{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "20ff68a8", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import plotly.express as px\n", "import plotly.graph_objects as go\n", "\n", "\n", "import datetime\n", "import matplotlib.dates as mdates\n", "from matplotlib.dates import DateFormatter\n", "sns.set()" ] }, { "cell_type": "code", "execution_count": 2, "id": "cae9f407", "metadata": {}, "outputs": [], "source": [ "# Load the dataset\n", "df = pd.read_csv('../data/join_02.csv')" ] }, { "cell_type": "code", "execution_count": 3, "id": "c56d3c48", "metadata": {}, "outputs": [], "source": [ "# date format preparation\n", "df['date'] = pd.to_datetime(df['date'])\n", "df['release_date'] = pd.to_datetime(df['release_date'])" ] }, { "cell_type": "code", "execution_count": 4, "id": "d81c9761", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "Index(['gamename', 'year', 'month', 'avg', 'gain', 'peak', 'avg_peak_perc',\n", " 'date', 'release_date', 'required_age', 'price', 'dlc_count', 'windows',\n", " 'mac', 'linux', 'metacritic_score', 'positive', 'negative',\n", " 'developers', 'publishers', 'average_playtime_forever',\n", " 'average_playtime_two_weeks', 'median_playtime_forever',\n", " 'median_playtime_two_weeks', 'multi_player', 'pvp', 'co-op',\n", " 'genre_action', 'genre_adventure', 'genre_casual',\n", " 'genre_sexual_content', 'genre_strategy', 'genre_sports',\n", " 'genre_racing', 'genre_rpg', 'genre_simulation', 'indie', 'full_audio',\n", " 'full_controller_support', 'age_0_plus', 'age_13_plus', 'age_18_plus'],\n", " dtype='object')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.columns" ] }, { "cell_type": "code", "execution_count": 6, "id": "dadb63ea", "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'y' is not defined", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", "Cell \u001b[1;32mIn[6], line 3\u001b[0m\n\u001b[0;32m 1\u001b[0m ax \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mage_0_plus\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m 2\u001b[0m df_ax \u001b[38;5;241m=\u001b[39m df[df[ax]\u001b[38;5;241m==\u001b[39m\u001b[38;5;241m1\u001b[39m]\n\u001b[1;32m----> 3\u001b[0m df_ax \u001b[38;5;241m=\u001b[39m df_ax[[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgamename\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdate\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mavg\u001b[39m\u001b[38;5;124m'\u001b[39m, ax]]\u001b[38;5;241m.\u001b[39msort_values(by\u001b[38;5;241m=\u001b[39my, ascending\u001b[38;5;241m=\u001b[39morder)\u001b[38;5;241m.\u001b[39mreset_index() \u001b[38;5;66;03m# Data - Plot 1\u001b[39;00m\n\u001b[0;32m 4\u001b[0m \u001b[38;5;28mmax\u001b[39m \u001b[38;5;241m=\u001b[39m df_ax\u001b[38;5;241m.\u001b[39mgamename\u001b[38;5;241m.\u001b[39munique()\u001b[38;5;241m.\u001b[39mlen()\n\u001b[0;32m 5\u001b[0m \u001b[38;5;28mmax\u001b[39m\n", "\u001b[1;31mNameError\u001b[0m: name 'y' is not defined" ] } ], "source": [ "ax = 'age_0_plus'\n", "y = 'avg'\n", "df_ax = df[df[ax]==1]\n", "df_ax = df_ax[['gamename', 'date', y, ax]].sort_values(by=y, ascending=order).reset_index() # Data - Plot 1\n", "max = df_ax.gamename.unique().len()\n", "max" ] }, { "cell_type": "code", "execution_count": 216, "id": "bfe90d8d", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "['Devolver Digital',\n", " 'SNK CORPORATION',\n", " 'Fullbright',\n", " 'PlayWay S.A.',\n", " 'Galactic Cafe']" ] }, "execution_count": 216, "metadata": {}, "output_type": "execute_result" } ], "source": [ "genres = df.sort_values(by='avg').publishers.unique()[0:5].tolist()\n", "genres" ] }, { "cell_type": "code", "execution_count": 217, "id": "c18a98fb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Devolver Digital',\n", " 'SNK CORPORATION',\n", " 'Fullbright',\n", " 'PlayWay S.A.',\n", " 'Galactic Cafe']" ] }, "execution_count": 217, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for publisher in genres:\n", " # gb[publisher.strip('.').replace(' ', '_')] = (df['publishers']==publisher)*1\n", " df[publisher] = (df['publishers']==publisher)*1\n", "genres" ] }, { "cell_type": "code", "execution_count": 196, "id": "2e9db838", "metadata": { "scrolled": true }, "outputs": [ { "ename": "ValueError", "evalue": "operands could not be broadcast together with shapes (3,) (5,) ", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", "Cell \u001b[1;32mIn[196], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m y \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mavg\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m----> 2\u001b[0m [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgamename\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdate\u001b[39m\u001b[38;5;124m'\u001b[39m, y]\u001b[38;5;241m+\u001b[39mgenres\n", "\u001b[1;31mValueError\u001b[0m: operands could not be broadcast together with shapes (3,) (5,) " ] } ], "source": [ "y = 'avg'\n", "['gamename', 'date', y]+genres" ] }, { "cell_type": "code", "execution_count": null, "id": "e2e2332e", "metadata": {}, "outputs": [], "source": [ "df_bx = df[['gamename', 'date', y]+genres].sort_values(by=y, ascending=order).reset_index() " ] }, { "cell_type": "code", "execution_count": 173, "id": "bef7a2c9", "metadata": {}, "outputs": [], "source": [ "ax = 'pvp'\n", "y = 'avg_peak_perc'\n", "genres = ['multi_player', 'pvp', 'co-op']\n", "gb_ax = df[df[ax]==1]\n", "gb_ax = gb_ax[['gamename', 'date', y, ax]].sort_values(by=y, ascending=True).reset_index()\n", "gb_ax = gb_ax.gamename.unique()[0:5]\n", "df_bx = df[['gamename', 'date', y]+genres].sort_values(by=y, ascending=True).reset_index() # Data - Plot 2" ] }, { "cell_type": "code", "execution_count": 174, "id": "60e10f02", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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dateindexmulti_playerpvpco-op
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" ], "text/plain": [ " date index multi_player pvp co-op\n", "0 2012-07-01 38419.272727 1.0 1.0 0.681818\n", "1 2012-08-01 39756.833333 1.0 1.0 0.666667\n", "2 2012-09-01 38476.111111 1.0 1.0 0.629630\n", "3 2012-10-01 38960.642857 1.0 1.0 0.607143\n", "4 2012-11-01 37933.451613 1.0 1.0 0.548387\n", ".. ... ... ... ... ...\n", "99 2020-10-01 31665.257042 1.0 1.0 0.556338\n", "100 2020-11-01 31656.761404 1.0 1.0 0.557895\n", "101 2020-12-01 31943.610526 1.0 1.0 0.557895\n", "102 2021-01-01 31865.765734 1.0 1.0 0.559441\n", "103 2021-02-01 31765.275261 1.0 1.0 0.557491\n", "\n", "[104 rows x 5 columns]" ] }, "execution_count": 174, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gb = df_bx.sort_values(by='date') # New copy of df\n", "mean_list = {category: gb[gb[category] == 1].groupby('date').mean(y).reset_index() for category in selected_options}\n", "\n", "mean_list['pvp']" ] }, { "cell_type": "code", "execution_count": 176, "id": "0e4e5958", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dtype('O')" ] }, "execution_count": 176, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gb.avg_peak_perc.dtypes" ] }, { "cell_type": "code", "execution_count": null, "id": "6e5ee1e4", "metadata": {}, "outputs": [], "source": [ "fig_mean = go.Figure()\n", "for category, gb in mean_list.items():\n", " fig_mean = fig_mean.add_trace(go.Scatter(x=gb['date'], y=gb[y], name=category, mode='lines'))\n", "fig_mean.update_layout(\n", " xaxis_title = 'Date',\n", " yaxis_title = 'Mean of '+y_name,\n", ")" ] }, { "cell_type": "code", "execution_count": 157, "id": "0483d927", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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indexgamenameyearmonthavggainpeakavg_peak_percdaterelease_date...genre_sportsgenre_racinggenre_rpggenre_simulationindiefull_audiofull_controller_supportage_0_plusage_13_plusage_18_plus
010427Counter-Strike: Global Offensive2020April857604.22186570.94130571465.6809%2020-04-012012-08-21...0000011100
110426Counter-Strike: Global Offensive2020May768795.25-88808.97119335964.4228%2020-05-012012-08-21...0000011100
210418Counter-Strike: Global Offensive2021January743209.6625405.91112455366.0893%2021-01-012012-08-21...0000011100
310417Counter-Strike: Global Offensive2021February741013.24-2196.42112348565.9567%2021-02-012012-08-21...0000011100
410419Counter-Strike: Global Offensive2020December717803.7549049.17116439661.646%2020-12-012012-08-21...0000011100
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32012-10-0138960.6428572012.02266.88357180.5018526134.7142862.42857112.8846432.2857141.0...0.0000000.0000000.2857140.0714290.3928570.8214290.1785710.8571430.1428570.000000
42012-11-0137933.4516132012.02875.010968329.9939295925.2580652.19354811.7987102.3870971.0...0.0000000.0000000.2580650.0645160.4193550.8064520.1612900.8709680.1290320.000000
..................................................................
992020-10-0131665.2570422020.03010.679930-95.8803565947.2711271.67957715.8526416.3943661.0...0.0739440.0528170.2570420.2781690.5070420.6584510.3063380.8978870.0985920.003521
1002020-11-0131656.7614042020.03252.520281250.7491556525.8631581.67368415.8671586.3719301.0...0.0736840.0526320.2561400.2807020.5087720.6561400.3052630.8982460.0982460.003509
1012020-12-0131943.6105262020.03386.81371986.5723676717.3684211.73333315.9022116.3719301.0...0.0736840.0526320.2561400.2807020.5087720.6561400.3052630.8947370.1017540.003509
1022021-01-0131865.7657342021.03927.748217551.9058607334.2552451.72727315.8466086.3671331.0...0.0734270.0524480.2587410.2797200.5069930.6573430.3041960.8951050.1013990.003497
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0.000000 \n", "2 2.518519 12.621481 2.370370 1.0 ... 0.000000 \n", "3 2.428571 12.884643 2.285714 1.0 ... 0.000000 \n", "4 2.193548 11.798710 2.387097 1.0 ... 0.000000 \n", ".. ... ... ... ... ... ... \n", "99 1.679577 15.852641 6.394366 1.0 ... 0.073944 \n", "100 1.673684 15.867158 6.371930 1.0 ... 0.073684 \n", "101 1.733333 15.902211 6.371930 1.0 ... 0.073684 \n", "102 1.727273 15.846608 6.367133 1.0 ... 0.073427 \n", "103 1.721254 15.791394 6.344948 1.0 ... 0.073171 \n", "\n", " genre_racing genre_rpg genre_simulation indie full_audio \\\n", "0 0.000000 0.318182 0.090909 0.409091 0.818182 \n", "1 0.000000 0.333333 0.083333 0.375000 0.833333 \n", "2 0.000000 0.296296 0.074074 0.407407 0.814815 \n", "3 0.000000 0.285714 0.071429 0.392857 0.821429 \n", "4 0.000000 0.258065 0.064516 0.419355 0.806452 \n", ".. ... ... ... ... ... \n", "99 0.052817 0.257042 0.278169 0.507042 0.658451 \n", "100 0.052632 0.256140 0.280702 0.508772 0.656140 \n", "101 0.052632 0.256140 0.280702 0.508772 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2862Arma 2: Operation Arrowhead2012July3625.94NaN673953.8053%2012-07-012010-06-2917...0001010010
10130Counter-Strike2012July34139.20NaN5396763.2594%2012-07-012000-11-010...0000010100
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" ], "text/plain": [ " gamename year month avg gain peak \\\n", "2862 Arma 2: Operation Arrowhead 2012 July 3625.94 NaN 6739 \n", "10130 Counter-Strike 2012 July 34139.20 NaN 53967 \n", "16832 E.Y.E: Divine Cybermancy 2012 July 230.31 NaN 758 \n", "36666 ORION: Prelude 2012 July 20.72 NaN 88 \n", "1666 AirMech Strike 2012 July 10.21 NaN 29 \n", "\n", " avg_peak_perc date release_date required_age ... genre_sports \\\n", "2862 53.8053% 2012-07-01 2010-06-29 17 ... 0 \n", "10130 63.2594% 2012-07-01 2000-11-01 0 ... 0 \n", "16832 30.3839% 2012-07-01 2011-07-29 0 ... 0 \n", "36666 23.5455% 2012-07-01 2013-04-16 0 ... 0 \n", "1666 35.2069% 2012-07-01 2018-03-30 0 ... 0 \n", "\n", " genre_racing genre_rpg genre_simulation indie full_audio \\\n", "2862 0 0 1 0 1 \n", "10130 0 0 0 0 1 \n", "16832 0 1 0 1 0 \n", "36666 0 1 0 1 1 \n", "1666 0 0 0 1 1 \n", "\n", " full_controller_support age_0_plus age_13_plus age_18_plus \n", "2862 0 0 1 0 \n", "10130 0 1 0 0 \n", "16832 0 1 0 0 \n", "36666 1 1 0 0 \n", "1666 0 1 0 0 \n", "\n", "[5 rows x 42 columns]" ] }, "execution_count": 113, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gb = df\n", "gb2 = gb.sort_values(by='date')\n", "selected_options = ['multi_player', 'pvp', 'co-op']\n", "gb_list = {category: gb2[gb2[category] == 1] for category in selected_options}\n", "gb_list['pvp'].head()" ] }, { "cell_type": "code", "execution_count": 110, "id": "af56c29c", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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10130Counter-Strike2012July34139.20NaN5396763.2594%2012-07-012000-11-010...0000010100
16832E.Y.E: Divine Cybermancy2012July230.31NaN75830.3839%2012-07-012011-07-290...0010100100
36666ORION: Prelude2012July20.72NaN8823.5455%2012-07-012013-04-160...0010111100
1666AirMech Strike2012July10.21NaN2935.2069%2012-07-012018-03-300...0000110100
..................................................................
9665Conqueror's Blade2021February3816.37-132.301059236.0307%2021-02-012019-05-300...0000010100
35151NARUTO SHIPPUDEN: Ultimate Ninja STORM 42021February1497.5170.64364141.1291%2021-02-012016-02-040...0000011100
3723BATTLETECH2021February1927.71-261.79314161.3725%2021-02-012018-04-240...0000010100
35291NBA 2K212021February13009.572567.952295456.6767%2021-02-012020-09-030...1001011100
0100% Orange Juice2021February278.67-25.2364543.2047%2021-02-012014-05-160...0000110100
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indexgamenamedateavg_peak_perc
14411412 is Better Than 62018-08-019.9888%
14560803War for the Overworld2013-08-019.9839%
14655596The Witness2016-01-019.982%
14763501Zup! 22018-07-019.9706%
14862018Woodle Tree Adventures2017-05-019.9699%
...............
6384936776Octodad: Dadliest Catch2012-12-010%
638506368Blood Bowl 22013-05-010%
6385154947The Stanley Parable2013-03-010%
6385254948The Stanley Parable2013-02-010%
6385336999OneShot2016-04-010%
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63710 rows × 4 columns

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" ], "text/plain": [ " index gamename date avg_peak_perc\n", "144 114 12 is Better Than 6 2018-08-01 9.9888%\n", "145 60803 War for the Overworld 2013-08-01 9.9839%\n", "146 55596 The Witness 2016-01-01 9.982%\n", "147 63501 Zup! 2 2018-07-01 9.9706%\n", "148 62018 Woodle Tree Adventures 2017-05-01 9.9699%\n", "... ... ... ... ...\n", "63849 36776 Octodad: Dadliest Catch 2012-12-01 0%\n", "63850 6368 Blood Bowl 2 2013-05-01 0%\n", "63851 54947 The Stanley Parable 2013-03-01 0%\n", "63852 54948 The Stanley Parable 2013-02-01 0%\n", "63853 36999 OneShot 2016-04-01 0%\n", "\n", "[63710 rows x 4 columns]" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gb = gb[gb['avg_peak_perc']!='NaN%']" ] }, { "cell_type": "code", "execution_count": 105, "id": "4117110e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'avg peak perc'" ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" } ], "source": [ "str = \"avg_peak_perc\"\n", "str.replace('_', ' ')" ] }, { "cell_type": "code", "execution_count": 94, "id": "749e0fc2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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indexgamenamedateavg_peak_perc
018005Europa Universalis IV2013-05-01NaN%
150427Streets of Rogue2016-12-01NaN%
238544Pavlov VR2016-12-01NaN%
37482Broken Age2013-09-01NaN%
41512Age of Wonders III2013-10-01NaN%
...............
6384936776Octodad: Dadliest Catch2012-12-010%
638506368Blood Bowl 22013-05-010%
6385154947The Stanley Parable2013-03-010%
6385254948The Stanley Parable2013-02-010%
6385336999OneShot2016-04-010%
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63854 rows × 4 columns

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" ], "text/plain": [ " index gamename date avg_peak_perc\n", "0 18005 Europa Universalis IV 2013-05-01 NaN%\n", "1 50427 Streets of Rogue 2016-12-01 NaN%\n", "2 38544 Pavlov VR 2016-12-01 NaN%\n", "3 7482 Broken Age 2013-09-01 NaN%\n", "4 1512 Age of Wonders III 2013-10-01 NaN%\n", "... ... ... ... ...\n", "63849 36776 Octodad: Dadliest Catch 2012-12-01 0%\n", "63850 6368 Blood Bowl 2 2013-05-01 0%\n", "63851 54947 The Stanley Parable 2013-03-01 0%\n", "63852 54948 The Stanley Parable 2013-02-01 0%\n", "63853 36999 OneShot 2016-04-01 0%\n", "\n", "[63854 rows x 4 columns]" ] }, "execution_count": 94, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gb" ] }, { "cell_type": "code", "execution_count": 83, "id": "2dbeb300", "metadata": { "scrolled": true }, "outputs": [], "source": [ "gb = df[['gamename', 'date', 'avg']].sort_values(by='avg', ascending=False).reset_index()" ] }, { "cell_type": "code", "execution_count": 84, "id": "de5650ab", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Counter-Strike: Global Offensive', 'Dota 2', 'Cyberpunk 2077',\n", " 'Fallout 4', 'Grand Theft Auto V'], dtype=object)" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "top_avg_games = gb.gamename.unique()[0:5]\n", "top_avg_games" ] }, { "cell_type": "code", "execution_count": 85, "id": "c12843bf", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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indexgamenamedateavg
2806734550Mount & Blade2012-07-01248.73
3660518594F.E.A.R. 2: Project Origin2012-07-01121.24
1039632900Max Payne 32012-07-011446.18
2575749599Star Wars: Battlefront 2 (Classic, 2005)2012-07-01303.06
3681018490F.E.A.R.2012-07-01119.23
...............
4803144107Road Redemption2021-02-0144.25
727257018Total War: ATTILA2021-02-012453.03
1017048006Slime Rancher2021-02-011497.59
2246529531Kingdoms Reborn2021-02-01404.05
1412028251Ironsight2021-02-01905.29
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63854 rows × 4 columns

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" ], "text/plain": [ " index gamename date avg\n", "28067 34550 Mount & Blade 2012-07-01 248.73\n", "36605 18594 F.E.A.R. 2: Project Origin 2012-07-01 121.24\n", "10396 32900 Max Payne 3 2012-07-01 1446.18\n", "25757 49599 Star Wars: Battlefront 2 (Classic, 2005) 2012-07-01 303.06\n", "36810 18490 F.E.A.R. 2012-07-01 119.23\n", "... ... ... ... ...\n", "48031 44107 Road Redemption 2021-02-01 44.25\n", "7272 57018 Total War: ATTILA 2021-02-01 2453.03\n", "10170 48006 Slime Rancher 2021-02-01 1497.59\n", "22465 29531 Kingdoms Reborn 2021-02-01 404.05\n", "14120 28251 Ironsight 2021-02-01 905.29\n", "\n", "[63854 rows x 4 columns]" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gb = gb.sort_values(by='date')\n", "gb_list = {game: gb[gb[\"gamename\"] == game] for game in top_avg_games}\n", "gb" ] }, { "cell_type": "code", "execution_count": 86, "id": "c9ae2c96", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { 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indexgamenamedategain
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Gold Edition', 'PGA TOUR 2K21',\n", " 'Torchlight', \"Marie's Room\", 'Digimon Masters Online',\n", " 'Overgrowth', 'Stories: The Path of Destinies', 'DLC Quest',\n", " 'Epistory - Typing Chronicles', 'Hammerwatch',\n", " 'Stronghold Kingdoms', 'Lethal League', 'Faeria', 'SteamWorld Dig',\n", " 'Secret World Legends', 'Team Fortress Classic', 'Valley',\n", " 'Sakura Spirit', 'Binary Domain', \"Jazzpunk: Director's Cut\",\n", " 'Melvor Idle', 'Crawl', 'Train Sim World® 2', 'Race The Sun',\n", " 'RPG Maker MV', 'Super Crate Box',\n", " 'Company of Heroes - Legacy Edition', 'Jet Set Radio',\n", " 'Bit Blaster XL', 'E.Y.E: Divine Cybermancy',\n", " 'Grim Fandango Remastered', 'Comedy Night',\n", " 'War for the Overworld', 'Dark and Light', 'Zup! 2',\n", " 'The Final Station', 'Heat Signature', 'Naval Action', 'Distance',\n", " 'Gremlins, Inc.', 'Blood Bowl 2',\n", " 'Minecraft: Story Mode - A Telltale Games Series',\n", " 'Zombie Panic! Source', 'The Silent Age', 'Broken Age',\n", " 'Death Road to Canada', 'The Surge', 'Gaokao.Love.100Days',\n", " 'Serious Sam HD: The First Encounter', 'Duke Nukem Forever',\n", " 'The Legend of Heroes: Trails in the Sky',\n", " 'Digimon Story Cyber Sleuth: Complete Edition',\n", " 'Jotun: Valhalla Edition', 'Jalopy',\n", " 'Warhammer 40,000: Eternal Crusade',\n", " \"Recettear: An Item Shop's Tale\", 'Slender: The Arrival',\n", " 'NARUTO SHIPPUDEN: Ultimate Ninja STORM Revolution', 'Magicite',\n", " 'Fable - The Lost Chapters', 'Soulworker',\n", " 'Relic Hunters Zero: Remix', 'Gear Up',\n", " 'Never Alone (Kisima Ingitchuna)', 'Cave Story+', 'Rebel Galaxy',\n", " 'Next Day: Survival', 'Hatoful Boyfriend', 'Long Live The Queen',\n", " 'Reigns', 'Nidhogg', 'Risen', 'Late Shift',\n", " 'Amnesia: A Machine for Pigs', 'The Swapper',\n", " \"Baldur's Gate II: Enhanced Edition\", 'METAL SLUG 3', 'MapleStory',\n", " 'WAKFU', 'Saints Row: Gat out of Hell', 'Tales of Zestiria',\n", " 'Elsword', 'Railway Empire', 'Worms Revolution',\n", " \"Five Nights at Freddy's 3\", 'Planetbase', 'Orcs Must Die!',\n", " 'Aura Kingdom', 'Tribes: Ascend', 'Riders of Icarus', 'Downwell',\n", " 'Sniper Ghost Warrior Contracts',\n", " 'Lucy -The Eternity She Wished For-', 'Homefront',\n", " 'GunZ 2: The Second Duel', 'Governor of Poker 3',\n", " 'Styx: Master of Shadows', 'ROMANCE OF THE THREE KINGDOMS XIV',\n", " 'Pyre', 'Her Story', 'Mount Your Friends', 'FINAL FANTASY VIII',\n", " 'GORN', 'Devil Daggers', 'Loading Screen Simulator',\n", " 'DEEP SPACE WAIFU', 'How to Survive 2', 'Cyber Hunter', 'CS2D',\n", " 'CastleMiner Z', 'Carpe Diem', 'Worms Armageddon',\n", " 'The Incredible Adventures of Van Helsing',\n", " 'The Vanishing of Ethan Carter', 'F.E.A.R. 3', 'Viridi', 'Lucius',\n", " 'Life is Feudal: Your Own', 'Subsistence', 'LYNE',\n", " 'Galactic Civilizations III', 'Domina', 'Party Hard', 'Zup!',\n", " 'This Is the Police', 'Stay Out', 'Hidden Folks',\n", " 'The Bureau: XCOM Declassified', 'Kingdom: New Lands',\n", " 'THE KING OF FIGHTERS XIII STEAM EDITION', 'FINAL FANTASY IX',\n", " 'Osiris: New Dawn', 'DDraceNetwork',\n", " 'The Mean Greens - Plastic Warfare', 'SimplePlanes',\n", " 'Age of Empires: Definitive Edition', 'Braid', 'Eco',\n", " 'Crazy Machines 3', 'Octodad: Dadliest Catch', 'Thomas Was Alone',\n", " \"America's Army: Proving Grounds\", 'Half-Life: Source',\n", " 'War Robots', 'Feed and Grow: Fish', 'We Happy Few', 'Titan Souls',\n", " 'Genital Jousting', \"Five Nights at Freddy's: Sister Location\",\n", " 'Ultimate Epic Battle Simulator', 'CPUCores :: Maximize Your FPS',\n", " 'AirMech Strike', 'Transport Fever', 'Road Redemption',\n", " 'Cossacks 3', 'Stonehearth', 'VVVVVV', 'Reign Of Kings',\n", " 'NGU IDLE', 'Door Kickers', 'Gold Rush: The Game',\n", " 'Transmissions: Element 120', 'Punch Club', 'Natural Selection 2',\n", " 'Magicka 2', 'Furi', 'Resident Evil Revelations',\n", " 'Warhammer 40,000: Dawn of War II',\n", " 'DYNASTY WARRIORS 8: Xtreme Legends Complete Edition',\n", " 'Fable Anniversary', 'Age of Wonders III', 'RUINER', '60 Seconds!',\n", " 'Shower With Your Dad Simulator 2015: Do You Still Shower With Your Dad',\n", " 'Book of Demons', 'Little Inferno', 'Hand of Fate',\n", " 'Serious Sam 2', 'Will To Live Online', 'Darksiders III',\n", " 'Half-Life 2: Lost Coast', 'RWBY: Grimm Eclipse',\n", " 'Gothic II: Gold Edition', 'Deponia', 'Turmoil',\n", " 'Supreme Commander 2', 'Stronghold Crusader 2',\n", " 'Warhammer 40,000: Dawn of War III', 'Mitos.is: The Game',\n", " 'Oxenfree', 'Scribblenauts Unlimited', 'Max Payne',\n", " \"Five Nights at Freddy's 4\", 'Tyranny', 'Absolver',\n", " 'Homeworld Remastered Collection', 'Avorion', 'Aragami',\n", " 'Shop Titans', 'Superflight', 'Deadlight', 'BATTALION 1944',\n", " 'Youtubers Life', 'Half-Life 2: Deathmatch', 'Yakuza Kiwami 2',\n", " 'Rabi-Ribi', 'Bomber Crew', 'Hitman: Blood Money',\n", " 'Desperados III', 'DISTRAINT: Deluxe Edition', 'RAGE',\n", " 'Foundation', 'Batman - The Telltale Series', 'Timberman',\n", " 'Metin2', 'Hatred', 'Half-Life: Blue Shift',\n", " 'Workers & Resources: Soviet Republic', 'Double Action: Boogaloo',\n", " 'Machinarium', 'Supreme Commander: Forged Alliance',\n", " 'Planetary Annihilation: TITANS', 'Tropico 5',\n", " 'Yet Another Zombie Defense', 'Devil May Cry 4 Special Edition',\n", " 'WARMODE', 'Star Conflict', 'House Party', 'Contagion',\n", " 'Darksiders Warmastered Edition', 'FAR: Lone Sails',\n", " 'Vampire: The Masquerade - Bloodlines', 'Mr.Mine',\n", " 'Motorsport Manager', 'X4: Foundations', 'Tropico 4',\n", " 'Rise of Nations: Extended Edition', 'UBOAT',\n", " \"Baldur's Gate: Enhanced Edition\",\n", " 'Keep Talking and Nobody Explodes', 'Detention', 'Project CARS',\n", " 'Hyperdimension Neptunia Re;Birth1',\n", " 'Darksiders II Deathinitive Edition', 'Spellbreak', 'Aseprite',\n", " 'Tricky Towers', 'Shadowrun Returns', 'NEKOPARA Vol. 3',\n", " 'Mindustry', 'Clustertruck', 'LEGO® Worlds',\n", " 'Deus Ex: Game of the Year Edition', 'Action Taimanin', 'Fran Bow',\n", " 'Garfield Kart', 'Warhammer 40,000: Inquisitor - Martyr',\n", " 'Moonbase Alpha', 'Touhou Luna Nights', 'Craft The World',\n", " 'Eternal Senia', 'Montaro', 'Gorogoa', 'Child of Light',\n", " 'Overcooked', 'METAL GEAR SOLID V: GROUND ZEROES',\n", " 'RUNNING WITH RIFLES', 'The Awesome Adventures of Captain Spirit',\n", " 'Trailmakers', 'Remember Me', 'CrossCode', 'NEKOPARA Vol. 2',\n", " 'Armello', 'Gunpoint', 'DiRT 4', 'Dead Island Definitive Edition',\n", " 'Block N Load', 'The Witness', \"Spooky's Jump Scare Mansion\",\n", " 'Mini Metro', 'Dawn of Man', 'Pony Island', 'STEINS;GATE',\n", " 'BRAIN / OUT', 'Ironsight', 'Craftopia', 'Sakura Clicker',\n", " 'Darkwood', 'Sanctum 2', '911 Operator', 'FEZ', 'Unrailed!',\n", " 'Farming Simulator 15', 'Dino D-Day',\n", " 'Tree of Savior (English Ver.)', 'ELEX', 'Wasteland 3',\n", " 'The Banner Saga', 'Imperator: Rome', 'Surgeon Simulator',\n", " 'Car Mechanic Simulator 2015', 'Gone Home',\n", " 'Danganronpa V3: Killing Harmony', 'Vampyr', 'X-Plane 11',\n", " 'Night in the Woods', 'Pillars of Eternity II: Deadfire',\n", " 'Gears 5', 'Star Trek Online', 'FINAL FANTASY X/X-2 HD Remaster',\n", " 'Saints Row 2', 'Poly Bridge', 'Zombie Army Trilogy',\n", " 'Guns of Icarus Online', 'Stronghold Crusader HD',\n", " 'S.T.A.L.K.E.R.: Clear Sky', 'War Selection',\n", " 'Counter-Strike: Condition Zero', 'Codename CURE',\n", " 'Cell to Singularity - 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Vermintide', \"The Beginner's Guide\",\n", " 'NEKOPARA Vol. 0', 'TerraTech', 'Sands of Salzaar',\n", " 'The Darkness II', 'Alien Swarm: Reactive Drop',\n", " 'Mutant Year Zero: Road to Eden', 'NBA 2K21',\n", " 'Yakuza: Like a Dragon', 'Iron Snout', 'Day of Defeat: Source',\n", " 'Dragon Age: Origins - Ultimate Edition', 'Rogue Legacy',\n", " 'Portal Knights', 'DJMAX RESPECT V', 'Farm Together',\n", " 'Return of the Obra Dinn', 'Dust: An Elysian Tail',\n", " 'Orcs Must Die! 2', 'Universe Sandbox',\n", " 'Bendy and the Ink Machine', 'The Outer Worlds',\n", " 'Amazing Cultivation Simulator', 'Resident Evil Revelations 2',\n", " 'Magic Duels', 'The Expendabros', 'Golf It!',\n", " 'TrackMania Nations Forever', 'Kingdom: Classic',\n", " 'Infestation: The New Z', 'Rocksmith® 2014 Edition - Remastered',\n", " 'We Were Here', 'Day of Infamy', 'Holdfast: Nations At War',\n", " 'Paint the Town Red', 'Clone Drone in the Danger Zone',\n", " 'Pillars of Eternity', 'Tropico 6', \"Who's Your Daddy?!\",\n", " 'Move or Die', 'Spiral Knights', 'Surviving Mars',\n", " \"Conqueror's Blade\", 'Sniper Elite 3', 'Shadow Warrior 2',\n", " 'The Evil Within', 'World War 3', 'Alien Swarm', 'ATLAS',\n", " 'Foxhole', 'Quantum Break', 'Crush Crush',\n", " 'Bully: Scholarship Edition',\n", " 'Microsoft Flight Simulator X: Steam Edition', 'Russian Fishing 4',\n", " 'Sonic Mania', 'KARDS - 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Noire', 'Rivals of Aether', 'Graveyard Keeper',\n", " 'Age of Mythology: Extended Edition', 'Medieval Dynasty',\n", " 'Creativerse', 'Nioh: Complete Edition', 'Unheard',\n", " 'Mafia III: Definitive Edition', 'Skullgirls 2nd Encore',\n", " 'NEKOPARA Vol. 1', 'DiRT Rally 2.0', 'The Talos Principle',\n", " 'Shakes and Fidget', 'Quake Champions', 'Street Fighter V',\n", " 'Brick Rigs', 'Hero Siege', 'For The King', 'Magicka',\n", " 'A Story About My Uncle', 'Resident Evil 5',\n", " 'Titan Quest Anniversary Edition', 'Two Point Hospital',\n", " 'What Remains of Edith Finch', \"Dragon's Dogma: Dark Arisen\",\n", " 'HuniePop', 'Counter-Strike Nexon: Studio',\n", " 'Stormworks: Build and Rescue', 'Risk of Rain',\n", " 'Wolfenstein II: The New Colossus', 'Wreckfest', 'Neverwinter',\n", " 'Ryse: Son of Rome', 'Transistor', 'Emily is Away',\n", " 'Stranded Deep', 'SUPERHOT', 'Blood and Bacon',\n", " 'Age of Empires® III (2007)', 'Ultimate Chicken Horse',\n", " 'The Wolf Among Us', 'Amnesia: The Dark Descent',\n", " 'Control Ultimate Edition', 'Source Filmmaker',\n", " 'Football Manager 2020', 'Temtem', 'ShellShock Live', 'Depth',\n", " 'Barotrauma', 'Hand Simulator',\n", " 'VA-11 Hall-A: Cyberpunk Bartender Action',\n", " 'Half-Life 2: Episode Two', 'S.T.A.L.K.E.R.: Shadow of Chernobyl',\n", " 'OneShot', 'Super Animal Royale', 'Borderlands: The Pre-Sequel',\n", " 'DRAGON BALL XENOVERSE 2', 'Shadow Tactics: Blades of the Shogun',\n", " 'Town of Salem', 'Resident Evil 6', 'Fishing Planet',\n", " 'Fistful of Frags', 'Verdun', 'DRAGON BALL Z: KAKAROT', 'SOMA',\n", " 'Pavlov VR', 'SpeedRunners', \"Five Nights at Freddy's\", 'Grounded',\n", " 'Yu-Gi-Oh! Duel Links', 'A Way Out', 'Duck Game',\n", " 'Skul: The Hero Slayer', 'Outlast 2', 'Gang Beasts',\n", " 'Life is Strange: Before the Storm', 'DiRT Rally', 'Bastion',\n", " 'Alan Wake', 'They Are Billions', 'GTFO', 'Blender',\n", " 'Game Dev Tycoon', 'Banished', 'FINAL FANTASY XV WINDOWS EDITION',\n", " 'My Time At Portia', 'Realm of the Mad God Exalt',\n", " 'Wolcen: Lords of Mayhem', 'Cry of Fear', 'Max Payne 3', 'INSIDE',\n", " 'Prey', 'CODE VEIN', 'Brothers - A Tale of Two Sons', 'Rec Room',\n", " 'Overcooked! 2', 'Mafia: Definitive Edition', 'Torchlight II',\n", " 'Sniper Elite 4', 'Call of Duty: World at War',\n", " 'Total War: WARHAMMER', 'Crossout', 'Mortal Kombat X',\n", " 'The Stanley Parable', 'Red Dead Online',\n", " 'Car Mechanic Simulator 2018', 'Northgard', 'Albion Online',\n", " 'Realm Royale', 'LIMBO', 'A Dance of Fire and Ice', 'Left 4 Dead',\n", " 'Ultimate Custom Night', 'My Summer Car',\n", " 'Hotline Miami 2: Wrong Number', 'Soundpad',\n", " 'PC Building Simulator', 'Green Hell', 'Plague Inc: Evolved',\n", " 'Getting Over It with Bennett Foddy', 'Besiege',\n", " 'Jurassic World Evolution', 'Wolfenstein: The New Order', 'Noita',\n", " 'A Hat in Time', 'Dishonored 2', 'Rising Storm 2: Vietnam',\n", " 'Black Desert', 'Just Cause 2', 'Teardown',\n", " 'CarX Drift Racing Online', 'Sleeping Dogs: Definitive Edition',\n", " 'The Isle', 'Spec Ops: The Line',\n", " 'Star Wars: Battlefront 2 (Classic, 2005)', \"Baldur's Gate 3\",\n", " 'Alien: Isolation', 'Resident Evil 3', 'Golf With Your Friends',\n", " 'Mafia II (Classic)', 'Fallout Shelter', 'AdVenture Capitalist',\n", " 'METAL GEAR RISING: REVENGEANCE', 'Metro: Last Light Redux',\n", " 'XCOM: Enemy Unknown', \"Hellblade: Senua's Sacrifice\", 'Broforce',\n", " 'DRAGON BALL FighterZ', 'Yakuza 0', 'Battlerite', 'Ravenfield',\n", " 'Planet Coaster', 'Tabletop Simulator', 'Papers, Please',\n", " 'Ori and the Blind Forest: Definitive Edition', 'Firewatch',\n", " 'The Binding of Isaac', 'Clicker Heroes',\n", " 'FINAL FANTASY XIV Online', 'Fallout 76', 'Warface', 'Planet Zoo',\n", " 'Minion Masters', 'Goat Simulator',\n", " \"Tom Clancy's Ghost Recon® Wildlands\", 'Friday the 13th: The Game',\n", " 'GRIS', 'Kenshi', 'Chivalry: Medieval Warfare', 'Persona 4 Golden',\n", " 'PlanetSide 2', 'Celeste', 'SCUM', 'Everlasting Summer', 'Portal',\n", " 'TEKKEN 7', 'Prison Architect', 'Metro 2033 Redux',\n", " 'Resident Evil 7 Biohazard', 'Mad Max', 'No More Room in Hell',\n", " 'Farming Simulator 19', 'House Flipper', 'To the Moon',\n", " 'Black Squad', 'Killing Floor', 'Crusader Kings II', 'Beat Saber',\n", " 'Subnautica: Below Zero', 'FTL: Faster Than Light',\n", " 'Dyson Sphere Program', 'NARUTO SHIPPUDEN: Ultimate Ninja STORM 4',\n", " 'Saints Row: The Third', 'Conan Exiles',\n", " 'Totally Accurate Battlegrounds', 'Elite Dangerous',\n", " 'Total War: THREE KINGDOMS', 'Enter the Gungeon', 'Deceit',\n", " 'Hell Let Loose', 'Assetto Corsa', 'Dishonored', 'Saints Row IV',\n", " 'The Witcher 2: Assassins of Kings Enhanced Edition', 'POSTAL 2',\n", " 'Aim Lab', 'METAL GEAR SOLID V: THE PHANTOM PAIN', 'Trove',\n", " 'Gunfire Reborn', 'Crusader Kings III', 'Half-Life: Alyx',\n", " 'Grim Dawn', 'Half-Life', 'Dota Underlords', 'Frostpunk',\n", " 'Warhammer: Vermintide 2', 'Hotline Miami', 'Company of Heroes 2',\n", " 'Ring of Elysium', 'Little Nightmares', 'Devil May Cry 5',\n", " 'Black Mesa', 'Kingdom Come: Deliverance', 'Mirror',\n", " 'This War of Mine', 'Insurgency: Sandstorm', 'MORDHAU',\n", " 'The Long Dark', 'Oxygen Not Included', 'Scrap Mechanic',\n", " 'World of Warships', 'Grand Theft Auto IV: The Complete Edition',\n", " 'Outlast', 'Robocraft', 'Ori and the Will of the Wisps',\n", " 'ASTRONEER', 'Borderlands 3', 'Totally Accurate Battle Simulator',\n", " 'Age of Empires II (2013)', 'Slime Rancher',\n", " 'Stick Fight: The Game', 'World of Tanks Blitz',\n", " 'Europa Universalis IV', 'Heroes & Generals', 'Killing Floor 2',\n", " \"Don't Starve\", 'Squad', 'Satisfactory',\n", " 'Age of Empires II: Definitive Edition', 'Kerbal Space Program',\n", " 'Space Engineers', 'Project Zomboid', 'Darkest Dungeon®',\n", " 'American Truck Simulator', 'Dead Cells', 'Resident Evil 2',\n", " 'Total War: WARHAMMER II', 'Cuphead', 'Hunt: Showdown',\n", " 'Slay the Spire', 'Insurgency', 'Z1 Battle Royale', 'Stellaris',\n", " 'BioShock Infinite', 'VRChat', 'People Playground', 'BeamNG.drive',\n", " 'SCP: Secret Laboratory', 'RimWorld', 'Counter-Strike: Source',\n", " 'Deep Rock Galactic', 'DOOM Eternal', 'Mount & Blade: Warband',\n", " 'Half-Life 2', 'Factorio', 'Starbound', 'Portal 2',\n", " 'Fallout: New Vegas', 'Human: Fall Flat', 'DOOM', 'Path of Exile',\n", " 'Mount & Blade II: Bannerlord', 'Undertale', 'Hearts of Iron IV',\n", " \"No Man's Sky\", 'Geometry Dash', 'Raft', 'Cities: Skylines',\n", " 'Hades', 'Subnautica', 'Bloons TD 6', '7 Days to Die',\n", " 'The Elder Scrolls V: Skyrim Special Edition', 'Counter-Strike',\n", " 'Risk of Rain 2', 'The Binding of Isaac: Rebirth', 'Arma 3',\n", " 'Tomb Raider', 'Sea of Thieves', 'DayZ', 'Fallout 4',\n", " 'Hollow Knight', 'Brawlhalla', 'War Thunder', 'Borderlands 2',\n", " 'The Elder Scrolls V: Skyrim', 'Monster Hunter: World',\n", " 'Dying Light', \"Don't Starve Together\", 'The Forest',\n", " 'Cyberpunk 2077', 'Destiny 2', 'Phasmophobia', 'Warframe',\n", " 'Unturned', 'ARK: Survival Evolved', 'Stardew Valley',\n", " 'Dead by Daylight', 'PAYDAY 2', 'Wallpaper Engine',\n", " 'Euro Truck Simulator 2', 'Left 4 Dead 2', 'Rust', \"Garry's Mod\",\n", " 'Team Fortress 2', 'Terraria', 'Grand Theft Auto V', 'Dota 2',\n", " 'Counter-Strike: Global Offensive'], dtype=object)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.sort_values('positive').reset_index().positive.unique()\n", "df.sort_values('positive').reset_index().gamename.unique()" ] }, { "cell_type": "code", "execution_count": 6, "id": "ac6db682", "metadata": {}, "outputs": [], "source": [ "gb = df.groupby(['date', 'multi_player']).mean('avg')\n", "gb = gb.reset_index()" ] }, { "cell_type": "code", "execution_count": 7, "id": "b980c6e1", "metadata": {}, "outputs": [], "source": [ "gb = df[(df['gamename']=='Fallout 4') | (df['gamename']=='Grand Theft Auto V') | (df['gamename']=='Monster Hunter: World')]\n", "gb = gb[['gamename', 'date','avg']]\n", "gb = gb.reset_index()" ] }, { "cell_type": "code", "execution_count": 8, "id": "3fa91719", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Dota 2',\n", " 'Counter-Strike: Global Offensive',\n", " 'Cyberpunk 2077',\n", " 'Destiny 2',\n", " 'Grand Theft Auto V',\n", " 'Team Fortress 2',\n", " 'Football Manager 2021',\n", " 'Football Manager 2020',\n", " 'Monster Hunter: World',\n", " 'ARK: Survival Evolved',\n", " 'Rust',\n", " 'Warframe',\n", " 'Dyson Sphere Program',\n", " 'Phasmophobia',\n", " \"Garry's Mod\",\n", " 'Fallout 4',\n", " 'Mount & Blade II: Bannerlord',\n", " 'Dead by Daylight',\n", " 'Crusader Kings III',\n", " 'Terraria',\n", " 'The Elder Scrolls V: Skyrim',\n", " 'Path of Exile',\n", " 'Unturned',\n", " 'PAYDAY 2',\n", " 'Dota Underlords',\n", " 'Total War: WARHAMMER II',\n", " 'Sea of Thieves',\n", " 'Counter-Strike',\n", " 'Arma 3',\n", " 'Age of Empires II: Definitive Edition',\n", " 'Total War: THREE KINGDOMS',\n", " 'Wallpaper Engine',\n", " 'Stardew Valley',\n", " 'Z1 Battle Royale',\n", " 'Hearts of Iron IV',\n", " 'Borderlands 3',\n", " 'Farming Simulator 19',\n", " 'The Elder Scrolls V: Skyrim Special Edition',\n", " 'War Thunder',\n", " 'Euro Truck Simulator 2',\n", " 'Left 4 Dead 2',\n", " 'Stellaris',\n", " 'Satisfactory',\n", " 'RimWorld',\n", " 'Clicker Heroes',\n", " 'Red Dead Online',\n", " 'World of Tanks Blitz',\n", " 'Cities: Skylines',\n", " 'Europa Universalis IV',\n", " 'Borderlands 2',\n", " '7 Days to Die',\n", " 'NBA 2K21',\n", " 'Counter-Strike: Source',\n", " \"Don't Starve Together\",\n", " 'Fallout 76',\n", " 'DayZ',\n", " 'FINAL FANTASY XIV Online',\n", " 'Factorio',\n", " 'Hades',\n", " 'Risk of Rain 2',\n", " 'Ring of Elysium',\n", " 'Yu-Gi-Oh! Duel Links',\n", " 'Slay the Spire',\n", " 'The Binding of Isaac: Rebirth',\n", " 'Brawlhalla',\n", " 'Conan Exiles',\n", " 'VRChat',\n", " 'Age of Empires II (2013)',\n", " 'Home Behind 2',\n", " 'Mount & Blade: Warband',\n", " 'NGU IDLE',\n", " \"Baldur's Gate 3\",\n", " 'ATLAS',\n", " 'DOOM Eternal',\n", " 'MORDHAU',\n", " 'World of Warships',\n", " 'Persona 4 Golden',\n", " \"No Man's Sky\",\n", " 'Total War: WARHAMMER',\n", " 'Planet Zoo',\n", " 'Shop Titans',\n", " 'Elite Dangerous',\n", " 'Company of Heroes 2',\n", " 'Dying Light',\n", " 'Trove',\n", " 'Crusader Kings II',\n", " 'Age of Empires III: Definitive Edition',\n", " 'The Forest',\n", " 'Medieval Dynasty',\n", " 'Space Engineers',\n", " 'Bloons TD 6',\n", " 'Oxygen Not Included',\n", " 'Black Squad',\n", " 'Leaf Blower Revolution - Idle Game',\n", " 'Fallout: New Vegas',\n", " 'Warhammer: Vermintide 2',\n", " 'Starbound',\n", " 'Gunfire Reborn',\n", " 'Albion Online',\n", " 'Kingdom Come: Deliverance',\n", " 'Farming Simulator 17',\n", " 'Robocraft',\n", " 'Raft',\n", " 'Killing Floor 2',\n", " 'Kerbal Space Program',\n", " 'Temtem',\n", " 'Resident Evil 2',\n", " 'Hunt: Showdown',\n", " 'Heroes & Generals',\n", " 'Last Oasis',\n", " 'AdVenture Capitalist',\n", " 'The Outer Worlds',\n", " 'Transport Fever 2',\n", " 'Tree of Savior (English Ver.)',\n", " 'Total War: ATTILA',\n", " \"Tom Clancy's Ghost Recon® Wildlands\",\n", " 'METAL GEAR SOLID V: THE PHANTOM PAIN',\n", " 'Total War: SHOGUN 2',\n", " 'Grim Dawn',\n", " 'American Truck Simulator',\n", " 'Black Desert',\n", " 'Realm Royale',\n", " 'BATTLETECH',\n", " 'Soulworker',\n", " 'Lords Mobile',\n", " 'ROMANCE OF THE THREE KINGDOMS XIV',\n", " 'Monster Train',\n", " 'Geometry Dash',\n", " 'Russian Fishing 4',\n", " 'PlanetSide 2',\n", " 'Human: Fall Flat',\n", " 'TEKKEN 7',\n", " 'Arma 2: Operation Arrowhead',\n", " 'Soundpad',\n", " 'XCOM: Enemy Unknown',\n", " 'Knight Online',\n", " 'SCP: Secret Laboratory',\n", " 'Warface',\n", " 'They Are Billions',\n", " 'Crossout',\n", " 'Yakuza: Like a Dragon',\n", " 'Darkest Dungeon®',\n", " 'SCUM',\n", " 'Neverwinter',\n", " 'Hollow Knight',\n", " \"Conqueror's Blade\",\n", " 'Insurgency: Sandstorm',\n", " 'Subnautica',\n", " 'Mr.Mine',\n", " 'Jurassic World Evolution',\n", " 'Squad',\n", " 'Portal 2',\n", " \"Don't Starve\",\n", " 'Battlerite',\n", " 'Microsoft Flight Simulator X: Steam Edition',\n", " 'Ori and the Will of the Wisps',\n", " 'Craftopia',\n", " 'Planet Coaster',\n", " 'DRAGON BALL FighterZ',\n", " 'Tabletop Simulator',\n", " 'Frostpunk',\n", " 'DOOM',\n", " 'Fallout Shelter',\n", " 'Deep Rock Galactic',\n", " 'Realm Grinder',\n", " 'Spellbreak',\n", " 'Wasteland 3',\n", " 'Infestation: The New Z',\n", " 'Shakes and Fidget',\n", " 'Grounded',\n", " 'RISK: Global Domination',\n", " 'Firestone Idle RPG',\n", " 'Borderlands: The Pre-Sequel',\n", " 'DRAGON BALL Z: KAKAROT',\n", " 'Counter-Strike Nexon: Studio',\n", " 'EVGA Precision X1',\n", " 'Hell Let Loose',\n", " 'Empyrion - Galactic Survival',\n", " 'Dead Cells',\n", " 'Devil May Cry 5',\n", " 'The Isle',\n", " 'Amazing Cultivation Simulator',\n", " 'Tomb Raider',\n", " 'Assetto Corsa',\n", " 'Street Fighter V',\n", " 'BeamNG.drive',\n", " 'Insurgency',\n", " 'Prison Architect',\n", " 'Torchlight II',\n", " 'My Time At Portia',\n", " 'Scrap Mechanic',\n", " 'Star Trek Online',\n", " 'Car Mechanic Simulator 2018',\n", " 'CODE VEIN',\n", " 'Two Point Hospital',\n", " 'Magic Duels',\n", " 'Banished',\n", " 'Half-Life: Alyx',\n", " 'Melvor Idle',\n", " 'Crusaders of the Lost Idols',\n", " 'House Flipper',\n", " 'FTL: Faster Than Light',\n", " 'Undertale',\n", " 'The Long Dark',\n", " 'Age of Empires® III (2007)',\n", " 'Deadside',\n", " 'Beat Saber',\n", " 'ASTRONEER',\n", " 'APB Reloaded',\n", " 'Enter the Gungeon',\n", " 'Saints Row IV',\n", " 'Noita',\n", " 'Control Ultimate Edition',\n", " 'Green Hell',\n", " 'Rising Storm 2: Vietnam',\n", " 'BioShock Infinite',\n", " 'Pillars of Eternity',\n", " 'Saints Row: The Third',\n", " 'FINAL FANTASY XV WINDOWS EDITION',\n", " 'Fishing Planet',\n", " 'Mafia: Definitive Edition',\n", " 'Stronghold Kingdoms',\n", " 'Overcooked! 2',\n", " 'Farming Simulator 15',\n", " 'Yakuza 0',\n", " 'Grand Theft Auto IV: The Complete Edition',\n", " 'Graveyard Keeper',\n", " 'Kenshi',\n", " 'Out of the Park Baseball 21',\n", " 'Pillars of Eternity II: Deadfire',\n", " 'Deceit',\n", " 'Chivalry: Medieval Warfare',\n", " 'Transport Fever',\n", " 'Men of War: Assault Squad 2',\n", " 'Nioh: Complete Edition',\n", " 'Dawn of Man',\n", " 'Killing Floor',\n", " 'Northgard',\n", " \"Dragon's Dogma: Dark Arisen\",\n", " 'PGA TOUR 2K21',\n", " 'Resident Evil 3',\n", " 'YoloMouse',\n", " 'Hurtworld',\n", " 'Titan Quest Anniversary Edition',\n", " 'Sniper Elite 4',\n", " 'Totally Accurate Battle Simulator',\n", " 'Chinese Parents',\n", " 'Granado Espada',\n", " 'Subnautica: Below Zero',\n", " 'Dishonored 2',\n", " 'Skul: The Hero Slayer',\n", " 'Farm Together',\n", " 'Imperator: Rome',\n", " 'Slime Rancher',\n", " 'Realm of the Mad God Exalt',\n", " 'The Binding of Isaac',\n", " 'Motorsport Manager',\n", " 'DRAGON BALL XENOVERSE 2',\n", " 'X-Plane 11',\n", " 'Age of Mythology: Extended Edition',\n", " 'Project CARS 2',\n", " 'Blood of Steel',\n", " 'Cuphead',\n", " 'Football Manager 2021 Touch',\n", " 'Mad Max',\n", " 'People Playground',\n", " 'Blender',\n", " 'Surviving Mars',\n", " 'Aim Lab',\n", " 'The Witcher 2: Assassins of Kings Enhanced Edition',\n", " 'Mafia III: Definitive Edition',\n", " 'X4: Foundations',\n", " 'Teardown',\n", " 'Stay Out',\n", " 'Call of Duty: World at War',\n", " 'Wolcen: Lords of Mayhem',\n", " 'Transformice',\n", " 'This War of Mine',\n", " 'Dishonored',\n", " 'Life is Feudal: Your Own',\n", " 'Tropico 6',\n", " 'ShellShock Live',\n", " 'Idle Wizard',\n", " 'DiRT Rally 2.0',\n", " 'Crush Crush',\n", " 'Sands of Salzaar',\n", " 'Riders of Icarus',\n", " 'Onmyoji',\n", " 'Prey',\n", " 'Creativerse',\n", " 'ArcheAge',\n", " 'Cell to Singularity - Evolution Never Ends',\n", " 'Quake Champions',\n", " 'Pro Cycling Manager 2020',\n", " 'Assetto Corsa Competizione',\n", " 'Wargame: Red Dragon',\n", " 'MapleStory',\n", " 'Half-Life 2',\n", " 'Stick Fight: The Game',\n", " 'March of Empires',\n", " 'Workers & Resources: Soviet Republic',\n", " 'Rocksmith® 2014 Edition - Remastered',\n", " 'Town of Salem',\n", " 'RPG Maker MV',\n", " 'Idling to Rule the Gods',\n", " 'No More Room in Hell',\n", " 'Digimon Masters Online',\n", " 'Action Taimanin',\n", " 'Game of Thrones Winter is Coming',\n", " 'Eternal Card Game',\n", " 'Desperados III',\n", " 'Metin2',\n", " 'Wolfenstein II: The New Colossus',\n", " 'Project Zomboid',\n", " 'Dungeon Defenders II',\n", " 'MudRunner',\n", " 'GTFO',\n", " 'RIFT',\n", " 'Eco',\n", " 'Age of Empires: Definitive Edition',\n", " 'Friday the 13th: The Game',\n", " 'Idle Monster TD',\n", " 'Minion Masters',\n", " 'Mortal Kombat X',\n", " 'Counter-Strike: Condition Zero',\n", " 'Wolfenstein: The New Order',\n", " 'theHunter Classic',\n", " 'FINAL FANTASY X/X-2 HD Remaster',\n", " 'Cyber Hunter',\n", " 'Source Filmmaker',\n", " 'Besiege',\n", " 'Gears 5',\n", " 'Age of Wonders III',\n", " 'Time Clickers',\n", " 'Resident Evil 7 Biohazard',\n", " 'Stormworks: Build and Rescue',\n", " 'Day of Defeat: Source',\n", " 'Avorion',\n", " 'Age of History II',\n", " 'For The King',\n", " 'Naval Action',\n", " 'Soccer Manager 2021',\n", " 'Dragon Age: Origins - Ultimate Edition',\n", " 'Just Cause 2',\n", " 'Aseprite',\n", " 'Golf With Your Friends',\n", " 'NARUTO SHIPPUDEN: Ultimate Ninja STORM 4',\n", " 'Dungeon Defenders',\n", " 'Catan Universe',\n", " 'Bloons TD Battles',\n", " 'Bless Online',\n", " 'Mafia II (Classic)',\n", " 'DJMAX RESPECT V',\n", " 'Artifact',\n", " 'Battle Brothers',\n", " 'Tropico 5',\n", " 'My Summer Car',\n", " 'WAKFU',\n", " 'Cossacks 3',\n", " 'DDraceNetwork',\n", " 'Dark and Light',\n", " 'Ravenfield',\n", " 'FINAL FANTASY VII',\n", " 'Will To Live Online',\n", " 'Miscreated',\n", " 'Mirror',\n", " 'Beasts of Bermuda',\n", " 'Portal Knights',\n", " 'CPUCores :: Maximize Your FPS',\n", " 'Mindustry',\n", " 'Victoria II',\n", " 'KARDS - The WWII Card Game',\n", " 'Soda Dungeon',\n", " 'War Selection',\n", " 'DiRT Rally',\n", " 'Sword Art Online: Fatal Bullet',\n", " 'Post Scriptum',\n", " 'Plague Inc: Evolved',\n", " 'Resident Evil 6',\n", " 'Rise of Nations: Extended Edition',\n", " 'Ironsight',\n", " 'Spiral Knights',\n", " 'PC Building Simulator',\n", " 'CosmicBreak Universal',\n", " 'Aura Kingdom',\n", " \"America's Army: Proving Grounds\",\n", " 'Galactic Civilizations III',\n", " 'Gold Rush: The Game',\n", " 'Barotrauma',\n", " 'Digimon Story Cyber Sleuth: Complete Edition',\n", " 'Sniper Elite 3',\n", " 'War Robots',\n", " 'Train Sim World® 2',\n", " 'Sniper Ghost Warrior Contracts',\n", " 'Steel Division 2',\n", " 'Foundation',\n", " 'Star Wars: Battlefront 2 (Classic, 2005)',\n", " 'Dead Frontier 2',\n", " 'Elsword',\n", " 'The Escapists 2',\n", " 'Tropico 4',\n", " 'Left 4 Dead',\n", " \"Deus Ex: Human Revolution - Director's Cut\",\n", " \"Baldur's Gate: Enhanced Edition\",\n", " 'Kingdoms Reborn',\n", " 'Bloons Monkey City',\n", " 'BLOCKADE 3D',\n", " 'Reign Of Kings',\n", " 'Craft The World',\n", " 'Vindictus',\n", " 'Project CARS',\n", " 'Star Conflict',\n", " 'Governor of Poker 3',\n", " 'Foxhole',\n", " 'Stranded Deep',\n", " 'Warhammer 40,000: Inquisitor - Martyr',\n", " 'Portal',\n", " 'TerraTech',\n", " 'Warhammer: End Times - Vermintide',\n", " 'A Dance of Fire and Ice',\n", " 'Golf It!',\n", " 'Risk of Rain',\n", " 'Brick Rigs',\n", " 'DRAGON BALL XENOVERSE',\n", " 'Borderless Gaming',\n", " 'Mitos.is: The Game',\n", " 'UBOAT',\n", " 'Metro 2033 Redux',\n", " 'Ultimate Custom Night',\n", " 'Ori and the Blind Forest: Definitive Edition',\n", " 'Metro: Last Light Redux',\n", " 'OVR Advanced Settings',\n", " 'ELEX',\n", " \"Baldur's Gate II: Enhanced Edition\",\n", " 'Sleeping Dogs: Definitive Edition',\n", " 'Game Dev Tycoon',\n", " 'Half-Life',\n", " 'Natural Selection 2',\n", " 'Supreme Commander: Forged Alliance',\n", " 'Stronghold Crusader HD',\n", " 'Railway Empire',\n", " 'A Way Out',\n", " 'Everlasting Summer',\n", " 'Kingdoms and Castles',\n", " 'Yakuza Kiwami 2',\n", " 'Pavlov VR',\n", " 'Black Mesa',\n", " 'rFactor 2',\n", " 'Hero Siege',\n", " 'Life is Strange 2',\n", " 'Secret World Legends',\n", " 'Orcs Must Die! 2',\n", " 'Sven Co-op',\n", " 'Celeste',\n", " 'Into the Breach',\n", " 'Supreme Commander 2',\n", " 'Goat Simulator',\n", " 'CarX Drift Racing Online',\n", " 'Fisher Online',\n", " 'Broforce',\n", " 'Block N Load',\n", " 'Danganronpa 2: Goodbye Despair',\n", " 'Totally Accurate Battlegrounds',\n", " 'Blood Bowl 2',\n", " 'FINAL FANTASY VIII',\n", " 'Day of Infamy',\n", " 'DCS World Steam Edition',\n", " 'Getting Over It with Bennett Foddy',\n", " 'Alien: Isolation',\n", " 'Duck Game',\n", " 'SpeedRunners',\n", " 'Darwin Project',\n", " 'Rogue Legacy',\n", " 'Danganronpa V3: Killing Harmony',\n", " 'RPG Maker VX Ace',\n", " 'HuniePop',\n", " 'Max Payne 3',\n", " 'Car Mechanic Simulator 2015',\n", " 'Terraforming Mars',\n", " 'FINAL FANTASY IX',\n", " 'The Evil Within 2',\n", " 'Stronghold Crusader 2',\n", " 'Super Animal Royale',\n", " 'Unrailed!',\n", " 'Sakura Clicker',\n", " 'Fistful of Frags',\n", " 'Planetbase',\n", " 'L.A. Noire',\n", " 'Shadow Tactics: Blades of the Shogun',\n", " 'Magicka',\n", " 'Danganronpa: Trigger Happy Havoc',\n", " 'Warhammer 40,000: Dawn of War II',\n", " 'Tyranny',\n", " 'Hotline Miami 2: Wrong Number',\n", " 'ShareX',\n", " 'Warhammer 40,000: Dawn of War III',\n", " 'Papers, Please',\n", " 'Thief',\n", " 'Alien Swarm: Reactive Drop',\n", " 'Youtubers Life',\n", " 'Hearts of Iron III',\n", " 'Vampyr',\n", " 'LEGO® Worlds',\n", " 'Wizard of Legend',\n", " 'Planetary Annihilation: TITANS',\n", " 'Stonehearth',\n", " 'BRAIN / OUT',\n", " 'Resident Evil 4',\n", " 'Hacknet',\n", " 'A Hat in Time',\n", " 'Resident Evil 5',\n", " 'The Escapists',\n", " 'Life is Strange: Before the Storm',\n", " 'Stream Avatars',\n", " 'DYNASTY WARRIORS 8: Xtreme Legends Complete Edition',\n", " 'Homeworld Remastered Collection',\n", " 'Rec Room',\n", " 'The Talos Principle',\n", " 'Dungeons 3',\n", " 'Ultimate Chicken Horse',\n", " 'DiRT 4',\n", " 'Depth',\n", " 'Wreckfest',\n", " 'World War 3',\n", " 'Armello',\n", " 'Mordheim: City of the Damned',\n", " 'Holdfast: Nations At War',\n", " 'Steel Division: Normandy 44',\n", " 'Crypt of the NecroDancer',\n", " 'S.T.A.L.K.E.R.: Call of Pripyat',\n", " 'Tactical Monsters Rumble Arena',\n", " 'TrackMania Nations Forever',\n", " 'Faeria',\n", " 'Darksiders II Deathinitive Edition',\n", " 'Streets of Rogue',\n", " 'Subsistence',\n", " 'Just Cause 2: Multiplayer Mod',\n", " 'Verdun',\n", " 'Rivals of Aether',\n", " 'Feed and Grow: Fish',\n", " 'RAGE',\n", " 'Shadowrun Returns',\n", " 'Tales of Zestiria',\n", " 'Half-Life 2: Deathmatch',\n", " 'GunZ 2: The Second Duel',\n", " 'The Evil Within',\n", " 'Hand Simulator',\n", " 'Darksiders Warmastered Edition',\n", " 'Outlast',\n", " 'Gang Beasts',\n", " 'Nuclear Throne',\n", " 'POSTAL 2',\n", " 'Shadow Warrior 2',\n", " 'Toribash',\n", " 'Tower Unite',\n", " 'Poly Bridge',\n", " 'Mutant Year Zero: Road to Eden',\n", " 'Serious Sam 3: BFE',\n", " 'BATTALION 1944',\n", " 'Hotline Miami',\n", " 'Blackwake',\n", " 'Salt and Sanctuary',\n", " 'Warhammer 40,000: Eternal Crusade',\n", " 'Darksiders III',\n", " 'Line of Sight',\n", " 'Kingdom: New Lands',\n", " '100% Orange Juice',\n", " 'Atlas Reactor',\n", " 'S.T.A.L.K.E.R.: Shadow of Chernobyl',\n", " 'Bayonetta',\n", " 'Resident Evil Revelations 2',\n", " 'Guns of Icarus Online',\n", " 'Dead Island Definitive Edition',\n", " 'The Witness',\n", " 'House Party',\n", " 'Turmoil',\n", " 'Unheard',\n", " 'SimplePlanes',\n", " 'Art of War: Red Tides',\n", " 'World of Guns: Gun Disassembly',\n", " 'Card Hunter',\n", " 'Call to Arms',\n", " \"Shadowrun: Dragonfall - Director's Cut\",\n", " 'Saints Row 2',\n", " 'Half-Life 2: Episode Two',\n", " 'Fable Anniversary',\n", " 'Skullgirls 2nd Encore',\n", " 'Trailmakers',\n", " 'Overcooked',\n", " 'How to Survive 2',\n", " 'Company of Heroes - Legacy Edition',\n", " 'Sanctum 2',\n", " 'Clone Drone in the Danger Zone',\n", " 'Alan Wake',\n", " 'Hyperdimension Neptunia Re;Birth1',\n", " 'SUPERHOT',\n", " 'Day of Defeat',\n", " 'Kingdom: Classic',\n", " 'Zombie Army Trilogy',\n", " 'Scribblenauts Unlimited',\n", " 'Universe Sandbox',\n", " \"Hellblade: Senua's Sacrifice\",\n", " 'Injustice: Gods Among Us Ultimate Edition',\n", " \"Freddy Fazbear's Pizzeria Simulator\",\n", " 'Spec Ops: The Line',\n", " 'Tribes: Ascend',\n", " 'The Wolf Among Us',\n", " 'Osiris: New Dawn',\n", " 'Sonic Mania',\n", " 'Viscera Cleanup Detail',\n", " 'AirMech Strike',\n", " 'Ultimate Epic Battle Simulator',\n", " 'Tricolour Lovestory',\n", " 'Bastion',\n", " 'Little Nightmares',\n", " 'Bomber Crew',\n", " 'Shovel Knight: Treasure Trove',\n", " 'Cry of Fear',\n", " 'The Surge',\n", " 'Medieval Engineers',\n", " 'Return of the Obra Dinn',\n", " 'Next Day: Survival',\n", " 'GRIS',\n", " 'How to Survive',\n", " 'The Banner Saga',\n", " 'Bendy and the Ink Machine',\n", " 'Ryse: Son of Rome',\n", " 'Worms Revolution',\n", " 'Firewatch',\n", " 'Rebel Galaxy',\n", " 'Shadow Warrior',\n", " 'Absolver',\n", " 'Outlast 2',\n", " 'Mount & Blade',\n", " 'Quantum Break',\n", " 'METAL GEAR RISING: REVENGEANCE',\n", " 'Half-Life 2: Episode One',\n", " 'This Is the Police',\n", " 'WARMODE',\n", " 'VA-11 Hall-A: Cyberpunk Bartender Action',\n", " 'INSIDE',\n", " 'METAL GEAR SOLID V: GROUND ZEROES',\n", " 'S.T.A.L.K.E.R.: Clear Sky',\n", " 'The Incredible Adventures of Van Helsing',\n", " 'Paint the Town Red',\n", " 'Gremlins, Inc.',\n", " 'Beholder',\n", " 'Resident Evil Revelations',\n", " 'Space Rangers HD: A War Apart',\n", " 'Endless Sky',\n", " 'The Stanley Parable',\n", " 'Alien Swarm',\n", " 'Devil May Cry 4 Special Edition',\n", " 'Fallout 3',\n", " 'Transistor',\n", " 'THE KING OF FIGHTERS XIII STEAM EDITION',\n", " 'The Legend of Heroes: Trails in the Sky',\n", " 'Keep Talking and Nobody Explodes',\n", " 'Resident Evil',\n", " 'Codename CURE',\n", " 'Mini Metro',\n", " 'Night in the Woods',\n", " 'Layers of Fear',\n", " 'Amnesia: The Dark Descent',\n", " 'CrossCode',\n", " 'Punch Club',\n", " 'LIMBO',\n", " 'Home Behind',\n", " 'Tricky Towers',\n", " 'Dead Space',\n", " 'Tales from the Borderlands',\n", " 'The Bureau: XCOM Declassified',\n", " 'Hyper Light Drifter',\n", " '911 Operator',\n", " 'Worm.is: The Game',\n", " 'Magicka 2',\n", " 'War Trigger 3',\n", " 'The Expendabros',\n", " 'Zombie Panic! Source',\n", " 'A Story About My Uncle',\n", " 'We Happy Few',\n", " 'SOMA',\n", " 'War for the Overworld',\n", " 'RUNNING WITH RIFLES',\n", " 'Contagion',\n", " 'ORION: Prelude',\n", " 'Bully: Scholarship Edition',\n", " 'Vampire: The Masquerade - Bloodlines',\n", " 'Worms Armageddon',\n", " 'Move or Die',\n", " 'Risen',\n", " 'Mountain',\n", " 'Democracy 3',\n", " 'Defense Grid: The Awakening',\n", " 'Fable - The Lost Chapters',\n", " 'Farm Manager 2018',\n", " 'Planet Explorers',\n", " 'HunieCam Studio',\n", " 'We Were Here',\n", " 'Pyre',\n", " 'STEINS;GATE',\n", " 'Gothic II: Gold Edition',\n", " 'Dust: An Elysian Tail',\n", " 'Hitman: Blood Money',\n", " 'Magicite',\n", " 'Curious Expedition 2',\n", " 'Torchlight',\n", " 'Styx: Master of Shadows',\n", " 'Rabi-Ribi',\n", " 'Minecraft: Story Mode - A Telltale Games Series',\n", " 'Saints Row: Gat out of Hell',\n", " 'Invisible, Inc.',\n", " 'Hammerwatch',\n", " 'GORN',\n", " 'Death Road to Canada',\n", " 'Child of Light',\n", " 'NARUTO SHIPPUDEN: Ultimate Ninja STORM Revolution',\n", " 'Psychonauts',\n", " \"Who's Your Daddy?!\",\n", " 'F.E.A.R. 3',\n", " 'Legend of Grimrock',\n", " 'Surgeon Simulator',\n", " 'Domina',\n", " 'Blockland',\n", " 'Dungeons of Dredmor',\n", " 'Secrets of Grindea',\n", " 'The Darkness II',\n", " 'Heat Signature',\n", " 'Mad Games Tycoon',\n", " \"Five Nights at Freddy's\",\n", " 'One Finger Death Punch',\n", " 'CS2D',\n", " 'Door Kickers',\n", " 'Hand of Fate',\n", " 'Half-Life: Opposing Force',\n", " 'NEKOPARA Vol. 1',\n", " 'Batman - The Telltale Series',\n", " '60 Seconds!',\n", " 'Stories: The Path of Destinies',\n", " 'GRAV',\n", " 'RWBY: Grimm Eclipse',\n", " \"Recettear: An Item Shop's Tale\",\n", " \"King Arthur's Gold\",\n", " 'DISTRAINT: Deluxe Edition',\n", " 'Team Fortress Classic',\n", " 'Blood and Bacon',\n", " 'Reus',\n", " 'Gear Up',\n", " 'NEKOPARA Vol. 3',\n", " 'Orcs Must Die!',\n", " 'Viridi',\n", " 'Deus Ex: Game of the Year Edition',\n", " 'Remember Me',\n", " 'Ballistic Overkill',\n", " 'Lost Lands: Mahjong',\n", " 'FEZ',\n", " 'Boring Man - Online Tactical Stickman Combat',\n", " 'Teeworlds',\n", " 'Homefront',\n", " 'Deponia',\n", " 'Primal Carnage',\n", " 'Iron Snout',\n", " 'The Awesome Adventures of Captain Spirit',\n", " 'Dead Bits',\n", " 'Party Hard',\n", " 'ICEY',\n", " 'Lost Lands: A Hidden Object Adventure',\n", " 'Clustertruck',\n", " 'Touhou Luna Nights',\n", " 'Comedy Night',\n", " 'Duke Nukem Forever',\n", " 'Antichamber',\n", " 'Reigns',\n", " 'Half-Life: Source',\n", " 'Double Action: Boogaloo',\n", " 'OneShot',\n", " 'F.E.A.R. 2: Project Origin',\n", " 'Jalopy',\n", " 'Emily is Away',\n", " 'Darkwood',\n", " 'The Tiny Bang Story',\n", " 'Aragami',\n", " 'Cook, Serve, Delicious!',\n", " 'Book of Demons',\n", " 'F.E.A.R.',\n", " 'Plantera',\n", " 'Lethal League',\n", " 'Cortex Command',\n", " 'To the Moon',\n", " 'Super Hexagon',\n", " 'Furi',\n", " 'Grim Fandango Remastered',\n", " 'Dino D-Day',\n", " 'Meadow',\n", " 'Resident Evil 7 Teaser: Beginning Hour',\n", " 'Octodad: Dadliest Catch',\n", " 'Savage Lands',\n", " \"Five Nights at Freddy's 2\",\n", " \"Five Nights at Freddy's: Sister Location\",\n", " 'Fran Bow',\n", " 'Serious Sam 2',\n", " 'DUSK',\n", " 'Little Inferno',\n", " 'Relic Hunters Zero: Remix',\n", " 'NEKOPARA Vol. 2',\n", " 'Yet Another Zombie Defense',\n", " 'Jotun: Valhalla Edition',\n", " 'Serious Sam HD: The First Encounter',\n", " 'CastleMiner Z',\n", " 'Sniper Elite: Nazi Zombie Army',\n", " 'Road Redemption',\n", " 'Enclave',\n", " 'The Flame in the Flood',\n", " 'Brothers - A Tale of Two Sons',\n", " 'The Room Two',\n", " 'The Room',\n", " 'ABZU',\n", " 'Broken Age',\n", " 'Audiosurf 2',\n", " 'Owlboy',\n", " 'System Shock 2',\n", " 'E.Y.E: Divine Cybermancy',\n", " 'NEKOPARA Vol. 0',\n", " 'One Way Heroics',\n", " 'Car Mechanic Simulator 2014',\n", " 'The Mean Greens - Plastic Warfare',\n", " 'Detention',\n", " 'Nidhogg',\n", " 'Oxenfree',\n", " 'Gunpoint',\n", " 'Deadlight',\n", " 'Overgrowth',\n", " 'Guacamelee! Gold Edition',\n", " 'Trine 3: The Artifacts of Power',\n", " 'Half-Life: Blue Shift',\n", " 'SpaceChem',\n", " 'Mount Your Friends',\n", " \"Spooky's Jump Scare Mansion\",\n", " 'SURVIVAL: Postapocalypse Now',\n", " 'Superflight',\n", " 'Garfield Kart',\n", " 'RUINER',\n", " 'Blockstorm',\n", " 'What Remains of Edith Finch',\n", " 'Long Live The Queen',\n", " 'Lucius',\n", " 'Downwell',\n", " 'Max Payne',\n", " 'Axiom Verge',\n", " 'Hidden Folks',\n", " 'FAR: Lone Sails',\n", " 'Cave Story+',\n", " 'BRINK',\n", " 'Distance',\n", " 'Crawl',\n", " 'ibb & obb',\n", " 'Amnesia: A Machine for Pigs',\n", " 'Finding Paradise',\n", " 'Euro Truck Simulator',\n", " 'METAL SLUG 3',\n", " 'SteamWorld Dig',\n", " 'Sword With Sauce',\n", " 'Hatred',\n", " 'Race The Sun',\n", " \"Viscera Cleanup Detail: Santa's Rampage\",\n", " 'Braid',\n", " 'LYNE',\n", " 'Transmissions: Element 120',\n", " 'Machinarium',\n", " 'Moonbase Alpha',\n", " 'Grow Home',\n", " 'Blade Symphony',\n", " 'Loading Screen Simulator',\n", " 'The Vanishing of Ethan Carter',\n", " 'Pony Island',\n", " '12 is Better Than 6',\n", " 'Gaokao.Love.100Days',\n", " 'Eternal Senia',\n", " 'Hentai Girl',\n", " 'Late Shift',\n", " 'Her Story',\n", " \"Five Nights at Freddy's 3\",\n", " 'Genital Jousting',\n", " 'Murder Miners',\n", " \"Five Nights at Freddy's 4\",\n", " 'Binary Domain',\n", " 'The Final Station',\n", " 'The Swapper',\n", " 'Devil Daggers',\n", " \"Alan Wake's American Nightmare\",\n", " 'Evoland',\n", " 'Never Alone (Kisima Ingitchuna)',\n", " 'DEEP SPACE WAIFU',\n", " 'Epistory - Typing Chronicles',\n", " 'Robot Roller-Derby Disco Dodgeball',\n", " 'Super Crate Box',\n", " 'Montaro',\n", " 'World of Goo',\n", " 'Hatoful Boyfriend',\n", " 'Woodle Tree Adventures',\n", " 'Half-Life 2: Lost Coast',\n", " 'Thomas Was Alone',\n", " 'Jet Set Radio',\n", " 'Gone Home',\n", " 'Freedom Planet',\n", " 'Titan Souls',\n", " 'Crazy Machines 3',\n", " \"There's Poop In My Soup\",\n", " 'Gorogoa',\n", " 'VVVVVV',\n", " \"Jazzpunk: Director's Cut\",\n", " 'Slender: The Arrival',\n", " 'Sakura Spirit',\n", " \"The Beginner's Guide\",\n", " 'Timberman',\n", " 'LUFTRAUSERS',\n", " 'Valley',\n", " 'Shower With Your Dad Simulator 2015: Do You Still Shower With Your Dad',\n", " 'DLC Quest',\n", " \"Melody's Escape\",\n", " 'Lucy -The Eternity She Wished For-',\n", " 'Botanicula',\n", " 'The Cat Lady',\n", " 'Hexcells',\n", " 'Floating Point',\n", " 'Blameless',\n", " 'The Silent Age',\n", " 'Bit Blaster XL',\n", " 'BEEP',\n", " 'Zup! 3',\n", " \"Marie's Room\",\n", " \"Tiny and Big: Grandpa's Leftovers\",\n", " 'Morphopolis',\n", " 'Polarity',\n", " 'Refunct',\n", " 'The Way of Life Free Edition',\n", " 'OLDTV',\n", " 'Zup!',\n", " 'Confess My Love',\n", " 'Zup! 2',\n", " 'PRICE',\n", " 'Caster',\n", " 'klocki',\n", " '140',\n", " 'Serena',\n", " 'The Plan',\n", " 'Carpe Diem',\n", " 'Plug & Play']" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gb = df.groupby('gamename').mean('avg')\n", "gb = gb.reset_index()[['gamename', 'avg']].sort_values(by=['avg'], ascending=False)\n", "gb.gamename.to_list()" ] }, { "cell_type": "code", "execution_count": 232, "id": "9e71dbd9", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "11535 -250248.99\n", "19830 -132161.46\n", "33997 -99716.06\n", "23425 -99352.39\n", "15670 -98787.12\n", " ... \n", "63570 NaN\n", "63652 NaN\n", "63708 NaN\n", "63772 NaN\n", "63853 NaN\n", "Name: gain, Length: 63854, dtype: float64" ] }, "execution_count": 232, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.sort_values(by=['gain']).gain" ] }, { "cell_type": "code", "execution_count": 231, "id": "fb7a7687", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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gamenameyearmonthavggainpeakavg_peak_percdaterelease_daterequired_age...genre_sportsgenre_racinggenre_rpggenre_simulationindiefull_audiofull_controller_supportage_0_plusage_13_plusage_18_plus
11535Cyberpunk 20772021January82146.66-250248.9922567036.4012%2021-01-012020-12-0917...0010010010
19830Fallout 42015December94136.37-132161.4620163546.6865%2015-12-012015-11-0917...0010011010
33997Monster Hunter: World2018September88575.17-99716.0622764438.9095%2018-09-012018-08-090...0000010100
23425Grand Theft Auto V2015May93361.62-99352.3921596643.2298%2015-05-012015-04-1317...0000011010
15670Dota 22015September508156.85-98787.1288872857.178%2015-09-012013-07-090...0000010100
..................................................................
63570Zup! 32017January91.49NaN68713.3173%2017-01-012017-01-120...0000110100
63652ibb & obb2014May16.25NaN1868.7366%2014-05-012014-05-260...0000101100
63708klocki2016July38.36NaN12131.7025%2016-07-012016-07-130...0000110100
63772rFactor 22015November112.81NaN31336.0415%2015-11-012015-11-120...1101000100
63853theHunter Classic2014June1162.48NaN264843.9003%2014-06-012014-06-030...1001010100
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63854 rows × 42 columns

\n", "
" ], "text/plain": [ " gamename year month avg gain peak \\\n", "11535 Cyberpunk 2077 2021 January 82146.66 -250248.99 225670 \n", "19830 Fallout 4 2015 December 94136.37 -132161.46 201635 \n", "33997 Monster Hunter: World 2018 September 88575.17 -99716.06 227644 \n", "23425 Grand Theft Auto V 2015 May 93361.62 -99352.39 215966 \n", "15670 Dota 2 2015 September 508156.85 -98787.12 888728 \n", "... ... ... ... ... ... ... \n", "63570 Zup! 3 2017 January 91.49 NaN 687 \n", "63652 ibb & obb 2014 May 16.25 NaN 186 \n", "63708 klocki 2016 July 38.36 NaN 121 \n", "63772 rFactor 2 2015 November 112.81 NaN 313 \n", "63853 theHunter Classic 2014 June 1162.48 NaN 2648 \n", "\n", " avg_peak_perc date release_date required_age ... genre_sports \\\n", "11535 36.4012% 2021-01-01 2020-12-09 17 ... 0 \n", "19830 46.6865% 2015-12-01 2015-11-09 17 ... 0 \n", "33997 38.9095% 2018-09-01 2018-08-09 0 ... 0 \n", "23425 43.2298% 2015-05-01 2015-04-13 17 ... 0 \n", "15670 57.178% 2015-09-01 2013-07-09 0 ... 0 \n", "... ... ... ... ... ... ... \n", "63570 13.3173% 2017-01-01 2017-01-12 0 ... 0 \n", "63652 8.7366% 2014-05-01 2014-05-26 0 ... 0 \n", "63708 31.7025% 2016-07-01 2016-07-13 0 ... 0 \n", "63772 36.0415% 2015-11-01 2015-11-12 0 ... 1 \n", "63853 43.9003% 2014-06-01 2014-06-03 0 ... 1 \n", "\n", " genre_racing genre_rpg genre_simulation indie full_audio \\\n", "11535 0 1 0 0 1 \n", "19830 0 1 0 0 1 \n", "33997 0 0 0 0 1 \n", "23425 0 0 0 0 1 \n", "15670 0 0 0 0 1 \n", "... ... ... ... ... ... \n", "63570 0 0 0 1 1 \n", "63652 0 0 0 1 0 \n", "63708 0 0 0 1 1 \n", "63772 1 0 1 0 0 \n", "63853 0 0 1 0 1 \n", "\n", " full_controller_support age_0_plus age_13_plus age_18_plus \n", "11535 0 0 1 0 \n", "19830 1 0 1 0 \n", "33997 0 1 0 0 \n", "23425 1 0 1 0 \n", "15670 0 1 0 0 \n", "... ... ... ... ... \n", "63570 0 1 0 0 \n", "63652 1 1 0 0 \n", "63708 0 1 0 0 \n", "63772 0 1 0 0 \n", "63853 0 1 0 0 \n", "\n", "[63854 rows x 42 columns]" ] }, "execution_count": 231, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.sort_values(by=['gain'])" ] }, { "cell_type": "code", "execution_count": 234, "id": "375bb851", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fallout4 = df[df['gamename']=='Fallout 4']\n", "grand_theft_auto_v = df[df['gamename']=='Grand Theft Auto V']\n", "monster_hunter_world = df[df['gamename']=='Monster Hunter: World']\n", "\n", "ax = plt.figure(figsize=(10, 6))\n", "ax = sns.lineplot(x=\"date\", y=\"avg\", data=fallout4, label='Fallout 4') \n", "ax = sns.lineplot(x=\"date\", y=\"avg\", data=grand_theft_auto_v, label='grand_theft_auto_v') \n", "ax = sns.lineplot(x=\"date\", y=\"avg\", data=monster_hunter_world, label='monster_hunter_world') " ] }, { "cell_type": "code", "execution_count": 227, "id": "e2a983fc", "metadata": {}, "outputs": [ { "data": { "image/png": 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DURTOPfcCPvzwfa6//nvs37+X/Pw8fvvbP/Vrn4QQQogj5QqMRIixRRNtcwJSoikimwR4YtBZLBYMo+egw+HoGLR+/PEH3HvvrznrrHOZOnU6F154Mfn5efz1r3/scDubzdZpW+0bhxzeRCS4Nu9IdZWNMgwDXTcf7557/kBOzphOt7HZ7APy+Fu3bua2225i0aLFzJ49hzPPPBu3283Pf/7TTvvUXjD47Yp5287ZWV3X+/RzO//8i3jyycfYvTuXTz75iJkzZ3UI5oUQQohjqSVQoikBnhgqJMATg27ChIk0Nzdz6FBBKOhpbGyguLiw2/s8++yTXHTRJfz0pz8PXbZy5eeAGYiEUyY6adJkduzY1uGycNeSBfW1HDUnZwwWi5Xy8rJQiSaYa/YKCvL52c9+MSCP89//PsvcuQv43e/+HLrslVdeBNqCOpvNhsvV3OF+xcVFHYLp9o87fvwEmpubyM8/0CGLt337VsaM6Zgp7UlGRiZz587ns88+5tNPP+Lb376hT89NCCGEGEiuQIlmtAR4YoiQRS9i0M2bt4Dp02dy772/ZufOHezfv4+77/4Vbre728AmPX0EO3ZsY+/ePZSUFPPSS8/z2mv/A8DrDW8N4lVXXcP+/ft4+OG/UVh4iA8/XB7aRricTvOLID//AM3Nzb3c2lxXd+mll/HYY//k/fffpaSkmOXL3+Gf/3yI5OSUHh+nurqa0tKSsPYrPT2DvLz9bNu2lbKyUt599y3+859/AYSarMycOZsNG9azatUXlJQU8/jjj5Kf37EDq9PppLi4iNraGhYuXMT48RO5++472bx5IwUFB/nLX/5IXt4Brrji6rD2K+j88y/ijTdeo76+njPOOLtP9xVCCCEGUnANXqwtmmi7BHgi8kmAJ44L9933J9LS0rnllh9yyy0/ZOrUaYwYkdFliSXArbfeTlJSMjfd9D2+971vs2bNKu6801zTtmvXzrAec+LEydx//0Ns3ryRa6/9Oi+++Dzf+tb1fdrvhIRELrjgKzzyyEP85z//DOs+t9zy/7jqqm/w+OOPcs01V/Dkk49x3XXfDTUd6cp5512Ix+Pmm9+8kurq6l4f4zvf+T7Tp8/gjjtu4brrrubtt9/g5z//NQ6HI/Tzueqqb7B06Rnce++vuOGGa6ipqebKKzsGapdffhVr1qzk1ltvwmq18re//YMJEybxy1/ezne+803y8w/w4IP/ZMaMmWE996ClS88A4JRTTuuwtlIIIYQ41tpn8GICGTyP5kHvZfmIEMcrxZBJxsc1TdOprXV1utzn81JTU0ZKSuaArdsaLPX19eTm7uDEE08KreXy+Xycf/4Z/L//d0eoU+ZQYbWq+P3ypTGYjsX7x2pVSUqKoa7OJa/3ECav8/Agr/PQ9uLe11lZspYLxp3F1fMu4huv3AzAn0+5O1SyKYaWSH1PJyfHYLH0np+TNXhi0FksFn7zm59z8cWXcemll+Pz+fjvf5/FbrexaNHiwd49IYQQQgxhwRLNGFs0NosNq2rFr/tp9bslwBMRSQI8Meji4uL405/+xmOPPcJbb72OoijMmjWbhx56lMTExEHZp+rqKr7+9a/2eJtJk6bwj388doz2qM255y5F07Rur09ISOSVV94+hntkuv32W9myZWOPt3nssWf61JBFCCGEONpc7QI8MOfhNXmbcWuyDk9EJgnwxHFh3rwF/POfTwz2boQkJSXz5JMv9Hgbu31wSmMff/y5TuMN2husgeG33/4L3O6evwzDGbAuhBBCHEttYxLMbF201UmTt1karYiIJQGeEF2wWCyMHp012LvRpVGjRg/2LnQpNTVtsHdBCCGE6LO2QecxgJnBA2j1tw7aPglxJKSLphBCCCGEGLa6KtEEGZUgIpcEeEIIIYQQYljSdC201k4CPDFUSIAnhBBCCCGGpZZ2ZZjBwM5pk2HnIrJJgCeEEEIIIYal4IgEpzUKi2oJ/RtkDZ6IXBLgCSGEEEKIYckVCOKirdGhy6REU0Q6CfCE6IJhGCxf/g51dbVH9XE2b97IkiULKCsrPaqP4/f7eeml54/qYxwrN930Pe67765urz9WP1MhhBCRr+WwBitgjkkAcEuAJyKUBHhCdGHr1s3cd99dvc51ixQfffQ+f//7A4O9G0IIIcRx5fAOmtCWwWuREk0RoSTAE6ILPQ0Sj0RD7fkIIYQQA8EVGHIezNpBW5MVyeCJSCWDzocYwzDw6r5Be3y7akNRlD7dZ8mSBfzmN7/l7bffYOfOHaSlpfHjH98GwD/+8TeqqiqZPXsev/rVPSQmJgJQUHCQf/7zIXbs2I6m+Vm4cBE33XQrGRkZgFnGN2XKNJqaGvn880/RdYNTT13KbbfdQXS0eZbuhRee5Y03XqGqqpLU1DQuuOArfPvbN7BlyyZuvvkHAFxxxVf4xS9+w/nnX8SOHdv4178eZvfuXSQmJrJ48an84Ac/IiYmFoDLL7+IU09dypdfrqO2tpbf/vaPzJu3IKyfwZo1q3jzzVcpKipk1KgsbrzxZk4+eUnouWRmjuSXv7wrdPv77ruLsrJSHn7435SVlXLFFV/hnnv+wH//+yx5eftJSUnj29++ngsvvJj33nub3/3u7tDP+qGH/sW8eQtYvXoljz/+KAUFB0lLS+PMM8/h29++AbvdHrrtt751PR988B4+n4+HH36U7Owx3T6HAwf2c+21X+fxx59j8uQpAPz85z9l48YvWb78U6xWK4ZhcPHF5/K97/2QCy+8hJ07t/Pvfz/C3r27sVqtLFlyGj/60S3Ex8d3+zM93LZtW3j44b+Rl3eAnJwczj//K2H9zIUQQoiuSjRlDZ6IdBLgDSGGYfDXzY+Q33Bo0PZhXMIYbpv3wz4HeQ8+eD8//enPueOOO/n73//K3XffyZgxY/n1r++ltbWVX/7ydp577iluuukWysvL+MEPrmPBghN56KF/4fV6+Mc/HuTHP/4eTz/9X6KjYwB49dWXuOqqa/j3v59m//693HffXYwencW1136HVau+4JlnnuDee39PVtYYcnO389vf/obMzJEsW3YW9933J375y9t57LGnGTduPAcO7OcnP7mRb33rOv7v/35FbW0t//jH37j11pt49NEnQ8/3jTde5Y9/fIC4uDjGjZsQ9vN/+eUXuf32X5CamsY///l3fv3r/+Ottz4MBaPhePjhB7jtttvJysrhxRef409/uo958xZwxhln0dzczEMP/YU333yf+PgE1q1bw69+9X/cfPOtLFy4iJKSYh544E8UFh7i3nv/ENrmW2+9xv33P4Tfr/UY3AFMmDCRjIxMNmxYx+TJU9A0jS1bNuF2t7J7dy4zZ85mz55d1NfXsXjxqezatZMf//j7XHTRJdx66+3U1dXywAN/4rbbbuLf/34KVVV7/ZmWlpZw6603cd55F3DnnXdz8GAef/rT78L+mQkhhBjeXL5Ak5UOAZ6MSRCRTUo0h5y+BVbHi3PPvZClS89g1KjRXHzxV2ltbeF737uRqVOnM2/eAk444UTy8/MAeO21l3E6o/n1r+9lwoSJTJs2g9/+9o/U1tbwwQfLQ9vMyRnL97//I7KzczjjjLM58cST2b59KwClpcU4HHYyM0eRkZHBGWeczd/+9k9mz56HzWYjLs7MICUmJuFwRPHf/z7DggULufba75CVlc3s2XO466772LVrJ1u2bAo95qJFi1m48ESmTJkWyoSF4yc/uY158xaQnZ3Dddd9B7fbTUFBfp9+hldd9Q2WLDmNnJwx/OhHt6DrOrm5O3A4ooiNNbOMKSmp2Gw2nnnmCS688CtccsnljBo1mhNOWMTPfvYLPvvs4w7NSc4553ymTJnGjBkzw9qHxYtPYcOG9QDs2WNm5WbNmsPmzRsBM1M5ffpMkpKSefHF5xk/fiK33XYHY8eOY968Bdx11+/Ys2cX69evDW2zp5/pW2+9TkpKCrfddgc5OWNYuvQMrr32hj793IQQQgxfLYESzZj2JZoyJkFEOMngDSGKonDbvB9GXIkmQHZ2TujfDof5wTpy5Ki27dodeL01AOTnH2DKlKkdDvaTkpLJzs4hL29/6LKcnDEdHiM2Npbm5iYAzj77fN599y2uuupSxo+fyMKFJ3LaaaeHSjwPt3fvXoqLCznrrFM6XXfoUEGoFHP06Ky+PO2Q9tmxYHDp8Xj6tI2cnLGhfwcDOr/f3+Vt9+3bw+7duSxf/k7osuA6vYKCg2RmjgRg9OjsPu3DkiWn8vbbb+DxuNm4cT1z584nKyubzZs38u1v38DatatZtuxMwHwdFy5c1OH+48dPIDY2jry8/Zx00uLAPnT/M83PP8DEiZOxWCyhy2bMmNWnfRZCCDF8tTVZiQldFgzwvLoPTddC8/GEiBQS4A0xiqLgsISfOTpeWK2dfxWDJXqHM+OQzkGkrusdttNVBi0YxCQmJvLkky+wc+d2NmxYz/r1a3nxxee44Ybvc9113+3ifjpnn30e3/rW9Z2uS0xMCv3b4XB0uc+96eq5tm+McniTlK4CN5vN1uM22tN1g6uv/hbnnXdhp+tSUlJD/+7r85kzZz42m40tWzazceOXnHHG2WRn5/Dii89TXl7G3r27+c1vfhvat67OBRhGx9ext304/Dl29bskhBBCdKUlVKLZOYMH0Kq5iVVjOt1PiOOZlGiKiDN+/Hh2787F6/WGLqutraGoqIgxY8b2cM82H3zwHq+//gqzZs3hhhu+z7///RQXXXQJn3zyIUCnLOTYseM5eDCP0aOzQn90XeOhh/5KZWX5wD25LthsNlyu5g6XFRcX9Wkbhz+fcePGc+hQQYfnU1VVyT/+8SAtLa4j2tcTTjiJVas+Jzd3B/PnL2TGjFkoCjz22D/JyRlDVlZ2YB8msG3b1g73379/Hy6XizFjxoX1eBMnTmbPnl34fG1Z6927d/V7/4UQQgwvLp/5nde+yYpFtWAPnCyXTpoiEkmAJyLOxRdfhsvl4p57fsWBA/vZvTuXX/3q/0hMTOSMM84Jaxsej9mY5f3336WsrJRt27awZcumUHmf02l+0O/fv4+Wlhauuuoa9u3by5///DsOHswnN3cnd911J4WFh/pcxthXM2fOZsOG9axa9QUlJcU8/vij5Ocf6NM2nE7zzOSePbvxeNx84xvf4vPPP+Xxxx+lsPAQmzZt4He/u4empsYOGbz+WLz4FN57720SE5PIysrGbrcza9YcPvrofU45ZWnodl/72tUcOLCPv/71jxQUHGTLlk3cc8+dTJo0mQULTgjrsS699HJaW1v5/e/voaDgIKtXr+TJJx87ov0XQggxfLgC6+yirR2bmjktMgtPRC6pZRIRZ9So0fz974/yz3/+ne9//1psNjsnnLCIX/3qXuLi4sLaxle+cilNTY089dR/qKysIC4ujqVLz+CHP7wZMNeCnXTSYn7zm5/zve/9iK9//Rr++teH+c9//skNN3wTpzOKefMW8qMf3dKnZir9cdVV36C0tIR77/0ViqKwbNlZXHnl1ezYsS3sbcybt5Bp02bwwx9ez69+dS/Llp3J3XfDs88+wXPPPUVcXDyLF58Sev5H4uSTl6BpWocREQsWnMCGDetZsuS00GUzZszi/vsf5LHH/sX113+D6OgYTjllKT/84U1hl1mmpqbx0EP/5KGH/sr111/DiBEj+Pa3b+Avf/lD73cWQggxrOmGHmqk0j6DB2aZZoO3UTJ4IiIphkxAPq5pmk5tbeeSOZ/PS01NGSkpmdhskbfmbjizWlX8fn2wd2NYOxbvH6tVJSkphro6l7zeQ5i8zsODvM5DU7PPxR0rzTmxDy39PQ67LfQ6/2HdQxxsLOR7M7/F7LQZg7ynYqBF6ns6OTkGi6X3Akwp0RRCCCGEEMNOcMh5lCWqU6dMmYUnIpmUaApxlJx77lI0Tev2+oSERF555e1juEf9V11dxde//tUebzNp0hT+8Q9Z/yaEECIyBIecx7TroBnUNgtPAjwReSTAE+Ioefzx57ocU2CxKGia0e0YiONRUlIyTz75Qo+3OdprEYUQQoiBFOygGX3Y+juAKBl2LiKYBHhCHCWjRo3u8vJIXINnsVj6PcRdCCGEOB4FO2TGWDsHeJLBE5EsclIIQgghhBBCDBBXYA1edJclmuZl0kVTRCIJ8CKcNEEVou/kfSOEEKIlFOB1n8FrkQBPRCAJ8CKUxWJ2e/J6PYO8J0JEHq/XDSih95EQQojhJzjkPLaHEk3J4IlIJGvwIpSqWnA6Y2lurgPAbnegKMog75UIh66bTVbEsWUYBrqu4Xa34Ha7cDpjUVUJ8IQQYrgKJ4Mna/BEJJIAL4LFxycDhII8ERlUVUXXI6vJylCiqhbi41NwOmMGe1eEEEIMIpe/pwAvMAdPky6aIvJIgBfBFEUhISGFuLgkNM0/2LsjwmCxKCQkRNPQ0CJZvEGgqhZUVZVstxBCiFCTlRhrD3PwfJLBE5FnyAR4JSUlLFu2rNPlv/3tb7niiivYvXs39913Hzt37iQxMZFvfvOb3HDDDaHb6brOww8/zMsvv0xjYyPz58/nN7/5DTk5OaHbDMQ2jgZVVVFVmUEWCaxWlaioKFpbtYgblSCEEEIMJT2VaEZZAgGeJgGeiDxDpsnK3r17cTgcrFy5klWrVoX+XHTRRdTV1XHdddcxZswYXn31VX784x/z4IMP8uqrr4bu/8gjj/Diiy/y29/+lpdeeglFUfjud7+L1+sFGJBtCCGEEEKI40OLLzAHr4c1eH7dj0/zHdP9EuJIDZkM3r59+xg7dizp6emdrnv66aex2+3cddddWK1Wxo8fz6FDh3jssce47LLL8Hq9PPHEE/zsZz/jtNNOA+CBBx7glFNO4aOPPuKCCy7gf//73xFvQwghhBBCDD7d0EODzqO76KIZZXWgoGBg0Kq5sVlsx3oXhei3IZXBmzBhQpfXbdy4kYULF2K1tsWzixYt4uDBg9TU1LBnzx5cLheLFi0KXR8fH8+0adPYsGHDgG1DCCGEEEIMPrffjYG5Fj6mi0HnqqLisDgA6aQpIs+QyuClpaVx9dVXU1BQQE5ODjfeeCOnnHIK5eXlTJo0qcPtg5m+0tJSysvLAcjMzOx0m7KyMoAB2UZ/Wa1DJg4f9iwWtcPfYuiS13p4kNd5eJDXeejxeM2gzWFxEGU3+xgc/jo7bVG4NTc+wyPHYkPMUH9PD4kAz+v1UlBQgNPp5Pbbbyc6Opq33nqL7373uzz55JO43W7s9o5NSBwO86yMx+OhtdVM0Xd1m4aGBoAB2UZ/qKpCUpK0cx9q4uM7ny0UQ5O81sODvM7Dg7zOQ0eNXgVAnCOm03FW8HWOc8RQ567HEoUciw1RQ/U9PSQCPLvdzoYNG7BaraEAa8aMGeTl5fH4448TFRXVqdGJx+MBIDo6mqgocyGt1+sN/Tt4G6fTfOEHYhv9oesGjY0t/b6/OL5YLCrx8U4aG1vRNOmiOZTJaz08yOs8PMjrPPSU1dYA4LREUVfnAjq/znbFPKasrKujzuEatH0VAy9S39Px8c6wso5DIsADM8g63KRJk1i1ahUZGRlUVlZ2uC74/xEjRuD3+0OXZWdnd7jNlClTAAZkG/0l7fSHHk3T5XUdJuS1Hh7kdR4e5HUeOprcZsDmtEZ3ek2Dr3NUYA2ey9sqr/sQNVTf00Oi8HTPnj3MnTuXjRs3drh8586dTJgwgYULF7Jp0yY0TQtdt3btWsaOHUtKSgpTpkwhNjaW9evXh65vbGxk165dLFiwAGBAtiGEEEIIIQafy9/9kPOgqOCwc2myIiLMkAjwJk2axMSJE7n77rvZuHEjeXl5/P73v2fr1q384Ac/4LLLLqO5uZlf/vKXHDhwgNdee42nn36a73//+4BZ4nnNNddw//3388knn7Bnzx5uvfVWMjIyOOusswAGZBtCCCGEEGLwBYecdzUDLyg6EPxJgCcizZAo0VRVlX/961/cf//93HLLLTQ2NjJt2jSefPJJJk+eDMB//vMf7rvvPi699FLS0tK4/fbbufTSS0PbuPnmm/H7/dx555243W4WLlzI448/HlrTl5KScsTbEEIIIYQQgy845Dy6hwCvLYPXekz2SYiBohiGYQz2TojuaZpOba0s7B0qrFaVpKQY6upcQ7LmW7SR13p4kNd5eJDXeeh5KvdFNlRs5tIJF3Bm9mlA59f5w0Of8Wbeck7MmM+3pn1tkPdYDKRIfU8nJ8eE1WRlSJRoCiGEEEIIEa6WwBq8aGv3GTxnIIPnlhJNEWEkwBNCCCGEEMNK2xq87pusOGUNnohQEuAJIYQQQohhxdWHDJ6swRORRgI8IYQQQggxrASbrPTURdMpYxJEhJIATwghhBBCDBu6oeMKY0xClCUQ4GkS4InIIgGeEEIIIYQYNjyaBwOziXx0D4POo21ta/Ck6byIJBLgCSGEEEKIYSOYvbOrNmwWW7e3C2bwdEPHq/uOyb4JMRAkwBNCCCGEEMNGMMDracg5gMNiR1XMQ2VptCIiiQR4QgghhBBi2AinwQqAoihEWRyAzMITkUUCPCGEEEIIMWwERyTE9DAiIUhm4YlIJAGeEEIIIYQYNlrCLNGEtlEJLRLgiQgiAZ4QQgghhBg2XKESze47aAYFAzy3rMETEUQCPCGEEEIIMWy4/C4AosMo0YySYeciAkmAJ4QQQgghho1wm6xA25w8CfBEJJEATwghhBBCDBttYxJ6L9GUDJ6IRBLgCSGEEEKIYaMl2EXTFtPrbZ0S4IkIJAGeEEIIIYQYNkJNVqzhN1mRAE9EEgnwhBBCCCHEsNGfMQmt0kVTRBAJ8IQQQgghxLBgGEbboPOwAjxpsiIijwR4QgghRDtadQGtn/wTvbFysHdFiEGjN1Rg+D2DvRsDzq150A0dCG9MgtMSmIOnSYAnIocEeEIIIUQ73u0f4M9bj2/PF4O9K0IMCq2mENdLd+D+9NHB3pUBFyzPtKlW7BZbr7d32mQNnog8EuAJIYQQ7egN5R3+FmK40SoOAOAv24thGIO8NwPL1YcOmtCWwZM1eCKSSIAnhBBCBBiGgV5fBpglakIMR6HffY8Lo6V+UPdloAWHnEeH0UETICpwO7e/rbRTiOOdBHhCCCFEgNHaAD6zFEtvrBhy2QshwhE8yQGg15UM4p4MvOCQ83AarEBbF00DA4/mPWr7JcRAkgBPCCGECGh/YIvfO+SyF0KEo332Wq8tHsQ9GXiuPoxIAHOtnlWxAOCWdXgiQkiAJ4QQQgQcXpYp6/DEcGNofoymqtD/tdqhlcFrCa7BC7NEU1EUogJZvBZZhycihAR4QgghRECHDB6yDk8MP0ZTFbRba6bXDe8MHrQfdi4ZPBEZJMATQgghAkIZu0BrdMngieEm9DtvNzNcel0JxhBqLhJsshLuGjxoC/CkRFNECgnwhBBCiIDgwa111HQADMngdaA31+DZ+Dp6S8Ng74o4Sjq8ByxWcy1qU/Ug79XACY1JCGPIeZAzUM7ZPoPny/8Sra50YHdOiAEiAZ4QQghBYO1Ro7n2yJozBzA7aYo23s1v4938Jr5dnwz2roijRK83f+fVpJGoiSPNy4bQOryWIyrRNLN//qLtuD9+BPcXTwz8DgoxACTAE0IIIQC9qdJce2SLwpI52byssXJIlacdqeAAbL2hcpD3RBwtwQyempCBmjwaAG0IrcNz+YMlmuE1WQFCTVaCGTx/wWYAjEZ5Hxxv5PPaJAGeEEIIARjBzEXCCJTYFFAtoPkxmmsHec+OD4a3NTQTTW8eOiV7oqMOAV6SGeANpQyey+cCILpPJZptAZ5hGPgLtwFguJswdAkojhdaxQGaH/8u3u3vD/auDDoJ8IQQQghAbzA7aKoJGSiqBTUuLXC5lGkCaFUHAXPwu9FcM7g7I44Kw+cOzX5UE0ZgSR4FDJ1ZeIZh9LPJSmANnuZGrynEcNUFN4jhaR7w/RT949u/BnQtlGEdziTAE0IIIQC9vi1zAaAkjDAvl3V4AGiV+aF/G656DM0/iHsjjobgyQwlKg7FERMq0dTryyL69fbtW41v70o8mhfN0ID+ddFs9bWGsndBRmvTwO2oOCJa6R5Auh8DWAd7B4QQQojjQag0LTHT/DshA41tocBvuNMr89r9z8Bw1aLEpw/a/oiB1748E0CJSTZHhvjc6A0VoYxeJNFddbhXPAaAJ8k8aWNVrdhUW9jbcFoCAZ7mxl+Y1+E6w90IRN7PZajRWxrQ682upkZrI4a3BcUefhA/1EgGTwghhKDzwa0qGbwQwzDQggGeogCgD6HW+cIUfA8owQBPUdqyeBHaaEUr3hn6d2PBBgBirE6UwO9xOEIZPI8LvfIgAEq8+flgtDYO1K6KI6CV7e3w/+FeWi8BnhBCiGHP8LhCB2rBwC4Y6A33AwUw19wZrY2gWLCMmBi6TAwtoTLlxBGhyyxJkb0Oz1+cG/p3U8kOoG8jEqDdGjx3PWCgpuZgSckCJMA7Xmhlezr8f7iXaUqAJ4QQYtgLZS6iE1Hs5sFcMNAzGqswdG3Q9u14EFx/p6ZkhUpYJYM39ARPZgRPbgDtMniR10nTMHS0krYAr7nFbI7Slw6a0HENHoA1ew6KM958DAnwjgvBAE9xJgAM+9J6CfCEEEIMe4c3WAFQYpLAYgNDG/bZqmB5piV9nDlCAtCH+c9kqDEMo0Mn2SA1kMHTInBUgl5diOFuMmdbZs+m1WKWZfalwQq0m4NnmI1mrNmz2wV40mRlsOmtjeh15vo726TF5mXDvPJCAjwhhBDDXluDlXYBnqKiBpqIDPdyn7YAbzxqXCoAhmTwhhTD3QTeVkAJ/d5DWwbPaKzE8HsGae/6xx9Yf2cdORXbxJNpsZiHvX0Zcg5tGTyvqqA741HTxrQFeG7J4A224Po7NTkLdcQEQD6zJcATQggx7On1wcxFZofLQ41WhvHZYEP3o1cfAswATwkEeJLBG1pCZcqxyShWe+hy1RmPEhUHGOh1ZYO0d/0TbLBiGT0Da/YcWq1m50ynz9un7QQDPAAtawaKogZ+Jmb2SAyu4HgEy8gp7dZOl2MYxmDu1qCSAE8IIcSwF1p71K65BLR1yhvOAZ5eUwyaDxwxKAkjUAMlmkZzLYauD/LeiYFidFGmHBSJnTQNnxutYj8A1tEzUGwO3PHmyYmo+qo+bcuiWLAFggXvyMkAUqJ5HAmuv7NkTkaNTzM7/frcGK0Ng7xng0cCPCGEEMOaYejtmkt0k8EbxqMStMoDAFjSxqIoCkp0EigWc21iS/3g7pwYMF2VKQe1rcOLnABPK90DuoYSlxaa19gaYzbgcFQX9enkhN5QRpRm3t6XanbPVKXJynHBXH9nrg+1ZE5GsdhQYgNVBsP4xJwEeEIIIYY1o7kWNC+ollD5YVAowBvGHdmCHTQt6eMBUFQVJTYJAL1Z1uENFV110AyKxE6aofV3o2eEZt612KwAOFtdaOX7wt6WdmgbUbqZwXMr5t/BDB6+Vgx/30o+jyfbqnbyl03/oLo1Mkuu29bfjUYNlM0GT1IM53V4EuAJIYQY1kKZi/gRKKqlw3XBg12juRpD8x/zfTseHB7gAaix0mhlqAm9D7oI8Npm4UVOgNd+/V1Qi98ccxCt6/jz1oW9LX/h1lCA1+J3mxfao81MNoEGNRFqZck68hsOsbly+2DvSr+0L88MCq3DG8Yn5iTAE0IIMay1jUgY0ek6JToRrA4wDIymvq3bGQoMdzNG4MDfkj4udLkSJ6MShhJD10NlyD1l8AxXLYbHdUz3rT/0pmozYFVUrCOnhC5v8bUAEK0Z+PM3Yui9n7QxPC608v1EBUo63YEAT1EUFKeZMYrkdXh17nqAyM3glZoZPEtm2+scmmEqGTwhhBBieArN/krM7HSdoiioCcFRCcNvPYdWZWbvlPgRKFGxocvbMniReVAoOjJcNaD5QbWG5hy2p9idocu1CCjTDJZnqunjUBwxgDnnzxXM4NmjMTzNaCW7et9W0Q4wdJyWwCy8YAYPIn7YuWEY1LrN4e9VLZH3XtbdTaHGP11m8IbhZ3aQBHhCCCGGta6GnLenDuNOmm3lmeM6XK6Ghp1LieZQ0Lb+Lh1F7frQUA2VaR7/jVa0duvvgny6D38gYxefNc+8LG99r9vyF24DIDrG/J3vMsCL0Fl4Ln8LXt0HQFUEZvBC6++SRoWa3kC7AK+xYth2+pUATwghxLAWmv/VRfdA6HiwMNx0tf4OCDWjkTV4Q0NvJzkALMFGK8f5OjxD1/EHMnPtAzxXoDzToliInnASAP6Dm3tskGLoGv4ic21adLyZ4W8NZAEh8jN4wfJMgHpPA74wSlaPJ6H5d+3KM8Gc5YjFCrqGMUxPQkmAJ4QQYtgy/F6ziyY9ZPCG6bBzwzDQKvOALjJ4oWHntcN6mPBQ0VODlaBQBu84n4WnVx8EbwvYo1HTxoYuDzVYsTmxZkxEiUkGX6tZgtkNrTIPPC5wxBAdb/5susrgReqw89p2AZ6BQU1r7eDtTD8EM3iWkYcFeIrarvJieK7DkwBPCCHEsGUGbYY5xDvQYvtwSsLwPFAwGivMg1uLFTUlu8N1SkwyoIDmjegOgsIUymJ30WgoSG2XwTueg/rQeIRR0zp0xXX5zOYwMdZoFEXFOv4E8/Y9lGlqh7aa28qaidMWDUCr1i7Ai4rsYefB9XdBVa2Rk+0y3M3otUVAx/V3QcN9HZ4EeEIIIYatUIOVhBGhWVmHC54JNpprI3reVV8FyzPV1DEoFmuH6xSLFSXaHBotZZqRr6cZeEFqYiYoCoanGaO14VjtWp9pRZ3HIwC4fGYGLyYQqNnGLwLAf2grhs9NV4Lr76zZc3BazSYr7nYZPDXYRTNC1+C1L9GEyFqH5w+tvxvZYf1dkDpMT8wFSYAnhBBi2Gpbe9S5g2aQ4owHmxMw0BuHz6iEUHlm2rgur1dCZZoS4EUyQ/OFgvSeAjzFakcJlr0dp+vwDG9L6PfWOnp6h+tCIxICAZ6ammM+H82L/9CWTtvSG6vMwe6KinX0jFCA1zKE1uDVeuoBiLI4gMgaldA2/25Kl9dLBk8IIURYPF++Qsvbv8fwtvZ+YxERQmuPummwAsFRCYED28bhcza4uw6aQTIqYWjQGysBA2zOUMDSHctxvg7PX7obDB0lIQM1Lq3DdS6/GeDFWM0AT1EUbIEyTd+BzmWaweydJWMiSlRslxm8tgAvsks0JySaaxWP9aiE/XX5fFa0ql8lv6EAb2TXAV6waZZk8IQQQnTL8Lbg3fYeWtle/AWbBnt3xAAJp3ugeX1wcO7wOBts+L3oNYUAWEaM7/I2apyMShgKQu+BxIxuy5SD1OO8k6ZWnAt0zt4BtPjamqwEWScsCtxvR6cB7v7CreZtsmcDEGU179fdHLzjeV1id4IlmpOSJgDHPoP39K4XeWX/WxxsPNSn+xnuZvSawPy7jM7r76DtM91oqhlWpfVBEuAJIUQY/MW5YJjzdPyBhffDgWEYQ3aOkGEYYWXwYPh10tRrCkHXUJzxKIFM3eGCg691yeBFtLYOmt03WAlSk80Mnna8ZvACHTGth62/g7YxCcE1eGBmJNXk0aBr+A+2nbgzfO62FvzZcwCItnYx6DzYmEn3gy+yKjt8up9Gr5l5DAV47lo0XTsmj1/nrqcuUCJa4epb6bu/fC9goCaORA2sBT6cEhUH9uFXWh8kAZ4QQoRBa9dK21+0Y9icEWz94EFcL9wWsW3Ae2K4m8x26iihRirdGW7DzrUKcx2Tmjau++YzwRJNyeBFNCOMEQlBalIgg1dXimEcXyd+9MZKjKYqUCxdrssKlmhGW6M7XG4dfyLQcei5rygXdD9KXJrZXAZCJZrtB6YrVjvYzMuNlsj6jKx3m41ybKqNUbEZWFUruqFT5zk2DXQONRaF/l3j7tt4Bq206/EI7Zml9cO3TFMCPCGE6IVhGKFhtygK+D2h+v+hzPC40Aq3YrTU4y/YPNi7M+D0erODphKXYh6o9aBtDd4wCfC6mX/XXqjJimTwIlo4HTSD1IR0UK3gcx93ay+D4xEsGRNQ7M5O17eEMngdr7MFAjytdBd6ixnc+ILjEXLmhE5wRAUCPOhmFl6EddIMrr9LjkpCVVRSnWZG/liNSihoF+BV93H+XluDla7LM4MkwBNCCNEtvbYIo6UerHasE08GhkeZZjCLA3TZZS7ShTPcOSi0nsNVh+H3HNX9Oh5oVYEGKyMmdHsbNVCiia+10/olETnCLVMGUFRrKKN1vDVa0Yq7Ho8Q1FaiGdPhcjU+HTVtHBgG3rwNGIbeFuAF1t8BqIqKw2KeCOpuHV4kCXbQTI5KBCDNmQwcu0YrBY2FoX/3JYNneFzoNd3Pv2sv9LktAZ4QQojDBbN3lpFTsY1baF52aGtELqrvC61if9u/S3IxfEMrsAm3wQqAEhULDvPAUG+oPKr7Ndj0loZA23wFS9rYbm+n2ByhNUh68/GVzRHhMTyuUGByeJmyV/Ohd1GGGVqHdxw1WjF0P/6S3UDX6++gbbxBtK1zdi+YxfMdWIe3LB+jpQFsUZ0CCGeg0UqHWXiB90CkBXh1gQxekiMRgDSnmZE/Fo1WdEPnUFPbCYKaPmTwtLJ9mOvvMlGjE3u87XBbO92eBHhCiH7Rm2sxvC2DvRvHhFZoBnjWrFlYRk4Dqx3DVRvqMjhUBcv0zP/48ZfsHLydOQqMPmQuoP06vKF9NlgPDjhPyuyy1K29tkYrsg4vEgUPfJXoxA6vdbmrgjtW3sXze17pdJ9QJ83jKIOnVeaDrxXFEYuaktPlbUIZvMPW4AFYx58AKPjL9tGw6QPzslHTUSy2DrfreRbe0R+VoLc00PLmfbSueOyIt1Ub6KDZlsELlmge/QCvzFWBV/NiVSwANHib8Gq+sO7r72X+XXvqMB6VIAGeEKLP9OYaXC/9Hy1v3ocRWGw+VBkeF1rFAcAM8BSrHesoswX3UC7TNHS9bQ7ayKkA+Au2DuIeDbzgGrxwMnjm7YbH2eBgYK+mdT0eoT01LthoRTJ4kai7Dpobyrfg1X1sLN/SIVsFYEk6/kYlhMozR01DUTsf2no1Hz7dDCCibZ0DPDUmCUvmJACat38KmOvvDtfzLLyjm8EzPC5al9+PVrEf/77VGNqRfffWhQK8JIDQGrxjkcELNlgZm5BDlMX8mdaGWaYZ6m7aS3kmtJ2UM1obh10ZuQR4Qog+8xftAM2LXleCb++qwd6do8pfYo5HUBMzUePNwbnWnLnmdUNwXVqQXlcMPjfYorDPuQDAbLgyREYmGLoWap0dXFPUm7YF+0M8wAutv+s9wJMMXmTrrsHKzhrzINpvaOyu3d/humCJpl5fdtyc4As2WOm+PNPM3qmKSpTF0eVtgt00gyxZszrdJqqrUQnBAO8oNlkx/F5aP3gwtPYMjjygrPUESjRDGTzzZE1Va02XpbkDKbj+bkx8NilOM8AMp9GKuf4uMJ+zhw6aQYrdiRIo4xzqn9uHkwBPCNFnwTNoAN7Nbw3pkQH+QnM8Qvsve0v2bEBBry5Ad9UN0p4dXcGspSV9vPlFao/GcDehty/bjGBGUxUYGljsKDFJYd0nNOx8CHfS7JC57aGDZpBk8CJbV42G6tz1FDeXhv6/o3pXh/sosSnmaADdf1ysRzXczehVB4HeG6xEW53djv2wjl0AinlYbEkf1+V8tejQsPN2JZpHeQ2eoWu0fvwIWvk+sDnNP4DR2v9xBoZhtMvgJYb+VhUVn+4Lzcc7WoIdNMckZJMaZTZ3qQ4jg6eVB9bfJWT0uv4uqK3yYniVaUqAJ4ToE8Mw2kYEqFYMVy2+3Z8N7k4dJYZhoBUF19/NDF2uRiegBg5+h2qZZijAGzEBRbVizTYD3KGStWxrsDICRQnvq3A4HCjo9WVm5tZqR00a1evtJYMX2boK8HID2btg6VxuzZ4OGR1FUVGTRpr3Pw7W4flLd4NhoCaNRI1N7vI2Ld100GxPdcZjzTIDRNuYeV3epscM3lFYg2cYOu4vnkAr3AoWG85zb2k70dTS/wCv2efCp/tRUEh0mIGsRbWEyjWPZidNj+altNn8vRsTn0VKoHtnOI1W/KHyzN6zd0HDpbT+cBLgCSH6xGisMEcGqFYci74GgHfLOxg+d893jEB6TaF5ltRq71TvP9TLNNsHeDD0nm9fWsMHhQ6sWhsxvK293DoyBTO0lrSxKKql19tHcgbP8Lho/fgRfAfWDfauDArDMNqarCS2rcHbWWN2o1yWfQpOaxTNPleHlvZwfK3D04oDVRajus7eAbgCGbfDZ+AdLua0a0le9k2i5pzb5fXOQNDbqh39NXiGYeBZ9xL+fatBUXGeeSPWzMkogcyifgQZvOAMvHh7HFbVGrr8WDRaKWwsxsAg0ZFAoiOhLcBz914NE5p/F0Z5ZtBwnYUnAZ4Qok9CZ9BGjMc27XSU+HQMdxPenR8P8p4NvLbxCNM6dVMLBjxa6a6hNz6gtRGjsRJQQmV61qyZoFjQ68tC2a9I1pcRCUGKPbptLMAQLdNsG3De+/o7aJuFZ7ibIu594M39GH/+l7g//8+wO/iDQImfzw2KghqXDpjNSPbUmid3ZqdOZ1qyeWJrR/XuDvcNrcOrHdwMnmEY+Itzge7X30FbBi+6iw6a7alxqSSedAmK1d7l9c6eMnieZgxdC3/ne+Hd+i6+HWZHz6jTbgh956hOM8A7kgze4eWZQWnHoNFK8GRBTnwWQFuJZi+P2WH9XRgNVoKUYbJ2+nAS4Akh+kQr2wuYJRKKasUx/xIAvNveG3JdqrQi88xwsDyxPTVpJEpc2pAcHxDM3qlJI1ECs98Ue3TorKm/MPKzeHpDoINmmA1WgpQhXu4TXH+nhrH+DjB/PwJZkUiahWfoOr49X5j/0fy4Vz495OdaHi54kkOJS0OxmFmc/fV5+HQfiY4ERsVmMjN1GtB5HZ4ayOBpdYObwTMays3ssWrt8aC/bch5zwFeb5yhNXjtAjxHLGCu6zPcA1Om6d29Au8Gc0SF46SvY5u0uO3xAhm8I1mDFxxyntRNgFfVevRKroMdNMcEA7xQiWZdj+9BrXw/GAZKwgjUMNdNQ8cM3nB6j0uAJ4QIW/v1d8EvU+v4ReZ6DG8L3u3vD+buDShzPILZPc7aRTc1RVFCbbSH3PiAw8ozg0LPdwisO+yue2BvhvJ6DsPnDq2pCjeDB6DGBbJ4EbQOTyveaQYGdidYbGilu/HvXz3Yu3VMdbX+bmcgUzcjZQqKojA9ZTKqolLmqujQ5TCYwTMaKwa1yVawe6YlcxKKrevumNDzkPO+6DKDp6ooUbHAwKzD8+VvwLPyaQDscy/CPvOcDtcrA5DBC5ZoBtfcBaUegxLNUIOV+OzAPpgBnltzd5gveLjg/DtrH9bfAWb3a0UBn/uIguJIIwGeECJsRmMlhqvOPFsaaKGuqCr2BV8FwLvzI/SjPAsoXIZh4Nu3Gr2xf13e/MW55sL9xJGhdUaHC5VpDqHxAdB5/V1QMMDTyvdhuJuP9W4NGMPbaq4jpW9r8GDojkqob/awbuV68wx5THKfzpCHGq00R06AF2wMZZt0CvZAFYJn7YvHzefXsXD4DDzDMEKlmDNSzdmX0bZoxieMATpm8RRngpm5Mgz0+lIGSyjA62H9HYDLZ1aXdDXkvC/a5uB1DEQGah2evzgX96f/AgxsU5eGvls7PFYog9f/xwqWaHbK4EWb33XVrTVHJdvV4GmkzlOPgkJ2nHmSwG6xEW+PCz1ud0LVQ31YfwegWGwosebzGmqf2z2RAE8IEbbgGTRL+jgUa9vZUuuY+aipY8Dnxrv13UHau478BzfgXvEYLe/+GUPz9f3+wfV3XZRnBlkyJ4HdaY4PCMwOi3SG5kcLthw/LMBT49JQk7PAMPAXbhuM3RsQwQNbxRmPYu/bAd9Q7KRpGAaPvplL/nbzNQ1nPEJ7kdZoRXfVhX5/bVOXYp91DmpyFoanGc+6Fwd5746dw9ehlrkqqPPUY1OtTE5qe+8Hg72d7dbhKYrSbh3e4JRpGpo/NLLHOnp6j7d1+YJNVo4swOuqiyYMzCw8rTKf1g8fAl3DOnYBjsXf6nKkQ6jJyhFl8OoBSHYkdrg8JZBNa/W7Q2WtAymYvcuMGRH6WbZ/3O4arRjeFvTqAqBvHTSDgifyhtLndm8kwBPiCBneVnz7Vkd0RiNcWmnH8swgRVFwLDTPNPp2fXJczIbzF5jrxIymKny5fWsAYxh6u/EI3Qd4imoNXT9kukvWFILmA0dMaHF6e9Yxkd9NU68PrL/rY3kmgBofyHYMoTPBuw/VsbeonhxrIAOXOrZP91eDZ8ebIiPA8+1dCYaOJWMSlqSRKKqVqFOvBRT8+9eEmnYMdcZhJZrBAG5S0gTslrYmI8F1ePvr8zsENqF1eIPUaEUr2wN+D4ozHjUlq8fbhpqsHGGAF93FGjw48ll4hreV1vcfAL8Hy6jpRC37Pora9SG6GsoWHnmJZtJhJZp2iy00NuFolGm2DTjv+Hql9jIqQSvfZ1YXxPdt/V1QqPJiCDQIC5cEeEIcAcPvpfX9BwKZoj8OyVEBQeb6u2CJxNRO11tGz8SSMQk0P94tbx/r3evA0PVQgxQAz+a3+xSAm+MRGsHqwJIxscfbto0P2NqvfT3edJh/18XZ49DzLd7Zr8zo8SC0/q6P5ZnQrpzN0zwkmgoZhsHrK/MBgzHWKgD2tvTtAEqJi5wSTbO5yueAmb0LsqSPxzZ9GQDulU9h+COrI2hfGbqG3mi+3sH3QXA8woyUjp/vI6LTSI9ORTM0dtfuC10eyuANUqOV4GeuNXtOr7MsXf5Ak5UBKtFs9bs7lDAe6Sw8rfoQhrsJJToR59k/7tS1ub3gGjx87n4dc3g1H82BktWUw0o04eg2Wgk2WMk5LMALjkrobth5sCGStYtjj3CEPrclgyeE6I1h6LhX/Mc8swToNUW0fvKvIbUWqz2jqQrDVQuqJbT+rj1FUbAvvAwA3+7PQwcPg0GvzMPwNIM92iwp9Lbg2fxm2Pf3Fwayd6M6j0c4nDk+QEWvK+n3er/jSSjA66bJhpqagxKdCD43WunuLm9zvGvL4PWtgyaAYosynz9DYz3Hjvxa8koaSbW5SVBb0QyFD/I6B/Y9CWbwIqHJilYSaK7iiME6dkGH6xwLL0eJScJoqsK7+a1B2sNjw2iqBkMDix0lJolmn4v8hkMAzEjtXAIXzOJtr2pbh6cmB2fhHfsMnmEY+Au3AmAJrA3uSYtvYJqsBMsKNUPDp/tDlx/pGrzQesiULBRbVM83tkVBYIxDfx6vLtBB02Gxh7qCtne0ZuHphs6hRvN3JdhgJShUotlFBk+rKsBfsBlQsM08q1+PPVTXTvdEAjwh+smz/mX8+V+CasFx4tfAYkUr3Irny/8N9q4dFaHyzLSO6+/as2ZOxjJ6Bhgans1vHMO96yi4vsY6egaORVcB4Mv9NOz6+9D6ux7KM4MUR0yoZDWSyxaDQgFeN5lLRVEjvptmV90D+2KorMNry97BBRPN+V1lWhJ7S1sprAg/E6EE1+C1NGBo/l5uPbh8u1cAYJt4cqdZZ4rdiWPxNQB4t72PVlN0rHfvmGnfYEVRVHbV7MXAYGRMRqfOigAzU8wAb1fNHrTArDdLUqCTpqsWwzvw67V6otcVm0GqxYp1VM/r76BdBu8ISzQdFjtKYCRCV7Pw+tukpy+fSYqihLJ4/VmH19ZgJanLKo00Z1ujlYFU0VKFW3NjV21kxozocF1PJZqeja8BYJ2wKPQ711ehAK+xYsiehD+cBHhC9IM392N825cD5gBS++zziDrtOwD4tr+PN3AQMZSEGqz00sHKEej65d+/Bq1ucLqr+YsCAV72bKyjp5uBmqHhWf9yr/c13M3ogWHPXc2/60qkBzxBenOtmaVVFCxp3a/DaitL3RJxc4UMw2g7mOpHiSa0rcOL9LPBW/ZXc6i8CYfNwtyEegBa48zSqc+2hF92p0TFgcUOGObvz3FKd9WF3qO2KUu7vI1tzHysY+aDoeFe+eSQPRg8vINmbo35+R5sqHK4cQk5RFuduPwtHAyso1IcMSgx5oH5sW60EnwdLSOn9TgeAcz1d17NHOVwpAGeqqjtGq20ddJUnIE1eP1ssmKExraM6OWWgccLdtIMdAPui7YRCYldXp8aHcjgtQxsgBdssJIVNxqLaulwXTCDV+uuQzfa3nNaxQFzPbyi4ph/cb8fW4lNBosVdA0jAkrJB4IEeEL0kb9gC541zwNgX/BVbBNPBsA2YVFbu+1Vz+Iv2dXdJiJOh/V3vXSwsqSPMwMAw8C76fVjsXsd6K469JoiQMGSNRPAzLAqCv6CTfgDz6M7/pLAeISkUaiB9u+9CY1LKNsb0euytMrAgPPk7B7LhCwjp4LVjuGqQ685dKx2b0AYrjrwe0FRUeLT+rWN0LDzxsgN8HTD4I1A9u7C2XEoB1YCkDzVLFtcl1tBqye8bJyiKKixgQP947hMM9RcZcRELMndZwIci68BWxR6ZT6+3Z8ewz3sP62mEM/mtzC83c8Ra6/9HEhN18itMT8XD19/F2RRLUxPMT/7249LCK7DO9YDz0Pr78Ioz9wZCF4zY0Z0WZLYV13NwlOjjmwNXl/ncqrO/o9K6K6DZlCwRHOgM3ihBisJnRviJEUloCoqfkOjwdP2nDwbzWMI68TF/a64ALPyRI0fXp00JcATog+0ynxaP/knGAa2Kadhn3tRh+vt8y7GOn4RGBqtHz08ZDo2GU3V5roVxdKpdX5X7Au/Cij48zegVR/bACBYnqmmjwt1G7Mkj8I25TQAPOtexDC6PysfXH8XDA7Docanm8PeDR1/u+YukUYrDzZY6XnItWK1Yx1t/nyC3UojRWhEQnwaimrt1zaGwrDzjXsqKa5y4XRYOFVbA5oPS+ZksuctZmRqDB6fxpqd4X9+hco0j9MAzzC6bq7SFTUmCccJlwPg+fKV46IrcG/cq57Bu/E1Wt9/IKwGMe2z2PkNh2j1txJjjWZsQna395kZyO7taDcuQU0Kjko4duvw9NZG9Erz5IQ1e06vt99aZc7Km5PW86y8cLXNwutcotmfgMvQ9dDJoj5n8PrRSbN9iWZXgsPOm3zNnbqFHolDDcEOmp1/x1RFDZUGVwfKNP1le9FKcs1lMPO/csSPPxQ+t/tCAjwhwqQ3VpptjDUvlqyZOJZ0nlGjKApRp12POmICeFtoef+BITE+QQuUZ6rpY3sthwGwJGdhHX8i0FY/f6xohW3lme3Z519qnpWvOog/b32X9zUMHa14R5f3781Q6KYZzOCFE8RHalnqka6/a39fvaEi4kpUAXTd4M1V5qzDK6fpcGgjKAqOk65GVVWWzhkJwIotJWE/v9CohON0Fp5WnGuepLJHYx23sNfb26YuQ00fBz43ntXPHYM97L/2ZeVa+T5aP/x7rx1u28/AC5ZnTkuZgtpDN8ppKZNRFZWKlkoqW8xA3hJstHIMM3jmZ7yBmpITyhx3x6t52RXITs5OC/+kXU9CGTytc4CH34Ph61sHVqO5GnQNLFaUmPCqRtpKNPse4NUGmqx0V6LptEYRa4sBBi6L59V8lLjM37nDRyQEpYZm4dViGAbewLGDbfKpqHH9q7ZoLxTgDZET772RAE8MO+5Vz+J6/W48W98L+8ys4W6mZflfMdxNqCk5OM+4EeWwGvIgxWrHedaPUWJTMBoraP3o78d944HeBNffWfswYNSx4BJQVLTCbaHGHUeboflCpbGHB2hqdAL22ecD5ll5w+/tdH+9+pB5BtYWhWVEz+MRDhc8k+wv2oahR97rbfi96IFsazjP3ZI9GxQFvebQcXtQ35VQB83EvnfQDFLj081/eFsw3P0ryRpM63dVUFbTQmyUyrxGswTRNuU0LKk5AJw8IxO7TaWk2sW+ovqwtnm8j0oINVeZtLhTc5WuKKpK1CnXgWLBX7AJb/6mo7yH/ecv3WXOCItOBKsDrXgn7k/+hRFohnI4w+8JrZVUEzLYERyP0EX3zPacVicTEscBsDNQphmchXcsM3h9Kc/cVbsPn+4jJSqZ0bH9f8+3FwrwfO3KYW1R5hov+r4OL3TSKX5Et7PvDnckTVba1uB1Pw4l2GhloDppFjWVoBs68fY4kropDU1xtmXwtJJd5rIQi7VTpVR/tZ2YkwBPiCFHq8wzB3FXHcT75f9wvXAbLcv/ii//yy4P+CEw6+6DBzEaylFiU3CedyuKvec6fjU6Aee5t4ItCq1sL55VT0fkmf6gUAfNXhqstKcmZGCbtAQAz4ZXj8p+HU4r22sOvo1ORE3pXAZin3UOSkwyRnMN3p0fdbo+2D3THI/Qt/I9NX282WzC24pWtq/3OxxntOpDoGsozvhQuV1PVGd8KBCMpCzeQGTwFKu9rblEfWSV+/g1nTdXm9m7aydUQ10R2KNDI04AoqOsLJpm/nzCbbYSXK9qHIfDzvWW+lCH22CpdjgsKVnYZ58LQMvKZ9A9x7ZTZDg0XWNz4RoeG5nI70bFUHHq1WCx4i/YhHvFf7osR9cbAuNcHDHUGF7KXRWoisq05Em9Pt7hZZpqUiagYLib+hVs9JXh9+IvNksuwwnwtlaat52dNr3LjpH9EWUJDDtvn8FTFJR+rsPr6/o7MI8xzMfq289cN3TqgyWa3QRa0FamWX1YoxWtMr9fnUIPBdbf5cRndfs6pEaZj1nTWhuq/LFNPb3XLG24lMS2AM/la+HZ3Jd5YvNLHZq6DCUS4Ilhxbv1PQAsGZPMg1PDQCvajvvjR2h+/lbcq55Bq8wPBWOGoeP+7N9oFfvBHo3zvNtQAzOwemNJHo3zjBtBUfDtXRnquhlp9KaqPq2/a88+/2JQLWilu9ECJURHU2g8QtasLr9EFKsDR+BA1rvlnU5fVMH1c+GMR+i0bVXFEsziRVDAE6RX7AfM7F24B0JtZZqRsw6vfWnakQiW+2gRdjZ4zc5yKutaSYvWmVizAgDHgktRo+I63O70uebaqk17q2hwdX3yq73gSYHjMYMXbK6ijpgQKinsjW7o1HsaKBo/m83p6Xxk9/D2Bw8d5T0NX527nrfzP+DONb/jGb2UvGg7DYaPpypWo5/+HTPzeGAtnlXPdjq52P4kR3C4+biEHKLD6DAZHJdwoOEgLb5WFKuj7bUPZMePJq1sT9tJvEDGuTt+3c/OGjPTOGeAyjOh6yYr0P91eId3NA1HMIPX1xLNJq8Lv6GhoJDoiO/2dmnRnWfh+cv30/LGPbg/+3efHhPaOmh2tf4uKJTBaygyS44tduxzLujzY3Un+Jlf5GvkD1/+jVUl63l//wp2VffceC1S9W+FuRARSK8vCwzLBMcp38aSNAq9oRzfvtX49q3GcNXi2/Upvl2foiaNxDZpCXpzDf6DG0G14jz75j7PYLFmz8Jx0tV41jyPZ/3LWJMyYf6pR+PpHTXB7J25/q6XAayHUWNTsE44Gf++lXi3vofz7B8fjV0EgoNvzQDP0sP6OevEk1B3fohefQjvpjeJWvJN8/7uZvSKwHiEfgR4YAY8/n0rA+MDvtGvbQyW0Py7XhqstGfNmYtn/f/QSndjeFt7zWwPNkPzhZqA9HdEQpCaMAKtdHdELdj3azpvry4A4PrRB6C62fysm3Z6p9vmZMQxbmQ8+aWNrNpeygUnjelx26Fh5811GLoedqnZ0da+uYq9i+Yq1a21lDaXUe2upbq1lprWGvNvd23bIOt4gFhoPURG7vuMm3z2Mdv/9nRDZ3ftPlaWrGNn9W4MzMAt1q+xsNnLzozRVLlr+G/zbq5f+h08n/0b3+7PwObAceLXQiduOgR4gUxcd90zD5cWnUJGdDrlLZXsqt3LghFzzPdCU5XZKKQPVR79ESrPzJ6N0sN6QYD9dfm0+t3E2+N6bB7TV9EDHuCZnyFKXwK8dhk8wzDCPikXLM9McMR3GlXQXtuw87YTNlrgRJ5WugdD8/epyiXUQbOb9XcAKYFZeNWB9Z226cvCPqEeFkcs65LjeTvJgeapR1VUdEPn40NfMCVp8sA9znHi+PgEFuIY8G5bDhhYsueEAjU1IQPHwsuI+fr9OM//GdYJi8BiQ68rxbP+f/hyPwEgaukNWPv5xWWbfia2acsAA9fH/8RTlj9Az+jYCI4VsGb27wPQPvs8QMFfsBmt/ujNxTMaKjAaK0G1YB01rdvbKYraNvx892ehfTLLfgzUpNH9Lgmxjp4OFitGU9UxbTpwpAzDCAV4ah/WHqqJmSgJGaBr+IuP/+6hZmmaATZn6Ax4f4UyeBG0YH/ltlJqGt1MiHUxsuZLABwnXd1tN9FgFm/FlhJ0vecScyU6ERQLGBpGy/HTdVIr2WUG9fZorONO6HDd/rp87lr7Rx7d8TSv7n+bz4tXs7NmD+Utlfh0PwoKKVFJTEqaQLpiNpfakPtOr6NWBlqTt5kPD33GXWv/xCPbnmBH9S4MDCYljufb8TP4eUEN5zuyuWHmNVhVKzuqd7PS4cNx6rVAYDbrlrdC2wsGeL74VPbXmSe1ZnYz/64rM1PNz9fguITQ2qaj/F4wDKNP6++2VpmfSbNSp/XYPKavupqDB+2Gnfd3DV4fqgpCTV10Dfowmqcu1GCl+/V30H5UQttcS3/gZC+6H722KOzHbPI2U+OuQ0EhJ777DHpwFl6jauCzOUJr5geCR/PyzO7/8UZyFJqiMDN6FL9cdAuKorC7dj/FTYMzs/dokgBPDAu6qw7f/jUAXab8FVXFOno6zmU/IPabD+I45VqzE6ai4Fj0NWwTTur3YyuKguPkb2AZPQP8Xipe+WO36/0G27pd5dz37Eb2FrYdoAU7aPY2/647lqSRWMfMBQx8245emWooe5c5pddMknXk1MCsPh3Puv+Z9w+uvwtzuHlXFFsUlpHmwY8vgsYHGE1V5lln1YKRlE1FbQvb86r5aGMRz3+4j1c/z+u2TC9UphkBz1dvCDZYyTji9ThtM5UiI4Pn82u8s/YQYPCtlK1g6Fhz5mId3X3r+IVT0omJslLT6GF7fs9r6xRVNYcJc3x10gw1V5l4cqfmKu8e/BADg1RnCnPTZ3FW9lK+Pvmr/HjOd7lr0R08uPR33HPyz/nJ3O9x6cwrAdgRY6PlgwfRjtFg79Wl67lz9X28mbecGnctTquT07OW8KsTf8pP5n2fGVXVWABr1gyy4kZx2QSzIcUbee9RkjkWx0lfB8C78XW8Oz4A2gKxAw4Fv6GREpXMiOj0sPcpGODl1uxF07XQyQ7jKM+F1GuLzOYwFhuWHk7igZnt3FadCwxseSZ0X6KpOvu+Bs+sKjDfL30K8Cw2cJidLvU+rMPrbch5ULDJSp2nHq/mw/C2oFcfDF2vVYZ/ojqYvRsRndbjHMIYqxN74DySa+qS0M/zSFW4Kvnzxr+zoWIzKnB+dRPXOsYzOm4ki0bPA+DTopUD8ljHEynRFMOCd8eHoPuxjJiINaPnDIVij8Y+dSn2qUsxdH+/Z2V12KZqwXnmjbheuRN/YzWenZ9gnXHOEW93IK3YUsIzH5hnph95Yyd3X38C8UaTefZbUbH08nPriX32+fgLNuPbvwb7/EsHbNF0e/6i4HiE8AI0x4lX4i/chla4FX/JLrTQ+rsjOxiw5sxBK9qO9+AW4Koj2tbRVN3QSmm1i4raVmxFG5gPFGsp/OVva9C7aAj0yaZiLjp5DGcuyMJmbTs3aM2Zi2/7+/iLtmPoWrfdZY8HA9FgJUgJrcGLjFEJK7aUUtfkYVFCBQlNeaBaQwf/3bHbLCyZlckHXxaxYksJcyb03HxHjU1Ba6oyPzMyem/YcbTpLfWhEw+2qR2bq+Q3FLC/Ph+LYuGWud8nqZcD3hlpU3FY7NThpUTxkrX8L0Rf/MtQc5m+71sDis3RY9m7pmu8mbccv6GRHTeaU0edxPwRs7FbzEDV8HvbGmAF5lKeMmoR++vz2Fy5nSdyn+f/Fv4Eu8+Nd+PreNb+1xwVE3gf7PbXm88tdWqfTniMTcgm1hZDs89FXkMB48KcL2YYBrXuepKjEvt1giWYvbOMmo5i7XlcT37DIZq8zTitTiYmjevzY/Wkqzl4AIrTXMfalxJNvTFYVRDVlpULk+pMQPe4zHV4YS4fqeuiwUpdk4ddBbXMHJdCfIz5uxVjiybKEoVbc1PjriWtugzafc5pVfnAGWE9ZnD9XU4X5Zn1zR7ySxtJiLWTWreDZK+fcoeVhpwZdF/MGb7Nldt5bvf/8Ghe4u1xfNOWQ9aBTyFwMuKiyWeytmgTGyu28pXx55LoOLLKjuOJBHgDTNd1Hn74YV5++WUaGxuZP38+v/nNb8jJ6XkxsDh6DI/LXIcA2Of0LeU/EMFdaFv2aJwLL6Xls8dxb36bmEmnHjdrlj78spAXPzVL9JwOC00tPh57exc3zzNLP9S0MX1ef9eeZcQELJmT0cr24t35IVGLBjbwMbytZgdNwJoV3vw6NTET29TT8e36BPenj5rt7m1RfQpkdd2gxeOnudWHq9VHc6sPT8tIpgL+ijyqysqxHta8YjD5NZ2t+6v5dHMxewrrQ5dfHr0XouCAJwXdMLDbVNIToxmR7CQ90cnuQ3UUlDfx8oo8Vmwt4crTJzBvUhqKophNWRyxGJ5mtPL9/S5lPhaC3U17W3/n9vo5VN5EYpyD1IQoLF2sJ1Pj00BRwOdGc9UDvbfeHywer8a76w5hQePS6I3gMTvKhsY99GDpnFF88GURO/JqqKpvJS2x+88sJS4FykA/CsPOfX6dFz/Zz9YD1UzJTmLOxFRmjE3G6ej+M9q3dxUYWqC5SsfDxfcLzPEQJ2bM6zW4A7Bb7MwdOYN1RZvJTUlhdGkFrcv/SvRXfoESyKSEy7t7BZ7Vz6ImjiT6sru7XUuW13AQl6+FGFs0P53/o05rprTy/aB5zYYjgQN8RVG4esrlFDaVUN1aw7O7/8f35nwLw+vGt3057i+eQgms3tvWYI5FmZ7ct/J7VVGZnjKF9eWb2FG9iwkjzJmnemMlhqF3+XzcfjdP7XqRHdW7OG/MGVw4ru8nOPtSnrktMNx8ZupUrAP4PQ6EslAth5doRvV9DV6oZX/8CPJKGkmOd5AcH953rRKdAPWlfeqkWRsI8IIlmgfLGnnwle00urxYVIX5k9NYOmcUk7MTSYtOoSjwe5RUaq7VVGJTMJprQoPmw3GomwYrew7V8ffXdtDq8aOg838Jb5M0CsodVl5at4/1NgcpCVEkx0eREh9FamIU6YnOsE4OaLrG63nv8lnRKgAmJo7juunfILooFzefhk5GTEgZw/jEMeTVF/BF8Vq+Mv7csJ/X8U4CvAH2yCOP8OKLL/L73/+eESNG8Oc//5nvfve7vPPOO9jtx+8BwFDm3b0CfG7UpJE9Nt84FuyTl+DbvhxfTSne7e/jWHDpoO6PYRi8s6aA11eapRfnLcpmycxM7n5qA7sP1VFo3U4GfZt/1x377AtoLduLb/cKHHMv6vNBUU/8Jblmi//4EX1qnmGffzG+/WtCX5DWUdO7Derrmjx8tLGIfUX1oWCuxe2nq9zNT+OTybLW8vx/XuKsq75Oeg8HxcdCfbOHL7aWsmJrCfXNZqmlosCo1FhGJDuZ1dgAHpi16ASWTD2ZxFh7hy9R3TBYu7OcVz7Po6rezT9e38mU7ESuOmMi2SPisOTMxr9vNf5DW47bAM+XvwGtaDsoFqxjFnS63jAM8koa+WJ7KRt2V+LxmTPELKpCWqKTjGQz4B2RHE1GUjQjkqOxxaZiNFXhqy2FuDHH+BmF79PNxTS6vHwlcT9RnlqU6ETscy4M674jkqOZPiaJ3II6Vmwt4Yql3XfSbWu0MrAlmg3NHh5+fQd5JeaB89rcctbmlmNRFSZlJTJnQiqzJ6Z2eJ91aK5y2GiEoqYScmv2oKBwVk7nBjPdWTR6HuuKNrMzKYFz6j3odSW0fvgQzvP+X1iz9QzNh2f1c6H90muL0Mr2dfue2VpllhjOTJ3WZUOM4LgAy+gZKIqCYRg0tfqoqHUzz3EOH7WaAdUdr75A46FRXGKfxJIo8yTHHmssLs2FoVl48KkSUuLqSE2IIiUhipQEJ6nx5r/jom1E2a1EO6zYbWroc2FG6lTWl29iZ/Vuvjr+fHP9pebDcNWhHJbVrG6t5dHtT1EaGHT94aEVnJixINSpMRx6Sz16lRlU9BbgGYYRCvBmp3Vfgtxf3WfwAgFeL2vwvD6NwspmCsoaidq/ndnAplKFZ57bhKooLJo+ggtOyiEzpefvyLZOmuEHlHXtSjS37Kvi0bdy8fp1nA4rrR4/X+6u5MvdlWQkRxMzxXw/VbVUMy6QKbbPOhfPmufR68swvC0o9p47r+qG3q6DZttJlnW7ynni3d34NYOU+ChmKvvIsDQQ7zN/hhUtNZQUdV7TOWt8CtefPzWUaez6OdbzRO7z5AdOYJyVvZSLxp2DRbWgtRuVEHRWzmnk1RewsmQt54xZhsMyNI7VJcAbQF6vlyeeeIKf/exnnHaa+YXywAMPcMopp/DRRx9xwQUD1+5VhMfwe/Ht+BAwywR767p1tCmqhaTTvk7la3/Bu+MDbNPPGLA6874yDINXP8/nvXXmh+Clp4zlwpPHoCgK3zhrEk++twdb9QGw9G3+XXcsWTNRk7PQa4vw5n6CY95X+rwNn18nr6SBvNIGZo9PZXR6LABaYd/KM4NUZzz2uRfh/dJch2fp4v6VdS0sX1/I6h1l+LWuS/Gi7BZinTZinDZinTbqtKlkNa9mprab+57ZwG1XziUn49hk8oJn0A3DYF9RPZ9uLmHzviq0QJOMuGgbp84eydI5o0hJiMLwuWl+yjybmTVtNmps59InVVFYPDOT+ZPTeG9dIR98WciewnrufnIDp8zO5NIxM1EDAZ6x6KoBmzcV/nM2n1t3j2t4XHhWPwuYWXxLcls5U6PLy5qd5azcXkpZTducs4QYO60eP16/TnltC+W1nWeg3RhvY7IV/vfaSvbZ61AVBYuqYLEE/lZV1Hb/z0iO5tTZI7Fajt3nUKvHz/L1hcQrLSy1bgUdHCdc0afqgaVzR5NbUMfKbWVcsmRchxLd9tTQqISBC/AOljXy8Gs7qGvy4HRYufL08VTUtrL1QDXltS3sPlTH7kN1/PeT/YxMjWH2+BRmT0hlrFGM0VQFdifW8R2bq3wQyN7NHzGb9OjeZz4Gzcucjk21UuWpp27pt0j66DG0sr24P/s3UWfc2GPnUN1VR+tHD5vt31FQEzPQ68vw7f2iywCvfZAyp5sgRQsEeLWx43nv7Vy2HaihxeMPXW9Jn4J9zC5cSTvwl0fzeusiEqJgJvvITUgAfOiNKfj9ChV1rVTUtXb5OEGKAk67FafDiiNKhxyVytZqHnpnHV+zJRLjrUGvL+9Qtrq/Lo/Hdj6Ly9dCgj2OREcih5qKeCPvXb4781s9Pl57/kPmZ7wvIZuNhzxU1RdQVd9KVb2bFrcfTdfxawaaruOz1eEZWwe6yr+fq8TvX4Gm69htFpLjHCTFOUiKdZAU7yApLoqkOEfo8sS4nks/IZwxCW1r8PyaTkmVi4NljRSUN3KwrImSKleoDP5r0SUQBZV6PPHRNhpbfKzZWc7aneUsmJLOhSePISvwPdfp9ejHLLzaQJOVPQfcLF+xAwOYMS6ZH148g8q6Vj7fWsLaXRWU17ZgLdSxjYRVu/awoKYQBbCOW4h3x4cYTVVoVQU9NjQDc8xCq78Vm2plVGwmhmHw/vpCXl5hNveZPzmN75w/Cd/rb2A0Qmr6VPAdZPwYGzPGjaOm0UNNg5vaRjfltS1sz6vh1098yXcunMqMsZ1PEFS31vDnjQ/T7HPhtEbxralfY1ba9ND1anxgvWhrIxXl1TS6NWalTSPVmUJ1aw3ryzZy6uiTw/55Hs8kwBtAe/bsweVysWjRotBl8fHxTJs2jQ0bNkiANwiC2RklJhnr+EW93+EYiJmyCEvaGLSqArxb3yWql3UwR4NuGLz48X4+3lQMwNeWTeCcE9rKJ5bMzORQ3iFSqprRDQVP4tgj/rBQFAX7nPNxf/oovp0fYZ91bq9nvQ3DoKTaxa6DteQW1LG3qA6vzxxK+vaaAr574XTmTUrFXxhskNL3DK19xpn4961Ed9V3uH9xZTPvrTvE+t0VoaUHk0YnsHTuKJLjo0LBXEyUtdMBu94yBtcL6xlrqyK9tZg//dfgJ5fPZlJWYp/3ry98Bzfh/uJJKhJm8HT1HEqq24KSCaMSWDZvFPMnp3c4QNcq88EwUGKSe10bGWW38tVTx3Hq7ExeWZHHl7sr+WJbGVt369wdZ0FtrEQr39fvjqvh8Gs6pdUuiiqbOVTRRGFFM0WVTeg6ZCRHk5kSTUZKNJkpMWbWLcmJtvZFjNZG1MRM7HMvQtN1dubXsnJ7GdsOVIeCX7tNZeHkdE6ZPZKJoxMwgPomD+W1LVTUtlBe20pFnRnsVde7qfDHMdkKnupStrdmhrX/eSWN3HDhVNRjFAR/vLGI5lYfNyRvx6J7UdPHYZ3Yt6ZRcyamkBTnoK7Jw6a9lSya3nWWXAkNOx+YEs21ueU8tXwPPr9OZko0P75sFhnJZsbgymUTqKhtYeuBarYdqGZfUQOl1S5Kq10sX1/IdxK+YKYFtOwTOqzXKndVsDUQOJ2Ts6xP+xNli2J66hS2Vu5km7eK8865mdb3/oL/4EY8a57HsfiaLk8y+Mv34/7oYfNA3B6N84wfoDhiaHnjXvz5GzEWX9MpE1LYVEy9pwGHxc6UpM5l476mWrPpCPCHT1pxGW3r31LiHYxIjiY9eSRFVi+l/gNkzN3D/y28mVjbafgLNlNVtQpcZXzjxCVMOWM2NQ1uqhvc1DS6qW5opSbwb1ern1avH8Mwl2C1ePxmENkI9qQkLAk15Nbu4WCzkxl2KC84yOjR5gH1qpJ1vLTvDXRDJztuFN+fdS0tvlZ+9+UDbK3ayf66PCYmdR7L0urxs353BeU1LVQ3uKmqb+U89ydMt8JHZUl8cDC3x9fJOqoYG6DVp+H1AJjfGR6vRllNS4cTOYezWVRSk5yMTIlmdFosWemxZKfHkpIQFXpto9oFeO1HFIS6aLY28trnBzhQ0kh+WWPoO6u9+GgbYzLjmerxQQucc8ZCrpxxCgfLGnlnTQFb9lezYU8lG/ZUMmdCKheePIZxIzueDA5m8MIdMO/RvLh85nN/b2UlYGPp3FF846yJWFSVnIw4vnXuFK44fQLrd1WwfH8VzUCTuwwFgxqS2LinmYUpY6CpCq0yv9cAr6DBbLCSFTcKBZXnPtrHZ5vNBkVnL8ziymUT8O/9AqOxEiUqjtETT4JdBzFsLi44YUyHbRVXNvPoW7mUVLv460vbOOeELC47bXyH79+1ZRtp9rnIiBnBD2Ze2ylLrNid6FEJqO4G/v7kxxRqqYxMjSFz8jSqWcmnRStZMmrRgHZdHSwS4A2g8nIz5ZuZ2fGLPj09nbKy/g8AtXZztlT0zND10HDxqDnnYnMMftrdYlFRFJWYk66k8a0/4dv1KdFzzkWN699C/f7QdYOn39vD51vNtsDfPm8KZ8zv3Lr48qkavioo1FJY9ckhbrps5hFnZiyTFuHd8Cp6UzXagVVEzTiz023qmz3kHqxlZ34NuQdrQyWFQQkxduJj7BRVNvOP13dw3aJo5rQ2gNWBI2sqSl+zI9Yo4i+/C0PzoTrjOVDcwNtrDrJlX9tB6qzxKVy0eAyTs3tuLR0Sn4w27TTcOz/hkqQ9/KUqg7++tJWbr5jNrPFH57Vu2LkK/xePoWIwonId2S6osk3h5BmZnDF/dLcZRF+w7ClzYtifNRkpMdx02Sz2FdXz/If7OFjWyJfusSxyHKDhw3+R+o3fYYk68hJcj0/jUHkThRVNHCo3/xRXNXebST1U0cShio4d7CZbS7kxfiUGsDrmLBpWFbEut5y6Jk/oNuNHxXPq7FEsmj6i05qu9ORo0pM7lyH5NZ3aL1tgy15OHmNh5KTp+Pw6mm6gaebfwYyCphm4vX4+2lDM2txy4mNsXH3WpKOW6TQMg72F9XzwZSGb91aRY6liFmZpXswp38Rq69tXvxWV0+eO4rUv8lmxtZQls0d2eTslMY1WzAyexaL0+/npusH/PjvAe2vN6oI5E1P54SUzOr02o9JjGZUeywUnj8HV6mNHfg1b9lWTn1fINNW87182JZDVnMv5J+UwJjOejwpXYGAwJ30G2YldP4+uWAKfKwszZ7O1cidbKrdzyeJzUc/8Pq4PH8G36xMscck4518Uuo9hGHhzP6N11bOga6jJo4k97yco8ekUlDYQF5eBtakc/eAGHNM7lopurzGDmBmpU3A62gLUhmYPn20poWbLZ3zVCkX+FNyKk8UzRrBsnvk+t9vayjlbfWP57bq/Ud1aw4v7X+MHs79Na840DhW8DMDcjOkkRsWQmdr9+9UwDLw+nRaPn9Z2fzZW+1hb/wkZY5to2p0IFLNlcy6rfZNQRu7i8xKzc/WCjDl8e/qVgeYwSZwyehFfFK/ltQPv8PNFPwkdTOuGwertZfzv0wMduvZa0ZiQZH5fFdrGMSktkbREJ2mJUaQnOYmLtmNRFawWFYtF4am8TVR74LK5i5l39pxAVl3F49OobXRT1+ihtslNbeDvuiYPdY0eGlxefJpOWbWLsmoXm/ZWhfYh2mE1g72MOEamma+HgUFZfSOFZa3sL2rgQFENPwUUQ+fTdftoMcxAMDrKyrjMeMaOjGdspvknOd6BoijUP/UEBpCQmYXVqjIxK5FbvzaHospm3l51kPW7Kth6oJqtB6qZMS6Zi5eMDX0PabGJeAHcDWF9dhc3mSMPDL8VNBtXnTGR8xZld3qfxlntnLkwi6xxC/nrpk1Yos3Pylx3Oq9+uI+KGIULHOApP0BML49b2GyWZ2bHZfHIGzvZvK8KBfj6WRM598QcDM1P65a3AYiadyEZgfdkjbuu03MaMzKeu284gRc+3s+nm4r54Msi9hbW88NLZ4TKWYMdO5dlLyYzPq3D/asb3Ly5Mp9ZTVFMsDWQZmmkTEk3TwzVOoiaY6OqtYaXN6/hq3NO7nF9bySI7L0/zrS2muUNh6+1czgcNDSEn0JvT1UVkpIGbq3ScNK8Zy16QwVqVCwjTj4f9ThpaAKQMuMEvFun4S7chb7jXVIu+OExeVxN03ngv1v4fGspqgI3f20uZyzsegCsvyEfH5Dvz2DDnkrW763mvF6GHXdlZ141RZXNeH0aXp9GctJJjG16m5q1b/F5WRYev3nw4PVrVNW1UlDWcT2B3WZhxrgU5kxKY86kNMZkxqPrBv95cyfvrD5IydZ1zIkG59hZJKcm9v2HAhhGNNv2V/Hym1vZfsAM7BQFTp41kiuWTWT86L5vN/bUr1KU+xnZWiFnjTf4KE/nb//byk+/sYDF3Rwg90dDs4c1r73MxMI3UBWDUn8iI631XBm7gR9e/RWSxvScTXPXmAFe/NhpJPTxs+bEpBgWzhjJis1F/PddhQlaOameOjY8/QAjLr6FuVPS+3WQX13fylsr83l/bQGt7UrOgqKjrIwdmcD4UQmMC/yxWlRKqpoprmymuLKJ4spmKirr+Jp9HQBfuKfw2g4A88A/PsbO6fOzOOuEbHIy+1cmHTNpIuVbIEGv58JTu1+bFjR9Qhp/fWEzH3xZRFpyDF87a2AznT6/xsqtJbz5RT75JeZ3joLBtWnbwAuxs5aSNqV/Y0C+snQCb6w6yL6iehrcGmO6+JkZ8Vk0ooDmI97uxxqb2OfHaW718efnNrJ5TyUAV5wxkW+cOxWL2vPvUVISjB6ZyDknjKLsv2/iKTaotGZSoiVSsquCdbsqmDopikOJmwH42uwL+/Xdunj8fJ7c8RIVLVW4LI1kLVxGg9FCzUdP4l7/MnHpI4ibdTqG30f1+4/Rss2cpRoz5SRc87/J2zuq+WLrGqrrW1kaNZpLo8vZv+JdPt6dQvaIOPNPRlwoy7hk3AKSkmI4UFTP26vy+WJLCX5N55sxhWA1S9+fvPxskrppzJFEDD9d8l3u/OR+tlbuZF31l0TbzO/CcUnZjM3s/2fRZFcMa9/5hDq9nMXLzkRfsZM4ayPv1r+OxTDLdL824yK+Ou28Dp8D35p/KRsqtlDYVMKOhp0sHXsSew/V8u83drAv0PxpZGoMJ0zPICM5mtG+gzjW+LHEpfDHH3+jx8+U0sZyqndVYVFULp63mJhe1oi15/PrZilgjYuCskbySxooKG2ksKKRFo+fvUX17C2qBwyiFigoqsGdT6wGX9vPviXRTrTq5cyZSWRPnsTUMcmMTo9D7eL3V/e0UBfIviWPGdfhpFhSUgyzJo+guLKJlz/Zz4rNxezMr2Vnfi3Tx6Vw0ZJxTEk0TxaqnqZef5drGlp5dPlGSAV8Tv7v2wtZPKvn136SIwc2gcviRwPGzD2BUftiOFCXBA5oPLSXt5bv4dLTJ3b5eQBQ5DKzdTt26hTvq8JmVfl/V88PfQc2bnofvakaS2wSI5ZcRFLgx9Tib8UWA7H2zs/r1qvnc9KskTz00hYKypv4zeNf8v1LZ3L6/NGhAG9u9lSSEs371jd5ePmTfby3pgC/ppMRHc8EWwXfWpLMiGXnsmZ7KZ9tKmZ35WhsIw/yWdFKPvvMz6IZmZy+IIu5k9JCJ3giiQR4AygqynyTe73e0L8BPB4PTmf/ggtdN2hs7L6cQHTNMAyaVr4GgH36MhpcOrjCHwZ6tFgsKvHxTpqa3NjmX4a7cBdN2z5FmXYWlsTwSrz6y6/pPPL6DjbuqcKiKvzgkhnMm5BCXV3XPxfXQfMAY+T0ubABHntjB6OTnaF1b71pdHl55oO9fLmrY+tsG3Hclegg1ldP5ZYv2Owd2+F6BcjJiGP6uGRmjk1hQlYCdmvbGen6evP9cOXp40mKtZO69j0A3iuM46ySOuKiw8/U6obBln1VvL26gPxSM7C0qAonz8zgwpPHhM4Kdvcz6onFkkDstMU0567kkqQ9NE5byvpdFfzx2Q3cUDuNU+ccWZDX0OzhvXWFNG//mMuj1oIC25VpxJx1LdaDL+Iv2EzD2w+gX34PajfZNMPQcReb3Ue98Tn9ep4Ac8enMO0HS1nzmY2kA48zWdvHc888z0sjF3DlsgmMGxle6+lgWezaneWhssmEWDtjMuLJGRFLTkYcORlxpHXTSW3yqHgmj2o70GhZ9Rye7c1oziSSFn6Nc+s1mlt9zJmYyrxJaaHSnv4+b91uniH2VRfTUFOHrvb8uzdnXDLXnD2J5z7cx3Pv78Gi0GX2vK8aXV4+3VzMJ5uKaQhkvO1WlcWzMjkvrQTHhlKzQ+zcr/b7uarA/ElpbNhTyeuf7efa87pel6vEJGK46qgrLsQ6wtanxyitdvHA/7ZRUduC3arynYumsWh6Bo0N4X0HGpqP5ncfwF+8F8URzfiLf8Q9/kTeX1fIutwKDng3YcXA1pJO7nYv8TOawl4PGfzs9rfCtJRJbK/axWf713PR+LNh4uk4qirwbH2PqnceweXy4Mn9FK0iD0NRODjiDF7eO4HSNetC24uyWzhgm4JmbGKUUknZ/r1s3mNmZpSoZqJmVYKu8va7zbziXsGB4raTxONHxjFHqwQfTD7xZNC0Hl/XJCWVyyddyIt73uDZra+RGWuuQ5qaNLnfvw8ANqIYGZtBaXM5uYabFJuFT8d4sVhrMDQL/vxZ1NpHUz2i+bCfs8p5Y87gtf3v8uyW11n9uc66HdWhn8slp4zj7BOyQvdxfb4cL2DJnh36/O/O5wc3ADA5eSJel4G3j9/7TqvK7IlpjB0Ry6kzzVLkUFl4RVtZ+EHdCqoPq93P2BEJTBidyKSsBKI3fACNFVw8PwXbKPPzoaGb319/VQFglnY2tgKtnfc1xqZy7bmTueDEbN5ZW8DKbaXk5teQm1/DSEsddyRAU001n315iMnZiV1mnYoqm/nLf7fQEFWDPRXGp2UwLSuh19feMCzYVCs+3U+91cLMRYuYuTSW7Xuy0T/7kAS1lU2b9/LppmJmjU/hvEU5TBuTFPps9mk+CurMZSAlBVZinDZuuWI2k7PbHrthnZm9s8+9kIZm82RenD2WJm8zeWXFZHczGH3yqHju/c6JPPpmLrsP1fHgS1v5LDcXd7SHKIuDWD2B4rJ6lq89xAdfFoWaZk3NSWJ21jTYtR+7q5IYp40Tp6azYFIq+ZWZ/GnrX7DE1+F21PHFVp0vtpYQH2Nn8cxMLjttXIfs+GCJj3eGFXBKgDeAgqWZlZWVZGe3ZUUqKyuZMqX/TSr8/s7126Jn/tLd5toiiw3LtDOPu5+hpumQNh5L9my0wm20rHsV55k3HrXH8/g0Hnl9Jzvya7BaFG68ZCZzJqZ2+3PRm2vM+TyKwrwlJzGjZh8782v5x2s7uPPbC3D08iG3cU8lz364l6YWH6qiMHNcMlEOKzaLis2mUtK4iMm1n3NZ6j4mTDoTm82CzaoSE2VjUlZCpyCtu/08bUoczRvMM8WflSez5okN/OSKWb12H/NrOl/uruC9dYWUVptfNHaryimzR3LuCdmkJET1+LjhSjz5UppzV+LP38gNV3wVh03li21l/OedXbhafZy1sO+TfuqbPby/vpAVW0pYZMnl8hjzgKZ+1BJOOu96VFXFyL4BV00RemMVzR8/ivOcm7tsMKTVl2J4XGCxYSSOPqLna1EVTjljCU2xVbDtTa6IWc+fCtO464k6FkxJ56unjgutn2ov2Axm+fpCtue1NeeYnJXIuSdmM3N8Sqf1appmQJf9S9vdpuIAnu0fARC79DoWZ3U8kYAxAJ+tziSUmGQMVy2esjyUEb1n5JbNG02jy8tbqwt4ZvkeHDaVRdP6N5evuKqZjzYUsTa3Ar9mPpfEWDtnz0llcVIVlqL30DaZJ2rsc7+C7ohHP4LnfNqckWzYU8nqHWVcduq4Lg8mldgUDFcdvoYqSBnbxVa6tu1ANf9+O5dWj0ZKvIObvjqLnIy4sF8jQ9dwf/yI2VnS6sB57m2QOJrRwHcunMYZJ6byl+0fYADNh8bw2M5dvPzZAc5akMX8yWmkJjrDWhepaTpzUmeyvWoXm8u3c16OWWZuW3g5WnMd/gNrafn0MQDcOHii4RT21owEWrBaVGZPSOHEqSOYNT4Fu81C0/u5ULiF6ybX8qVzJqU1LgopQAO0xhRyD7SdeFo4NZ0z5o9mjL2OltdcYIuC1HFh/YyWZJ7Enpo8tlbtoLjJLHecnjzliN8DM1KmUtpczid1e6kenYTbopBoTyC17hR21Pl5a9VBtuyr4jsXTuvQLOTkESfx/oGVNPka2Vi7FpjIksBBdEKsI/T+NAwDX8FW82eQNbvX/d1cbs4znZ06/Yiem6bpHe4/MiWGkSkxnDjNDI5/s+Z9qt21/PTqGUxKaZuz15KbgNZYgd9Vj9LL4/tqzNdBTcjodV+T4hx88+zJXHjSGD7aUMS2vGqaas2qMZvfxd9e2gyKhTGZcUzNSWJKThITRiWwv6ieR97YidurkZjhxwOMSuj+u/9wKZZoyvVG6pIz0G0xoBnMmJiJa3sWek0hy3J8vHEItufVsD2vhuwRsZx7QjYLpqSztmAvmqFh+GwkO5O47co5ZKbEhB5bb6pCry835+yOPzl0eUpUMk3eZiqaaxgZ3f2J0PhoO//va3NYvv4Qr39xkNyKPOxjIdWewdurCli+rjDUdGhsZhxfPW0803KS8B8ycO8Crd5cVhV8rbOT01iYMYcvyzcz56QGUuqms353BY0uL8vXHSIrLabb9cfHIwnwBtCUKVOIjY1l/fr1oQCvsbGRXbt2cc011wzy3g0v3q3vAmCbfMqgdakMh2PhZbQUbsOf/yVa9QVYUgd2XmJ1fSufbS1h9/bdjNULSLJN5PqvnsD0sT030wjOlFNTx2BxRPOdC6bxmye+pKTaxYuf7Ofb53Z9wqLR5eW5j/axMVBeNTothusvmMqYjI6vgeEeRfML64h1V3DmqAasWf0rG9OKdqBgoCWMxqYlU1nfyn3PbOLGS2cwbUzn5+j1aazcXsb76wupaTQ7oDkdVpbNG8VZC7J6bL3cH/b0HGw5c/Ad2op/+3K+fe51OB1WPviyiP9+sp8Wj5+vLB4TVhljXZOH99Yd4vOtpfg1nWVRO7k42iw3s806j9EnXtm22N8Rg/OsH9Hy5m/RCrfi3fY+ji5mQOoVZiczS9pYFMvAfB3ELryY1sq9OMr28KO0ddxXcQYb91SyeW8Vp87O5CtLxpIY60DXDTbvq2L5+kMcLDPXzSmYXdXOPTGnU0OBvjA0H+4vngAMrBMX9/v3KxzWjAn48r7EX34AWxgBHsDFS8bS3Orj080lPP7ObqIdtrDXZuq6wba8aj7ZVMyugrrQ5RMzorh4bBM57p3oe7eDZpZVgTkY2j7zrL4+tU6m5iSRkRxNeW0Lj7yxk8tOG9fpva3GpqJXHAi70Up9s4cPvizkwy/NhiGTRidw46Uz+/ReNAwd9+eP4y/YBKoV5zk/wTKiY8ns5vr1GIrO2Lgcps1fyEcbi6hv9vLyijxeXpGH3aYyKjWGUWmxjE6NYVR6LKPTYomPtnV6f85MnYpFsVDqKmflnn24m52U17ZQWT2fM/RCxqsllPoT+U/z6dQacUwfm8yiaSOYOzGN6KiO7zPntNNoLdxCRv12vn7BdSgWK3/c8AWFTXD2pIUkj5uIz6ezcGo6iYEOt54tKwGwjpwa9qxWRVG4ZurlFDWVUOOuJc4eS1ZceMOxezIzdRofHvqM4pYKsKiMafXyvdlXk5Aylg0TK3n2g70UVTZzz1MbuOSUsZx7YjY78mp58dP91DEOx8St2DILuPHU85mT0/mEl15TiOGqBasdy8ipPe5LnbueQ01FKCgdOiceDU6bE9zgNTwdLleiwh92HpzFpgQ6O4YjKc7BlcsmcOWyCdQ3tmK8+AqqYjAmEfLrDfJLG8kvbeTdtYewWhR03axUmZKdSMokJ5urzBEJ4UrxG5QDtckd99GSNg69ppCzx/o58dyT+GhDESu3l1JY0cy/397FK5/n4YrZj5oFDn8qd35zgRm4t+Mv2QWAmj6uQ1ffVGcyBY2F1Lhre90/VVW44KQxTMlJ4qH1O/EDBw9Y2V9iLj0YlRrDpaeOY+7E1ND7WE0wgzStvjzUgTloWdapfFm+mX1Ne7j7lIu5ctkEdh6spazaxdxJHdf0He8kwBtAdruda665hvvvv5/k5GRGjRrFn//8ZzIyMjjrrCP/chXh0aoPme2jFQX7rON7aKUlJRvr+EX489bh2fAq0efddsTbNAyDXYfq+HRTMdsOVHGKfTc3RW/GpuhcFJVHXOxkoLcAz5x5Ywl0Q4yPsfPdi6bxlxe38vnWUqaNSWbhlI5Dkr/cXcFzH+6judXM2l1wUg4XLR7TZQmUEhWLbepSfDs+wLv1vX4fgPsD4xGc4+Zy54ULePi1HRwoaeCB/23jmrMncdoc8wCm1ePnsy0lfPhlIY0tPvM5Rds4a2EWp88d3emgayBFzbsI36Gt+Pavxj7/Eq48fQLRUTZe/yKfN1cdpMXt56ozzINRl9tvtoQONACoaTTbQ9c0ujlU3hRoLmLw9fR9LPKbwZ193lewz7+000GoJXUMjpOvwbPyKbwbXsEyYnyn7pZaxX7ztiN6Xz8WLkVViTr9e7he/RXJnnJ+d2IFz1XPZHteDSu2lrImt5yTp2ewq6COyvrAGWirypKZmZx9QhYjksJfM9Md75Z30OtKUZzxR71LbTDA08r3YwuziauiKFx91iRcbj/rd1XwyOs7+OlVc5kwuvtSVpfbx8ptZXy6uZjqBvPkhE3RuDCniUUxRURV5cJeL8Hz8mpCBtbxJ2IdfwKWpCM/kA/u9yWnjOXRt3LJPVhL7sFaZo1P4SuLx4YC8tCohKaeRyWU17bw/vpDrNlZHmqas3TuKK4+c2KfxkgYhoFn9XP4968BRcV55o86dfZr9rpYVWKWR5437kymp+Rw9sIs1uVWsGJrCYUVzXh9OgfLmkInG4JinTZGp8WQNSKOxPgoCkobKKt24UtORk2o4tn1n+Mva+sEuYelTLBWQPp4zj0xiwVT0knoIVi1jJ6JEp2I0VKPv3ArTZnjKWwqMWf0TVpAnL1zSbxWvCNw377NeHNanXxn5jU8ufMFFo86cUA6BY6JzyLRkUC9p4GFboWLS+qJaWmCFFg4JZ1JWYk8vXwPWw9U8+rn+Xy8sTjUQCU+JoskWxWVvhK2Nq9iDp3fq6Hh5qOm99p1eVtgbuC4hBzi7Ud3LI3T0sssvNamTvc5XHAWm5oYfoDXXmK8k2ZnPEZrAz+/fCL1thHsKawLjQ4JNpI6eUYG1543hYe3fQlAsiMx7MdIdjVBNNTGdKyKUdPHwp4VaFUHST/RyTfOmsTFS8by2ZYSPtlUTG2jB1tqHSpw+uRpnYI7AK3EHJ5++Ps1Jco8Pqlu7T3ACxo/MoHEES1Uu0FvTiQtMYpLlozjxGkjOq1/VOPTzEX2Pjdacz3Q9nuVFTeSSUkT2Fd3gBVFq/nqxAuZMyGVORPCH6dyvJAAb4DdfPPN+P1+7rzzTtxuNwsXLuTxxx+XIefHkHeb2TnTOu4E1Pj0Xm49+BwLLjUzeEXb8Zft7XeL+VaPnzU7y/l0czFlNS0kqc38MHYNk2yBgZ62KCzuelreuo+oU67DNmlxt9vyl5oZvPbzmaaNSeb8k3J4d+0hnlq+h7EZcaQmOs2s3Yd72RjoODY6LZYbLpja69w3+8xz8OV+jFa2B60yD0t653bZPTF0DX/gQMeaPRtHjJ2ffX0OTy7fw7rcCp5+fy+l1S047CqfbCoJNetIiY/i3BOzOWVW5jGpp7dmTsSSORmtbC/eHR8QddLXuejkMUQ7rDz/0T4+2ljE5n2VNLX6umyn3d6kUfF8M2MP8QfXA2BfeBmOuRd1e3vblNPQyvfh378G98ePEH3Z3ajRiaHrtYoDAKgDGOABqLHJRJ16Pe6P/o5j/8fcdP5c8k6cyysr8sgrbWRFoINrTJSVZfNGc8b80QOWPdVqi/BufQcAx8nXoESFt2a0v6wZZgt7f8WBDi3Te6MqCjdcMJUWt58d+TX87eVt3PGNeZ1mXpVUNfPJpmLW5JaHfj8Sowyuz9xFtisXpdENgWSBEpeGLRDUqclZR6VL5wlTR5CVHss7aw6xbld5qDRrxrhkvrJ4LNmBUQl6c9cZvPzSRpavO8TmfVWhItsJoxI4/6Scfh1EeTe8gm/Xp4BC1OnfxTpmbqfbfFa0Eq/uIztuFNOSJwFgtagsmZXJklmZaLpOZV0rxVUus1FP4O/KulaaW33sKaxnT6D5R5DFGIE9oYqo9Eomxp5IRkq0OaYjOYaMlGhineGtP1RUC7ZJi/FufRff3pVss5oBw/jEMV0Gd4a3NfS+tWbN7MNPypQdN5rfnHR7n+/XHVVRuWnOd6hprWXc5g/RqDAzU4FkXEKMnR9fNpM1O8t54eP9NLi8WFSFsxdmceHJY6jyjOVPG//OhootLM1azJj4jk2//IVbAbD0MtwcYGuV+X3Q3dzAgRSahad1F+CFn8ELZpT6Q4lOwGhtwGhpICU7h8UzM1k805w3V1nfSkOzl4mjE1AUhVp3PQBJUeF1g9ZddaQ0N0F0HDWHfVVa0s2yVK3qIIauo6gqsU4bF508hnNPyGL9rkreqlmLy4AJSWM6bdswDLRSM4NnGdUx25riNPevpg8BXrPXRbXbPKn0qyvOZFRSUrcnihSLDSU2FaOpCl9tKcR33L8zsk5hX90BVpd+yXljzwy91pFGArwBZrFY+NnPfsbPfvazwd6VYUlvrMKfHzj4nd25JO14pCaMwDb5VHx7VuDd8CqWi37epwOz0moXn24uZvXOcjxeDTBYFH2Iy53rsRkesNpxLLoK2/gTaf3s32iF23CveAyt6iCOk67qVOKju+owGitAUbBkTOpw3cVLxrKnsI68kkYefSuXM+aP5oWP99Pc6sOimlm7C0/uOmvX6XnHJmOdcDL+fSvxbn0P59k/Dvs5QyA48baiRMWhpplfNjarhe9eOI2M5GjeWHmQjzYWhW6fmRLN+YtyOHHaiGM6aBrAPucCWsv24tu9Asfci1CiYjlj/mii7BaefG8PNY1tZT7xMXZS4h0kx0eREh9Fcpz574wkJ6n57+Db8TEAjkVX9ZqhVhSFqCXfpqX6EHpdCe5PH8V5/k9RVAuGx4VeZwZaA5nBC7KNnY82dSm+3Stwr3iMiZfdwy++OZ8t+6vZtLeSsZnxnDJrJA77wAXZhq7j/vxJ0DWsOXOxjls4YNvujiU1B8Viw3A3YzRUoCSGf7BmtajceOkM/vLSVg4UN/DXl7by82vmkZrg5P+3d99xctXl/sA/55zps72nJ5ve25IiECC0YOiKoBRRuPATCypyVUAEuQqKcBGRC+JVc9GrXhCjKIKglIgBkpAQAul9s8n2Pv2c7++PM+fsbnZmd9pO28/79eLFZsrZ7+zZ2Zlnnuf7PO/ta8ErW+qx83BfGeb4ygKsnWvH3CO/g+jQz51UUA5L7SmwTl0OuSK2ct9kjSl3498umoOLT52MP288hI07Gs0Of+eP78RHAYh+w86FEHj/QBtefPvwgEBp0bQKrFk+MeH5kP6tfzbL8e2nfxrWaYPn+3lDXrNd//mTVkf8+SiyjDHlbowpdw+oTPAHVRxv7UV9Uy8aWnshyTJKC6yoKnGiqGgBHnr/Q6j2Tlx1xrhB87biYZ15OgLb/gL16HZsK9cDw4XRhpsf3wVoKqTCyqz5AHOMuxpj3NXwF78PFVvNzJRBkiScOn8MZk8qxTs7m7B4egWqw/txJ9rHY1nNErx9Ygt+v/d5fHXJLeY50nrboTUfBDD8jNPuQA/2dei3jfazSyWnRS8pHDzsPLYSTSFEXwYvyQAPrYOHnUuShOpSl1kRoQkN7eEh57GWaKoNO1EWbk7SHL6vQS4ZB1jsQNAHreM4lLK+KgGrRcGi2UX4zQZ9TZOKIpTettfrPyOLbdCHuxUO/bkUS4mm4WCX3h252lWJSRXDPxflkhqo3c0Ith0fFODNKZ+JalcVGj1N2NjwDlZPXBXzOrIJAzzKK4H3XwSEgDJ+Xsr3s40k29JLENz7JtQTe6Ae3R7zwO7/eWk3Xtt6zPz3lDIZ15ZuRnn7DkDote3Os24yX0Cc59+KwJY/IvDuHxH84BVobUfhOOfzA/YpGuWZcvmkQcN3LYqMmy+ai2//YhP2N3Rhf/gTuFizdoMe98ILENqzAaFD70LtaIASx1wqNVyeqYyfB0nuC9gkScLFp05BTZkL617chZoyN9aunIRF0yvSNlz6ZMr4+ZDLJ0FrPYzAjpdhr7sMAHDq/DGYMaEEzR1elBfrwZzVMjjgEUKD/81fhTMVgP3Ua2CbO3iGYCSS1Q7nuV9A7x/uhdqwE4HNf4B92cehNun776SiqhHbp2pf+Umox/dA62iA7/Wfw3n+rVgyoxJLRmgvQ3DHy9CaDwA2J+ynXZeWYEdSLLCNmQp//S6oTfsgxxHgAYDdquDLH1+AB369FfXNPXjwN1shSZJZhilJwJLplTinbjxqQ/vge/2/III+SK4SOM64Acr4uREb6KRDdZkLN6ydg4s+Mhl/2aiXW25rEPhoCeBra8KRQ23o6A3gr28dQX1zDwC9WciKOdVYs3wixlUmnl0NfPAKApueBQDYV1wJ2+wzI97u9fqN8IZ8qHFXx70vy25VMLmmCJNrimCxyCgtdaO9vddsBjGjdCp2te/Ftub3ce6kyN8/FnJxDZSaGehs2ov93Xqb94UVkdcaOqo3zUkkezfSpGK91NDITJ2sLFw9cbKLp67B1qbtONB5GO82vYel1YsA9JXgy5W1AyoPInm/ZScEBCYUjEW5c+gtCKng7DfsvD8zg+cbukRT+LqBgN5dM5lA3Rx2flKAd7KuQDc0oUGWZBTbY/t7rzbsRHlQr3xp9baa9wf0UnylcjLU47uhNR8YEOABwOEu/cPVKmcF3NbBZfdqfTh7N2bmoP3fxvlr9bYN+J5DORgeqD6lKLb3fXJxDdSj7yPY1gB58knXSTLOnnA6/nf37/Fq/Zs4Y/ypUOTMd8+MV+4NdiCKQvN2IbhL33yeK9k7g+wuhXXu2QAA/6bfQ4jhO1w1tnvw2tZjkAAsnl6Bu86x4yuu9XpwJymw1V0G18V3Dvh0UJJk2Osug+O8LwJWB9Tju+F57h6o4U9JAUBtCO+/61ee2V9FiROfCbdIV2QJF586GXdfXxd3cAcASulYWCYtBiAQDJfWxsp48Y8WDC+bXY0ff3kVvvXpOiyZUZmx4A7Qg07borUA9DemItj3pqCyxIk5k8tQXeqKEtwJ+P/5tFmGZl/1mZiDO4NcMgaOVZ/Rv/+2PyN0ZBtUo8FKnKWx8ZAsdjjO/n+AbIF6ZBuCH/x9xL6X1tUE/6bfAwDsy6+E7I5xKH0KOMbrZdXqiX0J3d/lsOKrVy5EZYkDrV1+tHT64HZYcMGKifj+/1uJWy6djUkNL8H3yk+AoA/KmJlwXX4PLBPmZyy466+q1IXPfHQ2vnfTCsydp5es2hDAY797G089/yHqm3tgtyo475QJ+P7/W4kbLpyTVHAX3PNP+N/8lf59llwM24ILIt7Orwbw6lH9NeH8SWelZM9Zf4ur9CBra9P7SR/LOvN07HTbIQBMKBgXNUgJHdMDvHj336WDXDR0gBdNib3YDJDX7/8rgqq+T9rcfxdDeeZ74fLMhZXpCXwd0QI8hx48acNk8MwGKwXlw+4tHIrs0gM84Rk6wDPKM0vsxTE/D0INu1AS0iBDQlALodM/8DEZlTNq04FB9z0UDvAmFQ0O6PVj6wGeZeycQdeVhtcYEiq6AsPvZQSAg516Bm9KceTvdzI5/GFEsK0h4vWn1CxBgdWNNl+7OZMy12T+lYEoBYSmIbj9RUANQK6cMmy3rWxkW7QWsDqgtR5B6MCmYW+/44BevjB3ghv/Vr0Nle8+BeHpgFwyBq5L74J9ySWQonzqZJ28FK5L74ZUXAPR2wbPn76L4J5/AgBC4QyeZUz00R51s6pwx7VL8R83Lselp9cmVfJoBD7Bvf+C1hNbSYbW3QKt/RggSbAM8UYnk0HdySxT6vRPuP29CO58Leb7BTY/h+DOV2HsMbLNOiOh72+duhzWcGDoffUphA7pTVqU8B6ykaKUT4R9xZUAAP/bv4XadnSYe8RPCAHfG78A1ACUsbNhTfBnlCjHuHCA15RYgAcAJQV23H7VYqxaOBbXXzALD33+VFxx5jSUWf3w/vkH+t83ANYFa+Bc++/DZjQyobLEiWs+Oh/CrgdvFRYPCl1WXLaqFg/e8hFcdfZ0lEUZyB2r4IFN8L3+3wAA67xzYVt6WdTbvtnwNnqCvahwlGFpVYwdcOKwsHIeJEg43H0Urd724e8wBEvtMnxQqJf9zXdGbrqhdTVDdDYCkgJLFr7GGW+aRU8LhBqK677nTDwDJfZitPna8Y+jGyBCAajhLovDBXjekA+72vSGUQtHuHumoS+D5x1weax78EQKyjP17xdbgNfu038/S2NssKJ1t0B06wPjy8N79pq9Axsn9e3DixTg6Rm1ycWDyzOFFjI7dSvjBgd4iqyY64yl0YqqqTjUrb+u1BZPHvb2QN/PPdh2POL1NsWKVeP0ku+/H31jULfNXMAAj3KSCHgRqt8B/+Y/wPOXB9Gz7hYE3tMHXtsWfjQtpVmpJjsKzU+i/Zufg9DUIW+/d38D5ljrcXXwd2bpnnXeuXBdfi+UyuHnTymlY+G+7G4oExcCagi+134G72tP6W8gIA37xn/auGJzH0UylOpperdOTUVgx99iuo+RvVOqp494E41UkWTZzCwHtr8IEf6UeiiBHS8jsFUfBGs/7TpYp38kqTXYV1wFuaoW8PdCCwdaI7H/7mTWuedAmbBA/z37+xMQoUBKjx/avQFqw05AscFx+vVpf/7bx+t7VbW2YxCB2IZyR1JR4sT1F8zCqoVjYbMqCB3fDc/vvw31xB7A6oDj3C/AseKqqB/cZAulSC/BveOyyXj4C6fioo9MjrnpyFBC9R/A948nACFgnXk67Cs/GfVcB7UQXjn8OgDgvElnjUiJVaGtANNK9L+1RoOPRPkkgb3h+Z9zWiI3qDGaSinVUwe0lc8WkqtE35clBER3c1z3tSk2XDJVf/176fA/0H54C6AGILnLIJcNPS/0g9ZdCAkVVa4KjHEn1pEyXsYevJO7aJrl7gHPkEFuX4OV5NYrGRm8YUo0jQxeWYwNVtQGvcOlXFWLCpfe/KglSoCntdYP+Jve7uvAvnY96JsSIYOnNh0Egj59/3x55HPbv0xzOA29jQioATgUB2rcsZW79gV4J6B2Rf5dXTX+I7DIFhzuOooD4QxhLmGAR1lPCAGtqwnBPW/Ct2Edep/9Fnp+eQu8L/wQgXf/CPXYB0DQB1gdsM5ZDcvkpZlecsJs88+D5CiE6Gw0M2oAoHk6ETq6Hf6tz8P78mPo+c3XcHXH47i58B9wBdogucvg/OjtcHzk6rjKPSSbC87zb4VtySUAgNCeNwEAcsVESPahh4Wnkm1hOIu38zX4t/0ZwQOboLYdhQj5I94+dHQ7AECZOHLzzUaCdfpHzJbowb3/GvK2wX1vwf+vXwMAbHWXwzbnrKS/v6RY4Dzn84Bxbq0OyKXjkz7usN9XkuA480ZIziJo7cfgf+u3SR9TCA2hI9vhefER+Db8AgBgP+WypN8wJcJSUKq33oaIWK4ULyEEAttfhPfP34fwdkIuHQ/3ZffAOqUu+cWmgRzupCn1tkKRU/M2QwgB35tP6w10ak+B/fTPDFme+tbxzegMdKHEXoxlY0buNWFxlf43KNkyzQ9bd0GFQEUghPKD2yEC3kG3Uev1MQDZWJ4J6M9z2dyHd2KYWw9WV70Ik4omwK8G8OcjrwLQs3fDfWDzXriEblHl/LR9uGNk8DwnBXiwu4Dw7+VQ+/D6GqwkGeDFmMHrC/BKYjpuKBzgWcbMQqVTD/BOzuBJ7jL9+wsVWktfAPT7fX9GQAuitngyJhYOfn1Rj4V/j8fOjvocrggHoi0xNFoxyjMnF02IufxUKiiDXDYe0ELo/sN/QG0/Nug2hbYCLKteAkDP4uUaNlmhrCUCHgQ++AeCH/4dondw+YtUWKlnf2qmQ6meBrl0/IBmG7lIsjlhW3wh/Bt/g8Cm5xA69G540Gvk8p82UYiqOXVwLPt4wgGZsS9PrpgE36s/1ff4pLn8R5kwH3L5BGitRxF459mB63OXQS6uNv+Tiqr65ufE2IwmW0iKFbYFa+B/67cIvPcCrDNOj/g7Gzr6PnyvPgVAz37ZhhiFEC+5oBzO1TfD+7dH9TdPaXrOyM4iOM66Cd4XfqhnnIUGZcJ8WMbMiut3V/N1I7hrA4I7Xx2QJbDULoN13nkjsfSYWKqnIdDVDLVx/5Blw8MRAa8+tPvgZv2401bAcfpnIFkHz5HKVpI5KmHoWXjxUE/s0cvaLHY4Vn12yN9bVVPx8uHXAOilf9YYh4EnYmHlXDyz54842HUY7b4OlMYxRLo/Y4bbvJAVUiiA4P63BzSOEVrIHAydzO/XSJOLq6G1Hol7Hx6gN7f4+PSL8NCWx/GO1o7aAjsWjp+DoYp6g2oQO1r1bQXpGI9gcFv1DN7Je8QkSdY/pPV26mWaUfYCp2JEAgBILmPP3zAlmv5wiWYMv5/6CANjL/5sVAo9yBoU4EkSlKpahA5vhdp8AErNdOxq24utTdshQcKVMy6NGHAbpbeRyjMN8WTwjA6aU4pjb6wnSTIKL7odnhd+iGDzUXj+9D24LrjNzEoaVk88Hf86/g62N3+AJk8Lqly5Mw+PAR5lHeHrQWDH3xDY8TJgfIopWyBXTtYDuvB/2bgHJRWss89CYPtLEL1tZqdIQIJcUgO5YhKUiknYUG/Bc++HsGjOJPzb6dH/SMb1fScvgXLZtxHc/zasc1an5JixkiQJznO/iODejdA6T0DrbITW1Qj4e/WfQ2+bWTJi3sddlpbsU6pZZ58J/9bnITobETq4GdapywZcrzbth/flxwChwjJ1Bewf+VTKP5W2TFiAgmt+BFjTW+ZlGT8P1gUXILj9rwjufC28F1HSf6/HzoZl3GwoNTMHBTNCCGiN+xD48B/6/lQtXPpkc8I643TY5pwFuWRMWh/LyZSa6cDejebw+ERong54n39A/3RfVmBf+SlY50Ru7Z/NjGHnojtyqWEigrv1T9CtU5cNW574QesutPraUGB149Sxy4a8bbJK7MWoLZ6E/Z2HsK15B86acFrcx9CDFP3v26KaxUDDiwju3jAgwFObDgBBLyR7AeSKySlafeol2mjFUFs8GUuKp+Hdzn34TU0xfnvgGUxofhPTSmoxvaQW00qmwNWvK+Ou9r0IqAGU2IsjZotGyrgCveNzi7cVPcFeFFj7PqSSwsPHo+3DE0JLWYAnhzN4CHghQoGoFTzxlGiKriaI3jZAVqDUTENlh96Qq8Uz+PksV04BDm+F2nQQIS2E/9vzRwDAqvErMb5wcFdsEfSZDb5OHnDeX0V42HksoxL6GqzE1zlddpdi7DX3of7X34HadACev/wAzvO+NGBdY9zVmFc+Cztad+FIdz0DPKJEaJ4OBLa/iOCHrwLh0jy5ZCxsi9bCUntKUp2mcolkscF5zi0I7t0IuWSM/ua3fAIka9/nmBs2vwOv6MG82tS2g5ZLxsC+9NKUHjPm711UBfvSSwZcJnw9fQGf+f9GCE87bAsvyLk3vgAgWR2wzT0HgXf/iMC2P+u/2+HHobY3wPvX/wRCfijj5+lljSPUJTGdJbj92Zd/ApYxMxA6ugNqw4fQOo5DazkEreUQgtv/CkgKlOqpUMbOhjJ2FrSOEwju/Ae01r7mLHLFZNjmrIZl2nJIluzIbFlq9L2MatN+CKEldN6C7/8NWucJveT6nFvSsj9yJMgF+pugVGXwRMBrNp6yzhx+JlVDr/7meW75LNiUkX/dWFy1APs7D2Fr0/sJBXi72/fBHw5SpsxeA+/Wl6E17YfafgxKqd5+Xq0Pd88cNyerK1XMEs2uxAI8ALhcVMDesR17i4vQIoVwpPsYjnQfwz+OboAECeMKxmB6qR7wbW7cBiDc8CaNrwduqwvVrko0eppxqPMI5lX0Vb0M12hF9LYDagCQFEiFSQYMNhegWAA1BOHthFQYeQRNPCWaRnmmUj0NksWOSqeekW/2tkIIMeDn3L/Ryj+P/hONniYUWN24cMr5EY+tHt8DCBVSYcWQ4yGMDN5wTVa6Az1mZnFKhHl7w1FchSi85BvofuERqMc+hPevD8Nxzudg7bfV59o5V+KDll1YnKYOranCAI8yTutuRuC9v+qf0IY3Jcvlk2BbfCEsU5ZmRRvwdDOylJF09gZwpEmfKTV38sjP+8kkyVEAxRH9Z5GrbPPORWD7i9Baj0Ctfx+WCQug9bTC+8IPIfw9kCtr4Tz3C4PmA+UDSZL0IeSTFgPQhxmrDTuhNuxE6NiHED2t+jzIE3uAd//Yd0fFCsvUFbDNOWtQGU02UMonABYbEPBCaz8+aC5ULIy9pfblV+T077xUqL8hFCkK8IL73wZCAf0Drxh+Lq3hN3wVaZiHBuilgc/u/RMOdB5Cp78r5jljBmMP2YKKubC4S2CZtBChQ+8iuHsDlBVXAcju+Xf9GRkprSP+PXgGe8sRXNLSA/v0i+CZsQL72g9gT8cB7Os4gEZPM+p7GlDf04BXj/btU09neaZhctFENHqacbDr5AAvPOzcFznAM0ckFFUm3TBJkiRIzmKInlZ9H16EAM8b8pndPkvtxcMe06iWUcKdtMsdZZAgwaf60RPsRaGtr7GZ0dCto7cFLxx8GQBw6bS1cEWpDgmF998Nlb0D+gK8Tn8Xglooapm1kb2rcVUNyOzGQ7I64FzzFfj+/gRCh7bA9/JjwKrPwjrzdABAgdWN5SO4j3ek5N+7B8oZWsdx+Lf9BaG9GwGhd4xUqqfDtvgiKBPSt1k613xwUH/zMqm6EEXu0ZHVzDeSowDW2Wci+P5LCGz7C5TKWnhfeAiitw1ycQ2cF3xlQMY2n8nuUsjTPwLr9I9AhLvvhRp2Qj22E+rxXZBsLlhnnQHrjFOzumOqJCtQKmuhHtcHnscb4Gk9bdDa6gFIWdtEI1ZGkxXh64YI+pPePxjcFS7PnLkqpteFlnBL+HJHegK8UkcJphRNxMGuI3iveQdWjY+9262qqdjeou9JMoIU68zTETr0LkJ73oRY9nEg4IMWnlWa7b8bxrBz0ds2ZMlgNEIIaOG2+0rVVJTYi1FXsxh1NfoHQp3+buzr2I+9HQext+MATvQ2otpViakxtsdPpSnFk/D2iS1mkGEwZuEJb+QmK6lqsGJ+P5ce4GneTkQKF9vD2TuXxWnO74tG338XDvDCe/GtihUl9mK0+zvQ7G0dEOBJdjfk4hq84PAgoAUxpWgSltcsiXp8NTz/Tokw/66/QmsBbLIVAS2Idl87qlyRM5MHw+MY4i3PPJmkWOE45xb4N/wSwd0b4Hv9vyH8HtgWRM5E5gIGeJQRge0vwv/W7wDos0WUcXP1wG7MTAZ2wzDm36W6PJPSyzb/fAQ/eAXq8d3o/eN9EJ2NkNylcK69HbIj/qHx+UCSJEhFVbAVVQFpnmWXCkr1ND3AO7Ev7vUbLfDlqik5f/4luxuwOfVsZk+LWWaYCLWtXn/DLymwzDg1pvv0ZfDKE/6+8VpUNR8Hu45ga9P7cQV4BzoPoSfYC7fFZY5cUCYs0LMy3k59JIyqAhCQS8dBjtK0I1tIjsK+c9/VBKUsvn1xoqdFL22UFcjlg1vsF9sLsbR6EZZWLwIA9AY9sMnWERmDMZzacFBxqOsINKGZHRyNEs1ow85Ttf/OIDuLoSF6J8228Acesey/0zqO6z9/xQqleqp5eaWzHO3+DrR4W83HbThQWYP30AAJwJUzL43ayVLzdpml9kM1WAH014JyZxmO9zaixdsWPcCLc8D5kN9TVmBf9VnA7kZw+4vwv/UbCH8PbHWX5+T70tFX+0ZZIbjnTQACyvh5cF16N1xrb4dl7KycfBKlkyYEdhwMB3hTGODlMrmgDNbp+htW0dkI2N1wfvRrZvaDco9RVqklMPBcPaKXZ1om5Nboj2iMfXiiO7kyTSN7Z5m0qG/G2BBUTTX3G6WrRBOAuT9nb8cBdAd6Yr7ftnB55ryK2WaQIskKrOFgNrjrDajG/Lssz94BxqiEcJlmAo1WjDEjcvnEmLJ/bqsLViX5GYuJGOOuhkOxw68GcLy377GaJZpRA7zUDDk3v585Cy/y92v3dwCIrYOmmWGrmQ6p38/V+LCk+aRGK6qm4g+KHliuUF2YUBj9wxxztl7ZhJiey+XDNFpRNRWHu/SAcUpRchk8gyRJsC+/ErZTPgYACGx9Hv43n4YQWkqOn04M8CjtjLl2AOD4yDVZuZ8mWx1p7EaPNwiHTcHUccPX0lN2sy36KCArgMUG15qvJJXpoMyTw594ax3HIXyxv8kf0AI/TwK8vlEJiXfSFGoQwb36bE7rrOGbqwB6MwkBAatsQZEtfZnQcmcZJhaOh4Aw99QNRwhhjkc4eQ+Zsf9HPbodocPbAGT3eIT+kumkaQR4xt6ubCZLMiaFG3v0H4RtBC/R5uClvERzmFl48TRYMccjhPffGSpdRqOVgcHWa/VvolHthVvVcN4JvQlL1GMb8++Gyd4ZKsxRCZHHRB3rPY6AFoTTEvuA81hIkgT74otgP+06ABKCH/4Dvn/8FMLo3pwjGOBR2glvp94lU5KS7yA1yhjlmbMnlcKi8Omb6+TiGrgu+zbcH/tOTjfVIJ3sKIQU/lRebdof8/3UE/v0FviOQsiVk0dodeklG41WkhiVEDq0FfD3QnKXQhkfW3ORFp+eMSx3lqe9ImRxlb7GWIeeH+0+hnZ/B2yKDbPKZgy4Ti4ZA6V6OiCEHigoVihjZqZ8zSPBCFxEAsPOtaa+/Xe5wNj71X8f3lBdNIUWgujSnxOpz+BFDvCMPXil9pIhjyOEZgZ4lpNm4RoZvBZv3/O5099lNlZZ0+aB09s9YDbpycwPsWIM8Po6aUauAjjYqe+/m1w0MeYB5/GwzVkNx+qbAUlBaP9b5gctuYLvECntjOydVFCel10CRxLLM/OPUj4xZS/0lHlGoK42xl6mqYa7Zyrj5+VN12BjFl4yoxLM2XczTot5NIDRVr0iTQ1W+lsULtPc07EfPcHeYW9vlGfOKZsJW4Qyw/5ZS2XMzJwZFZToqAShhaC2HAKAnKnsmVKk7/0yhm0D/ZusdA3KaInuFr2pnMUGyV2SkjUYAZ6W5B48ra0ewt8DWOyQqwZmUCud+vO5/7DzP+z7C3yqH5OLJuIUm37OjQzsoGN3NemPXVJi/qBiuBLNROffxcM6bQWcH70N1lmrcu5D2Px4JaGcIsIBnlHGQbHx+kPYf0z/Az63lvu0iLJRIgGeMR7BMjE/yjMBQEpyFp7W3QK1Xi/pMsoVY9FqBHhp3H9nqHJVYHzBWGhCw293/wFHuuuHvL1Ryhmtxb+l9hQgPOfRMn5uahc7ghLdg6e11QNqELC5zG6c2c4ILpo8LWZQb2TwoAaBoG/A7fuXZ6bqwxxj2Hm0DF6sJZp94xFmQDppLEFl+PnUE+yFN+TF3vYD2NS4FRIkfGLGJbCa8/AORjy2kb1TqqfG3CF6uBJNI8CrTdH+u2gs4+bAseqzkF0lI/p9Uo0BHqWd2UGqKHJXJIps5+F2qJpAVakTVSWRZ8wQUWaZAV7TAQhNHfb2+TQeoT9jiLHWcgRqR0Pc9w/u+ScAAWXs7CEHIp+sJQMdNPtbNX4lAGBr03Z8f9Oj+P6mH2HDsbfgDQ18o3+itwknPE1QJAXzKmZFOhQkqwP2ZR+HXD0Nlmmxd+bMNLNE09MBcVKAM5T+++9yJZNtDDwHgEPhkkHJatdnYmLwPjytw3j/k7oAtv8evJMzhqqmojOgl4oO12Slb//d7EHXOSwOFFr18QiNnmb83571AIBTxy7DpKIJUCr1AE+LksFTjQAvxvJMoC+D1xvymHP8DF2BbrT42iBBwuTi+Aecjwa58QyivKJ16TXazODFh+WZRNlPLh0LWJ1AyB8O3IaWT+MR+pPLJ+hztNQAfC8/DhHyx3xfITQEd28AEF/2DgBafJnL4AHAqWOX49bFN2Fp1UJYJAVHuo/ht7ufwx1v/gd+vfMZHOw8Em6uomfvZpROhdMS/QM727xz4b7kLsiu3GmqJdnd+rgExJfFMwO8HCnPNBgdHGPZh2eUraayLF9y9c8YDgyEOgNd0IQGRVKGbDokNA2h4+H9d+MGB3hAX6OV5/b+BQ29J+C2unDR1DUA+s6Z2nJ4UDMSIbSEAjyHxY4CqxsA0HJSFs8ccO6uGvL5M5oxwKO0M/7ASXF8KjvaCSGw44D+yfQ8lmcSZS1Jkvve7MTQaCXfxiMYJEmGY/XNkJxF0Nrr4f/Xr2O+r3rsQ4ieVsDmhGVKXVzf19iDl64h55HMKJ2Gz867Gt899S5cPu1CVLuqEFAD+NfxTfjhlsfwvXf+E282vA0genlmrjNKLOMJ8HKtwYphcrGxD++IeZmxD+/kWXhmiWbJ4ABPCAEtgXb8ksWuf6iEwZ0028wGK8VDNiLRWg8DAS9gc0Iuj1zyaGTF93fqZZiX1F5gBmBScbU+/1ANQGs7dtKxj+p7+6yOuIP3aPvwjAYrqRqPkI8Y4FHaGU1W5GIGeLFqaveipdMHRZYwa2JJppdDREMwyzRP7B3ydvk4HqE/2VUCx+r/B0BCcNcbCO79V0z3M2bfWad9JK7GIp5gXylXeYYyeP0V2Nw4e+IqfGv5bfjKks9hWc0SWGULGnpPoNXXDgkSFlTmzt66ePSNSoitk6YIeKB1HNfvm2MZvJMHngPRZ+FpHZFn4PUGPfjWv+7Ho1t/iqAajHsN0RqtmB00Y91/VzMzakOjyn5lz5MKJ2Dl2FP6vr8km2WaJzdaMbN3NYP39g2nbx/ewADvQBoarOQ6BniUVsLfC/j1jchyIQO8WBnlmdPHF8NhY+dRomzWtw9v6AxePo5HOJll3BzYll4CAPBtWDfsfjzh60Ho0LsAYp99ZzDKMwttBbAr2dNxUpIkTCuZgk/PuQrfO/UuXDHjEtQWT8a5k85M66y+dIq3k6bafAiAgFRYEdMQ7GwSaeC5HKFEU4T8EL367+jJTWS2NG5Du78DezsO4Jm9f4p7DXKUUQntZoOVoTtohqKMR+jPyOBJkHDlzEsHZQSN7JzWPDDACzUY4xHi/zCjb1RCX4CnaqrZwKg2nD2lwRjgUVqZIxJcJfpGZIoJyzOJcof+RkeC6GoaVKLVXz6OR4jEtvhifT9eyD/sfrzg3n8BWghy+SQoFfF9Ot83IiF7/066rC6cOf5U3Lb0Flwy9YJML2fEyHGWaBofhhhZoFwSaeC52fikX5MV4/0P7G5I9oIBx9jUuNX8+s2Gt/HW8c1xrcH8fif9vWn1GyMSSqLeV2ghqMd3AwCUKPvvAGBO+UxMLByHC2vPNx9vf30ZvL5OmkLtf+zY998ZysOBaf8SzfqeBgS1IFwWJ6pcbNYXTf6+olBW6uugyexdrIIhDTuP6H+k2WCFKPtJdrfebAVDj0sIHdUbrOTTeIRIJDm2/XhCiL7Zd7Pia64CZHZEAg1klCCKGAO8XN1/Zzh54HmkEs2+8sxqSJJkXt7ibcOBzsOQIOH0cXoX1t/ufg713bF3nzWHnSdQoqk1HwJCfkj2Ashl46PersDqxtdPuRVrJq+OeL0xO09rPwYR0Eul1ab9QCgAyVkEuWxcjI+mj5E17F+iaQ44Lx6ZAef5gj8ZSiszg8cAL2b76jsQCGooctswvqpg+DsQUcYZZZpalABPH49wFPk2HiGaWPbjac0H9c6jigXWaSvj/h59IxIY4GWa8SGu8HXrWzOGIIToy+Dl2P47w8kDzyN10TQ/4D5p/93mcPZuRulUfGLGJZhTNhNBLYSf7Xh60HiAaIwMXrQ9eGX26CWaIXP+3cykKglkVwmkgnIAwhxYrx7TZ1kqY2cndOz+TVaMERDGz3ik59/lOgZ4lFZmgxUGeDHrPx5B7vepHxFlr+EGnufreIShDLcfz8jeWabUQbK74z6+2UEzQzPwqI9kc/YFHcNk8URvmx4ISQrkOMtys8XJA8+NLprC269Es9+Qc4MQAptO6AHeKdWLIUsyPj33KpTaS9DsbcXTH/7foNl2kUTbg9cWQwZPPbEHAKCMjTyPMR5KpZ7FM8o0QwmMR+ivzFECCRKCWghdAf1neZANVmLCAI/SSjDAixvn3xHlHjPAaz4IoYYGXZ+v4xGGE20/ngj5Edynjw6wzoyvuYrBnIGXwREJ1CfWRitG9k4uHx9X19RscvLA874MXl/AJSJk8Op7GnDC0wSLbMGiKj2TX2B149/mXwuLpOC9lg/wypHXh/3+/YedGzxBL3yqPmg+2h48IYReoonUlMf2b7QiAl6z9NaSYICnyIoZnLb62tDp7zY70EbaB0h9GOBRWjGDF5/OHj+ONvVAAjCHAR5RzpCKawC7G1CD0FqPDLgu38cjDCXafrzQgc16R9HCyoQyCaqmos2n71VmiWZ2MAKZ4TJ4ao7vvzP0H3hu7sHz9UBo+uiEvgxeX4BnZO/ml88eMLB7UtEEfHzGxQCAPx14EXvbh+7IK0XI4LX7OwDoAaMtSldZ0dumN4KRlCH338VK7jcqQT2+GxAapKIqyIWJN0MxGq20eNvM8swx7mo4LY6k15vPGOBR2oiQH8LTAYABXqyM7N3EmkIUuXLzk02i0UiSpKhlmqNhPMJQIu3HM5urzDw9ob06Hf5OaEKDRVJQbM+tNvv5qm/Y+dCz8MwGK+Hyvlw1Jdyy/0DXEUhm2bWA8PdA+HvNjppmZlNo2Ny4DQBwSs3iQcc7bewKLKtZAk1o+O8Pfo1Of/SOvP33/BkBpfGBx5Dlmc16KaVcNi4l2VOlcjIgSRC9beY+W8vYxLJ3hvJ+s/BYnhk7BniUNlpXs/6F3Q3JwWYhsWB5JlHuMjISgwK8UTIeYSgD9uO98Uv9035JgnXGaQkdr2//XRk762WJWEYlCE0Nz8AD5FzP4IWDjsNdRyAkyRyFILxd5s9AHxGlZ572th9AZ6ALTosTc8oHZ60lScInZ16Ose4adAd68PMPfg1VUyN+bz1jKAFCg/D3AOjbfzfUDDyzPDNFHzRJVgfkUr1bZujgJv3Y45ML8IyS6xZfGwecxyHhicnd3d1466234PF4Im4AvfTSS5NZF+Uhow6f2bvYaELgAwZ4RDlLqZkOYHCAZ45HmDA/7WvKJrbFF0M9vhuq0cVv/HzIBYn9rTPmZJVz/13W6B/gCSEGjAYwaG31gBoAbE7IJTWDrs8lxsBzn+rH8d5GlDiL9Oydt6uveqlfgxVj9t3iyvmwypHfjtsUG26cfy1+sOlR7Os4iD8deBGXTVs76HaSbIHkKNC7lno6AWdRvw6aJVHXbHS7lCtSlz1VKmv18yoEAEnfc5sEI4PX2NuMoz3HAAC1RRxwPpyEArzXX38dX/7yl+Hz+SIGd5IkMcCjQdhgJT6HT3SjxxuEw6Zg6rjiTC+HiOKkVE4xy5W0njbIBWXQetv7xiOM8gDP2I/n+f3dEN4uWGefmfCxWjgDL+uYr/UBD4S/p1/ZYh9z/11lbc5ns42B57vb9+FA52EsdRYCHQMzeMb+u6AaxNYm/YOeSOWZ/VW7KnHt7E/gqR1P45Ujr2NK8SQsqhw8WiXoKsJx4UXric040fou3mvWRxREK9EUQpglmqnK4AGAXFULhEuu5fKJSXcJNp7Th7qOQEDAbXFxwHkMEgrwHn74YdTW1uKb3/wmqqurIcu5/aSk9NA6GeDFwyjPnD2pFBaFzzGiXCNZHZDLJkJrPQy1aR/kgmUIhcszR9N4hKHIrhK4LrkLasthWCYN/UZ3KMYMvHIGeFlDstghucv0Rh4dJ4CaoQK83N5/Z5hSPAm72/fhYOdh1Bn74nzdgxqsfNC6Cz7VhxJ7MaaVDP/YF1XNx9kTVuHvR9/A0x/+H1wLHOgJetDQcxwNPSdwrPcEWkuDEGVlQOPGAfeN1m1S9LQA/l5ATk2DFUP/c5noeIT+jKy8gJ5QmlI8MWI2mAZKKMA7cOAAHn/8cdTV1aV6PZTH2EEzPh8c0N+wzKvlTCeiXKVUT9UDvMb9sNYuG7XjEYYiF1Ul/bpgjkjgDLysIhdXQ+1tg9bVaJYs96c150cHTUP/geeSYwwAI4OnB3hG4xmjPLOuelHMe0YvmXoBDnUdxf7Og/jR1p8OvoEEFIRUjHVWYHzNPIx112By8USMcVcPvi3Qt/exbDwkxRrzYxyOXDYeUGyAGkh4PEJ/RbZCWGULgpo+bob772KTUIA3duxY9PT0pHotlOeMAE9igDcsjy+E/Q16xyzuvyPKXUr1NAQ//AfUxn2jejzCSGv1cgZeNpKLq6E27IzYaEUEvNDa9WH3cnh+Wq7rP/DcU1gLK/TRBf1LND1BL3a06PtOT6mOPWutyApumHc1HtryOLoD3RhTUINx7hqMLRiDse4alO9+C/b3X4F1fh0c0y8a9nhaeP+dksL9dwAgyQrsp14Nra0eyri5yR9PklDuKMMJj/4e0hhHQUNLKMC7+eab8ZOf/ATz58/H+PGpS+tS/hJqSC8HwMBNxhTZzsPtUDWB6lInKkucw9+BiLKSMSpBazkEtWHXqB6PMFK8IR96gr0AWKKZbYbqpKnv/xKQCsohu/Jjn7kx8LzR04zDSgjTAKht9UDQB0gS5KJKbGvcipBQMcZdjXEFY+I6frG9CPeu/DoExKDMX8C9D34MnIU3FDODNwJ/i2yzzkjp8cqdeoDHAeexSyjAe/7559HY2Ihzzz0XZWVlcDgGDhuUJAmvvPJKShZI+UH0tOgdlSw2SM78+EM+kj44GC7PnMJyI6JcJhVWQnIWQXi7EHj3TwBG93iEkWBk7wqsbg4/zjJDDTvvG3CeH9k7w5SiSXqAJ7yYBkBr1lv7SwUVkBSrOdz8lOrFCe0lkyQJEgbfzxx27hk+wBNCmB00U9lgZaQYjVbGFtTAYbFneDW5IaEAr6amBjU1ud3OltKr//47bo4dmhAC7+039t/x02iiXGYMPA8dehfqiT0AOB4h1Yz9d8zeZZ/+w85PHpXQt/8uzwK84ol468RmHAqGAy2hz66Ti6vR4e/E3g79cdfFUZ4ZC+PD81gyeKK7OdxgxQK5NPsr8WqLJ+P1+n9hfkXye/pGi4QCvPvvvz/V66A8xw6asTvc2I32bj/sVgVzJkcfUEpEuUGumgYcejf8L45HSDWjgyb332UfubAKkCQg5IfwdkJylQAIZ5DCGbxcH3B+MmMf3hFfMzQARq5eLq7B5sZtEBCYWjwZ5c7Uvr4bGTwthgyeWZ5ZPgGSkvBI7LRZWrUQNa6qqA1jaLCYz2pDQwMqKythtVrR0NAw7O3Hjh2b1MIov7DBSuy27tH3Ks6bUgarRcnwaogoWUrNNPNruZLjEVLNbLDCDppZR1IskAoqILqboXU2QjYCvN42ffi3JEOpyK+mGf0Hnp+wWTA2oHd/lItr+sozh5l9lwjZ2P7i74VQg0N2xuxrsDI55esYCZIkYXwh44p4xBzgnX322fjd736HBQsWYPXq1cOW2e3cuTPpxVH+0LrCHaQY4A1r6149wFs0vSLDKyGiVFAqJgOSAgiV5ZkjwBhynuqMCKWGXFwNtbtZHxUwZiaAvv13ctl4SHm2p0qWZEwumohd7Xtx1GkzA7wmpwP1TQ2QJRmLq0agi67dBcgKoKkQ3i5IBdE/8DAGnLPZU/6KOcD73ve+hwkTJphfcx8VxUN0NQNggDec5g4v6pt7IEsSFk5jgEeUDySLDcqE+VCP7YCldlmml5N3Wo0ZeA5m8LKRXFwNtX4HRL9GK/naYMUwuVgP8I64XVje6QEAbPHrlUxzy2eiwOpO+feUJBmSszicHe0EogR4Axqs5EgGj+IXc4B32WWXmV9ffvnlI7IYyk9CaNC6jT14rJ8eyrZw9m76+GIUOFM3eJSIMst5zucgAl6zRI1SQxNavxJN7sHLRpE6aebbgPOTGQPPD9v1bRZCtmBLx24A8c2+i5fkCgd4QzRaEV1NQMALKBbIZeNGbC2UWQnvrDxx4gTeffddBAIB8zJN0+D1erF582b853/+Z0oWSLlP9LYDagiQFEgFfAEeyta9eqZzMcszifKKZLHnXSlaNuj0dyEkVMiSjBI7R/BkI+ODXSPAE5raVyKYpxk8o9FKiyLQK0toLa9Eq68ddsU2op0gJWcRgKEbrZg/+7KJkOTsb7BCiUnozP71r3/F7bffjlAoZJZq9m9/W1ubn09YSkxfg5UKSDKbhkTT4w1iz1H9j/KiGZUZXg0RUfYz9t+VOUqh8PUlK5nDzrsa9Yqe9mNAKABYHZCL4xv0nSv6Dzw/6rBid6EDQC8WVc6HTbGN2PeVXcVQAQhvV9Tb5NL8O0pcQpNWn3zyScyZMwfPPfccLr/8clx88cX4y1/+gttvvx0WiwV33HFHqtdJOaz/DDyK7v39rdCEwLhKN6pKnJleDhFR1msx99+xOiRbSYUVepMhNQjR2963/65yCiQ5obehOWFKkZ7FO+i0YrviBzCy5ZlAv1l4Q2TwtPCIBO6/y28JPbMOHjyIf/u3f8OcOXOwcuVK7N69G1OnTsVnP/tZXHfddXjiiSdSvU7KYcbGagZ4Q2N5JhFRfFqNGXjcf5e1JFmBVKRXpWidjdCa8nv/nWFKsb4P762yYvSKEAptBZhROrKP2ZiFF20PnhAa1JbDAPSRLZS/EgrwZFlGSUkJAGDy5Mk4cOAANE0DAJx++unYt29fyhZIuY8ZvOEFQxreP6h/Er14OssziYhi0cIZeDnBLNPsPNFvwHl+b+cx9uH5hT4moa5q0YiXEQ+XwROdTUDQCyhWyKWcK5fPEgrwamtrsWXLFgB6gBcMBs25d11dXQMarxBp5ogEdtCMZufhdvgDKkoKbJhUwyHIRESx6JuBxwxeNjMbrbQc1vfgIX9HJBiMgeeGuppFI/49pXCXXi1KBk9tCTdYKZ/Ingh5LqEA76qrrsKjjz6Khx9+GAUFBVi+fDnuuOMOPP3003jooYcwd+7cVK+TcpQQwhxyLjGDF9W2cHnmoumVkDljkogoJi0+lmjmAiODFzy4GYCA5C7L+5EhxsBzAKh0lmNS4YSR/56uoTN4KvffjRoJBXhXXHEF7rzzTgSDQQDAd77zHfj9fnz3u99FKBTCnXfemdJFUu4Svm4g6AMgQS7k3rJINCGwdZ8+/47774iIYuNXA+gO9ABgk5VsZ8zCg78XQP5n7wzzK/WRCKvGrTQ7zY8kY0wCQn6IoG/Q9Ro7aI4aCY1JaGhowFlnnWV+bbFY8LOf/QxtbW2oqqqCy+VK6SIpdwljRIK7FJJl5FoD57JDx7vR2ROAw6Zg1sTSTC+HiCgnGAPOnRYnXFa+78hmRgbPkO8NVgyrxq3E7NLpqHKlZ2+9ZHUAFrse4Hk6IRU7zOvYYGV0SSjAW7169bCfRBQXF+O6667DLbfcktDCKD+YDVaKuf8uGqN75rzaclgt+dsymogolVqNEQksz8x6UkEZoFgAVW84ku8NVgyyJKPand7tKZKrGKKrCZq3c8B7L63zhF5Rpdggl+Tn/EHqk1CA98ADD+Duu+/GsmXLcOGFF6KiogItLS3429/+htdeew233HILent78V//9V8oKSnBpz71qVSvm3KEZo5IYGfIaLbtZXkmEVG8zA6aLM/MepIkQy6qgtbeAEgy94CNINlZDLWradA+PGP+nVzBBiujQUIB3l/+8hesXbsW999//4DLL730Unz729/Gjh078MQTT6CoqAi/+c1vGOCNYkYGjw1WImtq9+BYSy9kScKCqWzzTUQUqxZzBh7/duYCuagaWnsD5LJxkKz24e9ACZGiNFphg5XRJaF6sHfeeQcXXnhhxOvOO+88vPXWWwCApUuX4ujRo4mvjnJe3ww8lmhGsjWcvZs5sQRuhzXDqyEiyh0ckZBb5LLxAAClenqGV5LfzFl4J41K6Guwwv13o0FCAV5JSQl27doV8bpdu3ahoKAAAODxeOB0OhNfHeU8wSHnQzICvEUszyQiiksL9+DlFNuCNbDVXQ5b3WWZXkpeMzN4/QI8ofVvsDI5E8uiNEuoRPOiiy7Co48+CovFgjVr1qCsrAxtbW3429/+hsceewxXXXUVOjs7sW7dOixcuDDVa6YcIQJefUwCGOBF0u0JYG99BwDuvyMiiocQAq1GiaaDJZq5QLK7YV9ycaaXkfeMAE/rV6KpdR4HQn7AYodczAYro0FCAd6Xv/xltLa24oEHHsADDzxgXi7LMj72sY/hK1/5Cl566SV8+OGHWLduXcoWS7nF3H/nKIRkYyb3ZNv3t0IIYEJVASqK+fMhIopVV6AbQS0ECRLKHCWZXg5R1pDNEs0u8zLN3H83CZLMbt2jQUIBnsViwf33349bbrkFb731Ftrb21FdXY0lS5ZgwoQJAIBVq1Zhw4YNsNk4+2y00rr0DpoSRyREtJXdM4mIEmLsvytzlEBhR0AiU6QmK2p4/51cMSkTS6IMSCjAM0yYMMEM6E5WXFyczKEpD5gNVgo5IuFkgaCKHQf18qLF0/nzISKKh9FBs5wjEogG6N9kRQgNkiRDbT4IgA1WRhPmaWnEiE4OOY/mg0NtCAQ1lBXZMbG6INPLISLKKRxyThSZ5CzSv9BUwO+B0FRorUcAADJHJIwaDPBoxGjsoBnVu7ubAQCLplVAkqQMr4aIKLf0jUhggxWi/iTFAtjdAPRGK1rHcSAUAKwOyMU1GV4dpUtSJZpEQ2GAF5mmCWwz99+xPJOIKF5GgMcMHtFgsqsYmr9XL9Ps1Z8rbLAyuvBM04gQoYD5R0VigDfAniPt6OwNwGlXMHNiSaaXQ0SUc1iiSRSduQ/P02Huv2N55ujCAI9GhNatlyDC6oTkKMzsYrLMWzuOAwDm15bDovApSEQUj6AaRIdf7xDIGXhEg/Ufdq4aIxI44HxU4btLGhGiX3km95gN9PYHJwCwPJOIKBGtvnYAgEOxw211ZXg1RNnHyOBpvR1mgxWFGbxRhQEejQjN7KDJ8sz+jrf2or6pB4osYX4tP3kmIoqXOSLBWcYPEIkikMMZPLXhQ0ANAlYHZxKPMgzwaESwwUpk7+7RS1dnTyqFy8EeR0RE8Wox99/xQzKiSMwMXutRAOEGKxLf8o8mPNs0IrSuRgBssHIyYzzCkpkszyQiSkSr0UGTQ86JIjL24BlkDjgfdRjg0YjQuvRAhhm8Ph5fEPvq9cYA3H9HRJSYvhl4DPCIIjk5wOP+u9GHAR6lnNBUiG59zhsDvD6dvQEIAG6nFeXFjkwvh4goJ3FEAtHQjBJNAztojj4M8CjlRE8rIFRAsUByl2Z6OVnD4w8BANzce0dElBAhhNlkhSWaRJFJjgLA2HNnc3K7zCjEAI9SzmywUljFTb39eMMBnsthzfBKiIhyU0+wF341AAkSyhz8AJEoEkmSITmLAOjlmXwvNvrwjFPKGQEePzEayOdXAYDdM4mIEmTsvyu2F8Gq8MMyomiMMk2Z++9GJQZ4lHIckRCZhxk8IqKktBrlmdx/RzQkuXQsAMAydnaGV0KZwFQCpZzo1EckcMj5QH0lmnzaERElwpyB5+AMPKKhOE67Duqc1VCqp2V6KZQBfKdJKccRCZF5zSYrzOARESXCKNFkBo9oaJLNCUvN9EwvgzKEJZqUUkKIfiWa1RleTXbxcg8eEVFSjA6anIFHRBQdAzxKKeHpANQAIMmQCllC0583wD14RETJ6Mvg8fWFiCgaBniUUmYHzYJySDIzVf15OQePiChhIS2EDn8nAKCcM/CIiKJigEcpJdhBMyqzyYqTGTwioni1+dohIGCVrSiyFWR6OUREWYsBHqWUZnTQZIA3iLkHz84MHhFRvFq97QD0BiuSJGV4NURE2YsBHqWU2WCFIxIGYQaPiChxLT7OwCMiigUDPEoprVsfkSAxgzeIGeAxg0dEFDezwQpn4BERDYkBHqWU6NVLaGQ3X4BPZnTRdDODR0QUNyPA44gEIqKhMcCjlBGaBuHVO5xJ7pLMLibLhFQNgaAGgGMSiIgS0e7rAACUOUozuxAioiyXFwHeO++8g5kzZw7671//+pd5m40bN+Lyyy/HggULcN5552H9+vUDjuH3+3Hvvfdi5cqVWLx4Mb70pS+htbV1wG1ScYx8JnxdgBCAJEFyFGV6OVnFF1DNrznonIgofp2BLgBAiZ2vL0REQ8mLAG/37t2YOHEi/vnPfw74r66uDgCwf/9+3HzzzTjjjDOwfv16XHnllbjjjjuwceNG8xj33HMP3nzzTfz4xz/GunXrcPToUdx6663m9ak4Rr4TvR0AAMlZDEnOi1+tlDH239ksMiwKfzZERPHQhIauQDcAoMhWmOHVEBFlt7xIJezZswfTp09HZWVlxOvXrVuHWbNmmcFWbW0tPvzwQ/zsZz/DypUr0djYiPXr1+PJJ580g8KHH34Ya9aswbZt27Bo0aKUHCPfCU8HAEBylWR0HdnICPCczN4REcWtN+iBJjRIkBjgERENIy9SCbt378a0adOiXr9582asWLFiwGUrVqzAli1bIITAli1bAADLly83r58yZQqqq6uxadOmlB0j32lmgFec2YVkITPAszHAIyKKV6dfL890W11QZCXDqyEiym45/25TCIG9e/eisrISl19+ORobGzFjxgx85StfwYIFCwAAJ06cQE1NzYD7VVVVwev1or29HY2NjSgtLYXdbh90m+PHj6fsGImyWHIjDg96OwAASkFZzqw5XQIho8GK/pRTWKaZ94xzzHOd33ie06NH7QGg77/LxOsLz/PowPM8euT7uc76AK++vh5nn3121Ot/+9vfwuPxIBAI4O6774YkSfif//kfXHPNNXjuuecwbdo0+Hw+2Gy2Afcz/h0IBOD1egddDwB2ux1+vx8AUnKMRMiyhNJSd8L3T6eQ2gsfAHd5Vc6sOV0ki97eu8itfwBQVOTM5HIojXiuRwee55EVatdfR8sLSjP6+sLzPDrwPI8e+Xqusz7Aq66uxgsvvBD1+smTJ2Pz5s1wuVxQFL1s48EHH8SFF16Ip59+Gvfeey/sdjsCgcCA+xn/djqdcDgcg64H9K6YTqd+4lNxjERomkBXlyfh+6eTr00fcu6XXWhv783warJLS5v+87BaJABAV5cXqqplckk0whRFRlGRk+c6z/E8p0dDewsAwJWh1xee59GB53n0yNVzXVTkjCnrmPUBntVqxdSpU4e8TWHhwA3Xsixj2rRpaGxsBACMGTMGTU1NA27T1NQEl8uFwsJC1NTUoKOjA4FAYEAWrqmpySzLTMUxEhUK5cYvnhoeci4cxTmz5nTp9QYBAA6b/iGEqmr8GY0SPNejA8/zyOrw6TNWC62FGf058zyPDjzPo0e+nuucLzx97bXXsGjRogH73EKhEHbt2mU2Xqmrq8M777wz4H4bN27EkiVLIMsyli5dCk3TzEYpAHDgwAE0NjaaHTFTcYx8Jzwcch6NJ9xkxWXP+s9UiIiyTqdfH5FQbOMMPCKi4eR8gFdXV4fy8nL8+7//Oz744APs3r0bX//619HR0YHrr78eAHDttddi+/bt+OEPf4j9+/fj5z//OV566SXceOONAPQy0LVr1+Kuu+7C22+/je3bt+O2227DsmXLzPEGqThGPhOaCuENB3gckzCIz68POncywCMiiltXeMh5kZ0jEoiIhpPzAV5BQQF++ctforS0FJ/97Gdx5ZVXoqOjA7/61a9QUVEBAJg+fToef/xxvP7667j00kvxzDPP4MEHH8TKlSvN49x3331YuXIlvvCFL+CGG25AbW0tHn30UfP6VBwjnwlvFyAEIEmQHPyE9WTmmAQGeEREcWMGj4godpIQQmR6ERSdqmpoa8v+hiVq80F4/nAvJFcJCq55JNPLyTqPPPMetu9vxQ1rZ+PS1TPQ3t6blzXf1MdikVFa6ua5znM8zyNPCIGvvH4ngloI9678Oiqc5WlfA8/z6MDzPHrk6rkuK3PH1GQl5zN4lB2EMeTcXZrZhWQpHzN4REQJ8YZ8CGr639AiZvCIiIbFAI9SQuvtAABIzuLMLiRLebgHj4goIcb+O6fFAZtizfBqiIiyHwM8Sgkjgyezg2ZExh48l4MBHhFRPIz9d8zeERHFhgEepYRZouliiWYkvoAe4DmYwSMiiktnOINXbGeAR0QUCwZ4lBKaGeCxRPNkQgh4wyWanINHRBSfTn84wLNxRAIRUSwY4FFKiPAePJZoDuYPqtDCzWoZ4BERxacrEC7R5Aw8IqKYMMCjlGCJZnRG9k6WJNisfMoREcWjL4PHEk0ioljw3SYlTWiqPugcLNGMpG/IuQJJkjK8GiKi3GJk8FiiSUQUGwZ4lDQ9uBOAJENy8BPWkxkBnsPG8kwiongZTVaK2GSFiCgmDPAoaaJfgxVJ5q/UybwBDjknIkpUl58ZPCKiePDdOCXNaLAiuUoyuo5s1ddBU8nwSoiIcotfDcCn+gEwg0dEFCsGeJQ0zdMOAJAZ4EVklmgyg0dEFBejwYpNtsKh2DO8GiKi3MAAj5LWV6JZktF1ZCsjwOOIBCKi+PSNSChikyoiohgxwKOkmQEeZ+BF1NdFkwEeEVE8OOSciCh+DPAoaRr34A3J2IPn4B48IqK49M/gERFRbBjgUdKMDB734EXGEk0iosQwg0dEFD8GeJQ07sEbGks0iYgS0zfknBk8IqJYMcCjpAgtBOHVX4AZ4EVmzsHjoHMiorgYGbwiOzN4RESxYoBHSRGeLgACkGRITr4AR8IMHhFRYpjBIyKKHwM8Skr/8kxJ4q9TJJ5wkxUnm6wQEcWlMxDeg8cmK0REMeM7ckqKZgZ4xZldSBbzMYNHRBS3oBZCb9ADgCWaRETxYIBHSWEHzeGxRJOIKH5dfr080yIpcFtcGV4NEVHuYIBHSekbcl6a2YVkqZCqIRDSADDAIyKKR1e4PLPQVghJkjK8GiKi3MEAj5IiOOR8SL6Aan7tsHEPHhFRrDqNBivcf0dEFBcGeJQU7sEbmidcnmmzyrAofLoREcWqi0POiYgSwneclBThaQcAyC6WaEbi9XH/HRFRIowMXhEzeEREcWGAR0kRnk4AgOQuyexCspSPQ86JiBLCDB4RUWIY4FHChBaC8OovwNyDF5mHHTSJiBLSl8FjgEdEFA8GeJQwI3sHSYHkKMjsYrKULzzk3MUh50REcenL4LFEk4goHgzwKGFmeaarGJLEX6VIjAyegxk8IqK4MINHRJQYviunhGnhBissz4yOQ86JiOKnCQ3dgR4AzOAREcWLAR4lzJiBJ7PBSlReNlkhIopbd6AHAgISJBTauAWAiCgeDPAoYcKcgVeS0XVkM294D56Te/CIiGLWGdD33xXaCiBzCwARUVz4V5MSxgBveEaJposlmkREMevy6/vvOCKBiCh+DPAoYVo4wJMZ4EXlZZMVIqK4GRk8DjknIoofAzxKmJnB4x68qJjBIyKKXydHJBARJYwBHiXMaLIiuUozu5Asxi6aRETxM0YkFHNEAhFR3BjgUUKEGoLw6S/Akqs4w6vJXkaTFQebrBARxczYg1fEDB4RUdwY4FFChFcfcg5ZgeRgC+toWKJJRBQ/Yw8eM3hERPFjgEcJ6d9BU2IL64iEEH1z8BjgERHFjBk8IqLE8Z05JUQz99+xPDMaf1CFEPrXHHRORBQbIQS6uAePiChhDPAoIcLTDgCQ2WAlKmP/nSxJsFn5VCMiikVv0ANV6H8/izgHj4gobnzXSQkRHn0PHoecR+cxO2gqkCQpw6shIsoNxv47t9UFi8zqByKieDHAo4SwRHN4Po5IICKKm7H/jjPwiIgSwwCPEmKWaLpZohkNZ+AREcXPyOCxPJOIKDEM8CghLNEcnjeg7yFhgEdEFDszg2dnBo+IKBEM8Cgh/cckUGRmBs/GIedERLFiBo+IKDkM8ChuQg1B+PRPWCV3SWYXk8U8vnCA52AGj4goVp0BZvCIiJLBAI/iJrx6eSZkBZK9ILOLyWI+DjknIopbl58ZPCKiZDDAo7iJXr3BiuQqYfv/IZhjEjjknIgoZszgERElhwEexU3j/ruYePvNwSMiouEJIcwMHsckEBElhgEexU2EZ+DJDPCG5PPrXTRdLNEkIoqJT/UhoAUBAMV2lmgSESWCAR7FzeygyQYrQzJKNB0M8IiIYtIZHpHgUBywKbYMr4aIKDcxwKO4sUQzNhx0TkQUn67wiARm74iIEscAj+JmZPBYojk0c9A55+AREcXEyOCxgyYRUeIY4FHc+ko0SzO7kCzHDB4RUXw6zQweG6wQESWKAR7FzWiyIrmKM7uQLGcEeGyyQkQUmy5m8IiIksYAj+Ii1CCEvwcAILuYwYsmpGoIhjQAbLJCRBQrZvCIiJLHAI/iIjyd+heyBbC7M7uYLGZk7wDOwSMiihUzeEREyWOAR3Ex99+5iiFJUmYXk8WMAM9uVaDIfJoREcWiM6AHeBxyTkSUOL7zpLhove0A2GBlON7wkHMHs3dERDHjmAQiouQxwKO4cERCbNhghYgoPgE1CG/IBwAoYgaPiChhDPAoLsYePA45H5o3wBEJRETxMLJ3VtkCp8WR4dUQEeUuBngUF80TLtFkgDckcwYeh5wTEcWkb8h5Efd4ExElgQEexcWYgSe7SzK6jmxn7MFjBo+IKDad3H9HRJQSDPAoLizRjI2ZwWOAR0QUk65+GTwiIkocAzyKC0s0Y8MAj4goPhxyTkSUGgzwKGYiFAD8vQDYRXM4DPCIiOLT6Q8HeBxyTkSUFAZ4FDPh1cszoVgAuzuzi8ly3gD34BERxaMrPOS8iBk8IqKkMMCjmBkNViRXCTucDYNdNImI4sMMHhFRajDAo5hp4SHn3H83PA9LNImI4mJk8LgHj4goOQzwKGYiHOBx/93wfEaA52CAR0Q0nJAWQk9Q3+NdxAweEVFSGOBRzAQzeDHrK9FkgEdENJzuQA8AQJZkuK2uDK+GiCi3McCjmGnGHjwOOR+Wxxx0zj14RETDMUYkFNkKIUt8a0JElAz+FaWY9ZVolmZ2IVlOCNFXosk9eEREw+oMDzkv5pBzIqKkMcCjmLFEMza+gAoR/poBHhHR8LqMDJ6d+++IiJLFAI9ixi6asTH23ymyBJuFTzEiouH0ZfAY4BERJYvvPikmIhQA/HqHM5l78IZkDDl32BTOCyQiikFfBo8lmkREyWKARzERnk79C8UK2NjhbChe7r8jIooLM3hERKnDAI9i0r88k1mpoRkNVlwM8IiIYmJk8DjknIgoeQzwKCbC0w6AQ85j4QkHeA4GeEREMTEyeBxyTkSUPAZ4FBOjRJMz8IbnZQaPiChmmtDQHdQHnTODR0SUPAZ4FBPRq2fw2EFzeF4OOSciill3oBea0CBBQqG1INPLISLKeQzwKCYckRA7L0s0iYhiZuy/K7C5ocj8YIyIKFkM8CgmRokm9+ANjyWaRESx6/SHG6zYWJ5JRJQKDPAoJkaTFcldmuGVZD9vgGMSiIhi1RUIN1ixs8EKEVEq5FSAd+edd+Ib3/jGoMs3btyIyy+/HAsWLMB5552H9evXD7je7/fj3nvvxcqVK7F48WJ86UtfQmtra9qPkcu03g4AgOQqzuxCcoC5B8/GUiMiouH0zcBjBo+IKBVyIsBTVRXf//738eyzzw66bv/+/bj55ptxxhlnYP369bjyyitxxx13YOPGjeZt7rnnHrz55pv48Y9/jHXr1uHo0aO49dZb036MXCVCASDgAcASzVhw0DkRUezMGXgckUBElBJZ/w50//79+OY3v4mjR49i7Nixg65ft24dZs2aZQZbtbW1+PDDD/Gzn/0MK1euRGNjI9avX48nn3wSdXV1AICHH34Ya9aswbZt27Bo0aK0HCOXiXCDFSg2wObK6FpyAQM8IqLYdZolmszgERGlQta/A33nnXcwe/Zs/Nd//Re+/OUvD7p+8+bNOOeccwZctmLFCnz3u9+FEAJbtmwBACxfvty8fsqUKaiursamTZuwaNGitBxDkqSEfwYWS2YTrZq7ELA6YKmeCquVZYfD8Qb0Es0Cl3XQuVMUecD/KX/xXI8OPM/J6w32AgBKncUZf72Lhud5dOB5Hj3y/VxnfYD3yU9+csjrT5w4gZqamgGXVVVVwev1or29HY2NjSgtLYXdbh90m+PHj6ftGGVlZbE/6H5kWUJpqTuh+6aOG6Vf+ikkmwMSW1gPyx8O8KorC6Oeu6IiZzqXRBnEcz068Dwn7sypK2A9YsHK2oVw2bL758jzPDrwPI8e+XquMxrg1dfX4+yzz456/T//+U9UVlYOeQyfzwebzTbgMuPfgUAAXq930PUAYLfb4ff703aMRGmaQFeXJ+H7p5TXl+kV5IReXxAAEPIH0d7eO+A6RZFRVOREV5cXqqplYnmUJjzXowPPc/JOKV+KU8qXwt+rwd/bO/wdMoDneXTgeR49cvVcFxU5Y8o6ZjTAq66uxgsvvBD1+liyXna7fVAAZfzb6XTC4XBEDLD8fj+cTmfajpGMUCh3fvFGu5CqIRg+X1aLHPXcqarG8zpK8FyPDjzPowPP8+jA8zx65Ou5zmiAZ7VaMXXq1KSOMWbMGDQ1NQ24rKmpCS6XC4WFhaipqUFHRwcCgcCADFtTU5NZUpmOY9Do4Ak3WAEApy3rK6CJiIiIKM/k/M7Curo6vPPOOwMu27hxI5YsWQJZlrF06VJommY2SgGAAwcOoLGx0eyImY5j0OjgCwd4dpsCWU68sQ4RERERUSJyPvK49tprsX37dvzwhz/E/v378fOf/xwvvfQSbrzxRgB6GejatWtx11134e2338b27dtx2223YdmyZVi0aFHajkGjA4ecExEREVEm5XyAN336dDz++ON4/fXXcemll+KZZ57Bgw8+OGD23H333YeVK1fiC1/4Am644QbU1tbi0UcfTfsxKP9xBh4RERERZZIkhBCZXgRFp6oa2tqys6sYDbZ1TzN+/Nz7qB1bhLuuqxt0vcUio7TUjfb23rzc1Et9eK5HB57n0YHneXTgeR49cvVcl5W5Y+qimfMZPKJs4mEGj4iIiIgyiAEeUQr5wkPOGeARERERUSYwwCNKITODxyYrRERERJQBDPCIUohNVoiIiIgokxjgEaWQMQfPxQCPiIiIiDKAAR5RChklmg4GeERERESUAQzwiFLIHHRu5x48IiIiIko/BnhEKeQNsESTiIiIiDKHAR5RCnlZoklEREREGcQAjyiFvGyyQkREREQZxACPKIX69uAxwCMiIiKi9GOAR5QimhDmmAQOOiciIiKiTGCAR5Qi/oAKEf6aGTwiIiIiygQGeEQpYuy/U2QJVgufWkRERESUfnwXSpQiRoDntFsgSVKGV0NEREREoxEDPKIU8QY45JyIiIiIMosBHlGK9M/gERERERFlAgM8ohQxAzwbAzwiIiIiygwGeEQpwgweEREREWUaAzyiFOGQcyIiIiLKNAZ4RCniMTN4bLJCRERERJnBAI8oRXws0SQiIiKiDGOAR5Qi3INHRERERJnGAI8oRTwM8IiIiIgowxjgEaWIj4POiYiIiCjDGOARpYiHc/CIiIiIKMMY4BGlCPfgEREREVGmMcAjShGji6aLAR4RERERZQgDPKIU8YQHnTu4B4+IiIiIMoQBHlEKBEMaQqoGgBk8IiIiIsocBnhEKeANhMyvHWyyQkREREQZwgCPKAWMBit2mwJZljK8GiIiIiIarRjgEaWAL7z/juWZRERERJRJDPCIUsDDEQlERERElAUY4BGlgDkDz8YOmkRERESUOQzwiFKAQ86JiIiIKBswwCNKAQZ4RERERJQNGOARpUBfgMcSTSIiIiLKHAZ4RCngDehdNJnBIyIiIqJMYoBHlAIs0SQiIiKibMAAjygF+rpoMsAjIiIiosxhgEeUAl4/SzSJiIiIKPMY4BGlAEs0iYiIiCgbMMAjSgF20SQiIiKibMAAjygFvAFm8IiIiIgo8xjgEaUASzSJiIiIKBswwCNKkiYEfGyyQkRERERZgAEeUZL8ARUi/LWLe/CIiIiIKIMY4BElySjPVGQJFoVPKSIiIiLKHL4bJUpS//13kiRleDVERERENJoxwCNKkjHk3MX9d0RERESUYQzwiJLkCWfwHNx/R0REREQZxgCPKEm+8Aw8ZvCIiIiIKNMY4BElycMZeERERESUJRjgESXJaLLisDHAIyIiIqLMYoBHlKRCpw0AMLbCleGVEBEREdFox5QDUZJOnV+DidUFGFvhzvRSiIiIiGiUY4BHlCRJkjCxujDTyyAiIiIiYokmERERERFRvmCAR0RERERElCcY4BEREREREeUJBnhERERERER5ggEeERERERFRnmCAR0RERERElCcY4BEREREREeUJBnhERERERER5ggEeERERERFRnmCAR0RERERElCcY4BEREREREeUJBnhERERERER5ggEeERERERFRnmCAR0RERERElCcY4BEREREREeUJBnhERERERER5ggEeERERERFRnpCEECLTi6DohBDQNJ6ifKIoMlRVy/QyKA14rkcHnufRged5dOB5Hj1y8VzLsgRJkoa9HQM8IiIiIiKiPMESTSIiIiIiojzBAI+IiIiIiChPMMAjIiIiIiLKEwzwiIiIiIiI8gQDPCIiIiIiojzBAI+IiIiIiChPMMAjIiIiIiLKEwzwiIiIiIiI8gQDPCIiIiIiojzBAI+IiIiIiChPMMAjIiIiIiLKEwzwiIiIiIiI8gQDPCIiIiIiojzBAI8oTh0dHbj77ruxatUqLFmyBJ/85CexefNm8/qdO3fimmuuwaJFi3DmmWfiv//7v6Me6/HHH8e111476PKmpiZ89atfRV1dHZYvX47bbrsNbW1tI/J4KLqRPtfXXnstZs6cGfG/9evXj9TDopOk4zn9/vvv45prrsHixYtxxhln4Ac/+AECgcCIPB6KLh3neuPGjbjiiiuwePFinH/++fjVr341Io+Fokv2PA93/1iOQSMvHefZ0NbWhtNOOw1vv/32iD6mlBFEFJfPfOYz4uKLLxabNm0S+/fvF/fdd59YsGCB2Ldvn2hraxPLly8Xd955p9i3b5949tlnxfz588Wzzz476Di/+MUvxMyZM8U111wz4HK/3y/Wrl0rPv7xj4vt27eLrVu3ijVr1ogbb7wxXQ+Rwkb6XLe3t4umpqYB/910001izZo1oru7O10Pc9Qb6fPc2toqli1bJr71rW+JQ4cOiddff12sWLFCPPDAA+l6iBQ20ud669atYtasWeLuu+8W+/btE3//+9/FqaeeKh5//PF0PUQSyZ/noe4vhIjrd4VGzkifZ8OxY8fERRddJGbMmCHeeuutdD/MhDDAI4rDoUOHxIwZM8SWLVvMyzRNE+eee6545JFHxBNPPCFOP/10EQwGzesfeughcf7555v/PnHihLjhhhvEokWLxJo1awa9Qfj9738vFi1aJJqbm83L3njjDXH22WfzTX8apeNcn+z5558Xc+bMEbt27Ur9A6KI0nGeX375ZTFjxowBz9/vfe974sILLxzBR0YnS8e5/vznPy8+/vGPD7jsj3/8o1i4cKHw+/0j9Miov2TP83D3F0LE9LtCIysd51kIIf7v//5PnHLKKeKyyy7LqQCPJZpEcSgtLcVPf/pTzJs3z7xMkiQIIdDZ2YnNmzfjlFNOgcViMa9fsWIFDh48iNbWVgDABx98gOLiYvzpT3/CwoULB32PDRs2YMWKFaioqDAvO/300/HKK6+goKBgBB8d9ZeOc92fx+PBD37wA3z605/GzJkzR+ZB0SDpOM8lJSUAgN/85jdQVRX19fV4/fXXh/2doNRKx7k+ePAg6urqBlw2Z84ceL1ebN++fYQeGfWX7Hke7v4AYvpdoZGVjvMMAK+++ipuv/12/OhHP0rPA0sRBnhEcSgqKsIZZ5wBm81mXvbXv/4VR44cwWmnnYYTJ06gpqZmwH2qqqoAAA0NDQCA1atX46GHHsKECRMifo9Dhw5h/Pjx+MlPfoJzzz0XZ511Fr71rW+hq6trhB4VRZKOc93fb3/7W/T29uJzn/tcCh8FDScd57murg433XQTfvSjH2H+/Pk4++yzUVlZiW9961sj9KgoknSc68rKShw/fnzAZceOHQMAvvFPk2TP83D3BxDT7wqNrHScZ0Dfa3vFFVdAkqQRfkSpxQCPKAlbtmzBHXfcgbPPPhurV6+Gz+cb8McCAOx2OwDA7/fHdMyenh6sX78eu3fvxkMPPYTvfOc72LJlC2655RYIIVL+GCg2I3GuDaqq4umnn8anPvUpFBYWpmzNFL+ROM9dXV04dOgQrr76ajzzzDP40Y9+hCNHjuCee+5J9fIpDiNxri+//HK89NJLWL9+PYLBIA4fPoxHHnkEkiSxqU6GJHueT74/gJT+/afUGInznMssw9+EiCJ55ZVX8LWvfQ0LFy7Eww8/DABwOByDXsSNPyQulyum41qtVrhcLjz00EOwWq0AgOLiYlxxxRV4//33sWDBghQ+CorFSJ1rwzvvvIOGhgZ84hOfSM2CKSEjdZ5/+MMfoqurCz/+8Y8BAHPnzkVxcTGuv/56fPrTn8asWbNS+CgoFiN1ri+++GKcOHEC9957L+644w6Ulpbi9ttvxze+8Q1+eJMByZ7nSPeP9xg08kbqPOcyZvCIEvCrX/0KX/ziF7Fq1So89dRTcDgcAICamho0NTUNuK3x7+rq6piOXVNTgylTppjBHQBMnz4dAFBfX5+K5VMcRvJcG1555RUsWLAgplJOGhkjeZ63bNmC+fPnD7jM2L918ODBZJdOcRrp5/RNN92ELVu24NVXX8Ubb7yBefPmQQiBSZMmpe5B0LCSPc/R7h/PMWjkjeR5zmUM8Iji9L//+7+47777cPXVV+ORRx4ZUAJwyimnYMuWLVBV1bxs48aNmDJlCsrLy2M6fl1dHXbt2gWfz2detmfPHgDgG4Q0G+lzbdiyZQtWrFiRsnVTfEb6PNfU1GD37t0DLjOe05MnT07+AVDMRvpc//rXv8a3v/1tyLKM6upqKIqCF198EePHj8eUKVNS/ngosmTP81D3j/UYNPJG+jznMgZ4RHE4ePAgvve97+Hcc8/FzTffjNbWVjQ3N6O5uRnd3d342Mc+hp6eHtx5553Yt28fnnvuOaxbtw4333xzzN/jqquugqIouO2227Bnzx5s2bIFd911F5YvX465c+eO4KOj/tJxrgF9/92+ffswY8aMEXokNJR0nOfPfOYz2LBhAx555BEcOXIEGzduxDe+8Q2cccYZmD179gg+OuovHed62rRpeOaZZ/DMM8/g2LFj+N3vfocnnngCt9122wg+Muov2fM83P0BpOzvPyUuHec5l3EPHlEcXnrpJQSDQbz88st4+eWXB1x32WWX4YEHHsDPfvYzfPe738Vll12GyspK/Pu//zsuu+yymL9HWVkZfv3rX+P+++/HJz7xCdhsNpxzzjn45je/meqHQ0NIx7kGgI6ODgSDQbOVPqVXOs7zaaedhieffBI/+clPsG7dOpSWluLcc8/FrbfemuqHQ0NIx7levnw5vvvd7+KJJ57Af/zHf2DSpEl48MEHccEFF6T64VAUyZ7nWO5fXl6ekr//lLh0nOdcJgm25SMiIiIiIsoLLNEkIiIiIiLKEwzwiIiIiIiI8gQDPCIiIiIiojzBAI+IiIiIiChPMMAjIiIiIiLKEwzwiIiIiIiI8gQDPCIiIiIiojzBAI+IiCgHcYwtERFFwgCPiIgog5577jnMnDkT9fX1Md0+EAjg/vvvx/PPPz/CKyMiolzEAI+IiCiHNDU14Ze//CVCoVCml0JERFmIAR4REREREVGeYIBHRESUJpqm4fHHH8eZZ56JhQsX4pZbbkFnZ+eA27zyyiv41Kc+hcWLF2PevHlYs2YNfvWrXwEA6uvrcfbZZwMAvvnNb2L16tXm/TZv3oxrrrkGCxcuxLJly/D1r38dbW1t6XtwRESUFRjgERERpcmDDz6In/zkJ/jYxz6Gxx57DKWlpXjooYfM61977TV8/vOfx9y5c/H444/jxz/+McaNG4f77rsP7777LqqqqvDYY48BAD73uc+ZX2/atAnXX389HA4HHnnkEdxxxx145513cN1118Hn82XksRIRUWZYMr0AIiKi0aCrqwtPP/00rrvuOnzxi18EAJx++ulobGzEhg0bAAD79u3DpZdeijvvvNO83+LFi7F8+XJs2rQJS5YswezZswEAEydOxJw5cwAADz30EKZMmYInn3wSiqIAABYuXIi1a9fi97//Pa6++up0PlQiIsogBnhERERpsG3bNgSDQbPE0nDBBReYAd6NN94IAPB4PDhy5AgOHjyI999/HwAQDAYjHtfr9eK9997DDTfcACGE2XxlwoQJmDp1Kt58800GeEREowgDPCIiojQw9tqVlZUNuLyystL8uq2tDd/+9rfxyiuvQJIkTJo0CUuXLgUQfe5dV1cXNE3DU089haeeemrQ9Xa7PVUPgYiIcgADPCIiojQoLS0FALS2tqK2tta8vKOjw/z6a1/7Gvbv349f/OIXWLJkCWw2G7xeL5555pmox3W73ZAkCddffz3Wrl076Hqn05m6B0FERFmPAR4REVEaLF68GA6HAy+++CJOOeUU8/JXX33V/HrLli248sorsWLFCvOyN954A4DegROAucfOUFBQgDlz5uDAgQOYP3++ebnP58Ott96KVatWYdq0aSPymIiIKPswwCMiIkoDt9uNW265BY888gicTidWrFiB119/fUCAt2DBAjz//POYO3cuampqsHXrVjz55JOQJAlerxcAUFhYCADYuHEjpk6dioULF+KrX/0qbrrpJtx22224+OKLoaoqfv7zn+O9997D5z73uYw8XiIiygxJRCvqJyIiopR7+umnsW7dOjQ2NmLx4sW44IILcM899+Dvf/87JEnCfffdh82bNwMAJk+ejOuuuw5/+tOf0NHRgWeffRYA8MADD+B3v/sdLBYL3nzzTdhsNmzcuBGPPfYYduzYAavVirlz5+KLX/wi6urqMvlwiYgozRjgERERERER5QkOOiciIiIiIsoTDPCIiIiIiIjyBAM8IiIiIiKiPMEAj4iIiIiIKE8wwCMiIiIiIsoTDPCIiIiIiIjyBAM8IiIiIiKiPMEAj4iIiIiIKE8wwCMiIiIiIsoTDPCIiIiIiIjyBAM8IiIiIiKiPPH/AUxo4Uw0sn+kAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fallout4 = df[df['gamename']=='Fallout 4']\n", "grand_theft_auto_v = df[df['gamename']=='Grand Theft Auto V']\n", "monster_hunter_world = df[df['gamename']=='Monster Hunter: World']\n", "\n", "ax = plt.figure(figsize=(10, 6))\n", "ax = sns.lineplot(x=\"date\", y=\"gain\", data=fallout4, label='Fallout 4') \n", "ax = sns.lineplot(x=\"date\", y=\"gain\", data=grand_theft_auto_v, label='grand_theft_auto_v') \n", "ax = sns.lineplot(x=\"date\", y=\"gain\", data=monster_hunter_world, label='monster_hunter_world') " ] }, { "cell_type": "code", "execution_count": 215, "id": "a8c894e8", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pvp = df[df['pvp']==1]\n", "pvp = pvp.groupby(['date']).agg(mean_gain=('gain', 'mean')) \n", "co_op = df[df['co-op']==1]\n", "co_op = co_op.groupby(['date']).agg(mean_gain=('gain', 'mean')) \n", "single = df[df['multi_player']==0]\n", "single = single.groupby(['date']).agg(mean_gain=('gain', 'mean')) \n", "\n", "ax = plt.figure(figsize=(10, 6))\n", "ax = sns.lineplot(x=\"date\", y=\"mean_gain\", data=pvp, label='pvp') \n", "ax = sns.lineplot(x=\"date\", y=\"mean_gain\", data=co_op, label='co-op') \n", "ax = sns.lineplot(x=\"date\", y=\"mean_gain\", data=single, label='single') \n", "\n", "plt.xticks(rotation=45)\n", "date_form = DateFormatter(\"%Y\")\n", "ax.xaxis.set_major_formatter(date_form)" ] }, { "cell_type": "code", "execution_count": 211, "id": "fb225b60", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = df.groupby(['gamename']).agg(mean_peak=(\"peak\", 'mean'), mean_price=('price', 'mean')) \n", "data = data.reset_index() \n", "\n", "ax = plt.figure(figsize=(10, 6))\n", "plt.xticks(rotation=90)\n", "ax = sns.scatterplot(x=\"mean_price\", y=\"mean_peak\", data=data, alpha=0.5) " ] }, { "cell_type": "code", "execution_count": 210, "id": "fd588933", "metadata": {}, "outputs": [ { "data": { "image/png": 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zp59+GjfccEPCth//+McYN25cwp9LLrkkvl9VVaxYsQIVFRWYMmUKbr75ZlRXVyecY+fOnViwYAGmTp2KSy+9FKtXr07Y35NzEBERERER9ZW0Ks5efPFFrFixosv23bt347bbbsMHH3wQ//PHP/4xvv/pp5/G2rVr8cgjj+B3v/sdBEHAwoULEYlEAACtra246aabMGrUKKxbtw533nknnnzySaxbt67H5yAiIiIiIupLaVGc1dfX45ZbbsGTTz6JoqKihH2KomDfvn2YNGkScnNz43+ysrIAAJFIBM8//zzuvPNOzJw5E6WlpVi+fDnq6+uxYcMGAMBrr70Gk8mEhx9+GMXFxZg/fz6+/e1v47nnnuvxOYiIiIiIiPqS1N8BAMCOHTuQkZGBN954A0899RRqamri+w4dOoRwOIzi4uJuf3bXrl3w+/2YMWNGfJvL5UJZWRm2bt2KuXPnorKyEuXl5ZCkEw93xowZePbZZ9Hc3IyamprTniNZktT/9a/BICb8TQMfc6pPzKv+MKf6xLzqD3OqPwM1p2lRnM2ePRuzZ8/udt+ePXsgCALWrFmDjRs3QhRFzJw5E3fffTecTifq6uoAAIWFhQk/l5eXh2PHjgEA6urqUFJS0mU/ANTW1vboHMkQRQFutz3pn081l8va3yFQijGn+sS86g9zqk/Mq/4wp/oz0HKaFsXZl9m7dy9EUcTQoUOxcuVKVFdX4+c//zn27NmDNWvWIBgMAgBMJlPCz5nNZng8HgBAKBTqdj8AhMPhHp0jGaqqwesNJP3zqWIwiHC5rPB6g1AUtb/DoRRgTvWJedUf5lSfmFf9YU71J91y6nJZe9SKl/bF2Z133olvf/vbcLlcAICSkhLk5ubi2muvxfbt22GxWADExo11/BuIFV1Wa6xStlgsXSb2CIfDAACbzdajcyRLlvv/xdBBUdS0iod6jznVJ+ZVf5hTfWJe9Yc51Z+BltO074QpCEK8MOvQ0UWxrq4u3hWxoaEh4ZiGhgYUFBQAAAoKCrrdDwD5+fk9OgcREREREVFfSvvi7Ic//CG+853vJGzbvn07AGDMmDEoLS2Fw+HAli1b4vu9Xi+qqqowffp0AEB5eTm2bdsGRVHix3z44YcoKipCdnZ2j85BRERERETUl9K+OLv66quxadMmPPPMMzh8+DDef/993H///bj66qtRXFwMk8mEBQsWYNmyZXj33Xexa9cu3HPPPSgoKMCcOXMAAPPnz0d7ezsWL16Mffv2Yf369VizZg1uvfVWAOjROYiIiIiIiPpS2o85mzVrFp588kmsXLkSK1euhNPpxDXXXIO77747fsxdd90FWZbxwAMPIBQKoby8HKtXr45P8JGdnY1Vq1Zh6dKlmDdvHnJzc7Fo0SLMmzevx+cgIiIiIiLqS4KmaVp/B6FXiqKipcXf32FAkkS43Xa0tvoH1IBIOjXmVJ+YV/1hTvWJedUf5lR/0i2nWVn2Hs3WmPbdGomIiIiIiAYDFmdERERERERpgMUZERERERFRGmBxRkRERERElAZYnBEREREREaUBFmdERERERERpgMUZERERERFRGmBxRkRERERElAZYnBEREREREaUBFmdERERERERpgMUZERERERFRGmBxRkRERERElAZ6VZz5/f74v99++2288MILOHToUG9jIiIiIiIiGnSSKs4OHjyIK664As899xwAYPny5bj33nvx85//HP/+7/+Obdu2pTRIIiIiIiIivUuqOFu2bBkMBgMuu+wyRKNRvPrqq7jqqqtQWVmJiooK/PKXv0xxmERERERERPqWVHG2detW3HvvvZg0aRIqKyvh8/lw7bXXwuFw4Bvf+Aa++OKLVMdJRERERESka0kVZ9FoFBkZGQCA999/H1arFeeeey4AQFEUSJKUugiJiIiIiIgGgaSKs3HjxuFvf/sbGhoa8NZbb+Hiiy+GJEmIRqN4+eWXUVJSkuo4iYiIiIiIdC2p4uyuu+7C73//e8ycORMejwcLFy4EAFx55ZX417/+he9///spDZKIiIiIiEjvkup/eOGFF+LPf/4ztm/fjilTpmDo0KEAgBtvvBEzZszAuHHjUhokERERERGR3iXVclZbW4vhw4fjq1/9arwwA2LFWXFxMX7961+nLEAiIiIiIqLBIKni7IYbbkBtbW2X7Z999hnmzZuHp556qteBERERERERDSZJFWcOhwMLFixATU0NACAYDGLp0qW4/vrrEQgEsHLlypQGSUREREREpHdJFWcvvfQScnNzsWDBAqxfvx5z587Fq6++iu985zt46623MHPmzFTHSUREREREpGtJFWdOpxMvvPAChg8fjsWLFyM7Oxt/+tOfcO+998JsNqc6RiIiIiIiIt3r8WyN3Y0xe/jhh7Fo0SLU1dXB7/cnHDNkyJDUREhERERERDQI9Lg4mz17NgRB6LJd0zQAwLXXXpuwfefOnb0MjYiIiIiIaPDocXH26KOPdlucERERERERUe/1uDj72te+1pdxEBERERERDWo9Ls5OFolE8Pvf/x6bN29GY2MjHn30UXz00UeYMGECJk+enMoYiYiIiIiIdC+p2RpbWlowf/58LF26FNXV1fj8888RCoXw/vvv44YbbsAnn3yS6jiJiIiIiIh0Lani7Be/+AX8fj/eeust/OEPf4hPCvLkk09i0qRJWLFiRUqDJCIiIiIi0rukirO///3v+MEPfoCRI0cmTBJiNptx8803Y8eOHSkLkIiIiIiIaDBIqjgLh8PIzMzsdp/BYEA0Gu1NTERERERERINOUsXZpEmT8Morr3S7789//jMmTpzYq6CIiIiIiIgGm6Rma/zBD36Ab3/72/j3f/93zJw5E4Ig4M0338SvfvUrfPDBB1i1alWq4yQiIiIiItK1pFrOpk+fjhdeeAFWqxWrVq2Cpml48cUX0djYiGeffRYzZsxIdZxERERERES6lvQ6Z+Xl5Vi7di1CoRA8Hg8cDgfsdnsqYyMiIiIiIho0kmo567B//3689tpr+O1vf4v29nZUVlaivb09VbERERERERENGkm1nCmKgoceegjr1q2DpmkQBAFXXXUVnnrqKRw5cgQvvfQSCgoKUh0rERERERGRbiXVcvbMM8/gz3/+Mx555BFs2rQpvgj1f/3Xf0FVVSxfvjylQRIREREREeldUsXZunXrcNddd2H+/PkJ652VlpbirrvuwqZNm1IVHxERERER0aCQVHHW1NSE8ePHd7svPz8fXq836YCefvpp3HDDDQnb3nvvPcyfPx/Tpk3D7Nmz8fOf/xyhUCi+v6amBuPGjevy5/XXX48fs3PnTixYsABTp07FpZdeitWrVyf8DlVVsWLFClRUVGDKlCm4+eabUV1dnfTjICIiIiIiOhNJFWcjR47E+++/3+2+jz76CCNHjkwqmBdffBErVqxI2FZZWYk77rgDV155Jf74xz/i4Ycfxttvv40lS5bEj9m9ezfMZjP++c9/4oMPPoj/ueaaawAAra2tuOmmmzBq1CisW7cOd955J5588kmsW7cufo6nn34aa9euxSOPPILf/e53EAQBCxcuRCQSSeqxEBERERERnYmkJgS58cYb8eCDDyIajWLWrFkQBAHV1dXYsmULnn/+efz3f//3GZ2vvr4eixcvxrZt21BUVJSwb+3atZgxYwa++93vAogVhvfccw/uv/9+LFmyBCaTCXv27EFRURHy8vK6Pf9rr70Gk8mEhx9+GJIkobi4GNXV1Xjuuecwf/58RCIRPP/887jvvvswc+ZMAMDy5ctRUVGBDRs2YO7cuUk8S0RERERERD2XVHH29a9/HS0tLVi5ciVeffVVaJqGe++9F0ajEbfccguuu+66Mzrfjh07kJGRgTfeeANPPfUUampq4vtuvvlmiGLXBj5ZltHe3o6srCzs3r0bY8aMOeX5KysrUV5eDkk68XBnzJiBZ599Fs3NzaipqYHf709YPNvlcqGsrAxbt25lcUZERERERH0u6UWob731Vnzzm9/Exx9/DI/HA5fLhSlTpiRMENJTs2fPxuzZs7vdV1ZWlvD/SCSCF154ARMmTEBWVhYAYM+ePcjNzcX111+PQ4cOYeTIkfje976HiooKAEBdXR1KSkoSztPRylZbW4u6ujoAQGFhYZdjjh07dsaPpzNJ6tVScilhMIgJf9PAx5zqE/OqP8ypPjGv+sOc6s9AzWlSxdkNN9yAyy67DLNmzcIll1yS6phOSZZlLFq0CPv27cPLL78MIFasHTp0CFarFYsWLYLNZsMbb7yBhQsX4oUXXsAFF1yAUCgEk8mUcC6z2QwACIfDCAaDANDtMR6PJ+l4RVGA221P+udTzeWy9ncIlGLMqT4xr/rDnOoT86o/zKn+DLScJlWcZWdn45lnnsHPf/5zjBw5ErNmzcJll12Gc845p9suiKnQ3t6Ou+++G1u2bMGKFSswZcoUALGCauvWrZAkKV5cTZw4Efv378fq1atxwQUXwGKxdJnYIxwOAwBsNhssFguAWKHX8e+OY6zW5BOqqhq83kDSP58qBoMIl8sKrzcIRVH7OxxKAeZUn5hX/WFO9Yl51R/mVH/SLacul7VHrXhJFWe//OUvoaoqPvnkE2zcuBH//Oc/8eKLL8LlcqGiogKzZ8/GV7/61WRO3a2GhgYsXLgQR48exXPPPZcwNgyIFVgnKykpwQcffAAAKCgoQENDQ5dzArGp/2VZjm8bMWJEwjGlpaW9il2W+//F0EFR1LSKh3qPOdUn5lV/mFN9Yl71hznVn4GW06SbuURRxLnnnot77rkH69evx0svvYTi4mK8+eab+OEPf5iyAD0eD2688Ua0tLTglVde6VKY7dq1C9OmTUNlZWXC9i+++CI+SUh5eTm2bdsGRVHi+z/88EMUFRUhOzsbpaWlcDgc2LJlS3y/1+tFVVUVpk+fnrLHQkREREREdCpJTwhSXV2Njz76CB999BG2bt2K+vp6OBwOzJo1C+eff37KAnzsscdw5MgRrFq1CllZWWhsbIzvy8rKQklJCcaOHYslS5bgoYcegtvtxmuvvYZPP/0Uv//97wEA8+fPx6pVq7B48WLccsst+Pzzz7FmzZr4WmkmkwkLFizAsmXLkJWVhaFDh+Lxxx9HQUEB5syZk7LHQkREREREdCpJFWeXXHIJGhsb4XK5MHXqVCxYsADnn38+JkyYkNIxZ6qq4q233kI0GsWNN97YZf+7776LYcOGYeXKlVi2bBnuvvtueL1elJWV4YUXXsC4ceMAxMbIrVq1CkuXLsW8efOQm5uLRYsWYd68efFz3XXXXZBlGQ888ABCoRDKy8uxevXqLpOEEBERERER9QVB0zTtTH/oyiuvRHV1NYYPH44LLrgA559/Ps477zzk5ub2RYwDlqKoaGnx93cYkCQRbrcdra3+AdXnlk6NOdUn5lV/mFN9Yl71hznVn3TLaVaWve8mBPnrX/+K+vp6fPjhh/jwww/xi1/8Ag0NDRg1ahTOP/98nH/++bjqqquSOTUREREREdGglFTLWXeqqqrwzDPPYMOGDRAEATt37kzFaQc0tpxRX2FO9Yl51R/mVJ+YV/1hTvUn3XLapy1nAKBpGj7//HNs3rwZmzdvxmeffQZVVVFeXo6ZM2cme1oiIiIiIqJBKani7Pvf/z4++ugjtLe3IzMzE5dccgmuu+46VFRUwOl0pjpGIiIiIiIi3UuqOKutrcWCBQtw6aWXYvLkyRAE4UuPzcvLgyQl3UhHRERERESke0lVTH/4wx96dJyiKLjsssvw+9//HhMmTEjmVxEREREREQ0KqVuU7BRSNN8IERERERGRrvV5cUZERERERESnx+KMiIiIiIgoDbA4IyIiIiIiSgMszoiIiIiIiNIAizMiIiIiIqI0wOKMiIiIiIgoDbA4IyIiIiIiSgN9WpyJooh58+bB7Xb35a8hIiIiIiIa8KRkf/DgwYP41a9+hS1btsDr9cLtdmP69On4/ve/j+LiYgCAIAh47LHHUhYsERERERGRXiVVnO3btw/f+MY3IEkSZs2ahZycHDQ2NuLvf/87/vGPf+D111+PF2hERERERER0ekkVZ8uWLcOwYcPw29/+Fk6nM77d5/PhxhtvxPLly/HrX/86ZUESERERERHpXVJjzrZu3YrbbrstoTADAKfTie9+97vYunVrSoIjIiIiIiIaLJIqziRJgslk6nafyWRCJBLpVVBERERERESDTVLF2aRJk/Dyyy9D07SE7Zqm4aWXXsLEiRNTEhwREREREdFgkdSYsx/84Ae47rrrcPXVV+Oqq65Cbm4uGhsb8fbbb6O6uhovvPBCquMkIiIiIiLStaSKs0mTJmHVqlX43//9Xzz11FPQNA2CIGDixIl47rnnUF5enuo4iYiIiIiIdC2p4qympgYzZszA66+/jmAwCK/XC5fLBavVmur4iIiIiIiIBoWkirPLLrsMY8eOxezZszF79mxMmTIl1XERERERERENKkkVZ88++yz++c9/4i9/+QueffZZZGVlYebMmZg9ezYuuugi2Gy2VMdJRERERESka0kVZzNnzsTMmTMBANXV1di4cSM2btyIRYsWQVEUnHfeeVi1alVKAyUiIiIiItKzpIqzzgoKCjBmzBg0NzejpaUFO3bswObNm1MRGxERERER0aCRVHG2adMmfPTRR/joo4/wxRdfIBqNYsyYMZgxYwZuu+02nHfeeamOk4iIiIiISNeSKs6+853vQBAETJgwAY8++iguuugiZGVlpTo2IiIiIiKiQSOp4uzuu+/Gli1b8PHHH+PBBx/EOeecg/PPPx/nn38+Jk2aBFEUUx0nERERERGRriVVnN1222247bbbEIlEsG3bNvzrX//Ce++9h1/96lcwmUw499xz8Zvf/CbVsRIREREREelWryYEMZlMuOCCCzBixAgMGzYMmZmZ+Mc//oEPPvggVfERERERERENCkkVZx6PB//617+wefNmfPjhhzhy5AgcDgcuuOACPProo/Fp9omIiIiIiKhnkirOLrjgAmiahlGjRuGyyy7DzJkzMX36dEhSr2fmJyIiIiIiGpSSqqb++7//G7NmzcLw4cO73V9XV4eCgoJeBUZERERERDSYJDWt4mOPPYbW1tZu91VWVuKqq67qVVBERERERESDTY9bzp5//nkEAgEAgKZpeP3117Fx48Yux33yyScwmUypi5CIiIiIiGgQ6HFxFolE8Otf/xoAIAgCXn/99S7HiKIIp9OJ22+/PXUREhERERERDQI9Ls461jYDgNLSUrz22muYPHlynwVGREREREQ0mCQ15mzXrl09KsxUVcVll12GvXv3JvNriIiIiIiIBo2kirOe0jQNNTU1iEQifflriIiIiIiIBrw+Lc6IiIiIiIioZ9KuOHv66adxww03JGzbuXMnFixYgKlTp+LSSy/F6tWrE/arqooVK1agoqICU6ZMwc0334zq6uqUn4OIiIiIiKivpFVx9uKLL2LFihUJ21pbW3HTTTdh1KhRWLduHe688048+eSTWLduXfyYp59+GmvXrsUjjzyC3/3udxAEAQsXLox3p0zFOYjShaxpaGgLYdehFjS0hSBrWn+HREREREQp0OPZGvtSfX09Fi9ejG3btqGoqChh32uvvQaTyYSHH34YkiShuLgY1dXVeO655zB//nxEIhE8//zzuO+++zBz5kwAwPLly1FRUYENGzZg7ty5KTkHUTrwhWRUVtXDF4zAajUhGIzAaTVhelk+nJa0eDsTERERUZLSouVsx44dyMjIwBtvvIEpU6Yk7KusrER5eTkk6cSF54wZM3Dw4EE0Nzdj165d8Pv9mDFjRny/y+VCWVkZtm7dmrJzEPU3WdNQWVUPjz+csN3jD6Oyqp4taEREREQDXFrcap89ezZmz57d7b66ujqUlJQkbMvLywMA1NbWoq6uDgBQWFjY5Zhjx46l7BzJkqT+r38NBjHhbxqYWtpC8AUjEEUBoigAQPxvXzACrz+KvExLf4ZIvcT3qv4wp/rEvOoPc6o/AzWnaVGcfZlQKASTyZSwzWw2AwDC4TCCwSAAdHuMx+NJ2TmSIYoC3G570j+fai6Xtb9DoF6o94RhtZ78GjXG/62l2euNksf3qv4wp/rEvOoPc6o/Ay2nfVqcCYKAIUOGdCl6zoTFYukyKUc4HOvWZbPZYLHEWgoikUj83x3HWK3WlJ0jGaqqwesNJP3zqWIwiHC5rPB6g1AUtb/DoSQJmoZgMPY6FkUBZrMR4XAUqhrrziioGlpb/f0ZIvUS36v6w5zqE/OqP8yp/qRbTl0ua49a8XpVnL3//vvYvHkzGhoacO+992Lnzp2YMGEChg4dCgAQRRHvvfdeb34FCgoK0NDQkLCt4//5+fmQZTm+bcSIEQnHlJaWpuwcyZLl/n8xdFAUNa3ioTPjshvhtJoSxpypqgZV1ZBhN8NlNzK/OsH3qv4wp/rEvOoPc6o/Ay2nSXXCDAaDuPnmm3Hrrbdi3bp1+Mtf/gKv14tXX30VX/va17B3796UBVheXo5t27ZBUZT4tg8//BBFRUXIzs5GaWkpHA4HtmzZEt/v9XpRVVWF6dOnp+wcRP1NEgRML8tHht2csD3Dbsb0snxIgtBPkRERERFRKiRVnD3xxBPYsWMHXnzxRfzrX/+CdnyWuF/84hfIz8/Hk08+mbIA58+fj/b2dixevBj79u3D+vXrsWbNGtx6660AYuPEFixYgGXLluHdd9/Frl27cM8996CgoABz5sxJ2TmI0oHTIqFi2hBcPGUozinNw8VThqJi2hBOo09ERESkA0ld0b399tu49957MWPGjITWqNzcXNx+++346U9/mrIAs7OzsWrVKixduhTz5s1Dbm4uFi1ahHnz5sWPueuuuyDLMh544AGEQiGUl5dj9erV8bFuqTgHUbqQBAF5mRa43Xa0tvoHVFM9EREREZ2aoGlnvjjS5MmT8fTTT+Piiy+GoiiYMGEC1q1bhwkTJmDz5s24/fbb8dlnn/VFvAOKoqhoaen/CRokSeSFvM4wp/rEvOoPc6pPzKv+MKf6k245zcqy92hCkKS6NY4dOxZ//vOfu9333nvvYezYscmcloiIiIiIaNBKqlvj7bffjjvuuANtbW2YNWsWBEHA1q1bsX79eqxduxb/+7//m+o4iYiIiIiIdC2p4uzyyy/H448/jv/93//F+++/DwD42c9+huzsbDz88MP4yle+ktIgiYiIiIiI9C7pKd6uueYaXHPNNThw4ADa2trgcrkwevRoiGJSPSWJiIiIiIgGtV7Pvz169OhUxEFERERERDSoJVWc1dbW4qc//Sk+/vhj+Hy+LvsFQUBVVVWvgyMiIiIiIhoskirOFi9ejE8//RTz589HZmZmikMiIiIiIiIafJIqzj799FP85Cc/wde+9rVUx0NERERERDQoJTV7R25uLjIyMlIdCxERERER0aCVVHF266234qmnnkJNTU2q4yEiIiIiIhqUkurWeOmll2LVqlW4/PLLkZWVBYvFkrBfEAS88847KQmQiIiIiIhoMEiqOPvxj3+MI0eO4KKLLkJubm6qYyIiIiIiIhp0kirOPvroIzz44IP4z//8z1THQ0RERERENCglNebM5XJhyJAhqY6FiIiIiIho0EqqOLv++uvxm9/8Bu3t7amOh4iIiIiIaFBKqltjbW0tqqqqcPHFF2P06NFwOBwJ+wVBwJo1a1ISIBERERER0WCQVHF28OBBjB8/Pv5/TdMS9p/8fyIiIiIiIvpySRVnv/3tb1MdBxERERER0aCWVHFGA0dYVXGkLoCdRzywmgzIdVtgFpMaakhERERERH2ox8XZ+PHj8bvf/Q6TJ09GaWkpBEH40uN37tzZ6+Cod5p8Eby1+QCONQdglAyIygoKs2346oWjkeM09Xd4RERERETUSY+Ls+9///vIz8+P//t0xRn1r7Cq4q3NB1Db5E/IVW2TH29tPoBr55SwBY2IiIiIKI30uDi744474v++8847v/TYurq65COilKhvCaK2yd/tvtomP+pbghiRYz/LURERERER0akk1XQyfvx4fP75593uq6ysxFVXXdWroKj3/MHoafbLZykSIiIiIiLqiR63nD3//PMIBAIAYlPlv/7669i4cWOX4z755BOYTBzP1N/sVuNp9nMuGCIiIiKidNLjK/RIJIJf//rXAGKLTL/++utdjhFFEU6nE7fffnvqIqSk5GdZMSTH3m3XxiE5duRnWfshKiIiIiIiOpUeF2e33XYbbrvtNgBAaWkpfve732HKlCl9Fhj1jlkU8dULR8dna+wwJMeOuReN5mQgRERERERpJqm+bT/72c8wbty4VMdCKZbjNOHaOSVoaAkhJCuwSAbkZXGdMyIiIiKidJTUVfr999+Piy66CD/5yU/w8ccfpzomSiGzKKKowIELJw1BUYGDhRkRERERUZpK6kr9H//4B2699VZ8/PHHuP7663HllVfiN7/5Derr61MdHxERERER0aCQVHGWl5eH7373u/i///s/vPbaa7jwwguxZs0azJ49G7fccgveeustRKNfPpU7ERERERERndDr+dQnT56MyZMn42tf+xoef/xxfPDBB/jggw/gdrtx44034pZbboEkcdp2IiIiIiKiL9Orquno0aN444038Kc//QmHDx/GiBEjcO+992LWrFn4xz/+gaeeegoHDhzAL37xi1TFS0REREREpEtJFWevv/46/vSnP2Hbtm2wWCz4yle+gqVLl2L69OnxY8aOHYuWlhasXbs2ZcESERERERHpVVLF2U9+8hNMmTIFS5YswVe/+lU4HI5ujxs3bhyuvfbaXgVIREREREQ0GCRVnL355psYM2bMaY/7j//4j2ROT0RERERENOgkVZyNGTMGoVAIu3fvRjQahaZpAABVVREMBlFZWYkf/ehHKQ2UiIiIiIhIz5Iqzv71r3/hBz/4Abxeb7f77XY7izMiIiIiIqIzkFRx9stf/hKZmZl45JFH8MYbb0AURXzta1/Dxo0b8eqrr+K5555LdZxERERERES6llRxtnv3bvzP//wP5syZg/b2drzyyiuYOXMmZs6ciWg0imeeeQa/+c1vUh0rERERERGRbonJ/JCqqigoKAAAFBUVYd++ffF9V155JaqqqlITHRERERER0SCRVHE2YsQI7N69GwAwcuRIBINB7N+/HwAgyzL8fn/qIiQiIiIiIhoEkirOrrnmGixbtgy//e1v4Xa7MXHiRDzyyCN477338NRTT/Vomn0iIiIiIiI6IakxZ7fccgtaW1vx+eefAwAeeughLFy4EN/73vfgcDjwzDPPpDRIIiIiIiIivUuqOBNFEf/1X/8V//+kSZPwzjvv4MCBAxg9ejQcDkfKAtyyZQu+9a1vdbtv2LBhePfdd/HjH/8Y69evT9iXn5+PjRs3AoiNkfv1r3+N119/HV6vF+eeey4eeughjBw5Mn78zp07sXTpUnzxxRfIzMzEDTfcgO985zspexxERERERERfJqnirDsOhwOTJ09O1enipk2bhg8++CBh2549e/Dd734Xt912G4DY7JG33XYbFixYED/GYDDE//30009j7dq1eOyxx5Cfn4/HH38cCxcuxJtvvgmTyYTW1lbcdNNNuPzyy7FkyRJ8+umnWLJkCTIzMzF//vyUPyYiIiIiIqKT9bg4Ky0thSAIPTpWEISUzdhoMpmQm5sb/380GsVjjz2GK664Al//+tehKAr27duH733vewnHdYhEInj++edx3333YebMmQCA5cuXo6KiAhs2bMDcuXPx2muvwWQy4eGHH4YkSSguLkZ1dTWee+45FmdERERERHRW9Lg4+/73v9/j4qwvvfzyyzh27Bief/55AMChQ4cQDodRXFzc7fG7du2C3+/HjBkz4ttcLhfKysqwdetWzJ07F5WVlSgvL4cknXg6ZsyYgWeffRbNzc3Izs7u2wdFRERERESDXo+LszvvvLMv4+iRcDiMlStX4sYbb0ReXh6AWBdHQRCwZs0abNy4EaIoYubMmbj77rvhdDpRV1cHACgsLEw4V15eHo4dOwYAqKurQ0lJSZf9AFBbW9ur4kySkpoQM6UMBjHhbxr4mFN9Yl71hznVJ+ZVf5hT/RmoOU16zFkoFML69euxbds2eDweZGdn44ILLsDVV1+d0AKVSn/6058QDodxww03xLft3bsXoihi6NChWLlyJaqrq/Hzn/8ce/bswZo1axAMBgHEukd2Zjab4fF44o+lu/1ArCBMligKcLvtSf98qrlc1v4OgVKMOdUn5lV/mFN9Yl71hznVn4GW06SqqKNHj+Jb3/oWamtrMXz4cGRnZ+PQoUP405/+hBdffBFr1qxBRkZGqmPFH//4R1xxxRVwu93xbXfeeSe+/e1vw+VyAQBKSkqQm5uLa6+9Ftu3b4fFYgEQG3vW8W8gVnRZrbFkWSwWRCKRhN/VUZTZbLak41VVDV5vIOmfTxWDQYTLZYXXG4SiqP0dDqUAc6pPzKv+MKf6xLzqD3OqP+mWU5fL2qNWvKSKs0cffRQA8Ic//AHjx4+Pb9+xYwfuuOMO/OIXv8DSpUuTOfUptbS04JNPPsGtt96asF0QhHhh1qGji2JdXV28O2NDQwNGjBgRP6ahoQGlpaUAgIKCAjQ0NCSco+P/+fn5vYpblvv/xdBBUdS0iod6jznVJ+ZVf5hTfWJe9Yc51Z+BltOkOmFu2bIFP/rRjxIKMwCYMGEC7r77brz77rspCa6zjz/+GIIg4LzzzkvY/sMf/rDLemTbt28HAIwZMwalpaVwOBzYsmVLfL/X60VVVRWmT58OACgvL8e2bdugKEr8mA8//BBFRUWcDISIiIiIiM6KpIozq9WasI5YZw6HA5qm9Sqo7uzatQvDhw+Pd0XscPXVV2PTpk145plncPjwYbz//vu4//77cfXVV6O4uBgmkwkLFizAsmXL8O6772LXrl245557UFBQgDlz5gAA5s+fj/b2dixevBj79u3D+vXrsWbNmi6tdERERERERH0lqW6N3/rWt/DEE09gwoQJGDZsWHx7W1sbVq5ciW9961spC7BDU1MTMjMzu2yfNWsWnnzySaxcuRIrV66E0+nENddcg7vvvjt+zF133QVZlvHAAw8gFAqhvLwcq1evjk8Ckp2djVWrVmHp0qWYN28ecnNzsWjRIsybNy/lj4OIiIiIiKg7gpZEM9ePf/xjvPvuuwgEApg2bRry8vLQ1taGTz75BKFQCOeee258TbSOae4HI0VR0dLi7+8wIEki3G47Wlv9A6rPLZ0ac6pPzKv+MKf6xLzqD3OqP+mW06wse99NCHL06FGMGzcu/v+OyTMmTJgQ39ZR8/VFF0ciIiIiIiK9Sao4++1vf9vjY7du3YpAINCrKemJiIiIiIj0rk+XzFYUBd/61rdw8ODBvvw1REREREREA16fFmcAuzUSERERERH1RJ8XZ0RERERERHR6LM6IiIiIiIjSAIszIiIiIiKiNMDijIiIiIiIKA2wOCMiIiIiIkoDLM6IiIiIiIjSAIszIiIiIiKiNNCnxZkoirjjjjuQl5fXl7+GiIiIiIhowJOS/cFNmzbh73//O4LBIFRVTdgnCAIeffRRCIKAO+64o9dBEhERERER6V1SxdmqVauwbNkymM1mZGVlQRCEhP0n/5+IiIiIiIi+XFLF2csvv4xrrrkGS5cuhclkSnVMREREREREg05SY86am5vx//7f/2NhRkRERERElCJJFWdlZWXYu3dvqmMhIiIiIiIatJLq1nj//ffj7rvvhs1mw5QpU2C1WrscM2TIkF4HR0RERERENFgkVZxdd911UFUV999//ykn/9i5c2evAiMiIiIiIhpMkirOHnnkkVTHQURERERENKglVZzNmzcv1XEQERERERENakkvQl1XV4ePP/4YkUgkvk1VVQSDQVRWVmL58uUpCZCIiIiIiGgwSKo4e/vtt3HfffdBluX4mDNN0+L/Hj16dOoiJCIiIiIiGgSSmkr/2WefRVlZGdavX4+vfe1r+Ld/+zf83//9H+677z5IkoT7778/1XESERERERHpWlItZwcPHsSyZctQVlaGCy64AKtWrUJxcTGKi4vR3NyMlStX4qKLLkp1rERERERERLqVVMuZKIrIzMwEAIwaNQoHDhyAqqoAgIqKCuzbty9lARIREREREQ0GSRVno0ePxrZt2wDEirNoNBpf18zr9SZMEkJERERERESnl1S3xm984xt46KGHEAgEcO+99+L888/H/fffj//3//4fXnrpJUyYMCHVcRIREREREelaUi1nX//617F48WJEo1EAwE9/+lOEw2EsXboUsixj8eLFKQ2SkidrGhraQth1qAUNbSHImtbfIRERERERUTeSXufsm9/8ZvzfI0aMwNtvv43W1lZkZWWlJDDqPV9IRmVVPXzBCKxWE4LBCJxWE6aX5cNpSTr1aUnWNLT5wghFFFhMEjKdJkjHl3YgIiIiIhoIenWFvn//fmzatAkNDQ244YYbcOTIEZhMJjgcjlTFR0mSNQ2VVfXw+MMQxRNFiscfRmVVPSqmDdFN8dJRhHr84fi2DLtZl0UoEREREelXUleuiqLgoYcewrp16+KLT1911VV46qmncPjwYbz88ssoKChIdax0Btp84YRipTOPP4w2Xxg5LstZjir1OhehnemxCCUiIiIifUtqzNkzzzyDP//5z3jkkUewadMmaMfHMf3Xf/0XNE3D8uXLUxoknblQROnV/oGiJ0UoEREREdFAkFRxtm7dOtx1112YP39+fL0zACgtLcVdd92FTZs2pSo+SpLFZOjV/oFisBShRERERKR/SRVnTU1NGD9+fLf78vPz4fV6exUU9V6m04wMu7nbfRl2MzKd3e8baAZLEUpERERE+pdUcTZy5Ei8//773e776KOPMHLkyF4FRb0nCQKml+V3KdA6JsrQyziswVKEEhEREZH+JTUhyI033ogHH3wQ0WgUs2bNgiAIqK6uxpYtW/D888/jv//7v1MdJyXBaZFQMW0IvP4oNFGAoGpw2Y26KcyAE0XoqWZr1NNjJSIiIiJ9S6o4+/rXv46WlhasXLkSr7zyCgDg3nvvhdFoxC233ILrrrsupUFS8iRBQF6mBW63Ha2tfsiy2t8hpVxHEXpinTMDMp1mFmZERERENKAkvQjUrbfeim9+85v45JNP0NbWBpfLhalTpyIjIyOV8RH1iCQIulgagIiIiIgGr6SKM4/HgxUrVuDjjz/udvIPQRDwzjvv9Do4IiIiIiKiwSKp4uwnP/kJ3n33XVRUVKC0tDTVMREREREREQ06SRVnmzdvxqJFi3DjjTemOh4iIiIiIqJBKamp9O12O4qKilIdCxERERER0aCVVHH2zW9+Ey+88AL8fn+q4+lWTU0Nxo0b1+XP66+/DgDYuXMnFixYgKlTp+LSSy/F6tWrE35eVVWsWLECFRUVmDJlCm6++WZUV1cnHHO6cxAREREREfWlpLo1LliwAH/4wx8wc+ZMjB49GhZL4ix5giBgzZo1KQkQAHbv3g2z2Yx33nkHQqfp0Z1OJ1pbW3HTTTfh8ssvx5IlS/Dpp59iyZIlyMzMxPz58wEATz/9NNauXYvHHnsM+fn5ePzxx7Fw4UK8+eabMJlMPToHERERERFRX0qqOHvwwQdx8OBBFBUVwWw2Q9O0hP0n/7+39uzZg6KiIuTl5XXZt2bNGphMJjz88MOQJAnFxcWorq7Gc889h/nz5yMSieD555/Hfffdh5kzZwIAli9fjoqKCmzYsAFz587Fa6+99qXnINILWdM6rQcnIdNp4npwRERERGkiqeLsvffew7333ovvfve7qY6nW7t378aYMWO63VdZWYny8nJI0omHMmPGDDz77LNobm5GTU0N/H4/ZsyYEd/vcrlQVlaGrVu3Yu7cuac9R3Z2dtKxS1JSPUdTymAQE/6mgS+ZnHoCUWytqoPXH4lvc9lNKC8rQIbNmPIY6czxvao/zKk+Ma/6w5zqz0DNaVLFmclkwqRJk1Idyynt2bMHubm5uP7663Ho0CGMHDkS3/ve91BRUYG6ujqUlJQkHN/RwlZbW4u6ujoAQGFhYZdjjh07BgCnPUeyxZkoCnC77Un9bF9wuaz9HQKlWE9zGghF8fkX9YiqgNVqim+PqsDnB1pweflw2Cws0NIF36v6w5zqE/OqP8yp/gy0nCZVnP3Hf/wHXn31VZx//vkQxb6tRiORCA4dOgSr1YpFixbBZrPhjTfewMKFC/HCCy8gFArBZDIl/IzZbAYAhMNhBINBAOj2GI/HAwCnPUeyVFWD1xtI+udTxWAQ4XJZ4fUGoShqf4dDKXCmOW1oC6Gxub3bfcFgBEeOeZGXael2P509fK/qD3OqT8yr/jCn+pNuOXW5rD1qxUuqOHM4HNi8eTNmz56NyZMnw25PbB0SBAGPPvpoMqfuwmQyYevWrZAkKV5ATZw4Efv378fq1athsVgQiUQSfqajoLLZbPHJSiKRSMLEJeFwGFZrrJI+3Tl6Q5b7/8XQQVHUtIqHeq+nOQ2EolDVU48FDYSikGXTKffT2cX3qv4wp/rEvOoPc6o/Ay2nSRVn69evh8vlAgB88cUXXfYLKZ5goLsCqaSkBB988AEKCgrQ0NCQsK/j//n5+ZBlOb5txIgRCceUlpYCwGnPQTTQWUyGXu0nIiIior6X9IQgZ8uuXbtw3XXX4bnnnsP06dPj27/44guMGTMG48ePx9q1a6EoCgyG2AXmhx9+iKKiImRnZ8PpdMLhcGDLli3x4szr9aKqqgoLFiwAAJSXl3/pOYgGukynGRl2Mzz+rt10M+xmZDrN/RAVEREREXWW9tOXlJSUYOzYsViyZAkqKyuxf/9+PPbYY/j0009x2223Yf78+Whvb8fixYuxb98+rF+/HmvWrMGtt94KINYtcsGCBVi2bBneffdd7Nq1C/fccw8KCgowZ84cADjtOYgGOkkQML0sHxn2xCIsw27G9LJ8TqdPRERElAYELdWLkvWBlpYWLFu2DBs3boTX60VZWRl+9KMfxVvSPv/8cyxduhRVVVXIzc3FzTffHG8VAwBFUfDEE09g/fr1CIVCKC8vx4MPPohhw4bFjzndOZKhKCpaWvy9OkcqSJIIt9uO1lb/gOpzS6eWbE4T1zkzINNpZmGWRvhe1R/mVJ+YV/1hTvUn3XKalWXv0YQgA6I4G6hYnFFfYU71iXnVH+ZUn5hX/WFO9SfdctrT4iztuzUSERERERENBizOiIiIiIiI0gCLMyIiIiIiojTA4oyIiIiIiCgNsDgjIiIiIiJKAyzOiIiIiIiI0gCLMyIiIiIiojTA4oyIiIiIiCgNsDgjIiIiIiJKAyzOiIiIiIiI0gCLMyIiIiIiojTA4oyIiIiIiCgNsDgjIiIiIiJKAyzOiIiIiIiI0gCLMyIiIiIiojTA4oyIiIiIiCgNsDgjIiIiIiJKAyzOiIiIiIiI0gCLMyIiIiIiojTA4oyIiIiIiCgNsDgjIiIiIiJKAyzOiIiIiIiI0gCLMyIiIiIiojQg9XcAREQEyJqGlrYQ6j1hCJoGl90ISRD6OywiIiI6i1icERH1M19IRmVVPXzBCKxWE4LBCJxWE6aX5cNp4cc0ERHRYMFujURE/UjWNFRW1cPjDyds9/jDqKyqh6xp/RQZERERnW0szoiI+lGbL9ylMOvg8YfR5ut+HxEREekP+8voHMexEKW3UETp1X4iIiLSDxZnOsZxLETpz2Iy9Go/ERER6Qe7NeqUrGn4eGc9JKOIXLcNNrOEXLcNklHExzs5joUoXWQ6zciwm7vdl2E3I9PZ/T4iIiLSHzaf6FSbLwyr1Yg9R1rR5otAAyAAyHSaUDLcjTZfGDkuS3+HSTToSYKA6WX58VbuDhl2M6aX5bMbMhER0SDC4kynFFXDvhoP9hxuQzAsQxRFqKqKhlYJoihiZIGzv0MkouOcFgkV04bA649CEwUIKseHEhERDUbs1qhTEVnDrkMtCITlhO2BsIxdh1oQkdmtkSidSIKAvEwLSkdmIS/TwsKMiIhoEGLLmU4FI1FEomq3+yJRFcGI3O0+OvtkTUObL4xQRIHFJCHTaeKFOREREdEgxOJMpyRRhNNuhM8fhaKqXbZLIi/+00HHjJqd17nqGGvEGTWJiIiIBhde/elUpsOMvEwbRDEIRTnRhdFgEJDjsiLTwRng+pusaV0KMyC28HBlVT0qpg1hCxoRERHRIMIxZzrlshtxXlk+clxWGCURNosRRklEjsuK8ybkw2U39neIg16bL9ylMOvg8YfR5ut+HxERERHpE1vOdEoSBIwemgFF1RCOKvGp9M1GA0YPyWCLTBoIRZRe7SciIiIifWFxpmNOi4TJY7I5PXeaspgMvdpPRERERPrC4kznOqbndrvtaG31Q5a7n8GRzr5MpxkZdnO3XRsz7GZkOjkukIiIiGgw4Zgzon4iCQKml+Ujw55YhHXM1sgWTiIiIqLBhS1nRP3IaZFQMW1Ip3XODMh0mlmYEREREQ1CLM6I+pkkCMhxWfo7DCIiIiLqZwOiW2NbWxsefPBBXHLJJTjnnHNw3XXXobKyMr7/xz/+McaNG5fw55JLLonvV1UVK1asQEVFBaZMmYKbb74Z1dXVCb9j586dWLBgAaZOnYpLL70Uq1evPmuPj7onaxqavCEcbfKjyRuGrGmn/yEiIiIiogFqQLSc3XvvvWhubsYTTzyBrKwsvPLKK/jOd76D9evXo7i4GLt378Ztt92GBQsWxH/GYDgx093TTz+NtWvX4rHHHkN+fj4ef/xxLFy4EG+++SZMJhNaW1tx00034fLLL8eSJUvw6aefYsmSJcjMzMT8+fP74yEPer6Q3GWB5o6xWE7LgHjZEp0RWdPQ0hZCvScMQePMqkRERMkayN+paX+VW11djU2bNuHVV1/FOeecAwBYvHgxNm7ciDfffBN33HEH9u3bh+9973vIzc3t8vORSATPP/887rvvPsycORMAsHz5clRUVGDDhg2YO3cuXnvtNZhMJjz88MOQJAnFxcWorq7Gc889x+KsH8ia1qUwA2ILM1dW1aNi2pAB8wYj6omOmxG+YARWqwnBYAROq4k3I4iIiM7QQP9OTfsI3W43fvOb32DixInxbYIgQNM0eDweHDp0COFwGMXFxd3+/K5du+D3+zFjxoz4NpfLhbKyMmzduhVz585FZWUlysvLIUknno4ZM2bg2WefRXNzM7Kzs5OOX5L6v+eowSAm/J3uWtpC8AUjEMWuBZgvGIHXH0Ve5uAeozXQckqnFlVUbNtVn/CaF0UBvmAE23bVY+a0oTAyzwMW36v6xLzqD3OqD3r4Tk374szlcsVbvDq8/fbbOHz4MC6++GLs2bMHgiBgzZo12LhxI0RRxMyZM3H33XfD6XSirq4OAFBYWJhwjry8PBw7dgwAUFdXh5KSki77AaC2tjbp4kwUBbjd9qR+ti+4XNb+DqFH6j1hWK2mU+7X0ux57U8DJad0atXHvIiqSHjNm81GAEBUBYJRDXk5fL0PdHyv6hPzqj/M6cCmh+/UtC/OTrZt2zbcf//9uOyyyzB79mysWLECoihi6NChWLlyJaqrq/Hzn/8ce/bswZo1axAMBgEAJlPixb7ZbIbH4wEAhEKhbvcDQDjcdYHgnlJVDV5vIOmfT4VQVMGxliBCEQVWswEFbissRsPpf7AfCZqGYDBy6v2qhtZW/1mMKP0YDCJcLiu83iAUhQuLD2St3mD89S6KAsxmI8LhKFQ1NgFOmzcIlyW937PUvaiioq09AhUCREFDpt2U9ndsqWf4Gaw/zKk+pPN3qstl7VHL7IAqzt555x386Ec/wpQpU/DEE08AAO688058+9vfhsvlAgCUlJQgNzcX1157LbZv3w6LJdb9LRKJxP8NxIouqzV2d8RisSASSSwGOooym83Wq5hluf/e4E2+CN7afADHmgMwSgZEZQWF2TZ89cLRyHGeumWqv7nsRjitpi5jzoDYpCAuu7Ffn9d0oigqn4sBziyJ8S+NDqqqxbeZJJE5HoB8IRl7j7QhHFWgaoAoAGajAWOHZw6IMQ/UM/wM1h/mdGDTw3fqgLmF99JLL+HOO+/EJZdcgueeey5eaAmCEC/MOnR0Uayrq4t3Z2xoaEg4pqGhAQUFBQCAgoKCbvcDQH5+fuofzFkQVlW8tfkAapsSW5hqm/x4a/MBhNX0fWFKgoDpZfnIsJsTtnfM1sjJQEhPMp1muB1mZGdakeu2wWaWkOu2ITvTCrfDjEyn+fQnobQiaxoO1HiwbVcDNn5agy076rDx0xps29WAAzUeLgtCRNRHMp3mLtePHTLsA+M7dUDcvnvllVfwP//zP7jhhhtw//33QxRP1JQ//OEP0dbWlrAu2fbt2wEAY8aMwfDhw+FwOLBlyxaMGDECAOD1elFVVRWfer+8vBxr166FoijxKfg//PBDFBUV9WoykP5U3xLsUph1qG3yo74liBFp3OfWaZFQMW0I2nxhhCIKLCYDMp1mFmYY2NPDUleSIGDCmNxTtnIztwOP1x/FR1X1aPYGIXTKX7M3iI+q6jE834ksR/r2XiAiGqg6bvB3zNbYYSDd4E/74uzgwYN49NFHMWfOHNx6661obm6O77NYLLj66qtx++2345lnnsHcuXNx8OBB/PSnP8XVV18dn8FxwYIFWLZsGbKysjB06FA8/vjjKCgowJw5cwAA8+fPx6pVq7B48WLccsst+Pzzz7FmzRosWbKkXx5zKviD0dPsl89SJMmTBAE5rsE9K+PJBvr0sNSVrGnYvrcRDpsJIyQDIAiApsFsMmD73kYuHTEAtbWH0ewNdruv2RtEW3uYxRkRUR/puMHv9UehiQIEdWDdyE77q7m//vWviEaj2LBhAzZs2JCwb968efjZz36GJ598EitXrsTKlSvhdDpxzTXX4O67744fd9ddd0GWZTzwwAMIhUIoLy/H6tWr45OAZGdnY9WqVVi6dCnmzZuH3NxcLFq0CPPmzTubDzWl7FbjafanferpJJ3Xf+u8zADXfxvY2nzhWE4B2C1SvOhWVQ0efxhtvjBvUgwwymm6jSsquzUSEfUlSRCQl2mB221Ha6s/7ceZdSZoGju/9xVFUdHS0j+zCoZVFa9t2IPW9ghEQYAGQACgahrcDhP+c04JzOLZHXIoa1qnbooSMp0mFhNnoMkbwubPj8GdYYFkEOOTDMiKilZPCBdOLuRF/AB0tMmPyp31AGIzS3UuzgBg+vh8DEvjLsjUVYM3hFf+shuhqAxBEOJdVTVNg8Uo4fqvjEMe36sDmiSJA/Kij06NOdWfdMtpVpZdf7M1Us+ZRRFXzBiF37+3F4eOeSGKIlRVxahCF664YNRZL8w6uuN1noGxo/8vu+P1TDiiID/Hjs/3NqHFF4pf8GU5LZg8NgfhiNLfIVISLKYvn9L3dPsp/WQ5zRhflIWdB1sQlk+8Ly1GCeOLspA1AAakExFR/+BVsU7JmoZdB5oxaUwOJhbnIKqoMBpECAKwa38zsqeevS5wnbvjdcbueGfGajHi871N3U4y8PneJowdltl/wVHSOmaWOtXSEQNhZilKJAkCLpxUCFEUcKzJD1nVIIkCCnPsmDGhgJ93RER0SizOdKrNF0Zre+xir6OrlMcXOrEI31kcx9IxpqY7HFPTc7KqnnKiF38wCjmNl0egU9PDzFLUvWyXBQ6rMd6t3GxkKygREX05Fmc6FTpNF7fT7U+ldIplIItEFAzJtaO20d+lq9SQXDsifB4HrIE+sxQlOnnynoRJXnxh9hYgIqJTYnGmUxaTAaIgIDPDAk0DooqKDJcFAoA2T+isjmPhmJrUsJgMMEkiRhQ6Y+PLOk25LoLP40A3kGeWokTsLUBERMlicaZTmU4zhhW48PdtR1DX7I9PCFKQbcesc4ef1XEsHFOTGh3PYyufR6K0xt4CRESUrLM7ZR+dNYqmYd/RVnjaT5qEoz2MfUdboZzFFRQ6xtRk2BOLB46pOTOSIGDS2Fy0ByI4XO/DsSY/Dtf70B6IYHJJLp9HojTB3gJERJQstpzpVH1LEAdrvMjOtAJarFgzCAIgAAdrvKhvCWLEWVw7qWNMzYl1zgzIdJpZUJwBWdOwY18jioZkYOxwd3ySAVlR8cXeRlx0FmfgJKJTY28BIiJKFoszneqYve9Yox+Kqsa7NRpEEU67Ef6gfNZjkgSB4yx6ITaOJQJ3Ruw51LTYsDMA8PgjHMdCA8JgWIy+o7fA3iNtCEcVqBrgsEgwGw0YOzxTd4+XiIhSh8WZTtmsRvj8sQKt82WArKrw+aOwWZn6gYaLUOtbUFFwrK4dgf3NsFmMKMyxwmrQV/e3wbYYfasvhIbWYHzynjy3tb9DIiKiNKe/b0MCALisJgzJseNwg6/LviE5drispn6IinpjMC5CPRhaWQCgwRPCh18cQziqQlE1GEQBZqOICyYWIi9DH62hg2kxelnT8PHOepiMBowqdEHVAFGIdUH+eGc9uyAPYB2fSWFZhTekwGoUwEwSUSqxONOpYDCCy88fgXe2HMaRTgXaiDwn5pw/AsFgBG67sR8jpDM12BahHiytLEFFwfb9TfD4oxBFAaqqQhVFhCKx7RdOKdRFC1rH9PIqgFBYhqxokAwiLGaD7qaXb/OFYbEaT9nKrafHOph0/kzqWL/OKALnlurrM4mI+hc/TXTKZDLgwO5GzDx3KKAB4agKs1EEBGD/4TbMmFTQ3yHSGRpMi1APplaW5rYw2oMy9h5pRX1zIDbLiwbkZ9uQYTehuS2MYdm2/g6z10IRBRFZRW2jH6HoiTGvHa9fPU0vr6gatu9rQjAiw24xQgNgkkQEIzK272vCqAJnf4dIZ6ijNVQyisjNskFWNNisRkTCUbaGElFKsTjTqUynGU6bEd72CCSDCFUDFEWFrKhw2oycLSxFzma3u8G0CPVgWsQ3Kquo3FWPuuZAQveouuYAKnfVY/KYnH6LLZVMJkOXwgwAQlEZtY1+mHT0+g3LKsJRBU1tQQTDcnxCJqtZQn6WDWEuMD7gdG4N7ehabpQMcNmMmDSGraFElDosznRKEgRMGJOLtzYfwLHmQLxbTWG2DV+9cDTv8KXA2e52N5gWoR5Mi/iGIgrqmgPd7qtrDujmsUqiCLvV2KU4AwC71QhJ1M+ym5qmockTRCAsJxTcgbCMJk8QZ3GZSUoRRdXihVlnzd4QPt/L1lAiSh39fBtSAlnTsH1vI+xWIwqz7ch0mlGYbYfdasT2vY2QeXXQK6frdtcXz+9gWoR6MC3iK4qA1dz947GaDdBLzRIMRTF5bA6yXYkzFma7rJg8NgfBUPfjKQciQRAgGcQuBackipAMInT0Vo2TNQ1N3hCONvnR5A3r7jsmLKtoaw9hZKELE0Zno2SEG6WjsjCy0Im29hBbQ4koZdhyplNtvjAaPUH4AhHIigZZ1SCJAqKyAkXR2AWjl/qj291gWoR6MC3i63aaMSzPiaMNPoTCJ1rJrGYDhuU54dbJYzWbDKhv8qN0lBuimIWorMIoiVBVDfVNfhQPcfV3iCljlkTku21w2GRAAxQtNgMnANjNEsySTiru4wbD5D2CBkwek4vP9jaioS0IAYAoisjOsGDKmFzO2EhEKaOPT03qIhBW0B6K4lCdD972CDRoECDA5TChaIgLAZ10leov/dHtrs0XRmt77OKnY6awYDACVdXi+/VScHcs4nuqCz69FKEAkOU0Y8qYHBgMAnz+SHwqfafdhIlF2cjSSXEWGwdrQnNbsMs+vRXcBlHARVOG4O/bjuBogz++fVieHRdNGRIv1PRgsEzeY7caceiYF95ABCZJhKYBokGA1x/GoWNelI/P7+8QiUgnWJzplCAKOFjrRUNLALKixWeAC0Vi4z0EHXxZ9qf+6HY3mMZhAYDTIqFi2pBOE64YkOk06+JCrzNJEHDhpEJIBqHLgsXnlRXo5vEOpoLb6TDhH5/UwG4xYmpJbrzgDoai2HGgGddUFPV3iCkzWCbvkVUV7cEoZFlFRFZjxZkowCiJse06W8qEiPoPizMdEwQhVph1IisaC7MU6I9ud4NpHFYHSRB0cWF3Ok6LhJnThsLrj0ITBQiqBpfdqKuCBRg8BbenPYLqOh9afSF0vmYXRcDttMDTHkGeTl7Xg+WmUSiswGE1wtNugKxq8W6NJkmEw2rUzeMk0gtZ09DSFkK9JwxBG1jfqSzOdKrFG8TY4RkwSgJavGFAi92Qd7vMGFXoQqsvhOE6WDupv3S0AnxUVYf6462TkkFEfpa1z1oBBtM4rEFNX/ModDEYCm5PexihiIyorCISVePdyk1GEaGIrKvibNDcNBIAnz+CqSW5sFkkRGQNFqMB/mAE+496+js6IuqkYxysLxiJDwFxWk0DZhxs+kdISbGYJRypb0d2hhUj8l3xbjX+UBRH6ttx3gQuQp0KbqcFFrMUn9zAauq7t1TnbmG+YCS+XY/dwjqczXXk+tNA/yKhRKIowuuPwB+UoWmx3gqapiJ6fEY/UUdjzgbLTSOLJOKc0nxU7qzrMiHI9NJ8WHQ2yQvRQNV5HGznz9qBNA6W3/o6lZNhhdEg4pPdDYgPODv+d8lwN3IyrF9+AvpSpxoEDwAeX7jP3vwd3cL03v0NGBwzwAGx19LHO+thMIrIkCyIKioyXBYIAD7eWa+rWTgHC6tFgsNqhC8QTZjFT9U0OKxGWHX0+h0sYwklyYC6Fj/ag4lLPrQHIqhr8WPqWH0sFk800OlhHKx+viEoQVRWMLkkF6GojNpG//FONcCQXAemlOQiKrN/fG/055tfEgTkZVrgdtvR2uqHrMP1dQbLDHBA7LVkshixfV8T2tpD0LTYeNFMhxmTxuQMiC8SSqTICs4pzUPlzgY0tJxYYDw/y4ZzSvOh6Ow967RIuHBqIepbgvAHZditEvKzrDDrZZE+xCYEaWwJYEieA5qqQVY0GKXYmnWNLQFdTggyWHoukL7oYRwsizOd8gVkHK33oWhoJiaOzoGsqJAMIvxhGUfqfRg9JAPI6O8oB67+fPMP5EGuPaWHO189JSsadh1qwd4jrQiE5ONd4DQ0WiQYJRFFhc7+DpHOkKzEboeNG5mJcSPc8XUmIWgQEVubUE8GQyt3JKIgx21F1cEWtPrCEBC7iZLhMKGsKAuRAXDBdyYGQ047Gwzfq4OFHsbB6u8dRgBi6+zsrm6FwSBAFASoqgZRFKBqGhRFw6xzh/d3iP2qJ3cEv+yY/nrz+0IyPqqq63bKdT19YerhzldPhaIqdh1qgcUsIdNpiY9RCkVk7DrUMujfqwNRht2MYy1+jCpwwWYxIhxVYDYaEAhFcajOi/N1NOZ3sLRySyYD9h9tg6ppyHSY4lPpa5qG/UfbcNl5I/o7xJQZLDntwDG/+qKHcbB81emUZADy3DZ4/GEYJQM0LVacRaIKsl1mSAb9fLCeqZ7cETzdMV/25nc7zHA6TGjyhlLaHUTWNGzefgw7D7YgLCswSgZEZQX1zbHZIi+bPiztvzB72k1GD3e+eioQjiI/y4axIzLhsJkQiSowmyT4/GHsPdyGYFju7xDpDNltEi6ZOgx//Mc+7D3SFh/2O3Z4JuZdOgZ2m36+egdLK7emarCYjAhGFGhabPxgx8yqFpMRmqqfaVYHS04BfUweQYn0MHmafr4hKEFU0XDR1CHY9Gktahrb41M5D8114OKpQxDVWbeanurJHUEAPbpr2N0geLfDjAljcrH502Mp7w7S4gtj58EWhKJywlp1oaiMnQdbMG1cblpPz30m3WSSvfM1EMdIWM0GXDh1CPYd8aDFG47NrGoQYRAFXDh1CCxm/YzbGSwCQQXvbj2MQCiKkYWueGtoIBTFO1sP49rLSmC26yOvg6WV29MextRxufjXF8dwpL49NtGLAAzLc2DquFx42yMozNTHRFuDJafAiUJUBRAMyfCHFUDTYDYZdFeIDiYDffI0Fmc6ZTFJ+OJAE8YOz8A54/Nid+ONBnjbw9h+oAlfvaCov0PsFz25I9jx7y87Jsdl6XZBXafD1KUw6/i53t6F87SHEVUUjCx0wWE1Qj3eraY9EMHRel/K1k7qiwLnTLvJdBS/e4+0IXh8vSiTJMJikjB2eGa38QzUMRJOuxlVB1uw61ALGloDxycEibV8u50mjBmW2d8h0hlq9oaw/2gbJEmEED1xI0xDrAtcszcEt93YjxGmzmBp5bZZTPjHtiMoyLFj9NBMqKoKgyiixRvEP7YdwW1fm9LfIabMYMkpECs0I7KKZm8IiqLF57U2GARkuyy6KkQHm4E8eVr6XrFQr0RkBW67BdsPNKPFE4p94AhAlsuC0hFZiAzS2RpTcUew8zEnL6jb5A31WXcQySBifFE2qg40o7EtCFEUoaoqcjOtKBudnZKuqn1V4CTbTabVF+q0yLeA/KzuF04fyGMkAkEZn+5pRH1LAEqnrlH1LQF8uqcRk4pzAbupHyNMrbCqHp/VLwq71ai7Wf0AIBSRYRAFjBmWiQyHOT4hk6c9jL2HWxGK6Kerakcrd6s/jFBYPv5eFWExG+AeIOM7esIkiXCd9D7s+Ehx2U0w6WidMz2M2ekpk8mAVl8Y7YEoNGjx2XIFAKIgwKSjQpQGDhZnOqWqGg7VeVHT0I5wpzu3wZAMi0nCtNLcfoyu/6TijuCXHdOX3UEyHRYcOOqJL4DaoaEtCMtRDy6aNCTpcwN9W+Cc6fPSsfaXyWjAyEJXvOVMUbVu1/4ayGMk2oNR1Lf4ceX5I+GwGRGRVZiNInz+KDZ+eqTLukoDWZMvgrc2H0Btkz++bUiOHV+9cDRynPopQF12E86bWIjP9jbi2Bd18TFnhbl2nDexsMtF/kAmCQImjc3tNq8zp6X/ONie8vhDuHLGKPx1SzW27zsa79Y4emgGrpwxCl5/GAWZ6fkZc6YGy9p1AGA0GGCzGiGIsdbRjhZRfygCq9kIo4HF2UAVVlUcqQtg5xEPrCYDct2WAXMjkMWZTqkqcLDWgwyHGTaLBFUDDALgD8k4WOuBNnBad1Oqp3cEk71r2JfdQaKKArPJAKtZgj8YhaLGChq71QizyYCoogBIvqtUXxY4Z/q8tPnCsFiN+GxvE+pb/LEunEKs5WzK2K5rfw3sMRIq/u2SYnzw6TEcrvfFt47Id+LfLikGoI83a1hVu1zAA0Btkx9vbT6Aa+eUDJgvztPJybTgWGM7zinNg3u6BeForNtziy+Eo3U+5MzQ18x+VfsbMaUkF5PH5CIUkWExSxAEYMe+Rlw4JX1brc+Ey27Gn/+5G1azhKklOfEWQkVR8e7WI/jmV8b1d4gp1V23/UynWRe57CwYimL8KDf+9tFhHKpqiN9IGTXUhSvOy0cwFNVNF+TBpMkXwTuVh9HUGox3Vc1xW3H59BED4kYgizOdkmUVw/OdONbkR7PnxIvTZjFieL5z0E4I0tOxTMneNezL7iCRiAKn3YTMoBlOmzE+Nskgxrrb9HadnT5t9TvD50VRNXy6pxFHGnxQVe14cQYcrvdC0zSMKkhc+6ujuFOBLl2rRKT3GImsDCvWvbcPoYiMUYXOhBspH35+DAvnTervEFOiviWI+pZAfMxkVNFgNIhoD8bGTNa3BDEix97fYaZES1sIFdOG4f82HcDeI5749rHDMzD3otFoaQvBppPH2uYLw2wx4qMv6tHsDca3Z7usmNzNjZSBShAFGCURR+t98Ifk+DpnVouEYbkOCKK+ihaga7d9PZI1FW9tPoSorCZM3hMMyXhr80F8e25Zf4dIZyisqnhv22FUHWhGMCzHh4A0tAYgCsC/XzI67W8EsjjTKZNRRDSqYPRQFzIdlvgMcG2+ILztEV31jwfOfBKLZm8ItU1+RGUVRknEkBw7xnban+xdw77sDmIyGdDYEoAkCTBohvg4LEEAGloCve4b35etfmf6vIRkFUcb2uELRBHtNIjXKIk42tCO0EkDezOdZlgtxvhslvGYjRLGF2Wl9RiJQECGyWRAQ1swtn7dcXarBLfLjEBABlz9GGCKBEJRTBidjep6H47U+6CosfUYnXYjJozORiCkn3FYokHEhi3VcNpMuLx8eGzMmSSixRPChi3VuP4K/bSyKKqGz/c2JRRmANDsDeLzvU1dbqQMVJGwgoisdFlAXJZj2/W2CPVgEYooaGgJQtW0eMGtabGJQURBSPNeF9SdhpYQdhxogclogCN+Izu2lNSOAy24YOIQDM/pfvx6umBxplMWo4RJY3Lx8e4G7DrUGm85y3XbcM64PFiM+kl9x8LMJyaOEJGf1f3CzJ3XCut8Ed/qCUFVE9cKS/auYV91B5FEERaLEYqiQhSFeGGpqhoMJhFSL+8EJdPqdyZF8Zk8L9GoCllVYRAFmKxS/MNVUWLb5WjXlt+CLBsO1/kS8mq3GlGQ3T8fwj19bgLhKHyBKFx2E3IyrFA1DaIgICIr8AWiCIT1MeYs02HGseYADhz1wN+pELNbJJgkA84Zl9eP0aWWPyyjINuOPUdaseNAc3x7XpYNJcPdaNfR2nVhWUWLNwSbxQhBiBVrBlGApgEt3hDCA2iGtC8lxFq0r754NCxmCeFIbPx2MCLjs90N/R0d9YLdKsEflKFpJyZkEgUBdqt+rpMGE28gDLvViMbWAAIhOV5w2ywSct02eANhACzOqB8omoL6Fj/8wejxNbFi65z5j08+oOhk0FlHsXWg1gNZUeMXBh5/uNuFmTuvFdZZqtcK64vuIMFgBHPOG46/balGfUsgtrD48XFYV5w/AsFgFHAk35f6TFu3kpnZscfPixAbc1XT2I5gWDne1QSwWSQMzXVAO6nGafOFUX3Mi9JRbohiVkLhWl3rxdAc+1ntnnMmz43JJMEkiWj1hdESDsVvpFjMEtxOM0wmfXxMawJwoMaDUESJXbwj9jhDEQUHajxdcjqQCQD217ThWJM/fhdeAHCsyQ+DKOD8iQX9HGEKabEbOzWN7Qh0Kjpt5th7VS+skojLzxuJzdtr0dQWit1EEQXkZFhw+XkjYdVZb5TBItNhRp7bhgYEEImqx9eEFWEyishz25DZi+9U6h8Wk4TG1kC8+3EHf0gGWgOwDIDv1PSPkJISCiuoafTDZpHgspvid+NlRUVNox8hndy5bfGFceiYF41tQQRDcvxxWi0SREFAiy+cUGx52sNdCrMOoaicsrXC+oLZasL2qno47WZkOq3x6bkVVcXuQ62YXpbf69/R09atvp663mGRYDFJMEoGmIxSfByApmmwmCQ4TipwQhEFqqahuS3Y7fnOZteUM31uHBYJJqMBJsmATIc5/hoOhORYt4w0XqPtTLT7I7CaJUiSCIMoxm8uyKoaG3vmjwIZ+ljEV9VihVjHukkdBGg41hSb4EYvLGYD2oNRRE5qzY5EVbQHo2k93vNMSEYJn+9rwq7qNnj9kfj2prYQHFYThl84ONcOHeiynGaUjspCMCIjEOx0c8EqYfyoLGSlcZd46p7VIiHDYYbFHLuO6Lh+CEVkmI0GWAfAd2r6R0hJEUQRwVAUUSV24dMx211UUWA0iBDSfDBkT3n8UTS0BlDfEkAkeuIC3BQwQADg9UcTii3DaR63IUWDuvtiIedASMbOQy0YWehEpstyfGFxCa3eIHYeakHpKDcy7cbed5/sQetWX09drwHId1uR4TDBIIqx17HRAEVWYDEacPK1rcVkgCgIcGdY4l0+O6beb/WEzuoF4pk+N4GIjEvPGYYPPqtFTUP78Tu3AobmOVAxZQgCOlkTyyCKsZlGPUEEQuH4F6bNIsFlM6XsvZcONFWFzWJEOBrumPwt/rfNYoSmo+pMEkW4bKbYeCxZjU/eI0mx7b3tbp0ufMEIPt7dgEAoCrNRjOc0EIri490NuGTaUM7qN0ANz7Wj1etEmy8Sz2um04RhufqYtGewUaMqvnphETZ+WoOaRl98WMTQXAcumToU6gDoas3iTKdEARg5xHX8TpAWH3wPxPpX6+U6SBCAupZArGWk0/VOKKKgriUAnPQ4Mx1mZLusXQavA7HZxTIdvb9L1lcLOQcjUUwvy8cHn9XgcJ0v/iUyosCJi6cMRSiqnLWZ0UIR5UuLoVO1VPW0aA1FZORm2fDF/mY0eYJQFA0Gg4CcDCuGF2d3WcQ302nGqCEuHGloh6pp8ZkARQEYNcR1VicEOdNZLyVRwPb9TXDYJJwzLg9Kxzo74Qg+39+EOefpY9p1p90EQRDgaY+cGNshANF2FbmZNjh1tPaXqsXWv7KaJNgsEmQ11sodCMoIRmIt/L3VFzeAkhEMRTF5bE6XSUE6ZmsMhnrX3TpdtPkiiMoKSkdlIdt1YpKtZk8QB2va0OaL6Ga20cGkzRfGoVovRha4UDz0RNEtKyoO1Xox5Cx3iafes1mN2LW9FhaLAZOKc+LDXQIRGbsOt2BUwcj+DvG0WJzplNksIi/Ths8aGxEIyfG78TaLhFGFLljM+uhqIgixgquuOZC4Q4ttP7kIddmNOK8sH1uq6rusn3XehHy4ennns6NLW6s/nDClu4red/ezWYzY/Pl+7D/qSegWtf+oB6Ig4PqvlPZZ972TLwTNJgPyc+ynXIesu5aqMylaLSYJH1XVYX+NB9COtzwIwLFmPwLhKOZfOqZrjCqwq7oVx5pPrKNVmG1HYc7ZHfdyprNextYk9KLVG4LSKbEGUYDbZYGa/jf5eiQcic0e23J8ptQOQ3LsGD3UhXAvXrvpUqh0sFsMGD8yC5/sbcS+o23xrqrZmVZMG5sLu6V3n799dQMoGWaTAfVN/m7He9Y3+VE8RAdTjQKQjMD5EwsRiaoQBAACICL2PXP+xEJIRp3c8ewk3d5XfaFzl3hRFGC1mhAMRqAe/yzmbI0DT1hRsGN/c7z7cUfBDQAuuwmzzh3Wb7H1FIsznTIZJNisEiwmw4kpqoXYhaHdmvyq9z35sE7VB3qPfpeioqwoGxqA+k4FWn62DWVF2V3Wc5MEAUPznBjZGkBelvV4t08DrGYDhuU5e/3F0+YLo9ETRG2jv8uU7nKu2quWrWBYwb6TCjMgdpd+31EPgmEFWX3Qraa7C8HxRVnYcaAFB2s9Cc+xPxiFURJji7R2yp/NYsQnexrg6zRWAzj1OKxASEb1MR8CIRnRqBr/cDUaRVQf8yXM9gfEuq9u21mPiKwgw26Kd62KyAq27azHqAInsk66e99XFx5nOutlOKLEx4B2nigDiK3ZFo7q4+LAF4hi/1EPiodmYPKYnPiYSX8wigNHPRg3Miu586ZRodLBbjWjwRNAsyeIYPj4zTFBQLMniAZPAFNKcpM+d1+P9zxTmU4znDZTt+M9e7u2YzrJcdmQYTdj8/ZjaGgJxN+neVk2XDipEDkufYyX7JCO76u+0LlLvHR8CIjDIkFW1LPeJZ5So9UbhiSJyHJZYDB0Gt+sqIAAtHkjKEzz8c36eYdRgtb2ED7f04RctxVFQzIgqxokUUB7MILP9jRizPAM5LnO7Euz84e1JIoYPsSJYy0iRBFw2kzIz7IiElFPucDzqT7Qu7tIDoaVHn0x2ExG1Df7UZhtQ+lI94nZGtvDqGv2w2qSIGta/GJF1jR8tqceVpMEl92MUDQ2hikaVfDp7nrMPGfYGV3YnBy7PyzjWJMfwajcafyFAA0yahv9CPTiLlwoJMNmlVAyPBPZLmssp4bYBd+eI20IhaLILEhtK9GpLgSbvGH4AhFYLRKinQouk1FEJKqgqS2EPYda4z+Xm2XD9n3NGJJr77LGXnfjsPwhGaGIjJLhbmRnxLoQSQYRTW1BHDrm6bImVlt7GM3eYKyAO+n8zd4g2trDCcVZX154nOmsl6IYi9llt8FkNMRfw5GoEltAUyd3qkVD7LE2e4KxrqrHH6cAwGAQkMzQpHQrVDr4/BHU1LfDJIkwO09M8qJpGmrq2+HzR5Cd5I2Uvh7veaY6Xu+n+tzXS0uLoqrYe7QNrb5QvAe9BqDVF8Leo22YPj41S0GkQ2tVur6v+kKm04yRhS58VFWPFl8IRsmAqKwgy2nBeWX5urm5MJhIBgE2s4S29jAC7YnjmzMdZiTZNnFWsTg7TlVV/PrXv8brr78Or9eLc889Fw899BBGjkz/vqndicoqWn1hHK73xcc3dCyw6LSZEhb27fBlXwqdP6wlUUTxyEzsPNiCqKJBVTU4rEaYTQaMG+HGJ7sb0eg50YqV7bLCIAqYMDqrR9OxjyhwobEtCH8o2qVr4L921GFicTbafLF1LFx2EyaX5OLT3Y3Yeagl3mKS7bJg8thcRBUF//ykNn7R3eoLQ1aBbV8cQ0OnO715mVZMGZuLVl8Yud1c2IRVFfUtQfiDUditxnghenLsBbkOiAYRvvYIIp1alCRRhGrvfpxJT7+MrVYJM6cNwye7G7BtV2N8+9BcO2ZOGwartfvJQHrzZX+qC8FgKIrapnaMG+lGJKrGW0EEIfYz9c2BhJ+LyipC0ViBOqLQiZOvw0/uOmIxiZgxqRDhsBLvQiQAcDvNKMgphNmUeAblNH3/OncXPBsXHmcy66XVYsD4oix8sb8Z/k535O3W2OLMVrM+JlRw2UwwmyR8sb8Z4YgSf5xmkwETi7Phsp35uKR0K1Q6BMJRHGv2w2kzwWIyQNE0SKKIYFiOd81N1pmOaTxbmo93V43KCoySAUNy7BjbL5H0DY8/gua2IEYWOGGUDFAUFQaDiKisoLktCI8/gsLM3t2NT5fWqnR9X/WVupYA/MHE96Q/GEVdSwATRifXok/9J8NuhtFoQKs3nHBtEI4oyHXHWsDTHYuz455++mmsXbsWjz32GPLz8/H4449j4cKFePPNN2EyDbzBzGajBJtZxO3zz0UoosIfjMBhM8FsFLHmzR0wGyUcboqtg+awGpFxvFWh2RdGeyAKh90Io0mECAEmk4ijDX5YrRLcmRZku8zYd9QDRVEhxOcgi11oNXoCmFqag/aAjFZvCAaDiPZgBLuPtKFoqAt1rSG0ByJw2kwYkmvDzkP1kIwicrNs8Tuugihgd3ULykbnwOUwIxSRYTVLUBUNH+9ugAZg7+FWaBpQmGvHReMLMH5kFrzBCPyBKOw2I1xWEzRFQXN7MOGiOxiRsftQC84ty4/NphZRYDUZ0B6KYsfeJowv6vpB3OQL408bD+BQnRcAIBlEjChwomLKEORkWeDOsCAUkWExx6ZEV1UNY0a4EZXV+IWKACAYlru06vhCMvYcaUV7MIpwRIXZZIDDKqFkuLvLl3G204LDdT5kOs1wuyxQjhdEqqbhcJ0Ps84ZhiZvqEsLZMcdbVnR4LKb0OQxwGw2wGkxdVuo+WUFNY0BtAcisFsllI3Jxr6DbYgoJy76JIOIgiwbrGYJmQ4JEVmBSTIgHJVjffVPqm2MUmyR7BHHZ5qUo7HHKghAWzddRzIdFowstKNkWDZavKH4azLLacGeo81wOxIvDDIcZtjNRuRkWeGwGuMTgrQHI2hqCcZf38CJCw8VSCj+LWbDl154dH5eOl6/dunUt+BON+tlx4VYyagsDM2yY3i+M/YcRhSYzQZEogpUWYXV3LWF5UwL7nS4Gx+JqhiR68IlU4dCUTUEQzJsViNEAThU40NUVru8fk8XY7oWKgZRQEGWLXZB741CUzUIogCz0YCCLFuvZqY80zGNfa1jrckvDjbD54/EW0SbPEGoate1JgcqWVaR5bRA0WI3JFUNEDUNBlGMbe/lDHDp1FoViijx3jGaivj3myAAR2p9uhqH1eYLIxpRcGn5MMiyhmBYhtUiQTIIOFrr010hCqTH90FfisoqigoyYq1kohCfvEdRVLgdli7DXdIRizMAkUgEzz//PO677z7MnDkTALB8+XJUVFRgw4YNmDt3bj9HeOYcJgE3/9sk/O6dPdhV3RrfXjrSjZv/bRLMIvDiX3bBIAq4eEoeRDELr/x1N3Z2OrZsVBauu6IEH3xYg13VbfAFYt3XZp87HBlOM7YfaMbRBj8y7CYEQlEMzXPgivNH4uNdDThY60Gu24amtgCG5znxH5eOwXNvVGHHgeYu5//wizrsO3Li904rycOE4lxs2XEM+456YBABq1lCfrYdxcMy0NAawJ4jbXBYjbBaDAhrGl7fsAe7q1vi5xg3MgvXzilBntOEgzhxt09WNFw0bSj++q9q7DvqiR8/ZlgGrpwxMtYnuRNfSMYrf9uNLw40Q1ZiRajRIEBVNYwekoGDtR580ekxjSpw4d8uKcabmw7gk90nWrdKR7rxn5eXQOv0BS5rGvYe9eAfH9d0mcRCEERMLk5saWz3hZDtMmP7/mY0eULx7TkZFkwakw2vN4RP9p74nRkOE4blu/Dx7gY0e0Jw2IyobwnAYTViythcBMMyMmymhLuytW0hvPKXXdh5KPZcmk0GjCp04WuzxmDPgZZ4geZymDChOAebPq/Fkfr2+O8cluvApecOg9tlwuFjJ55HARpmTC7E+x8fRVNbCAaDEH+ss84d3qXriKAoGJmfiRffrEp4TY4f6cZ1V44DlMSLgyynGRdNHYq/bzvS5bmcde7whLVqQhEFEVntdlzgkFx7txcetW0hvPLXXdjdKZZxI924/spSDMk88y/uzhdigXAE+bkOvPPRYRyp98Un7xme78Tl542ALxhBbqf4z/TuerrcjQ9FI5g0Nhu///s+7DvSGm85GzPcjf83awz84Qg+3nni+e1JjOlWqHRw2U2wmCXsq/EkrP9lMorIz7IhoxczU57pmMa+1uIL47N9TTja4EMwfOK9Y/WGoCgapo3LTdu1I8+Ey26GZBRxpNabsM6Zy25C0RAXnL28G59OrVUWkwGjR2TinS2HcbjBF98+Is+Jy88foatxWJGIglHDMvB/mw5i/1FPfM2L4mEZmHtRESI6KkSB9Pk+6EveYAQmkwiPPwJvezjerdzlMCM/ywZvIAJk2fo7zC+lj/4yvbRr1y74/X7MmDEjvs3lcqGsrAxbt27tx8iSZ7eb8fp7exMKMyA2m93r7+2F7fjFwbB8J0pH5XcpzABg75FWvPq3PSgrykmY9dBhM2LDlsPwB2XYzBICoSiiioZIVMGGjw7D7TTDH5LR2BqAy25G8fAMrP3bbjS1Jc6oWHWoBa/8dXeXmXMyHGZ88FkNGluDEAVAUWOz9x2s8eDzvU0Ylu9AVI4tcHrZuSPwu3dihZmiIv6n6mAL1v51N6z2E2/AUESBzWzE37YkFmZAbEKNv22phs1yopVC1jQcrPMlFGYAEFU0jB6agb9vO4omT+Ig+BZfGOve24NJo7Mxc9pQXDxlCGZOGwqDQcT6Ts87ALT5o12KCSA2I+Hftx1Bmz+xm0VUALbvb0YgJCPDboLLbjxeGMvYvq8Zykk3vlQNeHvzIQSO3wmsbwkgEJbR0BbEZ3sb4bQZ43dlZU2DX1YSCjMAUFUNe4+0Yv3f92FMUWZ8u90q4WCtB572xIuJ1vYQ9h5pg1FK/JB32EzYf9SDNl8YnW/QedrD2He0FcpJU4ubrEa82s1rcmd1K179626YrF1bkxpbAxAFIMNugtNmQobdBFGIbU84t8nQpTADEO92aTrpwsMvK10KMwDYXd2KV/66C375zL+8O1+I2S0mvLnpAHYcbEZ7MIL2YBTtwQh2HGzGm5sOwGI88Vye7u66fNLzeKbH96XcDAdee2cPdhxoRjiqIhJVEY6q2HGgGa+9swf5mYnjJXsSY0eh0p3+nIwiElWRk2GF25l4Me12WpCTYUU4mvyd244xXic/7lONaexrrb5wl8IMiE1gdLTBh1Zf9wXHQGM1GxAMywmFGQB4/ZFYa0svZ0BOp1Zgu92Iv1ceSSjMAOBwgw9/rzwCu47Wc7NYTfi/TQe7vSb4v00HYbEOvJ5Tp5JO3wd9yWaUsPnzWuw/0hb7rm2P3dzYf6QNmz+vhc2Y/kVo+kd4FtTV1QEACgsLE7bn5eXh2LFj3f1Ij0lS/9S/da0hVB1sgSDExmB13KVWtVjhUtcagiAIcFiNaGgNdLkIBgBRFFB1qAVXzBgZ65Z2vFlYEAQcrvchz22FqmoIHJ9pzmKScKDWi8nFOccX55SR67ZCkgzYWd2KUYXOLr9jZ3UrmtqCEDpdUMiKiqa2YLzbG7TYNOqqFhtor8jH1yGRVQQiCnZVt3Y7mcDO6lbUtwQgHq8sbRYjmnxhHKz1QhCAzp9DghCbztwbiGJYdqyga2kLwesPJxRmHTIdZtQ0+lA8LDOhB59RElF1qBVlo7Px/ic1J55LIbavoS2EnOMXjC2+2KQl3V1K1TX70eILo6BTq4wsqydazE663gmEYwPxxU5VtGgQcaTBh5EFsamsg2E5/rsa24IQDSJEUYAvGIHXH0WTL5xQmAFAVFFhNhqw90grwpET5w+HNWzf3wyH1Qi30xIfcBsMy/h4dz0qpg5NiEXTgB0HmpHlssBhM0I9vu6epmk4VOtFQ0sIRZ0mM6lr7v41CcTyWtccQPZId3xbS1sI4YiMoiEuBMNKfAyc1WxAOCLHFiM//lwaDQY4bEaEvV0vdhy22Eymnd+3Ncd82FPd2m2e9lS3oqYxgLLhGd3GeirhTrnyBSLYdyR2YXDyS23fEQ/aQxFIkj3+OH3BSMJz26Ejj3mdXjNnenxfavKGvjSnTd5QlzhPF6ME4LyJBdhaVdelNeO8CQWwGPvnDr8vEME/PzuK0UPdCRMVNXlC+OdnRzGxOBuS1PXzsKfcDhMuPXcoWn2RWJczkwS30wSj4ex/36gqEAor3b4/QmEFqtp/34Op1OQJoTDbDp8/gobWTrM1um0ozLbH9ruTH3Nmsxi7fZ923n+2nsempgA87ZH4d34HgyHWGtHUGk74vB7IWnwhHK73xV6/HU+/AAgacLjehxZfCHkZ6T9GqSfS6fugL8mqBm8gErs2PelaSRBj+9P9M4nFGYBgMNb6cfLYMrPZDI/H092P9IgoCnC7+2dRyvbjXeo0resFHwC0ByIwSgaoGtAe+PLB6YFQFCajhEynAK8/Avn45AqqpkHrtPKzomoQACjHL9Q7fn9HtwBV7f6ujD8ow9hp7E6zN4RctxWRqArP8XeWIAiwWyTkZFrR2BaInz9wfBDvqb7S/CEZVqsJDpsJwwtdONJ4DEZJhBZVIYiIV62aFiueQmE5nrN6TximU1zcdXTvM4gCxE6VoapqEIXYwFOz8cSCloqqIRxV0R6IxM+vHGxN+NmTKYqa+Po53Ir8LBvqWwJdjs3PsgECYO10l0/TAFEU4xk6+Xdp2onjNVFAeyDS7RMZiSqQDCJkWcVF04bBapKw72gbolEFLVHleJEbe6QdNbYsq8jNdsTOCSAcVSEdH08YlWMRdUzSIUkGhGQl4bH6O3UJ7Y4/JCccX+8Jxx+LvZveClqn92K9J4xzx+fjs32NaPGc+OTOyjBjythcqAISzt2+u/HULzAA/k457SlvSInHGxuLeOJ56cwoCQiElITYrV9yJ1c76TPnTI/vS+27GzuNUE0kIPaZ1F2sp4vR7Qbysu1obA0iGJFhNUnIdVsTWsHPvmaYJAl7qluwo9MHsNEgxONKxfOel9PrU/SatcaLgmw76lr8XfYVZNlhNRn67XswlcJ7GrHp81qMG5mFkhGJBfemz2sxpSS3V4/TbDUh96gn/pnZWcf319l6Te884oHFLMFoFBGV1dj3mijAKIkwiGKXz+uBrH1PI+xWI/yIJkyUZjSKsFuNaA9GdfNY0+n7oC/J1a0YmutAbWM72oMnesg4rBKG5DqgqGraP04WZwAsltidgkgkEv83AITDYVityd8JU1UNXm/XC+mzwXGamc8cNhOisgJRiLUWfBmbxYioHLsz6rIZoWkaMuwmSKKIKE58mAkCYLVIMAgCTEYRmob4gsUdM0V2x26VEO3UNcxsNKCuJYDioRmwmAyIKiry3DY0tARwuN6HCaOzoR1v9rId7952iroPDpsJXl8IU4qzEA5GYLdIsFuMgBZFpON3aoBJMsBuMcJmltDaGrvIEDQNmqqhaIgLB2u9CeeVRBEuhxmyokLtNBuQJAnxST9O7rokHI+n4/wOmxFmY2wGt5NZzRIcVmP8WCBWXJUeby3qXKDlZ8WWERBFEcHgiS/2bLcVgnCirugcp8EgwmwS0dwauzEhqFrsNdPN86ghNsDWbjMh//jyCw6rCTaLEf5g9Pj5hfjBdqsRDpsJk0a743f2QxEVLpsRApCQ6w4WyZDwWHvy+u18vKBpCY/9ZIKqJeS1pt6HsUMzIA4XETk+EY2qqqip82FknrNrLF/S28N+Uiw9YTUKMIqxLlG2Akfs4iAYTSjQjFKsZdtmMSbE3tPHmczxfclhM8XvSAOJC4NCAOwWCUfrusba0xhdFgNcxxd3DgcjCH/J4+5rLrsZNouEqKzCZhHj4whj/48t43G2nve+ZpQMOLc0D5W76rusNXluaR6MJ723ByqnzQyLyZAwbrqDwyrBaT3zz4GTTR6d1W0rcMf319l6TVuMhvjntEEU4hPYqKoGVVW6fF4PZA6rCf5gFGaTATaLFP9gUlQtNmGaxaibx5pO3wd9yW6JXVtlZ1iRnYF4zx4AMBvFhO/Us83lssLQgx4OLM5wojtjQ0MDRowYEd/e0NCA0tLSXp1b7uUMTskammtD2agsVJ3UTQ2ITcRR4I51RWsPRpHntmH8SHeXLkeqqqFsVFbsbnenPoANLX5MHpODo43t0KBB1YyQ5Vh3x5JhmQiEonA7zTAZDchzW2GURIwflYXGbhYpLRuVhVy3DcPzHMdnzRNgMRswujADDS1BtPlCsVaniIIMhxnFwzLgaQ9DQ6yly2mTUFaUhaqDp36cowsckAQBsqxiSK4NQ3LtOFzng80qQTveZVJRNAzJtWNIri2eM5fdiPZgGJeXj8A7Ww8nFGiiQcC0klwcqfPB1WnRY7PRgOKhmWhqCyU0tmgAxo/KwtBO589zWzCxOBtf7G+Odw0FAJtZwsTibOS5LQmvnyE5NrR4QsjJtHbpKtXiCSE/04IdnapUVdEwboQboeNrD1nNEgJhGZIooqjQBfX4MggZdjNcdiPMFgPGj8rq0rUR3cRekG3BlLE5+GxvE9o7TUEcm2wkBwXZFggajq8tZkJYVTEkx47apq4fiENy7MjLSnysp3v9do6lI1dOq+mUkyS47MaEvNotRjS2dr9obudjO2IpGenuMuYMiE0KcnIsPSEAOLc0thZaTqYNQ7IdOFzvhd1yorVVVlQUZjsSzn8mjzOZ4/vS0Fwbxo888frq/P4YPzILWS5Ll9b1sx1jqmRnmnHx1KH45yc1qOt0I6Ugy4aLpw5FdqZ5wD2mU8nKNMFhlTB2uBvjRmZBUVUYRPH4EisSsjJNunisBTlWTBuXh092N3S5Gz9tXB4Kcqy9fpx2kwEXT+l+CY6z+RzmZVlQmG3r8ef1QDYk14YxwzKx90hb/CaypsX6BI0dnplwTTDQpdP3QV/Kc1swNNeBqOyDqmpQNA0GQYAoChia6+hybZWO0rvT5VlSWloKh8OBLVu2xLd5vV5UVVVh+vTp/RhZ8uySAdd/pRRloxKnhi8blYVvfqUUYV9snN3Reh927KvD9VeOw/hOY3gAYOxwN67/SimqDjYlbJdlFV+5YBQKs2ywWYwYWeDCsHwnMh1mzC4fjkBIhtNqQlGhC1aTAYKi4fqvlCL3pP74HbHsOdQAm1mCyxZrueo4Pi/LBkXVYDIa0OoNIT/LhqsvKkJepg1zzhuBeZcWwxcI4PorS+NFJBC76Os4t8uSuPaXTTLg2svHYXi+E/6gjEBIhj8oY3i+E9+YMw62Tt0rJUHAeeML/397dx8VVZ3/Afw9MMMMD4OggDwqz+Csggh7FBQlwB4MczOTTX/uSRdRsY5m61OYKZmejijHR0Ix20pLDWizrV077q6tTxXpYR9AzV0QCYUUkHhmmPv7g5x1AnJGyHvn+n6dw9G598vl853PnTvzmfu934uGxnaMCXPH/z0WjpnJIZibokOonwuSYobBx90RKqUN1CobqJQ2GKJVY9aj4Whq7YAAGH9ux3Pn1OtqGxskRg+DLnAIhntq4evhhOGeWugChyApZhjUPxqG6Ki0RerDYRAMAk6c/xYnS6px4vy3EAwCfv1wGCqu15q0N+gNmDohEKF+LnAbpEGInwuGujog0GcQRoe6o/5Wm8kkArf3mRE/2mdG9BK7g9IWj47zxy8CBsPfyxnDPLXw93LGLwIG49FYf5Pn8XZfp8QFwtvNdCiBt5sjHh8f2Gtff2r//fEU9pZMkmDphAqOSlvMeiQcYT96fYQNd8XsR3rGYq7b90Iz6LvwzMOhGDbUGQ1NHbjV1IGGpg4MG+rco6+Wxi6lySPu3L/ufG3c3r++uWJ6nBFrgouB4Ki0xegQd0SFeSAx2hcTo3yQGO2LqDAPRIW43/M+I0X2trYYFeSGQY4qqJQ2UNl2HwsHOaoQEewGe2u446sZHJW2eGScP0YGuiHQ2xn+XloEejtjZKAbHh3nP2A5vX0LDl83R7g5a0TZ/y09XlszB6Utfj05DCF+LibLQ/xc8MzDYT3ey6yZlN4Pfk63P1sN89TCyV4FZwc7ONmrMMxT2+tnKylSCIJMpmfpp5ycHLz//vvYuHEjfHx8sHnzZlRVVeHo0aP3fJ+zri4D6noZh38/3XlvJicHO/j8cG+m/91UWQ8neyXcXDXo7DTg2s0WNLfp+2zraK/E0MH2UNvYGLfd3NIB5x++dels10OjUUFvMKDjR9/89RWL6T03+m7vPkgDfYcerT984+Fgxrb70mKMvfu+aD7uDn0ehPWCgO9uteHGre6zYc6OagxxUZv13JgTT1/bsDSnfT2Pdy63s7PtvhluW/cwjt5ujGxJ7JY8jwPZ17709Rz0t+2dsTS3dMDRjFgsZUlfLY3d0vY/J0v3X2tm6f5rzVq7ulD9XYvxte3t7iCbwuxOD1JOLT1eW7MWfff+29TWPZTR+y7vZdZMjsfa3rQbDKita0Obvnsorsdgjej77+DBjmYNa2Rx9oOuri5s3boVhYWFaGtrwy9/+UusXbsWvr6+d//lPrcpfnEGdM+U5erqiPr6ZsmfyiXzMKfyxLzKD3MqT8yr/DCn8iO1nJpbnPGasx/Y2tpi+fLlWL58udihEBERERHRA0ie56eJiIiIiIisDIszIiIiIiIiCWBxRkREREREJAEszoiIiIiIiCSAxRkREREREZEEsDgjIiIiIiKSABZnREREREREEsDijIiIiIiISAJYnBEREREREUkAizMiIiIiIiIJYHFGREREREQkASzOiIiIiIiIJIDFGRERERERkQQoBEEQxA5CrgRBgMEgjafX1tYGXV0GscOgAcScyhPzKj/MqTwxr/LDnMqPlHJqY6OAQqG4azsWZ0RERERERBLAYY1EREREREQSwOKMiIiIiIhIAlicERERERERSQCLMyIiIiIiIglgcUZERERERCQBLM6IiIiIiIgkgMUZERERERGRBLA4IyIiIiIikgAWZ0RERERERBLA4oyIiIiIiEgCWJwRERERERFJAIszIiIiIiIiCWBxRkREREREJAEszoiIiIiIiCSAxRkREREREZEEKMUOgAaOXq/HsWPHUFxcjOrqanR0dMDe3h6enp6IiYnB5MmToVQy5URSUVdXh2vXrqG9vR0ODg7w8PDA4MGDxQ6L+ol5lR/mVJ6YV/mRQ04VgiAIYgdB/VdZWYn58+ejpqYGOp0OHh4eUKvVaG9vR21tLUpLS+Ht7Y38/Hx4e3uLHS7dIzkcdAgoKirC3r17UV5eDgC4fRhWKBQICAjAggULMG3aNDFDpHvAvMoPcypPzKv8yCmnPI0iE+vXr4evry8++OADaLXaHusbGxvxwgsvICsrC2+88YYIEVJ/yOmg86B78803sW3bNjz77LMYN24cPDw8YGdnh46ODtTW1uL06dN45ZVX0NzcjFmzZokdLpmJeZUf5lSemFf5kV1OBZKFyMhI4cKFCz/ZpqysTBgzZsx9iogGyr59+4SIiAhh69atwunTp4XLly8LlZWVwuXLl4XTp08L2dnZQmRkpHDgwAGxQyUzJCQkCIWFhT/ZpqCgQEhKSrpPEdFAYF7lhzmVJ+ZVfuSWU545kwlnZ2fU1tYiLCyszzbV1dXQaDT3MSoaCO+88w7WrVuHJ598sse6oKAgxMbGIiAgALt377aOb4QecA0NDYiMjPzJNpGRkfjuu+/uU0Q0EJhX+WFO5Yl5lR+55ZSzNcrEjBkzsHr1ahw+fBhXrlxBR0cHAKCjowNXr15FQUEBMjMzMX36dJEjJUvJ7aDzoBs5ciTeeustGAyGXtcLgoD8/HyMGDHiPkdG/cG8yg9zKk/Mq/zILaecEEQmBEHArl27sH//frS0tPRY7+joiNmzZ2PJkiWwsWFNbk3mzJmDgIAArFu3rtfcCYKAl156CeXl5Xj//fdFiJAsUVZWhnnz5kGtViMmJgZeXl4mY+OLi4vR1NSEffv2YeTIkWKHS2ZiXuWHOZWnu+X1q6++QnNzM/NqReSWUxZnMtPZ2YmysjLU1NSgtbUVGo0Gnp6eCA8Ph52dndjh0T3gBwT5aWhowOHDh1FcXIzr16+jra0NarUaXl5eiImJwYwZMzgLpxVqaGjAoUOH8PXXXxvzqtFo4OXlhejoaObVCvWWU7VaDW9vb+bUiv3UazUmJgZPPfUU82plentftdacsjgjsgJ9fUDgh3nrVF5ejo8//hi3bt3ChAkTkJCQYLK+qakJr732GjZt2iROgHRP2tvb8c033yA4OBgajQalpaV49913UVtbi+DgYMydOxdDhw4VO0waAFOnTsWePXvg5eUldihkoQ8++ABPPPGEyRfWZ86cwZtvvonr168jNDQUixYtQnBwsIhRkqVKSkrwxRdfID09HUB3Tt966y1UVVVh+PDhmDdvHmJiYkSO0jwszoiI7qOvv/4av/3tbzF06FAIgoCrV68iOTkZW7ZsMX5YuHHjBuLj41FWViZytGSu//znP3j22Wdx48YNeHl5YcOGDVi8eDF8fHwQFBSE0tJSNDY24uDBgwgKChI7XDLDhx9+2Oe6V155BUuWLDF+KfarX/3q/gRF/TZixAicPHkSQ4YMAQCcPHkS6enpiIuLQ2hoKP71r3+hpKQE+/fvx5gxY0SOlszxpz/9CcuWLUNcXBzy8/Px17/+FYsXL0Z8fDyCg4Nx6dIlnD59Gjt37sRDDz0kdrh3xeKMiOg+mjVrFnQ6HdasWQMA+PTTT5GZmYnRo0cjLy8PKpWKxZkVWrBgAdRqNTIyMrBv3z4cO3YMTzzxBLKysqBQKKDX67FixQo0NjYiPz9f7HDJDFFRUWhrawPwv3tL9kahUPC1akXCw8Nx6tQpY3E2a9YsjBo1CqtXrza22bRpE/75z3/i4MGDYoVJFkhJScGUKVOQkZEBAJg5cybGjx+PJUuWGNvk5ubi2LFjKCoqEitMs3EqfSKJmzNnDhQKhVlt33777Z85GuqvixcvYuPGjcbHjz32GDw8PJCWloYVK1YgJydHxOjoXn355ZcoKChAYGAgVq5ciaNHj+KZZ54xvnaVSiUWLlyI1NRUkSMlcxUWFuJ3v/sdtFotXn/9dZMhqVFRUfjoo4/g5+cnYoQ0EK5cuWL8suy21NRUHDp0SKSIyFKVlZWYOnWq8XFVVRUeeeQRkzYpKSnIzc2936HdE07bRyRxsbGx+Oqrr3Dz5k34+Pj85A9Jn5OTE+rr602WRUdHY/Pmzfjzn//M68yslEajMZ5lcXNzw8yZM6FWq03aNDY2QqvVihEe3YOAgAAcOnQIERERmDZtGj755BOxQ6IB8OMvO/39/XvMcl1fX8/XqhXx8/PDiRMnjI9HjBiBCxcumLT5xz/+YTXX/PLMGZHEZWRkwMHBAdu3b0deXh58fX3FDon6YdKkScjKysK6deug0+mgUqkAAMnJyXjppZewYcMGXLt2TeQoyVITJkzAq6++ig0bNiAoKAhZWVnGdYIg4Msvv8T69euRnJwsYpRkKaVSiWXLliE+Ph4rV67E8ePHsW7dOrHDon4QBAFJSUkICAhAUFAQ7OzssHnzZrz77rtQqVQ4d+4c1q9fj0mTJokdKplp/vz5yMzMxPXr15GSkoKMjAysWrUK7e3tCAkJQUlJCXbt2oXnnntO7FDNwmvOiKxEWloaXFxckJ2dLXYo1A+3bt3CCy+8gDNnziAvLw8TJ040WX/w4EFs3LgRXV1dvI7FitTV1WHhwoXw8/PDli1bTNb98Y9/xIsvvoj4+Hjk5OTAyclJpCipPxobG7F+/XoUFxfj5s2b+PTTTzms0QpVV1fj4sWLuHTpkvHfiooKFBcXQ6PRICoqCmFhYcjNzYWrq6vY4ZKZ/vCHP2D79u349ttvoVAoTK4TdXR0RFpaGhYtWiRihOZjcUZkJWpqalBaWmoVMw3R3VVWVsLV1bXXoTPl5eU4duwYFixYIEJk1B8NDQ1wcXExWVZXV4fa2lqEh4eLExQNqA8//BCFhYXIzs6Gh4eH2OHQAOjs7DSOYrh48SJCQ0PNvtabpOW///0vKioq0NTUBJVKBU9PT+h0uh7DzKWMxRkREREREZEEcEIQIiIiIiIiCWBxRkREREREJAEszoiIiIiIiCSAxRkREREREZEEsDgjIiKyUomJiVi1apXYYRAR0QDhbI1ERERWqrS0FE5OThg2bJjYoRAR0QBgcUZERERERCQBHNZIRERWKTExETt37sSmTZswduxYREVF4cUXX0RzczP27NmDiRMnIjo6Gs8//zzq6+uNv3fkyBE8/vjjGDlyJBISErBjxw7o9XqTbR85cgTTp0/H6NGjERERgWnTpuGTTz4xri8sLIROp0NJSQlSU1MxatQoJCQkYO/evRb3Y86cOVi1ahXy8vIwfvx4jBkzBosWLcLVq1eNbXbs2IHJkydj586dGDt2LJKTk1FfX99jWGNzczM2bdqEiRMnYvTo0Zg+fTr+8pe/9Ojb3fpPRETiYHFGRERWa//+/aiurkZOTg4WLlyIjz/+GE899RROnTqFV199Fc8//zyOHz+O7du3AwDy8vLw8ssvIzY2Fm+88QZmz56NvXv3Yu3atcZtHjhwAGvXrkVSUhLy8vKwefNmqFQqLF++HNXV1cZ2BoMBS5cuxZQpU7Bnzx5ER0cjOzsbf//73y3ux/Hjx1FQUIDMzExkZWXhwoUL+M1vfoOWlhZjm+rqanz22WfYunUrli5dCldXV5NtGAwGpKWloaioCOnp6cjNzUVoaCiee+45fPHFF2b3n4iIxKMUOwAiIqJ75ejoiJycHCiVSsTFxaGoqAi1tbU4cuQItFotJk2ahLNnz+LcuXP4/vvvkZubi9TUVKxZswYAMGHCBLi4uGDNmjWYO3cuQkJCcPXqVcybNw+LFy82/h1fX19Mnz4d586dg7e3NwBAEARkZGTg6aefBgBER0fjs88+w9/+9jfEx8db1I+WlhYUFBQYrx0LDAzEk08+iaKiIsyePRsAoNfrsXLlSsTFxfW6jc8//xznzp3D7t27kZSUBAAYN24crly5grNnz0Kn05nVfyIiEg+LMyIisloRERFQKv/3Vubu7g4nJydotVrjMhcXF1y6dAnnz59Ha2srEhMTTYbxJSYmAgBOnTqFkJAQ4zDB77//HhUVFaioqMCZM2cAAJ2dnSZ/Pyoqyvh/Ozs7DB482ORsl7mioqJMJvXQ6XTw8/NDcXGxsTgDgNDQ0D63UVxcDJVKhYceesi4TKFQ4L333gPQXbyZ038iIhIPizMiIrJaTk5OPZbZ29v32rahoQEAkJ6e3uv62tpaAEBlZSXWrl2Ls2fPQqlUIjAwEGFhYQC6z5bdSaPRmDy2sbHp0cYcHh4ePZYNGTIEjY2NJsvc3Nz63EZDQwNcXFxgY9P7FQvm9p+IiMTD4oyIiB4Izs7OAIDs7Gz4+/v3WO/m5gaDwYD09HSoVCocPnwYOp0OSqUSly9fxkcfffSzxXa7cLrTjRs3LJoiX6vVoqGhAQaDwaRAKysrg16vN6v/REQkLk4IQkRED4TIyEioVCrU1NRg1KhRxh+VSoUtW7agqqoK9fX1KC8vx4wZM0yGTH7++ecAuifd+DmcP38edXV1xsf//ve/UVVVhdjYWLO3ERMTg87OTpw4ccK4TBAEZGZmIjc316z+ExGRuHjmjIiIHgiurq5IS0vDtm3b0NTUhLFjx6Kmpgbbtm2DQqFAeHg4tFotfHx8cODAAXh6esLZ2RknT57E73//ewBAa2vrzxJba2sr5s+fj0WLFqG5uRk5OTkIDQ1FSkqK2dtISEhAVFQUVq9ejSVLlmD48OE4evQoLl26hJdfftms/hMRkbhYnBER0QNj6dKlcHd3x8GDB5Gfn49BgwYhNjYWy5YtM04isnv3brz22mtYtWoV7OzsEBwcjNzcXGzcuBHFxcWYM2fOgMcVExODcePGITMzE0D3JB0rVqyAnZ2d2duwtbXF3r17sWXLFuzYsQMtLS0IDw9Hfn6+ceISc/pPRETiUQj3cuUyERERDYjbxd4777wjciRERCQ2njkjIiIaYAaDwazr02xtbe9DNEREZC1YnBEREQ2wXbt2YefOnXdt9/bbb9+HaIiIyFpwWCMREdEAq6mpMeu+YQEBAb3eq42IiB5MLM6IiIiIiIgkgPc5IyIiIiIikgAWZ0RERERERBLA4oyIiIiIiEgCWJwRERERERFJAIszIiIiIiIiCWBxRkREREREJAEszoiIiIiIiCTg/wELCXzopMguNAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = df.groupby(['gamename']).agg(mean_playtime_two_weeks=(\"average_playtime_two_weeks\", 'mean'), mean_price=('price', 'mean')) \n", "data = data.reset_index() \n", "\n", "ax = plt.figure(figsize=(10, 6))\n", "plt.xticks(rotation=90)\n", "ax = sns.scatterplot(x=\"mean_price\", y=\"mean_playtime_two_weeks\", data=data, alpha=0.5) " ] }, { "cell_type": "code", "execution_count": 200, "id": "c84ae350", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = df.groupby(['price']).agg(mean_playtime_two_weeks=(\"average_playtime_two_weeks\", 'mean')) \n", "data = data.reset_index() \n", "\n", "ax = plt.figure(figsize=(10, 6))\n", "plt.xticks(rotation=90)\n", "ax = sns.barplot(x=\"price\", y=\"mean_playtime_two_weeks\", data=data) " ] }, { "cell_type": "code", "execution_count": 198, "id": "dbd64dde", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "age_18_plus = df[df['age_18_plus']==1]\n", "age_18_plus = age_18_plus.groupby(['date']).agg(mean_playtime_two_weeks=(\"average_playtime_two_weeks\", 'mean')) \n", "age_18_below = df[df['age_18_plus']==0]\n", "age_18_below = age_18_below.groupby(['date']).agg(mean_playtime_two_weeks=(\"average_playtime_two_weeks\", 'mean')) \n", "no_sex_content = df[df['genre_sexual_content']==0]\n", "no_sex_content = no_sex_content.groupby(['date']).agg(mean_playtime_two_weeks=(\"average_playtime_two_weeks\", 'mean')) \n", "\n", "# plot barplot \n", "ax = plt.figure(figsize=(10, 6))\n", "plt.xticks(rotation=90)\n", "ax = sns.lineplot(x=\"date\", y=\"mean_playtime_two_weeks\", data=age_18_plus, label='age 18+ games') \n", "ax = sns.lineplot(x=\"date\", y=\"mean_playtime_two_weeks\", data=age_18_below, label='age 18- games') \n", "ax = sns.lineplot(x=\"date\", y=\"mean_playtime_two_weeks\", data=no_sex_content, label='games with no sex content') " ] }, { "cell_type": "code", "execution_count": 194, "id": "67ae90fd", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "age_0_plus = df[df['age_0_plus']==1]\n", "age_0_plus = age_0_plus.groupby(['date']).agg(mean_playtime_two_weeks=(\"average_playtime_two_weeks\", 'mean')) \n", "age_13_plus = df[df['age_13_plus']==1]\n", "age_13_plus = age_13_plus.groupby(['date']).agg(mean_playtime_two_weeks=(\"average_playtime_two_weeks\", 'mean')) \n", "age_18_plus = df[df['age_18_plus']==1]\n", "age_18_plus = age_18_plus.groupby(['date']).agg(mean_playtime_two_weeks=(\"average_playtime_two_weeks\", 'mean')) \n", "\n", "# plot barplot \n", "ax = plt.figure(figsize=(10, 6))\n", "plt.xticks(rotation=90)\n", "ax = sns.lineplot(x=\"date\", y=\"mean_playtime_two_weeks\", data=age_0_plus, label='age 0+ games') \n", "ax = sns.lineplot(x=\"date\", y=\"mean_playtime_two_weeks\", data=age_13_plus, label='age 13+ games') \n", "ax = sns.lineplot(x=\"date\", y=\"mean_playtime_two_weeks\", data=age_18_plus, label='age 18+ games') " ] }, { "cell_type": "code", "execution_count": 184, "id": "14816dbd", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "(13879.0, 19692.0)" ] }, "execution_count": 184, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "age_13_plus = df[df['age_13_plus']==1]\n", "age_13_plus = age_13_plus.groupby(['release_date']).agg(mean_playtime_two_weeks=(\"average_playtime_two_weeks\", 'mean')) \n", "age_18_plus = df[df['age_18_plus']==1]\n", "age_18_plus = age_18_plus.groupby(['release_date']).agg(mean_playtime_two_weeks=(\"average_playtime_two_weeks\", 'mean')) \n", "\n", "# plot barplot \n", "ax = plt.figure(figsize=(10, 6))\n", "plt.xticks(rotation=90)\n", "ax = sns.lineplot(x=\"release_date\", y=\"mean_playtime_two_weeks\", data=age_13_plus, label='age 13+ games') \n", "ax = sns.lineplot(x=\"release_date\", y=\"mean_playtime_two_weeks\", data=age_18_plus, label='age 18+ games') \n", "ax.set_xlim([datetime.date(2008, 1, 1), datetime.date(2023, 12, 1)])" ] }, { "cell_type": "code", "execution_count": 183, "id": "e4c3efa5", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "(13879.0, 19692.0)" ] }, "execution_count": 183, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "age_0_plus = df[df['age_0_plus']==1]\n", "age_0_plus = age_0_plus.groupby(['release_date']).agg(mean_playtime_two_weeks=(\"average_playtime_two_weeks\", 'mean')) \n", "age_13_plus = df[df['age_13_plus']==1]\n", "age_13_plus = age_13_plus.groupby(['release_date']).agg(mean_playtime_two_weeks=(\"average_playtime_two_weeks\", 'mean')) \n", "age_18_plus = df[df['age_18_plus']==1]\n", "age_18_plus = age_18_plus.groupby(['release_date']).agg(mean_playtime_two_weeks=(\"average_playtime_two_weeks\", 'mean')) \n", "\n", "# plot barplot \n", "ax = plt.figure(figsize=(10, 6))\n", "plt.xticks(rotation=90)\n", "ax = sns.lineplot(x=\"release_date\", y=\"mean_playtime_two_weeks\", data=age_0_plus, label='age 0+ games') \n", "ax = sns.lineplot(x=\"release_date\", y=\"mean_playtime_two_weeks\", data=age_13_plus, label='age 13+ games') \n", "ax = sns.lineplot(x=\"release_date\", y=\"mean_playtime_two_weeks\", data=age_18_plus, label='age 18+ games') \n", "ax.set_xlim([datetime.date(2008, 1, 1), datetime.date(2023, 12, 1)])" ] }, { "cell_type": "code", "execution_count": 157, "id": "5b56afda", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = df[(df['dlc_count']<150) & (df['multi_player']==0)]\n", "data = data.groupby(['dlc_count']).agg(mean_meta_score=(\"metacritic_score\", 'mean')) \n", "data = data.reset_index() \n", "\n", "# plot barplot \n", "ax = plt.figure(figsize=(10, 6))\n", "plt.xticks(rotation=90)\n", "ax = sns.barplot(x=\"dlc_count\", y=\"mean_meta_score\", data=data) " ] }, { "cell_type": "code", "execution_count": 158, "id": "c87a6d44", "metadata": { "collapsed": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "multi = df[(df['multi_player']==1) & (df['dlc_count']<20)]\n", "multi = multi.groupby(['dlc_count']).agg(mean_meta_score=(\"metacritic_score\", 'mean')) \n", "single = df[(df['multi_player']==0) & (df['dlc_count']<20)]\n", "single = single.groupby(['dlc_count']).agg(mean_meta_score=(\"metacritic_score\", 'mean')) \n", "\n", "\n", "# plot barplot \n", "ax = plt.figure(figsize=(10, 6))\n", "plt.xticks(rotation=90)\n", "ax = sns.lineplot(x=\"dlc_count\", y=\"mean_meta_score\", data=multi, label='multi-player') \n", "ax = sns.lineplot(x=\"dlc_count\", y=\"mean_meta_score\", data=single, label='single-player') " ] }, { "cell_type": "code", "execution_count": 133, "id": "b1d5318b", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = df[df['dlc_count']<150]\n", "data = data.groupby(['dlc_count']).agg(mean_meta_score=(\"metacritic_score\", 'mean')) \n", "data = data.reset_index() \n", "\n", "# plot barplot \n", "ax = plt.figure(figsize=(10, 6))\n", "plt.xticks(rotation=90)\n", "ax = sns.barplot(x=\"dlc_count\", y=\"mean_meta_score\", data=data) " ] }, { "cell_type": "code", "execution_count": 159, "id": "581da013", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pvp = df[df['pvp']==1]\n", "pvp = pvp.groupby(['date']).agg(mean_meta_score=('metacritic_score', 'mean')) \n", "co_op = df[df['co-op']==1]\n", "co_op = co_op.groupby(['date']).agg(mean_meta_score=('metacritic_score', 'mean')) \n", "single = df[df['multi_player']==0]\n", "single = single.groupby(['date']).agg(mean_meta_score=('metacritic_score', 'mean')) \n", "\n", "ax = plt.figure(figsize=(10, 6))\n", "ax = sns.lineplot(x=\"date\", y=\"mean_meta_score\", data=pvp, label='pvp') \n", "ax = sns.lineplot(x=\"date\", y=\"mean_meta_score\", data=co_op, label='co-op') \n", "ax = sns.lineplot(x=\"date\", y=\"mean_meta_score\", data=single, label='single') \n", "\n", "plt.xticks(rotation=45)\n", "date_form = DateFormatter(\"%Y\")\n", "ax.xaxis.set_major_formatter(date_form)" ] }, { "cell_type": "code", "execution_count": 131, "id": "c432bf24", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pvp = df[df['pvp']==1]\n", "pvp = pvp.groupby(['date']).agg(mean_playtime_two_weeks=('average_playtime_two_weeks', 'mean')) \n", "co_op = df[df['co-op']==1]\n", "co_op = co_op.groupby(['date']).agg(mean_playtime_two_weeks=('average_playtime_two_weeks', 'mean')) \n", "single = df[df['multi_player']==0]\n", "single = single.groupby(['date']).agg(mean_playtime_two_weeks=('average_playtime_two_weeks', 'mean')) \n", "\n", "ax = plt.figure(figsize=(10, 6))\n", "ax = sns.lineplot(x=\"date\", y=\"mean_playtime_two_weeks\", data=pvp, label='pvp') \n", "ax = sns.lineplot(x=\"date\", y=\"mean_playtime_two_weeks\", data=co_op, label='co-op') \n", "ax = sns.lineplot(x=\"date\", y=\"mean_playtime_two_weeks\", data=single, label='single') \n", "\n", "plt.xticks(rotation=45)\n", "date_form = DateFormatter(\"%Y\")\n", "ax.xaxis.set_major_formatter(date_form)" ] }, { "cell_type": "code", "execution_count": 125, "id": "b01f1cfe", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "action = df[df['genre_action']==1]\n", "action = action.groupby(['date']).agg(sum_peak=('peak', 'sum')) \n", "casual = df[df['genre_casual']==1]\n", "casual = casual.groupby(['date']).agg(sum_peak=('peak', 'sum')) \n", "simulation = df[df['genre_simulation']==1]\n", "simulation = simulation.groupby(['date']).agg(sum_peak=('peak', 'sum')) \n", "\n", "ax = plt.figure(figsize=(10, 6))\n", "\n", "ax = sns.lineplot(x=\"date\", y=\"sum_peak\", data=action, label='action') \n", "ax = sns.lineplot(x=\"date\", y=\"sum_peak\", data=casual, label='casual') \n", "ax = sns.lineplot(x=\"date\", y=\"sum_peak\", data=simulation, label='simulation') \n", "\n", "plt.xticks(rotation=45)\n", "date_form = DateFormatter(\"%Y\")\n", "ax.xaxis.set_major_formatter(date_form)" ] }, { "cell_type": "code", "execution_count": 126, "id": "3902c27b", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = df[df['dlc_count']<100]\n", "data = data.groupby(['dlc_count']).agg(mean_peak=(\"peak\", 'mean')) \n", "data = data.reset_index() \n", "\n", "# plot barplot \n", "ax = plt.figure(figsize=(10, 6))\n", "plt.xticks(rotation=90)\n", "ax = sns.barplot(x=\"dlc_count\", \n", " y=\"mean_peak\", \n", " data=data) " ] }, { "cell_type": "code", "execution_count": 127, "id": "6e9c4433", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Average Players')" ] }, "execution_count": 127, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# data\n", "cs_go = df[df['gamename'] == \"Counter-Strike: Global Offensive\"]\n", "dota2 = df[df['gamename'] == \"Dota 2\"]\n", "\n", "# axes\n", "ax = plt.figure(figsize=(25, 6))\n", "ax = sns.lineplot(data=cs_go, x='date', y='avg', label='CS:GO')\n", "ax = sns.lineplot(data=dota2, x='date', y='avg', label='Dota 2')\n", "\n", "# plot\n", "plt.xticks(rotation=45)\n", "plt.title('Average Players Over Time')\n", "plt.xlabel('Date')\n", "plt.ylabel('Average Players')" ] }, { "cell_type": "code", "execution_count": 128, "id": "6875eb4d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "win_games = df[df['windows']==1]\n", "mac_games = df[df['mac']==1]\n", "ax = plt.figure(figsize=(10, 5))\n", "ax = sns.scatterplot(data=win_games, x='date', y='peak', label='windows')\n", "ax = sns.scatterplot(data=mac_games, x='date', y='peak', label='mac')" ] }, { "cell_type": "code", "execution_count": 129, "id": "3924bac5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "action = df[df['genre_action'] == 1]\n", "rpg = df[df['genre_rpg'] == 1]\n", "casual = df[df['genre_casual'] == 1]\n", "\n", "ax = plt.figure(figsize=(10, 5))\n", "ax = sns.scatterplot(data=rpg, x='date', y='peak', label='rpg')\n", "ax = sns.scatterplot(data=casual, x='date', y='peak', label='casual')" ] }, { "cell_type": "code", "execution_count": 130, "id": "953cf16f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "action = df[df['genre_action'] == 1]\n", "ax = sns.scatterplot(df, x='peak', y='gamename')" ] }, { "cell_type": "code", "execution_count": null, "id": "d1048ece", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "c66a45a6", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "b8c46d7e", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "e36c8906", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "0b35d3b2", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.3" } }, "nbformat": 4, "nbformat_minor": 5 }