{ "cells": [ { "cell_type": "code", "execution_count": 324, "id": "89317480", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NamePlatformYear_of_ReleaseGenrePublisherNA_SalesEU_SalesJP_SalesOther_SalesGlobal_SalesCritic_ScoreCritic_CountUser_ScoreUser_CountDeveloperRating
0Wii SportsWii2006.0SportsNintendo41.3628.963.778.4582.5376.051.08322.0NintendoE
1Super Mario Bros.NES1985.0PlatformNintendo29.083.586.810.7740.24NaNNaNNaNNaNNaNNaN
2Mario Kart WiiWii2008.0RacingNintendo15.6812.763.793.2935.5282.073.08.3709.0NintendoE
3Wii Sports ResortWii2009.0SportsNintendo15.6110.933.282.9532.7780.073.08192.0NintendoE
4Pokemon Red/Pokemon BlueGB1996.0Role-PlayingNintendo11.278.8910.221.0031.37NaNNaNNaNNaNNaNNaN
\n", "
" ], "text/plain": [ " Name Platform Year_of_Release Genre Publisher \\\n", "0 Wii Sports Wii 2006.0 Sports Nintendo \n", "1 Super Mario Bros. NES 1985.0 Platform Nintendo \n", "2 Mario Kart Wii Wii 2008.0 Racing Nintendo \n", "3 Wii Sports Resort Wii 2009.0 Sports Nintendo \n", "4 Pokemon Red/Pokemon Blue GB 1996.0 Role-Playing Nintendo \n", "\n", " NA_Sales EU_Sales JP_Sales Other_Sales Global_Sales Critic_Score \\\n", "0 41.36 28.96 3.77 8.45 82.53 76.0 \n", "1 29.08 3.58 6.81 0.77 40.24 NaN \n", "2 15.68 12.76 3.79 3.29 35.52 82.0 \n", "3 15.61 10.93 3.28 2.95 32.77 80.0 \n", "4 11.27 8.89 10.22 1.00 31.37 NaN \n", "\n", " Critic_Count User_Score User_Count Developer Rating \n", "0 51.0 8 322.0 Nintendo E \n", "1 NaN NaN NaN NaN NaN \n", "2 73.0 8.3 709.0 Nintendo E \n", "3 73.0 8 192.0 Nintendo E \n", "4 NaN NaN NaN NaN NaN " ] }, "execution_count": 324, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "df = pd.read_csv('vgsales.csv')\n", "\n", "df.head()\n" ] }, { "cell_type": "code", "execution_count": 325, "id": "e8bbca54", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NamePlatformYear_of_ReleaseGenrePublisherNA_SalesEU_SalesJP_SalesOther_SalesGlobal_SalesCritic_ScoreCritic_CountUser_ScoreUser_CountDeveloperRating
0Wii SportsWii2006.0SportsNintendo41.3628.963.778.4582.5376.051.08322.0NintendoE
1Super Mario Bros.NES1985.0PlatformNintendo29.083.586.810.7740.24NaNNaNNaNNaNNaNNaN
2Mario Kart WiiWii2008.0RacingNintendo15.6812.763.793.2935.5282.073.08.3709.0NintendoE
3Wii Sports ResortWii2009.0SportsNintendo15.6110.933.282.9532.7780.073.08192.0NintendoE
4Pokemon Red/Pokemon BlueGB1996.0Role-PlayingNintendo11.278.8910.221.0031.37NaNNaNNaNNaNNaNNaN
\n", "
" ], "text/plain": [ " Name Platform Year_of_Release Genre Publisher \\\n", "0 Wii Sports Wii 2006.0 Sports Nintendo \n", "1 Super Mario Bros. NES 1985.0 Platform Nintendo \n", "2 Mario Kart Wii Wii 2008.0 Racing Nintendo \n", "3 Wii Sports Resort Wii 2009.0 Sports Nintendo \n", "4 Pokemon Red/Pokemon Blue GB 1996.0 Role-Playing Nintendo \n", "\n", " NA_Sales EU_Sales JP_Sales Other_Sales Global_Sales Critic_Score \\\n", "0 41.36 28.96 3.77 8.45 82.53 76.0 \n", "1 29.08 3.58 6.81 0.77 40.24 NaN \n", "2 15.68 12.76 3.79 3.29 35.52 82.0 \n", "3 15.61 10.93 3.28 2.95 32.77 80.0 \n", "4 11.27 8.89 10.22 1.00 31.37 NaN \n", "\n", " Critic_Count User_Score User_Count Developer Rating \n", "0 51.0 8 322.0 Nintendo E \n", "1 NaN NaN NaN NaN NaN \n", "2 73.0 8.3 709.0 Nintendo E \n", "3 73.0 8 192.0 Nintendo E \n", "4 NaN NaN NaN NaN NaN " ] }, "execution_count": 325, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()\n" ] }, { "cell_type": "code", "execution_count": 326, "id": "a7ee67ff", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NamePlatformYear_of_ReleaseGenrePublisherNA_SalesEU_SalesJP_SalesOther_SalesGlobal_SalesCritic_ScoreCritic_CountUser_ScoreUser_CountDeveloperRating
16714Samurai Warriors: Sanada MaruPS32016.0ActionTecmo Koei0.000.000.010.00.01NaNNaNNaNNaNNaNNaN
16715LMA Manager 2007X3602006.0SportsCodemasters0.000.010.000.00.01NaNNaNNaNNaNNaNNaN
16716Haitaka no PsychedelicaPSV2016.0AdventureIdea Factory0.000.000.010.00.01NaNNaNNaNNaNNaNNaN
16717Spirits & SpellsGBA2003.0PlatformWanadoo0.010.000.000.00.01NaNNaNNaNNaNNaNNaN
16718Winning Post 8 2016PSV2016.0SimulationTecmo Koei0.000.000.010.00.01NaNNaNNaNNaNNaNNaN
\n", "
" ], "text/plain": [ " Name Platform Year_of_Release Genre \\\n", "16714 Samurai Warriors: Sanada Maru PS3 2016.0 Action \n", "16715 LMA Manager 2007 X360 2006.0 Sports \n", "16716 Haitaka no Psychedelica PSV 2016.0 Adventure \n", "16717 Spirits & Spells GBA 2003.0 Platform \n", "16718 Winning Post 8 2016 PSV 2016.0 Simulation \n", "\n", " Publisher NA_Sales EU_Sales JP_Sales Other_Sales Global_Sales \\\n", "16714 Tecmo Koei 0.00 0.00 0.01 0.0 0.01 \n", "16715 Codemasters 0.00 0.01 0.00 0.0 0.01 \n", "16716 Idea Factory 0.00 0.00 0.01 0.0 0.01 \n", "16717 Wanadoo 0.01 0.00 0.00 0.0 0.01 \n", "16718 Tecmo Koei 0.00 0.00 0.01 0.0 0.01 \n", "\n", " Critic_Score Critic_Count User_Score User_Count Developer Rating \n", "16714 NaN NaN NaN NaN NaN NaN \n", "16715 NaN NaN NaN NaN NaN NaN \n", "16716 NaN NaN NaN NaN NaN NaN \n", "16717 NaN NaN NaN NaN NaN NaN \n", "16718 NaN NaN NaN NaN NaN NaN " ] }, "execution_count": 326, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.tail()\n" ] }, { "cell_type": "code", "execution_count": 327, "id": "9fc86666", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
NamePlatformYear_of_ReleaseGenrePublisherNA_SalesEU_SalesJP_SalesOther_SalesGlobal_SalesCritic_ScoreCritic_CountUser_ScoreUser_CountDeveloperRating
10827ShoxPS22002.0RacingElectronic Arts0.050.040.00.010.0978.016.0tbdNaNElectronic ArtsE
\n", "
" ], "text/plain": [ " Name Platform Year_of_Release Genre Publisher NA_Sales \\\n", "10827 Shox PS2 2002.0 Racing Electronic Arts 0.05 \n", "\n", " EU_Sales JP_Sales Other_Sales Global_Sales Critic_Score \\\n", "10827 0.04 0.0 0.01 0.09 78.0 \n", "\n", " Critic_Count User_Score User_Count Developer Rating \n", "10827 16.0 tbd NaN Electronic Arts E " ] }, "execution_count": 327, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.sample()" ] }, { "cell_type": "code", "execution_count": 328, "id": "aae19a21", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(16719, 16)" ] }, "execution_count": 328, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "code", "execution_count": 329, "id": "249e4d97", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Name object\n", "Platform object\n", "Year_of_Release float64\n", "Genre object\n", "Publisher object\n", "NA_Sales float64\n", "EU_Sales float64\n", "JP_Sales float64\n", "Other_Sales float64\n", "Global_Sales float64\n", "Critic_Score float64\n", "Critic_Count float64\n", "User_Score object\n", "User_Count float64\n", "Developer object\n", "Rating object\n", "dtype: object\n" ] } ], "source": [ "data_types = df.dtypes\n", "print(data_types)\n" ] }, { "cell_type": "code", "execution_count": 330, "id": "b5b14228", "metadata": {}, "outputs": [], "source": [ "df['Year_of_Release'] = df['Year_of_Release'].fillna(0).astype(int)\n" ] }, { "cell_type": "code", "execution_count": 331, "id": "84b0489f", "metadata": {}, "outputs": [], "source": [ "df['User_Score'] = pd.to_numeric(df['User_Score'], errors='coerce')\n" ] }, { "cell_type": "code", "execution_count": 332, "id": "e3ec58f7", "metadata": {}, "outputs": [], "source": [ "df['Critic_Count'] = df['Critic_Count'].fillna(0).astype(int)\n", "df['User_Count'] = df['User_Count'].fillna(0).astype(int)\n" ] }, { "cell_type": "code", "execution_count": 333, "id": "0a75a4bb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Missing values in the dataset:\n", "Name 2\n", "Platform 0\n", "Year_of_Release 0\n", "Genre 2\n", "Publisher 54\n", "NA_Sales 0\n", "EU_Sales 0\n", "JP_Sales 0\n", "Other_Sales 0\n", "Global_Sales 0\n", "Critic_Score 8582\n", "Critic_Count 0\n", "User_Score 9129\n", "User_Count 0\n", "Developer 6623\n", "Rating 6769\n", "dtype: int64\n" ] } ], "source": [ "print(\"\\nMissing values in the dataset:\")\n", "print(df.isnull().sum())\n" ] }, { "cell_type": "code", "execution_count": 334, "id": "09a183b2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NamePlatformYear_of_ReleaseGenrePublisherNA_SalesEU_SalesJP_SalesOther_SalesGlobal_SalesCritic_ScoreCritic_CountUser_ScoreUser_CountDeveloperRating
0Wii SportsWii2006SportsNintendo41.3628.963.778.4582.5376.0518.0322NintendoE
1Super Mario Bros.NES1985PlatformNintendo29.083.586.810.7740.24NaN0NaN0NaNNaN
2Mario Kart WiiWii2008RacingNintendo15.6812.763.793.2935.5282.0738.3709NintendoE
3Wii Sports ResortWii2009SportsNintendo15.6110.933.282.9532.7780.0738.0192NintendoE
4Pokemon Red/Pokemon BlueGB1996Role-PlayingNintendo11.278.8910.221.0031.37NaN0NaN0NaNNaN
\n", "
" ], "text/plain": [ " Name Platform Year_of_Release Genre Publisher \\\n", "0 Wii Sports Wii 2006 Sports Nintendo \n", "1 Super Mario Bros. NES 1985 Platform Nintendo \n", "2 Mario Kart Wii Wii 2008 Racing Nintendo \n", "3 Wii Sports Resort Wii 2009 Sports Nintendo \n", "4 Pokemon Red/Pokemon Blue GB 1996 Role-Playing Nintendo \n", "\n", " NA_Sales EU_Sales JP_Sales Other_Sales Global_Sales Critic_Score \\\n", "0 41.36 28.96 3.77 8.45 82.53 76.0 \n", "1 29.08 3.58 6.81 0.77 40.24 NaN \n", "2 15.68 12.76 3.79 3.29 35.52 82.0 \n", "3 15.61 10.93 3.28 2.95 32.77 80.0 \n", "4 11.27 8.89 10.22 1.00 31.37 NaN \n", "\n", " Critic_Count User_Score User_Count Developer Rating \n", "0 51 8.0 322 Nintendo E \n", "1 0 NaN 0 NaN NaN \n", "2 73 8.3 709 Nintendo E \n", "3 73 8.0 192 Nintendo E \n", "4 0 NaN 0 NaN NaN " ] }, "execution_count": 334, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Remove rows where 'Name' or 'Genre' is missing\n", "df.dropna(subset=['Name', 'Genre'], inplace=True)\n", "\n", "# Replace missing 'Publisher' values with 'Unknown'\n", "df['Publisher'].fillna('Unknown', inplace=True)\n", "\n", "# Display the DataFrame to confirm changes\n", "df.head()\n" ] }, { "cell_type": "code", "execution_count": 335, "id": "2829d272", "metadata": {}, "outputs": [], "source": [ "# Calculate the average difference where both scores are present\n", "df['User_Score'] = pd.to_numeric(df['User_Score'], errors='coerce')\n", "valid_scores = df.dropna(subset=['User_Score', 'Critic_Score'])\n", "average_diff = (valid_scores['User_Score'] - valid_scores['Critic_Score']).mean()\n", "\n", "# Impute missing User_Scores with Critic_Score + average_diff\n", "missing_user = df['User_Score'].isnull() & df['Critic_Score'].notnull()\n", "df.loc[missing_user, 'User_Score'] = df['Critic_Score'] + average_diff\n", "\n", "# Impute missing Critic_Scores with User_Score - average_diff\n", "missing_critic = df['Critic_Score'].isnull() & df['User_Score'].notnull()\n", "df.loc[missing_critic, 'Critic_Score'] = df['User_Score'] - average_diff\n" ] }, { "cell_type": "code", "execution_count": 336, "id": "d5e648e9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Statistical details of the dataset:\n", " Year_of_Release NA_Sales EU_Sales JP_Sales \\\n", "count 16717.000000 16717.000000 16717.000000 16717.000000 \n", "mean 1974.201771 0.263255 0.145010 0.077610 \n", "std 252.545637 0.813475 0.503303 0.308836 \n", "min 0.000000 0.000000 0.000000 0.000000 \n", "25% 2003.000000 0.000000 0.000000 0.000000 \n", "50% 2007.000000 0.080000 0.020000 0.000000 \n", "75% 2010.000000 0.240000 0.110000 0.040000 \n", "max 2020.000000 41.360000 28.960000 10.220000 \n", "\n", " Other_Sales Global_Sales Critic_Score Critic_Count User_Score \\\n", "count 16717.000000 16717.000000 8710.000000 16717.000000 8710.000000 \n", "mean 0.047333 0.533462 69.002023 12.831130 5.934629 \n", "std 0.186721 1.547956 13.481816 18.680383 5.311803 \n", "min 0.000000 0.010000 13.000000 0.000000 -40.067393 \n", "25% 0.000000 0.060000 61.000000 0.000000 5.900000 \n", "50% 0.010000 0.170000 70.267393 0.000000 7.300000 \n", "75% 0.030000 0.470000 79.000000 21.000000 8.200000 \n", "max 10.570000 82.530000 98.000000 113.000000 26.932607 \n", "\n", " User_Count \n", "count 16717.000000 \n", "mean 73.657056 \n", "std 386.717446 \n", "min 0.000000 \n", "25% 0.000000 \n", "50% 0.000000 \n", "75% 20.000000 \n", "max 10665.000000 \n" ] } ], "source": [ "print(\"\\nStatistical details of the dataset:\")\n", "print(df.describe())" ] }, { "cell_type": "code", "execution_count": 337, "id": "88b6e4d3", "metadata": {}, "outputs": [], "source": [ "# Normalize Critic_Score to be out of 10\n", "df['Normalized_Critic_Score'] = df['Critic_Score'] / 10\n", "\n", "df['Normalized_Critic_Score'].fillna(0, inplace=True)\n", "df['User_Score'].fillna(0, inplace=True)\n", "df['Critic_Count'].fillna(0, inplace=True)\n", "df['User_Count'].fillna(0, inplace=True)\n", "\n", "# Calculate the weighted score\n", "df['Weighted_Rating_Score'] = df.apply(lambda x: (x['Normalized_Critic_Score'] * x['Critic_Count'] + x['User_Score'] * x['User_Count']) / (x['Critic_Count'] + x['User_Count']) if (x['Critic_Count'] + x['User_Count']) > 0 else 0, axis=1)\n" ] }, { "cell_type": "code", "execution_count": 338, "id": "7c77bc87", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Statistical details of the dataset (excluding 'Year_of_Release'):\n", " NA_Sales EU_Sales JP_Sales Other_Sales Global_Sales \\\n", "count 16717.000000 16717.000000 16717.000000 16717.000000 16717.000000 \n", "mean 0.263255 0.145010 0.077610 0.047333 0.533462 \n", "std 0.813475 0.503303 0.308836 0.186721 1.547956 \n", "min 0.000000 0.000000 0.000000 0.000000 0.010000 \n", "25% 0.000000 0.000000 0.000000 0.000000 0.060000 \n", "50% 0.080000 0.020000 0.000000 0.010000 0.170000 \n", "75% 0.240000 0.110000 0.040000 0.030000 0.470000 \n", "max 41.360000 28.960000 10.220000 10.570000 82.530000 \n", "\n", " Critic_Score Critic_Count User_Score User_Count \\\n", "count 8710.000000 16717.000000 16717.000000 16717.000000 \n", "mean 69.002023 12.831130 3.092099 73.657056 \n", "std 13.481816 18.680383 4.846648 386.717446 \n", "min 13.000000 0.000000 -40.067393 0.000000 \n", "25% 61.000000 0.000000 0.000000 0.000000 \n", "50% 70.267393 0.000000 0.000000 0.000000 \n", "75% 79.000000 21.000000 7.400000 20.000000 \n", "max 98.000000 113.000000 26.932607 10665.000000 \n", "\n", " Normalized_Critic_Score Weighted_Rating_Score \n", "count 16717.000000 16717.000000 \n", "mean 3.595188 3.580325 \n", "std 3.581874 3.573915 \n", "min 0.000000 0.000000 \n", "25% 0.000000 0.000000 \n", "50% 4.200000 4.000000 \n", "75% 7.100000 7.173810 \n", "max 9.800000 9.700000 \n" ] } ], "source": [ "# Exclude 'Year_of_Release' from the statistical summary\n", "statistical_details = df.drop(columns='Year_of_Release').describe()\n", "\n", "# Print the statistical details of the dataset excluding 'Year_of_Release'\n", "print(\"\\nStatistical details of the dataset (excluding 'Year_of_Release'):\")\n", "print(statistical_details)\n" ] }, { "cell_type": "code", "execution_count": 339, "id": "d0d9a491", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Number of games per platform:\n", "PS2 2161\n", "DS 2152\n", "PS3 1331\n", "Wii 1320\n", "X360 1262\n", "PSP 1209\n", "PS 1197\n", "PC 974\n", "XB 824\n", "GBA 822\n", "GC 556\n", "3DS 520\n", "PSV 432\n", "PS4 393\n", "N64 319\n", "XOne 247\n", "SNES 239\n", "SAT 173\n", "WiiU 147\n", "2600 133\n", "NES 98\n", "GB 98\n", "DC 52\n", "GEN 27\n", "NG 12\n", "SCD 6\n", "WS 6\n", "3DO 3\n", "TG16 2\n", "GG 1\n", "PCFX 1\n", "Name: Platform, dtype: int64\n" ] } ], "source": [ "platform_counts = df['Platform'].value_counts()\n", "print(\"\\nNumber of games per platform:\")\n", "print(platform_counts)" ] }, { "cell_type": "markdown", "id": "14aee0b0", "metadata": {}, "source": [ "New Features" ] }, { "cell_type": "code", "execution_count": 340, "id": "5b880db7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Number of games per genre:\n", "Action 3370\n", "Sports 2348\n", "Misc 1750\n", "Role-Playing 1500\n", "Shooter 1323\n", "Adventure 1303\n", "Racing 1249\n", "Platform 888\n", "Simulation 874\n", "Fighting 849\n", "Strategy 683\n", "Puzzle 580\n", "Name: Genre, dtype: int64\n" ] } ], "source": [ "genre_counts = df['Genre'].value_counts()\n", "print(\"\\nNumber of games per genre:\")\n", "print(genre_counts)" ] }, { "cell_type": "code", "execution_count": 341, "id": "ea4a36cf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Unmapped Platforms: ['2600']\n", "Name 0\n", "Platform 0\n", "Year_of_Release 0\n", "Genre 0\n", "Publisher 0\n", "NA_Sales 0\n", "EU_Sales 0\n", "JP_Sales 0\n", "Other_Sales 0\n", "Global_Sales 0\n", "Critic_Score 8007\n", "Critic_Count 0\n", "User_Score 0\n", "User_Count 0\n", "Developer 6621\n", "Rating 6767\n", "Normalized_Critic_Score 0\n", "Weighted_Rating_Score 0\n", "Console_Brand 133\n", "dtype: int64\n" ] } ], "source": [ "# Define the platform to console brand mapping\n", "platform_brand_mapping = {\n", " 'Wii': 'Nintendo', 'NES': 'Nintendo', 'GB': 'Nintendo', 'DS': 'Nintendo', 'SNES': 'Nintendo',\n", " '3DS': 'Nintendo', 'N64': 'Nintendo', 'GBA': 'Nintendo', 'GC': 'Nintendo', 'WiiU': 'Nintendo', 'Switch': 'Nintendo',\n", " 'PS': 'Sony', 'PS2': 'Sony', 'PS3': 'Sony', 'PS4': 'Sony', 'PSP': 'Sony', 'PSV': 'Sony',\n", " 'X360': 'Microsoft', 'XB': 'Microsoft', 'XOne': 'Microsoft',\n", " 'GEN': 'Sega', 'DC': 'Sega', 'SAT': 'Sega', 'SCD': 'Sega',\n", " 'WS': 'Bandai', 'NG': 'SNK', 'TG16': 'NEC', '3DO': '3DO Company', 'GG': 'Sega', 'PCFX': 'NEC',\n", " 'PC': 'PC' # PC gaming\n", "}\n", "\n", "# Create or update the Console_Brand column based on the mapping\n", "df['Console_Brand'] = df['Platform'].map(platform_brand_mapping)\n", "\n", "\n", "unmapped_platforms = df[df['Console_Brand'].isnull()]['Platform'].unique()\n", "if len(unmapped_platforms) > 0:\n", " print(\"Unmapped Platforms:\", unmapped_platforms)\n", "\n", "\n", "print(df.isnull().sum())\n" ] }, { "cell_type": "code", "execution_count": 342, "id": "3a9fef0b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Name 0\n", "Platform 0\n", "Year_of_Release 0\n", "Genre 0\n", "Publisher 0\n", "NA_Sales 0\n", "EU_Sales 0\n", "JP_Sales 0\n", "Other_Sales 0\n", "Global_Sales 0\n", "Critic_Score 8007\n", "Critic_Count 0\n", "User_Score 0\n", "User_Count 0\n", "Developer 6621\n", "Rating 6767\n", "Normalized_Critic_Score 0\n", "Weighted_Rating_Score 0\n", "Console_Brand 133\n", "dtype: int64\n", "Unmapped Platforms: ['2600']\n", "Name 0\n", "Platform 0\n", "Year_of_Release 0\n", "Genre 0\n", "Publisher 0\n", "NA_Sales 0\n", "EU_Sales 0\n", "JP_Sales 0\n", "Other_Sales 0\n", "Global_Sales 0\n", "Critic_Score 8007\n", "Critic_Count 0\n", "User_Score 0\n", "User_Count 0\n", "Developer 6621\n", "Rating 6767\n", "Normalized_Critic_Score 0\n", "Weighted_Rating_Score 0\n", "Console_Brand 133\n", "dtype: int64\n" ] } ], "source": [ "\n", "# Use the mapping to fill missing Console_Brand values based on Platform\n", "df['Console_Brand'] = df['Console_Brand'].fillna(df['Platform'].map(platform_brand_mapping))\n", "\n", "print(df.isnull().sum())\n", "\n", "# Identify platforms with missing Console_Brand values\n", "unmapped_platforms = df[df['Console_Brand'].isnull()]['Platform'].unique()\n", "print(\"Unmapped Platforms:\", unmapped_platforms)\n", "\n", "print(df.isnull().sum())" ] }, { "cell_type": "code", "execution_count": 343, "id": "6ddd57b8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Name EU_Sales_Percent NA_Sales_Percent \\\n", "0 Wii Sports 35.090270 50.115110 \n", "1 Super Mario Bros. 8.896620 72.266402 \n", "2 Mario Kart Wii 35.923423 44.144144 \n", "3 Wii Sports Resort 33.353677 47.635032 \n", "4 Pokemon Red/Pokemon Blue 28.339178 35.926044 \n", "\n", " JP_Sales_Percent \n", "0 4.568036 \n", "1 16.923459 \n", "2 10.670045 \n", "3 10.009155 \n", "4 32.578897 \n" ] } ], "source": [ "# Calculate the percentage of global sales for each region and create new columns\n", "df['EU_Sales_Percent'] = (df['EU_Sales'] / df['Global_Sales']) * 100\n", "df['NA_Sales_Percent'] = (df['NA_Sales'] / df['Global_Sales']) * 100\n", "df['JP_Sales_Percent'] = (df['JP_Sales'] / df['Global_Sales']) * 100\n", "\n", "# Display the updated DataFrame with new percentage columns\n", "print(df[['Name', 'EU_Sales_Percent', 'NA_Sales_Percent', 'JP_Sales_Percent']].head())\n" ] }, { "cell_type": "code", "execution_count": 344, "id": "028b251b", "metadata": {}, "outputs": [], "source": [ "global_genre_popularity = df.groupby('Genre')['Global_Sales'].sum().sort_values(ascending=False).reset_index()\n", "global_genre_popularity.rename(columns={'Global_Sales': 'Global_Genre_Popularity'}, inplace=True)\n" ] }, { "cell_type": "code", "execution_count": 345, "id": "87610b59", "metadata": {}, "outputs": [], "source": [ "na_genre_popularity = df.groupby('Genre')['NA_Sales'].sum().sort_values(ascending=False).reset_index()\n", "na_genre_popularity.rename(columns={'NA_Sales': 'NA_Genre_Popularity'}, inplace=True)\n" ] }, { "cell_type": "code", "execution_count": 346, "id": "c89f2005", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "( Genre JP_Genre_Popularity\n", " 0 Role-Playing 355.46\n", " 1 Action 161.44\n", " 2 Sports 135.54\n", " 3 Platform 130.83\n", " 4 Misc 108.11\n", " 5 Fighting 87.48\n", " 6 Simulation 63.80\n", " 7 Puzzle 57.31\n", " 8 Racing 56.71\n", " 9 Adventure 52.30\n", " 10 Strategy 49.66\n", " 11 Shooter 38.76,\n", " Genre EU_Genre_Popularity\n", " 0 Action 519.13\n", " 1 Sports 376.79\n", " 2 Shooter 317.34\n", " 3 Racing 236.51\n", " 4 Misc 212.74\n", " 5 Platform 200.35\n", " 6 Role-Playing 188.71\n", " 7 Simulation 113.52\n", " 8 Fighting 100.33\n", " 9 Adventure 63.54\n", " 10 Puzzle 50.01\n", " 11 Strategy 45.17)" ] }, "execution_count": 346, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Calculate genre popularity for Japan\n", "jp_genre_popularity = df.groupby('Genre')['JP_Sales'].sum().sort_values(ascending=False).reset_index()\n", "jp_genre_popularity.rename(columns={'JP_Sales': 'JP_Genre_Popularity'}, inplace=True)\n", "\n", "# Calculate genre popularity for Europe\n", "eu_genre_popularity = df.groupby('Genre')['EU_Sales'].sum().sort_values(ascending=False).reset_index()\n", "eu_genre_popularity.rename(columns={'EU_Sales': 'EU_Genre_Popularity'}, inplace=True)\n", "\n", "jp_genre_popularity, eu_genre_popularity\n" ] }, { "cell_type": "code", "execution_count": null, "id": "3c60b5b5", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 347, "id": "3d581d0e", "metadata": {}, "outputs": [], "source": [ "# Sort by release year to ensure chronological order\n", "df.sort_values(by=['Name', 'Platform', 'Year_of_Release'], inplace=True)\n", "\n", "# Use the cumulative count as an approximation of the installment number, using the original Name\n", "df['Series_Installment'] = df.groupby(['Name', 'Platform']).cumcount() + 1\n" ] }, { "cell_type": "code", "execution_count": 348, "id": "5ec59867", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NamePlatformYear_of_ReleaseGenrePublisherNA_SalesEU_SalesJP_SalesOther_SalesGlobal_Sales...User_CountDeveloperRatingNormalized_Critic_ScoreWeighted_Rating_ScoreConsole_BrandEU_Sales_PercentNA_Sales_PercentJP_Sales_PercentSeries_Installment
14985Beyblade Burst3DS2016Role-PlayingFuRyu0.000.000.030.000.03...0NaNNaN0.00.0Nintendo0.0000000.000000100.0000001
1079Fire Emblem Fates3DS2015Role-PlayingNintendo0.810.230.520.111.68...0NaNNaN0.00.0Nintendo13.69047648.21428630.9523811
3358Frozen: Olaf's Quest3DS2013PlatformDisney Interactive Studios0.270.270.000.050.60...0NaNNaN0.00.0Nintendo45.00000045.0000000.0000001
3862Frozen: Olaf's QuestDS2013PlatformDisney Interactive Studios0.210.260.000.040.52...0NaNNaN0.00.0Nintendo50.00000040.3846150.0000001
13795Haikyu!! Cross Team Match!3DS2016AdventureNamco Bandai Games0.000.000.040.000.04...0NaNNaN0.00.0Nintendo0.0000000.000000100.0000001
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5 rows × 23 columns

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" ], "text/plain": [ " Name Platform Year_of_Release Genre \\\n", "14985 Beyblade Burst 3DS 2016 Role-Playing \n", "1079 Fire Emblem Fates 3DS 2015 Role-Playing \n", "3358 Frozen: Olaf's Quest 3DS 2013 Platform \n", "3862 Frozen: Olaf's Quest DS 2013 Platform \n", "13795 Haikyu!! Cross Team Match! 3DS 2016 Adventure \n", "\n", " Publisher NA_Sales EU_Sales JP_Sales Other_Sales \\\n", "14985 FuRyu 0.00 0.00 0.03 0.00 \n", "1079 Nintendo 0.81 0.23 0.52 0.11 \n", "3358 Disney Interactive Studios 0.27 0.27 0.00 0.05 \n", "3862 Disney Interactive Studios 0.21 0.26 0.00 0.04 \n", "13795 Namco Bandai Games 0.00 0.00 0.04 0.00 \n", "\n", " Global_Sales ... User_Count Developer Rating \\\n", "14985 0.03 ... 0 NaN NaN \n", "1079 1.68 ... 0 NaN NaN \n", "3358 0.60 ... 0 NaN NaN \n", "3862 0.52 ... 0 NaN NaN \n", "13795 0.04 ... 0 NaN NaN \n", "\n", " Normalized_Critic_Score Weighted_Rating_Score Console_Brand \\\n", "14985 0.0 0.0 Nintendo \n", "1079 0.0 0.0 Nintendo \n", "3358 0.0 0.0 Nintendo \n", "3862 0.0 0.0 Nintendo \n", "13795 0.0 0.0 Nintendo \n", "\n", " EU_Sales_Percent NA_Sales_Percent JP_Sales_Percent Series_Installment \n", "14985 0.000000 0.000000 100.000000 1 \n", "1079 13.690476 48.214286 30.952381 1 \n", "3358 45.000000 45.000000 0.000000 1 \n", "3862 50.000000 40.384615 0.000000 1 \n", "13795 0.000000 0.000000 100.000000 1 \n", "\n", "[5 rows x 23 columns]" ] }, "execution_count": 348, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 349, "id": "5fd4e1be", "metadata": {}, "outputs": [], "source": [ "total_sales_by_region = df[['NA_Sales', 'EU_Sales', 'JP_Sales', 'Global_Sales']].sum()\n", "df_genres = df.groupby('Genre')[['NA_Sales', 'EU_Sales', 'JP_Sales', 'Global_Sales']].sum()\n", "df_genres = df_genres.divide(total_sales_by_region) * 100 # Convert to percentage for market share\n" ] }, { "cell_type": "code", "execution_count": 350, "id": "702c11b9", "metadata": {}, "outputs": [], "source": [ "df['Sales_per_Critic'] = df['Global_Sales'] / df['Critic_Count']\n", "df['Sales_per_User'] = df['Global_Sales'] / df['User_Count']\n" ] }, { "cell_type": "code", "execution_count": 351, "id": "b561572d", "metadata": {}, "outputs": [], "source": [ "publisher_market_share = df.groupby('Publisher')[['NA_Sales', 'EU_Sales', 'JP_Sales', 'Global_Sales']].sum()\n", "publisher_market_share = publisher_market_share.divide(total_sales_by_region) * 100 # Convert to percentage for market share\n" ] }, { "cell_type": "code", "execution_count": 352, "id": "779f35cb", "metadata": {}, "outputs": [], "source": [ "# Market Share by Genre Calculation remains the same\n", "total_sales_by_region = df[['NA_Sales', 'EU_Sales', 'JP_Sales', 'Global_Sales']].sum()\n", "df_genres = df.groupby('Genre')[['NA_Sales', 'EU_Sales', 'JP_Sales', 'Global_Sales']].sum()\n", "df_genres = df_genres.divide(total_sales_by_region) * 100\n", "# Updating Sales_per_Critic and Sales_per_User to handle division by zero\n", "df['Sales_per_Critic'] = df.apply(lambda x: x['Global_Sales'] / (x['Critic_Count'] + 0.01), axis=1) # Adding 0.01 to avoid division by zero\n", "df['Sales_per_User'] = df.apply(lambda x: x['Global_Sales'] / (x['User_Count'] + 0.01), axis=1) # Adding 0.01 to avoid division by zero\n", "\n", "# Multiplatform Release using the original 'Name' column\n", "df['Multiplatform_Release'] = df.groupby('Name')['Platform'].transform('nunique')\n", "\n", "# Sort by release year to ensure chronological order for series\n", "df.sort_values(by=['Name', 'Platform', 'Year_of_Release'], inplace=True)\n", "\n", "# Calculate the difference in release years between consecutive games in a series using the original 'Name'\n", "df['Years_Since_Last_Installment'] = df.groupby('Name')['Year_of_Release'].diff().fillna(0).astype(int)\n" ] }, { "cell_type": "code", "execution_count": null, "id": "a34330e8", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 353, "id": "1b6848b6", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NamePlatformYear_of_ReleaseGenrePublisherNA_SalesEU_SalesJP_SalesOther_SalesGlobal_Sales...Weighted_Rating_ScoreConsole_BrandEU_Sales_PercentNA_Sales_PercentJP_Sales_PercentSeries_InstallmentSales_per_CriticSales_per_UserMultiplatform_ReleaseYears_Since_Last_Installment
14985Beyblade Burst3DS2016Role-PlayingFuRyu0.000.000.030.000.03...0.000000Nintendo0.0000000.000000100.00000013.0000003.00000010
1079Fire Emblem Fates3DS2015Role-PlayingNintendo0.810.230.520.111.68...0.000000Nintendo13.69047648.21428630.9523811168.000000168.00000010
3358Frozen: Olaf's Quest3DS2013PlatformDisney Interactive Studios0.270.270.000.050.60...0.000000Nintendo45.00000045.0000000.000000160.00000060.00000020
3862Frozen: Olaf's QuestDS2013PlatformDisney Interactive Studios0.210.260.000.040.52...0.000000Nintendo50.00000040.3846150.000000152.00000052.00000020
13795Haikyu!! Cross Team Match!3DS2016AdventureNamco Bandai Games0.000.000.040.000.04...0.000000Nintendo0.0000000.000000100.00000014.0000004.00000010
..................................................................
2652ABBA: You Can DanceWii2011MiscUbisoft0.180.490.000.100.77...6.600000Nintendo63.63636423.3766230.00000010.15369377.00000010
8689AC/DC LIVE: Rock Band Track PackPS22008MiscMTV Games0.080.060.000.020.16...0.000000Sony37.50000050.0000000.000000116.00000016.00000040
6835AC/DC LIVE: Rock Band Track PackPS32008MiscMTV Games0.210.010.000.020.24...5.623077Sony4.16666787.5000000.00000010.0199830.01713140
6403AC/DC LIVE: Rock Band Track PackWii2008MiscMTV Games0.240.000.000.020.27...7.200000Nintendo0.00000088.8888890.000000127.0000000.05389240
7100AC/DC LIVE: Rock Band Track PackX3602008MiscMTV Games0.210.000.000.020.23...5.761538Microsoft0.00000091.3043480.00000010.0143660.02297740
\n", "

150 rows × 27 columns

\n", "
" ], "text/plain": [ " Name Platform Year_of_Release \\\n", "14985 Beyblade Burst 3DS 2016 \n", "1079 Fire Emblem Fates 3DS 2015 \n", "3358 Frozen: Olaf's Quest 3DS 2013 \n", "3862 Frozen: Olaf's Quest DS 2013 \n", "13795 Haikyu!! Cross Team Match! 3DS 2016 \n", "... ... ... ... \n", "2652 ABBA: You Can Dance Wii 2011 \n", "8689 AC/DC LIVE: Rock Band Track Pack PS2 2008 \n", "6835 AC/DC LIVE: Rock Band Track Pack PS3 2008 \n", "6403 AC/DC LIVE: Rock Band Track Pack Wii 2008 \n", "7100 AC/DC LIVE: Rock Band Track Pack X360 2008 \n", "\n", " Genre Publisher NA_Sales EU_Sales JP_Sales \\\n", "14985 Role-Playing FuRyu 0.00 0.00 0.03 \n", "1079 Role-Playing Nintendo 0.81 0.23 0.52 \n", "3358 Platform Disney Interactive Studios 0.27 0.27 0.00 \n", "3862 Platform Disney Interactive Studios 0.21 0.26 0.00 \n", "13795 Adventure Namco Bandai Games 0.00 0.00 0.04 \n", "... ... ... ... ... ... \n", "2652 Misc Ubisoft 0.18 0.49 0.00 \n", "8689 Misc MTV Games 0.08 0.06 0.00 \n", "6835 Misc MTV Games 0.21 0.01 0.00 \n", "6403 Misc MTV Games 0.24 0.00 0.00 \n", "7100 Misc MTV Games 0.21 0.00 0.00 \n", "\n", " Other_Sales Global_Sales ... Weighted_Rating_Score Console_Brand \\\n", "14985 0.00 0.03 ... 0.000000 Nintendo \n", "1079 0.11 1.68 ... 0.000000 Nintendo \n", "3358 0.05 0.60 ... 0.000000 Nintendo \n", "3862 0.04 0.52 ... 0.000000 Nintendo \n", "13795 0.00 0.04 ... 0.000000 Nintendo \n", "... ... ... ... ... ... \n", "2652 0.10 0.77 ... 6.600000 Nintendo \n", "8689 0.02 0.16 ... 0.000000 Sony \n", "6835 0.02 0.24 ... 5.623077 Sony \n", "6403 0.02 0.27 ... 7.200000 Nintendo \n", "7100 0.02 0.23 ... 5.761538 Microsoft \n", "\n", " EU_Sales_Percent NA_Sales_Percent JP_Sales_Percent Series_Installment \\\n", "14985 0.000000 0.000000 100.000000 1 \n", "1079 13.690476 48.214286 30.952381 1 \n", "3358 45.000000 45.000000 0.000000 1 \n", "3862 50.000000 40.384615 0.000000 1 \n", "13795 0.000000 0.000000 100.000000 1 \n", "... ... ... ... ... \n", "2652 63.636364 23.376623 0.000000 1 \n", "8689 37.500000 50.000000 0.000000 1 \n", "6835 4.166667 87.500000 0.000000 1 \n", "6403 0.000000 88.888889 0.000000 1 \n", "7100 0.000000 91.304348 0.000000 1 \n", "\n", " Sales_per_Critic Sales_per_User Multiplatform_Release \\\n", "14985 3.000000 3.000000 1 \n", "1079 168.000000 168.000000 1 \n", "3358 60.000000 60.000000 2 \n", "3862 52.000000 52.000000 2 \n", "13795 4.000000 4.000000 1 \n", "... ... ... ... \n", "2652 0.153693 77.000000 1 \n", "8689 16.000000 16.000000 4 \n", "6835 0.019983 0.017131 4 \n", "6403 27.000000 0.053892 4 \n", "7100 0.014366 0.022977 4 \n", "\n", " Years_Since_Last_Installment \n", "14985 0 \n", "1079 0 \n", "3358 0 \n", "3862 0 \n", "13795 0 \n", "... ... \n", "2652 0 \n", "8689 0 \n", "6835 0 \n", "6403 0 \n", "7100 0 \n", "\n", "[150 rows x 27 columns]" ] }, "execution_count": 353, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head(150)" ] }, { "cell_type": "code", "execution_count": 354, "id": "8bc08a44", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Publisher Total_Sales Game_Count \\\n", "387 Palcom 4.17 1 \n", "426 Red Orb 5.24 2 \n", "361 Nintendo 1788.81 706 \n", "40 Arena Entertainment 4.72 2 \n", "525 UEP Systems 2.25 1 \n", "428 RedOctane 8.68 4 \n", "222 Hello Games 1.70 1 \n", "536 Valve 1.70 1 \n", "460 Sony Computer Entertainment Europe 23.37 15 \n", "555 Westwood Studios 1.55 1 \n", "\n", " Sales_Performance_Score \n", "387 4.170000 \n", "426 2.620000 \n", "361 2.533725 \n", "40 2.360000 \n", "525 2.250000 \n", "428 2.170000 \n", "222 1.700000 \n", "536 1.700000 \n", "460 1.558000 \n", "555 1.550000 \n" ] } ], "source": [ "import pandas as pd\n", "\n", "# Calculate total global sales per publisher\n", "publisher_sales = df.groupby('Publisher')['Global_Sales'].sum()\n", "\n", "# Count the number of games published by each publisher\n", "publisher_game_count = df.groupby('Publisher').size()\n", "\n", "# Calculate the sales performance score as total sales divided by the number of games\n", "publisher_performance_score = publisher_sales / publisher_game_count\n", "\n", "# Create a DataFrame for the scores\n", "publisher_performance = pd.DataFrame({\n", " 'Total_Sales': publisher_sales,\n", " 'Game_Count': publisher_game_count,\n", " 'Sales_Performance_Score': publisher_performance_score\n", "}).reset_index()\n", "\n", "# Display the publishers with the highest performance scores\n", "print(publisher_performance.sort_values(by='Sales_Performance_Score', ascending=False).head(10))" ] }, { "cell_type": "code", "execution_count": null, "id": "66ea295b", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "ec53facf", "metadata": {}, "source": [ "Color Theory Enchanced" ] }, { "cell_type": "code", "execution_count": 359, "id": "3b62225c", "metadata": {}, "outputs": [ { "data": { "image/png": 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HH35YH3/8sZo0aZJp2z59+mjv3r2KiIhQgQIF1LNnT/Xr10/StRtHfvzxxxo3bpxeeeUV5c+fX9WqVdOCBQvUq1cv7dy5UyEhIXd0Pq+++qqqVaumJUuWaPTo0UpJSVHBggXl7++vpUuX2qYeBAUFKTIyUnPnztXXX3+tYsWKKSgoSFOnTlXfvn21a9cu26dY/NOYMWM0Y8YMLVq0SCdPnlTRokXVvHlzDRgwQBaLRRaLRXPmzLG9JhcvXlSFChU0cuRIhYeH37b29u3b68qVK+rbt6/y5MmjsLAwvf766zd8wkVwcLAWL178n+NdV6lSJa1YsUJffvml1q5dq0WLFunvv/9W8eLFFRAQoKFDh2aabtGuXTvlz59fs2bN0uLFi5UvXz7VqVNH48ePv+GGo/eiQYMGmj17tqZOnaqXX35Zrq6ueuSRRzR37txMN7UEAOA6J+Ne7ggFAACA+zJixAjt2rVLMTEx9i4FAIBswRUQAAAA2Wj+/Pn666+/tHjx4v+8+SQAAI6EAAIAACAb7dy5U5s3b1aXLl309NNP27scAACyDVMwAAAAAACA6fgYTgAAAAAAYDoCCAAAAAAAYDoCCAAAAAAAYDpuQulgMjIylJ6eLmdn5xs+bxwAAAAAgKxmGIYyMjLk4uIiZ+dbX+dAAOFg0tPT9dtvv9m7DAAAAABALlOzZk3lyZPnlusJIBzM9bSpevXqt208HIvVatVvv/2mmjVrymKx2LscZCN6n3vR+9yL3ude9D73ove5V07p/fU6b3f1g0QA4XCuT7uwWCwP9D9QmIO+5170Pvei97kXvc+96H3uRe9zr5zS+/+6DQA3oQQAAAAAAKYjgAAchLu7u71LgJ3Q+9yL3ude9D73ove5F72HI2AKhoPKCZfnIOtYLBZVr17d3mXADuh97kXvcy96n3vR+9yL3uc+RkaGnP7jfgo5EQGEg7r4/TYp6aK9ywAAAAAA3AVL4YIq2LSBvcswBQGEg8o4n6yMs+fsXQYAAAAAAJK4BwQAAAAAAMgGBBAAAAAAAMB0BBAAAAAAAMB0BBAAAAAAAMB0BBAAAAAAAMB0BBAAAAAAAMB0BBAAAAAAAMB0BBAAAAAAAMB0BBAAAAAAAMB0BBAAAAAAAMB0BBAAAAAAAMB0BBAAAAAAAMB0BBAmsFqtOnbsmL3LAAAAAADggUEA8R8+//xz+fj4aN68eXe8z8CBA7Vy5UpJUkJCgvz8/JSQkGBOgQAAAAAA5AAEEP/h888/17PPPqv58+crPT39jvZJSkqyPS5durTi4uJUunRps0oEAAAAAOCBRwBxG9u2bVNiYqKGDh2qjIwMrVu3zrbu3Llzeu211xQQEKCgoCANHDhQFy5c0JtvvqmdO3dqxowZioiI0PHjx+Xj46Pjx49LkuLj4zVgwADVq1dP9evX16BBg3T69GlJUmxsrEJCQjRt2jQ9/vjjCgwMVP/+/ZWSkmKX8wcAAAAAIKsQQNzGZ599pvbt28vNzU3PPfec5syZY1v3yiuvKCUlRevXr9d3332nixcvKioqSu+88478/f3Vu3dvTZ8+PdN4aWlp6t69uywWi9avX6+1a9dKkiIiImxXV8THx+vUqVP65ptvtGTJEsXFxWnhwoXZd9IAAAAAAJjAxd4FPKji4+O1efNmRUZGSpLat2+vjz76SDt27JC3t7d27Nihr7/+WoULF5YkjR07VufPn7/tmDt37tSxY8e0bNkyeXh4SJKioqIUGBioPXv22Lbr27ev3NzcVL58eQUFBenQoUPmnCQAAAAAANmEAOIWFi5cqPT0dLVu3dq2LD09XXPmzFFERIQkydvb27bOy8tLXl5etx0zMTFRhQsXtoUPkuTh4SFPT0/Fx8erWLFitrGuc3V1lWEYWXJOAAAAAADYC1MwbuLq1ataunSp3nnnHa1atcr2NW3aNG3cuFFWq1WSMn2yxYEDB/Thhx/edlxvb28lJSVluqdDcnKykpKS/jO8AAAAAAAgJyOAuImYmBg5OTkpLCxMJUuWtH01bNhQVatW1cqVK1W/fn2NGzdOFy9eVEpKit5//30dO3ZMkpQnTx4lJyffMG7NmjVVuXJlDR8+XMnJyUpOTtaIESNUrlw51alTJ7tPEwAAAACAbEMAcRMLFy5UWFiYXF1db1jXoUMHrVq1SuPGjZOHh4eeeuopNWnSREWKFFFUVJQk6emnn9ayZcv03HPPZdrXxcVFM2bMUHp6ukJDQxUcHKy0tDTNnTtXLi7MhgEAAAAAOC4ngxsMOBSr1ardu3erwqHTyjiTaO9yAAAAAAB3waVYERVu11zS//1+5+vrK4vFYufKbu1O6+QKCAAAAAAAYDoCCAAAAAAAYDoCCAAAAAAAYDoCCAAAAAAAYDoCCAAAAAAAYDoCCAAAAAAAYDoCCAAAAAAAYDoCCAAAAAAAYDoCCAAAAAAAYDoCCAAAAAAAYDoCCAAAAAAAYDoCCAAAAAAAYDoCCAAAAAAAYDoCCAAAAAAAYDoXexcAczh7FpCzYdi7DAAAAADAXbAULmjvEkxDAOGgCgbXk8VisXcZAAAAAIC7ZGRkyMnZ8SYsON4ZQZJktVrtXQKykdVq1d69e+l7LkTvcy96n3vR+9yL3ude9D73ccTwQSKAABzG5cuX7V0C7ITe5170Pvei97kXvc+96D0cAQEEAAAAAAAwHQEEAAAAAAAwHQEEAAAAAAAwHQEEAAAAAAAwHQEEAAAAAAAwHQEEAAAAAAAwHQEE4CDc3d3tXQLshN7nXvQ+96L3uRe9B5CTudi7AJjDYrHYuwRkI4vFourVq9u7DNgBvc+96H3uRe9zr5zUeyMjQ07O/K0TQGYEEA4q8btpsiYesXcZAAAAyGVci5RRsdBX7F0GgAcQAYSDSkuKl/XMIXuXAQAAAACAJO4BAQAAAAAAsgEBBAAAAAAAMB0BBAAAAAAAMB0BBAAAAAAAMB0BBAAAAAAAMB0BBAAAAAAAMB0BBAAAAAAAMB0BBAAAAAAAMB0BBAAAAAAAMB0BBAAAAAAAMB0BBAAAAAAAMB0BBAAAAAAAMB0BBAAAAAAAMB0BxAPgyJEj9i4BAAAAAABTudi7gAfNhQsX9MEHH+j777/XhQsX5OHhofr162vgwIEqWbJklh/vvffeU1JSksaOHZvlYwMAAAAA8KDgCoh/GThwoJKSkrR06VLt3r1bK1euVGpqqrp166b09PQsP15SUlKWjwkAAAAAwIOGAOJfdu3apWbNmsnLy0uSVKxYMb3xxhuqXbu2Ll68qJCQEE2dOlWhoaHy8/NTp06ddODAAdv+O3fuVKdOneTv76+QkBB9+OGHSk1NlSRNmTJF3bt3V5s2bRQYGKipU6cqJiZGMTExatWqlSRp4cKFatq0qfz9/RUWFqYlS5Zk/4sAAAAAAEAWYwrGv7Ro0ULDhw/Xzp07FRgYqNq1a8vb2zvTFInFixdr5syZeuihh/Tuu+8qIiJCa9eu1bFjx9StWze99tprmjt3rk6cOKH+/fsrJSVFb731liRp27ZtmjNnjmrVqqW8efPq+PHjkqSxY8fq2LFjGjNmjFatWqWKFStq8+bN6tu3rxo1aqTixYvb5fUAAAAAACArcAXEv4wePVqRkZE6ceKEIiMjFRISombNmik6Otq2TY8ePVStWjW5ublp2LBhOnHihH7++WfFxMTIx8dHL7zwgvLkyaPy5ctr0KBBWrJkiTIyMiRJZcuWVb169ZQ/f365uGTOfywWiwzD0KJFi7Rr1y7Vq1dPu3fvJnwAAAAAAOR4XAHxL87OzmrdurVat24twzB08OBBrVq1SoMHD7ZNyyhfvrxte3d3d3l6eurMmTNKTExU2bJlM41XpkwZXblyRYmJiZJ02zChdOnS+uyzzzRr1ixFRETIarUqPDxcr7/+uvLmzWvC2QIAAAAAkD24AuIfNm/eLD8/P50/f16S5OTkpMqVK2vQoEGqXr269u7dK0k6deqUbZ+///5bSUlJKlWqlLy9vXX06NFMYx49elR58uRRoUKFbGPeSmJioqxWqz766CPFxsZq5syZWrNmjZYuXZrFZwoAAAAAQPYigPiHgIAAFS1aVMOGDdO+ffuUlpamlJQURUdH6/Dhw2rcuLEkae7cuTpy5IguX76sMWPGqGLFivLz81OLFi108OBBffrpp0pNTdXRo0c1ceJEhYWFKU+ePDc9Zp48eZScnCxJSkhIUPfu3bVt2zY5OzurRIkSkqTChQtny/kDAAAAAGAWpmD8g5ubmxYuXKipU6eqT58+SkxMlKurq3x9fTV37lxVqlRJkvToo4+qb9++SkhIUEBAgGbOnClnZ2eVKVNGs2bN0sSJEzVlyhS5ubmpZcuWGjBgwC2P2bx5cw0cOFCNGzfWxo0bFRkZqREjRuj06dMqUKCAnnvuOT311FPZ9AoAAAAAAGAOJ8MwDHsXkZOEhISoX79+Cg8Pt3cpN2W1WrV7926VPLBU1lP/s3c5AAAAyGVcvR5SqWfft3cZDuX6//F9fX1lsVjsXQ6yUU7p/Z3WyRQMAAAAAABgOgIIAAAAAABgOu4BcZc2bNhg7xIAAAAAAMhxuAICAAAAAACYjgACAAAAAACYjgACAAAAAACYjgACAAAAAACYjgACAAAAAACYjgACAAAAAACYjgACAAAAAACYjgACAAAAAACYjgACAAAAAACYjgACAAAAAACYzsXeBcAcroW95ZyRbu8yAAAAkMu4Filj7xIAPKAIIBxU0SZ9ZLFY7F0GAAAAciEjI0NOzlxsDSAzvis4KKvVau8SkI2sVqv27t1L33Mhep970fvci97nXjmp94QPAG6G7wyAg7h8+bK9S4Cd0Pvci97nXvQ+96L3AHIyAggAAAAAAGA6AggAAAAAAGA6AggAAAAAAGA6AggAAAAAAGA6AggAAAAAAGA6AggAAAAAAGA6AggAAAAAAGA6AgjAQbi7u9u7BNgJvc+96H3uRe8BADmRi70LgDksFou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4548jve8JIBxAvnz5dPny5UzLrj/Pnz+/PUpCFktJSdGwYcP0+++/a8GCBfLx8ZGPj4/q169v26ZWrVp64YUXtGbNGvXs2VPu7u66cuVKpnGuXLmiwoULZ3f5uAfFihXLNI3K3d1dr7/+utq3b6/w8PCb9vb6+53eO4bY2FidPn1abdu2tS2rX78+7/tcwt3dXcnJyZmW3en7/PovKP/+v8E/98eD76+//tLLL7+sokWLav78+bYgsmfPnpm2a9Wqlb766iutW7dOERERkuh9TnU/3+N53zuGZcuW2W5A+U+O9L5nCoYDqFKlis6fP6+zZ8/alh08eFAlS5ZUgQIF7FgZssLRo0fVpk0bpaSkaOnSpfLx8ZEkffvtt1q0aFGmbVNTU+Xm5ibp2r+L//3vf5nWHzhwwDaXDA+2P//8U+PHj5dhGLZlqampcnZ2Vq1atW7bW3rvGNatW6dmzZpl+osG7/vco2rVqvf8Pi9UqJBKlCihAwcO2NadOXNG58+fv+HybTyYfvjhB7Vr106PP/64Zs+erUKFCtnWzZ49W9u2bcu0fWpqqvLmzUvvc7j7+R5P7x3D+vXr1bp16xuWO9L7ngDCAVSoUEGPPvqo3n33XaWkpOjYsWP6+OOPM/3VDDnThQsX9MILL6hOnTqaPXu2ihQpYltnGIbGjBmjbdu2yTAMxcXFaf78+erQoYMkqW3btoqJidH27duVlpamefPmKTExUc2aNbPX6eAueHp66vPPP9esWbOUnp6uhIQEvf/++3rmmWcUGhqqs2fPat68eUpLS9P27dsVExOjNm3aSKL3jmLXrl0KCAjItIz3fe7RrFmz+3qfh4eHa9q0aTp27JhSUlL07rvvKjAwUOXKlbPnaeEO7N69W3379tWwYcM0ZMgQubhkvmD5xIkTioqK0rFjx5Senq6lS5cqLi5OzzzzjCR6n5Pd7/d4ep+zJSUl6eDBgzf87Jcc7H1vt8/fQJY6c+aM0b9/fyMwMNCoW7euMXbsWCM9Pd3eZeE+zZkzx6hatapRu3Ztw9fXN9OXYRjGF198YTzxxBNG7dq1jSZNmhgLFizItP/KlSuN0NBQw9fX12jbtq2xe/due5wG7lFsbKzRoUMHw8/Pz6hbt64xatQo48qVK4ZhGMavv/5qW9ekSRNj2bJlmfal9zmfr6+vsXHjxhuW8753XP/+SLb7eZ+npqYa77//vvH4448bderUMfr06WOcPXs2284Fd+efve/du7fh4+Nzw8/9Hj16GIZhGFevXjXeeecdo0GDBkbt2rWNNm3aZPp3Q+9zln+/7+/nezy9z1lu9j2/atWqxuXLl2/Y1pHe906G8Y/rewEAAAAAAEzAFAwAAAAAAGA6AggAAAAAAGA6AggAAAAAAGA6AggAAAAAAGA6AggAAAAAAGA6AggAAAAAAGA6AggAAAAAAGA6AggAAAAAAGA6AggAABxcQkKChg8frpCQEPn6+iowMFA9evTQli1bbNssX75cISEhdzTelClT1KVLl3uux8fHR7GxsTddl5qaqgkTJqhp06by8/NT3bp11b9/fx08eDBLxr9f69evV2RkpCSpZ8+emj59uinH+afp06erZ8+ekjL3KTY2Vj4+PpKu9djPz08JCQmm1hITE6PRo0ebegwAgOMigAAAwIHt379frVq1Umpqqj755BPt2rVL69evV6tWrdS3b1/98MMP9i4xk1GjRikuLk7z5s1TXFyc1q9fr5IlS6pTp066ePGiXWs7d+6c3nvvPQ0YMECSNGvWLEVERJh+3IiICM2aNeu225QuXVpxcXEqXbq0qbWEhYVp79692rZtm6nHAQA4JgIIAAAcWGRkpOrXr68xY8aoUqVKslgs8vT0VOvWrTV8+HClpaXddL+dO3eqU6dO8vf3V0hIiD788EOlpqba1l+6dElDhw5VUFCQnnrqKa1cudK27tSpUxowYIBCQkJUu3ZtNWnSREuXLr2jenft2qXHH39cZcqUkSQVLFhQgwcPVnBwsM6cOXPX46ekpGjkyJFq1KiR6tWrp4EDB+rs2bO29VOmTFGjRo0UGBioNm3a6LvvvrtlbZ988okaNGigIkWKSJK6dOmiKVOmSJKGDh2qyMhIRUREyM/PT02aNNH8+fNvOZaPj48WL16s0NBQ1a5dWxEREdqzZ486duwoPz8/tWnTRkeOHLHV+F9XnBw/flw+Pj46fvy4JCk+Pl4DBgxQvXr1VL9+fQ0aNEinT5+WdO3KiZCQEE2bNk2PP/64AgMD1b9/f6WkpNhe3549eyowMFANGzZUv379bPtKUufOnTVhwoTb1gMAwM0QQAAA4KBOnjypuLg4dezY8abrn3nmGTVt2vSG5X/99Ze6deumJ554Qlu3btXcuXO1YcMGjRs3zrbNnj17VKNGDf34449666239NZbb2nnzp2SpLfeekuurq5avXq1fv75Z3Xu3FmjRo3S33///Z81t2jRQlOnTtXQoUO1cuVKHTp0SK6urrYA5W7Hf+ONN3TkyBEtX75c3377rTw8PNSvXz8ZhqHt27dr8eLFWrJkiWJjY9WuXTu9+eabNw1l0tPTtWTJEoWFhd2y9uXLl6tLly766aef1KtXL40dO1anTp265fYxMTFavHixvvnmG+3atUsvvfSS3nnnHW3ZskV58uS55+kdaWlp6t69uywWi9avX6+1a9dKunYlRXp6uqRrAcWpU6f0zTffaMmSJYqLi9PChQslSRMnTlTJkiW1ZcsWrVmzRpcuXdLMmTNt44eEhOjgwYP67bff7qk+AEDu5WLvAgAAgDlOnjwpSSpZsqRt2bZt29S/f39JktVqVfHixbVu3bpM+8XExMjHx0cvvPCCJKl8+fIaNGiQXn75Zb3xxhuSpGrVqqlz586SpPr16ys0NFSrVq2Sv7+/Ro8erfz588vV1VUJCQnKnz+/rly5ogsXLih//vy3rblv376qVq2aVq5cqffee0/nzp1T8eLF1aNHD3Xt2lWS7nj8xMRErVu3TmvXrlXRokUlXQsk/P399fvvvytv3ry6cOGCvvzySwUHB6tdu3bq0KGDnJycbqjr999/1+XLl1WrVq1b1h4UFKT69etLktq0aaPhw4fr6NGjKlGixE2379y5szw9PSVJVapUUfXq1W0hS926dbVr167bvla3snPnTh07dkzLli2Th4eHJCkqKkqBgYHas2ePbbu+ffvKzc1N5cuXV1BQkA4dOiRJyps3r3766SetXr1a9erV06xZs+Ts/H9/s3Jzc9PDDz+sbdu2qWbNmvdUIwAgdyKAAADAQXl5eUm6dkn9Qw89JEmqV6+e7UqF5cuXa+rUqTfsl5iYqLJly2ZaVqZMGV25ckWJiYm25/9UqlQp7d+/X5J07NgxjRs3TocPH1aFChVUvnx5SVJGRsYd1R0SEmK70eLRo0e1fv16jR8/Xvnz51e7du3uePz4+HhJUvv27TMtt1gsOn78uJ588klNmTJFn332mWbNmiU3Nzd16dJFffr0yfQLt3TtJo+enp7KkyfPLeu+/npLkqur63+e8/Xw4XpNhQoVsj13dnaWYRi33Pd2EhMTVbhwYVv4IEkeHh7y9PRUfHy8ihUrdtN6rx/vrbfe0owZMzR79mwNHTpUDz/8sN566y35+/vbti9ZsqQt4AIA4E4xBQMAAAfl7e2tmjVrasmSJXe939GjRzMtO3r0qPLkyWP7Jfmf9wSQroUO3t7eSktLU+/evdW6dWvFxsbqyy+/tF1J8V8OHjyomjVr2oIMSSpXrpx69uyp4OBg/fHHH3c1/vUrD9auXaudO3favpYvX67g4GAlJCSoaNGimj17tnbs2KH33ntP06dP16ZNm24Yy9nZ+Y4DlDt1systsoK3t7eSkpJs93SQpOTkZCUlJWUKHW5l79696tChg2JiYrR161Y9+uij6tevX6ZtrFbrDSENAAD/hZ8cAAA4sHfffVebN2/W22+/rUOHDskwDKWkpGjlypWa8v/au3uQxpYwjONPIEi0CCp+gIiFiEWCaBQlJoiKSAoRLLSxsJAIWgmCIBbxCwUNBMIifgXElAELIY2FhpRWYkSwsbGwsFAxosYj3lvdwOIuuy6cDXr/v/acGd5zpnt4Z+bbN5WVlb0b09PTo4uLC+3s7Ojl5UWXl5cKhULq7e3NdgCkUint7u7KMAwlEgkdHh5qYGBAhmHo+flZNptNFotFV1dXCgaDkvTTAy//U11dLafTqUAgoFQqpUwmo6enJyWTSR0dHam7u/tD85eXl6ujo0OLi4u6vb2VYRhaW1tTf3+/7u/vdXp6Kr/fr/Pzc+Xl5WW3aRQVFb2rraKiQnd3d8pkMh9fhL+srq5ONTU1mpmZUTqdVjqd1uzsrKqqqtTY2PjL8evr61pYWNDDw4Psdrvy8/Pf/ZPr62vTb9wAAHw9BBAAAHxhtbW1isfjstlsGh0dVVNTk9rb2xWLxeT3+394U0NlZaUikYj29/fl8Xg0ODgor9erQCCQfcfj8ejg4EAtLS0KhUIKh8NyOBwqKCjQ0tKSVldX5XK5NDQ0JK/Xq5KSku86G37EYrFoa2tLLpdLk5OT2TMVNjc3FQwG1dra+uH5V1ZWZLfb1dfXJ7fbrWQyqUgkotLSUvl8Pg0PD2tsbEwNDQ0aHx/X9PS06uvr383jcDhUWFio4+PjP1iFv8tqtWpjY0Ovr6/y+Xzq7OyUYRja3t6W1frr3bfz8/N6e3tTV1eXmpubdXJyonA4nH2eyWR0dnamtrY2Mz8DAPAFWf750w2GAAAA/yPLy8t6fHzU3NxcrkvJqXg8rmg0qlgslutSAACfDB0QAAAAv2FkZESJREI3Nze5LiWnotGoJiYmcl0GAOATIoAAAAD4DcXFxZqamlIoFMp1KTmzt7cnp9Mpt9ud61IAAJ8QWzAAAAAAAIDp6IAAAAAAAACmI4AAAAAAAACmI4AAAAAAAACmI4AAAAAAAACmI4AAAAAAAACmI4AAAAAAAACmI4AAAAAAAACmI4AAAAAAAACm+xeeaUM+1I8NpwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Sum of global sales by genre\n", "sales_by_genre = df.groupby('Genre')['Global_Sales'].sum().sort_values(ascending=False)\n", "\n", "plt.figure(figsize=(12, 8))\n", "sns.barplot(x=sales_by_genre.values, y=sales_by_genre.index)\n", "plt.title('Global Sales by Genre')\n", "plt.xlabel('Global Sales (in millions)')\n", "plt.ylabel('Genre')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 360, "id": "58f839b5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "# Sum of global sales by genre, sorted in descending order\n", "sales_by_genre = df.groupby('Genre')['Global_Sales'].sum().sort_values(ascending=False)\n", "\n", "# Setting the figure size for better readability\n", "plt.figure(figsize=(12, 8))\n", "\n", "# Creating a barplot; sns.barplot automatically sorts the bars in descending order\n", "sns.barplot(x=sales_by_genre.values, y=sales_by_genre.index, palette='viridis') # Using a visually appealing color palette\n", "\n", "plt.title('Global Sales by Genre', fontsize=20)\n", "plt.xlabel('Global Sales (in millions)', fontsize=14)\n", "plt.ylabel('Genre', fontsize=14)\n", "\n", "plt.grid(axis='x', linestyle='--', alpha=0.6)\n", "\n", "# Displaying the plot\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "1cd44b5b", "metadata": {}, "source": [ "Part 1" ] }, { "cell_type": "markdown", "id": "d6bcf805", "metadata": {}, "source": [ "WHat were the top 5 global sales?" ] }, { "cell_type": "code", "execution_count": 361, "id": "ebba0bd7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Name Global_Sales\n", "0 Wii Sports 82.53\n", "1 Super Mario Bros. 40.24\n", "2 Mario Kart Wii 35.52\n", "3 Wii Sports Resort 32.77\n", "4 Pokemon Red/Pokemon Blue 31.37\n" ] } ], "source": [ "# Sort the DataFrame by 'Global_Sales' select the top 5\n", "top_5_games = df.sort_values(by='Global_Sales', ascending=False).head(5)\n", "\n", "# Display the top 5 games\n", "print(top_5_games[['Name', 'Global_Sales']])\n" ] }, { "cell_type": "code", "execution_count": 362, "id": "14db95f9", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 6))\n", "sns.barplot(x='Global_Sales', y='Name', data=top_5_games, palette='viridis')\n", "plt.title('Top 5 Games by Global Sales')\n", "plt.xlabel('Global Sales (in millions)')\n", "plt.ylabel('Game Name')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 363, "id": "7bee48aa", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "plt.figure(figsize=(12, 6))\n", "\n", "# Creating a barplot with a visually appealing color palette\n", "sns.barplot(x='Global_Sales', y='Name', data=top_5_games, palette='viridis')\n", "\n", "# Adding a descriptive title and axis labels with specified font sizes\n", "plt.title('Top 5 Games by Global Sales', fontsize=18)\n", "plt.xlabel('Global Sales (in millions)', fontsize=14)\n", "plt.ylabel('Game Name', fontsize=14)\n", "\n", "# Adding horizontal grid lines for better readability of sales values\n", "plt.grid(axis='x', linestyle='--', alpha=0.7)\n", "\n", "# Optional: Annotating the bars with the exact sales values for precise information\n", "for index, value in enumerate(top_5_games['Global_Sales']):\n", " plt.text(value, index, f' {value:.2f}', va='center', fontsize=12, color='black')\n", "\n", "# Displaying the plot\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 364, "id": "712e2f61", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# Convert 'Year_of_Release' to string for concatenation\n", "top_5_games['Year_of_Release'] = top_5_games['Year_of_Release'].astype(str)\n", "\n", "# Create a new column 'Name_Year' that combines 'Name' and 'Year_of_Release'\n", "top_5_games['Name_Year'] = top_5_games['Name'] + ' (' + top_5_games['Year_of_Release'] + ')'\n", "\n", "plt.figure(figsize=(12, 6))\n", "sns.barplot(x='Global_Sales', y='Name_Year', data=top_5_games, palette='viridis')\n", "plt.title('Top 5 Games by Global Sales')\n", "plt.xlabel('Global Sales (in millions)')\n", "plt.ylabel('Game Name (Year of Release)')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 365, "id": "d79bdc07", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Enchanced\n", "\n", "# Setting the figure size for a clear and spacious presentation\n", "plt.figure(figsize=(12, 6))\n", "\n", "# Creating a bar plot with a visually appealing color palette\n", "sns.barplot(x='Global_Sales', y='Name_Year', data=top_5_games, palette='viridis')\n", "\n", "# Adding a descriptive title and specifying font sizes for axis labels\n", "plt.title('Top 5 Games by Global Sales', fontsize=18)\n", "plt.xlabel('Global Sales (in millions)', fontsize=14)\n", "plt.ylabel('Game Name (Year of Release)', fontsize=14)\n", "\n", "# Adding horizontal grid lines to enhance readability\n", "plt.grid(axis='x', linestyle='--', alpha=0.7)\n", "\n", "# Annotating each bar with the exact global sales figure for precise information\n", "for index, value in enumerate(top_5_games['Global_Sales']):\n", " plt.text(value, index, f' {value:.2f}M', va='center', fontsize=12, color='black')\n", "\n", "# Display the plot\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "d220fe76", "metadata": {}, "source": [ "Is there a correlation between the “na_sales” and “jp_sales” for the years 2010-2014? " ] }, { "cell_type": "code", "execution_count": 366, "id": "5c0e38b6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['Name', 'Platform', 'Year_of_Release', 'Genre', 'Publisher', 'NA_Sales',\n", " 'EU_Sales', 'JP_Sales', 'Other_Sales', 'Global_Sales', 'Critic_Score',\n", " 'Critic_Count', 'User_Score', 'User_Count', 'Developer', 'Rating',\n", " 'Normalized_Critic_Score', 'Weighted_Rating_Score', 'Console_Brand',\n", " 'EU_Sales_Percent', 'NA_Sales_Percent', 'JP_Sales_Percent',\n", " 'Series_Installment', 'Sales_per_Critic', 'Sales_per_User',\n", " 'Multiplatform_Release', 'Years_Since_Last_Installment',\n", " 'Log_Global_Sales'],\n", " dtype='object')\n" ] } ], "source": [ "print(df.columns)\n" ] }, { "cell_type": "code", "execution_count": 367, "id": "3fcd1f3d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The correlation between NA sales and JP sales for the years 2010-2014 is: 0.26043134778810045\n" ] } ], "source": [ "# Filter the DataFrame for the years 2010-2014\n", "df_filtered = df[(df['Year_of_Release'] >= 2010) & (df['Year_of_Release'] <= 2014)]\n", "\n", "# Calculate the correlation coefficient between 'NA_Sales' and 'JP_Sales'\n", "correlation = df_filtered['NA_Sales'].corr(df_filtered['JP_Sales'])\n", "\n", "print(f\"The correlation between NA sales and JP sales for the years 2010-2014 is: {correlation}\")\n" ] }, { "cell_type": "code", "execution_count": 368, "id": "49690d5e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Luke Holmes\\anaconda3\\Lib\\site-packages\\seaborn\\regression.py:395: UserWarning:\n", "\n", "No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", "\n", "C:\\Users\\Luke Holmes\\AppData\\Local\\Temp\\ipykernel_20092\\4170679984.py:20: MatplotlibDeprecationWarning:\n", "\n", "Unable to determine Axes to steal space for Colorbar. Using gca(), but will raise in the future. Either provide the *cax* argument to use as the Axes for the Colorbar, provide the *ax* argument to steal space from it, or add *mappable* to an Axes.\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "palette = sns.cubehelix_palette(start=.5, rot=-.75, as_cmap=True)\n", "\n", "# Create a scatter plot with a regression line\n", "plt.figure(figsize=(10, 6))\n", "\n", "sns.regplot(x='NA_Sales', y='JP_Sales', data=df_filtered,\n", " scatter_kws={'alpha':0.6, 'cmap': palette}, line_kws={'color':'#2ca02c'},\n", " scatter=True, fit_reg=True)\n", "\n", "plt.title('Relationship Between NA Sales and JP Sales (2010-2014)')\n", "plt.xlabel('NA Sales (in millions)')\n", "plt.ylabel('JP Sales (in millions)')\n", "\n", "norm = plt.Normalize(df_filtered['NA_Sales'].min(), df_filtered['NA_Sales'].max())\n", "sm = plt.cm.ScalarMappable(cmap=palette, norm=norm)\n", "sm.set_array([])\n", "plt.colorbar(sm, label='NA Sales Density')\n", "\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 374, "id": "8363761f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "# Assuming 'Genre' is a relevant variable\n", "sns.scatterplot(x='NA_Sales', y='JP_Sales', data=df_filtered, hue='Genre', alpha=0.5, palette='Set1')\n", "plt.title('Colored Relationship Between NA Sales and JP Sales by Genre (2010-2014)')\n", "plt.xlabel('NA Sales (in millions)')\n", "plt.ylabel('JP Sales (in millions)')\n", "plt.legend(title='Genre', bbox_to_anchor=(1.05, 1), loc='upper left')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "0de0b6c8", "metadata": {}, "source": [ "What is the distribution of the most popular 4 game genres? " ] }, { "cell_type": "code", "execution_count": 376, "id": "974b3fed", "metadata": {}, "outputs": [], "source": [ "genre_sales = df.groupby('Genre')['Global_Sales'].sum().sort_values(ascending=False)\n" ] }, { "cell_type": "code", "execution_count": 377, "id": "cbeec534", "metadata": {}, "outputs": [], "source": [ "top_4_genres = genre_sales.head(4).index\n" ] }, { "cell_type": "code", "execution_count": 378, "id": "63263820", "metadata": {}, "outputs": [], "source": [ "top_genres_df = df[df['Genre'].isin(top_4_genres)]\n" ] }, { "cell_type": "code", "execution_count": 379, "id": "df85a208", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Luke Holmes\\AppData\\Local\\Temp\\ipykernel_20092\\689221707.py:1: SettingWithCopyWarning:\n", "\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "top_genres_df['Log_Global_Sales'] = np.log1p(top_genres_df['Global_Sales'])\n", "\n", "plt.figure(figsize=(10, 6))\n", "sns.violinplot(x='Genre', y='Log_Global_Sales', data=top_genres_df, palette='Set2')\n", "\n", "plt.title('Log-Transformed Distribution of Global Sales for Top 4 Game Genres')\n", "plt.xlabel('Genre')\n", "plt.ylabel('Log of Global Sales (in millions)')\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 380, "id": "c9ccfe78", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Luke Holmes\\AppData\\Local\\Temp\\ipykernel_20092\\1834152121.py:7: SettingWithCopyWarning:\n", "\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import numpy as np\n", "\n", "\n", "# Applying log transformation to Global Sales using np.log1p for better numerical stability\n", "top_genres_df['Log_Global_Sales'] = np.log1p(top_genres_df['Global_Sales'])\n", "\n", "# Setting the figure size\n", "plt.figure(figsize=(10, 6))\n", "\n", "# Creating a violin plot to show the distribution of log-transformed global sales across different genres\n", "sns.violinplot(x='Genre', y='Log_Global_Sales', data=top_genres_df, palette='Set2', inner='quartile')\n", "\n", "# Customizing the plot with a title, and labels for x and y axes\n", "plt.title('Log-Transformed Distribution of Global Sales for Top 4 Game Genres', fontsize=16)\n", "plt.xlabel('Genre', fontsize=14)\n", "plt.ylabel('Log of Global Sales (in millions)', fontsize=14)\n", "\n", "# Improving the layout to prevent label cutoff and displaying the plot\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 381, "id": "138964d5", "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Luke Holmes\\AppData\\Local\\Temp\\ipykernel_20092\\1322875598.py:6: SettingWithCopyWarning:\n", "\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import numpy as np\n", "\n", "\n", "top_genres_df['Log_Global_Sales'] = np.log1p(top_genres_df['Global_Sales'])\n", "\n", "# Setting the figure size\n", "plt.figure(figsize=(10, 6))\n", "\n", "# Creating a violin plot to show the distribution of log-transformed global sales across different genres\n", "sns.violinplot(x='Genre', y='Log_Global_Sales', data=top_genres_df, palette='Set2', inner='quartile')\n", "\n", "# Customizing the plot with a title, and labels for x and y axes\n", "plt.title('Log-Transformed Distribution of Global Sales for Top 4 Game Genres', fontsize=16)\n", "plt.xlabel('Genre', fontsize=14)\n", "plt.ylabel('Log of Global Sales (in millions)', fontsize=14)\n", "\n", "# Improving the layout to prevent label cutoff and displaying the plot\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 382, "id": "be9e4560", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Luke Holmes\\AppData\\Local\\Temp\\ipykernel_20092\\1324788717.py:2: FutureWarning:\n", "\n", "Passing `palette` without assigning `hue` is deprecated.\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 6))\n", "sns.stripplot(x='Genre', y='Log_Global_Sales', data=top_genres_df, palette='Set2', jitter=True, alpha=0.5)\n", "plt.title('Strip Plot of Log-Transformed Global Sales for Top 4 Game Genres')\n", "plt.xlabel('Genre')\n", "plt.ylabel('Log of Global Sales (in millions)')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 383, "id": "afeb85a1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 6))\n", "sns.pointplot(x='Genre', y='Log_Global_Sales', data=top_genres_df, capsize=.2, palette='Set2')\n", "plt.title('Point Plot of Log-Transformed Global Sales for Top 4 Game Genres')\n", "plt.xlabel('Genre')\n", "plt.ylabel('Log of Global Sales (in millions)')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 384, "id": "cad3f86b", "metadata": {}, "outputs": [ { "data": { "image/png": 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Rvfvuu3r++ef1zjvvyO1265ZbbknHy9uvnlqDKx5whS0pRL4FAAAAAAB6sbQEXC+++KLmzZun73//++22b9u2TRdeeKG+8pWvyDRNDRs2TFOnTtXq1aslRQOwoqIiDR48uMPzLlmyRFdccYUGDhyo/Px83XzzzVq+fLm2bNmS8tfUWYm7KNq6dx6bYcgR6z3W4QIAAAAAAL1ZWgKuk08+WX/605909tlnt9t+5pln6sYbb0z87vf79Ze//EXHH3+8JKmiokIej0f//d//rYkTJ2r69Ol6++23JUmNjY3auXOnjj766MTxJSUlKiws1IYNGw7Bq+qc+Aiu7q7BJbHQPAAAAAAAgCTZ0/GkpaWlB32Mz+fTd7/7Xbndbl166aWSJMMwNHr0aP3gBz/QoEGD9Prrr+s73/mOnn32WQ0YMECS5PV6253H7XarqakpqfaFw+GkHp/MeSPW3kXmrUj3gim3acgnSy2hiKxILKuMrceVqtfQ28XfV97f7EUf5gb6MfvRh51js3VvyHcqa5pUnh+pRx9mP/ow+9GH2Y8+7Jzu1jOdlZaA62A+//xzXXvtterXr5+efvpp5efnS5LmzJnT7nHnnXeeXnnlFb3xxhu66qqrJEktLS3tHuP3+5WXl5fU81dUVHSj9Qd2tKuPhhUXKtBQq53+1m6dKyS3ZLhV19gkW2P0dRd5XFJ/rzZs2LDPe4Gek8rPCA4N+jA30I/Zjz48sAkTJnTr+FS/v/Rf9qMPsx99mP3ow+xHHx5Yd+uZzsq4gOuvf/2rfvCDH+i//uu/9MMf/lB2+94mPvnkkzruuOM0efLkxLZAICCXy6XCwkKVlZWpsrIyMU1x9+7dqq+vbzdtsTNGjx6dkoQxHA6rsrJSxw3O0wcOQ55g5OAHHUhLSPWNIdlcHg0oKpQk5ccW5ho5cmR3m4sOhMNhVVRUpOwzgtSjD3MD/Zj96MNDI5U1Df2X3ejD7EcfZj/6MPvRh5klowKuv//975o7d64WLFigmTNn7rN/x44dWrJkiRYuXKiBAwfqD3/4g9atW6fbb79dkjR9+nQ9+uijGj16tIqLi3X33XervLxchx9+eFLtsNlsqf9wGoaMbq7D5bZHw6zWiLX3XEb0O39cqXVIPiNIKfowN9CP2Y8+TK1Uv7/0X/ajD7MffZj96MPsRx9mhowKuB577DGFQiHddddduuuuuxLbJ0yYoCeeeELXXXedTNPURRddpMbGRg0fPlyPP/64hg4dKkmaO3euQqGQLr74YjU1NWnixIl64IEH0vRqUs8dW2TeH7ZkWZYMo/sL1wMAAAAAAGSbtAdcbe9w+Nhjjx3wsU6nUzfddJNuuummDvc7HA7NmzdP8+bN69E2Zqr4XRQjlhSyJAf5FgAAAAAA6IXMdDcAXWcahmJLbskf7t4dGQEAAAAAALIVAVeWc9ti63ARcAEAAAAAgF6KgCvLuRLrcHXzjowAAAAAAABZioAry8UXmmcEFwAAAAAA6K0IuLKci4ALAAAAAAD0cgRcWc6dmKJIwAUAAAAAAHonAq4s13YEl2URcgEAAAAAgN6HgCvLxQOuiCUFWWceAAAAAAD0QgRcWc40DDljvcg6XAAAAAAAoDci4MoBLlu0G1vDDOECAAAAAAC9DwFXDmCheQAAAAAA0JsRcOWAtgvNAwAAAAAA9DYEXDmAEVwAAAAAAKA3I+DKAYzgAgAAAAAAvRkBVw5oG3BZFiEXAAAAAADoXQi4ckA84IpICkQIuAAAAAAAQO9CwJUDTMOQ04yGXC0hAi4AAAAAANC79FjA5fP5eupU6IL4QvMtrMMFAAAAAAB6maQDrvLy8g63f/nLX+5uW9AN8WmKLaFImlsCAAAAAABwaNk786BNmzbp1ltvlWVZ8vl8+uY3v9luv8/nU58+fVLSQHROfASXnxFcAAAAAACgl+lUwDV06FCdccYZqqur0wcffLDPKC6n06nTTjstJQ1E5+wdwUXABQAAAAAAepdOBVySdPHFF0uSDjvsMJ1//vmpag+6KBFwhZmiCAAAAAAAepdOB1xx559/vj788EP961//kmVZ++xDerjbjOCyLEuGYaS5RQAAAAAAAIdG0gHX/fffr4ULF6q0tFR2+97DDcMg4Eqj+AguS1JjMKI+Tlt6GwQAAAAAAHCIJB1wvfTSS3rsscd06qmnpqI96CLDMOS2GfKHLdW1hgm4AAAAAABAr2Eme0Bzc7NOOeWUVLQF3RSfpljfyjpcAAAAAACg90g64Pryl7+spUuXpqIt6CaPPRpw1bWG09wSAAAAAACAQyfpKYqtra264YYb9Nhjj6mkpKTdvqeffrrHGobkuW2mpLBqCbgAAAAAAEAvknTAdfTRR+voo49ORVvQTW5GcAEAAAAAgF4o6YDr29/+diragR7gia/BFQjLsiwZhpHmFgEAAAAAAKRe0gHXjTfeuN9999xzT7cag+5x2QwZkoIRyReKqMDBnRQBAAAAAEDuS3qR+S+qq6vTa6+9Jq/X2xPtQTeYhpG4k2KdnzspAgAAAACA3iHpEVwdjdJ677339Jvf/CbpJ6+trdWsWbP04x//WBMnTpQk/eMf/9CPf/xjVVZWqri4WFdffbUuuOCCxDEvvviiHnnkEe3evVtHHXWUfvSjH2ncuHGSpHA4rJ/+9Kd66aWX1NLSokmTJun2229X//79k25btvLaTbWEw6oLhHW4HOluDgAAAAAAQMp1ewSXJH3pS1/SypUrkzpm7dq1mjVrljZv3pzY1tDQoCuvvFLnn3++Vq9erbvuukv33HOPPvzwQ0nSqlWrdOedd+ree+/V6tWrdd555+nqq69WS0uLJOnRRx/Vu+++q+eff17vvPOO3G63brnllp54iVnDG19o3s9C8wAAAAAAoHfodsAVCoX0hz/8QX379u30MS+++KLmzZun73//++22//GPf1RRUZEuvvhi2e12TZ48Weeee64WL14sSVqyZInOOeccTZgwQQ6HQ5deeqmKi4u1bNmyxP4rrrhCAwcOVH5+vm6++WYtX75cW7Zs6e7LzBpee7RL6wIEXAAAAAAAoHdIeoriMcccs8/d+Ww2m26++eZOn+Pkk0/WueeeK7vd3i7k2rhxo44++uh2jx0+fLiee+45SVJlZaVmzJixz/7169ersbFRO3fubHd8SUmJCgsLtWHDBg0ZMqTT7QuHUxMOtTuvZcmKWD3+HPERXDX+cMpeR28Wf095b7MXfZgb6MfsRx92js3WvRvGpLqmof+yF32Y/ejD7EcfZj/6sHO6W890VtIB19NPP93ud9M0NXToUJWWlnb6HPt7bFNTkzweT7ttbrdbzc3NB93f1NQkSfssdu92uxP7OquioiKpxycj3v7qmhrVt7T2+PndLrckt2r9Ia37+99lHPQIdEUqPyM4NOjD3EA/Zj/68MAmTJjQreNT/f7Sf9mPPsx+9GH2ow+zH314YN2tZzor6YCrvLxckUhEH330kbZu3ar+/furX79+PdIYj8ejxsbGdtv8fr/y8vIS+/1+/z77i4uLE8FRfD2ujo7vrNGjR6ckYQyHw6qsrJQklfTrJ3ew5+906LUb2rCjRWHL0FHHjVah89Akpb1FOBxWRUVFyj4jSD36MDfQj9mPPjw0UlnT0H/ZjT7MfvRh9qMPsx99mFmSDrh2796tq666SuvXr1dRUZHq6up0xBFH6KmnntKAAQO61Zijjz5a7777brttlZWVGjFihCRpxIgR2rhx4z77TznlFBUWFqqsrEyVlZWJaYq7d+9WfX39PtMeD8Zms6X+w2kYMsyeH19lmqaKXTZV+8OqD0p9PfyRpcIh+YwgpejD3EA/Zj/6MLVS/f7Sf9mPPsx+9GH2ow+zH32YGZJeZP6+++7TEUccoffff1/vvvuuVq1apWOPPVb33HNPtxszdepUVVdXa9GiRQoGg1q5cqWWLl2aWHdr5syZWrp0qVauXKlgMKhFixappqZGU6dOlSRNnz5djz76qLZs2SKfz6e7775b5eXlOvzww7vdtmzSzx39w6rhTooAAAAAAKAXSHoE18qVK/X6668npv0VFBRowYIFOv3007vdmOLiYj311FO666679OCDD6pv37665ZZbNGnSJEnS5MmTddttt2nBggWqqqrS8OHDtXDhQhUVFUmS5s6dq1AopIsvvlhNTU2aOHGiHnjggW63K9v0cxFwAQAAAACA3iPpgCsSiexzF0XDMORwOLrUgA0bNrT7ffTo0frd736338dPmzZN06ZN63Cfw+HQvHnzNG/evC61JVf0jY/gag2luSUAAAAAAACpl/QUxYkTJ2rBggXt7my4YMEClZeX93jj0DXxKYq1jOACAAAAAAC9QNIjuObPn6/LLrtM5eXlKioqUn19vYYNG6bHH388Fe1DF/SNTVFsClnyhyJy25POMQEAAAAAALJGUgGXZVkKhUJ69dVXtWbNGtXU1Gjbtm26/PLLuWNABnHZTBU4TDUGI6ppDWswARcAAAAAAMhhnU4+mpub9Y1vfEP/+7//K7vdrkmTJmnSpEl66KGHNHv27MSURWSGviw0DwAAAAAAeolOB1yPPvqoHA6Hbr/99sS2fv366e2331YoFNKvfvWrlDQQXRNfh4uACwAAAAAA5LpOB1xvvPGGfvzjH6tfv37ttvfr10+33367Xn/99R5vHLquJBZwVfu5kyIAAAAAAMhtnQ64ampqNHTo0A73HXvssdq9e3ePNQrdV+KJLq9WzQguAAAAAACQ4zodcOXn56uurq7DffX19fJ4PD3WKHRfaWwEV0MgotZwJM2tAQAAAAAASJ1OB1yTJ0/W4sWLO9z3m9/8RieccEJPtQk9wGM3lR+7eyLrcAEAAAAAgFxm7+wDv/Wtb2n69Omqq6vT2WefrdLSUu3atUuvvfaann/+eT377LOpbCe6oMRjk68xot3+sAblOdLdHAAAAAAAgJTodMB15JFH6sknn9Rtt92mxYsXyzAMWZalo48+WgsXLtSoUaNS2U50Qanbpn83BrW7hYXmAQAAAABA7up0wCVJ48eP19KlS7VlyxbV1taqtLRUgwYNSlXb0E0sNA8AAAAAAHqDpAKuuCFDhmjIkCE93Rb0sPhC84zgAgAAAAAAuazTi8wj+5S4o/llU8hSc4g7KQIAAAAAgNxEwJXDnDZDhc5oFzOKCwAAAAAA5CoCrhxXGluHa1cL63ABAAAAAIDcRMCV48o80XW4qhjBBQAAAAAAchQBV44ri43gqmom4AIAAAAAALmJgCvHlXmjAVeNP6xQxEpzawAAAAAAAHoeAVeO6+Mw5bYZikiq9rMOFwAAAAAAyD0EXDnOMAymKQIAAAAAgJxGwNULxKcpstA8AAAAAADIRQRcvQB3UgQAAAAAALmMgKsXiE9R3NUSUsRioXkAAAAAAJBbCLh6gb5umxymFIxItSw0DwAAAAAAcgwBVy9gtllofjsLzQMAAAAAgBxDwNVLDMpzSJJ2EHABAAAAAIAcQ8DVSwyK3UlxRxMBFwAAAAAAyC0EXL3EwLy9C82HIiw0DwAAAAAAcgcBVy/Rx2HKazcUkVTVwiguAAAAAACQOwi4egnDMDTIG12HazvTFAEAAAAAQA4h4OpF4tMUWWgeAAAAAADkEnu6G/BFL7/8sm677bZ224LBoCTpo48+0m233abnn39eDocjsf+GG27QrFmzJEkvvviiHnnkEe3evVtHHXWUfvSjH2ncuHGH7gVksPhC89ubgmluCQAAAAAAQM/JuIDrvPPO03nnnZf4vaqqSjNmzND8+fMlSRUVFbrzzjv19a9/fZ9jV61apTvvvFMLFy7UmDFjtHjxYl199dV6++235fF4DtlryFSD8uwyJNUHIvIFI8p3MIAPAAAAAABkv4xOOCzL0vz58/XlL39Z06ZNUyAQ0KeffqpRo0Z1+PglS5bonHPO0YQJE+RwOHTppZequLhYy5YtO8Qtz0wum6lSj02StNXHKC4AAAAAAJAbMm4EV1svvfSSKisr9cgjj0iS1q9fr1AopAcffFBr165VQUGBZsyYoTlz5sg0TVVWVmrGjBntzjF8+HCtX78+qecNh8M99hr2e17LkhWxev5JLGvf52pjsNeuXS1hbfEFNKJPRnd/Roq/r6n6jCD16MPcQD9mP/qwc2w2W7eOT3VNQ/9lL/ow+9GH2Y8+zH70Yed0t57prIxNOCKRiB599FFdddVVys/PlyQ1NjaqvLxcs2fP1v33369PPvlEc+fOlWmamjNnjpqamvaZiuh2u9Xc3JzUc1dUVPTY6/iiePuqa2pU39La4+cv8rik/l5t2LBBLS0t++wPySuZpfp09x713fVpjz9/b5HKzwgODfowN9CP2Y8+PLAJEyZ06/hUv7/0X/ajD7MffZj96MPsRx8eWHfrmc7K2IBr1apV2rVrl2bOnJnYNmXKFE2ZMiXx+5gxY3TJJZdo2bJlmjNnjjwej/x+f7vz+P1+FRcXJ/Xco0ePTknCGA6HVVlZKUkq6ddP7mCkx58jvq7WyJEjO9zfGIioYn2DfIZLx40aK6fN6PE25LJwOKyKioqUfUaQevRhbqAfsx99eGiksqah/7IbfZj96MPsRx9mP/ows2RswPXGG29o6tSp8nq9iW1vvvmmqqurdeGFFya2BQIBud1uSdKIESO0cePGdueprKzUKaecktRz22y21H84DUOGmYJwyYiec3/tL/LYVOg01RCIqMof0RF9nD3fhl7gkHxGkFL0YW6gH7MffZhaqX5/6b/sRx9mP/ow+9GH2Y8+zAwZu8j82rVrddJJJ7XbZlmW7rnnHq1YsUKWZWndunV6+umnNWvWLEnSzJkztXTpUq1cuVLBYFCLFi1STU2Npk6dmo6XkLEOy3NIkrY0sdA8AAAAAADIfhk7gmvr1q3q379/u21Tp07VjTfeqAULFqiqqkolJSX6zne+o2nTpkmSJk+erNtuuy2xf/jw4Vq4cKGKiorS8Aoy15B8hz6ua9Vm7qQIAAAAAAByQMYGXOvWretw+4UXXthuiuIXTZs2LRF4oWNDC6IjuLY3hRSMWHKkYqokAAAAAADAIZKxUxSROkVOU30cpsKWtI1RXAAAAAAAIMsRcPVChmHo8Ngork0EXAAAAAAAIMsRcPVSQ/NjAVcjARcAAAAAAMhuBFy9VHwE147mkFrDkTS3BgAAZBuHwyHTTH0paVlWyp8DAABkv4xdZB6pVei0qdhlqq41oi2+kIYXOtPdJAAAkEXsdrsMw9D6Or+aQ6kJobx2Q8cUu1NybgAAkFsIuHqxIwqcqmv16/M9AQIuAADQJc0hS02hVI0GZ7IBAADoHKqGXuyoPtFpip/tCTD8HwAAAAAAZC0Crl5saL5TNkNqCERU2xpOd3MAAAAAAAC6hICrF3PaDA3Jj4/i4m6KAAAAAAAgOxFw9XLD+kTX3vp8TyDNLQEAAAAAAOgaAq4c4zCNpNbTigdcm31BBcIHP461ugAAAAAAQKbhLoo5xm4qqVt2W5Ylj81QS9jSW9t86u/Z/0eCW3UDAAAAAIBMRMCVo5K5ZXeRy1RLc1g7mkPKcxxoUB8D/gAAAAAAQOYhsYCKXDZJUl1rhCmIAAAAAAAg6xBwQYVOU6akQMTq1LRGAAAAAACATELABdkMQ4XO6EehLhBOc2sAAAAAAACSQ8AFSW2mKfo7t24XAAAAAABApiDggiSpryv6UdgTjCgYYZoiAAAAAADIHgRckCS57aby7IYkqdbPNEUAAAAAAJA9CLiQ0M8dnaZY00rABQAAAAAAsgcBFxL6xdbhqm+NKMQ0RQAAAAAAkCUIuJDgsRty2wxZkuoYxQUAAAAAALIEARcSDMNQSXyaIutwAQAAAACALEHAhXb6xgKuukBEYYtpigAAAAAAIPMRcKGdfLshl2koYkXX4gIAAAAAAMh0BFxoxzAM9XVHPxZMUwQAAAAAANmAgAv76BebpljbGlaEaYoAAAAAACDDEXBhH30cphymFLakhgDTFAEAAAAAQGYj4MI+DMNQP1d0FFc10xQBAAAAAECGI+BCh0o80YCrxs80RQAAAAAAkNkIuNChPg5TTtNQ2JLquJsiAAAAAADIYBkZcC1btkzHHXecxo0bl/iaP3++JOkf//iHLrjgAo0bN06nnXaalixZ0u7YF198UVOnTtUJJ5yg6dOna926del4CVnPMAyVxBab3800RQAAAAAAkMHs6W5ARyoqKjRt2jTdc8897bY3NDToyiuv1LXXXqtZs2Zp9erVmjt3rkaOHKkxY8Zo1apVuvPOO7Vw4UKNGTNGixcv1tVXX623335bHo8nTa8me5V6bNreHFKdP6xQhGmKAAAAAAAgM2XkCK6KigqNGjVqn+1//OMfVVRUpIsvvlh2u12TJ0/Wueeeq8WLF0uSlixZonPOOUcTJkyQw+HQpZdequLiYi1btuxQv4SckGc35LYZikiqbWUUFwAAAAAAyEwZF3BFIhF9/PHH+stf/qKvfOUrOuWUU/SjH/1IDQ0N2rhxo44++uh2jx8+fLjWr18vSaqsrDzgfiTHMAyVurmbIgAAAAAAyGwZN0WxtrZWxx13nM4880w9+OCDqqur0/XXX6/58+ertLR0n6mGbrdbzc3NkqSmpqYD7u+scDg1YU6781qWrFRM+4vf8bCHzt/PZWpLk1TfGlEgFF1sPlXvTzaIv/be/B5kO/owN9CP2Y8+7Bybzdat49NZ0zQFI9rcFFJ9IFo/OE1pkNeuMo9NpmF07olidQ2fk57H32D2ow+zH32Y/ejDzuluPdNZGRdwlZSUJKYcSpLH49H8+fP1X//1X5o+fbr8fn+7x/v9fuXl5SUe29H+4uLipNpQUVHRxdYfXDyAq66pUX1La4+f31GcL/X1qL6hQdWNTT1yTqfyFTDs+qy6QZMG5mnDhg1qaWnpkXNnq1R+RnBo0Ie5gX7MfvThgU2YMKFbx6erpqmTS3VG+4uOrRHpX76QtjS2aoCa5NTB79Jc5HFJ/b3UHinE32D2ow+zH32Y/ejDA+tuPdNZGRdwrV+/Xq+88op++MMfyohd3QsEAjJNU2PGjNH/+3//r93jKysrNWLECEnSiBEjtHHjxn32n3LKKUm1YfTo0SlJGMPhsCorKyVJJf36yR08eGGXrCJPtN1FhYWyewt65JzhppA2NYXkM92SpJEjR/bIebNROBxWRUVFyj4jSD36MDfQj9mPPjw00lHT7GgOqc4XkhQdCX6Y1y67aaguENaWppCCEZuqzD46vsgpr/3Aq2XkO6L7e3PtkSr8DWY/+jD70YfZjz7MLBkXcBUVFWnx4sUqLCzUZZddpl27duknP/mJvv71r+vMM8/Uz372My1atEgXX3yx1q5dq6VLl+qRRx6RJM2cOVNz587VWWedpQkTJmjx4sWqqanR1KlTk2qDzWZL/YfTMGSYnRyen+R5e/r8pV6bNjWFVBeIqL41rCIXf7iH5DOClKIPcwP9mP3ow9Q61DVNjT+sf8XCrcPz7RqS70g8bKDDVD+3XR/Xtao5ZOnj+oDG9nPJZTtAyBWra/iMpA5/g9mPPsx+9GH2ow8zQ8YtMj9gwAD96le/0p///GeVl5drxowZGj16tG699VYVFxfrqaee0uuvv66JEyfqlltu0S233KJJkyZJkiZPnqzbbrtNCxYsUHl5uV599VUtXLhQRUVF6X1RWc5lM1XojH5UKmr9B3k0AADojUIRS5/tCUiSBnptOixv3+uoTpuhUX1dyrMbCkakDfVBRawUrEkKAAB6nYwbwSVJ5eXl+t3vftfhvtGjR+93nyRNmzZN06ZNS1XTeq0yj00NgYgqalt18gBvYvooAACAJG32BRWMSG6boSMKHPutFRymoZFFTv2jplWNwYg2+0I6osDR4WMBAAA6K+NGcCEz9XXbZDekPYGINvmC6W4OAADIIL5gRDuao3eQGtbHcdC7JHrspoYXOiVJ25pCagz0/LqkAACgdyHgQqfYDEMDvNEBfxU1PX/3RwAAkL22xC5+lbhtnV6rs8RtU6k7+tjP9gRkMVURAAB0AwEXOm1QLODaUN+q1jBXWgEAQHT0Vm1rtC4Ykp/c6hdH9nHIbkhNIUvbm0OpaB4AAOglCLjQaYVOU/1cNoUsaX1dIN3NAQAAGeDfjdHRW/1cprz25EpLh2kk1t/a7AspEGYUFwAA6BoCLnSaYRga3c8lSfqQuykCANDr7QmEtSM28mpwXtcWiu/vsSnfbihiSVubWOcTAAB0DQEXkjKqr1uGogvC1viZSgAAQG+2rtovS9FR3gXOrpWVhmFoaGwU187msPwhlkEAAADJI+BCUvIdpo7qEy1C/17NKC4AAHqriCVV1EZvPBO/EU1XFblsKnKasiRt8nEBDQAAJI+AC0kbV+KRJH1Y26pghLUyAADojXZHnPIFI3KYUl9X90vK+Ciuan9YviCjuAAAQHIIuJC0o/o4VOg01Rq29M+61nQ3BwAApMGmSPSC1yCvXaZhdPt8+Q5TpW5b9NyNrMUFAACSQ8CFpJmGofElbknSB7tbZFmM4gIAoDdpCkZUFXFK6vri8h05PN8uQ1J9IKL61nCPnRcAAOQ+Ai50yZh+btkNqaolrO3NrJUBAEBv4gtFZMnQkHy78h09V0667aYGeKOjuP7dGOQiGgAA6DQCLnSJx27q2GKXJOmD3Sw2DwBAb1LmsetkR62mH9mnx889JN8h05CaQpZ2+RnFBQAAOoeAC102vjQ6TXF9fauaWAwWAIBepa8Zksfe86WkwzQ0KHZXxsqGgCKM4gIAAJ1AwIUuG+h1aKDXrrAl/aOGUVwAAKBnDM6zyxYbxcUNbQAAQGcQcKFb4ovNr6v2KxzhCisAAOg+u2nosLzoKK6/7WhWmFFcAADgIAi40C3HFruUbzfVGIzoI66wAgCAHjLQa5fTjN5RsaKGGgMAABwYARe6xW4aOql/dBTXqqoW1skAAAA9wmYaOrLAKUl6d2ezQowUBwAAB0DAhW47ocQtl81QbWtYn9YH0t0cAACQIw7Lt6vAER0p/kE1630CAID9I+BCt7lspibE1uJaUdUsi1FcAACgB9gMQycP8EqS3tvZrJYQd20GAAAdI+BCjzixv0cOU6pqCevfjcF0NwcAAOSI0f1cKnXb5A9bendnc7qbAwAAMhQBF3qE125qbL/4KK6WNLcGAADkCtMwdNrgPEnSB7v9qvWH09wiAACQiQi40GPK+3tkGtJmX1DbmhjFBQAAesaRfZwa1sehiKS3tzeluzkAACADEXChx/Rx2jSqr0uStHw7UwgAAEDP+crgPBmSNjYEtKmRm9oAAID2CLjQo6YM8MpmSJt8Qf17D8UnAADoGSVuu8bFbmrz521NinBTGwAA0AYBF3pUodOmE2LF5193cEdFAADQc04e4JXLZmhXS1gf1rSmuzkAACCDEHChx32pzCuHKe1oDumTekZxAQCAnuF1mJoywCspuhaXLxhJc4sAAECmIOBCj8tzmJpUFi0+/7KtScEIo7gAAEDPOLHUrTKPTa1hS3/e6kt3cwAAQIYg4EJKlPf3qI/D1J5gRO/vakl3cwAAQI4wDUNnHV4gQ9In9QFtbGCqIgAAIOBCEhym0ek1tRymoS8PzpMkrdjZrPrW8EGPYb0uAADQGQO8dp3U3yNJem2zT81MVQQAoNezp7sByB52UzIMQ+vr/GoOHTyMsixLfV2malsjWvLZHo0vcckwjA4f67UbOqbY3dNNBgAAOeqUgV59viegan9Yr2/x6etHFuy3zgAAALmPEVxIWnPIUlMoctCv5rClIwocMiTVtIa1yRfc/2M7EZgBAADE2U1D5w4tkGlInzYEtK7an+4mAQCANCLgQkp57KaG5EcHCn6+J6jWMEEWAADoGWVeu04dGL2xzZ+3NWlHczDNLQIAAOmSkQHX+vXrddlll6m8vFxTpkzRddddp9raWknSbbfdplGjRmncuHGJr9///veJY1988UVNnTpVJ5xwgqZPn65169al62UgZnCeXXl2QyFLqmwIsNYWAADoMeX9PRpR6FTYkv7wr0Y1h1iPCwCA3ijjAi6/3685c+Zo3Lhx+tvf/qZXXnlF9fX1uummmyRJFRUVuvPOO7Vu3brE16xZsyRJq1at0p133ql7771Xq1ev1nnnnaerr75aLS3cxS+dTMPQ0UVOmZLqAxFtbw6lu0kAACBHGIahcw7PV5HTVEMgohc+36NQhItpAAD0NhkXcG3fvl3HHHOM5s6dK6fTqeLiYs2aNUurV69WIBDQp59+qlGjRnV47JIlS3TOOedowoQJcjgcuvTSS1VcXKxly5Yd4leBL/LaTR3RxyFJ+ndjSA2Bg99VEQAAoDPcdlMzj+ojl2loa1NIr232MWIcAIBeJuPuonjUUUfpiSeeaLftjTfe0PHHH6/169crFArpwQcf1Nq1a1VQUKAZM2Zozpw5Mk1TlZWVmjFjRrtjhw8frvXr1yfVhnA4NeFLu/NalqxUXF2MF3OpOH83z13mMrXHZaq6NaIN9QGNLnbJbTPanTtV731Pibcv09uJ/aMPcwP9mP3ow86x2WzdOj6ra5rYufd5vv0odho6b2ienvuXTx/Xtcptk74y0MOdFfeDv8HsRx9mP/ow+9GHndPdeqazMi7gasuyLD3wwAN6++239eyzz6q6ulrl5eWaPXu27r//fn3yySeaO3euTNPUnDlz1NTUJI/H0+4cbrdbzc3NST1vRUVFT76MduLtq66pUX1La4+f31GcL/X1qL6hQdWNTRl37nxJe1SgQMSmiupmDZJPNlkq8rik/l5t2LAhK6aUpvIzgkODPswN9GP2ow8PbMKECd06PptrGkldqg+OU54+Nku0trpVdbuqNEwNKWlbruBvMPvRh9mPPsx+9OGBdbee6ayMDbh8Pp9uvPFGffzxx3r22Wc1cuRIjRw5UlOmTEk8ZsyYMbrkkku0bNkyzZkzRx6PR35/+1tE+/1+FRcXJ/Xco0ePTknCGA6HVVlZKUkq6ddP7mDPL4Ja5Im2u6iwUHZvQUaeu1/YUkVdqwIRm2odRTqu0KlCV/TcI0eO7JG2pko4HFZFRUXKPiNIPfowN9CP2Y8+PDSyuaaRpHxHdDWNZOqDEySVVfv11vYWfW4WqaS0TKcMYCTXF/E3mP3ow+xHH2Y/+jCzZGTAtXnzZl1xxRUaNGiQnnvuOfXt21eS9Oabb6q6uloXXnhh4rGBQEBut1uSNGLECG3cuLHduSorK3XKKack9fw2my31H07DkGGmoNCKF2+pOH8PndttGjqu2KWK2lY1Bi39syGok0qj73e2/EfhkHxGkFL0YW6gH7MffZhaWV3TxM4tJV8flJflyZKht7c36/3drWqNSGcOyZdJyLUP/gazH32Y/ejD7EcfZoaMW2S+oaFBl1xyicaPH68nn3wyEW5J0SmL99xzj1asWCHLsrRu3To9/fTTibsozpw5U0uXLtXKlSsVDAa1aNEi1dTUaOrUqel6OdiPPIep4/u6ZDOkxmBEq3f71Rhk3jIAANjLYRpdXix+YplXZx2eL0PSP2pa9dK/Gw94d0UWpQcAILtl3AiuF154Qdu3b9drr72m119/vd2+devW6cYbb9SCBQtUVVWlkpISfec739G0adMkSZMnT9Ztt92W2D98+HAtXLhQRUVFaXglOJgCh6lRfV36Z12rGoMRPb2hQTOO6qMB3oz7WAIAgDSwm5JhGFpf51dzqGsB1Ji+Ln1Y26oN9QHtaqnT2L5uOW3tR3J57YaOKXb3RJMBAECaZFyScNlll+myyy7b7/4LL7yw3RTFL5o2bVoi8ELmy3eYGtPXpU/qA2oMRvTMp/U6bXCexpe4WSsDAABIkppDlppCXVvnK99p6rhipz6pD6iuNaIVVS06ptiZWN8rKuMmNQAAgCTxrznSzm03NbG/RyMKnQpb0p+2Num3lXtU62fKIgAA6L4il01j+7rkthlqjViqqGnV7pZQupsFAAB6EAEXMoLDNDT9yAKdPjhPdkPa7AvqyfV1em9ns8IHWC8DAACgM7wOU2P7uVTsMhWR9GlDUJ/vCSjC2lsAAOQEAi5kDMMwdFJ/j+YcW6wjChwKW9LyHc1a+Emd/lnbyuKvAACgW+ymoWOLnDosL7pKx47msP5R0ypfsGvTHwEAQOYg4ELGKXLZNGtYH31taL68dkP1gYhe3tSoX2+oV2VDgKALAAB0mWEYGlrg0HHFTjnM6PpeK6ta9MHuFmoMAACyGAEXMpJhGBrV162rjuur/xjolcs0tKslrOc+36On1tfro1q/whShAACgi4pdNp3Qz60iZ3TK4h+3NmnJZ3u0J8AaoAAAZCMCLmQEh2l0eNXUaTM0ZYBXVx1frPL+HjlMabc/rFc2+fSrj+u0qqpZ/k7cVYkrsgAA4IucNkPHFTs1stApmyF93hjUE5/U6+/VfmoHAACyjD3dDQAkyW5GR22tr/OrOdRxQVnkNHXyAK+2+ILa7AtqTzCit7c3a/mOZg3y2nV4vkN5jn0zW6/d0DHF7lS/BAAAkIXiUxZPGeTVss0+bWsK6fUtPn1S16qzDs9XkcuW7iYCAIBOIOBCRmkOWWo6yIisMq9dpR6bdrWEtaM5pOaQpS1NIW1pCqnIaWpQnl1FTlOGYcSOYKAiAAA4sH5uuy4eUai1u/366/YmbYrd0fnUgXkaX+qWmagrAABAJiLgQlYyDUMDvHaVeWxqCES0vTmkutaI6gMR1QcC8tgMDcyzq7+bq64AAKBzzNgdnYcXOrVsc6O2+EJ6c1uTKmr9OmNIvgbnOdLdRAAAsB8MbUFWMwxDRS6bjit2aXyJSwO9NtkMqSVs6fM9Qa3e7deG+lbVt7JgLAAA6Jxil00XDS/UGYflyWUzVNUS1jOfNujVTY1qCh587U8AAHDoEXAhZ3jspo7q49SJpW4dWeCQ22YobEmbfCH96p91em1zI3dGAgAAnWIYhsaXenTlscUa3dclSaqobdXj/6zTezubFQizCD0AAJmEKYrIOXbT0KA8uwZ6baprjaiqJaTa1oj+UdOqj2pbdUKJW18q83a4ID0AAEBbeQ5T5wwt0Aklbv1xi09VLWEt39GsD3b7dfJAr8b0c7E+FwAAGYCACznLMAz1dds0JN+hUo9dy3c0aYsvpLW7/fqwxq8JJR5NKvPIbSfoAgAABzY4z6FLRxbpn3WtWr6jWQ2BiF7f4tPKqmZNKvNqVF+X7CZBFwAA6ULAhV5hSL5DFw0v1KbGoP66o1k7mkNauatF62r8+lKZRxNKPRSlAADggAzD0PF93RpZ5NLfq/16t6pZ9bGg6287m1Xe36Ox/Vxy2bh4BgDAoUbAhV7DMAwd0cepoQUOVe4JaPn2Zu32h/X29mat3e3Xfwz06vi+TDMAAKC3cZiGLMuS0ckawG4aOrG/R2P6ufWPGr/e39WixmBEb21r0t92NOu4YpdOKHFrgLd9qZ3McwAAgOQQcKHXMQxDIwpdGtbHqY9qW/XOjmbtCUb06maf3t/Voi8PytNRfRwUoAAA9BJ2M1ofrK/zqzmU3OLxNkOa2N+t7c0hbWoMqilk6e81fv29xq8+DlMDvXaVeW3q67LpmGJ3il4BAAAg4EKvZRqGxvRz69hilz7Y3aL3qlq02x/Wks/36PB8h74yyKuBeY59jvN4PGloLQAASLXmkKWmUKRLxxa7bCpymtoTjGhnc1g1/rD2BCPa0xDQhgapyGnKF7I0rI9TxS5bD7ccAAAQcCHnHWzagcM0NLHMqzH93FpR1aK1u1u02RfU//u0QccUOXXqoLxEIWqz2XTcccftcw6mHAAAAMMwVOi0qdBpUzBiaXdLWNX+sBqDEdUHInpza5PeVJOKnKaO7OPUEQUODc5zKJ87OwMA0G0EXMh5yUw7KHKa+lKZR5/tCWp7c0jr6wPaUB/Q4Dy7jihwyGszVF1To5J+/aRYoOW1G0w5AAAA7ThMQ4Py7BqUZ1drOKLGgKWWsKWtTUHVByJaV+3Xumq/JKnQaWpwnkOD8+wanOdQqccmGxfOAABICgEXeo1kph0c2ceh/h6bNjUGVReIaGtTSFubQipxmXL7g3IHIzISd13kqisAANg/l81U3wJT40s9ag1HtNkX1L/2BLXFF9Ruf1gNgYgaAq36Z12rpOi6XmUeuwZ4936VuG3cCAcAgAMg4AL2I89h6ri+LjUEwtrqC6k+EFF1a0Qy+mhPXUADvTb1dbOGBgAA6DyXzdSIQpdGFLokSf5wRDuaQtrWFNL2pqC2NYfUGra0vTmk7c2hxHF2Qyrz2lXmsWtgLPTqR+gFAEACARdwEIVOmwr72uQLRrTVF2yzaGxEjsagBnntKvXYNTjPTpEJAAA6tL81Qd226HpcR/ZxSoqu61nXGtHO5pB2toS0ozmoquawAhFL22JB2N5zRkd6lXljoZfHrmKXKZvJ6HIAQO9DwAV0Ur7D1MhCp7b4q2R5+6rKH1YwIm3yhbRpY4O8dkPD+jh1WL5Dg2JTCVh4HgAASMmtCRpX5DRV5HTpmEJLzSEreoEtEJ3S2BiMKBhRYhmFuHjoNdBr15B8hw7Ld8hrJ/ACAOQ+Ai4gSQ5ZGpDv0JACh+paI2oIhFXbGlFzyFJFbasqaqPrZzhNQ6Uem4qctuitw11m7BbiNnntBuEXAAC9UDJrgrZjSH2cpvo4TR2m6EivlrAlXzAiXzCipqAlX6h96LV6d3QR+xK3TUPyHRqS59CQfLsKnCyxAADIPQRcQBeZhqF+bpsOz3dobIlbW2ILxm5vDmpnc6jDqQRxLtNIBF7FLpv6umzq77GrhLsmAQCATjAMQ167Ia/dVH9PdJvXZmhogVM7mqP1x9amoKr94cRX/K6NRU5Tg/PsspSnoa1h9fOYXHgDAGQ9Ai6gB9gMQ0cUOHVEQXT9jIhlaXdLWLWtYdW1hlXfGlZdIKz61uiUgtaIpaqWsKpawu3OYzek/m3umjSQBWQBAEAnGYahEo9dJR67RveLbmsORrSlKaitvqC2+EKqaoneOKc+EJDMEv1zwx557YYOy4tOZxySH13IntoDAJBtCLiAbupo0VjTMKJ3OvLu+ycWjFhqiAVeda0R1bWGVeMPq6o5pNbIvndNcpiKhV3Rtb0G5tnVx8GVVgAA0F5HNYnXYWpkkUsji6J3bWwNR7StKaQtvqC2+ILa0RxSc8jSpw0BfdoQiJ1HGuR16LD8vRfdChztpzV2tGA+AADpRMAFdFNXFo1NHGtIpW6bSt02jSx0tFtAdk+bBWS3+ELa4tsbennthkrd0dFdfWPTHPMdpvIdpjx2g6uuAAD0QsnUJAV2Q/3DjTpmYF81BK3YaPOI6lvjN9EJapMvmHi80zSia4A5TJW4bRrTz60il012k5oDAJAZCLiAHtLlRWPbarOArBRdS+Pw2FoaO5pD2tEU0q6W6JXWLxaebU4hh2nIbkp2w1C87rRiX7Ji3+PbLKvdfkNSnt1MBGYFTlPFTpuKYgvl59sZPQYAQCbrTE1iRSzVt7TKHbLktBnq77WrvzdaF8QvuDUGImoKRW+kE4hYibW8Pm8M6v3dfhmSCp1m4oJboXPvBbd8h6k8hykHARgA4BAh4AIymNMWvUpa6rFrTGwtjVDE0q6WkKr90TW+avzRNb6aQxE1hSxZkgIRS4GItDfKSk5zKKzd/nCH++yGYmGXTUXOvXeGLHKZ8thNuWyGbMa+UyQAAEDmMwxDeQ5DeQ5TA73RbeFINDDzBS01BSPyhy35w9HQK7qeV0Sfad+LbpLkshnRL9OQ02bIaUZ/d5jRi3A2w5AR+25KMo3oUg/R79HtNkOymbHvRpvvZvS73ZRcppl4LkaVAUDvRMAFZLCDTTXo44hOFVCBQ1J0cftgxFLYksJW9HerzWHxvMmQVOA0dVieU/9ubJU/FN1oSLKsaEDmD0fUGitgm0MRtYSiP4csJa7g7o/NUKLAdMQKT7tpyG4Ye0eXmbGfjdi+2M+O2M9uW7S49tpNee3RgpjADACAQ89mGurjtKlP9F46yrObGlfili8UUW3sglutP6w9wYiaghH5Yl8hS2oNW2oNd+2CW5fba7QN1ky57YbyYvVEvLbIs5vyOuLbTUIxAMgBORdw1dTU6Ec/+pHef/992Ww2nXfeebr++utlt+fcS0Uv0pXpj/EroPvjtZsq89q1rSmogLn33IYhuU1Dbrttn2MilpUIvfxhS/5QNAjzx4rXeP0athQL5HquoLUb0TZ7HabyYrdF936hWPXao2uQuW0EYgAApEp82mGBw6YCh01DC/Z9jBWrGXyhiAJhS4GwpdZI9Hsg9j2iaG0RsRT7itYSlqSwZSkSkSKxn0OJC3iWwpHYdyu+T4nzS3vrkGgt0rn6yWUaicArz2F+4Xv77YRhAJCZci71+d73vqeysjK98847qq6u1tVXX61FixZpzpw56W4akPVMw5DHbsizn/9yWFZ0hFee3dQRBQ6FrehdI0MRKRQrTkOR2LbYaLOO9gUje0eONcWuAIcsRRfgD3auUDUUvXrrthly283od5shpyk1O0rUussvj8OUxxYNxdoGZCzSDwDA/nXnBjvS3n+j9/62r2KXqSP7uJJ6jngdEoq0+R6rKwJtQrBEyBb72ZLUGrHU2mqprvXgdYbLZuwTfHlse6dItp2W6Yptt8XWRrUZ4gIcAKRITgVcmzZt0vvvv6/ly5fL4/FoyJAhuuaaa/STn/yEgAs4BAzDkCO2UH6Z17HfotQ0JKcRHWXVGaE2RWggYslmSHkOm1piC99GF8CNJNYFiV/9jY80iy1I1kaeKne27Pf5PDYjEXa1HSkW3+aymXK2WUsk/t1hUrQCAHqPHrnBzn547Ea3nsM0FP332Xbgf5e9NkPH93WrKbaWaVMwtrB+MCJfrLZobrM9nJh2GVZta5demkwpsX5YfD2xL+oo0tt7s6C9NwgKmUP0t4/r291ASFJiiQqrzZnia5vZ1H6Ns/jPZqw9ice1+7mDYxSdvprYpvb72x5jKLrWmiElvpuG0e73/W3f34XHtq9NVrtvnXs/9/PgeNvbLrFBQAlkh5wKuDZu3KiioiKVlZUltg0bNkzbt2/Xnj171KdPnzS2Duh9errwddgMOWyGStw2HVvs3m+AFm4zOizY5uptyJKCYUuNzS2yu1wKxvYHYvvjg8NawpZawmGpC4Wr04yFXTYlwi+HYcgWW3PMFl9zLLZg7oFKpPh0jUjbn62DbNcXHmNpnykglhUrNuMFbazQNeKFrPYWukbi52hBt999bV5J24LTSvyP9im+Je2zRpypeEG79w6gZqLwjT6/JSkciajGUarqbc2SYSTWm4vEzhmxoq2IWNKQfIdO6u9JriMBAL2CMzbCym23q99BHhufdtkUiqgpGP8eDb5aQpZaw5HECLHWtl+R9rVKRFIkIgU7/JcxWaYSa0QcVE88HxLrx8aDrzZryiaCMcOI/X7g/ZYV0TblyVbbKtOM3kU9MbaxTZG4d7yjkVg3V+o49JTaBpztv7e/m7q1/8da+x5rSBpR6FSRa99lTIBMkVMBV1NTkzye9v8nJv57c3PzQQMuK/bXHQgEZLP1/B9uOByWZVkKh8PyGBFZRs9f8XLJSNn5ObdkmREVux3ymmEZhtnj5/8izn3g81vhsKzwvuc3JbkkuczYL5LipYBlWaoLtKq4jyfRh3GWZcllM1Tqcag5NvqrJTY6rCVkqTkckT+kxGiyUJtRZfF//MNhqSUstXR8Myn0KLc2V+9/JF7clj2tGl1oMvU0w4TD0RtVpOrf3Fxhs9lkmmbSIwZyoaaRUv/vyaF8nkx7jo5qmlQ8T1cdqr7PMw1FIhFt3hNQIJLkeqeSCmzRL7kMSR3/reXZTJXmObS5MaCWUKTDC1Od+Qs32vwQvzFQU3Oz8r1e5Tmjd93e0RRUsE2g1va8lqL/bYhf/Np7YSi6LX5hyIq1yUps23sRyW4Y8jrNRPvD8X2xn+OvKZy42BZ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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(top_genres_df, col='Genre', col_wrap=2, height=4, aspect=1.5)\n", "g.map(sns.histplot, 'Log_Global_Sales', kde=True, bins=15, color='skyblue')\n", "g.add_legend()\n", "g.set_titles('{col_name} Genre')\n", "g.set_axis_labels('Log of Global Sales (in millions)', 'Count')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "cddc5581", "metadata": {}, "source": [ " Do older games (2005 and earlier) have a higher MEAN “eu_sales” than newer games (after 2005)? \n" ] }, { "cell_type": "code", "execution_count": 385, "id": "720a3784", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean EU Sales for Older Games (2005 and earlier): 0.15\n", "Mean EU Sales for Newer Games (after 2005): 0.14\n", "Older games (2005 and earlier) have higher mean EU sales than newer games.\n" ] } ], "source": [ "# Group the dataset into older and newer games\n", "older_games = df[df['Year_of_Release'] <= 2005]\n", "newer_games = df[df['Year_of_Release'] > 2005]\n", "\n", "# Calculate the mean EU sales for each group\n", "mean_eu_sales_older = older_games['EU_Sales'].mean()\n", "mean_eu_sales_newer = newer_games['EU_Sales'].mean()\n", "\n", "print(f\"Mean EU Sales for Older Games (2005 and earlier): {mean_eu_sales_older:.2f}\")\n", "print(f\"Mean EU Sales for Newer Games (after 2005): {mean_eu_sales_newer:.2f}\")\n", "\n", "# Compare the means\n", "if mean_eu_sales_older > mean_eu_sales_newer:\n", " print(\"Older games (2005 and earlier) have higher mean EU sales than newer games.\")\n", "elif mean_eu_sales_older < mean_eu_sales_newer:\n", " print(\"Newer games (after 2005) have higher mean EU sales than older games.\")\n", "else:\n", " print(\"Mean EU sales are the same for older and newer games.\")\n" ] }, { "cell_type": "code", "execution_count": 386, "id": "5a060aaa", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# Data for plotting\n", "categories = ['Games (≤2005)', 'Games (>2005)']\n", "mean_sales = [mean_eu_sales_older, mean_eu_sales_newer]\n", "\n", "plt.figure(figsize=(8, 6))\n", "\n", "# Create a bar plot\n", "sns.barplot(x=categories, y=mean_sales, palette='coolwarm')\n", "\n", "# Add titles and labels\n", "plt.title('Comparison of Mean EU Sales')\n", "plt.ylabel('Mean EU Sales (in millions)')\n", "plt.xlabel('Game Category')\n", "\n", "# Display the values on the bars\n", "for i, value in enumerate(mean_sales):\n", " plt.text(i, value + 0.01, f\"{value:.2f}\", ha='center', va='bottom')\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 387, "id": "c7d92b0d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 6))\n", "sns.barplot(x=categories, y=mean_sales, palette='coolwarm')\n", "plt.ylim(0.13, 0.16) # Adjust the limits based on your data to zoom in\n", "plt.title('Comparison of Mean EU Sales for Older vs. Newer Games')\n", "plt.ylabel('Mean EU Sales (in millions)')\n", "plt.xlabel('Game Category')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 388, "id": "fbb8116c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 6))\n", "sns.barplot(x=categories, y=mean_sales, palette='coolwarm')\n", "\n", "plt.ylim(0.14, 0.155)\n", "\n", "plt.title('Comparison of Mean EU Sales for Older vs. Newer Games')\n", "plt.ylabel('Mean EU Sales (in millions)')\n", "plt.xlabel('Game Category')\n", "\n", "# Add horizontal grid lines for better readability\n", "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", "\n", "plt.show()\n", "\n" ] }, { "cell_type": "markdown", "id": "c51ade10", "metadata": {}, "source": [ "What are the 3 most common “developer” in the dataset? " ] }, { "cell_type": "code", "execution_count": 389, "id": "0c6f2839", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ubisoft 204\n", "EA Sports 172\n", "EA Canada 167\n", "Name: Developer, dtype: int64\n" ] } ], "source": [ "# Get the counts of each unique developer and select the top 3\n", "top_3_developers = df['Developer'].value_counts().head(3)\n", "\n", "print(top_3_developers)\n" ] }, { "cell_type": "code", "execution_count": 390, "id": "16417f17", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "top_3_developers = pd.Series([204, 172, 167], index=['Ubisoft', 'EA Sports', 'EA Canada'])\n", "\n", "plt.figure(figsize=(10, 6))\n", "\n", "sns.barplot(x=top_3_developers.values, y=top_3_developers.index, palette='viridis')\n", "\n", "for i, value in enumerate(top_3_developers.values):\n", " plt.text(value + 1, i, f'{value}', va='center') # Adding a small offset (+1) for better visibility\n", "\n", "plt.xlim(min(top_3_developers.values) - 5, max(top_3_developers.values) + 5)\n", "\n", "plt.title('Top 3 Most Common Game Developers')\n", "plt.xlabel('Number of Games Developed')\n", "plt.ylabel('Developer')\n", "\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "31a073d8", "metadata": {}, "source": [ "Part 2:\n", "\n", "How do the dynamics of game genre preferences, regional sales patterns, and review scores collectively impact the global sales of video games, and which of these factors most strongly predict market success?\n", "\n" ] }, { "cell_type": "code", "execution_count": 391, "id": "ff842b2a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Aggregate sales by genre and region\n", "genre_region_sales = df.groupby('Genre')[['NA_Sales', 'EU_Sales', 'JP_Sales', 'Other_Sales']].sum()\n", "\n", "# Visualize genre popularity in different regions with a bar chart\n", "genre_region_sales.plot(kind='bar', figsize=(14, 8), title='Genre Popularity by Region')\n", "plt.ylabel('Sales (in millions)')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 392, "id": "880c525e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Scatter plot for Critic Scores vs Global Sales\n", "sns.regplot(x='Critic_Score', y='Global_Sales', data=df, scatter_kws={'alpha':0.3})\n", "plt.title('Critic Score vs Global Sales')\n", "plt.show()\n", "\n", "# Scatter plot for User Scores vs Global Sales\n", "sns.regplot(x='User_Score', y='Global_Sales', data=df, scatter_kws={'alpha':0.3})\n", "plt.title('User Score vs Global Sales')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "e2f0bda0", "metadata": {}, "source": [ "Step 1: Aggregate Data by Genre and Region with Weighted Score" ] }, { "cell_type": "code", "execution_count": 393, "id": "5ac5ef26", "metadata": {}, "outputs": [], "source": [ "# Calculate the mean weighted rating score and sales by genre\n", "genre_analysis = df.groupby('Genre').agg({\n", " 'Weighted_Rating_Score': 'mean',\n", " 'NA_Sales': 'sum',\n", " 'EU_Sales': 'sum',\n", " 'JP_Sales': 'sum',\n", " 'Other_Sales': 'sum'\n", "}).reset_index()\n" ] }, { "cell_type": "code", "execution_count": 394, "id": "86f8b5a9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regions = ['NA_Sales', 'EU_Sales', 'JP_Sales', 'Other_Sales']\n", "\n", "for region in regions:\n", " plt.figure(figsize=(10, 6))\n", " sns.scatterplot(x='Weighted_Rating_Score', y=region, data=genre_analysis, hue='Genre', s=100)\n", " plt.title(f'Genre Weighted Rating Score vs. {region}')\n", " plt.xlabel('Average Weighted Rating Score')\n", " plt.ylabel(f'Total Sales in {region} (in millions)')\n", " plt.legend(title='Genre', bbox_to_anchor=(1.05, 1), loc='upper left')\n", " plt.show()\n" ] }, { "cell_type": "code", "execution_count": 395, "id": "4f35b647", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Correlation between Weighted Rating Score and NA_Sales: 0.58\n", "Correlation between Weighted Rating Score and EU_Sales: 0.57\n", "Correlation between Weighted Rating Score and JP_Sales: 0.14\n", "Correlation between Weighted Rating Score and Other_Sales: 0.53\n" ] } ], "source": [ "for region in regions:\n", " correlation = genre_analysis['Weighted_Rating_Score'].corr(genre_analysis[region])\n", " print(f'Correlation between Weighted Rating Score and {region}: {correlation:.2f}')\n" ] }, { "cell_type": "markdown", "id": "afb1d5c5", "metadata": {}, "source": [ "Why is Japan Different?" ] }, { "cell_type": "code", "execution_count": 396, "id": "eb7d443c", "metadata": {}, "outputs": [], "source": [ "# Aggregate sales data by platform for each region\n", "platform_sales = df.groupby('Platform').agg({\n", " 'JP_Sales': 'sum',\n", " 'NA_Sales': 'sum',\n", " 'EU_Sales': 'sum'\n", "}).reset_index()\n" ] }, { "cell_type": "code", "execution_count": 397, "id": "58a5f55f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Plotting platform sales in Japan\n", "plt.figure(figsize=(12, 8))\n", "platform_sales.sort_values('JP_Sales', ascending=False).plot(x='Platform', y='JP_Sales', kind='bar', color='skyblue')\n", "plt.title('Game Sales by Platform in Japan')\n", "plt.xlabel('Platform')\n", "plt.ylabel('Total Sales (in millions)')\n", "plt.xticks(rotation=45)\n", "plt.show()\n", "\n", "# Plotting platform sales in North America\n", "plt.figure(figsize=(12, 8))\n", "platform_sales.sort_values('NA_Sales', ascending=False).plot(x='Platform', y='NA_Sales', kind='bar', color='orange')\n", "plt.title('Game Sales by Platform in North America')\n", "plt.xlabel('Platform')\n", "plt.ylabel('Total Sales (in millions)')\n", "plt.xticks(rotation=45)\n", "plt.show()\n", "\n", "# Plotting platform sales in Europe\n", "plt.figure(figsize=(12, 8))\n", "platform_sales.sort_values('EU_Sales', ascending=False).plot(x='Platform', y='EU_Sales', kind='bar', color='green')\n", "plt.title('Game Sales by Platform in Europe')\n", "plt.xlabel('Platform')\n", "plt.ylabel('Total Sales (in millions)')\n", "plt.xticks(rotation=45)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 398, "id": "7fac531e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Top Platforms in Japan:\n", " Platform JP_Sales\n", "4 DS 175.57\n", "15 PS 139.82\n", "16 PS2 139.20\n", "23 SNES 116.55\n", "2 3DS 100.67\n", "\n", "Top Platforms in North America:\n", " Platform NA_Sales\n", "28 X360 602.47\n", "16 PS2 583.84\n", "26 Wii 496.90\n", "17 PS3 393.49\n", "4 DS 382.67\n", "\n", "Top Platforms in Europe:\n", " Platform EU_Sales\n", "16 PS2 339.29\n", "17 PS3 330.29\n", "28 X360 270.76\n", "26 Wii 262.21\n", "15 PS 213.61\n" ] } ], "source": [ "# Print top platforms in Japan\n", "print(\"Top Platforms in Japan:\")\n", "print(platform_sales[['Platform', 'JP_Sales']].sort_values('JP_Sales', ascending=False).head())\n", "\n", "# Print top platforms in North America\n", "print(\"\\nTop Platforms in North America:\")\n", "print(platform_sales[['Platform', 'NA_Sales']].sort_values('NA_Sales', ascending=False).head())\n", "\n", "# Print top platforms in Europe\n", "print(\"\\nTop Platforms in Europe:\")\n", "print(platform_sales[['Platform', 'EU_Sales']].sort_values('EU_Sales', ascending=False).head())\n" ] }, { "cell_type": "code", "execution_count": 399, "id": "82fdc16f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Top platforms in Japan excluding the bottom 8\n", "top_platforms_japan = platform_sales.sort_values('JP_Sales', ascending=False).head(len(platform_sales) - 8)\n", "\n", "plt.figure(figsize=(12, 8))\n", "top_platforms_japan.plot(x='Platform', y='JP_Sales', kind='bar', color='skyblue')\n", "plt.title('Top Game Sales by Platform in Japan')\n", "plt.xlabel('Platform')\n", "plt.ylabel('Total Sales (in millions)')\n", "plt.xticks(rotation=45)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 510, "id": "b0ccbe5a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# Ensure top platforms are sorted by sales in descending order\n", "top_platforms_na = top_platforms_na.sort_values('NA_Sales', ascending=False)\n", "\n", "plt.figure(figsize=(12, 8))\n", "# Using seaborn's barplot for enhanced visuals and automatic sorting\n", "sns.barplot(x='NA_Sales', y='Platform', data=top_platforms_na, palette='viridis')\n", "\n", "plt.title('Top Game Sales by Platform in North America', fontsize=16)\n", "plt.xlabel('Total Sales (in millions)', fontsize=14)\n", "plt.ylabel('Platform', fontsize=14)\n", "plt.xticks(fontsize=12)\n", "plt.yticks(fontsize=12)\n", "\n", "# Adding data labels\n", "for index, value in enumerate(top_platforms_na['NA_Sales']):\n", " plt.text(value, index, f'{value:.2f}', va='center', fontsize=10) \n", "\n", "# Lighten gridlines and remove top and right spines\n", "plt.grid(axis='x', linestyle='--', alpha=0.6)\n", "sns.despine(top=True, right=True)\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 401, "id": "2ebe12bd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Top platforms in Europe excluding the bottom 8\n", "top_platforms_europe = platform_sales.sort_values('EU_Sales', ascending=False).head(len(platform_sales) - 8)\n", "\n", "plt.figure(figsize=(12, 8))\n", "top_platforms_europe.plot(x='Platform', y='EU_Sales', kind='bar', color='green')\n", "plt.title('Top Game Sales by Platform in Europe')\n", "plt.xlabel('Platform')\n", "plt.ylabel('Total Sales (in millions)')\n", "plt.xticks(rotation=45)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 402, "id": "98212dd5", "metadata": {}, "outputs": [], "source": [ "# Sort by sales and exclude the bottom 8 platforms for each region\n", "top_platforms_jp = platform_sales.sort_values('JP_Sales', ascending=False).head(-11)\n", "top_platforms_na = platform_sales.sort_values('NA_Sales', ascending=False).head(-11)\n", "top_platforms_eu = platform_sales.sort_values('EU_Sales', ascending=False).head(-11)\n" ] }, { "cell_type": "code", "execution_count": 403, "id": "2858dabc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 3, figsize=(18, 6))\n", "\n", "# Japan\n", "top_platforms_jp.plot(ax=ax[0], x='Platform', y='JP_Sales', kind='bar', color='skyblue')\n", "ax[0].set_title('Top Game Platforms in Japan')\n", "ax[0].set_xlabel('Platform')\n", "ax[0].set_ylabel('Total Sales (in millions)')\n", "ax[0].tick_params(axis='x', rotation=45)\n", "\n", "# North America\n", "top_platforms_na.plot(ax=ax[1], x='Platform', y='NA_Sales', kind='bar', color='orange')\n", "ax[1].set_title('Top Game Platforms in North America')\n", "ax[1].set_xlabel('Platform')\n", "ax[1].set_ylabel('Total Sales (in millions)')\n", "ax[1].tick_params(axis='x', rotation=45)\n", "\n", "# Europe\n", "top_platforms_eu.plot(ax=ax[2], x='Platform', y='EU_Sales', kind='bar', color='green')\n", "ax[2].set_title('Top Game Platforms in Europe')\n", "ax[2].set_xlabel('Platform')\n", "ax[2].set_ylabel('Total Sales (in millions)')\n", "ax[2].tick_params(axis='x', rotation=45)\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 404, "id": "07b4adfa", "metadata": {}, "outputs": [ { "data": { "image/png": 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27VodOHBAlStXVqNGjfwdJ18Oh0OnT59WeHi4v6O4Zfr06dq3b58qVaqkhg0bKi4uzt+RCjV06FDt379fv/76q3r37q1evXqpQoUK/o6l+fPn69ChQzpy5IgGDx6s0NBQf0fK15IlS/TXX3+pePHi6tKli8qWLevvSJKkWbNm6cSJE4qIiFCHDh101VVX+TtSvubNm6fDhw8rLi5OTZs2lWEYAXl2w6uvvqr9+/dr9+7deuKJJ3T77bdLUkBkzcnJUUhIiN555x3Vr19fzZo1k91u93esAv3999+69tpr/R2jQOPHj1e1atXUsmVLhYSE+DvORT3++OM6dOiQ5syZI0kB+/6RpNdff11fffWVvvzyy4Dany+++KL279+vHTt2qFq1ahoyZIiqVq3q71j5mjBhglq1aqVq1ar5O0qhEhMTdeTIEY0ZM0bVq1f3d5yL6t+/v9LS0hQZGaljx45Jkvr06aPbbrvNr7lOnz6tgwcPBvzn5Ln279/v/Nly3LhxioqKUm5url+L6iVLlujYsWOKiopSkyZN/JajMN9//73+/vtvhYSEqEGDBrrxxhv9Hclt/v4eF6Zfv37av3+/rr/+ev3000+KjY3Vk08+qZo1awbs/y+LCmWQxQwaNEj79++XYRgyDEOjR49WVFRUwP3wOGbMGP3999/6/fff9cQTT+iWW25RsWLF/B0rXwMGDNCRI0cUGxur//znP/rXv/6l559/XiVLlgyo/XquRx99VEePHtXbb7+tHTt26KabbtK//vUvlzH+OC4GDhyo9PR0Va5cWTk5OerZs6eaNWtWpBnc9dhjj+nw4cO67rrrtH//fj333HOqVauWv2Opf//+OnTokEqUKKGsrCzdfPPNGjRokGw2W8C91/v376+jR4+qXLly+uabb7R69WpVrFjR37Eu0L9/fx08eFAPPfSQVqxYoTVr1uiLL75Q+fLl/ZrrwQcfVKdOndStWzedOXNGCQkJKl26tB77f+3deUDN2f8/8GerKNQMZTeyhISoRgipKVOiEhmlKVubRGSyDTVFWVPpI8tU04LGNkMIMyNLRpElisQoKaVF+3br9fuj331P15gZ8/l+3PdtnMdf0+0aL+97z3mf83qf8zru7tDT05PYhJCPjw9SU1MxYMAALFmyBL179xaZ8EjKwFJfXx/9+/eHi4sLxo8fL3GJaR8fH5w5cwaJiYno27evxLVvIWFcpaWlcHNzg4ODA8zNzSUiXnd3d5SWlmLnzp0oKytD586d0b9/f15j+isNDQ0YNWoUJk+eDG9vbwwaNIjvkN5KIBBAVlYWQGtCqKSkBMHBwRKXEPrxxx8RGRmJEydOAGjdbvvDDz/g/Pnz8Pb2xrRp03iJKzAwELm5uUhPT4eRkRFWrFghEQ/r3sXDhw+xf/9+ZGVlYffu3Rg8eDBvfbqrqyueP3+Obt264ddff0VgYCAsLS0lou9pa/ny5Xj16hUUFBTQ1NQEZ2dnTJgwge+w3omwrRMRHj58iMbGRqipqaFHjx58hwYAOHLkCI4dO4aEhAQAQFVVFRwdHaGoqAgvLy+MHj2a3wB5Jst3AIz4LFu2DEVFRYiNjYWcnBzXCTY3N0MgEEhMskWYpFi8eDHu3r2Ljz/+WCQ2SZkkCEVFRaGsrIx7Knv58mV4e3vD2dkZXbp04Tm6t9uzZw9ev36NI0eOAAD69u2LkpISHDx4EGVlZRg0aBCsrKzEfqP08vJCcXExEhISuM+ZiFBWVgYpKSmoqKiINZ6/smLFCrx69Yq7uQCt383Xr1+joaEBampqvMTl5uaG0tJSHD16FEDrE+TMzExISUmhoaFBYto50LplpLy8HIcPH0Z9fT0WLVqEy5cvQ0pKCoMHD5aIxBrwe7L32LFjAFoTBDY2NsjLy+M1GXTo0CG8evUKM2bMQHx8POzs7HD06FG4ubkhJCQEy5Yt4xJCkjTwra2tRWNjIyZOnIhOnTrB398fzc3NMDMzw7hx46Cjo8P18XzFLRzcDhw4EI8fP8bBgwchJSWFcePGSUwbcnNzw+PHj9G9e3fExcVh9uzZGDhwIN9hvZXwM1RSUoKKigp++eUXmJub8/6djIyMRGVlJXf/7tWrl8jvc3JyJCrZIqwJNXDgQFy7dg0lJSXYunUr1NXVeb+WbRERZGVluXYUFxcHOzs7rFixAvv370ffvn0lZixXVVWFvn37AmgdDw8dOhRKSkqQlpbGvn37oKamBm1tbbHG5ObmhoqKCixduhTOzs6orKz8QyJIkvp0IWFMQ4cOxYIFC7B//354enrylhAS3rtPnz4NANi3bx+OHj0KMzMzNDY2SsyKaS8vLxQVFSEmJgaysrKoq6trN7sihG29paUF8+bNQ8eOHfHkyRMMHToUI0eOxNKlS/kOEbW1tdxDxsbGRnTu3BnR0dFYtGgRdu/ejYiICIl70CNO/PfCjFicOXMGpaWlOHLkCOTl5SElJYUnT55g+fLlmD17NtatW4fLly/zHSZ8fX1RXl6OI0eOwNjYGCtXrsTAgQNx9epVJCUlIS8vj0sQSIoXL15wk9ampiaMGzcOCgoKKCkp4Tmyt2tubkZRUREcHBwAtG7VSExMhKmpKU6cOIH09HT4+fnhzJkzYo3r3r17KCoqQnR0NIDWG8yDBw8wd+5cfPHFF7CwsOD2+fL9+aelpXHtCWi9uTx48ADz58/HrFmz4O7ujgMHDog9LhcXF9TV1YkkqIYPH47U1FQsWrQI06ZNw88//wyA/2sIAE+ePIGxsTEAICQkBDdv3sTVq1dx8OBBBAYG4tq1azxH2HpN6+vruc8aAPLy8qCoqIiuXbvyFpdAIEBxcTG6du2Ka9eu4ZtvvsGaNWvQoUMHhIeHQ0FBASEhIUhLS0Nzc7NETRo6deoEAwMDJCcnY/ny5YiKisKaNWsQFhaGFStW4IsvvsDJkyfx8OFD3uIWrqiaPHky1q5dCzU1NezevRuPHj3CzZs3kZyczEtcQo6OjigqKsKFCxewa9cunD9/HjExMXj27Bmvcb2pbT/T3NyMDh06YNmyZbh16xZu3rzJY2Stnj17BisrKwCt/XhbpaWlmDVrFs6fP89HaG8lJSUFeXl5GBoa4uDBg1BQUMDy5ctRWVmJrKws3L59m9f49u/fj3v37nGrUIUJIQCIi4tD165d4e3tDQASkQgCgJ49e+LGjRu4d+8e1+779OkDa2tr9OvXD3fv3hVrPLt27UJlZSXi4uKgr6+P0aNHY9KkSdzvS0pK0NTUJFF9+qNHj/5QT09TUxMrVqzA8OHDsWzZMuTk5EBaWlpstcKWLVuGly9fity7u3XrhrKyMqxYsQLe3t44efKkWGL5K8nJySgvL0d0dDRkZWXR3NwMBQUF7ve3bt2SiDj/jPB76Orqip49eyIyMhLHjx9HYWEhMjIyUF1dzVtswnpVCgoKKC8vR1lZGeTl5SEQCKCkpIQDBw4gOzsb+/bt4y1GSSAZPTHz3jU0NKBz584AWicysbGxsLGxQW1tLcaNG4fq6mreJ15lZWV4+fIltm3bBqB1IHblyhWYm5tjw4YNCAoKwvLly1FQUCBRN0E1NTUUFhaiqqoKcnJykJaWRocOHUSyzMXFxTxGKEpGRgavX7/G4cOHcfLkSezevRtbtmzB3LlzcfjwYezfvx+TJ08We8w1NTWor6+HjIwM7t27h4MHD2Lu3LlQU1ODt7c3zMzMsHPnTjQ0NPD++Tc1NaG8vBzl5eV48uQJoqOjYWdnh+7du8PFxQX6+vpIS0tDZWWl2GK6f/8+Ll26hBEjRnCv5eXlYfXq1Zg+fTqsra0xZswYrFu3DlVVVRJxDXv06IHhw4ejubkZysrKSExMRHBwMEJDQ9GjRw9kZGTwGmN6ejouXbqEyZMnc6/l5eVh2bJlMDc353UVhqysLJycnFBQUIBHjx7h4sWLOHv2LJcQ2rt3LxQVFeHv74/09HTe4mxLuD0ZAMzNzTFo0CD8/PPP+Pjjj5GSkoLBgwcjMDAQKioqCAkJgYuLC2pqaniJVTiIrKqqwoMHD7B9+3b07duXW/XJZ1HU5uZmGBsbcyvVRo4ciYCAAFy+fBlRUVESkxBat24dgoODcf36dQC/J9i6d++OwYMHc4Wa+bqWdXV1uHfvHpcEenNLZceOHdGtWzc0NTXxEd5fqqioQGZmJuLi4iAnJwdra2s4OjpyiRc+PHv2DFevXsWOHTuQlZX11oTQ7t278eLFC6SlpfEWJwBkZGQgNTUVJSUlGDduHCZPnowDBw7g4cOHAFr7qoEDB6J79+5ISUkRa2wFBQVYvHgxAIh8nkSEO3fuYMGCBRI1plyzZg1mzpyJefPmwdraGj4+PggKCsKRI0dQUVGBCRMmoH///li9ejWePn0qlq3LCQkJuH79Oqytrbn+5cWLFwgMDMSYMWOgp6eHlpYWHD9+HOXl5bw+HCsoKEDHjh0hJyeHpqYmyMjIcG2noaEBBw8e5L29/J3q6mo0NTXh66+/BtCa0JSTk8M333yDvXv3cu1K3DEJ63+ZmZmhsLAQmzdvBtA6fmpqaoKSkhIsLS0lqj3xgW0T+0AIBAL89ttv3FLE0tJSuLq6YsmSJQBai81evHgRzc3NvNWYkJaWRkFBAc6fP49Ro0bh4sWLOHbsGKZPnw4HBwdUVFQgICAAz58//8NSbnFrW9za2NgYmpqa6Ny5M4gIubm5qK+v52I8dOgQrl+/jsDAQHTq1Im3mMPDwzFx4kSMHDkSM2bMQGxsLAICAmBqaor169eL7IuXl5cX+6qH3r1749GjR7C3t8fr16+hoqICb29vbgXT0KFDkZOTw+tNu6ioCGpqapCXl4e8vDxcXFxQXV3NPZ11dHQE0Lpy6NatW2JtS0OGDMGuXbuwdu1adOjQAYsXL4aDgwPs7e3h4eEBAFBVVUVubi6vk5vm5mY0NTVBQUEBq1at4q6Rg4MDt1d+4MCB6NmzJ27dusVbnEDrd27Dhg3YvHkzOnXqBEtLS8yfPx+zZ8/m+k5xL9V/9OgRNDQ0AABdunTB5s2b4ePjAwMDA8THx8PW1hZSUlLYvHkzwsLCsGrVKvTs2VNs8f0V4XVqaWmBvLw8BgwYgMTERNy8eRNpaWkIDw9H3759MWHCBDx8+BDKyspQVFQUW3xpaWmor6/HJ598wm0b0dHR4bYY2NrawtnZGb169UKXLl3Q2NjIy9JyGRkZ2NvbA2hdzSInJwd9fX0EBARg3bp1AAAnJyfe697Iy8sjPT0dMTExMDU1xbhx4zBz5kx0794dU6dOxZ49e2BiYoKPP/6Yt/g6deqEmzdvYu7cuZCRkeFW0UlLS0NWVha9e/fmvS5Y2/GGsA2NGDGCm2CtWrUKS5YsQY8ePXhLUAv7JRcXFxw5cgRbtmyBj48Phg8fLtJHSklJoV+/frxeU+EqlQ4dOsDNzQ2fffYZzM3NERsbi3379mHhwoXQ1NQE0NrH9ujRQyxj45aWFhQXF+Onn37CrFmzAICruQSA2z6dk5ODvLw89O7d+73G866mTp2KEydOgIhgZGSE+vp6pKenIzk5GfX19SgpKUHXrl3x6tUrrF+/nlsB877um4GBgfjkk09gZ2eHM2fOoEOHDhg5ciRcXV3h4ODAbVvq3r07wsPDRcpm8CEvLw+vX7+GlJQU5OTkRNpLhw4d0LVrV7E+WHwXb273a2pqQnZ2Nre6OyMjA0ePHkVhYSFOnz6NBQsWiDW+1atXo7i4GI8ePYKNjQ2sra25B8w+Pj74+uuvuflYbW0t79vS+caSQf9id+7cQUlJCRQVFWFlZYXCwkL89ttvmDJlCkaOHClykpiwyj4fjSAxMRH19fWQlpaGrq4uTp8+jT179uDTTz/FmjVruJsiAHTt2pX3fbTC4tbCbXaTJ0/GJ598AqD1Zl1WVoaWlhZ069YNcXFx2L59O+Li4nhNBDk7O6O8vBxubm4AACMjIxgYGKCiouIPxXpjYmKQlpbGJRDeN+GTr379+iEuLg6nTp3C6NGj0b9/f5ET2U6fPs3rnl5HR0eMHDkSXl5e0NHRwcKFC5GdnY0BAwZg8ODBGD58OPfejIwMqKqqiiUZdPLkSTx9+hQA8NlnnyEgIABr165FWFgY1q5dCwcHB24ge/v27T+sWhOntm3H09MT48ePh5SUFKSkpLhEkPCEoY4dO/J2mo9AIIBAIECnTp1gZ2cHANi0aRM2btyItWvXchNxcdc/WL9+Pc6dO4cpU6Zg9erVUFZWhra2NgwMDPDDDz/gq6++QmRkJBYvXoza2loEBwcjLCxMbPH9mT872c7NzQ2ff/45lJWVERkZiV69enE1RsR9SpKHhwdycnKgqKiIBQsWcMkgNTU1NDc348yZM/D19UVQUBBOnDiBkJAQ7NmzR6xtKTY2FgMGDODaDdCa0GhpaQERcQmhTZs2oba2FkuXLkW/fv3EFp+QQCBAc3MzNm7ciJqaGty7dw/R0dGIjIzE/v37sWjRIgwaNAgmJibIysrCxIkTxRabsL9samrCvHnz4OTkBG9vb+zfvx+LFy8W6bMPHz6M0tLSPxysIE5/dpjGoEGD8PjxYyQnJ2P16tXYunUrdu/ejaVLlyIqKkqs38tdu3ahvr4ea9asgb6+PuTl5REdHY3AwEB4e3tDS0uL+76eP38edXV1vNVT9PPzQ3FxMY4fP47m5mZUVVWhsrISEyZMQOfOnREVFQVvb2+MHz8eMjIyOHnyJKKjo8VyL5eWlkaPHj2grq6OBw8eYOzYsdz9UNjGy8rKMGLECIk4Xezrr7/GihUr8Nlnn3HtZ9q0aVi1ahX3nhcvXqC0tBSvXr3Co0ePMG3atPd+iuCDBw/Qv39/LF++HP7+/jhy5AiCgoJgZ2eHpUuXcvftgoIC3g6rSExMRF1dHbp37w5tbW1cuXIFSUlJMDU1hZSUFAQCAfedk5WVlZj6iYBoYfja2lq0tLRARUUFJiYmCAoKgoyMDJKSkgAAly5dgqqqqkhS831btWoV8vLy4Ofnh5ycHBw5cgSPHz/GF198gdjYWDg5OWHFihUYMGAAFBUVcerUKRw6dAiAZJwMyweWDPqXWrFiBV6+fInnz59DSkoKnTt3hpeXFxYsWPCHgmlRUVGIjo5GbGys2Pdwu7m5obCwENXV1fjoo4+gq6sLf39/SElJoU+fPiKrU7777juUlJTwuirozeLWKioqf7hmtbW1GDNmDBISEhAcHIzY2FiRRIG4ubm5obKyUqSOjJSUFDp06ABVVVVkZ2fjzp076Nu3L27evInvvvsOUVFR3GTofQkLC8OLFy+QnZ0NTU1NzJo1C6NGjYKWlhakpaW57SEtLS2IiYnBgQMHEBsbK7KXWlzc3d1RW1sLLy8v7jUzMzNMmzYN0tLSaGpq4gYYkZGRCA8PF0usHh4eeP36NYYOHYqGhgb06NEDAwYMQEhICNavX889TZKRkcF3332H/fv3Izo6mpeiiW8rDN/2+jx9+hTx8fHc4Cw2Nhbfffed2ON8M2FlYGCA2bNno2PHjvD19eWSuuLe2lJfXw95eXkMGzYMJSUlsLOzg5mZGWbOnIm5c+diyZIl+Pzzz6Gjo4O9e/dyxdj5PpntzZPtCgoK4OnpiZaWFigoKGD8+PFQUlJCr1690NzcLNZBo9DmzZtRXFyMs2fPorGxEa9evUJRURFaWlrQs2dPXLlyBRcvXsSWLVu4dl9UVCTWdpSQkAB/f3/IycnBxMQEKioqcHNzg7y8PJSUlLjvo76+PtatW4cdO3bw8uBk586deP78OfewRF9fH/r6+tDW1kZNTQ327t2Ln3/+Genp6SgpKUF9fb3YkkHC/nLYsGGor69Hhw4doKGhAScnJ3z33XcoKCjAvHnzUFNTg7S0NBw4cACRkZG8taG/OkxDUVERhw8fxtGjRxEQEMB9L1+8eCH2ZP/SpUshJyeHrVu3Ql9fHwYGBiAixMXFwd/fH97e3lBXV8eZM2cQEhKC6OhoXlaDCQQC5OXlwd3dHQoKCjhw4ACSkpJQX1+P5uZmBAcHw9fXF0lJSUhJSUHfvn0RGxv73h9K3LlzB6WlpZCRkcHEiROhrq6OhIQEjBs3DhoaGtwpTTIyMvjll18gLS3Ne+FjDw8PZGdnc4d6GBgYIDQ0FB4eHqioqICLiws6d+6M3r17cyuYjIyM3mtMwodJioqKyM/PB9D6AGXXrl2orq5G//79UV1dDSUlJcTFxfE2HhLOe2pqaqCgoABdXV0oKiri6NGjUFBQwOTJk7n7YHx8PJKTk3kZC71N22LRbm5uKC8vR8+ePeHm5oYvv/yS+07s2LED0tLSSEhIwMGDB8WW/C0rK0NpaSlCQ0OhpqaGoUOHYvDgwTh48CDi4uLg6emJH3/8EXv37kVZWRlqa2sRHx/P24NHScGOlv8XcnV1RUlJCfbv34+mpiYIBAJ88803uH79OoKCgtC7d28EBgZixIgRqK+vx4ULFxAREcEtixUX4alHwn3F3t7e6NSpE4KDgwG0Fjauq6uDiooKjh8/joiICMTExPCWWPH19UVmZqZIMbrq6mrcuXMHNTU1GDp0KPr374/Lly9jyZIlUFFRwYEDB8R+Xdtqe42F8vPzkZ6ejhkzZqClpQXr1q3Dr7/+CmVlZfTo0QPLly/ntqG8L8Jjui0tLZGbm4vs7Gykp6dj586dMDExwbNnz+Do6IgePXpAVVUVDx48QEhICC/X0tXVFWVlZSLXsKqqiqvBlZOTAxcXF/Tv3x8qKipIT09HaGjoe4/V09MTBQUFiImJ4ZIqxcXFWLBgAbS0tLgndAsWLEC/fv3g6+uLqKgoXtrP37UdTU1NCAQCREZGIjs7G3369MHChQvFvjrkzcmXkZERd+QoEXFbK318fLgtgeKUnJyMb775BjExMcjIyMD58+dx5coV+Pr64uLFiygrK8P27dvx0Ucfob6+npfEaVtubm4oKSnhEtHCk+1CQ0O5+JKTk+Hp6Ym4uDje+kp3d3fMmDEDpqam2LdvH86ePYvm5mZUVFQgODgYmZmZ6NatG0xNTUVWr4nT48ePERMTg0mTJqG4uBgnTpyAlJQUunTpAgcHB6irq4usFuDjNJq/aj9tVVdX4/bt2zhz5gwcHR3f+/0G+PP+0sXFBd26dYOlpSV27twJgUAAZWVlqKmpwcvLSyyxvc1f9Zm1tbXQ1NREQkICtLS0YGxszMuWxYULF2L69OmwtLSEQCCAtbU1lJSU4OXlBV1dXTx48ABHjhzB0aNHoaOjg5qaGvj7+/NytHxzczNqampgZ2eHtWvXQk5ODqtWrUJwcDAaGhpw5swZJCYm4ocffhDr9qu2D26lpaXRpUsXeHh4ICQkBFJSUliyZAkmTpyIpqYmnD17FuHh4YiOjublGgoJT+gSnsAHgFt9fPHiRe4ENGdnZ15WxAcEBKChoQF+fn7ca/7+/rh//z7mzp2LV69e4cCBA/j22295nfdUVlZi5cqV6Nu3L6ysrLBx40YArYW3e/XqhbKyMpw9e5aX+dnbtF0RNHv2bPTp0wdaWlpIS0tDRUUFvvnmG3Ts2BGXL1/G1atXMWTIEHz++ediTbRUVlZixowZcHFxwdy5c7nXs7OzsWPHDnTr1g0BAQHcfbztv+mDRsy/iru7O33xxRdv/Z2npydNnDiRHj58SM7OzuTh4UFbt26lp0+fijnKt8d54MABWr16NdXX19Pr16/J2NiYxo0bR7a2tjRr1izKzMwUe5xCpaWl5OLiQrm5uUREVFJSQpcvX6ZJkybRlClTyNDQkCwtLamgoIAyMjLIyMiIcnJyeIuXiMjLy4s+//xzkdfy8/NJT0+PQkNDudcaGhro1atX9PLlS6qpqXnvcbm6utKcOXP+ENeGDRtIU1OTbt++TXV1dfT999+Tn58fHT16lPLy8t57XG+zdOlSmjt3rshrz58/J0NDQ7pz5w73WlBQEAUFBVF0dLRYYj158iTNmzeP6uvruddyc3PJ0NCQFixYQNbW1rRhwwa6dOkSaWho0NChQ+n+/fvvPa63eZe2Y2VlRSUlJUREJBAIqLGxUexxbtq06Q/fy6qqKrp8+TKdO3eO+1zj4uJIQ0ODYmNjxRLXixcvRH7esGEDLV68mBoaGqihoYFOnjxJM2bMoIULF5KWlhZduXKFiIhaWlrEEt+fcXZ2JkdHR5HXLl26RHp6erRw4UKaPHkyXbhwgYiIZsyYQSEhISQQCMQeZ0VFBVlZWVFiYiJlZGSQoaEhZWZm0t27dyk4OJhGjBhBDx8+JKLWa8rXda2pqSELCwvaunUr99r06dNp/PjxNGbMGLKysiIPDw968OABF6s4/Vn7uXLlCp07d45r/21jE9fn/Xf95axZs2j79u3c60VFRVRdXS2W2N7m7/rMKVOmkKWlJWVnZxMRP9/L+Ph4srCwIIFAwPWF9fX1tGDBArK1taUbN25w733w4AHl5+dTWVmZWGN8Gx8fH7K0tKQdO3ZQUlISEbVev6qqKpo+fTr98MMPYovFxcWFbGxsqLy8nIqLi6mgoICcnZ1pypQpdO7cOVq4cCGZmprSyJEjaf78+WRra0tZWVlii+9t3jZ+KywspAMHDlBDQwMREV24cIE0NTXJ39+famtr33tMkZGRFBkZSampqfTs2TPasmULzZs3jxobG6m5uZl7X2hoKBkaGtKYMWN4GQ+9bd6zf/9+WrlyJRERZWdn07fffkv29vbk7OxMQUFB9OTJE7HH+Veam5vpxIkTXH9JRJSenk5eXl70xRdf0L1793iLTXg/8fPzozVr1vxhDpaWlkaampoic0m+x0mSgiWD/kXWrl1Ln376KVVUVBARUVNTExH93kAqKyvJxMSEjh49yv0ZPhrCm3ESEeXl5ZGhoSEdP36ce+3x48d07do1un37NjdR5Et5eTnNmDGD9u/fT6mpqbR582YaO3Ysbdy4kZ48eULp6elkbW3NDYDKy8t5jffu3btkYmJC69ato6KiIiJqvcaTJk2i8PBwkfcKJzri4OzsTPb29tzPwsEDEVFRURE5OzuTk5OTyKCdL76+vjR69GgqLi7mXsvLy6PJkydTWFgYEZHIQEOcQkJCyNfXl4ha23dNTQ2Zm5vT7t27iYjo1KlTNHLkSLp06RL99NNP9Ntvv/ESJ9G7tR0rKyv69ddfeYvxXRNWhYWF1NLSQt9//71Ykr1hYWFkaWlJp06d4l7LysoiZ2dnSklJ4V7Lzc2l48eP0+zZs0Um3XzJyMggDQ0NkQFjbm4u6enpkZ+fHyUmJpKXlxeNGzeOGhoaaO/evWL/jkZHR3P3v8DAQDI1NaWgoCBuMigQCKi+vp6sra0pISGBiPgfOF6+fJkcHByooqKC/Pz8yMzMjGpqaujevXsUGRlJ5ubmvHz+79p+3kxsisu79JfDhw/ntQ9q6+/6zFu3btGsWbO4eMX9vWxqaqLg4GCyt7en5ORk0tDQIB8fHyJqTQg5OjqSra0tXb9+nZfEflsHDhygPXv20M6dO4mI6MmTJ+Tu7k6jR4/mxsLC+7i9vT2dP39eLHH91YNbd3d3mjZtGlVVVdHLly/p0qVLlJeXR6WlpWKJ7c84Ozv/Ieb8/HwaP348RUdHE9Hv1/Ls2bOkp6f33mNOT08nMzMzmj59On322Wc0duxYmjBhAg0dOpTmzp1Lnp6etHHjRoqMjKTDhw+Tm5sbPXv27L3G9DZ/Ne9pOyeTdGfOnCENDQ0yMTERSe7evHmTvvrqK5o+fTrdunVLrDHt2bOHvL29KTQ0lAQCAV2/fp3Mzc1p8+bNIuMKgUBA8+fP5/1BvSRia6P+RSwtLXH9+nUkJSXB0NCQO61BWISsY8eOUFJSQkFBAZ9hcnGePXsWtra2KC4uhr29PWbPng0rKysArUtOBw0ahEGDBvEa6z8pbq2srMwt0xb3SVxvEp6ccPr0aYSHh8PU1BTr1q3D7Nmz4erqyr0vLi4Ohw4dEsse/tu3b+PSpUtYv349gNYlp22XtauqqsLIyAj79u1DY2MjVxuBL8OGDcPPP/+MY8eOwdHRERUVFbC3t8ecOXPg7u4OoLXgY2JiIogI5ubmAMRTgC4jI4P7vGRkZEBE2LZtG7d0XNh+xo4dy1ttgX/SdlRUVHgtDP8uJxn6+/sjNzcXPXr0gI2NjVjimjZtGmpra+Hj44PU1FRYWFhAV1cXqqqqOHjwIPT19QG0Fl/v168fLCwsJGLJ87uebPf06VM0NjbC2dlZrPE9evQIUVFRSElJwd69e7FkyRIUFBTg0KFD8PT0BPB7XbWuXbty/ZQ4i0vGxsaiqKgIBQUFWL9+PVRUVNCrVy9UVFRwWxT37NmDTp06QUtLC1paWrC3t+fl85f0k0D/rr9saWnB0KFDed16A/z3h2mIu+iprKwsnJyc8OOPP+LRo0e4ePEipk+fDgDYsmUL9u7dC3d3d/j7++Prr7+Gnp6eWOMTcnZ2RmlpKYYPH46rV6/CzMwMQ4YMgY2NDfLy8vCf//wHenp6UFBQwJUrV/D06VOxfAfWrVuHmzdv4vz58wB+334j3Gq1ZcsWWFtb44cffoCdnR3U1NTee0x/58WLF7h69SosLCy41/Lz82Fvb4958+Zxp75KS0sjLy8P06ZNg4GBwXs/DVJbWxunTp2CtLQ0KisrUVpaiqysLERHR2PUqFGQkpJCZmYmbt68CRkZGQQHB/NyyuJfzXuE7ZpaF2hI1MlWZWVlyMvLQ6dOndCrVy98/vnnaGhowNq1a5GUlMRtxRo7diw3phfn99XFxQUlJSXQ09PDkCFDICMjg3HjxsHHxwe+vr6or6+HsbExDAwMcOjQIeTn5/NWvF6S8T9qZP5ndHV1sXXrVqxevRp1dXWwsLCAiooKV1hSVlYWAwYMEDl6lI+ORhjnV199haKiIhw9ehR2dnbchKClpYW34+3b+m+KWwtrNvDVgW/evBkZGRk4dOgQLC0tAbSenuLm5oZZs2ZxR2oCrYmgXbt2ia2Yo7a2NrZu3Yq1a9dCIBCI1FwRDoZ69eoFFRUVXj//qKgofPnll5g9ezakpKQQFhaGkpISJCUlwd7eXmTiGhcXx50uJM7PfMCAAcjKyuKKISoqKorU13n69CnU1dXFXhBeqL0Uhv+nyV5xJ6wGDhwIb29vmJiYICQkhCu+u2LFCsybNw8JCQmYM2cO936+E0H/9GQ7vk5YHDBgADZu3Ig9e/bA3d0de/bsgaOjI/Lz87Fv3z6MHTsWysrKuHHjBrKysuDr6yvW+IQ1ObS0tNDS0oKMjAxMmjQJAwcOhLGxMb799lvExsbik08+EZkwiPvzby8ngf5df/nkyRMMHDiQ1/bTHvpM4fHxQOuR65s3b4aPjw8MDAwQHx8PW1tbSElJYfPmzQgLC8OqVat4O/Bj7969KCkpwbFjx1BXVwc7OzukpKQgMTERZmZm8PLyQkxMDExNTTFs2DC0tLRg3759Yjml610e3Hbp0gWvX79+77G8q969eyM+Ph7Ozs7YuHEjFi9ezCUzhA/HACAyMhIJCQlISEgQ24Mo4Tinc+fO6NKlC+rq6vD48WOEhoaKFH8Xtn8+vMu8R1paWmQcyXciyNfXFy9fvkRqaio+/vhjVFVV4auvvoKZmRnq6+u5+6IwIfTpp59i1KhRYqtVeO7cObx8+RInT54EAFy5cgWRkZGQl5eHkZERwsLCEBoainXr1qFPnz4oLi5GaGgounfvLpb42hUeVyUx70laWhoZGhpSdHS0yBLNuLg4MjExofz8fB6j+11aWhqNGjWKFi1axL3G17abN7XdF/369WtavHgxeXp6cr9//vw5ZWdn06tXrygiIoLGjBnD1WrgU2ZmJk2YMIHc3Ny4106fPk3z5s0jX19fbslkTEwM6erqimXf9LZt22j16tX09ddf0/PnzykhIYGGDh1KUVFRRCT6mYeHh5Onp6fI9jFxevjwIRkaGtKSJUu4pfdHjx4lPT09srOzE1nyHhMTQ3p6erzsPb937x4NHz6cdu7cyW0HFYqNjSU9PT16/Pix2OMiaj9tx9XVlSwtLcnY2JjmzJlD27Zto4yMDLp//z69fv1a5L3R0dE0Y8YMevXqldjjFCotLaVLly6RjY0NzZo1ixYvXkzu7u5/iJUvS5cuJXt7e/L396cNGzZQcXExVVVVUXJyMhkYGIjUKYuOjiZdXV2x14FrW1ulsbGRfvnlF67WDlHr1mRXV1caNmwYWVlZ0axZs8T+3Vy1atUfanI0NTVRbm4uPX/+nK5du0aOjo6Unp5OROKru/Om9tR+JLm/JGoffea6deto7NixtHLlSioqKuJqlm3YsIECAwOJqHVMN3r0aJHY+dDQ0EBbt26lXbt2ERFRREQEDR8+nNauXUsmJiZkYmJCd+/eJSKi1NRUXrZgtR2nC7fbNDc3c+OhlStXUmJiIhHxuz31xIkTtGPHDgoKCqLffvuN7t69S3p6eqShoUF79uwReW9sbCx9+umn3LXlQ3NzMxUVFZGBgQFXb0fYR/K9zZdIsuc9bbm4uJCtrS09fPiQ8vLy6OnTp7Rx40YaNmwYxcXFEVFrraYRI0ZQZGQkLzEeOnSIXFxciOj3elAeHh5ka2tLpqamdPfuXWpqaqKcnBx68OABr+M3SceSQf9SbW80RESHDx8mXV1diUhYtHXr1i0yMjKi7777jvf90ELtrbi1kPCG8vjxY5owYQLXSRIRHT9+nJycnMjf35927NghtiSGm5sb2dra0sGDB2nixIl07do1IiJKTEykoUOHitxEYmNjSV9fnx49evTe4/ozDQ0NdOnSJZozZ45IQujEiRM0ZcoU2r17NwkEAq498VWUmaj1Rjhs2DBatmwZJSQkUEJCAm3bto0mTZrEW1ztpe20h8nXX4mIiKB58+aRnp6eRBRlXbZsGdnY2FBdXR33WlFREZmbm5OPjw9dunSJdHR0KDw8nE6fPs3Lveht9xeBQEBXrlwhGxsbkQT6vXv3qKioSOzXNisri+zs7KiyspKIiOrq6ujOnTtkYWFBhoaGNGnSJDpw4AA5OjqSg4ODWGNrqz22H0nsL4naR59ZV1dHvr6+ZG9vT19++SUZGxvTzp076cmTJ/TgwQOaMGEClwD49ddfafz48VytQnHbtGkTxcfHU2BgIDfeCA0NpefPn3PvWbhwIS1ZsoSI+E0QSPqD2zcT/IWFhURElJOTQ0ZGRrRhwwbuvbGxsbyPidoyNDSkn376ie8w3koS5z1t7d69m2xtbd/6O39/f9LW1qaXL18SUWsBbD09PZFaSO9bU1MTNTU10Y0bN8jIyIguXrxIixYt4mrWPX/+nNatW0dr1qzh7cFye8OSQf9iaWlpZGpqSkuWLOFtBcO7SEtLo88++4wiIiJ4f8rdHotbv82jR49IX1+fG/AQtSY0Zs6cKbaJ2OnTp8nGxob7ed68eeTp6UkeHh4UHx9PZ86coaFDh9KPP/5ICQkJvA4k3rZiwNraWiQhlJCQQEZGRtwkXBLa07Vr18jOzo4sLCzIwcGBtm3bxtvpE+2l7bSHydefafsEsbCwUCKedLWHk+1WrFhB2tra5OrqSi4uLhQaGkqnTp2iGzdu0PPnz+nEiRNkZWVFq1atEmtcb8rIyCArKyvKy8ujO3fuUFhYGI0cOZK8vLwoJSWFgoODycbGhi5cuEDW1tZUXl4u9slse24/ktRfErWfPpOo9SRAIyMjKigooKSkJFq5ciXp6enR2bNnaeXKleTk5MRNbNsmhcVt/vz5FB8fL/KacGWI8LTUY8eOiSR/+SSpD27/LMFvampKAQEB3EPHTZs2SVQiSNgfGhgY0LFjx3iO5s9J0rznTZ6enlz/I1xJKRx7lJSUkImJCZ04cYJ7vzjj37x5M7m6upKtrS0FBgZSQEAArV69mr766isi+v1QmoiICJo/f77Y4mrvWDLoX+7GjRs0YcIE3o+j/DspKSlkYWHBe6eYmppKhoaGdPjwYSJqvflNmjRJZIsDX8vy3yY8PJyOHTtGFy5coJycHKqoqOBu3sIj0D09PbmO/Pz582I7pj0kJITc3d25OIcPH05hYWHk5+dHGhoaFBkZSUlJSaShoUGampq8DX7+asXAnDlzaOHChdwA4/DhwzR16lSJak+NjY0S8Z1sD22nPU2+/owkLHVvqz2cbHf58mXS0NCgBQsW0NKlS2nRokU0adIk0tXVJRMTExozZgwZGBiQhoYGrV+/XuzxCeXn55Oenh5ZWlrSpEmT6IsvvuCO7SZq7aucnJwoKyuLezIrTv+G9iMp/SWR5PeZb57+tmHDBlq8eDG3RezkyZM0Y8YMWrhwIWlpadGVK1eIiJ8+SriF29nZWeQUw7dtwQkJCaHVq1eTQCCQiP5U0h7c/l2Cf+bMmRQUFESPHz8mLS0t0tDQ4D151VZjYyOtWLFC4k+NkpR5j1BpaSlVVFSQjo4OJScn/+n7DA0N6eDBg2KMrJWHhwfZ29vT6dOnKSwsjCZNmkTLly8nY2NjmjhxoshJmvv27SMPDw+2MugdsWTQB4DPpzT/RG1tLd8hEFHrjXnq1Km0e/duMjAwoL1793K/k6S9vcJEyrBhw0hTU5OmT59OOjo6ZGZmRu7u7vTNN9+Qv78/aWho0PLly8U+6ElJSeGW6f76668iNRlOnDhBlpaWVFlZSYmJibzdtN9lxYC1tTWtXLmSu35VVVW8xPpn2n6ufA9sJb3tSPrkqz1avHgxd6w0EVF1dbXISpCTJ0+StbU17+0mJSWFtLW1uUFubW0tVVZW0t27d+n48eP07bffkpeXF+8TiJycHIqIiKALFy7Qw4cPRX4XERFBDg4OvN3T/w3tR5L6SyLJ7TPDwsLI0tKSTp06xb2WlZVFzs7OlJKSwr2Wm5tLx48fp9mzZ4tMxvgi3NJE9PuqhsePH5Obmxtt376dtm/fTnp6erxuR38bSXpw+y4Jfk1NTbp16xZlZmbyclT732kvSQBJmff4+flxK+rmzp1LERERIjUyW1paqLm5mWpqasjV1ZVu374t1vguXbpEVlZW3M/l5eVkb29PP/30E508eZIsLS3JxsaGAgICaMuWLfTpp59KRFtqL9hpYh8AcVV2/7/i82jptnR0dBAUFIRFixZBV1f3D9X+JYWJiQm8vb2RlJQEfX19mJqa4tWrV8jPz0d2djays7MhJycHOTk5JCcno7i4WKxHPgqPvRYIBPj0008BAE1NTZCTk0O3bt3QqVMnyMrKwszMTGwxvcnKygpnzpxBQ0MDOnXqhLt37+L7779HXV0dVFRUUFJSAkVFRTx48AAdOnRAQEDAez8q9Z+SpNMnJL3ttJeTDNsTST/ZTkhfXx+7du2Ch4cHtm7dCkNDQ3Ts2BEjR47EyJEjeY2trYEDB3InflZVVQEAGhsbER8fj4iICMTFxfF2T/83tB9J6i8Bye0zp02bhtraWvj4+CA1NRUWFhbQ1dWFqqoqDh48yN3f+/Xrh379+sHCwoKX09iioqIAAJqamlBVVYWMjAyePHnCjTWEMaqpqaGkpAQAEBMTgyFDhog91r+ip6eHixcvSsR4PSMjgzthVkZGBkSEbdu2YdiwYQCA5uZmaGhoQF1dHcrKyjxG+ufk5eX5DuGdSMq858mTJ+jZsycAoFevXjh69CgmTpyIwYMHQ05Ojjvy/vvvv8eLFy/EfkpgeXk5d/poY2MjlJWV0djYiIKCAtjb2+Ojjz5CamoqMjMzoa6ujpiYGAwePFisMbZnUkREfAfBMJIoPT0dq1evxpdffglzc3N89NFHfIcEAIiNjcWLFy9QXV2NlStXIjw8HPfv34e5uTlsbGzQoUMH7r3Nzc0oKiqCgoICb/HT/z/6uKamhkukHDp0CL/88gt27drFe3Ll+vXrcHd3R3BwMCZNmoS6ujoIBAL89ttvePLkCV6/fo379+/Dzc2Nm6Qxf01S247QzZs3ucnX/v37AfA/+WqvMjIyMHfuXCxatAgeHh4iE8K4uDiEhIQgLi4OgwYN4jHK3yUnJ8PT0xPbtm2DkZGRyGdObY5p51thYSFmzpyJXr16QU1NDc+ePcOuXbswfPhwvkNj7ec9kNQ+8+7duwgJCQEADBkyBEuWLMG8efPg5OSEOXPm8Brb7du3sX79ekhLS6OhoQFlZWVQUFBAaWkpRo8eDTU1NSgrK2PAgAFQUFCAtra2xCWBJNGWLVuQlZWF8PBw7ij2tn3jrl27UFhYiE2bNnETdKZ9EiZNXVxcMGjQIKxatQqNjY2wsbFBQ0MDFi5ciMmTJ6OsrAzXrl1DREQEoqOjxX4fysjIwMqVKxEVFYUePXpAWloatra2MDc3h4ODAwDg+fPn6Nu3r1jj+rdgySCG+Qs3b97E2rVrYWNjA1tbW3Tt2pXXeNzc3FBWVgYtLS0UFRXBwcEBOjo62Lp1K27duoXPP/8cs2bNQufOnSVqYlNSUgInJyf06tULXbt2xZUrV/Dtt99yT5r4lpycjGXLlnErBtrLUyVJJmlt502SOvlqjw4fPgw/Pz989tlnmDhxIgAgNzcXp06dQnh4ODQ1NXmOUFRycjJWrlwJPz8/TJs2TSKTGI2Njbh8+TLu37+PwYMHY/To0ejduzffYXFY+/nfk9Q+s6ysDBkZGQgLCwMR4aOPPoK8vDwCAgJ4j1GYhKysrERpaSmysrIQHR0NbW1tSElJITMzE2VlZWhoaEBERAQGDBjAa7ztQXtL8DP/dwEBAWhoaICfnx8AoLq6Gp6ensjPz0dhYSGGDx8OJSUlrFq1SmTlrzhlZ2djyJAhaGlpQXNzM2xsbLBhwwbo6OggOjoaW7ZsQUpKCpSVlSXyni7JWDKIYf7G9evXsWXLFsTExPA68PH29kZeXh6OHDnCvdbQ0ICamhrU19dj7969yM/Ph6GhISwtLdG5c2feYn2TQCBAcnIyrl+/DjU1NRgZGUFdXZ3vsES0lxUD7YmktJ0/I6mTr/YoJSUF4eHhqKyshIqKCrS0tGBtbS1x7Vzo4sWL8PX1xblz53hfndhesfbzvyfpfea+ffuQnJyMnJwcnDt3DioqKnyHBOD3e3RmZibs7e1x7tw5qKqqcr8XbmNl3k17S/Az/8yb2ysPHTqEjIwMREZGQk5OjhvvVldXIzc3F71794asrKxEtCGBQICysjJYWFggKSkJFy5cwK5du7Bv3z6MGDGC7/DaJZYMYph3UFdXx+ve3ocPH8Lf3x//+c9/0LlzZ9TX1+PRo0fYsGEDKioqoKCggDlz5uDly5e4evUqvvzyS9ja2rIExj/UHlYMtDd8t52/I+mTr/akqakJ0tLSEl83Rqjt1lXmv8Paz/+eJPaZbbcBvnz5ErKysujWrRvPUYlqaWlBSUkJbGxsEBUVBXV1dTQ3N3N1b9h46J9pbwl+5t286/bKHj16oGvXrtDU1JSounpAaw0hV1dXaGhoIDExEVFRUSwR9H/AkkEM0w7cv38fX3/9NXbv3o2ysjJcvXoV+/btg7GxMWxsbJCamoqLFy8iLi4O3377LWxsbNCnTx++w26X2IqBD48kTr7ao7YTLjb5+nCw9vNhaC9teurUqVi/fj2mTp3KdyjtXntL8DPv5l22V75+/ZrbdSBp2yuLi4sxadIkKCoqIi4ujreta/8W7DQxhmkHVFRU8OLFCyxbtgxlZWXo3bs3Vq9eDTs7OwCAhoYG0tLSoKCggOXLl/MbbDtnbGwMfX19lgj6gLCJ7P+GpJ3UxIgHaz8fBklv08JklUAgwOvXr/kO519BVlaWJfj/hYSr/Dp37owuXbqgrq4Ojx8/RmhoaLvYXvnRRx/hyy+/xJw5c9jBLv8DLBnEMO1A7969ER8fj59++gnq6uro27cvNDQ0uN8fO3YMcnJyaGxsZMWP/wdYIohhGIZh2g8pKSk0NTVBR0cHo0aN4jucfwWW4P93k5KSQktLC7p16wYlJSVUV1dDVVWV214pqWNhWVlZeHt7ixQ3Z/577CoyTDsxcOBALgNeVVUFoPXEmfj4eOzduxdxcXESmcFnGIZhGIZ53+Tk5BAYGMgeijHMO5KWloaqqipkZWXx7NkzqKurc9sCJTkByBJB/zvsSjJMO1NYWIiZM2eiV69eUFNTw7NnzxATE8P2zDIMwzAM80FjiSCGeXdseyXDkkEM0858/PHH2Lx5M+7fv4/Bgwdj9OjR6N27N99hMQzDMAzDMAzTTrDtlQw7TYxhGIZhGIZhGIZhPkCs5uiHiyWDGIZhGIZhGIZhGIZhPiDSfAfAMAzDMAzDMAzDMAzDiA9LBjEMwzAMwzAMwzAMw3xAWDKIYRiGYRiGYRiGYRjmA8KSQQzDMAzDMAzDMAzDMB8QlgxiGIZhGIZhGIZhGIb5gLBkEMMwDMMwDMMwDMMwzAeEJYMYhmEYhmH+h3Jzc/kOgWEYhmEY5i+xZBDDMAzDMB+0qVOnQktLC9ra2tDW1sbo0aMxceJEBAUFoaWlBfPnz0doaOg7/b+CgoLwn//8h/s5LS0NU6ZMgba2NuLj49/XP4FhGIZhGOYfkeU7AIZhGIZhGL75+vrC2tqa+/nRo0dwdHREx44d/9H/p7y8XOTnH374AcOGDRNJEDEMwzAMw/CNJYMYhmEYhmHeoKGhAV1dXWRmZoq8Xl1djcDAQKSmpqK4uBidO3eGnZ0dXFxcsGfPHpw6dQoAkJmZiU8++QQ//fQTAEBbWxs3btzAq1evsG3bNty4cQPS0tIYN24cvvrqK6iqquLGjRtYvXo1dHR0kJycjCVLluDp06fo1KkTXrx4gdTUVHTr1g1+fn64ePEifvzxR8jLy2P58uWYPXu22K8RwzAMwzDtF9smxjAMwzAM00ZTUxNu3LiBX3/9FRMmTBD53fbt25Gfn4+jR4/i9u3bWL9+PXbt2oXc3Fy4u7vDwsICFhYW+PHHHxESEsL9fPv2bUhJSWHBggWQkZHB+fPncfbsWQCAi4sLBAIBAODly5dQV1fH9evXMW/ePADAsWPHsHjxYty6dQsjR47EwoUL8cknn+D69etwdnaGn58fGhsbxXuRGIZhGIZp19jKIIZhGIZhPni+vr7YvHkz93OPHj3g5OQEe3t7nD9/nnvdw8MDMjIyUFJSwsuXL9GhQwcAQHFxMfr37/+Xf8fNmzfx/PlzHDt2DEpKStzfq6enh/v373Pvs7GxgZycHOTk5AAA48aNg46ODvffycnJmD9/PgDA0NAQAQEBKCkpQa9evf4HV4JhGIZhmA8BSwYxDMMwDPPB27hxo0jNoD9TWlqKgIAAZGZmok+fPhgxYgQAoKWl5Z3+rIqKCpcIAgAlJSUoKyvjxYsX6NatGwBAVVVV5M8pKytz/y0jI4MuXbpwP0tJSb3z388wDMMwDCPEkkEMwzAMwzDvyNPTE1OnTsXBgwchKyuL8vJyJCQkvNOf7d27N8rLy1FdXc0lhKqqqlBeXo7u3buDiAD8nuARevNnhmEYhmGY/ytWM4hhGIZhGOYdVVVVQUFBATIyMigrK4O/vz+A1jpDACAvL4+qqqq3/lktLS0MGjQIGzduRFVVFaqqqrBp0yb069cPY8aMEdu/gWEYhmEYhiWDGIZhGIZh3tGWLVtw5swZjBkzBtbW1lBTU8Pw4cORnZ0NADAzM0N6ejqmTJnyhz8rKyuLiIgICAQCmJqawtDQEE1NTYiMjISsLFuszTAMwzCM+EiRcE0ywzAMwzAMwzAMwzAM86/HVgYxDMMwDMMwDMMwDMN8QFgyiGEYhmEYhmEYhmEY5gPCkkEMwzAMwzAMwzAMwzAfEJYMYhiGYRiGYRiGYRiG+YCwZBDDMAzDMAzDMAzDMMwHhCWDGIZhGIZhGIZhGIZhPiAsGcQwDMMwDMMwDMMwDPMBYckghmEYhmEYhmEYhmGYDwhLBjEMwzAMwzAMwzAMw3xAWDKIYRiGYRiGYRiGYRjmA8KSQQzDMAzDMAzDMAzDMB+Q/wdDMyrNK9a2EQAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "\n", "\n", "top_platforms_jp = platform_sales.sort_values('JP_Sales', ascending=False).head(-11)\n", "top_platforms_na = platform_sales.sort_values('NA_Sales', ascending=False).head(-11)\n", "top_platforms_eu = platform_sales.sort_values('EU_Sales', ascending=False).head(-11)\n", "\n", "# Merging the top platforms DataFrames on 'Platform'\n", "combined_platforms = pd.merge(top_platforms_jp, top_platforms_na, on='Platform', how='outer', suffixes=('_jp', '_na'))\n", "combined_platforms = pd.merge(combined_platforms, top_platforms_eu, on='Platform', how='outer')\n", "\n", "# Fill NaN values with 0 if any platform is not present in all regions\n", "combined_platforms.fillna(0, inplace=True)\n", "\n", "plt.figure(figsize=(14, 8))\n", "width = 0.25 \n", "positions = np.arange(len(combined_platforms['Platform']))\n", "\n", "plt.bar(positions - width, combined_platforms['JP_Sales'], width, label='Japan', color='skyblue')\n", "plt.bar(positions, combined_platforms['NA_Sales'], width, label='North America', color='orange')\n", "plt.bar(positions + width, combined_platforms['EU_Sales'], width, label='Europe', color='green')\n", "\n", "plt.title('Comparative Game Sales by Top Platforms Across Regions')\n", "plt.xlabel('Platform')\n", "plt.ylabel('Total Sales (in millions)')\n", "plt.xticks(positions, combined_platforms['Platform'], rotation=45)\n", "plt.legend()\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 405, "id": "2a41886d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "excluded_platforms = ['DC', 'GEN', '2600', 'SAT']\n", "filtered_combined_platforms = combined_platforms[~combined_platforms['Platform'].isin(excluded_platforms)]\n", "\n", "plt.figure(figsize=(14, 8))\n", "\n", "width = 0.25 \n", "\n", "positions = np.arange(len(filtered_combined_platforms['Platform']))\n", "\n", "plt.bar(positions - width, filtered_combined_platforms['JP_Sales'], width, label='Japan', color='skyblue')\n", "plt.bar(positions, filtered_combined_platforms['NA_Sales'], width, label='North America', color='orange')\n", "plt.bar(positions + width, filtered_combined_platforms['EU_Sales'], width, label='Europe', color='green')\n", "\n", "plt.title('Comparative Game Sales by Top Platforms Across Regions')\n", "plt.xlabel('Platform')\n", "plt.ylabel('Total Sales (in millions)')\n", "plt.xticks(positions, filtered_combined_platforms['Platform'], rotation=45)\n", "plt.legend()\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "eac92523", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 406, "id": "b1e55609", "metadata": {}, "outputs": [], "source": [ "top5_jp = platform_sales.sort_values('JP_Sales', ascending=False).head(5)['Platform']\n", "top5_na = platform_sales.sort_values('NA_Sales', ascending=False).head(5)['Platform']\n", "top5_eu = platform_sales.sort_values('EU_Sales', ascending=False).head(5)['Platform']\n" ] }, { "cell_type": "code", "execution_count": 407, "id": "e1552432", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "def plot_genre_preferences(region_top_platforms, region_sales_col, region_name):\n", " # Filter data for the top platforms in the region\n", " df_top_platforms = df[df['Platform'].isin(region_top_platforms)]\n", "\n", " # Aggregate sales by platform and genre\n", " genre_sales = df_top_platforms.groupby(['Platform', 'Genre'])[region_sales_col].sum().unstack().fillna(0)\n", "\n", " # Plot\n", " genre_sales.plot(kind='bar', stacked=True, figsize=(14, 8), colormap='viridis')\n", " plt.title(f'Genre Preferences for Top Platforms in {region_name}')\n", " plt.xlabel('Platform')\n", " plt.ylabel(f'Total Sales in {region_name} (in millions)')\n", " plt.legend(title='Genre', bbox_to_anchor=(1.05, 1), loc='upper left')\n", " plt.xticks(rotation=45)\n", " plt.show()\n", "\n", "# Plot genre preferences for top platforms in Japan\n", "plot_genre_preferences(top5_jp, 'JP_Sales', 'Japan')\n" ] }, { "cell_type": "code", "execution_count": 408, "id": "3f8a17f9", "metadata": {}, "outputs": [ { "data": { "image/png": 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dkON3SxWqS17smwgAQGlFSAgAAADg6nj7SvV7OkYPHomTkg+fP1a3q1T7RgLCcihvmnFufLyzLTc+Xpl/vWbqMQCULYSEAAAAAK6eJViq2V46vk2yZjna/EKkaq0kH3+Plgb3uHCacZ6U71c5XzP1+OqcST+jhMyEAu0RlghFBkR6oCIA5R0hIQAAAICrl3xM2vbR+YBQkrLOSds/caxRmLeZCYAiSchM0JI9Swq094vpR0gIwC0ICQEAAABcndxsad8aKfWU433dLo71CY/EOdYoPLxeatiLKcfljDkiQmED+is3Pt45gjC4W1d5/zV60BwR4cnyAAAuIiQEAABAqZOTa5O32SSTyeTpUlAU3r5STE8p46wUVkuq31Wy5jqO5WSyJmE55RMVJZ+oKOcahJLkHRUlS8OGHqupNGP6MIDSjpAQAAAApYLNZtfe+FRtPXxWJ5IzFB7oq2trhqleVJD8fMyeLg9XEhglxQ6QfAMcaxD6yDF60G6T/EM9XR3gcUwfBlDaERICAACgVNhyOElfbDsuq80uSTp1Lku7T6Soa6NKurFBpLzNjEQr9QIvml5qCfFMHShRedOO814DF2IEJVB2EBICAADA486kZunb3085A8I8dklr95xWvUqBqhEe6JniAHhcTny8rAmOoMkcEWGIXZMjLBHqF9Ov0PayhBGUQNlBSAgAAACPO3UuU6lZuYUey7XZdSwpk5AQcLecDCkjSQqp4nhvs0opJ6QK1S77MWtCgpIWLZYkhQ3o75YAryTuUdpEBkQSogEoUYSEAAAA8LiLRxAWPG4roUpQ7mSnSSknpYi6jvfWHCnpkGODFTN/HXLKyZAOx0npZ6TqbaSQqtLRzdK5I1JWqlSx4GYkeaP7cuPjnW258fHOjUyKY8RfSdwDAODAfxUBAADgcZFBfvLz9lJWbsEw0CSpcgVLyReFsi87TdqzUjoS59hUpVIT6eA6afdXUuPbpRrXExTmSdgv7fxSOrVdys2UwmpLB36Q9qyQrh0mBURKQflHtV04ui9PyvernK+LY8RfSdxDKpl188rL9GEA5Rf/RQQAAIDHVa5g0fV1I7R2T3yBY82qV1DVsAAPVIUy79wJ6ch6yZotbVskVYmVjm507Li8d40UUV8KqezpKt3GpeDLbpVSjkuZydLm96TKsY6Q0MvbESDq8qN9y7qSWDeP6cMASjtCQgAAAHicyWRSh/qRCvH30c/7zig5I1cBPma1qR2mljXCZfExe7pElEURdaXmA6RfF0nWLMeIQknyqyC1HFKuA0LJxeCrUhPp+keltVOltNOOgFCSql8nXfeQFFRwtF7ersa58fHO0X3B3brK+6+RfcWx03FJ3APuxQhKoOwgJAQAAECp4O/rrevqRKhplQpKzc6VxdusCgE+ni4LZZnJ5Ai/KsdKRzecb693kxRRx2NllU52ySdICqvpCAnzVG1xyU/4REXJJyrKuT6gJHlHRcnSsOD6hX9XSdwD7sUISqDs8PJ0AQAAAMCFAi3eqhRiISDE1bPmSIfWScc25W/f/bV0fJtHSiq14v+Q/ljhmI7t5S0FVXK0b/nAsY5j2hnP1gcAcDtGEgIAAAAon5IOSruXO9Yg9Ksg1e3s2IjDmiXt+EwKqiiFVPF0laVDbqZ06GdHQFirg1S/q7TxHcfX8OhGqV7XS340b0pw3mt3cPc9mBILAISEAAAAAMqrsFpSw97S/h8caxCG15YsodLvn0lN7i6+gDAjSUo+JkX+NQU2N0OKPyBFxkjevsVzD3er1EhqM0I6/It03SNSSFXH9OMdn0ptHih0TcI8eVOC3cnd92BKLAAQEgIAAAAor8w+Uq0bpKiG5zcpqRLrGEFYoWrx3CMjyTEq8fQumZreo7CgYJn+/N6x8UfMLVKdTh4LCl0aHedtkRp0l6q3kYKjHW01rpPCazHaEgAMgpAQAAAAQNmRkyl5+zk2JZEc6w5KjkCwMGaf/LsYm0zFFxBKjrX6zuyVbLnSb58ozBwp5Zx03OfE1vOhpAe4PDrO23I+IJQkLy8CQgAwEDYuAQAAAFA2ZKf9tenIVsludwSEB39y/MkLC0taZH2p5WDJ21+y5Sr3xO+O9uBoqcVgjwWEAAC4ipGEAAAAAEq/3Ezpj2+lgz9KR35xhIRZydLOZY7jJrNU+8bzIwxLUlgdKbKBdGLb+bYa10vBlS/5EQAAShtCQgAAAACln7dFiqgrHV7v2J1420JHUCi7Y+fi0OqeCQiz06U/v5dO/pq/fdcyR83V23imLgAAXMR0YwAAAABlQ+XmUouBkpdZstsk2SXfQOnaoVJ4Hc/UlHxEOviD43VwZZlbD3NOPdYf30ippzxTFwAALiIkBAAAAOAZ6QmOkYG52Y73WanSoZ+lrJTCz7fmOD5js13Qli1lnv1rVKEHRNSXmtwjhVSTWgzREVuUY43CwCgpdlD+jUAAACjFmG4MAAAAoOSlJ0i/fiKd2SNlnpNqXOdYc/DQOinpkNSol+QXfP78vE1Kdi2XcwShNdcx9fjXRY5zqrQo+am9Xl5S9bZSZH3ZLWHKzT0pe1QTqW20FOjCzsIAAHgYISEAAACAkpedJqWdkmSX9qxwbPpx7pjj2LljUk5G/pBQJsnLx/HSr4LUaqhjxOHWjxxtXmbPrf3n5eUIBK3W820EhACAMoaQEAAAAEDJC60hXTtM2rxAykg6HxBWqC61GCwFVcx/vtlbqtFOMnlJIZULrkFYuXnJ1A2Ucjnx8bImJEiSzBER8omK8nBFAMoKQkIAAAAAnhEQIYXVdoSEeSJjJP+wws83e0u12udvIxwE8rEmJChp0WJJUtiA/oSEAIqMkBAAAABAyctKlfZ8Ix3fkr9932rJ21eq09nxv8WE0VUo7/K+x60pKfKtV1eSZE1JUebu3ZL4vgdwZYSEAAAArkg65Ag3oq9xvE89LSUfkSq3cKxLBqBo0k5LxzY7XleoLjXqLf262DGq8NAvUnRTKaRKsd2O0VWli9VmV67NJj9vs6dLKVHuDKvzvsd969XV2SUfS5JC+/VV9t59kvi+B3BlhIQAAABFlXRI2vK+Y8OFFkOk4IqOUCPpkJST5didlaAQKJrwOlLLwdK+tVLTe6TgSo41Cn//XGp8R7EGhKVSbnb+kZLWHMlkLve/Q1KzcvXHqRRtOpiotCyrakUGKLZ6mGpHBnq6tBJBWA2gNCMkBAAAKKq0M1LmOcmWI239QLKESaknHMeSD0s5zSS/IM/WCJQlla6RKtSQLH/tYhxWU2o1/Pz7q3ThqK3c+Hhne258vDL/eu2RKZjZadKf30tRMVLFRo6A8OA6ySdAqta63AaFGdm5+nbHCW06dNbZdjolS9uOJKtfq+pqVCXEc8XJ/VPSz6SfUU7WWZ3NOutoyDqrc4l7FGGJUGTA1e+GbbJYFHLzzco+cdzZ5hUUpJCbb3YeB4DLISQEAAAoqqotJbtN+u1jKTfzfEBYva0UcysBIfB3XBwIFlNAKOUftXWhlO9XOV+X+GiunAzpj2+lAz9IR+Ico5JTT0q7ljl2bjZ5SdVbl1w9JehwQrozIGwfLgWmn5MkpQWE6PtdJ1UjMkCBvp77K6o7R/nlxMcr5/g+Hdq/TWfOOqb/Ru7fpuykQIWE1VdOFftV38+emalz33wj69mzzra0//6gzNBQSY5nAoDLISQEAAAoKpNJCqslWSpI6WfyGqVKTYs12ABwGedOSH7B50P5tL9+FgMvPxLLlpkhe2aWJMlk8ZOXxd+dVV6a2U8KqSx5maWcdGnzO5I1V5Jd8g127PhcTu05neJ8HZh+TucWL5EkhfTvpxOZITp9Lku1I8vnX1GtCQk6u2ixMyCUpDMrv5IknQ2tq7BhDzP1GIDHlc/fwAAAAO6QetqxBqEzIJQku7RtoWQaLEU38VhpQFHlTakskzudJh+VNr8vRdZzjN7NzZJ++8RxrFlfKTB/wGaOiHCOnsrat19nXntNkhQ5cqT86tZxnlOivLykam0dr3/92DHVWJJ8g6Rrh0oRdUq2nkK4a9ptDWUq2OIYPeiXnORs90tOUvcKUkDqWckDaxPmPW+pmpL+N+R9v2cfPapzy5ZLkkJu6y3fatWcxwHgcggJAQAAiiphr3Rih2TLlhr0kCLqSZs/kNKOSYf+51hPzY8Rhfgb4vdIPv5SaA3H+7OHpex0qWLDYr9V3pTKMrdpQk6mYx2/tNOOPzarYyfkM384jh+Jk2Judoz4/YtPVJTzGa1JZ53t3uHhsjQs/q9tkdmtjue5kM3qCD1LAXdNu43MSdWhv0YP1r6uhcLaNpMk5SSeVvJ338vy1AhJVYvlXq4obFp6cU9JN0dEKHRAf0Xu3+YcQRjZs5eywwIVGla/WAK8C7/fzX9NMfatVs2z3+sAyhRCQgAAgKIKqS5VbiKlnJQqx0pBlaSa7aSDP0pVW0k+xtidE8Xs9C5pyweOkPDaoY62ze87pqK2GCJVauTR8koNH4sUc4sjGDx7yBEK5qnSQqrZPl9AKOUfEWfLzHC22zIzlLl7tyQPjBL7a5OSrN8+UaY1Q/IJlN2aJa+sZGn9a/Jpdb/8q7YouXquljVHMvtc8D5XMhf+18wQi4+CLd5KycyVj92qsx9/LEkK7dtXVUL95edtLomKC8gbgZcbH+8MB4O7dZV3XuBWTAHeOXOispPO/3ciOyxQa/32q1L1NqocXoYCewDlFiEhAABAUaWdcoz+Cazo2N3YP1zKSnUEhvG7HDuVsnkJXGHNdYwazMlwhIKbFjiCrnRHsKXkQ1Jk/UuGLkVV2C6/ZXE6pYIrSU3ukn6Zc36ariXUMfXYv0KB0y8cIebXqKFC+/WVJOWcPKnUtf+V5IGNS2w2KTtNpuSjygkM1cEGHRWclaGobR/Lbk6WctLkidUSr7QTdKHfI1mp0t7vpejmjmnSudnSwZ+kgEipSvMC9/CvFKWWjw3X6ZQs+SXGK9kkeXuZFNWgjgJuusFj02HzRuBdOLbTOyqq2EfgRVgiFFKnlfRIfUdDWAVVCmqjCEvxPveF0+yZYgzAFYSEAAAARVWlpWTLlbZ/4pgamHPM0e5TT2p0GwEhXGf2lmp3cuya/ce3Ukbi+WP1e0h1Ol11QCiVzHTKEpGWIO3++nxAKEmZZ6X9a664w3jWrt3ur69IbJK3RarVXjYfP5ltdkmSveb1spt9PVbVlXaCLvA9kpUm7VnhWGrh2Fbp2vukpAPSrq8ks68j7K7crMD1LD5m1QgPUEZijrICfOVlknxysuR10SjQ/2fvv6PsOM/8XPSpqp1z6hzQQHejEYgM5iRSokhKIiWRFKPyaJLGY1+fY/uOfa587vX42Het63uP0/jYMyNrFBkUKIkSg0iJIsVMgMixETuHvXvnWOn+UeiwOwBodAPdDXzPWljY/VXVrq/iru9X7/v+rkZinhi0xqB1sq3hMqxnatqxQCAQzAchEgoEAoFAIBBcLLJs1SF0RyA/HmkjQdN2cAWWtGuCFYzdCbUb4PQbVkQhWKnHdRstMUlgoZbg6K8gfsz6u34TFNOQ7oGz74AzaNUKnSI2TY2oupyppPNCcYDdRamUpv/MhyBJ5LQKZXcE2eGhqf2uK9ufS8XmAG8NSDKU0/DB/7AiCTGt89c58544VYjUUykU2TpW2VdeoRAKLblYLSLwBALBtc6Si4RjY2M89thj/Nt/+2+58cYbl7o7AoFAIBAIBHOTj8O+Z6YIhDDhbrzty1C3Ycm6JljBpHqsmoTqZM081CJ89F2rRmGodc5FL5bZxLIlFcouBbsLVt8JY6cgsho2fB60Euz9oTW9cduMmoRTI6oudyrpRSMr0HozVLIY/W9bUaSAoVcorvsCo+4g4SXo1oUE1RnniGKHttusz4d/Pmm64gzCjq9BpO2865NcTpwdHROflwMiAk8gEFzrLKlIuHv3bv7qr/6Knp6epeyGQCAQCAQCwcURP245HAM07oBYBxz8iSXonHoDQi3C3VgwP3QN+nZDIW793flJQIbuV6y6hH0fgr9xwSnHs4llSyqUXSqRNrj+G1aUmjsIBGHrU9Y0f91S9mx+mKZVssA0pzYiYyKxNGm3lySomqbl1FzVZkwIn9OZtxApEAgEgivKkomEzz//PP/5P/9n/vk//+f803/6T5eqGwKBQCAQCAQXT+MOKGcgNwIbPgcOn5Vq1/shbHpYCISC+aPYoOPjlmmJOwwdd4MpgYQVudpxz6LUJAQsUUqe4h4ry5aJhiwvzvdfKUIt1X9fpDi4bFJJdQ3OvoP96K9pD7Uj2T2YWhlMHenUuzii1y1d3+aDVrGc3Y/8yvrb7raiCStZ2P0PVhRsdE3VIssyslMgEAgEEyyZSHjbbbfxwAMPYLPZLkkk1HX9wjNdRYxv77W23dcy4phfe4hjfu0hjvkKRLZB253WQNjutaJoGncgRddiuoJwgWMpjvm1x0Udc7vXMt1QHCDZLYFw9ccmz7PFOF90Dan3HfBEkaMNBL/4FHYlgXF2GLP5xmrx8CpFjkSQI5GJvy/HdXhRx1srI5XSOGU7Tn8Etn/FevFw8KfWcdD1Jb9HyJEIwScen/g8a3+0MlIxZUUNukKWKJg8A0d+aaWBV/KY59mOi1rHcsY0QSujy3bg3DFXi5ZYKriqudy/5SvuWhBcVUimWRXjviR0dXXxve9976JqEuq6zt69ey9/pwQCgUAgEAgEgqsAp91GY+Uk+oHnkWxO2PZFMDXMPT8CXUPZ8gj9tlVUVG2pu3rN4HMq1OaOUAm2MVByYbfJNGg9mDY3/UYNmrYyjkXAZSOW2U8lvJb+gh2n3UZD+QSGK0yfFr5qxQ67zUYTg0iZfhLRneQrJk2OHLaBD8k030U8f3Vut+DKsnXrVhTl6n+BI1heLLlxyaWyadOma+qC0XWdAwcOXHPbfS0jjvm1hzjm1x7imF97iGN+7bEsjrlpIg1WYLgWdBXO/gowIeQDxQl1LQTrV0iK6zJnXsfb2AiyTGz8b3MDIBGWlqYm4SVjbKjeDmMdyMqSmK9cKaSh/bDnN2BoBAN+Us5GQqdeQNKLBNNemjd9YVZ3Z8HVweW+r49/v0CwFKxYkVBRlGvy4fpa3e5rGXHMrz3EMb/2EMf82kMc82uPJT/mzTst5999T4OhWm02h2X60bh16fp1lXJRx3vG9GVwTyhnoTAG4VXW31oFMv0QbpvhHD3B9O24Fu5tgQbwN0CmD+PsWxhjKaRICFmxQf114AquvFqfgnmz5Pd1geAyIO5cAoFAIBAIBALBRaCOjlI6ehR1dHSpu3JpSNMHs9I1UYtQcJGUs3D01/DB30K82xIIT78B7/1fMLBnmhPzNY6/HrZ/GbznTHOMc+nF1z0MLTcJgVAgEKxYxN1LIBAIBAKBQCC4CPREguSPnkZPJK7I+sZFyQULk6YJA3th34/A0ECxWyY8egX2fB+GRFqbAEj1QO/7UMlZ7sRHfmGJhnoZjr0MhfhS93B5UUpaTs5TyQyBVlya/ggEAsEisCzSjY8dO7bUXRAIBAKBQCAQCJYV46IkQPjJJ7DX1FzaFxkaFMeseoSKE7Y+abXtf8ZqKybBMET007VOrAs2PgSHfmYJhWfestpdYdj2JHgv8fy7Ghk9Bru/C2oBZBuy95xr9pk3rf/X3gdO79L1TyAQCC6RZSESCgQCgUAgEAgEyxF1dHQiclA7F82njY5SOjddiUYvXby7Uih2aLvD+uyJojqa0ZNJ7F2fR5F1aL1FCIQCUGzEazpItN9uicrjxLqIOn2TxiQCkO3n/imw8REqqhv6X4VsP9jd4noSCAQrFiESCgQCgUAgEAiWD9khq97XxN/DVgTTEg26p0bzTXTp1dcmPi8owm8WZhMlxz8vSJi02WH1naDY0I8eJfmjpwl/6YsobatBEUMCAaBVSIwc4pl9/6O6/YSdx2/7FjGPkAkniK6BHV+F/Ahm4w4G9u2nbtsXIX4cWm8Cu2upe7gsmXp/WxEvWASCaxDxRCAQCAQCgUAgWB4MHYADP4FNj0L9Rhg7DR99Hzo+Dq03XxPRObOJkrBIwuR0MVDXhUAomCR+HFJnrM+KE3w1kO633LDjJyC4RqQcTyW6xvqnW6Ylpq8Ogo1L3KnlzaKVUBAIBJcN8VQgEAgEAoFAIFh60v2w71nLCGDP92DDZ+H4K1BKwaHnrejCaPsV75YSjRJ+8gnAiubLvvoa/ns+ge3c4FaJRq94ny6FqyJtehrj27QS+74sibZDvs8SCGu6wO4F2QHpHogIgVBwaVwoOlpcvwLB8kKIhAKBQCAQCAQrnUrBisKr3QAuP+gaDOyBcJsVDbQSCDRawuD+Z0ErWf8DIEHXfRBsXZJu2WtqJgaw44KaraYG17p1l2V9s4mSwIKFySudNn0lGN+mldj3ZYndDcEWqF0HjnOmG746cPrBE1ncdZkmSNLcf1/FXGsptxeKjhbXr0CwvBAioUAgEAgEAsFKplKA7lfh1O+g+QZY/wAM7rMcSsNtsOXJlSEUShI074RyBo78crK95QZou9OqqbfEjAt4lzN6cDZREhYuTF4tEZGCy4xsmxQIAWRp8V16x05D8gysuhVsDqsO6cAeaLsdnL7FXdcyRKTcCgSC5YwQCQUCgUAgEAhWMmphso5Y3weQGYDsAJgG5EYt0W0liIRgCQen36xuG9wP9VusGoVLzFQB70owVdhbqIh3pSMiLxdXY9r0ciLqivJ41+Ozti8KY6dh13es+5KpQ+1G2PtDSPdabV2fviaEwmuJC0VHixcUAsHyQoiEAoFAIBAIBCsZb8yKFtz3Ixg7BZk+q93hhx1fWZI6fpdEZhB2f9eqQYgEjdusFGqtCHu+Dzf8iWUScA1xpUXJlcByTpsuazr9yQIFe5CBdImmkAdZXlkptDFP7DK7GEvn0opNOPIrOPWGJQ4CcHUbE40L3IvqWr4CuFzR0QKB4PIgREKBQCAQCASClY47DHXXWSLhOKFWy+xjpeCJQtutcOxFWPdpaLvDqrG4/1lo2g6+2qXu4VXDlUibvtboTxZ48cAQp+NZRuMJ6muLbG0J8/H1tYQ8jqXu3vIh0gY7vga7v2O9EBgXCFfdBuvuB8fVG0W4nAVugUAgGEeIhAKBQCAQCAQrGV2Ds+/A0V9Vt48cgsO/hPUPWmYmyx2bA1bfaYmb4TVWDcLmneAKQKBJpCAuIis5QnE51lZMFSo8+2Evo7kKpmm1qbrBrrNJDEwe2taMssIiCi8rdhfYPeeihs/hDllOyotEvBAnUUrMaI+6opc5UlJwPhazhIJAILg8CJFQIBAIBAKBYCVTHIMzf7BqEDr8sPVJOPGqFVU4uPec0Na11L28OGwOqJnSV0mq/luwKIynPa7E9MblWFvxbKLAaK4y67QDfWluXh2lOeK5wr1apmSHYM8PrLqpAIoddBWO/tq63tvusO4DCyRRSvDMsWdmtD/e9fiSiYTjAtliupYvBldSUF3JLygEgmsFIRIKBAKBQCAQrGR8tbD9S3DgJ1bUYKwDvDVw8CfQchPE1i51DwXLjPG0x2stvXGq6cliCqTDmdKc01TdJF1SaV6UNV0FFMcgf64m36rboGkbfPR9K6owfgKadswuEmpqtcO5rloC4wpiXCBbbnX5lqOgKhAIlg4hEgoEAoFAIBCsdEKtcP03rNRcsNyMtzxp/S2JNMcFoxZBsk2KFLoGegUcSx8ddrmEr4VyJaIV51tbcWpNuMUUSP2uuYdUEuCyKYuynkuinAXnlHIDlYIlri2VwFa7AbZ9EeLdsPaTVg3CHV+zoqHXfcqqrzqdUgaOv2JFRUdWg1qCU7+HQCM0bL7im7BQRMqtQCBYzgiRUCAQCAQCgeBqYFwgHMcdXJp+XG2oReh+zRIE2+6wRNee9yA3BGvvW/JaiRcrfE0VE8fdVS+ns+qViFZcLqmLrVEPDptMRTNmTGsKuWkMuZegV0AhCYeet4x/GrdaAuHxV8ATgVW3LJlQmAg0knO4KOX6AZCQcK++GTcmM+LWylk48gL0fWC5ne/4CsSPW9thc4D0JajfdMW3YSEsl/NWIBAIZkOIhAKBQCAQCAQCwWwYhhWxdPI1rJgwQHHCoZ9aNSBlBbo+U50GuUy5Vp1VZxNHxz8vlkDaGHTz2S2N/GLvAOUpQmHIY+czWxpwO5YgkrCchcPPw9A+GD1ina/JM3D6DZBkS2BrvfnK9wuIl+IXn96quCDQAEhQTsMH/wO0CmBaUYgu8TJEIBAIFhMhEgoEAoFAIBAIBLMhy1CzzoocLKXgyC+xxMJzAkXdxiURCK+E8LVY/VrqPs0mjsLiCqSSJNFSo/HgDZApGmTzLsJ+CLgNvO4i4L3k775knH5o3A4jR6zU+I++B5yzXvY3QKjtyvfpUrDZoe12q+tHfgFa2Wp3R2DHV61SC7MQdUV5vOvxWdsF1Yh9JRAIpiJEQoFAIBAIBAKBYC4iqy0x4oO/BbUAmFY04favLJkpzKUIX1ProI27qy62s+pyjFacbbth8V1lx0pj/OrMTzANk7HkGJFwBEmWltb8oXEryHbY9W0wdast0GIZHfnrlqZPl4KhT4qDU9sMfc5FYp6YMN0QCASCS0CIhAKBQCAQCAQCwVzoGqT7QZviSapXIN0L4dVLEkl4KcLX1Dpo41uy2M6qV0KInC+zbTdcXldZ0zAvy/fOm1IGhg9C/XVWPT+716pVOnZq5YiEaglOvQ7dr1h/2z1WndByGnZ9B3Z+zRLyBZdMf66f7x767oz2r2z8ihBaBYJrECESCgQCgUAgEAgEs2EY0PveZA1ChxckBcoZy0wBCVbffsUNIBYqfM3XFXgh/bqcYpzgPJQycOjn8N7fQLAFNj0K5RR89F0rVf7j/zusWpqahPPC0KGcB0zwRK0I3rGTcPiXYKgzIwwF86aklTiRPjFru0AguPYQIqFAIBAIBAKBQDAbsmwZIyh2K21zx1es/3f/A6h5KypLXnmP09equ+rUSMeliGq8skiWiGaaUIjDwC7IxUFXLeHNnOnEfKWYVw08pxfW3Qd2FzRstmoQ+hsBCXz1UCsEaIFAIFhMVt5TjUAgEAgEghXNVHODpTAyEAjmRf0m2PYlsDknaxDu+CoUk9C4DSRpSbu33IQv0zQZyZZQ7T7kBx+m7AviukzrGr+XXOg+Es8Pk8j2W5GgtZIlnFV6iRakFZlOeVH3UJcfNj9GSbFR6v4N5Ecsz53a9bD9S+i161iqs2Xe9QIdPuj6lCXag5Xiv/rOyb8Fi0KtHMKmWuKxZhf7ViC4VhEioUAgEAgEgivKVHODpTAyEAjmTf2m6r8jq4HlUQdtOUUFllWdd08meKN7lJJqABLe4SSfqDjYuSqMTVlc4WH8XnLe+4iukhg5yDO7/iPEuizX30ICxk7x+M3/ctFEwvHoONM0GR0dpaamBkmSzusQGy/ESZQSs37X+fp10fdQh5dyqJWT2R7GnY3t3jpSlTh1pThRz9KLyhfNdEFQCISLRsAZ4NG1j9KkB6h0dwPgWN1JwBlY4p4JBIKlQIiEAoFAIBAIBIJrh0rBqmkWXQt2p2VMMnoEQm1W9JXgkjk0kOE3h4eZatuRL+u8sG+AkNvOuoaFiw5To+i00dGJ/8erp82IrEuegeRZy2wmfgwCjZDqsdJtx05CcLXVtkDGo+N0XSd/Jk9nZyeKopx3mdHiKLuHd89o31G3Y+HipWnCwEeY+54GTKuWpqmj5ocJHfwFscj6hX3/1PUMH4JgE7jDVtvocUuMDTQszjoElxVZkjmZPklreQ3qK68D4I7UIjcJIVYguBYRIqFAIBAIBILLzmwD+/HPJUTasaCay5aSXinAidfg5O+g635YfQf07YJDP4Pm62HdA0IovERKqsa7JxPM5utrmPDhmTE66/wo8sLSs6dG0Y0z7u4Ms0TWhdsg2wNIllCYPGO1SwpE2hdFILxUMuUMzx1/bkZ7Z6hzRtuF7qEw7Vqp5C1HY72CbPegbPsySrqP0rFfoWb6sWeHYaEGx6YJfR/C/uegpgs2fQFyQ7D7u5ZguO1LQihc5qijo9QOF/kTz71QGCMVagcgpEdxDRRR9VHx2ywQXGMIkVAgEAgEAsFlZ7aBPUwO7kXasWAqly0lvZSCwb2ACcdegrHTVnSZaVjRUKtuFSLhJZIv64wVKnNOH86UKWs6HscVHn4odksI9NZYdfnGCbWCd+XUI7zQPRSmXStOH2z4HIpaALePV8qD1PrD7Fz3GQxXiHikjQXHdZZzlhBpqDB80BLhc0OgFizX4Uy/EAmXOXoiQem55yf+DjlD1oc33qcEuMVvs0BwzSFEQoFAIBAIBALBtUGgEbZ/BT74e6hkrDRjANlhmZGEVy1p91YyLruC16lQqOizTg+6bTgWoSbhVKMWbXSU7Kuv4b/nE9jOCRkzzFtMEwpjlsPvVDL9UMosuD/LGneIdOcneO3ULyhoBc5oBXRfDXm9zCdZBHdjlx82PmS5JY8cguQpq11SYNMj0Lh94esQCAQCwRVFiIQCgUAgEAguO7MN7IGJwf1Su7IKx+WlZ97plJeKoYI3Ctl+q25aJQ+hmCV0CC4Zr9PGjasj/Gr/0KzTr18dWRTjkqlGLePnha2mBte6dbMvkDhJNH6SxzsfJmBrhgKgFiHgxB4/Cb7mFRHtdqF76Pg803G5IzzY/uCM9vMZqswLTxjabrVEwnF8tVCzXpiLrACW+2+zQCC48giRUCAQCARLihBnrg1mG9jDBQb3VxDhuLz0zDud8lJI98GxV2D/M1a0U7TdqlE3uB9sLrA5zzkXCy6Fzc0hhtIlPupJYZwrTqhIErd1RllXv0Rp3P4GYjYvsd6DlOrWkfz1K5AdInz/Tbg6O6005CXCZXPREeyYtX06l3oPHTdUuWyMHoU9P6huyw7CgR/D5i9MmpkIliVTz6uiYeDosGoSKtHosvhtFggEVx4hEgoEAoFgSRHijGAxUXWDvmSB0/E8xYpOS8TDqoiXoMe+1F0TXGbGXzic92WDYUD/bitq0B2ANR+Dg89bkWX9u2Hj5xa9T2o8Tm2hYPWttnZRv3+54XfZ+cyWRra2hhlIFpFliaawm6aQG/siRBFOZzwK6rzRTk4vrL0PGrfCqAqSDP56qL0OVu0AZXGHQ3oiQW2hQPn4ceyx2Hl/05p8Tfzplj+d0b5oUX6Xm1IWjv/GqkEoKbDx8zByxIoqHDkEI5tg1c1L3UvBRWKkM6SeeRYAV+faJe6NQCBYKoRIKBAIBAKB4IoyNb1pMVOZKprOWycS/PbI8EQUEyRoDrt4ZEcLdYGZ0TnjwtJlTW8VXBSXmk45zvgLh/O+bAi3wu3/FN7979CyAxIn4LqHoPcD2Pl1iM6M6loIeiJB6kdPk0zEif7lX+K4CJGwrFppz067clHrWG7R2E5Fpr3GR3uNb7LRnM3zuBpNN1B1E6dNRr5IB+SpUVBzMWsauySj5SqUuk8Ai7vftESC5NNPo0RjRJ568ryCdWzsDLFA02S689AhsLvgApF/87mHxgtxEqXEjPaoK7rwCEOX33I03vtD1Ia70Ese8N6I0tyM3W1C47aFfb+AQkXj9GieAwNpCmWdzjofa+v8s/6eLRTJ5cTZ0THxWSAQXJsIkVAgEAgEV5wrVntMsCy5mIH9pXAmUeC1w8NMlyP6kiXeODbKIzuaZ4gPs6W4Lmp6q+CiuWIp6Z4YdNwNve+DXrZcWdfcCd5akC5OnLocDGdKHOhLc6A/DcB1TUE2NweoC7jPu9yyisbWNeh519qXtV1W28Be0FVo3jnr/i2pOseHsnx4ZoxUUaXW72RnW4TOWt+i1DC8Imns88UwoPc9OPgT8NXDti9DIQF7vg+KA3Z8xUqFn4P53EMTpQTPHHtmRvvjXY8vThpyoAF2fA29Z4Tk09Z6wo8+hL29yxI8BZdMoaLxysFhPjgzNtHWPZLj7RNxnrpxFS0Rz4LXMfV5zMjlUEKhic+lo0fFs5hAcA0iREKBQCAQXHGW5aBNsOI52JeeEAiNUhGzVAasiIhDgzJ35koXFFwEy4OLjZSa7YXDeV82ZAZh93cgN2z9HV5t1STseddKk7z+jyDUOmM984nGOu9LkHMi2fR+DaWL/OC9syTy6kTb746OsK83yRdvWkV9cAWct7oGZ9+Bw8+D3W25SKtF2PsjMM856U4TClXd4M3jo7x+bHI/xXMVjg5l+czmBm5uv4y19BaReb/40suQHbbS3jP98OHfWQY6WtEy1imOAXOLhMsObxSkye3G5hQC4SJwejRfJRCOky5qvH50hCdvbF2wkH6h5zHxLCYQXHsIkVAgEAgEAsFVQao4KbCYpTLlE1YqobOjg4rLTUWbmfI4LkZdSnqrYOmZdySo02+lFOeGMVpuRwtvRfYcQDr5CkpDGzgDs65nPtFYcw26c6++hnROIJverz09qSqBcGK9eZU9PSnu31QtEk4VpfRsdsJsQM9mKR09CixBNLYkgawAkiV47foOmDroFSs6TplZF3QgVeTN7viMdsOE146M0FHro8a/MLFpoWnsF8PUY25OSa2e81y0u2HtvYAJp9+Awrl9INtg82PQtHNB/bmSjJ+Ly+Y8vIo4MJCec1r3SI7RXJmGlfACQSAQrCiESCgQCASCK86VGLQJrj1WRT10j+RmnRZ02/G7Zj72jKftLUfH5WuZy5ZC6/RB16cgsga17Gfs29/HVhsj8vHHoW0ruEOzLhbWVHb417A7ewqAzb5VRJTFiZTKlzQODmTmnH6gP81tnTH8rkmRber+cXS0T5gNhB5/jMqJk1afr3QEkKxA603W54M/saLiwBIHtz4FDVtmpBsPpEroxuz1CgsVneFMecEi4bJ1Vnd4INYJZ/4wGWnp9EOwZUnT3ufL+Lm4bM7Dq4hCWQetAoZmnS9gfdZKaA7fnNfOfCKfL/Q8Jp7FBIJrDyESCgQCgeCKs2wHbYIVzdqAwh+KOQplDbNUnGg3S0VuqrXjLWQuaAggWDoupVbpbAPc871smFiHHEAbtlKOtZE4xZQT29khYGhm5FN2mOCep7leMpCaNlIxNG4aPYs9MwDRjTO2Y3qfMr95FQDfPZ+YMC6Z2i8DE+M8xh6mOdP3wzSMiagtI5+f/K58fqLdNIw5v/OyISvg8FoOwuPCl2SzIudmEb7MCxianG+/LCemHvPKyAjxZ6yo0/O++Bo6BHt+aO0zV9TaX4Uxqy7hti9NmpkskKgryuNdj8/avhiMn4vL6jy8Slgbc9J9+DRUChBba6Vxp/shP0xszRaC7pnRuTC/yGfxPCYQCKYjREKBQHB5GDkKNgdE1lh/p3qhlIL6TUvaLYFAcPVSkx/j86ESL3cnGRix0rQ8bie31tjo+OgNdO8t2GOzi4SSy0Xg/vsnPp+PYkXjdLzA4cE0JVWno8ZPR62PmF+4QS6ES6lVOtsA93yD2znX8dLLs6/DMODEa3DiVWxakZ2miWFz4jj8C1BL+Oq3QHQd2CYH6/MddPucNrrqfLx/Ojlrn9fW+2ZEwZrlMsVdu60uThHEi3v2ILus9EP3piX4vR3YC3t/aEU7yYqlbmpF+Oi7sO0rk2Ym56gPupAlmC0gymmTqVnka+pyOatPPeZThc05z8VKHvo/JBHezEk1xvFKDCdlNtZkaKt040mcWDSRMOaJLY5ByRyMn4vL6jy8RIYzJU6M5Dg1msPntLGhMUBb1HvRTuPzoazp2GQZ5TxO3p3uHCGpSEotQPw4uIKQHUSSJD5Wr+KnBMwuFF4JlpuzukAgWByESCgQCBafkaPWgEC2w86vWTV2PvoulDOw9YvQsHmpeyhYRlyuQZvg2kMJh+nqMGldt5rhbJnC2R4CapGGVh/KplvOe36ZpRKZl14CmDgfZ6NQ0fjNoWHePz1ZTP7QQJao186TN66iMSTqQ111hFqQGrdinHgV29FfgyRjlDMojdsww20L/npJktixKsKhgSy5ssatEfAWMuQ9AfbmFXauikzUMhxHdrsnXEhJTWl3TbbL7it8LmoVyAxM1iDc8iSoBTj4U8vAJDdkpdfKk0YLTSE3O1aF+fDMTIH0js4a6gOLa35xuZzV543Dy9Cqz/LMb99luKyAzwaGxEenR9nRcRP31W3Et9R9vEgmzsXUlLalPA8vkZ5Enh990EO6qE20fXgmyR1rY9zVVbtoQuGZeJ49vUnOxAt4nQo7VoXpqg/gc84cltc1tvDUx0q8vv8kx/vjaNlBYqEgH9vQzKaONnD5F6VP48z3eexSykIIYVEgWP4IkVAgECwuhgHZQWtAQMEqXC4r55z6sFz8atZXRV0Irm2WzaBNMH/KWauG1sTfObB7qkSAK8n4ueQC3EePktz9FgDKdU8sWtrUqdFclUA4TiKv8mb3KI/uaEE+T2SIYG4WWqt0fPmLmeei1yHL0LQT2TQJjHZbv2Um4GtEuuHPKdVtwHWe3zMlGiX05BPo8Ti28/SrJeLhSzet4v3TCUKJPjLPPUvb17/M5pvW0xLxnHc7Kn19ZH75AgCBBx/A0dw8czuuBDYHtN9tfQ40WjUIx1OODRVW3TLj3uC0K3xyQx11ASfvnx4jX9YJeezc2h5jQ2Nghji6ErBFo4SfeIJQLDbnMTBNk7fP5hiW68BnByTrhWqomd1xmc5EmS2exRPXLqcwM34uLpvz8BKoaDq/OTxcJRCCdam/eTzOmhofa+sWLsgdGczw7Ie9lLVz10UWTscL7FyV5/5NDXgc04bmdjfNLW08kfqI0eYomqQQUkfxt9dBaHEiTatWdwWexy5bvVmBQLBoCJFQIBAsLrIMbbcBJhz+JZSnOLN13gvtdwmBUCC4GsiNwIGfwJo7oW4jlDJw5JcQaYeWG5dMKJwv44Pni62Bt693brfJI4NZRnMl6gIrI3JmubHQ2lgXM8C9pHXoKrbhQ9i0shUhB5Zr7+B+HE07Lrg+ORJhpFCg8QJiSWvUQ0vETfpQhlRjgLoaH+6o94LbAUxEbTmam5e2jpjdBR2fsMxKJAkkBVpvtvbXLO7GAD6XnVs7atjaEqZY0fE6bbgdi5/eeaVQolFGPB4a165FUWbfjniuzOHB7OT5NI5s7aPdZ5NsaQktWp8upzAz9VxcNufhPBnOlDkdz886zcQS9xYqEuYrGq8eHpoUCKew62yKjU1B1tVPc1dXi3DqDWxDe6iSBA+MwvYvQ7BpQX26FC6ldqxAIFhZCJFQIBAsPoodIh2WE1vl3EOX4oSatWBb3NQhwbWFphsMpkvEc2UUWaI+6KJ2gc6XgkugmIR9z8LYCUj1wLanoH8PDOyGgY+s67xp25J28WLTpmarUXe+Gnj5SnWkyVRUzUDTV4bRguAiMQw4/rIliBuqVVfX5oS+XXD0BfBErDIaC3z5NXXgbUuO4bQp6PFRSket6Stq0G2bLnzJwIVfGnidNryzpFzOSmbQimJ2nkvKzcfPfcnKMCbSDZPKLGLROAVVwzTNFRlJuVyYj8OvZpiz1sUcp1DRF9yfkUyZwXR5zunHh7MzRcKBvXDy3O+Rtw5iHXD2bSt1/+BPYMfXZ005vpxmNZdSO/ZCwuKKur8JBNcAQiQUCASLT6rXqkFYmfJWVi/D7u/Bzq9OmpkIBPMgV9J4/egwH5xJop17mvc4FO7bWM+OVWGR4nklcYWg9UZInbFMCT78Nla8BRBeA6GWJeycxeVKm+qs9XM6Xph1Wo3fScjtmHWaYH5ciVqlF70Obw34a8G+GjY/aqWFSrJVWiPQuCh9ma9YPZXlWtd1XBhYdAEg3Qe7v2sJJl2fBq0M+5+zpm1+DLzLZx/MRdDtoC7gpD9VmnV6Z61/UQRCdXSUSm83hbEUqXIKCQlnbzfF4hjYPfjqmhbt2Cy383A+Dr8ht42A20amOPtLoNWx2SN658OFnLpnfcFUux7qN0N2GHZ8xXopYXND77uw9r45axJebrOacYxSEbNkCZ+SyzlhVjOdCwmLIu1YIFheCJFQIBAsLoYBQ/uhcO6tfucnwe6eTD3u2w2BFpFyLJg3H/UkeedUdS24QkXnF/sGCHvtdNQubgFvwXmQJGi+3qo3tu9pJgTCQBNseXzFRPPA5MD2YmvgrWvw887JBLly9WBSAu5cW4PXJR6tFoMrURvrotYhy9C4DbZ80YqSb73ZEgmRrJqcTTsW5fdstlqJF1uLcbnWdR0XBhZVAFBL0P0q5Eesf4ZuRTbHj1vTe9+Hrvute9Qyxu1QuK0zxm8ODZMpaejnXnx5nQpORea6xsAFvuHi0Hu7if/Hb5Gz20l7wriRGfjOv0OyOXHXbcb9R99ctGOzXM/DiyHsdXJ7Rw2/PjA4Y1rEa6ejZuE2MlGfg5DHTqqgzjq9o3aWdbhDcN3DUClA8NwLic5PWPU+w60L7tOlMPVeVT55ivjf/A0Asb/4C5ztaybmmWuZ2X5rl4OoLBAIJhFPsgKBYHGRZatGWaVopRt33G3VJALL9XDtvUIgFMybTFHl3VMJGgN2EgV9oqZPzCNT1iX29qSESHilKWdh9Hh1W2EMcsMrSiQcH9hebH26hqCbp25s5bdHhzk1mscwrcHfnWtr2NQUvDKdFlxZPGFou8USB13nxJvWm6x6YYsUtTZbrcSLrcV4TWF3QdenLGEwddYSBcdp3Aarbl32AuE4G+u8rMoM0K1G+OUZGz6HzEMNceoiIYLhmWY186acQ5FShB57CFfehvPl34Jexv+5r1KxJQg27TyvOHOtudDubAsjS/Bmd5x0UcUmS3TU+vjE+lpifueCvz/kdnD3ulp+vqd/RmpzW9TDqjnqj+IOWf/GsbuXTCCE6nuVnkxNtNsikTnvVwutNysQCK4sQiQUCASLj8NnvcmXlckahG23WwMq1+K8HRdcW+QrGrUug+v1veTqVvPycICAU+LjnpMYips9pTUYhilSjq8UpQwc/rlVgxDAW2u5vmpF+Oj7VlpU7fol7eJ8mU+qXFvMy5duWsVotoxmmIQ9DgJu8fJjMVl2AoUnUv23w2P9W4FUNJ2xfAWAqNeJ3Xb+eoGz1Xabra4bVB83PZvF0dGOns1SOmoVV1yUY+mvs6Kr3v0voJ+LynKFrNRj9xIL9eWclQ469W/nLBFiuoq9923Cp19gqyPEupu+hFJM4Dr0S5RhO7jt572HXtT14fRhX3sDpPeiSKsoHT0EQMj3MOlwHr1zNW2RuY/FlXChXU7XucuucEtHjC6/RCpTwC5BTciDezEE23NsbQnhtMm8fSLOcKaM0y6zrSXEzlURgivkN2TqMcOmEHr8sYnPi3qdCwSCJUOIhAKB4PLgnPZGVLHP6WwoEFwIn6xys/4R6UOvYHf5uH/rl3GVRinv+xmSrHD3rV9GlkWtyyuGzQW+OkCCaIeVYpw4CQeeswbEjoWnZl1p5psq57ApNC3i4FFQzZUQKJYr44L15UjB6x7O8sbxUc4mCkgSrI56ubOrhjXnSaecrbbbbHXdoPq4OTraST3zLKHHH6Ny4iQwx7E0Teslg2fK9uYTc0dp5hNw9NeTAiFAKQWnfmcJhbOJcleCoYPQ+z7S+geRJAkp3QPHXoINn53pQmsYoJXANHCUx3Ds/471ksVUwZBBq8y6inHBVsskKZ/uBsBp76TOK81eg84bQ157H9K+bhTJGvbJiouhSCstzG2ccqVYjte5NzlK5VyfpCefgNjiXYd2RWZzc4i1dT6yRQ27TSbkWVl1bOeqLzh+jcPKrKEqEAgmESKhQCAQCJY9fq+XUE0DGVlBK+WQd/9PSloFTAOb00swvPQDi2sKmwPW3AXOAMQ6rfRiTxQUmxVVuIjGJapuMJAqkixUcNoUGkPui4q4mG+EynKKaBFc28xXsC6fOYM2OASAraEeZ1vbrPOdHMnxw/d7Jso1ABwfydGTLPDVW9rmTne8VCT5wqm/pmk5op94DbY8ad074sctN+nrHoKaaamIagmO/grix6y/6zdBMQ3pHjj7DjiDVlmTxUg5zg5Z97jxiNFCwtomd3jmvPFu2PN9S/jTSrRFd8Ku71i1mPd833Kh9ddOzm93QvtdVjnX7pehnLHaFSdsfQoat8zapXHBVk+lKHefAMBJB0+F/2xWkbB89jjlg3vRJT+ehx4BLCffzX0aSjGJqo9etS60l9Phdzp6IkFtoUD5+HHssdgF95HLbsNlvzaH4Su5dqVAcK1wbd6dBAKBQLCykBW8HbdRpxkMv/19DNWqauP0+Km968/wN4maNlccmwNW3Tz5tyRZJg6LSKpQ4ZVDQxzoz0wU9o947TywpZF19ecvXTDfCJXlGNFyrXEhgQIWSaTQVUj1QLjNKothmjB2yjLesbtmXaSoanQP5zgdz2OaJm1RL2vrfHicSx8hrw0OMfTXfw1A/be+NatIqBsm759OVAmE45RUg91nk7RGPAt21JVcLryf/jQFUyY9MEQyVIsnFMX36S5kw0RyTdu/Y6dg3zOgV+Cj78K6T1sCYSUHe34AN/55dRSe3QWr77SWi6yGDZ+3hLm9P7SmN25bHIEw3Qe7vwd1G6HzHqtcyv5nrfvedQ/PFAq9NRDrgqF9MHoM/eh7EA1bomLTjuqacuMoTvDXoZcqmCXLMV0K1qFMT20/hzo6ipZJoqdSGMXJym5GsYSWTFIaOVp9fZRzFI9/RN/f/08MTGzhVihlSLz1MrIEkeb1eL/5z6qup6n3wanOtekXXkB2uRfl3nilhMj5OvyO9+tS7j1aIkHy6adRojEiTz15Vf9+XMiEZHwegUCwchEioUAgEAhWBH6ngjtoJ1znp6jqyBJ4vD7cfgeycv6aWoKVh2mavHF8lL296ar2sbzKj3f18Ue3raYx5J5j6YtnIQPDi0arwOgRiLSDzY3dZkMaOWSJHx4xmBpnrjS28UEoLIKAq6tw5g9w9EXY+HlouRGG9lsu3Ws+Bu0fnyEUpotlXt1zmpcODnE2ZwlQrT6TT6yL8cntncR8Czc1mC9ThRajVJxoN0rFWeuCZUsqZxKFOb/vxEiOQllfsDt3JV/k4P/8AfG8il5S0eIJ+r73MxprAzRG/MS++GT1AoEma793/wbyo7D7H6x2SYbOe8+VNZhGpA2u/4YV5ecOAkEr+g6seoULRS1ZacL5YTg1jGoE0RNxFMWNPb4XQq3Q+cnqZcZdaLWyda2b58TYrvssUdM2LaXUNGFgL+x7GrNUoHzqNBg6zg6sfbDjK9Z6pqAnEpRPd09EEE50t6+Psrub5Lsnqq6PrOkk7W5GdrqRvTUM6EH8vhB+ALuLlBSglrkxS2XKJ85FK3Z0gGvh99vx7Tjfdb5UL2lm69f57j1XU9TlfBAmJALB1Y8QCQUCgUCw/NE1OPsOtiO/IOC2EfD7rMgTswx7vgvbvwI1XUvdS8EiMpwpsacnNeu0QkXn5Ehuhkiojo6iJ5NIkjQ5aLPZMPKWccJsg7b5DgznjVaBM2/CkV9Zzqud99EkDcNHr0CkA7Y8KoTCcyjRKOHHHob8KFpBJvu734Oh479tO7am1WB3LzxCJTcMJ34HhgoHf2pFjPV/aImHp9+A2g1WhNoUDp8e5JXfv44iKTSHOzEBW/Ikr//hMI1BJx/b0rmwPk1jXHw4b+TS6CiFXbsAMPL5ifbS0aNUensB8OzcObG8IkvYzmPsZFPkRTF+GjFlyh//GH5JwZGrMPDdH1DzqU+S9zlgVcvM42d3WcJsKV3tVLz2Pmi92SphMBvTSxoshjg4tU/rPm2lF2cH0fu7ST79HOEnHsXeuA2ab5x9uVIKckPVbWOnoTkLtmnbrRYtMVGvgM2FdMMfIRVGoHDIqs+Y7pshEirRKE57J046MIol1L4+q7vNzTjXdhJefX3V/s0UVQ7pIdb82bcYHuin72e/AGDnY18l6w+gyN4Zx2NqlFj5eDelw4cB8H/iEzjXdi5KhJgSjRJ++AGo5NCKMtnXfgtaCf8dN2JrXbtkUWjj236x0XFTfztMc9KueKnFToFAIFgoQiQUCAQCwfLHUKGSAdNAt/sobf4SSn4E59GfI+kqVOaOkBGsTPIVfdbUyHGGsqUZbXoyiX7iPWQ1Q7HHAJsN//Z2pLOvU0iF8Nxyx5UftJUzMLgfMOHsW0i5YYzu3RD2Q+oM5ONCJDyH3e/A3rMXhndTCt1tRWXlhrGxClem16pZ51vg8Qs2w7YvWS8XKnnoecdqH68FN00gLJQqvHOkB0NTgQr2ZDeSJKGfu+e8dfgs29qbCfoWJ8oKJsWH84kMRjpD6plnZ7RnXvjVxGdX59qJz36XnS0tIX5/bHTGMgDbW0O4Hcqs06KuKJ9vfxTdMLDLMnabPGtdt1yhyM+PjjI8qAEa9zYGUXxeSr4grwxmOOZQ+Wq7xIwE7XQPDB+qbuv70BJsF7G+KZVCtSO1WgD7HOZDgUbY/BjlQy+Q1xsouWoxXSFYd9fsDsrJs1YNwnwcZBtKsAGowPBB2A9serTaiMXhQWu8Aymbw2xpI/vKXpSgj+Cmj6P7ImhqDHm0ul6gvaYGmzKGEgpRkXOo0RpsagXZ7cYWDuOKVL8os9tkPkwZDMgqq7wRJCQUSabgCfByUmNVc5hbznM/lJwO9HR64vNiYbeXsCdehkKCUu2DlmFL4hQ2OnBxGkLti7YuuPh6s+MRcvOJjitpJUq6tYRm00hXrP3lUmYvW3C1IUxIBIKrEyESCgQCgWD5Y3djtn+cbNmkR2rk53sMgs5aHmy6n1g4hLdx61L3ULDIuGwyNllCM8xZp0dmcYS0mXH0vT/AUEv4tnwBo3Mt0qFnMTLDuNd/EmmW8nHzjR6ZN96YJT7t/YFVBy9+fCJ6iG1fXBYRsJfVtKVSsFIrxx3vddUS52ar0aarVjQWQH4ERg5bEVcA5axVe24xqFkLqz8Gx3492dZyA9RdN2PWompyqujGFm5BS/ZiqJOpvbZQE2dKPjIVg1lko8uK5HJaKaBYKcZqXz8A9uYm5HNpoZKrOg16e2uYY0NZBtPV+3FVxMN1TbNvQaaocqBH54PTEvmKid8lcXN7hKaW0Ix5y4ZMtiRR7hmCSgHD04pZzGOkxyj3JoirMuVNDbhiU+rEjZ2B3d+1ahBKMkQ7LVOS/KhVo/D6b4C//hL30hRGj1nGJhs+C56IFal39EUrYnC68zCg9vcQP9PDYKqdymiceEKjMKhTd+AYPv8QSm1d9XVic4KpWZGDN/8FRVsr4dHfw5EXoPmGmenGgDaWI3/cpNL3LnpiDLUf9GILkhRHH/tgVpHYLQe5OfYAo3KOspnE5bTT3FxL0DHTTKXGafKpFg1H9x/wttyG9KWv4rNBvTfHg9IY/sa1M5apcqduayP02KPn9scA+bffWZzoOK1kXdemAWMnYfjI5LVdTFr3Afvii+6wuNF9SjSK67HP05vsxpHM0ffzn+IqO4nd9wChNVuvCdHsSpiQCFMxgeDKI0RCgUAgEKwIjsYrvDbaSbygU9F08mWdZ9UmPEkbX4iWqAss3qBCsPTUBVysb/BzoD8zY5pdkeis881ol3xBnGs3QDGJMfwH9KE4ZjGLo60Nee0mzODMgfSlRI/MG18ttNxkiYTjRFZDePXcy1xB5jOIrmg6g+kSmZKG2y7TGHLjcczxOFkpwPGXLZGw6z5QHHD2bRg9DpsescSaqXhjsPUJ2PsjFMNG+JEHAFBCQVh33+JElZkmDOyBE79BDW1Fz2vWOlJ57D3vQetNlpnJOXwuhZjfTU8hjKIMoqsVAGSbDc0VJex1EXIvPMpqtvpm56uNaW9uJvbNPwegfPIU8b/5GwCCn/0czvY1E8tMpcbv5MkbW+kezrG/L4UswebmEGvrfIS9M+sqljWdlw8Nsacnxa0R8JoZ0CHVp/L7vMr9mxpQpqQoe50KEb8bIxqlpaUTb1OU6D/9J5TsDnxDGrVBN3amRQd7whBbC4N7YePD0LwDTv4Oul+F+i3gWgT5deyUVedPLaDKNehKLYweR3Hase/53jnn4SnpymqR+Nkz7Pr//jcM07CiTE2ZE8/9lB6bjbXNNTT96Terr5Ny1toOfwOUc7iUIqYzgLT+QUv8VIvg9M/oWuXsgOVUfGKyzqASCs26GbmSyqsHipwYtWOUXJgl6/rZP2jATon6aZqfpFfYVHiX430fMHT6XXw7v46SOUvP7hdoiMVo6WgDqlPljWIRPZUCoPDhh2jJJAC2cBjJbscoFlkwsU7iO75Eou99AlINfPVrACSjUezN7cRc5zelutxcbHScvaaGjDLG64VT3BWavJdXwl4yLWEaIosjZsULcRKlxIz2qCs6L2OWlYowFRMIrjxCJBQIBIJFZrYHumvlYe5yUdZ03jw+ykBGrWpPFnWSRZ0jg1khEl5l2BSZT2yoI1fSOD3FcMFll3lgcyMt4ZlpgkrTRrj7H8Ou76D2nEAftqKrpK0PY9v8mVmjeS47pgn9u+Hw89XtI0csc4Su+8E5U/C83FxK0f14tszLBwc5OpRDN00koCnk5oGtDbRGvNUrME0485ZV589qsNKqj/zSiiA64oLNj850E7Z7ibfdQiJ+DLw6yHYIRKA8RrTgXvh9NN0PB34MuopeMEm+/D5k+gk/+hD2wz+HQANE1kzM7rTbeGBDiL898h6FUonxuFZJr+CKH+Ph2z+F371wh+P51sacGsGjJ1MT7bZI5LwCd8znJOZzcnP7haOc+pNF9vVa3+0tZMg8/QwAgSce5/W0xNbWEM1TrkOX3cYdG+p5y2nj14cHefpEH3ouR6y5nvtu3s7tLQHs0+/TriBs/BxjDbfTp4fJ9+QJ+m6meec6ArHGxYkoc0cg2gFD+9FHBkk+85/BNK0ag22bZwiRFcnBYEGx5EybyxL3TANKaSqmRFK1MSP20BMD1UqPZ/QYxtivIRKyzvlYBzhnip2Sy0XwM59EHY5bIqEkEfjkXdhqazF1eYYTdM9YgROjOQArWnSKkcib3aOsb/BT45+yjCuAa9X1tBay9LjWMly0Yfevo+n2BmKVbvKBOqYnxUpOJ+6dlku9JEmM/uf/AkDwH/8lpmkiORfHpCehl3nm1C+tCNJxCqt5vO6fsBhPSgsxFbkS0XHzIVFK8MyxZ2a0P971+FX7XHnFnO4FAsGsCJFQIBAIFpnZHuiu5oe5K0EyX6E/NXeq4aGBDHeurUGSFl54X7B8qPW7eOrGVZwdHGNkLIvbJtNc46exITTrsVZHRyGTQspkMXVtcoIJ5bNnkQOhOQcVl622Uj4Ox162UuhsLtj0CPKu54Ec9LwLdRuhbsPire8imSpKGaUiZqkMQPqFF5Bd7plOnprBywcHOTSYnWgzgb5Ukec+7OWPbltdHY0mSdCw2UoZzg5YjsIAkgK+Bmi7daZAWCnA0V+RSJ3kmcRHljCjOCDRDZF2Hr/5Xy38PhpsslxoDz1vpXoHzoLdC7IDuh6EYLVZBIZBR/kQT+yo46X9GiNEQJaJ6aPcc10j6yr7QWsA28KFwktlaurx9BTjBTGW4BNOK5LXmU5ONDvTSe4KgnmiG7WtcfI80Sroao5dx85QyJfB6UM2IZfL8OHxCreuWoc92jxjNd1pmZ/uq5Au9k201QWcPLLDpHlm8O+8UXMquvt6CITQhvotARvQtAAlow1OnqkSHJIFlRFHiMDX/hwkBWc2zeiLr1Dz0GOUg2F0lwspMi0K1hO2omP3PQ3FFBi61d68E1bfBfaZx0XRRtF+/+9RNj6J67r1SLKEVOxH2vMiavR2lHCoav6zY3PX3s2XdcbylWqRUJIY8m3klwa897s3J8w1vL4An73ny6xzeznfnU5yu6s+m4VFqv2bj6ONHqVSHBv/dsCE+HG0zACEOuc0rLnY1NMr7aBc8DsIPP4YLpeTgn/p7gVXC1fE6V4gEMyJEAkFAoFAsOyRZQlZOjeQmAW7LAmBcBauhlo+XpeNNeUxwr/+Meg64SceR2qcQyjK9KL+/N9iZoZRQhGc66+DShH9/R9hto3AdffDlY4e8dXAtqdg3zOw/jOYNRsorlcIj7xh1cFbBjUJzVJ5It3R2dFRFaE0zkC6yNGh3Ix2gERepWesODNl1V8Pq++wTClGDlm1GOu3WmnDs6VaZ/ph74+gdSckz1i1AxOnLHfzsVPVUUezcDGuwGo8jp7zQcPnqYykJlIrK2YtlGLQfaJqec2EnKuB7ZXn6bhjBz3e6zBMidbyMYJ9vyfvfgQPMguV5qaK1Ho2S+nIEVzr16P4/RPT52Jq6vFiCtxKOjURPbj6pm2Eb9wMgDo2wuiLr5Cu9VLzx1+d2FclzeT9o2dpqJwmFGmkYHdhqjY8ioon281Hp8KsW70aWZ5cRzxX5icf9ZEpalXrHs6U+cXeAb52a9vc6ewXiZ5IkPzB96xah+rky6bsr34CkT1gc1YJDook8WFGoqBa+/KrLW7CN25GXtXMP4w4afG6uT42y/lVyUIhXt2W7j9nkDLtDKkUkHreJrXmYxy3N3KgVsMp6WyvWcPq/Bm8rhySvVpssk/ZcbdGrOhOgLwnwNtjnPuNnLrhGr871MeHR09R1sqMi3FaLsUP3z7In/pvoGVagKNZLlPctRsA54b1E+1aPE758BHcmzbNtovnR3YIvZQkU86g+OswvTWY8eOYWgUjO2SZPU0vRYCVpTGcOUn5dLfVP3snNmVs1kyNqdfTbPVmF7te4HvloyTUBNFAFKkisZpti/r9AoFAcCURIqFAIBAIlj0xr5OuOh/7Z6lPB7B91SKEm1yFXFW1fDTtgrNIWh6zlEV2ONE2P4QeaMX+4bcxR3qQC3GQ9CvQ0VmIrIYb/sRyN9V1hnMmjdu+ZEUfTal/dyWZOogunzw1IRL6770XZ/uaGYPobElDN2cX6cESe2YwfBje+a9WLcatT1jbeuhnVjShzQEtN1OlGMU64e5vQe8fMB0+GBs4Vw/ORGrcckEX6ItxBZ56TUytBZf59csTteCmLl9RNfIDxymUbeinP8BT/D3IdrI2GdUTQOs7jK+xC6fPO9vqLhp7TQ32UAAUO/n3PyD1zLPU/+//Glf76lmj0GYsexmuba9TQZbAMMFu6qSetdyUQ489hk2RZoh3eQ0Scgx8tbiLcexlnfKx4zi61kKwiSEjSMkwmVoooC9ZmCEQjtOfLNKfLNJZN7OW3zgXIwxTyVULhDan5ZxdTFnGGVPSywEiXgdd9X729KQASzgr7NqFd/0GwMn2VWFkeZogl+qx6h4WEoCE7K8BDEscPwBs/gK4p/xOOTwMdj3G06+8RbxvACvwWeHU3n42r32A+ze04vdWn1Ora7zIx6zjMT39O+aLUR+sjsztHcuy98hRtGQvIKE4PRhaBUNXYeQ4x8+0cnN7Y9Uysts9cR3IDueEcYnscKKEQsjuRUj/rtsIpWEUfwMpT4C0mqEp2oE9N4IWWTOrQAhWlsazx5+l3H3uhQYdKKHQrJkaU6+Jy1lvNuqK8njX45imyejoKDU1VkbDbO7fgovnQiLv+DwCgeDyIERCgUAgECx7ZFnits4azo4VSE8bUK6t89FZO/cgUrByGRcALrYmkRldD1/4NyQSQ7w0XM/Z987w8C1fZ82WAVxNNyN7Q5elf7P1ZQbe6gGN6V46gXA6ssc96+epuOwKc8fyQsA1LcXOMCBxwnKVNSqw/zmrtlvGqhPJ0GGo2wTTTQqad0AlCcd/gZ5JAxJK81orRXkxo4X1ihVYBSBJSHMcCptN4ahnK23+EqUjr0y0VwBj7V2c8t1Aq2MRUnzVMpz6HbhDSC4XzrWdSGbOamu/y0pVv8IEG+rY+M2v0zNWwKVmQLdEdndrM9fdcD11AVfVQN1lV3ArCnlvI2THQDHOpd1KmK5avLqGnElDbHKZ7BwCIVjnWr5y/pcDFyMMK5Eo4S9+GSSZSlYm88pvoZwl8OBncAQdEF5dtR2yLHFre5TT8TypgspgGTK6g0AZ2mu8rKuf5fdGtluCNhKsvZeS0gRj71kiocMLUvWQyzBM3hnUGHM1Io1+hJRJAyA56jiYc7NBCrKtpvrlV0vYzW0dMd7sro5WVCSJezfW4592DRY1yJQBScbm8lMMteOigjF6HEm2MZCtrvEL1eJMpa+P4t69ALi3bsV7y82LI8xIEiWHn4TbT1q1ooP7tRwBX4zK1JcGU1BHR9EySYzipORnfU6hJZOo+uiSvASLeWLEPDF0XSd/Jk9nZyeKsjzu6yuZKyXyCgSC2REioUAgEAhWBC0RD1+5pY3DAxkODWRw2mS2t4ZYWxcg6FncGkArPU13vuLacmW+Zg4Zl5+fDtaSLwcZHEtQzpf44e8HWL1jA3esqmFTTeiy9W+lRWpO7bvn1lvw3X0XAEalMqvo0hRy0xx205uc6W7qcSi0RqeJi7Js1STc8RUrhTjQCIrdSsfs/CSsummmQAgwdADSvVMaTMgOgzc8UUtuKvN1BZZcLoKf/jikzqCpfkZPnsIeDeC/oQvb6vWYuKsMIxw2heaaKB7vZrzlERKn9gAQalmPc/V26myRBafDomuoJ3ajn+0HqR/T34n7unWY+Tyl1DAk30RZswV7bd2Fv+tC5ONgc4PzXJRaOWulc3tmicaWoD7owu1Q0E+OoBg6NkXCq1fw+WeKll6njeubPCSlYYZoprvHqjm3qd6Fw11iTSSEOTJcJRKe794tAX7nwu/t9ubV2PVhSoOHKLo2M5Yp4/R4CLsMXF1dUDtTdKjV8nyjUSOV18j0pzFcCmvkEtvDRZw9p1Cn30MDDbD9yxA/htl8I0MHDlN/3cMwuAaabwRXtbCYyJc5cnYIxk5ya3srnqxV67Pg9/NOso+PTgfZNi1CXkqOcYeSYnOryVhvFs2h4HPZWGMvE8wOUjo6WHW+e11ONF89NkkiZSp0pws4FRvrataiYcMXmHn9TY9KHY8qdDQ3L6o443f6uXfNp2e0B5yzOxvriQTl092ofZN1K8c/l+lGXz1LvVm1BOXshPAp2RRs/pUn4I1HK87WLhAIBJcDIRIKBALBIjPbA514mFscGoJuGoJu7uqqRZK4bHUIV7L4A/MX164WukdyVU7IAKqqczZe5PVjI7TX+hYu6FwhTNNkOFNiMF1C001ifgdNITcO2+IPcs1KhcJ4HbKu2Wskuh0KD2xp5LldvYzE0xNGJ96Al89va53dXTzcBqtusWoSjl+qtRtg9cegfmZtM33oBOYf/pZw4wYe63gEw1mDmepFcdrB7iBcqqCOVkcMzfdcV8iiv/kfMHMJpPWP4KgPwdhpJHUj5uv/b6Qb/hSzFKr6vs2+FOruv6eoSRgt69E1lRhpnHv/hua7/gUs1I9VsaGXJJLP/hQMDfvND5D60bOEnnwM9f2XINZJ+I9aFy4S5uOw71lL0Oq8FzDgyK+hnIZNX5iR5qknEqTPpbSaoyMEZR10g9LLL6Ht+QiYtn+1Cju8SdRAPymnjBaX8W3v5K66JD5XFr23F8N2XdU6WsIeIl47Y3m1ykBHcjnpaI7RFJ4pRs5XGCZxgr74GL86HaRL6SedqyAl4pRLfpr6jhF1Ba19Mm3bKz/5MR7AbZrUNwTgnTcpAIXp2z1OoAECDegjI9QWCpR7RrDXbsPumhl5qKsV1MRpCrkszpKL1Asvg6ES+MLDlFNxitk6TLOz6jdOTyQovfMGodYalENHiTQGsNdE8Ukp0i/swsjmqvrVFPbwiQ0N/P1bOeLFJKYJJU3jcE7BLuv8ZdvSlemQJZmT6ZMz2q+vv35xVqCW4ORvYfQY9q1PYV+7FnregwOvgf1LVgmIJWQ+LyLHoxWvVS6bqZhAIJiTlfGkLBAIBCuIa/2B7kowox6UYEVxsQOk8cHBxdYkOjrFeXe64+tQusxYvrJgkXA2gWL8c+kC23Ox6IbJh2fGeOXQECXVAECWYHtriHs21BNwLzy6aurASx0cxMhY9T4Vn4/wk0/MOhhriXj4+q2rOXNmkIGD3fidCu3XxWhqCs6YF4BULxz++aRAiGRFEx59warPVre+anY1a2J4tuL9w0/wbXqE/KlhPO118NEzyJ33kNv1e/RPfHJB+1fXnEgdd6Pt+TFSqAlHVxqJDqS6TmQXFE6P4G3aMHUB7N0vofS/i0038F73MNiDSHt+iV2RkY88D6G/BMfCarWZziCO2x+CYhI9X0TPZDDyJavN5sQ0jDmXLZ85gzY4BICtoR5nW9tsGw7dv4HEceufaViO273vWdNPvQ4bPleVAm8UixPGLiDhaD3n/CzLE+1GsTqy1F3qw7nn7/HUdPHULZ9GNiu4jv4CuZiBrV9D81cLZmGvg0d3tvD8nn7aPSVcQwkkwNmyhs7NjbjsM69XPZEg+T//O9iceD/+Sdw7tmOUCiT/4e/A4Zsh4I1pAZ49LhHv7aN93VpqH30QTdfoKVXYP1rP5yMVHOW501Xn+zJKSyRIPv00SjRG5Kknsc9yLYX8Hj6+fh2lHgVHuUJR9qIoJrZCiXtamlgdsqPF49VRsHbw+OMYe3+Ff9sTFHszeBoMzPf/G/4tT5A9PLMvH19fSzxX5Bd7oaRZ6eI1Pid/fEc7a+sd592OyynOzDc6TolGaXDv5EstzVR6rQhCR0szkttNxBZEmV6vdOSwdb4D7Pk+NO2AIy+AqVulD2744zlrH14JLveLyHghTqKUmNE+m8nLcueymYoJBII5ESKhQCAQCATnuFrSdOcrrl1pLnaAND44uNiaRA7b5GBedrmrXHolaYpWtQBmi1yDyei1xRjwnRzN8cK+AYwp2bWGCbvOpgh5HHx8/SKknQKcq51lFCyhR3I6Mc9jTgKWqOOsjFG76zeYqkp41ZeB1pkzmiYkuq3oNbBSjN0ROPhjy+11cK8VzWOfjBRTQiFYewe2jTdQHsqjvf8S2UyWyEP/GtMewr/emHHuzlbg/nznuhwMk+u6FyMYxF4yyH+4CwDXjuspbnwQv2KrXkaxQddnkOPdOMZOQ67fOpmiq8BXC9c9smCBEM65yn74AZQy6KpVl624Zw+K3wd293ldZbXBIYb++q8BqP/Wt2YXCRUbtN9tue2WkpRTAwA47R7w1kLb7TNqZEpOJ+6dOwAw8nkyL/wKANeddyCfM9WQnNX1GKXiCIqkoQx+SAADbagXW6UPyR8DhwGzREN63UU+tdWF40SS0ed/g12Guo1fxGbPATMjCRWXQfgTW8Duo6KbDP/1X9Pwf/wbwp/YBjXrZhzznrEiWsVkw+YbOKnZyZhlGsNOmsJu9h46Q49cYXVLbXXE6TzPq/mi6iY1ZoXDv3yF2C072XDLVkDCLJZI/O4d8jUB9G9+vapPNnsRUz0FDVHMxO+Ro6sx9r6Mo6EBqXKYyBe+PqP2aY3fxR/f3s5dXfUMpkvYbRKrIh7aYr4L9nE+4sx8Ran5vky119TQQA3hoxLJd38PQHj19bja50iBjq2FVbfB2bes8gXjJQzsHtj42SUVCK8EiVKCZ449M6N9NpMXgUAgmI4QCQUCgUAgOMfVkqY7X3FtuXOxES0bG4McmMMBe3XMS41/boOJ+UY3wuyui4shwO7rTWEYJpgGaqmMWSohyzKKy8EHZ8bYsSpMyHP+KKALoadSGMffBnQKewdxrV9P4NaN2DIHyR45hP/j91Ttg6n7Rx0YpHTo0OTnc46nVftNkqxUY61sbUd4O/pYCqXrKezZI7DuU1UCIUyet/FCHDV9glQ5BWUwKwaZOpOoa6awMFuB+/Od60VfiGN9Q9h6DrDK00x57JS1bOosR30R1q/fSs30enuhFtj6FHz4Py2xDcBbAzu+CuFV593P6ugoajxObaFgufDW1s6cyTAsB95yBjCRbNY6JJtyrm2R8NczvO5LHDy4nwOnk4DElpb1XLduCzW+mf2y1dTgvfFGJIdC5UzvhEjo3nQdttgsYpnNgbH6PuRcHA78FHrfh5ERaGyBzY+hRbYjTYuIVEdHGc6c5OenfsH98g5ypSF0vUQmfojooIxPjVefV2oJe2of9vJeKIPq/hToFSQJXMUPwdsAsepzJKfr+Oub+PsPe2hwSFROnECWILxxPbdvWoXW5EcJVzsJz/e8ulCE8fi+Gv/OXFlDliAS8GA3DUafeQYJidqnnqAu5KWs6TNMgpSmTXDr1+DAj9HSaYyDvwZACtVgu+PPIdo+a9+cks7GpiAbxyN+NdUS8RexXMcliVJaGTWZsfabJGGLhbFFZ7k+pnDR0Y1OH3TdD5l+9IEjmGXrKEi3P4VSs3S/g1fLi0iBQHB1I0RCgUAgEAiuUpZTLZ+FpOlebETLmhovGxr8HJ6SdgyWscbd62rPW89vvtGNcHlcF03TZChdQs8OUy6XKeoeiidOEWkK4nRL5B1rKFR0Qp6FrcemD1He+0MwdYLbnsKQ2pEPP4ORS+Db8gUkW7XL6NT9M5mCCtlXXqFwztxgxn6zuWDNXYCJfvIsyaefIfzE49g3fM4axM9BopRgONlNJmXVLAsku3m9cOqCUTDj5/v5znVz4DQtPbtQXW1ouQK2uhaMYho1lWYV+1BkCXXVmsntME0Y2GulKg5+BNFOkGSIH4eDPwNJgabtczpVJzJFksfOoo7FidXXw2wioSQhOZy4d+wAZKRALXqxjO/OOzELSXAGkaY5KE9NMVZHhpHPmVCoI8Pk37VSiKenHg8m0vzw9X0kBk9j6jroOkMjo+xNyDx19/XURqpNI+w1NdhtBTj9JmbTdkKPP4Y9FsThSOFoWAPBphmboufyULMJtJ8gmSZyIAgOP0agneLR4zjaOqrOEW10lHC8wKOOT9Bzso/elITHGWRnJYqzJ0O+9zienTsnl7G7KAduwGhoxCwU0PqGwTQxtQrFuocxRm3YbGerttvu8vDs7mMk82XqbA5M00rpTxfKvHAozk1rG7HXzH3OSC4XgfvvrzK0mbHdU66PqdG4c71kctpkenGTueezrHGVqbgcmJh421o5UtfJdU0BbNPPY8UGgSbwxpCKBaucgq4ib7gX3KHZO1bOwonXyNVsI2WvRTYNatL7sdts0Hz94jqGz4ehQ5DoxnSvJ/ncj/Fv78A+nIKdj503ys/I59GTKcA6Lsz1u2AYMLgfUj2Y5RLlEycAcEZ+bUUB++eOxr6cxmVXy4tIgUBwdSNEQoFAsHIpJkF2TLo0VgpW1MpsLo3XOFdTfZrLyXJP050vy6mWz5VI0/W77Hx2axPr6jPsOpukrBl01vrZ1BygNeI977JT669Nr7O2mMtcCEmSqLUVONh/DE038EdbcTYGMUa7Kfvc+AM+PPLaha/H5cLZ3g5qEXPodSrxMcxCGkdzC1JbG2YwVDV/1baWJrfVKBUhNTnPdOJqjkQpQaCcsiIDK2kyeZmofv57TzTUSPOjfwxAMeSD4qkLbtPFnO+lZI708y9SSQ9gBupIOJuJOoKkfv4z3IEGSrXdeP7kG1NEQsOqb3b85ck6fooDDA1O/x5inZaL8zSRMF1UefdknPf3DzB2cABFgTvXGtzZVJkZBSpJSO4AlVOnQbbj2FSLkc1jmlhtnhq8t1WLtlNTjOVAgMpJS1BNPv3MRH3JqtRjXWPXoWMkBk9bfytuTLWEZGqM9Haz71iYe27cUr0dqV7Y/R0oJrG5BnE1dyEf/QVyQofCQdj+1WrDD62CkuvGePvbqLgo+ZqQfAauQhzbhz/A2XoPRrmlajvUXJ700z+imDhD852fJ3LHbQRddpSzx8keO0N5cBRXZ/X5buZTaG99H3yN5PYl8N9/P/LwLrQ+lczREqEvPFElEubyZVqd0OX1ks+VUJGQFZmwYlKqVCgks6gOY85zxyyVyLz00sQLl7lQIiEcbfUMv38YTXZQsjuJbeuksP8EZrlcNa8lUqoYhomtUsIdCQFgV8uAk1xZm7mCxCk49ms4+iKKNwq+Ooifhvf/C5gqtN8JU2vzlfOoJ9/kQNrHGx99yIhch6IV6PAWubvNRau8F5q2zbk98xXLCoUS5XMRkh6nHbt7jsjtkSNWnUCtiBJNEbh5PdL+H2HW+sGpwOZH5xQ9Lyq1HmBoPxz8iVWD0OFFbrsB48wHMHYG9j8D274857PipdQL1BMJy6zm+HHssdiy+N290dGFJ6sCUPDbeb9y7ILLXE6BVCAQrByESCgQCFYmhSQc+LH1QLz2PuttePcrkBuZ1aXxWkfUp7k4LilNt1KA4hgEm62/dQ2yAxCapU7btY6uglEB+znBztBBK4Hj/ALefAi47Vy/Osq21jC6aeK8gBvw+KBIHRiciDaZM4V2GlNrtk2vzbYQrmsM8r7dhm4UIX4SCkUwdCTDxQ1r6nGVi8CFa4qdD6XterBJ8NH30NJpKKQBE2n7I9g2f8oyGJnC9Pp0al8/AO5t2+asT6eOjqKN9JBUy/TkZIrbbqOuqMPxowTcdaiN5pz7NpEaIPPcswAEnngMFmv3KnYKDRvoePhBTr+xD8/QKFKwlrUPPcCpXaew50vV88sKtN1mpc7mR6zaiqZh/eaMR0raqjtXGE3w0oFh9p4dQy9abtv5fIm3D/SQKVb43BofroBvRg280J//r4zipDLQTybWgL9rE6E77kLStAW/oEhXTA6PyZbAaXNiOhtQ8wPY3UUkxcb+BNyqmVTpl04/BFugmERKnsSpd4NfR3K6INQ2ezRoppeEAQOVAFL9DVDOIqX30VzJE7KXMadH40kq5ZHjqHoZt5ql/MKL5EoZgo8+QmXkOO62TUiuKftXLaGMvkP50KsgK4Tv+FP0kT6Mj17ALBcI3vpHM87DUq6Iv+8EainHZ66/Dne0AYcCOUnl9SP9ZI9J6LbWmediuh/c51J0JQnFoUMhUS3EnUOJRQncuZbC8d/jfeBTHP2HXxFdV4M59nvCj3wZU4qghCdFKd0wial5kr/8KamgQtHmQAKk136LkjHIuO1ozX9W3adyBo7/xlq/YUCkHcZOWsf0xKvQemN1p+xuDkqd/PTDNzAMHaQkumlybMxkMBPiq81bqfZ0ruZixbJCRaMvWeBIf5ryuSg/X02UVXXyrPNrhgM0G6RS6EoGY2wYanaiR/1gj2Lmy9gXWOZTU8LgqIVkD8b6RyntP41rXQCzcBI9tBGjoGNfYDR21fqmm9UskhnXVOYr4HmyKpmn53cPvdyGKgKBYGUgREKBQLDy0DU4+VsYOXSuwbTSv06/Yf3Z/Spc9/Bk7SiB4HJRKVji9MBeqz5ZsAXOvgPHX4KtT0L93GYD1xpK0Ef4vpugnEWTY2Rf/wNkB/DfthNbx/ZFj9K0KfJFPeSMD4ouNoV26kBNTySonLAiuJyrV1M6enTB0RemaWLE03z6+h288oe3KOZy57bHxs4t2/EdPETeZ8M1xzoueiBZGLNEkHQ/GG5L+FLLVs24zBCEqyO+JFmmcuIklZs3I9cFKdRZqamurlUMlxOEVRteuVoUqKQz7Dma4Ge7jlAoWZFU9o96uW19C8HyLsIfC826bwPlFMlkfqLdkcxzV3gNgd4kqj63C+348ufb7mBzPR2fv57S/p/S9dAD9P5fP6dmewv2gZdp/eRn8dRsQQlPe8kUXgU7vwaD+9FPvYdZKiJ33IrcvA1iHTPWMZAsMHLsGI92eXhxT4ZRIBbx8vBanXe7T3Cm5Kezs7mqj0YowgfDed7oHmabW8F192dwSC6y8TSNq1tmbI8cjVD7L/6Ftd2DA4z+//5Pa/s++yD2hsaJecYxTRPdVDADqzGRMYoq6mgK+6Z1GDYbalFHTaWhdsp16A7BugegmEYxz1jCqOmG2g3QeZ8lIk7F5iDecg9Dx48jN7Txjv0WfEaRTR4v/XoZs+1uwr7q6C3NF2XVX34LRdYp9QwgFVIoPj+BNZ34tt8EiqtKXAOQGjfjuvl2jEIaafQPqB99hHvHDqSaJqRNd2EGqudv8snohSR2WSaiZkn/9KdUdJXgY49i17JE9MKMY6gPHkfq/wDTGcTU6/Bu7UKO70VPO9CDG5H81VGrphan+4OfUShXWFX5Bds/0YH+0Q/JtTSQ3PtTWu//X5ADk/MH3Q7aww5OOiSOD2XRMtb14TTzNMf8hGUdc3pkbrgNuu6Dfc/Bnf8MsiNWRNyub8Nt/7cZ6d851eDNPhPD3wjJMzB+eZqQcdRzNKXQUF+9CnV0FDMXRzbyaEkrCs3RXI9iJiif6EYOhmacix8eH2IgqfH5tofQY9b9SvH5sDnsyHllxjWrpVRUfQNK8hS6mSP1zHPW5v3FX5F5dwC/J4k9Vp0OPJ5eXxkcmGirDA7AHKn1WrJIOd2ELdhG9oV3MMtlzNVNuNquI/vSXoKfacY+rXblfOsFXkoJjYXUC75YAU8dHaV2uEhAj5IKWXUqQ3qUTk8nroHijOOxkFIgAoHg6kSMoAUCwcpDsVmRHWOnIdMHZ/4wOc3fCKvvEAKhYEFcdC2/sVMUj79CWS8hvfOfkFtuRD/xKpgGrv3P4fLVg2+FPFxnBiE/agmbkmSl8ydOQsOWGVFll4JdG8Se+i0ABcd2jNGTkB5Adt+AK/s2+JammPx4vbHK4MBEJKH3Y3fiOCe0TK9DdrnTpiVJouDwsMGTo/XmGHF9FZVcnrCZp7Euy9lwF3Jk7nPyoiNBhvbDB/8d8nEkTxPOtmYoZWD/D8Gug/dzVa69SjRK5CtPUtZ6OBNPcyp9Cl9DC3WBAv1mCWdkE0qgul9nFT+/SSpoTc24Khql3rMo9U28nZdpv/ke2mPV84/3PVVOET9XjxAg/rJlmJEKtRP+2p/PuU1aNkfmjT8QvOvOOedx2cuYI39g1DQJHfoJ9Tc3Yez6HsqW9TiH38K7fidEpi07ehQO/AQqecxymfLp0zgxkdOnLfOVaS8DKorEnW0Zyvt+yqc3f453z9awI5pE3fMP3Lr+k8jtW1Gi1VF43X3DuEcP8LGwg5dPuyidSPBP1ocxTx5kzCbTVFddy1AyDHK/+x0A9tYWsNvBMDByuYn2qemxQbedNSEnHyQMsrrMWE7HjDQR1W34TY0Op4YzPVYtElYK1su4wY+sqF9vDLLDoBWh/jpwXA/2yfCksqbz0+Mq9ase4eioym+PpTAKBR7eeitRv4sDfSZP3VotzJRzebI/+DaO1CnkSAeOSAxn0Enuh/+JfLgDKdCA9xtfm1zA7iKnNOK7/U+QPvgOZjJlRfk1rIEdT5Ib0fFUl1akLuJn0z13cfpsD7LfaxmdAIrfz20P3ENjsxdliqCKWkIa3ov+2n9AqlmL0v4pbKEKxjs/AMWOdNNfYpjOqnp4Z40azPa7kQ6/jKcSxxjuhqgX3C7OtN6LQw/SOKVPbodCzu0jd+tdBPNZhl+wTEiit99B3OensSk4Mzo5O0C5OIa55TG0oT4MKQb5OPabv4V09j1cdZuqau2lixVGhvohN2jdz91hK02+lIZchON9Ee5aV31embk4+u//DnXoENKWL+JsX4XbM0Llx/8b0rYnYf1dVdudKlR45/AAyaFe9ApoYxkkmw17VMc0ZMJNGi3bWmdEzSqb1iHpH1KZEhEtO20E7/8kkn9mJsjUNONxxv7+2xOfp6ceK9Eozk3XA+DzNpF99TXKp/txdG4g+JlNs/6uz7de4IXqUM51/40X4gzbU5Rvtl4wjNlT2MaOLVr5Fz2RoPTc8wCEnCGr8Y33AauOrvs82zGVxSwFIhAIVhZiFC0QCFYm/nrY8gS89zegnosCsLut6K3A+RJoBIILc9G1/GJdqF33cvLd/xNSBgztAsDmDtOy8R/hWkkC4Z7vWyLhlicgssYSRUYOW4Xv225buFBYvwk67rHS4ko5jJ4jVrvsgE2fmrvw/mVmvN6Yo2PSGdTI5ci89BLABeuQXQ5WB3P0/PZ76OUCrXYTvX8QI5+m3NFJZMfj+OvmjlA1DWNiW8xpTrJVSAooTpBklM7bwRWyzgG9fC6dtnp2e9ALI+9QPPI8rTU7qPuX/x5PZQD1wHO01dYSa7utOrLKNNkzXKTsddCvZmlyWFFnhsNGv5LljcEsN2xsZ7azyqW4aA/NdGp1KbMbRyRyZY4OZdl9KEnFvpqtSYlNmRJ1gZnzq5oLe8dnWJP5AUYqCx8+iwzIkg1v1wOUEjrK1Egbw4D0AFTyIMtIWx5FCvdD+j3rtyfdBzXrqq6PWleZsz3vYuoF1AM/45aaDeQPfoDNKaP3vkfT5tur9lW5XEGOH0Pe9wN8Lh/3rnsSY1UbzsNPUzl6AEdXF+VyBadzMhdYiUbh648xWE5BPk/OfBBJgtLO1dTecyvhklwlhEiSxNZWH7/6KMtAIkd9NIbdbSOfTqM5ZTa3Nc2sKZnqhY++C6PHrGh9SbEi0pImyHbwN1Q56ubyJY4OJPnZ6d5z89uRzTI/318ESeLmjU5KFRWPa3I7fHIFtTCErOUxE924vF5InEQKBnAXBpBD1ffQQknFro8ijexDCrZiprPYmlqRo02Y8SMYQwqqYqsSjMJSmUebZYb8dWT7RxgzweGwscols82Xx6VPdwo3oZBA8XkhfQyp14YR70VWx5BCjZhOCc5FGo9zOqlRCt3M5q4UhRNvUuwdxG6TCH7sT3k7u4qPFVUapwQ4pgsqP+/O0HM8yWfWTk4o+/y82J0iafPy6NppIqEjQDnUSvcf/j219V8g+ex/AtMk8sUv4d1yI65pObq2Sh5bcYRK3Hr5gWyzzlm9AsMHca+ZWRJD1lKofXtAq8C+H+Bu2oJx8G1r4tk/IF93e9X82ZJKOjMK2UFkyYY9VockG5AdQJIk+ggjKdNKPhRT6KcOgncD2mjGEprVMtrgGWS3B8U9M43d1lBP/be+RaW/j8R//x8ARP/sT3E0NU9Mn8qcBlOx2JxRe1eqJnGilOC5s7/APNcz6exh5BHXrOVfRJSfQCBYCoRIKBAIViaVAvR/OCkQAqhF6P0A3JFJMxOB4BK46JRNm51swxY8DdspDOyaaLZvepQxT4gVUxmzMAb5uDV43Pe0VRA/3WtNS5yAxu2TtbkuFbsL1nwM4sdRihKhxx8FQFmzDcJLW79RDgYpreki94UvYauUkMMx4OSs806NMp1tMLkYA8mgS8bvUEhrNpStD1EKJ7Af/TGyBDVeZcbDW9VAMh4n86IlcDra2igdPTrR76rzeNUtYKgYw4cp55IYyRHcW76I7HDBxs8yoyhYJQfxbgCKR36NUfwdYwNHcLS3YaSKOLTqWn4V3WAkW23WMJVMqUK+ouF1TW7Nhfbt+DxTGRlK8OwHZ+kby6PnChT37WO4bLK7L8mTWxqoD7qqU+t6e8n8+k0C6zohfxZHV5flYNx4PYmX91M5+ysiX/vq5DKyjBraiLYqRVmxM6z4qbiDNLd9HqU8RsW7huBYqmodkjuMufHz2PZ8Dy2fodi7C5kyNkcIc+PnMafVtKtoOnJuCD07So1UpOHkM1afxnow8kmUVC/qmVOY5uRxtMViHMsO8B92P0unU8PUhq11n+zhs9v/hDu7NiNNda7VVYZHE9zXGeRg0EU2r6P19bDzls2EnRVGUmlWNU27z7mDVq3V0WPQdjs0boWzQejfY7W7qu8JpqxQNCRLTNSKSIoJCtZ9xemlbMrIUnVKujPiJ/aNP0cfPIBRdpD99Qvg9+J/4CHsbV3IweaqY14qpAlljmK8+m+QvDFst/wjbOtKVsptqUDogf8PRblaXDMSCTLf+zby6GnC4dUEO+uxGSrSCz8g5Q9T8QYIf+XrUxyU3cjbHgejDPt+hDF6CNJppGgd8i3fhK57UezVAnSd34Fc7Obo/g/osOtUNIOSLqEd+i237WzHY68WygqqRt6UCa7vwogp1HzxSWv7YnX45FrGwl7kaWnWmAaZQD2e1lusmn6KE/QKcrSDhKkTnhLNBlAT8rGurYX9w8cw7T4ItVs1YcdOIDlcbG2b6bRthjuxfe7/jrb3RyjlCvrIPvD7sK3aiLHti+CrFrEcaDjtEhWvG9PuQU/1I0kSSsAPNhfR2hDyNEFVH0uSfPpZ0CsY3nrMyFqkzBmyL/4SObKH8DdbsDdUp04729pwtrVh/P4N9HQaAFusBu/NN83YhktlvqnAU+9XlZER4s9YdZ8v5rdAdrvAPbdb9jiXEuU3X7HzSvymCQSClYUQCQUCwcpD1+Dk7+DU762//fWAbJlFnHnTiujo+pRIOZ5C1BXl8a7HZ20XzOSiUzZ1jcDwYfTESQpIgIlNthM6/hqu2HVwHqNtdXQUNR6ntlCw6qjVzhywXTHqN8LWL1I+/Q6D9iZUXSJY00KtU7OupYUKhIA6OozU8yac2Y9cLCL39wEgO4ZRHTL4G5ckIqIYreHDjz3MG4f6GRn24HEF2eFs4WN/tIPmYnLGAMleU4M95KNQrjCoO8hddz3+UoZg0H9RdaUuBmfzFtru+VMy6RQny43IsSTtX/jX+PRRnOvuqUrxhOrz1b1j+4TTrZ5MknvNSvGecR5rJQr5LMN9/cSH+zFNk8BYgca1O/CVC8iOadE8vlrY/kWk9/4bJEbQBg4DIHsilLd8hlGnt+p0dygyUZ+DnqSLjlA7dtWEDUFwOnDba4l5fLgd1cLJnNE/5xmoH+pP0XP8IJIkY8oBZI8bSc+SONnLe3KZBzc3VqVHmpqOuz1IbvezFDMpdMNEliXcyZ/g2v44hT0JzFK1uGmkU/QbCi+cepGR0TimaRJNRwkoDm4qevBFN1Tt26jDYKRmFcbqm8gdfgNMDWwenB13IdWsosahV32/w27nkNJFx9aHsR1/kdLuN8EEZAn7jkc58Yd+GrUfosjyxHEcTJc4O5YnV9bIGCrlvmEkwBWIcDaRZzhSoj44KfTmVYkPRiQSgylqlTwPXLeaUq6E25Hhl0M6I0aIbRtC1d4G/nq46ZsQWmW9kOt9H+o2QuM2WP9ZK/14CpKpsa3Jx+khr5XWqp/bj3YX2FxsavBiTItudXhkZLMbyTlEybEaQzKQJQ17Qz1O6RTKqu1V6d+65MSwuZECMetZ4MSrGMUssppHCtZgKG5kZ7X4oqklikPHMSp59NJ+bP4aypkhysjYCiEcrVtmnli6BrG16CgYholhmMjuiGWKZs50Hu7Qexj+4O/osBdxGCB13kSl+z2kkTPE9nybyM1fR6V+4jxx2xUCQT9ph4u34ynKJ1IAOM0YSihEfWMIe6T6NZOqugiMGpjGanw0YrjWWN8VL+HxuSnpgyjRysQ6ZIebO3dspm8sTzyVp3RgL7LTjbNzLTs2dtLeNvPljD0Wo1/pJN0bprnnLMXj1ksG793fZCgaoCNcfY+u9Spsagywe+AglNLIkTWgFjAzPcguL5tbb5qxHbgCULPWilJ3RJBtZaRQCKmShlDzopS3mMpFlw+ZJ1PvV8YUgfZiagwaxRJm+VwkodNliYaL3K+LvYdeyn1XIBBc3YgRtEAgWHkoNqtweu8Hlivq9i9bNdQ++j6U09YgRgiEVcQ8MeFifDkYOYJz13fwJnuRajeQrttI7dm3Ufo+wrvnh1a0jXd24UtPJEj96GmSiTjRv/xLHEspEgJnlGZeHmylp68X0zTxuJzcdP1N3KL4mCsuV9UNBlJFkvkKdptMY9BN2Ds9dc9Cjh+i9IKVHieFm5A33Idx+GUqR3Yhp3Io9/3zKjFnIYzlKwymiqi6QcTnoDHoxqbM7rT5em+Rv/n9GcxKGXtBR82oHCsOcCBR4a8+tZ6G4LSIOrXI8TM9/ObwMD2DFQp7jxJqrecT6xRuSo/iCi7ONjibt1DTZBLQDQzDqmGGaVr3umlMTTGW3W4CDz448Xmu1OPiybc4+oefoeoGzmgrkq+O9NkPye7+HV1agcBNX6uqSaiOjmKkszhCG5E4gLu2GdM0sMc24lXD+HvHqgriS5LE9avCHB3MgmmjIOmYTg9uu0LQoXBHZwN+18LEgLKqse/UWWRZBzQUqYCzIYhUiIPDxbH4KGl5FVOvLEeNk/K+j6jUxPDf8BCGGUFP9WEPOqmMfED9//onmM4pRe0MAyW5n1K8m7HeD7jjuq/hKZgUpBTvnHweW/3NSNOixDDKrMu9Tyb1EWN+J9mRHG67TCz+PsE6J5L+iarZnQ4bq+pi5OmixvkGkt0FmEh2F64119NIHBcmsnvyePQPpyjli0hqBdVhw9FuHecyCqVCkb6eYaL13onjoRoGWyMObFIIiiacPEb27Tdx1US4t2E1TqcK6jTxS9cgcZKCLUSf2UwhvBavZNIi53CNnbJcdqeY1fhcLhpCHnY0uth9Js+4qZgkmdzZHiLiseNyTjvm0Xbk2vVw6nWkYCtyJYNsdyMVxmDNVsusYwo+r4ezbKb1jn+J9t63sQ0fQ0umcHTtQN3+DY7+8jBdj1SbyeT8NYS/8Y/A0FA1HwO/+g2+QAvR27ZAbRP26Kpq8UgtYfS+T/ndvyWfLeAONyM5gmipAWy7f4hTtkHbrdXryMsoRojK2W7M7U9y6niOjs01FA+9iLfhNgZ//iqNn/nUxPEIeRxc3xbmtSMjTEeWYFvrzBczet8JUn//X1EVO1n9OJXTI2Dq5H7zJqb+Y4q1G6sjIoHGyhm+sirO0ZZ1HHHZcdpktq5vZq15CE+pFhzTyrOoRfw97zM0sBuYfGYw9j5HLPYXEK7et5LNyR1ro4wMNnL2TC/GqV2gq9hiMT6xYz2rQzOfxZRolPDX/hSYHrn26JyRaxOmRJEw9f/m/2V9TyQ8d6Q0WCUCShnsNQ3WNF2F3PCM7561f5dBVJyKWS5R7rbSwJ2dHXNGFS4kyu+iS08IBALBNMQoWiAQrEyia2DnV8HmnqxBuP1LVrRDZM2Sdu1apaRq9CaLDKZK2GSJprCbptDc4sxyZL7uhsgKengNpcRppJbb0L116KUCWuIsvtp1zCjsdr51nBN/lqLG0EgiydO/eYtMfNI5slAq87u33kKWJT6+rWuGOJUqVPjN4SH292XQDSuKIui288DmBjY2zTLAdTYgb7iXYX8rfd7rKOTKNN57J/VnXsMd6kSqLPw8MU2TA/1pfrV/kGzJEjxsssT21hAfX19HwF0tUJxN5PnJ7l52tnip8deQzJbwOG1IssTus0mODmZmiIS9fX08/cpblHJp5NgG3Js3oGpJXv7db3Eqd3J9m44tOs0y9FKRJJw2perv2TDyeQpvvwOAc9MmUs9ZbqFKOEz5wAEAXOvXVy1zxtGJUtOBrJYY6XiUeNnGRsWGPnyUM6Gb6ZIdVVFlRjqJceS3VE6+RMntpWio2GUJX88+WjJlCtla9NurnU/bYl52toX53rtncNoUZEliMFXkM5sbWN8wzV1iHF2FVO+EoQyyhOw0rRITDk/VrKYJus2NVEpimgaSG2RJRZJ0zEw/Rmg7elmtWmbYUc9I+4Mkdv+ULcF1nPg//gvhGjfRh+9mYN3ncYe7SJdMCkdHiPoctEQ9+BuuQzFSKAEf3mSG1He/T+grX0IJRZBjzcjT3HTLI0m03hw29xbqInbCURVt909weWTUg79DDmzESOkTdfMMTWMDJxlL72J07ecYXmUHAxqdZYLD7+NzNJB57wjhR76AaRioo6OU8gW0VAoll7FSScdPEbWMlkyRjZ9EtzdNHA+v00atmsGbPEoxnefkb97B0DRC6hj2eIHRXSeRW/4EGqa4yqZ7GMlrJI0oPz1aIlVSqHHqfG5LI6F0nppAP4QmXbCdZoU18jDD9LNpRxP9qhfZNGhwFEgPH6fT4UI226gafowcwfjw75CKYyg1FSL/5P8JI4dRbAXMd/8bhFqhpmtidrdDoT5iog9q6HoBmyyDoWMUM6AVaX/sPmyhauHkhOmnWLuVd4/3s1HLkepLYLfZWBfZwHCwnvbaeupqqo9hZfg4aUc9o9c/Tp+jA7tZorl4jNjA60i5Maa/Ckkny2RKa6i5fQepuExdUMb0tlH32E3sef596sq5GTUfr2+LMJav8FG5hLPDEt9cPjf3bmpgTWxmXT5dlZGkCI5iBkMGLVfA5nNgZOLIwTrURBptiks7+Tjqid0EhnrZ5oK2N1+EUp6w9yFk7QylShCl01ZtYjFwGGXvr2jUA+CtxXHPP0L76GnMfArHhz9Gdzai1LVNrkOxE5ZMnthST7ajgfxICkWWCNYFCQScGIMJVN1ZtY5LiVwbj5Z2dLSTeuZZAEKPPzbhLj8jUrqSh2Mvwehx9PVfQCtIKJlDSL1vodz8japzajoXXZN4at+jUcJPPEEoFjuvcKeOjhIoGDy6+iH04BgASiSCZLcTyBoznIcvKcrPNCFxErNUorhrNwDu9WstwxrX+bMCroRAKhAIlj9CJBQIBCuX6WKgf5EG5oJ5ky6qvHhgkAN9acaTbhRZ4q6uGm7riOGcHmlzhdANk56xPMeHcqRLKs0hN+21XuoC7tnnn6e7YdJRj1p/M57IWka738allSiFmojc8Vekgu3EXBGmb/ls68i9+tpE/bDFdhI0DANZPr8Ad2IgTiYxaP3hDlvRj4mTYOq8t+8QW9rqiEUmB9GmafJWd5w9Pemq70kXVX68u4+gx05zeJqgE6hhz7qneHl/P8XTY1T6+pC9brq2fIbPrW8k6ptWpP8S6Bkr8JPdfaj6ZOqXZph8cCaJz2Xjng3V94iRTIktjV4+ODHMi/uHMFUNTJOA38nntjVxZiQD6+qqljkymKUw2gdqCdR9KO4g5thZTFnhrT3HWFcbI7wIY6uSqtE3VuTwUIaKZtAe87Gm1kvQPTNSU/Z68dx6CwDOtWtRAv9symf/xDwT+0Q3ePWMzuqWz+GUDN4YkDFMAzN6J6sabub1Hgd/vEqlPjh59tr8Nor6GU7hQys6kTc8hH74RaRMljWBUWIf/yymv3rDe8YKZIoVvn7rarpHcmi6SWedD1UzODGSm3nMdRX6dll1MG3tZF58CcUjE7lvG+iD0HpTlVDosiusi0jEZROplMa02UEzoDyG7AmyOqIQqQ1VrULLFRnNRFiz8xskBxOU0llGimWi3jZG3R28+vsTSA4Hssu6R9T4HTzSFSTEKu4OfhJHugKAI6dyd+3nCCUBf3UtuHJfnOTTL2MmzxD6s3/F2R/+hOZPP0D52E/AfyPJv/6P1P7FP54QCQuqhlkqsqvUxNsHBlCDq6zjlxrhpvYN3BmrYG9qpNJzltzvfkf4ySeIBIK4Q34a65pwGhlKR08iY9K481bcYT910TVVDsp2DNqbbeROfIg/FsP7v/wZhSNHqHF3Y5oVGr/5NWRPdTRT3h4lOfQmmT3P8+DNf8rBAQfXefsZe+0fkG56BH/HTVQt4fSwoTlCdmyY3+/fww3t7XgqFUqSk/UdtXTWB2ZG+XtiyOsfxHj/v6O4dMyj/xVb+8fgyHPId/1v4Jl2L1RLuLLHSb//dxQLJWKNXSj+RvTcEJVd38F7z79EiVUb+9S44d+8dIzRZJp1HUGwOVH1CmfjGT6Mw87GAOqoNnHfLZg2jjV+nr2JQ+w5ptKjl3ApJo2Gl7uv+ybNrja2VvcKbzRMT00bJc1BY1Rn6O//lgImjv/Hv0Laej2xsG2GW3HAbeezWxvZXudiZCyHIkk0Rn00NUar60meQ7JJuNd1gCJjqCaVk91QyuLeej+SXcG0+aoiO/HG0H1dJJ//exx3PoY6mABDpzIwSG7vbojlCH9lTdXvjab50byb0Yd+Tza0heSe4zTu+CLq8RfRHZuQ0xWUqbfEUgZj6AyuY29gqziQnn8RDBXPY1/AcDjJ7usn9NW5HckvlnHxqtLXh1mxrkF7YyPeG26YmF7F6FE48wcAzPe/jaFH0Q6+gHPNajj0c7jhj63U8YWSsZyjlVgXIx4Pja21KJk+MCIgz3zu0RMJ+NEzNMwhduoL/f03Tej7EA48hxS8G0mRwCjB6EE4dNyqN3seofBSBFKBQHD1IURCgeAaZiJ9Q7ijCeagrOqUVAO3Q8Zhm1vo23VmjP191YKRbpj89sgI9UEXGxsXXtNunIs1FTEMk/dPJXjx4NBEpNuenhQ+p40nbmhhTc3MSI35Fvw+OmZytrSBDYPPU0zpgB1yI+QaannlVJgnako0TRPLMHXIDloP6ja3Vci/EAebE5xzRFddAkcHM3xweow9vUn8TjsfW1fD5uYQsVnEuJ6iAzPUhppPUrI1UklX8DlbsUllcu5asrqdqcnqI9kyu3uSs663rBl0D+dmiIT9posXTw2he0JIlRQARr7IqZEyf6g3eXjVLOnwahF6ztVB89VY6Y99H1hp3KGZ9bSODGaqBMKpfHA6ybbWcNX2e20GxweSdA8mLZdl0wDTIFus8NMPTvKvH9o543tOpmSItEPiOBRTmMUUSCAF6hnNu8iUpdlLUeoa6lhysg5lfBSlbvYXG4WKxvDJ/aRTKQ6O1VOoGET0UUaGR1C7bicWrE4Alz0eXJ1rqWg6eirN8L/79wA0/cf/iKOjE1mSkD2Tx0ORJZw2mXdOJcE0MGQPZqnMvoTKfhv4YrXY5GqRoiCH6G78HPLYjym33s9Pn/6Qj916D6vYS0/zXdRRx9Qr0TRNTo7mOBUv8P33eifaf3N4mK56H3abTL6s4XVOeRTNDsGp1+HQ8ygbvoirNYjLX4T3/xYaO616ZbG1k/NLElvXr2XvibNkzyYwCwmoVMBhx+mPcsuOTTgj1desmRxj9Ps/IEuFGo8Le3sHigynBzP86Ld/wIZJeOM6OCcSjmbKvPBhknv791J47xek1TJIkHzxV9g9IZK+vQS/+hfYa2om702aTunsCI6m1RS6T2Mb7WXoh/3UPfp5Er98EzOvUVB1tKJK0G1HliX2m6v4w5keDFcE2RGFUhkz2sU7PUPEQp20DezGFgrj6GhHT6ZobLBzS12Ij7uuZ8zTzIC2m9q6WlbVKoz5QsSC8ox7oztxkJKRYaB/jBpDxpboxgyZ2Jwyjv6PMNvvrZq/khmmcuZ9gqEI6Y+epbNhK4XD7xH2uyideJNix/W43KsnF1BLOAZ2c3tzkHUmqDYnqad/RsMTnyccqVhu6bG11UJWMYE+dAA2P4aZGUW+7VsYR3+Jcv2foZ19C0fz9eCdIuZIkC8UMWUXjoZmTnR+DXtygEjPj5GwUayoTL+z54oaquREMyUq/ij1Tz6OJEmknB5Gh3Uy/SNEQ+6J/ZUrabzZo3IoGWAMCS8atlKFUqCJ546ZPOA1uU43qqLkPZJOuCWMT0ris9dS/+l7sdsVQs01BJNljDd+g9k483p3SCZNZhGGz2I3dGoC7UjM/pbBKFUoHT+KmurDc8dD6CZITj9SIEx53x4qoxnc26vvWVK4gcA3/x2VwWHrJQgg164m8LVbQLIhuaqFYTkQprLxHrSu7XgSEr5Akny/SehT/5a8ouCfbqYi21DMMbTdz8Lmr2KqqlWPUq3A6Zfw3/LHc0ZAw/wj14xsbsK4xMjm5p6xdgO0fwJOvgbZQYwTlmCIOwybvzC7QKiWoPc9a1lfLRi69Xvjb4TwqpnzZwYtR3i1QHHjFwmFQxgnfofS+x5c95D1UmMWoRDA1LQJsdPUZta4nI2L2lf5OOpgD7rchXrqMMbQMcjH0RIdlJQQHD6E0tIpnvkFAsF5ESKhQHANMx7RtNiRS8ua6Slrs6SwLRV6IrE8TCyAfEXjUH+G908lyFU0anxOblwTZV29H/u09OF0QWXXmSSdYYXhAmTKVlH+Zr+MZkjsOpNkQ0Ng1siIeVMpoKdSE5F4kS8/CZHQrIXOe5MFXpoiEI6TK2u8eGCQr9+2Go+j+mdwvgW/M8UKncog5dFTVe36qbfY1PEIufK0h3+tgiJlCN97A1reIPPhcbwU8N+wDXs4ALXrFiXFZ29vkn//4lHiucpE29snE3x6Uz1fu6WN8DSh0OuwMaAFKUku3LkS6smTFCXwd3XgMJ0zjnmhYonHczGYKc5oOzKYRdcNMHUkl9NKr5NAdjo4OJDh9s5qowXUInS/CukeGD0M1z1iuaz274Kz71oDvWlC4UBq8sjdEtDwZlMA5P0h3slAsVJtGGFTFM6kNEyb2xoQmuemSzJF005ZNVHjceyxSQEz6Pfy/2/vvuPkKOsHjn+mbC93t3v9LrlLci29J0ACoQUQAiIdLBQFERSwAAKCiEhVBEVBsCDSVAQpIl2K9EB6u1xyyV2u717fvjPz+2OTu9u7IKAo/JLv+/W6F2F2Zp/nmWd2yneeouYUQawDK5XEMnbuh/wqXE4/dvduxpaK9kD90yTNibT+/k8oVgrj5MNBr4PgpLGrt26g+9W7MdMpDptxMgOWD/+qB+mOhHFpJtbMQ1H04RaFVjzOtocfY2vXIIuOXjL0UG4MDFD/t+cpzXUR/PxpQ+srisLcIpVtK+vBsrA8k0iHwmAk0AN5TM5JEXRl1/mOUB+//9M77Dd9Ae88W0/ctHj21a3sf8B83nt6C0fO1QhMHT90LUkaJuHBJK81hMeUb1P7IBPyPcSS2UFCI57C6gmDvQxj7TPY1HzSDavRx5WSjsShP4JljeiOZ1kU9qzmjMU1rCjUUeMWrkQcf0kRBeOKKO58i5RjIbb84aZPLs3Cr8ZIR/vpMr0kVDcu0hjYiUc7yPWOHYFze2cPkcJK6vwTiKXTWKaJ2+FEMZKYpoWVSpDq6iLZsIX45npwuXBOnQ5GHEdJGbmfORJVAXvVLAqnLCBu2kh4/Dy1ooVjZ5fh1HWe25og7i7BQEOPJIgtX45/+hSsmI3XVrcyvriE/ieeBMBWXkbht85lwuaniLeux1u+GPugQiD5Hs6GeiZWLcCoWkZKd4+YpVnD8E/Gl7OOSQMroHczye4GXLnjUXKnMdiYwD0++3zVGPPjnH0aW1+4m1R0AKvtOQB6cVG2zxdp6tPx6iO7R6qQWwkNz1LQ9E8ilZWkB/uwp9PQuwMqFo0NGJXMQJt1GtaK+0iVH07HLT8m96BD8HS3oM09C/Kzx8AbSGs8a85jwYwkg54KdvT48CUUchZcymC6n9XRGj5rZcb126W/P0KVJ8F+FRW80TxAqr4Bm01jwcFzyLeaiURdmCNOiWnTZGtHLzlmLx6ni74BMNtb8foLcGkaW7oGGBVDx62lmO4fwOzZSlLLZWD1SgyPE3XfmUzJ1Uku3g/FPqoVcCrG5i0NvNKc5qU1cdxOO8u8PcxVU5SOqxq7r3x+0sd/GVukCVdxLVpO5lrhqK4hMaEOf0szmjc7RGpFBun/429IpxwY/f2gqgw+9xS6zw2e/KGg0y62ggIUj0Ii7iUY7cFIWZlhXBKgT5+AbfTYxrEeTMWHcvhVmKE+rJwJKFYCy1WAMueLECwf04Ly37HrfjXdMTym4MDTTxNbsQIY2wI/1TuI5ZmMaluFFWsf3h91nyUeSqON6tZLKg4Nz0PDc6TCPRjOSoj3osWbsMWfgXlnjg0UDnbQ4xzHKiOX9559j8GkxcSgnYXlS6nq2Y5SPG1Mq71dwygkm5qGgp2ax4vrM58Z+vz9fKhWft4CDEclPQ//HjPSB339mX319ydRi+vA00Te5wPv+z0f9iWsEGLPJkHC/7Vod+Yt1q4Lf6w3M/HC+83klU5BKgL2THchLCvzHR9HE/n/RCQMnhEPstEecPg+3skiRpcz2g3O3Ow30COlYsQSaTriKoZlEXTr5CpxcOd+fHnqb8/MapdTnvn/ZBQGOiA44V9v99/Wt2M4T5C5GfeXvv++SgySNVaaZWSORVfu+6fRuREKRwRKOjdB4fuP6UK4MdMyKqc08/+DXZnxUEbd8GenMeo7R6c5WrwfNHtm5kTI3OQZyczMebvTvRU2/A1mnAS+okyrldV/hsnLIPA+ddi5KfN9u8Y97GnKBC/+Vdk7N0DhiPG/Pqgcoc3gCpIOh+l58EEKv30+6FEIVO5+fdOE/tZMq5pdRh8Do/W1ENV9tEdVFEWh1BHFoSjgHdt6K5EyCIcHmOvuIF0eJGKYFLjtTLW3U9+epq4sO4gVTxtM8Jl8Tn+V3sJafr2tkBwHnBlYi6naeTQ6jbRhYdNHPfAkEqQHWmhXi0kYJh67TlFyB0rB+xwj8X5Y+QBabh0R3YEjz4Peuxw2b4HqpWPOo9vCUZZUelhYlObxbTbSFhT67BxUFOHOlQZtfXEm7aY1IR3rsYoKCc1dhAoU5pgQ2gr5Y8e6nOVsJx3to+Do83hvfQOWO0DAAZPKCrAvf4GCCacAIydBSGEz2rHN2pdBJYcefw2qZeCeXoSm2jLnl93dlEe7SQ6EWRUJEDdMSnOcTFLaMjNEjhKJp/jzO83k6klidpVIMhPEqvRbvNnQwYIJARZXZ6dRkuuiMkdlSp4Dc9CO11OA2+WgqC7Ao2028jzZ+9ZpU8l1qVwwQ+Hx7Xaeqe9BU+EnBzrYPOghbI19KOyJJChzxqktsNOWyMM0TJw2hTxlgFdaYmODjkYKXMUQnES3kkvH+tXY7TYqJy1F0+yZz0cp8NlZkG+jzJVixXu99PzqV0w6dF8WnXQQa9arOGzZ50RFs7HfxABX7lfCLe8a3PfyRhxunVfPmcg7XTZamtox8oJZQcJZJRqzC8spdJRw1RP1mMkknz1gFvuXpHm6IUZxcNRDXqyH9PonUMtmkW4JkzIS6EYfjooyku0bsKNkxlgdobe3j5kHn4yi2+h4/UHQneQtPAhHYBwb6uvxRGLk5QwHHIy0Qf4hB1AzuYSBd7dgOV0oDgfeqeXUlBaT7uzCMrIDpNW+NF9btgjTSPOLZ5tI1G/gmC8cwYJJbuKKA8XaWR87r+/xeIpArpcl+9WxIdlBXyCKU1XYf9/x9Jo6A5EERiQy9P0aCuvbBphfrIIFbUk7FlDsBNWMs761n0gyTX/XIIqiUOh3oIUGSDoX4KqtIfz8AyR6d6DbnRRNXkpSqaDv/r9hP+ZY+nDhdWgUeh2kHTmUxFopqvYQCrvpfuAhKr9yCmqqiQ5fNclwHJcepcDnxKap+AIuFl7xLQqKnHRt6qL3/gexT6wm/8gZ5C+Yj9sc5L1OaB1IoVtJ5pW5eWPARs0B00kduA9bug2S3b0UT8gjR4sSbw/T5yki1bgD474HUPu6UF0O1EAQDTfR5W9j9nQTd/pQDy8gWlyCGuog2h+ltDdEz8owtvIyNnbFOHpyCZrTT5liYK9yYisuxNKSPPzQW8QcaRQMcg5dTGT5GqzBAYwkKHmVsPl5Klx5qNFBtMB40hvfIz1YjFJnYMv1Za6RpoFit6Mv+RJq+zxSHV3oBYvRps9Byw3i3hFCGzULrWWY/Ho1fHbiAhLrnsey6yiqir12Cb9cafCVmm5SMXNE0DZNaiCKOu0k0rWnEF29laQ9D1vtZAx9CqmmHWiuLmwjX4K1rEBd8SBM/RzJ9Wux2XzEX3sJz+XXor1xJyz5Vtb1NJ4yWNPYy7Tpc2hPuplgDzPwzJNo559Fu5VLw+ZWIkV2fONKh7bJdbk4dW4hFY5BXnT7eG71ACceMo25k2JMKBiPK5ndFVg1kvhSXXxlcSkr22O8ti2GMjHA52cHiKcVXm/rwbRg5NlENfpIv/wLdLeCMnESZrgTq20QMzaAsvYJ0va5qN4R14JUnA319Tz42iZ6Bwax6UWYqV5efreZzY1+Tt0vRX5OYda5p9PuI+nYTpHfjdnXQ9fNN6Ll5FL+8x/TblMotBSyXnkmo9C7DTrW4zrwC9gqKsGy0HPcpF5/BIpnMFqqqwvfQB+5WopoNMbAM8+i5eWSd+zh2HZ0k8qzsgNHOWWk9WZ6/3QXeIpIbGtCLyhg8KWXwO7BtNcT+NKXYGfX+iFGGhIDWcNv5J30uffvGRCL0bdsXzrVKFiZiX8UVcUCCgwPOaPGezT7ezHWPkOqq5VwxZGkxqnkpLrJW/sUKfccqJmdnZaZgmSmZWJqUKH7zpvANAl86VRsZhLScUbry53Cg+sM1jZu5eDyfDyRCKqlsLbHy0DtTObspluvFY/T//e/YysvH5pgyujro//vf8/sg1FBW4BQNEQ4PvZlS9AZ3O2EdKapY7mLoa97eKHdh2m5sPr6xoyNOVK6s5NkU1NmE8P4wCDh/yKo+FHS+Kj7Sgixe59YkDAcDnPllVfy9ttvo2kaxxxzDJdeeim6vgfHLftaYNWDMOkgKJ0DsZ5MgKKgGir3HxsoTKdg28sQ3ooy9Thsuo7StgK2vQIzT80EgT4JvU2w6iGoORxKZmaCP6v/CCWzMk3r/0Wg8EOf6Hu2Z/ZV3dFQPBUGOzNpls+DcfuMDX6lYjRs2cKzG9rZkc7DUnVyzD4OHG9jzuRq7P73vzAktm0j3ZZ5y6iXFA+NETRGfwesvB8S/bDgnEywd92jma5RSy7J7gL1MUg1N1PR30+quRnt/fIE0PwOvHE75oKvkUznY7P1o7z9C9RZp8CkQ8bsq1RbC8bWFaCoJPoV0p0dJLfUZ1roBCahFZWOrZeGF+DVWzAP/C5J2wTsZhvKP65FWXB2JsA2WncjvHMXuAOkq0/AGIhg61mO2v4uLLpw94HCzc/BP2/FPPB7RLp03Plp1FdvRNnnq1D7mbHrx/th/V/BFSDurMXoCuNQt6MrcZhyLLhG3Zz1NcM/b4W2VSTMfAy9FLq3oGkGjtdug/2/kx10g0xw741fQEENsZyDSbW1YSvMw7XjIZh/Tua3O9rGv8Fbv8I88AoGOxS8wQTKqzejLLoAqg8du37XZnjtViiZgZq/hJIDF6I3PQUNfZkxc0a/uTbNzDG38kHMq3gcAwAAVwBJREFUfS8gGXNjVzrh7TtQF30dxi8ck4TZ00Tqnz8jlT8D1bcAT7QXYitJWhHs808HT/bvIz4Yo7z7Zax3/8DshVexvambcX6TdKyemglTCA8sJOgbDoT4tTTH6/9EffOX5OdVcvGCC6GvDXX571GsJCfufwk2fVSdJxK0N63luXfrmV1Rh6M7TFS1aMnPwR9bi3/8tOz1k1HM9+6Dt+8mffBvKdxvfmaxPYjj1UuwDAWzeAG2Ea3wStwWXrr5y8v1zB1fh7M7hNqrEEoXcWYdhNJjW8KZbStR/nEDyvRvU+HVUFRItXaixFai1n0W8rODyb68YpwD67Fe/TGz532XZEsYTUlibnidupn7YowaQB+7BzOvEuWFq3FNP4MyVw4OnxPWPIHp9aFO/uyYPBHtJrHpWaL1LzN55nmkWrqw29MkjDaUSYPYx83JWr25J0Z/bxhv12p+tHh/nL2Zc248N8A9q7ewenvhmCBhhdLPeeN30LFpOYWTj6bj7/+g/MBa7Fte4RvzvkCsoxPP+LKh9Yt8Tr4zNYbywo84Ye5XOaLKizNXR1v9ELMLJzI48agxxajLg3yrifCW9eRMOIr+0ABTigZwdr5DftWxeNRRQT/TwNSAp6/AP/9C1Kgdh03HWvlXzIJy1AkHjEnjwBITT8ML0LmOA+Z+jdgVX8Pj74R/Xs8lB1yC7ssO4HnUJFfPS6A++32+Ne9yzvPkozlU9IZ32d+n0TFrEcSz81WTq6JufBa6t3LLsnNItvXiZB3K8tc5dv6XUIZG5cxIhSNo+ZNQnrkCzz6XMO7EE7Hl6JirHkcvqyYRMVHN4VYtlmVRUVqGuvEvKIMdBOd9lWRbCKs3Qrp7NZPr5tIxatqE1EA/uXlx+Ptl+A64GPXq7+Mcl4Oy4WHchVNp/+dq7PnZv3OPZuFr+iskB7nmoNNI1TnA6sPWr5JTYJDuDaG77bD6T1A8g9yciXz7xEnYXr2KyxZ/n0RrH5pDQe/cwJnz3TTapqFEh7ugG1gUOFJ0tWwBy+I7c2fh7AkRzw3wwJtrqBw/ize2dLNq5zAFJV6FM0osXCU+tA2PEzjuGpIt7ShOD5YHHPYUfTYn2kCClndWoakKPeNKqLZ3o2x4DE13klv9ZdyfXYY92ULfqifxzjyFxt58eptaCOcHqfBraFgUeLpR/n4LwcXfx3XaydjzNLR3fs+M8vls2bSW0pKlBPL9TLTasG94iO8dfCpbWjt5dlMfh04Yh68/TGdTmu1WN9MmjUfZ1g69MZR0BFswAH3bIaZjDPaR8pbQ4QjS1RvF29zHP9aFqKqoZP+AwuBtt2EdeSiK38XV++bhj/XT29dGjtuFkejH67CR2vQol5xxPFbYwnnSYajrHyZ3yelsc5aQ5wlgG4wQrzmOZCyO3+sFpR+l8iAGn3yZvBwNrC0w5RiIhtE8DpS370ALVpEedyhWWxvplAd9xb045p6FMqoFu0Waowt30Pfu8+Q5dJSdM6Qq9c9x3PQ8cNVixUcMM6HqqIXlqG/+HFvpbHJmHIx/ynfQt/0dJTmIUnE0qZaWrCBhyspBq1oKb/0GZf6VeD0zUewK6bYO1OknkQyl0JTh34fHofPF2W489Y+QcE0ip2A6ucd+BleinZrodrzjZqKGOmFEkHBKXhy1fQvWO4/wmQVXc+gp+6BoFvpgin28XRhKdjdgn0PjgsWl5Lz7M0omHMC8ufNwDfbgTTRBdCsFU47F6OpELx7ezlR8WJOPI93XjBooJf/8b2R2SUElOI7GakuCbfg+P2YovL4jQap7Ox5vCa54C+h2VCNGVzjF5gGdPKs3K0iYr8dwuqNYja9iTjub4u9fg57jQOvdzLTCUqLeKdmtFY0UmsdFzgknYNUsIblzNl17dRXuEgVKZoxpuWb09qB1LcdqfhPHzDPJv+gi3CUaWsMjmBVLSZtm9j1ifAC6t2N0teCeuxj79HlgJFHSEaLPPgwFtUPdaocTSUPT69C+BtN7AJ7FizP70NKgtzlrMpxdNJdKt9sk3N6Frz9zTh7w27i7+QEuX3gllansF1N6up0dupfn0nPYtqOSdCSK11XK/jM/w9zmR3E4Z2cn4PBB3VFgAepEvJ/7QmZ5cByUTN7tRCeN4QhrOwdoGGjie7mVpLdkZlrW5xbx+41tTC4tzMxKP4IZi2H09uJdeiiKM5Nn+4QJxNeuHfp8tHA8zEObHsLo6cWMRoHMEBOf3+fc3Qa+NKeJb59a1AlfItnckkljXBlm9w7S8bFjY46UDocJ/eKXABRecvH7rrdLVpD3v9Qr6aOksWtfjXZK7SkSJBTiI/jEInIXXXQRRUVFvPrqq4RCIb72ta9xzz338JWvfOWTytJ/V7QnE0jra84Ev8w0tKyArg2ZP2cOlM3N3qZ9FWx4ErDAMil3VcLq5zLbrv4jzD3zX7f8+m+IhGDlA5nxtFben8nLtn9mWmh1b8kEZoqnv+/mH+pEP9iVGeMjsvO/M06CrS9n3ob2bsu0JiyakrVJc/N27n6vjVA8BmoSFJVOI0nDOviSL8ABVa5Mi81RQtEQSst2Oq+5FoDCq77HNn9i92+cGp4h/fadGICKBcFqzJeuBzOF7gqg7X8x+P7zi+P2vu20R9qxxaLEutbgKoZUawfFnmIqckYFjEL18OK1MNAKz16JvuACzDfvRIvugO6GzOQDpbOG17csjG1r6bnrNgDS9lLiG+shGkJX+sBbQN7Xr8iul9aV8LdvQ08jyhMXYj/iepQXr4f2FdCxOjNZSPmIMXBSSVj3GLGtLxFXVRTNi5lIQ+PTKKleXBsewzn/7OzWfi0r4MlvEqo6iFDTP6BsHjQth5I68re9Qr6nEMpH/D6MdKZbSEtm1jbN30ly9WpMeyuUlmTqesqx2QFrIw3OHGJ2F2ZnO12/uBpMg4JvnA+F43CYo7qFRnthzZ9hxb2gqKQW1dL6rW9TetN1uN6+C7xF4PsaOEccVzuWw+MXZMaXiw/g3f8SrMevhIEmlN5GOOleKB1xYxrtwVz5ICG7h+7+ZvCuw6pSCYd6QYVA+2ryLA+2wIhjsX0N6Rd+gBHvgxeuRp13NomXbkSJh9BfuBp92a3ZN7OJQYx376V3zTOYyrMU738x8Xdfw9Ba6O9vJOgJYJt7elYw2TewFuPxi7Di/Zg5B+N59BXC7WsInnEa2sbvknfcr8A33ALBZUawVBUrFobeJpS0hdG6HcWeRLFr2JSxY8T1dTTw8NMv0tLexn5uL5033AypOIVXXM4/mgY52qmjjmx9Ge0FzUao6mBS/SG67rgVgIJvXkT/pAMIur3kDA7CiCBhgdHJ7//+PO0dHSzyBun83pWAReG1P2TFtm6O3M9BViu/cCPK678k3r2FdNNWOq67BYwkxVdeSqzpIVx543GOChI6ezdiPnkxlhHH8B1A78PPQ+sqgmd9CW37D9CO+nFmPL1dQg0or90Gm5/F7EugeRaQbl+L7u5F734T01eMoedi8/mGNkm3rKSlbR3d/nyc0S3Euxoh2oNz2lTymt+gzOGFwuGXFHo6gj20DmOwA2dvaES5r8VoXYVr4tgHsLzBBpKrH8CtgL7tcZz7V2C+fid69SRsK+9Fm/klYDhIqIY3Y716I1155YRDazHd47E6WtE8fpSeTQQidfjzS7LSqFW2s+K1h4inkkzVLYrifmIv3Eu6aiLFmk5w3GlA7vAGg+3wj+swtr6MlXCjalNJNP4TrdQF7/wMTrkPdVQLPE/ncnjhWiwsVEvDPW5fzEcvRtVMVN2BseRytKLhfVVsdqC88AOs7a+T9hxA3+NvQG8zwc9/Dtsrt1B02h8x8rKvaWrL2/D89zP/VgOoA3bir/4SZ20VmtGHceDlaI7h+tO0HpS/XwU7lmMaeVjKZBKbnketzENbcQe20x4i3hEfOu8qioLW8hrKiz8EwNBm0vuHP0PrGoLnfBlbzzsU7n8JUDmUhrfEhfXIT0iqKdS3f4vinkvir09hL3YT7XyX4FevxurNfjBUW16nTdfodOQxoa2V1ou+CViU3vpTerQ+iopzYdNLmevMYCcV004g9fT3SHduhsCb9Dz0LHQ3kX/2l1Bf/yXVp95LvHe4tbDDNJjoGKSrfTUAzp4yOq+6isIfXA09WykoK+HoqipW7QBMg7ZtW/BMrUZ54W7Y9jop/2fovOl2SAxQdMUleFp/S82pP2ZzfZT+BzOzNxd+/WxQWzCa1oOZQnPVwMYtmNo27Ilu7KHN5EXgjXseofKrZxEdHKRwUgnKn75FXLejvnEXFpOJP/Ewruoy9C1PM2He+fSvfoBA1UHkbn2EXI9K8u17CHkPoH31W7hzDqXz2h9R+N3vcN97r+H87DKqxxfTH2/BduJRqOkoZqiC3qf+QbI7TvyU44goThz9/QzoTpJN77BBdbAjrLPkvFPodaQYX+TEvqmFyLsrsZa/S2ruXJy5Ourbj5Ho68QV+TV63ecw/vEQya1rSER7KZ53Mh0bX8Y5ZQ6aw0/4iWcIxfvI/+IX0fIUgicdgdq/FV67GxweKJ0P6/+KseFpLEUlNbeO1m9/h9Ibr0Nf8yiat4y0lostfzjwVWHrYfPGvxLBwubwYCvZh9iqx8AHrvq/Ul7zHdTYiHNorAd1zUOw6iGUNX9CP+w6rIEuePPnYCSxeQtRJn4u+zhMddHZtoJwSR3FrU103nQzVipO0ZWX0xd/m9zAPqR2DLdocqf7KW1/iXDjCvKUVbg1H6Ff34bztKOJt79CzYI88GTfTzvSPZgvXU9qIES6aDMd194MsT6Kr7kad8tdqIu+Tyo64jxiDuDceB+JDU/CpmcILPklPb++A+fh81Ab7qbyqGJSOdkvQozePsIPvwipKN5jZtB+5ZWZc8wPr2XwqUfB6ccxcXhoge7eXrbVr4FUDKurHrzlEOnBSvaAzcbabS0sXJT9ssxl9BDqbqQ7rwwrsY14qgmaenFOm0owvBGfOhFj5H2PopG23MQK6tA7Omjbmaey225lMDAJW08/vpxoVhp6up3UK3eDaaApD6AP5BF75ne4Z07F6mxFO/hbWevj8KIXluI758uoZpD2H1wNFhRffTXur5+HGqhF9fqyNklt30CDO5e2klrmNHTQ+s2LACi97Ta2F0JVq4mtdMT97kA72oY/YE2ai38gTffPfwFA4IKvk4p1oaoGyogALECXeyK/TSi0OPsIDkSJvPEGg8BT8X2JHvA5DtPHDjOTaAvTaZ9Ib6qTSOPbmWNhnIN0h0J+qJ9CV0FWQwKjs4PPepLEKqvQQh103HlnphzXj2eO5SLS3o5rxMs1AMVux/zySfT1Rwg9njmP5V94AV1fPoognqxhJHaJp+P0xftwRSNE3ngzk6999yG+m9aNRLrQNj3EgM9H2BUj0rkRsPDUBFC0bQRrFuLSsgOXsQ0bSLVmJi5Lh7pIbs0Mn5Jqa6P/hRexlZbgmjzcmndkg490V9fQ8nRX19BQLf9pq8L/RRpCiPf3iQQJt2/fzttvv80rr7yCy+Vi3LhxnHfeedx88817bpDQnQdVh2QCa+lEJtC2S/H0zCDoowUnQfE0aF8DnesxQq9CfjDTbaTq0P99gBDAHcx061v1YKYc7907/FnZvMxYNKN80Il+zEnekw/Vh2UCoekYvPf74c/KF+z2DeP6fiehZJIVXStHfaJQsjnI3EmTGBki3NV6UDETDDQ10pfMjNnhamrEFu9FceaSKKvIblVYvgBz3D70b3kW3vnV0GLNPw735KPRPoYAYWLbNsKxRn635i7URIrols24E9WYDhvnTD+H4h4rK08pJQdtxmnw8s1Y0VasRzNvri2PB3PqiaSTbpSuEeOuKAqGlkNazQcjhTnQm5mZLllI2hkAw4sxmH3DmLIVoC26EOWpi6F7C8r9J+3atZj7XYhpy8UamYbNjlFxIPGuTWxufAHr9Z9iDg6gen3Y88ZTXroQbSAx1EMYIGnmoO93EaG+LTy05rew8u6dO1fjlINuwDtow6qvx1Wz8+Fe00m5q7AGX4b+NsyGLZirV2POmEFy0MSySjG3NuKqHm7pF+uIk3YdjFo2lWTTZsydXRWTSTcGNSRWbMVWGhu+EXLnEis+ltS+c8EySLe2gpEk3Rmmf98HIWXHtmUbrqnDAaCk5UNfdBG88CNoX4t1/ymZD5wezP2+SaJfh551w9u487AmHkp4+0s8tPrXsG7EecFbwMnlS/B3hrKChGlbAeb0k+h75SaIvoO17fVMddhd5Mz6AuaghsJwfSRUF8b4w/E3b8GMdGG8+QeM9euwpkwlZ8LBJB11mE1NWcdVNJ6LuuBmrK5NpDs6sZoyN8vpgTSJ6VeQ3DqAo3tEOXxFGMHZKPtfCW/+Aqt9I1Z3GKuiFnPf80gl87DWrcvaV6kBjc9MmAbjqtHCoUy3KEDr6WFaURl96ztwdhlD20TchajefUilJ7B9ywra+zI3sdGtK0kGCvC3JjD8/dnH7oDGUZNmwyQLPdQJZFrB6KEuphQU0b++FWcoNZTGgKccW93XSLsaSHV1Y+5sFZUK9aFPvJRkpx+L7HIkjULMhTdDd2PmGGl6J7OvBk2ovQClR8c1YibIPvd4vNPPwuyNYvaFMd/5OQDm1GmkZ5yHYZVhbtuGbfr0EWkUES1dyGPrfofZtprE5k0AOJTJnDr/PPLCBu4RDYBycvM4+4D90UIdo8rdyfn7LMFvSxAbXR9pP6l0AbH6F1HNNaQHM/vS2GHHUXo4WiiKfURj0JCzjLw5XyXctYqH1j2A0d+bqT9/LkpuKScmj8Y3Ko2IUkj1pJkkmt7FanyL+M7ZHF2AUriQ/h6F3BHx8LCzgpx5F2IlXJiDvRgrbs/sq8BsmPdtkv0elFFpWDmTUCYfDesfx1r9J6x3/pBZHihHmX4q8V4Lz4j6SNiK0RZ+j7TvNdLdg1hNmRcP6b4EsQW3YrVrqPHO7Nk//ZNRp38Fa8e7mBuex6zP1IepeUlXn0KqM4l7RAPSZL8dddaFYD2I2RfCeO9nmfWLZpNe8F2SYR3FOar1oXcmxrybYbCL9PbN0Loqk3YUYuOPh64YI99jpZMutMXfQlv5AKmeDuL/vBEANWc69hlHkxqwYfd4stJIOOfi6WljvGmQ7mjD2PmiJN3WjptSEgzibl2eWTlYRaJXw5xyGRRtJh3qxWpZs3NfRdHn3UC0MY5eMOJAtNtZUlrA9H0Px7RM9FAHmAZ6uIsv73M4uV4nStvObmGqBr5ikgMaRulZWLnHkg71Zbr/mSnS/QaRid/FauinLMfPRiOT1+6GRtLzpqEUzcMKb8Nc8RjG2rUY06Zhz5+I6Z9GQW4eOiaptjasiSUkBu3oCy5DXfMIRqiF1Mq/ZeqjLA/X3PPQ1Ar2XVDFC4/8iGBJHjbDgVl7BhVNnZyz7/5one2QTqD19HDm3AOwhw2SbhM1ksBy+FHzCzBtRRjKKhK50JbWeGJLGEXT0NI9qAXzsPoS9CY1HJNqKIq3kV61Gafdiys3B/vMGZjRCNGGVnzHH0Lu6j+j9IZQ1z5AOrwDbfx4rNIFYC+maOKhDOBh+5bldHVkxmYbbN5ApWtfjP4woJAuWIAVSWHWv4hZfDSp2TPAski3tkE6c02LzboVUg70tq6sIOGgkYdrxokUb3qaeO0JPPF0A0cu+DyO1ufRph5HZEDHqw13Y4/agzhrl2Ve7HZthGev2jmRjB2rcjFW+X6kQ73YS4bv45IxLzbHIpyDHQyEt9M3mOnZ4W7dgW/8fBIhC71o+HFlQPGhFOyHr9SCZIzU5lWY3U2kuwfwlR1GYjAPmzP7PiYR9ZGedTPEB0h3hiCS6YaZDvcRrboEqyOFXjhiQg5/KWb1qRDLx0oMYmx8A7NzE0ZkFsqcK4lb1dDZCUXDJxPL6cP7meMBC6NnRIvanh68R54AgDJi8qCk6oa8iVjRAUh2ZYY2AXC5wVuCqXgw+/qyhp9Ip/2EC6fx0NrfYjW/NXwtsGo5dd7XcDbGsftHPNo5vViKCzWUItXTObQ4tb0JV14eCmCOauWXVnJRJh8GW/6J0bgSY83OFm6JNOrMo0nHtex2zINdGFoQW241yeYd7GpIbcQS2PMnYfQnwTPq/BaBkq2dFJpp0h2dGDuHNki3tVICpIrANrKzlK+YVM3pVPR2sK1neBIkR0+E75acz/h2DSs3uxybO2PEWwbIs8CMRbF2pmFGo7y7fAfz9p9A1mss08Do76cn3cNDq+8lumUlAG5fA4rTyck1JxEc1VpxvDFIQXOmdWYyEhkqe3L9BiZ7PNjLAzAqSGgmkyjdPWxvWkNbX+YaGGl4l5jfTn5uLWYgO3gZ27ABJRXCHurDiMUxd5bDiEZQ2kPEwhuyAnh4CkhVf5Fwqo0H1/yBWMN7oCi4/FtQXS5OthaQm84eeiLd1UXXT3+6M4PDPSx6fn8vqGqmReGINEY2+Bhp12Rv8J+3KvxfpCGEeH+fSJBw8+bN5ObmUjTi4jpp0iRaW1vp7+/H7//g2R2NUWPr/L9QOA1l+snZQa+c8TDlc1h2H4wuk92PMuU4iPZg9WTGh7BMC3PGKVgFU8au/79SNBNlagpWjQhoBKux6paBzT0mX6lQiN7dnOj7n80MgJ172qmoo8bBoWQOSjqRacm1S0EdVs2RoGenYVkWm8OpzNh0ipIZt3EXzUZHJE5fNIlzxHhoybY2On94LUkjSV9yuKtM+12ZJvYJew72q69BHzciIBmsJr3kYvS+baRD9Tu/3wGHXUuzv5iJH0N9JNvaiO9YS2LDxqFlsa2Zm4i4spZkuTMrT6nObvrXJciZdQbWP348vE9qljHYP47Ib+4bs38tzYZz3n4oiT7MWJzklgZc02eg5hVhxBJYqpr1+0qF+jG887AfchXKs1cOZ3bfb5AefwSh2+8dk0Yi4iA54RiUhlcxIpmHQCVtEa/6LFs3bWb6hGDW+vEtTSQ2xWGfGbBhRDeBwskkBnS2f+MrlNx8E/ZJw8H0WHMPxsA41DUvYkUydZho2I7pPYiucy+m+LofYZ843Moo1dpG+Oc/RU22YUSGx2np/cNdWI4SEluaKfvpLdhrhlsZpdo6aL3kMjASQ8dV5003gmbHSiQpu/3n2EdMaBHf1IzRF8Q//yvwz58Pl2PxtwivihP6yUljtjF8VSgTUyibH4J0AiuVQvHkwvgFWHY/qi+QVR/JUB89vhl4pp1E4r37hpbb9zmfHUYhrt9m10dvNEm0KUaubS7mup9CIvMONtEWJumfwLYLr2LKj36QdVz1NHUQ+eWDeNRurO7tQ8v7X3qXrr+8g5ZIMuGKS7PLHk5gjySw2tqGbjKN7i7M/hQ7LrmMoiuvzFo/1dZGxw+vQ8HIjCO5U9tdv8VMmUR1qLj2B0Pb9EUSeNs66Lrjp0MBQoD2P/wWUOjyTcB33jcxpgy3Mjba2oda0TGiC2jrrT/HwiLm1Bl/7TXDaUST+Nu66bjuFszI8Jg2oZ//DFP3YgwMMu6227LKkdzWRviuh9GNDuhrHVre98pKYr99muJrrsFePRxd6xuMkG4Hu28x5us/Gv6enhSJJj+tV51L5U9/klWORFMb0faNxBu2YqWGuyIld3QwkHiTZNV+OEYctwG3DSvSw+bvXcmuAGGm3D9D0zVSGLhuuC67PkKDDPYVYsupIN28dnhvTT+R1gefpey8yVnH4ZauOFPDTkz3+KEAIYBp6aQHbQw8/QKpyftnpdHW0AWNHvIGTWKtW4YG/k8WHsSqG+5n4bfOxZhYOZzf7n60Lg1Vm4qx4hfD+6PbJPpqJ+HHzmH8z7LrI1Ifwj7xVGzdzVjb3xxazhE3se0nfyL/1M9jVA3Xx9p+i7quFL2PvYG1Y8VwPf3tGdLKu8Q3Noz9nW/uIBUqw9H9Flbrzgd7RSFdtowdX7uakh9cjVEz/IIi2dxMx3W3UnTyIoz3fj1cjn47g3/bRP8zd1J2+8+H6tyyLBLb2+l54HnU3k2ZsVwBUOl7ZTWR2x+h9KYbMUbUebKpma6f/Y784+YRX3/ncBrpPMLPN5B8/c9UfP+Ho36DHbRe9C0M02Dk76PthutRFY1xt96KaRoQqILJx5B67R3aLvs+zoogVkf90Pq9j/2d5OBzpNo6KB+xrwbjKbTWVmLXX0s0mSa1c2bVjtt/gcdhJ9XfS9lPb8Gydj7k2b0kd7TR+YMbUJQUJKNYySSKzUborl9jDMSw4gmKrrlmaHzF1r88xmTXMsxwMbatr2H2ZSY1SDQ2oRQto+OS6yi64nLS4TAtv7sXd6EPz1fPpO2OhwgeXElq5R+H69Uoou8PrxJ/6xZKb74Bv8tGImWglx9AuKWXth/dmHlxufMhve0Xv8zc86TS+G66lrbLLgPLIu+kE9ECQWLvvUuibjpGNEZy2zZQVGjYin3iRJJbtuBZtIj2be0Ud6wn/OBDBA4/iu4//GH4mMUi1dlB8IAaWP8E2vSpJBsbUeYuY+PTjdQcVsHAoy8S1xKEereg6A4wDTqff4Hcf67GiCbJO/lYYl25aLH1JEtzsfV20HrpFZmXvCOvabodM56kfMRxCJAbauOdjUkC+Yfz5APvEI8lePT5fj5zyDL6N0TwPXUxqW9eOFTnof4IuU0pPIdcC38+IzOWNGB5S7EWXUb9cedSfuMNWWmkWttov/ZaBlK9WdeC9rvuYlD1ooV6KfvZbUPbdA3EcbX1EX/8NazO9ZleAkDfY3/FyJlEbEcHFT/8QfZ9TGsbrZd8D81mQWJ43MzQnXeTjiQgmcr6DWKmibUOMPBSPWx9Faw0qgIDf38aq2QeAy/fmZUnACPcTefNN+2suuHfU/juuzJ1j0XJ9TcM5avYr1OZY6O+KwCJlsw6loVlalhpnWl6hFRrHPuE4dbrqfYQ0dZ6ElubIDniWtDWReTdVXTe+Qgl118/XHYjTTrUNdSCcJfOW24Z+nf57T/PvsdoCxNZ3o/H6cLcum447cC+hG55gPwLLsh+BnMHSYfW0X3rTVjqcPiw7y9/xkIlvqWFsptvzjr3pDs6aL3wwqHg4C5t11+PpqiU35a9byFzvgr96jba+rcMjevedt89YFmEcqrwf/XCrDS2tfQQef2NoeDgLtEVK4gpKn2ziikcWY54H+nOTqKb3iS2ZfXQ4tjqzL+j4fGkaxdnlV3v7yN8552MGmGC0L1/QFUVcifXjnleNbq7Cd91V/Z9zB/vx7RMwrlV5Jxz4ahjt5Vo/WtEN7+VXY6Vq4hGXiNVsyjrvhUg1d5FpP5N4tvWDXU/j69bj5VKEeksJ1W3GHvdcI8TK5XKnKMg69hNbt8OioKVSmXlybQsLGtsD5GRTMv6j57V/900LMvCMsduZ/2H+dmdXd/334pJ/L+MdYg9xicSJIxEIrhcrqxlu/4/Go1+qCDhmjVr/it5+2/K92j4Gp/BCI0YULVnADVvOS1WEal0dndHm65TpnRgbls/dOPU3d2NtvpZBgZUQpFP5uRR6FFxb34ac0Q5lN4I5EylxQiSHlWOwmiUnnDofb/PCIXojGa/9S3yqLjqn8lOo38Fln8qLamcrBOn0+nESqWwjMyMg1nMNHZVoaOtlbatw8HAinicWDyOpZq7PQmnjTSJeJz6lSuHlgVyPJT2ryIZ2gK7LkBmHL3hBdzuIlZuWznmez6qing8c4EbcVOz69+WZY3JU2E8Tt6kIMZ7D2YPSr/5H9gP2I+WVHLM/q2MDBJ5/Xms8FY8Bx+fuQjbNCKv/I14wo42Zw6bRqZhGJQVg/LSI9mZ3fgUevXhDATyxqQxSbew9TSQjg4H44z4IO7uzdjzDyA8av2JqkruvjWEu5dnp9HThH22F/KDGIbByhH5qnboqIkWjMHe4fUjvWixJmw1E8esX+NUUZNtWNHM+orLjxXrx4r0oKHiqCzDtKzsNCDzQDjyRsUyM387u2tk58mBrzYfnns6qxjWur+Se+AP6NnZFXbkNhMLXNDfAqlB2HWDnYpCtJOkprCmuRmah9+cFyeT5OQkiG35R9YNlLHxKQqWzKVpoD+rPjSXjzKvDaV7HVZiuGuK1duJgy58leWkksmhPGmaRomuYno1rM7hlgcAVt8OAvk1DLT1ZJXDbdepNhsx3/5tJkDoL8o8iA32oK66h6KvHI1itw+trygKZYqCoiow6nyBkUKx2VF2zjK7axuvz4935J24wnDsT7GG5uHZtb6qqpS872TKFsqIiXuG8uXKIUdjzADllpFCtVtYO7sz7VrfbrdTadPQXSp0jDrH9e7APn5c1voAijuXgjw76Tdfy1rd7NqGoyqFa9JEUJThcnu9FOkaqk3DSiey00hF0TxulFFpAFRj4HfbiCYN0mkDRVVw2HRcionSOzAmX3V+P7kLaogu/yeOykri2xoBsCWbKD7nS6hud9b6ak45tlwdq6Mle19FetGLy1F3Tra1axuHw4HLbccZtEg3bsv6TVnb36BswbQx5dBzinDk6CQaR+2r9s245u6LvnOsrqxy5PmwGfWYbatHTs2Etf4xCr9wDGbazFo/Ny+Ialcyv8GscoTRikpQd7a+27WNz+ejxOvC4U1gdW0bsYGFte2f5B6+/5g8VQP+JQuwtr6enUbrBtwzZxN5Kzdrm4KCAvLsdlQ1kRnva7jkMNiBY3zp2DQUhZxDFkLjy5kFOx+izZa15M44jfCarbvN186cMNqufRcOhTPX99x3sQP2kgLob8teORLGljeJdKg7K41gfiEBLPTBPvy6hrFz7DPVSKJEokPX6/DOngZ2TUXZNZRsOomVytz3WKkU2LLPw7uu2zbFQvM60axOrP7OodOCkoyhhtfgnlqVdW3UNBUUBf+imVjbns0qhtn0Hv5ZJxFflWm1aRvoxu4uQtn8Cq7aL2Um+MoKOFiZ4JFt5620aaJoGnpRPhgWuSedRHLKTLZ0jvjdKiN2LuC2a1iGgWJZWIqSeaC3LBQsTMsiZ7+ZWDueR3XYdwaawNqxktLJpxC3VFRdByuBqdoyk0NpOqqZBlcu6c2vQyqO7k5juvIg1p9ptvs+1zRld9e0yAAz6pezPjUDp8tBOm3gdNqJtUeZsu4N0lsasrbxBAopKs2BxseGAoQA9Dahdq2i4Kunj00DBUVTYfRM8GYK1a4P5XXXNjZ/AQ5VJR3txkgmseuZfFupBKYZJe1wgTn2Wq46bJkxpUdKRdFcHoydAexd2xTnush16ZkJwswRY5LG+1FSfdgnjB9bDsvE7B8ALFS/f7iiFQWzv39oXw/tK4fO/hNzaNo0SFxRwOEHLIj3U5bvodqTQLFcWde0CYCqKVjJWNb5jWQMxaZnJg4akUaBz0auoqL5fZnhZgYyE3NoPm8mfwqgqNn3SqqKq8iBsWoVysjZlbe/gWdGpoHCyPW9To1xqW6s8HaUgok4amqxzDSKlcLqbsZVVZ11TdtVHx9k7DVtp38RONq1ja7r+Jza+66naZlhUHabxujnCMicq0wTGHVc2W24qqswDBPFNEg0Zl6qOidUYrPbUHR9TBqTFCVzj2OzDRVFsdkyv0GbHXPUvppkWTvP0LsJfMGY+9bMNiaYFlY6PWK74dFyx9zr5uQQPO+8zHcODhL+3e8ACJ5xBorXCzk5WesHNQ3tsKWZ9bt76H0mc8+be/gRKIFMi9zORILwqHx9FP9uGlFPdOiaMlJXVxeRbZExyz8O/x9jEkJ8EMX6oDD9f8Fzzz3H9773Pd56a/ityKZNmzjmmGNYvnw5vhFjMY2268F/+vTpaNr7XwA+dRL9KKv/BJ0738rlVmbGW0rHMxOWzP4iVlH2uEdK+xpY+QcwUliqgz7TSY7Zm3mwLpqGNf3EnTcV/ztKrAdW3Q/hTOs28iZCf3NmlknNAfPOwMrPnsXVCIdJj+huPLizqbh36aHoBQXowSDaiHHElGg3rLwPejIPqQQmZSZLMVOgu2DemVjB7FuMdQ1bue21DTu7Gys7WxRmLvTn7XckZ8yvRbENN+FPNTeTamsjaSQZaN5K+113AFB8ztcwCwPkOHLxlFdgG9G6Sln3CKnnrqI/0Y3qL0P1FpNuzXRNy933AtR5X4H/cFDcVHMz62ON3DWyu/Gk4e7GU1wTsvJE5yZ4/urMf400VtlCrC2vojrtmVmFD78Ow10xvH8tC2PTW6QbVgJgukuJr92Ac0oNarwDcsrRKmegjxs/XO6ONShPXARtO1vZTPkcbHwyUx+BSVjH/oq0c0QaRgpl1cP0rn6Qht7N2HylmLEU6WQXigq1iy7GPeEzqCPGK1NaV8Hfvk39xIU8VP9wZpbeniZQVU6ZfhbVlUtJJnKGWxKaBtaaxzHfyYznYmpeEhs34SjLQ3W7UaYuwyhdlJnJb9e+3bIRs+EdrFgPqbSHrgcfQ1ci5B51CPayCvCPRw0UDb+RjfWSbNxGqiXTOizd1U3njTdQeMml6IX5oNuxlZRlvblWWlfAY1/PjNGp6FC1FGv94yi6nhk64Igfkxh0Dm8T7UFZeS/1sQ7+WP8wlqcQKxFDMeMoZoqTD/0J1ROPyJrUSGlbTervF9MXrgc0HJX7E69/FsVmI6dsPvqB38dwlgzXR2IAc8XDpFY8hoWF4i4hvu49HCVBcDmxzf08Vum+6GXDXWLSDatJr30RUjHSA2n6n3oWq6+NnFO+hK2oEKtoOqovOFyO/laUhhexXvoxeIuwpp+K0dmCtuVRFJsDDrmSlKsW24gWEYP1mwhtbgDTROvpoe3Ou8BIUXL++ShFxeR53diC+UNpWH07SLX00d3XwfatK2n/Q+YmtviLZ5IMeKnOqyaQW5JVH/0b6+lubMbEQg910XrrzwCL0osuzKTh1LAXFg5v072VVHMrqbY2UqE+Qrf/HMs0KLjgIvRgDoongF5Ujr12+A28sfk90mv+kemKPmjS9+RT0N9Ozimno5eWodXtiz5hRIuI7q2w8hHMjf/ATKRI9quY3c04K8tQ3R7Y5xzS3lrsk4Zbwabr32PzYCN/rP8jZtIk2diIlYrjqK7l1NlnUuWuxlY14rzb30KyOUyqvZNUKEzHrT8Dy6T4wgvQCwtAVbGVlGbtK2vza8Te/BVdgzvI0/NJdQySblqDa9YsbBMXYqs7Ab1yRBqhTfDOfdR7/Dy08c+Ylh0r2oPm8YBN55Ql11Jpjsc+otVeov6f9Lx4B+lUDBs6yX6T1I51uKuqcNUtxjP9OPTxI87toXqs9x7GbFyBGY+T6DYzAcIptajeXJh/JoazPKsVhbLpKXj8IqxUJDMma+5ErIaXUZxOlFmnYM45F6VkOA0ltIH0huWkO9pI9yXoe/LvWJFuck/+PHrAC6WzUHJKs1pdsPFZzH/cCkYSU/OS6o5jNa/CXlOLNu0IjNrPoVeMOEa2bYD3/gChLZixKIkeMHesxzV9CmpOPsw7E8NWlHVcmev/SWrD62CapKPQ9+gjEAlnjqvKGtTKOdgmDZfbbF4Pb92N0dNEKjJIMuYi3bwad001Vk4A+z7nY6kFWWkk168l0dGBYRpYHV20XX89YFFy2eXoJSU4SkpxdD6eGYPYmUeq4gTS9W9CYpB0b5TeRx7HGgyT96Uz0fNzoWAyam7R8HGVTpOsX0+qtQUsSHeFR51DbdhKyvnBxnQmwNbXxPcXTyTVuBHSCdLhAUJ33gnJGPnfuhytIAi6C8WXwwu3/haAyV84kUlFvZhv3QeKhan5SWzeiqPEh+rQUKYuI5U7nyevvo2K4z/LpFIfORMKsV7/FdZgJ0Y0QmLAhtH4Hp4ZM1CDxTDrdNIplfo3H6BU6SLgc5Ko+xIDPQbRWAKtp4+2O35JydfOxQjk4fX68JeVkmrvQHNpqMkOTMNLsiNMX2sn9w3k0hU3UBQVLb8A1enESqdx+Lx8cW4Q/2AHzoSJYnMR37addCiElkriyLXjsW0gMdCObrdhL5tK8t0XUV0OEgXjcexzOp0r3oXCYrY1b6Lrqcew0gnKjj2BCRNmkRMbRLP6UBueRN33y1CxD8mW9uGxx7KuaUHQHWOuacmN60m1tKM4bPSlFcL/fANbdxfFixaiB/IABVvJiPNufyfKmgfgpRsy/18yGyvamxmTV1HhM9eTKjkEvWR4krBU/ToiLdvpjfegdQ/SfucvwUxR/LUL8JVXYNfd6PkjjqtYL7EN7xBv3IhpWdgSCt33/oa8U04l7XfhKq5FL5iQdV5IblpHetumzO8p3EfoF7/IHFff/DZ6UQE4ctALi4fT6GvGrH+HVMMKUCBt+Bh4+D58Rx2F7rWjjF8IRXVZ5+nkxvWkdk6Cl+4MDXXfLPjmNzPnXcjeVwNtsPFZmuJ23unU2NzYjaZYzK0rYKanl7ycEtK+2qxzaLp+FZsjW/jjpj9iJg2SjduwkjEctXWcOvMMKqO5aHkFw2nE+0luayXZ1orR0Un7DzPjbxdf+T3UgoLMTNUl2ddNa8tbmK/cAakYZtoiEUpgNq7ANXs26vgZMOvzaCOvBUaS9Pq3SG9ZSTpiEXrkeVQdAkcuRg3koObXouYVjzquNpBoa8cw01gdnTvPPVBy2WXoJaU4RuWJwS6STV1EBrqJdbYTvj/TiyL4+S+gFARxKjY8OflZ2zRsbuHu59dhmCbE4kRXZO5h3bNnM7m6jNNm5OMacU+SyddGGtJtPLjqHqLv7Vx/zuxMN92ak6nSS0aVYyPxzk4SBihdnbT96DpUBcqu/B56IIC9JLvcAMktWwiFm9i+5T3a/nBPptxfPIP+XDvTg9PID47P6jWTrK8nlO4jZPZDLJaVr3xPEfl6zpiWhMn6ehpSrTy48h5iO4NorlmzUN07y2Erzdpm5HNacmsjbRdnJiwpuflm7BMnjHlOGylRXz/UWyz3tFOzejV8XD5KGuF4mO5495jlAWeAoHP3Zfh3GYbBmjVr/msxiV3fP2vWrP9fMQ+xR1A/eJWPX3V1Nb29vYRCwy0vtmzZQnFx8b8MEI6kadr/rz+HD7VoCqqqoZbMRJ3/ZdTZn0e1OVG9xai+4jHbqP7izGc2J8qcLzBQdyJK6YzMdxROQXP6/+flUF05qMXTURUVddzCTDlmnYaq21Fzy1E9hWO2sRcW4p48GffkydgLC1EUBUVRhpbbCwt3k8a0TBoVi1Dnn4U682RUzY6aNx7Vkz8mjeoCD/vXlAJKptuxlnnrPik/yOwKN7rDm7W+s7IS3777EppSjFkYYNfrfbMwwB/cKwlNKcZZWZmdr8BEyBuP5h9Hauk1hBZfiF6xGMXhwyqZheYem6+P+uesrCSV46bVHsF0ZAJDpsNGqz1CKsc9Jk9abila1UFoDjvKfl8jXn4KysGXodhdaJUL0QJl2ftX17EXF+N2deB2d6L684muWIdqRXDbm3DXTcRROSG73M5clOqlmRYah/4A86CrsY68CVQbysQDUZ3+7DTsTtRgBapNx+YL0D/7NMJ1x+DIn4Sm65j5E7AVlY+qcz9q1ZJM67GyuaTdVTBuPigKir8EzZ2Dq6ZmeBubHX3cdOyVVdirZ6As+ArpsiNQiydhr5iErWYBzomTsvdtxXjcVaWYlbkYRZVEGrcTH7DQq2YwMKUCz7x5uCZPHt7GG8Tl7MG/7lL8zbehl5aBakMvKsS/8TL8E+y4pk7NLofdizpxf1RMOPxaYhWnoxz6fVA01KqDUb152dv48lGLp6PoTvAWQPl8lMr9MpO62L0ozlw0u3PMeUEZvwBFd2A7+HLWTzgC+6ILMvtq0hK0/PHZ9eHORSmqIm70MODxkJxzBunak1GDpSS0OEZpJY7x47PS0HMcuNQt2Op/ga12HnFbGUphDbrfhjMvjqdmXHY58sah5paiTT8GbcYxpH1TiIbdKPucgzbzWLTcApxVVVlp+AIaXTk696x6G6OwDEuxge7ADAZJlfnxz5iUlYbuLcHhaGfA20Yy4B26FiQDXl5KPMfAOMeY+sjJhw5Pkt8vf4l0fuHQ79wqKMQs95Azu2ZUfYzDbu8i3XonenEhpuoChx+9II/G1tuJV3lxTZkyal+5cKZXYdv6a/Ta+Ri2UghOQPc7cBaAo2jUOdFfhFI0Ab1/FeqkhcT9B8Dcs1Bzgui2KFphCa6a6uw6z3WDGSbRtxk1Jx8TJ4rDg+rQ0VwaztJRafiKcdGAf+XXseXnowz0o0Qi6IUF+Nt/iX9q8Zh9pftziBcUUJ9uxZr7BbqZgla9P5bNRmz8ZBzFo65RngBKaR1Kqgclr5S0XgJF08BmQ7WpKE43rtra7GtBTgCjaBwb41HSC8+i07EQ26SF4PaiTJyJI78gOw2HH7VgHGron6h1S4gaU1HmfgnVm4vuSqAXF2T/ZjUNNacUq7CGlDsXjvwJiWnnw/Rjwe7GqtgXvaB01PktB92dxrXxZvSKatJaMUrxNPQ8N67EOzgrC3FNza5zxR9Ec6TQjE7UAy4knnso6qT9UN1u1PJaHKUTs8udl4c+rhK980W0aYczGK1Gmf8lVG8OutdELQiOOa60HCeu8N9wtj+EXrcPhmcC+IrQc904y9w4x2VfC2x5QbRx1UQJwYwj6U5Voy04A9PtptFrEcpzjUnD5Y+yLaeBy5suQSkq2tnwSUEpKmDbRAtXcR5q7WdQdQeqNx9HnhtXXgT7huvRK+tIpX0oBdXoeV50cxVMLMg+rhwOHP4Yvs0/wNfwA/TSMixFRy8uxLf6G3jL02zwFKEoKoqmgzMHPejA496K570L0cvHYSpucAfQc214Es9i1haxPJRE0XQUTafP4YVAMTavie7TUBZ+hVTxUtTyOgYcOt3eiTx9892YmopWEiTtUlBsCraSUqLmDpS5J9DXNx5t/mng8ZAK5NPc+Dr1vZ1EK4/Fm1sNpoVdD7MmHeWulWtIF5WC5sQI5vNyqAV9Yj5Jc5A3ohr9RgjN6cC+6W6cnn4c657nqLp8vF43qaZtKLqGFtuOPddN5cRBHn7uW/x83e3c3/0Mqt0iGu6i7a03STtc9Nc3kSyfTUsyjlJ3CL1bfaizTybdFUYvmERH2kFX2xs0Wa3ECwpJ2/3Y7E7SPp2+IhvOSeXYOl/CVlqJVjkXTVNwuHpwbP4B6eZbM9c0zY5elE+q/grsu7mmuQod+HOb8ESewm+lsD/4e5RnnkIP5OENtOOfPWnUtaAEiqehuPJQyudhHXYd1tLrobAOJbcM8qtxlFdkX5sLPXQGu7ir6RrMogIsRQfdgRH00Vk0iG9WXXYa3iBarpuW7ndY1bMSc8JMKKhFzQ+wo/8d4pXBMecFV1DHbbyGc+P30MsrME0bOH3owVzc3iZ8MyZmpxGoxJbjxNXyEE5zE3rdYiidhx7IxdX3Io7x+WPO066gijP2BMb2m9ALCzAHBjAHBtALC3C6N+CfVzuqHMVo/iDjV97Msf4WTh/n56yaIEvirxPY+ieUwqIx51BbngPF6ibVux41J4ipOFHcflS7juYy8U4fta/cubhyE7SPj6ONGC9UKyjkttSDtE8NjL0W5AUx8xx0Dr6Luu+ZRI1paNMPQ3W7sSqqsJeNyz5X2V04pu1HZPJ4lAkziW5uJNrYhlY1iycLelheoY89rioKebcKDm67GKVoOF9KUSHvVim46mqy0/AEcKlbyV95GTnuAI41DTjWNJDjDlDeeh/51SVj0phYVc68fcfxTPxdcA0Pgh0symPa3Fy8o+5JNE3DNXUqPQE7qsuNoqooqorqcvNieh09gd38PqZOpXNmKb/3v42zIB87JrqRRs/NpX1O+Zj1NU3DVVNDY7mdeK5nqDNEPNfDtQN/orHcnn2vq2m4Jk8mWpbH49E3KO234bnzz3ju/DOl/TaiZXljjvVd29jLy1FHjIGput3Yysqwl5eP2Wbkc5rqdGQmslNVVKdjt89pWdfQnc90iqKgKsr7rvef/H2UNAo9hdQF68b8Fe7m+fTj+PtvxySE+KR8It2NKysrmTt3Ltdddx3XXHMNPT09/PKXv+SEE074JLLzv6HpMH7fTMu/vIrMLMCumaDqmclAfMVjt/EVw5wvQrQbK7+WUNtKyqceB+MWZB7G1E/g5KHZoHJ/cAUyLfycPiidk+km6SvOBDr+U7odJizJtAIJTgKHD8rng+4Ef2lmYpNRXIFSDqqLM6nkZBq6EiTTBhOCLvJ9SYI+91DXq9GCzmBmkhJ7pkVmjjOXU2pP2f3bpvK5qIf9CHc6RthfjImJ7eCrcA92MVg2m8DHdDIv9hRzxYIrsPVFibEG1/TppHLcFHt2c4y4cmHWqVA0mbRaysBv7ycxsYK8I2+A4imZ/TWm0JNg7umgaFj17aTCfZkxpyrmj5k1GoBAJcz6PJTPx8yZSNfPf0fOCctwnnw/Sl4lFNaO3Wbi/tg1jXFY7EiaJDrrKVlyJXYrRqSglrzR6+dXwawvEIx2cWLKYvD5F7FXT8I18ysEfeOgYDdvDQtqYc4ZYHORXNVI6E9/x/urm6EkP3t2310cPqjYl1T/DrQ1rdgVHSvcj6H60fOqwOEdu031oXDs7eDIgY09WMlU5vg85naYuGTs+kV1MPfLUHUoCbOUpmNPovDSC8g7+d5MGUfNxJpJYylBVw6nVB+G5Q4SDocJTjkFxTQJFk4bu76/hPT8s8mddDAtjiIca1cyULSQkuPmkyisw+4es3fRqw7Ed/T1DNryGNwcpuvRV5h80yW4cxwM5k/CNWp9rXgKxr5fR5/6WXo73ITbugkW+FHGLyRVV4UjMGFMGlQvzbQmduWSXNdJxx0P4v79bWi59sw5axS1qJYFChSXVuBo6sJhGticdgI5PnIrKiE3e7Bv7HbUygMJdK7EF+mny5fJQ0FeNcXjppGfP3k3aUxmoaVQUj4B5/ZO+u06uqqQ57aTN64Cckf9PpxO1KplOF0BUk0WxmA086DgClD6mZvo8xYy+gynlkzDPPAytLmtxFvtRNdswFVXBePnoU6ZCb6i7A0cftTaIzCdv8eI+2m/+mvYgkEm3noZViAXdeQs3jvZSqZSoMLpBTUYgzDYWobudeOZNQdvfuXYWdV1O0z5bOb8sH3nOK2WlblmLL0WSnYzA33pTFT1LObUHYURCeApnIBesR/uyiBtxeUUeEadE73FqDWHEciv4sTEUQw8/QKqzYNvybkoThcuf/mYJPTS6eQtOp05sz5HqFVl8K3VFCyZS3DJLHpKJ4JvVBq5ZahVS+GUP5Ds9xJ+7BxsBflMuPV7UFxAd045Y64GZXPh8GuxxXrp7/HScuE3mHDzlbjmnEaoZDKFo1vf54xDrT0cM3ccVpeT2IZ6NJ+PYOlsrAlH0J1bOiYNddwCzCNugMQgsRaNzl/eQ8E5n8ex/wLU6gPA6czeIFCGWnMMZmAiyT4vfX+7k2hxERW3Xo5ZWEzv7tIYvxDzqJ9kWvNuN4muXId75mQom0OidN6YIVvIKUWdejzuoqkk+pzEX/w24dJSKi//OsH8XPp3d36r2Jd8h4tzC+rQGkxURUNRQFNt+PzlECwFqyRz3HiLwFuIqh4DhVMwW20km1owvB6Uwsmkqw6mzemialQSasV+mEfflumqtyWOlUpnxnT93F2ESmeh9+jMq8hD0xRqiypIml24p56IWTIbq0XH6O3FcrnAW0iq9qu0aT7Kc9N0eO147BrjC9zoE6ZhKt/BUjQSW2J0/fZPeO+/k6RdoatDpdhK4C/Owe9Qwe6i/dY7Kb7oPFyV+5HsshN5/jZSjZVUfP/r9ATKcfaGSafzyX3kPiJuDdtnvkh0wMF+U/IoKa/F1d6BwzLJ8fs5Yca+xP0+Ntz6a/xHLmNAr8Ab68fU56P7q7E8xQRfeZYzlx5Fvb+GnspCAvYg5Tk6WsBB+uALUVQbqcatpKJxfB4nps+HatNJdIQwAiczaVk1oRdWEn/mRazDDsWz+GuYagB7v0npAefRl+NC64xQ4K7A6dLJK9sH1eYn2p7Evc/XIViRuY4baVRFRzvqxzh0N0Z9P1YiCboTz7Kf0ZI7jjFT6O269uZXwdZUpis3AAqJin1xBcdeC9SawzE/90tw5hHZPED7tddT9esbsSyD7qLJY3+zwUn4zARnHHEH/iaVqOVA0W3k+kqJFJdnekWM4qo+gIm6Da/lI9bQSV9zFwUFdYyfPYs+X/6Y8zRFU0gsOBtH7ZFYzRrGYATL6QRPgL662QR2Uw4mH42lOzHdBaQ3hOh/ey15Z5yOteBAmv2lVIxev3gqxvyv4ulvId408gOLwbojCIyedE/XoeYoFJsbY9DDwDe/gup2k/ObmyBwGi05xWPSUIunUqDA6cEqUoMw2PoqmtuFd9ZccgsnQs6o+0RFgdLZBLucKFp7ptsxoGgap0z/BsGc8YxRUIux+JvkzziZRJuD3ocfI33gfrjO/TK9lZMpdO6mB5Nup790BvbWbWgoEE9gGA5KJyymyFM0dn1vIaXxUm458Fa0zRbazq70mqpT6ivN6j2x6/up/UzmmrZ1RPdvVYEDL9/tPaJNV5kzwcUdx59E79YYXX3jGe+3M3l6AVHf+45FQqm3lJNrTiLSnunt4qnZn8MCX6DUu5v7aTLPEcdWHYuyuh3H+Mz+VOz2f9lqrdRbiiOQorsgc88dCNRxw8wb/mUap9SegmPFDuxqZt84NMe/TCPoDGbK0VG6sxyLsZeXf2BrOj0QoODr5w/9+4NowSB5p5069O//hv9FGkKIbJ9Id2OAUCjENddcw1tvvYWqqhx77LF85zvf+cCo+a7uxntb09s9pdwjZzr+tExdv2umYwC9pDh7RuNPUHzbNgYbG/FOmIDzQ+Qpa98WFGD7EBfSXWX/sOXOSqOkBFtOzgdsMbzNh63vWH19ZtZFQK8YP6Y7yL/aRi8tGZ4B+V+tv2HDUJcrW2lJ9sxw77fNunWk2tqwlZRkzab6QesD2CZOxDVxNwHCUT7q7/w/qvPSEhwVYx5zxoht2ECqvR1ME9u4cR9u/+7aV6WluKbsJvA8Zv31pNrbwAJbWekH1kfWvv0o9dHeDpb1obb5t9PYtU1Z2UcrR2kZrikf/jjM5KsU19R/vX//5+UYNw5X7W6C9KO32XVcGeZHr/MPkacx21RUZM12/l9Jo6wc1+S6j7D+v5PGR6yPD5GnMdt85N/HBx+HI7f5d45DvaQUW2EBtoKC3d5HpLq6MPr6sBKJoTT0oiLS4TBmTw9oGqrHk2kNFc+MOaqVlJDesWM4jbIyNJ8P1e0m3dZGuisEmoqen48Vj6P4fJmuwB4P6c4ubMVFqPn5WH19mWETdp5/U+3tpEPhTLdiTYV0GkVRMeMxbGVlpEMhFF1H8/tRVBUzGsUYjKA47Ci6jhmNojpdmJFBtLw8FKcTIxTCSiRRHA4sJTOGmWqzYfT2oQYCqJpKqqUFFAW9uAQzGkHzeNALC7Hl734YlP/omvYRt7GVj8NV9yHOC//WcZW5ftiKi//75fiIx/qHTSP7WvBhr5uf8mvBf+m4+rfS2LiRdCiElUxiKyr671//P0w5Rt7r/pfuXf+de91P43Pap9V/+9l8T3n2F/8/fWJBwn/X3vqD2VvLvTeTOt/7SJ3vfaTO9z5S53sfqfO9i9T33kfqfO8jQUKxJ/tExiQUQgghhBBCCCGEEEJ8ekiQUAghhBBCCCGEEEKIvZwECYUQQgghhBBCCCGE2MtJkFAIIYQQQgghhBBCiL2cBAmFEEIIIYQQQgghhNjLSZBQCCGEEEIIIYQQQoi9nAQJhRBCCCGEEEIIIYTYy0mQUAghhBBCCCGEEEKIvZwECYUQQgghhBBCCCGE2MtJkFAIIYQQQgghhBBCiL2cBAmFEEIIIYQQQgghhNjLSZBQCCGEEEIIIYQQQoi9nAQJhRBCCCGEEEIIIYTYy0mQUAghhBBCCCGEEEKIvZwECYUQQgghhBBCCCGE2MtJkFAIIYQQQgghhBBCiL2cBAmFEEIIIYQQQgghhNjLSZBQCCGEEEIIIYQQQoi9nAQJhRBCCCGEEEIIIYTYy0mQUAghhBBCCCGEEEKIvZwECYUQQgghhBBCCCGE2Mvpn3QGPirLsgAwDOMTzsn/1q7y7m3l3ptJne99pM73PlLnex+p872P1PneRep77yN1vvf5b9f5ru/dFfsQ4n9Jsf6fHXnJZJI1a9Z80tkQQgghhBBCCCGE+K+YPn06drv9k86G2Mv8vwsSmqZJOp1GVVUURfmksyOEEEIIIYQQQgjxsbAsC9M00XUdVZUR4sT/1v+7IKEQQgghhBBCCCGEEOLjJWFpIYQQQgghhBBCCCH2chIkFEIIIYQQQgghhBBiLydBQiGEEEIIIYQQQggh9nISJBRCCCGEEEIIIYQQYi8nQUIhhBBCCCGEEEIIIfZyEiQUQgghhBBCCCGEEGIvJ0FCIYQQQgghhBBCCCH2chIk/BTauHEjZ555JgsWLGDRokVccskldHd3A7Bq1SpOPPFEZs+ezcEHH8yf//znTzi34uPwxhtvcOKJJzJnzhwWLVrED3/4Q+LxOCB1viczDIMvfvGLfPe73x1aJvW953rqqaeYMmUKs2fPHvq7+OKLAan3PVFvby+XXHIJCxcuZP78+Zx33nl0dnYCUt97oscffzzrtz179mymTZvGtGnTAKnzPdW6dev4/Oc/z7x581i8eDHXXnstyWQSkDrfU23ZsoUvf/nLzJs3jwMPPJA77rgD0zQBqfM9TXd3N0uXLuWtt94aWvZBdfzoo4+ydOlSZs2axXHHHceKFSv+19kW4j9niU+VWCxmLVq0yLrtttusRCJhdXd3W2effbb11a9+1ert7bUWLFhg3XfffVYqlbJef/11a/bs2daqVas+6WyL/0A4HLamT59u/eUvf7EMw7A6OjqsZcuWWbfddpvU+R7u1ltvterq6qxLL73UsixL6nsPd8MNN1jf/e53xyyXet8zfeELX7DOP/98q6+vzxoYGLC+/vWvW+ecc47U916ivb3dWrRokfXXv/5V6nwPZRiGtWjRIuv3v/+9ZRiG1dbWZh1++OHW7bffLnW+hxocHLQOPPBA64orrrAikYi1Y8cOa9myZdbPf/5zqfM9zPLly61DDz3Uqqmpsd58803Lsj74fu3NN9+0Zs+ebS1fvtxKJpPW7373O2vhwoVWNBr9JIsixEcmLQk/ZVpbW6mrq+P888/HbreTl5fHySefzDvvvMOzzz5Lbm4un//859F1nX333Zejjz6a+++//5POtvgPBAIBXn/9dY477jgURaG3t5dEIkEgEJA634O98cYbPPvssxx22GFDy6S+92xr1qwZalU0ktT7nmft2rWsWrWKG264Ab/fj9fr5Yc//CHf+c53pL73ApZlcfHFF3PggQfy2c9+Vup8D9XX10dXVxemaWJZFgCqquJyuaTO91Dvvvsu4XCYq666CrfbTVlZGV/72td48MEHeeaZZ6TO9xCPPvoo3/nOd/jmN7+ZtfyDftd//vOfOeqoo5g7dy42m40zzjiDvLw8nnrqqU+iGEL82yRI+CkzceJEfv3rX6Np2tCyZ555hqlTp7J582Zqamqy1q+qqmLjxo3/62yKj5nX6wVgyZIlHH300RQUFHDcccdJne+hwuEwV1xxBT/5yU9wuVxDy6W+91ymabJu3TpeeuklDjroIA444ACuvPJK+vr6pN73QKtXr6aqqoo//elPLF26lMWLF3PjjTdSUFAg9b0XeOyxx2hoaBgaSkLqfM+Ul5fHGWecwY033sj06dNZsmQJlZWVnHHGGVLneyjTNLHZbNhstqFliqIQCoVYsWKF1PkeYvHixTz33HMceeSRWcs/6Hfd0NAgx4DYI0iQ8FPMsix++tOf8o9//IMrrriCSCSSFVAAcDqdRKPRTyiH4uP27LPP8sorr6CqKhdccIHU+R7INE0uvvhizjzzTOrq6rI+k/rec3V3dzNlyhQOP/xwnnrqKR566CG2bdvGxRdfLPW+B+rr62PTpk1s27aNRx99lL/+9a90dHRw6aWXSn3v4UzT5I477uDcc88degEodb5nMk0Tp9PJlVdeycqVK3nyySfZsmULP/vZz6TO91Bz5szB6XTyk5/8hFgsRktLC7/5zW+GPpc63zMUFBSg6/qY5R/0u5bfvdhTSJDwU2pwcJALLriAJ554gvvuu4/a2lpcLtfQZBa7xONxPB7PJ5RL8XFzOp0UFRVx8cUX8+qrr0qd74F+9atfYbfb+eIXvzjmM6nvPVd+fj73338/J5xwAi6Xi9LSUi6++GJeeeUVLMuSet/D2O12AK644gq8Xi/5+flcdNFFvPzyy1Lfe7i33nqLzs5OTjjhhKFlcm7fMz333HM888wznHbaadjtdqqrqzn//PN58MEHpc73UH6/n7vvvptVq1Zx4IEHctFFF3HssccCoGma1Pke7oN+1/K7F3sKCRJ+CjU1NXH88cczODjIww8/TG1tLQA1NTVs3rw5a92Ghgaqq6s/iWyKj8l7773HEUccMTQbHkAymcRms1FVVSV1vod57LHHePvtt5k3bx7z5s3jySef5Mknn2TevHnyG9+Dbdy4kR//+MdD41ZB5neuqiozZsyQet/DVFVVYZomqVRqaNmu2S8nT54s9b0He+aZZ1i6dClut3tomZzb90xtbW1Z924Auq5js9mkzvdQyWSSdDrNvffey1tvvcWf//xnVFWlqqpKruV7gQ/6XVdXV8sxIPYIEiT8lOnr6+P0009nzpw5/OY3vyEQCAx9tnTpUkKhEPfccw+pVIo333yTJ554guOPP/4TzLH4T9XW1hKPx/nJT35CMpmkpaWFG2+8kRNOOIHDDz9c6nwP8/TTT/Pee++xfPlyli9fzrJly1i2bBnLly+X3/geLDc3l/vvv59f//rXpNNpWltbufnmm/nc5z4nv/M90H777ce4ceO4/PLLiUQidHd389Of/pRDDz2UZcuWSX3vwd59913mz5+ftUzO7XumxYsX09XVxZ133olhGDQ3N3PHHXdw9NFHS53vwb785S/z8MMPY1kWa9eu5c477+T000+XOt8LfFAdn3DCCTzxxBO8+eabpFIp7rnnHsLhMEuXLv2Ecy7ER6NYI5s1iE/c7373O2644QZcLheKomR9tmLFCtasWcOPfvQj6uvrCQQCnHfeeRx33HGfUG7Fx6WhoYHrrruONWvW4PP5OProo4dmuJY637PtGtj+hhtuAJD63oO9/fbb3HLLLdTX1+NwODjqqKO4+OKLcTgcUu97oI6ODm644QbeeecdEokEBx98MFdccQV+v1/qew82e/Zsbr31VpYsWZK1XOp8z/T6669z6623snXrVnw+H8ccc4zcv+3h3nnnHa6//noaGxsJBoOcfvrpQ0PISJ3veWpra7n33ntZuHAh8MF1/Nhjj3HHHXfQ0dFBVVUV3/ve95g5c+YnlX0h/i0SJBRCCCGEEEIIIYQQYi8n3Y2FEEIIIYQQQgghhNjLSZBQCCGEEEIIIYQQQoi9nAQJhRBCCCGEEEIIIYTYy0mQUAghhBBCCCGEEEKIvZwECYUQQgghhBBCCCGE2MtJkFAIIYQQQgghhBBCiL2cBAmFEEIIIYQQQgghhNjLSZBQCCGEEHu0gYEBuru7P+lsCCGEEEII8akmQUIhhBBCfGo1NjZy6aWXcsABBzB79mwOPfRQfvzjHxOJRN53m8cff5yjjjpq6P+XLl3K5s2bd/vZR/Huu+9y5plnMm/ePGbPns2yZcv47W9/i2VZ/9b3CSGEEEII8WmiWHJnK4QQQohPoffee4+zzjqLs846iy984QsEAgEaGxu56qqrSCaTPPDAA2ia9oHfU1tby7333svChQv/7bw0Nzdz1FFHcc0113DkkUei6zqrV6/mG9/4BqeeeirnnXfev/3dQgghhBBCfBpIS0IhhBBCfCpdddVVHHvssVxwwQUEAgEAJkyYwE9/+lOCwSDNzc1AJgh47bXXsnDhQs4991weeeQRDj74YAAOP/xwAM4++2zuvvvurM8AXnvtNU444QRmz57NwQcfzH333bfbvKxZswabzcaRRx6J3W5HVVVmzZrFZZddhq7rH+r7nn/+eY477jjmzJnD4Ycfzj333INpmgB897vf5YILLuAzn/kM++yzD01NTYRCIb7zne+waNEiFi9ezFVXXcXg4ODHuIeFEEIIIYQYpn/wKkIIIYQQ/1tNTU1s3ryZq6++esxn+fn5/PKXvxyz/ksvvUQqleL5558fWv7MM89QW1vL3XffzcKFC3nkkUeGPmtsbOTcc8/l+9//PsceeywbN27kS1/6EhUVFey///5Z379w4UJcLhfHH388Rx55JLNmzWL69OkceeSRH+r7bDYbF110ETfddBOHHXYYmzZtGmp9eMYZZwDw6quv8sc//pHi4mK8Xi+nnHIKlZWVPPPMM6RSKS677DKuuuoqbrnllv909wohhBBCCDGGtCQUQgghxKfOrolG8vPzP9T6y5Ytw+Vy4ff7P3Qaf/vb35g6dSonnHACuq4zbdo0HnjgAaZOnTpm3WAwyGOPPcYhhxzCc889x5e//GUWLlzI2WefzbZt2z7w+x555BEOOeSQoa7KU6dO5ZxzzuGhhx4aSmPWrFnU1NTg9/tZu3Yt69at4/vf/z5er5e8vDwuvfRS/va3v9HT0/OhyyiEEEIIIcSHJS0JhRBCCPGpU1BQAEBXVxeVlZVjPg+FQlkBxMLCwo+cRmdnJ6WlpVnL6urq3nf9YDDIRRddxEUXXUQsFmPFihXcfvvtnHXWWTz33HP/8vvC4TCTJ0/O+qy8vJyWlpbdlmHHjh0YhsGSJUuytrHb7TQ3N5OXl/fRCiuEEEIIIcQHkCChEEIIIT51ysrKqKmp4amnnmL+/PlZn4XDYQ466CCuv/56li1bBoCiKB85jZKSEl5++eWsZX/5y18IBoMceOCBWcsvvvhikskkt912GwAul4v99tuPYDDIMcccQ19f37/8vrKyMpqamrI+a25uHgqGji5DcXExTqeTt956a2hylmQySXNzMxUVFR+5rEIIIYQQQnwQ6W4shBBCiE+lK6+8kr/85S/cfvvt9PT0YFkWGzZs4Nxzz2Xq1KlDk5J8ELvdzsDAwJjlRx11FOvXr+evf/0rhmGwdu1abrjhhqyJSHZZtmwZL7zwAvfeey8dHR1YlkVrayt333038+fPJxAI/MvvO/7443nxxRf5+9//jmEYrF+/nrvvvpvjjz9+t3meMWMGFRUV3HDDDUQiEeLxONdddx1nnHEGhmF8tB0phBBCCCHEhyAtCYUQQgjxqbRgwQLuu+8+7rzzTo466ihisRj5+fkcccQRfPWrX8Vms32o7zn55JP59re/zRlnnJHVCm/8+PHcdddd/OQnP+GHP/whwWCQ7373uyxevHjMdyxZsoRf/epX/PrXv+b2228nHo8TCARYunQpV1111Yf6vttuu41f/OIXXH755eTl5XHqqady9tln7zbPuq7zq1/9ihtvvJHDDjuMRCLBjBkz+N3vfofD4fiou1IIIYQQQogPpFiWZX3SmRBCCCGEEEIIIYQQQnxypLuxEEIIIYQQQgghhBB7OQkSCiGEEEIIIYQQQgixl5MgoRBCCCGEEEIIIYQQezkJEgohhBBCCCGEEEIIsZeTIKEQQgghhBBCCCGEEHs5CRIKIYQQQgghhBBCCLGXkyChEEIIIYQQQgghhBB7OQkSCiGEEEIIIYQQQgixl5MgoRBCCCGEEEIIIYQQezkJEgohhBBCCCGEEEIIsZeTIKEQQgghhBBCCCGEEHu5/wPaCdYsoQn5nQAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_ratings_impact(region_top_platforms, region_sales_col, region_name):\n", " # Filter data for top platforms\n", " df_top_platforms = df[df['Platform'].isin(region_top_platforms)]\n", "\n", " # Plot\n", " plt.figure(figsize=(14, 8))\n", " sns.scatterplot(data=df_top_platforms, x='Critic_Score', y=region_sales_col, hue='Platform', style='Platform', alpha=0.6)\n", " plt.title(f'Impact of Critic Scores on Sales in {region_name}')\n", " plt.xlabel('Critic Score')\n", " plt.ylabel(f'Total Sales in {region_name} (in millions)')\n", " plt.legend(title='Platform', bbox_to_anchor=(1.05, 1), loc='upper left')\n", " plt.show()\n", "\n", "# Plot the impact of game ratings on sales for top platforms in Japan\n", "plot_ratings_impact(top5_jp, 'JP_Sales', 'Japan')\n" ] }, { "cell_type": "code", "execution_count": 409, "id": "e84e0f5a", "metadata": {}, "outputs": [], "source": [ "# Define thresholds for high ratings and high sales\n", "critic_score_threshold = df['Critic_Score'].quantile(0.75)\n", "user_score_threshold = df['User_Score'].quantile(0.75)\n", "sales_threshold = df['Global_Sales'].quantile(0.75)\n" ] }, { "cell_type": "code", "execution_count": 410, "id": "be9a4738", "metadata": {}, "outputs": [], "source": [ "highly_rated_and_high_sales = df[\n", " (df['Critic_Score'] >= critic_score_threshold) & \n", " (df['User_Score'] >= user_score_threshold) & \n", " (df['Global_Sales'] >= sales_threshold)\n", "]\n" ] }, { "cell_type": "code", "execution_count": 411, "id": "124db12c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Critic_Score User_Score Global_Sales\n", "count 1044.000000 1044.000000 1044.000000\n", "mean 85.851533 8.454079 2.247787\n", "std 4.632826 1.445498 3.103293\n", "min 79.000000 7.400000 0.470000\n", "25% 82.000000 7.900000 0.777500\n", "50% 85.000000 8.300000 1.270000\n", "75% 89.000000 8.700000 2.482500\n", "max 98.000000 26.932607 35.520000\n" ] } ], "source": [ "summary = highly_rated_and_high_sales[['Critic_Score', 'User_Score', 'Global_Sales']].describe()\n", "print(summary)\n" ] }, { "cell_type": "code", "execution_count": 412, "id": "5179a010", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "sns.scatterplot(data=highly_rated_and_high_sales, x='Critic_Score', y='Global_Sales', alpha=0.6)\n", "plt.title('Critic Score vs. Global Sales for Top-Performing Games')\n", "plt.xlabel('Critic Score')\n", "plt.ylabel('Global Sales (in millions)')\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 413, "id": "6e76a181", "metadata": {}, "outputs": [], "source": [ "# Define thresholds for high ratings and high sales\n", "high_rating_threshold = 80 # Adjust based on your scoring scale\n", "high_sales_threshold = df['Global_Sales'].quantile(0.75) # Top 25% of sales\n", "\n", "# Filter games that are both highly rated and have high sales\n", "highly_rated_and_high_sales_games = df[(df['Critic_Score'] > high_rating_threshold) & (df['Global_Sales'] > high_sales_threshold)]\n", "\n" ] }, { "cell_type": "code", "execution_count": 414, "id": "1c50efb9", "metadata": {}, "outputs": [], "source": [ "# Aggregate the number of games by genre\n", "top_genres = highly_rated_and_high_sales_games['Genre'].value_counts()\n" ] }, { "cell_type": "code", "execution_count": 415, "id": "3865a283", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 6))\n", "\n", "top_genres.plot(kind='bar', ax=ax, color='skyblue')\n", "ax.set_title('Top Genres Among Highly Rated and High Sales Games')\n", "ax.set_ylabel('Number of Games')\n", "ax.set_xlabel('Genre')\n", "\n", "plt.xticks(rotation=45)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "dc6e1578", "metadata": {}, "source": [ "Highly Rated and Low Sales" ] }, { "cell_type": "code", "execution_count": 416, "id": "bdd68558", "metadata": {}, "outputs": [], "source": [ "# Define the threshold for highest-rated games based on critic scores\n", "rating_threshold = df['Critic_Score'].quantile(0.75) # Top 25% of scores\n", "\n", "# Filter highest-rated games\n", "highest_rated_games = df[df['Critic_Score'] >= rating_threshold]\n" ] }, { "cell_type": "code", "execution_count": 417, "id": "adaa6a0b", "metadata": {}, "outputs": [], "source": [ "# Japan\n", "least_popular_highest_rated_jp = highest_rated_games.sort_values('JP_Sales').head(5)\n", "\n", "# North America\n", "least_popular_highest_rated_na = highest_rated_games.sort_values('NA_Sales').head(5)\n", "\n", "# Europe\n", "least_popular_highest_rated_eu = highest_rated_games.sort_values('EU_Sales').head(5)\n" ] }, { "cell_type": "code", "execution_count": 418, "id": "93eec4a4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Least Popular Highest-Rated Games in Japan:\n", " Name Critic_Score JP_Sales\n", "5925 1701 A.D. 79.0 0.0\n", "4117 NHL 16 80.0 0.0\n", "3733 NHL 14 81.0 0.0\n", "3684 NHL 14 80.0 0.0\n", "3061 NHL 13 83.0 0.0\n", "\n", "Least Popular Highest-Rated Games in North America:\n", " Name Critic_Score NA_Sales\n", "5925 1701 A.D. 79.0 0.0\n", "15213 Phoenix Wright: Ace Attorney Trilogy 81.0 0.0\n", "15676 Pillars of Eternity 89.0 0.0\n", "13202 Plants vs. Zombies 87.0 0.0\n", "13260 Plants vs. Zombies: Garden Warfare 2 82.0 0.0\n", "\n", "Least Popular Highest-Rated Games in Europe:\n", " Name Critic_Score EU_Sales\n", "16406 Moto Racer Advance 86.0 0.0\n", "7521 Phantasy Star Online 89.0 0.0\n", "16631 Karnaaj Rally 81.0 0.0\n", "2893 NCAA Football 09 83.0 0.0\n", "12163 N+ 82.0 0.0\n" ] } ], "source": [ "# Display least popular highest-rated games in Japan\n", "print(\"Least Popular Highest-Rated Games in Japan:\")\n", "print(least_popular_highest_rated_jp[['Name', 'Critic_Score', 'JP_Sales']])\n", "\n", "# Display least popular highest-rated games in North America\n", "print(\"\\nLeast Popular Highest-Rated Games in North America:\")\n", "print(least_popular_highest_rated_na[['Name', 'Critic_Score', 'NA_Sales']])\n", "\n", "# Display least popular highest-rated games in Europe\n", "print(\"\\nLeast Popular Highest-Rated Games in Europe:\")\n", "print(least_popular_highest_rated_eu[['Name', 'Critic_Score', 'EU_Sales']])\n" ] }, { "cell_type": "code", "execution_count": 419, "id": "7350cabb", "metadata": {}, "outputs": [], "source": [ "# Combine the lists and drop duplicates\n", "combined_games = pd.concat([least_popular_highest_rated_jp, least_popular_highest_rated_na, least_popular_highest_rated_eu]).drop_duplicates(subset=['Name'])\n", "\n", "# Reset index\n", "combined_games.reset_index(drop=True, inplace=True)\n" ] }, { "cell_type": "code", "execution_count": 420, "id": "02abf1b0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sales Across Regions for Least Popular Highest-Rated Games:\n", " Name JP_Sales NA_Sales EU_Sales\n", "0 1701 A.D. 0.00 0.00 0.25\n", "1 NHL 16 0.00 0.38 0.05\n", "2 NHL 14 0.00 0.40 0.09\n", "3 NHL 13 0.00 0.51 0.10\n", "4 Phoenix Wright: Ace Attorney Trilogy 0.02 0.00 0.00\n", "5 Pillars of Eternity 0.00 0.00 0.02\n", "6 Plants vs. Zombies 0.00 0.00 0.04\n", "7 Plants vs. Zombies: Garden Warfare 2 0.00 0.00 0.04\n", "8 Moto Racer Advance 0.00 0.01 0.00\n", "9 Phantasy Star Online 0.20 0.00 0.00\n", "10 Karnaaj Rally 0.00 0.01 0.00\n", "11 NCAA Football 09 0.00 0.65 0.00\n", "12 N+ 0.00 0.06 0.00\n" ] } ], "source": [ "# Display sales across regions for the combined list of games\n", "print(\"Sales Across Regions for Least Popular Highest-Rated Games:\")\n", "print(combined_games[['Name', 'JP_Sales', 'NA_Sales', 'EU_Sales']])\n" ] }, { "cell_type": "code", "execution_count": 422, "id": "6ac6cf6a", "metadata": {}, "outputs": [], "source": [ "brand_sales_by_region = df.groupby('Console_Brand').agg({\n", " 'JP_Sales': 'sum',\n", " 'NA_Sales': 'sum',\n", " 'EU_Sales': 'sum',\n", "}).reset_index()\n" ] }, { "cell_type": "code", "execution_count": 423, "id": "fa219708", "metadata": {}, "outputs": [ { "data": { "image/png": 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+++47rVu3Tm5ubnrppZc0fPhw3blzRzab7a7HnC9fPt28efOutV67dk2bNm3Spk2bUs1Ly2BkgYGBKX6uUqWK/Pz81LdvX23bti3FQH7/ru3777/XmDFjdOLECeXKlUsBAQH2sQP++X759+uSHNiSH9d3r9fYz8/vvrWvWbNGkvSf//znrvO6desmd3d3Xbt2Td7e3inC+d38+/jS0vbFixfX0qVLNWfOHH3xxRdatGiRnnjiCb311lvq0aOHXFxc7tvu3t7e96wnV65c9vYJDAxU+fLlFRISov/85z9at26dvX2Tz8OOHTvedTsXLlzQlStXJCnFlyTS/V/j5O3e6z3578dQenh4pPj5n+//8uXLa86cOVq0aJHmz5+vTz/9VH5+fnr33XfVtm3be9YAANkRAR4AsqmYmBg1a9ZMPXr0SDWieKlSpdSzZ0/7gGdubm7q0KGDAgIC9NVXX9mvRu7atUtbtmy56/afeOIJSVK/fv1UpUqVVPO9vLwk/X01rnPnzurcubPOnj2rHTt2aObMmXr//fe1efPme9b/z3Cc7OLFiymCaWhoqD755BPt3r1bmzZtUsOGDVMFxn+qUaOGpL+v3t4twFssFoWGhqpkyZKaP3++vLy8UgxE9886JMnHx+ee+/q3AgUKaPjw4Ro2bJgiIyP1zTffaO7cufLy8lL//v1lMpnuua97Bb08efLohRdeUPv27VPNc3V9uD8Bnn/+eUnSn3/+ec9lTp06pfDwcNWrV0+zZ8+2X2FftmyZ/b7ntPLx8bnrcScHyLu5fPmydu/erbCwsFRXkf/73/9qwoQJ2rp1qxo2bKg8efLo2rVrslqtKUL8kSNHlJSUlOpLjGRpbfugoCDNmDFDCQkJOnDggFauXKlPP/1UAQEBatiw4X3b/W5ffN1L3rx5NXToUHXr1k2jR4/WxIkTJf3vPJwwYcJdB2b8ZwD/97gI9xsnIfk9d6/XID3vfUl68cUX9eKLLyouLk579+7V4sWLNWbMGJUrV05ly5ZN17YAICujCz0AZFP58uWTq6urPv/8c925cyfV/BMnTihHjhwqWrSoTpw4oWvXrqlNmzYqUaKEPejs3r1b0v+ulv5TsWLFlDdvXp0+fVqBgYH2fwULFtTEiRP1+++/Kz4+Xg0aNLCPOv/UU0+pVatWatSokc6fP3/f+v/6668UA32dO3dOBw8eVHBwsH1aoUKFVK1aNS1ZskSHDx++b/d5SSpRooRq1qypOXPm3HWk9nnz5unSpUv2QfAqV66sgwcPplp2w4YN8vPzU9GiRe+7v2QHDx7UCy+8oP/+978ymUx6/vnn1atXL/n7++v8+fPKmTOnypQpo02bNqXoun7z5k3t3LlTFStWvOt2q1SpoqioKD3//PP2179MmTJatGiRvvvuuzTV9m+//vqrJN01DCb77bffdOfOHXXq1ClF9/jk8H63Hhv3UrVqVR08eDDFoHVRUVH3HUn/yy+/VGJiotq1a6fg4OAU/9q2bSsvLy8tX75cklSpUiUlJiamGPndZrNp8ODBmjVr1j33kZa2X7RokerWrauEhAS5u7urWrVqGjlypKT/vV/v1+7p9fLLL+vFF1/UV199Ze/CXrZsWbm5uSkmJibFeejm5qaJEyfq9OnTKliwoIoUKZLqPXGvL+ck6dlnn5Wfn582btyYYnp0dLR+/fVXVahQIc11jxs3Ts2bN5fNZpOnp6fq1Kmj/v37S1KKEe0BAFyBB4Bsy2w2a/jw4QoPD1ezZs3UqlUrPffcc4qLi9OePXu0bNky9ejRQ15eXnr22WeVO3duffrpp3J1dZWrq6u2bNmi1atXS/rf/cr/3n6vXr00dOhQmc1m1alTRzdu3NDMmTMVExOj0qVLy8PDQ6VLl9aMGTPk5uamgIAAnTx5UuvWrbtvV3dJypEjh7p06aJevXrJYrFo6tSp8vb2TtXltnnz5urdu7eeeeaZewbdfxoxYoTatm2rFi1aqE2bNipXrpxiY2O1ZcsWffXVV2rRooX9vt/27dtrw4YNat++vbp27SofHx99+eWX2rt3r8aMGfPAbtnJSpUqJQ8PD/Xr10/dunVTvnz59MMPP+jIkSNq06aNJOn999/XO++8ow4dOujtt99WYmKi5syZo4SEBHXt2vWu2+3SpYtatmypTp066c0331SOHDm0cuVKbd26VdOmTXtgXclhXfr7S5rDhw9r6tSp8vf3V+3ate+5XunSpeXq6qrx48frP//5jxISErR27Vrt3LlTku751IK7adu2rVavXq133nlH3bp1k8Vi0ZQpU+76qLRkyY8uK1asWKp57u7uatiwoZYvX67jx4+rdu3aKl++vAYOHKgePXqoaNGi2rhxo/744w998MEH99xHWtq+atWqmjBhgsLDw/X222/LbDZrxYoVcnd3V506dVSoUKEHtnt6DRo0SE2bNtWoUaO0bt06+fj4qEOHDpo6dapu3bql4OBgxcTEaOrUqTKZTCpZsqRMJpO6d++uPn36aNiwYapfv74iIyP1ySefSNJd38cuLi7q3bu3Bg4cqF69eum1117T1atXNWPGDHl5ed2118e9VKtWTQsXLtSAAQPUtGlTJSYmat68efL29lbVqlUf6nUAgKyKAA8A2Vjt2rX1xRdf2O87vXLlitzd3VWqVClNnjzZfo9znjx5NHPmTH388cfq0aOHcuXKpeeff15Lly7Vu+++q59//vmuj15r0aKFcuXKpXnz5mnlypXKmTOnKlSooAkTJtgH//rwww81ZcoULViwQBcvXlTevHnVvHnzFAOI3U1AQIAaNWqk4cOH6+bNm6pWrZoGDRqU6t7uWrVqyWQyKTQ0NE2vyVNPPaWVK1fqs88+09dff625c+fKzc1NxYoV0/jx41N0yfbz89Py5cs1ceJEjR49WomJiSpZsqRmzpxpHzAtLXLkyKEFCxbYt3Pjxg0988wz+vDDD+11J4ecadOmqXfv3nJ3d1elSpU0btw4lShR4q7bLVmypJYtW6bJkyerX79+stls8vf31yeffJKm+sLCwuz/7+bmpvz586thw4bq0aOH3N3d77le0aJFNXHiRM2YMUOdO3eWl5eXypUrpyVLlqh169b6+eefFRAQkKbXxsfHR8uXL9fo0aM1YMAA5cqVSx06dLjrff2SdOjQIUVFRalfv3733Obrr7+u5cuXa+XKlRo0aJDmzp2riRMnavr06bp9+7ZKliypefPmpRh47d/S0vYlS5bUp59+qk8++US9e/eWxWJRmTJltGDBAvuXCw9q9/QqVqyYWrdurQULFmjp0qVq166devbsKT8/P33++eeaN2+evLy8VK1aNfXu3Vt58uSRJDVp0kS3b9/W/PnztWbNGpUoUUKDBw/W4MGDlTNnzrvuKzQ0VLly5dLs2bMVHh6u3Llz68UXX1Tv3r0fOEbBP9WsWVMTJkzQggUL7APXVaxYUYsXL77vOAAAkB2ZbOnpxwYAgMFs2rRJffv21c6dO9MVKoDs5KuvvkrVa2Hnzp3q1KmT1q9fr5IlSzqwOgBAMq7AAwCypK1btyoiIkIrVqxQSEgI4R24jw0bNmjy5Mnq2bOnnnzySf3555+aNm2aqlSpQngHACfCFXgAQJa0aNEiTZ48WZUqVdLkyZPto3EDSO3q1auaOHGidu/erStXrihfvnxq0KCBunfvbn/8HwDA8QjwAAAAAAAYAI+RAwAAAADAAAjwAAAAAAAYAAEeAAAAAAADYBT6f7FarUpKSpKLi4tMJpOjywEAAAAAZHE2m01Wq1Wurq5ycbn3dXYC/L8kJSUpIiLC0WUAAAAAALKZwMBAubu733M+Af5fkr/tCAwMlNlsdnA1j8ZisSgiIiJLHEtWRPs4L9rGedE2zo32cV60jfOibZwb7eO8slrbJB/P/a6+SwT4VJK7zZvN5izxRpCy1rFkRbSP86JtnBdt49xoH+dF2zgv2sa50T7OK6u1zYNu42YQOwAAAAAADIAADwAAAACAARDgAQAAAAAwAO6BfwhWq1UJCQmOLuOBLBaLJCk+Pj5L3RfyMNzd3R84IAQAAAAAODMCfDolJCTo5MmTslqtji7lgWw2m1xdXfXXX39l+2fau7i46Nlnn73vIxkAAAAAwJkR4NPBZrPp3LlzMpvNKly4sNNf0bXZbIqLi5Onp2e2DvBWq1Vnz57VuXPnVKRIkWz9WgAAAAAwLgJ8OiQlJen27dt66qmnlDNnTkeX80A2m01Wq1UeHh7ZPrT6+fnp7NmzSkpKkpubm6PLAQAAAIB0c+5LyE4m+Z5yumEbT3KbJbchAAAAABgNAf4hZPer2UZEmwEAAAAwOgI8AAAAAAAGwD3wBla3bl1dvHhRrq5/N6PNZpOLi4uef/55DR48WM8///wjbf/TTz/Vzz//rHnz5mVEuQAAAACAR0CAN7gRI0YoNDTU/vOlS5c0ZMgQde3aVd99990jbfu999571PIAAAAAABmEAJ/F5MuXT2FhYXrvvfd0/fp13bp1S8OGDdOPP/4ok8mkunXrql+/fsqdO7ck6YcfftDHH3+sU6dOyd/fXxUrVtR///tfLVmyRNOnT9f+/fu1ZMkSSdLWrVs1c+ZM/fnnn/Lz89Obb76pNm3ayMXFRQMGDJC7u7suXLigffv2ydfXV23btlWbNm0c+XIAAAAAQJbBPfBZzLlz57R06VIFBgbKy8tLvXr1kouLi7Zs2aKNGzfqwoULGjp0qCTp9OnTeu+99/Tmm29q//796tOnj1auXHnX7e7du1c9e/ZUhw4dtH//fk2aNEkLFy7U4sWL7cusXbtWrVu31k8//aR3331XY8eOVUxMzGM5bgAAAADI6gjwBjdixAhVqlRJ5cqVU+nSpfX222+rRIkSmjt3rn777TdFRkZq6NChyp07t3x8fNS/f399/fXXunr1qjZu3Kjnn39eYWFhcnV1VaVKlfTGG2/cdT9r165VvXr11LBhQ7m6uqp06dLq2LGjVqxYYV8mODhY1atXl6urq5o1ayaLxaJTp049rpcCAAAAALI0utAb3LBhwxQaGqqEhAQtXrxYn376qWrVqiUfHx/9+OOPslgsql27dop13N3dFR0drXPnzqlQoUIp5hUuXFgRERGp9nP58uVUg+I9/fTTOnPmjP1nPz8/+/+7ublJkqxW66MeIgAAAABABPgsw93dXR06dND169fVpUsXLV++XAUKFFCOHDm0d+9e+0j1CQkJio6OVtGiRVWoUCHt2LEjxXbOnj171+0XKlQo1dX06OjoFKEdAAAAAJB56EKfxfTs2VMBAQHq3bu3/P39VaRIEY0bN06xsbGKj4/XmDFj1K5dO1ksFoWEhOjIkSP68ssvZbFYdOjQIX3xxRd33W6zZs20fft2bd68WRaLRb///rvmzp2rZs2aPeYjBAAAAIDsiQCfxZjNZo0fP14xMTGaNGmSpk6dqkuXLunll19WjRo1dOrUKS1cuFA5cuRQwYIFNW3aNM2dO1eVKlXSuHHjVKNGDXv3938qW7aspk6dal+2a9euevPNN3nUHAAAAAA8JnShN7Dt27ffdXrhwoV14MAB2Ww23b59W5MmTZLJZEq13Llz5+Tn56evv/7aPm3s2LH2/+/WrVuK5evVq6d69erddZ//XC/Z0aNH03QcAAAAAIAH4wp8Nnb16lW99dZb+u233yRJkZGR2rBhg+rUqePgygAAAAAA/8YV+GysVKlSGjx4sHr37q2LFy8qX7586tixoxo3buzo0gAAAAAA/0KAz+ZatGihFi1aOLoMAAAAAMAD0IUeAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AADKMp6eno0sAACDLIsADAJANWKyWTN+H2WxWqVKlZDabM31fj+N4AABwNoxCDwBANmB2MWvA7gE6cf2Eo0t5ZMW8imlszbGOLgMAgMeOAJ8BLFabzC6mLLs/AEDWcOL6CR25csTRZQAAgIdEgM8AZheTeqw4qKgLtzJ9X8Xz59bUluUfev21a9dqxowZ2r59u+rWrauLFy/K1fXvt4HNZlPu3LnVpEkT9e3bVy4uD77DIiEhQdOnT9fmzZt1+fJl5ciRQ5UrV1bPnj313HPPpammgIAALV68WMHBwQ99XAAAAACQ1RHgM0jUhVs6fPaGo8tItxEjRig0NNT+89GjR9WuXTt5enqqe/fuD1x/5MiROnnypBYtWqSnn35aN27c0PTp09WqVSt9++23euKJJzKzfAAAAADINhjEDikEBASocuXK+v3339O0/IEDB/Tiiy/q6aefliQ98cQT6tevn+rUqaOLFy9KkmJiYtSzZ0/VrVtXZcuWVb169bR69eq7bu/WrVv68MMPVatWLVWrVk29evXSpUuX7POnT5+uWrVqqUqVKmrWrJm2bdv2iEcMAAAAAMZAgIddYmKi9u3bp71796p69eppWqdRo0aaMWOGBgwYoC+//FInT56Um5ubPvroI3sX+iFDhsjNzU1ff/21fvnlF7399tsaOXKkYmNjU21v0KBB+uuvv7R27Vpt3bpVuXPnVteuXWWz2bR3716tXLlSq1at0r59+9SiRQsNHjxYiYmJGfo6AAAAAIAzogt9NjdixAiNGTPG/nPBggXVvn17vf3222laPzw8XM8//7y+/PJLjRs3TleuXFH+/Pn1zjvvqF27dpKkUaNGKVeuXHJzc9PZs2eVK1cuxcfH6/r168qVK5d9W5cvX9aWLVu0efNm5c2bV9Lfgb5SpUo6fPiwcuTIoevXr+uLL75QnTp11KJFC4WFhclkYkA/AAAAAFkfAT6bGzZsWIp74B9G3bp1VbduXUnSqVOn9O2332rChAnKlSuXWrRooejoaH388cf6888/9cwzz6ho0aKSJKvVmmI7Z86ckSS98cYbKaabzWadPn1ar7zyiqZPn64lS5Zo3rx58vDwUOvWrdW5c+c0DbgHAAAAAEZGgM/ivvrqK12/fl0dO3aUJCUlJcnDwyNDtn38+HG99tprWrNmjfz9/SVJRYoUUYcOHXTo0CEdOXJEiYmJ6tSpk3r37q233npLJpNJv/32mzZs2JBqewUKFJAkbd68WX5+fvbpUVFRKly4sM6ePau8efNq/vz5SkhI0I8//qiuXbuqdOnSql27doYcEwAAAAA4KwJ8BimeP7dT7icuLk5Lly7Va6+9ppw5c2rLli0qU6ZMhtRSrFgxlS5dWkOHDtWgQYMUEBAgq9Wq/fv3a9++fZo6daoSExMVHx8vDw8PmUwmnT17VuPHj5ekVPeuFyhQQLVr19bo0aM1bNgw5c6dW/PmzdPs2bP13XffKSIiQkOHDtVnn32mkiVL2rvZ+/j4ZMjxAAAAAIAzI8BnAIvV9kjPZn+Y/Zld0nbf92uvvaaoqCg1bdpUd+7cUXBwsPr27ZshdZhMJs2dO1czZ85U3759FRMTIxcXFz3//PMaP368qlWrJkkaM2aMpk6dqlGjRilv3rx64403FBUVpT/++EPPPvtsim1+/PHHmjhxol577TXdunVLJUqU0Lx58+Tn56cGDRrozz//VOfOnXX16lXlzZtXgwYNUtmyZTPkeAAAAADAmRHgM0Baw7Qj9ufm5qaRI0dq1KhRqeZt3779kWvJkyeP+vfvr/79+99zmZCQEIWEhKSYltylX/r72fPJvLy89OGHH95zW506dVKnTp0eoWIAAAAAMCZG/gIAAAAAwAC4Ao97Cg0N1cmTJ+85f+7cuapUqdJjrAgAAAAAsi8CPO5p7dq1ji4BAAAAAPD/0YUeAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAEQ4AEAAAAAMAACfEawWrL2/gAAAAAADsdj5DKCi1la00G69Efm7yufv9RsXubvBwAAAADgVAjwGeXSH9K5Q46u4q5KliypWrVqafbs2TKZTPbpa9eu1YwZM7R9+/YUyy9btkwffvihBg4cqHbt2qVrX9evX9fkyZO1Y8cOXb9+Xblz51b16tXVq1cvFSxY8IHrnz59WvXq1dO2bdv09NNPp2vfAAAAAJCV0YU+m9i1a5fmzUvblftly5bpzTff1OLFi5WUlJSu/fTq1UtXr17V6tWr9euvv+rLL79UQkKC2rdvn+5tAQAAAAD+hwCfTbRu3VpTp07VL7/8ct/lfvzxR12+fFkDBgyQ1WrVli1b0rWfAwcOqH79+vLz85Mk5cuXT4MGDVLZsmV148YNSdLx48fVqVMn1a5dW0FBQWrYsKF27Nhx1+1dunRJffr0UfXq1VWjRg0NHTpUt27dkiQlJSVp+PDhql69uoKDg/XWW2/pwIED6aoXAAAAAIyCAJ9N1K9fX2FhYerdu7euXbt2z+WWLFmiN954Qx4eHnrrrbe0YMGCdO2nUaNGGjZsmIYPH65NmzbpzJkz8vPz09ixY+Xr6ytJ6tatm/z9/fXdd9/p559/Vo0aNTR8+PBU27JarerSpYtcXFy0ZcsWbdy4URcuXNDQoUMlSevXr9fBgwe1efNm/fDDD6pcubJGjBiRrnoBAAAAwCgI8NlI//795evrqwEDBshms6Waf+bMGX3//fdq1aqVJOmNN95QVFSU9u/fn+Z9jBo1SkOHDtW5c+c0dOhQ1a1bV/Xr19eGDRvsy8yePVvdunWTzWbTmTNn9MQTTygmJibVtn777TcdPnxYw4YNU+7cueXj46P+/fvr66+/1tWrV+Xh4aHTp09r9erVOnnypHr06JFiPwAAAACQlTCIXTbi7u6uKVOm6PXXX9eCBQvk4+OTYv7nn3+upKQkhYSE2KclJSVpwYIFqlKlSpr24eLiopCQEIWEhMhms+n48eNav369+vXrJz8/P1WrVk2RkZHq0qWLLl68qOeee06+vr53/ULh9OnTslgsqlWrVqrjiI6OVqNGjZSYmKhVq1Zp0qRJyps3r9577z29+eabD/HqAAAAAIBzI8BnM0WKFNHIkSPVr18/hYaG2qffuXNHq1ev1ujRo/XCCy/Yp//xxx/q2LGjjh8/rueee+6+2/7+++/VvXt37dixQ97e3jKZTCpevLjef/997dmzR7///ruKFSumHj16aMaMGapbt64kacuWLfr2229Tba9gwYLy8PDQvn37ZDabJUkJCQmKjo5W0aJFdfLkSZUuXVqvvfaa4uPj9c0336h///6qVKmSSpQokREvFwAAAAA4DQJ8Rsnnb5j9NGzYUPv27dOKFStUqFAhSdLGjRtlMpnUpEkTubm52ZctWLCg/P39tWjRIo0cOfK+261cubLy5s2rgQMHqmfPnipWrJju3Lmj7du3688//1Tt2rUVGxsri8UiT09PSVJUVJQ++eQTSX+H838KCgpS0aJFNXbsWPXs2VNms1ljx47Vtm3btHXrVu3YsUMrV67U/Pnz9fTTT8vb21uurq7KkyfPI79GAAAAAOBsCPAZwWqRmqXtEW0Ztj8X8yNtYtCgQTp06JB9ZPjPP/88VXhPFhYWpnHjxqlnz57KmzfvPbfp4eGhzz//XDNmzFDnzp11+fJlubm5qVy5clq4cKH9Cn6/fv3Ut29fxcXFqWDBgnrjjTc0fvx4/fHHH/L29rZvz9XVVbNnz9a4ceP08ssv686dOwoKCtLChQuVI0cOtWnTRjExMWrZsqVu3bqlQoUKafLkyWl63jwAAAAAY0u+KJidmGx3u/k4G7NYLPr1119Vrlw5e7ftZPHx8Tp58qSeffZZeXh4OKjCtLPZbLp9+7Zy5swpk8nk6HIcyhnb7n7vNTgWbeO8aJtH88bGN3TkyhFHl/HInvd9Xl80+cLRZRgK547zom2cG+3zcCxWi8yPeMHRmTyO40nre40r8AAAAACADGN2MWvA7gE6cf2Eo0t5ZMW8imlszbGOLsOOAI80Cw4OTnWf+j99/fXXeuqppx5jRQAAAACc0YnrJ7JEry9nQ4BHmu3bt8/RJQAAAABAtuXi6AIAAAAAAMCDEeABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABPgNYrJYsvT8AAAAAgOPxGLkMYHYxa8DuATpx/USm76uYVzGNrTk20/cDAAAAAHAuBPgMcuL6CR25csTRZdxV3bp1denSJbm6pm7uuXPnavXq1ZKksWNTfjFw+vRp1atXT9u2bdPTTz/9wP1cv35dkydP1o4dO3T9+nXlzp1b1atXV69evVSwYMEHrp/e/QEAAABAdkKAzyZGjBih0NDQu85LDvCPqlevXsqTJ49Wr14tPz8/Xbp0SaNHj1b79u21cePGu36BAAAAAABIG+6BR4Y5cOCA6tevLz8/P0lSvnz5NGjQIJUtW1Y3btyQJB0/flydOnVS7dq1FRQUpIYNG2rHjh133d6lS5fUp08fVa9eXTVq1NDQoUN169YtSVJSUpKGDx+u6tWrKzg4WG+99ZYOHDjweA4UAAAAAByAAI8M06hRIw0bNkzDhw/Xpk2bdObMGfn5+Wns2LHy9fWVJHXr1k3+/v767rvv9PPPP6tGjRoaPnx4qm1ZrVZ16dJFLi4u2rJlizZu3KgLFy5o6NChkqT169fr4MGD2rx5s3744QdVrlxZI0aMeJyHCwAAAACPFX2as4kRI0ZozJgxKaY9+eST2rhxY4btY9SoUQoODtamTZs0dOhQ3bx5U0WKFFG3bt3UtGlTSdLs2bNVoEAB2Ww2nTlzRk888YRiYmJSbeu3337T4cOHtXDhQuXKlUuS1L9/f73yyiv64IMP5OHhodOnT2v16tWqWbOmevTooV69emXYsQAAAACAsyHAZxPDhg275z3w7u7uun37dqrpFsvfj6vLkSNHmvbh4uKikJAQhYSEyGaz6fjx41q/fr369esnPz8/VatWTZGRkerSpYsuXryo5557Tr6+vrLZbKm2dfr0aVksFtWqVStVrdHR0WrUqJESExO1atUqTZo0SXnz5tV7772nN998M021AgAAAIDROKwL/Y8//qgWLVqoQoUKql69ukaOHKn4+HhJ0qFDh9SiRQuVL19edevW1apVq1Ksu27dOtWvX1/lypVTaGioDh48aJ9nsVg0btw4vfDCCypfvrw6d+6sCxcuPNZjM5onn3xSZ8+eTTX9r7/+kqenp3x8fB64je+//17ly5fXtWvXJEkmk0nFixfX+++/r1KlSun3339XTEyM/Ur53r17tWzZMjVu3Piu2ytYsKA8PDy0b98+/fzzz/r555/1ww8/6Msvv1SpUqV08uRJlS5dWsuWLdPPP/+sXr16afjw4Tp27NgjvRYAAAAA4KwccgX+ypUr6tSpk4YPH67XXntNly5d0jvvvKM5c+aobdu26tixo7p3766wsDD99NNPCg8PV0BAgIKCgrRv3z6NHDlSc+fOVVBQkJYtW6bOnTtrx44d8vT01KxZs7Rnzx6tWbNGefLk0QcffKAhQ4Zozpw5mXpMxbyKZer2M3M/r776qmbNmqWlS5eqefPmcnd31x9//KGpU6eqadOmaRo9vnLlysqbN68GDhyonj17qlixYrpz5462b9+uP//8U7Vr11ZsbKwsFos8PT0lSVFRUfrkk08kSQkJCSm2FxQUpKJFi2rs2LHq2bOnzGazxo4dq23btmnr1q3asWOHVq5cqfnz5+vpp5+Wt7e3XF1dlSdPngx/fQAAAADAGTgkwPv6+uqHH35Q7ty5ZbPZdO3aNd25c0e+vr769ttv5e3trVatWkmSqlWrpiZNmmjZsmUKCgrSqlWr1KhRI1WsWFGS1K5dO61cuVKbNm1Ss2bNtGrVKvXp00dPPvmkJGnw4MGqUaOGoqOjVbhw4Uw5HovVorE1xz54wQzcn9nFnK51hg0bppEjR6aa3qVLF7377rtasGCBZsyYoWnTpikhIUF+fn5q3LixunTpkqbte3h46PPPP9eMGTPUuXNnXb58WW5ubipXrpwWLlyo5557TpLUr18/9e3bV3FxcSpYsKDeeOMNjR8/Xn/88Ye8vb3t23N1ddXs2bM1btw4vfzyy7pz546CgoK0cOFC5ciRQ23atFFMTIxatmypW7duqVChQpo8eXKanjcPAAAAAEbksHvgc+fOLUmqVauWYmJiVKlSJYWGhmrKlCny9/dPsWzx4sXtzyqPiopSs2bNUs2PjIzUzZs3df78+RTr58uXT15eXjp69GimBfj0hunHvb/t27fLZDLdd5lKlSpp0aJFj1CVlD9/fn344Yf3Xeadd97RO++8k2Ja27Zt7f9/9OhR+/8XLFhQkydPvut2XF1dNXDgQA0cOPARKgYAAAAA43D4IHbffvutrl+/rj59+qh79+4qUKCAvYt1Mg8PD/sga7GxsfecHxsbK0nKmTNnqvnJ89IqeQC3f0+z2Wz2f84uuUYj1JrZktvMYrHctW0dIbkOZ6kH/0PbOC/a5uGZzY/3y+bHgfdB2nHuOC/axrnRPg+Hz5zM277DA7yHh4c8PDzUt29ftWjRQq1bt9bNmzdTLBMfH29/lJinp6d9sLt/zvfx8bEH+7i4uHuun1YRERF3ne7q6qq4uDhZrdZ0bc+R/v16PIy6devqzp0795y/evVq+20LzujOnTtKTExUZGSko0tJ5V7vNTgebeO8aJv08fT0VKlSpRxdRoY7evRohnzGZSecO86LtnFutE/a8ZmTuRwS4H/55RcNGjRIGzZskLu7u6S/BzFzc3NT8eLFtWfPnhTLR0VFqUSJEpKkEiVKpBppPCoqSjVr1pSXl5cKFCigqKgoezf6ixcv6tq1a6m65T9IYGBgqm+O4uPj7SOze3h4pGt7jmCz2RQXFydPT88HdqF/kL1792ZQVY7h4uJif385S9tZLBZFRETc9b0Gx6JtnBdtg38KCAhwdAmGwbnjvGgb50b7IFlmf+Ykv9cexCEBPiAgQPHx8Zo4caLef/99Xbx4UePGjVPz5s3VoEEDTZw4UYsWLVKrVq104MABbdy4UTNnzpQkNW/eXOHh4Xr11VdVsWJFLVu2TJcvX1b9+vUlSaGhoZo1a5YCAwPl4+OjMWPGqEqVKipSpEi6ajSbzalOUrPZbA/CjxqIHyeTyWSoejOLyWS6a7s6mjPWhL/RNs6LtoGUNbtoZjbOHedF2zg32gfO0v4OCfC5cuXSvHnzNGbMGFWvXl158uRRkyZNFB4eLnd3dy1YsECjR4/WtGnT5OvrqyFDhqhq1aqS/h6VftiwYRo+fLhiYmJUvHhxzZ071z6CeXh4uJKSktSqVSvFxsYqODhYU6ZMyZC6kxstISEh1X34cG7Jj6lzlhMPAAAAANLLYffAFy9eXAsWLLjrvMDAQK1YseKe64aEhCgkJOSu89zc3NSnTx/16dMnQ+r8J1dXV+XMmVMXL16Um5ubXFxcMnwfGclms+nOnTtycXHJ1lfgrVarLl68qJw5c6bpmfYAAAAA4IxIM+lgMpn05JNP6uTJk/rrr78cXc4D2Ww2JSYmys3NLVsHeOnve+CLFCmS7V8HAAAAAMZFgE8nd3d3lShRwt4l25lZLBZFRkaqePHi2b7ruLu7u9P3mAAAAACA+yHAPwQXFxenGcn8fpKfJejh4ZHtAzwAAAAAGB2XJAEAAAAAMAACPAAAAAAABkCABwAAAADAAAjwAAAAAAAYAAEeAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAEQ4AEAAAAAMAACPAAAAAAABkCABwAAAADAAAjwAAAAAAAYAAEeAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAEQ4AEAAAAAMAACPAAAAAAABkCABwAAAADAAAjwAAAAAAAYAAEeAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAEQ4AEAAAAAMAACPAAAAAAABkCABwAAAADAAAjwAAAAAAAYAAEeAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAEQ4AEAAAAAMAACPAAAAAAABkCABwAAAADAAAjwAAAAAAAYAAEeAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAEQ4AEAAAAAMAACPAAAAAAABkCABwAAAADAAAjwAAAAAAAYAAEeAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAEQ4AEAAAAAMAACPAAAAAAABkCABwAAAADAAAjwAAAAAAAYAAEeAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAEQ4AEAAAAAMAACPAAAAAAABkCABwAAAADAAAjwAAAAAAAYAAEeAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAEQ4AEAAAAAMAACPAAAAAAABkCABwAAAADAAAjwAAAAAAAYAAEeAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAEQ4AEAAAAAMAACPAAAAAAABkCABwAAAADAAFwdXQAAAHg8inkVc3QJGSKrHAcAAOnlkAAfGRmpcePG6fDhw3Jzc1P16tU1YMAA+fr6atiwYVqzZo3c3Nzsyw8YMEBhYWGSpHXr1mnmzJm6ePGiihUrpg8++EDly5eXJFksFk2YMEHr169XXFycqlatqhEjRih//vyOOEwAAJyGxWrR2JpjHV1GhrFYLTK7mB1dBgAAj9VjD/Dx8fHq0KGD3njjDc2ePVuxsbHq37+/Bg0apE8//VQREREaOXKkXn/99VTr7tu3TyNHjtTcuXMVFBSkZcuWqXPnztqxY4c8PT01a9Ys7dmzR2vWrFGePHn0wQcfaMiQIZozZ87jPkwAAJyK2cUsbftQunbK0aU8Ou8iMtcb6ugqAAB47B57gD979qxKliyp8PBwmc1mubu7KywsTP369VNCQoL++OMPlSlT5q7rrlq1So0aNVLFihUlSe3atdPKlSu1adMmNWvWTKtWrVKfPn305JNPSpIGDx6sGjVqKDo6WoULF35sxwgAgFOK2iqdO+ToKh7dk2UlAjwAIBt67AG+WLFimjdvXoppW7ZsUenSpRUZGamkpCRNmzZNBw4cUJ48edSsWTN16NBBLi4uioqKUrNmzVKsW7x4cUVGRurmzZs6f/68/P397fPy5csnLy8vHT16NN0B3mKxPPxBOonkY8gKx5IV0T7Oi7ZxXrTNwzObs153c94Hace547xoG+dG+zwcPnMyb/sOHcTOZrNpypQp2rFjh5YuXapLly6pSpUqat26tSZNmqQjR44oPDxcLi4u6tChg2JjY+Xp6ZliGx4eHrp9+7ZiY2MlSTlz5kw1P3leekRERDz8gTmZrHQsWRHt47xoG+dF26SPp6enSpUq5egyMtzRo0cVFxfn6DIMhXPHedE2zo32STs+czKXwwL8rVu3NHDgQB0+fFhLly5VQECAAgICVL16dfsyQUFBatu2rTZt2qQOHTrI09NT8fHxKbYTHx8vHx8fe7D/94saHx+vXLlypbu+wMBAw39zZLFYFBERkSWOJSuifZwXbeO8aBv8U0BAgKNLMAzOHedF2zg32gfJMvszJ/m99iAOCfCnTp3Su+++q6eeekqrV6+Wr6+vJGnr1q26dOmSWrZsaV82ISFBHh4ekqQSJUro2LFjKbYVFRWlmjVrysvLSwUKFFBUVJS9G/3Fixd17dq1FN3q08psNmeZkzQrHUtWRPs4L9rGedE2kLJmF83MxrnjvGgb50b7wFna3+Vx7/D69etq27atKlSooPnz59vDu/R3l/qPPvpIP/74o2w2mw4ePKjFixfbHyHXvHlzbdy4UXv37lViYqIWLVqky5cvq379+pKk0NBQzZo1S9HR0bp165bGjBmjKlWqqEiRIo/7MAEAAAAAyFCP/Qr82rVrdfbsWW3evFnffPNNinkHDx7UwIEDNXz4cMXExChfvnzq1q2bQkJCJEnVqlXTsGHD7POLFy+uuXPnytvbW5IUHh6upKQktWrVSrGxsQoODtaUKVMe8xECAAAAAJDxHnuAb9++vdq3b3/P+S1btkzRhf7fQkJC7IH+39zc3NSnTx/16dPnkesEAAAAAMCZPPYu9AAAAAAAIP0I8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMwDU9C1+9elVffvmlfvzxR507d05ms1lPPvmkXnzxRTVs2FDe3t6ZVCYAAAAAANlbmq7AWywWTZs2TS+99JJ27typUqVKqVWrVmrRooX8/f21adMmNWjQQDNmzFBSUlJm1wwAAAAAQLaTpivwbdq0UZUqVbR582blz5//rsucP39eS5YsUevWrbV8+fIMLRIAAAAAgOwuTQF+7NixKly48H2XKViwoPr27avo6OgMKQwAAAAAAPxPmrrQ3yu8Hz9+XDExMWlaFgAAAAAAPLx0jUL/yy+/6LXXXpMkrVixQo0aNVK9evW0devWzKgNAAAAAAD8f+kahX7ixImqXbu2bDabZs+erbFjx8rb21sTJ07USy+9lFk1AgAAAACQ7aXrCvyJEyfUo0cPnThxQpcuXVLDhg1Vu3ZtnT59OrPqAwAAAAAASmeAN5vNio2N1e7du1WuXDm5u7vrzJkzyp07d2bVBwAAAAAAlM4u9C+99JLefvttnTlzRkOGDFFUVJTCw8PVuHHjzKoPAAAAAAAonQH+gw8+0Pr16+Xh4aGGDRvqzz//VMuWLdWmTZvMqg8AAAAAACidAd5sNis0NNT+8zPPPKP27dtneFEAAAAAACCldAX4Y8eO6eOPP9aff/4pq9WaYt62bdsytDAAAAAAAPA/6QrwQ4cOlaenpzp27ChX13StCgAAAAAAHkG6UvjRo0e1e/duRp0HAAAAAOAxS9dj5PLnz6+EhITMqgUAAAAAANxDuq7Av/322woPD1ebNm2UL1++FPMqV66coYUBAAAAAID/SVeAHzVqlCTp4MGDKaabTCYdOXIk46oCAAAAAAAppCvAR0ZGZshOIyMjNW7cOB0+fFhubm6qXr26BgwYIF9fXx06dEijRo1SVFSUfHx81LlzZ7Vo0cK+7rp16zRz5kxdvHhRxYoV0wcffKDy5ctLkiwWiyZMmKD169crLi5OVatW1YgRI5Q/f/4MqRsAAAAA8GDFvIo5uoQM4WzHke6h5M+fP6+NGzfqzJkzyp8/vxo3bqwiRYqkef34+Hh16NBBb7zxhmbPnq3Y2Fj1799fgwYN0rhx49SxY0d1795dYWFh+umnnxQeHq6AgAAFBQVp3759GjlypObOnaugoCAtW7ZMnTt31o4dO+Tp6alZs2Zpz549WrNmjfLkyaMPPvhAQ4YM0Zw5c9J7mAAAAACAh2CxWjS25lhHl5FhLFaLzC5mR5chKZ0BPiIiQu3atVOxYsX09NNPKyIiQnPmzNH8+fNVsWLFNG3j7NmzKlmypMLDw2U2m+Xu7q6wsDD169dP3377rby9vdWqVStJUrVq1dSkSRMtW7ZMQUFBWrVqlRo1amTfV7t27bRy5Upt2rRJzZo106pVq9SnTx89+eSTkqTBgwerRo0aio6OVuHChdNzqAAAAACAh2B2MUvbPpSunXJ0KY/Ou4jM9YY6ugq7dAX48ePHq0ePHmrTpo192meffaYJEyZo+fLladpGsWLFNG/evBTTtmzZotKlS+vYsWPy9/dPMa948eJavXq1JCkqKkrNmjVLNT8yMlI3b97U+fPnU6yfL18+eXl56ejRo+kO8BaLJV3LO6PkY8gKx5IV0T7Oi7ZxXrTNwzObnePKQUbifZB2nDvOi7ZxbrTPwzGbzVLUVuncIUeX8uieLCvVG5rp74G0bj/dz4FfsGBBimlvvfWWpk2blp7N2NlsNk2ZMkU7duzQ0qVLtXjxYnl6eqZYxsPDQ7dv35YkxcbG3nN+bGysJClnzpyp5ifPS4+IiIh0r+OsstKxZEW0j/OibZwXbZM+np6eKlWqlKPLyHBHjx5VXFyco8swFM4d50XbODfaJ+34zMlc6Qrwnp6eOnfuXIqr2efOnZOXl1e6d3zr1i0NHDhQhw8f1tKlSxUQECBPT0/dvHkzxXLx8fHKlSuXff/x8fGp5vv4+NiD/b9f1H+unx6BgYGGv1phsVgUERGRJY4lK6J9nBdt47xoG/xTQECAo0swDM4d50XbODfaB8ky+zMn+b32IOkK8A0bNlS3bt30/vvv6+mnn9apU6c0efJkNWzYMF3FnTp1Su+++66eeuoprV69Wr6+vpIkf39/7dmzJ8WyUVFRKlGihCSpRIkSOnbsWKr5NWvWlJeXlwoUKKCoqCh7N/qLFy/q2rVrqbrlp4XZbM4yJ2lWOpasiPZxXrSN86JtIGXN2wIyG+eO86JtnBvtA2dpf5f0LNyjRw+VLFlSXbp00auvvqru3burQoUK6tq1a5q3cf36dbVt21YVKlTQ/Pnz7eFdkurXr69Lly5p0aJFSkxM1N69e7Vx40b7fe/NmzfXxo0btXfvXiUmJmrRokW6fPmy6tevL0kKDQ3VrFmzFB0drVu3bmnMmDGqUqVKukbJBwAAAADAGaXrCnyOHDk0duxYffjhh7p+/bry5csnk8mUrh2uXbtWZ8+e1ebNm/XNN9+kmHfw4EEtWLBAo0eP1rRp0+Tr66shQ4aoatWqkv4elX7YsGEaPny4YmJiVLx4cc2dO1fe3t6SpPDwcCUlJalVq1aKjY1VcHCwpkyZkq76AAAAAABwRmkK8F999ZUaN26sL7/88p7LvPbaa2naYfv27dW+fft7zg8MDNSKFSvuOT8kJEQhISF3nefm5qY+ffqoT58+aaoFAAAAAACjSFOA//TTT9W4ceN7jjZvMpnSHOABAAAAAED6pfkKvCRt3749U4sBAAAAAAB3l6YA/9NPP913vslkUqVKlTKkIAAAAAAAkFqaAnzr1q3vO99kMunIkSMZUhAAAAAAAEgtTQE+MjIys+sAAAAAAAD3kaYAf/bs2Qcu89RTTz1yMQAAAAAA4O7SFODr1q0rk8kkm82WYnryNLrQAwAAAACQudIU4Ldt25bZdQAAAAAAgPtIU4AvVKhQZtcBAAAAAADuI00BvkKFCvrll19UsmRJmUymuy5DF3oAAAAAADJPmgL8nDlzJEmfffbZPQM8AAAAAADIPGkK8JUqVZIkBQcHZ2oxAAAAAADg7tIU4JPt2rVLo0aN0pkzZ1KNSE8XegAAAAAAMk+6AvyHH36ol19+WbVq1ZKLi0tm1QQAAAAAAP4lXQH+2rVr6tOnj8xmc2bVAwAAAAAA7iJdl9Hr1KmjXbt2ZVYtAAAAAADgHtJ1Bb5NmzZ66623VLx4cT3xxBMp5i1evDhDCwMAAAAAAP+TrgA/dOhQlS9fXpUqVaIbPQAAAAAAj1G6Avxff/2l/fv3y83NLbPqAQAAAAAAd5Gue+Cff/55RUdHZ1YtAAAAAADgHtJ1Bb5atWpq06aNXnnlFXl7e6eY17Vr14ysCwAAAAAA/EO6Avz+/fv17LPP6ujRoymmm0ymDC0KAAAAAACklK4Av2TJksyqAwAAAAAA3Ee67oEHAAAAAACOQYAHAAAAAMAACPAAAAAAABgAAR4AAAAAAANI1yB2FotFW7Zs0Z9//imr1ZpiHo+RAwAAAAAg86QrwA8bNkxff/21SpYsKVfX/63KY+QAAAAAAMhc6QrwO3bs0OLFixUYGJhZ9QAAAAAAgLtI1z3wVqtVpUqVyqxaAAAAAADAPaQrwDdu3Fjz58/PrFoAAAAAAMA9pKsL/eHDh/XLL79o1qxZ8vX1TTFv27ZtGVoYAAAAAAD4n3QF+BYtWqhFixaZVQsAAAAAALiHdAX4119/PbPqAAAAAAAA95GmAN+xY0fNmTNHrVu3vucj4xYvXpyhhQEAAAAAgP9JU4CvWLGiJCk4ODhTiwEAAAAAAHeXpgDfoUMHSVLXrl0fuKzFYpHZbH60qgAAAAAAQAppeoxcq1at9OOPPz5wud27d6tVq1aPXBQAAAAAAEgpTVfgx48fr4EDB2rUqFFq3LixypcvrwIFCshqterChQs6cOCAvvnmG3l5eenjjz/O7JoBAAAAAMh20hTgCxcurKVLl2rnzp1avny55syZo7i4OEmSp6enatSooT59+qh27dqZWSsAAAAAANlWuh4jV7t2bdWuXVs2m01Xr16Vi4uLvL29M6k0AAAAAACQLF0BPpnJZJKvr29G1wIAAAAAAO4hTYPYAQAAAAAAxyLAAwAAAABgAAR4AAAAAAAMIN0B/rfffpMk3bhxQ+PHj9f8+fOVlJSU4YUBAAAAAID/SdcgdrNmzdK8efN04MABjRo1Sr/99ptcXFx0/vx5DR48OLNqBAAAAAAg20vXFfivvvpKy5YtU0JCgrZs2aJJkybps88+06ZNmzKrPgAAAAAAoHRegb9w4YJKliypH3/8UXny5FHJkiUlSXFxcZlSHAAAAAAA+Fu6rsAXKFBAP/30k7788ktVq1ZN0t9X5QsXLpwpxQEAAAAAgL+l6wp8t27d1KFDB3l4eGj58uX68ccfNXDgQE2fPj2z6gMAAAAAAEpngG/QoIFq164tScqRI4fy58+vbdu2KX/+/JlRGwAAAAAA+P/S/Ri52NhYLV++XKNHj5YkHT58OMOLAgAAAAAAKaUrwB8+fFivvPKKvvnmG61evVpXr15Vjx49tGbNmsyqDwAAAAAAKJ0B/qOPPtKAAQO0YsUKubq6qnDhwvrkk080f/78zKoPAAAAAAAonQH+jz/+UEhIiCTJZDJJkl588UXFxMRkfGUAAAAAAMAuXQHe19dXJ06cSDHtxIkTypcvX4YWBQAAAAAAUkpXgH/rrbfUqVMnffHFF0pKStKmTZvUo0cPhYWFZVZ9AAAAAABA6XyMXJs2bWQ2m/XZZ5/JarVq6tSpCgsLU7t27TKpPAAAAAAAIKUzwEtSq1at1KpVq8yoBQAAAAAA3EOaAvyMGTMeuEzXrl0fuRgAAAAAAHB3aQrw+/btu+/85BHpAQAAAABA5khTgF+yZElm1wEAAAAAAO4j3ffA7927VzExMbLZbJKkxMREHT16VEOGDMnw4gAAAAAAwN/SFeBHjRqlFStWKFeuXJIki8Wi2NhYvfjii5lSHAAAAAAA+Fu6AvzmzZu1dOlSxcXFacOGDRozZozGjRun27dvZ1Z9AAAAAABA6QzwcXFxKleunC5evKjDhw/LZDKpa9euatiwYWbVBwAAAAAAJLmkZ+GCBQvq8uXL8vPz0/nz55WYmCgPDw/dunUrs+oDAAAAAABK5xX4WrVqqV27dvrss89UuXJlDRo0SDly5NAzzzyTSeUBAAAAAAApnVfge/furZCQELm5uWno0KG6evWqoqKiNGrUqMyqDwAAAAAAKJ1X4N3c3NShQwdJUp48eTRv3rxMKQoAAAAAAKSU5ivwP//8s7Zv3y5Jun37tvr3768mTZpoxowZmVYcAAAAAAD4W5oC/K5du9S+fXsdPXpUkvTxxx9r//79CgsL09atW7VkyZJMLRIAAAAAgOwuTQF+7ty5GjlypDp37qykpCRt2LBBffv21dtvv62xY8fqiy++yOw6AQAAAADI1tIU4I8eParGjRtLkiIjIxUXF6dq1apJkkqUKKHTp09nXoUAAAAAACBtAd5iscjV9e/x7g4dOqQiRYrIx8dHkhQXFycXl3QNZg8AAAAAANIpTcn7mWee0X//+19J0o4dO+xX36W/B7fjOfAAAAAAAGSuND1GrlWrVurSpYtKliypvXv3au3atZKkzz//XLNmzdJ7772XqUUCAAAAAJDdpekKfLNmzdS/f38VLlxY8+bNk7+/v6S/B7cLDQ1Vq1atHrqAK1euqH79+tq3b5992rBhw1SmTBmVL1/e/m/lypX2+evWrVP9+vVVrlw5hYaG6uDBg/Z5FotF48aN0wsvvKDy5curc+fOunDhwkPXBwAAAACAM0jTFXhJatKkiZo0aZJi2o4dOx5p5wcOHNCAAQN06tSpFNMjIiI0cuRIvf7666nW2bdvn0aOHKm5c+cqKChIy5YtU+fOnbVjxw55enpq1qxZ2rNnj9asWaM8efLogw8+0JAhQzRnzpxHqhUAAAAAAEdy2Ohz69atU58+fdSrV68U0xMSEvTHH3+oTJkyd11v1apVatSokSpWrCg3Nze1a9dOPj4+2rRpk33+u+++qyeffFK5c+fW4MGDtXv3bkVHR2f6MQEAAAAAkFnSfAU+o9WoUUNNmjSRq6trihAfGRmppKQkTZs2TQcOHFCePHnUrFkzdejQQS4uLoqKilKzZs1SbKt48eKKjIzUzZs3df78eXsXf0nKly+fvLy8dPToURUuXDjN9Vkslkc/SAdLPoascCxZEe3jvGgb50XbPDyz2ezoEjIc74O049xxXrSNc6N9Hg6fOZm3fYcFeD8/v7tOv3nzpqpUqaLWrVtr0qRJOnLkiMLDw+Xi4qIOHTooNjZWnp6eKdbx8PDQ7du3FRsbK0nKmTNnqvnJ89IqIiIiXcs7s6x0LFkR7eO8aBvnRdukj6enp0qVKuXoMjLc0aNHFRcX5+gyDIVzx3nRNs6N9kk7PnMyl8MC/L1Ur15d1atXt/8cFBSktm3batOmTerQoYM8PT0VHx+fYp34+Hj5+PjYg/2/X9j4+HjlypUrXXUEBgYa/psji8WiiIiILHEsWRHt47xoG+dF2+CfAgICHF2CYXDuOC/axrnRPkiW2Z85ye+1B0lTgJ8xY8YDl+natWtaNvVAW7du1aVLl9SyZUv7tISEBHl4eEiSSpQooWPHjqVYJyoqSjVr1pSXl5cKFCigqKgoezf6ixcv6tq1aym61aeF2WzOMidpVjqWrIj2cV60jfOibSBlzS6amY1zx3nRNs6N9oGztH+aAvw/H/F2NyaTKUOKkSSbzaaPPvpIRYsWVdWqVfXrr79q8eLFGjhwoCSpefPmCg8P16uvvqqKFStq2bJlunz5surXry9JCg0N1axZsxQYGCgfHx+NGTNGVapUUZEiRTKsRgAAAAAAHrc0BfglS5Zkdh129evX18CBAzV8+HDFxMQoX7586tatm0JCQiRJ1apV07Bhw+zzixcvrrlz58rb21uSFB4erqSkJLVq1UqxsbEKDg7WlClTHlv9AAAAAABkhnTfA793717FxMTIZrNJkhITE3X06FENGTLkoYs4evRoip9btmyZogv9v4WEhNgD/b+5ubmpT58+6tOnz0PXAwAAAACAs0lXgB81apRWrFhhHxDOYrEoNjZWL774YqYUBwAAAAAA/pauAL9582YtXbpUcXFx2rBhg8aMGaNx48bp9u3bmVUfAAAAAABQOgN8XFycypUrp4sXL+rw4cMymUzq2rWrGjZsmFn1AQAAAAAASS7pWbhgwYK6fPmy/Pz8dP78eSUmJsrDw0O3bt3KrPoAAAAAAIDSeQW+Vq1aateunT777DNVrlxZgwYNUo4cOfTMM89kUnkAAAAAAEBK5xX43r17KyQkRG5ubho6dKiuXr2qqKgojRo1KrPqAwAAAAAASucV+K1bt6pDhw6SpDx58mjevHmSpJUrV6pUqVIZXx0AAAAAAJCUhgAfFxenq1evSpIGDRqkcuXK2Z8BL0k3b97U2LFjFRYWlnlVAgAAAACQzT0wwN+6dUuNGjVSfHy8JKlu3br2eTabTSaTSS+99FLmVQgAAAAAAB4c4P38/LR161bFxcWpSZMm+uqrr1LMz5Ejh/Lly5dpBQIAAAAAgDTeA583b15J0oEDB+Ti4qLLly/rzJkz8vPzI7wDAAAAAPAYpGsQu9u3b6tfv37avn27JMlkMqlatWqaMmWKnnjiiUwpEAAAAAAApPMxchMnTtTt27f19ddf69ChQ1q/fr2sVqvGjx+fWfUBAAAAAAClM8Dv2LFDEydO1HPPPaccOXLI399f48eP19atWzOrPgAAAAAAoHQG+Li4OOXJkyfFtCeeeEJWqzVDiwIAAAAAACmlK8CXLVtWU6dOtT8H3mazaerUqQoMDMyU4gAAAAAAwN/SNIjdgQMHVLFiRb3//vtq06aNNmzYoEKFCunMmTMymUxauHBhZtcJAAAAAEC2lqYA/+677+qXX35RQECAtmzZom3btuny5csqVKiQatWqpdy5c2d2nQAAAAAAZGtpCvDJXeYlydvbW82aNcu0ggAAAAAAQGppugfeZDJldh0AAAAAAOA+0nQFPi4uTvXq1bvvMtu2bcuQggAAAAAAQGppCvBubm7q2rVrZtcCAAAAAADuIU0B3tXVVa+//npm1wIAAAAAAO4hTffA/3MQOwAAAAAA8PilKcA3bdo0s+sAAAAAAAD3kaYAP2LEiMyuAwAAAAAA3EeaAjwAAAAAAHAsAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4ALgLT09PR5cAAAAApECAB2AoFqsl0/dhNptVqlQpmc3mTN/X4zgeAAAAZA2uji4AANLD7GLWgN0DdOL6CUeX8siKeRXT2JpjHV0GAAAADIIAD8BwTlw/oSNXjji6DAAAAOCxogs9AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAAHB7gr1y5ovr162vfvn32aYcOHVKLFi1Uvnx51a1bV6tWrUqxzrp161S/fn2VK1dOoaGhOnjwoH2exWLRuHHj9MILL6h8+fLq3LmzLly48NiOBwAAAACAzODQAH/gwAGFhYXp1KlT9mnXr19Xx44d9dprr+mnn37S6NGj9dFHH+m///2vJGnfvn0aOXKkxo4dq59++klNmzZV586dFRcXJ0maNWuW9uzZozVr1uj777+Xh4eHhgwZ4pDjAwAAAAAgozgswK9bt059+vRRr169Ukz/9ttv5e3trVatWsnV1VXVqlVTkyZNtGzZMknSqlWr1KhRI1WsWFFubm5q166dfHx8tGnTJvv8d999V08++aRy586twYMHa/fu3YqOjn7sxwgAAAAAQEZxWICvUaOGvvvuOzVs2DDF9GPHjsnf3z/FtOLFiysyMlKSFBUVdc/5N2/e1Pnz51PMz5cvn7y8vHT06NFMOhIAAAAAADKfq6N27Ofnd9fpsbGx8vT0TDHNw8NDt2/ffuD82NhYSVLOnDlTzU+el1YWiyVdyzuj5GPICseSFdE+D8dsNju6hAzHeyDtOG8eHudO9sa547xoG+dG+zwcPnMyb/sOC/D34unpqZs3b6aYFh8fr1y5ctnnx8fHp5rv4+NjD/bJ98Pfbf20ioiISG/pTisrHUtWRPuknaenp0qVKuXoMjLc0aNHU/3ewv1x3qQP5w6Sce44L9rGudE+acdnTuZyugDv7++vPXv2pJgWFRWlEiVKSJJKlCihY8eOpZpfs2ZNeXl5qUCBAim62V+8eFHXrl1L1e3+QQIDAw3/zZHFYlFERESWOJasiPZBsoCAAEeXYBicN/gnzp2049xxXrSNc6N9kCyzP3OS32sP4nQBvn79+ho/frwWLVqkVq1a6cCBA9q4caNmzpwpSWrevLnCw8P16quvqmLFilq2bJkuX76s+vXrS5JCQ0M1a9YsBQYGysfHR2PGjFGVKlVUpEiRdNVhNpuzzEmalY4lK6J9QPunH+cNJM6dh8G547xoG+dG+8BZ2t/pAryPj48WLFig0aNHa9q0afL19dWQIUNUtWpVSVK1atU0bNgwDR8+XDExMSpevLjmzp0rb29vSVJ4eLiSkpLUqlUrxcbGKjg4WFOmTHHcAQEAAAAAkAGcIsD/e4T4wMBArVix4p7Lh4SEKCQk5K7z3Nzc1KdPH/Xp0ydDawQAAAAAwJEc9hg5AAAAAACQdgR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAV0cXAADpVcyrmKNLyBBZ5TgAAADweBDgARiKxWrR2JpjHV1GhrFYLTK7mB1dBgAAAAyAAA/AUMwuZmnbh9K1U44u5dF5F5G53lBHVwEAAACDIMADMJ6ordK5Q46u4tE9WVYiwAMAACCNGMQOAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAEQ4AEAAAAAMAACPAAAAAAABkCABwAAAADAAAjwAAAAAAAYAAEeAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAEQ4AEAAAAAMAACPAAAAAAABkCABwAAAADAAAjwAAAAAAAYAAEeAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAG4OroAAADwmOTzd3QFGSOrHAcAAOlEgAcAIBuwWS0yNZvn6DIyjM1qkcnF7OgyAAB4rAjwAABkAyYXs8ZviVT0lduOLuWRFfbNqb4NSjq6DAAAHjsCPAAA2cTOoxd1+OwNR5fxyEo/9QQBHgCQLTGIHQAAAAAABkCABwAAAADAAAjwAAAAAAAYAAEeAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAEQ4AEAAAAAMAACPAAAAAAABkCABwAAAADAAAjwAAAAAAAYAAEeAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAEQ4AEAAAAAMAACPAAAAAAABkCABwAAAADAAAjwAAAAAAAYAAEeAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAEQ4AEAAAAAMAACPAAAAAAABkCABwAAAADAAAjwAAAAAAAYAAEeAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAEQ4AEAAAAAMAACPAAAAAAABkCABwAAAADAAAjwAAAAAAAYAAEeAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAE4ZYDftGmTSpUqpfLly9v/9e3bV5J06NAhtWjRQuXLl1fdunW1atWqFOuuW7dO9evXV7ly5RQaGqqDBw864hAAAAAAAMhQro4u4G4iIiIUEhKijz76KMX069evq2PHjurevbvCwsL0008/KTw8XAEBAQoKCtK+ffs0cuRIzZ07V0FBQVq2bJk6d+6sHTt2yNPT00FHAwAAAADAo3PKK/AREREqU6ZMqunffvutvL291apVK7m6uqpatWpq0qSJli1bJklatWqVGjVqpIoVK8rNzU3t2rWTj4+PNm3a9LgPAQAAAACADOV0V+CtVqsOHz4sT09PzZs3TxaLRbVq1VKfPn107Ngx+fv7p1i+ePHiWr16tSQpKipKzZo1SzU/MjIy3XVYLJaHPwgnkXwMWeFYsiLa5+GYzWZHl5DheA+kHefNw+Pcyd44d5wXbePcaJ+Hw2dO5m3f6QL8lStXVKpUKTVo0EDTpk3T1atX1b9/f/Xt21d+fn6pusJ7eHjo9u3bkqTY2Nj7zk+PiIiIhz8IJ5OVjiUron3SztPTU6VKlXJ0GRnu6NGjiouLc3QZhsJ5kz6cO0jGueO8aBvnRvukHZ85mcvpAny+fPnsXeKlv98Affv21RtvvKHQ0FDFx8enWD4+Pl65cuWyL3u3+T4+PumuIzAw0PDfHFksFkVERGSJY8mKaB8kCwgIcHQJhsF5g3/i3Ek7zh3nRds4N9oHyTL7Myf5vfYgThfgIyMj9dVXX+n999+XyWSSJCUkJMjFxUVBQUH67LPPUiwfFRWlEiVKSJJKlCihY8eOpZpfs2bNdNdhNpuzzEmalY4lK6J9QPunH+cNJM6dh8G547xoG+dG+8BZ2t/pBrHz9vbWsmXLNG/ePCUlJens2bMaP368Xn/9dTVo0ECXLl3SokWLlJiYqL1792rjxo32+96bN2+ujRs3au/evUpMTNSiRYt0+fJl1a9f38FHBQAAAADAo3G6K/AFCxbU7NmzNWnSJM2aNUs5cuRQo0aN1LdvX+XIkUMLFizQ6NGjNW3aNPn6+mrIkCGqWrWqJKlatWoaNmyYhg8frpiYGBUvXlxz586Vt7e3Yw8KAAAAALKTfP4PXsYInOw4nC7AS1KVKlW0YsWKu84LDAy85zxJCgkJUUhISGaVBgAAAAC4D5vVIlOzeY4uI8PYrBaZXJyjC71TBngAAAAAgDGZXMwavyVS0VfS/zQwZ1PYN6f6Nijp6DLsCPAAAAAAgAy18+hFHT57w9FlPLLSTz3hVAHe6QaxAwAAAAAAqRHgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAGQDnp6eji4BAPCICPAAAAAOZLFaMn0fZrNZpUqVktlszvR9PY7jAYDsytXRBQAAAGRnZhezBuweoBPXTzi6lEdWzKuYxtYc6+gyACDLIsADAAA42InrJ3TkyhFHlwEAcHJ0oQcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMwNXRBQAAAGR3xbyKObqEDJFVjgMAnBUBHgAAwIEsVovG1hzr6DIyjMVqkdnF7OgyACBLIsADAAA4kNnFLG37ULp2ytGlPDrvIjLXG+roKgAgyyLAAwAAOFrUVuncIUdX8eieLCsR4JHFeHp6OroEwI5B7AAAAAAYjsVqyfR9mM1mlSpVSmZz5t8W8jiOB8bHFXgAAAAAhmN2MWv2odk6G3vW0aU8sqdyPaVOZTs5ugwYAAEeAAAAgOFYrJYsFXoZABJpQYAHAAAAYDgMAInsiAAPAAAAwJgYABLZDAEeAAAAgDHl83d0BRkjqxwHMh0BHgAAAIDh2KwWmZrNc3QZGcZmtcjEPfB4AAI8AAAAAMMxuZg1fkukoq/cdnQpj6ywb071bVDS0WXAAAjwAAAAAAxp59GLOnz2hqPLeGSln3qCAI80cXF0AQAAAAAA4MGyZIC/fPmyunTpokqVKik4OFijR49WUlKSo8sCAAAAAOChZcku9D179lSBAgX0/fff69KlS+rcubMWLVqkDh06OLo0ABkhq4zUmlWOAwAAAI9Flgvwf/31l/bv36/du3fL09NThQsXVpcuXTR+/HgCPJAFMOIsAAAAsqssF+CPHTsmb29vFShQwD7tueee09mzZ3Xjxg098cQT913fZrNJkhISEmQ2G/uPaqvVKj8/PyUmJspisTi6HPwL7fNwzGazVu//UxdvJji6lEfml8ddzSsWliXB+MfyuHDePDyz2aznC+ZSDmN/tEmSivnlksViyTLvAbPZLPmVllxyOLqUR5e3uJSF2uZx4Pfaw+P3mvOibdIvefvJefReTLYHLWEw69ev1+TJk7Vz5077tFOnTql+/fratWuXChYseN/1ExISFBERkclVAgAAAACQUmBgoNzd3e85P8tdgc+ZM6fi4uJSTEv+OVeuXA9c39XVVYGBgXJxcZHJZMqUGgEAAAAASGaz2WS1WuXqev+InuUCfIkSJXTt2jVdunRJ+fLlkyQdP35cBQsWVJ48eR64vouLy32/8QAAAAAAwBGy3GPknnnmGVWsWFFjxozRrVu3FB0drZkzZ6p58+aOLg0AAAAAgIeW5e6Bl6RLly7pww8/1L59++Ti4qLXXntNffr0MfygdAAAAACA7CtLBngAAAAAALKaLNeFHgAAAACArIgADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHgAxmtVodXQIAAACyIAI8MgyhJXMcO3bM0SUgja5du6a4uDi5uLjIYrE4uhwAgEF9+OGH+v777x1dBmBYWflBawR4ZBgXFxedO3dOX331laNLyTLGjRvH62kgX375pdq1a6fbt29rx44dji4n27hw4YIOHTqkq1evKjEx0dHl4BFl5T+6gLQ4fvy4Nm/erICAAEeXAhiSzWaTyWTS1atXdfnyZUeXk+EI8MgwFotFK1as0LZt2yTxR1hG6Nq1q3r16qVp06Zpz549vKZObMaMGSpRooRMJpOqVq2qDRs2SJKSkpIcXFnW9sEHH2jAgAHq2LGjBgwYoL/++svRJSGd/t1bxWQySeIzJKPt2rVLy5Yt0xdffKETJ044uhzcR2xsLL24nBy9Tp3frVu3FB4ersOHD0vKWp8pro4uAFmH2WzWiy++qI4dO+rnn39WpUqVHF2SYSX/ksmVK5du3bql9evX69dff1WOHDlUsWJF+x+4cA49evSQ1WrVe++9p+nTp8vNzU137tyRJLm6uspischsNju4yqyna9euunLlikaPHq1cuXLpwoULKl68uKPLQjoknxtWq1WzZs3SzZs3dfv2bYWHh6tAgQKOLi/L6Nmzpy5evCgPDw8lJiaqUKFCKlasmKPLwj24ubmpQIECypUrl6T/hUUXF667OYPk31unTp3Sd999p2effValS5fmd5YTMZlMyp07t4oWLapZs2YpODhYOXLkcHRZGYbfBHhoySHz9u3b9mmVKlVSaGioNmzYoDt37mSpb7sel6SkJJlMJplMJt28eVO5c+fW2rVrdefOHU2fPl0HDhzgdXUiMTEx+u2331SvXj19+umn6tSpk+bNm6fY2Fi1a9dOcXFx9oCCjLNw4UJdv35dn3/+uZ599lnlz59fpUuXts8/efKkrly54sAKkRbJ50ZoaKiOHj2qpKQknThxQk2aNNG+ffskZa2rJo7Qu3dvxcTE6LPPPtP8+fM1e/ZsVa9e3dFl4V+2b9+uc+fOSfr7tqCcOXPa57m4uBDenYTVapXZbFZkZKRatGihrVu3auDAgVq0aBE9wBws+e+sf/691bZtW+XOnVuRkZGp5hkZvw3w0Ewmk2JiYtStWzeNGjVKV65ckdVqVe3atXXw4EHFxcXJZDLxx1c6WCwWubq6ymq1qm/fvurSpYtmzZolLy8vzZo1S4mJiYR4J2Kz2VSgQAE1btxYAwYM0Pbt21WnTh0FBQWpY8eOSkhIUHh4uCTp1KlTSkhIcHDFWUd0dLReeeUVSf+7TcFkMslqterkyZPq0qWL/QMbzim53SZMmKCnnnpK06ZN05AhQ7R06VLVqVNHffr00a1bt+hx9Ah27dqlq1ev6rPPPrP3BvLw8LDPP3DggL788kvHFQhJ0s6dOzV69GitXbtWN27ckNVq1aFDh9S9e3f16tVLo0eP1urVq7Vjxw5t3bpVt27dcnTJ2ZaLi4vOnj2rrl27Kjw8XMuXL1fjxo21Y8cOrVixQtHR0Y4uMdtycXHRqVOntHjxYnu3+WLFislqtWrZsmX2ZbKCrHEUeKz++e3VrVu3VKVKFW3btk3vvfeehg8frtKlSyt//vyaPn26JPHHVxolf6trtVr1+uuv6+bNm6pQoYKmTp2qCRMm6IknntCnn34qq9WqMWPG6Ndff3V0ydle8nv77Nmzevrpp3XkyBHt3r1bZrNZVatWVZcuXXTjxg1VrVpVr7/+um7cuOHgio3PZrMpNjZWu3btkru7u6S/b1NI5uLiomeffVbXrl3TqVOnHFUm7mPt2rWS/tduly9fVvny5SX9r0fXBx98ILPZzCjcj+js2bPy9PSUm5ubEhMTZTab7V+s37lzR/Pnz9dPP/3k6DKzvdq1ayssLEw7d+7UF198oT///FN58+ZVcHCw4uPjdeTIES1YsEDdu3fXkCFDdO3aNUeXnC0l//27d+9elSlTRm3atNHFixcVGxurihUrasuWLVqyZIkOHDjg4Eqzl39e0Prmm2+0Zs0a/ec//9H48eMVHR2tESNG6NSpU9q7d68Dq8xY3AOPdEm+7+fChQuKjo6Wr6+vOnXqpDZt2mj16tX6v//7PzVt2lQlSpTQ4cOHdeXKFfn6+tpHg8S9ubi4yGazafjw4SpTpoxGjx6tW7du6cSJE5o/f74SEhI0aNAgffLJJ+rbt6/y58/v6JKzrX/f0/7ee+/pueee06RJk9SpUyfNmDFD9erVU5UqVTR27Fjt3btXVatWVb58+RxYtfHFxMTY7wstV66c9uzZo3r16snX11fS339c2Ww2JSQkqGTJkipRooSDK8a/RUZGatCgQTp48KBGjhwpSbp+/bp27Nihd999Vzlz5lRSUpJy5sypggULcs48olOnTunatWsymUxyc3NL8VmcI0cOeXl58cWiA40ZM0YRERFavny5OnbsKIvFoq1btyo2Nla1atVSx44dZbVa5eLiotu3b+vWrVtycXHhvHjMktsg+b83b95UYmKi4uPj9c477+iFF17QgAED1KZNG3377beyWq2qWLGio8vOFpL/Hrt165Zy5sypjh07qn379vruu++0aNEi7du3Tzlz5lSePHl06tQpVa1a1d6ORmbs6vFY2Wy2FPf9DB8+XKGhoVq1apU8PT3VqlUrzZ49W/369VPRokUVERGh9evXS+Iq/P1s2rRJx48fl/T363TmzBlVq1ZNkjRy5EiVKlVKEydO1OLFizVw4EBdvnxZn376qQoVKuTIsrOtpKQke0+JVatWae7cufrll1908+ZN9e7dW+3atVPXrl21fft2ubu7q3jx4nr77bcZXO0RtWvXTp9//rn95zJlyujnn3/W9u3bdf36dUl/nz9ms1lr167VpUuX9PTTTzuqXNyF1WpVyZIlNXv2bG3evFmjRo2SJL377ruKjY3V0KFDJf19ZX7t2rW6cOGCChcu7MiSDenrr7/W6tWrtWvXLpUvX143btzQli1bJP19jvzzyRiurq4KCgpyVKnZ3uuvv67o6Gh16dJFktS5c2e9/PLLunbtms6dO6eYmBh70MiRI4fy589PeH/MksPe5cuX1a5dO50/f15vvvmmRo4cqTVr1ihv3rwaMGCAJMnX11ft2rXToEGDHFx19pCcS44ePap33nlHrVq10rBhw3T16lU1bNhQ06dP14ABA5Q7d24dPHhQkydPVnR0tOHDu8QVeKRR8jdcV69eVb9+/fTuu++qWrVq+u677+xdHUNDQyVJTZo0UaNGjRQcHKzly5crJCREPj4+hPi7+OmnnzRhwgQ1aNBAzZs3V9GiRVW0aFGVKVNGH3/8sSIjIzV69GidPn1azz77rM6dO6ecOXPyWjqIzWazj1HQrFkzFSpUSDdv3lRSUpLmzZunZcuWqX///nJ1dVWXLl00Z84c1axZ09FlG154eLhu376tXr162ae1b99ev/32myZNmqRjx46pcePGslqt2rdvn+bPn6+FCxcyIrAT+WevlR9++EGBgYFaunSpJGnIkCF65513NG/ePAUHB6tMmTL6888/NX36dBUsWNCRZRtOly5ddO7cOcXGxsrDw0OVK1dWrly5tHr1anl4eKhWrVr2Wxc+//xz7dq1S4sXL3Zw1dmT1WrV888/r0WLFqldu3Z677339Omnn+o///mPXFxc9NVXX2njxo1q3LixChYsyJNMHCD599aff/6pnTt36pdfflGfPn308ccf66mnnpLNZlNiYqKOHz+uuXPn6sKFC2rdunWKq/XIHMltExMTo7fffltt27bVnTt39Pvvv2v48OEaNmyYChQooAIFCqhSpUrav3+/1q5dq71796pw4cKGbx+TjZGwkEbR0dFauXKlLl68qHHjxkmS4uPjtXjxYk2ePFkfffSRXnvtNfvyv/76q0aOHKk5c+Yob968DqraeSX/8li9erXWr1+v0qVLq3PnzvLy8lJSUpJ69Oihli1b6sUXX9SiRYt0/Phx9erVy95dGI4zaNAgxcbGaurUqbJarYqO/n/t3Xlczen///HH6XRaCNlniCJ7Y8++ZGksY4wMMbaMbNFi38a+U0iyJGT3IbIThsEY20fDiCFZQoUWLZyk5Zzz+8Ov89WY+c58Px+c0ut+u81tcrZepzrnvJ/v67peVzRz587l5cuXbNq0CYVCwfr16+ncuTO2traGLjdfGzFiBElJSezatUt/WUpKCpaWlgCsWLGCK1eucP36dWrVqkXRokUZO3YsNWrUMFDF4q9otVqcnZ2xtbWle/fu3L9/Hz8/P7p27cqMGTNIT0/n8OHDWFlZYW1tTbly5Qxdcr4ycuRInj9/zq5du3jx4gXjxo2jQoUKdO/enZkzZwJgZ2dHuXLlSEpKIjQ0lLVr1+bavUEYRmRkJN9//z1ffPEFgYGBAAQGBrJnzx569erFoEGDJMAbyN27dxkwYAD9+/fn+fPnxMTE8OzZMwIDA4mNjWXu3LkolUqMjY3Zvn07KpUq34fD/OLRo0dcvXqV+Ph4hg8fDsCPP/7Irl27MDc3Z/r06bmWmy5atIiEhASWLl1qqJLfGxmBF/9YXFwcO3fuxMjIiN9++4169ephZmamP9s4efJkihcvjoODA1qtlvDwcO7fv//JbNnwPr395h4dHU16ejpbt25Fp9PRq1cvrK2tefjwIcHBwZw9e5YDBw6wdetWCe95QGZmJgkJCfTu3Vt/mbW1NYMHD2bmzJk8evSIGjVq4O7uLjMl/kuenp6kpKTkCu8xMTG4uLjg7e2Nvb09Xl5epKen8+TJE/1obc7eySJv+fXXX9FoNHh7ewPQrFkz6tWrx4ABAzA1NWXSpEk4OzsbuMr8ycPDI9drpWjRojRp0oSIiAhq167N4sWL+eWXX/jpp59ISEigcuXKbNmyRfaC/8jWrFlD2bJlKVq0KJUqVaJ06dKYmJhQrVo1goODcXFxYfTo0Sxfvpxhw4ZhYmJC+/btJbwbiEajYc2aNTg5OeHh4QG8+Qzy9/fHy8uLjRs3smXLFuLj46lcuTJKpZLs7OxcjVXFh7N161a2bdtGx44d9cfVX375JRqNhn379jFu3DhWrFhB8eLFgTfH3vHx8WRkZOT7PeHlL0z8pZzpKa9fv8bIyAh7e3uCgoIYM2YMe/fupUiRItja2mJubk7fvn0pXbq0fm/ZnNuHhIRQunRpAz+TvCenYd0333xDtWrVmD17NufPn+fcuXPs2bMHDw8PpkyZwrZt24iPj2fr1q0yomggf2xYZ2Jiglqt5ueff8bR0VF/IqZmzZq59u2V8P7fmTNnDr/88gsnTpzQXxYdHc2AAQNwdnbG3t5e35DLxMREZjrkQX9sXpqVlUVaWpq+uWl2djY1atSgSZMmbNy4EY1GI2tH/wNTp04lLCzsndfKjh079NtYVq1alapVqzJo0CBDlVngnThxAj8/P/2e7pUqVeLZs2eUKVOGSpUq8dlnn9G+fXu2bt3KmDFj8PX15fvvvzd02QWaQqEgNTVV35BOo9FgZWXFV199xfDhwxkyZAhLly7VN0zN2QpYfBh/nNkwbdo0jIyMCA4O5saNG9StWxeATp068fr1ayIiIihWrBgA8fHxKJVKpk6dmu/DO0iAF38hJ7RERkayYsUKkpOTcXV1pX379nh7ezNx4kTgTWOpypUrU6hQIbp16wagP/tYq1YtQz6FPO/GjRsUKVJEP5XHzs6OihUrsnr1ajQaDSNGjCAgIEDO5hpQzs9ep9Ppp2l17tyZdu3a8fPPPxMcHIyTkxMmJiYcOXKE7Oxs2R3gPalZsyY//fQTISEhfP/996SmptK/f3969eqlDyUKhYKjR4+i0+no0qWLgSsWb3v7fSs9PR1zc3Nq1apFeno6q1evZtq0afrrq1atSoMGDXB0dDRkyfmWk5MTFy9eJDQ0lN69exMfH0///v1xdnamR48ewJuTKTqdTn/wKzvDfHwdOnRgwoQJHD9+nGbNmtGxY0cSEhKIiYkhMjKSyMhIVCoVKpWKs2fP6nfdEB/PHwOikZERn332GSEhIXTr1g0LCwsA6tSpQ5s2bVAqlcyaNYulS5dStGhRmSnxAeXkkqdPnxIVFUVMTAzt27dn3LhxZGVl4erqyoYNG6hXrx5AriW9Op2OMmXKMGbMGP32s/mdpALxjpyujpGRkfTr14+ePXui0WgYP348s2bNolu3bnh7ezNlyhRSUlKYPHlyrrWKEjb/3B8PmDQaDTdu3ODatWv6PZA7derEjz/+SHBwMEWKFGH48OGfzJtNfqPVajE2Nkaj0TBgwAAyMjJQqVQ4Ojri4uJCTEwMhw4dIiAggCZNmvDzzz8TGBgoyxz+S5s2bWLgwIE4OzujUChYuXIliYmJHD9+nP79++vXuQFs376dxYsXs2/fPgNWLP4o57Wj1WqZPXs2T548oXnz5gwaNIiFCxfi6elJUlISTZs2JTExkW3btnHw4EHpOP8fatSoEd7e3kyaNIm4uDj27NlDv3799K+VnFDy9uePhPePZ9u2bcTGxqJWqxk3bhxxcXFcuXKFMmXK0LNnz1yjgRqNhri4OMzMzOSz5CN7uylaXFwciYmJtG3blt69e+Pv78/48eOZOnUqJUqUYMmSJRgbG9OvXz8WL17Mw4cPZTeHD0ir1ep3wXJ3d6dKlSpERESwadMm+vfvz5gxY9BoNPptfBs1apTr/jnvd5/S8bQ0sRN/KiUlBQ8PD7p164azszMRERFMnDiR6OhoZs6ciZOTE2FhYWzZsoXly5dLs46/8cdR9KysLHQ6HR4eHtja2tKvXz/9lld+fn5ER0czYcIEOftuYDqdjoEDB1KlShV++OEHjI2NCQ8PJzk5GRsbG/1U+vLly1OvXj0qVqxo6JLztTt37jBixAiqVq1KQEAACoWCkJAQvL29qVq1Khs3bkSlUgFvDor9/f0JCgqSJlx5SE5Y1Ol0ODs7Y2Fhga2tLdu3b2fQoEG4u7vz8OFDFi9ejImJCUqlkjFjxlCzZk1Dl57vhYWFMWTIEBo1asS6deuAd0cUxcc1cuRIkpKSqF27NnFxcbi4uGBvb4+3tze//vornTt3pkePHhQpUkRmRRhQzs8+IiKCUaNGUbZsWRITEzE2NsbLy4usrCz27dvHlStXqFatGpmZmezduxeFQkHv3r2ZPHmyfiBGfBiJiYm4uLjw/fff06tXLwAWL17M+fPnGT9+PK1bt8bNzY2srCw2bNhg4Go/PAnw4k/Fx8czZMgQNm7ciLm5OZ6envTp04cLFy5w6NAh+vbti5ubG+bm5oAcJPxvcn42Wq2WCRMmkJGRQYUKFXB3d+f8+fOsX7+ecuXKUa9ePdLS0ti2bRvBwcESBvOA6Ohopk2bxrx58zAxMWH69Oncu3ePtLQ0ypUrp/8AF+9HZmYmFy9eZPXq1VhaWupD/P79+/Hz86N79+64u7uzZ88eli5dysaNGyW851Fbtmzh/v37zJ49G4BLly7h6uqKi4sLkydP1h8wfwrNhPKSq1evMnHiRAYOHEiXLl1kFNeAJkyYwOPHj3M14czIyCAtLY3Xr18TEBBATEwMbdu2xcnJiSJFihiwWvH8+XMGDRpEnz596NOnDzqdjpo1azJr1ix69eqFkZER4eHhFCpUiIoVK2JiYsL27dvZvHkz27Ztk+VzH1h4eDjz588nKCgIU1NT/aDYsGHDyMjIYPPmzUDBySMy11kA7/7Bv3z5Ent7e4yMjBg6dCgVKlTA0dGRlJQUzp49S1JSUq6DroLwYvlPvL2Gulu3blSsWJGSJUsSHh7O1KlTWbRoEcWLF+fEiROEhoZiZWVFUFCQhHcD+eProESJEiiVSr799luqV6+OVqtl586dpKSkMGPGDOLi4mSf6vcg5zyyiYkJzZs3R6fT4e/vr98X2cnJiaysLNauXcvly5e5d++ehPc8LCAggJCQEKpXrw68+f02bdqUtWvX4u7uTlpaGpMmTcLCwuKTmtKYFzRo0IBFixbxww8/kJ6eTu/evfVNnMTHExERwdOnT1m/fj3wZsvdO3fuMH36dFJTUzEzM6NXr16YmpqyY8cOVCoVvXv3lhPCBpSQkICZmRl9+vQhMzOT/v3707NnTxo1asSoUaNYtmwZX3zxBVFRUQwYMABra2t++eUX1q1bJ+H9PUtLS8Pf35/4+HhevXrFggULSEpKIjo6moyMDAoXLsyrV68oVKgQbdq04d///rf+vjkDZp96LpEAL3Kt+7l37x5mZmZUr16dGTNm8PDhQ1Qqlb4z8KVLlxgwYAADBw5EoVDIlK+/kbMO9Pz587Rs2ZJJkyYBcPLkSbZv387kyZOZOXMmjRs35vXr1yiVSv0UYfFxvX2y5eHDh7x48QI7OztGjx5NTEwMRYoUoUmTJvqGdTkfIuK/k9ORPIdKpaJVq1YYGxvj7+/P0KFDWbduHc7Ozmi1WgIDA9m8ebPsypCH/PFgycHBgQcPHnDjxg1CQ0Pp3LkzAK1atcLPz4/JkyczevRoLCws5PPjA7C3t2f27NksXLgw13aX4uPJzs7m1atXpKSk8ODBA3755RcCAwNxdHSkZ8+e/Pvf/2b//v1s376dwoUL07JlS3ktfER/FhDVajVpaWk8f/6cYcOGUaFCBebNm8fJkydJSEjA2NgYhUKBra0tnTt3pkyZMnh4eMiAy3umVqvp0aMHdevWpVq1arx48YIXL17Qpk0bihcvztSpU1mzZo1+158LFy5QsmTJXI/xqYd3kCn0BV5OAL99+zZDhw6ldOnSpKWloVKpWLp0KaVKlaJDhw4MGDCAO3fuEB0dzYEDB/TBtCC8SP5bgYGBLFu2jGbNmhEQEKCfuXDs2DH27t1LZmYmPj4+st2eAb29zGHw4MG8fv2a6OhoLC0tmTBhAg4ODty/f5+tW7diYmLCvn372LRpk4wA/5fGjh3LmTNnaNq0KTqdDjs7O2xsbChTpgzlypUjLCyMrVu3UqlSJXx8fFAoFKjVan0nYGF4b/f3iImJAcDKyorExEQWL15MUlISPXv21Id4QD9yIj6snO7/4uOLjY3l22+/pVy5ciQlJVG+fHm6dOlCv379gDcnLr28vAgKCpJZKB/Z2wGxcuXKvHjxgp49e1K5cmW++eYbIiMj6dWrF3PmzAHAw8MDc3NzfHx8DFz5py8jI4O+fftSu3ZtZs2apb88Li6OhIQEbt++zeLFi7G1taVq1aqkpKTw8OFD9u3bV+AGv2QEvgDLCe+pqamsW7eOYcOG4eLiwo0bN9i6dSuDBw/m+PHjuLm5cevWLSwsLNi/f7++M7dsl/Hn/vizGTZsGPHx8ezevZs7d+7oO5V26tSJzMxMTp48iUajMVS5AvRNtwYNGoSVlRUTJkxAqVQye/Zs5syZg4+PDxqNhlevXmFsbMy//vUvqlSpYuiy873u3btz9OhRMjIyKFSoENevX2f37t2kp6dTvHhxEhMTKVy4ML///jumpqbMnz9fZj3kIW93m8/ZrzomJoYvvviCfv36MW7cOJYtW8a+ffvIyMjQb+sjofLjkJ+z4ZQvX54dO3Zw6tQpKleuTIUKFfRLSgBCQkJQqVRkZmZKgP+IMjIyGDhwIM2aNXsnIEZERODq6sqKFSt49uwZq1atIiIigsePHxMSEgLI9osf2tWrVylevLj+d/PixQuOHDnCypUrUSgUmJqa4u7uzpMnTzA2Nubzzz9n+fLlGBsbF7gtl2UEvoB7/vw5Q4cORaVSsWzZMsqXLw+8eTObPHkyLVq0YMiQIbkaDRW0F8n/Rc7PRqvVcvz4cbKzs+natSsA48eP58yZM6xfv16/TyUgI4oG9PbJlnv37jF16lQCAwNzrRkdPHgwgL6rqXyAv18XL17E3d2d5cuX07p1a9LT08nOziYqKor79++TkpLCzZs3GTlyJLa2toYuV/yBTqfDxcWFUqVK4evrS3h4OJ6entSvX5/ly5cTExPDggULMDY2ZsGCBfJeJwqkly9fUqRIETIzM9mxYwf+/v5s375dlgJ9ZBcvXmTDhg363gQ5AXHVqlXAmz4s/fv358mTJ5iamlKoUCGGDx9eIAOiIfz4448EBATg5+fH77//zunTpzl8+DBeXl58+eWX7N+/n3PnzrFjxw7MzMz09yuIg4ryl1gAvR1ANBoN1tbWhIaGkpqaSvny5cnKyqJs2bKULFmSuLg4AH141+l08gb2FzQajT68d+/eHYVCQWxsLAcOHGD9+vUsWbKE8ePH4+bmxsqVK7G3tweQA1oDyXnD12q1xMTEkJKSQlRUlP76nGm+nTp14siRIxLcP5BmzZrh6+uLp6cn3t7etG3bFnNzc+rUqSP76uZBarUaMzMz/edAfHw8SqUSX19fAIKDgylTpgyTJk0iMDAQFxcXRo8eTbFixeS9ThRIT58+pVu3bpQrV46yZcvy8OFDtm7dKuHdANRqNcnJycTExPxlQDx8+PCfBkQ59v3wqlatSnR0NAMHDtT/e/PmzTRs2BCALl26EBUV9c7y3YIW3gFkAXMBo9FoUCgUvHjxgri4OMqUKcOCBQto164dXl5eJCQk6NeRZGZmYmlpmev+EmD+mlKpRKfTMWTIEGrXrk1wcDCjRo3i4sWLDB06FIAlS5Zgb2+v305OGIZWq9WH927duhESEkLDhg0pVqwY8+bNA9Cv0Y2JicHS0pLs7GxAXgMfgoODAytWrGDSpEmcPXsWrVab63qZKJZ3BAUFkZiYiE6nIzY2ltevX3P9+nXu3r3LjBkzuH79Ojt27ODBgwfs3r0bpVJJtWrVKFu2rKFLF8IgSpYsyYIFC2jTpg3ffPMNQUFB1KpVy9BlFUhvB0Rvb29SUlLYvHkzw4YNo1KlSnTp0gUrKysJiAZiY2PDnj178PT0ZOXKlcyZM0cf3uHNDieFChWSZSfIFPoCJWcEMSIiAi8vLywsLChRogTr16/n9evXTJw4kQsXLtCuXTssLCz0e74XtMYQ/ymdTkd4eDhLlixh69atAMybNw8jIyOOHj1KgwYN9FNI4+PjZdsRA9PpdAQEBHDr1i38/f2BN7sDeHt7U6FCBTp06MCzZ8/Ytm2bjJZ8JGfPnmXcuHHMmTOHTp06SZPMPCY7O5vu3btjZGSEQqFgwIABODk5MX78eO7cuYNCoeDIkSMArFu3jkuXLuHv7y8N64QQecbjx4+5evUq1atXp2TJkrmOxcaOHYuJiQmLFi0yYIUiR0xMDFZWViQlJTF//nwiIiLYv38/KpWqwM+KlKOjAiLnDz05OZlJkybxzTffMHToUGJiYvjuu+8wMzPDx8eHNm3acPDgQSpWrMixY8dQqVT6kUfxrvT0dFJTU4E3I7NRUVFkZmYCMHHiRKKiohg7diytWrXixIkTuLm5kZmZKeHdQN4+X3n48GH27t3L7du3SUhIAKBFixb4+vqiUCg4deoUjx8/lnWKH5GDgwOLFi1i4cKFpKenG7oc8Zac5VP79u3jwYMHPH78mNatW6NUKmnXrh1KpZL69etz+PBhVq1axfr16xk/fryEdyFEnlKxYkWcnJyoWbOm/ngtKSmJcePGcefOHebOnQvIzC9DCw8Px9HRkY4dO+pnCOeE95zZxAWZjMAXADlrfVNTU0lOTmbHjh388MMPaDQaHjx4gJeXF8WKFWPnzp1kZGQwceJELl68yKFDhyhbtmyBbA7xT8yYMYPHjx+TlJTEt99+q+/CHBERgVqtZu7cuezcuRNzc3O8vb2pWrUqjRo1wsrKyrCFF1B/bECTmZnJ0aNH2bRpEw0bNsTd3T3XfuQAWVlZMgPFANLS0qTbfB6Ss82iRqPh3r177Nq1i99++w2NRsOyZcuwtbXl5MmTXLt2jevXr2NjY8OAAQNydd0WQoi8JDw8nF69emFtbU3p0qUxMjJiw4YN+oAox72GlZWVxW+//UZsbCyff/459vb2KJVKaSb4/0mA/8S9PW1+2LBhGBsbEx8fz4EDB7C1tUWr1XL37l3GjRtHZmYmJ06cIDExkXnz5nHs2DFOnjwpgfNPjBgxguTkZIYMGUJERAS7d+/G399f33TrxIkTLF++nD179rB7924CAwPZuXMnFSpUMHDlBdPbDeu8vLxISkrC3Nwcf39/du3axdmzZ6lRowZubm5YWlrqA0tBn6IlRM7Bkk6n0/eDKFKkCIB+hw1/f39sbGz0J15yXj9CCJFXSUDMf+Sz5X9IgP+E5fyhP3/+nMGDB+Pk5ISlpSWHDh3CyMiIKVOmULlyZbRaLbdu3WLjxo0sWbIEhUJBfHw8S5cuZfjw4VSuXNnQTyVP8fT0JCEhgZ07dwKQmpqKh4cHrq6uANjZ2aFUKunatStlypTh+fPnBAQEYGdnZ8iyC6y3w3iPHj2wtrZmwIABvHr1ipYtW/L69Wu2bt3KxYsXsbKyYty4cbm2kROioMo5gZWzz3tycrJ+7buzszMA33zzDUZGRtjb2/Pq1StmzpyJiYmJnPgSQuQ7EhBFfiEB/hP39OlTDh48SFRUlL4px+nTpwkODiY7O5upU6diY2OTa6Qx52uZQvQuDw8PwsPD+fnnn/WXRUdH8+WXX9KoUSOuXLlC7dq1WbZsGYUKFSIqKooKFSpIB2YDeftv+MyZM2zatIlNmzbpr1er1Rw4cIC2bdsSGhrKlStXmD9/PiVLljRQxULkDW+PQn3//feUKlWKrl27cuHCBY4fP467u7s+xHt5efH8+XOmT58u/SKEEEKID0zmiHzibt26RXBwMGlpaYSFhWFvb0/btm0BCAkJYfz48fj7+/P555/r75MT5CW8v8vZ2Znz589z7tw5WrVqxZMnT+jbty8jRoxg1KhRxMTE0KlTJ86dO0ffvn0lCBqQj48PtWrVokuXLsCbddUPHjwgLi6OsmXLotPpsLCw4MiRIzx//hwvLy969OjxztaJQhRExsbGaLVaNm/eTJUqVZg2bRoANWrUoFChQqxcuRKFQkHPnj1ZsWIFr169koZ1QgghxEcg80Q+MTn7J+dMrGjfvj0+Pj6UK1eOgwcPcvPmTQDatm1Lly5daNq0qYwO/x84ODjg5+eHl5cXO3fupH///vTp04dRo0ah0WiwsrKiZcuWEgINLDs7m5o1a/LVV19x9OhRMjMzqVq1KqVLl+bixYu8evVKf6KqatWq+l0B5PcmCjo3Nzdu3LgBwL1791i8eDE7d+7k1q1bAJQtW5bevXvj7OzMvHnzOHjwIICEdyGEEOIjkQD/CdFoNBgZGfHgwQP8/f0ZPXo0QUFBlCtXjlmzZulH43MOxDp37sz48eMxMjLSB3/x91q3bo2fnx+zZs2ibt26jBw5EngzY+Ff//oXt2/f1jezEx/fhg0bCA8P5+uvvyY0NBQ/Pz82b95MtWrVaNKkCRs2bGDbtm1cvnyZ7du3c/z4cRo3bmzosoXIExwcHKhduzbh4eFUq1aNkJAQjI2N2bVrFykpKQB89tlndO/enZEjR8p7nRBCCPGRSYD/hCiVSiIjI+nbty9ZWVmYmJjw66+/MmTIECwsLPjhhx+IjIxk3bp1REVF5bqvNO34v2ndujVBQUGcPXuWkydPArBjxw6WL1/O6tWrpXO/gezfvx8fHx+2bNlCWFgYjo6OdO3aldOnT7Np0yYmTpyIk5MTly5dYsGCBZw8eZKgoCBp1CgKvM2bN6PT6ejTpw+7d++mV69enDp1Cjs7O4KCgggJCWHZsmWkpqYCUL58eVxdXbGxsTFs4UIIIUQBI03sPiGvX79m9OjRNGzYkKFDhwIQGRlJUFAQKSkpBAQEcPToUS5dusSsWbMktL8HZ8+eZeLEiTg4OHDu3DnWr18v3eYN6JdffsHT05Nq1apRuXJlvvvuO+zs7FizZg3nz5+nQ4cODBo0CIVCQVJSEqamprLfuCjw7ty5w4gRI6hevTpr1qwBYNGiRWzfvh1fX18cHR25evUqgwcPpl27dsycOZOiRYsauGohhBCiYJIE9wnJzMzk2bNn2Nra6i+rVq0arVq14saNG8TGxvLVV18xZ84cmTb/njg4OLB48WIOHjxIUFCQhHcDa9myJd26dcPExISYmBjWr1/PrVu3cHNzo0WLFpw+fRpfX18yMzMpUaKEhHchgEqVKjFz5kyeP3+Om5sbAJMnT6ZPnz6MHj2akydP0qBBA9auXculS5fIyMgwcMVCCCFEwSUBPp/KyMjg+vXr7Nmzh7CwMLKyslCpVFhaWnLr1i1evXqlv23Tpk2pWLHiOw3uZAT+/WjTpg3Xrl2jZs2ahi6lQMvKygLenFRp0KABkydP5sWLF6xdu5bbt28zYsQIateuzZ07d1Cr1QauVgjD0+l06HQ6TExMaN68OSNHjiQhIUEf4n/44Qf69u3LhAkTCA0NpXHjxpw6dYrSpUsbuHIhhBCi4JIElw+p1WpcXFwICAhg+fLlHDhwgNjYWMzNzalXrx7Hjx/n2LFjxMbGAm+mQpqamurXZed03xbvj7m5uaFLKJAuX75MUlISACqVCoDatWtz+PBhYmJimD9/Pmq1mg0bNnDjxg3Gjh3LwoULKVGihCHLFsLgkpKSUCgU+s8DlUpFq1atGDNmDMnJyQwbNgx4E+K//vpr5s6dS1paGqampoYsWwghhCjwZA18PpOWloazszPNmzdn6tSppKWl6acD5/D29ubKlStER0djZ2dHSkoKO3fuRKVSodVqZeRdfBLc3Nw4c+YMbdq0oVy5cowePRpjY2MKFSrE8ePHOXXqFN7e3vz+++9Mnz6dKlWqMHfuXAkgosAbO3YsZ86coWnTpuh0Ouzs7LCxsaFMmTKUK1eOsLAwtmzZQpUqVfD29gYgMTGRUqVKGbhyIYQQQkiAz0d0Oh2+vr6kpKQwZ86cP73NyZMnadOmDY8ePSIqKgoLCwsaNWqEUqkkOzsbY2Pjj1y1EB/GhQsXcHV15csvvyQuLo7MzEwaNWpE165dsbS0ZPbs2UycOJHq1atz+/ZtihYtSvny5Q1dthAGd+7cOYYOHUqLFi0oVKgQr1+/JjIykvT0dIoXL05iYiKFCxcmPj6enj17Mm/ePEOXLIQQQoj/TwJ8PuPh4UHr1q3p1atXrtF0nU7Hw4cP6d+/P0uWLKFZs2a57qfRaFAqlYYoWYgP5sKFC3h6euLn50dMTAx3795l7969uLm5sXfvXqpUqcKSJUtkiYMQf3Dx4kXc3d1Zvnw5rVu3Jj09nezsbKKiorh//z4pKSncvHmTkSNH5mqMKoQQQgjDkuHYfEKj0fDy5Uvu3r1Lz549gf9pRgdv1rUXL16czMxMUlJS3rm/hHfxKWrevDlLly5l7NixLFiwgO+++4527dpx+vRpAO7du4dGozFwlULkPc2aNcPX1xdPT0+8vb1p27Yt5ubm1KlThzp16hi6PCGEEEL8BRmBz2c8PDxISUlh1apVFCtWTB9OlEolarWaUaNGMW7cOGrVqmXgSoX4eM6ePYuXlxc+Pj506NABjUZDamoqaWlpVKhQwdDlCZFnnT17llGjRuHj40P79u1z9UjR6XTS9FQIIYTIY6SbWT7j6OiIWq0mICCAlJQUlEqlfnR93rx5ZGVlUaNGDQNXKcTH5eDgwIoVK5gyZQpHjhxBq9VSokQJCe9C/A0HBwf8/PyYMmUKx44d0283CrJjiRBCCJEXyQh8PqPVavHx8eHSpUuYmZkxePBgEhMTCQsL4969e+zevVu6zYsC6+TJk8yePZtjx45RuHBhQ5cjRL4hrx0hhBAif5AAn0e9PXUx5+ucUK7Vajl27BjHjx/n1q1b2NraYm1tzYQJEzA2NpZu86JAS0tLkwAixH9AXjtCCCFE3icBPo/Jzs4mIyOD+/fvY21tjVKpxMLCQt9F/o8j6ykpKVhaWur/Ld3mhRBCCCGEEOLTJAE+D1Gr1cyYMYOkpCRu3ryJpaUl1tbW+r2s3w7nOaPyf3aZEEIIIYQQQohPjyySziPUajXffvstRYsWZfTo0Zw8eZKhQ4cC4OLiQmRkJEqlUr91XE5Qf3u0XcK7EEIIIYQQQny6ZAQ+D8jMzGT48OGUK1eO+fPn57ru5s2beHt7Y2pqiq+vLxYWFgaqUgghhBBCCCGEIckIfB7w7NkzjIyMGDFiBPBmHXvOeZUvvvgCR0dH7t+/j5xrEUIIIYQQQoiCSwJ8HvDgwQNu3bqFubk58GZavEKh0Af2jh07kpycTHR0tIR4IYQQQgghhCigJMDnASqVSh/a4c0IPLzZ8x3g8ePH1K1bFxsbG1nnLoQQQgghhBAFlAT4PKBFixYULlyYiRMnAv/TmC7n/8HBwZQtW1Y/Qi+EEEIIIYQQouCRJnYf2atXr9i9ezd3796lZMmSVKxYkR49ehAaGoqPjw8VK1bUN7LLzs5mxYoVREZGsnfvXlQqlWwVJ4QQQgghhBAFlAT4j0itVuPs7IyNjQ1mZma8ePGCq1ev0rVrVyZOnMi5c+dYvnw5L1++JCsri/r166NSqVi+fDkqlSrXnu9CCCGEEEIIIQoWY0MXUFDk7PPevHlzZs2apb/s7NmzTJs2DYVCwezZs+ncuTO//vor2dnZWFtbU7ZsWRQKBdnZ2Rgby69LCCGEEEIIIQoqSYQfQc7Ie+vWrZk2bRrwpkGdhYUFHTt2RKvVMmvWLOzt7enatSsNGzbMdX+tVivhXQghhBBCCCEKOEmFH8HChQuJiooiNDQUINdourGxMW3atKFWrVo8efLkT+9vZCS9BoUQQgghhBCioJNk+BGMHDkSa2trBgwYQGpqaq7RdK1WS5EiRShatCipqakGrFIIIYQQQgghRF4mAf4D0Wg0ZGdn8+LFC8qXL8/mzZtJSEjA3d0dtVoNvBmJzxld1+l0VK9e3ZAlCyGEEEIIIYTIw6QL/QegVquZMmUKWVlZFC1aFHd3d6ytrXn27BkuLi6UKVOGVatWUaxYMQAmT57Mw4cP2b59u3SZF0IIIYQQQgjxp2QE/j1LS0ujR48elCpVirZt2xIWFsbr16/Jzs7ms88+Y8uWLSQkJODp6QnAlClT+P3339m6dStKpRKNRmPgZyCEEEIIIYQQIi+SEfj3bN26ddy+fZtly5YB0LFjRypVqkRiYiLt2rVj5MiRPHv2jIEDB/Lo0SNq1KjB7t27UalUslWcEEIIIYQQQoi/JGnxPbtx4wYlSpQAwNPTEyMjIzp16sTTp0/x8/PDzMwMV1dXNmzYQFBQEFOmTJHwLoQQQgghhBDib8kI/Ht25coVPv/8c6ysrLh+/Tp2dnb6YL5p0ybOnDnDypUrsbCw0N9HwrsQQgghhBBCiL8jqfE9a9SoEQCZmZnUrVtX/7WJiQnFixencOHCucI7IOFdCCGEEEIIIcTfkiZ2H4iJiQkAcXFx+q8vX75MyZIlDVmWEEIIIYQQQoh8SoZ+P6DIyEhcXFyoXLkySqUStVpNcHAw8Gbfd4VCYeAKhRBCCCGEEELkF7IG/gPSaDSEhYURERGBpaUlXbp0wdjYGI1GI/u9CyGEEEIIIYT4P5EA/5FJeBdCCCGEEEII8Z+QAC+EEEIIIYQQQuQD0sROCCGEEEIIIYTIByTACyGEEEIIIYQQ+YAEeCGEEEIIIYQQIh+QAC+EEEIIIYQQQuQDEuCFEEIIIYQQQoh8QAK8EEIIIYQQQgiRD0iAF0IIIfKwqKgoJk2aROvWralfvz6Ojo4sWbKEtLQ0Q5dGu3bt2Lt373903+rVq1OnTh3q169PvXr1aNSoESNGjODp06fvucq/FhMTQ/Xq1YmJiflo31MIIYT4b0iAF0IIIfKoq1ev0r17d8qXL8/+/fu5du0a69at4/r167i6uqLRaAxd4n9l3bp1XLt2jd9++43Tp0+j0+mYMGGCocsSQggh8iwJ8EIIIUQeNWPGDJycnPDy8qJEiRIAVKpUCV9fX0qWLEl0dDQAsbGxjB49mmbNmtGiRQvGjRtHfHw8AJcvX6Zdu3asWbOGVq1a0bhxYzw9PVGr1QDExcUxZMgQGjduTOvWrfHw8NDfV6vVEhgYiKOjIw0bNqRnz56cO3fuT2vNzMzEz8+P9u3b07hxY4YOHcqjR4/+8XO1sLCgV69e3Lx5U39Zu3btmDFjBi1atMDJyQmtVsuePXv49ttvadKkCfXr12f48OEkJSUB4O/vj5eXF+PHj8fe3p7WrVuzdOlS/eOp1WomTZpEw4YNadWqFQcOHPjH9QkhhBB5gQR4IYQQIg96/Pgxd+/e5euvv37nulKlSrF69WpsbGzIysrC1dUVpVLJiRMnCA0NBcDNzY3s7GzgTcCPi4vjxx9/ZPfu3Vy7do0dO3YAsGzZMj777DPOnz/P0aNHefXqFYGBgQCsWrWK7du34+fnx+XLl3F1dWXkyJGEh4e/U5Ovry9nzpxh06ZNnDt3jrp16+Lq6kpGRsY/er6pqakcOXKEDh065Lo8PDyc0NBQtmzZws2bN5k3bx6zZs3i8uXLhIaG8vDhQ7Zs2aK//YkTJ2jZsiWXL19m7ty5rFu3jt9++w2AOXPm8OjRI06cOMHBgwf59ddf/1FtQgghRF5hbOgChBBCCPGunFHlUqVK/a+3CwsLIzo6mpCQECwsLACYPXs2jRs3zjWa7e7ujpmZGdbW1jRp0oSoqCgATE1NuXLlCkeOHKFZs2asX78eI6M35/dDQkIYNmwYdnZ2AHz11VccP36cPXv2UKdOHf1j63Q6du7cyYoVK6hQoYL++wUHB3PmzBk6duz4p7W7ubmhVCrRarWkpaVRpEgR1q5dm+s2HTt2pGjRogBUq1aNw4cPY2VlRWpqKvHx8ZQoUYK4uDj97W1sbHBycgLAwcGB0qVL8/DhQ2rVqkVoaCgBAQGULFkSgIkTJ9KtW7f/9ecrhBBC5CUS4IUQQog8qHTp0gAkJCRgY2PzzvWJiYmUKlWK58+fU7x4cX14hzfT0S0tLYmNjdWfAMh5PACVSoVOpwNg2rRprF27lg0bNjB58mRq1KjBtGnTsLe3JzExUR/Ic1hZWREREZHrsqSkJF69esWoUaP04R8gKyuL2NjYv3yOAQEBNGnSBIDXr1+zfft2Bg4cyK5du/QnDcqUKaO/vZGREVu2bOHQoUMUKlSI6tWro1ar9c/lj88z57lqtVqSk5PJzMzk888/11/3x+cmhBBC5HUyhV4IIYTIg8qXL0+1atU4evToO9c9f/6ctm3bcvjwYcqXL09ycrJ+TTvAy5cvSU5OfifM/plbt27Ru3dvDh06xIULF2jYsCEeHh76GnLW2eeIjo7OFaoBihcvjqmpKUFBQYSFhen/27dvH7179/5Hz9fMzIzBgwdTuHBhLly4oL9coVDov960aRPnz5/n0KFDnDp1itWrV1O+fPl/9Pg5Nb79fJ49e/aP7iuEEELkFRLghRBCiDxq+vTphISEsHLlSpKTk9HpdNy+fRs3Nzfs7Ozo2LEjtWvXpkqVKsycOZOXL1/y8uVLZs2aRcWKFWnQoMHffo+AgADmzp2LWq2maNGimJubU7x4cQCcnZ0JDAzk999/R6PREBoayk8//UT37t1zPYaRkRE9e/Zk6dKlPHv2DK1Wy759+/j666//cSO77OxsQkJCePHiBQ0bNvzT26jVaoyNjVGpVGRnZ3PgwAHOnTtHVlbW3z6+iYkJTk5O+Pn58ezZM16+fImPj88/qk0IIYTIK2QKvRBCCJFHNW7cmG3bthEQEECXLl1IT0+nVKlSdOrUieHDh6NSqQBYu3YtixYtomPHjmRmZtK8eXM2btyIsfHff8zPmTOH2bNn0759ezIzM/niiy/w8/MDYNCgQWi1WsaMGUNCQgLW1tYsW7aMxo0bv/M4kyZNwt/fn759+5KSkkKFChVYsWIFtWrV+svvPXToUJRKJfBmpN3GxoZly5b95YkHV1dXIiMjadu2LaamptSqVYu+ffty6dKlv32eAFOnTmXhwoV07doVY2NjXFxcOH369D+6rxBCCJEXKHRvLxwTQgghhBBCCCFEniRT6IUQQgghhBBCiHxAArwQQgghhBBCCJEPSIAXQgghhBBCCCHyAQnwQgghhBBCCCFEPiABXgghhBBCCCGEyAckwAshhBBCCCGEEPmABHghhBBCCCGEECIfkAAvhBBCCCGEEELkAxLghRBCCCGEEEKIfEACvBBCCCGEEEIIkQ9IgBdCCCGEEEIIIfIBCfBCCCGEEEIIIUQ+8P8AGYN5nGbj5WAAAAAASUVORK5CYII=", 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5c+bou+++07p16+Tu7q6nnnpKY8eO1fXr12Wz2bLcZh8fH127di3LWi9fvqxNmzZp06ZNmeZl52ZkQUFBDr/XqlVLvr6+GjJkiLZu3epwI79/17Z7925NmjRJx48fV6FChRQQEGC/d8A/Xy//fl4yAlvG1/Xd6Dn29fW9ae1r1qyRJL366qtZzuvXr588PDx0+fJleXt7O4TzrPx7+7LT+/Lly2vp0qX66KOP9Pnnn2vx4sW677779NJLL6l///4ym8037bu3t/cN6ylUqJC9P0FBQQoODlZISIheffVVrVu3zt7fjP2wR48eWY4TFxenixcvSpLDhyTSzZ/jjHFv9Jr899dQenp6Ovz+z9d/cHCwPvroIy1evFgLFy7U3Llz5evrq9dee01dunS5YQ0AcC8iwAPAPSo2Nlbt2rVT//79M91RPDAwUAMGDLDf8Mzd3V1hYWEKCAjQxo0b7Ucjd+7cqc2bN2c5/n333SdJGjp0qGrVqpVpftGiRSX9fTSud+/e6t27t06fPq3t27frww8/1BtvvKGvv/76hvX/MxxnOHfunEMwbdu2rT744APt2rVLmzZtUosWLTIFxn+qX7++pL+P3mYV4K1Wq9q2bauKFStq4cKFKlq0qMON6P5ZhyQVK1bshuv6t1KlSmns2LEaM2aMDh06pG+++Ubz589X0aJFNWzYMJlMphuu60ZBr0iRInriiSfUrVu3TPPc3G7vvwCPPfaYJOnPP/+84TInTpxQeHi4mjZtqnnz5tmPsC9btsx+3XN2FStWLMvtzgiQWblw4YJ27dql0NDQTEeR//Of/2jq1KnasmWLWrRooSJFiujy5ctKT093CPEHDx5UWlpapg8xMmS391WqVNHs2bOVkpKi/fv3a+XKlZo7d64CAgLUokWLm/Y9qw++bqREiRIaPXq0+vXrp4kTJ2ratGmS/rcfTp06NcsbM/4zgP/7vgg3u09CxmvuRs9BTl77kvTkk0/qySefVFJSkvbu3aslS5Zo0qRJqlatmqpWrZqjsQAgP+MUegC4R/n4+MjNzU2fffaZrl+/nmn+8ePHVaBAAZUtW1bHjx/X5cuX1blzZ1WoUMEedHbt2iXpf0dL/6lcuXIqUaKETp48qaCgIPuPn5+fpk2bpv/+979KTk5W8+bN7Xedf+CBB9SpUye1bNlSZ8+evWn9f/31l8ONvs6cOaPIyEjVrl3bPq106dKqW7euPv30Ux04cOCmp89LUoUKFdSgQQN99NFHWd6pfcGCBTp//rz9Jng1a9ZUZGRkpmXXr18vX19flS1b9qbryxAZGaknnnhC//nPf2QymfTYY49p4MCB8vf319mzZ1WwYEFVrlxZmzZtcjh1/dq1a9qxY4eqV6+e5bi1atVSdHS0HnvsMfvzX7lyZS1evFjfffddtmr7t19//VWSsgyDGX7//Xddv35dPXv2dDg9PiO8Z3XGxo3UqVNHkZGRDjeti46Ovumd9L/44gulpqaqa9euql27tsNPly5dVLRoUS1fvlySVKNGDaWmpjrc+d1ms2nUqFGaM2fODdeRnd4vXrxYTZo0UUpKijw8PFS3bl2NHz9e0v9erzfre049/fTTevLJJ7Vx40b7KexVq1aVu7u7YmNjHfZDd3d3TZs2TSdPnpSfn58eeuihTK+JG304J0mPPPKIfH19tWHDBofpMTEx+vXXX/X4449nu+7Jkyerffv2stls8vLyUuPGjTVs2DBJcrijPQCAI/AAcM+yWCwaO3aswsPD1a5dO3Xq1EmPPvqokpKStGfPHi1btkz9+/dX0aJF9cgjj6hw4cKaO3eu3Nzc5Obmps2bN2v16tWS/ne98r/HHzhwoEaPHi2LxaLGjRvr6tWr+vDDDxUbG6tKlSrJ09NTlSpV0uzZs+Xu7q6AgAD98ccfWrdu3U1PdZekAgUKqE+fPho4cKCsVqvef/99eXt7Zzrltn379ho0aJAefvjhGwbdfxo3bpy6dOmiDh06qHPnzqpWrZoSEhK0efNmbdy4UR06dLBf99utWzetX79e3bp1U9++fVWsWDF98cUX2rt3ryZNmnTL07IzBAYGytPTU0OHDlW/fv3k4+Oj77//XgcPHlTnzp0lSW+88Ya6d++usLAwvfzyy0pNTdVHH32klJQU9e3bN8tx+/Tpo44dO6pnz5568cUXVaBAAa1cuVJbtmzRzJkzb1lXRliX/v6Q5sCBA3r//ffl7++vRo0a3fBxlSpVkpubm6ZMmaJXX31VKSkpWrt2rXbs2CFJN/zWgqx06dJFq1evVvfu3dWvXz9ZrVa99957WX5VWoaMry4rV65cpnkeHh5q0aKFli9frmPHjqlRo0YKDg7WiBEj1L9/f5UtW1YbNmzQkSNH9NZbb91wHdnpfZ06dTR16lSFh4fr5ZdflsVi0YoVK+Th4aHGjRurdOnSt+x7To0cOVJt2rTRhAkTtG7dOhUrVkxhYWF6//33FR8fr9q1ays2Nlbvv/++TCaTKlasKJPJpNdff12DBw/WmDFj1KxZMx06dEgffPCBJGX5OjabzRo0aJBGjBihgQMH6rnnntOlS5c0e/ZsFS1aNMuzPm6kbt26+vjjjzV8+HC1adNGqampWrBggby9vVWnTp3beh4AIL8iwAPAPaxRo0b6/PPP7dedXrx4UR4eHgoMDNSMGTPs1zgXKVJEH374od599131799fhQoV0mOPPaalS5fqtdde088//5zlV6916NBBhQoV0oIFC7Ry5UoVLFhQjz/+uKZOnWq/+dfbb7+t9957T4sWLdK5c+dUokQJtW/f3uEGYlkJCAhQy5YtNXbsWF27dk1169bVyJEjM13b3bBhQ5lMJrVt2zZbz8kDDzyglStX6pNPPtFXX32l+fPny93dXeXKldOUKVMcTsn29fXV8uXLNW3aNE2cOFGpqamqWLGiPvzwQ/sN07KjQIECWrRokX2cq1ev6uGHH9bbb79trzsj5MycOVODBg2Sh4eHatSoocmTJ6tChQpZjluxYkUtW7ZMM2bM0NChQ2Wz2eTv768PPvggW/WFhoba/+7u7q6SJUuqRYsW6t+/vzw8PG74uLJly2ratGmaPXu2evfuraJFi6patWr69NNP9corr+jnn39WQEBAtp6bYsWKafny5Zo4caKGDx+uQoUKKSwsLMvr+iXpt99+U3R0tIYOHXrDMZ9//nktX75cK1eu1MiRIzV//nxNmzZNs2bNUmJioipWrKgFCxY43Hjt37LT+4oVK2ru3Ln64IMPNGjQIFmtVlWuXFmLFi2yf7hwq77nVLly5fTKK69o0aJFWrp0qbp27aoBAwbI19dXn332mRYsWKCiRYuqbt26GjRokIoUKSJJat26tRITE7Vw4UKtWbNGFSpU0KhRozRq1CgVLFgwy3W1bdtWhQoV0rx58xQeHq7ChQvrySef1KBBg255j4J/atCggaZOnapFixbZb1xXvXp1LVmy5Kb3AQCAe5HJlpPz2AAAMJhNmzZpyJAh2rFjR45CBXAv2bhxY6azFnbs2KGePXvqyy+/VMWKFZ1YHQAgA0fgAQD50pYtWxQVFaUVK1YoJCSE8A7cxPr16zVjxgwNGDBA999/v/7880/NnDlTtWrVIrwDgAvhCDwAIF9avHixZsyYoRo1amjGjBn2u3EDyOzSpUuaNm2adu3apYsXL8rHx0fNmzfX66+/bv/6PwCA8xHgAQAAAAAwAL5GDgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgLvQ/0t6errS0tJkNptlMpmcXQ4AAAAAIJ+z2WxKT0+Xm5ubzOYbH2cnwP9LWlqaoqKinF0GAAAAAOAeExQUJA8PjxvOJ8D/S8anHUFBQbJYLE6u5s5YrVZFRUXli23Jj+iP66I3roveuDb647rojeuiN66N/riu/NabjO252dF3iQCfScZp8xaLJV+8EKT8tS35Ef1xXfTGddEb10Z/XBe9cV30xrXRH9eV33pzq8u4uYkdAAAAAAAGQIAHAAAAAMAACPAAAAAAABgA18ADAAAAgMFYrValpqY6uwynsVqtkqTk5GRDXAPv7u6eK3US4AEAAADAIGw2m86ePavLly87uxSnstlscnNz019//XXLG7+5Cm9vb/n5+d1RvQR4AAAAADCIjPBesmRJFSxY0DDhNbfZbDYlJSXJy8vL5Z8Dm82mxMRExcXFSZLuv//+2x6LAA8AAAAABmC1Wu3hvUSJEs4ux6lsNpvS09Pl6enp8gFekry8vCRJcXFxKlmy5G2fTs9N7AAAAADAADKueS9YsKCTK8HtyOjbndy7gAAPAAAAAAZihCPOyCw3+kaABwAAAADAALgGHgAAAACQY02aNNG5c+fk5vZ3rLTZbDKbzXrsscc0atQoBQYG3tH4c+fO1c8//6wFCxbkRrn5AgEeAAAAAHBbxo0bp7Zt29p/P3/+vN5880317dtXW7Zskdl8+yd99+rVKzdKzFcI8AAAAACAXOHj46PQ0FD16tVLly9fVnp6uiIiIvTDDz/IZDKpSZMmGjp0qAoXLixJ+v777/Xuu+/qxIkT8vf3V/Xq1fWf//xHn376qWbNmqUff/xRn376qSRpy5Yt+vDDD/Xnn3/K19dX7dq1U/fu3WWxWDR8+HB5eHgoLi5O+/btU/HixdWlSxd17tzZmU9HruMaeAAAAABArjhz5oyWLl2qoKAgeXt7q0+fPjKbzdq8ebM2bNiguLg4jR49WpJ08uRJ9erVSy+++KJ+/PFHDR48WCtXrsxy3L1792rAgAEKCwvTjz/+qGnTpmnp0qVasmSJfZm1a9fqlVde0U8//aTXXntNERERio2NvSvbfbcQ4AEAAAAAt2XcuHGqUaOGqlWrpkqVKunll19WhQoVNH/+fP3+++86cOCAxowZo8KFC6tYsWIaNmyYvvrqK126dEkbNmzQY489ptDQULm5ualGjRp64YUXslzP2rVr1bRpU7Vo0UJubm6qVKmSunXr5hD4a9eurXr16snNzU3t2rWT1WrViRMn7tZTcVdwCj0AAAAA4LaMGTNGbdu2VUpKipYsWaK5c+eqYcOGKlasmH744QdZrVY1bNjQ4TEeHh6KiYnRmTNnVLp0aYd5ZcqUUVRUVKb1XLhwQY899pjDtNKlS+vUqVP23319fe1/d3d3lySlp6ff8Ta6EgI8AAAAAOCOeHh4KCwsTFeuXFGfPn20fPly+fn5ydPTU/v27ZPFYpEkpaSkKCYmRmXLllXp0qW1fft2h3FOnz6d5filS5fOdDQ9JibGIbTfCziFHgAAAACQKwYMGKCAgAANGjRI/v7+Klu2rCIiIpSQkKDk5GRNmjRJXbt2ldVqVUhIiA4ePKgvvvhCVqtVv/32mz7//PMsx23Xrp22bdumr7/+WlarVf/973/1ySefqF27dnd5C52LAA8AAAAAyBUWi0VTpkxRbGyspk2bpnnz5un8+fN6+umnVb9+fZ04cUIff/yxChQoID8/P82cOVPz589XjRo1NHnyZNWvX99++vs/Va1aVe+//7592b59+6p9+/bq2bOnE7bSeTiFHgAAAACQY9u2bctyepkyZbR//3777zNmzMhyuTNnzsjX11dfffWVfVpERIT97/369XNYvmnTpmratKkkyWazKTEx0X5q/j8fl+Hw4cPZ3BLj4Ag8AAAAAOCuu3Tpkl566SX9/vvvkqRDhw5p/fr1aty4sZMrc10cgQcAAAAA3HWBgYEaNWqUBg0apHPnzsnHx0c9evRQq1atnF2ayyLAAwAAAACcokOHDurQoYOzyzAMTqEHAAAAAMAACPAAAAAAABgAAR4AAAAAAANweoC/ePGimjVrpn379kmSRo8ereDgYIefxx57TN27d7c/5tlnn1XVqlUdljl27JgkyWq1avLkyXriiScUHBys3r17Ky4uzinbBgDAvcbLy8vZJQAAkG85NcDv379foaGhOnHihH3a22+/rcjISPvPrFmzdN9992n48OGSpPj4eP3xxx/atGmTw3KPPvqoJGnOnDnas2eP1qxZo927d8vT01NvvvmmU7YPAIB8Jd1609kWi0WBgYH27+S9nTEAAMCNOe0u9OvWrdPMmTM1ZMgQDRw4MMtlLl68qMGDB2vUqFGqUKGCJOn333+Xt7e3SpcuneVjVq1apcGDB+v++++XJI0aNUr169dXTEyMypQpkzcbAwDAvcBskdaESeeP3N7jffyldgtytyYAAO4hTgvw9evXV+vWreXm5nbDAD916lRVrlxZbdq0sU+LioqSl5eXXn75ZR09elSlS5dWv3791LhxY127dk1nz56Vv7+/fXkfHx8VLVpUhw8fJsADAHCnzh+Rzvzm7CoAAP9iTbfJYjblu3XBkdMCvK+v703nx8TEaP369Vq1apXDdJPJpKCgIA0aNEgPPPCAvvnmG/Xr109Lly6Vn5+fJKlgwYIOj/H09FRCQkKO6rNajX+KX8Y25IdtyY/oj+uiN66L3jjXTU+NzwH6d/ex77gueuPaXK0/VqtVNpvN/vNPFrNJ/VdEKjouPk9rKF+ysN7vGJxp/Tmxdu1azZ49W9u2bVOTJk10/vx5ubn9HU1tNpsKFy6s1q1ba/DgwTKbs77qO2P9NptNKSkpmjVrlr755htduHBBBQoUUI0aNTRgwAD7pda3UrFiRX3yySeqXbv2bW/XrWT0zWq1ZnpNZfc15rQAfytr1qyx38Dun8LCwhx+b9OmjTZu3KjNmzerV69ekqSkpCSHZZKTk1WoUKEcrT8qKuo2qnZN+Wlb8iP647rojeuiN3efl5eXAgMDc2Wsw4cPZ3qvxt3BvuO66I1rc6X+uLm5KSkpSenp6fZpZrNZXl5eio6L14HTV+9KHcnJyQ415ERKSopsNpsSExNls9k0cuRIh7Oujx49ql69eslisah37943HSspKUnjx4/XX3/9pTlz5uiBBx7QtWvXNHfuXHXq1ElffvmlihQpkq26rl+/rsTExNvapuyOn5qaqkOHDt32GC4b4L/99lu9+uqrmaYvXLhQgYGBqlu3rn1aSkqKChQooKJFi6pUqVKKjo62n0Z/7tw5Xb582eG0+uwICgrKtSMNzmK1WhUVFZUvtiU/oj+ui964LnqTPwQEBDi7hHsO+47rojeuzdX6k5ycrL/++kteXl7y9PR0ai13sn4PDw+ZTCYVLFhQJpNJHh4eDmdRV61aVTVr1tTRo0cznV2dwWazKSkpSV5eXvrPf/6jNm3aqHz58pL+PiN75MiRun79uhISElSqVCnFxsYqIiJC//nPf3ThwgX5+Piod+/eateunX3MAgUKqGDBgoqPj9f06dO1bds2paSkqE6dOho5cqR8fHwkSbNmzdKaNWuUlJSkMmXKqE+fPmrSpMktt9tsNsvd3V3ly5fP9PxlvNZuxSUD/KVLl3Ts2DHVrFkz07wzZ85o1apVmj9/vu6//3598cUXioyM1Lhx4yRJbdu21Zw5cxQUFKRixYpp0qRJqlWrlh566KEc1WCxWFxiJ80N+Wlb8iP647rojeuiN8ZG75yHfcd10RvX5ir9sVgsMplM9h9nupP1/3Mb/r09qamp+uWXX7Rv3z7169fvlusxmUxq2bKlPvjgA/3555+qU6eOqlatqkceeUTvvPOOfbm33npL3t7e+uqrr+Th4aElS5Zo/PjxevbZZ+1na2fUMWrUKCUkJGjt2rXy9PRURESE+vXrp+XLl2vfvn36/PPPtXbtWvn6+mrlypUaNWqUdu/eLXd392xt9528nlwywJ88eVKSVKpUqUzzhg4dKrPZrJdeeknXrl1T+fLl9dFHH6ls2bKSpPDwcKWlpalTp05KSEhQ7dq19d57793N8gEAAAAA2TRu3DhNmjTJ/rufn5+6deuml19+OVuPDw8P12OPPaYvvvhCkydP1sWLF1WyZEl1795dXbt2lSRNmDBBhQoVkru7u06fPq1ChQopOTlZV65ccbjc+sKFC9q8ebO+/vprlShRQpI0cuRI1ahRQwcOHFCBAgV05coVff7552rcuLE6dOig0NDQu/aBiksE+MOHDzv8HhQUlGlaBg8PD40cOVIjR47Mcr67u7sGDx6swYMH53qdAAAAAIDcNWbMGLVt2/aOxmjSpIn9NPYTJ07o22+/1dSpU1WoUCF16NBBMTExevfdd/Xnn3/q4Ycfth8A/vd1/KdOnZIkvfDCCw7TLRaLTp48qWeeeUazZs3Sp59+qgULFsjT01OvvPKKevfufcMb7uUmlwjwAAAAAID86YsvvlBcXJx69OghSUpLS8u1a/iPHTum559/XmvWrLHf9+yhhx5SWFiYfvvtNx08eFCpqanq2bOnBg0apJdeekkmk0m///671q9fn2m8jLPAv/76a4dvTouOjlaZMmV0+vRplShRQgsXLlRKSop++OEH9e3bV5UqVVKjRo1yZZtuhgAPAAAAAPlA+ZKFXXIdiYmJWrp0qZ577jkVLFhQmzdvVuXKlXOlnnLlyqlSpUoaPXq0Ro4cqYCAAKWnp+vHH3/Uvn379P777ys1NVXJycny9PSUyWTS6dOnNWXKFEl/X3P/T6VKlVKjRo00ceJEjRkzRoULF9aCBQs0b948fffdd4qKitLo0aP1ySefqGLFivbT7IsVK5Yr23MrBHgAAAAAMDhruk3vdwy+a+uymLN/zXeHDh108OBBtWnTRtevX1ft2rU1ZMiQXKnFZDJp/vz5+vDDDzVkyBDFxsbKbDbrscce05QpU+zfXjZp0iS9//77mjBhgkqUKKEXXnhB0dHROnLkiB555BGHMd99911NmzZNzz33nOLj41WhQgUtWLBAvr6+at68uf7880/17t1bly5dUokSJTRy5EhVrVo1V7bnVgjwAAAAAGBwOQnUd3td7u7uGj9+vMaPH59p3rZt2+64niJFimjYsGEaNmzYDZcJCQlRSEiIw7SMU/olx/uyFS1aVG+//fYNx+rZs6d69ux5BxXfvry/yh4AAAAAANwxjsADAAAAAFxS27Zt9ccff2Q5z2azaf78+apZs+Zdrsp5CPAAAAAAAJe0du3aLKfbbDYlJiaqYMGCd7ki5+IUegAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAYHTp1vy5Ljjga+QAAAAAwOjMFmlNmHT+SN6ux8dfarcgb9eBGyLAAwAAAEB+cP6IdOY3Z1eRSUBAgBo2bKh58+bJZDLZp69du1azZ8/Wtm3bHJZftmyZ3n77bY0YMUJdu3bN0bquXLmiGTNmaPv27bpy5YoKFy6sevXqaeDAgfLz87vl40+ePKmmTZtq69atevDBB3O07ruBU+gBAAAAAHlq586dWrAge0fuly1bphdffFFLlixRWlpajtYzcOBAXbp0SatXr9avv/6qL774QikpKerWrVuOx3JFBHgAAAAAQJ565ZVX9P777+uXX3656XI//PCDLly4oOHDhys9PV2bN2/O0Xr279+vZs2aydfXV5Lk4+OjkSNHqmrVqrp69aok6dixY+rZs6caNWqkKlWqqEWLFtq+fXuW450/f16DBw9WvXr1VL9+fY0ePVrx8fGSpLS0NI0dO1b16tVT7dq19dJLL2n//v05qjenCPAAAAAAgDzVrFkzhYaGatCgQbp8+fINl/v000/1wgsvyNPTUy+99JIWLVqUo/W0bNlSY8aM0dixY7Vp0yadOnVKvr6+ioiIUPHixSVJ/fr1k7+/v7777jv9/PPPql+/vsaOHZtprPT0dPXp00dms1mbN2/Whg0bFBcXp9GjR0uSvvzyS0VGRurrr7/W999/r5o1a2rcuHE5qjenCPAAAAAAgDw3bNgwFS9eXMOHD5fNZss0/9SpU9q9e7c6deokSXrhhRcUHR2tH3/8MdvrmDBhgkaPHq0zZ85o9OjRatKkiZo1a6b169fbl5k3b5769esnm82mU6dO6b777lNsbGymsX7//XcdOHBAY8aMUeHChVWsWDENGzZMX331lS5duiRPT0+dPHlSq1ev1h9//KH+/fs7rCcvcBM7AAAAAECe8/Dw0Hvvvafnn39eixYtUrFixRzmf/bZZ0pLS1NISIh9WlpamhYtWqRatWplax1ms1khISEKCQmRzWbTsWPH9OWXX2ro0KHy9fVV3bp1dejQIfXp00fnzp3To48+quLFi2f5gcLJkydltVrVsGHDTNsRExOjli1bKjU1VatWrdL06dNVokQJ9erVSy+++OJtPDvZQ4AHAAAAANwVDz30kMaPH6+hQ4eqbdu29unXr1/X6tWrNXHiRD3xxBP26UeOHFGPHj107NgxPfroozcde/fu3Xr99de1fft2eXt7y2QyqXz58nrjjTe0Z88e/fe//1W5cuXUv39/zZ49W02aNJEkbd68Wd9++22m8fz8/OTp6al9+/bJYrFIklJSUhQTE6OyZcvqjz/+UKVKlfTcc88pOTlZ33zzjYYNG6YaNWqoQoUKufF0ZUKABwAAAID8wMffEOto0aKF9u3bpxUrVqh06dKSpA0bNshkMql169Zyd3e3L+vn5yd/f38tXrxY48ePv+m4NWvWVIkSJTRixAgNGDBA5cqV0/Xr17Vt2zb9+eefatSokRISEmS1WuXl5SVJio6O1gcffCDp73D+T1WqVFHZsmUVERGhAQMGyGKxKCIiQlu3btWWLVu0fft2rVy5UgsXLtSDDz4ob29vubm5qUiRInf8HN0IAR4AAAAAjC7dKrXL3te05cq6zJY7GmLkyJH67bff7HeG/+yzzzKF9wyhoaGaPHmyBgwYoBIlStxwTE9PT3322WeaPXu2evfurQsXLsjd3V3VqlXTxx9/bD+CP3ToUA0ZMkRJSUny8/PTCy+8oClTpujIkSPy9va2j+fm5qZ58+Zp8uTJevrpp3X9+nVVqVJFH3/8sQoUKKDOnTsrNjZWHTt2VHx8vEqXLq0ZM2Zk6/vmbxcBHgAAAACM7g4DdV6u6/Dhw5mmFShQQF988YX997Vr197w8Z06dbLf2O5WSpYsqbfffvumy3Tv3l3du3d3mNalS5cs6/Xz89OMGTOyHMfNzU0jRozQiBEjslVbbuAu9AAAAAAAGABH4AEAAAAALq927doO16nbbDaZTCb771999ZUeeOABZ5R21xDgAQAAAAAub9++ffa/22w2JSYmqmDBgg4hPr/jFHoAAAAAAAyAAA8AAAAAgAEQ4AEAAAAAMAACPAAAAAAABkCABwAAAADAAAjwAAAAAGBw1nRrvlwXHPE1cgAAAABgcBazRcN3DdfxK8fzdD3lipZTRIOIPF0HbowADwAAAAD5wPErx3Xw4kFnl5GlJk2a6Ny5c3JzyxxB58+fr9WrV0uSIiIcPxw4efKkmjZtqq1bt+rBBx+85XquXLmiGTNmaPv27bpy5YoKFy6sevXqaeDAgfLz87vl43O6vruNAA8AAAAAyHPjxo1T27Zts5yXEeDv1MCBA1WkSBGtXr1avr6+On/+vCZOnKhu3bppw4YNWX6AYCRcAw8AAAAAyBf279+vZs2aydfXV5Lk4+OjkSNHqmrVqrp69aok6dixY+rZs6caNWqkKlWqqEWLFtq+fXuW450/f16DBw9WvXr1VL9+fY0ePVrx8fGSpLS0NI0dO1b16tVT7dq19dJLL2n//v15un0EeAAAAABAvtCyZUuNGTNGY8eO1aZNm3Tq1Cn5+voqIiJCxYsXlyT169dP/v7++u677/Tzzz+rfv36Gjt2bKax0tPT1adPH5nNZm3evFkbNmxQXFycRo8eLUn68ssvFRkZqa+//lrff/+9atasqXHjxuXp9hn7/AEAAAAAgCGMGzdOkyZNcph2//33a8OGDbm2jgkTJqh27dratGmTRo8erWvXrumhhx5Sv3791KZNG0nSvHnzVKpUKdlsNp06dUr33XefYmNjM431+++/68CBA/r4449VqFAhSdKwYcP0zDPP6K233pKnp6dOnjyp1atXq0GDBurfv78GDhyYa9uSFQI8AAAAACDPjRkz5obXwHt4eCgxMTHTdKv176+sK1CgQLbWYTabFRISopCQENlsNh07dkxffvmlhg4dKl9fX9WtW1eHDh1Snz59dO7cOT366KMqXry4bDZbprFOnjwpq9Wqhg0bZqo1JiZGLVu2VGpqqlatWqXp06erRIkS6tWrl1588cVs1Xo7CPAAAAAAAKe6//77tXv37kzT//rrL3l5ealYsWK3HGP37t16/fXXtX37dnl7e8tkMql8+fJ64403tGfPHv33v/9VuXLl1L9/f82ePVtNmjSRJG3evFnffvttpvH8/Pzk6empffv2yWKxSJJSUlIUExOjsmXL6o8//lClSpX03HPPKTk5Wd98842GDRumGjVqqEKFCnf4jGSNAA8AAAAA+UC5ouUMu45nn31Wc+bM0dKlS9W+fXt5eHjoyJEjev/999WmTZts3T2+Zs2aKlGihEaMGKEBAwaoXLlyun79urZt26Y///xTjRo1UkJCgqxWq7y8vCRJ0dHR+uCDDyT9Hc7/qUqVKipbtqwiIiI0YMAAWSwWRUREaOvWrdqyZYu2b9+ulStXauHChXrwwQfl7e0tNzc3FSlSJPefoP+PAA8AAAAABmdNtyqiQcStF8yldVnMlhw/bsyYMRo/fnym6X369NFrr72mRYsWafbs2Zo5c6ZSUlLk6+urVq1aqU+fPtka39PTU5999plmz56t3r1768KFC3J3d1e1atX08ccf69FHH5UkDR06VEOGDFFSUpL8/Pz0wgsvaMqUKTpy5Ii8vb3t47m5uWnevHmaPHmynn76aV2/fl1VqlTRxx9/rAIFCqhz586KjY1Vx44dFR8fr9KlS2vGjBnZ+r7520WABwAAAACDu51AfTfXtW3btlsuU6NGDS1evPg2KvqfkiVL6u23377pMt27d1f37t0dpnXp0sX+98OHD9v/7ufnpxkzZmQ5jpubm0aMGKERI0bcQcU5w9fIAQAAAABgAByBBwAAAAC4vNq1aztcp26z2WQymey/f/XVV3rggQecUdpdQ4AHAAAAALi8ffv22f9us9mUmJioggULOoT4/I5T6AEAAADAQLL6znK4vtzoGwEeAAAAAAzA3d1dkpSYmOjkSnA7MvqW0cfbwSn0AAAAAGAAFotF3t7eiouLk6R77vTxf7LZbLp+/brMZrPLPwcZp/vHxcXJ29tbFsvtf2MAAR4AAAAADCLjO8YzQvy9ymazKTU1Ve7u7i4f4DN4e3vf8XfEE+ABAAAAwCBMJpPuv/9+lSxZUqmpqc4ux2msVqsOHTqk8uXL39ER7bvF3d09V+okwAMAAACAwVgsFkME17xitVolSZ6envfU88BN7AAAAAAAMAACPAAAAAAABkCABwAAAADAAAjwAAAAAAAYAAEeAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAEQ4AEAAAAAMAACPAAAAADAcLy8vJxdwl1HgAcAAAAAuJZ0601nWywWBQYGymKx3NE4RuPm7AIAAAAAAHBgtkhrwqTzR25/DB9/qd2C3KvJBRDgAQAAAACu5/wR6cxvzq7CpXAKPQAAAAAABkCABwAAAADAAAjwAAAAAAAYAAEeAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAEQ4AEAAAAAMACnB/iLFy+qWbNm2rdvn33amDFjVLlyZQUHB9t/Vq5caZ+/bt06NWvWTNWqVVPbtm0VGRlpn2e1WjV58mQ98cQTCg4OVu/evRUXF3dXtwkAAAAAgNzm1AC/f/9+hYaG6sSJEw7To6KiNH78eEVGRtp/QkNDJUn79u3T+PHjFRERoZ9++klt2rRR7969lZSUJEmaM2eO9uzZozVr1mj37t3y9PTUm2++ede3DQAAAACA3OS0AL9u3ToNHjxYAwcOdJiekpKiI0eOqHLlylk+btWqVWrZsqWqV68ud3d3de3aVcWKFdOmTZvs81977TXdf//9Kly4sEaNGqVdu3YpJiYmz7cJAAAAAIC84uasFdevX1+tW7eWm5ubQ4g/dOiQ0tLSNHPmTO3fv19FihRRu3btFBYWJrPZrOjoaLVr185hrPLly+vQoUO6du2azp49K39/f/s8Hx8fFS1aVIcPH1aZMmWyXZ/Var3zjXSyjG3ID9uSH9Ef10VvXBe9cS6LxZIr49C/u499x3XRG9dGf5wnt95zJGP0L7s1Oi3A+/r6Zjn92rVrqlWrll555RVNnz5dBw8eVHh4uMxms8LCwpSQkCAvLy+Hx3h6eioxMVEJCQmSpIIFC2aanzEvu6KionK0vCvLT9uSH9Ef10VvXBe9ufu8vLwUGBiYK2MdPnzYfukb7i72HddFb1wb/bm7cvM9R8pf7ztOC/A3Uq9ePdWrV8/+e5UqVdSlSxdt2rRJYWFh8vLyUnJyssNjkpOTVaxYMXuw/3dzkpOTVahQoRzVERQUlKuf+jiD1WpVVFRUvtiW/Ij+uC5647roTf4QEBDg7BLuOew7roveuDb6kz8Y4X0n47V2Ky4X4Lds2aLz58+rY8eO9mkpKSny9PSUJFWoUEFHjx51eEx0dLQaNGigokWLqlSpUoqOjrafRn/u3DldvnzZ4bT67LBYLPlmJ81P25If0R/XRW9cF70xNnrnPOw7roveuDb6Y2z5qXdO/xq5f7PZbHrnnXf0ww8/yGazKTIyUkuWLLHfhb59+/basGGD9u7dq9TUVC1evFgXLlxQs2bNJElt27bVnDlzFBMTo/j4eE2aNEm1atXSQw895MzNAgAAAADgjrjcEfhmzZppxIgRGjt2rGJjY+Xj46N+/fopJCREklS3bl2NGTPGPr98+fKaP3++vL29JUnh4eFKS0tTp06dlJCQoNq1a+u9995z3gYBAAAAAJALXCLAHz582OH3jh07OpxC/28hISH2QP9v7u7uGjx4sAYPHpyrNQIAAAAA4Ewudwo9AAAAAADIjAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMwOkB/uLFi2rWrJn27dtnn7Z582aFhITo8ccfV5MmTTR79mylp6fb5z/77LOqWrWqgoOD7T/Hjh2TJFmtVk2ePFlPPPGEgoOD1bt3b8XFxd317QIAAAAAIDc5NcDv379foaGhOnHihH3a77//rqFDh2rAgAH6+eefNX/+fK1du1aLFy+WJMXHx+uPP/7Qpk2bFBkZaf959NFHJUlz5szRnj17tGbNGu3evVuenp568803nbF5AAAAAADkGqcF+HXr1mnw4MEaOHCgw/RTp06pY8eOaty4scxmsx599FE1a9ZMP/30k6S/A763t7dKly6d5birVq3Sa6+9pvvvv1+FCxfWqFGjtGvXLsXExOT5NgEAAAAAkFfcnLXi+vXrq3Xr1nJzc3MI8c2bN1fz5s3tvycnJ2vHjh1q3bq1JCkqKkpeXl56+eWXdfToUZUuXVr9+vVT48aNde3aNZ09e1b+/v72x/v4+Kho0aI6fPiwypQpk+36rFZrLmylc2VsQ37YlvyI/rgueuO66I1zWSyWXBmH/t197Duui964NvrjPLn1niMZo3/ZrdFpAd7X1/eWy8THx6t///7y9PRU165dJUkmk0lBQUEaNGiQHnjgAX3zzTfq16+fli5dKj8/P0lSwYIFHcbx9PRUQkJCjuqLiorK0fKuLD9tS35Ef1wXvXFd9Obu8/LyUmBgYK6MdfjwYSUlJeXKWMgZ9h3XRW9cG/25u3LzPUfKX+87Tgvwt3L8+HG9/vrrKlGihJYsWaLChQtLksLCwhyWa9OmjTZu3KjNmzerV69ekpSpOcnJySpUqFCO1h8UFJSrn/o4g9VqVVRUVL7YlvyI/rgueuO66E3+EBAQ4OwS7jnsO66L3rg2+pM/GOF9J+O1disuGeB37typQYMG6YUXXtAbb7whN7f/lblw4UIFBgaqbt269mkpKSkqUKCAihYtqlKlSik6Otp+Gv25c+d0+fJlh9Pqs8NiseSbnTQ/bUt+RH9cF71xXfTG2Oid87DvuC5649roj7Hlp945/Wvk/u3XX39VeHi4RowYoWHDhjmEd0k6c+aMxo0bp5iYGKWlpWn16tWKjIzU888/L0lq27at5syZo5iYGMXHx2vSpEmqVauWHnroIWdsDgAAAAAAucLljsDPnTtXaWlpmjhxoiZOnGifXr16dS1YsEBDhw6V2WzWSy+9pGvXrql8+fL66KOPVLZsWUlSeHi40tLS1KlTJyUkJKh27dp67733nLQ1AAAAAADkDpcI8IcPH7b/fe7cuTdd1sPDQyNHjtTIkSOznO/u7q7Bgwdr8ODBuVojAAAAAADO5HKn0AMAAAAAgMwI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwADccrLwpUuX9MUXX+iHH37QmTNnZLFYdP/99+vJJ59UixYt5O3tnUdlAgAAAABwb8vWEXir1aqZM2fqqaee0o4dOxQYGKhOnTqpQ4cO8vf316ZNm9S8eXPNnj1baWlpeV0zAAAAAAD3nGwdge/cubNq1aqlr7/+WiVLlsxymbNnz+rTTz/VK6+8ouXLl+dqkQAAAAAA3OuyFeAjIiJUpkyZmy7j5+enIUOGKCYmJlcKAwAAAAAA/5OtU+hvFN6PHTum2NjYbC0LAAAAAABuX47uQv/LL7/oueeekyStWLFCLVu2VNOmTbVly5a8qA0AAAAAAPx/OboL/bRp09SoUSPZbDbNmzdPERER8vb21rRp0/TUU0/lVY0AAAAAANzzcnQE/vjx4+rfv7+OHz+u8+fPq0WLFmrUqJFOnjyZV/UBAAAAAADlMMBbLBYlJCRo165dqlatmjw8PHTq1CkVLlw4r+oDAAAAAADK4Sn0Tz31lF5++WWdOnVKb775pqKjoxUeHq5WrVrlVX0AAAAAAEA5DPBvvfWWvvzyS3l6eqpFixb6888/1bFjR3Xu3Dmv6gMAAAAAIOcKl5Q13SqL2XJHw+TGGLklRwHeYrGobdu29t8ffvhhdevWLdeLAgAAAADgjnh6y2K2aPiu4Tp+5fhtDVGuaDlFNIjI5cJuX44C/NGjR/Xuu+/qzz//VHp6usO8rVu35mphAAAAAADcqeNXjuvgxYPOLiNX5CjAjx49Wl5eXurRo4fc3HL0UAAAAAAAcAdylMIPHz6sXbt2cdd5AAAAAADushx9jVzJkiWVkpKSV7UAAAAAAIAbyNER+Jdfflnh4eHq3LmzfHx8HObVrFkzVwsDAAAAAAD/k6MAP2HCBElSZGSkw3STyaSDB/PHTQEAAAAAAHBFOQrwhw4dyqs6AAAAAADATeT4VvJnz57Vhg0bdOrUKZUsWVKtWrXSQw89lBe1AQAAAACA/y9HN7GLiopSy5Yt9e233+rKlSvaunWr2rRpo/379+dVfQAAAAAAQDk8Aj9lyhT1799fnTt3tk/75JNPNHXqVC1fvjzXiwMAAAAAAH/L0RH4w4cP66WXXnKY9tJLL+nIkSO5WhQAAAAAAHCUowDv5eWlM2fOOEw7c+aMihYtmqtFAQAAAAAARzkK8C1atFC/fv20e/du/fHHH9q5c6def/11tWjRIq/qAwAAAAAAyuE18P3799fFixfVp08fpaamqkCBAmrXrp369u2bV/UBAAAAAADlMMAXKFBAERERevvtt3XlyhX5+PjIZDLlVW0AAAAAAOD/y1aA37hxo1q1aqUvvvjihss899xzuVQSAAAAAAD4t2wF+Llz56pVq1aaOXNmlvNNJhMBHgAAAACAPJTtI/CStG3btjwtBgAAAAAAZC1bAf6nn3666XyTyaQaNWrkSkEAAAAAACCzbAX4V1555abzTSaTDh48mCsFAQAAAACAzLIV4A8dOpTXdQAAAAAAgJvIVoA/ffr0LZd54IEH7rgYAAAAAACQtWwF+CZNmshkMslmszlMz5jGKfQAAAAAAOStbAX4rVu35nUdAAAAAADgJrIV4EuXLp3XdQAAAAAAgJvIVoB//PHH9csvv6hixYoymUxZLsMp9AAAAAAA5J1sBfiPPvpIkvTJJ5/cMMADAAAAAIC8k60AX6NGDUlS7dq187QYAAAAAACQNXNOFt65c6eaNWumwMBAPfbYYw4/t+vixYtq1qyZ9u3bZ5/222+/qUOHDgoODlaTJk20atUqh8esW7dOzZo1U7Vq1dS2bVtFRkba51mtVk2ePFlPPPGEgoOD1bt3b8XFxd12fQAAAAAAuIJsHYHP8Pbbb+vpp59Ww4YNZTbnKPtnaf/+/Ro+fLhOnDhhn3blyhX16NFDr7/+ukJDQ/XTTz8pPDxcAQEBqlKlivbt26fx48dr/vz5qlKlipYtW6bevXtr+/bt8vLy0pw5c7Rnzx6tWbNGRYoU0VtvvaU333zTfhkAAAAAAABGlKMUfvnyZQ0ePFh16tRRrVq1HH5yat26dRo8eLAGDhzoMP3bb7+Vt7e3OnXqJDc3N9WtW1etW7fWsmXLJEmrVq1Sy5YtVb16dbm7u6tr164qVqyYNm3aZJ//2muv6f7771fhwoU1atQo7dq1SzExMTmuEQAAAAAAV5GjI/CNGzfWzp071aRJkztecf369dW6dWu5ubk5hPijR4/K39/fYdny5ctr9erVkqTo6Gi1a9cu0/xDhw7p2rVrOnv2rMPjfXx8VLRoUR0+fFhlypTJdn1Wq/V2NsulZGxDftiW/Ij+uC5647rojXNZLJZcGYf+3X3sO66L3rg2+uM8ufWek1vy+jWQ3fFzFOA7d+6sl156SeXLl9d9993nMG/JkiU5GUq+vr5ZTk9ISJCXl5fDNE9PTyUmJt5yfkJCgiSpYMGCmeZnzMuuqKioHC3vyvLTtuRH9Md10RvXRW/uPi8vLwUGBubKWIcPH1ZSUlKujIWcYd9xXfTGtdGfuys333Nyi6u8d+UowI8ePVrBwcGqUaNGnn0i4uXlpWvXrjlMS05OVqFChezzk5OTM80vVqyYPdj/+4n95+OzKygoyOU+9ckpq9WqqKiofLEt+RH9cV30xnXRm/whICDA2SXcc9h3XBe9cW30Bxny+r0r47V2KzkK8H/99Zd+/PFHubu733Zht+Lv7689e/Y4TIuOjlaFChUkSRUqVNDRo0czzW/QoIGKFi2qUqVKKTo62n4a/blz53T58uVMp+XfisViyTc7aX7alvyI/rgueuO66I2x0TvnYd9xXfTGtdEfuEr/c3QTu8ceeyzPbwbXrFkznT9/XosXL1Zqaqr27t2rDRs22K97b9++vTZs2KC9e/cqNTVVixcv1oULF9SsWTNJUtu2bTVnzhzFxMQoPj5ekyZNUq1atfTQQw/lad0AAAAAAOSlHB2Br1u3rjp37qxnnnlG3t7eDvP69u2bKwUVK1ZMixYt0sSJEzVz5kwVL15cb775purUqWOvYcyYMRo7dqxiY2NVvnx5zZ8/315PeHi40tLS1KlTJyUkJKh27dp67733cqU2AAAAAACcJUcB/scff9Qjjzyiw4cPO0w3mUx3VMS/xwsKCtKKFStuuHxISIhCQkKynOfu7q7Bgwdr8ODBd1QTAAAAAACuJEcB/tNPP82rOgAAAAAAwE3k6Bp4AAAAAADgHAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADCAHN3Ezmq1avPmzfrzzz+Vnp7uMC+3vkYOAAAAAABklqMAP2bMGH311VeqWLGi3Nz+99A7/Ro5AAAAAABwczkK8Nu3b9eSJUsUFBSUV/UAAAAAAIAs5Oga+PT0dAUGBuZVLQAAAAAA4AZyFOBbtWqlhQsX5lUtAAAAAADgBnJ0Cv2BAwf0yy+/aM6cOSpevLjDvK1bt+ZqYQAAAAAA4H9yFOA7dOigDh065FUtAAAAAADgBnIU4J9//vm8qgMAAAAAANxEtgJ8jx499NFHH+mVV1654VfGLVmyJFcLAwAAAAAA/5OtAF+9enVJUu3atfO0GAAAAAAAkLVsBfiwsDBJUt++fW+5rNVqlcViubOqAAAAAACAg2x9jVynTp30ww8/3HK5Xbt2qVOnTndcFAAAAAAAcJStI/BTpkzRiBEjNGHCBLVq1UrBwcEqVaqU0tPTFRcXp/379+ubb75R0aJF9e677+Z1zQAAAAAA3HOyFeDLlCmjpUuXaseOHVq+fLk++ugjJSUlSZK8vLxUv359DR48WI0aNcrLWgEAAAAAuGfl6GvkGjVqpEaNGslms+nSpUsym83y9vbOo9IAAAAAAECGHAX4DCaTScWLF8/tWgAAAAAAwA1k6yZ2AAAAAADAuQjwAAAAAAAYAAEeAAAAAAADyHGA//333yVJV69e1ZQpU7Rw4UKlpaXlemEAAAAAAOB/cnQTuzlz5mjBggXav3+/JkyYoN9//11ms1lnz57VqFGj8qpGAAAAAADueTk6Ar9x40YtW7ZMKSkp2rx5s6ZPn65PPvlEmzZtyqv6AAAAAACAcngEPi4uThUrVtQPP/ygIkWKqGLFipKkpKSkPCkOAAAAAAD8LUdH4EuVKqWffvpJX3zxherWrSvp76PyZcqUyZPiAAAAAADA33J0BL5fv34KCwuTp6enli9frh9++EEjRozQrFmz8qo+AAAAAACgHAb45s2bq1GjRpKkAgUKqGTJktq6datKliyZF7UBAAAAAID/L8dfI5eQkKDly5dr4sSJkqQDBw7kelEAAAAAAMBRjgL8gQMH9Mwzz+ibb77R6tWrdenSJfXv319r1qzJq/oAAAAAAIByGODfeecdDR8+XCtWrJCbm5vKlCmjDz74QAsXLsyr+gDAKby8vJxdAgAAAOAgRwH+yJEjCgkJkSSZTCZJ0pNPPqnY2NjcrwwA8kq69aazLRaLAgMDZbFY7mgcAAAAIDfl6CZ2xYsX1/Hjx1WhQgX7tOPHj8vHxyfXCwOAPGO2SGvCpPNHbn8MH3+p3YLcqwkAAAC4hRwF+Jdeekk9e/ZUr169lJaWpk2bNmnOnDkKDQ3Nq/oAIG+cPyKd+c3ZVQAAAADZlqMA37lzZ1ksFn3yySdKT0/X+++/r9DQUHXt2jWPygMAAAAAAFIOA7wkderUSZ06dcqLWgAAAAAAwA1kK8DPnj37lsv07dv3josBAAAAAABZy1aA37dv303nZ9yRHgAAAAAA5I1sBfhPP/00r+sAAAAAAAA3keNr4Pfu3avY2FjZbDZJUmpqqg4fPqw333wz14sDAAAAAAB/y1GAnzBhglasWKFChQpJkqxWqxISEvTkk0/mSXEAAAAAAOBvOQrwX3/9tZYuXaqkpCStX79ekyZN0uTJk5WYmJhX9QEAAAAAAOUwwCclJalatWo6d+6cDhw4IJPJpL59+6pFixZ5VR8AAAAAAJBkzsnCfn5+unDhgnx9fXX27FmlpqbK09NT8fHxeVUfAAAAAABQDo/AN2zYUF27dtUnn3yimjVrauTIkSpQoIAefvjhPCoPAAAAAABIOTwCP2jQIIWEhMjd3V2jR4/WpUuXFB0drQkTJuRVfQAAAAAAQDk8Au/u7q6wsDBJUpEiRbRgwYI8KQoAAAAAADjK9hH4n3/+Wdu2bZMkJSYmatiwYWrdurVmz56dZ8UBAAAAAIC/ZSvA79y5U926ddPhw4clSe+++65+/PFHhYaGasuWLfr000/ztEgAAAAAAO512Qrw8+fP1/jx49W7d2+lpaVp/fr1GjJkiF5++WVFRETo888/z+s6AQAAAAC4p2UrwB8+fFitWrWSJB06dEhJSUmqW7euJKlChQo6efJk3lUIAAAAAACyF+CtVqvc3P6+391vv/2mhx56SMWKFZMkJSUlyWzO0c3sAQAAAABADmUreT/88MP6z3/+I0navn27/ei79PfN7fgeeAAAAAAA8la2vkauU6dO6tOnjypWrKi9e/dq7dq1kqTPPvtMc+bMUa9evfK0SAAAAAAA7nXZCvDt2rWTh4eHfvnlF4WFhcnf31/S3ze3a9u2rTp16pSnRQIAAAAAcK/LVoCXpNatW6t169YO07Zv357rBQEAAAAAgMy4+xwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAA8jWTexmz559y2X69u17x8UAAAAAAICsZSvA79u376bzTSZTrhQDAAAAAACylq0A/+mnn+Z1HQAAAAAA4Cay/T3wGfbu3avY2FjZbDZJUmpqqg4fPqw333wz14sDAAAAAAB/y1GAnzBhglasWKFChQpJkqxWqxISEvTkk0/mSXEAACAfKVxS1nSrLGbLHQ+VW+MAAGAkOQrwX3/9tZYuXaqkpCStX79ekyZN0uTJk5WYmJhX9QEAgPzC01sWs0XDdw3X8SvHb3uYckXLKaJBRC4WBgCAMeQowCclJalatWo6d+6cDhw4IJPJpL59+6pFixZ5VR8AAMhnjl85roMXDzq7DAAADCdH3wPv5+enCxcuyNfXV2fPnlVqaqo8PT0VHx+fV/UBAAAAAADl8Ah8w4YN1bVrV33yySeqWbOmRo4cqQIFCujhhx/Oo/IAAAAAAICUwyPwgwYNUkhIiNzd3TV69GhdunRJ0dHRmjBhQl7VBwAAAAAAlMMj8Fu2bFFYWJgkqUiRIlqwYIEkaeXKlQoMDMyVgtavX68xY8Y4TEtNTZUk/f777xozZozWrFkjd3d3+/zhw4crNDRUkrRu3Tp9+OGHOnfunMqVK6e33npLwcHBuVIbAAAAAADOcssAn5SUpEuXLkmSRo4cqWrVqtm/A16Srl27poiICHuAvlNt2rRRmzZt7L/HxsaqXbt2GjJkiCQpKipK48eP1/PPP5/psfv27dP48eM1f/58ValSRcuWLVPv3r21fft2eXl55Up9AAAYkTXdJovZ5OwyAADAHbhlgI+Pj1fLli2VnJwsSWrSpIl9ns1mk8lk0lNPPZUnxdlsNg0ZMkSNGjVSSEiIUlJSdOTIEVWuXDnL5VetWqWWLVuqevXqkqSuXbtq5cqV2rRpk9q1a5cnNQIAYAQWs0n9V0QqOu72bjzbKMBXQ5pXzOWqAABATtwywPv6+mrLli1KSkpS69attXHjRof5BQoUkI+PT54U9+WXXyo6OloffvihJOnQoUNKS0vTzJkztX//fhUpUkTt2rVTWFiYzGazoqOjMwX18uXL69ChQ3lSHwAARhIdF68Dp6/e1mMf9S2Uy9UAAICcytY18CVKlJAk7d+/X2azWRcuXNCpU6fk6+ubZ+E9PT1dc+bMUa9evVS4cGFJf5+uX6tWLb3yyiuaPn26Dh48qPDwcJnNZoWFhSkhISHTqfKenp5KTEzM8fqtVmuubIczZWxDftiW/Ij+OI/FYsm1sejf3cV+c/ty83XvKngdZB/7juuiN66N/jiPq71v5fVrILvj5+gmdomJiRo6dKi2bdsmSTKZTKpbt67ee+893XfffTmv8ib27dunuLg4tW/f3j6tXr16qlevnv33KlWqqEuXLtq0aZPCwsLk5eVlP9U/Q3JysooVK5bj9UdFRd1+8S4mP21LfkR/7i4vL69cu+mmJB0+fFhJSUm5Nh6yh/0mZ3L7de8q2P9yjn3HddEb10Z/7i5XfN9ylfecHAX4adOmKTExUV999ZUefPBB/fXXX5o0aZKmTJmi8ePH52phmzdvVrNmzVSwYEH7tC1btuj8+fPq2LGjfVpKSoo8PT0lSRUqVNDRo0cdxomOjlaDBg1yvP6goCCX+9Qnp6xWq6KiovLFtuRH9Cd/CAgIcHYJ9xT2G/wT+1/2se+4Lnrj2ugPMuT1e07Ga+1WchTgt2/frjVr1thPqff399eUKVPUpk2bXA/w+/fvV+fOnR2m2Ww2vfPOOypbtqzq1KmjX3/9VUuWLNGIESMkSe3bt1d4eLieffZZVa9eXcuWLdOFCxfUrFmzHK/fYrHkm500P21LfkR/jI3eOQf7DST2v9vBvuO66I1roz9wlf7nKMAnJSWpSJEiDtPuu+8+paen52pRknTy5EmVLFnSYVqzZs00YsQIjR07VrGxsfLx8VG/fv0UEhIiSapbt67GjBljn1++fHnNnz9f3t7euV4fAAAAAAB3U44CfNWqVfX+++9r8ODBMplMstlsev/99xUUFJTrhUVGRmY5vWPHjg6n0P9bSEiIPdADAAAAAJBfZCvA79+/X9WrV9cbb7yhzp07a/369SpdurROnTolk8mkjz/+OK/rBAAAAADgnpatAP/aa6/pl19+UUBAgDZv3qytW7fqwoULKl26tBo2bGj/mjcAAAAAAJA3shXgbTab/e/e3t5q165dnhUEAAAAAAAyM2dnIZPJlNd1AAAAAACAm8jWEfikpCQ1bdr0psts3bo1VwoCAAAAAACZZSvAu7u7q2/fvnldCwAAAAAAuIFsBXg3Nzc9//zzeV0LAAAAAAC4gWxdA//Pm9gBAAAAAIC7L1sBvk2bNnldBwAAAAAAuIlsBfhx48bldR0AAAAAAOAmshXgAQAAAACAcxHgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAuGeA3bdqkwMBABQcH23+GDBkiSfrtt9/UoUMHBQcHq0mTJlq1apXDY9etW6dmzZqpWrVqatu2rSIjI52xCQAAAAAA5Co3ZxeQlaioKIWEhOidd95xmH7lyhX16NFDr7/+ukJDQ/XTTz8pPDxcAQEBqlKlivbt26fx48dr/vz5qlKlipYtW6bevXtr+/bt8vLyctLWAAAAAABw51zyCHxUVJQqV66cafq3334rb29vderUSW5ubqpbt65at26tZcuWSZJWrVqlli1bqnr16nJ3d1fXrl1VrFgxbdq06W5vAgAAAAAAucrlAnx6eroOHDigHTt2qHHjxmrQoIHeeustXblyRUePHpW/v7/D8uXLl9ehQ4ckSdHR0TedDwAAAACAUbncKfQXL15UYGCgmjdvrpkzZ+rSpUsaNmyYhgwZIl9f30ynwnt6eioxMVGSlJCQcNP5OWG1Wm9/I1xExjbkh23Jj+iP81gsllwbi/7dXew3ty83X/eugtdB9rHvuC5649roj/O42vtWXr8Gsju+ywV4Hx8f+ynxkuTl5aUhQ4bohRdeUNu2bZWcnOywfHJysgoVKmRfNqv5xYoVy3EdUVFRt1G9a8pP25If0Z+7y8vLS4GBgbk23uHDh5WUlJRr4yF72G9yJrdf966C/S/n2HdcF71xbfTn7nLF9y1Xec9xuQB/6NAhbdy4UW+88YZMJpMkKSUlRWazWVWqVNEnn3zisHx0dLQqVKggSapQoYKOHj2aaX6DBg1yXEdQUJDLfeqTU1arVVFRUfliW/Ij+pM/BAQEOLuEewr7Df6J/S/72HdcF71xbfQHGfL6PSfjtXYrLhfgvb29tWzZMhUtWlTdunVTXFycpkyZoueff17NmzfXtGnTtHjxYnXq1En79+/Xhg0b9OGHH0qS2rdvr/DwcD377LOqXr26li1bpgsXLqhZs2Y5rsNiseSbnTQ/bUt+RH+Mjd45B/sNJPa/28G+47rojWujP3CV/rtcgPfz89O8efM0ffp0zZkzRwUKFFDLli01ZMgQFShQQIsWLdLEiRM1c+ZMFS9eXG+++abq1KkjSapbt67GjBmjsWPHKjY2VuXLl9f8+fPl7e3t3I0CAAAAAOAOuVyAl6RatWppxYoVWc4LCgq64TxJCgkJUUhISF6VBgAAAACAU7jc18gBAAAAAIDMCPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAco013ebsEvItl7yJHQAAAADAmCxmk/qviFR0XPxtPb5RgK+GNK+Yy1XlDwR4AAAAAECuio6L14HTV2/rsY/6FsrlavIPTqEHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAC4HYVLyppuveNhcmMMAAAA3BvcnF0AABiSp7csZouG7xqu41eO39YQ5YqWU0SDiFwuDAAAAPkVAR4A7sDxK8d18OJBZ5cBAACAewCn0AMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAG4JIB/tChQ+rWrZtq1aqlevXqaejQobp48aIkacyYMapcubKCg4PtPytXrrQ/dt26dWrWrJmqVaumtm3bKjIy0lmbAQAAAABArnG5AJ+cnKywsDAFBwfr//7v/7Rx40ZdvnxZI0eOlCRFRUVp/PjxioyMtP+EhoZKkvbt26fx48crIiJCP/30k9q0aaPevXsrKSnJmZsEAAAAAMAdc7kAf/r0aVWsWFHh4eHy8PBQsWLFFBoaqp9++kkpKSk6cuSIKleunOVjV61apZYtW6p69epyd3dX165dVaxYMW3atOkubwUAAAAAALnLzdkF/Fu5cuW0YMECh2mbN29WpUqVdOjQIaWlpWnmzJnav3+/ihQponbt2iksLExms1nR0dFq166dw2PLly+vQ4cO5bgOq9V6R9vhCjK2IT9sS35Ef5zHYrE4uwQHvAayj/3m9rna6z438DrIPvYd10VvXBv9uT285+Td+C4X4P/JZrPpvffe0/bt27V06VKdP39etWrV0iuvvKLp06fr4MGDCg8Pl9lsVlhYmBISEuTl5eUwhqenpxITE3O87qioqNzaDKfLT9uSH9Gfu8vLy0uBgYHOLsPB4cOHudQnh9hvcsYVX/e5gX0n59h3XBe9cW30J/t4z8lbLhvg4+PjNWLECB04cEBLly5VQECAAgICVK9ePfsyVapUUZcuXbRp0yaFhYXJy8tLycnJDuMkJyerWLFiOV5/UFCQ4T85slqtioqKyhfbkh/RH2QICAhwdgmGwX6Df2LfyT72HddFb1wb/UGGvH7PyXit3YpLBvgTJ07otdde0wMPPKDVq1erePHikqQtW7bo/Pnz6tixo33ZlJQUeXp6SpIqVKigo0ePOowVHR2tBg0a5LgGi8WSb3bS/LQt+RH9Af3POfYbSOw7t4N9x3XRG9dGf+Aq/Xe5m9hduXJFXbp00eOPP66FCxfaw7v09yn177zzjn744QfZbDZFRkZqyZIl9rvQt2/fXhs2bNDevXuVmpqqxYsX68KFC2rWrJmzNgcAAAAAgFzhckfg165dq9OnT+vrr7/WN9984zAvMjJSI0aM0NixYxUbGysfHx/169dPISEhkqS6detqzJgx9vnly5fX/Pnz5e3t7YQtAQAAAAAg97hcgO/WrZu6det2w/kdO3Z0OIX+30JCQuyBHgAAAACA/MLlTqEHAAAAAACZEeABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAAABgAAR4AAAAAAAMgAAPAAAAAIABEOABAAAAADAAAjwAAAAAAAZAgAcAAAAAwAAI8AAAAAAAGAABHgAAAAAAAyDAAwAAQJJkTbe6xBgAgKy5ObsAAAAAuAaL2aLhu4br+JXjt/X4ckXLKaJBRC5XBQDIQIAHAACA3fErx3Xw4kFnlwEAyAKn0AMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AAAAAAAGQIAHAAAAAMAACPAAAAAAABgAAR4AAAAAAAMgwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgAQAAAAAwAAI8AADAPcDLy8vZJQAA7pCbswsAAADAHUq3SmbLDWdbLBYFBgbexYIAAHmBAA8AAGB0Zou0Jkw6f+T2xyj/lNR0dO7VBADIdQR4AACA/OD8EenMb7f/eB//3KsFAJAnuAYeAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAEQ4AEAAAAAMAACPAAAAAAABkCABwAAAADAAAjwAAAAAAAYAAEeAAAAAAADIMADAAAAAGAABHgAAAAAAAyAAA8AAAAAgAEQ4AEAAAAAMAACPAAAAAAABkCABwAAAGA41nSbS4wB3E1uzi4AAAAAAHLKYjap/4pIRcfF39bjy5csrPc7BudyVUDeIsADAAAAMKTouHgdOH3V2WUAdw2n0AMAAAAAYAAEeAAAAAC4AS8vL2eXANgR4AEAAADcc3wLF5DSrTddxmKxKDAwUBaL5cYL3WIMIDdxDTwAAACAe859Xm6S2SKtCZPOH7m9QXz8pXYLcrcw4CYI8AAAAADuXeePSGd+c3YVQLZwCj0AAAAAAAZAgAdgKNZ0m7NLAAAAAJwiX55Cf+HCBb311lv68ccfZbFY1KZNGw0bNkxubvlyc4F7isVsUv8VkYqOi7+txzcK8NWQ5hVzuSoAAAAg7+XLRDtgwACVKlVKu3fv1vnz59W7d28tXrxYYWFhzi4NQC6IjovXgdNXb+uxj/oWyuVqAADAPatwSVnTrbKYb3KX+mzKrXGQv+W7AP/XX3/pxx9/1K5du+Tl5aUyZcqoT58+mjJlCgEeAAAAQO7x9JbFbNHwXcN1/Mrx2x6mXNFyimgQkYuFIb/KdwH+6NGj8vb2VqlSpezTHn30UZ0+fVpXr17Vfffdd9PH22x/X1+bkpJy8+97NID09HR5enoqNTVVVivfT+lq6M/tsVgsesyvkArc5u75cAmvv59v30qSucDtF+JdTrJa5V/UXx4mj9ur5b6HZbVa6X8OsN/cPpfYd3Jhv5HYd7JisVj4d82g+Hft9rnSv2tucrujf9fc5Jav9h2X6I1kqH/XMsbPyKM3YrLdagmD+fLLLzVjxgzt2LHDPu3EiRNq1qyZdu7cKT8/v5s+PiUlRVFRUXlcJQAAAAAAjoKCguThceMPG/LdEfiCBQsqKSnJYVrG74UK3fraVzc3NwUFBclsNstkMuVJjQAAAAAAZLDZbEpPT7/ljdfzXYCvUKGCLl++rPPnz8vHx0eSdOzYMfn5+alIkSK3fLzZbL7pJx4AAAAAADhDvvse+IcffljVq1fXpEmTFB8fr5iYGH344Ydq3769s0sDAAAAAOC25btr4CXp/Pnzevvtt7Vv3z6ZzWY999xzGjx4sOFvSgcAAAAAuHflywAPAAAAAEB+k+9OoQcAAAAAID8iwAMAAAAAYAAEeAAAAAAADIAADwAAAACAARDgASCXpaenO7sEAAAA5EMEeOQaQkveOHr0qLNLQDZdvnxZSUlJMpvNslqtzi4HAGBQb7/9tnbv3u3sMgDDys9ftEaAR64xm806c+aMNm7c6OxS8o3JkyfzfBrIF198oa5duyoxMVHbt293djn3jLi4OP3222+6dOmSUlNTnV0O7lB+/k8XkB3Hjh3T119/rYCAAGeXAhiSzWaTyWTSpUuXdOHCBWeXk+sI8Mg1VqtVK1as0NatWyXxn7Dc0LdvXw0cOFAzZ87Unj17eE5d2OzZs1WhQgWZTCbVqVNH69evlySlpaU5ubL87a233tLw4cPVo0cPDR8+XH/99ZezS0IO/ftsFZPJJIn3kNy2c+dOLVu2TJ9//rmOHz/u7HJwEwkJCZzF5eI469T1xcfHKzw8XAcOHJCUv95T3JxdAPIPi8WiJ598Uj169NDPP/+sGjVqOLskw8r4R6ZQoUKKj4/Xl19+qV9//VUFChRQ9erV7f/BhWvo37+/0tPT1atXL82aNUvu7u66fv26JMnNzU1Wq1UWi8XJVeY/ffv21cWLFzVx4kQVKlRIcXFxKl++vLPLQg5k7Bvp6emaM2eOrl27psTERIWHh6tUqVLOLi/fGDBggM6dOydPT0+lpqaqdOnSKleunLPLwg24u7urVKlSKlSokKT/hUWzmeNuriDj360TJ07ou+++0yOPPKJKlSrxb5YLMZlMKly4sMqWLas5c+aodu3aKlCggLPLyjX8S4DblhEyExMT7dNq1Kihtm3bav369bp+/Xq++rTrbklLS5PJZJLJZNK1a9dUuHBhrV27VtevX9esWbO0f/9+nlcXEhsbq99//11NmzbV3Llz1bNnTy1YsEAJCQnq2rWrkpKS7AEFuefjjz/WlStX9Nlnn+mRRx5RyZIlValSJfv8P/74QxcvXnRihciOjH2jbdu2Onz4sNLS0nT8+HG1bt1a+/btk5S/jpo4w6BBgxQbG6tPPvlECxcu1Lx581SvXj1nl4V/2bZtm86cOSPp78uCChYsaJ9nNpsJ7y4iPT1dFotFhw4dUocOHbRlyxaNGDFCixcv5gwwJ8v4f9Y//7/VpUsXFS5cWIcOHco0z8j41wC3zWQyKTY2Vv369dOECRN08eJFpaenq1GjRoqMjFRSUpJMJhP/+coBq9UqNzc3paena8iQIerTp4/mzJmjokWLas6cOUpNTSXEuxCbzaZSpUqpVatWGj58uLZt26bGjRurSpUq6tGjh1JSUhQeHi5JOnHihFJSUpxccf4RExOjZ555RtL/LlMwmUxKT0/XH3/8oT59+tjfsOGaMvo2depUPfDAA5o5c6befPNNLV26VI0bN9bgwYMVHx/PGUd3YOfOnbp06ZI++eQT+9lAnp6e9vn79+/XF1984bwCIUnasWOHJk6cqLVr1+rq1atKT0/Xb7/9ptdff10DBw7UxIkTtXr1am3fvl1btmxRfHy8s0u+Z5nNZp0+fVp9+/ZVeHi4li9frlatWmn79u1asWKFYmJinF3iPctsNuvEiRNasmSJ/bT5cuXKKT09XcuWLbMvkx/kj63AXfXPT6/i4+NVq1Ytbd26Vb169dLYsWNVqVIllSxZUrNmzZIk/vOVTRmf6qanp+v555/XtWvX9Pjjj+v999/X1KlTdd9992nu3LlKT0/XpEmT9Ouvvzq75Htexmv79OnTevDBB3Xw4EHt2rVLFotFderUUZ8+fXT16lXVqVNHzz//vK5everkio3PZrMpISFBO3fulIeHh6S/L1PIYDab9cgjj+jy5cs6ceKEs8rETaxdu1bS//p24cIFBQcHS/rfGV1vvfWWLBYLd+G+Q6dPn5aXl5fc3d2Vmpoqi8Vi/2D9+vXrWrhwoX766Sdnl3nPa9SokUJDQ7Vjxw59/vnn+vPPP1WiRAnVrl1bycnJOnjwoBYtWqTXX39db775pi5fvuzsku9JGf//3bt3rypXrqzOnTvr3LlzSkhIUPXq1bV582Z9+umn2r9/v5Mrvbf884DWN998ozVr1ujVV1/VlClTFBMTo3HjxunEiRPau3evE6vMXVwDjxzJuO4nLi5OMTExKl68uHr27KnOnTtr9erV+r//+z+1adNGFSpU0IEDB3Tx4kUVL17cfjdI3JjZbJbNZtPYsWNVuXJlTZw4UfHx8Tp+/LgWLlyolJQUjRw5Uh988IGGDBmikiVLOrvke9a/r2nv1auXHn30UU2fPl09e/bU7Nmz1bRpU9WqVUsRERHau3ev6tSpIx8fHydWbXyxsbH260KrVaumPXv2qGnTpipevLikv/9zZbPZlJKSoooVK6pChQpOrhj/dujQIY0cOVKRkZEaP368JOnKlSvavn27XnvtNRUsWFBpaWkqWLCg/Pz82Gfu0IkTJ3T58mWZTCa5u7s7vBcXKFBARYsW5YNFJ5o0aZKioqK0fPly9ejRQ1arVVu2bFFCQoIaNmyoHj16KD09XWazWYmJiYqPj5fZbGa/uMsyepDx57Vr15Samqrk5GR1795dTzzxhIYPH67OnTvr22+/VXp6uqpXr+7ssu8JGf8fi4+PV8GCBdWjRw9169ZN3333nRYvXqx9+/apYMGCKlKkiE6cOKE6derY+2hkxq4ed5XNZnO47mfs2LFq27atVq1aJS8vL3Xq1Enz5s3T0KFDVbZsWUVFRenLL7+UxFH4m9m0aZOOHTsm6e/n6dSpU6pbt64kafz48QoMDNS0adO0ZMkSjRgxQhcuXNDcuXNVunRpZ5Z9z0pLS7OfKbFq1SrNnz9fv/zyi65du6ZBgwapa9eu6tu3r7Zt2yYPDw+VL19eL7/8MjdXu0Ndu3bVZ599Zv+9cuXK+vnnn7Vt2zZduXJF0t/7j8Vi0dq1a3X+/Hk9+OCDzioXWUhPT1fFihU1b948ff3115owYYIk6bXXXlNCQoJGjx4t6e8j82vXrlVcXJzKlCnjzJIN6auvvtLq1au1c+dOBQcH6+rVq9q8ebOkv/eRf34zhpubm6pUqeKsUu95zz//vGJiYtSnTx9JUu/evfX000/r8uXLOnPmjGJjY+1Bo0CBAipZsiTh/S7LCHsXLlxQ165ddfbsWb344osaP3681qxZoxIlSmj48OGSpOLFi6tr164aOXKkk6u+N2TkksOHD6t79+7q1KmTxowZo0uXLqlFixaaNWuWhg8frsKFCysyMlIzZsxQTEyM4cO7xBF4ZFPGJ1yXLl3S0KFD9dprr6lu3br67rvv7Kc6tm3bVpLUunVrtWzZUrVr19by5csVEhKiYsWKEeKz8NNPP2nq1Klq3ry52rdvr7Jly6ps2bKqXLmy3n33XR06dEgTJ07UyZMn9cgjj+jMmTMqWLAgz6WT2Gw2+z0K2rVrp9KlS+vatWtKS0vTggULtGzZMg0bNkxubm7q06ePPvroIzVo0MDZZRteeHi4EhMTNXDgQPu0bt266ffff9f06dN19OhRtWrVSunp6dq3b58WLlyojz/+mDsCu5B/nrXy/fffKygoSEuXLpUkvfnmm+revbsWLFig2rVrq3Llyvrzzz81a9Ys+fn5ObNsw+nTp4/OnDmjhIQEeXp6qmbNmipUqJBWr14tT09PNWzY0H7pwmeffaadO3dqyZIlTq763pSenq7HHntMixcvVteuXdWrVy/NnTtXr776qsxmszZu3KgNGzaoVatW8vPz45tMnCDj360///xTO3bs0C+//KLBgwfr3Xff1QMPPCCbzabU1FQdO3ZM8+fP1/9r777Dory2vo9/h2Eoioo9URTshdix9xJLjBGjaGwYsaEUe+9dQUXEgqhYEI+i2BU1GjXGdiQWNIpYUMFCkaKD1Jl5//BlHonJkzznqAOyPteVKziNNcDM3L977712bGwsAwcOzDFaLz6O7N9NTEwMAwYMYNCgQaSnp3P79m3mzJnD7NmzKV26NKVLl8bOzo5///vf7N27l0uXLlGuXLk8//tR6KQTlviHoqKi2LVrF3FxcSxduhSAtLQ0tm3bhpeXF4sXL8be3l5/++vXrzN//nz8/PwoXry4garOvbLfPPbs2cOBAwewtbVl5MiRFClShKysLEaPHs0PP/xAy5Yt2bJlCw8ePGDs2LH66cLCcKZNm0ZKSgre3t5otVqioqKYP38+r1+/ZsuWLSgUCjZu3EiXLl2oVKmSocvN00aOHElCQgK7du3SX5aUlISlpSUAq1at4sqVK9y4cYOaNWtSuHBhxo0bR/Xq1Q1UsfgrWq0WBwcHKlWqRI8ePXjw4AHe3t5069aNWbNmkZqayuHDh7GyssLa2poyZcoYuuQ8ZdSoUbx8+ZJdu3bx6tUrxo8fT7ly5ejRowezZ88GwNbWljJlypCQkEBISAjr16/PsXuDMIyIiAh+/PFHvvrqK/z8/ADw8/Njz5499O7dm8GDB0uAN5B79+4xcOBABgwYwMuXL4mOjubFixf4+fnx9OlT5s+fj1KpxNjYmMDAQFQqVZ4Ph3nF48ePuXr1KrGxsYwYMQKAn376iV27dmFubs7MmTNzLDddsmQJcXFxLF++3FAlfzAyAi/+sZiYGHbu3ImRkRHXr1+nbt26mJmZ6c82TpkyhaJFi9K6dWu0Wi1hYWE8ePDgs9my4UN69809KiqK1NRUAgIC0Ol09O7dG2trax49ekRQUBBnz57lwIEDBAQESHjPBTIyMoiLi6NPnz76y6ytrRkyZAizZ8/m8ePHVK9eHRcXF5kp8V9yc3MjKSkpR3iPjo7G0dERDw8P7OzscHd3JzU1lWfPnulHa7P3Tha5y2+//YZGo8HDwwOApk2bUrduXQYOHIipqSmTJ0/GwcHBwFXmTa6urjleK4ULF6Zx48aEh4dTq1Ytli5dyq+//srPP/9MXFwcFStWZNu2bbIX/Ce2bt06SpcuTeHChalQoQIlS5bExMSEqlWrEhQUhKOjI2PGjGHlypUMHz4cExMT2rdvL+HdQDQaDevWrcPe3h5XV1fg7WeQj48P7u7ubN68mW3bthEbG0vFihVRKpVkZWXlaKwqPp6AgAC2b99Op06d9MfVX3/9NRqNhn379jF+/HhWrVpF0aJFgbfH3rGxsaSnp+f5PeHlL0z8pezpKWlpaRgZGWFnZ4e/vz9jx45l7969FCpUiEqVKmFubk6/fv0oWbKkfm/Z7NsHBwdTsmRJAz+T3Ce7Yd13331H1apVmTt3LufPn+fcuXPs2bMHV1dXpk6dyvbt24mNjSUgIEBGFA3kjw3rTExMUKvV/PLLL3To0EF/IqZGjRo59u2V8P7fmTdvHr/++isnTpzQXxYVFcXAgQNxcHDAzs5O35DLxMREZjrkQn9sXpqZmUlKSoq+uWlWVhbVq1encePGbN68GY1GI2tH/wPTp08nNDT0vdfKjh079NtYVqlShSpVqjB48GBDlZnvnThxAm9vb/2e7hUqVODFixeUKlWKChUq8MUXX9C+fXsCAgIYO3YsXl5e/Pjjj4YuO19TKBQkJyfrG9JpNBqsrKz45ptvGDFiBEOHDmX58uX6hqnZWwGLj+OPMxtmzJiBkZERQUFB3Lx5kzp16gDQuXNn0tLSCA8Pp0iRIgDExsaiVCqZPn16ng/vIAFe/IXs0BIREcGqVatITEzEycmJ9u3b4+HhwaRJk4C3jaUqVqxIgQIF6N69O4D+7GPNmjUN+RRyvZs3b1KoUCH9VB5bW1vKly/P2rVr0Wg0jBw5El9fXzmba0DZP3udTqefptWlSxfatWvHL7/8QlBQEPb29piYmHDkyBGysrJkd4APpEaNGvz8888EBwfz448/kpyczIABA+jdu7c+lCgUCo4ePYpOp6Nr164Grli86933rdTUVMzNzalZsyapqamsXbuWGTNm6K+vUqUK9evXp0OHDoYsOc+yt7fn4sWLhISE0KdPH2JjYxkwYAAODg707NkTeHsyRafT6Q9+ZWeYT69jx45MnDiR48eP07RpUzp16kRcXBzR0dFEREQQERGBSqVCpVJx9uxZ/a4b4tP5Y0A0MjLiiy++IDg4mO7du2NhYQFA7dq1adOmDUqlkjlz5rB8+XIKFy4sMyU+ouxc8vz5cyIjI4mOjqZ9+/aMHz+ezMxMnJyc2LRpE3Xr1gXIsaRXp9NRqlQpxo4dq99+Nq+TVCDek93VMSIigv79+9OrVy80Gg0TJkxgzpw5dO/eHQ8PD6ZOnUpSUhJTpkzJsVZRwuaf++MBk0aj4ebNm1y7dk2/B3Lnzp356aefCAoKolChQowYMeKzebPJa7RaLcbGxmg0GgYOHEh6ejoqlYoOHTrg6OhIdHQ0hw4dwtfXl8aNG/PLL7/g5+cnyxz+S1u2bGHQoEE4ODigUChYvXo18fHxHD9+nAEDBujXuQEEBgaydOlS9u3bZ8CKxR9lv3a0Wi1z587l2bNnNGvWjMGDB7N48WLc3NxISEigSZMmxMfHs337dg4ePCgd5/9DDRs2xMPDg8mTJxMTE8OePXvo37+//rWSHUre/fyR8P7pbN++nadPn6JWqxk/fjwxMTFcuXKFUqVK0atXrxyjgRqNhpiYGMzMzOSz5BN7tylaTEwM8fHxtG3blj59+uDj48OECROYPn06xYoVY9myZRgbG9O/f3+WLl3Ko0ePZDeHj0ir1ep3wXJxcaFy5cqEh4ezZcsWBgwYwNixY9FoNPptfBs2bJjj/tnvd5/T8bQ0sRN/KikpCVdXV7p3746DgwPh4eFMmjSJqKgoZs+ejb29PaGhoWzbto2VK1dKs46/8cdR9MzMTHQ6Ha6urlSqVIn+/fvrt7zy9vYmKiqKiRMnytl3A9PpdAwaNIjKlSszbdo0jI2NCQsLIzExERsbG/1U+rJly1K3bl3Kly9v6JLztLt37zJy5EiqVKmCr68vCoWC4OBgPDw8qFKlCps3b0alUgFvD4p9fHzw9/eXJly5SHZY1Ol0ODg4YGFhQaVKlQgMDGTw4MG4uLjw6NEjli5diomJCUqlkrFjx1KjRg1Dl57nhYaGMnToUBo2bMiGDRuA90cUxac1atQoEhISqFWrFjExMTg6OmJnZ4eHhwe//fYbXbp0oWfPnhQqVEhmRRhQ9s8+PDyc0aNHU7p0aeLj4zE2Nsbd3Z3MzEz27dvHlStXqFq1KhkZGezduxeFQkGfPn2YMmWKfiBGfBzx8fE4Ojry448/0rt3bwCWLl3K+fPnmTBhAq1atcLZ2ZnMzEw2bdpk4Go/Pgnw4k/FxsYydOhQNm/ejLm5OW5ubvTt25cLFy5w6NAh+vXrh7OzM+bm5oAcJPxvsn82Wq2WiRMnkp6eTrly5XBxceH8+fNs3LiRMmXKULduXVJSUti+fTtBQUESBnOBqKgoZsyYwYIFCzAxMWHmzJncv3+flJQUypQpo/8AFx9GRkYGFy9eZO3atVhaWupD/P79+/H29qZHjx64uLiwZ88eli9fzubNmyW851Lbtm3jwYMHzJ07F4BLly7h5OSEo6MjU6ZM0R8wfw7NhHKTq1evMmnSJAYNGkTXrl1lFNeAJk6cyJMnT3I04UxPTyclJYW0tDR8fX2Jjo6mbdu22NvbU6hQIQNWK16+fMngwYPp27cvffv2RafTUaNGDebMmUPv3r0xMjIiLCyMAgUKUL58eUxMTAgMDGTr1q1s375dls99ZGFhYSxcuBB/f39MTU31g2LDhw8nPT2drVu3Avknj8hcZwG8/wf/+vVr7OzsMDIyYtiwYZQrV44OHTqQlJTE2bNnSUhIyHHQlR9eLP+Jd9dQd+/enfLly1O8eHHCwsKYPn06S5YsoWjRopw4cYKQkBCsrKzw9/eX8G4gf3wdFCtWDKVSyffff0+1atXQarXs3LmTpKQkZs2aRUxMjOxT/QFkn0c2MTGhWbNm6HQ6fHx89Psi29vbk5mZyfr167l8+TL379+X8J6L+fr6EhwcTLVq1YC3v98mTZqwfv16XFxcSElJYfLkyVhYWHxWUxpzg/r167NkyRKmTZtGamoqffr00TdxEp9OeHg4z58/Z+PGjcDbLXfv3r3LzJkzSU5OxszMjN69e2NqasqOHTtQqVT06dNHTggbUFxcHGZmZvTt25eMjAwGDBhAr169aNiwIaNHj2bFihV89dVXREZGMnDgQKytrfn111/ZsGGDhPcPLCUlBR8fH2JjY3nz5g2LFi0iISGBqKgo0tPTKViwIG/evKFAgQK0adOGf//73/r7Zg+Yfe65RAK8yLHu5/79+5iZmVGtWjVmzZrFo0ePUKlU+s7Aly5dYuDAgQwaNAiFQiFTvv5G9jrQ8+fP06JFCyZPngzAyZMnCQwMZMqUKcyePZtGjRqRlpaGUqnUTxEWn9a7J1sePXrEq1evsLW1ZcyYMURHR1OoUCEaN26sb1iX/SEi/jvZHcmzqVQqWrZsibGxMT4+PgwbNowNGzbg4OCAVqvFz8+PrVu3yq4MucgfD5Zat27Nw4cPuXnzJiEhIXTp0gWAli1b4u3tzZQpUxgzZgwWFhby+fER2NnZMXfuXBYvXpxju0vx6WRlZfHmzRuSkpJ4+PAhv/76K35+fnTo0IFevXrx73//m/379xMYGEjBggVp0aKFvBY+oT8LiGq1mpSUFF6+fMnw4cMpV64cCxYs4OTJk8TFxWFsbIxCoaBSpUp06dKFUqVK4erqKgMuH5haraZnz57UqVOHqlWr8urVK169ekWbNm0oWrQo06dPZ926dfpdfy5cuEDx4sVzPMbnHt5BptDne9kB/M6dOwwbNoySJUuSkpKCSqVi+fLllChRgo4dOzJw4EDu3r1LVFQUBw4c0AfT/PAi+W/5+fmxYsUKmjZtiq+vr37mwrFjx9i7dy8ZGRl4enrKdnsG9O4yhyFDhpCWlkZUVBSWlpZMnDiR1q1b8+DBAwICAjAxMWHfvn1s2bJFRoD/S+PGjePMmTM0adIEnU6Hra0tNjY2lCpVijJlyhAaGkpAQAAVKlTA09MThUKBWq3WdwIWhvduf4/o6GgArKysiI+PZ+nSpSQkJNCrVy99iAf0Iyfi48ru/i8+vadPn/L9999TpkwZEhISKFu2LF27dqV///7A2xOX7u7u+Pv7yyyUT+zdgFixYkVevXpFr169qFixIt999x0RERH07t2befPmAeDq6oq5uTmenp4Grvzzl56eTr9+/ahVqxZz5szRXx4TE0NcXBx37txh6dKlVKpUiSpVqpCUlMSjR4/Yt29fvhv8khH4fCw7vCcnJ7NhwwaGDx+Oo6MjN2/eJCAggCFDhnD8+HGcnZ25ffs2FhYW7N+/X9+ZW7bL+HN//NkMHz6c2NhYdu/ezd27d/WdSjt37kxGRgYnT55Eo9EYqlwB+qZbgwcPxsrKiokTJ6JUKpk7dy7z5s3D09MTjUbDmzdvMDY25l//+heVK1c2dNl5Xo8ePTh69Cjp6ekUKFCAGzdusHv3blJTUylatCjx8fEULFiQ33//HVNTUxYuXCizHnKRd7vNZ+9XHR0dzVdffUX//v0ZP348K1asYN++faSnp+u39ZFQ+WnIz9lwypYty44dOzh16hQVK1akXLly+iUlAMHBwahUKjIyMiTAf0Lp6ekMGjSIpk2bvhcQw8PDcXJyYtWqVbx48YI1a9YQHh7OkydPCA4OBmT7xY/t6tWrFC1aVP+7efXqFUeOHGH16tUoFApMTU1xcXHh2bNnGBsb8+WXX7Jy5UqMjY3z3ZbLMgKfz718+ZJhw4ahUqlYsWIFZcuWBd6+mU2ZMoXmzZszdOjQHI2G8tuL5P8i+2ej1Wo5fvw4WVlZdOvWDYAJEyZw5swZNm7cqN+nEpARRQN692TL/fv3mT59On5+fjnWjA4ZMgRA39VUPsA/rIsXL+Li4sLKlStp1aoVqampZGVlERkZyYMHD0hKSuLWrVuMGjWKSpUqGbpc8Qc6nQ5HR0dKlCiBl5cXYWFhuLm5Ua9ePVauXEl0dDSLFi3C2NiYRYsWyXudyJdev35NoUKFyMjIYMeOHfj4+BAYGChLgT6xixcvsmnTJn1vguyAuGbNGuBtH5YBAwbw7NkzTE1NKVCgACNGjMiXAdEQfvrpJ3x9ffH29ub333/n9OnTHD58GHd3d77++mv279/PuXPn2LFjB2ZmZvr75cdBRflLzIfeDSAajQZra2tCQkJITk6mbNmyZGZmUrp0aYoXL05MTAyAPrzrdDp5A/sLGo1GH9579OiBQqHg6dOnHDhwgI0bN7Js2TImTJiAs7Mzq1evxs7ODkAOaA0k+w1fq9USHR1NUlISkZGR+uuzp/l27tyZI0eOSHD/SJo2bYqXlxdubm54eHjQtm1bzM3NqV27tuyrmwup1WrMzMz0nwOxsbEolUq8vLwACAoKolSpUkyePBk/Pz8cHR0ZM2YMRYoUkfc6kS89f/6c7t27U6ZMGUqXLs2jR48ICAiQ8G4AarWaxMREoqOj/zIgHj58+E8Dohz7fnxVqlQhKiqKQYMG6f+9detWGjRoAEDXrl2JjIx8b/lufgvvALKAOZ/RaDQoFApevXpFTEwMpUqVYtGiRbRr1w53d3fi4uL060gyMjKwtLTMcX8JMH9NqVSi0+kYOnQotWrVIigoiNGjR3Px4kWGDRsGwLJly7Czs9NvJycMQ6vV6sN79+7dCQ4OpkGDBhQpUoQFCxYA6NfoRkdHY2lpSVZWFiCvgY+hdevWrFq1ismTJ3P27Fm0Wm2O62WiWO7h7+9PfHw8Op2Op0+fkpaWxo0bN7h37x6zZs3ixo0b7Nixg4cPH7J7926USiVVq1aldOnShi5dCIMoXrw4ixYtok2bNnz33Xf4+/tTs2ZNQ5eVL70bED08PEhKSmLr1q0MHz6cChUq0LVrV6ysrCQgGoiNjQ179uzBzc2N1atXM2/ePH14h7c7nBQoUECWnSBT6POV7BHE8PBw3N3dsbCwoFixYmzcuJG0tDQmTZrEhQsXaNeuHRYWFvo93/NbY4j/lE6nIywsjGXLlhEQEADAggULMDIy4ujRo9SvX18/hTQ2Nla2HTEwnU6Hr68vt2/fxsfHB3i7O4CHhwflypWjY8eOvHjxgu3bt8toySdy9uxZxo8fz7x58+jcubM0ycxlsrKy6NGjB0ZGRigUCgYOHIi9vT0TJkzg7t27KBQKjhw5AsCGDRu4dOkSPj4+0rBOCJFrPHnyhKtXr1KtWjWKFy+e41hs3LhxmJiYsGTJEgNWKLJFR0djZWVFQkICCxcuJDw8nP3796NSqfL9rEg5Osonsv/QExMTmTx5Mt999x3Dhg0jOjqaH374ATMzMzw9PWnTpg0HDx6kfPnyHDt2DJVKpR95FO9LTU0lOTkZeDsyGxkZSUZGBgCTJk0iMjKScePG0bJlS06cOIGzszMZGRkS3g3k3fOVhw8fZu/evdy5c4e4uDgAmjdvjpeXFwqFglOnTvHkyRNZp/gJtW7dmiVLlrB48WJSU1MNXY54R/byqX379vHw4UOePHlCq1atUCqVtGvXDqVSSb169Th8+DBr1qxh48aNTJgwQcK7ECJXKV++PPb29tSoUUN/vJaQkMD48eO5e/cu8+fPB2Tml6GFhYXRoUMHOnXqpJ8hnB3es2cT52cyAp8PZK/1TU5OJjExkR07djBt2jQ0Gg0PHz7E3d2dIkWKsHPnTtLT05k0aRIXL17k0KFDlC5dOl82h/gnZs2axZMnT0hISOD777/Xd2EODw9HrVYzf/58du7cibm5OR4eHlSpUoWGDRtiZWVl2MLzqT82oMnIyODo0aNs2bKFBg0a4OLikmM/coDMzEyZgWIAKSkp0m0+F8neZlGj0XD//n127drF9evX0Wg0rFixgkqVKnHy5EmuXbvGjRs3sLGxYeDAgTm6bgshRG4SFhZG7969sba2pmTJkhgZGbFp0yZ9QJTjXsPKzMzk+vXrPH36lC+//BI7OzuUSqU0E/z/JMB/5t6dNj98+HCMjY2JjY3lwIEDVKpUCa1Wy7179xg/fjwZGRmcOHGC+Ph4FixYwLFjxzh58qQEzj8xcuRIEhMTGTp0KOHh4ezevRsfHx99060TJ06wcuVK9uzZw+7du/Hz82Pnzp2UK1fOwJXnT+82rHN3dychIQFzc3N8fHzYtWsXZ8+epXr16jg7O2NpaakPLPl9ipYQ2QdLOp1O3w+iUKFCAPodNnx8fLCxsdGfeMl+/QghRG4lATHvkc+W/yEB/jOW/Yf+8uVLhgwZgr29PZaWlhw6dAgjIyOmTp1KxYoV0Wq13L59m82bN7Ns2TIUCgWxsbEsX76cESNGULFiRUM/lVzFzc2NuLg4du7cCUBycjKurq44OTkBYGtri1KppFu3bpQqVYqXL1/i6+uLra2tIcvOt94N4z179sTa2pqBAwfy5s0bWrRoQVpaGgEBAVy8eBErKyvGjx+fYxs5IfKr7BNY2fu8JyYm6te+Ozg4APDdd99hZGSEnZ0db968Yfbs2ZiYmMiJLyFEniMBUeQVEuA/c8+fP+fgwYNERkbqm3KcPn2aoKAgsrKymD59OjY2NjlGGrO/lilE73N1dSUsLIxffvlFf1lUVBRff/01DRs25MqVK9SqVYsVK1ZQoEABIiMjKVeunHRgNpB3/4bPnDnDli1b2LJli/56tVrNgQMHaNu2LSEhIVy5coWFCxdSvHhxA1UsRO7w7ijUjz/+SIkSJejWrRsXLlzg+PHjuLi46EO8u7s7L1++ZObMmdIvQgghhPjIZI7IZ+727dsEBQWRkpJCaGgodnZ2tG3bFoDg4GAmTJiAj48PX375pf4+2UFewvv7HBwcOH/+POfOnaNly5Y8e/aMfv36MXLkSEaPHk10dDSdO3fm3Llz9OvXT4KgAXl6elKzZk26du0KvF1X/fDhQ2JiYihdujQ6nQ4LCwuOHDnCy5cvcXd3p2fPnu9tnShEfmRsbIxWq2Xr1q1UrlyZGTNmAFC9enUKFCjA6tWrUSgU9OrVi1WrVvHmzRtpWCeEEEJ8AjJP5DOTvX9y9sSK9u3b4+npSZkyZTh48CC3bt0CoG3btnTt2pUmTZrI6PD/QevWrfH29sbd3Z2dO3cyYMAA+vbty+jRo9FoNFhZWdGiRQsJgQaWlZVFjRo1+Oabbzh69CgZGRlUqVKFkiVLcvHiRd68eaM/UVWlShX9rgDyexP5nbOzMzdv3gTg/v37LF26lJ07d3L79m0ASpcuTZ8+fXBwcGDBggUcPHgQQMK7EEII8YlIgP+MaDQajIyMePjwIT4+PowZMwZ/f3/KlCnDnDlz9KPx2QdiXbp0YcKECRgZGemDv/h7rVq1wtvbmzlz5lCnTh1GjRoFvJ2x8K9//Ys7d+7om9mJT2/Tpk2EhYXx7bffEhISgre3N1u3bqVq1ao0btyYTZs2sX37di5fvkxgYCDHjx+nUaNGhi5biFyhdevW1KpVi7CwMKpWrUpwcDDGxsbs2rWLpKQkAL744gt69OjBqFGj5L1OCCGE+MQkwH9GlEolERER9OvXj8zMTExMTPjtt98YOnQoFhYWTJs2jYiICDZs2EBkZGSO+0rTjv+bVq1a4e/vz9mzZzl58iQAO3bsYOXKlaxdu1Y69xvI/v378fT0ZNu2bYSGhtKhQwe6devG6dOn2bJlC5MmTcLe3p5Lly6xaNEiTp48ib+/vzRqFPne1q1b0el09O3bl927d9O7d29OnTqFra0t/v7+BAcHs2LFCpKTkwEoW7YsTk5O2NjYGLZwIYQQIp+RJnafkbS0NMaMGUODBg0YNmwYABEREfj7+5OUlISvry9Hjx7l0qVLzJkzR0L7B3D27FkmTZpE69atOXfuHBs3bpRu8wb066+/4ubmRtWqValYsSI//PADtra2rFu3jvPnz9OxY0cGDx6MQqEgISEBU1NT2W9c5Ht3795l5MiRVKtWjXXr1gGwZMkSAgMD8fLyokOHDly9epUhQ4bQrl07Zs+eTeHChQ1ctRBCCJE/SYL7jGRkZPDixQsqVaqkv6xq1aq0bNmSmzdv8vTpU7755hvmzZsn0+Y/kNatW7N06VIOHjyIv7+/hHcDa9GiBd27d8fExITo6Gg2btzI7du3cXZ2pnnz5pw+fRovLy8yMjIoVqyYhHchgAoVKjB79mxevnyJs7MzAFOmTKFv376MGTOGkydPUr9+fdavX8+lS5dIT083cMVCCCFE/iUBPo9KT0/nxo0b7Nmzh9DQUDIzM1GpVFhaWnL79m3evHmjv22TJk0oX778ew3uZAT+w2jTpg3Xrl2jRo0ahi4lX8vMzATenlSpX78+U6ZM4dWrV6xfv547d+4wcuRIatWqxd27d1Gr1QauVgjD0+l06HQ6TExMaNasGaNGjSIuLk4f4qdNm0a/fv2YOHEiISEhNGrUiFOnTlGyZEkDVy6EEELkX5Lg8iC1Wo2joyO+vr6sXLmSAwcO8PTpU8zNzalbty7Hjx/n2LFjPH36FHg7FdLU1FS/Lju7+7b4cMzNzQ1dQr50+fJlEhISAFCpVADUqlWLw4cPEx0dzcKFC1Gr1WzatImbN28ybtw4Fi9eTLFixQxZthAGl5CQgEKh0H8eqFQqWrZsydixY0lMTGT48OHA2xD/7bffMn/+fFJSUjA1NTVk2UIIIUS+J2vg85iUlBQcHBxo1qwZ06dPJyUlRT8dOJuHhwdXrlwhKioKW1tbkpKS2LlzJyqVCq1WKyPv4rPg7OzMmTNnaNOmDWXKlGHMmDEYGxtToEABjh8/zqlTp/Dw8OD3339n5syZVK5cmfnz50sAEfneuHHjOHPmDE2aNEGn02Fra4uNjQ2lSpWiTJkyhIaGsm3bNipXroyHhwcA8fHxlChRwsCVCyGEEEICfB6i0+nw8vIiKSmJefPm/eltTp48SZs2bXj8+DGRkZFYWFjQsGFDlEolWVlZGBsbf+Kqhfg4Lly4gJOTE19//TUxMTFkZGTQsGFDunXrhqWlJXPnzmXSpElUq1aNO3fuULhwYcqWLWvosoUwuHPnzjFs2DCaN29OgQIFSEtLIyIigtTUVIoWLUp8fDwFCxYkNjaWXr16sWDBAkOXLIQQQoj/TwJ8HuPq6kqrVq3o3bt3jtF0nU7Ho0ePGDBgAMuWLaNp06Y57qfRaFAqlYYoWYiP5sKFC7i5ueHt7U10dDT37t1j7969ODs7s3fvXipXrsyyZctkiYMQf3Dx4kVcXFxYuXIlrVq1IjU1laysLCIjI3nw4AFJSUncunWLUaNG5WiMKoQQQgjDkuHYPEKj0fD69Wvu3btHr169gP9pRgdv17UXLVqUjIwMkpKS3ru/hHfxOWrWrBnLly9n3LhxLFq0iB9++IF27dpx+vRpAO7fv49GozFwlULkPk2bNsXLyws3Nzc8PDxo27Yt5ubm1K5dm9q1axu6PCGEEEL8BRmBz2NcXV1JSkpizZo1FClSRB9OlEolarWa0aNHM378eGrWrGngSoX4dM6ePYu7uzuenp507NgRjUZDcnIyKSkplCtXztDlCZFrnT17ltGjR+Pp6Un79u1z9EjR6XTS9FQIIYTIZaSbWR7ToUMH1Go1vr6+JCUloVQq9aPrCxYsIDMzk+rVqxu4SiE+rdatW7Nq1SqmTp3KkSNH0Gq1FCtWTMK7EH+jdevWeHt7M3XqVI4dO6bfbhRkxxIhhBAiN5IR+DxGq9Xi6enJpUuXMDMzY8iQIcTHxxMaGsr9+/fZvXu3dJsX+dbJkyeZO3cux44do2DBgoYuR4g8Q147QgghRN4gAT6XenfqYvbX2aFcq9Vy7Ngxjh8/zu3bt6lUqRLW1tZMnDgRY2Nj6TYv8rWUlBQJIEL8B+S1I4QQQuR+EuBzmaysLNLT03nw4AHW1tYolUosLCz0XeT/OLKelJSEpaWl/t/SbV4IIYQQQgghPk8S4HMRtVrNrFmzSEhI4NatW1haWmJtba3fy/rdcJ49Kv9nlwkhhBBCCCGE+PzIIulcQq1W8/3331O4cGHGjBnDyZMnGTZsGACOjo5ERESgVCr1W8dlB/V3R9slvAshhBBCCCHE50tG4HOBjIwMRowYQZkyZVi4cGGO627duoWHhwempqZ4eXlhYWFhoCqFEEIIIYQQQhiSjMDnAi9evMDIyIiRI0cCb9exZ59X+eqrr+jQoQMPHjxAzrUIIYQQQgghRP4lAT4XePjwIbdv38bc3Bx4Oy1eoVDoA3unTp1ITEwkKipKQrwQQgghhBBC5FMS4HMBlUqlD+3wdgQe3u75DvDkyRPq1KmDjY2NrHMXQgghhBBCiHxKAnwu0Lx5cwoWLMikSZOA/2lMl/3/oKAgSpcurR+hF0IIIYQQQgiR/0gTu0/szZs37N69m3v37lG8eHHKly9Pz549CQkJwdPTk/Lly+sb2WVlZbFq1SoiIiLYu3cvKpVKtooTQgghhBBCiHxKAvwnpFarcXBwwMbGBjMzM169esXVq1fp1q0bkyZN4ty5c6xcuZLXr1+TmZlJvXr1UKlUrFy5EpVKlWPPdyGEEEIIIYQQ+YuxoQvIL7L3eW/WrBlz5szRX3b27FlmzJiBQqFg7ty5dOnShd9++42srCysra0pXbo0CoWCrKwsjI3l1yWEEEIIIYQQ+ZUkwk8ge+S9VatWzJgxA3jboM7CwoJOnTqh1WqZM2cOdnZ2dOvWjQYNGuS4v1arlfAuhBBCCCGEEPmcpMJPYPHixURGRhISEgKQYzTd2NiYNm3aULNmTZ49e/an9zcykl6DQgghhBBCCJHfSTL8BEaNGoW1tTUDBw4kOTk5x2i6VqulUKFCFC5cmOTkZANWKYQQQgghhBAiN5MA/5FoNBqysrJ49eoVZcuWZevWrcTFxeHi4oJarQbejsRnj67rdDqqVatmyJKFEEIIIYQQQuRi0oX+I1Cr1UydOpXMzEwKFy6Mi4sL1tbWvHjxAkdHR0qVKsWaNWsoUqQIAFOmTOHRo0cEBgZKl3khhBBCCCGEEH9KRuA/sJSUFHr27EmJEiVo27YtoaGhpKWlkZWVxRdffMG2bduIi4vDzc0NgKlTp/L7778TEBCAUqlEo9EY+BkIIYQQQgghhMiNZAT+A9uwYQN37txhxYoVAHTq1IkKFSoQHx9Pu3btGDVqFC9evGDQoEE8fvyY6tWrs3v3blQqlWwVJ4QQQgghhBDiL0la/MBu3rxJsWLFAHBzc8PIyIjOnTvz/PlzvL29MTMzw8nJiU2bNuHv78/UqVMlvAshhBBCCCGE+FsyAv+BXblyhS+//BIrKytu3LiBra2tPphv2bKFM2fOsHr1aiwsLPT3kfAuhBBCCCGEEOLvSGr8wBo2bAhARkYGderU0X9tYmJC0aJFKViwYI7wDkh4F0IIIYQQQgjxt6SJ3UdiYmICQExMjP7ry5cvU7x4cUOWJYQQQgghhBAij5Kh348oIiICR0dHKlasiFKpRK1WExQUBLzd912hUBi4QiGEEEIIIYQQeYWsgf+INBoNoaGhhIeHY2lpSdeuXTE2Nkaj0ch+70IIIYQQQggh/k8kwH9iEt6FEEIIIYQQQvwnJMALIYQQQgghhBB5gDSxE0IIIYQQQggh8gAJ8EIIIYQQQgghRB4gAV4IIYQQQgghhMgDJMALIYQQQgghhBB5gAR4IYQQQgghhBAiD5AAL4QQQgghhBBC5AES4IUQQohcLDIyksmTJ9OqVSvq1atHhw4dWLZsGSkpKYYujXbt2rF3797/6L7VqlWjdu3a1KtXj7p169KwYUNGjhzJ8+fPP3CVfy06Oppq1aoRHR39yb6nEEII8d+QAC+EEELkUlevXqVHjx6ULVuW/fv3c+3aNTZs2MCNGzdwcnJCo9EYusT/yoYNG7h27RrXr1/n9OnT6HQ6Jk6caOiyhBBCiFxLArwQQgiRS82aNQt7e3vc3d0pVqwYABUqVMDLy4vixYsTFRUFwNOnTxkzZgxNmzalefPmjB8/ntjYWAAuX75Mu3btWLduHS1btqRRo0a4ubmhVqsBiImJYejQoTRq1IhWrVrh6uqqv69Wq8XPz48OHTrQoEEDevXqxblz5/601oyMDLy9vWnfvj2NGjVi2LBhPH78+B8/VwsLC3r37s2tW7f0l7Vr145Zs2bRvHlz7O3t0Wq17Nmzh++//57GjRtTr149RowYQUJCAgA+Pj64u7szYcIE7OzsaNWqFcuXL9c/nlqtZvLkyTRo0ICWLVty4MCBf1yfEEIIkRtIgBdCCCFyoSdPnnDv3j2+/fbb964rUaIEa9euxcbGhszMTJycnFAqlZw4cYKQkBAAnJ2dycrKAt4G/JiYGH766Sd2797NtWvX2LFjBwArVqzgiy++4Pz58xw9epQ3b97g5+cHwJo1awgMDMTb25vLly/j5OTEqFGjCAsLe68mLy8vzpw5w5YtWzh37hx16tTBycmJ9PT0f/R8k5OTOXLkCB07dsxxeVhYGCEhIWzbto1bt26xYMEC5syZw+XLlwkJCeHRo0ds27ZNf/sTJ07QokULLl++zPz589mwYQPXr18HYN68eTx+/JgTJ05w8OBBfvvtt39UmxBCCJFbGBu6ACGEEEK8L3tUuUSJEv/r7UJDQ4mKiiI4OBgLCwsA5s6dS6NGjXKMZru4uGBmZoa1tTWNGzcmMjISAFNTU65cucKRI0do2rQpGzduxMjo7fn94OBghg8fjq2tLQDffPMNx48fZ8+ePdSuXVv/2Dqdjp07d7Jq1SrKlSun/35BQUGcOXOGTp06/Wntzs7OKJVKtFotKSkpFCpUiPXr1+e4TadOnShcuDAAVatW5fDhw1hZWZGcnExsbCzFihUjJiZGf3sbGxvs7e0BaN26NSVLluTRo0fUrFmTkJAQfH19KV68OACTJk2ie/fu/+vPVwghhMhNJMALIYQQuVDJkiUBiIuLw8bG5r3r4+PjKVGiBC9fvqRo0aL68A5vp6NbWlry9OlT/QmA7McDUKlU6HQ6AGbMmMH69evZtGkTU6ZMoXr16syYMQM7Ozvi4+P1gTyblZUV4eHhOS5LSEjgzZs3jB49Wh/+ATIzM3n69OlfPkdfX18aN24MQFpaGoGBgQwaNIhdu3bpTxqUKlVKf3sjIyO2bdvGoUOHKFCgANWqVUOtVuufyx+fZ/Zz1Wq1JCYmkpGRwZdffqm/7o/PTQghhMjtZAq9EEIIkQuVLVuWqlWrcvTo0feue/nyJW3btuXw4cOULVuWxMRE/Zp2gNevX5OYmPhemP0zt2/fpk+fPhw6dIgLFy7QoEEDXF1d9TVkr7PPFhUVlSNUAxQtWhRTU1P8/f0JDQ3V/7dv3z769Onzj56vmZkZQ4YMoWDBgly4cEF/uUKh0H+9ZcsWzp8/z6FDhzh16hRr166lbNmy/+jxs2t89/m8ePHiH91XCCGEyC0kwAshhBC51MyZMwkODmb16tUkJiai0+m4c+cOzs7O2Nra0qlTJ2rVqkXlypWZPXs2r1+/5vXr18yZM4fy5ctTv379v/0evr6+zJ8/H7VaTeHChTE3N6do0aIAODg44Ofnx++//45GoyEkJISff/6ZHj165HgMIyMjevXqxfLly3nx4gVarZZ9+/bx7bff/uNGdllZWQQHB/Pq1SsaNGjwp7dRq9UYGxujUqnIysriwIEDnDt3jszMzL99fBMTE+zt7fH29ubFixe8fv0aT0/Pf1SbEEIIkVvIFHohhBAil2rUqBHbt2/H19eXrl27kpqaSokSJejcuTMjRoxApVIBsH79epYsWUKnTp3IyMigWbNmbN68GWPjv/+YnzdvHnPnzqV9+/ZkZGTw1Vdf4e3tDcDgwYPRarWMHTuWuLg4rK2tWbFiBY0aNXrvcSZPnoyPjw/9+vUjKSmJcuXKsWrVKmrWrPmX33vYsGEolUrg7Ui7jY0NK1as+MsTD05OTkRERNC2bVtMTU2pWbMm/fr149KlS3/7PAGmT5/O4sWL6datG8bGxjg6OnL69Ol/dF8hhBAiN1Do3l04JoQQQgghhBBCiFxJptALIYQQQgghhBB5gAR4IYQQQgghhBAiD5AAL4QQQgghhBBC5AES4IUQQgghhBBCiDxAArwQQgghhBBCCJEHSIAXQgghhBBCCCHyAAnwQgghhBBCCCFEHiABXgghhBBCCCGEyAMkwAshhBBCCCGEEHmABHghhBBCCCGEECIPkAAvhBBCCCGEEELkARLghRBCCCGEEEKIPOD/Aa8EE0W+AIrKAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Stacked bar chart for sales by console brand in each region\n", "brand_sales_by_region.set_index('Console_Brand')[['JP_Sales', 'NA_Sales', 'EU_Sales']].plot(kind='bar', stacked=True, figsize=(12, 8))\n", "plt.title('Sales by Console Brand Across Regions')\n", "plt.xlabel('Console Brand')\n", "plt.ylabel('Total Sales (in millions)')\n", "plt.legend(title='Region')\n", "plt.xticks(rotation=45)\n", "plt.show()\n", "\n", "# Alternatively, use a grouped bar chart for a side-by-side comparison\n", "brand_sales_by_region.plot(x='Console_Brand', kind='bar', figsize=(12, 8))\n", "plt.title('Sales by Console Brand Across Regions')\n", "plt.xlabel('Console Brand')\n", "plt.ylabel('Total Sales (in millions)')\n", "plt.xticks(rotation=45)\n", "plt.legend(title='Region')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 424, "id": "82afdd1c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Top Selling Games for Nintendo - JP_Sales:\n", " Name JP_Sales\n", "4 Pokemon Red/Pokemon Blue 10.22\n", "12 Pokemon Gold/Pokemon Silver 7.20\n", "1 Super Mario Bros. 6.81\n", "6 New Super Mario Bros. 6.50\n", "20 Pokemon Diamond/Pokemon Pearl 6.04\n", "\n", "Top Selling Games for Nintendo - NA_Sales:\n", " Name NA_Sales\n", "0 Wii Sports 41.36\n", "1 Super Mario Bros. 29.08\n", "9 Duck Hunt 26.93\n", "5 Tetris 23.20\n", "2 Mario Kart Wii 15.68\n", "\n", "Top Selling Games for Nintendo - EU_Sales:\n", " Name EU_Sales\n", "0 Wii Sports 28.96\n", "2 Mario Kart Wii 12.76\n", "10 Nintendogs 10.95\n", "3 Wii Sports Resort 10.93\n", "19 Brain Age: Train Your Brain in Minutes a Day 9.20\n", "\n", "Top Selling Games for Sony - JP_Sales:\n", " Name JP_Sales\n", "215 Monster Hunter Freedom 3 4.87\n", "163 Monster Hunter Freedom Unite 4.13\n", "244 Dragon Quest VII: Warriors of Eden 4.10\n", "88 Final Fantasy VIII 3.63\n", "186 Dragon Quest VIII: Journey of the Cursed King 3.61\n", "\n", "Top Selling Games for Sony - NA_Sales:\n", " Name NA_Sales\n", "17 Grand Theft Auto: San Andreas 9.43\n", "24 Grand Theft Auto: Vice City 8.41\n", "16 Grand Theft Auto V 7.02\n", "38 Grand Theft Auto III 6.99\n", "28 Gran Turismo 3: A-Spec 6.85\n", "\n", "Top Selling Games for Sony - EU_Sales:\n", " Name EU_Sales\n", "16 Grand Theft Auto V 9.09\n", "42 Grand Theft Auto V 6.31\n", "77 FIFA 16 6.12\n", "31 Call of Duty: Black Ops 3 5.86\n", "94 FIFA 17 5.75\n", "\n", "Top Selling Games for Microsoft - JP_Sales:\n", " Name JP_Sales\n", "987 Dead or Alive 3 0.24\n", "14 Kinect Adventures! 0.24\n", "2044 Ace Combat 6: Fires of Liberation 0.22\n", "2608 Star Ocean: The Last Hope 0.21\n", "2262 Blue Dragon 0.21\n", "\n", "Top Selling Games for Microsoft - NA_Sales:\n", " Name NA_Sales\n", "14 Kinect Adventures! 15.00\n", "32 Call of Duty: Black Ops 9.70\n", "23 Grand Theft Auto V 9.66\n", "29 Call of Duty: Modern Warfare 3 9.04\n", "36 Call of Duty: Modern Warfare 2 8.52\n", "\n", "Top Selling Games for Microsoft - EU_Sales:\n", " Name EU_Sales\n", "23 Grand Theft Auto V 5.14\n", "14 Kinect Adventures! 4.89\n", "35 Call of Duty: Black Ops II 4.24\n", "29 Call of Duty: Modern Warfare 3 4.24\n", "32 Call of Duty: Black Ops 3.68\n" ] } ], "source": [ "brands = ['Nintendo', 'Sony', 'Microsoft']\n", "regions = ['JP_Sales', 'NA_Sales', 'EU_Sales']\n", "\n", "top_games_by_brand_and_region = {}\n", "\n", "for brand in brands:\n", " for region in regions:\n", " top_games = df[df['Console_Brand'] == brand].sort_values(by=region, ascending=False).head(5)[['Name', region]]\n", " key = f'{brand} - {region}'\n", " top_games_by_brand_and_region[key] = top_games\n", "\n", "# Print the top-selling games for each brand in each region\n", "for key, value in top_games_by_brand_and_region.items():\n", " print(f'\\nTop Selling Games for {key}:')\n", " print(value)\n" ] }, { "cell_type": "code", "execution_count": 425, "id": "a5044883", "metadata": {}, "outputs": [], "source": [ "data_microsoft_jp = {\n", " 'Name': ['Kinect Adventures!', 'Dead or Alive 3', 'Ace Combat 6: Fires of Liberation', 'Blue Dragon', 'Star Ocean: The Last Hope'],\n", " 'JP_Sales': [0.24, 0.24, 0.22, 0.21, 0.21]\n", "}\n", "df_microsoft_jp = pd.DataFrame(data_microsoft_jp)\n", "\n", "data_microsoft_na = {\n", " 'Name': ['Kinect Adventures!', 'Call of Duty: Black Ops', 'Grand Theft Auto V', 'Call of Duty: Modern Warfare 3', 'Call of Duty: Modern Warfare 2'],\n", " 'NA_Sales': [15.00, 9.70, 9.66, 9.04, 8.52]\n", "}\n", "df_microsoft_na = pd.DataFrame(data_microsoft_na)\n", "\n", "data_microsoft_eu = {\n", " 'Name': ['Grand Theft Auto V', 'Kinect Adventures!', 'Call of Duty: Modern Warfare 3', 'Call of Duty: Black Ops II', 'Call of Duty: Black Ops'],\n", " 'EU_Sales': [5.14, 4.89, 4.24, 4.24, 3.68]\n", "}\n", "df_microsoft_eu = pd.DataFrame(data_microsoft_eu)\n" ] }, { "cell_type": "code", "execution_count": 426, "id": "26d3ee94", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "\n", "%matplotlib inline\n", "\n", "def plot_sales(dataframe, title, sales_column):\n", " fig, ax = plt.subplots(figsize=(10, 6))\n", " dataframe.plot(kind='bar', x='Name', y=sales_column, ax=ax, legend=False, color='skyblue')\n", " ax.set_title(title)\n", " ax.set_ylabel('Sales (in millions)')\n", " ax.set_xlabel('')\n", " plt.xticks(rotation=45, ha='right')\n", " plt.tight_layout()\n", " plt.show()\n" ] }, { "cell_type": "code", "execution_count": 427, "id": "e52df066", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 427, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Plot for Microsoft in Japan\n", "plot_sales(df_microsoft_jp, 'Top Selling Microsoft Games in Japan', 'JP_Sales')\n", "\n", "# Plot for Microsoft in North America\n", "plot_sales(df_microsoft_na, 'Top Selling Microsoft Games in North America', 'NA_Sales')\n", "\n", "# Plot for Microsoft in Europe\n", "plot_sales(df_microsoft_eu, 'Top Selling Microsoft Games in Europe', 'EU_Sales')\n", "plt.show" ] }, { "cell_type": "code", "execution_count": 428, "id": "1b301fd6", "metadata": {}, "outputs": [], "source": [ "nintendo_games = df[df['Console_Brand'] == 'Nintendo']\n", "sony_games = df[df['Console_Brand'] == 'Sony']\n", "microsoft_games = df[df['Console_Brand'] == 'Microsoft']" ] }, { "cell_type": "code", "execution_count": 429, "id": "d4dbfc7f", "metadata": {}, "outputs": [], "source": [ "nintendo_games = df[df['Console_Brand'] == 'Nintendo']\n", "sony_games = df[df['Console_Brand'] == 'Sony']\n", "microsoft_games = df[df['Console_Brand'] == 'Microsoft']\n" ] }, { "cell_type": "code", "execution_count": 430, "id": "62871df7", "metadata": {}, "outputs": [], "source": [ "# Aggregate sales by genre for Nintendo games across different regions\n", "nintendo_genre_sales = nintendo_games.groupby('Genre').agg({'JP_Sales': 'sum', 'NA_Sales': 'sum', 'EU_Sales': 'sum'}).reset_index()\n", "\n", "# Aggregate sales by genre for Sony games across different regions\n", "sony_genre_sales = sony_games.groupby('Genre').agg({'JP_Sales': 'sum', 'NA_Sales': 'sum', 'EU_Sales': 'sum'}).reset_index()\n", "\n", "# Aggregate sales by genre for Microsoft games across different regions\n", "microsoft_genre_sales = microsoft_games.groupby('Genre').agg({'JP_Sales': 'sum', 'NA_Sales': 'sum', 'EU_Sales': 'sum'}).reset_index()\n" ] }, { "cell_type": "code", "execution_count": 432, "id": "5e96027f", "metadata": {}, "outputs": [], "source": [ "# Aggregate sales data\n", "genre_region_brand_sales = df.groupby(['Genre', 'Console_Brand']).agg({\n", " 'JP_Sales': 'sum',\n", " 'NA_Sales': 'sum',\n", " 'EU_Sales': 'sum'\n", "}).reset_index()\n" ] }, { "cell_type": "code", "execution_count": 433, "id": "806f299b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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jkiVLavz48QoJCYlzmZMnT9r+nzJlSuXPn18hISEx9it37tyaOnVqjO7Kz6tkyZIKDg5Wvnz5bOt/6623NG/ePP30009PfFy2bNn0448/xjna++nTpyX9X3f6/fv3q1q1aipdurStbX799VdJTz5bG5+6evXqpe7du0t6FHg/+OADde3aVRaLRVevXn3qfj8+eJ7VatWPP/6owoUL20K7yWRS/fr1tXXrVm3dulX16tV76vqeplevXsqQIYMmTJhgC90lS5ZUaGioDMOI8dxG354wKipKxYoVk9ls1pYtW2Ks779/P65kyZKSpPXr18eYvmHDBlksFlvPBQCA6+IMOgAgwX322WfavXt3nGee7ZU6dWodOHBAu3btUv78+VW/fn0tWrRI7dq108cff6ysWbNq586dCgoKUsuWLeXl5RWv9ZpMJvXt21effvqphgwZourVq+vvv//W0qVLYyzXvXt3/frrr2rdurU6deokb29vLVq0SOfOndOsWbOeuv4JEyaoS5cuql+/vho1aqTSpUsrVapUOnPmjH744Qft2bNHhQsXtt2GrU+fPurUqZM+/fRTffjhh7JYLJozZ44OHjyoLl26PHcbRuvatauaNm2qzp07q1mzZkqWLJm+++47bd26VZMnT37i43r37q09e/aoYcOGat26tYoWLSoPDw8dOnRIc+bM0Xvvvaf33ntP0qOu3uvXr1eBAgWUJUsWHThwQDNmzJDJZHri9c7xqat06dIaNmyYxo0bp/fee093797V1KlT9frrrytv3rxP3e+vv/5aFotFWbNm1dKlS3X69GnNnTs3xjL169fXlClTZBiG6tata0erxpQyZUr17t1bgwcP1sSJEzVy5EiVL19eJUqUUNeuXdW1a1e9+eab+ueffzRlyhSVK1dO6dKlU7p06dSgQQNNmDBBkZGRyps3r3766SfbD0b//aFKknLlyqV69epp6tSpCg8PV6lSpXT06FFNnTpVpUqVsl2KAABwXQR0AECC8/Pz0/Dhw21nPF9EixYtdPjwYX300Uf6/PPPVbt2bS1evFhfffWVxo8fr3v37tmuRW7fvr1d665Vq5Y8PDw0bdo0rVu3Tv7+/ho5cqT69OljWyZ37txasmSJJkyYoEGDBslkMqlQoUJasGDBM7tBZ8yYUUuXLtXatWu1fv16bdiwQXfv3lW6dOlUpEgRTZs2TZUqVbJdD1yuXDnNnj1bU6dOVY8ePeTl5aUCBQpo7ty5sQa8ex558+bV4sWLNXHiRPXv31+GYcjf31/ffPNNrMHyHpc9e3atWbNGM2bM0Pr16xUUFCTDMPTaa6+pQ4cOat26tW0fAgMDNWrUKI0aNUrSo54KI0aMsF3j/bx1NW3aVJGRkVq2bJmWLFkiHx8flSlTRv369XvmjzJjxozRF198obNnz8rf319BQUG2s8/RMmfOrLx58ypt2rQxupg/jwYNGui7777TihUr1KRJExUoUEAzZ87UpEmTNGPGDN24cUOZM2dW27Zt1a1bN9vjPvvsMyVPnlxz5szR/fv3VaZMGXXp0kXffPPNEwesGzNmjF577TWtWrVKs2fPVqZMmdSqVSt169YtzlAPAHAtJuNpI+8AAAC4oStXrqhSpUqaMGGCqlWr9tK3f/v2bf3666969913Y1w7Pm7cOK1evdohlzgAAFwPZ9ABAAD+v6NHj2rbtm3avHmzsmfPrvfff98pdfj6+mrMmDHKly+f2rRpo+TJk+uvv/7SwoUL9fHHHzulJgBAwuMMOgAAwP/3999/q0OHDsqcObO++uqrGPcvf9mOHj2qr7/+Wn///bfCwsL06quvqmnTpmrRooXtEgIAQNJCQAcAAAAAwAUwWggAAAAAAC6AgA4AAAAAgAsgoAMAAAAA4ALcbhR3q9WqqKgoeXh4MMAKAAAAACDBGYYhq9UqT09PeXg8+Ty52wX0qKgoHTp0yNllAAAAAADcTMGCBeXt7f3E+W4X0KN/rShYsKDMZrOTq4nJYrHo0KFDLlmbq6LNng/tZj/a7PnQbvajzZ4P7WY/2uz50G72o82eD+1mP1dus+jannb2XHLDgB7drd1sNrvckxbNlWtzVbTZ86Hd7EebPR/azX602fOh3exHmz0f2s1+tNnzod3s58pt9qzLrBkkDgAAAAAAF0BABwAAAADABRDQAQAAAABwAW53DToAAAAAuDqLxSJJCg8Pd9nrqV2NM9vMy8vLIdskoAMAAACAizAMQ5cvX9atW7dkNpt19uzZZw4shkcMw5Cnp6fT2szPz09ZsmR5oW0T0AEAAADARVy+fFm3b99WpkyZZDKZlDx5cgJ6PBmGobCwMPn6+r7UNjMMQ6Ghobp69aokKWvWrM+9LgI6AAAAALgAi8ViC+fp0qVTaGiofHx8COjxZBiGrFarU9rM19dXknT16lVlypTpubu7M0gcAAAAALiAyMhISVLy5MmdXAmeR/TzFv08Pg8COgAAAAC4EM6YJ06OeN4I6AAAAAAAuACuQQcAAAAAxFKpUiVdu3ZNnp6PYqNhGPLw8FC+fPk0ePBg5c+f/4XW/+233+rPP//UrFmzHFFukkBABwAAAADEacSIEapfv77t7+vXr2vIkCHq3r27tm7dKg+P5++U/fHHHzuixCSFgA4AAAAAiJcMGTKoSZMm+vjjj3X79m1ZrVYFBgZq165dMplMqlSpkvr376+UKVNKknbu3KkvvvhC//77r/z9/VWsWDH9888/WrhwoaZMmaK9e/dq4cKFkqStW7dq2rRpOnPmjDJmzKhmzZqpdevW8vDwUEBAgLy9vXX16lXt2bNH6dKlU5s2bdS6dWtnNofDcQ06AAAAACBeLl26pEWLFqlgwYLy8/NT165d5eHhoc2bN2v9+vW6evWqhg4dKkk6f/68Pv74YzVr1kx79+5V37599d1338W53t27d6tXr17q2LGj9u7dqwkTJmju3LlasGCBbZnVq1erVatW2rdvnz766CMFBgbqypUrL2W/XxYCOgAAAAAgTiNGjFDx4sVVpEgRFShQQC1btlTu3LkVFBSkw4cP68iRIxo2bJhSpkyptGnTasCAAdqwYYNu3bql9evXK1++fGrSpIk8PT1VvHhxNW7cOM7trF69WpUrV1aNGjXk6empAgUKqFOnTlq2bJltmVKlSqls2bLy9PRUgwYNZLFY9O+//76spngp6OIOAAAAAIjTsGHDVL9+fUVERGjBggX69ttvVb58eaVNm1a7du2SxWJR+fLlYzzG29tb586d06VLl5QtW7YY83LkyKFDhw7F2s6NGzeUL1++GNOyZ8+uCxcu2P7OmDGj7f9eXl6SJKvV+sL76EoI6AAAAACAp/L29lbHjh11584dde3aVUuXLlWWLFnk4+OjPXv2yGw2S5IiIiJ07tw5vfbaa8qWLZu2b98eYz0XL16Mc/3ZsmWLdTb83LlzMUK5O6CLOwAAAAAgXnr16qU8efKoT58+8vf312uvvabAwEA9ePBA4eHhGjt2rNq2bSuLxaI6dero6NGjWrt2rSwWiw4ePKjly5fHud4GDRro559/1qZNm2SxWPS///1PQUFBatCgwUveQ+cioAMAEpSvr6+zSwAAAA5iNps1fvx4XblyRV999ZVmzJih69evq2rVqipXrpz+/fdfzZ07V8mSJVOWLFk0efJkBQUFqXjx4ho3bpzKlStn657+uMKFC2vSpEm2Zbt3765mzZq53a3Y6OIOAIjBYrXI7GF2yLrMZrPy58/vkHVJjq0NAAA83c8//xzn9Bw5cmj//v22vydOnBjncpcuXVLGjBm1YcMG27TAwEDb/z/55JMYy1euXFmVK1eOc12PPy7a8ePHn1x8IkVABwDEYPYwK+DXAIXcCXF2KTHkTJNTge/F/nAGAACu6datW2revLkWLVqkt956S8eOHdP333+vQYMGObs0l0VABwDEEnInREdvHnV2GQAAIBHLnz+/Bg8erD59+ujatWvKkCGDOnXqpFq1ajm7NJdFQAcAAAAAJIhGjRqpUaNGzi4j0WCQOAAAAAAAXAABHQAAAAAAF0BABwAAAADABRDQAQAAAABwAQR0AAAAAABcAAEdAAAAAAAXQEAHAAAAABdnsRpJent4hPugAwAAAICLM3uY1HPZAQVfvZ/g28qVKaUmNS2a4NtBbAR0AAAAAEgEgq/e15GLd51dxjOtXr1aU6dO1c8//6xKlSrp2rVr8vR8FD0Nw1DKlClVu3Zt9evXTx4ez+7UHRERoSlTpmjTpk26ceOGkiVLphIlSqhXr156880341VTnjx5tGDBApUqVeqF9i2hEdABAAAAAAlmxIgRql+/vu3v48ePq23btvL19VWPHj2e+fhRo0bp9OnTmjdvnrJnz667d+9qypQpatGihbZs2aLUqVMnZPkvFdegAwAAAABemjx58qhEiRL63//+F6/l9+/fr3fffVfZs2eXJKVOnVr9+/dXxYoVde3aNUnSlStX1Lt3b9WqVUtFihRR5cqVtXLlyjjXd//+fY0cOVLly5dXmTJl1Lt3b12/ft02f8qUKSpfvrxKliypBg0aaNu2bS+4x/FHQAcAAAAAvBSRkZHas2ePdu/erbJly8brMTVr1tTUqVMVEBCgtWvX6vTp0/Ly8tLnn39u6+I+ZMgQeXl5acWKFdq/f79atmypUaNG6cGDB7HWN2jQIJ09e1arV6/W1q1blTJlSnXv3l2GYWj37t367rvvtGLFCu3Zs0eNGjXS4MGDFRkZ6dB2eBK6uAMAAAAAEsyIESM0duxY299ZsmRRu3bt1LJly3g9vlu3bsqXL5/Wrl2rcePG6ebNm8qUKZM6dOigtm3bSpJGjx6t5MmTy2q16tKlS0qRIoXCw8N1584dpUiRwrauGzduaPPmzdq0aZPSp08v6VFgL168uI4cOaJkyZLpzp07Wr58uSpWrKhGjRqpSZMmMplMjmuQpyCgAwAAAAASzLBhw2Jcg/48KlWqpEqVKkmS/v33X23ZskVffvmlUqRIoUaNGuncuXP64osvdPr0ab3xxht67bXXJElWqzXGei5cuCBJaty4cYzpZrNZ58+fV/Xq1TVlyhQtXLhQs2bNko+Pj1q1aqUuXbrEa0C7F0VABwAAAIBEIFemlC65nbVr1+rq1avq1KmTJCkqKko+Pj4OqeXUqVOqW7euVq1aJX9/f0nSq6++qo4dO+rgwYM6evSoIiMj1blzZ/Xu3Vt169ZVihQpdOTIEX3//fex1pc5c2ZJ0qZNm5QxY0bb9ODgYOXIkUMXL15U+vTpNXv2bEVERGjXrl3q3r27ChQooAoVKjhkn56GgA4AAAAALs5iNV7qvcktVkNmj/h16w4NDdWiRYtUt25dJU+eXJs3b9Zbb73lkDpy5sypAgUKaOjQoRo0aJDy5Mkjq9WqvXv3as+ePZo0aZIiIyMVHh4uHx8fmUwmXbx4UePHj5ekWNeOZ86cWRUqVNCYMWM0bNgwpUyZUrNmzdKMGTP0008/6dChQxo6dKjmz5+vvHnz2rrBp02b1iH78ywEdAAAAABwcfENy87YXqNGjXT06FF9+OGHevjwoUqVKqV+/fo5pA6TyaSgoCBNmzZN/fr105UrV+Th4aF8+fJp/PjxKlOmjCRp7NixmjRpksaMGaP06dOrcePGCg4O1okTJ/TGG2/EWOcXX3yhr776SnXr1tX9+/eVO3duzZo1SxkzZlS1atV05swZdenSRbdu3VL69Ok1aNAgFS5c2CH78ywEdAAAAADAc/Py8tKoUaM0atSoWPN+/vnnF15/qlSpNGDAAA0YMOCJy9SpU0cffvihQkNDlTx5cplMJluXe+nRvdejpUmTRiNHjnziujp37qzOnTu/cN3Pg9usAQAAAADgAjiDDgAAAABwivr16+v06dNPnB8UFKTixYu/xIqci4AOAAAAAHCK1atXO7sEl0IXdwAAAAAAXAABHQAAAAAAF0BABwAAAADABRDQAQAAAABwAQR0AAAAAHB1VkvS3h4kMYo7AAAAALg+D7O0qqN0/UTCbyuDv9RgVsJvB7EQ0AEAAAAgMbh+Qrp00NlVxClPnjwqX768ZsyYIZPJZJu+evVqTZ06VT///HOM5RcvXqyRI0dq4MCBatu2rV3bunPnjiZOnKjt27frzp07SpkypcqWLatevXopderUz3z8+fPnVblyZW3btk3Zs2e3a9sJjS7uAAAAAIAX9ssvv2jWrPideV+8eLGaNWumBQsWKCoqyq7t9O7dW7du3dLKlSv1999/a+3atYqIiFD79u3tXperIaADAAAAAF5Yq1atNGnSJP31119PXW7Xrl26ceOGAgICZLVatXnzZru2s3//flWpUkUZM2aUJGXIkEGDBg1SoUKFdO/ePUnSqVOn1LlzZ1WoUEGFChVSjRo1tH379jjXd/36dfXt21dly5ZVuXLlNHToUN2/f1+SFBUVpeHDh6ts2bIqVaqUmjdvrv3799tVrz0I6AAAAACAF1alShU1adJEffr00e3bt5+43MKFC9W4cWP5+PioefPmmjNnjl3bqVmzpoYNG6bhw4dr48aNunDhgjJmzKjAwEClTZtWkvTJJ5/I399fP/30k/7880+VK1dOw4cPj7Uuq9Wqrl27ysPDQ5s3b9b69et19epVDR06VJK0bt06HThwQJs2bdLOnTtVokQJjRgxwq567UFABwAAAAA4xIABA5QuXToFBATIMIxY8y9cuKDffvtNLVq0kCQ1btxYwcHB2rt3b7y3MXr0aA0dOlSXLl3S0KFDValSJVWpUkXr16+3LTNjxgx98sknMgxDFy5cUOrUqXXlypVY6zp8+LCOHDmiYcOGKWXKlEqbNq0GDBigDRs26NatW/Lx8dH58+e1cuVKnT59Wj179tT333//HC0TPwwSBwAAAABwCG9vb3399deqV6+e5syZYzujHW3JkiWKiopSnTp1bNOioqI0Z84clSxZMl7b8PDwUJ06dVSnTh0ZhqFTp05p3bp16t+/v6ZNm6aKFSvq2LFj6tq1q65du6Y333xT6dKli/MHg/Pnz8tisah8+fKx9uPcuXOqWbOmIiMjtWLFCk2YMEHp06fXxx9/rGbNmj1H6zyb0wL6xo0b1bdvXyVLlsw27f3339f48eN18OBBjR49WsHBwUqbNq26dOmiRo0a2ZZbs2aNpk2bpmvXrilnzpz67LPPVLRoUWfsBgAAAADgMa+++qpGjRql/v37q379+rbpDx8+1MqVKzVmzBi98847tuknTpxQp06ddOrUKb355ptPXfdvv/2mHj16aPv27fLz85PJZFKuXLn06aef6vfff9fx48eVP39+9ezZU1OnTlWlSpUkSZs3b9aWLVtirS9Llizy8fHRnj17ZDabJUkRERE6d+6cXnvtNZ0+fVoFChRQ3bp1FR4erh9//FEDBgxQ8eLFlTt3bkc0VwxOC+iHDh1SnTp19Pnnn8eYfufOHXXq1Ek9evRQkyZNtG/fPnXr1k158uRRoUKFtGfPHo0aNUpBQUEqVKiQFi9erC5dumj79u3y9fV10t4AAAAAQALL4J9otlOjRg3t2bNHy5YtU7Zs2SRJ69evl8lkUu3ateXl5WVbNkuWLPL399e8efM0atSop663RIkSSp8+vQYOHKhevXopZ86cevjwoX7++WedPXtW5cqV04MHD2SxWGz5MDg4WN98842kR+H7cYUKFdJrr72mwMBA9erVS2azWYGBgdq2bZu2bt2q7du367vvvtPs2bOVPXt2+fn5ydPTU6lSpXrhNoqLUwP6Bx98EGv6li1b5OfnZ7smoUyZMqpdu7YWL16sQoUKacWKFapZs6aKFSsmSWrbtq2+++47bdy4UQ0aNHip+wAAAAAAL4XVIjWI3y3MHLY9D/MLrWLQoEE6ePCg7t69K+lR9/b/hvNoTZo00bhx49SrVy+lT5/+iev08fHRkiVLNHXqVHXp0kU3btyQl5eXihQpojlz5ihnzpxKnjy5+vfvr379+iksLExZsmRR48aNNX78eJ04cUJ+fn629Xl6emrGjBkaN26cqlatqocPH6pQoUKaO3eukiVLptatW+vKlStq2rSp7t+/r2zZsmnixInKkiXLC7XNkzgloFutVh05ckS+vr6aNWuWrc9/3759dfLkSfn7x/zFJleuXFq5cqWkR79+/DeI58qVS8eOHbOrBovF8mI7kQCia3LF2lwVbfZ8aDf7uVObRXfvclVJ/Tlwp9eaI9Fu9qPNng/tZj/aLP4sFosMw7D9k/R/102bPKQ4rqFOMHZuLzqPPX6dt7e3t9asWWObvmrVqljLRGvevLmaN2/+xPmPy5gxY5wjqRuGobCwMBmGofbt26t9+/Yx5rdu3TrOejNnzqwJEybEuT6z2ayAgAAFBATEmhfX8oZhyGKxxHq9x/f175SAfvPmTeXPn1/VqlXT5MmTdevWLQ0YMED9+vVTxowZY3VV9/HxUWhoqCTpwYMHT50fX4cOHXqxnUhArlybq6LNng/tZr+k3ma+vr7Knz+/s8t4quPHjyssLMzZZSS4pP5aSyi0m/1os+dDu9mPNosfT09PhYWFyWq1SpJbfOY5mrPa7OHDh4qMjLT75PHjnBLQM2TIoMWLF9v+9vX1Vb9+/dS4cWPVr19f4eHhMZYPDw9XihQpbMvGNf+/owM+S8GCBV3uLJHFYtGhQ4dcsjZXRZs9H9rNfrSZ68iTJ4+zS0hQvNaeD+1mP9rs+dBu9qPN4i88PFxnz56Vr6+vkiVLprCwMPn6+spkMjm7tJemdOnSsa4Tf9wPP/ygV155Jc550WfQndVmHh4e8vLyUq5cueTj4xNjXvRx8CxOCejHjh3TDz/8oE8//dTWcBEREfLw8FChQoU0f/78GMsHBwfbRsjLnTu3Tp48GWv+e++9Z1cNZrPZZd8gXLk2V0WbPR/azX60mfO5S/vzWns+tJv9aLPnQ7vZjzZ7NrPZLJPJZPsnKcb/3cGePXteeB3OarPo7b7Ia93DwTXFi5+fnxYvXqxZs2YpKipKFy9e1Pjx41WvXj1Vq1ZN169f17x58xQZGandu3dr/fr1tuvOGzZsqPXr12v37t2KjIzUvHnzdOPGDVWpUsUZuwIAAAAAgEM45Qx6lixZNGPGDE2YMEHTp09XsmTJVLNmTfXr10/JkiXTnDlzNGbMGE2ePFnp0qXTkCFDVLp0aUmPRnUfNmyYhg8fritXrihXrlwKCgqKMRIfAAAAAACJjdNus1ayZEktW7YsznkFCxZ84jxJqlOnjurUqZNQpQEAAAAA8NI5pYs7AAAAAACIiYAOAAAAAIALIKADAAAAgIuzWC1Jent4xGnXoAMAAAAA4sfsYVbArwEKuROS4NvKmSanAt8LTPDtIDYCOgAAAAAkAiF3QnT05lFnlxGnSpUq6dq1a/L0jB0xg4KCtHLlSklSYGDM4H/+/HlVrlxZ27ZtU/bs2Z+5nTt37mjixInavn277ty5o5QpU6ps2bLq3bu3MmfO/MzH27u9l42ADgAAAAB4YSNGjFD9+vXjnBcd0F9U7969lSpVKq1cuVIZM2bU9evXNWbMGLVr107ff/+9Q7bhTFyDDgAAAABIFPbv368qVaooY8aMkqQMGTJo0KBBKly4sO7evStJOnXqlDp37qwKFSqoUKFCqlGjhrZv3x7n+q5fv66+ffuqbNmyKleunIYOHar79+9LkqKiojR8+HCVLVtWpUqVUvPmzbV///4E3T8COgAAAAAgUahZs6aGDRum4cOHa+PGjbpw4YIyZsyowMBApUuXTpLUo0cP+fv766efftKff/6pcuXKafjw4bHWZbVa1bVrV3l4eGjz5s1av369rl69qqFDh0qS1q1bpwMHDmjTpk3auXOnSpQooREjRiTo/tHFHQAAAADwwkaMGKGxY8fGmJY1a1atX7/eYdsYPXq0SpUqpY0bN2ro0KG6d++eXn31VX3yySeqXbu2JGnGjBnKnDmzDMPQhQsXlDp1al25ciXWug4fPqwjR45o7ty5SpEihSRpwIABql69uj777DP5+Pjo/PnzWrlypd577z317NlTvXv3dti+xIWADgAAAAB4YcOGDXviNeje3t4KDQ2NNd1ieXQ7t2TJksVrGx4eHqpTp47q1KkjwzB06tQprVu3Tv3791eGDBlUuHBhHT16VF27dtW1a9f05ptvKl26dDIMI9a6zp8/L4vFovLly8eq9dy5c6pZs6YiIyO1YsUKTZgwQenTp9fHH3+sZs2axavW50FABwAAAAAkqKxZs+q3336LNf3s2bPy9fVV2rRpn7mO3377TT169ND27dvl5+cnk8mkXLly6dNPP9Uff/yh//3vf3rllVfUq1cvTZ06VZUqVZIkbd68WVu2bIm1vixZssjHx0d79uyR2WyWJEVEROjcuXN67bXXdPr0aRUoUEB169ZVeHi4fvzxRw0YMEDFixdX7ty5X7BF4kZABwAAAIBEIGeanIl2Ox988IGmT5+uRYsWqWHDhvL29taJEyc0adIkffjhh3Henu2/SpQoofTp02vgwIHq1auXcubMqYcPH+rnn3/WmTNnVKFCBT148EAWi0W+vr6SpODgYH3zzTeSHoXvxxUqVEivvfaaAgMD1atXL5nNZgUGBmrbtm3aunWrtm/fru+++06zZ89W9uzZ5efnJ09PT6VKlcrh7RONgA4AAAAALs5itSjwvcBnL+jA7Zk9zHY9ZtiwYRo1alSs6V27dtVHH32kOXPmaOrUqZo8ebIiIiKUMWNG1apVS127do3X+n18fLRkyRJNnTpVXbp00Y0bN+Tl5aUiRYpo7ty5evPNNxUaGqp+/fqpX79+CgsLU5YsWdS4cWONHz9eJ06ckJ+fn219np6emjFjhsaNG6eqVavq4cOHKlSokObOnatkyZKpdevWunLlipo2bar79+8rW7ZsmjhxorJkyWJXu9iDgA4AAAAALs7esPyyt/fzzz8/c5nixYtr3rx5z1nRI5kyZdLIkSPjnBd9nXmHDh3UsWPHGPPatGlj+//x48dt/8+SJYsmTpwY5/o8PT01cOBADRw48IVqtge3WQMAAAAAwAVwBh0AAAAA4HSlSpWKdZ344zZs2KBXXnnlJVb08hHQAQAAAABOt2fPHmeX4HR0cQcAAAAAFxLXPbvh+hzxvBHQAQAAAMAFeHl5SZJCQ0OdXAmeR/TzFv08Pg+6uAMAAACACzCbzfLz89PVq1dlGIZMJpM8PDxkMpmcXVqiYBiGHj58+NLbzDAMhYaG6urVq/Lz85PZ/Pwj7hPQAQAAAMBFRN9j++rVq4qIiJC3tzcBPZ4Mw1BkZKS8vLyc0mZ+fn4vfI90AjoAAAAAuAiTyaSsWbMqffr0OnTokF577bUXOiPrTiwWi44dO6ZcuXK99Dbz8vJyyDYJ6AAAAADgYqLDno+PDwE9niwWi6TE3WYMEgcAAAAAgAsgoAMAAAAA4AII6AAAAAAAuAACOgAAAAAALoCADgAAAACACyCgAwAAAADgAgjoAAAAAAC4AAI6AAAAAAAugIAOAAAAAIALIKADAAAAAOACCOgAAAAAALgAAjoAAAAAAC6AgA4AAAAAgAsgoLsYX19fZ5cAAAAAAHACAvoLslgtDluX2WxW/vz5ZTabHbI+R9YGAAAAAEhYns4uILEze5gV8GuAQu6EOLuUGHKmyanA9wKdXQYAAAAAIJ4I6A4QcidER28edXYZAAAAAIBEjC7uAAAAAAC4AAI6AAAAAAAugIAOAAAAAIALIKADAAAAAOACCOgAAAAAALgAAjoAAAAAAC6AgA4AAAAAgAsgoAMAAAAA4AII6AAAAG7K19fX2SUAAB7j6ewCACCxcKcvsjnT5HR2CbG4Yk2AM1isFpk9zC+8HrPZrPz58zugov/jqNoAwF0R0AEkaXyRtZ/FalHge4HOLiNOrtpmwMtk9jAr4NcAhdwJcXYpMeRMk9Nl3zsAILEgoANI0vgiaz+zh1naNlK6/a+zS4nJ71WZKw91dhWASwi5E6KjN486uwwAgIMR0AEkeXyRfQ7BW6VLB51dRUxZC0sEdAAAkIQxSBwAAAAAuCB3Gv8GjxDQAQAAAMABLFaLw9YVPf6N2eyYsVccWRsSDl3cAQAAAMABGPsGL4qADgAAAAAOwtg3eBF0cQcAAAAAwAUQ0AEAAAAAcAEEdAAAAAAAXAABHQAAAAAAF0BABwAAAADABRDQAQAAAABwAQR0AAAAAABcAAEdAAAAAAAXQEAHAAAAAMAFENABAAAAAHABBHQAAAAAAFwAAR0AAAAAABdAQAcAAAAAwAU4NaBbLBa1atVKAQEBtmkHDx5Uo0aNVLRoUVWqVEkrVqyI8Zg1a9aoSpUqKlKkiOrXr68DBw687LIBAAAAAHA4pwb0qVOn6s8//7T9fefOHXXq1El169bVvn37NGbMGH3++ef6559/JEl79uzRqFGjFBgYqH379unDDz9Uly5dFBYW5qxdAAAAAADAIZwW0Hft2qUtW7aoatWqtmlbtmyRn5+fWrRoIU9PT5UpU0a1a9fW4sWLJUkrVqxQzZo1VaxYMXl5ealt27ZKmzatNm7c6KzdAAAAAADAITydsdEbN25o8ODBmjZtmubNm2ebfvLkSfn7+8dYNleuXFq5cqUkKTg4WA0aNIg1/9ixY3bXYLFY7C88Dmaz2SHrSSiO2k9XFb1/SX0/Hc2d2o1j1H60mXO50/HpSO7UbhyjzuVOrzVHcac24/h0Lld+rcW3ppce0K1Wq/r166d27dopb968MeY9ePBAvr6+Mab5+PgoNDQ0XvPtcejQIbsf81++vr7Knz//C68nIR0/ftwtLgFwxPPpjpJ6u3GM2o82cx1J/fhMKEm93ThGXUdSf60lhKTeZhyfriMxv9ZeekCfMWOGvL291apVq1jzfH19de/evRjTwsPDlSJFCtv88PDwWPPTpk1rdx0FCxZ0+V+4HCFPnjzOLiFBWSwWHTp0yG2eT0eh3VxHUj9GE0JSbzOOz+dDu7kOjlH8F23mOjg+nSe6tmd56QF93bp1unr1qooXLy5JtsC9detW9e/fX3/88UeM5YODg5U7d25JUu7cuXXy5MlY89977z276zCbzS73pCUEd9hHyX2eT0ej3ZyP9refu7QZx+fzod2cz13an9ea/Wgz53OX9k/Mr7WXPkjcjz/+qL/++kt//vmn/vzzT9WqVUu1atXSn3/+qSpVquj69euaN2+eIiMjtXv3bq1fv9523XnDhg21fv167d69W5GRkZo3b55u3LihKlWqvOzdAAAAAADAoZwySNyTpE2bVnPmzNGYMWM0efJkpUuXTkOGDFHp0qUlSWXKlNGwYcM0fPhwXblyRbly5VJQUJD8/PycWzgAAAAAAC/I6QE9MDAwxt8FCxbUsmXLnrh8nTp1VKdOnYQuCwAAAACAl8pp90EHAAAAAAD/h4AOAAAAAIALIKADAAAAAOACCOgAAAAAALgAAjoAAAAAAC6AgA4AAAAAgAsgoAMAAAAA4AII6AAAAAAAuAACOgAAAAAALoCADgAAAACACyCgAwAAAADgAgjoAAAAAAC4AAI6AAAAAAAuwNOehW/duqW1a9dq165dunTpksxms7Jmzap3331XNWrUkJ+fXwKVCQAAAABA0havM+gWi0WTJ0/W+++/rx07dih//vxq0aKFGjVqJH9/f23cuFHVqlXT1KlTFRUVldA1AwAAAACQ5MTrDHrr1q1VsmRJbdq0SZkyZYpzmcuXL2vhwoVq1aqVli5d6tAiAQAAAABI6uIV0AMDA5UjR46nLpMlSxb169dP586dc0hhAAAAAAC4k3h1cX9SOD916pSuXLkSr2UBAAAAAMCT2TWK+19//aW6detKkpYtW6aaNWuqcuXK2rp1a0LUBgAAAACA27BrFPevvvpKFSpUkGEYmjFjhgIDA+Xn56evvvpK77//fkLVCAAAAABAkmfXGfSQkBD17NlTISEhun79umrUqKEKFSro/PnzCVUfAAAAAABuwa6Abjab9eDBA/36668qUqSIvL29deHCBaVMmTKh6gMAAAAAwC3Y1cX9/fffV8uWLXXhwgUNGTJEwcHB6tatm2rVqpVQ9QEAAAAA4BbsCuifffaZ1q1bJx8fH9WoUUNnzpxR06ZN1bp164SqDwAAAAAAt2BXQDebzapfv77t79dff13t2rVzeFEAAAAAALgbuwL6yZMn9cUXX+jMmTOyWq0x5m3bts2hhQEAAAAA4E7sCuhDhw6Vr6+vOnXqJE9Pux4KAAAAB8mZJqezS4jFFWsCgMTGrpR9/Phx/frrr4zaDgAA4CQWq0WB7wU6u4w4WawWmT3Mzi4DABItuwJ6pkyZFBERkVC1AAAA4BnMHmZp20jp9r/OLiUmv1dlrjzU2VUAQKJmV0Bv2bKlunXrptatWytDhgwx5pUoUcKhhQEAAOAJgrdKlw46u4qYshaWCOgA8ELsCuijR4+WJB04cCDGdJPJpKNHjzquKgAAAAAA3IxdAf3YsWMJVQcAAAAAAG7N7qHYL1++rPXr1+vChQvKlCmTatWqpVdffTUhagMAAAAAwG142LPwoUOHVLNmTW3ZskV37tzRtm3b9OGHH2r//v0JVR8AAAAAAG7BrjPo48ePV8+ePdW6dWvbtPnz5+vLL7/U0qVLHV4cAAAAAADuwq4z6MePH1fz5s1jTGvevLlOnDjh0KIAAAAAAHA3dgV0X19fXbp0Kca0S5cuKU2aNA4tCgAAAAAAd2NXQK9Ro4Y++eQT/fbbbzp9+rR++eUX9ejRQzVq1Eio+gAAAAAAcAt2XYPes2dP3bx5U127dlVkZKSSJUumBg0aqHv37glVHwAAAAAAbsGugJ4sWTIFBgZq5MiRunPnjjJkyCCTyZRQtQEAAAAA4DbiFdB/+OEH1apVS2vXrn3iMnXr1nVQSQAAAAAAuJ94BfRvv/1WtWrV0uTJk+OcbzKZCOgAAAAAALyAeJ9Bl6Sff/45QYsBAAAAAMBdxSug79u376nzTSaTihcv7pCCAAAAAABwR/EK6K1atXrqfJPJpKNHjzqkIAAAAAAA3FG8AvqxY8cSug4AAAAAANxavAL6xYsXn7nMK6+88sLFJFY50+R0dgmxuGJNAAAAAIAni1dAr1SpkkwmkwzDiDE9epo7d3G3WC0KfC/Q2WXEyWK1yOxhdnYZAAAAAIB4iFdA37ZtW0LXkWiZPczStpHS7X+dXUpMfq/KXHmos6sAAAAAAMRTvAJ6tmzZErqOxC14q3TpoLOriClrYYmADgAAAACJRrwC+ttvv62//vpLefPmlclkinMZd+3iDgAAAACAI8QroM+cOVOSNH/+/CcGdAAAAAAA8PziFdCLFy8uSSpVqlSCFgMAAAAAgLuKV0CP9ssvv2j06NG6cOFCrBHd6eIOAAAAAMDzsyugjxw5UlWrVlX58uXl4eGRUDUBAAAAAOB27Arot2/fVt++fWU2c29tAAAAAAAcya7T4BUrVtQvv/ySULUAAAAAAOC27DqD3rp1azVv3ly5cuVS6tSpY8xbsGCBQwsDAAAAAMCd2BXQhw4dqqJFi6p48eJ0cwcAAAAAwIHsCuhnz57V3r175eXllVD1AAAAAADgluy6Bj1fvnw6d+5cQtUCAAAAAIDbsusMepkyZdS6dWtVr15dfn5+MeZ1797dkXUBAAAAAOBW7Aroe/fu1RtvvKHjx4/HmG4ymRxaFAAAAAAA7saugL5w4cKEqgMAAAAAALdm1zXoAAAAAAAgYRDQAQAAAABwAXZ1cQeAxChnmpzOLiEWV6wJAAAAzkVAB5CkWawWBb4X6Owy4mSxWmT2MDu7DAAAALgIuwK6xWLR5s2bdebMGVmt1hjzuM0aAFdk9jBL20ZKt/91dikx+b0qc+Whzq4CAAAALsSugD5s2DBt2LBBefPmlafn/z2U26wBcGnBW6VLB51dRUxZC0sEdAAAADzGroC+fft2LViwQAULFnzhDe/atUsTJkzQqVOn5Ovrq+rVq6tfv37y8fHRwYMHNXr0aAUHBytt2rTq0qWLGjVqZHvsmjVrNG3aNF27dk05c+bUZ599pqJFi75wTQAAAADwIlxxnBlXrAlxsyugW61W5c+f/4U3evPmTXXu3FnDhw9X3bp1df36dXXo0EEzZ85UmzZt1KlTJ/Xo0UNNmjTRvn371K1bN+XJk0eFChXSnj17NGrUKAUFBalQoUJavHixunTpou3bt8vX1/eFawMAAACA58HYN3hRdgX0WrVqafbs2erUqdMLbTRdunTauXOnUqZMKcMwdPv2bT18+FDp0qXTli1b5OfnpxYtWkiSypQpo9q1a2vx4sUqVKiQVqxYoZo1a6pYsWKSpLZt2+q7777Txo0b1aBBgxeqCwAAAACeF2Pf4EXZFdCPHDmiv/76S9OnT1e6dOlizNu2bZtdG06ZMqUkqXz58rpy5YqKFy+u+vXr6+uvv5a/v3+MZXPlyqWVK1dKkoKDg2MF8Vy5cunYsWN2bd9isdi1/JOYza79K5Sj9tNVRe9fUt9PR3OnduMYtR9t5lzudHw6kju1G8eoc7nTa81R3KnNzGazS499k9SfA1d+rcW3JrsCeqNGjWJcC+4IW7Zs0Z07d9S3b1/16NFDmTNnjtVV3cfHR6GhoZKkBw8ePHV+fB06dOjFCpfk6+vrkC7/Cen48eMKCwtzdhkJzhHPpztK6u3GMWo/2sx1JPXjM6Ek9XbjGHUdSf21lhCSeptxfLqOxPxasyug16tXz+EF+Pj4yMfHR/369VOjRo3UqlUr3bt3L8Yy4eHhSpEihaRHL/zw8PBY89OmTWvXdgsWLOjyv0A7Qp48eZxdQoKyWCw6dOiQ2zyfjkK7uY6kfowmhKTeZhyfz4d2cx0co/gv2sx1cHw6T3RtzxKvgN6pUyfNnDlTrVq1euIt1RYsWBDv4v766y8NGjRI33//vby9vSVJERER8vLyUq5cufTHH3/EWD44OFi5c+eWJOXOnVsnT56MNf+9996L9/alR91PXO1JSwjusI+S+zyfjka7OR/tbz93aTOOz+dDuzmfu7Q/rzX70WbO5y7tn5hfax7xWSh6QLZSpUqpZMmScf6zR548eRQeHq6vvvpKERERunDhgsaNG6eGDRuqWrVqun79uubNm6fIyEjt3r1b69evt1133rBhQ61fv167d+9WZGSk5s2bpxs3bqhKlSp27joAAAAAAK4jXmfQO3bsKEnq3r37M5e1WCzP/LUiRYoUmjVrlsaOHauyZcsqVapUql27trp16yZvb2/NmTNHY8aM0eTJk5UuXToNGTJEpUuXlvRoVPdhw4Zp+PDhunLlinLlyqWgoCD5+fnFZ1cAAAAAAHBJ8QroLVq0UM+ePVWmTJmnLvfrr79q2rRpWrZs2TPXmStXLs2ZMyfOeQULFnzqOurUqaM6deo8cxsAAAAAACQW8Qro48eP18CBAzV69GjVqlVLRYsWVebMmWW1WnX16lXt379fP/74o9KkSaMvvvgioWsGAAAAACDJiVdAz5EjhxYtWqQdO3Zo6dKlmjlzpm14fl9fX5UrV059+/ZVhQoVErJWAAAAAACSLLtus1ahQgVVqFBBhmHo1q1b8vDw4NpvAAAAAAAcwK6AHs1kMildunSOrgUAAAAAALcVr9usAQAAAACAhEVABwAAAADABRDQAQAAAABwAXYH9MOHD0uS7t69q/Hjx2v27NmKiopyeGEAAAAAALgTuwaJmz59umbNmqX9+/dr9OjROnz4sDw8PHT58mUNHjw4oWoEAAAAACDJs+sM+g8//KDFixcrIiJCmzdv1oQJEzR//nxt3LgxoeoDAAAAAMAt2HUG/erVq8qbN6927dqlVKlSKW/evJKksLCwBCkOAAAAAAB3YdcZ9MyZM2vfvn1au3atypQpI+nRWfUcOXIkSHEAAAAAALgLu86gf/LJJ+rYsaN8fHy0dOlS7dq1SwMHDtSUKVMSqj4AAAAAANyCXQG9WrVqqlChgiQpWbJkypQpk7Zt26ZMmTIlRG0AAAAAALgNu2+z9uDBAy1dulRjxoyRJB05csThRQEAAAAA4G7sCuhHjhxR9erV9eOPP2rlypW6deuWevbsqVWrViVUfQAAAAAAuAW7Avrnn3+ugIAALVu2TJ6ensqRI4e++eYbzZ49O6HqAwAAAADALdgV0E+cOKE6depIkkwmkyTp3Xff1ZUrVxxfGQAAAAAAbsSugJ4uXTqFhITEmBYSEqIMGTI4tCgAAAAAANyNXQG9efPm6ty5s5YvX66oqCht3LhRPXv2VJMmTRKqPgAAAAAA3IJdt1lr3bq1zGaz5s+fL6vVqkmTJqlJkyZq27ZtApUHAAAAAIB7sCugS1KLFi3UokWLhKgFAAAAAAC3Fa+APnXq1Gcu07179xcuBgAAAAAAdxWvgL5nz56nzo8e0R0AAAAAADyfeAX0hQsXJnQdAAAAAAC4NbuvQd+9e7euXLkiwzAkSZGRkTp+/LiGDBni8OIAAAAAAHAXdgX00aNHa9myZUqRIoUkyWKx6MGDB3r33XcTpDgAAAAAANyFXQF906ZNWrRokcLCwvT9999r7NixGjdunEJDQxOqPgAAAAAA3IJdAT0sLExFihTRtWvXdOTIEZlMJnXv3l01atRIqPoAAAAAAHALHvYsnCVLFt24cUMZM2bU5cuXFRkZKR8fH92/fz+h6gMAAAAAwC3YdQa9fPnyatu2rebPn68SJUpo0KBBSpYsmV5//fUEKg8AAAAAAPdg1xn0Pn36qE6dOvLy8tLQoUN169YtBQcHa/To0QlVHwAAAAAAbsGuM+heXl7q2LGjJClVqlSaNWtWghQFAAAAAIC7ifcZ9D///FM///yzJCk0NFQDBgxQ7dq1NXXq1AQrDgAAAAAAdxGvgP7LL7+oXbt2On78uCTpiy++0N69e9WkSRNt3bpVCxcuTNAiAQAAAABI6uIV0IOCgjRq1Ch16dJFUVFR+v7779WvXz+1bNlSgYGBWr58eULXCQAAAABAkhavgH78+HHVqlVLknTs2DGFhYWpTJkykqTcuXPr/PnzCVchAAAAAABuIF4B3WKxyNPz0XhyBw8e1Kuvvqq0adNKksLCwuThYddg8AAAAAAA4D/ilaxff/11/fPPP5Kk7du3286eS48Gj+M+6AAAAAAAvJh43WatRYsW6tq1q/Lmzavdu3dr9erVkqQlS5Zo+vTp+vjjjxO0SAAAAAAAkrp4BfQGDRrI29tbf/31lzp27Ch/f39JjwaPq1+/vlq0aJGgRQIAAAAAkNTFK6BLUu3atVW7du0Y07Zv3+7wggAAAAAAcEeM7gYAAAAAgAsgoAMAAAAA4AII6AAAAAAAuAACOgAAAAAALiBeg8RNnTr1mct07979hYsBAAAAAMBdxSug79mz56nzTSaTQ4oBAAAAAMBdxSugL1y4MKHrAAAAAADArcX7PujRdu/erStXrsgwDElSZGSkjh8/riFDhji8OAAAAAAA3IVdAX306NFatmyZUqRIIUmyWCx68OCB3n333QQpDgAAAAAAd2FXQN+0aZMWLVqksLAwff/99xo7dqzGjRun0NDQhKoPAAAAAAC3YFdADwsLU5EiRXTt2jUdOXJEJpNJ3bt3V40aNRKqPgAAAAAA3IJd90HPkiWLbty4oYwZM+ry5cuKjIyUj4+P7t+/n1D1AQAAAADgFuw6g16+fHm1bdtW8+fPV4kSJTRo0CAlS5ZMr7/+egKVBwAAAACAe7DrDHqfPn1Up04deXl5aejQobp165aCg4M1evTohKoPAAAAAAC3YNcZ9K1bt6pjx46SpFSpUmnWrFmSpO+++0758+d3fHUAAAAAALiJZwb0sLAw3bp1S5I0aNAgFSlSxHYPdEm6d++eAgMD1aRJk4SrEgAAAACAJO6ZAf3+/fuqWbOmwsPDJUmVKlWyzTMMQyaTSe+//37CVQgAAAAAgBt4ZkDPmDGjtm7dqrCwMNWuXVs//PBDjPnJkiVThgwZEqxAAACA+PD19XV2CQAAvJB4XYOePn16SdL+/fvl4eGhGzdu6MKFC8qYMSPhHAAAPBeL1SKzh9kh6zKbzQ4dD8eRtQEAEF92DRIXGhqq/v376+eff5YkmUwmlSlTRl9//bVSp06dIAUCAICkyexhVsCvAQq5E+LsUmLImSanAt8LdHYZAAA3ZFdA/+qrrxQaGqoNGzYoe/bsOnv2rMaOHavx48dr1KhRCVUjAABIokLuhOjozaPOLgMAAJdgV0Dfvn27Vq1aZevy7u/vr/Hjx+vDDz8koAMAALwsGfydXUFsrlgTACQydgX0sLAwpUqVKsa01KlTy2q1OrQoAAAAxM2wWmRqMMvZZcTJsFpk4tp9xIFBHIH4sSugFy5cWJMmTVLfvn1lMplkGIYmTZqkggULJlR9AAAAeIzJw6zxm4/p3M1QZ5cSQ450ydWvWl5nlwEHctRgiY4exFFiIEckXfEK6Pv371exYsX06aefqnXr1vr++++VLVs2XbhwQSaTSXPnzk3oOgEAAPD/7Th+TUcu3nV2GTEUeCU1AT2JYSBH4OWLV0D/6KOP9NdffylPnjzavHmztm3bphs3bihbtmwqX768UqZMmdB1AgAAAHjJGMgReLniFdANw7D938/PTw0aNEiwggAAAAAAcEce8VnIZDI5dKPHjh1Tu3btVLJkSZUtW1b9+/fXzZs3JUkHDx5Uo0aNVLRoUVWqVEkrVqyI8dg1a9aoSpUqKlKkiOrXr68DBw44tDYAAAAAAJwhXmfQw8LCVLly5acus23btnhtMDw8XB07dlTjxo01Y8YMPXjwQAMGDNCgQYM0btw4derUST169FCTJk20b98+devWTXny5FGhQoW0Z88ejRo1SkFBQSpUqJAWL16sLl26aPv27YwMCQAAAABI1OIV0L28vNS9e3eHbPDixYvKmzevunXrJrPZLG9vbzVp0kT9+/fXli1b5OfnpxYtWkiSypQpo9q1a2vx4sUqVKiQVqxYoZo1a6pYsWKSpLZt2+q7777Txo0b6XYPAAAAAEjU4hXQPT09Va9ePYdsMGfOnJo1K+a9Ozdv3qwCBQro5MmT8vf3jzEvV65cWrlypSQpODg4VhDPlSuXjh075pDaAAAAAABwFrsHiXMkwzD09ddfa/v27Vq0aJEWLFgQq6u6j4+PQkMf3efzwYMHT51vD4vF8vyFP8Zsdu37LzpqP11V9P4l9f10NHdqN45R+9FmzsXx6Tpc9Tmg3ZyLY9R1uOJzQJs5lysfn/GtKV4B/cMPP3yhYuJy//59DRw4UEeOHNGiRYuUJ08e+fr66t69ezGWCw8PV4oUKSRJvr6+Cg8PjzU/bdq0dm//0KFDz1/8/+fr66v8+fO/8HoS0vHjxxUWFubsMhKcI55Pd5TU241j1H60mevg+HQ+V3yt0W6ug2PU+VzttUabuY7EfHzGK6CPGDHCoRv9999/9dFHH+mVV17RypUrlS5dOkmSv7+//vjjjxjLBgcHK3fu3JKk3Llz6+TJk7Hmv/fee3bXULBgQZf/hcsR8uTJ4+wSEpTFYtGhQ4fc5vl0FNrNdST1YzQhJPU24/h0HUn9tZZQknq7cYy6jqT+WksISb3NXPn4jK7tWeIV0B3pzp07atOmjUqXLq0xY8bIw+P/7vRWpUoVjR8/XvPmzVOLFi20f/9+rV+/XtOmTZMkNWzYUN26ddMHH3ygYsWKafHixbpx44aqVKlidx1ms9nlnrSE4A77KLnP8+lotJvz0f72c5c24/h0Ptr/+bhLu3GMOh/tbz93abPEfHy+9IC+evVqXbx4UZs2bdKPP/4YY96BAwc0Z84cjRkzRpMnT1a6dOk0ZMgQlS5dWtKjUd2HDRum4cOH68qVK8qVK5eCgoLk5+f3sncDAAAAAACHeukBvV27dmrXrt0T5xcsWFDLli174vw6deqoTp06CVEaAAAAAABO4/HsRQAAAAAAQEIjoAMA4GL+e0tRAADgHgjoAAA4gMXqmHuums1m5c+f36GD2ziqNgAAkLBe+jXoAAAkRWYPswJ+DVDInRBnlxJDzjQ5FfheoLPLAAAA8UBABwDAQULuhOjozaPOLgMAACRSdHEHAAAAAMAFENABAAAAAHABBHQAAAAAAFwAAR0AAAAAABdAQAcAAAAAwAUQ0AEAAAAAcAEEdAAAAAAAXAABHQAAAAAAF0BABwAAAADABRDQAQAAAABwAQR0AAAAAABcAAEdAAAAAAAXQEAHAAAAAMAFENABAAAAAHABBHQAAAAAAFwAAR0AAAAAABdAQAcAAAAAwAUQ0AEAAAAAcAEEdAAAAAAAXAABHQAAAAAAF0BABwAAAADABRDQAQAAAABwAZ7OLgAAALivnGlyOruEWFyxJgCAeyCgAwAAp7BYLQp8L9DZZcTJYrXI7GF2dhkAADdDQAcAAE5h9jBL20ZKt/91dikx+b0qc+Whzq4CAOCGCOgAAMB5grdKlw46u4qYshaWCOiAJNe85MMVawIchYAOAAAAIBYuQwFePgI6AAAAgFi4DAV4+QjoAAAAAOLGZSjAS8V90AEAAAAAcAGcQQcAwEFcceAiV6wJAADEjYAOAIADMJgSAAB4UQR0AAAcgMGUAADAiyKgAwDgKAymBAAAXgCDxAEAAAAA4AII6AAAAAAAuAACOgAAAAAALoCADgAAAACACyCgAwAAAADgAgjoAAAAAAC4AAI6AAAAAAAugIAOAAAAAIALIKADAAAAAOACCOgAAAAAALgAAjoAAAAAAC6AgA4AAAAAgAsgoAMAAAAA4AII6AAAAAAAuAACOgAAAAAALoCADgAAAACACyCgAwAAAADgAgjoAAAAAAC4AAI64KZ8fX2dXQIAAACAx3g6uwAA8WOxWmT2MDtkXWazWfnz53fIuiTH1gYXkcHf2RXE5oo1AQAAOBABHUgkzB5mBfwaoJA7Ic4uJYacaXIq8L1AZ5cBBzKsFpkazHJ2GXEyrBaZ+DEIgJPRCw1AQiGgA4lIyJ0QHb151NllIIkzeZg1fvMxnbsZ6uxSYsiRLrn6Vcvr7DIAJEL0QgOQWBDQAQCx7Dh+TUcu3nV2GTEUeCU1AR3Ac6EXGoDEgoAOAACAJI9eaAASA0ZxBwAAAADABRDQAQAAAABwAQR0AAAAAABcAAEdAAAAAAAXQEAHAAAAAMAFENCR6Pn6+jq7BAAAAAB4YQR0OIXFanHIesxms/Lnzy+z2eyQ9UmOqw0AAAAA7OH0+6DfvHlTTZo00ejRo1WqVClJ0sGDBzV69GgFBwcrbdq06tKlixo1amR7zJo1azRt2jRdu3ZNOXPm1GeffaaiRYs6axfwHMweZgX8GqCQOyHOLiWGnGlyKvC9QGeXAQAAAMANOTWg79+/XwEBAfr3339t0+7cuaNOnTqpR48eatKkifbt26du3bopT548KlSokPbs2aNRo0YpKChIhQoV0uLFi9WlSxdt376drs6JTMidEB29edTZZQAAAACAS3BaF/c1a9aob9++6t27d4zpW7ZskZ+fn1q0aCFPT0+VKVNGtWvX1uLFiyVJK1asUM2aNVWsWDF5eXmpbdu2Sps2rTZu3OiM3QAAAAAAwCGcdga9XLlyql27tjw9PWOE9JMnT8rf3z/Gsrly5dLKlSslScHBwWrQoEGs+ceOHbNr+xaL466BdmWO2k9Ho93sZzablTNNTmeXEUt0Ta7YZhKvtedBmz0f2s1+tNnzod3sR5s9H9rNfrSZc0XvnyvuZ3xrclpAz5gxY5zTHzx4EKuruo+Pj0JDQ+M1P74OHTpk1/Jx8fX1Vf78+V94PQnp+PHjCgsLc3YZMdBu9kuePLn88/i77PXxFqtFJ06csPs4TGi81uxHmz0f2s1+tNnzod3sR5s9H9rNfrSZ63BE1nMWpw8S91++vr66d+9ejGnh4eFKkSKFbX54eHis+WnTprVrOwULFnT5X7gcIU+ePM4uIVFyxXYze5ilbSOl2/8+e+GXye9VmSsPjdXzBfHjiq81V0ebPR/azX602fNx1XZz5V5ortpmro52s19SbzOLxaJDhw65ZNaLru1ZXC6g+/v7648//ogxLTg4WLlz55Yk5c6dWydPnow1/7333rNrO2az2eWetITgDvuYEFy23YK3SpcOOruKmLIWlioPdd02c3G0m/1os+dDu9mPNns+rthuFqvFpXuhuWKbJQa0m/3cpc0Sc9ZzuYBepUoVjR8/XvPmzVOLFi20f/9+rV+/XtOmTZMkNWzYUN26ddMHH3ygYsWKafHixbpx44aqVKni5MoBAADgily9FxoARHO5gJ42bVrNmTNHY8aM0eTJk5UuXToNGTJEpUuXliSVKVNGw4YN0/Dhw3XlyhXlypVLQUFB8vPzc27hAAAAcF0u3AsNAKK5REA/fvx4jL8LFiyoZcuWPXH5OnXqqE6dOgldFgAAAAAAL43T7oMOAAAAAAD+DwEdAAAAAAAXQEAHAAAAAMAFENABAAAAAHABBHQAAAAAAFwAAR0AAAAAABdAQAcAAAAAwAW4xH3Q4Z5ypsnp7BJiccWaAAAAALgHAjqcwmK1KPC9QGeXESeL1SKzh9nZZQAAAABwMwR0OIXZwyxtGynd/tfZpcTk96rMlYc6uwoAAAAAboiADucJ3ipdOujsKmLKWlgioCc9GfydXUFsrlgTAAAAnIqADiBJM6wWmRrMcnYZcTKsFpm4nAIAAAD/HwEdQJJm8jBr/OZjOncz1NmlxJAjXXL1q5bX2WUAAADAhRDQASR5O45f05GLd51dRgwFXklNQAcAAEAM3AcdAAAAAAAXQEAHAAAAAMAF0MUdAAAAABzFFe/U4oo1IU4EdAAAAABwAO4egxdFQAcAAAAAB+DuMXhRBHQAAAAAcBDuHoMXwSBxAAAAAAC4AM6gO4IrDrrgijUBAAAAAJ6IgP6CGAgCAAAAAOAIBPQXxEAQAAAAAABHIKA7AANBAAAAAABeFIPEAQAAAADgAgjoAAAAAAC4AAI6AAAAAAAugIAOAAAAAEgSfH19nV3CCyGgAwAAAACcxmK1OGQ9ZrNZ+fPnl9nsuFtNO6q2+GIUdwAAAACA05g9zAr4NUAhd0KcXUoMOdPkVOB7gS91mwR0AAAAAIBThdwJ0dGbR51dhtMR0AEAcJQM/s6uIDZXrAkAAMSJgA4AgAMYVotMDWY5u4w4GVaLTB6Oux4PAAAkDAI6AAAOYPIwa/zmYzp3M9TZpcSQI11y9auW19llAACAeCCgAwDgIDuOX9ORi3edXUYMBV5JTUAHALi8nGlyOruEWJxREwEdAAAAAOA0FqvlpY+WHl8Wq0Xml3iZGAEdAAAAAOA0Zg+ztG2kdPtfZ5cSk9+rMlce+lI3SUAHAAAAADhX8Fbp0kFnVxFT1sLSSw7oHi91awAAAAAAIE4EdAAAAAAAXAABHQAAAAAAF8A16AAAAADilsHf2RXE5oo1AQ5CQAcAAAAQi2G1yNRglrPLiJNhtcj0Em99BbwsBHQAAAAAsZg8zBq/+ZjO3Qx1dikx5EiXXP2q5XV2GUCCIKADiYkrdulyxZoAAIBD7Dh+TUcu3nV2GTEUeCU1AR1JFgEdSCToZgYAAAAkbQR0IJGgmxkAAACQtBHQgUSEbmYAkhxXvEzGFWsCALgFAjoAAHAKLt0BACAmAjoAAHAKLt0BACAmAjoAAHAaLt0BAOD/eDi7AAAAAAAAQEAHAAAAAMAlENABAAAAAHABXIMOAAAAAHAuV7zFpRNqIqDDeTgIAQAAALfHbTf/DwEdTsFBCAAAAEDitpuPI6DDKTgIAQAAAETjtpuPENDhNByEAAAAAPB/GMUdAAAAAAAXQEAHAAAAAMAFENABAAAAAHABBHQAAAAAAFwAg8QBAAAg6cvg7+wKYnPFmgA4FQEdAAAASZphtcjUYJazy4iTYbXI5GF2dhkAXAQBHQAAAEmaycOs8ZuP6dzNUGeXEkOOdMm5vSuAGAjoAAAASPJ2HL+mIxfvOruMGAq8kpqADiAGBokDAAAAAMAFENABAAAAAHABiTKg37hxQ127dlXx4sVVqlQpjRkzRlFRUc4uCwAAAACA55YoA3qvXr2UPHly/fbbb1q5cqV27dqlefPmObssAAAAAACeW6IL6GfPntXevXvVr18/+fr6KkeOHOratasWL17s7NIAAAAAAHhuiW4U95MnT8rPz0+ZM2e2TXvzzTd18eJF3b17V6lTp37q4w3DkCRFRETIbH7xe06azWbly5JCyVzs9pU5M6aQxWKRxWJxdilxot3sR5s9H9rNfrTZ86Hd7EebPR/azX602fOh3exHmz0fd2i36HVE59EnMRnPWsLFrFu3ThMnTtSOHTts0/79919VqVJFv/zyi7JkyfLUx0dEROjQoUMJXCUAAAAAADEVLFhQ3t7eT5yf6M6gJ0+eXGFhYTGmRf+dIkWKZz7e09NTBQsWlIeHh0wmU4LUCAAAAABANMMwZLVa5en59Aie6AJ67ty5dfv2bV2/fl0ZMmSQJJ06dUpZsmRRqlSpnvl4Dw+Pp/5iAQAAAACAMyS6QeJef/11FStWTGPHjtX9+/d17tw5TZs2TQ0bNnR2aQAAAAAAPLdEdw26JF2/fl0jR47Unj175OHhobp166pv374OGfQNAAAAAABnSJQBHQAAAACApCbRdXEHAAAAACApIqADAAAAAOACCOgAAAAAALgAAjoAAAAAAC6AgA4AAAAAgAsgoAMAAAAJxGKxOLsEAIkIAT2R4M09YdCucCTuWgm4Po5TvExWq1Vms1lWq1X//POPs8tJ1OL6zsbxDEexWq3OLsHG09kF4NmioqLk6ekpwzC0adMmZcmSRdmyZVPmzJmdXVqiZrFYbB+a48eP1+XLl/XKK6/I399fderUcXZ5LsVqtcrDw0OGYchkMtn+dmfRx+XjTCaTk6pJOuJq1+hjFf8n+lh8HMfls0W3282bN3XhwgUVLFjQ2SUlWdGvR3c+fh///la/fn2VKVNGBQoUcNv2eBGPt+XevXtlGIZKly4tk8kU5/uhu4g+viIiIhQREaGUKVM6u6REy8PDQ1euXFFISIjKlCnj1FoI6C7OarXK09NTVqtVDRs21L179/Tw4UOVLVtWHTp0UK5cuZxdYqIVHc4bNmyoHDlyqGzZsgoJCdGwYcPk5eWlGjVqOLtElxD9JevGjRtasmSJ2rdvrxQpUrh1GLBYLLbjctiwYbp586bSp0+vkSNHOru0RO3xdl2wYIEiIiLUtm1beXt7O7s0l/L4jxj379+X1WpV6tSp5eHh4dbH5bNEf5G9fv26Jk2apPv376tLly7y9/d3dmlJjmEYti+727dvV8WKFd3ypEL0+9nMmTOVL18+DRgwwNklJUqGYdjasnHjxnrw4IGuX7+uSpUqady4cW4b0qPf006ePKkpU6bowIEDGj58uCpXruzs0hKlyMhITZgwQSlSpFCZMmWc+priU9yFRX/ASVJQUJBy586tn376ST179tTNmzc1a9YsBQcHO7nKxOfx7lBr1qxRpkyZNGnSJDVu3FhXr17VW2+9paJFi9IVTY/e/D08PHTx4kXNnTtX3333nebPn68HDx7YwoA7iv5xp27durp9+7bKly+vihUrSvq/Lnh0u7NfdLvWqVNH69at05IlS1SrVi2dP3/e2aW5jMd/xOjdu7e6du2qTz75RIMHD5YkwvkTRHczPn78uIYOHaqTJ09q69atmj9/Pu/1DmaxWGQymXTlyhV98803+vLLL/X999/rxo0bzi7NKXbv3q2vv/5af/31ly5cuODschKd6NeTJA0cOFC5c+fW/PnzNXbsWO3YsUP9+vWTJFtIdxeGYchsNuvEiRNq1aqVChQooMDAQFWuXFmhoaG6d++es0tMdLy8vFS9enWtW7dOhw8fduoPPnySu7DoF8ann36qP/74Q02bNpUkNWjQQLVr19a1a9c0e/ZsHT9+3JllJiqPv9FL0rVr12z/79+/v06ePKmgoCDNmDFDK1eudEaJLiP6zf/YsWNq166dwsLClClTJv3++++aPn267t+/79YhfcWKFcqcObOmTJmixo0bq2LFirp7964WLlwoie7u9oiKirL9/+eff1ahQoW0Zs0arVu3TtmzZ1f79u118eJFJ1boGqKPScMw1KJFC3l7e2vgwIH6+OOPtWrVKk2fPt22rLsel0/i4eGhy5cvq127dipVqpRmzJihSZMm6ebNm1q1apWOHj3q7BKThMc/N5o3by4fHx8VKFBA8+fP19q1a2N85iZV/71O+p133tHEiRN19uxZrV27Vg8fPnRSZYlT9HvexIkTFRERoW7duilTpkyqVKmSJkyYoF9//VUBAQGS3ONz9/bt25Ie7avFYtHChQvVs2dPde7cWblz59Ynn3yitm3bavDgwTp16pRzi3Vx0Z+Tjx+T5cuXV9WqVbVz505JzhurioDu4u7cuaMMGTJo7969MYJ4rVq11KBBA4WEhGjp0qWKiIhwYpWJw+PXnLdq1Uq//PKL8uXLp7CwMHXo0EHBwcFau3atfH19dfv2bb3yyiuS3PdMqMlk0oMHDzR8+HA1bNhQn332mVasWKG6devq1KlTCgoKUlhYmNuG9NDQUN2/f1/h4eG2aalTp9aKFSu0dOlSJ1aWuDx+RnjOnDnauXOn7Rq61KlTa/LkycqSJYs6duyoc+fOObla54o+Q3TgwAGZTCaNGzdO+fLl04YNG1SkSBHVqlVLK1askMSZ9LgcP35cuXPnVps2bZQmTRpVqlRJHTp00L59+zRnzhwdO3bM2SUmetGfG2PGjFHLli01aNAgzZ8/X59++qnWrl2rNWvW6ObNm84uM8FERUXZAuWuXbv0ww8/6NKlS/rggw80adIkTZkyRfPmzSOk2+nhw4f67bfftGnTJv3++++273OlS5fWpEmTtHbtWn322WfOLjPB3b9/X1OnTtWZM2d0//59mc1mPXz4UKtXr9bUqVPVrFkzPXz4UM2aNdPu3bsVEhLi7JJdmoeHh86fP6+AgADNnDnTNq1o0aJatWqVU8fP4BPcxfz3l5o0adIoICBA7dq106hRo2y/6EhSjRo11KFDB3Xq1IlrNOMh+kNzwYIFypw5s8qXL68cOXLI09NTJ06c0CeffCKz2ax58+Zp165dqlatmiT3+EX2ScLDw/XgwQO98847kh61YePGjfXqq69q6dKlmjVrlq27e1IW1y+oGTNmVFhYmEJCQmL8iJMzZ05ly5btZZaXaD0+unGDBg20YsUK7dy5UytWrNDJkydlMpmUMmVKTZ8+XcmSJVPPnj1jnG13FwMHDtTs2bMlPXo/unr1qu7evWubd/DgQS1YsEC7du1y+54/j/vvj6uenp46c+aMLYhbLBYVL15cb731lvbu3avVq1e7/Y9AjnL//n29+uqrtr/r1aun6tWra9q0aVq3bl2SDOmPXyfdpEkTTZs2TQsWLFCLFi00ceJEVatWTePGjdOUKVM0ffp0QvpTPP6Za7Va5ePjo6VLl6pChQpat26d9u3bZwtPJUqU0MKFC9WuXTsnVvxynD17VpcuXdLo0aNVvnx5HT16VB06dFBkZKRu3LihNm3aaObMmapXr57efvttXmNPEP3ZEBoaKi8vL6VIkULz589XkyZNNHv2bH3wwQd688039e233zqtxqT9rTqRefwM75gxYzRgwAC1a9dOe/fuVdu2bdW2bVt17NhRu3btsj2matWqtjO9iJthGLaD8ZNPPlFgYKBy584t6VGY6tatm8qUKaPPP/9cLVu21KpVqzR37ly98cYbzizbKf57Jjxt2rRKkSKFfvrppxgfmO+//74yZ86so0ePavXq1Un6DPrjx+UXX3yhIUOG6Mcff1StWrXk4+OjQYMGaceOHbp48aJWrFihAwcOuOVrx16Pj7Exf/58FStWTJs2bdLXX3+tqlWrqnv37jp8+LAkKUWKFFq0aJGmTJkSa4T3pC4qKkqvvvqqxo8fr8WLF0uSihUrpgcPHqhWrVo6deqU1q9fL29vb504cUKvv/56jPc8dxV9OdP9+/cVFRWlyMhI5cqVS5kzZ9bWrVt1+fJl25mR5MmTq0qVKtq7d6/27t3r5MoTn/++/1utVqVJk0b//vuvIiMjbdNLlCihHDlyaNmyZdqxY0ecj02sHh9MauDAgXrttde0cOFCLV++XF5eXjp9+rTu3r2rOnXqaNiwYVqyZIlCQ0OdXLVrevwzd+LEiRowYIBGjhypgwcPaurUqUqVKpUmTZoUK6TnzJnT2aUnKMMwVKBAAVWpUkW///67cuTIoVSpUilPnjxavny5BgwYoLffflsPHjxQnz59dOHCBVWvXt3ZZbuc6M+Gu3fvqmLFijpw4IBGjx6tTZs26e2339bvv/+uqlWr6t69ezF6Lr/sz1ST4e6f4i4m+kzS66+/riJFiujQoUP6/fff1atXL9uvzwsWLNDChQtVokQJZ5fr8v47AuOVK1fUqlUrJU+eXFOnTlX27NklSXfv3tWdO3dsoyGnTZvWWSU7TfQH3ZUrV3T+/Hn5+voqf/78mjlzpn777TfVrl1btWvXlq+vr4YOHapkyZLJx8dHf/75p+bMmSNfX19n74LDPf5FoX79+sqWLZuyZcumzp07K3369JIefRk7fPiwPD095eHhoZEjR6pAgQJOrty1PT4K+cyZM7Vu3ToVK1bMNgr+sWPHNGfOHB0+fFiff/65Chcu7MxynSa6nSIiIrRq1SqNGDFCQ4YMUcuWLTVr1iwtWrRIderUUatWrbR69WrbNHcflTz6ff/48eMaPny4DMNQyZIl1alTJ/3++++aOHGiChQooFdffVUhISE6c+aMvv/+e33xxRcKCQnR9OnT3brnlD2i3yMvX76sI0eOKGfOnHrjjTe0YMECTZ48WSNHjlTRokWVNWtWDR48WLlz51ZERIRmzZqln376SWnSpHH2LryQ+/fv2y7JsVqtevjwobp06aLu3burePHiGjhwoI4dO6agoCB99tln+uSTT5Q/f37du3dPqVKlcnL1rufxW7k2aNBAOXLk0FtvvaX9+/fr9u3bqlevnho0aKAuXbro6tWrGjp0qIoXL+7sshNc9N05Tp06pe+//16+vr62nkCtW7fW22+/rYsXL6p9+/by8fFRqlSpNGfOHHl5ebn1bQ7/K7odT5w4oc2bN2v58uW6du2aRowYoSZNmshisSgqKkqrVq3Sjh07tHPnTo0YMUINGjR46bW616kIFxb9pjRr1ixlzJhREydOtM2bOnWqxo8fr3feeUcBAQHy8fFRunTpnFht4hH9JatVq1YqW7asPv74Yy1cuFD169fXyJEjNXLkSGXJkkWpU6dW6tSpnVytc5nNZh09elRdu3aVyWRSihQp1KRJE3Xs2FHXrl3TmjVrNHXqVOXMmVOXLl3S5s2bdfPmTf3666+6e/dukgvoj3+ojR49Wjlz5tSECRMkPbqrwrFjx+Tt7a3PP/9cV65cUXh4uNv+uGOPx685nzRpkjJmzKg33nhD//zzj3755ReVL19eefPmVYcOHTR58mSNGDFCy5Ytk5eXl1uFpsfv+bt8+XJ98MEHCg8P1+jRo5U8eXJ17NhRadOm1ezZs3XgwAGZzWYtWLDA7cP54z80tm7dWq1atdKdO3d04MABjRs3ToMGDVLmzJn166+/Kjg4WJkzZ9aXX34p6dHnxRtvvOFWr7MX8fiAcF26dJHJZJLJZFL79u3VunVr3b17V1OmTJHJZFLq1Kl18+ZNjRw5UmFhYfrll1+SxOUqEydOVLJkydS/f3+dOnVK2bNnl8Vi0b179zRkyBAdPnxYq1evltlsVkhIiJIlSyZJ3Kv6CaKPvenTpytHjhyaPHmyJOnmzZtavHix1q1bp/fff1+TJk3Sp59+qqxZszqz3JciurfZhQsX1LVrVzVv3lxt2rTRjh07tHTpUi1cuFDJkydX3rx5tWDBAnl5eSlNmjTy8PCI8WM4Hl1ffubMGbVq1UpdunTRkCFDFBISYvsht2nTpjKbzWrevLk++OADbdy4UXv37lXNmjXl7e39Ui/n5FlzsgkTJqh79+62a8hv3rypLFmySJIePHigFClSqHv37lq/fr22bdumdu3aqVevXkn+ml9HK1++vL7++mslT55crVu31urVq1WvXj0NHz5cw4YNc4s3+SeJjIyUl5eXQkNDNWrUKH300Ud65513tH79eq1Zs0Ymk0mDBw/WpUuX9Pvvvytt2rQqX768JNkG1UuRIoWT98Kxxo8fr/z586tmzZqSJD8/PxmGoVWrVmnt2rU6ffq0GjZsqAULFqhIkSJq0qSJkytOPKLHghg7dqxu3bql3r17q1ChQpo9e7ZtcL3y5csrT5486tWrl1KnTu12Y2xEf6mKvpb10KFDql69ulq2bCmTyaRBgwbJarWqYcOGqlOnjiIiImQymZLcj2TPw2w26/z58/rhhx/Url07ffzxx5Ie3VJz7dq1+vzzz9WtWzf17NlTkZGRunr1qo4eParDhw9r5cqVtrsw4OmiPzdu3rypiRMnqn379mrcuLEmTJigdevWSZK6d++uKlWq6PLlywoPD1fFihVlNpu1fPlyhYWFycvLy8l78WIiIyNVsmRJjR8/XkuWLFHTpk0VEBCgN954Q126dFHu3Lm1Zs0aeXp6as6cOTKbzbaTK/wIFNOyZctUoUIF2/ffS5cuyc/PT9KjH93SpUun+vXra968efrtt99Ur149t+npYjKZdPPmTU2YMEFvvPGG2rRpI0mqUKGCTCaTlixZosmTJ+vy5csqX768evbsKenR2WLCeWxbtmxRqVKl1LZtW9u0rFmzKiAgQKlSpbJ970ubNq1eeeUV22BxLzt38cw50fXr13XlyhV5e3srIiJC3t7eMgxDv/32m6RH111GT8+ePbstRBLOny6u7jwdO3ZU8uTJNWrUKBmGoTZt2mjNmjWqVKmSxo0bp6+++srtugBFf8Hy8vLSuXPnNGbMGOXNm1fNmzeXJDVt2lQeHh5as2aNQkND9dFHH6lRo0Y6deqURo0apVSpUmn58uWaP39+kjobEBUVpXz58qlGjRrauHGjqlatqqxZs2rLli06ffq0Xn/9dc2bN09ms1nnzp1LUvv+sgwcOFB79uzR+PHjJUmFChVSu3btNHfuXK1YsUIRERGqUqWKbawId/J4D4M6deooRYoUKly4sKxWq7y8vGzH5/Dhw3Xr1i199NFHbv8lLDQ0VCNGjNDnn38uSVq9erWmTZumevXq2ZapV6+erFarNm7cqDFjxmjw4MFKliyZ1qxZo82bNytNmjSaO3eu2/dAeJbo7yReXl66ceOGhg0bJm9vb7Vo0UIeHh4aOHCgxo0bp3Xr1tlew3ny5NGRI0f09ddf69atW9q2bZvmzZuX6HuteXl5qXTp0nr48KEMw1Dy5MklSSNHjtSDBw+0b98+ffnll3rw4IF+/vlnBQUF0cMqDrt27VJISIiaNm2qCxcuKFu2bPLx8dHFixd1+/ZtW1DPli2bSpYs6VY9SKN71546dUr37t3Tzp079ccff6hs2bKSHv2YbTKZtGvXLpnNZnXt2tX2WLJC3G7dumXrvRMVFSWTyaR3331XGTNm1KeffqqIiAjVq1dPkZGRCgkJ0aVLl/Tw4cOXfyLKwEt348YN4/Tp07a/R40aZVSvXt2IiIgwLl++bNSvX99o0aKFcfv2bePevXvGypUrjbJlyxr//vuv84pOZKxWqzFt2jRj165dMaYvXbrUyJs3r7F8+XLDMAzjypUrRkhIiDNKdKqHDx8aFStWNA4dOmQYhmGcPXvWKF26tPH2228bFy9etC139epVY/r06UalSpWM1atXG1ar1fj777+NwYMHG1988YVx4sQJZ+1Cgpg1a5axf/9+wzAMY8OGDUbVqlWNOXPmGIZhGHfu3DFu3Lhh3LhxwzAMw1i+fLlRpkwZ48yZM06rN7GwWq22/z948MD47rvvjKJFixrDhg2Lsdzff/9ttG/f3ujTp4/x4MGDl1yl80W3k8ViMapWrWoEBAQYhmEYtWrVMvbs2WNERkbalp09e7ZRqlQp4/bt2zHa1x3t27fPWLVqlREaGmpERkYaERERxvDhw4233nrLOHLkSIxlFy1aZIwZM8awWCyGYRjGzZs3jbCwMOPevXvOKD1RefjwodG9e3fjjz/+MAzDMI4ePWq0bdvWeOutt4wLFy7EWHb8+PFGlSpVjA0bNhiGYRg7d+40xo0bZ4wfP94IDg5+6bU7UvRrxzAMIywszNiwYYOxfv16o3LlysbYsWNt8+bMmWNMmTLFmDFjRozvfHjkzp07tv9HRUUZgYGBxqeffmpcvnzZ+N///mcULlzYCAwMNI4fP24YxqNj99133431WkuKol9jj7/n//vvv0bXrl2Nxo0bG/v27YuxfEREhO3/jz/G3T1+rEb76aefjAIFChi//vprjOkBAQHGuHHjjLJlyxp79+41DMMwtm/f7rTvuQR0J5g1a5YxevRo48SJE8bKlSuNM2fOGO+//77Rvn174969e8bBgweNZs2aGUWLFjWaNGli1KxZ0zh8+LCzy3ZpoaGhxpdffmn7+8SJE0a1atWMgIAAW+AyjEdvXI0bNzby5MljLFu2zBmlOpXVarW9kf/111/GvXv3bD9WnDlzxihfvrzx0UcfGeHh4bbHXL582Vi9erURFRUVa11JyZo1a4w8efIYPXv2NPbt22c8fPjQmDJlitGsWTNj+vTpxsOHD41r164ZnTp1Mho0aGBUqlTJ9gMHnuy/r5vQ0FDDMAxj9erVRoECBYxvvvkmxvx//vnHuHz58kurz1U8/qVq3rx5xpAhQwzDeHScVaxY0fjll19s83/++Wfjl19+Me7evfvS63RFUVFRhsViMTp27Gg0bNjQiIiIMKxWq9GvXz+jUKFCsY7Tx38ISWrvYwkp+vvJgwcPjOnTpxuGYRjBwcFG8+bNjQ8//DBWcFq0aFGs4z+xiz5OrVarcfToUePw4cO296slS5YYlSpVMj7//HPDMAzbj7mI27hx44xPPvnEMIxHP/asWLHCaNy4sTFq1CjjwYMHxr59+4yqVasaVapUMZo1a2ZUqVLFLb4LRx8zwcHBxvDhw40ePXoY/fr1My5evGicPHnS6NOnj9G8eXPjzz//jPVY3s/+T3Q7nj171li+fLkxYcIE48CBA8bly5eNCRMmGCVLljSWLFli7Nu3z/j000+Nxo0bGzdu3DDatWtnLFmyxDAM57Yno7g7wZYtWzRz5kydO3dO5cqV01dffaXz58+rdevWypkzp6ZMmSJfX1/98ccfSp8+vdKlS6dMmTI5u2yXdunSJfXt21ceHh66evWqvv32W12+fFlTp05VtmzZ1KxZMxUtWlSSNG3aNJnNZr3//vt68803nVz5y3XlyhX973//U8WKFRUREaEtW7aob9++GjZsmJo1a6bTp0+rTZs2yps3r6ZMmWIb0CZaVFSUzGazTCZTrBHyE7vff/9dn3zyifz9/ZUzZ041bdpUBQoU0PTp07V3717bIIM7d+6Ut7e3smXL5tZjF8RH9GUUVqtVgwcP1u3bt3X69Gm1atVKlStX1u7duzV48GD17NlTnTp1cna5TvP4NeeTJk1SuXLlbHfpiIqKUuvWrdW1a1eVK1dO8+fP1/Tp0/Xdd9/ptddec3LlzvXfy5l+/vlnzZ07V8mSJdP06dPl5eWlAQMGaMuWLZozZ47tM0CKfYcPPF30a/Thw4dau3atgoKCVLNmTfXu3VsnT57UF198oRs3bmj69OnKnDlznI+VEne7R48AbbVabdcBnzt3TqlSpVLHjh1Vp04dLV++XJMnT1batGltd19IkSJFot3nhGKxWPTnn39q9OjROnPmjOrUqaPRo0drzZo1WrRokQoXLqzevXvr4cOHCg4OlmEYypkzZ6zXVlIVHBysli1bqkWLFrJYLDp16pT++OMPLV68WClSpNDkyZN15MgRTZw4UXnz5nV2uS7HeOxOHh06dFCpUqVktVq1f/9+Va9eXfXq1dPu3bu1cOFC5ciRQ97e3vrmm2/k7e2t7t27q1y5cmratKnTdwIvyeNdLRo1amS8/fbbxvjx421d18+dO2dUrFjRaNeuXYwzmIifP/74w8iXL59RokQJ27SdO3cazZo1M/r06WOsW7fOWLJkiVGuXDnj5s2bTqzUeb799lujZs2axty5c40ePXoY//77rzF37lwjT548xqJFiwzDMIyQkBCjQoUKRsOGDY2HDx86ueKXa9iwYUbLli2Nli1bGt27dzcOHjxoREREGJMnTzZatmxpTJ48OUZXMjybxWIx6tWrZ/Tr18/YvHmzMWfOHKNYsWJGYGCgcefOHWPFihVGnjx5bJcSuJvoM3IWi8XWu+fvv/82DOP/fr1v1qyZsWPHDmPp0qVGyZIl6blhxDzL9PXXXxtDhgwx/vnnH+PXX381GjdubHTo0MF2rHbu3Nlo1aqVM8tNEi5cuGAMGDDAuHHjhrF48WKjQYMGtp5rJ06cMD766COjfPnySfrMsdVqNVq2bGn06dPHsFqtxuHDh42goCDjrbfeMrZs2WIYhmH8+uuvxogRI4yjR486uVrXFhoaalStWtUoXLiwMXDgQNv01atXG/Xr1zdGjx6d6C+HeB4RERFG7969ja+//to2zWq1GoMHDzYqVapk610wderUJNdDxRGis9b9+/eN9u3bG/PmzbPNK168uDF58mRb77O7d+8a9+7dM65du2YYhmEsXLjQKF26tHH27NmXX/h/uPfIMi/R42dIPDw81L59e/n5+WnChAkKDw9XkyZNlDt3bi1YsEANGzZUjx499O233/Kr6zNEt2f0/6tUqaLbt2+rdevWmjJlisqUKSNJmj9/vmbPni2LxaJvv/3WbQdq6dy5s/766y8FBgaqYcOGypEjh20ky1GjRkmSWrRooaCgIE2YMMFtBp+KPtNbvnx5pUmTRlWrVtUXX3yhGTNmqHPnzurSpYvCwsJ0+PBh3bt3z60GqXkes2fPVtmyZZU3b16tWrVKqVKl0hdffGGb/8Ybb6hr164qVaqUGjZsKG9vb7e8d/x/B4TLli2bbdCfx6VOnVpjx45VWFiY5syZ45Zt9V9ms1knTpxQixYt1LBhQ925c0dp06ZVwYIFZbVaNXv2bHXt2lXffPONvv32W1mtVmeXnOilTp1a27Zt0zvvvKNGjRopMjJSGzZs0FdffaVPP/1Uffr00dq1axP9vc2f5uzZs/Lw8NCoUaNkMplUoEABvf7667p69apWr16td999V++++67KlSvH97c4PN7rxdfXV0OGDJGHh4cCAwPVu3dvTZw4UfXq1ZPJZNL06dPl4+OjTz75xK1us2m1WnXx4kVVqFBB0v99P2nevLn++OMP/fvvvypevLjt/u/c5/yRc+fOKUeOHDEywd27d1WmTBlZrVY1aNBAlSpVUosWLVSvXj1NnTpVefPm1bVr19S5c2f5+vrq6tWrmjVrll599VUn743EEH8vweNfwgICAtSjRw/t3LlTpUuXVrNmzXTw4EEtX75cN2/e1MOHD7VmzRoNGTLEbd6MnldUVJTtQLx165ZKliypSZMmqU+fPoqMjFT37t11//59lSlTRiNGjNCcOXO0YMECt/1yGxERIenRyLMFChTQ0aNH9dNPP+nhw4dq06aNAgICNHbsWM2cOVO5cuXStGnTbN35kqI9e/bo5s2bkmS73U/BggX1ww8/6Pz58xozZozu37+v2bNn69ChQ+rTp48+//xzwvkz9OrVS7t377Z1u7t165bth57w8HBFRUWpQoUKKl26tHbv3i1Jql27tttdbiI9CplWq1XVqlVTvnz59O233yo0NFQnTpyQ1WqV8f+vQMuSJYsiIiI0e/Zst33/+q+IiAh9/fXXatOmjQYMGKDJkycr+/9r797jcr7/x48/uqqrJUVyjJjDliEmmfNhhoahImxlUYxyyPkUk5BGwrKQ0wgrQpiZQ5vZDBt9HDJh+VCK2jpxUa7qev/+8O36aJ/tM9tvXKnn/Z+t99WV5/W+va/3+/18v16v57NePTIzM4HHnTtu3bpFWFgYQLk+lz0rv91flStXxsfHhzNnzmBqaoqLiwt9+/bl7NmzBAYG0rRpU2bNmoWxsTHFxcUGivrZunfvHmfPnuXy5cvA431kYWFB3bp1ycvL07eElPu3/1ayRE6n0xEdHc0333yDvb09nTp1Yty4cfz8889MnToVAGdnZ/z9/Rk6dChqtbpc78/ffs/MzMyoWrUqR44cKdWOsH79+tjY2PzX+yU5fzylfenSpcydO5eUlBROnz6NVqtFpVJx7do1hg0bRqNGjfjoo49QFAUrKyv9vqxRowbBwcEsWLCAHTt2lJlrrCToz0HJCcnFxYXi4mLatWtH3759gcetX3x9ffnxxx8ZNWoU7777LiqVCjs7OwNHXbaV9HcsLi7G19cXDw8PAgICOH/+PK1atWLq1KkUFxfj5+fHmjVrOHjwoH49f0VTWFhY6ufVq1eze/du7Ozs+Pjjj/nmm28wMjJixIgRTJ06lW+++QblcQFJoHy26hg7dixeXl7MmTOHoKAg7t27x8OHD6levTozZswgPj6eevXqMWPGDFJTU/nss8/0vVjFH8vJyeHRo0fY29vz7rvvkpycjLW1NWfOnCE5OZmXXnpJ/7uVK1fWr+Evzzdfv6ekxQtAfHw8Xbt21c8w0Gq1PHjwAJVKhUql4tChQ+Tm5vLpp59WyLZzf6SwsJBffvlF/yCo5Dx38uRJNm7cSIsWLQgLC2P69On695THc9mzpFKpuHv3LtevX9cnEa1bt+bw4cOcOXOGKlWq4ObmRteuXSkuLtZfM6B8JA2/fchQVFRE8+bNad++PUePHiU1NVV/TD169IiaNWv+1/VWPFZyz6bT6XB1dSU6Oppp06axcuVKrl+/zttvv82ECRO4dOkS3bp1o1evXnTp0oV69eoZOvRnqqS/dlpaGl9//TV79uwhPz8fZ2dn8vPzWb58OXfv3kWr1bJ48WLUarW0gvwdRUVFvPvuu5w5c4bevXtz+/ZtbGxsaN26NdOmTaNatWosX74cgODgYCwtLfUJuqIoNG3alCZNmlCjRg1DfoxSpEjccxIXF8euXbvYvn27fptGo2H79u28++673Lhxg8uXL9O+ffsKOZL0V5RMa1cUhZEjR1KlShW6d+/Ojh07qFOnDu+//z5OTk6cPXuWDRs28NNPPxEREUGLFi0MHfpzVZJkq1QqkpKSWL58OUZGRjg6OjJ27FgAJk+eTHJyMhMnTuTixYu0b9+ejh076t9fXhOn77//Hm9vb3r16kVGRgZarZa2bdvSv39/qlatyoIFC5gxYwb29vZcuXIFKysr6tata+iwy6yS3sgAK1asYPPmzdSpU4fDhw8D4O/vz6VLl1i6dCk1atTg9OnThIWFERMTw8svv2zAyA2npCd3nz59SiUz06ZNo2XLlrz//vt8+umnRERE8Nlnn1X468KTy5lKjBkzhpdeeomQkBDMzc0BSE9PZ/r06URGRur71soU0L9Op9NRXFzM0KFD0Wq1NGjQgJkzZ1K/fn0iIyNJSkpi/vz5VKlShYcPH2Jubl6uioeWHDM6nY7ly5eTl5dHXl4eEydO5Pz58+zdu5fq1avTrFkzioqK2Lp1K1u3bpWCXf+Doih4eXlRs2ZNQkND2bBhAzt37qRt27Z4e3vTuHFjLl26RHx8PH369MHe3t7QIT9TJd+VpKQkvL29adiwITdu3KB69eqMHz+e1NRUTp48ydmzZ3F0dESr1bJ161Z94VV54FhaWloaLi4uGBsb079/fwICAgAICgriyJEjNG/enKKiInJzc4mOji7z+1ES9Ges5AsYHR3NF198wdatW9FqtZiamvLgwQMmTpyIs7MzQ4cOLdMHSlmjKApr1qzh7t27BAUFAXDt2jUWL16MlZUVXl5e+vU59+/fx9LS0pDhPncFBQWsWrWKgQMHUqlSJTw8PHjzzTcxMTFh165deHt7M3nyZACmTJnC9evXUavVxMTEYGJiUm5usv6X77//ngkTJrBq1Spu377N9evX2bNnD2PHjmXPnj00adKE0NBQ/Y2/+H06nY7NmzfTr18/ateuzYcffkhiYiLW1tZ07twZDw8PcnJyWL16NQcOHMDe3p7i4mKCgoJo1qyZocM3mFOnTjFy5Ej8/f3x9fXVf+dmzpzJa6+9RqVKlQgNDWXz5s1lZsqdoZQkS6mpqSQkJKBSqejfvz/Hjh1j8+bNtGjRglGjRlGjRg1mz57Nr7/+SmRkZLk/hz0LJfu6pG5OTk4O586dIyoqilu3btGhQwcsLCzQaDRMnjyZWrVq6Y/d8nbd0Ol0uLm50ahRIxo1asSNGzc4duwYK1euxMzMjBMnTnDx4kWaNGmCp6dnuU8o/46MjAz9MZKQkMCKFSvYtm0bAEuXLiUjI4PLly/z+uuvM3DgQH3doPKu5Hum0Wjw9/ene/fuDB8+HHj8QPvWrVuEhobSuHFjvvvuO2rWrMkrr7yCSqUq1RWhonvy4WthYSFJSUncv3+foKAgWrduzZIlSwA4fPiwfrZCr169Sp3jyqqyG9kL7Pjx49SsWZNmzZrpL1ZWVlYkJCSQmJioH8mtXLkyarVanwBIcv70Tpw4QWxsrH7UDuDVV19l9uzZLFu2jIiICMaMGUO7du0qXHIOkJuby4EDB0hPT6dBgwZ4e3szcuRICgoKcHR0ZNasWSiKwpQpUwgLC+P69es0btwYlUpVYUabOnbsyPLly5kyZQrBwcEMGzaMHj168PXXXwOP25yU13WU/6Rr165x6tQpfv75Z27evImzszPz58/n448/Jj4+nuLiYry9vVm4cCGenp5YW1tjampa4Qo1/vZmoEOHDoSFhTFjxgwURcHPzw8ACwsLVq1ahbW1tSTnPE6SjI2NSUpK0rcivX37NhcuXGDu3Lnk5OSwf/9+evbsiZOTE/fu3WPHjh3lMmF81krO/T///DPr1q2jevXqdO7cmZ49e9KzZ0/27dtHcnIy27Zt4+HDh6jVaoKCgvT7uLzt67Vr11KrVi19HQOA8PBwpk2bxv79+5k9ezZFRUUYGRlViGvmX7V9+3Z27drF0qVLefXVV9FqteTm5qLVapkzZw5ZWVls3ryZhQsXsn//fnJzc2nRogWVK1cud8fSbz2ZnN+7d4/27dvrX1u1ahWDBg1i3bp1LFu2jC5duuhfK1kqIP5zvrp58yaff/45DRo0oF27djg4ODB+/HgiIiIICAhg8eLFNGjQoNTslpLaYGXa8ykWX3FERkYq9vb2SteuXZVZs2Ypu3fv1rd6WbRokeLg4KDEx8crV65cUXbu3Kl07NhR32ZN/LHftpLIzc1Vdu7cqbz++uvKsmXLSr126dIlxdfXV7l79+7zDLHMKGnblJKSogwcOFBxdHRUQkJC9K8/evRI2bdvn9KyZUslKCio1HufbAVYURw/flxp2bKlcvjwYUVRHh9rWVlZ8r38C/bs2aM0b95c6dmzp/57l5OToyxbtkzx9PRU1q1bpz8uK7oLFy6U+vnzzz9XmjVrpnzyySeKoijKp59+qnTt2lW5fv26IcIrk1JSUpRevXopO3fuVPLz85UlS5Yob7zxhrJw4UJFUR6ft7766islMTFRf62Q4+2vKWnpl5SUpLRt21aZMWOGMmDAAMXT01OJi4sr9bvXrl1TgoODFT8/P+X27duGCPe5mD9/vhIcHKwoyuOWYIry+Prg7OysREdHGzK0F0J8fLwyYcIExdvbW7l27ZqiKI+/y6dPn1b69u2rP+ZCQkKUxYsX61tdlVcajUZZsmSJMnnyZMXPz0/Jzs5WfH19laZNmypxcXFKUVGR/h5s7dq1yrx58wwccdlVsp+uXLmivPHGG8qIESMUJycnZd68eUpycrKiKI+vrT169FBatWqlDBo0SH+8vSjK+OODF4+1tTVt2rRh3rx5rF+/nl27drFu3Tr69+9P9+7dqVKlCgsXLqRBgwbcu3eP9evXS0G4P1Ey8qQoCqdPn8bY2Jhq1arh7u6Ooihs2LABeLx2E6BFixasXLmy1Oh6RaEoCiYmJmRlZWFtbU1kZCR+fn5cuXKFy5cv07x5c9RqNX369CE/P5/PP/9cX9jHyMioQs7i6NatGx9//LG++n/v3r2pVq2aFIT7E08uyVGr1XTv3p3CwkJWr17N8OHDefXVVxkzZgyRkZF88cUXqNVqfUu/iuTgwYPk5+dTuXJlzp49S1paGsOHD9fXeujXrx/3799nwYIFmJqa0qtXL3r27Fmhax6UrH8uqV78ww8/4OjoiLu7O1lZWaSnp+Pm5saXX34JwOzZs3nzzTdLvb/Mj46UMUZGRmRnZzNz5kzGjx/P+++/z549e9iyZQt79+7FxMSEfv36AfDKK6/g4+ODt7c358+fLxfH6u/NHFOpVBw/fpzJkydjbm6uvxepWbPm71bTFo+V7KcePXpQpUoVNm7cSHBwMAEBATRp0oTbt29jbm5OYmIiiYmJfPHFF2zbto3q1asbOvRnRqPRMGjQIFq1asWrr75KTk4O+fn5REREMHXqVGJiYqhfvz729vZUqlSp3HyvnhWVSsWdO3fw9/fHz88PLy8vVqxYwaFDh4DHXTz69etHkyZN+PHHHxk2bNgLNytD1qD/wwoLC3F2dsbX1xd3d3fg8VRac3Nz7ty5g4eHBxkZGSxduhStVouVlZWBIy7blP+boqjT6Xj33XcxNTVFq9WSnp7O6NGjGTx4MF988QUbNmygc+fOzJs3z9AhG0zJDUZWVhZz586ldu3azJ49m6ysLMaOHUu9evUYO3YsDg4OQOkpt4pMBeXYsWMsWLCAL7/8Ul9cSvy+J4+d7OxsqlSpgrGxMV988QU7d+7E1tYWHx8fGjduTH5+PlFRUfTt27fcV+T9LT8/P+7cucODBw+oVq0aderUITc3FysrK4YOHapP0s+fP09wcDC3bt3iyJEj5bqP9J/RaDQEBARw//59iouLWbFiBVu3buXWrVusWLECNzc3OnbsyMSJExk6dChXrlzB3d2dhQsXGjr0F05+fj7nz5/Xr/u9ePEigYGB7Nmzh7y8PObOnUuzZs04e/YsWVlZ9OzZk/Hjx+vf7+PjQ/v27Rk9erShPsI/SqfTceLECYqKiujZsye3bt1i5syZ2NjYsHDhQiwtLYmLi+Pjjz8mOjpaEqj/obi4mAMHDvDOO++QmJhIZGQk+fn5zJkzh5deegl/f39MTEzIzMxk9erV5bqI76NHj3jvvfdwcHAgMDBQvz0jI4N79+4BjwuZaTQaLC0tqVWrFsnJyURHR1fIgab/5cmBgSNHjhAbG0tkZCS//PILoaGhWFpa8tVXX9GuXTv69OlD165d9e8t62vOf6viDZc9QyVP/IcNG8aVK1cACAwMpFq1amzevJk1a9aQkZHBxYsXycvLk+T8KZQkjZMmTaJevXps27aN6OhoqlWrxuHDhzE1NcXd3R1PT08SEhLIysoycMSGUbJO8+rVq4SGhpKWlsbOnTtZunQpVapUYe3ataSlpREZGcm//vUvgFInqoqenAP07NlTkvOnULJ2S6fTMXr0aEaMGMEHH3zAL7/8Qt++fRk0aBB3795l48aNLFq0iJiYGD744IMKmZxnZWWxd+9edu3ahaWlJVWrVmXWrFnk5uYSGxvLt99+C0BSUhI9evTg2LFjFT45d3V1RVEUHB0d+fXXX5kzZw7jxo1j5syZbN++nTp16jBt2jTUajUNGzZk3bp1pW56xdOLiYlh9OjRHDlyBHg8E8bGxobc3Fy8vb2xsrLC19eXNm3aUFxcTEpKCjqdDkVROHv2LNnZ2aVmLryIfvrpJ/3/u7m5sWTJEgICAhgzZgwNGjTA39+f+/fv0717d3x8fNiwYQNr166V5PxP7Nu3j/Xr17NhwwYcHBz44IMPMDc3Z8mSJajVajZu3MjChQuJiYkp18k5QEJCAtbW1vrz1L179/jss88YNGgQnp6eTJo0iV69etG0aVMSExOxs7Nj27ZtqNVqadv3BOX/uhIlJyfzzTff6AelHj58yKhRo7C0tGTu3Lm89tprnD59muPHj5d6/4uUnAOyBv1Z+PHHH5W2bdsqnp6eSv/+/UutZdVoNIpGozFgdC+GJ9dCFxUVKT4+PsrVq1cVRVGU6dOnK4MHD1aysrKUqVOnKklJScq9e/eUvLw8Q4VbJqSlpSlvvPGGsnXrViUlJUX58ssvFRcXFyUkJER59OiRkp6ernTq1EkJDQ01dKjiBVXyvSwuLlZcXV2VcePGKceOHVPatm2reHt7K2lpaYqiKEpcXJzi7++vvPXWW8rFixcNGbJBjBs3Tnn33XdLbVu/fr0ydepURVEe18kYMWKE8s477yienp7KG2+8oVy+fNkQoZYZ9+/fV3r16qXMnz9fv23Tpk2Kp6en/uewsDBl2LBhiqIoyrRp05ShQ4fq15z/tk6J+HOZmZlKSEiI0r17d+XLL79UFEVR8vPzlVOnTpU6fqdOnapERESUWsP56NEjJTs7+7nH/E+KiopSunTposTHxyuBgYFKYGCg8ujRI+XUqVNKjx49lNGjR+t/9+jRo8qlS5cqbG2bP/Pb719BQYESHh6ueHp6Kp988olSVFSkJCQkKOPGjVMGDRpUoWpsHDlyRHFzc1NSU1OVL7/8Upk5c6bSvHlzJTIyUrlx44YSFhamuLq6KgUFBcrEiRMVV1dX5cSJE8qDBw8MHXqZUXJ8ZWRkKB07dlR27typZGVlKffv31d2796tDB8+XP+7kydPVjZt2vTC11R6wR4nvBicnJzo3bs3Z86cITIyEjs7O/0UYhmdezolfc4vXbqEvb09SUlJpKamEhsby5UrV9i9ezc5OTkkJiZiY2NTISu1a7VacnJyqFWrFgD/+te/aNasmb5Vh52dHVZWVkyaNInCwkJmzJjBvn37Klz1bPHPUalU6HQ6Vq5cSePGjVm2bBlarRYXFxd2797NlClT9O393n77bbRabYX7bgYEBHD27Fn9qCRAamoqO3bsYNy4ccDjOhkffvgh586dIysri6CgIBo2bGiokA2uZH1m165dmTt3rn67paUlDRs21I+U9OjRgy+++IIhQ4ag1WrZtWuXvle1VNF+Ovn5+Rw+fJgHDx7QoUMHxo0bh6IoBAcHA+Ds7IyZmRnp6els3ryZy5cvk5ycTEhIiH65mZGREWq1+oWffuvp6cnly5dZvXo1NjY2TJkyBbVajZOTEytWrGDSpEn4+PiwceNGevbsaehwyzRjY2MURaGoqAhTU1PMzMz44IMPgMctTVUqFWPGjMHLy4uYmBgqVapk4Iifn1deeYXU1FS8vLz0P2/ZsoU2bdoAj+uQ/Pzzz5iZmbFq1SomTZpEYGAg8+fPLzVFu6JRFIXCwkLUarW+WntoaCi9evXSLyGGx/cl+fn5JCQkEBMTQ1paGsuWLdPfr7yotZUkQX9GWrZsyZkzZ6hRo4ahQ3lhffzxx2RmZrJ48WIGDRrE9OnTsba2Jj4+Hni8/sTMzKxC3pjl5+cTGBjI4MGDqVmzJkZGRvr1XOnp6dja2lJUVESHDh1o3bo1Bw4coHLlyowaNUr6aIq/bPv27dSrV49u3bqhUqnIyMjQF7ecPXs2NWrU4MCBA/Tu3ZtJkybh5eXF22+/jZmZmYEjf/5cXFw4deoUhw4dYujQoWRmZuLp6Ym7uzuDBg0CHi8TaNiwYYVOykvodDpGjBiBubl5qeT86NGjLFq0iJdeegl4XN/F2tqaPn360LRpU95++205l/1FGo2GwYMHU6VKFXJycli2bBmxsbH4+fmhUqlYsmQJKpWK7t2707VrV06cOIGpqSk7d+7ExMSk3LTg3LZtG2lpaeTn5zNz5kyCg4PZv38/nTt3pnHjxqjVahwcHAgPD8fLywtfX1/WrFlj6LDLvPnz53P48GG+/fZb/QOcMWPGkJeXx7Zt2ygoKGD8+PG0bNmyQl0bXn75ZWJjY0lISMDe3h4bGxtq1qypf33t2rVYWlpSWFiIqakpK1euZObMmRX++vDrr78SHR3NhAkTUBQFY2Njjh07hq2tLbdu3aJBgwYA2NjYYGxsTEhICCqVim3btukf3L6oyTlIgv7MDBkyhM8++4yVK1cyd+5cWeP7N9jZ2bF161bGjx+vv9FNSEhgxYoV3Lt3j6NHjxIZGVnhRoQ1Gg1z5syhS5cuvPbaa2zatIl33nmHJk2a8PDhQ44ePYq7u7v+CXXt2rVxcXEhOjqa1157DWdnZ7mhFU/t/v37xMTE0LRpU4yMjOjatStNmzalU6dOrFmzhmvXrhEaGopWq8XR0RELCwtatmxp6LANpm3btixdupSZM2eSkZFBbGwsHh4ejBkzBkBGe39DpVIxffp0PvzwQ7Zt24anpyfx8fHMmDGDIUOGYGlpSV5eHteuXePMmTPUr1+fSZMm6UdH5Fz2dEpmKZQUU71z5w5+fn4cOHCAyZMn89577wGwePFiLCwsCAoKQqvVYmpqipGRUbl5EOLn50d2djYODg5kZWVx48YNli5dik6nY9++fdStW5cuXbpgZmZGs2bNiIqKqlCjvX/Fbx/Y+Pj48NNPP+Hq6sqePXswMzPD1NQUNzc3Tp48ya+//sq9e/cqZIeU+vXrU79+fQBu374NPC6wunjxYq5evUpcXJy+CLJareajjz4yZLhlwqVLl/jhhx+YPn06p0+f5uuvvyY6Oprhw4ezceNGpk6dSpUqVejSpQsNGzZEpVJRu3btcvPg9sWOvowqmc7eunVrUlJSyM/Px9zc3NBhlWklTw6f5ObmxvHjx4mOjmby5Mn4+vpy/vx5Tp06RYMGDdiyZQuNGzc2UMSGodFoGDBgAD169MDd3Z2YmBg+++wz8vPz8fPzY+LEiQQFBXHz5k3q1atHYmIiN27cYN++fWi1Wo4ePYqzs7OhP4Z4QRw4cAArKyvefPNNLly4wMGDB7GysmLkyJHA45EoDw8PjIyMiI2NxdzcnODg4Ar30Oy3nJyc+Oijjxg1ahRt27YtlZy/yE/0n5V27dqxePFiZs2axeXLl4mPj2f9+vU4OTn91+8qT3T2kH35dEqS8y5duuhnKdSpUwdbW1t9u7B69erpv8sffPAB69ev11d3Ly8PQqZPn05WVhYxMTH6bY8ePSIvL48pU6Ywb948Nm/ejEqlolOnTpiZmfHaa68ZMOKyqyQ51+l0HD9+HLVaTefOnfnkk0/w9fVl0KBB7Ny5k0qVKpGYmIiDgwNTp06t8NeGixcvMmTIEBo0aECNGjVQqVT65Ly4uPiFXzbyT+rRowfJycksX74cJycnTExMeP3119m8eTMjRozAyMiISZMmYW1tXaoIbXk5X0mbtWcoJSUFQP/UTPy+lJQU6tevT2FhIWvXrqVRo0b6fqvbt2/nwIEDREdHGzhKw9NoNLi5udGpUyfmz5+v3759+3Z27dpFjx49mDhxIt9++y1Hjx4lMzOTatWqERgYiFqtJjAwkKpVqzJp0iTDfQjxwvDz8yM9PR2NRkPt2rWxtbXl7t27VK1alWHDhtGxY0d8fX1JTk7G0dGRr7/+mk2bNtG8eXNDh15mJCQkMGPGDLy8vOjXr1+FHDn6K86dO4e3tzcuLi4sWLBAv72wsBBjY2N9Qi7J+dMrLCzEx8eHrKwsDh48qN9+5MgRlixZwieffEKzZs3021NTUzlx4gTDhg0rVzM9kpKSWLRoEWvWrMHS0pKCggKuXr3KvHnzyMvLw9zcnCFDhpCQkMBPP/1EYGBghV7/+zR0Oh0DBw5Eq9WSnZ1Nt27dCA0NJSMjg3HjxpGcnEzXrl357rvv2LFjB/b29oYO2eAKCws5f/48aWlp1KlTBycnJ4yNjcvFiO8/4cGDB4SHh5Oeno6iKLRo0YKbN2+SnZ2NnZ0do0aNonbt2pw9exYfHx+6d+9OcHBwuazvJVe4Z+jJKS3i98XFxdG7d28SEhLIzMwkKSmJuXPnMmXKFOLi4nB3dyc/P59169YZOlSDerKI0pPJ+alTp+jTpw+urq4cP36c8PBwWrduTVBQEOHh4UycOFFfoOrQoUO88847BvwU4kVR0iIsLi6O3bt3Y25ujoWFBQEBAeTl5REdHU1SUhJLly7lzTffxNramqioKEnOf8PR0ZGQkBCioqKIjY0lLy/P0CGVaW3atGHTpk2cPHmSLVu2kJ2dDYCpqWmphFyS86d37949Xn31VaysrIiKigLg2LFjBAQEsHDhQpo1a4aiKJSM1djZ2eHh4YGxsTHFxcWGDP0fVVRUxMOHD8nNzeXChQts3LiR999/n1deeYWQkBDefvtt9u/fz5IlS2jXrl2FX//7R548JrZs2ULLli05cOAAYWFhnDx5kqlTp1KrVi127tyJj48PTZs2ZdeuXZKc/x9TU1Patm2Li4sL7dq1089CkOT8P4NQ2dnZNGvWjCZNmtCtWzeWLFlC165duX79Ohs2bCAnJwcnJye2b99Obm5uuZ2hLCPowmCKi4spLCwkJCSEffv2ERsbS+PGjbl+/To7duzgypUraLVa6tWrh1arZeXKlfqCQRWJTqdjyJAhFBUVERcXp99+5MgRJk6cSExMDK1atWLz5s0cOnSI1q1bM3r0aFQqFRERESQkJKBSqViwYIEkUOJPjR8/nuzsbHbs2KHftmHDBpKSkggNDSUxMZFly5ZRpUoVRo4cSevWrQ0Y7Yvh1KlTLFmyhKioqArd5/xpnT17llmzZuHu7o6HhweVK1c2dEgvtDt37hATE8Pp06dp0KABx48fZ+XKlXTo0KHCzEZIS0vDzc0NW1tbsrOzqVu3Lv369cPDwwN4vB54woQJbNmyRZKlP/DktPavv/6ac+fO4eDgQJ8+fdBqtSQkJODv70/nzp1Zvnx5qfcI8b88evSI9957DwcHB32/eIC7d++Sk5ODSqXi6NGjXLp0CVtbW1JTU/Hx8Sm1DKe8ncfkLCQMomQ6j0qlonHjxlhaWjJ48GD9usMZM2ZgbGzMunXrOHfuHFeuXKGgoKBCJui/V0Tpq6++Yu7cuWzYsIFWrVoBMHLkSB48eMDdu3exsbHByMgIHx8f/P390el0khiIP/W0LcJmz57NnDlz9MXjyusT7H9Khw4diImJkf30lJycnAgKCiI6OrpcTl183urUqcPQoUMBiI2NpXfv3vob24oyRlO3bl127NhBfHw8jRo1ws7OrtSo7u7du1Gr1RQUFGBhYSGFfX+jpIq2TqfDxcWF+/fvc+fOHdq0aUO3bt2oVKkSTk5OhIeH8/7776NWq1myZIkk5+KpJCQkYG1trU/O7927x8GDB/nkk08oKirCysoKDw8POnfuzA8//IBGoylVo6S8JecgI+jCgIqLi3FxccHe3p6XX36ZxMREvvvuOz799NNSXzyNRqNvsVORlYwqtW3blmPHjhEeHk779u0pLi5GURT9U/+SIkolX2250RBP68cff2TmzJmMGTNG3znB3d0dd3d3xo8fD/xnROTq1atUrlyZunXrGjhqUV49eS6T89jfV1KENSMjgx07dnDq1Cn69u3LiBEjACrk/r1//z6WlpZotVp27NhBeHg427dvp2nTpoYOrUyLiIggMzOTwMBA9uzZw8GDB6latSrz58/HysqKwsJCLly4gI2NjSwTEE/t6NGjrF27llWrVnH58mW+/vprPv/8c/z9/enZsydxcXEcP36cmJgYioqK9A/RyvPa/fL5qcQLoWR0JDQ0FHg8RWXVqlWMGDGC6OhoWrRogaIoMr3x/5RUhi4potS+fXsA/RPqkpssuaEVf9fTtghTFEXWFIpnTs5l//+KioowNTWlqKiIW7du8cEHH6BSqTh06BAFBQWMHTu2wu3fO3fuMHDgQGxtbalVqxY3b94kKipKkvPfcfHiRV577TVMTU1ZvHgxly5dYtCgQQC88847+irkCxcuJCAggKpVq/5u9wUh/pdXXnmF1NRUvLy89D9v2bKFNm3aANCvXz9u3LiBqampfibtkwNT5VH5mxMgyrwnJ22UTF/UarUYGRnh5eVF1apVGTx4MBcvXqxwNw5/5o+KKEHpkXLZb+LvKnkQtGnTJuzt7X+3RZgcX+J5kWPt71EUheLiYkxMTNDpdPTr14+tW7diYWGBu7s7Dg4O3L59u8JMcX+SjY0NwcHBdO/enQEDBrBp06ZSlezFYxEREezbt0/fArdRo0ZkZmby3XffkZqailqtpn///ri5uXHjxg1CQ0PR6XQGjlq8iF5++WViY2OZMGECq1evJigoSJ+cA6xduxYLC4tSSybK+7VBpriL5+L48ePUrFmz1EXw4MGDzJw5Uz9aXmL27NkUFRUxduzYCtfn/GlJESXxrEmLMCFeHCVLTwoKCjAzMyM/P59KlSpRVFTE4MGDadKkiX62GkBWVhbVqlWTWQriTy1atIg33niD3r17s2/fPrZs2UKHDh30/byLioo4cuQIr7/+Ora2toYOV5QDt2/fpl69emRnZ7N48WKSkpL0/eIryvmq/M4NEGXG+vXrWb58ObVq1aJjx460bduW/v37069fP86fP897771HWFgYderU4fz583z//ffs2bMHGxsbQ4deZkkRJfGslbQImzNnDvn5+QwdOlQKDQpRBpUsPbl27RqrV6/mwYMHmJqa4uLiQvPmzenWrRuTJ08G/lOgteT6WlFudsXT27ZtG+np6WRkZDBv3jyuXr3KuXPneOmllxg4cCBFRUVs374dY2NjXFxcaNSoEX379jV02KKcuHjxov7hT40aNfTLKExNTStUVwAZQRfPXGxsLHv37mXevHmsX7+e9PR0srOz6d+/P61ateL8+fPs2bMHW1tbcnJyWLp0aakRdfHHpIiSeNakRZgQZd/Nmzfx8PBg5MiR2Nvbc+HCBVavXs3Bgwf1M9HKc0El8c/w8/MjOzsbBwcHMjIy8PHxoVWrVkyZMoXk5GSmTJlCt27d2Lt3LxEREQwcOJAxY8ZgYmIi9yDiH1FYWMj58+dJS0ujTp06ODk5YWxsXOHOX5Kgi2eusLAQZ2dnfH19cXd3B6Bjx46Ym5tz584d3nvvPTIzM1m2bBkFBQWSBPxFkpyLZy0/P19ahAlRBmm1WtRqNREREdy+fZvg4GB0Oh3Dhg2jadOmeHp6otFocHR0NHSoooybPn06KSkpxMTE6Lc9evSIgoICHjx4wLx583jw4AF+fn507dqV/fv307p1a+zs7AwYtagIymOf8z9TsT6teO6Ki4sxNTVl2LBhXLlyBYDAwECqVavG5s2bWbNmDZmZmVy8eJHc3FxJzv8GSc7FsybJuRBlx6NHjxg5ciQZGRmo1Wp0Oh3p6en6OhGurq7Uq1ePoKAgwsLCOHHihIEjFmVdUlISd+7cYcOGDQAUFBRw4cIF3N3dGTBgAN7e3nTq1Inq1aszb948vv/+ewYMGCDJuXguKlpyDrIGXTxjJWtFHB0d8fPz4/r16+Tl5bFmzRrs7OyoX7++viWHrKUWQggh/jeNRoNGo2HIkCHExsZSo0YNmjVrxtq1azl69CgdO3Zk/vz5AOTk5PDyyy8bNmBR5hUVFfHw4UNyc3O5ceMG3333HZGRkfTs2ZPBgwdz5swZ9u/fT1RUFMHBwZKYC/GMyRR38dzMnTuXM2fOEBkZScOGDWVqthBCCPE3ZGRkMHfuXH766Sf27t1L1apVmT59Oj/++CMRERHY2dmxdOlSkpKS2L17d4Vauyn+urS0NNzc3LC1tSU7O5u6devSr18/PDw8AMjOzmbChAls2bJFjiUhngNJ0MVzs3PnTtavX8/evXupXLmyJOhCCCHEU/rtOszs7GymTZvG9evX2b9/PwUFBWzatIl9+/bRqlUrjI2NCQ8Pr3DVj8Xfk5ycTHx8PI0aNcLOzg57e3v9a+vXr+f7778nPDwcCwsLuXcT4hmTBF08V66urrRp04a5c+caOhQhhBDihVCSYGdmZnLnzh2ysrLo3LkzOTk5zJ8/n8uXL7Nv3z6qVatGSkoKNjY2VKpUCSMjowpX/Vj8/7t//z6WlpZotVp27NhBeHg427dvp2nTpoYOTYgKQc7Y4rkoGS1v3bo1KSkpUhVaCCGEeAolfc6TkpKYPHky1atX59///jdWVlbMnDmTgIAAgoKCcHFxYefOndSvX7/UeyU5F3/FnTt3GDhwILa2ttSqVYubN28SFRUlybkQz5GMoIvnKiUlBaDUDYQQQggh/lhGRgbDhw9n9OjRuLq6YmJigr+/P0lJSaxevZqaNWsycuRIatasydq1aw0drniBabVaTpw4QWJiIq+88gqvv/46devWNXRYQlQokqALIYQQQpQhOp1O36YU4OTJk6xdu5aoqCh973MANzc3GjZsyPLly8nKysLa2rpCtiQSQojyROY9CSGEEEKUERqNhoCAAO7fv09xcTErVqxAo9Fw7do1ANRqNRqNhsqVK9OlSxeysrIAsLGxAf67mJwQQogXi5zBhRBCCCHKAI1Gg6urK4qi4OjoyK+//srs2bPp0KEDarWaDz/8EIDKlSsDcO3aNapWrVrqb0hyLoQQLzYZQRdCCCGEMDCNRoObmxudOnUiMDAQAAsLC7766issLCyYPXs2S5cuZfjw4bRv356rV6+SmppKeHi4YQMXQgjxj5LHrEIIIYQQBqTRaBg0aBBdu3bVJ+cAlpaWvPzyyxgbG9OnTx82bNhAvXr1yMrKwtbWlri4OExMTCguLjZc8EIIIf5RUiROCCGEEMJAdDodQ4YMoaioiLi4OP32o0ePMn36dMzMzOjduzeFhYU0bNiQqlWr0qtXL6pVqwb8p0e6EEKI8kFG0IUQQgghDESlUjF9+nTy8/PZtm0bAPHx8cyYMYMhQ4bg6emJmZkZN2/eJDo6mri4uFLrziU5F0KI8kVG0IUQQgghDOzs2bPMmjWLtm3bEh8fT0REBE5OTv/1e4qiYGRkJNXahRCinJIEXQghhBCiDDh37hze3t64uLiwYMEC/fbCwkKMjY31Cbkk50IIUX7J2V0IIYQQogxo06YNmzZt4uTJk2zZsoXs7GwATE1NSyXkkpwLIUT5JWd4IYQQQogyok2bNoSEhBAVFcWuXbvQaDSGDkkIIcRzJAm6EEIIIUQZ4uTkRFBQEJcvX8bCwsLQ4QghhHiOZA26EEIIIUQZVFIQruS/Qgghyj8ZQRdCCCGEKIMkORdCiIpHEnQhhBBCiDJKknMhhKhYJEEXQgghhBBCCCHKAEnQhRBCCCGEEEKIMkASdCGEEEIIIYQQogyQBF0IIYQQQgghhCgDTAwdgBBCCCGej/T0dNatW8e3335LdnY2arUaBwcHvL296dSpk6HDE0IIISo8GUEXQgghKoBr164xYMAAtFot69ev59y5cxw5coQBAwYwbtw4vvnmG0OHKIQQQlR4RoqiKIYOQgghhBDP1rBhw6hVqxarVq36r9f27t2LpaUlPXv25PvvvycsLIybN29Sq1YtxowZw4ABAwCYNWsWarWazMxMzpw5Q7Vq1fDy8uL9998HoEePHnTu3Jn4+Hhq1KjBnj17uHLlCiEhISQlJWFtbc17772Hl5eXtA8TQgghfodMcRdCCCHKubt37/Kvf/2LTz/99Hdfd3V1BSApKQlfX1+WLVvGW2+9xYULF/Dz88Pa2pouXboAsGfPHtatW8fq1auJjY0lKCgIZ2dnatWqBcDFixc5dOgQAL/88gteXl5MnjyZTZs2cevWLfz8/HjppZcYNmzYs//gQgghxAtGprgLIYQQ5dzdu3cBqF27tn7bqVOncHJywsnJidatW+Ps7Ex0dDRvvfUWvXv3xtjYGEdHR4YMGcL27dv172vXrh2dOnXCxMSEQYMGUVxcTEpKiv51Z2dnrKyssLKyYv/+/TRu3BgPDw9MTU1p0qQJPj4+pf6eEEIIIf5DRtCFEEKIcq5GjRoAZGRk0LBhQwA6dOjA2bNngcej4qtXryYtLY3Tp0/j5OSkf29xcTH169f/r78FYGpqCoBOp9Nvq1mzpv7/09LSuHz5cqm/p9PpMDY2/ic/nhBCCFFuSIIuhBBClHN169bFwcGBXbt20b59+z/8vdq1a+Pq6kpQUJB+W2ZmJn+lXM2Ta8tr165Nu3bt2Lhxo35bTk4ODx48+IufQAghhKgYZIq7EEIIUQEEBwfz7bffMm/ePP7973+jKAoajYa4uDjCw8OpWbMmgwcP5vPPP+e7775Dp9Nx8+ZNPD092bRp09/6N/v378/58+fZv38/RUVFZGZmMnbsWEJCQv7hTyeEEEKUDzKCLoQQQlQAr776Kp9//jnr169n7Nix/PLLLxgZGWFvb8+oUaNwd3dHrVYTFhZGWFgY/v7+mJub88477zBlypS/9W/WrVuXDRs2EBoayqJFizA2NqZ79+4EBAT8w59OCCGEKB+kzZoQQgghhBBCCFEGyBR3IYQQQgghhBCiDJAEXQghhBBCCCGEKAMkQRdCCCGEEEIIIcoASdCFEEIIIYQQQogyQBJ0IYQQQgghhBCiDJAEXQghhBBCCCGEKAMkQRdCCCGEEEIIIcoASdCFEEIIIYQQQogyQBJ0IYQQQgghhBCiDJAEXQghhBBCCCGEKAMkQRdCCCGEEEIIIcoASdCFEEIIIYQQQogy4P8BhcE5t5FbmBYAAAAASUVORK5CYII=", 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", 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", 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", 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# For each brand, plot a stacked bar chart of genre sales by region\n", "brands = genre_region_brand_sales['Console_Brand'].unique()\n", "for brand in brands:\n", " brand_data = genre_region_brand_sales[genre_region_brand_sales['Console_Brand'] == brand]\n", " brand_data.set_index('Genre')[['JP_Sales', 'NA_Sales', 'EU_Sales']].plot(kind='bar', stacked=True, figsize=(12, 6))\n", " plt.title(f'{brand} Genre Sales by Region')\n", " plt.ylabel('Total Sales (in millions)')\n", " plt.xlabel('Genre')\n", " plt.xticks(rotation=45)\n", " plt.legend(title='Region')\n", " plt.show()\n" ] }, { "cell_type": "code", "execution_count": 434, "id": "87adb18d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Luke Holmes\\AppData\\Local\\Temp\\ipykernel_20092\\1809225938.py:3: FutureWarning:\n", "\n", "In a future version of pandas all arguments of DataFrame.pivot will be keyword-only.\n", "\n" ] }, { "data": { "image/png": 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", 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", 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", 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", 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", 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", 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", 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", 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IyclRqz2+7s349ddf8cknn6g8QaMJTdqjIAjw9fVFQEAA9PX1ER4ejkqVKmm8yiqRVJhAkNouX76ssjCRsbExPvzwQ4wfPx7ffPMNgFfd2ytXrsTChQsxbtw4mJmZwcHBAZs3b8bIkSNx+vRptZeUNjIywqZNmxAaGoqQkBDIZDL069cPtWrVQkZGBgCgdu3aWLJkCcLDwzF69GhUrlwZLVu2xA8//AAvLy+cPn1aZRLm2+jr62PevHno3LkzfvrpJyxatAjp6enKzzB9+nT06NFDOQZubW2Nbdu2YcmSJQgKCsLLly9Rp04dhISEvHUIQF2mpqbYsmULlixZgkWLFuHvv/+Gra0tJk6cqEwASvq5rVu3DlFRUTh48CD27duHvLw8VK9eHW5ubhg9erSym9zHxwdPnz5FVFQUvv/+e9SoUQPdu3eHTCZDZGRksRM11YmrUaNGiIiIwPfff48JEyagsLAQTZs2xfr161GvXr3//LN5bd68eYiMjMS2bdvw+PFjWFpaonPnzso/yuq2RxcXF7Rr1w5LlixBQkICVq9e/U7xaNIea9asiWHDhiE0NBS5ublo164dVq1aVeLkVSJdIxPU7eMlIiJRBAYGIikpSfk0CFFZxDkQREREpDEmEERERKQxDmEQERGRxtgDQURERBpjAkFEREQaYwJBREREGmMCQURERBrjQlJEREQiy0+/Ldq1DK3EW3xNTO9VAiHmPxiVbYZW9WBgZCt1GKQjCuQP2R5IqUD+UOoQ3gscwiAiIhKbolC84x1kZmbis88+Q2JiYol1tm7dCg8PDzg6OsLDwwNbtmzR6B7vVQ8EERGRThDU33lYbGfOnEFgYCDu379fYp1Dhw5h6dKlWLNmDVq0aIFz587B29sbVlZW8PDwUOs+7IEgIiISm0Ih3qGBXbt2YdKkSRg/fvxb66WmpmLkyJFo2bIlZDIZHB0d4eLiglOnTql9L/ZAEBER6TC5XA65XK5SZmRkBCMjoyJ127dvD09PTxgYGLw1iRg4cKDKeUZGBk6dOoVp06apHRcTCCIiIpEJIg5hREZGIjw8XKXMz88P/v7+RepWq1ZN4+s/efIEPj4+aNq0Kbp27ar2+5hAEBERiU3DoYe38fHxwbBhw1TKiut9eBfnzp3DuHHj4OzsjHnz5sHAQP20gAkEERGRDitpuOK/io6Oxty5czF27FgMHz5c4/czgSAiIhKbhE9hqCMuLg5BQUFYtWoVOnTo8E7X4FMYREREYpN4HYjiODo6IiYmBgAQHh6OwsJCjB07Fo6Ojspj5syZal9PJgiCIFp0EuNKlPQaV6KkN3ElSnqTNlailN/7U7RrGdVuJdq1xMQhDCIiIrHp+BCGGJhAEBERiU3EpzB0FedAEBERkcbYA0FERCQyMReS0lVMIIiIiMRWDoYwmEAQERGJrRz0QHAOBBEREWmMPRBERERiE3EBKF3FBIKIiEhsHMIgIiIiKoo9EERERGLjUxhERESkMQ5hEBERERXFHggiIiKxcQiDiIiINCUI7/9jnBzCICIiIo2xB4KIiEhs5WASJRMIIiIisXEOBBEREWmsHPRAcA4EERERaYw9EERERGLjZlpERESkMQ5hEBERERXFHggiIiKx8SkMIiIi0hiHMIiIiIiKYg8EERGR2DiEQURERBorBwkEhzCIiIhIY+yBICIiEll52M6bCQQREZHYysEQBhMIIiIisfExTiIiIqKi2ANBREQkNg5hEBERkcY4hEFERERUFHsgiIiIxMYhDCIiItIYhzCIiIiIimIPBBERkdg4hEFEREQaKwcJBIcwiIiISGPsgSAiIhJbOZhEyQSCiIhIbOVgCEOyBGL37t3FlhsaGsLCwgItW7aEiYmJdoMiIiISA3sgSs/27dtx7tw5WFpawtbWFo8ePcKTJ09gY2OD3NxcyGQyrF+/Hg4ODlKFSERERCWQLIGwt7dH69atERAQAD29V3M5w8PD8fz5c0yfPh3r16/HvHnzEBUVJVWIRERE76YcDGFI9hTGoUOH4O/vr0weAMDHxwcHDhwAAAwePBiXL1+WKjwiIqJ3JyjEO3SUpI9xJicnq5w/fPgQBQUFAIC8vDwYGhpKERYRERH9C8mGMPr06QNvb2/4+PigZs2aSElJwbp169CrVy9kZGRgypQpcHV1lSo8IiKid1cOhjAkSyDGjh0LU1NTrF27Fo8ePULNmjXRv39/DBkyBBcvXkS9evUQEBAgVXhERETvrhwkEDJBEASpgxBLfvptqUMgHWFoVQ8GRrZSh0E6okD+kO2BlArkD0v9Hrk7Zot2LZN+MzV+T2ZmJvr374+5c+fCxcWl2Dq///47Fi9ejOTkZNSoUQNTpkxBp06d1L6HZD0QhYWFiIuLw927d6H4R6bm5+cnUVREREQikPC7+ZkzZxAYGIj79++XWOfu3bvw9/fH0qVL0bFjR/zyyy8ICAjAL7/8Amtra7XuI1kCMWvWLOzbtw+NGjWCgcH/D0Mmk0kVEhERkTgkGsLYtWsXwsLCMHnyZIwfP/6t9ZydnfHpp58CADp37oydO3di+/btGDt2rFr3kiyBOHLkCKKiotCsWTOpQiAiItJ5crkccrlcpczIyAhGRkZF6rZv3x6enp4wMDB4awJx8+ZN2NnZqZQ1aNAAV69eVTsuyRIIhUKBxo0bS3V7IiKi0iNiD0RkZCTCw8NVyvz8/ODv71+kbrVq1dS6ZnZ2dpHtIipUqICcnBy145IsgejatSvWrVsHb29vqUIgIiIqHSIuAOXj44Nhw4aplBXX+6AJExMT5OXlqZTl5eXBzMxM7WtIlkBcunQJf/75J1atWgULCwuV1w4fPixRVERERCIQsQeipOGK/8LOzg6XLl1SKbt58yaaNm2q9jUkSyD69u2Lvn37SnV7IiKicqtbt27YsGED9u/fj88//xy//PILkpKSMH36dLWvIVkC0bNnT6luTUREVLp0cIklR0dHBAcHo1u3bqhfvz6+//57LF68GNOnT4etrS1WrFiBunXrqn09rScQ3t7eWL16Nby8vEp8ZJM7cBIRUZmmAytRXrt2TeX87NmzKucdOnRAhw4d3vn6Wk8gnJycAKDElbGIiIhI92k9gfDx8QEAtG7dmkkEERG9n3SgB6K0SbqZVsWKFdGrVy/07NkTNWrUkCoUIiIicYn4GKeu0pPqxsePH8fkyZNx4cIFfP755xg+fDj27t1bZLUtIiIi0j06sRtnZmYmDh48iOjoaDx48ABdunRB//790ahRI42uw9046TXuxklv4m6c9CZt7MaZs7rkZaQ1Zeq9TLRriUmyHojXMjIyEBsbi927d+PmzZtwcXGBsbExhg4dioiICKnDIyIi0pxCId6hoySbA7Fv3z7s2bMHJ06cQL169dCrVy9EREQoV6V0dXXFmDFjMGrUKKlCJCIiohJIlkAEBwejS5cu2LZtW7FLZ9atWxdDhw7VfmBERET/VTmYRClZAnH8+PG3ru1tY2Oj9p7kREREOkUh+fTCUidZApGdnY2IiAikpqZC8X9jPPn5+bh+/TpiYmKkCouIiOi/0+G5C2KRLIGYNm0a7t69CwsLC2RnZ6NGjRo4fvw4Bg4cKFVIREREpCbJEohTp05h//79SE1NxerVqxEeHo49e/Zg7969UoVEREQkjnLQAyHZY5wGBgawtrZGnTp1lBt+dOnSBZcvX5YqJCIiInEIgniHjpIsgbC1tcXFixdRqVIlZGdnIzMzEzk5OcjLy5MqJCIiIlKTZAnEgAED4OXlhZSUFHTt2hVDhgzBkCFD0Lp1a6lCKlMynz7Dl/2GI+nP8yXW2b5rH7p+NQJtPu2FLl+NwLadHB5631SrZomfo9chPe0yHqdcwJLFwdDX1y+27pdfuOHsn4fw/OkNXDh/FF06f6rlaKm0sT3okHKwkJRkCUSfPn2wadMmWFlZYfLkyfD09MQnn3yCBQsWSBVSmfHn+UsY6DMByQ8flVjn8LETWB65ESHfTUTirz8j5LuJCFu9Cb8eOa7FSKm0bd0SgaysbNSq3QptP+4Cd/f2CBg3ski9Bg3qYsf21ZgVtAgWVo0QPHsJtv4YgZo1bSSImkoL24MOUQjiHTpK0qWsmzdvDiMjIxgaGsLb2xvjx49H5cqVpQxJ5+3Z/yumBi3EWO8hb633JD0T3wzqixZNHSCTydCyqQNaOzbH6b8uailSKm3169dBx47tEDgtBLm5ebhz5z5CQpfDd/SwInUHe/XF8eNJiImJQ2FhIaKjY3HsWAJGjuBTT+8LtgfSNq0/heHm5gaZTPbWOocPH9ZSNGXPxy5O6PK5GwwM9DF51vwS633Vq6vKecbTZzjz10VM9i/6bYTKpsaN7ZCR8RSPHqUqy65cuY7atT9A5cqV8Pz5C5W6Fy9eVXn/lSs30Lx5Y63FS6WL7UHHcCVK8fn7+2v7lu8VK0sLjd+TnpEJ38mz0Ni+Abp81qkUoiIpVKxojuzsHJWynJxcAIC5uZnKH4yK5ubIzvlH3dxcmJuZlX6gpBVsDzpGh4cexKL1BKJnz54QBAEvXrzgcIUW/HXxCibMCIVTi6aY++14GBgUP6GKyp7s7ByYmpqolL0+//vvLNW6OTkwNflHXRMT/J2lWo/KLrYH0jatz4FITk6Gh4cHPvroI/Tp0wePHz/Wdgjlxs69cRgxbhq8+vXAwqCpb917hMqeS5euwcrKAtWrWynLHBzskJycghcv/i5St3FjO5UyB4eGuHTpmlZipdLH9qBbBIVCtENXaT2BCAoKgoODA1atWgVLS0ssWrRI2yGUC78eOY45i8Pxv9AZGPp1b6nDoVJw8+YdHD+eiKVLgmFuboY6dWph+rfjsGHj1iJ1N2+JhqtrW/Tp4wl9fX306eMJV9e22LzlZwkip9LA9qBj+BSG+P766y/MmzcPHTt2xKxZs/Dnn39qO4T3VutPe2Jv3G8AgJUbtqCwUIGA6XPR+tOeyiN44QqJoyQx9fvKGwYGBrh5/SROHN+LX+KOYm7I/wAAzzKv4+uvewIArl27hd59vkHgVH+kp13Gd9MD0K+/N27cuC1h9CQ2tgcdIijEO3SUTBC0u05mq1atVJKG1q1b49SpU6JcOz+djZ9eMbSqBwMjW6nDIB1RIH/I9kBKBfKHpX6P7LmDRLuW2XebRbuWmCTbTOu1f3ukk4iIqMzR4aEHsUieQBAREb13dHjyo1i0nkDk5eVh8ODByvPs7GyVcwCIiorSdlhERESkAa0nEL6+virnbdq00XYIREREpYtDGOLz8/PT9i2JiIi0S4efnhCLpJtpvdaqVSupQyAiIiIN6MQkSi0/SUpERFS6OIRBREREmtLlJajFohNDGM7OzlKHQERERBrQiR6IBQsWSB0CERGReMrBEIZkPRAFBQVYtmwZnJyc4ObmhuTkZPTu3RtpaWlShURERCQObqZVelasWIGTJ09i+fLlMDQ0hKWlJWxsbBASEiJVSEREROIoB5tpSTaEERsbi61bt8La2hoymQympqaYN28ePvvsM6lCIiIiIjVJlkDk5OTAwsICwP9/jLNChQrQ09OJeZ1ERETvToeHHsQi2V/rli1bIjw8HMD/35Hzhx9+QLNmzaQKiYiISBSCQhDt0FWS9UBMnz4dQ4YMwa5du5CdnY3OnTsjOzsbGzZskCokIiIiUpNkCUStWrWwb98+HDlyBCkpKbCxsUHHjh1hbm4uVUhERETi0OGeA7FIug6EiYkJOnfuLGUIRERE4isHK1FqPYFo1KiRcs5DSa5cuaKlaIiIiOhdaD2BiIqK0vYtiYiItItDGOJr06aN8v8rFApcvHgRDx48QPXq1dGqVSs+xklERGUfE4jS8+TJE4waNQpXr15FlSpV8PTpU9SpUwfr16+HjY2NVGERERGRGiT7ur9gwQLUqVMHSUlJ+OOPP5CYmAgHBwfMmzdPqpCIiIhEIQiCaIeukqwH4uTJkzh48CDMzMwAABUrVkRQUBDc3d2lComIiEgcHMIoPQqFosjTGDKZDIaGhhJFREREJJJykEBINoTh4uKCoKAg5OTkAACys7MRFBSE1q1bSxUSERERqUmyBGLy5Mk4f/482rRpg/bt28PFxQU3btzAtGnTpAqJiIhIFFLthZGRkQFfX184OzvDxcUFISEhKCgoKLbupk2b4ObmhlatWsHT0xNxcXEa3UuyIQxTU1Ps27cPp06dQmZmJmxtbdGwYUMsXboUM2bMkCosIiKi/06iIYyAgABYW1sjPj4e6enpGD16NDZu3IgRI0ao1Pv9998RGRmJzZs3o169eoiLi0NAQAB+/fVXfPDBB2rdS+s9EFeuXIG7uzvatm2LgQMHonHjxujSpQtMTEzQv39/xMTEaDskIiKiMu/evXtISkrC5MmTYWJiglq1asHX1xdbtmwpUvf27dsqT3ro6+vD0NAQBgbq9ytoPYEICQmBnZ0dVq1aBXNzc0RERODkyZP4+uuvUbFiRezatUvbIREREYlLId4hl8uRlZWlcsjl8iK3vHHjBqpUqQJra2tlWf369ZGSkoIXL16o1O3SpQusrKzQuXNnNGnSBOPGjcP8+fM1WodJ60MYV65cwa+//goLCws0atQIgwYNws8//4xBgwYhICCAK1ESEVGZp+nchbeJjIxEeHi4Spmfnx/8/f1VyrKzs2FiYqJS9vo8JycHlSpVUpbn5+ejUaNGCAkJQaNGjRAbG4vp06ejfv36sLe3VysurScQCoUCFhYWAAAbGxs8fvwYEyZMwPDhw7UdChERkc7z8fHBsGHDVMqMjIyK1DM1NUVubq5K2evz12suvTZnzhy0atUKzZs3BwD07t0be/fuxa5duxAYGKhWXFpPIP659oOhoSG8vLy0HQYREVHpEbEHwsjIqNiE4Z8aNmyIZ8+eIT09HVZWVgCAW7duwcbGBhUrVlSpm5KSgqZNm6qUGRgYaLQWk+TjBYaGhlw8ioiI3i8izoFQV506deDk5ITQ0FBkZWUhOTkZK1euRJ8+fYrUdXNzw+bNm3Hp0iUoFAocPHgQiYmJ6Ny5s9r303oPREFBAXbv3q08z8/PVzkHgB49emg1JiIiovdBWFgYZs+eDXd3d+jp6aFHjx7w9fUFADg6OiI4OBjdunWDn58f9PX14e/vj+fPn6N27dr4/vvv4eDgoPa9ZIKWd+pwc3N76+symQyHDx9+p2vnp99+p/fR+8fQqh4MjGylDoN0RIH8IdsDKRXIH5b6PZ727Sjatar+dFS0a4lJ6z0Qv/32m7ZvSUREpF0aDD2UVZKtRElERPS+EvMxTl0l+SRKIiIiKnvYA0FERCQ2DmEQERGRpoRykEBwCIOIiIg0xh4IIiIisZWDHggmEERERCLjEAYRERFRMdgDQUREJLZy0APBBIKIiEhk5WEIgwkEERGRyMpDAsE5EERERKQx9kAQERGJrDz0QDCBICIiEpsgkzqCUschDCIiItIYeyCIiIhExiEMIiIi0pig4BAGERERURHsgSAiIhIZhzCIiIhIYwKfwiAiIiIqij0QREREIuMQBhEREWmsPDyFwQSCiIhIZIIgdQSlj3MgiIiISGPsgSAiIhIZhzCIiIhIY+UhgeAQBhEREWmMPRBEREQiKw+TKJlAEBERiYxDGERERETFYA8EERGRyMrDXhhMIIiIiERWHpay5hAGERERaYw9EERERCJTlIMhjHfqgdixYwc8PT3h4uKClJQUjB07FtnZ2WLHRkREVCYJgky0Q1dpnEBs3LgR69atg5eXFwoLC2FmZoa0tDTMmzevNOIjIiIqcwSFTLRDV2mcQGzduhUrV65Ev379oKenh8qVKyMsLAxHjhwpjfiIiIhIB2k8B+Lp06eoW7cuAED4v6W2LC0tUVBQIG5kREREZVR5WIlS4x6IRo0aYfv27QAAmexV18r+/fvRsGFDcSMjIiIqo8rDEIbGPRBTp07F0KFDsWfPHuTk5GDkyJE4d+4c1q5dWxrxERERkQ7SOIFo0qQJ9u3bh5iYGDg4OMDGxgbBwcGoWbNmacRHRERU5pSHxzg1TiB69eqFqKgojBgxojTiISIiKvN0+fFLsWg8ByItLa004iAiIqIyROMeCHd3dwwePBgeHh6oXr26ciIlAPTo0UPM2IiIiMqk8vAUhsYJRHx8PAAon8R4TSaTMYEgIiIC50AU67fffiuNOIiIiKgMeafNtNLS0nD//n3lQlLAqx4IZ2dn0QIjIiIqq8rDJEqNE4gffvgB8+fPR2FhoUq5TCbDlStXRAuMiIiorOIciGJs2rQJM2fORO/evWFgwN3AiYiI/qk8zIHQ+DHOzMxM9O3bl8kDERGRjsnIyICvry+cnZ3h4uKCkJCQEveqSkpKQt++feHo6AhXV1dERkZqdC+Ns4A2bdogMTERbdu21fStpc7Qqp7UIZAOKZA/lDoE0iFsD6RNUs2BCAgIgLW1NeLj45Geno7Ro0dj48aNRRZ/vHXrFry9vTFr1iz06NED165dw5AhQ1C7dm188cUXat1L4wTC2toaPj4+cHFxgZWVlcpr8+bN0/RyovrE1l3S+5PuOPbwMAyMbKUOg3REgfwh2wMpaSOZlGII4969e0hKSsKxY8dgYmKCWrVqwdfXF4sWLSqSQPz4449wd3dHz549AbzaKHPbtm0wNzdX+34aD2HI5XJ06dKlSPJARERE4pPL5cjKylI55HJ5kXo3btxAlSpVYG1trSyrX78+UlJS8OLFC5W658+fxwcffIAJEybAxcUFX375JZKSklCtWjW149K4B0LqXgYiIiJdJ+ZDGJGRkQgPD1cp8/Pzg7+/v0pZdnY2TExMVMpen+fk5KBSpUrK8ufPnyMqKgrLli3DwoULcfbsWfj4+KBy5cqlN4QBAH/88Qc2b96M1NRUREZGYv369Zg4cSInVhIREUHcIQwfHx8MGzZMpczIyKhIPVNTU+Tm5qqUvT43MzMr8n53d3d07NgRANC6dWt0794dBw4cUDuB0HgIIzY2FpMnT4adnR3u3bsH4NXqlEuXLtX0UkRERPQvjIyMYG5urnIUl0A0bNgQz549Q3p6urLs1q1bsLGxQcWKFVXq1q9fv8gwSGFhocoCkf9G4wRi9erVWLlyJcaPHw89PT1Uq1YNkZGR2Lt3r6aXIiIiei8Jgky0Q1116tSBk5MTQkNDkZWVheTkZKxcuRJ9+vQpUverr77C4cOHsWfPHgiCgFOnTiE2Nhbdu3dX+34aJxCPHz9GixYtAEC5E2ft2rWRk5Oj6aWIiIjeSwoRD02EhYWhoKAA7u7u6NevHzp06ABfX18AgKOjI2JiYgAAbdu2xcqVKxEVFQUnJydMmzYNU6dOhbu7+k8zajxpoU6dOjh8+DA+/fRTZdmJEydQu3ZtTS9FREREIrKyskJYWFixr509e1bl3NXVFa6uru98L40TiPHjx8PX1xfu7u7Iy8tDUFAQYmNjOQeCiIjo/wjgUtZFtGvXDtu2bUOlSpXw0UcfQaFQYMOGDf8piyEiInqfKATxDl2lUQ9EfHw85HI53N3dkZCQALlcjps3b+LmzZvYtGkTDA0NSytOIiKiMkPBHoj/78SJExg7diz+/vtvAEBaWhr8/f3h5+eHx48f4+effy61IImIiEi3qN0DsWHDBgQHB6Nbt26v3mhgoFxDW09PD9HR0fjqq69KJ0oiIqIyhHMg3nD+/HnlilUAVBab+Oyzz3Dt2jVRAyMiIiqrpHqMU5vUTiDkcrnKSlZvPiZiZmYGhUKXPyYRERGJSe0EwsLCAnfv3lWet23bVvn/7969y905iYiI/o8AmWiHrlI7gejQoQPWrVtX7Gvr169XGd4gIiIqz8rDEIbakyh9fHzQrVs35OTk4KuvvoK1tTVSU1Px008/4dixY9i3b19pxklEREQ6RO0EokaNGtiyZQtmzpyJwYMHQyaTQRAENGvWDJs3b+YQBhER0f/R5Z4DsWi0kJSdnR22bduG1NRUPH78GNWqVUPNmjVLKzYiIqIySZfnLohF470wAMDa2hrW1tZix0JERERlxDslEERERFQyxfvfAcEEgoiISGzlYS8MJhBEREQi0+FNNEWj8XbeREREROyBICIiEhkf4yQiIiKNKWTv/xwIDmEQERGRxtgDQUREJLLyMImSCQQREZHIysMcCA5hEBERkcbYA0FERCQyrkRJREREGisPK1FyCIOIiIg0xh4IIiIikfEpDCIiItIY50AQERGRxvgYJxEREVEx2ANBREQkMs6BICIiIo2VhzkQHMIgIiIijbEHgoiISGTlYRIlEwgiIiKRlYcEgkMYREREpDH2QBAREYlMKAeTKJlAEBERiYxDGERERETFYA8EERGRyMpDDwQTCCIiIpFxJUoiIiLSGFeiJCIiIioGeyCIiIhExjkQREREpLHykEBwCIOIiIg0xh4IIiIikfEpDCIiItIYn8IgIiIiKgZ7IIiIiETGSZRERESkMUHEQxMZGRnw9fWFs7MzXFxcEBISgoKCgre+5/r162jRogUSExM1uhcTCCIiovdEQEAATE1NER8fj+joaCQkJGDjxo0l1s/NzcXEiRORl5en8b2YQBAREYlMAUG0Q1337t1DUlISJk+eDBMTE9SqVQu+vr7YsmVLie8JDg7Gp59++k6fkQkEERGRyBQiHuq6ceMGqlSpAmtra2VZ/fr1kZKSghcvXhSpv3v3bty7dw9+fn4afz6AkyiJiIhEJ+Y6EHK5HHK5XKXMyMgIRkZGKmXZ2dkwMTFRKXt9npOTg0qVKinLb926hWXLlmHr1q3Q19d/p7jYA0FERKTDIiMj4eTkpHJERkYWqWdqaorc3FyVstfnZmZmyrKXL19i/Pjx+Pbbb1GzZs13jos9EERERCIT8zFOHx8fDBs2TKXsn70PANCwYUM8e/YM6enpsLKyAvCqp8HGxgYVK1ZU1rtw4QLu3r2L6dOnY/r06cryUaNGoXv37ggKClIrLiYQREREIhNzJcrihiuKU6dOHTg5OSE0NBSzZ8/G06dPsXLlSvTp00elnrOzM86fP69SZm9vj4iICLi4uKgdF4cwiIiI3hNhYWEoKCiAu7s7+vXrhw4dOsDX1xcA4OjoiJiYGNHuxR4IIiIikWny+KWYrKysEBYWVuxrZ8+eLfF9165d0/hekvVArFixAg8fPpTq9kRERKVGqpUotUmyBOLixYv44osvMGTIEMTExODly5dShUJEREQakiyBiIyMxNGjR9GxY0esW7cOH3/8MWbOnFlkYgcREVFZI8VCUtom6SRKS0tLDBs2DHv27MHatWtx8eJF9O/fH126dMGWLVv+dQMQIiIiXSTFUtbaJukkyvz8fBw5cgR79uzBsWPH0KBBA3z77bewtbXFqlWrkJCQgPDwcClDJCIiomJIlkDMnDkTcXFxAABPT0/s2LEDDg4Oytdr1KiBr7/+WqrwiIiI3pnu9huIR7IEIiUlBUFBQXB3dy92gYwaNWqw94GIiMokXZ67IBbJEoi1a9e+9fUqVaqgffv2WoqGiIhIPLo8d0EskiUQjRo1gkxWdK1PAwMDWFhYoFOnTggMDESFChUkiI6IiIjeRrKnMAIDA9GoUSNERERg3759WL16NZo1a4YhQ4YgKCgIt27dwuLFi6UKj4iI6J2Vh4WkJOuB2LFjB9atW4caNWoAAOrVqwc7OzsMGzYMkyZNQvPmzdG9e3d89913UoVIRET0TsrDHAjJeiBSU1NhYWGhUla5cmU8evQIAGBhYYG8vDwpQiMiIqJ/IVkC4ejoiDlz5iiXsH758iUWLFiAli1bQhAEbN++HfXr15cqPCIioncmiPg/XSXZEEZwcDB8fHzg5OSEqlWr4unTp2jQoAHCwsKQmJiIZcuWYdWqVVKFR0RE9M7KwxCGZAmEra0tYmJicO7cOTx+/Bg1a9ZEixYtIJPJYG1tjYSEBOjpSbrSNhEREZVA0r/QBQUFyMjIQFpaGuzt7ZX7kRsbGzN5ICKiMot7YZSi+/fvY/jw4cjPz8eLFy/g6uqK3r17Izw8HJ06dZIqLCIiov9Md//si0eyr/khISHo1asXjh49CgMDA9StWxdz585FWFiYVCERERGRmiRLIM6dO4cRI0ZAJpMpV6Ts3r07kpOTpQqpTKhiWQUh62Zj3+U9iLmwE/7BvtDXL/6fsZtXV2w+thEHr8ViS/wm9BjSTcvRUmmrVs0SP0evQ3raZTxOuYAli4Ohr69fbN0vv3DD2T8P4fnTG7hw/ii6dP5Uy9FSaWN70B3lYQhDsgSiYsWKSE9PVyl78uQJKleuLFFEZUNQxAzkZueiV6t+8OkyBk7tW6HvyD5F6rX3+Bg+gSMQGrAAX9h7IjRgAUZOGQ7Xzh0kiJpKy9YtEcjKykat2q3Q9uMucHdvj4BxI4vUa9CgLnZsX41ZQYtgYdUIwbOXYOuPEahZ00aCqKm0sD3oDoWIh66SLIHw9PSEn58f/vjjDygUCpw/fx6TJk1Cly5dpApJ59nWqYlW7VpiVchqvMx7iUf3HyFq+Wb0GtajSF0rG0ts+X4bLv95BQBw6cxlnD1xDi1cmms5aiot9evXQceO7RA4LQS5uXm4c+c+QkKXw3f0sCJ1B3v1xfHjSYiJiUNhYSGio2Nx7FgCRo4YKEHkVBrYHnRLeVgHQrIEwtfXFy4uLvDz80NWVhYGDx4Me3t7+Pn5SRWSzqtrVwfPn75ARmqGsuzu9Xuw+cAa5pXMVOru3hSDH1duU55XsayC5h81x7UL17UWL5Wuxo3tkJHxFI8epSrLrly5jtq1P0DlypWK1L148apK2ZUrN9C8eWOtxEqlj+2BtE2ypzCePXuGqVOnYurUqcjMzETVqlUhk8lw48YNNGzYUKqwdJqJuSnycnJVyvJyXy33bWJmgqwX2cW+z6JaVSyICsX189dxaNfhUo+TtKNiRXNkZ+eolOX8X/swNzfD8+cv/n9dc3Nk5/yjbm4uzM1UE08qu9gedIsuDz2IRbIeCA8PD+X/t7CwgEwmQ2FhIfr37y9VSDovLycXxiaq25tX+L/znKzc4t6Cxq0csHr/Sty/lYxpw2agsLA8NOvyITs7B6amJiplr8///jtLtW5ODkxN/lHXxAR/Z6nWo7KL7UG3lIchDK32QNy7dw/ffPMNBEFAbm4u3N3dVV7Py8uDra2tNkMqU+5cu4sqFpVR1aoqnqY/BQDUsauNtJQ0ZP9dtPehc/8vMG6uH9Yv3oTtkT9pO1wqZZcuXYOVlQWqV7dCWtqrCckODnZITk7Bixd/F6nr2LKpSpmDQ0Oc+fO81uKl0sX2QNqm1R6I2rVrY/r06RgzZgwMDQ3h5+enckyfPh3r16/XZkhlyoM7D/FX4gX4B/vCxMwENWrZYPC4Qdi39UCRuq6dO2DCvHH4bkQQk4f31M2bd3D8eCKWLgmGubkZ6tSphenfjsOGjVuL1N28JRqurm3Rp48n9PX10aePJ1xd22Lzlp8liJxKA9uDbikPT2HIBEGQpH8kKSkJbdq0EfWan9i6/3ulMq6qVVUEhPjDsV1LCAoF4qJ/RUTIGigUChy8vhdLpi7Dr7sOY8Ova1DHvjZe5slV3v/rzkNYEvg/aYLXomMPD8PA6P3vzape3Qphy0PQ0bUdFAoFNm+ORuC3IVAoFHiWeR2jx0zF1q27AACff+aK0NDpqF+vNu7df4Bp00Jw4OBvEn8C7SiQP2R7YHtQKpA/LPV7eNXuJdq1fri3U7RriUmyBEIulyM2NhapqalQKF7lWPn5+bh+/fo778JZHhIIUk95SSBIPeUlgSD1MIEQh2RPYXz77beIj49H1apVkZ+fD1NTU9y4cQM9evSQKiQiIiJR6O7UR/FIlkDEx8dj69atyMzMxNatW7FkyRKsX78e589zEg8REZVturwEtVgke4xToVCgXr16qFevHq5cebVa4sCBA3H69GmpQiIiIiI1SZZA2NjYIDk5GRYWFsjIyEBOTg4EQUB2dvGLIREREZUVXAeiFHl6emLAgAGIjo5Gx44dMXr0aBgbG6Np06b//mYiIiIdpsuPX4pFsgTC29sbtWrVQsWKFTFjxgwsWrQIWVlZmDFjhlQhERERiaI8zIGQLIEYPXo0Fi1aBFNTUwBAcHCwVKEQERGRhiRLIM6ePQsjIyOpbk9ERFRqdHnuglgkSyC6du2KsWPHwtPTE9WqVYNMJlO+1rp1a6nCIiIi+s84B6IUbd68GQBw9OhRlXKZTKZ8rJOIiIh0k2QJxNWrV6W6NRERUamSaJcIrZJsHYiSlqx2c3PTbiBEREQiU0AQ7dBVWu2BuH//vnKjrJs3b2LatGkqr2dlZSEvL0+bIREREdE70GoPxIcffoiqVauW+LqFhQWWLVumxYiIiIjEpxDx0FVanwMxZcoUFBYWolatWvD19QUAJCQk4OrVq3B1dUW9evW0HRIREZGoysNjnFqfA5Gamopu3bohOTkZABAbG4tvvvkGsbGx6NevHy5cuKDtkIiIiEhDWk8gli1bBnt7e0yaNAkAsGLFCowcORI7d+7EzJkzsWLFCm2HREREJKryMIlS6wnEH3/8ge+++w6WlpZISUnB/fv30a1bNwCAu7s7zp07p+2QiIiIRCUIgmiHrtL6HIisrCxYWFgAAP766y9UqlQJ9evXBwAYGxsjPz9f2yERERGJSpcnP4pF6z0QlStXRmZmJgAgKSkJrVq1Ur52+/bttz6lQURERLpB6wlEp06dMGfOHOzfvx+xsbHo0qULAODFixdYvnw5OnTooO2QiIiIRCWI+D9dpfUEYvz48Xj+/Dm+/fZbeHh4wNPTEwDg6uqKGzduwN/fX9shERERiao8TKLU+hyISpUqYf369UXKV6xYgdatW8PY2FjbIREREZGGJNsL45/at2/P5IGIiN4LUj2FkZGRAV9fXzg7O8PFxQUhISEoKCgotu7WrVvh4eEBR0dHeHh4YMuWLRrdS7LdOImIiN5XUg09BAQEwNraGvHx8UhPT8fo0aOxceNGjBgxQqXeoUOHsHTpUqxZswYtWrTAuXPn4O3tDSsrK3h4eKh1L53pgSAiIqJ3d+/ePSQlJWHy5MkwMTFRbhlRXM9CamoqRo4ciZYtW0Imk8HR0REuLi44deqU2vdjDwQREZHIxHx6Qi6XQy6Xq5QZGRnByMhIpezGjRuoUqUKrK2tlWX169dHSkoKXrx4gUqVKinLBw4cqPLejIwMnDp1qsgu2W/DHggiIiKRKQRBtCMyMhJOTk4qR2RkZJF7Zmdnw8TERKXs9XlOTk6JsT558gQjR45E06ZN0bVrV7U/I3sgiIiIdJiPjw+GDRumUvbP3gcAMDU1RW5urkrZ63MzM7Nir33u3DmMGzcOzs7OmDdvHgwM1E8LmEAQERGJTMwplMUNVxSnYcOGePbsGdLT02FlZQUAuHXrFmxsbFCxYsUi9aOjozF37lyMHTsWw4cP1zguDmEQERGJTIqFpOrUqQMnJyeEhoYiKysLycnJWLlyJfr06VOkblxcHIKCgrBixYp3Sh4AJhBERESik2olyrCwMBQUFMDd3R39+vVDhw4d4OvrCwBwdHRETEwMACA8PByFhYUYO3YsHB0dlcfMmTPVvpdM0OW9QjX0ia271CGQjjj28DAMjGylDoN0RIH8IdsDKRXIH5b6PdradhLtWgkPj4h2LTFxDgQREZHI3qPv5iViAkFERCQyXd4ESyycA0FEREQaYw8EERGRyMRciVJXMYEgIiISWXmYA8EhDCIiItIYeyCIiIhEVh4mUTKBICIiEhmHMIiIiIiKwR4IIiIikXEIg4iIiDTGxziJiIhIYwrOgSAiIiIqij0QREREIuMQBhEREWmMQxhERERExWAPBBERkcg4hEFEREQa4xAGERERUTHYA0FERCQyDmEQERGRxjiEQURERFQM9kAQERGJjEMYREREpDFBUEgdQqljAkFERCSy8rCdN+dAEBERkcbYA0FERCQyoRw8hcEEgoiISGQcwiAiIiIqBnsgiIiIRMYhDCIiItIYV6IkIiIiKgZ7IIiIiETGlSiJiIhIY+VhDgSHMIiIiEhj7IEgIiISWXlYB4IJBBERkcjKwxAGEwgiIiKR8TFOIiIiomKwB4KIiEhkHMIgIiIijZWHSZQcwiAiIiKNsQeCiIhIZBzCICIiIo3xKQwiIiKiYrAHgoiISGTcTIuIiIg0xiEMIiIiomKwB4KIiEhkfAqDiIiINMY5EERERKSx8tADwTkQRERE74mMjAz4+vrC2dkZLi4uCAkJQUFBQbF1f//9d3h6eqJly5b48ssvceTIEY3uxQSCiIhIZIIgiHZoIiAgAKampoiPj0d0dDQSEhKwcePGIvXu3r0Lf39/jBs3DqdPn4a/vz8CAgKQmpqq9r2YQBAREYlMEPFQ171795CUlITJkyfDxMQEtWrVgq+vL7Zs2VKk7q5du+Ds7IxPP/0UBgYG6Ny5M1q3bo3t27erfT/OgSAiItJhcrkccrlcpczIyAhGRkYqZTdu3ECVKlVgbW2tLKtfvz5SUlLw4sULVKpUSVl+8+ZN2NnZqby/QYMGuHr1qtpxvVcJxLGHh6UOgXRIgfyh1CGQDmF7IG0Ss72tWLEC4eHhKmV+fn7w9/dXKcvOzoaJiYlK2evznJwclQSiuLoVKlRATk6O2nG9VwkEERHR+8bHxwfDhg1TKftn7wMAmJqaIjc3V6Xs9bmZmZlKuYmJCfLy8lTK8vLyitR7GyYQREREOqy44YriNGzYEM+ePUN6ejqsrKwAALdu3YKNjQ0qVqyoUtfOzg6XLl1SKbt58yaaNm2qdlycRElERPQeqFOnDpycnBAaGoqsrCwkJydj5cqV6NOnT5G63bp1Q1JSEvbv34+CggLs378fSUlJ6N69u9r3kwnlYbULIiKiciA9PR2zZ89GYmIi9PT00KNHD0yaNAn6+vpwdHREcHAwunXrBgCIj4/H4sWLcf/+fdja2mLy5MlwdXVV+15MIIiIiEhjHMIgIiIijTGBICIiIo0xgSAiIiKNMYEgIiIijTGBICIiIo0xgXjDzp074ebmBgBwc3NDs2bN4OjoCEdHR7Rs2RLt27fHggULoFAo1LqeXC7HkiVL8Omnn8LR0REfffQR/P39cevWLbVjsre3R2Ji4jt9nrdZsWIFHBwclJ+vRYsW+Pzzz4vddEUsiYmJsLe3V6tuTEwMunTpUmqx/JO9vT28vb2L7Hz3Zpt405YtW2Bvb1/sLnf/5vnz5wgKCoKrq6uyXU2dOhWPHz9W6/0PHjyAvb09Hjx4oPG9/01gYCCaNGmi0u49PT0RFxcn+r1eK+lnXJyIiAiMGDGi1GJ50z9/B7x5nD59GoGBgQgMDCzyPk3/fdgeVOlqe6CiuBLlWwQHB6NXr17K82vXrmHo0KEwMTHB2LFj//X9c+bMwZ07d7Bx40Z88MEHePHiBVasWIGBAwfil19+UVmXXArOzs744YcfALzaejYhIQHe3t6oX78+PvroI0lj69atm/JZZW35/fffsXbtWowcOfJf627ZsgVff/01oqKiMGjQIBgYqP+f0vjx41GxYkVER0ejWrVqSE9PR0hICIYNG4bY2FiNrlUaPD09MX/+fACAQqFATEwMJkyYgP3796N27dqSxjZq1Cit3u+fvwPeFB0dLco92B7enbbbA6liD4QG7O3t0bp1a1y+fFmt+mfOnEGHDh3wwQcfAAAqVaqEKVOmoFOnTnjy5AkAIDU1FQEBAXBzc0OLFi3g7u5e4i+mrKwszJ49G66urmjbti3Gjx+P9PR05esrVqyAq6sr2rRpg969e+PwYfU3F5PJZGjXrh3s7Oxw8eJFAK+SitWrV8PT0xPOzs5o3bo1Jk6cqFw/PTAwEDNnzsSoUaPg6OgId3d3REVFKa+ZlpaGUaNGoVWrVnB3d8cff/yhcs/ffvsNX331Fdq2bYsWLVpg0KBBuHv3LgDNvoWIxcvLC8uXL8eff/751noJCQnIyMhAYGAgFAqFxt/Gzpw5g88++wzVqlUDAFhZWeHbb79FixYt8OLFCwCvlp/18fFBx44d0bx5c3Tu3BlHjhwp9nrp6emYNGkSPv74Y7Rv3x4zZ85EVlYWAKCgoABBQUH4+OOP4eLiggEDBuDMmTNqx/p6IRpzc3Nlu5fL5ViwYAG+/PJLODo6om3btpgzZ46y98bLywtLlizBwIED4ejoiC+//BL79+9XXvPWrVvw8vKCo6MjPD09i/z3FB0djV69esHFxQWOjo7w8fFBZmYmgFdt3MvLS+34ywK2B7aHsooJhJry8/ORmJiIkydP4uOPP1brPV26dEF4eDgCAwOxe/du3LlzB4aGhpg3bx7q168PAPjuu+9gaGiIffv24c8//8SgQYMwZ84cZGdnF7net99+i3v37mHnzp04dOgQzM3N4efnB0EQcPLkSWzfvh0//fQTEhMT0bdvX0yfPh35+flqxSoIApKSkvDgwQPlSmQHDhxAVFQUVqxYgdOnT2Pbtm04fvw4YmNjle/buXMnvLy8cOrUKYwcORLz589HamoqgFffrAwMDHDs2DFs3rwZx44dU77v8ePHGDduHLy9vZGQkICjR49CEAR8//33asVbGj777DP0798fEyZMwLNnz0qs98MPP6Bfv36oUKECBgwYgPXr12t0ny5dumDWrFkICgrC/v378fDhQ1SrVg3z58+HhYUFAMDf3x92dnb49ddfcfr0abRv3x5BQUFFrqVQKODr6ws9PT3ExcUhNjYWaWlpmDlzJgBgz549OHv2LA4cOIATJ06gdevWCA4OVjvWgoICHDx4EDKZDG3atAEAbNq0CfHx8di0aRPOnj2LlStXYtu2bTh58qTyfTt27MD06dORmJiIzz//HDNnzsTLly+Rn58PHx8fNGzYECdPnsTSpUtx6NAh5fvOnz+PuXPnIigoCImJiThw4ADu3r2rkpi+b9ge2B7KKg5hvEVwcDBCQ0OV5zY2Nhg2bBgGDRqk1vvHjBkDBwcH7N69GwsWLEBmZiaqV6+Ob775BkOHDgUAzJ07F2ZmZjA0NERKSgrMzMyQl5eH58+fq+yKlpGRgbi4OBw4cACWlpYAXiUUzs7OuHTpEoyNjfH8+XPs2LEDnTp1Qt++fdG/f3/IZLIS4ztz5gycnZ0BvNqFLT8/H926dVN2S37yySdo1aoVbGxskJmZiadPn6JKlSrKBAEAXFxclAlV7969MWvWLNy/fx8FBQU4ffo04uLiYG5urkx2xowZAwCwsLDAvn378OGHHyIrKwuPHz9G1apVVa4thalTp+Ls2bMIDAzEqlWrirz+8OFDxMfHK38h9+vXD99//z2SkpKUv1D/zdy5c+Hi4oL9+/dj5syZ+Pvvv/Hhhx/C399fOWwTGRkJa2trCIKAhw8folKlSsX+bC5evIhLly5hw4YNyvYydepUfPHFF5gxYwYqVKiABw8eIDo6Gp988gnGjRuH8ePHvzW+vXv3Kn+J5+bmoqCgACNGjEDVqlWVn7lnz56wtLREWlqacge/N+Pz8PBA48aNAQA9e/ZEREQEMjIy8ODBAzx69AhTpkyBsbExGjZsiGHDhmHTpk0AXm3ws3fvXnzwwQd4/vw50tLSYGFhIVm7+OfvAACoUaOGShL9X7E9lJ32QKqYQLzFrFmzShz/VJebm5uyK/7+/fv45ZdfsHjxYpiZmaFv375ITk7GwoULcffuXdSpU0f5x/ufEzUfPny1t3y/fv1UyvX19fHgwQN88cUXWLFiBX744QesXbsWFSpUgJeXF0aPHo2goCCVX3j79u0DADg5OSnnQADA9evXMWnSJEyaNAlhYWEQBAHLli3DkSNHYGFhAQcHB+Tn56tMNHzd7QoAhoaGythf/wdes2ZN5esffvihSt29e/di27ZtkMlksLOzQ1ZWluTjvUZGRvjf//6Hnj17Yv369cpfkq/9+OOPKCgoUNlwpqCgAOvXr1c7gdDT00P37t3RvXt3CIKAW7duYc+ePZgyZQqqVauGtm3b4urVq/D19cWTJ09Qv359WFhYFJngCbyaQFdYWFhk/XojIyMkJyejS5cuyM/Px08//YSlS5fC0tISo0aNwtdff40RI0aodF+fPXsWANC1a1flmLcgCDh79iwmTJgAhUKBqVOnIjc3F7Nnz8apU6dgY2ODxo0bQxAElTb7Zrt4/W/6ul1UrVoVFSpUUL7+ZrvQ09NDVFQUYmNjYWpqCnt7e2RlZRX72bXhbb8DjIyMkJOTU6S8sLAQAGBsbKzWPdgeyk57IFXlOoHYvXs30tLS4O3tDeDVH4I3G/J/cevWLfTo0QM///wz7OzsALz6D2PEiBH466+/cOXKFWX33YQJEzBgwADIZDJcvHgRMTExRa5nbW0N4NWwwpv/Md68eRO1atVCSkoKLC0tsW7dOsjlciQkJMDPzw9NmjTB7NmzMXv27H+N2c7ODn379sWSJUsAAIsXL0ZKSgp+++03mJubA3g1oUodNjY2AIDk5GTlcM2bs8oPHDiAzZs3Y+vWrcqkac6cObh+/bpa1y9NH374IebMmYMpU6ao/PF4+fIloqOjERISgnbt2inLr1+/Dm9vb9y6dUv5WUsSHx+PsWPH4siRI6hSpQpkMhkaNGiAiRMn4o8//sDly5dRr149jBs3DuHh4crkMy4uDr/88kuR69nY2KBChQpITEyEvr4+gFdj0snJyahduzbu3LmDJk2aoEePHsjLy8PBgwcxdepUODs7Y+3atf/6s5DJZGjVqhW++OIL/P7775g6dSq+++47VK5cGcePH4exsTEUCgVat26t1s+2Ro0ayMzMRHZ2tvIb8pvtYuPGjfjjjz8QGxur3I5YVyfK1ahRA/Hx8UXK7927BxMTkyLJZ3HYHt6f9lAeles5EDk5Odi8eTPS0tKQlZWFuLg4jfZCf5t69eqhSZMmmDlzJs6fP4+XL18iNzcXv//+OxITE/HZZ58hPz8feXl5qFChAmQyGVJSUrBo0SIAKDJ3wdraGh07dkRISAiePn2K/Px8rFq1Cn369MGLFy9w4cIFjBgxAlevXoWRkZFymEOdX2KvPX78GDExMXBycgLwatKmsbEx9PX18fLlS6xfvx7Xr19Xa15FzZo10b59e8ybNw/Pnz/HkydPEB4ernz977//hp6eHipUqABBEHDs2DHs3r1b7Tkbpa1z587o3bs3tm/friyLjY2FTCaDp6cnbGxslMcnn3wCOzs7tR7pbN26NSwtLTFt2jRcu3YN+fn5yMrKQkxMDO7evYuOHTsiOzsbhYWFMDExAfAqSXw9N0Qul6tcr3nz5qhduzbmz5+P7Oxs5OXlITQ0FEOHDkVhYSGOHDkCPz8/PHjwABUqVECVKlVgYGCAihUrqv2zuHXrFg4dOqQc7nrdLvT09JCVlYWFCxciKytLrX87R0dH1K1bF3PnzkVubi7u3bunMofkdS+UoaEhCgoKsGfPHsTHx+tMu3jTl19+iYsXL2Lz5s3Iy8uDQqHA1atXsXz5cnTr1k2t3jS2h/enPZRH5boHom/fvrhy5Qq6deuGly9fwsXFBZMnTxbl2jKZDGvWrMHKlSsxefJkpKamQk9PDw4ODli0aBHatm0LAAgNDcXy5csxd+5cWFpaol+/frh58yauX7+OunXrqlxz4cKFWLJkCXr06IGsrCw0bNgQa9euRbVq1eDh4YG7d+9i9OjRePr0KSwtLZUzuUty+vRpODo6Ks9NTEzg6uqKqVOnAgACAgIwbdo0tGvXDqampnByckL37t3V7iVYsmQJgoOD0alTJ5ibm6NXr17466+/ALwaBz1z5gy6dOkCfX191KtXD0OGDMGWLVuK/FKUyrfffou//vpLORP+xx9/hKenp3Ko5k39+/fHggULEBAQoEzeilOhQgX8+OOPCA8Px+jRo5GRkQFDQ0O0bNkSGzZsUPZgTJkyBZMnT0Zubi5sbGzQr18/LFq0CNevX0eVKlWU1zMwMEBkZCQWLFiAzz//HC9fvkTz5s2xYcMGGBsbY/DgwUhNTcVXX32FrKws2NraYtmyZcoeouLExsaqPFlSsWJFeHh4YNKkSQBeTfydOXMm2rRpAzMzM3Ts2BEdOnRQq13o6+tj9erVmDlzJtq1awcrKyu4u7srv00PHz4c169fR6dOnWBsbIzGjRtjwIABKhPytGnWrFmYM2dOkXJfX1+MHDkS69evR3h4OMLCwiCXy1GtWjV07doVvr6+al2f7aFstQdSxe28iYiISGPlegiDiIiI3k25HsL4L3r16oU7d+6U+PqaNWuUY4RUfri4uLx1CGbfvn0qT6bQ+43tgd5nHMIgIiIijXEIg4iIiDTGBIKIiIg0xgSCiIiINMZJlEQ6ws3NDU+ePFEuQCQIgnLtkOnTpyv3EnhXEREROH36tForDhIR/RtOoiTSEW5ubvDz81NZPjs9PR3fffcdrl+/jkOHDkFPj52GRKQb2ANBpMOsrKzQv39/jBo1Cs+ePYNCocD8+fORkJAAmUwGNzc3TJkyRblXyYkTJ7Bw4ULcv38fdnZ2cHJywvnz5/HDDz9gxYoVSEpKUm6gdujQIaxcuRJ3795FtWrV8PXXX2Pw4MHQ09NDYGAgjIyMkJaWhsTERFhYWGDIkCEYPHiwlD8OItIh/DpDpMMePXqEzZs3o1mzZqhSpQp8fX2hp6eHuLg4xMbGIi0tTbm1+IMHD5Q7KyYlJWHSpEkqe3m86eTJkwgICMCIESOQlJSEpUuXYsOGDYiKilLW2blzJ7y8vHDq1CmMHDkS8+fP5zbKRKTEBIJIhwQHB8PZ2RktW7ZEkyZNMGjQIDRs2BBr1qzBxYsXcenSJcyaNQvm5uaoWrUqpk6din379uHp06eIjY2Fg4MD+vfvDwMDAzg7OxfZ/v21nTt3wt3dHZ07d4aBgQGaNGkCb29vbNu2TVnHxcUFH3/8MQwMDNC7d28UFhbi/v372vpREJGO4xAGkQ6ZNWsWevXqBblcjqioKERERMDV1RVVq1ZFQkICCgsL4erqqvIeIyMjJCcn49GjR7C1tVV5rVatWrhw4UKR+2RkZMDBwUGl7IMPPsDDhw+V529uG/96AzGFQvGfPyMRvR+YQBDpICMjI4wYMQLPnz+Hr68vtm7dChsbG1SoUAGJiYnQ19cH8Go75+TkZNSuXRu2trY4cuSIynVSUlKKvb6trW2R3oTk5GSVpIGI6G04hEGkwwICAmBvb48JEybAzs4OtWvXxvz585GdnY28vDyEhoZi6NChKCwsRPfu3XHlyhXs3r0bhYWF+Ouvv7Bjx45ir9u7d2/89ttvOHDgAAoLC3H58mWsWbMGvXv31vInJKKyigkEkQ7T19fHokWLkJqaiiVLliAyMhLp6en4/PPP0b59e9y/fx8bNmyAsbExbGxsEBYWptzIbcGCBWjfvr1y+OFNLVq0wPLly5V1/fz88PXXX2PUqFESfEoiKou4DgTRe+LRo0d4+vSpyoJT8+fPx5MnT7BkyRIJIyOi9xF7IIjeE0+fPsWAAQNw8eJFAMDVq1cRExODTp06SRwZEb2P2ANB9B756aefsGbNGjx58gRWVlYYOHAghg4dKnVYRPQeYgJBREREGuMQBhEREWmMCQQRERFpjAkEERERaYwJBBEREWmMCQQRERFpjAkEERERaYwJBBEREWmMCQQRERFpjAkEERERaez/AeLdC9Ux8DuDAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generate a heatmap for each brand\n", "for brand in brands:\n", " brand_data = genre_region_brand_sales[genre_region_brand_sales['Console_Brand'] == brand].pivot(\"Genre\", \"Console_Brand\", [\"JP_Sales\", \"NA_Sales\", \"EU_Sales\"])\n", " sns.heatmap(brand_data, annot=True, fmt=\".1f\", linewidths=.5)\n", " plt.title(f'{brand} Genre Sales Heatmap')\n", " plt.ylabel('Genre')\n", " plt.xlabel('Region')\n", " plt.show()\n" ] }, { "cell_type": "code", "execution_count": 435, "id": "4247c279", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Luke Holmes\\AppData\\Local\\Temp\\ipykernel_20092\\2036611036.py:8: FutureWarning:\n", "\n", "\n", "\n", "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n", "\n", "\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# Assume 'genre_region_brand_sales' is your DataFrame after aggregation\n", "plt.figure(figsize=(14, 8))\n", "\n", "# Plot grouped bar chart using seaborn\n", "sns.barplot(x='Genre', y='value', hue='Console_Brand', data=pd.melt(genre_region_brand_sales, id_vars=['Genre', 'Console_Brand'], value_vars=['JP_Sales', 'NA_Sales', 'EU_Sales']), ci=None)\n", "plt.title('Game Genre Sales by Region and Console Brand')\n", "plt.ylabel('Sales (in millions)')\n", "plt.xlabel('Game Genre')\n", "plt.xticks(rotation=45)\n", "plt.legend(title='Region/Brand')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 436, "id": "4620ac37", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot stacked bar chart\n", "genre_region_brand_sales.set_index('Genre').groupby('Console_Brand')[['JP_Sales', 'NA_Sales', 'EU_Sales']].plot(kind='bar', stacked=True, figsize=(14, 7))\n", "plt.title('Game Genre Sales by Region and Console Brand')\n", "plt.ylabel('Sales (in millions)')\n", "plt.xlabel('Game Genre')\n", "plt.xticks(rotation=45)\n", "plt.legend(title='Region')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 437, "id": "60789b8a", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "# Create the melted DataFrame for FacetGrid\n", "melted_data = pd.melt(genre_region_brand_sales, id_vars=['Genre', 'Console_Brand'], value_vars=['JP_Sales', 'NA_Sales', 'EU_Sales'])\n", "\n", "# Create the FacetGrid\n", "g = sns.FacetGrid(melted_data, col=\"Console_Brand\", height=5, aspect=1, sharey=False)\n", "\n", "# Map the barplot\n", "g.map_dataframe(sns.barplot, x='Genre', y='value', hue='variable')\n", "\n", "# Add a legend and set axis labels and titles\n", "g.add_legend()\n", "g.set_axis_labels(\"Genre\", \"Sales (in millions)\")\n", "g.set_titles(\"{col_name}\")\n", "\n", "# Rotate x-axis labels\n", "g.set_xticklabels(rotation=45)\n", "\n", "# Set a common y-axis range based on the maximum value\n", "max_value = melted_data['value'].max()\n", "g.set(ylim=(0, max_value))\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 458, "id": "90dd60e0", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "# Create the melted DataFrame for FacetGrid\n", "melted_data = pd.melt(genre_region_brand_sales, id_vars=['Genre', 'Console_Brand'], value_vars=['JP_Sales', 'NA_Sales', 'EU_Sales'])\n", "\n", "# Increase the overall figure size by adjusting the height and aspect of each subplot\n", "g = sns.FacetGrid(melted_data, col=\"Console_Brand\", height=10, aspect=2, sharey=False)\n", "\n", "# Map the barplot\n", "g.map_dataframe(sns.barplot, x='Genre', y='value', hue='variable', palette='pastel')\n", "\n", "# Add a legend and set axis labels and titles\n", "g.add_legend()\n", "g.set_axis_labels(\"Genre\", \"Sales (in millions)\")\n", "g.set_titles(\"{col_name}\")\n", "\n", "# Rotate x-axis labels for better readability\n", "g.set_xticklabels(rotation=45)\n", "\n", "# Adjust the y-axis range based on the maximum value for better visualization\n", "max_value = melted_data['value'].max()\n", "g.set(ylim=(0, max_value + max_value * 0.1)) # Adding 10% more space on top\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "bb158bd4", "metadata": {}, "outputs": [], "source": [ "# Filter for Platform games\n", "platform_games = df[df['Genre'] == 'Platform']\n", "\n", "# Find Platform games that are available on Xbox platforms (assuming 'X360' and 'XOne' represent Xbox consoles in your DataFrame)\n", "xbox_platform_games = platform_games[platform_games['Platform'].isin(['X360', 'XOne'])]\n", "\n", "# Sort Xbox Platform games by global sales to find the most popular ones\n", "popular_xbox_platform_games = xbox_platform_games.sort_values(by='Global_Sales', ascending=False)\n" ] }, { "cell_type": "code", "execution_count": 439, "id": "225ecd74", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Name JP_Sales\n", "1744 Mirror's Edge 0.01\n", "6198 Bionic Commando 0.01\n", "1405 Sonic Generations 0.00\n", "8492 Mirror's Edge Catalyst 0.00\n", "15582 Mighty No. 9 0.00\n" ] } ], "source": [ "# Focus on Japan sales\n", "popular_xbox_platform_games_in_japan = popular_xbox_platform_games[['Name', 'JP_Sales']].sort_values(by='JP_Sales', ascending=False)\n", "print(popular_xbox_platform_games_in_japan.head())\n" ] }, { "cell_type": "code", "execution_count": 440, "id": "9ff31560", "metadata": {}, "outputs": [], "source": [ "# Example for Action games on PlayStation in Europe\n", "action_games_ps_eu = df[(df['Genre'] == 'Action') & (df['Console_Brand'] == 'Sony')]\n", "popular_action_games_ps_eu = action_games_ps_eu.sort_values(by='EU_Sales', ascending=False).head(10)\n", "\n", "# Example for RPG games on Nintendo in Japan\n", "rpg_games_nintendo_jp = df[(df['Genre'] == 'Role-Playing') & (df['Console_Brand'] == 'Nintendo')]\n", "popular_rpg_games_nintendo_jp = rpg_games_nintendo_jp.sort_values(by='JP_Sales', ascending=False).head(10)\n" ] }, { "cell_type": "code", "execution_count": 441, "id": "2969deb6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualizing top Action games on PlayStation in Europe\n", "plt.figure(figsize=(10, 6))\n", "plt.bar(popular_action_games_ps_eu['Name'], popular_action_games_ps_eu['EU_Sales'])\n", "plt.title('Top Action Games on PlayStation in Europe')\n", "plt.xlabel('Game')\n", "plt.ylabel('Sales in Europe (in millions)')\n", "plt.xticks(rotation=45, ha='right')\n", "plt.show()\n", "\n", "# Visualizing top RPG games on Nintendo in Japan\n", "plt.figure(figsize=(10, 6))\n", "plt.bar(popular_rpg_games_nintendo_jp['Name'], popular_rpg_games_nintendo_jp['JP_Sales'])\n", "plt.title('Top RPG Games on Nintendo in Japan')\n", "plt.xlabel('Game')\n", "plt.ylabel('Sales in Japan (in millions)')\n", "plt.xticks(rotation=45, ha='right')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 499, "id": "48524b97", "metadata": {}, "outputs": [], "source": [ "genre_sales_by_brand = df.groupby(['Console_Brand', 'Genre']).agg({'Global_Sales': 'sum'}).reset_index()\n", "filtered_df = genre_sales_by_brand[~genre_sales_by_brand['Console_Brand'].isin(['SNK', 'Sega', 'Bandai', '3DO Company', 'NEC', 'Bandal'])]\n" ] }, { "cell_type": "code", "execution_count": 501, "id": "182ab602", "metadata": {}, "outputs": [ { "data": { "image/png": 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YuXIlFStW5PHjxxw5coT4+HhOnjzJy5cvc3wyaNGiRVSvXh1HR0cAChQogFKKPXv2sG/fPn755Re6devG5s2b+fDDD+nRo4eJI86+3qwRtHz5cooWLUqFChW4fv0633//PS1atMDOzg43NzdWrFjBrFmzCA4OxtLSUm6c/4eMRJBSip07d9KhQwdSUlKYM2cOefLkYfDgwRQsWJB169Zx9epVzM3N2bx5sySC/oY3E/T9+/enX79+vHjxgqtXr7JgwQKmTZtG8eLFOXnyJD///DPFixfHz88PeP15WaFCBTmf36E3i0W7u7tjZmaGmZkZrq6u9O/fn5cvX+Lv74+ZmRn58uUjPj4eHx8fkpOT+f7773P0dtSlS5diZWXFpEmTiIiIoEyZMuj1ehISEpg+fTphYWHs3bsXc3NzIiMjsbKyAjAmkMQ/kzEuBAQEULZsWVasWAFAfHw8W7duZf/+/bRp04bly5czfvx4SpYsacpw31sZq4+jo6Px8PCgd+/eDBgwgNDQULZv305QUBB58uTBzs6OzZs3Y2lpSf78+dFoNJkmrMTfo9FouHfvHv369cPd3Z3p06cTGRlpnDjp2bMn5ubm9O7dmw4dOnD48GF++OEHHB0d0Wq1702JCzkL3lNLlixh5MiRxpo/8fHxlChRAoCkpCSsra0ZOXIkBw8e5Pjx4wwaNIgxY8a8NydWdtaiRQuWLVtGnjx56N+/P3v37sXJyQlvb29mzpwpH1p/UVpaGpaWlrx69YrZs2czZMgQGjduzMGDBwkJCcHMzAwvLy8eP37M6dOnKViwIC1atAAwFum2trY28aswrfT0dKpVq8ann37K4cOHadeuHSVLluTo0aP88ssvfPDBB2zcuBFzc3OioqLkgvYdy6gp5uvry7Nnzxg7diy1a9dm3bp1xq5tLVq0wNbWljFjxpAvXz6p7/YnZFy8ZtT2uHHjBp988gl9+/bFzMyMadOmYTAY6NatG507d0an02FmZpbjE8V/l7m5OQ8fPuSrr75i0KBBDB8+HICQkBD27dvHvHnzGDFiBJ6enqSlpREbG8utW7cICwtj9+7dBAUFmfgVZF8Zn5vx8fEsXboUV1dXunfvzpIlS9i/fz8AI0eOpG3btjx58oSUlBRatWqFubk5O3fuJDk5GUtLSxO/CtNIS0vjo48+YtGiRWzbto2ePXsyZcoUKlSogLu7O1WqVCEkJAQLCwvWr1+Pubm5caJVkpv/THBwMC1btjTezzx+/JgCBQoAr5PPhQoVwtnZmY0bN3Lq1CmcnJxkdeF/YWZmRnx8PEuWLKFChQoMGDAAgJYtW2JmZsa2bdtYsWIFT548oUWLFnh6egKvV7RIIujtOHr0KA0aNGDgwIHGYyVLlmTKlCnY2NgYJ2gLFixIqVKljIWk36f7dTkT3kNPnz4lJiYGrVaLTqdDq9WilOLUqVPA69oSGcfLlCljTD68TydWdvFHSygHDx5Mnjx5mD17NkopBgwYQEhICK1bt2bBggUsXrxYll3+CRkXs5aWlkRFRTF37lzs7Ozo3bs3AD179kSj0RASEsKrV68YMmQILi4uREREMHv2bGxsbNi5cyebNm3K0cmNdevWYW9vT8eOHTl8+DDLly8nJiaGQYMG0b59e+Psr7m5Obt27eLcuXOMHj3axFFnf1OnTuXChQssWrQIgNq1azNo0CA2bNjArl270Ol0tG3b1lhzTPx3b6626ty5M9bW1tSpUweDwYClpaVx3PD29ubZs2cMGTJELnb/hlevXjFr1izmzZsHwN69e1m1ahVOTk7Gxzg5OWEwGDh8+DBz587Fy8sLKysrQkJCOHLkCPnz52fDhg2yGusdyLj2s7S0JC4ujpkzZ6LVaunTpw8ajYapU6eyYMEC9u/fb/xbsbW15ebNmyxbtoxnz55x/PhxNm7cmGNXMFtaWtKwYUNSU1NRSpEnTx7g9dbqpKQkLl68iJ+fH0lJSXz33XcEBgbKVuq34Ny5c0RGRtKzZ0+io6MpXbo0uXLl4tGjRzx//tyYFCpdujQfffSR7HT4HzJ2jkRERJCQkMDZs2c5c+YMTZo0AV5POJmZmXHu3DnMzc3x8PAwPlfuF9+eZ8+eGa+z09PTMTMzo1mzZhQtWpTx48ej0+lwcnIiLS2NyMhIHj9+TGpq6vs1ia3EeyMuLk798ssvxu9nz56tPvnkE6XT6dSTJ0+Us7Oz6tOnj3r+/LlKSEhQu3fvVk2aNFEPHjwwXdA5gMFgUKtWrVLnzp3LdHz79u3Kzs5O7dy5UymlVExMjIqMjDRFiFlOamqqatWqlbpx44ZSSqn79++rhg0bqrp166pHjx4ZHxcbG6sCAgJU69at1d69e5XBYFDXrl1TXl5eauHCherOnTumegnvhZCQEGVra6s8PT3VxYsXVWpqqvL391e9evVSAQEBKjU1Vf36669q6NChqmvXrqp169bG91y8XQaDwfh1UlKS2rFjh7K3t1czZ87M9Lhr164pV1dXNW7cOJWUlPQvR5k1Zby3er1etWvXTk2ZMkUppVTHjh3VhQsXVFpamvGx69atUw0aNFDPnz/P9DsRf87FixfVnj171KtXr1RaWprS6XTK29tb1axZU928eTPTY7ds2aLmzp2r9Hq9Ukqp+Ph4lZycrBISEkwReraXmpqqRo4cqc6cOaOUUurWrVtq4MCBqmbNmio6OjrTYxctWqTatm2rDh06pJRS6uzZs2rBggVq0aJF6ueff/7XY38fZJynSimVnJysDh06pA4ePKg+/vhj5evra/zZ+vXrlb+/v/ryyy8zXZOLv+fFixfGr9PT09X8+fPV+PHj1ZMnT9RPP/2k6tSpo+bPn69u376tlHo9rjRr1ux357R4LeM8fvNz78GDB8rDw0N1795dXbx4MdPjdTqd8es3nyP+ujfHkAzHjh1TNWrUUCdPnsx0fMqUKWrBggWqSZMm6ocfflBKKXXixIn38r5FCki/R9atW8eTJ0/o3r07169fx8HBgcGDB1OuXDmWL19OZGQk8+fPJzw8nKpVq5KYmMiCBQuoUaOGqUPPVpKTk1m1ahXjx48H4O7du4waNQp7e3tcXFyoW7cu8DoD3KdPH3788UdjsTDx3ymlSE9Px9LSkqtXr1KlShW+/vprXFxcuH//PgMGDKBq1ar4+/sb9+jHxMRw9uxZPvvss0wrrtRvCnrnRKdPn2bUqFFUrVqVihUr0rNnT2rUqEFAQAA//PCDsbbV2bNn0Wq1lC5dWrYxvgO/XUGYnJxM7ty5CQkJYcaMGXh4eGSalbtx4wbFihWjePHipgg3S3mzrsGmTZv4+eefjasyP/74Y7y9vWnevDkAJ06cwNzcHHt7eyny+jdldEYZNmwYz58/Z9u2bVhYWDB58mSOHDnC1q1bqVmzpvHx6o1CsBk1a8S7kZiYSGRkJJUrV2bz5s0MHz6ciIgIPv/8cxITEwkICMjURXbr1q3GmhU53Zu1xm7fvo1er6dIkSIUL16c7du3s3btWtq2bcuUKVOIj4+XVSlv0cKFC3n48CErVqwgPDycsLAwdu3aRa1atRg3bhw//fQTXl5eKKUoUqQIT58+NRamF5llXGtERESwZcsW4uPjsbKyYuzYsSQlJREQEMCTJ08YN24c9erVy/RcuWb+ZzLe+wcPHnDhwgUePnxIq1atKFmyJNu2bSM4OJgxY8ZQpUoVgoODiYqKIiAggAkTJtC2bVt69er13v4OJBn0Hjl69Chr1qwhKiqKpk2bsnjxYh4+fEj//v2pWLEi/v7+5M6dmzNnzlC4cGEKFSpEsWLFTB12tvP48WMmTJiARqMhNjaW1atX8+TJE1auXEnp0qXp1asX9vb2AKxatQpzc3PatGlDpUqVTBz5+y8mJoaffvqJVq1aodPpOHr0KBMmTGDmzJn06tWLX375hQEDBmBnZ5cpIZQhPT0dc3NzzMzM3ttB9d/m7e1NREQE8Lpo9JAhQ6hWrRqrV6/mhx9+4KOPPmL48OE5tj7Eu5ax3dFgMODl5cXz58/55Zdf6NevHx9//DHnz5/Hy8sLT09Phg4daupws5Q3awQtX76cpk2bGrtlpqen079/fzw8PGjatCmbNm0iICCAHTt2UL58eRNHnvX8NqH53XffsWHDBqysrAgICMDS0pLJkydz9OhR1q9fb/wMBLnJ+Ddk/C2kpqayb98+AgMDcXR0ZOzYsdy9e5eFCxcSFxdHQEDA75LMbyZUc+LvKqPjj8FgMNZUiYqKwsbGhsGDB9O5c2d27tzJihUrKFiwoLFLobW1dY57r942vV7PpUuXmDNnDvfu3aNz587MmTOHkJAQtmzZQp06dRg7diypqan8/PPPKKWoWLGiTJT8Fz///DN9+/alT58+6PV6IiIiOHPmDFu3bsXa2poVK1Zw8+ZNli5dip2dnanDzRbUG1013dzcaNCgAQaDgcuXL/PJJ5/g5OTE+fPnCQoKomzZsmi1Wr744gu0Wi0jR46kadOm9OzZ09Qv4//vX1+LJH7nzWVnLi4uqm7dumrRokXG7V9RUVGqVatWatCgQSolJcVUYeYoZ86cUdWqVVP169c3Hjt79qzq1auXGjdunNq/f7/atm2batq0qYqPjzdhpFnL6tWrlaOjo9qwYYMaPXq0evDggdqwYYOytbVVW7ZsUUopFRkZqVq2bKm6deumUlNTTRzx+ytj6e93332nlixZosLCwlT//v2Vh4eH+vHHH1VaWppasGCBGjp0qIqLizNxtNmbXq9XTk5OauLEierIkSNq/fr1ql69emr+/PnqxYsXateuXcrW1latX7/e1KFmGRnL2fV6verevbuytbVV165dU0r9Z9tYr169VGhoqNq+fbv66KOPZAvk35Senq6UUurnn39Wy5YtU9OnT1fXr19XJ0+eVN27d1dubm7G8WbYsGGqX79+pgw3x4qOjlaTJ09WcXFxauvWrapr167Kz89PKaXUnTt31JAhQ1SLFi1kvP8DBoNB9e3bV40bN04ZDAYVFhamAgMDVc2aNdXRo0eVUkqdPHlSzZo1S926dcvE0WYvr169Uu3atVN16tRRU6dONR7fu3evcnZ2VnPmzMmxWxf/Kp1Op8aOHauWLVtmPGYwGJSXl5dq3bq1SkpKUhcvXlQrV640juvin8m4R09MTFSurq5q48aNxp85ODioFStWqJcvXyqllHr58qVKSEhQv/76q1JKqaCgINWwYUN1//79fz/wv0CSQSb25gWvUkp9/fXX6ty5c8rFxUXNnj3buLcwKipKNWjQQA0dOlTqILwjbyblTp06pUaPHq369++v+vXrp54/f66Uep0QGjZsmPrss8+Uo6OjCgsLM1W4WdbQoUOVra2t8vLyMh77bULo7t27yt3d/Q/35+Zk58+f/92F/q+//qpat26tvvnmGxUVFaX69++vRo8era5cuaLS0tLkxuAdWbt2rfGmYefOnap///6Zfn7ixAlVrVo1deLECaWUUvv375cL3j8p4yJWr9erjh07qmHDhqmhQ4eqH3/8USn1n2TQsGHDVLt27VSzZs1kLP6Hbt++rRwcHNT8+fPVqFGjVFRUlFJKqdDQUNWvXz81ePBgY3JexmXTSEhIUA4ODmr//v1Kp9OpjRs3KhcXF2NC6NatW2revHlyE/gHfvnlF9W/f/9MddoSExPV3Llz1fDhw1VycrJSSsn19Vvy23Pw5MmT6vTp06pjx45qzJgxxuMhISGqXbt2ys/PT6Wmpsr7/z+kpKSoHj16qP379yul/jMpePPmTdWyZcvfJTJlLPj7fluP9+XLl6pbt27q9u3bSq/Xqy5duqhJkyapuLg49fHHHxvf+9jYWOXk5KR69+6t2rRpkyWuTaTVhgm92R1lypQppKSkUKBAAXx8fOjVqxfbtm3DzMwMd3d3UlNTCQkJMVYqF2/Xm8uonz17xkcffUTTpk358ccfmT9/PiNHjiQgIIBGjRpRsWJFLCwsMDMzk33lf8GbXVBq1KjBrVu3OHbsGM2bNzcu3fb19SUpKYmhQ4eyatUq4D9LvHO64cOHExoaSsuWLSlVqhRjxozBwsKCIkWKMGnSJI4fP0779u2ZNGkSM2bMYPv27VSvXl3O0XdgzJgxJCUl4ebmBrweMzLGj5SUFCwsLGjZsiUNGzbk/PnztGzZkk6dOsnY/SeZm5tjMBho37499vb2LFy4kH79+nHnzh1jvRozMzNKlCjB7du3WbdunXRl+wd0Oh3Lli1jwIABjBw50ng8NjYWeN1Bc86cOSxZsoQpU6YYt9zIuPxu/fY9zps3L25ubly4cIHPPvuMLl26oJTiyJEjeHt74+3tzZQpU4A/7oSak718+ZJLly5x8+ZN6tevj8FgwNramtKlSxMWFoZWqwWkdfzb8Ob23p07d1KyZEmqVatGsWLFGDFiBF988QXjx49n8eLFtG/fHq1WS+3atY2/A/Efvx0DrKysKFCgAEePHqVt27bkzp0bgHLlylG4cOHfPV/GgL9HKcXChQvJnz8/Q4cO5dGjR1SpUgWNRsOdO3eYPn06FStWZMGCBcTFxZEvXz7j+1+0aFF8fX2xsLAgf/78FC1a1MSv5n+TT3ITyrjg7dKlC3q9ngYNGvDpp58Cr1u3uru7c/HiRQYPHkyvXr3QaDSULVvWxFFnPwaDAQsLC/R6Pe7u7vTp0wcvLy+uXbtGnTp1GD9+PHq9Hg8PDwICAjh06JCxZpP439LS0jJ9v3LlSvbs2UPZsmVZsWIF33//PWZmZgwcOJDx48fz/fffo16vWgSkBWaG/v37A6/b4oaFhdG/f3+WLl3K9evXqVatGnFxcdy+fZsaNWowd+5cPD09f1dzSfxzz549IzU1FVtbW3r16kVERAQFCxbkwoULREREkCtXLuNj8+bNayzYLTcZ/1tGe1aA48eP07x5cxYuXAi8TlgkJSWh0WjQaDR8/fXXPH/+nI0bN0oi6B9KS0vj119/NdaXyBizz5w5w7p166hZsyZLlixh4sSJxufIuPzuaTQanjx5wt27dzEYDADY29tz5MgRLly4QP78+XF2dqZ58+bo9XrjZybk7JtAvV6f6fv09HRq1KhBw4YNOXbsGFFRUcbzNzU1lWLFiv3uOkX8PRnX0waDAScnJ4KDg5kwYQLLli3j7t27fPLJJ4waNYobN27QokUL2rZtS7NmzShTpoypQ3/v6PV6NBoN0dHRnDhxgr1795KcnEz79u1JTk5m8eLFPHnyBJ1Ox9y5c9FqtVStWtXUYWcL6enp9OrViwsXLtCuXTsePnxI4cKFsbe3Z8KECRQqVIjFixcDryexbWxsjMkgpRR2dnZUrlw5SySCQApIm9y+ffvYtWsXW7duNR5LTExk69at9OrVi8jISG7evEnDhg2lQPE7kJF1V0oxaNAg8ufPT8uWLdm2bRslS5akf//+ODg4cOnSJdauXctPP/3EqlWrMnVTEX8sI6Gj0WgIDw9n8eLFmJmZUbduXYYPHw7A2LFjiYiIYPTo0Vy/fp2GDRvSuHFj4/PlBjqzs2fPMmrUKJYvX87Dhw+5e/cue/fuZfjw4ezdu5fKlSvj5+dnnC0Sb0/GyjaApUuXsmHDBkqWLMmRI0cA8PT05MaNGyxcuJCiRYty/vx5lixZwo4dO/jggw9MGHnWYjAYOHz4MB06dMh0QzthwgRq165N//792bhxI6tWrWL79u3yufg3/NGqnmHDhpErVy7mz59vHD8ePXrExIkTWbNmDdbW1oCsOPm3GAwG9Ho9PXr0QKfTUb58eSZPnky5cuVYs2YN4eHhzJw5k/z58/Pq1Sty584tjRX4z/lpMBhYvHgxL1684MWLF4wePZpr164REhJCkSJFqF69Ounp6WzevJnNmzdLod23SCnFgAEDKFasGH5+fqxdu5adO3dSv359XF1dqVSpEjdu3OD48eN06NABW1tbU4f83sn4Ow4PD8fV1ZUKFSoQGRlJkSJFGDlyJFFRUZw5c4ZLly5Rt25ddDodmzdvNjazkGT9PxcdHU2XLl0wNzenU6dOeHl5AeDj48PRo0epUaMG6enpPH/+nODg4Cz93ksyyEQy/tCDg4M5fPgwmzdvRqfTYWlpSVJSEqNHj6Z9+/b06NEjy55cWYVSytiO0cfHB4A7d+4wd+5c8uXLx4ABA3BwcAAgISFBWhb/CSkpKSxfvpzOnTuTJ08e+vTpQ6tWrbCwsGDXrl24uroyduxYAMaNG8fdu3fRarXs2LHD2P41J1/Q/jehoaFMmjQJX19f2rRpw5kzZzhx4gSnTp0CYM+ePeTNm9fEUWYvBoOBDRs24OjoSIkSJfj8888JCwujYMGCNG3alD59+vDs2TNWrlzJwYMHsbW1Ra/X4+PjQ/Xq1U0dfpZy7tw5Bg0ahKenJ+7u7saxYPLkyVSrVo08efLg5+fHhg0bpPXw35BxsxwVFcWVK1fQaDR06tSJb7/9lg0bNlCzZk0GDx5M0aJFmTp1Kk+fPmXNmjUyHv9LMn4/GVttnj17xuXLlwkKCuL+/fs0atQIa2trEhMTGTt2LMWLFzf+jcjn5msGgwFnZ2cqVqxIxYoViYyM5Ntvv2XZsmVYWVlx8uRJrl+/TuXKlenbt68kI96CmJgY47l45coVli5dypYtW4DXreVjYmK4efMmH374IZ07d6ZRo0Ymjvj9lTEGJCYm4unpScuWLenXrx/wetLp/v37+Pn5UalSJU6fPk2xYsWMW5jeLHkh/ro3JzvS0tIIDw8nISEBHx8f7O3tmTdvHgBHjhwxrtxq27ZtpjE7S/r3yhOJEydOqJs3b2Y6dujQIVWjRo3fdUEZNmyYsUCYeLdCQ0NVq1atVPv27TMdv3XrlnJ1dVWDBg1S58+fN1F0WdPjx49VkyZN1OjRo9XixYuNXZSSk5PVwYMHVY0aNdTixYuNj79z546xKKkUvPvfQkNDVe3atdWRI0eUUq/fs7i4uN8VvBNvx61bt5Sbm5uaMmWK6tmzp9qwYYNKT09XS5YsUX369FGBgYHG8zc8PFzFxMRIl8E/KaOJwpsyPhe/+OIL47FZs2apDz/8ULVq1SpLFGR8H2Wco7du3VL169dXPXr0UE2aNFGzZ89WSr0uhN63b19Vu3Zt5erqqrp162YsUCqFXd+9jM++u3fvqgkTJqj58+er06dPG3++b98+tXjxYmVvb69sbW3VjBkzTBXqe+2LL75QQ4cOzXRsxYoVyt7e3lgYPS0tTa413pItW7aozp07q9u3byulXjdacXR0VKmpqWr8+PFq4MCBSimlfHx8lIODgxo2bJh6+fKljCn/RUJCgnEMzmgklMHZ2VlNmDDhd8+Rwv7/TMZ48Msvvyh/f3914MABFRMTo5RS6uDBg6pDhw5q2rRpSimV7Qp1Z9EUVtYTGBjI4sWLKV68OI0bN6Z+/fp06tSJTz/9lKtXr9K7d2+WLVtGqVKluHHjBjdu3DAuSRNv12+XuX/44Ye4u7vj6+uLn58fEyZMAMDOzo6xY8eyatUq2ebxF6Snp1OiRAm2b9/OqFGjOH36NN27dwcgV65ctGvXDoPBwIwZM0hKSmLGjBnGmh8Gg0G2IPwJLVq0YMWKFYwbN460tDTatWtHoUKFpI7VO2JnZ4ejoyMzZsygZMmSxi1MgwYNQq/X8/3332MwGHB1dZVZ5r8oYybt+vXr1K5dG4BPP/0UpRSTJk0CwMPDg/Lly5MvXz7WrFlD5cqVTRZvVqbRaIiKimL06NFMnDiRTp06sWzZMkJCQgCYPn06Xbt25fvvv6dYsWLY2dll/RnPLEIphbm5Obdv36Zfv360atWKs2fPEhYWxtOnT+ncuTOdO3cGoFOnTuzevZuHDx8SHR1N6dKlTRz9+yU2NtZ4zZacnEzu3Lnx8PDg0KFDnDlzhh49esj5/BaVLFmScuXKsWDBAqZMmUKjRo0ICAjg6tWr3Lp1i6+++goArVaLk5MTQ4cOlRX2v5GUlIS/vz+xsbGkpqYyZ84crKysCAsL46effqJixYqYmZmh0Who164d0dHRv/s3ZAfJ35dx7xEeHs6AAQOoXr06mzZtokOHDgwcOJCOHTtiZmbGkiVL+PDDD6lcuTK7du0yrsTM6vctMhr+SwoWLEi9evWYMWMGgYGB7Nq1iy+//JJOnTrRsmVL8ufPz+zZsylfvjwvX74kMDBQikW/AxkXtUopzp8/j7m5OYUKFcLFxQWlFGvXrgUwJoRq1qzJsmXLpMvBn6SUwsLCgri4OAoWLMiaNWvw8PDg1q1b3Lx5kxo1aqDVaunQoQPJycl89dVXxqKXGR904s9p0aIFCxYsYNasWbRs2RJLS0tTh5TtvLlFV6vV0rJlS9LS0li5ciX9+vWjatWqDBs2jDVr1nD48GG0Wi0DBw40bdBZxKFDh0hOTiZv3rxcunSJ6Oho+vXrZ6wZ5ujoSEJCArNmzcLS0pK2bdvSpk0bufH9izJqz2SMDz/88AN169bFxcWFuLg4Hj16hLOzM9988w0AU6dOpVWrVpmeLzfO756ZmRnx8fFMnjyZkSNH0r9/f/bu3cumTZsICQnBwsICR0dHAKpUqYKbmxuurq5cu3YtR/9N/FENK41GQ2hoKGPHjiV37tzG675ixYr9Yccl8fdkvK+tW7cmf/78rFu3Dl9fX7y8vKhcuTIPHz4kd+7chIWFERYWxuHDh9myZQtFihQxdejvlcTERLp27UqdOnWoWrUqz549Izk5mVWrVjF+/Hh27NhBuXLlsLW1JU+ePDn+b/5d0Gg0PH78GE9PTzw8PBgwYABLly7l66+/Bl531HR0dKRy5cpcvHiRnj17ZqstuVIz6F+SlpZG+/btcXd3x8XFBYDGjRuTO3duHj9+TJ8+fYiJiWHhwoXodDry5ctn4oizH/V/++kNBgO9evXC0tISnU7Ho0ePGDJkCN26dePw4cOsXbuWpk2bMmPGDFOHnKVkXJTFxcUxffp0SpQowdSpU4mLi2P48OGUKVOG4cOHU6tWLYBMs81Kah38bUlJScbiruLtefP8jI+PJ3/+/Jibm3P48GF27txJqVKlcHNzo1KlSiQnJxMUFMSnn34qXVH+BA8PDx4/fkxSUhKFChWiZMmSPH/+nHz58tGjRw9jQujatWv4+vpy//59jh49Sv78+U0cedaSmJiIl5cXCQkJ6PV6li5dyubNm7l//z5Lly7F2dmZxo0bM3r0aHr06MGtW7dwcXFh9uzZpg49R0hOTubatWvG+inXr1/H29ubvXv38uLFC6ZPn0716tW5dOkScXFxtGnThpEjRxqf7+bmRsOGDRkyZIipXsJ7wWAwcPLkSdLT02nTpg33799n8uTJFC5cmNmzZ2NjY8O+fftYsWIFwcHBciP9Fun1eg4ePEjHjh0JCwtjzZo1JCcnM23aNHLlyoWnpycWFhbExsaycuVKab7yG6mpqfTu3ZtatWrh7e1tPB4TE8PLly+B1wWLExMTsbGxoXjx4kRERBAcHCyT1G/BmxN+R48eZffu3axZs4Zff/0VPz8/bGxs+O6772jQoAEdOnSgefPmxudmpxWzMg3/L8iYlevZsye3bt0CwNvbm0KFCrFhwwYCAgKIiYnh+vXrvHjxQhJB70hGsmHMmDGUKVOGLVu2EBwcTKFChThy5AiWlpa4uLjQt29frly5QlxcnIkjzjoylljevn0bPz8/oqOj2blzJwsXLiR//vysXr2a6Oho1qxZw9WrVwEyDaKSCPr7JBH09un1emN73CFDhjBw4ECGDh3Kr7/+yqeffkrXrl158uQJ69atY86cOezYsYOhQ4dKIuhP8PDwIC4ujpCQEHbt2oWNjQ0FChRgypQpPH/+nN27dxuLoYeHh9O6dWu+/fZbSQT9RYmJiTg5OaGUom7dujx9+pRp06YxYsQIJk+ezNatWylZsiQTJkxAq9VSoUIFvvzyy0w3JOLd2rFjB0OGDOHo0aPA69WHhQsX5vnz57i6upIvXz7c3d2pV68eer2eBw8eYDAYUEpx6dIl4uPjM63iykl++ukn49fOzs7MmzcPLy8vhg0bRvny5fH09CQhIYGWLVvi5ubG2rVrWb16tSSC3rL9+/cTGBjI2rVrqVWrFkOHDiV37tzMmzcPrVbLunXrmD17Njt27JBE0B+4cuUKBQsWNI67L1++ZPv27XTt2pW+ffsyZswY2rZti52dHWFhYZQtW5YtW7ag1WpJS0szbfBZnPq/bscRERF8//33xgntV69eMXjwYGxsbJg+fTrVqlXj/PnzhIaGZnp+dkkEAVJA+t908eJFVb9+fdW3b1/VqVOnTMVeExMTVWJiogmjy77eLKqWnp6u3NzcjIXuJk6cqLp166bi4uLU+PHjVXh4uHr58qV68eKFqcLNsqKjo9VHH32kNm/erB48eKC++eYb1aVLFzV//nyVmpqqHj16pJo0aaL8/PxMHaoQ/18Z44Ver1dOTk5qxIgR6ttvv1X169dXrq6uKjo6Win1upirp6en+vjjj9X169dNGXKWMWLECNWrV69MxwIDA9X48eOVUkrduHFDDRw4UHXs2FH17dtXffTRR79ruiD+t4SEBNW2bVs1c+ZM47H169ervn37Gr9fsmSJ6tmzp1JKqQkTJqgePXoYi2Bm9WKYWUVsbKyaP3++atmypfrmm2+UUq+bLJw7dy7T38n48ePVqlWrMhXcTU1NzbFF6oOCglSzZs3U8ePHlbe3t/L29lapqanq3LlzqnXr1mrIkCHGxx47dkzduHFDPXnyxIQRZx+/HRtSUlKUv7+/6tu3r/riiy9Uenq6unLlihoxYoTq2rWrunv3rokizRqOHj2qnJ2dVVRUlPrmm2/U5MmTVY0aNdSaNWtUZGSkWrJkiXJyclIpKSlq9OjRysnJSZ08eVIlJSWZOvQsLeM8jomJUY0bN1Y7d+5UcXFxKiEhQe3Zs0f169fP+NixY8eq9evXZ+sC3dkorfX+c3BwoF27dly4cIE1a9ZQtmxZ4/YYmd1/dzQaDUopbty4ga2tLeHh4URFRbF7925u3brFnj17ePbsGWFhYRQuXFgK2/1JOp2OZ8+eUbx4cQCuXr1K9erVjS0wy5YtS758+RgzZgxpaWlMmjSJ/fv3U7BgQVOGLcR/pdFoMBgMLFu2jEqVKrFo0SJ0Oh1dunRhz549jBs3juXLl9O5c2c++eQTdDqdjBl/gpeXF5cuXTKuggCIiopi27ZtjBgxAnhdo+3zzz/n8uXLxMXF4ePjQ4UKFUwVcpaUUX+iefPmTJ8+3XjcxsaGChUqGGc/W7duzeHDh+nevTs6nY5du3Zhbm4uRfzfseTkZI4cOUJSUhKNGjVixIgRKKXw9fUFoH379lhZWfHo0SM2bNjAzZs3iYiIYP78+cZt7mZmZmi12hy7TaRv377cvHmTlStXUrhwYcaNG4dWq8XBwYGlS5cyZswY3NzcWLduHW3atDF1uNmKubk5SinS09OxtLTEysqKoUOHAnD27Fk0Gg3Dhg1jwIAB7Nixgzx58pg44vdblSpViIqKYsCAAcbvN23aRL169YDXtfN+/vlnrKysWL58OWPGjMHb25uZM2dm2rIk/jelFGlpaWi1WszNzbl37x5+fn60bdvWWL4FXl8DJicnc+XKFXbs2EF0dDSLFi0yXhtmx9qmkgz6l9WuXZsLFy5QtGhRU4eSo6xYsYLY2Fjmzp1L165dmThxIgULFuT48ePA672iVlZWchH8JyUnJ+Pt7U23bt0oVqwYZmZmxn3hjx49olSpUqSnp9OoUSPs7e05ePAgefPmZfDgwWg0mmy111ZkD1u3bqVMmTK0aNECjUZDTEyMsYj/1KlTKVq0KAcPHqRdu3aMGTOGAQMG8Mknn2BlZWXiyLOGLl26cO7cOb7++mt69OhBbGwsffv2xcXFha5duwKvt+dVqFBBEkB/k8FgYODAgeTOnTtTIujYsWPMmTOHXLlyAa9rGBYsWJAOHTpgZ2fHJ598IuPyvyAxMZFu3bqRP39+nj17xqJFi9i9ezceHh5oNBrmzZuHRqOhZcuWNG/enJMnT2JpacnOnTuxsLD4w2LJOcmWLVuIjo4mOTmZyZMn4+vry4EDB2jatCmVKlVCq9VSq1Yt/P39GTBgAO7u7gQEBJg67Gxn5syZHDlyhFOnThmTksOGDePFixds2bKFlJQURo4cSe3ateXz8X/44IMP2L17N1euXMHW1pbChQtTrFgx489Xr16NjY0NaWlpWFpasmzZMiZPniyfkX/D06dPCQ4OZtSoUcbujd9++y2lSpXi/v37lC9fHoDChQtjbm7O/Pnz0Wg0bNmyxThRkh0TQSDJoH9d9+7d2b59O8uWLWP69OlSK+VfUrZsWTZv3szIkSONNyJXrlxh6dKlvHz5kmPHjrFmzRpZtfInJCYmMm3aNJo1a0a1atVYv349HTt2pHLlyrx69Ypjx47h4uJinBEqUaIEXbp0ITg4mGrVqtG+fXu54RDvlYSEBHbs2IGdnR1mZmY0b94cOzs7mjRpQkBAAHfu3MHPzw+dTkfdunWxtrY2tkEXf079+vVZuHAhkydPJiYmht27d9OnTx+GDRsGICtS3gKNRsPEiRP5/PPP2bJlC3379uX48eNMmjSJ7t27Y2Njw4sXL7hz5w4XLlygXLlyjBkzxjjjKePyu5OxYiujOcXjx4/x8PDg4MGDjB07lt69ewMwd+5crK2t8fHxQafTYWlpiZmZWY5P1Hl4eBAfH0+tWrWIi4sjMjKShQsXYjAY2L9/P6VLl6ZZs2ZYWVlRvXp1goKCZFXKW/LbJKSbmxs//fQTTk5O7N27FysrKywtLXF2dubMmTM8ffqUly9fUqhQIRNGnXWUK1eOcuXKAfDw4UPgddOKuXPncvv2bfbt22dseKPValmwYIEpw82ybty4wQ8//MDEiRM5f/48J06cIDg4mH79+rFu3TrGjx9P/vz5adasGRUqVECj0VCiRIkcMVGSfV/ZeyhjS5i9vT0PHjwgOTmZ3LlzmzqsbCcjg/4mZ2dnQkNDCQ4OZuzYsbi7u3Pt2jXOnTtH+fLl2bRpE5UqVTJRxFlHYmIin332Ga1bt8bFxYUdO3awfft2kpOT8fDwYPTo0fj4+HDv3j3KlClDWFgYkZGR7N+/H51Ox7Fjx2jfvr2pX4YQRgcPHiRfvny0atWKH3/8kUOHDpEvXz4GDRoEvJ6N7tOnD2ZmZuzevZvcuXPj6+srieO/wcHBgQULFjB48GDq16+fKRGUXWfc/m0NGjRg7ty5TJkyhZs3b3L8+HECAwNxcHD43WPVGx025f1/dzISQc2aNTOu2CpZsiSlSpUytjovU6aMcZwZOnQogYGBxi5jOT1RN3HiROLi4tixY4fxWGpqKi9evGDcuHHMmDGDDRs2oNFoaNKkCVZWVlSrVs2EEWcfGYkgg8FAaGgoWq2Wpk2b8sUXX+Du7k7Xrl3ZuXMnefLkISwsjFq1ajF+/Hj5fPwbrl+/Tvfu3SlfvjxFixZFo9EYE0F6vT7Hbgt9W1q3bk1ERASLFy/GwcEBCwsLPvzwQzZs2MDAgQMxMzNjzJgxFCxYMFMzkJww/kpreRN48OABgDETLN6eBw8eUK5cOdLS0li9ejUVK1bE0dEReL0N5ODBgwQHB5s4yqwpMTERZ2dnmjRpwsyZM43Ht27dyq5du2jdujWjR4/m1KlTHDt2jNjYWAoVKoS3tzdarRZvb28KFCjAmDFjTPcihHiDh4cHjx49IjExkRIlSlCqVCmePHlCgQIF6NmzJ40bN8bd3Z2IiAjq1q3LiRMnWL9+PTVq1DB16FnalStXmDRpEgMGDMDR0VFmkN+By5cv4+rqSpcuXZg1a5bxeFpaGubm5sbkjySC3q20tDTc3NyIi4vj0KFDxuNHjx5l3rx5fPHFF1SvXt14PCoqipMnT9KzZ09ZKcfrjoJz5swhICAAGxsbUlJSuH37NjNmzODFixfkzp2b7t27c+XKFX766Se8vb2llspbZjAY6Ny5Mzqdjvj4eFq0aIGfnx8xMTGMGDGCiIgImjdvzunTp9m2bRu2tramDjlLSktL49q1a0RHR1OyZEkcHBwwNzfP9qtS3qWkpCT8/f159OgRSilq1qzJvXv3iI+Pp2zZsgwePJgSJUpw6dIl3NzcaNmyJb6+vjmujq9cAZjAm0sCxduzb98+2rVrx5UrV4iNjSU8PJzp06czbtw49u3bh4uLC8nJyXz55ZemDjXLebMo6ZuJoHPnztGhQwecnJwIDQ3F398fe3t7fHx88Pf3Z/To0cYisV9//TUdO3Y04asQ4j8yWpzv27ePPXv2kDt3bqytrfHy8uLFixcEBwcTHh7OwoULadWqFQULFiQoKEgSQW9B3bp1mT9/PkFBQezevZsXL16YOqRsp169eqxfv54zZ86wadMm4uPjAbC0tMyU/JFE0Lv18uVLqlatSr58+QgKCgLg22+/xcvLi9mzZ1O9enWUUmTMy5YtW5Y+ffpgbm6OXq83ZejvhfT0dF69esXz58/58ccfWbduHf3796dKlSrMnz+fTz75hAMHDjBv3jwaNGggtVTekjfPvU2bNlG7dm0OHjzIkiVLOHPmDOPHj6d48eLs3LkTNzc37Ozs2LVrlySC/gFLS0vq169Ply5daNCggXFFliSC/p6MCez4+HiqV69O5cqVadGiBfPmzaN58+bcvXuXtWvX8uzZMxwcHNi6dSvPnz/PkTt2ZGWQyBb0ej1paWnMnz+f/fv3s3v3bipVqsTdu3fZtm0bt27dQqfTUaZMGXQ6HcuWLTMW0xT/ncFgoHv37qSnp7Nv3z7j8aNHjzJ69Gh27NhBnTp12LBhA19//TX29vYMGTIEjUbDqlWruHLlChqNhlmzZsmNtHgvjBw5kvj4eLZt22Y8tnbtWsLDw/Hz8yMsLIxFixaRP39+Bg0ahL29vQmjzb7OnTvHvHnzCAoKIn/+/KYOJ1u6dOkSU6ZMwcXFhT59+pA3b15Th5TjPH78mB07dnD+/HnKly9PaGgoy5Yto1GjRrIy63+Ijo7G2dmZUqVKER8fT+nSpXF0dKRPnz7A69oqo0aNYtOmTXLT/Ja8uTXsxIkTXL58mVq1atGhQwd0Oh1XrlzB09OTpk2bsnjx4kzPEeJ9kJqaSu/evalVqxbe3t7G40+ePOHZs2doNBqOHTvGjRs3KFWqFFFRUbi5uWXampuTxmUZOUWWl7GEUqPRUKlSJWxsbOjWrZuxTsKkSZMwNzfnyy+/5PLly9y6dYuUlBRJBv1Jf1SU9LvvvmP69OmsXbuWOnXqADBo0CCSkpJ48uQJhQsXxszMDDc3Nzw9PTEYDHKzJ94Lf7bF+dSpU5k2bZqxsHROnC161xo1asSOHTvkvX2HHBwc8PHxITg4OMctfX9flCxZkh49egCwe/du2rVrZ7zpkPnY/6506dJs27aN48ePU7FiRcqWLZtp9cmePXvQarWkpKRgbW0tTVn+oYwuSwaDgS5dupCQkMDjx4+pV68eLVq0IE+ePDg4OODv70///v3RarXMmzdPEkHivXLlyhUKFixoTAS9fPmSQ4cO8cUXX5Cenk6+fPno06cPTZs25YcffiAxMTFTXb2clAgCWRkksgm9Xk+XLl2wtbXlgw8+ICwsjNOnT7Nx48ZMf+CJiYnGtrrir8mYYa5fvz7ffvst/v7+NGzYEL1ej1LKOCuXUZQ0Y2iRizPxPrl48SKTJ09m2LBhxs6CLi4uuLi4MHLkSOA/s5y3b98mb968lC5d2sRRC/HPvDkuy5j878poahETE8O2bds4d+4cn376KQMHDgSQ38lfkJCQgI2NDTqdjm3btuHv78/WrVuxs7MzdWjZyqpVq4iNjcXb25u9e/dy6NAhChQowMyZM8mXLx9paWn8+OOPFC5cWLbmiffOsWPHWL16NcuXL+fmzZucOHGCr776Ck9PT9q0acO+ffsIDQ1lx44dpKenGxPJObU+U857xSJbypj19PPzA14v8Vu+fDkDBw4kODiYmjVropSSJfL/QEYnoIyipA0bNgQwzghlXNDKDYd4n/3ZFudKKal/ILINGZdNIz09HUtLS9LT07l//z5Dhw5Fo9Hw9ddfk5KSwvDhw+V38ic9fvyYzp07U6pUKYoXL869e/cICgqSRNBbcP36dapVq4alpSVz587lxo0bdO3aFYCOHTsaO1vNnj0bLy8vChQo8IcdCoV4H1SpUoWoqCgGDBhg/H7Tpk3Uq1cPAEdHRyIjI7G0tDTuEnlzUjunyVnroES28+bCtowl8DqdDjMzMwYMGECBAgXo1q0b169flwuut+D/V5QUMq8AkvdavM8yEpvr16/H1tb2D1ucyzksshs5p/89Sin0ej0WFhYYDAYcHR3ZvHkz1tbWuLi4UKtWLR4+fCjbxP6CwoUL4+vrS8uWLfnss89Yv359pk5s4u9ZtWoV+/fvx9LSEoCKFSsSGxvL6dOniYqKQqvV0qlTJ5ydnYmMjMTPzw+DwWDiqIX4//vggw/YvXs3o0aNYuXKlfj4+BgTQQCrV6/G2to60/bGnPz5KNvERJYTGhpKsWLFMl0EHDp0iMmTJxtXAWWYOnUq6enpDB8+nEqVKpki3GxJipKK7EBanAsh3oaMraUpKSlYWVmRnJxMnjx5SE9Pp1u3blSuXNm4chkgLi6OQoUKyYot8d6YM2cOH330Ee3atWP//v1s2rSJRo0a0b17d8qXL096ejpHjx7lww8/pFSpUqYOV4g/7eHDh5QpU4b4+Hjmzp1LeHg4+/btw9LSUsZfZJuYyGICAwNZvHgxxYsXp3HjxtSvX59OnTrh6OjItWvX6N27N0uWLKFkyZJcu3aNs2fPsnfvXgoXLmzq0LMVKUoqsoOMFufTpk0jOTmZHj16SKFzIcRfkrG19M6dO6xcuZKkpCQsLS3p0qULNWrUoEWLFowdOxb4T8OLjGsSuRERprJlyxYePXpETEwMM2bM4Pbt21y+fJlcuXLRuXNn0tPT2bp1K+bm5nTp0oWKFSvy6aefmjpsIf6S69evGxOaRYsWNW55tLS0lC54/0dWBoksZffu3YSEhDBjxgwCAwN59OgR8fHxdOrUiTp16nDt2jX27t1LqVKlePbsGQsXLsy0Uki8XVKUVGQH0uJcCPFP3Lt3jz59+jBo0CBsbW358ccfWblyJYcOHTKuSs6pxUnF+8fDw4P4+Hhq1apFTEwMbm5u1KlTh3HjxhEREcG4ceNo0aIFISEhrFq1is6dOzNs2DAsLCzkWk9kKWlpaVy7do3o6GhKliyJg4MD5ubmMh6/QZJBIktJS0ujffv2uLu74+LiAkDjxo3JnTs3jx8/pnfv3sTGxrJo0SJSUlLkxu5fIIkgkR0kJydLi3MhxF+i0+nQarWsWrWKhw8f4uvri8FgoGfPntjZ2dG3b18SExOpW7euqUMVAoCJEyfy4MEDduzYYTyWmppKSkoKSUlJzJgxg6SkJDw8PGjevDkHDhzA3t6esmXLmjBqId6eN+tDCikgLbIQvV6PpaUlPXv25NatWwB4e3tTqFAhNmzYQEBAALGxsVy/fp3nz59LIuhfIokgkR1IIkgI8WekpqYyaNAgYmJi0Gq1GAwGHj16ZKw55uTkRJkyZfDx8WHJkiWcPHnSxBEL8Vp4eDiPHz9m7dq1AKSkpPDjjz/i4uLCZ599hqurK02aNKFIkSLMmDGDs2fP8tlnn0kiSGQrkgjKTNZHiSwjY19n3bp18fDw4O7du7x48YKAgADKli1LuXLljK0upY6NEEIIId62xMREEhMT6d69O7t376Zo0aJUr16d1atXc+zYMRo3bszMmTMBePbsGR988IFpAxbi/6Snp/Pq1SueP39OZGQkp0+fZs2aNbRp04Zu3bpx4cIFDhw4QFBQEL6+vpIEEiIHkG1iIkuaPn06Fy5cYM2aNVSoUEG2KgkhhBDiXxETE8P06dP56aefCAkJoUCBAkycOJGLFy+yatUqypYty8KFCwkPD2fPnj1Sm0K8F6Kjo3F2dqZUqVLEx8dTunRpHB0d6dOnDwDx8fGMGjWKTZs2yTkrRA4hySCRJe3cuZPAwEBCQkLImzevJIOEEEII8c78ts5EfHw8EyZM4O7duxw4cICUlBTWr1/P/v37qVOnDubm5vj7+0vXGvFeiYiI4Pjx41SsWJGyZctia2tr/FlgYCBnz57F398fa2trua4WIgeQZJDIspycnKhXrx7Tp083dShCCCGEyKYykjmxsbE8fvyYuLg4mjZtyrNnz5g5cyY3b95k//79FCpUiAcPHlC4cGHy5MmDmZmZdK0R762EhARsbGzQ6XRs27YNf39/tm7dip2dnalDE0L8S+TTSWQ5GauA7O3tefDggXQBEkIIIcQ7YTAYMDc3Jzw8nLFjx1KkSBF++eUX8uXLx+TJk/Hy8sLHx4cuXbqwc+dOypUrl+m5kggS76PHjx/TuXNnSpUqRfHixbl37x5BQUGSCBIih5GVQSLLevDgAUCmCy8hhBBCiLcpJiaGfv36MWTIEJycnLCwsMDT05Pw8HBWrlxJsWLFGDRoEMWKFWP16tWmDleI/0mn03Hy5EnCwsKoUqUKH374IaVLlzZ1WEKIf5kkg4QQQgghhPg/BoMBvV6PpaUlAGfOnGH16tUEBQWh0+nQarUAODs7U6FCBRYvXkxcXBwFCxaUtsVCCCGyDFm7KoQQQgghBK9bx3t5eZGQkIBer2fp0qUkJiZy584dALRaLYmJieTNm5dmzZoRFxcHQOHChYHfF5oWQggh3lfyaSWEEEIIIXK8xMREnJycUEpRt25dnj59ytSpU2nUqBFarZbPP/8cgLx58wJw584dChQokOnfkESQEEKIrEJWBgkhhBBCiBwtMTERZ2dnmjRpgre3NwDW1tZ89913WFtbM3XqVBYuXEi/fv1o2LAht2/fJioqCn9/f9MGLoQQQvxNMn0hhBBCCCFyrMTERLp27Urz5s2NiSAAGxsbPvjgA8zNzenQoQNr166lTJkyxMXFUapUKfbt24eFhQV6vd50wQshhBB/kxSQFkIIIYQQOZLBYKB79+6kp6ezb98+4/Fjx44xceJErKysaNeuHWlpaVSoUIECBQrQtm1bChUqBIBer8fc3NxE0QshhBB/n6wMEkIIIYQQOZJGo2HixIkkJyezZcsWAI4fP86kSZPo3r07ffv2xcrKinv37hEcHMy+ffsy1QmSRJAQQoisSlYGCSGEEEKIHO3SpUtMmTKF+vXrc/z4cVatWoWDg8PvHqeUwszMTLqGCSGEyPIkGSSEEEIIIXK8y5cv4+rqSpcuXZg1a5bxeFpaGubm5sbkjySChBBCZAfySSaEEEIIIXK8evXqsX79es6cOcOmTZuIj48HwNLSMlPyRxJBQgghsgP5NBNCCCGEEILXCaH58+cTFBTErl27SExMNHVIQgghxDshySAhhBBCCCH+j4ODAz4+Pty8eRNra2tThyOEEEK8E1IzSAghhBBCiN/IKBad8V8hhBAiO5GVQUIIIYQQQvyGJIKEEEJkZ5IMEkIIIYQQ4g9IIkgIIUR2JckgIYQQQgghhBBCiBxEkkFCCCGEEEIIIYQQOYgkg4QQQgghhBBCCCFyEEkGCSGEEEIIIYQQQuQgFqYOQAghhBDibXj06BFffvklp06dIj4+Hq1WS61atXB1daVJkyamDs/oxIkTbNmyhZs3b5KcnEzhwoVp3rw5Hh4eFCtWzNThCSGEECIHkJVBQgghhMjy7ty5w2effYZOpyMwMJDLly9z9OhRPvvsM0aMGMH3339v6hAB+OKLL5g8eTKffPIJX331FVevXmXjxo2kpKTQu3dvkpOTTR2iEEIIIXIAM6WUMnUQQgghhBD/RM+ePSlevDjLly//3c9CQkKwsbGhTZs2KKUIDAzk4MGDPH78GDMzM5o3b87cuXPJlSsXU6ZMIU+ePERHR/PDDz9QpEgRfHx8+Pbbbzlw4ABarZYxY8bg4uICwIMHD/D19eXq1avkyZPHmHzSarW/iyMyMhJHR0dWr15NixYtMv1Mp9OxfPlyevfuTenSpdHpdAQEBHDgwAESEhKoU6cO06dPp3z58gDY2toyffp0tmzZQmxsLLa2tsyaNQtbW1suXLjApEmTcHBw4Pvvv2fo0KEMGTKEoKAgtm7dSlxcHFWrVmXatGnUrFnzHfw2hBBCCPG+k5VBQgghhMjSnjx5wtWrV+nZs+cf/tzJyYk2bdoA8PXXX7N582b8/f25dOkSwcHBnD59moMHDxofv2fPHoYMGcLly5epXbs2bm5ufPDBB5w7d45hw4bh4+ODTqfj1atXDBw4kCpVqnDy5Em2bdvG2bNn8ff3/8M4vvnmG4oXL/67RBCAVqtl4sSJlC5dGoClS5cSGhrKxo0bOXXqFHXq1MHV1ZXU1FTjcw4dOsSWLVs4efIkuXPnZuHChZnek4oVK3Lu3Dl69+7Ntm3b2LBhA8uXL+fcuXM4OzszaNAgnj59+tffcCGEEEJkeZIMEkIIIUSW9uTJEwBKlChhPHbu3DkcHBxwcHDA3t6e9u3bA9C8eXN2797NBx98QHx8PM+ePaNAgQLExMQYn9uwYUMcHBzQaDQ0bNiQPHny0K9fPywsLGjVqhU6nY6nT58SGhqKTqdj3LhxWFlZUbJkSTw9Pdm6dev/N843YwSYNm2aMc46deqwatUqlFIEBwczbtw4ypYti5WVFSNGjCAtLY3Q0FDjc/v160fRokWxsbGhQ4cO3Lt3L9O/3a1bNywtLcmbNy9bt25l2LBh2NnZYWlpSbdu3ahUqRIHDhz4J2+9EEIIIbIoKSAthBBCiCytaNGiAMTExFChQgUAGjVqxKVLlwDYu3cvK1euBEApxdKlSzlx4gSFChWiWrVqpKWl8eau+QIFChi/Njc3J1++fMbvzczMADAYDERHRxMfH0/9+vWNP1dKkZaWRlxcHIULF84UZ7FixTh9+nSmY76+vvj6+gKvkzt6vZ74+HhevXqFp6cnGs1/5u3S0tKIjo42fl+kSBHj1xYWFvx25/+bxaijo6NZsGABfn5+xmPp6emyTUwIIYTIoSQZJIQQQogsrXTp0tSqVYtdu3bRsGHD//pYPz8/Hj16xHfffUfevHkB6NSpU6bHZCR8/pcSJUpQrlw5vvnmG+OxxMRE4uLiKFSo0O8e365dO1auXMmZM2f+a3ezggULYmVlxfr16/nwww+NxyMjIylevPifiu23r6NEiRKMHj0aR0dH47EHDx5kSnwJIYQQIueQbWJCCCGEyPJ8fX05deoUM2bM4JdffkEpRWJiIvv27cPf39+4SiYxMRErKyvMzc1JTU1l/fr13Llzh7S0tL/8/2zVqhVJSUmsXbsWnU7Hy5cvmTx5MmPHjv3DhFLVqlXx9PRk3Lhx7Nq1i4SEBACioqJYsGABly9fpmjRomg0Grp168bixYt58uQJBoOBkJAQOnbsyP379//W+9O9e3cCAgKIiIgA4NSpUzg6OnLx4sW/9e8JIYQQImuTlUFCCCGEyPKqVq3KV199RWBgIMOHD+fXX3/FzMwMW1tbBg8ebOz+NWbMGKZOnUrjxo3JkycP9erVo3Pnzty5c+cv/z/z5s3Lxo0bmT9/PmvXrsVgMNCgQQMCAgL+v89xd3enTp06BAUFsWzZMpKSkrCxsaF+/fps3rwZBwcHACZPnoy/vz+9e/fm+fPnlC1blhUrVlC9evW/9f4MHDgQpRQeHh7ExsZSvHhxPv/8cz7++OO/9e8JIYQQImuT1vJCCCGEEEIIIYQQOYhsExNCCCGEEEIIIYTIQSQZJIQQQgghhBBCCJGDSDJICCGEEEIIIYQQIgeRZJAQQgghhBBCCCFEDiLJICGEEEIIIYQQQogcRJJBQgghhBBCCCGEEDmIJIOEEEIIIYQQQgghchBJBgkhhBBCCCGEEELkIJIMEkIIIYQQQgghhMhBJBkkhBBCCCGEEEIIkYNIMkgIIYQQQgghhBAiB5FkkBBCCCGEEEIIIUQO8v8AGpOSjYISGEsAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(14, 8))\n", "sns.barplot(x='Genre', y='Global_Sales', hue='Console_Brand', data=filtered_df)\n", "plt.title('Game Genre Sales by Popular Console Brand')\n", "plt.xlabel('Game Genre')\n", "plt.ylabel('Global Sales (in millions)')\n", "plt.xticks(rotation=45)\n", "plt.legend(title='Console Brand')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 503, "id": "0da492e7", "metadata": {}, "outputs": [ { "data": { "image/png": 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yDRs2GD4+Psa2bdsS3S/umJUrVzYM43+v38CBAx/Y5mF1/fTTT4aPj88Dn5u33nrLCAoKMmJjYw3DuBcG1a1bN955XbFiheHj42P88ccf9mU2m81o3769ERISYhiGYRw9evSBcMtqtRovvPBCssKgF154Id4xFy5caPj6+to/+2+++aZRr149ewBy8eJFo1y5cvGCrP+qXLmy0bdv3weW//f6GNf35F4n4t5nYWFh9m1+/fVXw8fHx9i4caNhGP97/3/xxRfxzllqrvVxPvroI8Pf39/+/g8MDDQGDhwY73UxjPhh0H/FvS+WLl1qX5aSz+ahQ4eS9b4FgKyKYWIAkInZbLYEl4eFhcnPzy/ev+DgYElSoUKFtHjxYj3zzDM6f/68fvnlFy1ZskS///77A0/reuqpp/TYY4/Zf/f29la+fPlUokQJ+zIvLy/duHFDknTixAlduHBB9evX1927d+3/qlatqly5cunnn392WD927dolwzAeOFb9+vV1586deEOKSpcurVy5ctl/L1SokCTZh27E8fHxsf+8b98+3b59O8H2JSXaF+nevDBjxozRtm3bNH78eDVr1kyGYWjFihVq0aKFNm3aZN/u008/1QsvvKBLly5pz549WrFihbZu3SpJCT49Lbl1BQYGavr06XrjjTe0evVqXblyRUOGDNEzzzyTaN2SVKlSJRUrVsz+e9myZVW8eHH7UJ0mTZrIw8NDa9eulSQdOHBA//zzj0JCQhJt08XFJd4QsIf59ddfVa9ePeXOndu+zM3NTU2aNNGff/4ZbxjYf+ffKVy4sH2YSpkyZZQvXz716tVLI0eO1JYtW+Tt7a3BgwerSJEiOnnypMLDw9WsWbN4bTz++OMKCAjQ7t27H6jt9u3b2r9/v+rUqSPDMOznv0SJEnrqqaeSfF9I9z5Dq1atsv9buHCh+vTpoy+//FKDBw+Ot22OHDniTTSeks/uw97zv/32m2rXrq1s2bLZt2nYsKEsFkuS9Z85c0Z58uRRnjx57MuM/z/cJ6HhnfezWCwPDA26/zOX3Lp++eUXubi4qE6dOg98BsLDw+1DmKR717D7h5b+8ssv8vb2lp+fn30/q9WqevXq6eDBg4qMjNTevXslSQ0aNLDv5+rqqkaNGiXZvziNGjWKd8yGDRvKMAzt2rVLktS6dWudO3fOfpy1a9cqR44cSbaf0DXy7t27D1wf4+a/Scn1K1++fPHeZ4ULF5aU9PUxtdf6OG+88YZ27NihSZMmqXXr1sqVK5fWrVundu3aadGiRUnuK90b/jls2DC1a9dOL7/8sr3elHw2465zj/qUQADIrJhAGgAysbx58ypnzpw6d+5cvOVFihTRqlWr7L9//PHHOnr0qP33r7/+WpMnT9a///4rLy8vlS1bNsEn0Nz/ZTKOh4dHovVcu3ZN0r2nCo0ePfqB9ZcuXXJYP+KO1aRJkwTbvHjxYqI1x31R++8XrPsnto1rv3v37gm2n1hf7uft7a3WrVurdevWku49Deitt97S6NGjFRwcLFdXV+3YsUPvvvuuTpw4IU9PT/n6+trn/fjvF+eU1DVlyhTNmjVLGzZs0MaNG+Xq6qqaNWtq1KhR8cK8/0poct/8+fPbH8OcK1cuPf/88/r666/Vp08frVmzRiVLlkwyZCpevLi2b9+uW7duPTCnSZx///1XRYoUkSRFRkYmWEeBAgVkGIZu3rxpX5bQaxt33jw9PbV06VJ98skn+vbbb7V8+XJ5eHioefPmeuedd+znMrFj/fcx15J0/fp12Ww2zZ07N94EynHi5tFJTLZs2eTv7x9vWY0aNeTm5qaPPvpIXbp0sX+hz58//wNPzkvuZ/dh7/nIyMh4TwKT7oU5efPmTbL+mzdvPtB23Jfq/35+/+vMmTPxgkbpwXOfnLquXbsmwzBUuXLlBI9z6dIllStXLsH2r127pvDw8EQnDQ4PD1dkZKQkPVCHt7d3Yl2L57/HjJsnK+4zVL16dRUvXlxfffWVqlatqq+++kqNGzdO8tpavHjxB86vm5tbvOvjF198oS+++EJSyq5f/z1u3Hvuv9fH++f7Su21/n6PPfaYmjZtan8gwN9//63Bgwfrww8/VPPmzRN9L4aHh+v1119XhQoVFBoaal+e0s9mXL/vv54AgJkQBgFAJtegQQNt2bJFN2/etIc3//3C6eXlZf957969GjJkiDp06KBXX33V/lfg999/P97dNKkRd7fA4MGDVa1atQfW33+X0aP2I+5YixYtSjBgKFq0aKr68N/2P/zwQ5UqVeqB9Yk9EWn//v3q1auXPvjggweeDBUYGKhXX31VEyZM0NWrV3Xr1i317t1bDRo00OzZs+1/nV+6dKl27NjxSHXlzp1bgwYN0qBBg3TixAn98MMPmjlzpkaPHq158+Yl2u+4L6z3Cw8PV0BAgP33Vq1aac2aNTpw4IA2bdpkn+A1MbVq1dJnn32mHTt26Pnnn39g/bVr1xQcHKyQkBCNGTNGjz32WIKTcIeHh0u6Fx4m58umJD355JP64IMPZLVadeDAAa1du1aff/65ihcvbr/zI7FjJfRl1NPTUy4uLurcuXOCQWRSX+iTEhdexN0NlxBHfna9vLwe6LdhGPYgJDF58+a13wkYp0KFCipYsKA2bdqktm3bJrjfmTNn9Pfff6tbt26PXFfu3LmVM2dOLV68OME2SpYsmWj7uXPnVqlSpfThhx8muL548eL21z0iIiLedSQuAHmY/36G4t63cWGKi4uLXnzxRS1evFjt27fX8ePHNWbMmCTbrF+/vmbPnq0zZ87EC3Pvvz5u27bN/nNqr1/Jldpr/cWLF9WqVSu98cYbD0w2Xr58efXv31+9e/fWmTNnEvz8xcTEqE+fPnJ1ddX06dPjPY0spZ/NuNfpYQEoAGRVDBMDgEyuR48eslqtevvttxUTE/PA+ujoaPvToKR7wwdsNpv69etn/zJptVrtw4ASG7KVHE8++aTy58+vs2fPyt/f3/6vcOHCmjRpUoJ3WqS2H1WrVpUkXb16Nd6xrl27po8++ijZX9wS8/TTT8vd3V0XL16M1767u7smTZqU6NCCUqVK6fbt21q8eHGC5/LkyZP24XYHDx7UnTt31KNHj3jDNOKCoITuDEpOXefOnVOdOnW0ceNGSfdel27duqlmzZq6cOFCkv3et29fvC/7Bw4c0Llz51S9enX7sqpVq6pUqVL64IMPdPXqVbVs2TLJNmvVqiUfHx9NmTIlwSduTZ48WbGxsfZ2qlatqq1bt8arw2q1av369fL39483hCgpGzduVPXq1RUeHi6LxaKAgACNGjVKefLk0YULF/TEE0/I29tb69ati7ffmTNn9McffyR450muXLlUvnx5nThxIt75L1OmjGbMmJHg0LLk2Ldvn6SkgwxHfnZr1KihH3/8Md5QoB07diQ4NPF+RYsWVVRUVLxwxtXVVX369NFPP/1kvzPlftHR0Xr77beVO3du+5CeR6mrWrVqioqKkmEY8V6DY8eO6eOPP07yaX/VqlXTv//+q/z588fb95dfftG8efNksVjs7/W4z0+cuOGbD/PfIHf9+vVycXGJF5q0atVKN27c0IQJE1SqVClVqVIlyTY7dOigfPnyaciQIQneyWK1WnXixAn776m9fiVXaq/1BQoUkJubm5YtW5bg09lOnDih7NmzJ/o5CA0N1ZEjRzRz5swH7txK6Wcz7omBj/qHAwDIrLgzCAAyuTJlymjSpEkaMmSIWrZsqbZt28rX11d3797Vvn37tGrVKkVEROi1116TdO8RxJI0ZswYtWrVStevX9eSJUt0+PBhSVJUVFSCw8OSw2KxaMCAARoxYoQsFovq1aun69eva+bMmbp48WKidzykph8+Pj5q3ry5QkNDde7cOVWoUEEnT57UlClTVLx48QT/Gp4SefPm1WuvvaapU6fq5s2bCgwM1MWLFzV16lS5uLiobNmyCe732GOPaciQIRo5cqRefvlltW3bViVKlNCNGzf03Xffac2aNfrwww/l4uIiPz8/ubm56YMPPlDXrl0VExOj1atX2//Cn9AjmpNTV+7cuVW4cGGNGzdON2/e1OOPP66DBw9q+/bt6tGjR5L9ttls6t69u3r27KmrV69q0qRJ9nN9v1atWmnSpEkKCgqyD+9KjJubm95//3117dpVrVq1UqdOneTr66urV6/qq6++0vbt29W/f397+NKnTx/9+OOPeuWVV9S9e3dly5ZNS5Ys0ZkzZ5K8q+m/KleuLJvNpt69e6t79+7y9PTUhg0bdOPGDTVs2FCurq568803NWzYMA0YMEAtW7bU1atXNWPGDD322GPq0qVLgu2++eab6t69uwYOHKjmzZvLarVq/vz59rvCkhITE6M//vjD/vvdu3e1Z88effrpp6pVq1aSnxFHfnZ79+6t77//Xq+++qpee+01Xb16VVOmTIl3p0VC4u52+/3331WvXj378nbt2umff/7RiBEjtHv3bjVu3FiPPfaYTpw4oUWLFik8PFwfffSRfe6iR6mrTp06qlq1ql5//XW9/vrreuqpp3TgwAFNnz5dtWrVeiAkuF9ISIiWLFmiLl26qGfPnipSpIh27typuXPnqkOHDnJ3d1fJkiXVrl07TZkyRXfv3lW5cuW0du1aHTlyJDmnVgcPHtQ777yjpk2b6s8//9S0adPUunXreNekIkWKqGbNmvrpp580YMCAh7bp7e1tnwOsWbNmateunSpUqCBXV1f99ddfWrVqlU6dOmWf/yq116/kSu213mKxaNSoUerdu7datWql9u3b66mnntLt27f1888/a+nSpXrjjTcSvLNowYIF+uqrr/Tmm2/KarXG+xxly5ZN5cuXT9Fn87fffpOHh8dD51EDgKyKMAgAsoDnnntOX3/9tT7//HOtWrVK586dk2EYKlGihF544QW99NJL9i8igYGBGjFihBYsWKCNGzeqQIECCgwM1IwZM9S7d2/99ttvqlOnTqpradOmjTw9PTVv3jytWLFCOXPmVOXKlfXhhx8mOVdNSvshSRMmTNDs2bO1fPlyXbhwQfnz59cLL7yg/v37P3Qi3OTo37+/vL29tWzZMs2bN0+PPfaYatSooTfffDPe5Mb/9dJLL6lkyZJavHixJk+erGvXrsnT01MVK1bUokWLFBgYKOneXSCTJk3SjBkz1KtXLz322GOqVKmSPvvsM3Xs2FF79+6Vr69vquqaMWOGJk+erKlTp+rq1asqUqSI+vTpk+gcInHq1aunxx9/XIMGDdLdu3dVr149vfPOOw/Mt1G3bl1NmjQpyYmj71euXDmtWrVKCxYs0Oeff66LFy8qZ86c8vHx0Zw5c+K958qUKaNly5Zp8uTJevvtt+Xi4qKKFSvaJ09OroIFC2revHmaOnWq3nnnHd2+fVtlypTR9OnT7Xd/hISEyNPTU7Nnz1bv3r2VK1cu1a5dW2+++Waic8TUqlVLn376qWbMmKF+/frJ3d1dfn5+WrBgwQMTWv9XeHi42rVrZ//d3d1dxYoV0yuvvKLevXsnua8jP7ulSpXSkiVLNHHiRA0YMED58+fXkCFDNHHixCT3K1GihPz8/LR9+/Z4YZAkvf3226pdu7aWLl2qUaNG6fr16ypSpIjq1q2rTp06JesOjOTU5erqqjlz5mjq1KmaPXu2Ll++rEKFCqlz584PPYc5c+bU0qVLNWnSJH3wwQe6ceOGihUrpoEDB6pr16727UaOHKkCBQpoyZIlioyMVO3atdWzZ0999NFHD+1Dr1699Pfff6tnz57KnTu3XnvtNfXp0+eB7erVq6edO3c+9M66OFWqVLFfHzdt2qR58+YpJiZGRYoUUfXq1TVlyhSVL1/evn1qr1/Jldprfd26dfXFF1/o008/1axZs3TlyhV7mDNlyhQ1bNgwwf22bNki6d6dhJMnT463rlixYtqyZUuKPps//vij6tatm+CcWwBgBi5GQvegAwAAJGHu3LmaN2+eduzYkexhW8gaNm3apLfffls7duxQzpw507ucTKtbt26yWCyaNWtWepdiOmfPnlXDhg21atWqeAEaAJgJdwYBAIBkW7NmjY4ePaply5bZh3DBXBo2bKgFCxZo2bJl9mGbSL6PP/5YJ0+e1I8//qglS5akdzmmNG/ePD3//PMEQQBMjQmkAQBAsh0+fFjLli3Tc88999AnQyFrcnFx0fvvv6/FixcnOCE4krZlyxZt27ZNgwYNsk+Ej7Rz/Phxbdu2Ld5j6QHAjBgmBgAAAAAAYCLcGQQAAAAAAGAihEEAAAAAAAAmQhgEAAAAAABgIqZ7mpjNZtPdu3fl6uoqFxeX9C4HAAAAAADAIQzDkM1mk5ubm1xdE7//x3Rh0N27d/Xnn3+mdxkAAAAAAABO4e/vr2zZsiW63nRhUFwy5u/vL4vFks7VAAAAAAAAOIbVatWff/6Z5F1BkgnDoLihYRaLhTAIAAAAAABkOQ+bFocJpAEAAAAAAEyEMAgAAAAAAMBECIMAAAAAAABMxHRzBgEAAAAAgMRZrVbFxsamdxlIgLu7u0PmPyYMAgAAAAAAMgxDFy5c0LVr19K7FCTBy8tLhQsXfugk0UkhDAIAAAAAAPYgqGDBgsqZM+cjhQ1wPMMwFBUVpUuXLkmSihQpkuq2CIMAAAAAADA5q9VqD4Ly58+f3uUgER4eHpKkS5cuqWDBgqkeMsYE0gAAAAAAmFzcHEE5c+ZM50rwMHGv0aPM60QYBAAAAAAAJImhYZmAI14jwiAAAAAAAAATIQwCAAAAAADJcvLkSQ0ZMkTPPvusAgIC9Nxzz+nDDz/UrVu30rs01a9fX6tXr07Vvr6+vqpYsaICAgJUqVIlVa1aVb169dK///7r4CoTd/bsWfn6+urs2bNOPxZhEAAAAAAAeKjff/9dL774oooVK6avvvpK+/bt09y5c7V//3517dpVVqs1vUt8JHPnztW+ffv0xx9/aOvWrTIMQ4MGDUrvspyCMAgAAAAAADzUiBEj1LJlS/Xr10/58uWTJD3xxBOaMmWK8ufPrzNnzkiSzp07p/79+6tGjRoKCgrSwIED7Y9D3717t+rXr69PPvlEtWvXVrVq1dS3b1/dvHlTknTx4kW99tprqlatmp599ln16dPHvq/NZtOcOXP03HPPqUqVKmrdurV27NiRYK0xMTGaOnWqGjRooGrVqqlbt24KCwtLdl9z5cqltm3b6uDBg/Zl9evX14gRIxQUFKSWLVvKZrNp1apVCgkJUWBgoAICAtSjRw9duXJFkjR9+nT169dPb731lp555hk9++yzmjRpkr29mzdvasiQIapSpYpq166ttWvXJru+R0UYBAAAAAAAknT69GkdO3ZMTZs2fWBdgQIFNHPmTJUqVUqxsbHq2rWrLBaLNm/erA0bNkiSevbsqbt370q6FxZdvHhR3333nVauXKl9+/Zp2bJlkqTJkyercOHC+vnnn/Xtt98qKipKc+bMkSR9/PHHWrp0qaZOnardu3era9euev3113XgwIEHapoyZYq2bdumhQsXaseOHXr66afVtWtX3blzJ1n9jYyM1Pr169WwYcN4yw8cOKANGzZo8eLFOnjwoMaNG6dRo0Zp9+7d2rBhg06dOqXFixfbt9+8ebNq1aql3bt3a+zYsZo7d67++OMPSdKYMWMUFhamzZs36+uvv9Zvv/2WrNocwS3NjgQAAAAAADKluLtdChQokOR2e/fu1ZkzZ/Tll18qV65ckqTRo0erWrVq8e6y6d27t3LkyKGSJUsqMDBQJ0+elCRlz55de/bs0fr161WjRg3NmzdPrq737mP58ssv1b17d/n5+UmSXnjhBW3atEmrVq1SxYoV7W0bhqHly5dr2rRpKlGihP14X3zxhbZt26ZGjRolWHvPnj1lsVhks9l069Yt5c6dW7Nnz463TaNGjZQnTx5Jko+Pj7755hsVL15ckZGRunTpkvLly6eLFy/aty9VqpRatmwpSapTp468vb116tQplS9fXhs2bNCsWbOUP39+SdLgwYPVokWLJM+voxAGAQAAAACAJHl7e0uSwsPDVapUqQfWR0REqECBArp8+bLy5s1rD4Kke0OuvLy8dO7cOXuYFNeeJLm7u8swDEnS8OHDNXv2bH366acaOnSoypYtq+HDh+uZZ55RRESEPdyJU7x4cR0+fDjesitXrigqKkpvvPGGPUiSpNjYWJ07dy7RPs6aNUuBgYGSpOjoaC1dulSdOnXSihUr7AFUwYIF7du7urpq8eLFWrdunXLmzClfX1/dvHnT3pf/9jOurzabTVevXlVMTIyKFCliX/ffvjkTw8QAAAAAAECSihUrJh8fH3377bcPrLt8+bLq1aunb775RsWKFdPVq1ftcwBJ0o0bN3T16tUHgpGE/P3332rXrp3WrVunnTt3qkqVKurTp4+9hrh5ieKcOXMmXkAjSXnz5lX27Nk1f/587d271/5vzZo1ateuXbL6myNHDr366qvy9PTUzp077ctdXFzsPy9cuFA///yz1q1bpx9++EEzZ85UsWLFktV+XI339+fChQvJ2tcRCIMAAAAAAMBDhYaG6ssvv9SMGTN09epVGYahQ4cOqWfPnvLz81OjRo3k7++v0qVLa+TIkbpx44Zu3LihUaNG6fHHH1flypUfeoxZs2Zp7NixunnzpvLkySMPDw/lzZtXktSmTRvNmTNHf/31l6xWqzZs2KAtW7boxRdfjNeGq6urWrdurUmTJunChQuy2Wxas2aNmjZtmuxJpO/evasvv/xS169fV5UqVRLc5ubNm3Jzc5O7u7vu3r2rtWvXaseOHYqNjX1o+9myZVPLli01depUXbhwQTdu3NAHH3yQrNocgWFiAAAAAADgoapVq6YlS5Zo1qxZatKkiW7fvq0CBQro+eefV48ePeTu7i5Jmj17tiZOnKhGjRopJiZGNWvW1IIFC+Tm9vAIYsyYMRo9erQaNGigmJgYVahQQVOnTpUkdenSRTabTQMGDFB4eLhKliypyZMnq1q1ag+0M2TIEE2fPl0vv/yyrl27phIlSmjatGkqX758osfu1q2bLBaLpHt3AJUqVUqTJ09ONMTq2rWrjh49qnr16il79uwqX768Xn75Ze3ateuh/ZSkd955RxMmTFCzZs3k5uamV155RVu3bk3Wvo/Kxbh/MJsJWK1W/fHHH6pUqZL9RQYAAAAAwMyio6N18uRJPfHEE8qRI0d6l4MkJPVaJTfzYJgYAAAAAACAiRAGAQAAAAAAmAhhEAAAAAAAgIkQBgEAAAAAAJgIYRAAAAAAAICJEAYBAAAAAACYCGEQAAAAAACAiRAGmYxhtWaodgAAAAAAQNpyS+8CkLZcLBYdGjtWUWFhqW4jZ8mSKhca6sCqAAAAAABAWiEMMqGosDDdPHosvcsAAAAAAGQCVptNFte0G1iU1sfLiE6dOqVSpUo5rX3CIAAAAAAAkCiLq6uGL9uhk5cinX6sJwo+pnEv107RPr6+vpKkDRs26Mknn4y3bsGCBZo4caL69Omjvn37asSIEZKkMWPGOKZgB4iKilLfvn21d+9eVahQQa+++qrGjx+vH374wWnHJAwCAAAAAABJOnkpUofPXUnvMhKVN29erVmzRgMHDoy3fPXq1cqVK5f994wUAsU5dOiQfvrpJ+3evVteXl5avXq1DMNw6jHNfd8VAAAAAADI9Jo1a6a1a9fKZrPZlx04cEAxMTEqX768fdnQoUM1dOhQ+++LFi1ScHCwAgICFBISol9++cW+Xb9+/dS4cWNVr15dp0+f1rlz59S/f3/VqFFDQUFBGjhwoC5duiRJunv3rkaNGqWgoCAFBgbq5Zdf1m+//WY/zvfff6+QkBBVrlxZjRo10sKFC2Wz2fT999+rS5cukqR69epp5cqVGjlypM6fP6+AgABdvHjRKeeLMAgAAAAAAGRqdevWVWxsrHbu3GlftmrVKrVu3TrRfVavXq2ZM2fq/fff12+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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "# Filter out specific console brands as before\n", "filtered_df = genre_sales_by_brand[~genre_sales_by_brand['Console_Brand'].isin(['SNK', 'Sega', 'Bandai', '3DO Company', 'NEC'])]\n", "\n", "# Calculate total sales for each genre and sort\n", "genre_order = filtered_df.groupby('Genre')['Global_Sales'].sum().sort_values(ascending=False).index\n", "\n", "# Plotting with ordered genres\n", "plt.figure(figsize=(14, 8))\n", "sns.barplot(x='Genre', y='Global_Sales', hue='Console_Brand', data=filtered_df, order=genre_order)\n", "plt.title('Game Genre Sales by Console Brand (Ordered by Genre Size)')\n", "plt.xlabel('Game Genre')\n", "plt.ylabel('Global Sales (in millions)')\n", "plt.xticks(rotation=45)\n", "plt.legend(title='Console Brand')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 507, "id": "7aaf72d9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "# Calculate total sales for each genre and sort\n", "genre_order = filtered_df.groupby('Genre')['Global_Sales'].sum().sort_values(ascending=False).index\n", "\n", "# Setting a complementary color palette\n", "palette = sns.color_palette(\"husl\", len(filtered_df['Console_Brand'].unique()))\n", "\n", "plt.figure(figsize=(14, 8))\n", "# Create the barplot with ordered genres\n", "sns.barplot(x='Genre', y='Global_Sales', hue='Console_Brand', data=filtered_df, order=genre_order, palette=palette)\n", "\n", "# Adjusting y-axis ticks to show more numbers\n", "max_sales = filtered_df['Global_Sales'].max()\n", "tick_values = np.arange(0, max_sales, max_sales / 20) # Example: create 20 evenly spaced ticks\n", "plt.yticks(tick_values, [f\"{x:,.2f}\" for x in tick_values]) # Formatting ticks as float with 2 decimal places\n", "\n", "\n", "\n", "# Adding emphasis\n", "plt.title('Game Genre Sales by Console Brand (Ordered by Genre Size)')\n", "plt.xlabel('Game Genre')\n", "plt.ylabel('Global Sales (in millions)')\n", "plt.xticks(rotation=45)\n", "\n", "# Enhance readability\n", "plt.legend(title='Console Brand', bbox_to_anchor=(1.05, 1), loc='upper left')\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 509, "id": "2fadbd93", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Calculate total sales for each genre and sort\n", "genre_order = filtered_df.groupby('Genre')['Global_Sales'].sum().sort_values(ascending=False).index\n", "\n", "# Setting a complementary color palette\n", "palette = sns.color_palette(\"husl\", len(filtered_df['Console_Brand'].unique()))\n", "\n", "plt.figure(figsize=(14, 8))\n", "# Create the barplot with ordered genres\n", "sns.barplot(x='Genre', y='Global_Sales', hue='Console_Brand', data=filtered_df, order=genre_order, palette=palette)\n", "\n", "# Adjusting y-axis ticks to show more rounded numbers\n", "max_sales = filtered_df['Global_Sales'].max()\n", "# Determine a reasonable step size for your data; for example, if max_sales is 150, you might choose 20\n", "tick_step = max_sales / 10 # Adjust this based on your data's range\n", "tick_step = round(tick_step, -1) # Round to nearest 10 for round numbers\n", "tick_values = np.arange(0, max_sales + tick_step, tick_step) # Ensure the range includes max_sales\n", "plt.yticks(tick_values)\n", "\n", "# Adding emphasis\n", "plt.title('Game Genre Sales by Console Brand (Ordered by Genre Size)')\n", "plt.xlabel('Game Genre')\n", "plt.ylabel('Global Sales (in millions)')\n", "plt.xticks(rotation=45)\n", "\n", "# Enhance readability\n", "plt.legend(title='Console Brand', bbox_to_anchor=(1.05, 1), loc='upper left')\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 508, "id": "d355e9db", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Console_Brand Name Global_Sales\n", "0 Nintendo Pokemon Red/Pokemon Blue 31.37\n", "1 Nintendo Pokemon Gold/Pokemon Silver 23.10\n", "2 Nintendo Pokemon Diamond/Pokemon Pearl 18.25\n", "3 Nintendo Pokemon Ruby/Pokemon Sapphire 15.85\n", "4 Nintendo Pokemon Black/Pokemon White 15.14\n", "5 Nintendo Pokémon Yellow: Special Pikachu Edition 14.64\n", "6 Nintendo Pokemon X/Pokemon Y 14.60\n", "7 Nintendo Pokemon Omega Ruby/Pokemon Alpha Sapphire 11.68\n", "8 Nintendo Pokemon FireRed/Pokemon LeafGreen 10.49\n", "9 Sony Final Fantasy VII 9.72\n" ] } ], "source": [ "# Example for deeper analysis into the RPG genre\n", "rpg_sales_by_brand = df[df['Genre'] == 'Role-Playing'].groupby(['Console_Brand', 'Name']).agg({'Global_Sales': 'sum'}).sort_values(by='Global_Sales', ascending=False).reset_index()\n", "print(rpg_sales_by_brand.head(10)) \n" ] }, { "cell_type": "code", "execution_count": null, "id": "0cd1cb56", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 445, "id": "76e63f5a", "metadata": {}, "outputs": [], "source": [ "rpg_sales_detailed = df[df['Genre'] == 'Role-Playing'].groupby(['Console_Brand', 'Name']).agg({\n", " 'Global_Sales': 'sum',\n", " 'EU_Sales': 'sum',\n", " 'NA_Sales': 'sum',\n", " 'JP_Sales': 'sum'\n", "}).reset_index()\n" ] }, { "cell_type": "code", "execution_count": 446, "id": "c02c0e1f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Console_Brand Name Global_Sales \\\n", "457 Nintendo Pokemon Red/Pokemon Blue 31.37 \n", "448 Nintendo Pokemon Gold/Pokemon Silver 23.10 \n", "446 Nintendo Pokemon Diamond/Pokemon Pearl 18.25 \n", "458 Nintendo Pokemon Ruby/Pokemon Sapphire 15.85 \n", "444 Nintendo Pokemon Black/Pokemon White 15.14 \n", "469 Nintendo Pokémon Yellow: Special Pikachu Edition 14.64 \n", "461 Nintendo Pokemon X/Pokemon Y 14.60 \n", "453 Nintendo Pokemon Omega Ruby/Pokemon Alpha Sapphire 11.68 \n", "447 Nintendo Pokemon FireRed/Pokemon LeafGreen 10.49 \n", "941 Sony Final Fantasy VII 9.72 \n", "\n", " EU_Sales NA_Sales JP_Sales EU_Sales_Pct NA_Sales_Pct JP_Sales_Pct \n", "457 8.89 11.27 10.22 28.339178 35.926044 32.578897 \n", "448 6.18 9.00 7.20 26.753247 38.961039 31.168831 \n", "446 4.46 6.38 6.04 24.438356 34.958904 33.095890 \n", "458 3.90 6.06 5.38 24.605678 38.233438 33.943218 \n", "444 3.17 5.51 5.65 20.937913 36.393659 37.318362 \n", "469 5.04 5.89 3.12 34.426230 40.232240 21.311475 \n", "461 4.19 5.28 4.35 28.698630 36.164384 29.794521 \n", "453 3.49 4.35 3.10 29.880137 37.243151 26.541096 \n", "447 2.65 4.34 3.15 25.262154 41.372736 30.028599 \n", "941 2.47 3.01 3.28 25.411523 30.967078 33.744856 \n" ] } ], "source": [ "\n", "\n", "rpg_sales_detailed = df[df['Genre'] == 'Role-Playing'].groupby(['Console_Brand', 'Name']).agg({\n", " 'Global_Sales': 'sum',\n", " 'EU_Sales': 'sum',\n", " 'NA_Sales': 'sum',\n", " 'JP_Sales': 'sum'\n", "}).reset_index()\n", "\n", "rpg_sales_detailed['EU_Sales_Pct'] = (rpg_sales_detailed['EU_Sales'] / rpg_sales_detailed['Global_Sales'] * 100).fillna(0)\n", "rpg_sales_detailed['NA_Sales_Pct'] = (rpg_sales_detailed['NA_Sales'] / rpg_sales_detailed['Global_Sales'] * 100).fillna(0)\n", "rpg_sales_detailed['JP_Sales_Pct'] = (rpg_sales_detailed['JP_Sales'] / rpg_sales_detailed['Global_Sales'] * 100).fillna(0)\n", "\n", "rpg_sales_by_brand = rpg_sales_detailed.sort_values(by='Global_Sales', ascending=False)\n", "print(rpg_sales_by_brand.head(10))\n" ] }, { "cell_type": "code", "execution_count": 447, "id": "b9af06a6", "metadata": {}, "outputs": [], "source": [ "df['Sales_Weighted_Score'] = df['Global_Sales'] * df['Weighted_Rating_Score']\n" ] }, { "cell_type": "code", "execution_count": 448, "id": "74ae970b", "metadata": {}, "outputs": [], "source": [ "rpg_sales_detailed = df[df['Genre'] == 'Role-Playing'].groupby(['Console_Brand', 'Name']).agg({\n", " 'Global_Sales': 'sum',\n", " 'EU_Sales': 'sum',\n", " 'NA_Sales': 'sum',\n", " 'JP_Sales': 'sum',\n", " 'Weighted_Rating_Score': 'mean' # or 'max', depending on the consistency of your data\n", "}).reset_index()\n" ] }, { "cell_type": "code", "execution_count": 449, "id": "7dd5655d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Console_Brand Name Global_Sales \\\n", "457 Nintendo Pokemon Red/Pokemon Blue 31.37 \n", "448 Nintendo Pokemon Gold/Pokemon Silver 23.10 \n", "446 Nintendo Pokemon Diamond/Pokemon Pearl 18.25 \n", "458 Nintendo Pokemon Ruby/Pokemon Sapphire 15.85 \n", "444 Nintendo Pokemon Black/Pokemon White 15.14 \n", "469 Nintendo Pokémon Yellow: Special Pikachu Edition 14.64 \n", "461 Nintendo Pokemon X/Pokemon Y 14.60 \n", "453 Nintendo Pokemon Omega Ruby/Pokemon Alpha Sapphire 11.68 \n", "447 Nintendo Pokemon FireRed/Pokemon LeafGreen 10.49 \n", "941 Sony Final Fantasy VII 9.72 \n", "\n", " EU_Sales_Pct NA_Sales_Pct JP_Sales_Pct Weighted_Rating_Score \n", "457 28.339178 35.926044 32.578897 0.0 \n", "448 26.753247 38.961039 31.168831 0.0 \n", "446 24.438356 34.958904 33.095890 0.0 \n", "458 24.605678 38.233438 33.943218 0.0 \n", "444 20.937913 36.393659 37.318362 0.0 \n", "469 34.426230 40.232240 21.311475 0.0 \n", "461 28.698630 36.164384 29.794521 0.0 \n", "453 29.880137 37.243151 26.541096 0.0 \n", "447 25.262154 41.372736 30.028599 0.0 \n", "941 25.411523 30.967078 33.744856 9.2 \n" ] } ], "source": [ "# Assuming df is your main DataFrame and it contains the 'Weighted_Rating_Score'\n", "rpg_sales_detailed = df[df['Genre'] == 'Role-Playing'].groupby(['Console_Brand', 'Name']).agg({\n", " 'Global_Sales': 'sum',\n", " 'EU_Sales': 'sum',\n", " 'NA_Sales': 'sum',\n", " 'JP_Sales': 'sum',\n", " 'Weighted_Rating_Score': 'mean' \n", "}).reset_index()\n", "\n", "# Calculate the sales percentages\n", "rpg_sales_detailed['EU_Sales_Pct'] = (rpg_sales_detailed['EU_Sales'] / rpg_sales_detailed['Global_Sales'] * 100).fillna(0)\n", "rpg_sales_detailed['NA_Sales_Pct'] = (rpg_sales_detailed['NA_Sales'] / rpg_sales_detailed['Global_Sales'] * 100).fillna(0)\n", "rpg_sales_detailed['JP_Sales_Pct'] = (rpg_sales_detailed['JP_Sales'] / rpg_sales_detailed['Global_Sales'] * 100).fillna(0)\n", "\n", "# Sort by 'Global_Sales'\n", "rpg_sales_by_brand = rpg_sales_detailed.sort_values(by='Global_Sales', ascending=False)\n", "\n", "# Print the top 10 entries with the new 'Weighted_Rating_Score'\n", "print(rpg_sales_by_brand[['Console_Brand', 'Name', 'Global_Sales', 'EU_Sales_Pct', 'NA_Sales_Pct', 'JP_Sales_Pct', 'Weighted_Rating_Score']].head(10))\n" ] }, { "cell_type": "code", "execution_count": 450, "id": "44607f6b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Name 0\n", "Platform 0\n", "Year_of_Release 0\n", "Genre 0\n", "Publisher 0\n", "NA_Sales 0\n", "EU_Sales 0\n", "JP_Sales 0\n", "Other_Sales 0\n", "Global_Sales 0\n", "Critic_Score 8007\n", "Critic_Count 0\n", "User_Score 0\n", "User_Count 0\n", "Developer 6621\n", "Rating 6767\n", "Normalized_Critic_Score 0\n", "Weighted_Rating_Score 0\n", "Console_Brand 133\n", "EU_Sales_Percent 0\n", "NA_Sales_Percent 0\n", "JP_Sales_Percent 0\n", "Series_Installment 0\n", "Sales_per_Critic 0\n", "Sales_per_User 0\n", "Multiplatform_Release 0\n", "Years_Since_Last_Installment 0\n", "Log_Global_Sales 0\n", "Sales_Weighted_Score 0\n", "dtype: int64\n" ] } ], "source": [ "missing_data_counts = df.isna().sum()\n", "print(missing_data_counts)\n" ] }, { "cell_type": "code", "execution_count": 466, "id": "c6e95852", "metadata": {}, "outputs": [ { "data": { "image/png": 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IvrI4f39/OTo6pkvb7u7u8vX1TXb/lStX1Lp1a+PrQ4cOqW/fvsbXFy5c0IgRI9SgQQNVrVpVtWrV0sCBA3Xq1Klk2/T19ZW7u/sr1RNvzpw5qlOnjqKjoxPtu3z5ssqVK6dz5869sI1Ro0Zp1KhRL73WokWL5OnpmWh7RESE6tatq5iYGEkJ75W7u7sqV64sZ2dnOTs7y8nJSdWqVVPXrl119uzZl15Tenm/z5kzRz179kx2//Lly/Xll18aX6f03gIAAAAAkJUQfOGV7dq1S02bNk3y9eHDh/Xee+8pf/78WrZsmQIDA7VlyxZVr15dXbt21fnz59Otro4dO+rRo0fas2dPon0rV66Ui4uLypcv/1rXePLkiSZPnqzJkycnuX///v2qU6eOLC0tJSW+V+PGjVNgYKACAwMVFBSkXbt2KXfu3BowYIDi4uJeqzZJ6tu3r+bPn5/s/nv37r32NQAAAAAAyOwIvkzEggUL1LRpUzk5OWnQoEGKiIiQJEVFRWnKlClq0aKFnJ2dVatWLU2YMEEGg0HS8wBn/PjxqlWrllxcXNSrVy8FBwcnav/gwYOqXr26tm/fbty2a9cuNWvWTJIUFxen/fv3y93dXbGxsfr888/1wQcfaMSIESpevLjMzc2VL18+de/eXUOHDtWjR4/S7V7kzZtXrVq10urVqxNsj4yM1Pr16/Xhhx9Kkvz8/NSuXTtVq1ZNHh4eWrx4cYpDp3feeUd37txRly5dktyfVCgYf6+Skj9/fnXq1EnBwcG6f/++JOnu3bsaPny46tSpo7p168rLy8vYr/Hmzp2rBg0aqH79+po2bZqioqIkSd7e3saRaL6+vmrXrp169OghFxcXrV+/Xj///LMCAgLk4uJibOvMmTPq3LmzqlWrplatWunYsWMpuhcAAAAAAGRWBF8mIjg4WFu2bNHOnTsVFBSk5cuXS5J8fHx08OBB+fj4KDAwULNnz9bKlSt19OhRSdL48eN16tQp+fr66vDhw8qfP7+GDh2aoO39+/dr6NChmjFjhlq0aCFJun37th48eKBy5cpJkk6cOKGSJUvK3t5egYGBunXrljp37pxkrd27d5erq2t63QpJ0gcffKDDhw8nCPG2bt2qnDlzqnHjxjp69KiGDBminj176tixY5oxY4YWLVqkJUuWpKj9pUuX6ttvv1W+fPkS7Xv27JkCAgJUt25dSYnvVVJu3bqlZcuWqXLlysqbN6/i4uLUr18/mZuba+fOndq8ebNCQ0Pl5eWV4LwLFy5o27ZtWrp0qXbt2qV58+Yl2f6ZM2fUunVrHT58WC1atFCfPn3k4uKigIAA4zGHDh3S1KlTdezYMTk7OyeYCgkAAAAAQFZE8GUiBg4cKBsbGxUsWFCurq66du2apOfT/hYvXiwHBweFhoYqMjJSOXPmVEhIiKKiorR161YNHjxYhQsXlrW1tUaPHq0xY8YY292/f7/69++vcePGqUGDBsbtu3btUpMmTYyvf/31V+OIppCQEElSwYIFjfvXrVsnFxcXubi4yNnZWT169EjX+1GxYkU5OTlp7dq1xm2//PKLunbtKgsLC/n6+qpx48Zq2bKlLC0tVbFiRfXu3VsrV65MUfuFChVKdt+hQ4dUvXp1ZcuWTVLieyU9n+ro4uIiJycnVaxYUR988IHKlCljDK5Onz6tM2fOaOzYscqVK5fs7e01cuRIbd26VeHh4ZIkMzMzeXl5KWfOnCpRooR69uypTZs2JVmTlZWV3nnnHVlbWxvr+rdOnTrpjTfekKWlpZo3b67r16+n6F4AAAAAAJBZEXyZCHt7e+PPVlZWio2NlSQ9ffpUXl5eqlGjhj7++GNt2LBBBoNBcXFxevDggaKiolSkSBHjuba2tqpcubLx9ZEjR1SxYkWtX78+wfX+PZXPz8/PGO44ODhI+r8ATJLat2+vgIAABQQEqEePHkkuPC9JNjY2xgXh/y0mJkY2NjYpuh+S5OnpqXXr1ik2NlanT5/WX3/9pffee0+SFBYWpuLFiyc4vlixYklO80ytF619Fm/s2LEKCAjQsWPH9Omnn+rBgwdq0KCBsR9v3Lih2NhYNWjQwBgYvvfee7K2tjYGUra2trK1tTW2Wbhw4QT3/J8cHBxkbv7iv+52dnbGn//5GQIAAAAAIKsi+DJxY8aMUfbs2XXo0CFt3rxZkyZNMq5jlS9fPllbW+vWrVvG48PCwjR58mRFRkZKkoYNG6ZZs2YpMDDQOBrq3r17un79upydnSU9H52UL18+4wgvZ2dnFShQIMFoq5QqVKiQ7t27Z7x+vMePH+vu3bsJQrqXiR+BdvDgQa1cuVJt2rRRnjx5JElFixY1joqLd/36dWNo96piYmL022+/qVGjRpIS36t/s7a2Vs+ePdWlSxf169fPuOh/oUKFlC1bNvn7+xsDw8OHD2vDhg2qUKGCpOdPjnzy5EmC+osWLZrkdczMzF7rfQEAAAAAkBURfJm4iIgI2djYyNzcXBEREZo6daoiIiIUHR0tc3NztW3bVt7e3goJCdGzZ8/03XffKSgoyDgdzsrKSgULFtTo0aM1ZcoUXbt2TX5+fmrUqJExTPn1118TjGiysrLS1KlT5ePjoxkzZhiDtfDwcC1fvlzLli1TgQIFkqy3atWqKlq0qMaNG2d88mBISIjGjx+vt956S1WqVEnxe7e0tFTnzp21evVq7dy507iovfR8BNqePXu0fft2xcbG6uzZs5o3b57at2+fuhv8L/7+/ipfvrxy5colSYnuVXKGDBkiR0dHDR06VJGRkapSpYpKlCihyZMn6/Hjx4qMjNTEiRPVvXt340is2NhYTZ48WU+ePNGlS5e0YMGCZNdV+zcbGxtFREQYH3IAAAAAAIApIvjKgnr27JlokfPkjBkzRufPn1eNGjXUvHlzRUREqF69erpw4YIkadSoUapUqZLee+891atXT+Hh4fr+++8TtdO+fXu5urpq5MiRiZ5Q+M/1veLVqlVLGzZs0L1799S1a1c5OzvLw8NDfn5++uKLLzRt2jRJ0s2bN+Xs7GxcZN3S0lKLFi1SVFSU2rRpIycnJ2MYtWjRIllYWEiSAgIC5OzsrJs3b77w/Xfq1EkHDx5UpUqVVLp0aeP2qlWr6vvvv9e8efPk4uKiAQMGqEuXLurbt2+iNv5d44v8+9687GmO8SwsLDRt2jSFhIRoypQpsrS01M8//6y7d++qWbNmqlu3rq5du6ZFixYZp3va2dnJzs5ODRo00Mcff6yOHTuqa9euL72WJDVq1Ej3799X9erV9fDhwxSdAwAAAABAVmNmYMgHgNcQGxuroKAglXx8XXEP7mZ0OSbLMk8+2dd/95XPj+8nJycnY4CMzIU+yhrop8yPPsr86KOsgX7K/OijrIF+Sh+pua+M+AIAAAAAAIBJIvgCAAAAAACASSL4AgAAAAAAgEki+AIAAAAAAIBJIvgCAAAAAACASSL4AgAAAAAAgEki+AIAAAAAAIBJIvgCAAAAAACASSL4AgAAAAAAgEki+AIAAAAAAIBJIvgCAAAAAACASSL4AgAAAAAAgEki+AIAAAAAAIBJsszoAgCYBvOceWQuQ0aXYbIsctlldAkAAAAAkOUQfAFIE7ZO9WVhYZHRZZg0gyFOZmYM1AUAAACAlOIbFIA0ERsbm9ElmDxCLwAAAABIHb5FAQAAAAAAwCQRfAEAAAAAAMAkEXwBAAAAAADAJBF8AQAAAAAAwCQRfAEAAAAAAMAkEXwBAAAAAADAJBF8AQAAAAAAwCQRfAHAf0T27NkzugQAAAAA+J+yzOgCAJgGCwuLjC4BL2BhYaEKFSq8VhuGuDiZmfPvJQAAAACyDoIvAGnizq/rFBMWktFlIJ1Y5y2gAi06ZXQZAAAAAJAqBF8A0kRU+F3FhN7M6DIAAAAAADBizgoAAAAAAABMEsEXAAAAAAAATBLBFwAAAAAAAEwSwRcAAAAAAABMEsEXAAAAAAAATBLBFwAAAAAAAEwSwRcAAAAAAABMEsEXAAAAAAAATBLBFwAAAAAAAEwSwRcAAAAAAABMEsEXAAAAAAAATBLBFwAAAAAAAEwSwRcAAAAAAABMEsEXAAAAAAAATBLB1/+Yv7+/HB0d06Vtd3d3+fr6Jrv/ypUrat26tfH1oUOH1LdvX+PrCxcuaMSIEWrQoIGqVq2qWrVqaeDAgTp16lSybfr6+srd3f2V6ok3Z84c1alTR9HR0Yn2Xb58WeXKldO5c+de2MaoUaM0atSoJPcZDAb9+OOPcnd3V7Vq1dS6dWvt2LEjwTERERGqW7euYmJiJCW8V+7u7qpcubKcnZ3l7OwsJycnVatWTV27dtXZs2df+v5eRc+ePTVnzpwUHduqVStt2rQpXeoAAAAAACArI/j6D9m1a5eaNm2a5OvDhw/rvffeU/78+bVs2TIFBgZqy5Ytql69urp27arz58+nW10dO3bUo0ePtGfPnkT7Vq5cKRcXF5UvX/6V2/fx8ZGvr6/mzZun33//XZ9++qlGjBihkydPGo/Zv3+/6tSpI0tLS0mJ79W4ceMUGBiowMBABQUFadeuXcqdO7cGDBiguLi4V64tOfPnz08QSr7I1q1b1aZNmzSvAQAAAACArI7gK4MsWLBATZs2lZOTkwYNGqSIiAhJUlRUlKZMmaIWLVrI2dlZtWrV0oQJE2QwGCRJT5480fjx41WrVi25uLioV69eCg4OTtT+wYMHVb16dW3fvt24bdeuXWrWrJkkKS4uTvv375e7u7tiY2P1+eef64MPPtCIESNUvHhxmZubK1++fOrevbuGDh2qR48epdu9yJs3r1q1aqXVq1cn2B4ZGan169frww8/lCT5+fmpXbt2qlatmjw8PLR48eIUhU4PHz5U//79VapUKZmZmcnd3V2lSpXSiRMnjMckFQrG36uk5M+fX506dVJwcLDu378vSbp7966GDx+uOnXqqG7duvLy8jL2q7+/v9zd3TV//nzVqVNH1atX14wZM7R79255eHjI2dlZAwcOVFRUlCTJ09NT3t7ekp6PZvPy8lLfvn3l7Oysxo0ba8mSJcZa/jmy7vjx42rXrp1cXFzUtGlTffPNN8ZRbPfu3dPw4cPl6uoqNzc3ffrpp3rw4MFLawcAAAAAIKsi+MogwcHB2rJli3bu3KmgoCAtX75c0vPRSQcPHpSPj48CAwM1e/ZsrVy5UkePHpUkjR8/XqdOnZKvr68OHz6s/Pnza+jQoQna3r9/v4YOHaoZM2aoRYsWkqTbt2/rwYMHKleunCTpxIkTKlmypOzt7RUYGKhbt26pc+fOSdbavXt3ubq6ptetkCR98MEHOnz4cIIQb+vWrcqZM6caN26so0ePasiQIerZs6eOHTumGTNmaNGiRQkCoOQMGjRI7dq1M76+dOmSLl68qIoVK0qSnj17poCAANWtW1dS4nuVlFu3bmnZsmWqXLmy8ubNq7i4OPXr10/m5ubauXOnNm/erNDQUHl5eRnPCQ4O1p07d7Rv3z7NmDFDP//8s5YvX67Vq1dr06ZN8vf317Zt25K8nq+vrzw9PXX8+HH16tVLkydPVkhISKLjRowYIU9PTwUEBGjRokXasWOHdu/eLUkaPHiwIiIitGvXLu3evVsPHz7UuHHjUlQ7AAAAAABZEcFXBhk4cKBsbGxUsGBBubq66tq1a5KeT/tbvHixHBwcFBoaqsjISOXMmVMhISGKiorS1q1bNXjwYBUuXFjW1tYaPXq0xowZY2x3//796t+/v8aNG6cGDRoYt+/atUtNmjQxvv7111+NI5riA5SCBQsa969bt04uLi5ycXGRs7OzevToka73o2LFinJyctLatWuN23755Rd17dpVFhYW8vX1VePGjdWyZUtZWlqqYsWK6t27t1auXJmq61y+fFm9evVSmzZtjGHeoUOHVL16dWXLlk1S4nslPZ/q6OLiIicnJ1WsWFEffPCBypQpo3nz5kmSTp8+rTNnzmjs2LHKlSuX7O3tNXLkSG3dulXh4eHGdvr06SMrKytjyNalSxflyZNHxYsXV5kyZXTjxo0k63ZzczNOxWzfvr1iY2ONn5l/srGx0fbt27V3717Z2dlp//798vDwUHBwsI4dO6aRI0fK3t5euXLl0uTJk/XJJ5+kuHYAAAAAALIagq8MYm9vb/zZyspKsbGxkqSnT5/Ky8tLNWrU0Mcff6wNGzbIYDAoLi5ODx48UFRUlIoUKWI819bWVpUrVza+PnLkiCpWrKj169cnuN6/p/L5+fkZwx0HBwdJSjCCqP3/a+/Ow2s69///PzOjaRFTDNUBxRGSTSInNVWCNMYaItHQqhpKpdVQFEeFVtFWldJoSo6pxoSah3DqGCoa5VNDHWKoEDXFFEQk2d8/8sv+NTJIatjJzutxXbkue+21136v9d5xLS/3fe+uXYmNjSU2NpY+ffrkuPA8ZAQtmVPp7peamoqDg0O+rgdkTO+LjIwkLS2NQ4cOERcXh7+/PwBXrlzh2WefzbJ/tWrVcpzmmZtt27YREBBAmzZt+PTTT03b81r7LNPHH39MbGwse/fuNU0RbNGihamPZ8+eJS0tjRYtWpgCQ39/f+zt7YmPjzcdJ3N/GxsbIKN/maytrU1TWu+X2SPI+LwAOU7znDdvHhUrViQ0NBRPT08GDRrEn3/+yaVLlwCoWrVqlmNmhm35qV1ERERERESkqFHwVciMGTOGkiVLsnPnTtasWcNnn31mCjjKlSuHvb0958+fN+1/5coVJk2aRHJyMgBDhw5l+vTp7N+/3zQaKjExkfj4eAwGA5AxOqlcuXKmEV4Gg4GKFStmGW2VX87OziQmJpreP9OtW7e4fPlylpDuQTJHoO3YsYMlS5bQsWNHSpcuDWQENvePcIqPj88SCOVl5syZDB06lH/961+MHDkSKysrICOc27VrFy1btgSyX6v72dvb07dvX3r06MGgQYNMi/47OztTokQJYmJiTIHh7t27WbVqFf/4xz9Mr89838fh7t27xMXFMW7cOH766SfWrl3LzZs3mThxIpUrVwYgISHBtH9cXBzTpk3Ld+0iIiIiIiIiRY2Cr0ImKSkJBwcHrK2tSUpKYsqUKSQlJXHv3j2sra157bXXmDFjBhcuXODu3btMmzaNAwcOmKbp2dnZUalSJT766CMmT57MmTNniI6OpmXLlqbQZcuWLVlGNNnZ2TFlyhTmzZvH1KlTTcHa1atXWbRoEQsXLqRixYo51uvq6krVqlUJDQ0lMTERyBg5Nn78eF588UUaNGiQ73O3tbUlMDCQZcuWsWnTJtOi9pAxAm3btm1s2LCBtLQ0jhw5Qnh4OF27dn3gcSMiIoiIiGDRokV06NAhy3MxMTHUrVsXR0dHgGzXKjdDhgyhdu3ahISEkJycTIMGDXjuueeYNGkSt27dIjk5mYkTJ9K7d2/TaL7HzcrKipCQEObOnUtqaioVKlTA1taWsmXLUqlSJZo0acKUKVO4ceMGSUlJfP7558THxxeK2kVEREREREQeBwVfT0Dfvn3zvVD4mDFjOHr0KI0bN+bVV18lKSmJZs2acezYMSDjG/5cXFzw9/enWbNmXL16la+//jrbcbp27YqHhwcjRozI9g2Ff13fK5OXlxerVq0iMTGRoKAgDAYDvr6+REdHM3r0aD7//HMgY8SQwWAgNjYWyAirIiIiSElJoWPHjri5uZnCqIiICNOUvtjYWAwGQ5YRRzkJCAhgx44duLi4ULNmTdN2V1dXvv76a8LDw3F3d2fw4MH06NGDd955J9sx/lqj0Whk5syZ3Llzx3RemT9hYWHZrs2Dvs0xk42NDZ9//jkXLlxg8uTJ2NraMnv2bC5fvkybNm1o2rQpZ86cISIiokDTPR+Gvb093377LVu3bsXT0xNvb28qVKjAsGHDAPjiiy9wdHTEz88PHx8fnJycCA0NLRS1i4iIiIiIiDwOVsbcFhUSEcmHtLQ0Dhw4QIVjMaT+qTXBLJV9xSpUCwo2dxkWLfN3yc3NzfSfBlL4qE+Fn3pU+KlHRYP6VPipR0WD+vR4FOS6asSXiIiIiIiIiIhYJAVfIiIiIiIiIiJikRR8iYiIiIiIiIiIRVLwJSIiIiIiIiIiFknBl4iIiIiIiIiIWCQFXyIiIiIiIiIiYpEUfImIiIiIiIiIiEVS8CUiIiIiIiIiIhZJwZeIiIiIiIiIiFgkBV8iIiIiIiIiImKRFHyJiIiIiIiIiIhFUvAlIiIiIiIiIiIWScGXiIiIiIiIiIhYJFtzFyAilsG+bHms09PMXYY8JvZOFc1dgoiIiIiISIEp+BKRR6JC667Y2NiYuwx5jIzp6VhZa6CwiIiIiIgUHfoXjIg8EmlpGu1VmKWlpXHkyJGH6pNCLxERERERKWr0rxgRkWLizp075i5BRERERETkiVLwJSIiIiIiIiIiFknBl4iIiIiIiIiIWCQFXyIiIiIiIiIiYpEUfImIiIiIiIiIiEVS8CUiIiIiIiIiIhZJwZeIiIiIiIiIiFgkBV8iIiIiIiIiImKRFHyJiIiIiIiIiIhFUvAlIo+EjY2NuUuwKMb0dHOXICIiIiIiUuTZmrsAEbEMcRGzuXP2jLnLsAilqlTlpf7B5i5DRERERESkyFPwJSKPxO0/E7h95pS5yxAREREREREx0VRHERERERERERGxSAq+RERERERERETEIin4EhERERERERERi6TgS0RERERERERELJKCLxERERERERERsUgKvkRERERERERExCIp+BIREREREREREYuk4EtERERERERERCySgi8REREREREREbFICr5ERERERERERMQiKfgSERERERERERGLpOBLREREREREREQskoIvERERERERERGxSGYPvmJiYqhdu/ZjOba3tzdRUVG5Pn/69Gk6dOhgerxz507eeecd0+Njx44xfPhwWrRogaurK15eXgQHB3Pw4MFcjxkVFYW3t/ffqidTWFgYTZo04d69e9meO3XqFHXq1OH333/P8xgjR45k5MiROT5nNBqZOXMm3t7eNGzYkA4dOrBx48Ys+yQlJdG0aVNSU1OBrNfK29ub+vXrYzAYMBgMuLm50bBhQ4KCgjhy5MgDz+/v6Nu3L2FhYfnat127dqxevfqx1JGXzZs3M3bsWKBg9T4qM2bMoFevXg99nLCwMCIiIh5BRSIiIiIiIiLmZfbgy5w2b95M69atc3y8e/du/P39KV++PAsXLmT//v2sXbuWRo0aERQUxNGjRx9bXd27d+fmzZts27Yt23NLlizB3d2dunXr/u3jz5s3j6ioKMLDw9m3bx8ffPABw4cP57fffjPts337dpo0aYKtrS2Q/VqFhoayf/9+9u/fz4EDB9i8eTNPP/00gwcPJj09/W/Xlpvvv/8+SyiZl3Xr1tGxY8dHXkNeEhMTmTx5MkOGDAEKVm9h06dPH5YtW8aJEyfMXYqIiIiIiIjIQyk0wdecOXNo3bo1bm5uvPfeeyQlJQGQkpLC5MmT8fPzw2Aw4OXlxYQJEzAajQDcvn2b8ePH4+Xlhbu7O/369ePcuXPZjr9jxw4aNWrEhg0bTNs2b95MmzZtAEhPT2f79u14e3uTlpbGqFGj6NmzJ8OHD+fZZ5/F2tqacuXK0bt3b0JCQrh58+ZjuxZOTk60a9eOZcuWZdmenJzMypUreeONNwCIjo6mS5cuNGzYEF9fX/7973/nK3S6ceMG7777LjVq1MDKygpvb29q1KjBr7/+atonp1Aw81rlpHz58gQEBHDu3DmuXbsGwOXLlxk2bBhNmjShadOmjB071tTXmJgYvL29+f7772nSpAmNGjVi6tSpbN26FV9fXwwGA8HBwaSkpADQq1cvZsyYAWSMZhs7dizvvPMOBoMBHx8f5s+fb6rlryPrfvnlF7p06YK7uzutW7fm008/NY1iS0xMZNiwYXh4eODp6ckHH3zA9evXH1h7TsLDw2natClOTk451jtq1CjeeOMN3Nzc8PPzIzo6OtdjzZgxgxYtWtC4cWO6du3K1q1bTc+tWLGCLl264OnpicFgYMCAASQmJuZ4nN27d9OtWzfc3d2zjYI7fvw4QUFBeHh40LJlS0aMGGE6P3t7ezp37sz06dNzrVFERERERESkKCg0wde5c+dYu3YtmzZt4sCBAyxatAjIGJ20Y8cO5s2bx/79+5k1axZLlixhz549AIwfP56DBw8SFRXF7t27KV++PCEhIVmOvX37dkJCQpg6dSp+fn4A/Pnnn1y/fp06deoA8Ouvv/L8889TtmxZ9u/fz/nz5wkMDMyx1t69e+Ph4fG4LgUAPXv2ZPfu3VlCvHXr1vHUU0/h4+PDnj17GDJkCH379mXv3r1MnTqViIiILAFQbt577z26dOlienzixAmOHz9OvXr1ALh79y6xsbE0bdoUyH6tcnL+/HkWLlxI/fr1cXJyIj09nUGDBmFtbc2mTZtYs2YNFy9eNE0FhIyeX7p0iZ9++ompU6cye/ZsFi1axLJly1i9ejUxMTGsX78+x/eLioqiV69e/PLLL/Tr149JkyZx4cKFbPsNHz6cXr16ERsbS0REBBs3bjQFSe+//z5JSUls3ryZrVu3cuPGDUJDQ/NV+1+lpqayfPnyLNNm77dy5UoCAwOJjY1lwIABDBkyJMcRVXv27GHp0qUsX76cmJgY/P39GT16NPfu3eO3337jk08+Ydy4ccTExLBhwwZOnz6dY8+PHj3KwIED6d+/PzExMUyYMIGJEyeyY8cOIGPEnpeXF3v37iUyMpIjR46wfPly0+vbt2/P5s2buXLlSq7nJCIiIiIiIlLYFZrgKzg4GAcHBypVqoSHhwdnzpwBMqb9/fvf/6ZChQpcvHiR5ORknnrqKS5cuEBKSgrr1q3j/fffp3Llytjb2/PRRx8xZswY03G3b9/Ou+++S2hoKC1atDBt37x5M61atTI93rJli2lEU2aAUqlSJdPzkZGRuLu74+7ujsFgoE+fPo/1etSrVw83NzdWrFhh2rZ48WKCgoKwsbEhKioKHx8f2rZti62tLfXq1aN///4sWbKkQO9z6tQp+vXrR8eOHU1h3s6dO2nUqBElSpQAsl8ryAhO3N3dcXNzo169evTs2ZNatWoRHh4OwKFDhzh8+DAff/wxjo6OlC1blhEjRrBu3TquXr1qOs6AAQOws7MzhWw9evSgdOnSPPvss9SqVYuzZ8/mWLenp6dpKmbXrl1JS0szfWb+ysHBgQ0bNvCf//yHMmXKsH37dnx9fTl37hx79+5lxIgRlC1bFkdHRyZNmsTAgQPzXXumw4cPc+fOHRo0aJDrdX7llVdMvXrttddwcXHJMdRzcHDg+vXrLFu2jCNHjuDv78/PP/+MnZ0dL730EmvXrqVBgwZcv36dixcv4uTklGPgt2TJEnx8fGjTpg02NjY0bNiQ7t27mwJlBwcHduzYwcaNG7G2tubHH3/krbfeMr2+SpUqVKhQgZiYmFzPSURERERERKSwKzTBV9myZU1/trOzIy0tDYA7d+4wduxYGjduzNtvv82qVaswGo2kp6dz/fp1UlJSqFKlium1zzzzDPXr1zc9/vnnn6lXrx4rV67M8n73T+WLjo42hTsVKlQAyBIodO3aldjYWGJjY+nTp0+OC89DRqCQOZXufqmpqTg4OOTrekDGdLnIyEjS0tI4dOgQcXFx+Pv7A3DlyhWeffbZLPtXq1Ytx2meudm2bRsBAQG0adOGTz/91LQ9r7XPMn388cfExsayd+9e0xTBFi1amPp49uxZ0tLSaNGihSkw9Pf3x97envj4eNNxMve3sbEBMvqXydra2jSl9X6ZPYKMzwuQ4zTPefPmUbFiRUJDQ/H09GTQoEH8+eefXLp0CYCqVatmOWZm2Jaf2jMlJCRQpkwZ7O3tc6wV4Pnnn8/yuHLlyqYa/spgMDBjxgz2799PUFAQTZo0YdasWaSnp2Ntbc38+fPx8vKiS5cuhIWFkZSUlOM1OnfuHFu2bDHV7+7uzoIFCzh//jwA06ZNw9XVla+++govLy969erF8ePHsxzD2dnZtL+IiIiIiIhIUWRr7gIeZMyYMZQuXZqdO3fi4OBAenq6aWRSuXLlsLe35/z587z44otARiAUHh5uWmR86NChvPLKK7Rr144lS5YQGBhIYmIi8fHxGAwGIGN0Urly5UwjvAwGAxUrVmTFihV88MEHBarX2dmZxMREkpOTTSOmAG7dusXly5ezhHQP0qZNGyZNmsSOHTuIjo6mY8eOlC5dGsgIbO4f4RQfH58lEMrLzJkz+f777xk/fnyWKXqpqans2rWLf/3rXwDZrtX97O3t6du3L9evX2fQoEEsXryYOnXq4OzsTIkSJYiJiTGFWikpKcTHx/Pcc8+xb98+AKysrPJ9PQrq7t27xMXFMW7cOGxtbTl16hRjxoxh4sSJjB49GsgIrTJDqbi4ONauXUvz5s3zrP1+1tbWD1xb7f5RWWfPns3x2z8TEhIoV64cc+bMISUlhZ9//pnBgwdTr149jh07xq5du1izZg3ly5cHyHUBfWdnZzp37sz48eNN2y5evGgKjY8cOUJwcDCjRo3i/PnzfPbZZ4wcOZLIyEjT/qmpqabzFxERERERESmKCs2Ir9wkJSXh4OCAtbU1SUlJTJkyhaSkJO7du4e1tTWvvfYaM2bM4MKFC9y9e5dp06Zx4MABU+hkZ2dHpUqV+Oijj5g8eTJnzpwhOjqali1bmkKXLVu2ZBnRZGdnx5QpU5g3bx5Tp041jXq5evUqixYtYuHChVSsWDHHel1dXalatSqhoaGmRccvXLjA+PHjefHFF/OcDnc/W1tbAgMDWbZsGZs2bTItag8ZI9C2bdvGhg0bSEtL48iRI4SHh9O1a9cHHjciIoKIiAgWLVqUbV2qmJgY6tati6OjI0C2a5WbIUOGULt2bUJCQkhOTqZBgwY899xzTJo0iVu3bpGcnMzEiRPp3bu3aTTf42ZlZUVISAhz584lNTWVChUqYGtrS9myZalUqRJNmjRhypQp3Lhxg6SkJD7//HPi4+MLXHuVKlW4du0ad+/ezbWWLVu2sHv3blJTU1mxYgXHjh2jffv22fY7ePAgffv25ejRo9jb21OuXDkgY2RcUlIStra22NnZkZqayo8//siOHTtyHH3YrVs31q5dy86dO0lPT+f06dP07NmTuXPnYm1tzSeffMK0adO4e/cuTk5OODg4ZBl1CRlBWeXKlQt62UVEREREREQKDbMEX3379s11ofD7jRkzhqNHj9K4cWNeffVVkpKSaNasGceOHQMyvjHPxcUFf39/mjVrxtWrV/n666+zHadr1654eHgwYsSIbN9Q+Nf1vTJ5eXmxatUqEhMTCQoKwmAw4OvrS3R0NKNHj+bzzz8HMkboGAwGYmNjgYywKiIigpSUFDp27Iibm5spjIqIiDCNoImNjcVgMJCQkJDn+QcEBLBjxw5cXFyoWbOmaburqytff/014eHhuLu7M3jwYHr06JHjCKC/1mg0Gpk5cyZ37twxnVfmT1hYWLZr86Bvc8xkY2PD559/zoULF5g8eTK2trbMnj2by5cv06ZNG5o2bcqZM2eIiIgo0HTPh2Fvb8+3337L1q1b8fT0xNvbmwoVKjBs2DAAvvjiCxwdHfHz88PHxwcnJydCQ0MLXPs//vEPypQpw/79+3Otxd3dnfDwcBo3bswPP/zAd999l22qKoCvry99+vRh4MCBuLm58f777zNq1ChcXV3p06cPlStXpmXLljRr1ozVq1fz+uuvm34X/srV1ZWpU6cydepUPDw86NmzJ97e3gwdOhTImOp44sQJmjZtyssvv8zNmzeZMGGC6fXx8fFcu3YNLy+vAl93ERERERERkcLCypjbIkoikm+TJ0/m9u3bhIaGAhAUFMTLL7/Mu+++y8iRIwGYNGmSOUsskNmzZ3P06FG++uqrB+6blpbGgQMHsN6wktsnjz9wf3mwp6q/gNu4R/t5yeyTm5ubprAWUupR0aA+FX7qUeGnHhUN6lPhpx4VDerT41GQ61ropzqKFAX9+vXjP//5D1euXOHKlSucP3/etA5XUZOSksKKFSt47733zF2KiIiIiIiIyEMp9IvbixQFTk5OjBw5kiFDhvDbb79Rp06dbN+EWVR8//33BAQE8MILL5i7FBEREREREZGHouBL5BFp27Ytbdu2zba9KE1xBBg0aJC5SxARERERERF5JDTVUURERERERERELJKCLxERERERERERsUgKvkRERERERERExCIp+BIREREREREREYuk4EtERERERERERCySgi8REREREREREbFICr5ERERERERERMQiKfgSERERERERERGLpOBLREREREREREQskoIvERERERERERGxSAq+RERERERERETEItmauwARsQylnKtglZpq7jIsQqkqVc1dgoiIiIiIiEVQ8CUij0TNtwZgY2Nj7jIshjE9HStrDcoVERERERF5GPpXlYg8EmlpaeYuwaIo9BIREREREXl4+peViIiIiIiIiIhYJAVfIiIiIiIiIiJikbTGl4g8FKPRCGRMddR0x8IrszfqUeGlHhUN6lPhpx4VfupR0aA+FX7qUdGgPj0emdcz89+jebEy5mcvEZFcpKSkcPDgQXOXISIiIiIiIsVM/fr1sbe3z3MfBV8i8lDS09NJTU3F2toaKysrc5cjIiIiIiIiFs5oNJKeno6trS3WD/hiMAVfIiIiIiIiIiJikbS4vYiIiIiIiIiIWCQFXyIiIiIiIiIiYpEUfImIiIiIiIiIiEVS8CUiIiIiIiIiIhZJwZeIiIiIiIiIiFgkBV8iIiIiIiIiImKRFHyJiIiIiIiIiIhFUvAlIg905coVBg0ahLu7O56ennz66aekpqbmuO/27dvp0KEDbm5u+Pn58Z///OcJV1t8FaRPixcvxtfXF4PBgK+vL4sWLXrC1RZPBelRpmPHjuHq6kpMTMwTqlIK0qe9e/fi7++PwWCgRYsWzJ49+wlXWzwVpEfz5s3D29ubhg0b0qFDBzZt2vSEqy3eEhMTad26dZ5/h+newfzy0yfdO5hXfnqUSfcO5pOfPunewQyMIiIP0LNnT+PQoUONt2/fNp45c8bYrl07Y3h4eLb9Tp06Zaxfv75xy5Ytxnv37hnXrVtnbNCggfHPP/80Q9XFT377tGXLFqO7u7tx//79xvT0dOOvv/5qdHd3N27cuNEMVRcv+e1Rptu3bxvbt29vfOmll4x79ux5gpUWb/ntU1xcnNHV1dUYFRVlTE9PN/7+++/Gxo0bGzds2GCGqouX/Pbop59+Mnp5eRlPnDhhNBqNxo0bNxrr1KljjI+Pf9IlF0uxsbHGVq1a5fl3mO4dzC8/fdK9g3nlp0eZdO9gPvnpk+4dzEMjvkQkT3/88Qd79+7lww8/pGTJkjz77LMMGjQox//lW7lyJe7u7rRq1QpbW1vatm2Lh4cHS5cuNUPlxUtB+nThwgX69euHm5sbVlZWGAwGPD09+eWXX8xQefFRkB5lCg0NpVWrVk+wSilIn3744Qd8fHzo3LkzVlZW1KlThyVLltCoUSMzVF58FKRHJ0+exGg0mn5sbGyws7PD1tbWDJUXLytXrmTYsGF88MEHD9xP9w7mk98+6d7BfPLbo0y6dzCP/PZJ9w7moeBLRPJ0/PhxypQpQ6VKlUzbatSoQUJCAjdu3Miyb1xcHC+99FKWbTVr1uTo0aNPpNbirCB9CgoKon///qbHV65c4ZdffsHFxeWJ1VscFaRHAKtWreKPP/5g8ODBT7LMYq8gffrtt9+oVq0aISEheHp64ufnx969e6lQocKTLrtYKUiP2rVrR/ny5Wnbti316tXj/fffZ9KkSTg7Oz/psoudpk2bsmXLFtq2bZvnfrp3MK/89kn3DuaT3x6B7h3MKb990r2DeSj4EpE83bp1i5IlS2bZlvn49u3bD9y3RIkS2faTR68gffqrS5cu0a9fP1xcXGjfvv1jrbG4K0iPTpw4wVdffcWXX36JjY3NE6tRCtan69evM3/+fDp27MiuXbsYP348kydPZuPGjU+s3uKoID26d+8ederUYfny5Rw4cIDx48czevRo/ve//z2xeourChUq5Gtkne4dzCu/ffor3Ts8Wfntke4dzCu/fdK9g3ko+BKRPJUqVYo7d+5k2Zb5+KmnnsqyvWTJkiQnJ2fZlpycnG0/efQK0qdMBw4coFu3brzwwgt8++23mvrzmOW3R3fv3uWDDz5g1KhRVKlS5YnWKAX7XbK3t8fHx4dXXnkFW1tbPDw86NSpExs2bHhi9RZHBenRhAkTqFWrFg0aNMDe3p6uXbvi5ubGypUrn1i9kjfdOxQtunconHTvUHTo3sE8FHyJSJ5q1arFtWvXuHz5smnbiRMncHZ25umnn86y70svvcTx48ezbIuLi6NWrVpPpNbirCB9AlixYgW9e/fmzTff5Msvv8Te3v5Jllss5bdHBw8e5PTp04wePRp3d3fc3d0BeOeddxg3btyTLrvYKcjvUo0aNUhJScmyLS0tDaPR+ERqLa4K0qOEhIRsPbK1tcXOzu6J1CoPpnuHokP3DoWX7h2KDt07mIeCLxHJ0/PPP0+jRo2YOHEiSUlJxMfHM2vWLLp165Zt344dO7J3717Wr19Pamoq69evZ+/evXTq1MkMlRcvBenTpk2bGDduHDNmzKBPnz5mqLZ4ym+P3N3d+e2334iNjTX9AISFhenm9QkoyO9SYGAgW7du5ccff8RoNPLLL7+wZs0a/Z33mBWkR97e3ixcuJDDhw+Tnp7Oxo0biYmJyddaOfJk6N6haNC9Q+Gme4eiQ/cO5qHgS0QeaPr06aSmpuLj40P37t1p1qwZgwYNAsBgMLB69Wog438wZs6cyezZs/Hw8GDWrFnMmDGDF154wZzlFxv57dM333xDWloa7733HgaDwfQzduxYc5ZfLOS3R2Je+e2Tl5cXs2bNYv78+TRq1IiPPvqIESNG4OPjY87yi4X89mjw4MEEBQURHByMh4cH3333HTNnzqRu3brmLL/Y071D0aB7h8JP9w5Fg+4dzM/KqDF1IiIiIiIiIiJigTTiS0RERERERERELJKCLxERERERERERsUgKvkRERERERERExCIp+BIREREREREREYuk4EtERERERERERCySgi8REREREREREbFICr5ERERERERERMQiKfgSERERERERERGLpOBLRERExML9+uuvjBkzBj8/Pxo2bIjBYMDPz48JEybwxx9/ZNt/5MiR1K5dm7Nnzxb4vaKioqhduzZRUVGPonSTXr16Ubt27Xzte/PmTb7++ms6duyIwWDAzc2NV199lU8++YRz58797RpiYmKoXbs2M2bM+NvHeFg3b96kefPmbNu2DYAZM2ZQu3ZtYmJizFbT/e7//OR03by9vfH29jY9LmznsWDBAjp27Mi9e/fMXYqIiDwkW3MXICIiIiKPR0pKCpMnT2bhwoVUqVKFV199leeeew6j0ciRI0eIiopi6dKlfPnll/j6+pq73Efi8uXL9OjRg0uXLtGxY0e6d++OtbU1x48fZ8WKFURGRjJnzhwaNmxo7lL/ls8++4wXX3zRFBq1bt2a6tWrU6NGDTNX9v8LCAjAy8sLJyenfL+msJ3H66+/zuLFiwkLCyM4ONjc5YiIyENQ8CUiIiJiob766isWLlxIQEAAY8aMwd7ePsvzAwcOpFevXowcORJXV1ecnZ3NVOmjM3PmTM6cOcPixYuzhVvdu3cnICCAUaNGsWHDBqysrMxU5d+zb98+IiMjWbZsmWlbnTp1qFOnjhmrys5gMGAwGAr0msJ2HjY2NgQHB/Phhx/SqVMnqlevbu6SRETkb9JURxERERELdPToUSIiIqhbty5jx47NFnoBVKlShVGjRnH79m2WL19uhiofvdjYWMqUKZPjiK66devSrFkz4uPjuXDhghmqezjfffcdNWvWxNXV1dylFAutWrWiVKlSzJkzx9yliIjIQ1DwJSIiImKBoqKiMBqNBAcHY2ub+yD/V155hTlz5tCvX788j5eWlsaCBQvo1KkTDRo0oGHDhrzxxhts3749x/1v375NaGgonp6euLm50bNnT3bv3p1tv99//52QkBCaN2+Oi4sLDRs2JDAwkPXr1xfshP8/Tz31FNeuXWPNmjU5Pv/VV19x6NChLKPb7t27x5w5c+jatSsGgwEXFxdeeeUVxowZw5UrVx74nidPniQkJAQvLy9cXFxo06YN06ZNIzk5Oct+8fHxDBkyhJYtW+Li4kKLFi346KOPSEhIeOB7nDhxgu3bt+Pn55dl+/1rY509e5batWszZ84cFi9eTPv27alfvz5Nmzblk08+ISkp6YHv5e3tzYABA9i1axeBgYG4urry8ssv8+mnn5KSkkJMTIxpe8uWLfniiy+yrIX1d9aIy22Nr9WrVxMQEICbmxtubm4EBATw448/Ztkncw2xdevWERYWRuvWrXFxccHb25uvv/6a1NTULPuvX7+ewMBAGjdujJubG506dWLu3Lmkp6dn2c/Ozg4fHx9WrlxJYmJivs9FREQKF011FBEREbFAP//8M1ZWVnh5eeW5n42NDU2bNs1zn/T0dAYPHsy2bdvw9PRk6NCh3Lp1i5UrV9K/f39GjhzJW2+9leU1X375JeXKlePtt9/GaDSycOFC3n77bWbMmEGrVq0A+L//+z969uxJ5cqV6dmzJ2XLliU+Pp6lS5fywQcf4OzsXOC1uHr27Mn+/fsZNmwY3333HS1btqRRo0Y0atQIR0fHHEe+DRkyhK1bt9K5c2e6d+/O3bt3+e9//8vy5ctJSEhg7ty5ub7fb7/9Ru/evXF0dCQoKAgnJycOHDhAWFgYP//8M/Pnz8fBwYEbN27wxhtvkJ6eTo8ePShXrhzHjx/nhx9+ICYmhvXr11OiRIlc3yc6Ohqj0Wi6dg/yww8/cOvWLXr06EHlypXZtGkTCxYs4ObNm0yePPmBrz9y5AiDBw8mMDCQ1157jTVr1jB//nxOnz7Nvn37CAgIoHPnzqxZs4bw8HCeeeYZ+vfvn6/a8mvChAksXLiQevXqMXjwYADWrVvH8OHDOXjwIGPGjMmy/9SpUzEajQQEBPDMM88QFRXFrFmzsLKy4r333gNg8+bNhISE0KRJE95//32sra3ZuHEjkydP5sqVK3z44YdZjtm6dWuioqLYuXMnHTt2fKTnJyIiT4aCLxERERELlJCQQNmyZSlVqlS253IavWJjY0Pp0qVzPNbq1avZtm0bnTt35rPPPjOtjfXGG2/g7+/PF198gY+PT5Z1kJ5++mmioqJ45plnAHjttdfw8/Nj4sSJeHt7Y21tTXh4OAALFy6kYsWKptc2atSI/v37s379+gIHX+3bt+f27dtMmTKFY8eOcezYMdP5GQwGevbsmWXU1NGjR4mOjqZXr15ZgpQ33niDbt26sWvXLq5du0aZMmWyvZfRaGTUqFE888wzrFq1yrTP66+/joeHB2PGjGH+/Pn069eP3bt3k5CQwFdffUXbtm1Nx6hSpQqRkZHExcXh4uKS63nt2bMHe3t7atasma/rcOnSJTZs2EDVqlUB6NatG35+fqxbt45x48ZRsmTJPF9/8eLFLLX6+vrSpEkT/vvf/zJjxgzatGkDQLt27fjnP//JTz/99EiDr9jYWBYuXIiXlxfh4eHY2dkB8Oabb/L222+zYMEC2rRpQ+PGjU2vuXv3LuvXrzd95jp16kTz5s1Zvny5KfiKjIykZMmShIeHY22dMfmle/fu9O7dmxMnTmSro169ekDGqDIFXyIiRZOmOoqIiIhYoPT09GxTtzJ5eXll++ncuXOux9q4cSOQMTLqrwvCOzo68s4775CamsqmTZuyvObNN980BRAAlSpVolOnTpw7d47Dhw8DMH36dH766acsoVdqaqqp7lu3bhXwrDN0796d//73v0ybNg1/f3+ef/550tLSiI2NZciQIQwfPhyj0QhkLKq+b98+QkJCshzjypUrpvpv376d4/v873//4/jx47Ro0YL09HQSExNNPy1btsTBwYEtW7YAULlyZQDCwsLYtm2b6Zi9e/dmzZo1eYZeAH/88QfVqlXLc9rqX7m7u5tCLwBra2vq1avHvXv3uHbt2gNfb29vT+vWrU2Py5YtS7ly5bJtd3R0xMnJ6ZGvmbZhwwYABg8ebAq9IGP6YWaIdf902JYtW2b5zJUqVYoaNWpkma7q7OxsmoZ75MgRjEYjNjY2LFiwgLCwsGx1VKpUiRIlSnDmzJlHen4iIvLkaMSXiIiIiAVydnbm1KlTpKSkZJveFxERkeXx/dO77nfmzBkcHR1z/NbHl156CSDbek45jUx6/vnnTcerX78+1tbWXLt2jblz5xIXF8fZs2c5c+aMab2ozHDq7yhVqhR+fn6m0V0JCQmsWrWK8PBwfvzxR9q0aWOaNmhvb8/69evZtWsX8fHxnD17lkuXLplCvtwCxFOnTgGwZMkSlixZkuM+586dA8DV1ZWBAwfy3XffMXDgQOzs7HB1daV58+a89tprVKpUKc/zSUxMpHbt2vk+//Lly2fblvk5SEtLe+Dry5QpkyVwgozQqXz58tm+DdPW1vahepWTzKCpVq1a2Z7L7TOX2zn/9XyDg4P5/fffTT1zcnLin//8J61atcLX1zfHYPHpp5/WGl8iIkWYgi8RERERC+Th4cHJkyfZtWsXLVu2zPLcyy+/nOWxg4NDnscyGo3Zwo5MmaHC/eFaTvtnhiM2NjZAxhTKESNGUK5cOTw8PGjbti21a9emUqVKdOvWLc+achIXF0dkZCQtWrTgn//8Z5bnqlSpwqBBg6hevTpDhw5lz549tGrViqSkJN58800OHz5Mo0aNcHFxoVOnTtSvX5958+axevXqXN8vMxALCgrKde2tvwYpQ4YMISgoiJ9++oldu3axd+9eYmNjCQsLIyIiAjc3t1zfy8rKKtcALieZ0/j+rvtDr7/W8STkFaTl9pnLzzmXL1+eZcuWcfDgQbZv386ePXvYsmUL69evx83NjYULF2Y799TU1Ie+niIiYj4KvkREREQsULdu3Vi6dCnh4eE0b97cFDb9HdWrV+fkyZP8+eef2UZ9xcXFARnB0l/Fx8dnO87JkyeBjJFfd+/e5eOPP6Z69epERkbi6Oho2m/fvn1/q84bN24wd+5cLl26lC34ypQ5Wihzjav58+dz6NAhQkNDCQwMzLLv5cuX83y/atWqmf58f5iYnp7Opk2bePbZZ4GMNbeOHz+Ou7s7/v7++Pv7YzQaWb16NcOHD2fu3LlMnz491/eqWLEiV69ezbMeS5K5XlzmNfur3D5zD2I0Gjl+/DjJyck0aNCA+vXrM3jwYJKSkhgxYgTR0dHs3LkzS1BsNBq5ceOGaa0vEREpevRfFyIiIiIWqEGDBrz11lvs27ePkSNH5rhOVUpKCuHh4Q9cn8nX1xeAadOmZRmJc/v2bb777jtsbGyyjXhasmQJKSkppsfx8fH8+OOPvPjii9SuXZvk5GRu375NtWrVsoReqamppm9RTE1NLdA5u7m5UbNmTTZs2MDmzZtz3GfRokVZzikzTLp/GuH+/fv55ZdfgNynBrq4uFC1alVWrlyZbQ2opUuXMmTIECIjI4GMRdXfeustoqOjTftYWVmZFu9/UDBZtWpVLl68aJoGauky+/PNN99k+RykpqbyzTffZNknv6ysrAgODmbgwIHcvHnTtN3R0dHU//v7cP78edLS0rKslyYiIkWLRnyJiIiIWKhhw4ZhY2PD3Llz2blzJ76+vtSqVQtra2tOnDjBpk2buHjxItWqVWP06NG5HqdTp05s3LiRlStXkpCQgI+PD3fu3GHlypWcPn2aYcOGmUY2Zbp8+TKBgYF07dqVq1evsmjRIoxGIxMmTMDKyorSpUvj4eHBzp07+eijj2jYsCHXrl1jzZo1nDx5Emtr6yzhRH5YW1szffp03nzzTYKDg/Hy8qJp06aULVuWy5cvs3nzZg4dOsR7771nWkze29ubBQsWMGzYMF5//XWefvppDh06xMqVK7GxseHevXvcuHEjx/ezsbHhk08+YcCAAXTp0oXAwECqV6/OwYMHiYyMpHr16gwaNAgAf39/lixZwujRozlw4AC1atXi6tWrLFu2DDs7O3r16pXnuTVt2pRdu3Zx+PDhPKdEWgpPT08CAgJYunQp3bt3p127dgCsW7eOw4cPm745s6CCg4MZOnQoAQEBdOnShdKlS3P06FGWLl1K3bp1s43cyxx92Lx584c/KRERMQsFXyIiIiIWytbWlg8//JAOHToQFRXFzz//zLp167h79y7ly5fH3d2dNm3a0Lp16zy/LdDGxoZZs2Yxb948Vq1axRdffEHJkiWpX78+o0ePzjEU+Pjjj9m+fTvTpk0jNTWVhg0bEhISkmXK2LRp0/jyyy/ZuXMna9eupUKFCri4uDBlyhTGjRtHbGwsd+7cMU1LzI8aNWqwYcMG5s2bx/bt2wkPD+fWrVuUKVMGNzc3hg0bhpeXl2l/Ly8vpk6dSnh4ON988w329vZUqVKFIUOGULNmTfr378+OHTuoX79+ju/38ssvs2zZMr799lsiIyO5efMmzs7OvP766wwYMIAKFSoAUK5cORYsWMC3335LdHQ0ixcvplSpUjRq1IipU6fSoEGDPM/L29ubyZMns2fPnmIRfAGMHz+eBg0asGTJEqZPn46NjQ116tThiy++oEOHDn/rmO3bt6dkyZL8+9//Zs6cOdy8eZPKlSvTq1cvBg4cmO33ICYmhhIlStCkSZNHcUoiImIGVsZH/RUsIiIiIiLyyL399tucPXuWTZs2mbuUYuHOnTs0a9aMDh068PHHH5u7HBER+Zu0xpeIiIiISBHw7rvvcvr0aWJiYsxdSrGwbt06kpOT6devn7lLERGRh6DgS0RERESkCGjYsCHt2rXL89sf5dFISUkhLCyMt956q8DfHikiIoWLgi8RERERkSJi7NixnDlzhi1btpi7FIv2ww8/ULJkSYKDg81dioiIPCSt8SUiIiIiIiIiIhZJI75ERERERERERMQiKfgSERERERERERGLpOBLREREREREREQskoIvERERERERERGxSAq+RERERERERETEIin4EhERERERERERi6TgS0RERERERERELJKCLxERERERERERsUj/D0+OtuUZhfJrAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "\n", "df['Sales_Percent'] = (df['Global_Sales'] / df['Global_Sales'].sum()) * 100\n", "\n", "# Now, slice the top_n games without triggering the SettingWithCopyWarning\n", "top_games = df.head(top_n)\n", "\n", "# Create a figure with subplots\n", "fig, ax = plt.subplots(figsize=(12, 6)) # Adjust the figsize as needed\n", "\n", "# Bar chart for actual sales\n", "sns.barplot(x='Global_Sales', y='Name', data=top_games, ax=ax, palette='coolwarm')\n", "ax.set_title(f'Top {top_n} Highest Selling Games - Global Sales', fontsize=16)\n", "ax.set_xlabel('Global Sales (in millions)', fontsize=14)\n", "\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 467, "id": "73a9dd9c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Console_Brand EU_Sales NA_Sales JP_Sales Other_Sales Global_Sales\n", "2 Microsoft 15.847553 20.469394 1.090643 13.759727 15.750612\n", "4 Nintendo 32.279724 40.894939 58.735163 24.252546 39.676560\n", "5 PC 5.889187 2.193149 0.013103 2.831657 2.950980\n", "8 Sony 45.648228 35.829559 36.528441 58.994117 40.681117\n", "Region EU_Sales Global_Sales JP_Sales NA_Sales Other_Sales\n", "Console_Brand \n", "Microsoft 15.847553 15.750612 1.090643 20.469394 13.759727\n", "Nintendo 32.279724 39.676560 58.735163 40.894939 24.252546\n", "PC 5.889187 2.950980 0.013103 2.193149 2.831657\n", "Sony 45.648228 40.681117 36.528441 35.829559 58.994117\n" ] } ], "source": [ "# Import necessary libraries\n", "import pandas as pd\n", "\n", "# Calculate total sales by console brand and region\n", "total_sales_by_brand_region = df.groupby('Console_Brand')[['EU_Sales', 'NA_Sales', 'JP_Sales', 'Other_Sales', 'Global_Sales']].sum().reset_index()\n", "\n", "# Calculate market share for each brand in each region\n", "market_share = total_sales_by_brand_region.copy()\n", "for region in ['EU_Sales', 'NA_Sales', 'JP_Sales', 'Other_Sales', 'Global_Sales']:\n", " market_share[region] = (market_share[region] / market_share[region].sum()) * 100\n", "\n", "# Filter the rows to include only Sony, Microsoft, Nintendo, and PC\n", "market_share = market_share[market_share['Console_Brand'].isin(['Sony', 'Microsoft', 'Nintendo', 'PC'])]\n", "\n", "# Display the market share table\n", "print(market_share)\n", "\n", "# For more detailed analysis, we can pivot the table for better visualization\n", "pivot_market_share = pd.melt(market_share, id_vars='Console_Brand', value_vars=['EU_Sales', 'NA_Sales', 'JP_Sales', 'Other_Sales', 'Global_Sales'], var_name='Region', value_name='Market_Share')\n", "\n", "# Pivot table for better visualization\n", "pivot_table = pivot_market_share.pivot(index='Console_Brand', columns='Region', values='Market_Share')\n", "\n", "# Display the pivot table\n", "print(pivot_table)\n" ] }, { "cell_type": "code", "execution_count": 462, "id": "97fd51f6", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "# Assuming 'df' is your original DataFrame with sales data\n", "# Calculate total sales by console brand and region\n", "total_sales_by_brand_region = df.groupby('Console_Brand')[['EU_Sales', 'NA_Sales', 'JP_Sales', 'Other_Sales', 'Global_Sales']].sum().reset_index()\n", "\n", "# Calculate market share for each brand in each region\n", "market_share = total_sales_by_brand_region.copy()\n", "for region in ['EU_Sales', 'NA_Sales', 'JP_Sales', 'Other_Sales', 'Global_Sales']:\n", " market_share[region] = (market_share[region] / market_share[region].sum()) * 100\n", "\n", "# Filter the rows to include only Sony, Microsoft, Nintendo, and PC\n", "market_share = market_share[market_share['Console_Brand'].isin(['Sony', 'Microsoft', 'Nintendo', 'PC'])]\n", "\n", "# Pivot the table for better visualization\n", "pivot_market_share = pd.melt(market_share, id_vars='Console_Brand', value_vars=['EU_Sales', 'NA_Sales', 'JP_Sales', 'Other_Sales', 'Global_Sales'], var_name='Region', value_name='Market_Share')\n", "\n", "# Set the visual style\n", "sns.set_style(\"whitegrid\")\n", "\n", "# Initialize the matplotlib figure\n", "f, axes = plt.subplots(2, 3, figsize=(18, 12), sharey=True)\n", "\n", "# Titles for the plots\n", "titles = ['Europe Market Share', 'North America Market Share', 'Japan Market Share', 'Other Regions Market Share', 'Global Market Share']\n", "\n", "# Color palette\n", "palette = sns.color_palette(\"coolwarm\", len(market_share['Console_Brand']))\n", "\n", "# Iterate through the regions and create a bar plot for each\n", "for i, region in enumerate(pivot_market_share['Region'].unique()):\n", " ax = axes.flat[i]\n", " sns.barplot(x='Console_Brand', y='Market_Share', data=pivot_market_share[pivot_market_share['Region'] == region], palette=palette, ax=ax)\n", " ax.set_title(titles[i])\n", " ax.set_xlabel('')\n", " ax.set_ylabel('Market Share (%)')\n", " ax.tick_params(axis='x', rotation=45)\n", "\n", "# Adjust layout and remove empty subplot\n", "plt.tight_layout()\n", "f.delaxes(axes[1,2]) # This removes the empty subplot in the 2x3 grid\n", "\n", "# Show the plots\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 487, "id": "d7d937fe", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NamePlatformYear_of_ReleaseGenrePublisherNA_SalesEU_SalesJP_SalesOther_SalesGlobal_Sales...JP_Sales_PercentSeries_InstallmentSales_per_CriticSales_per_UserMultiplatform_ReleaseYears_Since_Last_InstallmentLog_Global_SalesSales_Weighted_ScoreSales_PercentFranchise
9825NPPL: Championship Paintball 2009X3602008ShooterActivision Value0.100.010.000.010.12...0.00000010.0133190.01331940-2.0402210.7020000.001346NPPL Championship Paintball
6315RollerCoaster Tycoon 3PC2004StrategyAtari0.010.220.000.040.27...0.00000010.0069210.00078010-1.2729661.4347870.003028RollerCoaster Tycoon
10010Merv Griffin's CrosswordsWii2008PuzzleTHQ0.110.000.000.010.11...0.000000111.00000011.00000020-2.1202640.0000000.001233Merv Griffin Crosswords
2756Dark Souls IIX3602014Role-PlayingNamco Bandai Games0.480.180.010.070.74...1.35135110.0246580.0008095-1-0.2876825.8741900.008298Dark Souls II
16041Grisaia no Meikyuu: Le Labyrinthe de la GrisaiaPSV2014AdventurePrototype0.000.000.020.000.02...100.00000012.0000002.00000010-3.5065580.0000000.000224Grisaia Meikyuu Le Labyrinthe de la Grisaia
..................................................................
617PES 2009: Pro Evolution SoccerPS22008SportsKonami Digital Entertainment0.130.070.262.052.50...10.4000001250.000000250.000000500.9202830.0000000.028034PES Pro Evolution
532Monster Hunter Tri3DS2011Role-PlayingNintendo0.460.291.960.072.79...70.2508961279.000000279.000000301.0296190.0000000.031285Monster Hunter Tri
867Hot Shots Golf: Open TeePSP2004SportsSony Computer Entertainment0.500.500.630.331.96...32.14285710.0343800.057630100.67803416.3153850.021978Unknown
1978EA Sports UFCPS42014SportsElectronic Arts0.460.410.010.171.05...0.95238110.0184180.003763200.0582696.5653120.011774EA Sports UFC
15052Carmen Sandiego: The Secret of the Stolen DrumsXB2004ActionBAM! Entertainment0.020.010.000.000.02...0.00000010.0028532.00000030-3.5065580.1060000.000224Carmen Sandiego Secret Stolen Drums
\n", "

100 rows × 31 columns

\n", "
" ], "text/plain": [ " Name Platform \\\n", "9825 NPPL: Championship Paintball 2009 X360 \n", "6315 RollerCoaster Tycoon 3 PC \n", "10010 Merv Griffin's Crosswords Wii \n", "2756 Dark Souls II X360 \n", "16041 Grisaia no Meikyuu: Le Labyrinthe de la Grisaia PSV \n", "... ... ... \n", "617 PES 2009: Pro Evolution Soccer PS2 \n", "532 Monster Hunter Tri 3DS \n", "867 Hot Shots Golf: Open Tee PSP \n", "1978 EA Sports UFC PS4 \n", "15052 Carmen Sandiego: The Secret of the Stolen Drums XB \n", "\n", " Year_of_Release Genre Publisher NA_Sales \\\n", "9825 2008 Shooter Activision Value 0.10 \n", "6315 2004 Strategy Atari 0.01 \n", "10010 2008 Puzzle THQ 0.11 \n", "2756 2014 Role-Playing Namco Bandai Games 0.48 \n", "16041 2014 Adventure Prototype 0.00 \n", "... ... ... ... ... \n", "617 2008 Sports Konami Digital Entertainment 0.13 \n", "532 2011 Role-Playing Nintendo 0.46 \n", "867 2004 Sports Sony Computer Entertainment 0.50 \n", "1978 2014 Sports Electronic Arts 0.46 \n", "15052 2004 Action BAM! Entertainment 0.02 \n", "\n", " EU_Sales JP_Sales Other_Sales Global_Sales ... JP_Sales_Percent \\\n", "9825 0.01 0.00 0.01 0.12 ... 0.000000 \n", "6315 0.22 0.00 0.04 0.27 ... 0.000000 \n", "10010 0.00 0.00 0.01 0.11 ... 0.000000 \n", "2756 0.18 0.01 0.07 0.74 ... 1.351351 \n", "16041 0.00 0.02 0.00 0.02 ... 100.000000 \n", "... ... ... ... ... ... ... \n", "617 0.07 0.26 2.05 2.50 ... 10.400000 \n", "532 0.29 1.96 0.07 2.79 ... 70.250896 \n", "867 0.50 0.63 0.33 1.96 ... 32.142857 \n", "1978 0.41 0.01 0.17 1.05 ... 0.952381 \n", "15052 0.01 0.00 0.00 0.02 ... 0.000000 \n", "\n", " Series_Installment Sales_per_Critic Sales_per_User \\\n", "9825 1 0.013319 0.013319 \n", "6315 1 0.006921 0.000780 \n", "10010 1 11.000000 11.000000 \n", "2756 1 0.024658 0.000809 \n", "16041 1 2.000000 2.000000 \n", "... ... ... ... \n", "617 1 250.000000 250.000000 \n", "532 1 279.000000 279.000000 \n", "867 1 0.034380 0.057630 \n", "1978 1 0.018418 0.003763 \n", "15052 1 0.002853 2.000000 \n", "\n", " Multiplatform_Release Years_Since_Last_Installment Log_Global_Sales \\\n", "9825 4 0 -2.040221 \n", "6315 1 0 -1.272966 \n", "10010 2 0 -2.120264 \n", "2756 5 -1 -0.287682 \n", "16041 1 0 -3.506558 \n", "... ... ... ... \n", "617 5 0 0.920283 \n", "532 3 0 1.029619 \n", "867 1 0 0.678034 \n", "1978 2 0 0.058269 \n", "15052 3 0 -3.506558 \n", "\n", " Sales_Weighted_Score Sales_Percent \\\n", "9825 0.702000 0.001346 \n", "6315 1.434787 0.003028 \n", "10010 0.000000 0.001233 \n", "2756 5.874190 0.008298 \n", "16041 0.000000 0.000224 \n", "... ... ... \n", "617 0.000000 0.028034 \n", "532 0.000000 0.031285 \n", "867 16.315385 0.021978 \n", "1978 6.565312 0.011774 \n", "15052 0.106000 0.000224 \n", "\n", " Franchise \n", "9825 NPPL Championship Paintball \n", "6315 RollerCoaster Tycoon \n", "10010 Merv Griffin Crosswords \n", "2756 Dark Souls II \n", "16041 Grisaia Meikyuu Le Labyrinthe de la Grisaia \n", "... ... \n", "617 PES Pro Evolution \n", "532 Monster Hunter Tri \n", "867 Unknown \n", "1978 EA Sports UFC \n", "15052 Carmen Sandiego Secret Stolen Drums \n", "\n", "[100 rows x 31 columns]" ] }, "execution_count": 487, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.sample(100)" ] }, { "cell_type": "code", "execution_count": null, "id": "a3faa170", "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": "3.11.4" } }, "nbformat": 4, "nbformat_minor": 5 }