZEpwbgcXqpM+WAy4ThzBmdV1ei/USGEEGKK8L3zn7S/Vk9N2m24zSEExVr4q+Wn2Dw25sXO4/5Z9495BiUyndCZsShAbJvW3qXqWMeY/1wxvUkhXQgx5bg8Pr7y15N4fSq3zknkljmJABxuO0z9QD1BfkHclH7TJV/bVtPPtmdLQYX8lUksmtsDp14AFLjlp2C88j2aY0MtLF6ZTKOlF5Nqpr3nfqjZCWdfH4V3KYQQQkx+PtXHDw7/AICHOgupTL4Fj18QMaYqFmSXw6zNF72mvtvKx546QOXw/id/+6fruHN+8mUvkF/ALwBD4RY+3T+IooLLUsK7AS0AlB7uRlm5EZBZ6UIIIcRlVW2n55ln6FIzaU5cBoBnWR3Huo4RaArk+8u/j9FgHJco+fd+GYe/SlrjMQAaSrpx2tzj8rPF9CSFdCHElPOHQ/VUd1qJDjbz3dvyRx4/Nxv95vSbCfILuuh1Q71O3nrqND6PSvqcaFZsyUbZ/m3tyTn3QvL8j5zlU8vS2W7x4VW8RPXPocSTDzv+C3y+q3pvQgghxFSytXYrJd0lBJuCyDkeTGfMXBTVx9qwn2O84VEwXPhxpbHHxr2/Pkhrv4Os2GBe+tJ1zEq8ePPvDzTnHlI8HjbYnQDsN/0NNc4fn1elNnk9AP2vvoYqY7UQQghxIecQ1ucforM0hKrMO0AxkFAUyC87tJYuX1v0NZJDksctTsDczTjSfATbWsHTis+rUlMs7V3E2JFCuhBiSumzufjJtkoAHr4hl7BAbTl4j6OH7fXbgUtvMur1+HjrV6exDbiITAxi3QOzMNS8B3V7wOgP1//7VeVJiQxk3ux0zkacAWCffQt0lELpy1d1PiGEEGKq8Pg8PHnySQD+r3ID5QHarLZZlreJys2AzOsvOL5z0MnHf3OIln4HmTFB/PHBxSSEBXz0H5w0H8JS+ExvDwCm0NP8ydkKQE2jAUd0Gp72duzHj1/DuxNCCCGmHu+279Czz05XWD594dkYTQpvxj6L2+dmVfIqbs+6fXwDmfxJXbYQgOSWowBUHWsf3wxiWpFCuhBiSvnlzmr67W5y40K4e8H5K+Fv1b6FR/UwK2rWJTc9OfByNR11A/gHmrjpC4WY/Y2w/T+1Jxc9COEpV53pgWXpHA7uxYcXtzWfDncm7PwB+LxXfU4hhBBisnu95nXqBuoI9w8neX84Q8HJ+HmHWBL2J1j37QuOtbk8fOa5IzT02EiNDORPDy4hNsRydT9YUWDWbeS53Mw1BKMoPjqj9tMerIAKrfO1Hu0Db755je9QCCGEmEJaTmB//VkGmwOpztgMQMBcB4cG9xFgCuAbS75xZW3WRlnivf+KPUgluVW7AN5U1otjSNq7iLEhhXQhxJTRZ3Px+4P1AHxtYy4m4/lfca9WvwrArZm3XvS6ulNdnNzWCMDaT80kLCYAKt+FtlPgFwTLH76mXIvTIwkJmk1VtDawH7LfC13lUPbqNZ1XCCGEmKw8Pg9PnXwKgAcTPkbFUCoAc81/xzJ7NSTOHTnW51P55z8Xc6qpn8ggM8/9n0XEhl5lEf2c2dqMuY91tQHgH3mEHaoNgAZPCi6/IAbefgfV47m2nyOEEEJMBaqK9dWv03EilLb4xViDEzEHGPmd/08A+Kc5/0R8ULwu0ZTk+RjTjQTaO8DTiM+nUn1CNh0VY0MK6UKIKeO5/fXYXF5mJoRyfW7syONVvVWUdpdiUkxsTN94wWtsAy7e+10ZAIVrkkmfEwOqCnu0Hm8seACCoq4pl6IofKxwPsditZ3EG2zz6fPEw/7/0X6WEEIIMc28U/cOzUPNRFoiyd4VhsMShdkzQFH0m7Dy/11w7P/sqOLd0nbMJgO/+dQC0qMv3ufkIxtu77J+oIcwYwCY+mgJP0uHyYfXC60Z6/F2d2M7fPjaf5YQQggx2VW+i+fASWwDgVSn3wJA3+xq2r0tZIZl8smZn9Qvm6KQumYNAMkt2qajlUelkC7GhhTShRBTgs3l4dn9tQB8YXXmBUvKXqt5DYAVySuItESOPK6qKrv/VI590E1UUhDX3Z6lPVG3FxoPab3Rr/vyqOS7Y14yXb5IGsJLASh1bITmo9rPEUIIIaYRVVX5bclvAbg3427O1mp9zmerr+OXcz0kzBk5dsfZDv57WwUA39+cz7zUiNEJMdzexV+F24zaOaMTj3HIrM1Ab0pciU8xMvDWW6Pz84SYAH7xi1+QlpaGxWJh8eLFHP6AC0UvvvgiCxYsIDw8nKCgIIqKivjd7353wTGqqvLoo4+SkJBAQEAA69ato7KycqzfhhBivPm8DL32CJ0lITQnrcTlH45/mIE/Gv8HgP9Y8h/4Gf10jRh+xxdxBfhIadFWgbdU9GIbcOmaSUxNUkgXQkwJLx5vptfmJjUykJvyzy8p8/q8vF7zOnBxW5eqox1Un+jEYFBY+6lZGP2GfyXu+6l2O/cTEDI6y9PiwyzkhC6gNG4fAGXODXhVE+z/+aicXwghhJgsDrYe5GzPWQJMAcw/MQObfzQmj5V58a/Byq+MHNfW7+DhvxSjqvDJJTP42IKr36/kknJuBODOlmoAHH6lVFgGGFJUnKqZruhCBt95V9q7iCnhhRde4OGHH+Zb3/oWx48fZ86cOWzYsIGOjkvP2oyMjOQ//uM/OHDgAKdOneKBBx7ggQce4O233x455kc/+hE/+9nPeOqppzh06BBBQUFs2LABh8MxXm9LCDEOfGdewnOyGZsjhLoZ2th5Ou09PAY3N2fczML4hTonBCV+Jv7pZgIc3aieOlQVqo/LrHQx+qSQLoSY9FRV5Y+HGgD41HVpF/RGP9x2mA5bB6HmUFYmrxx53GF1s+cv2gy3+TelEZMaoj3RVQlV7wIKLP3SqOb8eOFa6sLLGTL34XD7U+NYAmffgJ7aUf05QgghxET2XMlzAGzO2kzV0SEAsh3vYslZDCmLAPD6VP71hWJ6bW7yk0L5xqaZox8kdQn4h5Ex2MnMkBn4VC/ZmdWcHp6V3pKyCm9/P7bjx0f/Zwsxzp544gkefPBBHnjgAWbNmsVTTz1FYGAgzzzzzCWPX716NbfffjszZ84kMzOTf/7nf6awsJC9e/cC2t/fP/nJT/jGN77BbbfdRmFhIc8//zwtLS28/PLL4/jOhBBjSlUZePuHdJWE0JR0PR5TIKZoLzsCXibYL5ivLPjKh59jnCSuXwdAykh7l3Y944gpSgrpQohJ72RTP6WtA5hNBu6cl3TBc69Va21dNqZvxGw0jzx+4OVq7INuIhODmH/jjPMvOPxr7TZnA0RljmrOmwvS8DlmcDb2AABn1C2ACsd+O6o/RwghhJio6vrr2NeyDwWFW1zX02OIRVG9zI29sDf603tqOFDTTaDZyM/umYu/yTj6YYx+kKX1VL15uL1LYOQpTpu9APSEZmO3RDG0ffvo/2whxpHL5eLYsWOsW7du5DGDwcC6des4cODAh75eVVW2b99OeXk5K1dqE1Nqa2tpa2u74JxhYWEsXrz4sud0Op0MDAxc8CWEmNh85W/D6UbsjiAaU64H4GDC66iKyoOFDxIdEK1zwvNC7vgiHn8fqc3aBfDW6n5p7yJGnRTShRCT3h8P1QOwqSCB8MDzxXKb28a2hm0A3JJ5y8jjbTX9lO5pAWDVvbkYTcO/Ch39UPxH7f7iz496zmB/E2mB8yiLPYCKj5aBZAY8sXDi9+CWJbBCCCGmvhfKXwBgZfJKml5vAiB+8DgRszMhbTkAVR1DPPGutmrsW7fMIiMmeOwCDbd32dhajUExUDVwhtmzVOpMWjG9JWEpg9u2o8rm4GIS6+rqwuv1EhcXd8HjcXFxtLW1XfZ1/f39BAcHYzabufnmm/n5z3/ODTfcADDyuo9yzscee4ywsLCRr5SUUW7XJIQYdb3v/IDus8G0JCzHYwrEEO7hWNAOYgJiuDfvXr3jXUCJzcY/wx+Lsw+ftwFUqDvdpXcsMcVIIV0IMakNOT28drIVgHsXp17w3LaGbdg9dmaEzqAwuhAA1aey+8/ah/O86xJIzA4//4ITfwDXEETnQsb1Y5L35qzrsfr30xxaBUCFejPYuqH0lTH5eUIIIcREYXPbeKVKG+/uSrqDul6trVpB4Ftab3RFwetT+erfTuLy+FidG8Pdo90X/R9l3QAoxLaVsCha2+Q0M72Ck8PtXdril+JqbsFZXj62OYSYgEJCQiguLubIkSN8//vf5+GHH2bnzp1Xfb5HHnmE/v7+ka/GxsbRCyuEGHW+xqOYT5VhHwqgIVVbfXIw/g1UReWf5vwTAaYAnRNeLH6NtmomqfUkALXFnXrGEVPQhCiky+7hQoir9U5JG3a3l4zoIBbMiLjguVerXwXgloxbUBQFgLMHW+lsGMRsMbJ08/tat/i8cPhX2v3Fn0cFPL29OEpLGdy+nZ7f/4HOn/2cjh8/Qef//IKeP/wB68FD+KzWj5T3vqJF+NxhVMYcBaDCfQOqChz936t6/0IIIcRk8VbtWwy6B0kOTiZopxefwUyQrZnMQidkaR/Qf3egjuMNfQT7m/iv2wtGxu8xExQFydomaTeZYwEoG9hHUHoIdkXF6R9OX3gWg9LeRUxi0dHRGI1G2tsv7Bfc3t5OfHz8ZV9nMBjIysqiqKiIf/u3f+Ouu+7iscceAxh53Uc5p7+/P6GhoRd8CSEmrvZtP6W7LJi2+CW4zKEQ7KY4bBepIancnn273vEuKWTzZ/CaVVKGC+mNZb24HLJpuBg9Jr0DnNs9/KmnnmLx4sX85Cc/YcOGDZSXlxMbG3vR8ed2D8/Ly8NsNvP666/zwAMPEBsby4YNG4Dzu4c/99xzpKen881vfpMNGzZQWlqKxWIZ77cohBhDrxRrLVpuK0oa+bCtqiqt1adw7DvIUofKeqORnpO/w2V3sf9MCmBiVnQH9r88j82n4rNa8TWcwVvah8cVh+fAX3C3/w+q4wrarRiNBK9aRcSWuwlaufJDP/CHB5mJNhZSG3mEVbVb6B0IoNucQXTjIW2j0+jsa/0nEUIIISakv1b8FYC7c++m4p1eUKLJ8u7EsPLLoCh0Djr58TvaqrGvbcwjMXycZrplrYWmw1zf3YpRMVLeW87Xrgtgd6WNOS4TbbELid++nZgvje4m5EKMF7PZzPz589m+fTubN28GwOfzsX37dh566KErPo/P58PpdAKQnp5OfHw827dvp6ioCICBgQEOHTrEF77whdF+C0KI8TbUQdCxd+npiaJ+8XoAjsRtxWfw8qWiL+Fn8NM54KUpyUVYZigYKlvx+TrBE0NjaQ+Z8y6uLwpxNXSfkS67hwshrlbXkJO9VVrPs1vmJDC0dx8tX3+EymXL6d90D//xgpd/fcWH43s/pv2//otjL53F4TYRYO8k/A/foePxH9P5xBN0/+pX9L61j4H6QGytRlz1DSNFdGN0NJaCAkJuuIHwe7YQcf8nCd+yheC1azElJIDXy9B779H4+X+i4VOfxnkFq19WJi3HZXLQEKYdW2H5hPbEuf7sQkwCsppMCPFRVPRWUNJdgkkxsdI+nz4lGkX1kp9+CvLvAuCxt8oYdHooTA7jvkWpH3LGUTTczi28di8L4hYA4DAX0xutzTnqjJmLvawSd3Pz+GUSYpQ9/PDDPP300zz33HOUlZXxhS98AavVygMPPADA/fffzyOPPDJy/GOPPca7775LTU0NZWVl/PjHP+Z3v/sdn/iE9neroij8y7/8C9/73vd49dVXOX36NPfffz+JiYkjxXohxOTVtftpBiv86Yidj8MShWpxczJqF7kRudyYfqPe8S5PUYhduQgFiO3QZqXXnJT2LmL06Doj/dzu4e8fsD/q7uHvvfce5eXl/PCHPwQ+fPfwe+65Z/TfiBBCF2+ebsXrU7lTbYbP3U9jWdnIc14DtEZARGI6cVEzcAWE0WhfA0BBVAsRt20aOdZgdGM8+2cMZhXTrd/FlJGPX2ICprg4DGbzRT/3/ZzV1fT95a/0vvACtsOHqb3zLhK++x3Cbrvtsq/5+Jx1vNTyQ8pj9pPWm0dl3xyWBoFy8s+w5htgMF7jv4wQY0tWkwkhPqqXq14GYFXKKupfLgViiRk6Q/gn7wOTmWP1Pbx4vBlFge/clo/RMMYtXd4vaT74h4KjjxvCcznUdogdDe+xfvV36P5THSF+gXRHzWJw+3tE3v/J8cslxCjasmULnZ2dPProo7S1tVFUVMTWrVtHNgttaGjAYDg/z85qtfLFL36RpqYmAgICyMvL4/e//z1btmwZOearX/0qVquVz33uc/T19bF8+XK2bt0q47YQk53Pi7LvWfobA6lfoP2tfixuGx6jm/877/9iUHSfk/uBgm+9H+9zh0htPUVX/DrqT3fj9fowGid2bjE56FpI/6Ddw8+ePXvZ1/X395OUlITT6cRoNPLLX/7ymnYPdzqdI0vUQFuSJoSY+N48WseXTv6dTbUHcAJKYCDht99O1+IsPtH0PUxmCzvv/gvB5mB2v1CBd0cTsWmhLPjav1zYguWtr4PfIORtgnv+z0fK4J+ZSdwjXyfik5+k7Tv/iXX3Hlq+9nWctbXE/PM/X7LVS15cLGZPBg0RJfiMPoaGDHSGFBE7WAw1O0b6xAoxUb1/NRnAU089xRtvvMEzzzzD17/+9YuOX7169QXf//M//zPPPfcce/fuZcOGDRetJgN4/vnniYuL4+WXX5aL4EJMcm6vmzdq3gBgc9qtVLf2ghlyg/bB/N+gqirfe0O7GH73/BSKUsLHN6DRBOkr4ezrrLHa+T4Kp7pO8e3F/vzA4mWe3UR77EJmvCeFdDG5PfTQQ5dt5fKPm4h+73vf43vf+94Hnk9RFL7zne/wne98Z7QiCiEmAGvpO3jL7PRELMYalIDq5+VU7E4KYwpZkbRC73gfypC1Cr9kL2F1NfjUQZy2EFoq+0jJi9Q7mpgCJuXlmNHePfyxxx4jLCxs5CslJWX0wgohxkRbayd3/vlHbKrVVq9E3Hcv2e9tJ/6b3+C1sFq8RoU1KWsINgcz0GWnZLe2HHvJ5owLi9tuO5z8k3Z//gNXncecnETKU08R9YV/AqD7qV/R9eSTlz1+VvhCvAYPLeENANQEfVx7Qtq7iAnu3Gqy96/8+qirybZv3055eTkrV64EPnw12aU4nU4GBgYu+BJCTEy7m3bT4+ghOiCahINeHOYITB4bM2/OhoBw3jrTxomGPgL8jPzb+hx9QmZq7V1i6g9RFFsEwJHO3SQWRgPQFTWbwWPFePv69MknhBBCjJP2935NX3UgTUmrATgbexCXycFn8z879puAjwajidjFs1FQieg9BUBtcZfOocRUoWshfaLsHv7II4/Q398/8tXY2Hgtb0sIMca8g4M0f/r/kN9di8McQMpvfkP8o49iDA/H7XOztW4rALdk3gLA0Tfr8HlVkvMiLr4KXfoqOPogLHXkQ/TVUgwGYv/5n4l7RJuR2/Wzn9P75z9f8thbslcDcDZ8PwA1fcOFg7LXwd53TTmEGEsftJrsciu/QFtNFhwcjNls5uabb+bnP//5Na0mk4vgQkwer9e8DsAtGbdQ9V45AEmuY/it/CdcHh8/2qqtRH1wZQaxoTq1hBjuk07jIa5PuA6APc172LI+gz6DD5/Rn56wXIZ27dInnxBCCDEO1KFOwk8cYtAQT3fUbEDlRMx7ZIZlsiplld7xrljoLffhM6jMaB4upJ/sRFVVnVOJqUDXQvr7dw8/59zu4UuXLr3i81xu9/Bzzu0efrlz+vv7ExoaesGXEGJiUr1emh/+NwLrq+j1D+bUV35A8PJlI88faDlAj6OHSEskSxOXMtBlp/ygVohbfGvGxSc89qx2O++To9abPPJTnyJ6eNls2/f/C/vJkxcds3n2IvAG0RB5EgzQ2+WjN3QleJ1Q8uKo5BBiIhnt1WRyEVyIyWHINcTupt0A3BiwkBZPEgB5s4cgYgZ/OdpIXbeN6GB/PrfyEuP0eInMgPBU8LlZYQgC4EjbETLj/OmP9AOgI7qIwe3v6ZdRCCGEGGONu55jsMpCU5K2crQ1qoqBgC4eyH9gwvdGfz9j4c2oiR4iestRVSdDvU46Gwb1jiWmAN3/K5Ddw4UQH0XH4z/GumcPTqMfjy79LMtuvO6C58/NetuYvhGTwcSxt+vx+VRSZkYQnxF24ck6y6FhPygGmPuJUc0Z/aUvErJ+PbjdNP3Lv+Lp7b3geX+TiWhjAS6Tg77IHgBqgu7TnpT2LmICmyiryeQiuBCTw47GHbh8LtJC0+Cl07j8w/DzWknf8jGcHi+/3FEFwJeuzyTYX8ftmxQF0rS+r5ntVSQEJeD0OjnSdoT8xdrvoe7ofAYPHEJ1u/XLKYQQQowhZc/vGOgJpTVem4h6PGYb8UHx3JR+k87JPiJzELGFqRh9boIGSwGoPSntXcS1072QvmXLFh5//HEeffRRioqKKC4uvmj38NbW1pHjz+0ePnv2bJYtW8bf//53fv/73/PZz3525JivfvWrfPnLX+Zzn/scCxcuZGhoSHYPF2IKsB48SM9vfwvA4/PuwZedS1Zs8Pnn3VZ2NOwAYFPGJgZ7HJzdr/3+WHBz+sUnPP68dptzI4QmjmpWRVFI+K/vY54xA09rK+3f/6+LjlkYtwSA0pBjANR0pYFihKYj0FkxqnmEGC0TZTWZEGJyONdubeOMDVQVdwOQYj6LccZC/nK0iZZ+B3Gh/ty7KFXPmJq05QAo9ftGNlPb07SH29dlYFVUPKZAuv2SsBcX6xhSCCGEGBuDDScxl/XQFrcIrymAocAeGsPLuX/W/fgZ/fSO95FF3no3PuX97V2kkC6une6FdNB2D6+vr8fpdHLo0CEWL1488tzOnTt59tlnR77/3ve+R2VlJXa7nZ6eHvbv38+WLVsuON+53cPb2tpwOBxs27aNnBydNi4SQowKn9VK6398A4CShevYmzSH9bMunKm6rX4bDq+DtNA0ZkfNpvjdBnxelaTccBKzwi88odtxfub3/E+PSWZjcDCJj/9/YDAw8PrrDO7YccHzd81aC0BlxB4AOprs2Gdofd05KbPSxcQlq8mEEFei39nP/mZtL5AbWqNpD5kNQN6aGTi9vpHZ6F9cnYXFb3Taq12TGcOt4pqPsyJuAaD1SQ+2mPAmahNyOqKLGNq9R6+EQgghxJhp2PZb+moDaUrSeqEXx75HmCWUO7Pv1DnZ1TEtuANPnIfo7hJUfHQ3DzHQbdc7lpjkJkQhXQghPkznz36Gu7kZU2IiT6SvB2BNXuwFx5xr67IpYxNOm4fS4dno8zekXXzCs6+DvQdCkyBr3ZjlDigoIPLTnwag7dv/iXfIOvLcwpQZKO4E7P79qJEeUKEh5C7tyTN/B9kMRUxQsppMCHElttVvw6N6yI3Ixf7iPlz+4Zh8dlI3buKl48209juID7WwZeEE2Sw4YobWJ131ssit4mfwo3momdqBWhYu13q7d0fNpn/3bp2DCiGEEKNMVQnZ/xZdQTOxBSXgMboojznMfXn3EegXqHe6qxMcS1ROBH4eK/72GgDqTnXrHEpMdlJIF0JMeK6GBnr++CcAbA99hRaXgRCLiXmp4SPHdNg6ONR6CICbMm7izO5mPE4vUcnBJM+MuPikI5uM3j9qm4xeTsz//TJ+qal42tvp/tWvRh5XFIVUy1wA6oKrAajvSQVzMPQ1aC1ehJigZDWZEOLDvFX3FgCbolbS0KpdFEuJ6QFLAL/erX2g/eyK9IkxG/2c4T7pgY1HWDA8K31v015WL0vBo6i4/MPpbbbibu/QM6UQQggxqprO7EapcdGUtBqAspiDGPzh3rx79Q12jWI3bgQguUVr71J3qlPPOGIKkEK6EGLC6/zJT8HtJmj5craHZAKwMjsGk/H8r7C3at9CRWVu7FwSLImc2tEEwNwbUlEU5cITdlVB3Z4x2WT0UgwWC3Ff/xoAPc8+i6upaeS5FSnaMvIzQXsBaDw7gC93k/bk6b+OeTYhhBBiLHTZuzjSpl0QXnm4k+7IAgAy183n3dI2arqshFpM3DMReqO/37n2LnV7WZE83Ce9eQ8msxElPgCA7sjZWPdKexchhBBTR9s7z9DVHUdXVD4AJfF7uDnjZiIsl5iUNomYl9yFPcZDTNdpAJor+nDZPTqnEpOZFNKFEBOa/UwJA2++CYpC7Ff+jZ3l2gyw1bkxFxz3WvVrgNbWpeJwO/YBF8ER/mQtiL3onBx/VrvNugHCkscy/ojg668ncOkSVLebjv/v8ZHH7ylYierzozX0DEZ/BYfVTWf0cA+6kpfAK4O8EEKIyeedunfwqT4Kowqwv3mAoeBkQCVlQSZP7tJmo9+/NI1gf5O+Qf/R8IajtBxnRcx8AI62H8XmtlG4UNubpSsqn54du/RKKIQQQowqn8dN3NG9tMYvBcVAS2gVfQEd3Jd3n97Rrl18AZEzDATZOzC42/F5VRpKe/ROJSYxKaQLISa0c61QQjdtYjApnVNN/QCsel8hvaK3gvLeckwGE+tT11P8bgMAhWtSMBr/4decxznmm4xeiqIoxH39ETAYGHz7bexnSgCYERmO2ZOFz+BjKFp7b/X9GRAQCdZOqJM+rEIIISafrXVbAbjDPZNWTzoAcfFQ1mPlZGMfZpOBTy9L0zHhZUTMgLBU8HmY0ddCSkgKHp+Hg60Hmb8kEYCB0DT6Dp9E9cjFbiGEEJNf+cE3cdUatEI6UBZ7gHmx88iNzNU52ShQFOJWayvMEtu0Wel1p7r0TCQmOSmkCyEmLFddHYPbtgEQ/bkH2V+tDXizEkKJDTm/AeEbNW8AsDJpJX2VHnrbbJgtRmYvT7z4pGffAFs3hCRA9vqxfxPvY8nNIewWrW1L589+OvJ4bqg246008CQADWV9MOs27cnTfx/XjEIIIcS1arO2caLjBAoKc98pHlkmnr44k+f21wOwuSiR6GB/PWNe3vCsdKV+HyuSzrd3CYm0oIT7gWKg35KK/eRJPVMKIYQQo8L+zm9pU2bjCIjGbbRTE3mS+2ZOgdnowwJW3IU1wjvS3qX+TDc+r0/nVGKykkK6EGLC6n7uOVBVglatxD87m/1V2g7by7OjR47xqb6RQvqmzE2cGJ6NPntFEuaASywXP7fJ6NxPgnH8l5NHf+lLYDRi3b0H2/ETANyYsQqA0pAdALTXDWDPvEt7Qdmr4HaMe04hhBDiar3X8B4ACyIKcRysojdCm9EWmhHKW2daAa2ty4R1rr3L+/ukN+1BVVVy52ot47qj8ml5+z29EgohhBCjwuWwE1N8kpaE6wAojz5CVEgEa1LX6JxsFGWsIiDFQ9hADfisOKxu2moG9E4lJikppAshJiRPby/9L74EQNT/+QwA+4ZnpF+XGTVy3NG2o7Tb2gkxhzDTO5eWyj4MBoXCNSkXn7S7Gmp3AQrM++SYv4dLMaemEn7HHQB0/eIXANw6ay4+dyhW/278YgAVGgczITQJnANQ9a4uWYUQQoir8V6jVmC+vcpMd0A2PqOZ4HA/tjZ24faqzEsNJz8pTOeUH+B9fdIXRMzE3+hPu62d6r5qZs6LA6A7ciZd0iddCCHEJFe28y/0N4fTGT1H+z7uIFtyt+Bn8NM52SjyCyB5fh4G1Ud0l9ZiVdq7iKslhXQhxITU/9LLqE4n/rNmErhoIQ3dNpp67ZgMCgvTIkeOe73mdQDWz1hP+W5tI9KsBbEER1xiufjx57XbrLUQnjrm7+Fyoj7/eW1W+r59OEpLiQjyJ1TVlr03h2kz6utLe2D27doLTv9Nr6hCCCHERzLgGuBY2zEAcraX0D3c1iW1IIY/HG4EJvhsdLigT7ql9STzYucBcKjtEPEZoSh+Ch6/YOj34e7o0DmsEEIIcfXUN39HS8RSVIMfnUENDIR0cGf2nXrHGnWha+7EGqIS16m1d6mVQrq4SlJIF0JMOKqq0vc3rXgcseUeFEUZmY0+NzWcIH+tJYvD4+Ddem229oa4m6g8qn2YLbg++eKTelxQ/Aft/jhuMnop5uQkQjduBKD7N/8LwJzoRQAU++8DoLG0BzV/uL1LxVZwyNIzIYQQE9+epj14VA/zvUl4q/tH+qP3hBpoG3AQHWxmY0G8zimvQNoy7bZuL0sSlwBwsOUgBqOBGfnayriuqNlUvCarxoQQQkxO1qFBwkprRtq6lMUeZGP6RqICoj7klZOPknMjaqqTqJ5SUL30tdvoa7fpHUtMQlJIF0JMOPYTJ3DV1KAEBBB6800A7Ks619blfH/0XU27GHIPkRCUgLkyFq/HR0xqCHFpoReftOItsHZCcBzk3Dgu7+ODRH3m/wAwsHUrrqYmNmWvRFUV6oIPY/I3YB900+HKgKgs8Di0YroQQggxwe1o1Pb7uLPYgzUoCaclEpOfgb83a+P4PQtT8TcZ9Yx4Zc61d6ndw+KExQAcaT+Cx+chc04MAN2Rs2netlOngEIIIcS1OfPun+kYzMEalIhXcVEVfYx78+7VO9bYCEsiKScKk9dBaH8FILPSxdWRQroQYsLp+6s2Gz30po0Yg4Px+VQOVGsbjS7LOl9If71aa+uyKW0TJbtbAChYnYSiKBef9Ohvtduij4NR/35vlpkzCVq+HHw+ep75Lauy0vA5kvEZfKiJdgAa3t/epeQlHdMKIYQQH87ldbG3eS+KqpJ5oGVkNnp4egj763oxKHDfYv1aq30kM4ZnpLecIC8olTD/MKxuK2e6zpA6KwpQGQpJJaCqGq/Hq2tUIYQQ4moY3/ozzfHaeFcVdYLM2HRmR83WOdXYiVtzC9ZAlbjOM4D0SRdXRwrpQogJxWe1MrBVm30dfpfW2qSiY5Buq4sAPyNFKeEA9Dp62du8F4CFrusZ7HHgH2Qie0HcxSftroaaHYAC8z81Hm/jikR9VttEte/FFwmwDRJl0AoO5YHaBigNJe8rpFdtA0e/LjmFEEKIK3Gk7QhWt5VlzUEogyrd0dq4Vm3yAbB+VjyJ4QF6RrxyEWnapt8+N8bWEyyK11qwHWw9SGComejUEABcwemc2ntcx6BCCCHER9czMERYVSsdMfMBOBt3iLty7rr0pLQpwjjzZmypbqK7tT7prdX9OKxunVOJyUYK6UKICWVwx05Uux3zjBkEFBUBsK9Km42+KD0Ss0n7tfV23dt4VA8zI2fSdVSbCTbzukRM5kssFz/+nHabtVb7YDxBBC5ejGX2bFSHg97f/4EFcUsBOGbeDkB73QCukByIzgGvC8qlvYsQQoiJ61xbl9uK3bhNgfSHpAPwSrs2jt+/dIZu2T4yRYEZWs9Y6vezJEHrk36o9RAA6YVae5eeiJlUvvmeLhGFEEKIq3XyzT/R5J2H12TB6tdFX0QLN6XfpHessZU4j7hUhQBHNxZbM6pPpf5Mt96pxCQjhXQhxIQy8MYbAITefNPI1fD9I/3Rz2968mr1qwDcFLlZa4GiQP7KpItP6HHBiXObjD4whsk/OkVRiHrwswD0/uEP3JRUgOr1p9fSRECUEdWn0lzZJ+1dhBBCTHiqqrKjcQcBTpXUUhu9EbmgGDCGm2n3ekmLCmRp5iTbvGykkL5vpJBe3FmMzW0jZWYkAD0ROXDsMKqq6pVSCCGE+Mgs77xAW5w2tpXFHeXG9BsJNgfrnGqMGQzMWLYGu79KXKc2K13au4iPSgrpQogJw9vfz9BerV1L6MaNAHi8Pg7V9gDn+6NX91Vzuus0JsVEcoO2bHzG7CjCYi6xXPzsa2DrgpCECbHJ6D8KueEG/FJT8fb3M7vkAF5bJgBDMdqA3ljWe76QXr0d7H06JRVCCCEur7S7lA5bB8sqDShehb64PADq/bRVYx9bkDL5louf65PeeISUgDgSghLw+Dyc6DhBbFoIJj8Fj18wCUN2Surkg7gQQojJoaNviJC6PnoitLG6IvoId+XcpXOq8WEp2ER3qnekvUtDSTdej0/nVGIykUK6EGLCGNy2Ddxu/LOz8c/OBuBkUz9DTg/hgX7MSggF4JWqVwBYGb+a2sN9AOSvusRsdDi/yei8+8FoGtP8V0MxGon85CcBsP/pj8QaCwA4aT4KQGNZD8TOhJi84fYub+mWVQghhLic9xq19iY3nfahAj0xcwA4aLNhUOCOeZcZpyey6BwIjAKPHaXt5Mis9IOtBzEaDSTP1GbYD4VlcejNXXomFUIIIa7YyTdfoNm4BBQDXQE1xCdGUhBdoHes8ZF5PaEpTkIH6jG5B3A5vLRU9umdSkwiUkgXQkwYA29qReLQm8/3ZjtQrc3wWpoRhcGg4PF5eK3mNQBW2jfhsnsIjbYwY/Yllot3VULdHlAMWiF9ggq7/XYMwcG46uq4s1+7WHDSfweKAn3tNgZ7HNLeRQghxIS2o3EHYUMqSfUe7AEx2NQQVAWaTD5WZMeQEDZJNhl9vwv6pO+7oJAOkDIzAoDeiDz69+yT9i5CCCEmhcC3X6A1bjEAJQlHpvwmoxfwDyGrIB+bv0pM1xlA2ruIj0YK6UKICcE7OIj18GEAQtZvGHn8YI3W1uVcX9X9LfvpsncR6R+J+7TWwy1/VTKK4RID/7Fntdvs9RCWPHbhr5ExOIjwj30MgOXHD+NzReE0WbEkas83ne2BWZu1b6rfA3uvPkGFEEKIS2iztlHZW8nyUhVFVRhMKwSg3aziVuDuBSk6J7wG59q71O9nUcIiAM72nKXX0TvSJ70/LJO0hgoqO4b0SimEEEJckY5+GwFNbqzBSai4aY4t4+aMm/WONa4i595CU4aX6K7hPumnu+RiuLhiUkgXQkwIQ7t3g9uNOT0d/4x0ANxeH8fqtaLx4nStkH6urcumoLvpbrJi9DMw87qEi0/odkDxxNxk9FIiPv5xMBgIOHWMxAatgt4R0QAM90mPzYPYWeBzw9k39YwqhBBCXGBvs7a/yQ0lWo/RvnRtFne5orVmWzcrVrds1+zcjPSGg0T7R5AdobWeO9R2iPC4QIJCTPgMfkSr/rxzqFLHoEIIIcSHO/naCzRZtLGtKbSE1VkrCDWH6pxqfCk5GwhIdRDZexbF52agy0FPi1XvWGKSkEK6EGJCGHpvBwAha9eMPFbSMoDd7SUswI/s2GD6nf3saNSOS2+cB0DOwjgsQX4Xn7DsVW3mdmgyZN8w9m/gGpmTkwhZtw6Au0ucABwy7AS0GemqT5X2LkIIISakPU17SOhWSWwDn0Ghw6NdEK4zedlclIS/yahzwmsQlw/+oeAcgPYzLI7XlsIfbDmIoiik5GsbofdH5FK/fY+eSYUQQogP5f/2C7THLQTgTMIR7si+Q+dEOojMIDslEpvZRWTvWUCblS7ElZBCuhBCd6rbrc1IB4LXrB15/Eit1tZlYVokBoPCm7Vv4va5KQiaS2eJA4CC1Zdp2XL0Ge12/qfAMDk+wEd+SuvjvrSikpAhEzUBxRjNCvZBN13NQ+fbu9TsAFuPfkGFEEKIYW6vm4OtB1kxPBvdNbsIt8uHTVHpMKp8bMHEba12RQxGSNV6o1O3j6WJSwE41HoIgOQ8rb1LT0QuMRWnqOmU9i5CCCEmpo5+O8b2QFzmULwMoqYMMi92nt6xdJE8+2YqslSih/uk156UQrq4MlJIF0LoznbkCL7BQYxRUQTMKRx5/NBwIX1RuraZ17m2LmuG7sDnVYlLDyUmNeTiE3aUQcMBUIww95Nj/wZGScC8eVjy8zF63Kw5HIbP4MWXoH0gbyzrgZgcbWaczwNn39A5rRBCCAHHO45jc1tZVaL1Fh0s3ARAvcnLrMRQZieG6RlvdLxvw9H5cfMxKSaahppoHGwc6ZM+FJJKQW8zb51p0zGoEEIIcXnH3nyR1iBtZVV11HFuzb5l+mwy+g/MM29CSXMQ3a31SW+vG8A24NI5lZgMpJAuhNDd4M6dAASvXoVi1GaP+3wqR+vPFdKjqOytpKS7BD/FjKFM65d+2dno5zYZzd0IoZfonz5BKYoyMit946l+jF6VisCTADSVDc9An71Zu5X2LkIIISaAPU17yG6BmD5QTNBuzASgzuTj7sk+G/2c9204GmQKpCCmANBmpQeGmolKCAAgwC+KQ4dK9UophBBCfCD/rX+hM1qbuHYm4Ri3ZN6icyIdpSwmJxrspn5CButBlfYu4spIIV0IoTvrHm2TsuBVq0Yeq+wYos/mJsDPyOzEUF6tfhWAm7gbe7+bgBA/suZdYvMylw1O/km7v2DibzL6j0I3bMAUE0Ok3cF1ZSrHzTsBaKnqx+P2wqzhPuk1O6W9ixBCCN3tbd7L8uG2Lv7zZtLRqG3W1eTv49aiJD2jjZ6EIjAFgL0HOstZkqC1ehlp7zJb65PeE5mH/8ljdAw49EoqhBBCXFJHvx1DVzA+oz9uOknPiicxOFHvWPoxmshOXkVxLkR3abPS605JIV18OCmkCyF05WpqwlVbC0YjQUuXjjx+uE4rEs+bEY6i+Hit+jUAMpu1jVFmLUvE6HeJX2Fn/gaOfgifARlrLn5+glPMZiI+fh8ANx0y0WtpwxDkw+v20VrdD9FZEF8AqhfKXtM5rRBCiOmsZaiFmr4qlpzV2rpYl38SVOgy+FgwM4bIILPOCUeJyQwp2t8f1O+7oJDuU30j7V16ImZS2FXN9rMdeiUVQgghLunwO2/SHrAAgKro49yWfZvOifQXVrgJR7prpL1LY1mPNnlNiA8ghXQhhK6se7XZ6AFFRRhDzvc7P3yuP3paFPua99Ht6CbNm4OtHhQFZq+8xCw3VYXDv9buL/wsGCbnr7jwLVvw+ZnJ7HCR1wy90U3A+9u7DM9Kl/YuQgghdLS3eS85TRBhBYO/Qod/DgB1fj42z50is9HPeV97l4LoAgJMAfQ6e6norSAxKxyDAZyWSPIGe9lWIn3ShRBCTCymrX+hO3I2AJWpZaxNXatzIv0pWWvJCXfgogl/Ry8el4+ms716xxIT3OSsMgkhpoyhc21dViwfeUxVVY4MF9IXpkfwSrW2yejawY8BkD4nhpBIy8UnazwMbafBZIG5nxjj5GPHFBFBwM3aZm03H/FRbN4HQGPZ8KA+a7N2W7sbrLL8TAghhD72NO1hSbnW1iV4fg7VJdrY3R4A62bG6Rlt9I1sOLofP4OJBXHarL6DLQfx8zcSnxGqPR+YRNXJs9hcHp2CCnF5v/jFL0hLS8NisbB48WIOHz582WOffvppVqxYQUREBBEREaxbt+6i4z/96U+jKMoFXzfeeONYvw0hxEfUMeDA1BmMajDhpoVFs+cQ6Beodyz9BUZSGJTLwZnKyKx0ae8iPowU0oUQulFdLmwHDwIQtHzFyOONPXbaBhz4GRXSYxV2NO7Az+OPpVr7UJ6/+jKz3M7NRi+4CwIjxzT7WEv6zKcBWFChMsgZADobB7EPuSAqExLmSHsXIYQQunF6nRxq2c/icq2tC+vvxzXgxotKflEsFj+jvgFHW9ICMPjBYAv01o20dznYqv0dkzJL65PeG5HHzLZK9lbKB3Exsbzwwgs8/PDDfOtb3+L48ePMmTOHDRs20NFx6VZEO3fu5N5772XHjh0cOHCAlJQU1q9fT3Nz8wXH3XjjjbS2to58/elPfxqPtyOE+Aj27dhFR8B8ACqij3FbprR1OSe+4BY6ctwjhfTak52oqqpzKjGRSSFdCKEbW3ExPqsVY2QkllkzRx4/1x+9ICmMHU1v4/F5WGm7Ba9LJSI+kOTciItPNtgOpdrMdRY+OB7xx5R/djYtWYUYVVhT3I8nfAhUzi81k/YuQgghdHSs/RiJTU6iB8BgVmiLmANAk8nH5gXJOqcbA+ZASJqn3a/fz5JErZB+rP0YLq9rpE96b0QOBV01bCtr1yupEJf0xBNP8OCDD/LAAw8wa9YsnnrqKQIDA3nmmWcuefwf/vAHvvjFL1JUVEReXh6/+c1v8Pl8bN++/YLj/P39iY+PH/mKiLjE3+lCCF0Z3vwzveFa+7W2vFbmxc3TOdHE4TfzJnKD7AwaKzB6ndgG3HQ2DOodS0xgUkgXQujGdkhbHhq0ZAnK+/qZH67tBmBRepTW1kWF3BZtI9L8VckoinLxyY4/Bz43JC+CxKIxzz4efHfeA8Cakyr1AdoV8pE+6efau9TtgaFOHdIJIYSYzvY272XJ2eG2LvPyOFWsjd3dQQYWZ0TpGW3svK+9S3Z4NlGWKBxeB8UdxcTMCMFsBo8pkGy7g+2l7Xh9MqNNTAwul4tjx46xbt26kccMBgPr1q3jwIEDV3QOm82G2+0mMvLCVZ87d+4kNjaW3NxcvvCFL9Dd3X3ZczidTgYGBi74EkKMrY4BB/4dQaAYcKu1rMtfiUGRUuCI6Bzmq2Hsm+0jsqcUkPYu4oPJfz1CCN3YDh0CIHDx4gseP1KnzbpOjuultLuU1MGZ+HpN+PkbyVsSf/GJvG44+lvt/qLPjWnm8TR783oag2MIdEFwezGg9UlXVRUi0yFxLqg+KHtV36BCCCGmnQP1O0baugRt/jiDDUMA5BTFYDRc4oL3VDCy4eg+FEUZmZV+sPUgBoNCUp52AcETnEpAezPFjX06BRXiQl1dXXi9XuLiLty7IC4ujra2K9sc92tf+xqJiYkXFONvvPFGnn/+ebZv384Pf/hDdu3axcaNG/F6vZc8x2OPPUZYWNjIV0pKytW/KSHEFdm9/yidAXMBqIg5xk3pN+mcaIJRFNLTN1CR6yOyW2upWnOsVedQYiKbEIV02fREiOnH53BgP3kSgMBFC0ce7xh0UNtlRVGgzrkbgJV9mwHIWxKPOcB08cnOvqH1LA2KgVm3jnn28ZIYEcTuAm039VXFFagGH4M9Dvo77NoB0t5FCCGEDjpsHXiqG4nvA0wK7SlLMHrBpqjcumqG3vHGTsoiUAzQWwsDLRf1SU+drRXSeyNymdNVJe1dxJTxgx/8gD//+c+89NJLWCyWkcfvuecebr31VgoKCti8eTOvv/46R44cYefOnZc8zyOPPEJ/f//IV2Nj4zi9AyGmL99rLzAQmg6qj8E5NtLC0vSONOGEzbuDQpOd7oASUH10tzkZ6nXoHUtMULoX0mXTEyGmJ3vxSVS3G1NsLOa0tJHHj9Rqs9Fz44PY1vAWwc4Iglu0Wej5qy7Tc/XIb7Tb+Z8Gk/8Yph5/3nU3Mmg2k9jjwmGqB6BxpL3L8CYx9fu0HvFCjCO5CC7E9HWgZT+Ly7W2LiHzZ7H3iPZ3e2+wgZmJYXpGG1uWMIgv0O7X7RsppJd0l9Dv7Cd5uE96f2gGBV11bCuVsVlMDNHR0RiNRtrbL/z/ZHt7O/Hxl1jt+T6PP/44P/jBD3jnnXcoLCz8wGMzMjKIjo6mqqrqks/7+/sTGhp6wZcQYuz0Wl0EdPgB4PFVcMOsNTonmqBSl7LQaWTfTCthA7UA1Ep7F3EZuhfSZdMTIaYn2+Hhti6LFl3Q8/xcf/TUpAa6Hd3M71oLKiTlRhCZGHTxidpLtT7hihHmPzAu2cfTgrwk3pqh9YePbtP6pI8U0iPSIHGetHcR404uggsxvR2oep0lZ7W2LiG330dHRR8AKbMiP+BVU0TaCu22dhfxQfGkh6XjU30caTtCWEwAwcEKqsFEmkehsn2Qui6rvnmFAMxmM/Pnz7/gM/O5z9BLly697Ot+9KMf8d3vfpetW7eyYMGCD/05TU1NdHd3k5CQMCq5hRDXZufxcnr9tQtgVdEnuDFdJqlcksFIXuxKjueohPdqn7lr9tfpm0lMWLoW0ifKpidCiPFnHZ6N+v62LgCHh/ujD/kdwugzkdehzfYqXP0hs9HzboawpLEJq6PFGZG8lr4CrwIza8sAaC7vxefVZgKeb+/ysj4BxbQkF8GFmL58qo+60mMk9YBqVOictYQQmzYmbVg7hdu6nJOxWrut3QXA0gStCHmg5QCKopBaGAuAKziNGYNt0t5FTBgPP/wwTz/9NM899xxlZWV84QtfwGq18sAD2kSU+++/n0ceeWTk+B/+8Id885vf5JlnniEtLY22tjba2toYGtL2QxgaGuL//b//x8GDB6mrq2P79u3cdtttZGVlsWHDBl3eoxDiQvZX/8RgcCqoXtyLTcQGxuodacJKXHg3BaqLlmCtT3pLvQOXw6NzKjER6VpInyibnsju4UKML5/djuPkKQCC3rfRaL/dzdm2ATDYODtwgIzuIhSHH8ER/qQVRl18Ikc/nPyzdn/Rg+MRfdwlRwTin5jAvtR0QgYbwWfD5fDSUT+oHTB7s3Zbvw8Gr+z3phDXQi6CCzG9VfSUk1fmAiBobh5vH+hEQcEaoJCRGq5vuPGQuhQMJuhrgN66i/qkp8yOAaAnMo85nVXsKL/0Sh0hxtuWLVt4/PHHefTRRykqKqK4uJitW7eOfBZvaGigtfX8BntPPvkkLpeLu+66i4SEhJGvxx9/HACj0cipU6e49dZbycnJ4TOf+Qzz589nz549+PtPrVaLQkxGQ04PgU3aeI2nkhtmrfvgF0xzflnXs9zuYV9uOxZ7Jz4MNJZIexdxsUvs2jd5nNv0ZOfOnRdtenJOQUEBhYWFZGZmsnPnTtauXXvReR577DH+8z//c1wyCyHAXlys9UePi8MvNXXk8WP1PagqxCedxepzs6BzPQCzVyZhMF7iul/xn8BthZi880utp6DFGZG8VHsjK+ufJKqnnO7ouTSW9RCfEQbhqZC0AJqPQumrsPhzescVU9wHXQQ/e/bsFZ3jchfB77jjDtLT06murubf//3f2bhxIwcOHMBoNF50DqfTidPpHPleLoILMT72l/2V+ZXaDPTQTXdRf7yHGUB01hTujf5+/sHauNt4EGp2sbDgToyKkYbBBpqHmknOjQVUrEGJFLZt44e1PQw5PQT7T+qPXWKKeOihh3jooYcu+dw/bhBaV1f3gecKCAjg7bffHqVkQojRtqekiQHTLAAaw0/xiRk/1DnRBOdnYXbQXB4Pq2BTyWkcAWuo2l5G5vwP3kdCTD+6zkifKJueyO7hQoyv821dLuyPfqhW6/1tCjtGzFAqYf1xGEwKs5YlXnwSnw8O/0q7v/Cz8L7zTDVL0qM4G5FJdUII0d1aoXKkTzqcn5UufdLFJHDuIvhLL7100UXwW2+9lYKCAjZv3szrr7/OkSNHLvpgf85jjz1GWFjYyFdKSso4vQMhprdTpdvIGl4A1TRrMVGDWlF92YrLtGCbijJWabe1uwg2B1MQrW1AerDlIJZgP6JjtKJ5ks+Mx+NlX5XMaBNCCDG+2t/4K4NBaaD68C4LJMx/mlzwvgZpc7eQ73HTGKa1d2moceDzqTqnEhONroX0ibLpieweLsT4sh0+AkDQ4kUXPH6ktgfF3Em/r5qCNm2Gedb8WAJDzRefpPId6KkBSxjMuXfMM+tpcYbW/uLFrAVE9mp90ttrBs73bJt5q3Zbvw+GZAm5GFtyEVyI6cvutmEs04rCSmYCr58ZIlhV8Bkga2a0zunGUfq5QvpuUFWWJg73SW/V2lulztUmAFhDM8job2XHWRmbhRBCjB+H20twhTZeG51VrJ23XudEk0N44U2stjrYMasGk8eGC39az7ToHUtMMLoW0kE2PRFiuvHZ7dhPaf3RAxedL6TbXV5ONfXjF3YMizuIrO75ABRcbpPRQ09qt/Pu15ZZT2GpkYHEh1rYFbkOm1+P1rPNp9JS0acdEDEDEueC6oOy13TNKqY+uQguxPR1vOQF5gxf24rYcBuVpzoBCEkNxuin+8eK8ZO8EPwCwdoJHaUjfdIPtR7Cp/pIzdcuKvRE5FHYpfVJV1WZ0SaEEGJ87K9sx6bkANARcopVyat0TjRJWELJNeVSF69isZYCUPH6cZ1DiYlG9794ZdMTIaYX+4kT4HZjio/H732tGE409uLxebGEF5PXsQSDz0hMaghxaZcojrWXQs1OUAywaOr3BFcUhcUZkXgVfw4vySSyV2vv0vD+9i6zNmu3pa+Mf0Ax7chFcCGmp0OlL1FQpxWE6/IWEj2k3Z+zcJr1DzWZtU1HAWp2URBTQKApkD5nH2U9ZcRnhGEy+HCbQykc6qN9wElZ66C+mYUQQkwbNW+/yWBgujbRankQAaYAvSNNGsl5d5DjdFEfPtzepdb5Ia8Q043uhXTQNj2pr6/H6XRy6NAhFi9ePPLczp07efbZZ0e+r6urQ1XVi76+/e1vA+c3Peno6MDlclFXV8evf/3rizZFE0Lo41x/9KDFF/ZHP1zbgzGwGoz95LdrbV0KVidfcMyIc7PR8zZpm21OA4vTowDYl72OkIHhQvrx5vMHzBpu71K3F6zSi1WMLbkILsQ0pKp0lFRjcYMnIpCXewJJ9mgfJdLzp1Fbl3Pe1yfdz+DH4gTt88vepr0YTQbiU7Q9IGKUYAw+LzvKpb2LEEKIsefx+gg6XQuAv72GZUtv1DnR5JK85E6ut9nZMbMMxedlyBhJx7FyvWOJCUS2jxdCjKtz/dHf39YFtEK6X/hxUntnE+yMwBLkR/aC2ItPYO2GU3/R7i/54ljHnTDO9Uk/3ZFJRfILoPro7zcw1OskOMIfIjMgvhDaTsHZN2D+p3ROLKa6hx56iIceeuiSz/3jBqF1dXUfeK5zF8GFEBNXZ/U24mu1GehBq6/nTHEHyZgwh5kJi52GM93O9Umv2wdeDyuSV7CjcQd7mvfw+TmfZ8bCFJrqqxkIySSrv5md5dF86fosfTMLIYSY8o7U9uD2pgHQG3CSTyTer2+gScYUGkueL4WuiAGMrko8ljzKXzpM7PxcvaOJCWJCzEgXQkwPPpcLx+nTAAS+r0eyy+PjeGMrppAz5A9vMjpzWQIms/Hikxz7LXgckDAHUpeMS+6JICM6iJgQf1wehbYblxIy2ABA7Y6S8wfNuk27lfYuQgghRtnB088zr0orpDfPXEasTXs8qzD60qvHprr4QgiIANcgtBxnRZL298upzlP0OnpJnaXN0u8Py2ROVy3H6nvpt7n1TCyEEGIaOLljJ4MBmQC4FypYTBadE00+CRm3k+x2UxOp7e1W3+BD9Xp1TiUmCimkCyHGjaOkBNXtxhgRgV/q+ZYsZ1r68QScItwZQUp/HiiQvzLp4hN43XDkN9r9JV+EafTBXVEUVmRpH8rtoWuwGbTlZVXbT58/6Fyf9NpdYOtBCCGEGBWqSmnpcWIGwOtn4G9qAunDbV3S8qN0DqcTgwHStOI5tbuID4onJyIHFZV9LfuISAgkwOzBZzQz1+3Cp8Kuyk59MwshhJjSVFUl8OjwxLWhauav3aRzoskpY+V9rLXa2Zut/Vv2B6bQuX2/zqnERCGFdCHEuLEXnwQgYO7ci/qj+4UdI79tOQBpBdGERl9imXjpKzDYCkGxMPv2cck8kazMiQHgTG0IVYW9AHTZw3DW12sHRGdBXD74PFD+pl4xhRBCTDFq4xHUOh8AnrmzOVjeS4TPgGKApNwIndPp6Fyf9JpdAKxMXgnA7qbdKIpCclYIAEFqCEafl51npU+6EEKIsXOqqR/FqbVHtZpOs2J4XBIfTUBkIjneJAYCB1A9dQBUvH5C31BiwpBCuhBi3NiLiwEIKCq64PG9tZUEWFrI6dT6phesvsRsdICDw5uMLvwsmKbfBoTLs7UZ6WWtg8xYvRB8TlzmUGp/9ZfzB0l7FyGEEKOs4tTz5NVo97vyV5Fo1y6GJ2SFY7ZM4y2XzvVJbzwELttIe5d9zfvw+rzMWJwGQF9YNtl9Teys6MTnU3UKK4QQYqo7cOAog/45ALhn2gn0C9Q50eSVmnYH0R4vFTHaZMDGDhPegQGdU4mJQArpQohxc76QPmfkMZ9P5WTvTrI7F+DvDSA8LpCUvMiLX9x4BJqPgtEMCx4Yp8QTS3SwP/lJoQCEqIvoCawGoP5YI+6O4Vlu5wrp1TvA3qdDSiGEEFOKqnKkfAfZzdq3L1syyXBre5jMmD1N27qcE5UFYangdUHdHgpjCgk1hzLgGuBU1ylSZmr/PkPBySzqb6bH6uJkU5++mYUQQkxJqqpiPHAAVTESaG0l95aNekea1LJW3csaq43jqVqf9N7QbLpefVvnVGIikEK6EGJcuFtb8bS3g9FIQH7+yOPl7YN4A46PbDKavzIJxXCJ3ueHhmejF3wMgmPHI/KEtDJba+9SXOvDke0EoCc0m97nn9cOiMmFmDzwuaFiq14xhRBCTBXNx+isd2EAhmbEsK3VR+q5/uiF0fpm05uiQPY67X7lu5gMJpYlLgNgT9MeAkPNhAe5ACjwajPRd1d06RJVCCHE1FbdOYRlIAgA1X2KlVnrdU40uQVHJZHvTqI/sAsPragGI5XvnP7wF4opTwrpQohxcW42uiU3F0Pg+SVmb5WfJNkVSKQ9AaPZQN7S+Itf3N8MJS9r9xf/09iHncBWDBfS91R2MW9eHgB94dl0//mv55eandt09Ny/mRBCCHGVHGf+RkiT1r6lfeYCUpwKJhRCYwKIiJcl42QPFyoq3wFVZUWyNjFgd9NugJFVdoovFKPPy27ZcFQIIcQY2Hu8lCGj9vnQndxBsDlY50STX9KMO4jzeCgfbu/SYg3DWVurcyqhNymkCyHGhe2EtjnHP/ZH397wNrPbtU1GcxfH4x/od/GLj/wGVC/MWAYJhWMddUKbPyOCILORbquL1MR52PwG8BnN9Jri6P3jH7WDRtq7bAeH9HETQghxlVSV4xWvkV+nfbszOJ9Mj9bWJb0g+oKNw6et9JVa27m+euiuYlnSMhQUynvLabe2k7YsA4DesBxyehspbuyj3+7WObQQQoipxnFgDz6DBbOzj+SbrtM7zpSQs+pe1g/ZKU3Q2rt0R86i+8VXdU4l9CaFdCHEuLAXa1dxA+YWjTzm8/notp4kvUfrmV6w6hKbjLpscOy32v0lXxjrmBOe2WRgaabWc/VIrRUl2QZAT8RMep57Hp/dDrEzISpb69laIX3chBBCXKXmY5R2WAmzgcvfyCvOKDKH+6OnzZnmbV3OMQdpF/oBKt8h0hJJQUwBAHua95CYHYEBLy7/cNY4u/H6VPZXSXsXIYQQo6fX6iKwTbtIGzR4mmXXfUznRFNDeEwiue4UugObcSnd+Iz+1O4oQ/V69Y4mdCSFdCHEmPM5nTjKyoALZ6RvqzlGXnceRtVIdHow0ckhF7/49F/A3gvhqZB70zglnthW5mjtXXZXdJJflA5AR0we3t5e+v7+otaz9dys9NKXdUophBBi0it5CVubPwCtmWnEqGYCVQVzgImErDCdw00g2Tdot5XvALAiSWvvsqdpDyY/I7HhHgDSXdpHr92VUkgXQggxevacqcbmG27rElZLuCVc30BTSEzqZlI9bipitVnpbaZUbIcO6ZxK6EkK6UKIMecoKQG3G2N0NH7JySOP/6XkNWa1a8vO5q5JvfiFqgoHhzcZXfR5MBjHI+6Ed27D0WP1vcwr0ma92QJTcJuC6H7mf1Hdbpi9WTu4ahs4h3RKKoQQYtJSVXrKXiGhURt7D0cWkOXWPjrMyI/CaJSPESOyN2i3dfvA0c/K5JUAHGg9gMPjILVQ2yTdrYZj8nnYXdGJqqp6pRVCCDHFdOzZgdcYhtFjJ3JFut5xppTs1Vp7l+pobaPRrqgCel58RedUQk/yF7AQYszZTxQDEFA0Z6Sfqtfnpa+6nSB3GB6zl8y5sRe/sGobdJ4FczDM/cQ4Jp7YZkQFkhIZgNurcqrbihLpRMFAS+JsPC2t9L/xBsTlQ2QGeBwjM+SEEEKIK9Z8jMO2bvIatYLv25Zcsob7o6cVRumZbOKJztJaqvncULWNmZEziQ+Kx+6xc6DlAGkrcgDoC81kdn8LzX12arqsOocWQggxFbg8PvzruwGI6C1h3s3yuXk0xcQmkuWeQVtIDS7DIB6/IBoP1+Idkslq05UU0oUQY85eXAxA4PvauhxtP0pu2zwAYufEYDRd4tfR/p9rt/M+BQHhYxtyElEUZWRW+q6KTrLnJAJwJmMWAN1P/0ab6SbtXYQQQlytkpeo6wnE5IPe8ECslhiivAYUg0LqLCmkXyRvuP3c2TdQFIV1qesA2NawjejkYPxx4DP6s96r7W2yu6JTr6RCCCGmkKPVrTic2sbWquEsSTGZOieaeiIz7iLL7RyZld4RNpPBrVt1TiX0IoV0IcSYUlUVW/EJ4ML+6K8d2UHiQDY+fFx/U9bFL2w9BbW7QDHCkn8ap7STx5o8bQb/9rJ2Zs/T2uIoxlm4Aiy4qqsZeu+984X0ynfBJTPfhBBCXCFVRS19BbXFDMDJhHQyh2ejJ2aHYQny0zPdxJS3SbutfBc8LtakrgFgV9MuPKqHxDgfADFO7d9RCulCCCFGQ9XubbgMCSg+D/6F/nrHmZJmrr6X9UMOaiO1Qnpn9Bx6X3pZ31BCN1JIF0KMKXdzC97OLjCZsOTnA1pblwGttk5bqI34hOCLX3jgf7Tb2Zu1jUbFBZZlRWPxM9DS76A7QMFgUbF4g9i5QLso0fXrp1Hj52j/dm6b1iZHCCGEuBLNx6i3tpJVr327J2QOOV4TAGkF0ToGm8CSFkBQLDgHoH4v82LnEWmJpN/Zz7H2Y2Qs0v6WsSpx+Hk9HKzpwenx6hxaCCHEZKaqKpTXARDeX0XOzbfrG2iKCo+KId2bTVNYOW6DA5d/OO0V3bjq6/WOJnQghXQhxJg619bFkpeHwWIB4GjjCdLbCwEIzEu8+EX9zXDm79r9pQ+NR8xJx+JnZMVwe5ftZzvIKNBmqFfEZ6Ga/XCcOoXt8BGYtVl7QalsiCKEEOIKlbzEUW8Ayd3gU6AsahZJHu1jQ/ocKaRfksEAuTdq98tex2gwsjplNQDb6reRtjoPRfViC4xjuaMTu9vLsbpe/fIKIYSY9Ko7BvAOaeOyxVZKXtFanRNNXZG5d5HvslEXUQJAZ8wc+l+Rz9jTkRTShRBj6lwh/f1tXfbtOI3ZZ6HX3M+8hUkXv+jQU+DzwIzlkDRvfIJOQjfMigNgW1k76YVaUT1+KJ+ypQkAdP/61zDzVu3g4aXmQgghxAdSVSh9hc72AACqYiOIV4JQVIiIDyQsJlDngBNY3i3a7dnXwec93ye9fht+AUYijX0ALHd7ANhVKe1dhBBCXL3ifTuwqdnaN8n9GA1GfQNNYTNX38MNQ07qIk8Bw+1dXn4Z1efTOZkYb1JIF0KMqZFC+twiAHw+H85TQQAUB/SzOOMfNixzDMCxZ7X71315fEJOUmvyYlEUONM8gDkpEMUAkfYEfpfjBqMR6/792PssEBynLTWv26N3ZCGEEBNd8zE8/Y0ENWutXA7H5JDv03qiZ8yN0TPZxJexGizhMNQO9ftZkrCEMP8wuh3dHG0/SvIMree8xamt0Ntd0aVfViGEEJOe82QxKCYCbB0krl2id5wpLTgknDTyaQ4vxaO4sQfG0d+HtgpcTCtSSBdCjBmfw4Hj7FkAAodnpB84fpJQWzRugxNHXAqRQeYLX3T8ea3oG5UN2evHOfHkEh3sz7zUCAB21naTkBkOgMWdR/fymQB0/+Z/IXej9oKzb+gRUwghxGRS8hJn/MzMHG77eTJyETNcCgBZ8+N0DDYJmMwwc3jT0ZKX8DP6jcxK31q3lYyVOQAMmOKxeDyUtQ7QMejQK60QQohJrNfqQu3RLnpH9J5hzo0f1znR1Bc2+27mu/ppDqsAhtu7vPyyvqHEuJNCuhBizDjOnAGPB1NMDKZErRf68Z21AJSH1bI4J+HCF3jdWlsXgOse0vqNig+0MT8egDfPtDGjQJvdP6N3Nn9e4ARg8J13cAYv1A4ufwtk6ZkQQojL8fmg5GXODAUS7IAhfyO+oDQUH4THBRKVFKR3wolv9vBGb6WvgNfDjela3/R3698lamEG/u5+fEYzm1UrAPuruvVKKoQQYhI7cuwQg67ZACgB9QQEh+sbaBqYufJObhhyURN1EoCu6DkMbtuGz+nUOZkYT1KlEkKMGduJE4DWH11RFBxWN2pNMACnzC6uy/yHti6lr0B/IwTFQOE94x13UtpYoF2MOFLXQ2hGCABJA9nsMzbD8oWgqnS/UwLmYBhsgdYTesYVQggxkTUdgYEmbG1af/ST8fEUorUhyZofi6IoeqabHNJXQUAk2Lqgfi8L4hYQaYmk39nP4bbDxFv6Ach1aH3S91ZJexchhBAfXe+hXfiUMIweB2GL4vWOMy1YAoNJMM2nPew0PnwMhqRi9Zix7tundzQxjqSQLoQYM/Zi7UrtuY1G9+8swegz0RXYQpsnlUXpkecPVlXY/zPt/sIHwc8yzmknp6TwAIpSwrV/vo5+QqMtGFUTyf057L5e28G9//U3cMeu1F4g7V2EEEJcTslLWBWF2EbtI8KJ6HkkD0+yypofq2OwScToBzOHNx09/VdMBhPrZ2it6t6ofYPUvDAAVJc2sWB/VReqquoSVQghxOTk8vhQW4cAiOw9y+xN9+mcaPoInbOF69ydtIVWA9qs9IE339I5lRhPUkgXQowJVVUv2GhUVVXK9rUCUBpWTWFSHCEWv/MvqNsLrSfBZIGFn9Uh8eR1U4E2A+GtM+3MKNCK5zN6Z/M742Es8+eB201fXbh2sBTShRBCXIrPB6Uvc9RgIatZK+x2hy9C8UFEfCCRidLW5YoVbtFuS14Bl41bM28FYFv9NuJWZaL4vNiN4SR4fbT0O6jtsuoYVgghxGRTXFbBoD0LgADHWWJyi/QNNI3kLbuNtUMeaiNPA9AZPYeh997D55A9T6YLKaQLIcaEu6kJb3c3+PlhmT2bjvpB6PHHo7gpMRovbuuy9wnttujjEBR18QnFZW3M19q7HKrtJiwzFID0vkL6HQM0rS8AoG/nGVRM0HkWuqt1yyqEEGKCajwIg63U9oZiVKE5zEKWRVs5ljlP2rp8JKlLIXwGuAbh7BvkR+eTGZaJ0+tkt/9Zwu0NANysatP990l7FyGEEB9B84HXcakZAPhnemSMHkcm/wAiA5fRG6a1TO0Ly8ThNjC0e7fOycR4kUK6EGJMnJuNbpk5E4O/P0d2VAJQE3USqz2b6zKjzx/ccgKq3wPFANd9WYe0k1tKZCALZkTgU+HAwBB+/kYsrmBih1L5c1wtxuhoPF1dDLqKtBfIrHQhhBD/qOQlAHxtWmu14wk5xNu1p6Sty0dkMMCc4b1eTv4RRVHYnLUZgJerXyExXJu1ljj87yt90oUQQlwpVVXx1TQCEDLYQPr6G3RONP1ELLiHFe5mOoIaQDHQFV3I4NatescS40QK6UKIMWE/UQxA4NwiXA4P9cd7ASgJrcOPUObPiDh/8N7/1m7z74TI9HFOOjXcOT8ZgBdPNpOar83oT+8pZG/HQfxuvRGA3rMm7WAppAshhHg/nxdKX6HVYCSjxg1AQ9QaaetyLc4V0mt2wkALmzI3YVSMnOo8RdhMMwBOTygmFfZXd+P1SZ90IYQQH66mpYNBWyIAET1nyFh9i86Jpp+MhRtZZYW6yFOA1t5lcMdOfDabzsnEeJBCuhBiTNiKtaVOAUVFVB3rALeBfksn9b5w5s0Ix+Jn1A7sqoTSV7X7y/9Vp7ST300FCZhNBirahzCnagWPvIGF+FQf+xYEgKJgK23AOWCExkMw1KlzYiGEEBNG/X4Yauc4kcT1gdsAseFa79Ws+dLW5apEZmgtXlQfFP+R6IBoViStAOBgahP+jh58ionZqsKgw8Pp5n6dAwshhJgMKva9itWZD4A5pA1jcLDOiaYfxWQmKHw19tDjAPRE5OF2qdLeZZq4qkJ6TU3NaOcQQkwhPpsNZ3kFoBXST+3ReoGWxR7AM5R/YVuXfT8BVMjZCHGzxz/sFBEW4Mf6WXEA7LUOYTAqBAyFEW6L4+Wh/QSvXg1AX1s6oEKFLD2bbmTsFkJc1nBbl45ebUVTaUICUXateJ4pbV2u3rz7tdvjz4HPN9Le5S/WXcTYtP1KVno8gPRJF5c22mP3L37xC9LS0rBYLCxevJjDhw9f9tinn36aFStWEBERQUREBOvWrbvoeFVVefTRR0lISCAgIIB169ZRWVk5qpmFEBdyl5wCJQA/1wBxS7P1jjNtxS69j1WeGvos7agGE92Rsxh48y29Y4lxcFWF9KysLK6//np+//vf45CdaYUQ/8B++gx4vZji4hgklO46Gz68VIQ1o3rCzm802t8MJ1/Q7q94WL/AU8Sd87T2Lq+UtJGUq7XOyeydQ3lvOY5bVgPQd9aDz6NA5Tt6xRQ6kbFbCHFJXg+UvoIPsFRrS5IrE9eCDyITg4hKlJluV2327WAJg74GqH6PlckrifCPoMvRTXCUNgM92G4CVQrp4tJGc+x+4YUXePjhh/nWt77F8ePHmTNnDhs2bKCjo+OSx+/cuZN7772XHTt2cODAAVJSUli/fj3Nzc0jx/zoRz/iZz/7GU899RSHDh0iKCiIDRs2yN8ZQoyR3kEbNmsAAFE9pWRv/JjOiaavxMK1LLcZqTnX3iWmiKFdu/BZrTonE2Ptqgrpx48fp7CwkIcffpj4+Hg+//nPf+DVbCHE9HJuo9GAoiLKD7UB0BBRSq81nUCzkcLkcO3AA/8DPjfMWA4pi/QJO4WsyI4mOtifbqsLV7w/APmDSwF4O64dv+RkfDYXAw0WqN4BHpeeccU4k7FbCHFJ9XvB1kVFUDS5ddrs6MCI+QDkLonXM9nk5xcAc+7T7h99Bj+jHzdn3AxAZUItBq8Lj2oh2qdwtK4Xu8urY1gxEY3m2P3EE0/w4IMP8sADDzBr1iyeeuopAgMDeeaZZy55/B/+8Ae++MUvUlRURF5eHr/5zW/w+Xxs374d0Gaj/+QnP+Eb3/gGt912G4WFhTz//PO0tLTw8ssvX+1bFkJ8gNMH36bHOgeAYHs5gbkzdU40jRmMmOI3YAg5BkBXdD4et5fBHTv1zSXG3FUV0ouKivjpT39KS0sLzzzzDK2trSxfvpz8/HyeeOIJOjul964Q09m5QrplThFnD7YAUBFzFPfgbBamRWI2GcDaBcee1V6wQnqjjwaT0cDmIm3jmV1DQ6BAQG8kQc4w3qrfSvjddwPQWxsGrkFoPKhnXDHOZOwWQlzScFuXM2omAS5oD4/H4jKjKJC7WArp12zBA9ptxVbobx5p7/JyWCkRfVobvPmKCZfXx9H6Hp1CiolqtMZul8vFsWPHWLdu3chjBoOBdevWceDAgSs6h81mw+12ExkZCUBtbS1tbW0XnDMsLIzFixdf9pxOp5OBgYELvoQQV852YieqmoDi8xKa6y97mOgsYdnHWekrY8jch8/gT294LoPvvqt3LDHGrmmzUZPJxB133MFf//pXfvjDH1JVVcVXvvIVUlJSuP/++2ltbb2i80ivNiGmDlVVRwrp/bGzsPW5cRpttIf3oLqjWZ0box24/2fgtkFCEWSu1S3vVHPHcHuXt6u7iJ4RAkB23zwaBhtoXz0LjEYcnQacAyaoeFvPqEInozV2CyGmAK97ZMPvvuG2LqXpawBImRVFUJi/btGmjJhcSFsBqhcO/4rcyFxmRc2iOcxLuEP7fJLv1Gai75X2LuIyrnXs7urqwuv1EhcXd8HjcXFxtLW1XVGGr33tayQmJo4Uzs+97qOc87HHHiMsLGzkKyUl5Yp+thACXG4vzm4nAGH9VWSuv1nnRCIyZxmLHf7UR5xr7zIH6549+Fyy8nsqu6ZC+tGjR/niF79IQkICTzzxBF/5yleorq7m3XffpaWlhdtuu+1DzyG92oSYWtwNDXh7e1H8/KjrDASgJqqY/r4cAFblxGiz0Q8/rb1g9SMgV9JHzazEUGYmhOLy+hiM8gNgjnU5AG/27yd45UoA+msDoFKulk9HozF2g1wEF2JKqN0N9h6cgdHEl/eiouAN19q65C2V2eijZulD2u3RZ8E5yN05d4Oi0B5cBoDBacbikz7p4vJGa+y+Wj/4wQ/485//zEsvvYTFYrnq8zzyyCP09/ePfDU2No5iSiGmtpLiA7Q5ZgEQ1VNC1MrrdU4kMBhQU27GEnQE0ArpHrsD20FZ+T2VXVUh/YknnqCgoIDrrruOlpYWnn/+eerr6/ne975Heno6K1as4Nlnn+X48eNXdC7p1SbE1GE7cQIAv9mFVJ/sBrS2Ls7+2aREBpAeHQT7f35+NnrOBh3TTk1bFmiz0t/o6QMgoCMKsyeArXVbCd18KwD9dYGoHeXQW6dTSjHeRnPslovgQkwRJS8CUJywmPQ2H73h2RhUC+YAE+lzonUON4Vkr4eobHD2w/HfsTF9IyF+IRxLaCXI2gIopHmMlLQM0GeTWWzivNEau6OjozEajbS3t1/weHt7O/HxH3zR7PHHH+cHP/gB77zzDoWFhSOPn3vdRzmnv78/oaGhF3wJIa5Mz9HXcDtzAQgM68Io//1MCMkr7mO1UozDZMVjCqY/NIPB7e/pHUuMoasqpD/55JPcd9991NfX8/LLL7Np0yYMhgtPFRsby//+7/9+4HmkV5sQU8+5ti69WatwO7wM+HczEDaEzxnPqpwYFFv3+2ajf11mo4+BO+YnE+Bn5ESvlYBoC6gKeQML6LB1UDEzFENYGB67EWu7v8xKn0ZGa+wGuQguxJTgcULZ6wCcrHVjAKpTlwGQvSAWk59Rx3BTjMEA1w3PSj/4SwINZm7NupWSVIWo7jMAzFVMqCocrJE+6eK80Rq7zWYz8+fPHxl3gZFxeOnSpZd93Y9+9CO++93vsnXrVhYsWHDBc+np6cTHx19wzoGBAQ4dOvSB5xRCfHSqquJuakbBD4u9k+Rl8/SOJIYFpS1ivstCU7g2nnfGzGHwve2oPp/OycRYuapC+rvvvsvXvvY1EhISLnhcVVUaGhoAbbD+1Kc+9YHnkV5tQkw99uKTADQa0wGojD6KZ2g2oLA6J3Z4NroVEuZAzo06Jp26Qi1+bJ6bBEBDoArAPNsqAN5q3kbYzTcB0F8XIH3Sp5HRGrvlIrgQU0Tlu+Dog+B4lDN1eIz+DEbMASBvacIHv1Z8dIX3QGA09DdC6cvcnXs3HeFgcpQAkGQHRYWDNd365hQTymiN3QAPP/wwTz/9NM899xxlZWV84QtfwGq18sAD2oa4999/P4888sjI8T/84Q/55je/yTPPPENaWhptbW20tbUxNDQEgKIo/Mu//Avf+973ePXVVzl9+jT3338/iYmJbN68eZT+BYQQAPU1FbS60gCI7i4h4Qbpjz5hKAre1A2EjrR3KcLT2YXj9Gmdg4mxclWF9MzMTLq6Lu7h19PTQ3p6+jWHulLSq02IicU7ZMVZUYHLL4TWDu3XS0XMEXo68vAzKixNUKU3+jj5xJJUAN7u04qLAa0xmLx+vFv/LkHDhfShZgu+qj3gsumWU4yf0Rq75SK4EFPE6b8A0JJ3EzNrh+iMmQuKH2GxAcSly3LxUedngUWf0+7v/zkZoeksTlhCXWQtJrcNxWcgwWuQQrq4wGh+7t6yZQuPP/44jz76KEVFRRQXF7N169aRsbehoeGCTUuffPJJXC4Xd911FwkJCSNfjz/++MgxX/3qV/nyl7/M5z73ORYuXMjQ0BBbt269ps/mQoiLNRz4O0PWIgDCHJVYZs3UN5C4QPySu7iew7gNTpz+kQwGpzC4Y4fescQYuapCuqqql3x8aGjoIw2a0qtNiKnFceY0+Hx0Zq9BVaE9uA5vsBefI5mFaZEEHX1SZqOPk9mJYcyfEUGr4kMNNKJ6INc6nz5nH2cTffglJuLzGBhqAOr26B1XjIPRGruvlVwEF2ICcPRD+VYAXu8wEzUILfGLAW02uiIXusfGws+AyQKtxVC/j7tz76Z0hkpkbykAGW4DZ9sG6R5y6ptTTBijPXY/9NBD1NfX43Q6OXToEIsXLx55bufOnTz77LMj39fV1aGq6kVf3/72t0eOURSF73znO7S1teFwONi2bRs5OTkfOZcQ4oP5qk9g8EVi8LqInhWJYriqUp4YI+aMFczzqLSGaeN5Z8wchnbv1jmVGCumj3Lwww8/DGgD5qOPPkpgYODIc16vl0OHDlFUVHTF53t/r7Zzy7/O9Wp76KGHLvu6H/3oR3z/+9/n7bff/sBebeeynOvV9oUvfOGKswkhPrpz/dHb4haBChXRRwnwFAEGNs4ADv1KO1Bmo4+LTy6ZwbH6XsqMHmahMN+2mpLQg7zXuIMHbr6Z7qefZqAhgNCKt2XT1ylstMfu0bgIvm3btsteBH//8vX29vbLZvP398ff3/+Kcwsh3qfsNfA6ITqHjuOnsAXE0B+eAwrkLv7g/47FNQiKhqL74OgzsO9nXH/vH3g6J4qooyV0xC5gtmpiLx4O1/awsUDa60xnoz12CyEmr56uDtodWjvEiN5ykm+Rz20TjtEPR+o6QhqPQO9cOqOLcB55HXd7B35xsXqnE6PsI13GOnHiBCdOnEBVVU6fPj3y/YkTJzh79ixz5sy54Cr2lZBebUJMHbYTJ7AGxNKvhuPDS3X0cVpbsgDY1PcH8NgheZHMRh8nGwviiQwyc0J1ARDcEo/BZ2RH4w5CzrV3abHgPfM2XGbGk5j8Rnvslg3LhJgCTmltXWwzbyejupHmxOUAzMiPIiRSWjKMqSVfAhSofBu/jnJWL96C6ikF1UeoSyHYBwekvcu0Nxafu4UQk1P5vpdos2mbi0b1lBC8fLnOicSlRM2/nesMh/AqXmxBCVgDYrHulZXfU9FHmpG+Y7jHzwMPPMBPf/rTUWmBsmXLFjo7O3n00Udpa2ujqKjool5t79+Z/P292t7vW9/61sgys69+9atYrVY+97nP0dfXx/Lly6VXmxBjTFVVHMUn6YjVil5NYRUYA4zYB2YwP6SP8LN/1A5c9y2ZjT5O/E1GtixM4ckd1bj8wOxUSBuaRY3hNPUxYM7MwFVdw1BZN2HdVRCdrXdkMQbGYux++OGH+dSnPsWCBQtYtGgRP/nJTy66CJ6UlMRjjz0GaBfBH330Uf74xz+OXAQHCA4OJjg4+IKL4NnZ2aSnp/PNb35TLoILMRYGWqFWW278Z1cSRc0GjixcAkD+yiQ9k00P0VkwezOUvAR7fsydNz3Gy4m/JHSgjoGwDDLcRg5USyF9uhuLsVsIMTn5yrZhdH4egIjwAUyRkTonEpdizLmBxe4htoWWk9Q/i67oQuJ37iL8zjv1jiZG2UcqpJ/z29/+dlRDPPTQQ5dt5bJz584Lvq+rq/vQ853r1fad73xnFNIJIa6Eq7YOb38/HbnaTNPq6BPEGufThpFvBL6E0u+BrHWQJlfQx9N9i1L51a5qShQPczGxyL6WmtDT7GjawV0bNtD1yycZbLYQVr1DCulT3GiO3XIRXIhJ7MzfARWSF3HqwG7SIubi8QsmJNJC6uwovdNNDyv+TSukl7xE/PX/jjp3FlG7SkYK6S93DNE15CQ6WNpXTXej/blbCDG52G02eoZAwUCQtYWUVUv0jiQuxxyEPXE5gS0noX8WPZEzse5/BtXlQjGb9U4nRtEVF9LvuOMOnn32WUJDQ7njjjs+8NgXX3zxmoMJISYXe3Ex1sB4rIEJ+BQvtZGnMLffzyyljrn972oHrX1U35DTUEpkIGtnxlF+spO5LhORrTNQYhV2NOzggXXfpuuXTzLU6o+vfDuGxZ/TO64YZWM5dstFcCEmqdPDbV3y7iB527M0Jz4IwKwViRgMsmJsXMQXaG3uKrbC3v9m3o33o7z4M2rTbyHda8CowsGabjYVJuqdVOhAPncLIc4pO/gmta45GIGo7jOErNyidyTxAcLn3s689v+mlnvpC8vEbXdhO36CoCWLP/zFYtK44h7pYWFhKMPtGMLCwj7wSwgx/diLi2mPnQ9AQ3gZRn+F1rZkvur3V+2A/DshYY6OCaevT1+XRpPJh0NR8dkNJA5mUdZTRk9KOH5x0aheA9b9h8Dr1juqGGUydgshLtBZAa0nQTHyd08+MztCGQjLQFFUZi2Tou24WvEV7fbUCyxML8Dl14bZ2YdJVUjxGKS9yzQmY7cQ4hz76VdhsBCACGcNAXPk8/REZpp5Eys99QyZe1ANfvSFZ2Pdv1/vWGKUXfGM9PcvK5MlZkKIf2QrLqYjRrtCXh11gkT/eaRRxWrDCVCMcP1/6Jxw+rouM4qMuGAq7U4KXCYW2tfQHFrJjqYdrNuwkZ7nf8dgnUpI01GYIRs7TiUydgshLjA8G52stWw9upO7glcAkFEYRWCoLDseVykLIX0V1O7CsP/n+IpmEtVcQmviMjLcBg7KhqPTlozdQggAr8eDq7sZoxqMyWMjeWEGiuGK58IKPQRF44qeh8d1BnpW0hMxE+uBA8C/6p1MjKKr+q/Qbrdjs9lGvq+vr+cnP/kJ77zzzqgFE0JMHt6hIXparNiC4vEpHuoiTjPYlct/+P1BO2De/RCVqW/IaUxRFD61dAaVfl4AEjpyQNXau4TccAMAgy0W1MrtesYUY0zGbiGmOVWF09oqsb6szcSVH6E9biEABWtm6Jls+lo5PCv9+O/IXraW6J4zAGR6Vao7rHQMOHQMJyYCGbuFmL4qj22j3JMPQGRPGVHDn9vExBYy51bSzScA6ImciePMGbz9/TqnEqPpqgrpt912G88//zwAfX19LFq0iB//+MfcdtttPPnkk6MaUAgx8dlPnqQ9Zi4A9eGlYFaZ2dTMHEMNPnMwXP/vOicUd8xLpjvIgAsVdchE7FAKR9uP4pqdiTEkAJ/LgG3323rHFGNIxm4hprmmI9BbB35BvGQrZHZ/El6jPwFmK4k54Xqnm57SVkDyIvA6iTaVE9FbjuJzE+41E+lTOCCz0qc9GbuFmL4Gj7+IdbAIgMj+MoKWysrhycAv70bWcAwfPqxBCTjMYVgPHdI7lhhFV1VIP378OCtWaEtB//a3vxEfH099fT3PP/88P/vZz0Y1oBBi4rOdKKYjRuuPXh19ghmWQv7d9DcADCsehuBYPeMJIMjfxO0Lk6kenpU+z7Yar+plT+s+glevBGDwRAPY+3RMKcaSjN1CTHOnhtu65N3MX08eQ7EsB6BgSdxIP2YxzhRlZFa6X/WfMcaGEt5XBUCm18PBmh4904kJQMZuIaYpnw+18ygWt7ZiLCEzAENgoM6hxBWJziYkMBRbYB0APREzsR08qG8mMaquqpBus9kICQkB4J133uGOO+7AYDCwZMkS6uvrRzWgEGLiaztRhz0wFhU3dRFnmNUxRKLSw6B/PCz5ot7xxLBPLplBpZ8PgJTO2aDCnuY9hNx0GwCDTf6otbv1jCjGkIzdQkxjXjeUvAhA64xbSK4pwx6YgMHroGDzXJ3DTXPZ6yG+ANxWwtNCie4ebu/ic0qfdCFjtxDTVGPJXk54ZwIQMlBHwrpVOicSV0xRMOeuJ8JyEtDau1j3H9A5lBhNV1VIz8rK4uWXX6axsZG3336b9evXA9DR0UFoaOioBhRCTGyq10tDlwWA9sAzqCYPX+zaA4Bj1TfBL0DPeOJ9MmKCSZwZgQcV46CFSFsCB1sOErB0CQZ/Ix67EcfOl/WOKcaIjN1CTGPVO8DWDYHRvNCTxWxbGgDRftVYAv30zTbdKQqs0GalB5lKiOopASDREU5z5yBt/dInfTqTsVuI6anr8F/ptM4DILq7hODVq/UNJD4Sv9z1LDAeA6AnIhdnXT3ulhadU4nRclWF9EcffZSvfOUrpKWlsXjxYpYO92p65513mDtXZrUIMZ04KiroCNc2QTmdeIJ8XzBJqp2zxhxiln5c53TiH92/Ip1akzYrPadvAb3OXsqHagiar/1vOLj3sJ7xxBiSsVuIaaxY2/xbzb+DbUfLMZlyQfUxd1WyzsEEADNvhegcAiP7CLR3EmBrx4iRDGOHzEqf5mTsFmIaUlVcbdsJHcoDIC7cil+stEqdVNJXkm+qwm204/ELZjAkBesBae8yVVxVIf2uu+6ioaGBo0ePsnXr1pHH165dy3//93+PWjghxMTXuvc09oAYUN3UR5axqVtbZnpi5v/TZlmJCWVVTgw9EUYAMnu0vvb7WvYRsulOAAarHNpmdGLKkbFbiGnK1gPlbwJQFn8r2e19AER3nSR941odg4kRBgMsfxi/AB/mMJXobm1WeoZq50C1FNKnMxm7hZh+WsuPcJxkjATg5xogddUcvSOJj8o/GFIWQWApAN2Rs7BKn/Qp46oK6QDx8fHMnTsXg+H8KRYtWkReXt6oBBNCTA51p7WNsFxqOV6ji7U2K294F5G/ZIPOycSlGAwKK1al4EUlZCiCUHs0+5r3Ebx2PSjgGvDDfegVvWOKMSJjtxDT0Om/gdcFcQX8sSKUDGcSAFGG0xilNcTEUXAXhKcSGGMjsrcMgFRrPHtrK3QOJvQmY7cQ00vL/j/TYF8AQFRPKSFr1+icSFwNc+560s3FgLbhqPXAflRV1TeUGBVXVUi3Wq1885vf5LrrriMrK4uMjIwLvoQQ00fzQDAADeGnmetwEOox8GzAp8lPkg/nE9Xdy9Jo9tMG8YyeQk51nsIeYCQgPQaAofe2ftDLxSQlY7cQ01Tx7wFwF95L09EWDJgIHagj5bpcnYOJCxj9YPm/EhTnJLyvCsXnIcQVidt9guY+u97phE5k7BZi+rG3vU10jzYLPdbXiH9Ojs6JxFXJvoFlBq1t6kBoOs5eK87KSp1DidFgupoXffazn2XXrl188pOfJCEhAUXaNwgxLfVVNjFgSQTVx7EZZ/i81caz3g3MK5onvxcmsLAAPwLSg6HCRmbPAoqT3uNw22EKVyzHXvMSQ8U1RKiqtOaZYmTsFmIaajsDrSfB4Md7xtXMtjUCkNK4ndRvfkPncOIiRR8nMONHGPe5COuvpi8il3TVyf6qTj62IFXvdEIHMnYLMb20VJ7glCEUiy8Gg9dF+vwU+e9+sorJIzTUhKu/HbMrjt7wbGwHDmCRCyOT3lUV0t966y3eeOMNli1bNtp5hBCTSNW7JYAf/vY6eoOHWNht4C7PZv44J1HvaOJDrFmbxqmKEmKGkghyhrG/ZT9LN95F53MvYWsBteU0SlKh3jHFKJKxW4hpaHiTUXJvZPvufmb4zPg7eghWK7FIW4iJx+SPaeXn8H/tl0T2ltEXkUvKUApbqw5IIX2akrFbiOmlad+fqHIsJhOI6C0n4rPr9I4krpai4Je7ntDOEhyuOPrCs7HuP0Dkpz6ldzJxja6qtUtERASRkZGjnUUIMcnUVVgBsBq1ti5/cN5OdEwssxOlrctEt7wgji5/bXZDek8h+5r3YSkswhhoxOcxYHv3rzonFKNNxm4hphmPC069AEBvzj2E1NkASG7ehWnlYpnhNlHN/zRB8V4ie84CkDSQzcne7TqHEnqRsVuIaURVcbW9QVxXEQCxjioCF8zXN5O4Jkr2OmaZTgFohfQjR1Ddbp1TiWt1VYX07373uzz66KPYbLbRziOEmCRcDg+d9hAAqqNOs8Ru5o/etdw6J1E+nE8CBoNCVF44AOk9c2gaaqJxqImggjQArHv36BdOjAkZu4WYZirfBls3BMfzt5IUIn0GjB4bSS17Sb95i97pxOUERhK4dAkhQ02YPEOYvRbCXT3UdvfqnUzoQMZuIaaPlrOHOW7yI9iTCqqP9HkJKEaj3rHEtUhfRb6pFIDB4GRcLhX76TM6hxLX6qpau/z4xz+murqauLg40tLS8PPzu+D548ePj0o4IcTEVX+8BZ9iJMDWzqlZHQx2b8KNiVulrcuksfHGdN4+eYKEgUws7iD2tezjpuvXMXComqHSVmJ9PjBc1fVWMQHJ2C3ENHNCa+uiFm6h880ewoCUpl14/T2ELlqsbzbxgQI/9hWUZz9OZM9ZOmIXkDKQwR9Pv81/rL5H72hinMnYLcT00bL/95Q6llAAhPXXEPvAWr0jiWtlCSVgRg7evjaMrnj6wzKxHTtK4Ly5eicT1+CqCumbN28e5RhCiMmmam8tAEGDp4kL8mNHywoKksLIiAnWOZm4UlnpEbwYaCDIBmk9Bexv2c/Hbv4G/OApnD0G3KV78ctfqXdMMUpk7BZiGhlsh8p3ADji20SYYwhVdZHcvAPnsgKUfyjGiYnFmDEfS7xlpJCe3J/LruZ3+Q+kkD7dyNgtxDTh89Hd/TYpHf8KQKy9isCFn9E5lBgNppy1RJ4tod8VT294Dvajx+DBB/WOJa7BVRXSv/Wtb412DiHEJOL1+miqcwB+9PudQvUsBxSZjT4JJeVH0Xe4k7TeAna3/gF1VSSWhAAcrQ6sb/2VcCmkTxkydgsxjZx6AVQvJC/kwB4XJiCiey9mt5X4m+7SO524AkGLlxD51kkAYodm0G1/BqvbSpBfkM7JxHiSsVuI6aG1ZBd7/P1IcGaBAukFkdLWZapIX0WB8dvsZa3WJ/3Y26her/zvO4ld9Zr9vr4+fvOb3/DII4/Q09MDaEvLmpubRy2cEGJiaq3sw+Xzw881SEVsHUcal6AosGlOgt7RxEe0Zm0qAMl9ubicbkq6SwiePwuAoQNH9YwmxoCM3UJMA6oKJ34PQFP8A5i6XfjwMqtyO16jQvSa9ToHFFci8KZ7sTj7CLK3YsBA0kAar1e9q3csoQMZu4WY+hr2P0+tfT4oRoKsLSTdfoPekcRoSSgiPbAOGO6T7vDhrKzUN5O4JldVSD916hQ5OTn88Ic/5PHHH6evrw+AF198kUceeWQ08wkhJqDaHUcAiO4+Q096IqonnIVpkSSEBeicTHxU8amheAMMmFQ/kvpzOdJ2hKD1mwCwVvWiulw6JxSjRcZuIaaJ5mPQVQ6mALadTgfArp7A4uzDMScLY7C0YJsMAhcsBKOBiO6zACT35/Fi+Rs6pxLjTcZuIaY+1eumenA3s5rnABDnrCVgrvTQnjKMJoIzZ6OaW0ExaH3Sjx7TO5W4BldVSH/44Yf59Kc/TWVlJRaLZeTxm266id27d49aOCHExKN6XNScHgAgpO8UFf6LANhclKRnLHGVFEUhaXYkAGm9+RxsPUTA6jswmFV8LgX7zpf1DShGjYzdQkwTw7PRu5I/ibXegYpKWoNWgE288TY9k4mPwBAYSEDBLCJ7tUJ6Sl8uZ/uPMOAa0DmZGE8ydgsx9VUeeoO3g8yEO2cCkF4Ui2K46uYRYgIyZKwi1lwCQG94DrajR3ROJK7F/8/efYdJVd5tHP+e6W1ntvdegQV2qQtIEUTB3mOMicbEaExMM6aYNzE9phhjujGJscauqCi9SS9LXdhddmF7732nnvePQdSISj9bfp/rmgvYOTN7z1wsD/Oc59zPaf107ty5k7vuuutDX09ISKCxsfGMQwkhhq62NS/SG4hA5/fQFFJCXcN4LEad1LoMY9NmBU+CpHSMZ0/jPnx6HfZMFwB9q5dqGU2cRTJ2CzEKeAeg6FUAtrYtAqDSWkduZTMAURdfplk0cerss+YS2lmGovpwuiNxDITxTq1Mno4mMnYLMfKVFD5JX/cE0FkwuztIvXGB1pHE2ZY2l1zDfgA6Q7Po2bkDVVU1DiVO12lNpJvNZrq7P7wa4vDhw0RFRZ1xKCHEEOVzU/HObgDCO0qoSYlC9Ydw6fg4nBajxuHE6UrIDkM1KNi8IYT1xFDUVoR9aj4AfXsOaRtOnDUydgsxChQvBXcXXdZJVJUF/5uvV99Ap8JgejzGODnpPZzYZhRg8Ltx9VQAkNCdxcqK1RqnEueTjN1CjGyDA33sV/cztSpY5RLrr8GSlaVxKnHWRY8j0RHc16LHkYi3axBvVZXGocTpOq2J9Kuuuoqf/exneL1eIFgNUF1dzfe+9z2uv/76sxpQCDGEFD5JRdcYACJb97PDmg/AjVMSNQwlzpTeoCM6OxSA1I4JbK7djv3iawAYqO0l0NOjXThx1sjYLcQosDdY67JbuQsFOGoaYEJ58IRo1KLLNQwmToc1Px/FbCa0PbgpWXx3JpvrNzPoG9Q4mThfZOwWYmTbs+55VtjsOL0TAciaHqtxInFO6HQ4c/Lg/T3phdKTPlyd1kT673//e3p7e4mKimJgYIB58+aRmZlJSEgIv/zlL892RiHEUOAdoHfdv2nxZYIawNFdxH79TBLDrMxIj9A6nThDeQXBVYqp7eNZU7EF4+SLMdoDoCr0r3pJ43TibJCxW4gRrrMGjm6gzx9GcWUMAIfDd5N3NHjpcNQV0o8+3OhMJmxTJhPWeRiAhK4sPP5BttRv0TiZOF9k7BZiZCsse5KsmlxUvRWzu4P0my/ROpI4R5S0uUS9rye9b+cujROJ02U4nQe5XC5WrVrF5s2b2bdvH729vUyePJmFCxee7XxCiKFi57+paE8FwNVdQU20Ab9i4YYpieh0irbZxBlLGR+BqqiED8TR0tqAlwC2rAi69nbQt2EVjuu+oHVEcYZk7BZihNv3HKCy1/AV1ADU6v2M6VuFIQCDKTGYMzK0TihOg216Ac5tf0WnerF5XbgGo1hTvYYFydKhOxrI2C3EyNXaWMNmSxMza68EIyTa2jFGhGsdS5wrafPINbzKehYe60l/SutE4jSd8kR6IBDgiSee4NVXX6WyshJFUUhLSyM2NhZVVVEUmVATYsRx98KmP3Bk8CtAsNZlfVg2igI3SK3LiGCxGwlNDqGrqpfkjhx2N+5n7LRJdO1dS9++Uq3jiTMkY7cQI1wgAHufZTDgoKh9MgDb7e188WArAJFXXKVlOnEG7DMK0D/yCM6eSjqdWcR3Z7KhZgP+gB+9Tq91PHEOydgtxMi2avXvKVfszNWNJwCMuThb60jiXApPJzG0BTqDPemepk68TU0YY2K0TiZO0SlVu6iqylVXXcUdd9xBXV0dEyZMIDc3l6qqKj7/+c9z7bXXnqucQggt7XgMd28/dd4JQHAifb9rChdkRJIYZtM4nDhbxk8LdvKltI/n1eIN2BdeA4C7sR9fe7uGycSZkLFbiFGgegt0VLLffS0+n45mXQBD/A4mVgRrXaIvl5/z4coyfjw6u/14T3piVyZdni4OtB7QOJk4l87F2P3Xv/6V1NRULBYLBQUF7Nix4yOPPXjwINdffz2pqakoisIjjzzyoWN+8pOfoCjKB25jxow55VxCjFZbu9YwvziXgN6M1dNO8hUXaB1JnEuKgjNnEhgbQdHR7Uyjf5fUuwxHpzSR/sQTT/DOO++wZs0a9uzZw3PPPcfzzz/Pvn37WL16NWvXruWpp+TyBCFGFHcvbPkT1e5JoBqw9Tdi8LZyOCyZG6fKavSRJC0vEoD47gx21+zDkDsPs8sPKPSvXqJpNnH6ZOwWYhTY8yyegIX9/VcAsM3iZXLdVgwBcKfFYU5P0zigOF2KwYBt6lRCO4MT6SldGaDChtoNGicT59LZHrtfeOEF7r33Xn784x+ze/du8vLyWLRoEc3NzSc8vr+/n/T0dH79618TG/vRmx/m5ubS0NBw/LZp06ZTfq1CjEa7C1eyya6S3TIJgJQ4PzrDaTUvi2FESZtHpLkEgE5XBv3Skz4sndJE+nPPPccPfvAD5s+f/6H7FixYwPe//32effbZsxZOCDEE7HkGBjooJtjFGdm6n0PhydhsFhblyq7iI4kryoYhTIcOPSGtBgZUFVtWsKevb/1KjdOJ0yVjtxAjnLsHDi3h0MDFuL0mOnQBGiKqyCvqBCDmyuu0zSfOmG3GDFzdFSiqF4MvDOdgpEykj3Bne+x++OGH+dKXvsTtt9/OuHHjePTRR7HZbDz++OMnPH7atGn87ne/49Of/jRms/kjn9dgMBAbG3v8FhkZedKZhBjNXi58mIRmC15bLgC5NxZonEicF2lzGKM/BECXK4Ounds0DiROxylNpO/fv5/Fixd/5P2XXnop+/btO+NQQoghwu+DbX/Fr+qp6RsPQFTrfg6E53DDlCQsRunmHGlypyQAkNSVzWuHtmCfFuza7Zee9GFLxm4hRriDr+H3eNg3EJww32H2MS52PxMqg7UuEZddoWU6cRbYC6ajD3hx9lQBkNCdSVlHGQ29DRonE+fK2Ry7PR4PhYWFH9igVKfTsXDhQrZu3XpGOcvKyoiPjyc9PZ1bbrmF6urqM3o+IUaDzt4ONhpquOhgLgGdEQfdxOSlaB1LnA+uROLDewDoDknBf7QGf1eXxqHEqTqlifT29nZiPqYIPyYmho6OjlMKIF1tQgxhh5ZAZzV1yizwmTB4u3F2V3IgMp1bZiRrnU6cA2kTgiuJkjvHsqxsM7b5V4Ki4mkbxFtfr3E6cTrOxdgthBhC9jxL2eBsen2h9CkqB82DJBVvQ6+CPysFU2qq1gnFGTKPGYPO5SKs/TAA4zrSAXin9h0tY4lz6GyO3a2trfj9/g89X0xMDI2NjaedsaCggCeeeILly5fz97//nYqKCubMmUNPT89HPsbtdtPd3f2BmxCjzWMrfsGAXyFqcAoAGRPCZPPgUSQiJxv0PQT0JnpCkhiQBU3DzilNpPv9fgwf09uk1+vx+Xwn/XzS1SbEEKaqsOVPAOyxXQ9AVOsBvDo9oZMnkRHl0DKdOEdiM10EDH6svhBa6urRj5mHJTz473rf2rc0TidOx9keu0FOggsxZLSWo1ZvZ09fcOPBXWYfY7PqmFI0CEDMlbLJ6Eig6HTYp08/3pMe1ZMFKmys26hxMnGunIux+2y79NJLufHGG5k4cSKLFi3i7bffprOzkxdffPEjH/Pggw/icrmO35KSks5jYiG0F1ADrO5Yy4UHrHS5xgIw9prJGqcS55Mu7QJCTcGe9C5XBv179mobSJyyU9rNQFVVPv/5z39kT5rb7T6lb/7+rjaARx99lLfeeovHH3+c73//+x86ftq0aUybNg3ghPe/692uNiHEGajYAA37UPVWqhtj0BGsdSkJS+bm2ZlapxPniF6vIyLTRkeJm9huJ3V9AeyZYQy29dK3fhWhn/2S1hHFKTrbY/e7J8EfffRRCgoKeOSRR1i0aBGlpaVER0d/6Ph3T4LfeOONfOtb3/rI583NzWX16tXH//xxEwhCiGP2PkuVewrtvmQ8iso+k49Z5p2MrwrWurgWX6pxQHG22GYU4FqzHkX1ofrCcQ5GsrNxJ96AF6POqHU8cZadzbE7MjISvV5PU1PTB77e1NR0Vj8zh4aGkp2dTXl5+Ucec//993Pvvfce/3N3d7dMpotR5eU9r9Jo8HJnxXSaEvSE2r1EJIRoHUucTymzyDYsYwfT6HSm07FrK9F8XetU4hSc0or02267jejo6A+cRX7/LTo6mltvvfWknmsodbXJJWZCnMDm4Gr0xvQvo+u3gOomrKOUIwnZXJL70ZeaiuEvb2oqAMld2by4f/t7Pen7D6OqqobJxOk4m2M3yIZlQgwZAT/se57dx1aj7zX5CI/0EbGrEL0KSk4GpmSpYRsp7AUFwZ707mBPelZnBv2+fva37Nc4mTgXzubYbTKZmDJlCmvWrDn+tUAgwJo1a5g5c+ZZy9zb28uRI0eIi4v7yGPMZjNOp/MDNyFGk+f2/Y2JR1X6nTMAGLdQFqiNOqHJxLlageCKdM+BQ6gaX2EkTs0pLff6z3/+c9a+8cd1tZWUlJz2877b1ZaTk0NDQwM//elPmTNnDkVFRYSEnPhM34MPPshPf/rT0/6eQow4jUVwZA0oOjZ5pgIQ2lGCPuAl5sK5GPWndA5ODDMpuZFAKdG9yawtL+Qbcy9H+dsGfN1uPJWVmNPStI4oTsHZHLvfPQl+//33H//a2T4JbrFYmDlzJg8++CDJHzMJ6Ha7P7AiT06Ci1HnyDoa2kJo8I4joARrXWbnHOWCFcEPY1FXX69xQHE2mTIy0EdGEtZxmC5XBmM70ymM287W+q1MiZmidTxxlp3NsRvg3nvv5bbbbmPq1KlMnz6dRx55hL6+vuNXht96660kJCTw4IMPAsHx/tChQ8d/X1dXx969e3E4HGRmBif+7rvvPq688kpSUlKor6/nxz/+MXq9nptvvvmsZhdipNjXXES5roXv7Y2lKz4FhQBj5sgVGaNRXE4iap0HrykEtxKKu6wMy9ixWscSJ2nEzYadTlfb/fffT1dX1/FbTU3NeUwsxBC07W/BX8deRU2pF4C45v30G8ws+tRFGgYT54MjzIw/bBAFHWpDL960C7BGeADof2fNJzxajGRDacMy6VkVo97eZ9nddx0ARUYfXqMOX+taxtSBqlNwXnG5xgHF2aQoCvaCguM96c7eYE/61oYzO4kpRoebbrqJhx56iAceeID8/Hz27t3L8uXLj4/n1dXVNDQ0HD++vr6eSZMmMWnSJBoaGnjooYeYNGkSd9xxx/Fjamtrufnmm8nJyeFTn/oUERERbNu2jaioqPP++oQYDh555yESWlWc/uCVICljnFgdJo1TCS3o0wpwmI8A7/ak79E4kTgVmhWQDqWuNrPZ/LGXmwsxqvS3Q9ErANRnfR7zWhWVABFtB6hJGcOUSLkEczRIzHXRsMlNcn8YOxoCjEkPpb9lgP6Nqwm77Y5PfgIhTsGll77X4zxx4kQKCgpISUnhxRdf5Itf/OIJHyM9q2JUG+ik88BuKt2fQ0Vlp9nHnPGDJK85CoC5YDrGE+xZIIY324wCXMtWoqh+Ar4InO4IilqL6PH0EGKSjl3x8e655x7uueeeE963fv36D/w5NTX1E+v8nn/++bMVTYgRr7Gvkd29hXxxl0JjTHDfv9yL0jVOJTSTcgHp+j9ygLF0uTLoLNxO+Gc+o3UqcZI0W5E+lLrahBDvs+958A1CzARWlfYCYByswOTtI2reHI3DifNl8tQsAJK6M1h66AC2KXkA9O0rkZ70UWyonQSXnlUxah18jf29wX2GKowB2vUqlvBtzC0KABB57XVaphPniH3GDPQBLyE9wf2fxnekEFAD7GjcoXEyIYQQH+fvhf/GOqgyvj4XrykEq1UheVy41rGEViKzSbTXAtDpSqe3sFDjQOJUaFrtcu+99/LPf/6TJ598kuLiYu6+++4PdbW9v4fV4/Gwd+9e9u7d+4Gutvd/0L7vvvvYsGEDlZWVbNmyhWuvvVa62oQ4WaoKu45tGDj1duqKugBIrA9uZDXh6ou1SibOs6SsSLwGN1afg0Olh7DOuRRFp+LvceOpqNQ6ntCInAQXYmhwF75KycACAHaZfIxNMNC+ZzWxnaBazYQsXKhtQHFOGBMTMcTHEdoZvBw8pysFgK31Uu8ihBBDVa+nl7cqXmXhXpXmqOD/l8fMSUIn+46NXopCXFYEKgEGbDGobR58LS1apxInSdOfXOlqE2KIqdwEbWVgcnA0dgaOtuDPYmzLPtzOMKzZWRoHFOeLXq9DSewHIKzbR134NKyRx3rSN63TMprQmJwEF0JjbUcoKXfiVa30Gn1UGQKMyzpMwb5BAFwXL0Jns2kcUpwLwZ70Gbi6ghPpIb3BTR+3NWzTMpYQQoiP8dLhV/D53Vyyz057xDgAxs6SxSKjnTVzGiZTcFV6lyud/r17tQ0kTppmHenvkq42IYaQd1ejT7iRZdt2o1cT8PmbsQ20YL7wchRF0TafOK9SxodTV6mSOhDB+gYdi1Ps9Df7gj3pt35B63hCIzfddBMtLS088MADNDY2kp+f/6GT4Drde+fp3z0J/q6HHnqIhx56iHnz5h0f5989Cd7W1kZUVBSzZ8+Wk+BCfITAnufY3x/cSHSLIYDTZuBIz0puKg7+H9l19VVaxhPnmH1GAa6lqwDweBOxea1UdVdR31tPvCNe43RCCCHezxfw8cT+J5heqtLvKEBV9MSkhhAWa9c6mtBaykwSjc9R4Umm05VBz+5dOC+WBoDhQPOJdCHEENHbDMVvAqBOuZ26f2wigQRC20sACJ87W8t0QgMF0yfw6tL9xPQnsPngEa6fPIHWnXvo21uMqqpyYmUUk5PgQmgkEKBqaxHd/lmg93HI5OfSif307jpKyCDooiKxz5ihdUpxDtkKCjB5e7H1N9Fvi2FaexIbYg6ztX4r12dfr3U8IYQQ77O+Zj3t3lau3BmgISFY6zL2AjnpKYCYCaSZf0VFH3S5MmjfuYQErTOJkyKlTEKIoD3PQMALidMoVH1EtqYCkFUT3MDKPlM+mI82cdGRdDmaAWipqsR0wSIUvYq/ZxDP0aMapxNCiFGoahP7WwoAKDT48enAZ9/M3KLgyarQK65E0eu1TCjOMWNsLKbU1OP1LmM7UwHY2iA96UIIMdQ8UfQ0mXUqUb2p9NtjMRgVsqbGaB1LDAV6A/GpVgB6HEkEDtcQ8Hg0DiVOhkykCyEgEIDC/wR/P/ULrNi6CbPfioc+QrsrMaWnY4yN1Taj0IQxxQ1A7CAcCZmMNeJYT/rWzVrGEkKIUalt41JqPXlAgF1mlVnZJvZXrGdyudS6jCa2goL3etL7MgDY3rCNgBrQMpYQQoj3KW0vZV/rbi7fFaAhNrgaPWNyDCarFEOIIGfORBR9O6pOT581EfehQ1pHEidBJtKFEHB0LXRWg8XFYM6lNB/sA0DXV4mCin3mTI0DCq2kjosEIKU/krWNFmxJZgD6NqzUMpYQQow+7l727zMB0GbuoVunkpR8gIKDXox+MOfkYBkzRuOQ4nywzygg9NhEep87gxCfjk53F8XtxRonE0II8a7nSp7D1asy/bCepugpAIyRTUbF+yipFxBlLgWCG4727dmjcSJxMmQiXQgB+471E0/4FOsathPflgNAan3wH3L7BbO0SiY0VjB5Ij7Fg93noPBgPfZJ4wHo33vwE3uvhRBCnD3uvW9yuD84Hq80mkkMN7KjbSnz9wdXIYded62W8cR5ZJs+HetAC0ZPDwGMXNARvGpwZ8NOjZMJIYQA6HJ38eaRpVy0T6UtYhJ+g5WQCAsJWaFaRxNDScJk0g3vTaS37NikcSBxMmQiXYjRbrAbipcGf59/M6sK38HhCcOreMlo2Al6PbZp07TNKDSTFJpIa2gNAL21dRhmLEDRB4I96UeOaJxOCCFGj7J1B/CpFnTGbmr1KtNyK7FWNZPRCBgMOK+8UuuI4jwxRERgyc4+vio9qzMFgF1NMpEuhBBDwatlr+LzDbJ4j5/6Y7UuY2fFoegUjZOJIcVgJi4hOC3b5UxjcO8BWaw2DMhEuhCjXfEb4BuAyGxaw5LpLA2ubBvwtKAP+LBOykcfEqJxSKEVRVEwpgR70ZM8Oopt+VgjvQD0bZWNzYQQ4nxQO6ooqg12Ye8w+DEbFY56lx1fjR6yYAGG8HAtI4rzLNiTHtz429GXBcDuxl34A34tYwkhxKjnD/j5b/FzTC5XMXsj6QzLAQVyZsieY+LDYsZlguLGZ3Tgd9vw1ddrHUl8AplIF2K0e7fWZeJNvF2xjJT2XACSuw8D4JgzV6tkYoh4tyc9YSCM1Y0u7MfOmvdvXKVlLCGEGDWa1y2lzZeGTvGx1Whh1vh2qtrLmFsUvD/0+uu0DSjOO/uM9zYc7R4cg92v0uPr53DHYY2TCSHE6La+dj2N/Q1cXhigIbYAgMScMJwRVo2TiaFInzYTh7kcgC5XBv1792obSHwimUgXYjTrrIbKjcHfT7yJlQfWEdmfQIAAuUfXAOCYJxPpo93kcbn0G7sxqkYOFrVgyxsHQP/uA6iBgMbphBBihFNVDu3oAqDb1MygDtz2tUwtUwkZUDFERWG/4AKNQ4rzzTZtGiH9dej8HvyqnYKuUAB2Ne3SNpgQQoxyz5U8R0y7yrhKhcbYGUCw1kWIE0qaTpq+BIAuZzptOzZrHEh8EplIF2I02/9i8NfUOZQG+glU2gHopQ9zXzuG6GjMOTkaBhRDQU54DvWhwbPk/qY2lGkXBnvSewdxl5drnE4IIUY2T0Uhh7vyAFhpDGFMSi8H2ncyf3+wQ9N1zTUoBoOWEYUG9E4ntrE5OHsqARjXmQrAroYd2oUSQohRrranlu0N27lkT4CO0GwGLRGYrAbS86O0jiaGKnMI8VGDQHDD0a5C2e9kqJOJdCFGK1V9r9Yl72aWHl1Kavt4AFLUWgDsc+egKLIhymhn1BkxJAcH9xSvngOmCdgig73p/du3axlNCCFGvLIVW/GpVoyGdo7oDUTEbSWsRyX/6LGJ9Ouu1Tih0Mr7610cvcGFD4WNOwmocrWYEEJo4Y0jb2D0qizcH6AhLrgaPWtqNAaTXuNkYihLGJcAQL8tBmq6CPT3a5xIfByZSBditKrbDW1lYLDiG3MZy4pXEdcd3MhsbM07ADjmSq2LCEoeGwFAtMfBisZIbMeuTuzfuEbDVEIIMcIF/BwscQBw1NhFiKOPQz0bmFukolPBOmUK5rQ0jUMKrdgKCgg9tuFo98A4rIEAXb4+yjvlajEhhDjfAmqAJeWvM6tYxei10hKVD8DYWfHaBhNDnjVrOkZjcDFjjyOVgaIijROJjyMT6UKMVvueC/469gq2tR/E2RSHDj1usx/L0f1gMGCfNUvbjGLImJQ2gTZrPQoKFYe6sE3MBqB/9z7pSRdCiHOkZdsGWtwp6PCy1BhFdtY+fH4vlx40AhAqq9FHNdvkyTj7akANEAiEMbXXBMCuRulJF0KI821H4w4a+uq5ZG+ApuipBHQmwuLsRKeGaB1NDHXJM0kwFgPBepfuQqlpG8pkIl2I0cjvhaJXgr/P+zSvlb1+vNYl1d4JBD+c6R0OjQKKoWZi1ERqQ0sBMLb1wZS57/Wkl5VpnE4IIUamg+uCq4315gp69T7q/OvIqYXwFjeKzUbIosUaJxRa0tntOHOzsPc1ADCxIwWAXXVbtIwlhBCj0pLyJcS2q2TVcbzWZezMOKlKFZ/MHkGSsx2ALlcGLds3aRxIfByZSBdiNKrYAAPtYIukN2Eq6ys3kNQ5FoDMlkIAHHPnaJlQDDFOk5NAQjcAqT4d+40TsEVJT7oQQpwrvv5+ympjANhpVMjMOESfr4crS2wAOBcvRu+waxlRDAH2GQW4uoMnXCw9wUURhU27UFVVy1hCCDGq9Hh6WF21mrlFAfpssXQ701B0CtkFMVpHE8NEQk6wSrUnJBl/UZmM40OYTKQLMRodXBL8deyVrKxZS2xnGqaABSw6jDtWAGCXfnTxP5JzovArPpx+M2vr47DF+gHo37xe22BCCDECVaxcj0e1Y9W1sVofg9u+HrNHZUqRG4DQ66/TOKEYCmwFM3Ad60nvG8jFHAjQ7uujoqtC42RCCDF6LK9cjsc3yIIDARpiZwKQMj4Cu8uscTIxXISPy0fRdRPQGXHrYvBUVGodSXwEmUgXYrTxe6FkafD3udfyXPFrpLVPACA9LgDuQQxxcZizsjQMKYai/PiJNIQEP6xXH+7DPj64OW1/4V7pSRdCiLOsdGcLAIPmWlxRZXR6mrio3Ip+0IMpJQXr5MkaJxRDgTU/j9D+GgBUXxT5A8EVbLsad2oZSwghRpUl5UsYUwNh3ToaY6cCwVoXIU6WkjKTcHOwSrXLlU7/nt0aJxIfRSbShRhtKjbAQAfYImmMzKC0Yz+pxybS47sPAuCYM0e63MSHTIqaRG1oCQDWDjeB/AvQGQL4ewdwHz6scTohhBg5+ltaqW6LB2CN0UFoXLDz+pqS4IZlruuuk3FaAKAzmwnPTcHk6UZBR15nAgC7qtdpnEwIIUaHo51H2d+yn3kHAnSEZeMxhWK2G0iZEKF1NDGchCaRYq0FoMuZTtO2DRoHEh9FJtKFGG3eV+vyavlyYnpSsfpC0Fv0WLe+AYDjwnna5RNDVmJIIj3RjQAk+3QcME7EKj3pQghx1h1+exMqelyGCvba3bT5yknuMBBa2gA6Ha5rrtY6ohhCHDMKcHUdAcDYPQmAXc17pF9VCCHOgyVHlmD0qswuDtAYMx2AzCkx6A0y3SZOTXyqFYBOVzp9e/ZonEZ8FPnJFmI0+Z9al5dL3yStfSIAqakm/PW1KBYL9pkzNQwphipFUUhLj2PA0ItJ1bO+NhFbtBeAvs0bNU4nhBAjR8m+YA96i7mVuOQdAHyhJg0A+5zZGGNk8zLxHltBAa5jnej9fRMwqiot/n5qemo0TiaEECObqqosr1jOtDIVvd9MS1Q+ADnTZZwWpy5h4ljAi9fkhFbwd3ZqHUmcgEykCzGavK/WpdwVS4v76PGJ9JiBMgDss2ahs1q1TCmGsPyYfGpdwe62uiNu7OOSAOjfvVt60oUQ4ixoLa2irT8KHV5et5rp1u1FF1AZt6MZgNBrZZNR8UHW8eMJddcBoPdGM2EweCKmsGGHlrGEEGLEO9B6gIa+BuYfCNASOQG/3kJIhIXYDJfW0cQwZEific0c3JOsy5XOwL59GicSJyIT6UKMJu/Wuoy7ikf3LCGiPx6nOwK9UYejcBkAIRct0C6fGPLyo/OpDQ1OpDu7fKh5wZ70QO8A7pISjdMJIcTwV7IyuElkqLmYrrgSVFRu6c6Fljb0oaE4FszXOKEYahSjkZixMej8HgwYye2OBaCwYqXGyYQQYmRbWbkSV6/KhAqVpmO1LjkFsbKPiTg9UTkkmYJVbV2uDNp2btE4kDgRmUgXYrR4X62LOvZq1tetOL4aPTHDjq9oLygKjnnSjy4+2rjwcTSHBy8fj/Xr2K9MON6T3rdDVr4JIcSZCPgDHC41AVBq7kJ1BCfVLz1oBsB51ZXoTCbN8omhK6RgOiE91QAYuqYAsLvtgJaRhBBiRFNVlVVVq5h9SMVnCKE9fCwA2VLrIk6XohAXFzwJ0+VMo33HVo0DiRORiXQhRov31bqsw4KbFlLb8wCII3g5sDU/H0NkpJYpxRBn1BtJi0+kw9qIDoV36lKwRwcvIe/fsknjdEIIMbxVbzvIgM+BRenijahm/HiYYsrCsDW44VTodVLrIk7MNqMAV3fwcnB3bx46VaXG10tzf7PGyYQQYmQqai2ivq+eCw4FaIqegqroiU4JISzWrnU0MYylTEwFoM8eh1rWgOr1ahtIfIhMpAsxWry/1mX3q4QMRhDZH4+iU3AdWg0gl4uLk5IfnU+t6zAATVUBbNlxAPTvKkT1+7WMJoQQw1rphmB1ltVyEDV6LwB31GWC14dl/HgsY8ZomE4MZZYxYwjzNgJgGIwmxxP84L27Vk5yCyHEubCyaiURXSqZDdAUMw2A7OmxGqcSw51j7AwMxkZQdPRbkxksPax1JPE/ZCJdiNHgfbUugzlXUNyz8XitS1xaCL6t7wAQskD60cUnmxQ96fiGo2E9AdSJBeiMAQL9gwxKT7oQQpyWwV4PFTUhAKwJbcJHNzHWaOLWHQIg9IbrtYwnhjhFryc2OxwAm2JlTL8TgMKjy7WMJYQQI5KqqqysXMmMUpV+azTdzjQUnULWNKl1EWcoNo9oU3DyvMuZTs/unRoHEv9LJtKFGA3erXWxR/GPxl7Q95LWlg9Agr0D1evFlJKCKT1d25xiWMiLyqPeWUYAP2EBHXvUKdiO9aT3b5eedCGEOB1H1u/BrxoJM1SzO74YgLsMC/AcOYJiseC8/HKNE4qhLnzGZGz9wVXppvbg6sjC1iItIwkhxIh0sO0g9X31zCwJ0HhsNXrS2DBsTtnHRJwhvYGE8AEAOl3pNG17R+NA4n/JRLoQo8G7tS5jr+SV8reweZzE9qYAEF4RvOTXsWCB7C4uTkqYJYyE8DiaQqoA2FaXgu3dnvRtsrO4EEKcjpItwf1KWhwl+ExNWA1Wpu/qAcC56BL0ISFaxhPDgH1GAa6uYz3p3ZMAKPf10OXu0jKWEEKMOCsrVxLWo5JVx/GJdKl1EWdL0pjg36VuZyrufYc0TiP+l0ykCzHSva/WpSJuAe3qbtLa8lBQiEkNIfDOCgBCpB9dnIJJ0ZOoO1bv0lqnw5YevJy8f9cuVJ9Py2hCCDHsdDb20tgeioKfpXHBiqwbk65kcPkqAFzXS62L+GSmzEzC/E0AWAaiSfF4URXYU7lG42RCCDFyqKrKyqqVFJSqdDvTGLRGYTDrSc+P0jqaGCFiJ00GXR8BvRm/24m3oUHrSOJ9ZCJdiJHufbUuv65sRNG7yWqbDkBytBt/Vxf60FCskyZpHFQMJ+/vSY/oUwlMmPFeT3qx9KQLIcSpKF25CwCX+SCNoUdQULi+JpZAfz/GlGRs06ZpnFAMB4qiEJcZBoALG9luOwC7jyzTMpYYIv7617+SmpqKxWKhoKCAHTs+uo7v4MGDXH/99aSmpqIoCo888sgZP6cQI8WhtkPU9dYxq/i9Wpf0/EiMZr3GycRIoSROI9R8rCfdlUH/nj0aJxLvJxPpQox0x2pdfDlXsKVpLXa3i9ieZAAiq4M1HI4FC1AMBq0SimEoPzqfZkcVHv0gVlWh0DvjvZ50+RAlhBAnTQ2olO4JVrjsjAx2o1+UfBG6pesACL3+BqleEyctesZ4jN5eFEWPuWMyAIVt0pM+2r3wwgvce++9/PjHP2b37t3k5eWxaNEimpubT3h8f38/6enp/PrXvyY29sR1Faf6nEKMFCsqVxDaq5JVp6M5egoAOVLrIs4mk414RzsAXa50mrZLT/pQIhPpQoxk76t1WWWcimotJr09H4DYDCf+dW8DEHLJxVolFMNUqjMVp9VJnbMMgF0N7/Wk90lPuhBCnLSGw630DNgxKP28E78bgM/bFzKwZw/o9biuuVrjhGI4ccx8ryfd0x6c4Dnk76Hf06dlLKGxhx9+mC996UvcfvvtjBs3jkcffRSbzcbjjz9+wuOnTZvG7373Oz796U9jNpvPynMKMRK8W+syvVSlI3wcXqMDq9NE4pgwraOJESY+zQlAlzOdnt27NE4j3k/ziXS5xEyIc+h9tS4PVdei6PzktBcAkBLrw9fUhM5uxz5rlsZBxXCjKAr5UfnH6106G/XYMyMAGJCe9BFPxm4hzp7iVcHLdQedu/EaBpkYOZHY9QcBcMydizE6Wst4YpgxJicTprYAENIXRYzPj09ROHDkbY2TCa14PB4KCwtZuHDh8a/pdDoWLlzI1q1bh8xzCjEcHK91KQnQGBOsS82eGoNOr/nUmhhh0qZNAPy4LWGotQMEBga0jiSO0fSnXS4xE+IcO1br0pa8iHr/NuzuUCK7E0CByNptADguvBCdyaRhSDFc5UfnUxd6rCd9QMU9bk6wJ33AzeAh2V18pJKxW4izx+vxU14SAGB13F4APpfzGbpefwOA0Btkk1FxahRFIfbYKrZw1UqmxwZAofSkj1qtra34/X5iYmI+8PWYmBgaGxvP63O63W66u7s/cBNiOFlRtQJnn0pmvZnWiAkAZBfEfMKjhDh1powZWEyVAPSGpDFw4IC2gcRxmk6kyyVmQpxD76t1eWpwLHrbUTLa8gGIy3DhW/turcslWiUUw9yk6El0WprpNXVhQGHnQMHxehfpSR+5ZOwW4uyp2FWLz29Cb2imMrScOHscM44a8Le1oY+KxDF3rtYRxTAUPyMHJeBDr7dg7BoPwO52OcEttPfggw/icrmO35KSkrSOJMRJU1WVlZUrmX5YpTVyEgG9ibBYG1HJIVpHEyORLZwYax0QrHfp2LVN40DiXZpNpA+lS8zkzLgYkY7VugRsUfy7tRZFURnXGaxwSU1U8dbUoFgsOObM1jioGK7GRYzDoDdQ6wpujrevIRF7dHDD0b6t0pM+Eg2lsVuIkeDQ2uDkZnFUISgqt4y9hZ5XXgMg9JprUIxGLeOJYco1azohPdUAeJqnArDP34vX069lLKGRyMhI9Ho9TU1NH/h6U1PTR14pdq6e8/7776erq+v4raam5rS+vxBaONR+rNalOEDTu7Uu02NlQ3BxzsQlBJsDOl3ptO7YpHEa8S7NJtKH0iVmcmZcjEjHal3KIuYTsO/F4Q4jtCsmWOtSH1wt7JgzG53NpmFIMZxZDBbGRYyj9li9y0Czgi0r2OU7ULgb1evVMp44B4bS2C0nwcVw19flpq42OFG+K2YXdqOdq52z6d24EQDXdddpGU8MY8b4eMJpBSCyOxKXP8CgTuFQ6RJtgwlNmEwmpkyZwpo1a45/LRAIsGbNGmbOnHlen9NsNuN0Oj9wE2K4WFm5kpB+lfRGFx2hWQBkT5daF3HupE/OBqDXkYj/YCWqqmqcSMAQ2Gx0KJAz42LEeV+ty8MdSeitdWS2TQYgISsU77u1LhdfrFlEMTJMippEreswAGEe6MlegM4UIDAoPeni3JKT4GK4K914BNDRZy+n29rKdVnX4XtrFQQCWKdOwZyWpnVEMYzFJNmDvwZMZPgcAOw+ulzLSEJD9957L//85z958sknKS4u5u6776avr4/bb78dgFtvvZX777//+PEej4e9e/eyd+9ePB4PdXV17N27l/Ly8pN+TiFGkndrXaaWqbRETwNFR1ymC2ekVetoYgQLy5uNztACio5BfTyeikqtIwk0nEgfSpeYyZlxMeIcq3XxmCNYTxsAE7uCFS4pKTo85UfAaMRx4YUahhQjQX50PoPGXtpswX93d/ZOxRYV7Env2y496SPNUBq75SS4GM5UVeXAhgoAdsUUolN0fCbnZjpfeRWA0Otv0DKeGAGSZmQAoDe60PUEV07u7ijWMpLQ0E033cRDDz3EAw88QH5+Pnv37mX58uXHrwarrq6moaHh+PH19fVMmjSJSZMm0dDQwEMPPcSkSZO44447Tvo5hRhJituLqe2t5YLiAE0x04BgrYsQ51RILGGWYFVblyud3sKdGgcSoOFE+lC6xEyIEedYrcs7xpkYXPsI7Y/B1hmOTqcQVb8LAPuMGejlpJE4Q/nR+QDUuA4CUNwQe7wnvX/rZq1iiXNkKI3dchJcDGettb309lhRFS9HIvawMHkhYYfq8dbUoHM4cC6SjcDFmYmYOx3rQAsoCu6GYE/67kA/gcEujZMJrdxzzz1UVVXhdrvZvn07BQUFx+9bv349TzzxxPE/p6amoqrqh27r168/6ecUYiRZWbkS+4BKams8vY5EdDrInBKtdSwxCsREBetculzpNG5Zp3EaARpXu8glZkKcA++rdflzfwI6UxvjWmcAkDw+As+6d2tdFn7kUwhxsiKtkSSFJFEbWgKAvxWs2XEA9O/ZIz3pI5CM3UKcuX2rgyuDK8KK8BgGuDX3VjpfeQUA5+WXy/4l4owZIiMJU1sASG4PxxpQ6dbrKC9+TeNkQggxvKiqyoqK5UwtU2mOCq5GT5kQicUuG4KLcy8lLx2ALmcag7v3aZxGABi0/OY33XQTLS0tPPDAAzQ2NpKfn/+hS8x0uvfm+t+9xOxdDz30EA899BDz5s07fnb8k55TiBHvaLDWpdcQRqmtG5OqMK4juKozI12H+1Ax6PXSjy7OmknRk3i7cxl+xY/dr6c1bRF608v4Bz0MHCjCNnnSJz+JGDZk7BbizPj9AY7sbgdMlETvJC8qj/HmNMpWrgQg9IbrtQ0oRoyYeDP1nRDvN5DiD6FE10thxQqyJ31e62hCCDFsFLcXU9tXx+dK1OO1LjkFUusizo/UmXPh9Z34DVYCvVa8jY0YT7NSU5wdmk6kQ/BysHvuueeE9/3vpWPvXmJ2Js8pxIhXFFzR9pp3GnrXfuK7szD0WzHbDIQd3Uw7YJ85E0NYmLY5xYiRF5XHG0feoDmkgbjuRHZ35zMl5r/01Fjp27JFJtJHIBm7hTh9VUVt+LwmBg3d1LqK+WbuQ3S9+Saq2405OxvL+PFaRxQjROK0NPasAoMpHLUvFUKL2N1Rws1aBxNCiGFkZeVKrIMqSe2Z7E8Kw2RWSJkQoXUsMUroXNFYLdUMDOTQ6cqgb+dOQq+8UutYo5qm1S5CiLPM54aStwB4zpCMztDD+LYLAMicGkPf8mCti/PSxZpFFCPPpOjgRHlN6H4AyhujsMce23D0HelxE0KI99v6dhEAh6N2E+uIYX7ifDqffwGA0BtuQFEULeOJESR+wVQMvn5UvQlfbXCs3s0ganejxsmEEGJ4eH+tS0v0dAAyp8ZiMOo1TiZGk6iw4GfrTlcmzVvWaxtGyES6ECNK+Rpwd9GsRHDU2YbBbyK1bQIA6Yl+3IcPg9FIyELpRxdnT0ZoBiGmEKpCg5ND+g4Vy8QcAAaKDuHv7tYynhBCDBnufi+d1T4ASqN2cOv42/Ds24+7rAzFasV1zdUaJxQjiSEslDB/sCc9pzUUgwrNBgO1pUu0DSaEEMNESXsJtX11zCzR0xwVPCGZLbUu4jxLHp8EQGdoFr07d2icRshEuhAjybFal1d9UzE6D5Lenofi0+OKtmLZF1wZbJ81E73LpWVKMcLoFB1TYqbQZqunT+/GqEJN1JWYnF4IqPRt3aZ1RCGEGBK2rKkCVU+brR63o41rM6+l4/nnAXBefhl6p1PjhGKkiY4LNnkmevUk+kMAKKxYpWUkIYQYNlZWrcTqVknoycVvsGIP0ROfGap1LDHKjJ0/B/DgMbsItOnwtbVpHWlUk4l0IUYKTz9q6TIAXrbEg26QCW2zARgzI5aeFcH7nJdeqllEMXJNjZkKikpjaBUAu1vHvlfvsmmjltGEEGJIUFWVkvXlABRHb+FTYz+FqddNz7LlAITd9Gkt44kRKrkgDQCjOQp/TzIAhR0lcBJ7VwghxGimqirLy5cypUylJaoAgJxZCSg6qWAT55cpLBqLtRoIrkrv27VL40Sjm0ykCzFSlK1A8fZRE4iiMbQRhzuMyI4UAFKiB/CUH0ExGgm56CKNg4qRaFpscAf76ohCABoabDgSg0NM7zvrT2qzSSGEGMmqyzsI9JnwKR6ORBXymXG30vXqa6heL5bcXKwTZJNRcfYlXTwVnd+D3+jAVjUOgN16P7Qe1jiZEEIMbaUdpdQONDKr1EpbeC4AOQVxGqcSo1Vk2CAQnEhv2rxW4zSjm0ykCzFSFL0KwMtMRecoIatlKgoKCdmhsGU1APY5c9CHhGgYUoxUOWE5hBhDqHTuR0XF1BfAnzcfRafia2rFU1GhdUQhhNDU6tdLATgasY+LEvKItkbR8eKxTUY/fZOW0cQIZrRZiNC1AzCxxYmiQrXRSEvxEm2DCSHEEPf2kbewD6hE901G1emJiDISHm/XOpYYpZLGJwLQEZpFj/Ska0om0oUYCdw9BA6vAGCJIxxVDTCxbQ4Q3Ayl++13a10WaxZRjGx6nZ7JMZNxG/tpMncBcFh/EdYoDwB9mzZrGU8IITTlHvAycKQHgEMxW/j8tHvp37YNb1U1OocD1+WXa5xQjGRxqTYAYv1WogPBHv7CipVaRhJCiCEtoAZ4q+w1ppWpNMXMBGDshanahhKjWu6CeYAXjzkUtSmAv7tb60ijlkykCzESlC5D53dzJBCHP7aexK5srP0uTBY9SSEdeCorUUwmHPMXaJ1UjGBTY6YC0BR5FICixkQcscFL0Ho3btAslxBCaG31igoU1UCHtZGkyH5yIsbQ8Vxwk1HX1Vejs9k0TihGstS5YwBQbfHQkQrA7p4KcPdqmEoIIYauPc17aPZ2MbMshh5nCgoq2dNjtI4lRjFzaARmS3A/sk5XFv27CjVONHrJRLoQI0BfYfDS8Gf1+XSpR8htCm4ymjMjjv4VbwPgmDcPvUMuRRPnzvGe9PBtAPQ0qFizIgHo37GTgMejWTYhhNBS6TvBeqvi6G3cPuUevE3N9KwN9luG3vQpLaOJUSCuIAt9wIPPaCe17NiGoyYjVMpm4EIIcSJvlb5CSL+Kwx/cZDQ5y441xKRxKjHaRYS7gWBPesOWNRqnGb1kIl2I4a63GUtV8MP4vqQIbB4nqR3BDcvGXRBL99K3AHBedaVmEcXokBOeg91op95+mAHFj94PHRnXYbD4Ud0eBgrlrLkQYvTZu78Zc78Rv+JjMHI3s7OuouP558DvxzplCpbsbK0jihHOYNATaQ2uPh/X4QKgzGSku/RtLWMJIcSQ5PV7WV65kuklCk0xwYn0cRdlaJxKCEjITQGCPeldO7ZpnGb0kol0IYa5ps1PoyfA7kA6HfYyxjTPQFF1xGW4sNYV42tqQud04pg3T+uoYoQz6AxMjp6MqqjU2JsBKBmYij02eOa8d9MmLeMJIYQmVr4R3GS0Inw/n82ch+p20/l88Eqy8Ftv1TKaGEUSssMBiCAEZ8CJqijsrV4PqqptMCGEGGK21m+hR3VTUJmDx+TEbPCTMiFC61hCMOGSCznek17rJdDXp3WkUUkm0oUY5tyFzwKwOn4Wbf1NjD9W65I7N4GupW8C4Fx0CTqTXIomzr2pscGe9JboMgDKa53Y445tOLp+nWa5hBBCC83tA5jqgx9yGiM3ccXM79H15pv4OzowxscTcpHsXSLOj5T5uQAMOlKw1iQBsMvfDa1lWsYSQoghZ2nRM7h6VfT64Gr0rMkR6PUydSa0Zw1xYrTWAtDtyqR/zx6NE41O8q+BEMNYyZ5NJHuO4FYNNKZbSW/Px+ZxYXOaSB/vomfFSgCcV0itizg/psUEe9KrwoOrz33tPpSJU0BRcR+pwFtXp2U8IYQ4r55/sQhjwESnpYkrEwwYzCF0PPUUAGGf/SyKwaBxQjFaxOZEYVA9+Iw2Jh2NBmC3xQzlqzROJoQQQ0e/t591TTuYVWylNXIiAOMuztI4lRDvCY0IXknWGZpN/YblGqcZnWQiXYhhrHLNvwDY67qAra2bmdAQrG8ZPy+Bgc0bCfT0YIiNxTZtqpYxxSgyNmIsNoONbmMTTYZgpUud6ypskcFV6T3r1muYTgghzp8Bj4/+g00AHI1Zx/Wzvk//1q24y8rR2WyE3niDxgnFaKLT64hyeQHI7g4D4KDZxMDhFVrGEkKIIWXDkaUMKgEm1U9C1RkJtXmISgrROpYQx8XljwGCPendmzdrnGZ0kol0IYap7eWNTO0J7tRcOnEStvYIYnpT0RkUcuck0P1msNbFdcXlKDr5URfnh0FnYFLMJABqQuoBKGnPxpEwCEDvmtWaZRNCiPPppTdKCfHaGNT3MTuyBHPiVNqfDK5Gd113HfoQ+WAuzq+kibEA2PUR2NwOfIrCnuZC8EjHqhBCACzZ+x8iu1S8lhkAjJ2TpHEiIT5o8vxpqMd60mnw4+vo0DrSqCOza0IMQ4GAypo3nyVS6abHEM4Kdxl5DfMByJ4ag1kdoHf9BgCcV0qtizi/psYEr4BojSsCoL5KxZoZXP3Wt3Mn/p4ezbIJIcT5oKoqR7YGu6ePRm/mpil34D5aQe+GDaAohH/2Fo0TitEoeXY2AN2uDJIPByfVt5v0ULFRy1hCCDEkdPS3smOwhvlFcfQ4U1HUAGMukloXMbTY7WZ01kYAOkNz6N26VeNEo49MpAsxDC3ZW8ek9mUAlOcupqqmkfS2PADyL06me+VKVK8Xc1YWlpwcLaOKUWhm/EwA6lxb6FUC4FVpTb8ZU4gXfH76Nm3SOKEQQpxbb26oJLrPSQA/E0PWYZvwKTqeeRoAx4UXYkpN1TagGJWikp0YFS9+g5VpVVEAbLNapCddCCGAN7Y9hA/Ibr8AgKRYPzanSdtQQpyAMyb497I9fAz1697WOM3oIxPpQgwzvW4ff3t7JxfpdgOw1GUhv34BCjpSJ0YSkeCg+41grYvzKlmNLs6/seFjCTWH4qWfo9YuAI4MTMeREOxM71m7Tst4QghxTqmqysYVhQBUh+/lM7kL8PUO0PnaEgDCb7tNw3RiNNPpFGJigxvcpvaHgqpSbDLRVbYCVFXbcEIIoSFVVXmlcjlja8x0hk4HIO/aCRqnEuLEUmYEF1F2hGYzuHUHqozh55VMpAsxzPxlbTmzB9ZiUvz0xk5kbdVBsluCg/3kRSl4qqvp37kTFAXXFVdonFaMRjpFx8y4Y6vSI4LVBmUVFhxJwQG+d/1aVJ9Ps3xCCHEuvbm9kqROJwAZjqWETLuTjqefRh0YwDx2LLaC6RonFKNZ6ow0ALyONFLqw1EVhR2eVmjYp3EyIYTQzoFDL1Gh9zPv8GT8BgsOXR9JeXFaxxLihApmZaMqA/iMdrzucLw1NVpHGlVkIl2IYaSitY9/bzrCZ/XBDRuXp00mp2ometVAXKaLuAwXna++CoB99myMcTL4C228W+/SnbATDyreXh+9udeiN/kJ9PTRv3u3xgmFEOLsU1WVZcs2oFcNtNmPcmtSBH5jJO1PPwNA5Je/jKIoGqcUo1lKfrAbvcuVQX5xKHCs3qVkqYaphBBCW8/v+htmt4qNOQCMnRIm47UYskwmAwZHCwDtYWPo2Lhe0zyjjUykCzGM/HzpIaaqB8nU1aOaHLzR2cW4pmCH27Qr0lD9frqOXToeev11GiYVo927E+mdSjkVRg8AlcpFOOKD9S69Uu8ihBiBXt9dTkZbBACpIW9hm34nHc/+l0BPD6bMDEIuXqhxQjHauaKt2C1+VJ2B8S3BnvTtVgsUv6lxMiGE0EZfcxFrAi1cdDCdfnsiuoCXCZ+apnUsIT5WWGpwDA/2pC/XOM3oIhPpQgwTy4saWVvSzOeOrUY/NG4xIQcz0KsGojMdJOaE0bdlC76mJvQuF44FCzROLEazWHssGa4MVAJUOGsBOFwX+V5P+uqV0uUmhBhRVFXlzbdWY/XZ6TM3c5PzKIGEC2h/4gkAIu/6MopO/usttKUoCikTgh++rYYEwroVqoxG6jvKoLVc43RCCHH+vbT6/+jX6RjTeiEAadH9WEPM2oYS4hOMmz8FgC5nOureUlS/X+NEo4f8b16IYaCjz8MPlxQRRQeLDLsAeFGNJKdlBgAXXJONoih0vhKsdXFedRU6k+wwLrT17qr0vuQDBFDpbvbgHz8TRafira3Hc/SoxgmFEOLsebnwEGNa4gFId76GeeZddLz0Cv7OTowpyTgvXaxxQiGCUqYkANAWPpZJxS4AtlssUCKr0oUQo0ugo4pX+koZWxNOv2MiAFNukb1MxNCXOyYa1dCBqjPQZ05n4OBBrSONGjKRLsQw8LOlh2jtdfNN53r0qp/mpGn07YpFr+oJyzISnxmKr6ODnjVrAKl1EUPDrPhZAAzYi6g1BACotl+DLebYqvRVqzTLJoQQZ1MgoPLW8hXYvCEMmtq4xraDQO6naHv83wBE3nknisGgcUohghJzwlBQGbDFMLkiFDjWk14sPelCiNHlndU/pNJkZF75HFB0ROuaiRqboHUsIT6RTqfDHDYIQFv4OGrXva1xotFDJtKFGOLWFDfx2p467MogNynBicfnrBeQ1paHSoBFn54EQPebb4LXiyU3F8uYMVpGFgKAKTFTMOqM9PpbOGLpBuBIezrOpAEAut96S8t4Qghx1vx940bGNaUBkONYgmHabXS+uQJ/SyuG+DhcV16pcUIh3mOyGohJtAAQ7UnE7FHZZrWg1u2C7nqN0wkhxHnSUcVLrdsI67GiMwYXAE1ckKRxKCFOXtSksQC0hefStmG1xmlGD5lIF2II6xrw8oPXDgDwcPYhDO5O+kJT6dqdCUDYJB0RCQ5UVaXz5VcAcMlqdDFE2Iw2JkdPBqA1pgyAhiovxjHJoFNxl5XjLpc+ViHE8Dbg8bF9w3rsXhdeYyuXWtYSyLudtn/+C4CIO+5Akbo1McSkTUsEoDMil7wjetr1esqMRiiRk9xCiNGhdOX/8Y7NwmVFcwnoLYR4Wsi6bqbWsYQ4aXMvGoeKj0FrJLpqH4GBAa0jjQoykS7EEKWqKj9+vYimbjeZERYu7g72n//XdAsRvQl4DW6uuTl45nyw6CDuw4dRTCZcl1+uZWwhPuDdnnRDXDEtugCoUBt9K47YYL1L99vLtIwnhBBn7AdvPU1eU/DqsBn259BPvpmO11fha2zEEBdH6PXXa5xQiA9LnRgJQEdoFpNLj/WkWy1QLD3pQohRoLGIp1q2YPGYCPXNAyBvig2dbAouhpFwlwXF1gpAZ+g4Wjev1zbQKCH/SggxRL1cWMuSvfXodQqPTa1F13GUNkMqvQfHAxAxJ4DdGbwst+O//wUg5JJL0LtcmmUW4n+925PeqRZz2OgFoLwrD2fyu/UuS1FVVbN8QghxJg63NNK1/ygWvx1MdUy3bsI34Yu0/uMxAKK+8XV0ZrPGKYX4sLBYGyEhCqrOSEZnMrqAylarBSo3QX+71vGEEOLcUVWqln+ftx02FhVdgN9gx+ZuIfeLl2idTIhTZk+PBoL1LpVvvaBxmtFBJtKFGILKm3t44PXgrsv3Lswk/dDfAHjJ901MfgsdzgY+df3FAPja2493TYd/9hZtAgvxEXLCcwi3hOMODFARWgNA1REfxrGpKHoVT1U17pISjVMKIcTpue+135HXOBuAi21PoZt0M23/fZNATw/mMWOkG10MWYqikDY1HoB+51jGVqvstFpx44fDyzVOJ4QQ59Dh5TzbXYTis5DQtxCA8Zk+DBY58S2Gn/wLJwLQGZpJYHuRLFI7D2QiXYghZtDr557/7mHA6+eCzAi+HH0IWkoo8l2CvzGFAH6yrrZjNgT7VjtffAnV48EyfjyWvDyN0wvxQTpFx+yE4CSTPa2UFl0ANaBSHfl5HHHBXca735YdxoUQw88/dy4jsyoeg2rEZS4iy7oHT8ZnaD92lVj0ffeh6PUapxTio6XlRQHQGpHLjEMmBhXYZbFA0asaJxNCiHPEO0j1su/ySoiDxQfnEzA4sA00k3fXpVonE+K0TBwXScDQiaoz4tZl0ldySOtII55MpAsxxPzirUOUNPYQ6TDxhxsnoH/nN3T7o9jQ+QUAytO2c93MYA+66vPR8fzzAIR99hYURdEstxAf5cKkCwHwmosoNfkAKO+c8L56l7fkzLkQYlhp6m3nlc3PktE2CZUAix3/Qpn+RVoefxm8XuyzZuGYfYHWMYX4WHGZoRiN4DU5ya1LRBdQ2Wi1wpG10NeqdTxxDvz1r38lNTUVi8VCQUEBO3bs+NjjX3rpJcaMGYPFYmHChAm8/T+LHz7/+c+jKMoHbosXLz6XL0GIM7PlT/zT0IvO5yCxbwEAeWl9mCLDNQ4mxOnR6XToY4KLLFsjJ1L65tMaJxr5hsREugzoQgS9XFjLM9uqAfj9p/KJPrqEQFMJy3ruA5+ZRkcFi2+cilFnBKBn9Rp8jY3ow8NxXnaZltGF+Eiz4mdh1Blp99RTZm8BoPqIB2PuGBRDAG99A4P792ucUgghTo6qqtzx+g+YXRUcd8faVhJpb2cg6qpg1ZqiEH3ftzVOKcQn0xt0pB5blT7gmkBulcrGEBeofjj4msbpxNn2wgsvcO+99/LjH/+Y3bt3k5eXx6JFi2hubj7h8Vu2bOHmm2/mi1/8Inv27OGaa67hmmuuoaio6APHLV68mIaGhuO355577ny8HCFOXXMJZVse5g2HnUsPLkbVmQnprWHC16/VOpkQZyRzdnAfvdaI8fSuW69tmFFA84l0GdCFCNpb08kPXjsAwNcXZDIv1Q5rf8Hmns/TOpiNRz9I3fSdLE5bdPwxHc88A0DoTZ9CZzJpkluIT2I32pkWOw2A0PSjNB+rdzkaehsh8e/WuyzTMqI4DXISXIxWf9rxHJEVIYQNxGLUd3OB41nUmffQ/MijALiuuhLLuHEapxTi5GROiQWgJWoSM4uhWhegymCAAy9rnEycbQ8//DBf+tKXuP322xk3bhyPPvooNpuNxx9//ITH//GPf2Tx4sV85zvfYezYsfz85z9n8uTJ/OUvf/nAcWazmdjY2OO3sLCw8/FyhDg1AT+BJV/hTy47YX3xxAwEqycn5wxiDJfV6GJ4u/CCRFSlH5/Rgb4jGk+bXFV2Lmk+kS4DuhDQ3DPIl58uxOMLsHBsDN9cmA3b/kpJcw77+4Mbla3NeJZ75t15vL5lsKSE/l27wGAg7NOf1jK+EJ/o3XoXo6OYYpMfgMMtOThTjtW7vP0Wqt+vVTxxiuQkuBit9jYW80rh00yqC274Pd/xDyxhYXS3Z9C/axeKxULUN76hcUohTl5SbjgGAwxaIhhfm4Ter/KOzQo126CjSut44izxeDwUFhaycOHC41/T6XQsXLiQrVu3nvAxW7du/cDxAIsWLfrQ8evXryc6OpqcnBzuvvtu2trazv4LEOJMbfkz73QcYr3NxuUHbwRFR3THAcbc8ymtkwlxxkwmA4GIYFVqe8REipf8R+NEI5umE+kyoAsBbp+fu5/ZTWP3IJnRDv5wUx66rmpqVq5gXdfdAOxKXMbE6alMjpl8/HHtx1ajh1y8EGNMjCbZhThZFyZeCED9YDEl1m5UVOor3fjHTkdvCuBraaVvyxZtQ4qTJifBxWjU6+nl7mX3clH5zehVAymWQjItW/DP/hFND/8RgMi778YYH69xUiFOntGkJ2VCsN6lz5lH/lGVDRFxwTv3v6BhMnE2tba24vf7ifmfzwwxMTE0Njae8DGNjY2fePzixYt56qmnWLNmDb/5zW/YsGEDl156Kf6PWBzhdrvp7u7+wE2Ic662kP61v+DXEWGMa5yKLZCBzu+mYEE4Bvm/phghEqZlA9ASOZG2t5doG2aE03QiXQZ0Mdqpqsr9rx6gsKqDEIuBxz43hRCzgcbnf8fbbd8igJEjEXsoz9jOfVPvO/44b3Mz3a+/AUD4Zz+rVXwhTlqcI45xEeMIECA2o4JqQwCAcuvNOFP6Aeh89VUtI4qTNFROgsvYLc6ngBrg1je/yYTqqUT2J2Iy9DM/5K8oGfNpebsUf1sbprQ0Im7/vNZRhThlGVOiAWiOmsScIpVdeOjSKbDnGQgENE4nhrJPf/rTXHXVVUyYMIFrrrmGpUuXsnPnTtavX3/C4x988EFcLtfxW1JS0vkNLEafwS4CL9/OP1022tUw5lRcB0BG1zaSbr9J43BCnD0XL0hDxcugNRJLjR1PT5fWkUYszatdzgUZ0MVw8fCqw7y6uw69TuEvn5lMepSDxjVLWbr/EnyqlVpXKWsyn+a+ad8mzPLe2fL2J59E9XqxTpqEdfLkj/kOQgwdF6cEqxAsoQc5aAye2CytT8aZGqx36V29Bn+XDPhD3VA5CS5jtzif7l/3W9w1veQ1zAfgYscfsJsH6U+4nY5jFUSxD/wIRfYrEcNQyvgI9HoYsEUzpj4R86Cfjc5w6KyCqk1axxNnQWRkJHq9nqampg98vampidjY2BM+JjY29pSOB0hPTycyMpLy8vIT3n///ffT1dV1/FZTU3OKr0SIUxAIwGtfZv9AA487nSwuvglFsePoqabgS3NlzBYjijPEhDfMB0Bb5GT2vfaYxolGLk0n0mVAF6PZ8zuq+fPa4N/JX107nnnZUVTvKuP1Vwy4VQftzkqW5/yLBanzuSrjquOP83d10fnc8wBE3PVeZ7oQQ93C5OCK5Or+fRy19uJFpbPFS3f21ZhDvaheL11vvaVxSqGVUz0JLmO3OF/+sftZtpSuZmHZrQBMcKwk1bKLwNz/o+G3fwfAdcP12GfO1DKmEKfNZDGQmh9cld4WNY0ZJSrrYtKCd+55RsNk4mwxmUxMmTKFNWvWHP9aIBBgzZo1zPyIf7tmzpz5geMBVq1a9ZHHA9TW1tLW1kZcXNwJ7zebzTidzg/chDhn1v6cvsPL+H5UJNnNM4jpn4AS8DEtrBzXxRdpnU6Isy5pegYAzVGTaX5brvY+VzSdSJcBXYxW60qb+b8lwU32vr4gk09NTWLf6mqW/qsKn2qm31nCq2P+QnhIKD+Z9ZMPTJa3P/MMgf5+zDk5OObN0+olCHHKUl2pZIZm4lf9ZGTVUHZsVXpx4FpC047Vu7z0EqqqahlTfIKhchJcxm5xPrxasoJ/Fv6ZS0u/hMlvId5RyQX2f0LyLFq29OOpqsIQFUXMd7+rdVQhzkhOQfDf46boqcwpUnnH14UH4NAbMNCpZTRxltx7773885//5Mknn6S4uJi7776bvr4+br/9dgBuvfVW7r///uPHf+Mb32D58uX8/ve/p6SkhJ/85Cfs2rWLe+65B4De3l6+853vsG3bNiorK1mzZg1XX301mZmZLFq0SJPXKMRxe55F3fQwP48MZ9CTzLyKGwHIqF9F1o++rnE4Ic6NxZeko+Jh0BpJSLWT/j652vtc0LzaRQZ0MdrsrGznK8/sxh9QuW5yAl+Znc7q/xxi08vlqOhQXFt4ZuxjYFT53dzf4TK7jj/W39lJ+3+eACBSVqOLYejdehezq4j9puBEetlRB7ZMC4pOxV1cwuCBA1pGFJ9gqJwEF+Jce+Pwan656SdcXvJlXINR2C39LLb9GL0thL6ku2l/4gkAYn/6U/RyIkcMc8njwjFb9XjMLuJ6cwhtHWRbXDb4BmDf81rHE2fBTTfdxEMPPcQDDzxAfn4+e/fuZfny5cer16qrq2loaDh+/KxZs/jvf//LY489Rl5eHi+//DJLlixh/PjxAOj1evbv389VV11FdnY2X/ziF5kyZQobN27EbDZr8hqFAKB4KeobX+MpZwirLBFcfugLKBiJaDvItFunY4yJ1jqhEOeEw27CExmc5u0Mm8LOFx7SONHIZNA6wE033URLSwsPPPAAjY2N5Ofnf2hA1+nem+9/d0D/4Q9/yA9+8AOysrJOOKA/+eSTdHZ2Eh8fzyWXXMLPf/5zGdCF5vbXdvKF/+xkwOtnXnYUXxuXyAu/2EFvuxsFPyGRz/HbzJ2gwAMFP2FyzAf7z9v+/TiB3l7MOTmELF6s0asQ4vQtSl3E3/f9naN9u/E4Lqd9wEi4G47G3E1o8l/oqrTR8fwLWCdO1Dqq+Bj33nsvt912G1OnTmX69Ok88sgjHzoJnpCQwIMPPggET4LPmzeP3//+91x++eU8//zz7Nq1i8ceC3b39fb28tOf/pTrr7+e2NhYjhw5wne/+105CS4081zRMn637SdcVvolovuSMZv9XOX4HlZdN/6F/6H+3ocBCL3pJkIWzNc4rRBnTm/QkTU9lqINdTTGTOeifaWsuDqduQ2HYee/oOAukAUcw94999xzfAHa/zpRldqNN97IjTfeeMLjrVYrK1asOJvxhDhzZatRX/4Cmy1G/hAayeWHvoDNF4V5sJ3p8TWE3Xjiv/9CjBRZM9OpfrOa5qjJBN56EL7wc60jjTiaT6SDDOhidCht7OHWx3fQ4/YxLz6Um7xW3v7LfgCchmYcMX/jx8kdANw27jauz77+A4/3tbbS/kywpzLqG19H0Wl+QYkQpywjNIOcsBxKO0qZMKaKA13jmDeo41D7NC7L7KOr0kb3228R873vone5PvkJhSbkJLgYyf62fQlP7nuYq0vuIbI/AaNJ5eqQ7xFuqEWd813q/rEcX1MTprQ0Yr4nlS5i5MgpCE6kt0TlM3vPC9x3YSU/MYVgbCuDo+shQ04aCSGGsEOvo778RfYYdXw9KoYLj9xMfG8Oet8gk5uXkPLnv8sV3WLEu/iiFP75ZhluSzhhZYnUNx4mPjZb61gjypCYSBdipCtv7uWWf22HHh+fMdhJLHFTEWhBUWC8cy31kc/xkygbKnBD9g18e+q3P/QcLX/+C+rAAJaJE3HMlw8yYvi6LP0ySgtL8VoLKTZlM3vQQFN9gL7MOZhDD+DuhM7XXiPi85/XOqr4GHISXIw0Pn+Ab731H4qr3uS6sm/g8IRhscFVzh8RxRGYeBOth5z0vbMRxWwm4eHfo7PZtI4txFkTk+YkNNpKZzO4Q6YwvnQbW6dfxNx9S4Kr0mUiXQgxFKkq7HgMdfn3OWAycGd0HDMrbyCrbRpKwM+E8qcY+9cfoQ8J0TqpEOecxWLEnxyCrtpDa9QM2v7zANfdLxVtZ5MsaRXiHDtY18U9f97K9KYAd/RYSOgIoAYgKdPC9cm/oTD+KX4ZbSOgwPVZ1/OjGT/60JnywdJSOl96CYCY735HzqSLYe3S1EsBONy1j/Bo9/FNRw/obiMssw+AjmeeRfX7NcsohBhd9tV0MP+xH9Czv4SrD34VhycMZxjc6PoWURyE9AvpsV9L61//BkDsT3+CZexYjVMLcXYpisK42QkA1MVdwMI9Kq+aLME7S9+G9goN0wkhxAl4B2HpN2HZd9lkMXF7dAKzKm5mXPMFoAYYW/o0E3/0Jay5uVonFeK8mb0oE4DmqEn4NpfhD8jn6rNJJtKFOEcGejwse6WUVx/cxZUtenK9BhQgZXwE138xlFnKbfxf2FEeDw3WV9yddzc/nvljdMoHfyxVVaXpVw9CIEDIpYuxTZ2qwasR4uyJc8QxJWYKAGOzytltDg7shytcmDJC0JsCeGtr6Vm7VsuYQohRoKa9n68/t537n/wdl5ZOYlrtpejQk501wE2W23CqlZA+n4FxP6Duu/cDEPaZzxB6zTWa5hbiXBkzMxadDnqcqaS3JlBWugt3+nxQA7Dtb1rHE0KI9zQXw78uQi18gmecIXw7PJ3FJXeT0zodRfWTe+g/5H1pESEXXaR1UiHOqymTY/AZBgnoTYT15bF153+1jjSiyES6EGdRIKBSVdTG8n8c4D/f28zRVXWE+xT8CqRNiebG+6dy+UU17Nl0PdeEGdlutWDVW/jNnN/wlfyvnHCleffSpfRv345iNhNz330avCohzr4r0q8AoM73Dk3GAI36AH6vSkno1wg9tiq9/ckntYwohBjBiuq6uPfJQr7+4Aoit1dyee1CXINRKDY/F0/Zz8U9n8GkdsOYK3AX/JKar30L1e3GMW8eMT+4X+v4Qpwz1hAT6ZOjAaiPm8XFuwZYkzk3eOeeZ6C/XcN0QggBeAdg3a/gH3PpajnIN6JiedowjesOfJv4niz0vgEmFD3GxDsuIfyzt2idVojzTlEUXJOCV5g1xczg0NN/1TjRyCId6UKcBT3tgxzaVE/J1gZ6O9zHv96oD9ATZ+aBr04jPETH0VX388Oq19ka7gBgTGgWv573OzJCM074vL72dpp++SsAIu/+MsaEhHP/YoQ4DxanLua3O39LTW8VM3J72L1bz2X9JooaJzA+Y5C2YgcDuwoZOHAA64QJWscVQowAfW4fS96pZPumOhytHtL9OjIIXhXm0Q+SkufhisGHMdXtCz5g9r24k2+m6gtfxN/RgSU3l4SHf49ikP8+i5Etd3Y85buaaYyZzgW73uAPR/dxWVweNOwLdqXPk012hRAa8Ptg/wuw/teoXdWstFn5tTOLsQ2XclXTBQBY+5uZeOifpH/rC4TfIpPoYvS6/MpMXtjRQldoJqmH7BxpOUhGlFQcnQ3ySUCI0xTwB6g62M7BjXVUFbWBeuwOk47diof9Jh9546P4882Taahexe9e/QFv6z0ErFaMKHxp4p3ckXcXRp3xI79H0y9/hb+zE3NODhFf/OL5eWFCnAcOk4NLUi7h9SOvY48oZKvxQi5UVOgKUJn5RVwpz9NVaaPtscdI/POftY4rhBimVFWlcE8ja1ZX4anqI9yvkAOAHoAmRyV98TV8NaaC9LLXgg+yR8PVf2FgIJaa27+Av60N89ixJP3rn+jsdq1eihDnTUJOGGGxNjoaoSNyJqmb36H1S/cR+cY3gvUuM+4Gs2zaJ4Q4Twa7YO9/YfujqB2V7LKY+UvEeAydc7l6/1yMATMACXUbyWpYQfJDvyLkwgu1zSyExqKi7fijjRha/Hjtc1nx/P/xla8t0TrWiCAT6UKcIq/HT/HmBvauqqanffD41+OzQymxqfyrohG/ArfOTOGWWXp+/MY1LO+tQDUogMKFoWP4zvzfk+xM/tjv07lkCd1vvQU6HXG/+AWK8aMn3IUYjq7Luo7Xj7zOnvYNpMdezC63j7mDRgo7LuG6Mf+mq9JKz6rVuMvLMWdmah1XCDFMqKpKQ0UXa5ZV0FLSidmrErwOTCGASktYNaWh26kKK+Jaq54fHtmHqVsFFJj8ObjoJ3Rv2E79/behut2Yx40l+d//xhAWpu0LE+I8URSFvIuSWP9sKTUJF7J41wb+fn03P4rIgrYy2P4PmCt1g0KIc2iwG0qXwcHX4Mgaev1eVhpTecd4E5aOPKZW5qA71lQc0l1F5tHXiIs3Ev/iM5jT0zUOL8TQMPeqbLb8u5jG2Okom16n844OQq3y/9kzJRPpQpykwT4vB9bXsn9dLYO9XgAsdiNjZsWRMCWKH6wqZsuRNlDgzosstA4+yA1v7w8+WFGYrzi5a/5vyE2a/Ynfy320gsaf/RyAqK/dg3XC+HP2uoTQyqToSaQ6U6nsruTCcUdY0pjMDLeRjjaF+qTLCEl8h55aK62PPUbCb3+rdVwhxBA30OuhZFsjO9ZW42v3AGAGPKj0RxhQ0g7xuvIE/YZ+XP4AD7a2Mb9+IPjgMVfAvO/iD8mg6VcP0vXKqwA4LryQ+IceQu+QlehidMkpiGXbkiMMEolqyaNr6Yvwhe/Bq3fAlj/D9C+BxaV1TCHESOLuQS1ZTk/hKtqPVNHsiaJUyaDRPxfFnYjV5yDrfYeHdpSSVLeBqO5iIu+4g8gv34ViMmkWX4ihJn9qLBuf3AeYSWufzgsr/4+7rpaNw8+UTKQL8QkCAZVDm+rZ/vpRBvuCE+jOSAuTLk5mzMw4Slp6ueXpQuo6B7A5Gpg8Zj3P1e87/viLB33cOfFOxsz4JpxgM9H/5e/qovZrX0Pt78c2YwYRd955rl6aEJpSFIWbcm7iNzt/Q8nAchyOr7J70MsMt5Hd7pu5bOzb9NRa6V76FpFfvhtzeprWkYUQQ1BP+yC7V1RxcFM9qj/Ys+ZFpcqikjvWw4zYDfyufQUHdX4ALuzr58dt7URGjoNpl8P4G1DD0ul87TVa//INfE1NoChE3HEHUd/8Boper+XLE0ITBpOe8fMS2fV2JdVJF3HZtod46bYobozMgdZS2PZ3uPD7WscUQgxzXQ2d1G7cQsPBGlrbDbT74lHVT3/gGNuxX1XVR0hvNTHN+4lq3YfN3Ypz8WKi7n0IU2Li+Q8vxBCnKAppF6ZRvbqOxrgLaVz2C3oWdxNidmodbViTiXQhPkZ9WScbXzxMa00vAGFxdqZelkLm5GgUncKLu2p44PWDeA1VRKevZsBcyr4+UFSVRf2D3Jl8KVkLf3HSK3ZUj4fab3wTz5EjGGJjif/tb+QDvBjRrs68mj/v+TMVXUdZPKmbt96xMs1jpKnZTHP8AhzxO+mtt9D6lz+T8PDDWscVQgwhXrefwuWV7FlVTcAXnEBv1PsZtDdwU1ohd7rX8thgF3d0OPHpFEL8Ae5XIrki/y6UMZdDeBqe6mq6X36Lzpe/greuDgBjUhLxD/4K29SpWr48ITQ3fl4Ce1ZW0e1MI10Zw47//pEbb/s+vHw7bP4TTLkdQmK0jimEGGYGe70cWraLsp2NtHa7AAu8b625X/HhUZowuZsI62ohvrURR18jjt56dKoPncuF67orCL/1c5hSUjR7HUIMB4suT+ex1ZUM2KKZdDSP/77zU+66+PdaxxrWZCJdiBPo7Rhky6tHKNvZBIDZZmD6lemMnxuPTq+ja8DLD149wLLDu7DErcDkOMwAoFNVLu3r586wPNKvfAgiMk76e6peL3X3fYf+bdvQ2WwkPfp3jNHR5+gVCjE0hJhCuCrjKp4vfZ4e03qwXMEut5cCt5Ftg7dz9fi19NZb6H57GRF33ollzBitIwshNKaqKmW7mtjySjl9ncEKl1ZDP7GO9dwX8gZOTxNbW6zcaQulQ3WSVg8zTAl8JuNm7D4brYVNuF/6E4MHivDW1h5/Xn1oKBFfvouwm29GZzZr9fKEGDLsLjO5cxPYv7aWitTLWLTpD2y8YyJzEqZC3S5Y9wu4SjYEF0KcnN72AXa+uJXifV5U1Qi48Ct+2q0V4C0jtrWarOpGYttb0amBDzzWEBODY/E1OC68EPucOeikwkWIk2KyGomZFkvzzjY6oi7hwJrf0TP3x7Iq/QwoqqqqWocYarq7u3G5XHR1deF0yl+u0cTn9bN3dQ2FyyrxeQKgQO7seAquSscaEhysd1a287WXVtBpWYrRGexA16sql/f2cacuipRFv4aMBaf0fQODg9Tddx+9q9egGI0k/u2vOObMOeuvT4ih6GjXUa5ecjUKCpeHPcJrmwb4cq8VYwAuifkntq1b6a62Yp83l+R//EPruOeVjEcnT96r0aGrZYB1TxdTd7gTgAC9TOh9jsyWLXi7DXgG9Pg8OnSBT65SA8BoxDZ5Mq5rr8G5aBE6q/XchRdiGOrrdPP0D7fg96nk7/0TK6eG8JPvfhXl8UWAAl/eCLETtI45pMh4dPLkvRodvG4/655czuE9BhTVCECnuQZD/0bySveR0tz7wQcYDFjGjsWan49tUj7W/HwMcXEoJ1GTKoT4sIFeD49/ez0oBsLr/krTV6P55uK/ax1rSDmV8UhWpAtBcHVb5f5WNr1URnfrIABxGS7m3JRNVHIIAD5/gF+v2sozpf/CGFWIUVFRjq1A/8oApMz9QfASV/2p/Vh5GxupvedrDBYVoZhMJP7lzzKJLkaVdFc68xLnsaF2AwHXOjDPYrvHy+xBI9v6b+P63DV011jo2/AOvZs245h9gdaRhRDnmaqqHHynjs2vlOPzBFACHtJqlpNUtQZ9wEfP8QZV0B371WcyYApxobda0VktKFYbhrAw9FGRmNPSMWdnY5s8CZ1dNhIV4qPYQ82Mm5PAgXW1HE27gku2/IFVzVFcMu5qOPQ6vHUf3L4MdLpPfjIhxKizYeU69ixtx+gJQwF6DEdIrHmT+aVlHJ8W1+mwTBiPfeZM7DNmYs2bKCe2hTiLrA4TkbkuWg/14Qu5jF3bHqZhZhVxLqlGOh0ykS5GHNXrxV1RgefoUbyNjfg7OiHgB1VFDajo7DYMUVEYIqMwREfTb4thy9Jaqg+1A2B3mZh1fSZZ02KOn/XeVVPFN1c8TJd+A8bQ9zYru6erl5xJX4B53wVr2KnlVFV6li2j8ee/wN/Rgd7lIuGPf8Q+o+Csvh9CDAd3TLiDDbUbWFm9lOumXsJLW7qZ6jVCj4mSyJtJyHqV9sMOmn/za+wzXkMxyPAlxGjR0z7I2v8UUVvWDUBo52HGljyDdbANnRkC2XFsSFTYbmukxaUQHZvBtxY8wITEKRonF2JkmLIoheLN9XS70vHZ89j9xweY/8dfYSxbDTXbYM/TMOU2rWMKIYaQbWW7WP7URqJa8jAShlvXRnrFy2RX7A9OoCsK9tmzcV1xOY4LL0TvOrk9xYQQp+eKW/N44nvv0O1M45L9E/jjmm/x6+te1TrWsCQzEWJEcB89Ss/KVfRt3crA3r2obvcnPsant1CReim1CfNRdXp0qp+ssGbyJttw2MJQ3aF0qoN8c/kfKex8A8UY7GGdPjDI1zs6yUueDzf+AqKyTznvwIEDtPzxT/Rt2gSAecwYEv/8J0xJSaf8XEKMBPnR+UyLncbOxp2YIzdisUxhrdfDZf0mdnVdSea4N9BXqbjLyul44QXCb7lF68hCiHNMVVUOvnWQzUtr8WFC5/eQcfR1kpvWYR5jw3H9bTye6ue5spfwq34sehtfyf8Knx33WYw6o9bxhRgx7KFmJl2czM63KilPv5pLCn/Jf9fVcNv8H8DK/4NVD0DOpeCQvX2EGO02Vxfy7zf+TXbZfKLceagECGtfS17RUvQBLzq7ndBP30TYzZ/BlJigdVwhRg17qIXUKWFU7u7B77iKsuJfU1ixiilpF2sdbdiRiXQxbAX6+uh8/XU6X34Z96HiD9yns9sxZ2ZiTIhHHxYeXL2q04Gi4O/uoaLVzqFALh5d8FLwyNb9ZB55FdtAC61LoBVQFYX6cIV5USqp0QqEebnM0M302CSUG/8OmQtPKa+vpYXeDRvofG0JA4WFwS8aDETedReRd92JIhumiFHujgl3sLNxJ29WvMotF8zn0TXtFJghwq1jO19jyvjf0VQYSssfHiHk4otlM14hRihVVWlfs571z5XRaMwETDi7jjKx+j/0pRsw/vJP7I8c4OHCh2k/HLyabGHyQr4z7TvEO+K1DS/ECDXpkhSKNtYxQBQtcXPR/f3nVD/3Isn7n4fGA/DmN+HTz4J0GAsx6qiqytrKrTy88U8kVmQzpeEGAPT+ViYeeIqwziMoZjPht99FxOc/jz40VNvAQoxSF39uEv/etYp+WyxX7ingp4nf5+XkeZj0Mhd1KmQiXQw7/u5uOp59lvYnnsTf1RX8otGIfcYMHPMvxF5QgCk9/UObkaiqSs2hdra8eoQ2ekEHoTE2Zl4aR6w+BPeRWPoPl1K3fyscqSZkQCWhTSWhDWaWqIAeCKPU5MG47A8Yk17CGB8f7FsNDUUfGopiMKD6/cHboBtfczOeqioGS0rwHDnyXhi9HteVVxL51a/IKnQhjpkZN5PJ0ZPZ3bybHuvbRDvn8bZ/kM+6LRzuzCcrcQyWimoG23tpevBBEv/wB60jCyHOokBPF91PP8KhZRUURV2L15SJEvCR1foGzWG1rPj6z5g3J5Sf7H2EvaV7AUh1pnL/9PuZlTBL2/BCjHBGs56Z12Sw9qkSjqZezowdP+fJh57hh9/8G8o/F0DpW7D3WZj0Wa2jCiHOE1/Ax6uly/jb7n9h6Agwv/wzhA7GABDfuJnMslcw+N04L7+c6G/fizFeTnYLoSWT1cCEBXHsW9+O23UlEWX7+ff673P3RQ9rHW1YUVRVVbUOMdTI7uFDU6Cvj7Z/P077U08R6A3u7G1MSSb8lltwXnklhrCP7ihvrupm62tHqC3pAIL/gEy9LJWJ8xPRG3T0eHp4sfRFHj/wFN3edlBVcjr93FXZR35jAK9hLIPdFtwVVeD1nvZrsIwbR8iiRbiuuQZjjKymFeJ/7W3ey+eWfQ6douOe7Ef55ZJ2FrqNTBow4DD3ca16N3WrQkCFxL/+hZCLLtI68jkl49HJk/dqeFK7G+l/60m6li6j/VA3JamfoilmOgAOTy2NtiJei5rDly+LYFf3f9lQuwEAq8HKXRPv4tZxt2LUS42LEOeDGlB58aHttB7tJ6LtAEllT1D9m/9ws20trPkpmELgrg0QkaF1VE3JeHTy5L0anhp6G3i08BXernwVr7+TabWXMrF+Pjp0mDydjC15loj2Q1gmTCDm/vuxTZ6kdWQhxDEBf4D/fG0pgwEHIR3b+OOiZ3nqkn+Smzi6F6WcyngkE+knIAP60KKqKt1L36L5oYfwNTUBYM7KJOKuL+O8dDGKXv+Rj6st6WDPyipqioMT6DqDwoQLE5m6OBWLw0hJewlLypfwWtkS+n19AMT4/Nze1cWN3b0YMy5CWfQriB4TfE6fD29jI96aGjy1tfgaGvB3dh6/qf4Ail4HegOKyYQhKhJjfAKWnGwsEyZgCA8/D++YEMPb19d+nXU165iTMIeWI59lz9EOvjJow+xWGWtfR+6RJ2gvcaCPiCD9zTdG9M+VjEcnT96rYUBVoa0cX9F6+jauoW9vCX0VfXj7jTTEzuBIxjV4jQ5QA1QZm3nZ7mRyTg9xyTvYULcGFRW9oueazGv4ct6XibXHav2KhBh12hv6+O/Pt6IEdOQe/DdHjR5mPvUPxq68Baq3QHQu3LEaTDato2pGxqOTJ+/V8NHQ28gLRSt5q+ItGt3FgEpa+0QuqLwahycSgNjGbWSVv4w1PISoe7+F66qrUHQ6bYMLIT6kbn8dS/5aDIqOeuOf2Tu1mpdufgebya51NM3IRPoZkgF96BgsPUzjz352vFPcmJhI9H3fJuSSSz5yUPYM+ji6p4V9a2torQmuXFd0ClnToim4Mp1ucxsbajfwevnrFLe/162e6vHzpa5OLu3tQxczEf3FP4aMi6TrUYjzrKKrguveuA5fwMd38x/kZy/qiHEr3NxrBmBhyO8xbizD3anHsfAiEv/85w9VOY0UMh6dPHmvhh61rwNv4QoGd2/EfegA7qoG3O0qnp73VpD32BM4nPNpupzpALTp/SyzDdIZeYDElEIa3YePH7sodRFfzf8qaa608/5ahBDv2bikmP3LGzB4+5i+61e8Ov1yvverW3E8sQD6WiDvZrjm76P2/9AyHp08ea+GpgHfAOUdR9lYtZ8ttTso695Pv9ocvFOFpM4xzKtehKM/OHab3R1kH36BmIEjRNz5JcJvuw2d1arhKxBCfJI3f/Q61S0hmNwdPJ//a2akpPGLq18YsZ+rP4lMpJ8hGdC1F/B4aHv0H7Q+9hj4fChWK5F33Un47bejM5s/fHxApa6kg5LtDRzd04LPEwDAYNKRWhAGE9rYO7iTTXWbqOyuPP44vaowr2+AG3u7mTUwiM+ZguniByD3uuDmpEIITfxx9x/514F/EWuPZZHzYf6ytpqLfGYm9+ow6txcY7iPttUBCEDMD39I+Gdv0TryOSHj0cmT90pbqsfD4IH9DG5dxuDuLQweqcHd6kX1n3gsDaQkU5l1I1W+NFQUfIrKZmcNRfFrMLqKCShuAIw6I5elXcbnxn2OnPCc8/mShBAfwe8P8NhPVxBoNhPaWcb4/X/huc/+H7+8KQ79M9eAGoCFP4HZ39I6qiZkPDp58l5pq9/bT0VXBeWd5exvLuVA02Gqeyvo87eA8sFpopDBMGY0jSer6QIC/jgAdH4PSbVrSK1dQ8QNVxP11a9iiIzU4qUIIU6Rp8/D099YyqAhFP3Abv46/0m+n3kjt8x+QOtomjiV8Ug2GxVDzsD+/TT83//hLisHwLHwImJ/+EOMsR+8hHugx0P1oXaqitqoPtSGu893/L6Ac5CWpHK2hy+n3lcDe957nA6FzEE91/a2cEVfH6GBAD3OLJRF38Y04QaQrlUhNHfnxDt5++jb1PfV4058k3Fxc1hb302mw46z18yawHdZkPcz2veYaPrNb7BOGI81L0/r2EKMGqqq4ikvp3fjRvrWLKV/fymqN/A/R+lQ9GCOsWNOT8acOwl13AUcbI7i0LZWAr7gh/Ry12G2pD1Pv7UNPRAAYmwx3JB9Azdm30iENeJ8vzwhxMfQ63Xc+JULePbnW+gMzaImZTGXvvRHfpPyEPcv/jXKsu/C6p9AaAqMv07ruEIIwOP3cKD1AAdaDnCg9RD7mw/SOFADfHhdpclvIb47kvHtEaR3JmFwZ9OvSwGCY7TeN0h8w2ZSWzcTc80iwm9bKhuJCjHMmOwmLvlcFm8+24jfOpkr9pbzW14kLXI8s8bI2P1xZEX6CciZcW0EBgZo+dOfaX/ySQgE0EdEEPujHxKyaBEAHa29FB+spPpwK51VbvxtRhTeu+xk0NBHecRuDkftpNlRxbt36dCRagojrdfLRR01zBvsxhkI/rVvjCgg6pJvo8++ZNRefirEULWpbhN3r74bgAemPsKPnvdgcAf4sseOMhgg2VRIXvGj9NWYMERHk/rSixhjYjROfXbJeHTy5L06P7xNzXQvfZOul1/EXVH9gfv0Zj+WSAVLVgqWybMwz7yc9pR4jvZUUlZTSct2P+bDMej9wRPWdc4ydiQvpSmkEoA4ezyLUi/h4pSLGR85Hp0iV4YJMZStWLWV8lcGAMg9+G+6vM2U3/9b7jU9j7L9UdAZ4ebnIWuhxknPLxmPTp68V+dOQA1wsPUgW+q3sKNxB3ua9+INeACwulWSWmzEdUUS1xNJ5GAUVn8EASUajyEKrzHkw0+oBnB1HSW2bQ/pqQrhl1+C85JL0NlG734IQowE7/zoWQ60xIHqZ1Py3zmaUMa/5/+F8SnztI52Xkm1yxmSAf3869uxg4Yf/ghvdfBDuf2KK6m99ipKq1tpqxxAabJjGXR86HGttlqqww5RHXqI7rBmEh2xJBlDSPKrJPR3k9xUzaTOSqzv+2teq8TSmnEdYxd9CXNU+nl7jUKIU/eLbb/ghdIXiLZF87mkP/KTJVXE+RU+N2BF9amMNa8kefsSvJ0K5nFjSX36aXT2kbNJioxHJ0/eq3NHVVX6Nm2i/cmn6NuyGY6djFZ0KrZoN/ZkI8qc+ZRNm0WJIcCRrgqOdB7hSNcRLJ2h5NXPJ7N1MjqCm4M326vZnvQWtbZ2MlzjuX7cbOYmTyPFmTJqexmFGK5++6cnsR9KQgl4mLz3j5RZzLR896d8a+APKAdfA4MFPvMipI+eD+QyHp08ea/OLo/fw7aGbayrWcf6mg20DrQQ0qcyoTqMzOZUIgYTMKoJDFoS8ZhdH/tcJk831sFWnHQR5fKSmBNK2NQJ2Cblj6j/awsx2gW8Xl6/63HqTVno/P28mPcIXnsT/1n8H7Lipmod77yRifQzJAP6+ePv6qL59w/T8eJL9IQk0RI/gSMZE1Dd0Rj9H+xC9yt+2h11DES2Y07wE5WoJ9XsJamvk6T2asIbD6K0V3z4e6gKe9VMDocUkDTtambOWYheL6vchBgOBnwDfOrNT1HZXcm02GmEdd3DK7sbmKgaWdQVbCcbb3yT2E0rCAyo2C+4gMS//w2dyaRx8rNDxqOTJ+/V2ad6PHS99Tbt//4X7vIjx79ujXRjTnez/8I8tsTFsd/dxpGuo6jHLg/XBfRktOWT2zSb2J73TlhXW1vY6WhlwOXi+rx8bp+ZRYTjw/ueCCGGj+7BHh76xfPEtGag9/Uzec8jHHI4Kb/zO/yMP6ArWwF6M3zqSci5VOu454WMRydP3qszF1AD7G3ey9KjS1lRsRx3XzdTjoQyvn4soe5M3NYM3JbwEz7W7OvGofQQYvXjjLDginMSmuAiLC0KW0IMOqdTTnALMQoM1NTxyv0r6XKkoPi7+O/kP6FYWnl0wV/IHSUr02Ui/QzJgH7uBQIBal54m9L/rqbTlExHaDY+4wcvC/PoB3BHdeJI0pOa4SIvbICErqPo6vdAwz7oqjnhc9epERwMpFIUSKPGnElK3nwun5FLVswJLlETQgx55R3l3PL2LfT7+vl0zs3s2zufHZXtzNFbmdEWPCZX9xYxG1eA149jwQISH/kDygiYTJfx6OTJe3X2+Lu76XjhBTqefBJfa/CHTGcIoM8cYO8UEysyk9nl7cCn+j7wuDhfFjn1F5LamI3FH/z586Ny2OinyKEyZVIsN0xJpCAtHJ1OPpgLMVLsrdvPq4/sJKYnDaOnh0n7/sRhm50NN32VP4c+jrl8OSh6uPKPMPlzWsc952Q8OnnyXp2+o51HWXp0KW+Xv46/roUZ5amktueiM4yj357wgWMV1U+o0k5klIHI7Fhi81KJzI7BZJEt84QQQW1rN7P08aP0OhIg0MHzk/+Gx9zEIzN/wswxN2gd75yTifQzJAP6udHb4aaquIX9Ww/SXTKAT//B99ajH8Ad00l0lo28DBf5SjX62u1QVwithznRRihVaiwHAqkUBVIpUtM4GEjBFhrDJbkxXDwuhump4Rhk9bkQw97qqtV8a/23ALhz/D28ti6Ho619XGSwMrk1eEw6G0nZ/DKK14d97hwS//hHdFarhqnPnIxHJ0/eqzPnbWyk/ckn6Xz+OQIDbgBUq5+yPD/PT7dR9D9XchsDMdCdS1zTBMb2JJDqNR3fu6RbCdAQaSBxShRzJ8YyOTkMk0HGYyFGqqf3PMuRZ3xE9SWh9w0wsegfdAZ6+NuCL/H4uBVEH10SPHDmPXDxz0Cn1zTvuSTj0cmT9+rUtPS3sKxiGW8fehFDUQuTasYS2Z/LoGMsPsP7FqWpAVxKK8ljwkm+YAwJExMwmkfuz5wQ4uxofG4Jy97uo98eB2ofS8Y/RktIBd9Ju5bPzP3ZiL5CRSbSz5AM6GfHYJ+X+sOdVBW3UH6wEU/bB+9XAl68ukr6x6tMyI1mfkgv9pqtULnxhKvNW/SxFPrSKPSlsT+QwSE1hR5suKxGCtLCmZkRwayMSLJjHCP6B1yI0eqJoif4feHvAfjKhG/z7KpkajsGmG20MqtVRVUVotRScnY+ham/E2t+Pol/+TOGyEiNk58+GY9OnrxXp2/w8GHa//0vupa+Bf4AAJ3hAZbM0LFivB6/PjimqqoOf38Kvp6xxHTkk9sfQY5Hj/l9G3+rMRZSC2K4YE4SYSHD/6oQIcTJUVWVX73za/qXRhDfk4kS8JFd9iL2tr08PPlT3F1Qz4Km/wQPTpkN1//z/9u78/io6nv/468za/Z9h4QECPsuO1YvSqsVvNLeXrF1QfF3q15QcKtLi0urcNGrDx6olapX8fYnpWpd0McPLQUEUYpBREEgIBCDkA2yTpaZycz5/RGMxmAkmYHJkPfz8ZhHkjPnnHzO95HMO/nMOd8DcVmhLfo0UR6dOo3VD3N5XPyj6F3WFfwZ57Ym+lcMIcIcRn1MDnzrptw2XwNx0S6GTB3EgAuGEKkMFpEu+Oqp/2HDB1Ablweml419/8ae9C38JLIX91/6EnFRyaEu8bRQIz1ACvSu8Xp8lB6o4au9VRTvOcaxwy4wv9XQNv3E1hWTVFUIsaUk/iKH8c4q7F9+AJUH2+zLZ9g44BjE+qYBbPX24zN/X47TckOU2AgbE/KSmJCXzKR+yQzOjMOqS8RFeoRl25fx7M5nAfjVgOv5f++P4HBlIyNsDqbXWGj2GkRSxaDdK0ks340tI4PeTywjcvjwEFfeNcqjU6ex6pzKuiYOvPse5l/+h9jPd7Uu350Db0y0sKOvAYaB6Yug2TWA5rrB5DSMYIwRR28X2Jv8rdvEJEcweGIGAydmEp8a3leBiEjXNfubue0ft2N7rw/9KkcBkFG6lQH7X+btPmOpPyed+x3/g93XAJFJMP2/YejP4Sw7AUZ5dOo0VifX2NzIhwfWULBmFcbuSFJdg2iOGIzX0XaMnJ4yojLsnPOzceSfk6Np00QkKMqee5H31hznWOooAA4mFrCx32skWBt5cOydTBl+9k3TpkZ6gBTop8br9lF6sIYj+6o4uq+asqJa/L62P06N1lLSKgrJPVpIQvU+rDF+sibYSEjY3+ZvZtOwcCRqMJu8g1jjymebfwCNRAC0nnE+oW8yE/KS1DgX6cFM02T5p8v546d/BGBq75+wb9fF7C3xkGxauMFvw1vXculq72Pvk7f3TexGM6k330zy9XMwrOF1Wavy6NRprE6uyevji3IXe0vrKCyt5fAXh8nesoYLvthIgqsJAD+wdZDB6gkWDmQZ2JoTSbaOZWjUJEaYg4ip8lN/qI7GGk/rfu0RVvqPSWPQpAwy+yVgKJdFBPD6vNz+3u1UbbUwvngGFiw43NUM3PdXfA3FvDHifOb2XcMAs6hlg4GXwEWLICkvpHUHk/Lo1GmsvnG84Rjvb3qer9Z9jr00HYc5mIbo7DZnnVt8bmy+o9j6pzF51mQG9js7zwwVkdCrevVvbH1uEwf7zMA0rHgttWzo/zcOJu3gAns6d1/0BJkpg0NdZtCokR4gBXp7pmlSU9FIeVEtZUW1lB2qpeLLOvz+tj8+Lkc1R2MLiXbt418+2092yYmblNn9JA9xkZTvwnLiniY1cQP42DqSv1X1ZWNTPi5a5nWzWgzOyUnk/IGpnD8glSGZcXp3XUTaeLnwZRZtXYTP9NEnNpfEhqt5f1c0NhOutVtIPOYEwOGrI+/A22SWfEjUsKFk3LcwrM5OVx6dup4+Vn6/SXFlw4mGeR2FZbXsLa2j6Fg9cY21nFvxTy4s3Up+SQ3WEyeTNzhh01CD/zfOQmxqbyYm/ZzxEeOxVUZTsr+aiuI6vv1Xoj3CSu6wZPJGpZI7IgW7I7zemBKRM8Pr9/LAhw/w0Se7mHrgV8Q3pQKQUFVI/4NvcNhhwTU0misz12M3fJhWJ8bEG2HyfIgO/8ZgT8+jzujJY1VXf5zt7/4vRR8ewFORiMXMwx2ZjWm0zVan+yhNlhp8Y4Yw7bLRDOkVr2lMReSMaNj+CbvufoTP0y+lIToDgLLoA3yYt5qqmEPMjBrETdMWk5KUH+JKA6dGeoB6cqAD+Lx+qsrqOX6knsqj9VQcrqO8qBZ3Q3O7descVRyN28/R+C/w+Pdz8b5aJn/qxulq+bGy2P0k9q8naVA9pGRxIHYc7zYO4v+W9aHc/83YJkc7mDoojakD0zg3P4X4SPsZO14RCU+flH/CHRvvoLyhHAODEfEXs23HWJqaohnoN5nl9tDoTgAgoukYfb5cS0Z5AYkXTyNl7lycfbv/2W89PY86oyeN1TGXm8LSutazzAtL69hX5qLR6wPA4W9kSN12RlftZFR5OdnHDPy2SJptETRbIylOi+CLnDgc6X1Jcw4hwp1MXYWHZrev3fdKzIii18BE+gxNpvfgRGx2Nc9F5IeZpsmfd/+ZpR8tY/ThHzOyZCpWs+VsmsSqQrK/Wk+t/zip+TWMzTmAxWbSbIvGGHM11nHXQ+qAEB9B1/WkPApUTxkrd2Mdu9evpqhgD9UlBr6mFPyW3nidie3WtXsqMf1HKU+IIeZfxvHjcTkMzYpT81xEQqK5spIjv3+YXXsNirOn4be23H+hJHYfn/TaQFn8bqZa0vjVhPmMGnhp2L5WhV0j/amnnuLRRx+ltLSUkSNH8sQTTzB+/PjvXf+VV15h4cKFFBUVkZ+fz5IlS7jkkktanzdNk/vvv59nn32W6upqpkyZwtNPP01+/qm9S9JTAt3r9lFT0Uh1WQOVR11UlrQ0zqvLGzH97X8s/BYflTFHKYk6SHnMl5TGFhHdcIxL95tM2O0hrtTWuq41wkfiMPBOGsG2iNG8UtWP94/FwLduSJafFsO0IelMG5zGqOxETdciIp1W1VTFf2/7b1YfWA2Aw+Ikzvsjig6NwvCk8AvfcQY2xNF04o07W3MD6WUFpFXsoNeo3iT/8nKiJ03CcHTPGzJ15zxSdp9+9e7mlmlZSmrZd7iW4iO1lJbX423wEWlClN8gxu8h2ecirtlNtA+cfhsWMwKfLYJma0SbS8J/iM1uISU7htTsWNLz4ug1MImYROdpPEIROdvtOraL323+HWXllYw7fAkDKsZi0PK65HDXkFbxCfHVe0iK3Ue/3KNEpXowLFCRMp6oSf+H6GGXgDM2xEfROd05j5Tdp5ff7+fIzgL2btpM2RfH8dRFYDan43X0xmc7+T1EHO6j+M0jVEdZaBg5jhFj+zOpXzJZCbrniIh0H3Xr1lH82NMU2kdRmj4B09Jyck2D7Th70rdxKOkzIpxHuTB+NFdMvpnevc4JccWdE1aN9L/+9a9cc801LF++nAkTJrB06VJeeeUVCgsLSUtLa7f+hx9+yHnnncfixYuZMWMGK1euZMmSJWzfvp1hw4YBsGTJEhYvXsyLL75IXl4eCxcuZOfOnezevZuIiIgfrOlsCXTTb9JQ58FV5ab2WCM15Y3UHGukpryBmopGGr4112k7Dh/1scc5Yj9IaWQx5TFfUhl5lESXjxFf+flRsZcBRQaO6m+dmWaAJS+RwyNG89fkKfyjMg7zWzcbtVoMxucmtTbP+yRHn8ajF5GepKC0gKXbl/JZxWetyxzeftQeH4LV1Y+r6130cqdT7/smV+yeOlKO7yS54SCZI7JJv+hcoseNxZbY/uygUOmueaTsDq6qejd7i6r5oqiGI0dcVFY00FTtxtroJ9FnEmdasHPqDfH2/DgjLDiiI3BE2nBEWHFG2YlLjiAuJZK4lAji06JISI/SVGoiEnQen4eX9rzEczufw19nZVjJeQyumICz+Zv/BSw+N0lVhcTVHSTdtp/MuP0kplVhiYOvEkbR0OdCUkZcRHq/ERjW7n3lanfNI2V38DR73Oz5cD1fbN1O3eF6muujMX0pNNszaLaf/I0fw9+Mw1MC/qN4HHW40jKwjj+fof3TGd47nl5qnItIN2d6vVS/9jpHXnyFg8ZASjIm0myPan3eY1RyMHknxUkHsEZ8Sd/oeCb0/hHTxvySxMScEFb+w8KqkT5hwgTGjRvHk08+CbS8i5udnc3NN9/M3Xff3W79WbNmUV9fz9tvv926bOLEiYwaNYrly5djmiZZWVncfvvt3HHHHQDU1NSQnp7OihUruOKKK36wpu4c6KZp4nX7aKr34q5vpsnlpaneS0OtB1dVE65qN/VVblxVbupr3O1u/tlufw4P7sgqqiKPcsRZTFnkETzGUSKaaklymaRXQ5/jfvKP+ck4Bo6Gtv/Im4ZBWWYW76UO5+2McRyPjG/zfH5aDJP6JTOpbzKT+6UQH9W9//AVkfBlmiYfHP2AlXtWsvnIZky+ef0zm6PwN+Qwsao3Y2rTsdcPptls+4+O3VNLXO2XxBrVxKc4SMxNIaF/NnH9exOVl4MlNvaMX6rWXfNI2X1qTNOkyuWhvKKBY5WNVFQ0cPxINa6yOrzVjZgNzdiaLdhxYjF+eMoUu9eF3VOHw+vC7nXh8Liwe+vwGQ24Ixsgqp7o2CYyc9PJGTWZiIHn4sjqh81uCdvLLEXk7FHjruHVfa+yqnAV5XUVZFcPJrdqKH2PD8HpS2i3fmRjBZGN5cT4yomzlBLvKMPpqKUx2klDWhpmdn+cmf2ISu9HYmZfUpNTcHSD6ae6Yx6BsvtUeb0evjqwh8O7P6ey+Cj1FTW4q7yYjVHgi8e0pOC1J7dOb9CO6cfuqcTqK8Vvq8Qf48Oal0valAvo2yuJ3JRoYpy2k28rIhIGTJ8P16ZNVL7+Fod2VlKeNJzAMYCOAAAW9klEQVTjSUPwW9teyeo3q3HZi6mOKMcdWQGxLuLjbKSlZNAnaxD9MobTt9dQnM7Qn2TbmTwK6Su4x+Ph448/5p577mldZrFYmDZtGlu2bDnpNlu2bOG2225rs+yiiy7ijTfeAODQoUOUlpYybdq01ufj4+OZMGECW7ZsOaVAD6ZP1hbT7PHh95uYfhPTz7c+b3l8/bXfBNNn0uzx4fX4Wz66fTTXVFDtbsb02TCb7RhmJ/5ANP1g1mH6j2H6j2FprsBorsDmrcDpPkZUUwNRbpMoN0R6ILoJbP6T7ailge4zLBTFZbA7KZddyX35OG0g9Y6Wd88j7BbGZMYxrFc8Y3OTmNg3ibTYHz4TQUQkGAzD4Nxe53Jur3MprS/l70V/Z+NXG/ms4jOaaMAat5eCuL0UAIZpIbO2H/2ODyOvMo8oT2+8jjiOpwznOIAJHDrxWFuOxfcVdq8Lm68em+nFYnix0ozd6sdh9WG1+LEYYLGYWKwG0RN+xMRrJoRyOE6bnpDdz63ZTcQ7BZhmS26bfj8NvkoME8AA08A0wThx1ZVp2gEbmDYMbFiwYhpO/NYY/Nb2OWgH7JxY/nV/2/Tj8NQS0VRJZNNxIpoqTzyO4zMrcdsr8UZ68Mb5sUX7iErykhzjJ7dXH+JzR0Gv8yBnMqQMAEsgZ6+LiJwe8c54rh9+PbOHzmZb2TbeOfQOW0s+YGPdX0lu6EV21SByj2eT0pCDjWQaI1NpjEylkqFtd9QMHAXjq2bsXhdW3wEs5h4M3Bh4AC/gIdoEDDAM88THE19bWp4wDLN1GRgkjPFy3o0PnMkhOWN6QnY/9cfbifw0AkwDTDBNAwOj5aNpYHLio2mhJcvtLQ/DiYkDDAd+IwqfLeZEkzzjxOOE7850ZvpwuCuw+Msw7VVY4pqJzMsk97xpDB5wHglR3XPaQBGRQBlWK7FTpxI7dSq9XfU0bCugdvMWineUUOZOoiYul/qYXliMBOKaE4hzAS6g4pt9FPua+Mp3iI3m54Cn9WHgwWJ6wTBbH+aJLDc4keeYgIkB1A+r5+Zblp7R4w9pI/3YsWP4fD7S09PbLE9PT2fv3r0n3aa0tPSk65eWlrY+//Wy71vnu9xuN263u/XrmpoaoOUdiUBtfvPzk96ks/MMwHfiAX6jmSZbA022Bty2ehrtLhrstTQ4avjV+kpiG6pxuKtxeOqwmCftjJ9U04mPdY4oKiNiKY1K5mh0MkdjUjkSncKxtGziEmJIiXHSKyGSOSlR5CZH0zclmj7J0dis3/rn3fRQW9vB9DEiIqdJFFHMzJ7JzOyZeH1e9lbt5dPyTzlUc4jiumKKqr/isGMvhzP38l4mWP02kuuzyKzuTe+qZBIbk3H4ksCSCJYT/whZnC2P7zL5+qW5lW1zGUNmBp4hX+dQN7idSauekN0r137GJXVJ31ma+sMbfvekb58PfPUYpg+btwGHtx67txaHuwrDV43frMJnVOK3VON1VOOJ9NAcaeJO8BHt9GE4vcRGR9AnMon4mExIyIHEPEjMhaS+kJIPVjttjtjlCujYRUTOhCHRQxgybAgMg4qGCnZU7GBXxS4O1+2hwLWW49XVxLlSyKhOJrOmJZedvgQsZjRYYr45682wgy2+42/2XeZ3Pp7wk88foLb2tnard5ayOzTZvafwELne6zpeqfWNkw74vODzYvF5sDXXYfG7MMwasNdhjfbiTI0ibWA/Bk/5F1KSv+ekieYmamubTv6ciMjZZswYYseMYSgwsKoK94EDNOw7QPm+Co6Xu6ltMGg0o2hyJtMUkYhp+Xqmiigwotrv79uv0ybt8vrbvtz/v0HJkM5kt64pAhYvXsyDDz7Ybnl2dnYIqgncK6EuQEQkLO0M6t5ufTZ4+6qrqyM+vpONgrPc6c7uDUHZS7AUh7oAEZGz3p0ATwYva5Xd7Z3+/7tfD9J+REQkXDz55KtB29epZHdIG+kpKSlYrVbKysraLC8rKyMjI+Ok22RkZHS4/tcfy8rKyMzMbLPOqFGjTrrPe+65p81la36/n8rKSpKTkzWnaCfV1taSnZ3N4cOHu808d+FGYxgYjV/gNIaBC9YYmqZJXV0dWVlZQawuMMru8KXf7cBpDAOj8QucxjBwp3sMld3K7kDodzx4NJbBo7EMHo1lcAR7HDuT3SFtpDscDs455xzWrVvHzJkzgZYwXbduHfPmzTvpNpMmTWLdunUsWLCgddnatWuZNGkSAHl5eWRkZLBu3brWAK+trWXr1q3cdNNNJ92n0+nE6Wx7uX5CQkJAx9bTxcXF6UUhQBrDwGj8AqcxDFwwxrC7nc2m7A5/+t0OnMYwMBq/wGkMA3c6x1DZrewOlH7Hg0djGTway+DRWAZHMMfxVLM75FO73HbbbcyePZuxY8cyfvx4li5dSn19Pddd1zK/2TXXXEOvXr1YvHgxAPPnz+f888/nscceY/r06axatYpt27bxzDPPAC03m1uwYAEPPfQQ+fn55OXlsXDhQrKyslr/aBAREZGuU3aLiIiEF2W3iIhI4ELeSJ81axYVFRXcd999lJaWMmrUKN55553Wm5YUFxdjsXxzA8vJkyezcuVKfve733HvvfeSn5/PG2+8wbBhw1rX+c1vfkN9fT2//vWvqa6u5txzz+Wdd94hIiLijB+fiIjI2UbZLSIiEl6U3SIiIoEzzO50O3EJe263m8WLF3PPPfe0u2xPTo3GMDAav8BpDAOnMZTuSD+XgdMYBkbjFziNYeA0htKd6eczeDSWwaOxDB6NZXCEchzVSBcRERERERERERER6YDlh1cREREREREREREREem51EgXEREREREREREREemAGukiIiIiIiIiIiIiIh1QI10CtnjxYsaNG0dsbCxpaWnMnDmTwsLCUJcV1v7rv/4LwzBYsGBBqEsJK0eOHOGqq64iOTmZyMhIhg8fzrZt20JdVtjw+XwsXLiQvLw8IiMj6devH3/4wx/QrTS+36ZNm7j00kvJysrCMAzeeOONNs+bpsl9991HZmYmkZGRTJs2jf3794emWOmxlNPBpYzuGmV01ymfO0/5LOFGWX16KLMDo+wODuV413XHPFcjXQK2ceNG5s6dyz//+U/Wrl2L1+vlJz/5CfX19aEuLSwVFBTwpz/9iREjRoS6lLBSVVXFlClTsNvtrFmzht27d/PYY4+RmJgY6tLCxpIlS3j66ad58skn2bNnD0uWLOGRRx7hiSeeCHVp3VZ9fT0jR47kqaeeOunzjzzyCMuWLWP58uVs3bqV6OhoLrroIpqams5wpdKTKaeDRxndNcrowCifO0/5LOFGWR18yuzAKLuDRznedd0yz02RICsvLzcBc+PGjaEuJezU1dWZ+fn55tq1a83zzz/fnD9/fqhLCht33XWXee6554a6jLA2ffp0c86cOW2W/fznPzevvPLKEFUUXgDz9ddfb/3a7/ebGRkZ5qOPPtq6rLq62nQ6neZf/vKXEFQo0kI53TXK6K5TRgdG+RwY5bOEI2V1YJTZgVN2B49yPDi6S57rjHQJupqaGgCSkpJCXEn4mTt3LtOnT2fatGmhLiXsrF69mrFjx/Lv//7vpKWlMXr0aJ599tlQlxVWJk+ezLp169i3bx8An376KZs3b+anP/1piCsLT4cOHaK0tLTN73N8fDwTJkxgy5YtIaxMejrldNcoo7tOGR0Y5XNwKZ8lHCirA6PMDpyyO3iU46dHqPLcdtr2LD2S3+9nwYIFTJkyhWHDhoW6nLCyatUqtm/fTkFBQahLCUsHDx7k6aef5rbbbuPee++loKCAW265BYfDwezZs0NdXli4++67qa2tZdCgQVitVnw+Hw8//DBXXnllqEsLS6WlpQCkp6e3WZ6ent76nMiZppzuGmV0YJTRgVE+B5fyWbo7ZXVglNnBoewOHuX46RGqPFcjXYJq7ty57Nq1i82bN4e6lLBy+PBh5s+fz9q1a4mIiAh1OWHJ7/czduxYFi1aBMDo0aPZtWsXy5cvV9CfopdffpmXXnqJlStXMnToUHbs2MGCBQvIysrSGIqcJZTTnaeMDpwyOjDKZ5GeRVnddcrs4FF2B49y/OyiqV0kaObNm8fbb7/Nhg0b6N27d6jLCSsff/wx5eXljBkzBpvNhs1mY+PGjSxbtgybzYbP5wt1id1eZmYmQ4YMabNs8ODBFBcXh6ii8HPnnXdy9913c8UVVzB8+HCuvvpqbr31VhYvXhzq0sJSRkYGAGVlZW2Wl5WVtT4nciYpp7tGGR04ZXRglM/BpXyW7kxZHRhldvAou4NHOX56hCrP1UiXgJmmybx583j99ddZv349eXl5oS4p7Fx44YXs3LmTHTt2tD7Gjh3LlVdeyY4dO7BaraEusdubMmUKhYWFbZbt27ePPn36hKii8NPQ0IDF0jYWrFYrfr8/RBWFt7y8PDIyMli3bl3rstraWrZu3cqkSZNCWJn0NMrpwCijA6eMDozyObiUz9IdKauDQ5kdPMru4FGOnx6hynNN7SIBmzt3LitXruTNN98kNja2dS6i+Ph4IiMjQ1xdeIiNjW03/110dDTJycmaF+8U3XrrrUyePJlFixZx+eWX89FHH/HMM8/wzDPPhLq0sHHppZfy8MMPk5OTw9ChQ/nkk094/PHHmTNnTqhL67ZcLhdffPFF69eHDh1ix44dJCUlkZOTw4IFC3jooYfIz88nLy+PhQsXkpWVxcyZM0NXtPQ4yunAKKMDp4wOjPK585TPEm6U1cGhzA4eZXfwKMe7rlvmuSkSIOCkjxdeeCHUpYW1888/35w/f36oywgrb731ljls2DDT6XSagwYNMp955plQlxRWamtrzfnz55s5OTlmRESE2bdvX/O3v/2t6Xa7Q11at7Vhw4aTvv7Nnj3bNE3T9Pv95sKFC8309HTT6XSaF154oVlYWBjaoqXHUU4HnzK685TRXad87jzls4QbZfXpo8zuOmV3cCjHu6475rlhmqZ5+tr0IiIiIiIiIiIiIiLhTXOki4iIiIiIiIiIiIh0QI10EREREREREREREZEOqJEuIiIiIiIiIiIiItIBNdJFRERERERERERERDqgRrqIiIiIiIiIiIiISAfUSBcRERERERERERER6YAa6SIiIiIiIiIiIiIiHVAjXURERERERERERESkA2qki0hYys3NZenSpaEuQ0RERE6RsltERCS8KLtF2lIjXSTMXHvttcycObP1c8MwuPHGG9utN3fuXAzD4Nprr22zrWEYGIaB3W4nPT2dH//4xzz//PP4/f422+fm5raua7VaycrK4vrrr6eqquqU6nzvvfdatzcMg9TUVC655BJ27tzZqeNdsWIFCQkJ7ZYXFBTw61//ulP7EhERCQVldwtlt4iIhAtldwtlt0hbaqSLhLns7GxWrVpFY2Nj67KmpiZWrlxJTk5Ou/UvvvhiSkpKKCoqYs2aNUydOpX58+czY8YMmpub26z7+9//npKSEoqLi3nppZfYtGkTt9xyS6fqKywspKSkhHfffRe328306dPxeDxdO9hvSU1NJSoqKuD9iIiInGnKbhERkfCi7BYRUCNdJOyNGTOG7OxsXnvttdZlr732Gjk5OYwePbrd+k6nk4yMDHr16sWYMWO49957efPNN1mzZg0rVqxos25sbGzrulOnTmX27Nls3769U/WlpaWRkZHBmDFjWLBgAYcPH2bv3r2tzz/++OMMHz6c6OhosrOz+c///E9cLhfQ8u76ddddR01NTes77A888ADQ/hIzwzB47rnn+NnPfkZUVBT5+fmsXr26TS2rV68mPz+fiIgIpk6dyosvvohhGFRXV3fqmERERAKh7G6h7BYRkXCh7G6h7JaeTo10kbPAnDlzeOGFF1q/fv7557nuuutOefsLLriAkSNHtvmj4LuOHDnCW2+9xYQJE7pUY01NDatWrQLA4XC0LrdYLCxbtozPP/+cF198kfXr1/Ob3/wGgMmTJ7N06VLi4uIoKSmhpKSEO+6443u/x4MPPsjll1/OZ599xiWXXMKVV15JZWUlAIcOHeIXv/gFM2fO5NNPP+WGG27gt7/9bZeORUREJFDK7hbKbhERCRfK7hbKbunJ1EgXOQtcddVVbN68mS+//JIvv/ySDz74gKuuuqpT+xg0aBBFRUVtlt11113ExMQQGRlJ7969MQyDxx9/vFP77d27NzExMSQkJLBy5Ur+9V//lUGDBrU+v2DBAqZOnUpubi4XXHABDz30EC+//DLQEvzx8fEYhkFGRgYZGRnExMR87/e69tpr+eUvf0n//v1ZtGgRLpeLjz76CIA//elPDBw4kEcffZSBAwdyxRVXtJnHTkRE5ExSdrdQdouISLhQdrdQdktPpka6yFkgNTWV6dOns2LFCl544QWmT59OSkpKp/ZhmiaGYbRZduedd7Jjxw4+++wz1q1bB8D06dPx+XynvN/333+fjz/+mBUrVjBgwACWL1/e5vl//OMfXHjhhfTq1YvY2Fiuvvpqjh8/TkNDQ6fqBxgxYkTr59HR0cTFxVFeXg60zBk3bty4NuuPHz++099DREQkGJTdLZTdIiISLpTdLZTd0pPZQl2AiATHnDlzmDdvHgBPPfVUp7ffs2cPeXl5bZalpKTQv39/APLz81m6dCmTJk1iw4YNTJs27ZT2m5eXR0JCAgMHDqS8vJxZs2axadMmAIqKipgxYwY33XQTDz/8MElJSWzevJnrr78ej8fT6Zua2O32Nl8bhtHurugiIiLdhbJb2S0iIuFF2a3slp5NZ6SLnCUuvvhiPB4PXq+Xiy66qFPbrl+/np07d/Jv//ZvHa5ntVoB2typvDPmzp3Lrl27eP311wH4+OOP8fv9PPbYY0ycOJEBAwZw9OjRNts4HI5OvRP/fQYOHMi2bdvaLCsoKAh4vyIiIl2l7O6YsltERLobZXfHlN1ytlMjXeQsYbVa2bNnD7t3724N3pNxu92UlpZy5MgRtm/fzqJFi7jsssuYMWMG11xzTZt16+rqKC0tpaSkhI8++og777yT1NRUJk+e3KUao6Ki+I//+A/uv/9+TNOkf//+eL1ennjiCQ4ePMif//zndpeg5ebm4nK5WLduHceOHevSpWcAN9xwA3v37uWuu+5i3759vPzyy613S//upXUiIiJngrK7Y8puERHpbpTdHVN2y9lOjXSRs0hcXBxxcXEdrvPOO++QmZlJbm4uF198MRs2bGDZsmW8+eab7f4QuO+++8jMzCQrK4sZM2YQHR3N3//+d5KTk7tc47x589izZw+vvPIKI0eO5PHHH2fJkiUMGzaMl156icWLF7dZf/Lkydx4443MmjWL1NRUHnnkkS5937y8PF599VVee+01RowYwdNPP91693Cn09nl4xEREQmEsvv7KbtFRKQ7UnZ/P2W3nO0M0zTNUBchIhIKDz/8MMuXL+fw4cOhLkVEREROgbJbREQkvCi75Wyim42KSI/xxz/+kXHjxpGcnMwHH3zAo48+2nqjGBEREel+lN0iIiLhRdktZzNN7SIiXfLTn/6UmJiYkz4WLVoU6vJOav/+/Vx22WUMGTKEP/zhD9x+++088MADoS5LRETkjFB2i4iIhBdlt0j3oqldRKRLjhw58r13EU9KSiIpKekMVyQiIiIdUXaLiIiEF2W3SPeiRrqIiIiIiIiIiIiISAc0tYuIiIiIiIiIiIiISAfUSBcRERERERERERER6YAa6SIiIiIiIiIiIiIiHVAjXURERERERERERESkA2qki4iIiIiIiIiIiIh0QI10EREREREREREREZEOqJEuIiIiIiIiIiIiItIBNdJFRERERERERERERDrw/wEWB7aoREpbCAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = plt.figure(figsize=(15,8))\n", "plt.xlim(0, 10)\n", "\n", "sample_sizes = [10, 50, 100, 500, 1000, 2000]\n", "for i, N in enumerate(sample_sizes, 1):\n", " plt.subplot(2,3,i)\n", " plt.title(\"Sample size: {}\".format(N))\n", " for j in range(5):\n", " s = movies['IMDB_Rating'].sample(N)\n", " sns.kdeplot(s, legend=False)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "id": "U4s0KALaUNXs" }, "source": [ "We can also draw KDE plots using scikit-learn to change kernel functions. \n", "\n", "First, we need points to score across.\n", "- Remember the np.linspace() function?\n", "- IMDB scores are only between 1 and 10. Let's create 1000 points between 1 and 10." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 165, "status": "ok", "timestamp": 1689092894087, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "2AwYeMqNUNXs", "outputId": "d59abbb6-aa32-481c-c9bc-8f39942d6c5e" }, "outputs": [ { "data": { "text/plain": [ "array([1. , 1.00900901, 1.01801802, 1.02702703, 1.03603604,\n", " 1.04504505, 1.05405405, 1.06306306, 1.07207207, 1.08108108])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# use the linespace function to create a list of 1000 values\n", "# between 1 and 10\n", "# Store the sequence in a variable called X_vals\n", "\n", "# YOUR SOLUTION HERE\n", "\n", "X_vals[0:10]\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 4, "status": "ok", "timestamp": 1689092895752, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "Ekw4Fl4K6_8Z", "outputId": "f3bf9521-73ec-4bd5-d59a-7bbb35d8d26e" }, "outputs": [ { "data": { "text/plain": [ "(1000,)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_vals.shape" ] }, { "cell_type": "markdown", "metadata": { "id": "yLh3NgRa7D0b" }, "source": [ "Our array needs to have 2 dimensions for score_samples() to work. Let's add another dimension to our array using np.newaxis." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 7, "status": "ok", "timestamp": 1689092896356, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "T8bTCfEv7KKS", "outputId": "6ea8e964-2942-4425-b1b5-3a47aedc50a0" }, "outputs": [ { "data": { "text/plain": [ "array([[1. ],\n", " [1.00900901],\n", " [1.01801802],\n", " [1.02702703],\n", " [1.03603604],\n", " [1.04504505],\n", " [1.05405405],\n", " [1.06306306],\n", " [1.07207207],\n", " [1.08108108]])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_plot = X_vals[:, np.newaxis]\n", "X_plot[0:10]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 5, "status": "ok", "timestamp": 1689092897836, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "HhODO-uz7Pvx", "outputId": "3ed90293-c28b-446e-eb1d-b87bf2a63205" }, "outputs": [ { "data": { "text/plain": [ "(1000, 1)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_plot.shape" ] }, { "cell_type": "markdown", "metadata": { "id": "ogyGpmz17U9M" }, "source": [ "The KernelDensity function in scikit-learn needs a 2d array for the samples when we fit to the different kernels.\n", "Multidimensional scaling is deprecated for pandas series. We can cast the series to a numpy array before adding another dimension to solve this issue." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 159, "status": "ok", "timestamp": 1689092899075, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "DwDYGJGq7WYr", "outputId": "dac9e989-03c8-497e-aec9-dbf817140e63" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2678 7.4\n", "1853 7.3\n", "1890 6.0\n", "1153 6.9\n", "493 6.7\n", "Name: IMDB_Rating, dtype: float64\n", "\n", "(5,)\n" ] } ], "source": [ "sample = movies['IMDB_Rating'].sample(5)\n", "print(sample)\n", "print(type(sample))\n", "print(sample.shape)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 174, "status": "ok", "timestamp": 1689092901776, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "6NiMs3uj75cI", "outputId": "71febf82-1d90-4e0c-faab-f5ef5dce9bb9" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[7.4 7.3 6. 6.9 6.7]\n", "\n", "(5,)\n" ] } ], "source": [ "sample = np.array(sample)\n", "print(sample)\n", "print(type(sample))\n", "print(sample.shape)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 6, "status": "ok", "timestamp": 1689092902363, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "FXpcvQvW77uw", "outputId": "ef46c03e-6e15-4e1c-88b7-13d574f0e109" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[7.4]\n", " [7.3]\n", " [6. ]\n", " [6.9]\n", " [6.7]]\n", "\n", "(5, 1)\n" ] } ], "source": [ "# Add another dimension to sample using np.newaxis\n", "# Just like we did to X_vals.\n", "\n", "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "S_ecCe8I8DI8" }, "source": [ "Now, let's plot using the **`tophat`** and **`gaussian`** kernels using the different sample sizes we used before. We'll do this using scikit-learn's `KernelDensity()` function." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 504 }, "executionInfo": { "elapsed": 1620, "status": "ok", "timestamp": 1689092912830, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "pijUUITn8EW_", "outputId": "61779577-54f5-46e2-82c3-b3471f2ec7f9" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/d0/wgh1l_5905x4crqpp1b7whz40000gn/T/ipykernel_90570/2470267103.py:16: MatplotlibDeprecationWarning: Auto-removal of overlapping axes is deprecated since 3.6 and will be removed two minor releases later; explicitly call ax.remove() as needed.\n", " plt.subplot(1,2,1)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.neighbors import KernelDensity\n", "sample_sizes = [10, 50, 100, 500, 1000, 2000]\n", "\n", "def plot_kde(X_plot, sample_sizes, movies, kernel='gaussian'):\n", " for sample_size in sample_sizes:\n", " sample = np.array(movies['IMDB_Rating'].sample(sample_size))\n", " sample = sample[:, np.newaxis]\n", " kde = KernelDensity(kernel=kernel).fit(sample)\n", " log_density = kde.score_samples(X_plot)\n", " plt.plot(X_plot[:, 0], np.exp(log_density), '-')\n", "\n", "fig, ax = plt.subplots(figsize=(10,5))\n", "\n", "# Let's look at the gaussian kernel like before\n", "# put it in the first spot on a 1x2 grid\n", "plt.subplot(1,2,1)\n", "plt.title(\"kernel: {}\".format('gaussian'))\n", "plot_kde(X_plot, sample_sizes, movies)\n", "# Now let's look at the tophat kernel\n", "# put it in the second spot on a 1x2 grid\n", "plt.subplot(1,2,2)\n", "plt.title(\"kernel: {}\".format('tophat'))\n", "plot_kde(X_plot, sample_sizes, movies, kernel='tophat')" ] }, { "cell_type": "markdown", "metadata": { "id": "iPG9sxHn8SpI" }, "source": [ "Let's try all kernel types using scikit-learn's `KernelDensity()`. Plot a 2x3 grid, however, instead of changing sample sizes like above, make each plot use the 6 different kernels supported by scikit-learn.\n", "Keep the sample size to 2 so we can more easily see the different distribution shapes. Also, draw a different sample (of 2) 5 times like the plots we drew with seaborn above.\n", "\n", "Helpful links:\n", "\n", "* https://scikit-learn.org/stable/modules/density.html\n", "\n", "* https://scikit-learn.org/stable/modules/generated/sklearn.neighbors.KernelDensity.html#sklearn.neighbors.KernelDensity\n", "\n", "* https://scikit-learn.org/stable/auto_examples/neighbors/plot_kde_1d.html" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 909 }, "executionInfo": { "elapsed": 1931, "status": "ok", "timestamp": 1689092921530, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "J0TSFIpw8XhF", "outputId": "6a584c8f-dec8-4dcc-bc25-185ef68d2723" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/d0/wgh1l_5905x4crqpp1b7whz40000gn/T/ipykernel_90570/2141474502.py:10: MatplotlibDeprecationWarning: Auto-removal of overlapping axes is deprecated since 3.6 and will be removed two minor releases later; explicitly call ax.remove() as needed.\n", " plt.subplot(2,3,idx)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "SBaxxWIqUNXs" }, "source": [ "**Q: Let's use Seaborn again. We can play with the bandwidth option. Make sure to set the `xlim` so that all plots have the same x range, so that we can compare.**" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 718 }, "executionInfo": { "elapsed": 1933, "status": "ok", "timestamp": 1689093455090, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "pYm7dlkfUNXt", "outputId": "9ee739ed-ab28-4bba-cf92-e27dd1352e51" }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = plt.figure(figsize=(15,8))\n", "bw = ['scott', 'silverman', 0.01, 0.1, 1, 5]\n", "sample_size = 10\n", "\n", "# YOUR SOLUTION HERE\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "id": "VvmU9S4pUNXt" }, "source": [ "**Q: What's your takeaway? Explain how bandwidth affects the result of your visualization.**" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "executionInfo": { "elapsed": 12, "status": "ok", "timestamp": 1689093455091, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "t-oSW5yGUNXt" }, "outputs": [], "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "rtaaaPGdUNXt" }, "source": [ "## Interpolation\n", "\n", "One area where interpolation is used a lot is image processing. Play with it!\n", "\n", "https://matplotlib.org/examples/images_contours_and_fields/interpolation_methods.html" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 453 }, "executionInfo": { "elapsed": 600, "status": "ok", "timestamp": 1689093462192, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "DZUQFUDeUNXt", "outputId": "87d59451-336b-4947-d7f9-2102ffc4626d" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "methods = [None, 'none', 'nearest', 'bilinear', 'bicubic', 'spline16',\n", " 'spline36', 'hanning', 'hamming', 'hermite', 'kaiser', 'quadric',\n", " 'catrom', 'gaussian', 'bessel', 'mitchell', 'sinc', 'lanczos']\n", "np.random.seed(0)\n", "grid = np.random.rand(4, 4)\n", "\n", "plt.imshow(grid, interpolation=None, cmap='viridis')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 453 }, "executionInfo": { "elapsed": 458, "status": "ok", "timestamp": 1689093462824, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "27iu_GjIUNXu", "outputId": "2fe5deba-bf35-4d31-d462-ca89bd0981e5" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(grid, interpolation='bicubic', cmap='viridis')" ] }, { "cell_type": "markdown", "metadata": { "id": "6XI-GgklUNXu" }, "source": [ "Let's look at some time series data." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "executionInfo": { "elapsed": 10, "status": "ok", "timestamp": 1689093463029, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "-wBdHijaUNXu", "outputId": "e12ca5e8-35bd-44fa-fdeb-0b7d78c4c99e" }, "outputs": [ { "data": { "text/html": [ "
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DateCO2
01958-03-01315.70
11958-04-01317.46
21958-05-01317.51
31958-07-01315.86
41958-08-01314.93
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" ], "text/plain": [ " Date CO2\n", "0 1958-03-01 315.70\n", "1 1958-04-01 317.46\n", "2 1958-05-01 317.51\n", "3 1958-07-01 315.86\n", "4 1958-08-01 314.93" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "co2 = vega_datasets.data.co2_concentration()\n", "co2.head()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 253, "status": "ok", "timestamp": 1689093463701, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "HVO_WFMwUNXu", "outputId": "e9d83940-e433-4087-9e53-ed39dba5c0da" }, "outputs": [ { "data": { "text/plain": [ "dtype('O')" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "co2.Date.dtype" ] }, { "cell_type": "markdown", "metadata": { "id": "mZgaP1lPUNXu" }, "source": [ "The `Date` colume is stored as strings. Let's convert it to `datetime` so that we can manipulate." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 344, "status": "ok", "timestamp": 1689093464449, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "LifzmQDBUNXv", "outputId": "e08e4f6a-ff62-432a-a848-ad2daa0e83d3" }, "outputs": [ { "data": { "text/plain": [ "0 1958-03-01\n", "1 1958-04-01\n", "2 1958-05-01\n", "3 1958-07-01\n", "4 1958-08-01\n", "Name: Date, dtype: datetime64[ns]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.to_datetime(co2.Date).head()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "executionInfo": { "elapsed": 3, "status": "ok", "timestamp": 1689093464663, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "EcLD-E29UNXv" }, "outputs": [], "source": [ "co2.Date = pd.to_datetime(co2.Date)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 237 }, "executionInfo": { "elapsed": 10, "status": "ok", "timestamp": 1689093464851, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "dYrqTSk0UNXv", "outputId": "252b6e99-711a-4802-868d-1acdf6bf7112" }, "outputs": [ { "data": { "text/html": [ "
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CO2
Date
1958-03-01315.70
1958-04-01317.46
1958-05-01317.51
1958-07-01315.86
1958-08-01314.93
\n", "
" ], "text/plain": [ " CO2\n", "Date \n", "1958-03-01 315.70\n", "1958-04-01 317.46\n", "1958-05-01 317.51\n", "1958-07-01 315.86\n", "1958-08-01 314.93" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "co2.set_index('Date', inplace=True)\n", "co2.head()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 440 }, "executionInfo": { "elapsed": 573, "status": "ok", "timestamp": 1689093465572, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "Cr8X2ke4UNXv", "outputId": "8e7426d5-a4f4-4d90-8577-d1cbfdd54f4e" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "co2.plot()" ] }, { "cell_type": "markdown", "metadata": { "id": "C1HPUc0-UNXv" }, "source": [ "😢" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "executionInfo": { "elapsed": 8, "status": "ok", "timestamp": 1689093465572, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "gtxOceqbUNXv" }, "outputs": [], "source": [ "recent_co2 = co2.tail(8)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 481 }, "executionInfo": { "elapsed": 213, "status": "ok", "timestamp": 1689093466167, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "BXcl1UhdUNXw", "outputId": "d17173ef-2d38-4a29-eea8-1c3f6494823b" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "recent_co2.plot()" ] }, { "cell_type": "markdown", "metadata": { "id": "b6sNlyivUNXw" }, "source": [ "This standard line chart above can be considered as a chart with linear interpolation between data points.\n", "\n", "The data contains measurements at the resolution of about a month. Let's up-sample the data. This process create new rows that fill the gap between data points. We can use `interpolate()` function to fill the gaps." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 237 }, "executionInfo": { "elapsed": 202, "status": "ok", "timestamp": 1689093467713, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "xajPPgv8UNXw", "outputId": "9210cfcb-0dc4-440e-dbf6-47b18558801f" }, "outputs": [ { "data": { "text/html": [ "
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CO2
Date
2017-05-01409.910000
2017-05-02409.884516
2017-05-03409.859032
2017-05-04409.833548
2017-05-05409.808065
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" ], "text/plain": [ " CO2\n", "Date \n", "2017-05-01 409.910000\n", "2017-05-02 409.884516\n", "2017-05-03 409.859032\n", "2017-05-04 409.833548\n", "2017-05-05 409.808065" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "upsampled = recent_co2.resample('D')\n", "upsampled.interpolate().head()" ] }, { "cell_type": "markdown", "metadata": { "id": "2TxwYqZNUNXw" }, "source": [ "If we do `linear` interpolation, we get more or less the same plot, but just with more points." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 484 }, "executionInfo": { "elapsed": 572, "status": "ok", "timestamp": 1689093470160, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "HxVRMnAzUNXw", "outputId": "859458e9-0ee4-4392-b2b0-ebbd555b9690" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "recent_co2.resample('D').interpolate(method='linear').plot(style='+-')" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 481 }, "executionInfo": { "elapsed": 192, "status": "ok", "timestamp": 1689093470342, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "hsjEO8eDUNXw", "outputId": "d5667f81-773c-4492-a755-f177296b03f9" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "recent_co2.plot(style='+-')" ] }, { "cell_type": "markdown", "metadata": { "id": "qnP025lTUNXw" }, "source": [ "`Nearest` interpolation is just a process of assigning the nearest value to each missing rows." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 484 }, "executionInfo": { "elapsed": 499, "status": "ok", "timestamp": 1689093472667, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "4bQuWgiuUNXx", "outputId": "a6ffa368-2a43-4b94-830f-48e923f9bb74" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = recent_co2.resample('D').interpolate(method='nearest').plot(style='+-')\n", "recent_co2.plot(ax=ax, style='o', ms=5)" ] }, { "cell_type": "markdown", "metadata": { "id": "CgY-nvw-UNXx" }, "source": [ "Let's try a spline too." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 484 }, "executionInfo": { "elapsed": 633, "status": "ok", "timestamp": 1689093475936, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "8nUZegeGUNXx", "outputId": "417406cc-29d9-4b34-e23b-33c78a010d25" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = recent_co2.resample('D').interpolate(method='spline', order=5).plot(style='+-', lw=1)\n", "recent_co2.plot(ax=ax, style='o', ms=5)" ] }, { "cell_type": "markdown", "metadata": { "id": "Klkvbu6BUNXx" }, "source": [ "## Moving average\n", "\n", "Pandas has a nice method called `rolling()`: https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.rolling.html\n", "\n", "It lets you do operations on the `rolling` windows. For instance, if you want to calculate the moving average, you can simply" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 467 }, "executionInfo": { "elapsed": 744, "status": "ok", "timestamp": 1689093478723, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "rJcVoENoUNXx", "outputId": "1109ab1c-d28a-4e9f-c50a-efbc11dfcd88" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = co2[-100:].plot(lw=0.5)\n", "co2[-100:].rolling(12).mean().plot(ax=ax)" ] }, { "cell_type": "markdown", "metadata": { "id": "kp8SYUYWUNXx" }, "source": [ "By default, it consider every data point inside each window equally (`win_type=None`) but there are many window types supported by `scipy`. Also by default, the mean value is put at the right end of the window (trailing average). \n", "\n", "**Q: can you create a plot with `triang` window type and centered average?**" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 467 }, "executionInfo": { "elapsed": 630, "status": "ok", "timestamp": 1689093480639, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "vwO805IwUNXx", "outputId": "a1b55572-889a-4486-b1a6-819f3420a5bb" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "IyRbJcTkUNXy" }, "source": [ "# Examining relationsips\n", "\n", "Remember [Anscombe's quartet](https://en.wikipedia.org/wiki/Anscombe%27s_quartet)? Actually, the dataset is not only included in `vega_datasets` but also in `seaborn`.\n" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "executionInfo": { "elapsed": 1177, "status": "ok", "timestamp": 1689093484747, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "MHw9rfdeUNXy", "outputId": "eca2c6db-8b75-4cc7-a1b1-4c46faa3fce9" }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
datasetxy
0I10.08.04
1I8.06.95
2I13.07.58
3I9.08.81
4I11.08.33
\n", "
" ], "text/plain": [ " dataset x y\n", "0 I 10.0 8.04\n", "1 I 8.0 6.95\n", "2 I 13.0 7.58\n", "3 I 9.0 8.81\n", "4 I 11.0 8.33" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = sns.load_dataset(\"anscombe\")\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": { "id": "r6BV9MZtUNXy" }, "source": [ "All four datasets are in this single data frame and the 'dataset' indicator is one of the columns. This is a form often called [tidy data](http://vita.had.co.nz/papers/tidy-data.pdf), which is easy to manipulate and plot. In tidy data, each row is an observation and columns are the properties of the observation. Seaborn makes use of the tidy form. Using seaborn's `lmplot`, you can very quickly examine relationships between variables, separated by some facets of the dataset.\n", "\n", "**Q: Can you produce the plot below using `lmplot()`?**" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 824 }, "executionInfo": { "elapsed": 2484, "status": "ok", "timestamp": 1689093488303, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "tZPh7ppTUNXy", "outputId": "2f7fdb59-f6e9-43f4-e711-501006c0cc93" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plotting parameters you can use\n", "palette = \"muted\"\n", "scatter_kws={\"s\": 50, \"alpha\": 1}\n", "ci=None\n", "height=4\n", "\n", "# Implement\n", "\n", "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "axUeCfNgUNXy" }, "source": [ "**Q: So let's look at the relationship between `IMDB_Rating` and `Rotten_Tomatoes_Rating` in the `movies` dataset, separated with respect to `MPAA_Rating`. Put 4 plots in a row.**" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 996 }, "executionInfo": { "elapsed": 4253, "status": "ok", "timestamp": 1689093502908, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "71ENJ1e3UNXy", "outputId": "a5a0f793-123e-48ae-e6c9-861f749cdc0c" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ux4YNG/DhD38400WoaRp27NiBhQsXZp6X73jHHHMM1q5di1mzZuV9Y9vs2bNhNpvx2muvZdY5EAhgx44dOO2004Y9dyKi6YTX8JGZDr/njlbqDGBcs1Op1KiNRzRaWBQnmkYkScLWrVsz/3+47r33Xlx44YU48sgjs7bX1dXhxhtvxJNPPokzzzwTf/rTn3DLLbfk7PfZz34Wt912G959993MvWCG4/Of/zy+973vYe3atbjwwgsxZ84cPPzww1i9ejUEQcC3vvWtnHffzZo1Cy+88AIuueQSWK3WgpE+A3G73fjkJz+JG264ASUlJfD5fPjOd74DURRz4mX6Gs2Iul51dXU4//zz8e1vfxuPP/74qI5NRESji9fdqX/d7WvGjBn4+c9/ji9/+cvo6enBFVdcgfr6evT09ODBBx8EMLLXmYjocMRr5NS+RtpsNnz3u9/FF7/4xaztl156Kb7zne/gk5/8JG6++WZ0dnbimmuuweWXX575g/2sWbPw1FNPYfv27SgtLYXX683prCvkoosuwg033IBf/epXuP766zFnzhz84x//wMsvv4zi4mLcdttt6OjoyCqKz5o1C6+99hr27dsHl8uFkpISfPGLX8Tvfvc7fOxjH8PXvvY1lJSUYNeuXfjb3/6G3//+93C5XPjMZz6DG264AaWlpfD5fLjpppsgiuKorSER0VTFa/jUvob3Nxq/5/YW7aPRKDo7O7Fp0yZYLJbM9fjWW2/FsmXLMHv2bKRSKTzxxBP405/+lJUUQDRZ8Kc9omnG4/EMO94EAP73v/+hsbEx6/5dvbxeL04//XTce++9+Ne//oXu7u7Mu+v6WrBgARYsWIB77713RHMvKSnBJz7xCdx8883QNA233XYbiouLcfLJJ2P16tU466yzcrqnb7nlFuzbtw+zZ89GeXn5iI4LALfddhtOOukknHvuuTjjjDOwfPlyLFiwADabbcRjjtRXvvIV/Pvf/8brr78+7scmIqLh4XV3ZCbTdbeva665Bv/5z3/Q2dmZ+QPKOeecg7179+LJJ5/E4sWLJ3R+RERTCa+RIzNZrpGf/OQnccQRR2RtczgceOqpp9DT04PjjjsOF154IU4//XT88pe/zOzzuc99DvPmzcOyZctQXl6ODRs2DPmYJpMJV199NX7yk58gFovhm9/8Jo455hicddZZWLFiBSorK3HeeedlPef666+HJElYuHAhysvLsX//flRXV2PDhg1QVRVnnnkmFi9ejGuvvRZFRUWZwvdPf/pTnHLKKVi9ejXOOOMMvO9978Oxxx478gUjIppGeA0fmclyDe/vUH/PPfroo3H00Ufjf//7H/7yl7/g6KOPxjnnnJN5PBaL4aqrrsKiRYuwfPlyrF27Fg8++CA++9nPjvWpEQ2boOu6PtGTICKabGKxGGpqavDzn/88cz8zIiIiGhu87hIREeXHayQREdHUxGs40eTD+HQiIgBvvfUWtm3bhuOPPx6hUAi33HILAODDH/7wBM+MiIho+uF1l4iIKD9eI4mIiKYmXsOJJj8WxYlo1L344otYtWpVwcej0eg4zmbofvazn2H79u2wWCw49thj8eKLL47oHjJERETjidddIiKi/HiNJCIimpp4DSeiscD4dCIadYlEAi0tLQUfb2hoGMfZEBERTW+87hIREeXHayQREdHUxGs4EY0FFsWJiIiIiIiIiIiIiIiIiGjaEid6AkRERERERERERERERERERGOFRXEiIiIiIiIiIiIiIiIiIpq2WBTvR9d1hMNhMFWeiIho/PE6TERENLF4LSYiIppYvBYTERGNDRbF+4lEIvB6vYhEIhM9FSIiosMOr8NEREQTi9diIiKiicVrMRER0dhgUZyIiIiIiIiIiIiIiIiIiKYtFsWJiIiIiIiIiIiIiIiIiGjaYlGciIiIiIiIiIiIiIiIiIimLRbFiYiIiIiIiIiIiIiIiIho2mJRnIiIiIiIiIiIiIiIiIiIpi0WxYmIiIiIiIiIiIiIiIiIaNpiUZyIiIiIiIiIiIiIiIiIiKYtFsWJiIiIiIiIiIiIiIiIiGjaYlGciIiIiIiIiIiIiIiIiIimLRbFiYiIiIiIiIiIiIiIiIho2mJRnIiIiIiIiIiIiIiIiIiIpi0WxYmIiIiIiIiIiIiIiIiIaNpiUZyIiIiIiIiIiIiIiIiIiKYtFsWJiIiIiIiIiIiIiIiIiGjaYlGciIiIiIiIiIiIiIiIiIimLRbFiYiIiIiIiIiIiIiIiIho2mJRnIiIiIiIiIiIiIiIiIiIpi0WxYmIiIiIiIiIiIiIiIiIaNpiUZyIiIiIiIiIiIiIiIiIiKYtFsWJiIiIiIiIiIiIiIiIiGjaYlGciIiIiIiIiIiIiIiIiIimLRbFiYiIiIiIiIiIiIiIiIho2mJRnIiIiIiIiIiIiIiIiIiIpi0WxYmIiIiIiIiIiIiIiIiIaNpiUZyIiIiIiIiIiIiIiIiIiKYtFsWJiIiIiIiIiIiIiIiIiGjaYlGciIiIiIiIiIiIiIiIiIimLRbFiYiIiIiIiIiIiIiIiIho2mJRnIiIiIiIiIiIiIiIiIiIpi0WxYmIiIiIiIiIiIiIiIiIaNpiUZyIiIiIiIiIiIiIiIiIiKYtFsWJiIiIiIiIiIiIiIiIiGjaYlGciIiIiIiIiIiIiIiIiIimLRbFiYiIiIiIiIiIiIiIiIho2mJRnIiIiIiIiIiIiIiIiIiIpi0WxYmIiIiIiIiIiIiIiIiIaNpiUZyIiIiIiIiIiIiIiIiIiKYtFsWJiIiIiIiIiIiIiIiIiGjaYlGciIiIiIiIiIiIiIiIiIimLRbFiYiIDiOKqk30FIiIiIiIiIiIiIiIxhWL4kRERIcBXdfRGUkhmlImeipEREREREREREREROOKRXEiIqJpTtN0tIeTiCTliZ4KEREREREREREREdG4M030BIiIiGjsKKqG9nASaYWx6URERERERERERER0eGJRnIiIaJpKKSo6QikoGgviRERERERERERERHT4YlGciIhoGoqnFfjDKWi6PtFTISIiIiIiIiIiIiKaUCyKExERTTOhhIzuaGqip0FERERERERERERENCmwKE5ERDSN9MTSCMbTEz0NIiIiIiIiIiIiIqJJQ5zoCfR64YUXsHr1alRXV0MQBDz66KNZj+u6jm9/+9uoqqqC3W7HGWecgZ07d2bt09PTg0svvRQejwdFRUX4zGc+g2g0Oo5nQURENDF0XYc/nGRBnIiIiIiIiIiIiIion0lTFI/FYli6dCl+9atf5X38Jz/5Ce666y785je/wWuvvQan04mzzjoLyWQys8+ll16Kd999F08//TQef/xxvPDCC7jyyivH6xSIiIgmhKbpaA8nEU0pg+4rq9o4zIiIiIiIiIiIiIiIaPIQdF3XJ3oS/QmCgEceeQTnnXceAKP7rbq6Gl/96ldx/fXXAwBCoRAqKipw//3345JLLsHWrVuxcOFCvPHGG1i2bBkA4Mknn8Q555yD5uZmVFdXD+nY4XAYXq8XoVAIHo9nTM6PiGg6agslEIjJKHaaUeW1j9q+k+V4k5WiamgPJ5FWBi92b20L4/v/3orbPnoUTppdOg6zGz5eh4mIKK9QC5DoAewlgLdmomczrfFaTETD1R5rRygVgtfqRaWzcqKnQzTl8VpMRDS1ye3tUINBSEVFMFfyZ6PJZErcU3zv3r1ob2/HGWeckdnm9Xpxwgkn4JVXXsEll1yCV155BUVFRZmCOACcccYZEEURr732Gs4///yJmDoR0WHhxZ2deKyxFdGkApfNhNVLq3HKnPJD3neyHG+ySikqOkIpKNrgBfEnNrfhzmd3QlZ1XP2XN/Gva96HmqLp9QYBIiKapnavB95ZC6TCgNUDHHkBMHvlRM+KiIgAvNLyCtbtW4eoHIXL7MKqWatwUs1JEz0tIiIiogkR3bAB4SfWQYtGIbpc8JyzCq7lyyd6WhNGVxQIpslTip408ekDaW9vBwBUVFRkba+oqMg81t7eDp/Pl/W4yWRCSUlJZp98UqkUwuFw1n9ERDR0baEEHmtsha4DR5S7oOvAY42taAslDmnfyXK8weaypTU8auMNRyKtoi2YHLQgLqsabn9mB372nx2QVSMcJpiQ8eZ7gfGY5qB4HSYiogGFWoyCuK4DpXONj++sNbbTqOC1mIhGqj3WjnX71kGHjnpvPXToWLdvHdpjhf8OR0S5eC0mIpoe5PZ2hJ9YB+g6LPX1gK4j/MQ6yAPUKKcrXdch+/3Q4vGJnkqWKVEUH0u33norvF5v5r+6urqJnhIR0ZQSiMmIJhVUeGyQRAEVHhuiSQWBmHxI+06W4xXy4s5O3P70Dvzyvztx+9M78OLOzkMec6giSRnt4SS0Qe6A0h1N4bqHGvFYY1tmW7HDjD9/9gSsXjq024qMNV6HiYhoQIkeo0PcXQWIkvExFTa206jgtZiIRiqUCiEqR+Fz+CAJEnwOH6JyFKFUaKKnRjSl8FpMRDQ9qMEgtGgUJp8PgiTB5PNBi0ahBoMTPbVxpasqlPZ2aLHYRE8lx5QoilceyNzv6OjI2t7R0ZF5rLKyEn6/P+txRVHQ09OT2SefG2+8EaFQKPNfU1PTKM+eiGh6K3aa4bKZ0BFOQtV0dISTcNlMKHaaD2nfyXK8fMa6A30ggVganZEU9EEK4u+2hvB/D76Jd1sPvsN8XqUbf/3ciTjxiMlzP3Feh4mIaED2EiMyPdIGaKrx0eoxttOo4LWYiEbKa/XCZXbBH/dD1VX44364zC54rd6JnhrRlMJrMRHR9CAVFUF0uaD4/UZh2O+H6HJBKiqa6KmNGz2dhtzWBi2ZnOip5DUliuL19fWorKzEs88+m9kWDofx2muv4aSTjPsUnXTSSQgGg/jf//6X2ee///0vNE3DCSecUHBsq9UKj8eT9R8REQ1dldeO1UurIQjAns4oBAFYvbQaVd7c+1UPZ9/RPF5CVrBpfwAJWRn0eEOJRB+sAz3fGIcata7rOvyRJALx9KD7Pv52K77y90Z0xw7ue/aiStx58VGo9NpGdPyxwuswEdEUEGoB2jePX2R53+N5a4x7iMtxoOUN4+ORFxjbJ2Ju0xCvxUQ0UpXOSqyatQoCBOwN7YUAAatmrUKls3BzCk0/7bF2bO/Zztj8Q8BrMRHR1CS3tyO5bVsmHt1cWQnPOasAQUB6715AEOA5ZxXMBxp3++8/3WjJJOT2dujyoae0jpVJc3fzaDSKXbt2ZT7fu3cvNm3ahJKSEsyYMQPXXnstvv/972POnDmor6/Ht771LVRXV+O8884DACxYsABnn302Pve5z+E3v/kNZFnG1VdfjUsuuQTV1ZMjIpaIaLo6ZU45GnwuBGIyip3mAYvOw9l3tMYQIMD4nzDgfi/u7MRjja2IJhW4bCasXlqNU+aU5+zXtwO9wmPL6kDPNwaAIY1biKbp6IgkkUirA+6XVjT84r+78O/NB+PSJVHA1Ssb8KGlVRCEgc+fiIgox+71xj28U2GjQ/vIC4DZK8f3eACQuYYLA+87lnMjIqIcJ9WchPqieoRSIXitXhbEDzOvtLyCdfvWISpH4TK7sGrWKpxUc9JET4uIiGjMRTdsQPiJddCiUYguFzznrIJr+XK4li+HdfZsqMEgpKKiTEG80P7ThRqNQe3qHDTddKJNmqL4xo0bsXLlwT9gXHfddQCAT37yk7j//vvxta99DbFYDFdeeSWCwSDe97734cknn4TNdrDj7c9//jOuvvpqnH766RBFERdccAHuuuuucT8XIqLDUZXXPuQC93D2PRS9MeearqO22IFIUsZjja1o8LlQ5bWjLZTIFNYBZEWid4STWfv2n//qpdV4rLEVezqjOcXvWEqBx25GJCnjoTeaoEOH3WwadNx8FFVDeziJtKKhM5JCKCHDazej3G3N2q8rmsLN/3oXW9oimW3FDjNuXr0Ii2sZX0hERCMQajGKzroOlM41osvfWQuUzT3YqZ3vOYkeI9680D6F9s13vDf/BEAHzA6g5LiDc7B6hj83IiIaE5XOShbDB9Aea5+Wbxpoj7Vj3b510KGj3lsPf9yPdfvWob6oflqdJxERDZ3c3p5TDJ5qhnIOcns7wk+sA3Qdlvp6KH4/wk+sg3X2bJgrKzP/DXX/qU4NBqEEAhM9jSGZNEXxFStWDPgOAkEQcMstt+CWW24puE9JSQn+8pe/jMX0iIhoEhlqR3cgJmNvZxTRlApZ1WCWRLisEgIxGbv80awxltQWIZpUcES5KxOJvqczikBMzlu8ztetvqU1nHM8UQCKHRbMmjG0cftKKSo6QikomoaN7/Vg/TY/YikVTquElfN9WDbTuJ/qOy0h3PzYFvT0iUtfWOXGd1YvyimeExERDVmix+jCLp0LiBLgrgK6dxjb8xWeh9O5nW9fZ1nu8VreMPYvmZ09h+B7w5sbERHRBJjOndShVAhROYp6bz0kQYLP4cPe0F6EUiEWxYmIDkPToRN6qOegBoPQolFY6ushSBJMPh/Se/dCDQbzFrmHu/9Uoes61O5uqJHI4DtPElPinuJERES9eru/ezu6dd3ozs53r25ZVdEVTSMhK/A6zEjICrqiabSF4jljvLqnC5IooCOchKrpWZHohVR57VhY7ckUt/MdL5xUYDWLwxoXABJpFW3BJBTN6BBfv80PXQfqShzQdWD9Nj/84ST+uakVX3moMasg/sHFVbjto0exIE5ERIfGXmIUrCNtgKYaH60eY3t//bu8dd34PN+9vgvtq6Rzj2cvNY7Xfw5FM4c+NyIiognQv5Nah451+9ZNm3tve61euMwutMfaoeoq/HE/XGYXvFYmlRERHW76d0JD1xF+Yt2Uunf2cM5BKiqC6HJB8fuhqyoUvx+iywWpqCjv2MPdfyrQNQ1KR8egBfH0e++N04yGhkVxIiIqqLEpgMcbW9HYNPL4k7ZQAltaw1lF63zbhioQkxFNKnBaTOiJpeG0mBBNKgjE5Jx9zZKEMrcV0IHmngSgA2VuKxJpDdGkggqPLdO9rWnACfWlSMoqNjUFkJRVrF5aPWA3d//16T2e3SwhFJdhN0uo9Nqwcn4FBAHY0xmFIGDQcSNJGe3hJLQDCSqhhIxYSkWpywpJFFDqsiKSUPCL/+7Cnc/uhKoZ+5lEAV85Yw6+euZcWEy8xBMR0SHy1hgd3IJgdGELgvF5vk7s3q5yd9XBzu1U2Ng+1H1NFmN8OWF0iMsJ4JjLgWM+kTuH2mOHPjciIppW2mPt2N6zfdIXl3s7qX0OX6aTOipHEUqFJnpqo6LSWYmVtSuRUlLYG9oLAQJWzVrFLnEiogHI7e1Ibts2pYrFQ9HbCW3y+TKd0Fo0CjUYnOipDdlwzsFcWQnPOasAQUB6715AEOA5Z1XBru/h7j/Z6bIMubUNWqLw3/Z1XUfwH//AvosvQfDRR8dvcoOYNPHpREQ0udy9fifWbGxGQlZhN0u4aFktrlo5Z1hj5Is5BzCk6PNCip1mRFMytrSFIYkCVE3HjBJ73s7rYqcZSVmFP5qGpmmIpES47WbUldjhspnQEU6iwmPLdG+77Sbo0GH8r/AtPQqtz/nH1KK+zIl4WoHLYkY0LcNhMeH0BT6cvsCXFbVeSCCWRiCeztrmtZvhtErojqZQ6rKiJRDH5tYQQgkls0+J04KbVy/EkTV8Vz4REY2i2SuN+3QPdp/wvl3l7qqBO7cH2jfWBWSuwfrAcxjq3IiIaNqYSnHkvZ3U/rgfPodv2nVSB5NB1BfV4/KFl8Nmsk27e6YTEY226RAvXkjfTmiTzzclO6GHew6u5cthnT17yPdQH+7+k5WWShkd74pSeJ9kEp133InY888DANq//R1YZzfAvvjI8ZpmQWwjIyKiHI1NAazZ2AwdOmqK7dChY83G5mF1jOeLOf/7G/vx0BtNQ4o+H4ggCDAq1zoA/cDnufzhJPzhJAQANrME4cA2wOjW7tu9vbyhFBt2dcFuNuGoGcWwm00F51ZoffzhJFYvrYbDYkI4aRTEe7vC+0et96frOvyRZE5BHADK3VasnO+DIBj3D395d09WQXxhlQe/uewYFsSJiGhseGuAysUDF52H01VeaF/AiFE3O4Ca44yPvRHsheYwlLkREdG0MNXiyCudlVg1axUECNOqk1rRFLTH2hFMBQEA5Y5yzCuZN+XPi4hoLE2HePGBTIdO6JGcg7myErb584d8nsPdf7LRYjEobW0DFsTljg60fvX6TEEcAEzl5RDMk6NHe3LMgoiIJpWmngQSsoqaYjtMonigOzmBpp4EltYVoy2UGLTruTfm/IhyVyaifNP+ACAAc3wu9MTScFkldIRTCMTkguP0P1YgJsNpMeH4WSWIpFS4rRKiKTXvGE09CQiCgLoSO2RVh1kSEIzLaOpJ4Nyl1WjwuTJjB2IynnqnAz63LRPL7o8kM+P2ncdA69N/3IG6wntpmo6OSBKJtFpwn2NnFGNrawRPvdsBrU8T++qlVbh6ZQPM0uDvczOJImxmadD9iIholIRaDq8u5oE6t/uvRb592zcbMeqlcw/GqnfvMPY5HNaPiIgG1BtHXu+tz8SR7w3tRSgVmrQF2ZNqTkJ9UT1CqdC06KROq2l0xDugaoV/dyUioly90dyW+vpMNHd6716oweCULZD2Nx06oafDOYwVNRSC0pPn9mh9JBob0fHDW6GFw5ltjuOOQ81dd8JUXDzWUxwSFsWJiChHXYkddvPBuO7uaAp2s4S6EnveSPR88efFTnNORHmR04yuSBrrt/shCQJUXcfMUmfe6HMgf/x6g8+FWFrBlrbQoGPUldih6zqaehIwSwJkVYfLapwHgEwHd69Csez957Goyl1wffKNOxBF1dAeTiKtaAX3Sckq7nh2J556tyOzzSwJ+NL75+CDS6qGdByHxYRyt3FPciIiGge71xtdzqmwEQ1+5AVGIXi689bkFrALrUX/fYcTwU5ERIedqRpHXumsnPLFcABIKAl0xjuh6YV/dyUiovymQ7z4UJgrK6d8IXk6nMNoU7q7ofYpdPen6zrCj/4T3b//PaAd/DnB+5Hz4bv++klTEAcYn05UUFsogS2t4WHHOtPY4Osx9vqu8dK6Yly0rBYCBLQEEhAg4KJltfB5bDmR6L0R4/1foyqvPSei/AMLK2AxCVBUHSlVg6Lq0PWDbc+NTQE83tiKxqZA3vj1xxpb4Q8nDzxHMOJWIWTG6Pt8APB5bPB5rAAAWdUObLPC57HlXYN8sez+cBKPNbaiO5qCqunojqbwblsEZx9ZkbM+S+uGd4FPKSpagwMXxDvCSXz575uyCuLFDjNu/+hRQyqIC4KAUqcVlV4bC+JE002oxeisDbVM9Eyov1CLUQTWdaPrWdcPxoAfbnrXIh0FbEXGx0JrMZwIdiIiOuxM1zjyqSCcDuPdrnexO7gbXYmuiZ4OEdGUM5rx4nJ7O5Lbtk2b6PXxUGjNDnUthzvucI43GV5nXdMgd3QMWBDXUil0/vw2dN9zT6YgLlgsKL/hepR+7nMQTJOrN3tyzYZokhhqJyyND74eYy/fGl+1cg6WN5ShqSeBuhI7ltYVY0trOCcSfU9nFM9u9ePt5mDOa3TKnPKciPJEWoXNLCGlaLCaRSTSRvT5I282Y83GZiRkFXazhNPmluc9VlNPAi6rGSvmupFWNVgkEf5IEr99bjee39GZef5Fy2qxYl4F6oqdWFDpGTRqvTeWfeU8H1KKDqtJQEc4haaeBDbtD6AjnIKi6TCJAio8VtxxyTE4+8iqrPUZjnhagT+cgtbnTQH9bWoK4pbHtiCYkDPbPDYTjq7zIi4XvndLL7MkwuexwmpiZDrRtHO4diFPFYkexoD3SvQA3buBVARQ04BkAazuwmsxUAR7PskwYPOMzdyJiGjSmW5x5JOdpmvoTnRjQ/MGPN/yPOJKHA6TA6fVnIajKo6a6OkREU0poxHNHd2wAeEn1kGLRiG6XPCcswqu5cvHYLbTR6E1O9S1HO64wzneZHiddUWB0tEBLZ0uuI/S2Yn2730P6Z27Mtuk8nJUfuubsM6ZMx7THDZ2ihP1U6g7lR3KE4Ovx9gbaI2X1hXj3KXVmYJv30h0VdPREU5CEgW8uqer4GtU5bVjYbUHVV47ZFVFVzQNRdPg81ihaBq6omm82xrEmo3N0KGjptgOHTqe3dqBtKplHctlM6GuxA6XzYRYWkGJ04JYWkFa1fDs1o6s56/Z2Iy2UBwumwk6BMwud0GHAJfNlDdqvffcoikVJU4LoikVLpsJCVlBazAJRdPhtklQNB2twSTaQvGc9RmqcFJGxwAFcV3XsfbNZly/pjGrID6jxI5zFlfBYpKwfpsfnZFUwWO4bWbUFttZECeajtiFPPn1jQHX1MM7BlxJA9EOIB0D7MXGx2iHsb0Qbw1QuXjwgni8B4j6R3e+REQ06VU6KzGvZB4L4mMsrabRFmvDe+H38HzL8wCAWnctAOD5lufZMU5ENALmykrY5s8fcYd4+Il1gK7DUl8P6DrCT6xjx/gACq1Z4u3Nh7SWwx13OMebDK+zlk5DbmsbsCCe2LwZLV/6clZB3Hbkkai9685JWxAHWBQnyhGIyYgmFVR4bJnu1GhSQSAmD/5kGnV8PcbeQGs8lEj0E+pLoWmA02JCTywNp8WU9Rr1HcMsSShzW2ESBfjDKZhEAWVuK7qjaSRkFW6bGSlZg9tmhqzpmFfhzjrW6gMF6P5zmFfhhqzpKHVZYRJFlLqsSMgqEmkNq5dWIyEr2LQ/gISsYPXS6kyXeN+55Tu31UurYTebYJYE2EwiUooOm0mEWRKQSBeOPO8f495XTyyNrkgqKza+r5Ss4kdPbsev1u+GdmAXkyhgrs+FU+aUw2Iyzi+WUhFK5H4f9L6G5W7rgTh4Ipp2eruQ3VUHu5BTYWP7ZHY4xb2PRwz4VFlPkwVw+QCLE0gEjI8un7H9UMS6jKI4ERERjbpoOoq2WBtkVUYkHUFciaPEXgJJkFBiL0FciSOSjkz0NImIDitqMAgtGoXJ54MgSTD5fNCiUajB4ERPbdLqXTPB6YQaCEBwOqFFo0i3NA97LRNvb0ZonVHgLvRa9I4rOBzG8RyOYR+vd2wdQGrvHujAuL7OWiIBpa0NupI/pVTu7ETPH/6Athu/kTUnz+rVqLr1h5CKisZlniPF+HSifvp2wlZ4bJnu1HydpTT2+HqMvUJrvNMfxoZd3YNGogPAf7a0YUtbGJIoQNV0zCixo9hpzollX95QBodFQntQhw4dKRlwWCTMqXBB13Xs6YzBLAmQVR0uq4QzF1XA57FljtVbzO4/B384iSc2t6E7mkKpy4ruaAp2s4S6EjvCSQUCBOMW5DhYJC4Uy9933CqvHY1NARQ5LJBVDR67GeGEDLMkoq7Ennc9716/MysG/qJltbhq5Rzouo7OaArRZOHY8/ZwEt/557vY6Y9mtpW7rLj2jDl4aVdn1vk5rRK89uzvA5tZgs9thUnie96IprW+XcjuqqnRhXw4xr0PNwZ8OKbSetpLgNIGIBU15poKA1bXyL9edd3oDk/xD/FERESjTdd19CR7sgrebosbDpMDPYkelNhL0JPogcPkgNvinsCZEhEdfqSiIoguFxS/HyafD4rfD9HlmvRFyIkkFRVBjcWQfOEFQJIAVYW5rg6WmtphrWXnPfcgtPZhaMkkRJsNrjPPzPt8S02tcbxt20Z8PKmoCOnmZqT37YOu6xAEAZZZs8bldVYjEajd3QWbuWKvv47ue34HpaXPm/NNJpRfczXcZ5455vMbDfyrOVE/hbpF+99/mMYHX4+xl2+NlzeUYcOu7iFFogM40JGsG3+ohnGx9oeTObHsz2zpQFJWIEkCrGYJkiRA13WUuazweWwQAKQVDQIAn8cGn8eWc6y+8+7dvrSuGBctq4UAAS2BBAQIuGhZLXweGx5rbIXNLOGoumLYzBIeO9DBXSgyvv/xesc2SyJ6YmmYJREXLavNG5ne2BTIiYFfs7EZb+3vQXs4OWBB/K39AXzhwTezCuJLar349WXH4KTZpVg53wdBAJp64hAEYOV8H8rd1sy+xQ4LqovsLIgTHQ7Gowt5NB3Oce9DjQEfjqm2nr1fr1YXkAoaH0f69appxptAWBAnIiIadYqmoCPekdMBXmYvw2k1pwEAmiPNAIDTak5Dmb1s3OdIRHQ4M1dWwnPOKkAQkN67FxAEeM5ZNaIo9sOdyVc+5LVMvL0ZobUPA7oOc00NoOuI/uc/sM6fl/N8k6/8kI+n+Dshd3YCAESLkbAmd3ZC8XeO4grkUgIBKF1dBQviyR070Hnb7VkFccFqRcVNN02ZgjjATnEaI22hRE5n51SSr1t0Kpjq617IVH098pmsr1H/NQ7EZDz1TjuOKHdl4rj3dEYRiMmo8tqzziMQk+G0mLByng8pRYfVJKAjnEJTT8LowrZK2N0ZhdsqIRBPwyxKWDHXh7SqwSKJ8EeSaOpJoK7YAY/NhK5oGmUuC7x2SyaCfShrdtXKOTBLIt5pCeHIGi8+d+psbGkNI5pUcs6jd26Fzi/f2PMq3djZEcWcChdOX5D/h82mngQSsoqaYnsmxr25J47NzWF47fljYnVdxz/ebMFvnz8Ylw4A5x9dgy+cdkSmyL1sZglmljgRSsjw2s2ZgrhJFFHutsJu4b3DiQ4rY9mFPNp6495L5x6Me+/eYWyfzPMerlDL+Lweo7We4zVfYHS+XjUVCLcCSmr050dERHSYS6kp+ON+qJqa9/GjKo5CracWkXQEboubBXEiogniWr4c1tmzoQaDkIqKDpuCuNzePqJzVoNBSE4nLKecAsgyYDZD7eyEGgwOeS3TLc3QkkmYa2ogSBKksjLILS0wlZXBc80Hsp6f3LbNON6ppwLpNGCxQPX7h308QRBgPnA/cQgClM5OpFuaYV+yeETrNxBd16F0dkKLxQruk9yyBe3fvQVaOJzZJpWVwXLEETAXeCPAZMWiOI26QpHEU02V1z6pipaDmS7rXshUez3ymeyvUf81LhRbny8S3WUzIZpSs/atK7GjKRDH3s4YNF2HKAioLbGjwedCLK3k7LulLYymnjh0HdjlB+pKHNjpj2DDrq4hrdkNazZh3eZ2yJqGZ7f6saMjguvOnJf3POpK7MOK5X9xZyeeercD0aSCPV0xWExS3nnUldhhN0uZmPOuSBJmSUSZO39BPCmruO3pHXhmqz+zzWIScd0Zc3DmotwfjMrd1qzucIfFhHK3FZLIe4cTHZa8NVOjqDwV496HazzjzEdjPScifv1Qvl5V2SiIq/LozomIiIgQTUfRnSwcldqrzF7GYjgR0SRgrqw8bIrhABDdsAHhJ9ZBi0YhulzwnLMKruXLh/Tc3sh5PR7PG1s+lLW01NRCtNmgdnVBKiuD2tUF0WaDpaY25/mZ48Vih3w8LRzOOd5o01UVit8PLZksuE943ZPouvtuoM89xi2zZ8M8axYESYLo8RR8ruhwQHQ6R3XOh4oZqzSq2kKJgpHENHa47pPfQK9RWyiBLa3hSfV6FYqtB5BzHht2dWF5Q2neff3hJHQYhV4dQCCWxnGzSpCQFWzaH0BCVrB6aTW6oim0B43zN5uMAm9rMI41bzQV/LpubArg8QNR6M9ubce6ze1QdR0uiwmqrmPd5nZsaQ1h9dJqtIUSeHpLO9pCCaxeWo2ldcVYvbQagVgaL+3qRCCWLhjL3/vaxVIKPHYzYiml4PdXb9S6qurY2xlFWtZw9pGVmF+Z+8NBWyiBL/11U1ZB3Oe24q5LjspbEO9LEASUOq2o9NpYECeiyW+qxb0P13jHmfeupxwHWt4wPg5nPada/LqcBEJNLIgTERGNgZ5kD7oShaNSiYiIxpPc3o7ktm2Q29szn4efWActHofo8UCLxxF+Yl3m8cH0Rs5riQQSjY3QEolhR87blyyG94KPQNc04z7fmgbvBR/J27U9GhH3meOpqnE8VS14vEOhp9OQ29oKFsR1WUbnL36JrrvuOlgQlyRYFyyAuaoKgiTBddqpMJXlvmFOEASYiothrqiAIE2udFN2itOoCsTkYUUS0+jguk9+hV6jZ7f68XZzcFJ2j+eLrS8URz7H58Hx9aVZ+z7e2ApBEHBEubM36QWdkRT8kRQECDD+ZxR0d3ZEoQtAidMMQTDuMx5MKOiMpnDUjOKcr+tH3mzGmo3NSMgq7GYJM0rsSCkaJEFHLA1A15DSBezsiGJ3ZxRvvheArOlo6onjX5tacMqccmxuDmJ7RxjxtIruaAqbm4N51z4Qk7G3M4poSoWsajBLIlxWqeD31+LaIry+rwcdoSSKHBbMrXTn7PO/9wL43uNbEO5zj/Gj6orw7XMXoMiRv6u8l1ky4tJt5sn1AwUR0YCmUtz7cE1YPLzQ7+MQTaU4+1QEiPqNwj0RERGNGlVT0ZnoRFIp3BlGREQ0nvJ1hJtKS5Hetw9qLJaJP5ecTqjB4PC65QXjb9EQRtZcZF+0CImGt6D29EAqKYF90aKC+45GxL190SIk5s6F2tMNqaR0wOONhJZIQPH7oWta3seVnh50/OCHSG3ZktkmFRej4qZvwFRRAS0chujx5C+Im0wwlZdDtNlGdc6jhZ3iNKqKneZMJLGq6YNGEtPo4LpPfvleI0kU8Oqerknd4V/ltWNhtSdT/B3oa63/vr1R4pGkDKtZRCQpwyyJ2NYWhs0s4ai6YtjMEh5rbEWpywKzKCKe1iAKQDytwSwJKHdZc47VFopjzcZm6NBRU2yHDh3vtoahajpkDRAF46Ou6+gIJbFuc/uBzmqj4L5uczt+98JurNnYDEkUMKvMCUkUsGZjMxqbAjlrIKsquqJpJGQFXocZCVlBVzQNWc2911pbKIG1/2uGzSThmJkl8NrNWL/Nj86Icf9TXdfx9zea8P/Wvp1VEL/w2Br89MIlgxbEXTYTaorsLIgT0dTkrQEqF0++wuuh6htnrqljHw/f2+lttgM1xxkfh9PpPd7zHal4DxDpGLwgrspAcP/4zImIiGgaSKtptMXaWBAnIqJJo7cjHLoOy4F7aYefWAe5rR1KVxf0eByi1ws9Hjc+Tw8tSax3XNFmg33JUog227A6zfuOYSopgfPkk2EqKRl0DHNlJWzz54+oIJ45XnExnCedDFNx8bDnPBA1EoHS0VGwIJ7cvh0tX/pyVkHcOm8uau66E7ZFi2A6cC/xfAVx0W6Hubp60hbEARbF6RD1j30uFLnMbuWxxXWfWEOJP8/3Gp1QXwpNAyo8tkwndDSpIBCbvPGgvefRP/4839dab5S4AAEtgQQECDh9vg9WkwTowO7OKKAD0aSCRdVFWLW4Epquoyuahqbr+ODiKnx+xeycr+tEWkNCVlHqssIkiih1WaED8NpMEAUBKcW4f3mFxwoIgKxpcFpEqBrgtIiQNQ3vtIRyxkjIKpp6cl9DsyShzG2F3SwhFJdhNxufm/NEv+zrjKEnlkapy7jPd6nLilhKRSghIyGr+P6/t+K3L+yBduDv+1aTiG+cMx9XrWgYMAZdFASUu63wuW0QGZdORDS5jHc8fG+nt7vqYKd3KmxsH6v5hlqA9s3jE7Gu60Z3eHwI5xPvBh79PPDA6qHtT0REdJgLp8Noi7VB0ZTBdyYiIhoFibc3I7RuHRJvby64jxoMQotGYfL5IEgSTD4ftGgUWjIBqawMgsMBLRSC4HAYn1vMOVHrwxlXDQYLPqf/uL1jCA4H1EDAmMsgYxyKgeY8lHMeiNLTY7ypoMCbzyNPP422G74Gtbs7s831gTNQ9ZOf5C2C99XbFT/Z4tL7Y3w6jdiLOzvxWGNrTuxzvshlGntc94lR6Psgn/6vEQC83RJERziJCo9tSnX4948/L+SqlXOwvKEMTT0J1JXY4fPY8LkH3sDernhmn/oyB4qdZtSXOeG2mRFPKXBYTagvc+b9um5sCsBultAdTaHUZUV3NAWHxYS5FS4kZBU6jDSc2mIHFlZ7IEBAd0yGJACqbsSPH1njxdvNoawx7GYJdSW53ze9c4unFbgsZkTTMhyW7NdJ13V0RlIQRQFOa/bcnFYJSVnFNX95C3u6YpnnVHisuOVDizCnIjdevS+rWYLPbYVZ4vvYiIgmrfGMh+/b6e2uGlmn93Dmu3u90YmeChvHOfIC4/ljQdOM85GHkJrTsQVYdz0Q7TA+/8engUv/AUj8FZeIiKg/VVPRlehCQpk8yXRERDT9dd5zD0JrH4aWTEK02eC94CMov/LKnP2koiKILhcUvx8mnw+K3w/R5YKlphbWWbOgxWIQXS4jWt3pRHLnTsRffS0rat21fPmQx5WKivLON1+Eu3X2bKixGJLbtgGSBKgqzHV1Bcc4VIXmnNy1C/FXXh30nPPRdR2KvxNaPJb/cUVB9+9+j/C//nVwoyii9POfh2f1uRAGiJ0XJMmIS7dPjXoU/8JOI9IWSuCxxtaCsc/9Y5RpfHDdx9dg3wf59H2NpmKHf+85948/H+icl9YV49yl1VhaVwx/OImuaBoAYD5wBeqKpvHSzk6s2dgMh0XEvCo3HBYxE2fe/+s6Xwf6x46vwxXL61Fb7ECx3YLaYgdWL63G++aUo8JjRJKrB94AV+Gx4Nyl1TljXLSsFkvrinPm3/s6OSwmhJNGQbzv66RqOlpDSURTCsrdVqyc74MgAE09cQgCUF1kx02PvpNVED9mRhF+c+mxAxbEBUFAscOCmiI7C+JERFPBeMXDj1Zn+lDm2xvVruvGPch1fXhR7cOhykCoaWgF8e1PAA9/9mBBHAA8NYCee2sTIiKiw11vXDoL4kRENJ4Sb29GaO3DgK7DXFMD6DpCax/O2zFurqyE55xVgCAgvXcvIAjwnLMK9iWL4TlnFUSnE1okAtHphOOkExF/9bXcqPU83dOFxs0Xa14owl3xd47J+hSSb86OE09A/JVXh3TO/emKAqW1tWBBXA2G0PaNm7IK4qLHg6pbfwjvh1YPWBAXbTYjLn2KFMQBdorTCAViMqJJBUeUuzKxz3s6owjE5Eld0CMaTaPxfTDVOvx7z7nCY0VPLA2XVUJHODXkc+6NJ28od0LVAUkAOiIpbGkNIyGrKHaYMxHlgbiMpp5E3kL1VSvnYF6lGzs7ophT4cLpC4wfZDw2U6YrfWldMba0hrGoughHVgPBhIwiuxn6gfPo38Xee5y2UCLn9Sj0OqUUFf5wCrJ68B4sy2aWYGaJE8F4Gs/t6MR9L+1D30Ca1Uuq8KXT5wwYl26WRJS7rbx3OBHRVBdqOfTu8XxjzF5pdG0H3wOKZgK1x47N3Hqj2kvnHoxq795hbPfWDO/8BtpXTh68x/lANAV4+RfApgcPbhMk4OxbgeOvNN4gQERERBnRdBTdye6CMalERERjJd3SDC2ZhLmmBoIkQSorg9zSgnRLM+xLFufs71q+3OjKDgYzUdy92yW3B+mWZlhqaiFYzIg+/Qyk8vJMnLna2Qk1GMxb7O7//L7HTry9OWtcLRrNGTfd0gzJ6YTl1FOBdBqwWKD6/QWPNxr6r4UaDCL6zLOw1NdnItXTe/cOOgctnTbuH67kv21KatcudHzve1mFf0tDAyq/9U2YfL4B5yh5vZCKiwcsmk9GLIrTiBQ7zXDZTFMy9plotIzW90Fv1/hUUOw0I5ZWsH57CJIgQNV1zCx1Dvmc60rsxr25k3JWbPnCag8e3dSCHR2pzL4euylvnDlgxNY/9W4HokkFe7pisJiM4nHfKPtwUkGDzwWXzQRdB+rLXegIJyEIyMx3aV1xVtF9oDj8/q9TPK3AH05By/PHBZfVhF89twsv7OjKbBMFYG6FG4qm4a2mAJbNzB9z67GbUeq0TLkfKIiIqJ/RiB0vNEb/7anw8MYe6twGimofzvkNtG86BkTajS70gSRDwFM3Ak2vHdxm8wJn/xg46mNDP3ciIqLDgK7r6E52I5qOTvRUiIjoMGWpqYVos0Ht6oJUVga1qwuizQZLTW3B55grK3OKvP0jzR0nnjCsOPP+z1cjYbiWL8+JdnedeWbecS01tRBdLuix2JAi2EdL/7UYTgw8AGjxOJTOTuialvfx6Pr16LzjTujpdGab6/0rUfalL0G0WguOK4giTGVlEJ3O4Z/UJMA8VhqRqRj7TDTapsL3QVsogS2t4ax483zbhkPXdSiajpRqfBzsHeeNTQE83tiKxqZA3ujzi5bVYm6FG7qWPU7/z/vOv39s/UNvNOHvb+xHPK3AYzMjnlbwWGMrAOM1ScgKNu0PICErBV+j4cThhxIy2kNJdIST2OWPojNysJjfEkjgi395M6sgbjeLOPGIEhw7sxi6Dqzf5s96DgCYRBGVXhvKXNYxK4gf6mtPRHTYCbUA7ZuHHxc+GrHjhcZo/t/wx+57HsOZW6GodmDoY/QeLx0FbEXGx959k+GhFcS7dwEPXZ5dEC+dA3z0QaD2uEGXkoiI6HCiaAraY+2HVBDvSnRhb2gvuhJdg+9MRESUh33JYngv+AggCJBbWgBBgPeCj2Q6teX2diS3bRswAjxfpHn0v+uhp1PQkkmokQi0ZHJYzw8/sQ6R9c/lRLtHnngCWiRiFJMDAWjxOADA5CsfcgT7WBlODDwAqKEQ5I6OvAVxXVXR/bvfw/+Tnx4siIsiSq78HMqvv37AgrhoscBcVTVlC+IAO8XpEEy12GeisTCZvw/ydT0DKNgJPRSBmIxEWoXNJCGlqLCaJCTSasH49LvX78Sajc1IyCrsZgkXLavNG1v+eGMrIAhwWSUoGmASAQhC3vj0fLH1m5oCCMTT0DQdsqrDLAlw2cwIxGQAgAABxv8KF5uHGoffHU0hlJCx8b0erN/mRyylwmmVsHK+D4qq4wdPbEUsdTD+dUGVG0V2M+rLjHFLXVY09cQRSsgodxs/ZDitJpS5rANGqh+qgbrgiYgoj0Pp9B4sdvxQxgi+N7yx+59H9THDe/7slUDZ3Ozo8/bNQx8j0QN07wZSEUBNA5IFsLqBwD7AVTH4Ouz+L/DMt7PvNd5wBnD6zYB58vzcRURENBkklAS64l1Q9UFuSTKATR2b8HzL84grcThMDpxWcxqOqjhq9CZJRESHjfIrr4TrxJNyosv7d297zlkF1/LlOc9Xg0Fo0WhWbHiisRFyewfUWAxQFMBkgtLRkTdKPN/z03v3IrV7V060e3rfPqT374cWDgO6DlUQkNqzB2owWDDafTwNdQ5KdzfUcDjvY2o4DP+PfoTEW5sy20S3GxU33gj70UcNeHzJ7YZUWjrl003ZKU6HpMprx8Jqz6QqBBKNt8n4fZCv6/nvb+zHQ280DakTuhBZVdEVTUPRNPg8Niiahq5oGrKa+wt3Y1MAazY2Q4eOmmI7dOhYs7E50zF+7tLqTMHbbhGhqDoUDXDbjMK4ouqwW3IvU31j61VNR0c4CZtZQjguIyGr8DrMSMgquiIptIXieKyxFTazhKPqimEzSwXPOd+4fePwdV2HP5xEKCGjM5LC+m1+6DpQV+KApun43Qt7cNMj72QVxC85rg7f/uBCFDnM6I6moGo6uqMpOK0SvHYzREFAmduKCo9tTAviw+mCJyIiHHqnd9/YcU3Njh0fqkJjFM0c+tj5zmPfi4BgGt7cvDVA5eKDBe/hnJ+SBqIdRky6vdj4GG4BYp25+/ala8BrvwXW3dCnIC4AJ34ROOtHLIgTERH1E0qF0BHrOKSCeFeiC8+3PA8AqHUb8bbPtzzPjnEiIhox+5LF8K5aldUhnq97O1/HuFRUlIkN11XV+KjrULu6IGgaRK8XgqZBbm2F3Da054suF6yzGzLR7rqqGh8BaKGQ8USbDQCgdnQgsWUrAKNb2zZ//oQUxHsNNAdd0yB3dBQsiKf27EHLl6/NKohb6utRc9edAxbEBUGAqbwcprKyKV8QB1gUJyKaFvrHYvd2PTstJvTE0nBaTAjGZATi6UwBtsJjQzSpZLqph8IsSShzWwFdR3NPHNB1lLmtMEtSzr5NPQkkZBWlLitMoohSlxUJWUVTT24htsrrQHWxHaKgIxhXIAo6qovtqPI6cs6tN7Z+R0cEa99swo6OCFbM9aHSa4PdbEIoLsNuNqHMZUEireWsQ6FzHigOX9V0tIWSiKYUAEZ8eixlnJum69jSFsFOfwy94a82k4hvn7sAV556BCq8Nqyc74MgAE09cQgCsHK+D7UlDlQX2RFLKWMead779XAorz0R0WGlt0vbXXWwEzoVNrYPRaHY8aF2iQ80Ru2xQx8733noKjDrfYWfP5TI+OGcn8kCuHyAxQnEe4xOcXsxIJkLj5+OGcXwN+45uM3iBD54G7Ds08bxiIiICACg6Rr8cT8CycAhjxVJRxBX4iixl0ASJJTYSxBX4oikI6MwUyIiooPd2yafL9O9rUWjUIPBnH3zxYbbj1oKWCwQ7HYgnTY+ms3Qkrl/Wy0UO+5euSIn2t22aCEgioDZDGia8VEQoPZ0D/schxINP5p0RYHS1paJfO8v+sILaL3uq1D6zMd56qmovu3nAxb5BbMF5upqSC7XiOY13uswFIxPJyKa4vLFYjf4XIimZGxpC0MSBaiajgq3BT6PHR3hJCo8tpxO6KEodpqRSCvwR9PQNCCSAlw2c94x6krssJsldEdTKHVZ0R1NwW6WUFeS29lV7DSj0mNFJClD04yfPyo9Vuz0h7FhV3dO5PePn9iKd9qMX8rbQikk0wqWzihGLKXAbTMjkpThtJpQV2LPWYcZJfaC55wvDl9WNbSHkpDVg/dg8drNcFolvNcdw9vNIYSTSuax6iIbbvnQIhxRfvCHhWUzSzCzxIlQQobXbsacCjeKHWa8tKtrXCLN+3bBj/S1JyI6rPTthHZXjazTO1/s+HAVGmOoYxc6j7lnGf/1f/5wIuOHM4fSBiAZMQrzyZBR4LYV5d8/2AQ8cR3Qs+fgtqKZwAd/DhTXD7pkREREhxNZk9EZ70RaTY/KeG6LGw6TAz2JHpTYS9CT6IHD5IDb4h6V8YmIiPp2b5t8vkz3tlRUlHf//rHhir8TkXVPQpdliB4PtHAYgtkMS03tkJ7fWwTuH+2udHej5c23oKsqBIcDejwOwWqFdXbDsM5vqNHwo0VLp6F0dEBXlJzHdFVFzwN/RGjNmoMbBQEln7oC3gsvHLDz+1Dj0sd7HYaKneJERFNYoVhsfzh54IKlG1Gp0GGzmHDGQl/eTuih8oeT6IqmIUCAzSRAgICuaBr+cDJn36V1xbhoWS0ECGgJJCBAwEXLanPuEd5LEARYTSJcVglWk4i0ouPpLR055/bzp7bh3QMFcenANXmHPwZJNO7NHU4YBfHVS6vh89hy1mGwC3nfOPykrKI1mMgqiANA+YHI81f39GQVxI+fVYxfX3pMVkG873PmV3qwpLYIJU4L2sPJcYs0H6gLnoiI8hiNTu/ecfrGjo90LvnGGMrYA51H/+ePJDJ+qHNY8CFAAJAMGgXxuWfmv5/4/leANZdnF8RnLgcueoAFcSIion7ichzt0fZRK4gDQJm9DKfVnAYAaI40AwBOqzkNZfayUTsGEREd3gp1bw/Usdw3Nty+ZDG8F3wEgtkMNRCAYDbDe8FHMvHsgz2/r77R7u6VK+A66ywIkgQ9FoMgSXCddRbcK1cM+dyGEw0/GrR4HEpbW96CuBqNov3mm7MK4qLLhcpbvouiiy4q+DdyQRRhKvcdUlz6eK/DcLBTnIhoDDQ2BdDUk0Bdib1gEXgwbaFEVsdyPgdjsa3oiaXhskroCKfQ1JOA02LCynk+pBQdVpOAjnAKc3weuKwm7OyIYk6Fa9Cu5P5z6I0+n1Fih6zqMEsCAnEZTT0J+Dy2nPletXIOljeU5axF/3EDMTlnvjv9UQRjMsp8tkz0uT+ShD+chA5AgvG3fUkHVADxlIpPv68+61hbWsN51yEQkwctCMdSCvyRFHRdz9qu6ToefPU93P/ye1nbP358HT61vL7gvcEdFhPK3dbM472vnc+dfX5DmdtI5OuCJyKiAYxGp/dYCrUMbW5DPY/eqPXSuQej1rt3GNsP5dzlBFDWABx/pVEUtxXlFsR1HXjrT8ArvzDuJd7rmCuAE68y5kNEREQAAF3XEUwFEUqFxmT8oyqOQq2nFpF0BG6LmwVxIqIJIre353Q3T3ZDnbNr+XJIbk+mS3uggnY+/bu8h/v8Qmp/+ANEPvABpHbvgnV2w7AK4sDBaHhLfX0mGj69dy/UYHDUX0M1HIbSnT/aPf3ee2i/5XtQWlsz28wzZ6Ly29+Cubq64Jii1QpTeTkE86Gli47nOgwXi+JERKPs7vU7sWZjMxKyCrtZwkXLanHVyjnDGiNfJHq+Anax04xYWsH67SFIggBV1zGz1Im6EjtcNhOiKTUrLvuxxhY8+U57Zm7b2yMF55ZvDr3R5/t7EjCLgKwBbpsJ3bEkbn96R975Lq0rznpjQKG49/7zLXZY4I8k8NwOf1b0+dLaIjy3owsqAPT5u7nDIuHPr+3PjBtOKnnHHUpseCghozuaytkeSyn40bpt2LD74A8cNrOIr589H6fOzf8GA0EQUOKwwOvIPmax0zysaPfRUOW1sxhORDQcvR3Vk81wYs6BoZ3HaETG95eKAFG/UfR2VeTvDleSwH+/D+xYd3CbyQqcfjMw58yRH5uIiGgaUjQFXYkuJJXctLbRVGYvYzGciGgCTdbo6YEMZ87991Uj4WGfn33J4lErhvflXrli2MXwXsONhh8ppbsbajic97HYyy/D/7OfQ08cTCN1LD8Zvuuug+hwFJ67xwOppGTE3eFZY43TOowE49OJiEZRY1MAazY2Q1Y1lDgtkFUNazY2o7EpMOQxCkWit4USaGwK4PHG1qzxjE5mwWibhgBd1+Hz2HLishdVu/HkO+1DmluhOQBAmcsCXdeRVHXoug6vzYSN+4KIpRR47GbEUkpWDHhbKIEtrWG0hRIDjrt6aTUCsTRe2tWJQCyNMxZWwGY2oX/0+RkLK+C1ZV++3FYR0ZRacNzhxIZvbQvhtT3d6IxkF8X3d8dx1Z/fzCqI1xbb8auPH1OwIG6WRFR5bTkF8V7DjXYnIpp0Qi1A++aBI7ZpdI0k5nwor9NoRcb3ivcAkY4D17gCIu3A2s9mF8TdVcAFfxhaQVwQACf/YE9ERIeHuBxHW7RtzAviREQTTW5vR3LbtkkRtTwRJnP0dCHDmfNond9ofJ0MZ4x8+/bfNpJo+OEcT9c0yB0deQviuqah508PouN73z9YEBcEFH/iclR84xsFC+KCKMLs88F0CPcP728012G0sVOciGgUNfUkEIynIQoCYmkVIoCYrqCpJzHkGPXeWO0jyl2QRAEVHhv2dEbx2+d24/kdnVkd6CvmVcBlNWPFXDfSqgaLJGYiuPvHZf9vX2DIcys0h6aeBOxmCT63FQlZg90swiSK2NMZhaYDsqrBLBn3BQ/EZOzyR7O6wpfUFuUdNxCTsbk5iO0dYcTTKrqjKdS+Z88bfd7Uk8DyBh9CiTS6ImmUuS0QICAQT+OouuKccYcaG67rOh5/uxVPbG5DLKXCaZWwcr4Py2aWYMOuLty6bhviaTWz/wn1JbjpnAVw2fJfSl1WE8pcVogF4tTzRcYPNdqdiGhSGG63Mo2O4cacD+d1Gq3I+KgfSOZ/13pG61vAuq8Zx+pVcyxw9o8B+xB+ZpLMgLvS6ConIiKaxnRdR0+yB5F0ZKKnQkQ05qZih/Rom8zR04UMZ86jcX6j8XVyKJ3tnnNWAUDe57uWL4d19uxDir7PdzznCSdA6eiAlk7n7K/F4vD/9KeIv/ZaZpvgcMB3ww1wnnhCweOIFgtMPt8hx6XnMxrrMBbYKU5ENIrsFhGyqiOpaLCaBCQVDbKqw24Z+j+3xU4zXDYTOsJJqJqOjnASaUXDs9s6oENHTbEdOnSs2diMtlAcLpsJsbSCEqcFsbSSFQ9e5bVjYbUHVV77sOaWbw4umwl2i4iuaBoQgNoSOyAAPYk0AnEZCVmB12FGQlbQFU2jLRTP6Qp/dU8XJFHIGbctFMeajc2QRAGzypyQRAHPbutAWtEQTakocVoQTalw2UyZaPjqIgc+sKgS1UUOFDnNKHZYcsbNtw75aJqOt5uDeGJzG3QdqCtxQNeB/27twN3rd+Fb/3w3qyB++Ykz8IPzj8xbEBcFAeVuK3weW8GCeN817n9+YxmfTkQ0akbSrUyjo2/MuaYOHHM+ktfJWwNULh5ZQVzTgHDr4AXxd9YCj/5fdkF8ycXAh341tIK41Q1461gQJyKiaS+pJNEaa2VBnIgOC1OxQ3os9I2e1lV1UkVPFzKcOR/q+Y3G18mhdrYH1z6M4D/WFny+ubIStvnzR9wh3v94occeR+Ltt/MWxNPNzWj5yleyCuLm2lrU3HnHgAVxyeOBqbp6TArimXkcwjqMFRbFiYgOUd948CqvA9VFNphEAZGkCpMooLrIhipv4ft19I9Er/LacyK/51W6Ias6Sl1WmEQRpS4rErKKRFobMB58OHPL3jd3Dsa4DpS5rTCJAvzhFEyigBKnBcVOC+xmCaG4DLtZQpnbikRaQzSpoMJjy3RvaxpwQn1pzriJtIaErGadn6zqmFfpztl3aV1xztwuPm4GPnpc3bBi0nvPeXNzCJuaA+gIpxBLGXOQRAFumxmv7wvgH28eLBxYTSK++oG5+NTyeoh54mQsJhHVRXa4bYP/MNG7xglZwab9ASRkZUhzJiKaFHq7ld1VB7uVU+HsIieNTbz8cGLOx/N1UhUg3Ayk4wPsIwPP/dD4T1OMbaIZeP+3gFO/ZnR/D0QQAJcPcFcAIn+VJSI6HLTH2rG9ZzvaY4dXQUTTNXQnutEea4esyhM9HSKicdHbQWzy+TIdxFo0CjUYnOipjauJip4+lDjygeZcKGJc6elB7OWXofT0FNy3V+LtzQitW4fE25sH/ToZynkMNEb/5+fbVw0GoAaDEBwOqIEABIdjSF+rI5mbVFwMtasLaiAApasL6T17oHR1AQBir72Gli9fC7mpKfN8xwknoOaO22Gprc07viCKMJWPblz6VML4dCKiQ/Dizs6sePDlDWU4akYxuqMpmEQRiqah1GUt2P179/qdWLOxOSsS/aqVc3Iiv/3hJJ7Y3IbuaAqlLiu6oynYzRLqSuxYWlecNx48d26lBefWf9/VS6vzxo63hRJwWCS0B3Xo0JGSgTKXCeVuG3TocFnMiKZlOCwHO7o7wklUeGyZ7u3TF/pw+kJf1riNTQHYzVLO+Z25qAI+jy3n3ApFog8lJr3va/foWy3GsSwSjplRDKfVmINJEvHfbf6s7nCnRcKCKje2tIVQ4bVi2czsjjyP3YxSp2XYP0wIEIxbwuPw+yGEiKawvt3K7qqBu5UPV2MZLz/UmPPxep2UNBBpNQrjhcS7jbj0tk0HtzlKgVU/A6qWDH4MkwVwVRofiYjosPBKyytYt28donIULrMLq2atwkk1J030tMZcUkmiK9EFRRvgukpENA317SA2+XxTokN6rIx39PRoxJHnm3OhcRPvvovUrl3Q4nGIPT1IvPsugPxx5J333IPQ2oehJZMQbTa4zjyz4NfJUM+j0NdactcuxF95Nev51tmzc/aViooh+/2IvfgiIEmAqsJcVzfg1+pI5iZ6vZCbmyE4HEi99x4Smxqhx+OA3Q5B1xB99r9GItwBRR/7GIovuxRCgTeRixYLTOXlECyH7+/VfHs9EdEItYUSOfHgG3Z1YXlDaabbuNRlLdj929gUwJqNzTmR6H07xnsjv5fWFeOiZbUQIKAlkIAAARctq83cC7x/PHj+uXVjeUNZztwA5Oz7WGNrpmO8f+y4ruuQJAFWswRJEmAxiThjoQ8OiwnhpFEQL9TR3bsW/ccd6PwKRZ/n2z5YTHrf1+6Rt1oQT6moKTai0t/cH8AxM4rREUli3eb2rIK4z23BiUeUYF6lB7oOrN/mR2ckBQCZLvgyl3VYBfHe18hmlnBUXTFsZimz7kREk95wupUPR+MRLz+UmPPxeJ3khNEhPlBB3L8VeOjy7IJ4xSLgow8OrSBu8x6ISz98f3EnIjrctMfasW7fOujQUe+thw4d6/atm9Yd47quI5AMoD3WPqUK4oFkAK+0vjLR0yCiaWCiOqQnq/GKnh7N2Pq+cy40bmT9cwitfRiCKMIyaxYEUUTw7w+h58E/F9wXug5zTQ2g64j+5z+wzp+X83UCYMjnke9rzXHiCYi/8mrO8wHk7OtauQKizTYma9w7Ny2dRnrnTkAQYD/6KCQ2NQK6DlNFBZKNjYg+82ymIC7Y7aj45jdR8onLCxbEM3Hph3FBHGCnOBHRiAViMqJJBUeUuzKF0T2dUczxeTCr1ImmnkSmk7tXWyiR6WRu6kkgIauocFuRkjV4bWZ0RFJo6klkPafXVSvnYHlDWd5xhz43N2aVOrLG2NIazrtvICbnFJcDMRkuqxmzy0V0R9ModVlgNUmY4/PAZTVhZ0cUcypcOGVOOQCjo9tjMw1pzletnINytxVbWsNYWO3BRctmDPclyVrfvnNvbApkzaElkEB3JIXaEkfmDQL7u2PY1BTEW/tDWWOuXlKFYDyNSq89s29TTxyhhIwZpQ6Uu6wwSYO/x6z/3Aq9RvnWnYhoUhqoWznUMngX83TWG1teOvdgbHn3DmN7ofUotGbDWct8+85eaXSHB98DimYCtccOf4xCUlEg2pH1zvQc29cB//0eoKYObpt/LrDiG4PfE1wUAacPsLoG3o+IiKadUCqEqBxFvbcekiDB5/Bhb2gvQqkQKp3TrziSVtPoSnQhrebeK3SySqtp/Gv3v7BmxxpIooQnzn8CRbaiiZ4WEU1x490hTQfjui319Zl48PTevVCDwWGvv9zennntCo2b2r0LWjIJc02NEQ9eVob0vn1Qe7ohFRcjvWcPBJcLejSad1+5pQWmsjJ4rvlA1tdJctu2YZ1H/681NRhE9JlnIfl8RiS60wnV74caDObf1+mE5dRTgXQasFgy++Y71nDWWNd1WBvmoPjij0ILhyF6PNDCYcQ3vAxYrYg89RS0aDSzv6m6GpXf/hYsM2fmfU0EUYRUWgbJ5RzWazldsShORDRCxU5z3njwnf4wNuzqzkSRh5MKTplTnhNRvqjaAwDY1RmDWQRkDXDbjNjxQpbWFQ9YWB58bhFs2NWVNbcGnyvvvvki34udZmxpC6KpJ5nZVldiw2ONLXjynfZMDPz29giuWjkn55x71yKfvlHyz23vRGckhatWzhn0XHsVioDvH1G/emkVljeUw2E9GNfeHkpgW3sEndGDf4BwWiR8fdV8zK1w4/6X92ZFuzutEmaUOoZcvM43t+GsOxHRpOWtyS2cjmVs+FQx3NjyQms2nLUc6hip8PDHyCcRBGJdhddAU4FXfgG89aeD2wQJeN+1wJKPGV3rAzHbjLh0ib+yEhEdjrxWL1xmF/xxP3wOH/xxP1xmF7xW70RPbdSF02EEkgHoA73JbBLRdR0vt76MP7z7B3TEOzLb7268G9844RsTODMimi7MlZUsho+j0Yqt7x8P7jjxhLzjWmc3QLTZoHZ1QSorg9rVBdFuhxqJIPLUU8abrgUB5lmz4D3vvNx9bTZYampzvk5Gch79x1BjMSRfeCFvJHr/fUWXC3osNqRjDXVuuqpC6eiAlkrBVFYGlJUBABQA6fZ2yLt3Z70p3bZkCSq+eRMktzvvcUWr1YhLN/Pvzb0Yn05ENEJVXntOPPjyhjJs2NWdE0Xe2BTIiSjfuC8Ar934Q6+sGWOWuSzweYYevdKrLZTAltZwJno7/9xKsWFXV87cABSMOe8/7pbWENpDKegAoAM6gNZgCmvfzI2Bf3ZrOx5rbEVXNAVV19EVTWXiwfuPO1iU/FDOP18E/LNb27PGVTQND7/Zgu5YCivn+yAIwLa2MF7Z05NVEK/02PD9847E8oYylLutmX2beuIQRQEXHluH+ZWeQ5rbQOtORDRljUds+FQwnNjyQmvW/L8DBeooYC0yPvZdy1AL0L7Z+DjYGEN5PYbz2sW6ChfEox1A6/+AR7+QXRC3eoEP/RJY+vHBC+KOEsBby4I4EdFhrNJZiVWzVkGAgL2hvRAgYNWsVdOqS1zRFHTEOtCT6JkyBfHdwd34xkvfwI/e+FFWQdxr9aKhqGECZ0ZERPnI7e1Ibts2YBT6aMTW98aDK93dRmG3uxvxV1+D46QTc8Z1r1wB7wUfga6qSO/bB11V4Tz1VGjR2IEJGQVctbMTptLSnH29F3wE9iWLC56Hlkgg0dgILZHInEdk/XPo+v3vEVn/XNZzEm9vRmjdOiTe3jystcwcK5lE4u1GaMlk1pr1H3coa6yn05Db2qClUlnH1XUd4ccfh7xrV1ZBXKqsRPlXrytYEJe8XpiqqlgQ74d/ZSAiOgSnzClHg8+VicUOxGQ89U57TiR2U08iJyp7U1MA5S4bltQUI5pW4LKYEEsrw47PLtQhnX9uHXnjuvvvW+W15x13Z0cUsqpDP1AQhw7Iqo54SkVdiQMmUUSpy4qWQAI7O6LYtD+AjnAKiqbDJAqo8Fjx7FY/3m4OZo0bistIyCpqiu1ZYxSKku+vUBT5zo4oErKK6iIbNA3w2M3oCCXRFkxi5Xwf2oJJ/HfbbqQULTNWhduKI8oc+M+WdsiahmUzS7BsZglmljghqzrqyx2oKXIM+fUZKCY937oTEU1pI4kNn64Gipfvq9CaBd8DuncZxXA1DUgWI0Y80QN07cju6K4+pvAYQ309hvLa6bpR9E5Fc88DAJpeBTb/w/goJw5uL20Azvm5UegeiCgCrgrAwlg3IiICTqo5CfVF9QilQvBavdOqIB5JRxBIBqDp2uA7TwKBZAB/2vInPLP/Gejo8wd5QcLq2atx/bLrp2UXPxHRVNa/c9tzziq4li/Pu++hxtarwSDijY1QOjsBRQFMJpjKy1Fy+WVwLluWM6590SIk5s41ItNLSiF5PUZ3eH09BF2HLghQOzuRbmnO2de+aNHAkxEEQEDmzdjN37gJ0aeegq4oEEwmuM46C7U//AE677kHobUPQ0smIdpscJ56CiSnE5ZTTgFkGTCboXZ2Qg0Gkdq9O2ctASDzR/I+xer+43ov+AjKr7xywDXWEgkofj90LfvnAi2ZROfttyP2wosHN0oSbEcdBcluhx6NAj5f9umLIkxlZRCd/L06HxbFiYgOUZXXnlXMzBeJXVdiz9le7LAYv0wKwOxy14jis/t3IXeEk3issRUNPldmXoPNrfd4ffctNG6F2wrtwLVeEgD1wPXeJAlZ8eJ2swRJFNAaTEIH4LZJiCRVNAeTWLe5FdVFjqxxz1pUAbtZyhljoCj5vgrFxc+pcMFmEuEPp+B1mBGMp2EzS6jwWPG7F/fgr683ZcYQADT4nDiizIkytw3d0RTWb/NjZokTFR4bFlZ74LYN/511heaWb92JiKa84caGT3f54uX7K7RmZgcQ9Ru/XLt8xv+X40bn9rbHD3Z0R9qAfS8Cgil3jKKZQ389BnvtNNXYJidznwsYxfL/PWB0iWvqwe0zlwNn/QiwDPKGMpMVcFcCEt/FTkREB1U6K6dVMVzWZHQnupFUClxPJ5m0msY/d/8Ta3asQUJJZD22rGIZPn3kpzG7aDYL4kREk0xv5zZ0HZb6eih+P8JPrIN19uyCBe9Dia2X29qhtLUBug7B7YYeiUBpa4Pc1g7b/PlZ4/bOzVRcDNu8eVD8fqS274BgMkEPhyGWlUE7EJMu2uw5+xY6j95xRZsNliVLofj96Pr9vUg2NgIAxKIi6JEIok89ha45cxBa+zCg6zDX1EDt6kL0v+thnTsXYjyeFXGup+WctQz+Yy0gCBDtdlhmzszMS0/LOeOG1j4M14knwb5kcd41VsNhKN3deV/Djlu+Z3SWHyDYbHCddppRPBcEiJ7sJFPRYoHJ52N3+AAYn04Trn+MMtFUli+2fPXSaiytK87Z/tHj6nDxcTOGFZ/d2BTA4wfi2IGDXcguq4SeWBouq4Ro0ug2B7K/vwrNrW8hvHff3nErPLZMd3M0qcBpNcEqCRBgFMQFADZJwKlzyqFqOvZ1xaBqOi5aVosqrx1mkwibSUBK0WEzCZAEAbGUCqfFhJ5YGk6LCdGkgiqvAxctq4Wq4cAYwEXLaofUJd533QOxNF7a1YlALI3VS6tx6lwfzjrS+EGjI5SEAAEr5pXjgVfeyyqIOywSrn5/A6q8dpS5jXMudVkRS6mIp1VUF9lHVBDvO7fhvM78d5GIpqzhxIYfDvpGnBcy0Jr1dk0nAsZHV4VRGE+FjcJ1b0e3rgKz3pc7Ru2xQ389BpqHKgOh5sIFcV0DNt4HNL+eXRAvOQI48arBC+I2z4G4dP7iTkRE01c4HUZbtG1KFMR1XcdLLS/hC89+AX/c8sesgniduw7fPem7+M5J30Gdu24CZ0lEdOiGEi8+FanBILRo1CiQShJMPh+0aBRqMDgq4/dfNy2ZMAqxFgv0eBywWCCYzdCSiZx9881NtFjgev9KQBAgt7QAggDvBR+Buaqy4HkMZVy1uwu6LENwuyFKklGwVxQk333H6OT2eKCnUsZHRYF13lwogQBir7wMJRCA55xVECzm3HGDQajBQM68Urt3QUsmIZWVQZAkSGVl0JJJpFua866b0t2N5PbtSO/ZA6Xr4C3KEm9tQsuXvpxVELfMPgKOE0+EFosBggDXaaca9x0/QHK7YaquZkF8EFOmU1xVVdx888148MEH0d7ejurqalxxxRX45je/CeFADIKu6/jOd76D3/3udwgGg1i+fDl+/etfY86cORM8eyqkUOwz0VRWKBK70PahxmffvX4n1mxsRkJWYTdLuGhZLc4/phaxtIL120OQBAGqrmNmqRPFTnPB7698x+u/7/KGsoKd116HGcGEnJmX127GsbOKEE+r6IqlUOa0YnFtETw2E4rsZsiqBo/NjHBShkMQAOh4bocfkihA1XTMKLGj2GnG4toi/O+9ALqjaZS6LFhcWzSsdd/cHMT2jjDiaRXd0RTeeq8HM0ocuPi4GVhaV4S2YBKaruO+DfvQFjr4RwiHRcKymcZ8ndbsbvUihxnzKl2wmA7tPWTDiUnnv4tENOUNNTZ8utu9Pjvi/MgLjLXJJ9+ahVqA0tlAOmo8PxUGLK7C3d9zzzL+67/uw3k98u0rJ4FIK6AViHdNx4FnvgPs+e/BbaIZqDoa8FQB9gHe4CYIRhe8Nf890IiIiKYDRVPQleiaEsVwANgV3IXfb/493u1+N2u72+zGpQsuxdmzzoYkShM0OyKi0TOcePGpRioqguhyQfH7s7qepaKiQx4737pZamohWCzQIhFAkoBUCqLbDaWrC52/+GXWvtbZs/POrewzn0HR6g8h3dIMS00t7EsWQ25vz7tvcudOxF99bdBxpdIyCM0t0CMRaAc62AWTCbZFRyL2+htI790LwWw2CudOJ9RQCKkdO6AlEhC7upF4910UfehDueMWFQGCkDMv6+wGiDYb1K4uSGVlUA90vFtqarPWTXA64Tz5JOipFKLPvwA9HofgcMB56imQ9+9Hz+/vzfod3PuRj6Dk05+CGghAC4chejyZgrggipBKSyG5XIf82h4Opkyn+I9//GP8+te/xi9/+Uts3boVP/7xj/GTn/wEv/jFLzL7/OQnP8Fdd92F3/zmN3jttdfgdDpx1llnIZmcGj90Hm76xzPrOvBYYys7I2laqPLasbDak1P8zLe90L59NTYFsGZjM3ToqCm2Q4eONRubsaU1BF3XAQgH7pMiQNd1+A/Ekuf7/up/vHzfixt2dWF5Q2lOd/PCai98HitMogiTKMAkiih2WPDGvgCKnRa8r6EcxU4LHmtshc9jw0XLamGWRPTE0zBLIs5dUgmvwwJAP3CvFR2CIGTmW+K04n1zylHitA7r34Pe9ZFEAbPKnBAE4KGNzXi3NQQAmF/pgSAAP//PjqyCeIXHinOXVMFhMeHN/QEcM6MYggA098ThsEi4aFkdqodx//CBDOV15r+LRDRteGuAysWHb0E81GIUxHsjznXd+HywjvG+a9bbuW1xAcmg8XGw7u9C6z6c16PvvqkoEG4pXBAPNQH/uCK7IG5xAjXHGgXxuWca3e35mCyAt44FcSIimtbicnzKdIf3JHtw55t34rrnrssqiEuChA/N/hDu+cA9+OARH2RBnIimhf7x4tB1hJ9YN206xs2VlcZ9rwXB6DYWBHjOWTXiePRehdYNAKTycgiiCEHTIIgixKIiJN58K+++heZmX7IY3lWrYF+yuOB5OE46EfFXXxvSuGWf/QxcZ58NCAK0YNDosD7rLHhXnQ1zudGEpKXTxvydTsReeBGCJMEyaxYESUJo7cNQ/J054xZdeAGKLvhIzjm4V66A98D2vh3vJl95Zt3MM2ZAj8UQ/tdjiDz1H2NbbS10RUH3r+5Gzz2/y/wOLlgsKL/hBpR+7rNGR3pZGSxHHHGwIG62wFxVxYL4MEyZTvGXX34ZH/7wh/HBD34QADBr1iz89a9/xeuvvw7A6BK/44478M1vfhMf/vCHAQB//OMfUVFRgUcffRSXXHLJhM2d8uuNZz6i3JWJZ97TGUUgJvP+ujTheiPEB+vqHa9jNfUkkJBV1BTbYRJFlLqsaAkksLMjCpfVjONm2hFNK3BZTIilFTT1JBBNKhBF4K39ARQ7zdA05P3+OhiVbs1EsHeEU5jj8+D4+tKsuW1pDaOu2IkFlR5EUircVgmtoSSCMRmzZuR+L1+1cg6WN5ShqSeBuhI7zJKE97p34vhZJZnnR1NqZr75/j3oneNQ1qfcbUSe20xGnHxbMIk5PjfufWkv/vZG9v3DZ5Y6cFRtEeIpFXazCd2xFGaWOnF8fQlEQUSZ2zLu/xbx30Uiomki0WN0dpfOPRhx3r3D2D6cNwoU6vIej278RBCIHYhvi3YYhXlb0cEid9NrwJNfN86z14yTgeXXArqSvW9/VrfRIX4g8YuIiGi6UTQFwVQQ0XR0oqcyqJSawqO7HsU/dvwDSTW7eL+sYhk+c+RnUOuunaDZERGNjd6obUt9fSb+Or13L9Rg8JALx5OFa/lyWGfPhhoMQioqGtF5ye3tWc8vtG7plmZYa2thmzcPejQKweWC0t5mPLe0FGogAMHhgNrZCTUYHNbc+u+rBoOIPv0MJJ/PGNfphOr3FxzXtXw5Ih/4AFK7d8E6uwHulSuQ3LYNltpaWOfNgxaLQnS6kN69C+mmZpiqq6GnUhA8HqidnUi3NMO7ahUktyerix1A3nMov/JKuE48KWvf5LZtRld7SQnk1lbAZoPa0QEIgK16PvRkEsm33oIaCGTOWyovR+W3vwVrQ0PedZFcLkilpRDEKdP7PClMmaL4ySefjHvuuQc7duzA3Llz0djYiJdeegm33XYbAGDv3r1ob2/HGWeckXmO1+vFCSecgFdeeYVF8Umo2GnOG89c7OQ9D2hijWd89VCPVVdih92cHe1tN0uYU+HCy7u7sKUtnBVHXldix5a2MJp64tB142/OdSWOvN9fxU5zwQj2Kq89qxjb+32r68Dschc6wkkUOyzQoRf8Xl5aV5y5N3hbKIFYWsGWtuxj1ZXY8/57sNMfxoZd3UNaH03TsMsfhUkUoGg6HBYJbrsJX394M/733sEfKFxWE655fwOe3tKON97rgSgI0HQd1V4bZpQ6ML/Sc8iv60jx30UiomnCXpI/4txeMvyxejvAh7p9NMS6jKI4ADS9Cuz4jxHjbnEBcz4A9OwBNtxh3Eu81zGfBE78ovEmgEIEAXCWATbv2MybiIhogum6jnA6jFAqBE0vkLQySei6jpdaX8L979wPf8Kf9dgM9wx8ZvFncIzvmAmaHRHR2BrLePHJxFxZOeIif76Y9ELR55aaWogul9H1fMQRByLGiyH7/Yi9+KIRqa6qMNfVZdZ4OHPrv68aiyH5wgtDHte9cgXcK1dkPu99/aHrsNYfmG9JKdDSCnnvXsBkAhQFotOZE30uulxQI2G4li8veA72JYszhfPe4ymhEOTNmwFRBDQNYmkpzMXFSO3cieQ770BPpTL72xYvRsU3bsz79SgIghGX7mbq2khMmbcQfP3rX8cll1yC+fPnw2w24+ijj8a1116LSy+9FADQfiDWoqIiuxuhoqIi81g+qVQK4XA46z8aH1VeO1Yvrc6JZ2Y3JI2ntlACW1rDmXjq8Yyv7j1WPK3AYzMjnlYKHmtpXTEuWlYLAQJaAgkIEHDRslosrPZCOHCf7r5x5Ds6ImgPGuOYTUYXVnswgS0H4sT7yxfB3jvHvuvT+32blFVsagogKav46HF1uPi4GQW/l/uPoes6UoqGaEpFStGg6zp8HhtWL61GQlawaX8ACVnB8oYybNjVXfC16DtumduKEpcVOnSkFBU6dLgsEn721I6sgnh9mRO/vvQYHFVXdHDdDvxnM0vw2ie2+Hw4/rvI6zARjYpQC9C+eeB48vHUG30e7wL2rDc+9kacT2a6DkTaDxbEox1GQVzXgaJZgKoAz/8IeOm2gwVxkxU484fAyV8auCAumQBPDQvikxCvxUREoyOlptAaa0UgGZj0BfGdgZ34+ktfx0/e+ElWQdxtceMLS7+Au1bexYL4OOK1mGj8jVW8+FQgt7cjuW1bTlR83+0DxaTnWzf7ksU5210rV0C02SbN+fWV9/X/4DkwVVQAum4UqHUd0oGI9UON2lfDYeiynLVNMJshWCxIvPlmVkHc86EPoeqHP8hfEDebYaquZkH8EEyZTvGHHnoIf/7zn/GXv/wFixYtwqZNm3Dttdeiuroan/zkJ0c87q233orvfve7ozhTGo5T5pSjwecat5hqor7ydWmXOq3jFl8diMnY2xVDNClDVnWYJQEum7ngsfpHkS+tK8aW1jCcFhNWzvMhpeiwmgR0hFPY0hqGLgAlTjMEwShyh5MKdnZEcfqC3Hm4rGasmOtGWtVgkUT4I0k8u9WPt5uDebu0dehGHR5G8bzQ93L/NV5SW4T2cOrAOQNmCWgPpzIx6QIEozYPAZGEUvC12OWPZsZ1WCXMLHXCLIkodViQVDRomo79wSQO1PYBACvmluOGs+bBbpGwyx+F3SzhhPpS6LoAr12CP5KeFDHlh9u/i7wOE9Eh273euF93Kmx0Yx95gREvPtFaNwH+rUA6BsQ6jc8nw7wK0VSjo13uE5uaDBod4kWzACUBNL9mFPh7uSuBc34OlM8feGyLw4hS5z1IJyVei4mIDo2mawgkA4ikIxM9lUF1J7rxxy1/xH+b/pu1XRIkrD5iNS6edzFcFt6XdLzxWkw0MUYjXnyqydf97Vq+PGe7bfGRBePlC61b3phzpxOWU08F0mnAYsnEnB/KWqvBICSnE5ZTTgFkGTCbM7Hsqd27855fPvnmK9ls0MrLoScSEOx2SDYb0i3NI47a13Udanc35KYmSHY7zMuWAYoCXRCQ3LgRqTffPLizyYTya66G+8wz844lOpwwlZcxLv0QTZnVu+GGGzLd4osXL8bll1+Or3zlK7j11lsBAJUHvvg6OjqyntfR0ZF5LJ8bb7wRoVAo819TU1PBfWlsVHntWFjtmfaFH5pcCnWEy6qaia9WNX1M46tlVUVXJIWErMLrMCMhG5/LqlrwOUvrinHu0upMHHlv3HY0paLEaUE0Zcx/YbUHZlFEPK1BFIB4WoNZFDGnIveX294xYmkFJU4LYmkFkijg1T1dOevT2BTAY42tsJtNOGpGMexmU6Z7u//3cr41fvKdNjT3xKHpAoocJmi6gNZAAu+2BvFYYytsZglH1RXDZpbw2t5uiCJyXgtZVTPjzix1IpZS8fKuLnRGkpkifSChZAriogBceUo9vnXuAtgtxh/jvXYznFYTNB2oKbYjltYmVUz54fTvIq/DRHRIQi1GQVzXjft367rx+UR3jDf/D3jrT4AgAaUNxse3/mRsn4yUNBBqyi6IA8Z9wS0uoHM78O4j2QXx6mOAjz44eEHcUQJ4qlkQn8R4LSYiGrmUmkJrtHXSF8RTagp/3/53fP6Zz+cUxE+oPAG/Ov1X+Mziz7AgPkF4LSaaOObKStjmzz8sCuKFur8Tb2/O2R5//Q1AFKH4/dBVNSdevtC69d3eG1Gux2KQiouhx2KjElGfGTceN8aNx43P0/KwO7r7zldPy1C6uiDoOsy1tRB0HUpXF0SbPRMZn28tCtE1DYrfDzUSgejxQHA4jGK7yYT4Sy9B6VPLlEpLUf2zn+YtiAuCAFNpKcwVPhbER8GUWcF4PA6x3wsuSRI0zYgjqq+vR2VlJZ599tnM4+FwGK+99hpOOumkguNarVZ4PJ6s/4ho+gvEZESTCio8tkwXcjSpwCxJYxpf3Tfy2yxJKHNZYDebEIrLsJtNKHNZYJaG/kfj3rjtQCyNl3Z1IhBLY/XSaly0bAZWLa6EACAQlyEAWLW4EqcvyP0Br3eMvtHlJ9SXQtOQsz5NPQlEkwqgA7s7o4AORJMKAjE5JyY97xqnFEgiYJYExNIazJIAkySgO5rO2VfVdJx4RFnOa2GWJESTCqySiOZAHDaThLSiwW4yoTumoDt2MIrGYZFw60cW45LjZxyISzfUlTjw0eNqYTGJOa9z//OgscXrMBEdkkSP0SHurjKKru4q4/NEz8TOK/geIMcBl8+Yl8tnfB58b2LnlU86bhTEVSX3MVcFYHEC+zcYneK9Fn8U+PDdgL248LiiaBTDHSO4jzqNK16LiYhGJpwOoz3WDkXLcw2dJHRdxwvNL+D/nvk/PLj1QaTUg/GsMz0z8b2Tv4dvnvhN1Lgm+S1epjlei4noUA0lMlwNBqFFozD5fJmOZy0azXRC990OVYXjhOMLxssn3t6M0DqjoF5Ib0S5lkwi8XYjtGQya4zI+ufQ9fvfI7L+uWGda6Hoe8Fiznt+ajA4pPURLGZIZWUQHA5ooRAEhwNSWRnMVcOP2tcVBUp7O7R4HABgKiuD67RTofj9CD/xBLTQwVucWhcuRM1dd8I2b17unMxmmKqqIPG6MGqmTHz66tWr8YMf/AAzZszAokWL8NZbb+G2227Dpz/9aQDGuyWuvfZafP/738ecOXNQX1+Pb33rW6iursZ55503sZMnokmntzu6I5xEhceW1RG+sNozJvHV/aPElzeUob7chVhKgdtmRiQpw2kdfrfy5uYgtneEEU+r6I6msLk5iFPmlOOnFx2Fs49sx86OKOZUuPIWxPvqG13utkt516euxI79PTHs7Ypnnldf5sBOfxgbdnVnRa03+Fw5Y5S5rGjuiSOeViGJAtKqDrfNhDkVLuzpiuUc7/QFPpy+wJf1WrSFEgjGU2hsDkIUBGi6DrtFQlMwAUU7mJduMYn40UcW48iag/cuFQQBRXYzip0WVBfZMb/SkzV2vkj93sh4IiKahOwlRmR6pM0oiEfajM/tE1yILZoJmB1A1G8UxKN+4/OimRM7r/6SISDWhaz7jfRSZeDFnwHv/OPgNtEEnPZ1YNH5A49rtgGuSuM+4kRERNOMrMoIpAKIy/HBd55AOwI78LvNv8O2nm1Z2z0WDy5bcBnOnHkmJCa5EBFNeYUi0fvr7bBW/H6YfL5Mx7OlpjbvdveKFXCvWJETk955zz0IrX0YWjIJ0WaD94KPoPzKKwtPUDduw9n3987mb9yE6FNPQVcUCCYTXGedhdof/mDI55wvwl1ub897HslduxB/5dUhrY911ixoBzratWgUotMJqagItvnzhxy1r6XTUDo6oCvZb5qLv/4Gkm+/nbUO7nPOQdn/fR6CObcewLj0sTFlVvMXv/gFLrzwQlx11VVYsGABrr/+enz+85/H9773vcw+X/va13DNNdfgyiuvxHHHHYdoNIonn3wSNpttAmdORJNRb3d0oY7w0Y6vzhclvmFXF5Y3lMJpNSGcMAriw+1Kb2wKYM3GZkiigFllTkiigDUbm9HYFAAAnL6gEv+3omHAgnjv3PpGl2/Y1Y3lDbld2gDQFU0DAMwHriAd4RQe29SWE7UOIP8aF9khCgJUTYcoCPB5bFhY7S34evR/LUIJGbIGHPhpCvG0gt3+WFZBXBIAl0WESTrYHW6WRFR5bSh2WjLb+o5dKFKfHeNERJOYt8a4h7ggAN07jI9HXmBsn0i1xwJHX27MJ/ie8fHoy43tk0W00/gvX0E83gP886rsgrijFDj/nsEL4o4SwFvLgjgREU07qqaiK9GFlmjLpC6Idye6cfv/bsdXn/9qVkHcJJhwfsP5uOcD92BV/SoWxImIpoFCkej5OqILdVjblywu2AndPyY98fZmhNY+DOg6zDU1gK4jtPbhvB3jvXMT7XbYly6FaLcj/MQ6BB5+BNGnngJ0HWJREaDriD711Ig6xvvOLd/5OU48AfFXXh3W+ohOJ7RIBKLTmdURPpSofS0eh9LWllUQ12UZ/p/+FOF//vPg79+CAOvChSj+2CU5BXHGpY+tKfOXCrfbjTvuuAN33HFHwX0EQcAtt9yCW265ZfwmRkSjqi2UGPUO7UJOmVM+Jh3h+fRGiR9R7srEg+/pjGKOz4Pj60vzzmEoa9HUk0BCVlFTbIdJFFHqsqIlkEBTTyJz3/H+nt2a3T3eOzeXVcLuzijcVgnRpIo5PjdcVimz7ylzyvH4gWJ3Q7kTqm4Un5uDCXTFUqgrsaMnlobLKqEjnEIgJuescSAmo67YgQWVbkRSqnGslJp33773Jg/EZBQ5TDBLEvZ3x2E3S5jtc2FbaxSBePa77spcFpTYTeiJy2gLJjG/0gOXzYQypxWiKOSsx2CvUSAmo8prR2NTAE09CdSV2DNrm28bERGNoVCLEY1uLzlY+J69Eiibm7t9op3yFaD+VKMoXjRz8IJ4vnMbaPtIx3BXApF2QC7wpi//VuCJrwLRg/c3g28hcM7PjDj1QkTR6A63OAaeIxER0RQUk2PoSfRA1dWJnkpBSSWJR3Y9grU712bFpAPAiVUn4lOLPoVqV/UEzY6IiMZCbyS6pb4+Exme3rsXajCYt3ibr8N6oO39pVuaoSWTkMrLoadSEDweqJ2dSLc0w75k8ZDmltq2FbqiQCwqgihJ0NxuaMEgUrt3wb1yxSGtR//zUINBRJ95FlJ5OdRAAILDAbWzc9jrMxRqJAKlqytrm9LTg44f/ACpLVsz2wSbDc73vQ96MgktHIYCQAuHIXo8MFdVw+Qrh2ixgMbGlCmKE9H0NxHR1b2dyGNtoLj2fHMY6lrUldhhN0vojqZQ6rKiO5qC3SyhriT/Od2wZhPWbW6HrGkwiyJWLa7EdWfOQ1Mgjr2dMWi60b1dX+7EY43NePKdDiRkFXazhO3tESxvKIPdLCGUlDPHc1gkCADWb/dDEgSouo6Zpc5MDHz/83PZTNB1YHa5K2sd8u3buw6RhAxJEnDq3HLMLHGiORDHvu44+jSHQxCAEocZFR4rgvE0bGYJNcV2+Dw2uKyDX+4Geo3uXr8TazY2Z9biomW1AJCz7aqVcwY9DhERjdDu9cA7a417hls9Rkf47JXGY96ayVMM76v22KF1hxc6t4HOeSRjmJ1A/WlA7bL8Y+x4EvjvLYDS5w/p8z4IrPwGYBogfctsNwrm7A4nIqJpJqEkEEwGc4rMk4mu63i++Xk8sOUBdCWy/xg/yzMLn138WSwtXzpBsyMiorFUKBJdKioq+JzeDvChbu/LUlML6DrkvXsBkwlQFIhOp7F9iHOzzl8AwWSCHolAc7uhRyIQTCZYZzcM+/yHcn5qLIbktm2AJAGqCnNd3YjWZyBKTw/UPvcJB4Dktm3o+P4PoHZ3Z7aJXi9cK1ZAi8chOBxIvfceEpsaocfjED0eeM8/D5baSfi3jWmEvfdENCmMNLq6LZTAltbwpI+4Hiyuva/hrMXSumJctKwWAgS0BBIQIOCiZbWZruW+6/Ps1najIK5qMIsCZFXDus3teLyxFf5wEpquQxKNe3S3BBJ4dFOrUfC1SEjIKtZsbAaAnOOdu6QabpsJKUVDJKUi9f/Ze/M4t67y/v99N+2j2TSLZ7E93mI78RJwiBMTEieBxCFhSQhL2X8tlLK1QEspS6GUQksppdAvlABN2UuCU4ghhpBAEsi+4LETx453zz6jGe3r1b3398e1NKORZEuz2GP7vMm8ZB2de85znnuFZu5Hz+fkTKwpVqxTYzhVHqb2zechltZRFZlYOsfv9o3ywP7REkFckeHa1S24NYWRSPpEXIu4dk1bVYL4yc7RaDTNnU/1Y2HR2ejGwuIHjx3n+48dK2qbalsvEAgEgjkmMmALu5YFzavsx2e32+1nO5XW1v/0CTE7Ds4G+3HqmiMDMLzHfqxmDNULiTHYf09xFTiAacAjX4V7PzEpiEsybPkQXPsPJxfEPSeq0oUgLhAIBIJziJyZYzQ5ykhiZEEL4vsn9vPR33+Uf3v634oE8XpHPe/b+D6+svUrQhAXCASCBYQ+PEx6376y9t0zoZIleq2ibiWmx6u2tthV4qaJlclgmSZKSwtqa2kxVz42M5Ui1duLmUrhv2EbjTe/Ft9114EkYYbDIEn4rruOuq1XzXl+8li5HGYmU7LP96zHtSz00dESQTx8110M/s1HiwRx94tfhPuSS+w2ScJ98UZSu3oBcKxciexyEfvVr+d87YJixJ0LgUCwIDiVdXU5zkRl+Wyo1q691ly8d+tKtqwIlNh4T8+PBCSyBhaQMWxFOWsYPDsQIZMzcagyhgUOVSKtG8TTOkgSVtyuwtZkib6JVMl8mqJw//MjxNM5cqaFKksMR9KEEjoHR+Nlz1G5PEyPd31nA4dGY4STOXTDRFVksjmDe58bLRLE65wKDkVi87IAr31RF8ORNKvafLx0ZeucnKNf9A6WWNQfHI2DBR0N1dvWCwQCgWAWpCbsSufmVSArULfI3kM8NbEwK8RrodLawsdg/KAtaBtZUBzg9Nn9gy8UV4V3vOjkY6QikEuBrNn25unwpBV6OmqL4ccfmYzJ6YfrvgCLN1eOW9ilCwQCgeAcJZqNEk6HMS3zTIdSkWAqyHef+y4P9D9Q1K5KKq9a/ipef8Hr8WreMxOcQCAQCMoSf/hhovfsxIzHkX0+/Ddsw7dly6zHnY3l98koF6/a3IzscqG2tmKlUkhuN7LLVdGOHLBvLEsnHk/Q9fl/Ivbyl5M5dBDn8hXUbb1qXvJjhMN2nC4XZDJITidWKnXyeKvEMgxyIyOYmckvz1m5HCP/9HmSjz022VGWaX7Pn+O/8UaM8fGCVboZjZJ89DGcF1yA7HAgO50ntb4XzA1CFBcIBAuCk1lXl2N6NfVINM2O3kFWtPpOix36TKnGrr3WXIBdMT5VjC2Xnz0DYaxpx1mAYVjkDAsLqHMpxNIGhmmRs0CyLJyqRCZnYZoWKT1XMt/9zw8zGE5jAfVulVjaYDCc5rnBME8eDVU8R9P3T58e7337hhkIpVAUiXq3xrHxJIls8U2Jdr8TWbKQJZlFDS7WdTZw9WonLk055bmoxPTYylnUex0qFlbVtvUCgUAgmCXuJluojQ3Zgm9syH7ubjrTkc2eSmvTPBAftau+fa32v/WkXRW+7xeTVeGxITj6B5CU0jFUN0QH7UpwTzMkx21x3NDtuSeOwC8/DJHjk/E0LYdX/hvUd1eOWXPZgrioDhcIBALBOYRu6oynxknn0mc6lIqkc2nuOnAX2w9uJ2tki167bNFlvPOid7LIu+gMRScQCASCSujDw0Tv2QmWhaOnh9zoKNF7duJcvnxOBNCZWH6fjErx1l17LUYwiGRZqF1dGMEgRjCIldUrjiG7XDjWbyhZc93Wqwp7iM9Xfqysbu/zbVmora0YwSC5CvHWNm4WfXQUS58cxwiHGf7MP5DZv7/QJmkarg0b8F52GZIkoQYCEAgAYHo8KIEAxvg4UpXW94LZI+zTBQLBgqAWe3GYrKZu87sK1dTxdI5QYnYfaDNhri3c87lI6wa7+kKkdeOkuShHPj9eh8pEIovXoWKa9pfypiIDLX4nHY1uVBliaQNVhiavA6cqI0uQNSxkCVwOBbdWevM7lTXRFAlNkUhmjcK/x+PZkhjy52h6zqafzwa3RiyVw+fWwIIDo4kiQdylyjS6VdK6gWnC9Re1s2lpE50N7poE8WrOXTmL+rdsXsxbNy+paFsvEAgEgjmmvtPeI1uS7ApoSbKfn4kq8am25XPBydbmawOHF1Ih+9HXZgvjmagtfuerwq0cLL2ieIy1rwFVs0V3zXNiT3EPeAKgaHDkIbjz7cWC+LKr4XX/c3JB3N0AfmGXLhAIBIKzm+HEMPsn9jOcGMayLCKZCIPxwQUriJuWyQN9D/Ce+97Dj/f/uEgQ7/H38E9b/omPX/pxIYgLBALBAsUIhzHjcdTWViRFQW1txYzHMcLhMx1aganW5fl4Ja8XIxRC8nox43HMdMoWdjWN3OgoaBpqIIDkKC3mKozh8dhjeDwV1zyT/FRjtS45NJRAwJ47EkE6IUSXi7dazFQKfXi4SBDPHDhA/wf/skgQV5qaqLv+emSXCzManYxJklCbm3FfeCH1r7xhTqzv58t2/lxE3MkQCAQLhmrtxWFm1dTzwXxauFtY2P9Nr+8+NY1ejXhGZ+9QFEWWMEwLjybjdigYhi1i64aFpsis7fCTyBqMN7pRFZmcYSIh0dsfJp7OgWSBJeFzqmUrobub3DhUmWgmhyJJ6KaJ36myss3HI4eCRTEsbnJzYDTKwwfHi3K2otVXOJ9+l8ZAOInfrRFJZRmKZors0nsCXt54SRcP7B8jlMzS5HXwkp5mWutOst9pGWo5d5Us6su1CQQCgWCeWL4VAqts+3B305kRxA/9rti2/KJb7LhmS7m1RQageTlk4/ZcmSg4fNCwpHxl+arr7J/UhN1PkuwxGhaDnrDbsnFQPbB/J/zxBzD1d4xL3wOb/tTeS7wckmSL8k7f7NcrEAgEAsEZ5NGBR9l5dCexbAyX6uLyRZezrmXdmQ6rIvsm9vHtPd9mf2h/UXuDs4G3rnkr1yy5BkWauVuaQCAQCOYfpaEB2ecjNzqKugCrgqdbl3su24yRSJB+6CFQFDAMtO5uHJ1dSG431vCw/ddkOo3kdpddh9LQYI+xb1/RGJX61pKfaq3WlYYGnEuXYiYSyD6f3d/rnXHejVgMY3wcy5r8Wzr2298S/I+vYmUnv7CmLlqEd8sWjBNCvOz3AyCpKmprK7LTCcyN9f182fKfq4hKcYFAsKBYVO9mbYf/lFXRtVaWzwfTLb8tC3b0Ds66Yjw/rltT2bi4EbemzmhcSZKwVXULsGjxu7j6ggCaIqObtiC+bV07t25azE0bOmj2OVEkiWafk5s2LqLN70SWJWRJRpYlAj4Hrf5S4bnV76LV70RGwrIsZCRa/U4CPmdJDNmcyX17R0tyBvDK9YtI6wYHRmNIEngcCofGkkWCeLPXwV9es4JdfWHq3RqbewIsqndz3/MjNeVnJuduQ3cjN27oKBK/y7UJBAKBYB6p74T2dWeuQvzZ7ZO25ZZlP5/LivGpa8tXkDt89h7gDp/9vOvFlSvL6ztt+3PLBCNni9irXgGaFzIxUJx2Zfgfv09BENc8cMO/wSXvqiyIq05bXBeCuEAgEAjOcoYTw+w8upOsmSXgDpDOpflt328JpoJnOrQSxpJjfOmpL/E3D/1NkSCuyiq3rLyFb177TV6x9BVCEBcIBIKzAK29Hf8N2+akKniumW5djmUR/+3vivbKno6kqshOJ5I6N3W3teSnXLzRe3aWrZLOjyt7vZixGLLXO+O85yYmbOv1E4K4ZRiMf+tbjP3rlyYFcVmm7oYbcF50EbnhYZAkfFe+DDUQQPZ40Do6CoL41Bhdq1fPuEK82lwIbESluEAgOGuppbJ8Pshbfi9r8RUs3A+PxQkl9JpiGYqkitYwk3Hvf36YAyNxVrb5uGZNO6GEjteh8pKlTcQyBnVOhXjG4L1bV/LaF3UV9YXSXIYSOoubvKxpryeezeFzqCSyuUIMU2MOJXS6G7201rkYj2dp9jlwqgp9Eym8DpWtF7SSydl7kx8YiRNKZtnY3Vi0tmAsy/IWH2/ZvITxeIaf7Rpk597JD28JWN/lx+/SGI9nSWYMVrbV4XWq+FxqzXmfq3MnEAgEgvOI1IRdrd28atK2fPwFuz1f2T29ir1cWy1Uqo6v1J6OQCJ44stoJ+jeDI09ENwPD/8HhI5OvlbfbQvizcsrx+CqB2/AFt8FAoFAIDjLGU+NE0wFWeRbhCRJNLmb6I/1E8vGCLgDZzo8wN43fPuB7dx18K6SfcMv77icd174Ttq9Z15EEQgEAkFtzEVV8HyQty539PQUrMtTu3uRVRXXFVeAroOmYYyNkR3oR/F6cUxrN8LhkvUY4bDd92Uvg2wWHA6M0dFC37xNez4X1eYnH6/S2lqwdp+LcfOkdu8hO9CPo7ML9/p1WKZJbmyM7PHjmNEost+PpGmM/vO/kNq1q3Cc7PfT9rGP4b54I7lgsNBXDQRQGxvnxRWg3LnLHjlS9nwIbIQoLhAIzmoW1bvPmIg5Fxbu5Sy8p1qJVzPu39y5i517htFNE022q78//IoLSuzTFze5afRqrO1o55o1peNMz6XPpWJZsLzFVxTD9Ji3rGjm+ESCI8EkAAdGoSfgobvJjc+lEs8YhXU0eDUkpKK1uR0KmZxBNqegyBJff+AQzw5O7rPiUCRetqoFVZaQJNuuPVDnJJLScWnKjPK+UOz3BQKBQHAW4W4qb1vubipvqw5zY7WerwA/Wbtl2WJ4OlJ+jNAx+M1nIDPl9e7NcN0XwOUvf4ywSxcIBALBOYRlWUSzUVK5FE7FyURqgiZ3ExOpCTyqhzpH3ZkOsbBv+Hf3fpeJ9ETRa8vql/Fn6/6MdYGFa/MuEAgEglOjtbcvOLGynHW50tAIloWVTBbZmTs6u5B9vpL2k1miW4lESd9Klt/V5Kdgyz7N2n224wKM3XYbke13YabTyC4X/te+hsabbiL+2GPEH3wIK5nENAyy+57HCIULxzmWLaPtU58szKEGAhAI2HbpLS3Irtq2/ayWhW7LvxAR9ukCgUAwQ2Zr4V7Jwhuoetz7nx9m555hDMvC51QxLIude4b5w4ExJEkiZ5hkdMPeJ7yGCq/82lJ6jl3HQ6T0HDdt6ADsGJPZHH6XRjKbY8euIUaiGSwLJCwsC4LxbGEdE4kMfzgwxkQiwxsuWczrL+kurC1nmmxe1kyT18HewSh//oOniwTx7kY3ly9vJpszkSS4Yd0irl3Tzmsu7pyVdf7Jzt1QJMXeweisbfAFAoHgvCYyAMN75s5afCGQtzPXkzDwpP1YJH7HwdlgPz7zPXjm+/NntQ6TOQ4dh+hgeUHcsmDXj+Du9xcL4he/DW76amVBXNilCwQCgeAcIqEnGEwMEkqHCLgDXNl5JQD9sX4Aruy88oxXiT8//jx//eBf8+/P/HuRIN7obOSDF3+QL1/1ZSGICwQCgWBeKGdd3nDLzTS87pYSO3P3+nX4b9iGmU6T2t2LmU5XtCPPjzu9L2AL18kkst+PmUzOieV3bnRsVlbiqd17iGy/CywLrbMTyzSJ3HEnsd//gfiDD9lfEjBNUo8/XiSIe1/2Mjr+7UslOZDdbtsufZ4EcVjYtvwLFVEpLhAIBLNgNhbuJ7PwrnbcAyNx0jkDVZZIZAzAIm2Y7B2MkswauDWFdM7Epcoks0bN9uASEvZ/UiHmI8EE8bSOblhoikTWsEjnDBwqmJaMKllkciZ9EymOTyR4YSROMptjPJFlT3+Y925dyYpWH8fH7cryljonv9w9xFd/ewDdmLR7vf7Cdv7q2pVEUjrRdI4lzW5Wtflnnfc85cYoV7l/xcqWmscWCASC85pyVdMzqZBesEjFj6kJGD9oi+FGFhSHXWXtaYKmS8pbrc+WfI7TYZAUWPlyu/J7KrkMPPB52PeLyTbFCVd/Ei64ofLYwi5dIBAIBOcIWSNLMBUssSDf2LaRLn8XsWyMOkfdGRXER5OjfPe57/LQwENF7Zqs8erlr+bWVbfi0TxnKDqBQCAQnC9UshivaDtuWWBRvHVXJab1NcJhskePYiQSBQt2xeut2vK7YMtextp9Nlbi2YF+zHQardP+m12uqyM3MkL2+DHMRAJjYoLM889PHiBJNP1/76T+lltKitHmyy69HAvVln+hIkRxgUAgmCUztXA/lYV3NeM2+xxggW5YOFXI5CwkwOdUCcYyWFi0+p2MxzMEYxl0w6gqtnwVu0tT2NjdyEg0zY7eQa67sK0wbrPPHjeVNckZFqYkUeeSiaUNJEyGIinufKofRYalAS/j8Qx3PtXP5cub6Wz00lLnJJsz+fffvMCO3UOFuRVZ4n1XLefVGzuQJImOBjcb/U6cqlIU41xY508dY3rlfn7NK1p9Yp9xgUAgqJbIgC3W5iukY0P288CquRGDzyT5tWluW+zOr231jRAftdfsaz3xbwP8neWt1ucqDkMHb5s93wv32vuG+9rsPvFR2PnXMPLc5HG+Nnv/8NYye6iAsEsXCAQCwTlFJBMhnAljVbhZH3AHzqgYnsql2H5gO/934P/ImsWi/ZaOLbzjwneIfcMFAoFAcFopZzE+vU0fHiZ6z05ktxvHkiXkRkeJ3rMT5/LlJcdW6lt37bXkgkGwLJRAACMYJJdKYWX1quIs2LJXsHafqZW4o7ML2eUiNzKCXF+PGQohO52oLa1Ef343xvj4ZGdVpeVDf0Xd1VcXjTHfdumVWIi2/AsVYZ8uEAgEZ4iZ2K9Pt/a+sKOBtnoXsmQL4rIEbfUuLmj3E/A5cGsqkaSOW1MJ+BxoilJx7Knkq9glLA6NxZGwiKdzpLJm2XFbvA5UWSKWtqvWOxpcGKZFSjdo9jlRZZlmn5NkNseegSixtE4wnuHDd/QWCeL1bo0Pv3wVW1YEkCQJn1Ols8FdIojPB/k1t/ldhcr9eDpHKFHdL2QCgUAgwK6EzkRtIThfIZ2J2u0LhZlau1dam560xWSHF1Ih+9HfCStfUWq1nv9iQLkYqo0rNQHJcXD4QJLB2wLZuF01DjC0G+54S7EgvmgjvP77xYJ4fASC++1HYZcuEAgEgnOEnJljODFMKB2qKIifSUzL5P7j9/Oe+97DT/b/pEgQX1a/jC+89At87CUfE4K4QCAQCOYEfXiY9L59VVmIV9PXCIcx43HU1tZCNbYZj2OEw1X3NdMplEAAyePBjESQPB77uUOrak2VLMPz1u7lrMSrWZtr3UXUXX8dWBa5kRGQJDwvuYTQ975XJIjLPh+BD36AuquvJhcMkj18mFwwiOzxnNIuvZbzIZgfRKW4QCAQnEFqsQEvZ+29otXHlhUBBkJJTOxvOnU2euhuctPT4iORyVHn0oildbzOySr0U9Ho1egLJTg8lsT2t5FY1lJ+XFmSsLBIZg00RUY3TAI+JyvbfLg1hfF4hmafk2AsjabINPscPDsQ4TM79jKRmLwBsLjJzfIWL48fHufZgTCvubiT6y5cNKv81sKpKvcFAoFAUAXuJrsiej4qpOeC2Vi7V1pbwxJoXm4L006/PbbDB846SqzWK8UA1cclySBrdjW4twUSY/Z8rgbY+zN44J/BnPKFrotugSv+BpQpn2d9j9nV5dm4va6NfwIN3dXlQSAQCASCBUpSTzKeGsewqnNIO93sHd/Lt/Z8i4Phg0Xtjc5G3rb2bVy9+GpkSdQvCQQCgWBuiD/8sL13dzyO7PPhv2Ebvi1bZtU3X6VdTTV2pb6Ozi6cS5diJhLIPp89p9dbk914Jcvwcu3VrM0yDHKjozS85jW416xFHxkmNzxC6Mc/xkqnC/3cGzfQ/L734ejqIvnMM8QffAgrmURubKThNa9Ga2urGHMt50Mwf4jftAQCgeAMs6jezdoO/ykrxKdae1sW7OgdBOzq8s5GD41uB52NHm7a0MGG7kZu2tCB16kSTdmC+Kmq0KcyGk0zGs0AoCnyibZMYb6p477+km7ecMliAj4niiQR8Dm5aUMH16xp59ZNXUhI9E8kMUy47sI2XhiJ8+E7eosE8atXt7K6vQ6nqrA04MWjqdz//GihIv50MJPKfYFAIBBMo77TFmElyd5DW5KKK6TPJNOt3S3Lfl5txXiltXW92H50+OxqbYcPeq6EIw/aVuudl9iPz26H/qdLY3jm+/DM96qLKz5q7wu+6hX2/OGj9uOKa+Dp78Jv/3FSEJdVuOoTcNXHiwXx+IgtiAO0XWRXiT93V+2V8wKBQCAQLBAsy2IiPcFocnRBCuKjyVG++OQX+dvf/22RIK7JGreuupX/uva/uHbJtUIQFwgEAsGckbcux7Jw9PSAZRG9Z2fZCuVa+laq0i5n3X2qim7Z68WMxZC93opjnAytvR3X6tVlLd/z7dWszcpm0YeGME+I346VK8geOcLE7bdPCuKSROPb3kb75z+Po6uLXDBI/MGHkCQJ5+rVyJpWMWe15lgwv4hKccFZz1AkVVWVrUAwWypda719IfomUnQ3udnQ3Thn404lb+29rMVXsPY+PBYnlNC5YmULfpdaEsMVK1vYNxTl2YEIK1t9XLGyper5+iZSSJLE4kY3ummhyRKhlE7fRIobN3SUna9cxft7t67kxUsa2TsYo8mn8etnR/jOw8cK86iyxAeuXsGaRX5+8NgxVrT68DlV/C6tsL7T+b6upXJfIBAIBBVYvtXeQzw1YVchLwRBHCbtz5tXTdqfj79gt1cbY6W1TW9PTcC+HaVzhY/ZMfgWQTJoC+jRfnuMpuWV4zJNiA9DNmk/795s7yGeDgMS/P5LMPD0ZJyuRnjll2zb9Omkw5BLQus6UB0zy4NAIBAIBAsA0zKJ63Fi2Ri6sfC2vUrlUtz5wp387ODP0M3i+F7a+VLesfYdtHkrV5QJBAKB4OxAHx4uqVg+0zHkrcsdPT0F6/LskSMFm/Nq+5Zbj2/LFpQ6P9mBfhydXbjXr6sYVy0V3ScjtXtPVfNN51RrM9NpcqOjWIb9pTozkWD4c/9EeteuwhiSx0PrR/8G76WXFtrMaBQrk8FxwQXImoZ0ipzVmmPB/CFEccFZTTk76bzwJxDMJZWuta//7gB3PtVPSjdwawq3burivVtXznrc6ZzM2nv6GNF0jitWtvDWbz/Go4fGMSz45e4hHnphjHdfubyq+bqb3FiWxfFQCk2R0A0Ln1Ohu8ldcb5F9e4SETma1mn1uwGJT9/9HPuGY4XXmrwOPnPTWi7qrGc8kaHZ5yCWzuFxqGfUurzcOgQCgUBQI/WdC09gnStr90prm95eyWo9E4fh34CkgGXYAnlda+W4TAOig5DLFM/na4NUGO75EMSmfLvcWQddl0AuTVnqF4O3DRKjC9PiXiAQCASCU6CbOtFMlISewLTMMx1OCaZl8tvjv+X7z3+fifRE0WsrGlbwZ+v+jAubLzxD0QkEAoFgLlkIltjlYnAuX17Wujx94ADJxx6vqm8lO/Pp8xmx6EnXrLW3V6wkr0YQHrvtNiLb78JMp5FdLupvuZmWd7+7qtyczO7diMcxgkEsywIg29fH0Mc/gREMTh7f0sKiz/8Tjq6uQpskSWiLF6MGAhjBIFIVOavFdl4wvwhfHsFZSyU76dNptyw4P6h0rd3//DB3PtWPhUVnoxsLizuf6qe3L3TSsfYORhmKpGq6hvPW3mndYFdfiLRucNOGDsA+JpHJ4XdrJDI5dvQO8q2HDvHooXEswK1JWMAjh8b56v0vVDVfq99Fq98JgG6YJ9qchfnG4xkMy2I8nimMMXVtAOPxDMFYht6+EO/5wdNFgvjaRX7+6y0v4qLOetwOhYu7G7n5RV3CulwgEAgE88fptHavNFddOyDZFue5tP2oueCCG8rHlctCpK9UEAc4cC9sf2exIO7vgrU3g+qyLdLjI5OvybI9/6J1sO51C9PiXiAQCASCk5DKpRhNjjIQGyCWjS1IQfy54HN85MGP8B9//I8iQbzJ1cRfveiv+Lcr/00I4gKBQHCOsBAssfMxmMkkst+PmUzaMUGJdbnnss0kH3u8JN5yfSvZmRfmSySQ6+owE4lTrlkfHia9b19Jn9TuPUR27iS1e0/FY1O79xDZfhdYFlpnJ1gWke13nfSYqVSycJecTnJjYwVBPPHY4wx88C9LBHHXunXILlehTVJV1PZ2XCtXVp2zk8VxJqrEK52P8wVRKS44azmZnbQQ0gRzSaVr7cBInJRu0NnoRpVlmn1OBkIp+iZSZW3Up1dYr+9qqPkatrCw/7MKsR0ZixPPGOiGiabI+JwKGd3AsGxBXJFlnKpJSrcYjWa4tCdwyvlCCZ3uRi9r2v3EMgZ1ToV4xqBvIsWuvjAjkRQ5E1QZ2urd3P/8KLv7w8TTObxOhZeubOGiDj8/3zXI/3vgEIZpFca+af0i3rd1BQ5VpsnroMHjAIR1uUAgEAhOA6fT2r3cXMN7QE+C6oFcClS3/bx1NSy5vLhvNmlXcVtW8bimAY99HZ75n8k2SYKmFbDkClBU8LbY+42nw3ZFueq0q8IV9fTnQSAQCASCWZLKpQinw2SMMl8SWyCMJEa4/bnbeXjw4aJ2h+zgNStew+tWvQ63Kv7GFQgEgnOJhWCJbYTDZI8exUgkQNdB01C8XoxwuMSi3AiHif/mvrLxVmtnboTDZI4exZwyn3xivnLHVKqkr7b6OzvQj5lOo3V2IikKSiCAPjBAdqC/ahv1qWuT6+uRVbVgI2+ZJuEf/y+hH/yg6BjXunU4164lNzCAGY1CIIDs8aAGAkiKUjJuNRbwtfafDxaCs8GZZsai+MUXX4wkSSXtkiThcrlYsWIF73jHO9i6deusAhQIKnEyO2mBYC6pdK2tbPPh1hTG4xmafU7G4xncmm0xPp3pVeEj0TSPHQ6iyFJV13D+eLemsnSxffyO3kGuu7CNYDyLhVWIIa0bbF7WjCJBJmfhVE0yOQtZsqu9q5kvv2bLguUn4vW5VFJ6jsFQCguocynE0gb9oRQ79wzS0eBhabOXo+MJfrl7kP97ZoAHXhgrjKkpEh+4eiU3rl+EKsu01DlxO5SieYV1uUAgEAjmndNp7T59rlzWrt62LFukjo/az3PZ4r7pKCTGSgXxTAzu/QQcm3LD3emHKz8KfU/a+5R7W+xjHT5wNYC7ATzNtnB+stgEAoFAIFhg6IbOeHqcdKUtQRYAST3JTw/8tOy+4Vd0XsE7LnwHrZ7WMxSdQCAQCOaThWCJbWV1csEgWBbKCTvvXCqFlbU/k6ZblJ8s3mrszK2sbldTT5nPmDLfVKZX0udGR4nesxMrqxdVfxvBIJHtd+HbfFmJ0O3o7EJ2uTCCwcJ8ssuFo7OrZL6TobW3o7a0kBsdxYjHATCTSUa/9G8kH310sqOi4LroIlxr1pAbH0fyeJD9fpSGBtTG0iK4ai3gZ9p/Lql0PpzLl59X+5rP2D79+uuv5/Dhw3i9XrZu3crWrVvx+XwcOnSISy65hKGhIa699lp+/vOfz2W8AkGBvJ20sFsWzDeVrrVr1rRz66YusjmLg6NxsjmLWzd1la0Sz1ebt/ldhSpt04RLe5qruobzx/ucChOJLD6nQjydI5U1CdQ50WSZ0WgGTZYJ1DnZtq6Dy5Y3IwEp3UICLl/ezAevWVXVfPk1p/Qcu46HSOk5btrQgVtTURUJVZaIpQ1UWUKRLBIZg2avg0Q2h0OVeeTQRJEg3uxz8O+v38iN6xfhdih0NLhKBHGgxIL9ZNTSVyAQCASCOSMyYFd8RwZqP1Z1gK8VHF5IhexHX6vdnicxbovl0wXx0BG48+3FgnjTcnj992DVNlj1Clv4Dh+1Hy+4Hjo2gjdQKogLBAKBQLCAyZk5xlPjDCYGF6wgblgGvzn2G/78vj/nzhfuLBLEVzas5ItXfJGPXvJRIYgLBALBOcxMLLHn2rpacmgogQCSx4MZiSB5PPZzh10ENdWifC7ilRyaXS09ZT51ynxTyVfSq62thcp0Mx4nc+ggZjptx3mi+ttMp8kO9JfM516/jvpbbsYyDLJHj2IZBvW33HzSKvFyObayWfShYcy0/XuFPjDAwIc+XCSIqx0dBN7/PtS2NvT+fpAk6q7eivuii8oK4mcblc5Hvmr+fGHGleLBYJCPfOQjfOpTnypq/9znPsexY8e49957+fSnP80//uM/8upXv3rWgQoE5RB2y4LTxcmuNcs6YWk+/eb1FCpVm1+ztpVr1rae8hpu9Goksjl+tz+CIkkYlsWSZi/dTW48DoWhsAFASjfocCg0ejW+/2ebufOp4+wdjLK2w8+tmxYD1PSekZCw/7Nvpuer4GPpHJJk36/3uRTq3SpHxxPkTIuHXhgja0zm4qIOP5951YUFq/Qmr6PsXNPt5W/a0MEVK1tm3VcgEAgEgjnj0O/g2e2QidoV2hfdYluRV4u7CZpXQCZuH5+JgtNnt1uWXTWeiZced+Qh+M0nIZuYbFt2FVz7WVtYB+jeDI09tmW6t9UWxBXhoCQQCASCs4eMkSGWjZHQEyf9+/pM82zwWb6151scjhwuam9yNfH2tW/nqu6rkKUZ1yEJBAKB4CyiFkvs+bCuVhoacC5dau/x7fPZY3u9KA0NFS3KZxOvc/lyHEuX2nuY5+fzeMpWx1eqpHcuX1G2+jsXHGfsa/9Zkh/3hReSWrUKY2IcpakZ94UX1hSz58UvJjc6imXY98+TTz7J6L980baAP4HkdOK96kr811+PZ9MmzGgUtaUV14VrC3bpZzsLwdlgITDj39DuuOMO3vSmN5W0v/GNb+SOO+4A4E1vehP79++feXQCQRUsqneztsMvBHHBvDP9WuvtC3HnU/04NZkVbT6cmsydT/XT2xcqe2wlZ4Nqr2H7poB0otpLKtwksCwLVZFxagqqIhfdPLh102I+/aqLCoJ4uXWUI2/X7tIUNnY34tIUdvQOEozbe7hJtlZeKDxb1+Xn2ESS+54fLRLEX72hg397/QZa6py017sqCuLT7eUtC3b0DpatAq+lr0AgEAgEc0ZkwBbELQuaV9mPz26vrWK8vtMW0p0+yITtx4tugbp2iA6UCuKWBU/9N/zyw8WC+CXvhm3/OimI5/G1QddLoGuTEMQFAoFAcFaQzqWZSE/QH+tnKD5EPBtfsIL4cGKYLzzxBf7uD39XJIg7ZAdvvOCNfPPab3L14quFIC4QCATnGVp7O67Vq09ZcT3VuhrLInrPzllXjOerv2WvFzMWQ/Z68d+wjdzoWJFFOZZFZPtdhYrxmcYL2PN5PJjRKLLHU7HavFJlet3Wq6i/5WaQJPSBAZAkfK94OZl9+0rmS+3eQ/SenaiNjXgvuxy1sbFi3srFHPn53aSefRbLMLAsi/AddzD86c8UCeJyIIDc2EjigQfJ7H8BNRDA/aIX4V6/7pwRxGFmzgbnIjOuFHe5XDzyyCOsWLGiqP2RRx7B5XIBYJpm4d8CQSWGIilR6S1YcJS7Lqe39U2kSOkGnY1uVFmm2edkIJSibyJFq99VcvxsnA1CCR2fU+OSJW7i2Rw+h0oim6NvIoXPqXHVqjqyholDkRmNpQkl9IrjV/Oem2rXfmgsTp1TIZ42ODASx6UpNLhUkrqBQ5FJ6QYPvTDB80OxwvGaIvFX16xk27pFuDSF1jonqjJ5Y2B6DPn5WutcTCSyeB1qxXVMWtE7C1byI9HMSdcsEAgEggVAZABSE3ZV9OnYy3qu50tN2JXdzatAVuw9wcdfsNtrGX/5VgismozN2wKRPjByxf2ySbj/M3Do/sk2zQMv/ywsK1OdLkm2FbuzbkbLEwgEAoHgdJLKpZhIT6AbpXuQLjSSepI7X7iTnx36GTmz+PP6yq4redvatwmbdIFAIBCclLx1taOnp2BdnT1yBCMcnrUoWa5aPbJzJ2Y6jdbZWbAo1wcGyA70V7Qe14eHC2Pk41VaWjBCISSPB2NsDCMcrqk6vlLflne/G9/my8gO9OPo7EJyaAS/8V8ora32fF4vxugo2YH+qvM2PWZLljEmJjAjEUyvl7Evf5nE7/9QdIza1YXS2IhlGORGRtDHxvBd+TJk97l5j7mWc3euMmNR/AMf+ADvec97ePrpp7nkkksAePLJJ/n2t7/Nxz/+cQB+/etfs3HjxjkJVHBuIiyQBQuRctclUNLW3eTGrSmMxzM0+5yMxzMnnqf599+8UPa6zleG10qjVyOe0dk7FEWRJQzTYnGTm+4mNz6XLZBPtWVv9JavDqv2Pdfo1egLJTkylsC0LGRJoqfFyy0v7iSdzTGaNpAkMC37Hvx4MlI4VpFg20XtbFu3iAaPg0aPhjRlL9NyMaxo9ZVdX7l1VLKSr7RmgUAgECwAZms7vhDmczfZY8WGbEE8NmQ/dzfVPlZ9p/2jpyDaD6ZZ/Hp0AH75ERg/MOWYLrjhy9C8vHQ81QG+9uK9yQUCgUAgWIBkjSyhdIhUbuE7fRmWwf3H7uf7z3+fcCZc9NqqxlW8a927WN20+swEJxAIBIKzivm2rtba24sETkdnV1mLckdnV9njp9uOey7bjJFIkN63DxQFDAOtu7sQ7/T5aoktj3v9uoJArw8P2/M99FDRfI7OrqrzpjQ0YCQSpJ5/3m7I5VAXLcJMpxn80IfJHj062be5GWQZDAPLMDBDIWSXC/e6deesIJ6nlnN3LjJjP59PfvKTfOtb3+KJJ57ggx/8IB/84Ad54okn+Na3vsUnPvEJAN7znvewY8eOOQtWcG4hLJAF88VQJMXeweiMrqVy1+VPnjzOHU/2kczm8Ls0ktkcO3oHafW7uHVTFxISA6EUEhLXX9TGc0OxebmuJUkimc0RimdIZnNIkkSr38VNGzoYDCf5zXPDDIaTBVv26bnIry0Yz2BYFsF4pmJso9E0o9E0FuBQZawTbROJLCe2F8e0t1LHnOJs53EotNQ5eOZYiLFYmiavo0gQr/S+H42mkSQJw7DI6AaGYRUdN51KVvKVmM01IRAIBIJZMhe249XMMbzHfpyv+fLW55JkV4hLkv08XyU+NYZq4j3+GAw8UyqI9z8Bd7y1WBDvvhRu/V55QdxZB/XdtiBeSwwCgUAgOK0MJ4bZP7Gf4cTsbFIX6nwnwzANEnqCkcQIg/HBBSGIB1NBjkSOEEwFy76+Z2wPH37gw3xt19eKBPFmVzMffvGH+deX/asQxAUCgUAA2IJuet++Ekvvqe2n27ravX4d9bfcjGWaZI8exTJN6m+5uWyVeDnb8fhvf4eZyWDlcoXHM4Ha2lJT3izLAsMo/J1tRKMMf/rTRYK4++KL6frG1/Hf+EqQJHIjI6AoNLzh9Xg2bjgdyxKcQWZcKQ7w5je/mTe/+c0VX3ef49+oEMyOvAXyshYfiizR5ndxeCwuLJAFs2K27gPlrstdx0OEUjqmaaIbFpoi4XNphBI67926ki0rAvRNpOhucqMpCv/52wNzfl2HEjoHR+OMx7OckIM5OGqPe/euAf7YF0E3TPrCKe7eNcAVK1tKcrG+s4Fdx0OMRDPkTAtVlmjzO8vG1jeRQpIklrV4sU5Ug4/FMvzxeBhFkmj0aownim3umrwanQ32OKPRNGOxbFX5PTwWp28iRTJr4NQkMjlwqhLJrFHRPr0Wy3jhSCEQCARnmLmyHa/E9KrwjhfN33zTrc/z49VSmX7od7DrR5AcB4cPVr0Cujfb4v3u/4U//DtYxmT/jW+Byz8A8rQ/3SQJvAFw1dceg0AgEAhOK48OPMrOozuJ63F8mo9tS7dxWedl58x85bAsi2QuSSwbI51Ln9a5T8WukV08OPAgyVwSj+rhys4r2di2EYChxBC3P3s7jw49WnSMQ3Fwy4pbuHnlzbhUsVWkQCAQCGymV1j7b9iGb8uWiu2n07rafeGFpFb8EWNiAqWpCfeFF5btV87aPbW7FyseR3K5IJNBcjqxUqk5sXuvFIPi9eK44grQddC0mu3ac2NjyLKMe9MmrGwW/fhxMs89V9Sn/pZbaHrnO5AUhcbXvx7Pi16MkUzg6llW0VZecG4xK1EcIJvNMjo6ijmtwmHx4sWzHVpwjtPo1fC5VEai6apsnwWCUzG9CnkkmmZH7yArWn1VC9LlrkuXphCdSKDIUsEmPa2b6IZ9w3pDdyMbuhsLMczHdf3cYJiRiH0jwaVKZHIWI5E0dz55nJ17hpGAZq9GLG2wc88wL+k5zpNHQ0W5+NVzQ/SHbLG7zqUQSxsMhtMMRZKs7fAXzZe3ho+ldZp9ToKxNA5Fps3vJKWbJPXi/8+vcyi4NRlZgkhKx+NQ6W4qzXml973bIROMZbCwaPXbOQ7GMoUclxujGsv4ubgmBAKBQDBL5tJ2fDrTq8JjQ3D09yCp8zMfTFqfnyyGZ7fb4vl0ET7cD3/8AeSy0LAUEmPwwr1Q1wlPfQf2TXHZUhxw9afgghtKY1BUe22qs/YYBAKBQHBaGU4Ms/PoTiwseup7GE2OsvPoTnoaemj3zv1N5dM933QM0yCWjRHTYxhm6d9zZ5pgKsiDAw8C0FXXxURqggcHHqTZ08x9x+7j7sN3l+wbflXXVbxt7dto8YgvVwsEAoFgkukV1rnRUaL37ESp85dtdy5fftqsq/OxqU1NuFavLolhKuWs3SWnCyMaLYjkRjBILhjEyuoVZpwd+RisZLKsTfqp8mam01jZLJLbjRmLkT10CP3YscLrktNJy19+EN/WyS+Oy243dVdvRVKUeVmTYGEyY/v0AwcOcMUVV+B2u1myZAk9PT309PSwdOlSenp65jJGwTnKono3N23oQJLg8FgcSaLI9rlahC2yIE++CrnN7ypUIcfTOUKJ6j+sy12XV13QSrvfhVtTiSR13JpKwOdAK/OBOVfX9XTG47ZtuaZImJaEpkggwZHxBLppUudSUGSZOpeCbprsHYwST+fwOlQmElm8DpV4JoeiyAVR3aVKaKpMKmuWzLehu5FbN3WRyZkcGI6R0k0uW97Ejt7hIkFcluA1Gxfxpku7AYn+UArDhFs3dRV9USD/Hq2cHw8Bn2POczwX14RAIBAIZsmpbMdnQ74KvW7RZFW4ZcDSl87NfNXYkZeLIRO126diGhDcB6kQeFvsvt4Wu2J8518XC+K+Nrj5O7YgHh+B4H77EcDhhfrFk4J4LTEIBAKB4LQTyUSI63FaPa0okkKrp5W4HieSiZwT81mWRcbIEMlEGE4M0xfrI5wJnxFB/FSW6ACxbIxkLkmTuwlFUmhwNXAkcoS/fehvuevgXUWC+AWNF/Cll32Jj2z6iBDEBQKBQFBCvsJabW0tiMdmPE52oL9suxEOn/bYJI8HIxRC8ngqxlDO2t135ctQ29vt4yIRJI8HJRBAcsxPQeOp7OUrWdQDGPE4ueFhuxp+w3pSTz5ZJIirrS10fOlLRYK42tiI1t5ekyBeLobU7j1Edu4ktXvPTJYtOAPMuFL8He94B6qq8otf/IJFixaddO9XgaASV6xsYUWrj1BCp9Gr1SwcCltkwVTmyn1g+nUJsHsgTCKTo86lEUvreJ2Vx53tdV2OlW0+XKqCYVl4HDLJrIlLlVnXWc9TR0PE0gZ1LoilDTRZZm2Hn0Njg+wdiqLIEoZp0ejRaHCpWIDfpRFN62iKXLaiO49l2T8Z3eRnu4bI5CYFcUWCBrfKonoXm5cFODSWYDyepdnnYF1XA1D5PTo9P0ORFD0tvjnPsXCkEAgEggVCJdvx2VKpCn3VdfbPbOar1o68mkr4XBZig6C6bcv0xJgtiAf3w8CTkMtM9l20Aa7/om2N3veYXUmejdvHrbsV1t40sxgEAoFAcEaod9bj03yMJkdp9bQymhzFp/mod9aftfMZpkEqlyKZS5LOpTGt0i9an25OZok+lTpHHR7Vw0RqgpyV46nhp4jr8aI+AXeAt699O1d2XSnudwoEAoGgIuUqrGWfD0dnV9n2fNXz6YrNSCRI79sHigKGgdbdXTGG6RblAOk9z2ImEsg+n20D7/XO6xoq2aRXsqIHyE1MYETsL/6ldu9m/Ju3YcZihTFdG9bT9rG/Q2mwfw+SVBU1EECucevncjGknnuOyPa7MNNpZJeL+ltupuXd756LVAjmkRlXiu/atYtvfvObbNu2jY0bN7Jhw4aiH4GgWhbVu1nb4Z9RhfhUW2TLgh29g6Ji/DxmLqu0p16X+XG9TpVoyhZrTzXuTK/rSlyzpp1t69pRJIl4xkCRJLata+cj161m27p2JCCU1JGAbevaeenKlhN/vJ9QtbHwuzVu3LAITZGZSGbRFLmoonsqvX0hfvJkH7Jk4XGpRNK5IkHc61S4oN2Hx6nyi94hvv/YMZq8Tl66soUmr5MdvYP09oUqvken52e+cjxflfsCgUAgmAH1ndC+bm7tvE9WhT6b+abbkVuW/bxcxfipKuH1NET7wcjZFeCrXmH3Of6I/TNVEL/wZnjNN21BPD5iC+KWBU3LQPPAgV/PLAaBQCAQnDHave1sW7oNCYkjkSNISGxbum3erMznYz7LskjlUkykJxiMD9IX6yOYCpLUkwtCEJ9uiQ7w4MCDZSvGA+4AFzVdRO9YLw/0PVAkiDsVJ3+y+k/4xjXf4Kruq4QgLhAIBIKTUqm62b1+3UmrnhcqWns7rtWrC1bl/hu2IXu9mLEYstd7WtYwNQYotajHsojes5Ps4CD6yAhGJIJlWUR+fjdDf/dxzGi0MJb/1a9i0ec+VxDEZbcbbdGimgXxcjFMfP8HhO+4EywLrbMTLIvI9rtExfhZwIwrxdeuXUswWNmOSCCYb/K2yMtafAVb5MNjcUIJXQhe5zHzUaV9qnGHIqmq56ul73T+9daNXH/RMAdG4qxs83HNmvZC+0t6jrN3MMraDj+3blrM3sEoXofK1gtayeQsnKrESDTDTRu62LS0qWSM6bHtH44RT+voJkTTk/ZxsgQeh8LSZg9uTcXtUDkaTBCMZ1jd7i96L/ZNpGp6j9Z67qrN5XxdEwKBQCCYIyIDs6vorlSFPptx83bkzasm7cjHX7Dby41VKYZsAmLDJ76gdoKOF8MLv4ax5yfbZAWu+Bu7EjxPOmxXiAdW2VXfroaZxSAQCASCM85lnZfR09BDJBOh3lk/73t7z2Y+y7LImTlyVo6skSWdS5M20lhTP8sWGHlL9K66LhRJocndRH+sn1g2RsAdKPRL6Al+sv8n7Di0g5xVum/42y98e1F/gUAgECx89OHhksri00ml6uZK7acLIxxG8XqR16zBjESQ6+uRLAsjHK46lpOtYb7yPn3cvA280tpq28B7veSGh8kcPIijuxszmyX4n/9J/Df3FcaQNI3ABz5A3cuvLbQpDQ2ojaWFYdWQj8HR01Oww88cPIiZTOJYuhRJUVACAfSBAbID/bjXr5t1HgTzx4xF8X/5l3/hox/9KJ///OdZt24dmlZsRev3+2cdnEBwMoQtsqAS+eru0zFuLRb+c2H3f82adq5ZUzruk0dDxNM5EtkQ7fVuVrT68LlU4hmj6P1xYDTGwweDxNM5DgcTOFSFK1a2FGKLpXQ0VabBrRJNG+jm5I0PRYK3bF7Mb58fJZbWcWoK4/EMHk0h4HOWvBe7m9w1v0erPXe15nK+rgmBQCAQzJJqLcpPRb4yfK7GnYkd+fQY0hGIjxX3SYXgVx+DgaemzNUI2/4VOi4u7utqsCvGMzHbOn0mMQgEAoFgwdDubZ93MXw28xmmQSwbI5aNYVinfz/w2TDVEr3J3cREagKP6qHOUQfYa7v32L388PkfEskW762+umk171r3LlY1rjoToQsEAoFgFpzMVvt0kq+srrb9dKA0NJDp70c/etT+krYkoS1dWrP9ebk1zFfey43rXL7ctoF/6CFQFKxcDrWlBdntJjcWZORznyPzwguT625upu1Tn8J1gf25Lsmy3d/jmXFc5WzylaYm5IkJjGAQJRDACAaRXS4cnV2zzoNgfpmxffq1117LY489xjXXXENrayuNjY00NjbS0NBA4wy/cSEQ1IKwRRacaWqx8M/3TWRy+N0aiUyu0HcokmLvYLQq6//pffPjJrM5/C6NZNYeFyh5f2xZ0czDB4Ml8eZtzk3Tos3vZiCc4sdP9hcJ4k5V5k0v6eZDL7+AN126GFmSGQilkJB406WLefvlS0npOXYdD5HSc9y0oYMN3Y01v0erycVc5VIgEAgEc0BkAIb3lLf0rubYai3K53vc6euYrR15YtwWxOMj9r7h8REIvgB3vK1YEG9ZDa//fqkgrmjQdQlseJOwRBcIBALBvGBZFhkjQyQTYTgxTF+sj3AmfNYJ4mBbol/ZeSUA/bF+AK7svJKAO0DvWC9/9cBf8fXerxcJ4gF3gL/e9Nd88YovzkgQD6aCHIkcKWvRLhAIBIL5p5Kttj48jD48THrfPvTh4TMd5qyotI5q1pcbHcMYG8PK5bAMAyuXwxgbIzc6VvGYasbN591MJpH9fsxkspD3SmNUs45K5zMfr5XLYaZSWBl7+7H0/v0MfPCDRYK468IL6fzaVwuCuOxwoHV0zEoQh/I2+U1vfQsNr78VJAl9YAAkifpbbhZV4mcBM64U/93vfjeXcQgEM0LYIgvOJLVY+IcSOkfG4sQzBrphoikyPqfC/XtH2T0QnnGlebPXyZFgwrY6Nyw0RcLn0ggl9JL3Ryih8+tnR0ri7ZtIEU3qtNQ52T0Q5o/Hw0w1xtvc08TbL1/C1tVtuDSF925dyZYVAfomUnQ3udnQ3cjvD4whIWH/N7nvWi3v0Wqrvyvm8vlRdvdXl0uBQCAQzAGzrcau1aJ8vsattI6Z2JGbpi2AZxPQ95i9J3g2bleND+8GIzvZd9X1sPWToE37bHTWga/VFsGFJbpAIBAI5hjd0IlkIwtmP/C5YmPbRrr8XcSyMeocdWSNLJ977HM8Pvx4UT+n4uR1K1/Ha1e+FqfinNFcu0Z28eDAgyRzSTyqhys7r2Rj28Y5WIVAIBAIqqWcpXX2yBFiDzxAes+zZ7x6fLZUqsautko7O9CPEY3CCREZwIhGK9p7VzuuEQ6TPXoUI5EAXQdNQ/F6McJhMocOlYwBVLUO17qLyp7P7EA/ZioFmgYnHvXBQUY//wX77+8T+F/5Spr//N1IJxytFZ8PJRBAkqSSNcyEclbyvi1b8G2+jOxAP47OLiGInyXMWBS/8sor5zIOgWDGCFtkwZmiFgt/3TAIxrNYWDT7nIzHM8QzOg/sH6XR62BZi4+RaJodvYOsaPWVXNPTq9Lzfa+7sI1gLFM0blo30Q372/3T3x/l4m2tc2BaFvc+P8JIdPIXJYci8zfXXcCrNnbQ4nMiy5O/RGzobmRDd2NRbC5NYWN3Y8k6qnmPVlpfuVyUz2WO3+0bocnrPOXxAoFAIJgDpldjx4bs54FV1Qu3M7Eon+txT7WOWuzIDd0+Ppe1hfEX7rX/SE8EYbh3sp8kw2UfgIvfagvfhXYJPM3gbigeV1iiCwQCgWCWGKZBIpcgqSdJ59JnOpx5I+AO4FJc/GT/T/jF4V+U7Bt+dffVvG3t22h2N894jmAqyIMDDwLQVdfFRGqCBwcepMvfJfYjFwgEgtNIOUtrZJnkE0/aNtY9PeRGR4nesxPn8uVnzMZ8Jkyvms6vQ6nzl20vtz59eATSJz7zFQUMA9Jpu73K+cqNa2V1csEgWFbBNjyXSqEPDRO7776iMcI/3Q6SVHI+yq0j+cSTIMtF51P2+ZCcLnLDw2CayI2N5I4dw0pNcQhVVQLvey/+668HQJIklOZmlLq6uT0plLeSd69fJ8Tws4ya7NN3796NeeLbF7t37z7pj0AwHWFrLFiIzOa6rMXCX1MUAnVO3JpCJKnj1hT8bgdp3cDrUJlIZPE6VOLpHKGEXhJbviq9ze8qVHnH0zlSWZOAz4GERP8JO/OAz4GmKCVj5ONN6wa7+kKkdYOrV7eSNSx6ByJFgnijR+P//cnFtPod/N8z/fxuf/EvTNXEll9HNZxsjN6+EL84YfNeMZcujYxuVsylQCAQCOaYfDV23aLJauxM1G6vltlalJ9qXD0FA0/aj1PHnWqVPhfrAHuOSJ8tiAOkw5AKw/CuYkFc88CN/wEveluxIC7L4O8oFcQFAoFAIJghGSNDOB1mKD5EX6yPidTEOS2IG6bBziM7+fP7/pyfHfpZkSC+pmkNX77yy3zoxR+alSAOEMvGSOaSNLmbUCSFJncTyVySWDY22yUIBAKB4ATV2HiXs7T2XPoSMAzU1tZCtbEZj2OEw6cv+DkgXwUveTwYoRCSx4MZj9tV0/F42fWV5MzI2X9nyrL9JfD8v41cxfksIHv4MBZUHFdyaCiBAGia/UUEzX5uplMlsRnhMEY4VBJvuXVgGPb5m3I+6657BbKm2vugaxq5w4eLBHGlqYmOL/7LpCCuaaiLFs2LIC44d6ipUnzjxo0MDw/T2trKxo0bkSQJy7JK+kmShGGcfXsQCeaPam2RBYLTyVxcl9Xagzd6NXoCXpLZHD6HRjyrIyExGk3xwAujKLKEYVosbnLT6NVKYtuyIlC2yru7yU06ZzAcTWNZFlFJwudSyo5x04YOACwsLNMired44sgEdzzVTzwz+QvR+s56Pvfai7j94cP85rlRdNNEk2W2rWvnX2/dWHVs5SrmK1Gp6n5H7wC/enaYlG7g1hRu3dTFa1/UVVMuBQKBQDAPzFWV97zag1vTHim1Su+5cvbrSEchMWbfaMiTicPg07Z1eh5HHdz4Zeh4UfHxqtOeW5mxiZdAIBAIzmNyZq7wo5s6WSNL1sximOfPfbk/jv6Rb+/5Nsdjx4vaW9wtvPPCd/LSzpfOmX1qnaMOj+phIjVBk7uJidQEHtVDnUPcgBcIBIK5oFobbyi1tAZI73m2pNo4/9rZgtLQgJFIkN63r1DlrXV34+jsKqmOl30+0gcOkHzs8aKcOZevQHK7sQwDHA7IZpEUBefyFWXny/T3ox89av9dK0loS5dWGHc5stttV28DVjqN7HaXjU1paABJKom30jrqrrqKuquuwgiHkdweJFlCHx5G9nrJHjiAlZ3cjsyxfDnt//AZ1Gb7y26yx4MaCCCdKBQTCCpRU6X4kSNHaGlpKfz78OHDHDlypOTn8OHD8xKs4Oxkui2yZcGO3kFRMS44o8zldbmo3s3aDv9JbbrzVdoeh0o0reNxqFy7thWXQwWsEzfSLSRJYvSE9ffU2B4+GGTLiuaSqnSA0WgGWZJwaQqyJDEazbB3MFIyxk+ePM4dT/bhUhWWt/o4Op7ivx8+WiSIv/GSbr725osZjqT4zXOjWNhV4xawc88wdz51vOrYarEtL1d1f2FHHb96dhgLi85GNxYWdz7Vz2g0XXUuBQKBQDBPzGWVd30ntK+bO0E8b4mueaDzEvvx2e3Q/3SxVbplwZEHbWF8putITkB8tFgQP/oH+OWHigVxXztc+5lSQdxVD/VdQhAXCAQCQdXkzBzxbJxgKkh/rJ/+WD/DiWGCqSCRTIRULnXeCOID8QE+++hn+ftH/r5IEHcpLt6y5i1849pvcEXXFXP6t2HAHeDKTntLyf5YPwBXdl4prNMFAoFgDphu441lEb1n5ykrxl2rVxesradXj/tv2HZWWaefDLW1pbQ6/rLNJB97vCRnrjWr8V13nS0SZzJIioLvuuuo23pVybi50TGMsTH7yYk9uXMVzkVu1O4nqSqS04mkqhVja3jdLTTccnPJ+XCvX1fxPGnt7WhdXUiWiZXLkXz6aVJPP10kiLtf/GI6v/zlgiCuNjaitbUJQVxQFTXdfVmyZEnh38eOHePyyy9HVYuHyOVyPPLII0V9Bec3eVvkZS2+gi3y4bE4oYR+2vf6zVs9n6yiV3B+cCauy+lV5aGEjtcxwkuWNhHLGNQ5FeIZg76JVNnYVrb6eUlPc9E1/IveQSRJYnmLF9MCWYLRWIYDI3Hi6Rytda6CnfhQOIWJhVdTeWD/GMHE5C8TLlXmo9dfwE0bOgn4HOzcPYRumjR6NBRZps4FoaTO3sFoxdiWNnvpm0jR3eQu7DcO1b/vpufn6aMhUrpBZ6MbVZZp9jkZCKXom0hx44aOsrncekErmZyFU5UYiWYK51O89wUCgWAemKsq77yN+VxViuct0ZtXTVqij78A4WPl21tXw5LLa4vBsmwxPBMrbnv6dnjs6xRVp194M2z6/+z58kgSeFvA5Z/9eqcy17kUCAQCwYLAMA3iepykniRjZE59wDlOPBvnf/f/L784/AsMq/gLAHOxb/ip2Ni2kS5/F7FsjDpH3VkhiDsUB27VjSzZ9VGWZWFiYpgGhmX/WJaFhYUsycjI9r6skoIqq2iyhiqrKLJSeE1CEl9GFwgEc0rextvR01Ow1c4eOYIRDlctbE+vHj8dgrg+PFx2vnLtlfpOxQiHUbxeHC97GWSz4HBgjI5ihMP4tmxBqfOTHejH0dmF5NCI/+a+sjnr+vw/Edq0icy+53GuXkPjza8tO192oB8kCbWrC3I5UFWMsTGMiXFcF1xQNG52oL/q2PJ7bZc7H5XOUy4UwgiHsXSd8dtuI/qLX04GKss0vvWtNLzh9fbnkKKgtrQgu4vv9VaTY8H5y4xLErZu3crQ0BCtra1F7ZFIhK1btwr7dEGBSrbIp9vWWFi4C6Zypq7LRfXuIlE2kc2xdyiCIkkYlsWSZi/dTe6KsU0/vrvJjVtTiKZ1mn1OxuMZ3JrCyjYfjxwKsncoWrATD3g1hqNpBsKZqbfqaatz8vmb13FJTxN+l73+lW0+NFkmljaoc0EsbaDJMms7/CSyoZLYDozGePhgsPD+iqZzXLGypeb33dT1dTelcWsK4/FM0dq6m9xlc+lzqcQzRknOxHtfIBAI5pH6ztmJr9PtzC+6xRbbZ0Mla/eGJZWt0mtZh2nax+pT3GX0FPz2s3Dg3sk2zQ3XfhaWX118vKLa86vO2a1zOvORS4FAIBCcUQzTIJaNEc1GMS3zTIdzxjFMg18d/RU/3PfDkj281zav5V3r3sWKhlJb2Pkg4A4sSDHcqThRZRVJklAlFU3RcCgONFlsLSYQCBY+SkNDWVvtWu3P8xXHp4NKdu/l2oGqrOHzebASiZI8TB/Xc9nmijmLP/wwqaefxozHMRNJtLbWsvM5OruwLItcfz+SpmHpOpLLhdLUXNH6vJrYjFgU35YtFc/H1HbLssiNjmEmExjhMCP/9HnSzz5blJPWT3wc90UXASC7XKgtLYVK9VOdD4EgT0326VOxrPLWtOPj43i93lkFJTi3KGeLXKu18mwRFu5nlqFIir2D0QWV77m8Lnv7Qvyid5DevtAp+07PhWVZGKZFJmc/WpZFq99VdWwbuhu5dVMXEhIDoRQSErdu6mJtRz2SJGEYFhndIKubDEczJYK4pkj87fUXsGVFgEQmV4jtmjXtbFvXjmVZjCd0LMti27p2bt20mJs2dJDWDXb1hUjrBltWNPPwwWDJ+6u3LzSr911+bZmcycGROJmcya2buoqq0PNUOp+AeO8LBALBQiVvcz7VzvzZ7Xb7yY4Z3lPaZ2p7JWv3rhfXbvk+fT4jBwNPwdAuiI/YbdFB2P7/FQvi/k543f+UCuIOL9Qvrk0Qr7Tm6X1qzaVAIBAIFgSGaZA1siT1JJFMhGAqyHBimL5oH32xPsKZsBDEgWdGn+EDv/sA/7X7v4oE8VZPKx+75GP880v/+bQJ4mcaRVZwq27qHHU0OBtodDXS6Gqks66TRb5FtHhaCLgDNLga8GpeIYgLBIKzhrPN/ryS3Xtq956S9vBPtxPefhdmIoFcV4eZSFS0hq+UB6Bk3OSjj+HZfGlVfSvNp7a2oLW0YJkmZiqFZZqFGHKhEIlHHyEXCp3U+ryW+aZj5XLkhoYwkwkyBw7Q/4EPFgnizpUrafvMp1E8HnLBIEp9PWp7e4kgnj8f1eRYcP5Sc6X4zTffDIAkSbzjHe/A6Zy8oWMYBrt37+byyy+fuwgF5wTTbZFPt33xQrJwP99YyFW6c3Fdfv13B7jzqX5SuoFbU7h1Uxfv3bqybN/puVjf1UBKN3GqMpmc/ZjSTUIJvabY3rt1JVtWBIqsy/cORklmDRwqJLIWqaxBJJ0rOq7ZoyFJoMoyTx6dKDlPr9rYyVAkzVgsQ0udk1dtnBQNLCx7+24sYimj7Purkg187e87adpjecrlrJLdu3jvCwQCwQKgks15aqK8UF2pErpSezlr91os36ePu+ZVkByH/Tvt/cIdPmhaCk9/F9LhyeO6L4XrvmDvF55HksDTBO7SL3adlGqrv2vNpUAgEAjOCKZlYlgGST1JQk+gm/YXkAWV6Y/1851nv8NTI08VtbtVN7euupVXL381DsVxhqI7PciSjFNx4lJdeFQPmiJEboFAcO5yJuzPZ0olu/fsQH9Je6q3l1w4bH+BWddB05C93orW8OXykN63r+x8rpUr8V5ySVV9y81nhMN25XVrK1Y6heRyI7tcpHbvJvPCC5ipFHJwnNRzz+HbsqWm2E5lfW9ms+RGRrByOWL33U/wq1/F0vXJPFx7Ld6XbiF6z06sVAqlqYn6V91UtvrbCIfJHD2KmUhUlWPB+UnNonh9vX1zx7Is6urqcE/x63c4HGzevJl3vetdcxfhFAYGBvjbv/1bdu7cSTKZZMWKFdx+++1s2rSpENOnP/1pvvWtbxEOh9myZQvf+MY3WLmyvEAlOL1Mtzo+nSwUC/fzjekV+iPRNDt6B1nR6lswguRsrsvevhB3PtWPhUVno5vxeIY7n+pny4pASTVzuVz8bt8Iw5E0igytfhfj8QzBWAb9xPYTtcS2obuxaE7dMBiLpskYBomsSWyKIC4BnY0uJGxB3OtSSmL7yZPHkZBYVO9mY3dj4dz5XSo7egdxaypLF9t9Hz8yjixT8v46mQ18Lfl1qhIdDb6T5jfP9JyJ975AIBAsYCrZnLubSvtOr4SODdnPnf7y7YFVlS3Rq7FKnz5fpA+e+DZgguqG+iUw8CQ8fzdF+4dvfDNc/kGQp/yZlRepNVdt+am05vzaplJLLgUCgUBQE1kjS8bIkDWymJaJhVXYexkoiNpW/n/51058ibjwmhC/ayKejfPj/T/ml4d/WbRvuITENYuv4a1r30qT69z9nFMkBY/mwaN5cCkusXe3QCA4rzid9uezoZLde95ifGq75HRixmJIsowSCGAEgxipFFZWrzj+9DyczF6+lr7TsbI6uWAQybJQO7swgkGyAwNkBwaQHQ4cS5diBINEtt+Fb/NluNevm9V8ecxkktzYGKauM/7t7xD92c8mX5Rlmt/9LjyXX07oBz9EkmUcq1djjI8TvWcnzuXLS64RK6tjBINgWVXnWHD+UbMofvvttwOwdOlS/vqv//q0WaWHQiG2bNnC1q1b2blzJy0tLRw4cIDGxklh5Itf/CJf/epX+e53v0tPTw+f+tSnuO6669i7dy8uV403oQTnFHlr5R29gxweixcqYReKMHuustAq9IciqVlVhff2hYqqsfsmUqR0g9Y6JxndxO/SGI1l6JtIlYi25XIxFE7hd6mYFkSSOm5NxedU0BRl1vHqOQtNkegP6+TMyZsvXoeCz6mQzZl4HSq3bupiUb2HeDpHa52LiUQWr0NlKJwCCRb53Rwai+NzqMQzuUL1d5vfyUQii8+pkMjkuHxFgN394aL314buRqLpHHc82ceuvhCNHgevv6S76rXk89vZ6EaVZZp9TgZCqUJ+q8mPeO8LBAIiA9VVBQtOP3mb82e321XN+UrocuepUiV0+Nj8VEhPnc/M2VXhE4dPxF0Ph++3586jOGDrJ2H1K4vHUZ12TErNf3bVVv1dSy7ziPeGQCAQlEU3dXRDJ2NkSOgJcmbu1AcJ5oycmeNXR3/Fj57/ETG9eN/wC5sv5M/W/dk5Z5PuUBw4FAeKpGBh4ZAdeDWvEMIFAoFggZO3GI/es5PskSOFPazd69dhxKJF7b6rrsSMxTASCcxIBMnjQfF6kRyVC3f04eGiauxK81Xar7tS3+njSg4NJRAgFwyiD/TbleJuN0YkgtLRgaQoKIEA+sAA2YF+3OvXzWo+ACMSIf3CC+iDg0x893tk9u4tjCX7/bR9/O9wb9hA9vBhLF1H6ejAjEaRPB6MsbGy1d+SQ0MNBGrKseD8YwZ3Z2w+/elPz2Ucp+Rf/uVf6O7uLojyAD09PYV/W5bFV77yFT75yU/y6le/GoDvfe97tLW18bOf/Yw3vvGNpzVewcLjTFu4n48spCrd2dq4l7NJ37IigGVZHBpLoCkSumHhcyp0N5VeW+Vy0eDVaPQ6MC2LOpdGLK3jddr5mWm89h7gWR4/Ms6hYJIpejj1bpX//JOL8WgKQ5FMQdwfiqSIZ3T2DkVRZAnDtGjzOwgndf54PFw4vifgobvJTSKb43f7IyiShGFZLGn2cs2aVq5Z01r2/TW9SqJaupvcuDWF8XiGZp+T8XgGt2bnt5b8iPe+QHAeU631tODMUa2deaVK6IYl81MhnZ8vdASc9ZAYA1cDxIZh391gZCf7eprhlf8ObRcWj+Hyg7fFtk6fTQzVrm021vDivSEQCM4hcmaOrJG1xW1TJ2fmkJBQZAVpypZMFhaGaWBaJiYmpmkWVSQLTj9PjzzNd579Dn2xvqL2Nk8b77zwnVzecfk5IRTn9wPXZA1VVs+JNQkEAsH5SiW79+ntAOk9z2Imk8g+H2Y8juzxVKykjj/8sL0/djxeEJgrWZfXElu5cZ3Ll2Ol0+RGR22nsmgMrb3dFsaDwULVtexy4ejsmtV8dduux716NbEHHySy4xek//hHrEymMIZj+XLaPvVJtLY2uzq8ZxmWrpP8wx9AUcAw0Lq7y+ZNaWjAsXRp1TkWnJ/MWBQH+OlPf8odd9zB8ePHyWazRa8988wzswpsOnfffTfXXXcdt956Kw8++CCdnZ28973vLVi1HzlyhOHhYa699trCMfX19Vx66aU8+uijFUXxTCZDZsqbLhqNzmncgoXFmbRwPx9ZKFW6s7Vxr2STfkF7Ha1+J/GxJLphAhKtfiet/lJninK5eMMliwHY0TtINKUX8pNvqzXenGEyFE3zrYcO871HjxW9VudUWNNex/IWHx0NnpJj7T/CrRMOsBbZHEwkbGsZTQbdhGA8SzCeOWH7J9k3+a1Ju8Dp76983qdardeS9w3djdy6qYs7n+pnIJQqfBmh1e/ih4+/UFN+xHt/4SI+hwXzRi3W04IzSzV25pUqobtebAu7tVRIV4O/A5ZfDc/9DMJHT+wf3gNHfgfGFOs1Rx3c+B/QumayTZLAGyjeU3wmzKT6eybW8OK9cd4jPosF5xoT6QmSevJMhyGogb5YH9959js8PfJ0UbtbdfP6Va/nVctfddbvG67KKl7Ni0/ziT3BBSWIz2KB4Oymkt379PZ8JbUZjZ60ylsfHiZ6z06wLBw9PeRGR4ssw2uxl5/at9K4dddeiz42hiTLSJqGpesYiQR111xN8pFH0QcGkF0u6m+5uWyVeLXz6SMjRLbfhXXddYT+9ydknnsOTLNwrOeyzbR+9KPILhey04na0kJufLyqdebnrjbHgvOXGYviX/3qV/nEJz7BO97xDn7+85/zzne+k0OHDvHkk0/yvve9by5jBODw4cN84xvf4MMf/jAf//jHefLJJ/ngBz+Iw+Hg7W9/O8PDwwC0tbUVHdfW1lZ4rRxf+MIX+Id/+Ic5j1cgENgshCrd2dq4V7LxPjASp7vRy5p2P7GMQZ1TIZ4xKo5bKRfZnMGBkTgr23xcsbKFvYPRmuNN6waHxuL84y/28tjhiUK7Kkts6G5gdZuPUFInnMwhScW246GEjtehsvWCVjI5C6cq8ce+MKZlsaLFi2GBIsFILMOBkTg+p8ZVq+rIGiYORWY0li4bWz7vU23ZK/WtxHu3rmTLikCRbf1M8iNYuIjPYcG8UYv1tODsoFIldC0V0tVgGrZQ3L4efG2QDkPfk/Do12wr9TyNy6BxCcjyZJui2tea6pxdDHnmem0g3huCEsRnsUAgOFPEsjF+vO/H/PLILzGtyZviEhIvX/Jy3rLmLTS6Gk8ywsJFlmScihOX6sKjeoQQLjgp4rNYIDg/qLbK2wiHMeNxHD09SIqC2tpK9siRgmV4OTvySkztmx9XaW3FCIWQvF6M0VEyhw4iSRJqVxdWLoekqhjhMN6XvITG195MdqAfR2fXKQXxSvM5Tjg+y2432dFRQj/+MZk9eyYPkiQcS5bQ+OY3Y8bjmNEo2uLFSJpmj+X14njZyyCbBYcDY3S0rH16LTkWnL/MWBT/+te/zm233cab3vQm/ud//oePfvSjLFu2jL//+79nYmLi1APUiGmabNq0ic9//vMAXHzxxTz77LP813/9F29/+9tnPO7f/d3f8eEPf7jwPBqN0t3dPet4BQLBJGe6Sne2Nu6VbLxXtvk4HExgWbD8RMXyqcadnovptuz7h2O89kVdNcUbSek8cyzEp37+LP2hVKHd61B40eJGLuzwM57I4nOpHBiN8fDBYJHt+IpWHz6XSjxjFOYLeO11RtJ62TUnsrlTxtbo1Ups2Rc3uWu2z9/Q3Vi0R/tCsuUXzB7xOSyYN2q1nhacHVSqhK6mQroacln7WslXg3ua4Y/fh94fT+kkweLLwN1sC+KuBrvZ4bVF9Kki+VwwV2vLI94bgmmIz2KBQHC6yZk5dh7ZyY/2/Yi4Hi967aLmi3jXunexrGHZGYpuZjgUBy7VhSZr9h7hskPYoguqRnwWCwTnD9VUeSsNDcg+H7nRUdTWVnKjo8g+H0pDQ0Vb9XJM7+vZfClGIkH6oYeKrMidy1dgWRZ6f3+hUlzyegtCeDVieNn5LtuM7POhDw4ie73oQ0Nk9u3DmFL9LTkcOC+6CDUQINvfT+Y392Gl00XW7rLPh5VIlORiNjkWnL/M+I7N8ePHufzyywFwu93EYjEA3vrWt/LjH//4ZIfOiEWLFrF27dqitjVr1nD8+HEA2k9c5CMjI0V9RkZGCq+Vw+l04vf7i34EAsG5Rd66XJLg8FgcSeKUNu5DkRR7B6MMRVIFG2/DhKPBBIYJt27q4po17dy0oYO0brCrL0RaNwrjTj2+EtNt2S0s7nyqn9FouqpxLctiLJbh538c4L0/fKZIEL9sWTOfeOUa2uqdHJ9IIkmwZUUzDx8Mksjk8Ls1EpkcO3oHAUry8/YtS3nTSxYjITEQSiEhFa252lxO2rJbgFW4KVBNfubyfAoWLuJzWDBv5K2nJcmugpWkubHVFpy76CmI9k8K4qkw3P3+YkHc4YMll4PmtsXvVa+whXBPE1gmjD5n25PPhMgADO+Z+fHVji3eG4JpiM9igUBwOnlq5Ck+8NsPcNue24oE8TZPG3/3kr/j8y/9/IIXxCVJwqW6qHPU0exuprOukw5fB02uJuocdTgVpxDEBTUhPosFAsFU8jbgSBLZI0dAkuznUGRHjmURvWcnehmn5OnW5VgW8d/+DnPKVg151OZmtJYWAMwT2yRrLS2orS3ow8Ok9+0rmSO1ew+RnTtJ7d5Tcb7ko4/hWr8OM50ms28fyccfLxbEPR60FctRfD7cm15MZv8LSIpStDagbC6E6C2YKTOuFG9vb2diYoIlS5awePFiHnvsMTZs2MCRI0cK+8vOJVu2bGH//v1FbS+88AJLliwBoKenh/b2du6//342btwI2N+qe/zxx/mLv/iLOY9HIBCcXdRi4/77A2Ps6B0sqqZe19XA08dCjMezNPscrOtqKPS3TuzFbdkbcpc9/oqVLSXzVLJl75tIUe/RTjqux6lw2bJm/tgX5gePHS8a9+2XLeEvti6nrc7F1tWthTWHEjo/ePQY8YyBbphoiozPqRBK6GXzc8XKlhLr8lpyWc6WfSSa4f69o+weCJ8yP3N1PgUCwXnMfFhPC85N0hFIBE98iQsIHoB7PgLRKQJ1y2q44UsgybaluqvB3nu8rh2OP2bvy52JTu79vXxr9fMf+t3sjp/J2OK9IRAIBILTyPHocb7z7Hd4ZvSZona36uYNF7yBVy171YK2GJckqbAnuBC9BQKBQDDflLMBT+/bd1Jb9amUs2BP9fYiayquK64AXQdNwxgbs+3Ru7pwXnABZiKO7LUrs2MPPEB6z7MlVeljt91GZPtdmOl0Ya/xupe9rGg+paWFzP79aIEArgtWMf7AA1gnBHcA54UXojQ0YCYSoKp2hXoyiVZmbcISXTCXzFgUv/rqq7n77ru5+OKLeec738mHPvQhfvrTn/LUU09x8803z2WMAHzoQx/i8ssv5/Of/zyvf/3reeKJJ7jtttu47bbbAPuX07/6q7/ic5/7HCtXrqSnp4dPfepTdHR08JrXvGbO4xEIBGcf1di4D0VS7OgdxLJg2QlL9Due7MPCosnrZM2iekaiaXb0DuJ3qezoHcStqSxdXNzXramF43f0DrKi1VcydyVbdrdDPum4i5s8HByL88879zEWn/xlwutQ+Lsb1nDThg7q3VrJmkejaYLxLBZWYb60bqAbRsX8TLcuryWXeZvzqbbssgyPHxnHpSmnzM+pONO2/AKB4Cxhrq2nBeceiaBdFZ7n4H1w36chl55sW3kdXP0pu0Ic7OpwzQW+doiP2KKzZdn7dMeG7OeBVdVde5GB2R0/m7HFe0MgEAgE80w0G+XHz/+Ye47eU7Jv+CuWvII3r3nzgt43XJIkfJqPemc9qjzj26gCgUAgENTMdBvwk9mqT6dcX6WhASQJK5ksOt7R2YXs84Fl4exZRm50FEuWST7xJLLLhaOnh9zoKNF7dmJldSLb7wLLQuvsxAgGiWy/C9fKVYX5lEAA/fhx0DSiv/410bt3TAYmSdS/7nXkwmEkSbKF+HCY1BNPgqJUXJuwRBfMFTO2T7/tttv4xCc+AcD73vc+/vu//5s1a9bw2c9+lm984xtzFmCeSy65hP/7v//jxz/+MRdddBH/+I//yFe+8hXe/OY3F/p89KMf5QMf+ADvfve7ueSSS4jH4/zqV7/C5XLNeTwCgWDhMhtr7lBCJ56298tWZIk2v4tQMks4oRe1xdM5+iZSVfcNJfSSufK27NMtyhfVeyqOm9VNnjw6wSOHxosE8Y4GF3+3bTVbVjQXBPHpudAUhUCdE7emEEnquDX7uaYoM0v0KShnc755WQDDtKrKj0AgEAgEJcylxbhpQnRwUhC3THjs6/Crv50iiEtw+V/CK/5pUhAHcDeAvxMU1a62zkTt/bllxX7MRO32asgf7/BCMmg/1nJ8NWPPNDaBQCAQCGZIzsxx96G7efdv3s0vjvyiSBBfH1jPf2z9D95/8fsXtCDu0Tx0+DpodjcLQVwgEAgEZ5y8rbqZTpPa3YuZTle0Ei9nwd7wultouOXmkuPd69eV9PVc+hIwDCSvFyMUQvJ6MeNxMocOYqbTKIGAXREeCGCm05jpFP4btmFZFpl9+zAzGXLHjxcJ4pLHQ/tnPkPdVVdCJoPS3IyVSCB5PGCaeF5yCWYqRaq3FzOVmrFNeiXLd4EAZlEpLssysjypqb/xjW/kjW98IwADAwN0ds591cGNN97IjTfeWPF1SZL47Gc/y2c/+9k5n1sgEJwdVGtdXol8dfNINF2obm70OLCwitp8LpXuJnfVfRu95W3g3rt1ZYlF+VAkVTJug1vj+aEITxydIGsUb1FxYYefzgYXfzgYZPdApLDm6bnYsiJAT8BLMpvD59CIZ3U8jsqxzQXTbc4BdveHq86PQCAQCAQF5tJi3NBtQTy/f3g2Dvd+Co4+NNnH4YPrvmDvIZ5HksDXCs66yTZ3kx1PbMgWnWND9nN3U3WxuJsgk4Dh+0BSwDKgsaf640819mxiEwgEAoGgRizL4qmRp/jOs99hIF78JbZF3kW888J3snnR5gVtP64pGk2uJtyqcCYTCAQCwQLEsrfc5BTbGJezHY8//HDZ46f3BYjddz/phx4CRQHDQOvuxrl8BbLLhREMogQCGMGgXU3e2YVz5Qokp4vM/n2Mf+vb5KaI0pLbjfvii0FVUNvbMQ2D5COPFI0t+3z239wS9uMMiD/8MNF7dpZYvgsEeWZcKV6O4eFhPvCBD7By5cq5HFYgEAiqYrr1uWXBjt7BmirGy1U3v/6Sbt5wyeKitps2dLChu7Hqviez+d7Q3ciNJ8YrF4NpWSxr8TAYyZQI4tesbqGn2YPfpbGita6w5t6+UEkuHj4YZMuKZjwOlWjaFsRPFdtcsKjezdoOf8HufHrOTkcMAoFAIDjLmW4Dbln285lUjOspiPRNCuKhY3Dn24sF8cYeeP33iwVxRYX6rmJBHGwL8otusf9oH3/BfrzolhqtyaffzDj5zY2qmZPYBAKBQCCojmPRY3z60U/z2cc+WySIe1QP77zwnfy/q/8fl3VctmAFcUVWaHY30+nrFIK4QCAQCBYc+vAw0Xt2IrvduDdsQHa7id6z86QV0Vp7O67Vq9Ha2095/NS+lXCtWU39LTeDJKEPDNh26LfcjGPpEnIjI2Re2M/ol/6tSBBXWlrw33ADstdL8rHHwTBLfhewMhni9/8W2eXCvX4Dsst1yrVVyg+WhaOnByyr5jEE5z41V4qHQiHe+9738pvf/AaHw8HHPvYx3v/+9/OZz3yGL33pS6xfv57bb799PmIVCATnAUORVKGquFahNG99vqzFV7DmPjwWJ5TQK45Vbr4rVrbgd6lF1dtAUcXzTPrWsr78uPuHY8gSfOPBw6T0KfuvSVDnULioo54Do3F8To2JRBavQ2U0li5Yu0/PxcpWPy/paS4bQ29fqGQd88H06nEhiAsEgnOGyIBtS+1uEqLjXOcibwPevGrSBnz8Bbu9lvHTUUiMTX4j/tjD8OuP25XieZa+DF7xj3aleB7NDXXt9tzlWL7V3qd7JmtOTYDTByteDkYGFCfEh2pfWyVmE5tAIBAIBFUQyUT40b4f8aujvyqySZeRecVSe9/wBmfDmQuwCuocdTS6GpGlOa0fEggEAoFgzjDCYcx4HEdPD5KioLa2kj1yBCMcrihk68PDhervWo43wmEUrxfHFVeAroOmYYyNYYTDtLz73fg2X0Z2oB+toxNHVyf62BihH/2I8A9/VDSOtngxnssuQ9Y0lMZG9L4+sgP99tgvexlks+BwkD10ECMcxrFkSdVrm4v8CM4/ahbFP/axj/HII4/wjne8g1//+td86EMf4le/+hWyLPPb3/6WzZs3z0ecAoHgPGA+rM9PZs1dab7p7dF0jitWthQqnU82Ri19T7a+B18Y5adP9TMYTrF3KEZKNwqvyRJoioTLobC+u54/9oXYOxRFkSUM02Jxk7ustXs+F+Vi+/rvDnDnU/2kdAO3pnDrpi7eu3X+XD/KxSAQCARnNXNp7X22Mx+5mAsb8MQ4pEL2vy0LnvkfePT/UVSVvelP4dL3wNQb4u5G8Dafevz6zpkJzvm1ZePzZ3E+09gEAoFAIDgJuqnzy8O/5H/3/S+JXKLotfWB9fzZuj+jp77nDEVXHU7FSaOrEZfqOtOhCAQCgUBwUpSGBmSfj9zoKGprK7nRUWSfr2B3Pp3pVuKezZdWfXx+LiuZLNvXvX4drgvXkhsbQx8aZvRLXyL52GNTBlDwv+pVmIkEZiSCsnixbbXu8+Ho7LLHTiQKYysNjWBZVa9tLvIjOD+p+euPO3fu5Pbbb+dLX/oSO3bswLIsNm7cyC9+8QshiAsEghkzX9bnlay58/Mlszn8Lo1kNldkOz4ez2CYFuPxTMU4Ko1xsr7l1jcUSbF3MFo47th4gp882cfxiSS7+iMlgrhDkVAkidY6JwGfE0mSSGRyTCQyJDI5JEmi1e+qOhe9fSHufKqftG7g0RTSusGdT/XT2xcqiU0gEAgEZZhLa++znfnKxWxswC0LokOTgriegns/AY/+JwVBXHPD9V+Eze+dFMQlCeraSgXxyAAM75m78ysszgUCgUBwFhFMBTkcPsx9x+7j/fe/n+88+50iQXyRdxEff8nH+dyWzy1oQdylumjztrHIt0gI4gKBQCCoGn14mPS+fVVZctfStxq09nb8N2zDTKVI9fZiplL4b9hWtgq6nJV48rHH8Vy2GSSJ7JEjIElFx6d27yGycyep3XsKc1Xqmz1+nPgf/kDiiScY+NCHigRxyePBvXEjZiKB5/LLkDwe9GPHCmO4168rGbvhlptpeN0tFeerJT+zGUNw7lNzpfjg4CBr1qwBYOnSpbhcLt7ylrfMeWACgeD8YibW5+Wo1po7lNA5EkwQT+vohoWmSPhcGn0TKXYdDzESzZAzLVRZos3vLBtHpTEq9S23vvv3jrJ7IFyoHr96dSsSErv7I/SHioXojnoXG7vqMQC/UyORzdE3keLgSIxQMotp2aL5wZEYoYRedS76JlKMxTJkcwYWEhIWDlXh3r0jjMUyM67cFwgEgvOGubL2PheYz1zMxAbcyNmV17mM/Tw6BPd8BIL7J/v4O+GGf4PAFIcURbVjV53F482XI4CwOBcIBALBWcCukV388sgveX7ieSLZSNFrXtXLGy54AzcuvxFNLu/WthBwq27qnfVCCBcIBAJBzUyvvPbfsA3fli2z7lszkgTSiccKVLISd61YgXfTpoKlel4wHrvtNiLb78JMp5FdLupvuZmWd78b5/LlJX2j991P5O670fv7ybzwAuRyk6F5PCiNjeRCIUzDwLtxI/6rrioZw7dlS9mxy7XVQqVxBYI8NYvilmWhqpOHKYqC2y0scAUCweyo1fr8ZFRjza0bBsFYBguLZp+T8XiGtG4yFEkxGE5jAXUuhVjaYDCcZiiSZG2Hv6oxdMMoma/c+mQZHj8yjktT6Al4OTaR5M6n+hgIp4sEcVWWWLOojna/C49Tpb3eXcjPUCTFSDSDBbhUiUzOYiSa4bnBMGs7/FXlIqXnSOsGFuBUIZODlG7wxOFxlgZ8LGvxMRJNs6N3kBWtPmF7LhAIBNOZC2vvc4X5zkUtNuB62p7fPPG5PPA07PwopMOTfbougev+GdwNk20OD/jaQZ5mqjW9Cj42ZD8PrJobEVtYnAsEAoFgAXM4cphv7vkm/fH+onYJiet7rufNq99MvbP+DEV3auocdfid/gUt2AsEAoFg4TK98jo3Okr0np04ly8vEV5r6TuTGGSXC8f6DScd92RW4lp7e1H/1O49RLbfBZaF1tmJEQwS2X4Xvs2X4V6/rqhvet8+wj//OfqRI2QPHiyaU/L5kH0+5IYGzGgUMxTCyuol8+Up116pby3MxRiCc5cZieLXXHNNQRhPpVLcdNNNOByOon7PPPPM3EQoEAjOC/LW5zt6Bzk8Fi9UJs+XAKspCgGfg3jGIJLUcWsqPqeCYdoV37JkC8wuVca0LFJZs+IYoaTOaDSNU1Vo9GhoisJQJFVUoZ1f30+ePM6u4yEavBqblwV45GAQl6rQF0qRzBg8cmicdG5yLo9DYdOSBt5wyWL8bq0kP88NRJAku0I8Z4Ii2/fqx+NZgJI4yrW5NRWnKpM1LDKGhSxJKDLopkWb3zWryv1KMQgEAsE5Rd7++tntdlV0voL4bBU4IwPlK5YrtU/lZLmo5viZxjadTAzio/aHomXBnjvhD1+aFMgBNvwJbPlLkKf8SeRpsn/KIRwBBAKBQHAekt83/Ef7fkQqV+xmVu+o5y82/AVbOueo8m0e0BSNgDuAU3GeurNAIBAIBBWoVHlthMMlAmwtfU+GPjxcVPGcH1dpbcUIhZC8XozR0bLj5q3Ewz/dTqq3F6WhgYbX3YLW3l4ybnagHzOdRuvsRFIUlEAAfWCA7EA/amsLRjiM7PcjKQqZQ4dJP/MMxvj45GSyjP/VryLzwgHMdBorlUL2elG8XiSHRmr3HrID/Tg6u3CvXzer8zCTvAkEU6lZFP/0pz9d9PzVr371nAUjEAjOb6q1+54LGr0aPS0+EpkcdS6NWFrH61RZ2eajweNAN0z8bo1oSkdTZLqbSmNp9Gq4HQpD0TQgkc4ZuB0uDoxGefjgeFnbcQnb3kZCos6lEk5m6O0Pk9YNJhJ6fmdTADYva+LNly5hdXsdK9vqAEryk80ZKLKEblhIkoVlgaZIrGzz8fsDY+zoHSyKAyhp625y43OpRFI6mmR/CcDnVAl4nbOu3C8Xg7BgFwgE5yTniv11JXvwWmzDy+ViLmzHqx0jMT65f7iRhQf/Gfb+fPJ1xQFXfRzW3DTZJklQ1w4Ob+X5hSOAQCAQCM4jLMvi8eHH+e9n/5uhxFDRaz7Nx/L65QTcAS5ouuAMRXhyJEmiwdmA3+FHOom9rEAgEAgE1XCyyuvZ9K1EOft15/LlGIkE6YceAkUBw0Dr7j75uNOs1suN6+jsQna5MIJBlEAAIxhEdrnIjY8z9rX/xIhGkRQF54VrifzkjiJBXHK7cW3cSN2VV2HpOTAMZJ/PHt/jIfzLe4jfe2+JLft8Ma+29YJzglmL4qfi4YcfZtOmTTid4huZAoHg1FRj9z1X8+Qr06MpvUiw3T8c486n+plIZHFrCrdu6mJDd2PZcSRJQpUlFEnCsCCbM7lv7yguTSmyHfe7VHb0DuLSFDZ2NzIcSbGjd4B4JkckpRPPGFPGhHe9tIc3vWQxbfUuPI7J/6uenp+1HfW01zvpm0hjnVDU2+udBHxOfvj4cSyLQhw/efI4ElJJbG++dDGtfheJjIFpWaiyzKIGNzdt7ODhg8EZV+4PRVLs6B0sikFYsAsEgnOas93+upI9uNNfu2341FzMhe14NWOYJsSHIZu0nyfGbLv04d2T43hb4IYvQdtFk22KdmL/8GLnq7JrOpccAQQCgUAgqMCRyBG+vefb7A7uLmp3KS6667ppdjfj03xc2XklAXfgDEVZGY/modHVKKzSBQKBQDBn5Cuvo/fsJHvkSEFwrWQLXm3fclSyX298wxuqjrec1Xr4p9tBkuy2KeO2fOD91N9yM5Htd6EPDCC7XPhe8XIyz+/D0nXUQID0/v3E7ruvaP9wpaEB18UXU/fya/Fd8VLkOp8tSEejyD4fztUXEPrBDyvass8182VbLzi3qFkUr5Vt27axa9culi1bNt9TCQQCQU1Uqkx/79aVbFkRoG8iRXeTuyCI9/aFitpCCR2vQ+UlS5uIZQzqnAqD4TShZJaVrT4mEll8ToWRaIa+iRTxdI5lLT4sLDwOlQPDMY6Mp4oEcVWWeN/WFbzuxV20+p04VeWkawgldNYuauCiDggldRo9GqZFYb7WOhcTiSxeh8pQOAUSbOxuLLJE75tI0d3oYU17XWEd8YzBytY6ljZ7SvIA1VmihxJ6SQyjsfSMLNgFAoFAME9MtSPP24P7FkEyCA4fxIcgfGx2tuGVxq3FdvxU1uUTRyB4wK709rXByHNwz0dsYTxP2zq44V9tYTxPvn9sqLoq//l0BJgLe3mBQCAQCGZBOBPmB8//gN8c/Q0mk9t6ychc13Mdb179ZnRTJ5aNUeeoW3CCuENx0ORqwqW6znQoAoFAIFiAzNZW27dli12tXcUYtfSdTsEmvaXFtkn3eDDGxsgO9KN4vagvehFWIoHk9WIlk1VbuKd6e0ECZdnyonGNcJiWd78b3+bLCjbnkkNj7KtfQ2lpIbNvH+lduyhUZAG+q6/GfckmHN2LqXvZFUgOR8mak3/8Y0Vb9lpF8WrO3Uxs64XV+vnHvIvilmWdupNAIBCcISpVpm/obiwSgb/+uwPc+VQ/Kd0oVI+/9kVdJLI59g5FTlSKW7T77T++f7d/tNC2pNlbsCjvDyXxOVUOj8XZNxonM2X/cFWWWNPuY+vqFjoa3CjyqS3eGr0aPpeKZcHSgF2NLUnQ3eQmntHZOxRFkSUM06LN76C1zl1iiZ6PzbJg+YmKbp9L5cBojIcPBgvW59F0jitWtlRtid7o1UpiWNzkrtmCXSAQCATzxHQ78p4rIROH4d+ApIBlQONSaFgyO9twd1P5cWuxHT+Zdfm+nbD7x/YcDh+46mH3/9rW6XnWvhqu/JhtnZ4nv394rdbu8+EIMBf28gKBQCAQzBDd0NlxeAc/2f8Tkrlk0WsXt17Mn170pyzxLym0LTQxHKDeWU+Ds0FYpQsEAoGgLHNlq621t1ctntbSdypKQ4Ntk75vX5FNuqOzCyORQJ/WXq2Fu9LQgB4Mkvj978se716/Dvf6dViWRXrv81iSROLBB8kNDxfGlRwO/K95NUY4QvLxJ8gcOIjsdhVyOXXNlWzZHZ1dNeWj2nNXq229sFo/P5HPdAACgUBwJhmKpNg7GGUokqrYp7cvxJ1P9WNh0dnoxsLizqf62TsYOfHFH+nEviwSlmVhAYZpkclZGKaFZVkE6pxcsTJAJmfw5NEJHjsyUSSIO1WZJo+Gz6XRWudEkaWqYsvbwEsSHB6LI0lw04YOWv0uJEnCMCwyuoFhWLg0lWvXtpX03dDdyE0bOkjrBrv6QqR1gy0rmnn4YLBgfW5Z9l7kvX0hdvQOkszm8Ls0ktkcO3oHK8Zo35CwTnyT0BI3KAQCgWAqkQEY3mM/nom5p9qRWxbsvwdymWkdT+y1fdEtoCdh4En7sWbb8On//1/j50HeulyS7ApxSbKfpyPQ+2MwLahfbOfzj9+bFMQlBV72Udj6qUlBXJbB32EL4uXy8Oz203tOFkIMAoFAIDgvsSyLRwcf5X2/fR+3P3d7kSDe6evkU5s/xT9c9g9FgvhCw6W66PB10OhqFH9vCgQCgaAs0221sSyi9+xEnyL2ns5Y0vv2lcxdqX2m4+Yt3M1UilRvL2Yqhe/qrchOJ1Yuh5nJYE2xQs9j5XLkhoYwYlEye/cWCeJyQwNtf/8pjHAETBO1pQUrlSrK5dQ43OvXUX/LzSBJ6AMDIEnU33JzTVXitZy7/JqRJLJHjoAkVbStP1PXxGzPs2D2zHuluEAgECxUqq147ptIkdINOhvdqLJMs8/JQCjFgZE4PqfGVavqyBomDkXm4GiMUFLHqcpkciZOVSaRMdg/FOeCtjp27hlm/0i8aPwGt4pTlfE4FHKmRTiZ49BYdbFBeRv4vYNRklkDpyaRyYFTlUhmbUv0l/Q0lbU+t7Bs/RqLWMoo2L1Pt1o/EkwQT+vohoWmSPhcWllL9Ly9/NYLWsnkLJyqxEg0I+zTBQKBAM58ZXA5O/KBJ0FRYcW1tqisOOw9ulMTJw6Spj3WMJfTW37cWoT1qdblrkZ7L/CBpyAbB187HLwXolOEZFc9XP9F6No02aY67bUqauU81GINPxcshBgEAoFAcN5Rad9wr+blTRe8iVcueyWqvHBvG7pUF/XOetyq+NtSIBAIBCdnJrba80GlyuTp7a51F6F4vThe9jLIZsHhwBgdLdinT2+PPfAA6T3Plq94liT7T3hJwkwksFIpJJcLMhkkpxMrlSrkwcxkyI2OknzqKUa+8M+Y0Wghdrm+nsB7/wK1pYXc2BhmKgVHjoCmoXi9GOEwmUOHStY33Za9Vtv0Ws9dtbb1Z+KaEJXpC4OF+9utQCAQzCNDkRQ7egcLldAj0TQ7egdZ0eorEWy7m9y4NYXxeIZmn5PxeAa3prCyzcfhYIJENlewI3dqMtG0jiJDq9/FaDTNSDTNWDzFV3/7Arv6IoVxvU4Ftyrj1GRa6lyEk1mCsQxDkSS/fm6kqtjyTLeB1w2DYCyDhUWr3445GMugGwaL6v1FffO5cGsqSxfb8z1+ZBxZpsRq3e2QC+Pmc5HWTXTDKIkpb+0ezxhFYwj7dIFAcN4zvTI4NmQ/D6w6fSJoOTtydxMgQTZRbFGey9rxaW5ouqT2ePNzTR+3Fvv0PPWdk3uAZ2LgagDThL3/Z1ew52laBjf+h10RnsdVD97ACXeXk+RhprHNlIUQg0AgEAjOG0LpED98/ofce+xe+4vRJ5AlmW1Lt/Ena/4Ev8N/BiOsjCzJeDQPfocfx9QtUQQCgUAgOAm12mrPB9Mrk3Ojo0Tv2YlS5y9pTz7+BCgKViJRFK+jswvZ5ytqR5ZJPvGkbUteZlzZ5cKxfgO50VHiDzyIPjKCJMuora0YwSC5YBArq2PE4+TGxoj87GeMf+vb9t/ZJ3CuWoXa3U1qVy9aZxfGxARYVsESPZdKoQ8NE7vvvpL1OZcvL9iyz4SZnLtqbOtP9zVR6fw7ly8Xe5mfZubdPl1YFwkEgoVIKKHbVdhOhYlEFp9TIZ7OEUroQLGt+obuRm7d1IWExEAohYTErZu6uGZNe4l1+dbVbbT7nbhUhfFYBk1RcKoy/7xzf5Eg3tXo5hM3rKGj3kWdUyOezuHWVAI+B6msWTG2Spbq09s1RSHgc+DWVCJJvTC2pigVc9HmdxWqwg3TYvOyACk9x67jIVJ6jps2dLCo3lP1uJWs3eeqSrwae3mBQCBYkOQrg+sWTVYGZ6JTKrJPA+XsyF/0NnjRW0stylXH7OKtZH0+ky8A6CmI9E3avI88B8cfLhbEO18Mt35vUhCXJKhrA1+L/e+ptvX52GZlDX+Cmdrhz2V+BAKBQCCogG7obD+wnT+/78/59bFfFwniL2p9EV/b+jXes+E9C1IQlySJRlcj3XXdBNwBIYgLBAKBoCZqsdWeCande4js3Elq956KffKVyWpra6Ey2YzHyQ70l7RjmnhecklJvO7160rW4bn0JWAYVY1rZTLIdXWgabagrmkogQBmKkm2v5+Rf/onxr9526QgDqvvuwABAABJREFULkk4LrwQtaXFri43DKxsBiUQQPJ4MCMRJI/HHiOdKrs+IxyeVW7n6txVspefr2tiOpXO/2zzI6idea8Ut/fbFQgEgoVFo1cjkc3xu/0RFEnCsCyWNHtp9GplbdXfu3UlW1YE6JtI0d3kZkN3I1BqXQ7wzLEJJhJZPE6VQ6NxDowmMKf8X6FTkTBNk+cHI6xa5CeVNahzacTSOl6nSneTu2xsB0ZjPHwwWGKpXi7eFa0+elp8JDK5orHLVWnnK7qnV4XXuRQkbIsd6YRVbqNXq3rccvmZK0G8Wut7gUAgWJAslMrgqXbk7qZJEXZ6W2Rg9vFWmqsWUmFIjtsV9pYJT3wTnvz2lA4SvOjtcNn7J6vBFc2OWT1x87ycbX3+2KLHGpmtHf5c5EcgEAgEgjJYlsWjQ49y+7O3M5ws3r+yy9fFn677Uza1bapw9JnHoTiEEC4QCASCWVOtrXatjN12G5Htd2Gm08guF/W33EzLu99d0q9SZXK++nt6e91VV1F31VUl8U5fB0B6z7NVjas0NGDmcuQGBwEwUymUpiZyoRCjH/8EuYHJL3jLdXVI9fVkDx8mC0iyjLZ0Kc2dXTiXLsVMJJB9PtsK3OutuI65qLye7bmrZFs+X9dEORaCW4HAZsaV4qlUimRysiLj2LFjfOUrX+Hee+8t6heLxVi2bNnMIxQIBIJ5wv7SjnTixrmEZVmMnrAqz1uXWxbs6B0sVIzfuKGjIIjnWVTvZm2Hn3a/C02R2by8Gacms+t4mP0j8SJBvN6lsLzViyxL/P5AkHWd9XidKtGULS7ftKGDVr+rJLa0bvCbvcMlcfX2hcrGC3ZV9vSxy4nS5Sq6t6wI8PDBcVyawsbuRlyaUvO40/MzlxXilc6RQCAQnBUspMrg+k5oX1c89/S2uYq33FzVYFkQG4FE0P53Ng73/HWxIO7wwY1fgcs/MCmIO7xQ3z0piE+3rbcseOZ78Mz3bWv4zkvsx2e311btXW7cWseAmedHIBAIBIIKHA4f5hMPf4IvPPGFIkHcp/l417p38bWrv7agBXGX6qLd2y4EcYFAIBDMCVp7O67Vq+e2Qnz7XWBZaJ2dYFlEtt9VtmK8UmVyuervfMVypXinttcyru/qrchOJ5KqgsOBJEmYkQjDn/xUsSDe0IBj5UrMRAIkCclhfw4bY2MA+G/Yhuz1YsZiyF7vKdcxF8z03E23LceyiN6zs6hifC6viUqc7sp0QWVmXCn+6le/mptvvpn3vOc9hMNhLr30UjRNIxgM8uUvf5m/+Iu/mMs4BQLBecJQJDXnVcXlCCV0fE6Nq1bVkTVMHIrMaCxN30SKeDpHa52LiUQWr0NlNJYmlNBPGo9umIxE02RzJssCPm6fOMpgJF143eNQUGVo87swLWj0OBiLZWj2OvnQy1cVrXnvYBSfU+PCRRrhlE6DWyOS1gkndJYu9hUszg+PxQvxLmspbg8l9IpV2uVyPL1vKKHz62eHy+Zhvqq/qyVv915uzac7FoFAIJgxZ1tl8FzEGxkof3yldgBDh9jwpF364DNw32cgOkVwblwKN3wZGpdMtnma7J+p5G3rfe2QDNqiebTffq3pkklr+PEX7L7VrjE/bvOq0jFiwxA+Bg1LoOvF1Y0nEAgEAsEsCaVDfP/573PfsftK9g2/oecG/mT1n1DnqDuDEZ4al+qi1dOKLFVfzzOcGCaSiVDvrKfdK24yCwQCgWB+yQ70Y6bTaJ2dSIqCEgigDwyQHegvu4d2pcrkWiuW9eHhor6+LVtQ6vxkB/pxdHYV5vZt2YI+Mkpm3/M4V6/BtXIlca8XaeVK9LExrHic7IED9he7T6AtWYJz/Xr0QwcBcCxbhmRZWJKEMTZGdqCf+m3bKq6jXBzVrmM+yNuWO3p6Crbl2SNHMMLh0y5In87KdEFlZiyKP/PMM/z7v/87AD/96U9pa2vjj3/8I9u3b+fv//7vhSguEAhq5nRaYuctwxPZXJFleHeTm3hGZ+9QFEWWMEyLxU3uivbgAPFMjmAsg2lZ7BuO8umf72Usnim8vrLVx9suW8JX7nuB/lAKhyqjGxY+p0J3k5tF9e4iMbfRq3F8IsGR4KQbR1eji5VtdSUW591N7rLW5/l4p499shxP73uyPEzvezqpZPd+snMkEAgEC5L6zoUvhk9lNvFWshc/me14Ngnx4cn9zJ76DjzxLTD1yXGXXgEv/0dwnrixL0lQ124L3tNxN0EmAcP3gaSAZdgCtq9tdtbwlezw92yH5++29ynXPHDxW+GKD80sfwKBQCAQVEHWyPLzQz/nzhfuJJUrdtJ6cduL+dOL/pTuuu4zFF11SJJEg7OBemd9Tcc9OvAoO4/uJK7H8Wk+ti3dxmWdl81TlAKBQCAQYFuGu1wYwSBKIIARDCK7XDg6uyoek6/urrZ9OuWswIGiNiMWxbdlC/0f/wTxX/8aK5dDUlU8L7uC7LFj6EePgq6DYUwOLEnIfj+WaZLetQu1uQnF48GKRpEDAcxpaysX7/TY8nFUu45KfWfDQrMtr/Y8C+aPGdunJ5NJ6ursm0/33vv/s/fm8XFd9d3/+947d/ZF60iyJNuyvCWO7RCcYGMSMAkEBxJKnJCnJewQKH1atgKlfcpSoFCWsv2gZWkLoVBK4rAEbBISnARCEuKEyE5sx0vsWPs+o9nnzr3398f1jDSbNKPFluzzfqHXZM6ce873nCskaz7z+Zx7ufHGG5Flma1bt/L888/PW4ECgWDp0x9OcKhvYtp465kisSsZoxqykeEJLcNTp8dJaJlcdLkkSWR0g5Smk9ENpDMxrIU1mKbJSDTFM71hjg5G+Mn+bt7746fyBPFrLgrytf9zKeuafTT7nciSRDpjIAFBv5Og31lU29BEkpFoGsM0kTAxTJNwIsPlK+sYi6X4/bFhxmIprj8T5V4YfV4uzrza2HFr3eaZTwuauX0415SKe58pwl0gEAgE55By8eI9T5SPHU+MQ9+fYOiw5bZ+9Bvw6DfzBfH6tfDSj0wK4opqxaWXEsRzmGBkLOe5kQGbA9btBC0BvY9bj9VGw5eKl2/aaAnipmm5xE0T/vQDa80CgUAgEMwzpmnycO/DvOf+93D7odvzBPF2Xzuf2PYJPrHtE4teEHfanLR4WqoWxAdiA+w9tRcTk45AByYme0/tZSA2MPPFAoFAIBDMEtemjQR23QiShNbbC5JEYNeNMzqkK0UbGCB55Egu6rtUFHjozt2EzkS4T40HH7/rp0TvuQdME7mmBtMwiP12H9rp05BK5Qniss+Hfe1aZK8XbDYkWUb2+vBdtxNT10mfOoWp63lrq6S2bEx5NX3nGxFbLihk1k7x1atX87Of/YzXve513HPPPbz//ZbrYWhoCL/fP28FCgSCpU2l7u/pIrGPD0UXzEEuIVlHdyPl6oinMrjsCknNwKnKxFMZ7j88xIGeUK6GnRubWdvk5+Hjw9x/aJADvRP0T4lLlyV4z8s6ed0LWrHbFNK6yYp6DxuW+YmkdHwOhWhKLxn53T2WIJUxcNpkdBNUCVIZgydOjXN0MEo8nWE0luZgT4gr1zRWHGdeTez4eEzDY7exY12QVMbEYZMYnEgtmojycx3hLhAIBIIqKBcvHnq+uH3kWRg5asWjH70XkmEYPZYfly7bYOVVlvicmrCus7utWHR5ms/8JsYs17bNBZmE9ajFIRWBXLSsWf766SiMl+9+zBq7ZoW1Nm/QWm/oeRGjLhAIBIJ55XjoON89+F2eGX0mr92n+vjz9X/Ozo6d2ORZv/13VlBkhVpHLV67d1bXh1NholqUjkAHiqQQdAc5GT5JOBUWMeoCgUAgWFAab7sN79ZtFUeGV0opJ7Wtvr4oCjzR1QUS2DdtzosHTx05jJnJINfUIMkykseDOTZmCeJTsdnwvfo6MgOD2FpbkTIZUFX04WHsra041q5FHxtFqavHtWFDVbWlT54k8sADJA8+XVHfhYo0F7HlgqnM2in+sY99jL/9279l5cqVXHHFFWzbZkUS3XvvvbzgBS+YtwIFAsHSpRpn8tRIbN0wc5HYmq5X5W6utjanqnBpey1OVTkzbpyRaBpNNwj6HWi6wcBEin1HBnM1pDMGP3m8h67ucX59sJ/HTo3nCeJ+p40v3byZGy9rw2m3sazGRdDvwOu0YSLR2ejFRCob+e2yy2gZg7Ru4rbLpHWTpKbz6MlRFBlWNnhQZLhjv1UDWO7pi5f5pxWHy+1xqRqyfaMpnTqPnWhKX3QR5ZWsWSAQCASLgKnx4oY+GS9esyK/PdxjxZonw5Ygno7B4MF8QVx1w7rXgN1rfTlrwFUD/mXTC+IAmTREh0BPW0K6noaJPjh2rzVu6+XWY9atXi2BVmjeaD3WrLDGig5Za4sOWc9rVsw8jkAgEAgEFTCWHOOrT36VDzzwgTxBXJEUrl91Pd96xbe4vvP6RS+I+x1+Wr2tsxbEAQKOAF7Vy1B8CN3UGYoP4VW9VTvOBQKBQCCYDa5NGwns3DmvDvFSTmozreWiwE1dJzM0hFJTg1JTm9cme7041l+EZLNhTExgpNOYodDk0WRnkNxulMZGPJdfga2+HhIJlNpazHgcFIX4Y3/EVluLZ9uLsdXWMrFnL4kDByuuLTtGJX0XOtJcbW7GuX69EMQFsxfFb7rpJk6fPs3+/fu55557cu1XX3117qxxgUBwYZN1Jjf5nTlncjSZYTymFfUtF4mtKkrFY8ymNq9DYSyWxuuw5kmkDRp8DlyqQjiu4VIV/E6VlGbgscv0jieQJYilMjx+cpzfHx8jFJ+sxeuw8ffXXcTm9ho8DhvLAlbd2fUlNZ2nusdJanrZyO+WgJtlNU5kCULxDLIEAacN3TDxnanF51RJaDrdY9PHy09tLxcZn62hVN9yEeXzHWc/HWdzLoFAIBAsAKXixS/ZZTmms+3DhyAThzXXWDHo4W54/vcQH50cp2aF5RBPR6xr1l5ridCehtLzhnth4OCkwG2zW+eH2z1WPLvdY4nqmYT13/ER6zE1YTm+50LbC60zxCXJcodLkvVcuMQFAoFAMEfSepo7jt7Bu+97N/edvg9zSsrJlqYtfP3lX+e2Tbfhs/vOYZUz47Q5WeZdRp2zDlma9duTADR7mtm5cicSEifDJ5GQ2Llyp3CJCwQCgeCsUBgPPlf0UAgjGkVyu9HHx5Hcbuu5XS2KAq+5aRc1ZyLcp8aD1974OjwvfzkYhuUQz2TyJ3E6kX0+am6+icCrrysa133F5WAY2ILBnJvbiEZJ9/ZMW5uRTJI40IWRTJYdo9Q6FjrSfL7vkWDpMqePizY3NxONRvnNb37DVVddhcvl4vLLL180584KBIJzy1RncpPfOa0zGUpHYveHE1WNUU1tsXSGfc+GUSQJ3bTizdvrXHQ0eIinM3jtKtG0hoTEYDjBbw4PIksShmmiKgp/ODFKxph8A8JtV1jb5KGjwUPApVLvdRTNa2Jax3RPE89a61FpDjiJpDIYhmV8a/Y56R6P89xwDFWR0HQTr0Ohvc5VNqK+VDsUR8ZD+Zj7UhHllUbizwdncy6BQCAQLCCF8eLZM7s7d4Cn0RKOnTWWaL3/P63zxKf+rqxdBdd/xYpOT4bA3QjLNltngpfixD7L8Z2asNzol+yy5q/vhHTUaktNAJLl4j5+n+VSN3Wo7bBqnCtXvh86rrLWVrNCCOICgUAgmBOmafJw38P81zP/xVB8KO+1dl8777jkHVzWdNk5qq5y5hqVXo5trdvoqOkgnAoTcASEIC4QCASCs0KpKHHv9u1zGlOpqUGPxUgeOQKKArqO2t6OUlODc/36klHgU9tsTU1kRkZwbbiY2G9/izklMl32erEtX45kGihNzbg3bwaKI8YBkgefJjM0hC0YzLm57a1tZWvLjI6Cab33jWkie705R/jUMaZbx0KwEPdIsHSZ9UcxR0dHufrqq1m7di3XXXcd/f39ALz97W/ngx/84LwVKBAIli4zuY3LXTM1Ens2Y1SKaZpY6rAESJimSdDv5PrNy3DbbUwkNdx2Gy9eXXfmbXkJ04TxeIZTo/E8QbzGZaPGpaDIMnUee5Egno1rd6k2Ll1ei0u1TRsDL0kSDpuM16HgsMk4VIUGnwMJSGcMJCDodwKUjJfv6h4vav/J49387+OniyLjS/XN1lZ4P6qJxJ8rZ3MugUAgEJwFpsaLw5nI9F6wOaFhnSVE7/sMPPoNJgVxCVouhas+CP5WSzRfdhm0bSkviId7LUHcNK3zyk3Teg6WOG73WsK63QvrrisxzizPFS9F2wvhkhuFIC4QCASCOXE8dJy/+/3f8S+P/0ueIO6z+3j3pnfz9R1fX/SCuCRJ1DhqaPO2zbsgnqXZ08y6unVCEBcIBALBWaFczPlCu5FLRYFn22wNDWQGBpi4/35GvvwVzFgs10f2+XBs2IBj5Uo8V70Uta4ur96p46rNzSXd3LZgabNSZmiYiT17kV0uXJs3I7tcxB95FPfWF5V1hJ+NSPNzdY8Ei5dZO8Xf//73o6oqp0+f5qKLLsq133LLLXzgAx/gS1/60rwUKBAIljbl3MbzNUZX9zjdYwna61xsbq+teMzxmIbXoXL5ChfRdAav3UYsbcWyZ+cbiaQxMBkMJ3HZbbTXujnYGyae1nPjqIrEtlV1+J12HDaJaEpH04vfTJ+Mknfk4toHJ1KMxzSGJpJ5axiPaXjsNnasC5LKmDhsEseGojR4HGxqDRBJ6fgcCtGUFZ9eatxs+6pGby52/qnucTChsWnmvs8NRxmPaUX3K7uOSvrOhv5wInefF3ougUAgEJxDMinrLHH9TIRbfBT2fgj6uyb7uOpg+3uh7XJLDJck67p4AkxjUlwvJDFmucDr14KsWOeHjx612gsd64kxcHhh9StAT4HigGi/1V5u/IUi3FvspBcIBALBBc1YcozbD93Ob0//Ni9tTJEUXrPqNfyfdf9nwQTm+cStuql11qLKc0t8EwgEAoHgXKMNDOTczdmYc3tHRy4ePH3yJHoohNrcnNe3GuFXD4VQPB7sV10F6TTY7ehDQ7lxEwcOku7twd7aljvHXBsYQBsagkyG+P4nGP7a1/Ii020tLSjBRjAM7MuXIykKUkG9hRS6x9XmZpJHjpSsLRurXrgXzjVr8Fx+ecl9KLWO2d6Lcvs70z0SXHjMWhS/9957ueeee2hra8trX7NmDc8///ycCxMIBOcPLQHXnEXMUmN8c98x7tjfQ0LTcakKN29p4z071lQ0Xq1HJZrSONQ/gSJL6IbJ8jpXLpbd71RJZwx0wyTpUnluJErPeDJvjJX1blY2uHHaFOo8dmKpDAG3WjLavVxc+91dPfz66cG8Nbzusja8ThvRlJ6LjK912zExMZHobPTmYuTb61xlY+ALY+dr3XaGI0n2PTs0Y99yEfXVRuJXQ2FU+vbVDQs2l0AgEAjOIamIFVlunnlzf/AQ7PkgxKZEwTZdAju/CN4zn0KXFRh+Fo78Mj8SvXNH8fiuOuv1SL8liEf6refZSPRAa77o7PBbkeql+p4tSsW9l1qbQCAQCC4IUnqKnx3/GXcevZOknv936BXNV/DWDW+lzddW5urFgyIp1Lvqcavuc12KQCAQCARzpjCG2731RWXjwecS2a3U1CB7vZixWNG4w9/+NuHdd2Ekk8hOJ4FdN+LasIHwz39BZmQEracH7fTp/AFtNjLj4+DxYF/WWrLecmRd4zPVZm9tK7sXhWMAJdfReNtts74X5fY3W281axac38w6Pj0Wi+F2F/+jdmxsDIejTJShQCAQzBNd3ePcsb8HE5PWWhcmJnfs76Gre7ziMSRJwjrg2wRMpDPnhQ9HUgxOJNHPxKP/7KneIkHcYZN4/yvWcN3GFjK6yYnhCGndyEW794cTHOqbyIv6LoxrD8fT/PLAQNEahiaSXL95GePxNL8/Psx4PM3rL2/nlsuXF8XIB/1OTNNEN0xSGetxagx8UtN5qnucpKZzzcVB7DaZjG6S0g0yen7fUhH1heuYrzj7wnFLRaU/fHyE7avrFyQ6XyAQCATniNgoRAYnBfFn98Bdb88XxC+6AV737UlBXHVZ530f+WVxJHq4t3iOQKslKkuS5RCXJOt5Kfd1NX0XinJx76XWJhAIBILzGtM0+V3P73jPfe/hvw//d54gvsK/gn968T/xj1v/cUkI4k6bkxZvixDEBQKBQHBeUCqGO/7oY7i3bS2KBwcswTYeR/b7MeLxqiK7s9HlRjJJ4kAXRjKJ/7qdZIaGCe++C0wTtbUVTJPxH/8vo//5X+jhMOnjx/MFcUkCux1cLpBlzIkJXJe9gHRfH5H77yfd15cXZ15u3ckjR/Ii1v3X7cRIJEh0dWEkEviv24lr08aSNZcaO3HgYNE6wrvvInHg4KzvRbn9LRcDL1ziFy6zdopfeeWV3H777XzqU58CLHHJMAw+//nPs2OHcDUIBIKFpXssQULTaa11YZNl6r0OescTdI8lKopRLxVR3hdK8mx/lJUN1h/t6YzB1397nF8d7M+7tslnJ6MbjETSBP0OHKpEUpNycXaFjufrNy+j3uPA61B52Vofad3Arsg81T1OPJ1hZYOnaA2nx2I82z9BXNMZjaQ42BPiPTvWFMXIH+qbIKEZOGwyqYz1mNAMxmMagFWTaT1GEjqJtI5TVay+qkwiredFxk8du9Q6rlzTOOdI/HL7UyoqfU3QzxUd9XOK3xcIBALBIsDQIToI6fiZ5xn4w9fgqR9O9pEUeMkHYNMtZz5ABrhqwNMAAwfLR6KXErALY9KnE7mr6bsQTBf3LmLUBQKB4ILh2PgxvnPwOxweO5zX7rf7ufWiW3nlileiyMo5qq46Ao4Atc7KjzcTCAQCgWCxUy6G27l6NZ4tW4oixtOnTqHHYqBpoKooHk/1kd2m9b5u9kPl6d4ejGQStbUVSVGQ6+vJPPcc6d4e9KFhzHg8d6lSX4ehG9iam5FkGWQZfXiYid/cR+rppzE1Dam3l9Cv9pR1sE/rxpYkkJj8271MzaUoXIfS0IDW20u6t6eiGPVqI9FLxcALLlxmLYp//vOf5+qrr2b//v2k02k+/OEP88wzzzA2NsbDDz88nzUKBAJBEe11Llyqwmg0Rb3XwWg0hUtVaK+rTDTNxoBnI8q7x+LIMngc1psMw5EUn7j7GQ73R3LXyBKsqHeTzuioio0Gr53fHRvBbVfpaPAxOJHkfx8/jYSEU1VYdSbm/O6uPt7wouV4nda55dko8HqvndFYumgNCS3DHft7UBSJlQEPo9EUd+zvYfvqBja31+YJw5quMxJJYWI5vkejKUYiKfrDce55ZhCXamPlcquOB44OMRBOoigSQb8130g0jaZbZ6RPjagvdG5n17E66M31m41AXW7c7P6Uikqfj/h9gUAgEJxDCs8PT4bhno9C92OTfZwBeNXnoO0K67kkgTcIDp/1fKZI9FIUxqRPRzV955vZrE0gEAgE5w2jiVHr3PDu3+a12yQbr1n1Gm5Zd8uSODccwCbbqHfV47KJv98EAoFAcH4xXQx3YTy4mdbIjIyAaaI0NKCPjJBJJDDTWkVzZZ3QssuFfcUKMkNDTOzZi++aa5CdTvSREeS6OvRBK4Utc7obDCN3va2lhbq3vY2x22+HeBz5TA2mYZA8cABJlpHr6jAjEaL33EPkFa/At+NlJWvIurGzNSg+v1Wb04l90+bi9oKaHZ2dRSK0vbUtt47s/shOJ/bWypJwZhOJXirCXXBhMuv49EsuuYSjR4/ykpe8hNe+9rXEYjFuvPFG/vSnP9HZ2TmfNQoEAkFR3Pbm9lpu3tKGhETveAIJiZu3tE3rEp86RjYGPJbWeOy5EcLJNDvWB2n0OTjYE+adt+/PE8SDPgdNPgeRhIaExK4XtrKmyU80aYncWXdzKKYxHk/ntUWTGVRF4frNy0hoGZ46PU5Cy/CW7R38+RXtRWtwqTYSmk6915FzkCc0ne6xRNE+qIpCg9eOS7URjmu4VEusT6SNotqSmo7freJSlTN9FRp8DlSl2G0wHtOKro8mMzkH+mwpN252f0RUukAguKAI91oO6PmOya5m3IWqIUtyAsI9k4L46HH4yRvzBfHaDrjmk1Czwnqu2CDQNimIw+KIOV8ozue1CQQCgaAsKT3Fj4/8mHfd964iQfxFzS/iG1d/g7dvfPuSEcRrHDW0eluFIC4QCASC84JyseGlYrgL+0p2FaWhAVSVzNCQ5RRvaECyqxXNnXVC24LBnBPaiEZRW5oJ7LoR0zRJnz6NPjGBOTGRJ4jb166l4W/+mtqbb6Lm5pswDYP0qVOYhoFj/TowTSSfD1lRkHw+zEyG1InjZWuQ3G708XEktxsjGrVc3iVqy7YX9tdDISsufe/eXDy6a9NGArtuBElC6+0FSbLORt+0sWgvSyEi0QVzYdZOcYBAIMA//MM/zFctAoFAUJJyMd7v2bGG7asb6B5L0F7nmlYQLzVGUtNJpg0MEyQkTNPk50/18rXfHs9LeFnf7OUrt7yA50aiDIZTbFjm44pVDfSHE0Xu5hqPioRU0vE8GkshYUXLSFjRMqXW0NU9XtIFPxpL8eXfHM1bw+qgl45GL7FUBp9TJZLU8DhstNe5imqrddupcVv/+PLaVaJpDbfdqq2QrJO+1DrmwnTjXrzMP6dYdoFAIFhSnNhnnRudmrBcwZfssmK8z+a4C1UDWFFpsWFLFM/N91u472OgJSbblr0AfMvg8N1g98JFr7HqKBUPe65jzheS83ltAoFAIMjDNE1+1/s7vvfM9xhODOe9ttK/kndsfAebGzefo+qqR5EUGtwNQgwXCAQCwXlDudjwUjHcpfo6OjuRXS4yZ4RdM5lEdrmmdTJPpZwTWg4EqH3d61DrGxj5znfQTp3KXSN7PdS99a14XvISXBs2INlsuDZsILH6T+hjYyh1dTg3XkLyyT9hRiIYPh9mJIJks+HoXF2yBj0WI3nkCCgK6Dpqe7vl8i5Rm721rWT/0K/2EL33XoxkEtnpJLDrRhpvu43G227Du3Ub6d4e7K1tuDZtnD6uvQARiS6YLbN2igOEQiG+9KUv8Y53vIN3vOMdfPnLXyYcDs9XbQKBQFAUt22acHdXX55j/DWbl83oEJ86hmGY3P7ISX702GnsNpn1LX5sssTX7z/OV++fFMQloMZlI5rM8NxIlEuW1fCGrSu4YlUDQM5tPtXdfMvly3n95e1Fjmew6naqCpe21+JUldw6CtdQygX/qkuaeKZvomgfwBrf47AxkbAE8evPjFVY2+svb+eWy5fjttuYSFqCeDk3dqm1zYdze6ZxWwIuLl7mF4K4QCA4vwn3WmK0aVrnSJum9Xyubu1qxl2oGsByhYd7JgVx04DHvgV7PzRFEJfgsjeDv906S7xmJcg2eO5BiJT/RDiBVmjeeH6Kxufz2gQCgUAAwNHxo3z4dx/mC/u/kCeIB+wB/urSv+IrO76ypARxp81Ji7dFCOICgUAgOG8ojA3HNJnYszfPMe5cvz7nEC/VNzNk/Y6XbDYkhwPJVp03tZQT2nftK5FMk/jBgwx//et5gri9o4PWr3+d2ltuwbVpE5LNlqvNVleH58UvxlZXR6avH/dVV4EkYYRCIEl4r722KDp9OmzBxpIubVuwsaivEYkQ2bMHTBO1tRVMk/Duu/Id4zt35hzi0+17uX3K3guBoFJm7RTfv38/1157LS6XiyuusM7++9d//Vc+85nPcO+993LZZZfNW5ECgeDCJRu3varRm4vbfm44ynhMq1g4nToGgNth4+RwDCRY3+Inqek8eTrEaCydu8YmS6yod+NUZQbDSUYiaSTZ5PhQNM/FfOWaRvxOW5FbvdDxfKhvoqp1FDrIVUXh//vtsZLXl6vhyjWNJZ3Xlbqxy10/VxZqXIFAIFgyJMYsd3b9WssR7WuxYrMTY3MTRKsZd6FqSMchOjAZ35aOWe7w5x6Y7GP3wCs+Db4mePw/LEHc4QV33fzUkCXce3ad19XMd7ZrEwgEAsE5ZTQxyvcPfZ993fvy2m2Sjes7r+eWdbfgUT3nqLrqkSSJWmctfrv/XJciEAgEAsG8ko0Nt3d05OLB0ydPoodCReJrLmLc4yH93HNIXi/mmShxxePBfuWVoGmgqujDw+ihEJmh4Tx3dDmmOqElpxNJlpm47z6Gv/SvmKlUrp/nqisJfuADqMuWofgnfy9na1OCQSvO3ONBHxoi+JfvRrvhBlInjuPoXJ0niGsDAznntR4KoXg82F74QoxYFNnjxYzF0EOhki7t5JEjuf5mNIrk9ZI+cRwjkUBpbLREeJcLIxQi3dtTtPZq9l0gmAuzFsXf//73c8MNN/Cd73wH25lPumQyGd7xjnfwvve9j4ceemjeihQIBBcu8xHjnR2jZzyO12FjJJrC57YhIXFsMMKBnjDJzJSzVxSJOo+KU5UJxdO4VAXd0Pn6/ceLItwLY9knkhmuXNNIS8CVJ/bOZh2b22tzAnepqPbs9eVqAIrqKNdWjmr6VsNCjSsQCARLAledFVce6bfE6Ei/9dxVd/bGXYga4mPWV5ZQN+z5IIydmGyrWQGv/pJ1jnh00IpMT0ctQXy+9gEWNhp+rvOd7doEAoFAcM5IZpL89PhP2X1sNyk9lffa1patvHXDW1nmXXaOqpsdiqzQ5G7CrtjPdSkCgUAgEMw75aLLS0WfKzU1pHp6LNe2aYIkoa5cSf2ZiHEzHs8bo1yUeDnU5mZklwtteJixH/yA0P/+JO91+5o1+F71KuwrVyI7nUW16bEYyYceyoszV2pqcK5fX+QOL4wud299EXoshlYQh57dB7W5OU+szs43tb9cU4OZyaAdnzyzXPL5sLe2zWnfBYK5MOv49P379/ORj3wkJ4gD2Gw2PvzhD7N///55KU4gEFx49IcTHOqbyMWjzybGu3CMoM/JlWsaSGV0To/FkSTYeUkzfpeNx0+N5wnir928jDe8aDkAveMJTBNevamZwwPRoujyru7xaaPdpzLXOPJy14M1ZyyVwe9SiaUyZWuYDYV7KRAIBIJ5INBqCaGSZDmjJcl6Pp1jONwLAwenjzevZtxsXy0BvY9bjzPVUA7DgIn+fEH89CNwxxvzBfEV2+Hm71uCOIB/GbzgVrDZK9+HSphNNHwl+zsf8y1kbL1AIBAIFg2mafJA9wP85f1/yY+O/ChPEF/pX8mnt3+af3jRPyw5QdyhOGjxtAhBXCAQCATnLaWiy/3X7cwJwIkDBwnv3UviwEEyQ8Pow2eOQ1Et41P2eeEYjvXriN57L6amodTWYmpaXpR4IaZhoA0NkXr+eQY+8cl8Qdxmw/PSl+Lo7CT++H70UIjIvgcY+e53iex7IH+cTAYzlcLMZMquORtdnhkdxTQMMqOjRH+7DyOVKntNJUiS9W+i3BMgd27pmXmTR46gDQzk9t1IJEh0dWEkEnn7LhDMF7N2ivv9fk6fPs369evz2ru7u/H5fHMuTCAQXHgUOp6zbuxq4rYLx3jlhibWBv1sWBYg6HMSTmi4VIUfPPo89x4azF1nkyXef80adm5sYf/zYxwZiBBJajT7XbTVeTk9NlIUXd49lqgqEn2useGlrj/UN8HJ4SjRlI6mG6iKjNehVBUvX+leZu+HQCAQCOaBzh3QsLayCO1qnMXVjAuAWfBYJZmU5fDWz/yBbZrw1H/DH75mnSWe5YVvhRf9pRXVDmBzWA71ug5o2jC/UeLVRsPP1bm9GGLrBQKBQLBoeHbsWb5z8Ds8O/5sXnvAHuDWi2/lFStegSIp56i62eO1e6l31iNl39QWCAQCgeA8pVQ8OMDwt79NePddOae345INlju8owPJNDElCX3YikcP7NyZN0b8T39CD4cxZRkjkcCUJKR4vGSUuJlOow0Nkzp+nMFP/RNab1/uNcntxrtjB2pjIzgcaKdO0f+pTxF/9DHMTAbJZsN77bU0vOmNGIkEktOJmUohORwYiUTZGPh4VxeZ4WHIZMBmQ/H7sbe34SwRAV9KqM7GrduvugrSabDbSR7oQlZVlNWrc+Nm49P1yESeM91/3c4zC5RAYlJEFwjmmVmL4rfccgtvf/vb+eIXv8iLX/xiAB5++GE+9KEP8ed//ufzVqBAILgw6A8n8lzXgxNJ7u7qY3XQm4vanknknTpGR4OH7rE4u5/o4S0v7qDR56DR58AwTT7282c4NhTNXdfgtfPJGzZwUYuf4UiKfUeGaPI7eeGKOgYnkjz63AiKLBVFl7fXuaqORJ9rbHjh9ZquMxJNY2JS73UwGk2R1HQ0XZ/1HDDz/RAIBALBPBBorezs6anO4ki/9bxhbflrqxlXdUNdZ2XjFpKcgNjw5Ce9M0nY9xl4ds9kH5sTrv44rHnlZJvDC96myT9yK6m3GqqJhp/N/s5lvoWKzhcIBALBOWckMcL3n/k+D/Q8kNduk2zc0HkDr1/3+iV1bngWcX64QCAQCC5ECuPBEwcOEt59F5gmamsr+sgIiSeeBEnCnJhAbmjAGBlBdjpz8eBTx5CdLkxNs/729PkgEsGUJGRn/vusRixGZmSE6O9/z9AXv4SZmEzvdG15IbI/gCRJSE4nmaEhMhMTJLu6rDlqajAjEaL33INzzRr0kREwTWzBIPrICPrICGZaK1qr1j9Apr8fTBPJ58OMRNBHRzHb2ooi4MvFmWfjz81YLNdfqatHHhmFRAKloQH9zP7IThcTe/aCaWLv6CAzNETozt0gSdb+bdpMZmiIiT17cXR2Cre4YF6ZdXz6F7/4RW688Ube9KY3sXLlSlauXMlb3vIWbrrpJv7lX/5lPmsUCARniXMZlT0e04gmM3jsNsZiaTx2G9FkhvGYVnFt2TEavA7iaR2fSyWW0gknrDH+dHqcd//3k3mC+Ka2AP9+6wu5qMX6Az+SzGAY0Fbrzrm/DQNe1FFfFF2+ub22bCR6V/c4vzwTsT6fFO6Dqig0+By4VIVw3HLBN/gcqMrcnAfZvWzyO3P7MPV+CAQCwXnJXCK0F4qss9jXMuksTk1Y7edqXNOE6JD1lRXEIwOw+x35grivBXb9Z74g7q4DX/PCfup7phj5qfc5uw92L8RHrMdq93c2sfXVROcLBAKBYFGTzCT50eEf8a773lUkiG9r2cY3r/kmb73krUtSEFdkhWZP85IRxAdiAzw79iwDsYFzXYpAIBAIlghTI7yna0/39mAkkygNDUiKgtLQAKaJ+4UvBElC6+0FSSKw68Yi5zeA2tKMraUFFAUjHAZFwdbSgtrSnJsv9sc/En/6aUa/fzuDn/p0niBe+6Y30vKpT1Fz0y5MXc9FjKutrZi6Dm43kmGA242ZyZDp78PW0ACqSmZoCFQVW0MDkr3YzGUkE0iqCnY7ZjwOdjuS3Y5r86aKYuShdOx83a1voOaW1xftj9rSjBGNYgsGkRTFEu1DIfTQeF6bEY2ih0Lzcp8Fgiyzdorb7Xa++tWv8tnPfpYTJ6yzAjs7O3G73fNWnEAgOHuc66jsWo9KNKVxqH8CRZbQDZPldS5qPWrFtdV6VOw2mZMj0Zxr2uNQ8Dtt3PlED//+4AmMKemwr3tBK3/50lXYFOvzQTZZZk2Tl4BbLXJ/X31xkKsvDhZFn5eKNP/mvmPcsb+HhKbjUhVu3tLGe3asmfMeldqH1UEvHQ0e4ukMXrtKNK3htk/vVq+EWo9atQteIBAIljRzjdBeKBbKWTzbcXXN6ptJT7b1/Qn2fjhfSG59IbzqX8BVaz2XJEsMt58lQaBcjHzhfe54KaSiMPAbkBQwdahdWf3+VhNbX3XEvUAgEAgWI4Zp8GDPg3z/me8zmhzNe63D38E7N76TjY3Fb4ovFZw2Jw2uBmzyrN86PKs80vsIe0/tJapF8apedq7cybbWbee6LIFAIBAsYqIPP1wU4e3dvr1ku721DdnpRB8ZyXM917/5zYAlmttb20oK4kAuht2IRjENA0mWUZubUWpqiPzud4Tv+in6+DipEycmzykHUBScGzfi3LABe1sbWl9fXsS42tJiudXHx9EVBXQdVBXH+otIPXcSc2DAOiwtmURyuUo6ve2tbUh2O0YkAooCqRSyz4f/5VdjCzbOGCMf2HUjjbfdVjJ23rt9O96t2/L2RxsYQPZ6yQwNTbrKa2pAkvLapnOmCwSzZdZO8be97W1EIhHcbjcbN25k48aNuN1uYrEYb3vb2+azRoFAsMAURmWbJtzd1XfWHePW2WTmGdeZiSRJDJ2J7Z6pNt0wkZB48WrL0d09FkeSYPvqBr7zu5N884FJQVxVJD7yqnX89ctX5wRxh6qwrMbJinpPWfd3S8DFxcv8RfHhU9u7use5Y38PJiattS5MTO7Y3zNnx3i5ewRWfW67jYmkJYhn650LLQFX2X0QCASC847CCG3TtJ4vBsf4QjmLZzNuOgbh7nxB/Ond8LN35wvim26BG74xKYgrKgTaz54gniXQCs0b8x3ihff52T3Wueh5zNLFXjjffPUVCAQCwaLjyNgRPvTQh/jXJ/41TxCvcdTwfy/9v3x5x5eXtCDutXtpcjctGUF8IDbA3lN7MTHpCHRgYrL31F7hGBcIBAJBWbSBgbwIb0yTiT2W87lUuy3YSGDXjSVd4a5NGwns3FlWEJ+K7HCgeL3IDodVR28f4d13oYfDJA8dyhPEJbcb37XXora0EHvsjyQPH2Fiz15kpxPXps3ITifpEyeQ6+utCzIZAJRgEOfq1dYYNhuyw4FkK/873RZsRGlsRJJlpDOCvdLYiC3YiNrcjHP9+nyH+JQYeUyT8O678hzjU/sDRftTylVec9Muas7sbylnukAwX8z6X7ff//73+dznPofP58trTyQS3H777fznf/7nnIsTCARnh2xU9qpGby4q+7nhKOMx7ayJoOMxDY/dxo51QVIZE4dNYnAiRfdYYsba4ukMI5E0GcNgy4o6VtR5CCc0Uhmdr953nOPDk3HpQZ+DT96wgXXN1s+uR06M0BdK8oLlAVovbgFKu7+noz+cyPXtHkuQ0HRaa13YZJl6r4Pe8QTdYwk2t9fOaX+iyQxBnzMXLz8USTIe06atd2pt1d7LavdBIBAIlizZCO36tZNR4qNHrfbFIFoulLO4mnFjo5CY8gEvXYOHvgDP7J5sk1V42Ufh4tdCdBCSIWsvWy4FWZ6MK18Id3QlY5e6z72Pg2KD1deAngbFDtGB+bv3C7lmgUAgEJx1huJDfP/Q93mo56G8dpts47Wdr+X1a1+PW126CYqSJFHnrMNn983c+RwyEBsgnAoTcARo9jQTToWJalE6Ah0okkLQHeRk+CThVJhmj3gzXSAQCATF6KEQRjSKvaMjF9edPnnSikkv0a6HQpYbusD1XM18iseD/corQdOsWPP+fhLPPE369GlSR4/mRG0A2e/Hd801KLW1SKpatrbEgS6cy5fDmjUYY2PIdXUoDgfp3p6i+fTh4Vwc+VQ3tx4K4Whrw97ejhEOIwcCSKaJHgoVidLZGHm1tTUXI6/19pLu7cm5wAud5aXaSrnKgZJtAsF8UrUoPjExgWmamKZJJBLB6XTmXtN1nT179hAMBue1yFJ87nOf46Mf/Sjvfe97+cpXvgJAMpnkgx/8ID/+8Y9JpVJce+21fPOb36SpqWnB6xEIljKLISo7W0M0pefV0F7nKlubaZqMxdK5M8OzNPocnB6L86lfHmIiOfmPic1tAT52/cXUuu0AfP7Xh3no6Ai6aaLKMjs3DvKFmy8FyDnDZ6Iw0nzDMj8uVWE0mspFuLtUhfa6uQnK08XLl6t3PiLxK90HgUAgWNIsVET5fBJoXRhRdaZxDd0SuNPxybb4qBWX3v/UZJu7HnZ+EVo2QfejcPRe0FPgabQc6LBw8fSVRt+Xus+uOkCyXPDzfe8XayS/QCAQCKomkUmw+9hufnrsp6SNdN5rL172Yt664a1LXny1yTaC7iB2xX6uS5mWUjHpHTUdeFUvQ/Ehgu4gQ/EhvKqXgCNwrssVCAQCwSJFqakpivCWvV4rJr1EezbGO+sMn+18ZjyO0tiI1t2NKcskn+oidehQXl+5sRHnRRdhZjJIZ84EL1ebUlOLNjSE3tcHioIeDkN7e66vGY/nrSN57BjxRx/Li4Z3dHaix2Jo3d1WfHpfH2p7e9mo9VIx8vbWtpKx80DJiHqwHOOFwnepNoFgPqk6Pr2mpoa6ujokSWLt2rXU1tbmvhoaGnjb297GX/3VXy1ErTkef/xxvvWtb7Fp06a89ve///3cfffd3HHHHTz44IP09fVx4403LmgtAsH5wEJHZfeHExzqm5g2jr1cDZvba0u2N3gd9IWTRYK4aZr858Mn+fDuA3mC+K7LWvnCTZtygvgjJ0b43dERTMDrUNBNk70HB7j/8EDFNZeKNH+mb4JXXdKEhETveAIJiZu3tE3rEu/qHueXXX0zRqyXipevprZzEYlfjkr2VyAQCM4aCxVRPhvCvTBwsDi6vVx7NWNUSyZlxaVPFcSHDsNP3pgviDdtgNf/tyWIRwctQdzQwdNkndf95A/gydut/3bUWI/zFU+fjURPR8FZYz2WGzt7n+Mj8Nw+6/GyN8Flb5z/e7+YI/kFAoFAUDGGafDb07/l3fe9m/999n/zBPFVgVX880v+mY9e8dElL4g7bU5aPC2LXhAvF5MOsHPlTiQkToZPIiGxc+XOJX9fzgYDsQGeHXtWRM0LBIJFhTYwQPLIEbSBhfvZVCrC23+dFfHtv24nRjJJ4kAXRjI5LzHe2fn0WIz444+jh8Nk+vqY2LNnspMkIfv92FeswL/zVZiaRqKrCyORyKttas3eHS9DnmJczWILNlrrSCRyY7i3bbUE8VgM2efDiMWY2LOXzNBw0fVZIvseYOS73yWy7wHgTBT6rhsxdZ30qVOYuk5g143Ygo2W+D1l7NCduwntvqtovux9Xaj7fDa+fwRLl6qd4vv27cM0TV7+8peze/du6uomXRR2u50VK1awbNmyeS1yKtFolDe84Q185zvf4dOf/nSuPRwO8x//8R/86Ec/4uUvfzkA//Vf/8VFF13Eo48+ytatWxesJoHgfGChorKrcSuXq6Gw3edU6R1PYJhm3vUJTecffnqQp7rDuTabLPGha9fxiosnEyNkSWI0mialG9hkiVjKAEySusGxwSh2W2U1l4udf8uLO3jVJS10jyVor3NNK4h/c98x7tjfQ0LTcakKN29p4z071pScq1S8fLmI+8UQiV+O+XCwCwQCwbyzUBHl1VDOWVyN43i+3MmpCESHznwQ6wzP7oHfftpygGdZ/xp42d+DzToPjXTEih9Px2H0mBVHnv0Ql2lORpQ7vPMTUZ4Yg9ETVr25sX3lx+57yhL20zGIDVvPr3z//N/7xR7JLxAIBIIZOTx6mO8c/A7HQsfy2mscNbzxojdy9YqrUSTlHFU3f3jtXuqd9dN+6HqxMF1M+rbWbXTUdOTFqgump5TrflvrtnNdlkAguMAp5TbOOovnm3IR3oD196tJ/t/Ec8TUNMxUCiOZIHXkCGZ8ygfQbTbkQADZ6wXDwEylrL+lJSb/pi5Rsx4KEfV4sF91FaTTYLejDw3lYtKnjmFEo6ROncKIxXKR6rLHMxm1XjBG/6c+RfzRxyzHus2G99prafvnz+DasIHE2rXoY6ModfW4NmxAD4WKxs57L2DKfHooROrEiQW5z2fz+0ewNKlaFH/pS18KwMmTJ2lvb0eWqzabz4m/+qu/4tWvfjXXXHNNnij+xBNPoGka11xzTa5t/fr1LF++nEceeaSsKJ5KpUilJt/Ym5iYWLjiBYJFznxHZRe6lQcnktzd1cfqoLfsPOVqaAm4aPY7GY2lGZpIFr3eF0rw9z99mtNjk/+YcKoyly2v4dL2mlybTZZpCjhoqXGCCZpu4rBBKmMiAYosVVzzdLHzLQH/jGeId3WPc8f+HkxMWmtdjEZT3LG/h+2rG4quLRcvXy7ifjFE4pdiNt8TgvMb8XtYsKhYqIjySih0Fkf6recOf+n2hrXFtZYbo1TfcpgmxEYgOfkBMwwdHvk6/OkHk22SAi95H2z688k/dG0OcNZZ15smeIOWsJ4V0RXHZJsWh0x+/OysyKQtd/rU+cqN3fOEtQZJgfrVVt8//QA6roK2F87vvV8KkfwCwRnE72KBIJ+h+BDff+b7PNSbf264Kqu8tvO13Lz25iV9bngWWZKpd9XjUT3nupSKCTgC08akN3uahRheIYWu+6H4EHtP7aWjpkPs4TlA/C4WCCy0gQEm9uwF08Te0UFmaIiJPXtxdHYuWKR2YVx3tgbZ5cK+YsW81ZA8fpzQXT9FD4fRjh3H1CbTTyWHA7mmBltTE0YoRGZwkOiDD2GrrcW+aXNRDYU1y14vZiyWF5NupjVrHU5nbozogw+RGRjInQWuj4ygJxLITlfRGJlwmOSBA9b4NTWYkQjRe+5hfMsWEk88ga22Fue6dbnafNdcgz5ivReQHdtIW3+Xy3Z73nxa/wCR++6b9/t8Lr5/BEuPWSvaK1asQJZl4vE4R44c4cCBA3lfC8GPf/xjnnzyST772c8WvTYwMIDdbqem4JyDpqYmBqaJSfjsZz9LIBDIfbW3t8932QLBBUvWrdzkd+bcytFkhvGYNvPFBaQzBr2hBBOJ4msfPzXGX/7wyTxBvN5j5+r1jdhkORexbrfJLKtx4rApbFhWQ1PAicSkIN4UcNIScBFNZvDYbYzF0njstlzNhZHf2cj3hJbhqdPjJLTMjLHzU8foHkuQ0HT8TpWUZuB3qiQ0ne6x4kjx7FxJTeep7nGSmj7tXNNF4lca115Y73wwn98TgvMD8XtYIDhD1lnsa5l0FqcmIPR86fbEWOVjlOpbCj0D4Z58QTw5AXf/Tb4g7gjAa/8/2PwXk4K4wwuBNrC7wNsEdg8kxq1Hd4P1NbXN2wS2eYhotdktMTxv7GDpsUPPW4K5N2jtjzdoPQ89P/c6CllMkfwCwQyI38UCgUUik+C/D/03f3nfXxYJ4tuXbeebV3+TN294c0WC+EhihJPhk4wkRhaq3DnhUBy0eFuWlCAOlui9c+VOkpkkB4YPkMwkRUz6LMm67oPuYM51H9WihFPhmS8WzDvid7HgQqUw5loPhTCiUSSPB318HMnjwYhGJ13PZ4FsDbZgEElRsAWDM9YwXVy3aZpkhodJnzpF6uhRkn/6U54g7t66FVtnJ7LfjxmLIbnd1n+nkkhut7UPbnfZGsrFwEt2FSMaxQTSzz1nmd6TSZSAH86cU46qYmtoQG0pHkNta8PUdSSfD1lRkHw+zEyG1JHDJffHSCawNTRYtYbDSG43trpabLW1RfMZyUTVe7xQ905w4VG1UzzL8PAwb33rW9m7d2/J13Vdn3VRpeju7ua9730vv/nNb3CWOCNhtnz0ox/lAx/4QO75xMSE+IeHQDBPzJdbOZLUGI2mi+LSTdPkfx/v5ru/P4kx5SWvQ8GlSjzVHWJZjZuAS8VttxH0OZBlKVfb9tUN9IYSGIaJLEu01rhor3MRTWkc6p9AkSV0w2R5nYtjQxM8fHy0ZOS3hBVDIzF93FxhbPiGZT5M0+TEcAxVkdB0E69Dob2uvKhuYkX3mMwc3VMqjr7SuPZS9c5HzPlidbALzh3i97BAcIZyzuKaFZU7jufiTk7Hrdhzw5hsG3sOfvUB61zxLPVr4NVfAv8UcdddZ31la6jvtM72dvgtUd7KagOMyTa7d35c0646y/WdmjKfo8zYNStAdVsO8ayrXHVb7QvBYojkFwgqQPwuFlzoGKbBvu593H7odsaS+R8k6wx08s6N72RDw4aKx3tq8Cke7H2QeCaO2+bmpa0v5dKmS+e56tkTcASocdQsibh0wcIxk+tecHYRv4sFFyKlYq4dnZ3osRjJhx4CRQFdR21vRykwQi4kSk0NstdLZmgoz3ldrobp4rpNTbNc1xMTjP/3D9FOnZq8UJJQV66k9g1vIHL//ZjJJLLXixGNgiShjYwQ+93vKtqHUjHw2sAAqZ4ea07TBEnC1tqKEghghvus+pJJJJcLpaYG5/r1eWMkDx8hsncvZiSC4fNhRiJINhuO9RdhxOJF+2NvbcO+ciVGPJ6/juFhzL78+eytbVXt8ULdO8GFyayd4u973/sIhUI89thjuFwufv3rX/P973+fNWvW8Itf/GI+awSsePShoSEuu+wybDYbNpuNBx98kK997WvYbDaamppIp9OECj71MTg4SPM00QgOhwO/35/3JRAI5ofp3MqVYBgmQ5Ekw5FUyfPDP/XLw3z7d5OCuF2R6WiwRHBJkgEJ0zTxOm00+ScF8am1tda4qHXbaa2xngf9zjNvDphnzowxSWcM7js0lIv8Nk24+4zT+u6uPpyqwqXttThVhbu7+kq6qgtjw00THj81Tq3bcrJpuiVCBP0Ogv7iD/5kr3epNi5dXotLtZWdq/AeXLzMn3OIT41rNzG5Y39PScd4qXormW8m5vo9ITj/EL+HBYIzlHMWt72wcsfxbN3J8TGY6MsXxJ97AO54c74g3nk17PrPSUFcksDXNCmIT63B7oVkyHq87E1w2Rvz2+bLNZ2dz+GFVMh6LDd22wvhBW+06g49bz2+4I1W+0IRaIXmjUIQFyxqxO9iwYXMM6PP8MEHP8hXnvxKniBe66jlvS94L//6sn+tShAfSYzwYO+DALT52gB4sPfBReEYlySJoDtIrbN2yQri2chvp83JpsZNOG1O9p7ay0CsfEKkoDRZ172ExMnwSSQk4bo/h4jfxYILjcKYa0yTiT17yQwNn+vSyjqvS8Vvl1uHNjCAkUig9feTOn2avg/+LfFHH5288Ex8udLQgPPiiwhc/xpkjwcjEkH2ePC+fAeyw1F13c7163N1ZoaG0YfP7KdqmZH00VFIp5FsNiSHA8lmKzuGb8fL8F57rXUWeSgEkoT32mupvfF1JffHtWkj/ut2IrvdGBMTyG53bh2F89mCjRXvcbV7sBDjCs4vZu0U/+1vf8vPf/5ztmzZgizLrFixgle84hX4/X4++9nP8upXv3o+6+Tqq6/m4MGDeW1vfetbWb9+PR/5yEdob29HVVXuv/9+du3aBcCzzz7L6dOn2bZt27zWIhAIKufKNY34nTa6xxK017lmPGf7/sMDHBuMsrLBzYZlNTmx+MjABP2hJC01TnxOlY///BmeG4nlrmv2O3nnlR08eHQYt6oQ13TcqkLGMJGQkCSJ/nAizzVdykl9qG8Cj93GjnVBUhkTh03i2GCU8XiaS9trc5Hfzw1H6R5LEE1mWNXozWsfj2lFIm82Nnxq36dOj9Pgc7CpLUAkpeNzKERTesXXl5urHNm49tZaFzZZpt7roHfcinEvvC/zMV85Su37dBTeN4FAIDhvKecsrsZxXK5vuLe4zTCs87jTk79PMQ14/Lvwx29NGVSCrX8J614NE93grAF/i+VGV0v8XC5Xw0K5pqvZnyvfD8GLYPgINK6Hda+y2kvtj0AgEAjOW4biQ3zvme/xu97f5bWrssqfrf4zbl57My5b9X97RNIR4pk4bb42FEmhzlVHT6SHSDpCg6thvsqvGlmSCbqDOG3zl7x4LshGfncEOnKR3yfDJwmnwkLMnQXbWrfRUdNBOBUm4AiIPRQIBIAl9E51HJdrmwvZmGt7R0cu5jp98iTp3h4Ujwf7lVeCpoGqog8Po4dCZ1XY9G7fjuLzk+7twd7ahmvTxtxrU/ei7Dq6u7ElEiT+9BSDn/0sRiSSu15paMB16aXINTUYExMYkUiR01sPhYh6PNivugrSabDb0YeGpt2HwnuU7u2x3OFtbUiahnlmL8HEU2bcwjHa/vkzjG/ZQurIYRzrL6L2xtfl9qfQmV6qfbp1lBtjPu7dQowrOH+YtSgei8UIBoMA1NbWMjw8zNq1a9m4cSNPPvnkvBWYxefzcckll+S1eTwe6uvrc+1vf/vb+cAHPkBdXR1+v5+//uu/Ztu2bWzdunXe6xEIBJVRGME9kcyUjeD+0B1PsffgAGldxybLXLW2gQ+/6iJ+9Njz/PrpAZKadSzDRFInrU+62V64vIb/95qLSWcM9j7dz4nhKLIkIUmwst5NrUctGwXeEnDlCa3ZeO9oSs/Fe9d4VCSkosjv9jpXxVHgpWLDs+OaSHQ2equ+vtrY8fY6Fy5VYTSaot7rYDSawqWWjmtf6Jjzwn0vx0JEuAsEAsGiJtBa3gVeqVhb2PfEPnh695locb/lpF6x3YpX1yfPMiMdg/s+Ds/tm2xTPfDKT1tndP/x25Ox6C94A9Stqm4d1ayhWiod+8Q+OPJLay9Gj4PtzKfvC/enc8fC1CkQCASCc0oik+DOo3fy0+M/RTO0vNde0voS3nLxW2jyNM16fJ/dh9vmZiwxRp2rjrHEGG6bG5/dN9fSZ41dsdPobkSVl/6RVSLye/5p9jQLMVwgEOQoFQUOlI0Hny3lYq6zsdpmPH5O468L90GPTODdvr2o3b1ta946tMFBUBRM0yT8058x+t3v5iWyqStWYF+zBrW9HSMcRvH5cmtTm5vzBFzZ68WMxWYd4W5vbQPTJNPTAzYbZDJITidKXX3Jccvd+8QTT1hnhsfiqE3B3L0vrDe3xirWUW6MubJQ4wrOD2Ydn75u3TqeffZZADZv3sy3vvUtent7+fd//3daWlrmrcBq+PKXv8xrXvMadu3axVVXXUVzczN33XXXOalFIFiK9IcTHOqbKIrILtdeyXiVRnDff3iAPQf60U0Tv1PFBB46OsJPHu/m108PYJgGsiwxEtPyBPEbNrfwjitXkc5Ybdnoc5sMsmQ9H5pIlq2jcG2l4r1vuXw5r7+8vSjye3N7bdko8HLjJjWdp7rHSWp62XGzYvHUMeYjdnxzey03b2lDQqJ3PIGExM1b2kq69xdDzHn2+yeezuB3qsTTmXmJcBcIBIILinCvJfiaJtSvtR67fgy9+/MF8XA33PnWfEE8sBxu/j40roOj954ZY411Dvehn1tjLyVK7cWTP4Anb89ve3r39GsL98LAwaW3/kLOl3UIBAJBBRimwX3P38e7fvMufnL0J3mC+Oqa1Xzuys/xkcs/MidBHKDB1cBLW18KQE+kB4CXtr70nLnEfXYfLZ6W80IQh8nI72QmyYHhAyQzSRH5LRAIBPNEqSjw0O67CN25u2Q8+FzIxlwbiQSJri6MRCIvgruwvVqBUxsYIHnkyKzqLBeJnjhw0BKN43Fkvx8jHif+yKO4t74IJInUiROYiQTuKy5n/HvfY/Tb384J4pLdTuOH/paGd78LxeMh09dXFO09tebc/iSTJA50YSSTM0a4Z0ZHMXWdzOioVT+gNDZiGgZmKoVpGNiam/G/+rqieHGg+N7fuZvQ7rvmdO/nM858LvdUIJjKrJ3i733ve+nv7wfg4x//OK961av44Q9/iN1u53vf+9581TctDzzwQN5zp9PJN77xDb7xjW+clfkFgvOJco7cuTh1q4ngPtQ3gWYY+J0qsizhsSuEkxrHhiLE0xkyBkwkM7n+qiLx+i1tjMXS/M8fT+NxKKxr9uOxK1yzvgnNAIdNYnAiVTbm/P5DQxzoDRWtrVy8d6m2Un2n2zMT0zquHLPs9dPdj2pix0vxnh1r2L66oaI4+/mYby6MxzROjsSIJjU03URVJLxOdV4i3AUCgeCCITFmOaDr14IkgyMAI0cgMQ4eK/WJ04/CPR+1+mVZsR1e+Rlw+GDkWcsh3rAOnH6rbfSoNfZSihqfuheyYsW/9z5uvVbXOdk23dpKue6Xoqv8fFmHQCAQVMAzI8/wnYPf4UT4RF57nbOON138Jna070CWZu0ZKeLSpktp87cRSUfw2X3nRBCXJIl6Zz1eu/eszy0QCASCpUmpKPDEgS4wwb5iRV48+LzFmUsSSGceK2mvgFKO52qc7dNFu6dPnUKPxXLR7orHQ90bb8W14RLSz5/CSCYZ+cY3SR8/nhtPaWyk+R//H86LN6A2BfFs21YU7V3OpY1pvY+MaU5bb7yri8zwMGQyYLNha2zE85LtyE4ntmAQM5FAcrmQnU6cq1fj2bIlr4bkkSPF976rCySwb9o8p3s/H3Hmc72nAsFUZi2K33rrrbn/fuELX8jzzz/PkSNHWL58OQ0N5+6cJIFAUD2Fju7BM85qv9NWsn110FuRKFlJBLdpmozHNeo8dmyyTCyt47ErxNI6qizT6HMykdTJGJO//BVZ4t1XreL4cBTThPY6N6PRFAd7QngdNuKaMWPMuSzDYydHcapKybWVivcuF/k9tX2mvXSpNlYuLz3fTPejVN/ZsLm9dsaz3Wda89lA03VGIilMzFzce1Iz0HT9nNQjEAgESxJXnSV6TvRaYvZEP9i91rngpglP/RD+8FXrLPEsl70Ztv6VJRKD1dfdYAmodo8Vu+7wW2MvJbJ7Eem3xO9IP7jqATO/rdzaCp3mkX7recPapfXhgPNlHQKBQDADA7EBvvfM93i47+G8drts53VrXseuNbtmdW54JTS4Gs6ZO9wm2wi6g9gV+zmZfyEZiA2w99RenDYnm/ybGIoPsffUXjpqOoRbXCAQCOZIqUhzpabWiuAuiDmfa5x51t0sO53YN20mMzTExJ69KD5/yXZHZ2dFYmqhy7va68vtg+z1IjtdZEZGwDRRGhrQR0bIJBJkRkZRW5ehRyIMfuafMcLh3FjOSy6h6R/+HnXZMmyNjUiyXBTtXarm0J27QZKQXS7sK1ZMuw6tf4BMfz+YJpLPhxmJkOnvRxsYRB8ZQTJNbG1t6CMj6CMjmGmtqIbS974GJGle7v1c4szn454KBFOZt4/Cut1uLrvsMiGICwRLkKyju8nvzDmpo8lMzmFd2D4e02YelJkjuDXdoC+cJBRPs62zgavWNiAB4aSGBKxv8XH3gb48QdyuSPz55W1sbKshltJx2xXCcY2Ay4Zdkdm6qqGimPOtqxrQDXPWa5vK1Jjz+djLcmNMV1u5iPuu7nF+2dVHV/d4VeuYadyzgaooNHjtuFQb4biGS7XR4LWjKspZr0UgEAiWLIFWWP8a0OLWGdqSBGtfCc4A3PcxePjLk4K4zWG5w1/8N5OCuCTBskvh0j+3/nv0qPV4ya7pBdTFGM0daLXqnrqOy94Il72psrVlnea+lklXeWrCai/HYtyH2axDIBAIlhBxLc7th27nPfe/p0gQv6r1Kv7tmn/j1otuXTBB/FzitDlp8bScl4I4QDgVJqpFCbqDKJJC0B0kqkUJp8IzXywQCASCaSkVdV2z60Zqbto1L/HXU8m6sW3BYM6FbESjpHt7SrbrodCcxs1eX0kEd9nI75ZmlIYGJLfbEr5dLitGPZkg/Iu76f/o3+cJ4v7rr6fxgx/ATKctwVouLcWVqlkPhdBD4xXtg5FMIKkq2O2Y8TjY7dZzPYNtSr2S2209txcfqVLy3t+0i5pdN877va+W7P5IHg/6+DiSx1PV94RAUMisneKmaXLnnXeyb98+hoaGMAwj73VxlrdAsHQo5+gu5bAudHrPRLkI7khSYzSaxpgS//LhV13ElWtGODUS4+RonPsPDzE1HKbeo7Im6GVTew0Bl0pC03ns5CiqLIMEK+o9XH1xkKsvDs4Ycw5woCc0p7VBccz59tX1c97LShz209WQjVr/5r5j3LG/h4Sm41IVbt7Sxnt2rKl4DGDW0fnzQa1HpaPRSyyVwedUiSQ1PI7q75FAIBBc0MTHoH41XHEbJEOW6xvgrnfC0KHJfr5muO5L0Lh+sk1WwL/MEss7d1hO4sSY5aKeThBfzNHc5dZRydpKOc2nc8wv1n2odh0CgUCwRNANnV+c+AVffuLLjKfyPxS8pmYN79z4Ti6qv+gcVbfw+Ow+6l3157qMBSXgCOBVvQzFhwi6gwzFh/CqXgKOwLkuTSAQCM4LykVdzzX+upBybmx7a1vJ9krdyeXGVWpqqorgLrUP2sAAjpUrMWIxJJcLfXQUVJXQT+4g9tBDkxfbbDT+9f9FaWwk/NOfYaZS0843V5e2vbUNyW7HiERAUSCVQvb5cHSuJn3ylHUGutdrrdvtLruXZ+veV4tSU4Mei5F86CFrfbqO2t4+57QCwYXLrJ3i73vf+3jjG9/IyZMn8Xq9BAKBvC+BQLB0KOfoLuWwnur0rmb8i5f5aQm4MAyToYkkw5FUniCeZVNbDYcGItw3RRBXZIlL2wK86pIWatx29h0ZYjSWsuJqJBlFkQEJ88x4U+crV8dMLvZKKIw5N014+Pgo21dX5lYvN181tZWq4e6uPu4/PMAd+3swMWmtdWFicsf+npKO8VJj/OTxbv738dNF455Nx3h2HzwOGxMJSxCfzfefQCAQXJAYBkz0WaI4gLfJOhM80g8/eWO+IL7sMrj5B/mCuM0OgXZLEM8SaIXmjTM7xKdGc5um9XwxOaVLraOStZVympdzlS/mfahmHQKBQLCE+Mxjn+Fjf/hYniBe56zj/Ze9ny++9IvntSBe66w97wVxgGZPMztX7kRC4mT4JBISO1fuFNHpAoFAMI+ozc0416/PE0BLtc11jlJubNemjaVd2hXOW25cIC+CG9NkYs/eGR3jU9ecHVuy29GHhzGB9NFn8wRxpb6eZV/4PO4tW4g/9kckm23G+ebq0rYFG1HORLNLhoEkyyiNjTgvWo//up3IbjfGxASy2z3jXp6Ney8QnGtm7RT/wQ9+wF133cV11103n/UIziLZqOepblrB+Uel97mco7tc+2y+f5KaznAkhaYbJV8/PRbnYz9/htNj8Vxbo8/B8loX61v8KLJEvddB91icwXCKOo+DDctqSOsGdkVmKJJkPKZVXM+VaxrxO210jyVor3NVfM52lmzM+apGby7m/LnhKGuCPq7oqKt4L8vVVsm+l6vh2GCUhKbTWuvCJsvUex30jifoHksUrbPUGE91j4MJK5fnj5vd37P186OaPRMIBALBGTJpiPSBnslvf+YuePBfwJjSvu7VsPkWMKYc0ZGaAE0BSaleKM1Gc9evnYzmHj1qtVc7Vri32L1dqm0+qHTcSh3zM+3DQq2jUqpx/gsEAsES4aa1N3Hn0TsxMbHLdm5ccyO71uzCaXOe69IWlAZXA16791yXcdbY1rqNjpoOwqkwAUdACOICgUCwRCnnTC7XPpdxk0eOYESj2Ds6cnHk6ZMncxHclcxlmibO9esxIlHiT+wn/PNfYExM5F53XHwRTf/wD6hNzeihccxkErXEfKXmKLdmM62ROnEcR+fqsq52PRTC0daGvb0dIxxGDgSQTBM9FJrzXs6GxIGDpHt7sLe24dq0cc7j6aEQiseD/corQdNAVdGHh8vupUAwE7MWxQOBAKtWrZrPWgRnkXJxy4Lzi2rvc9ZBPVP7bL5/QvE043Et5+Yu5OHjI3xu7xFiaT3XdkVHHe+6ahV3PtHNaDRFvdfBaDSF12ljY5ufwwMTxNKZWcefF65jIpmp6v8H08WcV7qX01HJvq8OekvWsKbJi0tV8vbNpSq01xXPXWodtW47JmbJtZ3tnx/V7JlAIBBc8KQiEB2ynMlZdA1+90V4+s7JNtkGG18P6Rg88X2we62zxlUPnLh/9pHf8xXNXSp6HBYmjrzamPNA68wi8nT7sFhi1StZh0AgECwhLq6/mD9b/WdMpCf4i/V/QdAdPNclLSiSJNHoasStus91KWedZk+zEMMFAoHgPEBtbi4pbJZrn+245WLVk8ePE3/k0Rkj1c1MhszwMNE//IHxH/6I1OHDeX9z+67bScO7343i91vngNuUqmPgC2se/va3Ce++CyOZRHY6SR47SuNttxVdl40X17q7rXjxvr68ePG57mU1FNYc2HVjyZqrIXvvzHh8VpH6AkEhs45P/8QnPsEnP/lJEomzF6UrmB/KxS2fzVhkwcKzUPc5O248ncHvVImnM9OOm9ENurrH+ePJMYYmknmvDUdSHB2M8M0HTvCPP38mTxB/3Qta+cyfXUJHg4cd64NIEnSPxVFkiVu2tLNlZf2c4s9n2p+u7nF+2dVXMm48y3Qx5/3hBIf6Jira70rmKlcvWHMmtAxPnR4noWW4fvMyrr6omZu3tCEh0TueQELi5i1tJd3w2XUkNZ2nusdJajqvv7ydWy5fXrQ2QPz8EAgEgsWIaUJsBCKD+YJ4fAx+/p58QdxdD9d+1hLETRNqVlqPz/4aDv9ibpHf00Vzh3th4ODM45WKHn/yB/Dk7fMfR75QMefl9gEWb6y6QCAQnAd8fNvH+fsX/f15L4jLkkzQHbwgBXGBQCAQCKaiDQyQPHJkxij0wohy99YXEX/k0Rkj1Y1kEq2/n9SpU4z827+TOnRo8m9uSaL2rW+h8a//Glt9PbamJiRZzs1nJBIkurowEomqYuATBw4S3n0XmCZqayuYJuHdd5E4cHDW+1QJlexlORaq5nKR+NUK/XNZm+D8YtZO8de//vX8z//8D8FgkJUrV6Kq+e7MJ598cs7FCRaGcnHL1cROCxY/C3Wfx2MaJ0diRJMamm6iKhJep1py3Hg6w56D/dx/eJBYSsfjUNixPsiWFXXsf36Me58Z4MnTYcZi6dw1iiyxrslLUsvwp+5xtqyoY8uKOlbUeUhnDDqDHpbVWH/4zyVae7r9+emTPdyxv4eEpuNSFW7e0sZ7dqwpOU6pGqpxUn9z37GK5pquXgAJCet/Uu6a9+xYw/bVDRXHw5uYWP8zy67tUN+E+PkhEAgEiw1dg8gAZFL57UOHYc8HITo42RbcANd9AZIhSEctQVyxQV0HDHRZfeo65xZ9Xiqauxp3dKno8d7H56e2Suaaj3Gh9D4MHFy4+QQCgUCAIivnuoQFR5EUgp4gDsVxrksRCAQCgeCcEn34YSb27J3R6Q3FEeV6KET0vvtLRqpnBVc9HEYfH0cbHWXwU58m09MzOaCiYFu+HM/ll2NraEDx+Yonlaz3a5Gk4temId3bg5FMora2IikKSkMDWm8v6d6eokjyXLz4VVdBOg12O/rQUNXx4tXs5Vxrrpa5xsDPdW2C84tZi+JvfvObeeKJJ7j11ltpampCqvL/2IJzx3SRz4Lzh4W6z5quMxJJYWLmYrmTmoGmT7q8TdNkLJbm+FCU+w8PYprQXudmNJpi35EhvA4bdz/VxxOnQ8SnuMNdqswLl9eyosGT67uizkOjz8HqoJd6b/Ef/bON1i63P/3hOHfs78HEpLXWxWg0xR37e9i+uqGsqDy1hkJH9+BEkru7+lgd9BbV2dU9XvFc5erVdJ27u/pwqgqXttcWzbe5vXZGMTxbs0u1sXJ5cc1T6xY/PwQCgWCRkYpaonfh8SRH74HffjJfKF/3atjxD2A78/vU7oX4CNStgtgwuOoBc+7R55AfzV3oxo70W88b1pYWgktFj89nbTPNNR/jZimMKF/o+QQCgUBwXqMqKkF3EFUWf38JBAKB4MJGGxhgYs/enNM7MzTExJ69ODo7y4qmhVHi5SLOTcMgMzyCEY+RfPZZBj/1afTR0dx1ktOJ7PdDKoXs8xcJ4tnaZKcT+6bNFdU2FXtrG7LTiT4ygtLQgD4yYo3V2lbUNxcvHovNOl58Nns5l5pnw2xj4OdjbYLzi1nHp//qV7/ipz/9Kf/2b//GJz7xCT7+8Y/nfQkWL9NFPgvOHxbqPquKQoPXjku1EY5ruFQbDV47qmJ9Ij+dMegNJQgnNMIJjVhKp97rQJEl6r0OYimdfUeG+cOJsTxBPOC0sTboZUWDJ69vOKFR73WUFMTLUUl0eanI8Os3LyORNkhoOj6nSkoz8DlVEppO91hl8eBZR3eT35lzUkeTmZyje2pt3WMJEpq1PzZZpt7rKDtXuXpVRal4vtnWXKqOxfDzo5qIeoFAIDjvME2IDlsO8amCuKHDH74G9/79pCAuyfCSD8I1n5wUxL1NsP7V1mv9fwItAZe9ES57U+no87mQdWP7Wibd0akJqx2KY9VLRY8vVG3Txb0vBGd7PoFAIBCcN7hsLlo8LUIQFwgEAoEAyyFtRKPWGd5nnN5GNIoeCpW9ZmqEdrlYbqWuDq2vn/Tp5xn/4Q/p+9CH8wVxrxeloQHZ68XW3Izi85atTRsbI/aHP6CNjc1Y21RcmzYS2HUjSBJaby9IEoFdN+Yc16XWMduo9pn2stLY8ZlqXggqqW023yeC85tZO8Xb29vx+/3zWYvgLDKX2GnB0mEh7nOtR6Wj0UsslcHnVIkkNTwOyykcSWqMRtMYZ96cD7hUPA6F0WiKeq+DkUiS3lCCh46N5I3pcyisqHdR67Xn+o5GU3gcCquDXgKuyv/orya6HIojw9vrXJimyXPDMVRFQtNNvA6F9rrK9m46J3VhbRtafLhUJW/NLnX6uQrrrWa+cntRrft7Mfz8qPY+CwQCwXlFJg3RAetxKskJuPcf4PQfJtscfnjV56D9Rfl97W7wNEyJcTsjrJeK/J4r07mjy8Wql6tjvmuDhVnzYppPIBAIBEuegCNArXP6BDCBQCAQCC4ksg7pUk7vUpSL0J4ayy17vWT6+oj+8Y+Mffc/0E6fnjKhgn3NGmyNjSiBAGYmg+LxlJxPqakh+uSTmMPDuTapsZGmKtzbjbfdhnfrNtK9Pdhb23Licql1WBPMLqo9W2+pvUweO0b80ccqjh0vV/NCUGkkerXfJ4Lzn1k7xb/0pS/x4Q9/mFOnTs1jOYKzSUvAxcXL/EIQP8+Z7/ucdQp7HDYmEpYg/upNLSiSxHAklRPEARp9DnasDyJJcHI4ypOnQ5wYjuVel4AGjx2/S8VuU9je2YAkQfdYHFmSuOmF7axqLP60XTkKo8tNE+7u6ivpJJ4aGX7p8lpcqo27u/oACPqdSFiud+nM86DfWdX+FDqpgaLanumP8KpLmpCQ6B1PICFx85a2knHn09Vb6Xzl9mI27u9z+fOjmvssEAgE5x3JCQh3FwviYyfhjjfnC+J1nfD624sFcaffcpc/81NQ3dB6ufX49G7LrR1oheaN8yfWlnNHQ36sumlO1pC9rrCO+a5tocddLPMJBAKBYEkiSRINrgYhiAsEAoFAUEA5p3cph3RhhDamycSevTmntWPdOiSbjczwMMkTJxj+8lfyBHFJVQl+5CPUvfFWFL8fNA3F4yk7X/QPj2Bm3eVnRGpzdJToHx6pao2uTRsJ7NyZ5xAvXEdo912E7tyN7HTi2rQZ2enMra1SSu2le9tW4o8+VnLPqql5IZjufhZSzfeJ4MJg1k7xW2+9lXg8TmdnJ263G1XNdxSOjY3NuTiBQLA4meoUdtllbLJMNJUp2XfLijoiSY1v7HuOsdjkG/guVWF7Zz1OVUFVZEZjKVbUe9jUVkM8rbM66KG9zpPr3x9OlHQmT23PxoCvavTmYsCfG44yHtOKxNts36DPyVgsjcduYyiSpHssQXutm4uafURSOj6HQjSllxwjyx37T3Oob4KLl/m5ecvykk7qQ30TJWt7y4s72LKyjmODUdY0ebn6otK/kMvVOx7Tqpqv3DoWg/u7Uqq5zwKBQHDeYJoQHYJUpPi1kw/Bvf8PtMkPnrHq5VZcut2d39ddZ30NHLTc2fVrJyPNR49a7uWFEGpLuaPPdg0CgUAgECwhFFkh6A7iUCo/SkwgEAgEgguJQqd3VujUBgby2rIR2vaOjlyEdvrkSfRQCFtdHZnhYYx0mtTx4wx87OMY4+O5OZTaWuydndhbl+G+/HK827cXzVdI6shh6294lwtJkjBNE5JJUkcOE9lXS+rEcRydq/HteFlV6y21jsSBLjDBvmJF0dqqEX6927ej+Pw5l7dkV4n+5r6Se6Y2Nxft8dlkuvtZqpZy3yeCC5NZi+Jf+cpX5rEMgUCw1Gj2O3HYFELxNJpulO33X384yY8e60Y3Jh3kW1bUUuO2YZMlAm41F5UecKm017lzZ1tnKReVXdi+fXVDxTHgtR6VaErjUP8EiiyhGybL61y017nwOm2YJnQ2emeMEn/jdx/lkROj6CYoEvziqT5+8I6ttARceQJtuYjyY0MRHj4+QjSZ4bmRGHabUjbivFS92boqna/cOkqNsViZzdoEAoFgSVMuLt00Yf9/wGP/Ti7+HOBF74Ytb7fOC88iSeBptFziMH2k+UIRaM0Xu89FDQKBQCAQLAEcioNGdyM2edZv2wkEAoFAcEGgNjfniZylYrUdnZ0lI7Qlux2tvx/TMIj8dh8jX/0qZnry7251xQrsnZ1Iqop91SoUvx/F759RVHWsvwhkGdJpTIcD0mmQZeJPP0No912YmQySzYb32mtp++fPVLzWUlHgSk0tmOac48EL9829bWvZ2PFKo8sXitlEohd+nwguXGYdn/7mN7952i+BQHD+oukGfeEkoXi66LXhSIrjQ1EGw0m+fv8xfvDI6TxBfHXQwwdfuZZXbmjORaVLEuxYH6SjwUNLIF8QLxeV3dU9XtT+8PERtq+urzgGXJIkMrpBStPJ6AaSJBH0O7l+8zKSms5T3eMkNb3sGHfsP80jJ0YxAZcqYQKPnBjljv2ni/qWiijfvrqeh4+PVBwDLkkS1oHiJmCeeV6a7Hyl1tEfTnCob2LJxo3PJu5dIBAIliypSOm49HQcfv0ReOzfyAniqhuu+xJc/s58QVyWwb9sUhCH8pHmZ9OhvRhqEAgEAoFgkeG1e2n2NAtBXCAQCAQXLNrAAMkjR6qKAM9eVypWG8iL0DYBz0u2gyRhaBqj3/kOw1/4wqQgLsvY161DbWtDVlVqXvdnODo6Kq6j9sbX4dy61XqSsN5/VdesIf3ss5iGgeTxYBoG0XvuIbLvgYr3oVQUeM2uG6m5aRdGMkniQBdGMpkXD544cJDw3r0kDhysat/ijzyKe+uLimLHgYqjyxeK7D6UW7NAMB1z+he2ruv87Gc/4/DhwwBs2LCBG264AUVR5qU4gUCw+IgkNUaj6byzw7Psf36MfUeGCMU1jg1FGYlO+WSdIvHizgZM0ySSzLBlRR0r6jyEExoBl8qaJh91HnvRmOWisrvHEiXb1wT9XNFRP2MM+HhMI57WcakKyYyB0yYTT1sx6QAmpqU/U7zOLIf6JtBNSxBXZBmHzSChmRzqmyjZvzCifDymcc/TgxXHvXvsNnasC5LKmDhsEoMTqRkjwwvXUc51v9RYSnHvAoFAMCtME2IjkAwXvxbugT0fhNHjk22Bdnj1v0Ldqvy+imoJ4kqJNI1SkeZnm8VQg0AgEAgEi4RaZy0BR+BclyEQCAQCwTljLi7k6WK1sxHamZERTF1H8fvRJyYY+uznSDz1VG4M2e+n6e/+DrW9DTOZxL5qFfbW6v9ObXzbWxlOJsmMDGNraMTe0cHE8eNgs2HG4wCYqRSpE8dLxqiX24dSUeDRhx+23kMwOWOmshj+9rcJ774LI5lEdjoJ7LqRxttuq3jfnGvW4Ln88ry5kkeOVBVdvqCUWLNAMBOzFsWPHz/OddddR29vL+vWrQPgs5/9LO3t7fzqV7+is7Nz3ooUCATnHt0wGY2myp4dPhxJse/IEBOJDAd7J/L6eRwKL18XRNMNJAkCLuuN+Uafg6DfSb3Xjt9ZOvq6XFR2Nua8VIR2JTHgmq4zEklhYhL0OxiNphiJpOgPx7nnmUFcqo2Vy6349Lu7+lgd9BaNefEyP4rEGZHaIJUxUSSrvRyFtVUT9+512oim9Ioiw7MO+6nr+Mnj3ZiYuFQbqxqnX9tSYKnEvQsEAkHV6BkrSjyTKn6t+zH49UchNUUsX74NXvnP+U5wANVlxZLL04RDFUaanwsWQw0CgUAgEJxDZEmmwdWAW3Wf61IEAoFAIDhnFDqWM0NDTOzZi6OzsyLBdaZYbcXvx0ynMXWd1MmTDH7yn8gMDuaut69aRdM//j/U5mZkjwdbY+O0SZ0zrcOxYgWeyy8nMzRE6uRJS7zVNHA4IGX9va/U1Ve9D1OjwLN9ZZcL+4oVub5mWiO8+y4wTdTWVvSREcK778K7dRuuTRsr3rfC2PHZRJfPN+XWXOn3ieDCZtbx6X/zN39DZ2cn3d3dPPnkkzz55JOcPn2ajo4O/uZv/mY+axQIBOeYpKbTO54oK4gDhBMap0biPHZyLK/f6kYPL15VRzih5WLSG30OAEaiKcZjaWJT+hdGe2ejshNahqdOj5PQMly/eRmb22urjtCeOraqKDR47aiKzNBEClWRafDaSaQNoslM7lzzJr+TaDLDeEwrqu3mLcvZ1lmPBCQ0EwnY1lnPzVuWV7Sv5dZWag0zRYYX1pZ12E9dx3g8TSimlVybQCAQCBYJ6TiETxcL4qYJT/0QfvF/8wXxF7wJXvPVYkHc6bcc4tMJ4uUI98LAQetxtszHGAKBQCAQXAAoskKLp0UI4gKBQLBEmG20t6CYwr3MOpYljwd9fBzJ48GIRtFDoYr2vVS8eDZWOzM+TuKZZ0gdO0b4V7+i7/0fyBPE3S96Ecu+9EXU5mZLDA4GSwrildRRah2yw45cV2cdG5ZKgSShNDXhuviionGz15tA6uRzmJDbh3J9JbfbmsvtxohGSZ04jpFMojQ0ICkKSkMDRjJJurenqn2bS9+FIrtmWzCYc6tP3R+BYDpm7RR/8MEHefTRR6mrq8u11dfX87nPfY7tFcZZCASCxY1pmozHtZJnh09FN0x+daCfwwORvPa1QS//9NoNSJKUi0nPCuJ/Oj3OH06MkkjruRhvoGy0t4SE9b/Jf4xUE6FdGBu+fXUDboeN/nASgERaZ1mNq6wD/djQBA8fHy2q7Qfv2Mod+09zqG+Ci5f5KxbEp1JqbaUot95Skeirg96iddS67ZiYFTnTBQKBQHAOiI9ZX4VkUrDvM/DsrybbFAe8/B9h3c7i/p56cNXOroYT++Dp3ZCaAIffOuO7c8fZH0MgEAgEggsAVVFpcjeJ88MFAoFgiTCXaG9BPqX20tHZiR6LkXzoIVAU0HXU9naSx48Tf+TRiva9MF7cFgyiDQ4S/f3viTzwIOnDh9F68oVhdeVKJL+f5OHD+F95LYrXU3HNpepQamqK1mELBvFs2UJmfBwTEwkJe2srSk1N0bjurS8i3dND+tQpTNNEkiTsK1eW7avHYiSPHMnbM0fnamSnE31kBKWhAX1kBNnpxN7aVtG+TSdyV9N3IVgMbnXB0mXWTnGHw0EkEilqj0aj2O3F5wILBIKlhaYb9IWTMwri4YTGR+86yM+7+nJtNlliy4oa3nFVB0G/k0afg9VBb04QDyXSPPLcKLIksarRi2nC/z5+2or3Nsm13d3VR1f3OHd39eFUFS5tr8WpKtzd1ZfnJL94mX9Gh/jdXX15Y993aJCklsGmyDhUBZsiY5omQb+zyJG9fXUDDx8fLaptqmP84zdcUrUgnq2r3NpKUbjeUmu7+8y9KFzH6y9v55bLl1flrhcIBALBWcDQLUd1KUE8OgR3vTNfEPc2wa7/KBbEJQn8LbMXxMO9lphtmlC/1np8end1bu/5GEMgEAgEggsAp81Js7tZCOICgUCwRCiMtMY0mdizVzjGZ0G5vcwMDRf1NVIpor/dV9W+q83NONevR6mrQ+vrI336NJH77if55JP5grjNhvMFL8CzdSuyLBP/4+MY0WLNa7qaK73/ksOB9+qXY29tRQ3UYG9ttRzXUDzur/bkxpXPaG3a8DDJw0eK+kZ/uw8zXXz0mvOi9QR23QiShNbbC5JEYNeNRdHppfatEpG7mr7zzWJwqwuWLlX/y/uhhx5i27ZtvOY1r+G2227jP/7jP7jiiisAeOyxx3j3u9/NDTfcMO+FCgSC+aU/nCjrsI6mMoxEUhimWfb64UiKp3vDfOuh5xiKTP7iba918a6rVrGmyZcTwaficdiIp3XiKZ1Vjd5cjPdTp8dBgjVBL2OxNF6HwuBEiu6xBNFkJq/vc8NRxmNaxWJuNkpcliyHeq1bJZTQUGWFy1fUEU1n8NptxNJWlHihI3s8pnHP0wM0+R15tVVTQ5ap+56tq9zaprtHhWsrNUY5Z3ml7nqBQCAQnAW0BEQGLGG8kP4u2PshiI9OtrVcCjs/D+6Cc8dkxYpLtxX/7q2YxJjl7q5fa43na4HRo1Z7pWd+z8cYAoFAIBCc53jtXuqd9bM6p1QgEAgE54ZsZLO9oyMX2Zw+eRI9FBJiXJWU28t0bw+Kx4P9yiuts7dVlfSJE+ihceybNle173o0hj46gmkYpI48S/yRRzCTydzrktOJuqoD57p1SKqKumIF2vPP58bNRpNnndDZmpXGxlxMuT48XLIOPRQqWoc+PIxz9Wo8W7bkjZs8cqRoL1LHj+cJ30gSmeFhKxK9oG+iqwvJZsNz1VWQToPdjj40hB4K0XjbbXi3biPd24O9tS0niBeuLUu59sXIuXarC5YuVYviO3bsoL+/n6997Wu8+c1vZtu2baiqFb2byWS44YYb+OpXvzrvhQoEgvmjVNz2lWsaMQyTkViKaLL82eEA+58f44ePPs/B3gmMKbr5S9c28uFr1+GyKyWvC7hU6r0ODNMsivau8aiMRNLse3YIRZLQTZMV9Z6ycebVRH7XelQO9YfoHpv8h09LwElrrZPHnx9DkSV0w2R5nSs3bkvAlScYx9IZ9j0bzqut2tjxUhHu5dZW7h6VWtt0+1O4jnJtAoFAIDgHlItLB3jmp/Dg58CY8jv5kpvgyr8FpeD3j80OvmWgzNFp5qqz4s4j/ZaYHem3nrvqZr52PscQCAQCgeA8RZIkap21+O3+c12KQCAQCKpERDbPH+X20t7ahuz1YsbjuXalpsYShavY98zYGHo4DEDs4T8w9KUv5QniSjCIY/VqJJsNPRxGXb4cfXg4N+600e4FMeWl6siub+o6smOrzc15Am6pvVDq6pDHxjAmJvKizx2dq0mfPJXf98z+mLFYyf1xbdqY5w4vFwG/FI8GKNxLgaASqo5PN884R2tqavj5z3/Os88+y5133smdd97Js88+y09/+lMCgcC8FyoQCOaHcnHbp0aj9IYSMwriA+Ek/7bvBF09+YL4X1zRzsdec1FJQVySJBp8Duq9lnutJeAqivZ+xcVN2G0S1uHa1mO5OPOpkd9d3eP88kzM+tQ1HuqbyMWQH+oLMxC23OzKmZ96w5EU0aQOmNYn7jCn/ZS+9bMvv7ZqKLXvDx8fYfvq+qK1ASXvUX84UbS27F4mNZ2nusdJavqMkeiFYwgEAoHgLGMYMNFXWhCf6IV7/g72fXpSEJdt8LJ/gJd9tFgQt7vB35YviId7YeBg9ZHlgVbr/G9JstzdkmQ9n87hXTjXbMYQTM9s76dAIBAIFhWKpNDkbhKCuEAgECxRRGTz/FFuL12bNha119y0i5ozMeAz7bup65bbORzGNAzGbv8Bg5/+dJ4gri5fjnPzZvyvvo7A6/4M2e1GO3UqNy6UiDOfEu1uZjIYqRRmpvx76Nn1ZcbHiT3yBzLj42VrzvY1EgkSXV0YiQR1b7yVmtffjKnr1rniuk5g1434drys7P5Mvb7cXOUi4BMHDlqCeDyO7PdjxOPn7GiAxIGDhPdaNQkEC8Gs7CRThaM1a9awZs2aeStIIBAsLKXito/0T3BsMEZno2faa8NxjX/65SFOjsZzbXZFZm2Tl5etC5YUlWXJmqNQLC8VUe51qLxsrY+0bmBXZIYiyWljwL+57xh37O8hoem4VIWbt7Sxsa2myGF9bDCKCdR5VEACTEKJDBnDZMe6IKmMicMmlY1En662aiPcC2PO1wT9XNFRn7e2Q30TJfvef2iIA72hku5xE9PS95lerK/UgS4QCASCBUJLQnQA9BJ/QB//DTz0hfy4dHc9vOpfYNkLivs7A+At+Bl+Yp91hndqwnJoX7ILOndUXl/nDmhYa8Wdu+qmF7PLzVXNGILpmev9FAgEAsGiwKE4aHQ3ivPDBQKBYIkjIpvnj3J7Wa59pn03UikyQ0OWaB2LMfT5LxD/4x9zr0tuNw3vfheOzk5kvx/n2rUogQDuF7xgxjjzbLS7mUggOZ2QSiE5HJiJRNkY98Qzz5A6ehQjkUAeGSXxzDPTO68lyXrb+sz7664NG0isXYs+NopSV49rw4ay+xN9+OGi60sxXWx9+tQp9FgsF/eueDxn/WiA4W9/m/DuuzCSSWSnk8CuG2m87bazNr/gwmBW/xp/y1vegsMx/XmFd91116wKEggEC8vUuO1Gr4Pnx2KoNgm/c/ofB8cGI3zsF88wODF5fniNW2VTqx+Pw0bAVRwlrioyTX4ndlvpUIrCGG+v0zrXu5IY8K7uce7Y34OJSWuti9Foiv/542mefD5ErcfOqkYvgxNJ7u7q4/KVtaiyTDxt4HMqRJIGqiLR6HUQTekzxrJn96xcbZUwXcx54dpK9ZVleOzkKE5VyVub32nj7q4+XKqNlcsn21cHvUWCfaFbfbq+AoFAIFgAEuOWO7xU2sjzf4D7P2mdMZ7FWQOv/jI0bSju76kHV21+W7jXElBN0zrTO9JvPW9YW50wHWiduf9Mc1UyhmB65ut+CgQCgeCcIs4PFwgEgvMLEdk8f5Tby1Lt0+27Homgj45imibp7m4G/+lTaD09k9e2t9P0sX/E3taGJEnYGhuRPZ6S45aLdpedLjIjI2Ca2IJB9JERMiMjmGmtqJ7EgYOEd9+FpCjYV65EHxkhvPsuvFu35UWZw6R7W3Y6sW/aTGZoiNDuu6x5amtxrltHZmiIiT17cXR25urN1lzq+ql9p1LJ2rJx7ZlEouTaForsnmGaqK2t0+6ZQDAXqo5PB/D5fAQCgWm/BALB4iQbt50xDJ7pC2OYJjvWB2n0lf+gy11P9vJ//+dPeYJ4o8/Oylo3siyVvN6hKiyrcZUVxMvVVS4mvZDusUTOIR6Oa7hUhXhaZySWwutQGIul8ToUoskMG5bVsHNjMxIwHteQgFdvbOFdL+skoWV46vQ4CS1Tdr5qawO4//AA//7Ace4/PJA3RiUx56Xm27qqAd0wafI7c+7xaDJD95gVeV/YPh4r/kdL1q1eSV+BQCC4IFmomGpDt+LSY6OlBfFj98KeD+YL4nWd0HJp8TnhkgS+ZksQL6w3MWY5in0tICvWY2rCap9vsnPZPRAfsR4Xaq75ptR9XowR5WfzfgoEAoFg3pEkiTpXHQ2uBiGICwQCgeCCRxsYIHnkyLxGcpuGQWZ42BKnTZPYo4/R+9735Qni7q1baf3yly1B3GbD1tKSE8RLUTYmv6UZpaEBye3GCIeR3G7rub3YNJXu7cFIJq3XFQWloQEjmSTd21O0D1n3ti0YzLm39dA4eiiU12ZEo+ihUNFcpa4v13c+1pZlvu/ndHt2tlmI71XB4mFWTvGvfe1rBIPB+a5FIBCcBUzTZH2zn/9z+XLCCY2ASy0riOuGySfvfobfH5+McZWA6zY2E0tliCQzSBT/ce9x2Aj6HFX/4V8uJr0U7XUuUhmdo4OpM4Ho4HUoSEjse3YIRZLQTZMV9R5qPSpfuPlSXnXJAMcGo6xp8nL1Rc387tiwVb9EyXXMtrYP3fEUew8OoBkGqiyzc2MzX7j5UqDymPPC+QAO9ISKnObtda6yDvRCpnOrCwQCwQXPQsVUawmIDFjCeCGGDo9+E578Xn572xXgaQJZttziWbLCqOosXW/DWuu/I/1Wv0i/9dxVN/d1FOKqg1QMBu4DSQFTh9qOhZlrPim1b7A4I8pddWfvfgoEAoFgXlEkhUZ3I06b81yXIhAIBALBOSf68MPWmdXRKLLXi/+6ndNHiVeAmU6jDQ1jamlMwyD04x8z/oP/zutT84a/oPYv/gJJlpHtdmxNTUi2mSWxUhHl2sAAjpUrMWIxZK/XWovHg1JTU3S9vbUN2elEHxnJOa9lp5PM6CjDX///8vbB0dlZ5N5WamrBNIsc3aXmKuf+LtV3PtYGC3M/y+2ZvbVtTuNWy0KsTbC4qNopLj7dKhAsXVIZnZ7xBJGkRqPPweqgt6wgHoqnee+Pn8oTxFVFYlNbgFg6g1NVWN/ix2GT2XdkiOGI5SIPuFSa/M5Z/6xoCbi4eJm/ojhv0zgjLJ+ZysA848CTzpyfImFOceRdfVEz737Zaq6+qDkXJe5UFS5tr8WpKtzd1Ud/OFE0TzW13X94gL0HBzCBWreKCew9OMAd+0/nYs4vXV6LS7VVNV85t/rm9tqKXeyzcbwLBALBBUFhTLVpWs/n6hqOj1ljlBLEUxH41fvzBXHVDe3bwOGzBPG1rwRvk/WazQ6BdksQL1cvWIKuJMHoUevxkl0LGLVd+AGv6T/wdc4ptW9P3g5P/mD+7/18EGg9y/dTIBAIBPOBQ3HQ4m0RgrhAIBAIBEzGe2Oa2Ds6wDSZ2LN3Ti5cPRpF6+vD1NIY8TiDn/nnPEFccrlo+sf/R92tt1qCuNuNraWlIkE8i9rcjHP9+lwEedZlLXs8GJEIssdjuaxLRLq7Nm0ksOtGkCS03l6QJLyvfAWpw0eK9gEocm/X7LqRmpt2FTu6y0TNl3R/TxPxP5e1LcT9LLdngV03ntXo9IVam2BxUbVT3CwV+SgQCBY94YTGWCxd0f+Hjw5G+NjPn2EoMhmXXutWuWpNIz3jcSLxDK3L3CiyRL3XQfdYnHBCY32Lv+TZ4vNBV/c43WMJ2utcbG6vpXssgdNuo7nGhaabqIrEcCSFKcGqBg9jsTR1HjtOVWE8phUJv9ko8VWN3lyU+HPD0ZJ9Z6I/nMg5uo8NRtEMA7/ThmGC2y4zkcxwqG9izvOVc6tX42Kvpq9AIBBcMGRjquvXTrqxR49a7dUIkOFe6xpHwBpHK/PBp7GTVlx66PnJtrpOePWXQLFDMmQ5xLOCuN0N3mZLKJ+p3s4dlmM8MWY5irP1Z2ub2jbTOqbrmxgDhxdWvwL0FCgOiPZPv2fV1LAQlNq33set1+oun9u9XyjK3U+BQCAQLErE+eECgUBw/qMNDOS5bBc7C1lvJWNn473tHR25eO/0yZPooVBV9WgDA2TGx8E0kV3W+5laXx8Dn/wntNOnc/1sy5bR/LGPYV+xHADF78dWXw9Y51ane3uwt7blxNZyayjV17t9O4rPX9ReisbbbsO7dVuur2RXGfm3fy+5D+XGLTdXYc2l3N/VUukY83U/S1G4Z2f7LPGFXJtg8VC1KL5v3z7q6iqP7Nu4cSN79uyhvb292qkEAsE8oBsmw5EU8XSmov73PjPAl35zFE2fFM9bAk6uWtNAOKHhd6mYmIxGU9R7HYxGU3gcCp1Bz4IJ4t/cd4w79vfkzhC/eUsb21c34FIVkpqeq8NtVxgIxTnYE85d21brXNAo8d8dG+burj6iyQxep422GieSCWMxDZsikdFNVFni4mV+YunxOc+XdY1X2l7NGAKBQHDBMh8x1dlY7sQ4yDZY8wpo31rc7+RDcO//Ay022bbqZXDNP1nncsOkGA7gDIC3sbp6A6354mk10fCV9s3WkI5WtmcLFU9fDaX2zVUHSIs7orzwfgoEAoFg0SFJErXOWvx2/7kuRSAQCAQLyFKLVl7Ieisdu9p473JzhX/5K/TRUSSnE+9LrwLDYOhfPo8Rjeb6uba8kOCHP4zi8yFJEkpdHYrf+t08/O1vE959F0Yyiex0Wi7kDRtKrqFU38bbbitasx6ZmHY/XZs25onv5fah1LhAybnK7bva3Dxn4baSMebjfk7H1D072yz02gSLg6rj01/60pdiqyJm4tSpU2iaVu00AoFgGvrDCQ71TUwbvQ2QSOv0jicqEsQzusHnf/0sn/v1szlBXJbgNZua2dzmpz+cRJJg58ZmrtvYQjKjc6RvglRG56YXttPZ6KuqtnJ9C9u6use5Y38Pmm5Q57Gj6QZ37O8B4OYtbUhI9I4nkJC4fGUdoYQVUauc+WD+4ESaQ31hCslGiSc1nae6x0lq+oxR4oW1ZSPYTRNWNXoxTTg2FKPhTCS9lrH2sbnGxUvWNHL95mX0heL85pkB+kLxJR1dXs19FggEgkXPXGOqs7HcWtI6C9ww4Oi9EB20Xo8OwvARePir8KsP5AviV7wLdn5hUhCPDsLIs9ajp75YEK+23mqi4avpu1A1zES4FwYOzu7aUjVf9ia47I0iolwgEAgEs0aRFILuoBDEBQKB4DxnqUUrL2S91Yw9m3jvwrnCv7jbEsTdboxEgrHvfZ+Bj308TxAP3HwzzZ/4hCWIyzK2pqacIJ44cJDw7rvANFFbW8E0Cf3vTxj77x8WrSGy7wHCu+/C1DSU2lpMTSO8+y4i+x6oej8TBw4S3ruXxIGDuX0wkkkSB7owkklrX6Bo3NDuuwjdubtorsSBg0zs2UtmdBTTMMiMjs7r96A2MEDyyJFpx5vr/VzMnM9rE0xStVNcIBCcWwqdyddvXsaVa/LfMDdNk7FYmnCisg+kjMXSfOjOA5wcmXyT3m1X+KcbNnDZilqGIynCCY2AS6XR52D/82NISEgyuO027Da54tqmWwdQ1BaOa4TiaWRJIpbWkYGYmaF7LMF7dqxh++qGXKz6IydG+dXBfuo9KiYSEibhZIZjg1Guvqj02k1MrP9NHytfqt56j6MoEv2p7nFW1nu4dHlNLqLcMKy49l881cufusNoukF3KMEvnuotuz+LmWrus0AgECwZ5hJTHRu2RGx/uxXB7WmE0CkrBn38JBzZAz2PQ2xo8hrVDa/4J1g1xS3d/aglpqej1hib/095N3Wl9VYTDV9tjPxC1DAd8+E2L1eziCgXCAQCwSywK3Ya3Y2o8sKkpgkEAoFg8bDUopUXst5qx55tvLdpmqSff57U8eMYiQRmKoUeCmHGJt/DlhwOGj/wfrxXXWU9V+2owUYkuz3XJ93bg5FMora2IikKSkMD6VOn0MdGca5bl7eG1InjZMJhJEXBGBwEWcaMx0mdOF7Vmss50zGt96I5c8Rpqb1MHOgCE+wrVuTNle7tId7VRWZ4GDIZsNmwNTbOyz2tJlVgPuLaFyvn89oEFlU7xQUCwbmjlDP57q6+PLeuphv0hZMVC+JHBiZ41w+eyBPE/U4bV6yspb3ODUCjz8HqoJdGn4PhSIp9R4Zw2xWu6KjHbbdxd1cfXd3jM9Y23Tp+8ng3//v46aLrE1oGTTdJZgwcNolkxkDTTVx268fX5vZaXrN5GZvba1nT5EWVZWJpA0WGWNpAlWXWNHnL1uBSbVy6vBaXaquq3ru7+tB0PRfBrhsmgxNJat12ajwqLtXGC86M63XaeKYvxN6DA0hAvUdFAvYeHOD+w4vz06TlqOR7UCAQCJYsgVZo3lidKKolIZMCm8sSxw3derR7Qdfg6Z/Cqd/lC+K+Frjpe/mCeHTQEsQBmjdZEewzuakrqXdqZLihTx8PXk3fhaqhHPPpNi9V82zuvUAgEAguaNyqm2ZPsxDEBQKB4AJharSyqeuLPlp5IeudzdhqczPO9esrF8QzGTL9/ejjIfTxcYxIBH1kJE8QtzU3s+zL/5oTxGWXC7WlOU8QB7C3tiE7ndb1uo4+MoLscqHU1Revoa4eNA0zkQC73XrUNJS6+orXXNKZ/pM7GPvBfyO7XLg2b0Z2uZjYsxczrRWNq9TUotTUFM1lJJJk+vtB05C8XtA0Mv39aP1ze395NqkC1d7PpcT5vDaBEMUFgiXFeEwjmszQ5HfmnMnRZIbxmCWAR5IaveMJUppe0Xh7nx7gvT9+itFYOte2qsHDzo3NGCYlhfVwQiOlGays96Aqcq6G7rHEtLXNtI7xeJpQTCu63qXaWFbjRJYgnMggS7CsxklLwF007tUXNbNzYzMSMB7XkLDi3q++qPgXWLYGj93GWCyNx26rqt5oMoOqKFy/eRmSBM8NR5EkeP3l7dxy+fKiWPbRaBrNMPDYZXQDPHYZzTA4Nhgtmi/LYowon+l7UCAQCPKYS9T1UiAZholecNfD2lda0duhU9bj2lfCyFE4+aDlbM7iqoNrPgn1nQVjhUCLQ10n2ByWcJ6asNzL5ahkf7OR4Voceh+3HsvFg881Rr5cbfMxbtZt7muZdJvPtD8CgUAgECwQAUeAoDuILIm31QQCgeBCYalFKy9kvQu9F0YigdbXh5FKIak2UFX00VHMVCrXx7F+Ha1f/QqKz0f6uecwkklsTU1IilI0nmvTRgK7bgRJQuvtBUmi5pbXU3frG4rW4Lr4ItRlyzABY3wcE1CXLcN18UUVrznrTFcaGnLOdCMeRx8bwxYM5tzfRjSKZFeLYtVrdt1IzU27iuaSXU4kVQWnE9JpcFrPjWR17x0XxqRn3eqSx4M+Po7k8WBEo+ihUFXjVjrfTO0CwUIi4tMFgiVErUfNOZOb/E4GJ5J4nTYCbhtDE0miqZnPDgfLTf7NfSf4eVdfrk0C1jX7uGx5jSUSOxQCruJPvLfXuWjwORiKpPJqaK9zlayt1lM8Rql11LrtmJhF17fXuWipcRFJ6uimgSLJtNS4So4L8IWbL+VVlwxwbDDKmiZvSUE8W0M0pXGofwJFltANk+V1pcctt++1HpWLl/lZHfTmotJbAi5+d2y4KJZ9TZMXCYnRmIYigW6CqpR2scPijSifbi8EAoEgj/mIul6smCZEhyAVmWxr3wq1HZa47QjAcw/A778EpjHZp64TghdDoK14TG8zeJssR7mvZWY3ddX7KxU8lmEuMfIz1TaXcae6zSvZH4FAIBAIFgBJkmhwNeBRPee6FIFAIBCcA5ZatPJC1rtQY2fGx3NirGmaRB/+A5nnn8/rozQ1Efy7vyN1/DjRBx+CTAaltnbayO/G227Du3Ub6d4e7K1tuDZtBChagzYwAHY7GGf+ljcMsNtRampwrl9f0ZqnOtOVhgbLme52o9TVkRkawhYM5jnNM6OjRbHqpfY3ceAgSiCAqWnIfj/GxASSqmJvLfEeQxlKxaQ7OjvRYzGSDz0EigK6jtrePi+pAuVi2auJaxcI5hPxkVaBYAnREnAVOZOv3dCMYVCxID4WS/O3d3TlCeI1LpXbruqgo8FNz3gCSYId64M0+hx51zb4HFzUEiiq4foz8eWl2lsCrorWkXVYF14f9DsxTROHKuNzqjhUGdOc/vzvqy9q5t0vW11WEM8iSRKWcm0C5pnnxZSqd+raWgIuLl7mpyXgKhvL3uB10OS3onv0M+U3+e1cvCxQNN9ijiifaS8EAoEAmN+o68VGJg2h0/mCeBZvkyWM//Fb8LsvTArikmyJ4U2XwLpXWf2m4vRD62Ww8abK3NTV7G+2r+qC1sutx/mIZS/HdLXNZdz5dLELBAKBQDALFFmh2dMsBHGBQCC4wFlq0coLWe98jm3qOtrgYE4QN1Iphr/wRUI/+lFeP7mmBrWtDSMUJvrQ75CdThxr11YU+e3atJHAzp05QbzUGjJDw+jDw0iKguRyISkK+vAwmaHhitdc0pn++pupe+OtRe5vgIk9e4ti1bWBgaK5suNKqmo5ulXVOqt8ynqmo1xMenZt8025+RIHDlYd1y4QzBcL7hT/1re+RVNT08wdBYJZ0h9O5Ll0z3euXNOYcybLMjhsCppuzHwhcLh/go//4hlGopNx6WubvHzyhg00+Z0MR1KEExoBl5oniMuSRNDvwG235WrwO210jyVor3Oxub22qLaZ7ke5voVth/om8DpUXrbWR1o3sCsyQ5Ek4zGt7Pjlvie6usdzNauKgsduY8e6IKmMicMmMTiRKjtuuTUXzpeNF1/V6M3Fiz83HKV7LMGGZTVcsgxCCY0al4oJJecrN8Z0az6bVHOfBQLBBUo26rp+7WTU9ehRq30pi5jJCeu88HIfzooOw96/hcGnJ9u8TfCyvwdvIzhrigVxd531BZW7qbP7622G+AjYPRAdKL2/C30vwr359S7kfPPhYhcIBAKBYBY4FAeN7kZssghcFAgEgtmiDQwsGYf1uWCx7M9C1THduEYqRWZ4GFOzjmfMDA0x8KlPkz5+PNdHcrlwXXYZSn09xtgY2sgwGAbqsmW5OPL0yZPoodCc6k739oAkYWtrQ9I0TFXFCIVI9/ZULD5D5c705JEjGNEo9o6OitbReNttONesJXXiOI7O1fh2vGzaOqbuezYmvXCudG8PiseD/corQdOsuPrh4dwHFGb7/TDdfNWsWSCYT+b0r/n777+f+++/n6GhIQwjX5T7z//8TwD+4i/+Yi5TCATTslgjpheaRq8lWCfS+oyu6Sx7Dvbz1fuPoemT/a/d0MT7rl6DQ7XOWmn0OYrc4TZZJuh34FQnz2Mp3PeJZCa37y0BV8Uiaam+hW3ZuO5YOlNRXHe574lv7jvGHft7SGg6LlXhVZc043XaiKb0WY2bXXNh+/bVDSXjxbPx8qYJHY1eBieSSBJVx7UvFqq5zwKB4ALkfIu6LhWXXsjAQdjzt5ZInaXlUtj5eevM8UIkCbxBcPjy2wOtM4u9rjpIxWDgPpAUMHXLoV5qfxfyXpSKSW9Yu7D3vpL9EQgEAoFgHvHavdQ768smiwkEAoFgZkRU8vQslv1ZqDqmG1ePRKzzws+8x504cIDBz/wzxsRE7nqlthbnpk2oLS1kRkeRfT5cl2wkdfhIyTjyuWBvbQPTJNPTAzYbZDLIHk9VEeVZXJs2FgnpanNznvCr1NQge70VryP68MNE7rsPIxolffIUkl0te48K99299UUl57K3tiF7vZjxeF578tgx4o8+Nuvvh3Jry8433/dOIKiEWcenf/KTn+SVr3wl999/PyMjI4yPj+d9CQQLzWKOmM7SH05wqG9iXmuKpzP0hhIk0npF/TXd4Mv3HeWL9x7NCeKKLPE3L1/Nh69dlxPES6EqMi01zjxBfDb7Xs0+dHWP88uuPrq6rZ8j1cR1l6vt/sMD3LG/BxOT1loXJia/fnqADct8VY0bT2fwO1Xi6Qx3n6nx7q4+YqkMfpdKLJXh4eMjbF9dT0LL8NTpcRJaJi9evrC90nh5EVEuEAiWFOdT1PV0celZDv0c7npnviC+YRf82b+XF8R9LcWCeFUUfihuyvOeJ+Dpu6zH7L3Q4tD7uPU4H/eiXEw6nJt7H+61PphwPkT0CwQCgWDRUOuspcHVIARxgUAgmAPlIpRFVLLFYtmfhaqj3Ljp/n4yw8NkRkYwTRPTNAn/4m76P/r3eYK4/7WvpeH970NyONB6enKR4e5LN1vx4wVx5NlzwZNHjlRUe2FfW7ARpbER0zAwUylMw0BpbMQWbCzZHyBx4CDhvVYseLXzqc3NZddR6V6WWmepvv8/e3ceH1lZ5n//c86pfc1aSTpJ7900S3cjNJstS4sCjaIOiDgzOi44OCPqCCgjKqigIAgo485PR0dHR0SYRxEaWWxgREDZmmZpoKGB7uxLLalKrafO88fpVFJJVVJbtu7r/bJfMXdO3XWfUxUqyVXX9x599DFcJxw/5b6cG9ZPWYPrhOMZffSxovdVyjUudm6F7q/YOQtRaxV3iv/whz/kZz/7GR/84AdruR4hSrbQI6Zr3cVuGAbDsRTheLrk2wxFk3zljud5rnv8B4l6l5Uvn3UYGzrqpr2tw6rR4nOgqfm//Jd73cu5DpO7uc/d1MEntqwpOa672Npe7osST+u01zuxqCqNHjtdwTiNbgcXvb2tpHn3DMaIJtKkdQOrpuBxWNk7HGfPQJRoUietZ7FqKh67xob2OhQUzP/lX79i45NJRLkQYtE7EKKuZ4pL19Pw8LfgmVvGx1QNTvp3sxBciKqBbwlY7IW/Xor4MNg9sPrtoCdBs0O0xxx/5jfw1C/M4rfVBW/6ICw5EnKvOzX6o/50Melz/dgX6lhftWV271MIIcQBTVVUmpxNuKyu+V6KEEIsesUilCUq2bRQrs9sraPQvMlXXiH58svYOjsByKZSDH73e0TvvTd3O8VqpelTn8T79rcDYN9fmLUtXZpbj2fz5ilx5OV0uxc61tLYiOpwYAkEMOJxFKcT1eFAD4VIvvLKlOPjzz1H+LbbySYSqA4H/nPOpvmCC0q+P8/mzQXPo9rHqNixjtWrcW/aNOW+Jq9BD4WI3ntfwfsqdB2KXeNi51bqOQtRaxV3iqdSKd785jfXci1ClGVixLSeNRZUxHStu9hTmSxdoXhZBfFnu8L8y38/mVcQX9fq5YcfOHrGgrjHbqHNP7UgDuVd93Kuw469wSnd3Lc+vi+vY/ywJb5pi8PF1ramxYPTqjEUTZLJZhmKJnFaNTobnCXNm9Z1BkeSxNM6fpeVeHrs8wyD0RTxdGb/eIbecIIHXurHYdU4srMeh1XL6yqfPD7dc6KUtQkhxILmb4fW9YuvIJ7NwkifGZlerCAeD8LvL8wviDsb4D0/Kl4Qt9jA31ldQXzsfuw+SEXB1WR+tPvMLumnfmGuuW6Z+fGJn8JjPwKrE9qPMT8+e1v1HdUTY9mz+tSY9Ll67It1rEvHuBBCiAqpikrAFZCCuBBC1MjECGVD1yUqeZKFcn1max2T5013d4OqojrNv3dmBgbpufTSvIK41thI2zevyxXEFUXBceihuI89dkrx1NraimPdulyHeDWd1JG7tpHu6UUfHEQxDKwdHSiGgT44SLpn6vHDv/hvQr+5FQwDa3s7GAbh224v2DE+09omnkep13K6x2i6Y4vd18TxYrc3UumyEwVKuT8h5krFRfGPfexj/OpXv6rlWoQoy0KOmB7rWB7rtG7xOYgmMgRjpRe1x0QSabpDcVKZ7IzHDowk2d0f5X/++gYX/2YHQ7FU7mtbj2jl2+cdOWXP8Mn8TisBn6NoPFw5132m6zAxVn3vcJx4WsfnsJJMZ/E5zOLz3uHS30hQbG2nHtrKuZs60LMGrw3G0LMG527qYGNnfUnzWjWNJo8Np9VCeDSN02rJfd7kteO0avvHNXwuK4m0PuWc9w7HiSYyKBi8MhBFwZjxOTEb8ftCCHHQKRSrPV3UdiYF4b3Tx6UPvAi/+SB0PTE+1rwO3vcLWPKmwrexucDXAVrFQU3jisXTp0fNf446yCTMj6mY2e3ubRvv6E5GzC7u2VjDdEXwYte9mujzsY71Wp+fEEKIg9JYQdxhccz3UoQQ4oBRTjz0wWihXJ9K1lFOhLYBJF58kWwigeekE7E0NRH7y1/Yd+GFJF98KXe8/bDDaP+Pm3AccgiA2aXc2ko2Gp3xvsa6oxW3Gz0YRHG7yUaj6KFQ8WNdLvNYl4tsNEo2EcfS1ARWK5n+frBasTQ1kU3EyUajWAKBXOe0PjxMdnQUxefDSCZRfD6yiQSprn1Trk+x+yu0tpmuZSmR8dU+r8Zun43Hie/YQTYex3fmVhSbdcp1KPc8hJhPFf9VLpFIcPPNN3PfffexYcMGrNb8LtEbb7yx6sVNdM0113D77beza9cunE4nb37zm7n22ms5ZP9/HMfWdMkll/DrX/+aZDLJ6aefzve//31aWlpquhaxcCzUiOmJHcstPkdFXex61mAomiSazJR0/OOvD3Pf8308sy9MbySZG7eoCp9862rO2tA24z5ojW47ftfMayz1uk93HSbHqh/e5sUwDF4ZiGHVFNK6gcdudnOXo9ja1nfU8eTrIQZjSZrcdtbP0C0/+TxWNHuIJTN4HVZGEmncdgudDU5WNLkZTWXw2KxEU2aBW0GZcs6dDU72BmO8OjCKue+rwspmV9HnRK3j94UQ4qBUKFYbikdtJ8IQGyzeHQ7w8j1w/1fNovOYtWfAli+ZXdiFOPzgqfF/wwtFlO97AlBg6GVQLZDNmBHq7mazk9vbNrWju9ZrKKZYxHm10ecTO9ZrfX5CCCEOKpqi0eJuwabZ5nspQghxwJGo5OktlOtTzjrKiSl3H3ccqteLPjCA6vNhaWpi8Ic/JPL7O/J+//aeeSZN//JxlP21JsVqw9oSIPbXv5Z0X1pdHXosRuKhh0DTQNexdnYW7aTWYzESu3blHWtr70BxOjF6ezEAEgkUpxNbe0euc9oSCJDp70draIDubtJ79oDFApkMqtuNrb1jyvVxHX9cwfsrtxO/nMj4mjyvFHMrUPbXFSZ2kI9dB0l+EItJxZ3izzzzDEceeSSqqvLss8/y1FNP5f49/fTTNVyi6cEHH+TCCy/k0Ucf5d577yWdTnPaaacRi8Vyx1x00UXccccd3HrrrTz44IN0d3dz9tln13wtYmFZiBHT1XaxJ9I6XcF4yQXxgZEk23b28NieYF5BvM5p5cb3beRdG5dMWxBXFIWAz1FSQXxMKde92HUApsSqP/56KFcgTutmV3zAZyfgK/8d+pPXNhbjXu+28ZbVzdS7bWXF2Y+dh9tuIRI3C+JnbVzCxs56ztq4BJfNQiSRxmWzcN4xS3nfMZ0Fz7l//2Nj1dTc5/2RxJT7q3X8vhBCHJQKxWo/+Qt48udTo7ZDe/fHpU+zf3hWh0e+C3+8bLwgrqjw5n+Dt3+teEHc3Vj7gviYyRHl3lZwB8z/r+9PIvG2ld/RXc0aCikWcb7vieqjzyvpWBdCCCEmsagWWt2tUhAXQohZJFHJ01so16eUdZQTU55NJEj39KB5vdhWrkTz+em/7ptEfvf78d+/FQX7YYdR//fvzxXEVacTa1srmaGhsuO6a0GxWFDtdhSL2VdqCTRP7bx+x5lYxhoy0+bv4Fqz+fv/5DVH/7QdI5UseF/lKicyvtLn1di8qsOBc8NGVIfDvB9YEMkGQlSq4k7x7du313IdM7r77rvzPv/Zz35GIBDgiSee4KSTTiIcDvOTn/yEX/3qV7z1rW8F4Kc//SmHHnoojz76KMcff/ycrlcsTD3h+Jx1lVfSxW4YBsHRNKHR1IzHTvT460H+vHuItD7hnXUOC184cx1HtPunve1YxLfDqpV1n6UqdB2e744QTWRY2ezJ3f/Te4M0uR1saK9jJKnjtWtEkzrBWLrqx2osxn3i/b06EC1r7hPXNONzWNg7HKezwZmLXi82Pvmc/7CjG0VRWNXsJmuAqkD/SJK9w/EpMe61WO98mMvvLyHEQSLcVVoXciFjsdqNa8djtbv+Zn6tYdX42OAu6H8BGlYWnys5Avd8CV7/8/iY3QunXQ3L3lz4NooCnhawe2bn/AqJD0PDMmg9wlyz3QupEQisM9dZ6n3NxromPxZDL0Ho9cLj8eHy7recjnUhhBBiEofFQbOzGU2dnd+JhRBCiAPNWBS4bcWKXIR2as+eXIT2WGey6nSiB4MYhkHyxZdIvLKbkT/caRZT91PsdpzHHIMCZCMRaGpC83rRGhtRFCV3X1pzcy52XB8YQA+FphRi9VAIze3GduKJZpHaas07Nv7MTlJd+8xucJvVPPakkyCVApsNvb+fVNe+onN4Nm9G8/ry5rB3dOA45BCMaBTF48GIxUh17ZtyfeI7dqBYLLgn3V+h85jJWBy7Vlc37WNRTaF6unkXSrKBEJWoelPD3bt388orr3DSSSfhdDoxDGPGiOZaCIfDADQ0mNGITzzxBOl0mre97W25Y9atW8fSpUt55JFHpCgu5iWOus3vLLk4mNaz9I8kSab1kuc3DIPf7+jmu396BX1CZ1tHvZPD2rwsa3RPe3urptLqd+Q6l2fL5OtQKFa93mXDwMBAYVWzp6LI+WJqEWc/+fkTSWQ4cU1z0fHJ59zZ4MRp1Ygk0jR67AxFkzithePha7HeuSZx70KImpuNWG1nI2CMj4VeB1SwTfN6GXwN7rx4/7H71a+Ad9wIdUsL30bVwLcELPbZO79Cxs7ZMMwi8cQocX97acXi2VzX5IjzumW1iz4v9fyEEEKICbw2L43OxvlehhBCCLGoFIvQTrz8MqOPPoY+MmIWgDe/GddRRxH8zW+I3PEH9KGh/HQ2qxW1oYHUq69iaWszo9Xr6/OiuIvFnBeLRFc9HozR0SnR3gM330z4ttvJJhKoDgee095uHhuL5R07FpNeaI5CkeiqxwOGgXXlSjL9/SgT5siLWq+rA0WZcn/lxo5PWcMJx89KnPlMMenW1lYphotFqeJK2NDQEKeeeipr167lzDPPpKenB4Dzzz+fSy65pGYLLCSbzfKZz3yGzZs3c8QRRwDQ29uLzWajbtI3e0tLC73TRGkkk0kikUjeP3HgqWUcdU84zvPdkZpGWY8k0nQF42UVxFOZLN/840vcdP/uXEFcUWB1wM36dh9vO6yFZq+dgZEku/ujDIzkx7M4bRrtdc68gngtzq2UOcbiyBNpnaf3Bkmkdd53TCfnHbOUeDrD028EiaczJUXOV3p/M809cd5iz58de4PcsaOb0VQGn8PKaCpT9Hm1sbOeczd1oKDQFYyjoHDupo4pXeIT11tp/P5cm6+499n4XhRzT16HRUHF4rYridVOj5od4ulROOqDcNQ/QSpmdn3Hg7D2NLOju5DX/gy3/lN+QXzFyXDuz4oXxC028HdOXxCv5PzCXdC7c/pjqo0SH1tXKgqOOvPjxHWVsoZy1tVxtESfC7EAyGuxOFj57X4piM+T3lgvLw6/SG9sdqNvhVgs5LVYLDbW1tYpEdquE443C+LRKIrFQjYaJfrgQ8Qe+yvh//3/0AcH8wriit+P1tSEoo0ntVgaG6sq5o6tK5tIEH9mB9lEAt+ZW8n0DxC+7XazeN3ebsaZ33Mv9kPXTYkBd25YXzAeHKZGoo8++hiuE44vaY66955D3TlnT1nbWGE53dtLYteuaWPhxyLNU93dZEIhUt3djD7yKK7jjyMbjxPfsYNsPF6TOPNCj7HEpIsDQcWd4hdddBFWq5U33niDQw89NDd+3nnncfHFF3PDDTfUZIGFXHjhhTz77LP8+c9/nvngGVxzzTV89atfrcGqxEJWqzjqWnfDZrMGg9FkyXuHj+mPJPjyHc/zYu9IbqzRbeMzb1tDi8+B32ml2Wvn8deH2b6rn1hSx23X2LIuwKZlDXgcFpo99rxUh1qcW7lzGBiY/5vwAxEK5v9mTpyoxf2VMu+GjrqCz5+9w3H2DMaIJtKkdQOrpuBxWIs+rz6xZQ2bVzdNiVovpJL4/fkyH3Hv0pl+4JDXYVFQsbjtcmO1AXKvJ/s/6mlIx809wou91hgGPPFTePT7MPE145h/hmMvMPcSL8TqNNeqzvC+03LPr5zu7WqixOPDMPSKGb2up0CzmRHs8WEYfKm6DvJi65LocyHmnbwWi4OR3+6n3lH89zExex7peoRtr20jmo7isXrYunwrJ7SfMN/LEmJeyWuxWIwmR2jroRDB//4leiSSix1XHA7St/ya7P5Y9RyHA0tLC45DDzWPtdkwolGM1NQtRXOR6OXEjhvm34DHivCprn1kEwms7e0omobW1ES6qwtLYyO+T31ySgx4oXjwxK5dBePEHatX4960qaQ5og8/PGVtMLX723fmVjybNxe8FtFHHkHv7zdvryikAgEc648w32SuYH6sEYlJFweiijvF77nnHq699lo6OjryxtesWcPrr79e5FbV++QnP8kf/vAHtm/fnnffra2tpFIpQpP+A9vX10frNN+sl112GeFwOPdv7969s7V0MY8mxlHrWaOiOOpad8Mm0jr7gvGyC+I79oX4118+mVcQP3yJjx9+4Cg2r25idcCT6xDfvqsfw4DOBheGAdt39ZPSswS8jryCeC3OrZw5xo51Wi0cubQep9XCLX97g9/8bS8Oq8aRnfU4rNq0a6j2/mY6duK8j746iKYqU54/TpvK4EiSeFrH77IST+sMjiRJ68U7/jd21vPOjUumLYiPafM7OWyJb0EXxKE231/lmK/OdDE75HVYFDQxbjurVxarPdb1bHVC+zHmx7/9BP76/8xib8t6sDjgpXsg2jd+u3Qc7vkCPPo9cgVxqxO2fhOO+5fiBXG7x4xMn6kgXu75VdJV7m+H1vXlF5gzKfNapGLgrDc/Rvtq07k/3boqXa8QoibktVgcbOrsdVIQnye9sV62vbYNA4MV/hUYGGx7bZt0jIuDnrwWi8XK2tqKY906LC0tZAYGyfT3Y8TjKF4v2WiU1O7dJF/YNX4DTUNraEDz+7HU1WGMjqLV1aEAmt8/fSR6LIZWX48RixWNBx/rpFadTpwbN6I6nebnDieqw4E+OIih6+iDg6gOB7b2jtw5TC74Th6fGCdu6HpenHgpcxRbW/yZnVM60CN3bSvYMR5//gX0vj7zd3K7HQwDva+P8B1/QHU4cG7YiOpwFL19JYqdmxCLVcVF8VgshsvlmjI+PDyM3T5NXGSFDMPgk5/8JP/7v//Ln/70J1asWJH39aOPPhqr1cr999+fG3vxxRd54403OOGE4u84tdvt+Hy+vH/iwFOLOOqxbtgWnyPXDRtNZAjG0mWvJxhL0R2Kk8lmS76NYRjc/mQXn731GYKj4/d51sY2bnzfRho9+d934XiaWFKn0WNHUxWaPHYyukGhu6zFuZUzx9ixbpuF4VgKt81CKJYmOJrCY9cYjpkfp1tDJfdX6NjJEdyFjs1m4bgVjQWi3V00eWw4rRbCo2mcVgtNHhvWCbE/B4O5jnuv5feimH/yOnwQmosYcBjvxva2mYVsu9cs8CZC4G42O7TdzWZEeCJk3ibSDbd9FF6+Z3weXzuc81NY9dbi9+WsB29r6e/ILuf8Jp7HWFd5MmKO15rFBp6Aucd6PGh+9ATM6Pm5WoMQYs7Ja7E4mNQ76qlz1M33Mg5a4WSYaDpKwBVAUzQCrgDRdJRwMjzfSxNiXslrsVjMjEyGTE8PRiqJWl+P4nSSHRoy9w+f2PlttaJ4vSgOB74zt+J/97swMhmSe17FSKWKRomXE+Oth0Jko1EsgUCumzsbjWJta8V/ztmgKKS7ukBR8J9zNs4N60s+z2rjxMfWZgCpV1/FAPONA137Cq5Zn9xdD+jDQ+bfD6xWyGbNj4ZBdiRS9PalxLILcTCpOD79xBNP5Oc//zlXXXUVAIqikM1mue6669iypYwoxRJdeOGF/OpXv+J3v/sdXq83t0+43+/H6XTi9/s5//zzufjii2loaMDn8/GpT32KE044geOPP77m6xGLT7Vx1BO7YVt8joq6YTN6lv6RJIky9g4HSKZ1vn3/y/zxufFONqum8G+nruHM9W0Fb+N3WnHbNYaiSZq9DkZTOvVuW8H11uLcypmj3m0lmkzzfE8ETVXQswYtXhuKorL9xX40RUE3DJY1uouuodz7K3Tsy/0RHt49lBfBvTrgKXis16lNiXavd1tZ0ewhlszgdVgZSaRx22evQ3ohm8u491o8X4UQ82SuYsBhvBs7vM8siI/0gsMPKBAbMAvisQGwecz9s/c9Dnf/+3iBHKDzODj9mv23K0BRwN1U/OvTKfX8JnaVe9sq65ovlbMBGldDMmreRzJidsDXLZu7NQghhBCzpN5Rj99ewWu2qBm/3Y/H6qF/tJ+AK0D/aD8eq0ceFyGEWKSy8TiZgQEMXUf1+bC1t5N67TXSAwNM7MzynPpWfKefQSY4jLWlFfsha0m88AKK3Y6SSJQUJV5KjPfEbm5LIJDXzd18wQV4jj+BVNc+bO0dZRXEc+dRRZy4VldHct8+0q+9los+ty5fTmN7R9E1T2ZftRrFbsfQdRSXC2N0FOx2LE3NBW9faiy7EAeTijvFr7vuOm6++Wa2bt1KKpXi0ksv5YgjjuChhx7i2muvreUaAfjBD35AOBzmlFNOoa2tLffvlltuyR3zrW99i3e+852cc845nHTSSbS2tnL77bfXfC1i8aomjrrabthYMkNXKF52QbwvkuDfbnk6ryDe5LHx7fOOLFoQB2j22tmyLoCmKgyMJLBoStH11qLTt9w5zPh2Y/8PPQaKomCQxaw6K4CCMeEHomrur9Cxm1c38fDuoSkR3EDRYydHu48d67ZbiMTNgvhsdkgvdHMV9z7XnelCiBqZyxjwsduuPcPsch5+xXxtOfw9cPi7zf8fes38uObt8OoD8LtP5BfEj/xHOOs/pi+Ie9sqK4hPXONM51eLrvly1nPEOWYhPBkyPx5xDnQcPXdrEEIIIWZBg7NBCq8LQKu7la3Lt6KgsCe8BwWFrcu30uqWSFYhhFhs9FCIdG8vxv5tJLX6erPz+aWXxgviqkrjxy+g+ZJLcKw/As9JJ2E/ZC1GJkPs4b+guVwlR4mXEuM9Uze3c8N6/Fu3VlQQn3gflcSJZ/oH0AcG9k9iNvaMfV5qB7p3yyl4Tj8dRdMwYjEUTcO7dSuN5390yu2BkmPZhTiYVNwpfsQRR/DSSy/x3e9+F6/XSzQa5eyzz+bCCy+kra14oa5S0xXHxjgcDr73ve/xve99r+b3LxafHXuD7B2O09ngLGn/5lJU0g1rGAZDsRSRePnRzk/vDfHVO54nPOG269v9fPmsw2hw20pa75qAh65gYsbrcOKaZnwOS1XXrNTrE4ylcdssHLu8gZGkjteu0R1OgAGnrA2Q0rPYNJX+kQTBWLroPOWsefKxVk3jj8/24rFrvDIQxWvXiCZ0grH0lPMIxtL88dleWnz2XLR7XyRZ8FgpzM4Nue5CLDDhrpk7nsdiwBvXjkdwD71kjte6uJrNQqwfmtfBcR83i92OOvC0mF+vX2GOWd3w+H/CC78bv61mgy1fgnXvKD6/ZgHvEjNuvBqlXDeovmu+HMXuay7XMKbQ9Sn1mgkhhDgo9cZ62RPeg1W10uRsAsyCuM8mUcQLxQntJ7CibgXhZBi/3S8FcSHEQSnd21tRt/FCYGSzZAYGyI6O5sb0cJi+a75BYseO3Jjq8dDyxS/gPPLI3Jiiqliamkjt3Us2GkVrbkYPBlFcLvSBgVyUuBYImONuN3p/P3ooRKZ/oKQu72q6uScq9hjFn9k5ZR2FxiZLde0DRcHS0QGZDFgsZEMhUl378G/dWnDNhdbQcfXXCW7aRHLXC9jXHUr92X8HMOX2iV27yEaj2FasyMWqp/bsQQ+FFt1zTohaqrgo/sYbb9DZ2ckXv/jFgl9bunRpVQsTohrf3/4ytz6+j3hax2nVOHdTB5/YsqYmc7f5nSUX4FKZLP0jCVKZ0vcOh/37hz/VxQ8eeIXshPeD/N2b2vnXk1di0WYOefA6rLzQE+YPz/Tk4sEjiQwnrmkuePz/vTzAHTu6Szp2OqVcn3q3lVgqw/M94VxUeqvPSZPXRiyVKTkSu5w1Tz528+om9gZH2TMQI2sYqIrCiubxuPbJ5xFLZdj+YrhgtHs5zwlRO3LdhVggSo1En6sY8EzSjErX97+hzNMyXgwf42kx9xm/63PQtzN/fOv10HJY8fktdnP9WsU/RpvKiZIHswA8V0XgYvc1l2sodH2gvGsmhBDioPJI1yNse20bg/FB7Jqdk9tP5tTlp+K1eed7aWKSVnerFMOFEAetxRxpnU0mzbj09HgDV/KVV+i78ioy/f25MdvKlbRccTnWlvHfxRWLBUtLC6rNhlZXhx6Lkdi1CzQNdB1rZye29g5z/KGH8sZDd95J9J57ySYSqA4H/nPOpvmCC4qu09raWlXht9hjNHDzzYRvuz1vHcCUsUJrs7V3YBgGmX37UKxWjHQaxe3G1t5RcM3F1hB9+GHiTzxBNholGxvF2hLAs3nzlNtPFyUvxMGs4vj0FStWMDAW9zDB0NAQK1asqGpRQlRjx94gtz6+DwOD9nonBga3Pr6PHXuDc7qOSCJNVyg+pSA+MJJkd3+UgZFkwdsl0jrXbNvF97aPF8StmsK/n3EIn3rraiyaOuMcDW4bmWyWPzzTMyUevCccn3J8TzjOHTu6ix7bE47zfHck77aFxsphpj+MR6XbLApvP6yFRFrn6b1BEmk9LxJ78v2NrTmWzOBzWoklM+WfXyiOAdgsKgbQH0nQH0mUtN5S0iuEEOKAV04k+lzEgCci5h7i+gzpLL074TcfzC+It26Ec38+fUHc5gJfe/UF8Uqi5IvN07tz6u2KjZczx3wqdH2e/AU8+fP9+53XmR8ruWZCCCEOSL2xXra9tg0Dg6U+s0njsb7HiKVj87wyIYQQsy3d20ti165FEQud7u1dtJHWeiRCpqcnryAeffBBui/5bF5B3H3KySy54fq8grhqs2Fta0O1lZ+2pkcijNy1DSOdRquvx0inCd92O/FnzN/ny3n8Cx07eazYYzSy/QHCt90OhoG1vR0Mg+Cv/ofgr/4nb2zi2iayBJqxNpvNXNlUCgBrczOWwNQGr2JrGIuXz8ZiqF4v2Vis6PNnpih5IQ5WFf9FzzCM/XsC54tGozgcjqoWJUQ19g7Hiad12uudWFSVRo+drmCcvcPxmsWoT0fPGgxGk8SSmSlfe/z1Ybbv6ieW1HHbNbasC7Bp2XiHXG84wRW/f47d/dHcWLPHzpXvPpxDWr0zzqEoCs1eOx67he7uCNFEhpXNHjRVocXn4NWBaME48mAsXfTY3f3RvA7rszYuAZgyVk5XeTCWxmO3cspab15U+khCx8AwtxpnvOg8ucv7rI1LaHTb2TMQJZrUSetZrJqKx66VfH4v949gACub3RiGWZsZGEkWfJ4UW+900e5CCHFQKDcSfbYiuLNZiA1AcmTmY5//PTxwNWQnFM4P+zs4+VIzOr0Yhx885SeoFFSLKPlinebldKCX260+Vwpdn66/weiwWSDXU+ZjZffMTvy+EEKIRSecDBNNR1nhX0Eik6DD20FXtItwMiwdyUIIcQBbbF3Xeii06CKtjWyWzOAg2dj4G80MXWf4Z/9F+Le/HT9QVWn4yEfwn3N2Xt1IdbmxNDehqOP9mXoohOZ2YzvpJEilwGZD7+8n1bXPHD/xREinwWolsfMZMuEwqt1Otq8PVBVjdJRU1z70kUjJj3+h5wowZczS2FjwMUq+sptsIoG1vR1F09Camsjs3o2igLZkSW4s3dVFqmvflBh1PRTC1tGB/ZBDyMaiqG4PRixW8LEv9jxJde0j+dpr5mOx//qobnfR50+touSFOJCUXRS/+OKLAbP4dvnll+NyuXJf03Wdxx57jCMn7BMhxFzrbHDitGoMRZM0euwMRZM4rRqdDbNfvIyndAZGkmSyU+PSB0aSbN/Vj2FAZ4OLoaj5+bIGN81eO0++HuTKPzxPJDFeTN/Y4eeKsw6j3mWbcY5Wv4MWnwOHVQPMiHKPw0JfJDFjHHmxY9O6ntdh3RdJcMvf3kBBwWHVcmN37OhmdcBTcoF47P4mRqVrqsKjrw7itFpYvnR8Xp/DMmUNd+zo5vTDWxiMpjAwco9zIq2T1vWSzq/JY2doJMlIIj3j86TQemeKdhdCiINCJZHotY7gzqTM+52pO1xPw8Pfhmd+PT6manDi5+CI9+5PAinC3QjOGr6xrtoo+cmd1CM95ud2X+HxprVTr3mxOQodO9cKXR+LExJhUDTwBCDaD+lR8/EXQghx0PPb/XisHvpH+2lyNjEYH8Rj9eC3++d7aUIIIWbJ5G7aTH8/kbu2YV+1asEW/xZbpHU2lSLT35/XHa6PjNB/7XXEn3giN6Z6PAQ+/3lcRx+Vd3vN78fSMPX33LHrYMRiedfB1t5hjo+O5sYVlxslm8WIx1G8XoyREVAUsvEEsT8/XNLjX+i5Etrf9a06nXm3rz/vvIKPkX3ValSHA31wEK2pCX1wEHV/bSxvzOHIRaIXOmcMA/uKlea5FXnsiz1PVIcTfXAQDCN3f3o8jpEq/veQaqPkhTjQlB2f/tRTT/HUU09hGAY7d+7Mff7UU0+xa9cuNm7cyM9+9rNZWKoQpdnYWc+5mzpQUOgKxlFQOHdTx6x2iRuGwVA0SU84nlcQnxhzHo6niSV1Gj12NFWh0WMnltQJjab4zeN7ufS2Z/IK4ucc1c4337shVxAHcnO4bBrh0TQum0YsqRNNZmjzO3MFcTD3Wz5r4xIUBV4diKIoFI0jL3asVdOIJjJgwCsDUTAgFEsTHE2hYPDKQBQFg2giQzA2QzFigrH7i6czPP1GkHg6w3ErGslmocXnyHVzRxMZ9g7HiSYyU8bjqSxNXjtOq3ktnFaNJq8dq6ZNiVovdH4fevNy/v64pSQzWXb3RUlmskWfJ2O3LzXafTbN5X0JIcSM5iISfTqJCIT3zlwQj4fgjk/lF8Sd9fDuH8D6c4sXxBXFLMDWsiAO49dtdBBe3W5+LOe6jXVSe9vGO6mTEQi9Xng8Plz6HIWOnWuFnldrTjOj621uiAfNj54WsJQfvyeEEOLA0+puZevyrSgovB55HQWFrcu3Spe4EEIcwMa6aS2BQK6bNhuNoodC8720osYirbOJBPFndpBNJBZspLU+MkKmuzuvIJ567TW6/u0zeQVx6/JltN90U64gnhkcJLVnD4auFyyIw4TrEI8T37GDbDyO78ytODesnxr5ffppZjS5xYIRjYLFgnXJElSno+jjPzkSvdBzRQ8F0UOhKbdXbNaCa/NuOcXcQ1xRSHd1gaJQ/w9/T/0//H3emP+cs6d0iU93zoUe+6LR522tWJqaUFwusuEwistlfm6Txi0hSlV2p/j27dsB+MhHPsJNN92Ez+er+aKEqNYntqxh8+om9g7H6WxwzmpBPJkxu8Mn7x0+Oeb8qKX1uO35HewOq8rPH3mdh18Zyt3OZlG5+O1rOe2wlsl3hd9pJZ7WeWzPEKqikDUMOupdrG31YLNMfY/LiWuaWR3wEIylqXdbc0XcQnHkhY7tCcd5YzjGnsHR3Jwd9Q4U4Kk3QoC5z/bKZldFXdMKirlNNwpep1awW72zwVl0fEWTm9FUBo/NSjSVxmWz8HJ/hId3D005t0Lnt3NfCFByq5lJqdHu5UTJl2Mu70sIIUo2W5Ho0yknLn3wZbjzYhjpHh9rPgTOvMEsBBejKObXba7ix1Sj+2nofwFSMfNcup8uPbq8WKd53bLSO9Cr7VafbZOfVwDdT0Iqaq4zGQGbZ+GsVwghxLw7of0EVtStIJwM47f7pSAuhBAHuMXWdZ3HMP/GiGHMeOhcMwzD7ECORvPGo3/+MwM33IiRSOTG3G95C80XX4TqNP/mPPrkk0Qf+j/QdTS/f+Y4e8X82/DEN6pPjvwGSOx8FuvQEFgtkM5gaWzMdZVPfvwTu3cz+sijeZHo9lWrphyr1dWDYRR8/mSGhgqurfmCC/AcfwKprn3Y2jtyxe9CY+WccyGFos/Tvb3Yli8nOzqK6vGY5+hyLY7nvBALRNmd4mMURSm4p3gsFuOjH/1oVYsSohY2dtbzzo1LZrUgHh5N0x1KTCmIT445Nwx48o0gRy2tR1Fg7/Ao8bTOzq5IXkE84LXzH+8/smBBfIxhmIVos5SsYNMULGrxb+U2v5PDlvjyuponxpEbhrk/+FjH+MRj+yMJBqNmLKlVHTu3FP0jSXNMU/cfl6Q/kqBUY2twWDWO7KzHYdV4ePcQm1c3TelW39hZX7CLfWzcZbMQSZgF8c2rm3h491DBc5t8LXbsDXLr4/uwWxRWt3iwWxRufXwfO/YGi67XabVw5NJ6nFYz0n3H3mDRa1lr0z1uQggx7/zt0Lp+bgrimaTZHV5KQXz3ffDbD+cXxNecDmf/ZPqCuKqBv2P2CuL7noCnfmFGgTeuNj8+9QtzvBTFOvQ7ji69c3++u/xLMfF5NbZemwcSIfPjQluvEEKIedfqbuWQhkOkIC6EEAeBot20C7DresxYjLfqdOLcuBHV6SRy17ZcR/N8M1IpMt3deQVxI5tl+L/+i/6vXz1eEFcU6j/8IQJfuCxXEM8MDhL7vz+jOp3YV68Gwyh6brnr4HDg3LAR1eHIO9ba2opj3bpc9PfYXt+qqmFpbCzaVe46/jhGH3k0F5M+tgZgyrF155xN3XvPmfL8AaZdm3PDevxbt+YVvwuNlXvOhUy8DmOf+87ciupykY1EUF2uBf+cF2KhKbtTfMx//dd/8Y1vfAOv15s3Ho/H+fnPf85//ud/Vr04IRYqPWswMJJkNJUp+PWxmPPOBlcuKn3v8CjLGt1s6KjjkVeG+PGf9xBNjt/+TUvruPwdh1LnKh4DGo6bxd9jlzcC4HNYGIgmCcbSJe/nHYyliSYyrGz25OLIXx2I5uLPJ3ZS7x02C66rm93oBmgKvDZkdo0vbXCS1g2smkJwNM3e4XjJb0AotoY1AS/HrmiY0tlerON98ngwluaPz/bS4rMzHEvhsWv0RQpfn73DceJpnfZ6JxZVpdFjpysYL3gexdY7Fu1e6Fr2RxIlJxXs2Buc8djpHrfpHvuecHzKdRNCiEUj3JXfgZ4IQ2xw5nfTG1l47Ifw+E8mDCrw5k/Dmz44/TuyNSv4lpgfZ0vodXM/7LplZgHeEzDHQq+Dt7W0rvtiHfrldO7PR5d/NRbbeoUQQgghhDhIpXt78zpcZ4tn82Y0r6/0Lt15NhbjbVuxIhfZndqzBz0UmvfCph6NoQ8NYkzYGjQbi9F/3XWM/vVvuTHV7SZw6aW4jj0m7/ZGIoGRzWJrbZ3x3Mq9DsUe58njis1K9L770Zqb0YNBFJcLfWAAPRQq2HkNTBlL7NpV9mNU7Pk+cbxWj32x85ir77kxc31/QtRK2UXxSCSCYRgYhsHIyAgOhyP3NV3XueuuuwgEAjVdpBALSTxlxqVP3Dt8Mr/TOiUq3W3X8Dks3P9CHz/+8x6yE/6ef+7RHVxw0ko0dfrYlLF5dSPL0gZ3Lkq8nOjyere1YBx5odjxzganuWd3Ip07D5fdQjKt88ZwHKsK6Sx498eZV7uGscJtoeJtqeOxVIbtL4bRFAXdMFjW6C54fcbObeJj5LRqBc+j2HqLRbvfsWMfdz/bRzyt47RqnLupg09sWVPwWnx/+8vc+vi+GY+d7poVI3HrQohF7ZXt8Oxt+2OyvbD6VGjdMPPtUlG453J47aHxMZsHTr8Glr15+ttanfv32K44TKk0dcvA6oJov1kQj/bv/3wAHrjGPGe7z+yEni5SfayDutTxcuZYqBbbeoUQQgghhDjIRB9+mMhd2/Liq6eN0K7hfekjkVm7r1pYiJHvhmGgDw+jRyJ546k33qDvyqvMvbL3s3Z20nLF5dg6OvKOVd1ubKtXo3m9JZ1budeh2OM8edx1/HHosRiJXbtA00DXsXZ25uYd6zyfaPJYtWsbe74XWlutHvvJa57L77n5uD8haqnsv/jV1dXR0NCAoiisXbuW+vr63L+mpiY++tGPcuGFF87GWoWYV4ZhMBRN0hOOT1sQB2j22tmyLpCLSlcU2Ly6iR8++Co3/994QdxuUfnimev411NWFS2ID4wk2d0fZWAkSbPXzruPbMdh1fKixCdGoz/fHZk2UrvN75wSR14sdjzgc3Dupg4UFLqCcRQU3nNkG0vqHBgYJHQDA4Mmj42Az1H0Pievq9Aaxs5jx94gf9gfTV6KyXMbhkEinWUkmSGRzu6Pm5967MbO+inndu6mjoKd2sXWWyja/fA2L3c/24eBQXu9EwOjaCz7WIR7KceOrSGR1nl6b5BEWs977AtdF4lbF0IsWuEusyBuGFC/CpJReO7/g2jf9LcLvg63fji/IF6/At73i5kL4naP2SFeakE83AW9O82P5R7bcfR4x3rodfPjoe+Cvp3mOTeuNT8+e1tp8wshhBBCCCHEAjAWET05vno24sHn8r4qle7tJbFrV14s+FxHvk9ew0RGOk2mp2dKQTz26KN0feaivIK4Y8MGWi7/Ul5BPPniS8Qef5xMbx+2traSz22m6zBxzWOPc2ZoCCObJTM0ROSubcSf2Tnl8Y/+aTtGKomRyZBNmh8nij+zk/A287bFxsp5jIo9B8fWlhkawtB1MkNDjD76GK4Tjq/5Yz/X3weL4ftuIZju+07Mr7I7xbdv345hGLz1rW/ltttuo6GhIfc1m83GsmXLWLJkSU0XKcR8S2Wy9I9M3Tt8OpuWNbCswU04niae1rnpvpd5dTCW+3qrz8GV7z6c1QFP0Tkef32Y7bv6iSV13HaNs4/q4Iwj2tjYWTclErucruBiseOFork/sWUNm1c35eK9rZrG468FCXjsue5mp1UrGuNdbF2FItFL7ZouNveG9jp6wwliyQyZrIFFVegNJwjG0uzuj05Zx+Rzmy7mvNQI9ydeC5Ycy15OhPsYAwPzf9NHB1caty6EEAtCfNjslvYvMzu/XY0Qes3cS9rTUvg2r/8F/niZefyY5SfBaVeZneLTcdaDu7H09U3sYp+po7vYsSdeBCtOMovidcvAYoOHvmkWxFXN7Fgfesm8FtIZLYQQQgghhFgE5jIefCFHkUPxbtpi8ddzuQYwo9Ezg/lx6UY2S+h//ofgf/8ybx7bqlWoXi+h396G5+STcB11FMHf/IaR++7HSKVQHQ7855xN8wUXlHxuxa7D5DU71h/B6I4dZAYGIJMBiwVLczPut2ye8vjHd+wgG42iOByQTKLY7RjxOHooROj3vyd82+1kE4nceoEpY80XXFDyY1TsOZjq2ldwzQ0f/ADuTZtq+tjP9ffBQv++Wwikk35hK7sofvLJJwOwZ88eOjs7UWc7XlKIeRZJpBmOpsjOtH9pAc1eO3sGY3ztzhfy9g8/emkdX3rnYfidxaOvB0aSbN/Vj2HAskY3sWSGe5/v44h2/5TI8MldwX2RBHfs6GZ1wFO0ADp5jumiuTd21ueKtDv2BhmMpkCBjgYXQ9Ekg9EUaV2fch8zrWviGiZ3TQ9Fk9z6+D42r24qWCAuNPfdz/WwLxhHURT8TgsjCZ3uUILnukP87bVgwXVMPLeZlBLh3tmQKDmWvZwI97HzdVotLF8682NcSdy6EEIsGI46UC0QfA3czRAbMAvbjrqpxxoGPPlf8Mh3YeIbho75GBz7cVBm+FnV0wwOf+lrm9jF3rgWRnrMz5vWTi1ez3Rsx9Hmv7Fj7T7zGG+b+dHuM/fOFkIIIYQQQohFYC7jwRdiFPmYyd20mf5+Indtw75qVS76erYLiMXWYFu5EtVuRw+H847Pxkbpv+F6Rh95NDemOBzY163D0tyMpbGRzNAQ0QcfAj3LyH33oygKlvZ29MFBwrfdjuf4E3BuWF/yuU2+DgXXfPcfyXR3m+vxejFGRsj09JCNJ6Y8/orDgf5GJFes1QcHyQwOEn/+BcK33Q6GgXX/eoO/+h8AVJstNzb5HGY6j2LPwWw8QaanBwwjb83pnl4c69bV9LGf6++Dhfx9txDM9L0v5l/FFe1ly5YRiUS44YYb+NjHPsbHPvYxvvWtbxGe9B9TIRYrPWvQF0kwOJKsqCBuGAY3P/Qql92+M68g/r5NHXzjnA3TFsQBwvE0saROwOvA77SypM5JNJEhGEtPOXasK7jF58h1BRc7tpDp4swhP3bcqmk0ee3mXuOjaZxW83OrplW1rrGu6UaPPdc1HU/r7B0uHPddcO5kBk1T0VSDkUQGTTWwWlSGoqmyr0+hKPpS4unLiWUv59hyH+OZHlMhhFiw0gkwdFj11v3x4q+ZH9eeNrVLPB2He74Ij3yHXEHc6oQzroPj/nX6griigK9t5oL45OjzsS52b9t4R3cyYo6Xc+zkuf3tZhd5Og5dfzM/HnFOZV3i5US7CyGEEEIIIUSNzGU8eDkR3HNtrJvWEgjkCrTZaBQ9FCp6m1qvt9Aa9EiE1O5XphTEU/v20XXRRXkFcWv7EgKfvQTN48HS2GjO0diIkUiQCQ5jpFIofj9GMoni95NNJEh17avq/Aqt2RgdBU3DsNkwRkcxbDYUqxXV6cB35layiQTxZ3aQTSTwnHwSltZWFJeLbDiM4nKhNTWhDw+RTSTQmppQNA2tqQkjPkp2dBTF5zPPwefLO4di6504PvYcnLgG35lbUZ0OFKsV9q+Z/WvOJuI1f5znOpK/kvs7mKLEK/neF3Or7E7xMY8//jinn346TqeTY489FoAbb7yRr3/969xzzz0cddRRNVukEHNtNJVhcCQ1497h093+stt3srNrfD8Wq6bw+TPWsWVdoKQ5/E4rPqeF0VQGn9M6badvLbqCi8WDT44o37y6kRVNbkZTGTw2K9FUGpet+nWV0zVdbO4mj51X+0eIpcYfN69dYU2Lh1cHYyVfn0KR70DJ8fTlxLKXemwlj3Gxx1QIIRaseBBGh83O6s7jzf3AEyGzQ3xyQTzSA9sugYEXx8d87XDmDdBUfOsNwCxQ+5aAxT79cYWiz5vWFu7o7t8Fex4s7VhnQ+G5gfFu9/LfkFd0zcWi3YUQQgghhBCixuYyHrzUCO65ji8ut5t2NtY7eQ3p7m5QVRRH/u/Bo3/9G/3XXUc2Nr7tp/OYYwhc+jmMRILYX/9GZmgIS2OjeZ2bmnCsPQQMg/Srr4LFApkMqtuNrb1j8jLKOr9C101raEDp6oL9xXElmQSvF1t7B/pIxPz7gQEYBqrbjX35crKxmNmxHY2aY6tWozoc6IODZpF8cBDF6cJIJEjv2TPlHIqtt9A4kLcGAFt7B4rNRnZkBDQNkklUr5fM4CAD3/luzZ+Xc/k9V+79zff34lyTTvqFr+JO8Ysuuoh3vetdvPbaa9x+++3cfvvt7Nmzh3e+85185jOfqeEShZg7hmEwGE3SG05UXBDfFxzlX/77ybyCuNOqceyKeo5oLz2edUWzm/dt6kRVlRk7fWvVFdzmd3LYEl9eh/jEiHLDgId3D7F5dRMum4VIwiyI12Jd5XRNF5v7xNWNaJr5nzVl/3GKqtDksZe8jkLn/Ju/7eWWv72RN3bHju4ZO8bfuXFJSdHspRxb6WM8+TEVQogFKatDpBtiQ7lfIgGzEN50yNSCeNcT8JsP5BfEO46Bc38+c0Fcs4K/Y+aC+OToc8MwPwez0Kwo5p7figIrTjYL4qUcO1b8njz3kz+HJ38BVhe0H2N+fPa28rq9i61ZOsaFEEIIIYQQc8ja2lrzmOhS72tyfDGGQeSubXPapVpON+1srXdsDQaQ2LXL7KQ+6UQsTU2A+Xfw4C230PuVr+QVxOvOO4/WL19hdog3NeE5+SRQFNK9vSguF/53nInj0HVozfubhdJmiqXW3IwlMLWBqJzzK3jd3nGmed1U1dz/XFWx7r/vyF3bUJ1OnBs3ojqdjD76GK4Tjkd1u8mOjKC63fjO3Ip3yynmHuKKQrqry5z3rLOwtrdPOYexeSevN/7Mzinjod/eRui22/PWELlrW24uRVVRslkUVUWtqyP+5FOz9rycy++5Uu9vIXwvzrW57twX5auqU/z//b//h8UyPoXFYuHSSy9l06ZNNVmcEHMpmdHpjyRJ65UVwwEefXWIr9/1ArHk+P7abX4Hm1c30h9JEo6bL7DheBq/00qzt/Af5OtdNurdNgJeB2tavFM6fXvC8SljtegKnjzveGS3neFYCo9doy+SZE3Ay/JGV8Hu5slzlLOu6bqmSznnJ14LYrdorG1xkNYNrJpCcDTN3uE479y4BJ/DMmNH9tg5r2z25GLKn94bBAOWLx0fe3UgSjCWntNis3R+CyEOSKlRiPaZhfGZGAbsvBX+fH3+8Rv/ATb/m7kP+XSsjvEo85mMRZ83rh2PPh96yRxftcXsAo8Pm13f8WHYdUdpx/rbzWjzyXN3/c2834Zjps5RaoT6dGuuJIZdCCGEEEIIIRaZsfhi24oVufji1J496KHQnBamSu2mHVuvFgigB4Mobjd6f/+060339pbUpes+5hhUtxt9aAjV58sVxLPxOAM3fovYn/+cO1ZxOGi++GI8J74lbw7XUUfhXL8estnc/SV27cLe0YFj7VqMWAzF7cYYHS245tz5NTeb5+dyoQ8MFD2/yddND4WwdXRgP+QQsrEoqtuDEYuR6tpXcF7H6tW4N22acn2aL7gAz/EnkOrat7+T20rmjTdwHHIIRjSK4smfV3G5SL36qnluE8YNRSG9Yweq3082HAYFbBs25j3XUl37zOszYe5Mb0+u077Ux7mYUh//+bZQvhfn2lx37ovyVFwU9/l8vPHGG6xbty5vfO/evXi93qoXJsRcCo2mCI6mMSrYOxwgaxj88rE3+NnDr+WFna5ocnH8ykaCsRRuu8brQzGefCNILKnjtmtsWRdg07KG3PGKotDkseF1jEdit/mdecXPQtHeYzHek48tR6F5Vwc8xFIZtr8YRlMUdMNgWaObl/sjPLx7KHdsJJHhxDXNRddWzro2dtZPKViXes6dDQmcVi23N/nECPbJc4ytebJCMeX1LhsGRlXx9LVSzWMshBALzuiw+a8Uegoe/AY8/7vxMc0Gp3wBDj1r5tvbPWbHuaLMfCyYBexi0edgFpknFprLObbQ3M4GQCk+Ry3WLIQQQgghhBAHuIUUX2xtbZ2xIKbV1aHHYiQeesiM2tZ1rJ2dVUet69EY+tAgmt+P5h9PL01399B71ZWkX3s9N2ZpbaX1isvNbt4JFEVBa2pG87inrFn1eMAwsK5cSaa/H6XINc6d365dJZ0fTL1uY/dlXzF+X7b2jqLzFrvuzg3rcW5Yb16H3t6C52Br7yC5bx/p114z35ivKFiXL6exvYPRF15A7+rKjautrbg3bpzyXLO1d0yZW6urJz0wQKzEx7mYxRRHvpC+F+daKd/7Yn5UHJ9+3nnncf7553PLLbewd+9e9u7dy69//WvOP/983v/+99dyjWKO9YTjPN8dmTYa+kCR0bN0h+IMx1IlF8QHRpLs7o8yMJIEIJbM8OXfP8dPJxTEHVaVDxy/lOWNbl7qHSGZyXLU0nqefCNobpPa4MIwYPuu/tw8qqLQ6nPkFcQnG4v2jiXNfcZjycyMMd7TzTX2OBeKDL9jRzf9kcT+66LsLyIoJFIZ7nu+f8qxO/YGuWNHt7kHusPKaKrytRU652LR5RPPo1gEe8DnmHaOiQrFlL/vmE7OO2Zp0ejyg+l7RgghakLPQHhf6QXx2AD878fzC+LuZjj7/5VWEHfWg7d1vCAe7jK7taeLFfe3F44+L9RxXc6xxY4/6p/gqA+WPke1a65EKddNCCGEEEIIIebRfMUXp3t7SezalRcNXWis2vuYKY7aMAwyw8NkBvrNuPEJRp98kq5/+7e8grjzTW+i/T9umloQ1zQsbW1TCuIw/TUu55xLObbYfY1FtRuZDEYyiZHJ1GReAH1gACObxdgf2a4PDBB74gn0/n7zxvvTk7NDQ9hWryIbjxPfsYNsPI7vzK04N6yfMrfnrVtQ7TNs41bC9VpMceRj13jy9ZFicb5a/3dCTK/iTvHrr78eRVH4p3/6JzKZDIZhYLPZ+MQnPsHXv/71Wq5RzKHpOnIPNNFkhsGRJNkyusMff32Y7bv6c53eh7f7+c3f9vHG8GjumCV1Dq581+EMj6bYFxwFAwwMYimdWFKns8GFpio0euzsHR4lHE+zpM5Ji8+BzTL9+1SCsTR7BqJEkzppPYtVU/HYtbJjvCc/zhva66ZEhr86EGXvcByP3copa72k9Cw2TWV3/wjB0RRHdtZPOXbPYIxoIp2LLvc4rFVHjBeKMx+LLt/dH53yfC0Uwf58d6ToHIXWViymvNDYwfQ9I4QQNZGK7Y9LL3G7kr5n4a7PmoXxMS3r4cxvmoXxmbibwFk3/vkr2819tpMRs4v6iHPMiPNCCkWfF1POsdMdX84ctVhHqcq5bkIIIYQQQggxj+Y6vrhQ9y5QWkd3KITmdmM78URzb2urtWi8+Exx1EYmQ2ZggGwikXc7wzAI33Y7wz/9ad7v4v5zzqHhIx9G0fK3GFOsNqwtARRr8eatQte40HWwNDaa53fSSZBKgc2G3t/PyAMPkNj5bEkdz4XuK7FrF9l4HMXhwEgmUex2svF41fOGt23DSKVQ7HbQdbDbMVIpEs89C4aBUl+PqihkDQNjZIR0d7f5hnSFvGS6QjHw0RIf52IWbRx5gesjTIup8/9AUXGnuM1m46abbiIYDPL000+zY8cOhoeHaW9vZ8WkdxWJxWGmjtwDRTZr0D+SoD+SKKsgPjCSZPuu/lynd18kybfvfTmvIH7sigZ+8I9H4XVY2b6rH4dFY90SHw6LxtN7g2iqwlA0iZ41GIomcds1mr12ltQ5ZyyIA6R1ncFoing6g99lJZ7OMBhNkdZL2Id1v0KP82N7hlBV6Isk0LNGLh68s8GJx2EhlsrQ4LYRS2Woc1upd9mmHOu0qQyOJImn9f1r0xkcSZa1tkImxplPvL+0rhd9vm7srOedG5fkYtiLzTFd/Hmb38lhS3x5RfPJYwfL94wQQtSEYUBsECI9pRfEd/0Bbv/n/IL4Ye+Gs2+euSCuKOBryy+Ih7vMwq5hmPtuG4b5+Uwd463rSysul3NssePLnaMW65hJJddNCCGEEEIIIeaRtbUVx7p1c9IhPrl7N/Tb2wjddntJHb1jEdPG6ChafT3G6GjRiOmJcdSGrufFUWfjcdLd3VMK4tlEgoHrvsnwT36S+11csdsJ/PulNH7s/CkFcdXpxLqkbdqC+JiJ17hYF7ORSpvnF4uZ5xeLgaYx+thfy+p4nvx4Gqk0+uAgpNNYAgFIp8n09hJ98KGq5lUdTox0GlIpFJcLUimMdBpr51IUiwVGRzFUFUZHQVXJdPegOhw4N2xEdTjy7m/i3OU8zsVM9/gvRGPPiWLX52C32Dr/DxRlF8WTySSXXXYZmzZtYvPmzdxzzz2sX7+exx9/nDVr1nDTTTdx0UUXzcZaxSwb68ht8Tly3bTRRIZgLD3fS6uZRFqnKxQnmsjMfPAk4XiaWFLHaVX5255hnnwjRCY7XlT/x+OW8vX3HIHXYc0d2+ix57rCs1nY2FGHosDe4VEUBbYe0caRnXVoamnvkrJqGk1eOxZVoT+SwKIqNHntWCf98DLR5GjvscfZY9cYjqXw2DX0rMHxK5umxINv7KyfEiV+3jFLed8xnQWixF00eWxYVHX/2lSaPLZp11aKsTjzRFrn6b1BEmmdszYuwappJT9fC0WiT4w/L+W6FXIwfM8IIURN6GkzLj0eKu34bAb+7wa478vmXuIAqgYn/TtsudzcS3w6qgq+drBNinmLD5udzt42cz5vm/l5vMQY94PVQrpuEuEuhBBCCCGEWEDGunctgUCue1cPhdBDwbyxbDSKHgpNuX05ce/FjlXsdtK9vRiTmpPSfX10X/JZog88kBuzBJpZcv31OI44gtSrr5IZHMx9TfN6sbS0oKillY0mxj4Xug7ZaBTFZjUjtBMJ4s/sIJtI4Dr2GMhmi16fQnHS8Wd2Et62jfgzOwFQbFYsTU0oLhfZcBjF5ULz+TCSiZKue6FzALC2tWJpawOrFSMaBasVS1sb/tNPw3P66aAoZEMhUBRcJ5xgXrMaPM6Tz6+Q+doaoFLFnhPTPR4HE7k+86Ps+PQrrriCH/3oR7ztbW/jL3/5C+eeey4f+chHePTRR7nhhhs499xz0aosgon5MbGbtsXnKKmbdjEJxlKE4umS9w6fzO+0Ek1m+OueYRKZ8Q43h1Xl81vXcdKEyGy/04rbrjEUTdLosee6wk9Y1cgJqxoJx9O01zs5fIm/rDXUu604rSq9mSyGoZDMZHFa1aKPUaFo79UBD7FUhu0vhtEUBd0wWNbo5tRDA5x6aGBKPHipUeI94ThOm0ZPJAEoJDI6TpujZs8fw8yhNz9S/vO12HmUet0KRaIf6N8zQghRE+XGpcdD8MfLYN9fx8ccdXDGtdCxaebba1bwLTE/TuZsMKO/R3rMwu5Ij/m5s6G0tR2sFsp1kwh3IYQQQgghxAIzsXvXEgiQ6e83O3cVJW9suo7ecuLeJx6rerwomlqwiBZ/5hn6vn412UgkN+bYuIGWz19G8tVXCN9xB8boKIrLhefkk/CdempZHceTY59dxx835TqMnXNmaMhMHDMAw0D1eIoeWyhOOv7cc4Rvu51sIoHqcOA/52zq3vUubMuXk93fcZ2NRs2FlXHdC92XfdUqXBs3khkaQrFYMDIZMwK+ro6Oq7/OyNvfTvKV3dhXrcZx6DoGvvPdqh/ngZtvnnJ+zRdcUNYcC1Gh742F3Nk+1+T6zI+yO8VvvfVWfv7zn/Pb3/6We+65B13XyWQy7Nixg/e///1SEF/EKummXQzSepbuUJzgaKrigjhAV8jsHJ5YELdbVL7+niPyCuIAzV47W9YF8rrCt6wL0Oy10+y1c9yKxrIL4mMURUFTFewW86NSZC+OYtHe/ZHE/uug7N/HQ8ldl0KR4cXGC40pioJFVbBr5sdiayvH2Hk4rRaOXFqP02rhjh3dAGU/X4udX6H7KyUS/UD9nhFCiJqoJC598GW49Z/yC+JNa+F9/11aQdxiB39H4YI4mHHiR5xjvv4NvWR+POKc2sWMH6gWwnWTCHchhBBCCCHEAlSoe7fuvedQd87ZZXX0lhP3bm1txbZ0KWT1wvuH/+539Fz2hbyCuO/d76bta1/DyKRzEePWjg4ARh/765R5plMo9nn00cdwnXD8lHMGc2911enEuXEjqtPJ6COP4jr+uKLHTpx3+L9/SeiW35jrbW+H/fujZ/oH8J25FdXlIhuJoLpcZV33YtHVQG4vdEXTsDQ25s3h3XIKTR/7GN4tp1TUuT35cY4/s5Pw/qj9iec3U8f4XGwNUK3F1tk+1+T6zI+yO8X37dvH0UcfDcARRxyB3W7noosuqknxS8y/crppF4NoMsPgSLKsvcPHDIwkCcfT+J1WXuob4et3vZBXEG/1OVjZ5MLrKPyH903LGljW4M7N0ey1oygKAa8dt33qt96OvUH2DsfpbHDm9sKeLBhL47ZZ2HJIgGTGwG5R6IskCcbSUx6rsWjvlc2eXLT3qwNR9g7H8ditHLPMSTSVwWMz9wwvNEc5plvb2NcreU4VO49gLF30+doTjs/K/RWaazbWIISosXCXGfPsbDgwi58L8fz0jNlNnEmWfptX/gT3XQHpCW9CWnMavPUKsJbw31GbG7yt+9/wNY1VW8xC+0K7ZmMW4uMJ83PdJl6LsQj3xrXjEe5DL5njC+k6CSGEEEIIIQ46xbp3Na+PVNc+bO0dODesr8l9GYZB8sUXSXd1ofp8WJqacl/LplIMfue7RO+7LzemWK00ffrTeN92qnlMJIIxOoq1owPFYsG2dCnpvXvRQ6GixbixePSxcxuLfbatWJGLfU7t2YNj9WrcmzblHZvYtavwsWvWYF+2PO/6jB2rBQLowSCK243+ym6y8Ti25ctRNA2tqYl0Vxeprn34t24teN2LdVJPPI9i56CHQng2by75sau2czvVtY9sIoGluRkjmUT1+cgMDJDq2lf0fic/HgvZYupsnw9yfeZe2UVxXdex2cb3cbRYLHg8npouSsyvNr9z0RfxslmDwViyor3DAR5/fZjtu/qJJjL0hBPsHojlff2Idh/tfgeqquB3Fo/KHusMB3IFVod1aprC97e/zK2P7yOe1nFaNc7d1MEntqyZctxYXHc0qc8Y110s2ruzwUk0meb5ngiaqqBnDZY2OKuO/C62tpf7R3h49+CMUeQzzVssonzy87XU6PNK76+QWq9BCFFDB3rc8kI8v3Lj0o0s/PVH8LcfTxhU4IRPwlEfmrnIDeCsA3fTjIfl+NsXZiF1IT6eE83ldZt8LVacvDAi3IUQQgghhBCiAGtra15Ba3I0tz4SwbN5c1X3YWQyhLdtY+Te+/Kiz11HHUVmYJC+r32N5Esv5Y7Xmppo+dKXcByyNjem+nwoLhd6MIh16VL0oaGKIsaLxT5Pvg7FIqITL7/M6KOP5V0f+6pV6LEYiYceAk0DXTdv73SiDw6iNTWhDw6iOhzY2jsKXvdiY1Pi3k84vuQI95keu0L3VypbeweGYZDaswfFasVIp1Hc7tz5lfJ4VPu8mm3VXJ+DgVyfuVV2fLphGHz4wx/m7LPP5uyzzyaRSPAv//Ivuc/H/gkxXxJpna5QvOKC+MBIku27+kllsrw6GMsriNstKkct9dPgsqGqSi4Sfbq5dvdHCY2mWFLnLFgQ37E3yK2P78PAoL3eiYHBrY/vY8fe4JRjy4nrHjs2kdZ5em+QRFrnrI1LCPgc+5MdDDN6FCOX9NATNiPiJ0eFFxqfPFZobZtXN/Lw7sGSosjLmbfYOc8UfV7s/Cq9xsXWX2r8uhBilh3occsL7fwqiUtPReGuz+YXxG0eeOe34egPl1YQdzeVVxBfqGb78Qx3Qe/OqfMVG59Pha7FngfNwrhE3wshhBBCCLFgpHt7SezaRbq3d76XMu8mXoti0dzVXKfs6CjxHTsYufe+8ehzwyD64ENEH36Yrk9/Oq8g7jjicNr/46a8gjiApakJ79vfhuJ2k37jjaoixkuJfS4UEe064XhGH32MzNAQhq6TGRoictc2Mv0DgFn8N5JJjEwG1evFu//26a4uUBT855xdVud9wbj3GSLcs6OjqD4f2dHRvMeu1s95S6AZa3Mzhq6THY1h6DrW5mYsgakNVrPxvBLiYFN2p/iHPvShvM8/8IEP1GwxQlQrNJoiOJquau/wcDxNfyTJS/1RRiYU1lt8dq49ewNOm5YXiV7MWLd5Ip2lyWMjltILdgvvHY4TT+u01zuxqCqNHjtdwTh7h+MFY9TLjbg3MMz6N+Y1KRZzfv8L/TyzLzSlu7lQ1zNQsBN68tqCsTR/fLav5CjyYh3WpZ7zdNHnu/ujJXdvV7ONQLnx60KIWXSgxy0vpPPT0zDSW15ceugNuPNiCO4ZH6tfDmfeCPXLZr69ooCnBewHSGLRbD6exTrQF2pnerFrEVgHy968MOPlhRBCCCGEOMgsxo7V2TL5WjjWH1E0mruSjtBMMIgeCqGHQuPR55qG1tBA/PHHzbj0CW9O9531Thr/+Z9RrFOTLzWvF/8734n7mGNmjGyeKWK81NjnycfqoRCDP/wRmYEByGTAYsHS3Iz7LZsx4nEUhwMjmUSx2zHicere8Q78bz+t4ij6onHva9ZMuQ6JXbtIvfYaeiwG6TRYrWhuN3ooRPKVV2r+nNdDIYxUClTVfAxVFSOVKvhcme7xkE5jIUpTdlH8pz/96WysQ4iqZPQs/SNJEmm96rl29Y7w9L4wena8sB7w2vnG2etZ2ugCmLYYDuPd5hZV5bA2D/0jSe7Y0c3qgGdKYbSzwYnTqjEUTdLosTMUTeK0anQ2FC+glhJxP9ax7LRaWL7UQ18kwR07uvnH45ZOiTnXVIVHXx3EabWwsnn8WJ/Dktf13BdJ8Ju/7cXAmHLs2LlNXlupUeSTO6xnmreQYtHnaV2fdu5Kr3E5a6g2nl4IUQFnw4Edt7xQzi8ZNePSy3lD2ut/gXu+AMmR8bHlJ8LbrwK7d+bbqyp4l4DVUf56F6rZejwnd12P9Jif232Fx5vWzn+xebprsVCj74UQQgghhDiITO5YzfT3E7lrG/ZVqw664lyhazH617+BqhaM5i6HoetkBgbIxs0EyrHo88zQEFpdHbG//IVM14TUL4uFpgs/ge+MMwrOZ2loQPP7gdIim4tFn4+dRzmxzxOPTbywi0xPDxgGiteLMTJCpqeHdG8fmcFBMAwsgQD64CCZwUGMVBrnhvUV78s+3XlMPgcjlc6tYSyuPROPk+7pZeS++2r+nE/39JLu7kYBlPp6jJER0t3dpHt6caxbV/J5CCFKU3Z8ujjwlRIxvZBEkxn2BeNVF8T1rMFP/ryHG+99Ka8gvjrg5uLT1rCs0V3yXOF4mnTGYFmjG4um0uJzEE1kCMbSU47d2FnPuZs6UFDoCsZRUDh3U0fBLvFyjHUst/gcuY7laCKDVdOmxIMft6KRbJYpx+4djk+ZIziaIhRLTzm20LmVE0VebL2F5i2m2P1ZNa3quatdg3SJCzEP/O1m5+tsxi3PZ/T0XJzfdAwDov1mh3ipBXHDgCd/Dn/4t/yC+NEfhXfcWFpBXLOCv/PAKojD7D2eY13X3rbxrutkBEKvFx6PD9fmfKox389tIYQQQgghxLTGOlYtgUCuYzUbjaKHQnO+lnLjrAsdX00kdqFrga7jOu7YkuLFi8kmEqS7u3MFcTCjzz0nn4QeiRC56868grjW0EDLF7+AY+1as6g7gaIoWAOBXEF8unOOP7OT8LZtxJ/ZWTD6vNzzKHxucbOL3eGAVAocDvNzPYPW1ITicpENh1FcLvNzW3XNRuWch2KzFlxDNhGfled8NhEHqxXF6YRUyvxotZrjVZyHEKKwsjvFxYGtWHz1QpTNGgzGkhXvHT7RSCLN1+98gb++Nr6Pt9Oqcf5blnPimuYZO8MnUhSFFU1uGjy2kruFP7FlDZtXN7F3OE5ng7PqgjhM37F82BJfXjw4wDNdoSnHdjY4p8xR77JhYJR8bqVGkdeqw7rQ/fWE43PavV1N/LoQosZWbTE7X2cjbnkhRE/P5vlNJ5OCaK/5sVTpOGz/Grx09/iYxQFv+wqsfntpc1gd40XcA9FsPJ7Fuq7rli2MpIFi5uu5LYQQQgghhJjRQulYLTfCvdDxQFWR2MWuhfeUU/CeckpJ8eKT6eEwejBYcIvQ1Bt7STz1lBm5vZ/90EPxvetdxB55FGN0FMXlwnPySbiOOgrFYsESCKDax/++Xey6Ddx8M+HbbiebSKA6HPjPOZvmCy4oOSa9VLb2DjS/39wz3OcjG4mgWCzYV60mtec1srEYqsdjrs/trsnzqtS4d62uDvvy5VPWYGvvmJXnvK29A4vfj5FOj18LqxVbe0dV5yGEKEw6xUXO5PhqwzD3jV6IHeOJtE5XKF6TgviewRj/+ssn8wriyxpc/PADR3H2UR1lFcRVRaHFZ2dNi7fsbuGNnfW8c+OSmhTEYeaO5Ta/k8OW+HIx4YWO3dhZP2X8fcd0ct4xS8s6t4n3Vel6yz33ifc3H93bpZyzEGKO+NuhdX3tO8QnRk8bhvn5fHWM1/r8ppMIQ3hveQXxkR64/fz8grh3Cbz3p6UXxO0e8LUfuAXxMbV+PIt1XXccvfC7sef6uS2EEEIIIYQoyULoWJ0cW45hELlrW9Fu70LHh357G6Hbbi95jkKmuxbW1lYc69aVfF2MbJZ0fz+Z4eGCBfHQb29j+Oab8wrilvZ2Gs8/n/hTT4FhYO3oAMMg+uBD6OEw1ra2vIJ4ses2sv0BwvuvhbW9HQyD8G235zrGyzmPmTg3rMd/ztkoFgv68DCKxYL/nLPxbjkF35lbUd1usiMjqG53TZ9XpZzH2OM5eQ3ODetn5TmfuxZWK3owiGK14j/n7Gmj4mv9eAhxMJFOcZEzFl+9stmTi5h+dSBKMJZeUIW90GiK4Gi64A8GM9nVG6EnlKCtzsG6Vh8PvDjAdX/cRSKdzR1z4pom/v2MQ3DZyvv2GLtmDqu2f57Z6xbuCcdLmrecNRQ7ttj4bJxbra5ZoetT7tylXmMhxEFqLJK6ce149PTQS+b4gVrAy2Yh1m/uIV6O7qdg2+cgPv7mM9o3wRnfAGeJbwRz1oG7qbz7XazCXbXvjl61xewCD71udoh3HD0+Lt3YQgghhBBCiArMd8fqWGy5bcWKXJx1as8e9FCo4FoKHR/fsQMUsG3YWNIcxXg2b0bz+kh17cPW3pEraKZ7e0u+PkYqRbp/ACM99Q3oRjrN0M03E/nDneODioLz6KNR7HYyQ4MYo6NYOzrM82hsJN3Tg2KzoVjy/8Zd7LolX9lNNpHA2t6OomloTU2ku7pIde3DEmiu+ePcfMEFeI4/Yco1q8XzKv7MzinzlqPYGmbrOV/sWgghak+K4iKnVvHVsyWjZ+kfSVa8d/ivHnudu5/tJZHWsVtUGr12ntkXyX1dAT76luX8w7FLURSlrLmtmkqr34FVyw9fGOvCrqVyI+7LWUOxYwuNz8a51WLe6a5PqXMvpm0EhBDzpFgk9UKJnq61dMKMS9fLTGh59rfw0HWQnfDaveH9sPkz5t7gpXA3mUXxg8FsRfJPnjcZGZ/X3y7FcCGEEEIIIURFxrqh50O5Ee6Fjtfq6kBRqo7EnhxHro+Yf3MuNZZdj0bRBwcLNoFlgkH6r76axLPP5cYUmw33iSeCqoKiYG1pRXG5yAwNYWlsRI9EsDQ1YWmY+jeKYtfNvmo1qsOBPjiI1tSEPjiI6nCQGRxk4DvfrThefjrODesLFoCreV4Vi4AvV7E1zNZzvti1EELUlsSni5xaRkz3hOM83x2pWfR6NJmhKxSvuCC+qzfC3c/2YmDQ6LUzGEvlFcTddo2rzz6CfzxuWdkFcYdVY0mdc0pBfDYspIj7Wj/GtVCL67OQrrEQYgErFkl9IBYXR4ch0lVeQVxPw/avwwPXjBfEVSu89ctw1D9B8FWI9k0/h6KAt/XgKYjXMpI/3AW9O82PCynqXwghhBBCCCFqpNwI90LH1733HOrOObuqSOxqYtkNwyAzOEhmYKBgQTzx4kt0ffJTeQVxa3s7zuOPx0gmQVHwnHwS9kPW4jn5pFyBX3U6i57H2HXIxuPEd+wgG4/jO3Mr3i2n4N9/LdJdXebcp51GcteLVcXLVyLd20ti166y7yf+zM6iEfDlzlvpGoQQC5t0ios8tYivrmWXbTZrMBhLVr13eE8oQSKt43dZ2TMQI6WP/5CxvNHFVe8+gvb68s/VbbcQ8NrLLqRXaqFE3C/UTupaXJ+Fco2FEIvAgR49ndXNwnVqtLzbxQbh7kuhZ8f4mKsJzrwe0jF47EeQioLNA2tPg87jp86hquae41ZHdeewmNQqkn9yV/iSow6+qH8hhBBCCCHEQaHcOOtix1cTiV1pLLuRyZDp7yebTBacd+S++xm46SbIjP9d3PGmN9H6lS+TjUTIRiKoPh+WJnOrMfemTbiOOgojmSztPBTFjE6d8HftyTHeis3K4A9+WHJEfS1M7rovpzM91bWvaAS8PhIped5q1iCEWNikU1xM0eZ3ctgSX8Ud4rXqsk2kdbpC8aoL4gBtdQ6yBrw6MJpXEH/T0jq+9w9HVVQQ9zuttPgcc1YQh/yIez1rzEvE/ULupK7F9VkI11gIsYj426F1/YFXXEwnIPRG+QXxvufhNx/ML4i3HAHv+2/wBOCle8xO5brl5seX7pnaMa5ZwN95cBXEIT+SP6tXFslfqCv8tT+DolU3rxBCCCGEEEIsUNbWVhzr1pVcpC10fLlzTDQxjtzQ9Vwsu1ZXnzc2MZY9OzpKuru7YEHcyGQY/OGPGLjhhvGCuKJgO+QQtKYmsvuj0W0rV+YK4orFgqWtDfuKFTOex1hnu+pw4NywEdXhyOv+dm5Yj3/rVpwb1hc8t0ri5UtVqOu+nM50W3tHLgLe0PVcBLzqcJY8b7VrEEIsbFIUFzU11mXb4nPkumyjiQzBWLqseUKjKXrCCdJ6tuo16VmDB14cYHg0zcQQmmOW1XH9ezfgtGllz9nottPosVe9tnLVMuK+HBOj0mv1GJdyX+WqxfWZr2sshBALxlhcerbMLUt23Qm3nw+x/vGxQ98Ff3czeJohETI7xK0uSATNj6moOT7GYjcL4qXuN16KiVHiC1ktIvnHus29beNd4UYGlp94cET9CyGEEEIIIcpyMEZE1/qcy41lzwSDpPv6MPSpv3Pr4TA9X/oSkd/9Ljem2O14Tj0V15veBPE42Ugk7zaqzYa1rQ3VZitpvWOd7ZZAINf9nY1G0UOhks5tpnj5aq7vdGsrZV7nhvVTIuD955yNta215HMu5/oIIRYfiU8XNTWxy7bF5yi7yzajZxmIJomnKts7fLLwaJqr7nyeJ98I5cYcFpXzT1zBOUd1lD2foig0e+147PP3rVOLiPtyTI5K37y6sarHuJz7qiSWvRbXZ66vsRBCLAiVxqVnM/CX78DT/z0+pmjwlothw3njUWyOOnPuwYfNrxs6+DrMcQCb29xDvJYJLJOjxI84x4y9X6iqjeSf2G3ubRvvCl97uvnvQI36F0IIIYQQQpTtYIyInq1zLiWW3dLcTLq3l2y8cCNQcvcr9F11FZn+8Teaq14vjo0bsTQ1kRkaQnG5UH2+8a+7XFiam1HU0nsfJ3Z/WwKBGbu/y4mor/b6Fltb4uWXGX30sZLmnRwB79ywnnRvb8nnXO71EUIsLtIpLmqqmi7bWDJDVyhes4L47v4o//LLJ/IK4iub3Py/D22qqCCuqQptfse8FsTHVBNxX45CUekP7x5i8+qmmndS1zKWvRbXZ66usRBCLAjpeGVx6Ykw3PHp/IK4ww/v/h5sfH/pBW6HH3xttS2IF4oSf/a2xdExXmkk/3Td5gdq1L8QQgghhBCibAdjRPRsn/N0sexafb0Zl16kIB594EG6P/vZvIK455RTaL74IlSXi/S+faAoeE4+KReZrvl8WFtayiqIj62p3O7vUuLla3F9C63NdcLxjD76WFnzToyAL/ecK7k+QojFY/6re+KAU26XbTZrMBRLMZKoTfw2wP0v9HH9PS+RzIzHr5+ytpnPnXEITmv5celWTaXF58BmObjeRzIWlR7wOhiOpXDbLPSPJFgT8HLsioaadlKP3dfKZk8ulv3VgSjBWFoK00KIA0O4a2F26o4OQzxoFo0nivaZ0eaOOvC0TL3d0G6482Izan1M4xp4x43gWzL1+EQIbC5Y+mbIpkG1wuig+TVPeakgJRmLEm9cOx4lPvSSOb6Qrn+tVdttLoQQQgghhDjgjUVEa83N6MEgisuFPjCAHgrNWvEv3dtbUrdxuceWauycbStW5GKxU3v2zOo5A+iRCPrwMMbk37kBQ9cZ/tnPCP/2tvFBRaHh/PPxn/13KIqCffVqspEIqs+XK4hbGhrQ/P6K1zRd93eha1/K41Gr6zt5bXooRPTe+2o+73S3LedYIcTiIkVxMSva/M6SCpmJtM7ASLIme4eDuX/4jx56hd8+Mf4HelWBj524kvM2daBU0IFmt2q07t8/+2BT77YSTaZ5vieCpiroWYOlDc5cIbyWxepqo/eFEGJBW4gx3tPFpe99FF66x9zz2+aBtadB5/HjX3/lT3DfFWaH+ZjVb4dTvwzWIq8NjjpzrnQc3M0wOmB+rF9ey7MaVyxK3NkwO/e3kIx1hgshhBBCCCFEAVpdHXosRmLXLtA00HWsnZ2zFhFdTqz2bEWcz3UstpHNkhkcJBuLFfy6PjJC/zXfIP7UU+ODFguOjRuxrVie+zu2pakJ9hfDFUXB0tyM6nZXvT5ra+uUYm+haw+U9HjU8vpOXttszVurY4UQi8fB1fYq8vSE4zzfHakonroWQqMpesKJmhXEQ6MpPvfbZ/IK4j6HhW+cvZ73H9NZUUHcbbewxH9wFsTHmNfN2N9BaFR0HUtRTfS+EEIsaJXEeIe7oHfn7EV9TxeXHu0zC+KGAXXLzY8v3WOOG1l47Eew7XMTCuIKHH8hnH5N8YI4mN3ma08zI73Dr5t7iG98/+wVb6eLEhdCCCGEEEIIMSfKidWezYjzuYzFNlIp0t09RQviqT176Pr0v+UVxFWPB+8ZZ2BpaCD64ENkBgfzbqNYLFja2mpSEC+k0LUP3XY7od/eVtLjMVvXV+LMhRC1JJ3iB6n/e3mAO3Z0E01k8DgsnLVxCSeumYXo0gIyepaBaLJme4cDvNQ3whW/e47+kWRubFWzmyvffXjFRVW/00qjx16rJS5KwVgat83ClkMCJDMGdotCXyQ5a5Hm5UbvCyHEolBujPdsd5UXi0sfkwiZHeJ1y831upsh9JrZaf3gtbDnwfFjbW447euw/MTS7rvzeDNiXbOaRfLZLlBLlLgQQgghhBBCTKGHQmhuN7aTToJUCmw29P7+WYkSLydWe7YjzuciFluPRtGHhjCyhRvBov/3ZwZuvBEjkciNaU1NeE45BdVux9B10vv2kY1Ech3iqs2GpaUFxTJ75ZxC1z7+zA4wwLZsWUmPx2xdX4kzF0LUygHZKf69732P5cuX43A4OO644/jrX/8630taUHrCce7Y0Y1hwMpmD4YBd+zonpOO8VgyQ1coXtOC+D3P9/HpXz+dVxB/67oA3/n7N1VcVG302A/6gjiMR5pHkzoNbhvRpD7rkeZtfieHLfFJQVwIceCYGOOd1aeP8a6kq7xUWR0i3WZRvFhBHMZjzmMD5m1iA+b4/V/NL4jXLYNzf156QRzAYoeOTdB+1NwVqP3t0LpeCuJCCCGEEEIIsd9Y1LURi6HV12PEYrMWJT4xVtvQ9Wnjr8s5tlLW1lYc69bVvLBqGAaZwUEyAwMFC+Lm/uH/Rf/VV48XxBUF//vOxfGmN6GHw+Y5Dw2huFyoPh8AqsuFpa1tVgviUPjaa3X1aHV1ZT0es3V9Z2teIcTB5YArit9yyy1cfPHFfPnLX+bJJ59k48aNnH766fT398/30haMYCxNNJGhZf8+2S0+B9FEhmAsPWv3aRgGAyNJ+iIJ9Ow0f4gvQ0bP8t0/7eYb23aRypg/aKgK/OvJK/nimetwWLWy51QU83r4nbKPNUikuRBC1EQ5Md5jXeXetvGu8mTEHK/GdHHpk02MOQ+9ZhbF3/iLefsxyzbDuf9V3n7gNjf4O8zzEkIIIYQQQggxb+Yykrqc+1qsUdlGOk2muxt9ZKTg1/VolN6vXknolltyY6rbTetXvkLjRz6C95STQVFI79sHioLn5JOwNDWh+XxYW1pQ1Nkv4xS69nXnnE3de89ZdI+HEEIUoxjGdK1Ci89xxx3HMcccw3e/+10AstksnZ2dfOpTn+Lzn//8jLePRCL4/X7C4TC+/e/GOtD0hON8696XMAxo8TnoiyRQFLjo7WtnpdiZzOj0R5I12zscIDia4qt3PM8z+8K5MZ/DwhVnHcZRS+srmnPsDQKVFNMPdD3huESaCyHmxAH9OhzumjnGO9wFD1xjdnJ728yuckWBUy6rvNN5prj0YkZ6YccvYcevzb3Exxz9ETjuX8srbjv84JmbbVqEEEJU54B+LRZCCCEWgbl8LU739s5ZJHU59zWX66pWNhYjMzhYNC499cYb9F15Jemu7tyYtbOT1i9fgbV9/Pf8zOAg2UgE1efD0tSEpbERbR5+Fit07RfT4yGEENM5oPYUT6VSPPHEE1x22WW5MVVVedvb3sYjjzxS8DbJZJJkcjx2OxKJzPo659tY9+8dO7p5dSCa21N8Noqd4dE0w6Mpavneixd7zf3DB6Ljj9vqgIcr3304rT5HRXNaNZVWvwOrdsCFJ9REm98pxXAhxKw4qF6H/e0zF7bHusqfvc3sKh/bU7ySgnhWh2hfad3hk2US8Mh34aVt42MWO5z6FVhzWnlzuRvBWdkb1oQQQsy+g+q1WAghhFiA5vO12NraOmdFznLuay7XVSnDMNCDQfRwuOgxsUceof+b12PEx7ctdZ1wAoHPXoLqcuUda2lqgqYmFFXF0tw85etzpdC1XwyPhxBClOKAKooPDg6i6zotLS154y0tLezatavgba655hq++tWvzsXyFpQT1zSzOuCZte7fjJ5lIJqs6d7hAHc/28u37nuJtD5eZH/boQEuefta7BV2eDusWi5KXgghxNw6WF+Hp7VqCzStnbmrfDrpuNnpna3gdXikF+76LAy8MD7mbYUzb4DmdaXPoyjgCYDdW/4ahBBCzBl5LRZCCCHml7wWLz5GJkOmv5/shDcz5H09myX4q18R+uWv8sbrP/AB6v7+/UXj0BWLBUtLC6rNVvM1CyGEOMDi07u7u2lvb+cvf/kLJ5xwQm780ksv5cEHH+Sxxx6bcptC78Tr7OyUqLgqxJIZBqPJmu0dDpDWs3z/gVf43dPjMTOqAp84ZRV/96Z2FKWygrbHbqHZa6/49kIIIaojr8OzoNK4dIDup2Dbpfl7mLcfDWdcW163t6qa8e9WSRkRQoiFTl6LhRBCiPklr8WLS3Z01IxL1wu/CT0bG6X/+usZffTR3JjidBK49HO4jz++6Lyq3Y4lEECxHFB9jEIIsaAcUP+FbWpqQtM0+vr68sb7+vpoLRLvYbfbsdvtc7G8A55hGAxGU4wk0jWddziW4qt3PMfOrvHooDqnlSvOOowjO+sqnrfOZaPBLe+6E0KI+SSvwzVUTVw6mJHtD10H2cz42IbzYPNFoFlLn0ezgHcJWOQ1VgghFgN5LRZCCCHml7wWLw6GYaCHQuihUNFjUvv20XflVaT37s2NWdvbafnyFdg6O4veTnW5sQSapXFLCCFm2QFVFLfZbBx99NHcf//9vOc97wEgm81y//3388lPfnJ+F3eAS2Z0+iNJ0nq2pvO+0BPhy79/jsFoKje2tsXDV991OC0V7h8O0OS143OU8Qd+IYQQYiGrJi5dT8P/fdMsio9RrXDKZXDYu8uby2IH3xJQK9vSRAghhBBCCCGEWGiMTIbMwADZRKLoMaN//St9116HMTr+RnXXsccQuPRSVLe76O20ujos9WUkswkhhKjYAVUUB7j44ov50Ic+xKZNmzj22GP59re/TSwW4yMf+ch8L+2AFR5NMzyaotZJ/Hft7OGm+1/O2z/89MNb+MypayreP1xVFAI+Oy7bAffUF0IIcbAaHTb/VXTbITMuvefp8TFXI2y9Hto2lDeXzWVGpss724UQQgghhBBCHCBmiks3DIPQr28h+Itf5G1jVvf376f+Ax8ovn+4oqA1NqJ5vbOybiGEEFMdcJXB8847j4GBAa644gp6e3s58sgjufvuu2lpaZnvpR1w9KzBwEiS0VRm5oPLkNazfHf7bu7Y0ZMb01SFT5yyivccuaTiGBmLqtLit2O3SPeaEEKIA0C1cen9L8Bdl5hzjGk53CyIewLlzeXwlX8bIYQQQgghhBBiAcsEg9PGpWfjcQZuuJHYww/nxhSHg+ZLLsbzlrcUvZ2iaViam1GdzlouVwghxAwOuKI4wCc/+UmJS59lo6kMAyNJ9Gxtu8OHokm+csfzPNc9vn94vcvcP3xjR13F81o1lTa/A4tW+J15QgghxKKSGjWL2ZXEpQO8uA3+dBXoyfGxde+EU75gRqCXw9Vg/hNCCCGEEEIIIQ4ApcSlp7t76L3qStKvvZ4bs7S20vrlK7AtX170dorVijUQQLHZarlkIYQQJTggi+Ji9hiGwXAsRTiervncz3WH+crvn2coNr5/+CGtXq581+E0e8v8A/0ETptGi9eBqkqcqxBCiEXOMMyo9HiwsttndXjku/DUz8fHFA3e8hnY8PflRZ8rCribzS5xIYQQQgghhBDiAJCNx8kMDBSNSwcYfeJJ+r/xDbLRaG7MedRRBD7/79PGoasOB5ZAAEWTJFMhhJgPUhQXJUtlsvSPJEhlsjWf+w/PdPMf9+8mM6Hz/IzDW/nM29Zgs1Te3e1xWGj22CuOXBdCCCEWDD0D0V5IF3+n+rQSEbjnC/DGI+Njdj+c8Q3oPLa8uRQFvK1gc1e2FiGEEEIIIYQQYoGZKS7dMAzCt93O8E9/Ctnxv5H7zz2Xhg/907TFbs3jQWtqkr9TCyHEPJKiuChJJJFmKJrCMGobl57KZPnOn3Zz5878/cM/uWUV79pY+f7hAPUuG/VuiaERQghxAEhGIdaf90t3WYZeMfcPD+8dH2tcDWfeAP6O8uZSVfAuAaujsrUIIYQQQgghhBALiKHrZlx6PF70mGwiwcBNNxF74MHcmGK30/yZz+A55eRp59fq6rDU19dsvUIIISojRXExLT1rMBhNEktmaj73YDTJV37/HM/3jOTG6l1WvnLW4azv8Fc8r6IoNHps+BzWWixTCCGEmD+GAbFBSIQrn+PVB+DeyyE9Oj626lQ49Stgc5U3l2YxC+IWedOZEEIIIYQQQojFL5tImHHpmeJ//0739dF35bVNOWwAANj3SURBVFWkXn01N2ZpaaHl8i9hX7Wq6O0URUFrakbzSMqaEEIsBFIUF0Ul0jr9kSSZSrvSpvFsV5iv3PE8wxP2Dz+0zctXzqpu/3BVUWjxOXDaZF8WIYQQi1wmZcalZ1IzH1uIkYW//Rj++qMJgwoc/69w9EfL2z8czEK4d4lZGBdCCCGEEEIIIRY5PRQiEwxOe0z86afpu+YbZCOR3Jhj40ZaLvs8mr94Y5eiaVgCAVSHpKwJIcRCIX/VFFMYhkFwNE1otMI/ws8w9+939PDd7bvRJ+wf/o71bXzqraur2j/coqq0+O3YLVIQF0IIscglRyDab3aKVyIVg/u+DK9uHx+zuuG0r8GKk8qfz+owC+Jq5a/TQgghhBBCCCHEQmDoOpnBQbKjo8WPMQwi/9/vGPrxj/P3Dz/772j46Een3T9csdqwtgRQrJJkKoQQC4kUxUWetJ6lfyRJMq3XfO5UJstN97/Mtmd7c2MWVeHTp67mnRuWVDW3zaLS6nNg0eSP9UIIIRYxw4DYACQiMx9bTHgv3HkJDL8yPuZfCu+4ERpWlD+fzQ3e1vI7y4UQQgghhBBCiAWmlLj0bDLJ4He+Q/T+P+XGFJuNpk9/Cu+pp047v+p0YgkEUORN5UIIseBIUVzkjCTSDEVTZCvtSpvGwEiSL//+OXb1ju8f3ui28ZV3HcbhSyrfPxzAZbMQ8NpRVfljvRBCiEVMT8NIT+Vx6QB7H4O7L4PkhD3Il74ZTr8a7N7y53P4wBOofD1CCCGEEEIIIcQCUUpcemZggN6rriL18u7cmNbcTOvlX8K+Zs20t9W8XrTGRhR5U7kQQixIUhQXZLMGg9Ek0WTxd8dV45l9Ib56x/MER9O5scOX+PjKWYfR6Kl8/3AAr8NKk8cmP2gIIYRY3KqNSzcM2PErePjb5l7iY476EBx/IagVbC3iajD/CSGEEEIIIYQQi5ih62QGBsjG49MeF9+5k76vX002PP5Gc8cRR9DyxS+g1dVNe1tLff2MxwghhJhfUhQ/yCXSOv2RJJkJ+6LUimEY/H9Pd/P9B17J2z/8XRuXcOGWVVirjDpvcNuoc9mqXaYQQggxf2oRl55JwPar4cU7x8csdnjrFbD2jMrm9DSDo7okFyGEEEIIIYQQYr5l43EzLl0vvl2oYRhE7ryToR/+CCYc5zvrnTRecAGKpXgZRVEULM3NqG53TdcthBCi9qQofpCLxNOzUhBPpnW+ff/L/PG5vtyYVVP49FvX8I4NbVXNrSgKzV47Hrs8fYUQQixitYhLj/bBXZ+F/ufHx7ytcOYN0Lyu/PkUBTwtYPdUviYhhBBCCCGEEGIByASD6KHQtMcYqTSD3/8eI3+8Z3zQYqHpkxfiO/30aW+raBqWlhZUe3VpqEIIIeaGVBVFzfVFEnz598/xUl80N9bksfHVdx3OoW2+qubWVIUWnwOHtYIYWCGEEGKhqDYuHaBnB2z7HIwOjY8tOQrOuLay2HNVBW8bWJ2Vr0kIIYQQQgghhJhnRiZjxqUnEtMelxkaou+qr5F88cXcmNbYSMsXv4jj0OnfaK7abFgCARSrtSZrFkIIMfukKC5q6um95v7h4fj4/uHr2318+azDaXBXF3Vu1VRafA5slupi14UQQoh5YxgQG4REeOZjp/Pc7fDgtZDNjI+tfx+85WLQKviFXNXA1w4W2ZZECCGEEEIIIcTilR0dJTM4OG1cOkDihRfou+pr6MFgbsx+6KG0fOmLWBqmf6O56nJhaW5GUeXv1EIIsZhIUVzUhGEY3P5UFz944BUmbB/Ou49cwidOqX7/cIdVo8XnQFOVKlcqhBBCzBM9DSO9kElWN8f/XQ/P/nZ8TLXAyZ+Hw/+usjk1q1kQ1+THQiGEEEIIIYQQi5NhGOjBIHp45jehR+6+m8HvfR8y4280955xBk3/+q8otunfaK75fFgaG6terxBCiLknf/0UVUukdW689yXue6E/N2bVFC5621rOOKK16vk9dgvNXjuKIgVxIYQQi1Qt4tJHh+Huf4fuJ8fHXI2w9ZvQtrGyOa0OMzJdlW1JhBBCCCGEEEIsTkYmQ6a/n2xy+jehG+k0Qz+6mcidd44PWiw0/eu/4DvzzBnvx9LYiOarbntQIYQQ80eK4qIqveEEV/z+OXb3j+8f3uyxc+W7D+eQVm/V89e5bFXHrgshhBDzplZx6QO74M6LIdo3PhY4HM78JnhaKpvT5jIL4vKmMyGEEEIIIYQQi1SpcemZ4WH6r76GxHPP5ca0+npavvgFHIcfPu1tFVXF0tyM6nLVZM1CCCHmhxTFRcWefD3IlX94nkhiPGZmY4efK846jHpX9YXsJq8dn6OCfVGFEEKIhSCTgmiv+bEaL90Nf7oyP3b9kHfAli+CxV7ZnA4feALVrUsIIYQQQgghhJhHmWAQPRSa8bjEiy/Rd9VV6ENDuTH72rW0XP4lLE1N095WsVqxBAKoNmncEkKIxU6K4qJshmHw2yf28aOHXs3bP/zso9r5l5NWYqly/3BVUQj47Lhs8vQUQgixSCUiEBuoLi49q8Oj34Mn/2t8TFFh82dg4z9U3uHtajD/CSGEEEIIIYQQi5CRyZAZHCQbj8947Mi99zH4ne9gpNO5Mc/b30bTJz85Y6FbtduxtLSgaLLlmBBCHAik6ijKkkjrXH/PS/xp1/j+4TaLysVvX8tph1UY3zqBRVVp8duxW+QHDSGEEItQNmsWw5Mj1c2THIE/fgHe+Mv4mN0HZ3wDOo+rbE5FAXez2SUuhBBCCCGEEEIsQtlEgszAAEYmM+1xRibD0I9/TOR3vx8fVFUaP/5xfGe9E2WGN5qrbjeW5uYZjxNCCLF4SFFclKwnHOeK3z3HKwOx3FjAa+4fvral+v3DbRaVVp+j6k5zIYQQYl5kkjDSC3p65mOnM7zH3D88/Mb4WMMqeMcN4O+sbE5FAW8r2NzVrU0IIYQQQgghhJgneihEJhgs4bgwfVdfTWLnztyY6vPR8sUv4tywfsbba3V1WOrrq1qrEEKIhUeK4qIkj782zNfufCFv//AjO+u44p2HUleD/cOdNo0WrwNVlXfeCSGEWITiIRgdqi4uHWDPg3DP5ZAefwMaK98Kb/sq2FyVzalq4FtS+f7jQgghhBBCCCHEPDKyWTIDg2RHYzMem9y9m76rriLTP5Abs61aResVl2MJBKa9raIoaE1NaB5P1WsWQgix8EhRXEzLMAxu+dtefvznPXn7h7/36HY+ftIqtBoUsb0OK00em0TRCCGEWHyyOkT7ITXzL+bTMrLw+E/gsR/mjx/3L7DpfHMv8UpoVrMgrlmrW58QQgghhBBCCDEPssmkGZeenjmVbeRP2xm86SaMVCo35nnrFpo+/WlU+/RvFFc0DUtzM6rTWfWahRBCLExSFBdFxdM637z7RR54acK76iwqnz1tLW87tPr9wwEa3LaadJoLIYQQcy4dN+PSs3p186RG4f6vwCv3j49Z3XDaVbDi5MrntTrA22Z2igshhBBCCCGEEIuMHomgDw9jzJDKZug6w//5U8K33z4+qKo0fOx8/O95z4zNWIrVijUQQLHJ36mFEOJAJkVxUVBXKM6Xf/ccrw6Od761+Oxc+a7DWVOD/cMVRaHJY8PrkM41IYQQi9DosPmvWuF9cNclMLR7fMy/1Nw/vGFl5fPa3OYe4pLCIoQQQgghhBBikSknLl2PROj/xjeIP/V0bkz1eglc9nlcb3rTjLdXHQ4sgQCKJm8oF0KIA50UxcUUf9u/f/jIhP3Dj1pax+XvOAy/q/oitqYqtPgcOKzyg4YQQohFRs9AtBfSiern2vtXuPvzkAyPjy19M5x+NdireAOasw7cTVUvTwghhBBCCCGEmGvlxKUn9+yh78qryPT25sZsK1bQcsXlWFtbZ7y96nZjaW6WbT2FEOIgIUVxkWMYBv/z17385M97mBhI875NHfzziStrsn+4VVNp8TmwWSrcG1UIIYSYL6kYRPsgm61uHsOAHf8DD38bjAnR60d9CI6/sLq4c3cjOOurW58QQgghhBBCCDEP9HAYPRicMS4dIPrQQwzc+C2MZDI35j7pRJovugjV4Zjx9lpdHZZ6+f1ZCCEOJlIUFwDEUzrX/fFFHpywf7jdovK50w/hresCNbkPu1Wj1eeoSXFdCCGEmDOGAbFBSIRnPnYmmSQ8cDXs+sP4mGaHU6+AtWdUPq+igCdQXYe5EEIIIYQQQggxDwxdJzM4SHZ0tKRjgz//OaHf3Do+qCg0fPhD+M89d+b9wxUFrakJzeOpdtlCCCEWGSmKC7qCcS7/3bO8NjT+Q0eb38GV7zqcVYHa/HDgtlsIeO0SRSOEEGJxyaTMuPRMqvq5ov1w12eh/7nxMU8LnHkDBA6tfF5FAW8b2FzVr1EIIYQQQgghhJhD2UTCjEvPZGY8Vh8Zof+664g//kRuTPV4CPz7pbg2bZrx9oqmYQkESuokF0IIceCRovhB7uHdg1z+u+eIJsd/6Ni0rJ4vveNQfM7q9w8H8DmtNHnsNZlLCCGEmDOJCMQGzE7xavXsgG2fg9Gh8bElb4IzrgNXQ+Xzqhr4loBFXmeFEEIIIYQQQiwueiiEHgqVFJeeev11er96JZmentyYddkyWq+4HOuSJTPeXrHasLYEUKy1+Zu3EEKIxUeK4gepbNbg+w/s5oZ7XsrbP/zvj+3ko5tX1CzivMFto85lq8lcQgghxJzIZs1ieHKkNvM997/w4DcgO+Fd70e8F078LGhV/DKuWcHXDpr8OCeEEEIIIYQQYvEoJy4dIPbwX+i/4QaMeDw35nrzmwlccjGqa+bUNNXpxNLcjKJpFa9ZCCHE4id/RT1Ife3OF/jPh/fkPndYVS49fR2nHNJck/kVRaHJY8PrkHfeCSGEWEQySRjpBT1d/Vx6Gv58I+z8zfiYaoGT/h2OOLu6ua0OMzJdlV/ohRBCCCGEEEIsHtlkkkx/f0lx6UY2S/CXvyL0q1+NDyoK9R/8AHXnnYeiqjPOoXm9aI2Nsq2nEEIIKYofrM47ppNf/+0NRlM6S+ocXPXuI1jR5K7J3Jqq0OJz4LDKH+qFEEIsIvEgjA7XJi49HoRt/w7d4/uc4WqErddB25HVzW1zg7fV3EtcCCGEEEIIIYRYJPRIBH14uKS49GwsRv83r2f0scdyY4rLReBzn8N9/HEl3Z+lvh6trq7S5QohhDjASFH8IHVIq5frz93Ifz/6Ov9+xiE16+i2aiotPgc2y8zv0hNCCCEWhKwO0T5IlRbbNqOBF+Gui82O8zGBw+DM68HTUt3cDh94AtXNIYQQQgghhBBCzCHDMMgMDJCNxUo6PrVvH31fvZL0vn25MWtHBy1XXI6ts3PG2yuKgqW5GdVdmyYwIYQQBwYpih/EzlzfxtFL64il9JrMZ7dqtPocNduPXAghhJh16bhZvM7W5rWQl++B+79ixrCPOeRM2PJFsDiqm9vVYP4TQgghhBBCCCEWCSOVMgviqVRJx8cee4z+676JMWG/cdexxxK49HMlFbkViwVLIIBqt1e8ZiGEEAcmKYof5Gq1l4rLZiHgtaNKQVwIIcRiMTps/quFrA6Pfh+e/Nn4mKLCm/8NjvzH6qPOPc3g8Fc3hxBCCCGEEEIIMYf0aAx9aBAjm53xWCObJXTLLQR/8d9525rV/f3fU/+Bfyxp/3DVZsPS0oJikbKHEEKIqeTVQVTN67DS7JV33gkhhFgk9AxEeyGdqM18yRG454vw+sPjY3YfnH4NLD2+urkVxYxct3uqm0cIIYQQQgghhJgjhmGgDw+jRyIlHZ8dHaX/xhsZffgvuTHF6SRwySW4N7+5pDlUlwtLc3NJxXMhhBAHJymKi6rUu2zUu23zvQwhhBCiNMkoxPqhhHeplyS4B+68BEKvj481rIJ33AD+mfc5m5aqgrcNrM7q5hFCCCGEEEIIIeaIkU6bcenJ5MwHA+nubnqvvIr06+O/V1uWLKH1isuxLVtW0hyaz4elsbGi9QohhDh4SFFcVERRFJo8NrwO63wvRQghhJiZYUBsEBLh2s255yG490uQio2PrdwCb/sq2Gbe52xaqga+drDIG8+EEEIIIYQQQiwO2ViMzNAQhq6XdPzo44/Tf+11ZKPR3Jhz09EELr0UzestaQ5LYyOaz1fReoUQQhxcpCguyqYqCi0+B06bNt9LEUIIIUozOlS7grhhwBM/NfcQZ3yfM479OBzzMXMv8WpYbOBdApr8mCaEEEIIIYQQYuEzDAM9GEQPl/Z7t2EYhG/9LcM/+1ne/uH+c8+l4UP/hKLN/HdnRVWxNDejulyVLlsIIcRBRv7aKspiUVVa/HbsFimICyGEWEQm/JJdlXQc7v8K7L5vfMzqgrdfaXaJV8vqNCPTZQ80IYQQQgghhBCLQLlx6dlEgoFvfYvYQ/+XG1PsdpovvgjPSSeVNIdisWBpaUG1SbqaEEKI0klRXJTMZlFp9TmwaPKHeiGEEAehSJe5f/jQy+Nj/g4480ZoXFX9/HYPeFpAUaqfSwghhBBCCCGEmGXZWIzM4CBGNlvS8eneXvquvIrUnj25MUtLCy1XXI595cqS5lDtdiyBAIpFShtCCCHKI68coiROm0aL14Gqyh/qhRBCHIT2/RXu/nx+BHvn8XD61eDwVz+/ww+e5urnEUIIIYQQQgghZplhGOjDw+iRSMm3iT/1NH3XXEN2ZCQ35jzySAKXfb7kPcFVlxtLoBlF3kwuhBCiAoui5fe1117j/PPPZ8WKFTidTlatWsWXv/xlUqlU3nHPPPMMJ554Ig6Hg87OTq677rp5WvGBxeuw0uqTgrgQQoiDkGHAjv+B330yvyB+5AfgrJtqUxB3NUhBXAghhBBCCCHEomCk02R6ekouiBuGQeh//5eeL30pryDuP/tsWr92VckFcc3vx9oSkIK4EEKIii2KTvFdu3aRzWb50Y9+xOrVq3n22Wf553/+Z2KxGNdffz0AkUiE0047jbe97W388Ic/ZOfOnXz0ox+lrq6OCy64YJ7PYPFqcNuoc8neLEIIIQ5CmSQ8cA3sumN8TLPBWy+HQ86sfn5FAXczOEr7A4AQQgghhBBCCDGfyo1LzyaTDP7HfxD90/bcmGKz0fRvn8b71reWNIeiKGiNjWheb0VrFkIIIcYsiqL4GWecwRlnnJH7fOXKlbz44ov84Ac/yBXFf/nLX5JKpfjP//xPbDYbhx9+OE8//TQ33nijFMUroCgKTR4bXod1vpcihBBCzL3oAGz7LPQ9Oz7maYGt10PLYdXPryjgbQWbu/q5hBBCCCGEEEKIWWQYBnowiB4Oz3zwfpn+fnq/9jVSL+/OjWnNzbRecTn21atLmkNRVSyBAKrTWfaahRBCiMkWRVG8kHA4TENDQ+7zRx55hJNOOgmbbbyr+fTTT+faa68lGAxSX19fcJ5kMkkymcx9HiljH5QDlaootPgcOG3afC9FCCHEAW5Bvg737oS7Pgujg+NjbRth6zfB1Vj9/KoK3iVgdVQ/lxBCCFGlBflaLIQQQhxEFvprsZHJkOnvJzthjTOJ79xJ39evJjuhiO5Yv56WL1yGVldX0hyK1Yo1EECxSYqpEEKI2lgUe4pPtnv3br7zne/w8Y9/PDfW29tLS0tL3nFjn/f29had65prrsHv9+f+dXZ2zs6iFwmLqtJWJwVxIYQQc2PBvQ4//3u4/Z/zC+KHnwPv+VFtCuKaBfydUhAXQgixYCy412IhhBDiILOQX4uzo6Oku7tLLogbhkH493fQc9kX8grivrPOou3qr5dcEFftdqxtbVIQF0IIUVOKYRjGfN355z//ea699tppj3nhhRdYt25d7vOuri5OPvlkTjnlFH784x/nxk877TRWrFjBj370o9zY888/z+GHH87zzz/PoYceWnD+Qu/E6+zsJBwO4/Md+Ht89kcSRJMZAGwWlVafA4u2KN8rIYQQYhGas9fh6AAkpol509Pw8LfgmVvGx1QNTroUjnhvbdZgsYGv3ZxXCCGEWCAO9t+JhRBCiPm2EF+LK4lLz6ZSDH3v+4zcc09uTLFaafrUJ/G+/e0lz6O63FgCzSiKUtaahRBCiJnMa3z6JZdcwoc//OFpj1m5cmXu/3d3d7Nlyxbe/OY3c/PNN+cd19raSl9fX97Y2Oetra1F57fb7djt9jJXfuBx2jRavA5UVX7YEEIIMXcWxOtwPAh3fx66Hh8fc9abcelL3lSb+7A6wdtmRqcLIYQQC8iCeC0WQgghDmIL7bW4krj0zOAgfV/7GskXX8qNaY2NtFz+JRyHHFLyPJrfj2XClqlCCCFELc1rUby5uZnm5uaSju3q6mLLli0cffTR/PSnP0Wd9EflE044gS9+8Yuk02msVisA9957L4ccckjR/cSFyeOw0Oyxy7vvhBBCHHwGX4I7L4GR7vGx5nVw5g3gLf6murLYveAJgLzOCiGEEEIIIYRYwLKjo2QGBzF0veTbJJ57jr6vX40eDObG7IcdRssXv1BygVtRFLTGRjSvt+w1CyGEEKVaFO1KXV1dnHLKKSxdupTrr7+egYEBent78/YK/4d/+AdsNhvnn38+zz33HLfccgs33XQTF1988TyufOHzOa0EvA4piAshhDj4vHwP/PYj+QXxtVvhnJ/UriDurANvixTEhRBCCCGEEEIsWIZhkBkeJt3XV1ZBPHLXNro/f1leQdx75pks+cY1pRfEVRVLS4sUxIUQQsy6ee0UL9W9997L7t272b17Nx0dHXlfG9sS3e/3c88993DhhRdy9NFH09TUxBVXXMEFF1wwH0teNBxW2ddUCCHEQSarw2M/gCd+Oj6mqHDCp+BNH6xdAdvdaMawCyGEEEIIIYQQC1QlcelGOs3gD37IyLZt44MWC02f+AS+rWeUPI9itWINBFBstnKWLIQQQlREMcaqygKASCSC3+8nHA7j8/nmezlCCCHEQWXWXoejA5AIQ3IE7vkSvP7n8a/ZvXDa1bDszbW5L0Ux49Lt8i53IYQQi4/8TiyEEELMr7l8Lc4mk2TK7A7PDA/T9/Wvk3z+hdyYVl9Py5e+iOOww0qeR7XbsbS0oGjStCWEEGJuLIpOcSGEEEKIqgVfgzsvhtDr42MNK+HMG6Guszb3oSjgbQObqzbzCSGEEEIIIYQQs8RIpf5/9u48Pqrq/v/4+86+JJksJCEBwhZEEBEURNBqUdy1rrVabUVta63Wamut1rpvrf251PZbtS0ubbU+bAtqbV1xFxeioiIqhH0PhEyWyez3/v6IDIwQyDJhksnr+XhQyJl7z/3cYHOYed9zTuf2D//8c2285VYl6+tTbe7Ro1X+q2vkGDCgw/3Y/H45SkvZ0hMAsEcRigMAgNy37FXpmZ9IsdC2tuGHSUfeLLn8mbmGzS4VVEoOd2b6AwAAAACgl2h+4QVt+v0fpEQi1ZZ/1FEacPHFMlzODvdjLyyUo4itxgAAex6hOAAAyF2WJb15lzT3Zknb7Rgz+QfSgd9v20s8E+zOtkDc3vEPAgAAAAAA6O2sREL1f/qzmv7zn22NdrtKLvyBCk44ocOzvQ3DkH3AANnz8nqoUgAAdo1QHAAA5K5XbpNev2Pb106vNOMmaeThmbuGw90WiNvYBw0AAAAAkDuSwaA23nqbIgsXptpsgYDKf/lLecfv2+F+DJtNjrIy2bzenigTAIAOydD0KAAAgF5o/+9Kvi/3NSsYJJ3+cGYDcZdPCgwmEAcAAAAA5JRoba3WXPqTtEDcNapag+/9XecCcadTzooKAnEAQNYxUxwAAOSuwiHSt/4mvfob6YjrJE8gc317CqS8ssz1BwAAAABAL9D88sva/Lt7ZcViqba8w6drwKWXyuZ2d7gfm9stR1mZDAcxBAAg+xiNAABAbhs6TTrtL1KkMXN9eoskf0nm+gMAAAAAIMusZFJbHnxQjbPnbGu02VTyve+p4OSTOrx/uCTZfH45yko7dQ4AAD2JUBwAAKAz/AMkb2G2qwAAAAAAIGOSTU2qu/3XCi9YkGqzFRSo/Kqr5J04oVN92QMBOYq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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "ue2DoEDAUNXy" }, "source": [ "It may be interesting to dig up what are the movies that have super high Rotten Tomatoes rating and super low IMDB rating (and vice versa)!\n", "\n", "Another useful method for examining relationships is [**`jointplot()`**](http://stanford.edu/~mwaskom/software/seaborn/generated/seaborn.jointplot.html), which produces a scatter plot with two marginal histograms." ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 607 }, "executionInfo": { "elapsed": 1577, "status": "ok", "timestamp": 1689093604352, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "B3_FyQJVUNXy", "outputId": "46886fd0-eec7-4889-9f69-1f883abf9cde" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.jointplot(x = movies['IMDB_Rating'], y = movies['Rotten_Tomatoes_Rating'], s=10, alpha=0.4, facecolors='none', edgecolor='b')" ] }, { "cell_type": "markdown", "metadata": { "id": "4rUGq6OjUNXz" }, "source": [ "## Hexbin density plot\n", "\n", "In 2D, *heatmap* can be considered as a color-based histogram. You divide the space into bins and show the frequency with colors. A common binning method is the hexagonal bin.\n", "\n", "We can again use the [**`jointplot()`**](http://stanford.edu/~mwaskom/software/seaborn/generated/seaborn.jointplot.html) and setting the `kind` to be `hexbin`.\n", "\n", "**Q: Can you create one?**" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 607 }, "executionInfo": { "elapsed": 1618, "status": "ok", "timestamp": 1689093621048, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "vs9GFgTyUNXz", "outputId": "cb37e976-9fe3-4d9f-e507-f2f7396bbf5b" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "tpSRKBLiUNXz" }, "source": [ "## 2D KDE\n", "\n", "We can also do 2D KDE using seaborn's [**`kdeplot()`**](https://stanford.edu/~mwaskom/software/seaborn/generated/seaborn.kdeplot.html) function.\n", "\n", "**Q: Can you draw one like this?**" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 450 }, "executionInfo": { "elapsed": 5895, "status": "ok", "timestamp": 1689094539542, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "IRJP57B7UNXz", "outputId": "ea5dcbf3-d662-4565-830c-9b34bcb2479d" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cmap = \"Reds\"\n", "fill = True # what happens if you change this?\n", "thresh = 0 # what happens if you change this?\n", "\n", "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "aPFwEdnRUNXz" }, "source": [ "Or again using [**`jointplot()`**](http://stanford.edu/~mwaskom/software/seaborn/generated/seaborn.jointplot.html) by setting the `kind` parameter. Look, we also have the 1D marginal KDE plots!\n", "\n", "**Q: create jointplot with KDE**\n", "\n", "Note that the X-axis is logarithm of `IMDB_Votes`. " ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 625 }, "executionInfo": { "elapsed": 6913, "status": "ok", "timestamp": 1689093768488, "user": { "displayName": "Vincent Wong", "userId": "06927694896148305320" }, "user_tz": 240 }, "id": "NTuSO132UNXz", "outputId": "98f95985-9869-472a-85b2-7c2a33c05ac2" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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